{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking conservative regridding\n", "\n", "In this notebook we compare the results of three conservative regridding methods:\n", "- The CDO (Climate Data Operators) command line program.\n", "- The xESMF xarray extension (based on the Earth System Modelling Framework).\n", "- a custom method, wrapped as an accessor by `xarray-regrid`. This method is based on [a post](https://discourse.pangeo.io/t/conservative-region-aggregation-with-xarray-geopandas-and-sparse/2715/3) by Stephan Hoyer.\n", "\n", "The data to resample is the ERA5 monthly dataset, in this case the total precipitation.\n", "Conservative regridding is more important for variables such as precipitation.\n", "\n", "We start with importing the required modules, starting up Dask and loading in the data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from time import time\n", "import dask.distributed\n", "import xarray_regrid # Importing this will make Dataset.regrid accessible.\n", "import xarray as xr\n", "from xarray_regrid import Grid\n", "import xesmf as xe\n", "import warnings\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "client = dask.distributed.Client()\n", "\n", "ds = xr.open_dataset(\n", " \"data/era5_total_precipitation_2020_monthly.nc\",\n", " chunks={\"longitude\": 400, \"latitude\": 400},\n", ").persist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both `xarray-regrid` and `xESMF` require a dataset to resample to. For this you can also use an already existing dataset with the desired grid.\n", "\n", "Here we use the `Grid` dataclass from `xarray-regrid` to create the dataset." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 2kB\n",
       "Dimensions:    (latitude: 82, longitude: 164)\n",
       "Coordinates:\n",
       "  * latitude   (latitude) float64 656B -90.0 -87.8 -85.6 ... 83.8 86.0 88.2\n",
       "  * longitude  (longitude) float64 1kB 0.0 2.2 4.4 6.6 ... 354.2 356.4 358.6\n",
       "Data variables:\n",
       "    *empty*
" ], "text/plain": [ " Size: 2kB\n", "Dimensions: (latitude: 82, longitude: 164)\n", "Coordinates:\n", " * latitude (latitude) float64 656B -90.0 -87.8 -85.6 ... 83.8 86.0 88.2\n", " * longitude (longitude) float64 1kB 0.0 2.2 4.4 6.6 ... 354.2 356.4 358.6\n", "Data variables:\n", " *empty*" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_grid = Grid(\n", " north=90,\n", " east=360,\n", " south=-90,\n", " west=0,\n", " resolution_lat=2.2,\n", " resolution_lon=2.2,\n", ")\n", "target_dataset = new_grid.create_regridding_dataset()\n", "target_dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## xarray-regrid\n", "\n", "With `xarray-regrid` you can access the regridding utilities by using `Dataset.regrid`.\n", "\n", "To make the comparison fair the lazy dataset is computed, to actually have the regridding performed." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time: 1.289 seconds\n" ] } ], "source": [ "t0 = time()\n", "\n", "data_regrid = ds.regrid.conservative(target_dataset, skipna=False, latitude_coord=\"latitude\")\n", "data_regrid = data_regrid.compute()\n", "\n", "print(f\"Elapsed time: {time() - t0:.3f} seconds\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CDO\n", "\n", "The CDO data was regridded using the terminal.\n", "\n", "To ensure that the regridding is most accurate, the dataset was first converted to 64-bit floats:\n", " - `cdo -b 64 -copy era5_total_precipitation_2020_monthly.nc era5_total_precipitation_2020_monthly_64b.nc`\n", " - `cdo -b 64 -copy new_grid_con.nc new_grid_64b.nc`\n", "\n", "Next, the data can be regridded:\n", " - `cdo remapcon,new_grid_64b.nc era5_total_precipitation_2020_monthly_64b.nc cdo_conservative_64b.nc`\n", "\n", "Note that this notebook automatically goes through these steps:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cdo copy: 1 2 3 4 5 5 6 7 8 91\u001b[32mcdo copy: \u001b[0mProcessed 12458880 values from 1 variable over 12 timesteps [0.16s 159MB]\n", "cdo copy: 1\u001b[32mcdo copy: \u001b[0mProcessed 13448 values from 1 variable over 1 timestep [0.00s 158MB]\n", "\u001b[32mcdo remapcon: \u001b[0mYAC first order conservative weights from lonlat (1440x721) to lonlat (164x82) grid\n", "cdo remapcon: 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 3 3 3 3 3 3 3 3 3 3 4 4 4 4 4 4 4 4 4 4 5 5 5 5 5 5 5 5 5 5 6 6 6 6 6 6 6 6 6 6 7 7 7 7 7 7 7 7 7 7 8 8 8 8 8 8 8 8 8 8 9 9 9 9 9 9 9 9 9 91\u001b[32mcdo remapcon: \u001b[0mProcessed 12458880 values from 1 variable over 12 timesteps [1.66s 158MB]\n" ] } ], "source": [ "import numpy as np\n", "\n", "target_dataset[\"test_data\"] = (\n", " [\"latitude\", \"longitude\"],\n", " np.zeros((target_dataset[\"latitude\"].size, target_dataset[\"longitude\"].size)),\n", ")\n", "target_dataset.to_netcdf(\"data/new_grid_con.nc\")\n", "\n", "!cdo -b 64 -copy data/era5_total_precipitation_2020_monthly.nc data/era5_total_precipitation_2020_monthly_64b.nc\n", "!cdo -b 64 -copy data/new_grid_con.nc data/new_grid_64b.nc\n", "!cdo remapcon,data/new_grid_64b.nc data/era5_total_precipitation_2020_monthly_64b.nc data/cdo_conservative_64b.nc\n", "\n", "data_cdo = xr.open_dataset(\"data/cdo_conservative_64b.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## xESMF\n", "\n", "For xESMF the regridding weights are first computed (`xe.Regridder`). \n", "\n", "After that, the regridder can be used to regrid the dataset:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time generating weights: 22.020 seconds\n", "Elapsed time regridding: 4.704 seconds\n" ] } ], "source": [ "t0 = time()\n", "regridder = xe.Regridder(ds, target_dataset, \"conservative\")\n", "print(f\"Elapsed time generating weights: {time() - t0:.3f} seconds\")\n", "\n", "t0 = time()\n", "data_esmf: xr.Dataset = regridder(ds, keep_attrs=True).compute()\n", "print(f\"Elapsed time regridding: {time() - t0:.3f} seconds\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison\n", "\n", "Now the data has been regridded using all three available methods, we can compare the results.\n", "\n", "The following code block computes the relative error `(a-b)/a` between the three datasets. As you see, the method `xarray-regrid` uses has very similar results compared to the CDO regridding. xESMF seems deviate from the CDO result." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAACcUAAAIaCAYAAADrgremAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAACZzAAAmcwHzbHUKAAEAAElEQVR4nOzdd3gU1dcH8LPpPRACBJJA6CF0CEVEOggISJPeRURQsRdERcSGimJFpPfeRQTESC+hd6SThBBaSK877x+82V/Omc3OTjaN8P08T54nZ/bOzJ2ZO3fu3J29Y1AURSEAAAAAAAAAAAAAAAAAAAAAAACAYsCusDMAAAAAAAAAAAAAAAAAAAAAAAAAkFfwUBwAAAAAAAAAAAAAAAAAAAAAAAAUG3goDgAAAAAAAAAAAAAAAAAAAAAAAIoNPBQHAAAAAAAAAAAAAAAAAAAAAAAAxQYeigMAAAAAAAAAAAAAAAAAAAAAAIBiAw/FAQAAAAAAAAAAAAAAAAAAAAAAQLGBh+IAAAAAAAAAAAAAAAAAAAAAAACg2MBDcQAAAAAAAAAAAAAAAAAAAAAAAFBs4KE4AAAAAAAAAAAAAAAAAAAAAAAAKDbwUBwAAAAAAAAAAAAAAAAAAAAAAAAUG3goDgAAAAAAAAAAAAAAAAAAAAAAAIoNPBQHAAAAAAAAAAAAAAAAAAAAAAAAxQYeigMAAAAAAAAAAAAAAAAAAAAAAIBiAw/FAQAAAAAAAAAAAAAAAAAAAAAAQLGBh+IAAAAAAAAAAAAAAAAAAAAAAACg2MBDcQAAAAAAAAAAAAAAAAAAAAAAAFBs4KE4AAAAAAAAAAAAAAAAAAAAAAAAKDbwUBwAAAAAAAAAAAAAAAAAAAAAAAAUG3goDgAAAAAAAAAAAAAAAAAAAAAAAIoNPBQHAAAAAAAAAAAAAAAAAAAAAAAAxQYeigMAAAAAAAAAAAAAAAAAAAAAAIBiAw/FAQAAAAAAAAAAAAAAAAAAAAAAQLGBh+IAAAAAAAAAAAAAAAAAAAAAAACg2MBDcQAAAAAAAAAAAAAAAAAAAAAAAFBsOBR2BgAAAAAAipKrV69SpUqVTPGwYcNo3rx5+bKu4cOH0/z5803xlStXKCgoKF/WBQAAAABF16RJk+iTTz4xxf/88w+1bt06X9ZlMBhM/7dq1YrCwsLyZT0AAFA4kpOT6ciRI/Tff//R/fv3KTExkVxdXcnLy4sqVKhAVapUocqVK5OdHcbNgKInPT2djh8/Tv/99x9FR0dTYmIiubi4UMmSJalMmTLUsGFD8vf3L+xs5qmEhAQKDw+nS5cu0d27dyktLY3c3NzI39+fgoODqU6dOjhfAQAAcgkPxQFAsYWbfwAAAADIb1euXKFTp07RjRs3KC4ujoxGI5UsWZJKlixJNWvWpNq1a5O9vX1hZzPPGI1GOnXqFJ09e5aioqIoMTGRnJycyMfHh6pUqUKhoaHk6elZ2NkEAAAAACg0YWFh1KZNmzxZlre3N8XGxmqmUxSFNmzYQDNmzKDt27dTRkaGxfSenp7UqFEjatWqFXXu3JkaN25ssZ983rx5NGLECNV0f39/un79eq762BVFoSpVqtCVK1dUn82dO5eGDx+uOz963b9/n0qUKGHzcsA2mZmZtGrVKlq0aBFt376dUlJSLKYvX748de3alYYNG0bNmze3mFb++NUcg8FAzs7O5OrqSmXKlKFy5cpRcHAw1a1bl5566imqXbu27m3SkpGRQUuXLqW5c+fSrl27LJ6zJUuWpJ49e9LYsWOpUaNGeZ4XAACA4gwPxQFAvsHNv3Vw8w8AAADwaDl58iTNnDmT1q5dS5GRkRbTurm50ZNPPkmDBw+m3r17k7u7u8X0rVu3pn///ddiGicnJ3J2dqaSJUtS2bJlqUqVKhQSEkLNmzen5s2bk6urq+5t0nLkyBH65ZdfaM2aNXT//v0c09nb29NTTz1Fw4cPp0GDBpGDA7odAAAAAADy07Vr12jkyJG0Y8cOq+eJj4+nsLAwCgsLo08++YTWrVtHzz77rO51R0ZG0t9//00dOnTQPe/OnTvN9onD42Xjxo302muv0eXLl62eJyoqimbOnEkzZ86k+vXr0zfffEPt2rXLdR4URaGUlBRKSUmh+/fv0/nz59lIukFBQTRo0CAaN24clStXLtfrybJ9+3Z66aWX6OLFi1alv3//Ps2ZM4fmzJlDzz33HP3www/k5+dncz4AAAAeBxgeCQCKjWvXrlH79u2pR48etGXLFs0H4oj+d/P/ySefULNmzWjjxo25WnfWzX9u4OYfAAAA4NFw/fp16t27N9WtW5d++uknzQfiiIiSkpJo27ZtNGzYMCpfvjx98cUXmr9615KWlkbx8fF0/fp1OnToEC1btow++ugjat++Pfn6+lK/fv1o586dNq0jy61bt6h///7UqFEjmj17tsUH4oge/sI/LCyMhg8fTsHBwbRt27Y8yQcAAAAAAKhdvnyZnnzySbMPxDk5OVGNGjWoSZMmVK9ePQoMDMzxR92KouQ6DwsWLMjVfPPnz8/1OuHRl56eTi+99BJ1797d7ANxDg4O5OfnR3Xr1qUGDRqQn5+f2VHYjx07Ru3bt6eff/453/J69epV+uyzz6hSpUr0wQcfUHJycq6X9fHHH1PHjh3NPhDn7u5O1apVo9DQUAoICDD7I7OVK1dS/fr1ad++fbnOAwAAwOMEP9kGgGLh8uXL1LJlS7NfTDo5OVGlSpXI29ubUlNT6d69exQZGUlGo1GV1tab/9z8Ig43/wAAAABF36ZNm2jw4MH04MEDs5+XLFmSSpcuTd7e3nTnzh26desWJSUlsTRxcXE0YcIEWrNmDR06dChf8pmUlEQrVqygFStWUJs2beiXX36h4ODgXC1r//791LNnT4qOjlZ95uDgQGXLlqVy5cpRXFwcRUVFUUJCAktz6dIlevrpp+nDDz+kTz75JFd5AAAAAAB41JUtW5YWLVqUq3kdHR1z/Cw9PZ26devG+sQNBgMNGjSIXnzxRWrWrJnqoZqEhAQ6fPgw/fnnn7Rq1Sq6dOlSrvJlZ2dn6l9fu3YtJSQkkIeHh9XzJyUl0apVq8wuLzfq1q1L3377re759OQZ8k56ejr17t1bNUiBvb09DR48mHr16kXt2rVTjbSenp5OYWFhtGHDBlq6dCndvXvX9Nnt27etXr+5H28lJSVRbGwsxcbG0pkzZ2j//v106tQpyszMNKVJTU2lzz//nP78809av349BQYGWr1OIqLx48fTDz/8wKY5OjrS6NGjadCgQdSsWTMyGAymzxITE2nTpk00Y8YMNnLdrVu3qEOHDrRlyxZq0aKFrjwAAAA8bvBQHAAUGNz8q+HmHwCg6AkKCrLpIWkAKH4WL15Mw4YNY53hRESNGjWi559/nrp06UIVK1ZUzXf+/Hlav349rVixgg4fPmyarqez/u2336aOHTuyaRkZGabO+sjISNq/fz8dPHiQ4uLiWLp//vmHGjVqRHPmzKF+/fpZvU4iot27d1OnTp0oMTGRTW/RooXp1/yyDXnw4EFasmQJ/frrr5SWlkZED390MnnyZHrw4AF9//33uvIAAPA4mTRpEk2aNKmwswEAAPnAxcWF2rdvn+fLnTFjBp05c4atZ/Xq1dSlS5cc5/Hw8KBWrVpRq1at6Msvv6R///2XvvvuO7MjcFnSpk0b05tTEhMTafXq1TRs2DCr51+zZg3Fx8eb4rZt29L27dt15SG7kiVL5ss+hvzx7rvvqh6Ia9GiBf32228UEhKS43yOjo7UoUMH6tChA3322Wf01Vdf0ffff6/6QZoWa8vKrVu36Oeff6Zff/2V7ty5Y5p+9OhRat26Ne3evdvq16nOnTtX9UBcnTp1aNGiRVS3bl2z87i7u1O/fv2oX79+NHfuXBo3bpxplLrExETq3bs3nTx5ksqUKWNVHgAAAB5HeCgOAAoMbv7VcPMPAAAAULSFh4fTyJEj2QNx3t7e9NNPP9GgQYPYr7ilGjVq0DvvvEPvvPMOrV27lt5//306f/68rvWHhIRY1b7LyMigVatW0XfffUcHDx40TU9KSqKBAweSoijUv39/q9Z569Yt6t27N3sgztnZmX744Qd64YUXctzmJk2aUJMmTWj06NE0ePBgOnr0qOmz6dOnU4MGDXS1lQEAAAAAIGfyDSQff/yxxT5xc7L6yPWqXbs23bt3z9Tmnz9/vq62fva8N2zYkGrVqmVTvzg8OjZt2kTfffcdm9a9e3dasWIFOTs7W70cLy8v+uyzz2jw4MHUo0ePPM7lQ2XLlqXJkyfTK6+8QgMGDDB9F0T08O1FAwYMoB07duT4WuIsly5doldffZVNq127Nv3zzz9UqlQpq/IyYsQI8vPzox49eph+hBYTE0MjR46kTZs26dwyAACAx4flqzQAwCMgr27+161bR926ddM1X+3atalBgwY55kWLuZt/AAAAACga4uLiqF+/fqYOZyKiMmXKUFhYGA0ePNjiA3FSz5496cSJE/T888/nR1bJwcGB+vfvTwcOHKCpU6eykZKNRiONHDmSTp06ZdWyRowYQTExMabY0dGRVq1aRaNHj7Zqm0NCQujvv/9W/dr9lVdeocuXL1u5RQAAAAAAkJN79+6x0ajt7OzohRdeKNA8ZH8ILiwsjG7cuGHVfBEREbRjxw6zy4HiLTU1VVVO69atS6tWrdL1QFx2NWvWpIMHD1LLli3zIotmlS5dmrZu3ap6+O7ff/+lOXPmaM7/8ssvU0JCgin28PCgzZs3W/1AXJbOnTur3hT0xx9/0IoVK3QtBwAA4HGCh+IA4JGGm38AAAAAyC+TJk1iD3HZ2dnRunXrqH79+rlanpOTE82aNYumTZuWRzk07+2336bly5ezacnJyfTSSy9pzrt8+XL6888/2bSpU6dS165ddeWhZMmStHnzZvLy8jJNi4+Pp5dfflnXcgAAAAAAQC0yMpLFvr6+uh+wsdXAgQPJ0dGRiIgURaGFCxdaNd/ChQvJaDQS0cMf4AwcODDf8licGY1GOnXqFC1ZsoSmT59OU6ZMoalTp9Ivv/xCGzdupLNnz5r2c1GxcOFCio6ONsUODg40b948UznKLW9vb2rbtq2t2bPIzs6O5s6dS5UqVWLTJ0+ezEaWl86cOUNbtmxRzRMYGJirfIwdO5YaNWrEpuV3HwMAAMCjDK9PBYBHWlG5+X/77bcpPT3ddPM/YcIEzfnM3fxPmTIlv7Nb7BiNRjpz5gydOHGCbt++TfHx8eTk5EQeHh4UGBhIVatWpRo1amgOYV7cxcTE0KlTp+jSpUsUGxtLGRkZ5OPjQ35+ftS0aVPy8/PL83VmZmbS/v376erVq3Tz5k3KzMykWrVq6fpS/dKlS3TixAmKioqi2NhY8vX1pf79+5O3t3eO8xTGthZlqamptGfPHoqIiKCbN2+Svb09NW7cWPPVGIqi0IkTJ+js2bMUExNDiYmJ5OvrSwEBAfTUU0+Rh4eHzXmLjIykPXv2UFRUFCUnJ1Pp0qWpfv361KhRI12jL+kVHh5OFy9epJs3b1JKSgpVrFgxzztgb926RTt37qTIyMgC3TYAyDuxsbH0+++/s2mvvfYaPfHEEzYvu1evXjYvw5p1vP766+y1NLt376atW7dSx44dc5xPdqY3bNiQXnnllVzlwd/fnyZPnkyvvfaaadqWLVvo7NmzVLNmzVwts6iIj4+no0eP0vnz5yk2NpZSU1PJzc2NSpYsSUFBQRQSEkJly5Yt7GwWKqPRSP/99x+dPn2aoqKiKC4ujpydncnHx4eqVq1KTZo0yfVoEJbcvXuX9u/fT1FRUXT79m3y8PCgTp06UfXq1a2aPzdt2MLa1qIsMjKSDh8+TFFRUXT37l0qUaIE9ezZk8qXL29xvqSkJNqzZw9FRkZSTEwM2dvbU5kyZSgkJIQaNmxocztKURQ6ePAgnT17lqKjo8nBwYEqVqxITz75pGbebJGQkGBq90ZHR5OLiwu1atWKGjZsmKfrCQ8Pp9OnT9PNmzdN29a8eXPy9/fP0/UAADyqevfuTWvWrDHFTz/9NP35559WXV8ePHhADRo0oCtXrpimff755/T+++/nS161xMfHs9jSQzn5pXTp0tSpUyfauHEjEREtWLDAqn7x7G9P6dy5M/n6+uZbHgtC7dq16fTp06b44sWLVKVKFV3LSExMJD8/P9NoYj4+PnTz5k1ycnJSpY2Li6Mvv/yS5s2bRzdv3rS4XC8vL2rZsiUNHjyY+vXrpytP+UHeb3bv3p29iaeoK1GiBH388cc0fPhw07QbN27QH3/8Qd27dzc7z/Tp01lcpkwZm34sZmdnRx9//DFb34EDB2j//v3UrFmzXC8XAACg2FIA4LHTq1cvhYhMf08//bRiNBqtmjc2NlapVKkSm//zzz83m/aff/5h6SpWrJiHW/HQnj172DpKlSqV5+vIbu7cuWx948ePVxRFUbp162aaVqNGDauWVaNGDdM83bt3VxRFUcaPH8+WP3fuXF35adWqlQ1bZ5tatWqxvFy8eFH3MhISEhQPDw/TMnx8fJTU1FSzaR88eKC8//77Srly5dh6zf15eXkpXbt2VZYtW2brZtrk6tWrSokSJVjeFi9ebPX869atY/N6eHgo58+fN5vWaDQqO3fuVF5++WVW1nL6q1OnjjJv3jwlPT3d6vx8/PHHbBn//POPoiiKcvfuXeWtt95S/Pz8VOupV6+eaf4rV66wz4YNG2b6bOHChUqTJk3M5vXo0aMFtq3BwcGm+ezs7JQbN25YvX+y3L59W3FycjItp3z58kpGRobu5eRk2LBhbPuuXLmiKIqi3LhxQxk9erSqzBGR8uyzz+a4vJiYGOX111+3eG45OTkp3bt3V44fP56rPB88eFBp2bKlYjAYzC4/KChImTVrluY2miPrxax6NCkpSZk8ebLqGkZEire3N1uGpbKp5cyZM0qnTp0Ue3t7s9tWsWJFZebMmabrrp5tA4CC9eWXX6rqvtu3b+f7elu1aqWrPWhJXFyc4uXlxZbXs2fPHNPv3btXVW+tX78+1+tXFEVJT09XypQpw5b54osv2rTMLIcOHWLLbdGiRa6WM2/ePLaccePG5Zj28OHDSs+ePdm1Pae/SpUqKS+//LJy+vTp3G5inpg+fTrLV/ny5XWVZT33j3Fxccr8+fOVnj17KiVLlrS4f5ydnZU+ffoohw8f1rU9FStWZNfVLHv37lW6deumODo6qtb13XffmdLZ2obN723dt28fm7dDhw669k8WedzfeeedXC0nJ9mXnf0+dNOmTUrbtm0VOzs71X5Yu3ZtjsvbvXu30rlzZ8XZ2TnH/VimTBnlww8/VOLi4nTnNzMzU5k+fboSEBBgdtkGg0Hp1KmTcuLECc1tNEfW3VlOnz6tDBgwQHFzc1OtM6s/IUtOZdMac+bMUapUqZLjtnXs2JG13fVsGwBAcXLv3j3WliAi5csvv7Rq3j59+rD52rdvn2ObqCD6xU+fPq2q8//77788X0+WnPrFV61axabv37/f4nL279/P0q9evVpRlEe7X3zq1KksLx999JHuZcyfP58tY+zYsWbTHTt2TClfvrzmvYj88/f3t3UzbXbmzBlVvv788898X6/s58veVsuNlJQU1T3uiBEjckzv6+vL0r7xxhs2rV9RHt5nly1bli33rbfesnm5AAAAxREeigN4DOHmP/dw858z3PxbZ/Xq1SxPnp6eVpXZ69evKz4+PmzeBQsW5Jj+zTff1L1/iB5+mXzr1i2rtsXclzZHjx61eGy0HopLSUlRffEq/+RDcfm5rdOmTWPzfPLJJ1btm+y++eYbtoyJEyfqXoYl5h6q2rZtm+Lt7Z3jtuf0UNysWbMUT09Pq/ehnZ2d7n3yxRdfmP2S1Nzfc889p6Smptr8UNzVq1eVkJCQHNeTVw/FzZo1y+IXudn/evXqpXvbAKBgyYez+/XrVyDrzcuH4hRF3b50c3NTkpOTzaaV19SyZcvqemA+J2+88QZbbunSpW1eZpbs9bvBYFAuX76sexlt2rRh+Tt48KDZdHquYdn/PvjgA1s302bPPvssy1OXLl2s+mHUTz/9xOYrV66cxfZTqVKldO8fg8GgfPbZZ1Zvi7mH4r766qscH7Yn0n4oTk8btiC2tW7dumye3LQPateuzZaR1/fJ2berVatWitFoVF5++WWL22/uobiEhATlueee07Uf/fz8cjxPzbl//77SvHlzq5bt5ORk+jGV3EZLzD0Ut2jRIosP0ObFQ3HJyclK165drd62JUuW6N42AIDiZu/evYqDg4OpHnRwcFD27t1rcZ5ff/2V1Z1ly5ZVoqOjc0xfEP3iycnJiouLC1tPr169rP7xu1459YunpqayHwjk1J+b5aWXXjKlzf6D6Ee5XzwqKor9OLJy5cq6j0Pbtm3Z9hw4cECVJjo62mwb1MHBQalSpYrSuHFjpXHjxkr16tVVZaMo9Iv/9ttvLE9ubm55+sPhnOT1Q3GKoigjRoxgywsKCjKb7uzZs6p179mzx+b1K4qivPDCC2y5TzzxRJ4sFwAAoLh5vN8lB/CYKlmyJC1dupQcHP73BuWJEyfSvn37LM43Y8YMWrVqlSkuW7YsLVq0qFBfA1e5cmVycXFh0959911SFKVA89GtWzcqWbKkKV6wYIHF9NmHiPfx8dH1OsmiavDgwWRvb2+KFy1apPs4ZN8vRETDhg1Tpbl16xa1a9eOoqKi2HQHBweqUqUKNW7cmBo3bkzVq1dXlY2ioFevXjRu3DhTHB8fT/369aO0tLQc58nMzKSBAwfSvXv3TNOGDRtGQ4YMyXGelJQU1bSSJUtSzZo1qWnTplS/fn0qV66cKs3u3bupbdu2lJycbO0mmdy4cYOefvppdmz8/f2pUaNGVh+P4cOHs9dYeHp6Uq1atahBgwY5vkohP7d12LBhLN9z5swxvfbYWrNmzTL9bzAY6Pnnn9c1v15Hjx6lZ599lh48eGCaVrFiRQoNDaUqVaqQo6Oj2fk+/PBDGjVqlOr1G15eXlSrVi1q0qQJBQUFsc+MRiN9/PHHNH78eKvy9vXXX9P777+v2oclSpSgevXqUd26ddmrcVeuXGnT6wSIHr5SomPHjnTmzBnTtDJlylCDBg0oJCSE3N3dbVp+lsWLF9MLL7xAqampbLqXlxfVrVuX6tSpQ56enqbpa9asobFjx+bJugEg7yUmJtKRI0fYtGeffbaQcmMb+arWpKQkOnDggNm0u3fvZnH37t3ZPUNu9e7dm8W3b9+mCxcu2LxcIt5eVBRFsx0uXb9+ncLCwkxxzZo1qXHjxqp0s2fPNnsN8/T0pDp16lCzZs2oXr16FBgYWCRfkz1nzhwKDAw0xZs3b6Zvv/3W4jzHjx+nN9980xTb2dnRwoULqUyZMjnOI9tlBoOBAgMDqW7dutSsWTOqVasWubm5sTSKotAHH3xAkydP1rNJJr/99hu7B3RycqLq1atT48aNyd/fX/N45LYNm5/bOmbMGDbP7NmzLaaX9u/fT6dOnTLFrVu3pqpVq+pahl4TJkygn376yRS7urpScHAwNWrUiPz8/MzOExMTQ61ataKVK1eqPgsICKBGjRpR/fr12b02EVF0dDS1bt1aVWeZk5iYSB07dqS9e/eqPqtQoQI1btyYqlataqrr0tLSaPDgwfTvv/9qLtuSzZs309ChQ033eXZ2dqb71YoVK7J759zKyMig3r1706ZNm1SfBQQEmNr/dnYPu3/T0tJo6NChrM4DAHgcPfHEEzRlyhRTnJGRQQMGDKDY2Fiz6U+ePEmvv/66KTYYDLRw4UIqW7ZsfmfVIhcXF2rXrh2btmbNGmrXrh3t2bOnwPLh5ORE/fv3N8XLly/PsZ8zNTWVli1bZor79+9v9vWgj5py5cpRhw4dTPHly5etaqdkuXHjBrs+BwcHU5MmTVTpJk+eTHfv3jXFlStXpqVLl1JsbCxdvHiRDh48SAcPHqTz589TQkICnT59mqZNm0bNmzcvEvcou3btYnH9+vXzpE1UGJo2bcriq1ev0v3791Xp5Llob29P9evXz5M8NGrUiMWHDx82208OAADw2CvEB/IAoJDJV0JVrFhRuX//vtm0J06cYL8uMhgMytatWy0uvyB+EacoivLMM8+ofm3Tpk0bZffu3Xm+rpx+Eaco/FdupUqVyvG1nykpKTn+eu5R/kWcoihKp06dWH527txp9bzXr19nI28EBwebTTd27Fi2jsqVKytLly5VEhISVGkzMjKU06dPK9OmTVOaN2+uBAQE5Hrb8lJKSopSr149th2vvvpqjuk/+OADlrZGjRpmtze7cePGKZ6ensqIESOUVatWKVFRUWbTRUREKF9++aXqFZuW8pNFjmSQNWS7vb298tJLL6lGo0hKSlK2bdtmiuWv9LIP+R4aGqr89ddfqtFp9u3bp8TExBTotg4ZMoSl1zOs/86dO9m8HTt2tHpea8mRxrL2o4uLizJx4kQlIiKCpb9//77y77//smlz5sxhyzAYDMrQoUOVQ4cOKZmZmSxtZGSk8v7776teTbZ8+XKL+Tx48KDqlaK1a9dWtmzZwn4VmpGRofz555/slczylad6RorLXq769euneuVrWlqasnnzZjZN70hxly5dUr0Sq0qVKsr69etZGU5NTVVWr17NRrgJCgqyetsAoOBs375d1b68cOFCgaw7r0eKS0hIUNW/2UfNypKUlKSq22fMmGHTurMkJiaq8jBnzpw8WXZkZCRrQ1apUkXX/FOmTGH5MjeCdkpKimrE3t69eyvh4eFmR4CIi4tT/v77b+XNN99UypYtWyRGilOUh6+nzH4cHB0dzY5AoSgPy418Lb012+Hu7q4EBwcrH374obJ3714lMTFRlSYzM1PZt2+f0r9/f7Z8e3t7q0b/yn4d9fT0VFxdXRWih6PYzZ49W/VqzcuXLysnT540xba2YQtiWx88eKB4eHiY0vv7++saRWPkyJFsfVmjg+Wl7MsvXbq06TysVq2asnLlStWIlCdPnlQuXbpkijMzM1WjNJYuXVr5+uuvlZs3b7J5MzMzld27d6tGUAkICFDu3LljMZ+vvPKKqp07atQo5eLFiyzdnTt3lC+//NLUppPtT70jxWWVK29vb+Xbb79VvbI4Ojpadf7pHSnuiy++UF2r+vfvr5w9e5alu3nzpjJhwgTTqEiy/VnY/QgAAIXBaDQqTz/9NKsPe/XqpUqXmJio1KxZk6V77733NJcv+8XLli2rbNu2LVd/sh8su127dqmuBVl/FStWVF544QVlzpw5yqlTp1T9O3pZ6heXb0VZs2aN2WWsXLmSpct+LbS1X7xu3bq69mt4eLhN+0NaunQpy8/zzz9v9byfffYZm/eLL74wmy77KztLly5t9ds+FOXhq0sLW2hoKNvOcePGFch682OkuEOHDqmWefjwYVW6t956i6WpWbOmzevOcuDAAVUeTp8+nWfLBwAAKC7wUBzAYww3//rh5t8y3Pxb7/z58+yLLiJS1q1bp0q3fft29kWvs7OzcuzYMc3lh4eHKw8ePLA6P1evXmVf/Li6uip37961OI/80obo4XD9K1eutGqd5jokiB6+MlPPq9rye1v37NmjWU/mZOjQoWxea/eNHvKhOCJSPDw8lF27dlk1v3ygy9XVVfWQmDn//vuv6UtoIlLKlCmT4+v4FEVRGjZsyPLYtm1bi+mTkpJUXy5m/el5KC7r7/vvv9fcpix6H4rr3LkzS9+wYUOLZfLevXvslWbWbhsAFBz5ykgPD498ew2RlNcPxSmKwh40JiLllVdeUaU5deqUqk7K6YGp3JD3E2+//XaeLVve01h7DVQURalevbppPjs7O9XD5IqiKH/88Qdb/tChQ61efmpqKnsQqLDJNnelSpWU2NhYVTrZhmnRooVVD2VZ87rH7ObPn8/W07dvX815sj8Ul/VXs2ZN1YNUObG1DZslv7dVvg5pw4YNVq0nLi5OcXd3N81XqlQpJSUlRVderWGuHfPUU08p8fHxVs0vf6TXtGlTzXu7zMxM1StaLf3A5dixY6pXHv/2228W13HgwAHF09NTtW16H4ojeviaV/mAmiV6Hoq7evWq6rVoU6ZMsbj8zZs3qx5+tmbbAACKq1u3bil+fn6sTvzpp59YGvmg+RNPPGFVn5XsF7flz9zrx7P78MMPrVqOh4eH0rZtW2Xy5MnKoUOHdO8vS/3iiqKwH1Q8++yzZpeR/ZXf8gfRtvaL6/3L6+tfcnKy4u3tbVq+t7e3xX6v7LLvOzs7O+XGjRuqNPfv32f5HzNmTJ7mvyBUrlyZbcMnn3xSIOvNj4fizC1z06ZNqnSyDmnbtq3N685y7do1VR703AsDAAA8LvBQHMBjDjf/+uDm3zLc/OuzYMECtj0+Pj7K9evXTZ/funVLKVeunMXzMy/JUXF+/vlni+nNfaFozQOzWcx1HlSuXFlJSkqydVM06d3WOnXqmNI6Ojoq0dHRmuu4f/++6qGxtLS0vNoEE3MPxekZ2efFF19k8y5dutTqeX/++Wc27++//2423e7du1m6UqVKaT50qSiKcvv2bTayZtaf3ofi+vfvb/U2KYq+h+LOnj3L0rq5uSnXrl3TXMfFixcVZ2dnXdsGAAVn8uTJ7NysVKlSga07Px6Kk8vs06ePKo0c3ZSIWLvEVnJEKD0/ntCyZMkStuwXXnjBqvn27dvH5stpRNfvvvuOpdu/f3+e5b2gZWZmKu3bt7dYHrTaqHlt8ODBpnU5ODiYfUgvO/lQnKOjIxsJToutbVhb6NnW8PBwlsdu3bpZtY7ffvuNzffaa6/lVfYZuQ9Llixp9YOJiYmJbPTFcuXKWdU2VJSHowo3a9bMNK+Hh0eOI96PGjWK5XH48OFWrWPWrFm6753NPRS3ZcsWq9aXRc9Dce+99x5L27VrV6vWIUfHtGbbAACKM0s/Rl28eDGrL0uUKKFcvXrVquUWZL+4oijK9OnTVQ9La/3VqlVLmT17ttU/ItfqF8/+4wtHR0fVaK63bt0yjVpKRMrnn3/OPn/U+8UVRf2jBmv62OQP7Tt06GA2XVRUFEtn7odORZ18e8f06dMLZL358VCc/J6CiJRly5ap0vXo0YOl6dmzp83rzhIbG6vKw/r16/Ns+QAAAMWFHQHAY61MmTK0aNEisrP7X3Xw5ptv0vHjx4mIaMmSJTRnzhzTZyVKlKClS5eSg4NDgefVksmTJ9P06dPJxcXFYrqEhATasWMHffTRR9S4cWOqXbs2zZkzh4xGY57kY+jQoab/N2/eTHfv3mWfx8TE0JYtW8ymLw5cXFyob9++pvjBgwe0bt06zfkOHDhA58+fN8Xt2rWjgIAAVbrk5GQWOzo65j6zRcCQIUNo2LBhpvjevXs0YMAAyszMJEVRaOjQoXTz5k3T5z179qRx48blW37atWtH5cqVM8V79+7VNb+bmxu9//77NuVhwoQJ5OrqatMyrKF3W1988UXT/+np6TRv3jzNdSxevJiV2WHDhhVIma1QoQK98MILVqW9d+8eLViwwBQ/8cQT1L9/f6vX9cILL1CZMmVM8erVq82my74OIqK3336bfHx8NJfv6+tLb731ltX5ycmnn35q8zJyMnfuXBaPGzeOKlSooDlflSpV6KWXXsqvbAGAje7du8fiEiVKFE5G8ojMf0JCgiqN3GYiIm9v7zzLg1yWufXlVo8ePcjLy8sUr1y5klJSUjTnmz9/Pouzt8uyK05tUDs7O1q0aBGVLVvWNG3VqlU0Y8YMIiK6cOECjR07ls0zZ84cCgwMzLc8DR482PR/RkYGHTp0SNf8/fr1o9q1a+d6/XnRhrWWnm1t1KgRhYaGmuLNmzdTZGSk5jp+//13FlvbLrTVuHHjyM/Pz6q0CxYsYHXApEmTrGobEhHZ29uz45WQkEB//fWXKl1aWhotW7aMzffZZ59ZtY6RI0dS9erVrUqbkxYtWtDTTz9t0zJyoiiK6n7kq6++smret956y+rjBADwOGjXrh1NmDDBFKemplLfvn3p2LFjNGbMGJZ29uzZVLFixYLOolVeffVV+u+//2js2LFWt+FPnz5Nzz//PDVp0oSuXbtmcx6GDBli+o4hPT2dli5dyj5fvHgxZWRkENHDNumQIUNsXmdRI+8n5P2GObLPLKd7El9fX3JycjLFmzZtogcPHuQil4UnPj6exe7u7oWUE9t5eHiopqWlpamm5ec2m1uWXB8AAAAQ4aE4AMDNP27+8xRu/vX5+eefqUaNGqZ4z5499NFHH9HUqVPZlzsVKlSg2bNn53t+goKCTP8fPXpU17zPPPMM+0JaL3t7e/ZQZX7Ts62DBw9mHQ2zZs0iRVEszjNr1iwWjxo1Sn8mc6Ffv37sQWdLwsLC2Bf9euskR0dHatOmjSneu3ev2YeMd+/ezeKBAwdavY7sXx7nRuPGjalq1ao2LcOSsLAwFut52Hn48OF5mxkAyDPFqbOeSN1hb01nPVH+dtjnZWe9q6sra0PExsbS+vXrLc6TmppKy5cvN8VeXl7Us2dPs2nLly/P4kWLFtmQ28JXtmxZWrhwIRkMBtO0119/nQ4dOkT9+vVjD02+8sor9Oyzz+ZrfipVqsRivW3QAQMG2LR+W9uweujd1uw/zMjMzFQ9jC8dP36cwsPDTXHz5s0pJCQkFznVT89x2Lx5s+l/BwcHXT/KIHrYh5G9vbtr1y5VmuPHj7Oy3Lp1a9W5nBODwUCDBg3SlSfJ1nJpyblz5yg6OtoUN2rUyOrj7OzsrHt/AwAUd5MmTaIWLVqY4gsXLlDTpk1Ze/Wll16iXr165XodFStWJOXhm5t0//Xo0cOqdQQEBNDPP/9Mt27dog0bNtDrr79OoaGhrC/VnMOHD1OTJk3o0qVLud4+IqLAwEBq3bq1KZb9vdn7iNu0aWP2B9G2aNWqla79Kvtz8sKTTz5J1apVM8Xbtm1j12xJPsTv6emZ4z2Jo6MjtWrVyhRfuXKF2rRpQ3/99Vee/eA/v3l6erI4MTGxkHJiO3P3s87Ozqpp+bnN5pYl1wcAAAB4KA4A/h9u/nHzn1dw86+Pu7s7LV++nI1y+OWXX9LEiRNNsYODAy1dupRKliyZq3VcvXqVpk6dSs899xzVrFmTSpcuTc7OzmQwGFR/+/btM813584dXetp0qRJrvKXJTg42OYb9/zaVm9vb/bl0cWLFy2eP+Hh4XTs2DFT3KpVK5tHm7CWnuMgv0DMPhqJtbKPihYXF6cawSQhIYHOnTtnigMDA3WNNlOhQgXy9/fXna8stpZLS9LS0thxLlWqlK6RaurVq/fIjz4FUFwVp856InWHvTWd9UT522Gf15318kFj2Q6XNm7cSPfv3zfFzz33XI6j1bZt25bs7e1N8XfffUdjx46ly5cv5z7DhaxDhw703nvvmeKUlBRq0aIFu641aNCAvv7661wt32g00o4dO+jNN9+k9u3bU8WKFalEiRJkb2+vapNl/4EIUcG3QW2dPz+3dcCAAeyBvdmzZ1v8YUZhjRLn6elJNWvWtCqtoii0Z88eU1y9enXdDyW6u7tTqVKlTPHZs2dVabI/HEj08AFBPfSml/KzDXrw4EEWZ++DsIbe9AAAxZ29vT0tXbqUXVuy/4ikbt26NG3atMLIWq44OztTt27daNq0aXTo0CGKj4+n8PBwmj59OnXr1s1sP3lMTAz17t2bMjMzbVp39h86Hzp0yHSNPn78uOnNNDJdcZP9x5KZmZm0ePHiHNNu2rSJjZ773HPPkZubW47pP/zwQ/bDgKNHj1KnTp2ofPnyNHz4cJo3bx57G0tRI0cGfpR/7G4u7+ZGj8vPbTa3LGtHXwYAAHic4KE4ACAi3PwT4eY/L+HmX5969eqx88toNJpGFCR6+Hrg3Hwpc+3aNerRowdVrlyZ3n33XVq1ahWdO3eO7ty5Y3aEGCk2NlbX+uTIF3rZMn9BbKscOVN+6Wjps5y+kLx58yZt377dqr8zZ85o5pFI336UXyA2adLE7AOElv7kl+XydXjR0dHsoVVrvzDNLjfzZLG1XFoSFRXFylduXt1Wp06dvMwSAOSR4tRZT6TOvzWd9ebmy8s85HVn/ZNPPslGBt26dSvdunUrx/TWjlRM9PCB7pEjR7Jpv/76K1WpUoVCQ0Ppvffeo82bN+fpK2ELgmxjZr+meXh40LJly8w+QKll/fr1VLVqVWrXrh1NmzaN/v77b7p+/To9ePDAqh+y6GmDenh4kK+vr+48ZmdLWyG/t9Xd3Z2N5Hv16lXatm2b2bTJycnsvsvLyyvHUZgPHz5sdRs0+8OjOalYsSIbedCSW7dusXPlzJkzutufBoOBbt++bVqGuXNP/lBDb3vSlvYnUf62Qa9cucJivW1QtD8BANQCAgLMjshq7sesjxonJydq1KgRvfrqq7RhwwaKioqit99+m/3og+hh33X2Hy7nRu/evdkI0Vlt7uw/FPfw8LDph/dF3ZAhQ1i7yNKPdeQbVrS+L3jqqado1qxZqu82bt26RfPnz6cRI0ZQcHAwlStXjgYPHkwbN26k9PT0XGxF/pD3gDExMYWUE9uZy7u5UYnlNlsaPEAvc8vCQ3EAAABqeCgOAExw84+b/7yCm3/9XnrpJerdu7dqevv27dkoHtY6ePAg1atXj9avX6/5ms+cWPMwWXa2vnYqt/MX1LaGhoZSw4YNTfGaNWvMfgGXmJjIXp1csmRJs8eWiOivv/6iDh06WPU3depUq7ZFz368e/eu1WmtJR96kF/2Wvt66+xsGU0tP1+HJrct+4Pl1srNPACQ/2RHcvaHLx5FssPems56ovztsM+PzvrsP8zIyMjI8YcZt2/fpj///NMUV65cmY2abc4PP/xA3bp1U00/fPgwffXVV/TMM8+Qr68vNWjQgCZMmECnT5/O5VYUHEujEf/yyy+5GuV2woQJ1KNHD9VDO3qkpqZanTYvrvO5XUZBbWv2V6gSEc2aNctsulWrVrG2yaBBg3L8sdGbb75pdRs0+w+7clLU2p9EtrdBbR3Ntyi3QdH+BAAwz9woyRUrVszXB50LQ6lSpWjq1Km0bt06Vd/4okWLbFq2u7s76wNbvHgxpaWlsXa57DsvbipWrMhGZT1x4gQbjTnLnTt32D1JpUqV6KmnntJc/ogRI+j48ePUv3//HN+OEx0dTYsXL6bu3btT9erVWT9lYQoODmbx0aNHCykntjt8+DCLDQYDVa5cWZVOjhR9/vx5SkpKypM8yP3n5ORkNg8AAACPOzwUBwAMbv5x858XcPOvn6IoZs+/li1bWj3qQpa7d+9Sly5dVF8O1a1bl8aNG0ffffcdLV++nDZs2EBbt26lbdu2mf7q1q2b621wdHTM9by5nb+gtzX7aHGpqam0cOFCVZrly5ez19QNGTKkQB8q1rMf9Y4GaA05Kor8slfrddbm5GaUmiy2lktLEhISWGxplMucFOdrAcCjTHbWx8fH08WLFwspN7ZJTEykCxcusGlVqlRRpatcubKqzsyrLymSkpJUebB1FCZzrP1hxpIlS9iovEOHDtVsb7m4uND69etpyZIlVL9+fbNpFEWhY8eO0RdffEG1a9emrl27Fvlyk5qaqvoBiZOTU65GKZ4/fz598cUXbJqrqyt17NiRJk6cSDNnzqQ1a9bQH3/8wdpkttx/5cV1PjfLKMhtrVOnDjse69evN/ugbmG9OpWo6LU/iWxvg9rS/iQq2m1QtD8BANQuXbqkehCd6OGIpm+//XYh5Cj/de3aVfXj5N27d9u83OzLvHHjBr3zzjvsRzrF+e0pWeQ2mrsvWbJkCWuHW3NPkiU4OJiWLl1K0dHRtGzZMhozZgyFhISYnf/q1as0cOBAev3113VuRd6T/f5Hjx61+a09hUW+zr5y5cpmfxQhf3yVmZlp9nuS3JAP5jVq1OiRHtgCAAAgvzgUdgYAoOjQuvn/4YcfCiFX+Svr5n/OnDmmaXl18591s/s43/z/888/pnjBggWqLxDz4ub//v37tHXrVgoLC6OdO3fS2bNnVaOFZd38Hzx4kL777rvcb1Q++uabb2jLli2q6Z9++il17NiRmjZtavWyPvvsMzYCQ7Vq1WjRokXUpEkTzXlz81BPYSrobR0wYAC9+eabpofefv/9dxo/fjxLU5hfSOol98HcuXMpICDApmXWq1ePxXJUDvklnjXi4uJsylN+kV8o5uaXnuYehgWAwtesWTNycHBgD06Fh4ez13M+KsLDw1VfNDRo0ECVztXVlRo2bEgHDhxg844ePdrmPBw7dkyVhyeffNLm5UpBQUHUqlUrCgsLI6KHo0CfOHFC9SB89pGKDQYDG2HOEoPBQAMGDKABAwbQmTNnaNu2bRQWFka7d++mO3fuqNL/8ccftHPnTvrjjz+s+uFHQUtLS6P+/furrs1Z0/fs2WP1g0RpaWn07rvvsmkjR46kqVOnao5Kdf78eX0ZL2SFsa0vvvgi7d2717T++fPn01tvvcWWu2vXLlPcqFEjs+d5USDbnyEhITR9+nSblunq6qqaZmsbtKi2P4lsb4Oi/QkAwKWnp1P//v1zrPt//PFHat++PXXv3r2Ac5b/+vbty/rFExIS6MGDB7ka5T9LmzZtKDAwkG7cuEFExK7zFSpUYD+kLq569+5N48aNM11zlyxZQlOnTiUHh/99JZv9QTk99yTZlSxZkvr160f9+vUjooc/QP/3339pw4YNtGrVKtZG+P777+mJJ56gvn375nazbCbviZKSkujvv/+mjh07FlKOcic1NZX++OMPNq1NmzZm09aoUYNKlSrF+q9Xr16dqx8hZZeRkUEbNmxg0/LjHhsAAKA4wEhxAEBE1t38y0Z2cSFvBLNu/m2RdfOf5XG9+c/eWS9H5CDK25v/X3/9lU6fPk0xMTG0atUqGjp0qOoLl++//55WrFihex357eDBg/TBBx+Y/Sw9PZ0GDBig60uZ5cuXm/53cXGhLVu2WPWQGBGZfR1oUVbQ2+rh4UGDBw82xadPn6Z9+/axeP/+/aa4WbNmVLt27RyXN3z4cFIUxaq/efPm6c6vFl9fXxaHhIRQ+/btbfqTr2CTr8eLiorSnc/czFMQ5Gu1zD0QoSU/XiEGALZzd3dnr8wmoke2Lbxq1SoWe3h4UOPGjc2mlZ3oGzZsULXfcmP16tUsLl26dK5ezWkN+eOT7A/AERGdOnWKjYD31FNP5WpU7JCQEBo/fjytXbuWYmJi6MyZM/T999+rRgKIj4+nPn365Oqh8Pz29ttv05EjR8x+Fh4eTu+//77VywoLC6Nbt26Z4o4dO9Ls2bOtek3jo9b+LIxt7du3L2tjyVeoyljrRxlhYWFWt0Hz+t5Vtj8VRbG5/WnuC0Bb26BFtf1JZHsbFO1PAADuvffeo/DwcFNcr149+vXXX1makSNHUkREREFnLd8FBQWpptn6akeDwUBDhgwx+5kc2bm48vDwYG+SuXXrFv3111+m+PTp02yUrxYtWuTJay99fX2pd+/eNH/+fLp27Rp16dKFff7tt9/avA5b1KxZUzUqu/xx8aNg6dKlqpGbe/bsaTatwWCgXr16sWmLFi2y+T77zz//ZPckRKRaDwAAADyEh+IAgIhw8y/h5t92uPm3TlxcHPXv35+NmPfZZ5+xX5dduXLF6lFarl+/zr7A6dSpk9X7NTk5ma5cuWJlzgtfYW2rHFEze+eN7MjJi9F18pN8CCA/XvFWrlw59iXuqVOndHX8ZGRk0OnTp/M8X3nB39+fjaBz6tQp3cs4efJkXmYJAPKQ7NRes2bNI/cgQXx8vOqhsM6dO+f4WsDsbTeih+23zZs325SHjIwMWrx4MZuW0xcGeaFPnz6qH2ZkH6VO7o+8GMHZYDBQzZo1afz48bRr1y7auXMne/AnJibG7CvXC9PGjRvZSOAeHh60du1aNuLWd999Z/Xxz/6jACKisWPHWp2Xonqdz0lhbKuLiwsrq+fPn6edO3cS0f9Gjsvi7u5OAwcOzNV6CoKfnx8rZ9euXVO9wjcvhISEsFjv66Dz6rVW+UHe8+htg544cSIvswMA8EjbvHkze6uEu7s7LV++nMaMGcOup3fv3qVBgwY9sq96zIm50UOtedBfS04/fM7ND6IfVZZeoSpfp5ofb5Xx9fWlJUuWsHuj8PBw1SvmC9obb7zB4nXr1tHx48cLKTf6xcbG0uTJk9m0oKAg6tSpU47zyLeMxMTE0E8//ZTrPBiNRlUemjRpQk888USulwkAAFCc4aE4AMDNP27+8w1u/rWNHj2aPZzVoUMHev/992nRokVUunRp0/Tly5erRoAwR/5CrEaNGlbnZdeuXfnyhVR+KaxtrVevHjVr1swUr1ixguLi4ig1NZV94e3l5VWorySwhhzaf8eOHXm+DoPBQKGhoaY4OTmZ/v77b6vn37p1K6WkpOR5vvKCk5MTe13svXv3dH0pefz4cYqNjc2HnAFAXnjxxRfJw8PDFKemptJXX31ViDnS7+OPPza98jvLmDFjckzfvHlz1Shyn3zyiU3t/19++UV1zZZfCuQlDw8P9gv56Oho2rp1KxERZWZmsgf03Nzc6LnnnsvzPDz11FP05Zdfsmm7d+/O8/XkVkREBI0YMYJN+/XXX6lHjx5shGtFUWj48OF08+ZNzWXa0i7Lj/ZHfiqsbc3phxnr169nI1X079+fPD09c72e/Obo6MhGdktKSmKvbc4rcvTozZs3k9FotHr+ojw6qKyn//33X13z600PAFBc3bx50zSCf5affvrJdG2fMWMGVa1a1fTZzp076dNPPy3wfOanQ4cOsdjPz4/9+C+3atSoQU2bNmXTmjVrlm+jRRdFbdq0oYoVK5riDRs2UGxsLBmNRlq0aJFpuqura77ckxA9fJ189jdYGI3GQh+leejQoVS2bFlTnJGRQcOHD7e5TzopKSnf2zhGo5FGjBih+qH1pEmTyM4u56/ba9WqpXpF7EcffWR6xbBev/zyCxvggkj9sCEAAAD8Dx6KA3jM4eYfN//5CTf/lv3+++/s9Z9ly5alhQsXksFgoPLly9O8efPYqILjx4+nM2fOWFxm9nOZ6OHIEdb65ZdfrE5bFBTmtmb/UjIxMZGWLFlCa9asYWVr4MCB7IHMoqh9+/bk4OBgipctW5YvoyB1796dxT///LPV89ryy8mCIF8pJh/4tSQ/XokLAHmnZMmS9Pzzz7Np06ZNy5OHN2wdfc0aa9asYT98IXrYNmvbtq3F+V5//XUWHzlyJNd1cWRkJH344YdsWqdOnVQjOOW14cOHszhrFK1t27axB7x69uyZbw8Pydc55uYV2/khMzOTBg0axK73w4YNM70e/oUXXmAP9d++fZsGDx6s+TBRbttlt27dojVr1lib/SKhsLY1ODiYWrVqZYpXrVpF9+/f1/3q1KJAjqTx448/5vk6ypcvT40aNTLFUVFRtG7dOqvmvX79Om3cuDHP85RXatasyb5MPnz4sOZ9YpbU1FRaunRpfmUNAOCRYTQaadCgQezB8kGDBrF2pKenJy1btoz1E0+ZMsU0Wmthu3PnDi1ZskTXQ9/ZpaWlqa7BTz/9dF5kjYgePoQdHx9v+gsLC8uzZT8K5JtkUlJSaMWKFbR9+3b25ouePXuSl5dXvuVD3odkf5tDYXB2dqbffvuNTTt27Bj1799fV99udpcuXaKnnnqK/vnnn7zIolm3b9+mjh07qtqT7du3t2oQhJ9++on1E8fHx1OXLl10f0+xZcsWevPNN9m0zp07U79+/XQtBwAA4HGCh+IAHmO4+cfNf37DzX/OTp8+zUZJMRgMtHDhQvblRpcuXdgX00lJSdS/f3+Lo2b5+fmx2NpRSTZv3kzr16+3NvtFQmFua79+/Vg5+v3331WvTn0UvpAsW7YsO0cTExNp3Lhxeb6ewYMHs9dkbdy4kVavXq0537Jly+jPP//M8/zkJTnSzs8//2zVLz0vXbqkek05ABQ9kyZNoqCgIFOcmZlJPXr0yPWrj9PT0+mtt97Kl7o2u2+++UbVKe7u7m7VQ+H9+/dXtYfffvtt+uOPP3Tl4f79+9SlSxeKi4szTfPw8MiXh1+kNm3aUIUKFUzx+vXrKS4urkBGKs5SFNufRESTJ09m93I1atRQPaw+c+ZM9or1HTt20Oeff25xubltl73yyitFahRnaxTmtmYf6TElJYWmTJlC27ZtM02rU6eO6odZRdGoUaOoRIkSpnjVqlW66xhryPb4G2+8ofkDEKPRSC+99FKRHamY6OG9o3z4991337Vq3m+++UY12iEAwONoypQp7AGaqlWrmr1Hb9SoERsBODMzkwYOHJgvPyjUKyEhgQYNGkR16tShRYsWUXJystXzpqSk0ODBg1Wvds/LN5w4OzuTh4eH6c/Z2TnPlv2okPtzwYIF7LX3RNbfk+zYsYPee+891qeuZe3atXTp0iVTHBISQi4uLmbTZv04O+sv+31wXnv22Wfp1VdfZdPWrFlDHTt2pHPnzlm9nJSUFPrmm2+ofv36dOTIkbzOJhE9/GHLxx9/TCEhIao3X1SvXp0WL17MftSek2rVqtH333/Ppp06dYratGljdf/CvHnzqFevXuzhwdKlS9PcuXOtmh8AAOBxhYfiAB5juPnHzX9BwM2/WnJyMvXr14+V13feeYc6dOigSvvll1+yV0+ePHlSNYJLdhUqVCB/f39TfOjQITYanTkHDx40jQ7yKCnMbXV1dWVl+8iRI6w+bdiwITVs2NDm9RSEiRMnkpubmylevnw5vfjii7p+nXnv3j2aMmVKjiNqlChRQvUrxkGDBtGyZctyXOaSJUtMX/ZZ07lUWGrWrMkeHklKSqKePXuqXleY3f3796lnz56P3EMAAI+jEiVK0PLly8nR0dE0LTo6mlq1akVLly5VjRhlyb///kuhoaH07bff6prPWhkZGbR8+XJq2rQpvf3225SRkWH6zN7enubPn0/BwcGayzEYDDRv3jzy9fU1TUtPT6c+ffrQ77//blXez549S+3bt6cTJ06w6dOnT2ejUOcXcz/MmDVrFvtVv7+/P7Vr186q5X344Ye0aNEitk8tURSFvv32WzYt+4hVUuvWrVkbdNKkSVatR6+wsDCaMmWKKXZ2dqZly5apRrb19vamZcuWsXI/adIk2rNnT47Lbt68OYu//PJLzdHxJk6cSCtXrtSzCUVCYW5rr169qHTp0qZ42rRp7Jx8FH6UQfSwjGV/iMtoNNKAAQN0v7L08OHDFkfFGDZsGFWrVs0UX7t2jTp06ECXL182mz4uLo6GDBlCmzdvLtLtT6KHD0hm71/YtGmT5sOrW7ZsoU8++SS/swYAUOTt2rWLJk+ebIqdnJxo2bJlOY4g/Nprr1GXLl1McWRkpOoHclpSUlJo+/btuf7L/qN26cyZMzRkyBDy8/OjF154gVauXMlGR84uKiqKfvnlF6pZs6aqbdKrVy/NUaVBn2rVqrG24549e9iPRP39/al9+/ZWLSsuLo6++uorCgoKoi5dutDs2bPpwoULZu/Pbty4QR999JGqnVSU2opff/01O6+IHt4z16lTh0aOHEmbNm2ipKQk1Xzp6em0Y8cOev3116lSpUr09ttvU0JCgu71mzvPNm7cSAsXLqQff/yRXnrpJWrQoAH5+/vT5MmTVe39xo0b0z///ENlypSxep2jRo2isWPHsmknTpygRo0a0csvv0z79+9XzZOUlEQrVqygNm3a0IgRI9j3CW5ubrRy5Ur2I3sAAAAwQwGAx9LOnTsVe3t7hYgUIlKcnJyU8PDwHNMbjUalS5cupvREpHTr1s3iOv755x+WvmzZssq2bdty/RcTE6Nax5UrV9g6vLy8lFGjRikrVqxQoqKizOYrMjJS+fnnn5WgoCA2LxEpvXr1srhNc+fOZenHjx9vMb1e48ePZ8ufO3eurvy0atUqT/OTV5o3b87y6ezsbPrf399fyczMtGo5a9euVYhIcXR0VDp37qzMmjVLOX/+vGI0GlVpr1+/rnz44YeKo6MjW/d3332X4/Ll/qxYsWIut9iyF154ga2nadOmSnp6eo7pL168qHh6erJ5Vq1alWP6999/n6V1cnJSPv/8c+XBgwcs3Y0bN5QPPvjAdDxcXFxU54UlH3/8MUv7zz//6NoP8vwdNmyYrvkVpeC21ZwzZ86o6pCsv19//VX38nJr2LBhbN1XrlzRvYylS5eqtqF69erKzJkzlejoaFV6o9GoXLx4UVmwYIHSs2dPxdXVVbPOSklJUUJCQlTrad68ufLtt98q69atU9auXat88803yhNPPGH63M/PT3n22Wet3kZ5HmvVo+boLZv//fef4uLiwuapUqWKsmHDBnZup6WlKatXr1YqVqxoSifLYW6OHwDkv3nz5il2dnaqOqxx48bKjBkzlGvXrpmd78KFC8q3337L6jWtNkarVq1Y2rffflvVLt6yZYuybNkyZcaMGcrEiROVDh06KF5eXmavSR4eHsqaNWt0b3NYWJipfs/+16JFC2XJkiVKQkKCap6DBw8q48ePV5ycnFTzjRs3TncebHH+/Hm2fllPv/fee1YvK+s6VKZMGWXMmDHKn3/+qdy5c0eVLjMzU9m1a5fSvn17ti43NzclIiIix+XLY/7xxx/nZpMtun37tlK+fHm2nh9++MHiPF999RVLX6FCBeXevXtm06alpbHrW1ZbYuvWraytbjQalT179rB9VLNmTV3X3ezryU173dY2bEFuqznvvPOO2XPdxcUlx+OTH7KvOzf3oZmZmao+BoPBoPTs2VP5+++/lZSUFNU8ycnJyoEDB5TPPvtMadiwoVXt+LCwMFX97erqqgwdOlSZO3eu8scffyhLlixR3njjDcXPz8+UZsyYMbq2UZ7HuaG3bE6ZMkVVDgYMGKCcPXuWpYuOjlY++OADxcHBwWz7s6j2IwAA5Ie7d+8qAQEBrB6cNm2a5nzm2lLTp0/PMb3sF7f1b+3atap1yL4L+VeqVCmlRo0aStOmTZV69eopZcqUyTFt06ZNVX1pEvrFc+e3337Lcb+/++67Vi8nq19c/nl6eirVq1dXmjRpooSGhqrKadZfixYtlIyMjByXX1D94tmlpqYqo0aNynH/ODg4KOXLl1fq1aunNGzYUClfvrypPWPub8aMGWbXo3Wu6PlzcXFRPvroI7NtVWsYjUZlwoQJOS7f09NTqVGjhhIaGqpUqFBB9d1G1l/p0qWV3bt327L7AQAAHht4KA7gMYSbf9z8FzTc/P/P8uXL2Tq8vb2teghm8eLFbL4SJUooV69eNZvW3Dme1ZFQq1YtpUmTJkqlSpUUg8HAPp85c6auL3OKwkNxBbWtOWnZsqVq3W5ubpp1SV7Ki4fiFEVRvv32W7MPfBCREhgYqDRo0EBp3LixUq1aNdVDmtbWWdevX1cqVapkdb3v6uqq7N69W7WNN27cyHEdhfFQnKI8fGBGlrOsc7xevXpK3bp1Vftt1KhReXb8ACD/rV27NscHz4hI8fHxUWrUqKE0adJEqVKliuLm5pZj2mbNmuW4Hnl9suWvY8eOyoULF3K9zbt27cqx/ezg4KAEBgYqoaGhSo0aNXK8NhCRMmHCBLM/Yshv8mHE7H/yoRFL5MPZWX/lypVT6tSpozRr1kypU6eO4uHhYTad1sPy+f1QnNFoVJ555hm2jmeffdaq+Z5++mk2n6UfEa1YscLs9pcsWVJp1KiRUr9+fcXHx4d9VrZsWWXnzp26rruF/VBcQW6rORcvXjTb5hg8eLDuZdki+7pzex8aGxurtG7d2uy+dHZ2VqpXr266l69YsSL7YV/2Py3z58/PsZ1r7q9p06ZKUlISm9auXTuL6yiMh+LS0tJU52jWX2BgoNK4cWOlatWqbL85ODio+mqKaj8CAEB+6N69O6sDn3nmGavn/eeff9j1xNnZWTly5EiOaXPbhjf3Z65f/Pbt20q9evVsWq6dnZ0yZswYJS4uTnP70S+eO/fv31f9QCfr78yZM1YvJ6d+cWv+unfvrsTHx1tcfmE8FJdl7dq1ZgcwsPbviSeeUPbs2ZPj8vPiobgqVaooH330kXLr1q082eYtW7YolStXzlVeevXqpURGRuZJPgAAAB4HeH0qwGNoxIgRFBERYYqfeeYZi69jzOLr60uLFy8mO7v/VR3vvPMOHT16NF/yaQ0PDw+qV69ejp/fvXuXzp8/TwcOHKDjx49TTEyMKo2dnR2NGTOGtm3bRl5eXvmZ3cdW3759c3xlqbWvTrUkPj6eLly4QAcPHqTw8HCzr1ft3r07/fnnn2Rvb2/z+nLrypUrNHr0aDbt999/t+o1rQMHDmSvZoiNjaWBAweafY2Xj48PbdiwQTV0ekZGBp0+fZoOHjxIV65cMQ2vb2dnR9OmTStSQ+hbq7C39cUXX1RN69ev3yNZl7zxxhu0efNmKleunOqzGzdu0NGjR+nQoUP033//mX01qLOzs+YrAwIDA2nXrl3UtWtXzfwEBQXRjh076Mknn1S9BsHb21tz/oI2bNgw+u2338jJyYlNf/DgAR0/fpxOnDjB9lvv3r3p559/LuhsAoANevToQcePH6dnn33W7Of37t2j8+fP08GDB+nSpUtmX/VSqlQp+u6772jnzp35lk93d3caMGAA7dmzh/766y/26kC9WrRoQceOHaPevXurPsvIyKAbN25QeHg4nT9/3uy1oVKlSvTnn3/SZ599ViivIsypndmkSROrXiWr5ebNm3Ty5Enav38/nTx5UnW9cnV1pRkzZtCYMWNsXpctvvvuO/rjjz9McWBgIM2ZM0dzPoPBQAsWLCA/Pz/TtDVr1tAvv/xiNv1zzz1n9ljfv3+fDh8+TMeOHaN79+6xfGzfvp0CAwP1blKhK8xtrVKlitnXbD2KbXlvb2/atm0bvfHGG+Tg4MA+S01NpQsXLpju5a9du0aZmZmqZVizT4cOHUobNmyggIAAzbTPPfccbdu2TbWuotj+dHR0pLVr11Lnzp1Vn924cYMOHTpEFy9eNG2Lk5MTLVy4kFq3bl3AOQUAKBp++OEH9qru8uXL07x586yev3Xr1vTBBx+Y4tTUVOrfv3+uXt2YF3x9fenYsWN06dIlmjZtGnXr1o1Klixp1bzlypWj8ePH07Fjx+jXX3/N8dWxYLsSJUqYvYcMDQ2lmjVrWr2cZ555hrZt20avvvoq1a5dW/P+yt7enjp06EAbN26k9evXk4eHh+68F5QePXrQf//9R0uWLKHOnTuzV8TnJCAggMaNG0fh4eG0d+9e9pra3DAYDOTs7EwlS5ak6tWrU5s2bWjMmDH066+/0unTp+nixYv0ySef6HpdqiVPP/00nTt3jubNm0etWrXS/M7C29ubhg0bRocOHaLVq1dT+fLl8yQfAAAAj4XCfioPAArW9OnT2a9Kypcvr9y+fVvXMj788EO2jOrVq5v9pVFB/CIuy6VLl5Rp06Yp3bp1U0qWLGnV8sqVK6eMHz9eOXHihNXbjl/E5V6/fv1UxyA0NFTXMtLS0pRt27Ypr776qlK7dm2zIyRk/7O3t1c6dOigbNy40arl5+cv4tLS0pSmTZuy5Y8ePVrXMhISEpTg4GC2jPfffz/H9BEREcrgwYNzHFHBYDAoHTp0UA4ePGia51EbKS5Lfm9rTlJTU1WjBu3duzfX25EbeT3SWHJysvLDDz8odevW1TzHPDw8lGeeeUb59ddfdb+ua8eOHcqoUaOU4OBgxdPTU3F0dFTKly+vdOnSRfn999+V5ORkU9o2bdqY1mlnZ2dxtKHCGikuy6lTp5SOHTvmOBpJhQoVlJkzZ5q2ASPFATyajh49qowdO5a9ai+nP3d3d6Vz587KsmXLrHrFijUjxTk6OioeHh5KhQoVlMaNGyv9+/dXpkyZovz9999KUlJSvmxzeHi4MmLECKVEiRKa7a+WLVsqc+fOVdLS0vIlL9bKaVSGn376SddyYmJilDlz5ii9e/dWypYtq3l8fHx8lDFjxuQ4qq+UnyPFhYeHs9fZ2tvbKzt37tS1jG3btrHrmouLi3L8+PEc02/evNniqCVeXl7Km2++qcTGxiqKov+6WxRGisuS39uak6VLl7Ll1KhRI9fbkFvZ158X96GXLl1SRo8ebXF096y/oKAgZfTo0crWrVuVzMxMq9cRHx+vzJw5U+nYsaMSGBioODk5KW5ubkpwcLAyatQo9gqqa9eusXWOGDHC4rILY6S47GbNmmVxtJEOHTqw8zavjx8AABQNRqNRuXLlivLXX38pv//+u/LNN98on376qfLtt98qM2fOVDZt2mRx9H14dMTGxip79uxRFixYoHz77bfKp59+qkydOlWZOXOm8s8//yj3798v7CzmWkpKinLgwAFl0aJFbNtmzZqlbNy4UYmKiirsLOa5Bw8eKDt27FBmzpypfPnll8rkyZOVb775RlmyZIly9OhRi2+/AQAAAMsMivL/Q6cAABQTiqLQtWvX6MKFC3T9+nV68OABJScnk5ubG3l6elL58uWpXr16Vv1KHIq2Bw8e0OnTp+nSpUt0+/ZtSkpKImdnZypRogRVq1aN6tevTyVKlCjsbBa6e/fu0c6dO+natWsUHx9P7u7uVKlSJWrevHme/bqtqCjobb106RJVq1bNNBJdrVq16NSpU3m+nsJy+/ZtOnDgAEVHR9Pdu3fJaDSSl5cX+fn5Uc2aNalatWrk6OiY7/koXbo03blzh4gejiB35cqVfF+nrW7evEm7du2iyMhISk5OptKlS1P9+vUpNDS0UEZLAoD8c+nSJTp16hTduHGD4uPjSVEUKlGiBPn4+FBISAjVqlWrUEeqzWtGo5FOnjxJZ86coaioKEpKSiInJyfy8fGhKlWqUGho6CM5YqoeV65cofPnz9O1a9fowYMHlJaWRh4eHlS6dGmqU6cOhYSEqEa9ehydPXuWDhw4QDExMZSRkUGlSpWimjVrUrNmzVQjqz7qCnpbP/roI/r0009N8ddff01vvfVWnq+nMCiKQqdPn6bTp0/TnTt3KDY2lpydncnb25sqVapEISEhBTIyxqZNm6hbt26meNKkSfTxxx/n+3ptdejQITp16hRFR0eTg4MDVahQgVq0aEH+/v6FnTUAAAAAAAAAgAKHh+IAAAAAcmnChAn0xRdfmOLvv/+exo8fX4g5Kn6OHz9O9evXN8V9+vShlStXFl6GAAAAAApRZmYmBQUFUUREBBE9fCVmREQElS5dupBzVry8/vrr9P3335viTZs20TPPPFN4GQIAAAAAAAAAAN3sCjsDAAAAAI+i9PR0mjNnjil2dXWlIUOGFGKOiqcffviBxU8++WQh5QQAAACg8G3evNn0QBwRUc+ePfFAXB6Li4uj+fPnm2IHBwdq2rRpIeYIAAAAAAAAAAByAw/FAQAAAOTC/Pnz6datW6Z4wIAB5OPjU4g5Kvr0DlC8ZcsWmjt3ril2cnKiQYMG5XW2AAAAAB4ZU6dOZfG4ceMKKSePDj1tUEVR6KWXXqL79++bpnXr1o18fX3zI2sAAAAAAAAAAJCP8FAcAAAAgE63bt2iiRMnmmKDwUCvvfZa4WXoETF16lR69dVX6dKlSxbTZWZm0m+//UY9evRgX2IOHjwYI6EAAADAY2vevHm0e/duUxwaGkpPPfVUIebo0dChQweaNWsWJSYmWkwXHR1Nffv2pSVLlpimoZ0PAAAAAAAAAPDoMih6h+wAAAAAeMxs376diIiSkpLo1KlT9OOPP1J0dLTp8759+9Ly5csLK3uPjEmTJtEnn3xCRA+/xG3ZsiXVqVPHNPLG3bt36ciRI7Rx40a6cuUKmzcgIIBOnjxJJUqUKOhsAwAAABS4mzdv0unTp4mIKCYmhrZv304LFiygzMxMU5rNmzdT586dCyuLj4ygoCC6du0aubm5UceOHalJkyZUuXJl8vb2psTERIqKiqJdu3bRxo0bKSUlhc07btw4+umnnwop5wAAAAAAAAAAYAs8FAcAAACgwWAw5PiZt7c3nT59mvz9/QswR4+m7A/F6eHv709//PEH1atXLx9yBQAAAFD0zJs3j0aMGJHj53369KGVK1cWYI4eXVkPxenVp08fWrhwIbm4uORDrgAAAAAAAAAAIL/h9akAAAAAueTh4UFr1qzBA3FW8vPzI3t7e6vT29nZUd++fenAgQN4IA4AAADg/zVt2pRmz55d2Nl4ZAQEBOhKX6pUKfr6669pxYoVeCAOAAAAAAAAAOARhpHiAAAAADRkHynO2dmZKlasSB07dqQ333yTgoKCCi9jj6Dbt2/Tli1baM+ePXTq1Cm6evUq3b9/n1JSUsjT05N8fHyoWrVq1Lp1a+rZsycFBwcXdpYBAAAAClz2keIMBgN5eXlR7dq1qX///vTiiy+So6NjIefw0XLs2DHavn07HThwgP777z+KiIighIQEMhqNVLJkSfL19aXQ0FBq06YN9enThzw8PAo7ywAAAAAAAAAAYCM8FAcAAAAAAAAAAAAAAAAAAAAAALrs3buX5s2bR7t376aIiAgiejhqe4sWLWj48OHUvHnzfF3/yZMnae7cubR9+3aKiIigtLQ08vf3p9DQUBoyZAh16tSpSCw3NjaWDh8+TOHh4XTo0CEKDw+na9eumT7/+OOPadKkSbnKKxFRdHQ0zZ8/n9atW2cakMLPz4+Cg4NpwIAB1LdvX3J1dc318h9VeCgOAAAAAAAAAAAAAAAAAAAAAACskpiYSK+++irNmTPHYrqRI0fSDz/8QO7u7nm6/oyMDProo4/oq6++IqPRmGO6rl270pw5c6h06dKFttzq1avTxYsXydLjWbY8FLds2TIaM2YMPXjwIMc0wcHBtGTJEmrQoEGu1vGowkNxAAAAAAAAAAAAAAAAAAAAAACgKTMzk7p06UJbt241TXN1daVatWqRg4MDnTlzhuLi4kyfPf300/THH3+Qvb19nuXh+eefZw/kOTo6UkhICHl4eNC5c+fo7t27ps/q1atHe/bsserBvPxYrsFg0Fxvbh+KW7hwIQ0dOpRNq169OpUrV46uXr3KRqPz8vKiffv2UUhIiO71PKrsCjsDAAAAAAAAAAAAAAAAAAAAAABQ9H344YfsgbgXXniBIiIi6NChQ7Rv3z6KioqiiRMnmj7/66+/6KOPPsqz9c+cOZM9uNa9e3e6cuUKHTt2jHbv3k03b96kH3/8kRwcHIiI6Pjx4zR69OhCW24Wb29vatu2Lb3zzju0YsUKKleunNXzmnPy5El64YUXTHGNGjUoPDyczp8/T2FhYXT16lXaunUrlS1bloiI4uLiqFu3bpSSkmLTeh8lGCkOAAAAAAAAAAAAAAAAAAAAAAAsioyMpKpVq5oerBoyZAgtWLDAbNoPP/yQpkyZQkQPR5K7ePEilS9f3qb1JyUlUZUqVSg6OpqIiFq3bk3bt283Owrd7NmzadSoUUT0cLS28PBwatiwYYEul4hoyZIlFBoaStWqVWOjxgUFBZlGcsvNSHHdu3enjRs3EhGRr68vnTp1yvQAXHanT5+mRo0aUWpqKhERTZs2jV5//XVd63pUYaQ4AAAAAAAAAAAAAAAAAAAAAACw6IcffjA9EOfm5kbff/99jmk//PBDCgwMJCKi5ORkmj59us3rnz9/vunBNYPBQL/++muOr2V9/vnnqWnTpkREpCgKffXVVwW+XCKigQMHUvXq1a16jaq1zpw5Y3ogjohoypQpZh+IIyKqVasWvfbaa6Z46tSpZDQa8ywvRRkeigMAAAAAAAAAAAAAAAAAAAAAAIvWrFlj+r9v377k4+OTY1onJycaMWKEKV67dq3N61+9erXp/1atWlFwcLDF9C+++KLp/82bN5tGSyuo5eaX7MfBw8ODBg0aZDF99te8RkdH0759+/Itb0UJHooDAAAAAAAAAAAAAAAAAAAAAIAcnT9/ni5evGiKO3XqpDlP586dTf//999/dOHChVyvPyEhgXbu3Jnr9SckJNC///5bYMvNT3/88Yfp/xYtWpCHh4fF9JUrV6YaNWqYnb84w0NxAAAAAAAAAAAAAAAAAAAAAACQo+PHj7P4iSee0JynYcOG5OTklOMy9Dhz5gylp6frWr+fnx8FBQVZXH9+LTe/KIpCJ0+eNMXW5FemK8j8FiY8FAcAAAAAAAAAAAAAAAAAAAAAADk6e/as6X8nJycKDAzUnEemy74MW9ZPRFSlShWr5sueztz682u5+eX69euUmJhoNh+WFFZ+C5NDYWcAQIu7uzulpKSQvb09lSlTprCzAwAAAACPiJiYGMrMzCQXFxd2g1iY0LYFAAAAgNxA2xYAAAAAioui2LYlIgoNDaXo6OjCzkauJCQkUFJSktXt8jfeeIPeeOMN3eu5du2a6f+AgAAyGAxWzVehQgW6dOkSERFdvXpV93rNrd/BwYHKlStn9fqzmFt/fi03v2TPr8yHJdnTXbt2jRRFsfoYPqrwUBwUeSkpKWQ0GsloNFJkZGRhZwcAAAAAHjEpKSmFnQUTtG0BAAAAwBZo2wIAAABAcVGU2rZERNHR0Y98u9ba/MfFxeVq+dnn8/b2tno+Ly8v0//x8fG5Wrdcv6enJ9nZWfdyTK3159dy84s8ftYei+z5NRqNlJSURO7u7nmat6IGD8VBkWdvb09Go5Eevu334RO5/s53eCL59KpWJSU/15pfK73ep2e10iuKbcvPzTq1tsnGfSA3Se/neS2vD1mes3WH6J0/rw9AQR9QqaAPcEEXkLw+voV9vCS9daxGerl5MjYaLX+uRSt9fhfH/L4kFcUfiOR1FZnv+6Cgz0GtQq831jpJ9H6uFWvlR4ebaWlkpIftyaIiq237v5YtFApRJtJ8/Fh8+3ZBZgYA9JA/eHaMu8snFLEO9Tzn6cnCFCcvFt8Vu6Ooc3TksZsbjz1cMtQzPXjA49RUHhe1+xuAPHKTqMi2bQmt20Ll5MTj0p7iWvioXRwAHielSrHwQaoLixMSCjIzBc/Dg8febul8QkxMwWUmr7i68lg0cFMN/BjLZ1LS0vIjUwBF0cPWbVFq22b3qLVus+4V7OzsrB7hLPvDUXpkH9nPxcXFQkrONVv9aMvogPm1/sLeLr3kuqzNs6u4TiUmJuKhOIDCVqZMmf9/orkcEUUQEVFEq6d5IlWvqWhJy0pAVvJyfh8fHpcoYXl+2fPgoHFqaT20J78c1npIz9zy5DStPMrP5T7UisU+zrTjPdvye4mMDMux3l0g00t6d6HcPXo/lwzGTD5B7wMCemOtHar1ua13XloHRCu91gHW2uHyAOk9J/O6wOgtsJKtx1dvrPf456aOsvS53J+yDpf1lfhcceENuqQknlx2JsmOB1vrK0mr+GlVx3rn19pdWodHppexvZ34klHvDrGG2KhMEg+viCJqa5WpVWXI2NFOZ52utxDZGssdJNcnTwqtk0B+Lk+i2FjL6e/dsxzL+eXytQ64BQEHD1JkWlqRepVTVtv2fy1bKBSBgSzcs+gKi1u0KMjMAIAemzfzuNHnvfmENWsKLjOFYfx4Fm5s8imLu3cvyMzYrk4dHg8ezOPXu5xXz/TeezzeupXHsq0DUEwEEFEkUZFs2xJat4WqYUMe7/voTz6hS5eCywwA6DN7Ngvf3v0si7/5piAzU/BGjeLxdwMP8QnNm/NY9nEVRc/yY0j9+7PwHy/++Ucf8eS7d+dHpgCKooet26LUts2uHBFFWDlSWFEQYDRSJBGVK1eOIiLyt12env6/B5gdtL7AyiZ72jQbvofOr/UX9nbplT2/Mh+WyHQFmefCgofiAAAAAAAAAAAAAAAAAAAAAACItAd8KEryYrACK7llG2xIz+tvs6e1ZWSy/Fp/YW+XXm5i0Cdr8yzTFfdR4ojwUBw8ou4v+4vF8kfA8pzXGjBF76BG8kFbrQFa9A4YI/OvdxQ0c3nUO1Ccmxx5SCzfSWyjmF01UpEcjE8ykMbIQ3oPkqAQf/ed1jHQO/CVIUMM6631i6W8HiVIsnV+WSD0jiynFef1SHi27k+t5WnRuz6tkdG0hurSGgpMjuQoT0CtWI685sBHftQqPqqRxLQqZa3yoXW+i+NlSElmsbuY3d2DL7+sm87jpXe0Ty22rk+rPNlKbk5GLm6uNLZBljGtIqM10ps8RVQju2mVwRSdF16t0SK1jrHMsEYZUOz4yHl6qzCt7MtzWF5D5fGRA7vJdplWO03v8ZRVlqUq01grgOhmJBVFkeRPhv8fTUPuI70DfOq97Ei5qdbyepBarTzZGmu1heuKWB4TvYPCqtq2GgdFnmeq+QWZXu+lR3d+bW17aqXX+3lep7d1FF6t5Wvlz9a2rK3r15pfL60Lja03qzKeN4/HixZZTC+vo1o0R/22dRh0vRWM0M3IXx2qJNlYwRY2Vf6qq9MU8GiAss7VordKkfSeQqoyqreOyuv7HZ3Lk+ekrVWY3uxrDZyu1ado6/HUquKyz69UDSCKKppt2/LliS5eNP+ZNftM73609QUDtl7K9ZbTvH4BgVa9kGrXmc+fxtt6qnpEo+2poneHa9Bq29q6f1X1pJa8btvamt7W5dl6c2br+mzd3vxu2xb2K2hE/HVH3q/59eeW0+u9N9Q8P/K7wtO8UNfnsbw5z82XZXrmz808Ojtd2oh+yl1hNq5fi62NKZ39klqLU313kNd1lN4ymMfHN6+vaZr7S2MB6RmWvxvVauvqvXXQ06apWpUoKoqKtqJ2v1xEeGT7DjI5OdlCSi4pW53uIb/HLALrL+zt0kuuy9o8J4lra0HmubDgoTgAAAAAAAAAAAAAAAAAAAAAACI8FJcDX19f0/83b960er7o6GjT/6VKlcqT9SckJFBCQoJVD3ZprT+/lptfsueXyPpjkT2/np6e5OjoaCF18YAzGQAAAAAAAAAAAAAAAAAAAADAYHj4UNyj8mfQN8K5LWrUqGH6/+7du6qRx3Jy48YN0//BwcF5sn4iouvXr+fJ+vNrufmlenU+sn5Rz29hwkNxAAAAAAAAAAAAAAAAAAAAAACQo5o1a7L42LFjmvNERkbS7du3c1xGfq8/PT2dTp06ZXH9+bXc/OLh4UGBgYGm2Jr8EhEdPXrU9H9B5rcw4fWp8EiaOJHHcvTSEiV47OPD4/LleezmxuMyZSynD/RJ5BOuXuXxnRiyyMXFcgY8xKkpX8IuY7k8K9aRTK4sjo3lye/d43FCAo+13huv9Z559SbwJ9jt7BzF5zy9lxePHTPEe7LFU+kGsQGO4nMZU0YGj+UGyVgrvdwBcoPk8KtyA2V6rR0uY43yoDg5s1jujrQ0y6t3ciKLtLInly8/1yLXL2OZX7k+ub0pKZbXp7V7tfaHpHWKS1rnk6NdJp+gdYJHRPBY7ACD2GB7uUJZXmWsUb7jk+xZLI+HUZ5e4vjJ00/rdJTZl9mTVbKMDUaxf7VoFXBRgNKJ13+y/tVLb3Umy6/cP8526XyC3D5zGZY7XazE4MAz6bplC4+3buXzx8XxWB4keZLIjZANBTl/69Y8lif5okU83rGDx3IfNGvGY9mwkPnduZPHYWEslL/5chTDZDvK/DdpwmO5P2RDqX59FiYF8F9IicNDy5bxWJY5Pz8eV67M4woVeCx3jzzc2Ub3JiKiqCgeZ6/ybD1/Coo4xJrNBq12kTzlZBGX6T2dUvkEudOTrNiRqsadxsVYK9a6OIpY1p3yWi5jWXVptXW0qLMv27b24nOeXta99vLiJ04sg8iwvTzx9DautC4OWrQ2SKsta+sOF+tTxP7WaivYmh2t3Wfr7tTKn9b2yVjSaitptU2lvD689nYKnyBPaNl4lJW/PH+0Vqh1c6FRvtMz+Bo0T0edbTW9x0tmV35uILF/Jb0FWuzPTOLno9wfWsyVH1vLtKrOJdG+FwuQda5WIXeUn1++yELny5f553L5WpWA3jIaFGT58xMneCz7uOQOl401rdfJyF+rnzvHQoM4h+xFw8Veq7Go1VASjVGjF3+djdzcM2d4LDdf69ZCxjK9XJ68PZfNsOzFI13cihUlaWlEe/c+/F9Wy1ptWyIzXaNiv8liq5W+pIfYWbJfROtGQavikHWT1nmrs22bKfpF9fZb6SfbrvxT9eZZbtvKY2zIsNyPYBAnhr1s6xZ221ar40/r+Ou9mKNtazHWuiznddtWsrVtrGp3aLVt5ecabVt7rXaDVnkWn6em8TVk6CwPWl+jSLJ+0Wrm6G7bmqPzHNXdvrW5ytLZnyDLmKSVYY1CbrhwgcWOF3lbV7V8rS9L9JZR2TaUZV62bbXa3nJ5slEhl6/ReDTItqyMZcdoQACPtRo9om2b6sHbtvJwZHtWh4jU5Uurm1irbSvJJpZs22av0vTeGxYKvD7VrCZNmpCzszOlpj7sU969ezc1b97c4jy7du0y/e/i4kJN5HcWOlSuXJkCAgIo4v+/29y9ezcNHDjQ4jyHDx+m5OT/PUvQsmXLAltufmrZsiUtXryYiB7mV0t6ejodOHCAzf84wJkMAAAAAAAAAAAAAAAAAAAAAEBU+K9E1fNXgDw8PKhdu3amOOuhLEuyp2nXrh25u7vblIfu3bub/l+5ciWlaTxlmX39tWrVoipVqhTocvPLs88+a/r/7NmzbBQ4czZs2EDx8fFERGRnZ0fdunXL1/wVFXgoDgAAAAAAAAAAAAAAAAAAAACAqPAfdCuiD8UREQ0fPtz0/4kTJ2jjxo05pj1y5Aj9+eefZufNi/XfuXOHfvvttxzTRkRE0Pz5861af34tN7906dKFSpcubYqnTJmSY9rMzEz68ssvTXHnzp2pjHx9YjGFh+IAAAAAAAAAAAAAAAAAAAAAAMCiPn36UL169Uzxiy++SOfOnVOlu3nzJg0ePJgyMx++2rl+/frUu3dvs8sMCwsjg8Fg+ps3b16O62/cuDEb1W3ChAm0Z88eVbq4uDgaOHCgaXS0cuXK0bhx4wp8ufnF3d2d3n//fVO8Zs0a+v7771XpFEWht956i8LDw4mIyGAw0KefflpQ2Sx0ll8MDlBErVvH46goy+nlK+izv7PcGur55ZCetTRizteXx6GhPJavsK9f33J+5DviiYhOnOBxTAyP27e3/Hm2+p6IiBxEbSHzIF9rLx8s3rKFx3IfyFeHBwYofIJ4Eb3i4MniS9ddWXz1Ko/T0kqx2Gjki5fbl5HB46QkHp86xWN5jKKjeTxrFo/lK8hHjeKxd8x/fMK9ezx2cuKx3KElSlhMn260Z3Ga2D45GqzcHzIWh0f1owSt8uLhwWNDWiqfIE9accDijfycvHyZJ79zh8dxcTyW+ZW7V4ssHzLW2h9a+0fGMr3Mr1Ec36SkUhZjeTzl+SHLgzwcRlHeZXmQy5fbI4uvLA9eXjz28eGxf5l0PkFeFFQZEgfEKHZggs7fDMgMahygdHLkqxf7W+t4yPpaHg8Zy/KnVZ7k7pIaXN/MJ8TGsvCziGGqeWQd2bIlj3/5gcdpaT1Z/KHvEZ5gxgzLmZRE+s/uvMjiD7Y+zdPLX9OIbdTtzBnLn8uLwjffsPC7nY1YLOuw/7+PMQmtzeO6VXksLylhm3gct4THY8fyuLfXNh73EpVs27Ys/CO8LItlGZPXTFmHy/Tymi3rhOynnMFAjwRZbcl2U1VxDAMCeCyLqKxH5D6T9WxsrDOLk5JKszgujsdE6rqkcmUe+/nxWFaVsu6XeZTbJK/l8lpbvjyP5T4ICiKL5PplLLc3IoLHsi6VbWG5/QZjJosziV+77yfwa0VcHI8zMnhbV5J1v9a1XdYL8ryS6WW1Vr06j+vW5bFjwn0+QR4grYuVbOyI9JlGfrIbNdquWtdeSWZPq+0oP5fHW2v7ZVtB1oOy/Gu8yUH3D4a12v6S1vmjN1bnlx9fWf7T0iyfD0YZy+Mv959oS8n9q3UvqdVWl7FM7+lh+V5YfbPGQzKKHSjbvlpkBjUOmOr8kztcgyzPessfkXaW5TqksimiUhf7+GRKNRbLa04pp3gW30zg/RUpLjVZXMlJrO/gQR7LxpGslEWHzX++T7C42oU/eHrZQaR1vyQ/l19syEIrK/2OHXncujULDwUPYbE8xnLzZZtCtiHk8Y24yuO0Czxu2JDHNT1u8Li2WKDopLsUxescef8l8yPbNHrrkOyfF+W2raL8b9vl/Ym8fZN9gETqtoRs+8mqT6sfMjpaXkt5e/bePR7Ltpos1rKvVna7yfa5PK7yPl7rNAwJ4bFsq8l7bK22iYzl/pNtO3m/ILff0020bVSNEV6QZdv23j3ZtuVzy/NEq22rVY9o3T/t3s1j2VffrBmPXZPu8glaHYFyh1o60Sn/27aSLK+abdsM0Q+ncQOanCGPP0+u1dSRtNuOlpcnYzm/VltV6/zSyp/st83I4P3aaWk8lsdXK9YqH6p+XfG5Vj+1VltWFndVfSE7tbQ6Mo1ih6blcdvWzLRMO0d1muxZ0mjvavWNa52jWlmWu1DyjxFtP7GPN97hbUd5DZV15o4dPLaz423bQQHiIrdqFY9lpSxXOGYMC5efqcPifjE/8vTyC2LZaJAHQF6EZYeOLLQtWvBYtGVlW3xX9edZrGqbitUFlLAcy1PiovguMkncOjRvzuNaDud5XFXsD9HJeDbKm8WyfGr1z2nVKXL36r1GFbpCGIHtUWEwGGjWrFnUsmVLSk5Opps3b1LTpk3ppZdeopYtW5KDgwMdPHiQfvrpJ7p16xYREbm6utLvv/9Ohjy6sZk+fTrt27ePbt++TQkJCdSuXTt6/vnnqWPHjuTh4UEnTpygH3/8ka5cuUJED18X+ttvv5Grq+V+pPxa7pQpU8yO5JaamsrSZB/NLcv58+epYsWKZpc7btw4Wr16tenhvddff53+/vtvGjRoEPn5+dHVq1dp9uzZtDtbo/fNN9+kBg0aWMxvcYKH4gAAAAAAAAAAAAAAAAAAAAAADIZH66E4g+HhL1UKUGhoKC1evJgGDRpEycnJFBcXR1999RV99dVXqrSurq60ePFiCpW/PrBBUFAQrVu3jrp160b37t2j1NRU+uWXX+iXX35RpbW3t6fp06dTt27dCm25GRkZ7AE4czIzM02j6mWnWDi2Tk5OtHbtWmrXrh2dPHmSiIg2bdpEmzZtMpt+4MCBZo9RcfYInckAAAAAAAAAAAAAAAAAAAAAAPnIzu7R+SskPXv2pMOHD1O7du3MjgBnMBioffv2dOTIEerZs6eZJdimefPmdOLECerduzc5mBsNlIiaNGlCu3bt0vV60/xabn4pXbo0HTx4kN5++23y9vY2myYoKIhmz55NixcvJrtH6YHPPICR4gAAAAAAAAAAAAAAAAAAAAAAiB6tkeIKUc2aNWn79u1048YN2rt3L0VGRhIRkb+/PzVv3pwCAwOtWk7r1q0tjoiWE39/f1q1ahXdvn2bdu7cSREREZSWlkbly5enxo0bU/Xq1XUvMz+WO2nSJJo0aVKu8mINFxcXmjp1Kk2ePJnCwsLo6tWrdP/+fSpbtizVrFmTmjVrlmevrn3UGJTclCyAAhQQEPD/lac/ET18+bqsL+Q70+Ur4wMCeNz4+mo+QQ4f2bEjC39PGMDi+vV58uBgHntSPJ8gXqL+gPgTuvKd605OZPFz+UByaacHpHLhAo+vX+exzPS9ezyWGylf9C4bAjLTMj52jMeVK7Nwz5mSLD5xwvLq69blsdwcuY/k5svNlcsvU4bH5cvzuKwbP8Z30zxZLHdPydgrLH7gU4nFCxbw9K++yuMJE3jcty+P63nx5VNMDI9lhkqU4LGXF49loYuNtRzL5Xt4WF6ePADyc19fHosDfN+pLIvl5qal8djFxfLi5eey/DgaxXC2spKR+U9KsrxA+bnMsDx/5PERseLF6xR5eGR25efy/Lh61fL8cv8FBfFYno/+vmL/yQMm94eoM1X7T5Y3rc+1jk9cnOVYVhByfTK/8vjJ/MgC5+ZmefnygMnzR55vcn7ZMN+xw/Ly5fDVS5aw8PDwH1ncyPcaTy8LRD54pgtvvm7ezD+X15A6YTzPspK9dJEvb/RonvzvZbdZbChT2rqM/j/ZDnnrLR536cLj8HDL6WURbtiQx7LKuHOHx7KJID+XRVgWKVkn2Kp2bR7LOkSeIvIUkE2M7Nt/4UIAZWREkr+/P0VERNiUz7xirm175AhPI9shspqR1UjptEg+QW6rWOAV4u0QWY3IMiTLBBGRgfh5k5zCb6hlnmVVqNW0dHcTt6mybpYnglbbw8dHXwa0YnktE+u/n+bOYlnVyv0j97ncHLl6raaE1qVJliG5vxOTLHeQuNslsziZXFks2xbnzvFY3ApQhQo89nZI5BPk8dRqC8gNlsdbxnIHai1f7mCZP7l8mR/RFk82OltcnFbTSKvelptjbyfOL639IzMgaaXXebwUB0eLi5eHS8by/JCxVtNOXne0zk9DmmjryhXopdXprrc86z0+evMjd6BWAZT50+rwMLd+rcaBViUrbniSQxqx2DXpLk//8ss8bt2axxcv8njrVh7Lxuk777Dw7478tSWi+U0TJ/K4kp1of//0Ewszv/zaYvZqePB2w8/r/FksL3Gy+6BqVR7Ltpy8HZCHZ/9+HssiINcni4TWOa91iZfFIyqKxxqXeFX/kLym6r2my+2RbYbs2z9sWADdvVs027ZeXv40YcLDPMn2vCwz8pgTqZtqlWIO8AmywSxugrbFNWWxvA328+Oxc5rlvttUF97PonXtkMdRfu6aJvpuo6N5LE8UWdDkTpONJ73XXvm5zI+4fzh9gV+bZfGT+0fWAzK7cvXynlTec2pV67L8eNrxtmSqA2+by/U73rnJ4nTfciwOC+PpRbVL/fvzWH5XUdHlFp+gdVMtr3My1qoI5fK1+qXk8uT88gDLAyBOsGQX3s+vt5tNLl6rqaFqi2k1FrVOWK22lFbjUbZt3Xj5k4dLq9tSnh9a/eBy/2l9z+HtxO/tVAdMrkDSW99oXQjl/tbaYVoXfimH0X4Yre+65DrkOSPzLM85Ob/sOJQdXXL58sK6dy8LTzcZweJaQeL+WjZOxozhsWy7iuWriMbgt8NPslj2a8oi5hm2kU/o1YuFVy6ks3jqVJ78++95LNuSWpdQ2S8r45AQHl++zOMVK8gi2f8hi4PcH7JtqvVVnCye8vDJ4iSrrCZNeCz3n8y/LK5ye2Txl/sre/H75ZcASkgoWm1bov+1b/3t7ChCVqJFWEBMDEUajUVufwIUBRgpDgAAAAAAAAAAAAAAAAAAAACACCPFARQTeCgOAAAAAAAAAAAAAAAAAAAAAMBgeLQeintMX4sJYA08FAcAAAAAAAAAAAAAAAAAAAAAQPRoPRQHADkyKIqiFHYmACzJenc3kT8RPXwHtnyFfUYGj6Ojebx/P49nzuRxQgKPBw7k8eL2c/kEB/E8aadOLLyZUZrFCxbw5Dt28FjmNy2Nx/Kam5LC43v3SEW+Z17y8eGxfI+8fA98cLDlWL63Xu7T8uV5XKECj+U2BwXxOPt75s2l19pemd5o5LHcH7JMxcVZXp6fH49bNUu1PMOZMzyWhWDLFh537MjjunV5XKIEj8UB3LbXncXNmvHkntH/8Ql37uiLZaGUhdbLi8civzfrd2ZxOY94nl4csMgEbxb7lxeXMnkAZX7l57IAyAIiTpDb9+xZLA+vPB/k5ssqRO4umb2kJB7HxPBYZleeDxERPJbn4xNNMvkEWWmeO8djeYJLsjzKE1hWOHKHyB0qP5fHS65P7lCtHa4VSzL/In2qk6fF1dtHR7L4loM/i3fv5ul7d0rkE+QBvnqVhdcCnmRxxQBxfOX5IDMoLlLfRTzH4qgonvydd3gcEEAq8hDJMqzXDz/w+JW+t1g84r2yLJ43z7b1FTR5DR47lsctWvC4TBkeyyIsr7n+bvf5BFGHX0oqx2K5/9as4bGsEuT65PaEhPBYntKnTvFYXjLr1+ex3B+VK//v/8GDA+jOnUjy9/enCFkZFhJzbVu5D+UxlNWivC7I01p+Ls9Lfy9xnZUNHdGwSc3g1z0idZ5lU0Bey7TIa5mcX2v58tor96Fcvqz6ZKxFptdav971yfzq7YPT29bQyq+zk2hraR0wWUBkxe/ry2NxoVAcHC0uXpYHeWm2z9Boi8sFyu3ROgBaO1hmSINix88xA2l00+jNr4ZMUp/jltjbWc6fQpZ/naxVfLTSa90vy+uOo1GUB1lJat0s6j2htfa/rW1RLXk9v9byxAGU5688X11dNO7d5PJcXFWrNBh5+zbdaLkMO2Yks/hmLF+mrMPlIZVNCFnGZPP8xAkey+t0aCiP5XVatqUuX+axvGzL9WsVUXlM5PbovaZKcn3ydlDeG2jdHkoyf452meYT/r/EFF4+tLoz9FYBcv9p7W+t/gO5P7J/HhISQFFRRbNtW7q0P61f/zBPWn148hgQqe8BVq3iseymkPehXzVZzSfIgtawIQvvGkuyWN7jyPXJPMttkuTn8ryV9zgyvey3k+VMlpPq1XlctSqPZbmUl0J5Tyn7ObXuL2R+tLZf69ouLw2yX02r6SnPO9n0fKKhaBvIBV64YHkFx47xWN6kyopcnhTigBw4x/s5Zbeva8w1PkHrQiBjrQIrD6DIb2Tlp1js78Ovq3L/RcbxfjHZDymv46ovN/T224oT5O493hbVunfUug7Jtm+mkS9fljdzdVx28vDIWyW5v2pVFvtbViCiX1CzsSxPKFnByFirg0Jr+Xo7xm1tG2v02yaTum0py4T9vdssvk38+77wcJ6+c0vRdyvrDNGZesO3AYsDA0T7WF7jZQYPHmTh0oRuLL5+nSd/7TUeN2/OY3nI5fevWmQVJ6/hTwfzOuzrFRVZLL8/lW0CSV7i5Tklr2Eyf7LKMff9qiWiSaH6PlleEuQ1SJLnfGmnB3yCOOduGXl53LCBJ5dfLcriKK/hsnhl71clUp/C8hIp71Vkv6+lS2S3bgF0+3bRatsS/a99629vTxH+/tozFBEBkZEUmZlZ5PYnQFGAkeIAAAAAAAAAAAAAAAAAAAAAAIgwUhxAMYGH4gAAAAAAAAAAAAAAAAAAAAAAiPBQHEAxgYfiAAAAAAAAAAAAAAAAAAAAAACI8FAcQDFhUBRF0U4GUHiy3t1N5E9ED9+BLV6hrromXb/OY/mO+ZQUHst3xu/ezeMjR3ickcHj8HAelynD49BQy5/L/Mnl37nD4+zvXCdSv3OeiMjDw/Iy5T6S+1Cml++9r16dxxV94vmE6GgenzrFY/kie/l+c7nTGjZk4aXYUhZXJ/eZjw+P5fbExvI4KYnHssw4OfH43Dkeb93K4xYteNyxI4+rVuWxzL/cPmnnTsv5kbtTfh4VxeOgIB7LMhoWxuOrV3ncsiWPhw7lcZtQUV569OCxLMADB/K4SRMee3mRReLzu3GOLHZz48nl8Y+L47E8X2SdJMuT/FweTxnL/Li48FjWWbI8tm7N42pJx/mEEyd4LA+wPMFlJSMzJAuUPN/PnOGxLOCyPjAaySJ5vP38eCzzX7u2xfSpXqVZLM8Hub9lLI+fPN5y9fL4ys2pmHCaxctP1WKxPD3kNaVx0G2LK1y/3Z3F8hom60tZX1WubHHxNGcOqcg6ok8fHtfZ+TOf0L8/Cw9c5HW+rNPsr17iE2JieCzLpDzJL1zg8cGDPD52jMei0v3j3hMslsdUlglZp8hTSh6D+vV57Bx7i0/QOGfuu5Rj8bp1/HN5inbtyuNWdrv4hF9+4bEsBLLQiIvgnqv+LJZtDnkNMZw6ySfIk0DKdlIEVK9OkVFR5O/vTxGyrVFIzLVttao9+bm8DsnPZSz3sSyTkkxvrv/HwcFyGq0+I61t0rs8mWctcnlye+ztxG2y1k7VOghyBSLOJHtdi9PbJ6dVxrTuBWSZkW0Pjc3T3H2S/FzGcv1ah0Nv+ZHzy/XJetvRLpNPkI1BSdabcgVaJ7n4XCGD5fUJWuVBb3qt42trH7LcPfbGdH0r1KqwJLlB8gTQe/5r0arwtE4wEcvyoJU9vdmXq5dk9uXxSjXyezGtw6E6v8zMlJrGt1mrz0iew/Jz2ZSUt0tyH8nlGWLv8wmi7ZJOfB84OohrjlYZ01uJapVh0fhMt3O2uHhbr1HynDaQvq5pWcZlf43cPFWdbUzlE+S9gdwAmWERpxstX8NV22s0U6YtyZafgMBAioyMLJJtW39/f7px42GetKplc1nX6ruVl1Z5yyZv+WSxl90g8p5LdDuq+g3lLYg8zrKbIyCAx7LbQqvfVvZLSBqnseq+PdAnkU+QFZ3s15H9NLLjQ96kio6PK7ElLa5OHk95/OX2yHtoedrK4y2vVfKWX/ZrNmvGY9mvJven7BeS2yft3285P3J3ys/l7pf9trIPYu9eHsvvAeT29u3L4yfri/IyciSPZQHu3p3H8oTSuocXG3A/jterevtt5fGX9Yks3rL8yOMpY62mvFa/rfyeoFIS7wdUddLIE0QWSNkxKC98Fy/yWJ7vssDJE9TWfltZocr8BwfzWGxPqofl74Hk8Zf7X9bP5vpDZBbkMZZxYNJ5Fq89U4PFssjLXdCgwl2LK/hrpyuLZbekLBKyzpJ1hLwG/fQTj2UdIU/pWscWW0xw+IIni2WdZh91g0+QB0XrGiQ7luUXtrIRIDo+t91rxGJZROU1VavfVu5/2ffveE/022p44FKWxVu28M/l7pHdrk/YHeAT5s3jsSzAsuNVfNd2KIL3I8v9I68hhnNn+QStOj/bRb4o9tsSZWvfOjhQhKyzirCAy5cpMiOjyO1PgKIAj7cCAAAAAAAAAAAAAAAAAAAAAABAsYHXpwIAAAAAAAAAAAAAAAAAAAAAEOH1qQDFBB6KAwAAAAAAAAAAAAAAAAAAAAAgwkNxAMWEQVEUpbAzAWBJ1ru7ifyJ6OE7sIcP52nkO8zbt+dxSgqPk5J4fO8ej9PSeBwdzePYWB63aMFj+cr0oCAee8ZFkiVKeX8WJyTwz6OieLxunXoZch80aihO9RMneOzkxOPdu3ns4sLj4GD1SrOrXp2Ff+33ZvGxYzy5fL25XJ2vL4/lMZRlICCAx35+PJb7VOZHZJ/ka+PlMZCfyzKXkcHjvXt5fO6c5eWPHs1juT3uW1bzCbLQykIiC2n58jwePJjHDRvyWB4AUZ72ObWymJ0NG3h85w6Pa9fm8RfDz/MJO3awMHP0Syy237yRxakdu7H48mW+OFkHyPzK3eXlxWN5/Mu6xfMJWgVCnH/pXqVY7GhM5ekvXOBxSAgL/9xqz+KqVXlyNzcey8NvOHGcT5g5k8dz5vD4jTd43LEjC+/X5eVBrt856gqfIG80fHxYeCvJk8WyvpDVmWvCbRbfzCjNYnm+yfIoi7vMvywfMj+yvpG7s29fHsv6Rx4fb7d0PkEW2JgYiwu471KOxUeO8OSyvGzZwmO5f0eEHGBxav2mJDnv+JPFtxp2ZnHZO6f5DPKklCutX5+Fjh7OLJanWIkSPH7nHR536WJ59fKSKMuEPCXeeovHdevyWB4yreu8/NxB/KxFlhlZhsUpJKsMahXH60zaupWFh4f/yOJZs3hyWWePGcNj++viHN+0icdiA64FP81iWQYlWeSztykWLw6gxMRI8vf3pwjZ2Cgk5tq28pjJIi/rFS1Go+XP5Tki08v1m+v/keXQYMy0vFKxEIUMFvMkzzO5D5ydRNtWNuAl+bncKLlBktgpySmW8y9juToZy2Mgt1dvdmXTQ6aXsVy/vR3fv/J4aa1Pa3/Ia6eqPKUkW86gXKHWDhYX70w7R4uLd7Tj5Tk1g7etZHpZXjWaelTSQ1zLRflU3NxZrNofooCkZ/DjI/OnVSdolS9ZHvSS5cdAls9fxYlf1+X+lftTUpWnDLG/5YVVrkAWUI3yI2ntL636T5LHRy5f7/GXsdbpI2mVf1l/adVnquuH1kWKSFUIFDt+jmrVgfKSIFcp7/ckWabSiZcJzTKosZNvRPHtiYvjn8u2rcyvvF/RqkL1HlOta5DeMihpLV+rznK1E/fPYoPT3Xj/lKwSZB3j7ibOaVlg5A6V9/d2vE6TySW5f7Kvrk6dALp5s2i2bd3d/WnQoId5kmVS3L6p+lGJ1PtFxrIvVn4u29PyvGnShMeyqpf9iO5xN/kE2ZYtU5bF8ryR9yjynkbuA3lPZTh3lk+QJ+L+/ZY/lzf2kuis/vcI72c5c4Ynl/eocnXynlPuD1kGZD+HVr+vzI/sh6tQgcdy/8vPtdqusp9E9iPK5ffvz2O5Pe47eZ+IqlNAFhBZkcuO4F69eCwLkKzYRD/iUbcnWSy3R3QJqM4nWbze7XOJTxAd38rgISw27Pibxakt2rH4+nW+OHn+y/Nd7i5ZB8njX8olkU+QBU5WxOJCk1mC99vaG8V1XhYYscN27eXXeZk/uT2lfcV1SH6RsGgRj1es4PGoUTxu2ZKF8bWfYLE8vx2jrvEJ8kIsGib3M3h9Iq+rMnaM5f22t4n328ryKfvstPptZWzuXkIuY8kSHnftymP5fV+ZMjz29hLHTG6ELMRiAfcd+D6Qh1yWmbAwHstj2DuA992mN+R9t447+Tl5vyE/J0tGnOQLlDtMNsZEpV+lOi/z8hSRVZj8LqxtWx7LOuHgQR7Ltr48ni+/zGPZTyqraK1rvNbukNcsefhl217WsU3jtvEJO3ey8HifT1ksqwC5vKFDeWwfdYNP2L6dx2IDblbn3/XI8ifJ7c3epvj55wCKjy9abVui/7Vv/R0cKELru/AiJODcOYrMyChy+xOgKMDjrQAAAAAAAAAAAAAAAAAAAAAAAFBs4PWpAAAAAAAAAAAAAAAAAAAAAAAGw6P1+lSD5bc8ADzO8FAcAAAAAAAAAAAAAAAAAAAAAADRo/VQHADkyKAoiqKdDKDwmN7dTUSmN2Dfu8fSXIktyeLwcL4MX18ey3e4e3jwWL4yfe9eHru58fiL/sf5hGPHeCxfQu/kZDmDAwey8Pc59izu3p0nL3t5H6nExvI4LY3H9evzOCWFhbd9arD41Cme/OJFHst9HhrKY/ne+jZlTvMJISE8lvk9cYLHPj48lvtQbI+K3D9ieW9PLc3iHTt48iNHeKycOcsnyO356CMeDx9uOd65k8cdO/J4wgQWHvVqxeK6dXnyrVt5LE4h1fGUxUPu/gsXLGaHal7/i8WprZ9msfPV83wGB/GMdlAQC5eu4OfAgObXePpp01h47Y3pLK547yhPHxzMwivRrixOSuLJ/fx4bDTyuHTGTRb/faYciy9fJotxRgaPExJ4/P33PHbesp5PWLOGx+J8SJz8rcXly+2VVdZbb/FY1olbtvBYFt9ly3gst7+ok/c91avzePRoHru48Fiebx/0EPWfKI+qGWSFU6YMj2X9J+Pduy1/HhbGYy8vHssLgKw/27fnccuWJK0ND2RxXBz//M4dHk+cyGO5i/r25fH7Pr/xCQcP8njUKBZ+svUJFstzQl5iZH5HjuSxPAVlnSuviZMn83jGDB7LOlleEkUVqXL9Oo/lOf3eezw+c4bHcvvmzOHxiMHpfIKoxP7ey+vUhg15ctlmkHWgLOLly/NYXjJK+2RSTgIqVnzYjvT3p4iIiBzTFSSzbVuxE9KN/Lony4Csl+Q+kZ/LZpGMZfqSbql8gswAkfrAyYXIWDS44xP4rxdl+9o+Q+RBXnxlLNvXQqadI4vlJmnFcvEydnUQ54U8KJLWQdXb6Sb3h5j/biwvU7Lek3Gt6mJ7rl7lsawo5bUjJobH8tpRooTF5aXa8XpE7m/ZdpGbL4unnF/reMvsORuTWay48PwZMsT+EhQHXv5k/t1dRD0m2gKZPvzeRHV+iA1Mz+Dnl9w/WsXTnnh+ktMs10lyf8v1SbIpYkhK5BNkgRQZVnxKWVyfVnmQTS15na9QgceyztRqS8vPNU5PVf0naR0/uTy5vbJtKsnzQ/aPyOXL/JT00Kj/5Axyh2ptkLkCK3e6nEerjpWfyzzKnSYOUmIKPyckeQxkW1drn5e0e8AnyPyKOvd+krPF9WsdElmFa5VxmV85vzynzDUjLOVP0qpj5Prl+qKieBwQwGNPD8td48kpvE7VuqZonbOadbBdzvkJCAwsum3bcuUo4uj/972Ic+hGnDeL5S0mkfraK+tiWe5kv4PsipWn8dtdRb+dvAnSOlFl26drVxbKfit5m1w6QvRLaZ0otWvzWNSd90tUYvG5czy5vCeU/Xqy31Du7yd8/+MTZMeuzK/sKJQnptx/WieO3D+igHw1i7cFZBeAvEdXLojtkQfojTd43KcPj995h8dLlvBY9uuOHcvC026NWSz7OGS3jWw6y6a4LB6yOMvjL7JDla7/y+LUZrxf2TnqCp9BVlziJn3jZl7+uzWM5OnnzWPhjaEfsDgwQZyf4subGzH8OiebErJtKZVMu8XiPRfLslhWp3L/yeIpr4uyD8tx5998guw4FedD4qvvs1hun1yfrK4+/5zHq1bxWNaX8nzZtInHspswv8m2sCxuWm11WV3L7/769+exubaxPOdeaq9RB8obCnkSykKpcf+r6iiTn+/fz2O502RHotxpzZvzuEkTFm47xb/LkPtDLk58FaPaPV268PhFr6V8grwoiTp3+u5GLJbnhNydMn+y31j208o6V/b1y+9C5Hcbsk6WbVXZjylvRWSdI8/pMWN4LL9LkZeoFSt43LuH6F8Q19x9x3h/hvwqU7bT5PbJ4i37ceX2lirxaPXbEmVr3zo6UkSdOoWdHasFnDxJkenpRW5/AhQFGCkOAAAAAAAAAAAAAAAAAAAAAIAII8UBFBM4kwEAAAAAAAAAAAAAAAAAAAAAAKDYwEhxAAAAAAAAAAAAAAAAAAAAAABEGCkOoJgwKIqiFHYmACzJenc3kT8RPXwHtnwHfGgojy9e5PHBgzyW7zifPJnHtWvzeOm0m3yCfCl8x4487tGDx/37s/CBXUkWe8fd4OnfeIPHq1bxuEQJHru5kcrQoRbzQE5OLLzhUZPFgau+4+ljY3ksXyQfHc3jV19lYXpIPRa3b8+Ty2P47Qx3PmHRIh7Lg3jnDlkkXnT/oPaTLPZ2SeXp09JYuHCdJ4v9/Cxnb8ECHm/ezOPOfcT2zZjBwv+aDWFxtTv7ePqrV8kSpf8AFu/dyz93EI9Ee3jwWB7uy5d5LHaP6pxp2tGbT4iL43GfPjyeN4+FC9fw/TNkqIGn9/LisSzfU6eycOlmnh8XF8uLk/GpUzyW7eBffuHxxIk8Nhp5LOukCxcsf379OulSuTKPL4XxOuZQdCCL5faeOWM5P7IKFKe7ymuv8VhWTw1qp/MJO3bwWNYvcgNPnOCxqJNPp1Vj8f79PLksnrJ8VKjA4xYtLK/+qdBkPmHLFh7LCk/WX1WrsvBSDK9/oqJ4clkdy+qhfn0eNyh/i8UPXMqyeOZMnn7nTh7L8iCzLy+JROoyJdchzzFRZatiuY0pKTweNYrH3id28QnDh/NYHOTIRf+weNMmnnzaNB737ctjuU9+bb6QT5AXQVmpinj2Tl6G5fbZStZpx47xWF7zxCWL2rbl8ZN14/kEeYBkoQoPt7zCLl14LM6Ro8f4NSIm5n//Dx4cQHfuRJK/vz9FRERQUWCubSt3kbxOy/NcFhl5DGW9JpdX2lfcAp47x2PZ1pQNBSJV+1Oxs2exwZjJ08sTI/uBMrdOmWnZ3pWVtdgJioMjz0+CKJdyp0ry4i32geLkzGK5OTJ7qva+jw+P9Xayif2j2l6yfJufnMLPG7m7ZVtQxvLa6Bx9jU8QFXemC2/b2WdYbnuriP2fmmbIIaF15OGXh1vuD9c74vjJk1aWX3F8UzP4+eF8/T+eXhYYWd7F8hKT+PbL4qMVa+3uhAQeyypAa3ladZasDmRTT26+bPqV8+Vtx3Ti5V/Syo8k8ycPj9wfMr+y/BjSRHmXGZIzyAyKDMjtlclleZbk6uT2yeU5O4n6RJZ/0begdUKlZ/Dyq3U+mtseuUpnB37NkdckWablNspN0lqfzLO8n9KqU+Q5pLUPZJkzpIj7DY0Lv+JTisVyf8hYlmmZn5Juokxr7SAhMY2XYVkHaLl3j8cyv3J/yftXuf+TknisKl/yHJBkAdJqqImTTl7DLZWHKlUetiOLYtvW19efFi16mCd5TOrW5bG5Li15DyK7/eQ9WHAwj3+coNF3Kzsi5I1r164sfEC8H8k7IZKn//xzHsuOIbnRsiKQN5GyL1mUm0g3fk/ov/l3nl6eyPLElY3VkSNZmFm1BosHDuTJZb/fh0t4PzJ9/z2P5U28Vr+taOs8qN6YxVr9tqu38n4TuXp5T//NNzzevp3H7V4W2zdlCgsv1e/N4ipxR3l62XEjjofStRuL5S2x3n5b2W8o6xF5vtQbXIdPkJ0yY8bwWJyAKze5svi5vqJtLguMOL/ovfdYuD7Mcr+tVj0vvwuS1a7odlb1U8rT5cgRHst+cVlfyX4yLc2b83jPGt5PdzSK99PJdobcXq0+HNkFJm9dZL+urJ5qVRf9tvKLBlm/BAXxWHYKtmzJwv8yKrFYng9a7RRZ3ctuV7n6pvVFfUJEFBbGY1mHy8aH2MYb9/j9rmzbyDImz1l5ytT0vc3ieJfSLJbfRckyKPuqZRXcujWP5XcT4qsVzS4j2b0hmyiyqSSvMZ7nDvEJ8iQVB/nmDytZLL9KmDWLx7JbUR7OL+ov5xPkDtK4oVx+kJdh+VWVreQpJb9qkNc8+d2k/C6jcUginyAPkPzyRBYo2UiTHcMiw6fP8GtE9vLYp0/R67cl+l/71t/JiSIaNizs7Fgt4MgRikxLK3L7E6AowEhxAAAAAAAAAAAAAAAAAAAAAABEGCkOoJjAmQwAAAAAAAAAAAAAAAAAAAAAAADFBkaKAwAAAAAAAAAAAAAAAAAAAAAgwkhxAMWEQVEUpbAzAWBJ1ru7ifyJ6OE7sJWomyzN4ahyLJbvUBevnKdevXgsX4E+u8SbfMK0aSxMTOCnze7dPLlcv3jFPDk58TgggMdGI4/lK9vPnOHxN9+Qipw2wOcvPqF6dR7HxfG4QgWLn990qsjin37iyT//nMdKi6f4BLnThMgIvo/9wxbzBNHRPH75ZRbeiHFm8eXLPHmroGt8gtzeLVt4XLUqjwcP5rHYAXVGNmbxqVNUoJo14/GOHTx2vXiST5ANO1kopTt3eCz23/I1jizulzCbp2/fnoX3vXh5SkrSlx3lzl0+ISODxyVKsDDTgZcP++tXeHo/Pxau3eLKYll8hw/nsblzMruuXXn8XLA4HrK8iUojk+xZvGIFTz5qFI+19mdoKI/l6fXaazwWu4daHfyaT2jdmscXL7LwRosBZImPD4/DwnickMDj/ft5LKu3li15XKtCPJ+wbh2PIyJ4vGQJj2vX5nGfPjzu2JGFh855sjgmhie/cIHH4eE8dnGxvHovL4urV12DqjiI+u/cOR7Li9SGDTy+fp3Hx47x+N49UmnYkMfiJDnr0oDFNaums/jwCV6nyOu6rGN/+IHHmzbxeORIHs+ZY/nzoCAey0uEqNJUx3TZMrJo0SIed+nCY3lO6KVERLJ433V/Fq9axdPLdofMX9kZn/AJwcE8lg0ZUabut+3NYllly3O8ks8DPkFWUikpPI6KMv0bMGQIRd69S/7+/hQhz+1CYrZta+TtnkyjweIy5GVb1vPyEHg6JPMJol2nlCnLYnlM5PLM5UErNhDfxvQMvo1yHbLuknWho12mOlOWaHRiKcTzI9cv94k7JfIJ8iCIBWT68fPO3sjrOa3zRuZPJrcnsT/k9soNkJ+LE0/x8rb0sWpz5aVDqww5iJ/nyezI9PL4u7nx2GDUKA9anZhyhSK9PCftM1J5ep3HS14q5bXc2cHy8ZTLl1T7Q2N75PGSx0eeD1rH09mJn+8yv1rr0zidtE4XzfzJ8qSqr1KSLScQcTrxdoqkVb61Yjm/1vljyNCoX+QOlQvUiGX50cq/PN6SXJ01n6u2WZZ5cxcuS5nSe1AkcRLLa5zcBq19IrdPNnW05pd1jOzukJsjl69VZmV6eQ7KOlouT94PySLp4WF5/pIevIxn2vFzUOsaLvPrbCfOGS06r9mS5jXLwvoCKlWiyMjIItm29ff1pYisGwtxU340mvfbyn5Yc9OGDrX8+XSPD/iEqVNZmBzHj6vsN9Dqu9XqJpPp5W21vCeU96hTpvC4d4m/+QTZLyT7bWWGRGPtllMgi2fO5Mk/+ojHSqfOfIK86RVuRfNrfdmdK3kCeaKPHs3CyBh+3sp+26eCbvAJcnu3b+dx5co8HjOGx6Kj+snXeL/t3r08uawn5PG2Vdu2PJZ9Fq5Xz1pegOwUkeSFQOy/lev4/n8uTfS7t2jBQtlvK68DWtlRYsU9vVyAuI5mOvF+WPsI0Y8lKoSN23l6eb4PHMhjeT7K871TJx4/W1n028ryJi70ihPvd5bdauJrDFU3ZEgIj2W/bbYuDyJSF3dZv7U68SOfIDtKRb/tzea8z0YS3eyqfnJ573jwII9l9da8OY9rBoh+282beSx3gOwYlzuwe3cey048Ijp6wZ3F8qsPsYtUXaGyzpBZkG0bWQfIOqaSg6gD5UVFrlBrH8mOvthYHst+24kTWXjJi/fbVgng98PHz/Eyr9VvK69Ja9bweOxYHn//PY/ldx+yTMnvwuT+lsdz1iyySPbryjpCnhOSbBvL+10l5jaLD1wuzWJ5jZDfD8v8l/zlMz5BFkjZOBYZvN/8GRbLpq88xyv6iv4xWf5kAc/WrxvQvz9F3rlTpNq2RNnat05OFCG/bC3CAvbvp8i0tCK3PwGKAowUBwAAAAAAAAAAAAAAAAAAAABAhJHiAIoJPBQHAAAAAAAAAAAAAAAAAAAAAGAwPFoPxRksj1gN8Dh7hM5kAAAAAAAAAAAAAAAAAAAAAAAAAMsMiqIohZ0JAEuy3t1N5E9ED9+BHRfH0yxZwmP5TvM3X+bvuKfKlXks33EuTZ7M45EjeSzfie7ry+Pdu3lcty4L/7ngz+I2zXl+D51wZnHDhnxx9r/8SCotW7Lw7UX1WCw3yfXMYRafdmnE4p07efq+fXl85AiPO7xRh0/YsYOFy3eUZvG5czz5nTs8vniRxx4ePG7ShMf16/PYQYyLGRzM43LH/uQT5DET71//e+h8FlevzpMHtq/BJwwdysKV1T9gsTweJ9ddYvFfF6uwWB6Prl15PGcOj+/d43Ht2jyW+8PLi8dy/5ZOuMLi6Rsqsfi110iXXr14vPrL//gEUX4MY17UtfzmzXk8axaPt2/nsSx/snxv2mR5fWPH8vjn18T2TJvGwp7Rv7JYlu9Fi3jcvj2P33iDx0lJPC5Rgsft2opLv6gDbxh5nRTocpunF8fjbvt+LC615ncWfxr9AovbtuWLmziRx2FhPFZOnWZxevVaLHZcsZjPIDf41CkeV63KY3kCizq90WheH8ryoMzk26s64cqU4XFIiMX1qeofeU0JDWXhNZ8GLM7I4Mk3b+ZxbCyPZXlr3ZrHDarG8wnr1vG4fHkWzo9oR9Kwyrv4hAoVeBwTw8L0+o1ZLOu8jz7isTzkcvGyThKXSLrV9XkW7xs1m8XynO/encdNgx/wCeIgPNWjlKWPVeeErIPf9eX5oc8/Z+HsCfya8XzocZ5+2TIey4aUXKE4R/5ryffP3r08uWxWyXNExvKaL39wJ09JeY17rmsynyDbcdku+gHNmlFkdDT5+/tThLiWFxZzbVujkaeRsWRvJ+rxlBQeywuBbAi5uVn+3Boyk+JAZhr5rxNlnhWy/OtFgzHT4vLTM/j8chMMZHl9GtlXfW6fIe4nnJxYKLdX6xhqrV/S+7lq/2lkSHFwtPi5IU1sv9jhmWTPYlnPOTvx46G1v7SOh1Z63fuLLOdPnmJa65flUW6/XEByGt9/smkgiptqffJzrf0lY3m8tLbH0UFsj1hAOlkuT3L75PL1Vklax1Oe//JzuUMUO3485PmUbuSfy/XL/Sm319NDI3/y/JVsPAFS0yyff65OGvWH1vpsPGG1rg/WrELSukZoLUDWcfZk+RolaV2DZJmRtM5JWcac7dJZnGnHz0m5fs39I8gyJGnVwY7E8yczlOnA+8BU7R6tHaaRIXmO671ma6XXWL0qVm2fBQGBgRQZGVkk27b+5ctTxP839OPJk6VZsYLPI/ttiYjGjxFtDdlxJTsGpS+/5LHoh1OdKD4+PN6/3+L6/71QjsWtmvNyfOgYP89Ufbczeb8PtWjBwg+W8X5U2U+i1W8ruxG0+m3bvcPnpy1bWLgyjPfbyt2vt99WdGPIrnHNftuyx/7iE+Txun6dhf8M5vfQ8h7Tv5Potx48mIVrq7/L4ilTePLDK/g9+LbLvN9W3jN36cLjefN4LLuRZLeRzL+8hZf7V/bb/ryZ99u+/DLp0r8/j5dO4dsvO/IMo3gfghbZDzVjBo9FN6Sq/J04weNVqyyv79VXeTz9VbE933/Pwuei+Xcvcv/Lfnh5vGWflKwDZXXUqqW4LkRHszDSyOsjf5e7PL04Hndb92ZxqQ1zWfxF9AgWy+MxaRKPt27lsWa/7ZrlfAa9/bYyFjdnT7zM6zNZPShz+PaqTjgidd+trITkNUSe5LLvVlwEbvjw7+ZkU0ZUwapuO9mFI/s161UWfbeyI9PPj4WLo9qweFDlfTx9QACPRRmU/bbyGiTrTHnOyH5bWSfJftIbXV9i8YHh/Joq+75lP2Lj6pb7bdv15f22sq0n97fcnjd9+XeFsk0y/72zLB7W8CRPr9VQkisUHbGXWgxjsTwHtPptZR0q+20leU3q1InHvbuKNp2lftsmTYpcvy1RtvatszNFPPVUYWfHagG7dlFkamqR258ARQFenwoAAAAAAAAAAAAAAAAAAAAAQPRovT4VAHKEh+IAAAAAAAAAAAAAAAAAAAAAAIjwUBxAMYEzGQAAAAAAAAAAAAAAAAAAAAAAAIoNg6IoinYygMKT9e5uIn8ievgObGX/AZbmqFNTFu/YwZfx5lsGyyvp29fy5/Il7EFBPF61isfXr/PYw4PHMTE83rCBhT8Hfc3icT0iefoSJVi474Q7SfI98WW3L+YT6tdnYXyFWizOyODJS9o9YPHZKG8W+/ry9KXpNp/g5sbj2FgeOznx/LiUZvGpUzz5ExXEPomL47Hc5/fu8djHh4UnYwNZfPAgTz50KI8XLODx8yk/szh55DgWu/7wFZ+hY0ceb9nCwvfj3mfxG2/w5KVP/M3imyHtWCx3d/XqPO7Rg8cVKvDYaORx27Y8Dgvj8dixPC7plcnifgPtWXzuHE8fEsLjtDQer1nDY3nKrlhBFoniRWPG8PiHHyynT936L5/QvTuPxQ4IXPQFiyMiLOdPat2ax//MusQniAM0d3c1Ft+5w5NfvcrjlBQey+M5bx6P5fmwaBGPJ07kcZ8+PD5zhscXLvD4yBEey/OtalXKV7L8hofzeNo0y/PL8tSyJY/l/pb7T5Z3vWR5lcvz8rKcH1Edkp8fj+X5L+eX219nCa+/iEhdR8tCIK5rqouQrJTEdVPT3r0snH7wCRa/9pq+xcljLMuQvCbK7Ms6XVySafduHn/5JY9dXHj87KnP+AR5ULt25XH58jyWB1VeM+U1VaZ3EINPb93KY9nuiYri8TvvWP48IICFf+wvxWLZRshehzRqFEA3b0aSv78/ReitjPOJ2bZtBr9uKnb8uilPCceUeLKYQB4zWQhlRSGPoaxYrPlVpFyHyFO6nbPFVRqMfB9kEt8HMgsyvST3oWQgfhuskOX7BdX6dP5SVC5f7i57O3FbLhNIcv0ivVYZkvtfVcaMqXyCLBMyfxr5Sc3g+ZGLk/tX6/glJfFYbo/W4ZGfy+1X5U+Ul9Q0fjzl/Bq7Q5V/ecrK5WktX+ZXVuPyMuvulM4naNQJD1L4+ZuQYDk/cntk/pydLHdDpWdYPh/l/tSoflT3RnqrRHnZk9unlT9J3gvJ9clbZa1mkeyeKFPG8vrl8ZDk/tA6n2R6reMhyeXL/ZEbeusASba1DBnp5hNaS6tQaO1EmWFRqNONvM6UZVbrGqDVDNCi1TSUm6NVZ9tnpFpOIBageQ0nG7u+tSodGeu8Zso6z9LiAgMftiOLYtvWv2xZivj3//tOxIXiqF0jFsv7HSKiV17V6LsdPJjHslzIG3lxD0FLlvBYdpTIG2d5D7N5Mwt/q8DvwV7sKvopxT3ZgROuLJZ1d9mw5XxC3bosjA+oyWJZTryJ99uej7bcb1uK7vIJWv224ryT/bay36dphZt8gmw8yPVp9NuejvVnsexHGjiQx/JwD0mbzeLE/s+z2H3Gt3wG2REi7nE/SXmXxS+/zJOXOvEPi2+FtGGx3HxxuFXdjvIWXpL9iPIcGzWKx95evF4cMpSffxcv8vTBwTyW1xXZzzV8OI9lP6Mky6fMr+wTkW3b+5v38QmyY1IssNaqT1gsy68W2a3/14wrfILYQQv3W+63ldW5vK7K4zljBo9l9Sf7yd97j8eyi0i2TWWX3bFjPJbHV36vkNfeeovHsp966lTL88vzU/bpEan3udyH8pjpJcu4XJ5WN51W361WX7Q8ZnVWfcwn5HW/rfy+VIs4qL+GN2ax7HfVIs/R0aN5LPenJM8ZWUfLc3LKFB7LpmC3c/z7XtX+7NKFx/IAyw4Ere9CtRrn27fzWLZ5oqN5LDuyZb+tKMB/hfN+W1nHZr9mN2hQ9PptibK1b11cKEK2CYqwgB07KDIlpcjtT4CiAK9PBQAAAAAAAAAAAAAAAAAAAAAgwutTAYoJPBQHAAAAAAAAAAAAAAAAAAAAAECEh+IAigk8FAcAAAAAAAAAAAAAAAAAAAAAQISH4gCKCYOiKEphZwLAEtO7u4nI6jdgt2zJwpM//cviGTN48mnTeOzskMniv7bbszg4mKevmPYfnyBfSr9kCY8rVODxvXs8TkjgcUYGj/+PvXOP86nO//j7OzdjDAm5zbhLkiRJkqSyVtZ2UatWku7WttpsW61FJZXUSvKTVJKVVJIkIUmSJEkSkiRm3BpyGWPM5fv9/UHTvF5nnI/TDHPZ1/Px8Hh4nfM5n/M5n8/7czmv75lz9uwBmT3oIWNid+/ADfwd+ObNffd/n5kEevNmTH5xFNaptWkD8oft5UEnJ1P5orCOmc+WY51zcTMzUVfNoetNS0OdkAAyt24D0LNm+RbHOnVCXeG6P4K+r9k7oEeMwPSR2e/hhrZtUYfDIO8aWhX0gAGYnK9/2jTUgwbR+ae/hRu6d0c9YwZqvmBa+D3zArYvf56er5+J7NkLOjfxJNDVqmF6CnkP8+ejXr8edevWqFevRn3TuPNwQ6VKIO9q9j7o0aMxeePGqCdORM3Xw+3174Sn/AvIFcoL8Y0bQT616BzQc+Zg8nnzUPOYxu3Jp9u3z3zh4ebOO1Hz9buILP8CN3D/4QGiVy+QP3T/B+iGDYOdf8gQ1Nwfd+5ETeFjNeJ+xg3Tp6PmCq1fHzU3AJ9w3TrUmzah5gE4IwN19eqo27cHmdriMtDLlmHy++/3z97MrGZN1DyG0SmtZUvUMfRnHDwmLFmCmqfVD+fn+ifgQaRnT/OFFw4U5AdzYkHHx2PyxYtRd+mCmutw/HjUt21/GDdceSXIHxLPBL11KybnPkpTuNWpdhD0z5k45nP5s7JQt2qFukFyNuaXjvVzchbO4c9OrwF6wQLMj6ewP99fDzfkW7Qkm1mqmSUlJVkKD27FRIFrW1638NqP1jGRxIqguU9xzDG07PAMM6Fwrn8CM2/Dcxo+ScBCROLKYZmMbltdF0HkhkO++6PDGKc88PDxnjqj8kUM0wcsrvt6iUgUrp05hBgeV0MZB0AfjKoAmselqpX864s5mIn1ERfnXz4OL8/5KzvG9cqVQUZicNxhuL5Y87hJ2dvJlf3bn6d6vt3j+uD8ufm5unl/bOZ+8+NgDI4hvHbm29XERNQcv1xf5eyQfwEDDlKHcjC+OT74/EE9a9dwxWs7HnM5Prl83F41qlD/4YDgC6AAyY3DeZnjk8vH66ZmzVBzczjnCB6f+IIZV4PwCV26oDxdhaZG4DGBY6ig9axf9gy3edCY5PLw5VVMdMwRnAHfP9C6wtPJKeZ4TGP49C5Li0/nGTN4DjYcA1x91jPHOeZo15zJ7Rcd5Z8fn+9Qlv/5eA6IzUC/JP8ByWeeaanbtpXMtW10tKXUO7IuJ4/CQ7dunk3fDEdfjX2VRx9Fzb7iBwsxTtinqZfzPW5g7/b111G7vFseKFze7T3/Ah275ydMz4M5D9bUj3/IrAWaw+HCmE9xA92k/bgd19psG0Sbv2/7xUp/r9zj24bpel2+bTLe47GPxXTsiLp8n2tBP9D0NdBDh2L6yDz0/Tw3ydS+941A37Z/f0zO4TFzJup77qHzz8T453t8j3FNv33wQPXsRP+1Al8/r3X2bsZxKFIJfVv21diGYhYuRL1hA2r2ENgWvWHS73ADTST/aoq+9/DhmJybk31d9m3Ztvtnwv/hhjVrUA8bZr7QDyv/t/gs0Ox5zJ6NukUL1Ozx8DzF3YvjkfezzzlpkgUisvIr3NC5M2oeIHr0APljt7+CZlvUBbd3376oefjmdYiZ2SlxNPdyp+XFDc8RLu+Wg55/bKtdG7XLuyVvPLXppaBXrsTkDz4YLHte3rMVzzHp+u2AvWS+P3l7eq5/Ah5ErrnGfBk7FvWtt4J0+bZLl/qfjvsgr1lu3PkEbqB1z48Jp4PmMZo1/7aVVA3Xzj9n4JzO5eclCrdfvdoO3zYH5/CXZp0CetEizK9rV9R/Goo+df5BviT6tmb51rfx8ZbCxn0JJnnOHEvNzCxx9SlESUBvihNCCCGEEEIIIYQQQgghhBBCCCGEEMJMb4oTooygh+KEEEIIIYQQQgghhBBCCCGEEEIIIYQIhUrXQ3Eh/zd8C/G/jB6KE0IIIYQQQgghhBBCCCGEEEIIIYQQwqx0PRQnhDgqoUgkEinuQgjhxy/f7jZLMrPD38COTHsTE/Xrh3rnTtRDh6Ju3BjkV83+DLplS0zevj3qzEzU48ahPifjY9B7W1wI+qR1n4H+JvE80GfYN5hhzZogDyVWBV1u4D/MA13zj2kVQFerhsl370ZdJ24Hbti4EeQjC84Hfe+9mHzlStTn1sfvzn+/D787n5yM6csN+CtuiI9H3bkzyK9r/x40fy6d9YIFqLn83MbnR2Gb2ejRqKdMMT8iYRxqt27F/UnTn8EN/fujXrIE5A1jsf7/2/FFTH/rrb7lsWuuQT1tmn/64w33WQ6gRYtQT5+Oum9f1BzQf/87yP/OPAn0pk2YfNAg1AsXor44AeNhW13sw9y/Yld+bn4JPtnawPd8rVujbtcOdcWEXNywfTvqypVBfrMJx4OpU32LZ5Uq+Wc/aRLqdevMl44dUX845xDo1LRyvuXp3Rs110+VKqhv6fQjbmjVCnWPHiC/v+dZ0DRlFBrufnx9t9+O+uzwF7iB+0v9+iC3JJ4Omse75ctRh8OomzZFffnlqOsl7sINMfQ3Fvv2GXOgSh3QFXb+gAkoRn/cdzLo1asxOcfsmDGo16xBff7ud3HDkCGoV6xAPXw46jlzUHMnveQS1LxwqFsXdU4O6owM//10fKTHtaA5JDZsQL1qFeq/tPsKNzRvDvLtWdHmB/e5pD20bqleHeSuKJzzeQ48swmOAbZsGeqxY0E+1uJV0LRMspvmX5/3/+S33rLUgwctKSnJUngxUEwUuLbNysZEHBN79qCmOuZ+mG2xoHld4/JzEhJQh8K53kScCQ0muYZxFB0V8LaTC01rwYgF++vHkNH5qbyHcrC85eIwPZ+P83Pt91wPQ22YG4VtyGO1S8fF+Z8u2qhNs7JQ81jO7U2Tl+f6cyimOT8a9w9mYf2Xj6Hjuf/yvQFPptxn+Pq4wrh9OP3mzajT01F36ICa+yifj8d5Ph/PrVT/kThcK/HhDMcDF4fjIRLlPw8UOCbkg/s/Xy6HE1+up/84yA1j/PH5GMfw5alPl+a1coUE//GBcY3RrGOjqP45HqnBc+PKg6Zbe0/+PAe45ozERP/0HH+e8YcbgOO9gHjkNna1OcdY4JijMnKZXMdzjLqGBB7iXH3WE0SsuZH4hI451zUmeQrowjEIcJ9xzXmePkH5Z+f490FPPPAYxzHpKJ9nzeMYZA5FYR9lyuUcyPt/cpMmlrp1a4lc2yZVqGApN954eGOXLphowADUfMNiZjZiBGq6z/2m2Z9At22LyfkWjJfTo0ahPjvzU9B7m6HPdtIGvA9fm3AO6NNtLWbI3m0C3tOWG/pvTD9wIMgtu4P5tklx6LPy4P6fxehTsc3o8W0b4n3+D/vQe65dG9OXG/RP3MCDPd0jr619KWgOX75H5FtusvU8c/G5Rr4bm/UTJpgfTt921nO4gX1Iuoe944VzQT/X/r+Yno0tpmdP1A7f+bjDpgObDEuXop41C/XNN6PmgKb6fG0O+ra8FL/nHtRsG1+UgPGwLRnbw+PbriLfjRJ8tr0e6MWLMTn/ltSmDWqPb8v1SYvJtZtxPGAbnMvP0zxnz+HDviDTrRvqd6ahZ7NtN96LsA/L3YPrh9PfcEkqbuB7qyuvBPlj//+ApumiSOAuymXu0wf1WeEvcUNaGmoqZGrCqaB5zOMxmpcS7FV37Yra493yGE335werJIEuv5O8dLp/37IP+yj/FvD666hHjkTNvu15e+bihkcfRc2dnCf1+fNR8xjEQc0/rvCPky7flhuEjo9ceRVoDge+H2Pf+5Y2X+OGZs1AvjvH/36d+1xS+re4gQaRXYZzPv/2c0Zj8m15EKE59qnm+Fsl+7Z/XnBb3v+Tp0yx1IyMErW2Ncu3vi1f3lL++MfiLs4xk/zOOyXOBxeipKA3xQkhhBBCCCGEEEIIIYQQQgghhBBCCGGmN8UJUUbQQ3FCCCGEEEIIIYQQQgghhBBCCCGEEEKY6aE4IcoIeihOCCGEEEIIIYQQQgghhBBCCCGEEEKIUKh0PRQXChV3CYQosYQikUikuAsh3CxcuNAuvvjiwMetXbvWmjZtekxplyxZYhMnTrTFixfnfWs6OTnZ2rdvb3369LF2/J31E8Qv3+42SzKzw+WiT97b0KGo27ZFHReH+pJLUFdY9Snoz2POB83fPK+T9T1uyMoCmVrpdNBr1mDySpVQp6ejvnTPm7iBLuhA5STQo0aZh9q1UdNn4q1NG9Q1xj2EG26/3T+D0aNBvln/H6CvvoYm37Q0kD+m43fqX3gBk1OVWr9+qLlNyk18DjdwBTRvbr7Urw/ys2VYfo6pyJq1uCEnB2SoxZmYfujDmH7IEP/ylDTmzAF5oP3vQXMM1xj2N9wwZkyg04UMp6ZIU+xTNnAgyGfTbwC9ezcm53Bo3Bj1hg2oOb4WL0b9yPo/4YZ77kHdujXIDxdFg27RApNz/dXb8AFuaN8e5EtTyoGuXBmTc/kzMlDXrYv61JgfQL+3rgHoRx/F9A8+iPrS+jQmVqmCeupUkKmX/wX0ggWY/IbL9+KGyZNR9+2LOhxGTRX6zdaTQfMYXGfVu7iBxitbtw5kaPhj5gddrud8Xbuijuzbjxt27gSZXbcR6NjFH4J+aw+uD7Zuxex690adkIB6+XLUGzei5vjctAn19u2oabgwM7NevVBzzHbsiJpD6LTkA7iBKvm92reA7tABky9ciPoPlT/BDVQpb2w4G/SfJlyG6Qu6SD+GDwc5t+V9oCdMwOT334+ax7BVq1DzOoOGILug+negX15yqu/x3MfLz3sbN6xfj7phQ9Tx8ebL0qWoq1dHzQHAAURs24pzxvjxv/7/P/9Jtv37Uy0pKSlvfVvcFLS2jYTxGrJzcB0S1H+JjsL8csP+pogrfx5mjwXOM5STjRti/P8+K2iZee3AazPX+fgiI1E4d4cyaByicSNiWF4+PcPF8ZTfVemORuPyMLw2qBDn3z4HMzG/8vFUXl58MXzBfH2s+QaO52YeZzh/1zjkOp7hCmN4sqT8D8WfBLqcHfI9f3YY44/h5mcdtM9Gh/3b3xVPnrU7pQ+Fc3E/9a+g4c7pXeMBjyeu43kM9UAdPBIT65u/Jz9HAVz17bx+qm8X+zOwPTg/7i48vvG9e8VE//pzxUeu+cd/QWV04Rpygh7v6oNM0DmLY8qFp825wDzGcaNxo7rmUBqjubxBp2DG1T6udY7r8oP2Eecg5AoQhuuf5tBIbfT88tdngwaH15ElcW1bq1aSffnl4TLxPSfdDnnuV8zc3m35lejdfhGH3i3fM9XK8Pdut1X29275nnXPHtSXptM9El0Ue7dsi3F5+RaI66jGC4/ghltv9c9g7FiQb9W9C/RV3WmuoTj8cR/6KBMnYnIOY7Zp+Bav3OQXcQMbV82aoeZ+REbW58ux/OxzRzZQ+2dmggw1PwPTD6P6HTTIShXz54Pc3+ZS0LxUrTX6X7iBO6kDz9qvxVmY4N57QT6fcT1ovnXgcGDfln0qjq8lS1A/tP7PuGHAANStWoH8aDGuPTgcKXyszgb05Yx+N3t5atH6to2i0Ledux592xEjMD2H78X18XhPgaZNA7mt222g2VP7c1fybadMQc2/Kzl827Xb/X3bpNVzcQPfG9IAHnqU+jNBl2tm3irp1Al1JJ38ADJDPd7tko9Av7PvItDs3fbsiZrn0RUrUHOf4Bhyebc0ZNh116F2+ba8/9TaVD9UyXNr3giafuqwRYtQX1blM9zAvu06/O3tT1OuwvQzZlggnnwS5Pst8LdOngNpiPP06dWrUbt82/OroW/736Xo29JPE56fFsvNewc3FNa3XbYMNf82zGuOPn1Q85qLfNv8PviIEcm2b1/JWtua/bq+TUpIsJRrrinu4hwzydOmWWpGRomrTyFKAnpTnLADBw5Y//79bQL/ImuHH6pbu3atPf/883bzzTfb6NGjrUKFCsVQSiGEEEIIIYQQQgghhBBCCCGEEEIIIYRwo4fiSiHx8fF20UUXuROaWWJiou/+3Nxc6969u82bNy9vW/ny5e2MM86wmJgYW7Nmje078lq2CRMmWGpqqr377rsWHe3+y10hhBBCCCGEEEIIIYQQQgghhBBCiFJFafp8qhDiqOihuFJIjRo1bE7Qz3YdhcGDB8MDcbfddpsNHz7cqhx5/emBAwds+PDhNmzYMDMzmzt3rg0ZMsQeecT/FcRCCCGEEEIIIYQQQgghhBBCCCGEEKUOPRQnRJkgFIlEIu5korhZuHChXXzxxWZmVq9ePdvEH4X/DaSmplrjxo0tMzPTzMxuuOEGmzRpUoFpBw8enPdgXPny5W3Dhg1Wu3btQpfhWPjl291mSWZ2+BvYkX37MRF/9H727GAn6dsXNT90OGgQ6iuvRL1iBerNm1EvXIi6eXPUVP4X59cD3akTJq+38UPcsHixeeDvwrdrhzo5GeTcdXjO9u0xOYfcypWou3ZFzZ+V58+ud+iAeto01E2boh4/HnVk8iu4geuc22j+fNR166Lm+urSxXyZNQt1t27+6W++GWS5yS+CPrT8a9A/VjoT9IIFmN1NN4d8T/f0KBza75r3B0xwzz0g39x9MeihQzH5V72ewA3bt6OuXh3kR23vA92xIybnLnpZPMX0JZegTkhAvXo16oYNUV9+OeoRI0B+F3UaaB7OuLtw+Jyy5G3QH1e5AjQPCXddtwM3ZGWB/GZfHdBTpmDyI8N0Htw/09NRh8OoK1dGzf1z3TrUt91KS4Nly0C+uvE80OvXY/IHhtDxu3ejTklBze23Zw/qtDTUO3ei5v7LDVq/Psiv18WCpvC1GllbcAMPgEfeoPoLoW7Yv1q1wuRf9HoK9Ded7wbNU0IkTPXHcxzFs+XkoHYFUI8eqDkg6PrmppwBeupUTM7xeMt1B4z5bDV+ep3rfMMG1DwNt2jhr2Pozzw4ZHiKGDgQ9dat5gu3Ec9ZfDzfK/OQSSHpKf+4cahfeAF1z56oH3wQNTcpz6FcnqeH7MINvK7gPlCtGmoedGiN4TnhqlWoec6lCzjQEOdEnqMe77MW9LbKp+f9/5xzkm3btlRLSkqyFB57iokC17bc77lOXZqDjjWn56D7LXCeDJUhYv5rl5A56sCRP+M6X1B4qC2sJ8aXFxvjuH5Xm7oKxBfgignez3MJzb3ZhnMrX4+z/bMO+e6PxJXD9OFcTOCIN76c6Khg8RaJwjelc3Vy9XnimRdrvHbhDGit6NkfsH+5woXLG7j+CNfxzIn2mINer6u+ipvA46uD7Bz//GKjsP9x/8jIwPR8K+fqvx5cAXQseRCFbfOgc0zQITsoriHetUw43n2wsMsYV36Ma4wq8gYJmF9hxtjkOnUsNbVkrm2rVk2yl18+XKY/dCDflm9g2FM7Fu68EzXfNPJNHvtCbGTyTeKiRaibNUNN9+UvzUcfh73bOhs/wg18j+XybcnXeH+9v2+7cSNqvuVi35Z9IrYdOP/p01Gzbzt2LGqPb8vxWljftnNn84WNR64A5vbbQVaY/BzoA0uL1rd9ZjT287/N+yMmIN/2rd341SC+J/6y139wg8O3/bjtP0GzT8/d6/fxFM9s9HJAcX9jE6R7d9SPPgqSfVu2GDg+ubynLH0H9CdVsH7Zt/1bD3/fdm164Xxbstk8BPVtb7mZ5only0G+tvFc0OzbDh5UxL4tH8++bVwcaodv+816vLdkC6pGTipucPm2XS8D3aaNefis59NYhk53gfZ4tzm0nu3VC/Xw4ah5scbmqsu75SCha3x/K3q3r7+OyXmKuakHerefr0Hfluuc55h871kxM2/9sOYQcPm2/HMs72datkTN1ctDYlDfltOzT8u+Ky97hgxBzfXr8m2fGkS+7ZIlqAvr27Kxzb+98ZxL+R+oj/F35FGCPB7r8y3obZV+HeNLom9r9uv6NikhwVK4QUswyVOmWGpGRomrTyFKAnq89X+Y0aNH5z0Ql5CQYKNGjTpq2sGDB1udOocX/wcPHrSnn376qGmFEEIIIYQQQgghhBBCCCGEEEIIIYQQorjQQ3H/w0zP9ydePXr0yPtkakHExcXZTTfdlKffeuut41o2IYQQQgghhBBCCCGEEEIIIYQQQogTSih0+FWBpeVfqGi/miFEWUIPxf2P8u2339qGfN8q6+L6VKSZXXbZr68Z/u6772w9v3dZCCGEEEIIIYQQQgghhBBCCCGEEKI0U9wPugX5J4Q4KqFIJBJxJxPFzcKFC+3iiy82M7N69erZJv5GeEBef/11u/baa/P0jz/+aHXr1vU9JisryypWrGhZWVl5efzpT38qVDmOhbxvd5tZ3hew+/WDNH8J/x/o7t0xj9+1wm+uf7e7KuhTm0bjATExqI9ccx7338+F9D++SRPUGRmop01DvXkz6h49ULdpA/KbuLONadwYdbmZb+CGRYtQjxnjycOXbt1Qz5qF+pJLfPP/dM/poM9vvh/TV6qE+tZbQf5x+/OghwzB5Oe2oSfie/cGuW34y6CpSo0/tx6xQj5hf/PNqCdMKFR2Derj0M1DwurVqPmz923boh4/HnX9+qgbNkTN4TN8OOp/dP7a/4TUBz5fhtezciUmv633IdwwdCjqe+9FHR+Pmvswx2urVqipvFtW/Qx60CBM/vLovaAPxJwEes4cTF+zJuoLmuPxew2P5yElLQ11vcp4vK1ahZoXxPRm0EhT7I8TJ2Ly2rVRd+iAmq/vhRdQN2/ue3q7r88O0Kk5NUBv3Oh/PPfXli1R8+Wnp6PmcKkVh3OG5eSgnj8f5Btx14PmIZtZuBD1RbW/Ax1qcipofm599mzUoZVf4ga+IB4QJk1Cfd11IH/qjNdzyrqP/fOj4+968GRjKldGzTHDRW7dGjU3QUICau7iPC2vWIF6yhTU4bAdVx59FPW/7s3FDevWgTxQ/wzQ8+Zhcl4m8BjNcwLXx1XhN3EDxbQnA5qDPZ2aBymu0MxMkJ+mnwn6/NbZmJ4G2R/6Pg56925MzmPq5Mm//v/RR5Nt375US0pKshQeLIqJAte2FMSHwrGguYqjjWKIBzruFAynd7Xhb4HzYM1lIB2JovU5EQrn+u731IHr/K46cKTntWLI6Dab+gEfnxuFbc5EZx30PZ51dg6Wh28/Too5gBt4cmR44I2L8z+e658HetLZMeVBc/WXi8P6zA3j9bm6gMsbdDV3bAy1p2OciyRU8D2fJz54ouP2JTzxxv3BUSGRuHK+p+fr5fO56ouvL+i9lKd+GEcBXOVluPyu4ct1fHRU4a7fVb9BCVqfuYbjL8fH9u2o+V6B42d/Ol4/hzcPD87ymrkbyTVGO+YQnoO4Dk40hY1RhtO7hiDXlOkaA5igY4pzzOH2DNppC9nJXH3cNUa7js9/OfXqHVlHlsC1beXKSTZs2OEy/XXD3ZDmrvBToC+/3JvPpa3Qd/kuDe8rT22BawVPIPJai30il3fbtClqXtvk++KKmXmNCDYCyGdaG3cWaL6HKzeL7tEWL0Y9apQF4sorUc+YgZqNBsr/092ngT6/Ba0dExNRk1d/RQp69ezbntOa4p7uObcNRd+3fXtMzj5RoX1bKr+NHVuo7E5tjONgvncTmJnXtuvTBzX71OPGoeafGjieOHzYk/jbJd/ghnbtUO/bB/KL5Xg97LHc1ofu6YcNQz1gAGqXb8vGF/u2ZExuWbYN9IMPYvIXR/r7tuy5sMdwfrNgvi17FnUq0+8eQX3bJtgf2dbjtRj3F74+/lnC5dv+o5e/b8sWksu3bdECNV8+37vyrafTt12wAOSbcX8Gfc015oT70AU1vwcdatwINP8e+eY0Wgtxm/NFrVmDOr+xZeYptMe73fAppmfvlo7/56M4x/JPcRwz3GW5SxbWt+XfgqZORc0xwX2usGv1ESNQ/3OAv2+7vy76thRyHt+Wf2vjPsF9+IowfanNdQKeRLhTuxbX1ECfpeP1ndeKxngaZH+49RHQLt82f/s+/HCy7d1bsta2Zvm82woVLOXGG4u7OMdM8ssvW+qBAyWuPoUoCeix0VLInj17rEePHla/fn0rX768VaxY0Ro0aGBXXnmljRkzxvbRTUtBrF27Nu//cXFxVqdOHecxnC5/HkIIIYQQQgghhBBCCCGEEEIIIYQQpZ7ifvub3hQnRJGgHlIK2bt3r73xxhv2448/WmZmpqWnp9umTZvs7bfftr/97W9Wt25de+aZZ3zz+PHHH/P+n5ycbKFj/M50/rfJFfZtdUIIIYQQQgghhBBCCCGEEEIIIYQQQghR1Ph/k0OUWOrXr29JSUlWrlw5S0tLszVr1ljOkXfE7t271/r3728rV660F198scDj879N7qSTTiowTUFUyvce3f379/uk9GfkyJE2cuTIY0q7bds2dyIhhBBCCCGKCa1thRBCCCFEWUFrWyGEEEIIIUxvYAvAkiVLbOLEibZ48eK8z7cmJydb+/btrU+fPtaOP9dexHz99df20ksv2fz58y0lJcWysrIsKSnJWrdubTfccIN16dKlTOa7adMma9CgQeDzv/fee7+57KURPRRXSoiKirJOnTrZTTfdZF26dLEqVarA/vT0dJs8ebINHjzY0tLSzMxswoQJ1qRJE7vvvvs8+R04cCDv//H8QXgfypcvX2AeQdm3b5+lpqb+5uPvS/w/0M/Owm+c2yUPgvw27U+g778fk88I4zfi16/G/afOego30DfkrXJlkF92xjo/u9WxvYnvqLRujZom4TOm3uM95tZbUbdqhXrnTpCHMiOgy4UPYnqutPXrUXfqhHrCBNSZmSDPz/kY989PA3kgHctTYQ/GyzujKa5r9weZVBuPn0rV0SIB9ZYURxv1x/xDo58GHVn2OaZv0wY11cfbM7B8V16JySNtzsMNy5aB/GGTo7zNUX7l2d8T5Jy6r2D+HW/C9LRYeaPvbaA3bKD8Y2h6ycgAOXgQXv/Ijpj8QAZeX+h2TG/2CMpHUVJz2YAB5UDX69wZE9CY+vj9P4PuRl+l5vbaa/hwcQ6GuzVpgjo9HfVHK/H4cBj3t2yJumZN1D9ux+NX7r4Q9BVds0F/tSYW9PQHMb807I6WmIh62DDUzZqh7toV9dKlqHv0QP31zhqgz2yO7T1zJsbD9Ol4fPXqqCdO9D8ft9/u3ajX7qwKmsLXzlm0CPSfxvcCvX49lv/UgTgHfRh+AzNcuBC1nQpqzhzcG1r/Leg3NpyN5Ul/CQ+gef7g6++ALj8B59RT5vwX9DetbgCd0AXjaydNBwV9xX30aO+2/HCb8L0mTVmeMWf5cv/8meRk1DwkrFmDmmPYBU8BtEywHWnRoKs3w3VMhaWfgr7qHowxmzcP5EcpjUD37o3JT3r9edxAcwpX+FfD3wN9VvIuTM8NwIMWrTneW4BjMNe3vT4NZPawx0FvWozJL86aixs2Yye9L31F3v+fieyzAkKyyCns2jbbcFwuZ4cwQRjbKDcK02fRvJOZiXWe7+9azMwsOozzgh3545qjEYmJ9WwLpdMfyGRloeaOHBfnrymOQlwmXltw/nR8JL68+RHKcdQB58/n5/zofsKD454rmstD5ztoeD1xVLxow7kndvsW0CdxfdPA9H06zsWNGtLaiwf3PXtA5lbD43ncrhVP9xY0+XoijO4deLLHUdQ89RsOU5+KovolcinGeVjzQNefXQnXDmHqDuX27AD9UxTWV3y8t4/lx9V9XCZtdhSOCRzNfHjE/O81HN3PLODxDJ+f84+Kivbd72w/wjEEOq83aP3x+YKW1zUcMq7y8HgbnYk3K1GV8F6jXjKOd7ncIym/GOpf3L3Lx+N4kxvG8kabY3w9fBLfMoSokiJRnlEEcMWUqw25j7piKOj5mMKez92ngx3vOiBEa4ZoGsM5Bjh/z5zrKDCvY0I0ZzovmArgidEo//w43vh0rhiPDjpIFAG/ZW1bYd82++uDp5iZ2b9v/wn2PT3nHEx8yRDP8d/vvgL0EEoyNRPXEnxL0mgO3td6vFu6sf/ykn+ADuzdcsdj75Y4fdpA3NCnD+oWLVCTMeP0bbnCuILYqBk/HjX7tuFPcP8CXLt5fNt9+HDk22MH4/G1+4HkteakPpi8Ofm23290tM896I2HnnwCdGT5F5ie22vsWJDvzMTyXX45Jo90vBg3kK/z3QZHeam5v+D9zfGmfkGTl0F/2/EOTN+2Lci3bkdfd+NGyp/nTVrrP/QgXv8osv1/3uPybR9CORQlNZf1749r1TpsGtC9y3/uwXjrSj6ry7fltbrLt/14VTDfln3KLTsrgl615wLQf+iM9ypfr8N5ayb53uzbcncfMQJ106aoeThgi+iaa1B/k4b3Lmc0w/aePRvjYeZMPL5aNdSTJ6Pu3h019zf2bb9N8/dtz16yBPTVY/B3EPZtzcxOHfJn0B+HX8UE5AWboQ/HXjX/dvbmhrOwTBnovXq82ylvgS4/6TnQp8zD33LWtroes+t0Pug0ihG+vX/ySfOFvXUeQrZvR81jDscY20cM98lLLkHNU7zHWnfQoQPqoL5txeX4W+AVA/tgBrNmgfw4BR9W4fOfNJ28fDa6aS369bC3QZ9Zm3xbbgDHoPX+IhyDub5t+gyQ2Q/ib3Mp5JtfmPUBbtiKnfQfGSvz/v9UZL/ttRJMKFS6Hoo7xq8CFjUHDhyw/v372wR+LsDM1q5da2vXrrXnn3/ebr75Zhs9erRVqFChSM+fk5NjQ4YMsccff9zCFO/r16+39evX25QpU6xbt242YcIEO+WUU8pkvsIfPRRXSujQoYO9//77R92fmJhoffv2tT/84Q/WoUOHvE+bDh061Pr06WM1auDCNTv714V2jOMHnvzkT5vlWrn4UKlSJUtKSjqmtNu2bfMMCkIIIYQQQpQUtLYVQgghhBBlBa1thRBCCCGEsNL1UFwxkJuba927d7d5+f6Iv3z58nbGGWdYTEyMrVmzJu/rhRMmTLDU1FR79913LTra/w/VgnDHHXfAA3mxsbHWrFkzS0xMtHXr1tmuXYcfHJ01a5b97ne/s08++eSYHswrbfn+wu9///tjSve/9rCdHoorY9SpU8emTp1qbY/8dVBGRoa9+OKLNnAg/jVaQsKvf26VyX+m60P+tIV5knfAgAE2YMCAY0qbnJxcqDdvCCGEEEIIcTzR2lYIIYQQQpQVtLYVQgghhBBCuBg8eDA8EHfbbbfZ8OHD8754eODAARs+fLgNO/L5qblz59qQIUPskUceKTC/oIwfPx4eMLv88stt7NixeX/gk52dbc8995zdfffdlpOTY1999ZXdfvvt9sorrxwty1KZb37m8KenhJmZ6fHWMsh5551nHTt2zNMFvWEuMd+38A4ePOjZfzQy8r2LOJG/pyeEEEIIIYQQQgghhBBCCCGEEEIIUZqJiio9/04wqamp9tRTT+XpG264wcaPH5/3QJzZ4RcsPfzwwzZo0KC8bU899ZRt3bq10OfPyMiwBx54IE937NjRpk+fDm+8jo2NtTvvvNPGjRuXt+3VV1+1FStWlJl8xbERikQi3g+oi1LPQw89ZA8++KCZmdWuXdvzF3v9+/e3Z555xszMqlatamlpaceU7znnnJPX8f72t7/Z6NGji67QR+GXvzhMMrOUI9ueG4dhe8eSG0HP7fky6N93Cfgdbf5ryOuuQ/366yAbTHsC9A+b/M/39gws/5VX4v58c4OZmT1c+T+gU6/7B+jkZO85evVC/d9hP+IG+q69NWkCMtLpd6BDSz/F9D17ouYYWrcOdQZ+N57P5yEnB/X996NeswZ15cr+57v8ctQ33+x//oCEzH8o5U+pc/W/+fePQX9b/ULQ/ftj+nwP3puZWcT8Y+6mPli++Hjc/+w4Rx/p2hV13bogUwc9Czrfc7lmZrZhA2qO2S0peH5XfbqoWRN1mzb+6YcMQc1f/jg3/UPcUKkSyPtePwf09OmY/JJLUN9+O2quH26fI28XzmPjRv/911yDeuFC1NWr+5ePu/O5Vb7HDVTguYav4121CpN374569mzUS5agnjoVdatWqLn7cns3b46ar4d1+/aoq1bKxg233oq6fn3UKSmo+QJnzEB95G2uv1CjOsb7jvZXY3oKKO4fPB7wHNKpE+pHJtfDDf36oe7RA+S2+Aaga9k2TF+tGupFi8wD35Q1bAjy2nuxTDTNeuAhv3dv1BwzN9amPxBo2hTkd5l1QPMUtH277+GeGOb9/HcE3OcvbbkL9HvLqoIeNQrTz51+ADdwJ+c5tnFj1EuX+u93rQtr10ZNY6JNmYKa+wR3Wm7AZs1A5kbFgl6/HpOfvuEd0N81/WPe/y+8MNl27Ei1pKQkS+G+WkwUtLbNzcF+HR3GcYjrIDqTYiA9HTVPZNxPuU9S+mzD88Wm/2we4uKwjPH4Fmmem7gfxBpeYyQGz8lLOTqdxcbQWsH12S6XOZSV5Z8fT84MtwHnl88QMjPvQFPY8vP5OT33a67QGHyJ/K64WqD5cngtwURHYfvwWpXzY10ximKcAiK7sv8r/j0xywHJ4xDVF8djgJerm5lZ+TCW/8c07B8cDtz81Bye5nSFAzcv41prZ+dge3H5gpbHRdDwL2x5PNdPGeZatN9uT/vwflf3dpXXpYPWl+d6uYAuOD1XAI0/hxJOBl0uitbW1OF3ZWL/OJa/v+QiROccwg1cCXQAj0nO+8+AlX4oC/N3VbmjuJ79PMYyLn/AFZOu/a78uHy5Yf/6KBfnmNNP8A88nvgI52ICvgBXAzryZ/h8kahfx6Q6dY6sI0vg2rZKlSQbP/5wmXbvxjS3Lb0F9Ac9X/Tkc2mngN4t+4RshNB99GnT8G0U3673P987MzEu2VYcOhT14EpPg97W4y7QfAvFvsaLQ8i35Xso9m0vuRR0aNlnmL5PH9S8Fly5EjUvdvgekeF+wEYE37TxPSMv9rt1Q833iIXENc5PmoSafdvX+n8C+rvqF4C+5x5MP3Mmale/v+N2f9/26dGO/sHGGxmvqfdifHbpgsnZZufm5/5SWN+WbTX2bXkaoI8gefafk/4RbqB4+/e0s0Fz+3TogJptQPZhea3Nt2Iu35abi200vtdin5278zlVfvAtwPthHC9Wr8bk/NsUDz/LlqFm37Z1a9Tcffl6XL4tzyFko3p92759UXOA8YMXbKSaeY1Iuqg6yRjzW9pd63s89xG27fi3CG7jh6aehhv4xwQKoh0J6N3WsB2Ynm9AFy9GzWsZqsMbBqFvO3my+cK32/xbZcuWqK+v+QFuoDnv+yx/33bnTt/DPTYo78/3YTUz8/bhi1ugbzt3Ofq2Y8Zg+nemkp/BnZwHWdbc6YL6ttwAPAdzJ+Y+wcfzb8Hs29L9s8e33fgu6O+b/iHv/xdcUPJ8W7N83m1ioqXwbyclmOSxYy01Pf2E1ed9991nI0aMMLPDXyjcsmULPBCXn6ysLGvcuLFt2bLFzMzuvfdee/zxxwt1/meffdb6HWmfUChka9assab8w0w+2rZta599dnjN3KNHD3vttdfKRL6bNm2yBg1+nQf06FfB6E1xZZRatX79EaOgB95OO+3XRdWuXbvgDXB+/DJYmZlvRxVCCCGEEEIIIYQQQgghhBBCCCGEKFWEQsX/9rcg/0IB/8ikkEzP90coPXr0OOoDcWZmcXFxdtNNN+Xpt956q9Dnf/PNN/P+f9FFFzmfW7njjjvy/j979mw7dOhQgelKW77i2NBDcWWU/A+5JfBj7mZ2+umng17Jfx1WAKmpqfbTTz8dNQ8hhBBCCCGEEEIIIYQQQgghhBBCiFJNcT/oVkI/n/rtt9/ahnyfw+nCr6EtgMsuuyzv/999952t59cKBiA9Pd0W5XsLY9Dzp6en20cffeRJU9ryFceOHooro6zJ987r6gV826ZNmzZWrly5PL2YX5dbAB9//OvnHePj462N63uEQgghhBBCCCGEEEIIIYQQQgghhBCi1PPVV1+BPv/8853HtGrVyuLyfYOc8wjCmjVrLDv7189pH8v5a9asafXzfR66oPOXtnzFsRNT3AUQRc/Bgwdt5syZebpdu3aeNImJiXbppZfa7NmzzczslVdesXvvvdc331deeSXv/5deeqlVqFChiEocnL59SdvLoCOT8BWhu9Lw+8lDh+LxT4/G9AeH/Qc0v2zv8svPBf1DiytAhzY5vtd8JcoVK1C3aoV6mP0D9Og43D98uPcU99+PunnzerT/r6D5s/KDBqH+570UR7Vrox43DnVysrdQ+Zk4EeTcmjfi+dti8uXLn/DPz0Gkw1O44cEHQYYefMD3+IYNUVerRvnP2wv63E4n+R7/5p0fgv668sWgZ7yO6bdvR81fPA4l+Mfciv6oz475GjdQ8/3rfszvsXnnYIJhw0C6mpvhz9mHzL/8/AcDp2bQ5D9tGurVq1G3b486KwvkwWb/As3xf/M8bB9+C/BHU7eBfrwTnZ8eIv73CIwPLu7AgagTE32zs9Oq/IQb6PriuySB3rQJk69ahfqKbrmg/3FvI9AzZ6IeORKPb0v9d9Ik1Hw9vXqh5uHkpPDPuIEH5Z07UdOAdlol/kT4RpQv0IPh/PbU667zP9/NN6Pu1g31ggWon3wS5I576LXW01Fyf2s8EXfXrYv6s5o4J1nbW0F+ec2PoHm+GH0l6oXzUI8dWwv0iBG4f/nyS43hPr97N2ruU7Nmoe7UCXUczYOhiS/hhj7UJps3g/x6Tx3f8vGY3aED6uiM/aDr1q0Imsfs5ctR39cX54xLu1cFHR+P6ecOpL8CWoQxfajTH0BnZmLyk4Y+hBsuuQTkW4tPAX1Vy3RMn046LQ31unW++Vvz5qj37EG9bx/Ip8fGgo6hO5a/1nwTN+Rb95qZ7bnzj3n/jziWZCWVQ2Gsg3JZB0Bnx+E6PKoa6uisg6AjMZgfTRMWFRUNOtayQWcnnuwpYzhMmvKsXBl1Tg7qgzlYpjj6cy3u50zEcOzMCeM1eP5AksobneN45TwXgCuNL4jmpkgijgucPExtzOXl+uXL4TbiyZXrNyoZ1x4Mn78K9Tsuj+v43LD/Jxu4esvFYWfdn04xnoA6gcrnWUvSQBqpjDEcCuNahy+A24vhcOClyd4MLC//nRqP84znelwN4AGvx9seqDn72Jhgg6ervV1/sMz7XfcGUVGF+yQIlzdM4wfPO67+ybiOd12fi2jXn7cGLaBnwIny1wwN+OUycM7yBDzpSjQecPE8/bWAMkXiyoF2jaFMdg7GBJfBaJ70VDFpPt4VE4wnRnhQisIMeU504YpJVx9zhYy3j+F+HvNdGfL1ucZwT/qAfc6Vv3ORQrjGyOioUrpgJXJyzH55WQTfY95uL4KOTPDWyd49WA9k29lTo/CYQw8+BpqHmu7d0cf6tvnVoEPrHfV+OUq2CVq2RD3E7gI9lsKEbAC75x7UTZqwb/sX0HzPzL7V3QPIiMn3A5qZmY0Zg9pl5E2eDPL96teDfpDukZcswfYISqT9M7iBfJDQoH+D5vbme3i+F4nMQl/p/K64NuTqeu32D0CvrYI+xwyyIdln41voUKLDt6XfOjy+7WiUHt92wXmYgAIkqG+b78UvZuYeRzl9o3TybaeT0ZXvhQ5mZtaOfFsyNQ42vQ/0kCGY/Nb5F4Hm/vLBZPRtH7mEzt+6NcgHRvr7tjzGcXvzbztO37ZzMN/2j11xnrpvYAPQM2ei5vGHLtfp27ItOpri0enbsodEJzg1kXzbMPm2E5ag5grp0QM1+7a9e6Mu6O088+ejJrN7ywCat+i3G3v0UZDNcAi1mjVRf1TlKtzQGn3ML6/8FjSP+aNojlqItpiNH18DNA2ptmIF/taxdSvu5ybj38KO/KycB/u2nvX8JPz91nr1QU2+7Tf7gvm2/NNPKB192+Rkf9+Wf5/9x63o2/6+h79v+8495NsuxjHs0CWXgfb4tsMexg0dO4J8ezGe/wr2bclX9TQg/7hG+Qf1bZ8Z63///Jfq5NuS0b/nzl997FLh257gN7CVFtauXZv3/7i4OKtTp45Pakz3/fffe/IozPnNzBo1anSUlEijRo1s05GJtqDzl7Z8C6J379726aef2tYjg3vVqlWtWbNmdskll1ifPn0KfJnW/wLqyWWQwYMH244dO/L0lVdeWWC6Pn365P1/1apV9s477xw1zxUrVth7771X4LFCCCGEEEIIIYQQQgghhBBCCCGEEGWC4v4k6m/4fOq2bdssOTn5mP6N5DdeHCM//vjrixeSk5MtFDq2P9Sqm+8ND5v4KfDfeP6YmBirVauWT+pjP39py7cg/vvf/9qGDRssIyPDMjIybMuWLTZ37ly77777rF69ejZ48GDLzS3gjw/LOHpTXClg3rx5NnfuXLv77rst2efPerKzs23w4MH2n//8+pazVq1a2eWXX15g+muuucbOOuusvNct3nHHHXbqqada06ZNId22bdusV69eeR2kZcuWdvXVV3vyE0IIIYQQQgghhBBCCCGEEEIIIYQo1ZTCN8WFw2FLTU09prT7+E2Dx0j+4046yf/rFPmplO8rT/v37/dJeeznr1ixokUdYzu5zl/a8i2IWrVqWf369a18+fL2888/29q1ay3zyCsqMzMzbdiwYfb555/bO++8Y7GxsY7cyg56KK4UkJGRYSNHjrRRo0bZBRdcYBdddJE1b97cqlWrZnFxcZaWlmbLli2zV155xbZs2ZJ3XJUqVWzKlClHfTo3FArZCy+8YB06dLCDBw/atm3b7LzzzrO//OUv1qFDB4uJibFly5bZmDFj8t48V758eXv++eeP+YlfIYQQQgghhBBCCCGEEEIIIYQQQohSQShUuh6KO/LsRlRU1DG/iSz/Q1dBOHDgQN7/4/mbwj6UL1++wDxKyvlLW75mh5/3adOmjd122232hz/8wdP2hw4dsunTp9vAgQPz3jY3d+5c69+/vz377LPHXJbSjh6KK0WEw2H7+OOP7eOPP3amPfXUU+21116z0047zTdd69at7ZVXXrHrr7/eDh48aPv27bPHH3/cHn/8cU/a8uXL2yuvvGKtW7f+zddQGFItyUJ2+OPxU6fivlGjUNdJwQ+Rd74X97+46VLQIcP0kQR86I8/a35jZdoyaSalx+M5f6ZVK9SzZ6Nu2xZ1lSq+2R0uw5RXcUPPniDv4wPGTUFNT4d76mjCXEzfpYu7UPnJyfE9nHZb9Kj/4IbVq1FPnOh/vgH+uyP2oH+CjQ5dGeXnfHxH/+zPZE0LrSFhfJVpQoJ/fgzH2PTpeMbu1L496PpCK77A/G4Ndv7C0qQJbznLV3frhnt70CfSe/emwweibNwYNdf3jBmov9iIi4wNu1EPpPrn/Pv1Q83Xu3w56vR01GvDp4Devh3379yJmvvX9V12gf5kaVXQ9AJRu+ce//zqZH4H+sJuezABxff+JueArrhnC2hbsQJ1RgbqatXMl61b/fNr3hz13/+OOisL9euvo54zB/Xtt6NetQrklhE4Ptfh8YsDgvR3Hebh/iE1QYZmvg06MhPnpLPxaKPR3O4YieMBVwfPSUOHoub+Z+a9d2zZks555Q7QW7JqgC73+n/xAG6Dhg1B7krDa1izBpPzH0DxGMlvouYX9ebkVATdsSPuHz4c9aXxn4D+aOUFoD8Y9ike8OSTqOvTa8ypk5cbg3NkOe6UvXqB/O+SRqBv2PQwpr+kP8h/jW8AukULTJ6YiPlNH4f7+/XDMTGNujBP6f+s9BxuSEtDfecg1OPwhOeu+zVeYrPpZCWI/GvbMPWRGLpLy42pAJrtmOgojPncuPK4PycbdLkYzCHXoilH3B8bzjbmkOFfknGZeeiMi0PN6Y/8wdpR98fG0Ho6HKYyUtzH0AmJ3JhyoLkOPZMbD2R8QbSfD/eU34Xr/Hj5nvooHyajJIoqlPPjBsvA80dzel4c5eD5o6k83KC5YYy5cBjnKpc/xNlHReHxOTHYB6IofZjOH9Ti5PJx9fF+rj5uXtf1REVReR35cXy4PFzub3w/y3B5mcJ6xq7zu/DcuxrXp/lqV37RjvRB/YAip7AN4A1I3+Se63V1AB6/o+izHXT6Qzk8R5mVi8J5KUTn4CMini0I9wFXFQSNGWdMODpVJKZo/3rbezr/PsfXy3MmXx/vj/ZMWsEq1FNflD5on3OOMVH+8RIUzxqDGyCLBnFaY5zwMeQ3sm+f2f33H/4/366xb9tgq/eaOpHP8PxGh3cb7+/d3lSJtkycTumDxQ3fw7INwPfJlSv7Zhfctx0T0Lcd/z6m79zZv0AMLW74cI9vO/op3MA3eRMm+J+vv//uiNE9IN07GN3zeyAv/VPe38H/8NNZ08QxkO63EhMd5SHYk5gxA33bK6l9r9uE6UPLPgPdpm+w8zOutR7DPqfLt+UPG/UgW48sDLP7UbJvyrcm06ah9vi2aagH0c9dLt+W97t8228NfVu2Kdny4HsL9m0/XYa+LdfHggWonb5t1z2YIKhvu3Il6uPt2955J2q+QJdve2sBP2ywdzv8FdBO77YvdrpvOpJ3+yB5tzPeAh2Z4e/dvkv6jmQcEwbQb19t2qAeNgx1166oeSnGvt9tl/v7trFTybflThjQt+U+xHMw+7bsy4bD6Nt2oDH+0UdRXxyPs8LHq84HPXcojrEe37Yh+bYU0x7flgdZWgN4fNvNj2D6jtgH/j2+HmjuMuzbziDftm9fHBN3O3zbf1R6HjfwINaPfmwbPx7kOet+7V8l2bctzdSqVctSUlKO6zmys39d+8TwDbUP+dNm8YRXAs5f2vI1M6tXr5599tlnBe4zMytXrpz9+c9/ti5dutjvfvc7++KLw7/3P/fcc/aXv/zFWvCgX0YpRY+3/u/StGlTu/LKK+3kk092pq1fv76NGDHCvvzySzv7bF46FcxVV11lX3zxhV166aUFvgEuFApZp06dbMWKFXbVVVcFLr8QQgghhBBCCCGEEEIIIYQQQgghRKkgKqr0/DuBJOR7Ij2T/9LZh/xpK1So4JOyeM5f2vINwsknn2zTp0/Pe1NdJBKxMWPGFCrP0oTeFFcKaNq0qb311uG/HPj+++9t7dq1lpKSYnv27LHc3FyrVKmSVa9e3c4991xrSE/cHyunn366zZ8/37Zs2WJLlizJ+9Z0UlKStWvXzurUqVNk1yOEEEIIIYQQQgghhBBCCCGEEEIIUSIpTZ9PPYEk5nst7sGDB4/5uIx8bxNNDPpq3RNw/tKWb1Dq1q1r1113nU088gbU999/3/+AMoQeiitlNGrUyBo1auRO+BupU6eOXXvttcctfyGEEEIIIYQQQgghhBBCCCGEEEKIEoseiiuQavk+jb1t27ZjPm779u15/69atapPymM/f3p6uqWnpx/TQ2Ou85e2fH8LHTt2zHsobtOmTZaVlWVxcXFFkndJRg/FiVLJtdfhZ16dj/FNIE0fqY80w/ySauM37VOXbgH9cl1MHzJMz3TtivrdZafgBv7m+kZ6XWVGTZARu8b3fGZmH9bEMl1if/Y/oKf/7sievbihZV+QrjrwcCvKHj1Qez+p/Q9QPam8r9yPdWTDh/ufn2LAmjXzT08Evt6ghFFG1qwFHd38dExO6bt0Qb1xI+qbb0Z95ZWoX3/dv3grVvjvT07210uXoq5eHfWdd6Ie/Pf9uGHYMJCxIx8HPWuW+erZs1Fv3Yo635tszczsuutQL1niv79/f9Tfv/4Fbli3DvXm3SAPxP0N9O9iPsT0K6lBmzRB2eFC8yN6wF24oTkGRPPmuLi6IIP+WmBfXdQ5Of6aAmBXXC3QVZfMxfTt24P8IvkK0Dt3YvIO7VBXmPMmbuD6rlIFNQcAn2DkSNS8QMy3MDUzs+nTzY91N78Kus7q1ZigXz/UbduiXrQIde/eICN9/4L7B6WAvOrOJNAzZmDy1RS/XD2DBqE+8rblPHh8MTM7ssbO48a0/+CGfZeDrLOSrnHhQtQ0Bvx5+FmgV3XA5Hx/kYJVYunpVJx9qPma+uIUaOdGYR9PjT8H9BfxF4CuSeXZVul80OHRGMOVKmH6havqod56HmgeQ2vSFHnDEoyRT3o9CzpuPaZ/7ObvcAMPcrVrg/zjooW4/14ahDfjHHzZve51TX7eeB3n4D9l/hf0F81uyPt/duy/zOznQPkXB6GsQ6CjeWJ3GTC0cIqm17DnxuPr1aMtl86XDfpAVizonJxozyk5LkM5mIeFaS4wGizoGstbFu6PwrE221MG0lGo0/fgbh66KyTQWo7KczAn1m+3hxjaz2vZg5l4/8D58VgazRnwq/U5Jjg9z8VZVL9UITvSMUa4fbm84QzUmZlY/3z6fN6PmZnFxmD9h8NYPwxfrqc8jvbh6sug8nP9c7y4vCFXF+X9rENh7JPZYf/6dDW/C76XiRjWv+t80VFFfC/kGPO4fJ57sYBjZlHfy7nKx/tdOK+vsLjyC9rB4sujdt0bcIdy7C8Xg/3jMNjGuTQncJFjHH3Udcme/KjPuWIqaMzm8pgYsMlc+7n8njHJEcPOPklEorzrCD9cXZrPx2Oo63ye8roGPca1n/Nz4Zhkgo4hxUVS7YilrDvi3dBC4k/HksELpOk+PtIU66FOMrbjlqWpoF9KDhan3bqhfmcF3jd7bow3sHeL90QR6+57vo+p/JfEoG/rCaOgvm1r9BUCz310D8y+l3ftcTeoXr1w73/vJ+PP5duyj9O0qX964rj7ttQ+kXXfgi7f8jTQvBbleNu0CfXtt6O+hm6Zp071L96yZf7769dHzb7t4sWo6Zbf4zn8607ybR99FGT5UY+BnjnTfPWcOahdvi3/rsC+M/+OwOX/7vUvcQP/brB5D8gDcX8F/bu4jzD9Kn/ftnEH9IiY6HuwP1nzPiCbNUPf9vyMDzB9Ovm2fC9Y1L5t7T+C5p+62pOtWWHeW7ihsL7t6NGoeYBiE3DaNHOxrs8roOusWoUJ2BikOvH4mH36gIz0wxiyQXiNf+qPbcBW8+q/o+YqGjIEtcu7nTQJ9Q1pT+GGdPZtaZBgr5p82+uHnwl69SWYPKhvuxt/SrFb6bdGbp5zorCPp8afDfrLePRlq9MYs60S+q7hUW+A9vi2K/HLa4t34vFcPo9vuxTj49Ne/wc6hnzbR/qQbztgAGr2bRcvxP330iCcgmPg7+/xX9Mwr03FOfjaHOxPXzS9Pu//2bH3WWnwbYWX0077da2za9cuy8jIgE+EHo0tW3593qJpwPXd0c5vZrZ582Zrdgy/87vOX9ry/S3UqoVzzK5duzzbyiJ6vFUIIYQQQgghhBBCCCGEEEIIIYQQQohQ6PAfxJSWf6ET98c0p5+OL25ZuXKl85jU1FT76aefjprH8T5/dna2rc73goqCzl/a8v0tZNBfCh/Lw4xlAT0UJ4QQQgghhBBCCCGEEEIIIYQQQgghhFnxP+gW5N8JpE2bNlauXLk8vZhfM1sAH3/8cd7/4+PjrU2bNr/5/A0bNrTkfG86PZbzf/HFF3bw4ME83aFDB0+a0pbvb2FNvjfilitXzk466aQiybeko4fihBBCCCGEEEIIIYQQQgghhBBCCCGEMCv+B91K6ENxiYmJdumll+bpV155xSe1N82ll15qFSpUKFQZLr/81087v/HGG5bFnwv3Of8ZZ5xhjRo1KhP5BiESidhrr72Wp88//3yf1GWLUCQSibiTCVF8JCcnW2pqqiWZWd6n5Okj8V/2ex40fSLd+C2Uv29/AHQoEQfeiNErRmfOBJnd5Y+gedyqMOs18yN03bW++12swU+62+lD/uRNNGIEnrNhA9DdumHyd+bEgn52dDbofv38y9SrF+rJk/3TM5H6WD7btMk3/amNcejasCHY+Y43kVbn4AZakPyz4+egn3yycOerWRP19u2Fy8/F8OGo72v3MW6gBvm+w02gG8X8iMePrQf68XZvY37hMMhQ96tADxqEyZs0Qc19ZuNG1H37or642Q7Q36fXAN1o0wd4wKRJqEePRr1uHWrXAjUuDuTauLNAb96MyWfMQH3vvagbTBgM+useD4Pm/nPVqodwQ8OGqKtXR52SAvKHS24BzePB4B7fgt6ScBroOtUOgvY02LhxqBcsQM0NzrRsiTrfYtTMzJYuRd2qFWruAIXk61U4np3ZguagypVR79kD8rFH8fh/VcM5MXT7bb7n5/jn6p43DzXPB1w9PL+YmdXY/hXoq4diTPMcclU1HFNOvvxC0Fdeiek5RMeORc1NWqUK6or7UnEDD8pLlqDmPtCzJ2r6q50fc5JA1wv/gOmnTUOdmYmaXmlt7dqhHjMG9e23o+YLpjHVZs1CTeseT1B06YI6Jwc118+UKVYouncHeVnGm6DnzMHkkev+nPf/5LffttSDBy0pKclSaKwqLgpc21IdRqKiC3WO3btRV02gcTU+PliGHDNmnrlsf3rIb7cnTDhLHupCObgWtZgYkAcyQn67rZwdAh2JKwea64irhHV6uvnC568QR+XnDOiAQ3EVQaelYXJ+kz0PC1y/69ejbtYMNbcPa1qK2MmJdD1EbhTeS3B5+H6JNV9f0Pjh/Qy3D+fP7R0dRTYJnZD7aMgwfW4Y4zPacn3LdygH8+PyuuD64Ovj6+H7XS6/p0KDFsgBn7+gISY/fD2hMNana8zk9EHh/Lm8geuXcQVw0Api7QoQ7pCuDsjwHFYJ/8o4tBPvraxSJd/y5cajP+Ppj+adA7jIrpB1hbirSrlNs3P8y8PXcCjLP72rCXiMZpx92oWjQM4Yd8WsC1fMumI8qC7soBu0D9OkcyiMcygnLx/165omuVGjw+vIkr62pZvMr/o+C5o9LLMi8G7pnia78x9A8y1WxXl4T+HxnXoU4LUGwOPdDv0zbnj0UTwf+bZ0C2RvzsO14nNP7gfN9/VMnz6oJ070T89EmqBv41lsEmc2x3Eh35efSgSRNufhBhoH7mv/CWiy2QNTty5q9vWKGi7vP9vh9bAR+EOHG0E3iNkC+t/j6oB+pO07vucv3wN/O7n/ftzfuDFq7i/8swBbHBc1dfi2mz/EA9iYHDUKtcu35YGZJuJv49Hj4uGZfdsBA1A3mPgA6G96oC/Lvu0Vqx/BDfXro3b5th3Rp586FZP/65rvQG+JPxW0x7flBhs/HvXChahdn4zjNwex0bhsGWr2eYcN88//N+D0bh0/zjw+HI+/r0ow7/bOO1GzTTd7Nur+/VFzFXXtirrGzq9BXzvsTNBse15RDceUGt0vAM1WO/u2bO0vWoTa49umb8MNI0eiDurbtm8PcktOLdB1csi35U7s8m3btkXNRjX9vu30bbmB2cflMYwbgO/3uH74t62g9OgB8opM/H2cbeZI71/nnORp0yw1I6NErW3N8q1vTzrJUh56yH1ACSH5gQcsde/eE1afb7zxhvXI1/4zZ860P/7xjwWmXbFihbVp08Zyc3Pzjr3mmmsKdf7PP/8c3jY3evRo+9vf/lZg2pSUFGvWrJnt3394Df3EE0/YPffcUybyDcKYMWPgnKNGjbK77rqr0PmWBvSmOCGEEEIIIYQQQgghhBBCCCGEEEIIIYQv11xzjZ111q8Pht9xxx22jh/SNLNt27ZZr1698h6Ia9mypV199dUF5rlw4UILhUJ5/yb6/CXHueeeC29fGzhwoH3yySeedPv27bOePXvmPWBWq1Yt++tf/1om8v3mm2/slltusW+//bbA/b8QiUTs6aeftr///e9522rXrm23818elGGK9s99hRBCCCGEEEIIIYQQQgghhBBCCCGEKK2c4M+SliZCoZC98MIL1qFDBzt48KBt27bNzjvvPPvLX/5iHTp0sJiYGFu2bJmNGTPGduw4/JbX8uXL2/PPP2+hUMiR+7Hx9NNP26effmo//fSTpaen26WXXmq33HKLde7c2RITE23VqlX2zDPP2A8/HH4DZFRUlD333HNWvnz5MpFvdna2TZgwwSZMmGDnnHOOXXLJJXbWWWdZ9erVrXz58vbzzz/bl19+aa+++io8sFiuXDl77bXXnOUtS+ihOCGEEEIIIYQQQgghhBBCCCGEEEIIIUKh0vVQXBE9aBaE1q1b2yuvvGLXX3+9HTx40Pbt22ePP/64Pf7445605cuXt1deecVat25dZOevX7++zZgxw/74xz/a7t277dChQzZ27Fgby58tNrPo6Gh7+umnj/qJ19Kcr5nZF198YV988YUzXc2aNe2///2vtadPSZd1QpFIJOJOJkTx8cu3u82SzOzwN7AjVriBPWRFG/b8GecnWr4C+oH114N+aCiVn795v3gxyM86/BP0efdfjOnT072FWr684MIe4b3ZWAfNmuH+evWD1XGN6phfy5a4n9cNfP67B+D5NmzA9Bs3ou7bF3X//sdSyqMTWbMW9P8tOB30X5u8D/rn1r8DzZ8+X7CgcOUpafTqhbpdO9RVqqBeuhT1U7WfwA3z5qGmAHylzdO+5x8/HjXHG3PuHmw/e+EF1PXro46LQ123LshPmt0G+oLGOzD99Omou3dHvXkzyLWJ54Lm6klORn115/24YdEi1GlpqDt0QM0dkl5B/EH7B0C3aoXJT17xAW6oXRv1nj2oOWBmzUK9fTvqceNQr1qFOivLfFm4EOSP9S8CXW/Ne5ieA2rGDP/8ma5dUc+e7Z+e44MXnyNHoqY54pz0j0APG4bJLxt3BehdE94GXXU1Hm9t2oB8Ygz+dUjbtpg8HEa9ejVqTm9mlpmJ+oJ2Ed8EBw3LUD6B5qTevVFPmIA6hv7ugztRSoq3kH40bIh6xAjUPIlyH+jWDXXnzqh5TKIxwrZuRV2pEsjvq+AY0mjU30DvevAZ0NRF7Orkz3DDqFGo77wTNcf4o4+iTkxEzdffpAnIf+c85JsdE4mnv2DiAMtHspmlmllSUpKlBG3340SBa9vMQ5iIxznueDSOH4qr6Jucs+NpjqcF7kLRUd61c24Y+2V0Dl0Dn4QKFYmKBh3KyfZN77kIKqQnLojQnp9xA6+fqV8dij8JtMsD4zrj4rNmOH9XCPD+hATU5eKwzTztRW3K91c5OZhfRoZ/eV3aEcKe/VyfjKt+g5YvqMcZbbn+BSAiMbGgHeHsLI/nfpYbLOAFefoj5++qYM6P4skV/wWNMYU5v2u8YQL7A64GdJTHWSEMjadcv854KOyk4MovPt788MRXGPtPdhj38+mjwzQ/mLdPudqQx0Am6JhVWEJZNGe6JmIehF2TDhN0EnOl5xhylT8gnhinmAncpzmGXfXH6RnHJJJrWD5eqvLpy5ljHZivjyY3amSpqaklcm2bFBtrKWeccXjjypWFzreovdv770f9WHP0bh/agN7tAw/SuMFGF3m3n3f4B+hzB6Jv6OnH7AUTRe3b1kkO5tu+PR373T/vx7gO6tv263cspTw67Ns+uxB92780QZ/q51aXgr7uOsyPfbfSTp8+qNmXYd922TLUT9R+CjdwBTVvDvKVlujzsm/LFofLtz1nD/mM7PGQL+tZe5Dn82mzW0Cf35B8W/b9rrwSNY2vaxPOAc2+P9uiV3U+gBvYt929GzX7gg7f9sP2g0Fz/Z688kP/ArJnxeefORM1+7bcwOzbFvRbVX6oPrbUvxB0nTVz/c83bZp//ky+T9WZmff6CoLTsLf95JOoaY44PxPbYOhQTP67cfjZwF3j3wRddc3HeAA9QPKfscG82zVrfLPzLD3Ob1tI3/bmm1Gz986LIfZdeVJx0bQpajYWeRLlPsi/3bBvyw+rsG/LfYR928o4hjQaczfoXYNwDOYh46ra5NtyeXjSnTMHNf94wJNCly6oybd9IAfHHI5nJlIJ/TTbt++oaUuib2uWb31bubKluIzqEkTywIGWumdPsdTn2rVr7W9/+5stWLDA+NGjUChkl156qT3zzDPWlPsrsXDhQrv44l+fgXjppZesDy90CiA1NdXuuusue/vtty2ngPu5Nm3a2KhRo+z8888/tgsqJfnu2LHD7r77bvvwww9tO49FRI0aNey2226zu+66y6pVqxaovGUBvSlOCCGEEEIIIYQQQgghhBBCCCGEEEIIccycfvrpNn/+fNuyZYstWbLkyB+EH37gsV27dlanTp1jyqdjx46eh+qOhaSkJJs2bZr99NNPtmjRIktJSbGsrCyrXbu2nXvuudaEHvYsK/nWqFHDpkyZYmZmW7ZssW+++cY2b95sP//8s2VnZ1vFihWtWrVqdvbZZ9vpp59eZJ+tLY3ooTghhBBCCCGEEEIIIYQQQgghhBBCCCHMStfnU0sAderUsWuvvbbYzn/KKafY1Vdf7U5YBvOtU6fOMT98+L+IHooTQgghhBBCCCGEEEIIIYQQQgghhBDCTA/FCVFG0ENx4n+C58fjqzYjt/u/HvL9eZiePzF/bccdoA9VrgH6rwOu9z1+Vxrmv3o17r+o0irQ591+FiZo1Qr1xInmoXFj1Bs2gLysK9bBs2OxTP2M6mz5F6BDrc/B/ct+9D2f3XknyLdnrgU9fjwm798f9TuzqM1eaAHyb40zsHwbvjM/RoxAnVrpdNB/7fA16NxmvwN98oC7QC9Y8DTorCzMP7bdubghLg41tVfuhJdBRy/8APTvR1wKmmOsd2/Uo0ejfvRR1IsWoU5PR80ht3w56sxM1K90xvJ/kPxP0L1Gop58Px7fsibqyOtv4Ab+3vmoF1Dv24e6c2fUI0eiTksD+U0M9jn+pHtrz2fvK6Ps1Qs1VejeJhgPp2f9hLo5jgG2cyfIA1F/Bl2B+1uHDiC/zWoA+rQVr2L6TZtAXvpoOdzfrRtq6qB7a2P/OenJWzD97NmoX38d9Zw5qAcNQp2QAPKdajeBbtYMkycno653+424YdIkkFs243hXZwaON+/Owv1/aPwt5scdjtrr55hTQJ9chcazBx8EWWPCY6D79cPkX6zD9reFdVHPnAmy6lAcrx6pjuPVvxM+B/3PuhsxvwQcn+am4fhP4WZnLvo/88B9dgaNgRTD5ekaQjQnLaU6Oa9hPdA/bMT0DeY8iwe0awfyQGPs8xySPM2+051e4X3vvaiffBI1xZxn0E1MRN2zJ8gdI18BXWPMYNCNmq4HfcGKZ7A4uNuutjdxw+tLUFepgrp9ewsETyIrVoD8qC+OQY/EfAJ6yZILQH+4kPrMpu2oa9KkURrhiYbnscqVQebGVwBdLvMApqd1Rnx8LOhwGJOzv8P7s3O8a2c+JjcG5w62jDgH7tdOk4nmAl5shXKysTxRdM2JJ4OOqYyamyCO7pQ95aVKyg1H++32XF50GMtrlL58HB6QTfnzUjLGcWcfHUVre2oRz/XR/kqVaG841/+ERCQq2nc/11dQXDHsCi/X+b31h9eTQ+3jao9ycY5PQbgKxBfkOCG3N8Pt74kPRwW68uf6cx3vGh/c8Yvw+OCpP1f+HO/cAbm9XAHI53P0D8ZTHj4fxwPtj8TheO0a3yw+3r9AfPNL5+fxNSYGrzfWgo0nZt46yKU+yTEXNAa5yVwx5sHRh7OjsA24yTwxy3OgI8ZcfdIVos4Yc/UBbnTGEaM85nD7etcYjhjmC+TyBR1zHX04msoTH4/tEc3rtoDtW2LJzjZbufI3H/7iCzQX3RrMu92zB/f/qQN6t9lV0Lu9+170bskWsp93Y/6ryKZh7/bc28/GBK1bo36BfKumZCytWweSfVv2tm93+LaxbfG+PXsx+bYb6b6ffJ53ZqMvysVnn+KtGezbopH4l6bk265DX5jhW2r2bf/SHssXaY4+6cl/Rx9k3jyHb9vhfNzA41zDhiBzX3gJNPu2lz2J5eH4ZNtwzBjUw4ahLqxvy9f78iXo235Y927QvUeinkSWR6ugvu3oiaj5frdTJ9Rs3JPx/U3UmaB52GxJP4tYVGXU5Ll4fNvG2H9Oz8Tx5PRma/B49m0N35BTYT2ZMh07gvw2Ez2t01a+huk3bwZ5cTf0Azy+LXXQvTVPA33Sk7dh+lmzUE+bhppNsoEDUbNvWwV9WJdvW6cv+rxswnl822k43rw3G/df1ph+F+rTBzUP+Gb2c1RV0B7vduhQkEmT0Lu9/XZM/ul6nGNsAXm306eDrEp98PGaT4G+LwHH+H+4vNudOCeRDer1bqtXRz2zcL7tsr54+LlNTwXt8W3nPYcHsG/bEPv8vHmYnG3Xt66kteH99OMTjzGcweLFqNm3pd8CdozAMbXG2AdAs2974XJs3yfpp52r7C3cMI18W/IIPQ3sgvsA+7a3/hf0Q+TbLl6Mvu0HC6i/rC9Dvm0oVHrW4maHyyuEKBA9FCeEEEIIIYQQQgghhBBCCCGEEEIIIYRZ6XooTghxVNSThRBCCCGEEEIIIYQQQgghhBBCCCGEEEKUGfSmOCGEEEIIIYQQQgghhBBCCCGEEEIIIcz0pjghygihSCQScScTovhITk621NRUSzKzlGM85tJLMKw93zQPSrNmqNPTUW/eXLj8SyDvz8M67NwZ9/fogfr111FH5szFDXPmoF61CvW996KeOBHkJ3e+CvqCWf/C9MOHo05MBFkuaz/orCzzZeRI1HcPwBi67Vasn+dfwP0h8x9a778fde/eqDnk+PLi41H//e+omzZF3a8f6tWrUTdsiLpSJdRVqqBu3hz1GdV2gH5iUg3Q3GUe6rsNNwwZgprjgfvY/PmoMzNRDxsG8uGRFUC3a4fJN2xAzfVbty7q19+GZAABAABJREFUi9PewA0x9Iw5xZ9n4cwVMm0a6ltvRZ2Tg/rJJ1Fz/+IAYHr2RH355ajr10c9ezbI16L+DPraGaitbVvU69ej5oDq3h3kwaZng16+HJMnJ6NuYD/ghuuuQ03X+98qd4G+oeb7mL5TJ5C33Y79+4UXMHm1aqjT0swXz/gyCa/X5s1DvXMn6qVLUS9ZAvK+ai+Cfrzbx5h+8mSQp0x/DvSmTZi8Qjr2b09/XLMGNdWfmXn7KPfx6dNRc6dctgzkF00w5lq3xuSeOm7/OehPc84FPXYspucu8af5d+AGHrQnTULdqhXqCRNQ06T5/Lx6oHkMumHaFaA/G/g26JYtMX25a/6IG6iP7b/mJtAV25yO6detM18WL0bN7cntzZpj5jiSbGapZpaUlGQpKce6kjy+FLi25YVJOAwyElcOdCic65veM2/wPMWaj2c4v4LguY7zdJ2Dy8S4jneYVJGYWNCuKuLTRUcV7W1zxBxrR8f15lo0aA4hV5NzDEWion33H8rB/VzdruYLCl/+ifYguT24vVzpjzeu8gTlRJffyQkOAGd/LOL8XQQ9f9Dyc3rX8OqCm+dE1J/rHLlhPOZ4l9FDwBh2tYmr/Mc7xoISdMws8j4YNKgLO8YEXfMwvCjxWVMlN25sqVu3lvy1rYPfdfK28fvzCzm3sVHFvgvf6JZyCu3bziMfpLC+bb9XQF8w+9+Y/tFHUZPxWCFnL+iMDPNl1CjUd/29aH3bgQNR9+qFurC+LR/v8m3Zpqtc2V+3aIH69CqF9G0ffBD1PfegZp9owQLU7AkMHQrykVHo27KtuHEj6rg41IF9Wza+GQ7Awvq25Kt6AoDnDQ44Nqn4gqn/vmbXgr525vWYvk0b1OzbstF55ZUgC+3bsi9NPm5Q3/aOvti/x4/H5NWro2abtSA8Y8ykc3ADe7fbt6N2eLf/qo7e7WPdPsH05DPWmIHeLfeJChk/4Qae89jnu+QS1NxH+ccr7gPs21IQfNEYYzCob/tZGH3bMWMwPYWkXT3/L7iB+xB54U7fdupUkC/O9/dtr592FejPB74Fmsfkcj3Q5+UL8vi2bc/A9C5flX1bbk+Xb8uT0HGkJPq2ZvnWtyefbClPP13cxTlmku+6y1J//rnE1acQJYFS86a4bdu2WVpamu3du9fC4bB16NChuIskhBBCCCGEEEIIIYQQQgghhBBCCCHKEnpTnBBlghL9UNwnn3xiY8eOtQ8//NB27Pj1r1lCoZDlFPC2gscee8z27z/8Nqh///vfVqFCBU8aIYQQQgghhBBCCCGEEEIIIYQQQgghhBBllxL5UNzu3bvttttusxkzZuRtO5avvO7evdv+85//WCgUslNPPdVuuukm5zFCCCGEEEIIIYQQQgghhBBCCCGEEEJYKFS63hQXCrnTCPE/SihyLE+bnUB27dplHTp0sHXr1sGDcJUrV7bMzEzLzMy0UChkubm5nmM3bdpkDRs2tFAoZJdeeqnN4++6i1LJL9/uNksys8PfwK5eHdPs3Il6yRLU57fznwhCht1g927cf3IVx0QyYgTqe+/1T38i4DLMmoXa9d35228H+Uan50Bfdx0mb9IE9datqBMSUG9bvQs3VKvmX57jTIP6GAObNhUuv0mTUPfuHez4yOYtoEN164Du1g3TX3MN6rQ01P/oewA37NmDuk8f1PPno16/HjW/rXPyZNQbN6JeuhR1YSuY4fE+hp755v6wbx/qjh1RcwBz/+GAbtMG9aJFqLmD1K2LesgQ1A8+iJrbg8n3ELmZmW3ejLp/f9/Dv12H8c/hwWPq3U3fA53a4jLQSX1+hwcMGIC6c2fUixej5nhbuRL12LGok5NRU/yF4mJB9+qFyatUQT16tPnC41+LFqj/tfp63DBlCsjfd8b6TknB5K7h+ZJLUH+w5xzcwPU7aBDqxET/EzRrhnr2bJA/Wj3Q9dbNxfR//7s3z3HjUIfD/sesWoWaB7l161CvXu09Zz7+2g/rnNvwwh61cMP27ajvvBN1/fqoqfw/pkSDrhe/A/Q3aTVAn/H6A77nD43HOTg9HZNXSD4ZN3AnJrZtxfrgKXjZMtQXZH6AG3hMrF0b9QsvoOYxb8EC1BwPhQTXdclmlmpJSUmWwp2tmChobcvTKk9TlSujDmUexA007x0K47hXLo5u+Qp467ZffgWm53bLyvLPg00kPp738zl57nXFDR9P5YlEYT8tbBhGRwWsY8ZVgIAmXCQGY4Cbh5dqPBcyNarj9eWG8f7I1fyxMXh8dg4ez5fnuly+f/PA9cmaC+giaIC4zu+4YI5Pz/UWNmBd5Sksrv7uKj+3T8DjOf5dcP1GDOMzFCb/iduL0wdtL0d7cDxkZGBy1/AYdHhh7bl+IteifffzcMiaz1c+zr++j+kkrj5f2DZ0lSnoGMA4KskV4542CzgGMa76cdYfwXMAN48r5lzty+Xh5J4520XQTsSdlCdJvt+tWRM1mZ4/Z5bP+/8ZZyTbtm0lc20bG5tkZ5xxuEx8O8WaPQaz/0Hvls8/Zw5qvidm+vYF+cYlz4Lu2ROTsy3FbcJzyZaV8m39cPm2l1+O6V2+7d23k2/LN4Q334ya42XDBtQ87pAv5bkZYBOA8yss7NvGxaG+/37UQX1b9kUrVULdujVq9iEbN0bNng/7akOHoub2YLh8PH6z50Swb8vVw2PqXU0cvu3Nv8cD2JNz+bYcH+zbjhmDmj0hOp59W+6PPPyMHGm+8PjXvDnqf6270XsQDQqXdcE655BzDdH82807O8/DDZ06oR44ELXLu2UzeuZMkE7v9p57ULPXzmsf9vZXrEDNRiv7thwjhNO37YljrKcP8W8fHHNU/i0puGaoE+fwbac9hPmxbzsO52CPb1v/FNzAkwDh8m2XL0d9fuaHuMHl206YgJrri3+LCupvOSjpvq3Zr+vbpCpVLIX7RwkmuV8/S929u8TVpxAlgRL3eOv1119va9eutUgkYhUrVrTHH3/cUlJSbPfu3XbRRRf5Hlu/fn1r3bq1RSIRW7x4sR06dOgElVoIIYQQQgghhBBCCCGEEEIIIYQQQpR6oqJKzz8hxFEpUZ9Pff/9923evHkWCoWsWrVqtmjRIjvttNMC5XHRRRfZ8uXL7dChQ/bVV19ZG357jxBCCCGEEEIIIYQQQgghhBBCCCGEEAWhh82EKBOUqJ786quv5v1/7NixgR+IMzNr2bJl3v/X8+vohRBCCCGEEEIIIYQQQgghhBBCCCGEEEKUaUrUm+IWH/k2fZUqVezqq6/+TXlUr1497/8//fRTkZRLlAySLNVS7Mi33jMr4c6h96BuNwQkfqPcLC4Ok0ey8BvyVoVOPgTzszFjUN97bwEl9mHDBtSNG/sm/2A+lr9TJ/cpOq1AnRJ+HPQ6x/GR8Vgnfxo/HnW/fnhA166o+en5adNQpwWsMxdTp6K+7jrUs2ahXroU5A/DKAYKS2+UN7jSr8AGu6r/2aAjc+aC/rHp70HXi9uG+dWujZq6iJN76IDZs1FzH6hZE/WwYagTE1Hz9+y7dwf5fv3bQC9Y4J/dvzc+hxsWLUK9ejXqW29FzdfD9Ozpvz/f3GNmZpUro+brnTcPdQxNxzt3oqb48AxiPKYMH46a6tfatwd52usPg84dOBj0pEl4uPW7BGQ12v1U1/dB353yvH952rVDzeMH1c+NvXFMpMux9QNRR4Y8APqd1g+B5vhaRwPkaU1pfKDhxmJ6gXym7SugZ6WhnjMHDw81pT8CaE7ty/F7CfWvfvMxvyon434KB6M50bP379Re1P/r8fjP8f76695MX3gBdS+ss9Cqr7AMGQd909vmzSC3bMZr2rMHk//fCBqFO0wG+dCDeDzHwKvzqI34Dy+OrGF/YcHlb4Hu1q0G6DPSPwP9l50Yk6NGY/Y8JxuNgXYJ9kmrRr2yEq6banU5C/f36AHygjVrcH///qi5PTkGaI615GQrDLyOKyvA2jacBftO5jbOzAF5IFweNI0aVs4O4Ybd6agpJjxkZqLOyio4nV+ePJfRXBVpd4HvKcNWDnQcVoGZRfsWMSoK95fPPAA6RHNNNM+trr8EDYdpA6XPoQJ70juIj/c/ntcOtD+UhTFQjiro9ITdeHwijRtc/kysH6xds/KeuRvT54ZxHIuNCdivXfXpqh8un+t4JuhfBlP6SExsoNNFh3P9E3AGXD6uL9YcX0EJWv+u/UHP52iPENcfped4jHY0by5FPLdPYe8kc6Ni/RPQ5VeIx/NHPD0S4erm8YHz5wP4+l3NGcrJBs31Wy7LMSdRex1iv6YAsrKwDjnkT65MYw6Pma5O6YppKnN2GOssNibYGBSJwzmQ8cQ4He+JqSiOYWwjzyTqmRPx+AhFPa/VuI9xl40NUwzyMsM1RjjGPM8c783A93gPXB7PHEmLmIwM1BTjn+ScB7oxDcmVqXgJCb/+vyS/qKJ61Vz7clbqYdGiBe58lH1bumk3bxzlv24zs0iGw7tlH+oEe7cfLsDy8y0a02UVavZtyQXwEBlHvu24caj5Hq5LF9QcTNOno04b4ChBQNgXvuYa1OzbLlsG8oehJcu3/dOAgL5t/A7Mj33UoNV9//2o2bcdO9b/fEOHomajtUkT1OTjfVD/FtAu3/Zfm8hnYt+WPYg+fVCPJpOE6U0NyvMs+7ZVaABh35brs7C+7caNqEeMQE2ejMe3nfYI6Nz7/w16MlpcZn39fdunu2K83rX1Rf/ytG2L2uHb3nKzw7eln9oiD6In9m5r9HED+7ZTUHI8/V+bl42ZnYbb3ptFa0ee11pRG3MMtHsUdV80gz3eLSV3erd3Up8is7kezwHs202hSpowATX9FhJa8QWen31b7rPUp9i33bcPk//fkzfhhg4TQT4yzN+3/e+CM3EDe+nkUy7o9gborl39fdu/pWFMPjkKs+c52ePbdu6Mmn1bGjRrdTsH91OfPJ+vj9ub25PHPB6D5dv6U5IX4EKIY6ZEPRS3fft2C4VCdvrpp//mPBLy3TEfPHjQJ6UQQgghhBBCCCGEEEIIIYQQQgghhBBHCIVK10NxoSL+IwIhyhAl6qG48JG/4IiO9v8rVz/27t2b9/+TTjqp0GUSQgghhBBCCCGEEEIIIYQQQgghhBD/I5Smh+KEEEelRPXkGjVqWCQSsc30SawgrFr167vHa/JroYUQQgghhBBCCCGEEEIIIYQQQgghhBBClGlCkUikxHzs+YorrrB33nnHQqGQrV+/3ho1agT7L7vsMps7d66FQiHLzc0tMI/zzjvPPv/8cwuFQrZlyxarXbv2iSi6OI4kJydbamqqJZlZijP1YS7qgGHNn0iPGL5C9NoemH7xYkyfuvU4v3LU1Q35lacDB6KeMsV7zKZNqLkvbN3qf85p01CvXIl62DD/45lRo/yP79XLP70LrpN8n1I2M7OhQ33Pf/Kj/wR93XWYvE8f1Of1Pg033Hor6rFjQV5Q+wfQnwx4E/TeTleDPqnj2aCf7vMl6LvW/QXPN26c7/k97de2LerKlUGGul8FeuNGTN4gcy1uaNIEdfXqqC+/HOShcS+BrlQJky9dirp5c9SxPbB8VqUK6iFDUPfrh3r2bNRcP/HxqCdORJ2ejprrv3Fj1OvWgdyyGft8nbrYx9+bjfsvWzIY84uhF72OHIn6nntA7rgdj69RJRvT9+7tr/l8/NcxVH+p1/0DNFc3H75zJ+rly1F37oz6jlaf44Z9+1Bz/devj3r6dNQjRqCm+jvzQeyfY8Zg8ouy3scN1aqh5vaZPBnkw0OxvXl45vA72Pxc3LBkCchQXKz5MXMm6j++cAUeP/Nt0Bs2YPpGvc7HDdxhuX8UUMb9bX8HuuLGr0DfN+Us0I+/3gDzu/lm1NzGOTmoMzJAftH2r6DPmfg3TE+NvG0rthH//cZ5O9/BDTTmvTUdj7+qTSqmT042X3ie56CgmOVB80ClWqAr9L8FdO74F0FHT34Z89uzBzUH0YIFFoSQYX3wlNSmDWru4i9NPPZ1WbKZpZpZUlKSpaQc60ry+FLg2jYzExOlpYE8VC0JdFYWJq8YdQDTx1QAzeNubM5B3OA4v2ceMPOOdXxMA+q3zAEss2fuZTgQEhNRH3nr+FE15+9Kz3XCdRAX5388VzqPS5w/p+e1LOM4X675v32dTxfKyfZPQOfLjcK5JjoK+zXfb3H+kRg8PhSm+3tXfQbkYBbWB4cDj0seuP2oPJEozJ+Tc/h4zsfXy7jiiY/n+GRc5wu6n89H5XO2tyt/R3076zNo/NDxfD5X9QSF+48TV4A59mfnhPx2u/sDVwBNSrlx5f2PJ6JzDuEGiqdDWd553xWC0YYxdigH25DTe8bAgH3KM+ZRHeaGcX902DHmOsZgz/m5T3Af4z4ZV843P08MuPo0p+eFClPQuiI/jj7rqW++XlefDzrG8ZzN10d+BPcxhosXnbEfN3C85buXST7jDEvdtq3kr20d/L6zd5yZNw81t/ONvf293h82lTDvdtAg1FOnouYbbb6nZV+XYV+DfS32QV2MHo360UdRs2/75JPB8mefjhdjfL4HHwR5ynD0mdi3ZRvr3D5n4AaHb3tR7e9Af9Tf4dt2Ql/mmd7oU/1tHXoOHp+WfcSgvu2V6ONwuNTLcPi2/DtBt24gD41Fj4BtV/7txOPb9vwTbqDye+LhzjtRs+eQ70UYZuYdJydNQk0ekI0fj5p9Q8o/sG+79AH/8vHvHAMGgNxx879Ae3xb9sC4P7rWEXR92667G7TLt+VbffZtO3VCfVtLh2/L8ejybXm8ofo7eyj+TsDD2YVZH+AG9jLMvG1Evtsjw/y9Ww7B/S0uwA00aYVi/O/XZ81C/YcX8BpDM94C7fFu+1yIG7jTsndL3u7+NpeCrrjpa9D/mnIm6MemnYr58Y9pAX3bL9vib19nT7wL01Mj79ju79ueu/Nd3EBj3tsz8PgrWgf0bXmO54CgmLVmzUB6fNsBd4DOHfsc6Ogp/8X82LflAOJFlgNe27dvj/t5itq9G/WLE0q3b2uWb31btaqlvPyy+4ASQvKNN1rqrl0lrj6FKAmUqDfF/eEPf8j7/9CgN25m9tZbb+U9ENe8eXM9ECeEEEIIIYQQQgghhBBCCCGEEEIIIY6dqKjS808IcVRKVA+5/vrr8z55OnnyZHsywF8cLVq0yG7O9xcT9957b5GXTwghhBBCCCGEEEIIIYQQQgghhBBClFFCoeJ/0C3IP35zsRAijxL1UFyFChXsySeftF++6HrfffdZ586dbfbs2ZbBrzw2s4MHD9rChQvtpptusk6dOtnevXstFApZ+/btrWfPnie6+EIIIYQQQgghhBBCCCGEEEIIIYQQojRT3A+66U1xQhQJocgvT6CVIB5++GF74IEHLERPtMbExFh2draFQiGrUKGCHThwIG/fL5fRuHFjW7JkiVUr6LvwolSS9+1uM/vlC9jfb8CwbdwYj+naFfW7o74D/Y9x+I37/4x0PD09ciTqQYNQ00Obu9KwfFWr+mfvhJ/uTkvD3dXcJ4hYCX9CvFUrkP938xeghw/H5FuefA03TJ4M8rVe74Du3RuTH1r+NW7o2xfke4M+Ac0xtWYN6tObUf126oR6/nwLRHw86hUrUK9ejXriRNQbNoB8qu+3oOvWxeQtW6Ju1LIi6P1b94OuuArrx5YvRx0Ogzxr4t2guf745Z6XX476vMRvcMOYMag5QCpXBvndeuyTp1bfi+nzvWnUzMwaNkTdti3qXr1QU/xY06Yg9/e8A3TFVjgG2ezZvsd7rrdDB5BbKp0Bes8eTL57N2purhEjUO/bh5qGHNu+HfWkSagf6vABbrjmGpCXtf0ZND/HzvE5dSpqjlee8nlOGDfOXw8YgPo/T9LSiC4w1OdG84PD4dmOOF5d/fq1oDMzMf27s2k8adEC9aJFWJ7KJ4GOrPgS069ciXrZMtRU4Teu+xdoDsd/ZQzGDUuXoi5ovOM+xo1awB8/AD16gAy9jnU6bRomb90adb3Fr+AGDlqe59PTQW6rex5o7kM5OaivWngXbkhJQR0XB/KbQa+CPsNozOMxad061P37o+YKqFIF9ZAhdlwZNgzkK/X/Dfr6XhTjMTGouUILQbKZpZpZUlKSpXA7FBMFrW35mvdnRIPmZQFXGU27Fm25uIFi2ipVQs19kAam3MretWZ0tGdTMPbSXExlys7xX7vGWrZ//llZqNkc4v0MVyr1W08jcP6kI1H+FRYymnvo/LnmfzyfPhTO9U2QGw757fYezwTtp676Yrj+CVd9Mnw9fLyn/h3wvRUX13V5rvb2lC8H4z0SExsoPw9cwIDp+fpd8eaJF44HorD3rkEv30XQ/nmiveig18vXw+OBi+go/+M956P4dY2PPDzz8GsWvM8W+ZjniGHnGEkXxXOeK3tnnw8YhK4+F3SMKewYGzioub5dx7vOx/lTe3E8RWegX+JZuPENums/ky998llnWeq2bSV+bcseTJMmeAx7PmZmbz+J3u0/x6Nv8sSTAb3bRx9FTcbGz7uxjCef7J+9k0J6tyXet23TBuT/9f4MNPtKP44g33bKFJBv9HobdJ8+mPzAUvJt77wT5Hv3fwQ6sG/buTPqefMsEAkJqIP6ths3gnz6dvQA2BdjW6hRawzY/ZvRZ6u4+lM8wOHbnj0RPQyuv3vuQe30bceORc39Mahve/vtqOvXR03x6fkhwOXbXncb6IqtT8P0s2ahbt4c9ejRqNu3B8m+Lfuu7Nuybccf1OLjd+7012yBPdCefNvrrgP5hzY/gWbfNjkZNVt89DOPx5IK6tty/D0xnNZt9LuQy7ft18+77f864Jj1p2n+3u07s2hM4YsmbzRUBfus07vlPkuDwk3r7gPN8+y/Mh/ADezd8pjHfYzGbI+nxFAMhaaizzl9OiZn27LOIvJtqU09nSCgb8tLvSsWkG+7dStqWqt9c/9/QZ8RtRbT85i0fj3qv/8dtauT8O/PRQ2Nya81xN8Crr2O4pvXrtwhCkFJ9G3N8q1vq1WzFO4PJZjknj0tNS2txNWnECWBEvnY6ODBg+3VV1+1SpUqWSQSyfuXk5OT96Bceno67DMzu+yyy+yzzz7TA3FCCCGEEEIIIYQQQgghhBBCCCGEECI4xf32N70pTogiocT2kGuvvdZ++OEHe+yxx+yMM86wUCjkeQjOzKx8+fJ22WWX2bx58+zdd9+1kwv9Z11CCCGEEEIIIYQQQgghhBBCCCGEEOJ/kuJ+0E0PxQlRJDheyF+8VK5c2e677z6777777Oeff7ZvvvnGdu3aZQcOHLCTTjrJatSoYWeddZbFxsa6MxNCCCGEEEIIIYQQQgghhBBCCCGEEMIPPWwmRJmgRD8Ul5+TTz7Z2rdvX9zFEMVIqiVZyI58A7sx7osYfeN8Nh28uBLI/+zbBzpkEdCe/AYMoBNieqaq797gfLgAz3cJfSF44ULvMR07onZe43XX+We6fTvqxtgIoQ3fgZ40CZPfMP9G3JCWhrpuXZB/vTIV91sSnu+6a0FH+i4Efe3uZ1Fn9QP9bRzWx2mdOoGeNQvP3rYt6g0bUJ9evTpumD/fCsOpyQdBD1qG+29MwyD/V4t3MUELlI81fQ83DBqEul071PfeC7Lims9APzT/AtDTpqFu2BCz69ED9fr1qGfORJ2ejvq80c1Bf7oE2+/8IXeB3r8P95+6/gvMMB7b65bKb4Luczkmv3Dra6BfnYDtk5iI6Tt0QJ0Qjzp1IfaXNWtw/+9WrgS9o/qZoJdRPLDm+MzMRN2tG+odfe7DDaNGoR6GY2Cjvn1Bh8P1QP9+xKWg5+35GXRkCmpbsADkwTZXg968GZM/+ijqdetQJyejnj4d9bOV/4Ub6tcH+VPaHaCHLsfxK7Lhe/8TTJgA8ncb1oJ+f9peTF+5su/x3IChyidheSa+jOl31kTNN27334+axt+Xo2h+oOv724KHQT8z4kvQd4w72xiOweEbXgSdkoL7a9dGzW3qmcNe6IL6mjkg7+qPY8KdY64HHReHh2dQlZ2egG32x/UvYAIa1D7u9RzoC1fjnMRtTk1g29LPAF1r54+YgOccmrN/3hcN+uQWdTD9uHGoqRPdkPYU6P92wzHw9xNwDp7bBdOHBtxtflzPG3Jy8HjzX2dFluOYHmp9Duj81bt3b7JZhNcUJYP8a9usMO6rmJDrfzCljw7jhtwo/KMhjAgz27kTdY0aqCtU8D++CIhUwrGMwsBi6E6VLtEO5eA1louhOktI8C8Ad3waK3PDIb/dzjhlXGtx1iE6YTSfjyokwq1Ex3P+Tk+PE2Rl+afnBiMiUf5R5KmfgOmd0PU4740CEtgj5faj6/WULybWdz9T1PXtwnk+io/C1reL6KiA8UG4+meY+pvrfEGvl8c7V3wFPT/roPXlPJ4vwDE+cPJycYVrv4KINp5XaYx09cG4csFOGOffJ/iaY6P8y8d4YipgH+brc44pjjnKhef4Ih7DnHOQ4/yu/bwm4PaL5jUHJdgffwpo9g9CtOFQFp4PLq8E/ygHvm0T3OeJWfKAzMxscRWQT+zeDbqovdui/tZMUO+20L7tokWot25F3QQbIbT+W9BO35bqn2/KC+vb/mk33jP/KQN9Jo9vSxU2m7x/9m03bkTt8W3nzbPCcFryAdDs296wE43lf7d4BxOQb/tIE/JthwxBzb7tPfeA9Pi2884HPX06apdvyz4b++SBfdsH0SMI6tveVgk9id7ka164/Q3Qr03A9uFh2unbLsD+wvVx6fLloNm3pd2F9m239SbfdvRo1I/i+Nfg9ttB5+Sgb3vZk+jbzkn7CXRkcuF82+HDUbPvzR7YtGmon63yb9zAvu3u20APWxHQt5040Zjfb/gG9NzXC+ndVsFZxuPdppHxyWsZ+m2GK+0l9m5nzAB514KHQD89HL3bvzScC5pj8NH1OEYX3rftiro7DuJ3/x3HhH6ji9i3pU73SS/0aS9YFdS3PR20x7etRosA+q2wsL7tjbvRh325q8O37fo06NDf8bc05lrewPHtWsuvwHgLtcLfCvJXz+7dyWbhkunbCiHKFqXmoTghhBBCCCGEEEIIIYQQQgghhBBCCCGOG6FQif6jFA+h4/sHiEKUZvRQnBBCCCGEEEIIIYQQQgghhBBCCCGEEGal66E4IcRR0UNxQgghhBBCCCGEEEIIIYQQQgghhBBCmOmhOCHKCKFIJOL/8eci5uabbz4h5wmFQvbiiy+ekHOJ40tycrKlpqaaWZKZHf54veeb9McZ/kZ6DD1OunUr6lNOKeoC+F/veW283fizCd9gFs3PAD1oEKYfNuy3Fe0X+vZF/WzmTaC/H/QS6EYJ20C/urAW6D9feRB06u7yoHkdMnw46qfj/okbmjRBnZIC8sZND4F+udo/MP3Eiah377ZC0bkzyNC8uaBdMf7wUGzzwfFPYILWrVFz0E6fjvrJJzH/R6NBd+qEyc+vhPFlY8aA3DLwWdB19lH6+fNRz5yJuk8fkGePvAH04sWYfNYs1GlpqOPiUHP83NL8M9yQlQUyteGFoKtXx+Sxe34C/ep8HAR27jRfevf2L19ODur161EnJ6Ous+Jt3DB5sv8BLVv6n4AL1Lgx6tdfB/luv3dB33MPJh83DnXNmqhPSz6AGzZsQF2/Pur4eJAfLS0HumFDTF4nYRfoD1ZWBc1j+pw5qF+55i3cMGIEah4vevRAvWoVyG/XYX9u2hSTc/97f+dZuKFjR9SjR5sv3L6jRvnvp/Jyhwu1ORf0vfd6T8lZ8BDAcxD3GQ5R6qKePn///agjiz8B/X3NC0BXq4bpT6qEbbJ3H47Je/Zgeh5ieczh6+H9p47DOeeLnv8BnZiI6U/b+iFuCIdRr16Nunlz1Bs3gtx/3W2gK7Y7E9MvW4aa5pB/rLge9H+iaA6mOYbXVS54Tjy9KR6/dh3NmfmuN3ndOkvNybGkpCRLobm/uChwbZtO4x4HeUKCf6Y8cHHQEF+m4DzVrBnuLxeTixuicV1QFBw6ROeMygYdiYn1PZ7nRu6H3C2Y7dtR8zjA/ZTjluPStb+wFLbfeI7nCnJpF1RhBzLw/BXiKaaISBTGWNDrdeFqD9f5nPXJcP3RWio3HPLbXWiCXo/r+MLGc2Hzc8ZvUVcg5c/xWdjTF7Z9XPm5jufyR0cFrF/H+MD15RqvQ2EaH47lfJwpD9qMa4yjQmXnFK6Pui7BlZ9rCOY2CzpGHW9PLWhMFvWY7yFgAzjrk9ZpB3Lw/pPX/nXroo4O+695Qjm4Pz/JDRpYampqiVzb/rqyLR64nXg5zLZCjRpFXYBg3u2J9m379UP9f5m3gP5hEP6O0iAefdvXFqFve+3lwXxbtk2eirsPN7Bvu3kzyJs2o2/7UjW655w0CbXLiHPRpQvI0Jz3QLvGtUeGYXv/Ox7v8T2+LVfYjBmoqQID+7Zjx4Lccv//ga6TvhbTs2nDxisZmeeOQk9g4UJMPns2am4esvU81XFTM/JtaR2QWh89Hpdv+9qCYL5tr17+5Qvs2658Bzccb9922jSQ7/VF35h9PAoXT316fFvymDwTXxH7tnwvz77tf7uTb0uelMe3NfN6tytXgnR5t/RTj83deTZuYO+WvViGJ62RI1FznbPxSr+1hFqfA5p9Uz58wQLUQ4eiLqxvyzF3on1bHnM4pjy+7Xicc77sib/FsWXn8W2ZoL5tD5yzK3ag+Fq6FDX5tv9c8WfQT0TRHExzzHH3bfMFTPI331hqdnaJWtua5VvfnnKKpbzzjvuAEkLyH/9oqT/9VOLqU4iSwAl/U9zEiRMtdIK+aayH4oQQQgghhBBCCCGEEEIIIYQQQgghhBDif4ti+XxqkJfT/fIA3dGOOdr+E/XgnRBCCCGEEEIIIYQQQgghhBBCCCGEKAOEQqXr86l6NkaIo3LCH4p74IEHnGlycnLsueees127dlkkErHo6Gg755xz7IwzzrCqVatauXLlbP/+/fbDDz/Y8uXLbdu2w6/zDoVCdsUVV9hZZ53lOIMQQgghhBBCCCGEEEIIIYQQQgghhBBEaXooTghxVEKRIK9tOwHs2rXLLr/8cvv000+tQoUKdu+991rfvn3tlFNOOeoxCxcutMGDB9snn3xi8fHx9swzz9gtt9xy1PSidJH37W4zy/sCtitsXU9DO47fsQN1jZqFy6/QPP006latQD6x9ELPITt3om7WDPXNNwcrQmTRx6Dfz8Rz/q71z6AfGXsy6C5dML+NG1Fv2oS6eXPUiYmop01D/XSPT3BDcjLI0zrXA/3tjLWYfuBA1PPno05PRz1xIuo+fcyP16ZijIwfj/s/WIH1ZV27ouYKoAy+XIH5nz3ln5h+zRqQuTPfBc3t837v/4L+tPENoBctwvQtW6Ju2BD1qVnf4Ib161Hn5ID8tsWfQHP8hsOoX3gBNXUROzv5J9xA9fFexkWgU1JAepp/xAjU7duj7tsX9SWXoM7MRL1uHWo+f7duqEPLPsMN1OH3d/wj6BUrMHm1aqjPaJKNG1atQp2VBfLVTeeD3roVk7vai+tr+nTUnTujTtr6Oegfq58LesECTH/TlTgecQV8En8paK6PDh1Q83i1dClqvv7atVHPmoWah489eywQXL66dVFPnux/PMdzhUXv4QYaP23SJNRPPul/Ag5oM89FH3rwMdCjRmHya65B3ci+xw0UVIfqngqa26hJE9S1Mig/noQyMlBznXCj7d6NmoOGO0XlyiAj7S4AHXr9NUzPjcptULMm6jlzUHfqhJrGXE+Fbd+OevNm1Pv2oeYY4f086FH68164DfRny2jdtWQJ6nbtQG7binNgrdq/Hp9sZqlmlpSUZCk8uBYTv2lt++GHqJcvR/1PmvcZzp9jeMMG1OfiOHtcOHQINcVlJKECaJ5L2JPisIuL809fLiYXzxcVDTpkWGe5YYxLlyfmKq8rfXSUf0xweTzpOUPWTAz9vRyPg3R8dnxF0Hx90Yb168FRnkhMLOhQ2JEfFcBVPxHD/UHbi+PDBZ+Ph2E+PzcHl8d1fj4f4woPPp/r/K7zuSjs9QTNj+F4YYraAw9af4WtH443jq+guOLHNdzwfh6vGS6/mbdNYmMCejJcCJ5E+P6bK83RaVxzRnHHfGCCDpInOr/Cnj9oekc85BquKaLDdL/twmdOTm7SxFK3bi39a9tjeYuFI48jfyOfR/57gN+SX6F57jnUrVuD/M/Cc0Czb9u0KerAvu1i9EU/yMR7zEtboU/y2Dj0IdmH4VtaviV0+bbs8/znmk9xAxknZ3RF3/abaeTbDhmCmn1bvr/he9Tevc2Pt6ZjfIwbh/vnLq+KG9i3rVQJ9dixID2+7dT7MD35KLnT3wbNvuB7Pf1928WLMT37tvXroz41h+rb4dt+1+Jq0C1aYHK2ACZMQM2+7Vm1ybel+ngvHX+HYB+OfS62TNiHvPVW1C7flquD+4PHt12OPqbHt+3wB9ArV2Jy9ilPb+zwbal9Xtt0Hujj7dvW2voF6B+r4Xi3cCGmv/Fy8m2pAj6Nvxg010fHjqi5fVy+LVt8ZmazZ6Nm7zYtzXuMH1xG7nOcP+PxbhfPxQ1sPk+Zgnr4cP8TcKWxbzvkEdCjR2Ny9m0bhP192+z6/r5t48aoPb4tdzr2K7g+eE5gHdS3bYu/hXh826lTUfOPR9Wrow7q2y5bhtrl23IA8ZzIPjb99sM+9AUv3AT6kyW05uLytWkDsrT5tmb51rfVq1sKt1cJJrlLF0vdubPE1acQJYES9XhrOBy26667zj799FOrUaOGffLJJzZ48GDfB+LMzDp27Ggff/yx/fWvf7XMzEzr27evvf/++yeo1EIIIYQQQgghhBBCCCGEEEIIIYQQQgghSgol6qG4adOm2QcffGChUMjGjRtnLfhPTBw8/fTTds4551hubq7179//OJVSCCGEEEIIIYQQQgghhBBCCCGEEEKUSaKiSs8/IcRRKVE95OWXXzYzs5o1a9oVV1wR+PioqCi79ci7j9evX2/L+JWdQgghhBBCCCGEEEIIIYQQQgghhBBCHI3iftBND8UJUSSEIpFIxJ3sxFC/fn3bsmWLdejQwT788MPflMdHH31kF198sYVCIXvxxRetT58+RVtIccLJ+3b3//A3sEP0ifYhQ1A/NK6G96CEBNQrV4J8cdpJoAcOxOQ7pn0M+rJHLwT93uRdeMD69SB/rH0+6IwMTH56dTz+4bFVQW/diunT01F37oy6d2/UkT74nXtbtw71o4+iHjcO9ciRID/akOR7/qwsC0Tr1qjXrEHN9RUxCgJm0SKQz6/D9hozBpNXqYL6w1tfwQ3hMOp580B+OeC/oPftw+RTpqCuWRN1mzaoGzZEffri53HDnDmojzwA/Qvv5FwGumlTTL50KWqOJ66PtDTUcXGou3VDze21eTPqBQtQ89TUqOYB3LB6Ner69UHmVsM+z8m3b0f9+xbbcENMDMj3V+JnyqdPx+QjRqCuGJ8N+sZbY0G/fOfneEBmJsgdTTA+ub/zUD9qFOqZM1FXSPkW9I/xp4Gm7mE7d/rnN2MGaj6ehjseXq1aNdSzZqGm6vfkFx+PukcP1Fw/zZqh5nitXh11ly6ouX/WmPAY6Ngh/wKdk4PpIwP+gRu4Qsy8nWDqVJDbOlwLulbCXkzPjTJ5Mmq+SB6E7rkHNVcqDUI/puOcxNm//jpqbhNuQ24jrvOzq6fiBhpzPRnyoMWDUNeuqCdM8D9+/nzUNEe+uQjHiKvbbMH0PGi2agXy0yV4u9GuHSZ3zXGpKXh8UtJREhZASVxHlsQyFQevvYb6mmtQR1subqC1SSQm1m+3h+gojKPccMh3P+NcixGu8gQ9PjYqt+CEv8DmF2dA+/l6eGxnTVO5J/vKlf33M7HhQ/4npHsZLm/Q9nYdEImK9t3vOp/LewyFg7VfYePNFQ6O0xf6fCELZjMFvV5X/q54cZX3RI8PrvK48i9s+wYdr1zpXdd3PLz6oH0wO+zf5z1jLl8UD4qJiSC5zZx94jhXalHPYc76DjgGFDkB50BneXfvBpldCe8V+HTlovB+meE1DHt+fpTEdWRJLFNxwO04dCjqwWNr4QYaN2z5cpAvTUffdtAgTJ46FX3bP45An+WdieTbbtgA8sea54F2+baPjPP3bfn4Tp1Q9+qFOnLzLbiBjZFhw1CPH4+ajCr2bfmWmMvngn1LLt6ePaid4+zixSBfXHcB6LFjMTnfsr9/86u4gQceuqf/sv9LoNkHLaxve9riF3EDexg33wzynazfg2bflt9tUdS+LefHQ9XChag5Xgvr27Lvz/3H5dt+sAo9GbbI+GeOigm4jrnpVlz3vNSPfFv6YWNHY4xP9pldvi2Xr8LW70D/GHcqaOoeHt+WfVX2rQvr25qZzZ6Nmr1bbkMewl3eLcd8Yb3bUyY8Drr8g/eB5qVq5F7cb6tWoebfXsj43Nb+T6BrJe7H9NzoPMjwBU6ahPree1GzQRTQt502DXVhfduzqlMfdfm2bJBwg3ADT5yImgc99tVpkeHxbduSz8ydinzbz5fhWpjngP8139YsX7lq1LCUDz4o7uIcM8mXXmqpO3aUuPoUoiQQ405y4tixY4eZmR04cMCR8ujkP/aX/IQQQgghhBBCCCGEEEIIIYQQQgghhHCiN7AJUSYoUT25SpUqFolE7Ouvv7a9e/e6DyiARfn+LKAKP00thBBCCCGEEEIIIYQQQgghhBBCCCGEEKJMU6IeimvRooWZmWVlZdkDDzwQ+PjNmzfbuHyfQDzzzDOLrGxCCCGEEEIIIYQQQgghhBBCCCGEEKKMExVVev4JIY5KKBKJRNzJTgyTJ0+23r17Wyh0+PvU//znP+3hhx+22NhY57GrVq2y7t2728aNGy0UClmjRo1sPX88XpRKCvqmeMj/E+bGUb1lC+o6dYqwgCcAvt7Izp9ww+rVnmP+Ofti0M2a4f4+fegcN98E+olmL4Fu3RrTX9wRK/nd2VhIflFjRgbqTp1Qc/rdu1E/+ijqFStQd+6Mmj+X/lCfH0BviWkAeulS//Pz/uXLUXMTVKqE+s47Ubdti7pmTdT5nu8tsDxvdXwa9LYed4GePh3Tc/1Wr476yDPJRz1fDH1su1HCNtBf7awF+qzp9GBz9+6oqYIO1sT2mDYNk7drhzo9HTVf38KFqOPiUG/ciLpaNdSJiai5fWrXRp2Tg5rrLysL9Z49/uk5vmfPRr15M+qePVF36OCf/759qO+/H/WyZag5Htu3R333JV+BfmX1WaC5vHw9PXqg5v7F49WmTajXrUPN5+PycvvXr4+a25P7y8yZqOfNQ83ty9x7L+prrkHN48dpdQ/ihilTUPMAzwWmAP9k9UmguX6Yhg1R33or6hdeQM3jiZnZ/Pmo96/Bifn3t+LEzG3esiXqxo1Rc5/p1Qv1d0NfxQ08aFAlfLWhAmgeU3hO5CYZOBA1jzHlFn+AG8Jh1DzI8AXyGpc60Xsp+IchfLlpaag55i5c/6L5Ebr1FtA85uR7cXOBDBmC+pJLUHfs6H8843c3U9A6srgpqEz8kuxZs1Bffz1qvmbX2rgksn8/ap57Q4YXGbFgF1nY44PC3dhFUK+K84+O8r+ND3q9J7r8DF9PUbeXKx6C7ndxvOOttOOKh8J6uaVt/ChugvZ/F672C9qfjgVXG/H6nsvImusk6P6guGIu6BzAHO8YPh5tmp/Clt9VvuwczJ/bMzMTdXw8alf7sx/A+XF8Vq169LxKy9o2qG9rZpaaijopqYgKeILweLfbd+CGNWtABvZt6R7sP83wnq1VK0zv8m35HpV9W75H4/R8Tzl8OOqgvu0DvYP5tuy78H4+/8qVqPkeuV8/1G3aoGZfcPx41Oy7vdnxGdDbrvkb6BkzMH3lyv7na94cNdc/+56NEjH+vtpeA/RZMx7CA1y+bfV6oIP6thw/QX1bbi/2MNgGY0uF51GuPx6HOb44PccT+5zsW7JHxT4cn4+1y7fleOT87+ro79tyfyxq35aGP8/5OH64/dmX5Pbi+GI/hX1b7q8FwXXO3i37Fx7vdupU1E2boi5i75Z90qDeLfu2e1ejb3vZ7ejb9u6N6V2+LfcZ7hPfPlg435Z9SJ4TA/u2Sz7EDTyI8CB9nH1bniMuWI+/3TL8Wy/7rDwGMw8+iJrXBOwDuyhtvq1ZvnLVqGEpH39c3MU5ZpIvvNBSd+wocfUpREmgRD02ev3111u7du3sl+f0nnjiCWvatKk99thjtmLFCjt06BCk37p1q82YMcN69uxp55xzjv3ww683T888gzceQgghhBBCCCGEEEIIIYQQQgghhBBC+FLcb3/Tm+KEKBJi3ElOHKFQyN544w3r1KmTrV271kKhkP3www82aNAgGzRokJmZJSQkWFxcnKWnp1tOvj8JyP/CuyeeeMJ+//vfn/DyCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQoXkrcY6O1atWyxYsX2/XXX5/3oFskEsn7d+DAAfv5558tOzsb9v9y7JtvvmkDBgwotvILIYQQQgghhBBCCCGEEEIIIYQQQohSSChU/G9/C/IvFCruGhOixBKKRPy+5ly8LF++3J577jmbOXOm/fTTTwWmiY6OtnPOOcduuOEGu/HGGy2RP+YuSj2/fLvbLMnMDn8D+7rrMM3Uqahbt0a9fDnqkhv1hwk6b0Vycr0bR45Efe+9vnkczMBKKZ+1FxNUqgTy4WFYyPR0TD55MuqEBNQ9e6KuVg11166oFy1Czd+tb9QQy38gA8vH5+/XD/U116CuXBl1y5aod+9GzeVfuRL1ihWob2n+GW7gAnKBOncGGRqDn4geMgSTt2mDulMn1OUysX2/23mS+XHq1o9AZ7e7CDRf77mtMCa/3RANunZtTF9x9afml+Cz7fVAn1fte9C59RuBTknB7Lh8NWsG0+Ew6gULUG/ahDqG3sPKzcv716xBzf2pfn3UV16JesYM1OvWoZ4/H3XDhqh56mzSBHXTpqhbtEBNw4Onvrg9uD42bkRdpYp/em7PrCz/83O8cX1yf+b65/zj41Fz+3H9cnuvX4+6cWPU7duj3rkT9YYNqDle+fxxcai5vjl+ebw7M2YtbsjIQE0X8PRE73jCh3Ab/Dn8Cm6gMe/TDaeAHjYMk9eti5rXAX36oI6OcUy0rVqhnj4dNQfBlCmou3dHTUEZqd8AdChlC6anTvXBcqxTnqNYc0xs3Yqa+zzHPI8BzKhRqP/+d//0QdmzBzVfXzCSzSzVkpKSLIUHo2KioLUtj1us+Q34vD8ap9kSSW4By1U/+JpDRgv4fG8NLxAefImIySgqSjztE5DcMLZH0K8+8Pld7Rs0fVBc9cHnO97lEUIgQcesoH0y6BgQFE/+vDBgStindE70GBe0elzpg+Kqftc6MD8NGhxeR5b0tS17fny7xJ6VmdmyZajLvHd7nH3bRx7FAu7bh8m5Tdh3Ye/d5dsuXoyafY3C+rY9eqBmH6qwvi3rm5o5fFsuEPu2o58G/eCDmJw9i0L7tts/Bp3d9kLQhfZt11B9kOlQWN921SrU1av7ni6wb7t5M2qXb8vjNvt+Lo/r8stRs2/LvuC8eajZJ2QPh/cH9W0Zrp+gvi2Xj38H4Vt3bi+Xr+nybTMzUbNlxz45t5eZNybYe+UylTXvluuQfdai9m15HdC7N2qnb8uD6LRpqIvZt+U+wn1Qvm1+Sp5va/br+japZk1LWbq0uItzzCS3bWup27eXuPoUoiRQoj6fyrRu3dpat25tzz//vP3444+2YcMG+/nnny0rK8sqVapk1atXtzPPPNPKly9f3EUVQgghhBBCCCGEEEIIIYQQQgghhBClnRL2B0ZCiN9GiX4oLj/16tWzevXquRMKIYQQQgghhBBCCCGEEEIIIYQQQgjxW9BDcUKUCdSThRBCCCGEEEIIIYQQQgghhBBCCCGEEEKUGUKRSCRS3IUQwo9fvt1tlmRmh7+BzZ+I37kT9bx5qGfMCHZOV68IOT5pz8dvoU/OjxyJmr/xHkPvcFy0CDU/mN60qbcMJ63+BDe0aQPyvfmxoLlOX3zyZ9A3DTgZdHIypt+3D3WrVqirV0fN11C7NurMTP/jMzJQcwzMmYO6YUPUt/U+BPrjZeVAx8dj+nDYvzwN6ub6HvD0WKzv7t0x+cqVqC+/HHXLlqhvvx1127aouX3i4lBPnYqar69DB//8Nm1CXbMmaq4/jg+uP77+8xrvwg179oD8JrMRaL4+jq8qVVBz/Oze7Xs6T5+sVs1f8/Xy+TleExP9dVYW6tdfR52ejrpHD9R1qmO8/7AV4337dkzP7cnnT0ig/KscwA3r1qHmCuYG4gbJyUHNFbx+PepKlVDXrYu6cmXUfIFr1qDmC+SA5gZNS0PNHaRTJ5C5UTgebNyIyZct88+eq4/7E8cXF4cvb/Vq1Nzft27119dcg7prV/PAMbRhA2qOee6D8+ejrl8f9b8HHMQN3bqhnjULZCihPGieI558EvVVbbeB/jGrFmhug6VLUXMbckhT8TxzIOvNm1Fz/TLc5px+wQL/47l+uEs3boyau+SKFaj79fNPz12yfXvUy5ejHj8e9b33/vr/sWOTLT091ZKSkiwlJcVKAgWtbXkeZng/ax5Gef/JuIzzcAinCc84E4vD1mFowZud479A5jxdf2gZsmC3qRHzPz/nlxvG9KX9Dz/5+lz1ETQ/Jmj+rhgPWv9Ffb3Hm6Kuz9LG8Y7Poq6/oOOPQEpCPLvGHBfFPScEHTN4bcf3r8V9PUxh26ew+Rd1fRR1flz+/PnXqXN4HVkS17ZVqybZyy8fLhPfv/D9EPu2ZmbTpwc77/H2bseMQT1iBGr2oRYuRO3ybk9a8yluYN92XjRorp/nR6Bve8s9wXxb9hn5npbHEbZRCuvbcgzwPectvfx9W77HZRspqG/7zDi84bnySkzOviXv5/q89VbUhfVtGb5HLuu+LXtErF0+GefPPirbhjxmcbydaN+W+4+rPxa5b8sn4AvmCuf8uYI5YIvbtzUL7N2yL8WnYLiKXEU63t5tly6oXb4t+3Yu35ateY9vyz9+zZwJkn1b9h15Ti6sb8tdgEOIfVuur+Pt23L9Mk2aoHb5tjyG8Rjfty/qwvq248ahvv/+X///f/+XbPv3l6y1rdmv69ukWrUs5Ysvirs4x0zyOedY6rZtJa4+hSgJlJrPpwohhBBCCCGEEEIIIYQQQgghhBBCCHFcKWl/YSSE+E2UqIfibr755iLLKxQK2Ysvvlhk+QkhhBBCCCGEEEIIIYQQQgghhBBCiDKOHooTokxQoh6KmzhxooVc7zYPgB6KE0IIIYQQQgghhBBCCCGEEEIIIYQQQoj/LUKRSCRS3IX4hajf+LTtLw/S5b+UUChkubm5RVKu/xWWLFliEydOtMWLF+d9azo5Odnat29vffr0sXbt2hVLufK+3W1mv3wB+4vlGLb16+Mx/A30FStQb92KOicHNX9zfcoU1AMHos7IQD1jBupNm1DzN97790fN33hv0wZ1fDxq/ka9mdmePahXr0bNdXDrragXL0bdujXqzEzU/F35cBg112nNmv77N270T5+QgHrfPtSVK6NOS0PN5eU2ZM3pXTGzfTtqbiOO2VatUFepgprrOysLNdcPn4/Lw+2ZmIia+wzXX4sWqOtt+gg38HgRg89gvzcHH4DmmOb4bdjQX1dMoPGeC0zn5xNu21cBNNc3Z8f1zfHG8cntlZ7ufzzHH8dXg/Sv/TPkBuIA4ArmC+YA5IDnC6pb1z//detQr1+PumlT1PPno965E3XXrqibNUO9YAFqvv41a1D36uWfngekuDjUrg7Jkwj3jw0bUHfvjpoHiGrVfPUuqwqax2MuLo+fHE6cnucobi6uHjPvGMpNXr06am7C5GTUZzU9BPqT5eVA8xg3fjxqbgIOWa7isyb9AzcMGgTyYPzJoHlMW7oU9aJFqHldwF3S1cW4jblLcAhzF+T9fD5eE7RsiZrbh8dAvj6uH44Zrn/XHF61Ms0B+e4pkuvUObyOTErKW98WNwWtbSPhwt2ScQy44H5dUL8Nek6+lQt6axcyrIOIFd0fS4mix9X+pR2OR+Z4x6fr/C5KW/8p7PUWO64O4Rqkg3agoPkFnSSKmkIOEKUtnn8LrjmwqOfIUPjoa6ffkn9JmxMKG/LFXX4/6tRJLrFr25o1k2zJksNl4vsVl29r5vZuuV35HmHyZNRDhqB2ebd8W873VHfeiZp9KfZueX3NzcX34S7flj+ws2QJarYNXL4tw74T36Nzm3J9HW/flq/H5dvy/Q6XP6hvy/fALt+WbTSuH/6tgG0vbk/2bbkPcf01b4663uaPcUPbtqjJN507D+cBjmduT64v+bbk2/IB3EAu35YLyAHI+4P6tmwSsWZTh007DuAuXVDz9bp8W/aRe/b0T19Y39bM6922b4+aB70rr0Tt8m6pzYrau+Uxh/sgVzl3uaC+7cKFqNkXPLNJMN/2hRdQu3xb7gJnTf4nbmDfNu4k0OxLLluGOqhvy9fv8m25S3B4sXb5trwm4J+GXL4te/1BfVseA3nOKm2+rVk+77ZWLUv5+mv3ASWE5DPPtNRt20pcfQpREihRb4p74IEHjjltbm6u7dmzx1avXm2ffvqpHTp0yEKhkF111VV25plnHsdSlj0OHDhg/fv3twkTJnj2rV271tauXWvPP/+83XzzzTZ69GirUKFCAbkIIYQQQgghhBBCCCGEEEIIIYQQQpRySvJfzJQwivvlS19//bW99NJLNn/+fEtJSbGsrCxLSkqy1q1b2w033GBd+KFt5fs/Ral9KC4/aWlp9tBDD9nYsWNt7ty51qtXL7uSn9QXBZKbm2vdu3e3efPm5W0rX768nXHGGRYTE2Nr1qyxfUf+DGHChAmWmppq7777rkVHRxdXkYUQQgghhBBCCCGEEEIIIYQQQgghip5QqHQ9FBcqnresF/fLl3JycmzIkCH2+OOPW5hezbh+/Xpbv369TZkyxbp162YTJkywU045RfkGyLesUIp68tGpVq2aPfPMM/bUU0/ZgQMHrGfPnvbll18Wd7FKBYMHD4YH4m677TZLSUmxzz//3D799FPbunWrDcr3qtm5c+faEH7/vBBCCCGEEEIIIYQQQgghhBBCCCFEWSAqqvT8KwZ+eflS/gfiypcvb61bt7a2bdtapXzfZ54wYYJdffXVlpubW1BWv5k77rjDHnvssbwHwWJjY+2ss86yCy64wKpW/fVz1bNmzbLf/e53duDAAeUbIN+yQigSiUSKuxBFSYcOHWzx4sXWunVrW8YfAhdAamqqNW7c2DKPfAD9hhtusEmTJhWYdvDgwTZs2DAzOzyYbdiwwWrXrn1Cypn37W4z++UL2F8sx7CNoXcepqf751mzJuojL8PLg7+Bzun5fJye5x4uD39zndPzN9z5G/JnxqwFvav66cZwmbKyUPM1bd6Mmr8bz9+Z5/1cJ6xPSsRJ7kAmvm2wQjxNglRp2Qkngc7JMV/Ndc7l4frgNuD9TOXKqLm+G9SnoZUK+M36WNDJyZg8MRH1nj2ouf65/HFxqI908zwqJGD59u7DvyCgh8g99XtKzjbQ2dVqgeb6Pzn+IG7YtAl13bqo6YKyY8qD5uvh+mD4ejgeoo3ijyuUGji3clXzIzqc7X9CblDuYBkZqHfuRF29OmouLw9qaWn+6XkA4P0c8Fu3ol6+3L98bdqg5gbk6+PXKHMArl+PeskS1BwQLVqYL/kW5mbm7YCcH3ewlBTUPIBw/XF78/k4vzVrUPP19umDmvsXxx8PODyANW+OmuOROxTv5+sxc098XEdUx4esHOhyUdTHqM6+y2kAmquc4ZCNNcz/sxX+YzaHBFdB+Xgccw9m4pjLVcjldc0BribhLschz5rHcNcQxcdzebZv98+Pw4FDNuj15R8yLr442XbsSLWkpKS817YXNwWtbSPhMnVL9psIGdZBxIrnrxuPFVd5eT9T0q+PKentU9jyBT3e1b4ujnf9BS1f0OsNGu+lDp54mONtNhf3+U80fL1l7foK4ETPGUU9hpf0OaEsU6fOkXVkCVzb1qiRZB9+eLhMvF7n9T3vLwi+R+N7FJd3y0MJ31MxXKYqVfzzY+9240bUZ0T5e7dcHr6n4evh5i6sb8vXU9p9W97P96hBfdu1G9AD4J9BSrxvG94BOrtKDdBlzrelBsitdLLv+Yrdt+UG4OM5PQ8Ax9u35etjX7ltW9QcgPxj1vH2bblDBfVtzbyDPrc5a65jl3fbuzdq9uKDerfNmqH2M8bM3N4t+7ZcHm6DEubbfr7Sf8wurG/rGtMK69tySHL5jrdvy0OQaw4L6tvy9eXXJdG3Ncvn3daubSnr1hV3cY6Z5KZNLXXr1hNanwMHDrTHHnssT9922202fPhwq3JkXD1w4IANHz487xmTX4555JFHiuT848ePtzvuuCNPX3755TZ27FhLSkoyM7Ps7Gx77rnn7O6777acI2Njz5497ZVXXlG+x5BvWaLMOU29evUyM7MvvvjCvv7662IuTclm9OjReQ/EJSQk2KhRo46advDgwVanTh0zMzt48KA9/fTTJ6KIQgghhBBCCCGEEEIIIYQQQgghhBAnjuJ++1sJflNcamqqPfXUU3n6hhtusPHjx+c9EGdmVqFCBXv44Yfhq4RPPfWUbeWHi38DGRkZ9sADD+Tpjh072vTp0/MeBDM7/La0O++808aNG5e37dVXX7UVK1YoX0e+ZY0y91BckyZN8v6vT6j6M3369Lz/9+jRAwYpJi4uzm666aY8/dZbbx3XsgkhhBBCCCGEEEIIIYQQQgghhBBCnHCK+0G3EvxQXHG/fOnll1+27Uc+URMKhezZZ5+16OjoAtPecsstdt5555mZWSQSsccff1z5OvIta5S5h+Jy8r0Wdtu2bT4p/7f59ttvbUO+1xh36dLFecxll12W9//vvvvO1vPn64QQQgghhBBCCCGEEEIIIYQQQgghSiuhUPE/6BbkXyjkvqYipLhfvvTmm2/m/f+iiy6ypk2b+qbP/3nR2bNn26FDh5SvT75ljRh3ktLFknzfak/kD2+LPL766ivQ559/vvOYVq1aWVxcnGUd+eD3V199BW/mO96kWpKF7PA3sHNa+qeNjsJvwFu+hyXNzPPR89wwThTRGftBZ8dXBB0bg/lHzP8b8/yANn9jnb/BzunPbJYL+mDW6aCr0jfvzcwqVcIyxeYcBB2JLw+6cmX/MvI1ByU3jE8lV4jHa/KckOA64e/ahyxC+4NN/nz6cnF0vfTh+0hcOdAnJeL18PVGUyOf0ZSuny6QY7JqlcLVf4UYLH9umMofT5NeXBzqjAzUOQkgYy0b9Mk8/MZQgzkmZe5TsVlYvlgqnkU5OpEjvjzpecygDhIdxutlIjGxoEM5lL5SJUwfRU/tU3yFeD6j8vLxoQRsH08H5+t1jeVcf61aob7ySv/8Xfm56p/TN2yIumtX39NxPDE8fnjOR/3fU/9NTvPPj6+Hr5d1cjLqdu1Q3367f/5t2qDm/szXx8czrv5zLHAd0iCem4DzbHQO9vlyYZzDcmNwDouq3wB0Q0eIuS4pEoV9mKuUj+d1B8dcdg7q8jRvx8XROoTyK18dT+jp82GcU6pWcsQw1T/nxyETbZh/FKXndQyXv0FtmoNicIzzjKmOMc61ZvErW0ki/9o2aC/jcSboOOdKfyIobJmK+vig8PkKm9/xxlU+1/UEvd6ibs/Clj8oQY8v6vo70QQtT2Hb/0S3Z2CK4S+s8+O5NygkhY3nwubnpJjruzg40fNyUecfdMxjjnefLuy66ESPOSVhXVYUxERH7PTae83MLDfxJN+0Ht/WrNR7t+zzubxb+bYl27c9vckJ9m3jMP5zw+hJnJRA98wckB7fFhsgNgqv5+REDvBS7tuSz1rqfFs6X6F925YtUV9+uX/+rvwK69s6XshR7L6tWeG927ZtUd96q3/+XGY24hhO7yKol8vlo/KUdN+2dWv/4+XbUnoqf72a8m1FcH7ry5eGDh1qZr++fOm3PmeSnp5uixYtCnz+/Md/9NFH1rlzZ+VbQL5lkTLlPH333XfwasYzzjij+ApTwlm7dm3e/+Pi4vJeWekHp8ufhxBCCCGEEEIIIYQQQgghhBBCCCFEqae43/5WQj+fWpiXLx0tjyCsWbPGsrN/fWDzWM5fs2ZNq1+/vu/5lW/ZpUw8g7tx40Z74403bMSIEbZ37+G/SKtZs6ZdeOGFxVyyksuPP/6Y9//k5GQLHeMrNevWrWvff/+9mZlt2rTpN59/5MiRNnLkyGNKq8/gCiGEEEKIkozWtkIIIYQQoqygta0QQgghhBD2P/lm82OhMC9f+uU5k8K8fImPbdSo0TEd16hRo7znWwo6v/Itu5Soh+Ia8mt1HWRnZ9uePXss48jroSORw6/8DIVCNnLkSIuOLtpPTpQl9u3bl/f/k07yf6V9firle5Xz/v37fVK6z5+amvqbjxdCCCGEEKKkoLWtEEIIIYQoK2htK4QQQgghhJXKh+K2bdtmyfyZ56MwYMAAGzBgQOBzFPfLl/KfPyYmxmrVqnXM5/+Fgs6vfMsuJeqhuE2bNh1zp/mFXx6E+4X4+HgbOXKkXXvttUVZtDLHgQMH8v4fT98n96N8+V+/BZ8/j6BUqlTJkpKSjinttm3bLEwfHU9PxzQJCaizsjCOwmH8xnyFKPzGevSePZhBYiLI2H27cD/VGUdtXHwFzD/TUVf7MkEeSqyKx+/eCbr8xo2gD7a6wJOl51vsdEwo36sxzczCcVjm2EzHQ4+8EKA2yo6viPlRnVsmXrPle2WqmXnqODptB+7nRqfyxObk4H6uEG/QgMzOKQc6bKjLGY49THQG1h/XR1QUPrQbnY7pnY/00vVGErD9QlmHML0nIAi6fk/7ks5NxIdpo/dQH6lcGTXFRy5dIR/vmQk4P+6zDF8vnd+znzXHj2uc3L0bZMgRn5x/iMacCMWHp31oEAzle2DZzMzS0lDvxDHEcz1HHi7Pg+ubr6d6ddTcnx3x46rPSFw53/0h6n/ZOf5rB27eUE42bnDFP49PXB7ubxxvnF/A/uaMZy4fped48ly/K/45f9q/Pwvbq6DhJoqanNfZW7eibtsW8+Qqq0T5cZFjM/biBrqGaNc1c5+gPhbNMU/5haiNYqkPHczkdQpnh/vLRWGCEMXIgUxs47g41LEJdL1UoeEYTO9dZ+F+V0jnePoktif3qBzDdRpbDbH7fgYdTe2VmXAK5u/fZY8LhV3bBiVCMyWPiy6Cpi8KuMwMl8mVPujxhb3mos7vRLdB0Pp37S9sfkVNSWtfpjj6XHFS1P25tFPU/eV4109pqP/j3WeDxmxhOd5zWFHD5StsfZ3oMcJ1vuPd/lz+wo6Zx4PfsraNWMgOxh32irIC+rZmZdC7pZvegy3xU0bybQvn2+aG8R4zp6z7ttwe7KvJt/U/X0n3bVlzf3P5tlQ+q1YNtXxb3FCQH+OIAQ+uGC1q75bbpIi9W/ZtN29GnZKCush9W55TXO1RWN8W91osnZ99WyYqSr5tfly+bVYi+rauKa+kURLW5kEJh8PH/Acu+V+iFISS8PKlX6hYsaJFHePDi67zK9+yS4kbevght2OlQYMGdtVVV9lf//pXa9CgQRGXquyR//vCMQFmoPxps3gmDUCQJ4+Tk5P114lCCCGEEKLEorWtEEIIIYQoK2htK4QQQgghROkkKirqmN8YVokf3D5GivvlS8fr/Mq37FKiHor78MMPA6WPi4uzihUrWp06dQI9hSrMEvL9NUwmPzXvQ/60FSpU8EkphBBCCCGEEEIIIYQQQgghhBBCCFG6KOTHPoqFWrVqWQq/4rGIKe6XLx2v8yvfskuJeijuoosuKu4i/M+QmO+VygcPHjzm4zLyvZY2kV/LLIQQQgghhBBCCCGEEEIIIYQQQghRiimND8WdCIr75UvH6/zKt+xSoh6KEyeOatWq5f1/27Ztx3zc9u3b8/5ftWrVIi1TEPgNkPyNe34Ytl51fPDvp93lQZ+S4PjIPZ1wfxgHiIoJuaCjU34EHalbD3QoJxt0bjzmVy4Ly/tDJr7mNCWMurV5id38PW5o3Bj1nj2Y3uhD9FWqoKZK5e+oh8JYB7FpO/B4/o41N2K+By7NzCzfQG5mll2lBua/fQump+vhNtxW82w8PT34HA6X8y0OFz8mBq+/RiJONtnxFbG8+3aBPpiA/WdfBqavEb/XvwBbt4IMVa6M+/P1cTMzoye9o/ek4f7q1UF+twGv79QY/KuCaJ5ca9dGvWoVamrv6IYNQX+/B+uDn7mtEcY+Y3FxqNevR123LmqODzr+QDXsowl0/lAm9slDUTiGZCVgfFL4WnQUfRqcy0P1FeIK4P7I+zduRM0rdY4fri8eNLl+02l84Pbt1An17t3+5eHy818iVKnquzsqCuMz1ig++Hxp+1Dz9fIrovmErDl/x51RJBH7dzgGx5voTHo9MZ/PMb554oMIUfkiCTjncHYZWbGgo2h/OBzte76C1t4nJxwCfVoUTtyNO5wKeuVKPJ6GDA+xm74DfaA25pdDVRpPXaJcFLUhd2LuAzyH7dzpfzxRnvLjOS7NM0Rjm6RTSHPx8i3XjhQH+0xODsYgE+CPiszMe/kcknw9PMTwkMAxuXv3yb7puTnyT5EB7gVLNZ51mUWOkrLojudjXHCehT2+sOld5+fjg57fRVG3WWFxlSfo/sJeX2Hr+0S374mObxdBr7+4++P/OoXtLyeaoPF1PCjsGH+8z8+4yhN0jHVxvNugsPVf2PY53u17vCnt5T8aBw+aTZ16+P89e+I+flFFQfcbdaqVMe82x9+7LfO+7U76pC77GuR7yLcl33Yf+WqUvtC+7erVqOkmvch92w0bUCcnoy6sb5uFntMhw3gptG9L9RXiDIL6ti64vji+XL4tm2pBfVv2STmeSrtvy/VpZpF4nHP4EI93y4MQ11Ep825PTsQ2OtU2gW54vH1bKg9PQU7fltuD+4jLt6X6L2m+LYdsASHsS2F9W1cXLOu+rR6KK5jifvnS8Tq/8i27BBw6RVnhtNNOy/v/rl27IPj92LLl1weRmjZtWuTlEkIIIYQQQgghhBBCCCGE+H/2zj3Opzr/4+/vzJibcWlyGb5DbiFJkiRJbkmtJNkuslaUbFmVbcv6taWybbVtK7WSLekmyUqykiQhSUhIch3MICaXMRhz+/7+EOb1+o7zcZrBjF7Px8Pj4XXO53zO53wu78/nvL5nzhFCCCGEECWL0/3ypYLnz8zMtEx++vQXnl/5nrmUqIfi6tSpY3Xq1LG+ffv+4jzuuusuq1OnjtWtW7cYS3bmcd5554Fexo/2F0JaWprt3LnzuHkIIYQQQgghhBBCCCGEEEIIIYQQQpRWQqHDb4orLf9Cp/Cl86f75UsFz29mtpk/KfgLz698z1xK1ENxKSkptmnTJng60S87duywlJQUS0lJKb6CnYG0aNHCYmKOvYJ1/vz5zmPmzZt39P+xsbHWokWLk1I2IYQQQgghhBBCCCGEEEIIIYQQQojTwel+0M3Pv1PJ6X750i85f05Ojq0s8En0ws6vfM9cotxJxJlIQkKCdejQwaZPn25mZm+//bY9+OCDnse8/fbbR//foUMHK1u2rEfqk8stt6B+9lnU48ejXr06DnTv3rg/KQmv5fzquzEBfdi8XMpy3M+zTQZ+ND5Q8CPpZrap+mWgz9nwGeiDLduBrl0zD3UleuJ6K30U3syswCszzcxs3TrUycmo6UPxP2WUAR0fj8njorFMOfmRoMvk5uIB9OH4UEI50Pzd+op0vjJZ+0D/GF0DdGY86gh+5Je+Tb96NeqlS+n8FVHzG0dvugn1h7O9x8OePfj60Zo1cT83V2ZsBdDcXDH16Bvf1Ed/3BEAnZ0dAzohoSro/F2Y3bmp2CetShXU1Of3RWB5oxtdBJrbN5iN7Vk3n59eLw9qWzqW98AB7J/puReDbkz9J3VXZdAR2bj/3Ax6vW86JkiLOgdLh8VzLzi5A3EHq1ULNbWn7dmDmjsMP8nP450HMKfnh9EXLkTN35TPpgocMQJ148be+TNUH4EdGNNieEDzgODy8QDj/RyfuINSA4dicQ7h5sml9qdwajH5GC8jIjBehrUPsT8Kxxf/0U3l7L1UILo+OiBA/aNM9eqgK1CHTsvF8cf9n8K70ZRnZmYRERiDYmueCzrmySdA3/LGX0FPmYL5nZW5BfT3uZjfefH4Z1H7MjEmchVZFJYvZt0K3M8XzX2a+xy3KfUxrtPgjjTQiZWCoBcswOyaNUMdzN6IxbPaoGfPxvR8b8QhhevHFfNatfLOv3lz1NyHOWTx+amL2sMPo27bFnWjRsf+fyr/Qq4ocJ1y2HPNM5w+ZNjnA+ZdEa79J3KM65x+y1Tc8PmZopbXlb/f8xUVV59y4SqP3/Ke7vrx29+KWl6//aW427+4++uvjqIOIOJUxzsXxT2eijseFEd9newx4LwGWv9n5+L6n+8Xijvmneo51+8awIXf44v7B6AiDnnf+F3nlVQCgWP3hj174j72bSdMCD9+1Sp/3u151ek+mG4yym1eiftd3i3d421KuhT0OSmfgz7Y4krQvr1bvgnbsAE13wQVt2/L9RGFPxMV2beNwnvaA/GoI8imyXf4tnyP6fJte/RAzb4tjyvfvm30yfZt0cf07dsSYb5twwtBh/m2uftBh/m2ERVBbkvH8mZlsW+LPnGjovq2u9A0SIvA3wWK3bdliurb8nhnY61+fdTsQS1ahNrl244cifpU+7YcoNgH5/0n27ct5FfxEufdUh8pk5QEGs9mlpaNY8ivdxsRgWM2zLd95u+ge7/1F9CTJmF+Zx1An/OHfMyvwcn2bbkBXL7tLgyy2/LRt612kn3bOXMw/XL6+TkxEXVRfVvOn31bDoku35a6pw0bhrpNG9QFQ2Jp8G1P9cNmpYUjL186dOiQmR1++VIr7mxEcb58qU6dOpacnGypqalHz9+Tb0KIJUuW2MGDB4/qNtw5le8ZTSm5rT5x8n+OThGlxTE4jfTp0+fo/5cvX24ffvjhcdMuXbrUPvroo0KPFUIIIYQQQgghhBBCCCGEEEIIIYQ4Ezjdb38rqW+KO/LypSMUfLHS8Sjuly917dr16P/fe+89y+aHwj3Of/7551vdunWVr0e+Zxpn3JNj6T//1UAC/3WECKNHjx524YXH/irorrvustX8Z1hmtm3bNuvVq5fl5R3+a4mmTZvajTfeeMrKKYQQQgghhBBCCCGEEEIIIYQQQgghTi+n++VLBfNIT0+3l19++bhpU1NT7fXXXz+h8yvfM5Mz6qG4bdu22dKlSy0QCFhNfh2qCCMQCNgrr7xicXGHXy+8bds2u/TSS23IkCE2ffp0mzlzpg0fPtwuuugi+/77783MLC4uzv7zn/9YIKDPrQghhBBCCCGEEEIIIYQQQgghhBDizCEUOv1vf/Pz71R/jvZkvHxpzpw5FggEjv4bN27ccc9/ySWXwFvShg4dal988UVYuoyMDOvZs6ft27fPzMyqVatm99xzj/J15HumEQiFTs8Xm994442wbX369LFAIGCNGze2P/3pTyeUTygUsoMHD9q6dets4sSJlpqaaoFAwPr3728vvfRScRf7jOT999+32267Db4fXBhxcXH29ttv2w033HCKSnaY5ORkS0tLs6CZpf687Zul2G35G+3jx6PmT8TXqYO6Xj3U/M30yvH7cQO/epK+OR/2UXX+6PuyZag7dkTNH3X/+Q2IR+ELnjTJwuAP2fftizo2FjV/+J102o4yoDdvxuR79qBOSUHNVdalC+q6SVjHebH42tTZszE9F5/Lw1XYvDnq6tVRX15/J27g+mvZEuS326uCXrkSk3fqhJqbkL/wXKkS6rMr5oGetyAS9Lp1mL5KFdTJyah37EDNfZyfI+b25PIuWoS6Rw/UPOaqxe/FDfwuX+ogazOwfvnln9HRqDdsQM3pz2voPdWt34AP+q5ahfsbNkR9bvQm3MAdiipsdwa23/btmHzNGtQckw4cQN24MWpur9RU1LVqoa6ciP3LFi9GnZXlfQLezxfAMY87KKfnBuUAcscdqLduRc0DgiuMBuTBRheD5hDOxef24ux5fHD18Hjk8ceXz9XN3ess240bKlYEyf05KgqTly9P+e34ATfwfMD9o0kTkGnZlUEHszdaGByEOOjwzdKsWSDfa/o30L/tvA/Tz58P8mDba0DznBHYmoYbKCZ9n1kDNMcUbmPm3JqHcAM3MncCLiB3KoqR366JA/3KK5h8yBDPwy0jAzXHPB4DvG7iLsJDlmMYh3weczxGeBlVZvsW7wxoDIRqnnP0/zVq/LyODAYtlYPjaaKwtW0oH+cprgMex0UlYCf/FjBkGIuKfE7uSDxOfMLl84urOHy9J/t8jN/6Lmr5fm2cafVb2q+n2GOa3wHn9zslRc2Pji9p7eGX4o6XheXpl5M9h4Ui8P7Qlb+rTop6fFEp7vou5im/xFGUmFuS17bVqwdt3brDZeLbuxYtUL/1Vng+Lu+WdZG9W+5odE8RZiy2b++9n/Nv2hQ1e7dsrPXujZrvEdkYIJ+FfVvuHn5922uvRe3Xt+X2ZN+WfVS2uvlyL6tHvu3Chaipk7Fvy/e8bMVz83Hc4Xtkl2/LPmVRfVtOz/f0Lt+2e3fU7HFUjfXn267PxPrl9ubu6/JtG9T3josbU3Ce4P5zsn1bth05HrFH1KgRam4vHp9skTl9W1d84wLxBXCH5h8mOL3Lt+Xfndi35Q7AxioNyFPt25qdBO82gsYUmbG+vdv0tbiBg4rDu92Wi95ttWwaI1yJ3CnZy2fftskToH97Lc3J7Nu2uRp0UX1bri/uA8yp9m3HjsXkLt+W+xevq3gM8G8/8m2LzpH1bbVqQVuxouSUy8UFFyTbtm2ntj4XL15sbdq0OfqMSfny5e0Pf/iDtWnTxqKiomzRokX24osv2o8//mhmh581mTt3rjXnH+1/Zs6cOdauXbuj+rXXXvN8m1lKSoq1aNHCdu48vFaMiYmxfv36WadOnSwhIcGWL19uL7zwgm3cePg3q4iICJsyZYpdd911ntelfM88ivnnlRPnyANwTCgUspUrV9rtt9/+i/OOiIiw/v37F6V4vypuuOEGW7Jkif3xj3+02bNnGz8nGQgErEOHDvbCCy9YQ77DEEIIIYQQQgghhBBCCCGEEEIIIYQ4Q/D7N3C/Npo3b25vv/320ZcvZWRk2NNPP21PP/10WNojL1863gNxv4RatWodfbhr165ddujQIRs1apSNGjUqLG1kZKQ9//zzJ/QgmPI98zitf2sXCoXg3/G2+/kXExNjo0aNsosuuug0Xlnp47zzzrNZs2bZpk2bbMKECfbPf/7T/vnPf9qECRNs06ZN9sknn+iBOCGEEEIIIYQQQgghhBBCCCGEEEKIXzlHXr7UoUOHQl+IFQgErGPHjrZ06dKT8jXCVq1a2fLly+3GG2+0qON8bqVFixY2b948X58LVb5nFqftTXFt2rQJGxiff/65BQIBq1ixojWh17sej4iICCtbtqwlJSVZs2bNrHv37laFXx0rTpgaNWrYzTfffLqLIYQQQgghhBBCCCGEEEIIIYQQQghxytGb4k6MIy9f2rJliy1YsMDS0g5/BjkYDFqrVq2sRo0ajhwO07Zt27AvGp4IwWDQJk2aZDt37rS5c+daamqqZWdnW/Xq1e2SSy6x+vXr+85T+Z5ZBEK/pGedJCIiIiwQCNjVV19t06dPP93FESWEI9/uDprZ0S9gp6djoowMkCsya4OeMweT8zfmGzVCfUnEEtzAH12vUwc1f8SdP9pO3+4+lFwXdEx6GuiDiUHQ/E35CvE5oPdnlzGmbO5e3LBsGeoNG1DzNSUkoG7cGOQ3q2JA88Jgxw7U8fGo+bPy/Cxr9eqo6bPzYU1y4ADqpk1Rl338IdzQpQvq5GSQr87GPtSv0xbQT4zDCTwrC7ObPBn1woWop01DfVvnn0C363E2aL4e7sOrV6POzUXNzxnz22l/0xLPb1Onom7TBjX3pxYtUM+c6X18vXogN6bgQ9K1a+Zh+s2bUXMHoQZYn14BNPcPHlPcv7h+K+duA/35mmrmxZVNcfxt2oPlOScZr2/L1kjQe/Zgfsd5qP+4+3n4ckgKHNgPer+V9cy/7C7s/xzTwjogD2jWzZqh3roV5KEqOL5itm/C9Nu3o+YK4wpYsAD1mjWoeU7p3Rs1VzC/OZXmoLA5oWZN1Fx/3EDr1nkevzOrHGge79USD4EORWO8DmRg//xiJfbPSpUwvwb1aDxyAKfr/WEd9mczs5UrUfOccE3N73DDG2+AvHw+vm573DhMfm4Gzduxsag5hrRtC3LFujjP8nETc5ejKSSsi3GX5y7Cc2hcxo+4gYMWjam8KO85mbtcBL0r+pysH3ADtzGNqf11LgBdNh5vJ/ZmYEzndQuzcw+uYypH7cb8Is7yKo5FZmFMC8Ufi2k1avy8jgwGLZUr4jRR6NrW4bCELPyv7PwQsJN/y8dlLOo5izs/v+cr6fitD9f1cRfkOOHa7+JUH38q+rwXJ3s8FBUuT2nr/4zf6ynu/uFq71Mdz0o6fvvbidTXyZ4ni7vMefmYH8e0khYziorf+i1qjCrqHFncMbI4Y0JyjRold22blGSpR8wvXrA7fFszt3dLtqRdbA7vlnynMOOHfSW6ZzzZ3m2Yb7t8OWr2Bdi3dVTQNyvxfKfat+Vb8MxM1GG+7fC/4Ab2bemEr83BPnR7R/St/vZG8fq2t3ZC37TDTf5821WrUHN7cP9mm/WalniPbFOmoGbflfuTy7dt3Rr1SfZtN+7y9m25vZy+bT56KJ+vrmpe+PVt07ajz8XjIzoaNbfvKfdtyWd1+rZsBJY235YbgH/w5wDEHcqsxHu3X67CPsq+YlG9W/ZtuYmurvk9biDf9soFfwf9yiuY/Iz3bbmBaUzJty1dvq3ZsfVttWpBW7Kk5JTLxcUXJ9u2bSWvPoUoCZy2N8UdjxL0jJ4QQgghhBBCCCGEEEIIIYQQQgghhPiVEAqVrjfF6REbIY5PiXooLr80RRYhhBBCCCGEEEIIIYQQQgghhBBCCHFGoUdXhDgz8PnREiGEEEIIIYQQQgghhBBCCCGEEEIIIYQQouRSot4UJ8QJQx+Nz6t4NugL6Bvl27eXBX3gAGZ3ybL/4Ab6yPzaJjeCTkrC5PwJ96h01HMX1QVdfw/ur1IlCLpGdB7ouNQNnicsW6+ehUF1xNdkbdqgXroU5JYqF4PeswaT16yJOjMTdW4u6thY1FlZqCtW9NZnxR4EnV09DnTVDV/iARm1UA8ZAnLjHvzO/ZgxmDwxEXWgZg3Q992H+xMSUA8dipqvZ/Bg1E89hX24b1/c37496rlzUa9cibpSJdSNGqH+TdM00N+mYh9clHs76DuX/RczWLYMdbduIPf26Ad68WJMPnkE6iZNUN/Vn57Zjo4GuWl7DOjy5VFzeyxYgLp8edSrVqFu2hT1zOXVQPPw6tQJ9VcrK4Bu0QL3782IBF0jAtujRkI26G/21Aa9hsbjzZ124wYecNlUnzRAy5an9yqnpIA8VB3PH8MdmuMLBwAmIwN1BJYvZuUS3M8dmq+PAxIPkMaNvcvDDZhOQTwb28N69PDez1B59je7AvQBqo7U7PNBx6bi/vPq5eAGDsDbMcPA9u2gf6p3KejL62zD4zfgnLMi+3LQlSpVBl1t4RegG3CHN7NVq8qA7twZ969dh9ec9PDToL9I/R7P0eU80N2745z14IOY/1k88VMfr1MH8yt7YCemT8ag8fEcjDk7dmDyli1R8+ljUn6g/HEMHSxfFXTcKhoTqdgpImkSiKQxUrttW9A/xeOcti26AejYKng67uJVs37CDUsxiFbgC+aYEYW3IJV5zFFMqFCnDu7PpfwofaDgIqOU/jlfyAKgAxby3M9welf+J4OiltG13y+n4pr94GpTv9fv9/p4aEQ4/lyO9xf1eL+4ji/uMcIUtf8UdUwXNyf7fEWNQcU9/ot7vLny97u/xOFzgBe1P52M+vHbB119wu+Yde2PjPDOr7jHyMmOOX7r21W/Rc3f7/Wd6jFc6mLCCRKKiLR9ieeYmVm5KPTwXL6tmdu7vXjZq7ihenWQvr1buoebvxi923p7cH9SEvpmwaJ6t2ws0fVY69aoybdNq3IRnm41Jj/tvm2ST9+WbuJdvi3bRC7fln1AsonD9j/wAGr2bfv0wf0dO6JmW4p9Ry4/21bXNEGfcAX5tgv9+rZdu4Lc2x2Pp+5lk0eiZt/2zjuK5tty958/H7V/3xY9FJdv+/Uq9G2bN8f97NsGDdsj6PBt163D/H7b0eHb5tLPtMXt23J8+bX5thzQCoM64f6m6IWebu/2slre3u13uVjexETybhdhDG5AnX71avRtucrXb0DftMrQv4P+XL4tpt+8GeTJ9m15SFc+2b4t7a9QqxYViPIr5b5tKSiiEOIE0ENxQgghhBBCCCGEEEIIIYQQQgghhBBCmB6KE+JM4ZQ/FFenwJseAoGArV+/vtB9RYXzFkIIIYQQQgghhBBCCCGEEEIIIYQQ4niEQqXrobjQmflCaiGKhVP+UFxKSooFAgELhUIWCAQK3VdUCstbCCGEEEIIIYQQQgghhBBCCCGEEEIIIcSZTyAUOrXPjUYU+HZ0IBCwvLy8QvcVFc5blF6Sk5MtLS3NgmaW+vO2/ZnYbRcswGPoE+22Zw/qx/qngf5uTxD00qWYvmtX1BWyfgS9Oxq/Ib96NaZv0gR12a1rQX+w6lzQ9Il6u7j+PtywaBHqwt6yuGED6ldeQT1yJOry5UEuWRkDunp1TJ6RgZqH744d3kWsFrUT9LdbK4OuXx/Tx6VinR2qiXW2bBmmj49HPXMm6qZNUTdujLrq4v/hhpQU1H37op4/HzX/+cCBA6ibNwcZqFnDigL3+UmTUD9a5SXcsGoV6iefRJ2VhbpiRZB/HFwGNF2OjRiBeto01MGVH+OGVq1Q8yCiBv0q83zQl46/F/TG+54HvX07Zsf9ceFC1NxcXB08vDZvRv3GG+ZJUhLq1q1Rz56NevJk1FxdvXt753/ttah37UIdRY/I5+ai7tIFNdcP1y+P35j8g7ghOho1B9169VBzB69VCzVfAMWzsArMzkbNAaFZM9RUYfuizwZdbtcmTM/xoFcv8wU3GDcAd2C+Xm6gmjVRc8BmzQF/yhTU1MF+SLoSdGKihVF52Seg19a6CvS5tXJAfzIHYwzPo9zHef+MGaiHD0c9eDDquqs+BP19vetA85jkLkwhMqwL1TV8e/GSPXXNi4srYvqcmpiexyh36Qq5P+EGvoD0dNRbt6LmPuHqQxwkeRLmPssF5oUPN3BmJmqeYzmoVap0LOvmzS1t+3YLBoOWmppqJYHC1rahfH+3ZFwFkRF4fMj8/YFQwIp2fHHkwccXN7/kmvzgun7X9Z3q8p1scnLxejhscB/m/a4+7bc+i1r/rvIWd/sXx5gsCif7L6GL0fo5LRS1vUsarv4Vdj3cQVwdxrX2PAUUd0wo7jHKSyO+vfFbZSc7hvjNv6SvEUoTyTVqHF5HlsS1bZUqlvrzjdj++hdBGvZt2ZIyC/duH73D27tlH5C923IHite7/XA1+pB82+zbu2VjaexY1Gys0X3/N6u8fVuuT9++bTTeU36bij6IX992+XJMHxuL2rdvu/Qj3MC+bZ8+qLkT8tzF95wtWoAMJGP/8wvbWmxT/bXKy7iBBwmbGg7f9t4H/Pm2U6eiDq5CD8datkS9Zg1qatCvD6Bve8n4+0FvHPQv0Nwf2fbz69tyd+BwycONYYuCfVi2WNiH5/TcHYvq2/K6weXbcv2y7Vpk35b7K3tILt+WfUe+QA7QRfVtOR6YhZvrbLwxXOlF9W6503GdMcXs3fr1bT+dizGGYzT3cW4y/q2ouH1bnmO4+l2+7TcZ6MPylHFx4kbQOcm1Qfv2befMQe3ybRkOmn59Wz6eL4D7m1/flhclBTpgSfRtzY6tb6tWDdq8eSWnXC6uuCLZfvyxZN0rCFFSOOVvivvss89+0T4hhBBCCCGEEEIIIYQQQgghhBBCCCFOJqXp86lCiONzyh+Ku/LKK3/RPiGEEEIIIYQQQgghhBBCCCGEEEIIIU4meihOiDODU/5QnBBCCCGEEEIIIYQQQgghhBBCCCGEECURPRQnxJlBIBQKhU53IYTw4si3u4NmdvQL2GvWYKKEBJAr0quBLvCJ8p/zRD10KOqbbkK9ahVq/gZ8vXqoDxzw1nx8lSqo+Zv3L76Imj8J36aNhTFjBurWrVHf2+JL0N9XvAz0eQeW4AG7dqGuUwc1f/eevjuf1uUu0Nwmcbn7QB+MKof7d2wC/e2ec0A3bIj58Wfso6NRl1vwMeiXU64GzW3etSvqDqmv44akJJBr62B+59pa0D8lngv67FXzML+lS1Hfd5950r8/6u7dQf5+PJbnjTcweYsWqL+asRv0oyPOAs19Pj4e9ZQpqJs1Q52RgXrAANQjR6LmMdunD+rFi1FfEfs16I2VLgFdew22/7x47/rh8lesiJrTc3/h8vJ45OZ+8EHUKSnex3P98HCdNQt1t26oeWHP46VzZ9SbN3uXr3p11KmpqLk+OeZx/zhnB7bnpirYngsXYvqtW1FzeVeuRP3AA6ivrrceN/Ccwx1+4kSQrzX/N+j27TH5OXu+xQ179qDu2RM1XxCdz5o3R00dIi+iDOjImR9heppDwzoETzqtWqHmBuMOV9g5WrYEuTMXYwxnwfMmw2OM4fwmTEBdvjzqmjVRd+qE+ryFr+EGnohpEP1lVA3QPKaubL4fN2RloeY65oVBpUqouZMPHIiaLvC/C4OgaUoLW6ecW/5H0GszqoLmGHLOZpzjQq2vAB3Iz8MDeBKPor/j2b4dNddPgQIkd+hgaT/+aMFg0FI5GJ0mCl3bOhyWkAU89/MY4SrjYVwSKG5TKTICb2u5zgLm87bXEQtdbcLnc5XHlZ8LV36u0O6qH7/lD8uPC0D3CmE4OnFePp6Ps+PDuX/w8QzXj9/+6jre75gsan/ye37X9fLxrub0e71+y1cSY5wXfsd/UftfUeNfKCLSM7kzf+4grPlm4AzAb0znNuZ5navMtXxnXGPEbx/hGFrcfc6J44L81r/fMen7+oqR5Bo1Dq8jS+Latlo1S12x4vBGNiUcvq1Z+C0N+woPP4y6Rw/Uq1ejdnm3fMvBt2B8PJePbQG+ReO1CPs4Lt/2jy2+Av1DxUtBNzjwDR7AdV6rFuq5c1Gzb3vtnaCL27dt1Ajz87iFMzOzcgs/Af2flKtAc3tfey3qDlvfxA3s29bC/M6NQB/op4p1QYf5tsuWoR40yDxh45N8234TsDxjx2JytmG+mIa+7WMjS5Zv27s3avY9L4/F3x02Jl4MuvY6bP8v4rF+3noL82vaFDX7tpy+SxfUXN62bVEvWoR6yBDUp9u3Zc/Kr2/LtiPXJy/VOH7W2O7t23L9uXxb/l1m8GDUV9XbiBs4IPBCadIkkK83e94YbnOnd8udhi+Czhnm3VIjhHm3s/C3i7BB7Ne75UabORM11xkdvzO7AujZszG5y7fl6mI4P7a+2bflMdWxI2q/vu3/jUbflseUb9921CjUvIjgTn733ajpAt9fhL4t+7Rhvm3FnaDX7qkMmsd0jRT5tsyR9W3VqkH79NOSUy4XHTok248/lqx7BSFKCiXqTXF9+/Y1M7MLLrjA7r///l+Ux4svvmhLly61QCBgr776anEWTwghhBBCCCGEEEIIIYQQQgghhBBCnKGEQqXrTXF6DZYQx6dEPRQ3btw4CwQCdvXVV//ih+I+/fRT++CDD/RQnBBCCCGEEEIIIYQQQgghhBBCCCGE8EVpeihOCHF8StRDcUIIIYQQQgghhBBCCCGEEEIIIYQQQpwu9FCcEGcGZ+xDcYFA4HQXQZxMIiJQ0zfKL9izGvdn40fnQwltQQee3Af6ySfx8MaNUd90k+fprVEj1Dt2oL7vPtQzZqBesAD1gw+ifvZZ1A88YGGMH4962TLUt4+5DHRKCu7v1eti0P3q43flbeRI1AMGoE5PBxkc/w/QX7T6M+j4+HKe5U1OPgf0VRteBv1p+l2g587F48tjF7ClS68G/XalezHB1q2oUzqD/G/FfqBrVcLkF2d/Bzqv4fmg83dh+rALpk7yw2p8723DhnT8GIcmQp2vwQ09e6KO7QFy5kzczX2uXMR+0I0blwXdqxemb9YMddUF74P+W+tY0J/HY3nj7CDoGTPiQOd3ugT0lVSee/pgeStWxPIMH46am2fhQu/0F2//H+iXxv0G9JIFh0Cv3RwD+o47MD/uzxMnou6BzWUvvog6FqvT6tRBnZWFulYt1LNno74u4TPQ5yXGY4KMbJAXbl+D+8vfAvKHVGwfPv//jcH25P6TlIT65h55oF8aEwma62vqVNTZ2XVBZ2SgTorG9AuSrgT91zbrQf9vJR6fknAh6FWrML/yz6SBvq3TTkxQpYp58sorICMzMnB/+/aoeT9V8E/ZGJ/Pnovtb5s3o+7ePbxM3Ak3bACZW/4s0LdW/xzTc6cdPRpk5+1/A81TUseOqCdNQn3jtRhTdmdhTDkrFvdbbFvUa7CPz4vHOebvj9Dx0dSJImgMcX1NmQIy75l/go4ccCem54XJnj2oKajfyEGaJ814LN+m9Kqgz03CdRSvAX5qdAXos6djjLSEBNTU3iv21ABdsSKOqRoNqX4LBjVeM5ZSAub9/vuYKHRo9mZi3KMm9F0thaVnU4h1VJT3fs6zqPnl5Xvf/0VE4P6wOnUVkAjk41wTisA6DxmeLzx77/K4ji+kRKAiLY80g9fH5wvP3bt8YXCBc3Px+Ghc+/BUlI1LibD25zAZF43Xy+3nKi83N18vt5erPfj4SMrfVR5nf8nNAZ0XUcYzP9eYd3V/V/uXifLXf/2Ody5PcYd2V4z1i6t9OV65rscVL937/flj+RQxIh3t74x3Udg/A9zAfDPCF8TrpkJP4q9TcJmLuw8wrvwjDa8nNhbbwBFSw8aM75jtgI+PjCje/J2d2AWlD5zk/lDU/uN3zi015Ocfu+/gNiBj9II95BGYmWXjPUGoIt7EBYbvBs0+TNOmqPm+3693y77XtGmoXd7tc8+hHjIE9RtvoGbf6c5XLgVNt9DWq9dFoG+v/wUmYGOof3/Uu9CYDE7Ae8wvW/0JtF/ftsOG/4D+bBfes7LPxb7c0qVXgX49kb4qxA26uRPI9yveDrpmIib37duuXIl60CCQa9fguK1fn44f7dBE6Fr0EcN9W/RdZs3C3YMHo2bftlEj9OH69MH07LtVXvAB6CfYt41FD8Tt2+LvDle0rwD63j57QXP/GDYMNffHRYtQP/446ou2fwT65TfQd/5qrrdvy54T+6YTJqC+BW1QGzECtV/ftmZN1HPmoP5NvF/fdh3uL48/frl82786fFu2MX/bHe/dXn7Fr29bG3RGBuokqs8FVdCT+r/W6NuamX20Cn2mzezd0s+N5Z/aBPrWjj6927FjQYZ5t23bos7MRE2TntO7TU1F3a0bau6E9GNhbgKO0Zur02+F3CnG4I9TnbY/AfruuzE5W9WTJ6O+oXMRfdt12MfnxeIc87eHi+jbUifNewp/C40c+AdM79O3vYHnAPZtyVfdtKMyaN++7QyMkWG+LbX3dxno25Yv/+vzbYUQJZ8z7qG4jJ8XD/H8y48QQgghhBBCCCGEEEIIIYQQQgghhBAe6E1xQpwZnFEPxWVnZ9uyZcssEAhY1apV3QcIIYQQQgghhBBCCCGEEEIIIYQQQgjxM3ooTogzg9P2UNxm/tRWAQ4ePOi5vyChUMgOHjxo69ats5deesl2795tgUDAmvE7eoUQQgghhBBCCCGEEEIIIYQQQgghhDgOoVDpeiguFHKnEeLXSiAUOj1DJCIiwgKBAGw7UhTe7odQKGSBQMAmT55s119/fZHKKEoGycnJlpaWZkEzSz2yMTMTE9E30G3pUtT8kGX//qifegpk4PHHfJXxjTdQL1iA+qXkv+GGQYNAXtezHOhp03yd3h54IHzb+PGor70WdYsWqCtWRN2kCeqBA1GvWYN67FjUHeK/xA3bt6N+6y3Ud9+NulIlkK8uvhB0v46bMH12tvf5qlcH+c8p+F17fo62XfkluIG/bT93Lupu3UD+lHAO6LNnvI3pd+xATQ1wz+LbQf/8ZeijvDniJ9yQmgoy0BTrK1SpMuj9KTtBL1+O2XF7L5mzD/RH87HPrlqF6XftQv23zvNA/3XmFaCHD8f05cujTk5GXasW6saNUT/8sHd+deqgnjAB9Z49qLm5ebxw/hxiQmvW4oboaJDvLcL+MnMmJucxzvW9ciXqli1R16yJmsfvdXW+A53X8HzQPJyCCXvNK8EP1gB0vXqYPDKClh40fr9dHQOaQ35srHkyaxbqh5p9ghtovNiiRSAfrfKSZ/I+fVBfkf4+buA7pTZtUHMD3ncfyA+GfQN6wABM3qUL6v9k3IwbJk4EuXED1neVKph861bUiYmoz87YiBuo/4YdsGGDhcGdjicZ3s+DjDshB4HWrVHTOiDQEPtkaA/14SefRH3HHah5Yqb9nyzEmHhVdRxTtno1yK9r3giauwyP2fbtUfOyZ9w41L/ZQ3NOr16oOahyJx88GDXP0Vxgym9LehxojpGsA7toThs1CvUjj6CeOhXk2obXgT43Yduxol18saVt22bBYNBS+TpPE4WubU+yw7IvE++vOI7yMod1YcXjWB4yPEdRL+lEyuCV3oXf/AJWvLfNXF9FzZ/zY4o7f7/5ufqHq773H8Djy8bmYf4RkZ7nd53PL1w+vr7c3OI938keDy74Vism2rv9/bZ3cePqn377c3H3/6Jyss9/suOdc/zn4/guNE/HmGeKWmfFXSdOHJWUk4vlKxN1eucov32syHOwK8jyCaJK2IdSHO3rVf/JNWocXkeWxLVtlSqWOmPG4Y3162MiNokWLw7PiK+H78meeQZkYNijvsrJNiR7t/+u7u3dXt8L7/noliQM7nZ8i3Wyfdt161CPGYO6Q8JXuIGNAS4g3xOSDxDm23bagumzslA7fNt/TUXftmlTTN6uIvomTt+2a1eQYb7tzHcwvcO3/ePi34Nm3+q1Z+kel+o30OQC0KGkaqD3r9sGmn1b6p729Wx/vi37nk90Qt/20Vno2z7+OKZnG4gtBvY0XL5tQgJq9hGL27fl8BLm29IN838X1QDNviPZemH1zZrHN1tcbJH9ppZP37Y89ocw3zb/XNDF7dvGx5sn7Hv79W0fS/Ln216e/gFuKGwhwt4tm+0UxD94BH874hjMMf3lzNtwA8XYInu3mfRbGU9CLu/W5dvypMKDimMmBwGuX1oH+PZt+ccXnpRPsW/bqRNqrg72ba/ZQ3NOz57eJ+Dft/nHIv7xwFHgLTtwDPv2bUePRs1BnXz0tfV/A7qk+7Zmx9a3lSsH7YMPSk65XFx/fbLt3Fmy7hWEKCmcdlegsGfyivqcXq9evfRAnBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8CjmtD8UVx0vqAoGAlS1b1pKSkqxZs2bWs2dP60p/+SOEEEIIIYQQQgghhBBCCCGEEEIIIYSL0vT5VCHE8TltD8XlFxJFjnxS9eqrr7bp06efhlIJIYQQQgghhBBCCCGEEEIIIYQQQohfK3ooTogzg9P++VSmON4eJ4QQQgghhBBCCCGEEEIIIYQQQgghhB9CodL1UJwesRHi+ARCJegptM8//9zMzBITE+2CCy44zaURJYXk5GRLS0szs6CZpZqZWShzPyY6cABkWnZl0MFKh0B/PCcGdM+emN2116JOTUU9bBjqtm1Rp6ejfuop1P+wP+OGZ59FnZwM8vftt4COosdZKbmZmT3+ePg2LyZORP3bHhgaVqwMgL4gdi3or3adC7pmTcyv2oYvQOe0uBx0mTH/xgMGDkQ9ezZqbpShQ0F+PRnrrHx5TB4fj5rrtHp18+SRR1A/1vIj3NC4Mcj3F9cA3a0bJg/k5+GGKlVQz5yJeuVKkE9v/z3o5s0xeYeIz0A/v7wd6IwMTP/XRGqPzEyQ33V5CHRSEiY/e/4HoLe1uB50tXXzQAfaXGF+4Oqh4nFIsOeeQ33/8LNxw5gxqBcsAPnjg/8EXTUxB9Pfdx9q+oz3nZOuBv3GG5icx+vgwajLbMf+HDbAWrcG+cJNWL+LF2PyHj1Q16mD+vw174P+84IbQO/ahemHD0ednY2a2+f8hE24ISEB9fjxqKnAgerVzAvObtYs1Jf2boAbmjZFTRXyace/g77jDkyekoJ6yBDUPN4TE1HzjVWDATg+rUULkE8kPA160CBMXiGB4gkHOI6f3ECkc5pcDLpMFC0dFy5EHRtrzI/VLwJddes3mKBJE5CHciNBx0ThNW1Kxf2TJmF23OYfLa0K+uM3fgR9deLXeAB3Ig46a9agXr4cZE7fu0DPmIHJ27dHXTYe6zQQgXMuw+uQBx9EHbfmW9wwdy5qDjIchLiPjBqFmtct1Am3pZcBXbEiJucuwjFj9GjU3EX/b1QQN9x9N+oCa4jkRo0sbetWCwaDlsrXdZoodG2b731LFjLsEwELee53GTYREd77+XhX+sLK5MqEy+yCs3OV8UTKXBBXnbrSO/FbqZQ+FBF5nIS/7PQMF8d1fX77pN/68lv/RW2vop6P9+fl++vffvHbXkxxt4+rezvzL+Z4wfjtL0XN3y9++0txt39R5wwXxT3+zOyXTVQe5zzVY8iVnwv2D3iOKGp5XPgtb24uam6+6Gjv44saQ4qavrhjBuOnvZJr1LC0tLQSubYNVq9uqatXH97Iderwbc3c3m2vXpievdvNm1HzLU6bNqjZu33mGdRP5zu8W/Jlbm+PPofLZyxu3/a7VdhPz48uYb7tww+D/HoS1pfLt+U4wfXJw9qvb/vBUvRtydYL923ZCOWb/lWrQD699Xegyeaxdoa+7QsrvX3b/6tYRN92wYegf2xxHeiqa4rm2/L5HLaTjRiB+t7hFCPYJCAf6scH/gE6zLdlD6RLF5Ds2771FiZnD6aovu2/b/H2bbt3R13cvi3Py9y/TrZvy+OdPbxLep+HG1y+bfu/ge7fH5Nv2ICafkYys3Dvln2sM927Pdm+7eTJmB23+f+Woc/38dg00EX2bem3tJw+d4J2+raxeH2BKG9/huf4Bx5A7fRt+QAOQi7fln8Mozn7pPu2o3FODfNtC+iS6NuaHVvfVqoUtEmTSk65XPTokWzp6SXrXkGIkkKJelPclVdeebqLIIQQQgghhBBCCCGEEEIIIYQQQgghfqWUpjfFCSGOT4l6KE4IIYQQQgghhBBCCCGEEEIIIYQQQojThR6KE+LMQA/FCSGEEEIIIYQQQgghhBBCCCGEEEIIYXooTogzhUAoFAq5k50edu/ebR9//LF9/fXXlpaWZnv37rVDhw6d0LGBQMA+/fTTk1xCcSo48u3uoJkd/QL21q2QZkV6NdAXJO/GTNLTUb/yCmr6CPpjg/eC5k+2jxiBesMG1M8/g/30+w0xoIcOxfRNmqB+LLUf6C/6vgqav+He7vF2FsbmzSAvT1oPunVrTP7MM6j37EFdIXsn6L+/Uhn08uWYnhcKEyeinj8fddOmqOfMQf2bEVeB3jvpE9Djx2P6P7T8BjdMn466Z0+QOxNqg658322glwx+G3SlSphds2aoqUvZrl2oo+iR5IoVUffogXrsWNR9+6IOjXoJN1AFBia+C5ou3556CnXbtqjXv/IZbsjKQs0XyB2KB010NJav9eVWFDIzUS9ejPrK/g1ww+rVqJs3B7li3BLQa9Zg8oQE1J07n0gpjzFjBuqRI1HXq4e6YUPUd9+NOrTqe9AfrDkPdLdumJ5DYFIS6ocfRv3ss6gjIlBPnoz6hcRHcUPXrqjj41FzBfMFc9DjoMkMHAjyX3VeAD1kCCZ/8EHUTwwPeOc/ahTI66b/AfS0aZicz1ezJuo/JL2PG9q3R52YiJoC+P7pn4MuO/gu0O91fBn0b6f9HvOrUgV1mzaoeZLj9uveHTUPSDML1TwHNM8xZ+3ZiBsOHEBdvTrIr9acBZpj7mv9v8QNS5eipk69dxmen0JU2Jw2YQLq8uVR/7bpWtCfbj4XNFdh796o1yZchBuWLUPdqxfI39mbXrvt6uwPcUNuLmpuQy4gD3Lu1DyGuf1ozIStyziI0jrPOnUCWblmHOidE2jNXyCIJS9damnZ2RYMBi01NdVKAoWubamThQzjUMB83rJxfhGRoLkL8LqEKez8XEaXSRQZgXnw8WHnzM/z3M/XxHB5+Pxh+fm8HobnRheuNi1yH2AcfYLzd7WPX1x9zm975eRi+Vx92G/+zgwcDc7lc2XH5Xf1p7DxwQc42tsFl881Hlzt6RfH5TjTFzdFHn8uXBVOF8jt6Yy/Rv2FByQtfPLyveMh1zdrZ335bdBC0ofFMMecUdydxDmH+ewzRc7PZ4wv6vld6cNiLvdBn33cVZ4wuI+7Oq2rT7qCdhHhMRc2RxU4f/I55xxeR5bEtW1ioqW++OLhjWQqfbcLfdvzk9F3NTO3dztmDMgn7vsJ9COPYHL2Wfi29l9PeXu37IuwDfFo6p2gv+jzH9Bh3u3wDriB2u+KKj+AZt+WfTu/vu3KlZieu/WkSajnzkXt8m2vGXE16L0TPwbt9G3ZKLvlFpBhvu0D6GssGfQ6aPZtyfYLu0Xl+nT5tnwLPW4c6j59UIdGoy8T5ttOeAc039M/+SRqto3WjnH4tnyBbPSxjo3F8rW6zPzAYZZtokWLUF959/mgQyu/w/O3vBT0ile+As2WBHs0ZCk44e54JLQdweXbDhiAmn3bD9ehb8u2Kf8OwLYdxzu24bn/sqXzfOJjuKFLF9TsCa1bh9rl2zZubJ4MGoTlqfM8aP7tjH3bR4c57lXJJLx+OvqkU6eGH8IxPzkZ9V1JH+AG/vGEG4mC+L4p6FuVexC95P92xN92bpx2u6/8wyY5/vGCfxygQen0bTM2eR7v8m1pCrdX7yDfln1P9m2X4m+bfn1bjuE3NvH2bbn6OKZ/H38xbmDfmYze3xvOURzjr8ry6dtykONJnH1bHsMZGajZWOc1GQdRh29btRb6tj+OJ9+2wA/uyYsWlTjf1uzY+rZSpaC99VbJKZeLXr2SLT29ZN0rCFFSKJFvisvMzLQ///nP9sYbb1gWL+BPgFAoZIFA8Zr4QgghhBBCCCGEEEIIIYQQQgghhBBCCCFKPiXuobgdO3ZY69atbf369XaiL7E78gBcCX7pnRBCCCGEEEIIIYQQQgghhBBCCCGEKMGEQqXr86l6TEaI41PiHor77W9/a+t+fpVnmTJl7JZbbrFLL73URo8ebStXrrRAIGBjx461ffv2WVpamn355Zc2b968o2+Hu/322+2KK644zVchhBBCCCGEEEIIIYQQQgghhBBCCCFKG6XpoTghxPEJhErQ69VmzpxpnTt3tkAgYBUqVLBPPvnELr748Le5r7nmGvv4448tEAhYXl4eHLd+/Xq79957bfr06RYVFWUjRoywu++++3RcgjgJHPl2d9DMjnwB+7+TsNve2GobHpSSgnrXLtRR9DzoqlWohw8H+de7f/LabaE1+A3624bhN+jfbvkCHvDWWyBf7vsV6Mcfx+RpFc/HDTNmoC5sVubvuh84gLpePZDvLToH9E03hWdZkM2bUdd4+Pe4oUoV1DVrglzS6o+gqUrC8s/ORv3h49/gBs7guefMkz17QH6bUgF006aYPLRhI25YswbkexlXg27WDJPXjdoE+sdYrO+OHTH9ypV0/hHP44bERNR0PTZmDJbvkRWgR43C5A0boh492jxp1Qr1uHGouUsmJKDm9qxdBz95fWETHOPLl3uXxy+h5Bqg96/eArrs/I/xgPnzUXfpAvKusZeCfrnla6A/SroddLdumN348ai7d0f987PiR6lf3zzh/T+swfoNGNZvxYqYfvfmfbiB+tdfx2D9UTixPn1QczjYsQP1xImouXt3mILxwlq0QD17NurVq1Hfdx/qxo1BBhpjjOX2uHXl/+GGJ580T9q2BflC989A/zH6ZTz/gLtAJyVhdrfcgvpffXE8G31q/orBl4CeNAmTV83CeGQTJqAeMgT1okWoa9UCeah8Zc/zmZm1b4+6WtRO0N9uxTzoFGExIzcX9bRpqPv3Rx0y7zHAhKZ+CPq9rOtAN2qE6WNjUXPI+H0zarP0dJDn3d0OdI8emPyJYbj2TdseCTo+HtNzzOQYfHEG9skfG+H5q678FA8YMAA1d8rMTNQ8KfTqBfLlxrgu4uzvuAP1hg2oub55mbd9+7H/b9mSbHl5aRYMBi01NdVKAoWtbUP52CddfdQJT8Sk8yLKgOYxFheL58/LxzFkZhZp2C/5HKEoPAeP2zIRdHxERNg5igKXmUJl2O1AdDTqQD6Vz0EoAselownCLjcygtqcD+AKZOgCOO6F1X+UIw5aeJsXhPuo63x8OTHRjutlaH+OlTlOwsNw/brmEY4r3D9chI1Z6nB50XGe5Slq94+JyAHN4y+sfI4OyeOHxzv3d65PV//m/sLjk+uH57HI3EOgD1mM5/ld7enqfq7r4+P5fJzeb3xxnoA4lI31y8nD4rdrwFIGPIdw++bkescPZ/wjCsuPr8nZx7lT8aAnXDGQccVEv7j6ZGTWftCHosp6Hs/zelHL51qncJtxmxfzlO9/3eQa1IwrZpr3GsAVM/xQu/bP68gSuLYtVy5of/rT4TI1aYJpbmhJvi2bfmb+vVu6L3/s7h9BDxuGyUPr1oP+/eN1Qb/e8iU8gIyB//Se53V621j+QtzAN6kM+7Z8T0XGzn8XoQ/D94wMd4/gw+hLhRk1dBP+Tcs/gGafxOXbvj/sW9zAGTzzDGpub7pnZt+2eXNMnrPG27f9b6a3b1s7wtu37dwZ0y9bhjo0krx/l2/7yisg338EfW72Zdnne/FF86RNG9Rjx6LmMOjXt72oKcZdro+iEqpVG/T+ldi+ZRd8ggcsWID62mtB/mEs+mQvtXwd9MdJ+LsGj6833kDdtStq9ixcvi17St+t8vasKlXC9Ds3ePu2j43FeFGnDibv3Rt1cjJqjh/s83H3bjf1ftzAA3TOHNTs2w4ahJp920bngWYb8+ZVj+IG/nGN4R9izOzf3bBP3RPl7d3ST11hfeaffb/DDXTD0+6Bi0GzN175AHm3nODBB1EvXoyaCsje7eTJmJys7CL7trzW4SmRfb9T7dtyyPhdM2ovmoMuHHQlaP7t5tGH8f5q246i+bYXZXyO+dXH81dbjb6u8fMQ/OMu/zbs8G3/0+hfoNlnZx/Xr29b8LehDRuSLTe3ZK1tzY6tb88+O2ivvVZyyuXi9tuT7aefSl59ClESKGYbomi89957R///97///egDcS7q1q1r06ZNswEDBlhubq7de++99tlnn7kPFEIIIYQQQgghhBBCCCGEEEIIIYQQQghxRlGiHopb8PPj2dHR0dab/1zhBBg5cqQ1bNjQ8vLy7P7773cfIIQQQgghhBBCCCGEEEIIIYQQQgghxM/k55eef0KI41OiHorbvn27BQIBO++88ywuDj8vEggce33qoUOH+FAzM4uKirJ+/fqZmdmKFStsJX9/UAghhBBCCCGEEEIIIYQQQgghhBBCiEIIhU7/g25+/oW8vzwsxK+aQChUcoZIdHS05eXlWfv27e2TT/Ab7j169LDJkydbIBCwbdu2WZUqVQrNY9asWdapUycLBAL25ptvWs+ePU9F0cVJ5Mi3u4NmdtwvYNepg3rkSNSTJqEuXx71Aw+gTkpCzR+5f+MN1I8/jnrYMNRjx4L8qMrvQScnY/ILVr+HG1q0QF2rFuo2bYz57yD87vyNjX/ABLNmgdzU5R7QM2dicq4yfpljdnZYEYDQoq9xA4/hqCiQ32cEQTdqhMk7dkT9ySubQG+yc0Cfs/pjPKBz5+MXtjCGDwfZb8P/gW7SxLt8THw86p9flHmU2w78B3Sg/52gQ4P/hAc895z3CYmAeYd+rp5161D36oV62TLUU6ag5v501YLHcAO1vz38MOpmzUD+s+cS0DyEMzK8s5861Tt9//6oQ31uxw19+4L8IuIK0NRdwpqHyztoEGpX9+Tyc3/q0Hwvbpg7F3XXrqi5QUeMQL1oEcidza8BXXndl5i+ZUuQFzQJgJ42DZMvXYr6hgk3g/6w17ugOeRzOKk89mncsGMHasd4+WE1jo/q1XF/ua7tcMP8+aj79AG5ZACO5+bNMTlPWX8chPX16CNYnoYNMT1PWe2S14JekXUu6DFjMP0LzV8H/a9dOEfdPyQGD8jKAvn2eCzvbS3w/GZmm6KxDJs34/5Vq1CnpKDmv3QaPx51Ki0QQpn7QT/9YlnQ3CX+ecf3oAONzgPdvTum79QJNS8DcnNR8/mYULcbQC95+H3QjzyC6XnO4fqiJrKtW1FzjOvXfiNuWL4cNQ+CUaNQU4y2F19EvWaN+WL2bNQTJqCuVAk1B93Jk4/+N7l/f0vbtcuCwaClckc5TRS6tuVGi6C/XeKJzPXnf3R8yHCcBvLzMH1mJuqEBNTcqc3MoqNB5uXjOfgSws7JCXgxydcQVQbz47UM1UkoItJrd9jp+RIPHEBNl2txsf5uo7kNHJdrZaIw/7A25OvnAnOf4j5EbZxnWF8Ml88F13dkBJb3UDZeT0wU9Q9uEEcD7j6AcxVfbmzs8ctaSHZhp+PicH5h/ZvZswc1Ld7yovGPArl/uMrvCgmcX1y093jk/sbX7wpJruHN8PhiXOM9rL9zhfntwITf+mC4f3B8cuHsX1wfrF0V7BpvdIFcfm5fro/IXPzD1rwoHK+u5ins3pXbxBVzeI6KzM/B/GiOcZWBz8/4/St9V/oiLgOcc5orBjK8n/tAuXjvPs9dztUH/F4vt78Tvxdc2LrIC9cYZDwqJLlGjcPryJK4tq1SxVKnTz+8kW96+Sa2sHtyl3c7eDBqvhEeMAA1ebH25JOo+SaObpQ/rvI70Ozdnr/6v7iBr5m92/btQb4/8FPQNzSm+2jybbd0+QNol29LtkRYHGDCfFuuX+qXLt+Wfa2PRjt82zX4W1DYTbcLat87N/wFdNOmmJyaI2yYs8+2cCHqWw+8CjpwRz/QoQcfwgOeecb84PJt2dbjW27+SYzfHTFxImrqbtZhwRO4gSeioUNRt24N8vke80Dfdx8md/m27Bvy7SrZshbq288zwZcRl4PmcMDNM2QI6oEDUXP/5v7D5ef+1K4Z+bbsK3bpgpp/iHH5ts2uBu3ybS9ujuuaApaKmYX7/tdPvA30/3q+DZrDH4eTs8f9EzewaeYYL07ftvtVuIF/eCnkK2VL7ngJNId0trnuGYh19tgwb++Wvet2NdeD/i6rLuhXXsH0/2r2JugX9uAc9ceh5fAAGmTvTMDy3toCz78pCs/PSwz2bdnX5aURxxjO71D6PtD/GI3lT0/H9E/38fZtb7oJ0/MUwrYhl9e1pAr1+C3oJUPw91teUjRujJrri29ft29HzTHu9rbk23JQ50EwejRqngR5v98XDM2Zg9rl23IFFfjxMPmOO0qcb2t2bH2bmBi0MWNKTrlc9O+fbLt2lax7BSFKCg7r7tRStmxZy8jIsOxCHNOKFSse/X9KSspxH4qLLmA0bNu2rdjLKIQQQgghhBBCCCGEEEIIIYQQQgghzkz0WVIhzgxK1OdTa9SoYaFQyHYU8jqNBg0aHP3/l19+Gbb/CN99991JKZsQQgghhBBCCCGEEEIIIYQQQgghhBBCiJJPiXoo7oILLjAzs/Xr14e9La5lgVf6vvrqq5aXF/75iJycHHvppWOvua1du/ZJKqkQQgghhBBCCCGEEEIIIYQQQgghhDjTyM8vPf+EEMcnEAqFQu5kp4YxY8bYgAEDLBAI2IwZM+yqq459+z0UClmtWrWOfgP5hhtusOeee85q1qxpZmbr1q2zQYMG2YwZM8zMLDY21tLS0uyss8469RciipUj3+42C5rZ4fYPLaC3BfJH2RctQs0fjX/qKdT8TfOiQt/qjqkTBF3gGU8zM5s7F/XP3fgozZujLvDJdTMzGzMmvAhfLQp4l3HBAtQFPlFsZvblnvNAd+6Myfv3R921K+pp01DzCyBHjkTNTdK2Leqr2hwCfU79GNDcBfjyWrUyX/Togfq90T/hhkqVUD/8MMgt/Z8AHRuLyStvXoIbZs5E/eCDqMeNQ92nD+rZs1E/+STqOXPMi4DhVMCnGz8edbdu3sX76tl5oOv2uQJ0s2aY/r1eH+AGvh7uMElJqKk98patAM39i5rLQsk1cAONYbv2WtTTp5snKSkg//ziOaBXr8bkPF6YUOZ+0E+/WBb0Q00+wgOaNAH53R6MQY0be5+Pxx+nf+YZ1PHxqPn6GjTEePTDauxvDzyA6bk+li0rvJxHyMxE3bo16k6dUPNX2j/r+DfvBJThX+deBfqJTtjfrU2b4xX1MAkJIC9puA/04sWYnIcz661bUY8ahXrPHtR/r/g06MCQh0BPmoTpuTpuXXgvbqDx+Z8x4UtLHkI8xH/XeSfoz1ZWBt2u5UE8IDoaj+8TCXrXLkx+332or2qUBvqj5ThGrrmW5lC6q4yLx/233ILJXxvyA26YOhX1woWoJ082X6xZg7pOHZAfzcT6SE7G5F26oE5MRN27N+r7B+bgBl64UJ9/7MkyoB/tQW9ypknlmqU4Bj96+AtMzwufn9f/R+FBXr/+0f8m16hhaWlpFgwGj95HnG4KXdvmO27J2NmIiPDe79Ku/KOiQIaisE2LIUvf+UXm53gncJwgZDhuXedzVbHf9LyfcTUZXx7HZlf+vD8ygvqc4wJDEZGe+3ktGXY81b8rfRhcPq4A2n8oCtdKrv7naj+ur5xcvB7f9ZuVhZpvFlxj0tGfI43+iDA31zM/Z4eieTcv3/tek7Pj07naw29/4stj+HJc44XzKxMV8kzAMdLveHbB5XGVP6z9HQdwe4b1Xy4Aa+4fhvGiiN39hOA+w9fkqrNAPtUZFaqwedBPebjPuuA6cVS5O6Y6JiXXmA7rE678/e73OYczrjHC2u8c5HcOc44pnxQ8f40aySV2bRusVMlSJ048vJFNApdvaxbuzbLxMGxYkcoZBtVfXD1v75ZtNbbx2OfiW8BXXkH9xQKfvi3dtH25qwFovsdj35b3u3zbESNQc3Owb9ShNfq2dRuhb7thA6bnW2Kubxd8D/7Oi+TbVqmCmozAtP6Pgea56ewUh2/LRtZbb6Hmm2ruQGzssElCcNx54w3cP2ECavbpOf0Xz+A9d4O+l4Nu2hTTv9uTfFu+Hu4w1aujpvbIW/wNaO5fQ4eiDtWil1+Q7xp2wTwAGYpJfxmFvvCqVf6yY9/2H6PwXuTPTT7GA8ho9evbduyIulEj1OyDc0jm6zuvEcajtWu8fVuuD5dve+AAarZNXb7tJx3RxwxbXNIPP4/OR9/2sU7kMbFxXBj0W9llDXeD5hjGfZiHOE+D7N1mZKD+W/kiereL7scNNEZffQXbmH/74yF+W2eMsZ+vPBv0lS28fdvb78D7A/aqBw5E3aFh0XzbcuVx/003YfJXh6zFDS7flivcBfu29eqB/GgGlo99W/7tjX3bXr1Q33s3+WXz56OmPv/EU3hv89ce32N6mtN+swx92/8NpTHF9ce+LQetEu7bmh1b3yYmBu3FF0tOuVwMHJhsu3aVvPoUoiRQot4U17lzZwsEDk8Gk2iSCQQC9sQTT9iRZ/jef/99q127tlWtWtWqVq1qDRo0sI8//vho2nvuuUcPxAkhhBBCCCGEEEIIIYQQQgghhBBCiBMiFDr9b3/z86/kvAZLiJLHL/j7y5NHzZo17frrr7cVK1bYV199ZQcPHrS4uLij+3v37m1ff/21/fvf/7ZAIGChUMh27twZls/VV19tf//7309l0YUQQgghhBBCCCGEEEIIIYQQQgghRClHnyUV4sygRL0pzsxs8uTJtnbtWlu2bBk8EHeEF154wcaPH29N6NNwZmbnnHOOPffcczZt2jSL+iXfWxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIUaoJhEKl92WKO3futC1btlhOTo5Vq1bNavJ3qsUZwZFvdwfN7MgXsP/5LHbbP3XfiAfxN9v5m+/0EflN9a8C/cormPyJB/aCDlSs4Cq2L0KG35C33FzU/JDnsGEgN/Z+NCzP2rHbcMNTT6Hu0QP1gw+iXrkS5Ksj9oHu12Ytpp88GeQP3R4C3bs3Jn/xRdSXNDkE+vOFMaCXL8f0PNwPHEA9Zgzqz+77ADfQd+wPRZUFPX8+Jt+6FfW116I+u0c73DBnjnnCGXAbV6yIun591LNno65XD/Xmzah5TGzY4Fm83btwjL31Fu4fNMj7dHv2oJ4xA/WyZd7F+3rcd7hh1izU991nvli6FPXo0agHDEAdHY26TRvU3F7duqHu0wd1q1auEnozYgRqihFft/kT6JkzMfn/9UkDvfZAEPSUKZiei3t50/2gP1uE46VdwtegP9h6CWgen7faO6A/rXIr6IkTMX1CAuqBA1FzyDz3jitxw7RpIH8/sBzoN97A5DycuP8nJqLu1Mn7+E96v4kbOCAyjRujHj4c5Io614Omy7O/DMR4HTZA+YK7dwe5s86loKtUOX5Rzcz690f98riYsDQfTsIYX7067q9TB/VZq78EndP8MtBlxv3HuxBEwDCmcUjhNktORr1gAeorsj4B3W8CriPGjvUsThjcJL16oQ5sxTFszz6Lun17kG/uuQ70unWYfOhQ1DEROaBffaOM5/F/H4LrImvZEjXF6O9a3wX6/DXvY3peo6xejZrnTA4K5cujLhAkklu1srTt2y0YDFpqaqqVBApb24bysY9yn/VL2NrSAcdRprC/ioyI8NaR+divwuZOzpQy4Gsoap3w+UIRkb7y91unnJ/f4/3mzxT1fGH5uzrJqf6jNNef6nJ7R5U5TsLDuG6/ioqz/7rqlylqAV31xwOayc723u8a747yF/d4YVzj0+/4LWnjvajN6wjP4eXhA4q5vYsc/ws5h986CuTnYX40h7jw2+fCYgIVOC8K19uuNi1q+VwhyrUmcJ3Pxcmeg5192u8apaiD0IPkGjUOryNL4tq2UiVL/dl//edivCd3+rZmvr1bvud6bHDxerfcTHn51I9cwdLh3Yb5ts88g5ru023IENTk2742Aq//9tb+fFu2sUaORF1U3zYrCzX7tp8O8ufb8j06+7adO6M++6YOuIF9VaZLF9Sn2rflm3CCfdvx43E/+2Yu35Z9RJdv+9W4770zONW+LXkiYeOxa1fUJ9u3pfiwpM39oLm6/tLb27edOhXTswVzebODoD9fhC8buTIefdsPt3v7tjfne/u2HK7Zorn7btRhvm1/+h2FLvD2QejbjhuHyXm4safGvi3HAx6OZmYf934bN7Axx/BLW9i7rYW+3PTpmPyhux3eLZvR9NuDX++Wh9BL47CP/G8S9qGkJExf2n3bOyd6//7rgpujZ0/Uge2OOd3h2/JPdTzls2/72lvevu3fhlD/4qBBP+45fVu+nqL6tgWCREn0bc2OrW/POito//pXySmXi/vvT7bdu0vWvYIQJYVS/Tq1ypUrW+XKlU93MYQQQgghhBBCCCGEEEIIIYQQQgghxBmAPp8qxJlBqX4oTgghhBBCCCGEEEIIIYQQQgghhBBCiOJCD8UJcWZQxBfsCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQJYdAKBQKuZMVH2/wB95PIr179z5l5xInjyPf7g6a2dEvYHM/4o/GZ2ej5o/ev/gi6u3b/RWKvrm+b/jzoMu1vRj0tmlLQE+YgNkNHow6NOAPoAOjX8L9Uz/EA7p2DS/j1q2ox41DPW0ayO/GfAH6/Ffux/SrVqHu1g119eqox45FPXw4yJyGF4CeMgWTN26M+rz4TZ7n+2ZlGdApKZicuwxXR4WH/4gbuI+4GD0a5JZr7wJdI/VL7/wTEz3zs9xcX8X5fA6G9rZtcX+bNqiTk1G/bbfhBm7fZ59FzdezZw/q8eNRDxgA8q6VWP+PPILJg6P/ihu4P3bvjnr5ctR0wW/v+Q3o27JexfQUE25c+n+gJ082T0IWAB0wbI/Q3Hme5bM+fVBzh2Xq1UOdlIS6Vi3U/Oct1D5/GIDlbd8ek/+2+UbcwAOMYuSrk88C3W/dXzB9airIbc+8CXr1akzOl3feCBxvfH6Ljsb8E84FHUXvzW3dGvWBA6i3rDmIGyieXj7it6B5ipo0CfWNPbC/MHm52B7c3T+YQOWJj0dN/ekvSa+BbtgQk48ciXrJixS/uEJoPH7aiOKpmXXoSNeYno56wwbUixejXrbMWy9aFHbOgvAY5JCakYGaQzIvE6o+8DvcwJPO/Pmo58wB+d/0K0EPHIjJeVrn83/Q6z3Qrx/APvf7Xnmgn3gyEjSHSA7xrGfORD17NupbbkH9Tp+PcQOtAaxTJ9S8MOIYXwSSzSzNzILBoKVSrDldFLq25bjs988QOT13ct7PgY90KAL7TCA3J+yUoShce7kuoUwUjsO8fIwLEfTnWoHsQ55lDDuAThh2Dfk4Lpw48uf9PPe74LjE+M0vLH++Xp9rSWd9M64+W8Q/reX+xpfjKl5kBNW3a8zw9bvw2R+c/dF1QQSPJ9f15uTj+HBdfpkILG+e4fG+xy/Xf1YW6thY1D7rIyweOOJVWPm5fRzt62pPjkcuXOcPy9/R31zDL6y/ENy/XPUXmU9zhmMOcvanQuagsDZx1DEXwXXNzjmF+zjdbzgL4NrviNmHIuJ8nZ6z4znZWT7OgE7IfdBvyOf2cN5PF/F8jLNPu+YQ15qBPUpXTPPIL7lu3cPryJK4ti1XzlL/9KfDG9mHXbgQNddJYceMGoXa7/WS2bpv2D9Bl+t4KehtU74CPXEiZnfffahDd98DOjDq37jf5d3yTZ7Ltx2NPtL5Y/+E6Yvq2z7+OEj2badOxeSNGqF2+bbfriqab1vu4XtxAxsXLsaMAbml852gw3xb7n9sElB+YWsZhua+ebNxbmNbkH049m1fzydPgtv3mWdQs8+8axdqvifv3x/kH1Zif3/4YUweHPMobnD1x5UrUZMR904G+ra3ZqGPZTt2gLx56UOgefwyRfZt77gD9SuveJ+QB0yVKqhr1vQ+ngbIPXd7+7Y3NiPf9q23UJMJ9doU9G1vX4c+OP/OtO1JbI81azA5X955I/G3rjATzKdvy79zsE25cRX5pNOng7xixI3GsI3H3v8N3b3X2znZ2Cbsk/33LYd3S33qL5X+A5q9Ww5RX41weLfUSJ81xDZp196nb7t0KWr2adl4ZHOccPm2mZmoK1ZEHebbDrkdN3D558711P/dcQVo/qmBQxqf/789/wv6zQPY537XC6/3b09i/fv1bWfNQs0+bq9eqN/s/QluePJJ1B07ouagygV0wYO4QAOXRN/W7Nj6tmLFoD3zTMkpl4sHH0y2PXtK1r2CECWFU/751D59+lggUDSD/0QIBAJ6KE4IIYQQQgghhBBCCCGEEEIIIYQQQpww+nyqEGcGp/yhODOzU/xyOiGEEEIIIYQQQgghhBBCCCGEEEIIIZzooTghzgxO+UNxbdq0OSVvihNCCCGEEEIIIYQQQgghhBBCCCGEEMIPeihOiDODQEivbRMlnCPf7g6a2XG/gN2kCepOnVDzR+jbtgW5u831oM8a+gdMP3o06uho1GPGoN68GfWyZZ7le7/KXaC7d8fkoeUrcAN9C3xjw2uMqX0fXpPVqYN6xgzUGzagrlgR9Y4dqJOSUA8YAPKLjo+CrlcPkz/+OOpHHkHNVRwRgbrCgo9wA19fQgLqNWtQN24M8pvUyqAvyvgc03Mbc/4TJqBu1gw112cUPZPctCnqu+8G+fGis0Bf3YlC99y5qKmPh0Htl7Z4G+jy5TF5udH/wA2LFqGeNMm7PCtXoub6uuUWkP0W4xjs1QuTt6u3BTckJoK8876yoFu3xuR9+qCuWRP1pnU5uIE7bIsWqFNSQO7u9UfQZyXFYHpufxo/t279J+h3ZmD771yzG3Tl+rif69Mefhg1jYfH5rYD/ejdO/F8huOjb1/Mrnlz1NxeddfQeG3UCDVneMcdIL9tdCvo5GRMPnky6jvbrsUN48ejHjbMPImNRU31dX7nGqAffBCT/74PPfw/fDiWL+X/QL/yindxQku/wQ38eXi6nm/r3Qj6woqbMH2tWt4nZLi+eM7lAdSzZ3geGRmot29HzTGVY+Ly5d75Odi9C2MmhYwwOGTv2YN6zhzUV464ATdMmXKCJfsZvp4XXwS5/qa/gG7ZEpPvHPc/0Nua/QZ0tfEYU3gdYc89h3rVKtQ0Bg52xuvl8nD2u3ah7tgR9eDBqK9Joj7Pg55PQHOmLVx47FAzSzOzYDBoqXzcaaLQtS13Mo5DPG+wI0MLpVBEJOhALs1r2dne+bMuDEcZ8gzLwKeMi6W1DOXnvAZXeVzw/QFfM9dpVJkiZecikJ/neX6/hAznooBRfXOBGUf7OuH0XJ/m/YdyYeXNykLNHYpuHkKxcd75c33z9bJ2NaijvnLyI712W2SEty2Tk4v1xcf7HdJh1+8gbDxmH/I+gK/fcPyUyafj+eaPL4gv2NEeeflYX1y/3P94ODi6r3u8OjLk+mS4O4X1D87fNZ65fFTfrv4VmUvt5WhfV3+MiXZczwnUV1iM4JNyzOCLcs2zDJeRG8l10a4YyvlzflRejnF8ua4QxtnHx6OOzKc5l0/A5eUxzBk65nguD/eRsDnNFcN9xmwuj6u5GVfMcMX4MDzGeHK9epa2dWvJX9sybBrwDYFZ+HW3aQNyd+vrQJ/1CPoufA8Vdo85ahRq9m75npPK+EGVO0F364bJQyu/ww3UPpsaXg36nMF43x7ma86cidrl23J/4Pt+8lm+aIu+BPu2Tz2FesgQ1E7fduHHuKGovu3ms0FflDkP07OxwvlPnIja5dvyBbFH0b8/SKdvO38+aurfYVD7bVuwETRfXrkxdM+/eDFqNs5mz0bNHoDDt71rMY4HtoGurJeGG6h+//CAt2/LviL3z7WraJ568knUHHPYt+15D+izalXA9Nz+1N6/2/o06DdnVgW9c+WPoCs3qYb59eiBeuhQ1DQenph7Jei/DvD2bam4YdXBtnHddTRe2bflDMlY/7bhzaDZwmGLrF/b9biB+xv72Az/cEG/O1zUFX1b9px+17uQe1EKen9IeQg0/zzIhHm3FHP5mr6tg75akb1b8p45hoZ5t+wtsy/Jc2SlSqjZG+bffvi3RAd792DM5JDMVKnifTr+aeqKF7GPhs0JLjIzUdOaY+NN2F84pqW9gr+NbGuKv+dWm/AvPGDrVtTPPIOaY/a6dSAPdsLfhnnK4SUD2/SdO6O+7z7UVyd9ixuqV/c+AWdQoIFKom9rdmx9W7Fi0IYPLznlcvHww8m2Z09aiatPIUoCp+XzqUIIIYQQQgghhBBCCCGEEEIIIYQQQpQkQqHS9aY4vQZLiONTtD8/F0IIIYQQQgghhBBCCCGEEEIIIYQQ4gwhP7/0/Ps1smLFChs8eLA1adLEEhMTLSEhwRo0aGC33XabzeAv5p0kNmzYYI888ohdfPHFVrlyZYuLi7O6devaDTfcYJMmTbK8PH9fayhN+QYCAd//Rrtev3qS0JvihBBCCCGEEEIIIYQQQgghhBBCCCGEsF/vw2YlndzcXHvkkUfs6aeftnxqpDVr1tiaNWts/Pjx1qVLFxs7dqxVrlz5ODkVjREjRtiQIUPs0KFDsH3Dhg22YcMGmzJlil122WX29ttvW+3atc/YfEsDgVBIL1MUJZsj3+42C5rZ4W9g8yfcyw75I24oXx41Pw28dCnqZs1Qz5oF8l/jzgJ9f9tvvI930asX6oEDQc7LvhQ0f/O9bVvUEye6T9G8OerYWNR/HbAT9BOjcYJISMD09y/7PW6oXx/1nj2o+UP0O3aATGtzK+hglRxMP3Ik6q5dzZP4eJAbs4OgU1IwebuWB0G/OzUOdKNGmP6CBS/jhl27vMuTnY2av+eekYE6gl7kOX8+am5g7hT16qFetQq1q/6YpCTULVqgnjoVdbduqPv2RT15svf+SpVAfpd/HujVqzH5jfPvB71x0L9Ap6djeu7/gwahvvtu1Nw8/br9hBu4ffj6/bJ9O8hAUlXQHHKWTNuGGxIT8fjYGM/TLVuGOjnZu3hnp/8A+r3lDUBz9+aQ++CDqC9IwvgTNt7bt0ddvTrIfdXx/CtXYvLLkjbihooVUc+ciZr7c5MmqKmC1re8DXSnTph8/bTvcUPPnqhHjUIdhX+zENnyEtBdumBynvI4HA8divqmm1DTcLOXe36OG/r0Qc0BlOHrMwufyB55BDXNCWFwzJs7F/XmzaiHD0dN83pgzmfe5yNCqWmgl2zHOeXiMXfhAVTJ+1t2AF12zv8w/eDBID8fg2PsyuxPMD3F9Kez7gW9fDkm5zHIQ+yqJj96H9CwIepnnvEsj02ZAvLz5biOurLWJkx/4ADIawZjzP9o2FeYnjrta3Prgh4//tj/581LtkOH0iwYDFoqB6fTRGFrWzZYArk5YccBfEBuLmqKIxYdDTIvPwA60ugvwKhNTqgMtPbiMvA5eWnERWbNl8jw0ikyAm9z+fxMZL6jzhkuINVHKCISdMDotpvrjy/AQcjwejg71/Xz6QL5Pv+6sKiuIB/P9clwgfn4rCzv/Xw8n4/3u8aUqzyO63G2H/dHys91vKv4DPcXZ4au+idCFXEe4Pt5ClEWE43l4evl03FzcH4ueHy64oWrucPGO9cfF5g0Xy8Tlr+rgK7xyuen+MXxmtsnLIGjAQ5le8cjR/EK3eaaI8pEUIzjA1xt5Ddm+J3kXGOO65TS78/F+z0eI3x4uQTvMRa2DnHEoLA5hMofisbyueacPMM+6OrSXJ3OmOa3AznWNGHnI3JyMX2ZKO/0nH/B4teufXgdWRLXthUqBO2JJw6XiS2eso/8CTewyWgWfl++cCHqVq1QT5sG8oW3cK75Y5tvMX3TpuHn9IIvYsAAkF9k431669aYnH2Bt97yzp59Hvat/nIH+iZ/f8Xbt/3jsn64weXbcoHZt219M+gw3/bFF1Gz7+i4d2Dflm/xr2yBvu1/p6Nvy7es5y98FTewMchxgOP21q2oXb7tggWob7kFNXsiLt+WjR8XtWqh5h8CJk1C3aMHapdvy74Q3ZN/n4++3Jo1mPz6+X8GvfHuf4Dm5uH+fN99qPv3R83Nc3tX8m25fdgYc6xlw3D4ti1bYvIvJ/vzbXleY4uGfVseXuzbvr/K27dlX5gsKjs/ieqTxzv/LsG+bdK5oLm7X1qFfFuqn7D5geJ/mG9L59/YEn93uvZaC+P7yeTd8pgYMQI1NVLZNhd7noP7NIdk9srZBmXv9oWb5uGGO+5AzYOQ4THNk9iwYahdaw6uL/6thMvDviL7tjM/9j4fEdqKY2zJ1mqgLx5Hvx937w5yf4t2oMvO/QjTUwPNG7UC9BXZn2J6+vHqHwfuAc1jgMfgs8+i7tCEfjvhoMAdivsrn5DmhHnLK4C+oqa3b3vdg+jbfviwt2/75gL0bSdMOPb/2bOTLSurZK1tzXB9++ijJadcLh57LNn27i159Xky6Nevn40dO/aoLlOmjDVq1MgSEhJs9erV9tNPx+auCy+80L744gsrW7ZssZbhiSeesEcK/M4VERFhjRo1ssTERFu7dq1t23YsNiUnJ9vXX39tSfxbeynPNxA4du/apk0bi4uL80h9mEGDBtm1hU3GJxm9KU4IIYQQQgghhBBCCCGEEEIIIYQQQgjTm+JKImPGjIEH4rp27WqjRo2yYPDwH1nk5OTYyy+/bPfff7/l5ubat99+a/3797e333672Mrw8ccf26OPPnpUX3bZZTZu3Dir//NDqvn5+TZx4kS78847LTMz01JTU61Hjx42nx8aLuX5FuT111+3WvyHGiUIf3+OLoQQQgghhBBCCCGEEEIIIYQQQgghxBlKfn7p+fdr4MCBA/BwV9u2bW3y5MlHH4gzO/zWuIEDB9ro0aOPbnvnnXdsKb9l8RcSCoXsoYcesiMf42zQoIHNmjXr6ANmZoffwnbLLbfY+++/f3TbF198Abq051va0ENxQgghhBBCCCGEEEIIIYQQQgghhBDiV08odPofdPPz7+dnns5oXn/9ddv+82fMA4GAvfTSSxYZGVlo2n79+tmll15qZocfDHv66aeLpQwzZsywb7/99qh+/vnnLT4+vtC0HTt2tJtvvvmofuqpp86YfEsbgVDo1zBERGnmyLe7zYJmdvgb2FOmYJo9e1D/vjd1a/5mehR9Ofi551DPnIk6JcWzjB9Nx/Nds+Z5TFDgaWQzC/umvEVHo+7dG/Uzz4B8bcpZoBMSwsv02/Y/ge734NmgJ0/G9FyHb72F+ra2aaDfnhPE/bfk4QHp6aipTvd1+x3ocrE5mD47GzU/5k51YhTAr1/4F9BTp2LyVq1Qc5do2hT10KGoN29GfUn0t7iB+1SnTqgrVkT94IOouVE3bECdm4u6Y0fULVui7tUL5EuTq4Lmz3efU3EvbhgzBnWLFiA31rwSdO2xf8X0w4ej5grl9u7ZE2Rek4tAz5qFyTt3Rh2ygHnSpg3Ita98DnrUKEz+r2FUHyNHop42DXW9eqjHjwd5ex+MGePGYXJn+ZOTQb7w4BbQvJ7pl0hP869Zg5r72x13gNybFQO6glF9cMAYOBD1nDkgbxiB/YWb/38DP8INVL8/DPo36AaJO0F/vLQy6OnTMbtKlcxzPw/HG8p/ihsOHEC9bp2n3vsklpfPd6u9gxsi6G8WduxAfcstIN+ZhdfL8Ym6n/Xpg5rrY/Bg1BzOu3RBzfG0sDck39oDY/y7k8uATkzE9Fd1wT4X1kkcPPE4jjGeQpYvR/3fyY4xN3s2yED7dqB5mq9eHXXbtqi5C1Vd9Rlu4E7SujVqrmQqny1ejPrJJ0H+/pFzQGdmYnKeoh54ADVPSY0aoa495zXcwIsMmrP21boAdLmp9Crz9u1Rc4PyGCxQP8ktW1ra9u0WDAYtNTXVSgKFrW1df80XMJ+3bLxOYPiEFHfyInCMRhqt8wrLw5En61AEGhauOoiMwDrIy8dxy5fM+cXGouY65bnXWeeu6/WLI7+cXO845ff0rvRh1+/3T06L+09UHf2J+wMnd14P90/uD/k0BrjD8c0E46hwPh9PezERdK/kKn8UjmFOzuPJd3tRAUOxcaA57J8VvR83cH1Q/RV7+V3t67e/O/of4yovx0NXfHIVzxWewsrjwlHesPbhOYML4HP8FXa9fkMwD1lHSAnDFVOcMSjXMYYdhKJxbcyH8/XFRFEbcBvSGPMb0phinzMd9cN90NW+jN85M2wOcGTonEOKsGZIrlHD0tLSSuTatmrVoH3xxeEyrVyJaTIyUJNFZWZmgdXf4waupxdfRM3eLfscxMczsJ9evQ7v08Nu6vgi2Ghh75buuV6f6u3d3tgWfdu7hqJvy9432wIu3/aduejb3nqTw7clo21f19tAl4un47OyUPO4ffZZ1FR/Ny56CDT71GTbhcWlJk1QDxmCOsy3jV2BG/z6tuxjcn/g3w44MPE9Lfu25PP8Zyr6tux71qi4Dze4fNvkK0DXfuMxTD9sGOqHH0bt8m0bXwiaLQquXqfvSfW1fgz6cuzb/vMR8ik5XrDHwr7tG2+ALLJvW6cOyH8PXg+a48HvK36AG1y+bd++IPdl4zqhXD7VBxuDd9+Nmnzb377o7dt+cPfHuIHqd+1A/G3s3Irevi2Hc/YIZ8xAzR7V9eXJU/Pp25qZ7R3+guc5b7Z3cQPPURxTe/QA+e5svGaewl3eLdcJe9dbt6Lu1g01h5yaNVGzb/veFFwrcki8qns53MDGooO/DfdeO/LPuW+Pd4w5msMCHTuA5hDJvi3POWG+7Wr87SgsprjM8blzUS9ahPrxx0H2G14btMu3ZS/f5dueM+d13MA38BSD99dB37bsVPotg43vUu7bmh1b35YvH7QhQ0pOuVw89VSyZWSUrHuF4qZjx4726aeH1wVt27a1zz77zDP9a6+9Zn1/njcTEhIsPT3dYmJiPI9xcccdd9irr75qZma1a9e29evXWyBw/Dj12WefWfufx1UgELDNmzdbMv3GWxrzPbL/CBs3btTnU4UQQgghhBBCCCGEEEIIIYQQQgghhBDiRMnMzLS5BR4y7cx/NVAI11xzDRz/+eefe6Q+Mf73v/8d/f/VV1/t+YCZmdkVV1xhZcuWNbPDb6ybzg/WltJ8Sxt6KK4UkJKSYoFAwPe/GfznDA5WrFhhgwcPtiZNmlhiYqIlJCRYgwYN7LbbbvOdlxBCCCGEEEIIIYQQQgghhBBCCCFEaeN0fxLVz78znVWrVllOzrE3W1522WXOY5KSkuDtZQU/I/pL2LFjx9HPt55oGaKiouySSy7xLENpy7c0oofihOXm5trQoUOtadOm9q9//ctWrFhhu3fvtv3799uaNWts/Pjxds0119h1111nO3fudGcohBBCCCGEEEIIIYQQQgghhBBCCFEKOd0PuumhuGN8//33oOvWrXtCxxVMx3mUlDKUtnwL489//rOdf/75Vr58eYuLi7Pk5GRr166dDRs2zDZu3HhCeZxMAqFQyPvj3eK0k5KSYrVrH/uG+NVXX31Cx/3tb3+ziy++2JmuX79+Nnbs2KO6TJky1qhRI0tISLDVq1fbTz/9dHTfhRdeaF988cXR1yaeCo58uztoZke/gL1jBybij7zTR9N/bNQONB+eno6av8nO32C/scla3PDkk6i7dEHduDHqceNQT56Mmr/1zR+5HzIE5Of1+hkTHY36skXP44Y5c1C/8grIT5ae7VmEYcNQr16Nmj8jv3Qp6rfeQr1rF+opU1Dz9dBn7e1y+wI3tG5tnowZAzKnz52gJ07E5MOHo+Y+kZ2Nmt/a+tG0PNxA9b+pXgfQ5+z6BtNnZKCuWRM19ykuIDdg9+6ouYJzc0F+E3UJ6ItiaRKcPRvkZ43uAc1j7ubyH+GGN95APWsW6qFDUVeqBPKTpN+BXrMGk9/TeT1uWLwYdbNmqJOSQG5MLwea+/s1HXNww/jxIAN9fg86NPCPmL5+fdTcAe+7DzW1j6WkgNzZ9yHQlROx/13UPBI0hyz+7DtXF1WPZWWh3rwZdYEpxszMHnkE9ejRqLk8PL7eG/0T6IPxGK/i7CAeQPW1ZQ+2J4fcxx9H3bUr6muvRX1OFTzf3uw40BH0JwjlYqm/MNSefEfzU6UGoM9+7v8w/QMPoC7wSmkzs7WNrgc9aRIm/0s3Gt/UYD+++B7oqqvpldM8v5iZPfwwap4UeH+rVqjpGjjmMP364vL21Zs+xgQ0Rq1bN9QUIw9lYX6dOmFybmNelnAM5DmQxwS3yVn52OfDBhlT4K9/zMwsPh41DfJDSed4lo/HeM+eqHnK2brVu3iNGqGuaxSj589HzUGAC8STboGglTxwoKXt2mXBYNBSebCfJgpd2/p0LkLm/ZpzvwSMbgm5PNzJTwS/bgydw3WNfsvsyq+o5tEvqSIvwq6P534mKgrkyb7eyAhvG4HPH3Y9fimOPlkAv+Urcn9kHOX3fT6fFDX/vHw83tUfitp+rvbi8riy91scV/qTPZ5c+B3vruvl+j3V/fGX5FfUMRqKwPsjvzHBdwxgHOnzIsqADuszrkbmOYTmDB5DfnGNCd5f5DnBQXGvk/xyMq8vuUaNw+vIkri2rVzZUv/738MbGzbERA7f1sxsZ2Nv75Y1e7d8G31DY/Jun3oKNRsPfJPCPhV7t3zTw74b3ZfPq4/eLdtwly56ATfwfTX5mJ8uQx+EfRr2MVetQs2+7bJlqNlmZN926lTULt/2snyfvi351Dm9sf7YNmNrnrsY30Kyr/O/qT592z30xow9e1Czb8v9ya9vS3GbA+03EfgbkF/fln8b+W158lC4/OzJ0G8V7Nt+mnQbaPZt/9CZfihlI7JpU9Qn27cddC+md/m2gwah5omQfds+fwbNvu3FLYrXt+UQzNMHDbew3338+rbvjnL4thGHPDNg35bDrcu3ZYvI5duaFYN3S/yUeC7os0f8FRMMHoza4d3yFPRQVxrj1Gg/jnwXdNU18zA9zzH82wv7ttwpWrZEzT7ezJnmxZ134FrpPzd9gglcvi1p9m05xnP7Zmai5jUGhzy+fA4BTt+WC8C+bWwsaodvy9XDc9wtt6Dm7upaQvr2bflegwvERnqB/pV8990lzrc1O7a+LVcuaH/6U8kpl4t//jPZ9u0rWfcKxcnjjz9ujz76qJkdfpvZoUOHLOIE/KW+ffvaa6+9ZmZm7dq1s9mO35a8eOONN+z3vz+2bti8ebPVqFHDeVzBsteuXds20FqwtOV7BNenWI8QFRVl/fr1s3/9618WFxc+D58KotxJREmjOD9lOmbMGHggrmvXrjZq1CgLBoNmZpaTk2Mvv/yy3X///Zabm2vffvut9e/f395+++1iK4MQQgghhBBCCCGEEEIIIYQQQgghhPhlbNu2zZKTk08o7eDBg20wP6hbQsko8PKYcuXKndADcWZm5cuXP/r/ffv2FVsZzMwqVKhQLGUobfkWRuXKla1OnTqWkJBge/futdWrV1vmz08h5+bm2ssvv2yLFi2yzz777ITLUZzoobhfMQcOHDj6lKeZWdu2bW3y5MkWGXnsL1HKlCljAwcOtLi4OLvjjjvMzOydd96xP/3pT9aM36wkhBBCCCGEEEIIIYQQQgghhBBCCFGKKY2fJc3Pz7e0tLQTSssPTZVk9u/ff/T/sfyGRQ8KvpmsYB5FLYOfcrjKUNryPUKjRo2sf//+dt1111mdOnVgX25urn388cc2dOhQW758uZmZffPNN3bLLbfYRx99VFh2JxU9FPcr5vXXX7ftP7+mNRAI2EsvvQQPxBWkX79+9p///Me++uorC4VC9vTTT9u7775baFohhBBCCCGEEEIIIYQQQgghhBBCiNJIaXwoLiIiwqpVq3ZCaQu+Eaykk5Nz7NPWUfxpeQ8Kps3mb34XoQx+yuEqQ2nL9wjfffedZx6/+c1vrEOHDtajRw/73//+Z2aHv4j54Ycf2nXXXXdCZSku9FDcr5j//ve/R/9/5ZVXWsOGDT3T33XXXfbVV1+Zmdn06dPt0KFDFhMTc1LLeFxefBE1f8OenkatemAj6npJmD57FepofFK2XqfzQT/67Lmg0+NfA/1wK8yuWvxe3NC9O2ouP3+UfuVK1CNGgLyyYSGf1G3eHDV/CJ4nunXrQF7VMRH0T7vwu9DvVbmHzlcT5Ds1HwLNn5vu2RM1XZI98cY5oN8cvgn06NGYfkOny0GveyQE+u67MX3VbpeBLkMFuC0Rr/+2Znh91oLCZ3Q0yO8H/wf0b7riA6d9+3YAfWOVg5hfLrbPpsSLQJ9jWB82ZAjI/fn4Te5FizB5u3X0CWR6zWzolltBb6cu9vLm80Df1Qfrp92Yf4Fe3/V+0H8ccQ3oZ8ehjul9M55w6FDUlSqBvOra+aifegrTz16G+pZbUE+ZgnrBApC1O3dGvYBiUDaOt7SOvwc9bRomt+iuqJ98EnWfPqj5zZw1qT9mZYGsfAstJoYNA/lNw2dB/9DrHdANdn0Jut9NjUFv2lUONL+JmW8Udu1C/XSj11EvbQ36nUV1Qffogcdf1/1s0E2b4v7u3bH/b96M+zt2RF1jzpugP2q7FfTHdTCehUF/XVFh9v9wP8VXnqP4+Jy2V4Eu8yKOp7PH3YTHcwVw/0lIAHnuqmGg/7J6NaZvjHPQ3lfeA101k/7KqE0b1NWrWxgPPICaOwVPCp06oa5XD3V8PGqKgXfwm7NbdTZP3ngDNU0yMf1xTH8egZ3q8uzPQA8ahNndVulj0LsbXQ3606Z/Ar034p+gnx6DfT42FjVX13lRn+CGuXNRz8eYGXPgAOh+PGk/8gjIz5bhHNCkCSa/uB6teyj/vCp4U/7+VBzzS9eh7tULs2uQ8TVumDULdcH+coKvUT/tcOB0lDtguM4JWcBzP8Pp8/JR5+fjuiXqBKox7Jx8Dbm5qB3XjCUqJL9iJtLycAOVLxRVxmt32OWxxxDIPgQ6L8p1H0U1EIHn5+oI5OeR9nbtIl316bj+nFwsH2cXGeGvD7r6bNhalY+n63cdH1493tfD+YcicIzwGIqg/WHl4w7DpeECuNqLDSqHyRWWv6O/8PWGFYeP9xnTuD2ZsPqj/Hj85lEM4/4YScVxnd9V/WHxw9Vfqb+7xpPf8Mf5Rxq2B9ePK3/n+HLA/YfLF8hFk/aXENaC3AdpTHCZfJ+P68TV533G3LAxzEP050+QHDd/Pp78Cj5fJOk8mnMYV4znPhcy75jJhMVgniMcMct3f3DFoCKuqxjf11da1rO5uWYpKYf/P3s27nP4tmZmlTPRu61cB73b87PpvpXuo+t1xHuUJ0aQd5vwKughVCSnd9uiBerJk1GvIm951CiQV9Snexb2edi3rVgRNd2jdWjv7du+U+VePL5FLZDvVkef7kjTHaF3b9TPPYf6sfFYv28PWwva6dsO8/ZtK3fD9GVGjgQd7tuSMcW+LfWX7we9BPqGHhinevdG3/aGMN8WfZZNFS8EHebbPvggyH256FstXozJ261Dny5sbXET+qbp1L1eJd+2H/u2rzwPen0X7C/3v4iexTPjUJfpcxue8OGHUZNv2+Fa9Fk7DB+O6ecsQ30T+V5Tp6Imo7s2mSK1F+H4s3yfvm18N9Ts2/bti5p/h2GjlH3bXjfgfvJclpBvu7YX+vjnpqNve3sPb9+WbWS+FWGL7u+N0Cf9+2L8scvl295wk7dv27Ur3gtv3oyaPa4ac/H6/0e+7Sd1/gw6bNpk33ZOIW+n8evdtsEYUWYUjqmz33oLj+dK6N8fNXu3NEYe4vI1xvz3vYIvMKmaQd5ta/TeLYl+H6UYZXv2oGbftn171Ozb0vWwLxzm27akRmfGjUPNvu2A20F/GpEK+oos9EnZt721Eu7f3Qi9+U+a4W8DeyOeBv3Psdjno6O9fdsGUem4gXxa/m2Kfdvb+ccO+u3s8+UNQLNve1EdWvNQjMqrVBX0B9NwzC9LQc3d49w95NvyurCU+bal8aG4atWqWWpqqjthMTBu3Di7/fbb3Ql98tprr1kf+p0rvsBvQlnUb70omLZs2bJFKlc8/S6VlZUVtu2XlKG05euH2NhYe+edd+zcc8+1H3/80czMXnjhhVP+UFzJjzbipJCZmWlzC/xA2rmz48diM7vmmmMPrWRmZtrnn39+UsomhBBCCCGEEEIIIYQQQgghhBBCCHE6yM8vPf/OdBIKPHB78OBBj5TIgQIPlibwQ7tFKIOfcrjKUNry9Uu5cuXsD3/4w1E9b948Xw82Fgd6U9yvlFWrVsErEy+77DKP1IdJSkqyWrVqWcrPfzr27bffWid+xF0IIYQQQgghhBBCCCGEEEIIIYQQQpyRxMXFWdWqVd0Jf0G+TKUCb6LNzMy0zMzME3pga/v27Uf/f/bZZ3ukdFOJ3oa7bdu2E8rTVYbSlu8voW3btkf/n5WVZVu2bLFzzz33+AcUM3oorhTSu3dv+/LLL23r1sOvCT777LOtUaNG1r59e+vTp49VqVLFmcf3338Pum7dusdJidStW/foQ3GchxBCCCGEEEIIIYQQQgghhBBCCCFEaSUUKl1vYAuF3GmKm5tvvtluvvlmd8JioEED/DTw5s2brVGjRs7jtmzZcvT/DRs2LPYyNG7c+DipT7wMpS3fX0K1atVAp6enn9KH4gKh0OkYIsIPKSkpVrt27RNKGxsbaw888IANGzbMIiMjj5vu8ccft0cffdTMzKKiouzQoUMWcQLf7u7bt6+99tprZmbWrl07m83fAj9BnnvuOXvuuedOKO22bdssPz/fgmZ29AvYM2ZgothY1Lm5qBMTQeY1uQj01KmYfNUq1PQgrdWsibrAA7NmZvbss6ij6PHTgp9MNwv/bHr9+qhbtEB9ffM0c5KRgZrbir5Lb8uWoeaLHDMG5GfraoBuV/0HTM9Bsn9/1NT+S1bjN6mbN8fkodWY/1d7MJD37Yvpuc46dkS9aBHqW25BzcU/K3o/bqDXen63HZ+Url6djrfdoB8dcRZo7kPNmqHu3Rt1XMaPuCE9HeSW8ueDrpG9HvShZHwQNmbpl5jf0qWo589HvWsXyN0TPga9Zw8mr20bcUNSEshruuNT/zxGXhj2k3f5atVCXeDVrmZm/0u9EDT3h5j+v8cN/BZMjjktW6KePh11+fKouUNS+YwXIXx9HOMqVkRNQWN9rQ6g6859DfRXjW4HfWnCd6D3JmP/4Rg2aRJqDjfr1qHm6qLuan9s9gVu4NfmRkejzs723k/9y35+iPwoVOC8a/Hb9Vz+BinYv40fPqf+9/4cHN8cTi9uRK8o5gpcuBA1t/fmzahdDcT1wfnxgM3MRM3jn/Pr2RM1D2Az+6bK1aC5yBdUoZjG52zTBuTr0yuD5q/AV00KhJXBF488gvrxx/0dP2QIyP+1/jvo3zTbBnrJVrwhuLhJDmiOQTmdsc/yumXaNNQ8h9Qovxf0XqsAmtcl5bbSHE99fsnKGNDchblL8TqHuyT3j+XLUfMfgPXqhTpyzEtH/588dKil7dljwWDQUlNT7WRR5LUtr11dUCOFDPs8GzYuA8d1G8Bh95fkwftZR0b4vC3lOnNdNJ+Q5o68fKzDsPLw3M0dlfLjNuHDy8Zj/nx+rnMuPp/edbmsA+Zd31x+ho/PyfXug67y+y0Ppw/bn5+HGfgcFKHoGM/9rvIeyvauv5hoOt5VYQT3l7D2zT7knZ/rfDy+XB2KcZ3PBce4CPQ2uH3D9vvsT0WNmZy+TJSjff1m6Lc+HXNE2PhwHM/9zZE8vP6L+ivCicyRfuvItZ+DlKNPcnZhc4ijTTmGhsXIDFy7hU0qfD/Emu8neZLh+4H4eE+dF4Uxkq/XFbO5Prg+Ge4CrjnE7xzG8PGuLngCdirge87OPXZvkFy7tqWlpZXMte1ZZ1nqv/71c0GTMRH3ycIqlbzbUBP0cfgeZ/Vq1OzdchHYdxs5EjXXu8u75f3sY/6mKXm3nAH7AHPnouabKpdv++KLID9fFwR9ZZLDtx00CPVTT4H8ZjX6duxbsm/7dQb6tgMGYHq2yQq8OMLMzBYvRt2jB2oufoUob9/2+x3evm2FfPRt/zbKn2/LvnJc5k7cQEZYWvnzQAezHL7tsq8wP+4P7PNTXN897gPQ3P3Oyff2bW/oie1fpw4m/+dQ8m35Jp77K81jH6VeALp9e0weM/BO3MDG7syZqNmIZF+XTQUewCfZt91Y80rQtee/Cfrrhr8DfUkCvpxib3XsPzwvTpmC2q9vS7a/3dWEfjdw+bIuX9enb5vT6Tegf35nx1HOTfkENzh82w/moAdmFt5FL2ro8G45SPFvATxHcyNNnoza5d3y+V1eMtcBBymqk2+rXAWai3t+FYppHHNatQL59kz0bfmnlspViujbsk/LPq4LSv9Ry8dAX9MUfdtvtqNve1Fj8m0pBnGf5TULhyS21oMJuPbfFxHeZwtSbvta3EAd+ptVuHbn30Zdvi13b+4fK1ei5hDL3S9y3KtH/5/85z9b2u7dJ31t65fk5GRLS0uzhISgDRhQcsrlYvToZMvMPPn3CqeLDRs2wEue3n77bevJA4jIycmxChUqHP1s6NixY+3222/3PMaL7OxsK1u2rOX+fD/zt7/9zYYOHeo87txzz7V1P0/AjzzyiD32GMad0pbvL2HZsmV20UUXgb7wwgs9jihe9Ka4Uki1atWsVq1aFhcXZ7t377bvv//+6Hd3s7KybPjw4fb111/bhx9+aGXKlCk0j4wCi6Zy5cqd0ANxZmblC8x++/bt+8XXkJGRYWlpJ/BglxBCCCGEECUcrW2FEEIIIcSZgta2QgghhBBClK43xZ3p1KlTx5KTk48+8Dd//nznQ3FLliw5+kCcmVkbevmCX6Kjo+3SSy+1L7744mgZXGzfvv3oA2bHK0Npy/eXsIre7HAiX74sTvRQXCkgEAhYixYt7M4777Tf/OY3Ya8XPHTokE2ePNmGDh169NOmH3/8sQ0aNMheeumlQnI027//2F9PxfJfsnhQ8BvOBfPwS/ny5S0YDLoT2rG/OBRCCCGEEKIkorWtEEIIIYQ4U9DaVgghhBBCCFHS6Nq1q40aNcrMzN577z0bMWKERfMbSQvw9ttvH/3/+eefD2+a+6Vcf/31Rx8ymzVrlu3YscPzAa+CZahYsaJdeeWVhaYrbfn6ZcKECUf/X6tWrbDnnU42Pl/wLk4H55xzjn311Vd2xx13FNpBYmJi7NZbb7WlS5faxRdffHT7yy+/bMv5VdU/k5Nz7PWuUfyuUw8Kps0+ke8oHYfBgwdbamrqCf071YNCCCGEEEIIP2htK4QQQgghzhS0thVCCCGEEOLwm+JKy79fA3369Dn6//T0dHv55ZePmzY1NdVef/31Qo8tCrfeeqvFxBz+LHFOTo49/fTTx02bmZlpI0eOPKpvu+224z6XU9ry9cOHH35oH3744VHdrVu3Iufpl0AoFAqd8rOWcsaNG1ek7w0fj9dee63IA3Lz5s3WoEGDo59TvfPOO23MmDFh6QYNGmQvvPCCmZlVrlzZduzYcUL5//nPf7Znn33WzMyaNGli3377bZHKeyIc+Xa3WdDMDr8S86abMA1//fXnF+YdpXlz1PXqoU5KQt2yJepKlVCXTfkON+zahTo9HXX79iA/XYzfgD9wAJNv3466YUPUnJ6vx8wsPh719Omo58xBzfHnxm55uGHECNSNGqGmGTet6W9AB6fSWwurV0fdqRPq1atR80OYfNGLFqFu0QLkD+lng65YEZPzG0P5edKmTVGvWeO9n+ufuaI1ht47+wdAL1yI6fv3R819gj8Pf3vXn3DD6NGoqT6/7Y7fA+fq794d9YYNqLk5yy39HDfw61ULvHrVzMwWLAD5YeLvQfOD/nz4PS2X4AYek1TA99ecD3rlSkzO7ckx4pJKG0HvrlgbNMekCsvn4YbERNTUgJ9FXw26XX36bMnkyaiXLkXN34TnC+AAwIsaHm+8/7nnUHMH4KBbvz7q++4DGVr9A2huD+7f1zTeghvorxrenhQDmsdr166oub0jN2P7WoG/YDAzsy5dQO6teQHoCvE5oHMMP2W+bBlmx/351ppf4AaeFDp3BpkXWxb0449jcm4OmpLCmpfnGN5fbgPN/ZMmoeYAZRY+L1Kf2N3yGtBbt4ZnUZABA1BzG/+4A2Mq99mfet8P+uzln2F6LgBPkrzQeOst1K1bo6ZKzev+W9Ac82fP9i4Or0t4TmPNIaNjR9Q8BngMcsiiKdZq1UKdmYn652XpUfbsQc19jPW0aag5hLHGKSDZzNIsGAwefbX66ebI2jY6OmjNmx8uE7c5w8YGzzOsGde9a8DolvBEnBQ6aV5+4DgJC8/SVWbX/txc7/z5miMj6Bo5A8cJQxGRoAO5GOudjeKqU1d62h8yf/XNl8v147d9GE7PSwlX+7guv0yUo/2IUBTOva7rdxHIp3sjnx00L6LMcRIeJux6I/IKT3ic8/P489uePD5c/SusPhzkGY4f53jkC/D4q99C0/uFO6xrPLs6PL2N3xUfw+qDyMn1Pt5VvLAY74h/YfHOvPuHq/ojzV9/5vwLG+5+50EXYX3a5xzhqkOG64zXSny6uOy9uIEMB455YdfjCsJ+Jw3GZ0zyOyUyruL5nYKLweP3BZffFQIL6oYNk23r1pK/tmXLjttk8+bwfPiehPPglxnwPQnfs5Td/D1u4JsQvkcl3+qzpejd8jhlK51tD76vrlMHNX+4ZeZM1OxTkg1h13ehcf7zGzOOWyBiWxP0napN+w8mYB+JbyL5JryIvu3a9LNAly+Pyfmeme9ZGzdGzb5lkyaoXR/OubwVzn33DMS4tngxpu/bFzVfPt/T/67LbtzwyiuoqT5XdP0/0C6fiy0Lbs5yy8inZA+DK5Aa4KPE20DzUo0Pv7P5N7iBxyMV8MN154Gmr22FtSfHh4srbQK9t+I55kWFVV/iBjZVqAHnRXcAfUW9bZh+yhTUbAQ++CBqvgAOABxEXRNhgR+zzSzct3UF3CFDQIaWYvtxe3D/vqqht2/77hT0bdkXvfZa1NzekanYvjZxomcG+2ri7wDlYule3sK9W/5tiPv0b5Opz/CkQDGTvdunnsLkzZqhbtsWtV/vtuyGFbiB+yTPEQ7fdm+Lq0C7fNvBg1Fzn9m0me5vXnwR5E+33AP67JX0WxN75TxJ8kKDvf1WrVCzb9v1BtA8hc2di9rl2/KcxmsWbh5ufx4DXJ+cH/8WwL5tRgZqnsL9+rYzZqDm+uGQhs1T8nxbs2Pr27Jlg9avX8kpl4tXX022/ftLXn0WN9dff71NnTrVzMwSEhJsxowZdvnll0OajIwM69Kli82bd3jNU61aNVu/fj18EbEgKSkpVrv2sd95H330URs2bNhxy3DvvfcefXgsMjLS3n33XbvxxhshTU5OjvXs2dMm/fz7WVxcnK1fv97zj4pKS7579+61vn372tChQ+GFXYXxzjvv2J133nn0C5Tx8fG2fv16S+IF6klGn089w6hZs6bdcsstNm7cODMz++STTwpNl5CQcPT/Bb+l7OJAgcVBwTyEEEIIIYQQQgghhBBCCCGEEEIIIUo7v5Y3sJUmnn/+efvyyy9t586dlpmZaR06dLB+/fpZp06dLCEhwZYvX24vvPCCbdx4+OUXERER9vLLLx/3gbhfwrBhw+yjjz6ytWvXWl5ent10003Ws2dP69atmyUmJtoPP/xgL730EnzR8R//+IfzLdulJd9QKGSTJ0+2yZMnW8OGDe3qq6+2pk2bWrVq1axs2bK2b98+W7FihU2aNMm+/vrro8cFAgF77bXXTvkDcWZ6KO4XERcXZ1WrVj0p+RYHbdu2PfpQXEpKimVnZ4d9T7lSgUfVMzMzLTMz84Qectte4An8s88+2yOlEEIIIYQQQgghhBBCCCGEEEIIIUTpQg/FlTxq1aplU6ZMseuuu8527dplhw4dslGjRtkofnOyHX4r2vPPP2/XXXddsZbhrLPOsmnTplnHjh1ty5Ytlp+fb2+99Za9xV8U+pmHHnrI7rnnnkL3leZ8zcxWr15tq/nzc4VQrlw5e/nll+0m/hzkKaKIHxj4dXLzzTfb9u3bi/3fzTffXCzl46c2f/rpp7A0DRo0AL25sPfWF8KWLcdefdywsM+jCSGEEEIIIYQQQgghhBBCCCGEEEIIUYy0atXKli9fbjfeeKNF8Td9f6ZFixY2b968E364yy/169e35cuXW79+/Y774qtGjRrZhx9+aE/xd7NLeb5xcXF2++232znneH+i3sysQoUKNmjQIFu5cqXdeuutJ1ze4iYQCoVCp+3s4qQwZcoUu+GGY98837Nnj1WoUAHSbNiwwerWrXtUv/3229azZ0/PfHNycqxChQpHP7c6duxYu/3224ux5IVz5NvdZkEzO/wNbP5GOX9jPSYqD/TezEjQEfQ4KH8jPTMTNX+ifsMG1Bxv27dHXSMiDTfwR9qTk0FuTC1jXvD54+PD09Srh7pyAn0mlyphZ0YMaH6ol797z9+xX7kS9QX1D4FeuxnzP7f8j3gAPW7/2Wp8uLNdK8zPCnzK18xsbfpZnuWpU8dbc58ou2sL6P/MqAG6ZUtMz23SqRPquFgMtRtTAqBrz30dD6BOuanbvaD5c/CXJ63HDdWrg/xgJk5wHTti8rIZ2zzP/1HKeaC5z82Zg5q7+IMPemYfpunllvbzp86P8swzqNetQz1lCmoeD61bo162zDzh9l66FPX48agbNUIdG4v62mtRc32es+5T3EAD7oddlUFz/z03ER+G3h+Lb/bk/m1bt6JevBg1N+jAgSDXpmDM4vNzA3+2uS7oditfwPRVqqCmIL87Gt/WyjG7xsR/4oZduzzzM35TaoG3qZqZfXvgXNAX1tuP6dPTUXN91qqFOiUFZE7zy0APHozJaTiHjV9+Rr1c/l7ckJUFcm0G1h8/F8/jI2bRPM8C/VQR27OwexDu42UOUBlpDshJwJjOcxLH3G7dUPM1zOv5Em6goLRtzT7QPGapCq3aFMqPxwj1sX11LgRdLjYH9MFcHEMZGZgd1+nZEbtxA/VB7rOrVmFy7lP8F28cM2tkrQWdFo/5T5yI6RMTUXOM4rdj8xDhMV3grd1mZjZtGupmzVAXvL7770+23bvTLBgMWipPnqeJwta2ubmYhuusuPH7V46FlSdg/m4jQxbw3M9lctWB6/yu87nyK+rxTF4+5hcZ4a/8rjbz22dc9e23PZhAfp7n/lBEpOf+4q5P1/GMq76P47edMDzmOT8+v6s9XO3HuNK7YpLf8/vt74xrfIb1lyJWoDN/Iiy9o/+7zseE5cfX47ND+r2+opKTi+dz9R/mRMrnipl+Y0Rx15HfmM5robC1dD75IzxoCzOJvPAZNFz1U9T9THHPia7yFPVtEK7zFyXmnnPO4XVkSVzbJiYGbfTow2WqWBHT8C14mYjwOLnvgPfagH0jsgXDvFu67Q6rVy5TmHfLDUM3US7vls/Pw5J9SZdv+1OmP9+2cWPUfE94fj2Hb1txJx5A9fH5GvRtr2xJcYl9iB342wSXn+8JWfNUF5eOvtZrs9C3bdEC07OHwL4K+7abNmNcOGf+23gA+Uybuv4RNNtCl1Xx9m0/nIW+Lf+24PJtP0lF35Y9jfnzUbPHwT4UjzeXR8EvZuHfUbn+p05FzeOBfVj2+TmOcnr2eSdMQM0+GtdX586oefzWWPcZbqABt3aPt29bNxE9nf3R6IGF+bYc4NiYZk9qwAAsD/u2lchTogb/fHNt0FeuIg+MfFMOqHuj8fq5/9SY/DxuYN+2TRvULt82E33JMN+W8+cBamZWsyZqMktzml0Kmn/rYJ+LY0z9+qhd3u36TG/vtlUr1DGLv8AN7N2WxzblMcxjICbL27fNK499ds0aTM5jvksX1DwHf9brVdwwdCjItKX4WyKPSV4TBKf/Bzdw0KM+FubbxuM65WA2rlGK27flOdHl23LMrJGNc0xaLI6JyZMxPfu2jF/flmP09OmomzY9fv733lvyfFuzY+vbsmWD9rvflZxyuXjzzWTbv7/k1efJZufOnTZ37lxLTU217Oxsq169ul1yySVWn4PvSWTfvn02e/Zs27Jli+3fv9+qVatmF1xwgV100UVnfL47duyw5cuX2+bNmy09Pd0OHTpkCQkJlpiYaE2aNLEmTZpYZKT3vd6pQJ9PPQNZVeAuNyYmJuyBODOzOnXqWHJy8tGgOH/+fOdDcUuWLDn6QJyZWRtenAohhBBCCCGEEEIIIYQQQgghhBBClGL0+dSST+XKle3GG288rWUoV66cXX/99b/KfKtUqWId+WnwEog+n3qGEQqF7N133z2qL7vssuOm7dq169H/v/fee5bNf1FCvP32sb+IOv/88+FNc0IIIYQQQgghhBBCCCGEEEIIIYQQpZlQ6PBDcaXln74NKcTx0UNxZxj//ve/bXmBb0x14++JFaBPnz5H/5+enm4vv/zycdOmpqba668f+7xjwWOFEEIIIYQQQgghhBBCCCGEEEIIIYQQoqQQCIX03GhJ5rvvvrPnnnvOHnzwQWvQoMFx04VCIRs5cqT96U9/sry8w987r169uq1bt87i4uKOe9z1119vU6dONTOzhIQEmzFjhl1++eWQJiMjw7p06WLz5s0zM7Nq1arZ+vXrPfMtTo58u9ssaGaHP/eakoJpli7lY1DzJ+P5M9K7dqHm/GNjvfNr3Bj1ggWoJ05EzZ/y5vK0bo06Ohp1+/be+ZmFf1eey1w7OQc3FPjsbmEZLFlTDnRGBiavVw91BD1yW7486nIbvsUNNWuC/HTpWaC3b8fk3MbNmlH+W3/ADdWrg1yRgtfTsCEmL5O5GzdwJyv44Xszs5UrUV97Lci9+Xg+ro/AhvW4oWJF1NQJNu3C/Pj0XP8JCag5fYsWqPnFkZclb8ENlSqBTNuF8WDZMkzO7UfNEdZ/WAdyqb9yB1y9GmROC4xjkydj8pEjvc/XqhXq+HjUmzej5ueP9+xBzWM4Nxf1nDmoqfuEjWc+ftEi1Ny+LVuizsxEfXUjbN+NuTVAV6mC6fmV0Rw+Zs1CvXgxar4e6k4cDuy2Lntxw44dqCnA/VjlAtDcXc49QPGHOsChqLKgub05njLc/jyHcH9ITETNw5/bl8dnkyaog5aGG6iC86JiQEdmULyjC9gSVRs0l5/jTeXcbRYGBaH1O7znFL6m+fNRcx+jEBDWBpye590fJn+HG6gTHozC8nKbPfAA6ieG5YH+bnUkaO5D3Me4jXmM8ZjhdQv3oS5dUHN98xwQl/Ej6G+2VgV9UeImPGDuXNS8MCIONrwINLcPxyguf9gaghskKurof5MvvtjStm2zYDBoqYUtmE4Dha1tS/qr+Asrn6vMHBtc+E3PBMzfbW3IAkU7oc/zF/V8Rc3fb/2ENTA1UHGfr6j14yhuGEWtz+I+nwtXeXhtWNTxVNTj/dZPcefH9V3c/csvXN7iHh8nO/6cbk6kvvgai7tOTnYdu/oY73eNiTJR/srriiHFPYaLit/yuGJCWPv6DDone44vSHKNGpaWllYi17bBYNBSN240M7Mt28tAGpdvaxZ+j8Q+jcu7Zd+G82vUCPXChagnTULN1cvlKap3W6sWar4HPKf6afZtU1bgBrpH/mxpBdAu37ZpU8r/VPu2XH9kvO3LRx+IfVSnb0vGz5ZdmJ/Lt+X+y8V1+baXJnv7QGnp6AMVeKeCmYXbbFx97OM5fVu+qWfftjl+3WjKFEz+4ove52Of0+XbFvhgkpmFjw8ev1y/bHm4fFs+nn1Rly9/4ADqqxoWr2/LPrTLt2XLhX3bW68tmm/L3aXuAYo/VCCXb8v1z/XB7W8W3gf8erdchy7vtpqRd0onCPNuM6mO2buNOAe0b++Wgt7GdO85hW0/9m25j7Fvy/lNn46a5+zvJnr7toeisbw8Ju67D/Vjj3j7ttx+rj7G18e+7YYNqLk/de6MmuuHY17MHp++Lf9gzRVMHKx/IejZs3E/j1mOiaXdtzU7tr6Njw/aLbeUnHK5mDAh2Q4cKFn3CkKUFKLcScTpJCcnx8aOHWtjx461iy++2Nq3b28XXnihValSxeLi4mz37t32zTff2DvvvGOrC8y8MTEx9u677zofXHv++eftyy+/tJ07d1pmZqZ16NDB+vXrZ506dbKEhARbvny5vfDCC7bxZ1MjIiLCXn755VP2QJwQQgghhBBCCCGEEEIIIYQQQgghxKmipP8hsxDixNBDcaWIJUuW2JIlS5zpkpKS7M0337TW/CdrhVCrVi2bMmWKXXfddbZr1y47dOiQjRo1ykaNGhWWNjIy0p5//nm77rrrflH5hRBCCCGEEEIIIYQQQgghhBBCCCFKMnooTogzgyK+AF+cbKpVq2a33nqrJfE7qwuhatWq9vDDD9uKFSusY8eOJ3yOVq1a2fLly+3GG2+0qKjCn5Ns0aKFzZs3z+65554TzlcIIYQQQgghhBBCCCGEEEIIIYQQojSRn196/gkhjk8gFAqFTnchxImxZcsW++6772zz5s22e/duy8nJsXLlylmlSpXsoosusvPOO88CgUCRzrFz506bO3eupaamWnZ2tlWvXt0uueQSq1+/fjFdhX+OfLs7aGZHvoD97TLsttWr4zH8ifKsLNTR0ajL7EjDDfTR+R93lQFdNX8b6I1Z1UC7vjG/a5d58sYb3vvLl0fN32w3C/+uO12S8XOWKSmo+bnKqtlbcENCAmp6oDInthxonpAXL0bdtCnqsqk/4IY6dVAvW4Y6Ap/xDTW7GHRGBiavkL0T9P74yqBXrsT0XF/c58rswfxsxw7Ue/agjo1FXbEiyJ3l64Lm8nMfnzoV9cKFqPv2Rc3tsWEDah7ynJ4vh/s0v6gyWH4fbuDv2dP1cwfel3Qu6AEDMDmP6eHD6fyL3scNfMEDB4J8fnQM6NxcTM7jpUsX8+TAAdTcv6j72po1qHm89OiBumFD1Lc2XgH6tcUXgJ4zB9PzcL7pJtRXNqP2K/C5bjMLrxAar7vr4Hjk+DRlCupKlVDz9XEM5Oe5w8ZnFpb/+1SMT9x/4+NRc/tv3466VSvU3B/LRR8CvWIN9q8LKuGc4py0KAAcisBPmscYni+swJw/VUBei8tARx7A+ttn3vGd+6+ZWePGqOOmvosbuBNypa5ahbpZM5Ar1mEdjByJyTkmchfu3h11//6oO7Q6CHp3Fp6vc2dMv2gRao6JLVqg5j7YtSvqGzrj+TlobNmBferFFzH57NmoeYz/eXAe6LTtkaB5zuGYxTGOQyxP2TxF8jopORl1kybemvv8xq3H6qNVq2Tbvj3NgsGgpfLcc5oobG0byi/eW7KAeecXMrxn4PS8vziMFY6lDPcrF37TM5ER/uqc68Qvrjr222Z+83e1Idenqzx+M/Rbf5w995/j/C3XiRbHd5921o/PDEMRGGc5DjK8FAjkY9wOOz/fm+V617/jcGd61q7x6Td9mSis77x8vB7uH5wf67Dx7/OCuP0Yv/HObzw72THbb3n4fEWNryfSP5wxynEOF646Dkufm4MbXI3suEju464u6oqRrLmN+Po4JvHtgyt/xnV+hsvD1+fqI37nCBeuMeU3Jrq0V/+rUePndWQJXNtWrhy0Dz44XCa+veN7dLaAzE7Au02n+2b2btMxNle1H0FvyqoK2uXdsu/F7Tp+vHnCvgXfM7p8W9Zc3vbtUVfOJm+bjY0i+rZ0C25xmx2+7fLl5gX7tlwf5bK8fVu2CFy+beQu8m3T01H79G1/Kl8btMu3nTYNNXsGvXujLqpvy+Vhz6FlS9Rhvu3Wrahdvm0V9LHvuw+Tc1x+5BE6/9IPcQP7jGQE/3sM/lbD8wSPF/7thOuL4w97Rgz7XkuXou7WDTX7mr9t9B3oN5eeD3ruXEzPMZV94cub7scNfAFcIbVqgdxd6yLQ7PHw7w7s23J/dPm2PF7LZGP5f0gtC9rl23J7cvdli7GwdQJ7t9+tQ5/t/ESHd+uIGTlR6COWySWfj2MSNwLFqFCLS0EHMovm3Yb5ttP/ixu40n36tlyf/KEyjolcPh5TffqgbtcS63NvNtY3+6w8xniO5jmP+yCnv74TtSd1srQdGLP4+vm3Gh7j9w8qmm/L3dXl2/L18hqJ51juP+zblskvXb6t2bH1bXx80Lp3LznlcjF5crIdOFDy6lOIkoA+n1qKqFGjhtWoUeOknqNy5cp24403ntRzCCGEEEIIIYQQQgghhBBCCCGEEEKUNEKh0vUGNr0GS4jjo4fihBBCCCGEEEIIIYQQQgghhBBCCCGEsNL1UJwQ4vjooTghhBBCCCGEEEIIIYQQQgghhBBCCCFMD8UJcaYQCIX0MkVRsjny7W6zoJkd/gY2f9P8rOwfQedVqgo6Mms/6IMRZUHHzfwAM1ywAHW9eqj79gW5ZSt+w52/2b5qlbeOj0fdp495MnUq6uXLw9McOIC6bVvUsbGok5JQ8zVkZKCOjkadm4t6xw7Ue/agTk9HXbEi6oQE1PXro76gMYauH3cEQFfNWIsH0AXtT6oLmsubmYk6JQU1p9+82fN0Vr48aq6/NWtQZ2V558f1c+21qLlPTZiAunFj1P36Yn3uy8T65PNH0SPVMQs/N0+qV0fNFbJ1K2ruELyfOtzGmleCfuop7+yefoqmvoEDUfMFdu2Kmq7n68zzQHN/5f7E47NWLdRlLAc3TJvmfQAFle+a3gb6/EZ4vXn52L7Tp2N2112bB/qHdRjjOCRGHtiHG3jAb9+Omuo31PQi0Dwe5s/3PDwsnjVp4p0+ORl1XDRe74/peL2pqZh+3TrUHA84PV9+p06oK1VCvXo1au4vHG+WLkW9ciXqW25BzcORb+w4PvD18nzB3bFmTQuD571Jk1D37OmdB+sKWTjv74vHeZ9DRoOsb3HDlCmoeYxTp3pzMY5xbnOX5jZduNCKFe7jPXqgrlMHNa8buI3vuAM1r7u4j3GfatgQNfdxbk9eQ0yciJpjAJ+/USPUDzxw7P9/+lOy7d6dZsFg0FJ5cJ4mClvb8jgMmL9btJBhXA/k0jySnY2aOw0tTHieKAwuM7cjrx147cPw8awZvgSGz89w+f2m92uKcf4uzQTy8zz3hyJw7nKVz3U9RTX9ilo/3L68n7s074+JxjHEY8RF2BhiXA3mwlFBoagyoHktwPDaP3Bgf+EJj8ADkq4nz7zvbxnXeAqLaa4BThnmRcWAjozwjpE5udje3J98l7eIHZpjquvymaLGO8YVv13pWbvGq9/rPZH5wNGFw+D9rj7g0nw8xyRX+Vx9jmMWny/SaE5wFYA4lBvpud/V5blN+PaPT+/qwy5c+XF5uPx+1yCuOYlx9T9uHlcf97rfrVv38DqyJK5tq1YN2hdfHC5TYiKmOSt3J+i8xMph+URmHwR90OJAx835CA9YtAg13/TQTWbadu+5jX0Ivodj34HvYTk/9ln4npjn9tatUXO/rVIFNfcTl2/L/ZDv8Xgc83721XjtwT7ReQ0xru1Mx7hWOWM9HsC+bZXaoNlHZp+NhwOndw0Xl2+7YQNq9m0Z9m07dkTN9Td5Mmq+p/5dryL6tou/wA18AHcwrhA2tlz7KbBtSr4c9IgRmJz716OP0FrswQdR8wV27oyajKtvDjQAzeGCxyNr9jDCfNsZM1CzUUYB5fvGvwXN44XXjrNmYXZXd8R1wNoNGN/4+vi3sbCA4fJtG18AmscDe1zcvTh+su/Izcm+I/u2O3fh9bIHyOXjeMDpzcKrgMcsz2s8Z3Cf4ZjDPhzPMd27o+Y64LUC+2B8zXw8e+Gs+Xr490f2GV35lcvCeX9/PM773AbnZn+HG3gS5TFOQfrdZTjGuc1Zs2/LvujMmeYLnjO4z7NmG5pDBvue3L69e6PmOZv7F/cH/u2K+ze3J/c/ttU5BvDP661aob777mP//+MfS55va3ZsfRsXF7Trris55XLx4YfJdvBgyatPIUoCelOcEEIIIYQQQgghhBBCCCGEEEIIIYQQpjfFCXGmoIfihBBCCCGEEEIIIYQQQgghhBBCCCHEr55QqHQ9FKdvQwpxfPRQnBBCCCGEEEIIIYQQQgghhBBCCCGEEFa6HooTQhyfQCik50ZFyebIt7vNgmZ2+BvYmzd7H7N9O+ooevyTv9E+dSrqVatQx8d7ny8zEzV/Y52/Ed+8OeqlS1HzN99TUlDzN+qbNQsvU/nyqBMSUFevjjqY8T1umD4d9datqLmSO3ZE3bAhavoQfV71Gp7Z8TXv2IF63TrUN92EmovLbRgbi5rrh+uY25jzmz0b9XPPoV682IpEYiLqVq1Qr1mDmpujRQvUy5ej5s/L33EH6tatUcfF4tSxe08A9FkZm/AArqBFi1DzIM3ORs0Vnp6OumZN1AsWoO7RA2RO/3tAz5iByXn8RESgvqLxbtxAHXRvUgPQu3Zhcm7PCrs24oZKlUBu2VMONPdfLm9M6nrcwAXgDOgCP9txPug6dTA5jw8evwsXmidc3m7dUHPz8/jnGL1sGeoNG1BzTOb8mzZF3bYt6ita5eEGHnAUUHdmVwBdeeu35sWPSReC5u6+Zw9qbs769VHHZfwIen9CVdAHDmB6rk+OVxxvuDwcHzk+m4VfU/fuqLkNeR7kIc8xn+f1s7PSwgtREJ5keCHAEysV+JquZUBzDOEucm49Wm7zBdKk9dj8DqA5ZvP1csw+L/Nr3MAxlmJATr3zQPMY5uvh9uQQzDGCL5djIK9JLopagRuSklBT0MlrdAHoOXOO/f+WW5ItPT3NgsGgpfJkd5oobG3LcYpxGTCuadSV/y+B25nLwOdk7feaeC5meH+kUezmSuECsOYCOAoUioj0lb1Lc/3yfld9MJzeVf/cXjx3cHXyfoavh5ciXL1+m8NVn67zuQjkO/qT30HmahDez/lThYZi4zyL5+ovZaJonqLyuPo35x9WX5QgLz/gtTuMsPx8DoicfCy/63ycvat5OT/u737zd8VLv/GTy+Nq77D4ZtheYe1BcH9hXOUP608WbltymVx1xHXqiiGMaz/Xsd82dM2prjoPy5CDgKNT7M3A+uTDK1b0WT4qz/5sXDu72oNjdtic7uqz1AddY4z7nN8YwfD1hJXfMQd4lb927cPryJK4tq1UKWhvvXW4TI0bex/D9/hm4fXG9xiuey6+R+F24rUK94POnVE3aYJ65Urv87NXzeOafQf2Ibn8fAtULXMtbpg1CzUbM1zJbdqgZiOBTpiXFPTMjq+XfQr2Zdj34eLyuGfN9cP9JSvL+/j581GPGoWabUTX2papVw91y5ao2Sfh5mALgn0a9rl79ULNvq/Ttz1AnsncuajZpOG45fJtuUPwTT8bT/TjSU6v20Gzrczjh/vDpQ334gbqwPuSzgXNPhfPe+V2kc9NpkZahrdvy+WN2Uo+MBfA4dt+kY6+M3tEXB88fl2/U7Bve+21qLn52bNjD4jjJ8cP1zzdqBFq/p3i0uY0z/KAY982C9vLzKzyju/CthXkx0rolXObchOyZm+dvduD5b29W55zeIhyDODzc34co3kIc5tzG3IV85Dn30N5Tj8ra5t5wmsc/q2SJ1Uq8K29ce05bRomZ5+1di263+ALpEnrHwuvAM0xm6+XY/a5md/gBpdvWwtjFo9hbk8OIfTTbNh+HrP005RVqYL6gggaL7xooaCTVx9954Jz7o03JtvOnSVrbWt2bH0bGxu0Tp1KTrlczJyZbFlZJa8+hSgJ+LTShRBCCCGEEEIIIYQQQgghhBBCCCGEEEKIkos+nyqEEEIIIYQQQgghhBBCCCGEEEIIIYTp86lCnCnooTghhBBCCCGEEEIIIYQQQgghhBBCCCFMD8UJcaYQCIVCIXcyIU4fR77dbRY0s8PfwH7uOUwTQR8CbtECNX/SnD4Bb1lZqHmS40/I0yfRrWJF1C1boj5wAHWdOqhrxP8EOi3rbM/y1Y3ahBtSUiwMvsimTVHn5oJ86I3zQT/zTHiWBQklYhlt6lTUDRui5kpbtAg1V/qePajbtgU5L/Mi0BMmYHL+zn29eqi5ylauRD15MursbCtWYmNRcxszodU/gL75kQagJ07E9Fy9l7QIgP4pHUP/tGmYfsQI1F27on7MHsUNo0aBfPqBnaAfGnQQ0+/ahTohwXs/M38+6tRU1M2bo+ZBR0Hhp6yyoNesweTcHWn4hO2vVQt148aoz8rahhs4yLDmE5Yvj5rGR6hKVdABw/bemY79YfZszG7BAtQ8Xrg6q1dHzTFx82bUW7ei3rABdaNG3rpNG+/9kyahTk/3Ll8U/YkAh08erxxPuL74+OnTUXN9uTQ3P5eX+1+XLqh5OHB7cH89p9J+0D+k4vhYuhTTJyaiTk62MLjM3Kfq10fNbXTW9u9xA48BDtKrV6MeOBA1d7qRI0FeN/OPoDlGhrpchxuoktPuwBjJMZ77FLfJZRFf4QaeY5s1Q00Lj43ZQdAZGZicQy5XB1fnbzrlgF6/uYzn8Ve1z8MNb70FMq/X7z3LN3cu6o4dUcfHo+YlRMEp5MILk23btjQLBoOWynPFaaKwta1rHcBjiNe+fg0aTu86ns93ImkiI3DuCRnOPQzPVUV1nQ5mR4LmWMnj8Kyofd4JuBH8ViLvp/zyDMvL45Dr19UHWPNcwprvV/z2CdY89/JcwWt1Pj+PiapVqH9wg9LEkZOL/Y3zi45GHZNPa1WqoEPR5TB9FMU5rjC/g5QbhHEFAdI83vx2V8bV3s7x67cArusl+Hpd/d3VXC7tys8x3MPyc+13na+oFDWeMHw9rvMxrvo7kTz8nqOo86CrTzE8RzrhSuegxpMGLfb2ZceA5phbNRHXenxBoegYr91h8P4yERQz+XpcMS0C50i/52fKRHmvUfj4sPZy3KC5YhL3aY6hXmumGjUOryNL4tq2SpWgzZhxuEwLF2IabmK2KM3C1wa8lnB5t3xPwjYkr0X4Ppnzr1kTdTAWvdtt2d7ebe2oLbiBb4K5gE2aoKaO8+iE80A//rh5Eqp5Dm5g45Bvwrk8fOPv8m1btwb5ReaFoNln5fZmX4LvkVetQs336Nxfigr7Xty/mNDK70DfNRJ99jFjML3Lt925A+PCzJmYfvRo1Ndei/ovEU/jBirA84PWg773bpoHiurbchBgI5D7O3cA9m0PxIFm25Q9BVd35fHNvmKFA+Tb8vjlDuHybWl8hCpVBu3ybdkG5/7j8vn4tzEuHjcP+5ouD49/BmrVyns/xwNuHy4fz5scrvjWna+f64uvz8xs1izUXGcu7de77dwZNdt8rjatkYje7dqt6N0uX47p2Wdl75bnaT4/tzm3UYXtP3gn4EmSB/GDD6Jetgw1xbBbZ98Jmn8bDHW7ATeQb7qt90OexWPfkevjEvsaN8yYgZpjHP1gvSm7GmiXb8tjkJf+V7fHGL4xFX1bPr5dG1qb0xoh76ZbPcvHv4W0b4+ax6RXTL7ggpLn25odW9/GxAStXbuSUy4Xn32WbIcOlbz6FKIkcAI/bwghhBBCCCGEEEIIIYQQQgghhBBCCCGEEKUDfT5VCCGEEEIIIYQQQgghhBBCCCGEEEII0+dThThT0ENxQgghhBBCCCGEEEIIIYQQQgghhBBCmB6KE+JMIRAKhULuZEKcPo58u7tKlaDNnHn4G9j8TfUoeryTP0lf8BvlZmaLF6POzUWdlIS6fn3UHTt6H79wIWoub61aqHfsQH1h04B5MncuyDLtrwhLwmViunZF3bgx6r/1/A70qwvPB33HHd759+2LeuVK1NwmVaqgfuYZ1FlZqKdMQc11/OST3uWrXh1106aouY1TUlBzHxk6FHWzZqiXLMwBvWV7GdA1alKbv/EGyItH/A50p06Y/O/TLgC9d/4K0BUrYvru3VF36YI6Oxv1gAHmi6lTUXN/Kyrx8agPHPBOz/2b0197Leo1a1B37oz6pptQZ2Sg5jEdHY1661bU3L/5/DyeI+jj55UqoXbFsHr1UJeLxf5pmZmo6YI+TW0AmstbsyZqHp/ly6PmG4vYWNQcU1et8k7P+XP7LVvmnb5bN9SBt97EDRww+AK5QzB16qDmAMMdhiaNb1fHeB4+YwbqxETUTZqg5uJzf+Q5lS+f25vjfWHHcBVE5h7CDXwRdJL15fUfm/IAAGd4SURBVC8CzX0gOP0/oNe2vRM0j4mnnkL9UOsvcAPFZBsyBDW32ebNqHkQu4IWB+HUVNStWqGmPrI7vwLos7J/BP39rqqgOabwmOSY3ro16kaNUJ+VuxP0ofKVQcdk/oQHuIIgsaVeO9BcnQWbo1WrZNu+Pc2CwaClcj2eJo6sbYPBoK1ff7hM3IUYlwHjWvdxG7u03/MXlgcfE3lgH27gQlMw3p8VCZqHBcNxgO8PykThbe+hbFx7padjel5rsObrY8314WpjVxvyftf5WHN9uNqUxxXXL2smkEntTQcczMW1MJc3Jv8g6LzoONC81uK1Ll8vw/3Jtdbi6+Wlkqs+Xe3hGj+suT/xfld7835Xffk1gV3p/daXaz/rgPmzufLyMR64xldRcbUv47pev/EgkJvjncB1AlcBfabn+mdc8bGwIvid14pax0xYH3RkEDLvOuA2C0VhDOXbD56zykTk4Qau1KIuRPziswG4frh+XfXHuGK+K6a4yhOGo/5CEZGe+wtSo8axdWRJW9tWrRq0zz47XCbXuozvMc3C+/HSpai53dhH5Hu89u29j1+0CDWPG5d3e0ETR7+bPx/kWV0uB82+KMO+E99zPXrT96DfXnoe6F69vPO/+27UfB/P7cH1PXw4ar6l43tI9h34HpyP5/ZkH6NtW9Qu3/aBB1DzPe28WehJbNmBvkuYbzt+PMgrRt0Kmn3lR6dfCnrfrK9Asy/Vsydq9rW4Pw8ciNplOUyfjpp90aLC/YXLw2vpFi280/P1s2XAPjn7eg6bMyxmuXxbjmF+fVuuH/Zp2TML8225guiCPt96Lmgub3Iyao5/fn1bjqerV3un5/x5vCxf7p2ef8cITHgHN7iMT5dva+bfuyXfcsUajCFsE86ahZrvZ/m3DL/eLVcBe7fsrXN6ngPDfFu+AOpUG8tfCJr7QLUZr4Fe3+Z20DwmnnsO9f0tv8QNFJPDgj4vRHgNxYOYK5hx+bYtW6KmBthr6NtWyELf9oc9/nzbadNQ8xzXsCHqCrnoyx5KOBt0zIHdeICrwxFpdfD3ag5ZBZujJPq2ZsfWtzExQbv88pJTLhdffJFshw6VvPoUoiSgN8UJIYQQQgghhBBCCCGEEEIIIYQQQohfPaFQ6XpTnF6DJcTxKea/dxVCCCGEEEIIIYQQQgghhBBCCCGEEEIIIU4felOcEEIIIYQQQgghhBBCCCGEEEIIIYQQVrreFCeEOD6BUEgvUxQlmyPf7jYLmtnhb2D37Ytp2rZFnZCAun9/1JMmod6zBzV/Ir15c9Rbt6IePRp1fDzqV16xk8qaNeHbHn4Y9cSJ/vIcNQr1yJGoV6/2l9+ppmNH1Dt2oE5PR81t2q0b6gh6r+aAAaivarwNN2zeDPL9rZeCnjULkz/7LOq43H2g7xxcDnSrVpiexwRTvTpqHiO5uagbNUI9fTrqX/tCsGlT1NzfunZFfUXNTbghOxvklthzQddIygG990AZ0LGxmB2Px6VLUWdkoOb+X6UK6uho1HPmoE5ORp2UhLpxY9RNmqDm/laj0kHckJoKckUW1g+XNzERdZllX4PeknQJaO6/NFxt1y7Uy5ahbtkSdZs2qOOisP12Z2L78fk4f24vnqP4fC1aoOY5YfJk1Dxnsg5k7MUN06ah5kmySxfUfIFmYUFn7f+3d+fxUVX3/8c/kwSyELawkwgIyiaLC6IgAgqitkC1tepX/bpbrfXbfot+3epP+1C/tmr7da1bXahWa9UqdUWkgoioiIiIbCIgJCxhh4Ql2/39QRlz3knmTCCTTC6v5+ORx2M+M+eeOffcc8/93Js7M2l9nHjlSrf4nDluvHy5G599thuffLIbp9Xxxz4mTnTji86WMasHER2kvp1ON/K6dU64p98xTpw+4z23vK6w7GQFfU9xYt1nMpd95cTr2/d34g4pG9wFdIPJ+ry1oKsT65DQY4zuU+lzPnLi0sEnOHGTqy5zF+jSxQnXX3Vb9PFRR+XZ2rUFlpuba/kytzSU6nJbzVN0ntd5WeeJVq3cWPMWnXf1dbVzpxtXt08VFbmxroPOtTq3tmjhxm3burEeW3QddCqS3aZK/dpHWp+uj/a5HLp9u523fVpe26vnE9o/taXro2NAx1yTNLlMIBt0T1mqE+v6aH36ftrfvtd1POn6+Oj20u2j07Bve2us7ffFuj4aa39q7q7t0/729ZfWr7S8jsfMpuUxKyxNSXdiHU+BRWK+v68/fOV9tLwvb6jt9o1USP/IG5aamxt66ytzc8sgzV3+QPtLt3dqSuzLhLr99P009o13ff/0pu77l5ZVHS++OSeyW3I1pY3QTtdGecqXVrhzohbXfdbXB5kZbh/sKHL7QFMaPcZpf+icp+X1/bz943tdSfkgxe2vSMme2Mtrf8s+pPuw7jPlKW75VIs9h+kG2VPi9r9vDtHuSK1w21NlAU3sRHl2y+jjrl335pHJmNu2bJlrt91WfW6r56w6Rs3MrrvOjfVaqp5S6WbzXbt99lk31v3u/vurtqku6TnRb3/rxk8/Xbv6dH302vSsWW6suYTmWvXtvPPcWHNlPXfQawI//nHs+i++2I1H9F7vPiEb5J2N7nUjvQ52551u3GS3e9322t+61231HFevYeg8odfRfLlfz55u/P77bqz9GTZ6TUPpnKPX0caMceNj2q92n5CJfm1T9xpHp/bucWTHTve4pvPLsmVu7LsOqOPfd9125kw31nNpjfWajMY6v+a2l+OYTLCLdrr9o+euur1SF3zpxAVtB1oserjTc7f589346KPdWP+PUuVcxsy2FbnbUI8hCxa4sc6h2iadA/R/CTqn6aVXXV7HdGaK5E6TJ7uxXtTRQa8HJTnhW9G0lxPrNtAxrNXp/9Z0fer6uu2LL7rxOePlXEAnRR2kvp1ON7AkOqV93THcZNYHbnnPBaT1vUc4sV4fyly1xIk3tXW3T5uULe4CnpOFfy09JGbxww5zYx1/TeZ+6sSlR7v/+2xy47XuAvLPpA0X/Dr6eODA5Ltua/Z9ftu0aa4NHpw87fKZPTvPSkqSrz+BZMA3xQEAAAAAAAAAAAAAAADGF4QAYeH5KB8AAAAAAAAAAAAAAAAAAI0H3xQHAAAAAAAAAAAAAAAAGN8UB4RFJAiCoKEbAcSy77e7c81s3y9gR6x2wzY7242Lity4c2c33rnTjfUn42srePMt94n//m83zslx4wsvdOPzznPCZnmtnVjbb2Z2++1uPGaMG0+d6sbnnlu1jli6d3fj5ctrt3xt/exnbvz4w6VO/LdXmjjxI4+45eVn6+3ss924bVs31jFTVubGaXJL8VE537lPzJ/vxocdFjtOkS/uXLPGjTMynLA4q50TL1jgFr/xRjeePt0OSL9+bqzvd6Bk9Wz37uSqr7Z0nzzySDe+9FI31u2jiXbPnm6s469bt9jLa/lBg9xYx3+kzN2/qlSgk+grr7jx0KFuLDvUt7tznVh3F52fbr3VjVu0cGPdfdJLdrhPNG0aO9640Qm/LnT3rxdfdIvPnevGbw37nfvEpElu/Prrbqz7t04w7du78SefOOGGk89x4sWL3eK6PV96yY1XrnTjk0924/9s9Yb7hB4E9RildMI2q7rRnn3WjXXS1kl4wgQ3fuIJJ/y61QlOfMRyWYfx46tr6fdWrXJj3Yl0m/zhD248c6Ybjxzpxkcf7cb5+W6sO6VOIr5Bv3mzG+s+OmNGzPZ9vfNQJ9ZDlHaHzlk6Bcya5cYlJbGX79LF6lTl7lu3Ls8qKgosNzfX8rXfG0h1ue2X89zcdtkydxndJTSv0fK+NEO3ib6uqrsANLCvHCt8/duqlRvLSi1Z7uZyeujRuS0ry4112OtUq/m9Hgq0Pi2vfaDL61S+cKEbax/r3Nuulduf23a6/aG7ub6/ThPaf75trNJTZPvqoNE30AYp7SBpUJCSGvPtCgvdWA7dVZqjdP19uaLWr9tfl9f31/G0fXvt2uPbftqdGmv/6eu6vrr/6HjyzSk6R+n+o3S4aH0Huj31de/1A93AusE8G6jU3P1V+1f7Q+cz3/5Z2+sfuj57ytz9S7e3tjfXCtwnNBfUkxPfQUVjecPy7JYx21Nd/+gm0jGuY7Jlipwf6DbXXFAb0bFj7EZpH1V3kaYyndSkfHlWcydO3bjeLa+5nSZTmltqe3X99SCjg1YnNd0nfJOkbyfX5X2xbh9p354Kd5/0HaJ0n9Dxpd2hq6PXxzTX1fMvHS46J+guVnlOPumkPFu/Pjlz24yMXPvBD/a2SftAh1h1Bg9249mz3Xj0aDfW7aa7sW6ndevcWOeNYPK77hP/939urNdu9Rxz7FgnPGq4ux/rNPLLX7qxXkaRywB21VVurONK571hw9x48mSLSfcTndp9brnFje+43T12vTM54sR6nUVPufU6tna/TkueVNOOaCXHtqVL3VgvrPlOUj3J6K6sNjHfTi8p/PWvbqzjRempVe/ebqz7j54b1ZZe0tDrYkrHox4Wdftp+/QwWdeOP96NBwxwY/2/gfanjjcdPnqY0/XXw5qOV22Pbu9IRXnsCvTApRdadYPKcXv1bve6qI5fvQR29dVu7LuE1aSk2H1CJqAgzT2OR7ZuceJvNrr/G3v7bbc6/b/Fn4c/5z7x/vtWhc75uo/rpKiTklzc3jL4VCfWOVu3qc7Ruk/oMXJc9jT3CU1errvOjXVM6EbTnVavZd98c+zy99zjxr/9rRMuadrfiXtt/8wtryuotEN0e+hO9vTTbjxnTuz369vXjTVp0H+O6UFL+8N3rqC5rE4ykst/W3KIE+shSucUrW7KFDeeNy92c7T76vq6beWc7sMP82zPnuTKbc2+z2+bNMm1o45Knnb5fPFFnpWWJl9/AsmAb4oDAAAAAAAAAAAAAAAAjG+KA8KCm+IAAAAAAAAAAAAAAAAA46Y4ICxq+SMqAAAAAAAAAAAAAAAAAAAkr0gQBEFDNwKIZd9vd+ea2b5fwI5Ycg3b3r3d+Oab3fjCC2Mvrz9BP2CAGxcVuXHHjm48aVLs+uMxeLAbX3yxG59xhht3Wv6R+8TSpW6sP0S/fbsb//WvbrxgQewGpskXWz72WOzynk7dkdPViVPkFuGMDDdOrSh1nygrc8Kvl2c68eLFMYvbmjVurKu/bJkbFxa6sXZH06Zu3KKFG+flxX5/ba++7nPYYW7cubMbz5zpxvX96Qrdvl26uLH2p/bXz37mxv/x4z3uE3PnurF0SKR9u5jtC9atd+J353Vw4pdecstre7t1i/361q1u3LevG+fkuLGOp1Wr3Hj2bDeeN8+NjzzSYrr8cjc+ZoC7f5WnNHHi1J073AVKStz4xhvd+P333fjNN91Yd8h+/ZzwnckRJx492i3+3//txo88Ygml+/OTT7rxT/stcuKPt/Zx4iETr3QXeOIJN779die8w/6fE+v0rtO3Gjq06nPXXOPG/3HaFvcJneRkUvyw/U+ceOpUt7jOWdpHPjrnL1zoxjrGdQjqcXlEz7XuEzrmdFKaONGNNRHQSVXrk0lrU0auE7/6qltchrwNOd7Nq/71vrsPfPJJ7LefM8eNNad4+GE31s0tQ9D+39Wb3CdkUvrfB5s78S23WAx5ZlZgubm5lp+fH6tgvakut/1sdu1y282bY7+uY1TTslat3DgrK/brmlaZVd3u+h56bNL30FzAd+zS8jt3urHuVtrmtm3dWNexSUmx+4SukDZA440b3VgnT82FdUfU5ERXSDtIJq7ytPSYiyvf+dSu3e48oN2hdMzp9tHXdR5R2n6NNVfR+n2xnl9pfdnZsV/X5XXz6+bW9uvy+n6am+n+4zsXUPq67h+tW8l40BWQBn46J9WJdX1GjSx34m1Fbnndv5VvfXT30+O49o/S8aft1/Gr/a/bU+eXzAy3PwNz96dIhds/VVZIj1faID35EkFTdz7wbM4qedSUKW6s+7++vTZfj/N6PND5V6e/1lnuuVZxmbs+ZmbNCle4T+gJreRS69Pc3EjXaf58N9ZtrueHVfahFrJNPZPQjpSWTqzbSBf3zTG6DfUQo7GOed2Gug82z5DrIT7aYN1JfTu57MR6jNM5RKtvluXugzuK3H3Qt/46PnQ8rFvnxnp+PHasG+d2jn3MLVjjtk+Hc+X2nXdenm3cmJy5bSSSa5mZe9uk84TOm9XlAb7LgrWlp1B6nqrXJU47LXZ9Y8a4sa6jTtV6bPDNrZo66m5y7rlurONs5Eg3brfmS/eJlSvd2Je8vf22G+uFKaUngXpxXHc07SDp0OIWnZzYlwtWuW4r7/dtvjuP6HUuHZN6LFu+3I1199PzM197dV7Rawr6/rr59HW9LKn1HX+8G+txTK956LxW17p3d2PNfXX/1f7U9dP/W5w6Uq7b6oV2qaDX0DZOrPtjULjBiT9e5l7n1f1bt7dvffS4pP3jOzfR45LOp7o++r8s3T21P/sc5u5fQZp73TayU86ldYfSi0I6wO6/P/byMj98NMs9bur4vuceN9bpqC7oNtA23HqrG4/q7uauXxUd6sT93/ydu4A2Wi50/rniMifWOe3OOy0m/d+fHmNOHSrX4jX5kkH1Rc4oJ9ZNrKmhXqfUOUzpMVwPSTrGdQjpHHNMF3ef9v6zSo+JmgToMU3rk0l3S5o7h+i/MrR6vUys1+N0n9f11+vcem6g/alz2tNPu/ElZ8h1fcndn3nFvW576aUWQ/JdtzX7Pr9t0iTXjjgiedrl8/XXeVZamnz9CSQDfj4VAAAAAAAAAAAAAAAAMH4+FQgLbooDAAAAAAAAAAAAAADAQS8IGtdNcfw2JFAzz4+qAAAAAAAAAAAAAAAAAADQeESCgPtGkdz2/XZ3rpnt+wXse+9xh21GhruM/sR9795unJUVu3zHjm7sq19/Ur6kxI1XrXJjvbO8VSs3XrfOjZcvd+ONG2O/n5nZ0Ue78S23uPGZZ8iur5XqD8+3aOGE28qaObH20fbtbrxsmRuvWePG2icDBrhxr2573Ce0Uzt3jv0Gbds64a6M1jHbp9tY7dzpxps3u/H777ux/ny7jsH27d04RW5Z1m2s/Subp8qYHzTIjbX9U6a4cWGhG/fr58ba3bp+S5fGfj9df30/Xf8uXdy4e3c3zs524zT5HlTdp3V8afncoiVO/Nn2Xk6s7T+iVYET//HFXCe+9tItTlya7Y6/F19063vsMTc++WQ3Hj3ajWfNcuMLL3Rj3Z11zpo82Y3ffNONa/tpmJ493VjnOJ0vdPwqbU9jo/vXKYO3uU88/bQb6w6sO7zsAB+XHevEQza+4ZaX+e+tzUNivVxle+l0q8eolSvdePduq2LqVDfWMXX22W48c6Yb33WXGx9xz0XuE88+68Y6aelO07evGw8b5sa6k8sgXbHV3Yd1G0+f7sbdurmxzkE6p45o8UXs9uTkuLEetDzxorxTnPjmm93iug+PHOnGOka0u3WO0SH9ySdurMcQnfP0GKLHiBkz3Ljy6j73XJ4VFxdYbm6u5esbNZDqctv169y8TNdR9xmdR/V1nfebNnVjPe5p+aKi2PWbVc1NtIzvPXSu0Ne1fj1W6LFdx2Wkojx2A6WTyy011stVFtf2+fpDd+P0ppKLawW+DpTXgxS3/VqdLu7jGxPVnX9UpmNO+cas9r+Oed8+oPOGbx/ydbdv+/pyd6X9o+3R+pS+7uvvzAx3vO0oisRcXuvX7d86bYf7hAzwTVvd8ajnSpq76/6r20/3f22fHvY0ddLYtz/4ztf1/X2x7/qAjj/NrXztWbDAjXV76bmmnvprWqT9efzxbqzH9eZZMt/qG/h2OOmwXZbpxJm73XMpM6syaLeUNIv1cpW39M2Rvn3eN8doqqbbRHO/Jvkr3Cf0BFl3Ao31IKOxkj4vtSZOrGNA19c3J2t/N0uT6zm+pMF3kJC4PLulE2vKp9Vr9+nrtZ0zfcdInfN8tL7Kqzt4cJ6tW5ecuW2rVrl2111726RD0HfN0KzqOZP2my6j+5luR+1HPcfU7aS7nQ5DHTc61enm0P1Iyw8d6saXXurGJ42UXFEr1P1COmxHmTuX+raBtl/7Q+k5Y9fOpe4Tel3WdzCSg9uutOYx21fdGKpMzzW0/OzZbqzXOXyn4Hqs9+XOOp51vOs5tbZfr/tp9x12mBvrdR7dnr7rOL7/hSg9rmms/an7q7ZXcxMt33rjN068qOxwJ9Z5ukfad0781NSuTnzZhe743VXmHhf1Ov8rr7jx4MFurP+XmT/fjcePd2MdP7q9NdZrIHqc1vp0/Gt7dXxq//lev/9+a1T0mpxZ1WvxQwYUu0+8/rob6z8rdCeRnfzLsiOceGDRR2556eSPigY6seb/uk/pHKbnXzqH+sacHgP1sqqO6WuucePD/3qb+4Re2D3jDDfWEw6dJI880o21A6T/Cra7xxC9Djlnjhvr9SU9xukh7JiMr2O+f5WkQXdCPUhIvKTVcU78yCNucf3fmM452hwtrzmRvq7nl3oM0TlEjyF6jJw7140rd8c99+TZ9u3JlduafZ/fpqXlWs+eydMun6VL86ysLPn6E0gG/HwqAAAAAAAAAAAAAAAAYI3r51MB1Iyb4gAAAAAAAAAAAAAAAADjpjggLLgpDgAAAAAAAAAAAAAAAAe9IGhcN8UFQUO3AEhekSBgF0Fy2/fb3blmFv0F7DVr3EJlZW68dasbd+7shEFOGyeO7Cx2X89qFvP1KkfBnTvd5dt3cOLNm93i+pvqrVq5cWTpEveJhQvdeNkyN163zqro2NGN5Yfey4eNcOKlS93i2oXa5fpz5MuXx15e17GkxI3T5BZdbX52thv7+nTVKjfW9somq/L+WVmxX1fa3t69Y9fXtKkbt2gRu3xOjhu3bRt7+XYt9rhPFBa6sY6hmTPdWDuwe3c33r3bjXWD9u3rxitXWkyHHebGukF1H5f2fJU9xImffNItrrts+/ZufN55bqzbs6jIjefOdeNPPnHjqVPdePRoN779dovp9dfduEsXN1682I11+998sxtv3+7GeXlurOP16KPdWMebtufYQW4q8e3yiBNPmeKWv+suN9b9s67p8NXheemlbnzkkW6sU6zuHhs3urHOT77Xdf7V3XXoUDf27Y66O+v49NH5VuvX3VHJIdfMzG65xY1/+1s31nXWOU/7TGmbdR8YNMiNdZ/RddI5X+cAjT1pR5VjoHr7bTeeN8+Njz/ejV991Y01TdBjjPbfhAmx69d9Usewbi+d484+240jhevdJ3RS1gbqBpBJa32Rm6fpIaPy+vftm2dr1hRYbm6u5Sd6solTtbmtHkeV9pn2kXaCCMydlyPmOQWU9wtSUr1NUqkp8h66jr7Yt2NmZLhtlPxdq9P2avW+t9fltct9r/tySV9/ant87VPaHs+QqdJenVd8y/vez9c/+nqV8eTrEE32dQPrCvk6UMv79lkt7yMdsCfNHc96nPEsXuW4qM3xjX/tPo31XEWPE7r9NLeW3dfbnVq/b0rU+nX9tbxved/w0sOYnjtrLqm5ta6/vr/mEb5zSy2v9Wn/+eY/33zjK6+xtkf7X+vXXNSs6jZQtZ3zfOuo+5Tmknq+pW3W9/dNSVpec2PtQ9/6KV0/X1zLtKNKruxbX92e1W3zWPXp+b1vH/atr+5juv0jFeWxG+g7YZIOKK+I1FCwqq5d/51HJmNum5trq1fvbVNk4wa3kHay7jRmVTZkeXZLJ04t2eXEQUamE0d2u6/7JhO9NqzHWh3nut9HVq5wn9ALo3rhQE+i9GAwYIATlh99bMzqtAu1ej326HDR5XX9fNdttfm63/j6U9unsW8ere2xROcJva7iq0/nAd+xWudtXb51dqn7hCYTeh1VL0RqsqEX6nznWtoBWp/q1s2Nfddt5Rx+ScZAJ37lldhvp/03dqwb6/jT8TJ/fux41iw3HjbMjfWale4fTz/txjq+dDrQ8fGHP7ixHjc1d/Zd19T+0uX793PPpb5b5R539DriY49ZzNcPlO4/2v/6b4If/9iN9Tq2nivofKLzUXXnVr4yukvqe+p1R732rrug7tJ67Vz7yJebaP16TNBY+/yaa9z4/vvdWKcIve45Z44b65Sk+9DVV7txv35urOunU4xOQToH6D6lxzzdR7R9egyZMcON9X8z+r8E3Z76rzjNhWfPdmP934nWr9vT978I/d/C6afJ9RXfCbd2qOeEf0ORm6PFOv/u3Tv5rtuafZ/fpqbm2qGHJk+7fFasyLPy8uTrTyAZ8E1xAAAAAAAAAAAAAAAAgDWub4oDUDNuigMAAAAAAAAAAAAAAACMm+KAsOCmOAAAAAAAAAAAAAAAAMC4KQ4Ii0gQBIG/GNBw9v12t1mume39Dezg9jvcQjt3unHbtm6sv3Guv4GuP2qekRE71h9999XXqlXs1/U32/VH7nfvduOyMjfOybEqDjvMjbWP9Ifvs7LceMAAN87Li/2e0uebitKdeOlSt/jWrW7s6wLt4gUL3Pj99924pMSNtTt0SOjPq2uiM2iQGw8e7MbdusWOW7Rw4y5d3Lh5Rqn7xPLlbrx5s8WkHaixjiFtkKzQjo6HO7H2h26/jh3dOP3t19wn5s9348JCN9YNnp3txiNHuvHQoW6s+8S8eW6s/anj9+KLnfDL+REnHthzlxNvK8l04uuvd6u79VY31tWZMsWN337bjZ991o21uUcf7ca6ubV7+vaNXV73L994HTbMjdu3d+NmK792n5g61Y11+69c6cY6XnSH99EOO/JIN+7c2Y3HjHFjnf/69XPCICXViV991S3+wgtuPHduDe38N52edXvo60qbe9ppbqz7r3bvnDlurPOn7t/afTq9zJ5dfTtjufzy2K8/+WTt64xFD3k6xvWwr/uEHkN0TtRjiu5zjY3OITrmdArW/tE5QndRTYv0mD16tBu3W/Ol+8SyZW5caQPk3XabFWzbZrm5uZavG6aBVJvbzv/KLaQ7og5apeV9V2x0I2msy+vrZlXzYd2QOjnU9iqS7oh6MNV11h1R6fLap/p+nvODPRVNYjZHY91P9HWd+zX2dZ+vft2EOq9p9/hOf7Q+XV7Lp5a4uVSVBiodP77zIW2wnH+VZzRzYu1PbY5u/vSt690ndGL3DQDtEDlZ2JPV2om1f5sUbXGf0FxK7OrSy4nXrXNf1/XT7tTyei7UpGKPE2/Z6Z77rVnjltdUT+nm0/b4xqtvf9P11eX1uKSvZ1YUu0/oCmqypuc2Ol4WLnRjXQE9cOr1Db2+oLEma775T3aITTvdcx09fOqpqfa30vHsy211dau73KHb1DeH+nIVrU/nCN2kWp/u4nr5RPlOh/T9tX7tE33dd4hW+n6+Y4pOyb40RHcBPT3XMeG7vqL0/TTW9dfzG9+couPFd0zU99M5TN+/ydYN7hM6gCs1KG/ECCtYvz4pc9vcNm0s/6mnqi+kg8qX21a3jO/arW9H0IGmG07r09d1ItD6fLmKrrMOBB14ejDW5bt3d2PPwaw0zZ3bdb/0Hdp81yl09XVe0+sO2j26Orr5dN7U/bxnTzfWc1jfdQ3tXj0WpZa5uY/3umZtx49ufx2PcpJc3CrXYtHtocMj8snH7hM6APTcSivU/VE3oMa+ZFP7RzeAXITYUeHm9s3XLHHLSy71zCQ31x471mLSy8p6HW3GDDfWVEwuI1bJnfR1Pc5p9/suD+j76/jX41xk1XfuE5qb6g6vE4Zuv+nT3ViPT7rDaQfoeNEV1BWS8qWduzqx9pfOP7r9zKrOWb5cU4fsqlVurEN++HA31vMrLa+5kv4rT+dAPX3QWPtk5kw31k2mm+Caa2K/v14b1/qVzvE6JDSX1jnc9+9X37+DdUjr9vP9a853PuOj66dTnr6u66Pt0eu0uksp3/Wh6s6/KvNM0dayqMB9Qo+ZleK8Cy6wgo0bkyq3Nfs+v01NzbXc3ORpl09BQZ6VlxckXX8CyYBvigMAAAAAAAAAAAAAAACMb4oDwoKb4gAAAAAAAAAAAAAAAHDQC4LGdVMcvw0J1Iyb4gAAAAAAAAAAAAAAAABrXDfFAahZJAi4bxTJbd9vd5vlmtne38B+/323zNatbtylixtnZbmx/ma6/ka6/gZ9k6It7hP6G+j6o/RLl8aOS0piN0B/NL5bNzdu396Ny8qsCm3TYYc54YbdzZ1YD+z6u/CpJbvcJ7QTlbZJ11nfMCPDjdPknl3dyLoNli9341Wr3HjNGjfevNmNtb+0/doh0p/Wu7cbd+zoxjqoZJBu2JzqxPPmucW1+Rs3uvGsWW48ebIb79xpMZ18shv/+MduPHSoG+vq6ebcvt2N9efrNdbNqbKz3Vh3Ed0c69a58SefuPHcuW6su2Dnzm78+utufN11bqy7qA6v44934xYt3Dh9zAj3iRkz7ID87Gdu3LevG//3f7vxhAlufPPNTrglpY0T/+EPbvEXXnDjlStjN093J23esGFurNtH+69pUzfW6UTL6/bVuF1WsfuEDlAdkLqDLljgxrNnu7EOSH29trQDLr7YjbUDdb7T+VnnX6UdqgddXX+zqju9zpk66egko+voaeOu7HZO/MQT7us6R+om0UOOOvpoN776ajfWOXX3bjfWQ4x2adf8j9wndNJ66SU31kE8fLgb6wotXhw77t7dja+6yo2PPNIJi5u2dmI9Rmn1OiQ11mOKbm7tT93nKxs6NM/WrSuw3Nxcy9dx2ECqy219qaKmEb7dVHNf7aMmFXvcJ3Re0E7WA6tZ1Q2tA1vfVFdCDwa6I+hA0DbJ8tt2p8dcXPtEpxWfiMlpc3X5d2WaK2usyZluA00mdD/WZMs3t2t7tUN0e+j5hh77dPvKjrynzM1tdffT1dFYU3nNLbT7dHV8qbrmkro62l36ftr9Gmt53fy+XEV3F63Pl1tr/Trely1z40GD3FiHgw4vHR7a3jZP3+s+cf31Vit6IB05MnYDHnzQjS+80I3Hj3djWcGPl7l5w8yZbnFN9XR76O7hO73X8r40R1/X8a7975tum5TJub2+oc4/ugP64vnz3VgPcr6TsbPOcmPd/mZVO0E3is6BPtppOsZ0J9NjoJaXXKlK/b6dVBTvdudUPX3QXEvHrC+31Tlz8GA31nRf6TFXV7f50s/dJ7T/Fi50Y50U9YRbt7fmKVq/jjE94ZSdNGjR0ol1jtfTQ9/5qPaPHhN8uW9lAwfm2dq1yZnbduqUa19/vbdNuok01k1s5s/NfLlcZKecx/tOwnTH0LnPl0zqSvgScOU5Kdxjbm6r46aJlcauT/kGnm95HZi+kzSNa5vL+raf8h0cdR7wHIyDbPe6uTZP5wFtrh6GdF7WeVuHn45vnQY1t9XXdXjq5tL21Ta31c2h7dX3912W0txf+9d36qL9qZdEtD26/m3StrlP6P6i12mffNKNtQN0/GmDNLfRFdJ/fkmyvsHc3NV3yUf7V/tfpwPNXfUSneYFvuOg7/qFL9etMt/pgPRdJNLXtQPMquYSvtj3zw9tQ79+bqw7rXaC7y4cX3nf/9500PguQul1Qt1IOin42i+TwpfzI06spxe+81+l/2vQ67ia++oQ8XVnmyw5n9IG6fmQTkK6k2n/6/bR3Fa3z4ABbixzyq7dbv/q+uoxSJvrS2l0ytThEOtfyb1759maNcmV25p9n9+mpORa27bJ0y6fjRvzrKIi+foTSAaeu1oAAAAAAAAAAAAAAAAAAGg8+PlUAAAAAAAAAAAAAAAAwPj5VCAsuCkOAAAAAAAAAAAAAAAAB70gaFw3xQVBQ7cASF6RIGAXQXLb99vdZrlmtvc3sIPCDW4h/RH07dtjxypN7g/VH0nXH1GX32TfUdHMiZcudYuvWhW7Odp8/c11n+rK64FaV1F/x13btGaNG+vvymubfevg62KNW7WK/bpsgiqbSJfX8vp6VpYb+xKd9u3duGNHN46YO7Xu2h1xYu2foiI31vVVrVuUu0/o78PLChVntXNiXT9f3Dprj/vE7NluPHWqG+sKNW0a+/WdO924pMSN585148JCN9661Y1ruxPV1oQJTvibjD868V13JfbtfW6+2Y2PPNKN33/fje+/343TV33jPpGX58Y6Yeikt3GjGy9c6MYvveTGixe7cZcubnzppW7cvXvs9mRnu/GAAW7crZsb6wSmdALUSV3Ho28C1AlI+re8b38nnjnTLa67x9FHu3Gbou/cJ3T7LF/uxro/aqwTgq6fTlhnn23q4829nHjSpNhV6Ftql+XkxG6STimjR7vxEb09c6hu85Ur3VjHzGGHxW6grOCunFwn1m2szRk0yI21P3QK9KU9esz05Qh6jNT3111Ox2h6Uznd0A2k/akV6DFEViBIa2I1OeSQvXlkbm6u5WvHNpBqc9ut29xC2gfaZxor3Yjah7rRpE+Ly9KduLquW7cudpN0FWp7aPblJr5xq1OZ7tb6ui+X9U3tvlxXu9wzrKvsd/q6xlq/b15VvnlWaX9p/br9fbltZlqp+4QeW6WCIKeNE/vGl46P1CLZ5zRXmTPHjXXA6Aav7bymx2KduPX9dAW1Pt0hdYV1A+nJixy7/zX0/zmxHkcTTcff//2fG+thd948N77wQjdubjucuDiluRPr/hZZt9Z9Qg+0mlvpuZDmDXoyOmaMG3fu7MY6nnS89ezpxpqr+3ZQrV9zdx2P+v46gWkHygYsznD3V93ddDjr9u2QIfurWdV8XPcB7QPfQUpf10n15JOd8MvCTk78ySduce0ipdXrHKy0uXp+l9tRcls96Pm2ufaXzhF60JE5eYe5+5RuY22Ons5pf/jSHp3i9BjjyxF8x2gd0joFN0mT3FY3kG8f9CTbjTW3zc3NtfzVq/c+qZ3mO6es6blYtB89yZn2q+/Q7VuF2jbPl9tqeeVLBTSu7XU/fX9frN2tdB705c6+8r7+9L1/lXNSqSBISY1Zn++yke/9U03maVkhvW7so+OhyvqmeY4LvgFX2wGvuVJtdyiNdXlfe3Vil2Ri2tyWTvzKK25xnU51/L36auy393n2WTcePNiN9TCrh+n+PeW6vG5PHQA6IfjOLbT/ff8I0gOl5qLaHq3fl0vqBvBNWLW9fqLlq3sPbYMneSuuyKxaZyXNMmSf9P2DsLb7kG+S1fKar6e5+4im1rXdJL45W1dHT5datqjldUTfNTLdfr6DmIzJbUXuMULfXnN5rb6218d8x0Dl6//UFLc/yyvcY46Wj1TIeK1tEqE5mNV8jEvG3Nbs+/w2Esm1li2Tp10+27blWRAkX38CycAzlQIAAAAAAAAAAAAAAABAw/vqq69swoQJNmDAAMvJybHs7Gzr1auXnX/++TZ58uR6acPy5cvt1ltvtWOOOcbatWtnmZmZ1qNHDzvzzDPtlVdesfLycn8l9VBvcXGxzZw50+6//347//zzrWfPnpaSkmKRSMQikYhdfPHF+9XOfbZu3Wp/+tOfbOTIkZaXl2fp6emWl5dnI0eOtD/96U+2VT9EUc/4+VQAAAAAAAAAAAAAAADAGtfPpx5MysrK7NZbb7W7777bKmQjLV261JYuXWovvPCCjR071p5++mlr165dDTUdmPvvv99uvPFG27PH/VbX5cuX2/Lly23SpEk2ZMgQe/755+3QQw9tsHpPOeUUmzZt2n7foOfzr3/9yy688EJbIz9DWFBQYAUFBfbBBx/YXXfdZc8++6yNGjUqIW3w4ZviAAAAAAAAAAAAAAAAANt7U1xj+TuYXHnllfa73/0uekNckyZNbODAgXbCCSdYmzZtouXefPNNO+WUU6y4uLjO23DHHXfYr3/96+iNaykpKdavXz8bPny4derUKVru448/tuHDh9s6/W3qeqz3m2++SdgNce+//76ddtppzg1x3bp1sxEjRljPnj2jz61Zs8ZOP/10mzZtWkLa4RMJgiDwFwMazr7f7s7t1MnyP/9875MZGU6ZoFVrJ9640a1j82Y33r7djfU34DUuKnJj/Q14jfUn1OUn6K1Fi9q9Lqtr7du7cfO0XVaFrrTcnWv6NZXaKb6V0h++z8mJXV5+R77KEVo7XTtF26Od4vvaTX0/bb9vEOj76/poe3budGPdHlp/dnbs1/WgpvXVNuPx9b++rrFvEPvGi76usfanbydp1Sp2fdq/uv10J9f2Fha6se5Py5e78bJlscvXtaFD3bhbNzfW/unSxY2bNnVjbe+UKW48f37s9mj/jhzpxn37xi6v+5vu3xp37uzG3bu7sW//kPYFxw9xYh0eOryaZUkqpfOpkvH4XX6qE69a5RbX7tDV0elAh+ubb7qxbs66prunmdmYMW58+eVu3Lt37Dr0uD53rhv7jvO+KczXp/r+vm2ku5QeIg87zI3bto1d3ncI9U2ZOgVq/Rq3biEnSL5jhHa4b05V2mDfMVbri7GT5A0dagXr1llubq7l5+fHbkc9cXLbr77a+6SsY3lGMyf2jXFfl+sm1DRFu9B32DbzjzvfONT9RPeDZmnuJ+GqzP062enrvgReV8o3Uei4rK5TKvPlttrJ2iG+Y4kvV/NtZF9uq+3R+rS/a5vL+7ZfbXNb37ygtH4doInObbV/9f11/PlOMHX7+bZ/bQ90Gut8qucqtd1+mssdf7wb5+W5sfZPx45urP2h423mTDfW3Fa3r56Aa/sqXeSr9v21/3X/1lgPzLr+2r86PgYPdsLgyKOcWHdXlZkhua2OJ3m/ICPTiXW46KmFb/fU6UCHq5nZ+++7sea3uslrS3dJzd2GDXPjs85yYz0d0fp0nRYvdmPtA90EOgR0SlC+0ynfNtIpS3dBPb3UIew7pCp9P1/Ooae7GrdsIWPatxNoDqEboLa5re+YoPVpXDm3PeYYK1i7Njlz29xcy//2271Peo6LQYp7Dmzmv2znO7T4UiMf36HcFysd5xGTcVjXK+zLbX0N9jnQ9/PlTgf6n1zf+/vW37df+07KD3QA+hzoePCtf33vMHXdPt886jvh9b3u2z9987zvXEDp6779SY9TvuOW1qfv52uf8o3/A61fjqtB0/SYb6dSU2T+9e3v1QjSmhxQFb4pX1MPPT3wDUkf32U2X26lm0yPaeUVESf25a6+uLZTbm37xzcF6fr6Lgcd6CHYV1+tcwp1oMes2q5ALY4peT16fJ9HJklua/Z9fhuJ5FpmZvK0y2fXrjwLguTrz7r2xBNP2JVXXhmNx48fb4888ojl5uaamVlpaak9/vjj9utf/9rK/j0hnHfeefb888/XWRveffddO/30023fbVZDhgyxiRMnRm8Cq6iosJdeesmuuOIKK/r3JH/CCSfYTL0eVU/1duvWzb777jtr1qyZHXnkkTZo0CAbNGiQ/d///Z998cUXZmZ20UUX2cSJE2vVD+vXr7c+ffrYli1bzMysY8eO9txzz9no0aOjZebMmWPnn3++LV261MzMWrdubYsWLbIOHTrU6r0OFN8UBwAAAAAAAAAAAAAAgINeEDT8t7/V5u9g+BqsnTt32m233RaNR44caa+++mr0hjizvd8ad80119hjjz0Wfe5vf/ubzdVvWthPQRDYDTfcEL1xrVevXjZ16lTnW9FSUlLs3HPPtddeey363EcffeTE9VWvmdl9991nX331lW3bts1mzpxp999/v11wwQXWorpvuKiF//3f/43eEJeenm7/+te/nBvizMwGDRpkM2bMsLb//kT8li1b7K677jqg990f3BQHAAAAAAAAAAAAAAAAIOn85S9/if5caCQSsUcffdRSU6t+C7WZ2WWXXWbHHXecme294ezuu++ukzZMnjzZvvzyy2j8wAMPWFYNX98+evRoO+ecc6Lx73//+3qv18zszDPPtH79+tXYV/tj69at9sQTT0TjX//619ZXfyXs3zp06GB33HFHNH788cdtq+8XAOsYN8UBAAAAAAAAAAAAAAAA1vDf/labv4PBP/7xj+jjESNGWO/evWOWr/wzq2+//bbt2bOnTttw6KGH2pgxY+Juw2effVbjT9smqt5EefPNN6P9GYlE7Gc/+1nM8hdccIE1a9bMzMz27Nljb731VsLbWFmavwiQHArWplikc6eGbkaSyqzmuVxPnFwCizTo+0fsIPheWYTXLE98wO6tXfEyiad64kZP56+WDdKKZLF9e9XnXnkldoxko58YauYp3zxRDakDdffppzqXkmLlrdpU+1Jq4Vonbjd/vhtXt6NVdtppbpyd7YTlFe68tXKlW3zZMjdevLjqW8yb58affOJfpnbSJe7giWvnrLPceOJEN2523o/cJ15//YDeL/Suv96NR450wvXdjnPiF190i78iucssiQ+Wi3sHrTUSv9ograjZRokXNkgr6pHmtr48IHyKitxYj3kaP/xwIluTeMcf78YDBrixTOn2gx+4cfOtq90n5sxx4zWyE+mkXqYnkAfoyCPduGNHN9ZP20ueZDk5Tlie065Wb5+6cb37xIIFtVo+OHmUEzvdlZK8n28vKDCLZGj+hu/p3KrnKUl83mJmzz7rxv95Yf1ex+W6LRDLwX0d0k/nqyYN0opwadj/5cGXU6jkzjGSHdejkkdRUZHNmDEjGp+m17+rcfrppzvLf/DBB96bzXwq38x16qmnWiQSe0488cQTrVmzZlZcXGxBENjbb79d7Q1kiao3USq3t1evXnbooYfGLJ+dnW3Dhg2zd999N7r8+eefn9A2Vpa8Z9IAAAAAAAAAAAAAAABAPWrob3/jm+K+t3DhQistLY3GQ4YM8S7TsWNH69atWzSu/POk+6OwsDD6863xtiEtLc2OPfbYmG1IVL2JVPn94mmvlqvv9nJTHAAAAAAAAAAAAAAAAICksmjRIifu0aNHXMtVLqd1JEsbkmHdaqOsrMyWVfqpmf1p77Jly6ysrr81PgZ+PhVJr7Cw8N+P1ppZXkM2BQnU8Fu24VsAAADq2t6fIf0+n2x4+9qydu1a69q1hvxDP95X6VNw1b6uMjLc2PN163r+WV4e++2re66kJHaTkk2lb3g3M7OePd04snlT/TUmDB55xI2fecYJK9KaOvHOnW7xXbvc+GD4hCsAJIu5c934q6/c+JVX3LhKmlEhiYMmBfU9qTeRn0XTnxzVWPMkT97k5cvjfNJr/gnStWuTN7flum24/epXbnxTvbeAsQUAQPgkX27rWmsVFY0pB9nbn2vXrrW8vPjaPWHCBJswYUIiG1Vnvvvuu+jjtLQ069SpU1zLdenSJfp45cqVddYGrftA2pCoehNlzZo1zrf27U97S0pKbM2aNXEve6C4KQ5Jrzz6X7kKMytoyKYggRp+yzZ8CwAAQGKU611eDWhfWyoqKqyggPyjoehNWBqjloqKYscAgKSl97BpXFxcf21BfJIxt+W6bbht2SJxvbeAsQUAQFglU27rapz5bW2uOW/fvj3Brak7ldvavHlzS9EPO9WgRYsW0cc7duyoszaYmbVs2bJO2pCoehOlLtprVr9t5qY4JL2MjAzbvXu3Vfz7k5YpKSlx3/0LNAZr1661iooKxjZChXGNMGJcNz6FhYVWXl5uGfqVJg2I3BZhx1yJMGJcI4wY140PuS1Q/5grEUaMa4QR47rxScbc1sysY8eODd2E/VZUVGQ7d+609u3bx1Veb1JKZsWVPq1VmzGTmZlZbR0H2obatMPXhkTVmyh10d7q6kkkbopD0tu3Q+Tl5VlBQYF16tTJ8vPzG7hVQN1hbCOMGNcII8Y16gK5LcKOsY0wYlwjjBjXqAvktgg7xjbCiHGNMGJco67MmTOnoZuAalT+uc60tPhvcapctkS/Fv0A2lCbdvjakKh6E6Uu2mtWv22O73sFAQAAAAAAAAAAAAAAABzUJk6caJFIpM7/Jk6cWOW9srKyoo93794ddxsrl23WrNkBrW/lNtSmHb42JKreRKmL9prVb5u5KQ4AAAAAAAAAAAAAAABAUsnOzo4+3rVrV9zL7dy5s9o6DrQNtWmHrw2JqjdR6qK91dWTSPx8KgAAAAAAAAAAAAAAAACvzMxM69ChQ0LqVW3bto0+LioqsqKiorhuqlq3bl30cZs2bQ6oXZXbYGa2du3auOr0tSFR9SZKde2NR+X2mtVvm7kpDgAAAAAAAAAAAAAAAIDXOeecY+ecc069vFevXr2ceNWqVda3b1/vcqtXr44+7t27d523oV+/fgfchkTVmyg5OTnWtm1b27hxo5ntbW88Kre3Xbt2lpOTk5D2VYefTwUAAAAAAAAAAAAAAACQVPr06ePE8+bN8y5TWlpqCxYsqLGO2jr88MMtLe377xyLpw1mZl988UXMNiSq3kSq/H6Nob3cFAcAAAAAAAAAAAAAAAAgqXTv3t3y8vKi8cyZM73LfP7557Zr165oPHz48ANqQ9OmTe24446rVRvWrVtny5Yti9mGRNWbSJXf79NPP7WysjLvMh9++GG1y9cHbooDAAAAAAAAAAAAAAAAkHTGjx8fffzyyy9bSUlJzPLPP/989PERRxxhPXr0OOA2/OhHP4o+njp1qhUWFsbdhlatWtmIESPqtd5Eqdze7du32xtvvBGz/Oeff25Lliypdvn6wE1xAAAAAAAAAAAAAAAAAJLOxRdfHH28ceNGe/zxx2ssm5+fb3/5y1+qXfZA/Md//Ielp6eb2d6fZ7377rtrLFtUVGQPPvhgND7//POdn0mtj3oTZdCgQXbEEUdE49/97ndWXl5eY/n//d//jT7u16+fHXPMMQltn+KmOAAAAAAAAAAAAAAAAABJ59hjj3W+Le7mm2+2jz76qEq57du323nnnWc7duwwM7NOnTrZL37xixrrXblypUUikejfb3/72xrL5uXl2ZVXXhmNH3jgAfvHP/5RpVxpaaldcskltmrVKjMzy8zMtN/85jf1Xm+iRCIRu+OOO6LxZ599Zv/zP/9jQRBUKXvffffZa6+9Fo3vuOMOi0Qi9dLOfer3lkHgAEyYMMG2b99uLVq0aOimAHWKsY0wYlwjjBjXqEuMJ4QVYxthxLhGGDGuUZcYTwgrxjbCiHGNMGJcAweHBx54wD7++GPbsGGDFRUV2ahRo+yyyy6zMWPGWHZ2ts2fP98eeughW7FihZmZpaSk2OOPP26ZmZl11obf/va39s4779g333xj5eXldvbZZ9t5551nZ5xxhuXk5NiSJUvs0Ucftfnz50eXuffee61Tp04NUu9zzz1nV1xxRZXnK//87HPPPWcvvvhilTJTpkyx4cOHV1vvmWeeaT/96U/t5ZdfNrO9N7999tlndvnll1vXrl1t3bp19vzzz9ubb74ZXeanP/2pnXHGGTHbmwiRoLrb9QAAAAAAAAAAAAAAAAAgCcyaNcvGjRtnmzdvjlkuNTXVHnjggZjfEme295viDj300Gh82223xfy2ODOzpUuX2ujRo2316tXe9t5www32+9//3lsuUfVOnDjRLrnkkrjeX02bNs1GjhxZ4+u7du2yH/7whzZt2jRvXSeddJK99dZbdXqDYrz4+VQAAAAAAAAAAAAAAAAASWvo0KE2f/58+8lPfmJpadX/MObgwYPtww8/9N4Qt7969uxp8+fPt8suu6zGm7z69u1rb7zxRtw3xCWy3kTJzMy0qVOn2u9//3tr3759tWXat29vv//9723q1KkNckOcGd8UBwAAAAAAAAAAAAAAAKCR2LBhg82YMcPy8/OtpKTEOnfubMcee6z17Nmz3tqwY8cOe//992316tVWXFxsnTp1sv79+9tRRx2VlPUmSllZmc2YMcO+/fZb27hxo7Vt29Z69Ohhw4cPr/HmxfrCTXEAAAAAAAAAAAAAAAAAgNDg51MBAAAAAAAAAAAAAAAAAKHBTXEAAAAAAAAAAAAAAAAAgNDgpjgAAAAAAAAAAAAAAAAAQGhwUxwAAAAAAAAAAAAAAAAAIDS4KQ4AAAAAAAAAAAAAAAAAEBrcFAcAAAAAAAAAAAAAAAAACA1uigMAAAAAAAAAAAAAAAAAhAY3xQEAAAAAAAAAAAAAAAAAQoOb4gAAAAAAAAAAAAAAAAAAocFNcUh6s2bNsp/97GfWt29fa9GihbVo0cL69u1rP/vZz2zWrFkN3TyE1IYNG+ydd96x22+/3caPH2+dOnWySCQS/Zs4ceJ+1718+XK79dZb7ZhjjrF27dpZZmam9ejRw84880x75ZVXrLy8PKnqRThs3brVXnvtNfvlL39pw4cPt44dO1p6erplZ2dbly5dbNy4cXb//ffbli1b9qv+r776yiZMmGADBgywnJwcy87Otl69etn5559vkydP3u92J6pehENpaal9+umndt9999kll1xiQ4YMsc6dO1tWVpY1adLE2rRpY0ceeaRdfvnl9u6771pFRUWt34OxjbpGbouGQG6LsCG3RRiR26IxIrdFQyC3RdiQ2yKMyG0BAEkjAJJUUVFRcOmllwZmFvPv0ksvDYqKihq6uQiJtWvXBl27dvWOu2eeeWa/6r/vvvuC9PT0mHUPGTIkWL58eVLUi8Zv0aJFwdixY4OmTZt6x7WZBVlZWcF9990XVFRUxFV/aWlpcNNNNwUpKSkx6x07dmxQWFgYd7sTVS/C5brrrotrXO/7O/LII4O5c+fGVTdjG3WN3BYNgdwWYUNuizAjt0VjQm6LhkBui7Aht0WYkdsCAJIFN8UhKZWVlQVjxoxxkozMzMxg0KBBwfHHHx+0aNHCee3UU08NysrKGrrZCIEVK1bElaDvz8WV22+/3akjJSUl6NevXzB8+PCgU6dOzmt5eXnB2rVrG7RehMPLL79cZfympqYGvXr1CoYPHx6ccMIJQU5OTpUyl112WVwXWPQieJMmTYKBAwcGJ5xwQtCmTRvntYEDB8Z9MTxR9SJcrr32WmcsNGvWLBgwYEAwYsSIYOTIkUHv3r2rXMTIzs4OZs6c6a2bsY26RG6LhkJui7Aht0WYkduisSC3RUMht0XYkNsizMhtAQDJgpvikJRuuukmJ7m44oorgk2bNkVfLyoqCm655RanzM0339yALUZYVL640q5du+C0004LbrnlluCf//znAV1cmTx5chCJRKLLDxkyJFiyZEn09fLy8uBvf/tbkJ2dHS1zwgknNFi9CI99F1fS0tKCM844I5g0aVKwbds2p0xFRUUwadKkIDc31xnnjzzySMy6H3/8caf8+PHjg/z8/OjrJSUlwUMPPRSkpaVFy5x33nneNieqXoTPLbfcEowdOzZ44okngsWLF1dbprCwMPjNb34TpKamRsdLly5dYl60YGyjrpHboqGQ2yJsyG0RZuS2aCzIbdFQyG0RNuS2CDNyWwBAsuCmOCSd/Pz8ICMjI5pU/Od//meNZStfYMnMzAwKCgrqsaUIo23btgUvv/xysHLlyiqv7e/FlYqKimDgwIHRZXv16hUUFxdXW/a9995z3ufVV1+t93oRLpMmTQouv/zy4LvvvvOWXbVqVdCxY8foOGnbtm1QUlJSbdni4mKn7MiRI2v85PeTTz4ZLReJRILPP/+8xjYkql7gz3/+szMPPv3009WWY2yjrpHboiGR2yJsyG2Bvcht0VDIbdGQyG0RNuS2wF7ktgCAROKmOCSd66+/PppQZGVlOZ80VHv27AkOOeSQaPnrr7++HluKg83+Xlx5++23nWUnT54cs/w555wTLTt48OB6rxcHN/1E1NSpU6st98gjjzgnf4sWLYpZ73HHHRctf/bZZ9dYLlH1AkEQBD169IiOlwsvvLDaMoxt1DVyWyQrclscDMhtEWbktmgI5LZIVuS2OBiQ2yLMyG0BAImSYkCSefXVV6OPzz77bMvJyamxbNOmTe2SSy6Jxq+99lpC2wbsj3/84x/Rx4ceeqiNGTMmZvkrr7wy+vizzz6z/Pz8eq0XB7dx48Y58eLFi6stV3n8jRgxwnr37h2z3srj7+2337Y9e/bUa72AmdnRRx8dfbxu3bpqyzC2UdfIbRE25LZoTMhtEWbktmgI5LYIG3JbNCbktggzclsAQKJwUxySypIlS2zZsmXR+LTTTvMuc/rpp0cff/PNN7Z06dKEtA3YX2+99Vb08amnnmqRSCRm+RNPPNGaNWtmZmZBENjbb79dr/Xi4KYXtLdv316lTFFRkc2YMSMa13auLioqsg8++KDe6gX2KSsriz5u0aJFldcZ26hr5LYII3JbNCbktggzclvUN3JbhBG5LRoTcluEGbktACBRuCkOSeXLL7904iFDhniXOfroo61p06Y11gE0pMLCQudTLfGM6bS0NDv22GOjcXVjOlH1At99950Tt2/fvkqZhQsXWmlpaTSOZ/x17NjRunXrFo2rG3+JqhcwMystLbWPP/44Glc3vhjbqGvktggbcls0NuS2CCtyWzQEcluEDbktGhtyW4QVuS0AIJG4KQ5JZdGiRdHHTZs2tUMOOcS7jJarXAfQ0HQ89ujRI67lKperbkwnql6g8k+hmJkdf/zxVcowrtEY/eY3v4lelM7JybGLL764ShnGNuoauS3ChnkSjQ25LcKK3BYNgdwWYcM8icaG3BZhRW4LAEiktIZuAFBZ5U+65OXleb9WfJ8uXbrYt99+a2ZmK1euTETTgP2in97q0qVLXMtVLlfdmE5UvTi4bdu2zR544IFoPGDAADviiCOqlKs8/tLS0qxTp05x1V+bcV2X9eLgVFZWZhs2bLBPP/3UHnnkEXvvvffMzCwjI8NeeOGFKj85YcbYRt0jt0XYkNuiMSG3RZiQ2yIZkNsibMht0ZiQ2yJMyG0BAPWJm+KQVLZv3x593LJly7iXq/z78jt27KjTNgEHovKYNot/XPvGdKLqxcHt2muvdX7e4c4776y2XOXx17x5c0tJie+LZ2szruuyXhw82rZta5s2barx9dGjR9sf//hHGzBgQLWvM7ZR18htETbktmhMyG3R2JHbItmQ2yJsyG3RmJDborEjtwUANBR+PhVJpbi4OPo4IyMj7uUyMzOrrQNoaDoe4x3XvjGdqHpx8Hr66aftqaeeisbnnHOOjRs3rtqyiZqrOQYgkYYNG2bXXHON9e/fv8YyjG3UNbY9wobcFo0FuS3CjtwWDYFtj7Aht0VjQW6LsCO3BQAkEt8Uh6RSWloafZyWFv/wrFy2pKSkTtsEHIjKY9os/nHtG9OJqhcHpw8//NCuvvrqaHzooYfa448/XmP5RM3VHANwoEaNGmXbtm0zM7M9e/bYunXrbOnSpVZRUWEzZ860mTNn2uDBg+3vf/+7devWrcryjG3UNbY9wobcFo0BuS3CgtwWyYZtj7Aht0VjQG6LsCC3BQA0FG6KQ1LJysqKPt69e3fcy1Uu26xZszptE3AgKo9ps71jVZ+rjm9MJ6peHHy+/PJLGzdunO3Zs8fMzNq3b2+TJ0+O+dMOiZqrOQbgQP3973+v8tzmzZvtySeftNtvv92Ki4tt9uzZNmLECPvss8+sffv2TlnGNuoa2x5hQ26LZEduizAht0WyYdsjbMhtkezIbREm5LYAgIbCz6ciqWRnZ0cf79q1K+7ldu7cWW0dQEPT8RjvuPaN6UTVi4PLkiVLbMyYMdFPaLVu3dqmTJliPXv2jLlcouZqjgFIhJycHLv++uvtww8/tObNm5uZ2apVq+zaa6+tUpaxjbrGtkfYkNsimZHb4mBAbouGxLZH2JDbIpmR2+JgQG4LAKgP3BSHpNK2bdvo47Vr18a93Lp166KP27RpU6dtAg5E5TFtFv+49o3pRNWLg8eKFSts9OjRVlhYaGZ7T9zeeecdGzhwoHfZyuOvqKjIioqK4nrP2ozruqwXMDM76qij7KabborGL774om3evNkpw9hGXSO3RdiQ2yJZkdviYENui4ZAbouwIbdFsiK3xcGG3BYAkEjcFIek0qtXr+jjTZs2OXfax7J69ero4969e9d5u4D9VXlMm+39lEs8fGM6UfXi4JCfn2+jRo2y/Px8MzPLzMy0N99804477ri4lmdco7E6++yzo4/Lyspszpw5zuuMbdQ1cluEDfMkkhG5LQ5W5Laob+S2CBvmSSQjclscrMhtAQCJwk1xSCp9+vRx4nnz5nmXKSgosA0bNtRYB9CQDj/8cEtLS4vG8YxpM7Mvvvgi+ri6MZ2oehF+69evt9GjR9uKFSvMzCw9Pd0mTZpkI0aMiLuO/ZmrS0tLbcGCBTXWkch6gX0OOeQQJ964caMTM7ZR18htETbktkg25LY4mJHbor6R2yJsyG2RbMhtcTAjtwUAJAo3xSGpDB482NLT06PxzJkzvct8+OGH0ccZGRk2ePDghLQN2B9NmzZ1PsUVz5het26dLVu2LBoPHz683upFuG3evNlOOeUUW7JkiZmZNWnSxF566SUbM2ZMrerp3r275eXlReN4xt/nn39uu3btisbVjb9E1Qvss23bNidu1aqVEzO2UdfIbRE25LZIJuS2ONiR26K+kdsibMhtkUzIbXGwI7cFACQKN8UhqWRnZ9uoUaOi8fPPP+9dpnKZUaNGWbNmzRLSNmB//ehHP4o+njp1qhUWFsYsX3lMt2rVqsZPgiWqXoTT9u3b7dRTT7WvvvrKzMxSU1Pt+eeft/Hjx+9XfZWXe/nll62kpCRm+crj74gjjrAePXrUa72AmfsPGTOrdrwwtlGXyG0RRuS2SAbktgC5LeofuS3CiNwWyYDcFiC3BQAkUAAkmZdeeikws+jf66+/XmPZzz//PEhNTY2Wffnll+uxpTjYVB6XzzzzTNzLrV69OkhPT48uO2HChBrL7tixI+jSpUu07C9+8Yt6rxfhU1xcHAwbNiy6/VNSUoJnn332gOqcPXu2s088+OCDNZZdvXp10Lx582jZe++9t97rBfbs2RMcddRR0fHSo0ePassxtlHXyG2RrMht0ViR2wLktmg45LZIVuS2aKzIbQFyWwBAYnFTHJJORUVFMHDgwGhC0alTp2DRokVVyq1Zsybo06dPtNyRRx4ZVFRUNECLcbDY34srQRAEv/zlL6PLpqamBq+88kqVMiUlJcFZZ50VLZeZmRmsWbOmQepFeOzevTsYPXp0dPtHIpHgySefrJO6x48fH603Ozs7mDlzZpUy27ZtC0488URnTt+5c2eD1ItwmTJlSnDdddcF+fn53rJr1qwJxowZ48zjf/7zn2ssz9hGXSK3RbIit0VjRG6LsCK3RWNBbotkRW6LxojcFmFFbgsASCaRIAgCA5LMnDlzbPjw4dHfZG/RooX9/Oc/t+HDh1taWprNnj3bHn74YVu/fr2ZmWVmZtqMGTNs0KBBDdlshMQVV1xhzz33XJXn9+zZE32clpZmqampVcrs3r272jq3bNlixx13nH3zzTdmZpaSkmLnnXeenXHGGZaTk2NLliyxRx991ObPnx9d5uGHH7Zf/OIXMduaqHoRHvfcc4/dcMMN0bh169Y2ePDguJc/5ZRT7Nprr632tZUrV9rgwYNtw4YNZmaWnp5ul112mY0ZM8ays7Nt/vz59tBDD9mKFSvMbO/4nDRpko0bNy7meyaqXoTLpEmT7Mwzz7RIJGJDhw61E0880fr372/t2rWzrKwsKyoqsuXLl9uHH35o//znP23nzp3RZcePH2+TJk2ySCRSbd2MbdQ1cls0JHJbhAm5LcKK3BaNCbktGhK5LcKE3BZhRW4LAEgqDX1XHlCTV199NcjMzHQ+HVDdX2ZmZvDqq682dHMRIhdddJF33NX0F8uSJUuCQw45JK56brjhhrjbm6h6EQ633Xbbfo9nMwsuuuiimPV/9NFHQU5Ojree1NTU4OGHH4673YmqF+Hx2muv7deYvuSSS4I9e/Z462dso66R26KhkNsiTMhtEVbktmhsyG3RUMhtESbktggrclsAQDLhpjgktYULFwajRo0KIpFIlaQjEokEo0ePrvYr+oEDkaiLK0EQBFu2bAkuu+yyGi8c9u3bN3jjjTdq3eZE1YvGL9EXV4IgCPLz84Of/OQnQVpaWrV1DB48OJg1a1at256oehEOq1evDiZMmBD07du32jyh8l/Tpk2Dn/zkJ8EHH3xQq/dgbKOukduiIZDbIkzIbRFW5LZojMht0RDIbREm5LYIK3JbAEAy4edT0SisXr3aZs2aZQUFBWZmlpuba0OHDrVDDjmkgVsG7J8dO3bY+++/b6tXr7bi4mLr1KmT9e/f34466qikrBeIx4YNG2zGjBmWn59vJSUl1rlzZzv22GOtZ8+eSVkvwmPr1q325Zdf2vLly23jxo22Z88ea9asmbVu3dr69OljAwcOtIyMjP2un7GNukZui7Aht0UYcfxHQyG3RWNDbouwIbdFGHH8R0MhtwUANDRuigMAAAAAAAAAAAAAAAAAhEZKQzcAAAAAAAAAAAAAAAAAAIC6wk1xAAAAAAAAAAAAAAAAAIDQ4KY4AAAAAAAAAAAAAAAAAEBocFMcAAAAAAAAAAAAAAAAACA0uCkOAAAAAAAAAAAAAAAAABAa3BQHAAAAAAAAAAAAAAAAAAgNbooDAAAAAAAAAAAAAAAAAIQGN8UBAAAAAAAAAAAAAAAAAEKDm+IAAAAAAAAAAAAAAAAAAKHBTXEAAAAAAAAAAAAAAAAAgNDgpjgAAAAAAAAAAAAAAAAAQGhwUxwAAAAAAAAAAAAAAAAAIDS4KQ4AAAAAAAAAAAAAAAAAEBrcFAcAAAAAAAAAAAAAAAAACA1uigMAAAAAAAAAAAAAAAAAhAY3xQEAAAAAAAAAAAAAAAAAQoOb4gAAAAAAAAAAAAAAAAAAocFNcQAAAAAAAAAAAAAAAACA0OCmOAAAAAAAAAAAAAAAAABAaHBTHAAgaYwcOdIikYhFIhGbOHFiQzcnaXXr1i3aT9OnT2/o5iTEypUro+sYiUQaujkAAAC1Rm4bH3JbAACA5EduGx9yWwAAgOTCTXEAAAAAAAAAAAAAAAAAgNDgpjgAAEJo4sSJ0U/rjRw5sqGbAwAAAOw3clsAAACEBbktAABA/eGmOAAAAAAAAAAAAAAAAABAaKQ1dAMAAEDtrFy5sqGbAAAAANQJclsAAACEBbktAABAcuGb4gAAAAAAAAAAAAAAAAAAocFNcQAAAAAAAAAAAAAAAACA0OCmOABAozV9+nS76qqrrG/fvta6dWvLzMy0rl272g9+8AN79NFHrbi4OK56IpFI9G/fV9xv377dHnzwQRs6dKh16NDBMjIy7JBDDrFzzz3X3n///Vq1MwgCe/nll238+PGWl5cXrWvUqFE2ceJE27Nnj5mZTZw4MdqOkSNH1lhft27douWmT5/uvHbxxRdbJBKxSy65JPrcBx984Kxj5T9dPlbd1Vm5cqVTXzzmzZtnP//5z+3www+3rKwsa9eunQ0aNMjuvPNOW7duXVx11GTq1Kl29dVXW//+/a1t27aWnp5uubm5dsopp9iDDz4Y95gAAACob+S25LaK3BYAADRW5LbktorcFgAANIgAAIAkMWLEiMDMAjMLnnnmmRrLbdiwIRg7dmy0bE1/ubm5wVtvveV938rLrFixIvjss8+Cbt26xaz7mmuuCSoqKrx1b9iwITjppJNi1nXUUUcFy5cvD5555pnocyNGjKixzq5du0bLTZs2zXntoosu8vZL5T9dPlbd1VmxYoVTn8+tt94apKam1tieNm3aBFOmTKl1vcuWLfP2s5kFnTp1CiZPnuytDwAA4ECR25LbktsCAICwILcltyW3BQAAjVGaAQDQiKxfv95OPvlkW7hwYfS59PR069evnzVr1sy++eYbW7t2rZmZFRQU2I9+9CN77rnn7Nxzz42r/oULF9q5555rO3bssEgkYkcccYS1a9fONmzYYF9//bUFQWBmZg8//LB17drVrrvuuhrr2rFjh40ZM8a++OKL6HNpaWnWv39/a9mypa1atcqWL19uX3zxhZ1yyin2q1/9an+6xNG/f3879dRTraCgwBYsWGBmZq1bt7bBgwdXWz4nJ+eA3zNeN954o919993Ocz169LBDDjnENmzYYAsXLrRNmzbZ2LFj7cUXX4y73rlz59rpp59uhYWF0edatGhhffr0saysLMvPz7dvvvnGzMzWrl1r48aNs7///e925pln1s2KAQAA7Cdy29jIbfcitwUAAI0BuW1s5LZ7kdsCAIB61cA35QEAEBXPJw5/+MMfRstEIpHguuuuC7Zs2RJ9vaKiInjjjTeCzp07R8tlZmYGS5YsqfF9TT7xZmbBZZddFqxZs8Ypt2jRoqB///7Rss2aNQu2bdtWY70///nPnbovu+yyYMOGDU6Z2bNnBwMHDgzMLGjbtu0Bf+Jwn3g/vbg/dVcW7ycDp06d6pQbMGBAMGfOHKfMt99+G5xyyilV+iJWvRs3bgxyc3Oj5Xr16hW8/vrrQVlZmVNu0aJFwejRo6PlWrZsGaxcudK7fgAAAPuL3JbcltwWAACEBbktuS25LQAAaIxS9CY5AACS1euvv25vvfVWNL7rrrvs3nvvtVatWkWfi0QiNnbsWJs2bVr003S7du2K+9N8mzZtshtvvNGefPJJ69Spk/Na79697a233rKsrCwzMysuLrZXXnml2nqWLFlijz32WDS++uqr7cknn7S2bds65Y499libNm2a9ezZ0zZu3BhXGxujyv3fs2dPmz59uh1zzDFOme7du9tbb71lJ510Utx9MWHCBCsoKDCzvX352Wef2bhx4yw1NdUp17t3b3vnnXfs9NNPNzOzbdu22e23334gqwQAAHBAyG0bL3JbAAAAF7lt40VuCwAAwoyb4gAAjcaf/vSn6ONjjjnGbrjhhhrL9uzZ0+68885o/O6770a/ij2Wnj172h133FHj64cccoidddZZ0fijjz6qttyTTz4Z/cr+jh072j333FNjna1bt7YHHnjA27bG6qOPPrKvv/46Gj/00EPWunXrass2adLE/vznP1uTJk289ebn59sLL7xgZmZNmza1v/3tb9a8efMay6elpdkTTzwRrfuFF16wbdu21WZVAAAA6gy5beNEbgsAAFAVuW3jRG4LAADCjpviAACNQlFRkU2dOjUa/9d//ZdFIpGYy1xyySXWsmVLMzMLgsBef/117/tceumllpaWFrPMsGHDoo8XL15cbZm33347+viCCy6wZs2axazz1FNPtW7dunnb1xhNmjQp+vjwww+3MWPGxCzfo0cPO+2007z1vvjii1ZWVmZmZmPHjrUePXp4l8nLy7MRI0aYmdnu3btt1qxZ3mUAAADqGrlt40VuCwAA4CK3bbzIbQEAQNhxUxwAoFGYM2eOVVRURON9X6ceS0ZGho0ePToaf/rpp95lhgwZ4i2Tm5sbfbx169YqrxcVFTkXXU466SRvnZFIJHrSHzafffZZ9LHvwso+8WzfDz/8MPr45JNPjrs9/fr1iz6eO3du3MsBAADUFXLbxovcFgAAwEVu23iR2wIAgLCL/ZEKAACSxLJly6KP27dvb+3bt49ruf79+9s//vGPKnXUpGPHjt4yWVlZ0cc7d+6s8np+fr5zIah3797xNNX69OkTV7nGpnK/V76wEcsRRxzhLbNgwYLo46eeesreeOONWrdn48aNcS0DAABQl8htGy9yWwAAABe5beNFbgsAAMKOm+IAAI1C5U/2tWnTJu7l2rZtG328ZcsWb/mmTZvWql1BEFR5Tj+F2KpVq7jq2veTAWFTud/j3XbxlNu0aVP08RdffFH7hpnZtm3b9ms5AACAA0Fu23iR2wIAALjIbRsvclsAABB2/HwqAKBR2LNnT/RxbS6AVC5buY5klJISzsNySUlJ9HG82y49Pd1bpri4eL/btE/lT4YCAADUF3LbxovcFgAAwEVu23iR2wIAgLALZxYHAAidyp/G27FjR9zLVS4b7yf/DpR+cjDeT7XF84nIZFNeXu4t06JFi+jjeLddPOUq9/PLL79sQRDU+m/ixIlxtQcAAKAukdsmJ3JbAACA2iO3TU7ktgAAANwUBwBoJNq1axd9nJ+fb2VlZXEt9+2331ZbRyLl5eVZJBKJxosXL45ruXjLJVLlTwSWlpZ6y+tPDlSnffv20ccrV66Mqx0rVqzwlunQoUP0cWFhYVz1AgAAJANy2/pBbgsAAJB45Lb1g9wWAACg9rgpDgDQKBx99NHRxyUlJTZv3ry4lvv000+rrSORmjdvbr169YrG06ZNi2u5Dz74oM7aUPkr/YMgiHu55s2bRx/H8wnIBQsWeMscddRR0cezZ8+Oqx3xlDv++OOjjz/55JO46gUAAEgG5La1Q24LAACQvMhta4fcFgAAoP5wUxwAoFE4/PDDrWPHjtH4b3/7m3eZxYsX2+effx6NTzzxxIS0rTo/+MEPoo//+te/2s6dO2OWf++99+L6lF28mjVrFn28a9euuJfr0qVL9PH8+fO95f/5z396y1Tu9/fee8/7KcWKigp7+eWXvfWeeuqpTjvi/bkDAACAhkZuWzvktgAAAMmL3LZ2yG0BAADqDzfFAQAajUsuuST6+LHHHrNVq1bFLH/99ddHH7dv397Gjh2bsLapyy+/PPpV/GvXrrUbb7yxxrLbtm2zX/7yl3X6/pUvRC1fvjzuTx1W/nTgq6++ahUVFTWWnT17tr3++uveOs8+++zo1/vv3r3b7rjjjpjln3rqKVu+fLm33h//+MfWtWtXMzPbvn27XXvttd5lAAAAkgW5bfzIbQEAAJIbuW38yG0BAADqDzfFAQAajWuuucZatmxpZmY7d+60sWPH2rp166qUC4LAbrrpJnvjjTeiz11//fXRE/z60KdPH7viiiui8UMPPWRXXnmlbdy40Sn3+eef28iRI23x4sXWtm3bOnv//v37W1pampmZbdq0yZ599tm4ljvzzDOjjxctWmR/+MMfqi23cOFC+8lPfmLl5eXeOtu0aeP0xX333Wd/+ctfqi07ffp0+9WvfhVXW9PS0uzuu++Oxk899ZRdddVV3k93FhcX28SJE23UqFFxvQ8AAEAikNvGj9y2ZuS2AAAgGZDbxo/ctmbktgAAoK5Fgtr8YD0AAAk0cuRI++CDD8zM7JlnnrGLL764Splnn33WLrroomick5NjV155pQ0bNsyysrJs6dKl9vTTT9unn34aLTNs2DD74IMPLCWl+nvB930y0MxsxYoV1q1bt5jtnD59up100klmZta1a1dbuXJlteW2b99uJ554ovN19mlpaTZgwABr2bKlrVq1yr799lszM+vevbv96le/il5YOOWUU2zKlCnV1tutWzf77rvvzMxs2rRpNnLkyGrLnXnmmTZp0qRo3LNnT+vRo4dzkenOO++0fv36Ocudeuqpznv/9Kc/tXPOOcfat29vhYWFNmXKFJs4caKVlJTYBRdcYH/961+jZWtKK7Zt22b9+/e31atXR58bN26cnXvuuZaXl2cbNmywN99805577jkrLy+3c845x/7+97976zUzmzBhgt13333RuG3btnbeeefZ0KFDrUOHDmZmtmXLFlu8eLF9+umn9t5779nOnTutQ4cO1V6cAwAAqAvktuS25LYAACAsyG3JbcltAQBAoxQAAJAkRowYEZhZYGbBM888U2O5Bx54IIhEItGysf5OOOGEYOvWrTHft3L5FStWeNs5bdq0aPmuXbvGLFtYWOisV3V/AwYMCJYtWxY8+uij0efOOuusGuvs2rVrtNy0adNqLLdixYogLy8v5ntXt/zy5cuDjh07evv27LPPDr799lvnuVgWLlwYtGvXzlvvySefHCxdujTueoMgCO688864x8S+vw4dOnjrBQAA2F/ktuS25LYAACAsyG3JbcltAQBAY8TPpwIAGp1f/vKXNmvWLDvxxBNrLNOhQwf74x//aNOmTYt+dX9DaNeunU2bNs1efPFF++EPf2idOnWypk2bWufOnW3kyJH25z//2T755BPr0aOHFRYWRperi6/k79atm3355Zf2u9/9zoYPH27t27eP66cIDj30UJs5c2aNX1Pfpk0bu/fee+3FF1+s8VOc1enTp4/NmzfPzjzzzGqXy87Otv/5n/+xd99915o0aRJ3vWZmv/nNb2zevHl21llnWXp6esyyvXv3thtuuMGmT59eq/cAAABIBHLb+JDbVo/cFgAAJBNy2/iQ21aP3BYAANQ1fj4VANCoFRQU2Icffmhr1661PXv2WLt27eyII46wwYMH1+rEPxmMGzfO3nzzTTMze/TRR+2qq65q4BaZLVmyxD766CNbv369tWjRwrp3726jRo2K6yJNLAUFBTZt2jQrKCiwZs2aWZcuXezkk0+27OzsA27zrl277KOPPrIVK1bYpk2bzMysZcuW1r17d+vfv7917tz5gN8DAAAgEchtE4vcFgAAoP6Q2yYWuS0AAIAfN8UBAJAECgoK7NBDD7XS0lIzM/vyyy9twIABDdwqAAAAoPbIbQEAABAW5LYAAACNV+P6KAYAAI1MPPeel5aW2qWXXhq9sHLUUUdxYQUAAABJh9wWAAAAYUFuCwAAEH7cFAcAQAKdcMIJds8999iyZcuqvBYEgU2fPt2GDx9uU6ZMiT5/66231mcTAQAAgLiQ2wIAACAsyG0BAADCj59PBQAggTp27Gjr1683M7N27dpZjx49LDs723bs2GFLliyxrVu3OuWvuuoqe/TRRxugpQAAAEBs5LYAAAAIC3JbAACA8Etr6AYAABBmKSnffynrhg0bbMOGDdWWS09Pt5tuuolPGwIAACBpkdsCAAAgLMhtAQAAwo9vigMAIIHWr19vr732mn3wwQe2YMECy8/Pt6KiIktLS7M2bdpYz5497eSTT7ZLLrnEcnNzG7q5AAAAQI3IbQEAABAW5LYAAADhx01xAAAAAAAAAAAAAAAAAIDQSPEXAQAAAAAAAAAAAAAAAACgceCmOAAAAAAAAAAAAAAAAABAaHBTHAAAAAAAAAAAAAAAAAAgNLgpDgAAAAAAAAAAAAAAAAAQGtwUBwAAAAAAAAAAAAAAAAAIDW6KAwAAAAAAAAAAAAAAAACEBjfFAQAAAAAAAAAAAAAAAABCg5viAAAAAAAAAAAAAAAAAAChwU1xAAAAAAAAAAAAAAAAAIDQ4KY4AAAAAAAAAAAAAAAAAEBocFMcAAAAAAAAAAAAAAAAACA0uCkOAAAAAAAAAAAAAAAAABAa3BQHAAAAAAAAAAAAAAAAAAgNbooDAAAAAAAAAAAAAAAAAIQGN8UBAAAAAAAAAAAAAAAAAEKDm+IAAAAAAAAAAAAAAAAAAKHBTXEAAAAAAAAAAAAAAAAAgNDgpjgAAAAAAAAAAAAAAAAAQGhwUxwAAAAAAAAAAAAAAAAAIDS4KQ4AAAAAAAAAAAAAAAAAEBrcFAcAAAAAAAAAAAAAAAAACA1uigMAAAAAAAAAAAAAAAAAhAY3xQEAAAAAAAAAAAAAAAAAQuP/A2+o3xdF4d2TAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from benchmark_utils import plot_comparison\n", "\n", "plot_comparison(data_regrid, data_esmf, data_cdo, vmin=-1e-3, vmax=1e-3, varname=\"tp\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate the root mean squared error as well:\n", "\n", "Note: because of issues surrounding the edges (north/south/east/west) of the dataset, these were removed before calculating the RMSE." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xarray-regrid vs. CDO - RMSE: 0.00007 mm\n", "xESMF vs. CDO - RMSE: 0.00161 mm\n" ] } ], "source": [ "import numpy as np\n", "\n", "no_edges = dict(latitude=slice(-85, 85), longitude=slice(5, 355))\n", "\n", "rmse = (\n", " np.sqrt(np.mean((data_regrid - data_cdo).sel(no_edges) ** 2))[\"tp\"].to_numpy()\n", " * 1000\n", ")\n", "print(f\"xarray-regrid vs. CDO - RMSE: {rmse:.5f} mm\")\n", "\n", "rmse = (\n", " np.sqrt(np.mean((data_esmf - data_cdo).sel(no_edges) ** 2))[\"tp\"].to_numpy() * 1000\n", ")\n", "print(f\"xESMF vs. CDO - RMSE: {rmse:.5f} mm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the runtime and output of different `nan_threshold` values. You should consider disabling `skipna` if you are certain your dataset lacks NaN values." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Elapsed time skipna=False: 0.408 seconds\n", "Elapsed time skipna=True: 1.018 seconds\n" ] } ], "source": [ "ds_sst = xr.tutorial.open_dataset(\"ersstv5\")[[\"sst\"]].rename(lon=\"longitude\", lat=\"latitude\").persist()\n", "\n", "new_grid = Grid(\n", " north=90,\n", " east=360,\n", " south=-90,\n", " west=0,\n", " resolution_lat=4,\n", " resolution_lon=4,\n", ")\n", "target_dataset = new_grid.create_regridding_dataset()\n", "\n", "t0 = time()\n", "data_skipna_false = ds_sst.regrid.conservative(target_dataset, skipna=False).compute()\n", "print(f\"Elapsed time skipna=False: {time() - t0:.3f} seconds\")\n", "\n", "t0 = time()\n", "data_nt0 = ds_sst.regrid.conservative(target_dataset, skipna=True, nan_threshold=0).compute()\n", "print(f\"Elapsed time skipna=True: {time() - t0:.3f} seconds\")\n", "\n", "data_nt1 = ds_sst.regrid.conservative(target_dataset, skipna=True, nan_threshold=1).compute()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }