{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Resampling with Satpy\n", "\n", "This notebook will show all the resampling methods Satpy can handle." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set some environment variables for performance tweaking" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ['PYTROLL_CHUNK_SIZE'] = \"1024\"\n", "os.environ['DASK_NUM_WORKERS'] = \"4\"\n", "os.environ['OMP_NUM_THREADS'] = \"1\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import Satpy and read some data." ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [], "source": [ "from satpy import Scene\n", "import glob\n", "\n", "fnames = glob.glob(\"/home/lahtinep/data/satellite/new/*201909031245*\")\n", "scn = Scene(reader='seviri_l1b_hrit', filenames=fnames)\n", "scn.load([10.8])\n", "data = scn[10.8]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nearest neighbour resampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With nearest neighbor resampling we can benefit from storing the resampling look-up tables to a cache directory. To see the performance difference for the initial and subsequent runs, we'll perform the same resampling twice and measure the run times for each round." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `radius_of_influence` is used so that there are no gaps in the northern areas due to source data sparsity." ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 35.2 s, sys: 390 ms, total: 35.6 s\n", "Wall time: 28.9 s\n" ] } ], "source": [ "%%time\n", "res = scn.resample('euron1', resampler='nearest',\n", " radius_of_influence=50e3, cache_dir='/tmp')\n", "res.save_dataset(10.8, filename='/tmp/nearest.tif')" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.41 s, sys: 232 ms, total: 8.64 s\n", "Wall time: 7.96 s\n" ] } ], "source": [ "%%time\n", "res = scn.resample('euron1', resampler='nearest', radius_of_influence=50e3, cache_dir='/tmp')\n", "res.save_dataset(10.8, filename='/tmp/nearest.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bilinear resampling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The nearest neighbour interpolation creates rough features near the edges of the geostationary disk. This can be counteracted by using bilinear intepolation, which creates smoother results. Again, we get huge benefit from caching." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NOTE: the first run will take several minutes (8 minutes on the authors computer) and use a lot of memory (~16 GB)." ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in less\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in greater\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in less\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in greater\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in less\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in greater\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in less\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in greater\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/array/core.py:3914: RuntimeWarning: invalid value encountered in less\n", " result = function(*args, **kwargs)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/array/core.py:3914: RuntimeWarning: invalid value encountered in greater\n", " result = function(*args, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 12min 52s, sys: 3min 6s, total: 15min 59s\n", "Wall time: 8min 23s\n" ] } ], "source": [ "%%time\n", "res = scn.resample('euron1', resampler='bilinear',\n", " radius_of_influence=50e3, cache_dir='/tmp')\n", "res.save_dataset(10.8, filename='/tmp/bilinear.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the precalculated resampling indices the process should take 10-30 seconds depending on the machine." ] }, { "cell_type": "code", "execution_count": 181, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in less\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in greater\n", " return func(*args2)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/array/core.py:3914: RuntimeWarning: invalid value encountered in less\n", " result = function(*args, **kwargs)\n", "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/array/core.py:3914: RuntimeWarning: invalid value encountered in greater\n", " result = function(*args, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 45.2 s, sys: 6.27 s, total: 51.5 s\n", "Wall time: 20.2 s\n" ] } ], "source": [ "%%time\n", "res = scn.resample('euron1', resampler='bilinear',\n", " radius_of_influence=50e3, cache_dir='/tmp')\n", "res.save_dataset(10.8, filename='/tmp/bilinear.tif')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now compare the saved images `/tmp/nearest.tif` and `/tmp/bilinear.tif` to see the differences especially in the northern regions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bucket resamplers\n", "\n", "The bucket resampling collects data into the closest target area pixels, or bins, or \"buckets\". Each source pixel can end up in only one target pixel. Distributing the data in fractions to different bins based on the footprint hasn't been implemented (yet).\n", "\n", "As the nature of these resamplers is to aggregate data to lower resolution, we'll use high(er) resolution data with a low resolution target area." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the higher resolution HRV channel for better coverage." ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/pytroll/packages/pyresample/pyresample/geometry.py:1052: RuntimeWarning: invalid value encountered in double_scalars\n", " self.pixel_size_y = (area_extent[3] - area_extent[1]) / float(height)\n" ] } ], "source": [ "scn = Scene(reader='seviri_l1b_hrit', filenames=fnames)\n", "scn.load(['HRV'])\n", "data = scn['HRV']\n", "source_adef = data.attrs['area']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets count the number of source values ending up in each of the target bins. This can be used e.g. to aggregate lightning data to be used as an overlay." ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res = scn.resample('euro4', resampler='bucket_count')\n", "res['HRV'].plot.imshow(origin='upper')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, compute the sum of values within the target bins. This in turn can be used e.g. for resampling already aggregated lightning data (cumulated flashes) which is in different projection. The data used here isn't very meaningufl, but can be used to demonstrate the usage." ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res = scn.resample('euro4', resampler='bucket_sum')\n", "res['HRV'].plot.imshow(origin='upper')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this data, a more meaningful result is the average. This could be calculated from the above two results, but for efficiency and ease of use we have it as a self contained resampler:" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mp+BcPh24+qYH4VoGLtVY96mtuPXDG7H2um1Yd839KBZlcKnCgf1bsGrNwxHUL8Y0QMA3/nIjiIGn/vZ2gCE4DMvs/Mm/ux3P/NVG2EycQnA8TQD7wP4tw6mkRGbRYVBee/0DntEGcCYpIKqcDPLeOXx91x246TZZ9/6Dd0YSw+qVO37hfbl65Q7Ptqqdy7prt0UnqAcWBw5skfQRBEgP93NIie195p64D4CkpfZ8e6sA7k7uqaaTBLwD9KSKW27xAzKzHKdjkHXxGMnKwL3mxh3Y+8w9UKXDqjUPY//BO7Hnm/di35N34cCBLbIfAKDk3gzOBcwxTcaKsO7abdH57frBw7XTYNmGSyXC2f38AxETjQ5EK3kBAv4H886laRsu2zLkXDZctgUbLjs1dvSrMAc+rdcvMyL6fwB8A8ByInqdiP47AA8DWEtEr0LqAR8GAJ/J+SKAfwSwC8D/+C/FuQBncAQzNno+X37bn6LsKpgBo+yQvLdJ0khOAPBs2gkjDAKElx2FZE4GWVU4pEfmgLyQ2fqSUai5XGZhWoH6uQDSiQEqC+rnwzvBDNjg2VSdUw5/B2tENW7xaKQloyjhFnUB56B6BVhrVItacJlGMl2gHEtRtTXSyQIu1VClQ3J0FtQb1OsM1NGQtkgMuJVFUgO3E6i5HNV4G+V4GtNOOnfQuUWxKIFLCGVbgZVEaMmcOMyQMipHNXQhqTRnCOmMhU0Vqo4CWWGuhRQNOYYeyCBm5kpU3QSqsDAneoB1qM4ahW3p6Axuum2nsPfSOv329F9vxKf/6DHoksXBAFj52ztx6KsC/IMk9fPE4+IAhFTB+Pqezbh5wyOAY+iBhct0ZKTp3MVtrr1OwOS9z94rnxXJbP66bdj7rGANt9zyEA4cEOcHqp3XLbc8BJV7ooNRYKMiFkWOJQ1HNdtrzYrtIObITGNNQ4SC5jbXXXO/AOLfuR8brrxbrl+iAU2A5ZNA/7C+cI/tf+LOk0gAgVSw7tptoLwEHLD7ew9g3TX3x33f99TdWHPjDlRtue/2PnuvRHXesZBlSW2hjiA2XHl3BOZDGk+WtfL8MGPXKzux7tptsB0D1a+gCisYzlX3CF4T6NZGDUc2EaOR910vPRQdSfPzkCmqnwmiuL/1I/juIpiPfyzl/Y+ffVrLLj3/5+9qW+8nO2MjGPg6i5Ci0YWkL9I5H6WUjHTOQecCcDMByVQJXcgAaOYqmJlcWCxpAlhJBVA/B831QdNz0anQ9Bxorl9HKOEhsPZkwDLuXyOSaTw0amoOanJG1llWUHM59Ik5oKxAZQU9VyI91pfv+xW6P55C+vMTaP3kGNLXj4tzcdyImHyqwUdLss4+WBNokENN98FKwUwPoHMraa5jAyjrUIwnSCdLJDMWZiAsMlVJxGIGFkmvAhSicwk4lk1VjACHIEhGJAAQM6ioULU1qpEErDVgNGymYVsqpsSe+Nqmmjjg61c+/UeP+XSgrPyG33sULhWMxmYKh768CU88fscQ3hIihOBo9h+6Cwf3bsYTj9+BQ18RhtmaG2TQCQN6/OxqXAKQ6CaksFwyTO0NbDdAUmUHDmzBwX2bhYXlEJ39mhslytn39N1D6TJVyIQk4G+BALD+6vskSvCpRKmtcdjznEQuwbk0gf99T99dD8yqZpRRJdsP0YusUCjCMB7X8fdOiITIOijL8dzseU4cIFm5z2J00ZjYUFFhwxV3iVNREgnuerFORQKA6hWSWtQKu79z/0mYEoh81oA8nsfY9eKDdaTCLJHLS7+AUNp0Ro2U26+CKPBeRTBnkp25EUz3PL7sc38WZ92hdiSdddADFwdFQHL2ul8BStJSVDnBNfIKrp1An+iBykpm7e1MnEuw4FSaEUr43Dy38wvRmhaWV/P8fQA7tap/qxTYaNmfYE3n1UwbaEn7wO87VJ1uaG6btQK3U7hOCn18DpwmcCNNFpdCvjgFVYykJ06Olcwsq46By5TgLl0F028wyYw/t7knEvgaioAV6UJScGZgBSxmoOoaVJ6lJqk0wLaoptUS8MxfbcT1f/CYp4nX0ZHTBDNwMpDDA/zMNQEgMN9QOwtWBFW4GFGsvW5bXIYJ4ERLHcy8iCLUqgASPUEBh75cU6HXrNgO19KRyRacajMt16yzCdve++y9J9XchL/jIM6MXS/skAGyrOQaGx1n5iG6AGT/WVGkON+y+iFhmj1xZ8RImvjgnm/dFzGRddfcLxEEAVCCP4HkuWCtQNZh77P3xoE6gvmlHR7YtRqqg9n9/AOCpVgHaKmJsaMtkHVgopg6DMsHevOGK++usZmmneq58tvf9YOHseHSzfLuIxvODEAkKT1/Tne/sONdRRUf+1jKj39t6Wkte/4Fb35gIpgz1sGMjl3AV9z6BVQtBZNzjGJU4ZCeyGG7CVRuoWfzmr1UyQ0eBteqI+mb5HjPRwEWVIWCl8YDNDTANz7PP7dDAL+qv5u/XNPZNHPSwBAxAESwS8egj0zVUcv85ZpAqR+E2Oj6OChQiGXAYL8MEiMzRp8GcSMt2EzDzOTg1MR1ViMpylEDm9IQcUJVPgVnBCe58XcflZl9SJV5koDzNOhmigrA0PKHvrIpRi1N5YH5DibgbFRJweVNtz4CEMUamADKh7QWOR6uYVEAle6kmpRQ97Lmhu3RMYXCx2Ztyk23PoJktjqJyTXfVq96MDrMA/u3DKXh1n1qq2dQ8VDNyLpr7o84x/pP3AvqF4JneAuz+JCaAjBUNxIKSKEQnTk89lJPqlSMvpgIe57bKvvjECOkwCQLKUBVOR+FyH2/64Ud0UFtuOIuwDrZr8bn9Z+4Fy4z0MdnBadJDHa99BDWXrdNim1nc1mf3xfXTqAGVf1sNVNjl55C9zZEOt65NP8GhOkWKNHrPy440p5/2P6uBv2rPpbwV0/TwVx0weEFB/N+t9HxC/jy3/5T2ISQTdvIdGodLZAcmwOKUlJfAFw3g5qcA3cy2JFMKv0zPxtzDDNbwmYayYk+XMtA9UthzfQLUFEOD+LNlNj8CKYZoTQ/h1TZfFNKnAIwnPZqRkNG19tnBnda8p1PqaHhSHisG50D9TxelJiYDnGdTHLflmWwHZR1xOMHAmiCayfCQMs0OFGoWlpqYXy0EdKSURHA18eElFaIXHTuIp1ZlaJWEJQUnvrb2yOeYlNPeVYEVsCzf/FnWPH5x6JqwpN/fztu+NyjXpqHYVN1UnFnMNYUf+dSBVW46MhC2mvNDdtj1X1IK61a8zCUlXOz/9BdMbpYvepBVG0DqlxMw0U6r6+uj9GEZ3g1HenqlTugKjeE8QTWGpzDnm/XTmbNiu1QpZXB+9LNgHN1igsAGx0H0QC2cypFii4zsYAzsOAAH7GVDuScsMGUEkyHGazl+pL1UaHfJ0603C8enFdFY6LGjGqiAz0zqGtXQqo2RKGJRjXWQnJkFlRW4CwBKgu3qCussk9tjdgOKgtup3KsYX2eiXbSxAx1xHKSNZcPE61GxPVuI5irrkr470/TwXzowg+OgzljMRipfofHWTzuMnAwU/3IuwcgnysHN96By4wHgKs4M2ZFsC0ZWKtFbVRjGcolXdhOimrpCNxIR27YwHZRjdf86CN89qkqNzEiDgEAtD75IJQCt7L64QgPiLW1AysbMzsfeUApYaVZF9NsPNpBtagtFNbUwC3qwo21BchNRJqFmGUw6iTgVAoeOeyXItjRDNVoJrvQMlCF9Q6CfBpGogjnnQFZlqp6QkxbAQBcwHK87IuiWOjoEgJVvgo/OKXG6Qv0ZHLsAfrwt/9/EuWAEM1IakreI9DbTJP5bTSVFDhRYF8DElNzxmMAuo74AAHL9cBKHU28bgRO1ZBzcR4wV0W93JobJaoIbKxmwaVLxCnI/viBkBm23SjEbBI5mOuoFKgZisxCGvGDczMltnqlMLg4UWAlr93fewC7v7sNu59/QAb50tX75Sc1NK/wdO+z98J1s3oywwzXScVZAYBS2PXSQ/Fe2v28YD/ynarx0n6JNTdsx55vbx2OxCsXwf4QnZ3kXAK2cunmOlppPDNNjGbXCzvkufGEifmA/zsxhtzip/P6INkZG8F0l17IV635AnRe6021DvcE1G6noF6OctkigBnJsTmw1iBrYcfbYEWoRhJJ38BX+PuZom1poS9bSe8oyzBzldCZKwfKS3CWQE35KCk4Bx+NcDsDpwb5UhnszcAife2EpKhme/UBaA0e68JlSayAVkenhqqb64dwHv4DxP9zi0clmpiaBY92UJ49AqcVVGEjjVRVDnqqL7Pd1HjxzzpN5xIpHnSphs6t5OIVQRUW+eIMtqWi9pprFA0mcxZVW0VacmA0qcLV9S2/s1OcUkJRuBNoCHIqqZ/59B89Fgd7ZRnPfHEjVvz+YzWRIDgNKxENIAy0gMEc3Lt5qG5lvq38nZ2yn77wsKkvNr8WpSnn0owGwt/AyQWPwQLLDKhpymtWbIeqhCYcthUipCDTsu6a+8GKsPfZe4VlZS1QVtj1ys6h9d/64Y0Sybz8yND366++L6a9Qmov3EdBeFQVQmRBU6lA+5k+kUQRdrhmKVCyw3lY/4l7Ybsp9j11t0RRgQVWSeRDpYVrJ5Kmc06i5JDOWn4H3KKuPEOJludpUMpz49cR6f34Z6IVf1zxPUz2nMOulx/BhuX+HmhkCN5tBHPlVSn/7WlGMJdcuIDBvO+tu+RCvnL9F2D6QjlOpiskb05KpGAtyDqUyxZBlQ767cn4O+60UE10BLz21dOqFJA6DKTOeBZU5XW7KgddOj8gyoCdvDFV05YTAzYadskIyFfoV90gBGmR/uxoPdtsGLczcJaC8kLWZRv4zy8jDQRLjF9PgnKiJU7R73OI0lQhhAE1m8vsc6zdwGbq2b0qbPzeZvLQlyMm1sEEhlmgOmcnKlRdAbpDBX8w3beousZHLDxUzR4UAKLDIeCZL24ccjK6ZDz91xtx/R8+FlNjZIEn/+52Ad0JUYPs5g2PeE212skFwJ9JopRDX5XlVCGqDUGXKxReBhwmUIWFIqwkpeXxEZeZIQZacDguVXCaaiYbanoyWY4aXq5lhlJlUezyum2Rwrv2um1QvRK7v/cANiy/YzhqmWecJuBWAlYq4jkgkvVc/0CkIAcntubGHVC9UiKXQupvYLQQBYyPyivnWWHKRz9S9xSkZkKqLDiZddfcL07MO6YgbMmJBixDDQpJt41kUNN9AMCulx+JWmsbLr9TIh/tQflADpj/DIRCzOWnmECECVgzTdZ8brTC7n986F0N+ldclfIXv3p6YsyXX/TGB8bBnLEpsiBESVZAX3Jcp6GyFHbxCMzb03LjaS2pKsegQSHRiKvTCUEqBpDBL8z8WcMP1DIgVi0NmyqZnVkH7rTAnRbcaNvPzCzUbB9UOSTTBVqvTSE5PCWpsJAqI4JbOg571iK4sTbsaAbuZIIX/SLgf745JzMzJ5XTNNODOjaN7MdHkUwXUqfhGMkbJ0Q7SymZuXoHRoVnnVWuQfdmkfXQEt2xT42pqmZpibOqvYhtK2GE+X0lKxGC7knEp0oXFZDlnCKmJYeupRNqctiPsOz1f1jLxYSCS/lB/dub1z2Mr++6o26b0MQsSPYr1M/M1y0LzmV+4WSIBOCLCPd8SwZNKp0MoN72H7pLihL3bxl2Ljdsj4ypPd+UiIR9qmzdtQLMr71uG8BeqsYvG7ffTnDTbTux6+VH8PiPHjvpfmDPOqSywu7vbhPnctU99b0ByL1YhAlLg3gQRgTnJM1UWVC/EEpyaSV16AdqUcDwmJ2/bpwaUGmjU4774xzWfWorXMvENBdZW6f/cmGeUVFiw/I7oAaFSMe8KOSLICUTr1/zmI1gQhHQb5pPzyExcjz+GRoq+JxXsPlOjAFY0Gm9Pkh2xkYwI4sv5CvWfwG6YHTe7IO1gpn09R+5pxynCapFLZjpAdR0L4bePNpBeVYXVUuDWKr2XaZRtbVnzwxL2pueFfaZVxbO3upBFSJbr+b64mT8g0eDXPCRAK4TgRMDN9qSNMVUT75PjICl0xIFEbPUuATKMeDZRqdRtOsdK7dSIDGSgvCpgRBl2XMnEGoXqHKSKmvIjwB+tm+E1kyO4VKFfFECm/pUoWXN9GUAACAASURBVNctK7vKC266um2Bn8Xq0iF5e1a2Od5GOZbCJT69pmWAC6C+quqUW1BkqJUFavZYcCxmIFFkZLEpYaCFCEYXzsve1FpctiUFqk88LjPfVWtFNUD3fe2GoqE0WQTiP7UVnGjsfeYeob8qSSXtfl7YSeuu3QYww7ZMdG4u00MAfzM1tvb6ByJFN6bifNTULLYM9OcD+7fUdRwh2tA60umHomGl8PgPH40pq13f3x5TZlRawdz8oK98JLLnm/dKNEAEbiUyASkrcCeTdLIH+/d86z5JuSVSq2JmcqheATvext5n7hHGWDsRYoxR8hz4e4Fyr1JQOUmB5VXMLgA+Aku8RpGmOkUGxGfVdVuRmEJ+QtU0bnnMKsBGztXU7kYGYPfLj7yrqOLyq1L+i6+cc1rLfvzi1xcimPe9kTiAMPgXixIBHrUG5QVgBHNJjvdq2m0AS/s59GyB1uE5YRn5GY6kf/xgq2QAhQPUwPreIgzTr4RtwwzKCxnIKyupAD8Tc0vHpaLeaLixDorzxiWKKCpUZ42Cuy3Y8TZsyyA/b0SA5bKCG+vALRoV55QYIRUYIy+thwkGSsl33rlUFyxBdc44qsVdDD60BK7bknTY+AiQGOjDJwSYH5RCVy0bTB3veAIrSs8WsC0tDtjVrQxCv5rQiya0DojpMSWKyLAO1BvAvDUlKSknUWYyW0Vw/pkvbhQQn2Rwjq0Dysbg6Z3LM38lsjGHvrypBu61OJebbtvpMaVaeSDodblEgY1EWqGw8+Dezb7uA7EoERDJlrXXPwA9V8gqShsH0CDPEpzL+k/cC5tpVCMpOFEoxmWQU7kdEsFkTbAdg9UrRZIlStVrkqLPsLv+69BzReVWxCKVgmsn4G4LbrQDaHEk9QY40utv/fBG7HphB6ifS+1HJawxcoK/6ekcZrIv+BqzYDlZWk8wlAJScTQqLyONeO1126QuJmB+LSGIUG6x9rptkXEIyDUg62KzO+cHf06Nl6cJYL5gPjFNF64ZkbAZtY73AJVWHFTLwHWzIep2mNTI81CvZyhVxnxybdg7sIUI5tR2xjqYUPdCDNi2EQptx8COpFIs2ZcqfeoNajVYa2XgLiufMhJGWZBAYQWp8wDibDo0smItWIIzCrZl5MHPUtglI7ATHWHZEIE7GahfwI21kV+8GPk5XdhMoRxLYUcy6OlcCs9aBjqXBl/980dkNpcaSZm1M5TLJmDPXgQeaYNH2jWDrTkg+Nw0iKD6paSlCovs8KzQjcc7IOdgJ7oAILL58NFSP6+VcpnBSkH1S+h+Cdc2GKpnYUS8JDK7fDoLQAS14VhqUAJttaxgpnKRjA/dL/1vrv+Dx2LrgXA9AR81ej20Z764ESBgxe8/BrBU9B/68ia5LrnDzRseqfvABOfSmNgHkVNWonN2062PRN2y2ENFSY2M89EK9XPc+pHbQaXFhks2DdWahPz/7u9ui1X85BjpVIn9h+6Sl6+ZuWX1Q3I/eDp0U6lY5ZJiAnvKNCHWloTj2PPcVqnlcH6A9pTkEKUMmWM8/qPHsGH5HeBWil3f3w7VG0D1Btj1wg5wK8Hu7z0AlyUwR6alropIJkg+0hYsTtVsrsAmG8LnfMqMCOQjEcptZC5GFYLEF/cahWpMUsMxWg5kGH/fRol/52LtCjWKSwMVX/UKibou21I/A0RRlibWADUzAPGEvxcOhmChTuv1QbIz9mjJK/uGWWvQgXKJklldWUmIXlmoGelDgjSJN6Q6Mgk1OQN9bNaH9lJd7nStVmszeUjK0SSCx87I9+V4C/l5I2CtYNvCGiuWdJCf00XvNyfQP7eDclSj7Pr+KgBcqtG/eBSTl46g6mrkEylsS2PuHIPDNy+WCGc0weD8MQDA4KwWZi+ZwImPL4Eb7aK8YAnKi5bCnrMIduk4eKSN/ENnobh4qahBl1YGj6KU2bUiEeME5GH11Gfq5+B2Fu8ONRBJGNtNYTspWIs8f4hYpLGZOBZnRMnYaYn4VMUox5PYKZM8NgAAYIY+MonWz2cEJwuECm81JblxXQOWEheC7zIqg8a1//Wfe5wMMDO1UCRZ9ik+8g6TInOtub4QsUTz3SBVkOxPjNwrZVVjev6YuNsa+um6T26FmcphjsycpI+limHl4tAtEgCUF7iMlNzm7/IqHuu6a+6PNSsuFXyMEz84h0GzkS4L6bMNV94t6a5WKhGY/3/Vy+FGO3CjXYmEEhOjbnEmfpWpgRtJhdTwzD2RZaZyG9mGlMskTc30oAYVbMdIei/VgKvrzAIdnKyPJBR53MVruA0KOUaiWganWUSsKLLM1l91T2SFRVoyM2hQeoZnJY3sGgy7XS8/8p7QlAHAMZ3W64NkZ6yDEamSMJjIDRz0tuJDFyRY8qKe8VdVPQPUkhYIbXqtl58PqRudOyQzZUxlqCBhoSiyooqxREBpkgHXGYJtqZhuI5aWwrYlTiw7MkA665DMVr4XDWPiBz1MvFKgf8EImIB8cQLdL0U00gHtIyW4naDqGqi8Qr60jWo8w+wlE6i6GuW4OMAA3tuJLpKjPdnP0Q6KJW3YJaPyMAOS06/CgFoXo7GShlo2U76QkmNkFyONkHnwWIrpV/44EVNAdmJ0KEVBsz20fnw0nrOY5go1KIH5pRoYDPvIxbPFQEDlJWtUyag6GvkSqdkJUjaSFpNro3Ofw9ckYpxATJ2FY7BpXXcRigqhRGoeaTJUf8RZEjGFYProFNSxaWEB5sXQ/6nCxkJPQEDuWKsSImol7ZTJMxSDkY8IOUTLmRkqYpQB9xR1VV47b9f3t8t5n54D9XJQv8CtH94o2nSzfVBZCUajVMQu4nnIpDdRoDmLoKYUY+q5Ai6pz9Pu5x+Q1G8vF9ahJjmP8dojntsYwTjvAH3NUjOtGdYbjRluRPBNKAVueyxJK2GbNfDDXd/fLrI0Sg05+w2XbYnEindjDELB+rReHyQ7Y0H+se55fPWK/0XqVXyjKzNTyKz58AlJhzXrSBLjGxtV9ewvS1GcP4Gqa6RVckYY/ekAMxe1kPQd9ICl9a+Xp9f9ClXHSN2MTyGpwkEVFuVYCnIsRAGPB5iBRTEmObegMFwsMkinraTbfAQwtyyBzkVskjWQTlXIJ8RxJdMWul8hX5qhaivp5eJn5sqrGMdmZDMFinGJilTFaP/oGKifo7z4LKheCVVUItoJRDkZOzEK5av+7UQHLqvbO7Oi2O7ZpqIDZlPlCy1FAy6brGLjKjMrdUF6UEGdmK1p3IEJpBR6H10K21LRYYSal0//8Z/Lsp69NL+ZGBOQjykoC3z7P/6vAES6JUwOnv6bjbjptp2/sHVyAPeZICrMtz4CM7DYf/DOWgvM9znZcPmdUWMryJ8AIjSpZnMZBOfVqAQWV6D4BqXhNTdsl2Pxul6RRBD0wELPlGu3wWYa+w9JrQknGi4zsaVBsCAWGaRdbr3oC/G8AcDjr/27+rvwfYORxVkyRBbgVirV9J0sKiPveW5r1GJbc6NvP8AS6XKiQKWLFGPRuiPk545EnNImKpJkTF8mfLpXygTIOqEsz+Zx/zhNwG1PNHAuknSgFex4O0angER4CIKj8yncoZ7GExYAgDuZqBx88753Bbwvv6rF/+HvLzqtZW/+0KsLIP/73nwTrmb3Ppdo6DeOAdaCGzNokb8ww3ItRqNaOioc/4AlVBAqs5NZMjnRNjMDCz2wMFODCGzblo7943vnt8EEFGMG5CTyab8xCyodVMEwcxbZ0T7SyRydNyTKyl47gfY/HUcyXWDJkz9HdqJC+3Vpr1y1NXTfofV2jmQ6x9wFLQwmNGwqWIjpWVAlTkvnLkYbcAK2m55FMl1IxFJVSN44AX10Sh5mrwSALJUH/+iUOB1fZBfwFCod9MB/9g6MPe6iGm2dbeade7+K/XX0kanh1gYBIB7rePo3RY0yAOJcmPGN//RnUleiCc/81cYY0YR22GbgO3R6YyNsMNOT/Qw1MfNt5W/vjK2YiUWzjFhwmDUrtsfCQ5cJKG1HW3CdDLte2AE32qrB99lcaoi8AveGSzdjw2VbcOtHbvfnybOjknoWq0onUjGhNUDc9yAB4LDmhu2x7mj1yh3Y/d1tni0n12PF5x+ryQNG1c7Fb7dpt174b4fSZlBqOJosK9BA6qHsohFw5kkEmREKto8mQyGpKoTgoooKZK3U0VjBp+xoHV2YOZ8WDRJChnxPpkb1f5YAiiL4H5UXVJ3GDKoTSAx2vfggVF8cE2uFyqft6vNshiKegAUNUZw9vfy9sAWQ/2Qzv3yR96eFokeXKpGhH1gkPzsi/9d0Lv6dygpcVSBj6uJED2aGiv7WsRL9ZS3ogtF94TBQWZQXnQUz1QeKElRWyPIC5bnjYNK+rbDx6TqFdLpCcqyHwXmjsMtGkB3tw0wP5CH2+k4gQvqz43CjbbDW0Een4ca7UsiZaWQ/fBtpICkAKC9cgtaxCrYlaSv2GJBtEVQls3c9sL7GQdWN0o5N1xTnooQ7axEAROYOJxrV+YthTkjTNOoNoHsD8KJR6GOzcCNtoWKfnTWUiREZW6Q8ldufu/S1E+LIO62TQVb/dzWSRofOupGOVIAqvaPx1f3X/es/Bwzh2b/4M5Hr98sziYNwWlJhLhFK9Q2/9yie+tvbwYqkEBOA8w3U4njD0kRs5e/sjOkb1gQ7kkrRZCcRCvGz98bamCDnsva6bdj70kMinpgm0s20KEXqJ6SrqNa/CqKVSBoRoRbxyHXX3A/OjLxrFYkAN294BLpRZR9SVa3jkn5bc+MO7PvmvbEYU4XoJDGSBm7Y46/9OwDe4TTxGi3ptWrJiETgQTnZpxiptFh/1T2wY5lEJP0SMMKAdJ1UJnEzOaiyEmF6xW3dq6ICNytJF5vSwWZaFAQqh93fF1FP5av3Q0FmKAp2qZbmeIs6YK2wZsV2mF4Ou2QEUIRkagCXGrhOChpU4EwDJSIjkioHUBWjFyRmmEjwLoyZYPnMna+/Uztjzwj7GbDNxEGYqX6t3+VYHAkazmaQg8LDWFailxUAVQJAwGCxQZURkjkr6bTECAbgB3seyHv68xPIjg1k4HBA52dzqDoKyZEeOEvQeeUIOi++CZdoqCOTArzDRwKFRXXWGKqJNuxIiuKCxXCtBOlPjsL85C2JJKZngbKEmxhBFG2sBMh2hgAGuq/3kcyUyI7nImVjRbEg+clbUG+fGKqf4UWjEjW0hOhQnD+B/nndWDhnvfOBc6DjEn3oqTm41IjuV8jTByyG5HPZkX1RlZPUi3Wgub6w37rtIbaP0LY9VkJSVwMEAB8xfQVIFX+og1nx+cci2YBVA2fx9Tehkp4scONnHxVQPzQwA9As7Pz6rjtww+cejetb+ZmdqLpGQP7CYt+Tdw0VY65e9WCcybtUi0rv8w8IHZhZcBotWBt7ZuHu726rK9r9oLf3WamDCTUxIJL1+v4r5DhGXmwU1tywXb731O/Q/ZSsOCcoaSQnRA2qB9QGu+zWi74gqTKfFuN2VmMeTjT7KFCZSyd6fV44045loEqcQ2B22bGWkEhmciifZlXTUndWtY2PtqoYoZJF1HZzqYZrGay7dlu8FrYr7SPseAt2rAXVLxvKAV6qqHKip0cymWCt4DIN205gRzPYti9NSA2cn8RRUdX3nCdI/MKC5f+P5kCn9fog2ZnrYJQ4BDNnZfCdngM3ZypE4lzC7LvZY8KnDdRULzKQuj/rwfQZJhftMVSVzPRGEgHFZ+YQGnrZJaOwnQTpVIWkVyE/p4P2Wzm4ZaCPzchs0jkkPz4cU1Hm8CT0sRkB042CTRSSo7NIf/gmzM+PgQc52DpwVQ8WxdJu7G7JipAd6SGZtUgnC+jjc5GWnLx+DOmP3o4FecGpMjN4ySJ50AIbtJvBTA+QThZ+tulz1k3QmGTQCk2xolRMEG5upMhM34IKB5qcEXyrEq0ru7g7nKoxeqiI0iYh9VVHJkINl+++8Zcbhd7cUFbQhagKHPryJjz597ejOaFkLTIyLpGWyk996XaJaIxntjnRI3vqS7dHJ3foK5uQzJRYverBWFwZZPtVIfjM6pU7YoThOgnWX31fXbEeZ9+1fty6T0pfEyoq7P7O/eBEY92124SNpQmrV+4QTbJVD4Kcw9rrtkH3SqTHBxIFaIryMQHbUoWVSMcPlOQdFaemjqCahYVEgq14J0ieOfn4T//3+DcbBTUoRZjSSu0LCNjz7a3Qc4VEW4WNaT19bBbUy6FmGy3ClUQ8yYzojenZHAf3bY5sQZcQbGSTaSHCpDpiVNVoimI8gW2b2NXS+XMKx3IftRO4loYzCq5togOLpIREC/txLI3RpjjgtCb2vAcmIL85rdcHyc5YkH9k4gL+9PI/gWsb6NkC6vUjiJLhjkFZCi7LWiZCESgVWXBk8u7GOrAjGaqRBOnxAWY+1EU649D5wVvAIIc7ewL52V2YXgXzozcBxyguvxDJ5AD987vo/sMb4PERFGd3kf58SoDTopRUnFJg50CxIFLkYlwrBYyCfu3t6AhonjOkNBG5m4ku9PFZoLKw5yyCPjotD4yPpNAoSAu4U1wXIPuwaNQ3GpuFG+uA+gWqs0alCFERWj96GyBCuWxCZqdTs9HZ5BcvQbHIwCYkuEtD0FJYd6Jm3XorR/KTtyTlMdqtax2IoCZnxFn+5llR1yzokFUZQVW1AyFGTV220pWUSQD8ICWjSo4NzpzvUeO8swqU6qpF0CXHzps6l/Px5N+J7D8QCjolbfbE1zZFUDuA7mtWbAcb6QWz5sYdQiTJLfY9fXfs1xL1r9JECg59cWKonVmzYnsE90Ovmb3P3BMB/tC3JNTIuJaOskdMkOjIN3GDnwjpOS+bb1kKfisnLLaB359mzYfRglMYDRoUNWZhHdi3sqCyinpm5IkxbJQvMC6iKgR3MhF4DeoSSqE6ayyKVOoTc+BuC8WStrTATsRhmIEFGNCDCi7RKEcN0skCtlFrBQDpkTnYUUmvKl/MHNKfgfJspnIUS9q1ygNq5mKYQJmpvpAEAHEyAMCMPc8/8K6A949c2eE//7tLTmvZ/+rD//CBAfnPWAczNnYBX/tbfyJSL6+9XUcoTbpnKwPP9QBSIO2BbS+MF7XJygr5RYsBAIMlCcaf+an8mBk8NgJuJVBvnwBbB+q2UZ09DvPGcRk0f+MsJG9Nozh/HNkrh2W9YyNwoy2o196u03RFCfvhZWCtkPzkbYlSHAPsQMZEbOiU1yo4HU8bjc4jrDtEPPOWD+eBgjLBaBeDiyeQTuboL+tIui4X1WMzU0AfnZZBx2u3lWeNwHYMyq6ObDcZ+GqRyqolUcXYK9NDStD2vCXi0LptcViKUFy4BOVoApcFKRf5PQDogvHMX23Etf/mz2sGmeOoGBBSY0Kw8AW2QUuugQOxgZfm96fCNCnK8P1pPC7jmYCHvroJK397J3ThRNXBOqi8wp5vb4196/c+c480G/N1N6pfRaB9vm248m6vKEFR6HLt9Q/AJRr7nxDGGpPgMdqnhaAItm2iYGbURtMUO2SuWvOwCLcO5HqHAtngzDZctqWWkfGkFqndacvyvYFPqdWg/64XdohyM7PIywQ9M03STyjM/o0WB+RqxWQQ1ceZW+gTM7BLx2C7CZgI5YgRBhmksJRs7SiioKxXLbepghlIJKw8BiWpUA3dL0WOxzHM1ACDZSP1tZ9nkWQy5ZmSrSRGdu+Fg9n5n5ef1rKf/8jzCw7m/W5j3fP4+ov+WwHwp2eHB1oKoKaLf1Oa1OmD0U5MJ1QTHZijsxhcvAit16dBx6fqdAOA/NLzkb70umgodTtAXqC66Gz0zu+gdbRA1TXoPP8zWa9zoG5HnNqSRaDjU7Jfi8YkxQZExxJN69qJdNtD1EsufSFhmkoefaQNdWImYkFxffONnZwDRbI/mQhphoiivHApOFWgimXQ95gFE2B6DulUITUmDFTtOj3GhIidsJK6IRAw8toAyU+P1DPbC5cKENxoPW2XjqN/fhc283hKqIOhsN6w71y3PbbDDibgNcrCa8QJhTzgM6rkmgyha0ejKo4NzsI2g7OR2h+hox/cu9nXfRB0bmE7RpqRrX04UuGbXTLXX30faG4AzlJwy0glPoRK7FoGqqjgUoN9T9+NVWsfBhgwvTKqHK+7dhvgfBrI65it/MxOmJ7FgQNbcMstQo8OKtehzbfKqzrK6OWgQY7Hf/y/YcOlmyX9FbqXagU33pGOlF4zj7UGlPRsCcKdsQVykJ4xWtKtWgsphEjqqDzgD2bYbhor/fWJnmchOpTnjKMcT8EKSKd8ypYQI5FAY3aZ1zbzTsgZQjolysvSjVMwIXN8TrTSBiXcSIZyvOVTngyn6w6doXU1mJGcEDy2ySjb891t72rQ//CVXX74P196Wsv+4Ue+84FxMGcsBgMA0Eryy0lSOxXIbJ8yHx77gVY+kzxkRkVhSTUoYcfbSI8PgGOTsMt8z4e2VG1nrx6Wn2aZDOydNvTMAN3X5pD84HW0n/sJAMR0HM/1ZNB/+1jt9KZm5btfJFypCNRtg9MEbum47GdexN9wvw9MToN+fgTIixi9hN9Gh8Wu/rx0EajbgRtt13IamsDjI9AzOZxWMEdmBN8xdfqrGNOYvTCkOfyg5qVbouK0Z3oJTRwymI11Y3pG8uVJrafmVXyp4TxkFovIOKoy+dslvuDVi1/CU4tltovaORFQtdUQRhMin6e+dDue/uuNeOaLGyXvr8kTAOroy2YqEiZYI/aT2ff03bHAcf/BO7H6pgdBjvHE1zbBpgo201i15mGsucFXracJONNQ032svf4BiVZaBrZjpLEWgLXXPxBFMEPzs7XXbfN9d1Q8HzfdJorPBw5swc3rHvZpQ0Y1kkiNzBN3RuwhqB8Hna1bL/y3ck8DUQ8s6N85P8HY9eKDIubaSWtZfSJhZrVFqojbImmELEW1uIvigsWw411/r0EiGyuTs2Ii81pggnmwVlCDCtmxAZJpcS56rqj17JpqG04mL1VHN7qfCuNMamGs3C9FCZobwI224vkEAKeVZzU2MBavSuA6KexoqxZ0fY8m2Y7Vab0+SHbGRjDj7WV8/dl/LDe3T4OFmTsZDW5EAqRVlOznLIXqDQDnUC6bQHJ4EsUFi5G+fhw82wMvWwJ1fAZu0SjU1Cx4pA06MS2/rypfwOm3UZYxxTXfKEnARXFKkJGyTGZYfh8pS8GDgf9PNRzhhO+ChWNME3BRnrxs05ZM1EJ/1tXKBr5NgRttYfY3RiL2ESjDSc+h7AgzS3mJl6a4JeD/ZsFRskmLdLqUGgnnUI1mMlu1DDNbQB+bAacJ+r+xCOWIrlNeVtooOyM05TAbVRWiswhtAFgTbOr/D4hpkqHGZKjZaKpiFKMKyRx7bKZuO0AV44nH78DKz+yMTjI0Lbvptp2xsNbMVbCZknogTSg7Bjp3OLiv0RL5pgdhZvKhJl3rPrkVdiyVPjgET6YQXTs9W6BY0kI6maMczyKwz0ZFxxLbI1AtXaR8GwRJFXJsHkaFT7c6J9FLYqIUEHcyX7vkxDEYjWpxV3q6ADHdZbupRGd5KSnHTEPN5r7I0cXvAsY0d/EIRl+exOD8UbRen67FZEPkz4xiaRfJdA59fBbV0lFAkRQj+9Rk1dGoOgqmL/VXpm+hcom+9GwhgpsDKZzmTgvl0g6clgJdBKxOUV0DFk6Z746pchFvVYPqPUmR/eaVXd7+pStOa9l/89FvLUQw73vzN15MEblGain0xAiDqzHgbls6XTLDjnfB3TbM0Rmw0eif7aOdsyZQnNUF5wVcJ8HUNeeLphNz7VxkAxKxkDoZN2EW5+LTW0NMKq3FWdiQkvD55mYNQ4xGePi7ZnTCDpzn/juulw+fScnr2AngyAmhHpcNJ2i0x1sE/wjpKlXW6QadsxeerPcjUrrhB3gPxNuWEmpw28T8PGuCbWkUi1uozhkHFSWS6TI6LAAoOyr2iAH8bJQBm9aCmmCO+6BzP5BwnWKLoH3B0bmIQyToQqITm1KU8YcvAgy1MgCimCmAWr9MA+WIwdf3bIbtGMERGNG53PjZR3HTrY/E+o0NV95dS5QYBTM5iCy/Awe2+AZ2UgGfTubY8637InNOUrf1voQoRpwsYsfQMKCqfmhHYepr32SOhVYNpRXg3isOs9ZQvRIuM7AjmURgJI4PzlPNgagbpueKSGWuuglcolEsaaP95gDl0g7gOBanBjVkafcgLRJsSxTFVWGjwnKQUQo9f0KK00zn/tr61t4hsvNq5fDKAOEaBTLPSRbwuETX0c17MMlmEErWp/X6INkZ7WAwOS1RQtMCi8w7F8pSiVzaIk1eLu7IgzcnmkzV0lGMPfVjKaQ8MY3sez8DaQU92cPYPx4XhtBF59TbbA7oioa7UAZ6cFEM39RKg5Kkxl+0rkkJ0XnMW3fz4TjVK/xfsKasfzCqiQE85/vhBCxmrg/Vy5HMVBh9dcqzs+TlDEVKcbO3SkiNgRCB/zDbtpkMKrBSY+E8BuK0zFxdtw0zPahl/yFRgyol9RXX67fLVEdVNhFHExlVIXXm2wjE01xyjEhYewfojylQlQ99dZNoxqVCU3YeR7KZwg2/5+toPHvr0Fc34YbPPQpnCOVIgie+Jo3LbvzsowADzkv1u7aRGpLMRIB+93e3RX2z0FEShNgBcs2K7Uhmy7ouJNO46TYhG4BZ8BcKacWQAmRpwxwaepWixh0p5l7pmFtyr+/6/nbQQLpjCqW4ijR5PVdA9StJoRkllHTPSJNrrWLr49mPjiOZEomc7PBs7IVk+hbFWe14T7JPfUEJa8x2DLiTwXYSX4TZLI52MrnxEwzXSqS191wpvZsURA8tTaTNeSB5oE7NDumWBWeNRsrUU5oDw+zdGDNgWZ3W64NkZ+7RBkyjqoYHZPjIhQhot8CjHWlaNCgx9xujIm1ybFIeiCyFjCN/YAAAIABJREFUnskFO+m0BKQ3Gjw2gpkrlmJw4Tj6F45B/fgN2U5zxhTomp4qTK3Wyfuo6sG+mbKL0Udclxpa9rS4+0MRDvsalApYsghYNOpxD3lRkgjRwDOMoqy5IqQvvgbXSqAHQYDTIZuskE5bJD3XiC6AoiupHqfrCAKAl5EBqm4isjNK+RoWwV6cJmlDYFRsh9AU0AxRByARUyi4tKlQl52pKcxN8L7KCPkihSojUaxmxPYCYfYfdMqYCGVX4cbf9RX/mrDi8495XKWOpEIUVbUIK37/MekJBAi7a9WDkU0XmmoBQNkxcJ0E1YToZtmWwfpP3AuVV7DdBKpwAvJD1Az2fHsr+staXqlYqNA286mv0PqAJJXntDREO7hvM0IHTJcIdrP7O/fDdTIpMmyn9XPgZ/8bLhcG2obLtkTwnpyD7pVSILkoEwr7TA49XfhaGBFNHVwwKvuhCd2fzKJ/bsdfIKElB30wM1vCjmS+54sDNImyd1HBzFWoRoMgqcgfiUgqRc2+qlVjfYIpiYNUswPBU9pJLcjq6nRYbPXduGaBWRZqb2QS+F4NgadXZPlBK7Q8czGY5Cz+9MTnG2khqmfvoRaDRVnYdhMMliQgC4z80zSoL6wae94SqBOzwOS04BrdNrjbBk3NovjQ2UhffUNSYzzPsczDe2AMuNcb3kEiULstA7qrU2rRsWgtDmrRmOTMc9/Z0kcinBfDKbDTCfebjmnJRJTjoJme9JQJD1tewI12ZECB1+DytTnFR5Yh9HopxoRWHAD+YkR+rwvE+hKqRL5GogWH1o+OSJHmeUuQL2nFiKSJaYTamtD2umoJwB8KOAO+IxESIkYSMYnADgvBI4miA1lGOufTjj7t5LQoA4QUYIiUnvrb27Hi848Nnb6IfUBqZlb8/mPQucOhL2/Cjb/7KEzfepxKoptT2ao1D3tKbQ7XMrFw07YNVOWg+hVsJ/EAtpMiQwVUIxrJtBWWmZYakKA4TVZYbqLnpRH68gBAOplDzXj8zte4RJt/7wSMJKgqUK34rabmwC1p2AdNKCfa0vr77Rm4bgu9i7toH5beSqGg0bYMTK/0kRSkD4xRcaAPeAgqh/ycDlTpULU12MikxBlC2VFIeg7ZZBnpzNQvY02O66Sw7QR6UMkExkqnVeujoGbLB9U8do/RqUEJyi32fH/7u8JFLr5ilO/8m6tPa9n/4dJDCxjMGWVENbNqfBRIE1RLRjB36VJMLh/B3LlppEqyUijPGQOMMH+QGJAxIKNRLptAcXYXc1edBz2oaufiOOqIDaWnxkckLRXwliCNAnEUIafN1TzM5dyzJKI4Z6kAs1UFyjKJgrQGqsoz4bL6GJupsWDmF1QNMwNHjwt+pJQwvGzdOM2Nd7w8v0+1WAGL7flLoSoHc6LvAfs6NVZlqha4DPVrSiq25aFvOEBroWYHojRdOi83wxLNpArO10E4I5X7uvDOykkEE1hjUfuMfd6dveNpOBaJamQdygJVSwafkELTRRMAZqhCooJP/9FjYAU8/TcbI+01AMYBiyLLsX8MsWc/eXzppttqDCfYTbfthCqsCKGOpDFlE5zC/oN3CtMqt7F+R/erhuwN+6r20I9IqMuCkcj9pwqHquNVg50M8q7jJWOIYgO6eD+eagZfWelsqgU3cx4rKZd0US6VnkZVW0NVDnOXLEFxVhsqZ6jZAhyYXn7SUXUlwlB5Key1pGYSitYfpBh6YJFPGDQhimJUoXXC+qjYKxUwRzYYBx03f+71oJ7sKcsIrRzoVCkw9t01k/cOE1loOHaynflHGwoJmYGlE3DjHZSLO5j+zTZ6S31o7QeldLoCOQczk3uJ8LTu8ZGlyJdK7Ud2PJe02C+KFqpQ7ObTUiFyWjTmAXZfTT816wF9N+R41NSsAPBHTwCVxeDKC4WO3G0DWQoe6QCddr29SGTgumZmpBv3I9o8J0T9XJhZTiq3Y2vbRnMphFSPf7dtIyyimZ5Xw2U4A5jc1fpSkDRHqNg2fSsdRTMVcQCanEHrlcNIZkpRPPZqu7EfCwE2kTYANqXoEEJ6rMaAxJFE8F/VEQ555esA+gO1Ywo4UsBYVCFkATMQsP4bf7kRqmLc+LuPQvcdkhkbteUAkZUJqsA3fvZRcQgee3IJnbItwBNf2wROlK8rEqozAN+6mUT6HoiOB5pQjgteQl4Z3GYiixKo0SG1pgZVrIExfQszWyKZKWAmB3Itraujl0BuIRqi6AtVPYR/vkCyVwptfbwDM5ODKpkUqNJBzRZoH+4hOzyL1pF+vGeo8urKXm0cjuNAzlE7jaH6Eo2p0oEqJ20qPGlBiisZg8UaVYt8D6JQZOmf20Ep69UEVVjoE72oZxcb14XD8zgV+3MZCjbVoIIdbUzU3qExTq/Z2Aet4diZK4xDBCxeJNW6TmbhdjRDOZaiv8TAplLFrUsZdNpv5dBTwn7JfnYc1dljkjaZYiBJMHvFuRh58W3w9IysP0QuqvGQWucbUXHNYslScH8A6nTAJ6ZqLMUzxdhZUFtSb26sDZtpmNkC9GaBmRUfgs4dOv/lpyguOR/p68eFbloIpZjz3K8vNKgKoy+Dp2eHmTThc1O+PEtA/RxupOUHyDCAcl317dcHLTNZqoTt1LtkaRS2NIO6d41LJE1lAn3ZqyObnkXV1rDnTsgA9NZxwFok/y95bxozWXbe9/3Ocrda37W7p3tWkkOKtCRqoWWJikgz2mJZiJIgMgTYgT8ECAIIiZw4Ih0jiGPEAmhaTj4Y8AcBNqIARgLHseBFkSNHsUjTgWxRIiVKHHKG5PTMdE8v715vVd31nJMPz7m3qpukOOTMkJzxBRrd79J1by33POd5/tuLx4RxQX1jHkWGiRSsKtCONsDtoGMJ0nEo5Hq1j35kfdeiiQmbYHwUX4atbkZvjdBatQlNS6UwZGee7Ew2FelFjBhoHc1cKLTF7UvcOKPZTTG1F3zGAET1eWQ/9cf7f+IjBA0f+6ex4MTiGRToaGLpE4UpZcTVB2/1Zq1CSIjAd8wMEu2GjNtcIQ7ZvrCERGPPSpIzv5Wd0sIaUemH8GBGSogXsz067aK9tAflWoJJxQQ1SHy2WbW4cUK6EFGlXjei4m863DiL4lGDroSgoB/y/7OX4pu3bVq57R3WYyi6C3K5mZL32m6u0RfRkr8vWkqhFyU+Jor2n4E+xrynt/fjPvksqYFWrZsvlRF8rUcA2n/LfMZeyfGm7WD8KBVLlvtnwnyJNiYulQVBd8jOtQ1Mn7ug3k1pD0Yk5xWUFap2JC8csfq2K9C2JMuOsLiUzmC7uKjNog5EsF+wExJLWK5Eab9cPajS73eTSuGu7YrlzLohOVrK4usDs9+9w/h3XoSuo7ySEpbrmDbZiz22MJttEoB+6Jr6n+uHdk8qJjG6IFoI54Y8EDePHVLPQPLQjRKSkxWLd8xl/NFHPdseRJUb2zQBH+m/8nM96EzaubjchtlkwMFU3ZA/f4zLreg5InsoaHDZpkPZpq0SBDvx0Zl3yOxpt8SaW2SAPoVUOdHUmCZiOFHLYxovRXAsY5cP/OiHQcFvfPQv086ki+h3xT4zw/O3KxdjABgYZnbtef+f+uu8/0/9dUzt+Ng//SDv/4mP8IEf+fBQKLULwyiwLzr/z8f/uwHfGjJxNPzLf/zzuL4z+rUPRWcDjwqB5EI6DHtRkbwsrtwhEddhtCbkKW5vIqSNfkT7cEF5gMK+9fO+q66l6LhZTsgMpuoEyG+iY0DEa8yqlnFYJWQA3fnBMWAYZ/W09iBdjcuNWL0M+qt4aheiq/aGlt6nYfb06cG8UsnnVC/FAkb5iMUphs9Kj7n1407duFjMwpAQ+uqOV5YF829bHsybtsAoD/rF+1Dk4rOUJ5L6ONLDTsZWgelnTqivjMmPK9JnbqGWJaFzmLsnXL7nUUa/+8LGDiYEwuVys3ArhX/i2uakPSNLG7HULytUnktxGUYRWvAgowUj2d+lm6To00uCUqzfuiu/1udhOI/Kc6FKQ9TKKMK6kt9RG7r1MCL7cvz/rkONRqjRSBax6UQKoDHQdqhoXHjx7gNOfuCaYCydg0acDFTbkZ6sqR6dEZRoVFQQIeRgzWGlW5AFQdGMVVTTy81tly0u1zQ7qXRr1/flNZyMaKLfGyDjrkRhS2ERdaOI62zdmz3byFY+xjHLmNNHyrJ2W3iNl/HX9iy+L4DeyGLkzSbK2uWadmJox3YII+uP8rEpLpdceVN5ghU22cd/5eeFBh1HbX0sc5cb3veTH5H30qoYtCWYgStETOgywYXe/xMfwSdarPqDMNP6kWMw8pr/0L8vcQLt2NIV4ub9f//+/0hzZUx7VWIevNU0e4V4gWnpMjBaiszDWN02bmi/zCbFBfxIsEJdiY9XD867WT7Q2n1moxZlE+oVlBI3gv48ADYWm5hzo2L6pAg++2vaeq8D8jnIxIrfZ1ZGrSBR0kqwM5SKrtEMHUuPmfXn6APz7Hk5sNKCMcPzezVH4I2n5FdKjV/vc3zDn61S6jGl1L9QSj2jlPpDpdTPxe/vKaX+uVLqufj37tb/+W+VUp9XSn1OKfXjr+g8VSsLcNtBlrJ6cko9E8pqP1LJj1tWT+9J8NftUzF+vFyhRjn+6h7ZSYN76hpm3cpIa3vhjm6z5t75AxiIWLg4+bm1YuMSf4a1KKNl9364h3vqGmq5Rree9vEDup2c7LQeMJuQZ9Kh9GC7NYSq2tClm2ZDDFg9xFLbPnrO/3oti8n+rmBMWgveo2KWxihn9plz9n/3VB6zyDj6oWtcPjUWr7VVRXpakaz9sEt0iezCB2sV+t25dAmEEH8uhTG5aPGpohsnDIylzIhvVOfJ71fYypOU4gWWLrbozBFvGdIN1QaL6bI4DoujEXhQo7NtZTOMxeLIrD9CzG5xmabLe6deNYggRcjI4M3mUy0F1gtWo1sZ1/k4wuoKgwqQ9PiSkp/1GMO//Ec/P2h3PvarHxyyavp0yh/6qb8BSjJvlANbb+IJBj81Izoa3QgFWHUBN7KY2g2vw/D5g00x6QvNNtDf62SSSEAxYmBpVo0sxkrGrG6cbmlXNCHRURmPsOFiDozqvDg2hACdH8Zg26+5twrViHVNsqgjS3Cjs5KgM9kM1LvR1LKS5+bGiZw7Xpuf5IPbdP9/e3yrH6+KzsZu/OxaSeF8LY43SgejlHqvUuozwDPx63crpf7263Gub0Y57YC/GEJ4J/D9wM8qpd4F/CXgN0IITwO/Eb8m/uxngD8G/HvA31ZKfXXqRwjDQr36tsMhs0RceAPjOw3N3DL5g7vouyfC9MozGW1pjYu7GtV5zBduD53CMBpzDjWdbFT2W7oVNRoRlquNFUyIi9Mol+5hVVI+Pse+cB+8J/niXXTVys4+M/j9meRyrEox0Gxbsdnv3HAdoWkGS5cHCt+2fmYbH+p/XJZCIAgyFvO74ggdRpmEYk1Sibm1GuqGw986Zud37g0AK0jksk+EQtp7dym/ZRnj4vgqkQWkG+m42HuSuxeki45ubHDjRByVy1bGX6lBlS2m8sMijYJkGdANg3vy4D8WMSCXyN8986wvQhushSHGuR+z9WOo/rFQ8K/+gTDGdCOLlMtll/2xf/JBuomRrmaiY9bM5vpEWyPvwcd/5edjUubWQtdIdDWIieZv/rMPoVvPv/Mf/o3BG+19Pymss9/8Zx+S2IIYJdAvjJKhEh4UorYB+kKfSUR3OxVdDSAmlt4LG1CrgZZOCNKdwsY1orcJMpslIViNH8UIC0CvKkJmZUTXOMmFGYqMoZuLzmcgjET9iWB4MmL00b6/t/nxkdGnWykyumcUqg21XLA4ee71foZZNHRRNyW+ZTJmVWUrRW0L2wHpnE3ViXDUB0m67MTsUrRJr35EFoJ6I3Uw/zPw48AJQAjh94D3vR4n+oY/2xDCnRDC78Z/XyJV9AbwU8Avx1/7ZeA/iP/+KeB/DyHUIYTngc8D3/eKThbnyd1I0+VqGKMkq0C9mzC+eQlVLYyuIpdUy1WJnxbY4yV22QhbzAfBPbat/mdTURJ3HdvuxAQvIzG1BbD3xalzg01NdlqD1pTf8SjL9zzO+rEx7USUzqp1tDf26K7vEbJUCp9SqDwT1+dtUefD4zClZZEwGpUkqPlM/uT5ZnwWApyei4eaB59ZupkApMrJDehzi98ZSweYWOon9vHzEdVhwepaEp2Lg3h5wcbing1lOFnLGNKWXnbniZiPprcvMJWnmSbU1yc0VyeyWKSakNvBT6tX14PsYvsR3KBXYcMGUz7qWWKipYy/1CDGhIgR9UUhAsnKyziuyxR/4s/+zSEeu7e68Vbx3p/+RXptiakC7/0zvxgJDfF5LjvpSjLND/3U3yC5dHz01z6EbkXb43PBHz76ax8CJWLI3v7F1IH3/8RHhrHPB370w6CJ7KvISoveZ10hQlQd8SxTOVDQziRZ1aw7koW4RNjzUjJpQBbQOO6MN6Fkv2wLkPsNhIsBaTGFVJeCp+CC0PeVwpTt0AnpxtHspASrxVJJQcgEwDeVWOFsH3orTiCo2N2pmMjZf5QDmNIPBA1bSoFNLjvZ2OzlJMfrgc2mApBY3CwTxluy6ZSGola7geiiKyFFECn3r4XYUkD+N45VTAjhpYe+9VoAUV9yfFPLqVLqSeC7gX8NXA0h3AEpQsCV+Gs3gO0X41b83pd7vP9MKfUJpdQnmlDhru1y/v034vgkLkLRQyu96FB3TwZLlnC5JIRA+8ShMHAuLlEv3X3wBHGnEx69CuuS7sosnjgWlx5o10q+52PHcbgno4eqgumY9XfcIBjF5R9/lHYsNMxk4Zh/5hyA8rEZ9X6Gz6yw4LazbHoQ1mhUnj1Y9LIUNRmjZlPRyGQp4WIhf7pu41wcH0P81xKI9hzNXk51ReJp612Jxa2f2BPX3Lnl5ffPOX9bQr2jh+6hKwQH6ZMmTR1ismRfEMKATXS5GIqqVUn+7D3Gz54AMsboKcPVYUEz26Rb9q4A3m51IIkazg8R94kuy333IsVECoiMpgTHeUCwqTbiSdNuFSAYnAa2A8lkkd8Urt5toMs3jr+6lTn/D7/vFzBlJ/Y3sVj+yA/+tUhl1pHKG4WoBrGAiZTqj/2TD6Jbz8d+9YNynn4kOLgJbIp5H0sAm++ZVcsQLta0UjR641Qv+g/VuQe60qF76T9P0WXYTcUJAKNIjpeDU7JyQVyVQyA9kxFaetFJgVYbMF/5gDlfS6GCQQfTj9YAwbSIZJDIEnS5Jikl2bTP92mnFl0H2olECtj7i2gdUw7dUnNljKndQMhoJxafmyGcLRhNu5PL+DO3r0n3Ej+FbySrmJeUUu8FglIqVUr9N8Rx2Wt9fNOerVJqAvyfwF8IISz+qF/9Mt/7Mig2hBB+KYTwnhDCe1JT0E57S35ZMHp2UnbWkf3+zY1P2GyCGo9Q1pLcOoGj002X8ID9S2y9E3FKtkeXD16Ad4KzjEb0CZnh6j6cLQah5+qdh5jK0Y0SXKqZPnvO/JP3yT9zC31ZYpYNo+eOGX/xgmAVzeGY9rF93I0D3JUd3OGOEAmQMZlKU9TODDWbiBuAVpIwWNfRRTq+fFGPoyZjcQeYjCFLZUatBNg26470tKHbySU8y4vyvt5LWR8aTLUZUdU7inakyC4c60NLeik3tOTFOPKTVujLERcwjd8sSs7JtZc1+c0zTOlEiBmgnZqo3Jev+2K1PX7bHoEN+paozIY4PgthsPTvdTHbTs9BSVEJWs6xSchEgPdEMB2QUU2PlfTn6V+HroiizdhVqE6wkGC1eHJZjbcau2yHa/OpfI4GW5mI66i4sP7JH/sw7dTyAz8TA9aUGiKkIXaZvfty6bBlh+56oWw8b2K2GIDC5JLnrobPRJ8LM0Qcg+TXj9LBzmWIfHbxXuhFjjZiGz2A3nkpnAEhWVyuB0uW7mASDSl91E51m7vY9TorKTrpvaUw+lYu+tCFYWPRjlQ0+4RutxBrmwBosRpCq43IM8TxdumGrtTlVvCa2Mn4zNDtjB4kPXydh0wCXzsdjFLqv4oY9R8opf43pVT+R+HUX+PxnwM/i2zUbwHfFb9+zY9vSoFRSiVIcfl7IYR/GL99Tyn1SPz5I8D9+P1bwGNb//1R4OWvdo6QWNZXEwmwQtrstlBoF8ifuzc4F6sshcWS7uoO5TsficD6VmEJ/oG5NErR7GTSrZxdDLu+gT0WF398gDRBX66g6wSr0YbsuJb5cqGZffYcjs9Ere88flyInUYuhTG9e0lyWg2CPNV0Mr7a3xF3gTwn7M4I5wsZy+3v4g5m4q02jt5QQcgFXNknPHIgVjdtR1iVcP8Ue7aOFFFYX89ZPlGwvpJSXssoH5sSrGH8zBFX/tUxB39YDqOj3hb/8obFVoF6bkiXjuysxjQe0/pN6FcqlvbZcYkvLO1brqGKfDAiVT6Qnne4XEZVttyYZPYZLzp2GA9MGMKm41BRQ6K78EAh2aYtDx5k/Z8I9vespT4wbYgBiICzdDMb8LlfpINWJMuNOHDoKmpZxJr9ArxkyfhED0mNEAujl8LbF86P/l8fpDfJdJnGNB6XbF9XfB5+g1n4VOMSjWoFUO/Glna3wE1zMaOMrENioN62+8L2ZxojtGZVCY4hxqPxhXNh2OkPiZUhkByvhQRwKTZGyaW4O/jUEsb58BqZCKKrzg94Tl8AhHIcMaxIXZYxp5bxZvSO6zI10JX7AtvtjMQzbXckVv+thMDZi03gnvLI/dkIC9KnYroajIzwtp2ZX+3xWin5lVI3gP8SeE8I4dsBg+DQXxan/lqPEMJxCOHPhhCuhhCuhBD+XAjh5Ot5rK92fDNYZAr4O8AzIYT/aetH/xj48/Hffx74R1vf/xmlVKaUegp4Gvg3X+08ApIKk8kbMTIcHXVMnrsYAPJw41AEi48coBtH/qmbYqHycNfS73BiIck/dTPiLSGaBMZYY6MJTSPBY70rcv9vLRhKcvec7PP3ZYd2eonSWnCgq/u4eS6MnYsl3D9FnS0wFyuyu5eYu2fo8yX21gnq3omwyVYruHMki8fBHmpVol+4i751H+pGmGpvvQF7c7FIj5npfjqGK3t0b7+BOltg756TXjTkxy2mFtwkXcgO0u1NAGj3xwSlmLzsmL3YgYfd52oOPrVkdK/BVl4y7jtPsmhI7i8ZP38pN7OCbmwJiSF99g72ZIXfmUj31bmYiaJIzzvSpX+A4SVpkptRVzCijfH9uMtvihFsYStOxJr90WVqGJ15y4CpBMVmDKUYRlDbZIBe+CdsOLk2u/Zkpy268ZJumWt048nur2SBXjYk5zVunAjLq/V0YwHvt50LfJ/lUjlhjWlAM1jS2DpsrqtnvSlQzg+Z9O3U0k2SobMbYpObTrqYOCrru5VNNxY2hcborcU/RL2VQy/EVTykMq7Vy3pgiA0ammgtYxfVYMMjEQDSlbgiEczHiVgTvUmaHAwoC2F2+UJICn0Eg4osxHTp5f2Ml5veXwlDLfq39eOv7N4qdlnEbj7mCs3yaH+kMOtGRreVuD6zzbb7Oo/XQclvgUIpZYERsqn+Sjj113QopX5ZKbWz9fWuUurvfj2P9dWOb4b09AeB/wT4tFLqU/F7fxn4MPD3lVL/KfAi8NMAIYQ/VEr9feAzCAPtZ0MIX31wGj/AYm+uMG0g/70Xhf2VyZim3i/w18ZkxyX6fLXpXLYV8LD5t7UC0u/tCBNLKVSebrQp0zFquRYrl7MLwmqN0pqgtFCDow+UzxKyz9+TkVZ0XFZHpyQXEn2MNQLmNy1+lKOOTh8IMwPowXw1m0LdyKa9H3UoBFtqO+z9C4KVx2c8gqZFNy0hzzDLGn9V9CdmUWOPlwS7Kzf0WS1mhXfOCEVGcm9B+dZ9ps9doOqO4oXYVdUN3WSX9KLDrFv0qoajUxkJzqdCWU4EN2nmKYk6xLxwD3Ui48RQ1ST3NOpgOmACOjeU+4bxvY5upIfFvWds+UxBxC66TNHHJPejlj6+2UUjzr5j6WMEJLEyvowubKjN/fgrZq70XUzv5mvXXt5LwKcK08hi8f/++l8SfYpRMrrpsZCy5Tc+9t8DoroXsaboYbrCYipPOzODUFTwpd6kUdHlm8jmZqrJLsS3rZlZTM8yU3ogHJgykCxFSR+sEov7xm0YYyD5KWx1MP0ItRdiGulihKQScZzYsalS9DS6bIeRFy4+Rp/PEh9XAsgC7cySOMFyTBn9zawUoRALZK/18YnGFwbthMbdF5khh4hAl2uyylFfnZDeX6EvV5RPX0H5QDdN0K0bYhD6e1nFMVzQsWupnXRiTYdW4sj8Whz+NdqvhxBuK6V+EVkHS+DXQwi/rpR6AKdWSl35Ix/oKx/fGUI43zrfmVLqu1/9lX/p8Q0vMCGEj/PlcRWAH/4K/+cXgF/4Ws7T8+ebsYwmdj7+vCzC+7uE8wXMJrhcM37mSBbxVbkBdh5QwEdWUZJAkhDKUpwBioJQllJwvMc/dgVzuhRhZ9NClhEmI8LxKSrP8EWKzyyrx0fMP35TCkDPPovK/NB1sAyb67AWvSoJOzMpXOuoqYndkbIWmpZQVajEir7GOTHoXKygFraPajsZk0XlPFp2q/p8iTuYoauObp6DymVH3XjMySWmkQLoZzv41FC8cA7H8rlU/euiFPkzoq8J0chyeC7nC5IiJewVuFyEhaa12EQ0QgIGN7BYYhdL/KOHZEdr2r2CdqIp9w35mcNPTNzRCw3ZVLI77sayqKKACjRqUP/3zgLBbEB/emrx8MGSBTGEHgOIeEucmvUdgUtlbBcMsVOT0VifJvmBH/0wiQuDTX2vSvd5wo997//A6skJSezKxOpfzC3rXUuy8tRzg603QH070iIuLNSwYcgu/IDXmEawjG5kMFV0F7AKbRW0Qve2l7UUhdZJF+PF2DFkVtIr2cKS5I3cdOQIklZpAAAgAElEQVSJ3TDOvAdjxXKmL0pNGwtP/DzFwhSyBFs6Ueb7INoYEtEw5WbAhnogX1cudiH9hIDIzJSve2ds3RGLrbw/6YVMKPTFEhJLsmxpJwnBarpJOozQAEztohAT/ETEyGEi47ThWrotssPXeYQArX/FBeZAKfWJra9/KYTwS/0XEVv5KeAp4Bz4P5RSf+5VX+Tm0Eqp3RDCWTzfHq9TLXjzmucEGZG4JAq5vBfQ/fQCtKJ6ao/8fgV1g64bwnQMZw58BBe0ErA+LprBe/zVHfQXVkI3blrCY9eoDwryT7/E4m0Tdj7dok4vaJ+8ij1fw/2TgVmmTxZoIB8nXP6JJ5h85liKRtvTQP1Gt9Lf7D5SS/P0wYwYpYV27JwA+VoRLh4kHARrhWXWdYTdGX6UojpPsz8iWdTittunS1qNPV7SHUzIzmr0usHNx6gQaHdz0Vjkiunz9wjBo5IEf7gjY5LTi1hkAw9ocHrX5LsnZO0O7d4oChMtPHlI8rnb+CevYV66P0RK6xfvo9KE7P4Z6d0p9fUZyaJhfWWyxQyLmEQL+XEY6Ms+4QFrdsmJ2QD8/eIugH4/bopvdbchCwStsFXEXOJj6U4WdW9jPLGDdmKwaz8YJ6o4129nlvSsptnLYxZKii39QEP2iZKiEIgdkRiFulSTLB3txGwo0PRjOkjXAl6bytFOhK9tY35KetbICHKbUdg6VN1JRLL3hCxFVTX6st0A/r2zcl8kevFlX0AeVv33hID4/qrODR0RzuNGNo6enLglx0Ljkg05RlfdgLOgGLQqunF0mRWz0dajOzMQP7yF3hnZxJFhfvtSipo1mEUlBUYJI82W3eDh1qaW/J6QXWSs54VpVimMa6UrS179MigjsldcYI6/il3/jwDPhxCOAJRS/xB4LxGnjt3LNk79tR5/E/j/lFL/IH7903yNG/hXerxpC4x4OcnCM7rbiT1+WcrOf1TgjcLcP8fvz1D3TuHicuPxpZWMwTonorG6geUK/YXbMtaZjQlZwsU7ZoxfrlGjgmTlWT49J70Q9wVV1rJApYl0OAdz9GLN2dMZ1/75y3Kjpgn+2j56WaKaVkZrIaBWJe31Pez5WlTH1UZ3ILk0o8147eGjL1BaUb/tCumt8zj+yKivjkmPSnTVSIcTvaraqzPUJKMrDHYtBo/dbioZ79GDa/TMfbm2PKd58jCOexxhpyAYTXrzSLCt/prighW6Du4dkxwb2qevA7IImCejxY4xKCMOBQRHqKWrU1WD7em2bEZcykFI2HQiQXC2ISIgyjt0S1S992A/dAUbKnULxEKj4ihFQPUN/RjLxsSzN1uM5/XxztGNJzlaUV+b0utrmt1MlPSJlqRK4H0/+ZFov+8HjEA5YazJc/CD07PyMiLqBYc9TdeWnSy+rXTlpnKDjU1y2YomZS/HlE4CvqoWvVwLRhJjsKVo9kB//xpuYVhOxqzBhI0+pGk3Baj/vX7stvU9H52MTSfplXbZ0o1yKfY9zuE9wWwVw4iF6VYJMaR2Mb4gRK2V4HOmCVS7mtkLbTQYNbj9qWiFcosrZEcQANV6yIy8n5lEI6jGyzgsCqhdYdF1h7JGJg6vwfEaqvRfBL5fKTVCRmQ/DHwCWCH49Id5EKf+mo4Qwv+qlPod4ANIs/4fhRA+81pc+MPHm7bAQFSTW0X+whkhfojW3/MEo5vnKB9oHj8gffFYPpRJQuhHYztT1HIt4LlzcYHWqFlkZl2uUZWlOC5ITsWAMjttOH1XgV06fKpJy0ra8aale/sN7P0FfpRz9Vc+L2tUDAvT6wqCl2toWoL3BB+wX7wDgO4JBKORjDqqWkZi1m7GbH1rHkkIIQSYT0lfXgieU7eYW0fkL3jUOEbYxixzPyvoJgn5rUuqg5l0GSOLzzTt2MrCturoru5gljU0LdWVTLCPAPlpJzv7t17BrFvsS0ebjoYN/ZWuI/ncbcLVfdrDEe00JX/mNmEyQq2rzZsW5P+F5RqzLunedl3EkKkIZGUB3qLs9tOVboOroMDlschEgFx2v1J0upGCcrMwCp1atDS9/UqP5/QRAT7TgxXMdgxzNza4J+ZD3o0tPR/9tQ/xvj/9EbQL/Mkf+7AYYDbiS0ZktoXIJBxcELyMvHrmGshoTijagXas8Uky4AntRBIfbRwzBQVp4wbszI0TVJ+PYs2GjpxYqNutBX57Zhi7mm07GdjgNA//XgzFU01LyNINUSLiKuICLRiILQVgD1kiPmSKwTK/Z435VAsRoPHo2F2pEOR1aAOmloK+vmJJlhl2UaOrBl9Y0nMpPD7R6LKDSTKMe73VpBc15Y0x2VGFqQSn6g01X4uyEOA1s+IPIfzr2F38LoI7fxL4JWDCl8Gpv87js8AZsQYopR4PIbz4qi78yxxv6gLTjiTqtnpqj/yTl6A0+f01F9+xj1177GUE5FfrB0bzqmnxV/dod3LSOwtCXaOyDL8zkTzwpsXvTcl+/0X8E1dxB1cxq5bdZ0p8ahh/5h7BCYjdvf0G9t4F7bU5ZtVSv/txurEhO29Jjtd08xx7tobj80HXMmCFxkjX5WQktz2CCoMbs0bNp+A8fj5BnS3EU61ftHvMxVpwjdCZ++/vzmnnIjprD0boLpBcdnEWHsdBMSmxm6Q0uxmjZ48GumifgTK6ecHy7TuEvYS8eASXGbJ7K9Tdkw1pwjnwDnXnPuldJdhTlsLpuRT2bdpsCBAcYEi+cIdx8SjLR1NcJt1H73XWdwGuDxvriOMrAeyDiUUiSMEBBjFjl6vIMIyfEyW6mP73+9FUn/ECsauJHxTT28lkGhXZZn1Y2Xv/zC/CSIsRZ4cUAavFQytShV2mMZXgLEIyYChszVgPdGtvgEQKjZATxJ5nfLui3k0JjceuWgkWSw32ohr0K3Ru2GAEE1/v9itY02+r+oEHXJUfclpW64owyofvhUzcptOzivpwhO48Ton7tookAG8VumZQ2WMUIUgWTB8Qp1sPStGNDaZyJJeaZhZFmFFw2exI1EaXG7IXVrTX5rSzlOxojctyGYvtbeLJe7yn3c2xKxfp3OJ80DtBq6/0mnxNx9c0IvuqRwjhrwB/5aFv13wFnPprOZRS/0V87HtEmgbyyf7OV/vYDx9v3gITIFl5yn1D8fnYpUQVb9DQzDSTxTrSPsVWhd4c03l8bknvL6V9Ho8eBP6zlOXb5szOluh1QzvPSFa1MNGAUMri7p+8xtG7R+x9Vlg97TxBt4HJs2egxefJZ0YoxPGGDau1XEuWEkY5/tqu2NVYOzDOejaZGhdyg69LmE0E9ARC3YjAMx56VRKKDLVgMN/0b7mBObpAO0/Xz8R9DAXTiux+STfPSF++oHxql2TRkp62uIMZO793IvP0y1JidBNDcunIXpAcHdt6qmtjkklGcvO+XCPIdbt+lfYE7x5k7W1b7oB0diFiRJXs3JuJbBqyhRhuNhMtJpB6Mxa16xDTMBXpZRiKiy1DVJpvupDsUnzPgpWiI2SCzUhu8Cvzm45COxECutw84Cjgo27Drj3txIjNSy7jrJ7OHIwWurKVcw4aEC+juIHmC5vbXsk4rO/WkrOOZpaQndbUe1m0tRfbFB81U+WNCaNnjyEIToFSQlVuuw1uAl+xiHzJsfV7oe+CY64KVuIBVO0kwiAzMYlTo5uNVQ+wEXr6Ldyrt9L3QYggfTRyEP2Pd0Tz1EC5Z4QAMZbnZS8qGal5Btq2hNx1uMygKhlVBq0kKdSoyFbUuHGCPSkfdJF+FYf/FjCyfIXHzwHveL20L9vHm7fAREuR/NyzfNcVxr99E/fYFcEZKi/q9d0xrkhIzheE6Uh2fKuScOMQc7KUOXNZwaggrC5RTSGBY0ox/f37UY1uOH/rPvbGAZNbDenxSnQsu3P0smLnC3Ee72TOXO8khMfnUWAnzr02May+/RrpWQNhD7uQAqVOLzCrhObbn6DeTUS0aBT53TXNfj6MHdJbp9KxaNmlqjQRn7EsxU9y3P6U6rDApzukFx3pp2+iX7zH6nueoBtpxi+tsS8dSde2m8s6HwLp7XNIE4ovnIDWtFemsthHV1q9rFBlDUcrspePpDCqOe00weWKYBLcOx7BlCJoM8eXcHK+eY+iw/QDyZuhp75q0YOMRySLhjaGSeUXnnYUHZxTha0jkSNsuhUdO4JkFaJVjbDPeuEeMAg2h6LRIZ2UEtyuZ5jpOCrb5N3EziKVLqO3mt8uMqYOkoBpFUkVc+G1il2G3hQXxPK/K7REQndAKgtpr8XRHSRLuejkQoSpPjMULy9ZPz7F1J7ksqEbJ3TjZNAdpWeNfBbKWgqKjp3GV7LqH17/2Ml4vykq20SAwXbfDP9XVQ0+G9PtZcPrEBJNM430XwXFrRV+lOAzg258BPej5Uy2wZHcVJ6D6eR16Ud5XSHvtfJw8TbN5MUg11g32MsE5cQNwieK5NJhFg3usIiWN1LMTNni8yQyyIRwYhKDqppXsKD80YewyL41fMZewfEScPGNONGbtsAExWAlzwTGwOItYzHNW4pArLoyorgTR0ZtR/XkHsW6ktY+t9h7F4QQnVrHI2GgxRtM1dLZ1I/vMb3VDepqlEKNC86/WyjqXa6YtCH+TG4UlKGZW7JzEYjVVwrquRH1YNw1B6vROwW67lhfzVgfyCKEhtN3zlHRtLM48VQH18iPaux5JaCuUjIO8R59dE7wnvFJMWgXgrUwHWMrx+jFBe1uQdid0c0zmVknmm6eocYp9rzE707QF2u6sQSCuXESd4QFerGW12a1xt04YHUjH5Iok7WXImg15qLc2gVvsc3a5sEi04eo9dhS02KPl5g9AVhcJqOtXt0OUO0pprf9kPPjrZLFWolOpncdGBhJGkwlP3cRxLeVx9TiSNBjCT2Nd+hoIhutz7sZxmWVF20Om5GaBJsJdpJeCqW5T98MlkieCPhUzq9b6XpcIgUGLTt/5SR2WGj3EuKla0c3zWS0OTFUe2OmN9e4YsvAchgBCUVZdU5GWz1j6qEupX+uKnbwpMmQrgkC6oc83XSc/WNYg08TUfSvWmyMZRgcnzspls1hEYumdBLKCXg/jIN752XFA/+3H0/237dVQHVxfJln8nkPQVyfEZaZCoDV2FVHO7GDqWk3zUjOK5r9QnJhyg4/koLzao9eaPkGOb4I/KZS6leRsRsADwnfX5PjTVtgCEQTwej3ZO1gHdKONflJh6kdJ9815/DeKeu3HZDfuqR5y1VcYchvX9IdzrC3hUHjp2PC4RxzvACtWbz7KqaRXVY112gHxbFifS3F2/lg62FLCaVy1rC8ngzXZutAOzaki456x0KA8sCSnzmqw4xqV8eFTUDOZB1YPqbQDSRLeR71jmJ91RAsmGrE/IsZyXIqMbqVjJCKL5zIorMqpeh0HSpJcNNRDGxSrK/njJTMtbuxITtrSb9wRPX0VcLBCHtW4meFEADGinoqRoQEsIlBn69QeY45usA+MmJ1zTK95XCpoplZstMWN81JTi9lTd5O4oQv7WDUZpYdyhKqisknltKBjhPaiaUdy+7WJVCcxOCpIJiGLWMaYhewAZKlp55LmJjgNCEWlk2RakeaNsYvaddTnBXpKnqoRRDftCFiOH0HA/WOjMps7FbS0w5dx5jliOfY0gmQnaihE4UorOx1LXnsyHpftonCrsEVhuSyo9lJaWaa7MyRLlrSs4Z2mpCfOKqDnDRSkE3VRcW+hiKV7PpUD4Fjg/5Fazi7kHujbfuPpiz2pWwIVJaJKWrMP6IXC6eydOhGutNmd4SuHS5XJJcBVXtUIcXaVhHgt9HzrpEupk+aFCfqWKC1+LGZKmIvBs7frpl/XhwbxKhW3ofysSnFbVCdx03SwZy0HRuCykjPanRr6EZGXn+r8LkV37YYG9B/bl6L4w00Insx/knjn9fteNMWmKCjw24Ksxda2iev4FJR9KsAF0+l7D5bsfNcydGPP8Xhv7iFO5yTfv4OGEN3fY/yeoHduY4pHfVewuj2mtW7rkYHXUU9k5fPND07SZOdtiyeSKNliVjWBwXLGwnJarNQLR8RvUM9S0nKIMA0UM9lBp+sw+AQfPZOyE8UdsXGQytRJMuAaVRk5MiiB1Dua5TXkTW1T353je53oq04ApiLFfpSgdZMn1+hz5a4J/ewK0c3Mrh3XcMVGrsEqxTmdMl4VVPdmFHNU7yFi6cyRkeWcdnCqsTvTFE+sP+HtYgAa48pxSJl9OyRMJiM3rhDf8U3b+vnXgQsIbTom3exT17DZRrtFJ0SskFS9tkhoJuYhlnLa+QNtIWJ1jIqRgzEDqv0kSAQ0E7MO20pC7DxiqDDYGMjhpNSrIJRJGtPtWNIl37Q2rQjTX4m1GEfCRKmlg2GWbUwTkgWMlbrRtEJIVrRpKcVy0emkvnlpCsrTsLwc1N1Eh/RFbRjTXbmqfcykkVLeTWLsQOa9KQiZIZmf0QwMHr+YkMdD0EC3qJqX7UdIYQNYWR4/fsuSIv+alzgdkfopRihhkSTnFWo1smCXQphxU/S4f+L2FJYX701jWkCrhCfNd35jTGoUgN1W0aFva5KHm56UwpLtaNJ1oF0GU1Jx1ro2J3HrDv0NKEda5K1J7tfCj05BNLLFm9E6BusJjsu6SapMMmCBKi92uO1ZJG93kcI4a9+o871pi0wvT2IN9DMLIlRzF6sBfjrPARLNzIULy1QrmDxPdeZfeouWIvfncgH0CjWVyz5qaKeG7p8ws6nT2muTJi+0FAdZtEAUXZUXaa5fCwdQrh8kA5mfSUZxiuyw+o9tohFJoLDpRQgl0VKrhG1+s7nAi4T8NplkX5rA81cwFLtiDteCEaTrGUH3hWwfMTSTKaM76bgwV7m6HunsC5RWUqoakznhAQQonpaKbCQnnfYi1o8rZwjmJzsuKTeFR1DD4R3s5zy7TtiZ59LTHJ22klglxWAu702J7l9KtY261LMP8NXKTSw6Wh8ABz6xXvkzT6umEY7dxmDJaUwy4KW96K3eSfIJsNUoBJZsXrL/nJPY6tN5yC2MKBcNM1E7FrSlaezSopHoQedTBKFjr1HVh850I9/glYD+cCUlj48rBsZVKQfB6XoxpqLnYkswHEDki4C2WlLdZCQVh3H3znm4PdXrK9YJrcalo+LZqrcL8QpvA643FDeGEuOTaaEMl8kKK1RVS0hdpdrQp6inFDBBW9xD46+gJ4ujtL4cY5ZVHTzgnYqyvzkyONTKS5ultPOUtLTClOJS7F2HhohRLQjOxAWvFH4kUJ3ZghGE+NPhkIUrKadS3Gw9ZZNUBtHni4MxAufGtwsE6+3Qgp/dlJLZsyiER3MqN8IenTjRe3feQnVew1rwrdImNhXPZRSh8AHkRDHgXIXQvh3X+tzvTFeka/z6ArZ2SsfKJ65S/ryAuUD1UFC0FDv2MGHKGgIl0vW77rG8ffuUu9a0ktHfuoobi/JFo7Zs5eE1JI9d5f19RxbCuDc5RpTevKzjvzcx/AtWeiW1+1wM7QjFcdG8ql2GTTTHpeQkYhpZFzQW2PoVpyL8zM/FJf+Zs2PA+llQMcpam/kqLuALQWfGR070oXQZF1hCErRvuUawXlhrCmx9ycISytZdYNTb72XcPn0lPZggruyw/rJGRffNsNWgfysY/6FClN7ykcEd6l2jQSMrUS53o419rIl/8wtkheOCIulZNPs7wi1OsuG1NFXdPgguou7J4xurYfRUl/YIL7f0YF3SLiM8Fb/Opta/NEGd+VIbEvWnvzMkV56srNuKCT11Ax+aqbypAsnKn4H2Xk3LFLCApPC0kwMdiXRvsmiGzJvurEw9kwcEfkYjDa634qRZy7XqjsJEsvOHab1jI48rrDirmwjfhOLaJ/0OVCdow5FO7GrUb36vmnF6w4I0eX7SxJRtw41nYgQsXVcvmOXbpqQXLa0YwNWo1cVfpyhlw3paQVOsKReyKlbT7UntHufqgGncokaAHwVhHZuS4futoxODZsI7k42Ev3I28R008mzFzS7KXbdQiz0YowasbnDnPUj2UbkCZsY7cgO7HVIr/YIQdEF/Yr+fAscfw/RwTwF/FXgJvDbr8eJ3rQdDDDcyC7TtI8fYC6qaFwIO588wY8y7v3AnP1nKrLn7kmWiwsc/tYxzdUpqvNk5xUn37vL9KWGdjen3rOYRyeM7tTYszX5C57123bRXaA8SPCJfPh9CusrmuJIdmHNWGb+3YhYKNTASuqB434H2y+APomq8zpmjXhx853fbLl8zEqAVqpopkQMQJFeyGghuxDKqHKIuK92pLdO8fMx9nQlDgOJpXl0j+RkhTpbkLYdIUvpHpVRV7lrKE7Fbr/eK7ClR10Eqn1DlxuUS9AdpCvP5HYDSvyllPPUhznFcZzrOy+R1CDjmtt3B92RKgrIM8LZQ+yyB3bTW7hMXBDNvXNGSnHx9BjTCPbiUlk0Otszw2KLpYg+YptClC7ltbaVJ1n5IcTMrhzlYQIIrpKfdmK8GAOsXN7brCjShWAtyVILPXftBmdnWzqUD0JnLozsqqdCU/dGnqNuJKVy/HJNvZcILtQQuyH5HKXnNap25B7qvYTprZbywMZMG0XSeNH01PH5ekApbCnXay6qL2WOwQb36hfXniq+9bqHyyUc7rF660zGskbRXMuEIacUSolxpW27IQW1mVmSyw7T+iEOWV4/6cibqYy5BlIMRHsdYcIpF+jGhvyoodlJqHZ0nBAgm7CRIlt4iqOWxTvnFEeiAdKNw9Sei6cS0l1DeukxlSOv5P4PWpHfXVFfGQ1mpoqAWW2JTl/l8UYZkQH7IYS/o5T6uRDCR4GPKqU++nqc6E1bYPrdP3FM5RNN2C+odiSkSC3XMMqwVeDs7RlXTme4sUS/tlcmQtFVSowjPZSHCfVOpMZWgXqeE95aDIFVqZLFX3cB4wIuCvm6AtqxwhVizBiUIjsLdCOFqcDlMlJJFz2IGRcLF7UcceyTrD3tSPCI5SOW8V3H6qqh2geXCbuMMxnR5EcQtCGJeEJyIZnk7nAuueV1O1A80xeOIbF0T1yh3s2i+/EmXKuZaIKxZKcdwSqqfSPY0ioMOR3lnqbczTANZJeyuzeVFyxnJ8HsPsnod16IOhgeGI2FsoyA8hbw/2UWu4dHZaEs0cuC2efBZ5ZmR+bvPc4mYjz5NygZL0aasnw/EiXm0mmlS49deVaPpGQXjnpuBKNJBZgPVg+xAT5RZOet6IZyg1222FIo6GrlYpSxklFYZIG100QcHhYtfmRp5sJuaqYaEPagaQPNRJGsGKKmF0+NyBYOE0021wfJUDxN7NzqHc3sZrehVSNBaHbVodpuo33pbXfajrDlawdsCs1WwVFJgjdmMNiU8alERHc7Gemqkghko1m8bcrkpVLuOS1dXC+q1F2QqOc2DMF08prKONYnamDJDXHHMXDOp+LAAHJP6HXcTK1a9G5CemfB+m27pK2QMSYvO1wmpIpgFHZR4/JcCC2JiQmiMZjMgRsnUpRf7XrDG6rA9N44d5RSfxqJAnj09TjRm7bAqADZRYhYhCZdBKq9FJcqDv/NKf5gzvqJMUHB3mcrqkcmnL4j4fpvnAoteV0J3XI+oTjpKA8sphKQV3JmBOTps9j7/I5mqpje6ugKSzMF6xUuj6OPvuVv4m65FBGZjsmK3iqKU9n5rg9tvCFlEZSFTjoW3cg5p7c6RkeaZqpZXxMQWq834yEI1DMj/9dKMTVlSnpmcI/tUh6mAijv6gciiU0NxaljdCw3q24FnO1yzehuSzuzcWeucakZFPHayfmquez+06WPzgCK6t2P4zLN5JO3BX/p5/6wUfr3h4lh7A9jNMPXMSxuXdE+NgcfSBctxcsN1ZURzUw2ESZqZCTES7qa2c2Ks3fkAw5jS1mkq12Nmoqgs94xZBeyqFd7NsY/K1yqGd+uaKcJzTTBVE5GO1XL8skJkxfXVIc53USEp7oNkQqtSVYdPpWddBcdJtqxHrrW7NxRzeVcSSldiU+kyK0PBb8ZHXWoAKurhuw8jjTr6BSQRocALQt2upDOyUxzVNWJn14/jtR68+8/YjwUptHwdKIZf/qC6saU8a1Kxn5ndaQpa2ik+w5Gx3TLIJ5pSkHErPwWrRt6oopsGEzpI16lcLnkAnW5kGCSlWwSXapoxyKc9VuWPt3+mNHNBdUjE+yqo9pPMI28b8Vxi667GNGg6SbJkIEToo2/WTb4/DWy63/jFJi/ppSaA38R+FvADPgLr8eJ3rQFBi/4xviu4/wtltnnKoou4JOc5nCMvaxZ7xu6kWLxRE69IwvQ8fftxh2bROj26uriuKPct6RLH9t9NWhGsnNxb00vPdqJv5TuIL2UxavHZNoJpIvNCC1ZB9L7Djysr1p8Ih1DcdTiE7mp5GbaFIEuh91bLmI2BltKcmSyAF0ofCpFwpaBeibX4jIlj93B+H5g/eiYasdsdUwChndjNQDR1a4Z6NT9WCk/6+jGhumnjyACx5PJCFXWQtuuPcXLoivS50vxp8oTQmpZ3yjocs3i+x4VX6nSUXz2rphcwoMdTF9stlX+DycwHu4SQiA9KiVtUWvcOCVZdlT7hqBh8mJFdSWjmeihoCyeygcjzN4uxrSxUzTSbebnnmZq8LuG7NyzvG7Y//QanxvKK9ngg9YVlm5iCFo6v+UTIxlnRg+8/m/lAslpycWTO+SJdBlNIcUsP2m5fDSjneihM6nmmvnzDdVBQrlnKE4dzVgL1TaVz7S8pzL+6+m7UjA95cjSFZriTnRtmKRoK9qm5M5CCkGaijnp9uu73b1MJGCuPRgxe+5SNFWtJF36XPQ2oZDIbT/P6QqFrjuCTmJcdRg2XcHG/cL2+E1LlLbLtYyJI8PPrjzN3GIrj9dyT/ZdPEBbKPILYZmNb5Usnhqx85kGl0vB7C17pDPSdDs52bmMwVwqXR2JRjeO6krB6FZLM0nfcgMAACAASURBVHv1BeYNpoM5CyFcIGLLDwAopX7w9TjRtwTi9HocfQ5IMDC+61k9OaW8ktEWinZq0ct6SCdsRww+UF0RVd8xh72emaELmr5UM35hics1yWUX43iDOOLGEVl2LiB5cdIxuu+Z3PGkl3Euv94AsflJYHJLEgDT84Z06ZndbDBtYH01QUfqs8uEeqs7aOaKbgJtoWVcFsQ6pZnEHV18vj5hyLTXLtDlcoN2I8XymmV1zdBOlYyHJlDvSHdkV9IxmTreqC4MLsU6ZmwU9yrWT+/THUyo33JIuzeienKf7LyVMU6RyOKTWNS6Qr18jL5YM/nMCeNbFXblJHxsx3L2g4+x/uNvofmOJ4S+/EoB/xBQF0uqx+Y0+zl6WUHno3VLYP75NelSvtZNYPpizf4nFwO20dNhkzJazCh5nU0dC/NUvMnyE0c71lz9zfvoqmP1SEp60TH93AXFvTqy/qKPWSXx0O1Io2O2S7ASaawCLN4xpziVwtnlEfDPZJOSLYRY0NOdRVQo12WaQFvICK8dW1k8TQxCM9K19o/V78rFOkdR7+f4xGBvn6IvVqRfEEdsQhAPPm1E5Brjtx94iUc5flZgFo2YUxozjJlCYgZqr24ci6cKRvfaTWhaBNVVCNi1E9FrZFEKKUEKUG8J03cUEq7mSS8dLtND9ywPJn/ZOlDtaNaPjujGCeM7DW4kGTA+0aTnHdWuieNHg7eak3fl9MFtKhCDzWzsKg353fXXtcY8fHjUK/rzLXD8rVf4vVd9vHk7mCAdRLlrOPytY46+/4D5zZp2lFLcWlE/Oiddhg2Lq6f7xuxz6Vzi4yy8jCBiPkrQUO0nFPcF2LarQHK6Fu+tFyTCOFhDe30OHvJE0xXZkFkS4kK3eCrH1IEq6hiauR0sULqx4AY6TkvLK7Lbzs6ko0iXIvJ0kQzgMjZUUCsaDhVEo1OciHajmUA7U0NOiu7AlIIbrR6FyYvQxYKivBq8u9qRfF3PNPrQYprA8obFW7BlxAPqwOSlkqAV1SMTqt25MLJOK1SA6kqO6gJ21RGM0L59IpgOGMzh0+z89h0Bljtxr0ZvYTIPdTihqig+d08Wwoksjr3pY/WIvJ71roycqv0E90iKiQuv7IilMzSVLISmUbEYK9JLAZG7mK548V2HmEbIAK7QrN46o9wXTywdZ/rVniE7c9LNWk12tKY+EM2KbiWCuplqql3N/IsN1X7C/A/POXnPLl0Bk5edCGYvA9WeJlm2rK6nQ+yztwplpJDJOFU2ErbaEAJ8ouSaG2FzFS9eSG59kQnuMspFixQC6mxB2JnidseY87XkCfUhcnmOzxKaeYpddzE4DJITidw2rcOnFjdOqQ5Sxndb8QHrBHszrQet8EZLnHSmpUGy0rWY1ou9vu8nBGqwj1Ee8EKE6HLxmVve0IzuB2gZSC/peUd1kEiGzpWU+R+cUj06k7FgI2O6YtHiMsPshY5qz4qGyW4clu1lQztLh0yaV7XcBOheeeDYN+VQSv0AkitzqJT6r7d+NANeF5+bN2+BAaYvlBx/54jlO3bxCaT3lszLnOoRsd13GYyOZN6t20C6CnSZGmwpdBswnX/Ac6rLDdPnFgSt8aOE/PkT/CRH3z9DrUeEaPUfxmPSF08lSyNNuHY6ZvnUlGpX5u6mDoOoT3fSBeVnckOYiWGVaeodAT/bMRRHgWpPxiK6gWZmBsW5txBsj4PIwlPvSgdTHAdsJSBtOzKSAJlHBpsXsN5lMHkBXBE1OEtZ1OqZJCuKTb6M2YKR0V21pxjfEfpoOxHh38kfG8v5TRR+jjTV3pi2ECeC7Fys5bPTmna8IUi4TFFPFUfvu05+4Zh+4raMzraTBh/GY5wjLJZQ1egiJ6xK7LjA1g0ue5TRc8es3nkY3YcV2cINO9veZbGnfAc2dN/RfUc915HKLqr7/P5a6O2HkrTZ5TLeys7d4Hmnu1igCk1yKSC/TwR/qOea4n5DN0oZHXuaHcvs2UvagxH5maN2htVVgy2j4aYLwqjy0hXVc40J0Iw0efy8BNWPNuXl6EPVupFmdK9GNR4/zkSlnliCNUIpXtXilWeEmm7OVlJ8mla6md0ZbprjMytj4LJDR6+ukAhpAUCva6rrI9KLjmZuKe5VdJN00P+4QmNaj3JiF7S+lg6YlDDIZCzXj9J6P7JeTyTdYSwu98S1wmUwf77fUGmKo0ZC3fIRzdWJECraQHNgBjeHbqRRnXxmR+sObwUnwoFyfnBSeC2ON8CILEUs/y0w3fr+AviPX48TvmkLjPZw9o7RwISa3HGsn5jTzAzpwlHvGOw6MLon4sughZvfW8yM7rZU+1bwEKsoDxL2f+9l0nGBajvc7pjk9qnk3b98BEUhthtJQnAe3bkNltCAWlXMPrVidDijm6Rkty9QdYM7mGFOLqFzuGu7pJ+/B+98hFmlGT1/TvnEjjCNlKI8UHQpJJ2Mc5QL+ELRjRiEaN6CSvqbWMZiXS5CxN3Primv5TRjsUUpr0VA+CJQ74ogMRFDZlwmN3Q3UqAVpoyjtwSSlZxv8aTCVpCdBuodTXoZBCSfijhRN4F2T8ZvXVB0uSVdBTKjGN+uCIlmeV10Cj0Ntdox6Hdfp3jpEnXnJGo1thaAbXBaK9F2OPGWC2UFXcfo914Caxn/wV3wAXd1B4D8HjR7OesrdliYbSUdq8sUxVEj9jCRdbd6bIRuPc1uRnlgsVUgWYq9fDsSgaQ3aiMwza34me1aTO0o9w3J2hPGivKqCHdVgMnNFSGRIpYuHNWOYIGC4UF2Ll1RdiG4h+7EikiFjSanX6TbSH8PXYhkBGhHlnxdoS96IaUnjLIomPXgHO1T1yRzqOvkpdCK9l2Poms3iCa7UU4ySiTqONKb66sT0vuraMujKW6v6MZjfGJiVyIjqKAgdGqwrrGljfR7YY/JZ8xgqugXpsIQtBbMJuQtP5Y3KlkG0oW4JRTHHT5TdMpgLxvGL63pJgn2sqE+yMnPPcW9knaWUu0Y8nPH5GURXZrSCVZkNKvHJ2Rn7aa4vYrjjYDBbFGS/5cQwgvfiHN+a/d0r+aIhaJ3yl0fGlbXRD/gCk07kejbk3fmchM3HhUCo/sNtpLciX6npALsfHYpZn/OCb7ggsTQdg41GctCuCcLmTKa0LQ0T1+HIpc8mcsVVDX2aEH20pmwejqHuXcujs2AefmEMBuT3zxl9Pw51WNz6h3D+oqh2lVkZzKSEouYIOOu3t5MPxiGpTohFTQzseHwVnH0XWPKPT2kMSonm/lqT1HviYCt3mXwwkouQyxSDJ1NH1GcXgTSS8GV2smGIdSO1OCr5XLF9KWW0X3P/8/em8XKlp33fb+11p5rrjOfe+7cze4WhybZFKmRkkXZUhDJchLLsBMbChJACGQgAYIgsZI8BVDix8hA8uA4DgzYjiIDESRQkAWJiixKFEWaTfXct7vvfOah5qo975WHb1edpixLLfFSZDPZwMGZT9XZtff61vf9JycWbMBkkkFfNMUqvfvGRIgTNVCNhaRnGD/XJX7hBmyv16yy+lIt68Jtq0tQuqw/TlN5fdIMO1+IsDOO0Q+O0A9PMOcTgvsDum9MCQYljeNcKNWZzP3TnsvsiodOC+Z7kZAckpKs46xs+dOuYbEhmMiSTVgEQl33ppWkLr5yTtrz6NyNMZl0qlYr4jWNs5BiOb3ZIGtqxjddWvsZwcCusJTSU2QtIyFagcbkcm7ceSVWR2U9Kqq7LmDlvebO61FTJt+wgSsjW99FTxbY0CN7agf3/vHXeMApz8O5iMVpWMH0VlN0PZnQfW0g13yy5mBdA67QrPNeQN4Qd4ylrmXZ/YMUkcqROGihvtuV40EZaCrPiJWLIyQD68goejkGXHa5Tm1iWTmXWiQhOSj0JMYZpZh5hqqg8Xhef1/TepzhLIQyP99yKRoOede/LGKe5PQ8icNa9Z7evgWOf6SU6i4/UUr1lFK//o14oG/bDmYJlJb1TD0Yyiim8+qIixd6uDOxaNElDJ7xcRLAQuFrnLQiOojRj06orm5i9s8AqDZ7qEVKFfmY4VTSJcsK1WqQ39zCfXwhhpK1q6/39qGICLc3UBcjbKuOU57OwVoWH70mO8WWx3TPo/vWgsEHI9y5pf/FI1Rp6b4yxDzTpXIUsyvSSaQ9hT+ymARsCNYXe5PKlV193rY4c0Xp12y3vAaDfWq2DujM4o2lwKgS3EldVGZQNGSHnLUEo6iMnLvJLbCO7KiXLrdL9tKSPQV1cVk6WQPutMQrLXlLMKbgQmxkFjfbhMcx3liU7v5FwuSphoDXPsy3HfJGn5bvig7l7sFlV6jVJWYQRdgklaLzrthrFUWQ5+KIvQzLKivM+YSwqKhCF3dckWyEZG1D1lQ0DwuynpiNCpvMXS1yyoI/Kckbjoyuug7NRwumNyIhdxQV0aMp4+fXpXNxNItNQ3O/YHLdYft3BxS9kKzn448K8silczdjct1j6SQcnQmxIDpOyZvOyl/OmwnbMOmLvkkXlsWGxp3VjLU6RsAahT/IUFlBsSFiYVV7jdkoEKbdm48vGcN1J2i7LTCKbC3EneY4SYl7Lk7FRS9isS1u1tHxpbV96YqOpXV/DpU4DYAIKHUttFzluhQVFRoNK0+45QYub5oa95T/dbnxcWNLHilsLhsXkwrIbw345wVpXxyf1TyGpk/RCcQFo+WhasFr3jTCtMst/VfGLPaaRPtzsrUQU5MxKufJ7LO/RQD893KsW2tXymZr7VAptfmNeKBv2wJj61mvO5MLufP6UOzKjSa8EEC195UL8s2WiBBDl+k1n96/uk/yHXvoSQzrPfQigyikakeoBwew3kff36d86ip6kaGmC8gL3HvH4ki7vQEn59Bto4yRkKezAbgujKcox1mFhrmTjKwfUESa7jsx1tO0Hueyy7+xRulpxt/RFdZVS+HML7PhZawj4ypvIrvavKXI2ryre1MUoeSh6Fxih3Vej2CWI28rwLHOFUWj1uO44E7ArQHxJVmgqBDMpQH+SH4vbwi+AtItVaa2KDGK6Kxksa7xXSElmLRa5X+4k5ys65FsBivKaroR4CRCrkjbUqCKQFP6baKTHOfpPcy9Q8G1Kkv+4euCU7z+UIqLMahGA9tpMn2mt2L/lS5E5yX+IMe7d4Lttrj4WJfunQXxlWjldeXGlujhmMXNDu2HGUnfoYo0vT84Ir69vopNbh4IZb19d066HuCNhQ3lns6YfLAvHYdSnH0swJ1a4g2HtVdjzl/orTrO6LySzq28fC0axyXzHYM7s8z2AmEZhprC18R9Z8WCsxq8Qhh/VrPq/JyFkFFMUmB9V7qKrMS6BnN4QdVr45wL/qKiZWiYplhvrYB8/3BG2QmwShFfbRPeH+KcTbG7Pp3XhuT9qA5Iq4hOM6xSpH0fZ17UUcTeKgpZZxVoVgwxuKQqi6OGfGxSiS0oA7VioFkjjL7xLU3zsWCFK+t+C/GmR3SSUkQuJvTRk5jJC5skXcXGSYJVCmeWowqzEnGWkVvHTXirWAWd2xWu9HWtN/Z9gcEsj+rdEclKqet8jUrpyR3ftgUGK5oGd26JzkrUbMH4O3fBQnCR48wybORTNBy8h+eoXpO13z2HMCC4c4SNAopuE2cwJ9vt4t45EO+sixGq1RIc5WhA1WtT1PkS5nwqi19Z1aZ9BrWIBZdJM5TRsgP3PfBczCKnDB1ab4xgMKa8voWbVzinExjP8HptVJwy/8gOadvBZNA8KphekUWoqK3RTS7UTZ3XrKhySQ6wMrsvZWTm1PqbIhTxpzXQvl+RtZYAtaJ93+LNKwbPGJwFKB+cWIqPE8u4Ld0qsNoQnsmuEiWmnCCLXV5ntoyeNoQnAuyKlkYEgO6ikBFZXOLMc+Z7IU5lCU5kRDO/2RL3W4+VHqgMNMG9CXaZpFhZYTVdjGB7nbITolJxiVaDMe0vTph/9CpObPHGOYsdX+ziN3voRcr6Z99i/ENP07o7pYw8JjcCdGGZfaBL840B44+s0Xl1gEoyrOuQrAno3ny4IO/69F4eygL8aEq626TyNOMPr6Fzy3xTdDjhacViS9M4qkg2fAlCc6B9P2Ox5YpocluYYuFZQRlqgkFFMMjRSYkzSSh3fUpfNhiNk1KEo4geBFiFnYkxqhAMVJyjyhK1pBNbCzt99MOTy9tjtkAFPjb0ybs+OrsMKwNxbzaLnGynjdWKzmtDkr02WcvQnAslOe25Yoi6kKTIyhH6dekKwA9QGY3S9mv8wJYkGlXKyNRJSubb4gSBElKEU1PIGwf1uKzO7dFFPTJbCC7kDhMx8VwklJ4ivKjIuj5OLM4G7iSjCh1KY7Curk0xjfx+rimCJ0WeUpTf4iyydx3/HfC777KH+TTw09+IB3rfnJE/67F0XK3c2lH42jqN/bie/YptN1VFcDAju7VBvhaRXVu/zC73XHSSo5IM73AkyvM4gbUuFAXeyZT4g7vo2QL3YISeZXAxwoYeGI0djlGTmWAweS64TFEIUyfL6+KTMr7lcfL96yilcB6d4h6NULMFqhnJKA25GcOBrYWAmt5b2coYcX5FMd/WRGclwaBi46UcfwT+AIJzhYkV8XZF0YBkQ5wN0l4txlyIGHW+p2rMxDK5rRg9ZQjPLcHQ4o1FF4OV7scdKxr3HcJTtVL+J2vSOeXNWrdT1N1SBsm6YrEhuh1lZVRRhI5ECMcF5u6RsIEWJebgnGVaaPetOeGwJLyQILCkaxh95w7Fs9dgY02K/eGJFOzBGPP6A/QD6W7SZ68w+Es3iDccGdekBY39mCI0wiC0FrptgvOceKdB3nQEOHYVOrVgJMKg6EUMvnuHYqNF6+FCnn9WkvQcBh/rgbXoeSxWMA2zMloML8SE05tX9N4S9f3kuiE6yYlOS2Hw2UuQ3mQw33HlsRXE6y4oWNxorxyGvYmMwNKOaLdQlwJadyHkCpOKU3O+EZFvNtGTmKzrUoYO+sFR7Z5QohwDVYnNMvLNJs40xzubk7WliCoLZeiQbIa4gwX+iTA/vLOY1t2ppEH2G2Bhse2J+NJozCIX/MTR4lW2NL60rAqOqizUnm/L/JYiMHizcpUJs3SnXvqmiYeZFNmiFphmbQd3lBDvNTj7ZB+qCnchb8HRDFXIudCpuGqYuJTrrqhwZ3VuzjzHP41xxilP4ni/YDDW2n8JfBz4v4BfBF6w1v7/GMyf5VClxVlY3IVQj02cM7ndxIkrwocCoKuGi3cmAjQb+iTXe7Ddkd2Y0QT3zrCzuXQkUQiuAPy2EaImc8yiQfyBTdxRinMuYVrq8ExAZ1tJYQFxLK4V63ZWU0QvMlQU0X91gXs4IP7IVdKuQ+df3aPa28AcSkwxRYEqLe07YxZXW+I/9oxXOwnA2us5g2dd3EXFxYdcWg8U7UcFiw3pQOZ7Cv9Cy6isUOQdi0lUHZQl3YwqIN6qb+pKikPaVTgxLHYs3pDVKMaZyy68iCBv1ouRB5Vv0VmdHlk329649v6KQP64RheG6OEcPU+Ib/bg6V3MLBNbnkZIFTik62s4i4LWSycUWx3Snk/R0AQXOWnPw3nlXDoZQFW5VDTXgX6XshMx3/XImnIewscTZk93MUlF9IW35Im5HpNP38KdlTTunFOstzCLjDJskzc1Vmsmt5uUviI6EY3H4mqAk1SoNCc8zwnuHGMbIYPv2iFri8i1+06Gd5EweaaFO5eiaDX07sT4I3clolxiApUrJIi8aWg9ykl7DoUvsQBF5OBOCmGY1SFq820j49DaD02V1Hb2wipcecjllYypynJlNKnCUHCqPBP/N9+Hta6MkqbpKhFSFRWTpxrEa5rO/YKyFTB6KsSbV7TfGFFFHmXDXaVShmc5VeiuAP7KleTOZYFQxVJ0qlcbkuXYTDRbmqJhRJukLrN8dO3Lthz/mfSSYLLE/bByjtdenjD87isr2ybraCpXzEfHz3YoAkX/9aSeKij0IqNciySZVSnMYmnN9ec/LO+fEZlSSgE/Ctyy1v4PSqlrSqlPWmu/9KQf69u2gykCvfLkUhbKwJEgrhLi610BkgONPhNTy8nzGxQNg/f4giIw4rPVa1Hd3EUFvnQ1rosaTcEYbLeFmee4o1TUzB/dQnXbTD/9FKrdrJlPUlhsmgkLavnmOKAN1ndxBnMoSsLXDum8dE7x1C5mOBdCQFmCMURvXzB+tiMsoYWMspY5JNFbF3gjSxFowjMpGP4wxyTSPVhVGwYmSsLDpgqdCpZiUsg6liKyeGNV6ygs6VpFsmZZbFnciaqdiKUb1Ln8Tt6qF/hCEZ4qvJHGnSqcmcKdKfyhWrkAeBPZhaIE8AcYf3SD4GAms3+tMUcDVJqTdX28cUblG0jSFVPMWVS4w4TmHx6sigsgH1eWxaduc/Z9WxQtj+ajhLXXYhmPRB7BaUr4pbvyC/Xfa//22zhJSdlrkHU9pk+3aX/hAZ3fuU98vUX3D8/pvTEjOJjVoxyLf54RX+tQOYrpC1c4+YEN0q6MCStPkay7DD/UJhgUtVVQRTgoSTY83HFWe2IJNhEdZ3INhroW1hqCC2FTRQ8nOLF4ialKxpvxml7ZFyU9vXLYlmtdrZJPVQHOJMFczKh6TfxRLgSG6+v/hpao6IY441RigzMZ0SWbIb2Xhuz+5hlFpCkaDu5CjDbT7SZl5AiArhQmKVd+Yui6iNTu3SurlobsYa2WUV5lLrEXQBT7tU/csgBVjlp1M97MrgTKqgSv1mSpSrCUxkmOKiqaD2OSrqb5zliC0BwxH/VHgi0VTVecEWYZ+ZowBK2SMV3W87/+BUcMEt7T27fA8b8C3w38rfrzKfC/fCMe6Nu2g6FmR3XfjikaDpObId5UPLb82oiw8cYZtiixa11a70yxruHi+6/gLiztF4+In9rAP1tgmxFVOyTvBngnc5K9FtFrRxijIc3AWvxeQLnepggUZz+4R+XA1q/eo7i1S7wbkoea3ovn5Nst3OMp6V6H4P4FxAumn9gT4HtaEh7OsL5Ltt3C9BuY+8csnt+l9+VjyHKqj10hzjX+WK7U+TPrErblKqKTksPPWFCh5J/UYH/lW/y56GV0Lm9VXWCCc7UabQVnitnTOSoxFL0C77T2R+tWmFgKicmXhAArLDUtQLGJId6p8M+1qLDD2uIml4/dmRRHLCyuN+i8OmD2dJdof445HWFDH1wH/1zcAMw8p7yyjnM0xDl3JCRrkVx6lyGdIQBhQPT778B3P0URGqJXHi5RVxl1pikrJ2atoCqpru2IdQrgnLuQFxQ3tsjbHuHDKbNn+9IFxsLE82YV49uhmHjOJQcoOquI10Xn486kUw7GJVnbSAGpva+SDY/JLekCrK41MY6i+/acZD0Q49NFyeS6T3RWUHRDKleTdgx5Q63sbSrDKnVTFl1FhdCgdW4p24poXqDSAlWUpH2fypPOb2XTD3IuigL3aETVjqAE6zk07044+84ujbdL0IroJBWwf91FVdC+l6PjnHRD9GXWKJx5QdGS/8ctLpmEl/egjMyUtRS+WPmUjq5dFSBr1dHIztLluo4zcNTqZ5RdFnFWmxandndRS9BeK1r7OfNb7VV32HgwI9mNiE4LisjgDUqxlakNLwGSDQ+dPZlV/33EIvuUtfbjSqmvwopF9g2JTv62LjDNg5zjT0UEF7IDtRoaRzlWQ/B4LDiIYxg/16FxkOAej1n7nFCS8T3Cd84gL6g2usyvNWm+PUaVJdEbx0L57EXC3XcN3uEEgO6rYuNuA4f89g4qL/HGBdF+BqcXeOMpdq1L8Nq+0Gcdh9ZLx5Bm5De3RC09T/AfDijXWijHofHaCVWngVpoGndHmLSNMy+IN32KUJG2Fc1jMcDsv2gYPVsRHcnCpzMZaSUbdScwk07FH8uimLUV4aklWVcEF5ai6ZK1K5yBFJcyrGTEFlmytnQy0aElb6mabgppz1J2wRto/JHQm3VNNYWlylzhLErSniML3sUIb7Mp3dp4Iuyv84G01EtbmK0Nqk4TdXQKUxHD2lRosroRYdtNOBsIWJ3luJOcvO2SP3cN9819yFMohBCAq2QhLWUZ0I+Psb0Oyc2+MN7uDYUNtSgZfaSLKqH/2gK0YviBkNKVHJLFpkZVapVGGgwq2W1baO6nZF2X6CylaDg405zxUxHtBwk6Ey3N9IrBn1ra78yYXW/QujPGBg7xdsTaH44oIw+dFcz2WoKxOCJ2NZlQzIuaXQXioeck4kKQNwzheYH38gOU55Hf2l7dCkVopABrBa4HeQaVFoZjXlL5DmYu53XzCxfyS3rp/GwILyzBec70ekQRKFr70o35p/Eqz77o+MJYU5ejwNJdhopdhpCB4DDWyHW4pCur6jKJ1F1UKwv/0lEEQ0vcV3i1w0TpKYpQ4blClzcxuMOY0dN91l6dMd+LqByIrzQITmMWtaYJrVa2MEvhqD/MyZtf/zJo318gf66UqnN3WSZcPhk7gz9yvG/OyJ/1UBUUkaG1X4ESkNBkAvwFRzO4GMJ4yuyFa3S/ciIalizHVoKdkGayu3MMejyn/eV99MVIPJx8T9Tt51PGH2jg7kt4Gdaix3PU2QAzmOEeDDCjBf4bB1S+w8WPPyvP7WJEubeBckUEN/7EDliLe/8EM5hRbHVgEWMen4JjsJ6MMEYvbDL+YI/5lsv8SkDz7pgi0PTfTJlvGppvj9j67VN2vlAHljmQ9SpUoShaJc5MgHzrQtKH0bMQnsmu2tTmmt4IgjONs6i9umK50b2JqPaztiJdUysfLG8q45EytAQDcXsGKS7+UIgCJgF/XJHXOIozTlFhgPfaY+xgKD8/n0vKZq00p7KoJKVs+xJKVhRQFOh2SwgTi1giFcqSajACrTh9IWKx6Ugc8O66LKh5saKFoyUkS/V7zL/rtmBugDfKGH10ncaLj/AOx/S/cEjjIGFyO2T0dIjJLIst8RHzR5Z4lyr+SwAAIABJREFUXQvw3NSroDgQ5lXlKPQir92USzFjDA2zKw7jGw4bfzCk/daEZDOk+WjB4mab84+18Acple+Qt13OP9omXr+0CjK19EQVMhbL2mrlcK1KEWAGFznRg7EITZsRZp5JHo9f+3uBnNOlqajjYLMcqzU6kXygKvIoepEQVfKC4dM+3kg2ZHnb4CQVa384wruIRZxolIguiwqdllSeWZmuLkfTKLkPKyNGlsrWOpea/o6S4rz8+tLh2yq5hgSDqSnZSkSokuApXe6jf8ch3g7I+xGNk0KEokbGk5WrKGvLHW9SUISmZtzJiA0l53RFf/46j/fRiOwfAL8EbCqlfg74XeB//EY80LdvgSmFJmuyivCiJOsoouOM4DwRHMVaVBTS/MojAGwcYxuh7Hb7XeYfu4o6PCO9ucHxX9klfXoL2+/IDTEYYT3Z9ax94Zj46U30/qmwxoxBeR5VFFA1I4q1JjYXcLp9P6G4sQWBjzkaCD4T+nLDlZUorgMP581H4LrYdpP9f+8qapFQ9Bu48wpvWlGEgklcfLyHySQCOjqvZDFViugoZeOlnMaRJTzWeGNwxoa8U9Vz7noH3C1Ju0I9dieWxfalIt+ZQ+cdcOeK+Y0CnUG8IYwyndUga60zcmaK6FAzvSnF3BvLopj2RTAZnlcSZ1tYZlc8so2QYrODqoWnGIPNZVa+WgD3trGBj3PnscQk++KiUE2mcq4QwsRSRJl9+Aa9d3LZRDRd1PGF/B3fR/U6VDf3BNgG7HBM8w8PCO9d1OyvkmBYkD53hfHz60w+voP34EwikccSo6xrBb2TVmJbMq1WxqQ6t4QXBXnbIxhk9W5est+XAVr+qMKJwbqGouOTNw2T2w0ad0ds/P5QOgitVpY0y8A3VcmI0SoxPLWq1o04UuDdWJ6HSUo4k2Kd73bIewGNRzPC4xRnlq8cEFb4lV2yuirKpi+EEsA5n2GNYnG7T//1GGcwx2SW4DSl+daQyncomh46Llaq/2SvhZkktfbMXpIY6ljiypHAtqJhRJcUSPe7LCLL6Gp5QktCySVbzmpF3lR1HDS1lkrycja/JBEF8yv+yh3Z6hrDUdQJm+VlEqlStfi4jqx2Nc78/1tKfmvtPwP+a+B/Ao6Av2at/RffiMf6th2RqcLiTi3Nt8cMPtYjOBcGiblIqDa6qIdH2NEE1WlRrrWYP79FMMhwqwqMpvH6CfnTe/hvHrB53kOPpsyf34XrbaL7I9KtBsF+CXFK+Oo+ttticasPQPT6MQc/0qe5Lzs2t3+bxYbh/MMOGy/nqKLN7HqD+ZZh91cf0/7ihOzZPby6i1LtluhphhOu/NMR+D7OcIFOC+LtiPbDnDLUdO8smF8NcWeVhI49tUZ4MJUbsiFea8magPrBhdCXnPjSjDIYOBIdMBD9gy5rT65T0RsoK4tb9Mgh3rY0Di5pozoXmnS8rldsM7uVUo5C8iZUriW4UKQ9Se4E+XvRSU7ad3FHqRTXfg87X6BCdanC91zUcMLo+28QHTbxHpwJRrOIV6+vtVYy4Nd62PGU6TVfYps7RmzgAx87TLA2R7UaYthYWSlIZYmdzUg+8RRFqEg2RdWt0xJ3YXAWJdntzdpx2oojciZCzKyhCcYVsx0R8AF440L0PFcjVGWJDmJUnBNfa+ENM3Re4swdptcDrG8YPBtgUmgcFxS9COd0Qr7VJm+7LLZltOmNBM+Y3ILSrwjONMH58p+vha+BaJMqt45GrkpUp4370j3Y3UJN5ujAEy3P8pwtYhH7asCWqEWC8YQ6r1wDjiFbC8ULrlbxNx7NhbL86BzbE6NY6xrBUhY5wfEc6wkFeKlXWQaVCXhvV4URa6mcy85qKTJddhVOLH5j1ELI1fWWCUU7GEiHU7pgpind1zLOP97FXcjXdVoQnmbkTQcnlsJRBjKqq3yNOyuokM91Juareevr18JId/LNLx5/0qGU6r/r01Pg/3z396y1gyf9mN+2BcYa2V0e/OU11l9JSfqOMFtCl8GH26ynORydUjUj9CKj/dUxNk5Qrku50aVca4giutUAR5M+vYWJK0xaQlkRvHgfgPTD1/HfOcX6HtGbJzK7Xiy4+s/uUu5tYAYz8p0ujRcfY5faFtcl/XAL6yCOwBt93MGCqh1RRR7O6YRyu4c5OGf+sRtEdwdwMcKMHZrHQ2wUMP7oBrrGd6Z7rlCHQ014JHds58UTbOCTtXoCUo8tWad2iI5Z+WjJnF/hj0saRyXJmkPW0qvFMxhYFo6iaFbMr8iC4Q9UrTaX7kcVEB0r5sYnvpoT3XfJuhZ1JqymrC1bVQF6PXRhGT7XlKjpqfiQhV++CzubjD6yRu8PDqEo6f7Ofar13mXXuLR8qQHa4rkbqIsZqtNi7dfeQfkeRXRFzEvHEwgDVJrKGK6yEAboThs7X4DR6NLSfXVEuimd1OxqSDAsWGyJ0nvt94/JrvaYb8vcL6uNJZOejH+WNPjK08x74izsTDNUmktUcWmJtwNad4acP9+i9444SWx9/oIq8kjXQ5xRzPyZdeI1Q7JW26HMbZ1QCY196nGbsAZNJv5wJhM2oYznll5htcM0wugizyGOpTvUCsp3dS8l4PvYOEEXJTYKUHFG1QrEvmgtxHs8xF0kjF/YJjpIxH+sNopUlUVlQiioWgGqNsRUFav0z8sCoigihTsX+5hl97KMl1gey3RPJxV1fdaU12hJXWYivnnRaYVb41DJdmNlwpp1HNwBYp5ZCC6lC1tjPvI8Sr92hNbgDBPS7ab8b0/geB/QlL8CS1Mi4Gv6Rixw60k/4LftiGxJi/UmlvmOSxFqplc9zMUUd2HJN5vgeuh5DKcD0Jrq2hZVv4UZTMT7Ks5lHl1V+PfP8V+6j3PnMRef2sRe2YRuG+/lB9gsQy8Syn5bsIEwBGMwZ2NIM6yjGP7ADRhNmX3iOuQ5G18858ov3gXHkfCurSZ6GmPuHlE1A4qWUKOjh2NUnApVuqpIntmm7Ea03xwxud1k+IzH1m8digr/XkzeC/D2B2R7gi+0DkoZFXQU/kDwEF1A762Y7lvzOulRaM7DD3grc0ZT3+SlC9GppfFQmGVF05L2hQ0WDCA8sZSBXSVCUiryliU61BRBbdsfyu41GMj17I9LwoulK2et34giOBvgpBXluhQBu4hRZwPRb/S76LUe1TPXsXs7qFYL93gkW8eipLq2SX5tnfBoQXBPxmN2US+uxsjnG/165i+2MvMdj8kzHdyZaFAqB0pPU/iK/u8fYgOP0e1AGHAzSWZcak6cWMSNS5W5U4+qrKNRcQZG4w9SmnfHkBesvzxjuueT9rzVtaUqy+l39eusobor9CWzZxWEFghJo3LFVLSqwfFlBHTl1OmrF1O57pb41YNDSFNslqPWequxInCJdRUFxInoYlwH6zpk/YBkI0TlFVUzoOo0cOKKrO9RrrUoWr48/0VG2fTl/gCqwCXrS6LoMtir9NSlfmpR1V1MVZ9nVdsZ1boeRz4WCxlW761SqzhvXYio1F0sc4LEayxrC+iftgzWc4geTAjvDTBpbU9Us9tknFnV2I6iijz8kznWezLL4PsAg/k71tpbwHPW2pvW2lv1283660/8+KYVGKWUUUp9VSn12frzvlLqN5RSb9fve+/62Z9VSr2jlLqjlPqR9/L3rYLeW7kApTUQWrlgo4Dul49wX98XRXO9I7aTKebwArVISW5vCo9+u4meLFAHp9i5FI7q+jbrv3EPdXBKsdnm8D8U4N5OppjRjPknb3D2w9egqjj4q1d552eu4z28IDrJYKPHyXc65Le2OfiRDeYfuwZVifPGI3RZ1R5bJXqywHtjn7LfJt9oyFVZViyev4o7SHBORqiiovPGiCu//BiU4sqvnYpKeZhAUeLfP0OPpjS+9ICd3zgluJAbubWfUXkw3/XRi4zNL40lj6WjaB6VpB2DPylpHKfi5VaP2fyhxT8WLUF0rIg3VQ06C705b0EVVHjnot1INipxW44ta6/nbP0/RwQXuZg0bjq4swJ/VGLSisYbZ+A6wqj7yqGYi3qujArbTeyVDapmSH6lT+UZyrZPfm2dxQc2iG+vMf/ILkXbl7FHnKPKCuW66GZDnK7LkvKZq+iLEdVoLK/XzjrepMJklumNiLivic4Kmq+f0n6UMvn4Dmq6wF3YVafnj6ra/61aLfTeuCDuOytBoXM2pWqGLK53VquJ9T30JKb36pjG/bEUoEIKbOugYLYtgsyiUXcvDqu9ZbIuxdzWs4YirG13rBR1JxYAmySVQqEV1soocIVVDUcrSrcy77rla+IDdWdfdgJmOy5OIimVVeCi8pKsZfAvUqa3xBJHFYLbWFeTdwPS9RBYOhM4KxsYN66gBuaLSK+yYvxJVecGqVXOkC7q0ZgVGxyr5X8uAzGszRqKQh6GtCPXWHylJRHRWzXJIrNUnpEIbaPxhhlp15F4ALtMd62jlfOKInKlq3sSXmQoqkq/p7dv4vHz9fsv/EU94DdzRPZfAG8gaWoAfw/4nLX27yul/l79+X+jlPoO4G8CHwR2gd9USn3AWvsnInPKiu17cCGple5cQOfxh/p0f++R2GZgqFohkxe26H7+AdNP7DG67XD1Xzyi3OpSuYZ8p4czncFmnzJ0MRdT0WLsbOI+vuDK8Zji5jbmzmPsZErzywmNtS7Z7W3WX0nw/+9jqvUO3vEUNZpy85cc9HjOlV+dklzvrfJjvMdD3vnPrnPtNxN0XGCGDvrwDD1viWBzNsc/q8n/WqPGM1k0PJeqHTF9qkXnxRNOPrODSTus/84B8w/v4g9TzDimczfm9IWIxomqUxxh+Hyvtjepb/CGXinXs5ZbOyrLwnSZQSJPwYllF6gT6UzKQJEVijKSBdGdarGPaSh07sCzGwSnsWSnhNI9WA3BoKTqNiS2AKh6TQCsMav0UF1Y8qaDScQgVGclKitwD1PynS6VZ3CmKTqun5yVcVjVjsRNeDJHJwW210YVNZssFqqtSSrSbUX/TTFInH1wk8adC7L2GsPv3UNVsNjQRGcS/OUuwB8WgEN0mLDYDSRrxNOER3NsJEQCbyzZMulOk/B+zZRzNEXLR1UBWcfDXRSMbwSk/aXxooS+CaVWdvWNA4XOLEVUx3s3ZZpRlBp3LmFepafFDbmqVtEPSv2RcY0xq6RQpewl2G8MqhFBaRk8G9I6KPCOpzR0m3QtIMxKouMMlZYkPVVjmXolXFSlxSQlKq/wBgl5xxc1fT10seqySyk9tRpXlS61fovaX82iyroI1mM2k1xef0UkCa8o8GYSL22Nwp0VbH9REwxy3LMF1jfipOE6JJu+aGqsdE4oKXKUSoS8QL4R4T98MtDDtwZB7E88cqXU/wHsKaX+wR/9prX2P3/SD/hNKadKqT3g3wX+0bu+/BPAP6k//ifAX3vX13/BWptaa+8D7wCf/NMew2q5EPuvTWk/zFd8eSeumH/0CsrzsL02+nxM9ysnVJs9ULD3q6fEz22vjAGznsfpv/8M8V6L4+9pYydT8g/dlEU/jleLGI4jc/7apTZd8xg863P+meucfqpLtt3izn91g4uPdrCuA8Mx4TtnPPrbt1FRwNmnd/CHiuEHAszdAxiOBXidzrELwQyyXoCeLrCOYfKpq+TX1rGTKXo0o/PiCen1PusvTui+NefkL18RI8H9C8qOsON2f/Oc2Y5L+1FC6+0JnTtToqOU5n5WuyyX+Kcxs11D5Sm8aYk/sSR96WKCM0RkGUgeTN6SHbWqLJUH/rkhPNKYVKIDVCkFaXZVcfqCy8FfatfxxIK7tB4mhEdzytDFthsU1zaJr7aY32qzuNYQequvKSIR6KHFir1oepRtGd+YeSZ/czCDsyFqICMp60n+CUUp2MFkIUU58KHbpuyELDY0ac+w9vKCZM0j3nDrkUqJSSVczB8VhHVWi6pkvDe+KcWxjBzced0lGEXlGSEepDk6Lkg33pVz7zro8QL3ZMJiJyB6OCbturJD9y1ZR7CstGdX3QrUsQqzmsEW16O6WskOsNhy8Ycp+dolI0+pd3UxdSdji6Jm6GnBsupORrku1nOZPt1i7ZUZ4eMJydUOZlEQnMUrkeTiWoPoVDKTzFyKZ7LmCBY1Fz2NAPiq7rj06j60Wq1cB4CVxY0upIupXHm/9Ghb4n9OKmmqJrH4o1pvEwpF22pF2pVuypuWQkF2NCotwTESH+CJpsaaWv9SwTJSfJlLU4SG7MpqWPLnP+z7gkX2Y8CvAzGCx/zRtyd+fLM6mP8Zocm9O7Zzy1p7BGCtPXpXPsEV4Ivv+rn9+mv/xqGU+mlqV1Df71C5ingnovnyEeHjkMPPrJO2tbgH53t4ZzHGdYQGG2c0f/cuqtkgfGUfmhFZ16MINVufvU9+c4vd3xiTf+g67ssPxPRyrUfWD/FfeQT9Dmo85e5P7bL+SknzwZzWvx5gO03UUESYT190SXZbTD+4TvtLMXY2Z+tfJ9gkZf1XRQh3+mO3QYsZoeq2ZUe6vQHHZ7ITjFMOf+IGu792gDWa9PkbsqufiTgTazn+K7tsfe4YlWTi2nwxE6rz1XWCUYkzjCkbPum6X6cuWnQpmMvFx9q483pmHYjVfXMfwDLbk8VhOTPv3K9IO5JGqTNWs3JvrEj6lqxjaRyqlao/2bCcvBASnl3anJQNj6zrMtsTyrWTSBKmrSmuS0GczoRgoWMBrCvfSP6IFf+sfKeLWTRQY8naUZkYGqoslyKjlRAwmiFFN0KVFY1ToR/nHY/5pmbri2OGH2zjn0Z4o5QyELNMKsv0qoc3Exq2GwtOhQVvJEaJZlGQrgdE9xOhsBuFN8gw8xQbuKgkl8U/LwgucvJ+JDYuLdlVewNY7Fp6r0PlWdLOpc4l6dUWLBbcBWRtibPG1mB3ZYU514hAJ1RbfYmWQPAWZTSq18VOZ5eu3kpjr27BieCP7TdHqCSn2Ghh0lJwiVyin+c7fk0ukBGTqxT+RULpi4s4QBW5OGcTTNsn6btiZZNZHLNcyKXg5JHETUv2khQVb2bJQ7USrApLTpwRdCFBeHkkoW5LhwpVWcqaAu7McuKt4DJiux4NRqcZ06t+3fEI/lLVdOzSEyJL6SrSNfc9LVp/6vEt3sJYa8+BX1BKvWGtfekv4jH/wjsYpdSPAafW2vdaMf+4kv/HvpTW2n9orf2EtfYTptEiPMsY33TIr/Qp2wHNw5LmQUbjVAKRzPEFxz9yhfSmzPjLW7uUvRbF1Q3K9bakCWYW24xwH52jFom4tD53TZIssxz/5Qew3kXNY+Yfu0b37Yr260MZ+TgG8oJyb4Ps9jbzm22ilx7T/uoRiw/tohwH77XH0GqgWg3szjprr80pb++A43Dv71yRBWI0RbmS70FZsvvLD6haIYwm+K8+FkHm+Qg7nZPeWGP71w9QRcnigztkV3syFnIM5u19Wi8eAuCMFnjDjGBUUnrQfJSIJf6oovvmlNJXQt0tBdS2SjQx1oj2Zal1wMJ8u75po3rk4YF1BOhdbFmKlqWIoLEvC0oZCOV0fDtk+ExIEdY+W5lFpxUmqcRdOa1qmq8Uv8rRkvuu1KVbrxWWkBSCSsxIHSNFZTzD1tRmu0iwUYA1IgZc7sJLX1NEmrVXY2Y3W7TvxyyuNsnbAl7P9gLSvos3q3DnFYWvCQYl3jgnWXcpGi7xVoAzWhDdHUJZkW41KJoezsUMleTEV1vgGKqmT9lr4Mxz8pZL0veI1zX5WoGzsHTflJGi1RCeWZyFhMuVPviTSsaQnXrRzS15UzHbNSRbIXq8EGJEnqMOzoSSXRcXXA87HIlxqieLqQp81KMj6ZLnMXoag7XoRY4zSnDP5uhpAlVF694cf5BThDWrK3LJWx7hSYLOJGLZPDyBqkLl1ddEI0vwHKvMlaWC3+SsCACFr4QFGUjh0GXtMp3LRqNyloQA8MeXIL+TyqQgb7mEJwnpdkOEn9aC0TijBG9aSTGpXZRNvDTfVHUi5ntchd7D8T7oYJZHrJT6nFLqVQCl1EeUUv/9N+KBvhkjsu8F/qpS6gHwC8APKaX+KXCilNoBqN+f1j+/D1x91+/vAYd/2oOoCqZ7Ptu/P8UZxVilyCPNbM+TBEWjGH/PdfpvJlx8KGB+o4lzNETlJeOnG6g0p/QVcd+w/+Pb2FbE8LuvUHka92gkLst5IcydvKDc6ROcJ/S/fC4JeyDOAL6H2T/DJAWtFw/Jb22TXV8jeukx5ZV1Zt9zk2KzjXUM+vgC52CAsy92HTd+eYhyhA1176dv4x0MsUVBfm0DfTZi9r23ufczT8l8vRbOjW75nHzmCmWvRXTnlOHTAXa2ECaWUthmiHp8AucjvHeOaDyY0XlrDurdim8ZWcR9p9Yu1G69BkyqmO/JTDxtC225iMQAc0k9rVwuo5UnCv9c4Y2l8JS+LJoSAsWKCQXU7CEtnVOgyVqGvOPKzD40lIHQY+2S6upqKK3YxOcl1hhh3M0WUEckUNXUnaJApRnpbpOsK0wubL3wWVjs+PijHJ1XNL7wDsFX7oECf1TIOKyOkdaF+NmlfZfKCDXW1kA5lYDaOqtwRwllv8HgkxtE98dYz2H0bIvF1QbjpxvE6w7jm+KO3HzLlQ5vTTF5SggEeVMo4CaVLiZtawmGy4RuXgSCUfjDCndaUPYbsNaluroNHcGxlOMI0J+mlyyyspSCk4k9gOq0JGJ6MkVN55jBBJXk9fmxlJGHGS3wjiY09mOCgyk6K/HO5+Iz5hrccSramiyX1wQ5T1hqOxjeZdEiIP3y9VY1gcEqwfVKT60yb0RQeXlPV45cl0lXQH6Tinty0TCYRc70qsfZJ9sUGy0oSukaqYPYXE3a9zFpyXxLOl8q2STZP4pX/TkOC1SVek9v3wLH/wb8LJADWGtfRnDuJ378hRcYa+3PWmv3rLU3kH/qt6y1fxv4FeCn6h/7KeCX649/BfibSilfKXUTeBr4U22lrREM5vi7Wkyf7aGsZf33jmjfF8XxbM/DiSumV/1VLsfjn7yGPh/SvTPj/BM92u/McBcV21+UYuKNS7zjqWTGALYV8eZ/uUdyo4+eJYyfaqCSlIOfuIpt1sya4YT8xhZl6HL2Q1cx0wRKS/Ide5jDC5pfuE/W8WAwotpew0YB84/sEn/sOgc/3JOFYK3L1pdz7HQGRYHz5iNsntP8vbvc/seP5R+urVQ2f/ktNj97F3N8AUXJ1mfvoaJgFYTG6QXYSrCIUDAC8/CEZMNbZabPbjXJmgo3FgGnP63IW7LLVCU4CzFczDqXxosmk2hmVYA7hehI4w9r5o9esoFqim/NVVgqv5cGiYJjyK7SJDKOyhuGsk6SXHYcVimcuMTMc7GlLyrUPEGnOTYQ12scqVrKMSLk9D3seErwlXt405y8HxL3NVlTYxLxE0v6LirNhdrbalIZhTdMJfohscy3nRXQnkeaxnFGeJTQeDTDeg429LCug3c6Q2UFzulESBFFicpLopOcxYah8BV5oy7ESqISTC44Q+u+Jl2T61eMIln5niXrcm78C7tS8xeRnJPKN0ye6xFfaVB1ItR6X7qUGnNZHqrfg80+KpDX3sZiIKrCUBzDjak7dQHK3eOxRCFYi3M2pWgH6DhHD2dkPTHTVHkpTgDWCs07lI6j8mQxlWjly3tziR/pQhb4pRB3aWRpdV08anfo5YbFGoU/FfeJ0lWCj51lZE3N0ae7tXOEiC0x8nxMale6rrxpKAMjLLai1hrVotCv+7D1Bf1e3r75R/THWPMX34gH+lYSWv594BeVUv8p8Aj4SQBr7WtKqV8EXkdOwt/90xhkIDdn68VDosMeRcNlfDui5UhGuBOXdO8sMHFOeAh6NGP60W38UcX+37rN+sup2Lc4muCikLm/74mX0mSO7bZQzQaV79J+W4uSP8/p/dYYPI/2w0J+bi4rqfO26DiGPx4APZSF9d85kM6jGZE3NdmHruPfOeSdn7lJ65FYi+z94zekM9GaxlcfyVxwd4v9H13Hm1o2f/sEpnNsrw3zOdnzN5le9Vn77JtSBCvROixeuEb0+TuXGSpGRHg2y9BFCQ1RoC+zQ9qvnZF+31YtmIPZrqEMljtRcAei+Hdiy2xP441qC486XCrZUKt0TRNfigIrj8suyYpzQBHKuEsXMqtfFqHSR3aYZc1Ya+haJyGgv0kqgtMcPUpk/NSJpHuYVKsFkXocRK+NrW1UqCxmkmF9Q+PUIY+kW2oeZGQdh2SnSTTsYOcx/nlMst2g89qQohsyvtmgCA1rrycUDYMzzUjXQ4kpGMmICaVQSUbZazD9YA9vWnL6/ZuUoaL7Tk7rccHgWZfKk0LrLiyNQ818V620RGmvIjxdenrJechbYkZqFdg6zE1V8r3JdZe1V3IaBzHzPdnYWEeuLYoSygTdbmEz8RxTk7l8vLEG5zXDbTYDpaXDAZRW8ruOgSST8WOWY7faFO0Ad5HgzAtZzEuLDX2qrS6Vq8Ws0pH/B3VZUFbiyvr+XDo8F5E4EywLjM6Fiu1Pa0eAWuAqgl2DP7aXAkqlaBxmuAuH+bbBxFbyauaCjXmDhKwVidHtY3FWl/Nma7dmKWJP4niSGhelVBchQX0IKV//CXAHCQm7ATwA/oa1dvjn+PPnSqnb9d9FKfXXEcuYJ358UwuMtfa3gd+uP74APvNv+bmfA37uz/K3zTxj/z++JjqMVxes/d4h049uk7YM679xT7y+ZnMx/et3aDyYoeKMxn1p370ThR5NMaHP9MMblJ4k6rmTNcxwTtWOGD3XZutLE4hCqt46J5/q0H5cyHhAKSkgwOQHn2LwnOHGryzIeh7Ro6noajwXtKbzm29JIel2uP3zb7G0UwdRqztv74uPVjOC/WP2/tGxiOdCn+LapoSdVRbvpfusHa0JoF0UUFZUN3aJ7pwLNbdixSpSIAQC18WGPu6kRFWW0W2fyXUptpUhqx90AAAgAElEQVRZ5r+wYuB03q5WUdQmlwUwGMpuM+nVO+yB/Gzelo5n2ZUsN3C6XGaw155VTdCFLEiqEpdg68jusvQFg/AmMk4xqew+VVGR9QI8VYsbi0pimKsKc1EHmM0Xch7O6xXEderXRTF+KiI8L6kcaD2MKQOH0tO0vnpEfm0dM02E3WaQMC6laO1XBOc57mBB0WhR+Q7OvMAZ1i1ZUaLyAus66KTAm1YkfUPnQYaJC7Kuh0kqem/ntR2K6DuSdcvGixXTPUMRgTfWjJ+yrL1cn8MK3FldxN91jRcNOUfRWUXedvEHKSa1xLsNoscWNYuh20In/ipsrLpIZJxVlnCSrhy9V1kxWtWFRphnLOMRHAflGLy7x8Qf3sM9lteoVA7eYMb8uQ10WuHOCtKeJHJaI2PFJStseQ0I6M+K1AEy8lRlnYhavgubqQWnqgQTWyGM1Nkx7jChjFyKpst802BSS/Owfq3rkaCZpTQfQroWsNgNaBzExBsu/siSNRTutKRoPKHY5CcL8v888C+ttX+9ttKPgP+WP0bK8ef4238X+IfAs0qpA+A+8B89oef9Nce3rZIfFHu/csDWL73D7GqIdQzNNwYUIRz85O0V9Vc1I9nVzROxvBiI+l5V9U54MiPpaDqvjtj8vQtZzPIC9eiI/ucfox8cUbVCDn+gg8ks4b7EHFf9loxlrmyBhWufHeOMEqKHE/JeSPHUruywda0sV1pGYEpTXduE7XWmP/gBZtfFSdguYpjOxRDTWqrzAfbxEebuAXYiIWgqCsUlugZ40Qp9eEZ+pUv+/C0xfoxC1PYG1Xwh6u00Qw3G6EwU/639nOZRSWs/pXIlB8WqepeZyI3dOihwUrlBdQZZU4SaeskwcyHrXqYPlr7gN1ZDGcqIKVmT6OZkTZGsqVovUxs4LoSea7VCl+JPVbmKrKlJ+qYev+iaaVaLK/MSZ5pRBa64XRel/K9RhOq05dzUeIw5HtL/0hmVo2jfj8k60p1GJymTj+/i3j3CGoNzMcO/EH2NVeCNS0wuIkNVgns0oohqUDkvsIErERB5wfiDvZVqfIkdOQsp4mnHcP4RTeXA9IYiOFdMrxkaJ7U4dQ6th1KAnRmrqIlkTUZApSf4jM5EX5I3NFnbkKwHRI+movkAqm5DXuN2QwSYS+FlUawozCoIhH1mjHx9+TN5jt1Zh14He2UTFQbYVgPbCAkeDCk22qRdF2eWUbVC/LMEdyKUcatlLLa0ilm+X1KWl7Hay3CxJW24iORni4CV0SVKrgmTS3cXjISyraylaHrEW4GEloXQPCyI7g4w81xGZMgUAq0IzmLceSXj1cSiE4lsto5gOk9ivXlSIL9Sqg18GvjfAay1mbV2xL9dyvHen6VSGviEtfaHgQ3gWWvt91lrH/5Z/9Z7Ob6VRmRP+LDCkHEM3c+9DVvrcHLO1ucV6U5b+P/tJramECvHoD2X9Nld/PsSo5ve6DB6ymX3n98BpRn90G1R5KcZqtmk2O3jnE+Z3Whx5XND7v2NLqpss/byhHS7ydmP9gnOLBufPybb64kY8NEp3uEZ8Qs3cfdLOB+B0pz+B8+y9euPsbM5+sER/y977xkka3be9/3OefPbuSffmZt2795NWCwSIQSCUSQkiqBMUTJpucoq2VWyy5ITy/IXyyw5VsnSJ9lVpCnJKptilSXKUImCSIKACRIwAgEsFrvAprs337mTQ+c3n+MPz9s9uyCxWJKXBLDyqZqa1NPT0/P2ec7z/FPyPQ/jJobW/3sbVpdh7xCzda6ef4+wacbsA1cIDlN0WqDu7kqBchxU4AvGUtvL+Nd2sa2GjMZcF7N3KEK8qkL5PgQ+/s5ATvx5ARsrpFttjAPRfkYZhmRdjdVibukUlqwls3ZqO5O8LaOteZjZnFari3rkFYrOw/iAd/Y9kBOu8eTkmjdls/FmMNmE6KgGe2uPKqskpEpVto4ZMFRBCNYSnEgOS9bv11RXEf/p4QwmU9lkc8FYOB3QnKWM371J2nXwpw7NGxPMWoBtNXBOx9KJTER1P7kQEgwqVGkZPBLTf35E1WuIiLIuKqqsMI2I/R/ssfY7hxx+YIXppqL/0ROyjRZYyHoujd2cxo5sruGJZu99Hv0XjSRTlhZvcsa2ksJUW6nkLMwhMeDMD+seYMX7q+hFuJOCk6c6eDNDvOtIh5X93tx55eiFrxuuK91RUdZjMg91Z1c637GLXeoKiN8IUUVF1fDwJpXkFxWVYBwtX9hjjpA4xFlZWGSi3JcxmJNJAXLyMyKAcRXuTK4TYNHNWCXXiTeTayBvKBoHJe6sknFXXdA2P3lK0YuYPL5E81p9yPI9qkYgrMFSxJnONCM80Uy3QnmcsRafswe05Tyg9RBwCPxjpdTTiEblP+ObSzne/EO01iil/gbwz6y10wf2iL/Jest2MNb3mL5jE9trc/CTVxfMLjWaEtwfUjy0jg099n7qCkc/dgWz1GXwVI9kxWf65Bru3oDwIOHcb+wzfd/DHP3YFdo3p/j3Bww/cBGqiun5mJM/tU4ZavTJmCu/cA/jwb0f7XB6xWfzE0NWPnsAShG8skO6FsvIxlriF3YFwO+1oaqITgx2MpWxRFES/e51outHEg61d4ha7qNv7jB8skfy1BYsdYm/eBtnnKIyOXmKw3AlHlxJIqfq0UQ+Pj7FZjlmOJJMlXYLPB8zmWKniXimzRLGP3CV8aM9ioZD2VAMr0QCJIdSBKoQhg85VIFYm+Rt2TR0weIFNreZ12XNEvNYzLl1ISQAXcrJVJeCRRRN6Wzmqm+rZCwk4LtefM06iiKWzkUKnif02sJSxaJbcZKKaD/BP0kxvkOx1oaNFVQUoVxXMmEcAf8bn3yB5V+7TvPGBJ3mOJlh+M5V7GRKca5D2Q1R04TgtKop1g7xQYmqKlHljyZ1Lo1QpJUxlJHipf+iT/+lKVv/zxQTePj7U6YbHt5UaLPWUfiDjOEll/ZNy/CyXowknQyyrtjzB0MhABhPsndUKXYyVW2nAghWYax4hnVdipZHfFgK1Xyao05HqF5Xnv9OewHwA3K9pKl0eDUxwlqLObciXwPIRbdTLbeEzOBqnKTESSuqwKFqiF+frkRvYlwZb4F0LNZRC5ry3JrfeAg+Y8Gbiet4FdRGmaGibIgw0h/X1Pca81MW8TtLK7xJSdJzGG+5mMAlWfFo3B5jA49ss8P9D/cp2nWXFbgEJxnTy23K0FmIP8tA4yYPIGvLgjXqTb0By0qpL7/m7a99w725wLuAn7fWvhOYIuOwB7U+oZT6L5VS52uLrv43OC0/sPUW7mAgPEg5eVeftd/cplrpUF5exipJ6Wt84QZUho2PjaGULJDWzals2JMEm+c4J5p8s0cZa1Z+696iOHS+UmEbEe7M0P70bVQzxvSaVM2AcGDpv5TKKOZoKGB6ZbBAfGfEyY89Sv83b0j3cyBqfasV4WFeGxUasbBvN1AnQ9mztcKeDpl83yN0nj/GRj6mE6OVwoQ++u7ugpIrGfUG3WhJYXE0NivlNOl76LAhOTR5gQp8dLeDjQLs4Qk8fF6CtBpaMkg0JCtqkYeOqs0rQ8i7atGtgBQL48gm4eQSNpa3FVkXmvcsVSgFRDAZGQMpC3iCw8R7sokYRzYS8fwS5pTM4GWcoWp6hy5EB+GmlnTJpXk/E10MyPPiadzTGc79sbDlMsFlVCB4ik1rA1FrsGmKs3dM+sQmra8dYEMfc2kDb28MRyfQFj2wjHEcpusOwamPvz8W5pW1AoYDapqw8dkRG58FPZPfWXZCbv10m86rAjqbwMU6iuHVJt3rOff+tI89nzA78Vl6Vtd/u4yEkmWJx/YmAnZL8JbgEcBCE+JPBPh2k2ohdPTHRnzPXBd7fCoj20YkHbhSqGZTxq9FgZ3UeFUQoIoctXOImSXopozFjO9QNlyx5neka6lC6SAoRaeEEVxmrs6vKrUwmZzTvOf/P+zZGA3kuslrIkNR28NUkaRYznVYSkF8UFIFDul6QOflIcpEZD04ekeT1c+dUnVC3P0hqhey9etHCyyG2GP0UEx4XDJb9URLNLXYqKagP5D1pu/nyFr7njf4/jawba393frzf44UmH2l1EbdvbxWyvEHXf9+/f6vv+Zrlj8GN+W3bIGxruLkySbxfsnwe87Rfv4IfyQbbqAU5vI5Rg83GDyscVNYeqEguH0saueyBM8nu9AnePk+3jWLTVKqxy4yeKzJ8qfuQegTf/EGKookV2Yyw3M01eXL+LcO5EWbpIs5N0UO9/dYOhliy1Kwk6J+QYch6bKP5zgorbCBR9UKcCcek/deoPXFu5TnV9j5kEa/b4XGtuSVO3kbVVn6O4fy6lMaVeRYYzCjsZzS54aLVQWZ6EFsZSRy2FpsmlFeWKa80OX4bcFCJDc3FrSOvLgdK51K6QgW484El7FOvRmqmvE1ZlGQ/LFFWTmNpkvIPH0ixcU6UDTkvQ4V3kiK0JwGrIzcHns2f9e5nGDzllp0R+6swhuXQlme5SQXOsxWXBr7Bd79FFtWMJ1JMSkr8Dyq1Q56ksFEwHnlutiywv/iNQyg2y10EaKKkvLhTYpuwPBhj/5LGVbD8lcn4tN1JGM0xlOhBOeFFLFCDEvnLCm3rIgOG6x+eo9ivSOEhIYveg+tuPTrKeOtgMl5jZvWOEEiG20ZSjyAk9nFvGGeBmkcwV/cVMgQYhzpEu9nFA2X+PaQYqON9/IYay06iurUVtnlbbshj3eaYMcTVLMhNO/9I5TvC+4SBZTdmKAWBBP42EgscayjoAI9Z56VZ52ALlmkfcoItNa21GQRN7OUobAUnVwOE/POZo4tuQmL2Ghd1gXoVFhznRs5VmvKWDrd5m6FqircwzEohXeScPp0HzezhIc57ijFqoiy4dC6lzG6FFAYjT+qyB4IBsMDG5FZa/eUUveUUo9aa19ByE8v1m9/BWHcvlbK8Qe9/8tv9H2l1I9Yaz/xh7nvb1xv2QIzPy0dvsMjOrDMfniV5m61mP22vrxN9+Z9uh+3ZyC7o1FBILbuuwcEd08kxfLgmPS9jwDQvpVy8qEt+p/fBc8TMD+WzciOxvR/8wbpUxcIbxxgk5TZ9z9O88t3sDqQ0dVkSvmOK3gHY9GkZBm3//rbuPiLLy8oohwckz+8RBWtMD7vcv/7L/HwryT0XpBuYnyp1hFUiuXnjNjW7B9hkxnzZEKoi8r8c63Fo6oycHkTW1RQVpy8d5WiWesHSnGuLUNqFlC9mVVSXFR1JvyrQs5ibmurGJCvB6eWcCDmkLpmmrnTmm5c6zucvMYUaqxB9AtStEDu15vIpuMlZ1nt1hGBYRXKfVW+xh/mOPsDqtUO1oHmTo43zDCtBsXlFfx9YdkBmGaAyiqK9RbuqYuu83uUoyUoY+46PEtBKbKlkKzrsPLsjPGFULJZypD41lBosp6LisKFOzKOJl1vMPhgj3O/eod7//ZFtn7jiM1f/Bo4Gk8ptn98jd61kuZuwXTdw584NPYKwMO4iuWvjihbAcPL4hAdHZna3kiout5U0kf9AVgtB4JgYMibWtI3kxJXKdRoird7uPAhM4MhelkmIdZa1M4+qtuhXO/iRAHMUpjnyQxHEASUGz1JWHXEZgdrKVs+6ZJHvJNStDyM7+NnQhIx7pmgEl5j8VILLV97xtdF7V3m1bYwhVxTWUctcDk3sfi1w7QuFdM1l/igwviashvgZFC0oPHK8aKgA+TLMZ2Xx4IVncwolhr0v3JM2Y05fiomOpax3AMrLvCgWWT/CfDLNYPsJvBXkSPG75Fy/DGsvwP8/wXmW63eS2PcrEn307dAKQ5/9DL+1KALy83/4BKXfnUgthr9DgxGohl52zniF/dI3nOF4cM+VaAIj/v1aEgRH5T0P3VbRiydFmr/RDbuTgsVRZx+8Dzt62MJftpYleKSprC6jI5CSDO83YEUJK3AD7n0S3cWGyBaYS9sEF875M5Pb3LhH73KRlly/JHHaOyXnF71as2A3H5wxWF0YZnNf3IEWqM7bcywJi7MX3COIwmPxqC6bYp2SNHxGF6S+ZYuRBNQhnXnUqvsjQtVaIl35H6ML0WijBGQuY5P1kX9tfrnxAFXUzQUefsMkylasmkEp4pKy+ZRxrXljKJmjZ0RBapQGEfpiiI8tGRtvcAi9JTaSt+g8wrbjNCjhMbxmOTqKrOtmMpThMcl2bk2/nGCHk7RqWAGooXxhGWVF0LjBYhjyaFpxOC5mEDRuTYmXYvpPXPI0ftXCXekO7GOlkI0V/LXgHl87ZDJ5jmqlS5bv/SqMBathTBk9nCf1rbgNMoqosOS4WWPpZOC/rMnTB/ukvdCwt0JxdtDioakVorSXzbu2To070m3pwvwp2KfUgWKZMnBH7v49wei0K/p7gt22GD0+q8NhjjjiWAxQSAkj5qqrFoNvN1T7HJPPMpmBVSW4PYx/kFIutHEyYyYkkZzR4OzjBrrKAHnX2PJMu9G5poYXZM1/KmM0ooGoEHlchBRVe1xV5NG5BpTZB1NFbhnIzdjhJVZGbCW2arH7KkAN7GsfKXCHaWgNe7JlNUvFlilyFcirHbO7uOPsuZCywe0rLVfBX6/MdrvK+V4wOuB/SFv2QKjKsvR0y26NzMOP/wQRVOx+qUxzs0dtv/Ko6w8VzK92CR5Z6fGFlYkUTCxTNfP4xSWlWfGYgF/VLNS1pZQWY5tN6GsmD65xvCix7lfvQO7B2TvvkL366fYuzuoRow9PpUXsbFwcIRVYlCokBe3bGqZYARWQPrDn3qS1Y++jDm/xoV/8DIUJQd/6UmsC5NzLmUE3giKDQhO4fxHt8FabFHKqGc6Qy/3SR5ZYbzp4RTiWiuiMjlhpn0JaNKldAllJIVgnsERHtWssFKKgZNbsq4S08Em0h3W9GNdSLJjdCy0ZVFd19Tj5pkVjC7qQlPKffsDEQ8Ku0xcAtwJMoOPQRvZnJwEsiWJXkaBNxYsQk6fmnZhUcaHli/A8yglenEX020Js2s4pry0hrp9H+u62IMjnM11OBlAvytplyAFwHEE8A5D2axmCdFOQnKuQePGgGKtzdKzp0wvt2k9tyfjsTkLa15krMUen7L8T4/k48UFqbBpSvzFG+z+zGP4Y0vr1pTxQ01618QtwMQ+0V6Cc++A6vwqVkEwqIWGuTw3aV8R753pS8qGon0nxwQaf2LIG1qsfjox6dUlok+/LL/fiGB3XlxARoMs98Rax3HEx6zdxIaBRCf3Y9zTBFWI2FgVghHaKMD44qSs8wqvLhIATmLwXRlrmZqarCyomjFoagahcdXi+plb+WPPsCdhoCH/86k8B3PGWd4Qh2dvarj/I5bH//6A5Moy0c0TrO+h8oLeV49p9RvorGS2FdO4Ncb4LumlNuHeTMSrTQd3ah5YF/NtDhN7kOuB/SVv2QKDVqx9cpvT923SvTZj5/sauPcOOfqzV9n4zJjDdzdZ+/yQZKnD6q/dPNsc0hTVECAcEDC8Zt2oNIODY2wlme+NZ+7iTc6B62AvbxJc28MMhtgnHsIkBdy5X+svXMor53APR4yeXqX96Zuvo43aOehac/RZ6kpn1Gqy/ee3aO5UZB1x1NUlmACa9+QFuv3ntwhPLEVzawGYtu6V6FxOycYTAN4qGa8UDYlPbh0b0p58XsZQNixOoha2JO074uhbRhIuZh3JfJlnyWBkdj65YCiaGietxZRaupkqkGhfq9RiEzGO4Cm6kBGXdC9gapcAE0AaKLyxXXiW+UOLN7Y1jXVuSyNdT+UpxlsOunTo3MwFVC9KqvUeepajRhNsM8Y5nkgK5vau0LJPBqiWHBKsI/khynVRvQ52lkKRY9022RNbBF+5TvOwS9Vt4u0NOfiBNVY/K15xKi8WGxqVEUeBw2PZzF93Leqz3cdYWtulbKoND38obKzTRyPCgc/pVYflr0VUoWLppZy052Idy/i8powV0SGouRO1f1bcwr0Z2UqMpyz+Xelm43sHEIaCu5XlIj+IXHZ7FfjY0yGEITbLwVSYE2Fb6pUlvCODDTzUtEDvH6KiiPL8Cu79Y4rHNiQHxlh0Lp2NiVxQIoYtQ2eRHKmMjMDmWJqt6njk8PVaGePOnR3kOln42mnxINMVi3wZ4yqaN8dAg/FjPVovnVCstcmWPLxxRbA9BGupQhfjKpKtJu6sIro/FSJNaWjeHJOtxg/uvP6d4TP2HbXesgVGJTmjd53DzQzpasC5T08h8Fn6tVdQYUi3G6CmKcGwhW0369yVRIDvwVA2Iq0wT17GeXWbox9/lMmW4tIvyIWLFhNK98vXMFY6FAPgOOhRgt3ZR/keKgwwvRaqMtj9I9rPIWaEA4NSAaPvf4j2Vw8o1zq4L99l6bduY4sC+l1ml3sLo8D4qOLwaVfYV9VZ57H0Qo7xNW4mNjjWUWRdh7Tnic2IUlRVbamxJ7OAtOswWxVdS96RMRhWRmBOKht7WdNgRc9Qf2/Gwi59Pi8Pj/SCPaYMlE0JlHJqTMY6UNUKfVUrtLPuGZtIVVLc5j5mumLRoVDv0/5YZiPKQO5IUQwGwiBzE1t3WC5Fs028k6AScQjG9+R5H4wk5TAIzjqOssImyYJNp5oNwVGyTAoNEL66jwWJAnjuOmplidVP7ckmPcdq6s0aR2P2fh9ST42BqSAQDdLWKlUw9+3yURaimyfweIQ/rlh91pB1HJIVjTszJEuarAfd63IggLpA15hZMJAnSRUV/kmK6gbiIJHlKC3/QNtfQmc5djAkfddlgv0p3NxeWBkthKLWLsaq9uQUlvu15iqVLjwKcYYJZqnNIkysqGpWXP03heLtpgshHlDWh4xaBwMsRJfGAXwpJlUgI1NdyYh17rPmZPVIrC+HDcHdFPFRyd0f73D5o7lMFxwHZ5Jz+r6IzU9OsaHH+GJE94UBsYV02SfreThJCcaS9wJxDz/KaRQPgKYMZ44F3/3r9oO6o7dsgQFL85Mvygvm/IYwZaYJKMXxD14g62hWpm3av3UNlnvsfeQya585grs7wr6qrc3dgxG3/9pjuAlc+l++Lt2L5wowfGkLtXOArbsR++hlnN0j2dDWV+BkgJ2lqDDAuXMslNajE4leznL0yhJOalFFifviHbAGs9SlXIo4vRLSvleQd8Qmvwwc/CH4I0uyosi6iujIcvK4T+/VAic34qvl1y/OSDai12724VHOwbtjsGfCyKJhFwp8SVS0OKls4GUobDxAOpR6+eMaC9iwhMf1JuDKfQEyoqnn5sa3dQdTizJrHMcqKVZ2Pp0wtf9YraeZb0Jo6Zq8qWxIyZoiOJ2bPCriw4podyY2/o7Qk73DGabblDTLwVjwp3kmTC4qbzseC5tuuS8bbJrJKV4r2UxPR5jNFVQc4r54W0ZI0wSWuyJGrN2T7WQqo845QWNOqqhHUov3rgv9DnqS4E1j8qZD886UbClk74fXaN8rKWONzi3ji5rguCZylJboENK+wh9ZvJkl62iMsQsBYtF0yB7t0PnUddxmQyjZYYAdCBZX9WLyThfjrdP8qjg/LNxbaobjgm1orfiWpSkqzcXxgRrPM0awyrU+ujLo0mA9ZzEeUxa8UUnZdBbdtHScFqPEi04Xcq2U+ixgrArkWizjuXZm3vnI9VEGiuhAMCa3FlwaT7H2pYJkyaVzfcroiS7KWFaezTCxx+4HYlafyRg92pHi5sqB6fjJBiho3i8pYo3TdB9MYajxoe/kpZT6C2/0fWvtR+v3b3i7P8h66xYYrYWKWxlM6OIMSoY/8BDxXs7SZ+4vfKpmH7xK/Lnr9F7twsExynM5+EtPsPorL6JaTayjOf/JMerl2wKSe+7CcsTeEidj1Woy+t7LtD/xEjYKZUPbP6pftAXspBL65PqYrTW4s8vpTzzJ0md3aL54sCAMDN57Ttx1l8VK3hvlbHzecvh0wNKLBUfv1rRuORhfTv3eBLAw2XDxx3Kiz9oykprPrcMTiYx2ConEnRsKVpF0O/5ICpKoxyE4ETxErPmB2tW2bNSW/fWoCyX5LkUTTFR3J7X9PkrGXfOYZVH7ywhuPirT5RkbbT6XV1bGJxK5LPcxn8tXQU2y2JUCq2prmemqQ9ZuCh31uJDiudVfbBpekombcm18aY0Vh+WyRLdbmKMTyqcfxjucCCOsqrCHJ9gsp2wFeDe3IQqZvfsi0Wdehjt1kNc3jsHma15QXsPeA0SnNEuxsxmN5zL888uMLzdo3E8Jhg5YyFriRbb6TMbwIZ9k2a0jo8XPTVlL0td4iSVva7xTy2TdIToxBINKRmHDsRyOkgRcl/Rdl4m+tk3+9i3ytqZa6aInk7Mc+pqyrLud1xVF5XkLsog8kS75xSX8V3YwjkPlaYwrFjiqlGtJlWYhpMybtX6p/nFbOxEUzXoMPLfqV/X1UJMDvIkw46rah0zwGrEPKprSvfgTEUi2vrrDyU9uEe/7dJ47IrnUZbLpM7mgaN2xDB/yWX5mRHoupgwd2jdnHLyrSf+VTLqX00p0Pd6DsYr5DnFKfqP1kTf4ngU++qB/4Vu3wBgjVinDMc7RiOzqOsmyRlc+ky0JxMxbCjeFRrdNuuQRtFscf3CD1X/6AqoRkz68QvDMddTOPnOnXFsZ1MYq6vDkzK23qmj9xtfl9Of7mCPJ+FaeKyfEOJJTY7uJ2t4H36P/5SOqlQ6zzYjpqiMstdp6pbFb0Xp1SNkO8fenNPY8jKdo3HMk2vhUwPKiLXjF3P+riDXGn58UrbjvOjJ6sFqU4agzvMX4FluJeLGMIRhAfGQka34jwJsYxuflhKfK2sZDycjLSaWDCU7r+4yl86liuyDUzMdgVrPAaOYMoqIlj8lNFE6qKGMhI6hCRj9lQzqd6NDInL8UVXuyVHdM9f7t1o64ZShzev94Ap6LGk2hLDFLXVTgCQU3LyQbpVDYoqR4aA3vxRTv+ZviO7exihrPZG57lS4AACAASURBVJSmNN7RBNaWUUlGfHuIuXJB/q+v3HodHXyBucw7lvlGXS/le6IfqTOErJmhrBTuyYWQxk5OuuThzQyd6ynHb49JlqXQB6fCtHIywcTm+h8nFfV+75oA/N5YRnWvZYgpZQh2Jozef5EiklP/9FITd+0qwf4MvX2wEFfaJBHmhlYSJ17fj1pfQeUFex/eonMzhzhCTxLMuRhdWOliaqX+vIOcZ7/okrobneNncm1S+2fqHJzCUpWKoqXQuV0Id/2RFd1VXMdE2HlHLIUnb0NyZYXoQBxAbegxW/UIRgb/JfDGFcmyy8nb2/SfH6GzkMHVBq2dkmTZo3VnJjEZtZfdA1nf4R2Mtfav/mF+Tin1s2/iZlNr7f/2jV986xYYpbCug7l0Dp0V+F+7w/q9NqYraYNZz6P/mXuY5Q6k2SLCt/cvX2D0o09QNDTda1MZo/R7mJNTqrdfwT0aw+lI7Po7TZh3MZ6EO9k8R68uL8YodjiivLyOl6Silj+3CmVFsdJkfClkdFHXWIa44ja2E9xr2xSPX8C7dh9zfpX+p+9x+MMXiA4t/sQIFtHUJGugc7XQrARD0QxkdU5LGYmC2joshJPGr1lbmkVHYetgq+BUKJ6DRyK8mWWy5ZIuqbOuxKNmDsl7NxWspGyKiruKBcuZ58boUj6eCybnBodWy+PQmZABJCVTrEHmYxGQxzxb0ziZpftqTtZzCU+hnMHkvHQz3tTi5BVOInTZqt9AlQZnqkke38KZlbIJ9iWzXucVzsEApjPcr1wT14RWTNUOce8dCW3ZdWTjPTgG7UAjktTH/SPB3hznbCQGrx+LvfZzpUR/FEWStJnXIWgbK1ilCEYVJ4+7jM+H9K5VYoEDDB612MAQbTsLy37jynNdaUiWRLhoNTR2wZ1WeHcOIYogSeriooRGfzzAOB1AXBnSvkNjT6FMRFAsYSMP594BttuGoeQN2SzDXtgQ1lhlmLx9g3BgxWBUK0lINUgEsavFMiZ0JGQtdDCujMjmXYtVoOeHoGbdnboK49jaSqa2vwnqcVnKQnOVd8HOqAkDMhK0Ghp7FSbQ9L96yvafWWLz41Na9zL83VHN7oPoViEHh7IiqCqSFY+kL91i3vEJjlOKXoh3PHswe86DgXL+RJZS6s8BTwIL3yBr7X/3TW7+N4Gf543pEP8R8G9QgakMHJ2gByNp97fWUNv76MGIoBHjDVpiyz7KxK7/Ey9w+pGn6PyrI9q//So2qY9ZSmEOj8BxcL5+cyHGM9Mp2hjshXNwMhQtzHQmp7/TAdXVC8IS2ovw9odkj51DFQb/xh7VuSVOH4vI23LiX/2yXJnRnmgqjv7cVZa/dAytBoPHmugrzdpV2OKPK04f8ZlcmFuDSIcSHZeE2yOs75JsNpgtu2RdRXgkIHjRlGsjWZWuba5dCU+kIIXHMt/Pm7rGN4RGbALpTpQFnanFJGBOOU6XhE46H41gZYMw3pnppWTrWIyWImICCZnSmSJdqwgPHClK1OM3LVRsf2yZbijcmSJdchfjtflILe/KBq5zKdLtWylF0yO6fgiVeJKhFEXbJ7wzoOrFFG0ffTeDvEC3mlAUcHCMOwqZvGuLxhduieuC59fWPVawl7LE5rm4M8ficE2vg90/ksJi7e8pLFzcxIYuST8kemWf8m0P4d09pOhGeHePGF65gDeC3rWM8QWfcGA4ejom3lUL0kUVsbDIKaJ6TOkJRhYMLVnfxZ0Z1MOreM/dRHU72ONT0VM1IsxKXVxWNSvP5UzXPMpAMbrgETU6Ek3d2CS4dSh2N7YWnJYGE/o4wynutJIAv9McVYpNkgkUpXaE0RY4whRrSwDZPNdmQUEOhbyhKiku1gE3lWvSm1qsmQtn5e9G1WF2M0vl1V2LU7cHFvypAQvx7RHX/90+y88b8rWGFK04QM8ykss9gv0ZswsNmq8OMLGPNzO4qRikBscp93+ozbnflhC1P/J6wDqYP86llPoFxP7/B5HMmb/IG4c4/tIbFJ/5fTZ+v6+/Zc0uQSjG1HYo6s6uMHmslVHJq3dwnrsuLBml4MoFOv/6BbAW5XkLoz8VhSjfxzz5ELrfFbAzClGb68KuORqgtBYw1BjseAwrSzh39vGfuQ4Hx1T9JjqtcAcpgw9dIluOaOxXREeWK7+4TevrhyTLmt0PNrj/fUKbPPjgEsN3rZG3xEG2jCTBb7ru0Xs159LHUtY/X7Hy6T16n3hVkhdnKXk/YrzpUrSEdZN31QI8nbO/5hTheUStrTft2aomXRZNTNZT5F2LcYXhNR9/zY0qK19wFXH4tehcERyrBa5iXbvAD5RRUpzq7sSZiUWIshAeOFSR/B5Jy6xPvS4L7Y0ykHU08W7K0qe3iQ8rGruikcFC1lckK4rxhYC86zJ7bA3bFg1E3vFQlWV2RajL4c0jKQ6vta/fXAXXofHSIaoRgeNQPnJOvleW2I0l8W1rNWXENkvEiboygl0Ai/wfx0F5LsV7HiFbl27ZnZZkD63gHk9IHt/Au3/C3Z+5SHMnJzo2jC76jB6G4KQQK5y2pYrOXBNU3fk1dqWYu8kZC6v94ineqGB0IQRjKVfl8ahGg3y1wXQrxriKxq5huu5hNXSvpxQNYeMVTYd0ySO9siq4kudhLm1gtQZHpgD+wVReI1pRrXQwkYfOa2cETy+IIFUgsdZz2vEcPxH2oPw+p2bnp32FO5V8lzOg5uxjdybq/TmhpPJqZqGSCGSAk3f2uPCbGZ2vD/BGOTsf8jh6V1vYn66iavvEOwnFUkMcEfZTEQI3HYznsPrljIP3tkhXXpPL/EdYyr65t++A9QFr7b8HnFpr/1vg/bw+lv51y1r7X32rO/xmt3nrdjD1slOxT7FVhcrqXPo0E6+lZoP80gr+zX3stA4fA7Hxv78nd1CW4Hs4JxMZd8QRZjyB8QTdblFtLIv3lNaY0Rh7aZP993dY/x2X5EKHcGfM5FKD9vNH2N0DOocn2LU+1nFofnVItd7j+k83QFl0dqZgR1mm57RQd0vo3pDORRkB/7NeIJz+8ZTkPQ/hTkvSJ9eYrIu62Tjg5cJCqnzpBsYXhTzgD2Wjn8+y56aWcPb1uaZFVUIIIBHQdnLREB3oBa7iD2F01cAUiraVcZkCd1qLAU1dWDxxH9CljD3cmXpd3jpWcJnoQFHU4L6qmWVzFbc7rE1EM+m2bN05zTe0KlAEI0Pedige79L+7es073mycWYZtiixvo/qdTCHxyhyTGpQ2wWDH3qE7ue3sY0Ie1xIVHCjAbMEkly85fJC9DK+J53NaIzdWkO1GyLGLUsB1p86jzKQrHq1fsPSvj4F12F83sc6a5z/hy9w7b9+gvYN+d+0rytmaz5FUxHv1z5jTYiOBPD2hpbey1O2f6iJP6zFl5XFRB7uICU68WB9BeflO3IdjyeUkcwai1iAceNCuqzwJz7GZ5HD4qSGZNkjaDWwp0P00JNCOc+4cRzcWSXPd16SrTWoAqEjK21roH5OobZoT2aiZl4U6k3VnQm4X3mK4NTiZmcCSlWBY0TbZNy5D1nd7czsonOWXCFxQnZTizMrmF1uM7zksv67JfHdMVSG4CSjaHnkLY/4Xh31nBcEJyXeMGX0SAt/XNG6V8rY7IFsNg/mbv4EVlK/nymlzgHHwOU3+8NKqfcB/xMQAH/PWvsvvtltv2WBqbMDfvkPGc357V31iRIjM+n56EK3W8zjhN1nXsHGkQC7VYUOGxTLTdzjAHqdhT7F7h6I4t6pA6ZALEWu35WPwxC93Mfe2WXV1Uwf7qJzg9o/YfBjfTrPlKhuh+TRNcLn7qIbEdf/w/N0XxHmlvEktTFdlvGRP1R0b+RkXZfJlmZyzsEbW4KxoWgLFUxZS/nwhuAmV0IpPjNL2tc09g3HTyqqSLoLbyJFoQrlGGh8oRBjZLMvm9KpMKeO+vKi1rnCupa8a/AmCu+wZkXVli7pMrhTLYQBB0xoULncxslE25J37ALgl69TEwss1rV4I42Ty2m3eE2jLXiRaH6MB4d/qs/KZwqieyOgjS4FEyhjxfiiJTyuw7caCi+B4rHzuKMUdXtHgH9jBV/YO6gJGxJKhtK0//XXMEqhJhP0Ug97corqtMH3GD29Qvs3j8i/5yrhNTl42OlMMlTykmK5SXGpLc9lItiAccWgsnGSowojmT2nI/L2MtG/eJXjjzzByrOW4LTi9FGPledSiqZLcKqYrSn8kZzejSubsVNYdj/YBGqrnALGWxp/HKMzQ/zlOyTvuEC4e7BIQ42vHWF6TfyRjzKWvO1Sxi5pT9O9XjHZcMTfa90FC+mlPlFWYMK68muoWiHOOCVZdunfHmDiACepyNuyKRtX4Ra1oWXN+nJySxHrM5pxJC7Q1FifVbY2Oz1zUzb1TqSsXCtz3Mkb2YXhKsiozUkrwvsjgmZI2fQ4espl43OC/2QrMeHdHPd4insMuA7J+TbTdZf4wCW+Ifk93WePsIHLwft7otf5N2t9rI5k/rvAV5DS+A+/2Y2VUuvW2r3XfOlngZ9A+s3PAX/4AgOsA19SSn0F+N+Bj1v7XWSKULyGIVJV2LLEHJ+8Dpi1s2QB0FrHwflqPTbb2cfZPRDTSBAW0GuX50KaUb7nKv71fQDyd1xmvBXQf36wcJe98A9exrouqhGjK8vpjzxM56Ux5z+Zkaz6YBXppYzUKNxDj3TVEO8pxlse0y1FvGfp3CpIezJvT/suZaAYn+9IboYVtpVTjy3Glw3pkpbMe9eiZ/VoKhPDwLl1SxVJMcmWDP5QEharpq1xlPkptAbhx/J8VZFFlcJAW3Q5BehKycgs0/gDjT8UkF4ZqDYyGPg4A3EjsL6laFnQlrDuhuZvZcNSxYbgUBhzJpDT7DxOuVxp4R5P8QcZyvgkSy6VLwmQWUfwCScT7U+27FPFLuFuIH5ggF7qS9phUcoINcsW/9/5ONUen6J8T/zkVvq0P3MLFUeEL93H5rl0wM0GyvPI1luoQnJQGreHzC6ICNGdCvBdNFz8YYHaP8HMEjb/r+vYyrD82V0hE5yOsM5lxucDsq5idKWi93WNk4E/EW1TuqQWoL43FuJD51ZJGTtE2xOqZkB1eZ34lQPBmY1BbW2AVkzPxwSnBe4ow50UlGGjvp+S9Zsj7vxEj+AYgpEhunmMjUOhEFeWKg4kTCwraW1n0s3UeIs/qjCOOsvpcaWrqAIZ54JcW0aJTZFxz0Z9c3py3pKQMavsYnQ0776BOrZBRrjezJD1NWpoxadtucnRUxHrnz4h3hNT0OEll7UvDOW17Aj3uWoFDB72WH4+QRmLaYtnHcag0oK139oH1+FrD2Cr+Q4Zf33LZa397+sP/2+l1MeA0Fo7fIMf+QWl1DPA37XWpsAA+MsIrWH0Bj/3rQuMtfZvKaX+G+BHEUfP/1Up9c+Af2StvfGt/5xv01KiPbAF4HkyM280UNZgk1SU+r5XZ9dXZ2aHr2UHvXZpzWvdWtXGqqT77Rzh7YraWRnZaFrbGbPzLZovHsh4Dhh+/0MkS4r1T9cU5qLi9NGAZFlepM0XAryJ2GdgRXcSnhiCE8XwqmXwmEv/ecXokifsmnb9sAqIDiyDqxrjWYq1Aj2Uf2veqSN7A/l4TgP2poqiZWXTVqALRRXYxfzbahaFRRfy/bkSXxlF0RSBpYzepItRRe2IgnRBRUxtygnublCr/S1VZAlONflSiX/skHesMM2QTso6luYth2TdEpwo3Akky4rmjjz+ZD2E9RBvIgC8m4kzs9j8y/gPatfhROFkFarVkBGoUlQHh/K/B9FJaYXuL8lmP2dR5bmQNdIMe38P5bmYea6IqXGXqsK2Yg6fDll6MUeVlqoVEB6lpKshyapH59qEKvLwbx9iWw2qK+dknJqVHL+tgzLQuR7TfOYu+u1bzNZ8wkPROcWHFcmyFJfFCCmV61oXlqIhHcLo0Q7dL+9h2jHUdkPJh54gun5EudzBnVZM131ipfBG2WJzLxsOWa9NcApoKczlarv2GwOUQU8kOrzqxRQNF/fU4oxSRk/0CE5LnMpSOk59zSgZLzsykhObIBY6qLnli9UKJ7U4Nd4GYmVU1C7a1kWMKNviwzY9J1RtqxStuxW6lNTOo6cjmvcrym5I76UZp4/F9F/OULMM04rRmdj36LRk7QtDsuVImKLGUm608e8P5EAR+H+Y3eX3Lst3lVWMUuoDwCXqGqCUwlr7f/5+t7XW/ltKqY8gnc//AfznSIGJ+RaxzW8K5K87lr36rQR6wD9XSv3Pb+qv+XYsVwj1qhHXoV8VZjQS/ARkTr3Wl5NsUcrMORKAd7HmXY7noVpNdL+H2tqgfOcj5Fs99PEIlruoacLoBx/BdluoyuIOMprP3MWeDsXuf3WJznNHrH5hhIl9dFZx8MEeybKidc8uKJ3psrwwsz5MtyxHTyvSFYs31kT7wu4KTs+AUSeT9+mKjLGKboVKHUxkyNYqnEzhDwR3UbbGVzxL1jdCD3alWzGeAPJ5vxJtQgbo2ugyVaKi96UQJBsV1hWdwjzF0h9A/+UKd6bwxmoBRpeRCOSCE4WJRYQXHmrxKUu1/A25omxXuBPRwqBgumWE5VZTq/2xJe1qJpuapKclcmFWEuxNUZWleb8iPDF4E+pcd4s7s6Q9+f9Z10HFEbrVRDfr6OiiwIzG4DiYblPYYFkmepCqwgxH4tAwP3zMM088F3yPanOZ2aUu0ZHBnRQ4meS4VIFDFWj8kaFs+WRLHnYyRSUZWd/HGSaoWUb/116pR5ZSXcP7E7yxHIHLENJuzcZS9XNd8ro46iJSNPYrGtsJdjhC5RKGx/kNcaHuNxldCsl6Lm4mbLPxQ02ma9JFFg1NGWlUKULJ+LDEOZkKyy9yKVsBk6sdBk+JvX98eyiMytgnvp+eMb5goeSXxy75NE5hF+MvED2Lmbsqz7EUtyZzdM4AfGCh+FdGrsO5/qqMNE5mcCc5Tio0fOtpnFnO8pdOcWYFNvQouwH5alOirPMSPcmItsf4h1Oy5QB3ki8OiyrNxGPwQSz7Jt++zUsp9UvA3wO+F/ie+u2NAtCw1v4r4MNAFxFkvmKt/fvW2sM3+rk3g8H8p0i4zREyp/ub1tpCKaWBV4FvyTD4dizrKMrHL+HMctSdHTE0rI3/VCOWjeTW/bPxCEiEce2qq1tNqo1lnN2jBY5jkwTGY/xaLY3rok5HmOmMzhe2mbxzk+bzu9jpjOrSBs7JBHt0SnnlHHnbI1l2F3RjJ4PuDcN0TdO9UTE+7yyCuJrbchXmLWFlZUsWdyo4jZPWs/n6BZp27ZnocCIc/6ppcCaaolPhHzvoCkilCCmjFhgStvaI0go3UTTvOuRd6W5UXTzCo1rxP5SNr2jomkZrWX02I2+7TNc1aVez/HxB2nck2rbUhAPDbKXOim84VIGV+2kItlNGFu1KV1VFFv9UUbTl96pSHITRtQGiI+wyN7M07yViHe8oguOc6WZI+1aKcSJm68JW0qXEC48uhEQNlzJepvXrXxeWoOsuRJE2SeHVOzJS2pWOc4HbOQ6q15Gv5QW23SA718YbpBTdEH8kf+/ockR4WmFdEcSGxznuIKXoRTRfHXLyY4/SuTFjvOnQfFbw1fH3PUL/y0cM376Edc6x+/6Q8z9yh6NfvkDeVbTv5hy8U7CQOclBGUtwAnlHOsr23Yqy6ZG9/wplrKk8ofBarTh+qolTQOlB1lYLIoST1eOoCsoWi3gEbyjGnWU3wDucYSNhnDmFXCvFUgOnjh5OVgOig4wqdGrnY0AJO6uIhXos5Ita4V/VOpewvoZroawubM1OqzEWK4Vo7gqhrCXele5K1Y7NZSQXe+/VlDJ0SJaFSBHsTdFpgfVd/J0Rs4d76E5IGbv4xykm9jC+Flw0FfKCqqzo1R7QxP+7ZUSGFJMn3izUoZT6CWSfr4C/DfwS8HNKqf8Y+FtvNMl6Mx3MMvAXrLUfttb+irW2ALDWGuDH38wD/HYsVVa4r26j909gcx3z5GXM1iqqU0cJwxnwL5+gzq2Rv+9xSfZrxujxjPzKBjYOz2wz6g5HtZqUF1alu1EK24qJ702YvH2D2XsfYny5wfSxFUYfuszhO2KUqU+JuSVvaXEorp/92bJm9Uszetdyyhgm52F45YxO3LwjugGQzQVTxwmvWBlt2bkiXlyWG7cdTGDxj5yF3YY7UwLYKxlzWVe6kiqwCzHc5IIwudypWMjMlfhFS2jLxoNoX9G9XsopuOVQ+YrOrZLWdsFkwyU8qWi/dFpTlC3dG7mYMp5AY0eRrIriX1XQ2Na0b0DzlmRy6Aoa9xXRoVoQAvyBxR/aBavMKsXgkZgq8lBFhXcyo/e5bdwXbtHcLQQQzxEhYH0fowsu8W6GfeIhCQeLat3DvEOtKuy9ncVhQ22tSyGqo5IpK4mwHk0Jr+1TdEL8Q8HjGnsFzfs5wUmGN8opGo5smoDxNVUroPvimNHlmI2P72BDn/zSCpMNh4MPrYhgdZLT2LHsfOwis3XpUk+v+vijs8NDdGwomkLOmDPr7n9fQNpzadwc0Lo5kcJaSK6PpEQayZ2PJO0y60mMQtaS/+XS8zN0LjHE2ZKP2jukjBySCy2GjzSIdzP8YYlOS6rIAVeTdzzJsLcW42nJ8qlP5mWo6s5TrjOr1EJcS+3sMLf8AerOWjpyXUpE8pzKGwzl71C1a4GpA+eMp5htNfGOZuQdF39UkXfE4qfsROKo7TqEBwnOJMObFJSdAFUZpus+1lUUyzHWd6ka/uuvgz/q+i7pYICvI9j6m13/A9K9/BTwd6y1A2vtzwI/B/yPb/SD3/KZtdb+nLX2zjf53kt/gAf5J7sqI+mUaYo6GeLeOUDfuIc5OJKx2FQsQdTmOnp9Ffv4ZVSaE764LVb6vgfjKaPLkWTZ93uC1xSluC6PxuiXblOtdsROZJYyvdTEHxTMVlzig5zGs/do/85Nzn3sHiiFP8jIG5reSxN0DsGgYvOTx6x+acTwSsTpVZ+1L2V4E0VwqmjdMaz/biYGh92zk13egcHj0mXMT03uTLCSrCsdj3+ia5sYGT3lfSMnyUS6IOvYhYFlFciYDC0FZB4iBlLQvIl0D1nf4s5kww6Hhqzt4BQWb5TjZIbmXsls1WX4ZI/+SzPypsaZlUKTrS1tokOFNwZvXLsN1BkywYkAvu7U0tg1OEltgBhJMaxqb7NkVVE0FclGyMk7+7C9hzk+QbVaBPtT1j+xgz+ytO6XWKc2iZzI6dc5GDD401exa31UHEnBaTTONhhr0WsrcHgCxmBOB9jhCBv62O09MSt1Hbxxjp6keHcOqQIt2ptzEcbV5E2FzioGT3YwnkK/cIv7P9yh++KQqtvk/o9vULQ8Nv7lLZafGdH5wjY3/mILZaFzqyIYQmu7WHRtjR0pmO1bKW4qXW10YFn7wpBLvzqkChTDJ3tYV9O+W3L8hMf4gibtK6ZrjniCuXJA8YdW8I62XEvOOGPld+6Ttx3SrrgXHL3d4/BpT8aRqwFYGF1tc/h2n3Q5xDoKXRisJ92AzmX0aXx1ZrlfR1/r2u9MWWGESWcqh6aiKUXvGx0e5rhN1q2/V51lxRSxpgwU8fYErOXwXQr/NCNZ0ljfRVWGoh9jIg/rih+cTkvcaYFzLKPx+OaAMnLQSYGe1fY6wQNSa3z3FJhl4EWl1MeVUr86f3uD2w+Bn6nfFpbh1tpXrbU/80a/6K2rg3EdbBSIjiHwMcenqLVl1PFA7NnjSPARwGzvosdTTJqKxUa/i6lNDfsffV5SDoscFYbYylBeOYd37whz+Rz6xn0R4z20Rbw9I1mP6dxI8F66i13qsf2RNfyRZfVTe0yeXKlTIl02f22fk/euEBz5DB4V+mkwECppcGoXtiHTc554qOWCzRRtgwlsLW50cBKFk9XK+9oZeU7ptI50JDqvQVdP8FtdQrQjnVjegXhPVNN5/aJGn4Vb5TGLU3QwkBN0c8cwuujQulsR7ySkyyFZV6jG/edGpBsxec8nXdK0bsPSiynJiocymsmWkAT8odjY6ALGlwzu2ozo8/I85E1VU5NlZp/25WTrvcYGx7iKcFCJf9jRCcXWktx2vUF8WOINc/SSg64UVinSZR//tqXzyghVGspHzzO+EBIuhVShpvk7r8DmOvbgBHN+XUwvfRc1y1HTBLWyRH6uS9HyqCJNGLskK3IC9sYVJ0/4xDsGN7XotKT33CnbH17i/EtLnP/HL6N8n4M/c5nlr2UE9wYQ+By+t03R7LDxhZLZkkPW0eJSvSovSyeF5m5JsD9j8lCT/ksZR28PSJcUg8daWEfRf37I+EqLk8cbLD875Pz1hIMfXKe5XZJ3HJIljTepVfN1zk54KgmYp093MV6PYGikq3AcLv6TO5Tn+gwea+KNS+79iM/G5yo2PpuQrgZM1xz6L+bgqNpPTdyUJY1UWF/Gn4/CZBycdURvY7V6DUUd6WqMWAbNzU/LSNhjIPdRRaq2/hcygFNYRo+0aL80ZOk5y/RCTGNfIgPS1YDG9ZHodyJfulxrxWtMazqvTkApwoMZ08sd3KQi2JugkvyPvN18B4ko38z623/A2/8k8O8gXud/+Q/yg2/ZAmM9YQWZhzfRowS9soQ9OsFubUCaYboNnMOhjLwubkoKZRiQP3UJ7zRBDYaoMMQMhqhGhB3kVLUFh/7KCNtsoF4ZcfqRJwmGFaPzLitfmVAFCn9nQPHoeZznrrP5cQ9VVaisIL47pQpa7HxvxPLXPWHL9ALytqpzLiBZFb2LsjC6pBcEACcTJlhwKrt90RRGlgkN4Z6L1WdsKuNZsmWDO9E4mcJ4onEJ9+TFm/ZrHYwnehvjQrokzstzkH9yXjAS60C8L5udl1iO36YwrhYjTQ1F28ebljQ+e0vimNe7VIGmcXtC4+sjKCv2/+xF4sOKzlf3KX94TfQ2iODSeBZ/8yF9/AAAIABJREFUoDFJA13J4zC+0HEbexVWKyabmjKSk+zSCwXJitC13WmFynJMkuLd2pN8njruN3vnQ3RfHFN2Aw7fEaKs4vQDW7SvjUkudoivH9PfPmb4nnO4qaF67CLu/RNoxuhb27CxCtfviri818VOpphLSzRe2mf0rg2JDj4pSZc9jKeZXDDc2IzZ+q2Kqu2jhpZznxpKp1xVXP8bl7ny83cZv/v/I+/NYyXL7vu+zzl3v7W//fW+zdaziUOK2hhqMRkJtiAliqwYgYMsBpzAhmwgcWJJSeC/AhkwkMR/5B8hgB3EtizHcixBSSRSQkSLkriLM8NZemZ6f91vf7VX3e2ckz9+t+o1RQ4pgk2RHB+g0f36VdW9VXXv+W3f5SxBO+H2v7dBOFI0HlqKpiacOoaXNeuvlPK+TMjokiYeaNL+mOZdxf2PtgmmEI0kkYgPS9QsR1dN+teh6HSpki6NXUfR9pita2bbjnCklkrGupQqKBrC6h/v4U76jD7yNNHQis7aZIKetejcnPPgwykXPpZx+6dCLvx2QN4RjbH5VkR0UuHPSqpYYMs4Rd6WAJIcWTEYqxFvXi5zsUXbVFlRTUbVMjB/CnxVJVJhKS0tMmVqFFrdZkt3c/AU7dsznFKcPJuS3rM0bo+lJ+NL8uRNc6p2zPxyi+YbJ2AcVS9lthWR7mbowpCdbRGMvvkAA3zXoMicc59QSm0iw32AzzjnvoqZ0XJ9zDn30td6TaXUF77aY96zUjEqr6As0DcfoMoKm8bYJy4IamQ6R924C0WJPTzG7eyh0hR7YZvgU6/D23eF9Z1lqKsXsXsH2OkcHkHLqDBEt1v0PrNP+ulbrLyZ4z88of3mgGqtxexMjG63UPvHIuvvHMfva9P9gztc/NcCvHAejC8EdG6VBBNHeuBI9+2SWGZSR9VwVKmrs37NwmvFnyn8qSJ+KCQ5p2Rmo4wM83Wul31vby7nHUxcnR3KaywkWUAEKxeeGVUqm7xXKBo7QmRMjyp06bCh6Jd5pSNva4JBzuGLMSd/8SncaMx8K8Zp6D/Xpji/SnlpY+mSaVabNPat2OJqgS0ro8jPFvgT8WMv23KMog0o2Zh6b1cEU2g9qEjfOab5oEAZR3RPLHL11oZUkQvE12oXL5eNvmz49N4slwis0VMtvMJy+KFNXCPBn1u8zOI8zcOfukB5pidJh1KU3/e0CJeGAfPvvUowLhi/uEXr1UPCB31MpJmvSsbefUMQe/M1H29WoSZzXOTBSgd3bpur/+B17EqLYGzI1hMu//oIE0LW0yRHBj+znP39KdZXFF2f4xekFWZ9wFju/mRb/HuaLCvNwxdCht+zTnyQ074pdtLxicDPJ2c1VUNERBeSPemhZe21OemhJT7I5do3AsRo7Ahm2BmLHozJeyHhEG79TMD53xVl4qIpVWcVK6qGR9UIsNGjChA1SqzO5K3PksS4QJUtfF50LYYqopn1+1QCbbchS48ianDCo8z+bF0kn4bXUmzsEfctR+9vg3FLVWenZFbpZRUm1JTrUh37gznhWDTqcA5//JiUlDmtYr7TpWKUUj+HaI/9ZeDngE8rpX72azzlGaXUK1/jz6tI2+0r1nu2gsH3mH/fE8R7U/EPn5fY0GP/x7fZ+kdfxLz4BOpwBJOpoMeshdffkblNUYgT5TzDG03h3DaqP1w6AOpuh/zpMwwvRSKpPtgg3c2x/QFaKVToE0wsxbVt/M/fAM9j9uw2rXsFdr27FNfzcoH6Vg1NOHHkLSU8k8YCMfZIdqekggkmCmXkRvZmqvaGsQJjToSpHx1LBrcwHDOxI92TNtN8TQKPX+t4uRoBFIxkfqOsbGxFtybB1UrM/ScDig50bjh6b844fj6laCuOX2yy/sWMg5digg8/gfUhOSyJT2C2HREfVwRzR3SYUXYjvNxiA+F6NO/Xr9/wKboiQeNlsnmaRO7EYOY4edonOXR4c4sqSuK39pm8eAbbTlF5iQ0DODxeIgDdw32CyYzRD1yieWuEaUa1YKSjSkROPjkxDF5YIT6pZK5QGM78q1vgHPnzl/DHOdZTDD54hv4TmnAE5oWAqO/IO5v0n4GrvzbExC2SvYxw4LP+BZEiKnoRgw80WXt5hgt9bBJQvXSN+OYBQehjV2P6z7Vp3XO07uWgIO+GDJ9IsT40dgWdMLmg8N9S7P+75wXC7WqrAgXTMxp/BpMzGl3GmFiRrUkQXX/ZEI0VeUctuTPWAz+zqNLSujVB3z8QCR2t2f7Nu+z87CXOvHkHAFeKgZ2fOa7+Wk7ZCZhtalr3Dc5TlImqB/q6BjTUsj22FlVdBBhPnWJojCQZC8Loo8vpOqGZO2yoyHsOf6aWzxO1b0FAWk+RHGSoytJ7dYjTGtUNWP/sADxFvtog2p9gWgF+vyRbjel88RCXhGRbDeIHE6KHE6rVhKod4Y8LgXg/jvUdEDz+jOu/A753UbUopdaB3wX+5bs8/uk/w2t+VQLhezfAlCXp63sUl9aZb4b4M0uyM6ZzJ0CdP0OwN8C2EszzVwjuHeFaKS4NyXox4SCHN26LyGWvCbUcjN5cxzUSqmbEyVMRW584Yn6xS/KptwDo/9Tz9D72FnoSEjvH5EqL8mdeoHtjitOKk+shK68rJmcCUBD37ZI0l3flxhPjMEXpARVUbVcz5BXJvsw5qpha6kWqkGSqqVJI9h35isCMg7EgeKwD3yiKGgm2GNhna45ooMAIYqdMFYGRm3xyEaLjmqegofHACUcnh9EVQAkrLj1wxH1DlXqc++0j2bCPSmabISZUtO9kDK/GBDNH/3qTxm7J6IIvxlGRq7N1ASd4uRKYbQ3W2/xsQf/JiHDiaN23ddDR2G6T/nMdVj52EzZWUOMZ7qSPMwYdRXB+G3fzLnYqniuqNPWMAIKJIZhWAiG+0sYEivmaT7onoqg4h5vNCb/wDgQ+8WSF5GZJ50sR7OyJ3EySMPrgOa7+0yGmExOMKw4+0KD3donztQhqfuYeWzubzC51mD6V0rmdEx5NKS6toXND/8mQxr7MPXRucKGm/6Tm/O/NCG7tQRJzPl/l5JloOYfy5gp/KlVqNJYKL6yBF9lQEw4dszOSKET9En+Q0z0ccPLh83iFGJV5mSO4tYcdT2TU1u3gGgkUJWf/yZvSDoxC9n7mKtHAEY4tez+Y0n3bkK84kkNRe3BaOCnR0ODPhcyrK+E8Vc7VFYroii3+Xfmqtlh2os9Wnc7YrC8BRAAE4lVk6hZuNJC5jjIQTh1eYbGhkJ5v/pUul35zRvPmEBcFHD/XFPWDVofouCDfbpHc7uPCAIwj2RljGiGqtAR746Wsv2k8BrHL75Dq5M+49J9qiR3zNbpZ7wby+rOs92yAsY2Iwx87T3JsaP3Wy6hOG3tunfTtE9zOrkAo1TqDZ7v03sqglaJyQ/zFO6C0KCb7PvatO+i1VYrLG5jEE2XaL9xjazhfyrQPfuIZvMLReWuMvXIWXnkL3e2QJAHzZ1MO3t9EV7DyesFsMxAEVkszOevhTx1FW4l+U0ORrQnKSiobaYXFh4rtP5qw+0NNgXnWhERxe1TkPUSHq84eRYq/hrhq8MeK1o5j8JTog83XHTZ0NB4Kume+XgsM1iglVUkrxishOpH2ReueoYo1s03F6Iqj+xasfXIXNxa4bnXtDO23x/SfbVOm0sbJVhP8uSM9NBQNn2zVJ5yIFHsyVlSpSMNEJ7XeVg6zLcX2J6eY2CeYiaCh0xANDUVLYxoh8YlBNRLs7fs4a5d2vzbPUTfvinKDtTQ/8TZsrREcT0E38Ic5al6gZhnNWzsc/exzkvmv+mRrAUkrJHx9h+rqNsHuAHcyxFmD7TYxL1whvH8MlaH58dfRnTaqrAjyguL7z1E2NNGRZX6+RVoa2D2kMcuId1soY9D9CcG9XQBWmteoGh7pbknZDphuBUQDOHxfyna/jWnHhEdTvCwkWxEAR3IIRQupdnpyjZfNWlonUvhzaN8Epxz+uABfM/rgORYqAMmxJRgW5E+fJXz1Dlgn88VOU9TFV3uYtSYnz6Q09ixlQ5E3NDqH8XmPK/9nHxd4jC83yNsaf24xoSY6yclXo6XCALFcy0vR1Hqp2uvHxKceRIvKagE/dx6gam5WzZcBae1WCbUvjBLJm27Cud8r8AczsA41L1j7QiVBfpKDp7FpKHyXWrJJmP2lqBVogSuHh1O82WOawXz3BJjfVkr9DvCr9c//IfD/fCsO9J4NMDjRcppue6Rakz1/nuiP3pCSXimR/9g7YOX/m+OUwByPXurSut8g/szbEEXYwXDJewkf9EWB99yW+J3ff4g6u0WVCtekihR6NEeNp7C+xvz6NqOLAcHE0byf4XzN+EKE9WHe06IGPKtRNAvOx9hhM8neRDJDMvqVN0sm5xPiI8f0jFrqfoX9GuLbr/kFDWmHWV+udF2KTL6yopYcjOth/UTRulOT2azDFPK7oiPD9fY9g9Mw3fbqzUIxulhLmOw6qqYi60F+YYXwgRbZ+qxi+ExLZGm6ammU5c/h4KWA5MBhrKgdd25bRhe0yMQowNZuns6RHDiOXkjJV1RtJyCzg+Fln+TYEdzeJ/vgBezB0ZeRZLFOZmRBgIpC3NY66qgPeSkipu0Ykwb4s1yY9b7Pxu/ex6UxxXab+UaIN6+g3cS/cZ/xh67RuDNm9FSHzidu4dVQZjedCZqw3cBpTf+lNUwi86j5Sy1WbmTS399YhbxA33kIaz2Rnbl4Bn0yJv7iHdzZDU5e7JIe1M6RRr6/ciUl24jIWw0G1x1OOdrvaGZnBahhPYc/lzZSuqcIRjJrWVhaN3YN2UZCfJhhArEnnpz1CEeOoifabWtvBhKEJ8BhH7feg7LCH2YkfWnfztc03ZsVXm7ls1WLWYtwbPy5I5ietpaUFZCJMmrJg1mIXbraO3mhrGw90FaJ1XKo0Jm0z6pQ1dUMy0rJRDKbs4EESV059GDK+HvWhdvkeRCwnKmo3LBwFVWZxgVeHVA0LgmxsY/1Nf4gIziaYdPwsbXIHlUu+E5ezrn/Rin1HwA/hKSqv/K1FJG/mfWeDTDWVxRNkdvo//sv4BWO0X/04jKr8gpo7FWEgxz9yjvw9pSNkzEHHz1POLyIev2WBBdjcFlGdn2b0Y9tSxtr4mjdXUEXhmBqBNmzN4H9I+yFM0ye7NC6MUBVTaK9MYPnV2q/ekf7bs58PSTr6eWgvWzKQD0YO/zC0b5ryNt6KZ1x8nQgBl5+Pfycy41cth1xTUosWxIcdK5QTuYnJjp9DshNmq1Ju216VoKTP5PHRH3pn5sYjp/18GcIH6VwzDYEfdS+a2jen9O+F6ALy/BKTLSyzui8J06FM8h74tMinBnFyRrLoX7ZVHTuFOz8sGjARANF0RZXykWmXaaiQhwOZKgvxmaOjc9OGV9u4LKcxse/BIBOU2wtYokWHa7FUrWj6PzaGvHtE7zjCYP3b9AdzHEXtqi6sagfj3OC/hx/UqDHGfs/uknr/irNT92heOYc3c/tQSPFthJs5OM/OMb22gye71LFivTIsPKa5uS6IhwoJmcj/NWQnZ+wNN8JOP8rrzF+bp32F0qs1gw/eFbmCcaJcrRzdG7OGV5LaN8zmFRUn4dPSlssHCiydfAn8t2EQ5lXJIeKvOtkJlfJ5hv3DeGgFCh1LKoRVSyfZ9ZTrHxhTHrXCSBirQeDoShbHPah0wTnaL41BE/Rf6qHsk6qq5FB2YSDlyIau7KLZiuezGnGBQtb5KyrhbPkS6tL2PjyfThdg0q8UykYYejX12aoCEdSxS8EL/2sTrLmojCuHCS7M1wSEkyt6MyVFbZVE2eNQ1kjHLaiRFmLKhw2DsFT8vvc4OVyUJsGtVDpexbr9K7LOffrwK9/q4/zng0w2ghzfnzOp2grejdKlPUJpnKDBKOCbCMiW4+xP/58LXUh8iZlK8T88HVw0HjzAOd7eLlh/VMThs926f7OG+IHcvksySsHDH/oErP1Luq5Lr3PHqBqnw5dWkw7Jhqa2iZYcXw9Ju9Kdq4riEaGldczlBPZjPlWLNnwmhZopgcLLwyoSZJKJPDDkcwWTAj+VB4X1HIzID/bSAKSP69v1qGSdkM9W0GJcsDoKjQe1KAAIwFr0NZi6oUoLx+taabbTZSBbFWCU74iFZyfAa62YXZyvKphSR9Khm1CRedOxclTMUXP0rqlKVviGzO4brjw/1qyFY/5piKLFd23ahiyA29eMbnYoPPKsZyc54mq8Wy2EOkDBAGFyXFFgRdF2PUuZcOjeGF9aYltkwDnabKVkMadCWqaCW9iOke1Gmz+xs0lERMFk+sbNG4NqNoxwd4Q10jQ0znadFn/wwMG71snGhrWXvFIH865/dMJXqa4+qsl0Tu7mCcusPNRR/j+c5z5ZEX7S8eovGB6fZPu2wXx/SG2GaFswvicx/BJjc4V8bEkAEVHhttLwEVai0QqaXcKQk++o+mGz3zFJ5hZqjSkaAqvRlUyyxg/1aH9yduw0kUPxjhPi3Pneg+bBBy/2Kb3xgxdWdq3Lf0nRc/Pnyv6H4jIVhzrr1QULa9GakHZiUTxWEvSVoaSSOlSEpyFyRywFEzVRY14dPJ7GwmQRC+IwzWaLO8trmsl5mp3yyXfJhhXmMhDW4ueCriCyoDvYaMAkoB8NSben1F1IvxhLgKY1BQGX0vCkGenLbRvdn2Ht8iUUp90zn1IKTXmy89WAc45137cx3zPBhgTKAZXA8KRo30vZ3Alougq4iMtek1eiJc5pls+JpIWkpeJ1lbeCvFzsSfOL62irCM4mPDwo+sid/FT1zEBpMeG4vkOcd8AmnBsGD+/ji4cphFQJT44DxMp8rZH0Va1l0c9Q6mv68nFhKIhrYeyITDhJdlsQZqsbYKzNbf0SbEeuKiWtJ+ctiCcYqnpFR9Sz2ocXikth2AiQ+KiI6ikztt1j9uTY3q1BtgCwVM2wWnZ6EwMJjjNRK07FWEMJqfAAzlHRbYhrbztPxoz30rwM2je0RQdCULZqsMfa8JBxvh8SuOho/fGRNoWSlE1Q3Rp6fzRXfB9bPHl/fIvk1OqYeRKKexojMpz0jigWIlRVobP/ettujcm5G2NdyYlvVXggOLZ88y2Qnq/fxt3+wEuDIjervC3V0ApnKfIL/SIdsfi8jgyFGc7zDYlEUgOK/K1kOZ9xfqfiDQ8vofuT7j8r0Km2x5FS5MYg0tjaS9ZOP7gOtHYkK2Ihle6K9n01mfm9J+MmW1JOzRbl4BiYnG7VFaqmrIpLaW8IyhCPzsN9vM1gXiXDc1sQ+Pnivn7LlK0PfpPaNZfrgim1XKWsvrKmMnFhpAzp46tPxzTf6ZJcljSea1PuSLgDp1qjJZ2WRXoOgkQ8m9l1XLe4rxTzLLTCusLYVIvkGG1KzkVUPOcbCgGY1L1CgF4MZccXYwIZgFRPySYlMw3Y5Rr4w/mi4sB047FYqCoiHcnqKwkQIKK9SOKXkT0cIJNfbxJATWs+Zte3wVDfufch+q/W39ex/y2BJja7OZ/A55DrsD/HLgB/BoiIX0H+LmFyZlS6heBv4ZA4f6Wc+53vt4xnC9ZeOuBZXAlQjlI96xsCL4msXDylIets6xwXOPstWK+Aef/72OmV7sUbR8TaVLjaO2YmjOhmK15lImm+9oY0w6Jjg3eKCNWChv6mGZI0dLYQAhoIDMOYTOfKs1mK7q2GVb4uUXXEORsTQQmGw8FbVTW+lFqqphuVMS7PiZ1hIOapJmw5M+IbIy0vRb8hGBmMUYCV+tuTtnysYHwGoqWEDoXCsYmhGDkyHtyLiaSVozzIO+6ekOpIbOeqP1ma/K+ohMlG2ApWAkvq2cpkcfxdV9UgYta9qUpr9t44LCRJ2KWmUMVlaC/Ql8MwyoLcUS12UEfHr3bNYVzTtpknkf10jUOX5AqxJ9JRu3nDl05jp9vYiLFoB0w3VgjW5dKwPpQ/KUrbHxiD/pD3HzOfCuhcTMXlexhTrHZJHx9h2T/CJWmnH3LUlzZ5OSZmPTIsv6FGdNzMVWsmPxoStl0KCDZU3iZpvjwFsmxKCAcfU+TKlHMNn1RqB6efu4HLyUU7VrpWoFXSissOlE1GEO+Lz+T+UfelevFBpC3NdNzisaOqzd2uXbG50RZ288t539vhvU12UZE8+ao5pAYon5E68ZU7JIDj5UvjZZSOi7Q6Mws0WE2UMw2PBp7RoQjkWuhTAWYsBAcXXi62KDWGEsU1NeqyMhIsFFW7tlF29afCSAkHEHvzRyTeLXFt0KVhnRnKrMVT+E8D+1ERUGVBpyj6ib4mWiRedMSPc2J8hJVlHjOScXjaWwQfOOb2FfddB7Py3yrl1Lq/3DO/cdf7/8ex/p2VTD/EPht59zPKqVCxFfgl4Dfc879faXULwC/APxdpdR1RAPnWeAM8LtKqSedc+9i3CIrPC44/zsiMd64J6X88HJIOHZEY0eyn3Pp88e44QisY/KjT9P4+JdQZ7eYPLvG9GqXxs0Bajhh+sJZvNwQnZRMz4TExxXrnx6I3tksA6+LdzLBpjHZ2SbZqk9ZC/eFEyeziW4NM62DmPPkpirb0gZQDsbn9TIL0gU0HxqqSAa18w2FjSBfMUKurCugZduhRHw9PGmZeLVvu/jcO+armmgo0OCHH0rwClFK9jOxVA6mclMH9U1ddOV4JpSAYhIJZgv2+cEHqJWD5dgLG+ayJf82gVRCC8TQ6HJSVywL7SlH5yasvD5jvhExuBbRfFCR7IwBsJHIfIAMvr08Qr9687RisYsP6nT2ony5nN0zlxlcianSun3kJHBmayKbkhxZtHGMz/k09isae+BnArc2oabc6hBmBf0PCcQ3O9MiefuAwfedpfvZXdAae34Ldo/EQjvUpEeWhx9SbH4mZnxOc/YTY9p3Aw5fiEkPLOl+gQ0UyeduUT53ERt6OCUIKRUr4oFldElaWsFMoOi6lBaiiaQilPcrG/WijWQi8Jx4Ao2uQucdeb/hUGRWnAfJUYVTPtMzck3G+zlVGmBiTevGAJsEKAxYxXwjIBj52FqfyxtnuFChsoJwZ4DpNZbaYUVLY0LhFwkh0qGcWhIkHfW5LjRFI4U/cFQrcv6uDupiGSF/FooDXg6NPdE5iwaW8Dgj204Jh4bj5yPCYcDqK2P0JMM2oqVdgVNKJH6sxR9m2HYi6MGixuxbMCsNvFGGbcXoaY7O/q1DkT376A9KKR94/7fiQH/uAUYp1QY+DPynAM65AiiUUj8N/Ej9sP8d+H3g7wI/Dfxz51wO3FZKvQN8EPjjr3Wcohey85EOXg5bn5qQrQasvDajavjE9waMn10j722Td87SupsRHxXwxEW4/YDmyQAVBBx/5DK6XCE5LJlcTGVIf2uGv3PM9PkzxAczDn50ncaBRW+lDC/7Mog8sjV5TkiTRbuebaSOYKSomqfikcosNhDB/+tCgsNCoj3v6uUsRefQ2PHE88SANoK6UVY2IH8uGbDzVS10Ca0HJWXDw8+lWnFaBBTzriJfUZiF9EgFeaTIepIh61p2xmnJmrNVt/ToUK4Oji1LMNVka6KWXHQF5WR9mRlUTbCeQ1eShT7agw+HiuZOyckzCcHU0blV4E9PWdUu8qCyqNIRvHZXyLDGnFYq3p8azAaBBJiNVU6ut8hWZTO1gRAWBT0nNr3zNY/4WAbtx88FxEeOohPQ3DHkHU18opg9dwZVM8OT1x7gem3io5L9j5yh+bDCRJrJD3VZe3lGfOsIb7tLutvABI7pJcPN9SamaQEDymN4JSKYgX/xKbrvFMy3Apq7hqKpiUYCW/fnYrwVTOS60IVUM86TzxdqqZ9VaXN6WS3RsiI/J4cLJKB8n04JurGKPJITw3zdZ7amSQ5rz5pBQbmWCickDqAypPsFg6eaeIWoNditiPabA2waU66l+OMcEymifkU4hrIREEwr8l4gLP16hmL9usXqqfpzlH8vUGKTizKfW8yPFm1fZer54kAx2xB+T3ogxmfpzT54mvhMSHJUMd9KadwuxaEyEAsGXVTSDot8NJX8Dmp5fgtaRD6pDHo4+8Y3sHdZiu98FFndCfolIFFKLZwoFVAAv/KtOOa3o4K5AhwC/0gp9SLweeBvA5vOuV0A59yuUmqjfvxZ4FOPPH+n/r+vWEqpvw78dYCg2WPlzWqZYfkzy+hKQu+1EdVqk8bOjL0faOFPHZPz4mcfDXyqq8/QuDclX0tY/cNd+h/cZr4eULQV0cBiEh97eYOqodn5aEfgvOekxeRP5SIbXaxlWuobJurLZquMDEa9ukcejE+JZv5UWkn+VNjMIPwDZaUd4k+kDWY8Mfiy/qIaqjPdOcTHVpj6sOQSVKleyqMXbeHJiCyNFc0nK4ZPRa2wK8+hJiaylPaIBopw6ESjLBUPgOhYU7RElXm2XQfPjsxc/BqCHY6lWqlixXxdAimoWp5dzKlMpBhcDVn/bN2Ut6CzCioroorNBnbtDC7yKNuhSMFrRfrHb4HSp8GnkWKaEbONeg5Qf/4g1Vq+oqjiheyIqAzrQsQ0oYZlZ46975Vqy585bADDv3JFnEMPLZPzYH2fxp5leN2QHMccfOBsrY4t1aA30ay+6ui9NmZ8rUXz5pD9H+zgz2T2VnT9ulrVrL2c038qomjL560ruT6igbg3ZuveKUpwKr9vPhAByWAm14o/A1045puKdNcxX1dUTSHbjlsilLqw045GlrLpEx9m5KsRZarpHAqcd3JljfYXHhKcNFHTDLPSxBvOmV3tEfYLiq6PqizhUBj9Vis6NwtM5C0/5ypSS2j7Qj1YrqG6eojkOvJnalm96LK+jut2WXSiauM4QMHJUzF5L+HCbx0LeKZyxLsz9DRjQZAlr6sQrVF5gRf4MjtLQpZ+L55GzXJcM0FZK5VPaR7PkP+7Ywbzy8AvK6V+2Tn3i38ex/x2BBgfeAn4eeeT22LUAAAgAElEQVTcp5VS/xBph73b+moTuK/6VTrnfoU6Ere651zri7u4RoI6GZLYNdJ7Bj2cou5PqZ46T+d2xeSMR9FSxANH2M9J7gmPQRcRxbkVooGkWH6uma155N2IKlZMzwoxMBqAroTlXj2iPFy2JGsruvXZ6npuUd8HVub/0nuu+S7+TN5W1WCpLOs0VC0nrn61t4tX1JL65tT1UVVS7diI5YZjYsXwolRVJj4dquY9JRpRC/2yStotfgZV3YLx6iomPna15zpUDfkqzFJJwNHYUcw3Ha3bMLkom9rKG4bRRY/5tsUeaFr3LbMNaXvoQjLy+FhcKsOxXXqvK2tRlcBG1Uw84HEO22uSbyQEo1LQf2sxR8/7qBefxZ/CmV+9IW8sCvFOJijbOVVf7spxZ5uKdN8RBKKlVjTlu/BKx3RL1+oCYFdloFw1auKqEug1SlpCOheL6GigiA40RUMcNcOxFSXhQBF9HhoPMsbXWhy8X+NlDfKVU+M0ZTSdOwbrK8YXwuXge9H60sYRTC2Da4F83znLGZmyEhD9uSM5rHA6WHqsLHgjAgkWQEYwklncwfs1Zz5ZMd32UEYTHQmUODkqpQU5LUl359hWAxd4uI4M9E0nIRyWeOOcGDCJj/MU0UmOCzSqtMw3Y7mWCydVsqpFKh1Yf8HYX5CATzlazgc9l8f5U7m+TdNRNSE+kqrTzxxHH83p/X7M4QdXWHljSu9PjqXdtQgcC5ix79XwZIerjCgvFBVoLdVXfw5+JNdWEoqbaCMg2Bt/je3nG1jf4QHmkfUZpVTHOTeE5Uz8R5xz//pxH+jbEWB2gB3n3Kfrn/8lEmD2lVLbdfWyzanvwA5w/pHnnwMefr2DWE8xeX6b+aqHV64sGeqbvzvFXD3L4Il0GQxMrMjbkH1PkyptEQ0E6bXoBc/XRGl4wTwuWwLddJ4j753CMBdQ4oVhl1Myu7DBgpnvakQSLAy0lIF4uGDzU2d8p6THKoZguBB0ksBl6n58ldRqxNXpoL9K6uFpLKikolNLdNQy/tqwFBZUlQQjL5PzWMi628DRvg2zDdGcUlbmSLZwxAhySRnF2isVRVOTr2rmG9C6I+/j8H2acAhrX4DRZclqy6a0eUzMcgCc7pUcPxvRemDovD2VTFIp8LVEtDqxVMYQ9nOUsdjQX7ooKieB4MFffYpz//wmtiPeLud+55jJtQ7TTY/mjqVoyaB7ti2fY94Vj5z4SFH0ZONTFaJ6MJeNfkmAddB5mxoW7KhiaN+r0IUlGmicr5hsewyuefiZtH7O/BvHgx9uyKabw+4PCiHEKbWUnE8OC7AwPRsx2xRb6s7tiummDLLLZg3/ruHJUk1JYClaUrXM13yUcZhIk/dYckWcf/p+8p4jmEDrLpw849N4KMZlRS8kHJbowkBlBcKbl0ye6OLPLdG+fB/L7L4yoCJ0YfCBfDUi2ZlSrCf4M0Pe8/GMkyATCRvfBCxlek5dOWvhzV0hDQuLv74+nShXlE0nyZoH/j1L+48Thk85eq/X93YzxgYaVVlJKIwoajiQ6wcnQaeU4GKbIcHRDKylWmng10mMrize8VyqnMexvnsCzN97lFjpnBsopf4e8N0fYJxze0qp+0qpp5xzN4C/ALxe//lPgL9f//0b9VN+E/hnSqn/CRnyP4EogX7NZUM4fJ9P2XBEA+FzOB/u/eXzgrAaSJ/ahvVcoBIHwNxqipaYWnmFbPRiUyyqACIIeVqp4KSasL5oiPn1cbBgYyE+ehlUySMGX2GtA0aNdmvKDVk21PJ4qpJ2maoElQUygwkHsuHb4FR63alHKqUameNnUqn403rDrEt4E8lrN+9bpmc06Z5bQqMXVUs4UMw2pa1UthQYRTg2+DPR9apSLc6cTc3osrRg/Km04Ews2Wl84shWNOm+bCSte0KmLC10b4qG1ehySHNX2NlUskmgBCEECDfIUzg8kfgwjrITYyItMiI1P0hXcPTRK6x+/hjTDPD7Y1qfn5D/2AXx0qkcW388I3xnF+cc5vIWZTtkfDagfc9ifWlHylwJyo4j6qvlDGq2LYlGdCxzqOmmLxyVtrT68hUom5aiUqQ7mpOnIFu3NB5ogrGjsW/QhePwfQE6l+vs5OmYKlGkBxYbidHG6KIvSUkEes8RjiSZKJuK9NAyPidQd3/uJGAP5DPwp44wEKSYXUi0BAuAh2LwtKXztrSkyoaifa8iOpqTbSREJxZvUlBuNKlij8adMeVKQr6eLpFiwaTCmxZMzyWEQ4GPW1+Rb6Z4uaGKvVMhy0WypaX6sAG1jYRctyYWRKMuFMk+S1Mycd2s26pDCTIgVU5zzxANFV6JVEc4vGmBmuVLnxlQqOoR3M+CLxX46EmGC0UaQ5k6uNQBtVppoLPHo6j8nd4ie2R9NWbptyQWfLtQZD8P/NMaQXYL+M+QN/0vlFJ/DbiHSEnjnHtNKfUvkABUAX/z6yHIFsvLhYthPTCdmqBWS5fPtmQgqUu5KSXT9/Dqn0Fu9MUm239a/MeXyC2LWA/XDGVd1F72Ti0VjBc+8iL94oh2ZeDv12J+yso5VSnLHm58DNmKtMyKTu1iuShgjLQhqtqMzPqLLF4AAqKwXGeOzVoxWZ2+77IpVREOxhc04VjMvarGovJRS7DAgtmfHFma9zKCvSG218Q7GGB7LYrVBGUdm58z5B2PKlaMrkgm7k/lsx88KTBkXQt0mkgRnwiB0p8b4r5HfFQy3wjr9t8jd6hSS1kfF2lMElC2AybbPvON2hJ47ISwasSGYPJkF104Dj5wXlSmE7j0j2+JRfI8w671UGXFfCumijVFW9UukBHzLUfnBqzcKDh4X0TZltagDeV6ET8S+YyDEWQbLAO6U+BP6yF9S77rzttK2PVHJd68QhlL666HnzmOn/Wl/TOTllIwlupxUSnrEpIjQ9bzCMcOpz2Gl8UnqEpEOsV5kkC07orqcYEiGAn8PUc4Jy6UYB8ONNmqVA1J30pw2UwITwpM4jPf7BEOBcFX9hKCk7m0JuMAb5xx8tIq3ddLokFF3vGERV9IQmAiD5PUMGZ9mngtqhKvZu+buip0NU/Lz11t/yzmcoGRansBlY/6ElzGZ3zWXp2jOwGTsx7JgSdtROdh1lr4o0xcZuMA5oUc4BGHUrWYzUQBKivxjFtCmFVlhUNj/+0gWj6yPlcn7P8rctY/j8zCH/v6tgQY59wXgQ98lV/9hXd5/P/I1/F+/ornKNmAnCcDw2hPJOi9WZ2l1sNpLwNTiy56uSKvPelbd2VYmq9IO0XnChuLh326q79MRt/EUDUtNnYoo3GBSOkrs6gkHP5IFI91KZt8NJCh89JGtYYdWx/iI6mcQIJKWAeF9NCKlEomG4mXQeFETqRssuRybH6+FGvlpkeZ1lIyDVHa1UaQScrK/y3Y1MFEOAzLuZCVoXbntQEu9rGtFD3NZaY1Lyg6LZR1RKOytsfV6MqT9zcSaZLuDVeT/4QbkR5Iu0pXjr3vS/FnjsG1mNZdkY23cYieicKhC+TSVJUVkcWLMXlHbA0auzLfikZG+vtQZ+ceeVex/Ykh+t4uaI/q8hbO0xQr62Rdj+6NCYff49O9YVm5US7nS14G48swfCrEeXY5x1jIxosSA+Q9S75SO4Qq2cCrVIJCcCCine27lcxiTgom52Nm65EAMmp9LflOHdHQkbdlg9UFbH06Z7YZMN0W/pSfO4aXRUeMucIkUqXEJzJbCiZCTgxmDm/uKNty/HTPMb4E8aE8vuyIvfZsS+FnCj0vSW8X5FstvKwifVCQryVML3dI9uc4rSlWRVW82GzRfX1MsRrjzSpcz6doezR2MmzkUXREANYEi/brKVJscW5F6/Qz1GXd4quRkgv/o8UMycvA02L7HYwVaJici6gSRfedgmw1YHAtJhw51v9kKsoMrQj/QEBRztOnASMMwFhc5KPyUv6/dBD4eKNc5IQ8DeYxDfm/w1Fkj6yfB/4HhHcI8DHgv/9WHOg9y+QHaQfEJ45gXMucn0iWFB854kPJNKX6AFNrPXmZbB7T7UdaU4WU5+G+EtioAhu5U4iwD8FQ46bS118M55MjSWkWAaNsSqss3ZPqKBi5WpdJ1XLlIicjZl91m2EO0dASDURKJTmWzNbLZTid7juCuSWYWPKOJxtKUzNf1UurYX8mGXg4EL6Cl0tbxc8g7ouMTdkQ4kIws6QPZphGQPClu9DroKdzyq0uB9/XZvu37mG7Lbzc4s8M3rxkci5itqVp3hMio/VrdehmDW82gm4SBJXi6PkYE0lrKRhLm2++lZDszsDTog1Va0fZ0KfoRstNysudDMEnMlSvIoFfCzzc0Ht9jnfQp3riHCo3+PcOyK6fI/3Dt0iVxjx1njP/JsfEmvE5n9mmIts06FJx7vcMuz/g076tGF6D7g2IxsJFGjypJTjUg+v4QGMSgZR3bkol6OXyng9fDKQaPfKIRpb1V+ZYX3P0QiREytV6PtaQBCbZF8XoydmQoiPf/3zVIxxL+24BDigXyCoHjd36s/bUcsanc+EfKSev5zxBni1IsvGxIzk22FjQYP5EsvvZ2ZT4MKdsBfSfadJ7dYQ2TkQzD8Q4LRwWlK2QKlY0d0sm508lkKpIjqlLh621xJRzy7nLwitmoYlXJfL4xXUJEmC8WvQSpfAnqkYLChk5ObbYQFMlirVXpaU1eKJB7w0Z0DvfY6FurmoAgCvkcSqrSwulJKBUBmUt1VoL/2SKbSePZ8N5zBWMUsoDPgc8cM79pFJqhXcho38jyzk3BX5BKdV0zk0e4yl/xXrPBhhdiVjjfF0vPcCrtN4gQrkJTEQtIX66CVO3nHSh8ObQum/J25Lxz84oyqZFWY0uBDQQTCVARUNBJkkryhFMFbNNGcZ6uVQDTmniY8lew7ERBdlEYyKNMrJhzFc8qoYirjM7nGSGzS8+wLu+TTAqsEFC8+aI9jua8ZVmnUlbep/aw6Ux1UqDyXa6bI2pCvzS0TgwmFDRe7MgeOMeLi/gyjlc4JFtJujSEd8fUq42CO8cQbPB7Noayf0R/ht32PyTHOMcqj8g3U8pr5+jWIkJJxb2oUwERZUcW2ZbXt1Hh+5bVsQgRyI+mg4ds20ZPGcr8l3lHU0wCdGhh55XjJ5sUSWK1r0CL7dsfHaESQKKbigBdM1b3tDhxIpO2XEflxe47Q30a7dRnsYpTfjpN8HzyL7/qoigtjzGFzV5z6EqR7Ir7c/ZhiLqK8aXJNhPLij6TS1qAztSISij69lE3d5M4OQ5SB9CvqooG47mfVXPZRSzLY/RxQQTQfu2JZhbTCzukDaQisOGNTG1dn3UBTIAvy8zstmWXK/xsUCRs1XhFcUn9fwiUsw3lZiy5RKIkoNTO4T2TQE2hBNL0fbY+/4Om58p8TJLeDyj+faA/X9nlY1PDbBhi2I1JhgVzNdD4l2HcobZuQbxUUE8lJZo82HOfC2sq3RRt1hk8F7hak6MXNPKSRJAKS3BxZyobLC0z0bLfeh8EX0NER7Qos1cNBXW84hPDMnOmMPv7VG2FDsfadPcsfReFU+fcjUleucAfE/mLb63DCpoXUOXA9Q0Q1cWtFR0j2N9C2Ywfxt4A1hohP0CX4WM/o2+qFLqBxEllSZwoaaL/BfOub/xeE77dL1nA4xTtfd4XxApXi697ny1FhCsZBpepRJMQFG0ZfgYH9eBoXCcPKvwZqfD+cZ9gQK3bwtJzvksh+1e4QjHMg9xniMeSKsIJ73m3lviFKgry3Q7qisUMVFKd2ZMzzdo3ysIhjmzcynhoCLcHaGKEheHJK/v4jpNWq/NKLbblC0fr3DowhEMRfCvWmmg84r1L87JVwOyrmzEunI0X93D7h2gWi1QWmTsBxNcHJHOS9R0DllOcHiC8zxUEJC+fB9z0l/K4Xtnt5k8u0G8P0eVlqP3J5z5xJDyiRb5ilSH8zVRJOi+Ddmq4vh52PqUYbLtMb4Ex6uO1i3N6LJoTk23lfBsxj5OB8vsW1mYbQW035mi7x2g85xAKwhClO/hVjqSsU7nuNFEnEgDn/771zHRxrKN1n/Cl0q2VjTQlSPvSrXZ2LVUkcy7Zlsig6/Len5noLGzgCqrZSKylDeZw3xDdpWiK5I6uoTxFSuzj+HC4M2R7stmWSYi8hkfSWVaJVIVW08qjXAkLaQFdyVbUbTuWwZPiIFK665wkUQpW4JI2VDL8xVlBrnuQRENYF6rYXuFJdkrCMahwLjHBaYR4o1yem9JazLZm3Pw/iYbn81o3RyTbcuwf3TBR1eO5OGc2dlUZi+hDPuDuRBiv8ypUsn56cotUXrKnhqLLUiXsLBSludUMXXyJt9XlZxyxfQjxM2NT51w8g8MK/+1SNpgYXq1zdFzPpf2EkGQgQSVR4f/lSgwu0a8hDB/J85glFLngL+EjAb+q/q/342M/o2u/xn4cQRAhXPuZaXUh7+J033X9Z4NMMHU0rlTMT7vMz0jF3fZlgvJNg3hni9zl2KhqyQD6cVQGiVZJDiqpsOfKM79flnb7sqgcXJGAk84dkQDSzSy2EDRHBqRSk80zYcQ788p23JTDy+JkKaQIx3JgbQmqmaIco74xh4uy2iOunDcF7uA9VXYP8JtbwiBTUmLo/mlfaZPb5DeG6GOBxTXtvGyirItDn3p3SnRUYCXGxnOHx7jnMP1+2JFYB32ZCDHWHirWIcKfFxZoTyN7nVRT19BPTzCXN3G5AZvbug/0ySYWVr3DUUvxilkE9VgazJp3hVQQzBSHD3vk+7LHdi4L/4mUV82YID5BphIht/NPUMwtUvF3tHVBq3grJiAJRE2CfD2RcYHJ/LzOItqNqDbpvfbN6iuX0QZy9GLDTq3DcfPepQdR/oA5pvQvFcrRl+TCtfLT+Ha6cPainoBla2FR5UTaR/hPAlEXTmBkWdrImsSzjQmcQTD2tfHg8ZAKjTnUTs2CgKtSqUyWcjCVA3I1mUzDscwX9dUtRL9gg02XxfNMV1IK0hV0gY2kTiklrVoat5VRCcOP5dWVdy3mEjjQs3knE9zp2J0pSE+LhsR4aBi4amy9soMkwQcvD/l7MePuP2za7RvC8xalLIt060AEwhx02l5njZiUrcwHMNRu1SC8+Q8Fo4KVVyLdPbk/SwIw07VPCwrVYtc7xD1LclBSXgwFYM032Pl72iGz6/QvDfDG84JJoZL/9eA6dUejc/egVaj3gx8sjMt4vtDCSZay0xGKeFcPY4NZzFL/bOtNaXU5x75+VdqDt+j638B/lvgUWHKdyOjf8PLOXf/UXsL3sXy+Jtd79kAUzY1R88FS9IgtfAiDnTh48+Eq2L90xYZSuYUzpOWl4k0/hTWXpnhPM3J9ZjkyFKmWrw5Ro5wYkn3CnReMT+T0Lg/Q08ysvMdTKQpE4UuY2brwt8I5q7ejAuqhsfkXIyfSwrXfHuIK0vspW28w6HY/sYRajITFeEdcURUSYyv13FxSPzxP8ElCfbJC9JmmxVENx/AmQ14sIfKcvA8TFGi4giKAhVFgrbxEDgnj/zteSjfFzl8p2Son5WYq9vCejaGaG9KdDhDD6fSkusmJMf1jGRWUXYCTKiZbmk67zjCqaV/zWf4BKx90XFyvR6a+9KbF4hqDbooxbyrTBXhxC392B/8cEo4SsHB2ssz2OgwfKrF+IJ8R+mhtDKDqSOcrNB6eY/xi1sULUVyBJf/2S53f2679n5XDJ+2JLsKkzqqpiV5INDBsmeoBrWmmYbmQ0v/SalU/QmkD4XrE45kvtR4KKRbXShs5CgbrhYAPSXeZj2pbmdb8hHbwC0VqL1cnRrODUQNobEvrcz+0xp/VlcocwGMeHXAECviulVXJyxeYcnbog6e7luKtiLuG1FLHpSYyMMbFXRuaYJhTvJQyCfKOJyvmZ9pEh1n6HlF1Y3Y/qMxphmhS2jdz9GFoWoGlA1p6Qb1eT/Ks1qoLDhpCizBEdZXBPW5+77M6aoaZLII5CDXhKhUqCUC0p+LEoSJNaYd4R9XMpj3PTqvHrP/4TW2Pj4i3J9KwHAO2k0IfKpugp5X0vrdaKFLg9efgbHYRizoxfyb328U31CL7Mg599VATvJaSv0kcOCc+7xS6ke++bP7inW/bpO5Gsn7t5BW3GNf79kA4zzINtxSMFDPITmQG3N8UVBk7ZvCTu/csksMftFUbHx6wPxsk3SvJFsLOHxfg+auIe47YXNX4i7ozx2NhzlV4pGvJmQdj6zbxHpN/EyyR+srgZtO6qF4bvHHObPzDcpUEx9XIgXf9anSLu3RFF1buKokwQxHMFrM4epe8TxDDYYQCkHMTmeol2+gEW6isw41roef1gElSivcvNZlyk/vKGed/M46dByhGg1UI8Fb6eLmGRydoDptvNsjlNaYoxOpFnxf5jGeh/fERYExtxKml1rEBzn+cE7rLYVphFStkNXXHUdewHRLiJzBqG49dRXxsatnXZr23YLRxRATC2cmOZZKxp8JrNd5EN4/ZvLCNpMzmtXXKgZXfWbrYgEwR5HuKqY/fpZg6mg+sIRjg1lpihZZrQPXe00x3ZaBPaaWijlvSXZ88p5beufMNmotOF/sChYab7MtUUmennFLI634QGNDKH1H0ZYMPRoLam++JQmOMhLEmOjaGbIOEpls0sHIiip1v2K+FlF0Oa2wcvG5JxKEZNZbVEDy92zdJx4Ysq4nIIO+pYo1yUFBvhpQxRp/HuLNKlFPrvkf4+urNHZmxEcZo6sNlHG03x6Tr8nw++JvHDF8todyoixgfVU7kIKKxKVUzM000djK70NJFsqmwnpqqfStnXQKslVqpWXwS7A1gELXwXNJFYgBpBpce3m+vDcAVC1S2dg3gjr0FGqWk+xMsJ0U0wjIVkLCYcXeT3TY/lSG7hdiUpbGmGaISTy8+eNJ3h/jDOaHgJ9SSv1FIAbaSql/wruT0b/R9V8igsNnESL7x4C/+RjO+yvWezbA4CB9oGjsW6pYZgGzLTGyat1RmFhuAJefso+VFWHGnY/2iE8c8UBaagt4cFWz460vN5UJFcOrCX6NUomHhjLRBJXwMuarHsHMke6LfEVwMpN+MZA8nBM2AlTlmG+GJIclQT/DrHXQeYl5uP/llsD1Uvq0rLXZlweKL3v7X+fnr/qRFYXoevX7EnAaqfw8maLTFBdFeBtrmKNjaUstXvfNW1il0N0OjVs7YK204oxB+z7Bk5dQ3Ygzf1Bw/HxK8prMK4AlcmhwzWP19QqTyOez9kqO8xTjcwHZulrqdK3+wT4uDAgmFX7mU6aafMXReADBVBB8RUdg2837UK4o8k5ANPTxcnELHZ/zyXuKsm2xkSMYaKpUKihtpP0Vncgcab4haMFwKCinyQUJUEvZnlL4UMZz2Eiqk/hIPGIqXwiswQRQ0gqabTmiw1PtrsUSUi1kPV1bKPin0PN6HiXD/wUqUeDqXi5zF105/LkE44UN83zNBwdhpNGFo9HPpZ0VavJOSrxjcIFH60af8dM9lHE0HuSML0RUzRAbaNJ7I4oNEb9UpkY51n5AC7kiFJSpXiLclrI1gVrq4OlSFAxE7sbizzRFV0Axtt6FFv5D/qzW35uzRGo2di3ZekJ6r2ShP+Z8uVaab0mbt1xpExhHtt1kfN5neBXiY/GAml0uGe5HTP5GyeVfEvFMf5zjjxym8Z3F5K91wn4RoK5g/o5z7q+q/5+9NwuW5Erv+37n5F77Xfr2DjT2HsxwyBmOxBHHIjkiNZIph6gHyxYl2QqHbOrBNsPmi8jwi5cH02FJlkW/SA4vlExbdkikxDBFaiiKtLhzyBkOBhgADaCBXm/fvfbcz/HDdzKrbqOBwdKYBaETcePeW5WVWZmVdb7zfd9/Ueq/58Fk9Hc8HDLt37PW/qWH827ffnx4A4yS1eo01q39b3wsdqnZpjSSi55m53cnlKOYbDvAXxjCac3ghsGf5Hj7J6BEWTcfefR2K5bbIvGeDz2KrqJzVNO5saDciDGhxl9WoiacOo8MBSbUBFNZbZnQx1vkeMdz9FLcEf1JIhLj1orI4Gs33vK03i5QNJnI27xYmvsP2Od64NIbG9JEL0tslqOSBJNmMqeO+qgwlMDTHNfzhN09noir5Pq+ixLvYIwuetjXb3H26AKmH4sS7msn5BcG1LHm3O+VRLcnVNs9rBfipzXBG/t0njOYyRR9bof0yW1UmrP/uUco+tJ0zzY1g9fEj6Z1e2Rl04yVHpnxFb07NdMrPosLtuU9hcfa8YTcZL10Ol6J81IJxNjLBLC47CbZwLYk3YZo2zmWVbafCly5c1iz3PLERK4HwzeEzR+NRQIm215xaepIFkBNM9t6KzKlKp0sfyg9wXAsC57xE5piKPDvzo2CxYUQZTXJXk7V9ZmfD9j60gnppT75ho+fWbxFSTGK8CpL8voJaGmQmySgczdl/JRk1SdXFcNXarzC4+TjG3R3C8mEDktsBulGKPYQSE+pDhtJoTUR1qY85vTVlBWfmmBhiaaWzqHBBAJAqR2ZtXm98VaZXcPh6t8y5COP+CBAOx+XxrJBZQU2CgjvTjGdSKyUK59qp0TvCvS792rA4jw8/qMHEIVY30MVFdbX+JOMhzI+eKLlT/IAMvq7Gdba2inX/w8P+809aHxoA4y/tJz9g5Jsw6N3K8Mfy01UDyIGLy3Iz/UYXFuiyprgCy8TBj5sb0q/Y2cDPV1KX8L3SX73VTpRiN0aEUw7ZNuhfGmMBCl9viMN/RsLykFEsreQY53r4i9rVG3EbjcOCfYm1MMu5bkR/qt3ReF1PIU8B2Ooi3cGmVRa4W1vUV05i39jn2rv4GtnKQ8ILs1oXqu0wpwItN7b3hKob5aDNZg0gzduM/+hT+BllsnjPsPrFb0X9qjODjG+xvvCi6t+jjtevXcAewcyob1xC/XMY0RHOTbwiL78BvbSWaZPD6jjDQCioxL/qwYv80gAACAASURBVDcwaYq1Fu/iefJHNvFnJfNPXCQ5qsF61IXU6o0P6VnL8Bp0DmuOnvUJ5rC4pIgPRbWg6lmiY5/0rKXq13RuyjZlfzWRRSeK9IxdqVwH1mm8SRPdepZwoqkjQaCB9E16u5KhLnd8jKfIthVnfn9O9w2wSqGLiuxin2LgEaSWk6fkuqgaendqTp4RmLSXSvYEooigDMTHhnwo6DKrFUVf0b2T0b1tmT2aMHxF3D97TpOs7Anaa3g9I73YJ95P8fshqrLifdILCY4WoBV1P8ZbFJgk4Obnejz6izPSswmdPZ/xMz3ChaH/RoqXlgQ9n+XZgO5ugZ+vyJImEERbHYn7ZNFbLVSaklcduuZ9AqDQtUCmg4Vt5XYa6R9Y9URtJNy15LgGCxvPnWBin/zikOj2WL47udgoC8dFofOScK9k+zhFmRF+ZujdTAn/231mf+MyxRPnwFN48wI9F3077rd+eC/DfiAwZay1v4agxbDWHvEWZPR3OX5TKfU/IZyaxdqxvvgQ9n1qfGgDjC4t0VFGcn2JDYXNpWcL1N4RytME116HMEAN+piqkr7EIpVV/tEJtW2UFjXe5QvUmz30ssCfZnTKGv/OMdnTZ9FOMsNfatTzrxJ6HiqJsZfOEu/OwYB9+TrVfeUurVXbLzk17FoGoPTqfzdZq8A14GuoT8awf0h13zbvdLRZy/px1kZ9eCRPJ4nYEC+X4Hkk93Ly7ZDubk3vhT3qu/fwsxySGBOGUJYtsuvUezLOx+W1W/jnd6jODLAffYTlToifGsLjAv/aLcx80ehcopSi2hkQvXSH8vFzzC5JWSTbFGhu764hmtRMn/DJthX5pk961uAvNJsvGkGJuZr+8oJwizo35bYv+zikk2QzZQd0pVoSrb9URCfO4XMunA1VgYkUyYFh8FpKnfgcfnvE6JWK7q7Iwnh/WEhGF4sYJQVkmyLRL1YBghLbeLlg9kjQ8mlADMOqxLYBpXauo+m29PwGt0R2puoE9G5l6GXB4okR8V7K0cd69HZr1LzGBJroJGd8tcfG81NM7Et5VoHpiIS9N8tAa+58dsD28zXTx7vER6VYfRvFxosLVFlTbiaUPU3nXkkx9MkHWlw0h1IyboJ8gwQzTuSydiRK4wOxy8gcMKAOdVv+UrVr5HdWDH+vsERj4diYQNF/eSzosSRAFw5qjI+NhK1PLZwWnOHY8lKPOoLD7y/Y+ecJg//iLHYb7n26w+LbMs7/Qp/hH2YwmbWZ0Pse3zpSMd/tfv/Xa49Z4E887AN9aAOMqg3qq9cxRYmta1TgU9f1qXKQSbO24S0TfRME1oNBTX1nF25ZGA1RVYVaLrGdDtHztyDPV4zhfh+qCjOeoOYLKRdZ88AgYo1eTfDNRHz/JL/2v3dmCzubY1yjHjhVpmon8geUwR5UOlOeh75yCfPGbXQSM/8TV+n+0nMiEFiUsp8GyrxYorRC97qY+QLvd54n+vTH0JXB7B1AXWMmUzgZyzmvB677hq0N3sYI042pE5+qI+W1fKDIhwmbL1TogfDKbJZRffJJyp5PMbzMvU+HhBMhrRZDRb4lpbHtL3skB5J9VH2DPxcxzsljQqZES8BonDRBSmizK3J9B9cFDlwMLdYXHTnhbCgWlwzhWLc2z0EmMj/xSc3BJ7rs/P6M879RoJeSCajKUG4khPtzcdrUYH1NZ69g+PySg09vcPb3K4JFxfxCRB0otr5aEIxzql4oyMW0JtwXYMf1f3ebaCwByMvFMqBzoyA6WWIjn3oQ4y9rsp1ETNWmNeFxKiXbwCM+qcEYVF4zvToiPiqhtui5qAgffmqDy//siL3PbLL1FTHkO/PlQhryrqEe3ptRdUbooqYOA7xcgAt+JkGjKXGJ4rRDgGmHcnPKEQ1jX1mxlQgnrgfnFMSVET02IQ2v/GuCuSE6yYXX4nsSGNMSM+gISKGR7W9KZo5jo6yY2G1cA382w4Q+e38xw/9yj6f/dg465+RTZzj+yA5P/IP9994uX/9OfYtIxVhrP/v1OtaHNsBQ1RC6Vb9WwuvQCv/RS9S37oDSKL2a/JXntU11pRXe2R3sbA5hgJnNJSgsFtiykvLCZHrqcDoMMONJGxRsVa0m9QdkB1iDrZFJuAkuDwgyzfuqD47a59bf6/r+Tr0u8PF2zkhZajLFlpWUuAD/kYsSrEZdss99OxhxR8y/52NUiab7L18UxJmxqDCASkkQmS/coSz6t74if7tg0gQ7FUUSoFxwAlAfeVyIm9feaPdTPXEO64svjVWw9dv3MHsHWGsxVx/FO55TfuwyxdBnft4TUzCLU65WjF6t2f+Upn8DTj6iqLpy/uGxRx1ZRq9IX6LsA0oxegNnFiZmXNkZS3wgcPPZo5Zkz0mu1BAd6dYRcvCqZni9RJfGKS8IQiu5OaHzugQPtGb5yIBkd4FKC3xfYzqhwLrzGutrwr05Vmt2fv2A4vwA/yhldJKSne8R7S9lm6MlNvRF801rFk8OSA5W1tlBaogOC5lYPc38ySH9F47wZh7lk0O2vzim2O6IaKmnyLcDOru5XPu6ZnBtStULxfUxkvfnFSLHs/VCyviZDpvPzxhf7TF6eQFlRb3VY3alIwE6N2JX0ZP+UcPEtz7UGlQlcHPry3N+KhmLBooNISBXHeeG2m3EaCWjqwPJhmwTmJw1gZ/WWKUoLgjsH6WIDlNR3G4CC06a3/FdooMlye052bku2chHbQTEhwX+Hyb07lgOPzWgjhT9WxXRiU+92X2LSeTdjW92NWWl1F+21v4fSqkfe9Dz1tq/9bCP+aENMLausGl6auVujaW6cdv9J1mN14shCKmPjtuVvre9RbW7h7c5krS8roUbUkrZRw82UJ7GTGfoQZ9q/xDTZDHNhPsO026lFSgtwea+Upe/s021f9i8+fa5B6HL2tc1Aa4oqO7svmmT2b/zRxh+dUz60bMUfY/koCS6cYx54xYAIYDvu0zPYPP8VNbX/u15QtBc693ACgK9+MHvZPCF25jDI6pBTN3xURtXie5MYHcf//dfwrOWBr9jOx1UGKJ6XarIZ/zHzmF86aOATEa2EqJj59CSbTiCZOZ8dqwEhs6eZfIk7H8qIt+04g55oki3padiQiEnBjNN1RVr4nCiKEaWcCoTZ3wodf/4IKcYhU53rSQ7E5PcXlCNIkwUiOQ7QGUIp6UQET2NXhaoZYbtJlhfOCNqmUEUgqfxFyX1IKKOfaJ9mSxVKYguPU3B00yfHRHMa87/8j4qLzCDjgSfVEiGlBW916ZgLcVOl2Q3xYY+wThD1TXBtCA6WLbWB5QVs4+doUoUG3tTWTgoxeYXj3ntL27xyC9ndPYqVFExfHUpvY0kpOq6UlxekW+JsViwXAmmgpS0dIn40DgCcSNCWseSvRRbNdGeT75pRCzWSck0/Bf0yofHzySTSQ7Er0ZnFboyBCfy/hpCaCsB43ugxcEyurcgfbRPfG9JdJwTzD2qxGNxMaLqWbZ+6x6HnzknqLrXp4STDip/CDDld0e0/EaNJpL233arhzg+tAHmgWOtfNRkNXU5bx+3dQ1KU+3tg9IOFVW7idu2E3t9dNzuch0q/MDjvcVQfoCtSvRwgIpjqru7bYDwNoaYyVTex7vYpzuxB2/rHh/+wgtU3/4E0UFGlXSIX9ql3tuXrCQMUHGEmS/agOFdPC8lwnY3LpA4KY5VgKxPIdEGXxQAQ/Wpq5T9gOmjPv3bNbNPn+HM552si+cECoMAc+UC06dFoXl+yWt7EuFYavuzxw3KCH+lioWH0X9D/EaCmcCM/SXML8nEle4Y/IX0BuaPiARQOBZ4ur90CDOlWtKilyu2vlqSbvqUXUh209ZfPjwWSffuNTGtCpvAYq3LUkqRhW+Y0UY0sNR4Bkm0unZFKY+nGn9hVl8+Z5jVqvsCwxdOZPK0FjPsUo1iAlc2ozaoqsZay+F374he26Jg8uyI5FDg7t4sW/UWjIEwoPfKBJXlLJ/eJhzL+73xgwmD18AfZxi/w93v3+T8v5qI985Ggs5r8s2Q5ZmE0WsZVRK0ZEgAfCGVWi0Bpg6dPTIuYNTg1aA6FeDjL1RbEjOBavdjPFANKRro3svx5gUqrzG9EKsV/tKsgksj/6JUayyGtdAV6QMT+uiswitrvLklOoDd7+kL+bIDJ99WM7oWke6EdB6GZTJ80wcYa+3fdb//q6/XMT+8AeZBH/ba5Lu+8rZGn37e/bbGrv4uijf3FO7rd5zKXt6qr9K8tCpBadH5ao7ptm0fe7fj7YKPe84slujf+gpKK3pfhMpdB29zJP2jNEMliUySV69QP/cK3vlzEmDnc8lulqnomEWRlN2sabM/FfgopbC9DsVOFywcfTQgmFvmFzwGNysWn7jMcucxtn/jHkfffa59i2UXlBGJk+qCgwhnlqNP1CiroFSUfUVdCp9EmPDiPxPPFdm2I0Mq6N3UpGeF0OmnqrWF1iWtbUI4Aaw4VKLASw3d3QIvq4Vh3gvovOIWE763upYN8qhxUtRKJri296RkUldKJEmckRrOJ1412W6aY+NQGtaBL4imNJfGtdve+hqVlQS7BSovsN0ElKK8sIE3y9j+3UMOv2ub4MQnnBmqxCM4MpRbXfxZ7jIjn+VjA6LDHL8o6bw+bnsXo5cSdG157YdHxAeKi78ylqCWuKaJp7jzfZrubUW2GZI5q4LGpK8JEHUs15JAPsPGdVVpud7+nYhwgrNPlt6NcUjMBhgArHTeFk7KJfLwJpKdmU64Ilo2gcYNVVbYMGBxpcfirMfOnQX5Tof49pR6EDN+usvVvzdh8rFNdr4wo7vXxUQeg2tTpk8PeL/jXTL5vyFDKfV33u55a+2PPuxjfngDTNtnPl2yalbc7sEHbvOmXXkeb7I4ayZza2QlLjtCBT4UBXghOoqoZzPX71GrwOO2PRUQvlZm8jCHAxk0Q3c72Etn0eO5TH5liSlK1POvoj76JMUwwniaOtFMHgvwMsuZL4ypk0BKNkphX3gVpY2UzQB77XWixTnufe4io+s16Zams1+Tbnt09iuWZxX3/uQ5si3F4HVDODeoWosp2aQmnkDnTspr/3YPXWi8TJHsKXp3DNmGYuMlmYgamGvh5ggTOJl4JQoO8ZGgk5omcmNq5Wci9dO7W+DPCnHMTAtsN5ameFoQTt2q2PdkxRz4qHmOjaPTj4MEFOMmuo6som1XArWqDeSFc1lcmWGhlZTOlALfw/QT1DKX/Ror/vK11wYr2+u05lo6K6XPUxm2v3DM7JkRveszKW0FHv40W9kdA91XRbDUdGPynQRVS39j9MqCg+/osvVly/gZ5fTGrMj5z3KKrQ46l6zj5GlP4MQWbAwqAxx6rPlpJGMaAcuyL72Xplfjp7TBp/HisYI6F96R75xmAw8vlXMx3QgTeniLAhsIf6W5JnIDO4sHoHt9SrwfsfvHR5z5kpCidFqyPKcoO0O2v5KiigpdWvyJBODhC+9xQXffUO+wLP4NHI2p2GeAZ1n5wfx5PiDDsYcAAP8mHvdlF0IIdCvNtyAdtsOtylXgS7Zhzemf9dcqLRpenkaFAbrTQSlFPV+gez2RUzm7g7e1+abg9oEMpVF+8JbndWrTppfy/DWsa+I3/SRbVtjnrxG+fJf4+gHBvOLMHywYXi8oN5JVg9/XonO2fvwwoL5zj52feY7uzQWbX01JdlPCueHwY6GYaAE7f1BSxSKGOX1MgtD8nJhY7X1XHy9TnPst6L0hMvTLbd0qZYNI1gdzy8bLNdvPGbxMcebLhujEOksGCS5VIuTGwBmWDW7UDG5mBMcZqjTSqwh8qAwqr8SsytMSHMpK7HjLSoIGtIFFOXXexq7XRmGb2VBLicsGPrYplTmXztbeV2uRljdWgou1q9c7eP26QyNKodICnVXisFmLOnH/xWP00ZT0kSEqr9CzVEpHRYlqJmPP6XQB8c0x/uGc/U/2OPcrexx+u+Ly5xfU3YCqHwlQIAlYng1I9iWbFC6QeBuZkFZJvFG/brTRmn5KI/vScMYamX5lHDdGy2OlWxw0ZmxeAVU/wISelCArg4kEbWh9LXDrMFhlhs3wPVRtWVxKUAbmlyXQq7Lm0j8/YXlB/j765AbhtOTODwwxSUDdX7t33+uw7+LnGzSstT9trf1pxHb+s9ban7LW/hTCrfmOD+KYH94MBuVKFo2K3ton+05WGkpLxmGqB2cggApDV2ow2NKtSIO+oMlccALQg17b57g/g9FJ4ngtD1fM1LoSFriAcX/Jruk7ueCp3LZ6cwNz916bmakooj48Ql19Ev8kbaVu6o6PLg02FB95rl5pFWrVvSNUJ8HO5qggIO+FLM6LivT+JzSPfD6lHPgcfixgesXHT2H0iiE5KJleCdG1BBIvt4yuWdJNRboj0vPWyeSXCVRIDT9YWBbnPZJDg1fA7JLXNpdF3HL1208t4cwQjUu8aYGqawkoWom2lYPCitRD2Tprmo6PSgsBfSCBxa6VwqzvrUpaLnNQqZS+GgVfQW5Vsq3WWE9LoLFWnBiRVbCNfCmfGSNBz8hEarXb3vUd/Gkmgc7JzdsoIHntCLSmPDci2D3BjHryvkF6YsOIeHdOtd3jzvd16d61mGGHx35+yfyy2GCfPOOx8yUBLYyfETFRfwEN676RdGnLYI2qgXNDtd4qo2kEZq1H68HkZZJBWi2/jQ8oyULFMtqiS5f5Nd8149Scq7U+jOe50qJcE6uUoOW+OqafBOhpSrXVJd+MWq7OwSd75BuK4auWZN8yeaonfkYPYXyzl8jWxgWk0d80k3vusYc+PrQBRgUB+spl1CLFnIylzFVVqG53BTe+fzW/xt+wdX0qGLTlMxdscGUxPRqiOjF2mWFnM8x0Kq+rpeSmlKJeOP2SB5TH1nktbz4JF9jqWjISrdBJLLItoyHm6PjBUOhm32uilm/Hs7HGipJAXZ8CMNi6xqYZ3tUnOPrkBqNrIsTplTXeLJcvttYtodB6HuVmDNsdvGVF8ewOViniw4z0TEw0tpz5Q8P0SoyfGTau1ST7OYsLEdmGJj0TER85OHCsnSWzIUgVnQPwlyIXUvYURR/iI0BJgOneqyn6mujEtnpWwcKSbWmSY8PmSwI19pYF1tPo3IEUaodGavxDXDCgKOW358pkBgk+bnKzaz4iNvAlEDhlYpSS4BQGElDWmeJKiRFWE9CsxcZCfFSNKZYxss8mm3FNer1IBU3ma1Rer4AFgS8+J85gS1U1/tGceqtPOYoJjkVNgKrGmxdkF/oUfc3mizW91ybYwGPyRAc/l3tp66u1aLwNNapy/CAtpcWWZd9MpsoJVSrpydSRPOYVtJyWxkK5IWM2Jnh1Z2XPrQvZr1dCsBDmvgl9/OMFNg5QRXOtPfRkCb6HjSRQ5ztdbvyZgKf/l2OB1iuDWhaYvstgjGW54+HlimhiRIeuH0hZ1kCVPKRCzrdOgPlJ4EtKqV91/38v8F9+EAf60AYYFHA8wSyXUgbyPGyaYadTlJKJ2haFrCTL6r4MYu3vBnXmedLA9n3U5kjkvscTkVUZr6Go1oMRtKKQ62W1VkTSIdTW+Tey6ek7VSeJoNVqMPUCvbUp7yMMpfyxdqy3zITeDtHmgthbvraq2fonL8Clc1IDL2tMFICv2xIG1lIPYoJx5lbbivjukux8h+X5hMHNShjby5runZL5Ix3ygcJ6EfFRRXwEdaxb3gMg3JO1/dvAIz60LC532HgxR9WWfDsSN8ozHslxjbJa6uupwcsM3V3QRU1wkgpnpbZoW7XnATJpte6HzarZ+bmfKsOsy4q4gGBdKa3dT1mv3BOdKGNTErNNdiQXfXUckPsT5HUuqDQreOtpirM9lOnin6QCZbYW20vQ02WbJbV+9O4YqracPBXSOfDp3hElYp1VVB1NdFKRbQcU211mj4TiU5MbZpd8EXR1ib+XS0nMy12G0qxZ7KrcpRwqrI5pjcWMDzZwWUzuRDGtU09w+/WbtVW9Ko8tdzRW+wRzQzLLWTy9SbK7RFmLiUXHzyYhqqiYPTVsRT6f/l9PKM90Ce7NOPrOLbzCsvfH4Mn/c8HJj8yJf3bEuZ/Z5eB7zpEcWuJ7S2ZP9em/OuGl/7S76ka8j/GtksFYa/83pdQvAt/lHvpxa+29D+JYH94AU9cw6qM9jc0y4bKEgZuEhd+BsSi9CiDrk/D6JN/0YlQYSDDaP2wzoEYBYMWWr9tgsi6DLztSwispCimvleUpcciGY7LOvLfGCulxLXOys7mUc917UL4PWqN7Xerp/F33d9oA53pUTbBsSnr1K9fl/V67jn7iCjbyhaznyhLUFlWUBLV7z0oJf7S2JLdn0ozOHdcjCVBFxeDaVPodZYVNQqyv8XIfXUjJx0Q+3rJsS3ImlGOqsqb32hSrXblnL8VEPrq0hMeFCxTCsxBJESNs+kAmd5UXIhFUNv0RV9sPfAE4OI4JhSv3lS6DSKK2f0JROkixt0KTNZmN7wysnCCjtW7/nhYUWBxJY7/JeuoaPBdkmnKYa/7bjgAOyosjvLQSvoaB1nd+mTvYc95mLqsPVYRTe7s9Orcl82yuwfhxj41XLKMvH3H0qW2KvqLsKba+agintlUNKLtCjGz8alRN6yzZQJDreGXU1oh3Nm6kyqkfGCP78ApgLsZqXrEqpelSDNTABSJEtXl5uUu8LxFt+liH3u1cuEDTVPotVrKPKtEsdzYYXE+ZfXSLOoTNL42ZX9pEL0uC/3eDwY2M+cfOcPJRy+XPVxx/fEDZU4yf2ODRnyu5+a6+MW/1RXoYO/nghlLqqrX2JaXUJ91Dt9zvC0qpC/9ai+xdDBuFqNkCM5tLLySJBUpY11BVEEXY+WLFxQBMcd8K3k3qLTvdGCelUrimfghFcSoY6TgSr5T5AhVFUuOPImyey7GSREibVYXeGAnnBE7zQrRGKYVKYjizCbv7YhPc72KTqIW3EvqoeYqaLyVQlQVvGusqAe3FMW/ehibAGVqU2XrAdUz9+tprAmLY3oRO3E6IKOVW7kom2BqsKyN6U0duUApa/3PrJn5prOMpvEkm5LvAQ5dGUGplLVmHErkT5VboSmuCY8kUlLH4MxHPtJ5yJD4woQfhClFltYbAx4S+ZF5NicsFxJa451BdquG7KFEdVlkpgScKpZl/X5O5RW01ar+1+yyXmXxenstgHOTZRgGUatVTqK2sztNCgovvAR7BvRmmF5Gd6xDfW6JsKMoUVS3mXk0vB8l2VFlJRrnZo/fiETYJXRZlOPrOLS798gnpxR7po6PW7Gt43X0HXE9rekVLk74WqwLppwCJ9MGayVQZeT2V47K4zKYREG16MU12o0vphTX6Y8Z37qFdEfSsA0V3N8MqJQ6cgUYtCoJUUG3Wd/dxWeEvDWXHo3u3xGrINyOykWb8rGXzxYhk3/LKTyQkX1Z4i5L5szG6hDvfF7SZVu+2JTx5wPfm3Q6XxX2Tjx8DfgT4mw94zvKvtcje+VBFic0L9KAvk2OjOVYbYeEfj0GrlsfRZgi4idaVxFare91OEMr3sa7JqHy/hSkrQMUSjLxBb5Wd1DV60HfNWTdp5SKZopRaBS2l3PuT2rLqdrD3DiW4hAF2JsHIdGJMJ8C7dhPV62GXKfbxS4K6+eKLLQS5hU8j2dmpEth66S8MRKttOl9t8zZZkFku0dWwhdjayHV7m0DjmtBKa6k2rjVgVVM6UgprBBKLMa2XmvWlp4Ox6KwCX4O2bUBoS3RJALUFz03wlZHHmuASaLxlKe/J0Eq6UFr0bClBoslqylqCnSdoLjwJCu377CZtma5FL0Hbi1HrF8da6Rm48ptqNLR815B2fRflMiTruDFN4Gkb8iDXsDbYOERPlsSAzooVqqys5B7VSPnNBV/rexCFeJOU8vyA4ND1AGtDtiVIrMVZn9ljknH0b4onki5ENbrsa6Ix5CP3sbpMpOy7kpfLPnQlzX8TuEa9hmzTtPYGdeSyFtSKfzQT2ZhgojCBeOwYHyfuKV+isuMTTgr8RYnxNctH+nRuLESZul2giFyPn3ahtmRnIpJ7GZ3bJcs/o3j1h3uo0tL7vYThGxVH39anjhXBBOx3TrHPDfBT2PnNo7WG0nsf3wo8GGvtj7jfXzctsg8vTNkiOlyLJTbNUMMBtiidqVYpkGLPE/b6GqTXu3wRr9eVgGIcryPPpazmXi/Zi+fKGx6q05FJI/BBe+heFxXH7Rde9V0QqGpUEMhrwkCk8K2UoXSvi+p10cM+KvDRve6q5t/ooC1EH0qfTPHvHktwWSxRnQS1e4h+8Y1V1hX4bYC0VdkqEijPQ/kB3uYIb9CTa1SULTP/1HgLGLcKQ6rdPapbd7GLVCbxNRZ/OzG71b11UurtxNgEHGMcCkqa420AqW1b2mItyzCRlNcoSnRatiUzVch7F+iuTJrh3kya+amUs1TtAllVS3BRyllAu35F5Y6npQQmgSLCJgLZbZv+leuxlCJZohcrODBVLSz7RoSxOf8kkmyolj6JDfwWRYZS2Dig3uyi0pzi4hAzSFrQgG2yKq3xThayz1xcGXEItwYY0P4PrThkFbvAUxsWT2+KgnFZE48NOlc89rNTwpn0X06eCai64j5Zdd0K/5bFK0Qc1F+KCjSW1r9Fl+6ndvbGS/HSMaElPlboXGDi6Y5ts5nBa9J/Eb7LyuumGCixT4gUdeKT7cRkZyO61ycUW3ErHFpt9+Qcqxr/JGX8VMLsskcxCnn5PxgQf35AdOiR7GnKAaRbHh//a19h/smUc7+XU+QB5dAwvF7z2l/aohp13ums8vaj6bl9rZ9v8FBKxUqpH1NK/axS6h8rpf4zpVT8QRzrQ5vBNBOe2tqAkzHm8Fh6C0q1EF5bVdIoD3xUr0t9dw+zuwewei50pQ1jViKTWksA8n0pt5ka1e1KltRkQVUl21sraK/aoIoCGwRtsAhTlwAAIABJREFU4GoyIluWEAjiCHAN98Xp8zHSC6j3D2SbNakWO1mRSFsotCM8vmkojXduh/qeyNB4l85T3biNXT7Ah+atVAjWVJzro2O8jYF8cbRGZh/HuVgjw7XlI4eMUs05hYHwSzwFuH5O7fSmausmYtVCUU0ciuGUyx7aHo1r1Dej2uzij10z3EFZVeX+znJZDLjMoeGGrBMTzVBkm1RaoPNSSk8NPyjwT0OO23PnFNKMQl6HQ41RO5n5KBRejBGOjZ6WpBd2wAzk8s0yigsD/FmAnmWr0h2gJnO5JrGUvZr7os2smqxVy3PJ7RnUhvzyiM6tOd3rzsXy2hjjj1DWEk5q4ntL9OND/InYHGsD8cyia0tyYFme1dJrsZYqUVRdUUkwTkm5TCSr8ZaSMVZdAQpEEzFcC6ZCeq1jp6qQi1GZ50iWfgr5piU+Uhx+1GfrRcX0EY/zvzElP9tD15LRlhsJr/+5mKf/7sx9UBBPBGkYneR4eZfZZxfwRpfhq3IME8BX/87HuJBask3Y+iXN9DHZPnw25Q01hN964K3+rsY3ewazNv4+MAN+yv3/w8A/4D0YmH2t8aENMNYFDUrptyhfHCOpa1eCkhIYO1uwu489maAdic6WlaS8nYZUV0EngTxHD0ZtqcSGAYyn4vC4XLbKxaaqpP8S+OikI3yGZSpN/WZyNlb2iwMUFGWLQlOeFhBCW8ZymY4rX90vMNnCjd+OSuNUBnQUYY5PWhh29cb7bG9ag7l+Q1wwe53We4eilGvUZCrWtvIk0jx3k3NTQjKIYZRzGbRaS1BICwnmDrGl1PpkLsKSNvTxCtGj0ssSPZ5hO7Fsj0yKjSGVyiUDbZj57fvytJSvilImb+PKW1rLOSxlom94MXqZSQ+FVclPFeVp7orWKwCBL/0hSn+VCXka24mwBjqvHYMx6KUEnujGMYefOU+QdkkOCoKDBdYYVFOObHo/65IpTf8IwIDpROiswAw7HF+N6N318XJDcmfO5NkRRV8LGuuyT3wotspVV6Rcsm1LsJQS1/y8pk4aQzTluCyqRZTp5pJ2nBNlqLCBoRyIdE+yZ+nuixvsxrWcbMtHzcThcvaoIr9Y0H0lRBeK5XmLP1ccX/Xo7FqqXoi/dJycj21w/FHFY/80W0GzjaH/4jEoRTVMCE8Uue6w+aK8t7KvmF0xhBPNhd/I8dKKOvYxQcjifMC5v2UI9g947f19C/hGkyjf5XjGWvvta///qlLqyx/EgT60AUbVRia74/HqS+ek9m2WC/N8awMOx6jNDVlFO1kXQCb0+QIVR8KdKUrJUkBk/C+edTXwoGXA29qIjlfh+A1ZLtpenidBq4G4rsOQlUY3uk9rmZGyti3ltfvA9UwcEKAV2nwbzbP2eZCsxtpV3+lhju2RfL+MPQXTVXW9Ot+mwb3G/WjY2cAqsLisQpW1vOdIdLpUXjhShcZ0I0GhFaVwjbohOq9QRYnZHsppl3UrraIqh/Cq1zKNNe8aNVu2yK6m/KQykYVp+iV4Xgtfto2cC8hzWsk5Nf9j20Z/myFlbj/KttBmlTsypu9BRZsl1Vt9tv7gCBMFHH3HgO1Jjs6KVj2hafA3ZEO8NXUAd797E7kvtVKMXosJpgV1Iplb907GcJIx/vgmVaKoI7FyrmLIty06V8weseQT3Tb161hKXFXPEB+ImnW6Y+nsqbZkViWO0zLXWA3bz5WE44LsbERnvyKYFUweC/EzK5cog/hmSLJvWZ5ThCeKYmjZet6SbmnGT0VsXBNZl3ufiRm9qPCnGaYbCR/GWuphwr1P98jOWIqtitFzPvkmBDPnHTTQlD2BbOcbEbqEs78vwA9/XqDmy4fyFfgWaPI340tKqU9ba38HQCn1XcBvfhAH+vD2YGgarL70PIJAeiGXzqM3NyQbmMywWSamWdZC0DSrdcszaUoO0mSfy6TZSVDLTHSf0hRbFNKwj2PZrxaor7V21WhvJgbflyCiFSoMpffiavJKSfCzeeEIY/J/U8/XnQ54HqYo2+CyrmDcess8oHei3PHMYvnwg4vnwf7RClHWlIlAHvMdnLfJWKDtWaisaBviOqskaykq1Fx6G8pYaXw3BMiyakmOOi+xnQiqGp3L46YbS9azzOUYnpbXu57LOjel0fySslXQEiIbORjbiVf2z81o3v965qCVnGfTd6ldCbS5Bq6k116HNVizyJvUmG5EPepQXBhC4KPHixaKfeZ3j1g82sNGAYurZ0QxQAthEyMBrO6Esv/Ad+ZbhnqrLz0fXxPfnbG4lBBMcpaXevjjlPmTQ4YvSQ9m9zMdyp6i6rke1hTxzdl2nBjlAowv2YtVoo6gjBJfGNf4V0Yejw8VnV1FMCtRtaFzJyU+FOBEuiOmYNMnhcR55efHFCPF2S/kbFyrRWfOU5QDyIeKO/9Gwsv/YZ/Hf66kd7fm3mc20Iuc3c+dxXRCyl7A9NsKqkczvJnH9EmDqiCaGOaXNb3bFn+psL5i41rN5ksV4e4Uf5ZjQm8l4/M+hzLv7OcbNZRSX1FKPYfwX35LKfWGUup14LeB7/kgjvmhzWAwFtsRaDLWtmKD6s4e1hrUcCATUBzLhF/XMOzBZC4N9qYMplU7odmNQSsVQiAWtCoKpCeAZDYtxyUM5csf+C4Tkca+ZEIdKYl5WoiYZSnBqN+T1X2aSjbgeYIyA8k60kz6RS5YtDwYz0N5wWmTMziFFAMkKD3k4KLCUK7dztbag8o1zDUC4VqD84bBqjxVidKvgBmkbKU43dOwOGn6wF+t1IsKcqQH43mi4FsZbKjFo6VRPnZN97YJ3rDiPQ+VFW3/pIX2wmkyZHMt10tdpdMAa36aRr3nSoGN9L6x8vmsN96b89JqdU0ciEHPM0wcEu5O2yCtipLw7gSUovfKGKqa8RM+3euK+UfPYHzF4Hlna93YBjeqBEqh51JKUrVAv73CoNOS5J4YmwWzmrufFahYHYEJxfkzHIs7qA0tBqgr0HMpnQH4c0V2xhCdaEzgJm9PbKWVkbLa4I0aEzgu0totaSKfi7+2YHYl4bF/suDWD/S5/bkRW8+XhOOcYF4SDkLqUDP+iEcxtHiZItxZcvRsn7O/O8XLYqzWdO/VvPwfJ/ReCrn6Px5z9MkN4hPx8bnzvV3qULWv796xLC4qrPYYvSYLD308Q6+pcryvYfmmaOB/jfFvvZONlFIb1tqHogD64Q0wWqFmSyl7ndlaESqb52sj2QFA1GkbsHRi7MJpYUxn1M9eAWNFzTUtpXRzNJamPEi55uikNXBSTXBySCSTii+H8nR7POukY0xateUtayz18Zh1zTAFmManJQzE4rkheK750OjYZWngQAPVKouxBqx66FpnzWhsDOyNO6grl+TBZvI9taEjYfpayk61xXbCFYqrrKWUlRanXqvMWrbR7Edr8PUaEkzKcHotkDUESrWeSSglpl/WYvHb7ES5IGS1ug+ZVUugWFdABlk4GLtq1DegBZeZYsDGoZT78mJVjlNKuEpucWJ9QblRGyGvZsVKmqa9AO58Qp96lHDx8wcScK7J93/8iW3iw5L4zlTuxU6IXthVP2btunuZZfLsiOFzR4JcS6TMlW9IBqIr1UKSdQ3MNF6usJ513BZL1bGEJ5pwqvFS8FIREEWBHoNXNK6Uls69HBP5+JMUGwl0W1eGahQx+sqY/FyXR3/+CBP7lKOY8TM94uOak2fE3uHCr1fc+pMe5cigb3YJfvCAVx/b4vGfy1DG0Ht9zkf+ZsXykQGmE7aGZYuLMf5SKpEbL1rGT8PFFwp6dzWdm1MhCAce5aPbBPszuHfw3m7++8Y3e5PfWnvjHW76K8Anv+ZW72B8eAOMkTq/Mt12lWy1QDy5sCPZRxLJl388EyRXUUh/pteFYR+sxd+fitlRA08NhCTZ8GEoSymNVRW2yNH9nvRQ4lga9XlxirHfqAm0o1UDcGPNk6Z5XNSNyzdv05xq5kicLrPB2JWW2n3SNR/UaGR31P1QzKYh3yDKjOuN3FcuMKG/Knk1ApKBJygqFySUtZgwwForj8eBZEpWgkHTz1GVaVUC2gnbqRYDq96LUS3KrC3BNZ9TVmDjENOJ0bOF9PMaWR7Pk3LQMmub/u1k3kCyHZChyXjanokWPo4qKlQDxmuQh56Hnsyx/Y4EJ+UELktxcvSL1X1TbvfwJylebiW4uOxFL/IVwKABUBRlu8AaPn8sMGhjULX0TMKJ/M43ZTHip4ICU6VwirQTrDQeeLkSV1AjStW6gnhsWJ7RBEtL2VGMrmdMH4npvu4WVIFH3fEBH51W+OOcehgTHSxZPjIgOsm5+5mI0asG6ysWfyTFux5z5ndmbH1pg/klTb5lyEofey7HH6dYrVtvmM6NCfn5Pr07FckdKWPPL21y/KwgyLq3xQRt8kRAfBjKNSpqgkUmCwV932LovY5v8gDzLsZDuiAf5gCjFbTEwR71Zg89TVG9LtYYylEXL/Tw7x4LOseRJ/VOH9NN0LOFK6FFqKzEDnstA1yv1fFtlrk+j3BMzGwuEGXfFya+G005zDYlNhdY1P03930yM+uPtX+3O12x9Bu5fBVJn+WUkdoHPRzzXx8cw/aGKzu53lUTWJrehCM8qqqCrGxLZopSyjlpgelFkjVoJSz0ymATgeE2AcTGwSp4uYBPXqBssMooQD6j0D9NYISV5lizD4d+ayb0ZlHSGFkR+NL/8bWgDq2Fc2fWejnGIRbDVZ8G6eOo6eJ0nb/pyRwcS2nRWykwNyRP1VwzVxo8/sQG3d2C+O4MrCXYn1Ge6eFlhsWTG3RuTCWoFQJkaTImlebC5UkCglnJ7OomvddnpOe7TB/18XIIZuKTEx1p0gs1ec8SHnno0oEF8pVJmwllpR7MVCsTszinCWeWdFO7DEaha4GR731mSOH0x5SBzZcrOrcWePOc3e/ZYPv5jBs/KJDi4bU580e7nP9HIf1rx+Rne2w+P2X7tzOWT20yfmODnQODSUpUVq1QiZ4mujtdfZbA2d9dcPxsh8lToqV28B0xdQiv/9kem59aMvv/zvLI//wSDPqn5Jre6/hWIFq+i/HQzuTDG2AaheDzO6isoD7TxTucUl7eInh9j3D/SIJNHGLOjiiHMdHenDr0MbFPPRQZFH+SUl3YwB+n6HlKtSPmFXqRyhe31xGyHcjEkeWoRjVgvpCJyHFT1vsmDV/F1jwQBXa/NcAD/WvWHjONYnMbXB5wj3wttNn7GdZgjo7heIx+6kobWBqEmKrsCuiQurKRY9Orho+S5thArG6bYA4Ios5lRd40a33urWaVNTS/1/sQDZJtkTnf9rVeDKwyrWYyt06rbP2xNSmhdgK7dA6lFObl1/AunhclA9+T0p8x0j9ZpJhRT1ba/Y5kY1NXGu11JLvaGqGy/DTpMvBFLiYrKS4MRQF6njN4PSXYm0IYkF4eEN+ZE5ykhHfH1MMudS/CP5idLk0210Qp9CJHpZoEyM52iA8zdB2xPONTdhXhRPow4Yn47XiZECZ1oVrvFuuD9YTLYlJp6pc9iG+C1QIQiG/JNR2+PKPcjPEXlsEbNbf+lCK563F81efw24ZsvFRz4V8ece+Pb3LmS4ZwWpFvxcRHUoaefmSEnxqCiZzHyZMBfmYZfWUsfbj1km9rDV0LNDsv8U+W7Pz6gt7dDSaPB2TbgirzMsX0X50l/UhG9p2Pk1zbb/uc7+/+t98KhmNf9/ENQZEppf5zpdQLSqnnlVL/l2OWbiqlflkp9Yr7vbG2/U8opV5VSr2slPpT7+QYNvCwVy7C8QSbRHjTAjub4335VbkZkoT6zJDqzMDV66HY6VJuxqTnYqquz/KiZCDBzUMoK4qLI+ckGFBvD1BpjspyTD9ZNXyrStQCqqqdFJUnZSqT5YIuW5P+lzd736TfmJq96aQe/Nj9WVAbnNZ/3ur1D3FYY9GPXpTyUujk6yuzkrB3zfIG5QQIeMKTwGDjsC1XqbLGRgLJLjcSYeQX1QoNBqtme5NRBv6qgb5eEgvWuCcNlLchJTb7yIuVevJar6VFkTl9r3VUmX7iirhbOnRcPYwxHYdENBZ9NMWbLOQ+cRmKDQNUXrTQZzPsUm/1MRu99r2qrETlBbo0jJ9MMEmALmqmHz9DNYzpvLyPXmaSYdc13uGE4N5Esp0kdDyc1fGa81VusZO8foJeFsR3ZiRHtbM1aAK2wnPsey+TEpgJhclvAouJLOFEnveXtCrKgGiNVRZdGNILXXRlMCGE44LNL2v8TLYNZtB/dU5xpks8tgSzivBwSb7hc3w14vZnE06e8ghPCvQ8B6U481xGcmhQ7t5og72nsZFP+tgGi6c2OfijA8Yf3+Tgj21LZnOYsf2VlHy7ZnHZUGyIZ9DV/25O/MYJ+ZVtJn/62Yf0BXiHP9/841u3RKaUugj8KPCstTZVSv0/wF9ALDx/xVr7k0qpHwd+HPjrSqln3fMfRUxx/oVS6mlr35ZWKF/QE7eiOxrjRSEMB6iBpbi0yfxyRD4UYcRiIOltsm9bp8TeXfGDXz42xF/08Cc54YFMFpSVKBwHgTT9U7G5NcMuOi/aANNORv5bXOa3Kn29qwu61mO531TsgxjriLAHDHPjDjqJBSzRZi/m1N80vQXXB2hJh1pTD2O8WSakyaxi9swG/ZeORWql6VX0EloNMZDGtlIr861G+8tTsv+mfKX1SpZ/DcEFDkxQ5itdNTjds1EKDo/h3Bmy8z2qrkcdaYZf2m8DkrcopLfi+jeqXN0D2YU+8Q0nUOlpgUCXFWqZC6zaBb56kOAd51TnN/AP52zUhrIXEB0sGbw0hrzAjHroyWJlF6CdykBVo52y8royc3PudT+k2Azxx64vVRuSW1PqeEjvlidaY84YzDpocpVYgrnCeLTclzqSjCaYyTaqErmXcGopOxqdlcQHIouz+VLG8kJMvqnYfLGi7Gi6dzLQ4C1Lhs8vZZmrFMPnxwyB1//8JuFMrufe955heL2gjj0W5z2qeJNoYujcnILnU251uPnXKqLfD9j5Ys7ZXz1aZYKBx/hqD11aHvlntfgMdTT9L++2n30deyzPPJx19rdaiUwptQO0dXxrbcO6/v6HdYxvVInMBxKlVAl0gLvATwDf557/aeDXgL8O/BDwD621OfC6UupV4I8i2O23Hlpjhl1sNCLfjDh5JmTnCwuOP9pBGZg8KV8iXYpneDAVG96qK1+c7u2Mqh9QdTTFyBc/EU9BHEozvSwxk6nTgApQcSzZjIMqr4/GgrgdDzAHe8/j/p6M+93K2jzsoPN25QRr8C5dEjivkYaxSUTXfV2GZV2eBcBGchuq2uJNMmzstwz9wR/ew/QTTDdy/QXtRA8LTCfCBhpvkrbyNCsVYwcmUKptere9lVPv2YoSweOPQhSs0FfGwaOTCDVPsYMubG9SjRKiewuSpVOIbnpM1kJeCuMfVuoBrvwV3xw7eX6xFCDNKc8O8Ra5C8ACnVa1pd7q498TgrB/byxfUqXEpXIvRx1OBELfKBE4qDXGnPKnEcmgFRzam2V0D2cSgBrOj1KE44rJFZ/kwFKHkJ5ZsfS9XIJ0su+e2xFIMkbEL71M2P3xsTiSohV1L8Sf5Nz60yMu/+IJUaApPxqRbnmYAAbXSgF0+PoUEKPc6hIczHn8/z7E+pqX/+qIR36pIjzKuPVvDkkOLPlIM/lzCx7dmqH/ky5V4nHxf/eYX7CYUFNcHBLuL1oR1O7dgmIkvKGjjwTMHzU8dbuPfv0u1DWdPyxIvlDy3Hv5Lpy6jzhNoP4mHkqpP4soKl8A9oFHgReRRTzW2uO3fvW7G1/3AGOtvaOU+hvATSAFPm+t/bxS6qy1dtdts+uiK8BF4HfWdnHbPfamoZT6EUSOmqC3wb3v2aTsQTGwbL5g2P1Ml2xHcPvJAeQb8nfZtSz7opcUnVi8DKZPJHR3S4qeprsrAaLY7op2022BKetBH1uWmPlCYMNv4Sfz5jf6wfZCWivk9cfe937fPnMBUH4gE2VeYIOOW1ELQqy501pV4rZuvmrI20QkWlq/j3kqTfLKYAPb9lCUAdMTfxZv3uiVrJXd1hUTvFUJ7ZQeWOCLL8wyQz/9+Or8mqxFKawyFDtdvG6If/cYs9kXfTPnUtnI3dhujB7PJXOJQsloPckc6nMbqLxETxaQ2rbZv3xyk86rxy7oGMpzfYJ7M1RRoU9SB4g4zQnyjxdUOwP0spDr2JTttMb0O+h5Kpmgr0U1wJ1H0/RXebn6fOJIgBLWUox8ohPH3fEU0Via/rqAbMcyeA2W54QHoytZqVslqDLlZPnzoaJ315CPArE7Tgse+Ue7UvrTiku/lmG14vUf8tn5zbLNQBsQR3mmQ3jXcYCUwkYBV39qDzPq8sqPhTzzk0eUGwlVL+Aw6fPq+S4b36XY/uJYjOh2a+puCFaC5uTqkMG1Gf6iIpiX3PjBLo///V0pix6dyGdoLSzTtpT9vse3RnwB+G+ATwP/wlr7CaXUZxE9soc+vu49GNdb+SHgMSSCdpVSf/ntXvKAxx74UVpr/5619lPW2k95vS7L85ZiYDEBTJ7UoASy2L1twUJ0rATLn4tERe+2JZjD4GZBNDbUoaZzr8RflNJLaGDDg0QmCiVKxLhMwRrb/nzdxoOY+w8CBLzv4zyY13L/cdVsIX0JK7L1gJAfXT+mUVhuex1N8x1QuTD5W3FHl23YwBPpfpCJ0xO4s55Jw39layxln7bX0kzQ1orUTFasGYU1nizCV2lfV1Zw71AkaNKc8PYYb+ICnZOeUU6BAECVFXqWyoQd+K1Xj42lF+IdTtGzVKDNUdBmON2v7gn8eJmBVoSv7aPygmqj06LH2mvcnEOWU8d+W3K0nUjKhb4nFgfWinjmLD39mTW9JRy0Oo6ohwnlZsLJx0dUsaa7V5FuaYy/Qo6FE8vwZSh74mff9BCqBMq+BS3IsjoU3ky2GaIri1WK5eMbsgA4mhG/fkx4d0p0e8LFX2UVzLUWiwljCA6WvPJXzzD7yCYAL/9HsQTNZcHFfxxQd0OOPpZwfDUg/URKPayYP6JQWdneB/445ZV/PwJfM3r+BJ0V+EdzvEnK4//waNX/Gw1Qg767tPZUqfT9DGXf2c83wSittUeAVkppa+2vAt/xQRzoG1Ei+wHgdWvtAYBS6meB7wb2lFLnXfZyHkndQDKWy2uvv4SU1N52WA9UpbChdeZTlrRvsT70r7sJzciXRdWI0msI3b2aOhY+RzAr5abIxcY3OF4KOzovRCFZ67Yc9rZB5SFkEP7ZHYhCqpu3Vw/enwm9l9LbW2UmXytjWQ8UDRnQWGyvI5PYoCsrVOeX0mQuClaSKs3fsAY5rlf7bDgppV1pegUywaqqdKXKdTSRaZFjbdBpylf1WsCKAsz1m9iywn/0EtnlocB/y0om7f4F9GzJ/g88svILqW3by7C+B4lzpqwNthNIthWHEkSaQAWn9c6MTHCqKAVU4BwxbehDNwFPE9w5hiynfOI8/t4EmowIqIddwjtjOdVBTxB1jrBJQxJ1Zb0WzOBpOBqLCd7OBnqZM3t2i+OPSLkqOob42DA/76Os9FeCBUQnoqqsKot2CVkxbMQsLf5CEczl+wNQF47pb8CEmmR34cirTiXDcZl616dkFweE4xw9TfFOBOxQbyd4qaJze8nBd21y+Rdq9FJ6m71XJphOSDFUhBOLPYhQ2tK5Z1GLteBvLR/528ft9UaJuOnKr0i3SEWbRDB569v7vYxvIRTZWCnVA34d+Bml1D7wAL+O9z++ESiym8CnlVIdJfjA70fqfz8P/BW3zV8B/qn7++eBv6CUipRSjwFPAb/3NY9iodisKTdqqs2SYqOme0uj8/+fvTcLsiw57/t+mXm2u9ZeXb0vM40ZYECCEAGSECnJ3CTKMqklQvaDwg6HHZYXPliS7bDCftCDg5YcjvCL/CDLdoSFCMuWKImSJZIAF5ESSQngAmAwg5khZuvpvfa7b+dkph++POeequ6e6ZnpkaAGMqKiqm6duufcs+SX3/f9F1GDXazAfF0epKIlxLFk6JmtBWVfD9FwTrQ3AEQ9V/fHuN197N5B4LQ8RnB53BEyDrO5eeLl6Mw25pkr+HYTtCa6ehmzHgB2H7p/8y5B5HGgm6f+36yvStkoWP1WgafcRusTpTF5TZ36rmWiLP8nLx6EFZerzrL57mqBpM7Gh8r6uPJiyRJUb4i+cpHoykV8ZMhuiRxLaaWsJ3Pcaovtf3Ek+y+sZC3143BOYOqdprx3uyHZkVJLuZlSKsY6fBzhuk3sZhefJrit1eWpnoqMkWvEooPWyOS+Mwbmi8q1siRw+jTBHI7Ccck5iI4nS6ReADv4LFghnN3EbXRR3jO7vMr4jEbnkPSge7Mgmst5zQ4dixVwkfRdXNAWK5ryFQ/ltWgiwSQeyYJN5/LzvKtPrtDrMPCA6ltsNInGBS42QqoNC4v+M02u/H99dn+gw9aXDmm/eliVOl//D9Z58y8aOYaJlOeadwxnflPKlr4hihC+DNgmKCcc9paLlMIGsVRH6dN04j78sONxEWTfGjHoTyLtib8AfAF4E/jJj2JH/zp6MF9WSv094CtI1Pwq8DeBNvB3lVL/MRKE/mzY/hsBafZK2P6n3wtBBoJy8bFHTzXZvnzMxSr4SGxaswNpUgJsvORp7OfMNiK6b83EHW93FiC2Dn13H9cfnGDgP1ZQKQPAY6gdR5eXMitRp1XxIqhNbOVrqttBjye4wLd5nP7Ig8fmH/y5Ji1ygltS//6wv5WvlZpizgEa8sXSmK00+SoFL8sSmWMpFhkQTyr3y88Ly8yksKD9yWOvZQgnPk8ZDIxoepHEFSzZd9sSDMr+T+Av+SQWyf1Q2nLdJroEaIRmvQpCpJUqdJowub5O65W9CqVWMei1h+lMjiEvYKrQg1DqC83tulqz7k9kFewc+LCvcI5n46qkAAAgAElEQVR9mmCzCD1UTC92aNwaopxjsdWidz2VYFh+9hKCDeRnukSDGdMLHQGpeEgHntaeY7ouZePZmiZvKoqWCr4sYDMRtJx2JdhEE1mU6Rzytvi2uFgcLbND8Y1p31mgF8LbKTopkXMiOhqOZX6uy+BywtaXhuz94AbtuwXN1+eowtK9MeP4E13m63DzJzel6mDgwq+NuP75I0EEToUHtPE7S2CFcuW1CXBzh5RZIwPrK4yeXcMbaL9yCFFS6bRVi5QnNIRo+a0RPd5reO/HSqkzwGeBQ+AXQ8nsiY9/LSgy7/1fAf7KqZfnPAIe573/GeBn3s8+dIGwkReCenER2NTTfUNh5p5FV9HYW9q0JkdT5usdotGChgczmKPGUyk5hODyvjOVMrC8V6bhA3T3tOZVQAepUuZGLb/0zjY66GfZt24+fB+nA0/99/rr9XJXfdvT3+uck/rflMKsr4mzp7VCjIyQiaWUeQnsdF820Wus64qRTVihm1rgKrkz9cmg7CeUYpllMz9I6aNZ9nHqx1o1u0PZJHjA+EYaEFwOu9nFHA4FJj0SKRhVfx8dfOJDL0fN5rRevr8MOkB+YYOoN5FgWVOQVnmBbzXwRoQo7ZbYCuieaJ4RR5LtBdh2mXWRJgyfW6V1c0yx2cZmGttJpXezO2Q9D5DbVoIZeYFtD6ao8Yzhd62QHcbEg5zB1QbZsaVzYyr3TZzRvxJRNITrYjNP0pN+S96SUpheKPKuJ4pUJe2T9EurY0U09RQNMAspp5nxoiLCFisNRi+ssvY16X+kt3ps9DLu/tgmLoLs/kT6R82Ue3+wwYVfHZAOmrRfO8J1MrxWmJ5soyYh2C5q4IWS7xPunZInVX0B6YGYAKrCwmAkvbBmBgdPRMvx5PhoaWZPbCil/l3gf0aQugr460qp/8Z7//ee9L6eWia/soIKczFS7ppA54b8LR064oncgNlRgTOKwfUOnRsTipUUlTt8auC4wPX67x1cTkOBPwC3xR/3USsdmYC1XmpXlSs165cQ27L8ZK2sLi9fqAKAn0yxe/uiGlDCpd9rZVX/+8Oyk0dtV38teO2UHAQhU/oqkPhaw/2R2Zbzy2B6ep8lSswtSx7V3083xPXSn74K0uMpvtVAz2eCpMoLmIukvR7IhKsKizkaVUFAWU++3iS5fYTvDVBrK3ItxlN8p0Wx1UHllvlmRrY/E22s+YL47tGSnQ/L3kinwZ0f2+D8Lx/g05iD7+mw9aVj2TaR7MolEXqRL4NnWGm33xqKu+bA0x7OcM2E+59tcf6XJuhJAFGURnSLInjmZGSHIh7ZuaVZf/GYYqXB5GzG8IKhaImwpYu9uFFOFYs1T9FypPuGeCTlZIVk/qqQ69K85xlehdYdEcmMJx6bKvJuxGQnweSexl2B9UczOab52Q56bhlca1A04OyXpth2IjbQheXy372DjyPavTG+lUkmvz+Qc1DaVdfvvxDMvTHLzKG8r0qoeWTQhZPrm8bQH4jlRu8JN1/C+DclgwH+e+Cz3vs9AKXUFvArwHcCzOMO5QL72Eh9OOs5XKTQhSftFZiZZXw+q3STWrdnqGmOKQJbeCG6YX4+f+/M5d2a7Y8xoiuXoPR3KVFOAXVVNpWVdcugU+13mY2UK23VyIiuXgbnKN659eDO6hN8+fNpZNfDAsCjAo5SYhewsVZlGlWGUH/vqqnvqu0eCFIBSqycX5Ihy/JZLdCc6HWE7KgSo6zENU8GHt8JZnF6eRw+iWWCKxvyQVNMjacyqTZSdB4m+o1V2YcXIINvxAwvZYzPaTZeXlTBpfeZM6y+eCgZW+3zzp/dBg/nf/lAOD3znK0vHUu2l8UVCEJPlirZFflypcmdH+ly8R/vY1fEP94cjYmHrYofNPjEGuMdQ+PA0X1jxORyl8mmwaZSwmrsztn7gTVGl0Vu32ayCCslYJKeWBmjFNHI4KMlQ18vQBWKZAD4wIXRntm6YuOVgtE5Q3YkJMtkIMdcdBKUE/n/xU6HuDdDzwrWX5yz9pJGDyegNeOPb9F8/Wi5eDJGFLIXNTvq+v1Yy3y9UpKt5m4puV+Wvko31Wm+vIfqz/GTDgbfOv2Vxxm6DC5hHPIR9eOf2gDjYogmcoMDspqaO9LDnLwdkf3+fTqTVRYbGTYzNO73BI0ynAj0My/ws9mjg8sT5LEUN25inrkik+UiD5PgUoG37jWvysm25EeUENbAEKdU7PUac/2aTKS37y37NfDwUtiJz/aYr4UH31w8vzym+oRQQ/MIr0QmhMrZEU4ac4VmsK93istGfgkxzYuTQdbaKiOpXveS7amyF1OW1Bb5UryyzG4isTmway1sMyG5c0yx3ZUJ33qR0y/N0sJxKu9RoxlrX5vRfTNjeK3F3h/YYPPlgtWXjoVvEmwB8nPr2FjIup03hoL4qjJSA0FZuhpaQa3D6CODHs+5+I/2hCuzN6r6S5tfG6DmoSSpYPNrE+KjCcPn19C5Z+XtOcp67v5Qg9GFJmYB2T7MtoRc7BJfoSjxAjWOxlJezttSMsODzkUyRhcQjT3TTJEdKrJDj5l74nEIVEYRjwrMeMFsp0XelhJucncgZFrnWGy2iYaLqpzZfLsPzuFWmqKQrRW971pn9St7y0VN5Rmk5d4OZTJR7g59yZLIW4JE8kKM/KAKLKcJ0A9dNH3g8W+UFtkvKqW+CPw/4fd/D/iFj2JH/1q0yP5VDOUEnx+PvfhyX9CYqUPnltbX7zB54SyuEVG0Dcp6FufXBHbaH6EHE/zd3QdvyNPaXh921G5uZd2yrm9d5VFyuiFZl3yvrIlPSZ5UPYPgW6IunMU8c4Xo0oXaCXpIJlQf7wUaOF0uK48VlllGGRhrEzOOkyie+mc8/V61YKWCVlgVbMvgqtTy89Z6RGqRyyQzXzC9uhYa6ksFZl/69+QF80vrqNyS3D5idnWjIjKWgor5hohJ+tjgUlkZu5b8rucFK6/2ufTzR7hYofojfGRw3Qbzi2uMd1KyeyO6r/aCOoCYfskxCthBj6eoyQz3zbfg/gH2rZtynctrGDg3i25Mvt2GOKLYaFN0UhHLzAtWXjxAeRh9THo1eVOz970ZvesZKFislkx8T3KsyNsemwZEGNK4H593jC9b8pbwYFp3ZKGmQ4LX2HeYhae561n7Zo5NYb5qMHOR6Y9mHh8phs92mK0ZsoOc1a8LzLskfqZ3B+iZyNq4bqMChvQ/1hE3T+tY/er+yV4fVOXXih9VlmBP9wS9r7JX10yWKLLx9OQi6PQ9/CRG/f3f7es9hlLqolLq15RSrwbNxv8yvP5Ivcb3e6TA/wZ8N/ApBGT1kYynNsB4BbahGJ/TNA4c5/75AJdo+s828Yuc5mu7mPGC5q0xKIgGM/xgCPkCfxAQOQ8z6XqSBMYyA+h0liWhsqRjdDXJlH2ZCnLrfSATFiekSlTZFLa2Wk2JLEhQLs5SzMeekZKcCpO4NieOZXkC36VXUts+unJpGTCCW2Q1MU7ny9VjhfpxSxjy6Yet/lrZv6hLoJQBpRILXTZ0K9TdCbtmh08TonEQyQyZkypsODaH6zaJxjk4sBsdzKQQhefpAtvJxAlymi/RXUayMJvJBFZ0M4EXpzGtm2PxFYoj1KJgthmz+tKRGFyFnk79nPpb90Tp+9Ydipt38NZie73g7VML2EphVxo03x5gBgtsJyXe7ZPePJJrnsRMnlmnf63BoqU5/niHwRVNc9cxuCbcFb0QcmTZV4mHimiqmO/kRFOFS0DALiL8alMYXYJoKrIxjX0JIjZRLDoKFykWXUXSt7TuzLCZIhpbetcyxjuG1Zd65J1IiKN+CYCgsPQ/sbosaYavta8cEPdmy+Z9GkQ7S7HOii9VZr5ueY+Ui416KdVK70XKYyKk+pEOz5O0TC6A/8p7/3GEcf/TQZPxLyN6jdcRU7C//AGP9se99//Ae/+XvPd/0Xv/c8Af/4Dv9a7jqS2RKSdp/ubXC+Zdw/RsM9SEFe7StjDBx1Inz7T4tovcyzKdPlEeez+KxO81OdeGbjRQm+sVYqicyKTMEoeSWC1Dmc5lNd5IUdNT+/SByFi6M8JydR9guWWwiq5cXNa9w//aN95+IBN4+MktJz69/L3sA5WcFKVEVn02X1pX13syofF9ohejlbxnWdYqg0XpCAlL4EPNZ6bs2+Dssikcmt5ee+L9URUE7UpLrrsSrxS31kb3J6GsZogm0+pYSl00FyRVRFDThcYy5N2EaJgz30jJ7k7QiwK/s1GVwFZeOsR2MpQLBmml/tc7d4TFPhrhRqMH74krFx7ot5mjkdwTjRSGrvrMdrXN/me7dN/J6T0PeIWZKdJjGFzVeO2ZnvHYxBMPNUXLk684vAlNe6soGiKZpJxitm2JxprmXTm32b5AgeerCpQ0+KOZZ7pugm5ZRLY/Ze31BV7B1m/tgdHs/eAmndsFNouISsvpJEJZx+qLh7hMkG4kwtUpNlqY0VxKaaHkVQqiVrI5ZbPfFsvAEwQ/VRlwyiAT7g3XSpemdR/1eEIZUZDMKmWzhkqpVxF5rD/Jw/UaH2sopf5z4L8Ariml6vJrHeC3PvSBP2Q8tQHGG2je9wzPR6y8nWPmDhcr1l8aoF67gbp0DpUXIrVfSAOdLMWPJw+ixh5m8vXIHdfS79PN9IcEHn1mq5osS/vgqu6sVCjJ+eWEG3zmS3Z3iZjxzawqlxBAAd4E7kbozygrhMEyAKmgqVWW2cwzV+RBDcda3Lj54GerHX908dzyT6Gh7k2Y/LPkZImsHrTKnyMjNfQS2FDuI5QB1WAsIpPltYhMxcSujhMJOlVDGCokmk9jmZSzpCoj6vFs2X9ppJXumewX5jsddO6IjyZgFHo4Qw98kIUPpmSxIToaY4aGxWaLxp0xPtIi7AnoaS79Fa8FthuCpFcK5Rx6dQW7W++xPuQ2KgOp1hRvvY3SCn39qqhKIxlu/9PbFA3F6hsL7n0uJRpT9Rznq5C3ZMFhM3GndKnHA3qqcanDTDQ+9rjEs8g8yZHGJ47sbSOclwUoD2YhSslFQzFfE17MfFvAA8p6+tfbaAudN4dVGWv7tw7k53A/eqVYrDdIF1I6dc1YLKIDkCHqy3XxWqPCPV8tSnRtQaEV6PAh673JwuLhAUFTPTglm/NRjsePL5tKqd+t/f43vfcPLVMppa4Anwa+DDxKr/Fxx98GfhH4q5zMfoZPUuCyPp7aAIMTBNnmN6YMLmesvTJkttVgsdFAf/Y52SRSZHcGIjMxk3KOt8Hdsq6AXA8qjwoup4PH6eDyLqN8IKq+RVkeK1fjJQmxbHSXvxd2uZIDfKsRBBfjZQDy/oSZVXlsajjG9fqoC2eXJbVTTfro0oVT0jS1FfUzV4QxfYLkWDtGWK7YtT7x/6oGIX6AD1OWuryXoNkX2HCZhVXBBZalMxMkQEJjveQOUVoa+1PwZ1+DfAdJGRdKKMp54sOxZJRJhDLLY6+yynmO7WS4NCIeLijaCbYZYaZWPN6NWCKXJNDSnbKEsfqVNno8xvYHD78h9g9ha0N2OxgRXTovopo378L5HYgj8vUmk21h5E92YnwE0UhKWy4V/T2vPVghTEZzZAKMoehYzEiCi206SokXnWtWX4oxM080EQ2yoqlYdAgWyfJdFwIIsA3FQokChlOgRyH4zxcnDN/K3lk8mEvvyiiig9FyMaaUQL8b6UkH1PrP3i/vfajUkgGUDZlrZGSOLwNR2bM5/T4f0VCPT9w88N5/5j3fT+Rc/j7wF7z3gw9rjOa97yMCOR+JsOXDxlMbYLwRNrIZ56y9ImKV8aggPhjBQU9Y5o0gpNTI8IXFTSZiDuaXVsYfWAbmYUit0zeIqqHAbA2SHPggjKfL4FM17mvBJWQePkuridlnAg923eay7xAyH5+lS8fGRoZuNuSBTGIJqCpMzFUfxBBdvSzZQQkBrgfOCvLrl9pftc9ZwUgdlJ4flXz8qRq6oIzCQ1qXmWlmy/JGSdwM+/fJUvdLtnNBAl4yAOWD5tw8lyBbNv+VyK34SHPrj69x7jcmmP4M106IezNsO0UvLLYVSxYzWVQlxvn5Ltk7x6gkIj4cC0zYQ3I4XaLB6n0kJa6etp2Sd8TXxRuNOXdGJtW66nUYdjAiWumCMRS7+5j1VVkMJAnu7Vvoj11lvhHT2nUMLxim24rsEHTuUVaCQtH0FG0QDphCLxRFy1NsL4j2EoquRRUKM9bYriXqyX1WNEWuv7ELad+jFzA+p8TNUtV6CaHx72IhZnoFs8urJIdT9LjG4QlEWB9H4dpY5ttNmpW0TShzBvFYQHTa6hbW9d5jSY5tZidFTmFJUC2s3HBRjYdkHXpzHbcvhHUVRYx++Hlav/wyKolh/MBleH/D80SJlkqpGAku/7f3/h+Elx+l1/gtO57aJr9ZQOeWZXyxxf4f6DDbaeGNIt9sw9YaKssksDiHH46hKNDdLipJ5Cuteag/Tt+l1pB95Di1ejLPP3Miq6iyh9qEqgqRlxcGeXho65mL1lIag0rzqyzVlH4bvuyPWCv6T3F0glGvJjPR4QoQaR/Y56W8fdm8rxtoVaMMeLWSVfVxY7MMLqfPTY1EWjaAK6JaqYpcX+E6CQ7KuuUxxFFVBpQAGkuZsVaDx5iKRKmcp9heWQIQrKexKz4i08sd1NxKjyWSnpwg8pyczzBZZvdGTK+t03uuLedIgUs0thFTrCwDfbHaZH62Q++Ta/hIY0Zz4r7wZaJb+9jX3nxocJET5yhu3aV4+x05HUPp06goQgWLgfYrh5i5Ixp70mPPogOTs4rZlidve/Kuw2UOlMdmnsWao+hazFGMbUjW4mNfBReXiSafV4DyzNdhuikcsdkZR9Hy2KavAkzeFVSazSAdOBYritm6LBKqBn55vYPApzkcoScLmm8cnxDABE66iRrpt6jpXBYcJfw+eOb4LFn2FcP7n7gf40gWLCWceZ4vASiASmIO/vQLtH75ZblWL1x9+HV4H0MhHkeP8/We7yWpyv8JvOq9/19qf3qUXuO37HhqMxjloP3OmLybUmQxZm4Zn03I24r27YhkrYme5BhCvTuRspIHVBEcK40B94RFRk/1ZkrGttdSIlO1fkRV3ik5LrBseJcukEYvCYUaPFKesS0hCdr1NioXrwwzySXYNDQq0tLeSQ3KBnn9Tkv2DyLiWKrhgvBN6qCA8jhK3bEyyJS9hvlCGunO4dFBYt9BFDLERWjax4FUmltBb83tyUBclpXqpDsv2lyqPI5yhaw1GI92XrKGlRauEREdjCoUm57kFGfXGF5p0txdSFM6jojDNbHdFDMQhFl0IOAAHZj7+z+wyfqrY5LjOY3bQ4gM44tNkqElGYoo5eJMG68URdNgZpbVl44oVhuQikOjgBbKRcV7a9RVPyYJbjLBnNkOAI85jVtD9j69jlnIRJ/0YXIWXMNJecwHmHGOlNCGBttYNvi99qjMYTOHzxyMIrwRBQwf2mPTDU00FmBANNLgpVRmZopkIKCZyaamaMLovBal8jJIhPKYz2IIyLyqr2gMrpOhx3MBTZQzkVL4WKGmbqmCHBYxajKTcmkZWGpwdp/F5OsN9MwS7Q9QuaoyfHd/D3XxHO6uiLB769j64ls4peCZi4zPZzyR8eTKbz8I/PvAS0qpr4XX/jvgr/EQvcZv5fHUBhgd9Jn6zyS07lui3pwWsFiJmG0YbKZp3SqwGyIC6I2Wk9ELumNPslZ7uvZ7GgAAS6hv2RgtS1AVwir0M+IIIh9AAYHd35ImtsuW/RhlHS4WyKnJbTDtKqGiob9QOPHSyGJZecZmKbBY+p6Xxx587VVZtitr25WERyh3lKu0JJbsKY1Qk7moDRdOtN8CydDHZmmhnMaV5Hp5Xk5osAVOjw/6U2Uw9o1UyJvzBcqHRUI4Dj2eAdmyno/U62//SJsrf/s2dq2DbwoTvuqPlIKWYf/25m2886ijY9bfuCGK0Z023miKMyt0Xz7EdTKmZ5tk+zOiwZyDT3fZfHGEC6UxM8mZbzakNDZZoO37m9B8XsgkqzTu8AjVktKuyi3dG47+M5qi5ejcUEzOAlbJPaI9OgddKHwRLtFCUHeu4aREtht6TxMt18aLCGzR9KRHS/dKlQs6rVRP1rm4WdpuEMY0ol9WytaU13B6bZ30YIo5HgtIItzj4qMT3D/LRVxkgtVDgDZbUUCWaxxspsN2lchpKQtjPcnuaFk6ptbw/9gV/Gtvnej39f7wVbo//xLqxl06JcDkw44nhyL7TXioDxY8QTvjfxXjqQ0wKrfo4Yz1lw39Z5ukBxGz9RibBlZy7nGxIToQYcMKoWQ0fiKr77p68vvbee3eeNhNpxRmdVVS9/CwlQ1v6cE4fBwv9bZKT426HpP30n+JI1wSiQCjl9ddbETiJAK9kPfQsxxvjGQsaCicfCkRXvRpLNlFKxO2OaDH83BMenl8q23UaFplOq6dLpv2JWy4bGhrQca5ThMdSIVeKaHgFG5ZPtMaFdBdKkjb10uOqrD4ZiZ9Iq3wcXqiyQsSUH0o8amQweA9erbApxHepOjxjMEL61z+uX3ys2vkK4loaLU0a189ZPzMGo174nVfvBPADaVDaF6Ad9jDIzg8Irp8kWi3j2830OM5ySAmb8e4JGX9lYlIlHRSXCMiX00xU4uZLCSIRgadxGKl/RjupkorzLkz9L7vHK27c6JX3sEVBbrbYf23HWsviWna0ae6dN+C6RlN0VDYhsN2LdYqzESyj/rQM0WxVqASh58Y0gMjbqGJB+VF1DIXnTHlBCxgm572TchbitmWXAOxU1ZEM6rgXI7G7eESVOGCLE5ucXEGoSdTkYiVwneb8logwrqmkgwn2F9X6gz14KIFDr9U8pZ7qrSR5rW3Tn5w5+j+k68v//eNU2jJDzKecA/maRlPbYDBeTg8JvKeFa2YnM9IjwpmGxFFpnGrGl0k6LyJORzi7u7iFuLL4Z1fPosflrX/EGSZWV2F7Q1BrpWNay1wXVWvXSOlITWeooJjIirIyWSJyB+1MgkapVSGCiKBzRQzK8BIk9mlEXjQYTsd4K7iq2JR08C90QrtPK7blIynDDCAmoWVfprgYwdOWOgohes0qslCWSceHbkEFL0IgXqRo8umrNFLAIDyuHZDgoEJMi+LHNfOlpdAg+oN8eMxbjolunBeavF7fVhfkZ9Dya6UbleFyMj4WCYon8XMVjTDP7rF6Irj+ueH6EWBbSVhcSF8E3dv9+Q1PO0QqjTu/p4sQJRGXbtE1J8z+kSXtd/epRQrFXSTIb/YwUUiBNm6PcMnmthdRAXTs9Pk3Sr4QAU2Kc6s0nl7jHrlLbxzqAtncVlKvtUk3p8wudoKhnmOxYohb3uisUb3tLhPgmSzMwkUoLFth54YnFNEQ4Oei2Jy5wZMduT6TDcVygtk2Qd/mLwj7xGPqcpwW1+b4+Ia8bG8t2DJvi9slaUqa6VyoARl5xqxlEchwJjTAKt3S/AHLOX2C7ckb7ol56mOQKs07eI4IEMX1UKpCmr1nt6HHO8DRfZtM57aAOOLHNcfYqKIeDhm/D3XMDNZaXktKBhfVqnKlU4ILh/JCEFDpylsrQsyBpYr/8I+sG2JKCtLVWo6P4m4iSNhiM8tpi9+7QDFdlcCReFwZXDwYAYzbCdFeY9LY0x/vITulmUFK2RM3R/jswSX1XofkYZ5SXZzFUxYLcRz3q20qodfLaSso+pw1coCuYRl2+p9VBJXAU7VtL/ULIe9Q/xigZ1M5P+Mobh9R0Q2Gw2UXkWNp9j7e+hnLssENs+ZX1on70Q03xkwenYFGyvSoWf91QnnvzCWax5HqBe/iXWe5u27WJB74PTC4pRSdsmVUgb8rbuoy+fFbrjsCQSghCoszbd67H9uk7ylmG42WX9tjmtn6CsX8bfvSWYWLLdVHOEWuQQWYyqEVHQwhOkM35CSn7+7izp3Br2QBcb+d0e07nh6z4ZGtlPYAFeORuF+ikHn0nuxXspe0UiRG4UuhbeNwJOTHvSvOxr3NTYRNXKdy71pZh6bKYqGGPa1di3KQ+PuSK5bGQQAFjl2rSWioqdg8HU3Uj0LqhRerr2eLWWaxP5BV9kf1uFbGfPNBun+hOH1rkjxQIX2q1QtvEclMX48QTUa+Pkc8rzWI7LobufDo8jwT7IH89SMpzbAKK3RjUxW27M566/OmW7FmFwY/s4p6CGw2eP+UjW5vlp9goKWIBOjunC2IjhWky+cRFWFHgaAx0KrIavxNFmutkJA0pOF+KvvrFR9Jz3NUeMZvpWhkggXiSGTXckw4wUuk5KazxIIBltqHmrnRqNmlsr8yxgBD4SeiY9FfFE+UMimjPjDq/Fs+Vmtk4AT1KmxrlI9ViD6WmUgDccBSFkwrDzV7gH2aOnboaIYX+T4cA68tTJxvP62fO6VrvBm2k3siqAG0wMJytn+gnh3sCxHzhe40TioN4TVbLm4eNR1D/eF0urEtj7wiDb+5e4ymJaSOHkBecHWl4+4/4fWGTzrae7HFOcTVt5QsHKNfDUle+sQ12lW5Rqzs41vNXBvvsPsx74brxTNX/uGfM7tTVS3w/i5TeJ+zuGnumSHMDmnAqpNei+40Kw3YYExFcVkpRTZvvi8FG2PGWuiqSIeyrMx2fFkB4psX2NC5uKjKtmsQAVnfneGmRaYwYz7f2SDjcKJGGcdTq61eLokMcwXJwEr9Wy9vPcDmqwMEGUfTjtf9eMEwj8jm8wpNtp0X+3R/8QqKy8fLd8rZLDM5rixLEz8dFodE4BqZPjprELpfagRytPfGSfHUxtgQMGZTewNqaWnL3mS81uCwd+1eKUwkxxzNHgwa/FOJlbMw1ezH3CYi+eX4nvzXIiRdYc9OInAKRn+ZRDIlxLmPo6k9GOtKPNqhUuMcBUSg04kaKhFAYlArr1WzLebJPtTXDPGtVIImYwwpKWG7eM6FV8AACAASURBVNY7qFleCUbatSZ6VmAzUQhwjRg9FKfNsjSmgsx8qY3ltRbR0CyUnxIRmlS5AChKCwJAIKkl0bP0vAcJLrWH9qGwXu/wTiYMe9xH6QF6voLJO+iJSI8o67ENQxICu7txK/zrQyaEd7nWVVZRK6l451GIcKMeTAUZ1QvL4fD5XEck9nf++SE7v6HY+9w6RVNhP96i95wYeLk/eJa11xztxjWi3pR3fnKT1j1P82IXHDT2xvj5HLO5ges2mVzsMLgU4U1M0QTbgCLzFCuWaCC9lOxIsgyQEhdKMpHJOU/zrkLn4mKpc3CJBJe050l7UDRECcPknmjqWbQ181XRLFt/eYTyMN1pUGQG04zZ+af7y2sV4OEqL2SBBKH8uwRp4Muylqq+nyZDVgoUJ7YD30hxzYTRpSbdV47wsWHlxQPJXMq+TPhyvb6gFqMIZYyUycryWAg8T2x8p0L2wHhqeTBoLYxo7yo2tnrnHo3X94kOp6TvHBLdOxZV18lkOdmUJZCyXPaEgkt09bKUNkyYQMuyXB2Gq5Ss3tN4Wb+u8WPElz2wmSOpkbtmgldIRqKQnosCF4urINYT7Q+ljp5bslt99HiGnuTY1FSKwb7VEI/5NJGylPe4VqPilthmjFehlKHFzKokc7pmIivUJJYJRAtM2ZcM+/K4Q9ZVghvKlWzFUyiztzg6aSJWnod3G0Hl2juPPephb95G9YfyWeYLGm+ECSiUXh6QAno3lWylZcFhDCqKTmQy5RhfbEowmxVBF8vgGwmv//kd9EjMtXwin2nrt49p7jmOPuVp7IlNcfdNmTzNeMH9P7LB5JIlO7bkHcNs3cDXXwfAHvd468+ukrcDNPiyIx5CtieBikT4Lt6IkgVKlJG1Jdghe/RcVMZ1IS6vAMoKt0VImoq0Jyrk7TtzBpcNWc+S9j1nfnuKGc7Q/QnZ/ox4UlC0Thq8yQ1vqns63xHnTq+V9OZOqWJXGnxQLaqq50TXJHrK873I0YMp3dd6sgCbL8tiJzJI59Bnz2DWVuV9FgsqJfKPYDwpHszTNJ7eAOOskCmDMq0bDGQCKSy8cwc/muCH0jQ266dUr59kiUxpCS7eV7pgJftczQJDPCBvfGSCppjY95bClz5Ll4EmrPTVdCGlsLkN9elAECw8yovaL040n+xqk2hvgDmeUKw18Y0ENMTHU0pdMq81ajgRfbZmKiWvvED3x+hRgJN6mJ5rCXch1thWUpE6XSuVCbTOtC7JoSD9o5JHE3TQiIxkYlmyVIyu2xPXx6MezEegsLzz2IND7Bs38LfvYW/dFfLi3fuP32dTWoJLTbHA15rv9fdp/fzXwmS3qORrhte7XP9bR9z/0TOMz6UiqBp6YqsvHXP+15zI6GdScnJGcfg9q8QjMGNN3tS035mw+ne/IgulKGL0k9+DmSqGF6V8ZVcL2vctRVMa8O3XEvRM0/34IZPLBfFAAo1NYHxOejJrr3mae5bObUvrrgIvPcmkp4gmHlUI1wUPauFYuVEQDwvWv3bMwacaoBS9T28xOdcg6s1ovRHKmDUHTgoh9arJjPh+vyK64gOAxNQCQXg20Jr87OryetfM4yq3TutkIZMGz5fpXAi4pwJUGUi80dBsoFe6Qj1wUtL03ldUhCdGSSgD7Ht9fRuNp7dE5sEeHMpKMi9QSYwbTzGtFqWmj1+EZt94clIa5oMEljq3pRxKE50/uzQQq/uJlzL6pQxGQB6VDOXFM9skN49QDiHETee4ja6s9ktRTKWk8dmQy1hCks1ojulDvtnGGyVosqBaGx2Mqj6Eb2by/2mCco7i7NryfZwgwbAWlwlJc7bTIh7kFCsNKYUpQaWp3IZav0Lp0NsJCgS+lF4f1+rf1srfp/MqwKEC+CKwtSsyXXUu3yODOXHaZfIvA8BDxUvLwBSCyANIsXcbp+4PH1jpejyTMo5SuDRmeMHQfcmy809FYdjHEd4YIX/2prTeGRFfX8Ub6D8LeDBzRTyWjGbty3exNUTb4gdfoPtrr9O6fQE9K+g/16X9BcPhC4bV1x3DC5qVG5bxZTh+e43GnpGA4ZWUv45U4MV4es9E2AzioaDB5qugC5F+SfsevPRyBs808EqRHubc+bF1LnzhAIBo5mjszpaLnpK/Bcvm+fFQSKGlErbRTC52aL+yJ4spY+Q5mC+kXzjPiXcHJydht/zfJdzZSdZSI91K2VJVizK5EWpmfUmMvngOd+vuyWv3JIOLfTLVjqdpPLUZjPcevbYmbHKjUXGE2VjDHfeESzEOKKI8F1Jgmj5QJntfozYBmuvXiK5cwjx7ZSm5DxJQyqBi3RJtk8T4LJaHLonxjZT4/rDyhFETkXrXB/2TD3EgHEa9KVF/RnQ8EdZ6Iv2ZaDgnPphg+tNKwh6osgQ1nooRU83MyxtN0U6g7KE0U5GhVwoztxJQrKPoJBTtGDUrKl/00qXRJxGu3aicJinhwiWs1LqlS2Hd5rism7czfLtBdHbn9EV9yIWuPdR15ntpV6AfEpgqm4FlqUsZ8/BtT+3LnN95+P2hNBjD/PI6xBF3f2QFM/Mne2nOUaymRAcjXBoz32wI/NpC864ie66Piz2j5xakPc/iwvqJXcS/+TIqFjivPh5iFp7xtmHtNcvxc5qNV3NsosjuG5KeJjsUDotNEcHLqWShk21NMvQkfRDypScegYuCWGYsmmTxyJMdWhoHBaOLKd2blny9idea1tsDzGB2stxUZg4qTPRGSmS+kVb9kfY3disirFrkcOe+SPKMZ9IzLGWQ4mi5ODltLheyGJQiP79OvtXGt7KlBJJSQdlBnSzFftSOk9/JYB4YT22AAY87PkYlCfrMFiqkyJVSciidqSSBIqClPvCu6r0CgVn6LFlK4weUlTdaJvOKOLlsaOrhNAgDusrd0mepBJ9uS8QZV4Kb4VaHvT+8HXoxoelvFPNzXVwnQ80K9KKQMtp4KqWEEJjUcLxUOW5mUsoKGZWaW6KDYUVU9Dp4eExmmP4YVXhcarDNGDMtiIc5swsdbCsWTkO8lMzHKFyniVtpSSaUigin8BLk4S+FOcvMreStqMkc//Ytinv3H36O6+NUsDj5p5OZzMP+/qhtyr/Vg46KojDZuWobAJUkzP7E9+LevMHx9ZT971tn88U5Z3/pHhjN+PktXvtP10NgR2C4oymDqwmbLy44/+sDujcti2+sUHQdV35WMbog/KPpj39qqeiMZGPq1TfxgxFm4WjtWfb/gCaaQHK8YO3FY8wC8MIx0VZKZLoQC3HlxDJ5eAkWKxJ4JmeV/E8YRUNhU8XkjGZwWbLjzo0po7OG6RkRTFXBlVJN5hVQpe4sWhnmaU2x0jhxDUvXVW80bIYgGgRVS8kfnwTL64BsrOSTjMZ1G7hmgl1vkbcjhpcz9HAq918cMfnYlrxn1RNcAkfM+bNyDGpZ9uRJBZ7vBJgHxlMbYJQ2EjzSFD8Y4Y56wiMo67DTKT4vAqrEc0J2/v2WyOrZy/PPhJW5X4pTJtIoV9ZJMz2NIQtimtFSd6ziuaTxEsZck41R03nV1I+mnunVNY4+vcZrP73O0afWuPEfOobPdAQA4BzFRovxx7dxnSZ2rQNxhL2wRbGzSn5+HddKKVYaErxiU/VFooMRejDFZyl6mlNsdSWrCppeNtW4NPAtCofNJFjb5rLiqmZFxfAvvVJcK1uifKAKKHalJQHIuaXw5uWavfP7uRSneiPlaw/brhw6S09kPCe2NwZ95SK7f/778J98Fre7XwWkaj/W0vjFrwCw/fmvMrwiNhA+QL1b3zzk+b9xyOgTGyR3epJNJjHb/0x859/5t7vkLUVjV9G6abj5xwxnf2NINJzT+OUXhQxoDHzX9QpS64uC3c/G3PshRdFx6AIWKwm9T65x4YvHNPZhvgFFBskQ8DDbUKG3okh7offiRcPMppAdShajCunnzNcg7yp6z8b0n22SDH3VWK9PllX5qrRaqJWobv872+jcUpxdk/usmQUEZITd7OBWpB+jhgHR5ZwEsNzKYqzM9gN0WVmHSwx6OEMVjnRvSvvOgsnHtjj+7lUWWy0aN/u4Tlg41S0aSuDAd38M9z0fQ188h2630O3WB7rXTgzPMli919e30XhqAwzGoNIUd3xc8R3KWrmrSI4Obx2+KHDjmj3ko0ogjxrhQTPXry2dI1NpePumlAcIMibVw1fWjpVapvJxJLpggUQJLEtJhZWsaG6JjyasvjKkcbPP+lePef6vH7Ly5oTn/tqEzlsjSkfM6HhC486oYu0Xa01cYqqauc0izDTHZ5Ewo72XVWlo0AK4JMIMZ7gsaJEVjmhmWXQj8k5MNCkwubDno74oFPskwjfiKpDo8Vy+RtPK/EuVhLjCUqxKM9hnovSsBmPs77/xkGvwkBLWI3onp7OSekZyOuCoKFpaN9Sut0pT3viZTwuXKgqukmcf9Hiq78stcq78D7+NGk64/VNncSvNUIotaP/mm8sVbMgoZ2sG25RSVHPPMbpa4FLHvR/qYBuxlHjDvbD3mQ56dQXVbqG3NsBD92oP37Skx57s/oTReSltji56FiuOoimZSr4inJfGnqd9y9PY9zTvCwR59c2CvCNQ5WgK3ghMOe1J+S7tSfmzuVcsCcF1KHC78cBrZens3K/30eO5BAwjWnZqIahBM5gtFzYgQWS2kK/pXLad56I7V3P4jPaH+DRittVAz3PMJCfdn7D+OwdE45xitbmUoKkfUxj6eIQ5GMovO5uotZUH76v3PULv9nG+vo3G0xtgnMUNh8umvZdA4heL5QSjtPi/WAveyevl93LUm8CPGkpq+ERGYL7DsUhcFFZKXzWtsbI0V8q+VDj/yhhLJmjhEuhQLhAIsFjGIoiv3AqCK5QlosMx3ih0byyN5HaGa2fYZoILQpIqt+KwaDQ2NRVIwLZi1HxBsdGu5NBL6X8fa7G3nS37MFhP8/aYaJQHAcvgxlnI6lMPpuj+BD2YoEcz8UyZzgVJNBPxQp+lspptpKRvH1Qr1+LGTYo7dx9+nh+jvPCwoPJeqDE3mSxJeOX11gr/iWuYqZT+zv+Tu7hmtmwaP2Lf5b0z/Mx51l4vWGw0cKst3GoLVrsnP4tSrL14xNbvObK9Cbrw7PyGhoZltiXHXHzmeSnxKsXOz72JylL2f+pjHH5uh2gMkXHofsTgqiJfy3AxHH3uLMVmzurvK7o3PDYVX5d4GMQrgezI0r5X0L5d4I1i42VLPPC07juyI0djz9PYcygL023FfE2T3Zss5VlAFkNaMXiuE86dqp6BsgyrR3Nu/JktZttN4X5FJhiLSVPcHAyX2dAil55oni8tKZwTSaUQZLACHlHTBdn9Cf0X1oTICfg0YnS5uWT9w7LxXj5/ZX+o/Lk3POGA+YGHD/t6nK9vo/HUosi8taJNVP7uPHXp/Qo1VrvgPijWlt/f08Xy1P7sq69jtrfw6ysVOsynyyAgE3qx9LMoSx/FQvgooUej5iL3Yib5kjkfSm29T66K3lUc4Z0h32pjZgVqVkj5rF362Ij2mI80rhljxgJfFn0xRTxcoBYFLonQc4tvZZjxXI7XOvRMFAIA9HgmGU3hMIdDdCMV7ajQqzHTQhSaU4NyUcU1EStkLUCA4Erp0hjTG0njF7Cvvn7qXD8EjfcBRxlYyiDzyCa+MfhPP8f4QoPZmmb713fhuM90I+OZz+8y+NQW3a9NRVBRhaBl7SMzp+jSedqvHOLevoVe6WCfPY85GsvENp3h20K8PPz+LdZf7OGN4sZPrbD9lYLG3oLzP58wPK8o2jHjnQh9OWP1m1147QYqitj+hbfY/4lr7PzOFPcTM5J/4bn3Q47d70uZr3s2X7KosSDI5muaztue2ZbCGVh0FWu/X1A0FNMNw3xNGP0AjV2FzRTZkSOae7IjSzTzDC8Z+s9ZzLRLNPOs/85+FWhmF1dY/UqNZFlYVGntHQLE5X90JHIvJckylEaxltEntyhSzepX9yWzqQUE32rKvVRX7bahOhBH6OGEla9NGT+/SfPtAf1PrsqxVNf1FAChHM7h3rm3/L2mFvGhxrdZf+VxxlMbYES6oRS0q71enxSCoZaKIohT/HhCdGaLYnf/8YNLbUI062vQbUtgyUSsr0K8hAfLNTNRSzamajTatY5s6xCNbi1e7qqQejM+lJ20Zu1rRxx+bodk7Gh/s098uAjlNYMZzrGdNKB0kIdaA9aTr2YSSBJdeaP0XlildS9nth7RviV8BbvZqUQHzWCGS2PJoLzHpwYXSflBLQqiqfjL6NEEu9YRvanQqFULcdL0xz3cO7dOnLIHNKpPIMFOQ71rKgePQ7Z8RCnzXYOMtajffYX272k6AUqslKqkd7ovHQqnY15g37lZvuEjD8PeXmZgrtdH/W4frl2WEmdZno0jNr60h2tlrLzSY/Xrsq/bf3yTaOLZ+MYc/98e0Pvdc+x8yXH0QpvRT3wXl/5JH3M0IG8rDr6rQf/OJvyJgmZ3Rj7qku0pWq/tk372HIff5Vl53bP65py7Oxk283RveCnLpWJ5DOA12IZjdFmR9DU205z9jSGuEZHdntK+GRON27TvFox3Ivb+0DbbXzpi9OwKeUORvaPY/eFtRhfh0hemxEeTSjUZ51E2rzLy1356g+f/1wNe++ktPvb5Ie1XDsO2Yr3gk6gi+i75MTWJmDKDKkRJwjczWq8d4LoNum+MKvfWcpvyvlHjqdAWPsrxnQDzwHh6S2Tw4CRQrpRrE1pZe/fTqajYHvcer056GhHiPfboGPvG27B7gJrNZfUVeC2lGZcKHBCQ7EIeHCtwZu+rjEfNwuS9sJKZaI2e5xSrDUYXFDYRXs3xpze49TMR/Y+vVMKXqnCVajLWYzNBbbnUVKUvM8lp7hYoD617C+YbCfnZVaK9gUj/27DfWOPayVLttnABlSafQ08EqmoO+lVfSdmlI6Pt9d8bRVO+dgKNp8RV9NQ5fuD/T6kcn752lbxL+fO7XlMXvFcERp381jdw7QaLc11sO62cQ0+/17v1d8rh3r6FS+MA+HBVhnvv31qRax2LiOO5X++z86t7mNyh/+om3bdgtmoYXBXL47s/skJ+bp2zn3+Zzq0CZaRT7766Ir2TtmS/7ZueZ352wJlfeJuiYSg6nrzrGVzTeAPb/+KQ5q7j4i/1ufZzYy59wdF9XZPtw/lfOSba7ZF88x7qzi5qmtO5XaCtZ+XGnMPPCrn3zo/C8LIEgM7tgvzCgv6zDd78cxv0XlgVnkvt2rlWyvN/4xiM5vyve/RoHjLcXMpmswV6KD0aQZnVhFZPsfsxoXRclp8RDb4K+l8riQHyXD8KTfhEMubHRJB9mwWhpzeDgQcDRQkvNQa9sY7vD9Drq7hOC//K61An5D1G36W6+U9/3xDCok+DDlcoDZRSISRR5e7nM8kOpD4tk6XrZGA9ejIHb/BRjE81jGeYSc6Vv3NXsoTCsvZ7B6x9VeFaI+7/oXVsCttfnQmjv3CYucVmBl34qklqM42yKfGkIG9FpLtTJjsrtAYz7FoLtCLfaBL15vQ+0WHtpQF6FGT5WyKhb7sp8b1epabsO80wCchn0kmMmz2oEP3IcwmoOBFCbFBN9osFD2Qw7/WAPowLE0WVQOZ7Dh98ZYoCpRTD6x2iiWN+LmH99dmJTd+tv3M6W/LWol76ffzaGqx2JKv1nrP/vC/BdFEEW2u5h8w45/6PdFmseOKhyOhHQ8XosuXGZpPmZz/JuS/sknzzDFd/+AZ3vnaF9FihCs/972+THYcJHGi9fI/1jQvSsB/kqMJz+L0bbHx5j9HHN+h8fRevVjn7xhHsH8k5IJSPnUP3RyTHKZPzGa3bCzrfFILutb+XM9lWvP1nt5hfm3P185DeO2DzyyxLXQFGr6ZzdH+CXW+h5lZImiA9uRJJ2UirhZgoXQR9u9IPyChR+W4KKdNnCbabCS9oMBUuTOAbiQirr8AG3lrMxXP44VhUPcprWAMkfKjhWQJ4vjOq8fQGmIfNZ0FTSiUxfjJFXbuE3zus2L0n6uqPUxqr3rcWXJSubJCFDZ8GVFkSvC1CoCldIctmutZVPqknC2w3w+kUFaTv1YJqchd+gaDP1CLHNzNu/XgX/70DLv1Vz+hnpmT/0ypm5lisScnMGgEQKAfRxIql79wRDwuwnkVLoaYL3HqLxUpC460j3v5zO1z6wojZTpN4GJN3Y7xWmJkluzfCR4bD799i9ZtjId15j3v5jRPnzmysn1BEfvT1CmS4U6veE4HpYf2ZUzL69aHbLexghJ/OiLY3KfYO3juLOVFC1RSpIu05Wvcsrtd/yOYPf78HkGq6XEkfY4zGd1oVfL2SuE8i5psNslsL7vxIl+mnpmz+Qsr4nCKawPiCo33DULRgdNGTn+1y9ksLhi9dZPRHHHqh2PqKx8wdLkJsDrY3mJ9fwRlF986c+GiK7o9pfEVADZ2vzMkvbRK99NaS1R56HiqJBX2ZJaCgsb/g1o+1MQs4+OwG+z9U0Fgbkd9oQz/m7T/jufjFNYpMsfJ1KUeVQqezZ7ZI7w0xhyM47qPObYEWHyFAymIBvqyCDQSAHkpAwXv8K29i6ws/Y6rHXJ0/C9PFEhizd4A6vyN2CKXeXn8A1mLO7eB299E720Is3u7Cb777bfFY49ssO3mc8fQGGI8EmfqK1hi52RYy+XDYwx71qtq9MubkivS9gk19sgs/R5fOy4otLyqRPpRM3kJmFGfJKrX3kmkQIc3w8D+mP63QZC4NUjCzXFBmrUxUkoNfyPRil0u/2MP9qkFP5kz+4Rn2/ihc+/sLdO7wShH3Z+QrGcp59MKic4eLNS7W5JtNNr8+4uAPbrP+4oDma7v4JObiL40FPWYyhpcz1n97D7fa4vCTbd75E2tc/UcLum9NpYGdFxQ3bj5wfuxxH91o4GZzVBxMnx6SHZp2CzscYof5if9/4Dw/9Do8YgUa2PmlLlk943hXhj9yr9jvuc76z35VJqLhCKcV1AEgj+FG+bBhD4/Rsxn9H3+e1t05d/5Szvytddz2nOf/xz73fnyb/DND/O0W3RszOjeFe7RYTWjse/ZeyHn2/7Lo3BLvj0nSGP/DbZr3NOApGorVf/j1SmFhvhZhFp54f4Luj7BnVjHzBUQRfjqV4GJPacA5h5+GjE1rzGAORhGPGjQOHP1nNaYXcebvN7jxJx16ptFzTZE5Ggc59350G5N7Nr8y4N4fXmHnX47I15vEh2P8zhaqcBx83yYrb06Jj6eSCTsnTqW5gEyYTCu5p0rBun6+a8+qvXMPpZSQqZVCXTqPC66k5uwZWfzs7qOyVLKjC2fFVNBoooMnINeP/7ZDiD3OUE/Ue/5baHTVuv9+/WMnJwMQyZh1kYzxRXGydFIPKKeDy+NMJkoTXblYEckIzooUTljJwReF4wFsr0uQiQyL7Tbv/ETKM39HUvfKXjgWKLHLokrwz0dapF/yIghSSiMVa3ErTYpOSnJvgGumHH66y9prk6WvRoBEu1ij5xaXGVThifpTWUEGT3T53F5WkYGTM73YJd2d4Jox0fFEjg3Qg8lJe+H3GLrZRHc7FPd333PbapzOFt/l/NeHWeli+4MqsOgkXl7zuojlu71XGVSqYzkFJPigvIYAhTZbmxQXNjCDGd/8j9Y582XP3R93XP9bOS7WJHsjfKS5/RPr7PzLKUUrYrphmG5pWvcc0y3Nzm8c45OI/vUWa189ZH62S3w8w+wd8+afv8Ji05IcGM7/szm9ZxOSkWftq4dwb090+ozBPn8Z05vgb997oNSjz+1UZazp1TWyeyOKbka8N8Q3EvTeMW/+Z9eYn19w7ouGzlsj3vqvI7LfaYl2WcjwXRqL7JBRsqhSiulFgW43bg2EK3bnvpSvJxNcPzwPVy/B/iF2MDpJkG23cNPZCaK0iiL0mS18f4Dqdqh4ZqWLZejfkBdLjplSfPG1v/Z73vvPfLCLCSvRlv/c6p9+rG2/ePi/f6h9/Zs0nuoA8wPxH1u+UJZeHiLDfyJzeT+ih6eGuX61giF7rStpbm9KnogViCWhJFA2INupZCZK4RpRpZk0X0+ZrRk678yIhkJW81FoipYonUICi54IoMBliaC9YjEKwy6VaF1i0PNlQFXeYxsRUW+O7SZEx1NwoMdT7GYXc/9YSnFxJDBlLQg0l0VEvQk4j3vzxoNCku82PuCq/7HHKVOwqg/z/LO4V15HNzKZlFhmtCca9kkijf7y9yxFlz218RR3fHxiP9WoIRK9fQxCXW3hoxtZRQJWl87jOhkuEbfSybmMwSVNY9/TvTkn6kkmMbzaYrqpSXuewRXNmd9bMNmOaN9ZsPu9GRf/8R43/9Q2kxdm+EnE6tcjOncLjp6L2PhGQfulexz/wHl04RmfNbgIzvzOhPjmAe7o+ITnjbp4bgkTrl4UVBhKwd4RqiNs+KMf2Am2yxPu/eUc8ytrnP3lPeYXVkjvDaXP6IBIo6YLVH+I29momPt+90BUNsK1e1iP64GFQW0xYNZW8bMZanVFjrd87uuqAyeum4Y44osv/8yHDzDdP/VY237x+P/4tgkwT22JTJ1q3KkoqiaWE8ElScIKtYQ0vj9l3fpEVvEkxlP8ahtXErisR+XCDXFZjJ4IDLM0EtPTnNH1VZp3pZE+X0/IdidkuxPicSICk4XDNUMfJxKPebSGCDG6WmmipjkEDTFVCLte+eVDpbzHJ/KA63khAWfh5GFfOOY7bfTCkSxyccE8u4Y5EodCn0S4xGCziPG5mNX/9xuPL3tfH6fOvc+LgOx7MvwXpRV6bU3gwdqh0lSY8LuH8t3aKrCUweUEX6bUbMtS5p97jrxtaOzO0bMcHRnUZFJZHJ+4V5wX1Ju1EsQm72FmVYPBV/elVnDzDgrw3/9xAKKJ48KvDMTQLTL8/n+yjtqes/5LmskPjzBfaJMd+f+/vTON4Q++oAAAFxNJREFUkSy76vzvvCUiY8vItbIql6qs6qylq+nFprtxG2Qbb2C7BR4LRpaGsS2BEMggz/AB2eIDYhkNILNoZhiEZTANeFFjo8ayxxaMjdqDzbTddLm7qmvL2isr18o9Y3/vHT7cF5GRWVlZWe7KzqXuTwpFxM2MzHsjXrzz7r3n/P9MP5Rgz/eKSKT0/+MMYT5FpV3Rsos/64LAyDsEb1G59l7g6X1IoJAN0LIigeCWU2S7eklfy+NcH0eXCmbJaWoaujuXZwExwx/p5PAzM2hfN0HKZ/zNGcqdxmdm4sk03V80Ks3a4pMcmTcZY7EgqlPPOmxvNU6odS2zvd3o5Wsm6FYqbATnQB9SCwjHJ9F8DnKZ5To0J05vrguOxrIzDSn/OAHhnrBLL9ZfC5uWpiwifykikyJyqqmtQ0T+SUSG4/v2pp99QkQuiMg5EfmJpvYfFpGT8c/+h9xNTmFTkGgcrKuvLCNtLJPdaQN4tUJv3YTK691r3CrrZkZhhJRrRiKjGhiplsD4ibvzcRpmnPcvsapy9uwM53/V7L+kL84SpnyipIdTCoh8lzBnUnaDfLJhXUylanTLUgnj0ZJ0TQV9JcAtVvHmyqhnlifK3QkkUBb2t5h9lzZTTR3GmmKacEzdh5hkAm+uiBNvvJqrc8UpBSQmC7R94cW1g8tGZibi4KTTiOebk71jEiPuWXFlGCKug5PPgThotUa4sEQ0O4tzoB+nswM0Mp/ZsQdw0unlFz96lOiJB6m+9WEqP3IEb7FGscvsU0UtprDUac2tCA71e0n4jav+OwYXuDVbUaP4WIxQVbwXzuBPFRBVRt7dBr7H7KMdJknjQor8h0aoLCQp7RGyoyHpiQhvrszckTSVvVkkMrbH7oJLkFYWD0U4HVU4VMDJ1fBaq2gmAMekOQMU+mDmmMfc8Rx0d4BvpGro6V5ORkkmCLpzjL2rh3BPlbG3dbJwOAeOsO//LZIZFdJj0PsvyvQjxvzu0s/EHi91N9crNwgnptC23PJ3pm40Vk+4qdaMLI7r3nJcrd4nja7eIByNl1y9ZemZZjXvZqOxhrJ3bGynd/jeb4j6EvhGbvcRm1kH81fAT65q+zjwDVU9DHwjfo6IHAc+CDwUv+Z/i0g9nejPgF8EDse31X/ztkgsKLlCl2pV3UTzHkxj6WxVqmtzfcOK++bq83r+fRTFuf2VhnZXQwsp3nPB98z+RrScOiyVKsd+Zw5vrgSugz9dMJbO8yW8+RLOUhUJlas/0cLUE23UOtImC6kSy7XESw9RrqXhZKkpH7dgEgPSoyVUoP3MItW8x/TxBLXWBG4pMM6WcTIAClEqtmMuLotv4gpBWxJneq7x3rgdbave8PUPJ6c+mwhDNKg1ZhH3dMlMHILJm0SLS4jvET3+4LJqw8gY0fSMsR3uyqPXx4hK5cbn607M4Y/P0zK6SOrSNN7UAt0vLTaWOotHuo1I6Rr1VVqtNXTt1nsfnHzryoa1UunDEA0jootXyZwap/9PX+b6ezppOz3P4WfmqOytcXm8i4PPQseZgLlDHsn5kKUjeTpeXiAxW6HcnWLfdwokZxySMw75IzNEtfryIQQlrxHTU9d9NBlR21+h2BdSy8qylUId3+PsRzvp/fQIV34V5h4OSF5OgsLsEZdL709R7E/T+WqZru8XqeQcWiYFv6BESZh4azfFoXbzXenba2Zu5y6a26VrJkhcv4Gq4u7tQRI+4czciszO+ufoDQ4gx4dMDZtGjf0Xt6PdrB6kksaOvNwkZFsPALAc0OqzmThj7TVj62BuYdMCjKp+C5hZ1fzTwDPx42eA9ze1f0FVK6p6GbgAPCki+4BWVf1XNZtFf930mvWReMOv+Spotdhc8/M1hOjEEdyuTsTzcHv2mCWQulZVnTAknJgkGB0nyqWMW19L0mQwNfut1IX3grBR7CjVmglCYdQoUJRSpTG9l5LZV5FiBadYRgplhv7mJnuenyAxZoyZal1ZCELG39LB4lAWgOlH82YZIt6XASBSqm0JRt7ZSvbSAr3fnGFhv5FEd6ohYYuHV6zhzVfwpmNP+WTCjKFo9n/8qaKRfInfmxVpu3cQ8hPXRQ4OoNUqUTyblEQCfuRhCh94Enns+PL7Gt+7hw/hHhvC23/3ysoaB/xqWwKnvR2nLc/c+x+h9tRxysf7kUsjFN/6oJl5xPJA4fiEuQiIhUklCCl3p5BAcco1glSsr5VpEsZcI9jUL2zW7FfsA3/HdOl6zdL4JBoEDHx1ymi7TS/gLnikM2VmjiW48bM1CvsjJj5SZuSdytzxnLFuaHMp9LVQ6YiIEsofP/QsXjIgmEzR9X+SJMZ8kleStAy3ED68hJ+toqGDpkNmH4m48Z4epD67c4Qr/6ETb0+J5y8NUZtP0vWCS3pcKfVAqS+g/5sBKEgtYuLJDNkbVZaGAoo9wsD/rZGcV5JTZXNSn7h5S6KEmXW2mu/T+AROXca/6Xtbv0gMr4/iTM4uZyTW22dmCccmzEVXuRpX9QdGATsR+y3FrrL43rJa+Wpzux8IbVww3el2P/F6V/L3qOoYQHxfl6btA5r1REbitr748er2NRGRXxSRF0XkxWpUNksWqsZwbD2/lzVOjOIIzgODjH7gARbf9yjVg3tYeN/DOIcHm162UrY9OnkePX0BTXoNrS0ck7klsYaSJr2GmiyYmUvj6iqu5G/4scSCmHWrWQmNSnLj92sB/qQRC9z3jSnyJyZxFkp0/f8pUxgZhDhLFdzFClKLyFycZeBrs0bqJYgQhYVDaZxKgFM1bZp0GxpktfZUwzRKaiHl/hyyVGyMvf7e3bYWxPMb9xop3DDLGG6+lfBtbzCziyCi1GkSItzuTpxsFicVF3MOX0Kv3iDKZzaeeNH0WWqlQqnLo/LwfqZ+6gh+MaKwL2GKT48Pkn7+DHKgz1gh1NOZJ6caJ6CwPUfm3BT+2BzOQoncyUkWHttrlLfXSWHXcmX5QqQ5aLqumeE03iBn2YRu9d9aJfEeXbpGODpOND3D4c/OUz7dRpCG/T0ztJ0R8s9lcNuqLO53uPJ0Br8UUexxiXwggk+c/wC5bImjn56n1O0w+OUlKp0hpf4a1UKCge5ZHD+MxVSNwrJkUo2+pScU72QW/2ya5KRLx5kCLTMRvd+u4rTWWBj0mD/oIpHS+88zJOYqdPTNEfkw/WCC/LkF3KUKhcMdRAOrjOQwKtT1rDGNlOD66MoMzlWfcXhz+tbK/Ehx9+4xy8az80STN4nmF5atH/zlBJp65mXDSfa1ord+Zlauf/ts8q91htJ12tdEVT8FfAog73YpQLRUWDYV8/zlJZk7ZTO5LkGXWcvODc8z+VQ7tYwQuR20Xb0Re7PfemBqpOipYWOVnE3BzTlTXDfQZzbXFwuo7xG1Z2PdLtec7IO4ejpWZpYgnsK7DuolTXtdx8p1lqf+jhHIRNV4qqySVolyLTjlAFkqoakEUqpy6T/1UOmtcex/zsbKzi5ONSTIJYhcwSuFaC3Cn1ggyqVM9lrCI3V1zgh5xppOdVFQSaXMlfmqjW8NTH81qIE4hItGIj2cX8B9/mXEEWpveZSZxwMW3+5x6A970BdPNfoOEJVKuNfGkDccQ0+cvavlNEkmaX/2JZxkkq7vKdLbw/iPd1N8Ik3rtZDcWbNfxiNH4JXzRgw1UqJ8BmehiBtbOgMNH5vMV06sP1OLC2ydrs5GKryTypjgUig2Dl5JJpFEgvBwP86pi7de2TYVE7rtbeaEKo6xlb54naHPlLnwO1kWv9DLm37pJb76b4/S9U8pIl/RWSj0uMw9UiN92Sc1qbR+qYXW4asQhvSevwK+z4OfbOPyfx4gOQOXi/uQmpAoCukbQsvNJRPYp6bRqzfoHhnH6WwnastS7Uxx7d1ZKl0hTs2j7+8cRt4doX5EpSNNlEjTcRLcL4E8vUDpQs4kpaiSGZ5h5vEuOhb70NEJMwtp+u6sfDNvlXa6hVWGcLqwZBJ82lphehZpz6OxLYRGjlnuFTHFmHXNvHvFfSbFvxFe7wAzISL7VHUsXv6ajNtHgIGm3+sHRuP2/jXa74iqEi4VzNV1rbZiHVejdYKLOLhDg0z92B7SkyGt1wK4fIPW3hzp719DW7PMPf0wrc+dQPQ2aZS+R3DDqLV6Pd24+/YSXB3BO9Bvir0yadzQVCtri2+q+ME4RRZrJs3Y9U0GmJhlB1wx7QkP9RycmvHHkEiJ2lONAkr1HJylKlE2Sa0tSS3rkrlexFFFKgHDv7CHB55dMEWdvotTqaFeIl6nBr8uwZ90idw0qDL/YJ62kyYYFQ+0kpYHCM9caASSaGkpTrdN4bTmiApFtFzBOTJEePp8/IFEy4WuqkCERg7Jly/Dfxyi/asZ5OSJ5auHpk3/4lNHSH3r9O2vLG758ON+lcq4+dblTffRCTpfzTFzvIX0SBFpy6OOUOlI0hLX+zgH+qEphbxeQyEVcyJ0MqnleoxVwqnuvh6i8Ukkl0NbM8jSEk5HO+HeduTsFbNp7jjLmWrZDM4rwytnNauPJc8z+z71YsPQzJCi9gxDv13m7EdTnPytR2kb9Fh4QAkOlElcTFHeX8Wf8Dnw3BTlgTxSqRkfpEZRcUQ0M8fBz7mc/kQ3TsGl64TQ8eyJ5bex6WJFooho8iaOCL7nMPhcwZyso4ioxefon5cp9+a4/k4ld9lh6vGI/V8P6frNGlfeL0y/sYPO7xrV5Y7vz5pZcW8PesUsXKyZklw/ZprKCm5RSBBBMmlTPNmaI+pshZqxhaCny1y0jU5Ab49J5y9UqPZk8aeLZgna9zZ+XK2DskaAtLzuS2RfBj4cP/4w8A9N7R8UkaSIHMRs5n83XkZbFJE3xdljH2p6zR1pHLSOs/JK5w7r39riE6SFWtbBLZv14SDlUHxsP7WeVlqfO0H0+IPcrlivfgJx2/MEE1NEc/M4LUl0cQl8n2ip0Fj3deYL4ApSrOAWa0Y9uZ5CGTQFQdVGbYRTC026p7PsJxMl3IaWWdiaJEz7TDyeYOJxh4s/k2XmkxEXfzvNoR82X+jFo/lYbdkxadRBhD9bMoKYcZACCLMJMiNl5h9qp3iglcg3G6ZOfZ+hOd22XDHpwQP7GP7Lh8xeUlP/G1fp9eChEeHMLEc/9jJtn/1uY29m9UZo5pUby6m8GyXuV7RUwN27B2dwANm3h4WDLXglcK9OUOttZ+6RTtJnJxon8OjS1cZSZWNZshZw8y39IEI4v9DYD6gnKjT+ZdLYc+uiWbYMj+wHR3CujKPHBo1JGCAJH/E9wvFJnLbbm105nR0mC25kdLl+K0ZePo9eusaRzxTInLuJvHuaaldIJldGBVquJmg/DWE+xVKvTzR8OX5hnEkVe69E45Mc+9MC/rxDZrSKapzJFruyNpZ0HMek+udSxnitYgRPpRIy9ViaqSfbmRvyyQzNU9yrJGcdSl0mWWTw2XETXFynob1HXMTrDA7g5FvXDC6I+Z8rNN3qv+e6iO8hmfSyc+3SUkPvr3Kgg2p/G4VjXdSeOEqtN49TqhHmWkiMLiCVYFkM01tn+XyjqK7c57WGY8Dmpil/HvhX4KiIjIjIzwO/B7xLRIaBd8XPUdVXgWeB08DXgY+qNkT2fxn4NGbj/yLwtQ3+f3PvNwkdNhmNrbemr6cvkJyNaP3SS/jfPgV9ewliaXNvsYKzvw/nxTM4Bwdwu7tWZJqt+DLEG7pRoYjT3Ym0tKBD+3G7OglGx8ERI9VfDhoOkqI0TmxRysxWopY4qyuuFYl8lzDtEaa9hgGWN29OzjPHM2Zmo8reF0xb6ugcg/kZHEcZ/fp+iv+tQHqsjFQDat1pc3Ua2wJIoKZI0xWTKh0X04UJSMxVyX5rmPDsRaLyGrUDGhFVKkTnLzH04VeILjdJxzSCyq1ZNVqpNAWquB6mKcgEo2Mrv5h3uR+jyQSa9Cg+0EFiKaL9pKkad6ohucsFbr61v+Ea6e7vj/3h1eyjxZmBXd8eW/Nvo5HZvK0FRBevmE15VfTydZxXholm5tBCAWf4mlnKBJOenc3i9nQTzs6t/Lvxsem05aFSQRI+7kCfOdHW66ocMTVEqsipC2YP7mNlUtc9FsdzJGcgTCozD4GcOEfH51/C3bcXHjuK27eX4vsew8lmTCCpBeirFxj83RdJPH8y3rdcdTKMTMGiHuqHCFMlXzCaZlKu0POdeRaGID0R4n+lDT1cgAi8SvwZ+555TyWuz6ov6yZ8c5Jvz+OttsgWB2+gl6hSaSzFgvk+u91d8cwlg6RSlB7qo3asHx00Mk04xqNIAiVzbprEjTkS50aNCsZswRxzfrwfeq9qYMBu8q/Brq3kF5FF4NxW9+Me0gXc3OpO3EN223hg943pfhrPAVXt/kH/sIh8Pf77G+Gmqm643GIns5sDzIu7SY7Bjmf7s9vGZMdjea283nswFovFYrlPsAHGYrFYLJvCbg4wn9rqDtxj7Hi2P7ttTHY8ltfErt2DsVgsFsvWsptnMBaLxWLZQmyAsVgsFsumsOsCjIj8ZOwpc0FEPr7V/dkIIjIgIv8sImdE5FUR+Vjcftf+OdsJEXFF5ISIfCV+vtPH0yYiXxSRs/Fn9dROHpOI/Nf4eDslIp8XkZadNp5t4TtluT2qumtugIup9j8EJICXgeNb3a8N9Hsf8Mb4cQ44DxwH/gD4eNz+ceD348fH47ElgYPxmN2tHsca4/o14HPAV+LnO308zwC/ED9OAG07dUwYVfLLQCp+/izwkZ02HuAtwBuBU01tdz0G4LvAUxiB3a8B79nqse2G226bwTwJXFDVS6paBb6A8ZrZ1qjqmKq+FD9eBM5gTgB35Z/z+vZ6fUSkH3gfRuanzk4eTyvmZPYXAKpaVdU5dvCYMGK3KRHxgDRGSHZHjUe32nfKsi67LcDczldmxyAig8AbgBe4e/+c7cSfAL8ONKv77eTxHAKmgM/Ey36fFpEMO3RMqnoD+CRwDRgD5lX1H9mh41nFpvpOWTbObgswd+Ufs90QkSzwJeC/qOrCer+6Rtu2GaeIPA1Mquq/bfQla7Rtm/HEeJilmD9T1TcABWLL79uwrccU70v8NGapqBfIiMjPrfeSNdq2zXg2yD3xnbJsnN0WYG7nK7PtEREfE1w+q6p/HzdPxNN3Nuifs134UeCnROQKZpny7SLyt+zc8YDp44iqvhA//yIm4OzUMb0TuKyqU6paA/4eeDM7dzzN3O0YfmDfKcv67LYA8z3gsIgcFJEE8EGM18y2Js5Y+QvgjKr+UdOP7so/5/Xq751Q1U+oar+qDmI+g2+q6s+xQ8cDoKrjwHURORo3vQNjL7FTx3QNeJOIpOPj7x2Yvb+dOp5mXlffKcs6bHWWwb2+Ae/FZGFdBH5jq/uzwT7/GGZK/grw/fj2XqAT+AYwHN93NL3mN+IxnmMbZ7wAb2M5i2xHjwd4DHgx/pyeA9p38piA3wLOAqeAv8FkV+2o8QCfx+wh1TAzkZ//QcYAPB6/DxeB/0WscmJvr+1mpWIsFovFsinstiUyi8VisWwTbICxWCwWy6ZgA4zFYrFYNgUbYCwWi8WyKdgAY7FYLJZNwQYYi8VisWwKNsBYLBaLZVOwAcay6xGRJ0TkldjvJBN7oPzQVvfLYtnt2EJLy32BiPwu0AKkMJpi/32Lu2Sx7HpsgLHcF8TadN8DysCbVTXc4i5ZLLseu0RmuV/oALIYx9CWLe6LxXJfYGcwlvsCEfkyxjrgILBPVX9li7tksex6vK3ugMWy2YjIh4BAVT8nIi7wHRF5u6p+c6v7ZrHsZuwMxmKxWCybgt2DsVgsFsumYAOMxWKxWDYFG2AsFovFsinYAGOxWCyWTcEGGIvFYrFsCjbAWCwWi2VTsAHGYrFYLJvCvwP4NLf6sybBjgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "res = scn.resample('euro4', resampler='bucket_avg')\n", "res['HRV'].plot.imshow(origin='upper')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The white circles at the top are formed by pixels where no data were present. This behaviour is inherent in the resampler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fourth bucket resampler can be used to calculate fractions of categorical (integer) data in each target pixel. This could be used for example to calculate the water fraction from high resolution data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Form some categorical data from the HRV channel." ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "# Digitize the data to nearest 20 reflectance units\n", "data_int = 20. * (data.data / 20.).astype(np.uint8)\n", "# Replace the HRV channel data\n", "scn['HRV'].data = data_int" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [], "source": [ "res = scn.resample('euro4', resampler='bucket_fraction',\n", " categories=[60, 80, 100])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The different categories are now a new coordinate for the data, and can be used to select the data." ] }, { "cell_type": "code", "execution_count": 211, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/lahtinep/Software/miniconda3/envs/test/lib/python3.7/site-packages/dask/core.py:119: RuntimeWarning: invalid value encountered in true_divide\n", " return func(*args2)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 211, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cTxtok0lWTWGgF9wyLsK93vzTSc02PR346t3tX246NGjdMybf401PznWTgV5YG3keIu17fe0hr4korSZQdHfc6btntyNDbLahQVMVeaBwLqGR5pusHk9FOYP6faflKYqeqg4JOkVCg5IrZgZbbUjQVEXVLLVzJSq6aGdptFts1rZp+0r7mSWZbylKiKcd05uzyhD2sF1VH7jzHIVzKYou/K3oHus6p9kcxf6H7mn/8P3XBq177it/4TkK53pBVnfWRrcvmpdU1tPUrjO8e6xzg0xR81NRviBkOIy8fYbw2kj3MMJeWlTVFxdVc+AR5yqiqGbSzIXeg0T3MGBzRcdxCuE1CudSNNL0lLZO/dPYIaO1Zh0rryeW6xZh76Ko6vsoPFA4lyPkrr1oiIxGhv6G/N5Ooc1crr2M3n4yu+2lljRB0s8krZC0XNIF8fx9JN0maVX8c1Rim0sk9UlaKWl2u8vsXJGBPv2d9rm+22oj3XRd53iNolxbgL8zs1cBM4H3SZoCXAzcbmaTgdvj78TLTgOmAicA35BUzccbXVcLafrJW69oWf06ee+1cNViplJrFJJOiG+M+yRdnLJ8L0k/kPTb+Ib7vaWfVELbA4WZrTezX8efnwVWAOOAk4Gr4tWuAt4afz4ZuM7MXjSzR4A+4Mj2ltoNBiE9nPLWSy7L6/WUtz+vHVRTlMwuZwiP+Eb468CJwBTgnfENc9L7gAfM7DDgGOALkkaUelIJHW0wk3QA8BrgbmA/M1sPUTABXhavNg5Yk9hsbTwvbX9zJS2RtGQzL7aq2M4VGshzFDU+tEYVqcwhPI4E+sxstZltAq4jumFOMmBPSQL2AP5E1FrTEh3rzyVpD+D7wAfNbGN0vumrpsxLfZzczOYB8yB6MruMcjrXbj60RvVEyezg/MNoSUsS3+fF166atJvjo+r28TVgPrAO2BN4h5n1N1ToBnSkRiFpOFGQuMbMboxn/0HSmHj5GOCJeP5aYEJi8/FEvxznKiG0ZuA1iGpr4MnsDWY2IzHNq9tVyM3xbGApMBaYDnxN0sjSTyrWiV5PAr4JrDCzLyYWzQfOij+fBdySmH+apF0kTQQmA/e0q7zONavR7rGuekp+Mjvk5vi9wI0W6QMeAV5Zysmk6ESN4nXAmcCxkpbG0xzgM8DxklYBx8ffMbPlwPXAA8CPgPeZ2dYOlNu5VEW9oLymMDj0MyRoCnAvMFnSxDhBfRrRDXPSY8BxAJL2Aw4BVpd4Ojtoe47CzH5JetUK4hNP2eZTwKdaVijnmhDSC8r1NjPY3F/OfbeZbZF0PrAIGApcYWbLJZ0bL78M+CRwpaT/IbqeXmRmG0opQIreHZzEOefaJGp6Kq+BxswWAgvr5l2W+LwO+OvSDljAA4VzLRT6EiRXfVV96jqEBwrnSpZ80toDxODQYPfYyvFA4VzJPDgMRuU2PXUbDxTOOVeCqr4PO4QHCueca1LU66l3xyr1QOGcc02qPXDXqzxQOOdcCbzpyTnnXCbv9eScc66Q93pyzjmXyUxs8UDhnHMujzc9Oeecy+Q5Cuecc4U8UDjnnMvkz1E455wr5M9ROOecy2QGW0p6cVE38kDhnHMl8KYn55xzmTxH4ZxzrpB5oHDOOZfHk9nOOecymXmOwjnnXC6x1Xs9Oeecy+M5Cuecc5l8rCfnnHP5LMpT9CoPFM45VwLv9eSccy6TeTLbOedckV5ueurdEOiKzZwWtNrzpxzV4oI4V31mCpqqyAPFYLZ4WdBqu910d9B6q6+d3kxpnKsss2oECklDJY2V9IraFLKdNz250hx4+lK2HHs4w356X6eL4lzbdXv3WEnvBz4G/AHoj2cbUNi04IHCBQsJApv2Gub/qNygVIEcxQXAIWb2x0Y37FjTU1wF+o2kBfH3fSTdJmlV/HNUYt1LJPVJWilpdqfKPNiF1BRCm6mc6yWG6O8fEjR10BrgmYFs2MmbvwuAFcDI+PvFwO1m9hlJF8ffL5I0BTgNmAqMBX4i6WAz29qJQjvnXJrur1CwGrhD0g+BF2szzeyLRRt2JLxJGg+8Cbg8Mftk4Kr481XAWxPzrzOzF83sEaAPOLJdZXXOuUIlJ7MlnRC3oPTFN85p6xwjaamk5ZJ+HrDbx4DbgBHAnompUKdqFF8GPsKOhdzPzNYDmNl6SS+L548DFifWWxvP24mkucBcgF3ZrewyO+dctpKqFJKGAl8Hjie63t0rab6ZPZBYZ2/gG8AJZvZY4nqZXTyzT8Tb7hl9tT+HlqntNQpJJwFPmFlo15i0EJz6JzGzeWY2w8xmDGeXAZfRuXbq+9LMThfBlaDEGsWRQJ+ZrTazTcB1RC0rSacDN5rZY9Gx7YminUo6VNJvgPuB5ZLukzQ1pECdqFG8DniLpDnArsBISd8G/iBpTFybGAPUTnwtMCGx/XhgXVtL7FwLTbpwcfFKrqsZ0N8f3D12tKQlie/zzGxe4vs4osRzzVqg/qnXg4Hhku4gapn5ipl9q+C484APmdnPIGq6Av4LOLqowG2vUZjZJWY23swOIEpS/9TM3gXMB86KVzsLuCX+PB84TdIukiYCk4F72lxs55zLZoApbIINtZaPeJpXt7eQVpRhwOFEud7ZwKWSDi4o5e61IAFgZncAu4ecXjd1ef8McL2ks4mSLqcCmNlySdcDDwBbgPd5jyfnXLcp8TmKkFaUtUQB5zngOUm/AA4DHsrZ72pJlwJXx9/fBTwSUqCOduo1szvM7KT48x/N7Dgzmxz//FNivU+Z2UFmdoiZ3dq5EjvnXAYLnIrdC0yWNFHSCKKWl/l169wC/KWkYZJ2I2qaWlGw378F9gVuBG6KP783pEDdVKNwzrmKKm8cJzPbIul8YBEwFLgiblk5N15+mZmtkPQjYBnRcByXm9n9Bft9CvjAQMrkgcI558pQ4hN3ZrYQWFg377K67/8G/FvRviR92cw+KOkHaaU0s7cU7cMDhXPONcvAwns9tVstJ/H5ge7Ahxl3rgv4sxS9QIFTeyWeWZtuZj9PTkDQuwE8UDjXBfxZih5QXjK7Vc5KmfeekA296ck558rQpaMCSnon0ZPcEyUle0/tCQQNOe6BopvNnBb8FjrnXAfVHrjrTncC64HRwBcS858l6jVVyANFN/Mg4VyuDXNnMXreXZ0uBtC9Ly4ys0eBRyWdAawzsxcAJL2E6GG+3xXtw3MUzrnK2u3J/uKV2qVfYVPnXM/2V6ACbAW+F7Kh1yicc5XVTW9UVJfWKBKGxaPRAmBmm+Invwt5jcI555oV2uOps8HkSUnbHq6TdDKwIWRDr1E451zT1M3J7JpzgWskfY3ogY41wLtDNvRA4ZxzZejypiczexiYKWkPQGb2bOi2Hiic6zLd1JPHNaCL8upZJL0JmArsKkU1IDP756LtPEfhXJfxIBFuw9xZnS5CpLEXF3WEpMuAdwDvJ2p6OhXYP2RbDxTOucrqpqAqC5s66GgzezfwlJl9ApjFji9IyuSBwrkOGTJ9SqeL4MrU/b2eXoh/Pi9pLLAZmBiyYWGgkHS+pFFNFM45l6J/6QOdLoIbXH4gaW+id1j8muiJ7O+EbBhSo3g5cK+k6yWdoFoGxJWq70sze3ao6eF3jOl0EZxruW5uepI0BLjdzJ42s+8T5SZeaWYfDdm+MFCY2T8Bk4FvEg1Ju0rSv0o6aODFdvUmXbi4lKGmu7E5Y/Mx6ztdBOday+jqITzMrJ/EgIBm9qKZPRO6fVCOwswM+H08bQFGATdI+lxjxXWt1urmjG4MRM51he7PUfxY0tsH0ioUkqP4gKT7gM8BvwJebWbnAYcDb2+4qK7SvF29dRatW9rpIrgmdHPTU+xDRIMAvihpo6RnJW0M2TDkgbvRwNvioWq3MbN+SSc1XlbnXJrZY4PeSum6VZc+mS3pdWb2K2Df2hDjjQrJUXy0Pkgklq0YyEGdc67ndG/T01fjn3cOdAc+hIfrCs8snMRec/o6XQznBqQLmpXybJb038B4SV+tX2hmHyjagT9w57pCLwSJRhL93imgB3Vvr6eTgEXA/wL3pUyFPFC4jnv8oqN3+P78KUd1qCTNaSTRX5VOAV0zllIFdGsy28w2mNl1wFvM7Kr6aVv5pUuy9uGBwnXcuM/u2HTaTW8tG+y6aSylrte9OQoAzOy3BaucmrXAA4VzXc6bqSogsDbRxXkMiEaUTeWBYpDacuzhnS6CC1SVZqpBr8trFAEyS+e9ngapYT8NymE55wKpAi8uKuA1Cufaac2lRxev5Fx3+V7WAq9RONcCEz65PUG/8fSZjLy2+QEfXZfr7mYlJO0KnE38KtTafDP72/jnv2Zt6zUK51rMg8QgUI1k9tVEr42YDfwcGA88G7JhRwKFpL0l3SDpQUkrJM2StI+k2yStin+OSqx/iaQ+SSslze5EmZ0bCO+xNIh0fzJ7kpldCjwXPz/xJuDVIRt2qkbxFeBHZvZK4DBgBXAx0Ys1JgO3x9+RNAU4jai6dALwDUlDO1Jq53JsPH3nF095j6VBpPsDxeb459OSDgX2Ag4I2bDtgULSSOCviF6EhJltMrOngZOB2lOCVwFvjT+fDFwXv2jjEaAPOLK9pXauWK2JyWsRg4+Iej2FTB00L26puRSYDzxA9PqIQp2oURwIPAn8t6TfSLpc0u7Afma2HiD++bJ4/XHAmsT2a+N5O5E0V9ISSUs282LrzsA5sgOC1yIGoZJzFPFrp1fGTe4X56x3hKStkv6msIhml5vZU2b2czM70MxeZmaXhZSnE4FiGPBa4D/M7DXAc8TNTBnS+vam/rrNbJ6ZzTCzGcPZpfmSOpfDA0J71I8F1rVKanqKm9a/DpwITAHeGTfBp633WaIB/0L2u5+kb0q6Nf4+RdLZIdt2IlCsBdaaWW1AnxuIAscfJI0BiH8+kVh/QmL78cC6NpXVOddh9WOBda3ychRHAn1mttrMNgHXETXB13s/8H22XyuLXEkUVMbG3x8CPhiyYdsDhZn9Hlgj6ZB41nFEbWXzgbPieWcBt8Sf5wOnSdpF0kRgMnBPG4vsnHOFGmh6Gl1rIo+nuXW7KmxulzQOOAUIajqKjTaz64F+ADPbAmwN2bBTD9y9H7hG0ghgNfBeoqB1fVwVeox4JEMzWy7peqJgsgV4n5kFnZxzzrVNeI+mDWY2I2d5SHP7l4GLzGyrFPyOi+ckvbS2L0kzgWdCNuxIoDCzpUDaL+q4jPU/BXyqpYVyzrmBslJ7NIU0t88ArouDxGhgjqQtZnZzzn4/RNRCc5CkXwH7AoVJcPAhPJxzrhzlPSNxLzA5bmp/nOg5stN3OJTZxNpnSVcCC/KChKQhRMN2vB44hKjWstLMNmdtk+SBwjnnSlDW8BxmtkXS+USJ56HAFXET/Lnx8kbyErV99kv6gpnNApY3ur0HCudcJS1at5TZY6d3uhjblfjUtZktBBbWzUsNEGb2nsDd/ljS24Ebzayh0nqgcM5VUtcFiS4fPZYoR7E7sEXSC0TNT2ZmI4s29EDhnHNNEh0fGbaQme0paR+iRwx2LVo/yQOFc86VoNsDhaRzgAuIelEtBWYCd5LR2zTJ30fhnOt5zyycBMARS1v4CFb3jx57AXAE8KiZvQF4DbAhZEMPFM65npQcI2qvOX1sOfZw7p3ewjcUdH+geMHMXgCQtIuZPUjUVbaQNz0553pScoyoqIdUCw/W+bfXhVgraW/gZuA2SU8ROG6e1yiccz2r1uSU7CFVm1e6Lq9RmNkpZva0mX2c6J0U32T7e39yeaBwzvWsveb0bft80vKn2HLs4TvM23Ls4aUdqwIvLtomfifF/Hh02kLe9OScGxQWTB3FMO7bYd6wn96XsXbjKtD0NGAeKJxzrlmdT1S3lDc9OedarmV5gQYkm5la8ta8Ls9RNMMDhXMu14a5s5reRzIv0CnJZqay35pXezK7rHdmdxsPFM65XKPn3dXpIjRv5rSWH0L9FjRVkeconHO9b/Gy1u6/ws1KITxQOOdcCararBTCm56cc5VXRh6laZ7Mds657pWWR6n1cjpp+VO52/Z9aWYpZfBktnPOVUytl9PN73/jtnlpNY9JFy4u54Beo3DOuepZfe30HbrFtqwHl1VrCI9GeQq2c8MAABBPSURBVKBwzvWUk5Y/ta077IGnL91p+aJ1O89rlj9H4ZxzFfH4RUezYOqonbrD9n1p5rZcxOQ73tOag5uFTRXkgcI5Vy05D8+N++ydqcnrSRcu3paLSNYyFq1bWtrDeF6jcM65Fmm4a2vBw3MLpo4K3tXssdPLeRgvNJHtgcI55xo3etlzQet1xbMSOTyZ7ZxzrRJ4R5/XY+nxi45m9bXTM5e3gwcK55zroDMeXJs6v5agHvfZO1N7OLWN4cls55zrpGteOT61W2vQw3JtGDkWPJntnBtkhkyf0rFjD79jTOr8b20cPbDmpVaPHFvjyWzn3GBQCxD9Sx/oWBk2H7M+df41rxxfSvOSP3DXOA8UzrltOhkg2mX22OmsuvLw4hUbYWEvLarqi4s6EigkXShpuaT7JX1H0q6S9pF0m6RV8c9RifUvkdQnaaWk2Z0os3Ou4hK5isnvuS9nxQHypqfySBoHfACYYWaHAkOB04CLgdvNbDJwe/wdSVPi5VOBE4BvSBra7nI757pTVo+onbQ4V+FNT+UbBrxE0jBgN2AdcDJwVbz8KuCt8eeTgevM7EUzewToA45sc3mdc13imYWTdsgzXPPK8R0sTcyAfgubKqjtgcLMHgc+DzwGrAeeMbMfA/uZ2fp4nfXAy+JNxgFrErtYG8/biaS5kpZIWrKZF1t1Cs65Nhq7eM8dvu81py8aeqPbeNNTeeLcw8nARGAssLukd+VtkjIv9ddtZvPMbIaZzRjOLs0X1jnXNhtP3/6mueRb59bNfHaH9U5a/lTmcB61t9p1QplNT5JOiHOyfZIuTll+hqRl8XSnpMPKPp+kYa3ceYY3Ao+Y2ZMAkm4Ejgb+IGmMma2XNAZ4Il5/LTAhsf14oqYq51wPGbn6+W2f8x6kWzB1FKNJH84j+ZKidiurR1Ocg/06cDzR9e9eSfPNLNkl7RHg9Wb2lKQTgXnAUaUUIEUnchSPATMl7SZJwHHACmA+cFa8zlnALfHn+cBpknaRNBGYDNzTyAGHTj2klII751ooJ9n8zMJJbSzIAJQ7euyRQJ+ZrTazTcB1RK0w2w9ndqeZ1cZTX0x0A90yba9RmNndkm4Afg1sAX5DFA33AK6XdDZRMDk1Xn+5pOuBB+L132dmWxs55tblK0s8A+dcu+01p6/TRcgVPXAXXKMYLWlJ4vs8M5uX+J6Wl82rLZwN3Bp68IHoRNMTZvYx4GN1s18kql2krf8p4FOtLpdzzg1Y+MiwG8xsRs7y4LyspDcQBYq/CD76AHQkUDjnXK9poEZRJCgvK2kacDlwopn9sayDp/EhPJxzrlnl5ijuBSZLmihpBNEDx/OTK0h6BXAjcKaZPVTOSWTzGoVzzjWtvHGczGyLpPOBRUQjV1wR52rPjZdfBnwUeCnRSBUAWwqas5rigcI558pQ4kuJzGwhsLBu3mWJz+cA55R2wAIeKJxzrllW3dechvBA4ZxzZajoa05DeDLbObftodSsoTFcgB4e68lrFM4NdjOnsTV+Knr0vPShMVwx9fdu25PXKJwbTBIv76kZ8sKWDhSkxxjRA3chUwV5jcK5wSRlPKXB8PrTVhNW5gN3XcdrFM4NYs+f0rIBRwcfs7CpgrxG4dwgtttNd3e6CL2jokEghNconBvMZk5jzaVHd7oU1dfjOQoPFG5Q8otjbPEyJnzyzk6Xoieovz9oqiJvenKDkl8cXbmqm38I4YHCOeeaZXigcM45V6CarUpBPEfhXA/xITg6R2ZBUxV5oHCuwn5/4Y5J+doQHIvWLe1EcQY3f47COdeNXv6l9KT87LHT21ySQc4MtvZu25PXKJxrgY2nz2x4m5OWPzXgbV0X6OEahQcK50o0ZPoUAEZeu3iH+SG5g4VnvI6nz5y107auIjxQuG41ZPoUNsydxdCDD9qpvdq1X9YAeyHDd/cvfYC9r77LaxRVZEC/hU0V5IGi4vqXPsDoeXex9aGHM9ur3cC1+6Ld6PEWrVvqT5l3BQPrD5sqyAOFczna3Qw08trFbNpDDD34oOBtJtz2553meTfZNjOiZHbIVEHe68m5LjN63l1sDVz335/aP/UdE64DKpp/COE1Cue6VMizEF/+8YmsufRoht8xZof53fpK01ozWU82l3ky23WT+pfNjF28Z4dK4lop5FkIG7WZ4X+Gzcesb0OJYimvU4Wwi39tMMbeG5QxMEh4oHDtUv+ymXUznwVoqF3bVVN9snvye+5jwsmPtLcQKU1dG+bO6sGLfwMM6O8PmyrIA0WPeP6Uo1jxkVGAD9/QK55ZOGmH75tOOGJ7cj1xV7/5mPUd6VL7/ClHbfu31q1NXW3lNQrX7Xa76W4OPmcJEDVZDORdyLWHxVx7Db9jDEOnHsLqa7c3NS1at5S95vTtsN6IH90LxAGk7q7+mYPa/7/ybjfd7UOFbGM93evJA0WXKLs742433c3QqYc0tE3Ww2KutTYfs56ty1dy4OnR3fnjFx2dewGuDyDQHW3+fV/aXqupDUcyaBiY9QdNVeSBoku0ouq+dfnK0vfpWm/cZ3e+6A+0tvfQ5TOaLU6wSRduf+ZkwdRRg68J1J/Mds51Uq22N+zAA7bdrdfnMNIcfPmm3NpqM8O+FOVFBl2zlOcoGifpCklPSLo/MW8fSbdJWhX/HJVYdomkPkkrJc1OzD9c0v/Ey74qSa0qc6f1ZN9y17xE4nrL6t+x4OzXc8nDy9h8877F2y5exv/uJ4ZOPYTzVvWxaN1SVl15OIvWLWXI9Cls3mPgxSrKiwyqnJeZ93oaoCuBE+rmXQzcbmaTgdvj70iaApwGTI23+YakofE2/wHMBSbHU/0+e0ZIO3NZuYxG8xeug+oS14+euAcXr3xbcHPlhE/eycLbvstnP/YuAC484ifMftu7eXrKSEbOemLbeoX/tmZOY8PcWdtyEUX/Xmu1oEHzb81rFI0zs18Af6qbfTJwVfz5KuCtifnXmdmLZvYI0AccKWkMMNLM7jIzA76V2GZQajaXUesNtXX5ysHzP3CP2f9jd/KZQ24E4IwH1/L0mbMYfseY1Kag2sV/9tjp3PX5y5hz/DtYMHUUQ599kZHXLmavOVEtY9G6pYz4c/5FbO2Ht/KeCxZy8FUbge0BIKsJqjZ/cOTKDNu6NWiqonbnKPYzs/UA8c+XxfPHAWsS662N542LP9fPTyVprqQlkpZs5sVSC94r6h/Wc9X06TOi2sE3Vh/D3lffxeZj1nPeR2/YcaWZ03Z6NWrtol27Udh4+kwO//h5ADy/X/7lYPzbl7Ng6qhtNYXavn5/7JbU9e/6/GUDOLOK8mHG2yIt72A581OZ2Twzm2FmM4azS2mF6zVDpx7C7y88umvu9J4/5Sgu7FvR6WJUy+JlPLNwEnvN6WPVlYez5tKjueaV43dYZcO03bd9nj12+k7J5a3LV7L3AxvZ744nmD12esPD1G88fSbMnLbt+Z36pqvZY6cPrp5PPsx4af4QNycR/6w1kK4FJiTWGw+si+ePT5nvBuj5U45i6/KVXfXuipG//QNfmvSqThejcvaa08fG02dGw3jE+YJaT6jV104PflnS1n12H1Dua+S1i3fIn6Qdb7D0fDLA+i1oCiHphLhjT5+ki1OWK+7c0ydpmaTXln1OSe0OFPOBs+LPZwG3JOafJmkXSROJktb3xM1Tz0qaGfd2endiG9eAMx5cy3mr+nhy+tDilUuw6srDg9fdsvp3rStIj6sN6bFo3VI2nXAEi6dHzU+1h/eCLF7Gfr+qTycOwMxpg3eASivvxUVxR56vAycCU4B3xh1+kk5kewefuUSdflqmld1jvwPcBRwiaa2ks4HPAMdLWgUcH3/HzJYD1wMPAD8C3mdmtazPecDlRAnuh4FbW1XmXnXeqj5+/dwB3PLH17D/x+7kjAfXFm/UpMnvua/lx3DbzR47nRE/unfAd/DNNkMOmT4FFi9j3cxn2/LvqxuVmMw+Eugzs9Vmtgm4jqjDT9LJwLcsshjYu9Za0wqyinbXKiLpWaA7GuHLMRrY0OlClKjXzgd675wG0/nsb2YBD6akk/SjeP8hdgVeSHyfZ2bzEvv6G+AEMzsn/n4mcJSZnZ9YZwHwGTP7Zfz9duAiM1sy0HPI08tvuFtpZu0bv6DFJC3x8+luvXZOfj7hzKzM57tCOvE01NGnWd3S68k551wkq3NPo+uUxgOFc851l3uByZImShpBNGrF/Lp15gPvjns/zQSeqT2j1gq93PQ0r3iVSvHz6X69dk5+Ph1gZlsknQ8sAoYCV5jZcknnxssvAxYCc4g6+TwPvLeVZerZZLZzzrlyeNOTc865XB4onHPO5eq5QFH06Hs3kjRB0s8krZC0XNIF8fyG39/RTSQNlfSbuM93L5zP3pJukPRg/LeaVeVzknRh/O/tfknfkbRr1c5H/t6b9jCznpmIEj8PAwcCI4DfAlM6Xa6Aco8BXht/3hN4iOjR/c8BF8fzLwY+G3+eEp/bLsDE+JyHdvo8Us7rQ8C1wIL4e9XP5yrgnPjzCGDvqp4T0SjMjwAvib9fD7ynaucD/BXwWuD+xLyGzwG4B5hF9HzCrcCJnT63bpp6rUYR8uh71zGz9Wb26/jzs8AKov+RG3p/R3tLnU/SeOBNRMOv1FT5fEYSXZS+CWBmm8zsaSp8TkS9Hl8iaRiwG1E//Eqdj/l7b9qi1wJF1nstKkPSAcBrgLtp/P0d3eTLwEeA5ChoVT6fA4Engf+Om9Mul7Q7FT0nM3sc+DzwGLCeqB/+j6no+dRp6XtvBqNeCxRtfay9bJL2AL4PfNDMNuatmjKva85T0knAE2YWOjJgV59PbBhRE8d/mNlrgOeIX+WboavPKW63P5moCWYssLukd+VtkjKva84nUCnvvRmMei1QtPWx9jJJGk4UJK4xsxvj2Y2+v6NbvA54i6TfETX/HSvp21T3fCAq41ozq70i8AaiwFHVc3oj8IiZPWlmm4EbgaOp7vkk+XtvStZrgSLk0feuE/ew+Cawwsy+mFjU0Ps72lXeImZ2iZmNN7MDiP4GPzWzd1HR8wEws98DayTVXjR+HNGw+FU9p8eAmZJ2i//9HUeUG6vq+ST5e2/K1ulsetkT0WPtDxH1aPjHTpcnsMx/QVTVXQYsjac5wEuB24FV8c99Etv8Y3yOK+niHhrAMWzv9VTp8wGmA0viv9PNwKgqnxPwCeBB4H7gaqLeQJU6H+A7RDmWzUQ1g7MHcg7AjPj38DDwNeJRK3yKJh/CwznnXK5ea3pyzjlXMg8UzjnncnmgcM45l8sDhXPOuVweKJxzzuXyQOGccy6XBwrnnHO5PFC4nifpCEnL4vct7B6/g+HQTpfLuarwB+7coCDpX4BdgZcQjdn06Q4XybnK8EDhBoV47K97gReAo81sa4eL5FxleNOTGyz2AfYgeoPgrh0ui3OV4jUKNyhImk805PlEYIyZnd/hIjlXGcM6XQDnWk3Su4EtZnatpKHAnZKONbOfdrpszlWB1yicc87l8hyFc865XB4onHPO5fJA4ZxzLpcHCuecc7k8UDjnnMvlgcI551wuDxTOOedy/X+FoXa+KqtHfwAAAABJRU5ErkJggg==\n", 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