{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Access Protocol\n", "\n", "\n", "The Data Access Protocol (DAP) is a standard allowing requests to selected elements of a remote file. The NetCDF library includes support for DAP, which makes accessing remote links as easy as accessing files on disk.\n", "\n", "In practice this works fairly well except with two caveats, latency and authorization. Each read operation on the file goes through an http request over the net, which is then processed by a DAP server. Compared to a direct read on the file system, there is often a noticeable lag between a command and the result. This DAP server may also secure some directories, requesting users to provide a authorization in the form of a password, token or certificate.\n", "\n", "The main advantage of using DAP is that you don't have to download the entire file. You can open the dataset remotely, access the time slice or the region of interest and make computation on the data.\n", "\n", "Some resources:\n", " * https://pypi.org/project/netcdf4_pydap/\n", " * https://portal.enes.org/data/data-metadata-service/search-and-download/opendap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import warnings\n", "\n", "import netCDF4 as nc\n", "\n", "# Disable NumPy np.bool deprecation warnings, see https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we access a test server that does not require authentication." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['title', 'DSD_entry_id', 'platform', 'sensor', 'Conventions', 'references', 'institution', 'contact', 'GDS_version_id', 'netcdf_version_id', 'creation_date', 'history', 'product_version', 'spatial_resolution', 'start_date', 'start_time', 'stop_date', 'stop_time', 'northernmost_latitude', 'southernmost_latitude', 'easternmost_longitude', 'westernmost_longitude', 'file_quality_index', 'comment']\n" ] }, { "data": { "text/plain": [ "dict_keys(['lat', 'lon', 'time', 'sea_surface_temperature', 'sst_dtime', 'proximity_confidence', 'SSES_bias_error', 'SSES_standard_deviation_error', 'rejection_flag', 'confidence_flag', 'sea_surface_temperature4', 'proximity_confidence4', 'SSES_bias_error4', 'SSES_standard_deviation_error4'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = \"http://test.opendap.org:80/opendap/data/nc/20070917-MODIS_A-JPL-L2P-A2007260000000.L2_LAC_GHRSST-v01.nc\"\n", "D = nc.Dataset(url)\n", "print(D.ncattrs())\n", "D.variables.keys()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "seconds since 1981-01-01 00:00:00 842832339 2007-09-17 00:05:39\n" ] } ], "source": [ "lat = D.variables[\"lat\"][:]\n", "lon = D.variables[\"lon\"][:]\n", "time = D.variables[\"time\"]\n", "print(time.units, time[0], nc.num2date(time[0], time.units))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sea surface temperature\n", "kelvin\n", "('time', 'nj', 'ni') (1, 2030, 1354)\n" ] } ], "source": [ "sst = D.variables[\"sea_surface_temperature\"]\n", "print(sst.long_name)\n", "print(sst.units)\n", "print(sst.dimensions, sst.shape)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "a = sst[:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataset is problematic because it is entirely masked. We need to extract the data attribute to get to the original, unmasked values." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ -3575., -3529., -3483., ..., -5279., -5268., -5239.],\n", " [ -3636., -3657., -3527., ..., -5264., -5231., -5224.],\n", " [ -3669., -3703., -3696., ..., -5270., -5284., -5243.],\n", " ...,\n", " [ -4451., -5568., -7066., ..., -32767., -32767., -32767.],\n", " [ -4392., -4950., -6888., ..., -32767., -32767., -32767.],\n", " [ -4524., -4661., -5933., ..., -32767., -32767., -32767.]]],\n", " dtype=float32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a.data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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z9LHXtioAq7HVYwNXzVy0cLl5GscyHk8hRXokUJFJckIoNxKp5LSygA0rgYYRoNWA/xrCgXK7poWMsjqMWh8xxKAKwDl2/rqMUUVAdVqZpNjceETJEKy7Bp/5A9zLR840WUVQcbzKzQ9l+IL1QcpZWj+Zhz44UHA5trDQeFLAr/tOMSQFyh2rKSwNN/eGkxSUrZ04P1LB2RD8l0BfSpy0VcGKLmAQ3XOxatrol7lLQPjEiMyeUxaa5kBKW40iV5SfOWWQYwTYJkNy3H0Krh1ZYaSI5tUABprnrA6Y7uJs4+4eALT1MEqyyHuTqwLw9z613Ca5oyTrxdjqhCzlI0UKVMmmV25VSkPGOwCRuvfPBz20UrERnoiCsG47RLgggo4ci1UvrR2deI0T4hqFzSLXkbKP9JnLflpk1qCpei4+Zi0rOIoTAcBQeeVkAXjlpVNMmm2gQAiE9xGynE45lujaplMEpGBRssWiYTCvBh7c6xMivHiUjM1yrm2AXFB2UmP8nqcZVSkUh1s1c8i0ZcVGAFeqSogqCVTJWWV5jgzB1dXKlbtpH9drIliPfN+8AqVM6xANlwH2iyjdd3rG+iZHqQJUyT0j4/We7t5qtPXQLTzW3UuC09B4hyYfq3elWuqNKKdp42pVIsdOlvJGM7F1sumV2yShkhoJwpUPrfHpf3qQCuTQymAhW2NIQ9u7VMZqlEdhgVVZb1LBrSeVVluKoVLhoZX4I2PBrrbMzkXWqEfFk6Jwrmb4vukVVLCEnTvpXnJf/qUdVKaDodvOg1Gb3sJzcUwHJJVxJLlgzOuBVzDBjY5imrbapZIZ7iorJ1MGy+U8tmY9noccQN9XI89rbzH5QHxp59iFJuvNQLMy04itxiE0K7hUcjVCWxcwJg5nFLaBonQLZlsPUSqNrk94ceDen5uv399XAlOTO0owHFl6JeevrQvOZpN1TlU2x2rBrhNpVQNxLHrSwrSenDDKLY0NEVMCAAacksICwFkxenEIhLqo+y7RoIbJQzUutIJK13e9FZEytxRLq7PaqlZL+ZJnKnYDM7EisnuhxoPECzpncCu9nAZOmZDSp6qOvk8KuOOX7NYNrSyidw9vh5MJVN5VRjgxrQxgQlaP4miAUDQ25/81ubco0fUKiOJXhM2jz1KRzwKNZ14N0IWz0rdm3aAIMmDVzPE427rwmd2Sg/RUSuXOp9h9p3MYoeDkZ1JkdhfWcH1zBoOuL/kylkr+BHjcxs9BhKnzSoky4vQcDgVkhtxwgg1R+KEKejwp1HKk8bLSJ++ggNLMYm5HLLz62Ay5LtBRQ5QeUEo4LcBlRVdM2ycMhshtsBJyNRLsGpZjdwVCaQy8i5Qqm/WSCqE2cnLsYZoHijFJlgLEmt0mGseQoQrufFQlQNANskRonNIqopiXnFuCGrR1wS4wxd3cy0XjNRjanBWAVgZNC2R6LUrwBAXUYCiHO5dmpVSqGHTcFspMQlCqMFrSYqCqBLJgHZFCxs8FIfiJ7krWIJO1KzO0NCcslDUV8yUtZIr9cf2sT2DkasRVF3RvaB4X9Rq2Zj1WXBksxyipYoaujcDXFJagrDTPBeIysSORI423uRAFRGgoO2IPSMoJpdxI3CrorQ6bIUPAEg0RyoDowS0RXNY0I0eSFjpLqTLrZazoWJv99PCnylRacak0RWF4ButLnQLujct4ZAZY1EAaYZXIAndZXiQ51cgFansrMRPxO4nKD+VhIdtapfgp3ilLseh85BpHuD2v2KSSmVcDQAPLZQfbs8M8BvopTM7sKWFOFUhFxIpNZpzNxPubqxErqdVyDqVyluDWrBsBprumFSnAeV9ylZYCyvsFhCJ5st41TKTYSGjOjvRZPNpsZ5XFKAkRaIzTygmh3Na7WZS2N1Zj1buii75IG3AvckcJCnMbEOaSOFHW/ZH1Bite/ArwaepCyBs5CQICVJP8Vb34Jj2G0iAaIecCJ8Fx+hymUhGShcoJGQ8KlZlNAEizh1KJE44tZFzDsdI57poWCgQGC8CVdmmPp2MrzluKZBHSC0z4MjkzlICgxARRHGXKQX1WTJsrLkjh9qwDbRu0MbQNtNUQHT1EoRp8LyiTynOpzJiio7lw90vx9wu6zyVrtE0mi++1q80dCouSlN/QYkzBGWiudXalZ03keg2EbwRE+VPFcyMrLuj/dMGkUEtKpDBtlQ4t8pRUAaYo/ZpS+Z4Qyq1KZPwjFcqWBtezwp3BuGtB1gAQY9zkA8LHqLj5UsGlD1H6wKSKLWWYrRK9TnJCFqdLl9EdU3PiwI1V1lWaCNpBmLb0GA5Y2ohecKKjopc8s2FOScEt6j5WTNtvF6/gUkm0RYjBzSHVeVJ2O+DMMnZxDZcjUXkduacUhy3gXPAsW8OB0RYulzKCLLHps8eFbWCoPDkmDMfg5JhJqkgc5Bz2hWXpI3wcFybKp6F3/+nuk/vZN3mkcOTz4RaBEWPnAEmuEGMcq8v+g6TP8EZjcEfrCk+STa/c6rS8IcsK4cUtbMNZBJ5PrI0yOgaXKyU3hOJuAHysLWNLIS4XGo/FAfGKSAouTSykQWNZdrQRxSbjean7mqsRW0R1rrKsGiC4DOAsMaoUkCywIU6m+H/nWmmOtQVFFdeUuuvxL7iiEigfD/Sf56pEB0PPouFexiEyGO9CEgOyFGmltpWBMe5Ysq61qUqOs0krsOMxYqT8eqYFrSyaao3nkK2RRJnFtbWxiy6TJeTO07gdwDXn+0TQEIqf0blKKPRsCzlGvMDIZ62jBwy5yVGiUITbNJyxds9KcOczTMc1KBfdjVQk8N+KanCDd8PHPlIEwhHttUkkpfUm9yW4bLHL2ZywjmkVmFgpW0Z/8zb+5a2qA9xoQTKQQiBUpNgoiVD1fepqMhWOCVlH+eOOFx97iCyi5RkixNnSc4TFwf2meSRX1HgFTWzIVfvIeUwVb65KoZRD6ZekdpfzFVxZp0SorCll683ViEkRCC5E5zu5sYKtWY8XDToP8dhRNQFXK/ifqvmXQswlErhMGWhK+NC1p0zOgQ26EY1X3gfigKPa1eg7AcGQvzcqBEVZD/sWsIRZhPk7VtbcCaHc6MVJTXP5AmVwoEsqkZGTnLoV08TwUqlSXunNr9pmUgUCXZODtYTr2wjKO33RUqUCBLCp2z5YVEZYjUwt5F9MAj73fbG8fFEkJxoJKTyyGgMwODgXZF2ksJ7xawoKR+5LscWOGjKUhxTiVt2DgeYidrJAclXiQLnFHVcF0HBTlR4y4ujRMyVLnuJrrZrvqmeRwdaIGwZRxhQAw20KZAy5kXNBVTOkXiSchhZWadEx/16yiKV4wbr5lkqsSplNUnA6WQCr3pv0Wd6Iwj0hlJuUdLLWe1GmFYmbq8IwkaTWW5WCq4rzpYpNJjTiFyUOXpNlIWEUcsxyXPQCpMqb6NVT2ArglBIdm1wLeqkomE5Zz1XTjsC0fG5VnaEj0HCAgoz4fznXBDuR10fzK3F05NJSaRgBW+nvrbrHikGWWBFMg+YoVyNWnB09jAgBSDHWPVPpIhvulQMBU6MdALxQSChMaoUSPMUde5zfj541Li2EZQonittxzfExgF9USZ2Cq6qDPtJKhyrZ9DG3aWTa7ItM9TPGbZ3j1NWNUgJCMmtU3WwojTRjmon4mft+8ri1spUKUCsbYlnaB8ORoS0esHRFl5AOKIJCWM5cUvBbYsskx1rXtLgTlbEafSi0XR8w5KqoWBgMo+bl/yUkm4kLqFf1DKA4XpqxjUMI/m+fISdrcV4PUJo22ijYPWyrNbbS+qbJPHBAzDBSB1ngWKq0WiIgbuCCAxwgmc5BFpdT7poXI75ehLaCMlGQC4VI5WukwIk8ocqFlWOriqMdTdlVfC7Ni07gn8siT2SSK18nJ5zldqyEsHKppOZ8yjIB1K9kTCmkRCG+jZloSeTNpxghuX/VytT4uKBhTJuxioG8pEDJEpIWVuq+p5ZH32dAUwvVndf6pAe1CozjbRLTVrcIpOdMY6ISYEwvAc1ZcD3jMEMcQwxWd9uTk1K2t6OGITgPxQy2BPCW2WQSqlxI59+di+J+Df8TYnWcJBKxMR6jv/9pVzFKKsgkBsXbqC5WjisVmicJD4mUf42SrsqKhkjb+mqFS8SiuHHoPjZJpk1YbHrL7UhZBqaJNziL4chdWmm9kUSZ0IqxR1UPrAz9thVD4SSCt37YXROKmSwPch8lJRC9+KbivCSSMkqLcwBgV9L9HSoGSCS3G/UPqJqnDOPdnqTI7LSMtQ2t60s6VAj9LyZkgeU5CTJBhfwAsFrOIc9KLgmDdtao9hlxaQ1VPXkyySHrmamiQDIFOwWroaloXxyRsqoMHxLZdsLv8bVVPF80RnKH5XVPkkx4G1Fssca6q/pelohJocx7Zez5CKy3Ta/cJkkVuLKygD2xEChG5P5fP7lQZZHQzZYKTt5wPqeyIFZdHm/y/FUDdynu5cZIro0WyoUsOaqlzJVLqBAZQJSpZAxfdBZ3fgElkWy7jh23ERXbQ8WKKFhT9fNPIl3k9CWUIQNiASZcmMxcxvNWbWHLeaUyqMwaFGUDBsDD5SJ2N5adK41QU9vUBebVYKwBdNU5U8VWZYEBCGVJ/u+mHzIpNqqllS6iBtC3jlR1/FgqUhIym5y67JPkSKoRUotMgr4JEpOrEbKK6gnahv6a7nwzYSELZb0YnARc1m0rs4hTnz9yO0PdZzhvPdyDPk8hG+FzCkDbyKVt6wI5XAaxiRLzepz4kIQC7/M67mZOQWn33SByr6l6gSAWVDsrAb7SNQXWL7EZxxkG15BifVxypGRNanyvJrnxEm5RWNeztq2HbH0ulx2UUOLafVIBkn0kKPUQQhhPJpF7Rq5aXS8DuR+5b+SuSvAvjUHOEylTDhNYQRMvQh6xZ2Cj8Ubzk7rhG1AlMgsc0bJDViocvZyQltuk0qI060ZCMZ6q1b/O1UlR55Mkstr4t+PrkuMpoaFFgBzw4EyboSjj5idjmVMY0Z/A+PIhR6U+rwU4WWHMOowSC9bR95DFEbCBPsurfcMV6nLlmTT61jGOEJCXkhBUoC+vKS1Cl/Mpt0m3J8AvJRv6NkdmQr0qU6yvs+hQjSqBuzNYT7SguQJguew4GnoYtJPECc1/lRcg8YB0r5sVCjj3mWhSVqQA05aSgbk4JuEEwiJZ9wwGyMuIj5daRhlsQmROz/3GQLvynHRcgqGUQAQNmiRmygTgCaHcNsoLNSlOF9zRavYHKiOqk2nYTKvGkkI++HggPjGDrmqx66iVrcyiDn2mLYNBRw8xrwZoq9FYp3EDFbLBY26ws1jbauTK2Gx4qQqbOcUinj9jNbt2gGvEIjN0mSpDJQf8y+SrPKrnZPwe0OeAUwqy+mLFtgHts58iflgFEKbPSTFr8T1ZmUTv3TUtFGWGeT0QNFKxMpZuH2PVPGuKFJktpZhUVK1iQ61tlpwjuLgFhhUuHc1XWqkhq1xcwyATVZfIMbsY3fp1n+sJU8db7diJE2BzrSe0AW5Dkk2v3IzIAlaCayugDlUSs1pUv1wbFRl3I4sjwnBBw9TcTxqnLPdpqwKZdhZaz9Oi07ZtVXilQvuVnPVzQeXYxaaKi9IruTS22BSrr4zH0T7Gap9ZpBZ3iF7+kr5HyfRJBHEgqyuuIInd7TT5QOh9irVRS0FSFEObIbdhPJMkUioUBBfgXWexGnQ0RBJgxNg4uegZcT1p8T4dryr2l4KmITPoQimTrdM3OdpZ4a1Kh2PrS4iJiOVJppHSBmZpWUEhrzu1PuW+G3n+s2QMAPh+lNBY9d3HGCMpPBj6vREFt+mVG4m8CXVZl/Uyq3UKDhU3uDKOM4XFljIjkAtTZ4kx5k25wLekPe95bjKHJ8uj2kFSipqOLaAtUrHF10/lUyFRkatQSyuvm15k4oWjCgYAISNr6RrC/BWeSFF2g3fnDrAXwGXWpBLkJIlXZrKHAy0cVTQ/dF2xOxmsZKIXatI1KYM2BKkCQjUAULLb7sbqMH8Sh5cW/JNwF3goIHENgysbwLYGOmIj5ow0XM0oWWltv2BmasjzLDOptG8mfuqErL803jaNpMclBRc1VprC3VyPcl/KCaPcJkmdK5mWDLltw0sWKbgJx96oOEvK8LjGGEJsKEKncptMGSxoZ7FQX4C+bUb1m+H4huEf8pwFNNqqhBYWQn08MVh0ddtwLa4Hm66Ytk9guJeSqK3JzaVgd1OV3GJP9i5gCiOKO/nYnUwCkQJtIpAxpnGwSbFWWV4GhAWpa5tooxijhmr752LVzGGIuIsY8cjJ/6vOKxlIJGMuCcX/SOERyJXhHz7GyJlXr+wJrCsVCyUfqrwOSiBQrDAyCCZksSdJVRiGrfskJiy/D6V2VUbCdO/UCZ0tPZqyq5TEMf08/W5jcba0/Gm87Z5WjvGWsln0QFA2jxqBAECL0O0ISlFeO5WO5cqwYsu89VZYx0jr9jP8Q/sRdVTVXDJuCa5OlB7YDCHAT3EsGU+SWesV046Aq2SFyfKvFKRL2DpZPkW1rFXt9dxxx+8nnYuEYC5sfQlrh2AXEsrTNzko4VIn8v6l+9NvysxG+4hroPl0NEm5t/RUdDz6m66hRPhbHosK9KsUXwoyl6VfkyS12uSiKUHNMrZ5LDKmM8utRsbiDBPiC3UWjvxsI4kEimO5/pg+y2fNGMygrYqQrfNWkHuBDdrZCI+WW9A1LeeCaguU8JAG51YRRstdn1NuhVdWpPCIb61rc8DCY+GCa972irL0mLWmGqHrKcTl3JAF2VFDfqgptuNetLgZCTEbkyXm5mQEbUPlQT+JhwUMWc71mDRXVXNctzDJuBfBPeA5+YY2Q8e79DIT6Xo+WJ8xDXg7mrNUIlJSAbegXqPEJ+iC7+NuMx8HwZWk9oAZLDqa5tkxCGs9ntUsrQKUoxwHiGggQ0cNonhtes5JshGllMG6WCE9jwxcroafbFRmyi2RSab3eHau2sWZBgJiaiw8wINhfbwsE6slPd9aWY6ZEUDVwRRcC7ncB/gXsrVovAu+wzgTKXr3RlppADjTWfgXZdnM+bGEjvJaWQ9JCVUMMggu/9fKcMcrUmwEMg61lj6b560CygJSnWVbFcgBdC31OBD1kCIjCZDrJT5XQIYyUigkVUouWsT8PW/7uZIuH2/nzyfRXqRkKN44CZxM20OF9ot0bUSkyduRwvOxuTpmGcf24S0iEasLrnrIfnIGE5ot0GhsAr5CZX4pMcFGJX5eDCefCttAKSzZo5ETVrkdi8kDgoKrC74D07ukEdODUGYAFUCXMB6fR4XUqXtSQqEFV9RPKzK5IR09YAQ99UcghTUUL2Fm3TELmzHt0IJei1zuvs3QFhaJVGjUmwIQgW7/GWUhncKx/oHOMFRAJlwxOY+l1ejaVgz+hA0vrXRzbMB9UaWAbEkoEx8h+1gd+wEQQVoifBoCoh5+7GTJSfgEYQHHqzvie0vHp/mg/Xqm5eE7ioHJ0mXNE6UeFq2AeaQ6VpJQzxqIUNNCfBKepwpLSpZyHYmSo0QLuaQZXNKn6Y9dxUi9ETlhlRvJRgP+ccYrjSVojhXxZzVp9PXEdV7X0f8GoWFLBosF3Y8INAtWHk5ZdXyvTYrbbNU91zHdK2PafsW2gnVhArg2g+XMpnRPVmyL6zS1sPgi+IJ/Sek4mY8Hlh7uEeaMAvmG+5jy+UVsi2AdBq6BMrEGy/OWyXzRnGTekq0L6JPU9YuQlibDWfx9znm7AMtghYLQPo8ym1WLKlnggLPUiA9PdsRyFlhQ4MbDe9IsMV+XV7zus1FIvFjfZV47HrdSKaTZU7IiaX7k/Lpnwjf/ITce48+4VNiTXEyC1WSwWPUewtCGuF6RbFt1vjo54ZVbXaZPSppJq9q/Eo1+hIqtarXSykDbmB2DuNQ4rgVfiM6WzQjwPRE6auhfhoxZWKUVIxH+pRV9SRE3PKG4jlHuJy1tKuFcYzp/n9lhMw78A+OcdW4ewSBZOm7PtKBB7fRcBpVeHOq/SYo2bTVIQq6OpDRPtwmfxV263NgCcSWVY8m+tfS99pYHM14g84vIOKGAlCjGJB4xF+NrVOLMhjbzxfsOdydLrrjBDM23t8YNCDo0CnMlsqduDOPxwfB8jVO2p1bbRi04WiBIqcsYqwzFHIlleEIot2kwbrRCrxcbAWLrLYWR1CnKqpuznlIdDzp7iIiVQFyDzGfGuraJvs0xj0EUxDdWY1vWQw6XMOgZi65tYmhygTcK+CsaFwX/JXg0POShZVzKqtuHZkVWhX+rsqIcfsxw2RZJ4Qvwg3sUoC/kypA1Rbg2Ogddx9BmgM1QqAwdDL17H4SZSlT18yHrfB0+r8GVB2S5uet1DXSonKlvcqGIstpnL533UP+rOLFD1pS0ZsiNdco+VjCy0bJ7VkYhtqZCJpXqXsM8CrCttIgTWAgQ18bWcbtNkxggkk8guKpHA44nOSGU29HIJAUUs9rWW23rrTqT4gpVJV5A4EPLYWCUQl8Eu5fLeexurEbIc2MVuxoERC3QYOsHJm4NR24SKZo2uU2wkTUCOKUaw0xcpjOTMRxlEpc+vMCUQCC2WZpPBsyqYEHlgA+8N8bLiWwA3sp4npznUjlLgRQgzS25wnUKjs7F1pvPhNKchqB4oPB2rBdAhtChLFPjlhHPd9Ikm60Wr6ilqwcgcg0Bp2RkRp2EY2ZkuVbMHc+RcLVp3xKTn9FJz/d6bimfR8TX1uM9nFaOOc7t6quvxg//8A9jYWEBO3fuxEte8hLccccd0TavfOUroZSKfs4777xom8FggNe+9rXYsWMHOp0OLr30Utx3333HergbEqlgInLCFJu0juVHWcM6ISAmiXR/SAiP1FQOm5YrwwmDrVkPGSwzfCyX81ixLazanEG3RLEdyq9cJm3FtLFq5iIArFYGfdvAEJQ5LBggSkKlTz3TwqqZw6qZi5QeXUMhVug6SRWTdBPpJ1cjtHWBtg7XIOeVgvF1cbh0DFT4X0u3pAw3nYkytcm4pdDLmTZxrrvmsH3o1yoxflXsGyEDHUCx0pKScdAUs1ck8U8gxNX4GsQ+dcrmWGDS5Di5taSqJreYVo65cvvMZz6DX/3VX8VNN92E6667DqPRCBdddBG63W603Yte9CI88MAD/PO3f/u30fdXXHEFPvzhD+MDH/gAPve5z+Hw4cO45JJLUJbTcTlJORJk9bTH3QjzR912661sEuRJLpmBdq6l1VyCJeNUyx5K0lYjdLTDLfVMCyu2xYF++WLQSt5UJebVgIP1Q2QuY4eMY14ZHEMGdaWXbmvf5vxSrpo2eqbl3WWySkIFgIzXVVl09D097ATCJaGGPimbhMPdxcFnOcdVlQtAKK+SktZ6kqVJC0PaE4FifwydEJAJpheatLDR82SVUO42CvqPwV4mxHZT8C8gWGOsAPtCR0qfel9EBKcV6mKjdEdSIiWaJkRQ31d4Wjnmbum1114b/f+e97wHO3fuxC233IIf+7Ef489brRZ2795deYxDhw7h3e9+N973vvfhBS94AQDg/e9/P/bt24frr78eL3zhC8f2GQwGGAxCXeXKygr/XZclm2by0oRDVXJhWtjHegqQVlvtM4dl4jq4uI4GbMgaFlkXVESewWJR9/FQucAZxm1ZDyV8T0r/UJOiIiVA2UwCoy7qfhTvG6rgKhFeDAD6psWlXrRO9vnldB3OoYE2Ct/3IFhhUnGRsuUie5HcIGuKfuceUJsmMjSCm0mxwNSikC4Xna+OpBKIF0UKdpMlFao0AjYwgpkQBAYlZ4EpnsQ4PMQLF93jVJgTT+dRnAwYRO4chQtkpjSqSUWouHAxwTl/hhEy5Sz0tGs9IFxTOdc0NsRZ041acVVQJoLYMJYweQ+mhYccH5NGyKFDhwAA27Ztiz7/9Kc/jZ07d+KMM87Aq1/9ajz00EP83S233IKiKHDRRRfxZ3v37sVZZ52FG264ofI8V199NZaWlvhn3759x+Fqgkirhz+rWEEnUThL0kC5j9xeuivpNi7Q7lbfUEJVctPgBd2HI7ikZsaublBaOwRDkC4MwQ9KKC6hIusJGHfJCWE+FNag5CujhICbt7giwYGOQweteI51NM+klFMhS0pacGQJEJlkKc7vmJSrSSoBx7Ahz0MKR7rZBIhllzA5FrtZykEuiFiS5peejbT3aNW1AYE+ndhP5NxKGiFOtkzICpN1GXO4jTOUSCH2mo1WDsjkhANih9aZKSnn0C+4OlH4RyrHVblZa3HllVfiX//rf42zzjqLP7/44otxzTXX4FOf+hT+63/9r7j55pvxvOc9jy2v/fv3o9ls4qSTToqOt2vXLuzfv7/yXFdddRUOHTrEP/fee+8Rj/tIMjXTwD7Ws/Dq0Ob0Nz0QssbPnStwr5VQmNcDLOo+ALCFkTZ8oYdI1pkyL5l3L2PYiUHbr6QyHkY9NTtqyLEveX00xqF17m0I+jc4jpey4dILLDtWZbARGDdVKnQ9HEf0L/yQlAIyVtrEDDzEBM44GxQrgEDJZDXDL4juSLqaMUFBYLIlthaDwI7i4CIqiqvxvR7rrBbmyC1EJihH4QLTYjW2kCZKK1cjdPQwWHfpAmpjd3tai2y8xMv931aF6xcrmZorFBhdG8+FRwkciRzXbOmv/dqv4V/+5V/wuc99Lvr8ZS97Gf991lln4dnPfjZOPfVUfPzjH8dLX/rS2uNZa6FU9crSarXQarUqv5OSUuccC5kmgVC3vQwC1wlbagIqQK7oEBq5t7oInEuQha5tIoNj2e1TBhGlyFISDip0SG8iMHI04Vbyjq9zBHycUYxN1nAuqDUGnkorSrqejtrHr9i2IRgvXAwocjf52IYtTjqeVGyp5UTNW0pFnbwabAHLLO94uz9/Hu9+pu8eYfAYUyZiUX2T+9hmPRaSitvT72gOiO2EqMa1sjwGstwyFV52snTS86QirTs37tJZUB472BXd56uyuqlrWFUnPSkrSouyg60oLOo+U1bRwkNHI8Uvm8Vk1nDCxJ13unf3uFlur33ta/HXf/3X+Id/+Ac88YlPnLjtnj17cOqpp+LOO+8EAOzevRvD4RAHDx6MtnvooYewa9eu4zLeI+6StY4rOknqwI9VsQv639hAkS5rBQFANmAmdl4ZIwzuQHANpOvpjhG6wZObK/nd2O30lhKVNxHbxoLuY7vuMrCWxkwWD1kqFCDvmhZWTBsrpi2yre14X2+1kNLl2I+IcblrHrHLmcFiUQ2woPtRXweGviD0R0iF+O6AUB0RK8XAyiHd8LpFTgslSPuQyCbP0TNgqZenYIThcIQCsXrQ50FBi3GlrnJNPE+GEDjxkSwY07ijlRlkFTN8OPd0xHTz9Blvq0LpWFVIZiNyzJWbtRa/9mu/hg996EP41Kc+hdNOO23dfQ4cOIB7770Xe/bsAQCcc845yPMc1113HW/zwAMP4Pbbb8cFF1xwzMY6KdYxjWt6JHVvaRaPPqMHa5KQQgmQCIXlcp4piYyNi9e5TtFn3lZsC12bC5cy7rouxSm5EbN+5MpwfKzwFlcal8p52/hYJRS7inS9Q5uha5u8UhtodE2LyRCXzTyWzTxWfMZ16N3JZTOPVU+DRJYguXVaWbRViUU1YOuuCdd7dHvWZdgI1dymc+t+BwWWKiPKJAOIXVKf8CiQ1ePH/DVLqApnckUsSwboOSYm4Bkue2k5myqPR+cgZZw+Y2Nj8veF7hdZh3ECrZocQiq7SdUXNG9tJXnuLObVCPM+kw944DFb5qNQ5yywjxuVY+6W/uqv/ir+/M//HB/96EexsLDAMbKlpSXMzc3h8OHDeNOb3oSf/dmfxZ49e3DPPffgt3/7t7Fjxw78zM/8DG/7qle9Cq973euwfft2bNu2Da9//etx9tlnc/b0+y1TF8OvE2eTn0XfJwXbbE3YBgq41TuDY9jt2wbH1iSYlgrfObbjO1A5HjgTFbeT9ROyVQSmVaCGHMPkpZsX52iLhIRzwUZsTVDQnDFUPsgOhIRGad21EOMGZQVpJSc2k6FXaBqhaxa5ka66YYRcGeSg+tkwp21VwKhQQkTHIktVuqdQgLZmzMUOTCohNkQxt1D/Gaol5H6wGLP4cj+fpb8mIOP7nQnlmsP1vwhWaAOwMSREJprkc5SCf90zEhIQXM0AinlVu9aT2rdQ8X2VyD64YT5sFIYI53Hn7/vM8pEkMUiOuXJ75zvfCQC48MILo8/f85734JWvfCWyLMOXv/xl/Nmf/RmWl5exZ88e/PiP/zj+8i//EgsLC7z92972NjQaDVx22WVYW1vD85//fLz3ve9Flm28SUUVF1u6ImUTbk5VLKPKDakCWK4nG+F5i8eaccPhrmlFysQxK4TYmcx0ldbFhxyTrSuIb8MzMHi3pg+Hvh8ii9xLV1NZoKkMVmwLsCHmRuh+2i73jBx0ZTngKyIA6TBwRYPSWETf4eRsEwB18AoU4eSuD23G5WKkqMlNc1AR7RYAKI65AS5hQoqM3PmhHceCkZveFBliKkGS7jxDF8SzxHWdiGtnc2+5krJ0JW9hbilJIcdBtcKFaWC+MQQxMLMiVkrcG9GEWYQiZBE8i6P2A3Wkz2DR8/eM9tf+euWTSWVeIfYbK00CdsuwCrmhqcIs7Ljr29YF2mqEA2UHVMtL563s37uOHHPlZu3kzMbc3Bw+8YlPrHucdruNt7/97Xj7299+1GM6FnVqY3i3DSYRpNS5C9E+IkDrXqSw6tKqzrEXETNjbBqCVSYtM7oWdyz3UjLmDQoGrl6T9i9EGZVsrkIKgo5NmTua68I0OIjMLyCC5VPCNYchskLKhM6rgbOYTB4pocwH7QnqQsXixmg+z9BmGJbzfLwSjsK7Kb7bnnVRWNexygiLqw/R/g+BAmhoWvyyFt5qli853T9yUWmRIEybvCcZLLo2i+JIFNckvjgg0IpnftExpAR82RlViMBbtAA8LjJhpCEFnAT7JZg4RwAuO0uKkgPu/KZKOQpJ34O0kD4FedPfGoGUVAqBvUnxkTV7JDKrLUV9lmnSdutZXFMfc8JxUpfVPSj+ofR/Ez1OoZ0SAjCWOWzCYKiAdmKpUrE4AI5ClXDI/wXdR99mzLrbtw3uRE8PaEcN3cOoKKgfqJEoNpgj0IBrb7lUYbu0eLkBcI+HzMaMt4UNfQq6JmT5OtolDzLhEhKHXQbHlEHxHaYlVyUWVJ+TFfLa0jgTuZUGnu7H6rH7Q5UjhWkg10GpU0xQ/k+ZU8NWT+hcLwve6TsGNtuAISxsGJtLMDVjggKEBVOyGnPcVyguB8Z2CsUoR0OkrcuaUt1seHbi90DOARBn/iOXvsbdJembPOr9KrO0znXONuSizpTbcZJJ8A+5utUqNlRXUBA3mbTgjHWlWJKQkbOKngKprUr0TM5KiFwF2lb+BkITmqq2fhR7SxH8dG5ZC0rHpOtpqwJNXTLFDeAeamgZzBcPsApZM4qtERMJEEqpCChMLjgQGtTIwHnXNn1f1eBiZr7qYeyeQTN9u8xmknIm9g2nUMNL3/e1ubRwkRJu6yFbo2mdJyUwHNhXobQ5u8XsnqnQACYap7DMxmmkQjOYOOYWzk2LJakDSRJA87Ce1D3HdWBciuPWGQBkuZLiJgJVZ7lPh3s77hUK32/R60zEJJe16rs4KFoN10i3m1Ym7ZMyQACxcumaFgfgZcYPIItHi4fYicxuBoXgsqJDuE5YsvKBjimtA/diBsZZKg0iS0SOVUI4qP8DiasKCIXcNCY6V1sXWNBr2J0dwlbd4wwdAYeJJYSsQ+nylN7CXS7neT5SaMuk+ZdwCdqfg/EI2VdSYjQvTFipXAOZHCVXTKTnl1lKp8RdPytHKe+bVnv4D2VCyaUGYgUn73s6/4zNs6FSRDLhps/VNN4HUA8VqXqH6JmixYVLDgGOiTLbsrgnlPyYU+NU6FVywltuMaJ8PKlQxe9W557WFSwfqcQxinHlRjGqRd2PYAP0HYkE3spennQtfE3KoOuJIp3C0MiVwdBq9KjRjAiUZ7Acu5LNiI3VnkRyhKZ3ZQso5AhF8fRSkmXEbqnfV5aJyS5adM25d8epnIrQ+dTngK6vowr34uhQVkXbyXmM5iyJXZHyZlfRNlAHTuibJjfAJs43qrMtEsxXtJ/NXQ2uOGddF/Z0W+kFSGUwRnJpNYZIlZeP3Sq3gHFPWSBqduOe+cmShljIfde6HLP+SYjNpss9Q2yUiNLKoDTh/WqrAu2st85InJyQym1yZrT+u3i7isYiQgFNirltlEVBPrBRvAROOUyFyUOoMHDuakCrA87VJCpqAGh6EG/hIRlDm2HFtB3Wy2cdefUVMSGtDEM6Cg9dCPg4Z1nlPoNGCoYK86m2UXt3tg9yoYto3Ky49ABtFOh70s1clR73l2NR951FokMMra3dtqWKCQCAegueM8vyPnjgbclK3ENrtLPeQnG+62TF7B4qUBHR3LnMb8GJIQK3hmSM4WepsA2+hnZW+AL9kqmYZE2mLJ+Sbr5c/KhapfD3KxOW9tAnPgo0kFq0VSGXjcI1iF+QsqmFavhQhWskTSEFOXYKTeRqEiglyKZ3S0nGAsQ1Kyh9J3+qqHDcdgFZ/b0WatFHInsckKsYvhu30qquiSwlmTjIvdJoejdz6N0jqgft2wa6PpBNFp+04hwOTvM5q9xBl9mMA+sUp5P9LEMhfWxtUyNqUpBUv5ir0ViigKAjnFSYFArwri/Vp0qYh4RwyAQLJQVo/EBMpSQBrxS3ox8ZmwMCBlAKWX60UAQQbzURAD0HWlxH2utDCwUsMW9pdUGVjJd2CfgLCI6UxjLHC/mBEOtz44jJFORxG1OCek9Iy41kvbiYBHVOS0F+rIVBucnnRGnDmTJQ8w4fYE9Wbfd/vLIDiOijZVxt6OMxbbhsa1ERq2O4g5hGwtlJFhBYAARqFa5rmk2EAmfHCEhb2AzLZo7d6aAYNCdH5Li26l6UrCB3mqyrquqJFAepRdIGiMumyJIil1NeA0AvoQdb2wyljxvS/cl1DI2Qv1fLOV5EyFqkDl5kaROg2S0yomOVR/XHcCWFzP8rCQuAEaA0hibjOlUiTYB1/gdbqxtYuFOXdNK+zgpHVBQfYqjSFQ7ZaYozThvPPmGUG8UM6nsoxFicGC8kAL9qnPmBArUUZJ7GNeX914GU0Ln6CAXmORNQhnIsKbHbaTh+JiltpJJjpe1/d5EFnJiIwWXEwMsQgVCWlWZQ08SGewFlaVOAZHRtk+NFlJVMUe0EDHb/BxyavD8EXiYLU0JFonHQ3E68MwBj+7z7SZixEuGlJ6WY2zK8fMrAwIwpmj5yXwRumIZJUiFlymClbDOsq7R6TBmTEu3oAd+3th4gw3g8zbErh2NQwib34+mZlgsb+IWj758FyqzmHldH2D66vmiOVIDVSIVfh28bz0hT2Vzh4UfVYOQC4HuxXpKQ5IRRbsdKyKI4UgtuI/G2lDcNtLKpgBuTMcIqRUoWm1YBmCvZbOnYLmPnaIaouoEanCzotcilBUQPhyRDJ7FJjJpXI1BLv4DrGiGHjRRIsDo9IwgMSoSGJ8bqEJ+DbLIcumoRhmxr1uNMoFOeedTJS744k2KWFKuTmjAQPobkTIileUgMHEyH3Ed4dz51M+l4bRRYQRt920THDjnBki5cLhaZo+ObAGUe0MylW5xcUEEhCbfQWAWjxokZmODTGg53UFUG3WeJ7Rsj2YRBUwW3O8ULVj+bClo8N7kyKGx4zobJtW+UyWfTKzfnRjgh0KIM0oYYUHDj6EZQ+RLgLSzp6gkFN8l6OxpJ3WD3Ilm0lXAJIV3MuPGJvGZJWQ1Vjq2msrqArp/Q/FWAW8Adc9U0o+9SbBsV2hMbB63qGi5ex8oS1PDGzbIs7dFeaWWw0Fa8PFyOE66F4kohDhe3uiNrMUfMcVcnztorAQ3OxEZzi3GMV+mt5BSuQcej5yNTBn3TRKaGHHfrmSY6OmfX0+0TnrcSCoXJ0VUtbM16XPLkqIEs+ja40kRf1PbHJ2VJFq2xGoUt2TXsemblDoYi+9wYo3E3IpPNcVEVan0loFvCjKoUnLHOciOwONFzUbhACkFs6jKvqWx65VYnabxDxl3IzZEuFmGC3Go5/QqSuqap4hujpRHbV1mHhImifZlsUBkMRWYvuk4bGFurrp2uEQjWSNfkMMq1BCQFxtuz8hrPxpG4F6fBLzoXjvvzyAynVDIMcLXBYqPjdRmOYrgWk+azK2AXmTJYNXNscWbKuDIsUNwu8MJVza+cD84eg5RVLI7yye1J22eq5DQBQBUVznKluthcjaCtxqrNkPmKBFIOaXvDqjGGqofYtQVkjDBAKNIsO7mfhc2QW0GrxBi0sLDwtcIgU8rTvHt6KZ9VJZyc7FyfiWTLkYhWoW1l/PnMLWWRE1wIpLl8gKkInYKXUS2eDStwCZH5IlO9YkVKldiRFMinlhv93+fUvYG2Mao/cvtUCerDQPE2ArpKkQ+8sRrzusCymcfQUoGzc/3c/IVmzdJipLmV7BKSQ43mAEgCz2TFCKVOtY10PuI8y5W7dxSgJ+VGypOxcygYK5d5C6OvXOMaDcPdwaTFl/4vlVy6yNCY0ueA5p2uoaMHyKyHXCDDgdEWN98+yUJj7JoWOpoKx4vxek1luW8GxZ8oWw2hoGnMVIPLn9MiSIuBJa64EqumjdKEuByVx7VVEYgWBGcgxU4Z9Kuke645XDCtUpOuKRBou4JF7/s9+CRVWw/QqXDtq+SEUG7SUpHsDun37u/YKkm/B6qBskcq1S98dSLCyNVXGRQm5wepsOQ6p5AXG/2dMdo9vv70pSaXw7H5mrgoXpA3ksU4bhVmEa2RvEauH7QuUUL7EW0PKUWyAChQ3dEDftmMsEr6NhSCZ7AwymeOTY6m9lYaShTKoGdbaNuCu3vJZ6POah4ijpd1bQZ4l5rmSSaRAHCTaJqvvmmib5vo2yK6RkqElFajrYcOFO3dzLZ2YOCmGjFbLo2BLC8q6JcBfK3sWKzO3dMhMriqCUlsSkJKiliFyXqOXH1/5ADroX0DScI0APY065krM7YfIwUSSMi08PgTQrkBk+vj6Ca5Fyw0qQBSxacAuG7rlDYP+1f3sqyS1KrTfgWsqv2rg59IRUfqjILXrnxHc8em8SBvvfJ0ysKBSIeUbVRgy5bEKZy49RuASstDNlBmC1a54LuMY9FLKveD53GjeSGUOr10kqacjk/KENARRGMeTnGQ0ksXp7pwQARNUAa5Lb3VFcqIysTSJ9wdxRJLKDSZhDGmGyeFXRqFti6wXHYAOGu7B8fjRsfQiaserOaGKK1yx6GYG4BowQjXG+A0FPtayrouCWNaHrPnytYI65gpC+pzIKExqbXGAO8plR2xhAyhOf4W4EJGLAZ2akd30ys3Yq2NSk58XKTn3RRCjhtL3YNCobJsFxcdV1iAvF2N6ykTDrRvJY040c2kcbok/rOeELd+UOiOn40wVDSmKqE4TPyyhDmQXZNKKKyaOXYNg4sYlJGkFKfYEG1LioetHqEgSEERrxi52LQwkKua2RBnS61fIEAnuBYVQak5izd209M5Hgec+o5aKBESUSFrnWLmCINGiiotnZLJmQAudpCQjh5GFl7hE1y5Di5kG0WApfjMLlnVRKyQCoNzxWKiFRWqWwAjUM8LgAC1I5eI0MC8GrAlT/OgERRa1RzUAXfd9gqF0jAenmI8kDznUIqLJReKaOqno0A6ISoUKC6WUnlTBi/lwSJrqSqeRi+X5MSSpS/yBa0rpGfwbfLDBcOJlTWtRA+UGuffl5Tc6fZhnIZBsEShTRYTdZCSTBykNChrR3E9ScMdUPWB+togJBqooxddO7lltB0xfqRKktxC2boPADeGpvPS+ANjblBocuGYpNjqwhQUa3JZvLgLVki4WKYn5zmlRIVXHMOINCBUCXCnLNHHghTPUFjEJG1VuCoMZdHWBcNsUk+B/pdVLlJo7lz8zvU1JXhJ5l3INJNf5dZrZScmAML2gUBA1hJTbI/PWxPjrpJNb7kBAeoAYOyBlwFtAOy20N/OohIrvY8XycnOfKyCCn6lm1oH6uX4iDgO4OrqDDRKFZRx7o8huRDS1TCKxwEoyVVQLqBN5zCgXpkGGerR3hSgpxpKEs7U+v87ehA4yBCC1+SKRvElFYqNUkBohJsSAN40KREvTuGYJqnh4PaAKlQUtMU5ZNZ0koREQ0zbRHEyBwxXUTaaAMdAWChJ0cjrpXhZ5rtcOWJNWmxDb1dZIQNxnwdWo69yZNpyyRYALOg19EwrgqAQkaYrP7NRkB7aub7uGQnMJECJUo3bP32PGYQKc1Lp4idYyElCnb4InE5KvO3puUqt0S9zP7/T2WQnhHKrEgYjihdIukfjAX7iiRctxxBQ9xKRDwV2U93+cUcfGatJj0Pbwzb8y+cL2y2QIc7iUrreraQi2wjNCo1odkJMpGTFm6LtnRuQxAJBii5juh3A1T9Kyw48lqAI5DHSuB+AsUYtxJjrYnFxITeNgeaQ75cNINjQW8G5+LI/KOC7XtlxsoHJFtu4lSCvQY6B9+HMaQD59n0Mixq7tPVQPBNu34HntSMXdcXMebzeCKVtOtgM3Rs/Hz3TcsrRiKoJ75LC+u28wqSFu+MVYVsVKBIVQAy8dI7UsuvbHB0VqKroPhmr0WRWYAcRce6qqoRzVIlWlmt16R2RMbiwQM8st0hkFo8UWhS8Fp9TuU3OiiVgqAIWqcE8/TlKF2wXdXyyPpHiLrRfanVJa05uL90J2WgYCDea0vtUuwhlxhQJYd1IKGuavrhpFpXGSw11+wh9DEgimAC55hxIDlg1uVjQXNNvsoJykTyQC44bf1CGVWOQLjIVr1MZFo2N9qXEiVyY6iA9qch7Vfh7I2NfctGU0Jihzbx75/KNcj6kRcexLgWUFmPWW65KDNhVFJhBHRaUpgrNcGQJFyc5KJ6JALSWQrGuYI3HNbb8twVbb201ikrw6Fk2VqNU4bmuSzBIa0wCx2l/mlP3fM9wbgDAaOZ0UjPxQMuSGQCRm0ouFmUFZUZTWhAl3GolHxQCOUphdDrGezLKWFhIBYRzOuS+eFBEKVYYd7CSpJJL3eH0bwmTkZAMjZB9lJYcgCiLKd1sosthK04mcwT0Qs45CSkjikWFLlwx3qpnW6wQGbcIgsU0+MVNkyJyURu32MZByZOy7DLkILnPeF8Rlki9AUdfNMTQQzyaaoRChSA+AXnpGmU2PXUB+zZHbh3tPC0kBKalShHXHyEs5m6e48WMMu0hXqp4rBQXNeL5hw/rSBe6yj3Nxd9VYRAZB40xdYbHT3E3p55nllskNDFszXBw2btZKuCP5vWA+dxh6cV3cYY+0z/XrUBemYkkAyk5dj8li4a0qFTcEk5ipuh/4rYPygd+/Am+LVFqbmwOgBsdW8wPWTX0Px2H3NFcjdBGwdvKwLe0jOXxyW0mZZ6WpYWazODy5p5yqfQWGVlvqdKVQF46VukVHEM+kuwuEEDJBDrlsVhfQVATZE/xjRnfS++yo8HXOLTB0uGCcrYqRYUJLLqmiaFnEaF4nYR5ZMqi6Xnr3Pw48keJPezbJppw1Rsc4vD3bFH3o8qVKsgRXZ9Wrv973x8/lx6HMtCqwGo5B8C597xo+ntMXkto7GNqFZ+Urm1GrQ/p+Py353xLF7lJckJkS6tWi/QlkxYEVTHQS0IPIa3A9HKRRDEnbzmwSV7lfooMaToeJnC0oUFuZPlwPGc0diyisKagsbSS2G0TrmqU2YQ4HyVbVOByI3c9BdhK8KiUOtwfHZ/GRtlXORfkZha2gZ5tsSVBWVyJXaOkBd0XauwcQUBEuIGsj5RsIF4ExqEG4zW+iWJA6IcqEyYEOI5ilQgZ6GBFCneXkzZynDKsYHwW0sV53T0ajbmXtHg713MU5kPFFr1TWsJrUQ4SkmauSeLSO3qeQpMd1wh8PPs8yfWX8dwU+nSkoPkTwnKTUABpBbm4Sfww5on7QO4V/V0iG1OMADhOByualkgFmNxoWS4kzXXKRFHMj1ws2q72eBUZq0ng4uB2Cxoksb9U3lQ/KWOPnHEV85mOkYS2pYxmsArHrYl4H0+YqUd+VQ8xTNlzkxQYMbRmiohG4zHRy6pFgTfBGug64RMn63U5j1x9H+KQXoC8rsJbg4VtOIp0D+bt+nAHURGRZU+hDHJzyZpjvj1vMRoohln0TQ6tDYi/LYKNlHNYyNa4moISIBoaEJATqvTgcyuwtchZaZ/5ZfiNCnFkSujIZ0KW7rl7P+450PtJ94BDQHDU9MZvT3HfafvPb3rllmJsQtlQHLiui8dBxMecq9PkLkbwcAd6aeS0075kMQCyoDlYdRksZzYJF8aJCejoYamSUr6gUimLDGc0HzCcmqd9tUhSpJICMnk7KvdKXByCXUjLNHShiuN5LptmYGzOSrbpwbrSoiL3yMAxvMTB+BBYJ6tV4hppTGCFEAgQ3PEDVx8lGqpoiaI5VFSfSXWWHm7CkaFwXmpJRxKSKD62Bg9XsXH7PLKONEpOZMls6NAX4sOaoOBsE5ka8DNNcVm611x2KOKq9NyQ9SahHfR8DG3DJw9c1l5b49mOgyXmGmm70bHe8kk1t6C4eap6niT2sqp9X4rfnFa5nRBuaZVbByBSHOk29HKQ2yaJHqUJHSksaI7xkEKULpR0x4CwejVVye6UHA8rXnE+KXxuv+JKVzZ1raoUF2c3Vb0CJUWcHkPuS9cir0deH7uiSUC96pqqrMxgmbmqhLYe8t/peWS8kjLMsjRIumpAANsGCnORKKoYC49JWifJ/Mj7TKBaeX2yMzuJTJzQb6K5ly6pU3IBriHp2ZtqhL7JuRGO+3wU3TcJ+pULE4VU6H93bc7lbVMdrg1wEgBsvUU4RwTq9BRwmyZn6HxFxZjS7eiZdnG9WUIBgEsxK8R9J1P0u/yM/g5dkpw1VRXETIP1mSp8obnIXqqAzk8LnAlGEo0NYcWUcRzaXmZZZYBeBtWNjYGzEhEvv48xc/U1gCkKPp0vuiYan1Oy3hqzAS4hpbANZJ4YUVoMUrmkCjcFpRp2d8rI2pIxG7p/NJ90PQTOpiA4HTN1eqrgMVEpXzJnZKmTgk9hK9L6kr0K3DyWOOzJEKJQgQ33YMXMYVGvRRZhYTM0taNMKhU19PFWqXjWyXLlelJvCcv7myq4AEgeCU/CclJBVuawYhKLCR/LBo4/ZymGBZA4/4AAqyFrP7SrtHy+quexSja9cgsWUAy+TR/KquxemgyoCpxLt7MqOA0gcjeqvo/LmTQ/iPAWlSM0JCrwEZC8MMB4goT/t+H/sUSIDdAPCeZNRVqTaYytCmbSVCUnKDJlsFrORas2QQxyXQ0ToXNK+iBKJkT4KX9PVmwbbVVgUffHgtHUepAyeMHF1WI+4zmiF7DuflY9B4BvFqPs2IIEiMJ2G9znoqRYW8CwybEXtoHcBmYRSaveVCX6iuA3QSFTr4hSKHKqIqHro0U9grIkMCYSel4cRISu3x1fcvK1UTiyVHoflAG5qBEcRwEZAlkqwTzoXJlSTOVE7j+BeEsfE51WNr1ycyt2sBro4ZUvKhCsKCBmsdA+sErbVCHRaTuyqgpkUSIggi+IfZqqRM8Gnn9pXbCC8yLHM03ZEEmVUpPnq3PZ0+3kbyBRRGJVJelgiC6aleFf2fwEAPqehBIIdE6ySH7I7ohb8V2IYDyW2rVN5LaMKhAka4lL1IRHXrq1FP+jpBBqFH167YAAGiMspKkFavy9J+uFISq2gaFnl81ViZYuONtIrhhVjuRweDhuU2hzrJZzmPesw5JwFN5ycwwf4R5xcoauzzrQb4mEhJVjdBqEN4s5l+X8jcdkUwUnrTk31xBzHxQtdRADXINwug+hl4c/5hSy6ZVblbgJjaUqQzZJMaRCL2pqpYU+AuEzcgmr3MBU6UqLjDJSBjrKyK0n8hhV15K6tuuNSY6nTrQy6PhqWHrZ6G+JL5StAqlBMHx2cbmcF+6dHws8S6yYO55720CBBgpDvUQtB7PJGuKMobgulyX3996C2Teq3Ml0XqrmQr7cUnFKN1HDQXeINpuSAoSDY5ZcVUYLhCNXKPnvVcz583sKbq+IclViaDJu/kLVFJkNi2waipGLcbiuOGtO80zzzjWviUxKgvH8ceY7hGWizLX/v2+psc30izpwAik3meHj/71Icx0AN8oFMIbBKq12qx/Gb+CKaQNwDx3FVGiVJvcAkAHSBp9Lxl9C7AL8UgACA4fY6kilCixbea02fpCr9pFJjfSaU3c0ZQ2mDNnWrIuuaaFnWsGi8Yj3pgJ3bXLwg+CSyWOR8huaDEbp5PN4Dlx3d8/gixIQL49D8PsCbISKABknLb0yiBaQmvrRVGhxo05c4NZ7BoUN7iW5c5l3lzVKhoxQQTu73ypkdNvaPVt962Jz83qAnglEln3bEscOtFfSxYcKMUu5eEtrjqApRG5Krj3fJxB0Brxv1eIorTSZmZ0kfZtjq1qDVhZ908CymXfkomrygprKplduta4W4tjIWEIB0/VLoOAxPYhVWLP0fwc2nQMBb4NbA4ZzyIxaiDGFB6trWsjg2CDGAt4iJpdabVXKLFVS6bFoX7redL6q4pEyw5qrklHyMulAcZyOXyz6pimavsiFJrVkBRGAotrGgHEDRDZWxXFBbQO0p0SAyhDNDh2DqX6E0pPWXNVCkAa6ZeKCjus8hHAecrVS643CFQyKheLSqlyP0ITLsLe9Gxtl5S3VlAaqIiAmAg3WpXguksU/jofGYRI5/wDY5aa/U+MhdV0lK4t7z0JXMlkyJqEpfN4prELgBFBuQIyVSjNywDjWLSQInMhi7qJiYgMNkGYWjjTl3lYFf7ds5j1+yNP4WAFg9CsgxZrIrWBWXeFiGQCZDX0lKRHivqtW6qmCS5MmQL2SG0tGIIY/VO3LTLDKYF4NeOx0L2SrvVyXbPlQllOW7gxNxpaszJbSvC3oPp+3Z1pRlYIG8bkGsHbh55SErHt4q42YgOm64rjauFB2PVdO+fRNHghIOUHSSP5vQSuLw2Ub83oAKGAh6/uYbQiuAw7H1kbBCSZWvlkA29I4gsKisrpg+S/oPted0gJA95gVnPWWMS2A4hml+ciUYTqu9DmpCmXUVrL4sMCiGvD/ALBq2o6ZRFjQgZ13fTkxlNuE1P16cIh0BZoE8JRUP+n5JCMq4X/SshIqc6JtCLgZ+gzoMcsmKGL/steUQ9G11NUVVo3ZjTscK1WYaYKkKo7INbUIrqrbN2Td6IHNVBkAv6T0bCDZpBiP+1wBwl3rm2YUj5rXA7RtwecFJNddAE9LpU04LiDODsrKFlJwVZLBVbxQJpKUQ1TtkSjGtipQqIzhENo6hd/ShaNAIldQOeuOKIsocUF4v9IqB+KFYTYUOhf9nynXV8Ilz+jZjp/nMQAtxQoRlBptx3AiO/5sVMYoaxAHdH+N0u6+qRKFDWGBUsVYv2ll0ys3S0HcZE6rsDLkqpAYaBSmgQW9FrmO5NYMk3gcxVAIyMjHsb4gWRmsmLbn/R9XqvSwEGzAQGO1nEOgfwYXdg8NIdwzXoFzjGI3iJQKginPkJIaqcoiy3FOkrrEAz3UaUwupX+XLr1GcF3I4hoCHA+KLC5QJUCDXZiqesTUcqfemjKe1E+y2QAi+vj1XCKymFwmNLhrDDFK9ie2jZYucKicg7bGu+JDGKUAX1DPCH+hfOXfLjlhOGvKDaERMp1aGUB7/B8ayNQwHb67X3ZcUUllloZ0SKQiT/FydSKhMit+0W/7frltNULXOoooSXAwbWu/javDdeRNb3oTlFLRz+7du/l7ay3e9KY3Ye/evZibm8OFF16Ir3zlK9ExBoMBXvva12LHjh3odDq49NJLcd999x3robLIVZwybMD4y0pEesB4FpPiXyk4k0CKruzHYY3aqmArxjG0jqL+BvSA9I2jy06VIbG3GjirxrGuug7xVHRepdgkmLd2LkTMRv4AwYVgdH/F41N3fLkvWa1VhdVSaI7m9YB7kLqVPcwfxWcK28CKaWPFtMeK3N09ipUKKbgmqKLEH6/G5aS5mUYItU/Z7bp9qYrC1Wo6C2pgcl9GZVlRydZ5fZNj1bQjywxwiQbXHUxFQX+aA83PYtyAJ72H9JkEvOdqxHTubeXaD3b8fUjDO6kCX29B7NscbVVgXsXHW9BDDP3zLTGNbe/yTyPHXLkBwNOf/nQ88MAD/PPlL3+Zv3vLW96Ct771rXjHO96Bm2++Gbt378ZP/MRPYHV1lbe54oor8OEPfxgf+MAH8LnPfQ6HDx/GJZdcgrLcWCo4lUkTTRZXFZC0yh2Tx5T7pYFYPq6MNflEApXu0AMDOPdq1cxV9hctrWwhFwf4CTnOCi4Zj6xQqJNJyq9K0dHx5E+67bTKjn4ko4T8yVWJrVkXi7qPBb3GdNRktWTKYKvuMdSDFB8pLk5QwPUKJVwcAXupB0KVpIml9DmR409fbnnPouMJy6bpi+Ln9RCFzTAwOYh/jbBvARrh5nS5nGdYEFn9LvboMqSy0B6gBEto+EIySZlLZUYWpnyH6Hsut6twadPrpmuga++bnO9jRw8cZg8GS7qMqlposWipEo0pcZ7HxS1tNBqRtUZircUf/MEf4A1veANe+tKXAgD+9E//FLt27cKf//mf45d/+Zdx6NAhvPvd78b73vc+vOAFLwAAvP/978e+fftw/fXX44UvfOGGxiIVi5tsPWZSuxR1YMhNA+eE3tcIboesekhfYFJgsiaUOMrob/fbbU9u87KZj2oj3YvuAu2yRAsYb3RM8SgqjSlsA1uzLrM+RNdU4yqkirl2TmkbZcYWjDTGlM5PnfUj3b7UFWYIgXc5m3DKnbpAkRvIrBljVpoO7LuJyHpeOn+VkpPKqM79JmHmYQVQxUIdNRRtn8FZMIUOYYaFbA2ZtSDacbLgXQwsWIeUCW0i8Ay29RAwrqCdsqocs1UBcM5zbuPwjaS5ou+dpyCqHOAW6Xk9gDYBYUDzRO9LldD3dMy273jVtw0MYHBo1GI+vr7NXbIFQFO53h/TyHGx3O68807s3bsXp512Gn7+538ed911FwDg7rvvxv79+3HRRRfxtq1WC8997nNxww03AABuueUWFEURbbN3716cddZZvE2VDAYDrKysRD/rCbmNaSJBAi2rJHL1Klw0Gd8iK00KW3EUPLdapP7FqmZzz80WZ6Q4gwjjV/wB70dZs9IqrJZzjL07GkmtM846+ixulbsqLbn02uvc3srvKYMt3Flykzp6gLYuGKE/di5otliG4mfM8tpABo6ubz3hGBVCfXJqpQIypFHwddHYjX/p6TmU1pibH8XMLxIX6BbGBoc7ZB2qJAU10NGzSr/pnPI+0z2omwdyUzcqLs4dswQDgWVE1tmSQlwvjheOfYzl3HPPxZ/92Z/hE5/4BN71rndh//79uOCCC3DgwAHs378fALBr165on127dvF3+/fvR7PZxEknnVS7TZVcffXVWFpa4p99+/aNbUP1jpELJSw1hnTY8HKOpbPF/8SKQMeSD4O0FuuUJO1HcTIA7AKQQpSZr1yVfDwmpuQ+pK5zEbnSTVVixcxhueyga1oOdX8Et3vSPunDfzwkVXZERBk40MbxU5R9Iy7+dHxVSlXee7pfVfeNMXJC8U5SjLLrPG0r3VISYg+Z1wN09ADGqohyPVOhAVHTJ0IAp6yIR40UBc8FAvcaPSek6AIUJR4/ZejpOef5RkzFT1laRyTqvpOlU2k1QVWJHkFx2qpA17TQtU1OIgACbwiXRW8rx5D4aDlfO99SjrlbevHFF/PfZ599Ns4//3w85SlPwZ/+6Z/ivPPOAwAoFWtea+3YZ6mst81VV12FK6+8kv9fWVkZU3AbeQmrHuwUjChd03Q7N+jx/9MHx7mTTtL+m7IblQswO5yUrMMkqyQTGSQCuhIwlAgLyTpI56PKHa1yL+U+JJTVJYsqTfdXxSvrjj2tUKgAFdxfx0LRysVqvXFUNdqRQq4e9TmocuVDsNw3dYEFdMC1kYLsI/cKnhg0mlhUa7xg5yLYLueXSt5C3Lc6ZiU7T9ExCtsaU4L0HlBP1NJq3wLQsMKT80dKtxaiBFcOWdiM67Ll5xklj2AxtBqjineuSo7fkuul0+ng7LPPxp133slxuNQCe+ihh9ia2717N4bDIQ4ePFi7TZW0Wi0sLi5GP3XCq5xwR2SWtDYuhMDjT78lNi0VeXMllqoqMC+hIDLVLrsfkVUHBPeTFCR1Wip98N2V51g0/cMmmyxXSYrni657neTAtCItoio390gkteyO5lhV2cMqIYUueeHqttMIFpJ0T6PtENhUKAxBlQuhtMqFH+h7t/2I8X90fynwL4WqWKiGFwBvT+fm3rYCmpECqgniJGncSahPqmt8U/C1r7eI0YJISRVKBskG5W1VYKseoq0MDpnW1M/hcVdug8EAX/va17Bnzx6cdtpp2L17N6677jr+fjgc4jOf+QwuuOACAMA555yDPM+jbR544AHcfvvtvM2RCllNMghPUvWQkqKRrua0L86k7atewKaIpUhFo+HgIkRTTVk9iXEiVgUAbJ2VNqyudL6uaUYucJUbLRXyeiItPlos+PqT2JI8X90cyu+OVunVxQnrjruR81CW22X7mvzyp8KWsVcgUiHIRU2KTIy0dcHnCbCiUaTg3DF07eJMSpgqEiQjLm2fqxG2Zj1fuVCy650j8OTJMA5dWyEstBTmAwT8XRpzTkMJdFxJ1Q6EDGkADk8fbwOOg1v6+te/Hi9+8Ytxyimn4KGHHsLv/d7vYWVlBa94xSuglMIVV1yBN7/5zTj99NNx+umn481vfjPm5+fx8pe/HACwtLSEV73qVXjd616H7du3Y9u2bXj961+Ps88+m7OnRyukQDR8Bkr0SKDveVsRk5NsCIRgl7GINKnASkOFJIS8edLNDRko1wPSKUYDKI2OHjA5oOzpSCwaKSaJOxUlsSN60JtMHVMvEtaRSppdHJvfiiqNownYSze2ys1N/19PUUnL8UjFxYNaYMJMNf7SpllIsq4JPFu5oBLsxPqMsGfX7TQcrTc8KSp04GArrUKmw7NL94Rc1b5pgtr2ubEGd1KWN7W9YusLteDcRFEni+png5IYzgV1+3XUkLPEVOhPlOwlFFbNHLcvJKuRyCrDu+DJTK0CVGDFmUaOuXK777778G//7b/FI488gpNPPhnnnXcebrrpJpx66qkAgN/4jd/A2toaXvOa1+DgwYM499xz8clPfhILCwt8jLe97W1oNBq47LLLsLa2huc///l473vfiyybnqhOilQ0VasaEKiYuRi74qWW8arQuqx+exKGBSAon+g7LxoGHS26SnkF1TUtRtDTwwyAEehy/1R5whrOGGpl2XWR+0wj0wJYq64LQC0/2tFmKVNLc5oH/2iUGgnBNwCnpPKaeSRoCZXmdU2T723VtWsffoB2oYe2Ljx1eJNZZQw0chDLh2J847wejFWipPebzpFrp/QKZB4XqRnsK0kLgnLW0SLD4/CVGPK7KjjNOCW8U14SiuOqbMbpnRwOzqC0MVvMeqKstdM/XY8jWVlZwdLSEj5w29MwvzDeKIUerhXTZkAoWRgSyySD7n3j0tNt7VZe+XCmODRA1n2qSGGl+Dc5JsocAfAZzzafi9gfhhxwjQGjbVVgxcyhrYYc+2BoCDQTIgaIQBmNaSMvPVmik5IS6XzLbaPvMM7mu55sdPvjISumzbWeaa8CKaUNSHsqn6NnTkqqOOg5oAoMUm4c/7KBKaaEs/DThJGkWJLPXVsPuSqHzu3gHCMse4sKcNjLOoVCipg8EnKpyV1NKxh4XAh9LLidH0TZmpcF3We3dEdW4FHTwF3FDqyuWLzyWf+MQ4cOrRNbP0GkqiyEApm126/z4gyFiziNZSP5/NPxND0pIfXndAyqLUezrErfFIUQ4eN8cimAlZD5JJJSJx37NAHa1EIk4WsR1QJSqlyYuqQK/Z3G6qrk+6HUUpwaofPpJa2zyAnrSBUEZFFNwo1RIiJgMZ0FT8el4wHgSgyytOR5KfmRei0lPVfU5hCa4TPEiJKr0vGoyTmweiwbSuckb4ayqH2bcy9TOYf0jMtyMFJs8rkgJTmvR2gqhe+Olqbun+DmcJMLv0DipsubQpMbaItUhKmS207KogL1Lp60TOhBk9vSC0IPh1QQ8zq0amvrIRayNWzNeljUayDsG0BZp3A9lGiQjX2BoBAJvjGNrIf7koqGgt/pvqlMiunJY036Sbc5XsKlVYlCzZSre5XWR11WOW4MFCwoOe6xLKcH0zJg3MbXSRlFU/Fs1x0zBesu6D5jKUurucGRqxgox0oAAbBypuOQS1pajZ5fkAtkvDinjB7UDyN65yqMhNAH1qK0FvcXJ23ILd30rCBAAOXChkYd7qGRPPfUWzN0AidLi8phUmuLjlmn9FJXjcqIKMFAx5BMFENLTBG+45ZtsBsMIBrToqaH0lmgPdNiCAHxnwHkvoKvid6PjXbwBsZfliqlshHIyEZjeZOkzlWd1oWtS3ykbnNazUKsMalllErasSrzrhydN41bAUAbhQOfqwzw5AjML+gVlFHak2uWfuGMKw9kHXJpNffdpSD/tqznGuj4EEbXNt12QnFKS1N2sSpsg48l55H6+y4bB7idVw6cXEJ74K9vWGOFcoRne6H3RrkeuxrAvWUL//m6n0bj5D5++4wPTryPJJvecquTNLWdykbcnmle5rQ2UVouKRSDvueOScm5gvkf2BrIGowBvmQdkJnf8A9XgwO168mkhMMkV3OS1MX2Ild1Awpy7DgVFl76Of0vP0//Xu87EhkQl7CQqjivBGZLgsmxaxCWERWvS9orWoSBABeSVvnYGBH60+YomWCgZ1pYNm2O35KCjOZHxPhSNhcaC9Hxp8XuXdNC17SwaubY7Y36xoqxGgT2EjnuwjocXfvBDOUDc1PHhje9ckuxUxLaIYUffBt3QydWEGoEDMQPLa1AFHOqcwOA2IWrCq7Ty01KSQaIaXtadblDkCpdgbUKnG/U2zEiGVTEn0YWyLgVmr6M02RSp1VodA5apVPYTaoo02MfjbKrkjqcWdU20wi5ZVUAVykRvZJIUk2S4CYGBg5SjDSnzNqh4nmVi2qOEidnK9wkmkMvVmPVzLk4HALDR9c2fUIhE0Sf4zCdwJrsY8qCRYWINFdNG/cXJ+Hh0WLSyjIoZBrLgu67d04VyJXBd8t5PFQuIO8BZ77zIdyw8tR15ww4QdzSOuyTjKPVvTyEOarahkxpgnrI7WutE/nCTIrjiWxtOkaZmQsZXsOrses4LgupBdhWdCun8VYplqN1FyetrmngvCoeSvdMfn8kCu5Ir2Mjik3eFyKXNKq6xIysI2oGE+AWNU2chRUTXFjN/H1SUUkJIZNgoXMVgNWO6p4YRFTh6Ms9VZZ8JsqKmJmco5Kpy9ewahwWU2LiJAO1U2Bgui8epxyzuNa2GiH3+Llbuqc5Xv2Dh3Cw+D7Vlj4WRb4wTf/MElLfwHAPAnqw4niFdW3RhMJqqjJK05OQjZg+DBEMQsRs3IM6GUZR9x0pPSbZVAaZh4Cs2jkfv0gopGEwpJhjGjv8HsikpEw6jmM1plRZrzeGIxWJ9s+85UydVyO4DyzH3ihjCYRFKo25EfBVnoOvDaLPhnjGaVvnqRju3THv4Sfb9Rr6JmePo2dankdthGUzH1mI8vmua9zcN7mvLQW6Ho9H8JBCZDcJo0kVNU2RDCMAsGue3cDu7DAWdIkcwP7REv7+f5yP3f+yCgwLHC5aY2Ookk3vlqZSm9HkJIMA81Z8D4SMYORSJkHm9dxT3m8da0TG4ipjKcl4NQy2Nw6j7VP4adERcaKkxz9Wbl/VOFP3Mo0xHm21wLRyrK9VXod0tSkzSqQG6cKWKcMWV7BwqhMZxHJCYRIm50RoECOvixY6Gg8pUMqqUoXL1qznqbJ87Mt6gksPR0ozxKWtDucATslSzM2RZYYOZ1Gj6Ir5c8+kjd49d0yF0gI9C3xzsAvbb+8iu3NjbNybXrmlmCz6ncIbZAE9fU4xCUL+SytqLGvo098OPT49Y7AEDI99Z+MXXyYiJA4vdaEcINMDjZXllZ0efMI3pe56FDzfgAKoU1DrxeOmSUIcawuu6twbSYbIfSd9TzWgwHjyiqw3xrGp+FmMjuUVBcWxuIIBgISTpIsHHTfAPUa8rbHumKseIK5hONhPVifh0By9u1NaFNOVvS8o9pfS4JMyDbXZBPWwrJSjBV88zxkschgUUNhfzuOTDzwN+l++idKTaUxbdrDplRuJNPdTV0XDcHqaHkBSVHIbmb2MgqeiuJ6OK1dPkvVwcpXfVbyUQFDCKV5KBnK3Zj0OXge66DIqwq88R0Umq0rqLK6NKIpp9vleuc00jvVkPbeWs5JqhI4eOGXhEwfyBWZ6buGO8v5iO1p0KHlVQjEzbQrBkFnUHKVn4FWY99UDGSwOmHmuQsjh2inKgv1F3Y8W6K1Zz1cbGBBvIEANfFwMdyFbw1bd4/hu17TYouPr8tYmdfNKPSXK/lND6Z5x2f3v3r4LZm2Nj7MOOxrLCaHcZGYutYZI6KGZ5LqQJQfEZVMl4hq5SU1B6mRSLChdjYGQgo9gC4mCIJBvmukqrY5iIZOkap4muZGV87YBkO1GleL3yqVNpepe1Y1Dlk1J0T4eVrUApvNVBSvhWlMbGqhw9YPV2J51sV2voWdaeNS0PW0QlUgFNl5a+IzV2K572Opxe+RSEoEmLYwyK78167KFOvQxOYqhFYLI0r1fmvcbmwehfHP/PZFWLtylpzfXhJwQCQUgZKGqXlZ6uKpKsSjQmTKp9kWHK8oYucxSEgcT2VayBMniS/FUlD2te8FJwfE1JABimV2VVmSXrAZF1p6DiaznPsvzVZVfTaNU0mucBltXdQ1pwDwdy7GSVGnVuf7V28axTPk9AbGrEgepJ5FWfNCCnI7BWYbONaQ2iNSguuP7f7aFsrlntORgFt5tzmDR9l3FqGrggJlnt7qwGSvQBb3mGEZsjq3ZKHpG59WA2XGAuO0gCT8zPrYn54nKCtt+TDkM+jZjAPBJdwyiY/VH06mtTa/cJr0UMn4VuriPs+26lysojjSjRUqRjydXYth1I3AMilRmooJLoSFyrFVwDho/FdBz1UVyjUCFpUAQk0TBpUouitlNYXVNsuA2kmgB6tmC6Ts5zmklVUoy5kX/b+RYaTZUjkfGgIHqyoqqMq26+wuAkwdb9Rr6NoOGxVY9wLIBYBvomRbDP7bpPjraoLDAPaOmb/ASwLxkzREjzYLuA4bA4GEslIhoawcnSVlI3DVaDpGk7xC54bmY974PEw1thnwlVOhYa/HA8uJU87/plRsQXoJUiQH1dZMEKuzo0djKSngeiW+qsgzXs1TIeqOHx1gdKTh5jjqpcldSy4codIyPhbTVEFDOcquCqFRJlYI41u7gtJZd1TgmLV6TlGAqkyy39e4lSQnF9cI0Fp2Mo+o89Bxw3LeC6bfqfmcwgHbftZXrw9D3i9iqaTOcRCaLKEGQA/hysQP3F9sAOIIFR3jqAL+LnpkDyqAJg616DctmTuAr3TG3Zj229HJVYrvu4UC5Ba6JTYN7RFCCjubHKbWSKxM03LiMcddyYLQF2Wqflak5fBin/fYyvjXpJno5IZRbKmOrc6K8os8Sy4v2dTimGGDpto+zmE6phsoH6ZpWCSm4DAEknI4pHX/V8dL/m6pE1zbAnbSsQanUWN8GumY5H3WKYSPu6dFIaq1KTOI045tWpAWVKpVJ9aWpkLtPCq1qPFXPnFRspdVj1tqkGC7111jQa+h4MDfgEmPyOB01RKncgrq/7OCXv/XTOPB3T0D/Rw7jtWd/xhNDuhK9rjkZW7MuntA4GNiBBVMIZVQzr/j68P/DQCuLjh4wno6wbQTqdXNBn4V3pqlMtCiMAYitRfngI7XzIOWEUG6l1YCK2QxIJPhSfpd5C4qYQejhCqwbcWC+qeK4ADBdfWpqvckxE5VNFRNCmmBYz5V1+yhPXb1+IXkVVq9K5Ms7Vu2wARdO7jNpXOsptCohsHOBcV4/+h6I56MOd1Z5/CTbmUqBrDK+GaoI4q5V6f2eBp/nLKCBz1C6htOkkJoovZs58pnTEvtHC3jD138GJ798P/asfBuNPbvxT3/1FFx40h2gMj3te+DeaVrYlh3G7sYh3zB5gHkUeLjsoLSalV0TJYYK6KgCxipsyw6jr3L0bIufV3pPnOVmeFy5CkXyQ+vehz+8/3n45ztOwdMeviu6VlvENEx1cmIoNxGsT62RAOFojD2gdSsluQvUmKXuJZYYulJ8VmfpjLunRABYr+DkuCMrAOMMrG4sBlABd1QnxyJQv56FUydVCi5NpqTW23oiF6i6sVZJvVUo9p1gidOx6+65QcCMRZbdFHhDqZQl4n8I51U0UToKI2UwTxAhAP/joR/H33/2GXjCPxiUK99w53nkUXzxxmfheT/1dX9+DQ1f5G+B5XLeJSmyLnJl0MQIPTXEim07anCf7aQsPllwri3hGl+HZDTJvXLL/d+uGkjB+CL9f/7GKdjz9xnM6uHaOZgkm165lVajgaDgKD4mv+fvdChSpwxprkfBXbBEf5Sx+Z6LgDGVQgWzOiQr0hcgypJVKAHXwMOJy7TVKzjicatyt+X/1L2brq30Oa50LGPxoAp3Hahhn1jnRZ9W1rPg1ounpbHH6WHVccC/bgx1Af6qMU7aNz5vst0Uik3+L2N2HTV0+EYU2KoHyJXDp91Z7MBdr/sBPOWzN0X722KInTcD2U9RbFqx9UYd7g+UW9BRQ3SyEXIFLHhKo1wNMK9HWDX5WDINauTI2BVZlyWIYYQUW0eNvAvvtulZjc90fwBP/DuN+Q/ddARR2Or53JQiH1D5wKUuVdXf9IBJlzEXjLOVEIGkKHhq66LiYaaMmXSJa/dHcLurAuzM1utR4pEbXAN1qFNsdXK0bumRSB2QWLrs6bWQyEwoELLjtXgzBPaYKuBxFQ6Q95kC70eJrA0nkhDokABwxcE23efGLwDwu1+/BI1b7qg8ZvNwiQeLJQDwQX7J3OwyrX/+6Hno2wylBXJlcHK2igXfOvDO4S58fbAX9xQ7HKQkqsgIgOWmfBbhepEWULi/3ILbBntxS/9U/N0DT8firQ9MnIP1ZPNbblDeqvGMB/7zTBkUZvzyJed8QTgyC05h076UUCBLh1wPThpwTV59TCr9P427AU7hUYTBjWtYSZPDii0hwqxiACHlPLQZ2qCO9aHukV/wI3QrH8tSZYmldY0kHOvC+L0aKzWrcqWntO7o/HUxwcrrEC4phS5k06JcjbCghwz1oLGMPrUDpveNymPOf/4u3NnbiVNbjzA7r4HGajmHnmnirrUduOP/dxY++1+/ixd2nILcpodoK+Bh08B3i5NQQuFQOY+7cDK2ZV08IT/oKxcsMm+paVgYP55cGTxczqGjCvzmHT+LA7ftxGjRYNeTH0H7vo3Vkqay6ZVbGhYP8I1YSU3qSkXt8MhyWi3nPB4oxNzoAdUYhyGQlbQexqvue6ngXEp9GJEipuPlF1W8a/QSETgzfZEyn6FNuxRNkknxw6ORurmYFDNbz0reSHKnSipDAhVW3dg2UyorSVW+nsg5kLWmAJj9o6NGaKsSXaNhRBH8qD3hwD4Wm8Hgbw48A7d+94kohg2c/NE2Fr+5CjUo0b7jn/G2D12KZ/27/46TuQQMWDVNfGewDSOT4dS5R/w1ZVgu5zG0GbZnh7m+1Y3boq0MHjYt3Ftsx+7GIfQGTTzlA8uweYZHnrET1twz1dzVyQmg3BSb6hLiIAOcKTBV4tfSz8kaIoS/FlYb7Dj7Ae1HXF/rxX6qrDcgKLiAEapIk1dIlZs6tA201RDERZd2bqoCrFa9pFWF8vz3UVh869XaVim4utrM9HtpKUk4BluuVMtpw+KUjmtai3aSYksTI+t9nl4jjYNwZcZj3DJYLKgCTWWQK2DZNJDL6zv3oCvOrChnst0uvnFwL561uIS733Ym9n3wi4A1gLWwCGvlU/70QfzBj1+ENz3xb9BWFsumgf/wtZeh+7mT3fcvugvP2X4nqH/HqplD5l1Y50nRvXCJigPlFmhlcPbOB/Doty3s4S52fmMepdlIpHRcNr1yA4KrmYpkuaUyq7QKgLajjj1U2Btct1DTSRzwKZKfFJ/2IdO0OmLa1d1YjT7iJjJcFjYBAyWlo4eAcXE3g3GFVicbib1Nq9ikQplmfwlsrs16CsVWVbPJzMRUGifOSUBa+AREyuYx7fVNcz+p/Cnt5lRVATIJx0cxrD5cuKHjn+m+zdC3SbzZKqzuX8CemjpN0+uh+6md+JPsJ/GEv7qxtp6zvPMuHLr8SXjpz/1/MfyhLnZvW8GOf/8ITjp4JwBg9JHT8RfPvQhbfmY/XvrEL2F34xD6pomHsYDtuoucGkjDNWa+o7cbny9Owz1vPRNbDt8COxqhXFlZdw7XkxNCuTlTW/PDnPHn1Q8hvSCyhZksNCelxscXL2ha1ZAet4mSUdpH4tJJBUdxwbHziPhZncXVRMEB7ipSbGm9TKPYjjRDWqfYarOUFecha1bOqYyjybBD6LgUK0sAKOAalhBnWr8mlCCzsOliOM08EO6u6v5P+0y4utCCsWsuNELHcP/3bYYmXOaz8Fn8+ZO7UHmzFiu2/SsF5u5fhVmnUH101z14wlu+jcaTTsHDz92LuYN383fl1+7EzjvvxvLqs/EnP/uj+OUzP4e9+UHcOdiNA9lh/GDrfo693TU8GR//2lnI8hJP+fohmNHkpNlGZNMrN80ulg504bCAArtkVatjlUtGJSyl7+3I2KkIva7HlYJ4TqhioSqGU+XuyKa7NAZScG0UlRg4aQ3IMiA3piG/kNTVi9xcOY5oDBMspVSOhTu6HrgYGIdrEMW63DUdtwshVDO/kFIpkFWGBeQx09/Tzo08Bt3P9ZRZHfZSw2Cr7gMA+qbBVhtBPihor5WFsQo3r52GEhrbrtkCOyrGzkPSvu5LMOWU7qC1GN39bZx097fHvxqNsPUvv4hm91m44w278d/v/HHs+18ZHn5WCy/+t5/DS7beggVV4I/+7iKc8cYvYe15ZwPfrE50HKlseuUmJSgKh1mrE0KzS5E0LTITKgurSx/fy1UWBXmBkLk0PlZHzmuVjFUroOJvCxRo+OTC+DFIqVVZYDIGadKXR6L0heUnKyLWK/WaJFWKaxqFKLO4dJyIWYMUY0UsDQjAa4qbVpWOMXC2ZjzTwjOq6oyrapfHFtR1FGWKWQQQXGkQ1tJZbhqWFRsAvOXmF+Lk61vY/k/fQjnBKrPH0HLKdu3EAxdkWP3uadjzv5toff5reOL+J+ADT7gAF11yOzrZCI2egun30TxUwAzrle6RyAmh3DJl2a2sC0ZLRD9BOeT6JemQKEYXkgTBLaVazRKaX66CrAIuhI6DxpMAvanVJoVe1hSYbKCxYnLvugxD5laAkzMYtD3XPZ2Xjlk9h+vHBo/UaqssdaqIfablSqVH4tPuqWKjMUmlExRYlljcU2RTa+agSimlC9c07ua0io3cbGMdmp8W157JsQoHEyL6IIeTzNB4oIWt77txQ2Dmo5XRdx/A6X8yB7U2wOjer7un9/av40kffzZWfrKNFdPGSXf4yolvPYDRUSYQUjkhlJuUlMcsfehS5ULKBxCkl4lLwVlYWMaaFcjQRMkwEbmttDIwoVNW1dhJ2ZF7alSAmqTXkdbLkuRqhL7JMY+gYOtKnqr+ltc+NS5rAzhziSesklSBhfGP19nKkq30GFHc7QgUc2rZkshEwKR7e6QwmtQryOD4BfeXSxG0qaMH6Kgh3vXQc/Gkj/aO6FxHJdaivPMuQMXX2Xy0j08un43vri3ipFseQQmgPLh8zE9/wig3+fClHO4S+yalrrwICBYelWJN426FbGzOQeVMWQxt7HoCsWsqrbdUnBs8YkUms7DpNchaVzd259ZOijGlgfMjkSNRbFVSlf2U5+DrFySeKTylyqVeT4kC8E2R4/vg3HQbyBVEPWiVYqvEIk6Qqpphii9SBUHfZtg/WvIVCe51LgCsmjZWzRwW9Bpu/NgPYt+NN6x7vuMi1gI2tsjU1+7Gpz5yDvbcNEDz3q+5zQbjxBNHK5teuTGlSk2sKF25iS7cuZPhGED1A5mLgH2mDPom53MRNAQq1JdKRt8qRo11YQapu2PHC8L5OmsORQ186WUf2hAjTC3XScH3eFxHnkjYSKYx2k8oTXL3yV1lFxzZRAU2zXlDCzpH4FiIUITrT2F4AXJNVsgdjPnYchU/c9yHY8qEBFlkji3GZUEfLhfwaLkl2o6e177J0TUtdB440urM4yOm28WuLw6Rf+52mOOg1EiOPbz8MSrsUlrNioZEBp5lfSbtV1WXGCkmbwXSgwf4xrMyU4dYeVG1AJ2/CssUJzHqX4DaAm0b1z/K7Zoe+Gmg0Tc5JDavqmay7vhVIus1N4Kfm9Zq4/Mn9ZrScnJQiLxSOa8nNE8ECSEpbIZVM8fNhLq2ybFc6ghFWeicKwWG6KghN2MhoC11H6uziOuwbbmnDu/bDA+VW7DsaYfoZ2gb6NtmiPvC4MCPDafvqvI9kvZnvwo7nI666EjlhFBu2rsPQLB8qh4oAvK67UKsLC11qir1ob+p2QYdL43fpeer+06OnSTi6KfrqICeyN91SpnpaayOkyVTFHankgblqxROlWwUQhGdU7zQ6Q99n55Luu11IsvmYghNGGvPtvi7wjawXM5j1bS5mTH1NADC/ctgxxY81+egmOjyp9lhYzUeLjt4uFzA/tGSb5Q8Ypf5tsOn4H/e+Rw8MlrgY5x12v3QW7ZUHv/7JabXO6KmLxuRE0K5kWTelCf3IWJ3qIjHpO4SxXXG3Fsohngs6j43u5WlXEAc8xqDmkywzKIxJQouYO90BI/gbWpeGtlXM+2vOY1UZg03kHmcNLYqmXZskpVD/lBbvPVE7iU/I2trQa+xFSY7V/VNE13bdH0GQMDuAL3p2qYAECteMKUFXyeybLBrmzhQbsGB0Ra88+7n4r3fuYBp73umiVv/2w9h17/7Lv7k4y9AzzjLcnXYgmps+gjUmGz6K5ZkgM5lsFw43kaBjAriRU9SYsxgkK6Iy9EL4uJU46UyQMAfEQNrFEgWtYsZ0SZVvOSTgvxV2xoVzg1MtooI9tJRA1dWZnIsNNYA6yESR5E84PNvwB2dVurwaRuRSYsIzYuMO8aWvFtMCDBMz0ZHDXCgzNlFBNw97YvaD+kmFrYBqBECzbYdC2EAGPusb3Osls4t/oflp2HbL3ZhDndxzU/9FB66tA/zaAtn/tVtMP0+nvqmL+HPvn0x5h82WLrxXox8Q+MTSTa9cnOB8/CQGaswhMN5lSrAQijuJRUUPbwyFqUZimE9zMCEjlVR8HgEnWKuEoUxtFllO0GgvoC+TgiCkiX7TaNEVswcttn12U6nTSRUwUqqxnukCu5IZT3rmBSbdF5lIxOOUTJ9VsDY7cxWsWLa6NmWy16j5IQDVYGQ5UYKja4nsLXEbNBpcme1nMOBcgsyGHz6q2fijAe/BJgSCx+4CYsfbEJv6aDsO8vR9Ps4+Z03AqDc/oknx9wtfdKTngSl1NjPr/7qrwIAXvnKV459d95550XHGAwGeO1rX4sdO3ag0+ng0ksvxX1Hye0EgOMShc18sFn5xrGNSIFxxrTi5SPcm8SQ0UtBLCEAkCYo6l5mshBlN/uNSJo9nZaqCHCVGG7sht3kqv1N9LpP505Oy5pxtBbieuOZ2t330ByZ5KH7QUwvWjmKrLTYvUCGA+WWKIZawD1jq6bNIYqmJ42kZAJ1WHc1okUl1IUU3L3Fdvw/f/MyvP8//RT+21eeh/Y9TUCAXm0xRHkCWmeT5JhbbjfffDNKUZt2++234yd+4ifwcz/3c/zZi170IrznPe/h/5vNmHzxiiuuwMc+9jF84AMfwPbt2/G6170Ol1xyCW655RZk2XSd0qWUVnFCQQpZabJ4nECfMraVAjLJSkpfHGmFUR0jrfaTXjKyBt0LAO5BuaFrRODsqiv9kcFyyY6xkK3Fx6nIrvL3CW5svTHROSZut04wfdI+dYtQndTxvuUImdEsuY/0m+5lwP6VPtvcjCx/iTejhU/GWEtknHii5iiyT2fqjn61vw8fveoFOOOGb8Ac7mLLvU9Db8/3stbg8SnHXLmdfPLJ0f//5b/8FzzlKU/Bc5/7XP6s1Wph9+7dlfsfOnQI7373u/G+970PL3jBCwAA73//+7Fv3z5cf/31eOELX1i532AwwEBgZlY8ZYpTLE7BpTK0ruAY1mXAXGcozSst4B6uwjZC/R4nHzLugKW5HEhF6iCDRR+ht0JbFf6l1EAS1yKLIVcjDJVnI6mFWtSXZAHjril9VlUNoWGwqPuVyreqHnI92Qhgt3L/aTFfGwDBVmW10+NQWCHQX4+DhIfKdVfvmRa6HjTLpWA2c3tZRz2UqUAiSUqeQiBbs57rBA/DrewyWCzDkSqQLJfz2JYdxpnt72L1iRnaBx51Y7npdmwxjy3s2mNRjmu2dDgc4v3vfz9+8Rd/EUrctE9/+tPYuXMnzjjjDLz61a/GQw89xN/dcsstKIoCF110EX+2d+9enHXWWbjhhnqU9dVXX42lpSX+2bdvH39XSS1jvXvqrSQtHvJUZAlPao1E7oMNyQv63VYF0z9XklCK/BwAjtVMZKaQLuIG3EU5DzJ7mBaky+uuH0NNcflRgHmBjQN5J8k0ypiyzCR9k3OogsgWC9vAEBkKm6FnWtyvU1q5sqtTGntd0H1s1T0s6j62Z10sqIIVG43w/tEiA47vL7bhig/+X/if/+Hf4BOHznZJn+3hmHY0ilzSmVTLcU0ofOQjH8Hy8jJe+cpX8mcXX3wxfu7nfg6nnnoq7r77brzxjW/E8573PNxyyy1otVrYv38/ms0mTjrppOhYu3btwv79+2vPddVVV+HKK6/k/1dWVrBv3z4YKFjhRkokuY5W6nglZNrnimQAIcWB9V+g0mr0TAvQg4kpf8qmpdi4qNxnUqbPX2Pld9CoMqgkK6qUtDazCvpSJ0druQFJ5YgVzCtJFcbR4OSkSIgOcf6RNRZYRYRbKRRa17ScV6CFgvPxtbYq2J3NlMGCHjIlEUkBhdsGe/H/3nkRLth9N/7xXT+MXTcdwlNuvxl2NMLHz70Az/r5b2O49dhc64kkx1W5vfvd78bFF1+MvXv38mcve9nL+O+zzjoLz372s3Hqqafi4x//OF760pfWHstaG1l/qbRaLbRardrviVpbK4syef9kMT3FvejlycTDKVf5tHSqTjKPVqfSqzRoXNWBygjYQOUxhVtK4+dO8uI6JlUu0PUUGGcpTllqx89fT7M9TaZ0Gjkw2oK3fvX5yD+zhIX7SnRfuYw3/MDfxW5khZVXBVqeFO9MY3ZV7MASsDsWq/PNhwA3r209jPBrbi5DomnV5GHurLvX7/z2hTj5VSv4xrYn4+Sv3hidYc+NBa7uvQxn/MnXMbPVNibHTbl9+9vfxvXXX48PfehDE7fbs2cPTj31VNx5p6Mo3r17N4bDIQ4ePBhZbw899BAuuOCCIx6Pscr3TjRwJH4mfA5vxZB7ZsFWEAV526rgZrfEB0dBZPosfdXoJenoAajO0UXcDEoEWADgz2cJXDyu2CZZbXy+9ay3is9KGEBQrKdxuarkwtG6npOksBnecfePA+86Gfv+5jYuqF74ylNx7Z+djZ/a9s+87bR4PKngqgru5e9Uhh4TWcdzR5UHJDlKtHURZVjpuu4tt2DFtHHD6un4u7/7YVgN5GeuoHXdIpr7bwT2Pzh2/uYnvognXGtniu0I5Lgpt/e85z3YuXMnfuqnfmridgcOHMC9996LPXv2AADOOecc5HmO6667DpdddhkA4IEHHsDtt9+Ot7zlLUc8HurB6Cwo97AWNnNAyxKY1wMYpd1vBOiGK3nJPUhWxNySl8RtbyHJo+mFoLZr5FqlL+Q47RK5RvVJg6rPiSxzkrVSRR7grLR6S7Fu3+oxHZnVVkLhE4+ejc9+6mw89W3fRPnwXdGRyju+iZv+zwV40S992Z1nAy5p3VzIio5xBmTlLdvM/6bGMi7Z1Nau9Z32sCAqpeLjKsM1oF8dPIHn7jvD7fjybzwDT/p7h0Gra9bCcpxLlDazHBflZozBe97zHrziFa9AQ5R9HD58GG9605vwsz/7s9izZw/uuece/PZv/zZ27NiBn/mZnwEALC0t4VWvehVe97rXYfv27di2bRte//rX4+yzz+bs6ZEIKwxZ82dddqtU2lsxlhUbb+uf+SqlQC5NqFyIIQRpO7+0HCv9u/QWJbml/F2i5GRdqfwciPuXTit900RbDxkOcyyowt241n8xSw+XecsdF2HPr6/htG/fhDqm2FM+eD8++2/PwAULd05kUpZSWXAvre6KRUpCf6JYa7ItYdQyGHRU6EnRhMGCdhSl+0cL6JoWMhjX1PgTP4anfObmMDMz5XXc5LhkS6+//np85zvfwS/+4i9Gn2dZhi9/+cv46Z/+aZxxxhl4xStegTPOOAM33ngjFhZCoe/b3vY2vOQlL8Fll12GH/3RH8X8/Dw+9rGPHRHGDQhxFSOUglQ8pByKBKBJkBCtxl+CKiaPvs05Mxpt6x9lbppbY3VMa/UEjFqs7IiVAthY1jFTBqvlXORq0e/1LKR0zMQIMv21OCtnZXUe0Bpqwj0e3fMdfOwfnw1gXAFPg3eT8TrHpVet2EooXrQI7pHGJcl6a6JERxXQyl1zEwbzeoSubeDecguWzTxnzK+5+9k44613HVMq75nUi7J2cy4dKysrWFpawh/deg6anTwC4FKqv+9xbrQCA2AiQJK2HqJrWhGkAwj9TiXbBJVTbdW9sfKprnVAZUpcEKiTXyihbFPLjaS6aD623iRxZtXLnjKIAO5FfbTcgm3Z4dD4BnEPz9SKqQLoTg3arUg6lFC4YfV03Pofn4W5j36hdl/1w2fjovf8E05tPjL2XXq9VYh/Gp+02sj9LGyDKwVoDtKsLI1bgnCpVwEpuFv6+1yGHMCnD56JH936LZRQ+OAbX4j5D31+4tzMZH0Z2QKfxkdx6NAhLC4u1m53XHFujwVpwLHdUgaLspekBFzsLTA0AOElpZW7itYZCC8MJR2oK32VW8cU5Ng4RTdJFSwk8/CWaaXOwiEF55IeptJ6qwvGy/+n6kVQsU0Gi+csfAPP+p1bcfiy82r5x+wtX8XbP/uCSstNXst6FSEkkgZJ7kcWPJVMBQbcERb0GhZ0nzuoy7naX27BA8VJ+Mv7n42/fvAZuP+/no73fMuVFz74Ixp6fn7y5MzkmMmmV26pIorQ6iq2hKL91oF3jCHdhfKSYN66Y1a5fOsyaWxAidE4phUqT3vYg0mBamR/Fdj3WMpzFr6Bn/2dT+KRV58HlTfHNzAlfuB/ruKW7mkc4wKmv1b5PNDfkSLz4QtSakAgFs1VyVZ9CYUhHMvMLf19uOLOl+Flt/5/8PnuU/HoqAP1+zuw8j/2IV8Zof3nJ+GRYgHFzgJqAlxpJsdWNr1yA5xScFgz+WAn7BniRaYVWlpsk8C6khKp7iXTMFFjGnfO8WqAaVzS9WTdmk8xRi6i99er4eJv8vtUEZP1t9EfeZ2T5NTmI3jNf/gwvvEHz4TudMa+N//8NVz3x+fj0dGW6HrramKlQibrPUPofUD/U1yNlNm8HmBBr2FR9z2DbiipoqL4R8t5vO0dl2Hu0v3Y+T/n8KG3Pw8f+fj5aH3+G1j88gEoAyx97Mv4yF0/iPzBjdcMz+TI5YRQblIoVqaVrbXc0pcjhVZUZuASxt1JblPVPtG2lcc/sluVMtSm39G1MpoeGl3TwoppHzGhZp1IBbfez/bGYfzW8z4G8/QnVx5r57tuxrv+26X4Rt9BiMiKI3bhlMlkLM4mS6RQMuA2VyV3jSJFtmLaHG/tmRYeLhexXM6ja1q4p9iBXZ9fdb03P3Ubdrz3Fpz2u7fArK7ioeecjPue34RZ62P7ezoo2xbITrhX7vsmm57Pza3Gzr0Jrd8sMhvcEqL9YSpyq6FFHEYWzrv9xxl2MwSrYWgxsdSqTkKsr9pym1S1AMRu9rrnSpQdkVYObQNNP/bCJ1xS0PHRcKptRLZmXaw8tYPFivyCHY2w449vwt90L8QvvuGvsTXruqYwIkkgGV5kvJUtdm/Bc+KEgNw+g0vVBX2bo1e2sDXr4UC5Bb//xy/DD//cv2AuK/DZ95+DPV/6Ao+JRWdQBnjyf7kdxpRof+wLeOrHM5SzmtDvmWx65ZYpA+2ZP4CQZXSfG2ZxADxziNKekVaxlQfEPUqr6hrTxsil1ch1Idrz2TEmEPdSHRupUmzrZUtljSSh7I0J44u4zWDQR86Jl/XKmqQcKYNuU5V4+JI+tn6oDeNJGCOxFlv/z5fw57/wI7jitOtRCiUl6zzJrZZVA/K+aGVYqQ2RYdVnOoc2w8OjRTwyWkCuSnxg/4/gnr96Cp54/cO4GT+IfR+6H7vvvqE6+mhKbP+zm2Gkwpsptu+pbH7l5h9eAouSyBfT9R61yJEqOItcj9C3ih20LLEMpIIY2pjYUTYJMRWuISHeq6iI4muIcW3RMYQCiywXqMiprGP9JQdu1cw5nJ5xVD5d0wIaK+joAWDBdFDszYk3en0sXPieGlUD43NYNQeXP/0L+MLJT4a5t5qs1A4G+PZdO6FP83hED8kBxq1nOT+k0HKfOChshofKBdxbbA+09FDolS0cKDr4678/F2f8t29j1/03oNQZ9nz9mxitg6Ka4dm+v7LplVsJhYZ3GzNvwVF1AklhG5hXgQuOXEBySblY3roqBopNkVJyblsc1C6U6zgvJXVnU0LJrMIW2ogbmv4vLUyp2NLgvmvoSwqhZLe4sA0UtgSUs+goKWL8XG60IUwqoR9o4ecxYOxIDhQd2P4A0BlgTSWi/6TbMhTPa2BBr3G5lJvnBuMHjdX4bnES/vBffgzNr82jc7/FYKvC6hkjwABPPmM/HlrdgrN3PoAndx7BJ+//ATz8wBLm7m5i55cKPOW6WzAqfCu6mQX2uJBNr9wA+NiLsBDYJRmPH1EZlhSKxZAFmMtthTUQ7WM1hsi4P2iaSa0q76nuR7B+zae8pkiU4TKllC6IPsuEJQMfK8yUcf0vPdddWzklSQtAUMHj55wmJieVIVNHeUXsmh4HgoJndO7Fdb/6wxhuNTjzjx9F+dVvjB1v13u/hN+d//d44ovvwS/svRErZo5DD13TQs808c5/eAFO+VuDM/7pDpSeyBQA9vjf/Rf/CPbd8E0cfMIufGHLKdh+2504qX8XK7JNiXTf5LLpKxSu+dLTsbCo0PdtzgKXm/HB/wa3+1vQa2yJZcoig8G8HqBvc3T0AH3TRAkV9SWVrg8pq7Z2KzyV+KTEhiRkZfD/nsttPcojktQlTb+rK9Rn+iaP1ytsw3H9W9/9SVnnlgKsJOb1IHCUHUHWNKX3riLKdF2lHEaQ5lgr1/Xp//rIr+Cpr795otXU2PdE7P/DefzsqTFzyDXfejae+MsHUD74UO2+Km/CFse3SfBMjo3MKhRqRCoMx9028mUzMciXCAVdts2youDfUrFUTOMkUOm0QfX14B8p628EZ7GxMplGHGOK6wy2s7GCthqiowcoretKv1K2ucMTwUQMXOlSHaWSlKqxpKDgDAZb9Zova3LffeDAefiBt923rjs4uvc+7PhPLdx6aB+72R+7/2zs/b1somIDMFNsm1BOCLcUCFRHAKLa0Qylt2Lc/5IRYmiBNgIPPhfRE6GhCqU61MNUWkp9m/sA+njNY5MyuCrpPL/Bkqw6IDIV+5M1OFYqFWH8Qo/O+cy5nitlG21dMKCX5qVnWihUiQw51+PK2B4TNKK+wkGWugHeAtYDLJt55CixtTFA39+r745OwrVfeAZOv3fKmswvfBm9XzkT73/F6bDa4vQ/W4b5l9un23cmm0pOGOUmJWXTSGEcVWSNMqNXYjzDJ5WidLmc4hi3omQCQsapmJYaZl3LTUog33QxwKYqWelkiC3JlPKno5zL2Tc5eqbFyr9nWtjeOOwIG20DpXUKnmJxIfEQMHCOAsgpt04NtTr1Ai2txnLZQd/mOFC6aoMnNA5C++wlAHzh8JOx9x+mngY3rq/cgaf+ThtmWMDMgv8nrGx65eYsioy7Skl4BhszSiNDybE4tqRUYLCg+JrLxMWxN/jYWV1iIVB2i+J8j6KviolttCFz3Xkl73+YCydS6SyXnciq7Zvck2saLGMeW7MetuoeVs0cVk2bty1NUMLEaNy3TTR9KZdMvvCYkKFvHKi6a0LtaKYcY/FWvYaBJ4HMYHHzo6di8R/u3DAesBIXN5MTSja9cgNit4lBvLDIVImuaUYg00xZFNZbJZYar8TVDAYahXHsvJJBIz1fAP4aVnK5UGbunLryxdUVSm8aSUvKqE5Wur50rV3T4i5gpahp7egBtuvDvK28FjouAMAaFEJ9OcyYs+zaWeH6eWrnwh8YbeGOUoXN8IT8ILZmPQDOQtyWHUamDNNQAUDfNnD3/h04c1Gj/MEnofG522exsZlMLZs+oRAVp6c8+J5BV9ZY0neht4ILpge2XbCVJq0v2k/+rqvnBMazhRH3mKAOovZydRKVhY1REBks6LUxxhIAbD3Ne3rsTLnkytADeDUMK5yuabm4og6KJe3vKeOYue8KtVzO46HRApbLDjp6iIVsDca6bDDFHQ1chcg9xcnYP9oatUHcpvv4xbNvwJ1v3gqTKdhRTD01k5lMkhPCcpNZzhzOHaOXPH0pS+va/XXhCSpNzoF5AGiLaodMxrUSSytWJm5fWeoFjPO6uWNkEd6ttAquN8NkaEhVwiBXI3Y5WRmJCga6JlKeQ9vAwOTI1QirJiQSJPSFpGeamNdDtNXQg30z/p5c3rZ2oFxjnRJcMXPQymJJd1mhb8sOc6/Q3Y1DfK62GmFgM1z7wL/C6W84hNFd99Re+0xmUiUnhHIjoSqAmOffRFYZFc8DiTtrlasg4EYxeozEMu0QJamCKJZXqGyM+qhKMlgHPIakPa/OjNbJo+UWDG0Di3otuqZlM+9cR01Ky3X3mtcDLKMDY0M8keKMTVVixeSY1wMMvRLrmaa7HlGzSfRSbt+SITUxbs7Ncc+2kFnX8X5R98dijf8yeALyt2zD6K5b1r3WmcwklRNCuZFVQ24Q7DglkWveonwmTzOglJRI3zZhMEIbBVcdcHmWUGDU5YqK7tni0wUz/rIyqEHzU5wPiJVtlch6SfnZEK57ulY26gtB8bWISt1Tq6+aNivCEgp9M+dijFaj763fwmbYnh3Gcjnv5za48BRzo4TD6qiNXJVY0GueL876RcJZuUTHDsRJlC8Pnog/+B//Bjtv6aJx460Tr38mM6mTE0K5SRYLDeOyoNRN3Bdbk4UhA/myYxZVMUTdsyokNPWNy76IAHH9InMLg0BaSW7pepJi2UhRNNUIPdNCX1l2IYE4c0qNbWTcr60Kn2xosIKDMr4n5wiZacMYzWDeXJWANYwX5DGIuFoGg07mKhy2Z4c5ucCLhVdwnzzwdOx5920wvd661z2TmdTJCaHcSKgJiKSYJvdPvpS5GgHaWz4euEulW2TxkRU4lgyIcGWNyLWl2B1xpMl9ZDwrlVTBVbmkacytrQtsU4fx6GgLNzDpI0AvSqvRVsPo/yEaAIZYzPrsKh4ot3gaIc24tKZnqe2aFiCU0mHTxlLWg1bOwlvKely61dED5Cg99s3H/6xrpThEFrn4dx3ajqW1b9XOx0xmMo2cEMotjYWx1cafBTAvCdVUThLpVkaWIRCYQ0BYN6eACsSAX3cuCxm9S2NP6ym2KqGSqVyV3iXOosSFLDNrq8I1p/YsJ5wdFQqHMqrbs8P8mck0VswceqaJtiqwlI08m0rpEhOZ6wS24F1dUmxk3dJxeQ68O0tu7kxmcjRyQig3QAT4YV1cjF4qD+alhAHgXSzle1vCOOpqaJTWWXNNVbK7VVe7mdUAcdOGyRpmjM6bjwHjuOU2cH1AcJnbukBRNjhhAOVc0KGvH23rIuoJUEIjx8i76A2slnO8DTF2LJcO1JurEU5urGDBrvmmwzbKwHb0AFuzruse5hsXy+YqEbeex/+Rctu7ZQWDVmsGxJ3JUcmmx7nV9SmICBNr3LzMu6RACJZLa4xwbtTar7AN/j7NiFYpQgYOe37/6DtlOPsYj1tPxL5JjBwBdIe24ZVa5rcJVmnf5uiaJua1qyl1sA6vEHXBGD8NgxXT5rmjsqkcJRZ1Hwt6DVt1DydnK1jQax5G08TQZgyarqu6cFZbIIi8cMcd0Ht3V247k5lMK5vecpPNjmWnJ2M1mp5dlhhcU6ESoLYu0BsR9XQjcj0zEJNvKKJvqnFGDKoxTbtITWQPqfhuml4KdD4aE1lNTlFpx4TiExzGkwa0VYGdjRUcGG1h4DLXt5ZAllnsbhxCBoOHy0UUNsPqaBFtVWAhW8OKh5eQLGZ9aBhs1YMxi1L+3YTxMbpwrU9qPoK1p+5APsO2zeQoZNMrNxKXOHB8ZbANAbVwwFkZb5Od3zPO5FmGOfTRRKYGTEVOpVqyTGuYxLhKf6zoPBMsGVJOVUX0KfsH7ZMeA3Cuade00C9ztj6pwN1YR8mdKYueaUEr46sIXCwNAGDduQ+UW3Cg3IK2GjKD7oLuc2kVKfMF3UeuRuhQ5UOi2GKiSkf1XVC1hjL44MEfwed/94cx/5l/nhFEzuSoZNO7pcTHRpL2sKS/x90552oGpljlS7Y0BiZHaX0bOShRPK4jd09aaYW3+KS7WkXYSNIUwFge+wRrrc79Jgwb4dHI3aS+neSC0hgL28CKmfNlUoqBvpRZ7dumP59G3+YwVmNr1sO27DC2+uxo3+bcwJjcaznP9DcpNmm1fexvzsPcR78AOwi07zOZyZHIprfcnFtqhTLTYzQ8srBcdqki+iLt8V3ue8OQEsDBGQjFD4QMKoF4S3jrCBYFXHUCu7VJPWmJapqjiMGkQib1MAhBfM09OQMdkgWoHI1jicrHFl0SZbWcQ0sX3rJzWDlqNuOUe4ZhOe9KxDxkJeDiqseYe2U3SErN3vvIc3DKtTNs20yOjWx6y2297uvTSu4VgqbepgggW1J0Ev5BImnGI1JK6OptRbVDWkBfJdSfYRJsRXbPCnWiWSiJ8rg0SZFEcb2WJrpvyxANgqa0deHo2KOSNeXd2tDIOIzDosWMH2T1urn5D994Ge75hX1QN/wzZjKTYyGb3nIbc/0skCkVwLU2FIRTbCzEuULfg5LcUqsjTFZTaRRGi/Ki8YYsbjunHIkmSVptaRes0mdg+ft1qI+o3Cpt3Zf2V6UKCS0sRFeOJlhMlG/jZ5z7DeuYQ3I1QoFG2F5pzjRz60IPaSmh0TMtxzSiS26sk8Fi1Xfacn838bvfvBSj9+zC1r//FsqHH554nTOZyUZk0ys3KaGsyjVDllRHqTJKLSXXMKZ02VLJmSYojNISKMK6MWhWEV15+D6m3K7mdpskMp6V1qpK6u+eaY0pP6rxLEUWd2gbWC7nMe8pirqmFTXW6fgOWGSxtnXh2/2BXdPSKpRwluGC7iPzpWs9UbrWtxle+55fxqlvvQ2md/eGr3smM1lPNr1yKzwejWJPKWA2bbc3RMbuplQGDB9RI295hMA5QS0ksaVGqrhoPA1kKnxPUtlkBoFTrq4hsxyjxOCRQjXQvkJh4IL7/jNSWDwuk/F55vWQz5crYigu+diuP4NFpgq2cMltl8QDbT2M4CEAgaY1/veBH8GT3vVNlLP60ZkcJ9n0Mbe63ghAHOOq26+wMTU5wymUZZAsCWUf03MRk62Eh1R1hpKF9dPECkmJ0r5RjwZZvuXhKkZYqtpnT5tqxIqssBnHyQjrRvRHgTpci+SLiRhHct+xqq0KriUtkDlqcZujZ1vomhY+uXIWvvbms9ftSDWTmRyNbHrLTWY9gZC1k26QbBBDdZ7av7hEVUQB/gLgpAIAJoKk/gvyvLkeifMFLjlyX2N68xjcW0XLJEWn22O85IuOn+sRFn2ZFADO/MrkiFbWKSOfWCBrlCw8wvjlqvTutAKh5twxh34+GphXAxTI0DVznEghQsprHz4L3f9nL+Y++4VJt20mMzlq2bDl9o//+I948YtfjL1790IphY985CPR99ZavOlNb8LevXsxNzeHCy+8EF/5yleibQaDAV772tdix44d6HQ6uPTSS3HfffdF2xw8eBCXX345lpaWsLS0hMsvvxzLy8sbvkBJU0RCyQUqoZKSWnKOojtkOl3iYIimGnERuLFx4kFac6Ram14pAEkrv+QWSKgInZ+ug4+pArMwX2fFtcjvCM4i6dGbwtozHgJCZVJca+ot1dVyzv8vyAW8ey1xgm1VoECG5bKDA+UWPFhsxXI5j0PlPP7bV56H4f+9BP3ZL1WOcyYzOZayYeXW7XbxjGc8A+94xzsqv3/LW96Ct771rXjHO96Bm2++Gbt378ZP/MRPYHV1lbe54oor8OEPfxgf+MAH8LnPfQ6HDx/GJZdcgrIM9tTLX/5y3Hbbbbj22mtx7bXX4rbbbsPll1++4Qsk4Cq5T1WF7qZCAdbFwCQRZcsri5RmO6omEGVZVc1kUoksONGoONqmApRMYw7tBJ1E9a6ip2h8vNA8h1zLDNaBlX2yYV4PcHJjBQAtDjYU32uHfaNrvGd4Mu4bbsPBUQd/ee85+IO/vgQf/p2fwGm/cj/Kr35j4vXPZCbHSpS19oirXJRS+PCHP4yXvOQlAJzVtnfvXlxxxRX4zd/8TQDOStu1axd+//d/H7/8y7+MQ4cO4eSTT8b73vc+vOxlLwMAfPe738W+ffvwt3/7t3jhC1+Ir33ta/hX/+pf4aabbsK5554LALjppptw/vnn4+tf/zrOPPPMdce2srKCpaUl/P7Nz8HOxQKLWT96uQnmkcIwCl9kTi5YrkYcFG961D0pS+PjUoXPoOaqRFsNuQIgVyNWhH2bsxIlhg0p0j11Gcpg3UnXEAjAXBmjo4YvBEiWmdtMORdbEkLS8SgLSnWndHzjrdXcc7eRe75czqOjB1xoTx3padtvDnZjtWzDQOF9n34OfuD3ZhCPmRxbGdkCn8ZHcejQISwuLtZud0wTCnfffTf279+Piy66iD9rtVp47nOfixtuuAEAcMstt6AoimibvXv34qyzzuJtbrzxRiwtLbFiA4DzzjsPS0tLvE0qg8EAKysr0Q8J0XuXSRxL8prVUhelbft8zadD4pcuViVcNYovAYHhVmZo10sUVLmW5BpG40r44jJPGURKJq4ICFUIRPnkKMgNOnoADWeZyXPkqsS8V2KZ8u6mp04iZWZsKG1b0Gv49vBkrJZt3Nc/CR/+0+fizKv+ZabYZvJ9k2Oq3Pbv3w8A2LVrV/T5rl27+Lv9+/ej2WzipJNOmrjNzp07x46/c+dO3iaVq6++muNzS0tL2LdvH3+Xou/dZ84yqoJSAFQh4Fy8ti54OwrY5z7LmCodstbqGiLXuaXE6it/5L5xP9LAciLdzhUzxzWtaV1r0zdrod4HlPUkRSx52JreInSWoQMs97iaIWDndjcOQfuqB+oin6sSf3/zWdjzthtnNOEz+b7KcYGCKBVbJ9basc9SSbep2n7Sca666iocOnSIf+69916/z3j8i4RwaKnVJjs0pcIF8rDeFR156y0oSa1CBUCKZ6vsMF9jNbrzqUprTnauZ245q4KbjColaRnq0fFVBwABkDX3MF0t5zD0AN3Vss18cKXVGArLkBRuRw/YLX/X556Lp731QeDIox0zmckxkWOq3HbvdgSDqXX10EMPsTW3e/duDIdDHDx4cOI2Dz744NjxH3744TGrkKTVamFxcTH6IQl1oNVJA8pk0stOSitkQwPOLQTfQy+FtgqgVyKvBAK7CP0AIVM7TCw7qQQlc0h1AsBGlh7Vlu7ODyFXI4Z8BBBMsLbIrXQsITrC7vVtE13TQssz566Wc+iZFoxV3krM0FQjdPQQJzdW0FYFFnUfuSrRRInvDLbjX/3+A7MeozN5TMgxVW6nnXYadu/ejeuuu44/Gw6H+MxnPoMLLrgAAHDOOecgz/NomwceeAC33347b3P++efj0KFD+MIXAhbq85//PA4dOsTbHImkbid9ljZrAerdx1oGXK/4hpw5zZgSiawvSmBQlUAa/5MJh/icqnY8bEV55djRQwc8Jtyer2Kg7bZmPXT0gKnT+56+iRS7ozFSTF0EhKoKdz7Xqq+jhmy9UfH+jQ+dhnL/DJg7k8eGbBjEe/jwYXzzm9/k/++++27cdttt2LZtG0455RRcccUVePOb34zTTz8dp59+Ot785jdjfn4eL3/5ywEAS0tLeNWrXoXXve512L59O7Zt24bXv/71OPvss/GCF7wAAPC0pz0NL3rRi/DqV78af/RHfwQA+KVf+iVccsklU2VKq4RiYCWVSImXskRoGFPCoKlCkD4qkWIqbM2wDgNfFA/CfAUFRVYcBeKl6+pcYkdgGf53+2S+4qC0oluVZNal4veqHg0+7gUeV1CuQVllPikAbM16WDWuv2hmDQ6ZOZcosYEcgBRfrkpszbrYnnWRK4NV00RhG3jNl16OxY9swUm3LcPMeNhm8hiRDSu3L37xi/jxH/9x/v/KK68EALziFa/Ae9/7XvzGb/wG1tbW8JrXvAYHDx7Eueeei09+8pNYWFjgfd72treh0Wjgsssuw9raGp7//Ofjve99L7IsuGrXXHMNfv3Xf52zqpdeemkttm6SyF4JALFgxPE3YsmV/5dQQBobY+Cva6AC4cY6ZZOPKRxWqtAM0E2L9VNMXdrmL/RCtayoxhoxeze18AmC0mp0bYvhIuR2F7bB3a5cq755/3kmQLuW3WxyW6lD/YLuI4PFwx6k+/BoEds+0EHnr26aEDmcyUy+93JUOLfHshDO7T9/4UJ0tmSY1wNsb4S2dEQwGXqJjpCjZPiG7OQuGxNTUT0QMq2hkUr4Dgi8Z6VVoMbEHT2IxkDxtQJxu8GhcC0lhMV4EgAqGZPKkvB0PdNiJbuQraGwDcaj9W3ukgbGJQoAMAlAWzlSyhLKQz8aXCuaKYOtWQ9btet8dfPak/HQcBE3P3oqmq+0GN0bV5jMZCbHS6bFuW362lISSigw5iuJbRFzSKaMbxYcFEnh/ybLjeARpQfqUuNm+i7mONMeVCt6mELg3VQc35Ot/mi8aelVCYUcIW5IkJCI5cNmWMj6XNy/UraZkqhrm9zeL1OG4SE0bg34WlM3V6SQqfqha+ZxaDSPGx5+MtRbT4a+9+Zjc5NmMpNjKJueFQSgPpkqCuDXlVyRJRVztikGwGZCoQBgUGzhlUWuRlyhwAoNmutPC8FAK5VTVXs/GpMUquGUrq10Y11lROmrJQqHfWNXVTEurumVplNylscb1cUqy5UIkl6JlHH/T3ejee1Msc3ksSknhHIDAj4NGMe7UVxq6Cl/JI6LFGIVEJiEiutJhkkgXgqVQUkMGhNdqnGa8lQBywSBVNA0TuoKv71xGF3TZGXcF8mJoa/YoCYwDvYy4muRiY9M2bHu8/cMd+Bj//25OOkjX66cj5nM5LEgJ4xyAxBhy6TSkH872EOwyiSFEFlijHUT1iDxtQGirwFCaZZWgcWDmsZQGVPXx8giC6yiUoGOndIaSWkr18pvuZxHz7SiDCltS1APqhklyqPouJ4lhJq+LJfz/rgd3Lm2C7s+8R2Ybne9KZ/JTL5vsuljbg1VAmgwUSNBLQBSZEP0bY4mKEgv+5l6qiBlGA8G5eJgTQRCx7Yu2KWk/9nSsQ201dCVL6mQZKDuUMT+S3y11KErrUFNe5lSNpcVoI/POaqiUNVANaGEwWv6bYY+ybBatvxcZFHxfwGXRLnm/vNw98378ILnfwlnzO9HYTPcvrwXWX/tuN2zmczkWMimt9xk7Wcd35kRXGgUnA/7h2C/QdztiqsSrGalFX7LOlEL7ZvHSGhIHa9bSnqZAosJriG3p+xp1AgagU5cJhtI8VJtLFmDdD1fX9uLQz7JcODP9+G037oRX776Gfhmbxe+vbYDD370FJSPHKicy5nM5LEim95y08qi4fsbkDtIygBwyqOti8hlHdrMZwgpNuWVl/UxMd/9CQg0SKH5TAwfoXN1NLz15wHAijBrzmaTZVJ1cTdydUMH++rtiTSyi5Zj91CDKOZG8JAhswg3fNOWHIXJcPMV5wAAuntaOPnjt8MAmP/wF/ClxrmY/24fu274/FHfl5nM5HjLpldugFM4xmcsgVBylVYgRN2x0kA9DKh1Xdjeu6koGctWwroGyqJKgKRQGScCMgSFKwvYg5LTiBnfKuiXRBVFGpsjOiOuVoBTtB099EXwiuOLnExQBnetnYzmtw9gdM93sAAEG9JabPnfN0013zOZyWNBNr1bOjR5lP0jFzTtbAWEyoASSgTfx6dIupOUVCALLnwe9muqks/HxJBW+U70of1fKsz8QRlS/0NWptxHNp8JnzVAHeS3Zj20dYGuaXJnr1yNGMirlas7/Yf//cMY3fOd+gmdyUweJ7LplVvfg1uJhihgzwJ0ghotA3F7PABjZU7B4lO+5MlWbked5kmIkYOaslBygxRVXVcsOk4VaWaVu8r7wWJRr6GjHTPwStlmTjZ5XpJFvYbPrZyBU/5ipthmsjlk0yu3gWkwrAEA49GqGsMwfowK6oWFR0pRtu4rRRAeCAF6Ko+KWD88fqythtF508oCOjaPqQabR8qOlWPC+5Ypg5MbK+jbHA+NFrFq5sL5+JgOlEyQkL/7p2fOyqhmsmnkBFBuecSvVhV8J6li0JVdrUgoLkYZScLDceF5wporrUTAuYAEpOUeBh7CkQplXGUGNbCZqNrPcjXC/tFWrJZtDEw+xhhsfKxvIVvjPg9bvr3pH4eZnECy6Z9mqiwoEawxiqnJBioAuI4zdTGBKnexju9tnDk3tqjsmKIhAK/sUC+pxHlfr0SrxkdCliYRVgJASxeY1wPmmqOyK2N1VHmw+qQZr8dMNo9seuXWL3PuGp/BchMViWuTdZ0yuSAxaVIM4cc8bi0AYKkRS4WCg+K4mwP5OveUOlD1TWgmk1pwaePmtEpBUn7TdhE+j2pKfY0sZY2HNmO2j55p4Qd/6G40nviEDc/xTGbyWJRNr9xGolgdIHYQNebWycQCKY4Q7B9XNrKHgQzOM8C3xroK3eGTpsq+9rVvmpVgY6Y1Ytd2PNFAmeChuF5KYJDFxuOA8U1jNFOTX7jjDhz816Gxzkxm8niWTa/cSqvQK5vRZ8Yrkqqic4qjAcF6y5SNAvtcxkWMvgj9S6UQXo5rSr3b6Vh5RwwdoQJ2GX+T1iXtS8ckBVdCseImhSxjho6DTnELQre/4TrX3ENUSquxalxsrqaIYyYzedzJCfEok1uaSgr7ACSVUegUDwSlJmmKxjpb+WxpalGVQpFSIL+tCuZTc2MM8TDjrS8Z54syp966TK9JK8MWHUmuSnaDc1Wy4nafD8O1WT2WTJnJTB7PsumVW6Ys1sqmZ8oNFk7aDUtaSq5dnxGfh+B+gGlY7ppFkiYj6howU9MWErKqhuJczkXNo76kbjz11EtV5+3oAScXmqLXKilY2aEeAB796R6yk0+eePyZzOTxIJteuWkAxrtvVeKIG8uxrCQQis/TDlmAc3f7NhewEMH2gaBg0iwrFeavmDaA0E3esX1QCVcMNpaW39j1iRhcKnQdA5Oj79l3JVQlg8WBcguGNsO8dpbd0/c8AJxUT908k5k8XmTzKzf/IveMi7ulyH4qpCehWBpRjBurQq8BqkZgl9VZVT3T8lZWVtmP1O2bNEiGRVtT7G3E4F+AulOpWMFxgiAos9QFpeOGTl6hVGvgx0dKvql8vwiTM8HllqyPu//36Si/8a0jmeqZzOQxJSdE4byGxci4mJKMOwGhDIpiWpQA0MoAFp7EUaFAA5nHhFGzlzZCtUEJ11WrhEbf2ui78fEE+AfRdxvPCcc1rcQ+goZo+ByUGlDfW1V+lynL+L1clRiYHG04pbpi2uhb157vpsNPwcc++2yc+X++ibL2qDOZyeNHTgjlBjhraGBy5Fnp+xkoZNAYIjQ2LkF1mk5CVtIrPRtnPZnFQ1k0ZeMZ6eJSjwMrsrHE5oHADSePR6Vd1AjQUZBbPr7E00lxBJgB4sHYOt+diyjFNQw6aoiHzSIKm+H+4iT882//EJ76iZtmim0mm0Y2vVs68oj+EKDPfGaywf0MZECdLR6fkZRB+FIkI2QCoulhHXHj47BuVDV+ARARRAYaJhuVdg39WNlVZUBuYC2hv0kZV7nGFMdbyPpoqhJDm2G5nEcGg//1rfMxd+M3jn6yZzKTx5BseuUmAbgECXExLB2C90nBufw9nkjQjEmr2mZg8ojpY1IpFrnI1J3KfTYKbL6gjG3GSo7YgNN2f1LG4nC+5KutCnaFV82cK7/SBV57+qdx4CVPr5/EmczkcSgnhFtK9ZhrZY6+di839RXgPqEmBvpS3M3YHNr3KaUYHElpXR8EAIA1Y1CQvs05EyuVJrm1pNjSLlmZd0WhAFjAIPMNXqjFoAEwAnyfg7CfjZIP3O3LJyvIPW2rAsvlPJayHjQMrv6Ly/CkD/5zjX05k5k8PmXTW26Ag4JQdyfjsW6GY1oxdKOSmQMh9maEJUhuozuHZiVCfGlVwGHalo9dW6YV3FNSqFTBQJ2sSqvGzkHZ0rTelEqs5Bg6eoBHyy047S8enHWymsmmkxPCchuUDczpIUbI0Cub0P7F15aK5X0PBDXyCtCJERYW4EubvG4rk0QlAWNl6RbH6bwFJoUytPN6wBUJzn20gM/UQmkY62J6VPxO+8LA934Amv4aeCySgJMUnLdUO3rAynVr1sOKmQOyE2KNm8kJJifEU03uHODrOEWlglMaGVtBFHgvxT6OZSPEv2Qwn4QssKbPRgKBTaSu8QsQ4mNkiZGkcTRXH2rY7SxsgysYaLwklI2V7CCkTLUyWCnbWNB9lzXVA/SfMAPtzmTzyaZXbq7oXWFoGmjpYoyqyGVNXbDeFay7ZABlKCmL6QC3cS8GKaTA2qqIEgLEHRfh17wQXIP2N0JJUSaVzkmF7vQ/KbjgqjbGXOoyUcJUKF/YBhb0GvaPltA3OVZOi+ONM5nJZpBNr9wAp+AKk6GhiQ8t0Inz/yJ+RpALynbKfqCpGBuUCyAolUSNKDVvWa+EisYk618BD+Xwyk4qvBLKZ2cbDBHh2KEkA/BMvuQmt3UAI/dtjkNPPZJZnclMHtuy6ZWbBtDUI6yVOSsGWdYUCuQztuqiqgUERUOuad8rEbLySMERiaXjagtJACMsNFJy0qpyzV3C9vSbFCRxv7lsbMDh0TX0TDPqS0qfk5CybHvLdXdjGatmDqXV6Jkmsr4CVHWR/0xm8niVTa/cGrpEpixGVmNgGsF6SxhCBiaPaH+4eTLVhvLv8S5UdIw6ywygrvQm2ScoV4dvi2N1bhzBbZVjSckqe6aJrmlF7rKEhTRViQW9hm3ZYRwot2C5nEff5vjIfc/Ak//ga4CtL+WayUwej7LplZuzwVx96ED0MJWWEym1vo+9pW32JE6NpArmQQpOuqWkkNIEgbSsSKESQ4gbX2AVCRbcOGxEHqdnmlgxc5z0kJULrvNWgXuL7Xh0tAV9m2NgcqxetxvlwYPrzOJMZvL4k02v3Fp65IvNLbplcyzzmQbhAxNuxjE4AFxDCsQuIbmcRlQuyJ6kstB9WHE+ICi+tHHM2HbCeiORliT1iFgxc5z1Jbe3owdYNXOOwcSXiN21djL2fej+9SdxJjN5HMqmV25aWfcDi0EZuqsDiJIK49TdwWWVGU5SVmQNUd2qhI5IpQgIuEfCnpv+TY2jMwQqcy3+Dn0UqmmOSMkWNkPXtCJoyYJew4pp8zYDk2MuG8LOMG4z2aSy4Sf7H//xH/HiF78Ye/fuhVIKH/nIR/i7oijwm7/5mzj77LPR6XSwd+9e/MIv/AK++93vRse48MILoZSKfn7+538+2ubgwYO4/PLLsbS0hKWlJVx++eVYXl7e8AUaqzCvh2hlI/RGTfTIelMGdSSWxH02MMGCk4XwpKxk1lJKYTOuF007wYdxjRe+U3E/HZuSG1WF96FqIm78TMcpbMZWWqYMuqaF5bLD+5RQ2NM8hMGp29adw5nM5PEoG1Zu3W4Xz3jGM/COd7xj7Lter4dbb70Vb3zjG3HrrbfiQx/6EL7xjW/g0ksvHdv21a9+NR544AH++aM/+qPo+5e//OW47bbbcO211+Laa6/Fbbfdhssvv3yjw+UMY0MoM13Dg5ZaUgFzJgC9NYkFUlJUniUzsiST+o3SPplwUanSoAr8mx6PFJbEyRHQt29y7B8tRYqcyDjv+veAnp+fOK6ZzOTxKBsuv7r44otx8cUXV363tLSE6667Lvrs7W9/O37kR34E3/nOd3DKKafw5/Pz89i9e3flcb72ta/h2muvxU033YRzzz0XAPCud70L559/Pu644w6ceeaZY/sMBgMMBgP+f2VlBQDQG7WwQ/cwlw3RUCVWizaWGmvIfXd5irvlqsSAak69i6jhISLIkFkblVeROwrEik4ri9KG7vZOSQa3MRWpNGWcb14PoH0xPvO/UcbVl2bBGkAFS40k10NWzhqakwwDbxWSC9wzTfzKs/8R/+uqF+DJ//lLMP1+5f2YyUwej3LcAy6HDh2CUgpbt26NPr/mmmuwY8cOPP3pT8frX/96rK6u8nc33ngjlpaWWLEBwHnnnYelpSXccMMNlee5+uqr2YVdWlrCvn2u/2ZhFTQsclWioQ0GRjZktlHcrUpCkb3iAD19TjJOORRoyKmCoAp3BgTAMAF9jQD/ygY0zCUnmD60pzIqoVCYhnOjTSPg7qJKjCwaB7nAfZPj8p/+B3z9rT8I/Yyn1c7DTGbyeJPjqtz6/T5+67d+Cy9/+cuxuBjqF//dv/t3+Iu/+At8+tOfxhvf+EZ88IMfxEtf+lL+fv/+/di5c+fY8Xbu3In9+/dXnuuqq67CoUOH+Ofee+8FAIyMowqaywq0swK9UR4xewABiiEzm4WJjdrUOpJU35KBg45NtEppM2S5r0xWSNeTgMZEDS7xb7LetalGIYPrExwEaalSpoXN0CtbEYiYxvgLP/pPePA/GWRblyrndyYzebzJcWMFKYoCP//zPw9jDP7wD/8w+u7Vr341/33WWWfh9NNPx7Of/WzceuuteNazngUAUBWIeWtt5ecA0Gq10Gq1Kr/rmxxtXaClS6x4MO98Nox6gaZC8TnXJCZYa7kvXcpgmCFkkuU3tA0P4XCKCsKdjbFsQZnRd1FDGhWIMp1LGhf0s7KV7rJkCvFWKvHCyTrVwmZ4tOig9RcnoVz5Zu21zGQmjyc5LpZbURS47LLLcPfdd+O6666LrLYqedaznoU8z3HnnXcCAHbv3o0HH3xwbLuHH34Yu3bt2tBYWtkIA+Na2hHm7XDplKC0igDBheaVnrTe4qykiWJlsns8AHYXKY4W6k7jqohUKInQNa2xJIJkGokSHN5io9Z8LV04SIlIiJDFSTWlVUru+m+dgaW/uhUwsy4KM9kccsyVGym2O++8E9dffz22b9++7j5f+cpXUBQF9uzZAwA4//zzcejQIXzhC1/gbT7/+c/j0KFDuOCCCzY0nvlsiLWyCa2MSypog9Ui9AzVUTIgWEF1UBHKQqYF81UAXMkDNxTb8rEqpr9rWlwMn27XVkNWrNRysLQabVX4DvbWVzm4a6L4G2H36LpIpIIb9XPYUTHlrM5kJo992bBbevjwYXzzm8F1ufvuu3Hbbbdh27Zt2Lt3L/7Nv/k3uPXWW/E3f/M3KMuSY2Tbtm1Ds9nEt771LVxzzTX4yZ/8SezYsQNf/epX8brXvQ7PfOYz8aM/+qMAgKc97Wl40YtehFe/+tUMEfmlX/olXHLJJZWZ0kkynw1x0C7AWI2WHqGhDPplSCqklhuUQenhIlR/Kt07sr6kS6e9e0ggXFhfzWBDYxan2EaASnjbPEiXYR9c8aCi7UgI/0bnMcjYAnXtCF0HrFyPUJgGesaRcxqfHS392F12uMGuNw7ls/rSmWwq2bDl9sUvfhHPfOYz8cxnPhMAcOWVV+KZz3wmfud3fgf33Xcf/vqv/xr33XcffuiHfgh79uzhH8pyNptN/P3f/z1e+MIX4swzz8Sv//qv46KLLsL111+PLAtW0jXXXIOzzz4bF110ES666CL84A/+IN73vvdt+AK3N7rIlEXf5FjI+ug0HExiZRSsN54M7+KRa6pFmZUL8odkQRqwl64otfqjzwCwlVfaCfxugs8t/U4ylcgx036A45KjngrS5TbMGWd5LGSxlVbj3v5JeMqHBpjJTDaTbNhyu/DCC2EnrPCTvgOAffv24TOf+cy659m2bRve//73b3R4Y9LUBVthuSqRa1cyNTA5Ky0I1zPQIinGu6VCNZwyuxqypJYbz7ikg0ZpQ6u/up4J6bH7yJHbEqjInxDtOAC24KDcsfs2Z0ydo1LXTOUkLTbiddPa4v7eVjS/+SBG46eayUwet7LpCwuXdA9b8x4OjeaQqxILjT7a2QiPDudRmAbDOIj5lqAVZPlQHIsK0CWrLX0HhEqI/3977xokV3WejT5rrX3p7plRSyOhyxgFgw2YgFC4OCASO8ZxBMonSIKrgg2l45wiwq4yuFTAOQlJJVDnh7GdsnPqFE7CR+HEEGJcqRhwfXYpH8Rc7CBhG6MYAybiZgRGQghprt37stY6P9Z61167Z4QtLIFmz3qqujTTvXv3nj3Sq/fyvM/jg7Ioek9fG14ZUTGor+ZkyDWrBUxfRmlQB87stVaf17d9OuecZY+JeTXsoAwutfJK1IMbTafx1P8zhmL92UHXLaAxaHxwS6ylHWU6hswrUeqKXFtX1qi00gaztrmzOG9dyptozqjUmcT4Qc7nqh0Mvk7bm+nE+eKbs6ao0NWQgVem0VSSAsB42cHtX/s9vPaZ49Du9vHiHwiwKJ7zswIC5hsa7341zHtYFk1id2Z2K0dEH4uiDFNFiomyhY7IXGZW6AgdnjlVXSLFcsze46xnbKryNkUlfukHSc4UKGw4rhoMD67Fcndunz/nB8savARRwPiu0hSVVqxGxAxGRA8ogUnVcuUwkXYB4F/+6/046YuPQWcZ3v2ppUBeQBY5AgKagMZnbrG1z4u4RF/FSHmBtsjBmcaUnK1cO+hjOhdoJUu4cnL2wjw97wtR+nJK/pbEwaSM/F1WpdmszxCeuTRQBS76DJ8SQqBByUu9Ubz3HyS03ceVr++DtPu4AQFNQOODWwKJRaKPbtTDlEwxws3XLVFivGjP4rFR4903N551jBf4TJO+3oo3pNrMNfCHbDboK+QOqozQ17S/2mKFK2t9+AFOeuepS5NXJbcEx7hs1/ZpAWD71jVg23986Dc0IGCeoPHBjTOFFiswLPrIVGSNkHOkvEQuBSZly6lkUKblex0M0i6o1PTFKf2MS0BBaYa+ji21pOq3kbglfRb1yPyems+Xm6s352d9fmDz92Orc2lkKkamIpOl2qB8x0/OwfH/75OB1xbQaDQ+uAGG/9UVPRdIOjxDWxTgTONA0R7grxlxSApKFdWjatRXwYnPWS6S5yk9l3uL7CYbnL1KNRjgZlQyR8Y4O0ujc/nT20G6ScwkZpQR6sx0hKX/3oI8MP4r3dOAgKMdjQ9uhoFfYqmYQspLjMsORkQfi+MZtESJXEUoVBWMaJhAJsymRKxTOvxzA7N7Zdxmh77sUKXeWy9ha+WkpZNwpmv9urlWu2o9O0djqagrmRWoXBGPY3liemlTMsXOqeVY+oPXD/1GBgTMMyyQ4CbR4jlavDAKIazAiOgj5TZoOYOXilPGPTIvUPdYoOyt0nirO10BdR24QVFLmrD6wdIEQlajlNDzTvoI/sSWW16cKZHJ9IXIuzS86KsYY/EBdHiOUgtse+Y9UM/+7PDe5ICAoxCND24UnIZYjuXxhFMEGRZ9jMR9cDsw8FU0/GZ/h+c1LpwvP06ZnYRxbqf30ZDB79fFrHRlrz9p9cGt+TIdSytbfoY4GOD8IUWV6Wm0WAkBjUnVQl/F6EY9FEpgxXci6ED3CFgAaH5woykhUxjimQsINMnkTKNQlXO8+bPyCU1skKBzEHyibd0seW6VET8w+abMdd8GZied0aysbq4+GwU1P4jSNZH0Ee3JdniOx/Yci9GtO9/KbQwImHdofHCjfcsEEqNiCi1eYJ8cxhDP0BFmappZHph0GVDkSLxE6xiEH7gGG/11k2XtrPSAQeqHrnHfCLS3SkFLWFNp83mmJ0eTV/O5dd02MyHOsVjMILUabikvwL85Cvn6vl/5ngYEzAc0PrgBlSFKwiRSViKzfbeUlYi4nJty4XkVUJkIoDYplQO9Op/MS+8FKmeq6vm5MsH6NgJlhqa8pYEGm3V+CoKDpOPElsaLeA/SBteRXUGvLWDhYEEEt9xmNB2eYTSawqRsIWYlutEMOjy3JsjMaKrZINHXMaRdZG9xIwYJ1P0IfCFIgi8VThnY4Gv+5gFldr7opcnOKJjqWmZIgwTfIIY+j7I5yjgLHeGA7LiJ8fgJYW80YOGg8cHNHwQIKIyIvpmOgmOE92ru8z4o4FDQoQDnByu/LPSzNyoz/QFDbREeswcKNHmtk3SZC2T+dQ0SfMl42u8Ztng1NIiZxLjsYOlTwbovYOGg8cENMLubOQzXbLGYBofGhGxhyNJD/KV3oKJT9HVc+Q9Y+kiLFS5b80vS2ud5z9H6FT2vNLPn4LMGDP5SO52f+muD56/5lFqaiJnqmh5gXyXutRmVYld/FMnPQr8tYOFgQQQ3oCoRKUjNqBQxK+1Uce7sjUySKXuLWYkR0fcUQape2qA6r1l7it05/Nf87QU/E/T3TquVMGa116opbNXrqw8SRnh1bfvksOsXprxAxIPxS8DCQuOD22DgouknkV4HybFzbSH0rWovNfg7tuQbPNbXhaPAl6kYMyqpvTajUkfh8K0D6T1+r25Gpfbcc01ZI1ei+uKVNJ2dUG30dYJMxejJ0G8LWFhofHBTmjkTFsCohBwTTbpsp8NzR54FqnIQqEi6gwFuiGcYthmc39OjgBSzEl3RQ4fn6NvsrSLm+numyum+VbuqRPKtVH/z2rChrivnX6+AsmRi8/yUbCFTMfo6wq7pJdBT00f0XgcEHE1ofHDzCbOA5YDx3AQPcCR2k4BD19RABrcIfFs+2j7wDWX8wEYGMUC12kU9NiLWmnNWGwU+r80/t3/cYJYJVBsTPsfOzwTp+14ZA6K+iB8Q0GQ0P7hpXsvKBDQW8xkMiz4mZAsjvI+OyNwxHLom7kjByjTpq+xtEe9hhPeR8gIpL2plJ2CyLX97IFMxOjyrUTfI7cqnb9BmAV0v2QbOBZ+WYgxvqs/zzyE1x6mLd+OFT773sNzTgID5gMYHN0JdUkijxXK7hVDfAQVMtlVler57fLUWRVptg4vuBD/bou+JWhKzEn17LpJAoua/X5rS+32fBPrsuXqD1YS1vnjvLP7ioN8WsHCwIIJbzCQUuFW2NdSKpdEUplUKwRRGuOF/SS8T8leipA2CABw9REAjsUHHJ91WpjAmqHV45l4blx0AcPSODs8wInpuvcsXnQTMytRSMQVhp6a+AcxgQPZJxe5nUBE4NKTm2DlxDN5z+57DfGcDAo5eND646YP8iLRxUOjIcN0GykpfjJJAGVDuUTko65pLjsi9zwZUKmuByjow1xHG5ZDLCispJTar51f5KZApjXLnJxWR2mDCbl1kOsLOp94F9cJLb+0mBgTMQzQ+uAFmQgrAm1JqjHBDyJ1WKYZ4hpiXroQjGSQqJX1bQKmN8zutZxGIhuF7jtJ0lHppQJUVknEzceHo2siOj4YQE6qNveWIUdJVSW0TYi77QbeIrzm4Dao/7y/Gux4AdBlslwMWDhZEcCMUA3LfZNxC3yvrMg/A6bs5QUrK0piy5siVU5ZgqpbBmRKSuz4aDRKENymlzQG6HiopHS/PPj+jktqAY3BBfnCQ0bI9xMxOd/cUi7DtlXdj5IH/Pnw3MiBgHmBBBDfOTJZUEWS1XcWaQd9KEfmZlenRsVqJJ6kUJIeqgVsn7IJ97TOtPJGbxHpbDIUWjkg8iLlsBeda9/LpLb7SyGg05bLPN/Ih4NEu5P79b+neBQTMVzQ+uFFAS5hEXyW1KSgtzudamKV4zJ4m+lsDSnMkTCJhpZMi9+F/X2VwzAbG6tyDgY1bb1Vft61lJ7EAaqUyXZN/fb7s+ZRsYVqlWBGPY18xhGcnlmHlo2FhPmDhofGO86YULazMUKumpkGkWMNHK13JCcBNGalRHzNpgiAvwLVCjggC3AYeE4QSJtF3K1CsJnHUV+3aNkOhhcsWBTRavIBU1bXRazEkYmEMXyZly1wLAAxsKhA4U5iSLfysvxQPfvNMvOvhHvqjMTqH/9YGBBzVaHxwm1QpZpTJjJQ2RFzFMrNFAFNK9rUVr+QFpmQLCsyZycQoqxUsnaCFAi1eQCnPjo+ZpXUJhoSVbtk+ZqWRKfeGDQIafR0542RfUddosNVVQVJeoNDCDBPA0FcxuBgsig0og/vyjz+AE/4/hdWPbgO0xnCncxAacEBAc9H4srTQkaNuAEb+yC9NW6xwGVrMpPNT8P1KfcNmmlL6oH6e8kpVGkTk1uDFDBs8z1MwNyioG8mYda4p2bJEX1Nq0vRTgWFGprU1K7pOALj352vx3s9nwPYfO9NlNTNzWO9pQMB8QOODm3TkXcMLm1AmaABECem5QOHWomwAI+qHOY/puxHxl3hyNCzo2wX4xNv/JJ6ceU07IrB/XtPHM9letQlRGdYYykmlIAL461Z1g5n7974P7U9HUP/19BG9pwEB8wGND25AtVNafV9x10is0pcNUkQXGXCbp2CTD8iHA3AbENValq5liErX+2KCKfc5fRW7RXt/xYoz5YxlYl66wQL9TMSRo+t77rVlkM++eJjuWkDA/Ebjg5vSzOqaxUhs5kOyQIDxMxVQLsD4tA0/k/P9EiZl21nmkRUf9dAAEzC7YtoGOO7UcUmEEjADC47KUFnawFmJalbKIy1e1PpxBPpMIgEzFnZHAwIIhxzcHn74YVx00UUYGxsDYwz33HNP7fU/+ZM/AWOs9jj33HNrx2RZhquvvhrLli3D0NAQLr74Yrz88su1Y/bv349Nmzah2+2i2+1i06ZNOHDgwKH/gFZCPNeiRtXwybxULgKo0UEowwJQKyMpoPgL7X6WR3unsZeNUanqhgc2EytU5DJC4rG1WFGzE+xYsjH13MRA1kh7pB847nmoD5x+yPcoIKCJOOTgNj09jbVr1+Lmm28+6DEXXnghXn31Vff49re/XXt9y5YtuPvuu3HXXXfhe9/7HqamprBx40ZIWTXWL7vsMuzYsQNbt27F1q1bsWPHDmzatOlQL9f1sGZ0avthhtdGmVjMFIZ47spBIuIqr+8GVLpstFDf13Ftp5SCnz+88I2YqWfme5H6PbQZldQyP7qGFiuNmoiKEPMqCNNuKkGB4djWfrzwSQ3eCcSPgIBDpoJs2LABGzZseNNj0jTFypUr53xtfHwct912G+644w585CMfAQD88z//M1avXo37778fF1xwAZ5++mls3boV27dvxznnnAMAuPXWW7Fu3To888wzOPnkk3/p6yWljQnZQiuqhgA5BFq6tMEtw95yBGCGXzZjyb4pU4gBSF5NNqkUzO3OKIDaEACscogXUACrr2jlVplEeF6j0m5AKKYcv412U51wpp2yUvZGGabyzqHAcN7xz+N7X1iDUz7/Cspd9Ww4IGAh4Yj03B588EEsX74cJ510EjZv3ozXXnvNvfbYY4+hKAqsX7/ePTc2NobTTjsNjzzyCABg27Zt6Ha7LrABwLnnnotut+uOGUSWZZiYmKg9gKpk6+ukVor68kA0+fS/pnKRhgNAJXxpmvjMrW4J6zpPAc7P3nxlD+6yuHJOTTZp91GlJm/SKrujCas/VKCvuXd9bVHg9DUvQi8amvuXExCwQHDYg9uGDRtw55134jvf+Q6++MUv4gc/+AE+/OEPI8tMD2n37t1IkgRLliypvW/FihXYvXu3O2b58uWzzr18+XJ3zCBuuukm15/rdrtYvXo1AKDUwpaUrKbKm3s2ei1WuODBma5NJN2WAa+GDSZYxrO2Hcx5I8Ol01VvjNa1gIFgZ3t6NDml4ydVyy3VT8kW+ip2gZR7Aa8mwGnPMywyDMcZ+u8aOejvKCBgIeCwbyhceuml7uvTTjsNZ599No477jh861vfwiWXXHLQ92mtwVhFl/C/PtgxPq6//npcc8017vuJiQmsXr3a8xOoXN1pW0mCQYEhZhItbuSPHEfN7pQSiVdo7VaepHWXEtCmjNR2lxRVwHQqIJ4EEvTs283tUEHabQQJ7ugf3Fur8lfDfNl0P2vzz9lbGiH4XQUsZBxxKsiqVatw3HHHYefOnQCAlStXIs9z7B9QqXjttdewYsUKd8yePbNVY/fu3euOGUSapli0aFHtAQCFR87t67hGAzGDAeHIvMrLtogbVxOXJLkiXlrqRuTpsVXTVNorpeX6mJbtUXeLNxLjupYVUmDzrQjpNX+A4DYobIAGTFZH7+8tazzLJyDgTXHE/wXs27cPu3btwqpVqwAAZ511FuI4xn333eeOefXVV/GTn/wE5513HgBg3bp1GB8fx/e//313zKOPPorx8XF3zC8LXzrc9LPqmR9pqBEHjkBrWEDdn5QCEjX4KbARSZfb/ps5N3clqg+ifBBR17lv2WDq006Aug+D/z1Q8eUoSwzmywEBBodclk5NTeHZZ59137/wwgvYsWMHRkdHMTo6ihtvvBEf/ehHsWrVKrz44ov4i7/4Cyxbtgx/9Ed/BADodru44oorcO2112Lp0qUYHR3FddddhzVr1rjp6SmnnIILL7wQmzdvxi233AIAuPLKK7Fx48ZDmpQCQIuXiBlqvDSSFqeA12LSSB4x7TKtGRhqxrA7bmCf1C8NtfFF9YcEghVV9uZlXLQG5qwDGdw0lBR0zfsVOjyvqfTWrP/AUMDQQ8y56qVpQMBCxyEHtx/+8Ic4//zz3ffU5/rEJz6Bv//7v8cTTzyB22+/HQcOHMCqVatw/vnn4+tf/zpGRqoG99/+7d8iiiL88R//MXq9Hn73d38X//RP/wTh+Wreeeed+MxnPuOmqhdffPGbcusOhoQXACKXbcUoa0GgMlwxCh4KRLuoFHL98pT005x8EWxGxSQwsIfq1rpQTUolDEm3j9gEK41aYCSaB20nSK9P5/pzJKQ5qMprA+IbQeAoIABMa93InZ2JiQl0u1383WNnI293IcGwOn4DQzzDAdnBymjcBarFvIdpHWN3uRh7yxH0dYxXsiVYnkyYYYPNwgrtDwwqhY++ik3g9OSL6HUzia3It4WOnDFMYUUyyathRiWQmtt9V5tBqgTAoKO9hNIcMyqZpShSaIFnZ5bj4f99Ot79V9vertsdEPC2odQFHsS9GB8fd731udD4Ooa01CjTMuXnbFMVAGjZTQXil5FSSOVypWe9xy9PB93eyeRFeQ8AmFapywx9a8CUF24LwfdaoEBp/FbrWwpEYSHPB2MSXQInTYOPBDpIwMJF44NbBOkCh1m3qki5VG5ST40IvCZIlK5PZ/pk2hk4+94KNM0stEDfU+kQVhbcBTEXgLgdRESeRhyrTWMJdP5BjwR6jjYYfIURAY1FUQ+nrNwD/b53v013OSDg6EPjg1tis5sWyyuVDs+ohQIcBZcWK6A0R0dkTlaIdkQpU6rs+5hTywWq7M0fAhixzKhGAaGASlQSv+83GODoc31zZ8Lg1JSCZcwllqQzeOX8kLkFLFw0Prhxu9ye2AxrcOUJgCP3crtnSsEOACZlq2bUMphhUd/Op2vQ/mndXIYGFMy9v1CRl+1VZa4fPKkk9pfu/aV+cubyRTNJtTf5wOuIVs7NCwwIaDoaH9wS22Qno5ZpnTilXT+I0KBgRPTcezk0Ms/pHTCZVGr11fwd1ZQXnr7bbAlw4sJRfw2AK2czFdt1q7kCr3BBbYhnxkDa203lTLk+HbflKX3OyaN7sWfjCYf5jgYEzA80PrgNwjdmBlALcIBxm6J+GVCpgPjbAX5pClS9MT97G+TG+QHO/1w6vq9iZCqe0xfB/1zaf/U5b4PXw5lGzCUiLjF9wRSiVXMrtAQENBmND26+izsAHJCdWaYxAJwKbsIkhkUfhYoc639KttxxJF3kN/UBzBouUMAiVEG0PnmlgEXOVtWUlc2axDoVEigsFtNuwOGXyrSt0OY5AGDt2Ct48U9OAA6ykxsQ0FQ0PrgZwq1ya03mwWY5xpNcuOGm5e55MkPOrZS4HMis/PKWWwkiAYVCVcOF6lrqu6FOD86Ws+SI5WeWJouMapJKhnAssVjM1DI42lPl0BiOMsT2embekztduYCAhYLG/42PrC/CpGy7xXkFPitzKyBc1rQ0mqr4ZjbwZJaoS9ptFKh871Fq8sd8tksVUGVtNMAgKSXKtkiIslCR69v5mSFNXId4jpiVaPHC9uBkLYsjz4XRZBqcaQyN9iAWDb8t9zsg4GhB44ObgNkXpWBB3qKDmZuwDvMSzLi822V2Cjz+0vqgHwI9D3gCktbxyue+UYACqo2DQblwgp/BDVJAfMSsdJmmv8EQM4lhkaEtCpy07DXM/NZJb+n+BQTMVzQ+uJngMbu0G1wy5y4Ti5AwiRHed0HHF6L0RSiJI+eTbYFKOJIC3IxMjcs8WKXVNiBfRFkbUMkYDQ4YKKiSWxa3vbvEZmu+8TMFzsXxDIbjDD/7A4Cl6eG9uQEBRzEWRnCDqmVB5DrvlDk8UCOfyj1hA0Wln2aCik/pGFTt8KW/Yy5deUrH+r046pX5YpQEDm1d5ysJJQCutKUlf9phpZ1Ud16mkHLjE3Hye38OvTZkbwELB40PbtxuJSg7SHAeCZ7ahlvHYlU/jAKF3/Ny/gZez03Zfpw/OPDVOjh0jf8GVJsNvl6bC5T+wMLrv821D+tnb3SeFisclYU8T1NRYllrGs9fMhympgELBo0PbgAgNW0KmMBFihxz9bTIW6HFChcofFFKen/lUG8Mnadky61i+eKRvhR4pmJDMSFRShvkALhBgJ/B+V4OfvDMrYoI/UzV5oSyskeZu+5h0cdI1EfKSwyfsh+ie3AVhYCAJmFBBDfBtGvmUx8sH/Az8Jv6hY7cNLJO1mWOiEtkXGF7ZZOyhb4951wDAuKzUVCl7IqCHAAXGAevy2m96YoELDVzAc4FQ6as2GZpzmUnuKPRNNqiQC+LofMCAQELAY0PbgrMyRwlVpCSTFgok/P7bgLaGi5rdBzNQjoeXGIpFxQkAdJXM05VmbfbSRkcUO2lKm+oQAGuphPnyY775a1futJ1F14GR+cjuXTjWp+DM4Vh0cfieAbyxWGomZkjdq8DAo4mND64ESoGfzUEmFZp7TUCceBIUYQs+PqWyOtDegbJRNwd7LkNYrDMBFDrwfnvlW6YUOnDGWObpCIkWwqLW7T35JkocI+IPspFEuD1zw0IaCoaH9wcQdZxyrSjbkyrpO49iko5pK9jxKx0U1OS+J6xAZGkioQ3FQUqVQ4KcmQd6D6DVcf5+6fSKvrOxWmjoQKAmgacWRkzq2RzqZ0kjIQvjfz42lN+huhdq37lexoQMB/Q+OBGJF4ATu7b9Lx85v/sCWJuA48hyZo+lQJzst/+ypU5d1Wq+nZ79D6g6sW5TYSBDI6moyQ+6T/8qSllcIUWmFHprABnAiv14bSjrfza0BtQo0HjLWBhoPHBjVsCL/WjYmbcolpWYDK3U1C/bOVMoa9jcKsDR+tMgAkck8povNFuKfXJWrxwGZzfd3Pf20kobTFQtkbuVwBc0Kv2YLnLBGfvqmoX4Po6seReVntfwkoXyBdFffTGwhpWwMLAYXecPxrhG7RUz0mrhhtD6NmloNIcBYQTu6TgRnumsZBu6knP+8Gs0AyKMTeQoBUsR/S1wwUKXH5/zZcNB+qUEChYl/tqQkrPK1ZXQKHrokD8wO4TMTQRpqUBCwOND24CGkM8Q8oLTKvUCT22WIG+FYkU9nsAlqCroQD0VYIWzx051qdzuH1RVDQPoNotVdwErphJE4yUCU4pL9xeaaEiF+T8QQTlZoUy9oDwFERI9oikzd0wgagt2gRzIi6TgOVDb5yI6MvLwP6zMroOCGgyGh/cYlvuJaw0gYHbYGSNVaZVaspJSNenoqkjNNAC0TPM9LFgJvTMyLTmVFXtm5psKWUlZnSCvordQCLGgEXfgKGyT96l5XsaHkhWldK1DA6VqGUfFUXEwQbi5+88Ecf8r+1H5B4HBByNaHzPLfJFIcFdsCl0BA4jXzQofwQYkmzuOcAP8dyRbCl7o8X2udajqA9nemJJrSSlr1se2Za2E1xWaINvNfhgNUVgKo/pa6m5GTrYwUNfxe7xP//rt7Hijh8DzbSoDQiYE40PbjGDKzmd0QtJIME03AsdOT23QRQet22IZy5b89VxqUStOdnbIQEJV5LKLpWwPpGX+nLESyNyMADnWg9UPDqgmsBKMJMB0lTVC46ZXTPT+9KwmRCw4ND44ObD3xagbMeRel1JWM/A/BUpDoWWFb8ETLDJbKZEQcfPuqi0dG71qlrKp4yOQDy8mJsMs1B1BV+y7KMAN6gIXCP8ekv6hRb4jTOeAz/p+MN3IwMC5gEaH9wUgEnVNsbKdu9yhPcRsxIzKoUCx7RK3cpVYu3yyKmeltT7KoZgGik3a02A51PqSYr71A1B5aYNTpRJAZV8OZWsgCmdU9vbA6qAS/usfRWb4OcFMXrvYOZWqCoALkl60CKogQQsLDR+oABUAwIFbqeeJRJmMjKaPtLUkYybfZ+FBAUkhBGqRKWeS4v0AMC1mWoSMpmgI/LadRRKoGDCrXMVnoFMDDibvlgLFKi8TAUUFGMolaGnpLY0VmCALX9Nz63K9jIVOQJvxCXKbrv5/5MFBHho/N93qYFpleKA7GBSttHhGRaLGVcqjsuOGzZIze1mQiVDnlvTGFpIJyrJsOgj4nV3qlrPDRwz0pSdvqcCWfiZc8lapuebLZOSb+VGbzYgqAymstcvtel4Uj8xQ48IP943hviJ59+Gux0QcPSg8cFNwwwF3OoSyFrP7pBa4xfAcNz6usqmKFgRfYNK1UEjFnOMkUFyfDcoF4iq8zBknss8UBkzk38DYCgiFODqjlkaEVfuc/zJqfTkkMiUmYYTe99YBDU1fUTub0DA0YrGB7c3VIq95QjGy06NbAuYTGqibDltt1wL7C0XmczH0kSo9KQ907422ZiAxrDooyNyJ3lUN102WdR42UamIvc8ZVMzMnFBjSab/vI7cd0o6zOfqaxkOq8FzcwKVgKYFeA401CSQatAAwlYWGh8z62vjUou8dIKbgYEZMpCzw/xDECluuFPTQd9FkzgUBBaI2UlIOBKUKDaLIiZRE8mKGE2ExylQ4sa3YNUfX2+nL9rKhl3wQoAoJXjvQFV5saZBiks+eePXkkBVQXJgICFgOYHNxVhEi23lZBrgWmdOAPjTEVOQbd6T4wWL2oDA8GU2+fs69hx52Jeut3UGZlAwQQ2DumCUaE5+IAsUe7degkOwasd0ZQXruxUjrhbvTflZY3PRtdpVr3Mz0TXXSqBFT84uDVgQEBT0fiytKdTlIo7lynADBhIS40MXki2G4BTBCFQmWp2UHPMyNQFE1qtSj2FXsBkTgKVwUzpeGcchRWZ7KkEmYpRqjqNBKjLIxEcv06LSqVkYEI62G8DgHy48b/mgIBZaPzfepI0AqyOG9Poqxi5VwL2lXGhl65fVWmhAZU+GofhrWU6QuYJSzqeGqeJqnTvNwFQWWoJc0MJpTkyGdmhA3fDB9OPS2vOW75ski98OejVQAMLv98GAK+v7wfP0oAFh0MObg8//DAuuugijI2NgTGGe+65p/Y6Y2zOx9/8zd+4Yz70oQ/Nev1jH/tY7Tz79+/Hpk2b0O120e12sWnTJhw4cOCQf0ABXZFobYamwDGjUutYxTAlU6OtphN0eFabqgKGDkL7p0TVmLR9vNoiPK1QMYWYmz8jboIUcdMKRe7zJtiVNBRQEUpVUTjITcvXiqPJqi+JRNQPAfqsKnMETM9u6ZIp8OGhQ753AQHzGYcc3Kanp7F27VrcfPPNc77+6quv1h5f+cpXwBjDRz/60dpxmzdvrh13yy231F6/7LLLsGPHDmzduhVbt27Fjh07sGnTpkO9XMf/IqKrck39yBF4c1W50ZP2G01QfccpQsqL2tpVJXSpZ5WTwho4x0wiYvWmvhGWZG4jwue0FcpsL0jNHTXEz9q4DbLmGj0ysVUD9uXT976yGGp84pDvXUDAfMYhDxQ2bNiADRs2HPT1lStX1r6/9957cf755+OEE06oPd/pdGYdS3j66aexdetWbN++Heeccw4A4NZbb8W6devwzDPP4OSTT571nizLkGWZ+35iwvxjnlSp2Qqw0t7Gp0BbwxUTtHrSBLkZlWCIZ24titasTOCLaqq7lF1xaHBhytW+io3UkUoQ88JIGbGqlExZiVIL9GRc66UpzVzgo34at+Uz5xotFBC0ksV4TchSQAGMO4oIYGko2k517ecEKkjAQsMR7bnt2bMH3/rWt3DFFVfMeu3OO+/EsmXLcOqpp+K6667D5OSke23btm3odrsusAHAueeei263i0ceeWTOz7rppptcCdvtdrF69WoAJkOrvD655zvq8d1UZb6S2yDm0zUqU+ZKgJJ2PcnfwFcUoSyxMqepAgsFMeq/KctzK7VAaRfxqW8moDCjEvfZtLblY1B5188ylR1enHDCHogTw+J8wMLCEQ1uX/3qVzEyMoJLLrmk9vzll1+Or33ta3jwwQfxV3/1V/i3f/u32jG7d+/G8uXLZ51v+fLl2L1795yfdf3112N8fNw9du3aBQBu48B3oTJ9KoaYSyyOZ6zpigkKrxcjNRMWczzDpGxjRqWYVglarEDKS0yXqVEG0ZFT/KDPoeyqmqiaBn9bFOjGvVrmJjVDJs1gwU1O7QqVgDL9PXt+eh99jr8l4Wu/OaMazXHCyD68+oUIb/yf68JgIWDB4Ijy3L7yla/g8ssvR6vVqj2/efNm9/Vpp52GE088EWeffTZ+9KMf4cwzzwRgBhOD0FrP+TwApGmKdI5/uNpT0BC8YviTTFDEFWKmnG7bjEowIvru/b47PJW0AgodkWNKGkqJVByca7cB4RNwCVTKCpjhQikKTFvir/FrAKAAIcxnpbb3RyogmY4Qw8gtxah6b6RSUmiBSSqTmYZURkmYJqdnr9yF6T/dg+1n/gZO+ds9KJ9/8WC/toCARuCIZW7f/e538cwzz+BP//RPf+GxZ555JuI4xs6dOwGYvt2ePXtmHbd3716sWLHikK5jUlrjZc+7FKjTKoaiDH27f9qTsTNdoUV2wrjsYEYZl6mUF1iZTLgS1Zf2pnP7pal7zd7ytsjRFoXLGqk8lZR10RoXtMvOMhU7NWAAzocBALpiBsviSSdFnvISEZNIRemOHYn7OP/9T+Kp/3s5WNR4/nbAAscRC2633XYbzjrrLKxdu/YXHvvkk0+iKAqsWmUMg9etW4fx8XF8//uVmcmjjz6K8fFxnHfeeYd0HT3yGYV2gUrZTIhki4zaRuymn6Ta4dabvAzMp2mMiD66Uc89TxsDfqCjAQGp7JaqWqVq8xwpr4i/UjOUSqDUlQgmOWTRdFTZ6SmBhC9Jj25Y9KsBhg1wvgR6xCXWnPIS+LtXH9J9DAiYbzjk/76npqbw7LPPuu9feOEF7NixA6Ojo/i1X/s1AGZS+a//+q/44he/OOv9zz33HO688078/u//PpYtW4annnoK1157Lc444wz81m/9FgDglFNOwYUXXojNmzc7isiVV16JjRs3zjkpfTM4xj4paNh+G2mrFbaRP162XQZFCrlzBbfM+hKQq9Ww6GO8bLvjnc6bJyJJa1sxl5VkkVa2B5ejtBsLSnMopi2ZWKBnq08qaTs8r1yz7HZFR/QhFXOkYuGCIAMYR2pNaAqim2iGpek0Xl65Erz6NQYENA6HnLn98Ic/xBlnnIEzzjgDAHDNNdfgjDPOwF//9V+7Y+666y5orfHxj3981vuTJMF//Md/4IILLsDJJ5+Mz3zmM1i/fj3uv/9+CFFlPHfeeSfWrFmD9evXY/369Tj99NNxxx13vJWf0TT0oV0JmKkYmYowXrbdhPLVfhdvFEPoydgRdPs2YBQqch4JUhsXqkxFLoNbEk/XzJgBzMreqP82qAEHAJEdYCiP9wbYDJMyOM2caq8vdUSlM3fBm9UGDBRAaUsCABJe4rk/TiGWjr6l+xkQMB/AtG6mJdLExAS63S6u+c+N4EMtdEUPHZGhxQq8Xo5gd9YFZ0ZzrSdjTORtRFyiJUqMJtMYFoYztyyecpkch0bmLdn3VYzRaNqeJ64kjDTpslUBjzJIkylWBjHKZpGZEshtRpaKEgkvIZiRPTIOWdotxndE5jYjOjx3WZtvVON7KBC1pKcSq1ii8OLkUkT/h0L5ys/ftt9JQMDhQKkLPIh7MT4+jkWLFh30uMZ3lVNeQPB6L4wa8mblSaAvY+TKHMOZxoGi7Zj+KS+d6m2LFyikcDSMWEhD2LXrWETFcFmbQk2PjaS//e9jLuvcNPhbC9aVHhwRq1y3ZmTqymKSR+ew5SvgsstCC4yIPvoqxrhsI9ISkplzvzLexer9LxzBOx8Q8M6i8cGtvqZkKRceFBhyGVXcMGrqqyog+tNOkiEaXGLPVOT2O10QZRoxpHsPwRxjNdk8VQ8OjdKZvkhXRpbKDCVaou5470Nw7Xpuyrte2rRQMEv1ZnFfoSgEtAwabwHNReODW4uXaHE4pj+0HR7YHlihhFteB8wAYqpMEXGj5tHjscvgoKpg6fsmmGV4hlwnaCNHbkvdtiggIrNEz22JCcDjuglMlQli2ke1x5SaI1MCbVFJm7tVKjKD8awBBVMQ2jja0yYDlacKzGSVdnlf2WFFKy3AhE90CQhoFhoveeRLB/lZj5tO2uxIU5Zke2J9GdtsJ65RPBRYbUsAqLhr0g4rpA1EPWkGFz58YcnIyiHRJBOoSuZcRWahX1ef4dsI+urAMzJxQ5C5whXRSTo8R8pLcGgct2Q/cNK7D8s9Dgg4GtH44CagDYXCW5wnykdpHwBcv61UHNIGNwCYlonzPKDsz988IF/SlJdIeYmejJGrCG1RIGIKUzJ11BFfxQMwPLS2MIWytNLlnGk7PWXoSSNkSaC1LF/1I2YSHZGjJ2O8UQ7VpMd90DV3hKGTHNs5gNfP7B72+x0QcLSg8cENABLPJd43UAFgvEClcP02qbjLzoyLO7NKHolzrqKHP5WkaWjEq8X4mEtHNaEhBA0qiN4RcekCHIEzhcip7hqOmukF1stnpZlTKWmLwtFbMhUb2ojN2AolZjnVc2hMvvvI3fOAgHcaje+5AeT5aYIFlYkUZEotkNvsqJCm/yYVRyk4Ii6hlFlqB4CIsjxmm/PCeBtIcPRUAqkZYqagmEKhhJmEwgwo+irGiN0eKGH4a5TJtYWZepL0ktLms2mwkTNtaCFMI0UJweo8Om6zU7M9kSJTEd4ohjAS9V3gJCFMggJDciC40Ac0FwsiuAGVOkephVtJKmTsMreIK2R2aio1Q6+MMVm0oMBcmdgGkDONEiYba4vC6abRYEJZFd6ejJGVwgwlbNDq8LySQNKwbldmEb8tcicTToi4WbeiiSrJJdHggfpwHZ67nhpx6EzPLzE9NhsYaRsDAL7zwol4z9dfRImAgGai8WWpMzq2WwrVIIG7LE2DApRZg2IwWdxMmaBUHLkSjgfXkzGmZYKejG1PjLsS05SwVdln5ItMRlZ4a11EyPU15ai09PdAzbEmWBaqKo2pFAVQK40B2GCmbLmb18pwkkHqyRgrbm8HAm9Ao9H4zI2mh0M8wxQz0ksFDRNUpWpL//h9D4LJIkU7KpDwEhFXLjDmlvrRkwmyGgeuWoBvW0mjibyNRJTIPRFKyqS4TwFhGkCBtjDB0CzISzc9TXmJUpvyl0uNjsjd50rNAXKutzpwVI6SJJM/XVVgiKdCzhbQbDQ+uAEkxV19r7TvdGUyNe4W1o2vMQMglXGo4kwjsZkWBUX/XCSTFHuquykvMCRyTOSVll3CjYEzNGoEYHpPxBXaKEzGBxMkI14pl0AbXl7GotpwQjEGAVhZJLN1QYMNMwEWALdBVGs8N74MI8+9FkrSgEaj8cEtsU7vLVZYmW6NXBnF23xguABUU08N04RnTGO6SDz+mUBLFGiJ0lO7ZeDMZERtXiDiEhIcI3HfNPezDnLrQp9asxdaxaKMikQ0qTyNrCqvn02monTT20xFrp9G2xJEC8lUhOkyNZJHvE4/AYDXJ4cwtDdIggQ0G43vubng4ZWPhe2f0QTRf/jQMOReqTh6ZYy+jJDJCKUdBChUk1QAjkvnY1HcR0sUhjtXxjhQGKrGXK5alM3RdkQqylnXRLJFtKFQ9fsq3pszbHb+qwqlXaovNMeykWmwoc5bvaUBAfMCjc/cYlZC6ggxK9FiRm2j1CbQSFteCq4ANXecV5pBcGUGBdqUqiQ4WdhsDICjahBSXqJUHAkv0U36SIRELgUm8jb6MkZLFFgc90yPTGsoCMSwpaayhF4AnNcDZsQkOLgJsNpknG1RuKGCYAptUaCnEkyVCQTTpmcIaXt+HK+8thgnToVhQkCz0fzMjYIPNGJWViYqAxkWYxqCm2epDwdgzozOf78vBw7AyYQDlXYbh9k6SIREqTlyGWGqSDFdpshVVMvgBEjbjdtzVL25yPb9Il55oJLmGxGD+yo2AY7nEExjomjZnqC5vlJzJDvb0Hk1kAgIaCIan7n56PDM0C1sIGJMA7RZwBSYNVaRA+VixBRyJaDtloDL3hi9V9YCIGVIbZFbpRCTNUVMIeEl+jJGwoG92TCGowxFJLAo6qGAUf+ILE8utZQPxUyfDaiCXcwkpB0W5J4iCWB9ULnZciggMF2Sj4QpaY/9nV14uViHqAcsekmi841Hj/i9Dwh4u9H44OYyKusTSsHDf13BlJ7A7EzNeZ56QS9XAlNFCs40OlEOuo1mWmokikyOyJDw0j6vbNalwJVGr4zdmldp+28jcd9x4HIWuaFDqYWTFee+VaA22aZRFo4BFPZ4GpQoN3QgIUwAOKY1hSX/4xkkXGJvbxjyjTMhHvzRkfw1BAS87Wh8WcpRKYKY9ahql5MzbbI31KeJDKhpa9BElB7a9tsyaWgXuRRORYTOCwBTZeI2AlIrSsltD4zQlxH6Msb+vI3pMnVDDjqmVCawFVZ513lCWAlxf5/VKZ7YXytNS409IMN40ULflqg0IT6mPYXx44OXaUDz0PjgJmA4agQFo83WEoUNDKq2VM8G+mu0sO5ndEozFFJY9RATnIj7lqvIbSkIpm32ZbYMIo+US+eRmiMrzTnGixamZIqejCFgeHMKzLnTl7ouUAmgRicB4OgjNGCgMjy1AXCqSFFaNy0K2rrxfwsCFiIa/9eaVpUEU0isl6hRtTWSRH7QIk03Cj+DWm+D8LO40mrEAbCrUrEtJat+GU1UuR1e+OKUhS11p8sUk2XLbCJYUxdfrde/Lh/VtoOyZGMxq08HAJmMasRiBYbJ9dMQ7z3+kO5rQMDRjsYHNw6FIZ7VXKkirjCazGA4zpDwEgmXrhlP8Mm8fjDhAwGKSlESuKQl+dJOMf3Nh7YoPDVcQ8plTLs1K6k43sg6mCxSTBQtN03tyRhTZVJzxqLS0y9PCX6G6E9jI66cSbN/zBnHvoyn/69lEG9ithEQMN/Q+OBmzF0UFOpaaCQUSTueEVMum6J1LB9zZ0vEcVOuh5Vb2SRSEjGv2/Uq2j6wK1URU2h5RN3c6q7NlIkJbjJBJiO7uB/V9lPp3ETipSBnrP5ULXj1ZOXe1YlyRFxhpkxqunXvP/V5TH7klMN45wMC3lk0flraYTkSJnDAlnYtXmBKphjmGRbHM1C20Q4otETVe5Oq2iCgPynoDfblgGqFy+17gqElisr7wMJw1Kod1FZUoIPcBJuS1QLXTGnWvqisNBmg0Y+DNuV2phMoOygRUFCskjEHrzK3wvLjAPPcZN6C4AqLkj4iphBBgangqBDQHDQ+c6uGAJUUkSHKVpPTyKOBRFwh4XJW5jZY+hE3DjA9ucFA6D7XDgToGpRmGLLZEx2fihKtqHBGMvS80swpkBjpJfN/UW6Nmum4nkxqiiBOpRfKmlGbjI4W6qnP529blJpj729EkB8683De/oCAdwyND24AkNt/+BOqjY7I3LoSZxqLoh6GRI5E2L1OJpFGJVJRIhbGmzTipmSlB2D8SIWdtLKBoEdrV77/AQU5pTlSXmJpOo1WVLhglvASw3HmJre+n0NuScH9MnaS4bQ8T0GbSk+anFZKI9JdL4lftqICS9IZxEIiVxH6dj/21N/9b+TdxifzAQsEC+Jvcl/HVoK7ZZVB/GV67vwHSpv5RJAoOUdkqRIYoIH4WZzjmnmTV8qUSL6c3OMBuD4XUTQoq4uZgoiMku5MmSC36sCFNG5c4NWmRMwllGQ1OocCw3SZYijKatcJbd2/nMOWQsIUImZ+1r6M0ZcxIm3uSbovrGUFNAOND24CCntlx7muL4umHEWDQ6Pv8cGIn2YyL48bNyBiCdQHDgkvkQhZe41UdfueG1ZFxjVN/FSUjuZBVI7hOANn2qkAx/a8FOBaTGO6TNz1RVxaAxkOyRhiFSFisuZSn9oskiwEiSCcKhM4p2UCqczkV0wXwcs0oBFofHAzBsoR+tpQNAot3PrSjKrkwgG4HprZGVVIeJVpARWHbC7vUvN6naAbM4WcaSN46Q0GMhW5rYEqIJKzvEInys3Gg30tsUYzNGFVMD0yrjmUIr9VDq6NBBMXJkMrlV33okzTXh5lkWmUQYGZHp4UeGH3Mpz47LMhuAU0Ao0PbgSzewnjIWr3LUvFMV2mVWloA07EmA1wvpotR8tyxHKvl5aryAQQr8T0v3aClgMqJKTwC8D14uhrCj6FXdbnkUZLFHZTQiHlykmYc6bQiazDleXWRVwa93naP7W+qpld5SLeXcSAIZGjF2fosxhqfwIUdZvBgID5isYHtxmVQDDlfEYzRBBaQUC5HhsJTqa8hLSBiCamtKrEhXYEWFp0B6rFfJIfj7iRNCc3rIgpt4FAX/vvoU2GwpJ5iR+X8BI9WNf7MrJTT7t8LwqMsAylVRT2r6fUZgBRQqMNOO4e+aP6U1PAlLUJL9FHDN5n0LJOZg4ImK9ofHDLbDlKZV2h45p/QcwlsjnWmxJi8qMqR6m07LGqZKQgQbuljqfGgVwKJEIiscvrAFyPLeWlK0sVGCIYa0EX5Ow2AakGm1KYdl2FoY+IEqWVNup7loD+uhZnCjGsOq+AcezSkZvktkVh+o2RgMgYdBEGCgHNQOOD24RqocMzpKxEAeGW0gm0NeA4YNpkVW1RIPb2NYHK0DnhJThMxuSTd4Fq+OD/GQvrCC8jW1aaYMft5oGfdUHDDTZoaNArbTBl5rVCc0RWgTdTwimO0NaByfzMoCFTEcCBGOZcgunKB9UaP6e8hIpyICRtAQ1C44ObAoeARosXzjeUzFWA2WtWJviYINAWuQtQANxyvGAaimlEtPIE06MbtAckSC/L41o7b1HONUrBMVmkUMxqxdkAWF2PKYd9Fy4AVttNIWb16W1WRlDCXoeqFvZ9pLx0E9bMWgj2ZIyx74V+W0Bz0PjgVmgOCY1h0ceMSjABo7gRceVY/jFTjs4smEbKc6S8dN6gZHwcMYlCJVZCyARHBVYZPYM5Phpgpq6RLWl9I5mejJ2TVcJLtIRwmRmVwHTuiCm04sJRQxQFV80Qcw0hSmctSEOLXhmjYAKxMH1DwTQ4ImM4Yzl2bXsdgClj/3v/MVj26E5UBXtAwPzGIW0o3HTTTXj/+9+PkZERLF++HH/4h3+IZ555pnaM1ho33ngjxsbG0G638aEPfQhPPvlk7Zgsy3D11Vdj2bJlGBoawsUXX4yXX365dsz+/fuxadMmdLtddLtdbNq0CQcOHDjkH9DPWvwdT9JoowxoMLsB4JRE/H1PQuTps8VW8dY056V7LbIKvL75MgDnmmW01ziGoswdnwhZHY96qUtfV9dXH2pwGKUSN8SwIprTZYLCDi8UDM3FWf6BIbNTWUSN/78uYAHhkILbQw89hE9/+tPYvn077rvvPpRlifXr12N6etod84UvfAFf+tKXcPPNN+MHP/gBVq5cid/7vd/D5OSkO2bLli24++67cdddd+F73/sepqamsHHjRkhZ5Q2XXXYZduzYga1bt2Lr1q3YsWMHNm3a9JZ+yIRJFFqgxat1p55K0OG56TsNiEBSKVpo4bI2WteK7dQxtfLhFMhSUbrnUy5dXy22PTbfJBmo1rHIzNm8p3Tu9hGXLjCafddKmZeGDIAJcMYPVbrn2pYakiuBrIwwUybo2yzNl01SYOjZDYVVIxMo3rf6Ld3fgICjEUxr/ZY5m3v37sXy5cvx0EMP4YMf/CC01hgbG8OWLVvwZ3/2ZwBMlrZixQp8/vOfxyc/+UmMj4/jmGOOwR133IFLL70UAPDzn/8cq1evxre//W1ccMEFePrpp/Hrv/7r2L59O8455xwAwPbt27Fu3Tr89Kc/xcknn/wLr21iYgLdbhe3/uhMjHUzPJcvh9IcL2WjmJYpCiVwTDIJCY7JsuW4aTQRJcMVAb98lS7QAXCvZd6kkgIHgbKwmCnnI1ra4CQt0bctCigwJ3JJPDqawBIRd6Y0PcOEl+hEOdqiMDw7q/S7uzeCyaKFbtLD671hFMpsJLSjArEwAp0JlxiKTNk9UaaYyNvuOp+950Ss+tIjh/rXICDgbUWpCzyIezE+Po5Fb6JB+Cstzo+PjwMARkdHAQAvvPACdu/ejfXr17tj0jTF7/zO7+CRR8w/msceewxFUdSOGRsbw2mnneaO2bZtG7rdrgtsAHDuueei2+26YwaRZRkmJiZqDwAY4T2M8B6GuNm57IjcccYKLdDhpq/mk2yVNrJB/p/O9Z2XSHlZE4k0xjPKGcH4qript1dKX9P6FcmQF9os2g8OEnwBTQ6N4ciIaxIdxEfEJDqeskgnzmvKIpk0MkdTZYrp0mxmUObJ7V5sMfxmv+2AgPmFtxzctNa45ppr8Nu//ds47bTTAAC7d+8GAKxYsaJ27IoVK9xru3fvRpIkWLJkyZses3z58lmfuXz5cnfMIG666SbXn+t2u1i92pRYESQENFbH+wyb35aiFFjMTfDWprxtAXKiojKVAp1PJRFQzkOUSkznlWp7ej4osJIJDGfKEHHtwycHE5GYAhQADCoGu+vWRgCgE+VIuMSK9iQ6sSnDyZIwkxF6ZYyJooXJMkWmIrREiY5VJ4mn5jx1QMC8xFsObldddRV+/OMf42tf+9qs1xirN9+11rOeG8TgMXMd/2bnuf766zE+Pu4eu3btcq9JMCzlMxjiGYZF3zT/mfESpXUlP8BxZspRAeU8GIAqozPH1GWO/CknLeZLS9CVViyShhcEZRfZq/6bdhNSBebIvBTgaBOBjqPPAuD6d3RsxBSWtqbRjgrnx1ooY0bTK2OMZ21MFal3LQzZ0rBVGtAcvKXgdvXVV+Ob3/wmHnjgARx77LHu+ZUrVwLArOzqtddec9ncypUrkec59u/f/6bH7NmzZ9bn7t27d1ZWSEjTFIsWLao9ALOhMK2Mx+jqeB+Wiiksiyedvd+UTG2JqWoBToK7gYJPCxFQdlAgXVlKXwODQcasXZGDPAUwonKQMgnte5qgq5zfKb0GVMHUF6Okc/puW+TqVWqOoShHN+05MrA/9c2k0XHzA2Y+loPFycF+7QEB8wqHFNy01rjqqqvwjW98A9/5zndw/PF1x6Tjjz8eK1euxH333eeey/McDz30EM477zwAwFlnnYU4jmvHvPrqq/jJT37ijlm3bh3Gx8fx/e9/3x3z6KOPYnx83B3zy8I4KFjTY95Hixfuz1pparMvMj/2fUoHl97peGO/J92DsjLK0ErN3QOYTd0YXKhXMFsHicehM+erNOQM183ssZYDJa8JkOY6iFdHnLvCUl/ctXOFwnqu5lb6KH0pDetXAY3BIRGbPv3pT+Nf/uVfcO+992JkZMRlaN1uF+12G4wxbNmyBZ/97Gdx4okn4sQTT8RnP/tZdDodXHbZZe7YK664Atdeey2WLl2K0dFRXHfddVizZg0+8pGPAABOOeUUXHjhhdi8eTNuueUWAMCVV16JjRs3/lKTUsAEYgAopjNoUWIfOIZ5Di6nkEiO4RKYKSRez4cwyYDEDhyMJR4HB1ByiQwaAPmW5ugpjpQrxLxi85t1pgIcZi2q1AJSCZSyomeUNqBJoWDkiMyCfAmOhEko26srlACDCWg5GAqlIDWHsIolvTKBsn2+fl4gYdIEOaf8K1HCKO6+XsYAFLieAesrlJqBAehxox4ccYUsLx1Nhb3nNWDFKMrds7PmgICjBSXMv71fSPTQhwAYRbBZj3/8x390xyil9A033KBXrlyp0zTVH/zgB/UTTzxRO0+v19NXXXWVHh0d1e12W2/cuFG/9NJLtWP27dunL7/8cj0yMqJHRkb05Zdfrvfv3/9LX+tzzz130OsNj/AIj/n/2LVr15vGgF+J53Y048CBA1iyZAleeukldLvdd/pyGo2JiQmsXr0au3btelPeUcCvjnCvAa01JicnMTY2Bs4P3llr7L4N/dDdbnfB/iV4u+EPcgKOLBb6vf5lEpYF4X4VEBCw8BCCW0BAQCPR2OCWpiluuOEGpGn6iw8O+JUQ7vXbh3Cvf3k0dqAQEBCwsNHYzC0gIGBhIwS3gICARiIEt4CAgEYiBLeAgIBGIgS3gICARqKxwe3v/u7vcPzxx6PVauGss87Cd7/73Xf6kuYVbrzxRjDGag+StAJw2IyAFiIefvhhXHTRRRgbGwNjDPfcc0/t9cN1bw+XydJ8RSOD29e//nVs2bIFf/mXf4nHH38cH/jAB7Bhwwa89NJL7/SlzSuceuqpePXVV93jiSeecK8dLiOghYjp6WmsXbsWN99885yvH40mS/MSv7TMxjzCb/7mb+pPfepTtefe97736T//8z9/h65o/uGGG27Qa9eunfM1pZReuXKl/tznPuee6/f7utvt6n/4h3/QWmt94MABHcexvuuuu9wxr7zyiuac661btx7Ra59PAKDvvvtu9/3hurdPPfWUBqC3b9/ujtm2bZsGoH/6058e4Z/q6EDjMrc8z/HYY4/VDGgAYP369Qc1lwmYGzt37sTY2BiOP/54fOxjH8Pzzz8P4PAZAQXMxjtpstQ0NC64vf7665BSvqlJTcAvxjnnnIPbb78d//7v/45bb70Vu3fvxnnnnYd9+/YdNiOggNl4J02WmobGSh69FZOagAobNmxwX69Zswbr1q3De97zHnz1q1/FueeeC+DwGAEFzI13wmSpaWhc5rZs2TIIId7UpCbg0DE0NIQ1a9Zg586dh80IKGA23kmTpaahccEtSRKcddZZNQMaALjvvvsO2VwmoEKWZXj66aexatWqw2YEFDAbR6PJ0rzFOznNOFK46667dBzH+rbbbtNPPfWU3rJlix4aGtIvvvjiO31p8wbXXnutfvDBB/Xzzz+vt2/frjdu3KhHRkbcPfzc5z6nu92u/sY3vqGfeOIJ/fGPf1yvWrVKT0xMuHN86lOf0scee6y+//779Y9+9CP94Q9/WK9du1aXZflO/VhHBSYnJ/Xjjz+uH3/8cQ1Af+lLX9KPP/64/tnPfqa1Pnz39sILL9Snn3663rZtm962bZtes2aN3rhx49v+875TaGRw01rrL3/5y/q4447TSZLoM888Uz/00EPv9CXNK1x66aV61apVOo5jPTY2pi+55BL95JNPutcPlxHQQsQDDzwwp+HJJz7xCa310WOyNN8R9NwCAgIaicb13AICAgKAENwCAgIaihDcAgICGokQ3AICAhqJENwCAgIaiRDcAgICGokQ3AICAhqJENwCAgIaiRDcAgICGokQ3AICAhqJENwCAgIaif8fd1tZG2J2dm8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "plt.imshow(a.data[0])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 4 }