{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data from the TESS mission are [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": [ "import lightkurve as lk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "search_result = lk.search_targetpixelfile('Pi Mensae', mission='TESS', sector=1)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 1 data products.\n", "\n", "\n", "\n", "\n", "
#observationtarget_nameproductFilenamedistance
0TESS Sector 1261136679tess2018206045859-s0001-0000000261136679-0120-s_tp.fits0.0
" ], "text/plain": [ "SearchResult containing 1 data products.\n", "\n", " # observation target_name productFilename distance\n", "--- ------------- ----------- ------------------------------------------------------- --------\n", " 0 TESS Sector 1 261136679 tess2018206045859-s0001-0000000261136679-0120-s_tp.fits 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "tpf = search_result.download(quality_bitmask='default')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TessTargetPixelFile(TICID: 261136679)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf" ] }, { "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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 516 } }, "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": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 12, "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": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17431099,\n", " 1353.17569985, 1353.17708871])" ] }, "execution_count": 13, "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": 14, "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", " [[ 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 ]],\n", "\n", " [[ 16.255512 , -31.703304 , -88.93622 , ..., -96.80196 ,\n", " -88.44054 , -128.90186 ],\n", " [-123.1205 , -115.64475 , -102.827774 , ..., -105.912766 ,\n", " -116.543015 , -125.83007 ],\n", " [-143.50493 , -135.33545 , -131.393 , ..., -96.0497 ,\n", " -111.65795 , -116.42823 ],\n", " ...,\n", " [-130.41649 , -130.36017 , -142.79881 , ..., -68.48361 ,\n", " -99.568924 , -132.27666 ],\n", " [-134.51385 , -135.7366 , -139.90646 , ..., -111.81407 ,\n", " -125.028984 , -127.74584 ],\n", " [-122.92239 , -129.48557 , -142.0298 , ..., -121.2471 ,\n", " -87.20575 , -107.23206 ]]], dtype=float32)" ] }, "execution_count": 14, "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": 15, "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": 15, "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": 16, "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": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 370, "width": 785 } }, "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 516 } }, "output_type": "display_data" } ], "source": [ "aperture_mask = tpf.create_threshold_mask(threshold=10)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 785 } }, "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": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18104,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 759 } }, "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": 23, "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": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ab7I9YG2clDJ5InITjDBuZvbv3x/4TVdQwZF0B3qtiyqlUkYq28LrtsxkYCreBZnxt3gXhHYXkcbzk5mzPJ5cGNbqNI9xLs1v7HVUiuRu38QGfI3AdLLHf6Igvpty/U5uBCGZY8e6P5xuWr1MheKmLYhXj0SJALuy3Z7vEo3E4CY0N3lNNARxfjh48KDj3+K1feleJ8dan3RcfxvvEZtsdPs662On+vqZCIqVbIInFXbnIzfHiZtjKMipLYF8t3r1alfB8Ndff12SdOTIEUnOawRs2rTJ5xo6CyIh7zeuubIfiQAAvvEasHYzzNjPYKlfwZ9Ec2zedtttCoVCjnVI5cQYiUS0cOFCLVy40Ldt4qU+2dqr0rqoUiplJNoW8bZ/MtsyUxdJXoIH5eXl5siOeEG3IIbZ19XVZSwRYJ12KshgS7Z+p+IxAirxAmbG5zIWjo3dj6mMZonXjvvRxuba/rBjTchZg/+ZWHhcck60JttuJBqJwU1o9nMz+iwR62uT/e7GBp/jJbON4y1e25fOKWfSuZaP8R7G9GNeXrdt2zbdfffdZgDfKSifzHWc27n+M3EtkY3tULZ32gIS8WO0bWVlpavXb9iwQZJ04sQJSdK+fftsn5dohJFT4iEoq1evVnV1tePfMzWiyK+R0l6n20NHJAIABMLNCca4QDbmw4v3nGzqaZ1ojs0ZM2Y4JgK8iL2ZNE6eS5Ys0ZIlS7KuJ3kmeOmZ7KVMp6B3JBJxtf39nHoklpv5cBO9v5fgQUVFhTmyw+nm3Wn4aarSFbC025bWaae8BlsSHZfWxILb75Qf7Vq8hIbd35zacTejP9IxjUQQgZ1sa+P84BT8T+fCkU6J1iDaDTvp7Dnd2aQyusdpxEky3+1kv7vJBJ/jtX3WY3rixIm2z0lHwjGbjvldu3ZpzZo1ZhDNuu5EqvwehWgnHfsryOtGK9ZlQa7zOmIy1RHjVgcOHEjqdUbiwe19a6qLmVdWVmr//v2Of0/3iCLjc9fU1PhyjW1Mt0cyIHkkAgD4xnpS87KgnJubMC8LXOVLICc2QMIw4I7cDLH2erPptEifF6mMPkl0w+lmPlw/Rr/YXYS6Cc4cP37c9XtYkxqhUEhTp051X0EHbkYaxfL7xjjRcZlML04/2rV472v3N6c2xzg2rPvaSJJJ6Qs8+ZEIyOb1HVLRq1evhM9JdF6NXTQ2W0QiEc839unsOd3ZBHHN5Xb/Gsnpurq6wAPfyRx3V1xxhWNZQV2nGudAY9sYx3yiawvr370Evq3b22grrG2GXTtdWVmZ9u9iKu1YkPvLONfYLZo9cuTIlMvP1KLIQLbwkux1uq7cuXOn6zLitTVup5ALIsFZXFxsPrZ7f+vfUxV7PnYzkjgZLICePBIBAHxjPankwvx18eTL9BC5ys/tH9TNZpDBBqOXg989no3tavRoiVd+shehxvBZN6xJjVAopGnTpiX1nlbp6Ikey80ojUSs07ek2lM7UU/+VI8r49iw7utIJGLOHZ1twdZ4AUK/1nfw2sM16HOM2+BPvDUDYheNzRaRSCTpueRzYc2RbOR2uyWTiLXjdqSI0cO8vr7el2TPtm3b9I9//MP2b8kcd35y22PcaaRFomC29e92z3U6Bmpqasx6Ge2Otc3Ilu9ctrVjhnidT0aPHm0+Tva6IF2jroB0i9dhw+sIm1AopJkzZzoGw+NNsxMrW9sa63Vh0ImA2PNxUOvIIXkkAgD4Jp29BpMJongN0qRruo5s5aX3WBDvHUTvqwMHDvgSpJDa97JbuHCh2RvaL+FwOJBEwOLFi3Xo0CFJ/t2gZ8PUA07cLI6a6nZwM0ojEev0Lan2cHHqyW/Us7y8PKNtVjLHS6IgSLwAZDIBQqfkjlOP4IqKirSP8Igndr5ap2PczzUDjH2QqREE8c5JJAK8s474sdtudtPopTsR29zcnNTrnI6D9evXO34n47VbpaWlgR9b8Ub6Wdv0oEbyOH2+aDRq1stunuzVq1f7do6142YUYnl5uevRitk2AspAz1egvbKyMsfpYexG2MQTCoU0a9YsX4PhnWQGWgAAIABJREFUsTJ9r5SpRHYk4n0dudgpVDOxnkG+IxEAIKHS0lJzsdB4F6FOWd5smcc5iBvTdExDlKnAhZfeY36+Z6qB+ngXG4cOHXIdpHA7BYAxJYrRGzqXWBevit32mzZtcl1Oqt8tY9GnVI91u57w4XBYL7/8ctzX+Dl/aDoZ+yzRYs6x3C6SlqxEveOTOV4SBUH8DkA6JXdydbRbUOeR2OlEFi9eHFiPL6fzg/H7yspKLV68WFVVVYG8f2eTaHSXH9PoSalNXXLq1KmkXhcvqO3EaY0cyTlxbzdVTjxGr1RjsXq3KioqzPbRj5E8fk6zVFlZmbD9SSVZ72YUYkVFhevRivG2m/Uaw8v0cUYi2+v0Ul6mWgTyTaJ2wbges7s+NNpBp3VaMqGsrMz1tZgf332/kpqpdvyLRLyvI2ecb2tqatolwZnqzD8kAgAkFA6HzcVCkzkJuD3pGSf8VE84ydzAxL6nmzLSlaFOdj49px6tmRjF4GbxaMmfYJ6Xi414N2TGBWY6F9SU2u+voC54jCC/NSAcu+3tevbF1tPuODp58qTn+hiLPnkJVto916kn/KpVqxzLqa+vb3fMxFssOtsY+yx2MWcv29FoD5IJFDvNmeq1d7y1Hpnq8ejn99yP9QWS2R/xbvq83hC6TZBZpzIL8jtjHB9254eqqiotXrxY27dvl5R9U1NlAzffr9ip45Jpy5ORytQlLS0tks58X7wEWJMJkCS6FrMr0wgquw3KG71SjcXqg2IkHEKhkG2CLag1NbZt22Y+trZxid4n2YCW9T3cHs/xAnDWawwv08cZgUrr9FLG9V280Upukxd25y9GPyHXJdv+WEdoOa3TIgXXQ99pjaaKigqzXonaNC/TrDpJJhlsjHJfuHBhh/vDdM4Q4NQuMtWZf0gEAMga1qlWUulp7sdCnInKMAI9fi/eaze8PNleXU49WoMcxeDUY7OmpsbcVm6manH7Xqn25E5loeqgbrKs+yuoC55EQX43nG6CjZvt2267TaFQyFVZTgmPRYsWOc7XbN3+xvHkptdhootVt71c/UgEep1XXor/GbxMf2JNvC5evNgMciV6rXUObS9zpibid7tUV1dn3sy4WRMjHA5r0aJF5mdyE3iK3XfWNtc613YyN0jJtC9Hjhxx/JvX80h9fb2n0Q9+TjFkJ960KMb7xkuceu2ZncvsgoJuvl9GQmXPnj2S0pcI8EM0GvV0vL722msdfldaWup4fJSWlsb9fkkdv3+33XZbwkW7g1yUPN6oPiPhYCQCrIlka7tmjNZLtX7Gd9NY08Eo2+5xvNd7lUwiwI8AnBvG9Z11yr5YbhcotbtOjd2m2dQzGgiSdYSWm4V7rYJOoBn1SXRN5mVxYjeGDh3a7me7NjUajaqqqkpLlizRkiVLXLX7xjks1ev3THcG6oxIBABIG2tgJp2B1VQ59ZZyCkqk0rM0iHnhU2X3eazBfOuNbOwNpV1gMtmAUSgU0m233Wb+bO1Z5QevSQW3+8kIQmYrN4FoL8ek0UNzxowZkuTqws64IY69MN23b5+rpEXsYlROdbZLXrjZ78Y0DdbpGuIFJt1Kpue810Vs45VjZdyUJNrXu3btsn3vVJN7bkdyuR0xU19fb97MxFsTw7r/w+Gw2as83igSQ+xUIXblG21iVVVV4Dc5XqbzSlVQI6VSWb8iXlvhtWd2Lkt2LnGjTWhoaJD0cVueitgRVn6PcmttbU3qdXbtTDgcdjw+wuFwwgDx+vXr2/08Y8YM9e7dO+5r/GrPpY+3tdEOeU3423UeMUbrpVq/eJ0aqqur9eKLL8Z9fbzPYowySHTuyvbvvt028jPZPmrUKEnZe68FBMHNtZyVH98PN50yEk394+d3X5LOPvvsdj/btTfRaDSpexI/OkWm0hkoF0ZwZyMSAYBHc+bM0T333JPwX74xgplOjW0kEkkYhLAGZuwa+oMHD7qaXiDdi8bYTVcTL3iYbwt6hcNhM4hl7BtrMN/uRjaIhRlDoZAZXI5lF1wwFhhyG+D3M6lgPYaNIGS2cnPRF28/xk4hsnfvXvP3Xi/s/BwBkSjoa3Cz341pGoKersGqurpad999d7upFKzcTrdlLe+VV14xfzZ6enq5gH788ce1Y8cO27+l2hvceH1NTU3cz5VoxIzXtid2/xs3acbnjBeY9tK+pRrwc9NbKt6No99JAmMEhd83YNa5zpMVjUbNelVXV2vRokXmcZPPc27H2xdepkw0ek4nWojXzXctdoSV36Pckl0jIFZsb8lkWHu7S/FHGMTyI7FmbOvY/ZHpxeGdvP3225Kk/fv3p9RhwtjusZ87Emm/QKUfiYAg1hNKZto2yfv1tdtkP5DtnI5ha4cx43vldM0apHhJY+MaJJ0dN6SP781SFdspL5FoNBpIzMbatjMdZHJIBABwxQhmOjW2VVVVjj123PYAa2pqijslh3WxLa/Z50gk4utirkEuGFlcXNzu51QDF9Fo1HYkhpdAopvpUuzKS7TvndYxiOU05ZDBLrhQX1/v+6gBK6/DTTMp0fZLJFHPa+s2rq2tNX8fNK/z2xv19BpEjw2i+ZmMdKr7/v37tWbNGu3atcv279ZeOG4+//bt29sFW15//fV2o3fc2Lp1a4dgl1vW70u8G4NoNJpS76J40ywYvHwPvASmi4uLk1ro041Up06ynp/9CmbFju7KlkW3rb3a9u/fr8WLF5s33ema9iMT4rW5yUyZmCiJHUTCP1Nie0sm4ua6LN4IA7vnWqcSS+Zc7fT985pcKy8v77BP6+rqfB/NsWHDBl/Li5XMApWJWK91vB73TtNiJjNtWzLvn89JUOS/xx9/3OzsEC8RYHQYy9YRQMY1iN89/hMx7s1SFa9Tnp3y8nLfp1GWWCvADyQCAI/mzZunZ555JuG/zibezWXsPJiS90CclLgHYmyPqgMHDpg9aiORiOfhgX5zGzyMTQQ4BS7c3ihGo1HbkRjWQKJdbzSvN6JlZWUdTvbGvj98+HCHOkkf37i6mY/d6yLCQfVCMGTrRaadeNvPTc9wYz/GBnOt/ycj1cCC8bm81sHrUFZju5WVldkmI9306HPq0e1HEM2Y39/oYWkn9ng1gjB+vH+8Y8co3zpUOtVgvxvxbhK8JqmcAjiHDx9uF3wrLi72baFPt71EkwnuuEmO2gUVR44c6arcVANOQQzzzvYp2rJRouCx0X4bx2omhucbUwOluvaDEZRx2zZ4TSgZ3wk3nR7cXOvYlWN8/+y2hdfkp9FuG+eUl19+2bFN9TtBkG2crt2dzp1O5/qg11FJxDhmV69enZUjRIB4tm7dqv379zv+PajpCpPh9/z+6ZLMeTTRPQQB++xFIgBA2lhPFm4DcbE3L/EupGOn5NmzZ4/WrFnTYd5WL3U9cOCAb8FkP+YUt/LzhsJuOiOv5VuDS7EXE7H70QgyxV4gxA55TuXC7uDBgx22t3Ezng1BIS9TNSRbthvGHMBu9rc1mGzsQ6ce6274dYEYZCDCuoC3U8/K2CC73SJlQS7Sbbx/vB6WiYYhG9+NZG4E4h07+dBb2Om8U1lZ2a7d83MKjkSJRuM7bszn7jfr5zKOndGjR7t6rTXglEz7lm0jqvKNX4vyGe23cax62W9Lly7VkiVLUnp/6eNEQKqJ+dj1EfxitKtGuUYyOVXxtrXdtkj2O2WcU+J1pLE7j2dj7/Nk15Pweu0e71xvl2ANaooQp3N5ZWVl1gRMAb/E3sdmsg1Kd29/v7g5j8YmRpMdmcS8/plHIgBAB0HNwW/XmziRVAICRjAi0XvZ9fY0XnPo0CFXNwBOPUYNqWxTY75er72PEvFy8ra7eYn3+tiLidjeEU4B4Nghz/HWW0h0EWF3QWMcE/GmPEhX4DKZqRrisR4HqZTp9vMb+zAbLuacFhv2qk+fPurSpUu73yWzgLfxfOMYtI6Ail1TwUmqPVxjOU3dZryPEaiKt8iZF3bJkNj3lOS4Zkyicq2sx6Df2y2e2Ju9iooKVVVVJXydH+dY4ztunB/84HSce1101FBZWZlUW5To+5YPyaWgOV3TRKPRQJOSsYy2LnafrVq1ytfpGtPN7ffOuOYwnh9vmh7rdWSiEXdevwPl5eVpPVd7Saikq812u55EYWFhUuW7mdbJbjSWXfvqtE3crANiyKVRq4DfguokkQuGDBkiyXuScdOmTXGvsY2137yOiI59D8n9vW+yHUqQGIkAAB0k0/vFzQ2d9aI0G27k7Ra+TbYHemyP0diTVlVVVbttWldX53jDELttnBIBxpQuVVVVtjf1iU7OXvaBcfNifY3TDb4dr70j3AR0g+o16tfc4n5LtJ2TDe7EHifx3mfdunWuy83EdzzVEQaNjY1qa2uT5O9859YRUGVlZa6mZjHay9he5n7Py20E/o8ePSopuTnUo9Foh+1l1O9vf/tbh3Kt3++lS5cqEonETRwY6urqbD93WVmZ+d1MFPzwsoB4Mty0S27OsfF6swX1GRIdU+nqYeclERCNRrPieiLbxB6Hdu1GaWmptm3b5svoACd21w75wO3UD16CyuFw2Fyzxe9EQEVFhaf1YNI53U+2Bax79uxpPo7XySd2SizjWtzLdnbitE3Kysoc932ic4+1kwOBNeQyN+2Tn50kck0oFJLkvRPHli1bbNuXeB3XYtuqRGu3JVrnIVayHUqQGIkAAK4YjbDd1Ad+zb+f7gtTu4v1eD3QvYg9adn9vHjxYpWVlXV4rdsAz+7du7V48WLHE73Xmys3SRDridtu7Qe/WAO6xvoGfooX0PI6t3gyx611uhnp4wujeAkTu0RQol7FU6dONS8IncT2AI8XiN2xY0eH3zkFRIIO/CRKdCXby9A6DZCdeOubGMk5472N48y6LbwuXl1RUaHKykrzPe0ScKkEaI0AfXNzc9JllJeXd/hcxo2aXZsS22Y9//zzeu211yTFH5HgdDNQUVFh/s1uWxg9kI4dO6annnoqqQXEkz2eY3v42v3d7niyJk5iRxAEuQh6PNm40O7BgwezZpHibGa0SdZ2MRwOa9euXVq8eLGqqqo8bcdE60Wka58UFBSk5X0kadu2beZjt9MLWoPKBjdrqhj7yWg/7V7jNSEYrw2yvqeUelK9R48eKb0+CMkEk+JNRxo7JVayi/h6UVFRYa4J5JX1+o3AGnKZU/uUaHR+Z7Fv376MvbfbtdvyrXNALiIRAMAVY7HXeMOaU+V39t4IUB47dizhQl9uTkirVq3Spz/9ace/x46KiEQiWrhwoRYuXGgbxJXsg4Jub8Bqa2slfTzNTaoXQMkmQYIe1r106VLfpxDwI6C1adMm22l4Yqd+MXrRW/eNdbqZaDSqV155RZLiLoQVK96Cq0bZV1xxRcJEQOy28JpAytRcmInqmWwvw0Q32XaLYhuBZmO9BeO93UxP5mbKtP3795vvadc+pHI8G+/pdtoEazDMYFcnL4GkiooKMzkQbyizm3bablsYZTc1NSUMoDu1oW5vWmKfFxscim2nndbLMc6HdkOxrVpaWlzVy02dYxd1T7W8dDhy5AiL0blgtElO65nU1NSY3w03x5TTehHGse2UGPSbX1OZuZFMcMVoz6yJVi/r8RjXeTU1NR2uY6uqqlJOCEYiEbNDSrb1zPequLg47t9z/fMZjM8R73q9tLS0Q1I8V+ctB9yyjqrqzFKJ06RyT08iJreQCADgSrwbw0w2+rHvbQ3CGhe9TU1NCadhsAZunT7P0qVLNX78eMcyYkdFRCIRsze7UyJAkoYPHx63bm5vPsPhsO0Ig6DZ3Vxlw0JxQQeHtmzZYnuxZQ2oSB/3wnK6+T948KBZ12QvwKwXX9bvQOxxR8/ZxOyOZ+t+cTvHbzLv51cA1ctxZEwJZNfG2x0vQfc0SjQqJujEo1Ng0W0g06mtN+od28PUaZ8biQDrtEd2/AhuGXXwq800jilr2UElB5wSR8b7vf3224G8b7bzmriyPj+V0UFOQZigzsduE2F1dXW+jyx0wzg3WOvpNjFsZZf4d9rWTt8J47tQWlqqd999V3fffXeHBc/94nbqJD8lSgS4dfz4cVf3NcZ2XrRokebNm5e2BKhxfW0kieyEw+GsHMEFBM3L95Be6R3FXlNu27ZNzz//vKTEa83EG0GF7EMiAIBnsScBt9n3RMHhZEYExAZJ6uvrk7qpsd6kxjuJBRGEuuyyy+L+3RiC7ua9E312a8DYrx56dvvV6w2IMaWK24uyJUuWJBwl4GfvJy9rRzh9hi5dutiOTLFedCUb1LNefNXX1zsmFuyOj+3bt0siSRBPsvvFaNOCDl7HBl289JKNNxIgE9PPJJJoX6Q6ssypfLeBzNiFzWIXjo6VqM2zTntksJbf2Njoql7xGMdnojYzmUU0vawlE1sfK6cFoe3qvHr1anNkz4YNG1y/b66ym5PXeGz8zThPb9q0KalzY+z1gl2w+cCBA3rxxRc9l50O9fX1rkYW+jHCxs5ZZ51lPj548KDj9HJGO2Hsr3jtmdfFvY3vQjgc1qZNm7Rmzf9n7+yD4yjO/P/Ib5IlLZbstWwhCyTZQn4BmzISAQwxElwOpe6OSEqRS5S6SxUxTlKX+BzuLnXEuaR+AfJmH5Cr485WqKvkikCOE0oglJMK2CQEJ5TNBTvYsrGxjV/iFxZLtvwi+W1/f6h63Tual+6Z7umZ2e+nyuXd1WxP70xP99PP6//lRSHKFpZ0Iwre536dlIaHh4WUWew6Hzp0yDV3v2pU3icA4oRqWZp/Znft2kUPPPCAtqwHcWXr1q25+dxOHrUiUu9LFhhs9ABDAABACH5zZFX8i07QTsUiGcwLTbaIrdeiJFPg1AtR5bnVaq5iQbQqkvwovHiFsZ1ia//+/Z6FfqzYKf1l+3b06FHq6ekRzn26fv16JXUpRJFJm+R0XDablSrCLYudZ+fmzZs9+82eZ9VK31QqJVT7wC9RiDrxgj0HooYEJ+9lr/nDen1lDHFWxdfIyIhn7QlTnDlzxlMJwnujWxFRoARVBFoLm1nrRRCNTSMnC9++m1eoKKLj0y7fuRd+PMHt+sP/Zi9D15YtWxx/08jIiNbiuCZwy8nL/sbmhP7+/jzlr13tADvjoPU+2imbjx8/Lpw7P2xE5RldEU8TJ07MveZTvTlx8uRJIrryfOs2JhMFi2yLIjKeqaWlpRp7Io/bWhUFIwsAJhCRVdg+XXYu37t3L/3f//2fEpkqScgq4b2cXxhnzpzJpU+WqU8I1AFDAABACBXpK3ivVTvlAFPAeLUv67lsV+D04Ycf9qUIEN0oWQ0UOnKTiirbrRtIt+t7+PBh4UI/KvrGYNdHt3I/aLi69ZpYi/4SOSvmrMfZKQiDwIwo/PPhlL7IDVWpvlKpVE7hZK19oOIcYYa9B01rIXqPnbyX7eYPt/v69ttvi3XMhpGREa0GqyCcPXvWcQ4W2XyEpehiiv6nn346p7Tmxys/z8kq+Kw1SIKkcWGIjk+74+zWY9F6EzLn4efPIM/+6dOnqaenJ1GGAFn4McfGIm9ciYOR1YqXIlfUySCMcSESscVkKL+FYeNCa2ur6S4QEdGsWbNyr0dGRoxHSIqsVX4itACIMyJrE5PXo2qUVl0PMWyse1nr2ivqMHn27Nlc+uRClsdMAkMAAECIoBby1tZWaS8WOyUrkRrP5Z07d4Zq9VeRM89JAPL63LrpVG1ZVynU2BltVMLGoN8NlPXa8UV/GW+++abtd60bS2tB2aCw9uyU1jKKdxWpRhis+Ki1CKmqHJJh1ScJ6oEX9B7beQf+7ne/czz+2LFjgc6nA905o9lzGNSjX8WGhClX169f73nvRZSC/BxjrUGiAtHxaXecXV+C3oNt27aNuQ+y65bTuqjCcBIXMplMLrqHX6d5Yxlbc/k5Jo7F/srKylz/HmZRYS9kHEN0yal2kSAmaGtrM3p+hnXOCjLH6iqMbcVPhBYAcUa1A5Dd/KdbVo27IcDLOM32oHGUIwoNGAIAAEIE9RCbN2+e8LFMadjX16fVG8ppMdYRguamXBK9tlZlINu4OIUQM4FJVnBii7foBjHuQo1qnJTcuosXu2GqeBN7fnU9x271SaIU6h90Y2HnHai7aK9qZI0pzc3NUsez+erSpUtS37MSdggyPz87nZt/fnT077333lPeZhAOHjxIu3fvDtQGCmWOyh0susdrneafT6f0WnV1daq6FjqmxwOvaOZfi3qeW40HP/3pTwMZLVl7YSmto86f/vSn3Ovi4mJfbbD7EZasZ907/OxnPzNSEBuAuGJnINadektXHRpVeOkkrGuRk2F7x44dgfrB6yCwTukBhgAAQCgcP35c+FjeiiybUkdGSeK0Md67dy/99Kc/lTqvF1YvRH4DJ7pBtQonrE0voUVWCcmUxjrSGQVFlRKM5d9VQVgedaY992RZv359rhCxDmNRSUmJ63jw8hDVidU452djEVZqAnZvWBRBVDYpLS0tYz5zy5vMNnRx8/jmnw2n8ax7LtYdiUV0Zf4aGBigtWvXenqLuRkvReYTp3VPRhYB+fDpU6LM0NAQrV27Nm/eNZ1GhZ+X+NRZTp7nXobeI0eOKFGOmK4LMDQ0pKX4bSaTkarFokJGCTu3uHXvsGXLlrzfDCcdANwxYSCO+l5O9po4zd9BUzPxcq9JR7okA0MAAEAaawFSkUVNJqJAVngtKiqiuXPnEpGcothpkRoYGFCSW9CtLyo2DKIKjTgUFgs7J7HKDZLKlAPbt293HDd+z2MqPHPTpk1alW5eYfEmhG2mmFGhXAlLqcAUVEzoZu+jkruZx+26ss1L0Pz0YZPEImh2cw4bX4ODg9TT0xMoSklkTnNa9wolF+3rr7+e5x2swsAXZcUiP98PDQ1RT09PXm2aKKVRcTNWMllIRAaNg2znxYYNG7QYIzKZjO+aU6qMRrplL6+5DEVPQdLQuQaFJYtFXUblr/HTTz9Nr7/+uuvxKubv3t7e3HzZ29tbMHKaaWAIAABIs2XLlrywfRFvRRkLM78IvfTSS57HZ7NZ2rlzp3D7DN2pNdyECqc88jLoWCjff//9nEdREOW8bKoJlR76Iqj0evbrUcIUYfx47+/vp3379jl+p7u7m7Zu3Wr7t1dffdX284MHD0p5l+vwCDcRXeJmONEl8CfJayUquZtF0Z3X1S9ecz3/vPHKTP7zuBVvtVPyq/wNKuuYJJVt27bleQfzymcdHtg62xXBzjs+qukE3NZYp2votL77xeS94onimqnKaOSWulAFXoaGuK0bAHjhlLZOBWEZAiZOnBjKefzC70nXr19P27Zt037Ovr6+nNzY19dHmUwG81cIwBAAAPAFv9HXOVmLtK3Ce5+HXwR1bZb467dr1y4t5/CzmRkYGMh5UdkpuEU31rKe4KJeHqoEtSjkV2fGD6sC08mLa9euXXTixAlHLzcnw9DQ0JBU4TsdqVV0GAKKiopc/+5mXHIbR4UmfF6+fNl0F5QQVe9YNteLGCr454R/bTq/uQqC/gbeSBK0DkRSSaVSQsfpSgdjMs2M3bl5JbPpeZ2Xidzm3LAiWUynBIoyfseKVY49evRorli3DKK1OKLuWQyAauKW+tGOCRMmmO6CK177Y1VrqZshc2BgQEo3ksTI2jCI9kgEIII89NBDQpP4k08+GUJvooFpJQW/wVKRDoRX2ISxWdKllHYKb3a7RiynO5G9ct7OeytMpboqDz8/m+re3l5hRYsMVkOWkyf7nj178nJ5/+pXv1LelziRzWZd/+5mXHLz1FM5n4lEV5j2zIxqvlK//YqqcsTLUNHc3Jxn3OLXtahGO8ggG9Jv3djxhpGkGK9Uo2N9Sgqm51mkOgiPTCbjSwHP8CsDWOe4zZs3+9pDzJ49W7thG4ozEEeiKt8lCS/nSlV7JLfIzsHBQanaVUePHlXRpYIDEQEAgFAIK5RfRb52VREGUQ1Ld7tGvIJUVHGj4nqJtmEyjLyvr8/2nvrNWemkJLZ6sldUVNgeF0aBz6jjplxxU8Kzwri6EfFeMu2ZGdW8336jSOK6UWxpacn7zXzUWFSjHWRg40xUAeW2sUuCV2AciUohcT8k4RkCYmQyGerr6/P9fVVrot+1XfT8QeqsQHEG4ohOx8OoOsUkFZXyhIn0s0kAEQEASPLoo49SOp023Y3YIZIDni0KQRYHp/zpJjCd+9QpfM90BIcdUUjVI4Ldxs7vptFJmWUNl6ysrAy04ZMVblWn2tKJWzE8N2Wh6HgrLi4OpBSYNGmS7++CwiOKczOjuLg4kBcpex5FFVDWjR2/nmHDDuIMIlr04OQ0IYvfNV+VHCt6fi/ll1suchVOUwDoxipz6HRcgTJZDFX3wG2PBke3cEBEAAAgMCKLgohyn7UTZDGOi0I5DJyUSklIM5FkZJX+1dXVrn+XfZ68CtCpQNWG3Q03g4aosaO4uDhQH6JeFMwOlpImrqkDvFJGRRmndG5RYGRkJFChPiYDsPmooqJCOBc2Uf56FtUolkLFdP59K1E3FMEQoIfKykol7VjHz89+9jOh76lyolC1j3FLYxtlozMATuhc+8Nax2Rr6EUNVffAGr3L7zmgywkHGAIAAIERWRREvE+YEB3n8HMnTCz8Tgp/0RD5JN6HKCHqLe6lmJ81a5br38NKg+OGVeBTtWF3w69Bg5/Pgips3nvvvUDfNwFLt2TaEOA3p3fSlWzvv/++6S4oobKykmbPnu34d+umHMp/b9yeWRUps5w8+H7zm98Eblsl8OwEQbA6Y4Qd3RunqEwAwkR16seRkRFau3YtZTKZ0Ixjca8Xo0o3YJXxTO85ChEYAgAAvpCdsEVqBLDFJa45nt0wsfAHzYkbVl2HuONXKBL1FveKEPDKlx0FQ4C1j2FEHfhFpcIx7p4/JvGbX3ncuPiKtiIbUZPPDl/MWBb2LDCl2v79+12fNeu1gCHAGze5TMVGaCLVAAAgAElEQVTm3SkiJGob+CivLyD6JKUGSdQidQCQJYy1paenhzKZDGQMQVTNj1annajWVUwyqBEAAPAFW5wzmYzyEK5Lly4pbQ/4I2qb+6jiVyjS5VVhJQoh4NZnOkjNA8b27dupvLw8cDtWkqIECErU02s4EbfUQExB/vrrr7vWvIgCQa4tM4YzA/Xhw4fxrCmCKb7dnlkVyvG4eNpDoQMAngMQf6xrmmr9AJ/+E8+LGKqcNa33MkjkVWlpadDuFCQwBAAAfHHmzBlau3YtLVy4EGGsCQXeRGL49fpWpQTzOn/cw1Cd6O/vp4aGBuXtIiXWKHH1zombIZk9n9u2bTPck3DZvHlzIqP/TMAMq26KehXG17gYB4NEroRB3IyVhUZcxrkXSU+TB5JPmMZnyP5iqLpOKuW/srIyZW0VEtoNAU888YTuU0hRVFREX/rSl0x3A4DYc/bsWfrRj35E3/zmN5W3LbvIvPXWW8r7AJKZokkHphXtXgqeuHhx+kFHtIPfgqjpdNr4WFCJ39Q8pkm68iMpxd63bNlC8+fPN90NIEFcnAOiEAXnRtLnqLgTl3HuBWR4AMRBhCIoNLQbAl555ZXIeGZks1kYAgCIAbKGgD179mjqCTBJRUWFEi/GqBJ1ZYVK4qT48OsNWFVVlShDAIgmQWu/RAkoqoKRyWSot7c3lOLrQB2ICNADakPk4za/Ig0KAETvvPOO6S4AYIzQKqqZFnpMnx8AAOKGaSNu0pUbhWQI0JWuRYeBgd88yygqC+l+RhnT81aSUR06D8VdMDKZDPX09KCej4Wop3iIW/qyuJBkxxE/uMkvfiMfAUgSBw8eNN2FgsVtftq1a1eIPSlcQqsRUFRUZFQZb/r8AABxxo0LzUZZsEyePDny4c/wFk0OVsWHKsWVjjHCRwTIKGyOHTumvC9AHsh6+lD9vLmtQVaP1agrd0F0iHo6vDhFyIH44jbOkAYFxAFrEVjIAcnBLfr60KFDIfakcAnFEMBS8nz729+mdDodxinzeP/99+mf//mfQz8vAMAfMAToR8QIYHqjgDQrycG6IVVlCNDh1cYrO2UMAUkpMBh3YAjQh2oPfrfnC6krgF+OHj1qugsAGAdrIUgacBALj9LSUlujuio5EEYd84QWEUA0WkivqqoqzFMCAGIIQlajgenw9ahHLATF9PUNE6txT5XSXHc6HnhuAnCFJKXeQFqi5HLq1CnTXXClkNb+MKmoqDDdhUgBQwCIO2FGd8HIkI+TM2CS5MBCB263AIDIgVzboBCIurJCJ1FP3QAA0I+MoU31fBn3zSwrFMyzfft2Q70BAEQN01G9AAQlTIcweKjnEyfDCGqD+SMUQ0BUbk5U+gEAAAAkPeIBAADccDMEHDhwIC89HBwE8slkMtTX15f3WX9/v6HeAGCeuBv3VOM2v8ZJyQcKF6z7QAREP/kjFENANpuNxA2KQh8AAAAAAIAe4PSRDI4dO4Y6MUAIpIQBRKO1h+wiZcBYoBMB4ApPP/00vf/++6a7AUCoaK8R8MILL+g+hSdVVVWR6AcAAAAAANAHFBzxAfcKqKCyshLe4CBnCLBGyoCxTJw40XQXAIgM69evN90FEABVdecKjVCLBQOQBB566CGaMMH70XnyySdD6A0AAAAAGEh5EB9gCAAAgPDBOgmAWmbNmkWHDh0y3Y2CBHXn/IFiwQCAMaTTaSovL3c9BvnNAQCiXLp0yXQXAAAgkRS6N9zAwIDpLgAQK1AYFQC1iDiJAj1AJ+UPjFgAJHn00UcpnU6b7oZW0uk0TZo0yfWYbdu2hdQbAEDSgNAGAABqOHz4sOkuGAVpgQCQA6mBQBw4deqU6S4Is3//ftNdKFhQVNofiAgAANji5cF78OBBIiLasGFDGN0BACQICG0AAOAPa0HUHTt2GOwNANHgzJkzKBQsCLyXQRwo9Gg3AHSCVQAAYIto7t6NGzdq7gkAAAAAkkZRUZHQcZlMBulfOKwFUY8cOWK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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 769 } }, "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": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 759 } }, "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, label='masked');" ] }, { "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": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 780 } }, "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": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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Y7YUCc+zdu1c7d+40Ht92221mbwvA8TAnIqyJq0HhLDgWApblaAM+AICBs8Q5vaOda3X8d+qGG27Q448/TvEaZrNLIeDChQvavn27tm/fbtY88deqjIwM3XvvvcZfT6ZOnaq4uDhJUlNTk1566SUVFBR06mMymbRs2TKdP39ekhQQEKD777+/1/1bI66lY+7evVvz58/Xjh07VFNT022fmpoa/eUvf9HKlSvV2toqSQoLC9N9993X6/sHBoLBQ9thTkRYC1eDwplwLAQsyxIDPpwPOg++K8B19eecvrdjgaOda7X/O1VdXa19+/YpPj6e4jXM5tbaPjJqQ//617+0Zs0aubm56b333pOfn5+tU7CKJUuWqKysrNNz5eXlqqiokCT5+PgoMjKyy3aLFy/WkCFDujyfkZGhtWvXGo83b97c475LS0s1f/58Y//u7u6Kj49XRESETCaTsrKyjIVyPTw8tHTpUrNOaq0R15IxO35Gnp6eioqK0vDhw+Xv76/m5mZdvHhReXl5nRYJ9vf31yuvvKKRI0f2+f475vzYY49JkjZs2KCwsDCzt8W1o/1EIyEhQbm5uQ5xkgA4i/bjf1JSkt1/N5mZmUpPT5e3t7fq6+uVkpKiGTNm2DUnoD8c6fcEOCOTyaTs7GwlJib2+zfE+aDzcNTvimM4YBnmntM76rGgN2fPntXjjz+uuLg4/fvf/9btt9+uvLw8I3eOI67BGmORTA1kQUVFRTp9+nSnv/YigNQ23c2Vr58+fVpNTU1Xve+wsDC9/PLLuv766yVJLS0tysnJUXp6uvbt22cMhAcFBen55583+8oWa8S1Vq5NTU0qKCjQ7t27tWXLFmVkZCg7O7tTEWDixIlau3Ztv4oAgLm4lRwYGEe7At/Rbv8F+sPRfk+AM7qaRR05H3QejvhdcQwHLMfcc3pHPBZ01N3dCidPntTUqVMVEhKi22+/XZGRkXryySeN/qmpqfrkk0/0ve99T2fPnjU7LlwfhQAXEh0drbS0ND377LOaNGmSwsLC5OnpqeDgYI0fP16PPvqoXnvtNU2dOtXucS0Vc+bMmVq5cqUee+wxJScna/To0QoLC9OgQYPk5eWl4OBgTZgwQd/5zne0Zs0aLVu2TOHh4f16/4C5GDwEBsbRTr4d7fZfoD8c7fcEXGs4H3QejvhdcQwHLMecc3qTyaSamhrjIlJHORa066k42PH4dfToUW3btk27d+9Wamqq9uzZoxtuuEF79+6Vt7e3Hn/88S6D/WfPntX3vvc9ffLJJxQdrzFMDQSYgamBYK6ruZUcuFY54+24gKPi9wTY30DOB5nGwT4c7dydYzhgO/8fe+8eFdV57o9/BgeGGYaB4TIzMCIKRFBBLlEjVqx6PM2pNKmSmLbJxIguW5GjaczKOisnZ+WbtGclJ6cr6aoWqbFISrHJSXL0xHihNREbFUrUMMjVcpPLyP02DJeBgfn9kd+7u2fP3nNjuO/PWl0rlT17v9fnfd7n8nno+62srAyZmZlITk6eU3uuoKAA58+fh1KphNlstqA3IvJraGgIt27doiiQNm/ejPfeew8ikQgDAwNITk5Gamqqxe/27NnD+Xcecwc8NRAPHjx4zHFMJZWcB4/FCj4CnwcP94HfTzx4zD6c1Qdnkg6Gp4KwxFzT3XkZzoPH1EHknE6nsynv6Bk48fHxkEgkc2rP6fV6nDx5EtXV1bh+/TrltCQg8mvTpk0oKytDc3MzysrKkJycjDNnzmBsbAzJycmoqamx+J1Wq0ViYiIGBgbg5+cHrVY7p7IgeEwveEcADx48ePDgwcOtcMXIMNcu4jx4zGfw+4kHj+mFrXPOlTNwpuhgeP75+QF3ynDe8cNjsYHOj5+WlmaT+sYRejBn9pCjzzr6HDHQb926FatWrUJmZqZNuSAQCKj/VqvVyMnJQXh4OLKysix+l5CQgJqaGiQnJ8NoNCInJ4fXGRcReEcADx48ePDgwcNt4I0MPNwB3nDBgwcPgrkmD2ydc66egTPFVT+f+efn2jqYD+B1Mh6LEUTODQ4OQqlUwmAw1qWJGQAAIABJREFUcMo7exk4zuwhR5915p3kbDCbzejo6EBycjJnn+Pj4xEWFob4+HiUlZVBr9cjMzMTDx8+RGZmpsV3SL9TU1PxySefQK1Wc7aBx8LDkjfeeOONmf7ogwcPUFxcDIFAgKeffhqenp4z3QQePJzC8PAwPvvsMwDA119/jStXruDSpUs2/5eamjrLrebBY2FBr9ejpKQEcrkcIpFotpvDgwMlJSUwGAwQiUQIDAyEVCpFeHj4bDdrSuDX3syCXJD6+vpw/PhxbN++nY9S4sFjkYLIA4PBgOzsbMjlcigUilmVxbbOOVfPQJFIhJ07d0IqlSIjI2PaZJ5cLsepU6cQGBiI8vJyZGRkzNhYTuUspa+DU6dOYefOnfx57AAWok7Gg4c9EDmnVqtRUVGB6OhoVFVVcco7kUiE8PBw1r85s4foz8pkMjQ3NyM6Otrqvc68k+1sYJOlbLJdq9Xa/I6tfvOYO6DbInft2uWWGrt8RgAPHjx48JjzcCRygo8UmxuYqajGmQIfTTfz0Gq1iIyMxI0bN+Dp6YkDBw7Mi3HnZRAPHu4HiewUCATo7+/H+fPn3SqLXdm3ts65qZyBM0HpNVv881M9S92VybDY5PRC08l48OACfW/To93PnTuH1NRUl+UdfQ+Rorxc8oM8azAYUFhYiKamJlZ55+y+pJ8NXLKUTba7e/8vNvm5kCEwm83mmf7o9evX8d5770EgEODDDz90i0eDB4/pxHRU6ubBgwt6vR5arRYJCQl8FOz/j6+++gpXr16FSCSC0WjE9773PaSkpFB/J0pRXFwcysvL+eJqswy9Xk8Vs5rv82Bv7fFwP3Q6HXbv3g2RSITR0VFs2bIFu3btmtPjvtBlEH8u8ZgtkL2lUChQU1ODrVu3wmw2u0UWT2Xf2jrnFtIZ6C7YOksdkS/ukLELXU5zgV+PPBY6pntv6/V6FBcXIysrC/Hx8Ta/odfrcfbsWTQ1NUEqlXLeHVzdl87eS9y1/xer/JwLmA5bJJ8RwIMHDx5zCHz0MTvsRTTMZ87bhYiFVKiUj6abedTX1yMlJQWTk5NQKpWorKyc8+O+kGUQfy7xmE2QKMennnoK/v7+MJvNbpPFtvatI5GPXPF0C+kMdBe4zlJH5Ys7MhmY811cXLwoolv59chjoWO6dTCZTAaxWIz4+Hi735DJZHjuuedQU1Nj8+7g6r6cSjbBVDAX9Fw+I8F94B0BPHjw4DGHMBcO2bkIexdA3ljLY7owWzQKCw3OKO8JCQmUM2B8fBw5OTlzftwXsgzizyUeMwUuOSGTyfD4448jPz/frbLYVeM07xxzHlxnqTPyZaoGLSbFR1ZWFjWHOp2ONzDx4DFPMRM6mDPfmM67A9e79Xo9CgoKUFBQQMkxdxrOZ1vP5c9d94KnBuLBwwHw1EA8Zgp82p3r4FOfeUwFPPXJ9MEVuTYf9/N8bLMj4M8lHjMBtnUGYNrlMtu+tUe94Cg1w2I9V5zp90zLFzLf3d3dKCgogFKpxNjYGLRaLdavX8/LOB485ikc0cGmKpOd1fOm8j1n5ahGo0F/fz8AwN/fH9nZ2cjMzHSrbJ1NPXcxU7Xy1EA8ePDgscDBRx+7Dj71mYer4KNMpheuRJTPx/08H9vsCPhzicdMgI22ZSbkMtu+tRf56Ehk5GI9V5zt90zLF5lMhvj4eOTm5qK6uhrXr1/HN998g4SEhAWZ9cRTafBYLLClg5FoeY1GMyWZ7IyeZ0sW2tuXjspRnU6H7OxsfPnll1CpVAgICEBAQABCQkJw4cIFh3RvZ2TEbOq5s52RsNDAOwJ48ODBY45hoRqTeMws5uvlbzbazVOfTC945X3+gz+XeBBMl4xmygmz2Twl/v6pwJ5xmvx98+bNOHToEOs7Fuu5Mpccv1zrRKvVIj4+Hlu3bsWqVatw+PBhu3ze8xGL1RnFgwcdZB988skn6O7uhslkmpJMJnLFHp0Ylyx0ZF86Ikd1Oh3S0tJw5coVvP3222htbUVvby96e3vR1taGJ598ckE5rPmgFPeCdwTw4MFj1jFfDJbzpZ08Fg5cXXPzSbGjY7bazRuqpxe88s6Dx8LAdMpoppzYtGnTlIrL2uuHvbPVEeN0dnY2bt26xdqOxXquzHS/uebS1johbTSbzejo6MD27dsX5Bm1WJ1RPHjQodVqERMTg9raWkxMTOCrr76i6G2cBZErly9fRlpaGi5fvswZ7R8ZGckqCx0pUh8ZGYmysjI0NzdztvXChQtQKpXw8PCAv78/tm7ditdeew2vvfYa8vPzoVar7cq1+SYj+KAU92HJG2+88cZMf/TBgwcoLi6GQCDA008/DU9Pz5luAg8eTmF4eBifffYZAGDXrl18XQs3ghyoBoMBp06dws6dOyESiWa7WVZwpJ16vR4lJSWQy+UO90Gv16OwsBB1dXVQKBRzsu88ZgdT2RslJSUwGAwQiUQIDAyEVCpFeHj4NLd46pitdotEIuzcuRNSqRQZGRm8gjkNEIlECA8P52UcDx7zGNMto4mcMBqN0Gq10Gg0CAgIsJDLU22Du/ROe+1YrOfKTPbb1lzamh/SRg8PD6xbtw5hYWGQyWQL7oySy+U4deoUAgMDUV5ejoyMjAXVPx48HIFcLsfx48chlUphMpkQHR2N9PR0rFmzxu5vmXd7IlcGBgYwMTEBT09PSCQSCIVCdHZ2QigU4uDBgzAYDMjNzUVWVpbVGca1L+nyLCcnB5OTk5DJZDAYDEhLS7Pau6GhocjJycHg4CCGh4fR1dWFl156CWvWrKGetad78zJifmA6bJGzkhHg7e2N4OBgBAUFQSAQzEYTePDgMUcwXzzR9trpSoQaKezz1ltv4a233oJGo5k3kduuYLFmVLja76nsjfkaiThd7XZX9CePuYXFKlNmGvw48yCYCRlN16cyMzOtihJOtQ3u0Dv1ej2Gh4dRVlZmtx1ms9np9893TMd5yiaHbM2lI+vEVkbHQgCfjceDx7f74MyZMxgdHcUjjzyCrq4uJCcn2/0d290+MjISX3/9Nby9vdHe3o7KykpUV1fj7bffxuXLl7F//37ExMRQMqmhocFKFnLtS7o8U6lUUKvVCAsLQ3x8POs5pVar8fOf/xxLlixBSEgIDAYDiouLnR4bXkYsTsyKI2Djxo3IyclBTk4OxGLxbDSBBw8e0wBXjAXzxWBpr52uXCy1Wq1VYZ+56giZKuYyVc10Grmm0u+p7I3ZVOymMp7T0e65vPamE9O9rmfbMDyb8zoX+j9TWKz7hwf7Op+qjGZ7J3ONFRUV2dSnptqGqeqdpL23bt0CAGzevJm1HfzecR+4xtLWXNpbJ0RvN5lM8PLywrVr12a0TzMFPsiBBw/A19cX3t7eAIDR0VEMDg7afF6v1+Ps2bOUUT8mJgZnzpxBRkYGEhMTUVFRgZdeegmrV6/G6tWroVQqYTAYkJiYCK1WC6PRiLKyMgwNDbHKfntF6tvb29HW1mb3nAoICICnpyeWLFni8tjwMmJxgq8RwIMHD7fA1QvPfPFE22unKxfLhIQEtLe3WxT2mauOkKlirmZ+TPdFfSr9nuremA3Fzh3j6e52OzIHC82wO53req4Yt2ZLpsyV/s8U5qrs5jG9sLXOXZXRXO9krjGBQGChT0VERLA6JFJSUgDAadk91bOV3t74+HhIJJJp415eaGcTHba4/R2N/HekqDNZq8z3JiQkoLS0FF988QWamprw9ttvQ6fTudzumcJsf58Hj/kIrVaL1atXo7a2FgCQnp7OuYfIWdXU1ITCwkL09fWhsLAQ5eXl6O/vh5eXFxITE9HR0YG2tjbI5XJ0dHRAKpWipqYGOTk52Lx5MwA4lXFEl2f5+fnIz8+3e05t2rQJ/v7+UCqV8Pf3dyjTwR3g5dD8B+8I4MGDByucFfCOFL7hetd88UTbaqcrF0uZTIb8/HyLwj5zfQxcxWxmfuj1ehQUFKCgoIBag2RN2os8nCqm2u/5sjcI5qLR0N4cLETD7nTOw1yZ49mSKXOl/zOF6R5n/jI598CMhHTXOufaO8w1lpycTOlTWVlZyMzMZJXPU5HdUzlbHd0T7so8cPVsmq69Zeu9jn6Tq2/ORP6TbwGwO5ds75XJZNixYwfkcjlCQ0MRHByM3/72tzbbPtv6wmx/nweP+YqEhAR88803MBqNGBgYwMjICCeNDjmrpFIptm3bBi8vL2zbtg1qtRoAoNPpUFhYiPb2dgDAtm3bcO7cOaSmpiIvLw9qtRpisRjx8fFOn6H0s8mRc4rYEjQazYzZEXg5tDDAOwJ48OBhBVcEPNeFZzEdFq5cLGUyGR5//HEkJydDq9Uu2PGZrcwPvd66DoNOp6PW5MmTJx3i+HUV8yXjxV2YS1RfdCOBI/QAc8Gw6y7DzXTOg6vvdrdRarb2FrP/bNHKMwl3jCv9Hcz3Tec4Lyb9YL6AGQlpMBjcts65ZAfbGiP6VH19Pad8ni3Z7eiecGfmgbP9m669Zeu9znyTq2+ORv4DcKp/5L0CgQAKhYIyAO7ZswcDAwMYHx9He3s7xsfHbb5vtvWF2f4+Dx7zFTKZDBkZGRAKhVAqlTbrlNLPqpqaGvzrv/4rampqYDab4e/vj7i4OGzbtg1SqZTKClOr1RY2AEd1ZXfocDMdNMbLoYWBJW+88cYbs90IHjzmOqajUvdcRklJCQwGA0QiEQIDAyGVShEeHm7zNyKRCDt37oRUKkVGRgZ1GLnyrsUGcnkyGAw4deoUdu7cCZFIZPH3kpISyOVyi3+fbxCJRAgPD3drH+yNTUlJCRoaGjA5OQmxWAyVSoWBgQFIJBKIRCIEBQXh6aefRkxMjMW6dSfo/Z7vc2mv/VxyYCbbQJ6h76ndu3dj5cqVrM/L5XKcOnUKgYGBKC8vR0ZGxqzMjT054Aymcx5cebezfXN0n0yHTLEHo9EIpVKJ8PBwpKenIzMz0y1z5grYxtVoNLKOHdeY0t+RnZ2Nc+fOYWhoyKI/0zXOvH4w90DmhBg2li9fjpdeeskt69yW7OBaY7bk83TKbrJfhEIhtFqt1b5xdE9MZe9MpX/TtbdsvdeZb3L1zVaf6WPpbP/kcjmys7NRU1OD7u5ulJeXIzU1FcHBwdi5cyeampqwbNky+Pv723zfTOkLXPJ6rugrPHjMR6jVahQUFCAkJAQmkwkvvviiQ3cZIiekUikOHz6MxMREnD592uY+dERXdqfeP5Pg5dDMYzpskfPWEVBWVobPPvsMly5dQlFRER48eICAgAD4+fnNdtN4LEAsNkeAqwKe7cIzE4eFq8bVuWKUtXWhma9KwnSBPmdGo5F1bOjPqFQq5OXloa+vDyMjIzCZTHj55ZeRm5tLrcmjR49yGond3fb5NJfM/eFo+6di+GDbk3q9nuLmLC0txb//+7/DYDDg9OnTnG1wxkgwE84LR+Buw42754Ht3VxGZyac6dtc3iekbUajEZcuXcKyZctgNBpnzZBdUlKCvr4+9PT0wNvbG15eXvh//+//scpErjGlz83ExAR8fX0REBAwI/3hL5NzD/Q5qaqqwuuvv47q6mq3ySZSBFGlUjk013TH29GjR62cB44YWpzV88h+6evrwzvvvAOTyWTzvHHHN9kwlbNpuvaWM44ZjUbD6kSx1Tfy7x4eHli3bh3CwsKm5MAnc6FSqaBSqdDd3Y3Y2FgolUp4eHjg4cOHCA8PR0pKCnJycuy+b6aCHejOWW9vbzQ1NUGhUEAmk80JfYUHj/kIkUiE1NRUKJVKHD582Ob+YerQ9P/vqBywp4fPdDDEXDibeLiGBesIePDgAS5evIh79+6hvLwcq1at4qx8PTY2hv/+7//GH//4R9TW1qKtrQ06nQ5VVVW4cuUKJicnERcXN8M94LHQsdgcAe4U8NN9WLhqNJpLxiZbFxpnlYS54tyYDjDnTKlUWhnh5HK5VSR4WloaVqxYgS1btuDFF1+0iOyYSQVmqgrfTM4t2/7QarU22z/V9nFFNz/77LMoKCjA9evXUVxcjLGxMbS1tSExMREymQzh4eFW33bWCDIbkeVMzBWjqKOy0RkZ6kzf5mqUOOFN9/T0hEQiQWBgIMLDw3Hp0qVZmzOhUIi3334b7e3taG9vx71797B27VqqfWTsbI0pfW5qa2vR09NDGYHZ+uNOOUTXDzQaDaqrqxfk2TWfwKazuUs2uZIZRHe87d69m9WgzCW7md9LSUlBUVER6urqoFAo7MqggYEBTExMQCwWIzw8nNIxbK1/d+uW9s4mrv04Xbo33VC/Zs0atLe3U2PJ3M/2ski4+mY0GvHaa6/BaDTa/K2z0bbp6en4+OOPoVAoUFZWhtu3b1PZT7t378aOHTvw8OFDHDt2jMo64HJiTKe+QNafQCBAdXU1bt26hVu3buHy5ctITU2l9B5eTvLg4TzctX/JXYPu7OQKZmIGVdGD1Vw5W7ky1mzpZzN9NvFwLxasIyA/Px+ff/45qqqqIBAI8M///M+cz2ZlZVGcvwAs+L3MZjMqKyvh4eGB2NjYaW0zj8WFxeYIANwj4OmRONMVce2q0WguGZtsXWicuYDTo9iOHz+ODRs2oKqqasEYVphzxmaEYzNWr1y5ElFRUYiKimKN7OCCuw3vUzGmzLTjim1/JCQkcLbfHe2jf1Mmk6G5uRldXV348ssvAQATExNYsmQJzGYzpFIpOjo6cOTIEdbMkPkYNTdXImzY5p7N+DVdWRdzxSFCB1nfnp6eKCwshFqtRlVVFY4ePYrdu3fP2pwVFRXh5s2bVPBMREQE6uvroVQqnaLbIIa9O3fuYO3atSgtLcX777+P4OBg1nFwpxwSiUQQCoXYv3+/3UwfHjMDtkhId8gmZ/WuqeppzDPld7/7HQoLC3Hjxg3KqMq2zoRCIU6ePInQ0FBUV1cjOjoaVVVV0Gg0OHjwoM31P5O6pb39OF2GGqPRiFdffRXXr1+3GkuS8aHT6VzOlrKXJUvOInsGceZ7AgICkJGRQekzY2Nj1N88PDzw5ptvQiKRICcnh5UibSag1+vR0NCAixcvAgA6OjoQFBQEiUQClUpFZcc4+q6FGhjEg8dsg+3OzXR+Mu8nKSkpFmfI7t27HdIh2bLhmRlrzHcz5dZcsns4Al5+WWLBOgKys7MxPDwMgUCAH//4x4iIiGB9rra2Fr/73e8gEAhYC3wIBAKYzWZUVVVh8+bN8+Liz2N+gL75vv76a1y5cgWXLl2y+b/U1NRZbvXsYqYMl64ajeaasYnrwubMBZzQRBQXF0MsFiM/P9/plPa5DOacsRnhZity0RG4akxhi0SeDcoOW8Z1svYGBgagVqupC7or35TJZCgsLIRcLseFCxcwMTGBsbExAN86/M1mMzw8PHDy5Emo1WpO5XYuR6vYiuKc6ToaTLDRO7BdLtjWiC2qIEf7xowqvXv3rt0I3ukGG2/666+/DplM5lanubP0JVevXkV1dTVMJhMAYHx8HGfOnKEMXky6DbJ3SZ/I90QiER4+fIihoSHK4BQQEGC1hwsLC9HS0gKpVAqFQsEph5zpDynoLhKJUFdXZ5Hpw8M5uPvi7IzR1ZF3EQNnUFCQQ+fzVM9z+u/v3r2LsLAwAKDqBbEZVfV6PQ4ePIi4uDjcu3cP77//PtRqNTIyMuxSJLnSx6lgtgw7bLWXfH19UVdXh1dffRVDQ0O4ePEiZcR2dhzo81ZWVoaEhAQoFApOOkhH3kPXY8LDw6FQKCz+tm7dOspxMdMUaQT0DJiOjg4888wzqK6uxsDAAEVtefjwYYcjhudK1jMPHlPBbBiE7UXWExloMBhQXFwMHx8fnDt3DgkJCRb3tPb2dgsZ/fDhQ6pGHT1Yje1spUf903Vwkg1PipwbjUZERkaiubkZIyMjnPqZszr7bMKZ+leLBQvSEdDT04MPP/wQwLeG/IyMDIjFYtZnP/jgAzQ1NVHP7ty5E4cPH0Zqaiq8vLxw//59yhlgNBrx2GOPzVg/eCxs0Defr68vPDw87P5msTsCZuqC4qpxda5E3zoCRw1Ncrkcx48fh4+PD3p7e6koIpLSPhcNK84oeGxzRh8bvV4PrVYLjUZjZQhz9vvTtX6dNRrqdDpoNBoIhUJ89dVXVCTydDuuRCIRUlJSqDR5EhnM1X6hUIh33nkHExMTqKiowKFDh5zeU2R+m5ubIZfLIZVKERQUhO7ubiiVSgwNDSE6Ohp6vR4xMTG4cOECdu7c6XJq7WxhOi/ortZ1oIO5z7iMX2zGZXcWO5bL5Thw4ACuXr1qN4J3usHGm+6uM8OVOSK/8fb2Rn19PWJiYjA+Po7c3Fyo1WpOpzKp68D2PXtGV71ej1dffRWtra148OABBgYGWI1SxLDf0NCAvLw8u3NGZG1dXR38/Pyg0+lw5MgRh8ZgMV8KmXC3XOF6n6PjzhbBSAycTz/9tBXfPxvYznxXdYZ9+/bh448/tqgXxLZ+yXoUCoUQCoUIDQ3F9u3b7e4RphHX0T46C3fQSkwVcrncovbS2NgY7ty5g5aWFrS2tmLFihVQKpV4+umnERMT47SOTc9Sun37NsbGxjjpIG3pZbb0fObfwsLCqLGsr6+HwWCYdmcOcy3T9c6goCDExcVh7969MJvN+P73v4+XX37Zahyd0WHt0Vrx4DHXMBsOLVvfpP/t4sWLVGDEwMAAHn30UZSXl1tkZDJl9LFjxyxq1BHZQmqhkaAXetT/iRMnEBsbC6lUapENr1AoUFlZCU9PT1RUVKCtrQ0PHz600s/o7Az04DnAfTq7u8GUXx4eHnjttdeouilyuXxWg4NmAwvSEVBbW4vCwkIIBAIEBATgxz/+Metz4+PjOH78OCYmJiAQCLBlyxYcPXoUAQEB8Pf3R1JSEoaHh1FTUwMAaG9vx+7dux0y2PLgYQ/0zXfixAns2bMHqampNv+3EOBqlGJJSQkiIyNZD7vpgKsRmXM5YtgViEQibN++HefPn0dSUhJqamqolPa5aBx11UjJFTlB3pWbm2t16ePibeT6vjsyC5yNimVrH4mUbWxsxMaNGxEZGelWI6St9hw8eBASiQS5ubl250ar1cJkMkEsFiM6OhrBwcEuOU5EIhGio6Nx+vRpyuj6/vvvIywsDJWVlZDL5ejt7UVcXBwV8bJy5cppceo5Mn9cz9j67XQ5mRyp60CKI9pbk/R9Zo9Whjzn7n6xRZ06Q4vAHBt7vK22MJ2OY7YLj705YmYoxMXF4Ze//KUFlY+zTk57fSwpKcHQ0BBWrFgBsViMF154AWvWrLFqW2FhIa5evYrJyUn09fVBpVKhs7OTsz9CoRCnTp1CQkIC2tracObMGStKIib4aFdrTMf+IzzlZrMZvr6+UCgULtUPoRtwg4KCEBMTg5UrV1o8zyVHtVotEhISIJPJKMd4X18fsrKysH37doecCeHh4ZDJZEhNTbWoF0T6Sf+uXC5HdnY2ampq0N3djfLycsqZZWuPMI24zD46C0d0FkdpJdwNkUhkMZYbNmzA2NgYfH198eDBA4jFYjQ0NODo0aMu04KKRP/IUiJr2pWaLLb0fHrhanrG4+HDh5GWljattc0KCwup7Amyl5hGQ1JnwdfXF3/5y1+samTYipqNjIxETk4OJiYmUF9fj+eff94urRUPHnMNs5H1ZCvDmSnnf/jDH6KkpATr169HbW0tTp06RQWiAbAKTmOrUUfuevSgF5VKRWUbSCQSVFVVQalUoqamhsqG1+l08PPzg1QqRUBAAORyOWJjYy30M7Yzg8jkuUwVxLx3kIwtgUBAnc35+fmLSo5NhyNg1q3knZ2d1H8vXbqU87mamhqMjo7CbDYDANLS0qyeefrppynD/8jICJU9wIMHD+dBDo+rV69i79690Ov1Tv0mMzMTWVlZ+N73voe8vLw5HXG/kKBWq/Hxxx9j165dOHfuHFJTU+fk+BO6m5iYGIhEIsTFxaGsrMzl92m1WsTFxbG+i2st2/qNTCZDXl6ey+vXmf1jq32JiYkYGBiAn58fKisr8eyzzwIAvvrqK+j1euj1euq/3QlbY8OGhIQE1NTUQC6Xo6amBvHx8TafJ+3W6XRW7WeOvVqtxuOPP478/Hw89dRT8Pf3h9lsRnl5OfUdmUyGlJQUp+bJ1tg5Mn9cz9j7bUJCAsrLy2E0Gi36MFWwzVlkZCS+/vprGAwGlJWVISsryymZTnDo0CFs3rzZ5l5wd78SEhLQ3t6O3t5e9Pb2oq2tjXqnM+uebT5cOd+41thU9yB93EpLS/Huu+/i8uXLNttF/01NTQ2effZZ6kJJ9tXevXtx+fJl7NmzBzqdjvW3zHli9pH+vuHhYZSVlcFsNqOjowPJycl2+2Y2m3Hy5EnOcdbr9cjMzERiYiIqKipw5swZqNVqu+91Vj4tBrhz/+n1egwPD6O0tBTXr19HTU0NsrKy8OWXX0KpVEIgENgcd+b8CAQCzrYRI8jZs2eh0Wg45ahOp8P+/fvh6emJr776Cp6enjhw4IDds5W+N2UyGR5//HE8/vjjAMAqA2QyGdLT0xESEoLvfOc7iI+Pt9INyB6hv9/e+E9VZrGNa1lZmUtnn6ug94E+lps2bUJ5eTnMZjP8/f2Rlpbmst5J/wbz/DKbzdS9IisrC1qt1mU9SKfTYc+ePfjss88oGUkfy+kaVzK3586dQ39/v8VeYuo+9fX1NuUccz0UFxdT6yYjIwOTk5MUlXJ5eTkvM3nMO9BlQHl5OSIiIqblzsP8JqFBLCwstKAsZ8r57du3IycnB+Hh4cjKyoJarUZKSgoAWNhD4uPjKVnCPEPOnj2L4OBgKrhZLBZjdHQU33zzDTw9PdHV1YXg4GCUlpYiKyuLkk/PPfcc6urqIJfL0dXVhba2Niv9rKioyOrMJvIyMjKS6ktZWRmGhoYcHldXZK4zv2HKQnLGtLe3AwCUSiUvx9yAWc8IKC8vR2lpKQQ6AJ1CAAAgAElEQVQCASIiIrB582bW565fv47y8nIIBAIolUrs3bvX6hlvb28UFxdTB+vq1auxfPnyae4Bj8WAxVgs2BVPMVthrpSUlDnlrZ0PdAJ0XkCtVut0W+kRcLOV8WCrD+QixCy8OZWsBVtRy1xr2V7U/1QyRpzZP7bad/r0aSQmJqK1tRVnzpyBSCSiojuys7NdLmhnj//SFs8x229FInYqIa5vsxW6orefbexFIhGioqKQmpo65Ug9exHFjswfW3Hj6Ohoiyh8+r/T+zYd0eVs3P6ZmZmIi4tDaWkpDh48CLPZzNknWxGoRqMRly5dsopIpMORfjkbhc+M4CUXJ2eiwdnmsqGhwSGue3twR2Q6GTcPDw/cvHkT3t7eqKurQ2xsLHQ6ncXaYf6GLaqsoaEBf/jDHxATE4Ovv/4aPj4+OH/+PJ588km7Uc1sfSP7VCAQoKuryy7liUKhwMWLFyEWizE2NoZHH32UtbYJuQB7enpSKe8dHR2s/WXClYyt+XD2TwXukiv0Pd/c3IyIiAjExcUhICAAn3/+Odrb2/HABjUU4Fg9HwJ6Bklvby+MRiNWr15tlc308OFDCIVC3L9/H0uWLKEoYLnqSbgq4/V6Pf7jP/4DnZ2daGlpsUmBxYy03LFjB+sZ6A6Z5YjOMp2w1Qf62jt8+DDWrFnjUrvo38jKysK5c+cQFxcHrVaLJUuWUPRnu3btwqFDh6i2OKoH0fVS4lSqqqqCTCbD//3f/1EycjpBDIyBgYFoaWmhsifIXBLdx2g02q03QYpak+xJZp0DmUyGsLAwBAUFuZRNwYPHbIJkJhMd9r333sNLL7007VktzAxnHx8fKkuTGPGJnBeJRKzZ047cIeh34ZKSEhiNRvT392NkZARVVVUQCAQYGBiAQCDA5OQkHn30UXR1dSE0NBRarRYqlYo6c15++WX85Cc/sdIJmXSO9Myg3NxcZGVlwdvb24KCzd64Onqe0XUuZ+u7AJb3QHLG+Pr6WtEvLRY5tiAzAoxGI/XftiaSUP4A33rjuKBSqaj/nk5vIQ8eCx2uRJcxPffuinR1F0gEkL1oy+mEPY84OWAvX76MtLS0aW/rdESU2+sDiWKSSqXYtm0bli9f7pasBa6oZa61zIw4ADClsXAmOpD+PD0qg619qamp+OSTT6BWqy0iwFQqFUJCQpyO8LIVDU3+duvWLQCwGk9bUfCZmZl4+PAhMjMzbY4h6cPg4CCUSiUMBoNF+5lrki2qc6qRevYiih2ZP/KMwWBAYWEhmpqasHfvXmo+mf/OzHpwd7QhVzShVCrFhg0bIJFIbEblOpM1wyU32PrFjFKnR/ja22/0qFPyTrYIJzqYbWPOZUREBE6ePInq6mpcv34dZWVlLp9V7opMl8lkEIvFSEpKwsDAAHx9fXHjxg3WtUP/DX2si4qK0N/fj87OToyMjODOnTsQiUTo7+9HQkKCRSQYALvrj22frl69Gg0NDXb74+HhAX9/f3h7e6OqqspqzZH11tTUhMLCQvT19XHuFa7xysrKQmhoKBUhxwR9HbiSATIf4W7ZmJSUhNbWVpjNZpSWliIpKQlbt27FqlWrkJmZyfkdtow6e22bnJzE6OgoKioqLOQoPfLyxo0bmJycxPj4OADgm2++sYjW5OqHMzK+qKgIAwMDkEgkmJiYwP79+1nlWVFRkVU0NtcZ6EqGnSM6CzMrYTqh1WoRExODzs5OBAYGori42OLvtmQ/U8fgai+R7SMjI+ju7obRaMTt27exbNkyqNVqiEQixMTE4NChQxCJRCguLkZwcLBDehBxlObn5yM9PR2xsbHo6+uDt7c3+vr6KBnpbjDlEDl7bt26BZlMxpo9YU8PI8+QbCoSKUyiZgnlUVtbG7WGkpOTp5TlyoPHTIN+V9ywYQOuXbvmtqwWW3IoMjISpaWlkEqlqKiowK9+9Sv84Q9/gEajgU6ns5DzJEvOZDJBoVBQctGROwS9f9u3b8fGjRsRHx+Pbdu2ITQ0FGFhYdi2bRuEQiFWrFiBmzdvoq6ujrpXazQaZGRkUG0BLPU6rVaL+Ph4izObmWXU0NAAsViM+Ph4h8fVkfOMqXMxz0tX5o7cB/Lz83k55ibMuiPA09OT+u/R0VHWZ8xms4UjYPXq1ZzvozsTuN7HgwcP+3CWGoVNKXXkN/YuMO665Oj1euzfv5+6PMTExLh0EE2lPY4YIxw1kjpiRHNHe9h+Y++79vrARWsx1X7cunUL2dnZVn+3tZbJ5RVgpwlg+1ZBQQEKCgpYDejk9wBs7h/687ZotJiXa/rYMS96jhozyYW+t7fXah/QFbz4+HhIJBILYwOXMmfPOEsH6YOvry86OjoglUqp9tOdSHv27MH9+/epcdJoNFbj7irsKemOOInIM+Hh4di2bRukUimlWLP9uy0DhbsMOfT1wuyjLUMAl2LPNk50gwqdyoOtXwUFBRT36f79+ykqsJiYGKoQsDOGWbohhc2IzybT2BwkzMuRPeMVF9xJx0LotZKTkzE0NIQtW7bYXTu2IBQKMTQ0hMnJSXzzzTcUv7ujY87cpyKRyCFjPbl8hoWFITExEZmZmVZUHmS9eXl5Yc2aNRAIBA7tFQJ7jsfpuIQuFjDP55ycHHzve9/DmTNnUFNT4zA1lCNOCbpzVywWw9vbG6GhoRZylOzbjo4OKjNBoVBgYmICy5Yts5h/Z5zxRC5s3rwZhw4dov59ZGQEo6OjMBqNlMOB3l6yrn7729/ib3/7GxobGynaGkKDRDcIMcfUETnhiM5Cz46aCQdXZGQkrl27Bq1Wi3v37uHEiRN2dXem47egoADPPvss69lBZHtVVRWuX78Ok8mEoaEhGI1GNDU1UboOcUgRh2l9fT10Op3dsWU6SsvLy7Fx40YYjUZs3LgRVVVVTlFjOAI2OUQ/e44cOWLh5Cbg0sPYniFG0oaGBot1k5+fz2owIxTLPHjMdTDl5pNPPukWfcteMBSxZdy+fRt6vR6Dg4OoqKhAX18fzp49S911YmJikJ2djaqqKnzxxReorq5GVlYWq94JWN8hmGftSy+9hO7ubpjNZup+JxQKERgYiMTERGzbtg2jo6PUvTo4OBhisZj13qXX/4Pej7wrOTnZ4puEDogrGM3RebHl5GCjB3SWhogJ+r19JpzgCxmzTg3U3NyM27dvQyAQwMvLC//yL/9i9Ux9fT0uXrwIABAIBEhPT4dUKmV9X2FhIVpbWyEQCJCUlIRVq1ZNa/t5LA4sRmogwDlqFHrxQpVKBW9vb5sFDx1JLSPP9PX14fjx4w4VhiO/Y1IAkPbV1dXBz88POp0OR44ccSqlzJE224IjqYIk9VuhUKCqqgoRERGoqalBRkYGlVpni1LFGThL/+Ro/0kf1Go1KioqrAoWu5MaRa//B70EG/0Egb21zEXzQn+eGEDpBZ1IEUG2gp89PT1UkUNb33OGRotOwcOWCkpvKxcNhlAoxDvvvIOJiQlUVFTg0KFD1G/Z6GWKioqoonYXLlxAc3MzlYpO1iUz/ZSLMoL0YefOnZDJZDh06BCCg4Op9hcWFlKGFalUinPnziEhIQFCodCtBaKYa5DMCZPuiKTo26JEoBc3JqmqAGAwGHD58mWb9EpCodDhAn625tSRPspkMoviiPR3kAKZpLAgmT+j0UgV6CV0MMxisCtWrEBUVJRVW/fu3Yvm5ma0trZixYoVUCgU0Gq1UCqVuHv3LhITE23uWTaQgrVLly6FyWTC3r17LS4htgrhMosfKxQKqqAlkwrJURnvTllG3xcHDhxAfn6+UzQOCoXCosjcunXrsHz5cjQ1NSEqKgr/8z//g7i4OGrM7RUlZu7Trq4uyOVyisaHa87YaGFUKpXFOtdoNMjJyUFNTQ16e3sxODiI7u5uTgoMJuydXcy/h4eH4/PPP7da3zyswVzTpPC7TCbjXOvOyibyG0JB1NnZib1796KqqgoTExOorq5Geno6goODIZfLodVqERkZiY8//hiDg4MYHh6mKGBDQkIglUohl8udLqRrNBrx2muvwWg0Uvu9vb0dxcXF8PHxweTkJEJDQ7F69WqLc54ULDQajejp6YG3tzcOHDhArWlHigzbGzNH9G97+8CVeeGCVqtFW1sbxsfH4e/vj9DQUJvF25k61e9+9ztUVlZCp9NBIBCgv7/f4uwgsl0ikUCv12NiYgLe3t6YnJzEsWPH8PLLL0MqlWLfvn3Iy8uDSqVCU1MTkpOT0dvba5eyrK6uDjdu3KD4t48ePYqkpCRkZGTA19fXLjWGK2PJJocuXbrEevbQvxEZGYnc3Fyb8p+LJopJp0H+e6r3Fx48ZhpsZxGhUVy3bh3CwsIcWsPMvWtLbpaUlKCzsxPNzc3o7u6GUCiE0WiEt7c3JiYm0NzcjI6ODjx48ABdXV1ISkqCr68vRkdHER0djYiICCu9s7u7GxqNBgaDAadPn0ZKSooVtc+xY8eo+gKNjY3YunUrfvaznyEgIACHDx9GYmIiTp8+Td2rIyIicPv2baomKv3eRd/rFRUVkMvl6O/vx/e//32LMSQyj1AEkYLG9vRYR/ReNj1wx44daGxsRH19PcbHx6ckh1y1D81nLEhqoNDQUADfeqgfPHiA4eFhq2f+9re/Uf/t7+9vQf/DxODgIPXfi8VYy4PHXICzBQ+Jt5gteor+TExMDIqLiyESiewWhgO4Pf30aEuj0YicnBynD42p0kA44kUnlAeVlZVISUlBRUUFlV1Boq77+vpYI+2dhbNRao72n05pw1Ww2B0UBkx6CS5KKkcifLloXpjp/SqVCgEBAQgICEBISAhr5LQjRVltjb2t9jIjYQFrig97UYL19fXYtm0bli1bhm3btllQfdCjWLKyspCZmUkVtTOZTNDr9QgLC7PI+iERwN/5zncQEhJiRaXABjL/RPElhhES7U24MpOSkqDVatHe3k5FstnL5nE0otvRbBB7654t8sdReiV6lLy9rAFXIj+djR4lhQXp32TLtDGbzRgZGbGKLmRmjhB9raOjgzW62J7sYc4loW+4desW2tracObMGc4IK1sylitSiz7XMTExOHv2rMPryB2XEPq+cJbGQSaTUZG2ubm5qKmpQU9PD5YsWYLQ0FAkJiZCq9U6LKMIzGYzfH198dxzzzk0Z2zRzMw91NDQgMOHD2PVqlXYunWrReaAI/21R0PIXAexsbEALNc3D25wrWku+hdXZBMz6lksFgMA7t+/j+HhYaSnp1tkhGVmZiI7OxvHjh2DRCKBh4cHCgsLcefOHQwNDaGoqMgq083e3mST7Zs2bYJcLodarcb4+Dja29upfpF1p9PpMDExgaCgIAQHB0OtVlutaXtFht0Ryc8l75jZWPQi6faoKek0NkzZ29XVheHhYfT390On06G7u5s1O5JQHpaVlaG5uRl37tzByMgI9Ho9zGYzhoeHYTKZMDIyYtUXuVyOkZEReHl5UWNMjDwpKSnw9fUFAIoLXyKRcEbN07Fp0ybIZDLKMbF9+3ZK1tqjxnB1vhzNymPOl60sUQJns7b5Aus85iPYZHh2djZu3brl0F5k27u29AelUom//vWvaG5uxvj4OEwmE1WfxNPTE2vWrMGqVavwyCOP4PDhw6ipqYFUKkV/fz+8vLzw9ddfW9DV6fWWbASRkZFUNiyh9mlqasL+/ftx//59ZGRk4Ny5c/j1r3+NjIwMqsgw/V6dl5cHLy8vbNmyBdu2bcOKFSuwcuVKygZKz8pXKBSoq6ujnNUkW0EsFmP16tXo7e1FZGQkLly4YFHQ2JV5Yf6dqWdnZGSguLiYqnswFTnkin2IhzVmPSOAFDEDQBWxIwo78C29z29+8xsYjUYIBAKsX78emzZt4nxfbm4uxsbGIBAIsHPnTsrRwIPHVLBYMwKcAYlUbmxsRFVVFcRiMerq6pCYmAiZzLqYG4lAZYueoj9z/Phx+Pj4YGBgAOvXr2d9Fx22IkJJdOORI0dsFjMF2KN/plqozdHoUa1Wi9HRUUilUsrwLJfLqajrrq4u6PV6q0h7Z+FsNKsz/SeREGS+nG2fI9FX9CwUtVqN5cuX4/XXX2c1UtiLgiJj0dzczBn1KpfLkZeXh97eXhgMBphMJmRmZlpF/CUkJGBsbMxmpgXX2NuLcnC2iC1bgU5SgE4ikaCxsdEqOpbMXVFRkUVRO5PJBIPBgLVr10KtViMgIIAqYJidnY3a2loYDAZUV1db7WVH5lmr1WJoaAjLli1DS0sLoqOjodPpcOrUKfj4+OCvf/0rzGazVRYD833ORr3ZG1NH1j090p5e5DIoKAgxMTFYuXIl5/e0Wi0CAgJw9+5d7Nu3j3qGLaPJmewdtnf09fVhYGAAarXaQpaSaMyAgAAEBQVBKpWivb2d9ZtisRh/+tOfIBKJMDw8jCNHjkAmk0Gn01FRT5cvX0ZHRweUSiUGBgbwwgsv4OjRow5FF9uaS5lMBrlcju7ubsTGxkKpVFqMha19RR8PrmwPYkQnmQ+kYLcjxdNciYieakQw12+Ab6k3Ozo6MDQ0hJCQEFRVVeHUqVMICAigZJRAIKAM/VxZHc5EWHO1nW0PhYWFIT8/HwqFgooYW7lypd3+6vWWBQTff/99q/OcuQ6qq6spZ+bSpUvt6hE8/gF769RZ2UTAXBPr1q1Da2srJicnodfr4e3tjQsXLiAhIYHKYgkICIBYLEZ/fz/q6+uxZMkSDA4OYnJyEpcvX0ZlZSVrppujbSDZXCqVCkuWLEFwcDClC3h4eODNN99EXFwcampq4OPjA71ej5GREZhMJhw+fBhhYWGU0cNW5omrY8YEV6YBWzaWh4cHXnvtNc6zkb7fs7OzrQrwymQybNmyBWazGRs3bkRpaSlu3ryJmzdv4uLFi9TckMyfnJwcTE5OQiaToa+vDxMTE/D19cXg4CBMJhOV5cfMmpDJZMjIyKAcKj//+c+tdKChoSEEBQWhqanJqtguF4xGI86fP4/g4GAMDQ0hLS3NYd3e1flimx+mbOSaL0eyRB05I5zJMuDBY66DLfuaK7ORnjEuFAphNpshFArx1ltvceoPn3zyCXQ6HYaGhqh/8/Hxgbe3N2JjY1FUVEQFLx87dgypqan4/e9/j/j4ePztb3/Dhg0bkJ+fT0X9NzQ0wGg0UmwETU1NWLduHVWDRiwW4969e/Dx8cG5c+ewdOlSAIBYLIZKpbLIuhKJRBAKhTh06BACAwNx8+ZNBAUF4ZtvvsHo6CjOnDkDHx8fjI+Po6CgAEuXLkVFRQUCAgLQ19eHuLg4tLW1UQWQ33nnHYyPj6OyshJ+fn7Iyclxa6YQ/V5UVFSEq1evQigUor+/HxKJBA8ePHBZDrliH5rvmA5b5Kw7Ary8vFBVVYX29nYAQFVVFQBQ1Ay/+c1v0NraCuDbSJ7nnnuO2iRMdHZ24tNPP6We/clPfkJFDvDgMRXwjgD7IJfz4eFhtLe3w2g0wt/fn5OCRyQS2TTokGe2b9+O8+fPY/369RRFDkl9Y7uc2lLoHTWscBkTnTWcs8GRNrD1gRhJV6xYAYlEgvT0dMTHx7uFjoKrPWzGM3t0Ku6AsxREhKaG6QQg7SOp/EQJ7OzsZG2zSMRO80JfP1u2bMGlS5cQFRWF4eFhpKWlwWg0orCwEC0tLVi/fj3CwsIccpiwjT0x1hJqgvPnz+PJJ590yhnF9QwzXTQ4OJjqA5sCTRxPLS0tkMlkeOGFF1BdXQ2lUmmViu7t7Y2mpibEx8cjNDTUoYsyc56JETYkJAR6vR7p6emU8bizsxMmkwlisRjR0dGUQZkJVy7sXLQ49Hmyte+5+sE1R8x1++677+KDDz5AYmIiPvjgAysDDJGVjjrhuPYPoYQaHx9HRUUFnn/+eQQFBXGuGZVKxfpNrVYLk8kEX19fai7kcjk0Gg1EIhHq6uqQlJSEZ555BjExMTh8+DDWrFnDut9coetiGpCZY8FlaGGTJ2wUXRkZGWhuboavry+GhoYsnCZs544rzqfppGnQ6/V49tln8cUXX1AX2h/96Ec4duwYtW8UCoVdRzzbXlq5cqXNOeM6l7kMYq6cp0waQuKQZH6f7oS2RYfGgxt05x6bQ4zuWCa0ThqNBlqt1q5ewJx/YkQnHMkAsG7dOpSXl1ucOT4+PvjNb35DRWmS+Q0MDIRCoUBgYKDNM8JWGwBAo9GgpaUFZWVlFnRV69atg9FohEQiQUhICJ555hls2bIFW7Zswf79+1FdXQ0fHx9cunQJvr6+MBgMrGcr4HpQCdv+IucDGXOtVou+vj6Mjo6iq6sLEokEDQ0NVPu5zkb6fidG+4CAAOpZuVyOgwcPwtvbG5988glEIhFGRkYoI1NnZydOnz6NkJAQ+Pv7A/j2Lk/4tImTf2RkBCtXrsTatWtZHbnEUaxQKNDT00PR2DEN2gqFAn19fXjsscfwyiuv2AzuIQZBLy8v+Pn5AYCF85OsAy7KkakEATl6zvn6+uLBgwecjo2p0G8ZDAan6T948JiLoO/FsrIy3L59G/39/VaBU2Tte3p64tq1a2hpaUFPTw9KS0up2hpM/QH4lqkkNzcXIpEI4+PjWL16Nb773e8iMDAQw8PDGB8fh1AoREJCApRKJVpbW9HW1oaJiQkA3zoNQkND8f7772N0dBQXL15EV1cX4uLi0NTUhHfffRf/+7//i8DAQNTX16O3txdSqRQDAwNYu3YtqqurMTg4iNHRUcrBTNc1iZ7d2NiIjRs3oqenByMjI/D29sbQ0BBu376Nr7/+Gl5eXvjRj36EH/3oR/j4448REBCAmpoayuC/bNkyCAQCGI1GeHp6UnLYVac0E0wdNyIiAiUlJZBIJDCZTNi2bRt+8Ytf2JRDdJlnNBqt7BFc9qGFigXpCACAwMBAXLt2DQKBAJOTk6ioqMCVK1dw7do19PT0QCAQQCAQICQkBD/96U85U3uvX7+Ou3fvAgDFI8iDhzvAOwLsgxgwDQYDOjs7qaibjIwMREREsApnhUJh06ADfHuRePLJJ6koIXrEExdn91R5bG0ZE9mMTFM1hnMZ3OmXEmKUI9yix44dcyh60lXYcobY402fKhw15nJFw9HHkp550tXVhb/+9a82ayvYuxASao2goCAEBQXBw8MDr776qkXdgLS0NIcjZ5mwF+XgiPGM6xkyrgMDA5icnIS/vz98fHyoCzF97IqKitDa2oro6GjqPP3BD36A1NRU1mjr119/Hd3d3WhpabFbI4BtnmUyGTo6OnDs2DGKE5NuPCaR2eHh4TazYJgX9l27diE/Px9tbW1Qq9Wsv+nu7sann34KmUzG6RixdZnnMiZzzRFzfurr6zE6OkpFCDENMPSMJq5Id6FQaGEIoju/yPxqtVqMjIygrq4OQUFBuHz5MuVksmWoZe4Ftrkg36yrq4Ovry8aGxtx6NAhxMbGumzMIHPJjM7nikznerctecJm4JHJZAgNDcWvfvUrC8MxAFaZ54rzyV0RwVzvLi0ttbjghYWFIS4uzsJIbs8R76jxi74GbdW7YNtDjjjGmWBrF3HGklomzO8T55U9RyKPf4BudGDL7iQ6gtFoREdHB55++mmkp6cjMzPTqRobRGapVCqkpaUhNDQU5eXl2LBhA2pra6ksFmKoP3jwIKKiotDc3AyhUIjx8XHExMSgtbUVQ0NDWL58uc0zgiknmFGLf/nLXzA8PAyDwYDMzEzExcVRjgq6w/jFF1/EmjVroFAoqHV/8uRJrF27FsHBwVRmlaO6iyPzwSZ/mP++a9cu/PrXv4bZbMbAwAD279+PY8eO2Q1QoO+r+vp66PV6TE5OUs5xIuMHBgYomkBCEbdkyRL09vZidHQUHR0daG1txfj4OAYHB3H//n309vbCx8cH+/btw89+9jN8+umnNvV+Zp9SUlKoMc7NzcU777wDnU6HhoYG+Pn5ITc3l3OtcRkEmc5PtnoRbPcKjUaD6upqtwXA0GvW0LPn6OeaLdlmC8wswODgYIdqUfHgMVdgKyCNZA2TmmL0wCmy9gcHB+Hn5weJRIJHH33UolYVm/whmU9XrlzBxo0b0dbWhldeeYVyPlZVVcHHxwfV1dVYvXo1cnJyoNPp0NnZiYGBAURERODevXtITEyEUCgEADzxxBO4evUq4uPj8eGHH+K9996DSqXC4cOH8f3vfx/nz59HQkICioqK4OHhgYmJCXh6euLEiRNQq9VU25i1DltbW6HT6TA2NgaDwQCz2QylUgmxWAyJRILExESYzWaYTCaMjY1ZGPzDw8NRUFCAyMhIVFZWTplhgAnm/e7KlSuYmJjA8PAw/P398Z//+Z92nQAajQYNDQ344IMPcP78eQwNDSE7OxtyuRwKhQLBwcFW9qGFjAXrCFAqlRgcHMTf//53yshPokHIRdbDwwOvvPIKQkJCON/zhz/8AZ2dnRAIBFi7di2++93vzkj7eSx8LGZHAJuhie2QEAqF+K//+i8qcnd4eJgyRDhrdOWiceCK4mRettgKYtqLwKR/kysSlm1spmoM53oH81LiDC0DW5+cNcY5W4zRFaoSrueYEYaOUBCxXYiZVCLBwcEwm80Qi8UIDw/nTCm1dSFkozNoaWnB5OSkRSqnvchZLohEImzYsAHnzp3D2rVrUVFRgX379lnMtyPGM7Zn6BfOyspK9Pb2UhfiLVu2UBft7OxslJSUQKfTUZRAL774otVeJHPa0NCAsbExzgKuXGAz9Obl5TlkPOda//Titnv27MHzzz+PiooKfPXVV/jzn/+MH/zgB1Z7QaPRwNvbG21tbUhKSnI6vZTLmGxrjujjyDTAGAwG1rXP5oRkFg8/deoUoqOjcfnyZdy/f98i2lulUiErKwu+vr7Q6/WUk0kul6OkpAQqlcrKuci2FwitD9NRefr0acTGxqK6uhrJyclWRZ2dkcH0Cx8bXRdzf9l6t70sMbYziM1wzEWV5KHC+vIAACAASURBVEq06FRp5phgnl8fffQR+vv7MTExgdHRUXz3u9/FL37xCwtDkiOZFY7SN/X19eHEiROIjY21W0x4KiB1HDQajYVxWKPRoLy8HJ2dnfDx8UFYWJjFPnbUkbiQ4cgZzKRqoxsdmNmddB2AUKAR2jxn9AL6vt2xYwdGR0epQsH0YsV0487Dhw8xMDAALy8vLFmyBJs3b8Yvf/lLpKWlOUU3Rjcwnzp1CpGRkbhx4waAb6lpt2zZgscff5zSyT799FNMTk5ibGwMTz31lJUjUCaT4c6dO5TBiDipuLJknNERuHQu5r93d3dDLpdTsis+Pp6S67aCZOj76vnnn8fly5ctMhuIXqxWq1FZWYkNGzagt7cXBw4cwP379+Hp6YnR0VH4+flRc7dhwwbK2ahSqbBs2TJ0dHQgIiICZrPZIpKfftf49NNP4enpSVFCPXz4EJ6enhgYGIBCoUBeXh7Gxsag0+koKh2utUayNf38/ODp6Qmz2YzVq1dT9JsxMTHU+HJR55H5IlkR9PXjSPaLvchWMi/MAAgu2iBHi0KPjo7ivffeg8lkQmVlJZ8JxWNewVZAmlwux+uvv27B5U/XaSsrK5Gfn4+JiQk8ePAAANDe3o7m5mb89re/hUql4jwngoKCsHv3bsjlcosixTqdjsoo6unpwd///ncMDg7iscceQ0tLC2JiYtDQ0IDjx4/jT3/6E5VxWVFRgdjYWNy5c4fKGiOUmiTYkdSdMZvNMBgM8PHxwZ///GerjPDTp08jMTERra2t2LFjB/r6+uDr64vJyUl4eXlhZGQE/f39GBkZQXl5OZ5//nnk5eVRBv+IiAiUlpbi4MGD+PGPfwyhUIjHHnsMK1eutHJA0mWKPf2BLQiP6Lh3795FUlISoqKiKIfwmjVrbM59YWEhrl69isnJSXR3d2P58uWQyWTUmJL7hav0w/MRC9YRAACPPvooPDw8UF1dTaXXEPj5+eGll17CunXrOH/f0tKCDz74AMC3zoMnnnjCgpOXB4+pYLE6AtgMTVxGfa1Wi7a2NgwNDWHJkiUQib4t4uXr62sz3YxpaGJezNi+ZcuIwqU42ONNZ3Ih79ixAw8fPqToFNhALhhSqdTmRcQWuOgvSHo3/VLijHHZ0egxR2h37EWPMeln2KgzNBoNGhsb8cEHHyAgIAAKhYIzCoweYUhXTJwZS/ock8yTsLAwVFRUIDo6GhUVFbh9+zZrhBXXnBAFNCUlhVobUVFRyMvLQ19fnwVXsKtKiV7/bTHgNWvWoKioiOKbdEfGBWn773//e6xYsQI9PT1ISUlBaGgoHj58CIlEApHoW1oAmUyG2NhYiMVivPDCC1ZKG30dXbx4EW1tbairq3OqRgC5ANfW1gIAFeVB5k2n0+HMmTNUND9R+NgMK/SoubGxMVy6dAkmkwktLS0QCAQQCoUICAhAcHCwhfOHzHVtbS3lDEhPT3fqcq9SqVzKAGH7/eHDhx0yZhEHjNFoxMDAABVBRDIyenp6EBERgbi4OCrae+XKlVaptBqNxqa8ZTOOCIVCnD17Fh999BHGx8ctHJU6nQ4BAQGQyWRWctYZGUy/8IWGhlpQKbEZcbnezWY4Zo4pOYMMBgOOHz+ODRs2oKurC5cvX7aILuZyEDNlQnBwsE3DD33tTyVzjf488/x66qmnEBYWBqVSie7ubvT09FgZklauXGmX8kqr1SIhIYFzTdOpzKRSKaqqqqBWq6fF2E6nqaE7DMmF0cPDA/39/RgdHcX9+/ctjF6OOhIXAlylr2JG4MXExODq1atISkpCa2srzpw5Y6ELOUMnxgXmWUvoFHJzc1n3Bd24MzIygqCgIIyPjyMtLQ1hYWEOr9eenh4IhULcu3cPcrmcKqrY1taG9vZ2+Pj4wGw2Y9OmTRSVIOE4npiYgMFgQEREBKKioiAUCnHy5EnIZDLcvHkTkZGRqK2txfvvvw+RSOTQuDuy37l0Lua/Hzt2DHl5eQgNDUVpaalFIAGb84FJH0NqajBrxhB5IZPJoNFocPbsWaxbtw63bt3Ce++9h0uXLmF0dBTj4+MYGBjAkSNHEBUVhfz8fMjlcty+fRu3b9/GF198gZs3b6K2thZffvklUlNTYTQaodFoUFtbixMnTkAqleKrr76iZMlzzz2HEydOwGQyobq6GuvXr4dcLscDG1Q6pG+E4rCxsRHt7e0YGxtDY2Mj9Ho9bty4gaCgIKjVaooz2xZ9GNd6taVLc9VeoEe2AkBDQwNaWlosdGNyxyB1mtj6akvX379/P1WjYdOmTRZ84zx4zHXY0hlJrRB6TbGWlhZKp21ra0NfXx8iIyOhVCrR0NCAoaEhGI1GXLt2Dc888wzq6+s5awswzxKii2ZnZ1PBX6ToOaEMSkhIgFqthkqlQkJCAuUEVSgUuHPnDqRSKXp7e5GUlAS5XE4F4fj4+GBsbAyFhYXo6emB2WyG2WzGihUr4OfnZ0VhRmodLl26FH/84x8hkUig1+tx5swZeHp6wsPDg6JeCwgIgEajQUdHB372s5/ho48+QmJiIvLy8rBjxw68+eabmJycxOeffw6VSgWFQoHu7m4LSkB7dhk2CkF6HbB9+/YhLy+PYjQ4evSoXWdCS0sLbty4AbFYjNHRUQwPD0MgEKCzsxOrVq1CSEjItASbzGUsaEcAAMTGxuKJJ55AREQEHnnkESQkJOAHP/gBfvrTn2L58uU2f1taWorJyUksXboUarUaTz75JHx8fGam4TwWPBarI4BOJUKK2nAZ9eVyOfLz8zE8PIzR0VEIBAIMDw9bpJuxGUQKCwvR2NiIkZERhIWFoaOjgzJIOltold5mZ6I22YoPvfnmm5BIJMjNzWWN+tHpdPi3f/s3tLW1oampiaJD4Yr+4gIX/QVJ73aV09jR6DFXUte5jGtcFxJiqDGZTGhvb0dvby/Onj3LanS0VWSVCVsRCExDHVFMDh06hODgYKuCvvTsAGLMYCsYajQacfDgQWpt7N69G2lpaVixYgW2bNmCF1980S5ViSPzRgog+vj4uJW3kRSi9vf3R1NTE0wmE1pbW/Hyyy9TvPYkKl2pVKKurg7r16+3ctww5yo2NhYArGhG7I2B0WjEu+++i4cPH6KxsREdHR3Ys2cPLly4gJdffpmK5i8oKMATTzzBSklF/o0ZNbd69WrKcEN4Pe/evWvh/CFzPTIyQvE/X7lyxW4KPpvx1RmqLlu/txUpynTAdHR0UAXBgoKC0NvbS108/v73v1M0G2QvyGQybNu2jaJhInPN5vQCYMWtvnv3buzduxctLS1UlA5RyFUqFQyGbwsFs2U0OCOD6euHWRiWOHDoWWpsBkj6ZSYvL4+T0oFuzBaLxcjPz4fJZIJOp8MPf/hDHDt2zIrTfteuXbhw4QJCQ0MBwEIm0C9NbEU36c4AW0Y5V4pdkzlcsWIFent70dfXB4lEAj8/P1ajGddaczR7IzIykirmrdfrkZycjMjISNZ6LY7AVhYbF01NXV0dbty4AYFAgNHRUYSEhCApKcmK/octU3ChwZVACALmOd3S0oLx8XGL+hJ0sOkIbP9myynGjBokdArMAtakX8S4ExUVhb6+PojFYohEIhw4cMBuAAnwj8zV9vZ2dHZ24uHDh2hoaMD4+DjlxGpqakJUVBRMJhNVmyk7OxsAUFlZCeDbSOvk5GSEhoZS8qmkpAQA4OHhAYPBgJiYGPT09Ngcd2f2O5dORv93jUaD+vp67Nq1i6o7k5eXZ/O9bPIjOTmZ0gfKysqQkJBAGazb29vR1dWFiYkJKmJfpVJh/fr16OzshK+vL6UHrFy5EikpKXj//fcRFhaG1tZW+Pj4QCAQwMfHB0uXLoVSqcTdu3dx7do1jI6Owmg0IjAwEKtWrcLy5cvx0ksvUQEhfX192LBhA6qrq6naQbt378a6devQ3t7OqqcMDQ1h6dKlGBgYQHh4OCQSCYaGhiCTyWA0GqHT6fDJJ5/A19cXOp0OgYGBWLNmDSt9GNt6JWPApaOx1V6QSqVUZGteXh4+/fRTfPHFFxS9JHGOMOs07du3zyo4xp6uT4yd7e3t2Ldvn0NBDjx4zAXY0hnJ35g1xaqrq6maG01NTZBKpbh3757Fe81mMz799FPW4EZbjrWDBw/Cx8cH/f39FG05acvAwACWLVuGiooKJCQkYMWKFfjwww+hUChQU1OD1157DefOnUNAQADu378PjUaDzMxMKtBSIBCgu7sbBw4coIre9/b2oqyszCJ4jpybRUVFeOutt5CYmIjm5mbk5OQgOjoaq1evxtmzZ6lMT/IdiUSCvLw8JCYmQiqVQiaT4fbt2wgKCqIKtxN59Mknn0AgEKCxsRGJiYk27TK2dDOiX9KdAo5m66Wnp+PLL7+ESqWCyWTCr3/9a3z00UeYmJiwoKB11uYyn7HgHQEA4OnpiWXLlmHVqlVYtWoV1Go1xbFlC8uXL6eKNm3ZsoV3AvBwKxarI4Dwq3t5eaGxsdEmh5zRaIRKpcKGDRuwZcsW/NM//ROOHDlCpQgDoLILSFEfAHjllVfQ0NCAzs5ONDY2YuvWrfjyyy/t0sJwGTDsGYPZDiI2uhdSVI0t6ocYmMRiMcbGxvDII48gPT0dYWFhThtxSLuY9BfM9G5nOY0djR6zR7tDKALo6YHM6DEAFhHKTKMi8ewD/6BuiYyMdJmTGrCOspLL5QgLC+OMzKYrJCRLgFlwihjrSHQzGyUJGz3IypUrERUVhaioKAtH0bPPPosHDx4gPz/foQh5+hio1Woqe8Gd0bXk/XK5HPX19QgLC8PQ0BB+8pOfWEWle3h44Pbt2xgbG7NLt/LKK6/go48+AgDU1tYiMTERYrHYrnGGflF/8OABli9fjlOnTuH27dsAvlXYBQIBRkZGqMs8c/zJnDCL7R08eBARERFQKpXYvXs3kpKS0NHRYZHBo1Kp0N/fj8nJScTHx8PDw4OVo5+JqXK8O/J7NqMo/Xd+fn6Ii4vD+vXrKVlLCmtWVVVZcGsTg9z/x96Zx0dd3vv+ncms2SaZZCYbISsEDAECSVgs2AO01eJtFTfwAiVwqQvngEXrcnpfVq3n1N4ePVVRq4hYjmhdsQiKIIZ9D4sBErLv+zrJJDOZ7f7BeZ7+ZjIJtrev28V8Xy//EZhkfsvzfJ/vZyssLOSJJ54gNDSUrVu3ymDjQKCXTudrkZOWlsaRI0fwer3odDpsNhter5empibJwhpNzXOtNThQYLPS1iExMRG9Xs/PfvazYSo1f+s0wOdwMmXKFF5//fVh7M3Gxkb279/PgQMHCA8Pp6uri8jISJl1cOLECcaNG+dzCFOr1SxdupTm5mbeeOMNEhMT8Xg88l76q2vE8xQIaPlLPFfiXTQYDBw8eBCNRsOzzz7LsWPHKCkpobKykvHjx9PX1+fjPz0aSDfa7yHYX93d3WzevJlf/vKX7N27l7y8PMrLy/8sEOBaPtj+3rhKmxqLxcKuXbukFVJ/f7/0dxd71p/rsf33VqMRIUYLRAckoAIwODiISqXCZrMxf/78EWX8gfow5f8biQ3tbzMmWINvvvmmHEgoByDCpkgMd0wmE83NzaSlpTE4OCiVYtd6b86fP099fT3t7e0EBwfL99PpdGI0GomMjCQzM5OsrCy++93vMjQ0RFBQEKWlpfT399PT00N4eDgACxculIN+tVpNeXk5LpcLm82GSqUiPz8fr9c7qs2huF/+eS4j1Uh9r+jVxH77+uuv+wx8Rlt3RrLoe+mll9Dr9bIHUN4/AUIrv1dkZCQvvfQSOp2OkpISSV4R5AODwUBtba0c9gs7jyVLlvDTn/5U5g0AmM1mamtr+da3vsWxY8cIDg6mqqqKqKgoWltb+dGPfsRnn33G1KlTeffddzl9+jRHjhyRQ3Rln/LKK69QXl4u8wvMZjOtra3odDrsdjszZ87EaDTy+9//nr6+PlpaWhgYGJDrh7KU1oNr165l27Zt1+xXA1n/AZItDEhbD6W9ZEtLCzabjdTUVAwGA6tWrZI2VSN9vn+vr7QReeGFF/jJT37y/2RlOlZj9f+zRusZlX+mtNRSWqB2dnb6BPmKcrvdmM3mgESrkfZQ0YvGxsZS899WQ3AV+HU6ncyZM4dx48ZRXV2NzWbjP//zP8nNzeWrr77iueee49FHH0Wr1WK1Wpk9ezYdHR309fXR1tYmbdBSUlLIyckhLy9PqnrLy8tpb2+X5DkxfxD5AEajkeTkZHp7e8nMzBw2dC8pKZEqOI1Gw+XLl4mKipKKq0OHDmEwGCSJyO1209zczODgIG63m+7ubh555BEJDI9E4hnJQlB5v75OaLq47iIrLjY2lvvvv5/KykocDodcD3/0ox/9WTOXv+f6RgABYzVWf4v1TQUCHA4HH330EUajEafTybRp03w8PUUJRLihoYHDhw/z4IMPkpWV5YMKK1mXoaGh7NixA5PJxJdffolWq8XpdKLRaBgcHKS/v39UW5jRBhgjNQ5Wq5Vjx47hdDqHBcD6/xtlqJo/60elUvHoo4+i1+tpbW0lOjqa3t5eNm7cKA+rf+pwUKcbbn+xceNG3nzzTQwGA9XV1X+y3Yz/dwL+ZBuTQMP2+vp6nwO3SqWStho7d+6krq6OiIgIDh06JA8iBQUF7Nu3TypLent7A6L5o7EG/O+58gCt9Ay89dZbiYuLk+DFaP684mf5qwPEcD8zM5PNmzf/ydYHVquVu+++G6vVSltbG06nU9oIfN37plQv/CWsLPxtaATIYbFYfKT/4n3V6XQ0NTVhs9kCPs/+LMTi4mJOnjyJVqultrYWt9vN5s2byc7OHpUxJw7qfX192Gw2ye7xer14PB7594KCgiguLqagoMCnIV2+fDmNjY3s2rWL2NhYGbYnQis9Hg+nT59m+vTpMtSrpqaG7u5uJk2axOOPP47BYODkyZOMHz+e6urqgB79/s+fsIMYza5mtLrWYE5p07Ft2zY53PAf2pjNZvbs2cPSpUvJysryCXNWemuLz7t48SLt7e2MGzcOj8dDZ2cnP/3pT2ltbR0GeokB4ubNm0lISODQoUOSWa5SqXA4HNx///1s3LhRsrB0upHVPEq5NTAssPOjjz6S+QXx8fEYDAaeeOIJGhoaqKmpkeHZwg7J6XRit9tJT0/3sU5zOBxs374dtVpNdXU1RqOR2tpacnNzfZ5FtVrNkiVLaG9vp6OjA7VazdSpU7ly5QparZaenh68Xi+dnZ0+9lzbt2+nubkZjUaDwWAgOjqakydP+lhz+KtrjEZjQKAl0HMxmu3dSGvZvHnz2LRpE3q9nsrKSjQaDS6XC7PZTFJSEgaDgR/84AfMnz8f4JqD8dGs35YvXy4PlBEREezbt48tW7b82WvV1/HB9h9qKW1qdDodBoOBY8eOAVeHamq1mu9///scO3aMxx57jJqaGurq6jAYDIwfP/5PzgH5e6mR1iXl+yU83/2fP4vFwqeffkpISAi9vb0YjUZsNhuzZs2SPur+dS3FVyA2dKAgdAHSw1Ug+brrrqO2tlbu6wKwtFgsdHd3k5SURHJyMvHx8cTExJCcnMzu3bu/1lB2y5YtOBwOub8MDQ3h9Xrp6+sjOTmZyspKHn/8cRkO3NPTQ19fHzk5OTQ3N2OxWFCr1WzYsEH2A2KdEBZtQ0NDlJWV4XQ6R7U5FPuA6GFEXs+fw9r2t6o8f/48JpPpmuuOPxlFq9Xi9XqJiYnBYDDIHkBcp5iYGGJjY7n99tuZNGmSfOcD5aqo1Wr279/PkSNHqKysxOv1SnVeUFCQHKJ1dnYyODiIWq1GrVaTl5dHbW0thw4d4tKlS1RXVxMdHU1raysqlYquri7a29sxGo3Y7XZ0Oh3h4eFyiC7ebYfDIQHCyZMn09jYSGhoKBqNRgI5iYmJ8hk2Go2o1WpuvPHGYTmDSuvK3bt3s3Tp0q/VS4vrq1KpyMvLY/Xq1cTExHDhwgXpX+52u+np6aG/vx+Xy8W6devksxXITkP53o3UNyt7yVWrVrFnzx6f3IVvmq3GWP19ltgf/M9yop9MT0/3UXoq37ejR4+iVqux2+2oVCqf/NHBwcGARKtAvY9SndPY2EhUVBQ5OTmEhoZis9mIjIykpaWFhQsX0trait1ux+v1ynfszJkz0prI6/VSX19PU1MTNTU1cn8ZP348X331FatWrZKWs1euXJFn5ilTplBVVcV//Md/oNVqqaurkyHBZWVlaLVaXn31VRYsWODT+ytVcO3t7QQFBdHa2sqcOXOIiooiMTGRjIwMmpubiY2N5dKlS3g8HmJiYnA4HDzwwAPk5+ePSuIZqTeDP5I8KioqAloCKz9ntKw1JYmttLSUZcuWsXPnzm/UmjYGBIzVWP2V6psKBAi2blhYGGVlZQC89957ww4TSkl5R0cHCQkJ8uCotBD47W9/i1qtpr+/n7y8PNxuN6WlpQwNDQH4+Nr5D5KUQWKBWMb+jbGycVCr1axZs4Z9+/b5SG9HYrEph5zC285fLVBZWUlkZCRWq5VXXnmFxMTEP4nRrqzGxkZWr17NlClT+Oqrr3jttdcIDw+/5sH9WiW+k7/fn7AhUV6fQAfPQMP2wsJCHyaYuB4ul4srV66QkpJCaWkps2fPRq/Xy4OjCJbLysoiLCxsRDQ/UPBPIKmmOCS5XC4fz0AlMPHSSy/xzjvv0N3dzUsvvcSCBQsCqgSU6oBrqUjE0G20/IiTJ09SU1NDW1sbOp0Oj8fDDTfc8LWAAOXv9ZcKQQpkQzN16tRhIMdITDMhIc3KyiIxMVH+PYfDQVVVFU888QT19fU0NDTQ0dGBSqWioaGBGTNmSIb6SD9DDKiioqJobm4mMjKSpqYmHxBApVLh8XjIz88nNjaW++67TwIQ69at82Ghb9iwgaysLAnKiWdXqI5mz55NSEgI3d3ddHR00NDQQHp6OvHx8ajVap566imWLVs2zNrCP2By3bp1PnY1I+WI+N8HsUYBo77fyqCs7u5uUlNTpeIk0NBGMElHYt0UFhayd+9enE4nfX191NfX09LSQmlpKfv37+ehhx4KyG4UP6+8vJyysjJUKhV9fX0YjUbCwsK45557KCkpIT09fUTGkP8zGIgZLCw4wsLCZMjxm2++SXx8PJMnT5Zrxty5c30CrzUajU8Iovg5AIcPHyY3N5fW1lZeeuklfv/73/sASJs2bZKhakajUa4rBoOBpqYmyRTOzs72GUwnJCTwxhtvYDAYaGlpkRaWQn0hguWU6ppA6qI/xZJtNAsRq9XK9u3bKS4uZmBgALg6DFepVAwODtLa2kpLSwsnTpzgww8/5A9/+AMNDQ2jhk8qma/KAabYE0Q46ODgILNmzcJsNpOWlsYHH3xAQkLCn2Vj56/oCRTqLLxx/d+32tpaDh48iFarxe12k5qayttvv01TU5O0sXI4HLS1tVFTU/MPGZoZyEZLXCfRyyk93wNZLi5evFhaCvT09BAcHExpaansl/xtfq7FxgvEhg7EjrdarXz44Yc899xzDAwMUFdXR3BwMNnZ2ZIFvnHjRvR6PWfOnCE2NpaDBw9K5VxeXh4FBQUj5oAov+PChQv5/PPPSUtLw2q1SuDI7XYTGRnJs88+i9lsHrY3paSk0N/fzz333MOGDRsApEViTEwMZ86ckYPpzMxMTCaTvN4j2RyKAYdgh5tMpmv6zo+UASEGVTU1NfT19fHaa6+NCPAG+j0yMzN59dVXfUCJFStWSODk4sWLDA4OSivMDRs2+NjhiYGQCOS+5ZZbWLp0Ke3t7bS2tpKRkUFXVxfBwcG4XC68Xq9k+vf09BAdHU1fXx8ajYaysjLsdjsmkwmVSoVeryciIkJacjQ3NxMcHIzJZKKurg6Px4PdbvfJaBJrpl6vlz7cXV1d5ObmEh8fz7e//W1WrlxJU1MTq1ev5r333iM0NJTOzk6efPLJa+YD1NXVMXXq1K9lCajMQtu6dSsFBQXs2rWLhoYGqSZTqVRMmDCBgYEBlixZMuKAP9BeMFKvqFSKaDQaCgsLsVgsw7Ijxmqs/pZLmTO3bds25s+fz9q1a32UoWJIbLFYiIiIoKmpif7+fmpqanA6nRIEEGUwGLjjjjuk9aOoQD1YYWEhDQ0NZGZmEhYWRkFBAStXruSdd95h3LhxdHV18cILL/DMM89QV1dHe3s7VquVtLQ0Dh06hE6nkyokj8dDUlISISEh6PV6NBqNBKBzc3N58803iYuLY8qUKbS3t9PT0yNDcuGqNVtvb69UtAnwuba2FqPRyMcff+wTMOyf3yj2gMrKSqkefuqpp2Q2mbDkiY+Px+128+CDD8qzQKCzudgDzWbzsN5M3Le9e/dy4MABPv30U26++eaA6+Vo6g/x58JmbsqUKTz//PPDsmT+0rlUf2s1BgSM1Vj9leqbCgSIQ5zX6/UJvfE/TFRUVHDo0CHJ5C0uLuaHP/yhz0Fxy5YtAPT19REUFITVauWf/umfuHz5Mmlpadjtdsno8T8kKq0IXnrpJaZMmeJzsImKigroGy4Ytb/73e+Ij4/H4/EQFBREfHw88fHxoyLHwk/YZDIxfvx4ORBJSkpi8+bNTJkyhdLSUq6//noJjlzLB2+0IF2dTkd1dTV5eXmYzWYpCw50cP9TvOdH8u8T12y0IGjBLgwKCpKyQX8mmGDNiaD3vr4+cnNzKS4upqKiQh4oFy9ezDvvvCMtadauXUtRUdGoYcv+oaj+jP158+axbds2H8/AvLw8+vv76ezspLa2FrVaTVlZGRERET4N0tdhVMFwOaMYtgg/8JGGH2+99RZOpxO3243JZOKBBx74/9qgKL9fIKWKMih0JO900Xj99re/xW63c+LECQmi+ctTIyIiaG1tlY0pQG9vL2+88caIwxkxwNRqtVJtYjAY0Gq13HPPPXi9XhoaGmQDb7Va5VAyOTnZZ9gPcN1110kLC+Xa1d7eaz6bZQAAIABJREFUjs1mw+Vy0dTUxODgIDNmzJDsdo1Gw5kzZ0hJSWHbtm3D/P797Rva29sJDw+XLJTW1tZR7V7E765co2JjYxkaGhpxMCdsOgwGA4ODg8yfP98nMMx/aHPhwgVpvRCIdVNcXExhYSFBQUE4nU45yNNqtQwMDDB58mQKCgoCAlw6nY6enh6OHDlCUFAQQ0NDZGZmMn78eJ9wT2ElkZub66O6EvdZMHcCMYOnT5/us9dkZmZSVVVFe3s7DQ0NuFwumb/x/e9/Xz5z4eHhPtZpQnl26tQpTCYTjY2N/O53vyM1NdXneV+3bh1arZby8nKcTif9/f388z//M9/+9rd58803mTlzJs3NzXKfKSoqkoOTiIgI5s+fT21trRy8+4eb+gPLgdRFIz0vgbzsR8tQWLlyJV1dXbS0tMhBeHh4OHa7HY1GQ1hYGAMDA3g8HoKDg7HZbEyePHnE8Emx3zocDvbs2cOtt946bNg3depUqqqquP766ykvL5dDPxHwPX/+fGJiYkZ8H5SllPJ3d3cza9asgMrDkUAu+CObfWBgQDIAc3JyMBqNPgqJyMhIJkyYQHJy8j8cc0w8IyEhIcTFxWEymXwUFUqwe/ny5QHBf51OR0ZGBtHR0T57vrLPEvaOoaGhdHR0yD8LZD+jPNwrg9CVe05HRwd33303hw4dkiGJQUFB6PV64uPjfexqcnNzsdls9PX1kZaWJq0YhoaGAgYMB6qIiAh++MMfkpiYSGZmJidOnECtVuNyudBqtezatYvFixdLcFKEyaakpPDzn/+crKws2dt2d3fz6quvsnbtWm655RY+/vhjZs2aRX19/TDQYyR1osVi4a233sJisVzTd360DAhhsedyuVi5ciX5+flynxjNEkp5r5SgRGxsLF6vl+PHj8tgzDlz5hAREcGPfvQjudcGCr2/7777eP/996mvr5eKHQFK9Pb2yr3U7XYTFBTEv/zLvxAUFERISAgqlQqDwcDAwACDg4MyjFOtVkvrIJ1Oh0ajYeXKlXzrW99i7ty5LFiwwCejSfk++LNeL1y4QGZmJk8//TShoaG8//77vPzyy2g0Gh5//HESExN9ro3VaqWqqopdu3Z9LXXXaApWZU9it9sJCQkhKCiIcePGkZKS4tMPBFrz/lT7OOV1ECBAbm7uNbMjxmqs/lbKnxgjyC9CZa7RaCTgL9SbcXFx8qwuzoJKglF0dDSnTp3ijjvuCAigKdW0yqwO0YsC0jHBbrczbtw4Dh48iMlkwmazcfPNN2M2m4mMjKSkpASXy4XL5ZJrlwhVd7lcOBwOcnNz0Wq1sqc/ePAgdXV1REdH09bWxty5c4mMjKSqqoqwsDAcDgdqtZqwsDBsNht6vZ6BgQHGjx9PS0sL1113nVzTlfmNQm392muv+ZzNRN+ZnJzMkiVLpCXPSPtpIJvgQOBpWVmZ7E0HBgZIT08fkRQ3Wo8HcOzYMZqbm6U6LSwsjMzMTFJSUv7sXKq/pxoDAsZqrP5KpXz5Tp06xWeffcbu3btH/W/x4sV/5d/6/70EKzA1NZWSkpIRmb0Wi4UdO3ag1+sByM/PR61Wc+jQIZ/hj/C01mq1dHd3ExwcTFtbGwUFBTz00EPcdtttw4axYiih1WopKSnBaDRSUlLigwAHGnRWVVWxd+9eBgYGGBgYoK+vj87OTskKHI0RKDY4ZYiPGIgoB1HC9zmQzD3QwWC0ED9/f72RLGgCfc5oYTkjff758+fp7u6mrq4OtVpNSEiIj1eikl1YWlpKaGioBGkKCgro6uoiLi5OggptbW309vZKieSqVatobGxk2rRpREZG8vLLL2M0GiktLWXq1Kls2bKFM2fOSHmkv1WQUvkRyI9Wp7vqX+7vGZidnc2vfvUraTElvFcFc1WtVlNRUTHMFuPrsu+/ziFMMCvT0tL49re/zQMPPPAnW1z9OTWSakbYKgRieyt9hQMxEM+fP09dXR1er1f614aHh/Poo4+i0131WB8cHKSjo0M22RaLBafTKSWlo70PAAcPHpRy/5ycHBITE8nJycFqtXL58mU56J8+fToLFy70GUoqbRWUntLiPQ0PD+f06dOEh4fjcrnIzMxk+fLlfPHFF/K5zc/PJzo6GqvVil6vx2g0+oRUVlVVsXPnTslUb2xspK2tbdSBwEiDAMEmFMDKSN7RYrApgrI2bNgwbMAmhjaZmZmUl5dz9OhRjh49GlDxVFpaKm3ZxEHA5XLhdrulFcPTTz9Nf38/7777rs+/t1qt1NfXc+HCBRISEqQC59y5cz5DK71ezyuvvILD4RgGyPb29nLq1CkSExMD2i8p71dxcTHBwcF0dnYyb948qQYQgyeHw0F/fz+ff/45iYmJPuzGqKgonn/+edRqNTabjdmzZ/vIpJUAUkNDA/39/ZJZGh4ezvXXXy/Xg/Xr1/Pd736X1157zSd00+FwsG7dOoKCgqivr2f8+PHEx8fjcDgoLCwMyIi/FtvJ/73wfx9HkqsLgEUoozQaDR6Ph4SEBGw2GxqNRoLvcFVdExQURFhYGC6XyyczQPx8f+BYrVbLIHVxn6KiorjvvvukQmfnzp00NjbS0dGBVqvls88+Y9GiRV/L4kRcG5VKxalTp7Db7cOewWuVTqfj5ptvJj09nfnz5/PjH/+Ybdu2YbFY6O3tlWuT2+3G4/H8yVZ7fw81miJR+fwJIGw0Jr9yOC0+S/QMIlT7iy++oLu7m5qaGhlIGmgw6g+KiT2nu7ub3/zmN+zYsQNADnlFrV27VoIMApCzWCz813/9F263m5KSEhYvXiwzS/5UO0YBBn322Wf09fXh9Xqx2WzSyi8vL8/HrlE5aDh58iRtbW0cO3aM0NBQPv74Y5YvX86NN95Ia2srDz74oFSWLV++nKKiIh577DF6enpkRlagsF+lAlUZ0nstQFDphd/f3y+vDYyuPPMv5X2/cOECx48fR6vV0tjYKC0tnE4ns2bNknZcjzzyCDU1NWzbto0lS5ZItemvf/1r2tvb6e/vx2az8dJLL7Fv3z4ZKhwUFITFYsHhcPC9732PZcuWsX37drq7u7Hb7URGRvK//tf/IjY2lra2NkwmE+3t7ZhMJvr7+3nmmWd47rnncLvdfPHFF8Osl5Tvw8WLF7nppptYvXo1AwMDHDt2jKamJhobG+X6HRcXx2233RaQsCAsgVpbW8nOzsZsNgdUWYyURxIXF+fTq9TW1lJTU4Pdbqevrw+n00lLS8swZmugoO1rqe/8f3cBYMTExEgQ4FoKkbEaq7+l8ifG3HTTTezdu1cqwmJiYiRwLUhlEydOJCcnhy+//JLExESamprQ6XQyH8Bms5GXl3dNm8DCwkJqamqkbdjcuXPJzc2VQLEg8/T19VFSUgJcnRnp9XouXrxIU1MTYWFhuN1uJk6cyKJFi3j66ae57bbbSE1NZf78+dx9991s3boVt9tNR0cHkydPRq1WS+vW9PR0aZEmPt9sNtPf34/BYGDq1KkS7Ghubqa0tFSy7yMiIuR5dM6cOSxcuJANGzYMsw5Vgvw33XQTU6ZMGXVdUZJ7RsqhiYqK4rXXXsPhcPicNWpqaq5pFaT8WeJc+/jjj/soLjIzMyktLf1GgAAwBgSM1Vj91Ur58oWHh6NSqa75b/6egQDRzD7yyCPS9/+VV14Zkdmr0+lYsGABn3zyCXl5eVy+fJnTp0+j1WopLCyUwx+r1UpQUBB1dXVkZ2fT19fHuHHjyMrKkgxcf/b18uXLpR+/Xq/Hbrdz/fXXk56eLhf/QAfgsrIyCgsLAbDb7dx0003odFe9+CdPniw3wdECOQXbwGAwyCF5VFQUx44dQ6/Xs2/fPun1KQ5sIw3l/f1b/T24c3JyqKur47777iMtLc2Hpa5kz/mDHkornJG8ngP596nVan71q1+hVqtpaWkhPT2d0tJSeahQsohiYmLIzMwkPDyc++67j5/85Cc+oc8ZGRm8/fbbPqFkzz33HO3t7VRXV9PS0kJoaChBQUF4PB7ZkPX19fkM+pRWQS+//LL0l4+JiRnmRwt/VCxYLBaqq6uZMmUKx44dIyoqitDQULq7u8nIyKClpYXrr7+eK1eucPr0aWlj42+L8XUG8yN5MPv/W8GsVAYI+79jf8mQI+XnKa+dCF0Sdjr+EnNlM6dU2BQWFlJcXMzg4CCHDh2SFioul0v6tFdUVKDVarHb7dKiRqPRYDab0Wg0UlIaqJTM7cjISGpra9FoNDQ0NEhQqLW1lePHj8t/Ex4ezrvvviuvlf8wXChQBCMoIiKCjIwMFixYwI4dO8jLy6O+vp6NGzeyaNEiXnvtNWbMmMHp06cpKSmRFiqXLl3ihhtukP7iQ0ND1NXVkZaWRnZ2NnFxcdx+++14vd6AtguB7m1oaCgvv/yyzM8wm820t7cH9I4WctsVK1YQHR1NXl7esFwT+OPQRqVSSaBMsIFjY2N97uOWLVtwOp04HA6ioqLYtGkTX3zxBbGxsajVanJycjhw4MAwKyLlEESAtkL+O5JtmjL4sqysjC+++AIAp9PJ9OnTufnmm1m9ejV6vZ6srCxaWlokeJORkcHixYslIJCQkEBVVRUFBQWcP39eglwOh4Pm5mYaGhrIzs5m8+bNLFiwAJ1Ox8cffyz3mv7+/mFDX7VazaZNm+jo6MDpdOLxeLDZbDz44IPExMT47EMi6FL5frS0tNDd3c2FCxdwOp3U19fT1dXF3r17ZYCweP6U5c8yC7TWjDTo8wcS+vr6WL58uQTcMzIyqKurY8KECXR2dqJSqSQQKtjVoaGhzJo1C6vVyvTp01m0aBHz58/3+T2FBL6pqYnIyEjq6+spKiqSg77FixfLg7MSPBV2SWI9mDlzJlu3bh3V4sT/2lRUVPDFF18Mewb917nR8oHEmqvcP9etW8ddd91FWloa8+fP92EN/yOVElDxV+XAH5UmjY2Nw95T/+scCLiKioqSSoCuri5iYmLIyMhAo9GQlJSExWIJOBj1H2RWVVXR3d3NsWPHJGAnlDWAfF4XLlxIWFgYn3zyCQaDgVOnTtHf3y8zHjIzM5k4ceLXygYY7ZoJ26K+vj50uj9a+SUlJREREUFfXx8LFy4kLS1NfrZareb//J//g0ajobe3l+nTp1NTU8OmTZtkELvIK1q7di11dXXU1dVRW1srgQOlfYPYy0pKSmTPK0J6/QHBQNkygdj8KpWKffv2yYwSYb02Ut6D/zMUHh6OXq+noqJCMlhFX9XQ0MBvf/tbWlpaqKmpAaCnp0e+sydPnqSjo4Pm5mZ0Oh2hoaHcd9993HHHHRIIKiwsJD4+HpfLxerVqykpKWHFihVMmjSJ+fPnc9ddd/HLX/4Sp9NJc3MzVqtVsoCfeuopfvWrX/kAlv4DPeV3Eddy8+bN7N+/n6CgIFpaWvB6vdTW1mK1WgOGA/v3SDExMcycOZM9e/YMA2sE6C1yeJT95cSJE316FaFSdTqdhIWFkZCQwJQpU3zONUol9Isvvsgf/vAHBgYGpPpOeR4bSW2sBDBuv/32rx1wPFZj9bdU/sSYH//4x4wfP57U1FQKCgqwWq00Njb6OAp0dHSwdOlSvF4v5eXl5OfnS3LfgQMHSE1Npba2dlRSwJUrV3jkkUdkwHxvby+VlZV89tlnrFixQgJyFy5ckDMOh8OB1+slOzubhIQEfvjDH3Ly5Eny8vJobGzkqaeekjazGRkZWCwW1q1bx6RJkzhz5ow8Bw0NDTEwMEBKSgqXL1/mhhtuICgoiLi4OLlvJyUlcdttt8nv09bWhkqlkux7QdyJi4sjKyuLSZMmBTyTBspwVO5PMJxoprQaU2YCKns9h8PBH/7wBxwOByqVCqPRyLlz59i3b981rYLEzxRnqU2bNsmZxNDQEBs2bCA3N/cvkqH391JjQMBYjdVfqZQv34svvsgdd9zB4sWLR/3v77XEwltVVSVT2vv6+pg0aZIctAT6N0VFRUybNo2JEyeSl5fH0NCQlOSmpKSwceNGPv30U8lMEiE4Fy9e5N577wUYcSBfWVmJ0Wikr6+PWbNmUV1d7YMABzq01tbW+jBgb7nlFo4fP05aWpoc4Pp758+bN0+GD23dulWyDUSg0PLly2XWwIkTJ9Bqtdx8882cO3eOoaGhgN7XYujzyCOPyINgb28vK1as4NixY9TX11NQUEBoaKj8nBdeeIH8/HwqKytJT0/3Ye8p2d3nzp3DarViMpmGWSX52974eyuLYLeQkBDS09OZMGGCzzVV+sN/+eWXVFVVUVpayr59+5g0aRKnTp2SDcONN94om7KNGzdSWVlJT08PDQ0NaLVa+vv7cTgccpAcHR3N4OCgZKa2trayfv36YVYvV65ckY3d+vXrfexalIqFoqIi4OoQq6SkhOrqaiZPnkx/fz9r1qxh/fr1xMbGylBg4UWt0WgoKSlh1apVAD6MCP88Af+fqfRg/lOH+oEG8KOxib8OQOE/QDx//ryPgsdf8SB+Z9HMCSba8uXLKSgoYM+ePRw8eJDTp0+j1+tZvXo1sbGxLFq0iBkzZrBt2zYJXgUFBUmJf1hYGGvWrGHOnDkBh9eixFDJYDDQ2dlJTEwMEyZMIDIyktmzZ5OTk0N9fT2HDx+WIV/h4eGkpqbS2NgomSfKYfhI9mURERH84Ac/ICIiwifYUAx4lR69kZGR8jObmpp8AKOysjISEhLk8zhSzoL/vVCpVDz55JNkZ2dz6tQpJkyYgMlkGjELRWmnFmgYpLRiWLRoEe3t7TQ2NmK1WuU7tmLFCrlWHTlyhKGhIb71rW8RERHBXXfdRX9/P2fPniU2Npa+vj6ZAxMSEuJjRaT8LsLresqUKcOGVllZWbhcLj799FOpnLhw4QJHjx7Fbrdjs9lQqVQybPyVV17h1KlTFBYWcvjwYXbs2EF+fj6XL1+WhxYRfKxkMAuQS61W09vbi8lk4vLly3ItSkxMlIzekJAQCTCK96ejo4OCggIZSizuz4QJE8jMzAwYZu0PMsfFxfHCCy9IVr2wSXI4HDJA2Ov1kpubO+L77585IZjzgjnqP+jzD1pW2snNnj3bZ/0+fPiwVHuYzWacTicPPfQQjz76KGq1mlOnTlFcXMyRI0d8DmJCAt/Y2IjL5SIoKIjVq1dz9OhROZyPi4ujra0t4FpkMpk4f/48s2fPpqSkZFSLk0A1mh3Wta5bIADen4k+GjD7j1JKL3L/NUNcu127dtHc3OzznppMJgwGg4+Cw5+YodPpyM/P56OPPmL69OlcuXKFmJgYuru7GRgYCBiwHigXZOfOnVy+fBmVSiV9iyMiInC73QQHBzN+/HjUajVnz57l4MGDOBwOav7b57mxsZH6+nrS09MpLy9n/fr1XyuwdbSyWCy8//77EhSMiopizZo1rFmzhsLCQr766itOnTrFjh07ZF9w7NgxWlpa6OzsxGQyyQytpqYmnwFwS0sL/f396PV6ysrKCA4Oxmq1kpeXR1RUlA9gIqws3333XdlD+wOCo4U++7P5T548yblz52RugNVq5ciRIwFBSv/8mp/97Gfo9XoOHTokGZwmk4ne3l4AOjs7CQoKIjQ0FKvVilarxel0yndWCZQMDg6Sn59PVFSUDHQHiIuL47rrrmP16tVyfd+6dau04CwoKJDEEbFH9/T0oNVq2bdvHzk5OdIXWyhdA4GDTU1NMvC4q6tL2hwBeL1eIiIi8Hg83HnnncMGX4F6JPHMKQEG0SsfOHAAtVpNT08PISEh1NTUyPdB2auIYGmj0Sh/p4qKCh5//HHZUypD2QVxJi4ujv7+fqKjo/ne97437D0LpDbW6XQYjUa5Jy1atGjUjKuxGqu/tXI4HMPWCzFk3rVrF+Hh4XR0dPgQa7Zv305zczNarRadTkdISAi//OUvKS0t5eTJkxiNRgYHB0dUSV25coXly5dLBW1wcLD02E9KSiIpKYnly5fT1NTEvHnzpMpJWBCFhIRQUlLCypUrmTRpEqmpqQED48UQvrGxEY1GQ0ZGBjExMaxatYoNGzbgcDg4fvw4YWFhnDlzhoyMDEpKShgYGKCrq4uLFy+Sk5NDdHQ0NTU1eDwenE4nABcuXPA5P4hzpj8bXwnyC4tdJbAaiGgWFhZGYmIiarWalJSUgDOIqqoqnE4n6enphIaGMnv2bGw2m7wv17IKUq5hAhBWqVTY7XaSkpK44YYbAtra/qPWGBAwVmP1V6pvUkaAWHj7+/tpbW2V/nWTJ08mPT19RI97MRwvLi7mzjvv5PXXXyc6OlrKtkpKSqSMzuv1SvZYZmYmKpWKhx9+WA7klewn4fF35coV5s6dS2lpacBwTv9Dq8Vi4bPPPpOeqQ8++KBPA6zT6fif//N/Akg2+euvv+7jd202m7n33nsxm83cd999lJSUUFVVhcfjwWAwEB8fj0ajwW63o9Pp6O3tRa1WYzab5UEwKiqKN954g3PnzmEymRgYGGDNmjU888wzMrx43759REREyCGNwWDgv/7rv2hpaWHbtm0B2d0Oh4PPP/+c7u5uSktLiY2NpbS0lOXLlw+zeglke6MMdistLeUnP/mJz4YqwJXy8nJ6e3vRarWSbXz58mUZ3DZu3DjeeustPB4Pu3fvliy4F154gZCQEDo7O6VllEqlIiMjg8bGRubMmcPAwICPNYXS6qWrq4uQkBBuvvlmpk2bJlnD/iBRSEgIXq+Xuro6NBoNQ0NDTJo0iezsbOnnK76/CAUWXtRdXV3Ex8fz1ltvyWH8aIyIkTyY/dUeKpVKWmkEknf7Hy7Pnz/P559/TlNTk8wd+LohoeJzlVZSly9f5tVXXx01OFE0n8JrWTDRioqK2LNnD3A1cDQ8PJyEhAQOHjzI5cuXOXLkCPv27WP16tVMnDiRFStWsG/fPlJTU3E6nWzatIn/+I//GDaI8i8xVBLXvq2tjZSUFM6dO4fZbGbz5s1Mnz6dM2fOEBISIlk2V65cke/oggULZDCrYJArwQ/lcND/HfAPsRQhuoKdqswQEN774poKhY6/J7Jg5iml+BcuXJDMSq1WS3V1NZ2dndTV1Unlw0iMcLfbTUhICE6nE4vFIn3xV69eLZ+H3bt3ExERQXt7O/fff7/0SfZfqwYGBggPD6exsZETJ07Q0NBAc3OztBXq7e2lu7ublJQUPB6PtCIKNAhXAqhvvvkmJ0+e5ODBg5w4cQKv10t6ejqTJk3CarXS1dUlMx60Wi05OTmcOnVKWkGp1WrpdfrOO+9QV1fnc2+VVj5iKHb27FkqKiro6+uTOS5iuJaamsonn3wCXA1VW716tVwPX3nlFd5//32sVqu0ixEDb2DYvVAGoSnve2hoKPHx8Zw4cYL8/Hzq6+t55JFHeOutt6QXthJU9X///SXVynDQRYsWsXv3bp9Bn38oa2xsrFTkGI1GWlpauO+++9izZw+1tbWUlZVJBm9YWBihoaE8+OCDMkCvtLSUlpYWOaQTB7GTJ0/S3t5OXV0doaGhAMTExEiAaGBgQNqxBRoyq1Qquru7WbZsGcuWLZOA9dcNcbuWHZa/vZa4biIU3r9/+CbWSIoSsd739vYybtw4pk6dCiDf/7KyMjZv3hwwK0iUYE1Pnz6dr776ioiICCIjI7HZbD6KUfijp7Nerx+WCzI0NERXV5cEj0NDQwkODpY9wb333kt+fr4MUhXeykFBQahUKkJCQkhNTeXZZ58FkADZn8sK1Ol0zJ8/H6/Xy+LFi3nooYfk+jkwMIDX62VoaAitVsuHH37InDlz+Pd//3daWlokCD5nzhyio6NlXkFDQwP333+/VIIFBwfT29srAe329nbWr18vr7G/B3ZeXh579uzB7XZTXl5OTk4OBoOBDz74AK1Wi9lsJiYmxqfXUKpgpk+fLvN1PB6PBDiUA2HlffVfX/r7+2VvMGnSJB588EE++ugj4I9B5B6Ph8TERNrb28nIyPDZN86fP8/g4CD19fXExMTQ2toqB/VKpvru3bsliKp8Zquqqti/fz/9/f0ySwCQNmgxMTE0NTUxc+ZMampqWLNmzYihvaKvdDgcNDU1SRsor9crrdLy8/OHKQr8MwaUPtT+AEN0dDRDQ0OUlJTIPfuf/umfJPtXPGfKXiU7O5uqqiqCg4PR6/V4PB7J2PUPZR8aGgKgsrLSB9ABAqo6hdpYABSFhYWEhYXx4osv8tlnnxEWFjZixtVYjdXfUo20XgQFBXHp0iW0Wi01NTXMmDGD1NRUOjs7iYqKIjU1lTfeeAOd7mpQb3p6Os8//zzHjx/H5XLR3t7OjBkzfABZ5c9cvny5zMQC5Fpqt9vxeDysXLmSdevWERISwp49e2Rf6Xa75fk4Ozub559/HpfLxR/+8AduuummYerfS5cu8dZbb0l1/oQJE6ivr2f9+vUAPPzww+j1eh/Sx4033khnZyexsbEkJSVx4cIF4GoG49DQkNyXANLS0qRi6aGHHqKwsFCSQIT9YkdHB319fZSVlUlCjtKWbiSi2eXLl3nyySd9VEbKGYSw9Y2NjaWqqoqf/vSn/O53v/OxCvInfChLef4QtksGg0Faqr3++uuj9iz/aDUGBIzVWP2V6psEBIiFNyQkhNbWVmktcOrUKXbu3InNZvNZdAXqKw5qZrOZDz74gJycHB/WtP/gzWazkZKSwsWLFzl+/LiUICslvqJxFn78YuCpDMHzLzF0CQ0NJTk5WTIIioqKeOKJJ6RsWzAnBwYGcLvdchAZERGBxWLBZDIxb948OaA+duwYVqvVxyZlaGiIqqoqGhoauHLlCj09PfT29kp7k1tvvVUO7ZqbmwkPD5cSOWEvpWQpnT59GpPJRFdXF3DVSsNms9HU1ITFYpEDlYiICPbs2cPFixdRqVS43W7GjRvH0qVLaWtrG3aoCnStlCqKkTyDHQ4Hzz77LB0dHfT09EjG3AsvvMAnn3yC0+mko6MDt9s9TAa9YMFnahVuAAAgAElEQVQC3n33XSIjI7FarZLxl5uby/jx4xk3bhw33XQTc+fO9TkoKeXt0dHR7Ny5kyNHjnD48GGfxkX5PF26dAm32y0bIKfTyS9+8YtRfbonTZrE4cOHaW1txW63U1RURGtrq5SeB/KOVP5MIQk3GAw88cQTknUn7G5q/ttKY8aMGfIZ2Lx5sxziicNlfHw8X331FQD9/f0S4MrNzR3RusfffuaVV14hLi6OgoICOYzR6XTDAkeVJayhhNeyYKJVVFRw5MgRnE6nPIALr/H+/n7JxO7u7ubQoUPSp72xsZGtW7fKkMRrPX8AZ86coaOjA5PJxIQJEzAYDD7MkvT0dIqLiyVzRzDlRNbHnj17+OEPf+hjKSOG8sCoKg3ls3D//ffz3e9+l08++QSLxYLH45FNdm9vrwSrhKWW8n4K4Mvftqa1tZXFixdz7tw5DAYDhYWFGAwGurq6mDdvHnq9npycHDnkD+T/W15eTnV1NU6nk0uXLhESEsILL7xAREQElZWVJCUlYTQapUdpdna2VG2JcE2l3/Jdd93FiRMn0Ov1kmXZ09OD1Wr1GV4o3x1/tZWwpNHr9ZSXl6PRaNDpdOj1egmO1tfXU11dLdcMwUq///772bt3LwaDQQa+icOKOGx1dHQwNDQk763D4ZAZDR6Ph+rqalasWCHzR8aNG0d9fT2zZ8+mtLSUgoICn0G6YNEKYMXlctHT00NwcDBer5cf/OAHLF26VIa/CemzsIWy2Wxs3bqVW265hXvvvZfu7m5+/etfo9Fo6O7u5n/8j//B7Nmzue666/jOd75DU1MTTz75JKmpqXI/8mdFKy3z/HMWmpqaCA0NxWQyYTQaKS8v59y5c3KgGh0dTXJyMnv27JFWbP/7f/9v7r33XhoaGigqKpJhq263m5tvvpnHHntMgryhoaG8+OKLcn/RaDTccMMNWCwWLl26JNcbMYATYE5KSooEyPw9YZVATUxMDOPHj+ff/u3fiIuL48qVKzz33HPSQ95/LWpsbGT79u0kJCRgNptZvHjxiCF1yvW3qKiIKVOm0N3dTW1trRwGKPuHv3QGy99DjZQToFzvL168yMMPP8zHH3+M1+ulsbERlUqFw+EgPDycsLAwwsPDsVgsAXNORKCr0WgkKSmJmJgY2S8Je5R9+/Zx+fJlKisrSUxMpLKyks7OTqKjo6UaVLz7er2eN998E7PZzP33309WVhYWi0WuX263W+5HYhjz7LPPotPpJIte2Fb9OfdZKP3Cw8PZu3evXNO3bdtGX1+fVC/a7XaioqLYsWMHOTk5pKenExISwooVK/jiiy9wuVw0NzeTlJTEwMAA3/nOd1i3bp3MWdLr9TgcDgnQ3XbbbfL39VfDzJkzR+4dNTU1uFwufv3rXxMWFsahQ4ekWvXEiROcPXuW3/3udyxcuFCCp+L6dXV1MTQ0hMvlIiIigra2NjnMFu/HpUuXaGlpkUQG/xyGxx9/nNTUVK6//no+/PBDCQLExMTw4x//mPXr15OcnOzzzgoCzMyZM2WAuOhtCgsLqa6uZnBwkKSkJFJTU4fZO9XX13PgwAG0Wi0ul4vx48ezbNkyTp48SXh4uMxaePvttxkaGuLMmTMBs3Hg6p7y/vvv09zcjMfjQa1WExkZyeTJk2lrayMtLY3KykqpDB2JXOHvQ60ctBcVFbF+/XoOHz4sgcyRetCMjAzmz5/P66+/TlJSEi0tLURGRuJwOORQTBB1Jk+eTE1NDbm5udTV1UkLRrPZLPtzZf6OOCM4HA4JYre2tko2sUqloqenh+TkZOLj48cyAsbqb778h9DJycns3r0br9dLR0cHDodD9rRnz56lurqabdu2sWzZMm699VZqa2sZP348Q0ND9PT0AFfBTI1GQ0dHBw888EBAqxxB6hG9o1CAJiQksGbNGux2u0/fc8cddzB//nzmz5/PrFmz8Hg8Mv+joqKC8PBwH4KZ6A2bm5vp7u4mPT2diRMnSnUnXAX51Go11dXVkvTx1FNPYTabefHFF/F6vVy6dAmNRkNLSwsulwsAo9FIZGQkg4ODhIaGUlFRwfHjx2UOjlarJSEhgYSEBOx2O3fddRednZ10dXVxyy23cPHiRR8lwWhEM0HGErOEnTt3+lipKW19zWYzCxcuZM+ePUyYMMEHPA5UyvNHQUEBX375JXq9nt7eXtmzCNDnm7CWjQEBYzVWf6X6JgEBYuHVarWcPHlSDkyE5K2+vt7nsC0a/paWFux2uwyStNvthIWFYTabpRxfOXhbsmSJZC719/dTXl6O0WikqanJR+Kr0+nIzMwcZsERyAogUMjvp59+yu7du6mpqaGurk4Ggw0NDVFaWkpMTAyDg4MEBwfT3t5OZWUlvb290i/UarVy99138/nnn8sh2rp165gzZw4mkwmNRiMZY+Hh4URFRWEymVi5ciW/+MUv5EA2ODgYo9FId3c348ePl5JiIY2fOnWqHKIJr7+IiAh6e3uZOHEi5eXlPkqI5uZmDh06hFqtZmhoSDIBPvzwQ9rb2zGbzdf0ABUqikBhy4JF2NPTI7/XwoUL+cUvfkFiYiJms5nOzk4mT55MXV2dDwtOqco4deoU+fn5tLW1ERYWRlxcHBcvXpTMOf8hrVLeXlRURFJSkgSj4uPjiY+PH+aZfccdd/DBBx8QFhaG3W7n3//936mqqqK4uJja2lofJYH4zrW1tRw4cMCHOQtXwyTz8/N98hL83w2lJPzll19m6tSppKenYzAYyMnJobi4GI/HQ1dXF7t375aNWE5Ojs+hV/g+Hj16VDLebTYbP//5zwECytL97WeCgoJkAN17773nM6z1Z8gqB2MlJSUSzMrKyiI8PJympiYmTZrE/v37SU1NxeFwsGrVKo4ePYrNZsPr9cpGs6enRwZweb1e6Q88ZcqUgBkK/iVsSJqammhtbaW1tZV77rmH9957j4iICM6dO8fatWtZtmwZZrOZixcvYjKZJJPZ6/UyYcIE+Two720gBstIoc5iULx9+3aKi4ulsuf+++8nOzubFStWSEm+GHLpdDrKy8sZN24cWq2Wn//85wFzLQTbVYA+Qg0DcPHiRcrLyzly5Ai7d+9mx44dcugs/H9zcnIICgqSljNiiNHd3U1UVBRdXV3Y7XYfS46Ojg62b99Oamoqy5Ytk2FkDzzwAL29vTI4XKwtIiRZgJRLliyRobxKCyIRAClAAHHosNls9Pb2MjQ0JJlSa9eupbOzk+7ubsmgio6O5rHHHmPevHm89dZbUh0l2PhCTi32mwkTJmA0GmX+yaVLl7BYLPT19VFcXExnZyf19fUMDAywZcsWH9WWMsAtOTmZTz75BLfbTVNTEwMDAxJ00Ol0LFu2jO9973uSdS/2jsrKSjo6OkhNTfUBx8vLy4mOjpb3dNeuXdjtdn7zm9+wf/9+EhMT2b59uw9QLpjYwqLBbDZLEHDhwoUya6a4uJiNGzdKoPrLL7+krKyMkpISOVBVWlNYrVbsdjtvv/02KpVKKrfcbjd6vR63281jjz3Ghg0b5OHYYrHQ2dkp13WtVsuPf/xj1q5dS0NDA52dnXi9XkJDQxkYGPABiP71X/+Vbdu2YTAYOHjwIBEREWzZsmVYGHlWVhYHDhyQz9C+ffsCKoQaGxtZsmSJzFWYP38+lZWVI7K7lWv+7bffzvPPP09PTw92u13mdQiLEOX9HMnq7R+p/O3C/K0/hBWgwWAgMzOTqKgocnNzcblcVFVVSausrq4uurq6uHDhglyTAg0DKisrhwV+i+e9vLycgYEBNBoNqampTJw4kZqaGqZOnUpRUREFBQUUFxdjMBgAmDVrFmazmXnz5slnQ1hB5OXlsXDhQtasWYNarWbKlCk8/fTTJCYmDmPRB8qU8L9GgWwRAu0VEydOlAGLkydP5quvvpIhtTNnzpT5JRUVFUyfPp2zZ88CVwOPp06dSmxsLE1NTYSEhMj9oKamBr1ej8vlYvr06T5MVIvFwq5duzAYDKhUKubOnYvNZqOzsxO1Wo3L5UKj0RAWFkZmZiYpKSnk5uayb98+ent7sdvtfP755yxcuFBaTt55551SrTc4OMjEiRO58847SU5OliG/FRUVfPjhhxJQ6+3tZc6cObhcLpxOJxMmTKCrq0tmREVHRxMUFMSdd97Jz372M7lX+JMOHA4HsbGx0i5SPIfCJrOqqorW1lZqamr4l3/5F5YuXeqjrBPqoIGBATwejyTdGAwGIiMj0Wg0ZGVl0dDQwODgIGFhYcTHxxMbG+uzzzc2NnL33XfLzxBgsM1mk71EW1sb+fn5bNu2zcfac9GiRYwfP57k5OSAlh4Oh4OIiAh27txJfHw87733Hv/5n/9Jenp6QCBTWcKaMDIykoaGBkwmE2q1Wg7FdDod8+bNY8uWLaSlpUlVSH19PWq1mr6+PhYtWsSRI0fweDwMDg4yc+ZM/u3f/g34Iwli69atbNy4kc2bN2MwGOjo6JAh91ar9R8yNH2s/rHKH9wW/Y9arebAgQO43W7sdrtUOHq9Xrkf5OTkkJ+fz5YtW0hMTKS0tBS32y0JdP/8z/88zHJWEHLeeustcnJyaGpqYtq0adTW1sq/U1ZWxsqVK9myZYu0cdywYQNZWVnS9//VV1/1CTMWqlUxOxFK8oiICOrr6zGZTDQ2NkoQQJz/Dh06xMyZM6mvr+ell16SKnKxJ3R0dMihuADLBwcHcbvdREZGsmrVKvLy8qTCCK6SQNra2rjxxhvZsGEDwcHBPkS0hIQEn/1Q9IOpqanMmzePjIwMn+smyEfK7ABlv6okS1VWVlJQUDAMPB6pxDktIiKC+fPns337dnnPvV4vWq2Wpqamb8RaNgYEjNVY/ZXqmwQEwNUG9+c//7lko0RERGC321GpVHIIJGTNDoeDt99+WzKxRdCNGO5dunRJehCLsLq4uDi5Gbrdbn7zm99gMplob2/ntddeIzEx0ef38WelQmA/d3Gg6+zsZHBwEIPBQGhoKAaDgbKyMhns2NfXx8MPP8z+/fsxm82SkdPb20t4eLiPX2hhYaG0ShHMJIPBwEcffYRarebgwYNoNBp6enrwer3S5mLOnDnSviEyMpKgoCDJ2DIajSQmJjJr1iwWL17sY+3z+uuvExsby6VLlwgNDWVwcJDp06eTmJgoWQ9RUVGkpaXx+eefS6uladOmcerUKcLCwnA4HCxdujRgCKl/cN9ovtSCRSgC1Z588knZKIiBfUxMjGQn22w2HysLwaxetmwZDz74ILfddpsEf/z9b4WnoNJuZdWqVfz+97+npaVFhpWKPAnRROXl5VFZWcng4KAM4hMqggMHDnD06FE+/vjjYYMgcdBUZhLMmDGD3Nxc8vLyfK6d8rpFRERQUVFBQ0ODZNCdP39ehpouWLCAEydOYDAY6O/vJz09nZaWFoxGI/X19cyZM8eHud/S0sLhw4elfYrRaGTlypUSnAkkS4c/NseCFSO88VUqFY8++igajYbS0lISEhKIiorCYrH4MORvueUWnn/+edRqNZcvX+bixYsMDg6ydetWXn75ZcxmM3PnzpXZEGKAoSwRRmq1WvF6vZw7d45PPvmE7Oxsvvrqq4AWXqJOnjyJzWYjNjaWiooK1Go1u3btYurUqRw/flzaBt16663SL16r1cqDr7heSsBOCQyOxIz1LyV4KAY3DoeDBQsWkJub62OzJdQc5eXlOBwOOTBTWncpsxk2btwoDwrV1dU8/PDDfPrpp7hcLrq7u9FqtQwNDUnLL6fTKUG2efPmYbFY2Lx5M+np6Vy6dInrrruO0tJS5s6dS3NzM1u3bmXZsmUyHNThcLBixQppMXXrrbeSk5MjgVil1VpVVRUzZsyQKgX/QUQgSyrxTFZWVkoAzWAw4PF4mDVrFqtXr2bDhg2kpaWxZcsWyaCaNGkSq1evJisri8uXL+NyubDb7ZKdJULE1Wo1brcbnU6H1+uVodRCbi0G8BEREUyZMgWDwcCdd96J3W6Xw2NlmGZ5eTnZ2dmcPXuWiIgIbDYbv/nNbygsLGTChAl4vV75fcXAXigZRNBwSEgIZWVlTJs2TbKy2trayMzM5Ny5c0yZMoVTp06hVquxWq0kJSXJoE3hlS2Y2MKqSQBb1dXVeL1eGeQoVCff//73qaurk4zpkJAQUlJSyMrKkmvApUuX+Nd//VcJwLtcLlQqFS6XC7PZLDNR6urqOHv2LC6Xi46ODs6ePUt7e7sMlHvxxRfl/lZcXCyVfcqfPTQ0xJIlS8jJyWHevHls2rSJkJAQ6urqyMnJkSCM2J/FmibWQLPZ7GOXJwZ1wsNXqEo+/vhjBgYGRs1o2b9/PyUlJfT19VFUVITdbpfPUHBwsLQC2L59u1xnVCoVH3zwAd/5znf+IcEAf9WJAJ+F9YdQ1Xz66ackJiZSVFREUVERTqeT06dPo9NdDXseHBwkNTWVuLg4QkJCpNpI5Gh0dnZKm6wVK1aQnJw8bEja2dnJ66+/zuDgIIODg3R2drJo0SKCg4PlEMBms8lBRSDQXWkFsXfvXtavX094eDhqtZqbb75ZKsN27dpFSUmJtAoYzWJAaWF5+PBhdu3ahclkwu12c/jwYY4dO0ZkZCRFRUWsWrVK2r9YLBaeeeYZyepPT0+nqqpKKrNOnz4tA5inTZtGfX09Go2GS5cuMX36dD7//HOZ55SVlUVFRQUqlYrq6mpmzpxJYmKi7I137NiB2WzGZrOxePFiXnzxRRkEb7FYpAJH2G0eOXJEqkIBzGYz77//PoWFhRw6dIhdu3aRmJgo2ff19fWcO3eOd955R4b8Dg0N4XA4uO666zCZTMyePZu8vDyef/55goODKSkpwWg0snnzZj744AOOHj1KS0sLFRUVAW3LxPOmtPJYtGiRzJ44f/481dXVBAUFodVqycjIIDk5WWYHiL40Li6O7373uzQ2NmIwGEhISCAkJISoqCgmTJgg15MPP/xQ5ph5PB6fwF9B4unv72doaEgOyeAq8Oz1emWO0dDQEEajUT7zwnrM7XZLy0tlzyy+o1CCdnV14XA4+PLLLwOCBsrnUKn8s1gs9Pb2cs899wwLMT927Ji0R3I6nRJYF5aNOTk5nD59WvZfjY2N3HnnncOIPSaTidtvv533338fk8mEx+MhMzOTgoICCeSM1Vj9rVag8//58+cZGBjg+PHj0mJOnE9E3zF16lS6u7sJDQ3FbDYzMDBAZ2cnKSkp2Gw2oqKiUKvVPuvW8uXLqa6u5ve//z0vv/wysbGxrF27ljfffFP+jNjYWMaNG0d0dDSnT5+WPbTS9kf8zmq1mmnTplFUVOSz1zkcDh577DHq6+uprKxErVYzODgo1ZNVVVVSOR4VFcW5c+fIy8vjvffeY968eTQ2NvLpp58SGhpKZ2enTy6AIE8uXLiQp59+mqysLAwGA5s2bZIkGIDw8HD27duHRqORKgGr1cpTTz3F9u3b5dnplltu4a677qK2tpbCwkI8Hg9btmwZprJWKgYtFgtqtZonn3wSnU4nz1jPPPMMzc3NvPfee18LBFCW1Wrlgw8+IDg4mJaWFtmbJicnMzAwMGLWwz9SjQEBYzVWf6X6pgEBYkE3Go3ExsaSkJAg/bOHhoYkI08MygsLCxkcHASuSu4A6b2Zlpb2f9l70/imy3z9/8rS7E2aNumeltKFQnegpWXTwXFGxJkRVFAHUOCgLA6gjtuMR0fHOfNy5qioIFoUkEUREHBhcRShiJUCpS206b6madokzdpsTdL8H3juzySU8X9+vwe/M8fhfjK+0AGafJf7vj7X9b6QlJQEpVIZcVhVKpUQi8VYs2YN8fTKysowMjJCRaDh61q37/Ua7pmgzfAkFosFdrudcBMs2bB06VIAILdvdHQ0Ojs7qfCsvLycBhVXr17FmTNnaANuNpsxNjYGg8EAhUKBYDCIqKgoFBQUYPbs2Vi0aBFWrlwJo9GI48ePY+rUqejv78ebb74JPp+P48ePQ6VSQavV4sUXX0RRUVEE0oQdcJKSkjB58mQaEjQ0NODixYvE401MTMSqVauQnZ2NlStXorKyEnw+HyMjIygrK0NeXh6VkDInHENdXFtq/NOf/hSfffYZuaZ+9rOfob6+nkojR0ZGEB0dDbVaTezv8NgxE5oZs/bs2bMR0UBWiMq+Q+aWCGcKrlq1iiL+ixYtQk5ODuRyOcRiMfr6+pCeno68vDxIpVI89dRT+OKLL3Du3DmcOHECCxcuxDvvvAOv1wufzwcA5PoIBAIQiUT47LPPIpj/QqEQd9xxB1JSUnD16lXk5+ejuroaMpkMn332GebPnw8AEZ8bK6gMRwE5nU5UVlaSsD9x4kR8+umnCIVCxHadOnUq+vr6IBR+X3i0c+dO2tDqdDrqheBwOJgxYwbkcjmKi4t/MJZ+LW+WXSPR0dF0gB8bG4PRaIRWq0VSUlIEMspsNkMmk6GjowMymYwKY5mQ+eabb8Ln8+Gbb76B1+slVyKPx0NCQgJGR0excuVKnD9/nri9rNCPDWgYSoehP8L//nw+H2+99RY5ypkYzFjSDO3FhkT19fV0/zLm/oMPPoiioqLritbhvOR/1JPA0EsA0NTURO51pVKJTZs2jTtQMyRLamoqhoeHMWXKFKSlpdHnf21kVigURhQ7pqen03OI9a8w0VWv18Pv96OxsRHLli2DSqWi71gul2Pp0qUkGHg8Hjz55JNISUmhctCRkRG88cYbEAqF10VMMVyaWq3GsWPHUFBQQEx/5gxkHPlwJBUTTNj/hj/TmCPJ7/dj+fLlmDt3Lurr65GYmIj58+fjyJEjKC0tJd5p+DBCKpXCaDQiPj4efr8f0dHRyM7Ohs/nw6ZNm/D4449Do9FEuKomTZqEzs5OErINBgMuX76M9vZ2vPvuu4RFOnToELxeLwYHB0mky87ORkJCAqxWK5566qlxbqRwwd7j8dCzfebMmfj5z3+OU6dOYerUqdDpdFi7di2mTJmC1atX088yMjICAOjt7YXFYsHVq1exYMECNDc303MpLy8PCxcuxOjoKJKTkxEdHT3uGcnu7UmTJmHv3r2wWq3weDwYGxvD888/D7lcDr1ejxUrVoxjZweDQUybNg3d3d0oKiqCVqtFS0sLPB4PCWU+nw8qlQperxcPP/wwNm/ejKioKJw5cwYymYzecwzFMjIygtjYWIrPV1dXo6qqCm63G4FAABaLhYQv9n5mQ1aVSkWDCuY2DndtJScnY8eOHdSrMG3aNFy8eBF8Ph+ffPIJfvWrX40T9U6ePImmpiZUV1eDw+FQbD8tLQ2PPPIIMjMzyUnH3IIejwd+vx8nT57EnXfeed004f/mdW2vCGPxMwGflQcbDAb09/cjLS0NBoMBqampCIVCyM/Ph0qlQnl5OU6ePIlQKBQxtArfe+zcuZNQgkzoXbhwIYRCIfR6PZYtW0bpHg6HA7FYjEuXLmFwcJB6QfLz85GYmIh7770XeXl5457P1+vcYc849g5etWoVrly5QkJ2TEzMdREP4Z9Re3s7PB4PJBIJrFYrdDodKisrMTQ0BKPRCKvVioKCAmzfvn2cuYTD4aCvr49El2+++YYKfaOjo9HT00OJxKGhIfh8Ppw/f54GcFu2bMGePXuIjRwKhdDf34+DBw9iwYIFqK+vpySTQqHAjh07oFQqYbVawefzIZVKERUVhVtvvZVStnl5edi/fz8AkMAdExNDhcR+vx8mk4n25CKRiPZlAoEAdrsdIpEIHo+H9hkAsH//fpSVlZGxRyaT0cBXIBBALBYjMTERCQkJVIYcbupgv8bMQeznZgaEDz74ACMjI7RnWLduHZVYhu9RGeKtrq4OwWAQPf9VhMnSruXl5bTPY7iOcGG7pqYGPT09MJlMlJBii12fCQkJ6OnpQTAYRF9fHzweD1Qq1ThkW/g1uG3bNthsNohEIoyOjmJoaIgSe9emFMPXtYXQb731FmJjYwmHFX7tOhwOHD58GE1NTdSRweVyaejFhlY8Ho/u+2nTpkGpVEbsHZmQt2HDBupay8nJwfDw8A8iOW6sG+ufaTEToVQqJXPOkSNHaD8NADweDxKJBE6nE1wuF9XV1fB4PPjLX/6C8+fPo7W1FX6/H8XFxRCJRBGDbtZLEp4wS09Ph1gsRmxsLI4dO0bGFZZSKisrg8vlQkNDw3X3LGxvzuVyYTKZUFhYiCeeeAJqtZrS9uxdwMqEd+zYAZ1Oh1OnTsFoNEKhUOCbb76h/hnWZRgMBjE0NITFixdDq9WSGYR9Dj6fD7/73e+gVquh1+uxcuVKJCUlwWw2AwAljdl/C3y/B961axcmTZoUcXY6ePAgGhsbCefH9gzXpqzDUWlnz57FhAkTsHv3bjJQDQ8PY2hoiPrYGE74eim9axc74wHAuXPnEBcXB6vVirKyMvD5fKSmpo5D+f4Y149mEDA4OIgLFy6gu7sbaWlp5Ga4sW6sf9b1rzYICHdV9vT04Gc/+xlOnz5NjppgMIiJEyciKysLHR0dOHv27Di3MLuvfT4fNmzYQHFlhtUwm814//33kZ+fj56eHigUCrS2tiI2NvYHi18Yt+/QoUPEMmZxu5ycHCiVSgwPDyMnJwd9fX0IBAIUB2bYiUuXLtFU+vHHH8fevXtRWFiIrq4uzJo1C+3t7STk9fb20sDB6/VCLpdjaGgIACCXy9HT0wOpVIq2tja88MILyMzMjOCEL168GKtXr8ajjz5Kv8bcn+HuASaiXOuGY4eF4uJiiorrdDoMDw8TCoa5KR0OB4DvmagrVqwgUW/58uXo6+uDTqeDRCKBWCyO2AR1d3ejvr4eAoEAVqsVx44dg8/nw6effgqtVkvdB99++y3mzp1LfQIsdsyKgphgEM7Avh4e5lqHR21tLb788ksqcHK5XCgoKIDP58Nzzz2H4eFhDA8Pw+l0Ij8/H6dOnSIkkkajwYEDB/HoZ4cAACAASURBVMhhGL7YBjEQCGDatGkQCoURJb5CoRC5ubmYN28e3n77bboG5XI5Dh06hIMHD6K/vx8DAwO0aenu7obX68WkSZMgEolQXl6O8vJyGnSYzWbs3LmTGOJs6KVUKiGRSCKE1eeffx4+n496FsIdI/8dITucN9vd3U1O7W+//RYymYz486mpqZgyZUoEh5fFxZlIPTo6CrfbjebmZly5cgVisRgdHR2YOnUqud2Y2Dhx4kSEQiHMmzcPwWAQ/f39EIlE8Pv95KwzGAy4++67sWTJErS1tWHv3r0kajMmc0FBAdra2hAIBGgIp9Fo0Nvbi9jYWHR1dWHZsmXjiqdYSV9zczOJKNfDAIXfV9d7jjDBsKqqCjExMRgdHcWkSZOwatUqxMTE4NSpU9SX0NTUhNzcXOq4+O6778DhcNDc3IzKykokJibSIC98YBku7ni9XlRXVxOOQC6Xw+fz4ZFHHgGfz0dHRwdUKhWOHz9OQysmnq9fvx5RUVHYsmULZDIZtm/fjrKyMuJxMjSY3W4nISgtLQ0JCQlYv349IW9sNhsMBgPsdjux6IuLi1FUVIScnJyIz+Xrr7+GTqeD2WxGVVUVOBwOTCYTFi9ejLVr1+L06dOIjY2FQCDAr3/964gS4/T0dKxevZrc4uHPOoYHYhFmiUSC6dOnIyEhAUlJSSgoKKD7iV0za9asgVQqxYULF+ByuWA0GkmoZomhkydPIi4uDqdPn6YOAibc9fT0oLe3F4FAgNxIACJQWew6ZCxzHo8HnU5Hg5tf/OIXaGxsBI/Hw7Fjx3DvvfdGDDzMZjMmTJhAQ5ze3l5wOBwcOHAAAoEAWq0Wzc3NaGhoQFtbG+F+GhsbI4rZ2Oe0YMECQjuxDoPTp0/j6aefhkAggNvtpuuZx+OhvLwchYWF1PfBklc6nY643hwOh7AtaWlp5LTW6XR0IAyFQhAKhRAIBDQwvemmmwB8nxpgqRwA9Ptc+3efO3cumpqaoNFokJOTA7FYjAceeCBCqGNR74GBATz11FP48MMP4Xa7KeLO9hjse6qtrYXb7YZAIIBUKqVBb1RUFKKiorBy5UraFzDUm8lkoj8vGAxiZGQEr7/+egTy5n+7GHZt/1I4soclhYRCITmJ+Xw+jEYjenp6MDAwgNbWVrou+Xw+Jk6ciOzsbJSUlGDatGkkeAuFQnLBq1Sqcb01+/bto2cze/f6/X74/X767KOiomhoypAB1dXVJAT4fD488cQTdL86HA7k5+fTIIElPpkAxPpk1qxZ84PuZj6fjzfeeINKBvl8PoaHhwEALpeL0kTt7e3XNZc0NzfT/kKlUiEpKYneqczVvXjxYuIwe71ewmkGAgEUFRWhuLiY8JJ+v59+noyMDJSWlkb0XxQVFaHnv1BCPp8PU6dOhUwmw8GDB2E0GrFz504sWbIE9957L/h8Pm699VY0NzcT9osVK6vVang8HnC5XOpQ8ng8yM/PR29vL7KzswEARUVF6OzsBPB94aTFYkFubm4Eks/v98Nms8HtdtP3UlBQEIEFW7t2LfWQtLa2RnRIsfdWcXExCdGPP/44ANAetb+/n/pVxGIxrl69So7V2bNnY+HCheBwOHjssccAAFu2bAGfz0dfXx9+85vfjGP47927l66/6OhoFBUVQa/X014mMzMTZrMZAoEAXq8XmZmZaG9vx5///Gfs3buXBiTsPmIoxkAggAsXLiAmJoYG02wY8I8QFeEoK4vFglAoRC7ia9O6y5cvx+DgILn9AdDZSyAQwOPxoLy8HPPnz0dVVRVUKhVaWlqwZs2acczuNWvWQCgUoqenBzweD1KpFH6//1/CQXtj/e9f4Uaft956C7m5ubBarRCLxVTmzuFwCF/L5XKhUqng8/koUcrj8cjcwPY7brc7AqGr0+koyeh2u+lc8eabbyIxMZGQi0lJSVi7di1mzpyJ1157DS6X6x/uWdhAlCF5Dhw4gNtvvx2hUAivvvoqvYeys7PR0NBApg+bzYZ169aBx+MhOjoa3d3dEAqF6O/vx/Tp08lAUlBQgJKSEnR2dkIsFkMsFsPlcmHixIk4cOAAdDodXnnlFTJbhBu5HnjgATQ1NUGlUmF0dBSPPPIIuFwuJd/ZOcZgMKCqqoref3a7HU6nMyJ9Bfz9XN/e3g4AZBBkeE7W0RATEwOv14vS0lL8+7//O6X0/lHHS/hn6XQ6CXmUk5ODCxcuYGxsDI2NjWQq/TGvH80g4NKlS3jttddQU1ODO++8E1FRUf+v/wo31o31f7T+1QYBPp8Phw8fpqIydiBj8XsAuPnmm4mF99FHHwEAueP5fD4mTZoEv9+PN998E1evXsWWLVug1+vR3d0NACRQXr16FRMmTMDQ0BAqKiogl8shl8vR3t4Om80WITCEbwjYwYwhHNjmmyFr2GFXpVIRYifcFRQIBOB0OpGeno7y8nJkZWVhw4YNSEhIiBCu4uPjceLECcjlcrjdbng8HkRFRcHr9WLWrFlITEyESCSCSqUibn54gZBarcaRI0cQExMDmUw2zv0Zvq5XDstK+MRiMV5++WVydyYkJCAtLQ1yuRxdXV3Q6/XIzMyETqdDVlYWDh06hDlz5pAwwhAXXq8XfX19Ec6qm266KQJnk5WVBZVKRQ7tQCAAoVAImUwGo9GIpKQkEgWGhobw2GOPkaA4OjpKOJvY2FikpqbC4XBQBJ6tcJGWDZMYAqS9vR0nT55EYmIiRkdHkZGRQUISn8/HuXPnSLRyuVzQaDTw+XyEiWArMTGRHK0tLS24cuUKent7xxUL1tfXw+PxoLW1FTwejxykAoGABEeJRIKOjg50dnZCr9ejr68PBoMBarU6YnC1bds29Pb2QiaTkcP24MGD4PF4OHPmDA1x6urqCCmjVquv6478ISE7/JpZvXo13G43DS0UCgUVorpcLoyNjWHVqlURvFu1Wo158+bhyJEjyMjIoGJXmUxGHPWYmBgMDg5i5cqVGBwcRHFxMXGY58+fj/j4eOzatYuc9KyAy+FwYPPmzTh+/DgVOTOn8axZsyIipAkJCbBYLEhISEBUVBTuvvtuNDc3IyYmBi6XK6LsVaVSIT8/HwCQn5+PhIQEcLlcOBwOHD16FHFxcdcVVa+3wv8OSqUSLS0tiI6ORn9/P5YsWYLly5cT3sxiscDtduP8+fO4ePEiGhsbUVpaSrzmlJSUCL41W+EOmdOnTyMmJgbNzc2QSCTwer2YPHkypkyZgilTpuCTTz6houoJEyZAoVDQgYKVKxoMBgQCAXR0dIDH42H//v0Qi8U4d+4cJk6ciJaWFirTBID29nYcPnwYJSUlcLlc9HxmLm2Px4OsrCx0d3eP655grlGRSASNRoNQKERlzrm5ucjPz8cdd9yB9PR0LF++nMQG5roNH1ReK3Q0NzcTA9zlcmHJkiX49ttvI0q42fcXzgcdGBggnA5DvlksFuK9ZmZmgsvl4sqVK+ByuSSgsMXEMZvNBqFQiGeeeQZOp5M498yNxUTzhx56iIYrzP2qVqsjBND8/Hz88pe/hFwuxz333IPKykoYjUYYjUY0NzejtraWxFW1Wk1IDIlEgtTUVIjFYphMJvj9/nHCNHufDQ8PkxOOPXeYKMXEfYlEgoGBAWzcuBEZGRnkZnvnnXdQWFiIvr4+qFQquN1uKBQKCAQC/O53v8POnTtpYDJ37lxIJBK4XC5yvQUCAbzwwgv0HT733HP07wQCAeHf2KCPDbNXr14NlUqFqqoqpKWlobe3l1Ih4c+u9evXIykpCR999BFmzpyJzs5OyGQyjI6OYsaMGcjNzQUAivCz4li2t5DJZLj99ttx//33Y82aNYTrEwgEEcMNAMTSHh4ejii3/9/uIgsfrIf3L61duxYxMTHU2dLe3k6uarvdjpSUFMIdMGdxIBCAQqHAxYsXYbFYcObMGfz617/Gvn376DmWkpKCs2fPIj4+HnV1dYTSSU5Oxs6dO6FWqzEyMgIej0fiaHR0NAmtbW1tqKyshFAopJTHmTNncOTIEfr+hEIhvF4vli9fjg8//BB9fX3o6OiAzWZDU1MT9SKxtNoPuZvZvqq1tRVisRijo6O0J2IiOds7sGdwcXEx9Ho9CgsLoVAo0NPTQyKN2+1GMBjEpk2bCGO4bt06dHV1oaqqikQhtvh8PubOnYuSkhJ8+OGHlAJTKBRUEJuXl0ff4YMPPoi9e/ciPz8fbW1tdC339PRQ4isuLg59fX245ZZbCBHDjAFsEMzEr5iYGPD5fGRlZcHn82H79u3QaDRYtmwZfD4f1qxZg23btsHr9cLlcoHL5eK2225DcXExmpubydn/yiuv0FB1dHQU3333HT777DMsXboUubm52LBhAwBg1apVsNvtCAQC4PP59My7ePEiFAoFOjs7MW3aNEydOhU5OTn0zmHJCrFYTN1BUqkUDoeD0kUNDQ1wu93Yu3cvDVgdDgeysrKQnJwcgYZiw9SJEyfi5ptvxsMPP0zoMDZA5HA4sFgsdF2w8uJ9+/ahpKQEdXV1qKysRFZWFiUBnE4nJk+eDL1eD4FAAABYs2YNfv7zn0eUzl+bOGKF0EKhkH6fgwcPYu7cuWR2YH8Gj8dDe3t7hMEqKioK6enpMBqNmDFjBjo7OzFnzhwEg0HqemIdCey9ycTM9vZ2GpyWlpYiISHhR/Hsu7F+/Cs88cbc5oODgzAajeDz+eDxeEhPT4der6ekjNVqhdPphMPhIJQo2xsPDw9jxowZhFRlLv3wJKPNZkN+fj4uXboEiUSC3t5e+P1+eL1eCIVCbNq0CQDw0Ucf0V6Mx+Nh7ty5iI+Pj8B/XQ/fyhLeNpuN9jk333wzncPdbjeSk5OxaNEi7N69m/rcpFIpBgYGIjrYmBmOERA4HA7sdjvsdjtpN4FAAEqlkoaJU6dOxZkzZ+iszsxO1zNIpKSk4NChQ5QGYGY2lu5nez6WOt68eTP6+vooHSsSidDT0wOVSgWTyYSMjAyMjY2hoqICOp0OY2NjESmz6z2T2FkqJSUFTU1NhOINP4cxE9aPef1oBgE9PT3kprv77rtvDAJurH/69a82CGBOVr/fT5E8tkKhENRqNcWwhUIhKioqcOjQITrgMFb+1q1b8cQTT6CxsRFmsxmzZ8+GQCAgR71Wq6UiWsbcVigUxAE+e/Ysjh8/Th0DbENgt9sxNjaGrKwsqNXqCKfhtcgUm80Gl8tFzmcW32aYlrq6OgwNDeHrr7/GHXfcAYvFElF6xg4TMpkMFy9eJEGEucOHh4cpMn7p0iXcc889xNerq6vDF198AbPZHNEDcK1DPhzdw+FwUFVVBR6Ph56eHixbtgz19fV0CJZKpYQ6amlpwcKFC/Hiiy/CYDCgr6+PioeVSiUqKyshFotx+vRpOnywSPmSJUuQm5tLLuZjx44hMTERY2NjxH5nRbDhWIkXXnghQhRQKpXYvXs3bUiYq+3KlSu4ePEiWlpacPbsWZw4cQJxcXHjNg5KpRIajQZHjhwhQY+hkcIdd11dXdiwYQM0Gg0lFrhcLmQyGXQ6XQT6KT8/H1wuFz/96U/pcMlwABwOBzabDYmJiTAajVAqlZBKpdi2bRsCgQBGR0fB5XLB4/EQDAYhl8sRCASwbNkyVFRUwO/3IyMjgw6N8fHxJAry+Xw899xzJFK43W4sWLCAUBTM9T537lwkJSVF8OQ3bNhw3dKq/z98RfghurOzExKJhISCxMREaDQa3HffffiP//iPcSgH4PtNXmZmJurr64mjzuFwkJOTQx0cr776KsxmM/r6+shJ2tbWhl27dkEoFMLtdlM8XSAQIDY2lroqtFotOBwOxUlnzZoV4WDVarV47bXXEAqFsHbtWvz5z3+mLoypU6dSubJcLkdtbS1WrVqFjz/+GPHx8WhsbMR3332Hr7/+Gl6vFwMDA4Qpup7bN/wzDS++rK+vB/A9OoHFgj0eDwmefD4fXC4XfD4fMpkMqamp6OzsRGZm5g8WIl/rkGGH+oSEBJjNZqhUKhJI58+fj48//hh+vz8CLePz+fDUU0+hs7MTNpuNrnPG+jQajZg5cyYJ7KzvgjkUZTIZ9Ho9ZDIZuru7SchiS6FQ4NVXX0Vzc/O4z6Wrqwt+vx9paWmE5gn/eZnYUF1dTUMohksoKCggoZVh4dj1dM8992Dnzp1oamqC2+3GpUuX8Ic//AE2mw2dnZ3XFcUB0LPGYrEQWgL4OwbM5/MhMzMTnZ2dET0SbCjA4XDo+j5//jy4XC46OztRUlKC6OhonDt3jsp2y8rKoNFosGfPHjidTrS2tiIpKQnnzp0bl3Rin4NWq4XBYCBHNCuLZsmcoaEhckW53W4MDQ1BLpfDYDCQMM3lcim1FM7f3rp1KxITE6FWq6HT6ZCZmYmhoSG6txii5IMPPsD06dMxNjaGlStXIj8/H83Nzdi8eTO+/PJLTJw4ES6XC2+++SZ0Oh2WLl0KqVSKuro6Kqt/9913kZmZibS0NLzwwgvU2cP2BWlpaejv70dSUhLcbjcdcMNL5n+o3+TaZ1cgEIBWq8XQ0BBGRkYIn9LS0oJf/OIXEAqFqK+vp+exWCzGfffdh9dee43wZZ9//jlEIhG6uroIocGE2/CkGBN4xWIxurq6/uG9+79thQ+N2T/7fD5KXtXW1pL4zCL1/f39sNlsNKRl6Umn04lAIEBl1KdOncJDDz2EYDBIHUdsCDB9+nTs3r0bt99+OzmRAeDxxx/HuXPn6DsYGxsDl8tFYmIiUlNTYTKZYDKZcOrUKYyOjhKWsKGhgbB6TCBITU0lnAArFHe5XNiwYQOJrz/EZF++fDkcDgf0ej2JNkzUAb7f02ZmZuL+++/H5cuXkZeXh+rqasjlcmzfvh2XL1+G2WyGz+fD2NgYkpOTMTY2hrvuuouckz6fD08++SQhMnk8HsRiMXJzcxEIBFBWVobe3l5cvHiRBsFqtRo8Hg9lZWWIj4+n34ulAfV6PaKjoxETEwMul4ukpCRydTqdTkgkEuzZswdHjhyhFCbbV8ycORMWiwUbN27ErFmzEAqFaK9itVpRXl6ORx99FFFRUXjnnXeQn58Pk8kEiUQCt9uNpKQkfPLJJ5TAsVqt+PLLLxEKhej55HA44PP5cOHCBTQ2NuKuu+5CfX09YaXYvjsqKgqzZ8+GVCpFa2sroqKi6N5jSYx33nknIllRX1+PSZMmobW1FSqVCsPDw1ixYgVqamoQCARgNBppkAMAFosFWq2Wzgrh9wUzLJ07dw7nz58nFzGXy6UyULavz8jIQGNjI0pKSiCTyZCYmIjY2FgkJibi8OHDUCqVMBgMxOZmbO3Lly9j5syZ4PP5lIy7NtnMhEaGZRKLxdQtFh0dHZE2uHjxIuLi4hAIBOh+4HK5MJvNmDlzJrRaLVavXo2cnJyIrif2XmD7bPbZhiet0tLSfnDfcmPdWP9MK/y8UFdXh9TUVELc+P1+BAIBKlU3GAyU1g7H5bAlEAgQCAQgk8koGXv06FEsWLCAEop79+5FUVERvv32W8TGxsJms0Wcp1jfFdsPGQwG0oSWLVsWkZjfunUrpfPC8a1MHFcqlTAajXjxxRcxceJEGkQwk9nu3bvx4IMPwm63Izc3F52dnYiLi0NPTw91sLEE5tGjRyEWi+Hz+ejnjIuLg8fjQXJyMtxuN9atW4exsTHqExwdHcX999+P2NhYiMViEvlZxxXw/TO0qKgIn376KZ3RWXfNe++9h7KyMvqZ33zzTVgsFhrku91u6PV6SpixVNYf//hHaDQa7N69m85bgUBgXJoqfMCQlpYGhUKBpqYmxMTEwO12Y2BgAFKpFL29vTfKgv8v141BwI11Y/031r/aIIChgbhcLrmQmCN0xowZ2Lp1a8TBSyAQ4OjRoxS943A45BBuamoCn8+HzWaDTCbDwMAAysrKCEsRExMDjUYDtVqNu+++G16vlzAN7HCYnJxM0fWamhpoNBo0NjZi8uTJ45yGjF9fWlqKn/3sZzh27BgyMzPhcDhQVlYGsViMwcFB8Pl8EsRCoRAsFgsJzFu3boXRaIRGoyF8x/PPP4+8vDy0tLQgPj4eLpcLJSUlxH53uVxQKBQ4fvw4ccK5XC6am5vp5ZmRkYE//vGPaG5uBp/PR319Pfh8Pjk9dTod9Ho9gsEghoeHIRQKceLECZhMJuzduxcWiwXDw8PgcrnIzs5GTk4O3n//fUilUhLBvF4vFQKWlJRAIBBQdBr4/sDkdDqxceNGiuX/4Q9/QGFhIdra2rB582Z89dVXiI6OhsvlwiuvvAIul4u8vDy89NJLyMjIoDJLpVJJ0Xx2aGITfblcDp1OR04Jl8sFq9WKvXv3Ys6cORElrAsXLsT8+fPx+eef0xApEAhg48aN5Lhjh0YW9QyFQpgyZQo5J9h3NWnSJMyfPx+//e1vUVJSgm3btkEqlUbE5b1eLxoaGjA6Okos2uTkZJhMJkpfOJ1O5OXloa2tDaWlpaiqqsKKFSuo4K2/vx8ulwsqlYpczGfPnoXZbEZ0dDRCoRB+9atfYfHixXj99dep8I3hDHQ6XQRP/tpS53Dm/Zw5c6hs7x+5ztkhmrFiW1tbUVJSAp1Oh/Ly8oh+gHBxliGoXn31VRw7dgylpaUYGRnBihUr8Nhjj1G5Y2pqKrq7uyGRSGAymQirwARpJrZxOBw4nU6sWbMGTqcTFy9eJCH2d7/7XQT7nkXXmSCxbds2JCcnY2hoCDExMdDr9XjsscdQXl6Ot99+GwkJCdi9ezdKSkrQ2NiIpUuX4uzZsyQksUFOZmZmhDDJBm1PPfUUuru7qYeCXVuZmZmoqalBdHQ0fD4fodA4HA79fH6/n8TlsbGxiF6I65WasoEDALzyyisYGBiAyWQid+Po6CjKy8vJjSSXyylRlJ+fj+joaJw9exZarRY+n4+Gste63KOjozE8PEzPNfY9MAcU42crlUoEg0EUFRWhq6uL/v9erxdffPEFOjo6UFlZCZVKhYceeojYxYsWLQKfz0dhYSE4HA79fdnS6/V46qmnaLjLosyJiYnU/7Fv3z6YzWY0NDRQmffIyAg9FwUCAY4fPw4OhxMhil/rWPT5fFAoFLh8+TKysrIIV6JSqahkmOHXJk+eDK/XSziMUCgEgUCA6OhoBAIBxMbGwuVyQSgUwmg0YtasWVSqyuPxMDQ0hNLSUly4cIEG3Gq1GpMnT0ZSUhJuu+02SiKFD5f27t1LXTpseBobG4sVK1Zg48aNuOuuu5CRkQG1Wg2lUkk4NJY4Yiz28HJqDoeD9vZ2mEwm9Pf3Qy6X49/+7d9QUlICg8FAmDS32w0ej4dPP/0UJ0+ehFgsRnd3N0pLS0m4VSqVcLvd+Oqrr+ByufDee++hrq4OhYWFuHjxIm6++WYUFhairKwM5eXlADBueJaUlASHw4EHHngAzc3NNMxkwtK1g75HH32UBk3hQ+DMzEy89957xMFmoh4A+i4zMzORlZVF3RKZmZnQ6/W4fPkynE4njEYjfD4fJkyYAIPBQK7X4uJi8Pl82O12SmZFRUVBKpXC5XLh/vvvx2OPPfajjpKHD2S4XC7kcjkGBwdJfFi7di2cTifEYjFCoRBSU1Oh0WgwOjoKl8tFv4/f74fD4UBjYyOGhoYwNjZGBdputxspKSkRIjbDqHi9XsybNw/z5s3D1KlTUV1dDb/fD61WC4lEghMnTpC4zlZGRgYsFgsNkl966SXs27cPEyZMoJLZsbExxMfHY8KECbj33nv/IfqtpqYGTU1NlOTp6+sjZKVAIKChH3tndXV14dVXXyU+f3d3NzQaDUQiEQwGA/3e7F0ejoE4fvw42tra4PF4EB0dDaFQiD179kCtVuPSpUsYHR3FkSNHKHHB3lNGoxGjo6PjRGOfzweTyYQPPviAimDZAIOVQjJhWKPRIDExkfYAkyZNglKpRFJSEjIzMwEAn3/+ORQKBZk33nnnHeTm5qKmpgZRUVHo7OxERUUFBgYGUFFRAZFIRI5a1oGiVquRmpoKnU5HyBqGEfN4PMjMzERpaSl2795NrvaoqCjs3LkT5eXl2LZtG2QyGVwuF2bMmIHk5GQaorB948aNG2G32ymVFAwGiXvPSpiZESi8+FKtVkOj0UQ4Stl7/+rVq3j22Wdx6tQpQkjKZDIqx7bZbDAajVCr1bQH/vjjjyNwR6zDQS6XQyQSITc3F729vfB4PPB6vfB6vTAajaisrIRcLqcBczi3mpmKhoeHCUHl8Xgwf/58nDx5khy9eXl59DlXVFTAarVSSpcJZgzX+eGHHxLWKRQK4cKFC/juu+9w7NgxxMbGQqPRQKFQoLq6GnFxcfB6vZg2bRr+9Kc//aiffTfWj2cxnOTAwADWrVuHffv20TMwfLH9eXg6PBgMIiEhAQCo84RpC06nEyKRCDabjZLO9fX18Hq91E+j0+lQXFyMtrY25OfnQ6/Xj+u7ys/PR3t7OyoqKvD+++9T0psl+ufNm4cFCxaAy+VSuXBVVRWys7Nhs9mwY8cOEvQXLFiAgYEBAH9H62RmZuLrr7+G3W7H8PAwRCIR7HY7MjIyKDHJUu29vb2U7GcYyFAohPXr12PdunWwWCw4fPgwJBIJLBYLCgsL8cUXX0AmkxEKdHh4mIxI7H3U3t4Op9MJg8GA6OhoKi/n8/k4evQoMfodDgccDgd1h4V3EDDjQXd3N+bPnw+1Wj0Of3m9czDDmgYCAXz00UeEnvV4PNQ9IBKJcNddd90YBPxfrBuDgBvrxvpvrH+1QYDP58OhQ4cwMDAAHo9HBcEulwuPPvooHSbZQ/f48eM4c+YMTd/ZMIC5r6VSKUZHR5GdnY1nn30WBw4cQHp6Orq6uiJ4ths2bIDH4yEeHRNuL1++jFOnTqGlpQUulwv33XcfHnvsMeJPA98fepmozgTUtLQ0jI2NQaVSkUs9JiYGNpsN2dnZEAgEGBkZoYNOPQyH2QAAIABJREFUVlYWcUn7+/vJ6dbc3ExpgoSEBPT396O8vBxXrlxBcXExenp6EBUVBY/HgxkzZkAqlVIk+rvvvgOfzycm51/+8peIF9s777yDgoICikyzjUpCQgKkUimUSiWVpTHECo/Hg81mg8ViQXFxMbq7uxETEwOHw4EdO3YgNjYWDz74IHbt2oWWlhZyT8yePRsymQwPPPAANBpNBJc1MzMTKSkpMJvNNKRRKBTYtWsXHWbZoVso/L7Mcvv27RGFv6wb4dixY1i7di0+/PBDii0LBALk5uZScRI7LMvlcvT19WH69OlYvHgxJk6ciNLSUlRUVBBKpbi4OKLvgMfj4cKFC9Dr9bDZbDCZTEhPT0ddXR38fj+++OILLFy4EGq1GmVlZdizZw8AEMKGx+NhbGyMWLTR0dFISkpCX18fJBIJtFotpk2bhpqaGsTHx6Ovrw8lJSV0vYUjGLhcLmpqatDf34+6ujqYTCbIZDLYbDY888wz6OzsRHJyMhUC+/1+3HzzzfjTn/4UwZMH/i5edHV1kXAvl8vx9ttvo6+vbxzSCIjEQqxfvx6LFy+GUqkkpvr06dPHcXyXLl0agYxibhfG2A0vr2OlvoyTHr6xu96Kj49HYWEh9u/fT2W0XC4XFRUVSE9PjzgUs+i61WpFdXU1vF4vTCYTeDweOBwOduzYgdHRUaxYsYL6MUKhEAwGA6ZPnw4+n4/GxkYSktjQSSqVoqurC0uXLkV1dTWeeeYZdHd3o6uri55JGRkZyMvLg1KpxIsvvgifzweXy4WYmBjccsst9Hu6XC5yRK9fv54cqOy7CxeCWeFh+MCB4a1SU1NJ9IqJiUFvby85fpgAxLBmMpkMVVVV0Ol0aGxspMLHaw8/7F5844038MEHH8DpdNK/U6lUCAQCePjhhyESiRAbGwu1Wg21Wk0pDVaWaDKZMDg4CI/Hg5qaGpw+fZqKdH0+H5555hmcO3cOWq0Wx44dQ1lZGbRaLbkfGa8+OzsbDz/8MDZt2kRDnocffhgXL16E0WiktBFjrTLhlzm9Y2NjaahxrVtbr9fj17/+Ndra2mC321FYWIi4uDjodDpIpVLCtrHhzezZsyGRSOBwOCilkJycTIiLgwcPQq1Ww26345FHHkFZWRl27NhBiCyv14uCggLU19dDoVDA6XRCrVajt7eX8GC7du3CkSNHIkrX4+Pj4Xa7weFwkJaWhqSkJKxatQo///nP6fvKysqCRqPBX//6V4RCIdhsNsyePRu33HILCWusnPrYsWOE7pkzZw6hQyoqKvDiiy/ScIldr6FQiPpf2AHJYDCgoqICo6OjiI2NJae13++HUCiEQqGARCJBc3MzDAYDXZMAIgaSCxcujEChsKJ7LpeL6dOnQ6PRkIDPBLkVK1aQW4wNNdk7eufOnbjzzjtRU1Mz7jnCMFY33XQTsrKy6DnH5XIRHR0Np9MJs9lMJgUmkDEe+MDAACwWCyW7WLHf8PAw0tPT8e233/6oGdkOhwNNTU2ETOvu7sbIyAg0Gg0sFgt27NiBlJQU7NmzB9nZ2Whvb4darUbPf3HEw4cyoVCI7jmDwQClUomRkRG0trbC5XIRm5wd4vV6PRYtWoShoSFKE3C5XHg8HkLd9Pf3IzY2NmJfw7Bdr7zyClwuF5588klYrVbceeedMBqN0Ol0hPJxu9247bbbIpCD7P3J9oFWqxV79uyhYmBmbuByueQkZd0tc+fORWpqKpW2GwwGQh9aLJZxztJAIICZM2ciNzcXer0ejzzyCBX0CoVC7Nq1CykpKdSZwAaWZrMZiYmJMBgM1G1iMBhQUlICPp+PgYEB+vsbDAZYrVZkZmZi8uTJyMzMRFNTE6UlWGLNZDIhNjYW3333HXJycii11NjYiIsXL1KhbUFBAZRKJVwuF5KTk1FbW0vDUoFAgJkzZ+LZZ5/F7t270dLSQmmd1NRUGI1GKv32+XzIzs7G8PAw3V98Ph+lpaWw2+1YtmwZcnNzMXfuXDz++OMkcpWVlWHfvn0kuDOzwNKlSzEyMoJPPvkE8+fPR2xsLN566y0kJyejpaUFRUVFlKQ9cODAuGE48L0hIRgMEreaFfN++eWXlExhuEFmBqmoqEB2djZ9H2KxGFKpFBKJBM8991yEAYWZo1paWmCxWGA0GrFs2TLU1tZCLpdTIot1QykUCnR3d2PVqlUR4pZQKIRGo8Hnn3+OpKQkQtB99tlnMBqN8Pv9GBgYgNvtxnvvvQe1Wo0VK1YQ73tkZIRQH3l5eZBIJLh06RKhjUQiEcRiMex2O7q6urB//37IZDK0tbXB6XTSUGnx4sU/2mffjfXjWgw1KJFIsG/fPtx5552oq6ujf8+MRmzIyzRFr9dLKEH2PmPP8Ztvvhn9/f00jJs7dy6ysrLovMNQeps3b8a+ffswffp0NDY2orKyEqOjo/Qcy8rKgt/vJzMPSxhfa44QCoX0LmAdBRKJBKFQCHfccQcZvYDvjUN6vR6dnZ2wWq0oLCzE5cuXyVDp8XgQCoXQ0NCA+Ph4xMfHk0mDieMCgQCzZ88Gl8vFunXrMG/evIjuQpPJBJVKhdbWVupYFAgE1PnEsMNKpRKnT5+Gw+HAmTNnUFpaSkZKNgQdHR2F1WolsyFLkTHjW3gyFwBkMhmOHj1KSE2W2GKfATtTsXMwM7j5/X7w+XxYrVZ6hjPM28SJE/9hSfuPad0YBNxYN9b/0PpXGwTU1NSgo6MDXq+X4rfMmXjy5Eno9Xrs27eP0BVPPvlkBG6CrczMTPT29iIlJQUmkwmZmZnYv38/Xn75ZZjNZjz++OO44447MDAwQMK+WCwmjip7uTM3K0NdaDQazJs3j4S48CKh8Gk8E1KYM/Gdd94hB/fAwAAcDgeCwSAmTJhAByvmgoqLi6MX9a233koOx5aWFrz77rtQq9XEcg0vGm5ubsa5c+cwMjKC06dPQywWIy4uDgKBADfddBN8Ph+MRiO5ERiWJTk5GVarlRysDH3D4sfhi8vlIj4+HhUVFbh69SqmTp2K/v5+OtwzZ55SqYTZbMbkyZOh0+kgk8kwNDQUUd7MxLSoqCg0NzfjgQcewK5duxAKhchVfm0pIDC+8JcNS5h4PTg4iFtuuQWpqam47bbb0N7ejo6ODpjNZuj1eop2V1VVUQRfoVDA7/fjvffeQ09PD7Zs2YJAIIDt27dT3wEAOvi4XC4kJCTA7/dTeaRQKCSH4/Tp06HVajE4OEjuMQ6Hg+zsbIpmDw4OYmRkBAkJCbBardBoNEhPT4fb7Ybb7cbIyAiUSiX0ej0J5UqlEvX19UhMTIROp8NXX31F3OXf/OY3SEhIwNSpU/Hyyy/D6XTi1KlTlARgGz+73U6pkGsxIEePHkVnZyf9OV6vF6FQCFarNQJpFI6v4vP5OHToEDIyMoij//vf/x4+nw/vvfceHnzwQWRmZpIwFxUVNa7QGQAGBwcJjRVe6tvQ0ECu2nAn3rVLpVJBr9dDo9EAABVEWq3W63KclUol3njjDfD5fBIQ4+LisHLlSlgsFjz99NPk8mGLYbOefPJJfPPNNySwi0QiKJVKLFmyBEVFRXjppZeg0+nQ39+PmJgYmM1mKm8sLS2F0WhEV1cX9VBIpVI8+OCDmDlzJrZv305JlrKyMqSmpqKkpATz5s2jz4bhvGw2GzZv3oxPPvkEnZ2d1INit9tRWlqKkydPor29nZIsCQkJlLBKT0+nhEZ9fT2WLl2K2tpaWCwWGoQmJiZi8uTJcDqdyMjIgMfjwUMPPYQ77rgDjz/+ODo7O+FwOCgWHAwGCcnR2toKi8VCw9YnnngCX3/9NXGy2QabcfEVCkWEs7Kmpgbt7e3k0BQIBNi/fz8Jxrm5uWhpaYFAIIDBYEBRURHMZjNKS0tRW1uLkydPkqOeoXLCUSRs+Xw+2Gw2KBQKPPjggxFl6nq9Hvfffz9cLhexpyUSCVpaWujQY7PZEAwGCbvR29sLnU4Hl8tF9w+Hw8GWLVtgtVqxbNkyGm7x+Xzs3LkTs2bNwsDAAHWiXL16FVKplAa7q1atQlZWFqqqqog1q1Qqyd3/9ttv45tvvkFPTw+cTicVOLPPNFwQqq+vJ041c1Z98803MBgMGBsbQ2dnJ1auXIm0tDRkZGRQsm5wcBAbN25EfX09BgYG0NvbG9GHwBB4UVFRVJYnk8lwxx134N1334VSqURPTw96enoQDAYJ48GcXAyV5vV6odVqI4aFMpkMOTk5EcNLs9mMp59+mtjjTOhnA+G0tDTC+aWkpGBoaAgSiYTeE8eOHbvu84TH40EkEuGJJ56IcEn//ve/B4/Hw6VLlxAKhSjdsXbtWhKrxWIxoqKiMDIyQgMCq9WK5cuX09DBarWSC/DHthwOB+6//358/fXXJGr/+c9/RlVVFRQKBdxuNxISEvDSSy+hsLAQ9fX1kEgk0Ol0CAQC8Hq9mD9/PiwWC5XeBoNBuq/VajW8Xi+lFkOhEHJzc4mNfOrUKQwNDVEJ64kTJ7BkyRJUVlZCIBBQbw0rqf/FL34BPp8PjUaDrKwsfPzxx0hMTMSWLVvg8Xjw+uuvAwAld9i1zuPxCCFmNptJUGbmCqvVSr0E8fHxWLlyJcrLy6HX6zFt2jRoNBokJyfD6/VCo9GgoaEBnZ2dMBgMCAaDcDgcKCkpQU9Pz7jPmOFukpOT8eqrr8LpdMLj8RBa4e677wYAdHV14fPPP4dKpYJWq0VlZSXMZjO0Wi2A7wderMixrq4ONpsNb775JvLz86FUKtHb2wuVSkXJPIZdYB1GLKnU29tLiDiG47r11lsjUlNTpkzBvn37EAwGodVqMW/ePPT09FBJ86JFi1BSUkL7xvz8fBKEWO9IV1cX4aUyMzPh8XgIf1RfXw+TyYStW7di6dKlmDFjRsT7XqvVUiG7SqWCTCbDs88+SwkTmUyGjz76CH/7299QVFSEK1euoLKyEikpKVi7di06OzvR1NREfWUAIJFI4Pf7qceGDfeYkMSGnmw/x4Qplr574oknsHXrVpjNZoyMjMDlclHZOnsns/LM8M8lISGBypSTkpJgNBqRn5+PlpYWlJaWorW1FdnZ2Th06FCEeYPtqVgC97XXXsPJkyfhcDgAfN8noVKpsHjxYjQ0NKC8vBwpKSlQKpXo7OykvV4gEIDb7UZLSwulm9neLBAI0OfM8HEGgwEKhQIAUFZWFpFUuLFurH/mFV666/f7cf78eQCgMxVDerLUZyAQgEgkQigUQk5ODuLi4gCANAomJnM4HBrGbdy4MQKlx7pBWltbafidkpICt9uNTZs2ob+/H3v27MHY2BguXbpEwjrTGa6XFmZJLGbsmDZtGmJjY1FZWQmv10spUJfLhf7+fohEIlitVtjtdhgMBhQXF9OvszQt62dauHAhEhMTMTw8jClTplBy1G63Y/Xq1di3bx+l/9i5mc/nQ61Wo6urC4mJiejo6IDBYEAoFKLE9erVq3HixAnU1NRAKBRiyZIlNNw9f/48DUHz8/MRGxsLq9WKiRMnkgGUGQ9YRxDrryktLYVSqaTENjv7btu2DYcPH4bL5cLnn38Og8EAoVCI7u5uTJkyBc3NzRFmNNaR5fP5xnVQ/RjXjUHAjXVj/Q+tf7VBAJ/PxxtvvAGv14uRkRE6ePH5fBLMWax2eHiYHFfhTh2pVEoT9+HhYcyaNYuKgHft2gW5XI733nsPn332GVwuFz766CMsWLCAsEACgQBms5kY9czpx6K0KSkp8Pl848p1r+Wu//SnP0V3dzduuukm5ObmIi8vDxwOB9XV1VCr1QgEAvjJT36Cl156CbfeeivMZjMVeg4ODuK2226DWq0eV7TKNtEJCQlUNMw40yKRCB0dHZg6dSruvfdezJo1C+vXr4dGo8HWrVvR0dGB0dFRDA4Owmw2Y8WKFUhPT0dDQwOmTp0Kk8mEjRs34re//S1UKhXOnTsX8f0w4aa3t5dezmyQAvzdGZebm4sDBw4gKSkJdrsdDzzwABW6PfPMM+jv76cBgc1mQ0FBAbm/Ga5ieHgYCoUCtbW1uPvuu6HVakmEDucSs02OWCzGmTNn0NbWhtraWhiNRqxfvx52ux0OhwPFxcVISUnBggULcPToUSiVSnR1dcHtdqO6uhrnzp2j79vn80GpVCI1NZX6DqqqqhAbG0vuZ7bxu/fee/H111/ToZoxqRlX3GQyUSTUZDJBJBKhrKwMzzzzDO677z5wuVxcunQJCQkJOHPmDA1gmHOalSBei+3Jy8ujgifmLDl06BC++eYb+P1+9Pb2oqSkBHa7HampqRgZGcGVK1dgt9spFbJ9+3bCgAQCATQ2NlK5809+8hP09PRAJBLB4XDg0qVL8Hg8ESgB5sDs7OzE7t27MXfuXHR2dtLmuaWlBXa7HWfOnEFaWhp8Pt84fjcQ6f69/fbbya1vMBhogxg+UGEr/J/lcjk9I6xWKyF1RkdHsXDhwnFxdKFQiHnz5uGTTz6h35/L5aK+vh49PT3Q6/X0vYVf/9nZ2ZgwYQI2bdqElJQUJCQk4Je//CUefvhhvPTSS2hpaYHJZEJubi76+vpgNpvJfSqXy9HQ0ACbzYaDBw9Cr9cjISGBMCoxMTE4duwY8YCvZeqya6Cvrw99fX0kFI2MjMBisRAfmcfj4ZZbbkFpaSmGhoaIdRwdHY3u7m4qoVy2bFmES3rdunU4ePAgPfOY8MGEqfT0dJSWltJQgs/n4+WXXwaPx4PZbKZrFgAmTpyImTNnIiMjA3K5HF6vFwsXLoTNZsOvfvUrbNq0CadOnSIMAysTY7xN9i5gwxaGHvL5fOTKZpgdFn3+9ttvcfz4ceTn5+P8+fN0zURFRUEkEhH32m630/5PIpEgOTkZDzzwAORyecQwaunSpeBwOFT4zuFwMHv2bKSmpqKtrY3+OyaIiMViJCUlkROXy+UiPz8fWVlZ2LVrF7xeL/bt24fbbruNHLxxcXEoKCjAV199BYFAQAiFwcFBSCQSBAIBrFq1Cs8//zy8Xi+cTieCwSDcbjf6+vpgMpmg0WgolcB+Rua+2rFjB26//Xa6/lmsnD1j2UGqv7+f+Nuff/45+vv7UVVVRffWyMgIFi1ahFAohNdffz3CcQWA+hXy8/NhNBqhUqkQFRWF999/n3okHnroIYjFYojFYkyaNAm//OUvcfbsWXg8HrhcLjidTgwNDYHL5aKqqgrx8fHkyL02AbN06VJERUWhtbUVhYWF9N5gQr/dbseJEycQDAbR2NiIxx57jDp0amtrkZeXB51OF/FMYM4xNthm6/Tp0+QKZwIXu85XrlyJo0ePUp8Mu//YNeP3+5GcnIy2traIZ/WPcRBw+vRpnDx5EjweD16vF1KpFCdPnkRJSQkUCgVaW1vR0dGBwcFBJCQkIBAIwOfzkWuSCSh9fX107/L5fKxbt44G9wyZxQ73ZWVleP755zEyMoLq6moYjUZERUXB6/WiqKgI+/bto94VtuLj4yEQCJCdnY3W1lZIpVK0tbWhpKQkghvMBpZ2ux0ikQiDg4PIz8+Hy+Wi7/s///M/ad9VXFyMhoYGGAwGGkIFAgEaLldXV5PbfPPmzbjrrrsgk8lQXFxMrn673Q6FQoG+vr5x9xjDLWq1Wnz88ccIBALo6emBQCCg1M2RI0fw6aefkht/wYIFKC8vR1ZWFpUws3eaz+fDypUrweVy8d1330Emk0Gr1SIpKQkmkwmTJ0/GlStXAIBQT0zgj42NxcjICEpLS3H16lVwOBx0d3fj+eefh0ajwbZt2+Dz+dDc3Izp06cDAH0PLpcLNpsN6enpCIVCNKhnybT4+HhotVq88MIL2L17N7hcLqUjRkdH4XA4EB0djZkzZ+InP/kJbDYbzp07By6Xi0OHDkU874C/C2E6nQ4WiwW1tbX0zAmFQrTfcrvdyMnJQUpKChITEzFnzhx6F23fvj3iWk9KSsLo6CjKysoiCnDZvo8Ng2JiYnDPPfegrq4OKpUKFosFlZWV0Ol0cLvdmDBhAvUUlZWVQa/X02CJ7bUY0zoQCKCpqQm5ubkoLS1FcXExGUCWLl1K1x77vHw+H6ZMmUIDCqvVCqvVCpFIhP3798PlcuHq1as0GLNaraipqYHBYKD3RlZWFg4cOAC73U5pllAoBL/fD5FIBB6Ph5ycHKxevZruCSaYRUdHIzc3F0NDQygvL79uT9mNdWP9s67wNA5Lls6ZMwcKhQKzZ8+GSqUa11sUDAYp/b9gwQJUVVWRfiGTyYgA0N/fj+3bt0OtVtPAgc/ng8/nQyqVorKyEv39/ejp6YHVaiXt0uFw0DNp8uTJuPvuuyM698LNEmwxo1NGRgYhFS9dukRYnfj4eKSnp+Pw4cPg8/mEnlUqlZQ0Z+aZiRMnwmKxYNKkSZSSnDlzJvbu3Uvn/cWLF6OoqAgvvvgi6urq0N/fT3ujoaEh2O12QtkuXrwYZWVl4HA4iIqKgkqlwsDAAGpra2kAM2HCBBQUFGB4eJj2yqzMnWGTmWHUarUiPj6ecKXsXMHhcKgv6ze/+c04DScYDCI6OhqxsbFU0sySg1OnTsXs2bNx8eLFiAQsAKxbty6iY+/Hum4MAm6sG+t/aP2rDQKYW5FhFthhkD18g8EgeDwe5s6di9zcXPz1r38l9jBzKTEB0OfzgcfjwWq1Ii4uDjU1NSguLiYGLDvYO51OwsJs374dDoeDEAvA9yJSSkoKuR23bduGDz/8EFFRUTh79iy4XC7a29vxxhtvIDExkRzOK1asQG1tLc6fP48TJ05g7ty5eP755wkFwuPxsGjRImg0GqxevRoymQxmsxlz5syBxWJBX18ftmzZgmAwiL/97W9UtMrEQOZ8vPfeezE8PIyRkRF0dHRAoVAQ45y9oBiPmk3rXS4XgsEg6urqiNMsk8mQlJSEgoICOgwdOnRoHBaEx+NBpVIhOTkZkydPJndquLOclRUx3jfDvbCSo4yMDIjFYpSXlyM6Ohp9fX3w+XwQi8WIiYlBfHw8SkpKUF1djYKCArz++uvweDzYunUr5s2bR7geVuajVqtx+PBhciapVCrCn2i1WpjNZgwMDMBut6OiogKBQACdnZ2ECWHleT6fL+LXmDjADuBms5nK97KysjA2Noann34aCxcuRCgUwnPPPUcCklAoBIfDoYM0n88nQbirqwunTp3CrbfeivPnz0MgEEAmkxG+iF3roVAI/x97bx7ddJn2/7+bPW2WpmnSfV+hFNrSlk0QUWdGQREVUASlMCDCF0VwmVVHZ/SM4xkdYQAREUR4BtkHLSB72XcKhdIt3dM26ZImadKkSZPfH5zrmgR8nu/v/H5/zPP4cJ/j8Qg1/eSz3J/7vq73+/WeMGECamtrg7A9Wq0WaWlpqKioQHR0NLxeL8aMGYObN29yUJVYLEZ3dzdeeOEFnDhxgnEBYWFhvOgKDQ1FSkoKDh48iI6ODraPer1eWK1WWK1WXtx6vV5W3EskEpjNZuzfvx+VlZXMxTx06BB++ctfYuPGjfD7/axio4VmoEuGGiZUZCM2JrHzP/roIy6kSKXSoODNQEsuLcgI/TJ//nxYLBa43W7odDp211AxInCoVCpMnToVqampmDBhAmM8rl+/zk0AUv/QXNTd3Y3Kykr87Gc/w4cffgiNRoNDhw4xVieQD+50OpGeno7c3FwIhUL4/X7O0ejv72fVLGG51qxZg6FDhwK4s+BOS0vjZsnx48dx+PBhyGQybtYEznc0r6nVakgkEixcuBBNTU3YvXs3Y4lIzdLd3Q2JRML3e2hoKFQqFbZu3cqsbJrziKEeGhqKxsbGoI18oLq8q6sr6Jz19PQgLCwM27dvR3V1NcrKyvDdd9+hp6cHZWVleOihh5Camory8nKkpaWxspuaivTZSqWSg9QDQ4vpnqCgUb/fj9DQUISFhSEzM5NDN91uN5YtW4Zly5YhOTkZKSkpOHfuHB+nUCiEUChkFjNhZHbu3MlWavp8jUaD5uZmVFZWYmBggJW448aNQ3h4OMaNG8euB0JGkNU70OEU+CxUVFRgwYIFHLY5evRofqYoLLOlpQVRUVHo6OiA1+vlQObMzEzMnj0bZ86cgd1u5+eQGpkSiQRSqRRNTU0oLi7md0FgqH1UVBSuXLmC4cOHs8qptbWV1WOkyCUl7YULF2AwGH4U02U2m/GLX/wCn3/+OYeyAnfcAkqlkjegsbGxHPhKyC2JRMKB61evXkVERAQHCEul0qBmYVRUFPr6+nDr1i0IhUI0NDRgxYoVQWHyge/+YcOGISEhgfFqc+fOxVdffRXETE9OTkZiYiJmzJiBgoKCICXtr3/9a7S0tLBrQiaT8XU4dOgQ1q9fj4iICEybNg0DAwOoqqriuV4oFCIrKwsmkwkxMTGcQfNT3DjW1dXh9OnTQao5KhQLhUKYzWZ0d3fD5/Oxa6avry/oM1paWvDJJ5/g9OnTyMjIAAB+xzY3N0MsFqOlpYWxh+PHj4fP54NUKoVOp8PPfvYznD9/Hnq9HnV1dUhKSkJnZyc7PYE7BWlq6rjdbm5UEgbIbrfDarWyu4ZCIfPy8nDu3DnOG/D5fJwVER4ejo6ODixatIh56wqFAjNmzMCHH37IaIRnn32WXUckZLh+/Tr+8Y9/wOl0chOWvl90dDQ8Hg+eeOIJyGQyDBs2DIODg2htbWU3m9/vh1ar5bWVQqGAx+NBVFQUDhw4AJfLhZUrV2LYsGG4ePEin4eQkBDExsbi1KlTUCgUsNvtKCwsxPXr1+HxeFBbWwu/38+4ycTERHz55Zd45plnsHfvXlag+/1+xgU9++yzsNvt2LFjB9ra2uDxeHDz5k1+X5H6nQrwJHQAgt2es2fPRkVFBXJycpCZmYnKykpG7IwdOxb19fWwWq04d+4cqqurIRQKGZVBweh1dXUchgwA1dXVSEhI4HybwEYLYaJozg9svu/cuRMqlQrh4eFUNV1uAAAgAElEQVSQy+WYP38+xo8fz/NnIIrD7XYjOjqaG+YzZ87ERx99hLCwMFgsFhQWFiI1NRV5eXmce0LOZGpwSqVS1NXVMes/OjoaO3fu5Gfm/PnzOH/+PCoqKjBr1ixER0djyZIlAIC2tjaEhobCarVCIBBg69atePzxxxEWFoY///nPMJlMfN/Tmjc+Ph5paWk8B1Oz1u/3Y9y4cZg8eTLUajUuXbqEiIgIOJ1O3qe53W58+umneOCBB5Cbm4sDBw5Ap9PBZDJBIpGgpqYGGzZsQFxcHGbPnh2U2XJ/3B//nQfNz5T1QsjD5uZmzJ8/nxGcDocDL730EqqqqlBQUIDm5mYIhUKcP3+ei9nAvwKGKUOFCveBDYeuri7ekycmJvLejnKXKIsoOzsbNTU1ePXVV4MK0YE5YW63G7t27cIbb7wBl8uFY8eOYc2aNZDJZLhy5Qra29vR2NgIq9WKefPm4cCBA7DZbBAIBLDb7ewGfumll7Bs2TI89thj6OrqQktLCwwGA7q6ulBRUYFHH32UBYvz5s3Dhx9+iPb2djQ1NUGtVnOjlcRQEokEWq0WcXFxGDJkCACw+KSnpwf19fW85g4JCYHD4cDFixfR19fH1AB63+Xm5mLixIm4fPkygDvvdhIikFPf4/FgyJAhsNlsWLlyJSoqKvDrX/+ag+7j4uIYYahWq1FWVsZiLJfLBavVyghZGqGhoex42r59+z3o3J/auN8IuD/uj3/T+N/WCCDljlqt5sBXGgKBAOHh4RCLxVixYgUr+F0uF3p7ewEgSL0L3Fncz5o1Cz/88ANiY2Nx9epVCIVCbgIAYGbniBEj8Pjjj+Pq1asckAYAsbGxiI2NZUQQKbCam5sREhLCHO2ysjLk5+cjISEBZ8+eZWWc2+1mmxphKBQKBX8PUj+fO3cOSqUSt2/fhtPpREdHBwCgvb0dI0eOZEstqQcCA1jT0tKwbt065OXlwWg04pVXXkFqamrQiykhIQFff/0125QBcPG/trYWISEhMBgMmDZtGgcET5kyBT/88EPQORUIBBwievny5XsCJum4IiIiWFFFSKfc3Fxs3bqVlUMvvvgiVq5cyQU+4v51dHRw4UCtVmNwcBB1dXVQKpXYs2cPHnroIWbxEu6Jwo6pCUS2e/qeERERePnllxm/kp+fj9bWVkYGUBGTig/z5s3DggULOO/AYrFALBZj+vTpWL58OZKSkjBnzhzcvn0bSUlJyM3NDQpjdrlceOuttzi8MzBMVaPRQKvVYuPGjZBKpTh58iTi4uJQU1MDr9fLxXi/3499+/bB7Xbj4MGDrO4m18mjjz4Kq9WKFStWID09Hdu2bYPVag1adJ07d44DAIE7RWCbzcbBu5WVlfD7/VCpVOju7uZCq0wmY9s3LcqoIFJWVsbBmYHZB5mZmUhJScErr7wSVGik4707gJmKbKR8Ic7vvn37oFAoIJfLYTabg5oAwJ1FmEQi4aaLy+WCWCyG3+9HZWUlkpOTUV1djdDQUJjNZm460CC8Tl1dHcLDw2G321FUVISEhASsXLkSoaGhsNvtXFQnnA4VV+Li4tDa2sr3Z2RkJP75z39ycKpYLOZckn379iE0NBTXrl1jdAxxdYE7jUan04nU1FRoNBqcOnUKPp8PlZWV7AqaP38+Dh8+jMrKSrbpE8KHlOpCoZCV5B9//DHefvtttLe3o6enBxEREdDr9fB6vRAKhVAoFLBYLOjq6sKNGzeg1+tx48YN5OfnM7LL5/MxF9vr9XK+xN1KS1KXd3R0sApeKBRCq9XC4/Fw05PufSoSfv/99+ju7maGdGJiIiIiItjxFBjSarfbUVJSghs3bkAulwMARo8ejYKCAvh8viC+vtVqRWVlJf+dXq+HTCbD6tWrYTQacebMGW4e+nw+vP766xg7diwrXVUqFbuATp48iTFjxsBqtWL58uUYN24cWltbMTg4CIFAwDi11tZWuFwuto7ToGK0TCZDW1sbVCoVrl27hgULFuC5557jMPT3338f3d3dcLvdmDVrFhcc/X4/Z8RcvXoVGRkZsFgskEgk0Gg06O3txVtvvYVHH30Ufr8f48ePR2pqKhYuXIjt27dDKpWio6MDiYmJ2LBhAzt5KC9g8uTJUCgUePbZZ/HZZ5/B4/Gwy4S4zlRQqq+vx+LFi5GSkoLNmzfjx4bRaMSxY8eQnJwMh8PBG+C+vj44nU689957mDx5Mj7//HPExMTg6NGjXLjq7e2FRqNBdXU1OyPGjBkDnU7HGLXADIM9e/ZwE0wqlWLEiBF49dVXg8Lka2trAQA1NTUYOXIkUlNTkZmZCZVKhUmTJmHv3r0oKChAeXk5uru70dTUhMuXL+PAgQOYMmUKN697e3vR2trK+Ceajyj7xefzYeTIkXjxxRfR1dUFi8UCAJDL5XC5XNDr9ejp6cFLL710TzDdT2no9XqUlpbynDpu3DgYDAZGI545cwbAv2z1P8ZcDw0NxcGDB7FmzRpkZGRwZohUKmUcjlQqxcDAAMaNG4ehQ4dyU+369euIjY2FUqlkd0FtbS3fJzSoMdzY2Mh8/GHDhvE7nI5RKBRCrVZDKpVyw5BEAZRn1NXVxc/lV199hezsbFZH1tfXY8SIEejo6OCcp+zsbGRmZgYh3urq6rh5TPcTNZrISffGG29g9+7dAO7sZX0+H0JDQ+F2u7FkyRKUl5cjLy8PVVVVPEdVVlYiLy8Ply5dgkgkYt5zYJC5yWRCXl4ebt++jTFjxvB6BgBnWZG4oLu7G1OmTEFKSgpzlpOSknD06FF2TigUCrz77rsA7hRlKMclMzMTXq83yOkbEhKCoUOHMtqJWNW3bt3Cb37zGxw/fhznz5/HrVu3GA/Y29uL0NBQbh5Ss5JwUTabDe3t7Th27BhOnTqF/fv3o6CgAG+++Sb6+vq4GUXrC1rv0LBarVi9ejXi4uJYdCMWi1FWVoacnByYzWa8/fbbyMnJ4fkzcD1DIp1Dhw6hpKQEixYtgkgkQnd3N78rXnzxRW6MkttXpVLx2j5Q0LN06VKUl5ejoaGBA4epUUT4KRICEWaLhAVDhw5FTEwMBAIBzp8/z+t2ALzOJFxeSkoKDAYDYzwC3a2ERgsLC4PZbEZERAT8fj/y8vIwc+ZMbpxSE0QsFkOj0UAulyMyMpJ//p133uEMo5964ez++GmMwcFBrF27likFAwMDyM3Nxdq1azFixAhcvXoVK1euxAMPPIDJkydDpVIhJycHx48fZ0EjDRIuud1uVFdXc76NVCqFTCZDU1MTRowYgZiYGFy9epWL0x0dHTCZTFAqlXC73SgqKkJOTs6P7msCUTfbt2/HkSNHghzihOZxOp0syHvppZdgt9t5HxIaGoqSkhKMGDGChXyEL1IqlWhpaUFqaipyc3MZMTQ4OIjS0lJer6lUKs4WCSQ70J7C7XZjYGCAA+2bm5v5M3U6HZqbm/n7yuVyhIaGoq6uDgkJCby26+/vR21tLWprayGVShEWFgar1QqNRsO1BAoPXrhwIRYvXozXX38dzc3NnN2Tnp6OtLQ0vPvuu3j66af591Kdp6+vj7NPAt8TVC+4O/T5pzruNwLuj/vj3zT+tzUC3G43du/eDalUyoVLGmTFpRBZKhTJZDJ0dnayquvucfv2bbhcLg6u7e7u5qIhnc+xY8fCbDYjOjoaOTk5fAzEfk5ISMDNmzcRGRkJi8XCoZMul4sLSmR327p1K2NbiBHd2dnJIW2kQlqzZg0zOFeuXMkvsYSEBMYj+P1+Rh1R+Bc1S1QqFWNzXn/9dQ6YpA74ypUrWT0P3FE/R0ZGchOEbPlk0VOr1ejt7cXWrVtx8+ZNlJWV4ciRI8jKyoLFYmHeKwAsX748qHhGxZnvvvsOg4ODMBgMjPggfEx7ezu2bNmCjz/+GDabDQsXLsSKFSu40EiBosOGDUNaWhozpTUaDRoaGhAZGQmr1Yrk5GQ+ZrIrEydXpVLB7/dj2rRp+P3vf49t27ZxgU0kEuG1117jBU9aWhqqq6uRl5fHSCQq8C9ZsgQ5OTl8vjs6Opg3eOHCBUydOhWtra34wx/+AIfDwXzBzs5O/OUvf4HL5cIXX3wBr9fLBWRShAN3gmA7OzshEonQ3NyM4uJiZGRk4O2338bRo0dhs9n4PiEMhU6nw4wZM5CWlobCwkKEh4djyZIlCA0NxcaNGzFt2jQ888wzSEhIQGJiIqOpyOopFoshEAiQkZEBh8PBdsjExESEh4ejv78ffX19fJx+v/8eGyQdC6n9iY3p8/kgkUgAgAs3gYVG2igHIp0AcJFNoVBAqVRi5MiRWLt2LUJCQnDq1ClkZ2ejt7eX72k6BolEgi+++AKlpaX8XNOzSuG0CQkJiIuLw1//+tcgzEdgmN/JkyexdetWvjeffvppPPbYY/j2228RHh7O6IOZM2fiypUrjBByuVy4fPkyrFYrDAYDenp6kJ+fzxzy/v5+ziVZvXo1Dh8+jN7eXuY4ezwebjQKBAKEhISwyr+oqAgymQw9PT2wWq3YtGkTQkNDIRaLERYWhvj4eDQ1NXFzSSAQQKvVYtWqVRwutmXLFuTm5kIsFqOurg6Dg4MwGo1wOBx8nQcHBzkDpKurC2vWrOGAP8ppAcDc0xkzZiAnJydobg1Ul5eXl3P2Cf1jt9u58E/FU7q/5HI5Y5NaWlpgs9l4zqDPHj9+PNra2rBixQoUFxfj4YcfxnfffYeioiJUVVXhzTffxPbt2zlUNzw8HGq1GnK5HLdu3eJAbwqgpEZBamoqsrOzERsbi9zcXBQVFXEWy5UrV5Cfn88OFYlEgg8//BDFxcXQ6/XYtGkTZ3/QfR8WFsY4oEAHlUKh4LyH8PBwVFRUIDk5GTt27EB4eDjbvylM2mq1YsKECcjIyMCOHTu42aDX6xEZGYmcnBxmvFI2i1QqRUlJCRfhdToddu3ahTVr1jBeilwxtPEJvH5JSUmorKxEf38/NxnovUX3ak9PD+RyOZ555hnodDqIxWJUVlbe4xajBkVDQ0PQ8xoWFoapU6fisccew9mzZ3Hs2DFWpVIQHSHI6J6j3ztx4kTs27cPFRUV0Ov1uH79OoqKijBkyBBcvnyZOeMTJkxATk4OYmNjsW7dOgiFQr7W5G7asmULN0NUKhWKiopw7NgxKJVKmM1mAGCcWFpaGtLT06HRaPDZZ58FbWKpgEhrBLPZjD179kCtVgcFmdLfa7VavucyMzPvWaP8VIbb7caePXsQHR0Nn8+HWbNmMdJQr9dj3759QcHigRtrerdQsfLgwYP45S9/yc0Ywkv19/ejtbUVOp0OnZ2dWL58OUaPHo0LFy7AbDZDIpFwM7W+vh6rVq3CyZMnueBL8y3x+ElR39LSgokTJ+Lq1asA/tUIoOaux+PhLKecnBxUV1cjPT0dTqcTJSUljEgMDJfOycnBhg0bYDQa0dDQAJPJhJKSEgBgxFtrayuGDh2KxsZGhISEMIKBmrtOpxNFRUX4j//4D/h8PqhUKsZOkcPkV7/6FX7xi1/gyy+/RGJiInp7e5GamoqMjAxuQNMzXVJSwvifkJAQFBYWQq1WIy4uDmlpaXjrrbewfft2WCwWzlSgIRKJ8MMPP+CRRx7B7du3kZeXh9OnT3OQsMfjwbVr19jFRedRJBLx83V3YSwzM5PRTuvWrcPOnTsZGefz+RAZGcmiEEJtpaamct6V338n9LyoqAgtLS0YMmQIs7UFAgFiYmLYFUrNnPj4eLzwwgu4dOkShg8fDqPRGHQfHz9+HFOnTkV5eTkX2O/GGZKTkQIvAdwj0mlra4NcLkdVVRXf73q9HgDw6aefsqt32rRpcLvdqK+v58YFze86nQ4ikQibNm2C0+nk9ymtDTUaDR588EFs2LCBXRe03mtpaYHRaMT58+chFosZ70j3mMvlglarxWeffYZNmzZh5MiRcDgceOSRR/Dee+/xuun48eNobW1l3n9XVxcKCgo4M4uENfPmzYPb7cbFixfR1dWF1tbWIOEINZmtVutPvnB2f/zPH0ajESUlJfyeEAqFiIqK4vd7fX094zwDG6NNTU04efLkj7omySEwevRoDpm12Wx455130NnZiYaGBlgsFmRnZyM0NBQjRoyAVqvF0KFDYTAYMGbMGDQ0NOCdd96B3W7H1q1bERsbG9RIJAcwNcADXbvLli3jgF8S5L366qv8ZxqNBlVVVVi8eDGGDRsWtFcLnNtqamo4+J3crnK5HHv27IHJZILBYGAkJzWefT4fdDodli5dikmTJqG4uDiohkCfWVVVhY8//hiHDh1CRkYGOjs74XQ6OSOGcJzk+tbr9SgoKOBMyKioKLS1tXFtQSqV4uGHH4bdbkdfXx9kMhlqamrgcrlQW1vL2Sxutxt9fX04cOAAEhIS+J1B2VU+n4+bE7Gxsejr6+MMgp8q7pHG/UbA/XF//JvG/7ZGABUGy8vLucBIm2mRSAS73Y6ZM2dyUTEzMxMbN26EQCDgQjCpwmmQspoGbTZJ4axWq3Ht2jU0NjZi06ZNOHToEL+cX331VcydOxcWiwUvv/wyXC4X2traMHLkSFYykjXc5/Ohp6cHQ4YMgcfjYfTMwMAA43hIvZOVlYV9+/Yxy7S4uBi7d+/GyJEjYTAY+Jip8JiXl4eNGzeiuLgYBoMBTz31FDZt2oRhw4Zh/fr1GDZsGBfBBwcHUVVVBYVCgT179uDJJ5/kl3lcXBwXochWp9froVQquQBE6mraiEqlUkac2Gw2fP311yguLoZcLseaNWsY9VJSUoLS0lIOjaTwNCq0isViSKVSZqCvX78+KFCTmNl/+tOfsHnzZuj1elitVpSUlGDevHn4/vvvMTAwgM7OTg5i1ev17KAAwAz6d999l90DSUlJ6Ovrw8KFC+Hz+TBnzhyYTCYcPXoUubm5cLlcSE5ORkZGBhobG3H79m2kp6fz5k6v1+PLL7+ESCRCX18f8vLy8OWXX6KtrQ2tra2Ij4+H3W5HWFgYysvLeQNGSALaIAPgezkyMjIIA2A0GhkrNHLkSOzbty/oHnY6nejp6UFFRQXOnDkDt9vNwYSEdWlubsbw4cMxYsQIDB06FH/4wx9gMplgs9l44Tpu3DjU19cjLy8PLS0tCA8PR09PD5xOJ0wmEzweD993GRkZ6OnpwahRo2A0GpGRkcHWWLpWbrcb2dnZjF9ZsWJFELYpOjoamZmZQXzvQBUYMeZJiez3+9HR0YG2tjZGg6xduxZlZWVcyFEqldiyZQu0Wi2sVisvLqVSKbsdDAYDXC4XPv30U8YOBM4xFOZH6hyv18uBuGlpaVAqlTh27BgiIyNRVVWF5cuXY86cOYwQUqvVzM70+/2YNGkSbt26hfz8fLS0tKCwsBAulwtxcXGMq9i+fXuQMjUzMxNdXV0YO3YsnE4nXnrpJSxYsABbtmxBaGgourq62J7a29sLm83GOBqPxwOtVguXy4VRo0bht7/9LedUKBQKaLVaXL16FQaDAX6/Hy6Xi9V/NAfS/ejz+ZCdnY2MjAw89dRTWLt2LTtSaMhkMrz11ltB144UrS0tLcjNzcX+/ft5HgwJCYFIJEJWVhZmz56N1NRUPProo6irq0N/fz/PvcCd4nFWVhZKSkqQkJDA90lXVxfmzZvHfOZJkyYhLi4ORUVFuHz5Mh599FFG7KhUKma4EtqNPpt+D82NAwMDcLvdiImJYaSDSqViJMXcuXOxefNmqFQqlJWVQSaTYcuWLZg0aRJ0Oh0iIiLQ09ODqKgoxh+53W7k5+ejvr4+6F4jRJDP5+MCKIVD1tTUoLe3F0KhEHa7nVEgKpUKq1evRmhoKBfGu7q6YDabYTQa8be//Q1xcXFYunQpdDod9u/fj4MHDzKuQSaTQa1WIzY2Fs8//zzWr1+P27dvo6OjA5cuXcLDDz98jyJdJBLh448/hkwmQ1dXF6NvCAkil8uRkpLCarI33njjniYAAG7+ZGRkoLe3l4tVg4OD7CapqKjg0GP6f6jZTNeLMH8qlQq7d+9GR0cHrFYrfv7zn6OqqgoDAwM4cuQIZDIZYmNjGbcTGLpXVVWFsLAwLlxRc5A260ajEc899xz8fj+ampqCvodQKMTEiRORnp4Ot9uNvXv3wmq1Bm3sqdkFgNcTNpuNee20gSTM3N1YrZ/ioPWb1+tFQkICY13o7/r7+3mTrlarORCYmrt3o1pKS0uxfft2NDY2YsuWLZgzZw42b96MxMREVuD39PRgzpw5sFgsjHuhZ00gEKCwsBD5+floaGiAzWZjtXR2djYsFgv/PgpBbG1t5XuTGn0ikQhCoRDZ2dmYNWsWDh8+zKrFL7/8Evn5+UHXlRTU7e3tMBqNKC4uRktLC9LT07Fz5052T5LykEQsgU0SCmynMGRqLPX39yM5ORmzZs3CkCFD2MlGgheVSoWmpibodDq0tLRg5syZuHDhAgtX6urqUFxczOjJbdu2BeH6dDodJk+ejJSUFGg0Gm4k0/kYOXIkNm7cCLvdjpUrV2L+/Pn4/vvv2S2j1WqDRDwikQgymQwAguZ9GpcuXYJSqYTBYIBKpYJAIOC5g5BDVqsVAPj8UHgl4WsyMzMRHh7OvH2z2Qyr1co5CXa7ne9Lap6Tg+L27duMlKTznpqaitjYWMb30PlZsGABduzYgY8++ghHjx5lxwGp20mkQ8i35cuXY/PmzRg6dCiam5uh1+vR3d2NyZMnw+12c5C5SCRiZ6TNZsOTTz6JwsJCGI1GXLt2De+99x6GDx+Onp4ezJ8/H9XV1YwFNBgMOHLkCIqLi1FTU4OwsDAMDAwgPT2dHZ4ulwtGoxHR0dFBeUgA8Pjjj7OClub7CRMmID8/H8C/0GhtbW38HtPr9WhsbIRWq+WMnc8//5wxbQUFBRg+fDgAICIiAv39/Zz1RA7BBx988CddOLs//mePuzOiAoOyaZ8RGRnJAbSBIdh6vR7bt29nJzUNElFJJBI0NTXx2vPChQu8r6WgXrfbjYaGBuh0Opw+fRparRYmkwlPP/00li9fDrvdzgI7yvNISkpixBDh7Qjh5fP5sHLlSjQ3NyM6OvoedzYh8r777jvk5ubympvWiiKRiPf7VVVVWLduHWQyGUaMGIHDhw8zUodyZEhIo9FoWBxBTryCggJMmjQJcrkcq1evhs/nQ1NTE7744gsOO25ubuZMSKq19PT04LPPPsPUqVPxz3/+k3NdjEYjamtrUVdXB7lcjpEjR8Jms3HR3+fz4cEHH0RRURHWrl3LwsG0tDRezxOimZCT5DyWy+XQ6XTo7+/H3/72N3R1dUGhUCA1NZX3qSQy/Cmv7e43Au6P++PfNAIfvosXL+LAgQMoLS39L/+ZPHnyv/mo/7+PQHU8bQZo40D8TwAoLCyEzWZDSUkJY0nUajVyc3NhMpnuQYkEDnox078LCwtRVVXFhXxCBhGb+ZtvvoFCocDatWuh0+nQ1dWFGTNmYMWKFYiLi+OiotvthkAgQFNTE/+Z0+nkQjr9t8vlQnZ2NkQiEZRKJfR6PV555RVGw9xdvIqMjERtbS0UCgW2bt0Kr9eLjRs3YtiwYbh8+TIHvOn1euboeTweeDwe5Ofnw2g0Iisriwu3u3fvRkREBEwmE3JyctDQ0ICGhgYOaiQ1JhU6rFYrF9A2bdrElmkquFy7dg1ffPEFDAYDHA4HFAoFALD6NDY2lpWrJpMJhYWFEAqFaG1tZUUycKf4snr1aqSkpHBRbvHixUhISIDBYEBaWhouXryIiIgIdHZ2Ii0tDVVVVdyhDywg7N+/nxX8Go0GBoMB3d3d2LBhA6RSKbMAa2tr4fV6UVFRgUuXLuHo0aO4desWvv32W0yYMAGVlZUICwtjdiIAttKT8rWxsZHtm2KxGG63G1qtFna7HUqlElqtFlKpFH/84x9RWloKuVzOnxV433s8HiQkJODll1/mYilwZyEyZMgQZGdnMzajsbEReXl5qKioQEREBI4fP86bUI1Gg5qaGpSVlbGqXavVIiwsDC+88AIXmwmNtGrVKsapSKVSDid98MEHMWrUKOTk5GDevHnYtWsXK2NoSCQS5OXlIT4+nrMlbDYbnnvuOZw5cwY7d+7ExIkTMX/+/Hss4UajEX//+9+h1WpRX1/PihVywTidTowePRpxcXGYM2cO9u/fj8zMTHg8HkyZMgULFiyAUCjE5cuXYbPZ+JyGh4dzELBIJLqn+RAY5ud2uzncy+VyoaioCO+++y46OzthsViQnp6OIUOGQKfTITMzE+np6UhPT0dCQgI2bNgAh8PBPGKaH6ZMmYLPP/+cg/0WLVoErVaLPXv2cGFUoVAw7zkjIwPvvvsuq+2joqIQHR2NM2fOcKBh4AZiwYIFuHLlCiQSCWw2G8LCwpijfurUKQiFQjQ3N2P69OloaGiA2+3m4iSNQGcHNVznzJmDRYsW8ecGjqVLlwZlLAS6Kk6dOoXS0lLExsby/Ab8C5vy8MMP48knn+TcEa1WC7FYjOzsbLS1tSErKwvd3d14/PHHUVJSArvdjvXr12PXrl2QSCSorKyESqViJvWcOXPQ3NyMs2fP4sCBAxg6dCgqKysRERHBaAKXy8U81sAhl8shFArx2muvITc3lzdBwL/U8XQNurq6UFdXh87OTkZzTZo0CWazGSdOnEB6ejpvtFJSUpjZHehKk8vl97gEAq+B0+lk9w/NuUKhEO3t7bDb7fcEYw8MDOD48eOMkrDZbNiyZQuam5v5u9K9e/PmTTz99NNQq9U4deoUB23+8MMPmDp1atAzUV5ezo4AgUDAocHULKMi6bRp0/DBBx8EBd+FhobC4/FALpdzA6i7u5sD2oRCIZYtW4axY8fCZrPhd7/7Hb8PhUIhN1ipWEtzOHBn/UOoKUJopaensztt+vTpGDlyJLuQKBDTbrcjOTkZM2fOREpKCsrKyuD3+3Hz5k2241ODmpoOpAJEhPcAACAASURBVFqjwOU33niD1ejUcCQXDhUT6efp3RobG4ve3t6g5ilwBzNXUlLyk+Zj22w23Lp1C1u2bOGA5tmzZ6OyshIajQbR0dFYu3YtGhoa4PP5uOlMjeVFixahurqaQ/9IOUlYO4/Hg6SkJFy7dg1qtRpOpxMqlQq///3vWTnv9/tZ8UyKwby8PHz99dfsPvL7/YiIiIDX6+VmHr33CPMI3Cl80PucskgGBgaQn5+P48ePw+PxoK+vD2lpacjOzg5iMxPu0eVyobOzkwug2dnZEAgESElJwaFDh1jsMGPGDJw5c4YVjMCd5z0iIgIulwtqtRo3btzgNZPBYMBzzz2Hv/71rywKmD17NjZs2ADgjtJ79OjRePPNN+F0OnHu3Dl2AGZkZECv1yM6Opozre7G25SXl6OoqAiFhYVBDV6ZTAar1cpZAxQGvWjRIs6/aWpqCpp3hw4dijFjxqC2thZqtRp9fX38zNE5pufL4XDAYrEEYaMoD4Y+0+fzobGxkR2zhCyyWq1cILdarSyMycrKQmRkJLKysjgQvbe3FyqVCo2NjdzwCCyadXV1YdGiRdDpdOxKe+GFF/DLX/4SLS0t6OrqQmRkJLP0dTodz0uBGQcGgwGzZ89GbGwsXnzxRUilUrzzzjtQq9X45JNP4PV6cfPmTSgUCsYfdXd34+zZszh9+jROnDjBaEeTyYSCggKoVCqMGzeOs6VIvONwOBg/6vf7g+byvr4+LuLTOoDOb1JSEiQSCb777jvU1dWhu7sbFRUV3KzYunUrJBIJ0tLSMDAwgNjYWEYims1mZGVl4dKlS+xWGBwchMViwW9+8xts27YNra2tQXgQuob0Drs/7o//joPWErSXp/fC+PHjERYWhlGjRqGhoQH5+fkoLy9HamoqjEYjZ5KMGTMGu3bt4nlKqVSygIqwh7GxsUhKSoJIJMJf/vIXiMVidpbKZDIolUoWPF66dAlisRiXLl3C+PHj8cEHH8Dr9QaF2j/44IMsohk2bBiSkpK4Eb5kyRL8+te/5hDyadOmcbYAIYXa29tZ4BYWFoa9e/fiySefDBJY0H4fuJPdMzg4iM7OTmRlZbHQZ3BwkBvblM9DvH6z2Yxly5bB7XZj/vz5/DMymQyzZs3iYyKRGM1ZpMY/fPgwTpw4gWHDhjHDHwCvzRISElBRUcHCKeAObvDll1+GVCrF7t27WWDV1dUFk8mE2tpalJaWIjc3FxaLBR0dHRAIBHA4HJg3bx5OnTqF/Px87NixA52dnejo6EBLSwvUajUWLVr0k8Y90rjfCLg/7o9/0wh8+JRKJas4/qvxP7kRIJVKUVxczEXHwMUjqYOIi3fhwgVW/1Kx/ZlnnsGVK1d4o/h/G36/n3mrZKkLVG9SMYaU8XK5HHFxcfD7/Rg+fDgSEhLw7bfforu7GwDYui2XyyGRSFgNTk6F6Oho9Pf3o6WlBWazGRUVFQgPD8eJEycAgC3dw4cPh9frRWxsLNrb27lYEhkZySy8yspKqNVqxh9QUSnQAdHc3AyFQoFVq1ZBqVQy0iIyMpKtzkVFRbhw4QJvzAOVwzRo45acnIzGxkZ8//333HBISUmBTqdDXl4e1q5di8rKSrS3t+PGjRt44oknoNPpMGHCBOzduxeFhYU4e/bsj4ZNqlQqDhoLDw9Ha2srampq8M4778DhcDB2iHIXYmJi0NnZyfbwwDEwMICamhr+PYS8IXWURCKB3W7njS9dd0I+hYaG4vvvv4fH48GaNWswYsQIxMXF8cbx2rVrSExMRFdXF9LT01nhT0oIt9uNpUuXcoOHFHiXLl3i4lrgIIvid999x6F9VDQORAtRgY2CCTds2MDsSKvViubmZhgMBpSVlfGmlr6vzWaDRqPBuHHjMG3aNL4v161bh5aWFm5aUThsWVkZAKC0tBTp6elobGyE2WyGVCqF3+/Hk08+ia6uLs6WIKzLrl27cOTIEWZq2mw23L59Gw6Hg4O5BwcHMXPmTFit1qACASnzpFIpCgoKcOPGDcydOxcVFRVcaE1MTITJZAIAnDt3jhtnI0aMQFtbG6t2urq60N/fj3Xr1jEOhOYYUjyOGjWK7agDAwOs7hgYGIDZbIZAIEBjYyNKSkqCFnqE2TIajRg+fDgkEgkiIyNRWFiIl19+GSqVChaLBWPHjkVUVBTq6+tx4sQJLvZSVkhLSwurMO8OAS8sLORNNd0vPp+Pnw3Kgujt7UVERARvWEh9c+rUKS6KkZqUVJa0cVi8eDEmT56M1157Dbdv34bFYsHt27e5AB0aGgqFQoHf/e53QcXLQFcFcYCJL0yDAqlNJhO++uorbNu2DX19fTh37hz6+/t5Q5SUlISSkhIsXboUfr8fBoMBiYmJ0Gg0aG1thVgsRn9/P0aNGoXr169zoUgkEnETSaVSMcOT8ERCofAeDjmpkxcuXIjW1la0tLRAr9cHBa0RY/XAgQNBeCytVovt27ejo6MDNpsN06dPx/z58/HDDz8wEiYxMZHPHSFm7m5G0KBrQZZqkUiEqKgoJCYm8rm9e1ARsaOjA/X19fjVr34FAIwZI452SEgIRowYAaPRCK/Xy9kFfr+fN5/U9ADAG1FyaFGhnjaxU6ZMwbJly/Diiy8yCocyRAoKCpCcnMxYLI/Hg6ysLHR1dTGSaOLEicjOzsbx48dx5MgRdqTFxMTAbrdj9OjRuH79OuO16FgpmJIaLO+//z527NjBiluytJeXl0Oj0SAsLAwfffQRF6KXLl0aFJ6uVCpx8+ZN5OTkIC4uDt988w0HmNK9IhaLoVKp8MwzzwRtSCl8PTU1Fb29vRg9ejRvcukaK5VKDAwMQKlU4o9//CNycnKwZMkSJCQk/Ggz9KcyAgsJFouFsUqbN2+Gy+XCunXrMG3aNKjVapw+fTqosBIfHw+ZTIZly5YhLi4O169f53uPniW6t8mJJRQK0dbWhnPnzvEzRj9DQgVSN0dGRnKotMfj4aZvSUkJTp48yfMjzSckTgjM9QHuPHtPPPEErFYrZwH5fD4kJiZi6NChmD17Nl/fn/3sZ1i1ahU7lJ5//nncvHmTAxbLy8vxySefsDKztLQUarUazc3N7BrMzMyEw+HAn/70J3zzzTeM6SGnTFVVFZKTk4McgQaDgUPdvV4vtmzZglmzZuHUqVNISEjgd2NkZCSuX7+OrKwsNDQ0wO/3IyEhAW63OyiUe9q0aYiJiYHFYkFWVhZjFw8ePAiFQsFoRqfTyegjaiIKhULIZDL09fXh3Xff5aB7q9XKDQ76WaVSicHBQUycOBHx8fG8pqEcBJoDAtFIpNAlfBDhNMRiMePYtFotI/YEAgHPW8SP1mg06OnpwcDAABITE9HT08OChs7OTsTGxjJ+8csvv2SRAWWekLKUCueUv6LRaFhdunHjRl4HUjO9pKSE12SEbiS3Jb2/7s60GBwcRFNTE8xmM/PHA0O5+/r6eL6m5mloaCgX4Qk/KJfLg/YItbW1HIDt8/kwZMgQJCUlwePx4K233oJIJEJZWRnkcjk3t3Jzc9Hc3Mz7iiNHjvC7UiQS4fXXX2esI10fcscCwJAhQziE/v64P/47DnJJEgaQFO0SiQRVVVWIjo6GxWKB0WhEf38/Tp8+zeKUyZMnIy4uDpMnT8bg4CBycnLw+OOPw+v1orW1FZGRkejq6sLcuXNRXl7On9Ha2sriLbFYDIvFgvfeew8bN26E2+3mRtvOnTvh8Xh4j+NyuWAymfDEE08gISEBW7ZsgV6vR2VlJT744AOkp6dj0aJFkMlkMBgMHEJOzx9hf4RCIerq6iAQCGCz2TgzjDKaQkNDER0dDZlMhl/96lccap6bm8vK/MjISPT39yM2NpYFHOQ2cDqd2LBhA5RKJbZu3cpOr7CwMMTExHBmCgAcPXoUZ8+e5fkauLOvHxwcRHx8PCorK4OCmGl0dXUhLS0NOTk5kMvlcDgcKC4uxubNmxEVFcWEBnrvAeBMqcbGRigUCphMJl4nJCYm8p5cKpUiPDwcw4YNg1wux9y5c/Hzn//8J7WW+8/G/UbA/XF//JtG4MO3atUqTJ8+HZMnT/4v//mfPGw2G1555RXY7fZ7VP0CgQBPPvkkJkyYwIvtr776CsOGDUNHRwdWr16N0aNHY//+/Txxk9r17sLrfzYCMS40/H4/YmJi0NTUhISEBJw6dQoqlQobNmzAtGnTEB4ezoWWQOwQhVeOGzcOHR0dHHrT29vLG1SyF1ZXV7Nl1+l0IiQkhIv2pNqnTn9PTw96enoYJeH1emEymThwVy6Xw+fzcSBtTU0NHA4HTp8+jRs3bqCzsxORkZFsdf7973/PHXc6z3cXoahBcPnyZRw9ehQVFRUwm80wmUxobGzE7NmzUVFRgYGBAVRVVUEikcBqtSIyMhJJSUnYt28fY5II4xT4O2jDPzAwgOvXr2Pjxo2sinK73YiPj+ciX0xMDLq7uzmoj47v7uOlz7Xb7fB4PKz4ou9IxSXadNH9RmqGjIwMhIeHQ6FQ4MKFC2hqaoLffye8c8yYMUhLS8PixYvxj3/8Ax0dHUEbdfp927Zt40Dlb7/9NujYaEMWERGB8PBwDiSi4GKBQACZTIYxY8ZgxowZSElJQXl5Obs8XnnlFWRnZyMlJQUff/wxHA4HWyFJVUIFUlpAVVdX48CBAxg7dixWrFjBDFe5XB4UDDswMICenh4kJycjJiYGer2egwqJufjUU0/h6tWrnNFAmKuvv/6aece0KaXiHrlh3n33XYSEhKCvr4+Dq5RKJZxOJ7RaLedq5ObmYt26dbh48SIaGxthMpnQ0NCA0aNHY9euXaws9fl8MJlMrCRNT0/nTXEgDoTmGFI8jhgxAlOmTIFSqcTly5d500uqQsKt7Nu3Dx0dHUhJSQFwZ+GckpKCXbt2oampiVV00dHRcLvdMBgMnC2xdOlStLS04NSpU5BIJJwPIJFIOCwxPT39HgZnRUUFsrOzmR9P905tbS2rrQm7YLFYuAip0+mCclDUajUKCwvZWkvzoVQqxZQpU3ghq9FosHr1aiiVSjgcDkRERMDj8eDzzz8PylgAgl0VFGweWDSn60BcTbPZDLFYjJqaGigUCnR2dvJ94XQ6sXv3bm7GhYSEwOFwwOFwMFJhxIgRuHHjBhYuXIh9+/bxMyaTybBq1SqUlpYiOTkZFosFY8aMQVtbG9LS0oIQFRKJBOPHj8fDDz+M999/H0eOHAlCO5D6MSQkBE1NTawCpu9ks9lYrUwsf7vdzudKq9WiuroafX19/HMpKSkcHHv3SElJQU9PD6ueBwYGYLPZ0NbWxmGohOihc0qNnurqapw6dQoul4tDzENCQhhBFxYWhtraWsjlchw4cCDonWaxWPDiiy9CIpHgwoULEIlE2LdvH88R1PAihxs1vdva2rgpTU358ePHw2AwwGQycRFfoVAgISEBjY2NrJ6vqanBlClT0NLSgpMnT3LDiAJfNRoNNBoNzp07B41GA4fDgZEjR8JqteJ3v/sdzGYz3n//fRQUFLDi9pVXXgFwh7VusViwcuVKxMTEQCwWQy6XIysrCzqdDmlpaVi7di2MRiNMJhNaWlqwbds2ZvgSniY8PBw+nw9JSUnIycmBQqFAUlISysvL4fV6ERoayk0aej+r1WrMnj0bNpsNdrsdYrGYLel79+7lgOKzZ8/i8OHD8Pl8sFgsPyk+ts1mw9atWyEWi6FWq9HU1ITIyEjU1NQgPz+f7xdSRJ4+fZrXZRQu//bbb+P111+H2+1GR0cHFi1ahFGjRuHGjRusRvd6vaiqqkJvby/MZvM9DTaRSMQh8uRm8fl8MBqNLAqhxuXg4CA0Gg0qKirY7UKB1YHZLVR8pn+/9tpr+Prrr4PWp++//z6uXLnC17e7uxsHDhxg5XlxcTFOnDjBQgGv1wulUokDBw7g2Wef5cJ7dXU1iouL0dnZyYhIhUKB7777DsnJyVxwB8BYmfr6euj1epw8eRIA0N7eDq1WC7PZjK6uLrjdbhw7dgzr169HQkIClixZgqeffhoCgQAXLlzAiRMncPz4cZw7dw6lpaVc2K+trUVycjLjEY4ePYr6+nrY7XZcuHABBQUFqK6uZgRYVlYWamtrodVqYbFY4PV6odVqYbPZsGrVKigUCuzYsQODg4NwOp08r/X19UGv16O3t5fFKVVVVfjzn/+MAwcOYHBwEP39/UHvhkCsZ6DDjpTx2dnZqKysxNixY2E0GiGVStm5G7juIxzZ4sWL8fLLL0OhUODGjRtITEzE6dOn2WFJ+EXKqKCgyyeffBIikQgxMTFITEz80cIavctpLgHu8PaPHTvGa+CQkBAUFBSgra2NUYU/NmguDszhEYvFQetoagRHRUXB4/Fg2bJlKCgowLVr11iEQN+9t7cXarWa179CoZBFIFVVVbhx4wbkcjmfN1qvfvzxx9i0aROSk5Oxf/9+hIaGorW1FW63m/Gfo0aNwjvvvAORSIRLly4hLS0Nra2tXBgEEJQHdH/cH//dBmVeEe6R9m12ux0RERGoq6tDfHw8hEIhu28GBweRkpLC7H8AWLlyJcLDw7F//37U1NRwU+zTTz/F22+/jb6+Puzbt4//jpCgMpkMYrEYhw4dYsFfVFQUHA4HVCoVC9tEIhF0Oh3i4+MRFRWFzMzMe9ZIs2fPhkwmg8lkQkREBNra2rB06VJ2A9TX1/Mx0HwglUoZX0TIIbfbzdkwg4ODqK2thVgsRm1tLa+NUlJSuJbR3d3N7+mpU6figw8+gFar5QD2CxcusDjP6/XynGCz2fDmm2/ynC4QCCAQCBipR83j3t7eoGsmEAggFovR2dnJmLXk5GRERERAr9dzjmF3d3fQXoiy0xQKBZ5//nkWh9Exffrpp5x9SGgzk8n0k8cBBY77jYD74/74N43/jRkB9fX1bDOlDZhCoYDX60VcXBzjT8LDw6HT6XDgwAEkJiZi7969GD9+PDIyMpCcnIxz587do6z5vw2ysAX+PyqVCnPnzsXIkSOxf/9+RsJQV93v9+Ps2bOIjIyE2+3Gyy+/jNTUVDz00EOshBw7diwXx8gq7nQ6IRQK8cgjj3DBm9TCFEgMgIMrGxsbGTNB/GF6IarVag60oQ1CX18fo0uAfzkqFi5ciPz8fDz11FNYtGgRb7Jp/Nj5SkxM5E0Z8C90AzlUDh8+jLKyMtTU1PAmLSQkBDdu3EBpaSlCQkK4wGo0Gu9p8qjVasTExMBsNnPxkLrvTqcTTU1NXOjt7OzEmDFjUF9fz+rtuxsBgZt5tVrNCkOyXBYUFMBkMkEmk92z8XrsscdgtVphMplQX1+PhoYGSCQSuN1uLpi2tbVh4sSJ+Mtf/sJWacJc0ObO4/Ggt7cXycnJ9wSn0ncm1TAVGYVCISZMmMCOhVGjRqG2thYlJSX48MMPgwKhAWDdunWsQh4YGIDVamUkwty5c3Hx4sUgLr1EImGMEf05KUrouhLmggr5bW1tGD16NFwuF9rb2yGTySCTyZCbm4sTJ05wo+HgwYOYOnUqwsPD8cMPP/A1eeyxx1BbW8ubfyruBHKHhUIhF+ScTiez9SsqKtiho1QqIRQKASDICUIuBnJOKBQKtLW18TVsbGxkHEig4pucAiqVCnV1ddxooM8UiUSs/nO73aiqqsK2bduwd+9eGAwGrF+/HpGRkbDb7Rg/fjwrrffv34/4+Hj09PQwEuv69es4c+YM5HJ5UIFVLBajqKgIZrMZaWlp2LBhAwYHB9HQ0IAvvvgCOp0OL774In744Qdu/BEKjZ49cojQNSZEBjVsnE4nfvvb32LTpk08t9F5JA46AEZaXbx4Ebm5uTAYDCguLsbOnTuDHBXUSJkzZw6ys7Oh0+l4bqB7OPD4CG1Ef0cLaSqKBaKP6FpKJBLGTwwfPhzXrl2DTCZDaWkpPv/8c6jVajzyyCN48MEHMXToUEyfPh1qtRoVFRWIj4+HzWbDCy+8wAUQejZbWlpgMpnQ1NSEiIgIhIWFITo6GkqlEr/97W8BAGVlZbBarbwBoRGouPd6vSgqKoLf78e+ffvgdDpx69YtvPXWWzh9+jQ3Ef6zJsDEiRPR0NAQ9H4ixXpkZCTP2V6vFwqFgov8Ho+HmzJ3F4NmzpyJixcvQiAQsAuImteBx6FUKtHe3o7169ejt7cXH330EaRSKa5evcpNQHJdkRNs2rRpmDRpEjZs2MChy2KxGCkpKairq+N/b9y4EbNmzYLRaOTmskqlQlhYGBQKBeNT6P4QCoXo6enh+46cBQqFAmazGS+88ALWr1+PtLQ07Nq1i59XChwn+/65c+cQFhaGs2fPoqOjA0lJSaiqqsLs2bOxZMkSxMTE8NxFSnG73R70rqM5ifIFiOdPeTaEpdFqtcjJyUFoaCiGDRuGrVu3MiaGkG7krmtqasLWrVuRlZXFwZr9/f0/mWA5mk/FYjGOHz+OxMRE2O12zjvZtGkTqqqq0NXVhevXr+PatWu88acNe0JCAr7++mtkZ2fj4sWLUCgUuHjxIsrLy9nZSdlKge914F8NR5FIBLlczmGAADg4nOZNpVKJ/v5+xMTE8HwQmAcQEhKC7OxsVsArFAr09/ezK2Xs2LH49ttvMWLECKSlpQG4U8zMzs7G4cOHUVlZyU3ZsLAwWCwWREZGorW1FcnJyUGuU4fDgfz8fNy6dQtOp5Pdo263G8899xzKyspYcT9y5Eh2a9GIiIiAVCpFcnIywsPDERcXx2gjkUgEi8UCmUzGKKCkpCSMHz+e3+0nT56EzWbj9RzhCvv6+nDjxg04HA40NzejoqICLpcLBoMBqampHMytUqkwZMgQxMTEMM7LZDIx/vL555/HrVu3GI+xY8cOXo8CYHQlfUZ2djaee+45JCYmIicnB3/7298QHx8Ps9kMnU4HmUzGSlNyAJIjICwsjLMFvvzyS+h0OixatAhRUVHIycnhJgxlMsnlcrhcLkyfPh03b96Ez+fDpk2bcO3aNQwfPhyXL1/G6NGjoVKpoNVqUV5eDqVSiStXrkChUECj0UAikWDhwoXYuHEjfD4fIwB/jKddWVkZlA1SV1eH06dPB30feu/Reu/uQdxtut9p3L1WJwdpfHw8O6Q/+ugjvs5isRijRo1CRkYGmpub0dfXF4RcIncTnSNqtg8MDKCoqAhRUVEwGo2oqKgAAPT09KC+vp5RgoSP6uzshNFoZIa20WjkhtDjjz/OWVL3x/3x33WQI+DukZeXx0G47e3tvIej52dgYACvvvpq0PqE9mWkqB8yZAgr7CmnS6/Xc52jr68PYWFhnD9Irh6dTscZKmFhYSw+oLU0FdIJc0nH0NfXB4PBwO+yTZs23eNCbm5uRnJyMnp7e3mNO2TIEERFRSEhIQE7d+5Ea2srBgcHUVlZCbPZjP7+fnZnaTQaZGRkIDMzEw899BAuXLjALooHHngAY8eOhd1uR319Pfr6+mC325GWloYxY8bg6aefDsLrUNYQvVtoL0mO7T//+c/49ttveU9J+ynCoCkUCn7XmEwmdlDPmDED+/btY6Eiue+EQiEEAgGLw5YsWYKoqCgsXryY8+acTifXU8gZ/+yzz95vBPz/GPcbAffH/fH/YvxvawSQ0tRutwepMelll5iYCIPBgI6ODqxatQpdXV1obm5Gd3c3+vv7sXv3brjdbuzfvx+FhYVQqVTMHQ8cQqEQOp0uiFEP3LGsknoZuLMA/+STT/DZZ5+hs7MTZrMZAwMDCA8P51DQ3NxcHD16FDExMfB4PIxB2bdvH8RiMQ4ePIjp06djw4YNjGrw+/1QqVSQSCSYNGkSurq6OOhRKBRCLpfD6XRCLpejpqaGURH0/5JNlwq5DoeDF+0PPfQQtFotUlJSoFQqg76PQCBAfHw8IiIi8Lvf/Q4CgYA3zjTuVhkJBAL8n//zf1BUVITz588HscbpvJICjNToVNijMB5SytPmOioqigN2hUIhFi1ahMOHDwfhoKi4QosnuVzOygCNRoOsrCz8/Oc/x/nz57kITPgTOjbaLJKKjM7hhx9+iFOnTgFAEEIqISEBeXl5UCqVSElJQXd3Nzs0BgcHERsby2p7WmAMGTIETU1NCAsLg8Ph4I1TeHg43G43nE4nkpOTcfv27aDzTMXR8ePHQ61W44EHHkBnZyd0Oh2uXLmCsWPH4ubNm5y/QOeCvp9arWZUyJEjR5Ceno76+npe2Ny8eZPtjLTZowaNxWJhVwkpuXw+HyIiItiWSuiY5cuXQyQSYeXKlVzkAoArV65wwQsAh07/9a9/5Y0nYYPCwsL4Pgt8rv+zYbFYuFBBv8PtdnPzYvjw4Whvb+frQu9yUoqLRCLo9XpIJBKkp6czCuXHlHoajQZvv/02DAYDent7+ffQ76aGBZ0TCqymhb/T6cTg4CDa2towb948RlgRmuAPf/gDM8oJQQHcmYPUajWuX78Oh8PBTQBS0xAvMzIyEo8++ij27NnD546UjZmZmcjPz+dg2KKiIly5coUbObQ5IBdOS0sLI2moSJuWlga73Y7Zs2djcHAQ3d3dMBqNiIiIQFNTE+Lj46FWqzksfPbs2aipqcE333yDhQsXIicnB3//+9+5IUeLcpoDSEkYGRnJGSJUTKL7hAZ9t/DwcNTV1bHCGAB/J5lMhgULFuD9999Ha2srNm/ejEcffRQmkwlpaWnw+/1466234HK50N/fj46ODoSGhsLr9WL48OG4desWu1jcbjd6enogk8nYuuxwOCAWi6HRaKBUKoOKHAAQHR0NoVCI8vJyOBwOVFRUoLOzE16vF0ePHuWGLCmhf2yQMpzU7/RnLpcLbrcbycnJyMnJgVQqRWhoaFBhMvDn6J6XSCTMxw7ESEmlUkYyBCpqFQoF2tvboVAoWOkUiCpas2YNN7fFYjHGjRuH9PR0xMXFwWg0YsiQIWhra8PAwAAcDgeGDx+OuLg4REREIDMzf7xBxQAAIABJREFUE7Gxsfjmm2/Q19fHLifiXdMx6vV6eDweLFiwAKWlpcxTp2d4YGAA165d4wYkqcvb2tqYs393ppDX60ViYiIqKyvx2WefoaWlBX19fYxOoeLWj2UIRUVFYdGiRSguLr4nO+Lxxx+H2+3GkSNHYLPZ0NDQgM7OTs4mIfU5vYeoWNff3w+VSoXLly8zck4gEGDZ/8Pem4c3Wabtw2eTNGuTNm2T7htdKS1taQu0gKhsKqCCHqMiMIKCKILbTx1nnIUZnc1xH0CogwIjiiC4sYkICBQKFFrovrfpkqRp2rRpm63J9wffdU1S6rzv8R3f+3tH5ToODoWmT57lfu77vs7rvM7zqad+FAkkzadyuZylBn/729+yeW1qaiprytP7M2HCBDidTu6kaWxsRGZmJsrLy6FSqdDX18cAAzHvveXRgH/tO+RyOVJSUni9dTgcDGI4HA7WFyZA3M/Pj+UYhEIhSzsBQEREBMxmM8aPH8/+MXl5eejq6kJBQQGkUin6+vqYCWowGLBq1SqsWrUKUqkU9fX1XAQFrkmJDQ0N4d1338W+fftgMpn4Z8S2fOGFF7B7924uilitVtbedzqdmDx5Murr61FYWMjsSyq6OhwOmEwmPP/889i8eTM8Hg8sFgtWrlzJ4AUVL5ctW4aysjKIRCKsWrWK2Zg0l3hLqQ0ODnKRTiaTob6+nk2Ne3t7YbVaYTab0dfXx8Ua7zna7XbjypUryMvLY9amv78/G6LTPER+DuT1tGLFCmzYsAFdXV28ryLJDGKq0/pLY4C66khy84EHHkBKSgoXC8+dO4fi4mIml/j7+2P8+PFITk7GoUOHIBQK0dTUhMDAQISEhECr1UKr1eLKlSsIDg7G5cuX8dJLL2Hr1q3sZZCXlwetVott27ZBrVb7SADGxcWN6Z9F3mbAtX0SEYqI3EIdLrSv8M57gGv7qNzcXHR0dPi8f2Ty6R0zZ85ETU0NMjMzsXHjRp9u34CAAJjNZrS3t3O341hrFM2RSUlJDKyFh4fj6tWrmDlzJu+5rVYrNBoNy6dSMZ8AUvJ6ys3Nxccffwy1Wo2vv/4aixYt+lHMfzfixxtlZWWorKz08csKDw9nQoHNZkNKSgruvvtuXLhwgd/F9957D0qlEiUlJfDz88O7774Lm82G1tZW2Gw2mEwmDAwM4Nlnn8X777+PkJAQNDY2sh8B5ROjPa78/f0xa9YsdHR0ICcnB21tbVi2bBni4+OxcOHCMYtr3mz/wMBADA4OYseOHUwmGZ0PNTQ0cD5LYDl1Ore3twO4tuZGREQgOzsbtbW1CAoKwsDAAIaGhlBfXw+DwYDOzk60trYy4763txeXLl1CS0sLF81HRkZQXV2NDRs2ICcn5zoft40bN7K3WWhoKJxOJ9RqNVwuF9LT01nqzGAwQKFQwOVyYdq0aT6eDlKpFAqFAsHBwcjNzcVbb70FoVDI0nW0V6O1pL29HY888gg0Gg0XUrxlM2muFYlEnB+mp6f/JOayG4WAG3Ej/pfip1YIkEgkrCfvDTiTXhuxTsPCwpj1SjpztKHV6XRQqVSoq6vzkYMB/sX4B8CGf8A1UC4oKAhtbW0IDg7mBH7q1KnYuXMnwsPDodFoGPClhcThcGDHjh3461//iuHhYUyePBmnT5/mFmulUgk/Pz/WpyMpG+CaLMJ7772H9PR07Nixg0FIqu4TIOjNzCSQjdhBdM9UKhUnvDU1Nejq6kJraysSEhKg0+n4Oz0eD3Q6Hdra2qDT6RjU9ff3h1QqZSY7MY+CgoKQkpKCwsJCxMfHY+/evQgICLjOeNTtdrPMAiWUAQEB6Ovr439rbW1FeHg4+vr6EBMTA5PJBIVCwSaLZDrkHXK5nEGsnp4ersibzWb09/fjpptuYnPH3t5ehIeHM5BNmxC3243CwkJYLBbcdtttWLRoESZOnIjFixfDZDKhqqqKv08oFOKFF17A+++/zybDdI88Hg/Gjx+P++67DwAglUrR0tLCUkwEhFKim5CQALfbjaKiIigUCly8eNEnaYuMjITdbodCoUB7ezt+/etf44EHHkBbWxvUajUCAwNZj9HpdOKrr75CYGAgSkpKeNPV19eHmpoa/PWvf0Vvby9uueUWDA8PIyMjg/X5qRhCz0osFiMvL4/bWen6goOD2TiRigLp6ek4duwY3nzzTZ/OCzKU9gZ8rVYrLl++jKioKGZvejwebtsPDw9HUlKSz3ik50RgMY3psbQf6d9J7sbtduOJJ57A9OnTufjmdrshFoshEAi4q8jtdmPt2rUMHG7ZsgUqlQqlpaV46KGHUF1djebmZu6MoPG8YsUKNDQ08HUSeCgUChnwoYRArVZjZGQEWq0WJ06cgNlshs1mw4ULF2Cz2ZiJI5VK4Xa7cfPNN/P8olKpuNOFOhKsVivGjRvHrGGVSoU5c+bgyJEjiIuLQ09PD6ZMmYKysjIGPtevXw+LxYL29nZOzF0uF7q6unDs2DE0NzczUEla7h0dHdi5cycOHToEmUyGhoYGREZGsh46vWsVFRWYP38+iouL8fXXX7PU2cGDB+FyuRAUFISgoCD09PQwoOwNMFAxMCcnB01NTZBKpVwE8P6cQCDgMUJmXd4MSOpQCQ0NxYkTJ+ByuWA0GvH555/j5MmTOH36NOrq6vDVV18hMTERx48fR1paGhoaGpCbm4uSkhIEBwez34nRaITb7UZ1dTXLWZHvBXVmeY9JlUqF9evXY/Lkydz6TGOdWEX0nniDzd4AGElLAGB/EgBstE3X1N7ejq6uLpjNZtaxpwLQnDlzMGvWLIjFYgQGBiI7OxtOp9OHNU0M6GnTpiE9PR1isRhhYWFsYEtdTCRFNDIywh4FiYmJWLt2LRclHQ4HNm/ejJycHJSUlLDsj9Pp5ONWVFRwy/iaNWuQlJSEtrY2Hof0fGnOICO8oKAgVFRU8Dzl5+fHiZ1CoYDD4YBcLoder8fly5cxODjo081z6623Yv/+/YiOjkZ3dzcsFgsCAwPx5ZdfYsKECTh8+DDCwsLQ39+PWbNmsYEsyVlRZ45cLseLL77IZnXeIZFIcPz4cej1ei52E/sb+FeHnPec5efnB41GA4vFgpiYGFgsFkRERGBwcBCLFy/+wSePBDJ89dVXLDX4m9/8BgC46+rw4cOwWq0IDg5GSUkJMwKpm4uKbq2trXjnnXfw9ddfM8juLS1H6zq9R6mpqRgcHERoaCj0ej1effVVHD16lDXJAWDWrFloa2uDUqmEx+PBrbfeipdffpmBZrVajZaWFr4eh8MBhUKBWbNm4dKlS8jOzkZ1dTU2btyIXbt24cqVK2xAaDabUVRUxAV6h8OBlv/XwJZM541GI7Zv346QkBB8+umnCAwMxMDAAHeOpqamIjExEevWrUNpaSl3IJG2+6OPPoqsrCw89thjGBwcxKlTp7gjNCYmho3srVYr1Go1y2Hl5eXhiSeeQGJiIm666SasXLkSa9euhdVqxaZNm5CZmYmAgABERUVhypQpmD17NiIiImAwGNiTCgCz+0UiEUsykpTP8PAwJk6cCLvdzp40o4v7Op2OjWJJvmysNd1sNvuQHajoQOzYhx9+GOXl5Vygp6BCcnBwMPR6PRvpkiRHR0cHnn32WZ/vIoIAmVITgWZwcBAGg4GliV577TVs27aNmbBUKPHu9MnKyuI11Wg0+rCAvQkswcHBUKvVbCQNXCNxHDlyhP0PqDhqtVoxffp0BAcHY/r06azVHRQUhM7OTvz973+HTCZDSkoKTCbTmB1nVAAjeVTvvToRDKio5E2E8vPzg1qt9uk8GB4exs6dO7Fw4UI2TL5w4QJaWlpYOoP2AiRTQh0udrsdUqkUOTk5/D4FBARcJ5V0I27Ef2Ko1Wps377dJ2cj6Zm+vj54PB709PSgrq4OU6ZMQXBwMNLS0qBWq/GrX/0KRqMRW7ZsgUQiwcDAADQaDRN7fv7znyMxMZGLhytXrsTu3bt95jdv3EIgEEClUmHRokVwOBwQi8VoampCWVkZamtrUV1dzZ5G1HVJRd/e3l5UVVXxXDJu3DhERUUxyL1x40a43W60trbiD3/4A7Zu3coSk9OmTUN0dDTi4uJw/Phx9Pb2cmF2+vTpOHfunE8HcnR0NDQaDUQiERuKj4yMYM6cOaiqquI8njqJSb5x9FxAXpG7du3iPMDf3x95eXkICwuDVqvF559/znngnDlzMHfuXBw4cMCn25zkmS0WC/sF2mw2eDweKBQKPP7446ioqOC1xel04sSJE1iwYAHvz44dO4ZTp0755DXUydvX14e9e/f+6DyfxoobhYAbcSP+l+KnVggAwGCTN0BEi839998PnU6H2NhYXL16lcG/0UHyIsQM8w6pVIrCwkIUFBRg/vz5uHr1KmvwkXmZSqWCzWZDVFQUG7zpdDpuEaPjdnV1ISMjAzt27IBMJsP+/fuZfUSADrH9vTft1IaelpaG8PBwfPrppwyMyeVyTJ8+HQ0NDQxm08JG98RbO5rkhLzb4chor6enB8nJycwgo0SVtHAJiCcjOIFAgNjYWPT09DCLGLiW2FPrMzG86JyIpXvXXXfhzjvvRGVlJTP6SIKBNk6U6CUkJPiw1w0GA1fcvVv1XS4XJk2axMkGnaOfnx+eeOIJ3HTTTSgqKmIQ6J577kFFRQUzCYKCgpjtq1QqUV5ejp6eHnzwwQeIiIjAnDlzcOLECYSGhgIAtm/fjqioKMyYMQNbt27l41Ihxt/fH+fPn0dnZyfq6uo4WXrzzTdx6NAhANcS6EmTJiEkJATPP/88ysrKcPToUTaXo4iJieGNUWxsLD755BMsXrwYEydORFFREUJCQlBeXo4LFy7A4XDAYDAgMzMTGo2G9fTDw8MRHx/P4+/gwYOwWq1wu93o6uoa06zU7XazQR69Px6PBzabDStXrmSTvK6uLpw+fRpVVVXXvUMUxHAlSSGS0SHZEgLVXS4XBgYG0NnZCeBaImy326FWqzE8PIzo6GgA1xiFgYGBsNlsXBwYKwoKCvCXv/wFWVlZSEtLg0wmQ3FxMYB/dT34+/sjKSkJNpuNgTeJRIIZM2bg3XffRUxMDD755BMsW7YMH330kU+RzuPxoKqqCtnZ2SxNRGOApEU8Hg9rVubn5zODvq2tjSV4qEA3NDQEf39/iMViKJVKaLVa1NTUYP369di5cyeqq6sZRKeN9vjx45GTk8PnpFKpcNddd7E5sFqtZhYuAXBNTU04duwY+vr6eBxQUVIoFCIhIQEmk4mBh5CQEPj7+yMoKAhms5lBGGJOCwQCzJw5ExqNBvX19ejo6EB1dTXLM7hcLvT19bEBq9ls5q4SYsRPnDgRqampuP/++yESiRAcHIykpCRIpVLu/PKOwcHB75V0k0gkLMtBhV5v9hS99zabjZMhkidob29HdnY22tramGlL45dAHrf7mufE+vXrWQ6NTBzdbjfuvPNOLFq0CDExMdi8eTPa2tp4zqJznjp1KgYGBvDggw9CLpdj7ty5iI6ORn19PUQiEUs5OZ1OJCcnIyoqiudHavX2liAipiW9uw6HA42Njbhw4QLi4+Nx6dIlNv+kwrZYLMbUqVPx8ssv45NPPoHL5UJnZyeeeuop/OMf/+ACOhmu07nTM122bBlKS0tRU1PDRsY1NTUst0Xvbm9vL2JjY9k8dXh4GK+//jpUKhUaGxt5bvF+r6hQsXz5cpSXl8Nms0Gv1/uMg8TERNY4B64BWCtWrOB2brfbjc7OTsTExODq1atISUnxMeOm8WCxWGC1WnHvvffiySefxJQpU7Bnzx42oM7IyMDAwABSUlIwPDz8bwH6yMhIvPfee7zGjn42wLU1i2RbbrvtNjQ1NbGpHzHb4uLifADLH2J4SwoYDAbce++9WL9+PVQqFY4fPw6dToeAgACEhYXh3nvvRX9/P2pqanz0+GkuJfO/+Ph4PP/889Dr9axVDFwrvFqtVjbPDQ4ORmBgIDo6Olja5PTp03jzzTfhcrkQGBjIoAARKUZGRrBw4UIkJCTgxRdfRHt7O1pbW+Hv78+AZmpqKuLj4/H555/Dz88Pzc3NyM3NRUxMDAQCAZqamngO12q1SE5ORnZ2NjZv3ozq6momAWg0GsTGxuKVV15BY2MjKisrcfLkSUgkEu7ooTW4vLwc4eHhiImJwcmTJ7nATn4Ijz/+OFQqFaKionDo0CGeU0UiEZKSklBVVYVnnnkGH3zwAWQyGZqbm/l3kpKSkJSUhLKyMh/WZ2lpKfr6+tDU1IQnn3wSb775JssdeneMAWBZJSqsk0zn8PAw7rjjDpw8eZK7dUdHcHAwQkNDkZ+fz7KPycnJLKtABf2YmBjExcUhOzubZT+NRiMWLVqEm266CcA1uTbvgqJIJIJAIEBiYiKMRiOCgoLQ0dGBdevWwW63o6SkBMeOHYPRaOT3ldbslStXYsKECSxD5XA42CBYJBJhw4YNqK2txfHjx3msk9m40+lEWloaFi5ciBMnTvA+19/fH/Pnz4dKpWKyAfn83H333Vi5ciXLEe7btw8dHR3Q6/W8blAQ6GUymTBlyhQUFxcjKSkJDQ0NyMjIwKeffopf//rXmD9/PhQKBerq6q6T9iSgi/bMdO3+/v4YN24cjh07xh48FHRvAPA75Ofnh4KCAggEAvz617+Gx+PBpk2bUFNTw6SsGTNmoKWlhTvuiJRktVqRn5+PBx54AIcOHUJ6ejrOnDkDtVqNK1eu4KGHHrohDXQj/qODxjJ1vwDAvHnzUFlZ6ZP7JiYmorm5GYmJiaiqqkJeXh5L7VChkSQxk5OT0draisTERPzyl7+E3W7H4cOHERsbi9bWVp8chAhmMpkMYrEYO3fuRFJSErZs2QKPxwODwcDdoCSfp9VquQhPRV/yyJFIJLDZbOjo6MCePXswY8YM9mOkHFev12N4eJhNdgUCATo7O7F+/XosXrwYCQkJXFz+85//zF1adC+ooJqUlITW1lYkJyfD4/Fg7ty5fB+Hh4e5IOEtwTg6Ll68iLNnz0KpVDIpJDo6GuXl5SgtLWWJW4lEgvb2djQ1NaGnp2dMb0lamymEQiEee+wxXmtMJhMkEgkTa6xWK1JTUyGRSPDFF1+gsrKSjwOAiVS0N/kxeT59X/xoCgF6vR41NTWQy+WYP3/+jULAjfiPj59iIYA0NEdP6H5+figvL8fmzZsRFRWF3NxcmEwm9PX1jWlw6619TkHa+kajEX/605+QlZWFyZMnY9++fcjOzkZ9fT1LBo2MjKCtrY1BGblczoaqtCBQG+yECRNw7tw51qync/k+aQiBQACz2Yw1a9YwI5kAR4fDwdp4o4P0r71bzOfNm8et5d56nwTCkMagTCbjZIrMKAmstVqtiI2NRUhICLelDw8PsxRNUlISm6AGBQWhv7+fWaTE2l+8eDFycnK4qEHJBenwk6yMSCTC0qVLkZ2djfb2dpYqam1tZZOzcePGwWq1ssZuQkICP0/qOJg9ezYmTJjAoH1mZib27duH3NxcNDQ0MFg5ODgIs9kMo9GIoaEhDA8Ps1nQ3r17sXnzZsTExKCwsBBJSUmQSCQoLi5GV1cX1Go1WltbGcCg9nDaJJHR26VLl9DU1MRt9h0dHVCr1fj73/+OU6dOQafT+RQBAOCWW27B7NmzcebMGQDgjgaLxYKlS5ciODgYcXFxaGxsRGBgICIjI5Geno4vv/wSYWFhDCxWVVUhKCgIdXV1PLYJVJbL5dBqtRgaGuJ3hAA7YjGPjIxAoVAgLCwMly5d8ilejZaJGh0ulwtz585lvwbS7o2Pj2dmNY1JoVCI0NBQluogRqfD4UB2djakUimWLFkCjUaDqqqq69i13n/a29uxYMECTiZbW1tx5swZlnchQLevrw9ZWVlQq9UMvB07doz9Knp6epCQkIDCwkLU1dX5tAHLZDI0NjYye5XeFYlEgjvvvBMvvvgiEhMTcfXqVQQHB7NGNjHL6b65XC6kpaXBbrfjgw8+wMKFC7F161bk5OTg448/xkMPPYTm5mZmpFCUlpYy67m/vx/Hjx9ns92jR48iNDQUFRUVmDNnDntCUMv/3LlzMTAwgIGBAZ6vSOrBarUiIiKCQee+vj6IxWLExMTAYDAgPz8fer2eAZ7o6Gj2/6irq7uOtUQJRm5uLp5++mns2LEDALjIN2HCBO5YmDhxIrZs2QLgGiP9nXfewbFjx3y6S7w7Q+jZk1+Dy+WC2WxGS0sLA2Le5zMaVBkaGoJWq0Vvby/EYjGam5uRkpKCxsZGvPrqq/j0008ZfBMIBNBqtVAoFIiNjcXy5cuxa9cuBpc9Hg/Cw8NRVFSERYsWITAwENXV1VAoFGyU+tBDD0GtVuOhhx7CK6+8ArvdjlOnTmFwcJDHFvl0JCcno66uDikpKWhqamJdfroGem/GWkNkMhnr7tN5BAcHY3BwEIGBgZBIJGz8/Mknn6CtrQ0ulwsHDx7k8RQaGsp6szRXz5s3D7/97W/x2GOP4ejRo6ioqEBDQwPrjotEIk62CEjq6emBXC5nU3bSQic/jNHn7XQ68cYbb2DTpk2QSqU+zHyBQMBFDDJspntWXV0NvV6P2tpaGAwG1NTU4MMPP8R3332HkpIS2Gw2nl+IQT5+/HhERkYiLS0NKSkpsNvt+OSTT2A2m7nDrL+/H5mZmYiMjOTEl6SHRgexg2nsjSUxRK3njz76KCZMmID6+noueBmNRh/Pkh9qeEsKhIaG8v3t6OjACy+8wB2JJFXz6quv+oAG9L7THGm1WnHq1ClERUVh7ty5+Pbbb1laZ9q0adDr9SwjuGXLFrS2tqKmpgbAtb1OfHw89uzZg9raWrS0tODy5cs+4KhYLMbs2bP5mSckJPBzIm8Hs9kMg8HgUyAn+QXy06BCmVgsxuLFi/HFF18gPz8ffX196O7uZkbmvHnz8Morr6C3txf79++H0+lEf38/d3PStVutVpw7dw4XLlxAUFAQ+05lZ2cjLCyMpeuKi4tx9uxZlrkcHBzEfffdh2eeeQYSiQT79u2DUqmE1WrF4sWLYbfbcfz4cTQ0NCAtLQ3/+Mc/YLfbWeqCZPe+/fZbTJw4ER6PB9XV1VwQ9d7jUhdGdHQ0y1ACQE1NDV566SV8/fXXPsAI/R5JO8XGxrJUUHBwMHQ6HUvckd7ymjVroNFoeC+XlJSETz/91KfrbDQzVyKRMHDm5+fHfjwEhBUXF6O7u5tJPenp6YiIiEBqaip27twJu93O+9KEhAScPXsWWq0W7777LhITE9mLaWhoiJ8DgWZkcukt5UceSSqVis06ly5dijVr1kAikaChoQERERE8rmidIxCd5i4iDly8eJFl0YRCITo6OqBUKvH5558jPz8fGzZsYL8Wugd+fn5s0iyXy7n4T91kZrMZfn5+TMQgmU2n04nIyEjk5uYiOjqafaGqqqpw5swZ+Pn5sUm6t8ScxWJBX1+fj0QkkSba2tqQn58PPz8/XLx4EUFBQaitrcW4ceN+MizaG/HDjqioKBw5coS7u+fOnYvTp0/75EROp5Nlip955hkG60nGmORLJRIJ52UnT570kTxMSEjA0aNHfd4jmh9cLhfeeecdNDc3Q6fTYcWKFQgNDWWCGGnkT5kyBV1dXdDpdEyWqKysREJCApqbm9m/IDc3FxEREejs7GTvAZIalkqlaG5uhlwux+DgIEvDqlQqSCQSaLVa9PT0oKKiAo2NjUhNTYVer+d7IRaLUVBQgOTkZPzmN79BXFwcli1bxkVvkkPLy8tj2VvyKqCOqdFeKkSmevLJJ5GZmckeDSQNS53fNG+ORc7wJqAQcbGmpgZHjx6FTqfjYiqt0yqVCkVFRVCr1fB4PLhw4QJ3vXl3q9N+9sfi+fTv4kdTCIiOjsZdd92Fu+6660YR4Eb8IOKnWAiQyWQ4cOAAs54paCKXy+X42c9+BpVKhY0bNyI4OPg6kBW4lsAolUrYbDZm0BNwFBAQgHvuuQd2ux1r165FdnY2Kioq8Oabb+LIkSM+2pkEQpFDvfciQ/IgDQ0NEAqF12lejw5KsGJjY5Gbm8ug+7Fjx9DT08PJq7euO8XcuXORnJyMyspKBiHWrFmDEydOQK/Xc1JCwBmBl94gvLdWfGJiIvr7+1kPm+RMoqOjUVFR4QPiZmZm4vDhw8jOzobBYMBLL72E7777jhNHkhPasmULIiMj2RCZWga9Q6lUIjs7G9u3b0dHRwcMBgMbCPf390MgEMDlcmHq1Kno6OjAxo0bWWOX7rnb7UZaWhoMBgOMRiOb8RIQNWHCBBQWFmLx4sXIzs5GR0cHNBoNMzNp85OSkgKFQoHNmzfDbrdj8+bNkEql2Lx5M3Q6HXQ6HUtAAfBp4yZDUJ1Ox5Ii3mOV2O+jxy89m7vvvhsymQwnT57ke3jhwgX09/ejqKgIt99+O1566SVm71ksFly+fBmRkZGoqalBTk6OTwHJ5XIxG4xA+XHjxrG0CF0DSVbQNdB1WK1WOJ1Obu2kzpaxgiSGhEIh5s+fj7Nnz/I7Q5rOo3+XvoOKUFOmTGGzwdbWVpjNZjQ0NGDBggXo6enhRF2hULA8Eo17kUiEL7/8EnfffTckEglkMhm+/PJLZlZ7R2trK2t+9/f34/nnn/fpzigvL2fDR+/fpVZ37w4V+rnVasWhQ4fw5JNPYvHixT5yTlFRUSgoKMDChQsRGRkJjUaDkJAQiEQihIaGwmAwoKurC4GBgdBqtVCr1Th06NB1clvEVE9PT8fSpUvx9ddf4/jx4zh37hzEYjEWLlyIy5cvo7u7G5s2bYLT6WSt4dmzZ7MGNHmHENNlZGQENpsNSqUSYWFhuPPOO1FfX4+goCAMDw+jtbWVAWmxWIyIiAh+l6mbZ/Lkycz4JgNMkvMJCgpiWYfx48fjlltu4WTCbrczaNXf34+UlBQ8+uijbO6sUCj4/aa5kqSTCLjFaYuVAAAgAElEQVSg5IfkyLxDKpX6sOfpWZHmPIFPQ0NDyMjIwOrVq/H1119z4Uoul8NoNOI3v/kNNBoN5s+fj3HjxkGtVkMoFEKtVrNh5qZNm1h+i55ZfX09AgIC8N577yEoKIiZ9haLxacw5O/vz3NnWFgYDAaDz1r3fe8chcdzzfidAG1KTkJCQuBwOLB9+3Y4HA68/PLLaGhoYCNSGtf0+1KplJNBAOjq6kJKSgp0Oh2bj/v7+8NgMMDlcrHhpndXDBV6nU4nmyyLRCKIxWJebwmkCg4ORnx8PI+lhoYGHhdUiLHb7SzV5Z3ApaSkICQkBEaj0UdmhMYLvTPeiZpOp4PFYmETvYMHD+Lw4cO8TpPvxODgIDo7O3HmzBlYrVYUFRVdZ5D94YcfwuPxsPSW2+1mfw36frq/QqEQhw4dQllZGet+A9cS5cTERCQmJv6gOwJGs54fe+wx2O12LF26lMdDcnIyVqxYgYGBAVy5coX3TwBY2z04OBg2mw1hYWEYGhpCXV0dDhw4wMX5yspKlikjWQCPx4OdO3f67CsGBgYQHx/P89ZoabKAgAA8+OCDOHXqFIqLixESEoILFy4gPDyc90DeXU70/8R+12g0DAbNmzcP69evx/Lly9HV1cUATk5ODrq7u6FQKHDmzBmeS1UqFRddXS4XAxvehSSSacnJyUFDQwPCwsJ82OQtLS3Q6XRsdk3z8syZM1FSUsKdElTce/HFF3H06FGcOnUKR48e5X0Kvfv+/v68T+zs7GQJvNHFR41Gw+ukzWbjrlKaR8+ePcsFZpLAs9vtCAoKQnBwMGJiYqBSqfDiiy9i165dLN0VGRkJPz8/REVFIScnh+UhysrKYDabUVxczHKSJKVEexraG3s8HvadueOOOzBt2jSf7geNRoOFCxdy4aS7uxtms5lNgePi4tDW1obk5GTW1L9w4QIEAgHOnj2LwMBAloaTy+WwWq2QSqU+Uhjkw+J2u5GcnIyIiAjWlqbrsVqtaGhogEKhQEtLCwYHB3mMpaWl4dFHH8X69evR1tYGiUTCPx/dSQVcm6/S09OxZcsWBAQEwOl0IiUlBdOmTYPRaMTkyZPR1tbGoB8VzqkwOnnyZNYqp+NSR0NfXx86OjrQ29uLjRs3sidGW1ubz77XO8j3if6dxjNJS9rtdpSWlrJ0J31mYGDgJ8GivRE/7JBIJJg/fz7CwsIY0CYAHvhXHnTy5EkoFAq8//77mD17NmJjY5GUlMQ5mlKpREBAAO8vaV8kl8vR3d2NZ555BnfccQe++uorlgAWCoUYP348QkNDsW/fPpw4cQKnTp3CsWPH8OSTT+KOO+7AwYMHmXBTVVWF8+fPo729HbW1tZyD9/b2QqlUcv4jk8nQ0tKCRx99FLt27cLAwAAGBwchFAqRnZ2NyMhIaLVaLFmyBLNmzWLCAnUBGo1GfPTRR+jv70dbWxsCAgJ4H6RWq6HX6/H73/8eEokETU1N+N3vfgeHwwG9Xo/u7m6W5AsODoZCoUBHRwdefPFFH8lHKqgfPHgQYWFh8PPzw7PPPouUlBQu1npL1XrnAh6PB0FBQSz/Q2oHRHYym81ISEhAZ2cnKxuIRCLuMtNoNGhqasLw8DA6Ojpw4MABH5lCWrscDgd7Oa5bt+4HTez478SPphDwY42RkRG0trbiwoULOHLkCHbt2oUtW7bgww8/xEcffYSrV69i9uzZ/6Pn4HQ6cfLkSWzfvh07duzA9u3bceDAARQXF8NqtSIyMhJSqfQ/4rg/lGMCP71CABltjR8/Ho2NjWMy7hYuXIi0tDSUlZVheHgYjY2NCAkJ4cXMe1Nqs9mY2apQKBiEjYuLg1gsRnFxMfz9/Vm70mq14pZbboHFYsH48eNZR5/YTt4JP+kFUuJBycq/Y1DTuUVGRqK+vp4NVzs7Ozmx8NYt9r7+gYEB1uWj74mPj4darUZCQgIzc4mhRJ8Ri8X8nWRkS0ZAZDja29uLd955B8nJyUhISEB8fDwuX77Mxp7l5eVcLPnTn/6El19+GeHh4TAajVAqlXA4HFAqlUhMTGT9VYrQ0FAfkGtoaAhXrlxhwyICfChGRkYwYcIEREZG4umnn0ZzczPLzlACCgAXLlzAqVOnUFJSgvb2dggEAtakrq2txXPPPYfOzk5s2bKFGXvez2ZkZAT19fXIysqCyWSCQCBAXV0damtrodfrOZGhturRTGWKsLAwH937/yoI2Jw1axYSEhLwySefcKFGoVCgpqYGSqUSn332GReaSH/RaDQCALePexse0fjyZq+7XC489thj0Ov1MJvNDKwNDw9j27ZtzMQns1C3281sSAL7xhrPtDESiUS47bbbMHXqVDQ1NTHrcfTvkKyOQqFAYGAgm223tLTwmB8/fjzi4uKQkJCAEydOcJIplUrxyCOPwGKx8OaWtB9jYmIQGRmJVatWcaFndAKdn5/POpfEZKUCD90jauNVKpU+Y3esa3e73ejv74fNZkNkZCRCQ0Nx5coVnDt3DhqNBhUVFbj99tuRk5ODwcFB7N+/H3V1dejp6UF5eTnOnz+Pjo4ONl+8cOHCdYA2aUHPmTMHQ0NDaGpqwuDgIHsY2O12REVFQSaT4cyZM3ye1Lly5coVZGRkwGQyYdmyZUhNTUVhYSHOnTvHnU0EJJeWlnLXQl1dHc8h1DFiMplgNBp9zDtJJoN0rYn15HQ6cfHiRf58V1cXzpw5g0WLFkGlUjFoFRAQgNraWphMJnzyySd44YUX8PHHH/uYSxJYYrPZoNVqeWx5sxK9nxfNz3/729/w9ddf83tD2v00lxJYSFI6QUFB0Gg08Pf3R3x8PN544w2em+x2O3Q6HXbv3s3tx729vSgpKWHGe2JiIrOMu7q6kJCQgMDAQNTU1EChUMBisXCSoFaruThD7KWJEyeytIh3eMv8UOcORUBAAEJDQzEwMIDJkyfDYDAgOTkZfX192L59OwBg0aJFPmwnbzkrh8OBn//85zh37pzPcUNDQyEWi1FZWenzLsnlcjYu9jZeF4vFLJdB2vxKpRJSqRQzZsyAXq/3AeyHh4fR3d2Nzs5OdHZ28pjLzc1Fe3s775FiY2P5+0nCzmq1csfT93Xa0dguKChASkoKZDIZfvazn7Hs34kTJ1BRUeFzj91uN2JiYthbqLGxkZnZZP65fPly+Pv748yZMwgJCeHuA1oDCTimNXd0Mcp7T2IymbB8+XKWo/shBhkoBwQEcJGV5lYq7hDTOy4uDrt37+b5nMLf3x+TJk3iNYCKviaTCU1NTYiJicGjjz6K0NBQXL16FWFhYSgvL2fDae9OoIiICJZh8mZV0tq9YsUK/OpXv2IflszMTLS0tEAikXCRjhiB3oV/p9PJkljUDfjHP/4RX3zxBbq6uljKJTQ0FK2trbj77rtx/vx5ftdojiTQNjQ0FL29vT6a+lS48ng8XLSbOHEili9fjvXr10MsFrOXAV0f+buYTCZkZ2fjww8/5KJMXl4ev/ck62UwGHykdahAScX2xMREH68tuVyOadOmwe12896I5BlovnW73dy1IRQKYbPZ2DjS47kmNWgwGBAfH49du3YxGOTxeNDf3w+73Y7MzEzU1tYiOzsbWq0W4eHheOONN3y8i4jkQLkP7cno+qirY+/evVi2bBkbcJaXl6OiogJhYWFobm7GuHHjuDvw4sWLEIvFMJvNPG/V19fze6zVapGSksJ+NL29vUhMTGQ5DgraP5DUERUcgX95aBw8eBBpaWmoqamBRqPhZ5CWloaenh6sWLECjY2NmD59OrZu3eoDcI0Oj8eDjo4OiEQintOsViv+9re/4fbbb0d7ezuioqLQ1NTE3ZHU8TsyMgK1Ws0yov7+/vD394dIJIK/vz/nMMnJydi3bx+OHDmC3t5eDA0NsVcLdQGPFaP3xsPDwzAajXA4HLBarYiPj0dPTw8Xfn8KLNob8cOO/v5+lJWVsWeS3W7nfUlAQABLA9H8rtVqsXXrVuj1enzzzTeYPHkyLl26xBKFDofDp/PX4XCgqKgIUVFRGBgYwN69eznvEggEMJlMMJlMTPIg35GwsDBkZGRAq9XCbDYjIyODPayIYU8FArvdjpCQEO7yNplMEIvF+Pbbb5GVlYXu7m6sWbOGC9BVVVXcueANzNP63tzcjMHBQahUKshkMsydOxf19fXIyMhAS0sLHn74YURERGDVqlVoa2vjjn4/Pz/2OhkeHobFYkFxcTGMRiPvm7VaLQICAtDT04PVq1fDz88PBoMBr732GuLj4/l53HrrrThy5Mj34i02mw0RERHw8/PDww8/jKeffhp33HEHduzYAaVSyRJ43t15Ho8HU6dORVtbG5MZKN/0DjJcnzx5MgQCASZMmMBeDz/muFEI+A+Os2fP4plnnsFXX32F8+fPo6GhAWaz2efl0Gq1/6OFAJ1Oh9/97nc4dOgQurq6WJqBHNLLysrw7bffIjY2FpGRkf+rx/2hHJPip1YIKCkpQW9vL86fP+/DYgTA+tq/+MUv2PiT5A8GBgZQWFiIuLg4BAQEsK4nAAY17XY7J3s9PT347rvvOLlXKpU4ffo0HA4Hzpw5wywoYu4SAO298Hiz3b2ZMN4hEon4sxSk3R8TE8NM9aamJsjlcv796OhoSKVSLF++HGVlZWx26Ha7GXz3eDxYuHAhDh8+DJfLhZaWFhQWFkKhUEAsFiM9PZ0TL7FYzPrZYrEYg4OD0Gg0AIAZM2Zg/fr1eOGFF2C1WrFnzx6cO3eOZYUIuNLr9YiNjcXu3bt9GO8EDPX09GBoaAirV69mDXrSEvUOPz8/JCQkoL29/TrglqKrqwuVlZXYv38/zpw5g8rKSlgslusAU3oudrsdZrOZE8j8/Hzs3LkTJ06cYPbTaKM6h8OBiRMn4ujRozAYDGhoaGC2EgDWdX/kkUdw7ty5MQ3xgGugPCVI3qx/t9vNIKT3NdpsNoSEhODhhx/G1q1bmVFNzDXSHaQkz7u1tK+vj4sza9aswcWLF30KAcT8ouO99dZbCAoKwvvvv+8Djtx2221wOp2oq6vD8ePHfSS0oqOjMXPmTLS2tnJyOFbQeU2dOhVxcXH48MMPxyyU0HOiZ0Dt7EKhEBqNBmlpaWhtbYXVakV9fT3WrVuHBQsW4MCBA0hOTobNZsPVq1dhMBiue4YSiQRtbW0AgMrKyut+LhaL0d7ezmAVMVkjIyPZkJKYzGMxzMmk3Pua6Xl6PB5cvnwZ//znP9Hd3Q29Xo8JEyZAp9NhaGgIf/7zn3H+/HkMDg5y0SQuLo49AtRqNQoKClhne3RIJBI0NjZi0aJFzNwh9vPIyAhmzJiBo0eP+mj90jOmNvygoCAUFxdDoVDg888/ZxDFbrdDJpMxK5QktLxZux7PNTmhuLg4OBwOZsAQM9Tb7Jc20zRH0XkQW5QMqkUiETZt2sSA6Pjx4xEREYHw8HAsXboUjY2N0Gq1CAoKQlZWFtxuNyIjI9HR0cFgGd1LuhcpKSmYPn068vLysGHDBmRkZCA3Nxf79+9nwGis95Y6Yc6fP8/M8cHBQTzwwAMsSfF//s//QUVFBc91dKzIyEh0dnZCpVLBYDBg3LhxCA8P5+6gsrIyTJo0Ce3t7VAqlWxyTv4PdN9kMhk6Ozt9niEAfscDAwNRWFjIOv4qlYqlisgYtb29HSqVCo888ghWrVqFxsZGHDt2jM+FGPwSiYR1VompSWsCxcDAAOrr63ntuXjxIms+j4yMIDAwEP39/YiNjUVGRgaEQiEeeOAByOVytLW1sf4rFa+cTicKCgp8tMdpjo6Li0N5eTm0Wi3a2tp4HiPA2NsnQiAQYOLEiWhoaGCm9uh31c/PjyVqKisrERkZiYaGBpSWlqK5uRkffPABsrOzGail+WHq1KlceOrt7YVarWa9cUqAyRtDoVBgeHgYU6dORW1tLcaPHw+LxcJdIaPHGXVCUFDxUSgUYtq0adeNyR9KUEKenZ3tU+QqKipCRkYGqqurUVBQgH/+859YtGgR7rnnHoSGhnL3WlJSEgwGAxITEzE0NIT09HQYjUaeh9vb23H69GkcP34cTz31FBYvXoyAgABkZ2dzscE7Jk2axGQKkn+Uy+VITU0FAO5SJIlHYiIC4OIq/SFvkJGREZZTdDgcXNy4+eabkZmZiW3btkEoFGJoaIiJEORT410IIj8KYuFTMU0gELCZIgHQ1J3idrvx/vvvIzAwEEajEVKpFAKBAKGhofB4PEhNTUVLSwtaW1uxe/dubNq0CeHh4XjssccQExODHTt2MIhLoI43gDtaPoEAWpIMdDqdaGlpwfDwMM+7BCqN7ozz7jYcGBjg8bBgwQKEh4cjICCApcQIeBEKhYiKikJWVhYaGhpQVVWFjz/+GPfccw9uvvlm7Nmzh8kD1Gl3xx13IDY2FjU1NVzkpXmTur7S0tKwfv16HiuDg4OsM93S0oKIiAicPn0aU6ZMQV1dHYRCIZRKJSwWC7M8SVJuwYIFKC0t5SIIseJp/hYIBJBKpUhKSkJaWhpefvll3lN7e2h0dXWhra0Ncrkcvb29CAkJgVAoxKpVq7BixQqsXbsWvb292LJlC6Kjo8c0AKYgIhMALjK99tpruHz5Mn75y1/i6tWraGxsZC8zColEAoFAgFmzZuHJJ5/Erl27WE6DuuVorx8eHs6kJNoL0/MdS4L1+4I6P2neJ8NoKhg99dRTN6SBbsR/bNA77K23L5fLodFosHjxYly6dAn5+flobGxEc3MzXC4X+we4XC4YDAYuUgLXPOE6Ozt95t1p06YhLi4OarUaS5Ys4WIBYRYej4clyaho63A4kJOTwyblx48fR1hYGJutx8bGora2lud8j8fD3fIAuKuJgPeIiAjk5OTg8ccf53mTin7ext5qtRqbN2+G0Wjk87Db7XjllVcwf/58LmJevHgRX375JbRaLYB/SUfq9XpYrVaIxWIMDw+zcTrJSspkMjQ1NeHuu+/GqlWrfPbtLS0tyM/PZ/PjrVu3Ij8/HzqdjomIo8Nms2FgYAAFBQXIyspCWVkZ+vv7WQKPiCxhYWFQq9W4+eabUVlZyXsJktD1jry8PMyYMQNLly7Ftm3bmExI+eWPOW4UAv6Do7a2ljWmvy/+JwsBJpMJv/jFLzhR9vPzQ0ZGBrKyshAaGsoJrM1mw5kzZzB+/HiEh4f/rxz3h3JM7/ipFQLUajXeeustiEQiLqgQ+CaVSrFz507ebEskEtx6663Yv38/8vPzUV9fjz/84Q/48MMPmUFIQceh5ILY/K2trVCr1WhoaIBAIEB3dzcvxMSgJiCFNrTfx9YZHXTexKIi8IokOChBIxY7tfIKhUIAwBtvvIGKigrU1tb6gMDd3d2Ij4+HzWbD8uXLcejQITb4bGhoQFdXFywWCwNBCoUCa9asweTJk1FeXg6r1crsMLlcjqCgIBQVFSE4OBjl5eUM/I9OFolNQKDg6PsgFAqxbt06pKen4913373On8E7enp68PDDD6OmpmbMRdwbPCeA/b9736VSKQwGAwNeNpttTNNZPz8/6PV6yGSy72VhiUQiPPHEExAIBKyrS+xcoVDI4G5PT49P5wO1/T/44IM+xxaLxZBIJJgzZw62bNmCwMBAVFVVMcBGUlYECND1k8mzSCRimZm1a9cyG502XQSwu91uZjm//fbbPrJRHo8HjY2NKC4uRnV1NSf3dE8AoLu7G6mpqWhoaLgO3A8ICEBAQAAXP7q7u/H+++8za+z7IiQkhDXAU1NTYTQa0d/fz7JQAQEB8Hg8SEtL440vgUcqlQqpqaloamryOSb5Mly6dAlBQUHXAaojIyMoLCzkln1vaZq+vr7rznd00SYpKYm7MEZ/RiqV8lxEGsbd3d3o6+vzYU56syl7e3tZoqGlpQUrVqzA0aNHWYaJxlRMTAwmT56M4OBgfPDBB2z6RZI5AoEA9fX1eOCBB1BaWspzC7W32u12Lvip1WrU1tYyK57kd7xNnUkve3TEx8ejrq6Or8Xlcn2vkS/d79EdGS6XC8888wzsdjtWrlyJ1NRUXLp0CX5+17we+vv7sWzZMqxbtw41NTXQ6/UwGAzsWUCtzZTIJCUlobu7GwCYsdrb2+sDxOzYsQM1NTVjSqx5n1tfXx8SEhL4WiMjI9HU1IRXX30V33zzDYaGhpgpS34ZVIyl7hmBQICuri50dnZCqVTCZDIhMDAQjY2NCAgI4DlhrHtGxT/voPeN5LuWLFmCnJwclJSU8Jo4+ljDw8O4//778dxzz6GpqQmlpaUsCUbg+8jICCZPnswMZwK8Rn83zf+zZ89GbW0tAgMDIRaL8e6778LtvmZCbjKZ0NraiqGhIZSUlKCpqYnfAepACw0NZV14b7YxnU9UVBSD7/Qz8miYM2cOpk6divPnz/O40+l0GDduHDQaDRQKBeLi4lgnFri2/pjNZgwPD2Pr1q0IDg5GbGwsvvvuO7hcLuj1epSVlfFeQKVS4c0338THH3/MBcXCwkJ0dXVh27ZtPJZ6enqwadMmNth0Op1YunQpVq9ejdbWVojFYmg0GtbK9g5i2hYWFrKvBbF6SdbshxbeAAkxBk0mE/bu3YvVq1fDYrEgODgYKpWKgQSPx4MNGzZALpejp6cHWVlZiI2NRUREBG655RbEx8ejtLT0OuIHmSunpKQgLi4OWq0WGzduZI3zyMhICIVCSCQSdHR0QCqVYmRkBKmpqVi9ejXy8/Px+OOPIykpCdu2bYNMJoPBYMCLL76IL774gqXGpFIpswDFYjF6e3t5vbTb7cjKysKVK1cgFAqxZ88e3H///bjvvvu4m0ylUsFsNkOtVjNDHgDWrl0Lh8OBCRMmQKlUIi8vD1evXmVpK5fLheTkZM4faO6k4mlvby8X4og4Ql4TwDUShkqlglAoxM9+9jNIJBKWs0hISIBGo+Giq3eMtdeh/Rrt+yQSCXte0Z5HrVZfB46MJkjQujJlyhScPXsWdrudOxqoW4CKoAUFBfjmm29gs9nQ19eHmJgYTJw4EUeOHGH5OI/HA4vFgieeeIIJIlS89j5XAqby8vKYLfv2229DoVCgv78fBQUFEIvFiIqKgs1mQ3x8PG6//XaWihoeHsb06dMhEAjw0EMPYffu3Sx1NjIygocffhgOhwMZGRlsepmXl8eM4R07djB79vjx4yxvJhaL0d3d7SNdsWPHDuTk5KCsrAxGoxHFxcWQy+VcnPq+oL0HrSvZ2dkoKirC2bNneQ8REBDARqPefjMhISFsYN3f389Sfh6Ph8cQFQW6urrGJIDQc6Z8iPS2ZTIZ71NHywR5nzt18K1atQp5eXn/9lpvxI343wwiJVosFmg0Gly6dAlarRZVVVVYtWoVkz/Onj3LUjZEjqJ9IXXt+vn5cZ5Pe3iSHlu3bh3KysrQ0tLi0+1InQE0ZwqFQjz44IOorKxEb28vXnvtNfYZuOuuu7BkyRKMjIwgIyMDeXl5uHjxIh9r9J7c398fQ0NDCA8Px9WrV7F06VJUV1ez+fpXX33FnXgk+1dWVobU1FT09/ez3M7MmTPhdDpRXFzM6wdhFXq9HkajEU6nE0uWLMHatWtx8OBBlnekeXn8+PEYGhrClClT8Nhjj+GJJ564bl+qVCqxe/duZGZmwmQyYWBgAIGBgUhNTUVXV9eYe2LCDdxuNwoLCxEeHs7EUW+yCXmpicVi9Pf3IysrC7/61a8QFRWF06dP+xxz0aJFuO+++3hdHx4ehkgkQkJCAtLS0v7/HYD/YXGjEPAfHE1NTSgpKUFQUBAyMzNx8803Y/HixQgMDERtbS2A/9lCwO9//3tmZGq1WvzpT3/CvffeiylTpmDmzJm47bbb0NjYCIPBALfbjQsXLmDevHmcLP7fPO4P5Zje8VMrBNjtdnz22WewWCycMBCDZv369UhLS/NJnlUqFe68806oVCp2nw8JCcGpU6d8zAoDAgJ8THypFZyMG4npQq2+BMoT6PX/hREjEonYsGvixIlswKlQKDA4OMigLIG/crkcNpsNSUlJSExMxLZt22AwGBjcoE1BdHQ0WlpakJWVhe3btzNrx7toQhsOqmpXV1ejqakJPT09mDp1Ktrb21lKhXTayWfg35lUUowlY0HMMJKm+L4WYro31dXVY3o7jHV8Sjr+uyGTyaDT6Zjl9H1BLDBvFrN3jBs3Dtu2bUNISAgqKiq49Z0YpMR0EovFcLvdmD9/PlQqFVwuFxtAmc1mDA0N8XhyOp2YN28eTCYT1Go1NBoN/Pz8YLPZWGqFgGa6r7QRdDgcWLlyJdauXYtHH30UJ0+ehMvlgsViQXJyMhtDa7VamEwmzJ8/H0NDQzxHUXxfdwONnYkTJzJbjNjjxNild4P+TpJLBILRGBwtbUVFFIfDwS2tM2bMYJkUYt/fdNNNSEtLw8aNG+F2u6HX6xks9TamoqB3kzp+vCMkJAQ9PT0+7N6+vj6Ul5ePWajyHmcqlYrbaUd/hu4hPX+S0yGgtqen5zodcnq2SqUSPT09kEgkOHToEDZv3ozU1FRcvXoVCQkJfF7h4eEoLS1FRkYG65J6swHj4uJw5swZbnGlc/N4PEhOTobBYGC9dwLIKHGnAhbpY1LxafRYkMvlnODQs/13IRAIIBKJmLFNOsifffYZ9u3bB6lUivr6ep8urdWrV8PlcqG0tBRDQ0MQi8UM9L7++uu4/fbbsX//fiQkJKCvr4/lIOg9oc6xyMhIGI1G2Gw2vP7662zm+H1BsiFkIm4wGNDS0sJSbWOZ3ZIMUlhYGAAwUEaFmNtvvx0qlQp1dXU+kh80X3h/NzB2cYCORcD9hAkTUFBQgD179jCTeKwibENDAwOF3d3dXFBLTk5GTEwMz+0E+NC1eXe50N+JsUsm5RqNBuHh4fD398e3337LrGYqSkqlUh+zY+omo+IcFdTpXN3ua+ajdXV1AMBzKWnobtiwgQvc3n/IHd0AACAASURBVNdqMplgNpvh7++P+vp6nwIRjbUVK1YgMTERTU1N2LhxI2w2G3dJEfOa/nv8+HFmTctkMqSnp+OWW27BwMAAtFotJBIJ3n77bbS2tvoUcx0OB7Zt24bLly9Dp9Ohq6vLZ572eDxISkripLm2tpYZ335+fkhJSeHi5A8tvI2CQ0JCYLfbsW7dOnR1deGf//wnnnnmGXz88ccsVXP33Xdj2bJlPJcLhULI5XI0NzejsbERJ0+exJkzZ65L/okpT12RarUaKpUKt956Kz777DNMnToVJpMJRUVFMJlMPkbmdrudNYUlEglUKhVuuukmdHZ2YsOGDSyrExISAovFgvj4eHR2diIkJAQDAwPIzc2F2WyGTCaDXC7nji0ydW1ra8OsWbMwc+ZMzJo1C/v378ekSZNQW1sLsVgMj+eafv2SJUvw0UcfQavVQqfTYdasWWw0C1ybTyZNmsTGq94Senq9HiqVis28+/r6mFjiXcC22+0wGo1YsGAB740lEgmSkpKQnp7O7G+aC0lyDBh7Pqcx7G3oLJPJGEwevWcba99E3XJisRidnZ1wOp2QyWRYs2YNYmJicNtttyEzMxOHDh1ijxO3242wsDAmvlA34tDQEDQaDb755husW7eODd7pe2jP7vFc8+/YvXs3brrpJkRFRV1HFHruuefw1ltvwel04sqVK6ioqIDD4WD5IZL/mTFjBnvl2O12yOVyVFZWwm63Q6PRoKGhARs3bmR5HpIWJVPhF154gfM+KtqEhITA6XTi2WefxeTJkwFcm+v/+te/QiQSob+/nz3D/qvIz89HTEwMysrKmGgAgDvRvY25ASA5ORkzZ85EeHg4vvnmGxw/ftxnz+u9dyIJDlqzvLugaW6bNWsWTCYTj5/h4WEEBARct6fy3jd4rwHV1dW46667fpCF0Bvx0wiRSIS//OUvcDqdqK6uRn5+PioqKvD666/j6aefZlLR4OAg55lEdCIiUFBQECorK5lAQKQb6hQnYLqpqQnHjh1jgNrPzw/5+fkMpAP/mlOVSiVqamogFovR3NzMXb+7d+9Gd3c3Dh8+jLVr1+LYsWMsFyyVSrn7NyYmBmKxmMl/S5cu5a6kv/zlLzCZTOjv70dmZiaee+45HwP2w4cPw2q1IiwsDGVlZWhubsaJEydQW1uLzs5OOByO6zqUBQIBampqWEITuGbC3N7ejilTpqCqqgoikQiBgYEoKiriArB3DA4OIjc3F5cvX0ZLSwscDgcMBgNsNhveeecd7m4fa29sNBpx4MABREREYMmSJThw4AAUCgVsNhvCw8N5jSMZIoFAwKSGAwcO8D5ZJBJhzpw5sFgs7MEAXJtzaZ/zY57PfpKFANKpbGxsRH19PZqbm5k59p8UarUaCxYswLJlyzBz5kxkZmYiMjIStbW1rIX6P1UIuHjxIvbs2QPg2kvyxz/+8bp7JJVKUVhYiFOnTnHbk0AgQFZW1v/V4/5Qjjk6fmqFgJKSElgsFnR0dPAiRptkoVCIf/zjHz4mfgDYmMtut2P58uXM2PRusXU4HGzy4g3u0GZ5rMo5LSokYSKXy5m5/V8FbZhzc3OZ1ZqXl8cMZu/vcTqdrJULXGMgkqEXgbGRkZEstUNGrDqdjtno3iATLWzAv4Am0jElOYmBgQGWqdDpdN8LmBELdnQoFAqfjgH6r9ls5nbx7wtK+lwuF8LCwpiVRwaa3iZ63veTmOH/TqomNDQU0dHR6OrqYp310UGGolFRUWyeRJ+jZy4WiyEQCKBSqeDv7w+lUomYmBjU1dVxwkO/N5p1XFZWxm2OdC0EthEr/vLly9Dr9dze39fXx4wuAklHA5kjIyMIDg7GlStXEBERgW+++YZbuAFwQjtv3jxkZGRgw4YNDKiPJankHcQyJ/CytbUViYmJqKmpQUhICDPzKAi0IwCZ2ixHRkYQHR3Nn/f+nejoaMyfPx8bNmyARqPB1atXodFo0NzcDLlczm3jixcvxnPPPYeBgQF0d3dDJpPh3XffhclkQm1t7XVjQ61Ww+FwYN68eaivr/f5TqFQiO3btzO7V61W4+2332bwe3Tccsst0Ov1XPxzOp1jbi7pHhJYPtb9JfY7sR0JsBgeHuYCT2BgIIRCIRYvXgyFQoFvv/0WkyZNgtlsxr333otVq1ahqKiIO0IooSZpGKfTydq7FBKJBAUFBTAYDNx9RDrVNpsNCQkJ6OjoYENmbyCbrjUlJQU9PT3/rbnOO+heeINIpHUaFRWFrq4uAGCpK7fbjXHjxmH69OnYsmULF8ocDgfuu+8+ZoDfeeedbMpGYId3iEQilJWVobe3F2+88QYCAwMxNDQEuVzuI9NFG376Q+xKb+YrPavRwCSBu6TZ6vF42N+E/tx8883Yu3cvgyzeBQ9vmRiSTHK5XHzPqTAxZcoU6PV6pKamQqfTYenSpSgtLWXpurGKbB6Ph/cXBHoTk7qpqQnR0dGorKyEUChkYM67oEX3hf4eGhqKF154gfW2iTX2y1/+kseTx+NhrWp6Jt7zilAoxKxZsyCXy7k9neZMjUYDnU6H8PBwNmGOjY1FcnIyXnvtNURFRUEikeDw4cM+z0AgECA1NRUhISHo7u7mtYPmLgBYuXIl69Pq9XqfYqq3lB/NdVScJD34c+fO4ezZszh06BDmz5+PpKQk7N27l89hZGQEnZ2dY45BGk8ulwtKpRJDQ0NISkqC1Wr1kd0CrrHFf4iJ42ij4KCgIJbdkclk8Pf3x9NPP43Ozk6sXr0aRUVFaGlp8WEnP/zwwygoKEBrayubFY4GpWnNPHLkCIaGhrj7gOYDIn9oNBqkp6fjwIEDCAkJ+X/Ye/P4KMurffyaycxkZjIzmT2ZhOwJISQhkJBA2FSkIm6vqK0VBAVkt1L0tS7fblrbulSsCkRFATFuhYpFASkieyCEEEJC9pXJPskkk0wmySSZ/P7I7xyfSYJt3/e11Zbz+fARdeaZZ7mf+z73da5zXRgaGsLOnTt5zgeGuxjWrl0LiUSCPXv24OzZs6irq4PNZoNarYbdbodWq0VbWxvkcjmqq6u5a6q/v5/lfUi6KjQ0lHNROh+dToeUlBS0t7fDYrHAbDYjIyMDCoUCZWVlyMjIwKRJk3Dw4EGEhISgu7sb/v7+sFgssFqtXmBqf38/dDodz0U+Pj4MzFLnApFbZs2axZKYIwtL1B0QFBSEvLw8r4KxyWTiYtVYxW5/f39mtJMXyMg84GpBcxmtsyQHcd1110Gv1yMjIwPHjh3zkoak7i6xWIzjx48jNDQU5eXlMJvNcDqdSE1NhU6ng16vZ6a+wWDgLlvKKaVSKQ4dOoSFCxfC19cXwcHBiIiIwCOPPILKykr09PRwMVpIFImJiYG/vz+eeeYZBAQE4LXXXuN5jj6zfPlyHDp0CFOmTMFHH32ERx99FDt37sTg4CAqKyuxZMkS7NmzB3a7naUqaW51Op3Q6/VISUlBSUkJSkpKkJWVBV9fX5ZhpDE2Mijf9vX1RVBQEO644w588cUX8PX1RVdXF+dvYrEY48aNg0KhQHh4OOx2O3d2+vr64vXXX+eiJI2PwcFBBAUFcQ5DnWT0vgrPh57VlStXIBaLcd9993HORZ0wI8dHUFAQSx5RwTgtLY09WK7FtfguxsWLF7nLUSqVMiniq6++gslk4q57ek98fHygUqkwbdo0NDY2Qq1Ww8fHhzuHrly5wnOqRqNBWloaPvjgAy4mkOwhvcdOpxMrV67EuXPn+D0lw1+ZTIa+vj7I5XI2sxeJRFAoFLwG/+xnP8Pnn3+OyZMno7a2FrNmzUJvby/WrFmDDRs2sEF7VlYWrFYruru7WfaHWPd/+ctfEBgYiL6+Pvj6+sJoNOKee+7hPYjQk1CtVmNgYADz5s3jjiJaw2NiYhAVFYX33nsPg4ODKCsrw8yZM3k/TN5ODQ0N7EMmjKGhYV+ZefPmoampic2Ap0+fjrfffhsejwft7e1ePn7C/XtnZyfsdjv27NnDuIPNZoNSqURHRwfv98l7LSIiAnK5HHl5ebxGSCQS5OTkICkpCZ988onX+UVERLAP3b9r/McUAlpaWvDBBx8gIyMDH374Ib766iucOnUK2dnZyM7Oxn333TfqO5cvX8aRI0dQWFiImpoa1qT8Z4VCoYCfn9+o/15QUPCtFwK2bdvGLa0/+MEPcNNNN435OYlEAo1GgzNnzgAY1tS/8847vZgp3/Zxvy/HHBn/aYUAAupUKpXXBA0MJ6RxcXFeG57Ozk5kZ2ejt7cXmzdvhlarhUwmQ1FR0ShQn8w2R4Yw0RXKBwm/393dzWaZpNNsMplGgfrAMHgODHchXLlyBb6+vnC5XIiNjWUfgN7eXl7cFyxYgAsXLgAYzaKnhc3j8bBhJn2PjIqFLNGrMXZlMhm3MxPATJsmAFdlxFPnilCrWaVSARhmJdF9oXtGG1kC376JQUysUQJoCAQfHBxk3T9iMcjlcjzyyCMMHI/cuBKY5XK50NraypvCsUIkGjYtmjJlCioqKryKBSPbmsloLywsjA09hTJO9Fn6nsVi4e+RfrDw2JQ80bWRPqGQoQsMs8FJkoM6CYBh5lZ4eDiamppQV1fnBbwREFdbW4vm5mbcdtttKC4uRnR0NCeTBIgKO1uMRiMDBFTUsFgs0Gg0mD17NrKzs0cVO/z8/BAQEICAgABmvBG4RiBHVFQUJ3USiQQymYyBtfj4eMyZMwdvvfUWJkyYgNLSUtaX//zzzxEaGsrsR4vFAoPBwK2qVGi48cYbWU5JLBbjF7/4BQ4cOMD3ViqVerHv6Prmzp2Lv/zlL16yKSqVCnK5HIGBgV5ySKRNbjAYuP135Bgeq+glEolQXl6OjRs34p133vGSMiC2PBksNjY2Ys+ePTh27Bj6+/vR3NyM5ORkxMfHIyEhAfHx8di9e7cXA55AoIGBAa8iAI09ksmoqqpiZqVarYbH44HRaPSSOxIa6RKQOW3aNFy5cmXUPDgy6L2nGBgYgEajgdvt5uskzWuSQqNxRMzWZ555ho3hNRoNZDIZg18E/pE+d2dnJ6qrq/keDw0NMdt90qRJbKTe2dkJo9GIzs5OzJw5kzVShQa8ItGw0Rux6On66R6OnBP9/f1ZAmxwcBAbN27E1KlTkZubC39/fwDDuRZJXZFM07hx47hgQMWAqVOnoqWlhYt7LpeLNUZpo7N8+XIsW7YMq1evxtmzZ71MRn19faHValmqg7owyNeE5uLi4mK8+OKL6OnpYTkVh8PBgLxQioyu+5577sHTTz+NyspK3H///dDr9Vi7di1yc3Nx9OhRft5SqRQTJ05ETEwMEhMTUVRU5DU2PB4PysvL2Yib5njqHAAAh8Ph5ZuwadMmltY4ePAgPzdhAaetrQ0+Pj5ob2/3Ope4uDgsW7YMXV1dcDqdUKvVqK2thVarhdPp5Ofh8Xjg7+/PbfxCdjWBlyqVCuPGjUNAQACSk5OhVqtRUVHBHhljdVTROv3QQw+htrYWBoOBTcFp3qBns3r16u+tNMZIo+CRsjuPPvooNm7cCKlUildeeQVut9urq2j8+PHc9fXaa695rXsEJNK7LTSz1el0uHLlCoKCglBcXOzlT9DX14e9e/fCbDajr68P9913H8/X2dnZuHz5Mo4dO8ayOiT3Qs9w6tSp3A00sruK5oG4uDiIRCJEREQgKCjISz+ZyCgajQavv/46hoaGUFRU5GVUrlAoMGXKFPj7++Orr75i3wIyGQ8LC4Pdboefnx9UKhXLRNA5kDTPlClTsGHDBmi1WrS0tCAsLIwlHEYWlsjLISEhATExMYiIiEB/fz+ee+45rF69GhaLBXfccQc+++wzr+8RgEUdPQQMf1M+p9frvWSDPB4PSyARE/bChQs4fvz4qCIreWlptVpUVlZCr9ejvr4er732Gg4ePAiDwYC6ujrk5OSwCa+fnx/sdjtWr16Ny5cve0lzREdHQy6X41e/+hX6+vqwf/9+zJs3D/X19fjLX/7Ca68w7HY7IiIisHPnTtawFolE6OzshFarxeDgIEJDQ6HT6aBUKmEwGCCXy5GTk8Ms1gMHDkAmk7EPCc1bOp2O5YuysrLw1Vdf4eTJkygpKYHVaoXRaGT5UJPJxMVcioGBAe5U7u7uxsWLF/Hf//3f+Pzzzzk3U6vVXMDu6upCYmIiXC4XUlNTMTQ0hMLCQq+iBjCcs9G10b6G5mla++6//35UV1d7zZN0Xbm5uYiOjuY8Xa/Xs+k3AYFdXV1oa2vjzr309HTW1f4+FkKvxX9GkOdNVFQULl++jJCQEJw6dQoDAwMoLS1FV1eXFzlHoVAgIyMDwcHBCA4ORmlpKUJCQtDU1MQdwRMmTIDJZILRaGTZNoVCgYsXL3p5bolEIqxduxa33norDh48yDleb28vpk2bhtraWsTExMBms2HmzJmsHODr68trcEREBO644w4YDAasXbsWAQEBWLJkCbq6uhjcP3r0KDZv3oz6+npWBKD3lORpU1NT8cUXX3Cxc8OGDZg0aRIyMzOZUEjXB4C9ZYgER7n0jBkzuFhhsVhw4cIFGAwG1NTUoKamBt3d3XA6nZg+fTqTpqh7c3BwEDfccAOioqJw7NgxJr2Q/KbVaoXH4+E9TkhICNrb21ka2OMZ9hIrKyuDVCqFzWZDfHw86urqMHnyZNTV1XGBPTo6Gnl5eUzWValU6O7u5q7+48ePjyp42u32f3ufgH/7QoDH48F7772Hl156CaWlpaM0W4HhJH+sQkBfXx9eeOEFXL58GRcuXMD1118PtVr9zzjtb4xvuxDQ09ODrVu3clKxZs0aGI3Gq34+ODgY+/bt42QmISFhTK38b+O435djjhX/aYUAAur27NkDnU7HVV6SP3E4HMykI63alpYWbNq0CU6nE5cvX4ZMJkNbW9soxqSQBfpNG5qoqCi0tbV5FSBGyjsQyEtSG0IwmQBt2uDSJqq7uxs2m431VmnshIaGwm63M7NHuMDQb/v7+0On06GlpcWrOHDLLbego6PDq/V7ZPz85z9HUVER7Ha7F8ApBFFiY2Nhs9lYjoZA/qioKP6eSqXitv6QkBBUVFRg9erVfC4Oh8OLWStkGF8taLM4UjpDuOlQKpWcDJw6dWrU/Ey6vGSUS0EJiFQq5ZZNqVQKk8mElpYWlm8Z6xxJSsXtdsNgMKChoQEPPfQQg35dXV1eLdMUHR0d6OrqQnx8PMrLy/nYxBYlQJgKCgTujWSLOp1O1i0kA2Eag9RuPlLfnp4tbVA//vhj1NXV4fTp05DL5ejt7WWzxLCwMNYNdrlc0Ov1UCqVnOx0dXXBarWioKDAi1FLQaaXZDJIki50D9RqNaxWKxsvRUdHo66uDk1NTXj77behVqs5+bx06RIDHnR+HR0dcLlccLlc6OjowNmzZ+F2uxkMnj59Oi5fvszn4nQ6sXDhQixcuBCHDh1CTEwMJ58k8UFB8hJutxt1dXUAwGBFbW0tj0VibBOr+je/+Y0XYELjntpMf/SjH+Hy5cv8zKdMmYJLly5BLpdzdxKxfa6//noMDg4iKSkJTqcTLS0tkEgk6O/vh1KphM1mw4MPPoisrCz85je/YcNZHx8fREZGoqGh4arvFgHgPT09XrJmlKhTEi0MjUbDz5jabK9W5ACGQXFfX1/cdtttsFqtLBNFQMxIgFUYgYGBCAsLQ1xcHJ555hkuAh06dAhKpRINDQ1ITExEd3c3zGYziouLcf78eQQFBeHtt98G8PV8Tp06PT09aGxshEqlgsPhYBbpzJkzoVQqUV5ezoUpks3weDyYNWsWFywILPd4PLj55ptRU1PDgAh1q+j1erS3tyMyMhLJycm48cYb8cUXXyAkJAQulwsXLlxgCSdaB2i+IdCd5C8IJCSmqNPpRFRUFMRiMaKiorBw4UKcO3cOX3zxBY9P0lgmZlh8fDxqa2t500bzjI+PD2w2G/r7+7F//35mqhJ4SGNW+G7THPvUU09hw4YNqKqqwscff4x169ZBo9GgoqICp06dYtBKpVIhNjYWJSUlGD9+PFpaWrzmZiqqC2WQhECUsJvqtttuw89//nPk5ubiiSeewJdffgmr1Yquri4YjUZmT1OBiNZfk8mE7u5ujB8/Ho2NjVi5ciXCwsLw5ptvwmw2w2azcdGLnoder+cOmZHScfQZKlitW7eOQd7PPvvMq4g28t0zGo2IiIhgoJDa14VFA5o3IyMjMX369DHfj+9D0D0h2Z1bbrkFQ0NDePTRR7mA09PTg5aWFi+QABheH9asWYPKykr2KSJD3LE6+Kh4dP78eSgUCrz88ssYGBjAtm3bvDTZ6+rquDgtFotRUVGBxx9/HDk5OTh06BDrAdMzpqJQdHQ0ampqEB4eDpvNNmpdpzmNiq79/f0wGo0oKioaBWYSi1ShULCfE4Hh8+bNw3PPPYe6ujrU1NRwZ1F5eTkTKtxuN3tfUEcjdTDq9XoAw9Itn376KZ599lncfffdUKlUuPPOO7Fv3z4EBQUBGO6slUgkbK74wgsvYGBgAPv27UNCQgJ2796NwMBANtclhikFSRvZ7XZmsVIuOlaQHJKPjw+0Wi1cLhf7N4jFYjagDQsL446ikc+YWJ9U9Jg+fToGBgZw8uRJuN1u7oAT+iMQ0Gy1WjlXlUqlcDgcuHjxIiZMmID29nZIJBJkZmbC4xn2OBlpyCsSiTBjxgz4+fmhpKQEAwMDyMnJQVBQENra2jifWLduHd5++20YDAYUFRVh6tSpcLvd0Ov1DESZTCYEBASgtbUVoaGhaGtrg1qtRnt7O2JiYli6h8YVmRWPHz+eOx0oF6Y5dMKECbymEgP35MmT7Acgk8mg1+sRFBQEqVSKZcuWYerUqViyZAkyMjJgtVrHJMaQV9iPf/xjFBYWIjg4mCUvgOG9wdDQsNQgyZ/ReRFpgEy+qcg8depUVFdXM1mB9lEJCQkYP348ZDIZd4Vei2vxXQ0qeGs0GqxZswYXL16Ey+XivJjmKeqa12q1OHz4MAICAthTiPxjZsyYgebmZjY7p9ylsrKSvQiF+fLQ0BCqq6tx99134+6770ZUVBSuu+46/OQnP2G5IfJPW7RoEVasWIHAwECcPXsW6enp+NOf/sTnTgVqnU6HlStXwul0IiMjA5988gmsVivq6+uRlpbG6yLJm1K35JQpU5CTk8NeNRaLBSEhIbjrrrsQGRnJ+xzKeTQaDRQKBWJiYmC32zFu3DjukN61axdMJhOysrKg1WpRUlKCO++8E+3t7bDb7QCAuro6L78lmnMqKiqQl5fHew3a/5D0JJ1zcnKy1z5Mo9HwuuV0Orn7sLGxEXq9HhUVFQC+JtK1tbVhypQpOHLkCD+z4uJifi7CfwLDa9/MmTMREBBwrSPgH4zvTCFgYGAAv/71r3Hs2LExGaxCjbuxCgH+/v4oLCxEc3Mzb0wTEhL+Kef+TfFtFwIKCgpw5MgRAMOg2erVq7+R4e7j44NLly6xxrPRaBxTHufbOO735ZhjxX9aIQAYnvB3797NrB2LxcLAa2dnJ2666SYYjUbWqq2urkZ3dzdkMhkb1BHAJwzqLhgp5TFSH9nhcCAoKIgZ9LRhJHa2xWJhXVnaGF4tSGvV4/Ggs7OTE4hly5YhNDSUZRGMRiNSUlIQFBSE+vp6L4Z/REQExGIxrly5wixatVrNCcpHH300CkintsSYmBjMnj0bU6ZMgd1uR1xcHGpqahgcj4yM5FZ3q9XKm8/NmzfjzjvvRHV1NRdXuru7sXTpUly4cAEejwcdHR2Ij49n7W/hJps20v7+/gy6uN3uUQxiAKOSIGFQu7Svry/KysrG1O0OCwuDj4+PV5s5hclkwoYNGzBr1ixcuHABPT097D8hZGCMDALrCdRMT09HREQE8vLyYLFY0N/fz8Absax9fX1hMpmwbt06NlAjIyP6HV9fXy9JjuTkZDQ2NvJYEq43JC1B44/Y8dQFFhQUhNbWVtaVJZCJigh0fWS0N2/ePMyZMwerV6/G9u3bvcZLYmIiXnrpJZbHGCkDRNep0Wjg8Xhw7733orS0FPHx8WxES/cMGE64IiIiUFpaCqPRiIaGBgwODhsL9/b24uzZszhx4gS/P8JODDKTmzJlCvLz85nV0djYiNDQUBgMBphMJrjdblitVjb9PXDgAKKjo7Fq1SqYTCacP38ebrebWeUE2HR2dmLlypXQ6XRoaGhAVFQUYmJiUFlZyd0edM8JlE9OTsaf//xn/OEPf8DRo0f53STWi8lkwuXLlxEeHs5mmWTcTYwgApSHhoZgtVrR1taGxsZGdHR0eHlz9PX14frrr8e2bdtQV1eH+vp6Zjt6PMOyXgQijBVCOQP6TSEIS++a0GCYigYUpINO7H5hEBi7atUqBAQEwM/PD5WVlVCr1ewDMbJAJgySI3rqqafw+OOP4/Dhwzhz5gwcDgfLnlVXV6O/vx9FRUUoLi5GYWEhvvjiCwbCaVx6PB7ExcVBIpFg4cKFyMnJYXCYPDQGBwfR3NwMh8MBjUaD9vZ2BAYGwuVyYd26ddi8eTNUKhW6urqY3fjzn/8chw8fZumJxx57DIsXL8bHH3+MoaEh2Gw2FBQUQKfTMUhTVFTE40YikUCtVuOhhx7CyZMnvTp+hEZlVBik+08t2VarFR9//DFUKhWqqqpYmoO6O0jTmcwl6X6PBNvpeR06dAipqamoqKiARqNBYGAgbDYbFwTofSJD+YqKCgwNDftfREREIDo6GmazGQcOHOBOuM2bNyMwMBD3338/uru78de//pVBeypI0GZZuL4S4EvjiOafN998E1euXEFtbS0UCgUbo8fFxeHpp5/GsWPHEBERgfb2dqSmpqK+vt7LVDUhIQHbtm2D0WjEqlWrIJfLUVNTw8bIBCi7XC5m00VGRrLWtUgkglKpxCOPPIL58+djw4YNzPDy9fXF7NmzkZmZ6SVl0fjqIQAAIABJREFUIgwqhlutVhQVFTG4S/O+sJDz7LPPfu/ZY8S2J58bi8WCVatW4dKlS2hoaGBDbSIHkHxTXFwcAgIC0N/fjwMHDiAiIgK1tbVeuY3QaJ1a+w0GA6qqqmAwGLiYLdRkp7HT1taG06dPo6ysDFarlcFlIcuZ5mMCQrdv3w6VSoUTJ054zas+Pj48XtVqNQYHBxEVFYWysjK89dZb7DtDjG9ikYaFheHKlSvMHJfJZLjuuuu44EhrgjCo889ut8NoNKK9vZ3H7eDgIPsJEOhORdDLly/jscceQ2NjI9555x188cUXcLlc2Lp1KxITE7krjySOpFIprFYrWltb8e677yIhIYElLoQdUUNDQ0hOTuZ1kZ7lyHE/btw4hIaGIiUlBWVlZZy3U8cqMEyEcrlcsNvtDHSPVcimIuOECRNQXV2No0ePAoCXTjZ11dB+i4B+8o2Ry+XweDwIDg7GhQsX0NzcjObmZgwMDCA0NBROp5PXSCpSJCYmoqCgABKJBG1tbWzkSe/uzJkzsW7dOjzxxBOYMGECzp8/j1dffRUhISHYunUrDAYDqqur4XQ6uUj0wAMP4PTp05zbvf766zh48CCvcRRCzySpVAqZTOZl3DwwMMCFfVozaIz29PTwmHI4HLDZbGhvb0dVVRXWr1+P3NxcVFRUjOmtRPfT4/EgLy8PCoUCdrt9FKnp2Wefxe7duxESEoK+vj4sXrwYeXl5EIlE3NFLMhxqtZoLEtS5R89Yp9MhLy8P4eHhXsbK1+JafFeD5vTc3FxoNBr2R6JOZOrsp46clpYWlJeXs68aAJbeoi7ulJQUtLa24p577sHy5csRFBSEnJwcr31tQEAAdySOHz8e0dHRiI6OhkajQUNDA5O3TCYTQkND8cwzz8Bms8FmsyEmJgZms3mUVJzQ24dyEZq3SJpOIpEgMjISXV1dUKlUEIlEyMnJgY+PD5qbm9HX14e2tjZkZmZi4cKFiI+PR2JiIiZNmoTPPvuM5yuXywWz2YyOjg5MnjyZ5SYfeeQRnDlzhqV6pFIp8vLyeI0iQtjIEMp7Cg3iyXuG1jbq7rbb7V6EE71ejwcffBAXLlzgricA3D0u3OOKxWI0NDQgOTkZt99+O597VVUVr9lyuZy7n2NiYmC1Wpk08u8a/9aFgD/+8Y/Izs72YgtPnDgRN954IyZPnoxLly4BuHohABjeeOfm5nI7yw9+8IN/5iWMGd92ISAnJ4flTKKionDzzTf/ze9cuXKFK2skO/HPOO735ZhjxX9aIaC+vh6LFy+GWCxGT08Pb4ikUilrWe/fvx/z589HWFgYMjIyWNeut7cXXV1daGxsHHPDIhaLodPpMG/ePO4w8PPzY0MsYuoDw+Cp0+nkJJfkGPr7+xEaGspsN+GiJZFIvDoOpFIpM3qEZl4AcPbsWTYZrKqqYrmbc+fOscSDWCyG0WhEXV0dFxGEXQZOp5M1syl5J9CPNt19fX1YtmwZoqOjkZmZCaPRyBVwqn5Pnz4deXl5LMVCv7NlyxZYrVa4XC7I5XJotVpIJBLU1dXB4XBgcHAQ+fn5SEtLY8B0JOtIyGCi86agRfWbOgbo86QpTgv3SEmcpKQkNDY2ev2+RqPBjh07kJaWhpaWFtTU1KC5ufkbf0+ok02fGxgYQHt7O86fP4/ExERUVFRg7dq1bKxLwHt/fz8cDgceffRRTJ06FTt37sTUqVPR1taGBQsWoKOjAykpKcz+njJlCs6dOwedTofW1laEh4d7FSBIwonGnrCzhBhlb7zxBjweD0pKShiIJVY9tZoPDg5i7ty5mD9/PieTvr6+LFUGADabDUePHkV8fDxyc3NH3Re638SgvXTpEiQSCUujjey+AcAbaafTOepdJMak2WyGw+Hg+00eEU1NTThy5IiXD4FSqWRdewLe+/v7veSTWlpa8N577yEpKYmTRaGEAwAcPXoUVquVf7+srMyLtU/GzzKZjGW9YmJioNPp4HQ68cgjj+DIkSOIiIhAc3MzM/BJt59Ak/DwcAYZhRrlxLYkJqAQ+KKora2Fw+FAaGgoamtrGTQh8ONqslcUwkLiyHeOinEERF533XVQq9VISUlBeXk55zEymQw+Pj6Ijo7mIhV9l8bPsWPHvLRNqVBKc+dYoVAokJaWhh07drCUFjF8/Pz8OKFXKBR8DcQsFRaNiM1eV1eHtrY2XLx4kccagUJ2u52LTf39/VyUJOCioKCAwYuYmBgkJSXhV7/6FXx9fbF3714267z11luxZ88e1NXV8drS19eHrKwsnDp1CqWlpQzY0fxE11lVVcVSDyPvyTc9R6lUirq6OvT397Pk2oIFC7gwQBvMq3UnUdC4MRqNiI2NxQ9/+EP4+flxl1loaCgaGxuRmpqKM2fOMBhJAK7ZbMbEiRPZcDUzM5M1sslojgrDEydOxNNPP43ExETk5+eP0jMHwCAendfAwACmT58Op9MJjUaDyspKNk53Op3o6enBypUrcfPNN6O1tZWL/E1NTQgLC4PVaoW/vz9KSkrQ39+Ps2fP4ssvv8T58+dhMBhw5coVvjcKhQIej4eLqNQ5SOv1tGnTkJaWhrlz547a1F28eBF9fX2IjIyEXC6H0+lktjeZFs+ZMwdSqRQ6nY7XGjr2DTfcgMTERPz2t79FcHDwVZ/79yGoG9PpdGLLli2orKzESy+9xNIkwg29UGqHugPOnDmD2tpa2O127o41m82orq72mgtp3CcnJ6Ourg7+/v5oaWmBRqNBSUkJli1bhtzcXBw+fJhJA0NDw/41V65cGXXe1Nnodruh0+ng4+ODm266CZMmTWK5IFpn6D2m3IqA2MTERISEhEAul+P//b//B6fT6SVhdsstt6Cvrw86nQ4PP/wwAgMDodfrkZqaivfffx8hISGoqqoadW50f0JCQmCxWGAymbB48WI2VgwNDUVubi4XkfPz87F3716UlJTA4XCw34y/vz93J5eWliI8PByFhYUwGAyora1ls3qtVguVSoXKykqkpaWhqakJ0dHR6O7u5jmyvb0darUaTqcTZrMZUqkUixYtQl5eHp93V1cXmpub2auKnr9EImGfFpvNxhJPLpcLK1asgMViYbNwCuq6WrFiBTQazShJGrpHQnKFsNhI66Pb7eZuS3reHo8HNTU13GVMYzQqKgp5eXlITk5GcXExent7YbPZONcihuzu3bu5CKDRaPDZZ5/h0KFDmDRpEvLy8rBt2zbcd999EIvFyMnJQVNTE65cucL+CCkpKVi+fDn279/v5e1E15Oeno677roLOTk5vM6JRCKW2SEZOOG1z5w5k9ciyoOoK6a6uhqZmZleZJSx3gcAvN+ijjhae19++WV0dHQgOzsbWq0WfX19+PWvfw2j0YizZ8/yeVDO2tXVheDgYJw/f57BMvL+iouLQ1RUlJex8r8zg/ZafP+jtLQUixcvxrFjx5CbmwutVouJEyciICCA1yPqhiYvKOosE4mGPYimTZvGBCqdTscykhEREfjd734Hj2dY337p0qUoLi7mPHdgYABLlixBVlYWKioquLN5pEfP1KlTWfqzpqaG/enuv/9+r+8GBgby98rLy2Gz2VBdXc3r9OzZsxEUFISKigqkpaWhoaEBQ0PD3h8074hEIkyaNIll+mJjY9Ha2oqlS5fCYDDA4XBg1apVSElJ4W7MsrIy2Gw2FBYW4u6774bFYsHHH38MYDgXJAKnUFZuZND8RXtgmhu1Wi2b11OxPywsDA0NDYyFWCwWuFwuaLVapKenIy8vzys/EZJoAPDcbLPZkJubC6VSicLCQiab0v6HcvuAgAC4XC7cdddd1woB/2B8JwoB+fn52LFjB2/QLBYLnnnmGdx7771ITEyEyWTCvn37AHxzIUCr1fLnOjo6sHDhQmY6/avi2y4EHDlyhAHFiRMnYubMmX/zO/X19Th//jyA4ft56623/lOO+3055lghfPnmzJnDE/P/1Z/vWmFh+/btKCgo4Em6p6cHf/jDH7B//34AX0/2ZLiWkJCAzs5OREZGor6+nt9lYeLr4+ODgIAABAYGoqenBy6XCyUlJfDz82OpCJFIBLfbzXIgPj4+LGtwww03ICQkBAEBAejo6EBjYyNvOIGvQbd58+bB398fjY2NDMCRvpwwRoKqwrZoAu2IZT6yK0EYBLATq5T+SS2DMpkMoaGh+Oijj6DVahEbG4v6+noEBASgqamJmWUTJkxgJpRarWZ5m/r6ej530ibdsGEDvvrqK96ceTwe1NXVsWTCyHMcy2yYmNTfxBoeGcJ2cYfD4cWAj46ORklJCbcukrFeamoqbDYbYmNjERgYiF27do1iPo8MYXFCeO69vb0sMZKUlIT4+Hj89a9/RVxcHGw2G6KiojBu3DjExcXBZDJh/PjxuOWWWyCRSDBjxgwEBQXB5XKhvb0dzc3NiImJQXFxMcL/f71/tVqNuro6Hr9isRghISEsGUQauxs3bsTcuXORmpqK9PR0TJw4Ec3NzcjOzuauECFTa2BgAP7+/pg0aRJqa2s5mdTr9fjTn/7E163X6yGTyXDs2LEx7wtt6oQh9EkQFsH+3ufZ19eHxMRENp4TJnuUCFPSR59PTU2Fw+HA3LlzYTAY0NjY6KVx3t7eDqVSiZMnT8Jut7MpMUk4dHZ24qmnnkJdXR2qq6vR2tqK3//+92hvb0dtbS0z5oeGhlhyChieh/Lz86HT6bBjxw5MmjQJIpEIoaGhqK+vR1RUFNrb21nOICkpCTk5OWMyXIaGhrWvOzo6rtoNQ/MAFVqE3/173huaU672PKjtubm5GRKJBC0tLViwYAFsNhtLO8nlcmzduhUfffQRS9PQOCRZGSHLlhjrVMASsm/pn2KxGBMnToTZbIbBYGCtVQLpCUygf6dj0Z/U1FRuIfb39+fCA20iyPSVWn8jIiKg1WoZ/KEiZ0dHB2w2G6xWK2w2G+x2O9rb27Fu3ToUFBTg8OHDGBoaYubj/v37ueBM95VYucRUIqkEYltNnjwZH3744ZjG2X9PeDweTJ06FdOmTcPEiRPx7LPPYs6cOThw4ADPy76+vnjqqafw5ZdffuOxhoaGzUGrqqqQmprKgH5YWBjKy8vx29/+FkeOHGHwzOVyMXO3t7cXH3zwARQKBY4ePcpGpmazGQ0NDVAqlRCJRCgrK4NGo8G+ffvgcDgYiHW73VwQEJ4P5cgqlQrZ2dlob2/nuYDYdAqFAiEhIWziSUVPIgZYLBYuaNM6bDaboVQqYTKZMDQ0hObmZv5/1AFBm7eQkBCeF8hTY82aNWOy9SUSCbZu3Qqz2YzS0lK43W6v7hTyFiA2PHVvkKGfy+XC+fPnce+9936vuwE6Ozvx/vvv8zMoLCxEWVmZ1/2goDWU1nyxWAyJRIKuri6WtyMpAKlUitbWVigUCi4W9fb2MsCRnp6Ouro6yGQy9tc4fPgwRCIRCgsLGewFwHPJyCCJL/oMdZW99957uOuuu/DnP/8Zfn5+aGxs9GKeSyQSHpMej4clH+RyObP+CdhsbW3FT37yE9TW1uKDDz7AqVOn0NzcjPfffx9bt25FcHAwEhIScP78eS/TbyHTsb6+Hna7HRUVFbjxxhtx+vRpBmtJgkCpVMLf3x/BwcHM2iffDJKc8PHxwYIFC1BeXo6mpiZmdlLRvLW1FWq1Gj/+8Y+xdu1afPDBB8x4TUpKQlJSEhcKGhsbsWzZMnR2dnI+KOyc6+npwfTp01mvmdY1IUgdHx8PHx8fnDp1Cl1dXQziUPGcOksfeeQRhIWF4cMPP/R6fvQsxo8fz9JfFD4+PlCr1YiMjERbWxtmzpzJ+YGwO05YiKQiXVJSEvLy8nj9GilTRSSO8+fPc9elUqmE0WhEYGAgAgMDIZfLuejsdrvR29vLxUCPx4M5c+agq6sLbrcbSqWSVQQo3+vu7sZjjz2GBQsWoLu7G2VlZUyEAuDlq0DdKVTIoZyJ9ofNzc0oKyvzWq+E9yk8PJzHE/A1eYP8WkQiEX72s5/h+eefZ0nHhIQE6PV69j07d+6c13FVKhVLBjocDs6jiMRx66234ujRo+z1dM0j4Fp8l6O+vh733nsv5+sGgwHjxo3Dbbfdhv3790OhUKC1tZUJQtT5ExcXh/b2dkyaNAn/9V//hdOnT8Pj8bARbmlpKVpbW5GXl4fExESeR1JTU7Fx40ZERkZizpw5WL58OdauXYvDhw/j5MmT+Pzzz6HX6xESEoJ58+ahuroa1113HZKTk7Fjxw6YzWa0t7dj2rRpWLt2LTZs2MDfPXDgAO666y4sXLgQYrGYpTabm5sZKCdPpTfffBMmkwnx8fGoqKjg3MjjGZY+CwgIwNGjR+Hr64tXX32VJZtlMhnkcjnOnTuHrKws1NfX8xxKBfWgoCA8//zzjGsIiRTd3d3cMT0yhN5ehG2IxWI88MADfF8pfH190dHRwSQ4t9vNmE9OTg5kMpmX9+TIuV6475dKpSguLkZERAS6uroYGxKJhn1fgOEutvDw8H/7wua3UQiQ/K+P8H8QlGTQJunFF1/kat0/EmazGX5+fmyqVFdXh8jIyP/r0/1OhfDF02q1f9d36MUBvm6P/2cc9/tyzL8Vjz322D/8nb8VI03C/tUREBDAyePQ0BCWL1+O2bNn49FHH8Wrr77Km0+Xy4W9e/eivr4ebrcbISEhzIYSbg6AYVCtqamJk3ICUchkNzo6mluaKTEm7T+pVAq73c6smrE2mMTA//LLL3mzqFQqvbxCRpqMjhVCcH1oaAh2u/2q8h9CEI4238S+oTb6xsZGvlcvvvgis3wJnOju7oZcLmfNealUyhty4GsJkIGBAcjlcoSHh+M3v/nNKHNdkhgaaRYpvCYKkiuqra31YvDR4k+bYa1WyyA4PfOQkBCUlJRgy5YteOyxx7h1vq2tDStXrsRbb70Fo9HIydnJkychlUqxdOlSbNmyBWKxGBERESgvL7/qPfXx8YHFYsG0adPYoJWADAKbsrKysH79euzatQv5+flYs2YN1q5di8DAQBQVFeHpp5/mY2ZkZCAxMRF5eXmw2Wyst0tSMGVlZRCJRLDZbJgxYwakUikz3Uf6BrjdbsTFxaG6uhrbt29HUlISXnvtNdbMdTgcPH60Wi16e3sRGRkJq9WKF154gc3cMjMzuQ2eng95V1wNzB/LZJvC4/FwEULYVXO1EIlEGD9+PNrb2zF79mykpKQgOzsbdruddTVJTis8PJzfzaGhIVy4cAGJiYnYtGkTTCYT2trasHjxYuzduxdutxs9PT3o6emB2WyG2+3GrFmz8PjjjzPwdvHiRSQlJaGnpwenTp1CeHg41qxZw+29VGAaGhqWf0lNTUVOTo5XApiQkIATJ07AbDajubkZ69atg06nw1tvvYWsrCy43W7U1NR84z1IS0tDdna2F8P9avdKKpXCaDSiubnZC3j/nwS11lJLK0lhOJ1OvP766yw71NXVhffee48ZusKiJzHxR0qiUQHq/vvvx0cffcSFIvru0NCwznVLSwssFgsKCwtx4403IjQ0FHq9HgkJCXj//fexd+9eLvwpFArcd999+PjjjxESEoLy8nL88Y9/xNq1a+HxDBuCd3R08Hw2EvSgbgrquiGWKo1zmUwGpVIJp9OJoKAgLFmyhOW7qO2b5lehXAnNtUKtaZJPi42NRXl5OQoKCrzmUDJZ/6a138fHB1FRUaiqqkJMTAyys7Nxww03MPsZABYtWoRXXnkFarUazc3NeOmllxAYGIjW1lYMDAxwLioMjUaD22+/HW+//Tb27t2LrVu3IiMjg5ljS5Ys4c0PeYfQfSTW7osvvshFlrKyMuh0Op77aKNI4JcQEAOGfUuorV3IIAXAYy4wMBBKpRL19fXo7e3lOaCwsBC33XYboqKicPz4cYjFYjZ36+7u5qI2/VZrayu0Wi16enq4GGA2m9HU1ASdTgeZTIbExEQ8+OCDbGoLfG3ku3v3bixfvpznjM7OTnz++ed46623kJSUhNzcXEyfPh1ffvkl5HI5XC4Xxo8fD7vdjgULFuDtt99mNjEAzil6e3vh7++PPXv2YMOGDVcdA9/loE6ACRMm4KuvvuLN9NXmJKGky8DAAMLDw73mRo/Hg3HjxjHJqqGhwautHwB7J5EmPK0xGo2GWXsAmAgBDI/31tZWL0moZcuWoaKiAjk5OV6EAMrl169fjy1btuDEiRNc6KFzpDyHOtBqampgtVpx6tQpJCQkwGazYc2aNThx4gTOnDmDoaEhXr89Hg9aWlqgUqmwbds2bNy4Ebm5uZBIJPD392fZlsHBQRiNRqxcuRKff/45JBIJdDodamtr+V6IxWLuCHC5XNDpdKivr4der8eNN96IEydOICAgAEVFRZBIJFAqlXjrrbcQGRkJmUwGp9PpBYRT11txcTHS09Px2muvYcmSJdDr9cjKysLMmTMhl8sxe/ZsFBcXY/PmzTzvCkFsKvxWVVWNmQeQFM/x48d5LBC5gOZTAMxK37NnD2JjYzFhwgSUlpZ6FZWjo6PR3NwMjUbj1YE7MDCAF154ATabDa+//jo6Ozvh7++Pu+++G1u2bAHgnWPTuKyrq0NXVxf8/f0ZQBqZt5KEBXU7AGDGq0ajQXFxMfLy8ljOEABiYmL4XhNT2GKxYNOmTdDr9RgaGmKpy+DgYDz00EMAgLVr18JkMsHPzw86nY4BupFzpo+PD3fwjfX+0bs3UoJqcHAQd911F+RyOf70pz+hsrKS7wk9S7FYjOeeew5yuRyFhYXw9fVFUVERrFYrZs2ahZMnT3q9b/T+2Ww23H777aisrGT5OZK1e+ONN6DRaEblZNfiWnwXY9++fV6eQER0S0hIwAMPPIBXXnkFvr6+sNvt0Gg0sFqtePbZZ/Hcc89h4sSJOHfuHHx8fNDS0gKDwQC3241ly5bh2LFjCAgIgNvtxsWLF5GamoqCggJ+J+bPnw8AOHHiBAIDA+HxeOB0OmG32zl3IxnCwcFhs++VK1dCJBIhLy8PRUVFOHDgAEJCQnh9DggIQH5+PmbPns36/RUVFejv70dTUxPcbjemT58Oi8XCxdRnnnkG3d3dnIubTCa8+eab2LdvH6ZNm4YzZ85AKpXi008/hVgshlar5eLzWHNSf38/ampqMGXKFJw8eZJ9+NLS0qDVavHAAw/g8ccfh0wmY5li8hDy8/NjrAf4WtJn69atTCih36T8gkiSFJSHE7mIyGsj96uU48rlciYdXbp0CSqVigma5OXS1NSEmJgYfn7X4h+Lq4up/5Oiq6sLxcXFLAm0atWq/1ERgCIkJIT/Trqt/84hBIbIJPJvhfBzVwOWvo3jfl+OeS2GiyVyuRx+fn7MHOvs7MRtt93Gm3qS8dHr9ejs7ERISAgztAjEAL72BCAWESXExKwhNj6B9MROocUzOjoaOp0OCxYswNy5c5mhP1bSTceizX93dzdaW1vhcDjQ3d3NrdoEOnyTn4RcLmeNVgoCBIOCgqBUKq8KthL40tjY6HWtMpmM9ZRJxoDM54jF7HQ64XK5mCVHGzZgeMPU0tKCkJAQmEwmr82Fx+PBoUOHRpll07XSYixcqCdNmuSlL+rn54f169fjpz/9KTOH6Z7S5/R6PWJjY7Fz5068/PLLePjhh5GcnIyhoSEUFxczI4uKAbGxsRCJRDCbzdi9ezdiYmJQXV095r2nZMLj8aC+vh67d+9mti9dP/1/g8GAo0ePsrwXFXwGBwdZy/7EiRPIyspCYmIiM6Li4uIQGhoKkUiEiooKLkRRW2l+fj6OHTvG42akxFxSUhI2bNiATz75BB0dHRgYGGAJj5HR09ODtLQ01pcnYFOv1yM/P5+NCYURHR09amzTvaL36GprpMlkgkqlYrDTz8/P675GRUUxE8NoNKKyshJarRabN29GRkYGsrOzUVpayiwDAijMZjObTdE1nDt3jlmhMpkMmZmZ7JNAYbPZmG0j3HBOnjwZ+fn5yMrKwtDQEMrLy6FWq+Hn58eamMRcjY2NRUFBAUwmE+rq6jA4OIijR48iPz8f06dPh91uh1gsxrZt27B582a43W6WA6OxP1aIRCKcOnWK7ymAMZ8h6WP7+fnBZDJBqVRe9fkI9daFvyMMas+PiYlBf38/PvroI3R0dDArn3wINBoNG2Tl5+cz+EXnS8XOkUFs1r179yIkJIQTaopx48Zh7dq1yMjI4Od38uRJvPLKK8xIiomJ8SoES6VSfPzxxxgcHITD4UBXVxfeeecdxMTE8Hc6OzvR1dXFQCHdT4/HgxUrVmDHjh1wu91IT08fZQ7udrt5/u/u7mbZLKFWOY1pOjZJyQjfH3pW6enpDIaRCRzNoU6nkzuWxgqJRAKNRoOoqCiYzWakpKTghhtugEqlwoQJE5CRkYG7774bmZmZEIlEbB7d2dnJBskajQaTJ0+GyWRi43elUomMjAzI5XI4HA6WxygsLMTs2bNx8ODBMcfLWOfn6+sLmUwGlUqF5cuX89ynUCjQ29uL8vJyL8CK7nN1dfVVC1nEmO3o6OBC7z333IOEhARMnjwZN9xwA5RKJQO+Qu3XsrIy+Pv7w+12Y9q0aZDJZAgODoZYLMayZcswb948aLVaLkQkJSVx8fiXv/wlDAYDnwd1oeTm5uKHP/whz52LFi3Cpk2b0N3djdOnT8PlcuHw4cPo7+/n9XX+/PnIzMyEXC5nlvhIoKujowPt7e04fPjw30UM+C7GxYsXkZiYCJVKhcTERAQGBo76DBUbR4ZIJBqzQFpdXY2EhATMnz8fb775JhYsWMA5AIXH48H58+fZaNXjGfbTIOIVeTGRHAPlKGq1GiKRCCaTCZ9++ilWrlzJUi8jo7+/H2vWrMGCBQug1+uRmJgIrVaL9evX4+abb4ZIJILRaER5eTnLIND75/F4mL3517/+lUFV4fl3dnbizJkzuOuuu2C1WpkpTz5DweLyAAAgAElEQVRRQUFBCAsL4w6H+vp6HDlyBP7+/ux9RfMiFT3tdjtLXJlMJiQkJHCuq1Ao0NHRgeDgYFRUVHC3F4Eh5HNEfiQ//vGPcfDgQaSnp3NnUHZ2NmJiYlBTU8MGjjSf0Zog1FZubW316nKgINCe1kfq9gC+zhUoHA4HvvjiC2zevNlLl5m+197ejnfeeQeLFi2CSCTiwq1Go8GTTz6JhIQElsak48XFxXmNKWHHkUgkQmxsLHp7ezFjxgzo9Xr2B6FxTB1xAQEBUKvVrEWt0WiQl5eHoKAg2O127gZcv349QkJCMGHCBPT29sJoNGLNmjXo6urCrl27cO+998JsNjMg1dPTg4SEBGzfvh12ux0FBQXMHiZTbSInURDbdeScOvLfR863UqkUb7zxBt58802Ul5dznk3HpGOIxWK43W5eD4mJ63Q6uQuCnh8Vxc1mM3bs2AE/Pz/2soqIiIBSqYRWq0VwcPCYc+O1uBbftZg7dy4XAYCvC7qrVq3CkSNHuBBGHUL9/f34+c9/joGBAeTm5kIqlSI7O5vleOVyOd555x32NMzLy8Orr76Km266Cbt27Rr1TkyePBlXrlxBU1MTnE4n56SBgYFM6BOLxWhpacH+/fuxefNm2O12NDU1oaenh6X3iMgYGRmJEydOQKVS4fjx44xTkorArl278Mknn2DRokVYunQpKxRIJBLceuutePjhh6FWq7F48WKWTO/v7+c9gV6vh7+//yjsgoKwlLy8PKSkpMDtdmPGjBloaGjAk08+idjYWGRmZmLlypWM9ZC3lsPhgFar9QL9ga/XlZH5AsXAwAATeIh0RV1cdI4juxjp+CNzNJI7bWlpgZ+fH2pra5Geno7CwkJs2bLl2pz2P4h/eUdAUVERDwR/f39Mmzbtf3U84SAgZua/cwg3wWOBGGOFMIkZ6+X7to77fTnm34qXX36Zwdt/15gxYwZXlgcHB/HZZ5/h1KlTyMjIwMMPP8ybh+3bt6OlpQUDAwMwm80ICgpizTwqFJBx5FiSNcDXG9bk5GR8+umnXmwhiUSC+Ph4LFq0COvXr0doaCgKCwu9gFECrKilWSiXQQwlSsrHjRuH1tbWUXp0wNcAOQAvNpLwMwQoNTQ0IC4uDiUlJaOuh0DMkSAVAN48E3NSr9fDbrfDYDBg69at0Ov1zIQmhjcVVkin/fnnn8cvf/lLNmcj9vTg4CBLTY28v8KNIzFBTSYTsrOz+XODg4NISEjA3r17sW7dOvzhD3/AE088AZ1Oh/b2dr63FRUVcDqdMBgM+PLLLxmYbm9vR09PDzPAHA4HJBIJSktLuUBw5coVtLW1XVWSiOQ8hJ0+wr8Lo62tDQ0NDSyXUVtbi5iYGJw/fx5qtRpLlizB3LlzUVRUxMwNGgsTJkwAAL4mAMyKI6YwAaqHDh3Cb3/7WzzzzDNITExEWVkZUlJSeKNdWlrK3xcGAXEFBQW47rrr8Nlnn/EGj/Qic3NzR8lNjXW9wvFKUllC9i1FY2Oj1+af9BTJJJIkbuRyOXfslJSUeBnfAcMMbhrH3d3dKCkp8SruEWOaugT6+vpgNBq5ICIca5cuXcKvfvUrr/PUaDRYt24dPvzwQ1y+fBlSqZTbWundpuS3rq4OycnJrHfb29vL3V9FRUWQyWRwuVzc3dHX18fFiG8yEB8rARUyHunvJCny+uuv48knnxxTQ1NYqKL3tr+/fxRbj66LxiSxqUcWpAmQ7enpwXPPPcfHIQanSqXid7Ctrc3ru1FRUSx7NRK0pQ3L5s2bIZPJGCQneYQPPvgAO3bs4N+icDgcsFgsaGlpQWNjI4aGhrzmDqFnCIHxwg4GYNio8p133sG+ffuwePFiPPnkk6yTKiw4kjQUPYeuri7ExMQgICAAxcXFzPAda5ND8+HFixevanyuUChYjmHkuyeVSiGXy7Fz505UVVUxu0jIvqb5dKxwu91wOBxQqVQsb7dixQp8+OGHSExMxCOPPIJ7772XO9r6+/t5PIWFhf1dclPC8Wez2bBt2zbI5XIkJSWhpaVlFPApDJFIBIvFgsbGxqteA8md7Ny5Ew8++CCOHTvGXgPXX389FixYgN27d/PniaFNHR2lpaXw8fFBWFgYsrKy8N5776G+vh4pKSk4d+4c5HI5Dhw4wIy1uLg4nDt3jjeV5LtSUlKCgIAArFixAj/96U+hVCq50EHgGBXjSXOeilQvvvii1wZSqGMrkUgQExODcePGMTvv+xaTJ0/Gpk2bkJiYiObmZjidTq/uPQBc2CY24d+KwcFBLhCuX78eZrOZgQ5h0HoSGxuLiooKyGQyXrNozg4JCWFW+Zw5c5CdnQ2lUomOjg7ExsaiuLgYGzduxBtvvMGSMcJQKpU4evQoMjMzcebMGbS1tWH79u1wuVxcKCIpNTJ9bWxshEajgdFohK+vL1JTU3Hu3LlRnT8mk4nzQYfDgcDAQDQ1NUEsFqOjo4PnYrlcjlmzZuHMmTNcaPb19UVlZSXrxAvXCWLgv/3226wRT8C1x+NBaWkpg+UkgymU9KMCaktLCw4dOjSqo/bEiRNYt27dqHmP5k3q+iIASEjkoKDOKSLFtLW1wel0ehUEhNHa2sq+CiSxR4SKjIwMBAcHIzg4GHFxcXjooYc4f5LJZNi9ezeSkpIgEolQXFyMgoIClJaW8hwNwOseejwe9jOaPn06d3R++OGH0Ov1aGhowIwZM9DY2MidUET68XiG/ZuqqqowODiIEydOQKfTITk5GV9++SWb7xJ4tGTJEvzsZz/DjBkzkJCQgGXLliE0NBRNTU1Yu3YtjEYjent7eayP5TtGDN2/NyjXp6CxQfOZsItO2CnX19fH3zWZTOybQExYAuXo+ZGkl9FoRE9PD4KCgmCz2VBUVMTM28HBQSQlJf3d534trsW/KqqrqzmfFkZraysXf4HhfDAgIIA9A+nzfX19LF8WEBDAsm3h4eE4ceIEZsyYgSeeeGLMIgAFma5TwaGkpAQej4fnaHqHiXA4ODiI5uZmyGQyPPzww1zwTEhIwPr165GYmIhTp06xtwEB+a2trZDL5WhpaUFbW9uoYuLx48fR29uLN954A7t27cKqVauwadMmlviJiIhAdHQ0nE4nLly4gIiICJSWlmLcuHFobGzEgw8+iNtvvx3r16/HlClTkJubi5/+9KcwGAxIT0+HRqNBZ2cnLl68iPT0dKSnp+PMmTPo6emBQqFAeHi4V9cqnVtnZyeUSiXvC+VyuZfHnVwu95IyHRoa4nWb1qurdbFTXkhzscFgQFdXF6KiomC1WqHRaPh8q6qqvve+T/+K+Jd3BNDCSK2G/9sQsuS+yfTi3yWE7Pa/ZVxIIZxQr6YN+G0c9/tyzL8Ver0eRqPx//TPdy00Gg0efvhhBAcHQ6vVQqFQQKfTYcWKFTh9+jR27tyJuXPnIiMjA1arFT4+Pjh9+jTy8/OxYMEC1NXVQafToaGhAZmZmbjjjjuwfv16GI3GUZ0bxIoKCgoadR4ikQgnT57EuXPnoFarkZ2dzd+XyWSIi4sD8DXgQckwgVFCFhMA9usYa8ERLrjUCkdjisAVPz8/hISEIDAwkDd1Yx3Hz89vTCBKpVIhNDQUUqkUM2fOhEKhYC09mUzGpolC4I6MTw0GA8xmM95991309fUhLCwM/f39bCx8tbha14vVah3133JycmC32/Hhhx/i0UcfZYCf2EjA15IabW1tDJyRPvXFixchFos5uRGasZGJL3VCjMUckEgkiIqK+sZODWEcPHgQmzZtwu9+9zvs2bMHJ0+ehFqtht1u5xbzpKQkzJkzBx6PByaTibsxyMyXzp8Y2sLo6+tDXFwclEoldu/ejerqagQHB+P48eM4efIkRCIR62mPxT5XqVSIiIhAYmIibyKB4fG1dOlSVFVVeYGewDC4d7V5SaPRYHBwEFu2bEFaWtqo3yTWNIVSqURsbCwSEhLg6+vLRSbhmCBAQrgR7evrY+OoiRMnehkfUsLW2dmJGTNmwOPxYNq0aWhvb0daWprXPCwSiRAfHz/mtRALRQisarVar66T/v5+JCUl4ezZs0hJSeGCA50XAC82HrWbajQayGQyhIeHj/nbwggKCmItfuF7REAl/f3TTz/1mhOEIRINmwlSHtPf388sZ2JrCxNaKhbQZv5q50VjQzgP3XjjjfB4PEhOTmaZLIqoqChUV1cjPj4e2dnZoxjBBNSLxcMGviSNQEBMY2MjZDIZ/Pz8oNfrveTJqMgkLJAQi5SSebo2YeHKx8cHO3bsQH19PdauXYszZ87g0UcfxS9+8Qs0NTWxgZuQJWo0GjFu3DgGYKqrq1FRUYE1a9Zg8uTJCA0N9bqnFFTw+sEPfnBVxn9fXx+blglBMq1Wi8HBQTz77LPYt28fzGYzsrKycOTIEfzoRz/CwMAAYmNjx+w8FHYpKBQKOBwOZGVlQaFQ4N1334XFYkFOTg58fX3x7rvvesk0tbe348SJE0hLS2NtZ4lEMup3brrpJv5/wt8kULGgoIBBMeEaSV0qRqMRQ0NDLBcUFRU16jpIpzUrKwsFBQVYunQpXnjhBcyaNQsAcOzYMa8iAD17YJhpTyavfX19OH36NHe1eTweXLhwwasA7vF40NzcjKKiIn5HhFJ7JAsWHx8PkUjEfgk0VgEwI5uY3kNDQ3jggQe8iqkikQgLFizggkFfXx8qKiqQn5//vQXDNBoNdu3ahVmzZkEsFiMlJYVzCOBrMoLT6RxFWqGxR+82FV/Jz2H37t0ICAiAwWBgMoUwXC4XBgYGUFNTg+effx7d3d08BgwGA0ue0TpG5s5U8CwpKcHvf/97HDp0iLucRgIwTqeT140tW7Zg8+bN6Ozs9Jp7qehgsVh4Lm1paUFhYSFsNhtKSkrw3nvvYdGiRYiLi0N4eDj7UJBP0MWLF9HQ0OAlU3DHHXcgMzMTM2bMQGFhIVQqFRNAnE4nuru7udNzZP43ODiIyMhIJCYmIigoCJMmTcL8+fNhsVig0+l4zunr62PvDyGITznWWCQ2qVSK999/Hzqdzov0RGsnASzkvzJjxgyYzWYufI48VltbG5YvX87+HmN1ItF8cfr0aSgUCsTHx2PevHkMunR2duLEiROwWCwsE0dFjYCAABQUFPD6FhwcjNmzZ3t16ikUCsjlci4kl5WVMVO+q6sL27dvh8lk4nX89OnT/Jn29nbOFWfOnMkSP76+voiOjobb7cbBgwfZA4ieVXd3N/trLF26FAUFBZg2bRrCw8MREBAAhUKBgIAAr3yA5AqpeDtWNzDlgNRdMjLcbjfLmAjvr3C+o5BIJFCr1bjlllvw1ltvISUlBTNnzkR3dzePkcbGRmzcuBHjx4/nNZvIQK2trWhpacH48eO524AkN7Va7TcSJK7FtfiuxdVIntRdb7FY4OfnNyqnA4bz6IGBAbz55ps8z5McrK+vL86fP48JEyawlBgFzW1ZWVmYNGkSr1UkS+N2uxETE8OeKB6PhwuOUqmUz00ulyM9PR3z589HZWUld6eHhIR4+RFKpVLccsstAMB5HHVUEfErOTkZvr6+TMy47bbbEBgYiKCgIJjNZtjtdvT19aGkpAQ7duzA6tWrkZmZiZtuugl//vOfsWbNGj4HKjIeOXIEmzZtYj/Cu+++G++++y7uv/9+AEB6ejrkcjmGhob9W9944w0AX2Mi4eHh3B3X29uL4uLiUZKYvb29XCAhXEAulyMoKAj9/f28rx0ZYrEYoaGhWLFiBa6//nq88sorEIlEmDNnDlpaWpCSkgKHwwF/f3+Wm70W/3j8ywsBQrbGSBDjfxL/E4b49znkcjn//WoMuJEh/Jzw+9/2cb8vx7wWw5GYmMjyBXa7HcXFxYiNjYXdbueFs7KyEtOmTcOsWbNgsVhw33334YknnsCUKVOQl5eHLVu2IDY2FosWLcLevXu9EllhxMbGoqioaEwAWKPR4LXXXkNxcTG34ZLG8MKFC/H0009j8uTJSEhI+P/Y+/KwJu907RsSSAghJCxhCbLvsoriigqnaqvTxS52swu1tVXspnNqO6fbzFyd087U6Zy6IG3V1lo7Mzr2tHWh1ZZaFYsoo+wgoBDCmgAhISH79wff8zQROmf5vjkzneNzXV4z2hCS9/29v+V+7gWxsbHYtGkTfv7zn+Opp57ykNr+kH/uD5W777Q7W7GrqwuDg4NwuVwQi8WIjo5GcHAwS3QJvM/IyIBAIIBYLIavry+WL1/Oi6DVakVjYyMSExNhsVg8GGHABLjz1ltv4aWXXmIfY/IRPHfuHPR6PXtGX7vouhflNfxHdhNUxAxramqCQCDA4OAggoKCYLFYprQiobA6YvVFRERw+N9UZbPZ2A7J6XR65DcA30sIr93MuUvM6XvRwcvddioiIgJGoxFeXl4YHh5GXV0dqqqqEBUVxT8DTLDgBQIBdDod5HI5Pvrooykbcr6+vqiurkZ8fDzq6upgNps524AkogKBgMGCyMhIj89pNBrR29uLoqIi/OxnP4NSqeTP4XA4cO7cOX4tyeoVCsUPKpXMZjNSU1PR1NTE3pJUQqFwEoBgsVjw/PPPc8Odrq17mBKxMahxRodSvV4PkUiEq1evQq/XsyLA4XAgOTkZ999/P9LS0lBWVoaMjAzs3bsXK1as4OtI7yUUCvHggw9Co9Hg22+/ZaauwWBAenq6x/UaGBiAzWbjJlN4eDgcDgcKCwuRnp6OsrIyDA0NQaFQ4LvvvkNOTg4WLVrEwAI1BUZHR5GZmQmDwcCA8rVFYFlfXx+zTN2vCc0ZBHwdPXoU3d3dU76Hy+ViEFckEmH27NmsjiDvdXcbHOAvqxV8fX3R19c36ZlzOp345ptvIBaLcenSJaSmprI9AjXglEolRkZGoFQq4XQ6WSackZHBXvzEqHWf4+gz9fT0oLOzk7+3j48P22a4gxjuOS2kpqHgMWoQkA3VjBkzcODAAQwNDaGxsRFjY2PYuHEjsrKy+Lq7g7tGo9HDx57Go5eXF/r7+xEXF8fX3/1eeHt7QywW46677oJIJOL5JSAgAH5+fpBIJGyr9vDDD3vMPyMjI/jZz36Gn/70pzhy5Ajuv/9+/PznP8drr72Gt956C5WVlVMecmi80GchkI+uLx3MzGYztFotIiMjPZpfO3bswO9+9zs89thjfH3pIBkdHY2MjAxkZ2fzGuH+OwGgu7sbGRkZeOONN9DS0sISeRprFEZP9huUuaPVavn3eXl5Yf78+ZDL5WzhQn605eXlaGpqgkwmYym6exHhhti9xK4ODAz0YLrSugdMsPkCAwNx0003QSKRwGAweAD8VA6Hg/3f9+/fj40bN/KYcr/mVB988AE3B9yvU1tbGzcHfH19kZycjJKSkh+1jFwmk8HPzw/Z2dlQKBTIz8/n6+tyuVhCT/eHQFKhUMgMS1ItkgKprq4OX3zxBerq6nDy5EmIxWKehynbhoAJs9mMX/7yl9iyZQs//zqdDoGBgVi1ahXefPNNnDt3Dv7+/twkpM9BSiDaz9lstknWX5999hk306iZ4X7P5XI5NzvCw8O54UVsxIceegjAhMKFQpRtNhs2bNiAF198EXfeeadH0B6B4VlZWZDJZJDJZNi9ezeA7xud7n/os1LTjp6t4eFh9PX1obGxEa2trSgvL0dnZyf0ej36+vpgt9s5p2zJkiXYuXMnRCKRB3Flqn2wzWaD0WjEXXfdhRUrVkyyfnK3kwGA/v5+mEwmjxwGem9vb2/MnTsXBw4c4DWN7uEPVWFhIbRaLaxWK7777juo1WqsXr0ax48fx4MPPujxOVwuF9rb27F9+3bccccdkMvlsFqtqKmpQW5urociYHx8nO0QSbEWHR2Nu+++GwcOHMClS5c408DpdHKTXy6X8zmA7BaBCYJBX18fZsyYgeDg4B8kwrS1tSEhIQHNzc24dOkSjEYj6urqoNFocPLkSchkMjzzzDNspUOgVH5+PmbMmIHFixd7jNcZM2YgNDQUM2fOnBLUuvvuuz1YsgDYdg+YsOyTyWQoKSmBv78/VCoVDh8+jJaWFmzYsIEVrwKBAIsWLWL3hKamJlY7paWlQalUsiXVhQsXMD4+DqPRCLvdzkrnzMxMfPTRRz9aa7Tr9b+n5s2bB4VC4UEoImULKVe7u7ths9nQ1tY26eelUinEYjESExOxceNGpKWlQSgUsrpYoVAwiEzgv0ajwYMPPojjx49j27ZtbC1ksViQl5eH6OhojI+Po7W1FQ6HAwaDAdOnT+fgdovFAovFAqPRiG+++YYtfsgStaKiAm1tbVAoFGxXa7VaWZFGuQNOpxNpaWmQy+V455130NzcDIvFgrq6OmRnZ0Mmk2H//v3YsGEDfv/73zPov3fvXqhUKmRnZ2Pz5s3o7OzEI488Ao1Gg5ycHG7QulwutLS0wGKx4IEHHsB9992H0dFR1NfXY3h4GF9//TVWr16N1157Db/4xS9w33334ciRIwC+X2eutRl0Op1Tkgzd711AQACfL9wVhVO9VqPR4MiRI3j++edRUFCAP/7xj1ixYgV2796N9vZ2thp9/PHH/6tD63r93/qbNwLcN2L/Pxj87tLYa0Gmf8S69iD7nyn3w/8PNV/+Gu/7Y3nP6zVR7e3tyMrKglwuh1QqRUJCAs6ePQu1Wo2KigrEx8fzwnb69Gmo1Wrs2rULqampkEqlyM/PZ9ZQaWkpA2TZ2dmYM2eOBzjX0tLCXqPu4JfNZkNzczOMRiO/ng6c2dnZeP/995Gfn4+BgQF0dHSgv78fe/bsQWxsLEZGRjj41d/fHxKJBD4+PlAqlf/la0GLHrEO7rjjDtx8882cBaDT6Zg5D0yoRhoaGhAaGorx8XFIJBJ0dnbCbDbzYdBisaCgoADvvPMO+/sRYANMMO+WLVuGFStW4Pnnn0dqaioyMjJYEj3VoY0O6fQeJFckRsFfagi4S9WJpUZMzPnz508JmojFYiiVSoyOjiIvLw8Oh8MjjNu9yFs1JiYGIyMjyMvLY3aVe7W3t08CbskiCQD7hwNgRh0FrZLfoss1EUxJzZX33nsPUqmUGYs5OTlYsGABoqKicP/99+PcuXOTDmnE8C4oKEBHRwd/B1KCEAPEPdDanR0pFArh7++P0tJSAOBAOnfmH11vYpTL5fJJ4Kx72Ww2XL58Gdu2bUNISAji4+Ph5eXFgLl79oVMJsMLL7yAlJQUrF+/HsnJyUhPT0d8fPykzZvD4cCsWbPg5+fnAUiMjo4ygJKcnMyftbW1Fb/73e/Q1taGdevWobOzE5s3b4bL5cKsWbOwZMkShIWFISMjA3K5HKmpqVizZg2DBi0tLVi5ciUaGhr4gEpFzxp5avb19aG+vh733XcfjEYjioqKEBsbizlz5uDChQscsB0VFeXxnS5cuICNGzeyr6/7WCJ/4dmzZyM1NRXZ2dnMJqHm8H/0vADfW4UFBQUhNDSUlQDV1dWsfFEqlQxy0O8HfjjcnljRM2fOnDIImA4MAQEBzLamP9QsJMugefPmwdvbGyEhIZg2bZoHWCKTyTyyBsgeat68eSgoKMCcOXOwceNGbN68mVUY7kC0WCxGSUkJNm3ahOjoaERFRTE7ncByAswaGxs5mI2uQ0BAAOrq6jBz5kwA39s6pqWloaioCJmZmfy8usuGn3jiCSxduhQfffQR7rzzTsyePRtisZiZwWvWrMHmzZsxc+ZMGAwGREZGMhBisVgwMDAAg8GATz/9FGazGWKxmOfHX//61wgODubPT7+T7Czcn41r7wv9Ox1q3J8dAsfo+XVvTLtcLnR1dWFgYAByuRwZGRmIj4+H0+lEd3c36uvr0dzcjKNHj3IDEQDnBND8dOzYMQQGBnKuD+WeAEBBQQESEhIgEolgMBh4fk9KSkJeXh4WLlyI+Ph4njfIx7yvrw/l5eU4cOAAmpub2auX9k1BQUGQSCSsfqF5kUB/9wYuNWsBIDU1lQ/jxHb9oQoMDGQVgkqlwsyZMz0Ab7o/ZA80VbW1tXl43ZKv7I+96FBvsVjQ3t6O5ORkj9Bl4HtFID2/drsdiYmJkMvlDKgKhUJkZWUhISEBOp2OARYvLy8EBQVBpVIhJCRkEnNcJpOhsrKSVXU+Pj5Yu3YtMjIysGnTJgBgOzoatw6Hg8c6zbEOh4PPfzQ/pKenY8eOHdBoNOjr6+M9D6kPaR3dunUrVq9ezc8wfd/Dhw/j9ttvx7//+79DIBBAqVSiqKgIUVFRWLZsGW677bZJNooSicRjXKhUKhw8eBBPPvmkx2ejOTU0NBQikYhzq9LT0/Hkk09izZo1vM8UCoUQCoVITU1l4J7W+BMnTuC5557jZu21Ni9CodDj2bLb7di+fTu++uorD+UVESKA75VsTU1N/AzSs0dh4jk5Obh48SLn0QDgEMYfqoSEBGzfvh01NTUwm814++232Y9fqVR67JEA4OjRo1i3bh3mzp2L0tJSXLx4kS3+VCoV25SFhobiypUrbC0HADU1NaxsoDktJSWFM2qMRiOGh4d5z3TTTTdhw4YN2LNnD4NEzc3N0Ol0zGa9VmEVGBiIU6dOsWIhPDwcBQUF3Fgn1mpMTAzbdKjVam4yXbx4ke+Ll5cXsrOzERcXh8bGRsTHx0+6fnv27MH58+cnkTyUSiU35yQSCQYGBmAymdDc3IyxsTFs2bIFDz30EF5++WVkZmYiKCiIs6z27NmDkJAQVmP29/ezAoLuvfs9JQvF06dPo7OzkwHK63W9/l5LJpNh3759ePTRR5kIQBmGRCwDwNlg11ZraytiY2Px0UcfITMzEzqdDnPnzmVvfJvNhl27dgEAg/+PPPIIUlNT2QYtOTkZBoMBSqUSf/7zn6HRaOB0OrnpJpPJ0NDQAADcrIyJiUFYWBiTcs6ePQuZTIZ7772XzwlGoxGJiYmQyWQICwvjRjrlskVGRiI0NBR79uxBSkoKq4NKM5UAACAASURBVAAp56S8vByVlZXcFKC8PNpLV1ZWIjg4GJWVlRCJRCguLsZXX32Fhx56CMuXL+f10mg0ss2Sw+Hg/XZraysTUAQCAYaGhvDll196XN9rz+/AXyYnupMUyJI0IyNj0uuo+R4SEsK5PqOjo6isrMTY2BgCAgKwd+9eFBYWQiQSoby8HKtXr74+n/036m/eCHAHl2jD+N8th8PBmxEAPwhI/SOVO/jhHqjyl8rde/Ja8OSv+b4/lve8XhOVk5OD3t5e9qqm7mt0dDQKCwvR0dEBmUyG4uJilstZLBbU1NRw11qpVGLlypVsq3Ly5En09/fjhRdegL+/PzPUCgoKMDY2htLS0imZsnQIAsBM8urqaiQkJKC+vh5FRUXssSwUCrF69Wp89913qKqqwqxZs+Dt7Y3f/e53UCgUiIiI8GCLXlt+fn6YMWMGgO9VRQSWEQh3ww03oLe3l5m/AoGAgabg4GBuQkRFRbH0vqOjw8P6wGKx4O2338bx48c9QlZJJt3U1MTMhJqaGrS2tqK7u5vH+bXNAB8fH4hEIj6UCwQCJCYmsh0MAVnu38udUebehKDy8vJCSUkJOjs7OYidwBaZTMa+xFFRUbhw4QLUavUPAtleXhMBgmq1Grm5uaitreWQIYFAwJLqqYIP6QAYHBzMYOXPfvYz3H///Vi+fDmCgoIY+CJAgcAinU6H0dFRmM1mqNVq5OXl4dtvv8WpU6fQ2dmJ3/72t/j1r3/NP0fAo7e3NwoKCtDe3o7s7GzOzXA/yNE9IHWAn58fVCoVfH19sWDBAkRHR2P37t248847mcnt5+c3qalC0kqNRvMf2iIplUqYzWbU19ejo6MDLpcLfX19iIuL47wIUquIxWJmx9fW1qK2thaXL1/2eMZ8fHy42ffEE094HMiBiWaFyWRCT08PM4bJWqmrqwuhoaFQq9W8caZ8EPK87OrqQk1NDXJycljWumPHDgDfh2g7HA4eVzRGSUJLMnfyhbxw4QIMBgOqqqo4gJFYp9fWiy++iC1btmDjxo3MDBIIBMyYPnPmDBobG3Hu3DneyNP9tVqtHjY4U5WXlxcHN2dmZqKwsJCBWJL9uq9LNEaVSiV7WV4LLBOQWl1djeLiYgaJvL292d4pODgYAwMDHk1Bb29vyOVyLFq0COnp6di7dy8SExPx/vvvY//+/Vi6dCn279+PrVu3wm63c1A1jXsaM4ODgzh16hRsNhvef/99zJo1C/v378edd96JqKgoBr2tVit27dqFDz/8EGq1Gmq1GlarFbNmzWKFBDAhHZ4/fz4+/PBDBq9ovJeWliItLQ3z5s1DREQE5s2bx2or8kIm5heBfgcOHMD27dshlUpx+vRpjI+PczBpcHAwFAoFS59JGUR2U8DE8+10OhEfH8++pcBEky0jI4OBGLoX9N/oWXAPtqVyuVxT2gZdC6xRWPwPNZhaW1uh0WjQ0NDAgD39XgLxAgICIJFIIJFIsHDhQrS3tyM+Ph5ffvklRkZGuOlBa4pCoUBDQwOeffZZnn98fX2RnZ2NxsZG9Pb24vTp01AqlYiIiMDY2BjPyQKBgF8vEAgYcKfngVQo7t7X9O8OhwNJSUkAJuYssViMqKgoZGVlITExkf3DSWlFYOa1thpDQ0P405/+hNWrVyMsLGyShJ+uDwD29U5OTmYAFoBHMwKY8Or9MasBqGQyGbZv347IyEi8+OKL3GQCwM9gZmYm4uLi2BLPPdg6JycHLpeLx9S1oaVBQUF49NFHsXr1apSVlaGkpARSqZQP6f39/SgvL2ebG8q8IGstd2WguzVTfn4+K0jofhcUFPC+LCQkhOc3AmMAICQkBEajkT2RCwoKcPXqVQQFBWHnzp3w8fHB9OnTGfgODQ3la9LU1IT6+npeZ48dO4aIiAhm9QuFQmzYsGHSuJDJZFCpVFi0aBHbOpKa0GAwwN/fnwNudTodYmNjsWPHDrYcMpvNPM+4A/ZUUqmUSUwOhwOJiYm8f3O5XJNsrgCwgoYazPn5+cjIyICfnx/8/PwgFAqZeEB2FuQr7+XlhXPnznEj2r0hKRaLuUlH1mGksvj4449RV1fHAfRkx3Ty5Ek0Nzfj66+/9viM/v7+iIiIYOXwrFmzoFAoUFhYiPnz57NaaGBgAMHBwXC5XEzwCAgI4HFsNBphNps9LK28vb2RlpaGpKQklJaW4v3338eZM2dQUlKC7OxsqFQq7N27l9UICQkJrI4CJpqo4+PjWLhwIaRSKbKzs5GWlob6+nre42VmZqK0tBRNTU183QICApCRkYGvv/4aM2fOhJ+fH6RSKfz9/bFr1y5UV1djZGRkSkWs0+mckrGs0WhYiTc0NISzZ89O+vmRkRE8/vjj6O7uZiuwoqIipKamYnBwEEKhENXV1Xj99deRm5vLDaSpGjtisRhpaWkcND7VfHq9rtffUxHATedTX1/fSSpeYGpVk0AgwNmzZ9He3o6SkhJs374dt912Gz755BPcddddzCyvrKxEZmYmRCIRcnNzcf78eZw4cQJqtRotLS1QKBQYGxtDQUEBsrKyEBQUhJGREVbHuRPpRkdHoVQqmcRUX1+PrVu3QqPRYPfu3TzveXt7o6urCwEBAejv70dwcDD0ej0TVrq7u1FVVYXHH38c5eXlaGtrw+uvv45jx45h5cqVeO211/CrX/1qSgB8dHQUO3bsQFNTEywWC4aHh2EymfDmm2/irbfewu7du7F48WIPwghdTyKwfPXVV+jq6oLT6eQ5OCEhwWOfe20z/S+VQCDAkiVLsHDhQohEIgQGBsLHx4fdDahoTaZ76XK5cO7cOdx+++0e39lgMKCpqQl6vZ6boGfPnv1Pf57rNVF/80YAef+5XC5oNBqPQML/al24cMEDpElJSfl//Xh/9+UOZHd2dv6nwova29v5/xO49z/xvj+W97xe3xfJmIVCIebMmcMLYnNzMzNo/fz8GDj18vJCcXExIiMjsWnTJqxZs4YXSQJBUlNTYTQaYTAY2CqnqakJWq0Wzz///JQdZvfy9vbmn/3222+xdetWqNVqNDU1wcvLixfY/v5++Pj4oLa2FtHR0Xj++efx6quvcnAhWXa4l5eXFwoLCxEcHMyMNoVCwb7GISEhDEJ3dnbiu+++g5+fH2+4yeZg586dHHopEAgYdKPfR6DO6Ogojh49Cq1Wy/YPERERzOwlZoJIJEJSUtKkMEBifwUFBcFms+H+++9HYGAgoqKi2BKBngkvLy+oVCpmMYSHh0MsFjO4Q/fbvcjjcNOmTZzTYDQa8dZbb+HRRx9Ff38/N2CJ1U6BxwqFAn5+fpDL5QwgK5VKyOVyXLhwAXa7HQMDA4j9v969xDakECECCNxDmnQ6HTIyMtDY2AixWIwbb7yRmQLEiCaf7mtBubGxMURHR0OhUCA5OdnDW94dGHc4HAgKCsJTTz2FwsJC7N27F8AEu8Lb2xvTpk3jz0agYkBAAKxWKzIyMhj8OnPmDGpra/Hpp59iZGQEp06dQkpKCh5++GGMjo5OArxWrVoFHx8fBq8IEE9ISIC/vz+/vru7m62a3MdvV1cXlEol7rjjDqxfvx52u51lqefOnWMA49qy2WwYHR3FnXfeif3790+aQ+kA/k//9E/8uQwGA8bHx3HlyhX09fVBr9ejoqKCLYKWLl2K3/zmN7BYLHA4HPD19UVjYyMsFgsuXbqE2tpaOJ1OPvBKpVLccMMNDAS6g470bO3Zswfr1q1jn2kKah4bG2OrkWsrICAA5eXlGBkZwZw5c5gt486spnFOQBV9X7pW7sHhU5XVasW0adMQGxuL5uZmdHd3e7CTCDgnwO2tt97CokWLOPzwhyzLfHx8UFVVBX9/fzz99NOQy+WYPXs2B9ISs4Y+o8s1kU3S3t6Om2++GZs3b0ZPTw/WrVuHr776ir2tH3zwQVy8eHGSHFelUkEmk6GzsxMhISGorKyEQCDgDfcjjzwyKXiT5gf6niQ1JrARmLAuOHXqFIcdAmDALyIiArfccguqqqowPDyMs2fP4l/+5V+wdOlSlJaWwul0MmOZbJbq6uqg1WpRVlYGrVaLwcFB+Pr6Iisri9U3BD5Rc4TmDgpQVSgU/NwTezM/Px+dnZ2YPXv2pHtCKqD4+HjodDokJyczMARMsEu7u7sn5dxc+z4Wi4XXw6maATKZDFKpdJKvO4F4ZAGRm5sLPz8/FBYW4o033sC2bdsYyCeg1mw2c7bLrl27EBAQwI1Sm82GS5cuYdasWQgICEB2dja2b9+OhoYGNDU1MaPU5XJBrVbzc0xzdFFRERYvXozg4GAEBgZOYuJTQ/7q1atISUmB2WzGvHnzYLVaMTAwwESBuXPnMmAXHBzMjS4vLy+EhIRAIBAgIiICwcHBCA0NxdNPP81nBponZTIZYmNjceutt0IkEiEoKAjt7e2YMWMGrxvuayAArFu3btK1/zHW6OgoN+o3btwImUwGoVCItLQ03HPPPdi7dy8GBgbg5+cHq9XKPuK9vb0IDQ1FVVUVW9rV1NR4NLlIkbJt2zYOWN22bRt8fHywcuVKZGdnY8GCBQweUBDgnj17UFRUhMHBQX4+yDKP7kVraytuvPFGpKSkYNGiRRAIBFCr1VAoFNiwYQOEQiE+//xzNDQ0sIrBvYFLzb/q6mq8+eabOHr0KH7xi1/gww8/xMqVKzlQfWBgAEFBQR6+8cePH8dtt92GAwcOsNc/MfyLioqmvM4JCQk4deoUe0yvWLEC2dnZKCwsRF5eHtavX4/w8HCsWrUKTz75JO+JBQIBkpOToVAocNttt3GmE5XL5eL1goCWtrY2mEwm+Pj4wOFwIDw8HEuWLAEADysvGv8ulwuVlZXo7e3lfQg1ZFwuF9uUuTfwAgICeK/n7p1vtVpZsRoeHo7Y2FhER0ejoKAA4eHhGB8fR1dXF4DvGbgqlQqLFy9GXFycByPXYDCgpaUFSqXSQ7nS2NiIrKws7N27F6mpqRCLxXxuJzKL+zpDqkqpVMr7LbKIu/nmm/HZZ5/xHtkd2JbJZKzuuHr1KoRCIZxOJ+bPn4+MjAw888wzaGtr85iLdu/eDavVirlz56K+vh4zZszArFmz+Drp9Xp0dnaiqKgIzc3NmD9/PkQiEbKzs/meAxO2TFPVVHM+ZThYLBbe909VQqEQZ86cQWxsLHbu3Am1Wo2zZ88y4D9nzhw8//zzqK2thd1ux9DQ0JR5NiaTCU1NTWyFdN1X+3r9GEqj0WDHjh1sPwhM3l+RxZh7ORwOiMViVFVVITU1FR0dHcjOzmYCRUlJCY4fP44dO3awRdiFCxeYgELngpGREcycORPt7e0oLi5GWVkZbr31VshkMiQnJ3MjlZqU6enpeOaZZzxY7QcOHEBeXh7vm8ViMauYDh06hLS0NCxevBjx8fHw9/eHQqGAQqHA8PAwPv74Y6xduxY2mw1nzpxhEqVcLueGq3tVVlYyucY9xyA4OBhBQUGIiIjg7Dqat2h9IfIR2cMCYDtLUiED4DP9f8aGnc4H1dXVaGpqYgW1w+GY1LyhdYv2i+Pj4zhy5AirbOVyOUJDQ7FmzRrU1tayNfH1+u/V37wRMG3aNI/N5yeffPLfeh+n08nyYS8vL8TFxf2vsH1JS0vzkACTf/UPlc1mQ0tLC/89Kyvrf+x9fyzveb0miqS8lNTe2tqKXbt2sQcdMaeIKR0WFgaZTIaPP/4YTU1NePbZZ3kyJ2CBPEufeOIJlr4FBgbCbDbj2LFjHORFNRU7mhiwLpcLKpUKKpUK4+PjUCqVcDgcCAwM5EWcrACam5sxPDyMJ598EhkZGVAqlcjPz5+0aXC5XOyRu2XLFigUCoyMjHD3Py0tDS0tLcjJyYFUKsXMmTPZl52CuhwOB7q6uhjgIODZ29ubw80sFguzeOkgfeHCBQiFQoyMjKCgoIDZDSQnrqmp8fCxJ3AyKSkJQ0ND8PHxwf79++F0OpGZmYlnn30WKpWKGV3ENNZqtUhISIDRaMQ999zDQXXAxGFDJBLx3Gm1WvHmm2/i2WefBTBxuPP29sZLL72ETz/9lEPNAgICGJgcGhqCXC6HXq/He++9h+3bt7PX+MDAwKSgPbKHoT/EnKPmEoH09PqLFy+yV/oDDzzAdiTEHBSLxVi8eDHy8vI87i0x2I1GI88B7psHalYlJyfDbDajqqoKW7duRWlpKe69917s2bMHer0esbGxvDmkwzSpQc6fP48zZ87w5yUJKzUcvv32W3z00UcICgqaBETX1dVhfHycD8Xe3t7IyMiA2WzGww8/PAmgd2fJ0b1LS0uDy+XCBx98AKFQiFOnTiEhIcHjGl9bAoEA6enp2Lx5M0ZGRqYMKqZxQ1J5iUTCIeIymQzh4eEeKqHs7Gw89dRTEIlEaG5uRkpKCkpKSrB06VIUFxcjODiYG4fe3t6Ij4+HVCrlsXetZYTT6cTx48eZ9U1zjzubcXR0FElJSR6b0tHRUXz++edoa2vDiRMnUFFRwUxz96Ln0f3gTK+RSqUMJl+74SVWZmtrK3bs2IE33ngDWVlZHkGD9JrAwEC4XC6sW7eOQwzJ73yq5qe3tzeCgoIQHh6OoKAgHDx4kG2GyAfd/bkNCAjAzTffjL1793qEkg0PD+PNN9/Er371K6xdu5YbIfTZCJwQCASwWq0cwCUSiTAwMACBQIDi4mIYDAZuHJIFjF6vR1dXl4e/OwWmUQMVAINLg4ODfN/lcjm+/vpr1NXVISkpCQMDAxCJRNi0aRPi4+MZzCX/cHd/bpvNhqNHj8LhcDDoEhMTg5KSEn7+Vq5cyaxll8sFiUSCTZs24dChQygrK4OXlxfmzp2L/v5+hIaGora2Fv/6r/+Ktra2SXkh1MQl1arRaOTmgEgkgl6vh8FgmGS5dW35+Piwxcr06dOhVCpxww03sM3P6Ogo1Gr1JIY9MAFskSXUn//8Z6Snp2NoaAgPPPAAzp07x76uBNAVFhZi+vTp2LRpE1QqFSorK5lJTPNVVVUVent7UVNTw4cvUn0Q6EYBdRSa/uGHH+KJJ55AW1sbB95ZLBa2R4uOjmZLOrPZjLa2Nm5alJaWYv369ViwYAHvIWQyGZYtW4b9+/dj06ZNWLVqFcrKynDjjTcyQ25oaAhqtRo5OTmIiYnhxh0AZgZaLBbOMqHmIzVl3ZnG1DD5R6iLFy8iMzMTw8PD8PLyYhVSf38/brzxRhw4cIAbOL6+vsjLy8Ndd92F8PBwnmMNBgOam5vhdDqh0+k85n+73Y7R0VGsXbuWVQQ6nQ4ymQxarRY9PT0eTXTKCbp69SoOHTqEpUuXQiAQwGQyeahyAHCGj9VqhcVi4ZwTshu02Wy8dtK8R+xDmm/onp85cwapqamorq5GaWkpMjMzUV9fj507d8Jut2PevHno7e1FREQEzp49yxkJ4eHhiImJwd133439+/f/oEqkrq4OGRkZiIiIQFFREWbNmuXhl//OO+/g0KFD2LZtG0wmE0ZGRqBQKCCVSrFq1Srs27cPKpUKCxYsmGQNQ+x39/VQoVBw86O/vx+XLl2CTCbjfZS7QlYul0MkEiEuLg55eXk85qlon6JQKHivScQJ9yIlCPlcnzlzBn19fejs7MSpU6dQX1+P9957D9u2bUNgYCBSU1Ph7+8Pk8mEvr4+ZrRmZWUx6CSVSvHggw/CYDCwrQUwQZLYvHkzKwOI6Uvr+/r167kJaLPZ8NOf/hRVVVWsEJNKpdi6dSs3wSoqKjyA7dHRUZSXl2P37t0cfE0/W11dzblNpKbZvn07Kz/cPaibm5vR29vLAdhkP7ZhwwasWrUKhYWF2L17N2bPng2z2czqOsrfcC8iH9DaS3sJus/u9+ran6P3BMBWXOfOnUNoaCh0Oh3mzJmD5uZmzpiKjIycMhvJy8sL06dPx4IFC+Dl5cXf+3pdr7/n0mg0WL16Ne+53Ml3VBKJBCkpKUhMTATg2XSjZ/PChQtQKpW46667cPToUQ+iXXp6OubPn4+amhrOAADAaiqHw4G6ujps374dvb29WL16NQYHB+Hn54eVK1fyGkX7wfvuu49Jce7Buo2NjQC+V3kCYJLQLbfcgrq6OqhUKv7MWq2WlZc+Pj68fpjNZhgMBvT29kKj0Xg09DQaDbZs2YLGxkaeNymnZWhoCDqdDleuXEFaWhpCQ0P5Pek7u89H7uu7WCzmJjIB+0NDQx7Wp1TuxDO6F0RA1Gq1vGeWSCSTsu2oyKKI8B46R+t0Ot4PRkVFsdJVLpf/Q1g+/k+X4NVXX331b/0hRkZG0NTUBGDCyzMlJcVjoz42NobPPvsMwMRAuvfeeye9xwcffIDTp0/za+65555JG6K/RdXV1aG+vh4A+ND3/7N8fHzQ3NzMB1SBQID8/PwffP3p06fx7bffAgBbQUwFtv413vfH8p5TlclkwqeffgoAuO222/5D1vo/QikUCrz77rvIzc1Fd3c33n77bZ583TePIpEIK1asQFhYGHJzczE2NoYzZ878YIdWq9UiJycHLS0t8Pf3Z88+kUjE/vBOpxOxsbFIT0/3AEcJhALA0unR0VGoVCo0NzcjNTUVer2eD5fuVhTAxKLe1dUFlUqFK1euoLS0FAMDA7Db7QgNDWXvcHqt2WxGaGgozGYzdu3aBZVKhYcffphBjNOnTyMwMNDDRsTpdKKurg533303pk+fjhUrVsDX1xcnT56ETqfzAC+BCRDYbrfzRiY5ORnnz59HS0sLTCYTxsfHMXfuXISEhKCurs7jWhIYB4AbDO6yPjow0sFk2rRp7P/sdDrR2trK7HuXy4W4uDhYrVZmlLoD8VQExvn6+kKv13uEA9MhxmKxMJj27rvvIicnBxqNhv0U3fNgyFaJFns/Pz+2lRgYGJhStREfHw+LxQKTyQS9Xs/NDGJwdHZ2or29ndmlAQEBEIlE2LNnD/r7+1mK6e4BDkywgmtra6FQKHD58mXo9Xp0dHRgZGQE3t7efIA2m81ss0Cgk91ux0033QSBQIC0tDRoNBoOjSJgjQ7P7mFK3t7esNvtSElJ8WBbUKgiheNeK5+Mjo5GYmIi+yzS9758+TLGx8f5QN/R0YHm5uYpmechISFwuVzIzs6G0+lEb28vhEIhH05ps+fr64urV6/CZrNhaGiIA1FpbPX19cFkMjHbvKOjA8PDw2hqaoKPjw+uXLmCp556CtHR0Xj55Zeh1Wp5XNHmfvHixR4gzW233Yba2lr2Tp41axZaWlr4fl97YCbAkBpsUVFRMJlMEIvF6Ozs5DyJqWrp0qXo7e31eIZp3NH4pufE6XRyuGNkZCT8/f1hNpshlUrx+eefY/78+aivr0dUVNQkQDc4OBijo6P8XGm1Wv4e7qzlmJgYjI+Po7OzEzqdDnV1dbj99ttx8uRJXL58me+LRCJhxqzL5UJzczNuv/12+Pv7M3tqYGAAUqkUEokERqMRY2NjnFURFRXF91osFsNgMECn00GlUvG4slqtsNvt3HyIiYmBRqNhy7PExES2R6PmV1xcHIeRuY87YrlSwNqpU6c4oJHm6pCQEHh5eWHJkiUoKyvj6+juC0+AutVqhUwmYw9wskULCQlBdHQ0qqurWWUzd+5cZGdnIzw8HI899hhCQkJw6tQpyOVyDA4OQqFQ4MiRI/jnf/5nfP7551OOE/L2p6bJggULJj2XUxVdGz8/P9hsNsybNw+pqam4cuUKLl++zNc4NDQUJpMJ6enpSEpKgkajQVBQEFwuF2ex0Lqm0+lw7tw5bnaTZUR6ejq6uroQFhYGtVqN4uJi9gM/ffo029PRPOt+0CUf2Ly8PHR3d0MsFkOtViM5OZnZweHh4UhOTkZBQQG6uro4vNloNMLX1xc+Pj4YHR3ldZzm+1mzZuFXv/oVLBYLPv/8cwQGBqKzsxNKpRIikQgWiwWvvPIKxGIxtm7dCmBi31VSUoKioiKsXbsW77//PsbHx9HX14fAwEBYLBYsXboUGo0G9fX1vAZ4e3tj+vTpHMZO/5aSkgKRSITz589j+vTpP3oQTKFQoKysDEKhEAMDA+ybvGDBAmzZsgWtra0YGRmBVqvlhuX999+Pw4cPs1KRbHQcDgdb5dAcTPPdtWWz2bBlyxbs3r3bg0gATFjxXbp0CfHx8QgLC+MGvU6nY5scp9OJxMREREdHQygUIi4uDmFhYQgJCUFMTAy++OILnteoLBYLZDIZLBYLrxnA98Hu9Dx4eXmhq6sL+fn5iI2NxZNPPgmhUIgLFy5Ao9Hw2kGWfj4+Pli+fDmmTZs2ZRN8dHQUmzdvRnd3NwYHBzEwMIDc3Fzceuut2L17N6ZNmwaNRgOFQsHvmZKSguHhYezZswdKpRIHDx5EZmYmPvjgA0ilUg/GO+233BvHZDVoNpsxZ84cdHV1sS1SRESEB3BC63Bvby83+qbKS1u2bBlEIhH8/f3h4+MDqVSK0dFRj3vn5eXFWVUymQypqamQy+XQarW8F6HMof379yMzM5PZnWNjY1izZg1ycnIQHBzMSi2RSITOzk7k5OTg5MmTMBqNkMlkUCqVSEhIQF1dHSIiIrhJ/vTTT2NkZISDosl+CZhYP6ihFRQUBIvFAolEApVKhdjYWLz88ssAwCHGjY2N6OnpgdlsZkDJ29sbGzZsQFxcHB577DFIJBLs2bMHubm52LdvH4aGhthD3GQyISMjA+fOneMzCLFSq6urUV1djfLycgiFQvT3909pa+oemO6+HjqdToSGhmLt2rVwuSas8Mhmipo9tMegLAcaI6SIdjqdbMXX398PvV6PkZERzl1yV10SWSYuLg6VlZWYNm0a9u3bh+XLl0857q/X9fp7qNHRUaxevRq+vr58ZnNfF6RSKWw2G/Lz83HixAnodDr+bz4+PrzXcTqdWLZsGXbu3AkAuHLlCnJzc1FXV4egoCBUVFRAIBBgYGAAaWlpfGagUiqViI6OhkQidJDH9wAAIABJREFUwcaNG+Ht7c2EG7FYjH/+539GWloaFi5ciKeffprnuKNHjyIkJITPR7Tnys7ORnBwMN555x2Mj4+jtLQUR44cQVpaGmpqavD6669DLpejqKgIra2t3HimcwnlZ1H2TW5uLkQiEV8vUlqFhYUhPDwcra2tHJAskUgQExOD3//+91CpVLBarWyrSCo0yiyJjo6GTqdDWloaRkZGPCwrAWDRokW4cuXKpPNlUlIS7HY7srKyoNFoeE4jsoGvry9cLhfMZjNCQkI4X8/9vd3XePr/fn5+KCkpwdy5c/HFF19ws+KJJ57g6/6PXH8NLPLvohGQkJCA8vJy3lCeOXMGgYGB3Nn7S40AvV6P0tJSlJeX8wOiUCjwzDPPTGmD8D9df+1GADAhnTx58iSACQnk3LlzpwwiHB8fx69//WvehN5yyy3Izc39H33fH8t7Xlv/GxsBIpEIy5cvh0wmw8MPP4xnn30WRqMRpaWlUCgUfICn1yoUCqjVavzxj3/8i8HfAQEBGB4exjvvvAMfHx9s3LgR+/fvZ1Yasdd0Oh0SEhIY3CMlgMPhQGpqKqxWK/z8/JCdnY2LFy8yi50ON7QBd+9Gk2wvMzMTL7/8MgICArBr1y5e4Gw2m0eXmphfH3zwAeLi4hATEwNggp3Z1taG/v5+jI+P8yLlbucSGRmJmJgYZta2tLSw2oE25SqVCkNDQ+xZqtVqMTo6irS0NPT29vKiWFtbiytXrvA1kEqlvMGnRge91ul0YnBwkBmCIpEIYWFhGB8fh5+fH7NByeOVNgfAxCHez8+PD5I/ZFtC1i3kmU3NE3crF/JTpA1MQEAAhoaGmB1IRfeI/o02SosXLwYABjHo/X19fWE0GtHb2wuj0TglUEGbJJvNhvT0dBiNRuzZswcqlQopKSnYvXs3ZsyYgf7+fiQmJmLatGlISkqCn58fwsPD0dHRwT9Pm0H3xohUKsXw8DCDy/Hx8XC5XHjhhRfwxz/+kQ/ra9asQUNDA4NsLpeLGR4U7kusEKPR6OG3aLVaMTo6Cn9/fzQ1NU06ZNrtdhQUFODSpUvciIiMjGTAl8bCX6r77rsParUaYWFh3IynjTWFrBLQQmw1krK7XC5mogPArFmzsHPnThiNRhw+fBgtLS08rpOSkpghbLVaERcXB4lEgkWLFmHVqlVYtWoVKioq0NDQAF9fX5hMJmzcuBFLlizBkSNHMHPmTFy+fBkCgQCxsbEwm82477778Oc//9lj80jXlexfxsbGGACY6pBO1d7ejsTEROh0OgaqaMzJZDIGS93HKT1Hw8PDrBgaHx9HVVUV234RC5OeTwpApDFFDYZrFQp6vR7R0dGsDoqMjITFYuFQM/fnRyqVYnx8HCEhIYiIiEBAQAB+/vOfIzU1FfX19dwUNRgMEAgEmDt3Lj+vxOh2OByQSCSsaCKffvpd1GQYGhriTT+B4uRDfe13efXVV1FeXj7pWhMDlCzKfH19uXEmEAhgMBgwd+5cTJs2DUeOHEFgYCBGRkYQHx+P0NBQ6PV6JCcnQ61WIz8/Hz09PfDz84O/vz8qKiqgUqlQX1+Ps2fPQiKRYGRkBMHBwejp6cHDDz+MgwcPAphY06Ojo9HZ2QmFQoHBwUEEBgbi888/92g+0lgntjIBiUKhEF1dXVOqbKjc1x73a2YymVBYWIimpiYMDQ3x+CWg1GKxIDo6GlevXmVVmkKhYOUXPft0cKUxOzAwgNbWVtjtdnR1deE3v/kNNm/eDKPRiPLycg6Hc18zFAoFTCYTg5EJCQno7OxEUFAQxsbGuDnQ0dEBvV6P22+/Hfv27cPbb7+NsbExbhR0dnZifHycwUgCpSUSCex2O49Nu92OxsZGnD59GmfOnMGxY8ewYsUKXLx4EUajETqdjkE1CgdftmwZAODQoUOsKgwKCoLJZILBYGAbDHf12ODgIPLy8tDb2wuRSMRNzL6+PqjVavzhD3/g/c2PtWiP1tnZycqL8fFxtl9yH5u0zp45cwaPPfYYKxhJceV0OmE0Gpl4QePh2sM5ALzwwgs4deoUxGIxq32oyMKnra0NZ86cgUajQVxcHHQ6HZKSkpCeng61Wg0/Pz9cuXIFP/nJT3D8+HEmOhQXF0OhUOC7777j542eHQLw6fPSPkooFGLJkiVMnnA4HBgeHsZTTz0FmUyGnp4e6PV6SCQSDA0N8f7x8ccfR0NDA6xWK8rKylBQUICLFy9CoVDAYrGgoqIChw8fRl1dHechOZ1OVFVV4dNPP4VCoeCGJ3nDO51OPProo9i8eTOsVituv/12aDQa7Nu3D6+99hq++OILJj8A4H2UXC5HQEAAoqOjOSSSlB5GoxHTp09HR0cHN9/p2gBgUOWmm25CYWEhk+LofgATeyKNRoPk5GQ0NDTw2uheZO9I1hkxMTFobW1ltafL5UJdXR0SEhK4mUvMf8qH+uabbzB79mx89dVXEIlE6Ovrg0gkwvbt29HS0oKenh6o1WoMDAxg7dq1uPfeexEWFoaSkhJMnz6dgzIPHz7MDWaDwcDzrtVqRWxsLMrLy9Hf34+QkBA0Njbi5ZdfhkwmQ1VVFTo6OuB0OiGRSBAVFQWFQsG+3VarFUVFRdDpdKzs8vPzw1tvvYWGhgacPHkShw4dwr59+zA4OIiKiooplcM0/iiQXiwWMwhJeyMvLy9kZWV5WAUJhUL4+/tDpVKhuLgYH330ESIiIjjryGQyeWSaEBDn/hkCAgJgs9l439bX18eBnpGRkbjhhhtw8803w2Qyobe3l5s/W7duxYcffgiFQsFAKAWbXq/r9fdYZBtJTHr3EgqFGB8fR1paGry8vLiJRk07d8teeu6rq6t5jdDr9di9ezf6+/vZhufq1atsPUZnNiLE0H6pv7+fiQ+UUbN371489dRTPIcBE+vzwoULsXfvXkRERODdd9+FXC5nAkdHRwdmzJgBiUTClrb19fWQSqX45JNPEBoaipMnT6K4uBijo6Nsd04EQLvdDr1ej6CgIOzatQvLly/nfVRbWxvkcjnGxsYwPDzMa45UKmVSz/DwMDc26YxKiqxnnnkGd9xxB1QqFdatW4ewsDBUV1fz/pRqcHAQc+fOhUQigVarhUQigc1mQ0REBAYHB5lk455rQxllRIAzGAx47733kJqays4IU+2rvb29sXz5chw/fhwWiwUNDQ189lq7di1bj/4j1z9sI4B8Pb/77jvuep8/fx4VFRUYGhrC0NAQampqAExsVPLy8nDp0iUcOnQIO3fuRFtbGy+S3t7e2Lx5899NCOz/SyPgxIkTePrpp/Hxxx/j448/xn333Tfl61QqFWprazE4OAin04nz588jOzvbAwwfHR3F66+/zmFFAQEB2Lx585Qegn/N9/2xvOe19b+xEQBMPJsxMTG8uHh5eaG5uRlarRZ79+5lH/jKykq88MILGBkZmcSQJHk3AAY+d+/ejbi4OMycORMWiwW///3vmRUoEolgt9shk8k4gFUoFCIjIwPd3d1ITU1Ff38/1q9fD2BikXe5JrxW3Q9j9DvpIEtsRQB45ZVXAAAfffQRfH19GXRJTk7mZkBeXh5aW1uxbt06lg9St72iooIZA0qlkj83MTO1Wi2eeOIJBhkUCgU+/vhjDyaYl5cXhxIT84nyD+Lj43HlyhV+LXlkU8feZrN5gOPA96xTKgIuhUIhM48dDgc3I2w2GwOCFCxJGyvq0LtnGrgvzNSQsFgszGIipiqVj48PGhsboVar0d/fj8HBQbZ/oQ0bHSKtViuioqJgNpuRmZmJ6dOnY86cOfjyyy89Gi1CoRBBQUF46KGHOLPg2sAoYKIJQf6DCxcuxLPPPssexDKZDMuXL4dQKER6ejqOHj0Kl8uFpqYmPPfcc9i5cyekUinfDxqPxCyeP38+cnJyOBsgNTUVubm5eOWVVyASiSCTyWC1WvHcc89hdHQUJ0+ehEKhgNFoxGOPPYa1a9fi4MGDCA4O9gDs6f64jw+y2HD/dxrPQqEQNTU1DNATYEDfm+7BDzUDgoODcfbsWbz55puIjo5GcXExTpw4wcC+wWCAVCqdFAZF70+HYWIkki1QW1sbfH19ERkZyUGtWq0Wly9fRm1tLQYGBhAWFoarV6/i+eefx9WrV7Fx40a0tLQw4JOUlIT+/n7s2rULubm5uHjxIhYvXgyZTMYMFwo7DQoKgl6vn9RMeuSRR9DW1oYZM2ZArVb/xUYAMDGPjI2NeTBcZTIZHA4HYmNjodVqGXClnIiEhATIZDIGw6gxRIqm7u5u/hmyC3JXv7hnE7gXqU+EQiHEYjEDNyQXFggEEIlEmD17NtRqNXvIm0wm5OTkwGKxcC6E1WpFcnIy5woMDAwwI8npdDLjPjw8HD09PdyIcy9iHlEgPPmuOhwO9qGnMRcREcFMSqfTib6+Pm5UkeUHzZc6nY7ZrO6HrosXL+Lo0aPIyspCYGAg2traoNPpoNfrIZfL8eijj6K4uJhBjaGhIWYYx8bGYsmSJbBYLGhvb2fAeNu2bWxxdvLkSZhMJnR0dGDbtm04cuQIA+7+/v4emRBkGUVzpVQqRUpKCrKysuDt7Y3BwcFJY4m+CwF07nM1NYPq6ur4XlCRcojmlba2Nr5vFMJOr+/o6OC/0/NIfycJ9/DwMLO87XY78vLycOutt2LhwoVYsGABmpubeT2ghtnw8DBkMpnHnO5wOFj5cvDgQajValaWUdPBZrMx4E4NYfKQFQgE2Lx5M3bt2oXGxkZev5xOJ+Li4hAREYGEhATs2LEDPj4+GBwcZPb3woULkZiYiKqqKoyNjSE0NBTt7e3MdiUFxLUB6Dk5OZwlQv71NG59fX05d2XmzJl/cV74ey+tVovf/va3HOoOwGP8Xlt2ux2XLl3iLKXExES29nP3aydW+Pr163HlyhVERETAYDDgl7/8Jd5++234+Pjg22+/RXJyMoaHh/kZp/Fps9mg1+uRkJCAy5cv46WXXsKhQ4egVCphNBqRnp6O9vZ2GI1GdHV14aabbsL69etRUlKCwcFBbu7QnooUWaTAo/FDOSAJCQlobW1FUFAQ20/SvRUKhXjjjTdYQfrAAw/gxRdfhMlkwtjYGIPB27dvh9lsRllZGQ4ePIgTJ06gsbGRg2ZJlUCWbgaDgZnpZO/gdE740MfFxeG3v/0tRkdHOZ/k5MmT/HNUdL2sViurtfR6PVsBPfTQQ6ivr4dOp+NME8pRcr8udrsd06dPx4033oiIiAjU1tZ6NMaio6Oh0WiQmZmJZcuWcQONmJoqlQpFRUUoKirCiRMnkJOTg++++w4zZ87E1atXOYMnPz8fcXFxOHLkCFQqFerq6qDT6eBwODAyMgKz2Yyenh4IBAIkJiZicHCQ7bsCAgIQGBgIo9GIpKQkHDx4ECtXrkRycrIHK50wgaGhIWRmZiIyMhJarZb3VgRer1q1CtHR0Zg5cyYrOhQKBfbu3cvhmP39/czwjYuLg91uR35+PlJTU7Fr1y44HA7U19dDIpHwPElrONmMkmpzqmfJ5XKxWpIANrqvlLnjXnTffH19kZOTg76+PkgkEvT09CA4OBgGgwGpqakwmUycKWM2mz0acvR8U+OW1At2ux1GoxGDg4O4++678W//9m/w9/eHwWDA7t27MTw8DLPZjPb2dgQGBkKj0eDJJ5+8rgi4Xn+3pVAosH37dg+AH/g+J0UoFGJ4eBharRZjY2NMcvDy8kJYWBjvb/Pz83Hs2DE4HA5Wkz7zzDPIz89HSkoKysrKAEwQRqkJQPMn5ats3boVubm52LNnD5NS5s2bB4VCgeDgYEil0klNtcrKSlRUVLCK2t/fn+1JDQYDhoeHERISgitXrmBoaAhSqRRDQ0MICQlh5n5CQgK++eYbqFQq9PT0oLCwkG3KSL1H8zvlLpGTw549e7Bs2TIcOHCAVV0APEh0EokEJSUluOmmm3DPPfegpqYGcXFx3MiNiYnB9OnTkZ+fjz/96U8e51FS12dkZMBoNCI7OxuxsbEICQlBe3s75ya6q96AiX21RCJBREQExsfHcfvtt3MToLOzc1LzldTEKSkpsFqtfObQaDSQyWT45JNPcMstt/zDz2X/sI0AAIiLi4PD4UBDQwMf6I1GI5qbm7kJQHX8+HFUVVWhs7OTDx10kH7ooYd+MPDpr12vvvoqDh06hGPHjvEf8n0GwNJs9/9+7Ngx5OfnT3kzOzo6UFVVxX//oUYAAOTk5ODUqVMwm80YGxvDF198gfr6ejQ0NOD48eMoKyuDRqMBMHFIffHFFxEdHf0ffqe/xvv+WN7Tvf63NgKoSIJOoF5KSgouX76Mvr4+bN26lf1i7Xb7JFkybZZ9fHzg7++P999/HyqVCsD3sj+RSIShoSEEBQVxp91kMmFoaAi9vb0wm83o6uqCQCDA9OnT2cv9yy+/RHBwMBoaGhjIdt+we3l5ITU1FREREViwYAFWrVqFp59+GgDw4IMPwsfHBxUVFRCJRNBqtQgKCmIZm0ajgcPhwNDQEHbt2oX8/Hx89tlnzFgkBiIBkRERERxIm5mZCaFQiIqKCkRGRsJqteLQoUOYNm0ahoaGoFQqObyT5LzA94fCnp4eD3sS9wMAHd7Jq5fkzj/ETHUHSCwWC/Ly8jA8PMyA74wZM9De3s6AHgVK0gEzODiY7wcBmAREOhwOPPjggygqKkJYWBhUKhU6Ojrg5+cHi8WC0NBQbmCEhYXh/vvvx6VLlxATE8NMVrvdDpFIhBtuuAGDg4OQSCRoaWnB2rVrccMNN+DIkSPw9/dnNccjjzwCsViM06dPT2InUEVFRWHatGl84C4rK4PdbkdZWRkUCgXkcjleeeUVDuaLj49HYmIi6uvr0dvbC7FYDJfLhbVr16K+vh7Tpk2DTqdDXl4eGhsbsWbNGrz//vsQiURoaWnByy+/DJFIhNWrV+Obb75BY2Mjjhw5gpSUFFRXVzMbora2Fvfeey9+8pOf4LPPPkN8fDwfxt2VGXSdAUz6XxoL7veb/BiTkpJgNBoRHh4OvV4PqVQ65fWhceHj44Py8nI89thjAIA//elPbDORl5eHlpaWScqa6OhouFwuyOVyVkm4KzXoUKrT6Ri0UCqVkEqlCA0NxZw5c9ir+oknnkBTUxNbLxG4Q40Ds9kMlUrFzOvq6moolUo0NzejuLgYsbGxiIuLQ2hoqAcYKBKJcOONN+KRRx5Bf38/nn76aVRWVrJd1a5duyZlyhAgRFZO9LwkJCRArVYzk53ktt3d3RgYGIBWq2Xg0/1eDQ8PQy6XMzjnbmdE1/PajbH7zwcFBXEjyGKxoLu722ND/Zvf/AZHjhxBbm4utFotRCIRsrKycPjwYfT09MDf358/29DQEBwOB5RKJcxmM+6++258+umnsNvtaG5uxrvvvss2Vu4KHCqyrcrIyEB7ezsDcf7+/oiKisLAwAB/LhoDly5dwtjYGHJyctDR0QGxWAyz2QyFQoEtW7bg008/hb+/P4PBer2er69UKkVkZCTbe+l0OhQUFEAqleLhhx/GsmXLcOrUKXzzzTcQCATQ6/UQCoVob2/Hc889h8TERLa102g0+OCDD6BWq2E0GqHVapmh6e3tjZkzZ2L16tX45JNP+LO6e9CLRCIEBgZi2bJlWLJkCebNm4czZ84gLCwMHR0dUwaVkYKAbKQiIiI8Dl5kL0ZNUHd/8AULFiA8PBwGgwFdXV0eTHf3ojlq48aN8PLygslkYrUVqVU2b96MP/zhD2hqakJPTw/bhG3atIml6TSO6XOHhITAz8+P8xyoiW4ymfizUGOTmlh0KKfx7ePjg8TERJhMJkRGRsJsNuPee++FSCRCZWWlR2PEarWiuLgYJSUlSE1NRU1NDcRiMUwmE+RyOZ555hkG+MrKyhiQvuGGG6DValll5g6U0WFy/fr1UKvVHp7oBPRZLBZmEf9Yi/ZPRCC4tmHvXt7e3tzkEovFkMvliIyMRG9vL9LS0tDc3Mx2I8D3KpabbroJa9aswfj4OF566SUYDAYYjUZuUkZHR0+ZuUPWQtOmTUNUVBTeeecd+Pn58ZrS1NTEihLypCfLP6PRiJ6eHp6PaW4JCAjgJiLZJFAzOiQkBG1tbRyOe/nyZQQFBUGpVKKpqQmjo6Noa2tDcHAwLl68iAULFuDUqVM4ffo0bDYbzp8/D4VCgfb2dkybNg0AOL+FrA6pKUdhvLNmzWKgl/KNiIx0+PBhKBQKNDY2chOBAovdm/7UrCflDL2PVquFn58fVq9ejX379rHt48jICAQCAXx9fbF69WrU1tb+H/bePDrKOs/3fyWpSlJJLakkla3IvpONBAIJm4i20wLSjUu7DKCAdrMoXrQZm+459pxue2zbM2qPQzOIQCPigkq3G9JHFNn3EEhIAiH7vqcqlVRlq/z+4Hw/XYXOnXt/986d7pbPORwVSfHU8zzf7f15L9KAs9lsbN++XcCXH/7wh7L3OnfuHC6Xi6tXr4plVG5uLg0NDRQVFVFRUUFtbS1nzpxhfHxc8hyMRiPJycm0tLSQkJDAlStXyM/PFwam2k+qXBlFRlD3p7q6WmyIXC4XTqcTrVZLbm4uZrOZxsZGsezyLJ1Ox65du4iIiODixYtMmjSJjo4ORkZG6OjooK6ujvT0dFm71N4uNjaWu+++W/YFFosFk8mE1WolJSWF+vp6CVD3tC5TCk91VlEM2RuJGIDXXKPGyo0N9KioKC+bElUhISFMmzaNn/zkJ/zmN7+hubmZuro6fH19KSwsJC4ujujoaMrKyvD392dwcNBrbCmFh1KtKDWAKjX/A7KvHx8fp7Ozk7lz5/LOO+8ISLhjx45vBYv2Zv31VkBAANOnT+ftt9/2UlgqK92+vj7mzJlDYGAgc+bM4Y477uDy5ctCFBgZGaGgoIDz588LaWlkZITQ0FB+/OMfyxqzb98+dDodnZ2d5OTk0NjYKHNzYGCgWEcuXbqUJUuWAPD000+zd+9exsfHqampYe3atV7zmN1uF4syRS6D682GsLAwBgcHiYyMpKGhgW3btnH77bezb98+pkyZwtWrV0lPT6eiooL169dz++23i5WkCl1PT0+nqqoKPz8/KioqMJlMvPnmm2zevBmLxcITTzyBxWLB399fshStVivt7e1yLyMjI4mLi2P27NlYrVaWLVtGa2srO3bs4MCBAwwNDYla7sknn5Rmiyp1bli8eDG33HILt912m8zbAwMDjI+PM3XqVGpqarye68TEBAUFBVitVkwmE6+99prk2oWFhXnhDXB9/gsLC6OqqoqWlhZ6e3ux2+0SxFxYWPitUDf9TTcC4Hpwa0REBCUlJV4sOXVoVr88DxHqv7VaLevXr2fBggX/bde/e/duWlpa6O/vl1+ebFUFkt74a9GiRd8YbPy/0wgICgpi2rRpVFZWCguzo6OD2tpaATThehr4xo0bhYn8n9V/xef+tXymZ30bGwEtLS3s2bNHZMoLFizAYDBQVlaGn58f3d3dREZGCijY1dVFYGCgV9gv/Jmxf+uttxIfH09oaCjx8fHY7XZ27NghgZOBgYE4HA7WrVvHyMgIWVlZjI+PExcXR25urjDya2tr6enpoaqqit/85jd0d3ezbt06Dh8+/I2hM8pup6urSzzkTp8+TWdnJy0tLXKQVQn1brdbWM9jY2P09fURFBTEnj17MBgMnDt3Tjb+AQEBwl7WaDQMDAzg4+PDlStXOH78OG1tbWzfvp3PPvuMoKAg2tvbxYZCo9FII/NG4E0ttHq9Hh8fH1avXk1aWhoZGRmEhYVx5coVzGYzfX19pKWlYbfbmTVrlrCvVH0T03hgYICXX35ZvAu7u7v55S9/yf79+8WHWoUGw3XgNzw8XCR8CmxSbNGzZ89SVlaG2Wzm3Llzwh5V8nyXyyVs5fLycvH3VvJMpahYtGgRJSUlNDU14XK5+NOf/sT+/fvJzMykrq6O6dOn09bWxvr169FoNLz33nvC2jCZTMLG12q1DA4Oij1SYGAgWq0WX19fGhsb6erqYteuXTgcDrRardhulJSUyDMKCQlheHiY+fPnU15eLk2LxsZGkpKS+OCDD0hKSsJsNgvrzeFw0NTUJJY+AQEBXLx4ET8/P7FhMhqNvPfeeyQlJYlPb2Njo7DH1QFTvQ8KSL/xOXqWZ8aCYnsUFBRIRsF/5POs/IxDQ0P54IMPeO+993A4HDKGjEajSPOV+mFiYoLo6Giam5vRarViAaY20zExMQwODhITEyNgop+fn8hP29vbAfjyyy/55JNPCAwMpKOjw+s7+/j4iOew2+0Wxruy4GlubuaVV15hw4YN9PX18fbbb2Oz2YQxrd6JzMxMXnrpJRm7W7ZsIT09nSeffBKr1crUqVP58MMPxTZIsTnVZyh5v/pcteFVih/4Zg9LuA4UTJo0SdaJb1KtfJMfpvp7DQYDNpuN7373u9IcUc9FAbOhoaFs3LgRi8VCdnY2HR0dlJWViW2A54ZdMc0Ve6iyslLmj8LCQhwOBzNmzODdd9/1UlOpsfrDH/6QJ554gsjISNasWUNmZibTp0+nsLCQL774wksRoBimSUlJzJw5E5PJREREBCkpKQQHB/PII48wODgojfuxsTF6enrIz8+ntraWiYnrobW9vb28/PLLDA0N0dLSIk3G9evXMzw8zMaNG3E6naJU6+7uJj8/n+3btwuzyWg0CuPx8uXL7Nu3j+bmZmG5K5u5F198kcmTJ1NWVsarr74qwaU5OTlilaZUXY2NjQwPD3PXXXdRWlpKVlYWTU1NXu+MYs/6+PjI/AB8DaT1zD1QYGd7ezs1NTXExcWJDdON41c9x6KiIgoKCpg7dy579uwRJVdwcDAzZ87kD3/4A4888ggNDQ0SqKbT6dDr9XR2dgpA63ngUizpG9Vlap5WtkhOpxN/f39ReQQFBZGUlER3dze5ublip9LR0UFOTg5OJzb4AAAgAElEQVS1tbW8++67wp5WfuRPPPGE5I4oq5Hk5GQiIiK4//77sdlsXkouX19fpk+fzu23387+/fslnE8x0tV6GhAQwC233MKRI0dwuVzSaLFarRQUFPDyyy8LIeGvtQ4dOkRNTQ2NjY3fGDSqSlkjqPdNqR6Hh4f59a9/jcPhYNmyZXz55Zdfa07OmDGD5557DofDwZ49e/Dz8+PkyZNcvXqV3t5eGhsbJUzds4mqgG2l5lDPXKlBbgwZjoiIwGAw8Omnn0ozUVnKqQahahyqn1HXaDKZ0Ov1Emiv5pCysjI++OAD7r77bv71X/9V1qLs7Gw2b94sGSxKpaiUI8qKRe1fdDodjz76KE899RQZGRnMnTtXFEmeGTKqRkdHGRkZITk5WVQ2aWlp9Pb2MjY25rVHVmMWkGaHyi5QAZeqkau+t9vtJjQ0lNLSUvLy8ujp6ZHMJKUOSk9PZ9q0aSxYsIB/+Zd/8VLxDQ8Pk5iYSH19Pa+88goVFRU0NzcDf56jNBoNra2tpKenc/nyZWHKulwuzp49y+eff05+fj4FBQW8//775OfnU1dXJ02O0dFR5s2bR319vYRLw59tdaKjozl8+DDDw8Ps2LGD+fPnMzAwwJ49ezAajWzYsEECoDUaDS0tLfLOqLWzpKQEl8tFS0sLTqeTq1evsnv3bu68807y8/OZPHky27ZtIywsjIqKCr773e8yMjIi4LjRaCQ2NlbmmsjISFpbWykqKhL7tp6eHnJzc73meM9n7dl88/x9h8NBWFjY12xSlaLhnXfeITMzE5PJhMlkwuVyERERwfnz56murhbF7Y1KX/XvgYGBDA4OSkaZmvdUoyAjI4Pq6mqxObXZbLzzzjv87ne/w2q1Ckh4s27WX3pVVFTgcrmEIOfn54fJZOKhhx6SjJIzZ84QFRXFoUOHZP9tt9t58cUXefvtt9FoNELiCQ8PZ/Xq1WRlZQHX19H6+nqqq6sxGAxUV1eTnp4ueymj0YjNZhOiiNvtFjxk3759GAwGHA4Hd999t5yb7XY7y5cvJzAwkGvXrpGYmAhczy9R7idOpxOj0Uh6ejoGg4Hnn3+eKVOmcOnSJVavXs3kyZNZv349AI899hh9fX3U19fLmSU+Pp74+HhpWiplQFdXF9/5zncwGo1yHW63m4qKCvr7+8nLy6Ourk5UFmNjYyxbtoyVK1fi6+uLw+HAYDAIWSAsLIy6ujrJ2PFc5xW56vz584yNjfHyyy+Tl5dHSUkJr776KqtWrcJsNrN27Vrsdrt8htlspra2FqvVyoULF8jPz2doaIjR0VH8/f2JiooSLE9VWFiY5AyGhYWxYsUKLly4QGFhIVVVVaxZs+amIuD/R/1FNQLgOvAxb948xsbGaGho+Fon/sby9fVl3rx5/OQnPyEnJ+f/0VV+c3300UeyofvfqcWLF/8fNwLgOsh9++23CwNZbUZVl+yuu+7iiSeeICkp6X/r+v4rPvev5TNVfdsaAS0tLdx99920tbWxY8cOFixYgMViISUlhYULF0pDIC4ujvLycjIzMxkYGOCBBx7gzJkzEoposVgE7B4fH6e5uZm1a9fS3d3NQw89xKVLl6Q7rdiQ6enpHDx4kKioKAlA8/Hxob293cunOzMzk+3bt+NwONi7dy8PP/wwLS0t8ufhOojt6+tLZGQkCQkJtLS0kJ6ezsTEBC+99JIw0jxBBPC2VFHgucFgICgoSKwmUlJScDqddHV1ySFM+f4bjUYBOpR0vbe3F5PJ5BXqpz7/Pyp1kPzHf/xHbrnlFnJycti8ebPIfYuLi8nIyKCtrY3Q0FAvhjMgHsmqFEBy+PBh7HY7NpsNh8OBn58fVqtVwNvR0VFphnR1dTE2NkZ9fb34xHqWChv0ZGQr+xDV2VdND9XsycnJEcZUbGwsY2NjFBcXU1NTI2Dx0NCQBM1aLBZaW1t5/fXXCQgIYOXKlRiNRgkYUgcxZfWQnJyMn5+fKDfa29tFvq7815VcX3mFp6Sk4Ha7RZmiAkbVAVl9r9HRUWHA9fT0UFtby/j4OF988QWdnZ0CIgwPD5OTk0NISAj19fViCaA8Iru6urh27Zr4zHoCteo9VCD0/6zUwc+T8aq8m00mk5c9APwZFPb19ZUAQgVwK3ayug+ezMXh4WHCwsIkjD00NBS73U5ycjI2m40XX3yR9PR0jh07JsyaGTNmkJmZSVBQEImJicI87u7uJiEhgfb2dnmOKr9CNfw8v5u6jqGhIYqKisTvua6ujsHBQbRarQBhKlBcbSZtNhtWqxWLxcKcOXPk80tLS1m4cCH79u1Dq9UyNDREYWEhNpvNSxJssVgIDg4mMDAQX19fIiIiRN5/I/Cm7Ew0Go2oIpTd0Y2lLCxUeR7k1Qa9v7+fmpoanE6nFwCgntf777/P0qVLee6552T8jY2NUVBQQFtbm1yfJ7N7cHBQGIEmk4mqqiqGhobYuXOnAOR+fn5ER0djMplYuXIlixYtknVUhaD9/Oc/x+2+7ks/MTFBcnKyZCwoVYk6oHV1dREZGcm1a9coLCykr6+PU6dOER4ejtPpJDMzE19fXwko9vHxIS0tjQ8//FCYrjk5OaxZs4aamhrOnz/PtWvXRCHh43M9ELyxsRGDwcAf/vAH7rvvPtLS0hgeHuaBBx7g4MGDMi8BYvdTXl6OTqejqqqKoKAgvvjiC37605/y/vvvEx0dTWVlJQUFBXR1dUkott1uJzQ0lPDwcEwmE6GhoXR1dTFr1ixRUxUUFNDT0yNNMHVv1bNW1zAxcT30Wa/XExISQkBAAMnJyYSFhaHVaunp6fECmHQ6Hf7+/hQVFVFTU8PSpUvZsGEDU6ZMoampiSeeeEI+LywsjJiYGI4cOYLdbqe/v5+hoSGOHDnC2NgYO3fuFMs9Ba6lpaUJeKSUEatWraKiooKkpCTcbrf49l+7dk32Wz/60Y8oKCjg/vvvF3aXw+HAZDIJY1w93+DgYDQajbDxP/nkE/Hyr6urk+bvhQsXGBwcZOvWrULy+dnPfsbw8DC/+93vyM3NJTo6WjznVRNKNZoLCgqorKyU566s3l599dW/ehDMbrezadMmr4D5G8sz38KTXKWC4BMSEnjjjTdwuVwCwN4IXE6dOpVjx44JE7u+vp7+/n4sFgtxcXFMmjSJq1evEhISIs11uL4ebdq0iU8//VSAFPX78PX8IafTyR133MGFCxe8Qg2dTqfY0ygF4ObNmzly5IhY5KnAQQUcqHlO2dW0trbKPkbZeSlAV1nAqHGq9j4ul4uUlBQJw/7qq6/4/ve/T35+PikpKVRUVNDY2Ijb7f7GoMPx8XGampro7u7G7XbT399PYGAgP/zhD+nr6xPVi2qYmM1mYdJ7eil/0x5AEQuio6MpLy+X5opiso+OjlJdXc3UqVPp7e0Va0bPGhgYID8/n3feeUc8sT2bLMoCae7cuXz11VfCllfjV5Fy/vjHP/Kb3/xGbMiqq6tlHKanp/PLX/6SL774gp6eHlE+KaZ+W1sbnZ2duFwuPv30U3bv3k19fb0EEZeUlKDVasU+Q9lV3vgOKSWFam4dOHCA733ve9I81Ov1rFmzhtjYWLZu3UpYWJjYUqlsiqeeekoshhITE/kf/+N/yDquyC/KBlOj0QhAr8ApT1ssNW7q6upE9aWaZRMTEwwMDOB0OqmvrwegoaGBV155hd27d3u9i+pc8k2l9hW+vr6i0FLWWRaLhZ/97Gd88cUXTExcD+QMCwsjKCgIrVbLPffc8zcPmN2sv50ym828/vrrQpCJjIxkYGCA+fPn8+STT9LY2Cg2pgEBAej1empqatBqtXz22We8+OKLHDx4kImJCQlnf/LJJwkICKClpYVnnnmG1tZW2T/7+fmJdeCvfvUrPv74Y3Jzczlx4gSVlZXi7BEVFSVkqvDwcC9roNOnT+NwOCTMPCsri3/6p39i2rRpzJ07V/a2drtdmqVqzq2pqWFwcJCvvvqKJUuWUFpaSl9fHxcuXJBzkEaj4YEHHuDQoUPExcVRUVEhyoCgoCA2b96MwWAQxVBAQADh4eEsXLiQiYkJ2traCAsLY2xsjNdff52amhrsdrvcN5UPFRkZycWLF6murhZyGfx5b6HA+9HRUbFSVdZj+/fvl334wMAAv/3tb8UO1+VyUVBQQFJSErfddhuff/45kZGRVFRUoNPpaGpq+tp7oOZF5RqxadMm7rvvPoxGI2vWrPmrVnf+r9Z/BRbpM3HjbuwvqFwuFxUVFVRUVNDd3S2BQUajkZCQEDIyMsjLy/tGEP1m3az/m9Xd3c2KFSsA2Llzp3RB/1Zry5YtfPbZZwJMLliwgNWrV3v9GbvdzsWLFwkODua9997jkUceoaOjg/379+NwOPD19ZVmQVVVFTk5OXR2drJlyxZWrlzJxMSEVyitn5+fALCTJ0/mwoUL/Ou//itPP/202FwoINbTH1YxBAwGgxcrGiArK4vLly8L833evHlcu3aN4uJiDh48KIGEN5ZGo5GF7kZbBpUrodPpSEhIkEwExUzMzc2lra2Nnp4eIiMjaW9vJyIigvT0dEpKSnjyySd57rnn5NoBr39XwHZeXp7Idz2Ziy0tLaxatUo8kN944w0Ann/+ecrKysROxMfHh/j4eC5fviw/q3z5lF2J58FFyfhVx14tDSaTSfy9AwMDqayslAOH+mdAQIAwLmbPni3AzNWrV4V5qwBarVZLVlYWHR0dvPDCC3z55ZcsXrwYg8HA4sWLvdioqsng4+PDnDlzZBPz4YcfcurUKXQ6HQCPP/44Op2O7OxssZg4efIkcXFxBAUFiSKho6ODkJAQyR3wPGSrTU97ezs//elPxWLuoYceoq+vTxQiJpOJgYEBCSFubW0lPDyctrY2rFYrzc3N8u54WoSodwRgzpw5REVFUVlZSWRkJC0tLRII7Lkkq4ObJxt9fPx6yLACAzwtZhTIn5qaClw/YCr2b1paGtXV1XI/VQhudHS0vMOqCaEYN+rw7na7ycjI4N5772XHjh0ybvV6vQDP6l1sa2tjzZo15OTkcOrUKWbPns2lS5eYO3euWHl1d3ej0WiYOnUq586dIy4uTsZiVFQU5eXlXsGQnu9vSEgIO3fuZM2aNcKEvNG+SCkYhoaGiIyMpKOjg3379mG1WoUho65vaGhIGHVGo5HNmzfzxBNPCAgcEBAgfpxqTLe1tXn9Xeo6Q0NDGRgYwGKx0NnZKaqKzMxMrly54vVdsrOzJT/oPyv1/VRehUajYf78+UxMTBATEyO2bEeOHCEjI4Ompiaio6OpqamR5o5qqhgMBnp6eiguLubSpUuSfzEwMCChv56lWPW33XYbAKWlpQwNDXH8+HF8fHz46quvSE1NpbGxkRUrVhAUFER9fT3Nzc04nU4CAwOJjY0lISGBHTt2MHnyZL788ksBmXU6HUFBQWLxpsCSoKAg3G63MPKzsrKorKxkxowZnDhxwusalSJFWZbNnDmThQsXMmfOHP7whz/wq1/96huVV0FBQeTn53P27Fl597VaLcXFxTz22GPU19dLk0Q1O9VzV0yxvLw8ysrK2Lx5M7W1teTl5TEwMMCqVauwWq1UVlYSGhpKZ2cnOp1OVG7d3d1ir6PAS7fbTUhIiMzhaj5QgI/b7ebpp59m4cKFXLx4kby8PEpLS/n888/lHsyePZvNmzdL5oOvry+pqakcOXJEgN7Q0FASEhLQ6/WUlJSIv7QCbMPCwkQxMDIywmOPPcb27duxWq20tLTg6+tLXl4eFy9e5MEHH2Tnzp0UFBRQUVFBbGwsZ86cAZDvNXPmTLRaLQcPHhSga82aNZw6dYrQ0FA6OjpobGwkPj6euro65s+fLwCgXq/H4XAQHx9PYmIix48fFwsSpcg4cuQIWVlZkoWj7FO0Wq34xH/11VeyFuzevVuC9/5a68iRI3z++ec4nU6++uordDqdNNU6OjqIiYmhvb1dmNg3llpb1RhUyhpA1ulJkyYxa9Ys9u3bh4+Pz9eITgrY3bJlC0ePHsXtdvPuu+96gZcBAQEEBQXR19fnlY0yPDwsTOiQkBDuvfdebDYb77//PsHBwQwODrJ48WKOHTsma2VWVhYhISHceuutsn53dHRw5513Ul9fz+bNm5k8ebLY/QQEBDA0NER4eLjM3X19fcydO9drzCjih+eeJjg4mOjoaMni8PHxwWQy8f7772M0GmlpaeGRRx7B6XTicrnk5zxLEWFUUw1g48aN7Nixg+7ublnLh4eHJaNGrdNWq5W2tjYvtZxnfdNcrfbrysJt8uTJ0hD2DIBX6iClKmpvb/dai1Rj1dOL/kalqbKvU82MGTNmcOHCBQld7+/vZ9OmTdx22220tbXx93//9/LzkZGRPProo7z44otf+1xlIadyAtR9UoGTak2w2+1eViHqXRsZGSE7O5tHHnmEOXPmeN0fu93OiRMnvHKngoKCKC4uZmBggJUrV5Kfn++1r16+fDkZGRkcOnToa2uPr68vGzZsYPfu3UKcgOt5gGqdDggIkGyzyspKr+tJS0vDaDQyOjpKeno6n3zyCSEhIbS1tZGSkkJ1dTVhYWFfsxhSNl8qa6O1tZUlS5Zw5coVpkyZQnR0NDNnzmRgYIA333yTffv2ee2DDAYDpaWlTJky5VsBnt2sv+5SFnj+/v40NDQQHR1Nf38/P/vZz/i7v/s7IS5aLBY6OjqEoe+pHti5cyfl5eWyJ505cyYA9913nxAufHx8iImJobOzk3nz5jEyMkJJSQmxsbFcu3bN6wyWnZ3NXXfdxZYtW7zmDDWePM8ZZWVlXv/vyJEj/Nu//RttbW1yroyPj6exsZHs7Gyqq6uZN28eExMT3HHHHeTl5XHPPfdgs9nEMjgoKIi33noLg8HAnj17uHbtmhDe+vv7RWVqNpuB63OScl6IjIzk0qVLREdH09fXxz333MN9993HunXriImJ4cyZM1gsFnp6etiwYQMdHR1cuHCB1tZWsXczmUxCyFIEx5iYGJqamoSsNHfuXL7//e+Tl5fHfffdJ7Z/8Oc1xGw2M3XqVMrLy8nIyMDpdHLhwoWvnYV9fHyYOXOmYEA/+MEPKC4u/tbNY/8VWORfnCLAszQaDdHR0eTm5lJUVMQtt9zCrbfeysyZMykoKCAuLu5/Oez1Zt2s/5P6tikCYmJi2LFjBzqdjo6ODp566ikqKiowm80CZirwd/ny5QwNDbF7924mT57MoUOHxEtUWbIMDQ2Rm5tLZGQkdXV1IjNWIMjExISwafPz89Hr9URFRVFbW8vFixfRarXCKIuIiBDvYRXoqgKAFGCrqquri7CwMGw2G+Hh4RgMBiwWC4cPH2ZgYEAOOoq1o1gA3//+9/nOd77D8ePH5bMU40tds2KMtbe3iz2P0WhEr9fT39/PK6+8gp+fH4sWLWLp0qW88cYb5OXl8dZbb4m3YXp6OmNjY1gsFpxOp7Crp0yZgr+/P/Hx8QQHB9Pa2opGo6G0tJT4+PivdcEDAgLIzMxk586d6PV6bDYbr776Ku++++43WgV5Av2qfH190ev1X2OgqYPowMCAbEQsFgtjY2NERkYKcK8sHzo6OkReaLfbvTz+FGi9cuVKHnvsMTZs2EBQUBA7d+5kyZIlFBYW8vHHH8vfrUAwrVaLw+Fg7dq1BAcH85vf/EZCII1GIxs3biQrKwuj0cicOXP493//d/FPVSxBxdJtbm7m1Vdf5YMPPvBqvuj1ehISEsjMzCQ1NZWenh6Cg4PZv38/VquVzs5OAgICBAxRjWkFBA8PDwsQrKyFVND12NiYeA3PmjWL6upqNm7cyN69e4mIiBC5qafXa3JysqhN1DunNk/KvupGoFzdZ4fD4fUcZs6cSVNTEytWrBALpIGBAW655RYqKirksxXg393dLX7RExMT4vdosVjQ6XQkJyej0+koKioiNDRUgFwF2il2iLL6GxkZoaamRsCf/v5+ioqKxN+4vb0du90u4YuKAai+pyo/Pz82bNjA9OnTJSdCSfO/973vsWDBAtra2gTcGRkZIS4ujqioKFE0nT59mr6+Pgmq9QxuVCxxg8FAdHQ0VquVGTNmcPfdd7NhwwaWLFmCy+Vi0aJF/OhHP6Knpwe9Xk9mZqYwVl0ul6iShoaGJPBc+SwrMGzZsmUCaCo1kRqHN45Ns9lMUlIS6enpcuC32+00NTXx4x//mJ07dxIdHY3dbueBBx7g4sWLMr8qK5Wmpia0Wq3MU21tbdx+++3U1tYK8HZjWDVctzI4ffo0+/fv54MPPqCurk7UL3B9Y5qSkkJdXR0Oh4MTJ06wZs0afvvb34qXqU6n45NPPhH1kkajISEhgZ6eHtLS0hgaGmLq1KkSOD02NiZMddVIVKqMnp4eryDzsLAwsY4ZGhqSPAMlE1Z5QTdaNynVQWlpKSkpKXR3d0tYo81m4+2335bsGfXdPN/F+Ph4Jk2axMyZM3nqqaewWCzEx8cTEBBAaWmprC+KxKLe5bGxMUZHR+nv7/fyqA4ODiY1NRWXy8WDDz7ImTNn5HpUEzU8PJyf/vSnos5Q3vlbtmwRJtbKlSv59NNPpeGTm5vrFSSpmhLKX/bRRx/FbreTl5cnYeytra3CsFP2XS0tLWRnZwtIGBoaislk4qOPPiI4OJjq6mqGhobEeknV6tWrOX78uLBgk5OTCQkJ4ciRI7S3t4vFjFIhOZ1OKisruXr1KrW1tRgMBo4fP45Op+Ojjz6iq6uLkJAQzp8/zwMPPMCBAwekmaAsPDwzBiorK5mYmJCcAH9/fz777DOWLFnyV82KVZkJVqsVh8PBHXfcQU9PDykpKeKJr/zoVSklWGpqqrDY1cHaszzzLZ555hk+//xz8cf3LD8/P/z8/MjOzmbv3r2cOnXqa41b1dAdHR0lPDycwsJCQkJCeOihh+TAPzIywpkzZwgODqaurk7A4F/96lc8+OCDokCNjY3l/PnznD9/nqGhId555x0sFgvvvPMO69ev5+6778ZoNPLQQw+xb98+AcuTkpKw2+2EhYXh5+dHZ2enhJYr0kdSUpIouOA6+B0VFSUKzvHxcRITE+nr6yMmJoZ169aRm5srKlP17qn9gGouuFwuWb81Go2ESyp7JmVLpOxqEhISSE1Npb6+/mssc9WoVJkASvmiKjAwkNDQUMxmMz09PaSnp8vzUWNJkQfGxsZkjhgeHv6apaevry8ul4ukpKSvqQmioqK8mJ3KystisfCDH/yAiIgIyWHZunUrS5Ys4csvv0Sv16PRaNixYwcZGRns27dPGtVqH6/2pqoRPHXqVLFP7OzsZPr06dTW1lJYWEhraysZGRlCWPDMuFqxYoUXOKSAOYfDwRtvvMHZs2c5deoUZWVlfOc732HlypVotVquXLki+QVpaWksWLAAo9HI6tWrCQkJwWAw4HQ6iY2NJSoqCo1Gw+XLl4WVn5mZicPhYMWKFXR1dYmVh2cjRtXw8DCdnZ309vbK8w4ODhZrQwUOqr2jRqMhODhYMivGxsaYPXs2LS0tnDt3jqamJs6ePYuPjw9bt27l008/FeXm7bffzsaNG7ly5QqbNm3yUlr9Nc+DN+tvv06fPs3g4CARERE0NzdLftb06dPFTqu1tZXm5maxxlQENbfbTWpqKvHx8UybNo2f//znkikSGRmJw+HwynGZN28eXV1dREVFce7cOVHI2Ww2ryBxl8vF5cuXyc3N5cKFC7z22mteKsOAgAAvNZLnXGQ2m3nnnXdkTZ2YmGDatGkkJCSQkpJCS0sLPj4+1NTUsGzZMiorK0lJSeH8+fOSLZCens6+fftYsmQJubm57Nixg+joaMngUcqgyMhIenp6aG9vl7U2JCSE7u5ufH19GRwcFHXxCy+8wNGjR5mYmECn0xEYGMjp06cJCgri7NmzkrEACIivsugGBwf5u7/7O0JCQmT/2NXVxfr160XRUF9f77WeqbVMYULBwcFcuHDBK9tOkQ3Wrl3L6dOnxdJuxYoVPPbYYzgcjm/VPPatsAa6WTfrL7G+bY0AJamdmLgeRvjMM89844S7Z88e2traBHBUB6x7772XwsJCOayogK7GxkZqa2vFrkYBpcpLc9q0aVy8eBEfHx+qq6u5evUqTqcTu90uYZ0mk0lkucrfDpCDjOdm28/Pj8HBQUJCQujp6SEuLo4TJ04QEhLixW5TQGhGRgYTExNs2rSJo0ePerHpv4m973A4CA4OZuXKlRQXF+N0Orl06RJBQUF8/PHHNDY20tnZydtvvy0eeMoyp6enB41GQ1dXl/y+3W5nypQplJSU4Ha7KSsr4/Lly9hsNl544QWcTievvvoq4eHhZGdni9e38sf3fGbHjh3D4XDQ29vrxbJVYPWNvvMajUYOpGrz1NPTg06nw+VyMXv2bIKDg70Cmdra2gSYNhqN6HQ6LBaLMOWUv+/IyAg6nQ6j0UhKSgozZ86kt7cXh8NBQECAgMj9/f1cu3ZNWF9arZbJkycTGRnJww8/TGxsLHv27KGiogKNRgNcB8yjo6NFkllaWkpdXR3t7e0CEq9fv56nn35a2M01NTX09fUJw1c9z56eHmw2G+fOnWNwcFDsJ+B680Sn04ltSkREBEVFRcK+VCFTDQ0NpKam4na7sdvtEiIXHBzM9u3biY2NZc2aNZK7odfrWbZsmRyKVQ0NDfGjH/1IfC1tNhtRUVGMj48zb948mpqa5IB443NUTa/AwEDi4+PRaDTEx8czMXE9sFiFGtbV1eF2u0lPTyc8PJxHH30Us9mMwWAQNqJnkKlOp+PIkSPExcXR0NDAxo0b2blzJ2FhYZSVlbFmzRqioqJEfl9SUoLZbMbf31/YmYrVnpaWhq+vL83NzcKGVECxp0WVKgWsPPXUU8D1YOMrV67I/bXb7Zw5c0Z8npUqpqOjA5vNxpkzZzAYDCQmJvLSSy/R0dEhygbl6a5A5+R3Ur4AACAASURBVNOnTwv76B/+4R8YGBggKiqKgIAAXn75ZdxuN7t372bx4sWcPHlS2MvR0dEEBQV5MShHRkbo6+ujra2N5557Dj8/P5555hncbjcHDhwgLCyMrq4u+X43NgLU2O3s7CQ5OZkvvviC7u5uRkZGsNls3H///SxcuJC6ujrmzZuHTqdjaGgIvV4vjZmWlhaxvVDXNDIyIiGJnpZQ31SqmaFsarq7u7n11luZNWsWly9fFuVPb28vubm5cji4evWqMOnVfyvLLtWgzcnJITIykpycHC5cuCBjSfl5K/BKvZPKpsHzfVfvyvDwMEuXLuWZZ56Rg1dsbCzvvvuuBKWq8e7v709+fj5xcXGkp6dLY0Mx5lVzUFknKcm4qp6eHlpaWjh27BhLlizxYoJdvnyZN998U1RvinmtytNjNSwsTED+jIwMwsPDmZiYkBA4BchmZGTgcDjo6uqiq6sLq9UqjOb3338ft/t6OF5CQoLI1dUYVCqNmTNn0traypo1a0hMTKSoqIi0tDTefvttIiIiqKuro7u7G6fTKYysxMREoqOjqa+vR6vV0tDQwNDQEBaLhXPnzjFp0iSZa5UFhTpc+vj48OSTT/L5559jNptpa2ujv79fbP7Gxsbw9/f3yvpSc6BqQra0tBAeHs6VK1eEQd7a2srw8DDnz58Xub/RaKSmpkZCRRUgmJ6eTlZWFleuXMHf3x+Xy0VRURFms/mvOljOE2hYvnw5wcHBLF++XAJcbTabMPVUKSuT4eFhnE6nANSKHa5A8eLiYu677z5uueUWUlJSCAwM5NSpU9/ITFfNhOrq6q/9f/VM1R5iZGREGOoPP/wwH330EYGBgYyMjEjjV6vVEhYWRl5eHhaLRSwElyxZwu9//3tiY2Npa2tDr9fLtVssFk6ePMmUKVPIzs4mPDycBQsW4HK5ZBzZbDbWrl1LZmYmtbW1REZGMjY2RmpqKr29vUIi8fPzw2g0ylpdXl4ujP/Ozk70ej2bN28mOzsbo9EolmexsbHYbDZ8fX2xWCzY7XaKioqkqW4ymRgaGuLKlSsCrKi/28/Pj5CQEGm2X7t2Tdj8at7wXBfUmucZ7qxUX48//jipqamcP39exnNdXR2ANEtVgzs6OpqFCxfy5Zdfeq21ismuGgYqqyg2NlZyRmw2mzSCnE4nvr6+1NTU8PTTT+Pj4yO+9FarVVi6CQkJxMTEEBoaSlpaGrfddht/+tOfSE1N9VJG+fn5kZKSwtKlS8nIyGDGjBnodDpCQkIYHR0lOTmZyZMn8/Of/5yOjg6uXr0q77W/vz+FhYXs2LGDzs5OCX7es2ePKN/UPsRgMIh9oEajoaKiAq1WS21trRfJRs0TP/vZzzCZTFy8eBG73U5vby8NDQ2MjY2h1+sZHR3l9ttvZ9OmTfz617+moaHBi1DhWb6+vjz++OMMDg6SnZ1NZGQk3d3dTJo0ibGxMZ577jnefPNN0tPTxUISrq/dFotF/tyiRYtoaGiQc5jb7cZsNhMcHCwNW4vFQkFBAc8//zyNjY00NzeTmJhIRESEl53JzbpZf4mlmt4RERHYbDaWL19OaWkpIyMjbNmyhZMnT9LQ0CBkKmXzq1RhExMTrF27ltLSUq8zZ3x8PB9++KHMiwqYHhwc5N5772XKlCmiPFfhtUpJvWjRIsxmM0FBQURFRUn2IVzfA54+fZqoqCjS0tLEjvT06dNCWlm0aBGxsbEC1FutVioqKlizZg2ffPIJRqORgYEB9u/fz+DgIAcPHiQwMBC9Xo/T6SQ6OprY2FiMRiNRUVEYjUY++ugjjEaj2ISpPX5cXJxYFQ8ODgoJSu2/cnNz0ev1bNu2jUmTJlFVVSW5W6mpqYyOjnoFDCuylGoCJyYm8sorrzBr1ix27Ngh5AK9Xs8999xDcHAwL774oljRBgcHk5aWJs0VlXOn1Eytra2yxik7x4ULF7J+/XpprJw/f56mpib0ev23ah672Qi4WTfrv6m+bY0AuH5omDZtGhUVFSIbn5i4HmSZkpIC/Fk5oA4DU6dOJSYmhoyMDAoLC9m6dStms5mamhqio6Pp7OwkNzeXhIQExsbGePTRR1m/fj1//OMfKSwsFC9hxUBPS0sTj3YFdMTGxuJwOCgqKhIWrmLS3AiKqoPo4OAgM2bM4PLly0ybNo26ujovj0+NRsPKlSuZP38+y5YtY926dbS3t9Pf3+9ly6EOrcrWIjExEZfLxfTp08nJyWHr1q2ioggMDJQQxKGhIbq7u2Wxj4+Pp6GhQQ5QCkz39/ensbGRmTNnYjQaCQ0NFUsSX19frl27htPp5Pjx4yLB37ZtmzRnjEYjaWlprFu3DoCzZ88K4wAQWxvPQ5/6Lnq9HpfLJQCQWuijoqKEsVpeXk5YWBiffPIJCQkJAriMj48zPDyMy+Wiv7+fS5cuSWaBUgp4HojWrl3rBRhfvHiR9PR0tm7dSm9vr7DchoeHSUtL4+rVqzz44IOsW7cOu93ulXswPDzMihUrKC0txWw2ExUVxbZt24RJ7+/vz2233UZWVpYXi/b3v/89GRkZtLS0EBoaysjIiDQp1EE3JiaGixcv4u/vT11dHf7+/mI70dDQQEREBL29vaxYsYIVK1Zgs9l4+umnSU1N5fHHH2fJkiX4+fmxePFifvKTn2C1WjGbzZw4cULAg7S0NE6cOPG1oEaj0Uh5ebmEJvb29jIwMEBhYaEwVRQ7RZViOjudTgkcbGxsZHx8nLKyMpKTk6mtrZV3TtlJOJ1OmpubmT17NvPnz2fbtm2iGlAyW5PJRF1dHampqaSlpfGLX/zCq5mxdOlSKisrCQ4OJi4ujoiICC5evEhPTw99fX1iF6YYfyMjIxLyp5Q2kyZNIjMzk9zcXGnsKU9PgNmzZ6PRaPjxj38sSgb1bquASafTKUCrUhopz+eTJ0/y2Wefidd5SEgIsbGx9Pf3k5KSQk9PD2FhYfT390tApdqIezKIlJVJf38/AwMDpKSkCOitmDffNJ+eOXOG5557jo0bN9LU1ITdbqewsJCamhq5ztjYWKZMmQLArbfeyj333COB7SoQUzGJ3G43TqeT3/3ud5w9e5bTp09TUlJCRUWF5CypsFoFFCm5tKd3uNVqJTg4GJvN5pWP4jnG7Ha7gPPj4+NUV1dz5coVVq1aRVdXF52dnQKirF69ml27dqHX60W1pSw6QkNDyc7OlqaPwWAQZmZWVpaE0QcGBjIwMCCHh5iYGLq7u0U5FhQUhL+/P3feeSe9vb34+/tjMBiIj49n1qxZXvd97ty57N+/n+zsbNra2khLS5PGcFVVFb/4xS+44447eO+998RGzHMMeVpJeN4b1VydmJigqKhIWKdtbW2SNaIaPf9RDQ4OSlCuv78/tbW1rF27lvfff18CWIuLizEajZSVlVFVVcXRo0f505/+xKJFizhx4gQHDx6UuamwsFAsuMrLy8VOa3x8nO9+97uUlpYyPj7OW2+9JY3l/Px8ysvLJURejR/lkW21Wunr66Orq0vY0YsXL+bChQsyF/v5+UkzVwG606dPp6KigpCQEABheilQVGXHWCwWaTaqAyAgdl2KOe10OklISJBwYmVzl5ycLMzbzs5O3G63WF7ZbDa6urpYtmwZ5eXlkq3wtxAsp9YyxYxTlmlJSUm88cYbErQO1+9lTk6OqHd0Oh0TExPCrFZsx4mJCe677z4Jdt6yZQunTp36xsBzT6u6G+1LVHmOH6V8XLVqFc8//7w0F9UYycrKoqqqiry8PKqqqli6dKl8t9dff538/HzMZjP19fWYzWbq6uqIjY3l2LFjYuGlsiSUJZcCQNLT05k0aRIvvvgiNpuNjo4ORkZGyMrKorOzk4iICKZMmUJoaCiPPvooM2bMICUlhbvuuouYmBjcbjcxMTGUlJSg1+upqKjAarVSVVXF1q1bCQ0NZfny5Xz++eeiSElLS8Pf318aGqGhoYSEhGAymcQ+UbH8fXx88Pf3Z/bs2axatYp///d/F7shZUukGpkhISFMTExIXo/D4SAwMFBUj6+//joxMTEy7xuNRvr7+4VV3t/fL77SeXl5nDx50itPRlk5qr2VsubMzMykvLxcGqNq/2E0GjGZTBKYGRwczAsvvMDo6Cjl5eUsW7aMt99+W0J71dgzGo1873vfw2QycfbsWbG5UxkzJSUlXLhwAYATJ05QVVXF+Pg4lZWVPPvssxKwqeZsX19f0tPTCQ4OpqysjObmZnbt2sWBAwcICAjg0KFDJCUlceXKFcbGxnA6nQwODvLII4+wa9cuTCaTNA8jIyPlnAN/9vxWmRQajYbCwkLJOjAYDGg0Gp577jnJsPFUAajnbLVacbvd7Nixg4KCAt544w3Gxsa4cuUKr776KtHR0RQWFpKSkkJRURGvvfaaNBlCQkJIS0tj1apVTJ06lbVr1xIbGyv7XTV+LRaL2ISoe56VlSWZTI2NjQQEBFBfX/83MQ/erL/t8mx6r127FpvNxuDgoKiolHLc0yZUkfsCAgLYuXMnFotFGgqKuLR+/XruvPNO/vjHP0qzUzXlMjIyKC4uZv/+/URFRYmqOz4+XvJvtm/fzvDwMJWVlaJA8lQebdmyBbPZjE6nk3VM/V5sbCx5eXnMmjWLRYsWyRlq9erVBAYG0traSlxcnGRQhYeHc99995GRkcHhw4eZmJigrKyMyZMn84tf/IL29nY6OzsZGxsjLCwMgKeeeoq1a9eyd+9eCb4PDAwkNTWVjIwMOXdFRkZy+PBhWVtVDozL5ZLztmcj09fXF6fTKeeBwcFBHnzwQYxGI4GBgTQ0NDBlyhSsVit6vV5s04KCgkhOTmbGjBkUFxdTUVEhtrfj4+NCRvntb3/LwYMHRdFsMpmYMWOGnJeHh4fZtGkTzc3N1NfXS5P/2zCP3WwE3Kyb9d9UnoPvzJkzfPbZZ3z66af/018LFy78b77q/zulrAeqqqro7u6mrKyMhQsXerHQx8bG6OjowGq1CjMYrnuBKg/YiooKDAYDly9fpqWlBZvNRmVlJQ899JBY3aSnp3PkyBEJVlXy4hvl0R0dHTQ3N8uBBBDwLSgoSGxTVNiWxWIhNDSUpKQkLl++TEFBAXV1dcIQGhkZ4dy5cyxbtoympiYcDoek2qtSfu25ubm0t7czZcoUtFotzc3N9PT0sHfvXl566SX+8Ic/iH+eUi2Mjo5y6623UlJSQmFhIRcvXiQ1NVUAL4fDIUCgAk8U87axsRGNRkNHR4cszgqsM5vNJCYmSjfcbrezZ88eAM6dOycsWKPRKAyhiIgIOSBOTFwPXbZYLMLcUv6ms2fPprKyksDAQGw2G3PnziU4OJjTp0+L7Y5nAKZnKUsMBbKqQGTPTZna3Pn6+nL27Fna29tpaWlh9uzZ6PV65s+fz8aNG3njjTfIz89n586d5OTkYDabaW5uJiYmBh8fH37961/z+OOPU19fz5tvvsndd9/NggULOHDggDRqfvjDHwJ4MTIWLFggjYxr166h1Wppb29n3bp1/Nu//Rvj4+NUVFSg1+vx8/NjaGhI7v3g4CAWiwWDwYDVasXlcvHaa68RHBws/tN1dXX09vayePFi8vLyhBWydOlSPv/8c44ePcr+/ftZuHAhTU1NHD161Iv95+Pjw/Tp0/nBD35AXFwcx48fJzg4WCx2APnzniG1is23YMECvvOd7zA2NkZvb6+Mj/b2dgEYPMOd/f39sdvtvPPOO9x7772cPHmS0NBQBgcHxa5HWZq0t7dz9913ExAQ4AVG9fX18cILL+Dj48PHH39MXl4eKSkpYhU0MjIiHuFxcXFi96WUDZGRkdTX17Nx40Y++ugjYRaPjY1JI+/MmTOyEVX3ytM/39/fX957pTQwGAzSkNLpdLS0tMjYBNi+fTt6vZ7Dhw+Lj+XUqVPRaDTCqgsLCyMiIoI33nhDNtz9/f24XC6uXbsGXLdJULkJ31QzZsygsbGRCxcuSIDkokWLqKqqEj92p9MpVlS//vWvSUxMxOl08sknn+B2u2lubvayi6qrqxO/ZMWKV57f4eHhklfg2TRSzTvl5amCiW9sLKny9/eXgETF2Fb2aNOmTePYsWNicTN9+nT27t0rYJ7ykQ4PD6e3t5cpU6aINZbBYGDv3r0CCCobDofDIRJvxTJXgeiDg4OSC/XWW2+Rm5vLzp07MRqNdHZ28uyzz37NL7SiokLujdvtJioqivT0dBISEnj22WeB64zRsrIyrzkzJydHnq36zjfW6OgonZ2dLFq0SBhngYGBEtyuZN7fVIo9PGXKFAnLVQ2xM2fOiLpEWebYbDYCAwPRarXCQLPb7Rw7dkye/2233caKFSuoq6sjJiYGo9GIxWIhJCTEy8bHbDZz7do1/P39aWlpoaCggJKSEvz8/BgYGECv16PVatm5cyehoaFERUVx7NgxAc96e3tpamoiNDQUl8vFhg0bWLp0Kfv37weur9ONjY2Eh4dz/PhxhoeHaWxsFJsetTYXFxfT2dnJ73//e5YvX47VaqW0tFQO9eoda2pqYvr06ZSWluJyuSRDwWw2M2vWLGmAqqwIHx8foqKimDRpkhwYNRoNf//3f8/69ev/ZjxlFUCpWI6+vr5iC6NC7dXcqFQ3Klg6JCSEzs5Oli5dytmzZ2VeiI2NleBqtcYo9ZSqadOm0dHRgV6v92rMA4SEhAixwdPWToG1MTExhISEUFNTI6HpioG/evVqLBYLa9asobKy0uu7lZaWyny2dOlSnnrqKbHhUjaBIyMj/Mu//Au1tbViYaaC5c1mM11dXRiNRnx9fSkoKGDOnDlcunSJ3t5eyUdSQZLKU/61114jMjKSo0ePiqKyuLiY5ORknn32WQGZ3n//ffz9/YmMjKShoQGtVivzc0JCAg0NDWKp09PTw7Rp0yRLSanaQkNDeeutt8jMzKSpqUka2gqcHx0dFfXNP//zP/OnP/1JFF6BgYGcPXtWyCiqIedyuUhLS0On0xEfH09KSopce3t7O8eOHfOyDfLMxrp48SI1NTUEBARw//33U1RUJF7TWq1WgskTEhKIjIwU4MfpdHLt2jVCQ0OF6FNaWspjjz1GUlKSl8VoWVkZX3zxhazrioyi1qbk5GTcbjeBgYGyDisP68HBQVGIaDQaRkZGGBgY8LKCMplMTJo0CavVKooh9c+cnBxee+01WZdU87CsrIy5c+d6EUy2bNlCZWUlPT09DA0N0dLSQl1dnSgQfX19mTp1Kv/0T/9EU1OTV9aVUrqsW7eOf/iHf8BqtYqaS1ngHT58mHPnzgnT+eOPP5YmjNoHqf2s2Wxmz5499Pb28vDDD3Pw4EGioqLw8/MjNzeX2tpaMjMzKSkp4Z//+Z955ZVXaGpqoqamRpoZN9qZ3Kyb9ZdaSpmjzhueod8ul0uyAdWYU6QX1dRrbW0lKiqKJUuWeNn1GI1GFi9eLEofZcmzdu1aIZHYbDZ+/OMf89BDDxEZGcmyZcsoKyvj5MmTNDc3MzIywhdffOG1B/Tx8RHMZNeuXeTk5KDRaKiqqqK9vZ3t27czf/58L9WR+tlr165hMpno7e3F5XJJoPmKFSs4f/48BoOBgIAAent7aW1tpbu7WywxU1NT6e/vZ9euXZJLsmzZMjIyMpg7dy4/+tGP2Lt3rwQS63Q6wsLCiImJoaGhwYu4Fx4eLuc3Rdxwu90kJCQQFxeHTqdj6tSpMu+bzWb+8R//kc7OTpqamrDZbCxbtoyWlhb2799PREQER48exWw2c/DgQaZPn05/fz92u10ak1u2bJEmfXJyMgEBAXI2UY4UpaWlDA4OkpiYiE6n4+GHHyYrK+u/8/X8f1Y3GwE362b9N5Xn4FOhtP9Z/a00AtTCqxYbFcybkpKC3W6nsrKSO++8k3vuuUcWWLgesjU8PMypU6dobW2VwDjls2qxWISllJ+fT1paGg0NDRw5ckRAjVWrVnH69Gmv61EHqf8IbFPKgPT0dLq6uigqKuLq1auEhobS0NDASy+9hM1mY/Xq1Vy5ckW8sf39/Tlw4ACrVq0Sz22Hw8GCBQuESenj40Nzc7PY9wwNDeFwOEhPTyciIoK+vj5WrlzJ3r17CQoKYmRkRDYm6nCUlpYmAa12u11YuE6nk9TUVFpaWuTQ3dfXR3FxMSaTibi4OPFf9pRRt7a2snbtWoaHh1m+fDlarZbDhw8LAKdC/pSViPIIVHL3np4eOjo6JGgxMTERt9vN9773PS82XVpaGu+9954wkUNDQxkdHRVAx7MmJibEW9pTTpiRkYGfnx+7du0Sf/Cmpiaam5sJCwujsbGRsbExbDYbv/zlL2WTpzzoS0tLiYmJkfsyY8YMXnjhBQYHB8WWKikpifz8fKZPn86ePXvIzs5m27ZtfPjhhwwNDclmwmg0EhMTw0svvSQ+vcXFxcJEDwkJITw8XCwklJf60NCQMBj1ej3nz58HrgN+/v7+NDc3c+zYMb766itOnDjBZ599Jo2z06dPSx6ATqcjKioKg8FAb28vx48fF8BaMSCqqqpYv349PT09skEMDAxkdHQUrVYrDNuUlBSGhoZISUkhKyuLhoYG/Pz8OHToEFVVVYyMjAjrWFmPJCQkiG+2skvJysri6tWrlJSU4OPjw8DAANOnT6e6ulqApVtuuYWYmJivNZ/U2NBoNMKcUc+rtbVV2Ip1dXUUFxcTFRWFyWSio6ODxMREAFauXMn69euxWCwsXLiQxMREbrnlFlauXMmePXuIjY0VEN7tdqPRaEQuq+YFxQzy8fHBx8cHs9nsNWZ8fHwoLCwkPj6e+++/n6efflrAJWX/pEJK29vbBVAvKysTqwcFvKhwQsVaV9JkBaaoho6Pj49kQ8yYMUPkxi6Xi/nz5/Pkk0+i0Wg4ffo0GRkZlJSU8Nvf/haDwcDy5cvp6+ujsrISk8lEX1+f13i7sRGnQKOJiQmGhobIzMyUrI7k5GT6+vqEET82NuZ1X260sFGl5uPc3Fw6Ozu9APGqqipeffVV9u/fz4wZMygvLycnJweXy0VMTAwtLS1Mnz6d7u5utm3bhtVqZenSpaxbt47q6mpsNpsA/MqnVQHd4+PjFBQUUF9fL++Kuha9Xk90dDS9vb2sXLkSt9vNwoULycjIEJDJbrdz6NAhOjo6+PTTTyW8V/njb9iwgfPnz7Np0yaxb1Je05GRkcJCV/dUlWo++fr6kp2dTVJSEkajkeTkZH73u9/h5+dHf3+/WDR45lB4lmqk1dbWSuZJQUEB4+PjVFVVCTj32GOPiX+1auD5+/uzfPlyfvGLX2C326U5lJeXx/PPP09paSlXrlzh2rVrREREcOnSJfLy8qirqxPLmPDwcAEfKysraW9vl0ahagJYrVbi4+N5/fXXpYEGSHNpcHAQrVbLzJkz+eUvfyny8/HxcQwGA01NTQQHB2O32wXIjIuLIycnh+eee46EhAQeeeQRampqpNGdk5OD3W7HarWSlpbG5MmTefbZZ2lraxM2r7p/v//97ykqKuLNN9/EZrPJ+wzXfX3tdrv4tNvtdoqLi8nLy/vG5/HXWJ6gyMWLFzl79iyDg4McOHAAh8MhRITg4GDuuece1q5dy5tvvkl+fj7Nzc3s2LGD3t5eTp48SUBAAL6+vtx1112iKqmpqREgwHPcq6aap62YIigo24HR0VEMBoOA2Irh19nZKbYtfX197Nq1i8TEROLj47+Wf7F161aMRiMXLlzg+eefZ/fu3cTFxXH06FESEhKIioriwIEDDA8Pi3fypUuXGBoaknGnxvS6det48803gevvRnJyMp9++il5eXmSe/ODH/xArGJWrVpFSUmJAMdxcXE0NTVRVFREdXW1NB0VC1Sr1XLo0CGio6Pp6uoSdeP4+Dg9PT1s27bNK/MgNDSUw4cPy5ym1orw8HCqqqoEeNHr9YSEhJCcnCwq1ry8PKxWK8uWLeOTTz4Rhvv4+LgQWTyDGcfGxmhvb2diYkIY9RaLhYiICPbv3///sffm0VHX6Z7/K0kllcpWqUqlsu8rJCEJSSCs3aJcLyKtMGqDRiXYuICgDd2cXs7V7tuO19sz0qgtNKBIK2gjNAjK0iJEICBLWEMWSMheWSt7qpKqbL8/uJ+nE+yZ+c3v/ObO9TbPOZzjObZNbd/P8jzv9+tNSEgILS0t3xp2joyMEBAQQFhYGFlZWUybNo0//elPgna02+10dXUJBjM/P5+oqCjeffddvL29RZXu5eVFc3Mz3d3d7NixgwceeEAcdxs2bGBwcFDC0+GvDT01UCopKaG/v1/Ox0VFRTz66KP86U9/IjMzk+bmZrZv386DDz6I1WqlrKwMFxcXCc5Un+k//uM/CkN8aGiIW7du4eHhQVNTk7gJsrKyMBqNbNmyhd7eXt5++23mzZtHVFQUt27dQqfTSTPOZDLh4eEhA6s9e/YIsk0hNNzd3Vm7di0/+clPSElJkf2poKCAkpISQXJ5e3sL5qKrq0uyTxQ+ztPTk6ysLLZt28a2bdu4fv06J0+e5NSpU7JmNzc3U1VVRX9/v+QLHD58mMzMTHF5BgcHk5KSIrk2d+tufZdKiYaioqJ46aWXRBwWHh4uZzZ1r+nr6+PKlSty91u4cOG3cD3e3t60tLSI+KKjo4N58+YBsHz58nE5dsHBwTzzzDMUFxcL4lDd3+Pi4oSEMDo6itVqJTU1VbLSVG6eul/s27ePH/zgBzgcDs6dO0dcXJwI31SWnco3yM/PF6f/qVOn8Pf3p6OjQ85Wam9dsmQJs2bNIigoaJxTcPXq1URERMj5VzlWlRuwtLRUsl8Uqq6trY0JEybQ1tYmVACHw0FKSgoWi0XOnMoRcfHiRb766ivpPTzzzDO88cYb1NfXyx6hBJZ2u52Kigo6OzvlvmQ2m/Hw8GDu3LmCgiotLRUknVpP1Wes8vVWr179d+EGgLuDgLt1t/6v1diH7513l+IeIwAAIABJREFU3uHRRx9l/vz5/9M//5lKKWErKirEFTB58mSWLVtGX18fW7duHbfBjlWpmUwm/uEf/oFjx45hMpkktFKn08mkd9u2bcyZM4egoCA+/vhj4Yn/4he/YMGCBXzxxRfA31Zk3lkhISFotVry8vKYOXMmsbGxcikYGBjg2LFjeHh48M4779Dd3S0T8KGhIbKzs9Hr9WRnZxMVFcXLL7/MnDlzqKyspKCgALvdzsjICBaLhYSEBEE+NDQ0SNDlxx9/TEZGBtXV1eNer1I4eXl5UV9fz5YtW6Sp3tXVxfDwsHBqvb298fHxQavVUltbS1RUFCUlJfK5qOZ6eHg4/f39LFq0SNQEXl5emM1m6urqiI+Px2azER8fT0REBBMmTGDRokUS6qcslGqiHx0dTU5ODq+++qpYjqOioigtLSUwMJCGhgZRYiuWtgqPVOiAO1mmKthTBeoeP36c2tpazpw5w6FDhygqKsJisVBXVyfoJ5vNxty5c7FYLBw4cEB49lu2bMHT05Pz58+LIkOpx9zd3RkdHeX73/8+ZrOZZcuWodFohA3d19dHbGzsOJ7glStX6OnpoaGhAZPJJOGVra2tMhix2WzC6B8aGiI6OloCKa1WKxqNBn9/f5qamuRiDH8NSlQKtvj4eAwGAx9++CGdnZ2CHjl//jwnTpyQBtbUqVOZOnUqOTk5olw1GAxs3bqVzMxMGhsb8fX1FUXmhg0b+Oyzz4iIiKC8vBxvb286OjpITU2VBrBSfqsLam5uLrNnzxYlsfqdqveklHQxMTFMnjyZV155haCgIEpKSggNDRXXjxo+AZw4cUL47/7+/tTV1bF+/XqsVitr164V6+gzzzzDjh078PPz4+TJk+Tm5lJZWSnoh7FKwfj4eOLj4yktLRXFZ21tLYmJiQwMDPD8888zc+ZMUZRrtVr8/f3x9PTE19dX7KQPP/wwJpNJlM9nzpzBz8+P06dPi7NBfcYxMTF0d3fz9NNP89JLLzF37lwaGxtZs2YN8fHx7NixQzBHY9ElY11Iaug1ODjI2rVrWbNmDUFBQeTl5fHGG29I08rf35+XX34ZgHXr1uHh4UF5eblc3sPDw+ns7OT06dOCHfpbQd/wV1eIi4uLDItWrFhBQkIC586dIzMzU54hxU1XCkj1/CoGc3Z2tgy2VENXNegVG1rZridPnkx3dzfr1q0jMDCQRx55RIKCb968SVZWFhUVFWzbtk2afSo8TIXGK7ScCn3v6elhxYoVrFixgg8//JDw8HDa29tlUDA6OorNZuPcuXOcPn2aEydOUFNTw+joqAz6VF7Al19+SWFhIaOjo3R2dn5rGKGYyUajEavVioeHhzQ+m5ubpZE3ttzc3PD29pYg1OvXr5OXl8ePf/xj0tLSKC0txW63093dLc1Ipe4f+92p/95gMGC329Hr9VgsFu677z5KS0sJCQnB6XRy9epVrl+/Lpc9b29v7r33Xvn8XFxcxOXT1NQkz2Bvby9+fn40NjaybNkyTp48yeTJk7FYLGzYsIGvvvqKnJwcamtrJQNDOWBWrlxJZmYmcHug8vvf/34cek/hpdT7yMnJYWhoiJKSEtlbVLNYfWfKbaLyOw4fPiwoPuUmGhoa4ujRo4L8KS8vl6ZlU1MTp06dwsPDQ4LNo6KiSExMZP78+YSGhnLx4sVxrhwVUK8qMjKS3Nzc/8Up4j9+jW1iREZGEhUVRU5OjgwoVY7Q8PAwXV1d+Pn5ce7cOfLy8rjvvvtoaWlh3bp1+Pr68otf/ILe3l4ZsK5Zs4bFixdLfk10dDRdXV3jlP+Ke6+Gs8p1oNVqpZGh1kaTyUR4eDgdHR3MmDGD4OBgGf6rcOw7Ocpqr/Lz8+Pzzz9n8uTJfPTRR9LkaW5upqmpib1798prcnV1paSkRL57lYXj4eEhKLBbt27h7u4uOTVms1mcBqWlpaKA37p1K319fXR2djIyMkJNTQ0Oh4Nt27aJY0G5StR5V529Ll++TFBQEE1NTdLkj4uLEx50Tk4OixYtoq6ujr6+vnFYJZvNRldXlyj5jUYjXV1dgmuoq6sTt5VyTdTX19Pf3y97g0JvzZgxg6SkJDw8PIiMjCQyMhIfHx+SkpLGhZvPnz+fkJAQTCYT165d+9Zvra+vj/7+fpYtW4ZWq2Xfvn34+vqOCxgeHh4mLi5OAixnzZrFjh07RNFpMBjo7OwUrraHhwf/9E//xFdffYXT6RTF/9ght9rLkpKSiIuLw9fXF7vdLoPgffv28dZbb2EwGMjNzSUoKIiVK1fi4+NDVVUVgYGB9PX1kZOTw7Vr11i/fj1dXV188cUXhIeHC+qyp6cHk8kkLt6goCAuXrxIamoq586dQ6PRsH//fh566CH27t0rODeVPdHb2yvDYvU+1blKo9GwefNmZs6cOa5Z1dPTw89//nNaW1tFEKWEOuXl5YIgzM3Npbm5mRdffBE3NzdpVCpkokajwcPDQ9yVypWozuMKJ9Xa2kpzczP9/f309vZSU1PD888//5/GGXW3/j5KDV0dDgcHDx7kvvvu47XXXhMEqXIpRUZGYrVaSUxMpLm5mZiYGAwGA3V1dSQlJcndpbW1ld/+9rc0NjZisVjo7OzE29ubXbt2YTabZaCgcLn19fV8+eWX4t5VvQOFQuzu7iYvL0/EQ0FBQYJoNBqN4mxVeYBVVVW8+eab2Gw23n//fZYuXUpiYiLLly/nxz/+MX19fezbt4+QkBAZGHh5edHW1sbAwIC4IIODgxkYGJDshI0bN4oLYXBwUJA7NpuNQ4cOUV1dTX9/v/RpFAZWrdVWq5X169cLanju3LkcPHiQ7OxsysvL+d3vfseXX35JQ0MDQ0NDHDp0iKSkJIqKisY5vNVQvqenh7i4OHHhq5wp5dr28vKip6eHNWvWcOvWLfLy8vD09JQg6Js3b9LV1UVxcTGLFi0SZ4dC0qozw3/2+k4OAq5fvy7qD4PBMC5s7d+rBgcHKSsrk9dhNpv/3V/D3fpu199jRsDYGusKSE1NxWg0snnzZry8vKisrCQzM1OUXDBepVZcXMysWbNwcXERRpwKSBscHJRgyX379hEbGyuN5djYWBoaGiQwUqEWxpa7uzvJycli9x4cHGTlypU899xzvP7664yMjLB3715RPiuL9vDwsDTUlRpar9fT1tbG2bNn6evrY//+/aIK+OlPfyqcW8X6vFOZq7ivGRkZXL16Fb1eL2gT9d+poNf/+l//K4GBgUycOJH3339frHi+vr709/eL00AhSr755hvi4uJoamoSnrJSDynkj5qSKza0YqArdn9sbCylpaWsWbOGgIAAamtrhZltt9ulafPqq6+KXXHWrFnSBI2KimLnzp3yfhITE3nsscc4efKkKCI8PT3le8nOzqahoUHCgidOnCioJ/jrwCAqKoq0tDQZAkRHR6PX6/nDH/5AfX091dXVBAYGYrfbWbJkCe3t7VRXV2Oz2WQoAX/FR61atUrW+xs3bghn293dHQ8PD8rKyli6dCl+fn5oNBrWr1+PyWQSLIk6xCQkJLBs2TJeeuklCWT88ssvJRg7ICBAsgRUEyUxMVEaB+r19Pb2UlRUxL333jtO6T579mzS0tIoKyujs7NT3oPFYiEwMJAjR46wcOFCUQ0rF8Pq1av5L//lv0jwcXl5OcePH8fpdIoiuLa2VtRwXV1dkg2h0+mIjY2lurqa733ve0yYMIHq6moZWLS3t+Pt7U1bWxsOhwOr1Sos3vb2dp588kmMRqM0QVQDpLe3VxrGdrtd0DR//vOf6e7u5pNPPmHevHlERkZSVlbGww8/zNWrVwkPDxfb/diwrTvrzrCw/Px8nn32Wd544w0KCgqEW6yCwvr6+hgcHOTWrVu0t7eL+rK9vV3CIgFxKKlmUF5eHkajkRUrVpCSkoLD4fiWImjRokUEBwdz5coVpkyZQkdHB3PnzhUHheKx5+fn87Of/YyYmBjKysrIyMigrKwMm81GeHg4IyMjPP3006Snp8vnWF5ePq5xmpaWxq5du3B3d/9W/snY8vDwICkpiSeeeILLly/L/jRnzhw2btwIQF1dHZmZmXR3d5Obm8vrr79OS0sLAwMD9PX1iUuktbWVpKQk7HY7999/P1arFV9fXxkAjI6OMn/+fFpaWpg8eTKFhYUSNLZ06VJpSt28eRN3d3csFgvZ2dmi4ILbWRZvvPEGVqtV1sb09HT0ej0mk4kJEyaQnp5OZGQke/fuFWWpcgAo27diU6vAUBUgqn6vSnkEt51i0dHRxMXFMWvWLM6cOUN9fb04kaxWq/Dp3d3dZZDn6uoqQdlqbwoJCeG+++7D399/HGe8v78fvV4vAwuF61JOIpUxoRpeajja29sr6nofHx9p3Dz99NOkpaVx/Phx4HazTSnum5ub+eqrrxgaGhJHgJubG+np6TQ0NIgaWK0rak9ZsGABKSkplJaWsmrVKnFadXR00NXVJa9rypQpmM1mGex3d3dLuDqMH8oHBgZy6dIlaQir16Kaw76+vuOC0OE2akbhR9TvS72/6OhoHnnkEZKTk8VhWFBQwObNm3E6nRJqr/Jm1BqZnJzM9OnTOXDggAyPFPdbDb1ffPFFQkJC/ofP0nehFGLu5s2b/P73v8fFxYUjR47w6KOPisCgqqqKdevW8dFHH+Hj40N3dzc5OTloNBpeffVVbDYbH3/8MQ0NDVy7dk2GfhMnTpSGdVBQEM8//zwOh0NQAur7NxqNdHR0CD8fEFekCigeHR1lxowZLFy4kIKCAkZGRmhsbKSlpYXIyEhCQkIICgrC1dWV4uJi1q1bJ8KSWbNmsXz5cpqammhubiYuLg4Aq9WKm5ub/MaUulv9fepMp4J/AWnUXr16lcmTJxMeHk5tbS06nY7a2lrefPNNtm/fTkhIiATsqv1UrXne3t48+OCDzJ07Vxroqsaedy9fvkx6ejrXrl2TgZhyZZ4/f36ccCYmJkbWZ1Uqy0Wv1zM6OipDAIVvMxqNLF68eJxIYNu2bVitVvn73Nzc2LBhA/v27cNgMHD+/HkiIyMpLCwkKSmJ0tJSMjIy5PnWarVoNBp++ctf/s3fm7u7O4mJiezZs4egoCD5bJqbm8e97oiICGJiYnB1deXrr7+mpKREMgemTJlCeXm5NKSvXLlCWFgYcHv4odfrGRoaQqPRiMNOfc6vvfYa27dvx9PTU3BkqqfwxRdfcPHiRckDSEtLkyGzwpupIfenn37KyMgITU1NTJo0iZUrV8owtLm5mQ8++IAlS5bg4+PD0qVL2bJlizT9h4eHOXDgAAaDge7ubn74wx9y/vx5GbgqAdGNGzcIDAyURn1ycjIHDhyQHC9V586dw2aziXPW29tbfrc6nY7h4WGmTZtGQkICv/nNb4iNjZXfmFLYKnfYWOdIT0+PrOEjIyOYzWYGBweZN2+e7D0eHh7Ex8cTFRV11xFwt75TVVBQQEVFBS0tLURHR9PW1oa3t7dgYpYuXcrLL79MZ2cnRqMRo9FITU0N7u7unD9/XgQ/6ix2+vRpwQ0rN5vNZsNgMHDu3DlaWloEB1ZcXEx8fDynTp0Sl7FGo5G75PXr16Whn5OTw7JlyzAajWRkZIiIMDIyEovFQlZWFoWFhQA0NjYSHh7OzZs3RSQXFRVFX18f33zzDTqdjlOnTtHY2Cj3HOUKV4N/vV5PQEDAOJRpUVERN27coKmpSfL6YmJicHFxITAwUIQ9aphhNBrRaDR0dnZiMpk4efIkq1atAmD37t0i7gsLC8NqtWKz2eT8qdVquXr1Kl5eXoSEhIiw8syZMwDymjMzM7lx4wYajUacDMPDwwQHBzM8PMyRI0ew2Wx8+OGHZGdnSx7UwMAASUlJxMbG4uPjI2KwZcuW0dvby/vvv/+tNfY/Y30nBwE/+tGPOH78OMePH2fu3Ll4e3v/n/zr/ma1t7fz0ksvyetYsmTJv/truFvf7fp7HwTA7Uvejh07ZIOcOHGiYAYaGxtZtWqVTKzvZPHdqS53c3MTxZS3tzc2m02QJqWlpYSHh3PixAnKy8spLCykurpaUCB35gW0tbUxY8YMTCYTSUlJ0gipr69Hq9VSUVEhrGmFX1DNORcXFwn/BcReq/IM9u/fT1hYGDabDYvFAiCNoUmTJtHY2ChKTLh9IWxububdd9/l8OHDZGRk0NLSIgeGkZER7r//fux2OwaDAYC9e/fS3d0tNvuRkRFmzJiB0+kkOjpa1I9qEKNyEfr7++no6MBqtXLhwgXmzZvH4sWLcTgcnDx5UqzYWVlZPPbYY+OaKq+88gpWqxWLxYJer2fVqlXMmTOHZcuWyXS9pqaG/Px8bDYbe/bsISEhgYGBARobG/H09GRgYICwsDDa2trw8vJCp9OJCl0NL1Sjy8PDg4yMDFFUjA1zampqwul0SmPfZDJx4cIFBgYGGBgYwOFwEBYWRkREBHV1dUybNo1du3ZJw101JoKCgpg8eTJBQUFkZGSwYcMGachrtVph+6uAtgceeICysjIGBgbkgOPq6kpbWxv+/v6CH4qIiCA4OPhb/F+bzSaKOIXoUQcguN0cU0GpTqeTI0eO8NBDD+Hn50d8fDxms5lXXnmFlpYWhoaGpIGRlJREaGio8J4bGxsl10BdjMfyMouLiykoKBBme2VlJcPDw8Jv/sMf/sDIyAj33nsv5eXlEuY0PDzMqVOnsFqtABLAnZWVhYuLC2azWdwTr7766rgwSqUiUw2QsLAwSkpKRMGekJDAzZs3GRoaor29HYfDweHDh9m/fz8VFRVs2bKFsLAwCgsLJUD7fxZad6cVOCUlhTNnznD9+nUJofb19SU4OJjU1FQCAwOlaWm322XgEBQUhK+vL+Xl5RKUrBwwf+v93cnfVgfQ1tZWafIC5ObmcvbsWVJTUykrK2PatGkcP36c++67T7ITNmzYQFxcHEePHqWyspLe3l6uXLnCnDlziIqKYuvWrYSGhtLa2irNFoXM6e3tFVvuWCX22Nq0aROpqakcPnyYiIgIhoaGyMjI4NSpU7Jm1NXVyRA3NDRUlPWqaRAaGkpiYiLh4eE88MADLFy4kEceeYSmpiZRejscDiZNmsQ//dM/CR6rqKgInU7Hrl27WLx4Mdu3b5dcDRW0rT7Xnp4etm3bNg59MTg4SHNzs+A0+vr6WLFiBVeuXJHwcaWGHavwVpcLV1dXent7uXHjhjjWnnzySXbt2iX8cHXZURg1FTam9omEhATS0tIkNFm5aAIDAxkYGBDcidqHli5dysaNGxkcHOTmzZs0NTXR2NhITU0Ndrud9vZ2UcE7nU6+//3vk5KSwo9+9CMOHjwI/LWZ7u7uLnkxRqMRV1dXwsPDSUlJwW63c/r06W9l4fj7++Pr68vcuXNZtGiRoMRCQ0Pp7u7mRz/6EWVlZcTGxopDyNfXl71793Lq1ClKSkrYt28fU6dOBSAmJgYvLy+mT59OfX29cKoNBgPJycls3bpVhu1ZWVnSaFc28ClTprBw4UKKiopkn1Sq1L8Vnq0Gyg8++CBffvklYWFhXL9+XRqV+fn5Yn1fvnw5dXV1kiHj6+vLnDlz+M1vfgPcbg6odW/16tVMnDiRa9euSWir2mtcXV0pLCzkoYce+k5fGAsKCsQ1MTAwgK+vL5GRkWzbto2BgQEZai9YsICQkBDOnj0rjdiUlBS+/vprhoaGaGpqEj792MGUeu7Wr1+Pn58flZWVhIaGynOgVO6+vr6YTCZh0nt6emKz2QgODmZwcBCj0UhzczMzZ85kZGSEmJiYcQHO1dXVNDU1UVRUxPHjx7Hb7dTX1zNp0iQ5V/j6+lJTU4NOp5P3pdbJ0NBQWlpaxA3l4+MjAd8qvFXl+gwNDREbG0tlZSVhYWHi+lq9erUgCB0OBy0tLbi7u4v7RoWrDw0N8dOf/pTS0lI0Go2w49V+rEQTK1as4I9//KOca9Ua5+3tjU6no6KiguDgYJqbm7HZbNTV1QkWSA3MfHx8JJtH5b+oYPLY2FiysrIIDg4WR8i+fftk6Obq6kpCQgJ/+ctfePfdd6mrqwMgICCAkJAQRkdHaWtrY3BwUNxTWq2WnTt3SqNp7P6i1+tFYGA2m4mKiuLgwYPj0I/qjwoTVplPKp9iZGREnLptbW24ubnJ+c5mswnmcvPmzRQWFsretGLFCslr2LNnD/DXoEqV1RAREUFjYyNwe0DW0tKCxWLBZrNhs9kED6YafVqtlsbGRlxcXDh06BCbN28mKCiIVatWSXaVwWCQtfPixYviLFBZW56enhQVFcmZ0mw2M2/ePKZOnUp6ejqXLl0iPj6ezs5OgoKCiIiIYHBwkIKCAsltUWcnT09PwbQp7rV6ltra2vjNb34jwhwVmLpy5UoWLlyIm5sbCxYs4MUXX+TYsWMEBgbS1tYmbmW1/ul0OtasWcOhQ4ck12hkZISVK1d+p9fBu/X3VT09Pfz0pz+lpqaGrq4uav4t7Hr37t0YDAbKy8tZvnw5gYGBJCUlsXXrVhEP5ebmilgkICCAqKgo/vznP0tf4M5SWMq6ujoZzE2ePBmn00lFRYUIxiZMmIDdbmfFihVyxiwvL6etrY09e/bwwgsv4O/vz7/+678yPDzMjRs3eP/99+nu7sZgMMhd2+Fw0N7ejqenJ11dXeTk5HDgwAFGR0fp6OgQtf5YIcbIyIgIVpKTk0UAYjKZ5G6kXKgmk0nwPsrpmpCQIL0VJRbp7e0Vd15OTg5arZaf//znXLx4EYvFQs2/hfP+5Cc/4ZNPPpFh8MDAAFOmTOHxxx8nKyuLhQsX8tprrwmCTavV8txzz8lgX70eFcxcXV0tQ46mpiYyMzMJDg5m//79hIeHU1FRwYQJE+SuaLVa+eEPf4irqyu3bt0iMzNTML7/mes7OQj45JNPgNsNux/84Af/VwYBNpuNAwcOyOu4Owi4W/+79fc8CFB27eDgYHJzc9m8eTMTJ07k3LlzBAQE0NraygsvvEBISIgw6e5k8Y09xGZkZEh4aF1dnTQLampq5BKblpYmljd1udHpdPj5+YnCE2437lUGQFxcHKWlpeTl5fGrX/2KhoYGqqur5X+rmM5arZZFixYxc+ZMZsyYQU5ODiUlJURERNDU1ERvby9ubm5iKQ4LC+Pjjz/GaDSKosbFxUVCIPV6PU6nk7CwMOx2uyAwfvCDHxAQEEBGRgZFRUX4+PgwMjJCSUkJfX19vP322wwODnL27FkJqAwLC5MLtrL/RkREcP36dUwmE06nEzc3NxISEujv7xfLvpeXF7t27eL73/++cJpbWlqEAbhmzRpRMZeUlNDS0iIInry8PB599FHMZrN8f++++y4fffQRTqeT1tZWBgYGSE9P5+uvvxb1t2Lu7tq1Sy7peXl5uLm54ePjg4eHBzqdTjABOp2O6upqJk2aJA3C2NhYYbP39PSwadMm4Zd+8803ggwxGAwUFRUJWmfjxo3ExMRw7do1oqOjRbVcXl7O888/j1arZf/+/dKIHxkZ4Uc/+pEoz1SDOygoiA0bNuDq6kptba04R9Slb2hoiE2bNrFnzx66u7s5f/48ISEhov5Vyl7lhJgxYwYNDQ1MnjyZW7duyQV3eHiYhIQEQkJC5KCiFGGKOwy3G4JtbW3SFDt37hwVFRW89957Eix1ZykFicqjUHZ6FU4XExPD7t27aWtro6GhAavViru7O/X19cIyVsO1np4efvnLX/Lpp5/S2NhIe3s758+fJzU1FR8fH3lmk5KS0Gq1MphKTU3l2WefpaenB4vFQltb27jnFJBwP+VQCQgIYMKECUT/W2Dr/8iifqcVeOHChdLIbW1tFa6ww+HA09OTn//858LoVO+rvb2d+vp6enp6WLduHceOHSM4OFia5c3Nzfj4+IzDRsG3nU0PP/wwu3fvJjY2lu3bt1NZWYnVauXKlSuSPWI0GvH09JSGi6enJ2fOnMFut3P+/HlcXFzkuVVOqEcffZSFCxdiMBgoLS2VAOrLly+L20SpfuLi4nA4HDz++OO4ubkREhLC4sWLSU1NHRdutnbtWjo6OigsLMRkMmG320lMTMTFxYXQ0FBu3LhBZ2enDOXgtkq7urqalpYWaRQtXLiQ7u5uCgsLRd3p4uLC3r17efbZZ9m6dSteXl60trai0Wg4fPiwBE+r32NycjJ+fn7U/FsQ9OXLl0UJpC42aljn7+/Piy++SEpKCgaDgbfffhtvb286OztF8aScYEFBQUyfPp0FCxaQlpZGd3c3qampBAUFibMjNjaWjIwMgoKCuO+++4iNjf1W2NiiRYs4efIkwcHB1NfX89Zbb3H48GHB2yi3T0dHB8nJydjtdg4dOiTNQ9UYnTVrFj4+PhKSrrBlcNuRoQbMPj4+0rwC5CI2ODgomKni4mLi4uL46KOPhHE/tmw2G3a7nV//+tdkZmaSnJzM/Pnz8fHxYcWKFWRnZ/PQQw+h1+vH8cjHBo4q9nhhYSFms5n6+nrmz58vOAkVdvfpp5+yfv16Dh06RFpaGufPnyc+Pl6cN5mZmVy7do0VK1bw8MMPMzo6SmRkpLjaNBqNNDLVUGB0dBSj0cjMmTPJz88nMDBQgmIffvhhnn/+eTlLKMxWa2srw8PDkiEDSPj6yZMn2b17N35+flRVVUnQnQo/9vT0ZGRk5Fvr8HexKisrOXnyJDabjZGRETo6OmhvbyciIgIAnU6HVqvl008/lRygBQsWkJuby9DQEGfPngVu4/3UQEan0+Hh4cGqVasYHR0VFJ4Kmm9vb2d4eJipU6fS3NwsjYP29nYRMijlvQrTbWpqYtu2bcTHx4ujq6ysjKysLCIjI6mpqcFsNss6qXKLampqWLt2LTt37hSXwdSpU1m3bh2PP/44er1esC6Dg4MMDQ2RmZkpuRUqmHzlypW4u7vT0NDA6Ogo7e3teHl58cMf/lAGyg6Hg5KSEsHrKTedahoeZh9VAAAgAElEQVR7eXkxb948/vEf/5Hf/e53dHV1CcJq69atgiFTzrGdO3eyfv16EYJ0dHSwfPlyOjo6JFhSuRVPnDiB3W6XZpRypo6OjjJlyhSqq6tliKlqZGSEJ598Us5qCgFRX18v601vby+ZmZl4e3vLXl5dXU11dTV+fn40NTWJE07td6GhoXzwwQfSkNbr9eTm5tLa2oqPjw/BwcEUFxezevVqFi5ciF6vp7S0lLi4OJxOpyDXMjIy5HepsG/Dw8O89tpr7Ny5U/BFbm5u3H///TQ2NhIdHY3NZuOxxx5jyZIlgvhRPP2CggK++uor2Veef/55Ll++TE5ODhUVFQwPD+Pl5SXOH3U/Cw4OFrWuUssrwUlKSgohISEYjUZmzZqFw+GgoKCA4uJiXnnlFWw2G8eOHZPB0+DgIF1dXeh0OnGoKAeUOlf8y7/8i4hJEhMTuXHjBiMjIxQXF3P69Gmqq6tFhBIYGMgDDzyAXq8X5KLT6RShTH9/Pz4+Pjz66KPjcIlRUVE4HA4uXryIyWRi9uzZ4jRVe4o6j0ZFRdHe3i5nwNdee40TJ04QFxcnSNG7g4C79V2pc+fOcenSJWw2G3DbSajT6fje977H/v37CQ0NZceOHcyZM0eeL3UeyszMZOvWrXKWX716NSaTSfoY6v9Tlcq3ysjIoL6+Hn9/f+rr67FYLDidTgYHB/H392fWrFn84he/IDk5WcLE1RlFkRI6OjokfywpKYmwsDDmzp07blAxbdo0yaHr7+9n2rRpXLhwQZBf/f39BAQEMDw8LMIzk8mEw+EgOzub1NRUXn31VRYtWiT4t8LCQhEXKizxE088wdq1a1m0aBF+fn5kZWXJwNLd3Z2QkBBxBCg0mRrYq7uCRqNh4cKFDAwMMDg4KGi1lpYW6TUsW7YMnU4nbimF6VXiNvXvAKqqqkTootx3jY2NFBUVkZaWxvXr19myZQsGg4Hs7GwiIiLYs2cPjY2NItRqbW3l5Zdf/k+/nn1nBwHqond3EHC3vqv19zoIUE24vr4+Nm3axOeff463tzfV1dUEBASIAqy7u5udO3eSlpYmwa4qRV4xX5Wi2Ww2s3nzZoaGhkTNb7PZxMat0Wi4desWvb29ok4aHR3F6XTi7e0tljwXFxemTZtGXV0dmzdvFmSJwm/ExMRIE0BdpLRaLZMmTWL//v1YrVZOnTpFUFAQGo2G4uJiabYoS21jYyNOpxOz2SwMaqUMVZuxQgAtW7aMe+65h/j4eBl+KIfAtWvXiIyMlKCuq1evotVqOX36tGzScHuzV7y+rKwsrFYrCxYsEPdCX18f2dnZmM1mTCYTJSUl+Pr60tLSgsFgYN++faSnp1NTUyNKze3bt6PVaoWHuGPHDqxWqwxezp49y+zZszlw4IDwFa1WqwQWw+3NWXHalTpNoWR+/etf4+7uziuvvEJycrI0TquqqhgcHJRw36lTp7J69Wr27t3LpEmTuHnzphwGzGYzXl5ejIyMEBwcTExMjCjw1UFHp9NhMBgwm80YjUZR63t4eGA0Gsexb6uqqmhsbCQpKQlXV1fy8/PZvXs3DQ0NomhQl2kXFxfBT3l7ewsnOzQ0VA5aDQ0NwO11oK2tjYCAAHp7ewkICBAEx+DgIA899JBcRM1mswwM1DDiqaee4syZM1RWVpKcnCwXbxVABzBt2jTi4uKYOXMmX3/9Nc3NzTgcDnEU3HnQMZvN/PnPf5aBGiBBjaOjo0yYMAGr1SqNWMVkVJkIqgk0PDzMggULmDdvnvxulRKltLQUs9nMyZMnx+UVLF68mLa2Ng4fPszp06fR6/U0NzeLPV2VagQqm2dfXx9Go5GGhgZeeeUVAFknlKtIqS3/lipfqSnVoTkkJITIyEiWLFnCf//v/52EhAQaGhpEPa9+R0899RQZGRno9Xrc3d1ZsWIFv/3tb8f9LhRqRK0X6jLx8MMP89RTT2GxWPjkk0+IiYnBarVKgNXBgwdZt24d27dvF0VQZWUldXV1gs5S4cLqcNzV1SUorJSUFOLj43nwwQfx9fWlt7dXUDOurq5kZmby+uuvC4alp6eHq1ev0tnZSVFREYcOHWL27NmsXLlSUEb5+fkcO3aMkJAQBgcHaWhoYHBwUBrSoaGhgtpRn9Po6CixsbGYTCb5vEdHR/nmm29kqBUREUF4eDjbt28nPT2d0tJSeQYcDoesdSqMuLOzk5MnT1JfXy+fh0IgKLWtUiV7e3vLgV6r1TJlyhT27t1LRkYGFRUVZGZmUlFRQWJiIjdv3qShoYG6ujqOHj1Kf3+/NKyUA8FsNvPP//zPFBcXc/bsWQ4dOsSTTz7JBx98gNlsprKykuvXrzNp0iQuX77Mli1biImJYc6cOYyOjhIfH09wcLA0BwMDA3Fzc5PhnSr1jHd2dvKzn/2MTz75ZJx7TavVCpKutLR0XDaHYj8rjrhab4qKimQoqQYOY+u+++7j3nvv/ZuNIjW8T0lJYf78+dTV1eHp6SlYrKGhIcF/TZw4kaKiIt566y0mTpw4LuwuKSlJmryrVq1i27ZtGAwGqqurRfmlwii3b9/OwYMH0Wg0/OUvf5FhkFJVO51O9Ho9DoeDJ598UnJhlBMnMDAQg8EgLPLKykpx/6gQ+eDgYBwOB3PnzmXPnj0yXFSs7N7eXgwGA62trcTHx3P9+nXBg2g0Gjo6OnjooYe+03ggteaPDUWfO3euDPe6urqw2WwSzOzv789nn31Gf38/X3zxBTqdDk9PT/l+4LYC8ve//z1Op3McQz00NJS+vj75/atA7bEouPj4eFpbW9Hr9XIuU0gTpbJW6+jSpUv58MMPcXV1paOjg5SUFG7duiXoKDc3N2bMmEFERAQvvPACrq6uFBUV4efnJ3i29vZ27HY7RqMRuD2wVYiGgIAAXFxcCAkJIS0tjYKCAoKCgmhra5OmrZ+fH1OnTpUcka+//prBwUE6Ojp47733JDR50qRJBAcHc/78eTo7O6mvr5dwSC8vL6KiosaFyqs9ys/Pj9zcXBITE3n++ef57W9/S01NjagzVYaLj48PdrtdXAOJiYkMDQ3xu9/9js7OTl588UXOnDmDyWSS7Ia1a9dSVlY27u8rLi4mOjpaclQMBgMWi4Xc3FzBjcHtHBmVp+Pl5UVVVRV5eXlcuXKFqKgo5s6dy/79+8nOzsZqtTJ//nzmzJnDM888g6enJykpKTQ3NxMREUFKSgoPPvggISEh5OfnU19fT1xcHLW1tezYsYPR0VH6+voIDQ3F09OTpUuXcs8990i+gNPp5IEHHpCMlbFDcSUgUlVZWcmpU6fExXf//fezZs0a/Pz8ePTRRzl69CjBwcHY7XYyMzOlcaeaeyq7STkdHQ4Hvr6+VFVVSdaRGigWFhYKQiMoKIgHH3wQd3d35syZw7PPPivPgEJUaTQa3nnnHQoLC3F3d0ej0VBeXi4oU4fDgb+/P/39/RLa7ObmJs2sWbNm8fjjj4ujVTnjPD09JUdq4sSJ8nkoLJgafu7bt485c+ag1Wp58803aWxspK2tjZ6eHsxmsyDffHx8+Pzzz8nJySEoKAiTyTRO9HC37tZ/9NJoNOJwViIN5cSsra2lo6Nj3F3pThe12oPU2TAsLIwjR44QEBAgeX/qjJWWlsYrr7zCp59+KmI25VJUIrrBwUECAgLGBQm3trbS3d2Nv78/FouFVatWERwcPI6IoP7+sYOK7OxsDh8+PE6gpJCQqvmucl+sVisbNmzg2LFj5ObmcuvWLUENxcfHk5qaSm1trYiAFEpxypQpfPXVVyxcuFA+Gz8/P9555x0RN7q5uZGTk4PFYpEh/pYtW+Tu7+LigtFo5OOPP8bb21sGsg0NDbz77ruEhYVRUFBAQ0MDTU1NBAQE4HQ6efHFFxkdHcXPz4+GhgbB3d2JjFTnYtUPqqqqIioqCpPJxHvvvYfD4WDz5s08++yz7Ny5k8DAQHp6enj//fcFNfefub6zgwC46wi4W9/t+nsdBIxtwqmLn1LCd3d3ixKstbWVSZMmUVZWRlBQEMXFxeTl5Y1zCCgLsgqA+/LLL6U55ebmJpZVxceeNm0agCh109LSeOKJJ5gyZQrXr19nypQplJaWCmZEbfhKxatU5Lm5ubS3t6PT6Zg8eTKnT58WdIpSNF66dAl3d3cGBwfx8PAgOTmZzs5OCUm7ceOG2M5VRsDIyIiEkf76179mw4YNovSfM2cOgCiZW1tbeeyxx7h06RJ1dXWiplPYH4UbcnV1xWQy0dnZSXR0tKiErl69Kk0Oq9VKcHAwpaWlvPXWW8KBVcODkpIScnJyqK+v58UXXyQ5OVnCOc+cOSPvU7ks9Ho9+/fvx8fHh4KCAsLCwqisrBzHJHd3dychIQE/Pz8J++nu7iYyMpJPP/2U5cuXc+TIEWJiYiRkcMWKFSxatEgu8jqdjg8++ID169cTFhbG888/j8lkksDa9vZ2WlpasNvtvPfee6SnpwvK5OrVq3R1dXHr1i06OzuZMGECr7zyCk6nk7Nnz9Le3k50dPS3HCEWiwWNRsPs2bNxOp2Eh4czNDQkDd2jR49Kw1xlJNhsNgndDAsL48aNG+JYUEOp5ORkamtrpbmdmppKYmIio6OjnD17Fr1ez4ULFwAEX+Tu7s7evXspKCigsLCQY8eOsXHjRurq6rh586Zwd5Xatbm5ma+//vpbjgI1XNNoNMI5DwkJ4dKlS6Lu1Ov1DA4OMnnyZHbv3k1HRwe3bt0S9MO0adNobW3lzTff5ODBg2Jz/fnPf47JZMJsNvP++++Lii47O5uuri4CAwMxGo2YzWYuXbqE3W4XnrperxdetJubm2CTXFxceOihh2SgoXABDoeDLVu2yJBKDRv37NlDTU0NH374IbNnz8ZisfDFF19I+NYLL7xAcHAwmzdvJiIighs3bpCWlkZlZSXZ2dmC0TIajfT390u4pIuLC6WlpXz++eecOHGCsrIyjh49yoQJE9Dr9fj6+jJ9+nQyMzPHDSMAmpubOXXqFG1tbaJo9Pb2pqenR0KuxmKpmpubaW9vFwu+3W4XZaS7uzsvvPACRUVF0nwqLi5m/vz58rn88pe/xGAwUFJSgoeHBx0dHeJMiouL48SJE4JW8PX1xc/Pj+DgYLq7u/Hy8pIGkVLFqybD0NAQlZWVgp6IiIgQbNnAwIBgrBTm6urVq2RkZJCWlsaxY8cIDw+ntbWVCRMmcPnyZTIzM9Hr9fT19dHT0yO/P6XAHqv+VopcQAauSiWlBiQJCQk899xzpKSkALebHitXriQjI0NUQREREeTl5fHhhx8K07utrU3cUkuWLBF+ttrDqqqqGBkZQafTYTKZ6O3t5dlnn8VqtZKWlkZtbS1Go5GIiAiMRiMGg4Hly5fj6+vLhQsXaGtrk8ZobGwsRUVF32rKAzL0fOyxx4iNjRWEmBpeA0ycOBGLxTJuSDD2gqSYr+q3A8iQb2y2gMI63cmfHju8V/uun58fSUlJbNq0SRrxoaGhpKWlCUPcz8+PQ4cO8eijj5Kbm0tJSQldXV1UVlZisVgoLS3l6NGjZGZmUlNTI8HGM2fOFEWu0+lkaGiI0tLSce9PvUd3d3fsdjtTp07l3LlzTJo0aZxwICoqSs4clZWVkruTnZ1NZWUlHh4edHZ2kp6eznvvvcfo6CiXLl3C6XRKiGhiYiLd3d1s3bpVHDoJCQkAtLW1odFo2LdvH9/73vcwmUz/W+eh/yilhtVnz56VZrLD4ZDAabPZLI2Kmpoaampq8PT05ObNm/j6+ooqemygcnJyMp9//rmcjRYsWMCNGzfw9/eXPV/tlWpwp84I4eHhJCYm0tjYSG5uLhUVFd9yeakhlWqA+Pr6UlxcjLu7O11dXfK9TZgwAYvFIs2SxsZGbDbbuEFwXFwcGzduJCAggFu3blFdXY3D4aCqqorW1lZ6enpobW3l5s2bbNq0ievXrwuCB6CiooIDBw4QEBAg7gYvLy/Cw8OJi4tj3rx54ka4ePEimZmZeHl5CUbJarVKkHVeXh4Wi4UDBw7gdDopKSnh0qVLDA4OcvDgQSIjI6Xxoc4LY59r9UxrtVp0Oh2urq7s27cPLy8v3n//fZ566ilmzpzJT3/6U9LT08edcf38/Lh8+TJvv/224PmysrJoaGhg27ZtBAUFCZLCYrHQ09Mje9iSJUvIzs7mtddew2azsXnzZuLj4xkcHKSoqAgPDw+OHz8uzOsLFy5w8uRJTp06xaFDh5g/f74gbhT+7l//9V/p6uqis7NTcgciIyOJi4vDx8eHyZMnM3v2bA4ePEhubi4nTpygvr5eAnAnT578N/EOPT09HDp0SFyxzz77LFqtlqqqKl5//XUmTZpEeXk5S5Ys4fjx46SmplJfX8/GjRtZunQpwcHBXLx4UfJwhoeHWbZsmQwT7twj7HY73t7eVFZWcvHiRa5cucLZs2c5deoU8+bNY2hoSFBqTz75JG+99Rbu7u4UFBTgdDrp6ekRlbF6ThRSbnBwUL5P5ZhZuHAhqampcu5S66jCU+3cuVPWeOUSVY4wDw8P/vznP2M2m8Vl1dHRweOPP87MmTO5cOGCZIRMmjSJS5cuYTab/5c4xrt1t/6j1ZUrVygrK6O7u1vOX+r829raKvfyO+9KYxFuY/NdtFotSUlJ7NixQ4Z1Xl5ect/605/+xLvvvktgYCBLly7ljTfeoK6uTjA2AwMDhIeHExYWho+PD+Hh4Xz00Uekp6fT0tLCtm3b0Gq14/LHFJ5XCTXGUhP+lptX7VkK5ZWRkcGaNWuIjo7mnnvuoa6ujhs3bnD8+HFKSkrYtWsXDzzwAPHx8Rw6dEga5dnZ2TIoHzsAvHLlioQdm0wmlixZQkJCArm5ucTHxwOwf/9+yUlR53t1TsjOzub69etMnTqVP/3pT8yaNYtf/epXNDY2CoXhj3/8o4gElQPiscce4/z58+O+X51Ox9DQEAkJCVgsFjkDt7W1ce3atXHnRTXMN5lM/PM//zMxMTH/Lr/B/9v1nR0EqAfWZDKNsyj+e/2prKzk8uXLwN1BwN36/1Z/r4OAsWiMW7du0dPTI5bxO6uxsZGtW7cSHBwsyvw7lbwGg4GnnnqKhoaGcRZshctQjaKRkREaGhrQaDS4uLgwceJEysvLWb16Nd3d3dJ48vHxwcfHR4LDxvJaL1y4IGzw0NBQFi9eLFNoq9UqKmVlW7Pb7ZjNZtzc3HjuuecwGo3C91e2Y41GIwF1M2bMoKamhjfffFMa1N98840wW8PCwnA4HGi1WrnAqIGDClDs7+/H19cXh8NBcnIyPT09wvNWKJPvf//7nD17Fp1Ox8DAAKtXryYuLo7s7GwmTpzIgw8+yGeffSY26TfffJPm5mZhw27evJm8vDz+8Ic/oNFoJBhUXUptNhvZ2dmith8dHZUgZNW8Us1oh8NBWlqaBIAGBgai0+nYsGGDNG/VpUZ9F5WVldTU1HD16lV8fHw4ePCg8FhDQ0M5cuQIer2ekZERMjIyhLteXl6OwWCgs7MTf39/7HY7Xl5edHV10d3dLQFLbm5uPPbYY8TFxYl6VKPRoNfrMRgM5OfnM336dDZt2kRFRQV9fX2UlJTQ0dEhGQ+jo6OEhoYSEhKCl5cXaWlp+Pr6Eh8fzy9+8QsOHTokaAkVeKga4EajkfDwcE6dOoXBYKClpYWqqqpxQy0VVKsa8SaTiZCQECIiItDr9aLccDgcvPzyy8LjPXTo0DjFoHIxdHZ28sYbb3DmzBkKCwspKSmRS+Po6CgGgwFfX1+Gh4fx8PDA39+f7u5uwQ7k5OTw8MMPk56ezty5c/n8889JSEjgwIEDcsGfM2cO+/btIyMjgzNnztDd3U1TUxMNDQ10d3ezbt06duzYgU6nE9xQYGAgt27dElyDCqW6//77aW1tFXVIcnIyiYmJeHp6Sti0aiQqjENHRwcHDx4UxMAjjzwiDd6x4cmqKZyZmcnRo0dpaWnBZDLJs7Bv375xFwRXV1fBVplMJi5evMjIyAjV1dUYjUa2bt3K3r17sdlsbNq0Sf75zJkzgkno6uoiLS2Nnp4e+X0q/vaUKVP46KOP0Gg0OBwOzGYzkZGR2O12UVf/7Gc/k6a6+vdKoaMaoT4+PhiNRqqrqzGZTNTV1ZGamsrnn3+O0+kUDIJ6LoeGhli7di0ffPABOp2Oc+fO8cMf/lCGpMPDw2zatAk/Pz9RJxoMBmpra4mNjRXXCNweYDY2NkpT7d133+Vf/uVfSElJEXzLI488wgcffCDuH6VOVg4TNQgai8dSv2P1zKngWzVg7ezslO+4p6eHnTt34u7uLmiK4OBgZs2aRVFREU1NTeIqU/tIfHw8U6dOJTExcdwe9uGHH9LZ2YndbqepqQkfHx/eeusttFqthMkrF9rKlSu5cuWKqKABHnvsMdLT08nLy6O4uJjg4GBBarm6uuLl5UVOTg7l5eWibF2xYgUHDx4kOzub9vZ25s2bJwHGd+6fKkw4ICBAmv5jHT5jubDqcqWeY3UJHYscu3PfVZffOXPm8Nlnn8nAWKfTcfnyZeG25+TkMDIywtq1a2WArbJOXFxc6O/vp6enhylTpkizUWFfVENNNaDvrLG4FcW0vXr1Ki4uLty6dUucOGMdR0pl9tFHH8lvymAw0NDQQHp6OhcuXMDd3Z3R0VGSkpLEvTcwMMDTTz/NpEmTxH5/7do1NBqN7OGdnZ3ce++9/1vnof9IZbVaOXTokDTnVbCszWYbF5Ls4eHB0NCQoOOUk8rhcMi6qNwakydPxsvLC5PJhIuLCz4+PhJIqljuYzE16jkOCgrCYrHw3nvvERgYOC5nxWKxsHPnTkJDQwG+5VRRA4GkpCR6e3vJz88fN8i7E8+Wl5fHypUrSU5OpqioiPz8fEZHRykvLx/3+ej1eln7HnjgAXbt2iUh466ursJ5t9vtdHV1SZi2wlTNmjVLXC9/+ctfpPGTnJxMQkICCQkJ/PjHP2blypX09fVx/fp1wSg5nU5B70RFRVFQUEBXV5cMBCdMmMDQ0BCvv/46hw8fxmQyibCmu7ub/v5+Ghoa6O/vp6ioiJKSknEYF61WS2ZmJps3byYjI4NPP/2U1atXC+5Bna9Uk0cNiry9vfHy8iI6OprTp08LLjA8PBxXV1diYmL4/PPPheXv4uJCQ0ODOCmUC1iFs8fHx8t6o8K+fXx8aGhokM9LKdIzMzMxm81yPlC5XPPmzePEiROYTCZBO44dIF26dIlnn30WV1dXERx9/PHH7Nmzh5KSEtra2oiKiqKqqopLly4xNDREbW0t06ZN49NPPxW0nRrGqKDc6dOnyz4xdo9QyMcnnniCjIwMbt68iZubG66urgQGBjIyMsKpU6cwm83U1taSnp5Oc3Mz7u7uWCwWdDqdhK6rXJKZM2fS3NyMv78/Pj4+kq3l7u6OTqdjdHSU7OxstFotU6dO5ciRI5ITNGnSpHEIJ41Gw9tvvy3DBYfDIQ3PpqYmbty4IVjBxYsX88QTT8g57ptvvmHq1Klcu3aNLVu2EBgY+H9odbpbd+v//zIYDPzxj38cJ1JTYhp1/1F72pNPPkl+fj5Xrlzh448/JiAgQMLRVVksFp588klx26t7+pQpUyQDT+0FCic5ODhIX1+f9C0sFgu9vb0sXLiQp556Cn9/f27cuCEYIiXKUK5H4FtCDbW+KryccvMeP36cyMhI2bO1Wi1HjhwRPOry5cux2+3U1tYKWtPb21tcdbNnz2bHjh2kp6d/K49NodB6enr4y1/+QkNDAx0dHZSUlFBUVITT6ZT8FOUs7Ovrw8vLSxDNXl5eNDQ0kJOTI0OGxsZGCW/28vLimWeeITMzc5wjY8WKFTidTmprayWjDm6fJ6ZOnUpHRwfd3d1yzlU9k/b2diEqXLhwgdHRUc6dO8fixYv/bgaa/yd6kS6jfyt17v/H+sEPfiCXw7+loPr3LPUa1Id4t+7W/9uyWq3k5+cDCM7j76UUgiI9PZ1Nmzbx2WefjVM4qnJ3d+dXv/oV999/v/x3Tz31FGlpaRQXF/Phhx9y5coVjh49SmtrK5cvX0aj0TA0NERcXJxgAtSSpDa+Dz74gKqqKtLT0/Hz88NisbBw4UIJjXRxcSElJQWr1cqLL75IWlqaXBQLCgq45557KC0tZcWKFaSlpfHCCy/Q2dkpjOqZM2dSWFjI1KlTKS4u5g9/+AMhISF88cUXrF+/XuzIW7Zsoa6ujpqaGubNm0dra6u8pp6eHmF5Kt7fPffcw6ZNm+T9P/3006xfv16YfTqdDi8vL/R6vShUN27ciKenJ52dnQQHB/PEE08wZ84c8vLyCAkJoampiU2bNrFy5cpxnyvA1atXiY2NZeXKlZjNZsrLy5kxYwbt7e088MADvPfee/K+lWpaoXusVisZGRkUFBSQmpoq6I26ujpCQ0Pp7+9nyZIl5OTkkJ+fT0hICOXl5dxzzz188803cnlS7PKXXnqJnp4ezpw5w+9//3s5qGm1WqZPn878+fNJT09n586dVFZWijKuuLhYGmA+Pj4MDQ0RHx/P+fPnRS2tGqcqvNTNzU0ujorxPzAwgNlsxmq18tFHH5GUlMSRI0fYt28fRqORwsJCweeoUg1iZYH09PTEYDCwY8cOaVCMDZb63ve+h0ajISsri7feeksU4kNDQ3h4eAgjf2zzTr1ejUZDQEAAO3bsABj3/e7YsWPc+/nmm2+A28gg9fx0dHRQUVEhDQ29Xk9ZWRl+fn50dXUxffp0zp07R2hoKI2NjSQkJMhgpb+/H51OR2xsLE1NTeTn5/O73/1OlGRr1qwRxmxaWhq7d+8W1iTcVm0sWbIET09POjo6aGtr45FHHsHX11fWCUBed2pqqjxzSkk6c+ZMrl27hlarJTU1VZ5TpdpT2SMTJ04kOjoah8PBP/zDPzBr1qxvrU07d+6ktrZWUF0zZ87Ey6bCzssAACAASURBVMtLns0bN27wwgsvCFJmZGREmtSenp5MmjSJpqYmuru7iY6Olqa0CqdW/+xwOMjKyqK5uZl77rlHhoAajYbW1lZcXV3RaDSYTCb+23/7b6xatUoa7v7+/mzatOlb69iiRYvElrx582YmT56MxWJh6dKlhIaGUlNTQ2RkJLW1tfj7+9Pb20taWhpnzpzBw8MDp9PJ2rVrBZXl5+fHpUuXeO655+T3v3fvXgD5u5Siv7Ozk1WrVpGamsr169d55513CAsLo76+XhqJHR0duLi4yLO3Y8cOQkJCOHPmDBs3bmTixIlcvnyZpUuX8u677+Lh4UF/fz/h4eE4HA5pHKt1enR0lKysLC5evChNOXXQHx4eZuLEiTzzzDOkp6fz1FNPjVvDy8vLZa3Ly8uTZovT6cTV1VXCNn/yk58wffr0cc0k9RyVlZXR3NxMb28vtbW1oiRX+S3z58+XtUv9HYB8f2P3FfUbXrlyJTk5OYKzUet/bm4uNTU1REdHS77HkSNH2L17N6WlpePWHjUwa21txd/fXy5eVVVVeHh4YLPZCAz8f9h796imz3T9+yIHkkAIJJBwMuEQBBQQQVDASqtT213t1mpnHMdiizqeHXS0tXXNrHa3u7t7nO7ubseiU7Vqqc60ttUelKLWI7Zq1YrlKGcIEHLikIQcSCDvH/6ee5JAZ7+/We9+Z7rrs5ZrTUcJyTff73O47uv+XHISjtj7zsnJoTXAe85g1+727ds4ePAgtUyzOfnOnTs4efIkOXFZrguHw8G8efNw/vx5CsLs6+ujNZlhX+bNm4f09HS0tLRg6tSpAEDPodvtxsWLF8fbStBaydY8uVyOCRMmfO+85/F4UFBQgObmZhIDR0dH8eabb+LVV18Fn8+HTqdDZGQkhoaGMGPGDIjFYlitVsTFxWHBggWorq6m67tmzRpaz48ePYqUlJRx3+c/+rh79y6eeuqpcf+OXSOGyunr6/P5e7a2AfcY4g0NDRSALhQKkZWVherqapSWlvrc76mpqWhoaPDJXuHxeJDJZNi8eTPNP96DzXGRkZHo7e2FQqGg12fPclVVFdRqtc/cyIbZbB7z91VVVSgvL8fVq1cRGhoKh8NBhVH/PSmHw6H1/+7du1i3bh3lbfB4POTn5+ORRx6B3W7Hnj17kJ2djYaGBpSWltKaxeZwVsT0novGW48DAwNhMpmQnp4OnU5Hn9N7PfRfBz7//HMYjUZcvHiR9jDsu+JwOEhPT0dxcTGtf93d3SgqKkJwcDDlMcyfPx+JiYn48MMPERcXR0WuoqIi+hzsO2Prv0KhQGVlJTlCpVIpXn/9dfzyl78kkZm9Bw6HAwCUicT2RgB85ur09HTU1dVRvoJAIEBfXx+SkpJgMBiwd+9erF+/nuZWoVCIjIwMMs0kJSXhqaeeormCZZYwoS86OpqKBuHh4dBqtYiLi0NPTw9hMJjZQC6X45FHHqEirvd87j3fsHvt/PnzdB+wribWqcyeK5YRJhKJsHv3bjz33HN0fZlwxZCRq1atIlznnTt3sHHjRuTn58NisdBzodPpcPz4ccTGxtLcrVKp8O233yIkJGTMHH/58mWUl5fDaDSipqaGMEv5+fno7e2lDlYmiv72t79FRkYGPvvsM5990nj7qfvj/vhHH93d3XjmmWdorzVr1iz09fXhoYceor0AM5D953/+JyG20tPTMTAwgNLSUrS0tECtVuPNN9/EpUuXaH8jEomwa9curF+/ftxns6ioCCEhIbh79y511qenp+MXv/gF6uvrUV5ejuDgYIyMjGDevHmYPHkyysvLYbFYEBISgtmzZ6O1tXXc5/Dy5cs4e/Ys7bXZvHX16lW88cYbEAqFtLecP38+PB4Pzp49i4CAAJw/f57ydQDQe/Z+TavVivj4eCxbtgwAfObDwMBAIhD09vb6nHkeeOABlJaWYmBggDrnmblgdHQUubm5uHHjBmbNmoWWlhbaN3jrE+Plv5nNZixbtgwmkwkulwtcLhdhYWFjcsuAewUCPp+Pf/7nf4ZKpcKtW7cA3JvHf2xz2f+EFvn/W0eANw/17zFYEeJ+R8D98beMH2tHAODLHX7zzTd9uLLAvWeKTdSFhYXUTuZ0OhEZGYm4uDhyeEmlUuzduxdCoRC9vb10cDOZTITO8H7NGTNmUEWeVXyrqqqg1WopdJSFcjLR4r333kNGRgY5b2QyGRoaGtDd3Y1jx45h7969SE1NxUMPPYRf/epXiIyMRFFREd577z3Ex8fj+PHjOHHiBHQ6Hfr6+hATE4PMzExER0fjwIEDCAkJwdGjR1FUVIT6+nrKP2AOauYMZaFqjEmYmJiIU6dOwel0gsvlQigUIjs7G0qlktBHK1aswMcff0wBPPX19XjyySfp0LBhw4ZxOy2Sk5MRFxdHTtaQkBC0tbWhvb0dfX19uH37NjIzMxEfH0/i5tDQEB3w9u3bRzkDUqmUMgY6OzthNpthtVpRX18PhUJBoaHDw8OYOnUqWlpayJE8OjqK1NRUxMfHY/Xq1ejs7CRWLWP2azQawkYBwKVLlzAyMoKGhgasX78eQ0NDSE9PR3R0NBYuXIiTJ09CIpHAYrEgIiICJpOJuPdJSUnIyMggt2lgYCC5vsxmM4RCIU6fPo0nnngCSqUSR44cAYfDgU6nQ3h4ODkmeTweJk6cCJfLBYFAAC6Xi5iYGMIhqVQqmEwmmM1mpKamQqvVQiQSob29nQIYm5ubKTSUvR8m+rMwPMYvZqxf5m73bgll7d/svkpKSkJSUhKhDxi/ub6+HqOjo7Db7XA4HPi3f/s32Gw2vPDCC5DJZKisrASXy4XNZiPcCwu5AkCdHxEREZTXYLPZ8O233+LixYuorKzE2bNn0draCpPJRMIrcE/UOH/+PLnQli1bRo52p9OJqqoq5ObmIi0tDVVVVRgYGKDAaIaBUqlU0Gq1UKvVUKlUiI+Px/PPP4+zZ88SIsFut/sggbxdH+zQzFrymdulpKTEhzEcERFBQbwbNmzAk08+iYSEBBQWFmLNmjU4cuQI1Go1amtrkZKSgra2NnIHtbS00P+urq7G1q1bMXPmTERERKC5uRldXV3QaDQkaANAQkICJk6ciJKSEiQmJqKwsBCbN2+GXC73aUuuqqqC2WxGQ0MDhEIhPv30U/q3FosFWq2WQjqZ8/aXv/wlzpw5QziJGTNmICQkhLojzGYziouLAYDEY+CecNjd3U3COTswTJ8+HUlJScR7joyMBJfLpTAvq9UKDodD4bLl5eX4+OOP0dXVhZ6eHqjVasTGxiIlJQU1NTUUmM6KLaybKikpCSqVChMnTkRaWhpmz56NmzdvIiIign4H47ivWLGC5rigoCDExsYi/v8ESgP3BOfAwECo1WpCCiUnJ1MxkoUce+NymMA0efJkcojX1tZS8U4sFqO/vx8vv/wyPZNCoZAcn6ygFhQURO9JrVbj1VdfJUHPe/6vqanB6dOnYTAYyMHF8gr+9Kc/kSOUde0UFhaiubkZAKgQNTw8jGnTpqGpqYnms+HhYZhMJkybNg19fX0+XTLe6/WsWbOwb98+ZGVlUTgly8hwOp24dOkShoeHKS+EOcKDgoJQUFCAc+fOUXA5a5lnnWtqtRoVFRU4deoUIUUWLVqEhIQE/PGPfyQcl/++n8vlwuFwIDAwEAKBAC6XC3FxcUhISBjDq3Y6nXj++edRW1uL999/H3a7HQ0NDfR6YWFh+O1vf0udcL29vSgtLcX7778PiUSCCxcuQCwW4/XXX0dAQAAqKiqwatUqPPLII+jv78crr7zygy0CAMAbb7xBiEH/wa53YWEh6uvrx/w9l8tFVFQUhQizEMSwsDAMDw9j6dKlKCkpobBFiUSCdevWITIyEjU1NeR0FovF2LZtG5577jkKdQXuzcvXr1+nNYl1gTB8XEREBDGPX3rpJR+3pL8w6++mZHtIFiA+ODiI6dOnY+bMmSQOeA+5XI4vvvgCCxYsQGxsLBYvXgyZTIZr164hJCQETU1N+NWvfkXdeww7wEIIbTYbFQ3YWpyWlkZz0XjrMWPCFxcX+3SwsXUcuIeai4qKoms2MjKC6dOnE0qXDVbgdDqdKCkpIRfnCy+8AJFIBJ1OB5lMhp6eHvz0pz/Fz3/+c9TU1ODy5cs4ffo0nnzySeJWh4WFwWg0Uq4XC4Z3uVwkJmdmZkKpVOIXv/gFPvzwQ3reWFcX2xdlZWUhJiaG9p6zZs2CTqdDUVERGhoa0NnZCbfbDavVShgJvV4Pl8uF1NRU5Obmwmg0Eg6nuroaKpWKMogY2lOj0cBqtaKzs5OE+ClTpqC5uZnE7tHRUcyZM4cyjaxWK4aHh2EwGNDf30977MWLF9O6v3nz5jHilNFoxIkTJyCXyyGRSGjtYp2gLIeChayHhITA4XBAIpFQxzDrdGDhmdXV1di3bx8h+thzwvBYHo8HL774IhVqr1+/Dr1ej6+++go8Hg9msxkLFy7E888/T3+vVqtRVlYGtVpNRaPp06ejoaEB27dvx6effupjOunr68OxY8ewdetWlJWVUWfNfSzQ/fFDHBKJBE888QRkMhmqqqqoKFhXVwc+n48PPvgAIyMj+Oyzz2itGh0dpfl73759sFgs2LlzJ3g8HkwmE+mDa9euJQMaC/Zl+3an04mPPvoIWq2WzHQCgQABAQFYuXIl/vCHP8BoNMJiscBqtVJo7s6dOzE0NIT6+nrU1taCw+Hg0qVLZNZjz6F/55s3Gs8bleidO8BQO2azGWvWrEFiYiJefvllmk+8X7Ouro5wff4otOjoaHR3dyMmJmbMmaekpAShoaG0F2adzNHR0bDb7bRHbGtrw+7du5GQkDAmi2G84XQ6ceLECYSGhlL208DAABQKBSwWCxVVg4KCMHHiROj1ekgkEhw7dgw2mw21tbWIjIz0uYY/hvGDRQP9I437hYD7428ZP+ZCABvXr1+nFlvWXZOcnIyBgQGo1WpwuVxs3ryZ2tyY6HDq1CksWrSIKt3Hjx9HcHAwDAYDtcWGhIRQyxlz1nC5XFitVmzYsMGH2R0cHIx3332X+JsAKOQyNjYWCQkJqKqqooNrQ0MDLBaLz0Hk0UcfRVJSEomXlZWV5GI0mUyQSCR0mBkaGoLD4UB6ejp6e3sJccQCdJjoJJfLsWDBAkgkEloAvZmEjAHb3t4OpVKJuLg4VFdXU6YCC0sUi8UUEDcwMACn04msrCwSN70Xd8bwFolE5JxjIZg6nY6EcoVCgaqqKuKNFxYWQiwWY/bs2RTol5KSQiLZ4OAgli5dCoVCgYCAAGRkZFCrcn19PWGKkpOT0dDQQOxAFtL39ttvIyMjA6GhoWhvb6eDFWv7Z0Ifc1KFhYUhKysLkydPxsWLF6FQKHDnzh3CxbCAXofDQaFAK1aswEcffUTt5sPDwxgYGPBp3XS73XA4HFAqlcjMzPRhEzOnK5/PR3Z2NqqqqsjF7HK5wOPxUFtbi8mTJ+Nf/uVfUF1dTa30XC4Xg4ODPuGaNpttjOuOOc6/++47hIeHw2g04uDBg3jggQd8hBPWEvrOO+8Qisa/bZQ9TzqdDkuWLEFJSQkVfzIyMnDgwAHEx8fj448/hkgkglarRXBwML0XiURCHEjvoN3HH38c9fX1iIqKgtVqhUqlAnDPHSMSiaBQKJCenk4iYXNzMwUBMge4Wq2GQqHAhQsXsGPHDp/3HxUVhV27doHD4WBgYIC6LtLS0qDRaCASidDR0YEXX3wRAoGADuM2mw179+4lrqa3W/j69euora1Fb28vQkNDqZDgz6Vm/5ZhZaqqqogrPmvWLISEhCAyMhIJCQmEU2DZFmKxGMuXL4dCocDw8DCee+45EtbNZjN27NiBnp4ewkUxcZ2JNt5FnPE2qVKpFLt27aKwXLlcDq1WS8UbJkCJxWLilvb19ZEAyOFw0NnZSSiVefPm4euvv8bFixepddpms5HQUFZWhpGREbjdbmRmZlJb7pEjR0jwk0qlePPNN2E0Gn3mV6FQSEVXgUAAvV5Pm/TW1laUlJRg7ty5OHLkCLKzs2EymbBhwwbMmTMHa9euxfHjxzFhwgR899132L59O9LT01FRUYGYmBh4PB6sXr0atbW1yM7ORllZGYqKigg7VFNTg7lz5yIsLMyneBgdHQ2NRoM1a9Zg6tSpKCgooEKePweVDdae3N3dDYlEQveOSqXCG2+84eOcf/HFF2E0GqHRaKhI5/+elEolfbcSiYTmf5FI5IN+YC7VqKgoLFq0CEKhEFVVVXA4HISyAO4JggqFAi6XCyUlJRSEPnHiRDoQMd52REQEIba8h9lsxkcffQSRSASxWOwTsM1wR83NzRQAzLryQkJCaD5mODMmEjIHcGZmJsLCwigvSCaTQSKRoKmpCX/4wx8I2TcyMoIZM2YQng74Sw7C8PAwsV+NRqNPuzq7luXl5aioqIDD4UB/fz8cDgcGBgbocJiWlobHHnsMCxYsgFQqRXFxMRWYdTodxGIxtFoteDyeT6hrUlISxGIxJk6c+IM+OLKgUf/BuOzs2WQBiN7D4/FQZklWVhZaWloou4Hh9VhGhzfXnwWZJyYm4qGHHiJmvffezGg0oqioCHq9Hrt27SJ0F3OFc7lcNDY2wmg04tatW4iOjqYCmf/z+t8hrrxNF0qlEj09PdSFB/xlzpoxYwbNbVVVVXC5XLhx4wblXgHAAw88QM82K/h+8MEHsFgshGBhnRAvvfQSAIxZj1euXAk+n4/HHnsMzz77rE9xhA3//I5Zs2ZRjtbRo0exfPly3L59GxEREbDZbFAqleBwODh06BAEAgGhyfr6+jA8PIzw8HDYbDYcPnwYFRUVaG9vp+4FmUyGuLg4pKamYvfu3RQ8y3BPrGsEABXoWHhuQkIC5HI5enp6EBMTA7fbjbi4OAqh7e7uxuDgIO3NV61aBZ1Oh6NHj6Knp4c+LyscsO9xdHQUDz74IAoKCnDkyBFIpVLKOOjt7QVwrxO0qakJRqMRFy5cQF9fH+XfLFu2DAUFBVi2bBk+/vhjCAQC2Gw27NixA+fOnaMOCSaEs4Lk/v37sWjRIqSlpY27HrPOFYZ4kslkuHv3Lrq6usDn82EymTBlyhTaZ5rNZtjtdsLnqVQq3L17FzNmzEB7ezuJWfHx8ZDL5RTmy/YjUqkUcrmcuN1ssPU3ICCAumTv3LmD+fPn031y6NAhlJaWQiaT4emnn4ZarUZCQgJKSkoQHx+PSZMmoaKigtad8PBweh/r16//bwW6++P++EcerKtx3759mDRpEiorK6FWq6HVaqlgqNFoKMuGzfEZGRn47rvvkJWVRcXJkZERmM1mKgQUFhaisLCQgn1ramowdepUOj+3tbXRnMLODmvXroXFYoHNZqOO2kmTJuGzzz6DXq9HS0sLOeiVSiXq6urIZLd27VokJib6hBlzOBzk5OQgLCyMzvQMfdrZ2Uk6QX19PeUOsLDhvLy8cU0hPT092Lp1K51f/FFobrcbq1evhlqtxubNmzF37lz6GYFA4LMX7uvrQ25uLqKiotDS0kKd4WKxGF988QUWLlwIYGyx2/v7Y4UI1mWu1+vpGjEjEeuinzdvHpKTkyGVSqHVaimXLjAwEDExMfiv//qvH9Vc9oMsBCgUCuTl5f3D/JkxYwYSExP/Jz/y/fG/cNwvBICcWKz1nrF6+Xw+BY/Gx8cD+P5DHGMI2+129Pb2UvAmY6kzHvqkSZMQHh6OFStWQKlU0uGptLQUx48fx5QpU2Aymagiz1xLkyZNQkNDA95++23IZDJMnToVHR0ddBhlBxGFQuFzeN2+fTuGh4dhtVrJycTYuwDws5/9DGVlZdBqtejo6IBOp4NSqRxziPUPI2LDbDbjwoUL2Lt3L3p6emAwGNDR0YG1a9ciNTXVx9XZ0dGBr776CkKhkMQP77Aw7w3DjRs3MDQ0hJ07d8LtdqOsrIwOCd5CeV1dHd5++22q8jPsyCuvvEK/15vht3z5crz22msQi8W4fv06VCoV6urq8Nxzz+HcuXOIioqC2+3GT37yE1y7dg1yuRx2ux2TJ09GVFQUwsPDUVVVRbiLZcuWYdu2bXQ4Zp0hGo2G7gfGnl6xYgWEQiGuX7+O6upqEkdZ6FBCQoJP6CBjDno7vZnbTyQSYXR0FCqVCnl5eXA6ndBoNMjIyMC0adNQX19P4dO5ubkIDQ2lAhW7FzUaDXp7ewlVxe41qVSKU6dO4Wc/+xltikQiEQlkDz/8MB3UR0ZGEBYWhqlTpxK3mI3xArllMplPrsbRo0cREBAAi8WCCRMmIC0tDenp6dDr9XA6nbSxFYlEiImJweXLl4kXzQprQ0NDhABgjF+bzYann34aEydOxOTJk7FmzRocO3aMeOoMuRAVFYX29nbMnz8fTqeThEQWfpubm4uXXnoJnZ2d6OrqIj4yczC2trZicHCQmPYjIyPkTMzNzcULL7wAuVxO84NMJkNERARkMplPNxATUvr7+1FWVgaj0YiOjg5YrVa89NJL3+soZSHE9fX1ePvtt6HVavHOO+9QwGNFRQXmz59PooNEIgGPx0NxcTEuX76MmpoanDt3Do8//jgEAgEuXLiArq4upKSkULFq4sSJcDqdOHTokE/BwDuszHsIBALk5+fjww8/pOdk4cKF+Prrr2G1Wimci3VyMCFneHiYMjiUSiXCwsKomAoAV65coaLZli1bUFBQgJs3b0Kn0xEWhf1RKBSIiopCd3c3UlJSUFVVBaPRSEWIFStWICcnB7dv38bEiRNJ5A0LC0NAQABWrVpFcxcTtpmwLBAIsGDBAuro8naoL1q0iLqcnn76aSr6MeGaFX/YHDc8PIw9e/YQF5wdpPh8PgDg1KlTWLFihY+Y930uIafTCavVitOnTyM+Ph53796l754xZK9fv46BgQEIhUJwOBwUFBRg5syZWLRoETgcDq5fv46uri6UlZVRyDP7TuPi4qBUKnHw4EGIRCL09vZSCPrbb7+Nhx9+GK+99hpiYmKg1+sRGhoKABTg7nQ6ERoaSozXsrIyKBQKtLa2YsGCBTh79uz/qy6Z8+fPIzAwEM3NzcjKykJqaioOHTpEoc2TJk0iMZHxvZlDTK1Wo7m5mbrB7HY7du/ejWPHjlFekNVqRWhoKC5cuECZNlKpFHw+H/Hx8cjOzsZjjz0Gg8FATmSGYWLIET6fj7y8PJ91CABOnz6N2tpaAKAAdTYCAgLw2muvUaGdhZUykWzNmjXYtWsXeDweent7fUJd2b/z7xj5oY3AwECcOHGCDtIcDocybcxmM/Lz8zE8PAy9Xu+DZPXORVKpVGhpaUF2djYVA/r7+32Cy/2Ht7Pdu0DN9mbvv/8+RCIRdbEIhUIEBwcjNjYW//Ef/0Hzf2pqKoV8d3Z2kqjs/TvHc0h6F91mz54NnU6HrVu3Ii0tDe+++y51rWRmZqKnpwczZsxAS0sLfff9/f34+OOPqXDLuiI/+ugj2jcxoYWhdgoKClBYWIif/OQn5CT3XrMjIiKgUqnw7//+7wgJCcGZM2fI+MIG2/+dPXsWQqHQp/OACc2saKXT6RASEgIej4eNGzdi27ZtkMvl9PM8Ho/Clc1mM959913ExsYiJiYG7777LmU6BAYGYuPGjbh16xblvxgMBirCsfWbPfMulwszZsxATEwM4uLiEBsbiw8//BDx8fGor6+H0Wj0CZfetGkTMjMzceHCBZw5cwY6nc7nXmFdbN6uXKlUii1btkAikfisCX/605/Q1NSE7u5utLW10V5eLpejs7OTfndTUxOqq6sxceJECv5NT0+HyWRCX18f2tvbfVCMoaGhZPYZrzDMxtGjR6HVaqlbqaOjA2q1GgMDA0hKSkJ8fDwh2qRSKe1bRCKRT36M1WrFunXrUFFRAafT6fM8sSKZ1Wqlwv1f2xMw1GZeXh4MBgNhltj6mJmZidWrV5PZ6uGHH0ZVVRVMJhNu3LhBiE2j0Yj29nbK9hnvfHJ/3B8/hMHWG3bOYHsnJhIz4Z+Z0tgaJBKJ8PTTT2P16tW0n6qpqSFEKHBvDW1oaMCSJUton8f2nixn789//jMGBwfJaMPj8bB582ZERUVh7969FOCdlpaGxsZG1NfXUxcu6/BhDviRkRF0dnbi2LFjdK5iyM3xzvTBwcG4ffs2hoeHsXPnTtjtduzfvx/FxcXfm/XhnzvA5hyn04moqCjk5uYiPz8f3377LfR6Pc6fP4+5c+di48aN9DMSiQQ6nQ4pKSkQi8VYtmwZzpw5AwCEqBwZGSGsc3R0NHX6+e+zvPcLJ0+ehE6ng0qlQltbG5KSkjA6Oorf//73OHnyJBVze3t7sWnTJrz//vtQqVRobm4mGoTdbseTTz75o5rPfpCFgMTExH+4P/fH/fF/O36MhQB/EYs5sY4fP05MToZVAe61STPny/cd4ng8HnHwDQYDucxZZbygoADffPMNPB4P2trasHLlShIdAgICUFtbi8DAQGg0GsyYMQNFRUV48MEH8dBDD2HFihXo7+/H1q1bSWwViUR46623CLUQERGBVatWYdWqVWhtbcXhw4dx/PhxiEQiWCwWn++VuWE9Hg+qqqoQGhpKIXAWiwUGgwHt7e3jHmL9ryPbvHR2dkKhUJBYZrfbcfHiRQr/uX79OlJTU3Hu3DkS7bzDwlgoWFRUFEwmE4aGhmhTIRKJEBcXR+Kpt1BeVFSElpYW5Obm+lT7/TcQTMhiiCF/NAc7IDNMUWJiIsrLyxEdHY2RkRE4HA5ERESgrq4Ob7zxBg4fPozs7Gx8+eWX9BkvXLgAjUaD9PR09PX1ITw8HDweD0NDQ+ju7kZZWRmmTp0KnU4Hj8dDoakbN25EVlbWmPfLnH5RUVFQKpUwmUyYMWMGTpw4AbFYDIfDgVdeeQXAPS7i2bNnce3aNTQ3N2P//v2Qy+UoLi7GkSNHCFnFDsoAwKS/QgAAIABJREFUSBBn+ADmMHG73RSSlJubi2PHjhFPlsfjYfv27Th06BBiY2NRW1uLzMzMcdsY/QO5vdsyi4qKsGrVKhiNRty4cQMjIyOora2lQD32s7GxsaipqUFiYiJu3LgBl8tFrkL2/gwGAzZv3oxnn30WjzzyCI4cOYL09HRybn766adYuHAhHn/8cTgcDnR2diInJwdGo5EQJEqlEvv378eUKVPQ0dGBtLQ0jI6OQiaTUVZBe3s7RCIRGhsbcfr0aXKRpKSkoK+vj54xllfR1NSEc+fOYf78+dTu+n1iLhNgTCYTdDodOYyZKOE9vMUap9OJrq4uCvtiXQkA0NXVhfT0dBw4cIA6fGbNmoWVK1didHR03M6HHTt2+GCBDhw4QAg0uVxOwo9/d4T/HBEREYF58+aRy5LL5cJoNGLjxo0oLCyETCajXAyTyUTvOzIyEoODg7BYLLh79y6MRiOqq6uxcuVKnDt3jpz2L7zwApxOJ3bs2EFsfJfLhejoaApCr6urQ2hoKHUDffTRR+RwunXrFr777juMjIwQHmbatGno6urCoUOHKASM3cd79+5FfX09enp60NjYiBMnTmDOnDloaWmBw+EgAYwhJaRSqc/97d0uzdqih4aGSAC5efMmIZDUajUFVatUKuIpe6Po/Ncw/86a+fPn49atW7h06RIuX75M71cmk+F3v/sd9Ho9BgYG0NLSgi+++AJz587FpUuXcPv2bUJrJSQkkADr7fZk6Id/+qd/ormKiX+s+62zsxNOp5NwcUxoZcgH5v70eDy4evUqRkdHKZPDHwnkfc+zAiafz4dWq0VAQAAdKNncwvjwDFPEBHqPx4PGxkZMmzYNKSkp8Hg8WL9+PR544AGfQnFcXBwcDgfCwsJQW1tLhfTh4WEYjUa8+OKLSE1NxZ///GcolUpYLBYcOnQI0dHRuHr1Kj2Xc+fORU5Ojs/nkEql5Hj3eDwQCoXULbFlyxbExsZSAK0/Kq+7u5teg4W6vvjii+Mi9b5PGPxHH9evX4fNZkNvby+JxhwOh/Il9Ho9urq6qKDH/jCRhK1h+/btQ2RkJKZNm4b+/n6f4HK21xiviOn9Pvr7+2EymSiw0Gg0Uvh1SEgIjEYjXn/9dTz33HOwWCyoqalBcHAw+vr6MGvWLPB4PKhUKmRnZ9NrMiye9/6FYRjZc+wtcMyfPx/nz59HUFAQdQRmZ2ejuroau3btgkajQX9/P65evUpIIYbxS01NJYSkd9FZIBBQd2R+fr6Pw5/NdSMjI2hpafHpFvXvbmBs6TNnzqC6uhptbW20Xqenp+PYsWPo7e0l96jFYqEOyi1bttA1MZvNuHbtGhWeU1JS8Lvf/Y66mNj1crvdSEtLQ0lJCaqrq/HWW29Bq9Wir6+PcDr+mF4m8Hd1dWHy5Mno7u6GUqnEokWLwOPxcOvWLR9EHAA8/PDDSEpKQnNzMy5evEiBjmyw38FyjH7961/jqaeewmeffUYICrYmOJ1OdHd3QyqVwmw2g8vloru7GwaDASqVioS34OBgTJgwAVFRUfjggw/gdrvR1tYGjUZDLmAA1BXhcDgIW8ecvew79A6xjo2NxXvvvUfnkpkzZyI8PJyyeW7fvg2JREKOVJfLhc7OTvT396Ourg5xcXF47bXXMDQ0hJMnT1IhfGRkBNnZ2eDxeHjhhRcgEAioMMsKFP4jIiICOTk5qKiowPTp09HW1oatW7eOKXKzPTpDDbEO5U8++YTWE5bLlZKSQgaa++P++KEOtr8RCoVoa2tDQEAAent7CRU7OjoKuVxOHHupVEpdYcw8NWvWLBw4cABSqRQWi4Ve2+PxICsrC1qtloyG3ntPFi7P9j1btmwhvCvDBgH3zjVCoRBGo5HOYAwx9vrrr+Pzzz+HUqmETqcjs19UVJSPkUosFsPj8dCZXigUUl5Uf38/hoaG0N7ejpCQEJw4cQILFiwYg+bj8Xj0niwWC2JjY8Hj8dDc3IwdO3ZgeHgYZ86cQWZmJi5duoTR0VHi84eEhNC88vnnn6O3txcajQZutxtr1qzBqVOnEBISQp33DGfJOsDYz3vvs8xmMw4ePEjrW2RkJH76058iLS0N69evR1xcHDZs2EDdS+3t7XTmKC8vxxtvvIHBwUEUFBQQHjM2NvYHvY/7W8YPshBwf9wf/xvGj60Q4N/C7C1iHT9+HN3d3cSJd7lcxIT+4osvMH/+fJ9DHBN12OEtIyMDjY2NCAkJwYQJE+ByuXD37l1IJBKcPn0amZmZaG1thUwmwyeffIKlS5fi6NGj8Hg8MBqNcDqdJNhu27YNSqUSGo0Gr732GoKDg30q31VVVXC73STOrFy5Eu3t7Th37hxGR0dhMpkQHx9PzHi2gWeCGwtIk0gksFqtEIlE6Ovrw/Tp00mIeuaZZ6BUKr/30Oy9eeno6CBnL5fLJUYqh8PBb37zG3I17tmzB7GxsT7oIH9HI8NnsENlSkrKGMQCE8pXrVqFtrY2HD58mAKNvK+T9/fOOKTfh8Hwxx0xvv2zzz6LX/ziF/Sd+4t/HA4HO3bswNmzZ1FZWYmamhq0tbURf97hcMBoNMLhcFBo7ODgIAnrDDv1fffp3r17Catz9OhR7NmzByKRiNAo/lxEVjhgIUORkZGw2+1obW2l0DmW5cD42YGBgUhJScHAwADlHbD7e/78+T4MWn/GMmvN9hfvvDsxvLE0RUVF+PDDD/Htt98S4z8yMhJZWVk+zi72O4qKilBWVobY2Fj09vZCIpHA4XBg4sSJUCgUiI6ORkZGBpKTk8m9zYTh5uZmBAcH4/3338eZM2fgdruh0+mgVqsRGRlJCBL2+6RSKQVq3bx5EyKRCBcuXIBKpYLFYsEzzzxDDkTmpBMI7oV7sW4LhsSJiIhAdHQ0IiMjkZyc/Ff5kqzwwZ5/qVRKQXl6vd7n+fMusNTX11O3BSsqso4fxi+Oj4+nDh/GyG9ubibXJMtAYQeEhIQEev6zsrKII1peXo7nnnsOdXV1MBqN1B3hvSH2nyt27tyJwMBA3L17F5mZmcjOzkZ+fj52794No9EIrVZL7zU8PByrVq3C5s2bER0dTazlyMhIahNmhTrmXh0aGsKECRPQ2toKiUQCo9GI8PBw8Pl8BAcHQygUQqPRoLW1FTabjXjQXC6XCidOpxOrV69GTk4OYZT872OhUIiamhoSYQIDA/Hxxx/THO5f4GFuUr1eD+Cee/Gdd97xaWH2Zpzu2rULp06dQm5uLlpaWtDW1gabzYbm5mbU1tbC7XYTio4x8b3XMG/xJCIigrJS3G43ZYp8/vnnSExMJDwSC9KNiorCkSNHYLfb0d3dTUXGwsJCKBSKMb+LoR9iY2N9iltM1GEi46ZNm5Cbm4v6+noKK83KyqLuCKFQiN27d/vcH+w59h/serG1kuHAgoKCEBMTA51Oh3nz5mHx4sU+7Pe6ujqEhYXBZrPB7XYjLCwMjY2NmDBhAgwGA7WIezvwnU4nrl27hp6eHioisOukVCohl8sRFhaGjz76iDBD7D0zpx2Hw0F9fT0WLlzoM7ezDpbR0VFynLEciSeffBLLly9HT08PDh48iMmTJ+PcuXMIDQ3FjRs30N7ejt7eXhgMBlitVjzyyCNQKpX/bZHxhzQYDiwrK4tQLFwuF3q9HlOmTEFnZydhFwFQGPCkSZPgcrnw61//mpzmrLtu9+7d8Hg8qKmpQVFRETZu3EhOf71eTx2QwF9E1MTERLz11luw2+2wWq0AQPOUTCbDo48+ipdffhl3797F2bNnAdzD0AQHB1MR6dtvv8XAwADeffddnD59mjpnvHFl/p0c3s9xeHg42tra0NfXh9bWVgQEBMBms8FoNCI0NBSnTp1CcXEx3n77bQQHB6O/vx+hoaHUDdDT0wOz2TzGzDHeHpiZNYKDg0kMMZvNuH37NrnZdTodhfmxPUd7ezs5zgEgKysL7e3t+OqrrwiDIBQKSUxnWEwmEFmtVlRUVJC4pdPpEBcXR1g37/fN8hMY4k2r1WLmzJkksDPRxuPxEM5OKBRSx+zNmzfx1Vdfoby8HIsXL6b1zjsLRyaTYdWqVaiqqiLjit1uB4/Hg0AgwJQpU2htEYlECA4ORkBAAHbu3Inu7m4cPHgQixcvxocffuizPrP3x/bFy5Ytw1dffQWLxUJoOrfbDYVCQTgJPp9PXS9utxs8Hg+BgYHYvn07tm7diuDgYB9n77x582A0GrF48WJotVocOHAA58+fR1ZWFrq6urB7926cOHGC5ue8vDzI5XJIpVLq+mRrG+tmvnr1Kt1zTqcTCQkJMBqNlL8hlUpJvPTmfI83/5jNZmzZsgUZGRmoqqrCrl27fLjbrCjmvUe/desWsrKyaK9tMBgIacUQbMw88te6FO+P++MfebACbGNjI7nCZTIZli5dirVr1+LChQuIiYnB6Ogodu/eTXtFbwMWO/s4nU4fdJ5YLEZbWxtkMhn279+PoqIivPPOO2RWYsjHyMhIn7MUAOrWYuG7Q0NDlGvHzpC/+93vsGPHDmRmZuLu3bvgcDhUMGfdUi6XCwaDAVKpFG1tbWTsunr1Kvh8Pi5dukTzscfjgcvlQkJCAkJDQ8lAwjqmd+7cCYFAgCtXrmBkZAQ1NTWora1FR0cHOjs7oVKpEB0d7YP7tdvteOyxx3DmzBmaV7Kzs6FWq6l7kwn/MpkMo6OjlK8lFovB4/Ewd+5cVFRU+HStOp1OLFu2DDdv3oRWq0VXVxcGBwexefNmJCcnU1HUu+Nv//794PP5GBgYgEqlwkcffYTQ0FBcvHgRLpcLMTExP/h93N8y7hcC7o/74+80fmyFgPHQPlKpFAcPHsTNmzfB4XDgdrsRHBwMPp8PmUyGkJAQREVFUUCwPyaHvWZQUBCio6OxZMkSTJs2DVlZWRgeHqbf9e2330IikZCwV15eToe4ixcvEvszJCQEjz76KIXSajQaBAUF0YE1Li4OPB4Pb7/9NhISEtDR0YH09HSUlpbC4XBgaGiIBKvp06eju7sb7777LhYtWoTPPvuMGPMCgYAOOYyZbDKZEBkZidbWVqxYsYKEdn9UBHBv81JaWkqLv0gkwrp169Dc3Ewif05ODqxWKwYHBxEbG0siUlRUFDlcvR2NrF2PHXRmzJiB5OTkcV2ibJPCDgTx8fGIiIgY44r0D+crLS2FUCgcc4jyPyx7O/MWLVo0bpYB+4zsMCkSicgVy3ioAKitmzkiSkpKMGfOHCxZsgSfffYZJBIJ6urq6BDz17A6UVFRePLJJ+l6jMdFZIxb9rkrKiqoO8HtdiMyMhJGo5E+s9PpREZGBoaGhijvgB2uvANy/VEh/hsd/+FfXGHih8ViIZ651Wqlopd/sScuLo42WUzIlslk4PF4sNlsY1Ai/p0EYWFh0Ov15LacOHEiuru7IRKJiBs83mdijm3vzpGtW7fCYrFg6tSpOHLkCHF7U1NTIZFIwOFwqIvF4/HQtd60adOYQtN412nevHkIDQ1FbW0tYmJiMDw8jKqqqjHOe+8Cy4oVK8gpPzIyQlgluVwOh8MBgUDg0+Gzbds2HD58mBjuPB6PsAbeIV3Nzc3Izc0lDFJRURG+/PJLDA0NwWw2w+12IygoCO3t7Vi/fv24eICqqipyFvJ4PLS2tmL58uVoaWnB0NAQAgMDYTAYEBoaipGREZSUlBCiSKFQ4MiRIxS4yIon3tePHZ4sFgtx/8PCwmAwGJCVlYWGhgYK4Y6NjSX+Pwv/9g7Arq+v95ljvEUFp9OJ3/72t9DpdOQsdzqdPnO4f94Dc5MGBgYSMiQuLo7mJO/vcP369YiNjSUOf1BQkI8YJJVKERMTM4aJz9YV5mg9efKkT/jzBx98AKPRSKJpbm4uEhIScPHiRcqHYWtOVlYWIfHY87V582b6Dtn87e329P8MrEDICn9M2J8zZw4OHDiAzMxMXLlyBQqFgkLeHQ4HheGx55Gtqd6CDvtdPB4Ply5dAp/PR29vL1QqFa5cuUICMpunvdnvcrkcN2/ehFgshsFggFwuR1dXFw4cOOBT9GFzLhPfFi1ahG+//RbZ2dloamqiALk7d+7gxIkTEIlExG+vrq7GrVu3yD3G4XCI4e69Du3YsQNarZaQQEy43LVrF7Zt2wYOhwOLxYKAgADCo3V1dUGlUqG3txczZ86EUChEf38/RkdHCcmkUql8OkZ+qMO7AJyWloYrV65QwcRgMFAGiEgkgtvtRlZWFlQqFTIyMijg2nt+ZYYJFpDY39+PoKAguN1uVFdXo7OzE2VlZSgsLITT6SQR9f3330d+fj4kEgn6+/sRFRWFoaEhPPTQQ4QIZOt+ZWUl+Hw+BgcHaQ1mOBm2n5TJZCSKh4aGQqFQ4OjRo1TMGu85vnPnDpqamihng81ZAoEADocDU6dORVdXF2bOnImbN29iypQpaGxspK7MSZMmYeXKlZSLwIb3fe5yudDW1oZdu3ZhaGgIe/bswZQpUyCXyymIMiUlBe3t7YiPj8d7772HTz/9FDabDSdPnoTRaMTw8DCh9DIyMmhtYQUUNt8ybB4TO5i7MiIiAo8//jjOnDlDQlFWVhZ4PB56enrIAcrn8wkVyOZ5sVgMi8WCgYEBCmifNm0adfUy0TggIAAREREICgqiNSEjIwOHDh2iDs6NGzdi06ZNVCjav38/Zs2ahblz5+LBBx9EfX09VCoV7ty5g+HhYZoXWbaQ3W5HYGAgvvzyS6xduxZqtRpr1qzBuXPnEB0dDb1ej7S0NHR0dGDr1q1YvHgxEhMTkZ+fT3impKQkwlaYTCYEBQX5BEyWlpbC6XRSgdn7fCEWi1FZWQmtVgsOh0MdVL29vcjLy0N8fDyx9Dds2ICsrCyf7CxWwLJYLBQYzAqhDFXndDoxffp0dHZ2QiAQgM/n4/Lly0hMTMTg4CAOHjzoM6eyDsLm5mY0Njaiq6sL1dXVVMiaPXs2if/suntnBRQXF1MQcF1dHd58801UVFRAKBTC7XYT8kkqlaKoqOh7zyr3x/3xjzzYvcqeDYlEgpiYGEyaNAkWiwXLly+HUqnEhg0bfPaK3ntOdvYJDg6GTqdDQEAA7WViYmLImMTOvizXLywsDJcvXx4302i8feyqVasoc2DNmjUoKSmBQCBAW1sbcnJyaL3UarWIjo7GlStXYLfbMTQ0hF/+8pdYs2YNDh8+DJvNBofDAZ1Oh8TERPT19dEcznLXGH6M7UNZVoLZbIZIJEJYWBi55xsbG+FyuaDRaGCxWLB9+3acPXsWIpEIAJCdnU2doCUlJXj//fchlUrxzTffICwsDJ988gntD9m6y9YKhmrS6XQ+XasXLlygs/XIyAgmTJiAdevWjVlz2aiqqoLdbqeMKbaPS0hIoE6C1NTUH2XWyf1CwP1xf/ydxo+tEMAWS4lEglu3buGnP/0pNm7ciP7+fvT29lJrucvloj/sYPN9mBx/YbikpATJyclQKBRjXJ8nTpyg1r3c3FzI5XKIRCJoNBrY7XbIZDJKr7fb7ZBIJORAb2howLp16wCAOhBu3boFLpcLnU6H3t5ecnny+XwcOnQIwcHByMvLQ1JSEuRyORYuXAi1Wo2CggI8/PDDyMvLg9lsRkZGBqKjo30Wolu3bpHQ7o2KYMPpdBLj3ePxIC8vDzk5OdiwYQOJQ2FhYdi5cydV7pkjzztsmQmQbGGVSqU4fPgwbty4AY/H4xPK7D2am5tRWVlJTiabzYaoqCjqMqiqqiK8jrdwxoSugYEBErjYodNfiGefzeVy4cqVK4iJifERvNhnPHz4MLm72OGfseMZ15HD4SAgIADTp09HZmYmUlJSsHTpUsIGOZ1OvPPOOxRE64/VCQ0Nxa1bt1BcXDwmOMnfte/N+x0cHMTo6CjUajU8Hg8JuS6XC48++iiys7Oxfft2xMbGYsOGDST4/zXn4N/qumLvSSKRoKurC+Hh4QgMDMTKlSvHFbGYeMZwNaGhoVi3bh22bNlCHQbemybWXRAVFYW0tDRcvnwZAsG94D2Px4POzk5IJJLv/X3jPdN1dXX49a9/TQdV1pUxOjqKnp4etLe3Q6/Xw2KxwOPx0KY5MDAQVquVBFR2P37fdXM6nTCZTHj66aehVCqRmppKAaH+zvuqqipMnTrVB2m1adMmzJ49G1988QWio6Nhs9mQk5Pj0+HDBF+TyYT09HRIJBIUFxfTd+6d0cGKZJGRkZR5wVqTORwOfvKTn/igqfzxAFOnTkVpaSnEYjEGBwehUCjwxRdfoLi4GO+88w7cbjcGBgYgk8kwPDyMOXPm0PziLzL7O/4Yd/T69euQyWTo7e1Ffn4+ent7sX//fiiVShQVFcFgMKCmpgZcLpcQaUlJSVSgE4vF9Ewy0ba7u9unqBEZGYmuri46WLlcLupKYXO4N3oDuJchVV5eTnkcTLT0Rjj4F4bYfyuVSh8xiM/nQy6XU0HEe264c+cOfVfehxR2XzB30fTp09HQ0EDhx+Xl5VCr1XA4HNi9ezf+9Kc/Abi37q1bt47mEB6P5zN/s/WHiTtKpZIKpN6fgaHSmpubodfraX5WKpX47rvvkJOTg7Nnz6KnpwehoaGw2+2YPn06tFot3njjjXGxUwLBvTBnVoRi93V8fLxPeLB3OzUrKoWHh6OyshIymYzEQoPBgJSUlDGFpYaGBhiNRjQ3NxNiZvLkyfjmm28QERGBvr4+yGQy9PX1UUGS8f6ZmMuEOO89A+tgYeIecxVHRkbC4/EgODgYLS0tdL9MmzaNCnXR0dFob2+HWCxGZ2cnsrOzqeC8b98+jIyMfO86+UMbrKB78eJF1NfXIyIiAk6nEytXrsQnn3xCCJzw8HBER0ejrq6OwtS9sSjMde8dkDhr1ixUVFTAYrFgcHAQLpcLfD4fn3/+OYkSFosFQqEQnZ2dSExMhNVqRX5+Pokr33zzDb0uK8SyHCiBQAAul4uQkBAMDQ2Bz+dTCCvbo925cwcffPABiaisaO3/HOfm5qK7uxsulws2m432IkFBQcjOzkZlZSUaGxtx8+ZNcLlcpKWloa2tjTA5LpcL27ZtG3M/+KPOmpqayO3NwiMjIyNp38Hlcqm7kc/nw2w2IzExEZGRkXjiiSeIbT86Oort27fjgw8+gMlkgsfjAZ/PR3JyMgoKCtDU1ER5Gtu3b/fppMrLy4Pb7UZLSwtCQ0Oh0Whw+/ZtDAwMYOfOnRCLxSQ419fXk0D2zDPPYMuWLVi0aBECAgKwfPlydHV14fnnn6fO0/j4eJhMJrhcLtjtdmi1WojFYuzatQuZmZm4du0a8vPzUVlZSbgeVijSarW4cOECnE4nBRWrVCrExMQgICAAIpGI8Js8Ho9QPwMDA7h8+TLmz5+PuLg4qNVqPPDAAz6mFoHgHi4tNTWVsilYx7HH48HWrVtx/vx5qFQqDA0NYfXq1Xjrrbdw5swZXLlyBd999x30er2PGSIhIQEHDx4El8ul7sSwsDBy6nsX073X2I0bN+Lxxx/Hp59+itzcXOj1eojFYjIzcDgchIeHU/E0JycHg4ODuHr1KjweD4VqLliwAF9//TWam5shEomwatUqnD17FpcuXcLFixdhMpngdrvhdrsxdepUwhaWlpZShpFUKkVnZye5gR9++GG0tbXhwQcfpFyXpqYmCAT3Mg/YWeXMmTOw2Wx0f3qfVe6P++MfeXR3d2PLli2UD8KIBDdv3sTQ0BAOHTrkc84Zz1TkbSaqq6uDWq0msd1isaC5uRlGoxGTJk2CyWSi4qJYLEZKSgphcoG/GDHCwsJw8uRJDA8PU1dXRkYGeDweCgoKyMTX3NyM0NBQ9PT0UCFBLpfDarVCr9eDz+fTmcHpdKKzsxOjo6MYGhoi5z0LKnY4HIiNjUVubi5lZmVkZODNN98Eh8MhY5fBYEB6ejo0Gg2MRiPsdjuAe8X3TZs2ITU1FR9//DG4XC60Wi2++eYbXLlyBU1NTaisrMSePXvofMWMIk6nE0uXLsX06dMREBBARfqwsDDKd2Nd5MA9DeLKlSvUjQaA1tzxOpSY6VSlUsFkMmHmzJnUpd3a2kra0Q99D/e3jPuFgPvj/vg7jR9bIUAgEPiEeR06dAgZGRlwu93Q6/XgcrnEUAfuTdw8Ho+Y69/3muNhP8Zzfc6dOxeffPKJT1tfcHAw3nrrLXJRMT5od3c3Ojo6wOfzkZKSgqSkJMICOJ1OBAUFgcPhICgoCFwuFwaDAcnJycQsDgkJwW9+8xs4nU6flnTvw0dsbKyP89Z7IWpubsbly5dJ/CosLPTZXF+4cIEOSSMjI+jv76dDTlxcHIxGI9566y1ERkaSs4w58rxdTAyb0tnZCalUCrFYPG64rLez0jtzgAX87t+/HzKZzKf93xs15I1OCA4OJoGruroatbW1Pq37UVFRKC0tRV1dHQwGAyorK8ltxPAYTPBavXo1pkyZAoPBgDVr1uDBBx/EqlWrkJCQQCJcf38/RCIRZsyYQQGPb775JrVcMmfupEmTIJFIfFAyGzZswNy5c+mePXz4MKRS6RhR0TvskN273u74pKQkVFdXIyAggA53Wq0WcrkcR48eHcMr9u+e8cY8/a2hlOw9MRfa2rVrsWXLFp9uA+/BxDOGqykuLsajjz46rsPeu3Dx3nvvwel0Ej+YOTb4fD6GhoZILP2+4f/s+nO42aH1zJkzCAgIwMjICAk1rJioUChgs9nQ2dmJffv20T063nXz71opKirCq6++iq6uLnLzL1++HF9//fUYPr//4Z4VBlasWOETyMqcO8xtHx0dTf+/d8YF4Os0jIuLw4ULFyhonMvlQiaT4dVXX/UpOLHDgLfoMGfOHBw7dgwymQwWiwXx8fHgcrm4efMmwsPDYTKZkJCQgNHRUR9ElnexgxUB/FFZGo0G3d3dmDJlClQqFdRqNf71X/8VsbGxkEql2LhxIzk3mXATHR2Njo4OKgRLnKgjAAAgAElEQVQ4HA7k5+ejqamJWn1ZUaOpqQkTJkyAWq1GZWUlBU2zXAXvn/Pf+EskEjz++ONQq9XIzc1FVVXV93Yfed8D169fR1xcHOWdvPLKKyguLvZZW7zvzalTp9J35X9IEQgESE1NxcKFCwmxVV9fj+7uboyOjlKgskQiwY0bN0i8ZEUAYKyjOjg42AeDVl5ePsZ9ydjh7N/cvn0bdXV1GBkZQUNDA/Ly8iCRSBAREYGFCxfim2++QXZ2Nq5evQq3200O+Ojo6DHYKbVajbKyMsoBePnll8kx+tdChkdHR9HX14fh4WFkZWX5dBGwAmdVVRVSUlIwODiI9PR0yGQy6HQ65OXl4cqVK2hoaIBQKMTg4CDsdjvNo0zwZKgpDoeD5ORkrFixwscZxuY+pVKJxsZGyukYGhpCT08P+vr6CEEmk8kQGxtLYizLznjmmWcoGHA8dMb/Bq4s+86EQiFaWlqQkJAAj8eD/Px8fPPNNxAI7gXbb9q0CRkZGfRcdHd3k6P/4MGDtE6z7/frr7+GTqeD1WrFkiVLcO3aNfD5fMIw1NfXY2BgAC6XC06nEyEhIWhsbIRIJMLw8DB1ItjtdiQlJUGhUEAoFCI3NxcTJ07E1atX4XK5KAg9IiICERER8Hg8UKvVGBkZgUQiQV9fHwQCATQaDfLy8qBWqzF37twxz3Fubi7KysrQ19dHrvbAwEDMmzcPMpkMAAhdyYKMARBLesuWLWPyZYC/FFpaWloo4NdmsyE4OBgdHR3U4cRwfiEhIbhx4wbEYjGZIwIDA1FfX48NGzZg+fLlCA0NRW5uLpKSkrB48WIqQObl5aGnpwcLFizAyMgIRkZGkJaWBqVSSe709evXU0YPw9isX78eHo+HOuyYWDVhwgTMnz8fycnJ2Lx5M+0bJBIJoqOjsXLlSvT39+PYsWO4desWeDwe9Ho98vPz8cADD1BQL+PhDw4OEuc6KCgICQkJOHPmDMxmMwVgsu5FvV4PjUYDq9WKV199FZ9++ikGBgYoBJ2ZPkZHR2kO2bdvHzQaDY4fPw4+n4+Kigqf3CwejzfGICCRSJCTk4O6ujoMDQ0hLCwM7e3t6OnpQXd3NwIDAzE8PAyVSoWCggJMnjwZeXl5hC1jeQp6vR45OTno6urycer7r1Ns78CCqg0GA55//nksWLAA5eXlSExMxPDwMA4cOOCTUfb73/8eAMj04HA4cOrUKVy8eBGVlZU4deoU7YFsNht1FXA4HKSkpJBpgMfjoampCQaDAR0dHWhubsbdu3dx8eJFnDx5EqdOnUJVVRWuXbuGO3fuQKvVUvF45syZiIyMhE6nQ2VlJTweD63pqamp/+Nz1f1xf/x/MQ4ePIiamhrqdMnLy8OyZcvGdPz8d2s7Owc+/vjjiI6OBofDgUajQVhYGOx2O+RyOc6cOYP+/n4YDAaYzWakpKSgoaGBigDe++xTp05h6tSp0Ov1ePjhh9HZ2YnLly/T3m/58uUoKytDVlYWdQkBwLVr16DT6eBwODAwMECo08LCQlrXBgYGwOVywefzsWfPHlRWVtJZnuWzMWPgoUOHkJOTQ5g1mUyG9PR0TJw4ES+99BIiIiJw7do1KBQKMhVpNBp8+eWXGB0dJeQZcC+PRalUQqlUYu7cuSgtLSU08rRp05CRkYHc3FwyELS2tvrk23nvMZm5KSEhAU6nE4cOHYJcLsfdu3dRVFQEi8VC5j62x3ziiSdgNpuh1WqhVCrR39+PGTNm4LnnnvurZ9L/7eN+IeD+uD/+TuPHVggAQCw9dniuqqpCQkICcda9R3h4OLKzsyGTyf7qIswOV/6bem+x0mw2o76+HsXFxT5cdX/ef05ODhwOB8LDw8n9mpCQgMuXLxOOQqfTISIiAk1NTWhvb6dD01NPPYXZs2cjKSkJX3/9NTQaDeGPmpqaoNVq0dHRQSLy9xUxgHsb/GPHjiEwMBA2m22Mg5o58oODg+F2u7FlyxYkJCTg+vXrcDgcWLp0KaxWK7X+NjU1jRsOxt5HSkoK9u/fj/DwcDQ1NcFkMpEj21ts8xZM9+zZQy2TTJwfrwPA+9Dpfc1FIhFkMhnEYjFcLhe5t6OiovDnP/+ZRD/gL3gfLpeLvLw8ACDxNDQ0FJGRkTh9+jRGRkZw6NAhbN26FUuWLIFUKsXmzZvx85//nAS59evXo6mpiRxO7L3U1dUR89T7nuru7qaAROZYHY+j63/I82b5GwwG6j5hwnhBQQHEYrFPKNvevXshlUqRmprq813l5OTA6XT+X21MvQcTd5944gkYjUZs27bNJ5R1vOFdOPDG1XgLxuzzsu+diQdCoRBarZaY/YGBgRS6BWBMkOd4zzR7dscLCW9sbCSkF7s3JBIJ4Wa4XC7sdjsmTJgALpdLAVnjXTf/oktPTw+Cg4OpALJkyRK89tprFLrlz+f3vhZRUVEkBjOcmfez6//MA/ARbu/cuePjNCwpKcHixYsp72DhwoV49tlnfVqSvUUcb9FBIpFg7ty5OH78OFwuF0wmE65cuUIIsLy8PGRkZGDr1q1UhPLHDM2aNYvQEKyTRyaTkUtaJBKho6ODXMHe1zMkJARtbW3QarWEdmGhlAqFAgkJCcjIyKCfZT/X1NRE2R4NDQ344x//CI/HAw6Hg8zMTCo8sJ/zZpj+4Q9/wJw5cyCXy5GUlAS9Xu8Tzjbe9+9f6Dh79ixiYmJw9OhRHyyZ/73p3XX2fVxRdv8yHvnJkydp/bhz5w6JOOz79X5/DEHHhHd/DJo3Mo/df62trWNQadHR0eDxeEhOTkZ9fT1kMhlu3bqFDRs2oKioiLIJamtrqb2b8c29EWfe2Ah/HNF47dTez5VcLsfSpUsREBBABWf/AmdFRQWsVisdQsViMX7/+9+jpaWFgtUDAwNRWFgIsViMJUuW4Pr161QI4HK5kEqlGBgYoPwB7++BzcfLly+n8E3gHj4lICAACoUCLpdrjBjLgowtFgvi4uKwaNEiiMViH3TG/xaubHl5ORoaGiCTyRAfH4+0tDS89NJL6O3t/X/Y+/LoqMrz/08ms29hkkwyyRBCFkggGwkJi5pUqdoCak1kEwENFgQii1itnJ4vVq22Hqu0KFB2GglfiigKgliFiCAhbAkmkAhkJ/skmZlMJpkt8/uD3/t67507k8T2W6vmOcfTc8pk5t733nd5nuez0LWDFPvIOyiRSFBQUIDm5maIRCLqI0D2rOeeew5ms5kySrKyspCQkEAbkqQQThDdZK4T+Tei2zxq1Ch0dnZS0/gzZ87AZrPh1KlTWLJkCVpaWqjp6/z583H33Xdj8eLF1KiceHMQeZuWlha8/PLLiIiI8JjHABAQEIDz58/TRjNpZpeXl1NzeSL9lZ6ejs7OTkRERMDhcOCOO+5g7ZXMCAkJwYEDB2A0GtHb2wupVIrHHnsMa9euZfn0kMLStGnTcOjQIWRkZMBsNqOrqwtpaWnIz8/Hvffei5deeokCTrKzs5GSkkIbkIQ1+cYbb9AGAvEW4qLT1Wo1Vq5ciejoaBaIgfhE1dTUeGWJEpYDAHqecjgckEgk6OjowOuvv86Sw7l69SpkMhlaW1vR2dmJjo4OVFRUYPPmzQgKCsKZM2eobrRMJoNIJMKIESPw9NNPIzU1FVlZWXC73Zg+fTqef/55REZGor29HSaTiRbvyZrR19cHjUaDqKgout4QvWtvAAGuLwqRtyNAA6LVv2/fPvj5+dHv0Gq1mDJlCh544AHK+KuqqqK5hDePtMbGRixevBgymQz5+fkYNWoUq2HMzIFKS0thNpupbBXxOgkNDYVEIoFMJkNwcDCuXbvG0vRXqVQQiURYunQpbWi63W50dHQgMzMTTqcTSqUSRqORMiqDgoLod4aFhSE7Oxvnzp2jfjoLFizA73//eypRJZFI8POf/3yYETAcP5hobm7Gl19+SVH3ixYtQlZWFu/ZbjBeGAaDAUePHsWhQ4dgt9vR09MDAIiKioKfnx9iYmKg1WqRm5uLlJQUenbik6QNCAhAVVUVDAYDurq6EBgYCLlcTj2TyN+mp6fT9TYgIAD19fUwGo10DR0xYgTWrFkDtVpN184ZM2ZQ9hbx5Fu2bBnGjBmDvr4+aLVaek4rKyuj+0BKSgpu3LhBz996vR7Hjx9HWFgYnE4n5syZg4MHD6KhoYH63ZAmPZHEzMvLg1qtxqRJk7B3714EBwdTkF5ZWRkSEhIQExOD1atX87LPgW/Z+GFhYRRc1tjYiLlz50IgEKCqqormuGTN37BhA7RaLQwGA5U9UqvV2LlzpwfA76cUw42A4RiO7ymYk+/8+fP45JNPcPToUZ//zZw583u+6n8tmPJAJSUl2LhxIzQaDS5dukQp1SSIJnZeXp7XxZnoYHKRunzIRFLM4Gr7bd++nTYjqqurUVNTg/b2dhgMBmzfvh1dXV20eBEcHEwlfFJTUylFOTo6Gp999hlcLhe2bNmC4uJiavTGRNkUFRVR82MuspocMoRCIS1Id3d3U+QNs4Alk8mwb98+SKVS9Pb2YunSpRSJv3nzZowYMYIe4PV6Pd58802fhRuSDBKzxqSkJHz99dfYtm0bLSxyJXuCg4Mxbdo03gSKeYDq7u7G6dOnERUV5SEZcPPmTdTW1rLkLwgCvKamhmUs6nA48OCDDyI+Pp4lW1NbW0u1yZnozLFjx7KSXdKoqK6upjR/f39/+nlijkoKa+SdIcU74PYhLy4uDgKBACqViiY8fFI+ANDS0oLIyEgkJydj165d9EBE9PODgoJQUlJC0Vmk0XDgwAFW0Y2vWDHQgYX5Pi1ZsoQehIivwUCsAvJOcOVqyHvCvF+uyTSh7AcEBMDf3x99fX3UjO+Xv/wl9Hr9oA9cfA2zuro6FBUVQS6X0wISWT8ee+wxVFRUQCAQoKuriyJvuBqc3HeWSJatWLEC7777Ln1+U6dOpShVUvxmehxwn31mZiY1PuUrmjDnPCnekmJkeHg4cnNzWVqVNpsNL774IjQaDY4fPw6dTufRTCRFHC6qRa1WQ6lUoq6uDuHh4XC73XQ9a2lpwXPPPUfXjS1btuD999+HVCrFzZs3kZiYiB07dkAmk+HkyZMUkdnc3MwycOY2KYVCITZv3kx9JRQKBYKDg6k0BZFx6O/vx4svvuixFmu1WrS3tyMoKAhGo5EmPV988QU1oeU2Hrq6ulBUVASFQoFDhw7hoYce8tpEYj6LxsZGvPXWW1AoFLRhEBAQwMuGGsx7yRfMBC84OBgzZ86E3W7HjRs3UF5ejsbGRmp0RuRsiE9KUlISSkpKsG3bNsTGxg7oR/Lxxx/DbDbTIiMA1NfXQyQS4ZtvvsGGDRtQUFCA1NRU5OfnIzs7G8nJyVRGyul0Ii4ujiLquU2ywMBAlhQTH03e27wiptCk4cxtcAYEBCApKQlKpZIih4nky4gRI6DRaNDf349Ro0ahuroav/3tb3Hffffh6NGjVPrNz8/PQyubO+8uXryIwsJC2kQEQPeKgIAAtLa24r777mM1hJnGskwvhME8/x9KNDY24umnn4bJZEJVVRWsVit+//vfQ61WU7ktnU7H8k8hjeu4uDjs378fUqkUbW1trOZedXU12tvbaYGjpKSEejoQ6R+DwYDu7m4q7SaTyWA2myESiaBSqdDd3Y3Q0FD09/dTRgFZp1JTUzF+/HgUFRWhubkZnZ2dFDFPZLqioqIoIzAtLY3VNOVrzi5atAjNzc1ob2+nZrUAMH78ePj7+2Pu3LlIS0vDlStXkJ6ejhs3bmDJkiUYM2aMVwYSs1mck5MDnU6H0tJSTJw4EZ9//rlXaSm1Wk11qVNTU9Hf30/POTU1Nejt7aWAk/r6esTFxbHQ5lxmEWkCMIM5j5l7CmkaMNlPfCzRP/7xj3RNIsw8rVYLs9mMnTt30v1+xowZ1J9IrVYjICAACoUCEydOpMb0v/jFLzBjxgz09fWhoqIC/f39cDgcUCqVWLNmDWw2G5588kn09vbi9OnTyMnJQUREBPbt20cb4r/+9a+p5ER3dze0Wi1qa2vpekMAC94AAuRaVSoVysrKEBkZidraWowbNw5WqxVTp05FX1+fx3doNBr6jHU6HWvdCA0N5QVzEBaXRPKtvF9UVBSOHDkCl8uFqqoqlswZkZciLLKAgAAKtOjs7KTNj0mTJmHEiBFUioQUF9esWUNzAXJ/4eHhuHXrFpVGIU0vwpS2Wq0wGo24cuUKJkyYgPLycmzbtg1VVVUwGo3U3F0sFvNKYg3HcPy3hl6vx6efforAwECIxWIKtOGTx2QCRriFY7PZjGPHjmHlypW0ERkaGgoA1G+qpqYG48aNo14lTJAJ86xK2Igul4sCNQgbksinrVixgq7zTFDKpUuXMGrUKAgEAlrIJ9r55FypUqnwz3/+kzKklixZApFIhLfeegsGgwFlZWUwGAy0obh161ZotVq6H3DVFwgTOjs7G4sWLUJvby+MRiMiIyNht9sRGxuLsLAwBAUF4c4776QF+mvXrlG5yejoaOzZsweFhYUoKirChQsXMH36dFbTmhvc82dBQQFu3bqF7u5uSCS3JYzuvPNOjzV/9OjR8PPzo4bzvgB+P4UYbgQMx3B8T8GcfCqVCgKBYMC/+aE3AiQStjzQ/v37kZ6eDrvdjvr6eorSA24nQG63G3PmzPEq57Bo0SLU1NSwHOu5h3o+k2JyAD979iztPicmJlL9S7FYjNjYWIwZMwb33Xcfq3jB9CHYvn07wsPDcfHiRUyYMIFK66jVaiQmJlI0gEgkok0DlUpFEaskGhsbMX/+fNTW1iI/Px9JSUmora2lBbuVK1eyxuDs2bMwGAwICgrCuHHjWLI/Go0GFRUV1PiSNAHI+HvbVAl6D7hdPJo0aRIraeTqOBMzIT7kJTlANTc3Y+7cuWhqasLu3btZkgFKpZLVTCFJ6oQJE7B161b09vZS89eRI0dCIpHgsccew3vvvYf29na43W6K2p4/fz4+//xz3oIfE8Wh0+loMY2YOxMke319PW3AcIt3s2bNwvjx43HlyhWq98i8/4GkfLKzsxEQEICzZ89SWRbC1Ni4cSP2799P0WeJiYlU+kAoFFIJEb6iE9FlVqu/NTwmUjOkObZ582YkJSVRsz9f6Hi++UrMe5n3RhA0pCDBNGxdtmwZFAoFzp49C7vdDrvdjqCgINx9990wGAwA4LVh5w1tw31vQ0JCcPToUWpuRQwRCRKEeHPI5XIP5A3fPTLXpH379tGCht1ux9y5c7Fjxw6EhITwFr/5GAXEwDIkJASNjY2Ii4vj9XggnhwtLS3UiHDlypVITEykn2E24PgOrL7mtNlsxvr169He3o7W1lb09PTgjjvuoBIeJOFgopAI/b+urg7p6ek0wZdKpUhPT8eoUaMwevRovPjiix6yUiTRiI+Px8WLF/HKK6/gyJEjkMvlaG9vx549e5CcnMzy0+A+hz179sDpdKKnpwdutxvnzp2Dn58f2tvbWWZhJDQaDf76179CKBTCYrEgIyODVQjz5ndAmFNmsxmVlZVwOByora2lzBWm3wmfjATfe8kXzATvypUrKCkpoaZlCoUCAQEBCAoKwlNPPUXlbMgzJ+ivwMBAjB071qcfCVmrZs+ejYyMDISFhWHatGkUpR0XF0c9QrgNUybquKGhAbm5uSgtLUVMTAwvi2ywc5bMq8TERGzfvh3Tp0/HvHnzWLIkTI8aACgpKUFtbS3CwsJw48YNOJ1O6o9BJOjIsySJZHR0NORyOZ588kmkpqZ6fRbAt9qyZG8hrLqAgABKh2eihPnWduJpw3zPfuhRUFCAlpYWKJVKuN1u3HvvvZg2bRqAb5N9lUoFtVoNmUxGG9ctLS3YvXs3pkyZglu3bmHnzp0Qi8UoKChAUlISPvroIzgcDlrAJnuOXC7H6NGjkZSUhJdeegn3338/RXXLZDIqGRMeHo7+/n4sXrwYq1evhslkonJohHW0bNkyKolIpKWYRXEiyThz5kzepim3OUvOB0Ty0WKxUB+J9vZ2XL58GRUVFUhLS0NpaSn8/f0BAB999BGSk5NZJsTEdJfbTDKZTFRm0hdbick0k8lk2Lx5M22u1f5/2ZqamhqKPOci3JnAC2/NcG6Q8eArNHHXASIh2NzcDIlEAoVCgR07dkAsFmP9+vUICgqiawQAWCwWfPrppxg9ejRqa2vhcDgQGhrK+l61Wo0777wTM2bMgL+/Px588EH85je/AXCbfVBSUoL+/n4YjUZERUUhISEBM2bMoB4yarUa169fZ707q1atQkREBLZs2QKxWIyamhrExcWhvLwcEyZM8ECDSiS3GRnknVm2bBmioqIwb948/P3vf0d4eDgqKiooyGDBggX0GW/ZsgVGo5G+w0Tm7+jRox5jyCfv9+ijj+LIkSNQq9Xo6elBTk4OPT/odDpkZmbiww8/pAah77zzDk6cOIHIyEhYrVa8/fbbOHDgAGJiYtDa2orQ0FCkpqZSc0/yrpP7IzKYM2bMwPHjxzFmzBi43W7s2LEDkZGRuHz5MqxWKzXjJrlBTEwM3njjDerfsn37duj1+u+8Bg3HcPynQyKR4IEHHkBkZCRFqpP/n6k0QExzOzo60NDQgI6ODnoOJ2CMq1evUlZST08P/Pz80NvbS4EMLpcLc+fOpWdYPhY5mYs5OTnUR4Z4G40cORJut5sll0zY3gsWLKAm3wcOHKB7mFAopNKffLUQwiK1WCxU/ri3txd5eXlU/o/UAfjOO0wp0cOHD6O5uRlisRgymQyxsbF47bXX8MEHHyAyMhIXLlwAAOzduxczZ86ETqdj1VAiIiKol55UKsWRI0coqGcgNkZjYyO++uorXL58GRKJhHpwRUdHY/PmzQgPD8e1a9cQGBiI6upqPPvss9i9e7dH3v1jkHgcagw3AoZjOL6nYE6+t99+G7Nnz8bMmTN9/vdjCK48UGRkJI4fP46IiAh0dnZCIBBQSZGYmBhqXMUNkrBduXLFQ9JgIJQ60aP+7LPPqP5lSUkJDAYDjEYj1RslXXdvPgSk0JGSkoIzZ85Ar9ejpqaGSmN8/fXXsNvt6O3tpebHvb29rCKy2WzG/PnzKX2eGARPmjTJQ+4D+NbEtampiSLpyKZGpHdyc3Oh1+vx0ksvDfpgXlhYiJMnT1IDRuI7wER/EvkQgp7n2zRJEknGmJg3MmVhyGdIM4WZpBLWQEdHB9UgT0tLw1NPPUWResePH6cGkS0tLXj22WepZAPzGTFRHJs2baKo2+TkZGi1WmokLBKJEBsbi8jISERGRvKaUCckJCAwMJD3/rmf55PysVqtOHv2LPz9/WG326nZp06nw/Llyyk6KzAwEBcuXMClS5dY3gnMQxgTfcI0PN6+fTvVcGfK2JSWllLTRl/oeL4gCO+goCBqrCgWi1FYWIiQkBCUlJRg1qxZqKqqQkxMDMrKyrB7925qypSVlYXIyEgEBwdDqVR6RRVy5V18IWwlEgk1DY2NjUVtbS2VXIqOjsb169chEonouzGQCRRzTbLZbGhsbIREIkFXVxc+++wzpKWloaSkhMrw+Fpfli5dig0bNsDhcODq1asICAigz4XLWmLeh16vpzrKzDnFlSkYyoG1uLgYRqMRt27dgkKhgFgsxqJFi6gMBReFZLVaKWJ206ZN2L9/P4KCglBdXU0LNlxEPvf3urq6cP78eajVanzxxRfYtm0bRCIR1q9fT9/Hjo4OKivCfQ5msxm3bt2Cv78//Pz8aOE6OjqapcNPwmaz4cMPP4TZbKYoYyay3pvfAWFOEekE0phMTU3FxIkTkZubS83sfclIDBTMZgRB1kqlUmoUarFYIBaLsWbNGl50GLMhQYy4iR+J2WxGdXU1Pv74YyonlZubi9deew1SqRSHDx9GZ2cnRo4ciZKSEqxYsYJlFMpcA/R6PaKiouh988kBMZ85c87+5S9/gUql8mD6lJaWoru7G+fPn6dsjdmzZ1M0tE6nQ3Z2Nm7cuIHr169TfW2ZTIaqqioEBQUhKCgITqeTpZPNHSeuFwfzGrnJo0wmw0cffYS+vj7qwfPnP/8ZFouFJVvEt7YTg2hv7MMfcoSHh2Pnzp3UmLy2thZ33HEHgoODAdyeZ7/73e8glUpRWFhItX2J4TLxIhKJRFi5ciWam5uxd+9ebNmyBcnJyfjZz36Gp556ihYpent7KSsIAKqqqhAcHIwzZ85AoVBQNuiUKVOQl5dHm46ksJ2YmIiKigpMnToVe/fuRW5uLg4cOACNRsPb0AEGbtyZzWZcvXoVe/fupZKPv/71r/HCCy9Q1DQxEe/u7saYMWMogCc4OJhl+FtSUoIzZ87Q4n9SUhKr6E8ADwN5bDCZZsuXL0dwcDAuX75Mi7x33nknnE4nIiIiEBISAplMhqKiIup5xNcMHWr4+g4yzmlpaWhvb8fu3bsRFRVF5f+YKNqDBw+isbERZrMZs2fP9in9ANwGA02ZMgXx8fH0PFlSUgK73U4NeYl/lsFgwNNPP43KykrKFszNzWX5INlsNnzwwQcICAiAy+XCQw89RL/P23xmNkWI/w2TMavX66mXEbNQ6HK5cP78eej1ely7dg2rVq3Cvffei6amJrr/MsePsBk2btyIVatWQSqVoqmpCWlpaRAKhRRYQuTrUlNTUV5ejl27dqGhoQE9PT0IDg6mbITly5dDIBDg8uXL6OzsRENDgwfrjNlkIg2YX/3qVwgLC6OMmra2NtTW1qKlpYUCLjo7O7F69WpUVFRQRG9cXBxdn4djOH5IYbPZ0NLSwjqTctffhx9+GBs2bEBvby8sFgsSEhIo8LClpQVdXV2oqKigBvMAMGPGDOTk5MDPzw+BgYHQarX0DMvHImfmeBKJBOPHj8cnn3wCmUyGvr4+TJ48GXq9nkqFETZRTU0N9u/fj4ULF6KqqgoLFy5EfHy8B+CG71z5+9//Hrdu3dLIDcsAACAASURBVEJrayucTidlcGdlZVFPOG/BZUmkp6fjxIkTVPbtoYceQnd3N3Jzc1FfX4/r168DALq6umgDl1lDuXTpEvr6+ihTk4B6NBqNV1k1ANSjqLW1Fb29vQgKCkJKSgqtgSQlJVEZIKVSic7OTtx7773Q6/Vwu91obW2FTqf70Ug8DjWGGwHDMRzfU/wUPQIAz81o1apVFDFdVlZGUcTE+ItbNGeiuzdu3MgracAMZhJDTBu5WsoymQwhISFITEyEXC7HPffcg1deeYVV9CfFbWZhgRQQlUol9Ho9Rcrm5OSgqKgIVqsVAQEBEAgEiIqKgl6vR3JyMquIXFxcjNraWrS1tVFk7vTp0zF16lRWwkCCa+L6+OOPIzU1FZmZmfjb3/6Gvr4+auz16KOPDnpT4/Md4BreEbNTYnDsa9MsLi6G2WxGVVUVfXbMAiIXycBMBJm/QwqP7733HhoaGiCR3JY8slqtCA4OhsViQU5ODi9agSAgnE4nysrKcOvWLezfvx8rV67ElClTqCEgMUkiSRL3nbl06RJu3ryJpKQkHDhwAEqlEsXFxXjggQdw48YNKBQKjBo1imrCc6V8iAGtzWaDzWaD2+3GuHHjWM2P2NhYZGVlYdu2bYiIiEBzc7NXPfr58+ejqKiINhuIf0JgYCBUKhV0Oh1qGRrub775Jrq6urB27Vro9XoPc2JvwZUoWbJkCZVVIk2A8ePH4+2330Z3dzfefPNNGAwGNDU1ISEhAU1NTVCr1aiurvbqUUGekzd5F28REhKC/Px89PT0wGq1ws/PDwBgMpmoFBFB0w00B5hrUkVFBVwuF+RyOSwWCzWn5Gr1kuAWSQitlhg7KpVKygTik5wJCQlBQUEBoqKieBs0NpuNsqOGemDVaDR0jezp6cHkyZORkJDAMrXlopAIYlav13v8G1/Bhm9NJkXCtLQ0BAUFITw8nK6fvg70QqEQb7zxBoKCgtDd3U0Npru6umgRg7sGFxcXw2q1IiIigmq8pqSkoLGxkeV3MGPGDJaHCWFOqVQqGI1GJCUloaioCFqtFseOHaP63aRoKZPJEBUVNSTEELfYQpC1AoEARqMRY8eOhUKhwBNPPMFaa8lzEQgESEhIwB/+8AeP4jNJwmw2G1pbWzFz5kxMmTIFbW1tsFgsKCoqglKpRG9vL1paWpCWlob9+/d7FPaZ33P06FGMGjWK1cTkygGRIHP2q6++Qk9PD86dO4fjx49j5syZ9BnFxMRg69atUCgUMJlMyMjI8Chq6XQ6KBQKnDt3Dk6nE3a7nTJQCCvCYrEgPj7eAxDAHKf09HRERER4TeRnzJgBg8GAxYsXU/15f39/SCQSnDhxAuvWrePV/Odr5PA1M3/ooVbfNpGuqamB2WyGv78/3nvvPWRlZeHatWuorq6mCHa9Xo/Y2FgqE1ZeXo7AwEDcvHmTIocJKlAkEmHevHkICQlBRUWFR5EC+LZY/OGHH8LhcEAul6O3txfTpk1jyQ8yzwzt7e0IDAyEWq1msdLq6+t5GzoDIQrJ+0LkhQIDA5GUlIS0tDSKxn/nnXcgEolgsVggEokgFotRVlaG3t5e1NXVobu7G9u2bYNUKsWZM2eofNGECRNQVlbGQr4PJC3FRW/W1NSgpKSEniHCwsLQ0dEBpVKJrq4u9PT0QC6X49SpU7BarZSBSZoBg2WueBsnb99B5gcf04J5D3a7Hbdu3YLb7YbRaKReEYO9NiIz1d/fD6vVSlkjRIqmoKAAtbW18PPzg1AopDIUOp2O3s/Zs2dRW1sLgUCAyMhI+Pv7Q6FQDHo+M32piKcVYW0qFAq8/vrrtFCYlJSE0aNHY/To0dQMdMmSJZDL5fTZMNcXMn6EpcdkCEyZMoWuyYS5p9Vq6ZmEr6mkVqvR1NQEq9XKyhWIRIi3fZj7PEijgpxbBQIBpFIp5s6dSxG9Q2GbDMdw/DcFKaZXV1cjPz+fl+WtVqtx5coVyqjp6uqiaPrly5ezahFE3nj8+PFU6uv48eMehrfelAqYQZh4hKHKZU4VFhbis88+o7JgR48epca5JA9lMlm5uUpFRQWtJdhsNlitVqhUKrjdbg+vD759gctW7unpgcvlQmZmJtra2nD27FmcPn0aJ06cwN13341z585BJpOht7eXNnC5NZTU1FQ0NTVh0qRJqKysxPLlyz28B7ljRTyKhEIhuru74efnh9raWkyePBk2mw3d3d1QKBRQKpW4efMmpFIp3n33XVy4cAE3b96ERCLB7NmzPdjGP5UYbgQMx3B8T/FTbAR4K/4SmmpgYCDa2toglUrh5+eHuLg4REdHU/1N5uE1Ozsb06dPZ0kacBGBJEjhh2nayNRSFggE6OnpQWhoKGpra/Hyyy97bAh8h2edTkcP4EykrEQiwbhx47B7924oFAp0dnZiw4YNOHz4sEcRXaPRYO/evbQB4na7odPpcPz4cV7dWG8oyNLSUtTX18PtdnuYSQ70TIqLizFy5EgcPHiQ+g6sXbvWYwwGQpdxi4K7du1CamoqWltbsWvXLkRFRbHGsqurC1u3bqUmzt5+BwDeeOMNGAwGWCwW9PT0YOrUqZRuztTr5xsrs9kMs9mMoKAgyOVyuN1uJCUl4dChQ5ROzaRbMt+ZJ598kpq5njhxAi+++CI2b96MgIAA7N+/H0ajEW+99RZcLhfVXSRJPilQtbW1wW63IyoqCgqFgsrVPPzww3jvvffQ3NwMvV6PiooK9PX1Qa1W00I+OWyS4trFixfx+eefAwAcDgeEQiF6enqQmJiI+vp6WCwWhIaGoqurC5MnT8by5cvx29/+FnK5HAUFBViwYAFF/A6EamVKlAQFBcHlcuHcuXMIDg5GSUkJUlJScOHCBYhEItTX11OUeXt7O23QESkdpiQUtxFBCtYKhQJGoxGjR4+GWCxGW1ub18KNwWDA+++/T9eMuLg4dHV1Yfz48fDz80NQUBBGjx49aAkkcm25ubk4ceIEdDodnE4nbTj5Kr4zG4Xr1q1DY2MjOjs7YbFYEB0dTZ8L3/f4mlMkSfniiy+obBnzwEqkocLDw73KHjFlX8jB2luBh4uMYv4bX8GGm0Tl5OQgMzOTGoBVVFTg6tWrlNniSyeZ+KoQ7U6mfrRSqcTjjz+OiIgI3jV4y5Yt1AC8oqICWVlZWLx4MSSSb3WX1Wo1q2BSWVmJzZs3U11jgggXi8WorKxEX18fzp8/j46ODo9mxGALanyIL6LNfOXKFSrXVFFR4SGzRhDYzc3NvCbVzCTM6XTixIkT6O/vx8cff0yN6k0mE6KjoxEUFAStVutR2DebzSgoKKBm0A6HA06nExcuXBjwnddoNPjLX/5CJZyA24Z4AQEBtNC/e/duvPXWWzh69Ch9/whbiil1dfr0aYjFYoSEhMBgMND9WCwW06IwSRzJ2DLlRn73u9/BZrOxtHu5yaNAIMALL7wAkUiE5uZmAKB65lOmTEFoaKiHsT13jgzGIPqHHGq1Gnv27IGfnx/sdjtUKhWOHDmCxsZGnDhxghqZX7t2DS+//DJycnIgFApRXl4OpVKJ2v8v6VRRUQGZTEb9AoBvi/2kSEGKwNyCiMFggE6ng8VioXImzMYX+Y6lS5fSxjKRd4mIiEBycjJLynH58uUeJuh8ex65DqlUiuvXr8PhcKCqqoq+C6WlpVTSi0h5RkREQK1WIyEhga5RpJDBLOa2tLRg586dHoAHX0VwLmDmZz/7Gc6dO0d174lnwuOPP06R9QR8QsASxLR5sOGrQOwrvN0H8x6uXr1KG+zM+TwYA07yXfn5+TAajfD394dUKsXu3bvpmS08PBx///vf4XK5aDNx0aJFLLmeoqIi1NTUoLW1FbW1tVi7dq1XhhTf2DB9qbq6unDx4kXaoB01ahSVuSSFwrq6OjzzzDMUfMS393HHj8sQ2LVrF2JjYz30w5nrs7emkrdcgVvkJDJa3s42P//5z3HkyBGqqT158mSo1WpWjvFTLaINxw87mMV0glSPjY2lc0cmk+HUqVPQ6XQ4e/Ysxo0bB4vFwpIIZZ6zo6KiYDKZMH78eNy4cYNK2XFlLbkeSk888QQAeKyFpDYyc+ZMD8ADAe/JZDIKWgoODuaVp+WTEmWuD01NTZBKpRRQQ+SEAO/7Ah9bWafTITg4GFarlQItdTodkpOTUVZWRvMq8v3MPeLatWt49dVXMWfOHAiFQnqvzDoL3zodHh6OXbt2weVyweFwQK/XIykpCZGRkXj33XfhcrlQXV2Nvr4+KBQKtLa2Ug+U4OBghIeHY+LEiR5s459KDDcChmM4vqf4qTUCfJn2kpDJZHj77bchkUhgMBgwZswYn13hxMREaqQ2EO2ZT0s5KysLWVlZWLNmjU+KMvfvmfrKmZmZHnRfAPRw7na7qSyGN4mhrKwsfPzxx1Cr1bDb7VCr1TTJ5KLZmIf+hx9+GIcPH6aIWz4zyYEQ3+SZ7NixAxkZGQgICPBqKkeuly/p4x4WsrOzkZ2dDY1GgzVr1rAkigaDAGf+DkH9jh49Gm63G7m5uSgsLMS1a9fQ0dHB61dAvoOM1ZkzZyCXy9Ha2or169dTNAShU/OhvZkoNHKgIQZ9LpcL/f39uHXrFsRiMWpra5GSkgKNRkOLwqRARQyHQ0NDKTpeoVBg7ty5KC8vx5dffolPP/0UixYtwu7duxESEgKTyYTHH38cubm5uHTpEtX8/+CDD+B0Oqk2/tixY7FhwwZERERQ5LZAIMDFixehVquxY8cOlixBU1MT9ZMYCAXHPKwWFhZSI9dZs2bh0Ucfxfbt26FUKmE2mxEcHIz29nbExsaio6MD8+fPx7PPPsvSkec25JgF0mnTpuH999+Hw+FAR0cHTp065VWOhRSgxWIxGhoaoNPpEB8fj5aWFkilUtTV1SE6Opq38O0tmCjxhQsXIiIiAnl5eQOuC8xrKigogJ+fHxobGynN1mg0Yvv27Xj00Ue9fo+3OVVYWIjy8nIIhULI5XKEhYXRAyuhwxK9f4Lc5RZUmGaTvtD8A6H1+YIviSJmZnK5HIGBgRgxYgRlQvDpJHPNbtvb21n60eHh4bSIwbcHjB071kOyrKmpCTKZjIWqXLlypUfBRK/XIz09HWKxGBaLBceOHQMAtLe3w2g0QqFQwG63IzMzEwEBARRROZjwhvhiNr19yayRv/dmUs30bGlra4PL5UJUVBRCQ0Pxq1/9CkVFRYiKiqIIZ5Jokb9vbGzEY489BpPJhAsXLqCmpgbNzc24efMmxGIxHnzwQUyZMoWFsmeGzWZDZ2cnpXsDQG9vLwIDA1na2Dqdjo490xeAmTyGhoZi9uzZUKlUkMvlEIvFiIuLg8lkwsiRI2G325GUlIS6ujrIZDJeE06uhwYxMOfKtVVWVsLPzw/9/f0Abvv39PX1scz3vL33AzXCf8hhNpvx5JNPwmq1UlSjzWaDw+GAn58fjEYj7r33XkyaNIlVALl58yYaGxvhdrspe2nMmDHQ6/V48803odfrfaIfuYWAt956C/v370dvby+++uorHDt2DA888ABr7stkMmzfvh0pKSlUo9/hcLDOHUwQAdeMlTxnZpDr6O/vR1tbG/VKIEwUjUaDHTt2UEQ+8XRpbm5GU1OTR3GDK/fS0NBAJcp8PQO+c97y5csRHR2NY8eOISwsjOWZQPZXJviESDOQJsxgCu3kcwOhVAdz7XxNbm6DffXq1UPacwg6lnikzJ8/H8ePH6dNcLVajaysLHz66acYO3YsbDYbPYcRJL3b7YZUKmV5gHGbf94aE4SJO3LkSDidTgpEIWNFJE5JIZCc3Yi83Pvvv4/29naK7vUFKsjMzERrayuef/55ltGyL3Ye3xnC23rFPdcxZbT4vIzUajXuu+8+fPTRR4iKikJNTQ3i4+Oxfv162O12HD161KvZ9XAMx39zMIvpzAYlmYebNm2iRuxTpkxBTEwMrz8WOWcTZQMAaGtrw7hx4xAeHs6StST+hNHR0fjkk0+QlpaGPXv24ODBg6itrWUxE0gQkNGtW7fov0dERODYsWN0TbVYLOjv70dVVRUyMjK8Nh5JcNeVRx55BKGhofQsRNZCb01M8vdE1pYwFpYuXYp9+/ahu7sbfX19dL3PyclhfT+5r9DQUISEhNDzJvAtuINvT+fbQ48fP05zUalUisrKStx1110sj6ycnBycPn0aI0aMQHd3NwQCAWw2G1wu16ABPj/GGG4EDMdwfE/xU2sEDCbJKC0tpUWkmJgYjBkzhqLs+bT+fSFVmQUuIlPALAwQVBrZ9H2hswDvXgN8dF8SarUa6enpAyLAzp49iy+++AJSqZRKm3zzzTdYtmwZAPAiS/v6+rBw4UJqxJudnY1HH30UOp0OYWFheP755z1khbhBqM5KpRIhISH4+uuvERMT851ovt4aJd6QYt4MPn2NfVhYGJqamrBixQp88MEHEAqFsNvtrAI8CaYsR0pKCm3KrF27Fg0NDQMaYQK3pUr27NnDOtA8//zz2Lt3L5RKJYxGIzQaDbq7u6kBHTmo8BkOx8fH0+bNhQsX0NzcTKnsgYGBrMR0xYoViIiIwJIlS1BfX09RwSNGjEB9fT38/f3hcrmwYcMGxMXFsZDbxOCXyOV88803VFLGl0QP39hlZ2ez5BaCg4MxatQovPrqqwgNDUV9fT2mTp2K9vZ2/OUvf8H+/fuRlpaGzz//nJUcDnSoVKvV0Gq1aG1thUQioWbEfMbGpJF09epV9Pf3w2w248aNG1Q+RywWo6urC9u2bRtwDjDvma9RyZ2z5D6YBrKkoCESiXDq1ClaQA4JCUFERAT1gxiKsShBIJKiNEFrkwMrocOKRCJIJBIqq8FXUCH3wEzyuUUYtVpNzUIH60HAl0RlZGRQuYDq6moWepHIwDGLdASRLpfLWfOEWfAgDBJvc5YrWUbQwhMmTEBzczM2btxIzTTJOkPGghh5EomdOXPmoLS0lMopCQQCBAQEoLW11SvjjC+87VckBpJZY6K1SGGJiSgjBUeDwYBx48ahoaGBNguWLFmCTz/9FAqFAnV1dcjIyKCa1lqtFmazmTYB2tvb0d/fD39/f/T390MkEsFqteLixYs+G3GLFi2CUqmkRSFi6NvT08PSxibziLk+8SWPq1atQnJyMvbs2YOYmBiUl5fj7bffRlhYGM6dO4fCwkKcOXMGR48eZTU2SXPJ7XbTQltERAS0Wi2ryEcaEMSvh4S/vz9WrlzpIYPnLQY6J/xQg6zNzPGRSqVwOp1wOp3o7e2F2+3GV199Rdd1skYRT5q+vj50dXXBarXipZdeQlVVFYRCIRobG1k+FnyMKIJ2NBqNaGhoQEtLC8RiMaxWK2JiYpCRkUHXqVOnTkGj0aC2tpbuiUzZNeZay2fGunLlSq+gAWLQGBAQQLWSyRmReBeFhoair68PEomE/jbT7Jt8l1qtpkhQX2wEwDuDiDlvsrKyYDKZ8Jvf/MbDqwbwBJ8AGJAJwYyB1iy+MJvNKCwsxLp162A0Gj08fsh8UavVmDlzJkJDQ7Fw4cIBUfLeGguxsbGQyWSYN28eGhsbaROcMFWcTidCQkIQHBzMajxXVVXBbrfDZDJR82pu888b8pV4sXz44Ye4fv06LBYLWltbKUOGu7etWLECCQkJ1GCUyLTZbDbMmzfPJ3qeyDHySQj5Yud5C18NAq6MljcUMYnDhw9DoVCgtrYWRqMRTU1NvPKVwzEcP5QICQmhxXS73Y5JkyZR43DCAiPyMW1tbXjllVcA8DdXyfqUlZWF/Px8uFwuXm8Opj+hy+VCZGQkTCYT2traANzW0NfpdJQRbbPZsGvXLly+fJkFuklISKBr6qJFi3Ds2DGoVCpYLBYsXrx4wDyPXDPfusJcCwmQzdv+zTQdf/jhh7Fq1SokJSWho6MDq1evxrPPPus1lyK/8e6778LPzw/bt2/nZQ5z8yfm/lBaWgqr1Up94gICApCSkoKxY8fi+PHj1B9v6tSpWLhwIT755BNkZGTAaDRizZo19Pq43/tjO+N5i+FGwHAMx/cUP7VGwGCSDIJMiYyMRGVlJUtTfrBoPK6BDTHp9GV8yPzbwsJC3Lx5kx4GSPD9/r+CoGIGKagJBALY7XaEh4cjNTUVWq0WLS0tHr+h0Wh4jXiTkpLw4osvQqVSYffu3cjMzGRpBHLvlUl1Jvq2vsbHV/BRHb19hy+DT77gjj0xZrt+/TrEYjFFyjI3c25Cp9VqMXbsWJYR5uuvvw6DwcDrxUASsuTkZLS2tmLGjBlYt24dZXYAwLJly3Ds2DHIZDI4nU7ceeedlCrN54WhUCgwb948NDc34/z58xSN4HA4IBaLkZeXx0pM+VDBVVVVSEtLg0QiQWJiIiIiInjRjQQt3NnZCblcTiVltFqtVxYLc+yIce/06dORnp7OkltISEjAF198Qd/Xu+66C+vWrcPJkychk8l49ZnJ8zh8+DDq6+s9EMrAt4wgYvQbExPDi+rXaDTYtGkTNfsUi8W0oUJ0+UePHs07Nt5iMHOZOTZMA1lycCXeCU1NTfDz86PoeOa7PdiDJtMLhM+3hNBhCfpzypQpHuPOd+1cJLVEclse4MiRI2hpaaHI8MTERCqJ4e1amUkUQf0wkax86EVmU4I0TwoLC1mmisS8kBTfCALc2xrOXB8WLFiAZ555hho6bty4Ec899xxLA5bZBNm8eTMtLAcEBMDf3x95eXlUzoZLAx9sEESZt3k20H7GRWtxEWhk/Pfu3YuwsDBWs4CwnRwOB1wuF5RKJWJjY6kBJfHIaW9vp8kTQcgTvxTSROBDUDMlwwgN+5577sGXX34JALDb7Zg8eTKvxB65N2byyHw3iHlcYmIi/v73v2Ps2LH48ssvadM3KioKVVVVrAZCdnY2hEIhTp06BbfbjfLycixbtoyy2si7BADl5eUQiUSw2+3w9/cHANx1112Ij48f9LP9MQaRXjGbzVSi0Ol0AgD9X4PBgIiICGg0GsTGxtI1ipisx8XFITQ0FHPmzMFrr71G10k/Pz/KJOObR1z2nMFggN1uh8vlglAoREZGBkwmEx5++GFcuXIFOp0OdXV1kEqlMBqNsNlsXqWs+KRWvDWHJZJvDRr5CkNkvkVERKCiogL9/f2w2WwQCoUsKQXyXRqNhleijA+wcPXqVbS0tEAikUAgEHjIHXorEHODgE+AwTEhuPc/FMYL2VPq6+tRX1+Puro6KBQKfPjhh7weP9z13FuBaSCJooKCAjQ2NsJgMEAsFuOTTz5Bdna2h4REbm4u9W5avXo1HnnkEcooYJpokuCeAQQCAcrKyvD8889T2TmVSgWXy4WJEydizpw5iI+P9woaYEoemkwmTJo0ieXRwxf/rpxioJBIJIiLi2Od6whriu+3yVwne8qIESPQ3t4OkUiEiooKn+f94RiO/9aQSG4zjVQqFS5evMgyDifrSW9vL+x2O5RKJe6//34sWbKE5kfMpieJ0tJS2Gw2D28OwJNl3tPTg/r6epjNZjidTurrRL6D1DC6u7vR1NREUezJycm0YTB27FiUlpaip6cHgYGBFLiydu3a75zP8wHZRo0a5eHFxBxH5n5XU1OD1NRUiMViJCcney3gWywWmEwmuFwuyGQyREZG8jKH+YAoZH8g7E+9Xo+rV68iJSUFlZWV9GwoEAio9OjBgwexZMkSxMfH49lnn0VKSgpvY4IpM/ljbwgMNwKGYzi+p/ipNQIGk2SQQkBNTQ1+9rOfITo6mhfZOlABjWxgxFiLoMWkUik19+IrjJNO/enTp3Hs2DEPeh7fQf/foRlMCmphYWFoa2tDamoqLYDy6eOVlpbyGvFWVFSwtD+3bduGvr4+3mTKm+nwd0U7Mos4qampyM/PZ/0m9wBgMpko04PP5Jnv+5nahps2bYJarYbVaqUFCJI4e0ummAwIjUaDPXv2QK1W08SaiZgmhxShUIjq6mr4+/vjwIEDtKmQnp4OhUKBI0eOwGKxQCAQwGq18hoOk/edieKWy+X45S9/idTUVDz44IP4zW9+4zEn+FDBS5Yswb59+xAfH+9V+oaMEVO3kVBTByoo8Mk2zZ49m4XkbmlpoUjwvr4+TJ8+Ha+99ppHUZdrjOXn54dvvvkGUVFRuH79ugdi3xcjiHt/kyZNwj/+8Q8AoIVMf39/ytxwOp3Iy8sb9LssFAqxefNm3gYFc2z4Dq4hISH46KOPEBQUhBs3bmDnzp0sQ0xfDSpv18d89rU8viVM9OfatWtx4MABn+sQl/3DPGxfunQJaWlpGDVqFGpqauBwOFBcXIx9+/Z5RYWT50AQSUy6LxdlROYTn9EYKSYTU0W+4gzR59fr9bSRxU0MSktLMWHCBLoGyuVy6HQ6NDY2oqSkBE6nEwaDAeHh4VS3lcmYCQoKojIJ+/fvx9atW6HVar0W4QeKwRTu+PYzJuOkoqLCp5wIt1lAzOEIc0Kv16O8vBxxcXEoLy/HhQsX0NPTg48//piaqLvdbrjdbgQFBcFqtdJziNvtxogRI9DY2IgnnniC9fy4ci7r16/3WBNycnKGtKYzfSKIP4NCocDZs2fhdrtht9sB3PZF2bVrl4fHUFtbG5xOJ6WBc6XtGhsbsWbNGirrQu7R7Xbj+vXreOCBB370CZ+vIHO5o6MDlZWVEAgEcLvddI6QMBqNuHr1KmbOnEnPJhEREaisrERCQgLq6uqouSlznRw9ejRLHoEZ3KLDww8/jLKyMowZMwZOpxOlpaUwGo3YsGEDQkJCUFRUBH9/f9hsNqhUKvztb3/zWvAgc0St9jSz9TUOfIUhsuaq1WosXLgQIpEI06dPZyEK+e7LGxuB2Vh+99130dnZiRs3bsBoNHrIHQ61QMz97YaGBqSnpw9Y2BjMGZv7G8RXwd/fH2azGRkZGR4MTRLMfSg0NJQywJjPbqB7JU1wsViMvr4+TJkyBRqNBmPHXCvS0QAAIABJREFUjmU1hPPy8qgJenZ2NgCgo6ODMlCZQVD/hLly5coVFBcX48SJE7Barbh16xYCAwNpsa2xsRFr166lTWtukD1p9uzZLI8UwiT2Bjj6d+UUAwWfXxthTfH9NrkusqeMGzcOJpMJXV1dSEtL8zjvD8dw/FBCIvmWRc1FoRMWWFJSEnQ6HZqamiASiXzK2nrz5iD/RiR8+/r6IJVKMWbMGCQkJKCpqQmBgYFwOp1IS0uDXC5nmYNXVVVR8Nj58+dZZ3OyFxO5L6fTiQMHDmDFihUABi8Px70HZlP1pZdeonI9TLYUOa8WFBTAYrGgpaUFarUaFRUVCAwMpNfI9ephFvDJOZWAgXxJAXH3B+beTwAgzLPhzZs38fnnn8PpdKKlpQVmsxlffvmlh5wZ+V6n04nKykq0t7ejoKDgR7+uDTcChmM4vqf4qTUCgIGTDLPZjMcffxwXLlxAcXExPvnkE17td19B0NAul4tu7uRgTwohW7du9UDL8+nBD2S2O1QEla/vmTlzJsLCwng3Mu5vaDQaXiNe5uZ96dIlpKamUgkFLu366tWr+PDDDxESEoK6urohyV54i9LSUvT19Xn8JrcA+vDDD2PDhg1wu92oqamhGtJDGa9p06bhgw8+gMvl8kicvck4MRkQ7e3trPHh0qLJIYWpZc2lQBcXF8NkMkEul0MoFOLxxx9nSUxw33cuivvVV1/Ffffdh/j4eN6x50MFc7WDvenaepMeGSjJ5qLYSNLMpGZykeBTp06liHi+oi7XVCo5ORl6vd7Dl8EXI4gbFy9eRGtrK4xGI2QyGcRiMSIiIuBwODB27FhYrVbk5OQM6p0mRdukpCSUlJR4lRTiJsOkwFpSUoLk5GT6t3q9HrGxsVRSgsRQijl88577nAn6Mzg4eEATb+a7bzKZsHjxYoqWXLJkCfLz8yEQCKg+tkgkglQqhUql4pVnYl7nQGs6X/OD23i57777KNKIeZ8KhQKvv/46XC4XRXpzfQ740EFMk82ioiKYzWa43W6a1OzcuZPFmElOToZWq6WsCqap7neJ74Ls9MY4GUg7m8mwYDIntFot3U8mTJgAu91Oi63EI+fuu+/G4sWLcezYMURHR8NqtUKtVmPixIlU3/yZZ57hNT1mvm987JDBjh2Xhk4KhcQ4vK+vD2PGjIHNZqOJI/edEwqF2Lp1K107uAW0goICmqC6XC6qFR4YGAi9Xj/gXj/Q9f8Y6OQSiQSXL1/G1atXKVOEG1OnTqXrQkJCAn0fmOcWUlAMCQnBtWvXBvRr4e7Xa9euxZw5cxAWFobU1FSWpEt1dTWVWbn77rvpPuJrrnLXqIGel7fCEBOIkJeXB5VKhX/+859e9dEHYiOQJmd9fT2EQiGCg4MBAHFxcYiOjvbqpTCYAjHzt+vr6yGRSHil47gsWD6NeF+/Qfb1zs5O+Pn5UXk/Pvklvn1o9erVHsV0b+c35nXJ5XKUlJRg8uTJVJKRNJ4jIyN5zcL5ZG+Y0kZ2ux2tra2YNWsWMjIycOvWLTidTnR3d8Pf3x8WiwWTJ0+mZ26+MwJXKmn37t3YuHEj9Ho9y7PCG+BoMDnFv7re8Mkgdnd3o6CgAJMmTUJ8fLwHc4fZUCNzPTU1FTabDd3d3dDr9QMyToZjOP5bg7nmXLlyBRMmTKDSnsw8au3atdi6datHfsR87wkojo8NSnJ9wkx66qmncODAAepzs2zZMixduhT5+flU0sxsNsNiscBisSAgIAAymczjbE6aoDdu3KC+TYQx8OKLLw4KfOTLo4YJMmQqE5Dz6p/+9Cd88803aGlpgb+/P80L1Wo1XX9feOEFWpgnige+Cvje8gq+/YE8A670p0ajQUNDA06fPk1Z2gqFArGxsR7PjdSOKioq4HK5YDKZBsWk+6HHcCNgOIbje4qfYiNgoDh27BiOHz9OJT8iIyOpEe5gw2az4YMPPoBKpUJPTw+2bNmCwMBAViFEJpNh06ZN6O3tZXXUh2q2C/z7NIPJ9/AZFnJ/gxzKuUa8zCTiiSeeoIcJLu16wYIF+OKLL+BwOGAwGIakpe4rvCWr3KKYwWCARqOBSCRCcHAwtFotYmNjh5TgEE35jo4OD8NNvmSKy4CYP38+Pv/8c6+0aIIy4GpZMxNwoVCIP/3pT1TH3Rey1Gw2UyNakUiE9evXswyUvQXf+8VF0vIVWr0llAMVFEiT5dChQywUG/czTCQ4E0lGEMIAWIfKzMxMtLe3o7GxkfoV8H3vYOW/SEGBSJr09vbCZDKht7cX8fHxGDly5KBp9Ux0ujfjaOb1CYVCTJ48GWPHjkVGRgbsdvuAfzuYsef7vYGeM99nmeNEGpxEVkUmk1HpDoKWnDdvHktexWazwWq1wmazDdl02dvYchMI0ni5dOkSy+wzMzOTZQY7atQoOJ1OOBwOjB8/nhZsvXlOkHnLNNk8dOgQpFIpAGDSpEm0MM5kzEycOBHHjx8f9LMZaK36LshOb4yTwbzHfCipzMxMup+4XC5s3rwZGo2G0qaJR45YLMbhw4epHu3f/vY3aLVarFy5ElVVVV5Nj7l7Eh87ZDDjxkWEE7Njh8NBTZsXL16MZ599lrVPMdFoeXl5Pht5pAmrUCjQ1dVFPTeIwd6iRYt8ymB5i6GwfH4IERERgf3790OpVKKvrw/jxo2D3W7HjBkz0NnZifr6ehgMBtp45ybgZO/JzMzEjh07kJ6ejvLyct5nwvWi4ZMQCwkJYTVfg4ODYbVaIRAIoFQqWQbag4nBPi9f89dXk4+vmOKNjSAUCvH6669DKBSipaUF8fHxqKqqwrhx4ygrjRQ0+MbIVzALt+np6XA4HB7Xy2XBfvzxxzh06BAFy/B5gzDnLnnO+fn56O/vh0AggEAg8Fok52Oh8rGGuOcAACzJhoMHD6K4uBjAbYYK0/uEXB+XScsne0MKWUwPptDQUMTHxyMjIwN79uyBwWCgzJiMjAwkJibilVde8doEIN9HfDOUSiWOHj1KwS6DARz5yil8+Rh8V1Nom82Gp59+GuXl5SgqKsLVq1fxyCOPeHwPN0eRyWQ+m/TDMRw/hCCSMUuXLoVarcaFCxcoE4xrVKvVagfMj7hsUC7oUCKRUKAQAFa9YvXq1dBqtXT9W7hwIY4dOwaNRoOWlhYq2UeY8NeuXcOCBQtQWloKnU6H3t5enDlzhvp2hYWFQaVSDbhX8Rm3M/d0vv2QKe1jtVohkXzrmbNkyRKcPHmSNlZUKhWkUilqampY7Di+8wP32vjWIW95IrMRS+o/iYmJuHbtGkJCQqiH3NWrVz3WK3KfbW1tMJlMlBHL19T+McVwI2AI0dvbC5FI9H1fxnD8SGK4EcAOs9mMvXv3or6+Hm63G8DtMXrmmWeGtAiTZEOpVAIAgoODMW3aNJpQMs3mqqqqaMd37NixrE49n4Youc7BHrj/L5GC3pIF5mGdb7NkJiJyuRwjR47k1VLnu/bBIOkGU3xeu3Yt9uzZg4aGBnR2dqKsrAxZWVmsAuBgCiq+DDe548Ola65du5bqB6anpyMpKcnDXIkgXXU6HSIjI7Fq1SoAoAi6trY2GAwGOBwOjBgxAuHh4bzIUmbyVlBQgPXr19NE8ru8I3w6i3wHPW9NhIGK7Wq1Gg899BDUarVPGS+uAShf4k6KuwRB2dbW5lUrmvm9vpCJZI6HhYWhoaEBUqkUDoeDmlvabDa0t7cPukA0UNGWOd7d3d144YUX0NfXh48++gjz589HQUEBC0kkk8l4i4qDbXTwxVAR5nxmX6GhoaiurqbSHRLJbVZBfX09kpOTYTKZ4HQ6oVKp0NnZiTFjxuCbb77BX//610E1rQY7tuSdlcvlEAgEUKvVVL6tqakJcrmc3qdKpcI//vEPCIVCVFZWehio8+lMc4uS06ZNw5EjR1iJGxfpNRAd2dvYelurBnrWfPOej3EyWON2X+/w5cuXsXjxYiiVSlRWVuLPf/4zRo8eTf+WzKfAwEAEBwezENZDaWgM1BT3Nm59fX2sJsXatWsxcuRI2uQNCgqC2+320Jrl+jwQNkdrayvi4uJY16FWq5GVlYWmpib88pe/hM1mQ2hoKEJDQ/Hoo4/itdde+07F/P+Upvd/Ksg4tbe344UXXkBycjLWrFmD++67jzbxuY13viDsQKVSydsg5b4L2dnZvDIrzIL2woUL8fHHHyMqKgpOpxNPPPHEkL07vDUm+Yxp+eYvV0JmIG17PmAHc4yYUnjx8fH0bLBgwQJcunSJFjR8jZG34DZTuAj7goICmEwmALf9eWQyGbRaLct4mYwNMVXnzhGmHrZcLseTTz6J1NRU3uvhnsFyc3O9Nt+YawlX7pM0HVwuF0aOHEnZsNz3ibme88nekH2I6cFEGksA8P7778NqtVKwQXNzM+vs5u3dUqlUqKqqglwuR09PDws1zJQGGQrgiPsbfA0N5rPxdX7i+nmp1Wo0NzdTn6XAwEBotVo0NTX5PJeS99ebHNtwDMd/ezQ2NiInJwfNzc3Yu3cvJk+eDLfbzZpfXKNatVqNe+65h+rwc9cD5hwdrEQvOXtxgRZEFs9ut0Oj0eCuu+7CnDlzkJubi66uLixdupTF2MzNzcWJEycoM/P555/nNQ325RnGd47h2w8Jgl4gEKChoYHlmfPss8/S/PrChQsQCoU4ffo00tPT0draio0bN6Kqqop3fWlsbPQwueeuZ96AT8zG7siRI3H9+nXU1dXB4XDgzjvvhEajgUwmYwEQmRESEoJ9+/YNylPoxxI/2kbAgQMHBtQnHUrU1tbif/7nf/DAAw/8275zOH7aMdwI+DbIAq7RaFBbW0t1aUeMGIFZs2YNqYhONqfKykoP5NqMGTNQX19PD/5c3VZmp34oaBxf9zTQZ/+VZsFgCvPczXIwiQjftfMhBgb7m9xDhFarZWnYh4aGehQAB1NQGUphle+zxKSQ3NNbb70FnU7HkmJZtGgRRU7fe++9ePLJJymC7sqVK+jp6YHFYqHa9AsXLvSqh86HyBtKAsf3bBYsWICdO3fC5XKhqqrqO7NY+NB+Q2G6eEvcucXd4OBgr1rR5DqYiA6+d414RNy4cYNqWTscDgiFQjgcDjz11FP47W9/O+gC0UAIEyYa8f3334dQKMS1a9egUqnwySefYOvWrZBKpVR6zJesy1DHlXnPRPKMPOeBmiVcsy+ixUyKIkRPlMhILFiwAPn5+VAqlejo6IDJZEJAQACOHj3Ka/44UPDpEJMEghRlCOKcFNXWrl1LE5crV67g4sWLUKvV6Orqwh133IHQ0FBqoE72iTlz5iApKWlIjS2+Zz6YecEdW19rlbdnPRCLh48qPVCQvyWNTSKzRJIqPz8/ito6efIklTPxVdhkfu+/Kn/nbdz6+vqwcOFCBAQEoLKyEps3b4Zer6dNXo1Gw3pHyRpZUFBAvVaCgoJQWlqKwMBAj88yGwd5eXkICAjAwYMHYTQa0dnZif7+fipt9l2K+f8pTe//VJBxCgsLwz/+8Q9MmDCBvku+Gu/cGGhchiqTFhkZSZkrAQEBFD051PeRKwERFxeH9evX8+413KY0KYbbbDYqIcNsRAy1KcQnhUfORkuWLGEh1bmyhL6Cby/na9SLRCIUFxfDbrejr68PAoGASmmWlZVhwYIFtPjPNFUnUg9NTU0IDQ3Fjh07BiUxyVyjEhIS8Ic//MHrHu/tmVVVVcFqtaKtrQ12ux3t7e145JFHUF9f7zH2zAKeROIp18FsTDDN1glyv6amBn19fQBAi93EzNLXdRJUqZ+fHyZNmsRCDUskEq+Ao8HkAr4a6+TevckgMZ8D08/r4sWL6OjogMvloueoS5cuDfhsmO/vYBvWwzEc/03B9G2TyWQICgpCcXGxz/18IP+nwUr0cj/LlCQi30dY562trWhra0NHRweefPJJPPPMM5DL5dixYwdrXQ4MDMSKFSsoM5PJLmCe33x5hnm7b+551maz4eDBg2hqaoJQKIRYLMaMGTOwbt06aLVaSCS3JfaMRiPOnz8PtVqNmpoavPLKK3j55ZdZQDGSM9tsNg+Te6FQ6HM9I8FsxNbW1sJms6GjowNSqRRGoxEREREoLi5Gc3MzBSAyZdmY+QphxP7YmwDAj7gRsG7dOty4cQMTJ06EWCz+l77r5MmTePXVV2EymfDoo4/+m65wOH7qMdwI+DaIVqrZbIZAIIBMJsMdd9wxJHkPEhKJxKPIzOyyx8XFUX39oXZ8h5LocVEB9fX1HijFf0VW4Lv+ra9ExNd9kuLbdymWkN9lHiK4RQVmAXAoBZWhFFa5n+Ua4zIp3Hzj0NTURKUkZDIZwsLC8MQTTyArKwtZWVlYvHgx8vLyPJ6JL8kkphEq88CzZcsWaDQaDzM57jWRArRKpYLFYhm0Lj4z/t3yFlz998E+Wy6iw1sBxGaz4X//93+pQfOIESMAAOnp6fjjH/+Iu+++e0jziEgv8KEtuWhEiUSCuro6CAQCWCwWZGRkIDQ0FEKhED09PV5lXQZK8gf6dyJ5JpPJ0NnZSVkW3p4Z951btWoVvT9SkKmvr4dGo2Hp4hM5rAsXLkCpVHrVQR3MuHJ1iJlmwkzvi5ycHFaTkPzbhAkTYLPZKHKopaUFK1euhE6no1qera2tqKioQF5enk8GF9/zHWjt8DYv/tXir699hFyTLySxtyCNTWLolpmZiXfeeQcmkwk9PT3w8/OD0+mk5poESeqtsDnYcRpscJGos2bNwrJly2gBUqvVQiwWIz093es7SopcAHDq1CmEhITgxo0b2Lp1K1pbW1mf5fq5dHV14ezZsxCJROjv70dMTAzuuOMO3HPPPd9p7yFj8+9qlHzfYTabaYOFMHAMBgPy8/Oh0WgQERExaNbMQOPyXaWz+NCTzOsfqJDKLEZfuHABLS0tPvcaIp9TU1ODPXv20KILX0N7MNr23sZowYIFqKioYLH8mEj1mzdvIi4uDpWVlaisrERdXR2v8a+vJiO3UU88fSZPnoycnBysWbOGtRZzdaFLS0sRGhpK/baIgXN6ejq+/vrrQUlMkjWqubl50E0O5jgtXLgQ1dXV6OzshN1uh0gkwsmTJ/HrX//a5xzmK94xWbNcU3gCmOnu7qZNkv7+fgq04HvXmAX2iRMnwmg0Ys6cObx6+1zA0WDPYHzzivve8ckgcceW6eel1Woxd+5cjBo1Cg8++CDuvPNOKqPqS04EuN1kt9vteO65534SRbPh+HEF17ftpZdewrx583zucQPVAZhzdNasWXRd4muWcfcjpjm9RHKbcdXc3MxinRNfOgKE+eabb1hyq9yzIzmzMovt69atQ0NDA6qqqmAymbBmzZohSc+RcaipqQEASKVSdHd3QyQS4cCBA6yz8saNGyGRSNDe3g6RSIRjx44hLS0NSqXSgzFBmAnE5L6xsZHFYPZVeyBgKQCw2+2YOnUqqqurIZPJ0NXVhZqaGjgcDrjdbmRmZiI8PJwXlMfNV37s8X9RixT8y9/wb4pLly7hmWeeQVVV1Xf6e4fDgXfeeQd//etfYbfb/81XNxzDMRwkYmJicPLkSZSWlqKxsZHqcpaVlbHMVwcbd9xxB1pbW3m/Q61WIz8/HzNnzsR77703JMmLCRMmoKysDDabbcBrI5+1WCwoLCxEXV0dFi1aBLPZTD9TWlqKpKQkSCQSJCUl4cqVK4O+Fu7fFhUV4csvv2R9v7dQq9X4xS9+gV/84hcsNBL5e777HMq9DybIc7jrrruwbNkyqFQq5Ofn4/7770d+fv7/+SZsNpthtVpx+fJlBAQEwGQyYcKECbhy5Qodi5iYGNY9P/TQQ2hpaUFnZyc6OzvR3NyMqVOn0rGsqqrifZ7kXu+//35s2rQJpaWlMJvNiImJociMwsJCWK1WJCUlwc/PD0ajEYcOHfJ4Z7jPwe12IyUlBREREUhJSRnSO0SC+S7Fx8ejoKBgUO+Rt3HNy8tDamoqSkpKsGnTJuj1/4+9rw9r6rz7/wQCIRgCAZKAERGwihUkWHGF+lJ1s6usTl3bp6vUFnvZqbTa2fXa48+uL3vWbt3Wdm2HPNpWLReunXa42VbZfCqKFWqrNYgKPjMoYoDIWwjhJeTt94fPOT05nCQnryRwPtfl1QLJfe77Pvf9vb/39+XzVbB6t0Q/kpKSAABarZZxrRGfIxyHXV1diI6OhkqlIinB2PZ13bp1OHbs2Kh5JkCd77a2Nly5cgUCgQBWqxVSqRSXLl2y2x8xMTHQarUQiURk3109h00/VCoV7rzzTly9ehVRUVHYuHEjWWSaSXZQ1xzTnIvFYqxduxZNTU12e5qQDXv37iWV6aamJrf3uyvZRtSNEIvFdv9P/VtBQQGamprIiO0PPviA/HxxcTEsFgvprKirqxvVB/q8ajQaRhlJlX1sxuBqbl3B17KUqb+ZmZl48sknMTIygq6uLsTHx8Nms+F73/se1Go1cnJy7D6fk5OD6Ohov8hdYn4BkPIvNzcXW7ZsQXZ2NoaHhxEREYFbt27hgQceIL/HtEZtNhsyMjLw1VdfITEx0U7GMK1nAkqlEufPn4dEIsHw8DCioqLQ2NiIjo4OlJSUoLS01OP3SV+/oQhir1y9ehXHjx9Hc3MzSRNGPYsAsB6rs3lhu4dc6SV6vR5VVVU4dOgQyXfvSIZSny0UCpGTk+PyrKmtrYVOp4NWq8XQ0BC+/fZbh/uWPiYALuW6WCxGTk4OSkpKyM/J5XJ89dVX0Gg0EIvFuP/++2G1WvHmm2/i1VdfxWuvvYZf//rXePTRR1nLLCqo89jU1ITi4mJSF6S+M/rnPvjgAyxfvhybN29GTk4O+vv7ScPN/Pnz0dzc7HDO6f1zNe/O5slms5HjNplMMJlMuHjxosP1RDi4mM5LpjVKRIaWlZXhhRdewI4dO/DCCy+goqLCLlOU6b2q1Wrk5eVBJBK5JVPduQswnZfUsRcUFLg8X6jvtr6+HlFRUSguLsaqVascfp867qKiIjz66KN46623UFlZiU2bNnmsM3LgMFZQKBSorKzEihUrUFlZSRa9pu4vjUaDsrIyaDQaAOz0N7FYjPT0dGzZsgVZWVk4f/48Xn/9dfLuRz3XqOcRff8rlUp0dnZicHAQOp0O7e3tWLlyJerr63HixAlcvXoVkZGRWLBggcNzlC6vamtrceedd4LH40EkEpH2TbZ6DPV+TNyHu7q6SMdEZmamnXzds2cP+vv7SepWqVRKnqPnz5+HUqkkx83j8Ubp/GzkGRU8Hg9hYWEoKiqCRCJBZGQk+Hw+EhISkJiYCB6PR2YEEG15Y4vhMBpBkRHw0UcfgcfjwWAw4Pjx44iLixvFBeUMWq0WL730Es6dO0fylfN4PC4jgIPPwGUEfAeVSoWWlhb09/cjISEB6enpmD17Nl588UWPLteuotGo0VHuUPO4E/3nKKKR6s32NLKUTudARGgRqbz04kTO2mHif6Xzqzqi0vAW9AhWdzlwnY3J2diplD+dnZ3kRbapqckuHX7v3r0oLS0lI6WlUqnTbAp6JDydYoNI+acWQuXxeGTa+YwZM/D555/DZrORGS30aDn6e2DivnV3/qiRuo6oNdjOO1G8lc/ng8/nIzExkYx8cxVV7CxVn/650tJSMgsiMjIS/f39iI+Px9///nfWNDZsMnyo852bmwuz2YybN2+SRfb27dtHpsE6onVx9Rw2/SAia4iMAKVSiUuXLjEWsab23dmcO9vTTHQ67sCdugvOIiwdFdtsamrCyZMnwePxMDw8jPz8fGRmZtr1gQ1Xq7NITFf72dMoeX9FkVP7e/78edLInpqaimnTpuHXv/410tLSHEaS+pragYnma+rUqbBYLGQq+6VLl5CXlwetVos9e/YgLS3Nrg36XMXFxeH3v/89IiIioNfrcffdd5N1WZzNq0Bwu1ZEZWUlbDYbKaPEYjGSkpLQ2dmJH/zgByFtzPcG1dXVuHbtGhoaGhAXF4eWlhaEh4ejtbUVPB6P8SzyFu5m5ND1EgCk8f/LL78kuerZ9JPtWXP16lWcOnWKLL64dOlSxMXFkRHQzij16HKdoNPh8/l2+hldTu3ZswfDw8O4desWmR178+ZNDA4OwmKxwGKxgM/nY3h4GBkZGXZ3WzZ7mq38oX+O4ICnF3D2pJaJq3kn3j91bol5Ipz9PT09iI2NhcViwaJFizB79myHvNERERGorq6GQqFw2lfi8729vdi1axc2bNiA+fPnQyaTke/MWV0mT2Wqt7KYuu7YvF8ie+HatWtQq9UwmUx2dS2YaOaYajVERkY6LHrMgUMoQCy+XVCdaZ9Qawjs2bMHK1ascEi3Q4Ver8fatWsBADdu3EBubi7Ky8sxPDyMsrIyVFZW2lFv0YubM1GJ5eXlIT8/H9OnT0dSUhK6urowc+ZM8Pl83HnnnQ7p0OnnUGpqKiorK8kzZP78+awzfumR8zt37kRmZibmzJmD2tpaDA0NkbW8qI7Ke+65B5988gmkUim6urrwwQcfICkpCU888QTKy8vtMpdXr15tp/OzPa+Yal099thjOHDgACwWC1kDLS4ublR9ISbqVV/qwsGMcUsN9MUXX5Cp0BaLBWfPnoVWq8XcuXMRHh7u9Ltff/01XnnlFdy6dQvAbQcAj8fDww8/jDlz5gSi+xwmADhHwHcgjDNmsxkDAwOwWq349a9/7dWlnI2hxhNKFHcMQALBbSqi9957j1HBd3bAOTJoE6nqN2/ehF6vx0MPPYS8vDwyldeRwcvZ2Jn4X7u7u6FUKkcZU6hj97YYsq8LLbJ9n9TnSqVSPPLII5g9ezZjOjy1cCYxB0x1JIjU8+zsbJw/f54xTZ5JIauqqiI5VgklKCYmBg0NDQ6NvO5e+lzNGcGL6Ixag+28f/bZZ2hvb8eVK1fsanSwWTPUsdBT9emfmz9/Pv7+979DqVSitbUVMpkM/f39mDZtGmJaYiKhAAAgAElEQVRjY1k5/tlevon5lslk2LNnD+666y60tbXhww8/tMsoIj5HT8119Rz634uKikY58ogxV1RUIDExEf/7v/+L3bt329W08ATO5Jm/jN30fbpw4UKHhcId9aGlpQV1dXWIjo6GzWbDsmXL7N453VnqiKvVWf2ODRs2IDMzE2fPnvWqYLKj+fEF3Q4Buvz57W9/i507d8JiseDKlSt45ZVXoNVq7WS6vxwSRH+YaL6oXLSXL1/GG2+8gb6+Pmzfvn2UE4AAda5UKhWGhobQ2tqKxMREaLVassYP/bN0iMViSKVSdHd3Y9q0abh27RoGBwdx5coVxMbG4oMPPvCaFi0UodfrsX37dty4cQMjIyMwGo3g8Xgk7Ud0dDSmTJnCykDprU5ABdPepPK+E45ngqpvcHAQkyZNIgu+Ons+27NGJpPhyJEjSExMRFtbG1paWtDU1IQvvvgCc+fORXFxMa5du4aKigq7cw4Yzf9M0OnQa8gQRiDCaZySkoKwsDBMmjQJycnJuPPOO1FdXY3+/n4YjUayfT6fj0WLFtnJPXeM/GzkD9PnnDm9mUBdE87oeOjfoetyVGPZ9evXMTg4SL53KqUjFXQapGnTptkFGDE5G6h0kYcOHcKSJUuwYcMG9Pb24p133sFDDz2E/fv3M1JAJSUluU2xQcwpvYaBN2DjZNuwYQMGBweh0WhGOdDoQTr0+Ver1RgZGYFOp/Oo6DEHDqEAeg0Bm81GUhc6219HjhzB8ePHMTQ0BIvFgs7OTiiVSvT390MgECA2NtauKPuMGTOcBjEIhUL86le/gtFoxHvvvYfi4mJ8/PHH+Pe//213z2KioqPfL4qLi3H06FHo9XoyYNrZ3qXKSLoTND4+HkuXLoVGo0FtbS0iIyNhtVqRmZlpdy4lJiZixYoVAIAXX3wRaWlp5F2JTa0uNucV0z2rsbERRqMR6enpiI6OxpIlS/Cb3/xm1LlDUK96Q7Ebqhi3joBly5bhxo0b0Gg04PF4sNlsuH79Or755hsolUrExMSM+o7NZkN5eTl2796NkZER8nsxMTHYvn077rvvvjEYCYfxCs4R8B0qKirQ0NBA/my1WsloVH/C14ZoJri6mDEdcM4M2tXV1fjXv/5FFqldtGgRCgoKWBcncjR2Ov+rq0JhvuCV93VEKtv36Yw/3d0+0SPho6OjkZSUhPj4eMaobmrUwdatWxkzL6ZPn47CwkKXl0lX/PauQI/u2LZtm110BjF2V8YdemHarKwsABhVo4PNmmHrwCspKYFSqcTFixdRXFwMlUoFs9nMWATKEdw1hFINIO4UkmIjA6hc0QT3f2lpKW7duoWUlBSIxWKcPXsWXV1diIuLw6xZs6BQKOycVMEGR+/SWTFptnJYJpPh6NGjSElJgdlsxtatW+2cTXTu+w0bNjCubVf1O86cOQOBQICjR4/ixz/+cdDONdXglZSUBL1eD4lEAqFQiPT0dDIajcnRQuWP9dX46IXbhEIhmpubSWcnsdaJoncEb7erYukSiYR0xmk0Grdq/AC31015eTmuXr0Kq9UKs9mMxMRExMTE2NX0mEg4c+YMdDodWltbYTabAdzWwSQSCUZGRrB161ayGDfxeab34+taM2wcqOXl5ejt7cXw8DBjpJ8zsDlrBILbEZlEMVXgduHYxMREfPjhhzAYDOjs7ITJZEJycjJu3brFWKRXqVRiZGSEsYbMjBkzSG75nJwcnDt3jizgS8i2NWvWID09Hbm5uWhsbMSMGTNgtVrt5J474/IWjpzedDCtCTbfoRcDpxrLwsLCyIym2NhYzJw5k8xWoIO6hi5fvjzKCcDkbHjnnXcwadIksj6OVqtFRESEXS2pXbt2kZmiAMgsgnfeeQf3338/srKyWAU/UMfsrACpr0GXzxEREbh06RJmz54NhUKB2tpau2KidGPl5s2b8ZOf/MRprTEOHEId9BoCrlgKiCzIt956C0NDQ7DZbLDZbPjxj3+Mf/7znzCZTGhubobFYiHr41Gj/5nkIhH8JxB8V0BXKpVCqVTa1UJkKhJuNBrJQK/4+HgUFRXh8OHDEAgEuOOOOxAdHY3HH3/cYTYBXUYWFRUx1mK5evUqvvzyS4jFYgwPD49yUGs0Ghw+fBgrV64cFVDjq/PKaDSSWUmEDkDNQLt+/brDAFNX9YfGM8atIyAyMhKLFy9GeHg4Ll68COC2oV+n0+H48eNQKBRISUkhP6/T6fBf//VfqKmpgc1mI50AM2bMwG9+8xu3aIU4cGADzhHwHdrb21FTU0NyzEVHR+Nvf/sbYmNjoVAo/KYQ+5sagYC7B50zg3ZDQwOqq6sBgKTEyMnJIRV0eqqdozHRL0hvvPEGurq6sHDhQthsNpdGOV84UXwdkcrmfVIj4ImLHD36gm2f6JHwWq0WiYmJDp/NFHXg6FLsas1oNBoUFRXBYDC4TeNDgP4Oifmgjp3pskw31tHn/fnnn8eBAwdGKbq+crwR7dhsNly9ehXDw8NkzYXs7GzEx8czFudmgrt701Ol1dX3iL8TETdmsxkNDQ24efMmysvLsWjRIrz22mtoa2tDV1cX+vv7AxqB58tIX/p68aRQOGGgk8vl2Lx5s90+pTumMjMzkZWVNWpfO5MFEokEb7/9NgYGBmA0GmGz2ZCenh60uiDTnJaXlyM1NRXnz5936Bz2tfGW3h8mChD6WifkAdNFlkkueuKMI0A4h5qamgDcvhcMDg66RW8y3kCs9cHBQVitVgCASCTCtGnTYDab8dxzz2HGjBkwGo1O14qvAyucncXE3n3ssceQmZmJRYsW4dlnn3UYYe4NBILbmZ0VFRXo7e3F0NAQDAYDhoeHYbVaSfrYCxcu2EVQE0YYpVJJUvg5otMhireKRCKygO/999+P/Px80hE8ffp0ZGdnY9WqVUhOTh4l94IR7q4JZ1Q+RqMRtbW12LlzJ4RCIU6ePEkWUHZEPecsQt9RxsnSpUtx6NAh5OXloampCU899RR27doFkUgEvV6PvLw8SKVSLFy4EEajEfv374fZbMZXX32FSZMm2dETMmW/MTldAxGURAW1sObw8DB6enpgNBrx1Vdf4bPPPsPXX38NjUaD69evo6+vj9Q1qHoMEbRCz47lwGG8gIhYt9lsePHFF51mhVKzINva2sizFAAaGxuRl5eH69evIzExESaTCY888ggrpzUhG4gCuq2trZg3bx6ys7Pt7lmzZ89GR0cH6bwLCwvD9u3b0dzcjL/+9a947LHHUFJSAgA4efIkkpOT0draii1btjjcv2zuiMB3mXNJSUmjAnOY6JV8fW5RmRKOHz9ORvSzvc8HyhYUjPCHLZJnI7SiIEF9fT3++Mc/oq+vjzTw83g8rFq1Co8//jguX76MP/zhD9DpdHZOgMLCQjz55JPg8/ljPQQO4xBdXV0oLi4GACQnJ7NaZzt37vR3t8YEGo0Gq1atAlV0hIWFkRzjRJEuf0Cv16O+vp4slMn2O8QFzx/9IhSK7OxsNDQ0kIXnVCoVuru78eabbyI6OhqDg4N44YUXRmUrsR2TXq9HXV0dBgcHsXfvXrtiszk5OeSznRUgovYxGC6lzsbu6z7X1NTg2LFjEAgEMBqNWLBgAaKjox3OO/3zy5cvx8KFC+36x7Su6L8nKKEEAgH6+vqQn5+PwsJCu7bYgM18MI2xrKxs1Hfo8870Hnw1/3q9Ho8++ihZVFwgECAvLw+XLl2CUqlEdXU1lixZgqampjFbl57KCGKOIiMj0dLSgsmTJ8NisWD27Nng8/ng8XjQarVYs2ZNwLIUfblviHnJyMjAxYsXYbPZyHZ5PB7y8/OdZsCwmVM2/WXzmUOHDuGPf/wjEhISoNPpsGPHjqDLDKXOCQDGPZieno6SkhLGsbqSSWyf7Yhf11EUGPF96jvYuHEjTp8+7VFf2PZ33bp1SEhIwIULFyCXy9Hb24unn34aU6ZMcUsHGG/4y1/+gjfffJP8mcfjYceOHVi6dCnrtRIonWAsdA+9Xo8vvvgCFy9ehEAgwJQpU1BWVkZS9QiFQuTn50MkEjk8JwGQ+7G5udnp2VhaWupwz3qrf/pbf6VCo9Fg/fr1yM3NZXUeE4Wf5XI5RkZGMG3aNDz66KMAbkfdy2QyNDU14d5777X7O9Wxm5GR4XDuqHC2juiyMyMjA6dOncLdd9+NK1euYM+ePYiJicG6deuQkZGBkydPIioqCkajEYsWLcKqVauwcOFCuz1jMBigUqmQl5fH+LxArmnCcJacnIxr165h8uTJaG9vh0Bwm4YkLi4Ocrk84LoGBw7BCuIMaGlpwUMPPTRKpyH2Oo/HQ3V1NYxGI6xWK8LDw5GQkID+/n5IJBK372yEbMjMzMS5c+cgEAiQm5tLnhPNzc1IT0/Hpk2boNPpAABxcXEoLi4mbQUDAwO4++67YbPZcPbsWUyaNAn9/f14//33MXPmTJfPZiOXHN29y8rKcPToUURERMBkMmHFihXYuHEjmykn23V1XlVVVeG1115DfHw8enp6PNLVPbEFjQdQbZF79+5FYmKi120GRUYAFUlJSVi8eDHJWUwY+q9cuYK6ujr84x//wODgIBmNHBUVhZ///OdYs2YNwsLCxrj3HMYrqF64mJgYVmutsLDQ390aE6hUKlgsFojFYnR2dtr9LS0tDbGxsWhra7OLovFVhKq7Eb7+iqCk94nqxQZAPrOqqgoCgQBTp04d5Xl3d0wED2h7ezvJ4yyXy/Hggw8iMzPTrUJywXJwOhu7r6OunFEMMcFZ8VFH64rp90QkLREhotFo7Hiy2YLNO6SPcd68eTAajaPmkD7vTO/BV2vGaDTio48+QkREBIaHhyGRSNDa2orS0lL09va6XefAl9HuRHueygjqHH355ZeIjo6GVqvFK6+8gv3790Mmk5EUK4GKWPEkqtNRfRNiXt577z18+eWXMBgM+P3vf4+uri6cOHHCITenO3PKZp2xGZNCoUBVVRWSk5MdytqxBFMxVar8odJ3OJoPbwrWO3sfer0eTz75JPr6+lBeXk4alJn4womilNnZ2awyQzzdr8Q7F4vFuHnzJmJiYjAyMoKnnnoKc+fODap3G2hoNBqcPHkSwG0nQGxsLKZOnYp77rmH/IyrtRIoncBf0dOO1pVGo8FPf/pTnDhxAo2NjVCr1WhoaEB0dDQyMjIwMjKCsrIyfPzxxw7PSWrdJYLGxtncNTY2ore3F319fVAoFGTmoLf6ZyD0V+qzXNVNon9++/btuHnzJq5fv47+/n689NJLZO0EggKqs7MT0dHRaGlpIak6nNW8EolEkEgkDovR09cr1fBE1Iwi2jh//jzmzp2LiooKyOVyGI1G9Pf3w2QyYXBwEFKp1K5uCZUOsrGx0WFmVqD1aSoVBkE7SIyFz+djcHAQcrk84LoGBw7BCCL4qKqqCpcuXcLHH3+MxMREO8YCehbkY489hnPnzkEmk6Grqwt//vOf8a9//YvMNHKUse5ITonFt4sam0wmuwh9IstoYGAAaWlpEAqFePzxx2EymVBdXQ2bzYbh4WEIhUJ8++23iIuLQ2dnJxISEnDkyBEye4kJ7sgl+p2PGEt2djYqKipY0yvR54PNeXX16lWcOnUKQqEQQ0NDo6iJ2ICQ176myQx2jFtqIDqio6OxdOlSsjAY4Qzo6+uzywJISUnBb37zG2RnZ491lzmMc1A337vvvouHHnoIhYWFTv+NV0gkErz33nvIyMjArVu3SC5WABgaGiIPOWrKdaAuM3QEKoWXeqjSqS4eeugh3HXXXV6nhjvjcWbDOe8pTcpYgF481Bfpf+4oSa4uxY7WFf33YWFhMJlMOHLkCObOnYubN2+6zZNNH4MryhrqGAmKAzaGQ0dKrbdrhpiTlpYWUqnNz8/HgQMHsG3bNuzbt4+sw+CKPscfhhFvZYRAIEBmZqZdSnJaWtqYOd7cMRYTkYbNzc0oLy+3q9VAzAuPx8OlS5cQGRmJ5uZm2Gw2mEwm9Pf3Iy0tjVGBd3dOXa0zYkxisRjnzp3DE088wVi7wRH9UDCAMI7RjYVMcDQfnhqgXL0PopZNe3s7jEYjqqqqsHTp0lFFoQGQRSn37t2L0tJSRso2At7sVyodxtDQEMnnvn//fr+kq4cShEIhPvroIzIr02QyjbqwCwSuC5oGQifwRxq/IwoXPp+P4uJiktsfAFmc2Gq1YsOGDXjuueegUCgcnpNs6y5R547P5+P1119Hf38/mpqa8NhjjyExMdHrsyWQFDT0uiVMdZPon6cbswjuamI+iHv7+vXrsW3bNnJ9Oqp51dDQgFWrVmH9+vWMNIpMxismTmyxWIxTp04hISEB165dQ25uLtLS0vD555+T9EX33HMPOjo67PQxKh3k4OAgurq6kJiYiPr6eiiVSshkMp/qRmxB3UPnz59HXl4eEhISIJVK8eSTT2Lr1q1BF+TDgcNY4cyZMzh//jyMRiP4fD7MZjPa2tpw8OBBUp5QdanHHnsMALBmzRp0dXXhlVdeQWpqKhQKBdLS0hgpgZzpNoRskMlkjGcf1QlB3OE7OjpQV1cHPp8Pi8WCqVOnYvr06bh27RqZoZCXl+dUb6Q+21OH8/79+7Fz505YrVYUFhYiMzOTdVtszysqNdHIyAjmz59vJ1vd7XOg7UpjCX84AoI2hD48PBwbNmzA2rVrSeM/kQUAALm5uXjzzTcxZcqUMewlBw4TD2KxGKWlpZg8eTJKS0shlUqRlZWF2NhYlJSUICcnBwKBANnZ2aivr4dKpUJ2drbd7wIFpVKJhoYGGI1GNDQ0ICcnx+fP0Ov1qKmpgV6vZ3xmfn4+Fi5c6DblCLVNars2mw1xcXFYs2ZN0FD8+Ap6vR5VVVUoKirC6dOnAQALFizw2TjFYjGrd0GsWZFIhPnz56O5udnu747WFfX39fX1ePfdd1FZWQmr1YolS5bg4MGDTnkrfQHqGMViMcrLy7F8+XKXaaLr1q3DsWPHUFRUhKqqKru15w2USiUuX76MjIwMDAwMYPbs2YiOjkZ2djZZE4h6tjsCUZSQUEx9JUvo7zI9PR01NTXQaDSj9qAzKBQKbNy4kXy/bNear8H2nQNAbW0tdDodbt26BZ1Oh7q6OvJvxLx0dHQgPDwcw8PDiI6OhsViQWRkpNM++FruEmeOSqVCbm4uSkpKHL4XX7FdMslgb5CRkYHq6mq0traiuroa6enpHvVJpVK5nQ7N5n1YLBbyIpWSkoLDhw+POrfpZ3lzc7PTNe7N2d/f3w+DwQCNRoOBgQHExsYiIiICcrkcn376Ket2xiPUajWWLVsGpVKJtLQ0PPvss1Cr1XZrlaB5aWlpcbpf/A0meaTRaFBWVgaNRsOqDfpepK6rjIwMFBUV4ciRI1i/fj2Sk5NHfX94eBhz585FdHQ0uVYdnZObN28epcO66tfXX3+NiIgI6PV68Hg8PPPMM9Dr9V7LwUDor54+i6qParVa5Ofnk39Tq9VYsmQJpk6diqVLlyIhIcFORlCf1dTUhA8++ADLly9HaWkpGdFeV1eHzMxMp/PPJI+IWisLFy5Ef38/YmNjoVKpkJ+fTzq7KysrsWrVqlH6WG1tLZKTkyGXy8lzZsGCBQCA06dPY926dWOyj6jrc8+ePVCr1ZBKpeju7ibp+cZC1+DAIRihVCoxODiIoaEhDA8Pw2azIS0tbZQ8F4vFyMnJwaZNm/Dhhx9i06ZNsNlseP7558k7KBGMQAeTbkM/pxzp4ky/LygogEQiIfXCuLg4qNVqvP/++zCbzcjPz0dTU5NfzgD6WK5fv47q6mp8++23bsk8V2cIMT8AUFFRQTK5eCJbx9KuNN4QtI4A4HaU0ieffGJnJCCyAS5fvoza2tox7B0HDhMT1Avm888/j+LiYjz88MP45JNPsGzZslEHQSAvM3S4YxTzBFQDKnGQsXmmMyMTU5v0sVRUVOC+++4bV4o/Me7KykrodDrweDzk5OTYXd4DBVdrlo2CV1xcDL1ej1u3btm9w0CDzSWRUKp4PB50Oh0OHTrk80svj8fD0NAQ1Go1Tpw4gfr6ethsNuTk5CAlJcWu5gUdxNpoaWlBdXU1ent78fXXXyM9Pd1uL3livKW+M4Lr+ciRI1izZg2OHDnidB58bSz2Fdw1DFitVpjNZgwNDdm1UV5ejp/85CeQSCQoKCgAj8eDXC5HcnIy4uLi7Iw/9Of7Wu6q1Wrk5eVBJBIxKv6O5KYn8GVbRHuHDx/GggULMHXqVCxZsmSUc9GffXL1PgoKChAfH086eTo7O7Fy5Uqvz3Li8waDgdyvbMf62GOPQa/XQ6vVYmhoCL29vdBoNNBqtXjggQdYj308QqlUoqmpCcnJyST12pEjR/DQQw9Bo9FAr9dj/fr1rA2qvoAzWUiVR0QxwqNHj2LNmjUunQFM6566rk6dOoVJkyahrq4OWVlZJHd6REQEhEIhaWRxZUQh+lhQUMBqjVP7RURQRkVFwWazQSwWo66uzms56G/91dGzCKerMxnjrG/E+pRIJIzzTv9uTEwMbDYbGhoakJubi76+PtKA7+ydMckjsViMtWvXQq1WY968eejv78fbb79NOnwWLlwIhUIx6nzU6/XYuXMnGhsbSf0kPz8fQqGQtWPIn6D2PVBrggOHUAMRLLFr1y7s2LEDDz74IORyOfh8PqM8J4Jhbt68CQDQ6XRISkpCcnIyme27f//+UbKQKYDI0b2dSRen/14sFqOiogJPPPEEKisrsWTJEmzcuBHJyck4cOAA+bM/QB8LUQvMXZnn7Eygn+MAvJKtY2lXGm8ISmogs9mMsrIy7N+/H2azmTT+E+DxeDCbzWSqtVKpRHh4+Bj2mMN4hz/ScUIRer0eP/3pTzEyMgK1Wo2hoSHodDrU1NRg9erVjPzGgebTpMOXKbwEfQqfz4dKpcKlS5fQ0dEBkUgEmUzmkIOd3oazlDZn6XWhRO/jLhxRH/mCSsBdsFmzzug7UlNT0dLS4jUPYqBApKrabDZ0dXUhKyvLbj17A4JCwGQywWq1QqFQwGw2Y+3atVi2bBkr2ggqbYFMJsP58+cxb9487Nu3j3Qc/elPfyJrCLmTKsrEMUxQSwiFQqSmpjLOQzCnplJpnoxGo0OOdplMhs8++ww9PT0IDw9HU1OTHT2QQCDA9OnTUVhYCLFYjC1btpAXK1f0O76WVa4oRnxJo+HLtoh1EhERgZqaGsycOdMh56w/++TsfQgEAvzoRz9CRkYGFi1ahK1bt0IqlXp9lhP0NLt370Zubi7Ky8tZ7ROCqoiu90dHR0MoFGLdunVBs9fGAtT3oFQqMTAwgLq6OkyaNAmHDh2CQqGA0Wj0ui6NKxByZnh42CGdCx379+9He3s7aai32WyYN2+ew7abm5tH1bmZMWMGVqxYgRs3bpD6QmxsLEn1kpqaigsXLuB73/seenp6MGfOHDz//POM9Eh0Sjy2a5xKncbj8WAwGDAyMgKLxUIaJwi56UoOOqujEUidj6CtoFOCOaMi9JTCjPgulTr0s88+Q2dnJ2saRUfPIeTO+++/j3nz5uHjjz92KXccUR35g9qKDYJlTXDgECqg6uR79+7Ftm3bsHTpUvzoRz9yKIsIvnqRSIT+/n5IpVLcunULBoMBsbGxqK6uJumQ6fQ/9Dox3uqMxL4GvqNg3LVrF77//e/jlVdeIX92525DlyHO6hq4W//J2Rjon2fSX5VKJaNspdtZmGSg0WiEXC5HamoqI3XTeMWEqBFw69YtvPjiizh79qxdPYB58+bhxRdfxM2bN9HR0UH+Xq1W49y5c8jNzcWkSZPGuvscxik4R8BtHDlyBMeOHSONehaLBX19fcjMzMSZM2cwa9Ysh8XVQl1xJZSM3t5evP766xgaGsL+/fvR29uLlpYW9PX1ueQ4B1wbdMbq4jHWoBdvevzxx8f0gPd2zVJ5EANZvNST4pyEIhgTE4OGhgaSr9cXa494rwqFAhcuXEBnZycGBwdx5swZrF69Go888ohLowudI3fevHkQiUSksf7ChQvg8/nQ6/VISUlBWFgYYmJiXDpeHHEMKxQKXLx4ETNnzhxVKJpAIPmb3QF1TGVlZaisrHTIdy0QCBAfH4+enh5kZWVBLpczjoO6F8ZKlrsyLvlSbvqyLaoTS6FQYNq0aU4LsDnav/4+Fwinz/Tp00dx3XpzlqtUKpJWiu0+uXr1Kk6fPg2z2Wz3e7PZjO9973uQSCRBsdfGEsR7kMlkeOeddzBp0iT09fUhLy8PaWlpqKqqQm5urtd1aQDHBgVCH3rzzTchFouhVquRm5vrlMd48uTJ2LNnDwQCAbRaLbZt24bExMRRz6Mah7Va7ahaQQKBADNnzsSePXvsxqlQKHDr1i2SH/rKlSsAgAMHDjAWyWZy5rJZ4xKJBKWlpbh8+TJ6e3sRExOD++67DxEREZgzZ45DWco0t4EsCOxKN/DVucZWTtBraj344IOYPXs2nnnmGVZrluk5Go0Gb731FsLCwhAfH88qqIGJt9sdx5AvQDWAsXXGOGpjIhXQ5MABcCy7nMki4p6WnJwMq9WK9evXY+vWrVizZg1u3LgBiUQCkUjEKAup7dL1s6KiIo8L2dLHce3aNQwNDY0KOHQGpnOFqV4jESg0adIk0tnApv6Tu2DSX5kCR+l2FrPZjF27dkEikZB1BIjPGI1GfP7551i9evWEkXXj3hFw9uxZvPTSS7h16xaA73iD165di5KSEsTExODee+8FAFy6dIl0BvT09OD48eNITU3F5MmTx6r7HMYxOEfAbfzzn/8keb2B23tUKBTi6tWrGBwcxN69e8dtIT/icCaihU0mEyIjI5GRkYHExES7YmnO4MqgE8iLRzCBOu7Nmzdj9uzZfjnc2UQb+AICQeCLl3pjVKBGf/ty7RHvlc/nw2AwoK2tDVFRUbBYLAgPD8fixYtdGhKQ/mgAACAASURBVAyoa+OJJ55AeXk5EhISoFar0dPTA5FIBIPBAABoaWlBT08PGZHpKgqQqnBTFd+NGzdCKpU6nIdgddhRx2SxWBATE4P4+HiHRh2ZTIaKigrIZDKPCkoHEq6i2n0lN33ZFnWdXL582aUTwFkBOlfFX4MRnuwTmUyGo0ePQiKRoL+/H3FxcTAajRCLxeju7vZLdHuowmg0IiEhAV999RVyc3Nx4cIFbNiwAY888gjEYjFrg6ojOFqTVH3IbDajt7cXEomEVfZBfHw8vvrqK7JovLOsSMI4nJmZOWovEvuUOk69Xo/m5mZ89tlnAOA0w436HLFYjBs3bmDmzJms1hZByRQZGQmLxYK77roLd999N2pqalzKUqocValUAXEos9UNAnWuEXOQkZFhF326ZcsWJCUloba2FlevXnWriKRer8eRI0fw9NNPo6WlBVqtFq2trdDr9YxBOtT3wGSUIhAI5zf1/ezcuRPZ2dluOU/pbQRbliIHDv6GJ7LLaDQiKSkJd955J5599lny3kk4mt977z1W7VF1xqKiIpSUlKC3txfvvPMOli5d6pYOSR1HfX091Go1NBoNrl+/TgYcOsv0BUAypvT19UGhUEAsFqOjo8PurAkLC8OOHTsYZU58fDwWLlzoM/nhSKemy1a6nSUiIgKtra3o6upCRUUFVqxYEbAzMxgxbh0BNpsNFRUV+O///m+MjIyQBn6xWIwXXngBy5YtIz/L4/GQnZ2NmTNn4ty5czCZTODxeBgZGUFNTQ3MZjPmzJnDqvggBw5swTkCbiMlJQV//etfyZ8FAgGsVisSEhIQFRXlNNU71EGNbL548SLuvPNONDY2YtasWWhpaSEjiJxBo9Hgk08+wVNPPYWkpCS3aWfYYqwNdp6C7bg9NeYzRRu4ojKgP9PdSPtARk/7IprPH302Go3Yvn07BgYG0NfXBz6fD5PJhAceeACZmZlu9Yt6Yd+8eTPuv/9+HDp0CHl5eejq6sL06dORnZ3NKiLTUZQK8Rxn8xCsDjvqmNRqNQwGw6hoWirYjiMUjAy+XLuetuUp1QjgfP/q9Xps2LAB0dHRpMM92OafCZ6kcFOdqA0NDejp6SH1/N27d/u94HqogNiTVqsVnZ2daG9vx9y5c1FeXo7Vq1djxowZXq8RR2uSqg9dunQJeXl5aG1tRWlpqcP3Q/S3o6MDHR0dSE9PR3JyssusyC1btjCOhUrrRo0mNBgMuHHjBlasWIGmpibIZLJRmV1Uh4EzCghX83L9+nXExcVBo9Fg27ZtWL16tdO97igLzd+Gd7a6gafnmjv6EZ3Cgxp9CgBFRUU4duwYTp06hSNHjrh06FPbbGxshE6nQ1RUFPh8PuLi4vD000+PCtJhOs/Y0Dj5C/T3o1KpXGZm0uc8WLMUOXAIBNyVXdTI8k8//RRJSUl2jkd32yN0RpVKhd7eXju6vpUrV7p1b6RS/5lMJjvKspSUFLusX2q0PAE+n4/XX38dFosFFy9exMaNG5Gammp3rs6bN8+Odo+NzPEGbHRqup0lMTER3d3dkEqlSElJgVgsdkgpNBEwbh0Bv/rVr3DixAk7KqCZM2fi1VdfRVpaGuN3kpOTsWjRIjQ2NqK7u5v8XmNjIy5duoS77roLUVFRAR4Jh/EKzhFwG4QRzmKx4I477sAPf/hD5OXlobq6GkKhEFqt1mnEYyiDGn22ceNGyOVyl1HDVBBF8trb21FRUUF+19cIBYOdN/DGmE+PNnDGAc/0zGCfU0KJEovFOHfuHJ544omg2IvV1dU4duwYBAIB+vv7yUvqL37xC4/mkapQisVirFy5EmKxGMXFxfjkk09YRbcT7XhjzA+0o4cN6Jk1a9ascTk+NuPgjAyu4Q3VCOA8os3f8+8P57E3KdxERsvZs2cRERGB9PR0zJ49GwqFglt3/wfqmrBarZBIJJBKpT5dH47WJFUfKioqwv79+13ysRNRivX19TCZTA6jtdnIZaa9Vltbi2vXrqG+vh6TJk3CyZMnkZeXhwsXLmD37t2kvkVdl1qtFtnZ2ZBKpQ4pIBzNy3vvvTeKfkkgEJCR/kx7yVEWmr8dyu5Ey7p7rjnTj5jkCtMcENGnRF0Iq9UKoVCIpKQk0pHoDGfOnEFnZyd6e3vR29sLi8UCs9kMkUiEZ5991uV7GOvzjJ459sYbb6CrqwtPPfUU1Gr1qLXENOdJSUlBqf9x4OBLsK2f4UqnodZ5uXz5Mi5cuIC//e1v+NGPfmTnDHBXx5dIJHj77bfJLOi8vDyndHlMIM6R1tZWfPbZZ5DL5SRlGeFo6O7uRmtrK7q7u8loeaKfKpUKZrMZQqEQM2fOhFQqJWvrEGdNSkqKnczZtWuXnUN2LIIJ6XYWkUiEkydPwmazkQ4NpvpVEwX+sEWGed2CD3DhwgUAII35hYWF+N3vfoeEhASn35NKpfjd736HwsJCOyfChQsX8Oyzzwai6xw4TDjExMSgtrYWBoMBf/rTn3DhwgVIpVIsW7YMlZWV4zpaTywWY+HChVAoFHb/ZXMQHT58GHK5HBEREZDL5fj000/90keVSoXs7GwIBAJkZ2ejvr7eL88ZKxDj6+/vh1wuh8FgYD1OpVKJhoYGxMTEQKvVQiQSoaGhATk5OayeGexzKhaLUVpaCpVKhdzcXJSUlECv1491t0iEhYUhKioKs2bNIi+svgB1X5aXl2P58uUoLy9n1T7x3VBUJvV6PWpqash3TPwMgByTWCxGTk4OVCqVV2uB2DtEIUxXeyZYQJ8jf8JbOSEWix2uX3/OP2FUOnbsGNatW2c3V97MnzfzceXKFaxduxaNjY1oa2tDU1MTLl++HDLrLhDIyMjA119/DYPBgI6ODrS3t/t8fVDXJHG2EGuBkJ1arRZ5eXkQiURO37NSqcT58+cRFxcHgUCAzMxMlJSUMMpeV3KZvrbq6uqwc+dONDY2wmg0oqenBzKZDEajEfPnz0dzczPjd3NycjBr1iw0NTW5NXfEvBQWFuLgwYOk3kvspSNHjuChhx6CRqMZNQf0fRyIM8iZbPEWjva5I7niTJYplUp0dHSgp6cHPT09aG9vZ/U+5HI5Tpw4gba2NgDAD3/4Q+zYsQN/+ctfGMeqVCpRX1+PGzduoL6+fszlCn2f/fKXv0RLSwu5loqKilBVVUXOIdOcB7v+x4GDt3Cmq7j7OUIOtbS0YHh4GH19fdBqtTh+/LjX/YyMjMTAwABsNpvbeoter0dVVRWKiopw+vRpAMCCBQtIuZ2RkYHq6mqo1WoMDQ0hJiZm1LmrVCrR1NQEiUSCpqYm8vnUs4Z+JhD2DACs5thfoN7nCCexUChEZmYmSU0dyve2YENQOAIICAQC/OIXv8DPfvYzhIeHs/oOn8/Hz372Mzz//PMQCAQkJVBPT48/u8qBw4SFSqVCZmYmrl27BrFYDJ1Oh9zcXMydOzfgToBAGnm8xcqVK6HVamEymaDVavHAAw/45TnBbLDzxfvy1JgP2F/eKysrUVhYyOpSHMxzSodarWZllAkksrOzERkZCR6PB5PJBD6f77dL6kRREOkXHY1Gw6i8s704uYI/DUls4Ins8NXY2cIXcsLR+g0mQx5beDMf+/btQ2RkJPh8PsLCwiAUCh0ajSci9Ho9Nm3ahClTpuDbb79FWVkZKioq/LI+CGdiSUkJ41pg+57FYjH27NmDkZERFBQUoLu7G/n5+R71if5Mm82GnJwcLF68GHw+H3fccQc6OzsZ9QP6d/Pz8z3aW0x7ldCP6+rqIBAI8OSTT9rN1VjKUX+djY7evyO54mwOxGIxKioqsGPHDuzYsQMVFRWs+nv06FGEhYWBx+OBx+Ohr6+PFStAMNEIE+9HrVbbBbvodDrodDocOnSI3HuO5jwY9T8OHHwFtsEFbD5HyCGpVIrw8HCEhYUhLCwMLS0tbvWJrpsSjrhly5bhzjvvZK23UB0AlZWV0Ol04PF4yMnJQXR0NNmGWq3GggULMDg4iPDwcNTV1Y1yZrI9ZxydYcES+JaRkYGamhpcv34dly9fxrvvvhsS9p5QQtA4AhQKBd544w0sWrTIo+8vXLgQb7zxxriORubAIRiQkZGB48eP49q1a+jt7cXFixfHJKIm0EYeb6FQKFBZWYkVK1b4NXNirA12juBrg6S7xnzq96nZHABcGhiJZy5YsACPP/44amtrg3a9BZvTgjBYGY1GtLe3IyIiApGRkWOuYIY66Mr64cOHGZV3Xyr1Y+Vk8VR2BPpC42/ZG2hDXm1tLeRyOVmby5cZDq7wxBNPYGRkBGazGVarFWFhYbDZbEErdwONL774Al1dXejs7MTQ0BAOHjwIAH7bn872kjvvWaFQ4MCBA26f23TQn1lQUICGhgbw+XxIJBLk5uaSegL1OURdgdLSUrv+erO3qIYgIushNjYWfX19ZOQ5ve/jyVnt6P0700Woc0A3pInFYtx333247777WM+RXC6H1WolmQG++eYbvPrqq3jwwQdHZWUAt9dzTk4OUlJSkJOTE1S6CD3YxWQyAbg9Rmr0v7tzzoFDqIPt+nbHOf3zn/8cAEgKnAcffJDxs0zBKEy6KfFsm80GrVbLytlNtEM4AAhGFK1Wy+jIJvjznWXWeXrOBJMMIZyiEokEycnJUCgUQSWrxwOCwhGwYMECvPnmm0hJSfGqnZSUFLz55ptYvHixj3rGgQMHOtRqNWbNmgUAiIqKgtlsxvr16wN+qQkmrzVbKBQKbNy40e8Oy2C8aPrDIOkONRMT3DUwlpaW4q233sJrr72GoqIit41SgchgCTZHkEqlQlJSEiQSCWJiYmC1WhmVWw7uga6sr1y5klF5Dyal3lN4KjvGYuzBKHtdgUlm6PV6kmrlxIkTHjv7meaDjRycOXMmdu/eDaFQiBkzZkCn0+HEiRMh4fT3N4h3Y7FY0NHRgeHhYVy8eNGvc+NqL7mz7n21R5hoDhYsWICwsDB0d3fj+eefx8DAAPl56nlfUlJC0vJ4A7oOAYDMesjPz7ejZQgFeKqjML1TNrqILwJE9Ho9PvroI0RFRWFkZAQRERGIi4uD0WiEzWYblZUBBPe5SA92efjhhxEXFwebzWbXV7ZzHkqZ0xw4OIMrmUKlx3THOV1ZWYk1a9Y4DNJzJKccUXQ5otNj6ivhnM7OzkZSUhKA26wmcXFxWLNmDcrLywHYB6xt3LgRw8PDXmfWMfUHYD93/oZSqURnZycGBweh0+lYU8VxYI+gKBZ8zz33gM/n+6QtPp+PgoICxMbG4o477vBJmxw4cMWCv4NEIsH7778Po9EIq9WKyMhILFu2DNOnTw94PyZq5fhQRDC+L3cKxnlaxI5AIAsO+7uIrTuFRSUSCfbt24eOjg6MjIzAarVi/fr12LZtW0gZS4MN9IKajgpoeVsQORjgqewYD2Onwh8FfQnQZcaZM2cwMDCAtLQ0CIVCPP7440hJSfHq+Xq9HtXV1di+fTsGBgZcysF///vfsFqtAOBWcffxDuLdtLe3IzIyEgCQk5MDmUzmt7kJhb0kEAjQ1taGgYEB8Hg8NDU1oauriyykSBRZ7Ovrg0KhgFjsXgFHKoi92NzcDKPRaKdDZGVlkQXsg3WumOAPHYWQK0ajkVF2+KJoL7Ef0tPTIRQKYTAYSHrg4eFh5OXlQSKR2LUb7OuZmDexWIzp06ejsLCQdV/pBVMDpXdy4BAIOJIp9LW+evVqzJgxg9V6F4vFmDdvnsO95UhOOdJNiWK/GzZsgMFgQFlZGSQSCWQyGWNfi4qKsHfvXshkMvT19eHxxx/H1q1bMXv2bBiNRvKzZWVlqKyshM1mQ3d3Nx5++GFs2bKF0SHijq7mzdz5EwKBAIWFhUhLS8OiRYuwdevWoJPVgcS4LRbsD6xYsWKsu8CBw7hFVFQU+Hw+wsPDERMTMyYp+8EW+czBOYLxfbkTFeZpETsCoZjBwgR3I/jEYjGefvppsijj1KlTyd972w+mKLeJFP1Gjwh0xi8falHqVHgjO0J97ATGqt4Bkd6elZXl1fPpqe9s6Ia8qQcznkEUAiwoKEBERATi4+MxMjKCr7/+Gunp6X57bijsJWLNdHR0ALCnUyGKLLa2tqK6utrjuaLuxZ07d6K+vn6UDhEKc0WHv3QUZ7LLF5H5VFnV3d2NZ555BllZWYiMjIRcLselS5dGtUtE4foiKyQQ8HQ9jRe9kwMHKphkirdr3dndwZGccqabEv0xm83o7u7GJ598YtfXzMxM9PT0IDMzE83NzWQ7FRUVdrRo1HElJSUhOTmZLHRPrR3gbG5cIZjlhCOquIl01/MngiIjgAOHYAeXEfAdzpw5g8HBQUydOhUmkwmDg4Ow2WxeR5t4Eu3o78hnDr5FsL0vd6LCvI1MCMaMCE/gSQSfTCbDhx9+iGvXrqG/vx9ffvklVqxY4TWlEz3KbSJHv/kzWjwYEGyyI9DwReQsGxDrKCkpCatXryZlY2Njo1fPJ/ofExOD69evQygUorm52aEcJC7LRUVFkEqlKCoqQm9vL7Zt2wapVOrLIYcciHNLLBZjy5YtWL58OXbv3o3c3Fzs27fPLvJwIoAq+8RiMVasWIGYmBg0NDRALpeT521jYyPMZjOEQiFmzpwJqVTq0R6i7sXY2FhkZ2fjrrvuYozMDBR8If99raM4y5og5p2qgxUVFaGxsdHtMRBthIWFYd68eZgxYwYOHjyIuXPnoq2tDZs2bUJ6ejrZ5kTSE8aL3smBAxVM+pBSqfR4rbuSCc7uio50U4lEgrKyMjQ2NsJisaCvrw+5ubkQi8XIyMjA66+/DovFgosXL2Ljxo3kecTUDjEutVoNg8GAxMREh2P0RFcMBTlBPeOoWRLjXYZTwWUEcODAYcxBFD87ffo02traMDw87HExQQJsPNih7P0N5b6HGtyda7FYjJycHIc8jvTPulvEjvrdYMuI8ASeRPCJxWJ8//vfR2xsLCQSCaRSKT799FOP++AoeiWYo1r8iVArnM7BfQSC05qJ75woqN7d3U1eMNk+X6/Xo6qqClVVVcjIyCCjdqnct654w0tKSpCeno5f/vKXaGtrQ0lJCbe+/w82mw3A7bpNeXl5iIyMhE6nw6FDh1jJgfGglziSfUKhEGVlZXbnLZFJIZFIvOLuJ/aiwWBAdXU1Ojo6UFZW5sthuQVfyX9f6ihssiaoz83JyUFJSYlXYygtLcWBAwewbt06ZGVl4cKFCxAIBPj222+xbt06aDQa1NTUoLa2dsLoCeNF7+TAgQomfcibtc7m7uAsK4fpLBWLxSguLsbkyZMRGRmJuLg4MgtJrVZjyZIlmDp1KpYsWYLm5maH7VHHVVFRgYqKCqdjdFdXJIIuSktLg1ZO0M+4iSTD/Q0uI4ADBxbgMgK+A8F919XVhVmzZqG1tdVldJ8ruPJgh3IETyj3PdTgyVy7+o47kXauPjseopo94dbV6/XQaDSorq6GzWaDTqfDc889h8TERI/6wOfzsXPnTiQkJODy5cuk3AmFqBZ/IFDR4hzGDoHgtGZaRxKJBEVFRThx4gRMJhO6urqwe/dul1H5er0eRUVFOHbsGE6dOoUvvvgCO3fuRHx8PDZv3ozZs2c73JtEP3g8Hmw2Gzo7OxETE8Ot7/+DI35hYq6kUilSUlKccuCPF72EvmbDwsKwY8cOGAwG7N2712f1UpiyDm7cuAGJRAKRSDSm69KX8t9XOgq1T4mJiXjwwQeRmZnpcN69HUN1dTWOHTuGoaEhDA8PIyEhATExMQCAxMRESCQS7N69G8PDw/jss8+g1WqdRtWOJ4wHvZMDByocyXJP1zr97lBUVASVSsX63ucoQ/nFF19Ed3c3AIDH42HPnj2QSqXk84RCIa5du4bNmzc7zVgiznKi/oCzMbpzzlGfRT8vgwn08yE1NRWff/75hLvr+cMWybMRISVjiLffftvnbfJ4PGzZssXn7XKYmOjq6kJxcTEAIDk5mVVx6507d/q7W2MG4vAgPLElJSXIz8/3muojOzsbDQ0NozzSNTU1OHbsGAQCAYxGI5YvX05GKgY7QrnvoQZP5trZd5jWJXA7ekSpVI7iK3S2hicqiHmRyWS4fPkypkyZAoVCgVWrVnm0D4j2MjMzcf78eezZswcKhcLu7/X19SHD/esLjKe1R0Qn0feXr7/jawSyD8SzMjIyoFarffZMjUaD9evXIzc3F01NTSgvL4dKpUJFRQVu3boF4DbnelFRkcO9S/RtcHAQBw8exM2bNyEQCJCcnOz0e/Q2ioqKoNPpANyOrAsLC0NOTk7Ir29fgOnMysnJwfHjx/Hb3/4WcrkcWq0WlZWVdrLRVRuhqJfQZd/GjRtx+vRpn47LkXwNFrkbLP3wpk/ejqGqqgqvvfYaxGIxOjo6MGvWLFy5coWsZSYUCjF37lyIRCIYjUYsWLAA0dHRE0pP4MCBgz2oehsA1NfXIz09HSUlJS5lEVXXYTpziDOWx+NBq9VizZo1uO+++6DX61FbW4s///nPUCgU0Gg0ePLJJyEUClFQUACVShWwszlU9ABHd/GJdtej2iL37t3rcTAdFUHhCFi5ciV4PJ7P2rPZbODxeKTXhAMHb8E5AkbD1wY3Z+0F40WHLUK576EGT+ba2XfoStKCBQtQVlbG6rPBqlAFGlRl+MSJE5g1axa0Wq3H+4CbZ2aMBweIr/dvoBDIPlAdYdXV1ViyZAlptPcFlQfdwUY3ysfFxaGiosIppU92djbOnz+PW7dugcfjwWq1Qi6X4y9/+QvrPlZVVeHgwYPkzw888AASEhJCen37Co7WW01NDY4cOQKDwQCRSITCwkKnDpux3je+AGFU4fF4yM/PBwCfj8tVsABd7o6FYzIY5b+7ffJmDHq9Ho8++ih6e3vB4/EQHh4Oi8WC+Ph4dHd34+mnn8Zf//rXkF/vHDhw8A2cnaOu7hj0YEgAyMnJQX19PTZv3oyCggIAo88i4ncymQxNTU2455578OWXX8JqtSI8PBxxcXEoKytz6ojw5fkSSnpAMJ5xgQbnCGAAvftEKjHnCODgS/hj83FwD6F8CIRy30MNnsy1o++4E23IRqEKhsjlQINqYDx37hxKSkqwdOlSv2UPcQhd+DqjJ1AIZB+IZ/X09KC1tRVTp06FRCLx+pmujJ11dXUA4DTzj9rGjRs3YLFYEBERAZPJhIcffhj33Xcf6/5oNBqsXr3aY0fCeIcjA7S7UdihrJc4i9T3dZAK23md6OfTWOo4VVVVOHToEORyOW7evIkrV65AKpWip6cHO3bsQH5+PrkuAObMzomAiaiHcuBAhyOdh40MZwoSA27XKaFmLgL2UevE98xmM2pqapCcnIy2tjYkJiYiLCyMzLgknAr0M4wpa9PbPazRaHD48GGsXLnSYQYhh+CAP2yRQVMs2GazefQPuG38JxwJQeDX4MCBgx/grFBPMMBZ4b1g7/t4gidz7eg79OJTBQUFDoswuSpUNVELuorFYpSWlkKlUuGuu+7Cvn37vG6PK343PuFJQdxAFNENpj4Qz4qJiYFWq4VIJPLJM52NgW2RdGobHR0dJF99d3c3Ga3NFmq1GrNmzcKkSZMgl8uhUCi4gnAUMJ1Z7srGUNdLHBV4JMYFwCfFkN2Z14lasB4Yex2noKAAWq0WNpsNXV1dkEgkkMvliIuLIx2YxLpw1s/xUETbEcb6HXHgECxwpPOwkff07+bn50MoFCInJ8dO9tPPWLlcjlOnTuHUqVMICwuDTqdDXFwcdDodenp60N7eThr/6WezXq/H+vXrIRAIUFdXh8zMTK/PF71ej5KSErS1taGkpISTBxMQQZERQHCPsoXVaoXBYMCNGzfwzTffoK6uDlarFSKRCM888wwyMjIAADKZzB/d5TABwWUEcHCGiR4FNpHgabShv6KGQyG6Kxiitic6QmGdAL7N6AkkAtkH4lnp6elobm4OCD2fJ20Azjlcna1JLiMg9OFvmeNM73L1N3/1y1UNm/GMYDjnNRoNDh48iNTUVMyfP59RPrpbF2o8yZxgeEccOAQLvKUjo36XThdEUAQR7Wo0GqxZswYxMTHQ6XS49957IRQKyWwCwHXG5ZEjR1BXV4fY2FiMjIzgwIEDXsknTh6EFsZtRoBMJnPrX1JSEqZPn46lS5fil7/8Jd5++21MmTIFBoMBb7/9Nnp6ejgnAAcOHAKGiRwFNtHgaRSlP6KGQyW6KxiiticyQmWdAL7N6AkkAtkH4lkKhcKnz/TFGKhtOGvP1ZpUq9VYunQpcnNzMWfOHDzzzDPjyiAXaAQ6yjkQMofINps8eTJKS0vt1ocjnczf/aJmwOXm5k6oKMuxPuf1ej02bdqEv/3tb/jDH/6An/3sZ4wGPmf9HO+6/Fi/Iw4cggnULKGqqipUVVWxltd0/YbIJCAM+6dPn7Y7Yw4fPgy5XA6RSITw8HA0NTWhvr4eWVlZEAqFTp0AwO2929TUhPz8fBiNRnzwwQcuqf9cnfmcPOAQFI4Ab5GamopXX30VUqkUg4ODePXVV8nCZhw4cODgDjy5MHOHKQdX8AelTahcWqljJ4wkE8U4EgwIlXXCYeLA1ZokLr2eUgtx+A5j4QgMhMxxRmvgSCcLRL/UajXy8vIgEonGrbxl0pN9peN46rRSqVSQSqUYGRkBn89Hb28vWduECmf9HO+6PEetyIGDPTQaDX7yk5/g1VdfxWuvvYaioiKPzkgi08xms42iCAJu10PVarUwm82wWCxITEyE1WrFpk2bWJ3NxN4tLCzEwYMHnWaasT3zubsZh3HhCAAAiURCpkvo9Xp89NFHY9wjDhw4hBo8vTBzyvXEgTeRlb6OGg6lS6tYLEZOTg5KSkpCIjJ9PCGU1gmHiQFXa5I7U32HQDkCqWdjIGQOfVx1dXXk8x2tn0D0i/qM+vp6DAwMjKuzzpme7K2O443TSqlU4saN7B7nbwAAIABJREFUGwAAo9GIsDDHJg62daH8RWnlbXZOMOmhHDiEKgjefR6Ph5GREcTFxSE5OdntM5Iqt3bu3In6+vpRZ4xCoUBlZSWys7Nx7733Yvr06Zg8eTKSk5NZn81s9647Zz53N5vYGDeOAOB2oSCRSASbzYaTJ0/CZDKNdZc4cOAQQvDmwuxP5Xo8Fy8LJQQbxUqoGcu4yPSxgb/WCSeXvEcozaEv+8pmTXIGK98gEMZv+tkIwO9nE93gXlpaanc2+6KgsidwRRERbHB3X/vzHPdWB9+3bx9iY2ORlZUFiUTiUSaRv3V5b3XIYNNDOXAIVRAUbsPDwwCA7u5usmCvu+0QcoswqjOdMQqFAtu3b8fVq1dhNBrR0dGB9vb2UWczk0x2R067e+ZT+5+ZmYn9+/f7RK74Q78NJZ05FBAUxYJ9iZdeegnnz58Hj8fDyy+/jNzc3ID3wWQy4dSpU6ipqcGNGzeg0+kgEokgl8uRn5+PZcuWITY21i/PvnjxIk6cOIFLly6ht7cXJpMJEokE06ZNw8KFC7FgwQKEh4cHRbu+avN//ud/8Pbbb7v17KKiIvzHf/wH689zxYInBoKxUFgw9mmigius5B24tTx+EOh3GSrFjt1BKO2HUOorh9HwdzHrsTobiXENDAzg9OnTQXU2h4K+4Mm+9qcs8EXbwVA83hF8sSZCYV1x4BAK0Gg0WL9+PbKysnDhwgWsX78eEonErsgvG7hbJJ4qowA4LDpMyEDgtt0qKSkJHR0dqKioYCWn2cpBav+rq6uxZMkSNDU1eU3x5utzYqLrof6wRYa//PLLL3vdShDh22+/RUtLC3g8HmbPno2MjIyAPr+1tRUvv/wyjh49ivb2dgwODsJqtWJ4eBhdXV1QqVQ4fvw4pk6dismTJ/vsuQaDAb/73e9QXl4OtVoNvV4Pk8kEi8WCgYEBaDQa1NbW4uzZs5g9ezZrR4Q/2vV1m83NzThz5gyr8RCYM2cOsrKyWH9+cHAQ//jHPwAAq1atQnR0tFvP4xAaEAgEWLFiBUQiETZt2hQUB8yZM2dgMBggEAiQkJAAkUiE1NTUse7WhIREIsGuXbuQkJCAhoYGbNq0CQKBYKy7FTIg9ldYWBjmzZuHlJQUbv5CFIGUS4TybzAYsGvXLqxYsWJcrJtQku2h1FcOoyEQCJCamuq3fTNWZyMxLplMFnRncyjoC57sa3/qye60rdfrcebMGUgkErt59fda9wa+WBOhsK44cAh26PV6bNiwAdnZ2bhw4QLeffdd/OlPf4LRaHRbzxQIBFi4cCF2796N3NxclJeXO/0+VUbR5RWTTG5ubsaxY8dgtVrR29uLtLQ0TJ8+3WWf2MpBQu7euHEDEokEIpHIaz3PHzrjRNdD/WGLHFfUQADI9B4A6OvrC+izu7q68MILL6C5uRkAwOPxkJWVhR/84AeYP38+IiMjAQA6nQ6vvvqqz9IpDQYDnn/+eXzzzTfk75KSknDvvfdi+fLlmDNnDvh8PgDg6tWr+H//7/9Bq9WOSbv+6iuBKVOmoLCw0OW/O+64g3WbHJxjvKVpBRsdAcfvHTwINSqeYEVZWVnQ0yVwcI5AyqXxSikVSrJ9rPo63vSL8YqxOhuJ9QH4n4rIXYSCvuDpvvZET2a7l9m0Har0OL5YE6GwrjhwGAu4oy8QeqVIJML8+fNx/Phxr/TMhoYGpKamIjIy0u77er0eVVVVqKqq8gutj68gFouxdu1aNDU1+eTZvhwH8V4zMjLQ0NAAg8GAr7/+Gunp6R63yeE2xh01UHFxMbq7u8Hj8fDUU0+hsLAwYM/+z//8T1y6dAkAIJPJ8MILLyAtLY38e19fH/7whz+QwiEmJga7d++GSCTy6rm//e1vUVtbCwCIjIzE008/jSVLlth9RqvV4o033kBjYyMAICMjA2+99RZ4PF5A2/VHm1RqoKVLl+LnP/+5wzF5Co4aiBkTPU0rUAjmVGcOHNwBl9Y+fhAouTSez5lQku2B7ut4fu8cvIe7dAwcmBGIfe0pBZEjOjhOj+DAgQMV7soY+udLS0tRUlLikb6h1+tRVFQEnU4HAIiLi0NFRQUAMP7eXVofov3k5GS0t7ezasNT+PI88EVb9Pf0+uuvY+vWrVAqlV7TF4UaOGogF6ipqcEXX3wB4HY0/ooVK3xKv+MMZ8+excGDBwEAfD4fr732mp0TAACioqJQUFCAU6dOwWAwYGRkBGFhYV55ydRqNd577z3y5+eeew6LFy8e9TmRSIR77rkHX375JQwGA3p7ezF58mRMmzYtYO36q69UaqC0tDSPikO5AkcNxIyJnqYVKARzqjMHDu7AWVq7o1R/DoEHm3cRKLkUjJRtvkIoyXa2ffXVPub0Cw7OcObMGfT29qKurg6TJk3CoUOHsHLlyqDaS6FwpgVCBrm7l13RwfmSHicU3hEHDhycw10ZQ9D5XLt2DYsXL0ZmZiZWr17tkZ555swZDAwM/H/27j+4qvrO//grvwiBkB8QE35FQH4XYoKINWAqKIPVro6jq+5WqqXO7CjUpoqpnYh+0alYC0StElu7yraraJ2urri2usaKIEQqSEJQgjEx8sOQGPPjEhJCEu73D+aevQn35t6be879+XzMZOac5JzP+eSc+znn3M/780NTpkxRUlKSbr/9ds2ZM0e7d+9WXV2dzpw5o6SkJI0dO1ZZWVleDb/mfE9OTEzUD37wA2VlZWnlypWWvgOb+TxwpNXd3T3ke+zA69rc3KyUlBSNGDEi6t4LGRpoELt379YzzzxjtBqPjY3VnDlzAnb8t956y1i+8sor3VZaDx8+XLfeequx/vbbb6uvr2/Ix/3www+N5SlTpgzaImLEiBG6+eabjfWtW7cGNF2r8orgCaehDQAEX0pKijZt2qTx48dr06ZNxgttuHb1j0SheC1Cbcg2uGbmZ4f3CwwmLy9P+/btU2pqqtrb25WXl6fKysqQGU4qFO+jweJrWfY0HJyn4XG8/QxwjYDI4Os9xmaz6a677tJrr72mJ554QsuXL5ekIb1nOo59+vRp1dfXG3NQ5uXl6fjx42ppaVFLS4saGhpc5svT/crRO8qKXltWPy/9vcc6zq1jOKArrriC90IThUQg4MCBAz7/VFZWateuXfrzn/+s1atXa926dTp16pTsdrtiYmK0ePFiJSUlBST/XV1d/V5Sli5dOuj2ixYtMvJ24sQJHThwYMjHPnTokLE8f/58j9tffPHFxnJNTY2ampoClq5VeUXwMFbl0IXKl1UgkGw2m1atWqWvv/5aq1atMj7/kToOfDjy9lpwD8NAZpZj3i8wmJSUFL3wwgs6ffq08vPzVV1drQsuuMCyil1f73c80/6Pr2XZm0o9d8HhY8eO6aabbtJf//pXj58BrhEQGXy9x1RUVGjs2LEaPXq0Ro8erXHjxg25/DsaOH3yySeaOHGi7rrrLtlsNqWkpOjZZ5/VDTfcoHvvvdflkD6eKsrd/d2M9+9ABEL9vcc6zm1FRYXmzZun+++/X5s2beK90CQhEQgoLi7WAw884NPPQw89pMcff1xbtmxRTU2NEQCQzo7B9aMf/Shg+T948KB6enoknW3x72ki2oSEBM2cOdNY379//5CP7Rh3TDo7L4En6enpSkhI8HhsK9K1Kq8ILlpq+o5WSIhWu3btUlZWlmJiYvq9FNL6N3R4cy1C5R5GMCKwPJ1vs8sx7xcYzIQJE/Tqq6/qBz/4gf70pz+ptrbWY6XDUO4ZQ7nf8Uzrz5eyPNQgoM1m009+8hMlJiaqvLxcs2bNGrTiiWsERA5f7jHettb3VlVVlU6dOqVvv/1WbW1tKi8vNxo+ffvtt/qP//gPl/t5qih39Xez3r/dHdvM92oz7rG1tbVasGCBkpOTlZOTo7q6Ot4LTRISgQAHu93u8490dj6AmJgY2e12ZWVl6eGHH9bo0aMDlu+jR48ay5MmTVJcXJzHfaZOnWosHzlyZMjHHspcz877HD58OGDpWpVXZydPntSOHTu0ZcsW/eEPf9CWLVv0zjvv+HWOAbPRCgnRyGazqbS0VAcPHtS2bduMSaQkWv+GEm+uRSjcw0IlGBEtvDnflGMEmnPlj6dKh6HeM4Zyv6Ms+GcoQUBHq9H29nalpqYaw2kMdgyuERB9UlJS9OKLLxoNjJ999llVVFSY8h5pt9t18OBB7dq1y+Nzw9Mzy9XfzXr/dpW22e/VZtxjCdhaJ2QCAUOpJHbsZ7fbNWbMGP3whz/U008/7XZ8fqs4BwK8aekuSeedd57L/X2VmppqLHszdE5ra6t6e3uNdXcV5Faka1Vene3evVu/+c1v9PLLL2vr1q16+eWX9cwzz2jlypW6++67tWPHDo9peNLS0qLm5mZTfxBdeKghGjm+lC9evFizZ8/WqlWr+r0UBqr1L63IPfN0LYJ9D7PZbHrppZc0a9YsAqoB4u2XTyvKMWUW3vBU6TDUCpSh3u/o0RJYeXl5qq6uVn5+vrq7u/X88897PPdcIyA6paSk6KqrrtLcuXP1k5/8xKvhxNxZuHCh0tLSNGbMGJ0+fVrHjx9XaWmpKisrPQ5xNtgzy9W8ama9fzsf2zH8jjfBi6Ecx597LAFb68QHOwOS9K//+q8+7xMbG6sRI0YoLS1NU6dO1fjx4y3ImXdOnDhhLKelpXm1T3p6urHc0dEx5GNPmzZNn376qSRp7969uv322wfdfs+ePf3W3R3binStyqu36uvr9Zvf/EZ79+7V3Xff7VXPDVdWr17tVz5cefPNN01PE6HL8VCrrKxUUVERDzVEhby8PJWUlCgnJ0eNjY3Kz88PeB4crV1ycnJUUlLCS+UQBfMe5riGs2bN0vvvv68lS5aourpaRUVFActDNHIuv1VVVQE735RZzxyTCebl5UXluRn4/xcUFLjcbqifYd7ZwoPzdbr77rtVW1urUaNGcb0AuHTs2DEtX75cI0eOVHl5ufLz81VZWen2GeKOo4fBSy+9pPPOO0/JycnKzc3VZZddphEjRgz63BjsmeUYXignJ0erVq0y3n+G+jwa+KxMSUlRbm6u8Y7lqPjPzc0N6HueJ4OdIwxd2AYCQsmpU6eM5WHDhnm1j/N2zvv76rvf/a7eeOMNSdKXX36pHTt2uC0onZ2devXVV/v9rqurK2DpWpVXScrKylJBQYHy8vKUnZ2tUaNGqa+vT01NTfrkk0+0detWffPNN5Kk9957T8OGDdPKlSvdpgdYjYcaok0oVKa4ahFKORyaYN3DnK/hkiVLNHnyZBUXF0uStm/fHrWVoVYLVvmlzA4u2gMlvvz//nyGeWcLHydPntRdd92l3NzcqCwTADxzzCkycuRINTY2KisrSxUVFcb7pK9SUlJ06623Gs8jR0W6P/ced+8/Q3keuXtWOh/D2+AFIkNIBALC3enTp43l+HjvTqnzJLjd3d1DPnZOTo5mz56tgwcPSpKeeuop9fX1afHixf22a2pq0oYNG3T8+PF+v3fOu9XpWpXXSy+9VFdccYViY/uPdJWQkKDzzz9f559/vpYtW6YNGzbo448/liT97W9/0+WXX645c+a4THMwGzduDOgcFAAQKYJdmRKsVs0wj/M1rK6uNr60RXNlaKAEo/xSZgcX7YESX/9/fz/D0d77IpQ5KroyMzPV1tammJiYqCwTADxzzClSXl6urKwsdXZ26j//8z+HdF93fi4MJdjs7rli5vuPu2elq2PwbIsOMfahDs4Pw8MPP2wMY3PjjTfqxz/+scd99uzZo4cffliSlJSUdE7rd180Njbq3nvv7Tem2bhx4zRz5kwlJiaqoaFBn332mXp7exUbG6uLLrrIyO8FF1ygp556KmDpWpVXb3R3d6uwsFDHjh2TJF188cX6f//v/3m1b3Nzs1asWCFJ2rx5szIyMoacDwDn4ss1AsVmsxkTFfNZC08Dr+H27dv17rvvKjExUd3d3Vq2bJmlFT/crwKLMuuecyu/qqqqqAuCBfL/j/ZzHeocz4GYmBht27ZNs2fPVmNjI9cJwDmOHTumn/zkJ5o7d64OHDigF154QRMmTPA5HX+fC572N+v9Z7Dj8I4V+qyoiwyZyYLD2fDhw41ld63WB3Leznn/ocjKytL69es1ZcoU43cNDQ3atm2b3nnnHe3fv1+9vb1KSkrSPffco+nTpxvbjRw5MqDpWpVXbyQmJurGG2801quqqtTT0+NXmgD853g5effdd4c8URPgrcEmrmJS0vAw8BoGcvLiaLpfhUp5YEJP96J9Ir2B/78kyz6zQ51sOJoE857heA7Y7XalpaXphhtuiMoyAWBwjrH3582b51cQQPL/ueBpfzPff+68805ddtll59wXeceKTgQCTDBq1Chjua2tzat9WltbjeXk5GS/8zB+/Hg9+eST+sUvfqFFixYpMzNTw4YNU1JSkiZNmqR//ud/1jPPPKPFixersbHR2G/MmDEBT9eqvHrDuXKgu7tbTU1NfqcJwD98uUYosNlsWr58uV588UUtX7486JWf8F4gK0Oj5X4VTQGPcBftX+Kdh/sZ+Jk1s2I6kAHHcBTse4bzc+DFF1/UVVddFbVlAoB7jve45ORkXXLJJaqrqxtyWv4+FwLxXHHcm3fu3Klnn33W9PQRnpgjwAQTJ040lr2tWHZMXDtwf3/ExsaqoKDAY3f4mpoaY9m5xX0g07Uqr56kp6f3Wz9x4oTfaQK+YliJ/hgDGqFg165damtrU2xsrNra2lReXq6rrroq2NmClwI1fn0k3K+8eQZF+9jzCD8DP7Pl5eV69tlnTZs7JBQmvA9loXDPCPY8RABCn5nvcf4+Fwbb36z6glC4NyP00CPABM4V+V999ZX6+vo87lNbW2ssZ2dnW5IvV1paWowx8iVp9uzZIZuuFWkOnJg5MTHR7zQBXwS7xVQoivahDQCEj3C/X3n7DKL1M8LNwM+s3W43vfdOtPe+GAz3DADhwOz3OH+fC6729+Zdzdseb9yb4YrlPQL8mdzVHzExMfrZz34WkGPNnj1bCQkJ6unp0alTp1RTU6NZs2a53b6np0eHDh0y1i+88MJAZFOStG3bNp05c0bS2QCGGa3srUrXijSdAzCSNHr0aL/TBHxBVN41WnFFrnDpAbNw4UKlpaUpKytLZ86cUX5+frCzhBAVzvcrb59BvrRyC5cyjsg28DMrSb/73e/CuvdOOKHHBIBwEUrvca7eoTy9qzlP/uupxxv3ZrhieSDgvffeU0xMjNWH6cdutwc0EJCUlKTc3Fzt2bNH0tn/ebBAwK5du9TV1SXp7PwAc+fODUg+T548qddff91Yv/rqq0M2XavyWlZWZixnZ2crNTXVlHQBb0XCsBKAt3x5UQ22lJQUvfjii6qsrFRubm7I5hNwGEoFvC/PIG++KIdTGUfkG/iZDXTlR7QHxQJVuRbt5xlAZHD3DuXpXc3XhoWhFPhAaGBoIJNcc801xnJZWZm++uorl9udOnVKL730krH+/e9/X3FxcZbnr6+vT08++aQxmXF2drYpletWpOtLmo6AijfKy8v1wQcfGOuLFy/2K5/AUIT7sBKAL8JtYlWGfUC4GOowc2Y/g8KtjCN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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 769 } }, "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": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 769 } }, "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": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 776 } }, "output_type": "display_data" } ], "source": [ "folded_lc = clipped_lc.fold(period=6.27, t0=1325.504)\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": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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UFAMHDoyhQ4dGRUVFjB49Ok466aTj7r+lpSXWrVsXb731VuzcuTOampqirKwsRowYEePGjYuBAwd2q34AAHqXgAEAAOAvUqlUu/WGhoYub/uHP/whHnzwwXYPjG5r5MiRccMNN8Tll1/e5T7Xrl0bzz33XKxYsSI2bdoUra2tx2xbWloaV155ZXzsYx+LYcOGdXmMiIiVK1fGL3/5y3j55Zfj4MGDHbY96aST4v3vf3985CMfibFjx3ap/y1btsQvfvGLeOGFF2LPnj1HbTNw4MD4wAc+EDfccEOcdtppGdUPAEBuCBgAAAD+oqMv8I+lpaUl7rvvvnjsscc6bPfWW2/FXXfdFWvWrDniodJH8/zzz8c3v/nNLtfR2NgYDz30UDz99NPx5S9/Od773vd2uk1ra2ssXLgwHn300S6P884778TTTz8d5eXlnQYMLS0t8aMf/Sgee+yxToOLAwcOxLJly+L555+Pz33uc/HRj360yzUBAJAbAgYAAIC/eOedd9qtn3jiiZ1us3Dhwnj88ccjIqKgoCDGjBkTI0eOjOLi4ti+fXu89tpr0dLSkm7/+OOPx7ve9a64+uqrO+z3r8OOAQMGxKmnnhojRoyIIUOGREFBQTQ0NMSmTZuirq4u3a6xsTFuu+22+OY3vxnnnntuh2M8+OCDR4QLhYWFMWbMmKioqIgTTjghDhw4ELt27Yo33ngjamtrOz0eh+3fvz/uuOOOI55jUVRUFGPHjo1UKhXFxcVRV1cX69ati/3790fEoVBi4cKFsWvXrrj++uu7PB4AAL1PwAAAABCHnj/w+uuvt3tt1KhRHW6zfPny9G2UrrzyyrjuuuuOuM3SO++8E//+7/8ey5cvT7/24x//OCorK2PQoEEd9j906NCYMmVKTJo0KSZMmHDMZxSsWbMm7r///li5cmVERDQ3N8d3vvOduOeee6K4uPio2+zevTsefPDB9PqAAQPiU5/6VFxzzTVRUlJy1G1qa2vjpZdeisWLF3d6BcZ//Md/tAsXhg4dGtddd11cccUVMWTIkHZt9+/fH0888UT85Cc/iQMHDkRExM9//vM4++yzY+LEiR2OAwBA7gzIdQEAAABJ8Mtf/jKam5vbvdbZbYYOhwv/+I//GP/0T/90RLgQceiZBfPmzYszzzwz/dqePXti6dKlHfY9YcKE+M///M+YOXNmvO997+vwAcjnnntu3H777VFVVZV+bceOHbFkyZJjbvPSSy+lv8yPiJg+fXpcd911xwwXIiKGDx8eVVVVMX/+/PjkJz95zHbPPfdcLFq0KL1eUVER3/ve9+JjH/vYEeFCRMQJJ5wQ1157bdx+++3p/WxtbY17772301srAQCQOwIGAACg33vyySfj4YcfbvfauHHj2oUCx3LZZZd1erujwsLCI273c/hqg2MpKyvr9AqHtgoKCmLmzJlRXl6efq2jgGHHjh3t1i+55JIujxVxKBQ4mtbW1vj5z3+eXi8sLIx58+bFiBEjOu1z3LhxccMNN6TXt23bFv/7v/+bUV0AAPQet0gCAAD6tLq6unj77bfbvXbw4MHYtWtXrF+/PhYvXhyrV69u9+fFxcVx4403dqn/6dOnd6nde9/73igqKkpfJbFhw4YubZeJQYMGxfve975YvHhxRESsXbs2Dh48GAMGdP7bsvr6+jj99NO7XcPKlStj06ZN6fXLLrus04dBt3X11VfHAw88kL664ve//31cfPHF3a4LAICeJ2AAABcPvVQAAAgsSURBVAD6tDvvvDOj9sXFxTF79uw455xzOm07cuTIGD16dJf6LSoqilNOOSW2bNkSEYe+0D9eBw4ciL1798b+/fuPeBh021sQ7d27N2pqaqKiouKIPv76+RL3339/nH322TF48ODjrisiYsWKFe3WL7300oy2HzRoUJx11lmxatWqiIh49dVXu1UPAADZI2AAAAD4i3HjxsXNN9/c5V/ydzVcOKzt8w327NnT5e3Wrl0bzz33XKxduzY2b94cu3fv7vK2x2p7/vnnR3l5eTroWLt2bcycOTOuuOKKmDx5cpxxxhlduvLhr/11IFBaWnrEFSSdaRuSbN++vctXYQAA0LsEDAAAQL8zYMCAGDx4cAwdOjRGjRoVZ511Vlx88cVxxhlnZNRPRw9EPprCwsL0cktLS6ftN23aFD/4wQ/Sv+Y/HscKGAYNGhQ33XRTfOtb30o/SLmuri4efPDBePDBB2Po0KFx7rnnxrnnnhvjx4+Pc845p8MHTR9WU1PTbn3OnDnHXXvEodtZ7d69O0pLS7vVDwAAPU/AAAAA9Gnz58+P8847Lyt9FxQUZKXfiIhVq1bF17/+9di7d2+3+vnrWyi1NXny5Lj11lvjBz/4QWzbtq3dn+3evTtefPHFePHFFyMiYvDgwXHRRRfFRz/60Tj77LOP2WdjY2O36j2avXv3ChgAABJIwAAAAJAwe/bsie985zvtwoWhQ4fGpZdeGuedd16MGjUqhg8fHoMGDYqBAwe2u33QT3/60/jZz37W5bHe+973xg9+8IP4wx/+EM8991ysXLnyqM+H2Lt3byxZsiSWLFkSVVVV8fnPfz5OOOGEI9o1NTVluLed6ygkAQAgdwQMAAAACfPkk09GbW1tev2cc86JW265JcrKyjrdNpNnOxxWWFgYkydPjsmTJ0dExNatW2PNmjWxevXqWLFiRbz11lvt2i9atCh2794dc+fOPaKvE088MV37wIED45e//GVWr/QAACB3BAwAAAAJ8/vf/z69XFBQEHPmzOlSuBAR7YKJ43XqqafGqaeeGpWVlRERsWHDhnjooYdi6dKl6Ta/+93vYsWKFXHhhRe227a8vDxdw4EDB2LHjh1RUVHR7ZoAAEieAZ03AQAAoDdt3bo1vTxq1KgYOXJkl7dds2ZNj9dzxhlnxJe//OW4+uqr273+u9/97oi248aNa7f+xz/+scfrAQAgGQQMAAAACbN79+708tChQ7u83csvvxw7duzIRkkREXHFFVe0W3/77bePaPO+972v3frTTz+dtXoAAMgtAQMAAEDClJSUpJe3bt0aBw8e7HSb5ubm+K//+q9slhWFhYXt1ouLi49o8/73vz9OOeWU9Pq6deviN7/5TVbrAgAgNwQMAAAACTNmzJj0ckNDQ6dXAbS0tMT3v//9WLduXZfH+J//+Z/YsmVLRnUtXry43fro0aOPaFNYWBjXX399u9cWLFgQzz//fEZjRcRRHzANAEByeMgzAABAwlx66aWxYsWK9Po999wTBw4ciA996ENHXDWwbt26+NGPfhSrVq2KiIiysrLYuXNnp2M899xz8d3vfjcmTJgQl1xySUycODFGjBhx1LY7d+6MX/7yl/GrX/0q/dqAAQPi8ssvP2r7yy+/PFauXJm+cqG5uTm++c1vxmWXXRZ/+7d/G2eeeeZRt2tpaYmNGzfGH/7wh1i2bFls2bIl5s+fn9EzKAAA6D0CBgAAgISZOnVqPProo7Fx48aIOPQF/cKFC+NnP/tZnH322XHiiSfG7t27Y9OmTbF9+/b0dhMmTIj3vOc98eCDD3ZpnNbW1vjTn/4Uf/rTnyIiorS0NN71rnfFiSeeGCeccELs378/3n777di4ceMRt2n65Cc/Ge9617uO2fdNN90Uu3btavcg6CVLlsSSJUuirKwsxo4dG6WlpVFQUBB79uyJ2traeOONN+LAgQNdPUwAAOSYgAEAACBhCgsL45Zbbol58+bFtm3b0q/v2rUrXnrppaNuc+GFF8bXvva1+O///u/jHrexsTF9JURHtU2fPj2uu+66DtsVFRXF1772tXj44Yfjpz/9abvgYOfOne2u0OiojxNOOKFrxQMA0OsEDAAAAAlUUVER//Zv/xY/+clP4umnn479+/cftd0ZZ5wRH/rQh+LKK6+MAQO6/pi9f/iHf4gLLrggXnrppVizZk3s2rWrw/ZDhgyJD37wg/GJT3ziqM9eOJqCgoKYNm1aVFZWxq9//etYunRpuysujmbw4MExfvz4mDhxYlx66aVx4okndnmfAADoXQWtra2tuS4CAACAY9u3b1+sXr063nzzzdizZ08MHTo0ysvLY+zYsXHqqad2u//W1tbYtm1bbN26NXbs2BG7d++OlpaWGDRoUPq2SaeffvoRz384Hm+99VasX78+GhoaYteuXVFQUBCDBw+O4cOHx6hRo+LUU0+NwsLCbo8DAED2CRgAAAAAAICMdf36WQAAAAAAgL8QMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABkTMAAAAAAAABn7//AUvim7h26JAAAAAElFTkSuQmCC\n", "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, t0=1325.504).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": 32, "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, t0=1325.504).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, t0=1325.504).bin(10)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }