{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recently, the first public pixel data from the TESS mission have become [available from the data archive at MAST](https://archive.stsci.edu/prepds/tess-data-alerts/). This tutorial demonstrates how the [Lightkurve Python package](http://lightkurve.keplerscience.org) can be used to read in these data and create your own TESS light curves with different aperture masks.\n", "\n", "Below is a quick tutorial on how to get started using *Lightkurve* and TESS data. We'll use the nearby, bright target Pi Mensae (ID 261136679), around which the mission team recently discovered a short period planet candidate on a 6.27 day orbit. See the [pre-print paper by Huang et al (2018)](https://arxiv.org/abs/1809.05967) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS data is stored in a binary file format which is documented in the [TESS Science Data Products Description Document](https://archive.stsci.edu/missions/tess/doc/EXP-TESS-ARC-ICD-TM-0014.pdf). *Lightkurve* provides a `TessTargetPixelFile` class which allows you to interact with the data easily.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import TessTargetPixelFile\n", "tpf = TessTargetPixelFile('https://archive.stsci.edu/hlsps/tess-data-alerts/hlsp_tess-data-alerts_tess_phot_00261136679-s01_tess_v1_tp.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TessTargetPixelFile`'s have many helpful methods and attributes. For example, you can access basic meta data on the target easily:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.ccd # TESS CCD Number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might want to plot the data, we can do this with the `plot()` method. You can add the keyword `aperture_mask` to plot an aperture on top of the image. In this case we've used the `pipeline_mask` which is stored in the original .fits file, but you can use any aperture you like." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to access the original fits file that generated the data you can use the `hdu` attribute of the tpf. This will return an `astropy.io.fits` object, for example" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.hdu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access each extension and the data inside it in the same way you'd use `astropy.io.fits`. If you want to access data held in the TPF, such as the time of the observations, you can do that easily by using" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17292214,\n", " 1353.17431099, 1353.17569985])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns the time in units of days counted since [Julian Day](https://en.wikipedia.org/wiki/Julian_day) 2457000. \n", "\n", "You can access the corresponding flux values using" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[[ -1.3825388, -37.66533 , -91.830536 , ..., -108.04645 ,\n", " -103.54175 , -134.1816 ],\n", " [-135.68407 , -125.30367 , -112.52773 , ..., -113.03839 ,\n", " -122.92997 , -131.28302 ],\n", " [-147.63722 , -142.73625 , -134.99854 , ..., -101.330734 ,\n", " -114.31767 , -121.03055 ],\n", " ...,\n", " [-138.13503 , -137.8448 , -146.29425 , ..., -77.273094 ,\n", " -105.22347 , -135.82652 ],\n", " [-142.20255 , -139.6766 , -147.65201 , ..., -118.81814 ,\n", " -129.52805 , -130.46175 ],\n", " [-133.71326 , -134.32669 , -148.82013 , ..., -127.16725 ,\n", " -90.90953 , -112.974434 ]],\n", "\n", " [[ -3.390986 , -47.140965 , -90.53796 , ..., -106.87563 ,\n", " -108.55464 , -136.6413 ],\n", " [-133.7175 , -125.38933 , -114.30842 , ..., -115.82087 ,\n", " -125.8608 , -132.87209 ],\n", " [-147.48918 , -142.87836 , -138.43767 , ..., -103.16773 ,\n", " -116.372955 , -119.86726 ],\n", " ...,\n", " [-138.81976 , -138.86803 , -146.27737 , ..., -78.0859 ,\n", " -107.27506 , -136.54706 ],\n", " [-139.40416 , -141.568 , -148.46045 , ..., -122.45605 ,\n", " -127.82529 , -132.05716 ],\n", " [-131.66135 , -135.35051 , -150.45163 , ..., -128.91386 ,\n", " -88.85448 , -111.716286 ]],\n", "\n", " [[ -3.5488758, -47.50886 , -95.015564 , ..., -110.717064 ,\n", " -108.882744 , -137.5612 ],\n", " [-137.84918 , -126.03129 , -115.643364 , ..., -114.72093 ,\n", " -126.24343 , -133.79109 ],\n", " [-147.31683 , -145.31314 , -137.13574 , ..., -105.026146 ,\n", " -116.6999 , -122.60661 ],\n", " ...,\n", " [-141.17563 , -140.43784 , -149.25896 , ..., -78.849335 ,\n", " -108.58714 , -138.34416 ],\n", " [-140.01288 , -142.26175 , -148.14075 , ..., -126.20568 ,\n", " -129.13695 , -132.04318 ],\n", " [-132.21141 , -138.6819 , -146.84227 , ..., -131.71007 ,\n", " -93.29626 , -116.47916 ]],\n", "\n", " ...,\n", "\n", " [[ 15.500299 , -32.484245 , -88.58714 , ..., -99.75848 ,\n", " -93.617775 , -129.5383 ],\n", " [-122.93883 , -117.40679 , -105.49079 , ..., -108.75932 ,\n", " -120.350716 , -129.25839 ],\n", " [-143.43176 , -138.72139 , -131.21268 , ..., -97.953094 ,\n", " -113.65763 , -118.00191 ],\n", " ...,\n", " [-130.2462 , -133.78702 , -140.91888 , ..., -68.20146 ,\n", " -99.546646 , -132.0319 ],\n", " [-137.01523 , -137.3937 , -141.48993 , ..., -112.68788 ,\n", " -125.11879 , -128.38521 ],\n", " [-125.543655 , -129.38873 , -144.37961 , ..., -122.12083 ,\n", " -89.26432 , -107.87084 ]],\n", "\n", " [[ 18.095486 , -34.98728 , -91.17793 , ..., -99.494095 ,\n", " -93.221954 , -128.76079 ],\n", " [-124.04631 , -116.41686 , -102.980415 , ..., -107.50661 ,\n", " -119.95467 , -127.54848 ],\n", " [-142.71834 , -138.71126 , -129.78357 , ..., -98.722206 ,\n", " -112.27363 , -119.09576 ],\n", " ...,\n", " [-131.34 , -131.13364 , -141.24506 , ..., -71.29033 ,\n", " -98.11233 , -129.48041 ],\n", " [-134.56529 , -136.50882 , -140.93579 , ..., -114.41215 ,\n", " -122.87399 , -129.40953 ],\n", " [-126.638466 , -132.9018 , -142.17902 , ..., -123.72011 ,\n", " -89.90764 , -108.07525 ]],\n", "\n", " [[ 14.83668 , -38.491974 , -89.118706 , ..., -104.50926 ,\n", " -98.43293 , -133.46823 ],\n", " [-129.66971 , -120.571465 , -107.0652 , ..., -110.490425 ,\n", " -121.109955 , -126.844826 ],\n", " [-146.30688 , -139.21913 , -132.79062 , ..., -99.678925 ,\n", " -112.38672 , -118.37381 ],\n", " ...,\n", " [-133.21715 , -132.51721 , -141.62198 , ..., -73.295105 ,\n", " -100.20323 , -132.46454 ],\n", " [-138.18147 , -138.7651 , -144.7824 , ..., -116.421265 ,\n", " -125.88614 , -129.6993 ],\n", " [-126.65554 , -130.70747 , -144.31444 , ..., -124.7908 ,\n", " -86.73392 , -112.15379 ]]], dtype=float32)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flux is a `numpy.ndarray` with a shape of (TIME x PIXELS x PIXELS). If you want to access just the first frame you can use" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[-1.38253880e+00, -3.76653290e+01, -9.18305359e+01,\n", " -1.29922272e+02, -1.45692978e+02, -1.35893311e+02,\n", " -9.54683685e+01, -8.85729370e+01, -1.08046448e+02,\n", " -1.03541748e+02, -1.34181595e+02],\n", " [-1.35684067e+02, -1.25303673e+02, -1.12527733e+02,\n", " -1.35690414e+02, -1.45928650e+02, -1.27757614e+02,\n", " -6.09818077e+01, -7.37526398e+01, -1.13038391e+02,\n", " -1.22929970e+02, -1.31283020e+02],\n", " [-1.47637222e+02, -1.42736252e+02, -1.34998535e+02,\n", " -1.41663147e+02, -1.40064377e+02, -1.18161720e+02,\n", " -5.37216644e+01, -6.23722382e+01, -1.01330734e+02,\n", " -1.14317673e+02, -1.21030548e+02],\n", " [-1.49992447e+02, -1.43351776e+02, -1.39589264e+02,\n", " -1.37442719e+02, -1.31207718e+02, -9.68078690e+01,\n", " -1.37817793e+01, -3.41951828e+01, -7.66406403e+01,\n", " -8.33256989e+01, -8.85187225e+01],\n", " [-1.37578445e+02, -1.28364151e+02, -1.26376915e+02,\n", " -1.21656555e+02, -1.14596848e+02, -5.06528702e+01,\n", " 7.68901138e+01, 4.60617752e+01, 2.71646519e+01,\n", " 3.94530640e+01, -2.65274410e+01],\n", " [-1.36808558e+01, 3.27203102e+01, 5.92592163e+01,\n", " 3.10102577e+01, 1.12594862e+01, 1.24587753e+02,\n", " 3.30445312e+02, 3.36818207e+02, 4.67378265e+02,\n", " 2.58437531e+02, 5.39367867e+00],\n", " [ 3.06964386e+02, 5.08380646e+02, 6.83612305e+02,\n", " 6.75774414e+02, 6.43811035e+02, 8.33415833e+02,\n", " 1.27430811e+03, 1.84799011e+03, 1.48316943e+03,\n", " 3.57677521e+02, -2.22004585e+01],\n", " [ 7.54239929e+02, 1.21837598e+03, 1.75272681e+03,\n", " 2.08298779e+03, 2.50489863e+04, 6.54504688e+04,\n", " 6.99400781e+03, 7.02737646e+03, 1.77507739e+03,\n", " 2.59077271e+02, -1.98949337e+01],\n", " [ 1.11253564e+03, 2.07831738e+03, 3.65158667e+03,\n", " 5.48250391e+03, 1.00965391e+05, 1.02543531e+05,\n", " 4.09393594e+04, 9.44738086e+03, 1.42760950e+03,\n", " 3.31844025e+02, 5.17090683e+01],\n", " [ 1.02698645e+03, 2.25617969e+03, 5.54376465e+03,\n", " 2.46261230e+04, 1.03035734e+05, 1.04624336e+05,\n", " 6.53138633e+04, 7.71915039e+03, 1.35093494e+03,\n", " 3.36992310e+02, -3.54690289e+00],\n", " [ 7.21791382e+02, 1.66756409e+03, 3.87029858e+03,\n", " 2.42247129e+04, 1.03909016e+05, 1.06053984e+05,\n", " 4.83635586e+04, 4.23504346e+03, 1.32237488e+03,\n", " 3.16208466e+02, -6.57367096e+01],\n", " [ 4.29120178e+02, 1.26064551e+03, 3.15358057e+03,\n", " 1.05985273e+04, 1.02944805e+05, 1.05321906e+05,\n", " 1.19889746e+04, 3.39063574e+03, 1.40142529e+03,\n", " 4.15249512e+02, -3.48390923e+01],\n", " [ 1.72348724e+02, 7.88590881e+02, 2.23820068e+03,\n", " 4.44562012e+03, 5.58241680e+04, 1.03319727e+05,\n", " 5.61203809e+03, 2.66727393e+03, 1.30703625e+03,\n", " 4.99335266e+02, 4.71602020e+01],\n", " [ 2.69907742e+01, 3.23401794e+02, 9.99374329e+02,\n", " 1.78104407e+03, 2.04844604e+03, 3.67428320e+04,\n", " 2.80467065e+03, 1.85512500e+03, 1.18081396e+03,\n", " 6.49496826e+02, 1.00554329e+02],\n", " [-7.98464050e+01, 9.25059509e+01, 3.26399536e+02,\n", " 6.55647888e+02, 9.57525818e+02, 1.18310132e+03,\n", " 1.39609094e+03, 1.17153650e+03, 1.15672314e+03,\n", " 7.71616577e+02, 5.45056877e+01],\n", " [-1.13249367e+02, -6.13406181e+01, 5.93428993e+01,\n", " 1.54688034e+02, 3.48396606e+02, 5.27463257e+02,\n", " 6.76866699e+02, 6.34336426e+02, 5.01662018e+02,\n", " 3.01781311e+02, -2.48897457e+01],\n", " [-8.82987518e+01, -1.17512108e+02, -9.47615585e+01,\n", " -3.40316010e+01, 4.28901634e+01, 1.52270020e+02,\n", " 2.72233185e+02, 2.77604492e+02, 1.88234268e+02,\n", " 4.79093513e+01, -6.75118103e+01],\n", " [-8.60586777e+01, -1.14533005e+02, -1.38196228e+02,\n", " -1.20548019e+02, -7.74374313e+01, -3.44268494e+01,\n", " 3.27217293e+01, 4.88377647e+01, 1.26917982e+01,\n", " -5.03569221e+01, -1.11872086e+02],\n", " [-1.38135025e+02, -1.37844803e+02, -1.46294250e+02,\n", " -1.46713867e+02, -1.37058548e+02, -1.05716675e+02,\n", " -6.76952667e+01, -5.82716599e+01, -7.72730942e+01,\n", " -1.05223473e+02, -1.35826523e+02],\n", " [-1.42202545e+02, -1.39676605e+02, -1.47652008e+02,\n", " -1.50885605e+02, -1.49152878e+02, -1.39763824e+02,\n", " -1.17666542e+02, -1.09747162e+02, -1.18818138e+02,\n", " -1.29528046e+02, -1.30461746e+02],\n", " [-1.33713257e+02, -1.34326691e+02, -1.48820129e+02,\n", " -1.51972229e+02, -1.49277893e+02, -1.45098679e+02,\n", " -1.30031540e+02, -1.21871094e+02, -1.27167252e+02,\n", " -9.09095306e+01, -1.12974434e+02]], dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values are in units electrons per second." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Light Curves from TPFs\n", "\n", "We can use the `to_lightcurve()` method to turn this TPF into a light curve using *Simple Aperture Photometry*. This will put an aperture on the target, and sum up the flux in all the pixels inside the aperture. \n", "\n", "The default for `to_lightcurve()` is to use the mask generated by the TESS pipeline." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the plot function to take a look at the data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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2Rcdng/2HIAiCGJ3CwkIoFAqcPn16podCEKNy7tw5AIOf2+uBylYSU85cbMo0XE16giAIYnaTl5eHTZs24dChQ/D5fDAajdBqtdcdASWIySSZTOLcuXM4ePAgb/x1PZCgJ6ac2WSdGSuZk5C5eA8EQRA3Ktu3b0d5eTkaGxvxwQcfzPRwCGJY7rzzTmzfvv26z0OCnhjCZEenhzvXWGu8z0S03GAwpF2bovUEQRBzB7lcjrvuugt33HEH+vr6EAqFkEqlZnpYBMGRy+UoLCy87sg8gwT9NLFr164hy31bt27F1q1bZ2hEwzNdFhnmSx/tWjNh2fH5fOO6Nll0CIIgZh9yuRz5+fnIz8+f6aEQxJRCgn6a2Ldv36TNwuYLzMYymhieSbuL2Wwek1ifS3kCNPkgCIIgiPkFZYjcgIxWdSZTQE9lyUaLxQJBEEa8xkyIT/YM2PjGuv9cYL5X7KESowRBEMSNBgn6G5DRBF2mgJ5sAcgEFzuv2Wwe9RrTLdLGmxB7vZOO6bq/G0HszvcJC0EQBEFkQoL+BmQ0gTrVok8q5IGxieHJEGlTXQ8/2/nHes3pEqGCIMyp1QSCIAiCIEaHBP0NyFj84FImQwBKhS2rIJMZBZ+uicRUnl96Dw6HY8zXnC6RbTabx1RVaC5DExaCIAjiRoMEPTEqk+FhlwpbVkEm8xojid/JEGljOUemmB2PuM20Dnk8njFfc7ryBKZrNWQmoYRfgiAI4kaDBP0NxFjF6VREOKXnZBH6TAKBwLDHT4ZIm4iYHUncZj5Pi8WSdp8mk2nEa0pzCWZTVJwi3ARBEAQxtyBBfwOQmYQ6GhMVz8N5yDMj0NIIvfQYURQndN3JZDzWn2zPU3qfdrt9zMdPdY7AeCYMFOEmCIIgiLnFrK1D39/fj5/+9Kc4d+4czp07h1AohM9//vP4+7//+zEdH4lE4HK50NTUhHA4jNLSUnzmM5/BPffcM+F9W1tb8fTTT2e93osvvojVq1eP/0anAVYjfartH9lqsQuCgDNnzgBIF4rsOtLmUlVVVRO67mRisVjwxBNP8O/HkkA80efl9/sBjL0e/2iMVAt/LtXJJwiCIAhifMzaCH04HIYgCIjH47jzzjvHffyePXvg8Xjwuc99Dt/61rdQUVGBF198Ee++++517QsADz74IF588cW0r1tuuWXcY5xuJsM/PVyk1+12ZxW/fr+fv5fS/djPBoOBf9/S0jIj1pNs13Q6nQCGPjPpviOV2xztPtxuN2QyGb/GWOvdjwRZZQiCIAjixmTWCvri4mL85Cc/wfPPP48HH3xwXMceO3YMx48fx5e//GXU1NSgqqoKjz76KNatW4dXX30VyWRyQvsybrrpJqxevTrtS6PRXPc9TxXjEXqj7Tuc6BwuAhwKhVBaWopAIAC32z1kP5/PB7PZDIfDgUAgAJfLxV9zOBxcGDPrzngF/1j2l042gMFn0NXVlfUc0vGNNEEaTZwLggC9Xp+27XoFebbxSO9pLDgcjusag/SaBEEQBEFMD7NW0MtkMh7BHC//93//B41Gg+rq6rTtmzdvRk9PD06fPj2hfecq47FajJbEmc1jnhmdlwpvrVYLq9UKURTTRK50f4vFAo/HA5PJxH30brcbHo+HHyMIAv8aj7AfT5dXJtYtFgvi8XjWczCbTLb7lpKZ+Js5XrPZPOTYkVYDJorU0jQWPB7PpF2TIAiCIIjpYdYK+uvhL3/5C0pLS6FQKNK2L126lL8+kX0Z3//+93H//ffjs5/9LJ555hmcPHly1DH19/eP6UsqJK8XaXR7Ms7FouvSKDUwVMC5XC6+zWazwWKxwGazARiadMp+1uv1MBqNfD9BEFBcXJy2n9/v5zaX66nvnq06DZCelJuTk5P1HCaTKe2+hxPKmaU5MyvZMJvNSMyEMJY+84mSObkjCIIgCGJqmZeCPhwOIz8/f8h2ti0cDk9o37y8PGzbtg07d+7Enj178Mgjj+Dy5ct4+umn0dzcPOKYHnroIezYsWPUrzfeeGNC95wN5gMfT+nF4V7PFqWW2jmkthUmvIFrYtliscBgMMBisWDv3r1pHnWXywWbzQaXywWLxQK32w2DwYDKykou+C0WC2Qy2bgTO9n5pGRabNi/UjErFe4jVa4Z7vllm0jMRHnK8dp4rFbrdV9T+rymYlJCkwSCIAiCSGfWVrmZjaxYsQIrVqzgP69ZswZ33nknHn30Ubz66qtYv379sMe++uqryMvLG/UaKpVqUsYKjFzXHUiPurOfgaGCLFt9delrmfvr9fq0bQ6HA0ajET6fDzt27EAwGIRcfm0u2dHRAYvFwkW+y+Xi/nK73c6rzjCxOV6RmhlJZ8ez7dnucbiSk2xywSYdw0XpM7dlrixke+aZVW4mI8l1ohOgyaqIMxWJumOp2DOdzboIgiAIYqaZlxH6/Pz8tMg6g22TRuTHs282Fi5ciE2bNuHChQuIRqPD7peXlzemr8kU9CziPJyoEgQBZrMZdXV1/OeRIqpMIDGxm+28ZrOZ22aYWG1sbIQgCDAYDDh37hx0Ol1aNFyr1cLtdvPjOjs7EYvF+PmzCefhxNpYorfsWHZ+6SoASwrN5tNnEyD2L0voHY5svnlgaP15aZ5AtnFOJdme1/VG1TOtRTMB+fgJgiCIG4l5KeiXLl2Kzs7OIRVqmB9eWmJyPPsOB/NeTzSJd6oYzj7BxCoTmJl2IWmlEyb4mW9+OMGcLfmSHaPT6WA2m+Hz+aDRaLB7927odDq+X11dHZxOZ5qXva2tjQts5kcfS4OsbK8NJ7rZ9bxeLxfqLClUKrSl1w0EAnwiJD2H9Lmw58tWHNizYKsA0rrzBoMhbWIxUTKvP1Yyn5fD4bjuqHrmc5tMRkpEJgiCIIgblXkp6O+8805EIhG8//77ads9Hg+Kiopw6623TmjfbFy9ehVHjx7F8uXLoVarJ+8mJgFmn8gUbUysMrsJswoZDAYYDAZ4PJ60Dq/Nzc3w+/1DziX1hJ89exYA0vbp6OgAMGhVYsJXrVbDYrHgxIkTaeMMhUL85y1btvAIPhPYZrMZDQ0N/PtsZBN7YxGVjY2NMBgMcLlcMJlMXNTGYjF+n8Cghcnn8yEQCAyx6GQ+F5fLlWZ5Ys+CWZQcDgcEQUBLS0tansFEkV5/7969Ez6Px+O5rtWP4cY0WYy1QRaJfoIgCOJGYlYL+mPHjuHIkSM4evQoAKC9vR1HjhzBkSNHMDAwAGCwe+v999+Pn/zkJ/y4jRs3Yt26dWhoaOCi6eWXX0ZzczMeeuihtIo249n3xRdfxGuvvYYjR46gtbUVgiBg9+7d6O3txUMPPTRNT2V8CIKAWCw2JAHUYDDw72tra+F2u+Hz+eDz+aDX69Mi1Hq9HqlUKi3iDAyKJhaFDwaD/HoMnU7Ho9BMbLMqPiPZk+x2O6xWK9xuN3JycmA2m2GxWEbMCcg2cWHbsm2X/huLxdDa2gpRFGE0GrmolU463G43RFFEX18fX5FhE6bMiYTZbIYoijzXwO12I5FIpAnixsZGmM1mvqpzPdHszOtns5ANV+ozU/hKk4EzuZ7KQpPFWM9N/nmCIAjiRmJWJ8X++7//e1rdbybmAeCVV15Bbm4uACCVSqWVHASAp59+Gk6nE//1X/+FcDiM0tJSPPXUU7jnnnuGXGes+y5duhRNTU1wu92IRCLIz8/HRz/6UezatWvUSP5MYTab8fzzz/PIOPOyt7S0oKWlBTabDYIg8OdcXFwMm80Gr9cLYFAIlpWV4eTJk5DJZLwJlN1uh9fr5ZH1LVu2ABicKBiNRgCDkXlmU2lqasLBgwf5eTOJRCL8eiyK/cQTT0Cn03FxxlYSskVppXYY9tpITbCk51m/fj3a2tpQXFyclpArfYaCIMBms+HgwYOora1FXV0d6uvr+bm+973vpR3DynUyy5BKpeK2GwZ7P5g9Z7wilD0rQRDSri9NOM6858xrZP6crYrPRBJrgakR9iTUCYIgCGIos1rQ//CHPxx1n8rKShw8eHDIdo1Gg0ceeQSPPPLIqOcY677bt2/H9u3bRz3fbMLr9SISiaRFyQVBwIULF9IScDs6OlBeXo5YLJZWccbn8+HkyZPcTuT1euHxeGC32+HxePikion41tZW2O32tKix0+lEOBxOixDr9fo0scgi91IRHovFoNfr+QSivr5+xEi2KIpDIuWZSKvTMGpra3Hw4EH09vYiEAhg165dAMB9/lJLDPv+2Wef5cezZyudSDCB7fF4sGbNGtTU1HD7EJsksTEKgoDOzs5h7ysb2bruMjKrLUnfd/Yss50v27nYNSbiXSfxPX1QVR+CIIgbm1ltuSGuH4/HA5lMxi1CzLqSSCQQj8d5gufAwAD0ej3a2tpQV1cHmUzGLS7RaBQVFRUQRTFNlMZiMV4FiEWaM732Xq8XxcXFWLNmDfbu3YvGxkYA1xJhmRVEq9UCAPeyC4KAkydPwmw2c0+/w+FAQ0PDkC6swKAwLigoSNvm9XrTRLi0Oo3BYEjzyAeDQdhstrToPBsTMLSevVqt5iK3paVl2NUAvV6PWCwGu93Oz+10OnnCMhvbeBOqpYm50iRbAKivr+f7SYU/e5bDnS8bmSU+szEX6sLPhTFeD1TVZ3KZ758XgiDmHyTo5zkmkwkKhQKhUIiLbZ/Ph40bN6KoqAgGgwFerxcqlQpmsxnRaBRHjx5FMBhEcXExzGYzFi9ejPb2dhQXF6OwsBAVFRUQBIGLeSZs6+vrkZubC0EQcPbsWTidTp5w2tvbi2AwmCZcw+EwXC4XXC4XF88+nw+iKMJgMHCffU5ODgRBgMfjQXd395AurKwqT1tbW1oXWzYRYDDRwyrutLW18Z/PnDkDi8WCqqoquFwuuN1uVFZW8mOZLYZNQLZs2cJF7sWLF9M64Eoj2TabjV+HleVkDbKk+69Zs4ZfZyxiguUVAEhbGchEus1isYy7Eyw7d7ZJVLZrMGabIJrvgpeSgCeX+f55IQhi/kGCfp5jNBqh0WjQ3d0NmUwGp9OJSCSC2tpaVFdXw+fzobGxEevWrQMwaDMRRRGhUIgL2urqaly+fBlmsxmdnZ1Qq9UwGAwoLy/nopxVqmG5DH6/HzKZDIlEAj6fDzKZDHK5HDU1NQAG/2CySUYwGERBQQEcDgfOnDmDqqoqtLS0YMGCBRAEgVuGTCYTNBoNAPDa+Q6Hg9e5N5lMvJoMMJgPwKxD0hKR2XzkiUQCwOCEwu/380g+g43X6XRCEATY7XYuouLxOC996XA40lYELBYLTCbTELsRgLTJB7M0jdYLQDrmTDIj9dkmGGxlYLga+cPh8/myivThrDjTJYjGMnHIHONsm2xMBmS3mVxogkQQxFyDBP08xu12w+VyoaSkBMlkEpWVlejs7IRSqcSePXvQ0tKC1tZWxGIxBINBuFwurFixArfffjvWrl0Ln8/Hhe369evh9XoRjUZhNpvR2tqKEydOQKvV8si/TqeDTqeDwWCAKIqorKyEUjmYpqHX6yGTybh/OxAIIJVKwWQyIRqNoq2tDY2Njbw05IULF5CXlwez2YxgMAifzwej0chFeXNzM9xuNw4cOIBEIgGz2Qyj0ciFOQB+vw6HAy6XCz6fLy1hUyq0WSJpLBZDRUUFzGYzAoEAj/6zP/BSKxI7l0aj4VaWxsZGfk42mbDb7XA6nTzCz87FEpGl9hnptUZ6XzO/z7YSwc6baReS7sOOzbaPlMy8A+l5RppcTDVjmThkjpGir3OX6ZqM3QgTpPk4sSWIGxkS9POYhoYGnD9/HlVVVUilUmhpaUEikYDBYEB/fz8uXryIcDiMBQsWwO/3o6OjA6dOnUJ5eTl6e3thMBhw5swZLs6Y//3gwYPw+XxcPJtMJjidTvT390On08Hn80GpVHKvOvOrKxQKbikRRRHxeBxGoxGpVAoVFRXQarVIpVIwm81IJpMQRREWi4VbcFwuF48wy+VyuFwuxONxJJNJWCwW1NfXo6ioiP+ham1thUwmw+HDh+H3+/l91NXVwev1wm6385rtWq0WDocDJ06c4NHyYDCYZtvR6XTQ6/UQRTHtj2E8HofJZILBYEAikeD5BDKZDA6HAw6HAzKZDKFQKE1csglxtb19AAAgAElEQVSFwWBIm2iMJiYya96zf6X18oc7hq0iANesStLut9lwu91obW0dV1fcqRZEmdcbq1UJmLwGXsT0Q5OxyYOeJUHML0jQTxO7du3Czp07074OHTo0pdfs7u5GLBZDS0sLAODixYtcaAPXOtyWlJTAZDJBpVLB7/ejsbERFy5cQFNTE69p3tzczP3vR48exdWrV6FQKBAMBtHe3g6ZTIZIJIK2tjaYzWZoNBqYzWZ0dXVxv7pSqeRNl4qLi6FWq7mlRq1Wo66uDqlUCgcPHuQC2O12Q61W48iRIzh//jwv08jyAnJzc3mX31AohOrqap4UKooiampquOBmNDc384h6b28vgMEIdGNjI/fts3GxyYogCLBarTCbzdxnz9DpdLDb7fD5fFi0aBEA8MmHx+NBY2MjrFYrtFotDAYDF9J2u52vgDChOBYhLO0hIE2MZT539r5mRtXZ6oDH40lLkGUVcIZDEAQ+uRrOqjPd4kCaD8F+Hi2xl5H5jK+nsy4xvZAVhiAIIjsk6KeJffv2oaGhIe1r69atU35dURTR1dUFABgYGMDatWvR19cHhUIBnU4HhUKB4uJi2O12Xgs+FoshGo1yW4zL5YJcLkdJSQnUajVSqRQUCgXkcjlPotXpdFi0aBEXzpFIBF6vF/F4HH/961+hVCpRVlaGWCwGURQRi8WwZcsWnD17lvviGceOHcP69euh1WpRX1+P5cuX49KlSwAGo+usQVV/fz+SySSvOJOTk4OmpiZuAbLZbLDb7dBoNDAajXA6nairq8PixYt52UyGXq/nz8NsNsNsNqOvrw92uz2tUZPFYkFLSwsvM+l2u3lyMAD09/dzCxOAIUmoLGdB2uArEAikTRBGg1mh2Hik4wKuJd/6fD6erMtEu3R/tkLAKuAMJ5bYJAYYKminsub8cEhtS1JxLk1MljLaJCmzYRoxe7kRrDDTBU2OCGJ+QYJ+HlNUVAQAacmqLCLNou2sWRQAXsZx8eLFAIBkMolIJIKOjg5oNBreIAkAFi1ahPz8fJhMJqRSKbS1teHuu++G0WiEy+VCIpHgFp329nYEAgFYrVa0tbXBZrPhxIkTMBqNCAaD3BcvCAJycnKQTCZRX1+P6upqBAIBVFZWQhRFFBUVobm5Ga+++ipycnIQiUSQTCaxbds2CIKAiooKhEIhyGQyNDQ0ABgUf/F4HC6XC6FQCMeOHUNdXR2PsstkMm57WbFiBZYtW8bLXS5YsIA/P7PZzIVfKBRCf38/t6mw5loGgwHBYBBtbW2IRqM8Ss8q4nR1dcFgMPAmUwDQ1NQEURTTGqONFDHOlujKtmV6+5mVR1q2EgAqKirgdrthNBrTJgbSZF4pFotlSGWhTKazpGWmJ15qWxopgj7cWEbqQJwJiaDZAVvlIiYOTY4IYn5Bgn4ewxojsYh6bm4uQqEQ5HI5t6koFAocPHgw7Q9keXk5/14URahUKuTl5UGlUkGlUkGpVOLy5ctpJSgrKirQ1NSEPXv2oKOjA8lkkot/uVwOURTh9XpRUVEBr9eLgYEBCIKAsrKytNrvy5YtAwDeYTWRSKC1tRVqtRparRYqlQrnzp3jZR5TqRSAQaHV3t7Or8mSfPfu3QutVgufz8fFPotm+/1+qFQqbnsxm82wWq18IlJSUgK3280Te9n9shKb9fX18Pv90Gq1vByoWq1GcXExBgYGeJSeJQKzij9yuZyvIvT09MBms6U9S+Zpz4YgCLz5V+b+OTk5fBvzvbNnA1z7A86sTk6nM6tAHW61gPUeGA9TYVHJHHNmRaLxjmU8pTxJBM0OMkvSEgRB3OiQoJ/HsKgvE4tKpRLhcBi5ubkQRREDAwOIxWI4duwYfv7zn0MURajVahw/fhwymSwtanz58mUkEgmUlJRgxYoViMViGBgYSIvC+/1+9Pf3c+uOwWCARqOBRqOBXC6Hx+OBWq3GgQMHuE3FarUiFovxiixWqxV5eXnc5w0A58+fh0wmQ1VVFReUwWAQCoUCwGCyrtfrRSAQQCQSgSiKvEpPb28vdDodT+BduHAhHA4HQqEQKioqEI/HeYSWReZVKhXcbjeqqqrQ0NAAuVyO+vp6WK1W1NXVwWazQaFQIBwOIxQKoaCgAIIgIBAIYNmyZbBarYhGo5DJZLymvdlsxs033wxg0N6Tm5sLp9PJJyTSZw0MFZ/SyHxbWxscDkeaoHE6nTyxFxgU5cFgkJf3lJ6H2WvY5Ga4z40UtoLCaupLz5ctQVX671SSWZJypHr5w8ESrYm5gdvtRnFx8ZzNZ6CJCEEQU8GEBD3zZI+FP/zhDxO5BDEJsMjjggULkEgkEAqF0NfXh1gshuLiYiiVSiQSCSSTSR6xV6lUSCQSUCgUfCIQiUS4gC8uLuYe7dzcXACDEfhwOIxkMsmPWbJkCT82Eolg2bJl0Ov1OHPmDGKxGLfZAMCJEycQCATw6quvwuv1oqysDCaTaYjYbGpqQiKRQH5+Pvfhs/G++eabSKVSKCoqwqJFi9De3o5wOMwnJqWlpVAoFCgpKUFjYyMikQiCwSDkcjm3/bAkUY1Gw6O+wWCQr2xYLBY0NzcDAPf4A8DJkycBDHrWrVYrLBYL5HI5L+nJLCI2m4370UVRRCAQwOLFi+FyufgzBQbFMytpyWBReNYcyuPxoL6+nttNOjs7UVxcjMOHDwMYnPDodDo0NzenCR+n08ntNdLGWcA1oVFcXDxq1Ro2UWAJw1LYJMbpdE5IYGcinSBkVuOR2onYKslwgmk4u8x8jrrPN/FYV1cHQRD46uNcZK5ORAiCmN1MSNA//vjj+PWvfz3iPrFYDA0NDfjOd74zoYER1w+LZq9Zs4YLW1EUkUql8Nhjj2X1DqtUKi7wWQRcFEXeJIp1lmWvxeNxAOC2FGBQ6JeXl6O9vR3JZBKJRAI33XQTEokEenp6+DmlnudgMIhz587B4/GkWSDkcjm2bduGoqIiXL58mV9LJpMhlUpBo9Hwe1IqlaiurkZPTw8uXbqEZDKJ/Px8hEIh9PT0IBQKIRwO88kN876z7rOpVAp1dXXo6elBLBaD3+9HTk4Oent7UVpaCofDwZtd1dfXQxRF3ojLYDAgHo9zcVheXg6r1YrCwkL+PrAVgJaWFuh0OphMJtTV1cHv96eJSovFkjZpdjgc3MPvdrthtVpRUVEBv98Pl8uF1tZWXkEnPz+f9wTQ6/WQy+VpQjYQCHBh3NTUlPbes0kDi8ZnRt+ltfvZxCbzM+R2u9HZ2QlBECCTycZkhclkuJr50ko2mbkEFouFW4WGE0yTIdznmkAeyb41F2lubuarVHM1n2GujpsgiNnNhAR9PB7Hv/3bv+GFF17A1atXh7x+5swZPP7443C73SgpKbnuQRITg9kjOjo60mwUqVSKC9JM2Pspl8t5PfZEIsG96T6fDx6PB4sWLeIVXURRxNWrV6FUKiGKIpLJJI4fP45IJIKcnBxeOaa9vR3AoIe7qqqKC9WysjL09PRAoVDwxlXMI1tRUQHgWgdbVlmHiXg2PmBwMsJq7TMikQh6enp4xLu7u5sfOzAwAAB8xSCRSKC5uRmJRAInT55EKBSCyWTCwMAAbDYbPB4P8vLyAAxGCkOhEPR6PdauXYvW1lbodDounpRKJU8mbWtrg9vt5vYkmUwGnU6H9vZ2Xm0mk3A4zM/l8XhgsVi4ULZYLLxUKJuk1dXVwefzobq6Gi6XC3q9npcPZULW4XDAZDJxYSyt3gNcs9VYLBZe8lLqp7dYLLzUJmvEVVxczKPwLHoej8e5fSpb8u5oAjOz1KZ0fNJxsjGxfURRnHKxNBujqyM9z9FKks419Ho9LBYL/3cuTlbm84oQQRAzx4QE/b/+679i6dKlaGpqwqOPPsrL5QHAG2+8ga985Su4ePEiNm/ejJdeemnSBkuMj8LCQgDApUuXeGIqi6Sz6DRjxYoVPOqdl5fHhTkTjcxKEwgEUFFRge7ubn4OhULBy0cCgwKbCf2ysjLe+Gnx4sXcU9/U1MQFbmVlJRKJBPR6PZ84FBYWwul0wmaz4fDhw9znzBJzWRQ/U5RKk0uBQWsMsxMBg3YaFjFPpVJ8UtDS0oKSkhKeWBqNRhGNRmE0GqFSqeD1emEymbg9p7m5mdt+ent7IYoi+vv7eeMm1lRKq9WisLBwiKg6ceIEjh07xn/OtJUolUq4XC44HA5elUan0+Hs2bP8vlnJUZvNBq/XC7PZDJ/PB7/fz0U2y2cABnMNjEYjr1nPLEPZauCz87BJn9vtTkucZhWUrFYrj8K7XC74/X4+mZFWzgHSI+0jIRXl0i660ko9bGVAasGx2Wxp9pvJYiZE41gqHTEyVy2kSJ/ZfKCsrAzAtdKsc3kFYq6OmyCI2cmEBH1ZWRn27duHT3/60+jp6cE3vvEN/Md//Ae++tWvwul0QqPR4Gtf+xoee+wx7rMmpp/Ozk4ucFn1mKKiIshkMpSWlgK4VrGlv78fMpkMKpWKe6sTiQQ0Gg3fDgxGQTs6OtLE8MqVK7mgVSqVaQLaarVi48aNcLvdyMvLg1wuRzwex+XLl6HT6bhXXalUoq6uDrFYDE6nE52dnbzWO7P15ObmYunSpYjFYojFYnxFgIlOnU6X5q2Vy+VpFXuAaxMAtVqNUCjEI+6BQABXrlzBmjVrkJOTgwULFqCiogL19fVYt24d99cnEgk0NTWhvLwcAwMDaGtrQyAQQEFBAa5evQqz2Yy33noLlZWVeOutt1BeXs475rJnzcbLEoM9Hg8XZU6nE06nE0VFRXw1JBgMQhAErFixAt3d3QCAm2++GUVFRTCbzfB6vfB4PPB6vTAYDKioqEirVc8mCex5s5UDdn3pfmwiYDabEQqF0oSTtBFVXV1dmu2Fdf8Nh8PYsmVLVrEyVmE5lrrx7BlmCn7270gidzhGqizEmC5xPFqjr/FsH64c6VzD7XanJWVL7WHs57nEfFo5IQhi5plwlRuFQoEvfOEL+Pa3vw2NRoNf/epX+NOf/gSj0YiXX34Zd91112SOk5ggt99+O9RqNXw+H2QyGbq7u6FQKLgthfnRWY35devW4YMPPgAwGO1OJpNYtmwZtFot5HI5qqqq0NXVxe0vALgvHgDfxv71er2or6+Hy+VCe3s7KioqUFZWxoU2q7jCrCEDAwPo6upCPB6HVquFIAi8w2xNTQ0KCgq4kGZRejZpWbFiBU6cOMHHsmzZMhw+fBiJRIKvHrDJBmuQtXbtWhQUFKC4uBg5OTlQq9X8fGq1GpcuXcKpU6dQUVEBj8cDjUaDUCgElUqFVCrFj2tra0MikYDFYuHlKZl1RxRFtLS0IBKJ8IZXa9euxe7duwEM2lbOnDkDh8OBjo4OnswbDoeRSqXg9/sRCATSxGRBQQFWrlwJr9eLxsZGDAwMwOPxoLW1FcFgEGfPnkUsFsPSpUu553/nzp28y6zBYODJr2yb0+nkvnqv14toNAqv1wu3241AIMD3ZwKRlb70er0QBAE2mw0DAwPcljNcYu14RLE0d4Bdk41Fet5sfn+2PzA2sTcWgTWVNo9s489G5mtSK1K2czHmuoAUBAF6vR4Oh4PbxqQrEHP9/giCIK6H6ypb2d/fj7fffhv9/f08UtrZ2cm90sTMsm3bNpSXl2PdunU8cp2Tk4MNGzbgwoULXLgqFAqIooht27ZBrVYjkUhwAZ9MJrnvXKVS4Z133uGimEWcpRVZWDR96dKlAK7Vi2YTALVaDavVCpVKhWAwiIMHDwIAj5QrlUru49fpdLyjrNlshtFo5CU1WXlKURR5gm4sFuMWEzZ5kf7MkMlkkMvlfDz33XcfKisr+TNau3YtwuEwj1aHQiH09vZCr9ejpKQEa9euhSiKyMnJQWVlJc8VYDYbhlKpxMDAAORyOWQyGeLxOG9OxX5HHA4HrFYrQqEQPB4PIpEItFotBgYGoFQqEQwGYTKZ0ixSLFJpMBhw4MABaLVaRKNRFBYWwufz4fz58wgGgzh58iSqqqp41RwWmZfW3WffNzQ0IBAI8Pr4jY2N0Ov1OHz4MARBgCiKsFqtXKgLggCDwYCOjo60EqNSoT2cHSJTFGcrfcm2A4OrJ9KEXZPJlNYBFxi0+0gFnbS5lnQso/nNR9ueWWVnMsk2/rF0vpWuTGQ713zCZrPhwIEDCAQC3DqX2WRsokx3hH8+WaEIgph5JizoT5w4gUcffRTvvfceli9fjpdeegmf+cxn0NPTg2eeeQavvPIKF3fEzGC32+HxeNDb2wutVssj7sFgEEqlknd6ZfYFu93Ovcn33XdfWs13YDDizb6Xy+U84ZmJY2AwaS0vLw/9/f0ABhtOCYKAgoICKBQKBAIBeL1eXkry6NGjcLlcEEURbrcbarUaoijyWvnHjx+H0WgEMGi1iEajyM/P58muoiiivLwcBQUFOH78OBf4MpkMvb293FYCXKvEYzAY0rq7HjlyhCe1sm6vMpmM54bIZDJcvHgRVVVVKC4u5km9rHtuOBxGJBKBWq3mtpRYLIYHHngACoUCSqUSer0epaWlkMlkPMosCAIOHz4Mr9fLvfaiKEKv16OiogKLFi2CKIowGo0QRREulwsajQZOpxMmkwmtra2IRqOoq6tDSUkJrly5wldetFotRFGEz+eDxWKBUqkcUrOd3T97j00mE18NYXX/8/Pzh5TQrK+vh8FggM/nQzQaBXDN5mK1WtNq3Q8XIWcTG+Ba9RomuKXReEEQuIBnEVm73Z7WARcALwMqhZWxBK4lhw6XcMvuIdtr0u3DNeOaTKTXnkxhPtcFpNlshsViQSwWQzAYxPHjx9M+LyyRe6JM9ySIkmMJgphMJiToX3/9dfy///f/cPnyZXz605/G3r17sXTpUjz44IPYs2cPFi9ejIMHD2LXrl24cOHCJA95brJr1y7s3Lkz7evQoUNTfl2TycQTW5l/vaOjA+vWrUNfXx+MRiOWLl2KnJwcLoCUSiUfW05ODnQ6HaLRKCorK6FQKLiAZ9FYg8HAcyWKioogl8sRCAR4BJyVmYtGowgGgzhw4ACAQdtIKpXiEwqn08mbL8lkMnR1dSEWi2Hv3r1wOp3o6upCXl4eNBoNAHAx2d3djUWLFiEej0MmkyEnJwepVApyuRyrVq3i0f+FCxdCJpOhurqaP5+WlhZ0dXXB7/ejra0trfZ8Z2cn7rjjDpSUlECpVKKlpQUGgwEGgwFNTU24evUqDAYDX1VYt24dF9RtbW2w2+1Yt24d99bbbDZYrVb89a9/hSiKPIH0wIED/H5Z1ZiOjg6+AsLqbouiyO+RNfICBu0xGo0GqVQKNTU1WLZsGSKRCLZs2cIj7uvWreMVa1hSrMvl4pH6LVu2wG63Y9u2bQCAmpoaXjWno6ODT0RisRjC4TCamppw5swZLFq0iJeyNBgMaULbYrHwMpmZYkkmk3ExJhX/0kg7sxkxAZ+JNPmV1fbPFMNswpItOXS8PnW32z1sM67JIJt1ZCwifKR8heEmJmM9z2yCjV+v1yMUCiEajaZN0thneaLM1IRntj93giDmBhMS9G+++SYKCwvx7W9/G1/4whfSapCvWbMG+/fvxz333IO//OUvePLJJydtsHOZffv2oaGhIe1r69atU35du90On8/Ho8vMOnPq1Cnk5ORAEAR0d3dj27ZtcLlc6Ovrw4YNG3iEnXm9U6kUWltboVarebSfiaWysjLk5ubyJNV4PA6FQsHFLyszl5+fj2g0ilgshlAoxP3urD78xYsXYbPZUFJSAp1Oh1AoBFEUEQwGEQqFEI/H8fTTT0On0/HPHKsT397eDqVSiVQqhfLycshkMixevBgffPAB1Go1t+MsX74cTU1NKCgo4Pchk8lgMpnQ19cHv9+PaDSK0tJSaLVa1NfXQ6PRIC8vDxcvXkRTUxOampp459ympiaeYKxWqxEOh1FcXMxFLqvFDwAHDx6ExWLB+fPnUVxczK0/8Xgc+fn5yM/PR1FREZqamuD3+6HX63nJT51Oh3A4zCP4R48e5SU933rrLbS3tyORSMBut8NqtSIcDsNut/NutWzlo76+HgDQ2toKv9/Pk2qBQWFht9v5++r3+3kUXqfTwWw24+TJk1izZg3C4TDC4TCfFDLrDjAojFgnW5bQm9lgitl3pI2uzGZzWulJ1qsAuFaLX4rFYuH34/P50rqHsv2ljaZYOU7GSE2vsok75uEeD+MRa9kE91gmD9kmH9I8h7EyV2w6hYWFaXkxbGWGRfAnykxFzOfKcyfmHzSZnF9MSNBXV1dj//79QzpNMvLy8vDkk09i9+7d/D9dYvphv6yhUAitra24++67IYoiSkpKEAwGUV5ejjNnznAbTTAYhF6vR29vL+RyOZRKJXp7e/Hqq68iHo/zxFpgsBwkE8bHjx9HYWEhNmzYgOLiYmg0GigUCpSVlXGRZ7PZkJeXx1cMgMEobUFBAXp6erigtVgsfAWDoVAoEAqF+OSgsrKSl5dk/vkFCxYgmUxCLpfDarVi+fLlCAaDSKVSXAizevp+v59biti5jEYjj36bTCZYrVasXLkSwKDfnXnau7q6cPnyZSxevBjAYNdkn88HuVwOv98PnU7HKwo5nU6EQiFoNBrU19fzZkyiKKK6uhrxeJzbbIqLi1FdXY1gMMitRGazGfn5+XjppZfQ1taG7u5uJJNJboVSq9XIy8tDMplETk4OampqeNIqm/Do9XqcP38esVgMNpsNPT092Lt3L4LBICoqKmCxWODxeNDY2Mgj+D6fj68aGAwGbNy4EW1tbdwq1dHRgZqaGuTn50On06XVqgfAz+lyuRCNRhEIBIY0mGLiiX0W2GeVlZ6sq6tL61jb2NiYNSGVVS1iUX4Gq92fWYddOo6Rml5lirvMij5jZbxiLZstarj9xjKOsUadx3rdmaSurg47duyATCZDUVERVCoVDAYDX+GbqxaW2f7cifkLTSbnFxMS9F/5ylewcOHCUfe75557sH///olcgpgE2C+rVquFz+eDz+dDXl4eqqqqoNPpeCRXp9PxhMyysjIEAgFs2rQJer0e4XAY586dg06nQyQS4Q2Yamtr4ff7sXv3biQSCXR2dvJIuFwu55VopCUFg8Eg2tvbIZfLodPpUFNTw+0wOp0OK1euTKuiAgwKvg0bNkClUuHKlStwOBzw+XwoKytL8+qzfZmXv7+/H4lEgif2AoOJuh0dHVAqlXjnnXfQ39+PlpYWbNmyhTfaqqyshNFo5HXdHQ4Hr4gTj8eRSqWwfv16VFdX8+2JRALxeBxdXV247777cOzYMXg8HoRCIaxduxZqtRqXL1/mlX3kcjlaWlrQ3t6Ozs5O7t33+Xw8iZcJ+crKSvj9fgSDQd69lyUG+/1+bNiwAWq1GjU1NbDb7di7dy+AwXr7TKQlEgkcP34cwKAlqre3F4FAAL29vVwUarVanD9/nh8Ti8Wg1+vR0tKC2tpa5OTk4MCBA3ycdrsdALBz506cP3+eC2omNAsLC3H+/HmYTKZhrRCs+RRwLamVvfdHjx7ltiC3283LpjY0NKSdQ61W88+M1FbDSqoypOKXJS4PF6HPJpRdLhePAI/nj+B4xZrL5RpzVJ6NY6RrjFXkSp/9bKW5uRlnz56FTqdDXV0dEokEWltb0yZ+c5HZ/tyJ+QtNJucX11XlZiywSCYx/bBf1srKSvT19QEAT/ZkJRNramqwatUq6PV69PX18XKQ5eXlWLlyJbRaLRQKBfdzd3Z2Ij8/H4IgIJVKwWKxYOPGjbzDa1tbG0+0lVY8cTgc0Ol0OHbsGPf02+12vjogiiIMBgO3UNTX10Or1WLJkiVQq9W86ROrqKLT6bh4v+OOO3ikNpVKcftHSUkJUqkUZDIZlEolbrrpJuh0Omzbtg2hUAgKhQKdnZ0wGo0IhUJYvnw5rwJz4MABWCwWNDY2YsuWLTx6z+6ptbUVy5cv5zX62eSntbWVd6INhUIIBoMIh8NYsGABj5qXlJSgs7MTcrkcsVgMu3fvRmtrK6/9rtFoUFJSwi0xwLVymzKZDIlEAkqlEh0dHTAYDNBoNFxgs2TfeDyOhoYG/v4kEgm4XC6+6sCahgmCgIqKCtTV1QEAj7br9XqePLx3717odDokEglcuXKFP3cA3K4DXEuMFQSB9xAwGo3o6+uDxWKBw+HgX9Jj2Psfi8V4fXtRFPmzlHamZZ8XYFB4s863bCLBovgsIZ/ZfaT5AyxxebgIfWbirNvtht/v5/c6nj+C4xVr2bo3S8lW2vJ6BKF05WG2s2DBAgDABx98wPNGfD4fYrEYRRoJYgLQZHJ+MSFB7/f7x/VFzCxms5kLNJ1Oh4sXL6b5j9va2mCz2aBSqbjdhAlnvV4PvV7PI6nxeByRSCStokh9fT1PFkylUrDb7VAoFLBardi7dy/cbjc8Hg/3rC9evJgLz9LSUhQVFcFms8Hn8/Hzsug/s94UFxfz5FyLxYLjx48jlUohJycHtbW1PFIul8thMBggk8mwc+dOqFQqaDQa3HLLLQAG/f5slSCVSkGn06GhoQEqlQo//elPYTabcebMGcTjcbjdbsRiMdjtdpSWlqK0tBSrVq3CsWPHeGlIhUKBNWvWoKioiIt4rVaLq1evQqVSobOzkwt5liC6c+fOtKZdwDW/OIssV1VVQaFQ8E7LCoUCqVQKBoMBOTk5WLp0KSKRCO9wyzzrWq0WDocDKpUK3d3dcLvdqK2t5SUwpcJNr9fzTrcWi4VX1XG5XFi1ahWvohMKhXhCdHFxMR544AGeIHrgwAEUFRXxSDrrUhuNRrFt2zbuO3e73Thw4AAOHz7MS5myY9j729bWhubmZjidTt6tmD0fFoXdsmULH7/T6eSef5fLhYaGBl6jnFmymI9eKpTZpGykMpVMyLtcLrhcLphMJj7uqaxFP1q0WRqVH84WNNzPmUiTlefCH3b2e51IJHDgwAHE4/ydllgAACAASURBVHFcvXoVJ06cGLUG/1yO4BMEQYyFCQn6hx9+GP/8z/885i9iZpD+sb777rvh8/nQ39+P/Px8uN1uhMNheDwemEwmAIPRX6PRCIvFgtzcXF4ijtVnZwI0kUggFAql5Uew71nzpAceeAAAeFJkTk4OrFYrcnJyUF1djXA4DIfDAZvNhrq6ujS7BIvgSm0UzJ7BrBfA4OSCVW9h5SEXLlyI1tZWvt+CBQsgk8lw5coVvoJw9OhR5OTkQBRFaLVadHV1IRKJ8OuGw2GoVCrs3bsX69evBwBeocbv9/PJA5uUqNVqBINB3i139+7dEEURGo0G8XgcGo0GkUiErx4AgxFyjUaDTZs2QRAEhMPhtJwHn8/Hm0oB4JV7fD4fkskkCgoKIJPJEAgEYLPZ0NjYiPr6elRWVsLj8fB8AafTyRN7Q6EQvF4vF7sGgwEffPABQqEQ3G43tymdP3+el++sqKjg5S+TySSsVitvHMX2Z5YuVu6ytbUVSqUSdrsdZrMZd999Ny85mkqlYDKZ4HK5+GfD4XDwDrc5OTkIBALYsmULT+Jm77201CX7vALglYkCgQA8Hg8MBgNPSs706guCwHN/solYdgxbaWBJ2UajERUVFXwMY4kIT0REZnr+s70+HJnHjdZUS9pldy4g7TmRTCaRSCSQSCQQi8VGrcFPEXxiLkMTUmIsTEjQr1mzJuvXRz7yEV4FQhRFrFq1CmvWrJnUARNjR1q6jkW/w+EwVq5cyTuv9vX1cYHGqt4A15pGtbW1cdtDSUkJSkpKeEIkK3HodruxaNEiAIOWF5fLxc/JPg9arRYWiwUqlYpHTFmiI4t4somEx+Phf7gZXq+Xd2EFBoV6eXk51Go1QqEQFi5cCL1eD7lcjs7OThQVFaG+vh4VFRUoLS1FcXExLBYLF8Ys0iuKIpRKJRKJBDweD/bu3Yubb74ZixYtQjgcRm1tbdoYmF1o48aNKC0t5ffHJj1Xr15NS0pdtGgRIpEIioqKcPXqVfj9fjidToiiiJ6eHpSXl/O62kx4p1Ip/O53v0uLKjPLTSwWQzwex/HjxyGXy1FYWAgASCQSCIfDiMVi6Ovrg1KphFarRSgUwuXLl3nyYGNjI7Zt24bbb78dLS0tXJDX19ejr68PFy5c4J1ue3p60Nvby++NlSatq6tDIBDg1XlsNhvi8Tj++te/QqfToaOjI81u5fP5EAqFoFQqEY1GucWJNQ7zeDzw+Xzo7e1FSUnJkAi6xWKB1+vFxYsXuV0GQFrN+2g0ivXr16Ovrw8+n49X3mHnYc+SRewZmX8oM0tmspUhQRCgVqt5Gd7MmvfZzjdWEZlZWnIsnvjhmnZJyVYGc6Ta+7OdcDjMf/9TqRQUCgXvOQEgzcqVyUjPlMQSMduhCSkxFiYk6L/73e9iz549Q76ef/55vPLKK6ivr8fq1ashk8nwrW99a5KHTIwXFoljFW5YxJv5rqUdOJlQYRYbALzbqM1mw86dO2G322Gz2fjxgiBgxYoVAAaFNhNPBoMBRUVFMJvNqKqq4t5ms9mMtWvXIhqNpjURAsBFcjKZ5LYHp9OZ1nGWeadvuukmPka5XI7q6mreHGnlypXw+/04deoUqqqqYLVa+R98mUwGu90OuVwOm82GdevWIZVK8Yo4BQUFyM/P502WmI2jsbGRP5fa2lq+uiCttMGENxMabDuL4Hd1deHixYvYuHEjkskkGhsb0dbWBq1Wi3A4zC03mU3Z2HnYygNLkPX5fLzh1M0334wTJ04gmUzy5FpgcGWFNcti4qe+vh6BQAB5eXl8RYA9940bN3KRfP78eaxatQqxWAxr166Fy+XCsWPHuN2INRcrLS3FhQsXcOLECeh0OuTn58PhcKC+vp6f64EHHuD5F/n5+aisrMTx48eh1+tx5swZXoufWb4sFguvV9/Y2Ij8/Hy+ugBc8+xbLBYUFxdzC5k0yu1wOGCxWGCz2eB2u3myM/vcSyv0sFr67HmzMpcsaVmaRBsMBrMKwYn84c0U3GMR2dki+dnKemZuH2+N+5GYbiHMggysPC2rPBWLxfhnBMh+XyM9UxJLBEHMB6YkKba0tBRf//rX0d7ejh//+MdTcQliDGT6bZkgZ1FxYFDsSTtwsqRD9jqrUiI9JtNHbDAY+B9Rg8HAI6w+n48nR7a0tEAQhLSa7dK66IzKykrYbDYUFxfD6XTyrqoVFRVwuVxYu3YtBEHgdg6z2YyBgQHeOdVutyMSicBsNkMmk3GxyhJco9Eobr/9dtTV1WHTpk2wWCzo7e2FWq1GJBJBfn4+TwxmkxFm42B5AjKZjFeTAQYTZMPhMJYsWcKFN6v0EwgEoFKp0N/fj+LiYl5Cs7a2ltuX9Ho9IpEIampq+ISAoVAokJeXx0tVymQy5OXl8UTfgYEBdHR0IB6Pw2azob+/HwsXLuQddQGgr6+Pl8JUKpV8cpSbmwu1Wo2uri6Iooi7774barWaV+ORyWSIxWI4ceIE2trauLUolUohGo0iHA7DZrPB5XLxxk59fX3YuXMnbDYbDh8+jMuXLwO4Ft1nEwAAaGpqQjQahc1mQ1dXF4BrQjo3N5dPAAVBgEqlQnl5OXQ6HRwOB0/iNZvNqKur49H6ZcuW8Si3wWBI8707nU6+KsR+P1i0nvnJpWVW2Wf4+PHjOHLkCHw+H4qKirBjx46036/hGKtglu6XWQI0k+Fq6rNt2ZD+rkqvNZzlaKxMtxAOBoO8WR2QbsFheTzA+Fcd5pLtiLgxmezPKK1KzU+mrMqNTqfDqlWr8Jvf/GaqLkGMgtSyIC3tB1z7hc6MBDN7BYMJZ3YM8xZLE+qYYAYGI/vS/3yUSiWcTidkMhmP8rMVg9zcXPT09AC4VkKwtbUVXq8X5eXlCAQCCAQCMJlMfALASmNK76eiogJ2uz2tU6jFYoFCoUhrVCSTyZCbm4va2lo0Nzejvr4ebrcboVAI69atAwBeRtNsNnNhyyY1NTU1/DzM/+1yueD3+9Hf34+6ujooFAq43W7U1NTw3ARmv6mrq0NOTg7Wrl2LhoYGXrXDZrPxplBMrLBJEYtks7FptVrk5eVh/fr12LJlC2QyGXQ6HVQqFSwWC/fuA4MrK9FolE8SIpEI4vE4cnNz0dDQwJuAsVWBpqYmqFQqHDhwgJfxZJOHgYH/z96VxraVXtfzuIqSSWoxKcaWNPJI7CCwKAkeTyaAhaYF65BWYKWToJg0EVMESQtUQmeA1AWBFEX7oy2GqBGgi9QiRTFIyTQZNMkAHkR+bMCgKOQWTTyuFvvHhN4iyw5FaiMpiTvZH8S9/vhErZZs2eEBCFHk43vf2753l3PPTfO+k4IRbSeRSGBmZmaTQWU0GnHmzBn4/X4YjUaEQiEkk0m4XC4kk0ksLy9XFAXH43FotVoMDg7CZDLB7/djbm6OpTfD4TBH769fv87bun79OkfrybCn69Jut2N8fByyLOPhw4e8PTrHpP6kNE5FozCbzWJpaQkulwsmkwl3796FyWTaUoqz2jqqQanMQ8dhu+W30tSn77fCbotfj3K0OhaLsTMJlIMC6XQakiRheXmZ+zDsFc+KdlQzqp4vHMT52u86DvoaPcr3eQ37x6HLVq6urh72JmrYAtsVipFR3tbWVmGEbNUsTLkOsaBOacSQgWKz2aBSqZBMJjet1+12M4/d5/NhZmYGQFnd5urVq7h58yacTicSiQRTezweDxe2igWSZAQnEgkEAgHm9ms0GhgMBh7PhQsXWMWFil3Hx8eRTCah0+nQ3NyMRCLBDZempqYQDAbR19cHm83G49Bqtez4RKNR2O12ls2UJInVV/r6+lBXV4dcLofGxkYAZYdpbm4O8Xgcra2taG5uhtvtRjqdhizLbDhTNNJgMODWrVsAyjz5VCqFaDSKixcvwuv1slpOa2trhaa8SqVigxZ43ICrp6cHRqMR0WiUi3rF4lLKGpCjRUZTJpOBzWZjmsPw8DB0Oh2CwSBWV1dx7969iuxCMBiE2WzG2NgYFhYW0NjYCKvVyoW5VFBrMBgwPj7OTlIikeBCYEmS0NTUxA2tyMmhbAVdO6IRTJF4v98Pl8sFnU6HpaUlBAIBGI1GzhAROjo6mHJGUX1ZljkDQNsi58VqtbLaD11XSg48UP3BreR4i1ry9Le3t7diGVrP6OhoVYrNVpx95fb3ky04yGUPAnSejUYjJEmqUH5Sq9VctyPu+14NqJ1+u9369rqtmlH1fOEgzlftnNdwmDg0g/7OnTvc9KOGowGlhnUwGOTOnIRqUT9Rw1uk12y3fqIvOJ1OmEwmzM7OsgFDv/d6vUwBIa60xWJBJpNhxR1S5Hn06BEAcERejLQSkskkotEo+vr6WOKQqBtkmGcymQqqTywWY2oKUDYaqOES8f2V1IyWlhacP38eNpuNO+uSgo1arWZ5SuKKt7W14dKlSxgfH8fy8jIWFxdhMpng8XhYFz6fz7O2P2munzp1CqlUiptnZbNZ5saPjY3B5/NBrVbj/v376O3thd/vh8lkgtVqhclkQjabxdzcHCRJwsbGBgwGA3Q6Hd+TWq2WaQuk+nPhwgV0dnZCo9Ggvr4e6+vryOfzMBqNmJmZ4Y7Abrebj8/GxgYbvnq9ng3keDwOn8+HVCqFDz/8EA6HA8ViET/4wQ+wtrYGvV6PbDaLX/7yl9BoNKwEBIClMkmiUKvVwuFwYHx8nOsbALAcKm2Tzik5K7FYDAaDAaVSiak5dB7HxsZw4sQJBINB1pgnahh19Q2HwwDKFCq6dkkCFnjcEEuJasa1WNALVHa3JUdCWbBLBur169e5UHcrI17JlT/saPXTjmwbjUa+dtVqNTY2NqBSqZBKpdiZdLlcFc7+TgbUVkXRW/12u/XVjLUXGwfhwB4VetdRGUcNB4t9GfTf/e53t3y9++67+Mu//EvuIPo8qSi8qCBjR3zg0HlRnh/ljR4MBhGNRpkaQPQacX3Kv2LE0+v1crdT+kzcJkXpLRYLOxhnzpzByZMn+f9gMIj79++zEa7T6SqKdmnMbW1trNRDPHtqPBSNRlnJh/jRQLm4dHR0lJs69fT0QJIkBAIBNqyz2SwbUiRlODk5iZmZGfT29iIWi8FsNsPlcqGzsxN6vZ47i6ZSKXaaYrEY8vk8GhoauMDv0aNHFZ1Lu7q6UFdXh1KphBMnTiCfz1d0PaWGUNFoFFeuXKmgyzx8+BANDQ2cGfnwww+5EzAAHqPNZsOxY8eYTqNWqzE0NAS9Xg+v14uNjQ20t7fDbDbDYrEwl/7hw4dYWVnhjIjJZKpoLCVJEoaGhtgBlCSJCxVJOYekK2lfSqUSN+IyGAwcAU+n04hEItDr9VzkOzk5iVgsBpPJhKGhIYyOjsLpdMJms7FRLssy7HY7N8SKRCJc/Cxmj/x+P2dVXC4XJiYmmBpms9nQ0NDA6/rYxz6GYrHI1253dzcikQjr7iuNbCXEZl0iRAocyX7S/UP3E91nGo2G6wuUlDf6jfJe9vv9m4rOt8NRp4AYDAZ86lOfYlUrwtraGhfRT09PVygQ7WS47NUIP0hDqGZUPV84CFvmqNhDR2UcNRws9m3Qf+9736tq0L///vv46U9/Co1GgzfffBO//du/fdBjfi7x9a9/HSMjIxWvH/3oR09l21T0qnyA7EYNgiKSYoFtteXECCl1KBWNFdGYEQ2Hvr4+NspsNhs3vPJ4PKwvTeulqKty+yJ/n4xWMQtABbI7ddbU6/XQ6XRwOBx48OABLBYL/H4/wuEwG1I2mw3JZBKJRALz8/OIRCKwWq1obW3lwmPaZ+BxjYIsy2hoaMDZs2dRX1+P3t5eBAIBzM3N4erVq9DpdIhEInjvvffYgAbKErEajQZ6vR4qlQpqtZoNdMo2nD17FsvLy0in01hcXMTs7CwsFgvy+TxyuRw3hRKpNSqVColEAlqtFqdOnYLX60V/fz8bqUSRam9vh0ajwcbGBjQaDex2O27fvg1ZLjeWEqPOdI7JOF1aWqroG/DRRx8x9YecJSqWJW39V155BZ/73Oc4em82m6HT6VAsFrG4uIjjx48jmUyir68P//u//8vXBRUvEwVIq9UiHo8jlUpVXHtvvvkmxsfHEYvFcPLkSTx69IjlUElh59q1awDAUpXnzp1juUSfz8cOXjAY5DoJsbhbvBcAcGG46EhWAzlbymJ2AOjs7OTf0zLida40TG02Gx4+fLgng/WoR5hTqRQmJiZQLBa5uLpUKiGfz6NQKODy5cu4evUq9yAAti/8pXMpfiaet72o5SjP+W5QM6pq2AuOusNdw7PHvgz6t99+G2+99RbefvvtTa8//uM/xl/91V/B7/fji1/84kGP97nFN7/5TYyPj1e8PvOZzzzVMYjRVGB3DxTRSFX+hmgCZNzQd6SUAzx+0PX29nLkXDQcSLN+ZmaGefS0HaI7uN1utLa2oqenh7dL61aOdXh4uCISS7BYLHC73TCbzfy5LJc7qwaDQfj9fnYsIpEItFotRkdH2Rjz+XyIxWKYnZ1FW1sbR/KBsiMhUoDMZjPW19fh9/vR1tbG+2yz2TA2Nsb0lWg0ioaGBhiNRpw6dQqxWAw+n48NdpvNho8++gjd3d0wm834/Oc/zxzwQqEAjUaD119/nYt3gXL2IhqNwuPxQKPRoFAowGazoaWlBaurq/D7/dx4KZVKYW1tjbMdDx484GhwJBKByWTC1NQUtFotU3CogZPf70cikYDT6WTjfGNjAxMTE4jH45idnUUul0NraytaWlqgVqu5KRdQznoYDAY+lxSVt9lsXGAbDofhcDiQzWa5x0BHRwcSiQRfQ1evXmXKlN1uh8vlQiwWg0qlYjoRKfHIsoy7d+9yoXVjYyPm5uYgyzIMBgMXyC4sLFRE78k5CwaDCIVCuHXrFjuafX19CAQCWFxc5OsqEAhU3CdEG9vOuCRndmZmBnfu3KlYnorJCZFIhJev5ljTMmJtQbUswna67UcRuVwO+Xwe9fX18Hg8LJVLxe/xeJwdaLEL8Va0mlAoxHNMtaLhvRjc4vz3q46a4Xk4OOoOdw3PHvsy6J1O55avT33qU3A4HBx5q+HZgyJHYjR1L5NuNYk84HEkVhn9FwsPiW5ARoiSB0zGEmmQixA1x0lSUeQZV5vgqhUCi7x9MdtARjYZgX19fbxuirhLkgS73Y6rV6+yljwVhF64cIGPC0WBSWmlo6MDDx8+RG9v76a6A6vVCkmS4HQ60draiu7ubpZ9pHNUX1/PHVCHh4exsrKCvr4+3Lt3j3n0b7zxBsbGxvD+++/DYDCgrq4ONpuNj1upVEJdXR0mJyexvr6OjY0Nzip4vV7W3qdjRse/v78fs7Oz8Hg8rJJjsVhgMpmYHnPnzh0YjUZ4vV6+16l4Vq1Wc/SfDC/iONNfSZKQSqXwi1/8ApIkwWQywW63Y3Z2lgtk19fXce3aNajVarS3t8NgMGBqagpGoxGzs7MAwHKdgUAAOp0Of/d3fwe73c7FwOl0GtPT04jH49xR+Pjx4wCAmzdvolgs4vLly8jlcjh+/DguX74MjUYDo9FYUfRtNBpZkpWMRirAffDgAY4fP87XlejQAtULWun6J7437Y8kSVhaWtrEgacMEVCuCyDKD61LGal3uVxoa2urKCBWUnSqcfqPMkwmE9RqNb7xjW9genoa7733HlQqFc6ePQugTMkxGAx8ryqpgNVAGZbtoCyUrTZ37vfYvYjGb83wrKGGZ4NDV7mp4dmDDDaxQHmvk66yWBaoLOoTDWkxmhiNRhEIBDi6LfKAAXBUdHh4mN8TKFItyzImJye54G2vD0+RukDGO42NIvfEtSfjm/bh9OnT0Ol0yOVyyGQy6O3tZQfG6/WyU6NU/Dlx4gSMRiMikQgba2K3UoqKW61WzgrQNtPpNL7xjW/A5XLh5ZdfxvT0NBoaGrhoFig7OxRdzufzsNlsuHDhAlZWVgAAly9fhiRJuHDhAmvBq1QqmEwm2Gw2+Hw+vPzyyygWixVGCinDUIQaKBvhJpMJw8PD8Hg80Gq1rLgjyzJUKhUaGxuZTkMqO6QMI54vOgZqtRrZbJYLbu12O1ZXV5FIJBCPx5HP55HNZrmodWpqCgaDAZlMBgMDA0y/am5uBlC+PqPRKDcTI55/sVjElStXmCZ17NgxdHR0IBQKMVVjdXW14n1/fz8uXbrEBrvb7cbAwAAmJycxPDwMg8HAx4uuJWowJssyZ4Gq0T6UnHY6znRcHA4HWlpaKqg3ynuVHAbxe/H6pui+x+OpiECL8rN+v78qp38/eFpGqdlsZoeQ+gsUCgU+HmazGWtra9BoNBUUO+UY6XOn08nKVco5ZavCYzHDWE3daK+oGb817BY1LfoadkLNoP8VQrVCUiW2usl3yydVUgvq6uo4/V8qlbhjJ62P5CPdbncFdUQEURooYi4aL9uhmrNBWu0+n48f+rIso6+vD0BZ5USk7Oh0Ol6P3W7f5NhQxkHU+iday8DAAICysRYMBiskCd1uN0KhEFM6otEoOxZ6vZ7H8N577yEUCqG1tbWi2G9oaAg3btxgigwZZ8ViEalUCslkElarFV6vFx0dHWhvb4dWq8XAwAB+/OMfIxQK4cSJE9BoNBgbG0MwGORIJ8kABoNB1p1vbGzkMTU3N0OSJCSTSZaDvHTpEtra2qBWqznquba2VmGwqFQqpiZZrVaUSiVotVpkMhnE43EsLCxgaWmJJTNLpRIaGhqwtrbGkWadToeZmRnU1dWxAxEIBJBMJrGwsACNRoNEIsGFwfX19SgUChxVT6VSCIfDXIRLVKJcLsdymXNzc3zNkOMwMzNT0W8hGCx3ELbb7TCbzVwwToay3+/n7NRWEXRRctNqtcLn82F2dhYjIyOc0SKI6yAJUbp2adx0XdF23W53hRNPY798+TJisRh3b35SPC2jdHh4GC0tLRgfHwfwOPtH+7+8vMzO7dLSEv+umiCALMvwer3seCnnsu0afJHjtlMTMCUOMrL/JDhsQ+6oZ3qeVxyWFn3NsH9xsCuD/mtf+9q+X7//+79/2PtQwy6xG37oVg/n3S6v/N9oNLLSCymNiBFFau4kyzJOnDgB4PEEQ8ZOqVRiw1+MKu40wW2lCe7xeBAKhdjBIelBit6LXGgqzG1ubq6gUhBVgjIO4r5LkoRIJMJZBavVCpfLhdnZ2U3qJG63u0ITniKGQJnjTFKeHo8HiUQCKpUKLS0t6OvrY0WbV199FTabDVeuXOFCWKPRiK6uLvh8Ppw4cQLDw8Nobm7GzMwMkskk63cfO3YMCwsLcLlcGBsbQyAQwOzsLLLZLG7fvo1PfOITqKur40gvFcOq1WpW4+nu7sb09DRWVlag0Wh4H9RqdYVKCy1PMpqkeZ/L5SqoRNlsltV86BiXSiUsLy9Dq9Xizp07HIFfXl7G/Pw8OzIvvfQSAHAdRGNjI1QqVUUkN51OI5lMIpfL4dixY2hvb2e5UJVKheXlZb4maUzk2ADg5lihUAg6nY5lRUkpiRSBaHmK8gOouL4mJiYqJDcnJibYOBW5+2KNiizL7CST8yjWb4gGvizLfI2LRlY8HmfntNr9vtcH/NMy4NxuN7q6uhCLxaDRaBCPx6FWq5leBTzut1AoFNjwrzZP0P2rrOkhKOsPxPd03MRGdrvBThTBp4VaVuD5wNMytGvXw4uDXRn0lMrez0vJi67h6WE/E8JBRO5FWK3WCtlF8TdkNCn16WmCIQqKx+Nhw38/xoNywqJIODkXdK2K1Bug/FC/efMmADB/nCLFZESJUXeS96TutIlEgusPKDNAhoQsyxzJJg45fU6UDVJtoW0YjUbU19fDaDTC7/czz35ubg4zMzOsxEJ882w2iytXrvD2BwYGIEkSjEYjcrkcIpEIa7+/++67kGUZP//5z7kQmO5dKkYGyk4OjZUiyC6XC1euXAFQNqh8Ph+KxSL6+/sxPT3NTg0V8lIBI3W1LRaLfFyJZpXP56HVapFKpdDS0oLGxkbuT0B0n9bWVhgMBuRyObz88ssoFAqYn5+HyWTC7du30dLSgnQ6jUKhALVajVQqBbPZzLrlFM0lZ6q+vp7lEP1+P4LBIDsBYnZLo9HwtQI8ps243W4kk0mEw2GUSiU+b6LBTVz+YLDceKuxsZEN/mw2C6fTySpRdEyUdSEmk4kdA2XTtmAwyDUNouNMzoAsy1Cr1dDpdJsyAOI6tkK1eeBpGqU2mw3Hjx/H0tISEokEisUiHjx4AKBMQ2toaEA8HmdHlRqEKQvpE4kEZFmuqDEQvxfPmVhgryxU3uuxOgo4bAesZiAeDA7zOIrP0lpG5cXBrgz6K1euPNGrhmeD/UwIWz2cxWYt2y1fTRqTCgZFJQmlIS/SVujhKxojtD/7MR6qTVgid9bpdPIDnD6XZRkej4cbXtH3FKm2WCxcoCsaAURTAR4XB5N6D62PagEo5T88PMzUiGAwWFG4CzwuPvZ4PLhw4QIkSeIodzQaRTKZRCwWQ2trK4xGI4aHh5FIJHDr1i3WfxeLiW02Gxu9xHO/e/cuAoEAisUiNBoNVCoVisUibty4AZ1OB6fTCZ/PhwcPHrAxvrKywvtaKBRY/31iYoIbdIVCIbjdbqyuriKXy3FxLSnjkCwmReEXFxfR0NAAAOwI5vN5NlqpoZRarcbIyAhz9WkdmUwG58+fRzQaxcbGBqxWK6v9FItFrKyscPTVYDDAYrEglUqhvr4ep0+fRiKRgFqtxvz8PF+HPp8Pbrebt93Z2QmgLLnqcrl4nLIsc2FwT08PZmZmIMsyj52uE9Ku7+rqQjgcZuO8oaEBXq+X/w+Hw2yEE82DmpmRc2gymSqanokGqlLZhu43UV5UdKKrSTcq8SyNNbqGR0dHodFoYDKZuIgYKBvp6+vrfD5LpRKuX78On8/H9wCN32QyIRAIIBwOV+yvmHkToTw+1RSGlFAeq6NiOJUDWwAAIABJREFUOB2kA3ZUaEQvIg7zOCqd/RpeDNQ49C8wDnJCqNaZtRqUk4Pb7ebGTSKUtBPRaK9WgPsk2G7Ccrvd8Hq9FR1EqSDR7XbjwoULrFxDyjRAJS9X5NJSwSsZ4KIzIMpq0mfVVIJIj9zpdFZ8Lo51eHgYuVwOkiSxwX3u3DmMjo7y+kulElpbW9mBAMqGChmxROGhsRBVI5/Pw263Q6/XsyJMX18frly5glwuh0QiAb1eD6vVyvtK4wDK14pKpcL9+/dZE1xsKFUsFtHZ2QlJkpBIJPDqq69CkiTkcjnuVguUnQRS78lms9wV1GAwIJVKYXp6GhaLhfnzJF85OzuLQqGAtbU1mM1mNDc3czGlTqfjcdpsNmSzWY7QP3jwgOk5pVIJs7OzUKvVCIVC8Pl83ISMMkd03uvr6+Hz+eD3+5HP52EymaDT6bCwsAC/319BtTKZTGhqauLzbLVaYbVa4ff7WVv9zJkzfG0RDYr4+bOzs3C5XGhsbEQymazIHASDQYTDYT4OYvG5eG11d3dXnRuqSTcq8SyNNXL+3W43hoaG0N3dDZPJxIXRAFhhaWlpiTMVpOYjZgGB8vVOmTrgMZ3M5/Nt6nAu3u/i8SGnqZoEqNKhcrvdm5Y7qlH83eKo0IheRBzmcaw5XS8magb9C4yDnBCUihh7HYfSaAUqVXIIosSjKMu3X7rNbiAWxQWDQczMzPC2qDEVGeMUwRdT7yLVRrmv5AwoU/b0mahKQuujAksxi6A07N1uN/R6PRwOB5qamlhxh9Zz+vRpDA4OYmRkBECZu22z2eDxeOByubC+vg6z2Qyn04mXX36Zu8LqdDouXqZurGTMkPKM2WyGSqVi54Q6q9IYjUYjNBoN8vk8vF4vgsEgG5mpVAq5XA5LS0vQ6XSIxWJYXV2F0WhEqVSCTqeD1+vlCCtQ1rcPh8McIU+n0wDKmcPe3l4UCgWsr6+zZCfx9EulEqampjA6Ogqj0QiVSoWGhoaKLqNTU1PMv19YWMCxY8dQLBaZc0/6+JR1uHHjBnekvXfvHsbGxtDT04MrV65gfn4eGo0GZrOZMyeJRAIPHjzA2NgYstksent7MT8/j8uXL/M1lcvlMD8/z9mgixcvcuYokUjwcVhYWOD34XAY6XS6QlI2m83CarUikUiw4UiF1D6fDy6XC9PT00zBoroJABX0m+2wVSH804JY0OpyuXDp0iV0dHQwd57OeyaTYYPearVyMzAavyRJsFgsFTUr4+PjsFgsXKwu7p9y/lJmPpQSoDRWpcGrXO55p6dUm5OfdyflVwE1p+vFxK4M+j/90z/FD37wg6rfbWxsbOIh1vDi4SCMaZGLulXaWjRKKQJKVIEnmYS2e8iI1f7RaLRCSUccdzV6kdvtht1uRzAYhNVqrTDclXJ3tA1ZLreopwZEohqKUsGH9lvcNm2DChtXVlYqHB5S5+nr6+P16/V6PrZut5s7uPb19eHEiRM4f/48ent7odVq0dPTA7fbzb+n8ZCBZDQaOYpONAgyEhsbG5FKpdDc3IzOzk7OeLS2tnJEngoaKRJ+584drK+vQ6fTob+/v6K5FlEompqaUCgU0NzczIZ/Pp9nOhNlEtRqNZLJJD72sY/BaDRyUfP6+jokScLKykoF5SSTyUCn08FgMHABd1NTEzQaDTKZDGcDMpkM9Ho9LBYLJiYmEAwGkcvlsLy8jLm5OeTzeV7X3Nwckskkr4MKesPhMEuYktE9PT3Nvyc1JMqm9PX1oaenh4uqRc39YrHI2Q+ioYTDYQwPDyOZTGJiYgKyLDNXnKiPV69erWjglkwmMTo6WkG/2SuellFKTgfRX+hanpqaQmdnJ3dSJhpZU1MTOjs7MTw8jKmpqYp1kQSrOC/E43HYbDZkMplNdQtApREkzk3bHTfld08SGDmKUM6JyqL/Gmqo4elhVwb97OwsF8op8bu/+7v4p3/6pwMdVA1HDwfl0e8mrU8Qdduf1KHY7iEjGs+SJFXQGICtH1K0D1RgqJTHo3FX07EWFU1ILaOatN52+0JdYevq6iochkAggGg0Cr/fz06KyWSqOIaFQgHpdJoNEtLLb2trg06ng8/nY2lGMl4aGhrQ2NgISZLQ19fHxqfNZmOe+Pnz57G+vo7R0VGcOHECY2NjmJycRGNjIxfAUoGxWq3mSD5Qpq7Mzc1xFNNkMqGhoYG572fPnkVHRwckSUJ/fz8KhQJisRgkScLo6Cji8TjS6TTi8ThnJurq6iDLMorFIiRJQkdHBxobGwGAFWzq6+vR0dGB1tZW6PV6xONxmEwmbiJFnUjb2tpw7tw5doaog+7i4iLXAGQyGaRSKZhMJvT39zOnvlAosMZ+f38/TCYTQqEQQqEQzpw5g+bmZjbcJUnC2NgYLl++jHg8zo4jOVqlUomzH4FAAC6XCzdu3ODrxmQyQavVYnx8HOl0GuPj48jlchgbG0OpVOKOxOPj4zAajbhx40aFJKoS4nX4LDnTStUfco4zmQxOnDgBSZIq1JFWVlawsbHBBcbVHGe/389qUoODg5iZmWFncisoa2fEAmkllPex2KPjMLOOh4XtAiM1Y/75Qi2T8uLhiSk39CCr4ehhvzfsYd7opL+93fe0fXr47aYAbTfb3QpiFJpoJEBlE6Ct0u30OzGzIK6XUvXifpHRZrfbufi2mibwTk20aD3U1XR8fJxVe6hwNhgMwm63s2QobaOlpYUNSBqj2NyKjOpQKIRoNIpgMIiVlRWcP3+eI8lAOdIciUTY2IpEIjhz5gxTQRYXF7G4uIibN28il8uhq6sLJpMJ9fX1GBoaqpg71tfXsby8jKamJphMJvT19aG1tRVnzpxBJpPB2NgYwuEwR8FJspCoOEClYlAul0M+n0cgEIAkSVzwe/36dQDlaH59fT1SqRQcDgckScLp06e5NoHoMMRzX1hYwMzMDFKpFGw2G/r7+7GxscFRVzoXKpUKkUgEOp0O6XSaC3bz+Tzi8Th0Oh1eeeUV6PV6OJ1OdlIom+BwOJiKJB4f4v4DwMmTJwGA1ZmKxSJfT0ajEa2trYjH43A6nYjH46irq0MikYDJZIJer8eVK1ewtLQEs9mM48ePc2dVkeZGqJZpUl7nTwPV6nDEInSj0chN0KxWK+rq6rCwsMAZHzqWY2Nj7LDGYjGEQiEuUpckCSMjI+wsbLXdXC5XMS+IxfRKiPe2aOA/adbxSbDfOX47g13ssfAiYi/H7HkwlmvO14uHGof+KeHrX/86RkZGKl4/+tGPDnWb+71hD/NGd7vdVfmm4vdiSr0a9jNZ7ubBSQa4+MAFyjxk0RgWDR/6XTUJMDIKaL1iUd/JkycxNzfH9Aoxwk/rFrcrgrYxPT0Nh8PBxvovf/lLpsZQ4azNZoNOp9s0/pGRETgcjgqlg3w+z/tCBblOpxMWi4XVVWZnZ9kRIMlHse6BeNmyLGNmZgY6nY57CJw5cwbvvfceGhsb8ZnPfAZAmfet0+nYENZoNIhEItxB12q14uLFi6zXrtfrYTAYWIt8dXUVFosFgUAAqVSKm2ONjY1hcHAQFosFd+/ehc1mQ6lUwv3791EoFFgGs6OjA4VCAZOTk8jlcpibmwNQpl+43W7kcjkuNqbOtYVCATMzM/i///s/lEol1rEvFAqw2Wzo7OzE6uoqotEoVCoVZxOAMkXR5XKxWpLX60UoFEI8HufPIpEIL08UG5/PVyFVSXSRpqYmNuLn5uZY5pSOH9F2JEnC4ODgJllQh8OB0dFRblZF1/xRfNiLdS7i9UbN3wwGA0qlEjo6OvDKK69gcXERxWIRoVAI58+f52O2vLyMiYkJAI+7Z1OGgjpHK1W5lGhra6vg5BOqNZtSyvGK88rTxG6lSastT9jJWK92TF4U7OWeeJL752k5Ay+q4/WrjJpB/5TwzW9+E+Pj4xUvMmoOC/u9YQ/jRhcnqWrpafF7JU1FicM2NpTrF6OkWxk8pGCh5N4qKTj0vcfjQTKZ5Cg6RfjFfd8ujQ+Uo+diZkCtVsPtdsNoNPJnSm60aKQo1YRIZvODDz6A1+tlHr3H48Hk5CTa29tZY59+r5RNFKkM8/Pz6OnpYeOaIqPhcBgzMzMIhULQaDR4/fXXWVO+ra0N+XweLpcLMzMzsNls8Pv9GBgYYA18lUqFUqnElBvqrJpIJDA2Nobl5WUkk0l4vV6MjIwgm83i3LlzHCUHgEuXLqFQKDBVKBaL4f79+2xkUYGq2WzG7OwsG/cajQY6nY4j6gCYn10qlWA2m6HVaqFSqbig9cGDBxxFVqlUePfdd6HX65FKpZgOpNVqmROfzWahVquhVqsxPT2NaDSK73//+5wZoeLrQCCAlZUVBINBOBwOLC8vw+UqNzCz2Wwsd7q6uso0IaKTWa1WXLhwAZFIBNPT0ygWi8zvr5aBAh4X1lbD045IUgbI7Xbj1KlTTDXSaDS4efMmXC4Xnx+9Xs/nsJoiVVNTE2c3djP3uVwu9Pb2VqXFEY1OzEIq62IIRLV7WsdOORftZXnCTgpIL6oxDzw+t7vBkzxDn5Yz/SKfq19V1Az6Fxj7vWEP40YXJylRWQIAp7/F7e+l0OygQbQg2o4oYUf0GaUkHVCpYFEtXa8stL1w4QKGh4c3LaNM41eDLJcbU5EBKssy3njjDQCPqUpiRoBgs9kqGkKJYyVj7/r162xoEC0gkUjg5s2bsFqtrPLicrkqVHDEplnz8/PI5/PQ6XSsSkLHyGKxIBaLwel04o033uDxUNEnyRAuLCywoR6JRFAqlWC1WmG322G1WqFWq9HU1AS3241UKsXa9mR4iw7GtWvX+FySIgpQrg86duwYOwikkGM0GhEMBvHKK6/g3r17AMqUl5WVFRQKBabZvP766wAey7p++OGHuHfvHurq6jiaH4vF8PLLL0OtVsNkMuHOnTtIpVKIx+Msdbm2tgagnFm4desW6+dfuXIFTU1NrDwEgLMVpVKJFX+y2Sw3vIpEIrh27Ro7X8lkEgaDgaPSJpMJo6OjrHl/5coVHg+dS/H6JsOVegpUuxafZkSfrlsq7h0eHobP50MikcDQ0FBFUaskSUilUlwDFo1G0dzcjPb2dgDlfVtZWWHKkWh8V8u20W/IiVXuN/WnqDYX0HGk9RLV7llkQw5jjn/WBuJhO0ZbSTdX2+6THIta5LyG/aJm0NfwzEAToVImDthZO/4wQbQg5QNYfDCL1KCteLM7RawoCg5sbfhvhWAwCK/Xy9kD+l8ERTBp7FTMR8aISGEQ94GyBiK1oa2tDVqtFi6XiznHdBzcbjcXpwJl2gFFqinCTut3Op3weDwsten1ejEzMwNJkpgOMjo6Cr/fj1Qqhdu3bzMdpLe3Fy6XC/F4HAMDA+js7MTKygqPu7u7mw3dXC7H0diuri7EYjHU19djYGAAKpUKY2NjkCQJkUgEuVyONfKtVivOnj1b0Ugsn89jdHQUQ0ND0Gq1yOVyfFyoIJaOWz6fRy6XQyqV4mzAmTNnsLS0hFKpxIW4yWQSKpUKCwsLzLEPhUJYXl5GLpdj6c9cLoc7d+7wPpL0JdUFbGxswGaz4cMPP2QjNZfLIRaLIZfLYXp6Gul0GsvLy8jn86zGRBklOlYAkMlk+FoUVZqo0JoyCEoEAoFdy14+KUQnTaSs0LHr6+sD8DhCLkkS1tbWkMvlMDo6imKxiO7ubjgcjorrfn5+vqo0LG1TNLzFOgNq+EXweDzw+/0V2TVxO0o+/UEU/O8We93O82ZYHrZjpBRL2Mt29+JsbCeIsFs8Dxz+Gg4euzbof/KTn+Czn/3sppckSVt+R68aaqj2cKCJkAyMZwmlkofYuVU0fJUpe/FBr6TI7Haf9lMcR8YMjbMarUak1NA4qUupcl1jY2OsSa7X63kZkSKUy+XgdrtZ6xx4fNxKpRIcDgcb1O3t7UzpmJ+f5zGRE0NSm7IsIxaLweFwoKurC8FgENPT05ifn4fBYEAymYTdbsfs7CxHZKPRKBfwFotF+Hw+1n8PBoNM3SFD+8SJE1CpVPjMZz6D2dlZNDQ08PjX19fZ8FapVBgdHcXFixeRTqdhs9lQLBbR0tKCn/3sZ/B6vVCpVFCpVCzReefOHWSzWRYHoO9FI7+jo4NpL5lMhguWgTJXP5fLQa/Xs1ymwWCA1Wpl6g4hEAjg5s2biEQimJub42zC5OQk8vk89zYwm83Q6XQ4fvw4QqEQN7Jqbm6uyNCEQiEkk0keq16vr7gW6Rqj64Z6CiiRSCSYrnOYUGYC6H4LBAKwWCzQarXw+/1c9EtdhAnXr1/H2toa05Ko2NvpdDKNqZqDTo7t7du3eQx078/Ozm7KLsZisU3ONS1DdQrk5E5PTx/K3LdT1Hgn5SKRPlgzDst4kvO0V2fjSZ2To1gDU8PhY9cGPT2w9vOqoYatHibA5sjHs3iAiNH2YDBYdUwul6uCR6mkBokP8d1Gt/YrXSdKeiohFgzSsaSCzkQisSkCVCqVuAmSz+dDW1sbc5RFkHqMeGzIwSGefTBY7pAbDofR19cHm81WIZlJ27VarQgEAmxQEdefVEeo2yzJaM7PzyMWi7FqD60vlUphYmICPT09CIfDTHPp7e3lIkiXy4Xm5mZMTk4ikUigtbUVPT090Ol0sFgsaGlpgdls5v0jA5Gi9+vr63y8L1y4wMulUik2zEmBhqLtBLPZzPQL+py61RqNRm6ElM1mEYlE0NPTA5VKhY8++gipVAp6vZ5/k0gkkMvlYLPZkE6nYbVaodPpkEwmeXuXL18GAAwODmJ0dBRNTU1YWFjA0NAQZyQmJyfh8/lY4lOlUqGlpQWpVKrimhH3Q+yQTKAoeDqd3hO/eL9Qqk3R/UZ0pNOnT3ORdi6Xw6lTp9DT08ONxIhWRe+TySQXDg8ODkKWZfj9/gpjiKLwRDsLBoOsRuRyuVAqlTbtu9KxF699crIpC7adQMCTYDuDTlnYr8zQAWVnT/x+O2Wyo4JnlVE4jO0q17nTM3GrupcafrWwK4P+ypUrT/SqoQYRSnkzZeRD+TB6WgY+GZhAWUEGqGxmo9SbFtPmSuw1Or/XfRQlPZUPaFG5hvbn1q1brJNO25VlmbnHJpMJ7e3tCIVCbAiLxa6XL1/G6OgoR+6IHkNGn9vtRjKZZLqG1WrlYt/R0dGKLAcAOBwOzhZQ18/p6WmUSiVYLBacPHkSFouFawxyuRwfezKeg8EgmpubIUkSdDodSzTm8/lNHOfR0VEuUu3t7YVOp8PQ0BBGRkZw7tw5OBwOtLa2IhgMIh6Po7GxkZ0RUuKRZRl9fX2w2+3w+XzIZrPseLz88suor6/nQky1Ws3GPn2WzWahUqmQyWSQTqfR0tICtVrNzaeoMZXdbufouFarRWNjI44fP450Oo1cLodIJAJJkmCz2WA2m3H69Gmo1WougN3Y2MDc3BxzvYvFIrxeL3Pkl5eX8f777yOdTiOfz0Oj0eDcuXOcgQkEAhVZKpfLxVQWMWpLc7vFYtmygPsgsRWFjVSe4vE4Oy0qlQorKytYXV1FKpVCoVDgXgR+vx+9vb2Ix+NcOEzZB0mSNmW7KDNEReO3bt0CUJ4jent7uYCa4PV6OThAn4sKQmLfBmrWthvsZY7YzqATMwy0rHLOpfuXvt+r4/EsgjKHneXdil65m/l7rwb2Ts9EJaqJNNTwq4cah76Gp46tDHmKAlXTfX4aYyIDU3yAKakEYhR+L+PaasJXStrtFko1HaIPbLV+o9EIj8dTYXj5/X6mXRiNRgwPD8Nut1c4ArT+ZDLJtQVApVoK7RtF9mVZrojiV3u4RCIROJ3OCueDnAmPx4Pe3l709vZW/IYi/qIB0t3dzZrsXq+X9caJRkRRfbfbzfKNs7OzbKS63W5MTk7C5XKxEZ/JZDA1NYVIJMK1AKdOnUIwGORmT2LUnQxrcjQKhQL0ej20Wi3W1taYNw+A1WaKxSLu3LmDjo4OtLS0sJY+yYwaDAYUCgWsra1xF1un0wmDwYBHjx7BarVyl+DZ2VloNBo8evQIkiQhl8vhpz/9KYCyPCVFpQcHB3kchUKBx9Lf34/JyUmOUpdKJYyNjVXcp6LDSA5kNpuFLJf7KGxXwH1Q2MpIoWuOnMt0Oo1jx46hqakJ8/PzrBoElCPj8/PziEQiyOfziMViuH37NoDysRf7UBDIMaMaDtpOKBRiY18Z5aZIP/2lDJTLVe73MDMzs2cjby9zxF7UaKotKxbr79Y43Kss5vOG7QqYd9rfJzWwDyLiXqNOvfg4sgb9xsYG3n33XfzZn/0ZvvSlL+HixYv4t3/7t13/PpVK4Z//+Z/xe7/3e/jc5z6Ht956C//1X//1VJetoRLKCLLyczKSnkV0we12swY1vQceS5VtR21RpugJYpp6qwl/K0m77VAtvUpGh/I7Wj9FycnwInqL0+mETqfjOgaKRIvFerFYjPXdySEQx037Rka8GNlTKoWIdCClEUgGPkWWI5EIxsfH4ff70dzczJxlogPRy+PxMFWExpBIJLC8vIx4PM6FizqdDhsbG9yMicZJzsrU1BRmZmbgdDq5UDQejyObzcLhcLBiTDQahd1ur8hShMNhJJNJqNVqqFQqpNNpptMUCgXmwvf391fscyqVwtLSEk6dOsUNqVwuFxe45vN5LC8vs9FcV1eHu3fvYmBgAHfu3IHFYsHGxgZr6BN1SKVSwefzsWIQIRgMMk//1KlTaGhogE6nw/LyMvdFkCSJjxFdw9lslo8XNTwzm81cHP2sQVSvpaUl6PV6zmSUSiXodDp0dnaychDJora0tKBUKiGRSECW5QrnXYysA+V7mbI+g4OD8Pl8cDqduH//PhKJBFwuF6s8AeAMCt2XRNtxu8tda4n6ZjQan8rxEeeFanNONVEC8bwqMzDVOPjiHPe0iqSfJg5CeW2rKP+TGtu72b54fdaM+xcTR9agTyaTCAbLHfk++clP7vn3f/3Xf41QKIQvfOEL+Iu/+AvY7Xb8zd/8Df7zP//zqS1bQyV2im6QEa3E0+IDim3Z6T2NabsagGoFqUrpup32YS9GUbX0KkXUqjW2EddPBhrRYrxeL5xOZ8UDmCLaYuSTCmaJerHdNkQjX5lJECPyBDqeRFUgUNYkkUigu7sbt2/fRjweBwA2+K9duwa3240PPviA9/3UqVOsEkM68mSE5nI52O12AGBD//Tp0wDAEVsALPm4vLwMtVrNkdizZ8/CYrFwt1eSRayrq4MkSairq4PJZIJWq2Wah0aj4e6lyozPwsIC6+Fns1mm5/T29jL322AwsHFNBZyRSATxeBzt7e1QqVRsONbX18NkMkGSJIRCIW6cNTo6ilAohNnZWfT09KBQKMBsNsPpdLLk5U9/+lN2QiiiTdfwzZs3ubHVw4cP4Xa7cf78eSSTSaZuPUuIUeeOjg7uOVAoFNDc3IzGxkacOnWKaTNut5uLitva2hAIBDjLJVLYyCkgyU/qKHv16lW+F6jvA50Dn8+H4eFhzvBQES4Zc+FwmOswxDlnN/u4X1Sbe5VR+u2MvK2KfJXvaR3KHheHif0ap3v9XbW6IvG73SAYDGJ8fLzq5zv9bqex7QRRFepFzKDUcIQNeqvViu9+97t455138OUvf3lPv71+/Tqmpqbwh3/4h7hw4QJ6e3vxR3/0R+jv78e7777LKejDXLaGvYFS99XwtCKA1dLQ1cZEk2E1o1VcRnRQDnIftuLsu93uHYsTRSeDotler5cfwMriVb/fz1xqpcoIFRFuZWgoHxrVllOuk95T4SHdU2RcUw0AfRaPx+Hz+XDjxg1Eo1EEAgFotVr09vZyp9j5+XmOiLa3tzM1hgx9nU4Hn88Hg8EAu92O999/n1VPCoUCGhoa8PDhQwSDQVy8eBEejwfZbBZTU1MwmUxIJpNYXFyETqeDyWRilR0AHLF/5ZVXEI/HsbGxUbH/hUIBOp0O165dgyRJuHnzJoLBICYnJ2EwGDiaDgATExPo6+tjeo7ZbMbU1BQ+//nPw2g0IpfLYXFxEb29vXzcpqamoFarcePGDdjtdsTjcXaKbt68iRs3buDDDz9EQ0MDADC3u1gsQpZlLsrN5/Osm18qlTA6OsqNxfx+Pxu8zwp0f/X39zOXXq1Wo1gsIpVKIRwO4/r16/jFL37Bv1leXuaaimg0yvcrXdPBYJC7FSsj7qVSCePj4xgaGmLamcPhgM/nq7jHwuEwOw/j4+MIBALQ6/V7MuSV+7gfiMXOW2EvRt5WGUtlfdSTYjfR7P1SH/dj1D6po0JzVrXPtwJlNp/UaRazLHstuq3h+cCRNehFabe94n/+539gMBgwMDBQ8flv/dZvYXl5GT//+c8PfdkaNmOrSYseBEchdb8VZaUatnqo0QS8n4f2brDdmEQnolpaXJzUxfWIfFnxwSwWCSpVRoLBIGKxWEV0j4x84rrvNG7lOgnhcBhA2WileUCr1XJ0nSKybW1tCIVCUKlUsFgsiEajLGvZ19fHnGeKiDocjoooPO3fxMQETp8+zUW19fX1PBa73Y5isciFjW63G+FwGJlMBufPn4fRaEQ2m2X9+Uwmg5WVFej1euTzeTb+CY2Njejq6uL/X3/9ddap12q1yGazWF5ehiRJeOmll7ijrFarxfj4OKxWK7LZLNM1vF4vRw6z2SwmJye56RZFqBsaGvDRRx9BrVZzcyWTyYS7d+8in89jaWmJ6wuSySQKhQJ35iWQqo/NZsONGzf4eFITsaMAog/l83mk02mWDKVzSEXAJHXq8XgwOzuLpqYmNDY2wuVyYWFhAUA5g0PdikmC1WKxwOfzwWQyYWlpiQu6/X4/IpEIrl69yvKfLpeL78fe3l4sLCwgGo1W0OOqRWsPCkqazU5iAzsZ4dVoO9V+R3KcB4FqCjxPEl0WfytGrIHdGbVP6qjQnLUX0JzzpIpIYpZlr0W3NTwfOLIG/ZPgF7/4BdoT/kLGAAAgAElEQVTa2io6QgJAZ2cnf3/Yy9awGTsZ7EchSrCbiW27YjF6cCo5qE8LohMh0n/ovTip0/EWNaeBytQy1RUA1VVGRL1++ktKI7tVf1AaB7IssyF06dIlmEwmBINBlrAkdSHaX5KepPcka0nnoa2tjcdJFApScaEiSEmSEI/HUSqVUF9fzxz2uro66HQ6FAoFzM7OMu3EbrfzfjocDtafJ0qPXq+HzWbjaHo+n8fQ0BDq6+tx6dIlfOUrX0FjYyNUKhWy2SxaWloAlOk14XAYhUIBGxsbWFlZQSqVQiAQQDabRTQaRVdXF27duoVEIoH+/n4MDg7yGIAyXfHVV1/F/Pw8N+yy2WyIx+N46aWXYLfbMTAwgIGBAZ7L9Ho9c+eJMkRdeoGyhn0ymYTFYsHKygokScKjR4+4KRgV2D5ruFyuCueCxkW6/UBZfvXKlSsYHBxkOcpIJIJwOIzp6WnkcjkEg0H8+Mc/5nNMThM5f5Ik8bmdnp5mHn2pVOLjDaBCMUqj0cBisSCdTnPBbLVo7UFByZkWo/TKzJgS1e7brRwCUcGK7ruDlOPcaU7ei5EtLivKslY7Hlsp2uwVyvVsl/XdDoepJFWTuXwx8EIa9KTaoQR9Juo2H9aySmxsbOzqRcV4v0qgB4H4ADpK2EvUHnh2k6No6Irj2CoKTg+Rag9fJQUH2LzfLpeLaTtisavFYuH/dzqnynWSQyQ+9Kg+QFl0S8v39vZiZGQEbrcbHo8HOp2OMw2yLKO3t5e56ZQ5oe6mtP3Tp08jGo3C4/Ggvb2dt3/y5Em4XC5oNBpEo1Gmneh0OjbwXC4XXnvtNabafPTRRwCAlZUVjsTX1dWhr68PDoeDpSHPnz+Puro63Lx5EyMjIwDKUXC73c4c8EwmA7VajXv37mFjY4MLOtPpNGKxGHQ6HWckTCYT1Go16uvruZj3+PHjzOWmMel0Oq5BOHbsGBv9er0edrsduVwOpVIJa2trWF5eBlAuqqboPMld3r9/H/Pz8zh9+nRFJP9Zgpyz5uZmaLVa3Lt3D8DjaGxXVxc38yLnNpFIQKvVoq6uDu+//z7a2toQjUbZgQEea8gTfSadTqOnpweyLGNiYgKZTAZutxtarZbrNsihpPtvaGiIlaZcLhfu37+Pnp6eivEfVFBDlmXMz8/z/+JY6H8lPW8nXnw1Op4Ics4Pcv5TFtaL4yBUm4+3Oo7isuIcQ1lFEWJA5EmgXM9enQLa34NQktrNcTnKOApBv6OMF9KgP4r4yle+gjfffHPH17//+78/66EeOHYbpd0vxeogoXxoAU8mKbkbHNQktdWDg45vNQoOgE3a+iK22xcxCyH+FaPu1c7pdvtLkUQx6kfboXWLqXLR0Ko2XpIMJAoPfU+FpTQW0rEHNhdHE/feYrEwFdDlclXo61+8eJEVd+LxOMxmM4rFInp7e6HRaNDT04NgMMjjIA30dDrNUeTGxkakUinodDpoNBqcPn2a9enJ0RePJxn3ZGirVCoUCgWm7xiNRtTX1yORSCAcDkOr1cJisSCbzeLDDz9klaCPfexjMJvNKBQKWF1dxd27d7mo12Aw4M0334Tb7caxY8cwOTmJVCoFjUbDRcerq6tHxqAHyuc2lUqhubkZ+XwekiRxTcHx48e5iJmQy+XQ2toKo9GIfD6PxsZGSJLEVCqXy4WxsTEuoiZZUp1Oh/HxcW4AJssy1tbWEA6HmfolgrokUzEtHW8RB0V9CAaDyOfz28rl7jTfKtVrxHsSABdE03JEs3G73QcWTa6W6dxN5q/acRTHqgx+UCZmt+vaDrSdalQh5WdKZ6kaDtLY3kqR7XlBjRq0PV5Ig95oNFaNltNnYpT9sJZV4t1338V777234+t3fud3drmXzw92W6G/lcrN04TyoQUcboGXclsHAeWkLe6T+JCuFvk5iKI28QFERZZbja/ad9vxcwEwZUa5LuXDkfbR5XJVGBiBQKCCKkROBDUXEj+nsTgcDng8HiQSCabpkGERDAYRCAQ4g2A2m+FwOJDP5zE7O4s33niD5TOtVit8Ph8ymQxcLheKxSIMBgP8fj8uXbqEYrGI27dvo7m5mSPJer0eKpUKGo0GDQ0NFeMHgE984hOIRCL8GVFBMpkM5ubmUFdXx02V8vk8pqamsLGxwXQhaqyl1WqRTCZZalOr1SKfz+POnTtckLewsIBSqYRisYj+/n6MjIxgfn7+SGQW6fxbrVbkcjmMjo7i7NmzUKlUMJvN0Gg0uH79OlQqFTo6OgCAufSSJLEjd/PmTQBAa2srbt68iXfffZdpOST7Sd2P4/E4H1syovV6PfR6PRYWFvjaEtWnqIGdXq/fxOPeTfHqbtHc3MwcfXJAKVPldrsrsg+0jDgOugfEyLUoPUtUuGqZvsPuS7AfGo7YOFBpXIvHQilZSn93e15oO9S1uZoKmvL/pxUh324szwNq1KDtsSuD/rvf/e6+X9/73vcOex82obOzE/Pz85tUZ4jj/tJLLx36skrU19fv6nVUuKjPAkftZj3oCMZWE+hB7fd2tBrl/9X48CJ2+4DZ6RjtVRVCaeDQOEQD3uPxVDyQRQNeGXkjkIFBMpxiKj8QCPBvqPBVLAwGwLKVxLtVOhT0eTAYxCuvvIJIJIILFy6gVCpxl1aivoRCIRSLRQDlyGAmk2Et/IaGBiQSCdTX13ORbHt7O44dO4ZXX30Vp0+fxr1799DV1QWVSsWGosvlgsPhgCRJaGlpYeMdKDsYyWQSxWIRc3Nz/Pnt27dx7do1zMzMIBKJoLW1tSLSTk2qgLLCTiqVqnAMPvroI0xPT8NsNmNubm6XZ/jwQMdidHSU+fFA2cC/dOkS9Ho9OyMOh4PpMj09PSiVSpienkZXVxfXU3g8Hmi1Wty9exeDg4NwuVzIZrNoa2uDJElwu92s+W8ymRCLxbiOIZVKIZlMsk4/RetlWUY8HkcsFsPg4GCFYwaA6VgilNHene45n88Hl8uF7u5u5ui73W5cv36dnRVgd/cNZbiqOdBErbPZbPD5fLBYLEci6kv7ohwLNQ4ENnfHpflAdFBo7lJ2nd4JNL9QoE/MlD5rVKtXep7wvFCDnhV2bdB/73vfq2qs02u7z542PvnJTyKVSuG///u/Kz4PhUJobm7Gr/3arx36sjU8xm4nsqN0s4oT/kFxKbfCQe23aJQSxPfb8eGrLbMb7CfKs902xEI15XZEOo5oeIv7onxI0wNaNEh6e3srKDyikU6NnZRcYIrADg4OVjz0RTUfGk84HIbLVe5ESwYbcdjD4TA3riIeP3HmaX09PT2Ym5uDx+Ph4AF1kCUVnkePHnHh6vXr1wGUnQ6DwYCNjQ0MDw/j7NmzMBgMSCQSKBQKOHPmDBoaGnD27FlIkoTl5WUsLS0hFovB5Sp3MB0eHoZGo4FareYXAKyvr29qUrW6uorvf//7OHfu3Jbn7WmCxuB2P26gduPGDQwMDMDtftwpmOhWfr8fJpMJ8XgcVqsV77//Pt577z1oNBqkUilMT0/DYDDAbDYzTebmzZtMq5JlGWazGa2trbzO1157jR0ho9EISZIgyzKcTidnc8xmMxfaih2V6RpVHkvxeqP/RSjnpVAoxNcvyY4CZYqPSMNROrHiuuhaJuoQfX/79u0KJ9LtLjeBoy7PW/XB2C9EioyIanMIOT7KeZsgFvhXo/FUqxGq9nensRJIbna7ce9mvt3tc2cnKqMSVFPxPBj1z8MYjwJ2ZdC//fbbeOutt/D222/z69Of/jRKpRKOHz+OoaEhfO1rX8PXvvY1DA0N4fjx4yiVSvj0pz+Nt956a9+Du379Oq5du4af/exnAMpKBdeuXcO1a9eQTqcBlLWkP/vZz1Y4DmfPnkV/fz/Gx8cRDAYxMzODf/iHf8CNGzfwla98pUKl5rCWreExjpKhvluIBp1osD0JDjNCI054YlRcfL+bgjXxXB3EJFpte9tdD9tJfYp0HNovt/txN1Mx6k5ROnJoxMyE8piQ0a0slBVB0ci+vj424kX+PvHY3W43F0iKtCYq7KXUvslkQjQaRXd3N+bm5piP7HA4oNPpoFKp4Ha7odFoKoozqcjz7t270Gg0WF9fh16vx9jYGGKxGDo6OhCPx+F2u3Hx4kWkUil2Ji5evIjW1lZ0dHRAq9UyNYc69FLU+aWXXkImk+EXLVcoFNggJpRKJVy7dm3Lc/Y0oYx2y7LMRcGjo6PQ6XQwGo1QqVR49OgRYrEYuru7OaJKxm4ul0Mul+OsxKVLlzA2Nga/38+UFeqSCwADAwO4d+8eUqkULl68iHQ6DZPJhPPnz8PhcDD1QpSypG0pnVHRgBXvv2g0uokKQssp5yXSxXe73SzzCpSpWC0tLZuWF5udKQvOlfLRiUSCKW/KAAIVDB+k8VXNON8umyDec1TzQFDOLeLcJGb76PNq9UG7GSs5/xcuXNj0fTVHYifs9rmzE5VRiWpZl6OK52GMRwG7MuidTmfF6+TJk/jJT36CN998E9/61rfw1a9+FUNDQxgaGsJXv/pVfOtb38IXvvAF/OQnP8HJkyf3Pbh//Md/xDvvvIO//du/BQBcu3YN77zzDt55550Kua9isbgpqvGNb3wDv/mbv4nvfOc7+PM//3N89NFH+JM/+RP8xm/8xqbtHNayNTzfUE7kT2qQH6ZjI0542zWX2ssYdjOJ7sVB2A22KnjbTu2CuLtilE1Mmysf0soHOf1PUVYCrYMoDG63m/XGRYNdlmXuDAqUjT0lRYLG1dvbi6tXr8JkMrGTsLi4CKPRyPQGl8sFg8EAWZYxODiIdDrNdI98Ps8RdpPJhKamJpjNZiwuLrIMJ82FZHB2dXVBp9PB7/ejsbERExMTyOVysNlsaG5uRl9fH2RZxoULFyDLMu7fv8+FpCRnCZSvKwpaiIZeNBrlZl3PEsrzGgwGMTo6ijt37uBnP/sZHj16BKDcV+D+/fuw2+149OhRhaFHTp3ZbOaaArfbjcXFRSwsLKCpqQmXL1/m/gh0zVC33WAwyHSqSCSC2dlZrK6uYmJiAi6XCx988AFsNhva2to2GamUUUokEhWZJSpgVVJBgOoKVg6Hg5cVz0t3dze6uro2LU8OjXgM6a/FYmFnFABLwIoKN9euXeMMBB3Dg0S14tJqoPtcdPqVDoqIas6UWBsjbnsv0W+6r5V1BFtlFXZar9Ix2WrZ7ebireiYR4EGtBvs9dj9qmJfRbHf+c53cPLkSXzpS1+qGpVWq9X44he/iJMnT+I73/nOvgf3L//yL/jggw+qvlpbWwGUJ68PPvgAX/ziFyt+azAY8Ad/8Af413/9V7z//vv4+7//e/z6r/961e0c1rI1vFg4ypkGJT2k2udPss6tsN0xqab0sBtUe2ArU+Lig1sZmRVBy4m/Fd+PjY3x/6JhJxYDEoUBqGy0ResSI2+yLKOrq4u7jSoL8SKRCIxGIzweD1N/LBYLuru7K5wO0kL3er0cQQ+HwyiVShgbG2O+ez6fh9lshsFg4GLd+vp6+Hw+SJKEM2fOwOVyQavVcidarVYLg8HADZSoqJeKgguFQkWTq1wux/QBmu9LpRJ/VigUjkRR7FbUKwr+3L9/H8lkks+zTqfDvXv3MD09Db/fD71eXyEBWl9fz0IHZNzn83kkk0mEw2EMDw+z/rxKpYJarYbNZsPa2hoSiQSy2SxnVMjJun79OiYnJ2E2m9nx9vl8FQWUmUyGvyMOvsPh2JHzTN+RU6h0KoeHhzmLRN/5fD54PB5MT09XjXzT/fPBBx9AlsvdvMnBIMRiMb52yMl5UmNLjJhvZXgqt7EVZWa73wDgDF81WhMZ+ruJfovOkHIs22UVdlqv0jHZatn91ERRgOOoG8c7HbujPv6nhX0Z9OFweNsCUMJLL73EMm011FDD4UGc8ES1oL06IeLE+KQOjJL7u1tsl2EgiGMbHh7e5Dwo0+ZK0LKLi4sV6xTpVdUKesloFrehLLRzuVzcQTcajW6qYyC5S1p/e3s7GwHZbBayLFc0R/J6vZBlGZlMhg2pgYEBJBIJ6PV6WCwWrK+v87ja29tx5coVDA8PY2xsDEA5yudwOGAymWAwGFBXVweNRoPl5WXmSYvHr1Ao8AsoSztarVY0NzdDpVJBkiTodDrodDqUSiU0NTVVPc7PCmKRo8lkwmuvvQbgsQLQ2bNncefOHRSLRVy9ehXz8/Po7+/n7r4WiwUbGxtobW2FLMtIp9MoFovQaDTMS//ggw+4iFur1SKRSGB2dpapSeFwmGUzJUmC3+9HqVTC4uIiwuEwn8uJiQkkEgmOepM8qsvlwvz8PGRZxuzsLGeIREPV5Xrcv0NUpSFHkyhCZPCJBZ6yLLOzGgqFtuTpy7KMGzduVCiyiHPM8ePHKyLEjY2NT0yRUKq/iE6IkgIpXrfKiDwt6/P52DCvVnOgzACK73erqLMdNWc/gghKXfzdjAHYvXErjvt5p7Q87+M/KOxbtlJsWvEky9RQQw0HC+VDYi/Ri6MwMW6nj71dcdd26XUlaFmxaFAJOo6i5GW1SL/4lwxz+o3T6axo0lVtXOFwmD+fmppCMBhEc3Mzp9rFYsrOzk7m7ptMJpZPpGMmy+VGWvl8nqOuwWAQKysrmJycRHd3NzKZDBfmajQa3Lt3D3a7vYIjDpSpjKTXns/nsb6+jlQqhdbWVrz88stYW1tDNpuF1WqtcECOAsSsjNlsxtjYGDo7O2E2mxEIBHDx4kUsLS1BrVYjlUqhVCpBp9NxtiObzSKVSuHBgwdMIZEkCYuLiygUCnA6nbhx4wby+TyCwSD6+/sBlDnmKpUKJ0+eRDabRbFYhFqtZoNfpVLBYDCwIyYWwhKthjIIbrebx0tZBqpzEEHnnhwY8XpTBtQoGhuLxRAMBtkwp+7KsixzxBp47JQ3NDRwxgmoNDZHR0fZYSiVSlwUvhdsV/SqrINROtTb8cNp2YmJiS2LZZuamrbM4onOuvLYKJfdDlvNydsFHEhdqBrdcLsx7DSH77TtZ4m9PKueF7rQ08S+DPqPf/zjuHfvHn74wx9uucwPf/hD3L17Fx//+Mf3PbgaaqjhyXHYRvpWk/BuHkTVICp/KLGVwgdxzHcLekBT4ZqyQEw0vqtpaivpDErQb7xe76YInqiQI8syLBbLJkOhu7sbMzMzTNlxuVw4d+4cTpw4UXEMiG4kFvYSrScUCuHy5cuw2WxwOp1IJpNwuVxoamqC1+uF2WyGyWRCNpuFTqfDw4cP8eGHH7L0okqlQiqVQmNjI6xWK9LpNFKpFOLxOLRaLUqlElQqFZqampg3ftRARaiyLEOj0WBlZQXxeJwN07q6OkiShFQqBaBM4cxmswiHw1Cr1djY2EA8HofBYGDDmZwXpQKRSqVCPB5HZ2cnGhsbYTQaUSqVUCqVmJJ07NgxrK+vsyM2NjaG9vZ2XjdF4smAb29vRzQa5cJmykYRgsEg3y/T09MV99z09DQymQzXgBACgQASiQSAck0HAJYdDQaDHLEWf1dfX88ZJ+CxjKt4/xElx+l0cpOpaqh2vyjva9HYFB0UZQZxK0dAuT5qEFZtPlpZWdlynMqsXbWu2tvtl3J/dluIKjofSmdjJ+w051bb9mEax4cVUFJSMGvYp0H/5S9/GTqdDt/+9rcxMjLCD53/+I//QCAQwMjICL797W9Dr9fjy1/+8kGPuYYajhyOEodvtxGaatjPxKjcHhmne30QEbb7TbXCR/qNGI2sto9KY4A46tX2YbcR/u3ei+uqNh7ixno8HjYUGhoa2PiIxWKIx+PsXIgUIJfLxTztYDCIkZERyPJjjf3W1lY24mdnZ+H1etHW1gbgsQEzMjICk8kEtVqNWCzGnVI///nPc7daMjSbmpo4m5FKpXDv3j3o9XpotVosLCxUiBQcJZBBFgwGkUwmoVKpkMlk2KDVarU4duwYH7dIJIJUKgW73Y5MJgOg3KCLtOq1Wi07S0CZXjIzM4NsNovXXnsNJpMJWq0WN2/exMDAAICy4U/6/jabDRqNBlarFdPT04hGo3A4HDh16hRKpRKSySR8Ph8XVt+6dQt2u70imu/3+5lCIkbKJyYmKvY9FApBq9UyrUaWZfj9fsTjce6CS9cUaeYTh59oOEQDMxqN7HzKsszZ90AgwM4R9XPwer24evXqludkrwbldtQQJb9+q/v2zJkzm9ZH2S8q6N2q+Fbc7nb1OrvhdCv59luBnA9xrLuFeAyOwnNpq+fR/7P3rbFt3ef5z+FVlExSok2KcSxBjk14mC3RcNxsrbV9KOGSYmANRQckbUgMxYZ9EIFhy9xx6zbskjYtAddD2lLDH+02FOQGtNsawFkkcgYLDFXWS1zXIuUNqeRYtWyPIm1JJC3xzvP/QLyvD49IWpKVRE74AIJN8lx+53du7+V5n/dRQZHtoNl53wvH/n5jRwb94cOH8aUvfQkHDx7E7du38b3vfQ+Tk5MIBoP43ve+h9u3b+Opp57CK6+8gsOHD+/2mDvoYM9hL1BVmqGZ+kE7FYqdGODy7beLYj0u5KllqUEjVdpodj7k3zXjzG7Vodmu4yPdt3RfcoqOzWbD9evX+Tuj0QiXqy7NSXKZtI7BYMD8/DxnJoLBIBfajoyM4NatW7BYLFykODw8vKnLrCAIrIN/9OhRKJVK2O12qNVqlMtljtILgoDBwUEolUqIoohSqQSFQgGTycSUlb0IirKmUikYDAaYTCY4HA7o9XquB+jv70d3dzdmZ2dhtVphNpuxtrYGURS566tGo4EgCDCZTDh79ixqtRoUCgXOnj2L5eVlzM/PQ6PRsAxmsVhEPB5np4iyIcPDw9DpdLBarZienoZWq0UymcTBgwdhsVhw+vRpxGIxlsXU6/W4desWOyXkmBCFJB6PMy+cePp0f5M8JtU3kIJOPp/HyMgI5ubmuHZC2ixL2twwEolgfn4eXq8XoVAIIyMjTP8CwBmIaDTaUIdBzhBtQwq5QQ1sjmBLIY/ESpehWhX5vuT883PnzvH8STNl5NQ/qt6HmlK1yx5K8aj3wVafs/KsnhyPMlqlakSEZkWwH8T7q1kgZDcj7Xv1nfxeYscc+mPHjmFychJf+tKX8LnPfQ5OpxOf+tSn8NnPfhavvPIK/v7v/x6/8iu/sptj7aCDPYu9lPKTF3TJXx67bXzJty/lnL/XkEat6cXcCvJz1I4P/yi0Sve2KmSTGjHN9kXSkaSVTsczPDwMoB59lWrvE1fe4XDg+vXrbKxJu1tevXoVPp8PFosF0WgUb731FkRR5C6p4XAYoijC4/Ggt7cXTqcTQ0NDCIfDcLvdEAQBQ0NDLAtsNBpRLBah0WigVCrx9NNPI5/Pb2o49UFCHvULh8OIRCLI5XLweDxsiFosFnR3d8PhcMBisWBwcBCvv/46kskkTCYTd/k8dOgQ8vk8rFYr9u/fj8HBQY7iA3XqSTabRbFYxN27d2G1WrkhmCAI+PSnP83SjyMjI4jH48jn80gkEtx1t1QqoVQq4e7duwgGg6jVapifn2eFnHv37vG18s4778BgMMBoNKJUKnFTsMnJSYyNjXGXW6K/FAoFJJNJzppRdiKZTEIQBCwvL7OBTtcaKcg5HA5W/3G5XFheXkY8HofT6cSRI0cA1Ck7IyMjWFhYgMPhYOeip6eHz4O8eFVuUEuxFSNMuj1pZkiasSNtfamD36zwlYzbZs9v6Xfk7DRTr6FsSaui2lbblG9HfozbmYtWaFaPJM90vJeR7FZz22qZR4kYbAd76Z38fmHHBj1Qv1hGRkbw4osvYmJiAj6fD5/97Gdht9vbFrZ9FPHyyy9jYmKi4e/NN9/8oIfVwS5hLxUYteMWRiKRtmnj3UAzzvl7gWacWPrczLB+3HPULC0v324zZRzpMq0MGHqBW61WpmpIt0dR02g0ikAgwNFZv9/PmvJut7uhjkAUxQYOMBk/RPVJJpPo7e1lupLL5cLBgweRyWTg9/vR1dWFjY0N9PT0IJvN4vr166jVauju7sazzz6LkZER5HI5ppPsBcijftTltFAocNHm9PQ07t69i5s3b8Lv97PufKVSwTvvvIOlpSVsbGzAYDBgdXUV2WwWMzMzqFQqmJubg9PphMlkQldXF9LpNGq1GtRqNW7evIl4PM77yWaz8Pv9PO+JRAJ37tyBTqdDMplEoVBApVLBtWvXMDc3h3fffReBQAD5fB7FYhGlUgkrKys4cOAAgPq1TRz2I0eOYG5uDhaLBS6XC/fv34fdbofZbEaxWGzIwlUqFdbBN5vNqNVqSKfTGBsbQyaTQalUwtzcHBdhjoyMIBKJwG63Y3FxEQaDAZFIveEWUZVKpRICgQBmZmYQj8exsrLCcynPnBGaZQbl9y+pBknRSsVGmimQ/0bZAvoulUo1NcjJuJXeJ9LfCNL9SEG8+u1S9uQ1M/L15fO3HeNUOl807nZFx3La0m6iWUBJPoZ2y0i3s1Xs5aLf9xqPZdATyuUyVlZWOKrRwWZcvHgRk5OTDX/PP//8Bz2sDj7kkD/U3suHN2G3Iz6tttfsgU3ftTKsHwdbiZrt5MVLXGjicMu58kA9akoODHGlKWhiMpmQTCbh9/u5jkA+DjL4c7kcGwukpy4ff7FYRCQSQbVaxcrKCnQ6HXeMJSpOJpPB5cuXodVqWc9+L0B+3KTiQlmjkZERqFQqLC4uciFvIpHA3NwcBEFAKpWCKIqoVCoYHh5GJpNhA3h9fb3BYRobG4PFYoFKpYJOp0OtVsPt27cRCAS4QJbm8dVXX0U2m0WtVoNOp+N3pclkQqVS4SLjWCyGarXaQHsZHBzka0UQBK6dICoPUFckCoVCsFqt6Orqwi9+8QtEo1G+Rmh7Xq8XWq2WnTaS1xRFEVarFRcuXEA8HkcoFMLk5CTPWTQaxcDAAAwGAyYnJzE/P49Lly4hm80inU6zHChp4EupKXRO5Pk9P34AACAASURBVHK0zVSfyGEg51lqlNM6VLCbSqUa5DPpd+LFSx0L6XbpX3lxOmW+mnG7m8lv74S2Qss8ipZI80h4lFHcahw07nYORyv1rfcaciUhKZo5IFt9r3wUqTaExzLop6am8Ad/8Af47d/+bXz+85/HP/7jP/JvP/zhD/Hqq69yd74OOuhgb+C9fnjv9gO13fbaqd7sNrYrH9dqGwRyrihaTsogUsOHtkfceOI4E9cbqMsG0gvPZrPxupSJoe37/X4UCgWmTQBgWUpp/QFRdMhIzefzcDgcbES63W6OQFerVeTzeXR3dz96At8HyA0VaoREWaNkMslynTTmZDKJSqUCq9WK7u5uCIKAWq0Gp9OJarXKdQPVapU7xVJE2uPx4MiRI1hZWUFvby+KxSKmp6e5G2wwGORMB1AvkM3lctBqtejv78fo6Cj0ej3K5TKUSiW0Wi2r5wiCAKVSibm5Obz66qsIh8MwGo0QRRHXrl1Dd3c3rl27xstms1lcvnwZBoOBnZCenh6YTCb09/fzvTI+Ps4OBe2zXC4jmUxibW0N2WwWd+7cQSaTYWfR6XTCaDTCYrEglUrx9TAwMACHwwG3292UXiGlmMmN72b3SqFQAPDQeW5W9EoFu4IgbOrxIC12pyZhANhJJUqQ9LkhbdxE+2zWbEoOGpvD4WCHXA6pA9EKzeZNamRvRT1Hvi6BngHtqD7v5ftgK4b4VnT7mxVEtxI++ChSbQg7Muir1Sr+9m//Fv/v//0/3LlzB4ODg5t4uQMDA/jxj3+MH/7wh7sy0A46eJKxVyruP2wPO/nx0Au7Gdf1cbFT1R75Npp9djqdLBcoz3RGIpGGqH1/f39DBI/GFY1GodFoAKBB+UbqIDgcDuYDWyyWBr5+KBRCNFqXQXQ6nbBarTh16hRyuRzsdjsKhQKq1Sr8fj9GRkagUCg4MjswMPBY8/JegOalmW77+Pg4BgYGEIlEkM/nodPp4PP58Oyzz0Kr1aJYLOKNN95g475arWLfvn2oVCrIZDJ83ABY9//s2bOoVqsoFAqYmJjAyMgIstksnn76aQDAxsYGVCoVRFHE4OAgRkdHkUwmodPpoFar0dXVxQXIa2tr0Gg0KBaLUKvV2NjYwM2bN3H27Fmm5KTT6YZsSrFYxNraGpLJJDQaDTKZDFO4yLEJhUKw2+2sWtPX1wej0QiNRsPZh3w+D71ez1F9alR1/fp1OJ1OiKIIv9/P9RfkLF24cIGvQ7nhTJz+ZpDem5RJIUNdrmolhcfjabgv5BFf6uJL25Ua7WSAy2U3ab+UBZOuD2ymypCqTzKZbGuYyos+pXVGcsqJ/Pm13QCJdF3KlDQrHJbWmOwmmqmJbRdbeU+1Ej74KFJtCDsy6C9duoQrV67gYx/7GP7hH/4B3/jGNzYtMzQ0hP7+fvzsZz977EF20MGTjr2SBnw/Hna77TS0i/LIj4ci3kBr7q0cW32h7faLT6p243LVu2+6XC6OUraKElosFjay5NuTb5NoF/S93+9viOyTkUUqKcBDQ3h4eBjnzp2DSqVCNBpt4MrH43GYzWa43W6YTKaWxtpeA0XO7XY7vF4vwuEwdDodFAoF86gdDgeGhoZw5coVmM1mDlb19/dDq9VCqVTixIkTiEQiCAaDSCQSEAQByWSSl3W5XEgkEiiXy+jt7YVOp8ODBw9w4sQJnDhxAsBDWgUVsqrVamQyGS5KValUqNVqrGFfrVYxMzODBw8eQKFQcB+AUCgEQRBYUz+Xy6G7uxtGoxEejweXL1/GG2+8AZfLhTt37iAajWJ0dJQzDQDgdrv5Xf3gwQP4fD4u/KWiWhrH0NAQAECj0eCNN94AUKeQkOSm1WrlxlVEZyFDq9k9RMZ/JBLhrsjJZLKh4y0tR3A4HHz9NzOypf+negDp/TEzM8Pblt4rlL0i2VBa3+/3IxAINFBlmhXBtuKqS51v2l6z5eXHKd/PdiF/RlD9De2Hakx2E48a/1aeo4/KPDT73MEODfof/OAH6Ovrwxe+8AX09va2XM5qtW6pjXsHHXzY8SQ8fHbLYN1tp2E7UR4yyppxb1uhmbRbM2z3xbfVVLOUVgM8jN61Mx6kkUlpEZh0m5R+9ng8TaX/XC4X03ykkXlCMpnE5OQkTp48CavViuHhYezbtw+BQACCIODo0aPw+/0YHBx8YqJiyWQSHo8HoVCIi1dJ7QZ4eC4oAk9NpIjSAtSpIxqNBsFgEPfu3UMqlYJSqYTT6YRSqWRu/tLSEhecnj59GtVqFRqNBhqNpsHwv3//PkRRRCaTYTUhQRBY+75YLKK7uxu1Wo0NcIokd3V1MfVJr9dDoVBgaGgI5XIZw8PDcLnqTaquXr2KSCSCQqGAn/3sZ3jrrbewtraGSqXCdKxKpQKVSgWlUonZ2Vns37+fnbjXX38d5XIZ4XAYKpUKgUAAGo2Gt0ta9bFYDMlkEplMBqlUColEouH+IuNdCnLCpVH9dDrNRbqEhYWFTYY/ZbZ8Pl8D/z0SiSCbzXIUOhgMNuzv3r17/H/ptUtOrV6v35RliMViDbShZipZrbjqUvqMtDi4WU2T1DnYLiXmUc+cWCzGhcdUJN1KmWu30KyOC9jsiLWC9Pkmj/7LsR2u/YcROzLo7969i2PHjrVtmw4ABoOBH4IddPBRxpNg8OyVLEIzbMchkkbepN+1QjNljd3AdueTjHSK3pGRKTc65OlzuZEkjey3U/YAHjoNrWTjqGkURZP7+/sRi8UwPDzM68zNzT1RL1GXy9VAazIYDDznFIUVBAGnT59GX18fjhw5Ao1Gg2w2i5WVFRiNRjidTiwvL6Onpwc2m40dAFEUUavVEAgEoFaroVKpGjTbidZCnH0A/B0Z+eRk3Lp1iyk/JCmp0+lYX16j0XD3XlEUmS998OBBnDhxgqUbaX9k1G5sbDQUMmcyGfh8PigUCiiVSiiVSly6dAkTExOwWCxwOp0sXZrJZJDNZjE1NQWNRgO1Wo1oNAq9Xs/F00Cdsy4IAkRRxO3bt9nQkmbQ5KCoPlCny5BiDq27srLSUJgupVdcvXoV4XCYnQeqN4hGo7h9+zbu3bvHDTCBh4XGUkPbarXC4/EgHA5zgbR0rBaL5ZGZKDqncmNVWuArpSc3y7RJnQPpvb0VA7hdcCISqTcGI9Ull8sFr9e76wICW31W07PnUc8OubJRO+yU4vNhwY4MerVazem4dqCinA466GDvYy9nEXbCid+qE7VV3fztzs9O5lMaYSQjs136WVpYS+vKjfR2Y5NGppulysmwoUyrxWKBxWJp4AxXKpW2zcr2Eui4C4UC04zIWI5EIpienobNZoPRaEQwGMTq6io+//nPY2hoCIcOHUK5XGY5UFKsIbpMNBplozgWi6G/vx9msxkTExMcvb9+/TqsVisWFxc5Ak11DwRSIkqlUrBarTAYDJibm0NXVxd0Oh26u7uRSqWYj09BM6vVyl1/qTFWJBKBTqeDKIpIp9MQBIGj0LRfURTx9ttvw2AwQKVSIZ/Ps5NBBidJewLg36keg0B8/1KpBJvNhkwmw/UFLperIUoONDqexM23Wq2wWq3sRJKBLOWgp9Npdg5I0aZSqUAURQiCgBdeeAGiKPK8q1QqpijRtg4ePMj8cTK06Zomg5eKbumakWe6moHoSbFYrOEZFQwGOfMgX16urCO/VreqjAO0D06Ew2GMjIw0SHDSud1NbFUYgJ49jyp2bUZtarXsRx07MuiHhoYwPz/fNvqeSqVw48YNHD16dMeD66CDDt4/PAlZBMJuykduVTd/u/OzFZUKKaTRS3nUXb4NaQEg0YzIYJIa6dT0ptXYpMcunzOXy4Wuri7YbDYIgsCGl1SSkAzGvU6tlKbtgfocTU5OYnh4mCOUwWCQo9Dz8/MN8oder5fppV6vF4FAACqVCsViEalUCjqdjikMQ0NDMJvNEAQBBoOBsyQqlQp6vR6JRALVahULCwuIRqMwmUzo7e1l4/j+/fv45S9/yd17i8UiCoUCK+UsLi4CqBvWCoWiQX6zWq0ik8lwBD4ajXKTq1qthlOnTkGj0aC/vx8ajYaVfhSKuilgMBi4++vk5CTeeustAPXMwPnz55HNZrG2tsaBuoGBATidTqysrMBms0Gn03HX3Gw2i3g8DpPJBJ/Ph1wux9KakUhkk4FqsVgwMzODRCLBkf5kMslRZ2kWJBQKYXZ2FqFQCH6/H0qlEl6vFx6PBzdu3MDIyAjTyXQ6Hdd5SA30VCqFYDDIY6LrxGg0MjVL6rg2u//lxjhRgGjuCffu3YPVamWnQ4pWcrh0XzcrpG0FqVqVHKT6I+92u5UI/W4azvJnj7z+oJ3EZiv6jhTbDaR8mJyCHRn0Z8+excbGBr72ta/hwYMHm37P5/P4xje+gUqlgk996lOPPcgOOuigg+1gLzknW0kBU/q/FTWh1TakxgYFWIhfDGBT05tWUm/SbUlx/PhxaDQamM1mdh5onDSu/v7+97U78E4gnz+/3888bTLm7t27x5KcXV1diEajXEwJgCUiXS4XLl26hGeffRZdXV3QarUwGAyYnZ3F6OgoDh48iJGREYiiyHURPp8P+/fvx9GjRzkCnMvlOKJ69uxZVptRKpUccS6VSsjn8yxlmclkWJlIr9ejVquxMf6LX/wCCoUCxWKR1XLI0RIEAWq1GoODgxgfH8eZM2dgMBgwPDyM3t5eaLVaPHjwgDPvGo0GqVQKy8vLCAQCWFxchMvl4poCnU6HqakpGI1GNpzX1taQy+XgcDi4sJRqLa5evQqNRoPl5WU20tfX15l/f+HCBc5KiKLINQlWq5XpN4cOHcKFCxcwMjICQRAQi8Vw584dAPVaAmlNSDKZ5Gs/m83C5/PB5XIhmUzijTfeYNnXbDbLBc10zw0PD/M8tFPZoetK6ny7XC7YbDbYbLaGdU+dOoVkMgmv19vQ3VZeNCuHlDLXLvBA+2/XLZvOizzQ0KqgV36c8n3tds3V41Jl2j3H2uHDRNHZkUHvcDjwiU98Aj//+c/xe7/3e/ibv/kbAMD//u//4itf+Qp+93d/F7Ozs/jN3/xNfPzjH9/VAXfQQQcd7GV6kBzbkWAj6ovUaJZuQ/4SlX52u92btic3LJq9vEKh0KZII/1fo9GwYdUsUma1WmGxWN637sA7RbNzQHr+FKHs6emB3W7HyMgI9Hp9A4c6FAqhVCpBrVazEbq2tga9Xg9BEOD1ejE1NYXLly/DarUiHo8zNSkSieDq1as4c+YMrFYrN+kC6gZ6LpdDIpGATqdDpVLhSDzpzUtBmv8ajQbVapU5+xSp7+vrg81mQ7VahdFoRDabxfj4ONRqNfbv389yjKRXPzc3x3MhiiLy+TxUKhX27dvH2/7+97/PdBXS5c9mszAYDNxgSqVS4fbt2yiVSvD7/XC5XNDr9VxvoFAo4HA4UC6XOXtfrVYRDodx/fp15HI5zMzMQBAELC8vY3x8HEDdMF9ZWeGuxkTFMZvNrJ8fiUS4biEWi/E1q9Vq4XQ6OUsC1OsV3n77bTau3W43O6t0nbz11luoVqucGaAsVzNqCK1HTbiIQqXRaBrul2AwyPeQtH6DKC+PG4CQUt5aPW/ovEhpRjQGoL1hK90mzctuGMLy7IaUStVqOennRz3btoIn6V3yKOy4sZTf78fv/M7vQKVSsdzV3bt38aMf/Qi1Wg0vvfQSXn755V0baAcddNAB4YOMwG83MrWVsTZ7qWxFRUP6uZkUntywIEiXSafTrEEv3y5F9Jql5Ule8El4IcoLiQFwZNZqtcLn83ERJhl7JPdJ3Gej0YihoSHW+0+n01wk6XK5UCqVkMvlkEwmuZsrUJ/LAwcOcBdgi8UCs9nMzoBKpcLS0hJWVlbYcFYqlQDqBjRF4IG6kU9RbDL8gYeUmUwmw8b+3Nwcstks7HY7KpUKa8vHYjGsra3BaDSiUCggl8tBp9Ph9OnTEEUR+/btQ19fH/R6PZRKJarVKgwGA3w+H5RKJRvqPp8PFouFfxcEgTMJxI+/du0aZmdnodPpYLfb4Xa7IQgCKpUKBEHAzZs3USgUoFQqkUwmoVQquYutlHO+sLCAubk5KJVKlEollEol5vwHg0EoFArEYjHUajWuDaB+Cz6fj8/7/Pw8arVagxFN54mM4nQ6zTSlcDiMqakpRKPRhi7BdF7J8aZxhsPhTRr3BOLXHz9+fNP3zdCOcieHtNC23fOGVHaaqeu049I3UwLajfte+syRBjPk9RatnnutpFC3g72UzX1c7NigFwQBn/nMZ/Cd73wHX/va1+D3+/GFL3wBX/3qVxEKhfDCCy9s4op10EEHHTzpeC9StHJZyVbYiiyb9GUtl8CTF9oBde6yVKu+1bjkCIVCmxR4ngTQsRsMBpRKJSSTSVy9ehUejwfpdJqPiYogSZv+/Pnz6O3tZToJaaFT34DBwUF0dXVxIev8/DwbSeQwUA3C0aNHYTAYUCgUGtRujEYjF9bS+3Pfvn3c0RUAarUa/0YceOLRl0olzM7OQqFQoFAowGg0YnJyEtVqFV6vFwqFAjabDQqFAtevX2et+3Q6jWAwiEqlAoVCgWQyif7+fuzbtw8AcOzYMbz99tswmUwol8s4c+YMzxHxwvV6Pbq6uhCJRDA1NYWbN28CAL7//e8DqDeeAsBFmQcOHEC1WuU/URRZFSgSqTdEowzDysoK1Go1NBoN5ubmcO3aNVgsFrjd7oZC0HK5jKeffhqhUAiFQqHBmI9Go1zbMDMzg0AggKmpKczPzyMYDCKTySAcDqOnpwcajQYej6ehTnB+fp63BTQawKdOnUIgEMDS0hLz7uXPiVKpxBkEKVrd79tRd9lqHwjSngc239tb5dI3a1Yl/f1R60vR7NhJchRoVPZptW1p8OHDxIffCXZs0BOUSiVsNhvOnDmD3/iN38Cv/uqvcoe5Dh7i5ZdfxsTERMPfm2+++UEPq4MOOtgm3uuIdDsD2eVyccpbaqBLITWy5RJ4zbbt8Xi4qZV0G/JtykER0CcNTqcTgUCAje5UKsXHTwo2QGN9gt1uB1A36lwuF1ZXVzfJi25sbMDtdjPdZn19vaFBUjweb6hBIL65x+NhykupVOLOtD09PRBFEevr6wDq71qVSsVKMgqFghV6pJKX2WwWQ0ND0Gq10Ol0bKjNzs6ir6+Pi2HL5TLGx8c5su7z+SCKImw2G0RRhNfrRXd3N6vz1Go1GI1GGAwGxONxRCIRzM7OQqVSIZvNIp/Pw+12IxqNolKpoFQqQafToVqtIpfLIZvNYnp6Gj/72c8gCAJ8Ph9TePR6PXp7e3HixAlYrVYEg0Hkcjncv3+fi14BcEfcYrHI1yTp5zscDpw4cQK9vb1Ip9OwWCy4cuUKZ5+cTie8Xi+MRiNWVlYwPT3N10Q2m4XRaMTS0hJ0Oh3Gx8e5RwAV/pLTRAZkPB7nz8FgELFYjGsMiJYlBTkE8kh4s3tILlHZ6pmznSg+7buvr69pbcBWqYHt7vlH1esEg8G246SM2KFDhwA0duyVbrtVNuHDxIffCXZk0L/22mv45je/ibt377Zd7j//8z/x2muv7WhgHzZcvHgRk5OTDX/PP//8Bz2sDjp4ovC4EZjdiOB80HQfiki2erm2k7ls9rmZdF0rbWwp5GoZTwpcLhdisRi8Xi+0Wi1yuRzOnDkDAA2dc6UKQSQ7SKAGQ4FAgLuIrqyswO/3s9whgQxqQRAaCvdI/97lcnER5sbGBhQKBbq6ulAul9mIFAQBxWIRzz77bAOfnYxEnU7XcIwUzb558yZv4/XXX8fq6iqsVivGxsaYBkPNo65evQpRFLG2tsZZh0KhAL1ej0KhwNHzo0ePQhAEhEIhTE9P4+TJkygUCiiXy7Db7bBardDpdEytAeoZBNKyp4JfgkKhgE6nw7Fjx7C2toZkMsn9DyqVCnw+H4rFIsrlMhv21KWWFGUUCgX8fj80Gg2uXbsGrVbL1+fCwgJSqVRD0WylUkG5XIbb7YbD4eDsR7lc5uxHJBJBpVLh7dCx0L1D8pl0PzocDqjVajY+5RF9rVYLh8OxKRJO15r0cywW21IfDWmNh1SDvtVzLplMYnV1tWF7ci59K7QKIEjxKE57NpvdUuaB7kO6Nl0uV0MmRjqHcgnfjzJ2ZNDHYjFcvnwZ58+f5xukGf7nf/4HP/jBD3Y8uA466KADKR43ArPXIzjtVGiA+vi3oijTTOZSbiBIl6EXZDuHp5V05pMIm80Gl8vFPHI6fmlGIxaLMa+atOFJFnBiYoKpJVSMaTKZANSN/WQyyR12ad7NZjMrohB1QVqMTIWyn/nMZ3DixAnWjydjUxAEvPPOOyiVSkzJqdVqeOqpp6DRaKBSqTiiTt1aa7Ua03IqlQpsNhuSySTsdju6u7tZpeiZZ55BT08PDAYDK8dMTk7CZrOhu7sboiji05/+NObn5/l4FhcXUavVsLa2xoY21SDodDrodDqMjY01SHIS1x4AXn31VQB1IzqTyWBubg6CILBzI4oi9Ho9rly5ApVKBbfbzeo9hw8fxtWrV2GxWJg29MILL8DpdDK/nuasWq1ieXmZz1elUoFWq4XJZILf74fdbofD4UAmk0GpVIIoiojFYgiFQjh9+jSAOjder9ezGhUAljQl58Tv96O/vx9APYJM542eOVQbIKeG0LUm/UyqPUD7e5LOxe3btxsozq2ec06nkxuQkcO6FaoKUZYedc+3+p2cloGBgaa/ScctzTAePXqUfxdFkR2fZs7OwsLCE/1M2g3smHLT39+PYrGIv/7rv8Z//Md/7OaYOuiggw6a4sOuMdxMSaOZ5CLQvslKK13rdvsC0LZB1KMawDwpICUSoJ5loG6o9BvB4XAw31ij0SCZTHKxJlGf1Go1pqamYDabma9NRrxGo2GaDQA2NqW649LupcRX9/v9yGQy6O/vh0qlgiAIUCqV0Gg0yOVyLG351FNPIZ/PY3BwEOvr66jVahgYGIBWq8X6+jo7AwMDA+ju7oZCocCtW7eY0kKNnEZGRvDd734XAFiBR61W4/79+9BoNNDr9SyVSSDpxXw+j3Q6DZPJxEb0O++8w/UJdrsdDx484CxBJpPh5lYbGxvcmbZQKHAEXK1Wo7+/H9VqFVarFXq9HidPnoTf74coijh16hQsFgtEUWSpz3w+jxs3bsDlckGj0cBisSAajXJ9SLlcRjgcRqVSgcFgQLVaxeDgIACwlj0ZxMVikZtmBYNBTE5OIplMwmAw8LmKRCJsnEtpNiTJScvTeaftNtNat1qt6OrqaphfaQajXfdXurYEQeCskXSfzZanjAMV+87Ozj4y0NGsKdajII/WX7p0CR6PZ5N6l3ROaYzSOgX63ev1suPTzHAn9aAn9bm0G9ixQX/8+HG8+uqr0Ov1+Na3voVvfvObXOHeQQcddPBe4HE1hp+ElGyziBWhXRr+cbIP0mY7W8Vez3a0glxZQ9oBVFpg5/f72UgiDW/6DagbURSR9Xq9vA2K9qdSKabZ0DmVRrij0SgymQycTidLaPb29iISibCG/bPPPstqLoIgYGhoCGq1GuVymaOdc3Nz6OnpgSAIsFgsKJVK7LCcPHkSgiBgYGAAhw8fxsrKChKJBHPG4/E4kskkfD4fG6ZEgTGZTDym/v5+XLp0CX19fWxgHjp0iDn3ADA6OopSqYR0Os0dYl999VXeLjXiIp15oK4fr9FoYDAYuOtud3c3O0cejwdnz57FO++8AwAcXb579y5z+4vFIpRKJRQKBQKBAMbHx3H37l2kUikcOXIERqMRhw4dQjab5eLbYrHIkp2UkQCAX/u1X0NfXx/8fj/XJ2QyGZTLZXi93gblIorW37p1i78zGAzI5XINkXC6LlQqVQOfn5BMJhscJiq6JmzFkH766aebPhvkHPtAILApOyel97Tj5EudjO0YzdJl5WpT0sxhOBxuuDcCgQASiUTDuu2yk08//TSv+1HFYxXFHjt2DBcvXsQzzzyDy5cv4y/+4i/ado/toIMOOnhcPE4EZq+nZOXFX3IVmWbyi9Jlm/2/3b7k25VG+dotv9V97BXI9a5bOUb0PX1HXWGJ6y79zePxwOv1YmBgoMGASqfTCIfDEAQBHo8H0WgU4XAY4XAYtVqNaxak+zp+/Dg8Hg/Onz/PnWnj8Tg0Gg0ymQzcbjcb9sViEUajkTnalUqFaTFUvEkc/rW1NYiiyNQUovEMDAzA4/Ew3//KlSsYGxvDyZMn4XA4mLsej8cxNzfHBvrq6iru3LmDbDaL1dVV1lzP5/NIJpOYn5+HUqlkTfmNjY0GtR6tVgtRFDn4VyqVUK1W0d/fj0qlgnw+j/v37wOoG5Czs7OYmZnB2toagHpU+erVq1hcXITJZIIoiti/fz9vb2pqCna7HYuLiywdqtPpMDIygkKh0FCTUKlUEAgEIIoiIpEIDAYDgsEgVldXAYB7CGi1WjawqYNwKpXibBZF+p1OJ3w+H7LZLGZnZ1EqlRrqMEwmE8+F3OCmBmT0m7Q+ZSsUO6lDKYX0WUKFu5T1c7vdcDqdTD+TLy9/Dj2K0iN3BmgZcmAOHz7M45Bug/YtdRiAuqORSqUa7lW5NK/UWSbe/ZP0XNptPLbKzYEDBxAIBPCJT3wC169fxx//8R/jl7/85W6MrYMOOuhgE7YTgXnSHu5bKUYlyOehleEvR7uOiu3k77Yztr0GeVS+1djl0UsqoG21rMvl4kgu7UcURYiiyMo5TqcTqVQKqVSKo9UkbVgsFgFs7hcwOzvLUqL5fB52u50bRSmVSpw/fx4OhwMmk4kNW7Vazeutrq6iu7sby8vL8Hq9rJWuUCgwMjLCBqrZbMbMzAxEUeSiUqDOa//617+OxcVFGAwGJJNJ9PT0cHFrpVKB2WzG/v37kUqlmIKj1Wqxb98+pFIpLtRVq9VQKpXI5/Osna/RaLgxVLlcxsLCPUk8AgAAIABJREFUAlQqFRe+klLO1NQUZ43IeKMmWuToEN2I5p0yCAaDAdeuXWNng+Q6s9ksnnvuOe52e+LECe4QG4lE2IB2Op0IhUKw2WxMt7FYLOyskQF68ODBhuuBOPjz8/PcrTYSicDn88Hj8TSo35CxS4o50muL0Ky/RDvIe0wQVlZWmPdPGajZ2dkGGU0pn17u9MoNbjnaOQPS++TevXtN1yeaFPH6HQ5HS2dG6ixIsyU01o8qHtugB+o3p9/vx+c+9zmkUin8yZ/8CX70ox/txqY76KCDDnaMJ/Hh/l47Ie0coidxvraC7cypfH6kRgUZZlLIFTe8Xi8b0UDdOO/q6oLD4cDY2BiAh4YWZUTkSh3Ey6fC3Wg0yhF1tVoNl8sFv9+P0dFR+Hw+GI1GqFQqTE1NYWhoCBaLBc8//zzK5TLeeOMNuFwu2Gw22Gw2JBIJXLt2DeFwGKVSCalUCgaDgQ2p119/HSqVih2Q0dFRpNNp5PN55HI5VKtVmEwmVCoVZLNZZLNZzg4YDAaUy2VuPqVQKFAqlTA0NMTODAA2vqkbbbVaRblchsFg4AxDrVZDsVjkyDApDe3fvx9msxnFYhG3bt3i5lwU+V9aWkKtVsPIyAiKxSJzq5eWlnj+zp07B4VCgWKxyJ1lif8u7Xp8+/Zt1qRPpVIwGo24efMmU6Kawe12w2Kx8B/wkAfvcrlw/fr1huXJCZOimfHe7r5tZkwTdYv+v3//flYhovt8amoKVqu1wclvpXpDx9JOLrfZZ9pOIpFAIBDgehPpfuU9Muj6ppqVVvuiTBcZ9R917IpBT3jxxRfxp3/6pxBFEV/96lfx85//fDc330EHHXTwxEXdt4t2ShHS/0ujaZ2XWXtsRZKv1WepgReNRnH16tWGZeWRTHkGIBaLQa/Xs6KK1NAio1CeXZE2+jp//jwreJDyC0WrKdJvNpthNBqZ5uLxeBCPx+F2u3m8S0tLXNxbqVSQyWQwPz8PQRBw9uxZhMNhuFwuVCoV7uhK3XSz2SwGBweZ2nL06FHcunULarUaKysrPG6i5pw/f5758sDDKDahUqmgUqk0NNASRZELViliXa1WYbFYoFQqkUqlUCqVcObMGdbk/8lPfoLjx4+z+k2tVkOhUIBOp8PMzAwAMK1oeXkZp06dgk6n48h7rVbD3bt3Wa1vcXGx4VxTbQOdk/n5eXYaEolEU+OW+PfDw8Mckc/lckzRkUa6rVYrYrHYJqobGbFSOct2RfDS36SytmSEE78/Go028NIFQUAikWgwmuWc/WZN6eT3kzRCTuOhz3QMqVQKsVgMExMTuHr1KpLJJCYnJxsUdJxOZ4Pka6vnmrRehShsH5ai/cfBrhr0APDxj38cgUAABw4cYC5aBx100MFu4cMaRX4U5FE4aTTtw0xDej8gjWrK6xikcDqdOHDgQMN3RNORO1e0DZvNxoY78em9Xi8b5M0Ms7GxsQYKQTabRSAQYB14ohqQU+d0OqHX6zE2NoZcLgeXy4Xl5WXY7XZoNBpEIhHcv38fVqsVlUoFer0exWIRtVoNFouFjXagTpvx+/1sWCUSCej1ehw8eBDd3d3Q6XSwWq2sklMqldDb28vLEvWHaDCCICCdTjN/vbu7G11dXRyZf+aZZ2CxWFAoFPB///d/EAQBS0tLAOoGp8FggEKhYIM6mUwimUw2aNIDwHPPPYeenh4A9W60lDnRarVIJpNQqVQIBoNYWVlBOp1GJpNBV1cXbt26hampqQYqTCAQYD19MtzNZjO0Wi1qtRry+TxEUdxk3NJ1QMXGLpcL8/PzMBgMbMg361Egb0JF10Erupf0+qJrhCB1GKT3Op2vVCrF19zx48c3UWnkn6WqTNLjlP7bTolnamoKkUgEXV1dsFgscLlc6OnpQTqdxv3795lTT8chvSei0Sju3r3bcH+RgyCX3aV7oZmS0EcFOzLov/zlL+Mzn/lMy98PHz6Mixcv4qWXXsKLL76448F10EEHHWwFH7VojFxxRY528/FRdYjaQR59bNWJ0uVybaLc0Hpy54q2SVFxOifECQ+FQkilUk0NM2lWAKgbpbFYrEH2j6KgNOZcLge73c4R/PX1dUSjUVitVoTDYahUKiQSCYyNjcFqtcJisaBcLjNdhvjt1KXz6NGjsFgsyGazXFtBBaBkiJrNZigUCpw/fx7AQ+34WCyGBw8eAKir5kgN8FKpxBx+hUIBlUoFpVKJWq2GbDYLg8GAQqHAhb6kaw/UpR8XFhagVCpRLpcb5vPcuXO8zZWVFTZMT5w40XBcpENPEpoKRd0Mmp+fx+HDhxEIBDA9PY14PI5isYilpSVMTk4ypYgclZGRESwsLDS9DigrQJz84eFhduqkFK1UKgWHw7GJhkPXAUXYadtStLr3pcWhUslUi8WCeDyOrq4u3hY5Q62udwC4ceMG1xPQskRxoe/kUX05BSYajUKv13Oxb39/P5+fe/fuNRjj0u07nU7cunWLHWHgoZNDqji0HN0LH2X6zY4M+uHhYb45WsFoNOKFF17AZz/72R0NrIMOOuhgq/goRGOaKbNIX9hSfBTmY7cRCAR4HuXdPKVopTQkd7JoOTI4KaJOhYlEaWlGpZBGGgFwgSDReeTqR0C9CJSMnlAohFOnTsHpdGJ1dRWiKMLtduP27duw2+3weDzweDxwu93IZrNwuVwol8sIBAJYXV1lI+nIkSNMiXE6nTCbzSiXy0ilUlAqlQ3HGolE4PV6YTQa0dXVxQY8NYuiRkvVapUNerVajaWlJaysrDD9hjrlPv/88xBFEevr63jw4AFLTq6srMBisXA32uXlZSgUCoTDYeRyOQiCgFKpxPO7trYGq9WK1dVV+Hw+Xs9oNLKEptvtRldXF4aHhxGLxVAul7G0tIRCoYBCoYBMJgOXywWv18vzEY/HmW4kbXiUSqUwPDyMeDyOaDQKu93OWQU5stks/H4/F0fLIVW7kV8njyrsltO4rFYrcrkc9Hp9gwFPtCrpZ+DhdUjHTp1xKRoejUaxvLwMAHxupWMlw9pgMMBqtTYo8ZDTYTKZuCCcejLMzMw0OLpmsxlWq5XHSDUtoig2OLS0X9p3Myflw27o7zrlpoMOOuigg91Hu8i6/LcOrWZ7iEajmJ6eZmNoq/Mnjca3Utkgo52WoYZEZrMZZrN5U7d1ijLKmxhJo/ZS2UOn04lAIMCFmwaDAdlsFsFgkIthvV4vR++DwSBmZ2fhcrlgt9vhdrsRiURw4sQJjn7SularFadPn2Z+vdPpxKFDhyAIAkfNKSNA0VqPxwODwYDx8XFYLBZotVoolUqcOHGCDT9SPNHpdMjn86yzr1ar0dXV1UCZIXUdMtRLpRI2NjaQz+ehVCqxvr7OEd9arYbBwUEYjUYYjUao1WosLCzg8uXL0Gq1uHLlCo4fPw69Xg+z2czce5qbeDyOvr4+mEwmFItF5PN5VKtVniNpAWs6nYZKpUIkEmloeJTL5ZBMJvm803kkqotUY54KdokqRKAs0FaVq+SQU2ACgQDTqrxeL8+t0+lkp4EMeOLz0zXodrsBgBV+qKbA6XQil8shEAhwUbV8rKFQCAaDAW+99VbT+8JgMPDcUqaInDIaw8TEBBKJBNbX1wE8zF5R9kJ6r9J1DTR3yj/s0fstGfSvvfYavv71rzMn/rXXXtvy39e//vX39AA66KCDDjoGbCPa6dV30BxEAWhW9NcK8mh8M5DB5HK5OJIrLQBsx5Om8bT7jaQ1qThWGkWORCIcAY1GoxgdHcW9e/ca9MhJSWRtbQ02m4075BIXnLrKErxeL4aHh6FQKBCNRtHd3Y1oNIo7d+4gFAqxjrrf78exY8fgdrtZTWZ8fBwAMDMzA61WyzQftVqNSqUCjUaDtbU1pqw89dRT0Ol06O3thcFgQKVSgSiKyGazUKlUAIBTp07BaDRy1PfgwYMYHh7G+fPnUa1WUa1WeZuiKEKj0bAKkSiKOHHiBMLhMCwWCxvjo6OjvDx12I1Go4jFYhAEgWU3BwYGEA6HubkW3WtWqxXDw8PsFFmtVgiCsOlckjNEDcoI8sLrdqCGUdL7XK6aQ2o2FNUmSDM+4XAYoVAIVquVawjS6TTsdjuAuhNGFChaFwCmp6dhsVganAhyNLPZLCwWC1KpVEOBr1S1yW63IxqNYmRkhDNFw8PDDQWyJAMrzV41u/foXmr3Pmh1P+1EFnSvYUsGfSwWQywW45uPPm/1rwPg5ZdfxsTERMPfm2+++UEPq4MOPhTo8MJbo0O/eTQo8rzdDpjN1D6aLUORQen7kAoApTxpGgsZM9vJFgAPGwyRLvyFCxeY8kPSjFTU26xxkEajYQMuGo1yoSw12CIHIpFINFAfnE4nVCoV0zLkOuqkjkNa9/fu3cP4+DhKpRKee+455sOPjY1hY2MDGxsbePPNN5mzv3//fpTLZabRiKKIQqEAURRx7tw5Pl5yPJxOJxfm9vb2soErpzgJgoBMJoNkMgmr1cpOg5Tz/7GPfQxXrlwBUKeWDA0NQaVSIZ/PM22HuOjhcJh1+8nwTSQSSCQSMBqNzMMnSPXtpZAXXrcDORrS8yntjQCAj4n2TUW40kxAKpVCOp1GMpnE1NQUEokEF/5GIhEkEglYLJaG+Tt9+jTK5XLTxlPUZ4EciUuXLvHvUjpMKBSC0+nk4mPgoXoN0ZYAYGJigqVLafvkzABo6CEANDfqm3231SLaJ6HYVrWVhb785S8DeKiZS5872DouXryI7u7uD3oYHXTQwUcMnexFa5DxSQYo8dy3sl6zSL78O6kcXzQa5Sgj8DBKL4d0LMlkEn/3d3/XchxkGMm18onWkcvleBmXy4XZ2Vk2du12O2ZnZ3kOiPpDBqbT6eRiTZfLhYsXL+Lll18GUKePkOGfSqX4d5vNhldffZXXIYUSirgHAgGYTCasrKzAbrfj+9//PoLBID71qU9hfX0ddrsd//7v/4719XWUy2Vcv34dKpUK9+7dgyiKeO655/DTn/4Uer0eGxsb2LdvH8LhMPL5PCYnJwE8pD9dvHgROp0O58+fx1/91V9hbW0N/f39cLlceOmll7hJVyqVQrlcxuXLl2G1Wrk2wGq18vh+/dd/HVarFTdu3GC6Tz6fx/z8PM8JdZ2VGueRSIQdqps3b7KiC3UfltYnSNGs8LoZWjmgcrqJyWRCIpGATqdDJBLhLsM//elPeRsOhwO3bt1i5aJUKgWz2cx8dnLcqDD83LlzCAaDGB8fx+zsLDfmous6EAiwwpBer2eni5wDkiYlVaZXXnkF0WgUhw8f5muWIvyCIMDlcuErX/kKgIfXfTQaxfXr1+H3+7kbM1B3Ev75n/9507w0c8Cl92g7bCdz90FhSxF60lQlL5Q+b/Wvgw466KCD3cN2Isl7/SX0QUKuMNOs2FQOMgK2AiktgJpOSfnxcs162n67fUtBhhvxikOhEKLRKI4cOQKgzjOW0mUSiQTz+Gl9GgtJLTqdTvh8PqbwECwWCxv9DocD4XAY8XgcIyMjiEQi6Ovrg0ajwcbGBm9zcXER0WgURqMRMzMzmJqags/nw/79+xGNRtHV1YVAIMAOCVE+enp6OBJfqVSgVqshiiKCwSAUCgXW19dhNptx9uxZNsgzmQy6u7sxOzsLn88Hm82Grq4uuFwuaLVa5PN5nDlzBj6fD4IgcGFvrVaDVqvF2toastksZwv+67/+i41zrVaLeDwOg8GAVCrFc0rFrER78nq93OxI6sQ5HA5Uq1U2eClTYzab+ZprxkF/FMgBtdlsDUoxcuP06NGjrCAkvXaJBkTUK1Jk6uvrQ1dXFwRBQDabRSqVgtfrxT/90z8BAK5cudKgqx+LxfhaouOgY0yn0+jv72f7MRgMssKQxWJpyFgQp59UoYrFIpxOJ9uRAwMDcDrrnXUjkQgWFha4LkN6ncspR1LIHW6at0fN+aOUxfYCOkWxHXTQQQdPGPZy2vdJxlYMKbkspRTtXvZy472V4S7dfjv1ombrSyO+kUiEjVeC1OiRFmvSunJeMvHSAbACDBXpSika0WgUq6urcDqdTTPRpLAC1AsXJyYmANTV8Kanp2G326FUKrGwsICJiQn09/dzs6yxsTEIggCtVotIJIKhoSEAdSM1mUxCq9Xi0KFDOHToEIxGIy5duoSf/vSnzHOPRCKoVqtsrF69ehVGo5ENwUqlApvNBo1GA1EUodVqEY1GkUql4PP5uGA4nU7D4/HwHCoUCqakAODOvhR5prmlgmStVrupWFXqQEqLoFud32ZwuVwNdRLNIslOpxNqtZodFHKgDAZDA72Lll1fX4coiiiXy1hZWeEI+bvvvotIJMKdhIF6hJ0yOuTEhEIhaLVapjRZLBaMj48jEokgnU5z0zEqDgeAkydPNow3GAzC4XBgdnaWHVeqSxAEAeFwGCsrK+wQSDMjUnWgdpDKXbaCNKMm/XcvomPQd9BBBx08YdjLUaInCduZR6nBI4/ky1/6hGaGgtTwaYdm0Xv5tuXjp4ivdN9Smo/UQKdx5HI5RCIReDyetsZNMpmEzWbj30lKk7ZDEfwvfvGLzNE+ffo0rFYrPB4PxsbG4Ha7OXIrLXgMh8Po7+9nrr3FYuECWKBueJZKJYTDYe46S5HwfD4Pr9eL3t5eFItFjrA7nU4YjUZEo1HodDocOnQI6XQap06dwvXr1zEwMMDfLy0tQa1WA6hrpBMn3OVyIRQKIZPJsGwo8fir1SpHkKVzKwgCc71pGySjSHrtZFBLC6VpO2T0b0WRRR41bnc9E5XF6XQyXYooSPF4vEHBplKpIJvNYnFxEZVKBR6PB5FIBEqlEtFoFOPj4+jr6wNQb05F147L5cLCwgIWFxdhMBiwsbHBtQN0TLVaDQ6Hg+eGnAmNRsPSlaQW5Pf7EYvFGuRkidqUSqVQrVa5SRsts5VoO2E7Dvx2Ha0PAlvi0P/5n//5Y+2kw7nvoIMOOtg9yI3JvRw12svYzryRodFsne3wa7ea2n/Ub83oQfSdx+PB8PAwG/2kPiNXOCGd8Gg0ylx9acHi5ORkg9Gp0Wh4DPLmV7Ozs4jFYvD7/bh48SKAOr3ipZde4mWJbhKNRrlbq9vtxtTUFP7sz/4Mf/mXf4lwOIzh4WH8/Oc/h8ViQSwWQ1dXF4C6QUfNq5LJJOx2OyqVCoB6YyiHw8HFl7OzsxwFTiQSWF1dhVarhdFohEql4oiux+PBV77yFRiNRmQyGc4kEN88m80il8sxxaRarXJ0Xq/Xb4rcms1mLC0tNThtpVIJq6urvE/p3L3++uuw2+28Phn9tH6764V+I7nGVsuSqkw4HIbf72cD3GKx8DEKgoDLly/zsVPvAI1Gw1Fyi8WCUqkEu92OqakpviYAMK+etPm9Xi9eeeUVjpbHYjG8/PLL+O///m92KD75yU/CbrfjzTffxBe/+EVcvHiR6TWk/FMsFhsoSbFYDBaLBX19fSxlKeXMt5sz+bNSyvlvBakzQs7ZXn3ebilCT1XaO/mbm5t7r4+hgw466OAjiw795v3BTrIij6LgbOd7+W/NlqPv5PKCpD4jBxl60nFKCyrJuJyenm7ITNC2pFKEyWQSDoej4TvgIQ1IGtkHgNu3b8NoNMLv98NgMDBnP5vNIh6Pc2dRh8OBQqHQoBtPkeZoNIrjx49zIa/f78f4+DjGx8dZYnJ2drahsdWVK1fQ39+PUqkEi8UCl8uFQ4cOYWJigrMC0WgU1WoVwWAQ2WwWer2+6fk4e/Ys/58UV6gTrtRQnJ+fh81mg9Fo3HQeqtUqOwvAQ+qIy+VCqVTaUkRYrp4kB503Ui26fft2Q1fWfD6PTCaDbDaLWCwGhUIBpVIJjUYDnU7H29fr9bh+/TpnEQKBANLpNEKhEN5++22EQiFUq1Wmz1SrVbhc9aZRdN5Pnz6NCxcusC4+AGxsbMDlqvdMoOuPePSkcU9ZDrPZDI/Hg9XVVRw+fJgzIQQpfUg+d/Jn5VaenTSfHxoO/be//e0d/33rW996r4+hgw466OBDhb2c1v2oop2h3eolv51I3m6eczIKpSo4rSgc7cZI8okUiZbyvX0+X4MhSVSOWCzGuuxSlEolVndxOp3Q6/WYmJhAJBLB6OgoAODYsWPQ6/XIZrNcmGu32+FwOHD06FEolUrWJKexUDScaCF2ux1+vx+1Wg0ejwexWIwbV+Xzedaxn5+f30SXMZlMcLvdcDqdTDspFovw+XzsqCiVSigUddNpZmaGjy8cDiMWi7GCDEV/qVmTRqPB/Pz8JiNSo9FgaWmJP0v53/Pz86ze0+76kKsctUKhUEAkEoFer0c4HGbjeX19HQaDgSlODocDxWIRuVyOOepEQ9Lr9RAEgTMrmUwG6XQatVqN/9VoNEyvCQQCWFpaYr35wcFBrK2tIZVKsXMG1CP80gwQFeyOjo4iGo3ixo0biMfjLM2q1Wrh8XiQTqdhNBpZGUha6C2vWZCD9iV1qOQOKc3ph4ZDb7FYHuuvgw466KCDrWM7Ufe9HDHqYOvYzUwLRdOlKjjNePtyvj19R0YhFYXSv1JcuXKFDUmp3j7wkIYB1LMFkUgEc3NzDR1Vjx49yutIO5eS8onUebDb7XA6naxFT+O2Wq3IZDLsbIRCITbiyuUyXC4XHjx4ALfbDYPBgPX1dSgUCi7klI6dNOT9fj9mZ2cbutwCD6PgpNcPgOsPIpEIF3/S+MlIDIfD8Hq9SKVSTe0harZFkBqMNpsNmUympbISnROi8LRaLhgMsk47OWPZbJYLYg8cOMCa+uSMKZVKdq6IL09Nt8xmM+x2O0qlEtcXqFQq9PX1QRRFLCwsoFQqQRAETE1NoVKpMEefMie5XA59fX1IJBI4cuQIrl692pAB0uv1sFqtSCaTuHv3Lu7fv487d+4AqBvd+XweAJDJZDA3N8fNuKxWa0Oht3SeyHmgc0ZzTcvTeW4V2d/rgZZOUWwHHXTQwR7Ddoz0vRwx+qhgN4zx3XTMmvGpSYNevpx831LDnIxkebEsNZIiQ5Ki/1IJRQJJdZZKJVY0kUsrNpP3lIL2ferUKY5gk565VPZQEATcuXMHgUAAbrcbQD0z4Pf7MTw8jFOnTkGr1WJsbAxGoxGTk5M89mQyyQZgLBaDz+eDw+GAyWTiTrJAXRWHCmNpbCTN6fF4+I+i3aTTv7y8zAWickrIwMBAs9PISj3yAmhaTx6Bll+HtFw6nWbHiEA0l3g8Dp/Px8ev0WgwNTXFHVvT6TRWV1cxOTmJTCaDeDwOq9WKCxcuoKenB4VCAX6/H5/+9KexurqKZ555BrlcDvPz8+jp6UGlUoHJZEImk0EikQAAPPfcc0yjEkWRnQHqi0DHRQ2/FhcX2cEIhUKIxWJ48OABJicnkcvlUCwW+doiKg9lRqRODjmOUulYoJ6RkOrxb8Xx3YvoGPQddNBBB3sMHSP9g8X7FYnbifb4diA1Aqenp3kf8uNrt+/bt29v+s7lcmFoaKhB+YeKBUlCUb7tU6dOsaEuLSyUF/fS/wOBAPO8nU4nwuEwgsFggzyjKIrcRAuoR2v1ej2mpqbY2VCp6tof8XgcwWAQbrcbfr8fc3NzyGQycDqduHDhAqu5AHXdealefyaT4d8EQYDBYIBCoeAoMin5vPHGG+xMkQNAEe9KpYL5+fkG5ygajWJqaqqtzKLNZmP1GQKtL9dbl0ud0nK1Wo358jSXVPx7584d5tcrlUqOrBMdplaroa+vD/fv34coirhx4wYuX76MbDbbEPH2+/0oFAr47ne/C5VKha6uLqyvr8NkMmF0dBSCIODmzZuw2Ww4d+4cHA4Hent7YbFYcPv2bVQqFS6YljpM5GgoFAqMjo4inU7D4XBAFEWk02no9XpUq1WcOXMGwMNoezgc5mOV8t/JmZTOk9/vZ8eOskFSPCnP4x0b9HTi/uiP/ggvvvgifuu3fqvlXwcddNBBBx3sdey0vftOo+vvdcRPaog006BvBenxSDnUhEgkwpF32k8qlWrpCJGueKuMgHQ9itDGYjFuXuVyuRrGT0a+xWJh7nwgEODmSUajkbnQZFgvLi6y4UndawcGBuByubC2tobjx4/D5ap3Qc3n8zwmQRC4yBUAnnnmGQB1FZZ8Po9kMsna80T7IKMxEolgbW0NQCMNSTovpVJpk8FIY7dardBoNA3a9tL5kzb+ormUbovkQw0GAxKJBNLpNFwuFzs+Pp+Pee61Wg0AcO3aNXR3d/M6CoUCq6urMJlMUCgUqFQqWFtbgyAILBFKEXWaNyouVqlUOHr0KGZmZmAwGHhdyhbMz8/DarVCrVbDbDajVqvxsWUyGZRKJaTTaWi1WhgMBsTjcWi1Wvj9fpw+fRo9PT0YHR3lHgN0vorFItcliKLYwH+Xq1UR/QYAa+hLIf1dqgC1F7Ejg359fR1f+MIX8C//8i9YXFxEtVqFKIro7e0FUJ9AURRx4MABLqrpoIMOOuhgb2Cvc0E/KOzUwN5pBO/9NBAOHTrE/3+UAyI9Hio2lEeI5XJ/VMTodDo3FRbK50f+WcpRDoVCEAQBDoeDCyeBRg39ZDLJGuZkpE1PT0OtVnPh5vT0NCKRCHfNle4nHA7j+PHjGB4eZg30tbU1RCIRXLlyBeVymSO2er2+gSp08OBBGAwGGAwGVmkhSovZbEYgEOD5CQaDrDBks9m45oDOu8vlwqlTpzbNP/H1iXIiCELTbE6r80jLUoHu8PAwlpaWuJ6hWCzi2LFjuHr1KorFIktQKpVKFItFpNNpdHd3QxRF7Nu3D1qtFqOjo+jv7+eC4J6eHrz77rsQRbFhfKFQCGNjY8jlcjh58iQ3FfN4PNi/fz8EQeCeAl1dXUgmk1AoFBgZGeG6h2w2C7Vajfn5eYiiyE5lLpdjp+HcuXPQ6XRIJpMNTak8Hg9sNhvLsVInY6DuKMnvOcr2UKYll8s1PAekRj5RhvYqdmSfAM6OAAAgAElEQVTQ/9u//Rt++ctfwul04rvf/S4+8YlPQBAEfOc738G//uu/4g//8A/R19eHY8eO4dvf/vZuj/mJxMsvv4yJiYmGvzfffPODHlYHHXTwEcRe54J+UHi/pekoqvh+OFhSg3grDkirZllSSH8j2ghpzW8V0mMnugUVXZJEoXxf0kZD9Fmv16NcLsPj8bBRL+Wenzx5kv8viiJHdcPhMA4fPozFxUXev1ar5ayC1+tlI5C2JwgCRFGEQqGA1WplnfwzZ84gFotxZJwKYYPBIDQaDVN4pNKgwWBw05yQ4U+FzcPDww1KLAT5uWmVYXI6nTAYDPB6vQiFQrDZbJifn8eBAwdYtUalUsFkMvE6hUIBvb290Ol0MBqNSCQSGBwcxMc+9jEoFAruJksdZcPhMBe7+v1+5PN5aDQaXL58GU8//TRmZ2eZ1nT9+nWIooiNjQ2m9VDXX9p3f39/g1qSXq+HwWBggzsajXJjL1LHoULXTCYDo9GIVCrVoHoTi8Ua5p7mhuY5mUyiUCiwE0YOADmV0izRXsSODPof//jHMJlM+P3f/31oNJoGHpdGo8EnP/lJvPLKK/jRj36E119/fdcG+yTj4sWLmJycbPh7/vnnP+hhddBBBx9BdJRxmuP9lKaTFoa+Hw7Wdo+pneSftCundPv0vVRGsRnkRrzUkfJ4PMz3JolC6XqBQGATTYeoMkSh8Xg88Pl8DaopxO2PRCIYGRlhQ46M7nK5DKfTCbPZjL6+PqYRuVwu1kSn7YmiyCo4yWQSBoOBjUIyliORCFQqFTweD0fyib7xqPtP2njK6XQiHo83KLE0m89IJLLJ6Jd2pKUo9/LyMjQaDWw2G3w+H86fP4/jx48DAMuHGo1G2Gw2XLt2DUajEUajEclkEvPz8wgGg+jq6oJSqYRSqYTBYMC7776LTCYDtVoNURTxwgsvoFqtsgqR1+vF9PQ0urq6MDs7C5VKhVwuhwcPHiCRSKBcLmNhYQE2m42LWXO5HFN7DAYDLBYLhoeHodfrWZ1HmvEgpaJIJAJRFLlJmJQvL1Vlkl+HdC0QP5/qGxKJBGdo9rpq444M+lQqhSNHjnCxCaVgqGMbAAwODuLEiRPb8tQ76KCDDjp47/GkFHntZew0qt4sivpBOFiPGr80UNdqWbkjQteVvIvso9aTb0PaFEu+HtkUcuUXMuSlcoSzs7Ob9kf668SjNpvNcDqdUKvVAICjR49ieXmZefZSKglt1+v1wul0spIO6eIT552UaUwmE1wuF2vbU2R5q/dfOBzmxmBS2o8coVCIi4SBh9cTqdrQsQSDQTZyM5kMzxvx+2nez549i3feeYcj6j/5yU9YZjIQCHDRqlarRa1WgyiKyOVyOHToEPL5PG7cuAGlUomZmRneNkXzp6amoNPpcP/+fSiVSiSTSfT09GBlZYX59SMjI9zoijI0JGF5/vx5vkZI257GLYoiwuEwRkZG/j979x4WZZn+Afw7MJwGGRRlHBUVQ01FwCUq29StSEEwO6yltrjl2tqB3W01+7G5rVn7S2P10uynpmutbWBmarW4KmNhZailZXFQPGseYVCE4TzH3x9cz9M777wDM8MMMyP357q40pn38LzzMnY/z3s/9wPg5/kfrCOXk5PDO4ssvUt4T2QyGZKSkqBSqfiialqt1i8WlQJcDOiDg4P5Lz/QtkwwANy4ccNqu4iICFRVVXWieYQQQkjX6yjgdXVUne0nrAvflR0sRyf+Cidc2lthU1iCUXjsjohLVgqrvkhtY28/qdx84bHEC18B1mkTbLQeaKsHz3KpW1tbeU486zgIq/2wzkBOTg70er1NClBzczNPcwHaOjgs4GfpOI4QLvTE5ihK3TdWm59di7CGP/sve1LABmLZKDTQFiwHBATwIHbnzp2or69H3759+bFYPLd7926MHj0aRqMRzc3NfBVdi8WCS5cuoaGhATKZDCaTCTqdDlOnTkVeXh7v/LBrMhqNmDp1KhoaGnDt2jWEhYWhurqaP5FQq9VWufPCTl5ubi6vYHPlyhUAbfnxs2bNQmVlJS9nmpWVhby8PF66kpUnZb9z7HoBYPr06YiOjsby5cuhVquh0+kwcOBADBs2jJfT9PWBEJcC+j59+lg9/mGTbcrLy/lrJpMJp06dsrtkMiGEEOKrurICTVcSBuPtkaoTD4CXkgSsA2hhve+OAnupMpXic0u9np6e3mE6j3A0lXVKhKk3bHQdAB/dzcvL44tvlZWVoU+fPkhLS8O4ceN42o24RCS7TlaKEvi5+k5jYyPS09Nt6ulXVlbi6NGj7bZfeGy2f05ODp/gag+rKS/1WbDAdfTo0byuPpsbwIJcg8HAg+2mpiakpKTAaDTyCc633norDAYD5HI5goODYTKZEBYWhqFDh/JjA+ArxQYEBGDgwIG4cOECqqurkZSUhJqaGr4YFatWYzQaERAQgLCwMBiNRpSUlODy5cu4ceMGEhMTkZeXB51OZ9VxYiVYLRYLzp8/D71ezztvzc3NPD5l9y0vL49PXGbpOWq1GiEhIfyenT17FmlpabzzUFdXh4SEBNTV1fFymr5eTMClgD4+Ph4//fQTGhsbAbQtEhAYGIh//vOf2LVrFw4dOoSlS5dCq9Xym0wIIYTcLFx9/G4vUO4qLLjrqENhL+gWpjgA1ovuuDonQJzS0F7bhItZMfbq+UstUCUsWcjyq1mwzvLms7OzeVoHS7sRVgkSHk/4JIOl8vTq1ctmRJflzosnVkrlcwvbyrAJolK/M6x6jXDEWfhZsFQUlv7CVtcVThgNCgqCTqdDv379AIBX6CkqKoJCoUB5eTl69+4Ng8EAvV6PuLg4vlAWAFy8eBGxsbGwWCwIDAyEQqGAwWDA4cOHoVKpeH4/q6QTHByMwsJCBAYG8kpEOp0Ou3btgtlsRkhICC+1GRERgVOnTqGkpAS5ubm8XGZiYiLMZjNOnTqFkJAQLF++HFFRURg2bBiftxAdHY3Lly/DYrGgrKwMZWVlvBPD7hnwc+q4XC5HWloanzdgsVh4WpbUBGZf4lJAP378eAwZMgTHjx8HAPTu3Ru//e1v0djYiPXr1+P111/HoUOH0LNnTzz55JPubC8hhBDiUY5MXHR1hL2j0WlPc0elDnHuuvA1Rz47MVcmIwvTfcSjp+xpATsem+ArftLA3hcG5ampqXw0n03SZSvBshKejFqttiqLKKyhztrEflh7xIOcUulG7NhCLBgXfkbC8qD5+fl2n17MmjWL54LrdDpep591aFilmZqaGj4xFmhLp05NTYXJZEJQUBCUSiWCgoJQXl6OLVu24Pr163yeglar5WlBbCT//PnzMJvNfKR7zJgxiIqKQkpKCgwGA/Ly8tC3b18kJibyBcIiIyNhMpn455iamspX7S0qKuIj8Swoj4yM5NfNJtHW1taiubmZf45msxmJiYmor6+HxWJBXl4eX0CLpe7ExsZazXt47rnnoNfrkZiYyDuG7U1M9gUuj9AvX74ct912G3/toYcewrJly/Dwww9j4sSJmD17NlavXo3evXu7rbGEEEKIpzkzcdHfiEetnSVetZQRruDaFZ+dMN1Hq9VaVXhhqRWM1FMJYSAt7IwInwCw0Xy1Wo3y8nIcOXLEquNQVlZmNcrNsAIh7PMQtqe2tpYH4sLOj7gTJC6vKLVmAQtuZTIZtFqt3cnI6enpMJvNvNpNVlYWioqK+OfBzhUYGIj9+/cDaOssBAcHIykpCSaTCX379oVOp0NzczP0ej1yc3Oh1+tRUFDAy3iWl5cjODgYgwYN4qPoAPDZZ58hMjISdXV1fHJuRkYG6uvr8dxzz6GsrAxZWVno2bOn1boBMpmMX1NOTg5SU1PR2NiIsLAwfr/VajWSkpKgVCr553D58mU0NjaisLAQpaWlMJlMKCsrg1wux6xZs6DT6VBeXs4Xnbp48SL69+8PtVrNOzQlJSU4evQoKisrUVJSgiVLlkh+tr5E7s6D3Xrrrbj11lvddrzm5mbk5+ejuLiYz6CeNm0aJkyY0OG+J0+eRH5+Po4fPw6LxYJhw4YhKysLo0aNcnnbsrIyLFy4UPJ8y5Ytw4gRI1y7UEIIIT7D16tZdIZwhUxXAm9xoCnkyc/NXgoLAB5QCgnbKVVuUBhIC0fyhaPzwmMplUooFAqrDotWq0VdXR0fuWeBfUpKilX6EavQUlhYiKqqKhQVFSEnJwcajQYrV64EAJtrE1+71OfO6rYnJCTY5M8L5ebm8k7G0KFDkZ6eblUBiOWTNzY28kC8qKgI9fX1WLt2LQIDA5GYmIjPPvsMQFsVw4KCAgBAa2srwsPDoVarcenSJcTGxkKlUvFFRS9cuMCr07z22mv89ZycHEyaNAklJSV85HvBggUAgIMHD0Kn00EmkyE7O5uXHM3JyeHntVgsSEtLQ15eHtauXYvnnnsOixYtgtlshsFgQFBQEJYvXw69Xg+TyYRz587x0ffFixcjMDAQdXV1KCwshFKpRHV1Nc6cOYO4uDgUFhbik08+gcVigVarxZEjR9DU1MQnFPsql0bou8qSJUtQVFSEGTNmYPHixRg2bBiWLVuGL7/8st39Tp48ib/85S/Q6/WYN28e5s+fD71ej5dffpmnCbmyLfPb3/4Wy5Yts/oZPHiwuy6bEEKIF90Mo/OeqNLTUTqNMD/d3aQq7bBzZWVl8QovwM+58QwrfShuK8M+K5ZLz8pFCo83btw49O/f3+oYqampqKmpsQrwNRoN1qxZwz+LtLQ0FBcX83KJjY2NVgtHSd0ncUlOqXtVWFjI01QqKyvbffJSVFSEAQMGAPh5pD8nJ4efu7KyEgMHDgQAvrbQsGHDIJPJUFlZCZPJhOLiYjQ2NiI2NhZNTU0wGAwICQlBcHAwMjIyEBQUhKioKF7jPzg4GA888ACys7Mhk8mQnp4OvV6PiIgInoakUqlQVFSEYcOG2VR8ioyMREREBI4cOWL1WYwZMwbNzc1QqVQoKSmBSqXi1RQDAgJgsVggl8thMpmsUm8MBgOys7NRWFjIOzetra1Ys2YNIiMjYbFYUF1djerqauTl5cFoNMJkMkEmk6GpqYkf35cnxnYqoG9paUF5eTm+/vpr7N271+6PK7777jv8+OOPePbZZzF58mQkJibij3/8I8aMGYONGzfyHCspmzZtQnh4OBYvXoy77roLd911F1577TWEhYXhX//6l8vbMv3798eIESOsfljpTkIIIcTbPFGlp6tTkcQL/9gjrF3P/t7RXAVh/r34s2Ijt8LVclm5Q3F6jnD9HdYhyM3Ntdq3vr4epaWlSEtLQ58+fXgaiTBtSOqa2EJa4g4KazcL6O2lQbE2pKam8oBf+Dnl5eXxY2dlZUEulyMjIwMKhQInTpxAcHAwzGYzAgMDodVqYbFYkJiYiKqqKgQFBWHq1Kno0aMHcnJycPr0aZvjs98XNuE0MDDQ6jPPyspCamoqamtreWcoNzcX0dHRUCqVGDduHMLDw/nThMLCQtTV1UGv10OtVqOoqIiv5MpWqpXJZFCr1QgMDERAQABkMhl69OjB02vYdkxNTQ0uXLgAAAgPD0ddXR3Onz/P34+MjOTb6/V6n15l26XnBxaLBZs2bUJBQQFaW1vb3U4mk+G+++5z+hwHDx5EWFiY1QQNALj//vuxfPlynDx5EiNHjpTct6KiAikpKXw5ZgBQKBSIj4/HwYMHUVNTw5c4dmZbQggh3Ys/1J+W4kxZSncd092EHQjxPRAG1sJVatsjvJfCUXg2as3Sdlgd+urqaqtJv+IcfHE5S/YkYOnSpdi5cyfffsCAAXyUWtweNkovfiLAUk2OHj2KpKQkyXSjpUuX2k3HEbZRuL/wqYCwTYWFhbjtttt4Z2P79u18vaGpU6di69atCAkJQXFxMcxmM4YMGYKkpCReNcZoNKKmpgZarRZ5eXlWKTpms5mv4MpG0xMTE3nH65577uGrwRYVFWH+/Pk8Z50F7ixFiS1QxVblraysREhICHQ6Hfr06YPm5mbcuHEDMpkMcrkccrmcl+TMzc1FXV0dgoODYTAYYDab+f2uqqqCQqHg6TchISFobW3F0aNHoVQqUVdXx9N8fJVLI/QffvghPvroIxiNRtx555146KGHMGPGDJufmTNnYsaMGS417KeffkJMTAzv0TGxsbH8fXtY/pQYe03Y+3JmW2bdunV48MEH8dhjj2HRokUO1ZVtampy6Ec4kYQQQoh3eWpEztOP7p0pS+muY3qDI4tzCSvNMMJVVVlAzHLtU1NTkZaWZlPVROqJQUhIiNVofHp6OoKCgniaBtAWvLJgX6pTILXi7pEjR2yuUbwfGzEWV+8RE1bcYX8Xltxkq6aySjo5OTkwm80wmUxQKBRISkqCQqHAmDFjUF9fD7lczqv/JCQkQKPRIDg4GGFhYaiqqoJOp0NpaSnq6+sBtAX0eXl5kMlkqK+vh0wmQ2lpKW8TC9KFNfybmpqg1WoRHR1tlaJkNBoRGBiI06dP89VuMzIyEBERgezsbN45GzhwIAwGA2QyGVpbWyGTyfDJJ59AJpMhKiqKB/MsrUan0+H69etISEhAjx49MGbMGMhkMrS0tABoG6kPCQnxye8A49II/Z49e6BQKLBs2TKed+Vu9fX1krO62UJV7BdFyqBBg3DixAmYzWb+qMdkMuHkyZM2+zqzrUKhwNSpUzF69GgolUpcvXoVH3/8MRYuXIhXXnkFycnJdts0e/Zsh6575syZePzxxx3alhBCiGe5e0SOjcb6WyUdbzypaO+zZ5+fI/dHajEtloIiDKjZ+2xEW7hCqLjjwP47cOBAm3sZEBDA4wmgLQ0lKSkJAKyCfxbjSJVDTE5O5iUl2b4MayfbRqqTINyOTR4VTw5m58/Pz0dVVRV69uzJrzcwMBCBgYHIzMyERqPBwoULodFobOrxs1SkQ4cOAWhLV+rbty/q6+t5KrJCoYBOp0NYWBiam5uh0+mgVCr5UxBWEpNNWC0sLERAQABSU1Nx4cIFfv0lJSW4cOECgoOD+THUajVycnL42gElJSU8nefll1+GxWLhaUNGoxFKpRI1NTUAgLi4OJw5cwbBwcFobW2FXq9HZWUlmpqacOLECURGRqK2thb19fVISUnhqTm+yqWAXqfT4Re/+IXHgvnOmjJlCt566y2sW7cO06dPh9lsxubNm/mXRvhFc2bbuLg4q5JK8fHxGDt2LP74xz9i48aN7Qb0GzduhEKh6LDtUk8LCCGEeIe7g1h/C+QZb7Sb5ZFLndeRRajE2zJSKS7CYwlTVdifq6urJSfXJiQk8IAzNzcXOTk5UKlUfCEoRjwaL8z7l1qFli1iZK9EqHAbe9cq7HywMo9Sk221Wi0MBgOOHj3KK8rIZDKMGTMGxcXFyM7ORklJCdRqNe9giJ8MBAUFoba2lv+9paUFkydPBtA2uq3T6ZCRkYGCggJcv34dcXFxvKNhMBh4ZyI6OhoajQZKpZJXwmFt37VrF4KCgtDc3Mw7I/v370dubi5OnTrF04+EA7EsLbxHjx5oaGiATqfj8d2WLVswduxYREVF4erVq3zxKb1eD71ej/79+6O2tpYvXqVSqXw6Bc+llJv+/fvzmcOeEhERITkKz15jI/VSJk6ciCeeeAJffvklnnzySfzud7/DxYsX8fDDDwOAVU68M9tK6dGjB26//XacP3++3fkECoXCoR8K6Akh5OZlr+44kdbepFFHsVQYe4s4tXduFjiyVWCFWADJOh5FRUUoLCxEVlYW1qxZw0fj2THEVYLYn4ULW3UWa4u4nVlZWUhLS0NJSQn/PFh9/ujoaAwcOJDHVWwF19raWr7iakFBASorK1FcXIySkhKbjkF8fDwAoF+/fqiqqkJoaCivpCOTyaBUKpGUlITY2Fi+Gmt6ejpmzZqFmJgYlJeXIz8/H4MGDYJarUbfvn1RWFiIXr16wWKxQKPR8NSZsLAwPgG2uroaBQUFvFKOVquFTCaDRqNBSEgIT9vW6/UYOnQoz+GXyWS81n52djafRMuuFwCuX7/O05D0ej2ysrKs1jvwNS4F9BkZGThx4gQuXrzo7vZwsbGxuHTpkk01G5Y731GZyGnTpmHTpk1YvXo13n33XSxbtgwNDQ0IDQ3F0KFDXd5WCsvFk+ple5Mvl1cihJDuyJVVUX3BzdABEXamhP9/FAf44hr0hYWFaGxstDmecD9hZ0E40s+OkZaWZjdNqKPP1tn/l7PzCnPmWZvYYlTAz7HLrFmzkJCQwHPQNRoNYmNjUV1djZiYGGg0Guj1er7S7K5du6wWEktLS+OpMOPGjYPBYOBzCNhou1Kp5JNlR48ezSvXsKAeaHtSwBZzkslkyMvL4yU5q6urERgYiIEDB2LQoEGIiIhAZGQkz4xggbdOp4NcLodarUbv3r1hMplgsVjQ2tqKrKwsq5iyoKCA/z0lJQW33347z60PCAiA0WiE2WxGcHAwIiIikJ6e7paVlj3FpYB+8uTJmDRpEhYtWoS9e/fi+vXr7m4Xxo4di+bmZhw4cMDq9aKiIkRFRWH48OEdHiMoKAiDBw+GSqWCVqtFcXExJk2axBdjcHVboYaGBhw+fBi33HIL/4XyFb5cXokQQoj/8FYHRGounauEnSnh/x/FAbUwB50F4mxBJCFhOUm1Wo3U1FSrfHhhx0EYyIsDfqmRf+Gf2aRWMbbirHhfdh5xSk5eXp7V8WfNmsVTSNiThrKyMqSlpWHWrFm83GVaWhrCwsJQUlKCmJgYyGQyFBYW8vKR6enpqKmpwaJFi3hNe4PBgNzcXJ6qxEbUKysrUVtbyxeIYufPyMjAsGHDeGGQuro6VFdXw2g08kA6NjYWCQkJiI6Ohkqlwo8//og1a9ZgyJAh/B4A4OcB2gJ1mUyGkJAQvPXWWwDagn+LxQKj0QiLxcJH3a9du8Y/K7VazYP9mJgYZGdnIzc3t9MrLXuSy8tesckHq1at6nDb//znP04fPyUlBWPGjMHatWvR1NSEfv36Yd++fThy5AheeOEF/hilrKwML7/8Mq+qA7SN4h84cABDhw5FUFAQzp07h23btqFfv342OXDObLts2TJER0dj2LBhUCqVuHLlCj755BPU1tbiz3/+s9PXSAghhPgiX8kVbm9l2s6QyjUXE5a4ZIsS2atvX1lZiZUrV1rFDenp6Zg3b57dfH97I/PiUX5WzUa8PyvnKJSXl4dNmzYBAE8fYeeprq5GamoqPxZrn7CzodVqJZ8i5efnY9euXXjppZdQUlKCNWvWoLW1FbW1tSgsLIRcLucdpYSEBN6+6Ohom3avWLHC6lqBtso6999/P6KioqDX69Ha2gqVSsUr2fTs2RMPPPAAXxUWAL7++mvk5uYiKysLO3bsQHFxMWpqahAWFsbr5l+7dg233347vv/+e97Z6t27NyorKxEREYG6ujqcO3eOrzAbEBAAs9mMgQMH8t89lhmyfft2m8/bl7gU0B8/fhyLFi1CS0sLZDIZIiIiOhzJdsXChQv5L2d9fT1iYmLw4osvYsKECVbbmc1mq8cgcrkcJSUl2LFjB5qbmxEdHY3Jkydj2rRpVvXmnd02NjYWxcXFKCwsRHNzMyIiIjBq1CjMnz/foScGXe1meERKCCGk6/nr5F1HCeuvi2u8iyfjskWJWPArhY0OiwcChVVo2KRZcRvE9Hq91d/Ly8uRkZHh0HVdunSJ/5ntw86TmppqtUKssN2MeDIvk5WVhaVLlwJoC74LCgoQGxvLU2MyMjL40wFWZWbFihWSE0l37NhhdWyNRoOSkhLU1dVh4sSJKCoqQmpqqlVloFOnTgEAqqqqkJ6ejtzcXMjlct6pWbFiBQ/+FQoFz5W/evUqkpOTeRWegIAA1NTUIDAwEGFhYWhoaIBer8ctt9yCM2fOIDQ0FE1NTTh16hQsFgsva5mfn8/TcXyVSwH9xo0b0dLSgpkzZ+LBBx90qHqLK8LCwjB37lzMnTvX7jYJCQk2vxwDBgzAG2+84dA5nNn20UcfxaOPPurQtr7gZv7HmBBCyM3P0wNT4o6LsBoNe52Ve2yvLWw0V/z/XeHfd+/eLTnCKw54WfDKznnkyBHJJxVSwbdSqeR/Fp9LuEItOy87LrteYaUacedmzZo1Vp/LrFmzkJeXh/r6el75ZuXKlcjLy+NZHElJSTzVh+1XW1vLP1O1Wo3KykoUFRUhLCyMt0fY9nnz5vFJr0xRURHi4uKg0+l4dZzGxkaMGTMGtbW1uH79Ok+ZKSgogMVi4SvfAm33lE0Crq6u5oVeAgICoFQqkZqaip07d0Kv1yM4ONijc0bdxaUc+nPnzuHWW2/FzJkzPRbME0IIIcQ7fOUJr6cHphy5TmdKZEphI+L2JlSK57uxUW1m9OjRkvtJzdtrr5CHcHEpdl7xBGFW+UbYLqn5BizFRlhTnr3HCoTk5OQgPT0dly5dsqoOw95nHQq1Ws0r7aSlpfGFpITtCg4ORlpaGl9ctFevXjyffc2aNZg1axbGjBmDNWvWIDExkefHs8mtQFuqDQvo4+LiMGvWLL5g1PXr1xEQEICIiAiEh4fjwoULiIyMRI8ePSCTyRAUFORz8yTFXAroQ0ND0atXL3e3hRBCCCE+oLs84bWX1+5Ijr3UflJYQCxelAmwLWUJgK++yibEsmDWEVLbiVeIFWJPI9h+LJgWHosF+ZGRkfyzYNeiVCp5SUz2nnAF2sLCQiiVSqvJwtHR0Tw1h63Um5iYCJVKhfT0dD46r9FokJubC7VazdOQgoKCrMqFtra2or6+Hunp6TzlprKyEiEhIVCpVAgKCkJgYCDi4uJ4aXGj0chTjSwWCyIjIxEWFgalUons7GxotVp89913ANoyRSwWC/R6PRYtWuTT1QNdCuhTUlJw6tQpPhuZEEIIIcSfSeXPs9c7IlX/nWGBsVSFFKm5CsI0GPHTAS84uCUAACAASURBVOE5pIJ3qXazzoFWq7XaR5g/z/YT5/gXFhbyJwvC+QHsWmbNmsUn2IrblZ+fD41Gg+zsbD4nUdyBYTXtWWlPIbVajaKiIpSWlqK8vBwajQYXL16ERqPho/yhoaGYPHkycnNzrdKSQkNDkZ2djdjYWBiNRsyePRu9evVCWFgYTCYTiouL+Qq57PrY58HmhNbX10On06G5uRmtra021ZF8jUsB/RNPPIGgoCCsWrWK1xolhBBCCPFX9haecmYhKjFh56C9FW+F1Gq1VSAvtbqr1PHEHQq2LRsNl8lkVh2PsrIyu20QHoMF78J9hdfEXmMj8sLJxGzknuWrC+co6PV6FBUVWV0jO1Zubi7Kysr4YlJGoxFpaWl88U2lUonCwkJEREQgJycHRUVFPLWGlRBlNe7lcjny8vJw48YNZGRkQC6X49q1a7BYLKirq4NSqeTrDGg0GgwaNAi9e/dGREQEjEYjL3sp9TTFl7gU0L/33nsYPHgwvv76a8yZMwd/+9vf8Oabb2LVqlU2P6zuJyGEEEKIr2ovXcVVHa0sKg6IAaC4uFiybn17WHqOEEuVEafCsO1YGkxHxxeXrxQTdoTY0wBWs104gVZIq9Xi1KlTfDRcuFAV0Dbpta6uDkFBQYiOjuY5+2FhYUhLS0NERATvbBQWFiI1NZWP1JeWllpNALZYLDwoz8nJgUqlQnh4OIC2FB6j0Yg+ffrwlJ3o6Gg0NTUhOzsbcrmcL0yVn5/v06loLgX0RUVF+Pbbb2GxWNDY2IiSkhLs3bsXRUVFkj+EEEIIIb5KOLIsHhHvTP66MHfcHvGTgZqaGgDS6TPt1a4Xv8dSSdjIsnilXGG+vD32jim1DUtZ0Wg0fORdPKLPtqmvr4dKpYJSqeQLZInPFRkZyZ9WsOo9ra2tKCkpgUql4otaaTQa5OTkICkpCUVFRTwdhx03PDwcCQkJiIyM5NegVqv5Yldnz57FuHHj0NrairS0NKjVap5vHxMTw8tXOnIvvcmlspWvv/66u9tx05s/fz4CAqz7T5mZmcjMzPRSiwghhBACWOeyi/PB2xuV7SilpqOgWSqNIyoqym77pGrm22tnYmIi33flypVW+8ybN4+/1h7xnAJWblK8DQCeB19SUoKjR48CAB/VZoE9y3Nnk2mBtoWm2Ii6eHLuhQsXAIAH46mpqXyBK/Y0QK1W8ycU0dHR/Li7du1CUlIS1Go1SktL+fXX19dj3LhxAIAzZ87AYrGguLgYqampKCkpQWlpKZKTk6HRaJCYmIiqqirU1tb6fDEYlwJ6tgoYcdyKFSuoxCchhBDiRzoK5jtagKujlUWFwTYLZocOHerQSr32OiEMC56Fk1/ZPsKcdWfOI16ISoh1KjQaDQ/I2Yi+OB0oKyuLH5OtHCv8LHJycjBv3jycOnUKeXl5vHOSk5ODXbt2WaXoVFdXW02qZcdl5TSjo6Nx5swZ/veYmBgUFxcDAJKTk3HixAnU19cDaKtZP2TIEKxZswaFhYXIz8/HggULsHz5cty4caPdz8nbXEq5ef755x1ejIkQQgghxJe5MtlRqo57R6S2FaelsEmsHbVP+JrUcVmKSGVlJX9fnDfvyIRfYRAvtcAVI+wYsI6McFEuYdqPcFsW/Is7C2lpaYiOjoZMJkNpaSm/BuGqtABQV1cnedzs7GyeQsOeCKjVamRlZeHatWu4du0a1qxZg4kTJ0Iul2PXrl0wmUx80Do9PR1arRbp6elYsGABzGbzzVe28vLlywgMDHR3WwghhBBCulxHo9RSgZxwRNpR4kmlUsG7uLKNvfaJV7hlOeOsrSyXnL0vfs1RwiDemYW4hEF3e08SWPDPOh7CDk5iYiIP6tk15OTkWD1pYPnuUp8jOy57IsDq10dHR/OJsZWVlTAYDFAqlVCpVPx6hfMM0tPTYTAYbr6ylf379+ePJwghhBBCbmZSgZzUJNqOCCeVsnQXd5VCZEVIWFtZLrlwZJyNPrPA2dlzO1OfX5yO5EgwrNFokJeXx//OUmksFovVpFRhR0GlUtmtJsSeoog7EnfffTfPvVer1cjIyMDQoUNx991382NrNBokJSXxfZRK5c1XtnLixIkoLy/HxYsX3d0eQgghhBCf0l4g50yQK5xU2l6A6+xIcFpamlV6i7Bdwsm0wkWrOsr/Fx7b0TYWFhZaBeTOYB0P8VOE9PR0XpFG+Bo7X1ZWltWiWexJhdS2LK1n//79fEXeyspK5OTk8MmzbBKvvacnvsqlgP6BBx5AamoqFi5ciE8//RRXrlyhVWMJIYQQclNyNJCzF+QyUpNKpfZxZCRYeNz09HQ+Iu9IW50pwWjveFJtFK7iKs7x7+iaWMcjISHB5glCVlYWr6MvPl96ejqGDRvGXxOWSxem/6xZs4Z3aIQTadk8iMrKSt52dlzh58RSe3yVS1VuHnzwQQBtj442btyIjRs3trv9f/7zH1dOQwghhBDiN+wFueIRcnvbMvbKU9o7rngfe1iHQiaT8ZQTV0edpfbTarU2K8uyeQZSZTKlzl9ZWck/J7aPvTayxbOCg4N5x0hYKlQ4+be+vp5/5n369OF17AFg3rx5UKvV/PNhxxU+FXCkbr83uRTQ9+nTx93tIIQQQgjxa1KBp73A3ZFSkO2VxnQln5sFyjqdDqWlpSgrK3NrGolMJrPJm7d3fOHqtuLa/1LExyksLLSak8BSZFauXGnTUUhLS4Ner+evZWdnWz0ZET+xsFgsPJ2H6agEqbe5FNC/++677m4HIYQQQshNp6Ng1V4pSGHA29FxOyJeabaurg4tLS0O7+8oYQAsJHXd+fn5yMrKsgrqxSU8GamRfI1Gw58GiCe+Sj29YOdhxyopKeF/lslkVm1UqVSSC3L5Mpdy6AkhhBBCiOPsBYX2RuhZhZaORuJZENzehFzxJNiMjAykpqZK5qV3pL3ziK9Pqj48Owar8c7aJ2ynVPuF52X59eJymMIJrfaw41dWVvI/R0dHW00eFn/uvlyuknFbQN/U1ITm5mZ3HY4QQgghxK90FFRL6WixJkdWcs3NzbUagRYTB6g5OTnIycnhI9zOcCa4tdd2toKruG1sISgxccUZ1jmR6sy4kqLUUd1/4eRaX+VSyg3z/fffY8eOHaioqOCPbkJCQhAfH48pU6bgtttuc0sjCSGEEEK8yZG0i/Zyxu0FlB293tF509LSsGLFCsyfP1+yDfb292YaifCa7aXGCNkLsNm2eXl5HV6jeN2A9j5f4dwF4fuOlvr0BpdH6N955x289tprOHLkCJqbmxEWFoawsDC0tLTg+++/x2uvvYZ33nnHnW31a/Pnz8dzzz1n9bNz505vN4sQQggh7WCjso6MTLc3kutsUM2CyY7Om56eblWBRdxBEKerCF93hTsWV3LkyYM4xUb4X2FqTX5+Pq9KI25fe50D1gZ7KT7iToP42L7GpYD+66+/RkFBAZRKJebOnYvNmzfjww8/5D9PP/00IiMjsWPHDnz99dfubrNfWrFiBdauXWv1k5mZ6e1mEUIIIaQdLKBzJJgT54Q7spqqFHEnQnwccbCbk5MjWTGGtbuj8zjDlcm4zhAH0qxTI8yvF46gWywWvqgW6yB1NjVGanVZ4CZcWGrnzp0ICgrCG2+8gSlTpiA8PJy/p1AokJmZiaVLl0Iul2PXrl1uaywhhBBCiDfYG2GXIjW66wxhJyItLc1m9VVxPrnwnPZITSr19GTP9o5v77MTp8bk5+dLTlJlf581axavriNMwREeoz1S24grE/ly7jzjUkB//vx5JCYmYsCAAXa3GTBgABITE3Hu3DmXG0cIIYQQ4k2OVEwREwelHQX+9l5naSGXL1/ucL/2JqDam1TqzIqxrhCvFituV3vY9eh0Osn8d3HqjBBLwXFkRL2jbeyl5fgalwJ6g8GA0NDQDrcLDQ2FwWBw5RSEEEIIIV7X0YRUR/btKPDv6PWIiAi77zuTCsSwQF64EqoniGvDCzmaj86uXTghVTzpV1xnn6XgOKu91CZf51JA369fP5SXl7e7KEFLSwvKy8vRr18/lxtHCCGEEOKrHM2pTktLQ25ursvnGTp0qMttYGUghQE0C+TtLQTlCR2VhgSkA2hxcC410i+eP+DqdYk7HWxCsS9PhmVcCujHjRuHuro6LF26VLJ+6tWrV7F06VLodDqMHz++040khBBCCPElUlVY7ElPT0dRUZHL57K3+JQjWJwmDKBZwNuVkzwdOZfUkwxxmUl7I/3CkXpXr0sqcPflUpVCLtWhf/jhh/Htt9/ihx9+wDPPPIPhw4dDpVJBJpOhqqoKJ0+ehNlsxtChQ/HQQw+5u82EEEIIIV4lDPQcCfqEpSWdJTV4aq/kZW5uLpKSkiRrq0ulrPiS9uYGdJSeZK/KjzPs1bv3By6N0IeEhGDJkiXIzMyEXC7H8ePHsW/fPnz11Vc4fvw45HI5MjMz8frrryMkJMTdbSaEEEII8SrhyLAjgV9OTo5bz28vL7+oqEiydrrwNV/NDXckGLcX9KvVarcH4I7Uy/cVLq8UGxYWhqeffhpPPPEEzpw5g5qaGgBAVFQU4uLiHJo0SwghhBDij4QjwytXrvTouaQCVVZOURxwpqamIikpyaad4rKP/hKoitlbBbeystLtnSZ/4vJKsUxoaCji4+Mxfvx4jB8/HvHx8RTME0IIIYS4ib1FjqRG6XNycvxmUaTOPinwl1Vcu0KnA3pCCCGEkO7K0UBSOGnT0e0dObezQbEvVW3pbH134XWIR+67G4dSbrZv396pk/z617/u1P6EEEIIIb7I0ZFvRydtsjQSR9Ji0tPTna5Y0xUpQmL2JvB2tmPR3mJavvhEwpMcCuj//e9/O7z4gMViAWC9WAEF9MD8+fMREGD9QCQzMxOZmZleahEhhBBCupIjASwLRh0NdrVarU0Aay+ABn5eRbUr2QuwOxN0t3eNvvIEois5FNDPmDHDqdXEbty4gb1790Kv13t8FTJ/sWLFCigUCm83gxBCCCFekJaW5lQA6+i20dHRNgFseyPUdXV1/M/tBcXu5IkAOz8/n7ddfB3dbXQecDCgf/zxxx06mE6nw/bt2/Hll19Cr9cjNDQUGRkZnWogIYQQQoi/c2ZVWWckJiY6VT89MjKS/7mrUlM8cQ6WEQJ0zxQbMZfLVgrV19fj448/xs6dO9Ha2org4GA8/PDDeOSRR6x+cQghhBBCiH3OBqZSi061t6hUdHQ0f82fqVQq/ufumGIj1qkqNw0NDXj//ffx1FNPYfv27TCbzZg6dSreeecdzJ49m4J5QgghhBAPEwbnUoG6vYWmXKmS4yuEbRem3nRXLgX0DQ0NyM/P54G80WjE1KlTsWHDBsyZM4cCeUIIIYQQD2LBa1pamlXAzv4sDG7tlXe0V8veH0i13V+vxR2cCugbGxuxadMmPPXUU9i6dSsMBgOmTJmCd955B0899RR69erlqXYSQgghhPgdV0eNO9rPXhlM4Qg844mSkb7gZrgGd3EooG9qasLmzZsxZ84cbNmyBQaDARkZGdiwYQN+//vfUyBPCCGEkJtWZ1I52hs1bu+4zow2S43Aa7Xadvdh2/lzUOzMZOCbnUMB/Zw5c/Dhhx/CYDAgMzMTGzZswNNPP42oqChPt48QQgghxKvclcohDuA7c1x7aTSMI2XDu6psZVe5ma7FWQ5VuWlsbIRMJoPJZMKePXuwZ88eh08gk8mwbds2lxtICCGEEOKvhIG3uLxieyPKHY02t1fJBgBfQbY9N0u5x5utY+IKh3PoLRYLzGYzDAaDUz96vd6T7SeEEEII8ajOpHK0F8C3F4Q6G6CKR/u7U4DbnSfDMg6N0BcUFHi6HYQQQgghPsldwbGrx2lvBJq950qnozvnnN9sOlWHnhBCCCGEeFZ7I9D2qt04wh9G8R2ZkEwdEwroCSGEEEI8rjOVcrpzwOpIOg0tLOVgyg3pvPnz5yMgwLr/lJmZiczMTC+1iBBCCCFdpTMTUNvbrzsH+2I3yyRfV1BA30VWrFgBhULh7WYQQgghhPgNZzos3blzQyk3hBBCCCEeplarPXLcjlJS/D0NxZl0mu46Og9QQE8IIYQQ4nGVlZUeOW5Ho9LigN9fA3wqTdk+CugJIYQQQjzMU+kgHY1Ki8/rrwF+d06ncQQF9IQQQgghHuatdBDxeTsK8H2JsLPRndNpHEEBPSGEEEKIG/jDaHdHAb4v8eXOhq+hgJ4QQgghxA38MQD15ZFvX+5s+BqfLlvZ3NyM/Px8FBcXo76+HjExMZg2bRomTJjQ4b4nT55Efn4+jh8/DovFgmHDhiErKwujRo3q1LadaRMhhBBCbl4UgLqXL3c2fI1Pj9AvWbIERUVFmDFjBhYvXoxhw4Zh2bJl+PLLL9vd7+TJk/jLX/4CvV6PefPmYf78+dDr9Xj55Zdx/Phxl7ftTJsIIYQQcnOjAJR4i8+O0H/33Xf48ccfsWDBAvzqV78CACQmJkKr1WLjxo0YP348AgMDJffdtGkTwsPDsXjxYoSGhgIAkpKS8Pvf/x7/+te/8I9//MOlbTvTJkIIIYSQrlJYWEgdjG7EZ0foDx48iLCwMIwbN87q9fvvvx81NTU4efKk3X0rKiqQkJDAA3QAUCgUiI+PR0VFBWpqalzatjNtIoQQQgjpKv6Yz09c57MB/U8//YSYmBibEe/Y2Fj+vj0GgwFBQUE2r7PXzp8/79K2nWlTU1OTQz8Gg8HuMQghhBBCHEH5/N2Lz6bc1NfXSy6THBERwd+3Z9CgQThx4gTMZjMCAtr6LCaTiY+gC/d1ZtvOtGn27Nl23xOaOXMmHn/8cYe2JYQQQgiRQuk23YvPBvSdMWXKFLz11ltYt24dpk+fDrPZjM2bN0Or1QIAD9yd3bYzNm7cCIVC0eF2Uk8LCCGEEHLzoTx34i4+G9BHRERIjniz19iouJSJEyeirq4OH330EXbv3g0AGDFiBB5++GFs374dUVFRLm3bmTYpFAqHAnpCCCGEdA8ajYYCeuIWPhvQx8bGYt++fTCZTFY56yxPffDgwe3uP23aNDz44IO4cuUKwsLCoFKpsHr1aoSGhmLo0KEubdvZNhFCCCGEMJTnTtzFZyfFjh07Fs3NzThw4IDV60VFRYiKisLw4cM7PEZQUBAGDx4MlUoFrVaL4uJiTJo0CSEhIS5t6442EUIIIb6usLDQ203oFjwxOk/3rnvy2RH6lJQUjBkzBmvXrkVTUxP69euHffv24ciRI3jhhRf4CHlZWRlefvllzJgxAzNnzgTQNmJ+4MABDB06FEFBQTh37hy2bduGfv36ISsry+o8zmzraJsIIYQQf0apIP5LfO8oT7978NmAHgAWLlyIvLw8bNq0CfX19YiJicGLL76ICRMmWG1nNpthsVj43+VyOUpKSrBjxw40NzcjOjoakydPxrRp06zqzTu7rTNtIoQQQgjpauI0HuqcdQ8yizASJm7X1NSE6dOnY8uWLTQplhBCiF+gUd2bB91L/+ZoHOmzOfSEEEII8Q4KAH1HZ3Pi6V52DxTQE0IIIYT4KI1G4+0mED9AAT0hhBBCiI+i0pbEERTQE0IIIYT4KEqZIY6ggJ4QQgghhBA/5tNlK28m8+fPR0CAdf8pMzMTmZmZXmoRIYQQQrytM1VoqIINYSig7yIrVqygspWEEEIIsdKZOvFUY54wlHJDCCGEEEKIH6OAnhBCCCHESzpTxYYq4BCGAnpCCCGEECd1dsEnpjMpM5RuQxgK6AkhhBBCnOSLCz65q5NB/A8F9IQQQgghNwFf7GSQrkEBPSGEEEKIk3wxf90X20S6BgX0hBBCCCFO8sX8dV9sE+kaFNATQgghhBDixyigJ4QQQgghxI9RQE8IIYQQQogfo4CeEEIIIYQQP0YBPSGEEEIIIX5M7u0GdBfz589HQIB1/ykzMxOZmZleahEhhBBCCLkZUEDfRVasWAGFQuHtZhBCCCGEkJsMpdwQQgghhBDixyigJ4QQQgjxUYWFhd5uAvEDFNATQgghhPigwsJCaDQabzeD+AEK6AkhhBBCfJBGo0FaWpq3m0H8AAX0hBBCCCE+KC0tDenp6d5uBvEDFNATQgghhPggCuaJoyigJ4QQQgjpJG9NXqVJswSggJ4QQgghpNO8NXmVJs0SgAJ6QgghhJBOo8mrxJsooCeEEEII6SRv5btTR4IAFNATQgghhPgtmjhLAEDu7QZ0F/Pnz0dAgHX/KTMzE5mZmV5qESGEEEIIuRlQQN9FVqxYAYVC4fbjGgwGbN26FY8++iiCgoLcfnziPnSv/AfdK/9B98p/0L3yL3S//Aul3Pg5g8GAzZs3w2AweLsppAN0r/wH3Sv/QffKf9C98i90v/wLBfSEEEIIIYT4MQroCSGEEEII8WMU0BNCCCGEEOLHKKDvQjt37vR2ExzmibZ66vr9qa2eQJ+r/9wvf7p+f2qrp3T3z5XuFd0rT+jun6unrp8C+i7U3b9w3f1L7Cn0ufrP/fKn6/entnpKd/9c6V7RvfKE7v65UkBPCCGEEEIIsUEBPSGEEEIIIX6MAnpCCCGEEEL8GK0U62EWiwUA0NTUBLPZjKamJrcenx3P3cf1RFs9cUxPHbe73ytPHddf2kr3yn/a6ql7BXTvz9UTx6R75bnj0v+z/OdzdfaYbFsWT9ojs3S0BemUa9euYfbs2d5uBiGEEEII8VMbN25Enz597L5PAb2Hmc1m1NTUICwsDDKZzNvNIYQQQgghfsJisaC5uRlRUVEICLCfKU8BPSGEEEIIIX6MJsUSQgghhBDixyigJ4QQQgghxI9RQE8IIYQQQogfo7KVXtDU1IQtW7bg7NmzOHv2LHQ6HWbOnInHH3/caruzZ88iLy8P58+fh06nQ3BwMAYMGIDMzEzce++9VtuWlJTgyy+/REVFBa5du4bw8HAMGzYMM2bMwNChQ/l2ZWVlWLhwoWS7li1bhhEjRrj/gv2YJ+6VM9s2NzcjPz8fxcXFqK+vR0xMDKZNm4YJEyZ4/Nr9kTfvF323nOOJeyWm0WiwevVqhIaGYuvWrVbv0XfLcd68V/S9co4n7pUz94C+V95DAb0X1NfXQ6PRIDY2FmPHjsWePXskt2tsbESfPn0wYcIE9O7dGy0tLfjqq6+wYsUKaLVaTJ8+nW+7e/du1NfXY+rUqRg4cCB0Oh0++eQTLFiwAK+++iqSkpKsjv3b3/4WCQkJVq8NHjzY/Rfr5zxxr5zZdsmSJTh16hSeeOIJDBgwAF999RWWLVsGs9mMe+65x9OX73e8fb8A+m45yhP3Suj69evYuHEjoqKiJGs+03fLcd6+VwB9rxzlyXvlyD2g75X3UEDvBSqVCps3b4ZMJkNdXZ3dL1xCQoLNl+eOO+5AVVUVCgsLrb5wzzzzDHr27Gm1bXJyMubOnYutW7faBPT9+/enkQ0HeOJeObrtd999hx9//BELFizAr371KwBAYmIitFotNm7ciPHjxyMwMNCdl+v3vHm/GPpuOcYT90pozZo1iI+PR48ePXDgwAGr9+i75Rxv3iuGvleO8eS96uge0PfKuyiH3gtkMlmnatJHRETYfCnEwTwAhIWFYdCgQbh27ZrL5+ruPHGvHN324MGDCAsLw7hx46y2u//++1FTU4OTJ0+63K6blTfvF3GOJ+/VF198gfLycjz77LOS79N3yznevFfEOV35b6AYfa+8i0bo/YDZbIbFYkFDQwOKi4vxww8/4Omnn+5wv8bGRpw5cwaJiYk2761btw7/+Mc/EBISghEjRmD69OmIj4/3RPO7FWfuVUfb/vTTT4iJibH5xzU2Npa/P3LkSI9dS3fgzvvF0HfLMxz9/Gtra7FhwwY88cQTdldVpO+WZ7nzXjH0vfIMZ/4N7Oge0PfKuyig9wNvv/02CgsLAQByuRxz587F5MmTO9xv3bp1aGlpwWOPPcZfUygUmDp1KkaPHg2lUomrV6/i448/xsKFC/HKK68gOTnZY9fRHThzrzratr6+Hmq12ma/iIgI/j7pHHfeL/pueZaj9+rtt99GTEwMMjIy7B6Lvlue5c57Rd8rz3LkXjl6D+h75V0U0PuBRx99FJMmTUJdXR0OHTqE9evXo6WlBY888ojdffLz8/Hll1/i6aeftqpyExcXh7i4OP73+Ph4jB07Fn/84x+xceNG+sexk5y5V67cV+Je7rxf9N3yLEfu1f79+3Ho0CGsWrWqU2kHpHPcea/oe+VZjtwrugf+gQJ6P6BSqaBSqQAAKSkpAID3338fqampiIyMtNl+8+bN2LJlC2bNmoUpU6Z0ePwePXrg9ttvx+7du9Ha2oqQkBD3XkA34sy96mjbiIgIyREN9hob9SCuc+f9kkLfLffp6PNvbm7GunXrMGXKFERFRaGhoQEAYDQaAQANDQ2Qy+UIDQ2l75aHufNeSaHvlfu48u8aIH0P6HvlXTQp1g8NHz4cJpMJlZWVNu9t3rwZH3zwAR5//HGrVJuOWCwWAKBRLTdr7151tG1sbCwuXboEk8lktd1PP/0EgEq2eUJn7pc99N3yDPHnr9PpUFtbi08//RQzZ87kP/v27UNLSwtmzpyJ5cuXA6DvVlfrzL2yh75XnuHMv4Hie0DfK++iEXo/VFpaioCAAJtctQ8//BAffPABpk+fjpkzZzp8vIaGBhw+fBi33HILgoOD3d3cbs3evXJk27Fjx0Kj0eDAgQMYP348366oqAhRUVEYPny4x9rdXXXmfkmh75bniD//Xr16YcmSJTbbbdu2DeXl5Vi8eDGUSiUA+m51tc7cKyn0vfIcR/8NlLoH9L3yLgroveS7775Da2srmpubAQAXLlzA/v37AQC33XYbQkNDsXr1aoSFhWH48OHo2bMndDod9u/fj6+//hqPPPKI1eOwTz75BJs2bUJycjJSUlJw/Phxq/Ox2rHLli1DdHQ0XUdTdwAAFe9JREFUhg0bBqVSiStXruCTTz5BbW0t/vznP3fR1fsXd98rR7dNSUnBmDFjsHbtWjQ1NaFfv37Yt28fjhw5ghdeeIFKJtrhrftF3y3nufNeBQcH29TVBoDPP/8cAQEBVu/Rd8t53rpX9L1ynrv/DXT0HtD3yrtkFvbMhHSpOXPmQKvVSr73zjvvoG/fvvj888/x+eef4+LFi2hsbERoaCiGDBmCSZMm2SzN/NJLL6G8vNzu+Xbs2AEA2Lp1K4qLi1FVVYXm5mZERERg1KhRmDZtGvWe7XD3vXJm2+bmZuTl5Vkto/3oo4/SMtrt8Nb9ou+W89x9r6SsXLkSBw4cwNatW61ep++Wc7x1r+h75Tx33ytn7gF9r7yHAnpCCCGEEEL8GE2KJYQQQgghxI9RQE8IIYQQQogfo4CeEEIIIYQQP0YBPSGEEEIIIX6MAnpCCCGEEEL8GAX0hBBCCCGE+DEK6AkhhBBCCPFjtFIsIcQlDzzwgFPbq1QqvPvuu6iqqsJTTz2F0aNHY+nSpR5qne+4ePEivv32W/zwww+4cuUKamtr0aNHD4wcORIPPvgg4uPjHTpOeXk5Fi5cCIvFgvT0dGRnZ9ts09ECc4sXL8Ztt91m9Zoj9zExMRGvv/66zesVFRXYsmULTpw4AaPRiIEDByIzMxOpqal2j3Xt2jVs2rQJR44cQX19PaKjozF+/Hg89thjfAl5Mb1ej61bt2Lfvn2orq5GREQEkpOT8Zvf/AZ9+vTpsP3M559/jlWrVvG/h4eH48MPP7TaRurzkMvl6NmzJ+Lj4zFt2jTExsby9zr6zKWwxX3YAkDs74x4YaCAgAAoFApERkYiLi4OycnJGD9+vN3Py1XsvGwhQl/U0NCAmTNnWr22ZMkSyZVnCelOKKAnhLjkvvvus3mtoqICV69exZAhQzBkyBCr95RKZVc1zaf87W9/w/Xr16FQKDB8+HCMGDECFy9exMGDB/HNN99gzpw5ePDBB9s9hsFgwOrVqx0+5y9/+UuEhobavN67d2+b16TuI/Pdd99Bp9Nh1KhRNu8dPHgQb7zxBiwWC+Lj46FUKlFSUoI333wT586dw1NPPWWzz9WrV/Hiiy+irq4OgwcPxqhRo3D69Gls2bIFJSUlWLJkCYKCgqz20ev1ePnll1FRUYGoqCjceeed0Gq1+Pzzz3H48GEsW7YM/fr1c+Rj4djvZ0hIiN1thJ9LU1MTTp8+ja+++gr79+/Hq6++isTERABAcnIyVCqVzXVWVFSgZ8+eSE5Otjm21L2RIryPTU1NqKqqQnFxMfbt24f33nsPzz//PFJSUhw61s1CLpfze8P+vSGEUEBPCHHRvHnzbF5buXIlrl69irFjx+Lxxx+X3K93795Yu3Ztu8HUzWTgwIGYPXs2fvnLX1oFq7t378batWvxr3/9C7/4xS8waNAgu8fYsmULrly5gokTJ2LPnj0dnvN3v/ud1Yhve6TuI9A2Evr1118DgM1S8A0NDVi1ahXMZjNeeukl/PKXvwQA3LhxAzk5OfjPf/6DO+64gwe9zKpVq1BXV4cHHngAc+fOBQCYTCbk5ubi4MGD+Oijj/Cb3/zGap+PPvoIFRUVGDFiBF577TWEhYUBAD799FO8++67WLVqFd544w2HrpVp7/eTEX8uRqMRb731Fr744gts2LAB//d//wcAePTRR232/fzzz1FRUYGYmBi7n68jpO7jjRs3sGXLFuzcuRN///vfsWjRIpunLjez0NBQ/pmyf28IIZRDTwjpYnK5HAMHDrQZ1bxZ/f3vf8evfvUrm5HnyZMn4xe/+AXMZjP2799vd/8LFy5g+/btmDhxIkaOHOnp5nL79++HwWDArbfeiv79+1u9t2fPHjQ2NuLOO+/kwTwA9OrVC7NnzwbQFnALnTx5EkePHkXPnj35NgAQGBiIZ599FnK5HP/9739hNBr5e0ajEf/9738BAM888wwP5gHgoYceQmxsLI4ePYrTp0+778LtkMvlvBNw/vx5NDQ0ePycUnr16oVnnnkGWVlZMJvNWLVqFQwGg1faQgjxHTRCTwjpUvZy6Fl+88yZM3Hvvffi3//+N0pLS2E0GjFy5EjMmTMHgwYNgslkwvbt21FUVITq6mr06dMHDz74IDIzM+2eb+vWrfjhhx9QU1MDhUKB0aNHY8aMGTZpQV1tyJAh+OGHH3D9+nXJ9y0WC1avXo3w8HA8+eST+Pbbb7usbV988QUA29F5ADh06BAA4O6777Z5LyUlBcHBwSgpKYFer+d53ocPHwYA3H777Tadm169emHUqFEoLS1FRUUFz4c+duwYGhsb0a9fP8TFxdmc6+6778b58+dx6NAhDB06tBNX65iePXvyP5tMJo+frz3Tpk3Dnj17oNVqUVxcLHmfpJhMJnz88cf47LPPcO3aNURFReGee+7B9OnTJbe3WCzYt28fvv32W5w5cwbXr19HQEAAYmJikJqaismTJyMg4Oexwbfffhu7du3CH/7wB6SlpUkeb+7cudBqtdiwYQPv2F+8eBEfffQRjh8/juvXryMsLAy9e/dGQkICfv3rXyMqKsqFT4mQ7oNG6AkhPqWqqgovvPACzpw5g9GjR6Nv3744cuQIFi5ciBs3bmDp0qXYtm0b+vbti4SEBFRXV2PdunXQaDQ2xzp69Cj+9Kc/QaPRIDQ0FHfeeSf69++PgwcPYsGCBSgtLfXCFf6ssrISQFtAK2XXrl2oqKjA7373O0RERDh83M8++wxr167FunXrUFBQYDXB0hFarRbHjh2DXC7H+PHjbd4/f/48AEgG2UFBQRg0aBD0ej0uX77MXz937pzdfYSvs+2Ef77lllsc3seT2JMApVKJyMjILjmnPYGBgbxDVVZW5vB+y5Ytw/vvv4/a2lokJycjNjYWn376KZYsWQKLxWKzvcFgwPLly/HDDz8gMjISd9xxB4YPH44LFy5g3bp1VpOMgbYnTwAkv48AUFpaisrKSowZM4YH86dPn8af//xnfPXVV4iMjMRdd92F4cOHw2g0oqCgwOr3iBAijUboCSE+Ze/evXjooYcwe/ZsBAQEwGKxYNWqVSgqKsJf//pXBAQEYO3atby6SUlJCV5++WV89NFHViOCTU1NyM3NhV6vx1/+8her0eQff/wRr776KlasWIENGzbYjBh3hatXr/JR6zvvvNPm/evXr+P9999HYmJiuxNXpWzZssXq7xs3bsT06dMxY8YMh/b/6quvYLFYcNttt9lMZm5qakJjYyMA2K0w06dPH5w+fRrV1dX8KUh1dXWH+wi3c3UfT2hsbMTJkyexfv16ANJ5897AOjoXL150aHs2qVetVuONN97gk6QrKyvx0ksv4dq1azb7BAYG4qWXXrJ5slJXV4fFixdj7969mDhxIkaPHg0AiI2NxciRI1FRUYFz587ZPAVjgb7wu7pjxw7o9Xqr+RjMxYsXER4e7tD1EdKd0Qg9IcSn9OvXD08++SR/jC+TyfDQQw8BaPuf+9y5c60CvKSkJNxyyy3QarWoqqrir3/22We4ceMGHn74YZvUkDFjxiAjIwPXr1/nQXVXMplMePPNN2EwGDB+/HjJdJF169ZBr9fj2Wefdfi48fHxmD9/PjZs2IBt27Zh3bp1mDVrFgICArBp0yYUFBQ4dJz20m2am5v5n+1NbGaVWYTbtrS0tLsPe92Vfdh27vTAAw/wnxkzZmDRokVobGzEggUL+O+jt7HOlqP5/Lt37wYA/OY3v7GqeKRWq+2m3AQGBtpM6AaAyMhIPPHEEwBgkwqWnp4OADYTuHU6Hb755hv07NkTd9xxB3+9rq4OAGwmUQNtk8op3YaQjlFATwjxKaNHj0ZgYKDVa2q1GkDbxEQ2EijEyhbeuHGDv/bjjz8CaKtoIoWVYjx16lTnG+2k9evX49ixY1Cr1ZIB+4EDB/DNN99g2rRpiImJcfi4WVlZuPfee6FWqxESEoIBAwbgsccew1//+lcAwAcffIDW1tZ2j3H69Gk+KioMupwhlbrBXpPJZE4fx5l93OW+++7jPxMmTMCIESOg0+nw3nvvOZXi4knOfD5GoxEnTpxAQECA5NyHCRMmtLv/2bNnsX37drz99tt48803sXLlSuzatQsAcOXKFattx40bh4iICHzxxRdWv2979+6FwWBAamoq5PKfEwRYh3blypU4efIkzGZzh9dDCLFGKTeEEJ8iVSudjfj26tXLagIew0ZqhdU+2Gj9Cy+80O75dDpdh23SaDQ4duyY1WtKpRJz5szpcF+xzZs3Y/fu3ejZsydeffVVm9z4pqYmrF+/Hv3793dbakdycjKGDh2K06dP48SJE5IjocyXX34JoC0ok0pFElaaaW1thUKhsNmGBXHCbdmf7Y2md2YfR+u6O0Oq3OSZM2fw0ksv4ZVXXsHatWt5R9Nb2O9ujx49Oty2vr4eRqMRUVFRkvdVoVAgPDycp1MxBoMBb775Jvbt22f32MKnKgAQHByMe++9FwUFBdi/fz9PGduzZw9kMhkmTZpktf0jjzyCY8eO4dChQzh06BDCw8MxfPhw3H777UhNTZX8HSOEWKOAnhDiU9obbXRmpJaN8t19993t1rwfPnx4h8c6duwY9u7da/WaSqVyOqDfuXMnPvjgA4SHh+PVV1+1KQcJtAWNNTU1UKlUeOWVV6zeY08gDh06hEuXLqFfv37405/+5NC5+/fvj9OnT6OmpsbuNiaTideev+eeeyS3EQZ+165dk6yfz3Kxo6Oj+WvR0dE4e/asZJ52e/sI33NkH0+Ki4tDeno6PvnkE+zcudOlDp07nT17FgDaXcOAkXpq4ohPP/0U+/btw+DBgzF79mzExcWhR48ekMvluHz5Mp555hnJY0+ePBkFBQXYs2cP7rvvPlRUVODixYtITEy0+b1XKBR4/fXXcezYMRw+fBhlZWUoKSnBDz/8gG3btuGNN95wevEwQrobCugJITelPn364PLly5g+fXqny1POmzevUwsEAW0j3+vXr0dISAgWLVpkt3ILo9Vq7VanqampQU1Njc1oantYnrVwBFyspKSEdybi4+Ptbsfqv585c8YmmDQajbhw4QKCgoIwYMAA/vqQIUN46UMp7PXY2FirfYCfA1dH9vE0ttDTpUuXuuycUkwmE1+/gJX5bI9SqYRcLkdtbS0MBoPNKL1wsrPQN998AwB48cUXMXjwYKv3WJUmKTExMUhISEBZWRkuXbrEJ8OKR+cZmUyG+Ph4/ntXV1eHf/7zn9i3bx/ef/995OTkdHiNhHRnlENPCLkpJSUlAfg5IPGm7777Dm+++SYCAwOxcOFCnr8vJSEhATt27JD8ef755wG0TTrcsWMH3nrrLYfOX1dXx1OG7JWNBH5Ot7nnnnvafRpy++23A4DkgliHDx+GXq9HUlISr0Ev3Ofw4cM2CyHduHEDx44dQ3h4uNVnM3LkSISHh+Pq1auSHQF2fnbsrsCCWE+k+Thj27ZtqK6uRu/evW0qw0iRy+UYPnw4zGYzDhw4YPM+ezIjxjqCUpWGiouL2z0nmxz76aefori4GBEREQ61FWibdMsW8vrpp58c2oeQ7owCekLITWny5MmIjIzE1q1b8fnnn9ukBbS0tGDv3r120znc5dixY3wBrf/5n/9BcnKyR85z/PhxlJaW2lxnVVUVXn/9dbS0tODOO++0WwKypaWFd37spdswkyZNgkKhwLfffmsVHNbW1mLjxo0AYFMJZvjw4Rg5ciRqa2vx3nvv8ddNJhPefvttGI1GTJkyxWqyZFBQEF8wbP369Va59J9++inOnz+PUaNGOZQ25Q5nzpzhI80pKSldck6xGzduYP369cjPz0dAQACef/55h8uusgB706ZNVqlXWq0WH374oeQ+LD2GVchh9u/fb5OGJnbXXXchMjISGo0Gra2tuPfeeyXbunv3bsnR/u+//x5A16VUEeLPKOWGEHJT6tGjBxYuXIj//d//xapVq7B582YMGjQIQUFBqK6uxqVLl9DS0oJVq1bZDXLd4bXXXoNer0ffvn3xzTffSD4xGDVqlOSqms64dOkSVq1ahaioKPTv3x+9evXCtWvXcObMGej1egwaNAh/+MMf/r+9u3tlvo/jAP6eh3kY8niifkVomZUkSqY8lcQOEDOp69BygAOp/QEeD6xFnCnJAfKQkkSU0nagtUmtH9oUW8axprXsOrgjbubadV1u7vF+He3k+/tuO3rv+/18Pgu63mw2w+v1Ii8vD4IgvLlXYmIienp6MDY2hpGRESiVSiQlJcFqteL29hZqtfrxhuSpvr4+9Pf3Y319HUdHRxAEAaenp7i6uoJcLkdbW9uLNRqNBjabDXa7HV1dXVAoFLi5uYEoikhMTHy8tXhvBoPh8bXf73/c8/7+HqWlpSH/M2sogt2GzMzMPBsB6vF4cH5+jvv7e6SkpKCvrw9FRUUh71NZWQmTyQSTyQSdTofCwkIEAgHYbDYolUpIJJIXM/1bWlpgsVgwOzuLg4MDZGZmwu124+zsDE1NTVhdXQ26X3R0NGpra7G8vAwgeLnN5uYmpqamIAgCBEFAZGQkXC4XHA4HpFIptFptyJ+R6LtioCeiL0uhUGBiYgJra2s4PDzE0dERIiMjkZqaipKSEpSVlf0yvP6th7pkj8fzbE7+v/1toJfL5aivr8fJyQkuLi5gt9sRGxuL7OxsqFQq1NfXv9kc/LTcJhTl5eUYHh7GwsICRFGE3++HIAhoaGhAbW3tq2syMzNhNBoxPz8Pi8WCy8tLZGRkQKPRoLW19VmJzgOpVIrBwUEsLS1hf38fZrMZCQkJqK6uRmdn5392evv09DkiIgIymQwFBQWoqqpCTU3Nq9OWfpfP5wMQvHzn4fYjIiICcXFxSE5OhkqlQnFxMVQq1avf11skEgkGBgawsrKC7e1tHB4eIjU1FY2Njejo6IBOp3uxRqlUYnR0FHNzc3A4HHC5XMjKyoJer0dOTs6bgR74Z7b88vIy8vPzX9TgP+js7ITZbIYoirDZbPD7/UhPT0ddXR2am5tfbR4nouckgT9tfSciIgojOzs7MBqN0Gq1j/XZn8Xr9UKj0SAmJgaLi4ufMmv/I0xOTmJrawu9vb1Bf+j9KYPBgN3dXQwNDYXUGEz0lfGEnoiIvhWz2QyPx4OYmBh0d3d/ynvY2NhAIBB4LHX5iq6vr7G3t4ekpCRUVFS8yzPv7u4wPT0NALDb7e/yTKKvgIGeiIi+FafTCafTCZlM9uGBfnx8HG63G6IoIioq6tW+gXC3srICp9MJq9UKn8+HHz9+vFnu9Tv8fv8vm3GJviOW3BAREX0QtVqN+Ph45Obmor29/UuWiuj1ehwfHyMtLQ11dXVob2//srcQRP8XDPRERERERGGMc+iJiIiIiMIYAz0RERERURhjoCciIiIiCmMM9EREREREYYyBnoiIiIgojDHQExERERGFMQZ6IiIiIqIwxkBPRERERBTGGOiJiIiIiMLYT31ZpRDdVqy/AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty good, but maybe we can improve things by creating a new aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# Create a median image of the source over time\n", "median_image = np.nanmedian(tpf.flux, axis=0)\n", "\n", "# Select pixels which are brighter than the 85th percentile of the median image\n", "aperture_mask = median_image > np.nanpercentile(median_image, 85)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a long term trend in this dataset, which we can remove with a simple smoothing filter. You can use the `lc.flatten()` method to apply and divide the [Savitzky-Golay smoothing filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter). Here we'll use a `window_length` of 1001 cadences, which is roughly a 5% of the full length of the light curve. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18104,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=1001)\n", "flat_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve looks much flatter. Unfortunately there is a portion of the light curve that is very noisy, due to a jitter in the TESS spacecraft. We can remove this simply by masking the light curve. First we'll select the times that had the jitter." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time < 1346) | (flat_lc.time > 1350)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just clip those times out." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "masked_lc = flat_lc[mask]\n", "masked_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use *Lightkurve* to plot these two light curves over each other to see the difference. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First define the `matplotlib.pyplot.axes`\n", "ax = flat_lc.errorbar()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.errorbar(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better. Now we might want to clip out some outliers from the light curve. We can do that with a simple lightkurve function `remove_outliers()`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc = masked_lc.remove_outliers(sigma=6)\n", "clipped_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little hard to see these data because of the plotting style. Let's use a scatter plot instead. We can do this with the `lc.scatter()` method. This method works in the same way that `matplotlib.pyplot.scatter` works, and takes in the same keyword arguments." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc.scatter(s=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add errorbars using the `lc.errorbar()` method." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = clipped_lc.scatter(s=0.1)\n", "clipped_lc.errorbar(ax=ax, alpha=0.2); # alpha determines the transparency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let's use `lightkurve` to fold the data at the exoplanet orbital period and see if we can see the transit." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": 30, "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": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "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 }