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Created April 29, 2022 06:53
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GeoTiles - additional.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "GeoTiles - additional.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyOFnwcEMbh8IVIqyqzKwbFU",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/fwrite/2d97e740e59800aaf26d5b4feb799179/geotiles-additional.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pulMT6lbNbrE"
},
"source": [
"# GeoTiles\n",
"\n",
"How to connect to the additional resources in the data cube using Google Colab.\n",
"This example will install the required packages and connect to the data cube."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "o6LrLhoQNSGW",
"outputId": "ff20361f-8c52-4594-fa04-f4f90090cb11"
},
"source": [
"# This will install the necessary packages.\n",
"# If you are running the script locally,\n",
"# you may want to do this via your package manager.\n",
"!pip install --upgrade zarr xarray fsspec aiohttp"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: zarr in /usr/local/lib/python3.7/dist-packages (2.11.3)\n",
"Requirement already satisfied: xarray in /usr/local/lib/python3.7/dist-packages (0.20.2)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.7/dist-packages (2022.3.0)\n",
"Requirement already satisfied: aiohttp in /usr/local/lib/python3.7/dist-packages (3.8.1)\n",
"Requirement already satisfied: fasteners in /usr/local/lib/python3.7/dist-packages (from zarr) (0.17.3)\n",
"Requirement already satisfied: asciitree in /usr/local/lib/python3.7/dist-packages (from zarr) (0.3.3)\n",
"Requirement already satisfied: numcodecs>=0.6.4 in /usr/local/lib/python3.7/dist-packages (from zarr) (0.9.1)\n",
"Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.7/dist-packages (from zarr) (1.21.6)\n",
"Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from xarray) (4.11.3)\n",
"Requirement already satisfied: pandas>=1.1 in /usr/local/lib/python3.7/dist-packages (from xarray) (1.3.5)\n",
"Requirement already satisfied: typing-extensions>=3.7 in /usr/local/lib/python3.7/dist-packages (from xarray) (4.2.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.1->xarray) (2.8.2)\n",
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.1->xarray) (2022.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=1.1->xarray) (1.15.0)\n",
"Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (21.4.0)\n",
"Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (2.0.12)\n",
"Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (1.3.0)\n",
"Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (6.0.2)\n",
"Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (1.2.0)\n",
"Requirement already satisfied: asynctest==0.13.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (0.13.0)\n",
"Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (1.7.2)\n",
"Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.7/dist-packages (from aiohttp) (4.0.2)\n",
"Requirement already satisfied: idna>=2.0 in /usr/local/lib/python3.7/dist-packages (from yarl<2.0,>=1.0->aiohttp) (2.10)\n",
"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->xarray) (3.8.0)\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "f6jNbvDZN7Qj"
},
"source": [
"import xarray as xr\n",
"from skimage.exposure import equalize_adapthist"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"source": [
"ROI = {'x': slice(79550, 92180), 'y': slice(450495, 442146)} # Delft"
],
"metadata": {
"id": "vzIM7JYSAxb7"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Sentinel-2"
],
"metadata": {
"id": "xqcDdfCfFfY9"
}
},
{
"cell_type": "code",
"metadata": {
"id": "F62q37RhNazv"
},
"source": [
"R051 = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/S2/R051', consolidated=True)"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"_tci = R051[['B04', 'B03', 'B02']].sel(ROI).sel({'time': '2021-06-01'}, method='nearest').to_stacked_array('rgb', ['x', 'y'])\n",
"_tci.values = equalize_adapthist(_tci.values.clip(0, 1), clip_limit=0.02)\n",
"_tci.plot.imshow()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"id": "dLNSi2x_BCDg",
"outputId": "4e0daece-2abe-45b7-93eb-147aa3139f7d"
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b6c165050>"
]
},
"metadata": {},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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FzHSMyWgMw1A4NT5LIZ1lbX+H9fUt4okYMV3w5NsfRI98rPECjdQQ80NjTI7kubFbxUokeGhynButLZx6wFseO4PXsHns/DmGkyk2Oz6yofCB6Tn+TGhUVls88uA5/v4H30Mul2F4NIumawR+QNfu4nV9WrbLxGiW0A944dItKo0WKgpZ3eLRe49j4/PizeusLu1w7eY2TbuLV3dJphMMjA1SwERD5+The0j6OmMDg0xPFzD8PM2aQ+C0wXNRAc9xEUJgd23W7SpmQ2F3fRu30yGXHqTttul02nihZGtzHdUw0LQEbzn1foSuYhWyfGXtDi9sXOH9D74FmRasFLfA0NjYKPLw8BzdskOpUaRsNyiWa/hpSSxvIixB13ZxGwGaHuCXXZ658XVSmSR130VB0PVdPFtSK3YYy6fJpnUemD5OxjPp+g6RH4EvaOHg+SGpWIyvXbvA6uZNZMdnc2mX0Ie63WC1voVdKvPy7dsM+wZjXoFYyydqtEnrOsNnh5l7xyyG1RvcY7kYEkmz3KHT6FIpNxB+SCxjols6gR1hWAaarhL5EmkIJBGqrmCkYyi6CrpC4EeEfoSu60SAX3fx6h5Sl5SWqmAp+H7A3Nw4fsOl23DQcwZLpV1evHAbK2OSy2eJGzqRLSmXG2SnBslMZ9B1DS1tousamdwgAVCtLDM5mkYzY5wcneT40QXGJlUGzBiaL3Aa3d59AyIkuqWRyVkEjSqvrhYRGYEbSiaHhjh+ZAQDlVQ6gSz5RA3B45Mz3DM5SXtvlWu117i6tfg9GX/Vp5566nui6G87v/Ybv/bUL/zzX+eLr32Na6trNOsO54+fZC7yuVypsDA6xHKxwX35NCu2zcLx/4r1Q2OY21dQstMIu8KNpXVyYxk2dpZYWt/DGBQ06x7lSpVQl7Ru2+w4ZWZGp1BKIa1Gh3NzJ1AcQSqVQvhQ364zMzdFQhOcnj9Gbb+GZVjsb1UIVPBDwe5uBdfz8VXJfD7P556/ykd+6Acp7Re5dPUGO3s1/MAnO5hhcizPanmPQT1BPYTNRoMj85OMFSZY2biDoqkUCllqLQdrKElc1zh89DCy2SFKuAwNDHN6rsDzz91kfWef9z/xFo4cHWFh8hCzQzm+fvU17nvoPra391jZKJJOxak1u5iqyn6tiuO1mTtykkARPHf1Mhkzg2pAQJdDk5OsFrcxTIOckWXfrmC7Lp4SMJrJo6kqbdsjUlXqew0mZwf50NA4S50ugSGZGM0iLAjdCCOho8SgXXRI5eJsbOwyls3iuA4dfKIoIhARYcsjnUrSbrvMZkYoWDEa1ToZLUAzkwgBTbfNxGCGWtejtV2mbTfR8ZnN5+h2qgSBz0bDYc4U/MnyIuXFCpNjw9y5tcO5Mwusr21hpS38VpfhsWHyR45w4coyC0dnEIrCzcVVfuSDTxKzVNKxFMX9EoqqIqOIbsOh2/KZnhlhdbXIWnuLFy9eYSCtc+/IGF++dB03Ctlr1AmtAKfkoQxoDOopJuJJmk7ARHqQbmuPQ4NDTI+NMn9kjpdfvo7EZqu4yKHRw6i6hqIqLC5d4XOf+gP8VsDC/DFCE8YPzdLpdhGKQkyPMZpJUywW6Tpd5icn+OO/+ANk5HJ8cJyzM2cppAa5sPIaOxtl/t4T72VmPM9YyuJ6tUI+k+BmeZeh1AB+FBBGEZGI8O0Q35R0fI96uUM6k6RRbOI7AdOHczRth1hcRyJREbRbDoZlcLu0SayQIOkrZJMDOKGHrgoSMYPdWo0jU4fAkYQJiYxChO7itTwq7Rq5sTSO6nJ8+CilUo3ukI+St1CGYwgEMV3Hazp0HRcVBSUSoEgC30eoCioKWlrHLnXx8cGXoKr4toeqKBgDBlEEEtlbIvYlKqCYKr4boJgaXrlLt+ESIYmQxIZMpC/x1AC37fWW20yVQiZLLp+ivN5ANzVA4BMSt+IofkR1v4lvexiWztFMnPWlXQYv3Wb4mefY29ym3fYRms7k2CSWOUu5skUyleDWtRWUCIxsDD2ucTo3zZCZZL4wjaYo1ESHhxfO8ldPP0OoqqQycX7s/Y8xM3SS7a0VKp5PToYY+QkOj0wSM+NcuXK7+NRTT/3e32T87TuiAz7+8V9/avTsMF/+wtd5xz33cO7YDPW2x6evvYKhxLHbPqfnJrjRshFewOWlzzBWKeNqkv3922iewbHZY3z+8gtM5TJUt2yGCxauCDk2McG+XWarXCVoh+T1NNWgyfnxOdJqnFK7ShAFjBcyqKZJba/EI4+c5KUL19juNGi32gxmU8TNFOvFLbwwRHV8zp5+gE8/8xwffd8Psbr6GogYp0/OsbyyQ6vVprizz1sfOkNCCp579TaxpE7XDRgbzaFGPtvVNrG4xcVrr1FttUmrGss7W7RrLs9ceIWxfJ5ba8usr5cYnxzjAw+fZ7+8T7srqXeqPP3SdVIJlRdXb/P4+YeYGR7mucs3ODI7Ss3p0HJsXnj+MpeuX2SvWWFAz2BaKs9fuMROt8LKzS0eWjjO3Mgh6vYey8v7BG2PlBXHMAXVagcroWPbHs1Km1xukOf2d3n8xCnapsf6rT3q+y3ykwMEbkTkhkhXEh8yKC1Xeezx+2iU2zTcFr4b4jgOZ6aPcnXxDuOpAk+cP8/63jq+kCQ8iRlEFKYLqIrBa9sbxISBpulM5DNEHTiiBbza7PL0SzfJpxN85sZtqpsN8sN5iltl4mYMVUYs3lmjMFjg1voKIxMFvvr0Bd735NsYGxzg2uIqxyYmiQKbvYaNnsoymDDY2S2hxXVCNySKJKm0yfzEMDvFGlJX2Li5y1dfW8TMm+imTrjnk8gn0QIYGh1i0Erx2FiOJiqqpnGiMMqXN5Y5oUqC3RK3PBstMhjS4OUb1zhx7Bz/9pO/z+rNJTQ9hhVLslTcwNBhcfE649OznDt2jrmJQ6QHh9nf32VlfYnFpVeYHUry0KF5jGSec299B5/54p9QdGtEZsAr128zbuWIVFjf2WY3anL/PXMsLRWRRJi6gt8KaBTbxEyTWEZHGGDjYqg6SiTpNnysdAzPCUAIQgTtsk1HhqiqQr3aZDRXYLtRpmN3mU0VcPWIqtMlq5sQ6rRVB6lruC0PX4+IoohSqUHoRLRCh0jzcNKACgoCXVEQmiA3OMR+sQJK70WPDIEQBibSdBsOiidQTBWQEIL0QjRdRZgqYRSC3/v76aZGBITtgAjAVAidkFjKwPd9dMvArbkoqAgNDDRGJ7J0ajZO2UHqEM9bNKodWuVWb/aqKii6oNnuYuo6YSSZnRzmkflTTN17L/PPfQ3djKP4LdyuS9eNaG7e5PbKNZ5Zeo318h4D+QFkJFmYnmC3Wue+2aPU9xxeXLtKXsvhNH3edmwSEYbsezaF1BClWge702VpbY3F62u4wqTjBWhKmkalxq2l1b4j+l7x6x//H59aWVlieGCAWrVNLm3xqa8+y0R2nEdmB7m1WWNmYoS23+GdkwWurVbY9VsMHPsvsKrXmRyySI+nWVrbYam2T7fqkDcMbiyXmJ+e4/bGOp7vMZUdZTBrUd6pEwQufiagVK5heCqr5V2y8Tibfp075W2MRIKcnqAlHUp+C893ODOU58ThWUqyQ6m4RSGRJm6pvLq+iRp3UBwd3VAo7lb46Lse4Tc/8RccPzJNu+MyPlYgEYuTjunEEyaWmqDbqvGuRx7i1p1VdkpVjo0PU+p0eeTBs9TKTc7MTdA0A544doxPfeFZZo4f5dkrF9lZLfGDDz3CmfvOk9BS/NVznyWSkve882H++rPPMDaSZWOnysb+FrOzc6T0BMmcylc//yJS791zGYfFa+vcXlzBTUO3bP/fA0NARN3vYDd8MpkU1d06Z47OsBu2WC4WQUjGzg4jYoKdyyXyRzJ0t1yiCIyMTrfhksuOEbZD6n4Z1w5RULCjDq2yw31H5hDVPeaHC9woVogCF8/36aoCE4V0LMWd4g7Hx8axBqc4PqNwqRSQz2dQZcTFzXXqOw3GxsfZ2dwhnxuk3mixvrFDq9Nlt1KhWq6zsrTFj3z4B9jcqdAOfI7MjDMyPMj1OytocZ00kudfuUYYRYRuwMK5Q9SqbVrVLnXhMZXOUK92MMZMMCCBhdt20FIGpqtw//gsy+4+k7k811b3eXxylIvrG+T1kJlD02iGQWOkgFNuMH/qFJ999gWqaovrr1zEUC2EH2J3XK4uv0aQiAjjHplEkheffpHArXPP2fPIQPK5L/05jtrCi2zedeQ0GSvFZ1de4JNf+FP23Cau7TI+mWU0kSJ5aIYXVq4yPznGYBTjhauLuG6EZcUYn1bZXuwg/QjPDYjpGoEANVLo6hFBQmJhkB3K0AkcHNcHO8AuO7gtFz2lEfohpXqNAEkiplOzW0zlJqk0aniqT7vVRdNV0AUSgRYqhG7ASHoI2+5wKD1J4Hi0FRehKwxpMQpBiouXb7O1ttNbVlMF4+kcdtVBsRQ82yUKJaquojsQqhI1phL6EUpKBy9EqAqhG6GaGpEb9WZ/yF6gjqmi03NgkQ1ew8VIGSgItIRBp9Qhkxlgf6cKhoKVi2OXu2ioGEMmTsMjcAJiqo7UJblChpip0zUisvoQvvCJWwn271zERMcNNVJWnLhfpxb43FjZBh2SmSTj+SyPnz7Na5ubVNstFqYnSGgZVrbXqNsNnl1aZN2po+gxjs+e4oXFV7CikHjCYmQmx3A+TaEwwrWVqxQbVaq79b4j+l7xLz/2safe8vC9VO0WjYrNeG6AhwYSlD0H1UoxMTnKzs4OeqSz226jGtBotUmKJdIizmq1RmBHxITkxp0NMpNJlm5VOD09z+hkBrvqk0yYaKFB5HvkCwMUBjKMxAfQUklW94rMj40RqQopc4Bmvc20leOVnRUsXWdQsRgyTEqew6nsICOJOHHDIDEwwrOXL/HOh87TqdhcX9zk6PQkP/jWM6TjWYpdj/ecPcy6bBC0Q3RdJexI7uwU6baaeFGEqcd4y/2nubW1RbNuY3fbDJoZiuUSk8cWODpU4NrqGpNTI+xV9vBaHpl0Hl+CMhSjXNxlcmGOK5euUNrYo60F1BWP1158lR96/1uRvo5lqly5dBOZVtBSGqEvESHoGQM9ZVBfqqMmVFRTQ83pJDST/cUKkRaRTMSIx2LMj+ZZ36sgTIWo6+P7PoXJDG4YEQUhgQDTMmhWu/huiG+6jCVnWK9tErc0PD/EDX00XzA7OoEE7uy1ido11GSGcrfJ8fQg8Y5LLJum3Xa5UVznvbEul9wkke+Rq1d4trJLdbuBoqs4tsPMwjiBL2k2Wwwkk9jdLsOTo9TKNcbHCjQaHWqlIifvP8dLL15Fj6ukkmkSUuGVOzfY3a2haSq5fIrjZ+eIVGiW22ghJCcS2IEPkYIGKKpCLp1hMDXAkfQACwmNnYbHw3oMIxHHi3weGBviyys7KIk4ZrlB2AnYtbvsNHdImhZzuTFyqSHiQqfZdVjaWCI2ZmCaCn4jwN4LyE4OsrG8y+Gjx/id3/s4rcgmN2Cy7zY5c2iWF8sbXF1cwncjTFdhfHqIYwM5zo2dYXl/j3q7hG23SJlZcoqJH0U02h3qVR8JREFEYPuISKCbOr4aoakKcdWgETm0qzY5M4UEOi0XEASOj5oyUHXtIAI1IqZrxFIaG9U9UsRxI4+j01PEwhhNv9OLqhOCwmAWmy4KOqfnFyh2inQ7HeaMHK+8usxSZQ8ZhaTTCRRFZULPcmxyhq3yHu1Gh8AJMCyDMAzRDR100VuaMxW6e11UXQUhcFoeilBQTYUo6jklTVUQkSCwA4JGQDwdw48iQCIA3/bR4mpv+Tjqzd4MPYZOL5qyVmyimgoykriORyqTIIoE73v8IRaLu9wTt9A0jZPHznHp+iskLY0rG7cJNZfc0DQXb92h5duMpoaImQPcN7fA0voe9b0qtt2m6rVYqu7QUX0iXaAmelGih0cLvHztMimRJJmNY6VMam6TU+PHKTVLbFVLBEQ0dpt9R/S94lf/5a8+ZQ3E2e9UcX2HnDXIq+U6KS3G9OwsN7eWOK9rrPiSjCWYOHEWL2yTMtM4vkeoKOhpk7iRZL+9z3vvP8GNmzskh1IkYipOJ2CjtcfmfpGq3ybpJ4lZFo4IULuSufYpxt8AACAASURBVNkpttpVPvjAQ9y/cIx0PEE76GIFHg9NTZMbHWG1ts+Pv+1tfOrSy4wNDTOdkvz1nUWyaoLBVBpMlQdmphhLxdGDkGTSZ+HYDAE6MTFIKhkj1vZIT+ZptxxqeofC7AQzgwV00+DGyjpnTp5A+B4XXr3Bhz7wJMOZDL4e0apW2W3W+akf+xkeeeRtLN14jdX1Dfyyx8mFGS4+e4Hc+DBmLM7po8d55ovP88EPv43yvo+0WjzzpYt07C5GSsepeeiWCppA+hKhChLZOOlCitRQktpGC1cJIITIDTl54ihJLUmr06HUauLUHLRMjKAdkCNGZjbN/mqdZMEiburU9lsUCsM4mYh0EFFuN/DdgDErTqvtkxyKc/+hE1xZXCKTyTCRtXD9LlO5AlEkmc7EKYchlplG9wSfr+xyKpVmkoAv1ZvonsK9jzxITPH5wLse5avPX8NzfQxdp9N1kFISTxmMTM3QrFUZyQ8yOT1Bu9TkaCHFyNAYqbjgz774NYp7dSQKSkIwUBhkJFEgVCTDE1lKew0GxixyeobEtMkhfYoBy0T6gkLKRB1IcbNYZjQeo5nU2Ku3CVFIKxFGbpQ75W0enZ+mbg1Du84DI8N0pYmhqgwXclxbucXCsXm2vCIBktr1NpGt8p6P/jjj+RFK5V1K+yustXeI1JC2b+M4Add2N1lc3iDtxzh2pIBtd5G+xkg6x1+98AIDCdiuNWn4XbbLZfa9BrqlYaKgtDXaDRspetFlnu3hNHqBJjHLoGk7GJGGakuUmEbS0Ghsdhk+mSaSIA/CtqUfoasqg5kU+6UWumUQVV1y6SyzmWEq7TYdHGK+ivQkh05MMj6ZZ2R8CN2IM5vKUN7rcHp8ipg5AF2Xt80eZSg9wczQPK1Wg9vbS9h4vB68LA5CqJ2Wi271lv2EKpBOhBpTkE6EPqAjInngYiRe28dSDbyaR7thI9Iavuuj9OIFero1BdVS6Za7mKkYbtsliiRDQ0lqrQ5hJDFTJvGBOGbeRKgqfsPh9PF50orBSsNms1LmKyv/CG/7UxhWjGJxj5pj45ZaHJ2bJWYZxITJxvoWpcih3NhBNQWZwgBDepr9RpPpoRG0KCSjJlGdkJFEHtkO2Grus7S8TbnRpGV3sbU6u24LPVBptzp0KnbfEX2v+K3f/PhTYxNDJNUkTRwa1S4fuv8erOEsL12/ybCI0YzFmS5k+NSzL5MWGpPDObar+5w5/yBb26vMjZ4iaQWsr+1wfW+HZDLO6to25VoLoSoMZTNUGnWyqRQmJpqu0+m06bgOUg1ptJrkEzkqnTbTiQR7pSYvvHqHRGGQsF4nkgpTcYVj43kmhMS0kmSFwo/88Ie5vVdkJpdjv2NjdtskVI1lt86r63t88ZmLhJ7P1e1VIkUhqSrcU8gxMZDh5MljjOfyfOqvn6Zcq9HuOizvFzl/eJ6ZmREuXLjEaM5kfb3MuXMnGB+ZQzcMjh49ytqtZTqhpOa0eeT8PRSSScrVBl+68AKnzh/BaUt2rF1ee/oOQgUza/b21egKQu3tt1BVpReF5EYIS0VxJJ1aF0VXMFM6uqpzanKGW8t38JyQd82Ns1RtIXwQGY39WofdWyVmH5mkdr1BPp/FJ8TK69SLLeayJ6jXK0gz4tjYGGvLZRYWZrG6TZy4QkwKqmqEFsYpNpvMJS12XY2yF9CoNMDwmcoMsiJsjMk8L790k9P3HuXqpVd5/L77WN3co+V1qFUaeEGAruoEgc/c1Dh2o03MStKVNvl8gfX1FQIlRqPR5tLSMqEfUnc7qAmV0yePYqEgDMletYynBpy95xhrG/tgK+RjFg23ycnJApVqhON2GEzlmVR8LjbLnDLz5NNZlqo1UkOjzAYdNpoBI8IhXqnSdF3yQ2me31gkTElW1nYZyw9w38gI18sbBJHkyQ99hFMP3o+maIiYSSBXqLTbNHwb01Jp1TysjInf8Bi1LDxL0Km5OEREtQA9YaGkFG5tbBG5ARkrwdRkFt0VGBg0cfHLLmpKJ6FYdNs2IMhMZHqBJDporgA3ZHJqjBNz4yxu95Y603qGsekhvNDDtUPGxoZo212aHYe4L5AlHw2NZqeDNHU2SyWOTc1RGM8xOjnUeweE4MTwW5gemUcx07y2/BILAzmevXydrZ0ympnCCwM2N7fotNtU/Cae7aH4AgyBqqu9/T6hJJVO4fsBqqkhiRCKAmovwEHogtAOUHSNqOGjWzrdyAdVMJgfwLVdEkMWru2RziR6+4rUXnDD7Pw4lXKDwPVRkjqRKtB1jWQiRtf10EwdRVdpFdss7RfZqlWpNVpIQ6DV/oSxqVGatRbpbJLDhUlWSyXWd3dRVZ29zi65fIbA90inEvzgudPY22VygwWWN7aYzA8zlDUxrUHWykWOTh7CocNeo4nveoSRQDVVRCA4PDHJ9OgEQoGt5d2+I/pe8Zu/+fGn4kMpcrlB1G7ERnGf5Ngh8mrAgJXn+toWp2cK/O9/+RXmFkYYzSbJKiZLe9tEvsegkkQaIZuJd/Puh45w9forJNUU//yjP81KZZPheBy/7VKKOvhtl0CVOJ0OQyMjrJR32F7c571vvZ+vXX6NeqNBveti+1323DqmadLyQibnp9luOJxNaphBhGIIJtH4Z7/3STbWdyg2ahyZnuNGp8xys8X07P38/ic+yc/+1EdIZg1mcgW+/to1jh+aoet0WCyWaFcafPbFi4R+gN/2SaRMGrUOm9v7NOpNdF3h6Mw0d5Y3eXHtJlG9TSE/xObSdW6trzExU+Dyy1cYH8lybX2Nq8t3OHP0ODE1SVfU2bpZRAKxXLy3XyKlE7ghqZEEccsgl87QbndRVfDaPp22C36ElbWQkSCeiTM/nKPYqRPaAQNjeeqBhx7XiJsG0hSoDbBbDomEiZW3SBgGk7k0a4tlxoaGcG0Pz++yMDGFGwomsgPsOR3OHZviwuYy75ieZaldJRIaejpFM1DY361imjF006DhKhQbe3TKPu/6gQe58PyrPPnex1hc3ECNBBubewRhiK7oOE6X/Ng0KdNkc2cHy1RQTYN6o8Lh2QlcB16+fYWttX0iEx66/yQjqSzDiSSapbGyus3oWJ5swuLcxDSuhPFCml2nSeB7rBZrqJHk3ulJGu0aGc0kigQrfouM7xNPxKk2S5iDOYZTcT6ztIkVT3EnbPHFl29x/PQ8rXab+0YLNAOP7ZaPG6k8/uj70HQDTagEhAgZ8LXLL9IQNqqv4vohuq6T8jXmjwxT2ugg7d47i/pelyAB5w4f5oHRWZ6/vYiiqyiWxmwqy1axwcmFI+wV9zFNCwxB6DjYbZdUOk2n7WKYOgldxxqI8eDpaepuh7H8IPudKjY9eRkFaOjEFZX9VhMFiDVA+L1DjuKFARp7LeKWhd3qcGhiDDUuUAVsblco7ewynsixvrSE7pc4MTTIV1Z3eNv9T9DobOP5HtKPaIcVmnTx/ZAISWAH6JYGviTwQwbHMnQaNqEdIL0II6UTOCEiigid3ibdsBUQT8RwfB+73SWfy/WW+AiJ3J7egUQCl4DADvDt3tKfb7uMzw+jWAo//Q/+MTevX+dDb3+ExeI2za0m//TJd7K+VCNI9aLukqaF7buoqiSdMsmYSbZq+zi2zkptg1D3+YF7TlFqNZksFIhQMFsRm60SG419zp8+xeW1JczEALOjw9R0hZWNNVzb5dbGGpVWCwUF3VSxrDiBH+CGAecPn6Vkt6n4ZfbvlP/Gjug/+YZWIYQKXAS2pZRPCiE+AbyF/+fs+n8opbxycGrjbwPvBeyD/MsHOj4K/IsD+Y9JKf/gIP888AkgDvw18AtSSimEyAJ/TO9cmjV6RynXvpWdQ9mMHJrMYqIyszDLtY3rpInzI49+gNsrr3B8eoJ/96ULnDg0yrnTc3z96nUWpsaodId55ebXefiJX8bqfpY7a1vousXCbI6//MKzHBmbwtM08tkMniN5+uYFXFyyeoqG1+LU2GHaVZvXNleYH50iaRmsF3dIpS3UtEFzvQWWwLLiaIAVt2iUS/zk7AR/1GzxEw+9n8zMIbKyy9OXnqFUaqHHkty8scLp8/cTV1pcWV2m3bBxOi5VvcOjhWlKpRo3qjVGcnnCZpd0xiI+lOXazZu9/TQb2yR0E8syObowT8t3GM7kub5zg4yR5p33PsDiyh52t4ouFTZaLdbKa5yaOoKQScq7q6yViwR+hKYroAumFkbo+C52o0s8bVJfaiEMgYaK33CRgGL1fl3AGrPo7nSxdJPp+SFcO6S+3uSJ+yZ48sd+gX/9u/+ayxvXaey0OPHuOU6YR3m1eodasY6VM4mEpLRUZ2H+MJEtKdrbTOeHuHZtncefOMlmo4Lr+xzRpynX9olUODE+wWqtSsoaxK5WyA+YLJU67AUVGsUOh+bHsRsejz94kuVbW+zXK4S+ZL9cx9ANypUKuqbT7XYZKwwzMDxE13YYHi1w7t5HeeHiZ9ldLqLqKmra4N2PPYjS7FDqRNzZWWdibJCm30X1IiwjzvpOlencEE3D48bFZTzb5/2PPsxmcws1Unk4P0hchnzi+gpTx4aYcmKsNyPePjPIp5f26Pod3vvIY/z7557l3PkzfO3Zl/lHH/phPvPlZ3jyHfdx4cYy0zmDmYc/yNrGOuWdSxRmHqLRKvKVy19BIjF9FcOA6nqHU/eMs7ZexrE9BvIWXdsnl0gxOJplcWOD8qtVui2bKAhJZlNMHRvF8z3e8+Dj/OUXvkSp3MK0dHLTQwyicfnyCn7XJTs5zKl7Zjg6M8bWXhHXDtn2a6hCwdBV9naaRDJEkRqhHuF5AQlPRXYiTMvA1kKEpRDsuDSrHTBVYqaGHtd58K1nuf3qIj4eQmrkczk+9OiTlGpVLt+6yNb2HvF0DIskQpO87fg8f/Tcc3gEOHUPoYHn+YR+iNBUdKnjew4qCtKTxNIGSInX8VH1XvBCfizLztI+kSFJ5RLg95bgQiCwfcx8nAQq5Z0GQlcJbZ+R+RxD0mS3aTM8nWG3VOXdZ97O5e1FjlsWXy7ewC17PHr6CLslMBKClZ11joxNkUunuXDtCqmxAU5Mz7BS2mHASNKod1EMn7mxaS4u3UKgMDM6yp2lDTL5FEeOnuDqK68Q6r0NpQndoLheJSAiZll4dgff97EsE3xBQEjo96IEJeJgUyyUb5f/Vmxo/QXg5hvy/pmU8sxBunKQ9x7g8EH6x/ROsOTAqfwK8ABwP/ArQojBgzq/C/zMXfXefZD/i8CXpZSH6Z0O+YvfzkihKDx6/jQ/96Pvo2O3SJNkduoE5toVyuUOz9x4jY7vkkkM8urVJcx0jJQ5zEbpOt26zc7S/4auqCh6jERX8udfeJ63njjL+m6J1eUma61NBvJJnjj1EF7DJ2ZZnE0f4v5jR1hYmGc4PUCpUUHRde45fYzAl+S8FOiS4k6Z4s4+A5rJZC5LOpdl6G3v5afe+V6e+l9+F83vsrO5yk7ZJp0f5bNLL/Pwj76bP/78nzIwMUHMheJOBdcPMWyNpqLw3I017hmfRkOhqXUxNJ3Fm3c4MT9Lu9Ehk0sj8jpjQ0PcWl7inmOHMXTBXGYaLMHXrr7KfqvG7JEjXFlZoeLvc37ufjw7Ynf3DpuNfYSuoOqCCBjIJak02uxdK+HXAwr6AAnDIKwHCB2mHpyk23LolruEdsAgJoNWEj1vUGp0UHRJx3axowy/+tTHsKw4P/Hkh5hYGEHTVW6Hi0zqeRYWZuiUuwREBH5Iy24jEahISvUGWi7Gixdu4/ge+UwW27YJTBVFmvjSpFpu4AbgaHCj2GA/KNMstpkYLTCoxvjgYw/TrboYhsFMNo+qKwymU7Tt9v/F3psHSZJf932fPCsr6+w6uruq7+meme65r92ZnT0ALBa7BLkgAZICwUukLFp2UJTlsB1mUP+YIUIHGbZEKxxyBKkgDYiiLVIkAILA4trFsdfM7szuTM/VM9P3UdXdVV13ZVXmLzN//qOaJEIiZVsCLTuCL6Kis15lZmR3df5evve+7/vlqcsX8H2f1FCO2HCMI3NjTE+NoJtdbt54hc2lbU6emSWRS/CxZ1+k35Q8qFS48WCRk/EU6xtlNFRK1Sa7lQbFWJZGs0uv6zBzZgrN1uhEGiRSWYrxFF/ZKrHccXnm5Cmeys+yo0muTib4wvIOn7h0lrmxEf71117l6Pwxeo06MyNFNktbGKrkle+8y+PNbW6tVPi9L/4Gb974IpZQ+dyXP8vX3vgqKpKUE8EXPrIpOXVpkkeLZWrNNn0h2Cs36TkeO90Wb391kfJ7+3jC/1MVvk69zfKdHVwnxFRS9LoeQvhEUgaNShMrFWV2fhJF1wgMweLyCl9//33uLu8gDBOEQq3bpVHtoxoaAkkPjwCJIsJDhB1EikkUAdXbFRqVFuqQgZZU8ZHYdozqVpVGs4cr4ENnnuAjx8/znXtv8Mobr/K4UaKDS0xo6D2XtK3zR/du0Gr2aJe6+IZECP9P1wgpQoQzCEKqoWOmIgRdH6fpogjIpJOohsp+tU6ymMQwjAHbAtDYaiKaHgrgNzyajR6aoZNM23zqxavMFIu4fkhfOOxXaihOyJe//VWOp3PsHLQ5lppBN0yWSzWK+Shuo8mx4jhxW7IvDvg7P/1TJA2TODFiIsJ26QAHh91Gh+/cvgMe+J7gaH4OzwxoOg4RVUGzDRQkpm2hiJCCnQDAcxwCEaKhIYRPSEAmP4SKQoBEt3VCERA4/r+zlv6H2F9qIFIUZRz4AeBf/N/Y/YeAz8qBXQPSiqIUgJeAr0spa4dZzdeB7zv8LCmlvCYHad1ngY9/17k+c7j9me/y/4UWhiFOu8VWrcEPf+BDPFsscu3mdW5LleRonrH8KJ4QLK49Jp3L0Ki2+fxbrzESiVDM2OS1GKLjcO7ILKRNnjv3BBsHZexElA9eKpA04vRqu6SUWWIpmyO5JJMLU/zG577A+u46rX2HJ0/Ns7S5QrfWJsxJZo+M8cELl5idm6Rb67FRrfLW5mPOz0zw6uvv8Yuf/uc894mr1PY3+aMHi7z6xg2+/sbrKAJ+/zO/S8aw+J//+W9y0Hew7AiZfJK60+bWjRV+7ic/jpHMsFOukU9lWJMNXnzqEssbW2TySVJGlJ979iwionF0bIwvfvNblEp7eEjiRpQObRaKQ/zOH/whet4km8rQdWr0nAZ7TovwEDqrGBqaraGbKl7DJTOVxkTn4c1Nuo0eQgh6jmC/UsceiREpWNg5i37XJ1mMoRggDHCET7vdxVAV5o7MgmpwsjjE3/vUz7D2egnV0GnYddo4aKhYtkkiZ3PgtDAMHR+oiz66Ab2mi2VYlBsHzM4V8QyfyeEUK90NXrx6mfmJUdxmH2m49JuCU2fmySdTfOLUDP3aLpWDLVKWQUNIPvbkJRzR48Vnn2CqkCZqR4lEDC5deZ5A9Hju9Amcbo+lxTWwVXYqBxwfKbBcvs9ec5dCKsOTz57nZlghSBnsbFRIGFHmC0dwnA5KEBAVCa7OHWU0P0Q/F2W5vMlypcoLo3lG9JBr28vUqzU2lit8ZW2XH7p8lv/t7de5tb7DhYtnOHU6zZEzWVIZkwdLjwh0haFkjGwhS2GqSHOjRZEMX168Q194RGyNqNBoCYckEXKTCdolhxZ9gsNBTNXQiKVsDu5UcR1vwPv3JyRrgJQKoueyt3nA//Lbv0VqKsnQZJJe00M3dUrVBrvNAzTDRAOihSie6ePHVMrVPSbTBYbNIUZSMX7huZfQbRM7FkUDUrnkoNxrW1QqFRrNLl7fw/dDRN1FM3SslIkX87CNCBoqP/7E8xgK/P7db/Nwe52u0UUxFZSYSsPxcEKfh+Vd9qsdQkKkIdGQWIbxp9mP3/BQDAbB0FBI5BPoMQPRFUhDpdpo4zoCy4gAYKeimOh86PQlwkCSSA2hGwa+8PFFgC8CVEPnwdYOSrPPqdOTnFs4impoaLaKL3yuPbhHxasznLI4OXkErdtH6bl84MkLHBsfoS8CpBNy+523EaiMDmWZPraAMCS6oaEZg2HYhKkRAq/c/BaSAUioIgwyoyNYtkWcOFsbdUpOEykCIoZGOmWTySeRTkB9tc76zTVUVDTkYNQC6Iv/HwQi4NeB/x4I/y3/P1AUZVFRlH+qKErk0DcGbH3XPtuHvn+ff/vP8QOMSCnLh9u7wMifd3GKovwtRVFuKIpyo993ObVwlleuvcVXXvkqbzb2MfI6Tt9lyAiZHMryycunaTkuby8u03dMTCPFZqnOxYUTPNorgWmx067QD7ssPrxLLpZBiA5//PY77G7uUz1osbL3HSxb58aDDR6srPDcwmkQGgsnZmjWukRyFigGSlPlO2v3qbZ6jKWygEKTPgVyLG82mD46xic+fpXjyWH+8NYbzOSP8OFnL3PqyALPn3kWGVNJppL06x53b68yM5dnq7LP5YWTnFk4zsZaiXRO4cqVU6xulhkjx+s37qAK2C5VaIoe/+baKram4VsqpyenWNpcpdfooDkqP3LqAn/46utkcnFMQ8ESNpVmhbVKGV/4IEJUY9CATefi9LqCfrlHfaNBDxctbyCEj5k3yRYSRG0D33ExDR0DHTVmEhISxcQ0FFqijx/4xBNR5op5hGjTd30iahMtF+H2Hy/TxqNfksxOTRKzTTJTNr4hyFg2fRGgGhpz+TESUwkiRgTV1LheXaKDy63uNjPFaXZL23zrrfdIFWLsVTocnc9Qb7R4/uICN6suOVMyN5Sl1NjjyokJvvL+e5w9M89O9YC3bqyQTiWZnhqhs73GrZtLfPn1t6k1OySKMcYms0TzEYTmU9qoIYVktbnD4uZDiGmkhMnM1DBHctMIMyDQI0grQlRXWLpb5uqVc6zd3EAV0PddXtmqsNcJmU9kuNd1OFEcozCZ5Z997hvE7ChPXZllbi5GqMKNa+tM6gmMaISRVJwHm9uMYFGv1pgrDmMVbEzDJGFYqJUQr+nyxOmjdJwuSw/KPG7uohoqCNAMjbQRp3RnfzBzA4cYMVA1DT1i/uk9FggfUFCEZL5YIGJHiNkWfUMSwcI0NCanilhCw6u4eA2XerPN4sYyhqHiCZXVR4u8MP8kPzx/notTM/iOwDYNQkJwIJIyiORstLiODCSqoaIaKsLzKTWrfN9TT/GNezf44u3rVDbq1CpNAiR+V6A0fGpOnVPzo2j24GEJJKl0lJgRwbINooZBJGaix3QkCpFYhED4VJYruJ7g+Jlp+k6fZD4GSHwEOhr5XJpCYQQHiwsfuMzI1DjFqWkUBtcXSUcIHUG92WO/6zAVG8WQEtEUnJub5fTCHEHXo+n0eFDdplzdxcinOXBDgn5Ipe1Qd7oEjoc6MsWx7Ah7XRgZOkHUNhFCEkFjUEhL4Dk+mVSamGGie/Dw5g2cgxCv2mWvVCaRslAE+E3BwUqN0tIepQe7BIZC4niK6GSC+lYdDR3D1pFIVEP5dxfW/wD7SwtEiqK8DOxLKW/+Wx/9EjAPPAFkgF/8y7oGgMNs6c9thEkpf0NKeUlKeUlVFFbXd3nqxBn2ZMhP/+Bfw2v4vLO0TFd4fP7NG+iGyfGhIRYycYq2Tmm9zPMf/yRfe3ibVr3Lo9oqlhuytbHN4oM1PvfNt7D1ON26z/rGPhvNOhLJdKqAY7jsd7t0ZUjNqZLLRjGiGmfSUwTpPvlcinxokxuKYOoWYzNjiKpLiX36quCta+/zzWt3ycQs+jt9Xv3GN7GlhaHrVDdKRFEpOw3Onp0hO50mFCoXpo7RwmHh2AjpuEVjf5/FB4sMTw3RES0wQlzDZ2ZhlFw6xdhcjrljo9iY3N/cYDSXpuxUmZvM8Y9/93NEilGePXWO85k52tUKlWYd1dQIRYBqqPjOoOzWrvboljvYCwkM2ySoCvqVPkbeRKLg51X6TY9YIUYsH8VKR+jTpyVcNEPFEjoTxhigsLNdJjM5y+nxMe6VKvy9z/w+zc06R66Mojoap85OsVbZxTQ0VCOKV/Go9VvMJUZwHUG5WeHc5ASP72yiNqDrCELAafbwDIN3draQScHDjTKZ/BBuNcLfeOYZ6qubTPcbbMkoUVWjmMqwtPaIH/uJnyNlWuSLw8xMZBgrZGk2W7z57k26To+q06RQLPLsmStEFI2IY7BTraKnNZ4+f4YGfRAKkQ0fr+HTKHl0/Robjzc5UswTD01KB3s4PcHjzS184bNbamDYFhgKIh6h0vf46Mlz3Gtus1ttMrVQ4KWXFihOD9FTQ97+/Cpb1R6bTgPdtFla3uDK0WMooc9BqYZhxHn/+kNUEeA6fcyYwfELc+xt7tNFgKGgGwqpVILZuSKdTYetlV0AAhEMbi85yIg0Y4Dq0iMmMvCRfkAgBJ4X8rC0i2ooeDmFJFFiqQijlyfZ9Ty6nouSMonlbKykhSUNltfLtGWfV8rbGLLDtdIyt9e3yOeyiG5As9Km5w16i1bWIjIcQU/piIZH6AUEIkS3I7R9j1K3QafRQUpJIAKcioPihPzYxYsUoxnev7NFpdQAA3RPQZMGrudTq3SpNzvockC/raDQbwwyw+zCEFKELC2uoRoKjUabiB0hl8rzoYvPURyZIVucZL26M2BZED4KGgk7BoDe8BGej2eEOE2H8n4VXwnJpbJcv7nEw8oWC5dnyNop5sfGSeXS7JR3WW3ucLta5fHGFtJTGZmbJqdHmBrOUNrfJWEnOHXsSfpCIA2JYuu0KjXcZp/yxi6tSgdXCBTPpfTgIQcbXTrlNo1yE58Qo2CRmB8iNZ/FmkwQAm7VwzQMssdz1DZqxG0b3wm+Z+v0X2ZG9DTwg4qirAP/B/C8oii/I6UsH5bfXOC3GfR9AHaAie86fvzQ9+/zj/85foC9w9Idhz/3/68u1opEaHT2KOZG2CvtcuOd9/jQhZOcO30EWzH55MIkpUqDUtelGwge7tc4PZ7ny1/8Hc6NTfDsqWMYnsZrYRmY3wAAIABJREFUN29ya3ED4QbUGy3eePce9WaLg0qdlXs73Hj/ERFhIx1JzWmw3txhJFXkoNWjVG2QLIzglkOenZ/nmYvHqOy2qfbq/OAHPsB/9bM/zaiRoVHtkkwnOTI1xRdef4tUOkF+KMnS5ioP7i2x+OAxE4Ui81PjZBJZnIrHowe7TE0UOJObo9pyeae6iuEZfPjieRYyc5SqNc5MTlBMD+FtO/iGwv3FVRLRDEJxaZU7aIpO3+nzmc99nUgqQtEexg0Nyu0akZRBzk5wfmH2EL4aoKBg2CaqoZKcShFWBL4I0PMGiqkCCpqh4Cx3B0/OMR3pqGCAISR5O4ViwO7mAevVDXRdxYiaLC2/RfH0Vd57eI+DcpuLLx8jdFREs887txexihH6QtLYbBAIwcPyGoEWZSgWwUPSd3xM26C0so+BQme5w5AdZ3/zEaEZsrNRw0rbSKfP7MIE1x6+jx1VqSeGiLaq9DJp7m9t8uxHfxavvMT8yY/wgZcvky8eY2Vzi71qg1gxxfBUmo9dfZrzM7MMxVOUNpo8USxwIj+OKzw+986rTFHkaG6SzEKaiekcyWKctG0zV5hA2jare/s8d+EZEiM6zYrD/MI4KPBoaQvdVHm/2cIVXf7JH/wh6XSaaDqBq0Ro9wJWH3dQ395manqIhOdx7e4ak1MjXJk7Qmo4jW3FyaZt7q0skchFOV2c5khsmJbwWF/ZpNnskTIiBE6AW/Gwcyk2NvYZ5D/KYbYzCECHwgaHr0F+pGgaiq6RncgQSemEHgzPZnEf9/Gkx9RoFgWVpBFyJJVjITuB8AKQknjBJpqL0O52SEVjvLb5iIXZk2RzCbYe7+DKAYN9t9Shvd7EbfQJPTlgbKj38YVE8WB3p8L7d+9gSBXd0FFsFV1XUAxJEFX57dvX2TW6VLwWL5w8x4RdIDM1RDQVodPsDXpkEjpOj8hh8E/kbFRPYe/2oC9m5Sw0dF48fwEE7CzvYY0WKU4eZ2zsCIZhEkqwozGQCkOFcYZSCVKTQ0RSETRbJz6Z4vrqMtulFmOFLHbBxkBjf7NKpmDhBSaNSp1kdCAN0qzscnRylmqzwfLOKmPjI0QyR7m/cYdf/82/z5tvfgO/K6htNGhvNKk06sRTMXwvxCk57D2ssLe8z3BhCK2goxQMzIJNaCgEIsQ/nPHyGx6aBEPXkCLAaTjEp5KUH5Sxoiah970Bu/2lBSIp5S9JKcellNPAp4DXpJQ/9V0BQmHQu7l7eMgfAX9dGdgVoHlYXvsq8KKiKEOHIIUXga8eftZSFOXK4bn+OvCF7zrXzxxu/8x3+f9Ci0YjGKrJ/dV1jgyP8MNPx1CMBPeWV/mjN9/l9n6N5f06l/MmBTvKsREbD5OzhSIFXafUdXnnwSM0dIZzWYJgcJN6rsDt9wlCBc/z6QvBbqOG2gXh+Qg9QLM1EhGbI5OTtCp7DOWGkNEEjw861Pw2NiaLd9/D7/b5my9/AsWGrfIWjUadg2od246CopPLF2k6Pdq9NuXHu1TKB7x16zZzC1PkphIsb5W5X11jZWmdj158ks2OB4FJLGowXcyzqwqmoilqbg9EQNI3+PY771LIFDh18QSVRpPjxQlyUymmi0VsI8E7yzfIJYY4PjZFtVrnvWsPUQyV8HBB8hyXVDFG3DDwfIFqKkgBuq0BIX4zwK32cao9nI0uzUoLp+qhHkJZ59JFrJxN2o4xPJKhWXf43Ffexqk+pl4+YP7KNI/ulLGLJm08vBhI4bO5soduqOgxE4FPOhWj4wh6wudOdZurC8ewilGa5S5PX5ohn46z4TRplToMFbOcKU7woz/wUQ6qDaoNhff396BexY8meO/2IsVLM/Q6JSL5eU4fG+Pzv/cKX/3Gl4jFYswtjDBXGOb7rz7D5NFprt+6Q19W+bkf+xgrjT51r4kQkrxMQU+yu1IhqHrcXtkk7kdZfLDPnb1Neo0OEyN5XnvnXULHRFN0qit1Lj97gohtsjA7Tr1c5cmLl3nizAn+y+/7JC3H53hhmMaNMmtLO6z6AVOjw3QUKGaSlJs75MenWV3f4eiIwQEe5lyM3WqDb3/zJh4qkYYEohw4Dg3HRbNVLNtCJzwMMX+ipaT82XvkoW7NYHtAqqqh6SqjU0lswyYaNag+rtFr9DlYb7LSbXFxdhotqtFKWuxKD12Cbyjs7dTp7feQuiSRM4l6UbJSYTiaIDs/RNAVKLpCJGcR+gFewyN0fPSEjtQULF0DL6TfdTGiBmdnjxHKEF1KVFRUKQm6PUxDQ3guPXxee+cWuh0wHLUp2FmspDn4PYVE8SSpXJyobtBp9HCdPpqtE0tFeeLMcb7vuac5e+mD/Bc//3f45N/6OTA1DMNENy2m5o4MGBSEGPxPGhoBCn0jQLd1XOnT6HaZm5yiZTjcLq/iNASqoTKWG2ZpeZdvv36dmnB49tJlVEMlMHz0IZ1EIUmn2uWffuFf8Ruf/y1cPPB8fMfFbTrEUjECx6dX7bH7oIzruAzP5sg+OUJyIc1ut4liqARegOgK8EKQEtn1UbwBm7iRGmhPed4AjIKukigk8B2BZnxvQsh/ChmIf6Uoyh3gDpADPn3o/zKwCiwDvwn8PICUsgb8CvDu4evvH/o43OdfHB6zArxy6P/HwEcURXkMvHD4/t9rzdaAWNDr9bjyxBP83f/xG2w+3qDR7RHYKg1HYKAh0BixTBrtDpV2m4bj88f3HnF+MsaTYwV+4if/Jj/zU59i7sg4g1tUErFswtBHUSE/Mcp+pcbV02fQbIOzxVlq3RoHnQ69bhekpNJo8Luf/wrvvn2Lc3NTbDV2UcwIr1z/Dl979RsoXUk8ZTOazzE+OcTr125wZirP24vvkMmleP75J7jygfN0RYCVi7G+ucXmUpmm0+Wg2aQT9niwtEIsr7H4eJ3vvP0enuOzsVGiF1f54FPnKVpRqp5DgMbX3rzO3eVH+H5AjS5nMmNEiVN2djk/dYqxXIbv3LhNIheHlIYUA/qSSD6CIhQqDw7YXq5iGMbgWdpQCMWg4e3W+owUR9Fsg+BwbsMVHp2ywwcXzrBeKiGdgEq1QdyOslHeZ/LiKP/s9/81qYUUu9U6EwtZdpcbJMwogePTL/eZncvhOoLRqRyhgHQ6IGfnUMQATbdd3WcuN8L8XIHhSI6XL1zh6uwZFs7MUEinMBWbO0vLGGi0/S5ON8Ziz6ParlMozBCvWbzy+lcZLgzx67/3a9y/uUYsbWGkDOaKRzh7eoHb9zf53Lt3mZ2bZSKSR0Nn369yb3OfqKHSaHUJbANpWOheGiulU/caSNOjVK5Qau0g+h75RJpSdY+4oTNTLGAqKh//yLM8XClxfmGBzMIIaSPKO5v7jPrw6M4aIhpjZjjPzceb3Fpf5ompUT51+RTdahvZKrNervDW2j4nJmdobLQQ5T7P/sAlFENh6swUP/LUM4ymsowV89gMvrdus8voZAYFSSgGZRnlsEf0p2pwhwFK01WGjgwRioCH17ZZu39A6EgEkrMXpxgqpMimLJb39+h0e4zbKka3jScVctE0ojsQ/jMbOls7LTqdDvuey4nZpzkxPM3QfA5dj+PVvUFl0A8QHY9euQd+SETXCaREs1X2KgfcX15B1bVBKNVDAm8wVtBvuEihEnYFQVRBlTrPFuYI5aGEQ8sjUrCQSGqlJh2nNyBvTUVJGBbTs6OMFseYO/ckrvCJGBqa7KEpoOsKqgK5bAHDMDHtCC4d9pqbmLkIuqHzwlNXiaCRFDEWN5Yp5LLEbJOTU9OMppLc2ljGM8IBpZABX3r7m3iOoNpoU1kqY3kqZ2bH8DyBLyVSDr6TXqVHa7vF/tIu8ZxN/sIwmdN54oU4AYP5p/Cwa9Hf6KAd8uAJZxDQJXLw+zPgxTNsfcCCAgSOQEsZeI5LMhX7f7D0/8X2/0ogklJ+S0r58uH281LK01LKU1LKn5JSdg79Ukr5t6WUs4ef3/iu439LSjl3+Prt7/LfODzPrJTyFw77QUgpD6SUH5ZSHpVSvvBdgesvtGjMAkWhMB6j0mhxdGIcxdaYzk3x4SvnSGkweSTDV1a3+V+vL7JU6rNZKXP98UOazT7X727TDQx+97OfYXe/wu5BgK5rBL6P73tEbYuTL32aR++9ydNXP8gPffJTuKU+pq4i6HN8qsCB06TuuHSbDsmUTiqVoFzexxQG7ywusb5RQZgxeqLP9sYeCWB3o0OumOEb95Y4Wpjk0pWTZCM2txbv8MKzV1CQKIbK1Owoa80tZvNTvPDsOepOn8DxaTTr9G2fSrXFy09eIWYnmc4lePfRJpNTRcpOFTWvE42ZuEbASCxDIzRIRQIq5QOemJ9nZ/eALi7HFqaJiAFKx8xHwIBQCcEcsCi4TQ/fCZBCoqcGz9dmwqBS2SNwBHbRRj1UvHScPp997VWqzTqKIVFtDTtt0+25OE0HaSuUmzWm5obYfLuCiUKr0qW/4SBR2NlogK0NKPwJubG8TdZOkrajSCHZarbJp7NEDIuxXIp/ef01MukowtFJ21kmRkfoK4JjxWkMQ6fZa3F0bJx7W3Umx/MYKKiOxr/8wm9y+/UV4vkkkeGjjCRn2Ck3idhZCk9OcfTICHerqyRGEvz2H3+JWkPnzJk5PFOhgUvUb9BvNqn2qoykM2yX69ScNkOpBPHAJl+M0ep3GU5E6TgSp+/zeLmEoSt87Ool1qolau8uY1sxtjbuIaTJ7FCCa48e89btuzw3N0bczGLYaW5Xm4ynC7yxus9TJ46w1tzn+tIiouxx4aV53r15j9XSDog+D9bv8snvf4mFbJFsepTxhXF0O4IQkunLU8STFiAJD8EI392GNS2DRCF+CBoYZL46LtGcTSxlseU10HI6zUaHqJ1FlRZVz0RNJSmmEtRLu6QKCTShQVbF7QY0Sw3uPH6IruqsrpYJuj6z8ynMmIka0QdKvW5AGIQEQUilUkdFw624hIM1gZgRJZSgoBJJmfS6AaLh4XYdQm8ArnGEy+vLK8zkM0hPkjySRm1I/F6Az2Cw1UBntpDn7/70j/Ohq3+D3X2HiKkjdY2m42BZCRTFAEUjGjFQQshOjOI4JRR8InYE1+kTEuBV+9Q32nREn6ydY26oyPbNMhWvid6LAgqKHLCR+N0A/zBz8fAxjBhOtct7y+skbBtNDL4JPWVg2ia5ozlG5nOotgao6IaKh09XeAOgBwOaJeEdDu4KH93WEV2B74WEXkDY9QZ/G1RUqQyyOS9EERArxKisVP8jIsOf2V8xKxzar/zqp3/5yFyenF3EsgUfvniKGw/vEbeHeOvuHSJRm4WRPDkrwpWzExy0exyZm+B8scjskXGMWou3Hq+yubXLnXsPcHsd3H4fw4wM1C5/ocXcyn/N77z2LfShLks3r+P2PY6NTRO1crxx7QZjIwXSCQ3TGmJrbxchXJb2SggR0K+5nDt9nINOlRPTx1k4Nst4XOfuXoX+gUs/dJmfnUQRJh3Xo1cX3LhxHzSw8wbJWByvKXADl51qlWig8sJT57i2uowZqgRGyKPVbd6/scRTz11ht37AbtiisXSApil0HZdELklKSZBLJlmtlvnpF19ga2ODhG0TqHB/ZY2TC5NU6m16m10CJ0S1VEInIJmL4zmDcoNq6YTNAK/ex7RMTl6coNlzyWgJFE1FhB6aoRG3YwNRMUsZMAY4bRo7TfQhk7hpc/HkNMv3K4yeyhFJmISaxB6Joqd0nJUuH3zuDI1uG6GEdJwex4tzlGsVNHMw21Rtt/jY+at8a+UW1U6bWrWFbmqcnJvhmzff5crcUd5bf8z5+QVWq7usr+xx+ckTfP2N60SHLLY2ymyv7WEXs3z0g8+QEoKnnrvKsZPHsWNRInoWQwvYrvZ4uFnn+eef4+z506z1VsGS9A56JCMpnFAyPzWOaeiUNw84OTOHFoSElk5pu8HlySESqSRdvc3qeoVf+pFPoFhRHu1uUirXWK3sE1ElTbdFvdpmtbLH0bFhshPDpPKTHDV0vESayl6VSk/SEx3uN0o45T52aHHh6ZM8aG4RtkKE4lNttuloHl979Todt89PfeTDiI5Lt9WmmEmwub9HaCqMjI2gxiE9lsBt+yiKgqZp2GMx1IiKVAcIrFjaJjoewzc0zL5KNm4xGktQ6zoEzRqJgk3MMCjOvkRHuDS3d9FSJq7j0Sl1UGwFQ6p0HIdqdZeTcwvEsLn97hKRWAzX6SFDQP0zOW0lUOlVuxhJA7fl0mv2GBseptZtEaohihci3EHmbkY0NEPBbQt6gaCjOkjDxwtC6tuNwcKeNFAEnJ9dGKD0EhkerJfptPfouR6RaARF11BDFRSFeqWEFU/S9wWvfvMPKO9v4jguftvD3+tTGMnR3O6wvFsiOhrhRxfOs15r8HB9HQyF8cQI6WGNnXr9UIBdIjo+0ZxFMhHBbXts7pbQEyZuwyWXSNMIeyiEYGhYCRPNUGmstbBS0YFEuTaQLFcl6H2VnuMN+rg5kzAIkULiVnuH+keHgHxDRbeNQQnOGgCRZBgSBAFBIPGaLjKUf0Xx872yf/I//dovZxJJrEicvi/4+rdvsVmq0mm7OMIhFY9gmhZhs0480DATKSaHUhiGxWgyzTcWH7FTPgAUhBCYERtV0wgCgR8EeO/8Q+xUhLtv32duaoryWoVHmzu0QwcrYhJqKmPZHGtrO1ieYNut0So7XD59gcvnT3Jmfo50Kslrr10nU8zwxvV3WN47YGF6kpre4Mdfeo6eqyNVg2JWZ3NvF9IhL19+lsX1DVqNFpl0io3NXfquIJdN89bifYrFYWq9NtOZFF47xPH63Lz/EGGrtNZr5CYz9Jp9IhmLY+kpIobJq2+8Sd/06dTbRCI2thlhdavE1RMzLGSnOT0/xUb7gLGRNO6oin0yhbPWJhQSKxNF1D3UpIaZjvDr/+1/x1pzldHEEKt7uzhVh2jGQkWl5/bRLB0zanDp9DFqO21qe02i2SiRtEF594CIZaH5kp3lKr12n2PTE6wvlekLwcb+IIjqhokrBF2nzUh0mKbTouf6XJmZ4muPFvGckCePnGRxe5XNOyVcvY9hWKzubfPilQ/zYO0RuqZx5enzSD+kVK2y+miLHgIjaTE3OkWk0eDY+VMkogHSSuBrGqZhYifGOX/qJCfnpjhorZHSdfpGktruNqLps7VfIReJcdDr0K1Kpo5mkK5GxWlQTKeZmsjQw+Wtx2tcOHGajz1zicf7OywuraAqIXdurSOckKPjRTzh01N8PnBsFlcoBLpJhjZZO8bSwxWE9NnpVag0G8Rdg9G5Afdh2W/Q3emCoSE6AtVS8bQQ0XHpI7h2/z6q6fOJM0+yVWkShgrRlEmj1qK91aFd7pCYTGCmIlg5E80ayCGEdR+342IXbKK2Qa/soGZ09isd9modsiNFgqBPreqSKJzlQrZHp1WmvFfDcwSKqhGxVbyuwEpF6HU9agcNoqbKbqPB2PQCp5++wsrduyiKhmFqqJaGoikcOT1Oa7+NBMxsZDA7o4dooYLoB/hCokowExGCQBJ4ITKUaFGD6VSR+w836DuCiB3B7weM57JcvHSWy1dfZnLiGMWxSUrlLTw3IAhD6vUa6UyWIBB88Y/+gDt377K5/ZDHm/dRDAXVDflv/tonuXfnMaPjBdarJZ6aHaenwUQizVKlwofOX2S/c0DH6bG9VuZDVy7y4GBnMA6hKSiexG26hKGChkrQcHGbfayMRa/fwwsC0NQB6ao7gLGbiQimbQyqE4EcsJygEDUMOnUHxVCIpixC97DUqimgKYR/wgnJQOpchnKwngkfJWQwkKMpqLqK6Iq/CkTfK/vVf/iPfvl/+PTfprrVZG+/ykg+w9j4GDE7Td9zmc1lqft9bjcO2EtoVIXDFi0WdzdY7zao95s4dRcZgi/EAKwgQVEUAl8A0O0GaDacnZ0HRfLzn3yBV9+/S7vf5T97+SX+93/zFWpul/2wh2nrnJiZRrguJxfO0GiUKO1XCVEpO1WGE0NMFIroaki93Ofo0SeIRwIeLD3GcUPiaZNiJsn1Gw9pt7toMYNmo8PRqUkiIzqV9gGbd3a58vRZquUmhCpb+1XGZ0YJQwg7LgESjwC7GOeJ4kkM2+Lbr7+NVYxhCA1fC8hHLK6tP+TSxWN0ax3kEExE01xcOMa3bt2ns90mko8gah5WNormqqiagqYpLIzPsLp5wMTkBB13n5gZx3VCpBOiEGKl4/TbPaIxnaSr82itTL/jER2KMH4siysk1cc1WlWHWNoilU8QmIJUPjbgH4tKRCjIZuO0yh3qdYfZwgRxK8VQVmemOM/tlcfE3SjD2VEsXUNJhKw/2MVM6ExmC7y/fJunTpwiDCN8+bVXefx4i7bTRUZVPvj0BV6IJ6jZBu8+XGXDqpBKj1JbvU/DyGG5dZLeHoESIeat01MVkokpVKfK9soOfj/E0HSaocOslYeIQbXe5MKZWZx2m5xhcKu8jheoTOsmE2aCtWqD9l6D3XYTQ7OYPzrG2maZ9fI+8wtjKI6LayhUqz1Ez2O51qDW7lBHY7m+TafaRToh2YkUG9Uawg2JjQya0aEA6YaomooEDMtA1VRUS6Fe7XJ9/TEdp0PTadNxPAqjWU6cmyH0QDMU/CAglYjh7PWxDJPMsSFiQxH2H1QH+4zopIYT9Ds9ZBgQSQWIpoJtWzwxHWercUBVjjM0ohEaJmGzQ6fZQwaSfsMllrPBVml7gvjQMM9fGCYbtVgq7SPpo0Q0IlETPaoTTRi0ym2UEHTLGMg32BrTI+PUnRZSBUNV8foCJVAIkSjqAAlYb7QYsuM4nstwZojTo5NE8hHef/SIIzPHMY0IgS/JZLJsb2+TySZodhu0N3ewQ5g4coIKZWLZGO1KC2VPoHQDook4q60ycdukH/qYRpScnWZh8gSnj19iKGmSTWS49+AxIvT50Y9+mMXdDdp7XTQBdiKK33Tp13poqkJiKoGRsfBFSL/SI5mOIxigVZWIglRABpLQDw9BJIcB5TCwyHAgF64KBa/hgakiJYR9fwDFV1WiMRN9cEYMSxtknoYyGOIF+pUeUv5VRvQ9s1/7tV/95Xqtxfi4jXBdrKzF6nKZ4ZSJomnc398miKjU91rsLe0TtATJrspsIkcxGmM2kWJ5s4LT6w/qtIbOYbsDVdfQdR3DUkhm4nzk8hlmRjMsb/S4sXibQj5NKhnjxt1lUseS6AkdK9Txuh5zuQKqFdJodxAaTBfGuPXOAzKFIUYzGUr7FYQmyJk6G3slTp9doN5q0Gy6RGWSrhbSLLUQekAsbeA0XA6qLVL5OB+4eJmDtRKxqM2+0sKp9ejh0a12MS2TQAMrGWXKHkXXLK7fuUFiPM5QLkltpUGoKez12xzPDvNoZ5fiB4s0hiBWVei6AWdPneLhyipqT0OL6cS1CPMjx/nJj77E/Nwc7XaLttHmxq17PF7ZxbLinJuap3pQRcQkal9CVB1o/biCxn4bKSTHZ4vs7LcJHZfiXJbKWp3imWFa6206QhB0AkIXMgUb4UiE75PKxPBjCjtbJSbzY6gi4HFnizFriNL6Pi8+dYGt2gETo8NEswaba/t0QoeR1Bi7tTJvv7tIp+7wgQ9epNrp8LErz7H4/mNKpo8dVTlxdoqNpTLNgzUEKidnThHLDmNYSfZ6KZRoDLdTIqEluP/wEftugOq7SCXE6/uUW1UKmQLdTpdCQsHRJG/efsTH5xeYGp+iJXzW98uYMZWlvSonjh4lVCW37zym4/Z44qkjXJ0YQ9NtklqUnKWyvt9gMh7n2sNVtla3ae93QYdexyW0FTwxYIR2qn0UQ2H2yDiK8OkKgWoM+nymoQ3IPTUGLBf4OB0fC5V6v8vOZhVd08mMJqEv6VYdYrkYvg37typ4jkDXBlyLLj6hkLiON6Bf2uuTyyV48upVDDuJEBGemJtCS5yjJ2B/fR3f6w+QW4UoQQCqoaB4Ad///Ess7e8RNlroyQCCARmnZukYSQ2nL9B0Hd3WUQA1ouGJwdzO7PgklUaNAAVNZSBK6IWomkLohWiWgREYhGFAR7rsuQ1KezUC4bO5+Zjjx85gqArL5RW63SZvfunbTKRy7B4ccLf8mMbGLsIVeFWX3l6bZ545x1pjj0g0wunCJEKEjCezuL7LSx94mbyt4NEibYSUq32eODvP3eUVvvLt6wSOTyhCRK2PrigYOYv4RAzF1vFFiOzLQfk6G8EmgmcEAyZvFBQnRNEUumUHK2WhmAqi72OYOkEo0QOVXruP3xeARDQ9VE1BupJ4Jkav2UcaCsFh302NaAMZ9AB8dyAEqASSQAR/FYi+V/bpf/Arv/yRZ55E11SuLa6TTYxQkwe89dZdfvFnf4hvfucWXs3jufECP/LEMc6O58iYJkYsAR3B8tYePsqAqt0w0TUDRQXhCxRVIT8+xtzMDOemxtjc3aE4MsJ79zYIU+ALn512lZ998ft4//4jIoGOJlQuzB6n3GxxamaSaqWPJxxu3XmIrui0HQen55DPZRmyLeq9HkEokZoOoSRp2Lhei06jxcVLC9SqLVwE3bbL8SPTVDfq7FYPqPUctqsV+m0PM28SCMlYcZiDagMrb/PCmadxHJf7Ow8JCVE1je5mD7fn4vcDXMdlt9+mGEtQIIk/pJB0PIxElq+s3GNyYoRmuUqj1GLh6BEmkjlyR06SjFl865tvoighFy+c5NjpOdydNnsHFexMlCcmjrLfbDJTGGW33qDr9EBINFROnpuktFljLFOk03YJtZD+gUtuKoNmKaRmEgSE9MKQzGiCZ08do+p0SEdtKtsNvJjPlcIku7UaL80t4HshD3caRAyYnzuBFAFT4znu3Fojlja4894queIQMiKxtBhjU1nuraxSbza5+ANnmWKIpZ1tqtUm9U7Is0+/QCqeJxu3iDTWGUmbKL7PdkUQxseRVoys1md7fZcghPRMgko1TRNCAAAgAElEQVS5RbvbIV9Mst6s06h3eerYLE1V4eGjRzT6IWv7VUQvoCcFjUaLbrXN7EwKX0TZ3NvjSSPFI8WlUj1A6UkUO8G3379Fv9kjkUigRnT6zR6B56NlLIy0hhKAlo/QL/epblbpuQGxnIVhmfhNjzAMkZoCoUTRIBCgGhq+FmLaFoZQ6Bk+zWqbmB1hbDaDZukDIbi2jz1nk82naHU7BAGEaki/2iOZi6MK8FWDs0dPcHurTi6ZQDUKTNiSwlCM6dPHWN5ZQsvpqLpK2PeRgQRdob5zn+1Si5bXZTiew8inqO5VCQnJpZI0al1QJaEGqUwac3geTXbpdDp4gUCKEBlV8Z2QoCtQNQVFhXgmitcVhAmV0ZE0+VSOWreFMohY+JpE6pIvfenzrN1+yNbSBvFUjPJ+hVa7w+yRAi3HIa4ajI4U2KtVGEulWS3vIl2BHtG5dXOZT33ihxlNxvnS9Ve5vvqAj3//f06zvU9uKE00Ocz9R/cJtIDObhspJZGJOFpiAMro1fr4dYHfFBi5yKBsB3SrXbTEITL1sL8zyAgHAdmt9gcy5P0A4fiH/Z6BdpJpmEQTFqlcHBEGeK4g8AJUTcN3AyK2QShCIpZJKEKCMEDp+gReQBCE/9GB6D8FfPv/kyalRFcVvvXuPU5OZnmw+4C2ISjMj/CPPvsFxnM5fuEnXsb+P9l7syhJ0uu+7xd7ZGRG7ktl1r50VVfvPfvWGGAWYEAQJEGIJEhCpMkjm7RoWeYReY5pUeSYskRTomzLpmVbskDSx8LhBlgEQIAEBtsMMZitl+me3qu6urbcK/eMjD38kC36zS8ev819y8wTmZHx8N3vu/d3//9Mmlt9gf22RdGMOHNhE0XV6Fseo0mAomj4nocf+mRzeRYWFzn/9BnyeY2cJvLurX1kZCaCzydeOMaZ1Tm6vTGKJzIQXcqFLMvJEgnFgEgk8Cz+5JVvstPb4ajXJTLg2SdOIyGQzKdZnS1iex62ZzPxXDrVBmZMp9/vkUpmOLNxnK1WlY21RSZ9j8Dzubd9gNUf07eG1PZbWP0Jsirz5Jl1RBXa1gBJlVhIlThq94nFJUbtEfFKgrAf4nsesiwhKxK6oREp0LZGXLl7n4Wqwc3dPm8OD5hBpmFZZPIJ9LjG9d1tstkE2++8zpvfeZ1f/vu/SqvVRWtPOJGeQzJ0VhbKlPQih+M6j64voo0DrPtDnLaDklcpppO4qoSsiNze22FkTTi/dozTm6v0qkP2LzbY+dY+SUUlHlcYtsd8/VvvIngyu1tN8vkk1ngCcRNDyfGl67dojycUymmeefrDFIwk55c3URSJMw8vcbDXxswnsDyHz37yU1QSSWaMCq1qh9yiSbQzAj3J5avbBALEUwlQTGRdx7dHeGqCSSTjuy5RPMWseEhBG7B/7z5db4C6KNPpD9DTCqoB1XaDh1JpPl6eBVmhmEuxcXqNe7v7nN48RjytYyCTTyZQUjq1RkAhG6NYqPDFfpPaTo+ZRIJ9eczd8TaRB1o8hiAzVUvWZbS0gawKeA8GjCe7YyREQgQiJcTwFAJvivAKClOJGEUg8IQHuPYUvQ8I8IwQ5QGu3R4P2bvZQnuAdJtrJsZYR3IjzLV1tJSKbqjkyllETyOMfMrHlxDCKgnpNggtimkDVQ2RB3fwxm0S+Ri4D7Bkd9rXibyAnZaDY/XZr9aZeC6hP0BLqaiyRrc3JBoH4EKyXODYw09R8XpIKMixIr4bcnJ1DdGLUGIiWkpDkEUmLRvHDVjLllC9kKSSRPAkIi/6f/6zF3Dt6tv44+liX5wpUilX0AyFTDrD+RNPsbJWIVAkrle3cD2Pv96+hU9IrdUlpsj8l//Z38b1unzhjVdptJqMe0NuX/4aoryOEltAYczHLzw/HXGQRdSURjT2sXZHuC0HWZFR8irmapJIeUCy9T1cyyVvmFO3WARkQ5rqLioKdnVC6IbIMQXZUEmkEmTKKRKpGJIsMFNO8syZE/zAww9NqzkPCLnQDZBk8UFxDqYSRgFqJCAjIOny+7L+fnAiehD/9Lf/ycvnzhxH1mUuHd7HUTzsqscJReKpQhL0GLtdgaXFNBfvbLF48jhv7FeJbBVREri5U2M4HuP706EvM2GCAMVihZgA64vz3D6ooyJQKqdpHB6xaCSYm83xnYvXKeZT3N4+wLEc3tvZw9c9knoCP4xwwwBTMZiELjk9iWma6LEMu9X7TAYOxVSKRCzObK5As94FVaDe6eP5AYe9JuVsBt8J2NurIekyRkojY5qkS1MNNjmr4o98dnYaKKbG6P6AZMlkNl1hbbnAN19/k/JiDq8TYfUtfG9ah47CkOS8iamaiLqEiUx7MGGn3UBKalgplbOOwkPLC+TKae7eqnGteY/NhSXmCyn+zZ/8Oz710ofJpHN0WwOu7t3GCsdU8hlc3eMomLBfa3NsZZZhaHNmY42CamCPbQ7aXcqLGUbDCc+ceYxi9hgvPPci+bzMsfIM12/scXjriLipU9qoIIegx6e00WNrS3zz5lXOzi4QijZPPbXJE2cfp1ScRxJlAtcmGy8RS+mcO3GSw8M2//BX/3Poe7y7fYPrN3eIFwyeOX2CmJTiz773deJmjNFBn8WlApulGOqoRbO2hWzEkbQMkRSn13iPN954nUa9jqqKUJLpdS2ShRi9nQGhE3E2k8RV4viCjzQY8rXLd7hTrVJZyZIIFdq9AU8fW2LfsTg7P8+7t/bYr7doN5scNfs8cX6T13a3uH+jTlwyePzCKk1vjG3ZhE5I6IXo5RhBPyASIty+h6QISHGNuKYiSzJefCqPIygSdtfFDwUURSSUQGTa34sQIAwBgSBgapjmCTiST/9gzOrxCvZwgpbXEBSN08fPkkjN0Ntr4+EgapBZfwZT89lvHlBzfRrVkKXKEsORzUDS2Tm6Sa1RRxqLBFGApmtEUYQgisiRwMiaIEQCrU6b3tEYu28TRBGFTIaRbYEECS3J0uwirjihMr9GQvZotpp0Gm2kmEIkCQTjgNXyDFo2ju/55AoZgkBgJLqUUnEuPLLJtes7SIaEN/SQdBkTkU9ceAZbjBDEkFJllplslt7giLcuX2c4HOE5HlEQETgBaSNBSoqxeXIJO4j4s29/fSriq0v4YcTIGnLy+KOEvgqRR1yWuLZzG4/p6UMxVbSsikeIGleIAggEIAQFgVjK4MzqHGu5AvdqLdyOi9228QmRFYmYGcP2XAiniLfvBYz6Y05uLuAMXQ7vttnZrfPQ+go1q8eoPUZP6fjhFPOOlAjFUBjWRgRdBzEAwVCm92f5H5Tm3q/4l//yv3vZTCjcGu6RVgxuvrnDs6dOcWJzA607phWo7HYOic2YVJIFhoMB9X6PZ594jK+89jrDgY3rTFWIIyFCU1TG4zGFQpEwGhFaAYurJkd2j4JsMAxt2jfu88WdmwQSHG4dsbpc4fGNE+y1WsQDAS8dsbdbR9YlNuZWGLQGBLKPHktz4aFj3K61OLW5zlq5gFnIsb9bpR70Oeg3MeMqj5xYpVedoMgCd5v7jCybZDaBR8S4b/HRR56i2mngSRG+5ZErp3C7PqlyipWZBc7ML/En332FSjKFaIi09rrAFDZQdYVYWscOHSaWg225NK0+Jd3AEgIGjQ4nRAMvirhz1GIpUSA3m8KQDFRd4N9/700++4lPIFgu3dAnlzRJxfNU2w0G0gDPCmlXB2iSgpKWUXSdjBnDEETisSRu5DPs2xjpGKVEhkb1iNWCyrlzzxFLxDi/voEUWqzlZ9ndrXL3yj6251JMmqzMbXCrtsckslmcOc2lG1eYmYmRjBWIxU3swRGSpBHXdW5t3cR1bLqtI9549x0m/YAnL6yRLy8zHLb59sXL5NQEMj5nz66yFIb81d07dJ0jxkMbW01SjIuMu9e4uFWjNupyzNB5vOtwOJjQF6G720dWFDwvoCcLlDUdrZjnnb06uVKKUrbIvZ1DUn5EaTnF/UaPdEpHVor89evfxydAMhXwQnryhG5jTCiFuLiInk6n3yf0QTZkZEOZ2hd4HoaiEYQBsq5g6AqeDqIqEEoCgR0QeiFROO2dgAijYDqvE0aIAThDl8ieCl+GTjClwyQRNJF6rct8JU+7N2JlaZPl2TUyGtytbhEQMcFhY22Jc4vzvPHdS3T2jsgYLqdXVkllKtT23+T6nW2cgY9juyBPC05hEGFbzhTTBhRZJgTKZgFHnpabuq3BtDwoJjl1bh2/Z9Nq9UjpIdt37lJczqBGCikzwbGlRSbdARM7IMTHlzy8XsCv/NAPUlop883X3qFk5olJCvVODyWUyYl5KqUyM/Np3r57jbE3YS6V5Z3r1zhoNICpnl1oB8iSzN/7yZ9kcXmBfFrk2cc/xhf+4ks894MvcfP6TeYKeT760DOkzUWCyS5mcglFd6gf3qQfTqjuNImIkOISQQiiPj3tEEZgR4jeFLMOBBA8CU0WEFQNN/SJpQzGnTG+EGF3LSRFJhz52N0Joe2Rmktz++37CIpCupzi9BNneffq9WnCsaY0XuD4iBJEoUAw8vH6DkIYoeUMnNBHlAS80QfU3PsWv/GbL7+8eWyZa5fus3+/zn/08SfYrBzjWnULI1eiLXo8dHqFG9e2aLQtzGyWRqtJ0J5w/c59ysU0uVwGFZFSeY4g8vlPPvNRNo5VOHd8kWG3y2AS8NTaCrW+w/UbeyyfOMFCukLbb2ITIsUFMmaclG5y6+CQhyprxFSRtjvkqDdgv90kDGTyWZPXvv8WXjygKM0Q10QOmg6FtECraXFqbh6VGDFVYn884NJbN/CkgPm1eYbWGNfyUHSFpKnw0mOP8/bFWyimgm8FzK3MMJk4FFMF7nS3eGZtne12CzObZjQYT62ShZBIjwjDiJSSwDRNRs4YQRFoHg0pxAwe2txgHIyx7QnnZo8hSy6zRpEbjSq1ZoeeM+Ty9Vs89ciTyFGAY3oYcp5L71zD81zKBZOlwgL9cIgj+YysCdbIZtHIgKCQzOe5sL7CTrWN4zmcWFzjytUt7FGTaAyqKyOLcWqjGgf9Lj/x4g+wEI+Ry8zy+t67uI5PIAk8tLkJYYw3Lr7DQxtrqEoCM1XAUxTarUO6kw43b+2zt9MkX8hTXI1z48Yel967Rq3RZTKymQguT2ysUhBhL5hwLpnj0kGThflFTBV8p80f/sVfszo3R8yLsd0doIQir3ZbhF6IrEsowtRqejycUB+PSepZStk0Y8dj0O0ThREt0ULRdQ5qbQ6rPS5dfhc9byCF0+Z06Ia40RRAiCkqYkyhtt/EG3moKXWaQHggyfPAnjqdik9dfsKp4kVEhOsED9TjBJBEFENClkDQJUJ72rj2Ru50UQyn+m6iOMWDfTtAUSQkSaLVHzJrFpiMOxRTKkM3wpYixsMW/tCne3ObvZ272GLAZOgyGLrkslAuzHDl/k3uXdtH0CIiBaJeSEqLMWyMEA0Rb+whiRKRFKHJCngB8WyMbmOAIEMwDPnsL/waicIGupln79Y7dLst1JRK3NWZSeXRkLAJCO2QjYfX8awJ/eEEJ/J49cZNbjXucbTV5eCgTj6dJWkkWJ1bw/UcHn36JH/851/j/MZxdreq7BxUQfobfQlkSWKmnOOTH3qWbqfP3Owip9Y3OHb6NHPHjvHexas8c+oMlcQSE18jkzL47juvUy663Lx7lc9/61VqnQ7ra8tMLBvXC1FUGUmSEKyAwAmxHXf6Y55IMPRIZTTaXYtiNs1gbJGNq3zmYxe4Xa9jNyx8y8d3fPILGURdBkfg+LlNkvkMlbl59FicZCHLkdVGDEV6BwNCy8cf+USWj57VsLs2sVwcP5hCFJqmYA+cDxLR+xW/97/8q5fLhTQ/8gPP8ukLLxHFcnzuG1/kzNpJ3rh6DU8VUL2Qasci8CxqjSahHVCKJ9A0A4sIVVVYXJqnkIpRHbY5uzGH4EXk4xnSaZNKLs9erY7kOKzn05RnS3QmHrqs0bWH1G+3UXSVKC7Q6w8RRYVOv0c5WcRQFMaew1whh+SGjNwxn3r8Wb7x5huohkGkB1y6cpPAi0in02y19ujVu7TqA8prOcySQXc04DMf/kFu3L6DHJPZO2yhxmNMQrCcAWdPnWD7YJ/1ygpBvMv2zhF9Z0RxsUQiHuNwp44XekSE012wF+CGDiERqZkEuXSWUTiBEJyRzcpcibujHiU9Qc0e8/Ur7+GPbGYWc1S32gSCwMWrl3n2yWc4t7zJ19/8JjFTJexr+CHcaewiSiLDBThfPokyCjGNGI7toRZlQkfBmljsdtsM7jeZL82Sm8mgS6CXlnD9CV9/9TXWK7MsFZcZCwqX965P/VbiCr/44k/yh1/7AieK82ixOK+8+V0eOnkeyTAJxk06vQlS5KMIBmvHctjehG57QKM7pDxTYDwZs3CiyC98+GP85TtXWE0kuUSPji4iWgGptIogKfz5965y/uFF3rt9j088+ShvvHOdS4MmhBHziwUaez0wpw1jRZVwCDCVBLuH+6wsLHIwqk3RWSJqtSOskUukRkiCjNUckZzL4HQnKHkNWZVQJZlIF/HDAEPXCYIQQZ0iuwgCggBKXEOQINJBRMKXIoIwnCYkBERVRNKmvTjBEwnCEM3UUFQZb+hNrw2nfYjInfp5EYKoiCi6jGRKiEGEqMusLmYQRYd4/iy6bHHlu7cIPZ+J7WEFIePOBFmbNtR36210ocFrb94kFANUFMb1MaEX4YsRckKGIESQRTRNxRt4IEIkilitMXJCYVwbo8V0NqQ7nFsxSDLhRrvNQn6eSW/IfLrAaDjEcnwcd4JsaFy7eBMvJfxNL8TqWLjDgNn1CqooUe0cgeQz7gw5trjEsNen3e+xd9REzmr446mLaxREZMw0P/bSSywWC+iJHE996AJGTOHN738Py/HZu/g2F69f50OPPokrKhz17/HnX/sq7XaHhfIc7eERe/UWMgJWYE9nnxwfIQjxhi6O5xMGIQICmh4jJmn85j/6dc5tPkT/qEYqkSAb1xm6Ie/t704Vw/tTICO/mcezQ5aXV0llM3ieC5KIpmvoepxICLn0l5dQTY1iJYOa0kARcWyfcWsMgJpW8Rwf1dAILA9v8sGJ6H2Ll3/jN14uHisyGVrEjQDLCXjv9hY3b+2zUsgxmnjc26vhBmOWMiXEuIGhKBRn8jT6FtV6i4VKmeXyDFJgUygvc/PgHqfWlpm4Ntdu73L17j7trk1lfpaRFqM8M0u10cSfjLG1MbYk8tzpk+zs1ThWWeLNt6+SMRKoikispBFXY1gdm749ot7vcfrYGg8dX+LL77xOc3REMkySKhvUj1ocy83z2htXUXIKI9XD0yGQYOf2FpgKjuWwNlfG7ftEesjJjeNcvPkeJSNHOWEym11El1yCMMS2fCJnTBcbIQTFkCEUEHURSZeRkbD7Lsm0gUfAxHJI6XEsy0MIIxZnFnnlrctIpsK5hTXeunidynqO7uHUMfVHPvIRlInHjd42rTs9NjcX2e7ep2gmsRyXopIlZsm4jouZ0Lm5tcf2YY3F2SKj/oD6aMAvfvbTJCSR3XoXz3IpFmdo97YppHKIkcbEHnLv4C6n5zYZeQPkUOKJ45uszJa4f9Sk33XIFbI0a/ss5Ew6/TZJU6PZHRJXIlbWN7n0znXUZIz7B3VW5oqsVCr8xDMvYuYKHNkjdgc9ND1CkETOR0lujIaMghFGQac5HhJKIa+9+S690ZBsNs7MfJGDVhfFkDBUHUmXcIceWlpm2OmTrZToOk28oT8teYUKnuMQehFu38WzXHLrBT72wmOIOYH2wYB0JYFnuaiSQihFKIaKO3FBkh58RzQdRFSYzoOMPMqFLEPbQeQBHi1NYQNZlwnsEEER0U1tilEbCn7DIdKng49REBKG0QMNQRFFkUCcqq/LJgwbI4x4isbeiI0Zn7Ejk11a5ah1iOt5eEMHsxSfGim6U0PtrYMjAkK8cYBnu4i6jJbUCIMAf+ghGxKBExC60bR3YmqEUchMtogVOgiigpGNcWh7XHz9DrmFPEl1nnQsot/tIcVUJo7H6kyBd3d3SZpxfC0icHwC18fuOcSycX75V36NF5//cZoHt2g3WiyUZnA9h1CJuN64R0CIb3uMDqaDs5EXEs+ZnD99hka1TTGXxjQMNGz+13/7ebbuVzHV6cDtt79/mVObC/zhn/0pd7buQxBx4ZmHub51FyNucthsISsyP/nc03zk3HnevHEHx/PwvAAhBN/x0Q0NL/BQTYXj6+exo4CR18dEYK/dpjHqkjAN7EMLT4/QsjHcvsPqxrHpcGoYEIYBkiThOBZG3ECVNNzAIaOoDAIH0zBwnJBhvUcUTTcy8axBGE6fVzFv0j8af5CI3q/4vf/+n7/87NnzGIrO7kGDrf19NorzGEWVRqOLqglEvkToS4SCwPMvvkDo2lzZ2iaVMFms5EEUUGUZRI2jowaHRy0aHRcx1FC0BJtnnqa0epYFw0IrLiHEAtJpk/Vja7QOB+xdP+DdOzsUKxk6/THpsolt2fR0h8FwhOBJVPttTCNG0UjhhwEXt+7i2x7dWp/l4xWOmgOiEBbmigxFCzmt44w8fnD9LFt7TYpraZIVDafhE0MjiIVcOHeBr776TfLJHIV4kYvXrjO3WOBYochfX71Nq9Fl5HmUZjK4oQ+CQCQIqHEFPWsg+BHpQhohFFAkGcfzaLa7FI0Mh+M+b968QSCBFAqMsZFEhUFzzInHVmjsHPF27T0YQIIElu3y+vV3kU0Nz/MRUxJu28GUYiQkCS8UuLW1y2c+ch5NT1Ad9OgOR9zY3uXUI5skJYHU8iLV2j6H1UPCiYeZLnL37hYbs2Xa7R7nFjeZSxb56jvf5uzaaf74m3/JXKnMZDih7Xa4trXLudPPgmISCH2ygkZvaHHjzjZiWkFUI2wv4MbBPiePLfMv/uDzzKxm2NmrcULOkwngGwdN0AMsJaS33cXIqhxuT91MZV3C9nwCIcRzXLwDB0kXmTgevhQip2DccfF8i1jKIKPHqXV79DsDolDA7doouoKkSBgzMW7d3eOo0SdbSCKEIeOhQxAXEHQR3/ERFQlNEVEKCiISoiLgWwGiJBA4ERM8yuk048BDN1RCQJREPDtEVWT0lIYcCqi6jN2zCXUBGQU/8Ka0XRihKOKU0hKnmmae5eK70xNCt9+naw2JxTLMF2KIkxbb+3XCIETPJqaEXhAiydOyoWd5gIAkCgR2hKIoU70zUSCWN3B6E0Ii4vkE5VQcxw0RQhFdlkGJ8chHf45keYVYosiZQhKBFKVCjoPqAZIos1et4nkRO4c1lnJFCKfPqX2/Qywb47f+0T/jUz/8MxhGdqrM0d/n8ZUFrh/UmMlmudM8wHc8Bo0xk+5kOl/jRXzyuWf49IUXyMYTfPvtN/jYi5+k0dmlflBlOHaRJJlG+4hEMsH2/gFW6OB4Nv/pT3yKT3/mF2h1D3jr1k2W8wXK2QSfePRRIs8jqWu8d2+XSRhMZxR1heJckbFloSoyuZRJrpwjnciRTGbptw5JJg0a4yG/9FO/QmO8R3P3iAsXXqDbqpNIpQABUZTQFA3bdolpMoftQ8pSjGw2TtzM8M9+7Z/yiU98lkcef4kv/em/gyiCKMIZuoR2QOCGnFhZZ/+g9kEier/iN3/rv345VU6iolHz+jAOQQ3Iq2lakwGW7TGZ2AyHE0aCS8z32K/3mCsW6Fk98tkZsukMB40atjUk1FR0PaDf63Pu4U1myxUKJZN4JocTzyHGy1QnJvGEhhPZ7FtdZFPGEz3G/QmmqZFwFOpOF9VRscIJBhoPr62RLaa532hQVDUef+xx9JjKYr5ENmESi6tcfvM2LhP6fRtXCsiWDMbdIfn5NEupHPXRALvvo+YkuqMhphihm2kyUZzDQY3R0ELUBSbBhJ2dOnJcxutMF1Br5BKFYC4kiBsaTtPBG3nEDRUlpiFKMtVbdfJzKe7c2OX44izZUop2u0epkKaUzxKFIal0kltXdjh7fhlT0dkbNpgrzvDqvSsIkkDFTNFu9Gnd7TKoDymXiyylNTqOx9bWAUoygynoTMY2Yy/kFx49hxOKvLu9TftgSNs6oJRKo8ZidBuHHIw7XLmxzVPnToIQIYcOA0Hki1//BqIsMDczS1wUGYc+rjdkrbLAv/gf/iee/NBz1Jp9/vBLX8SVAizH4oWHn+TKtbt85sc/zeCow8Qd0Wp18CXoErDjDUhWdExTxdA06ntd2od9QivEXE/iDXwC38e1PIKej5hUEA0Vp2shh6AoOv/Vj/0ctWad7euHOIIPoci4YRHTNTQjRv7MDF46xO26zMxlEdWIYGTT7luIaRnRE4g8gYgQ2QnxQ1DLccKJz/zJIhPHRfBAQkJSVOLZGJ4QIAgRUQCqImEUDFRVRlFEREVg0LfxLZ8onNouoEgIgGbK04OWKCES4dvT0pEmqSi6ghtMab3BqIOGwVtbt7EaE7SsThD4BGJAFAQgRYQuCJoEIoRBSGj5hGKELIr4gU9AABEsLeen6gGiyMdOncRMJamOHPKayYXzm6zNLbOYMzgaBSijNmk9IEJE8ANSWYP7jRonVpaJPJfKYoVRd8DccoXObp/P/O2fRxREes272Dfe4PrWHQQ75PjSPEY6w+7BPj/94kdAEWmNBzz88Al+9mf/LuvzaYoJlcZI4NhyAi3y+dpfvsHK6iyXrt+l2+2zvFTm8TMnePyxp7m/d59/8Ev/gB/+Wz/NoFulXFrhXu0mL517mIyhc9TpEjfi3G1XuXpjlyiY2mtESoQznFAopFB1FT8MqO/uceLMQyiyRutwm3w8ge06JBMJmsMRP/Wzv4SiSFRK6whCQG/QIwpDHMdF9Wwy2SQ/8KGXeOYjH6fRPiBfXuTUmScQJRFNinjt+99h0OsDIIigZafYt5mJ0zhsf5CI3q/457/zOy/P5rPcq1d5eisWTyoAACAASURBVPM0KA7ZfIlUKU2r3UGWZLq9IavLy5xd3yCIJuhKnHRCpXE0HeYL/IB2u8vBsMPBUY2FuRwTJUL0Q0r5BKSOkTRViHSW8nHmSwYxKSIQA0R7QPvgAEeHcdtCN2LY/oSj9hBVVHjhyfNYts9hr8XYs8ALKWVnCAWf0PYQTI3gaECtOUYtSfR1H0mXOLaRQ42rDByHJ8Uc9wY95tMl9pot5lJFdm7WqE36fOL8E7y9dYNm9Qh7aKFmFOqHXSJdRMvqGCvJqU+9NN0tO12XfDqDa0938UEIqbhGgIBsKOjIjCybv/OZFzk5t8Td2iFL2RSt0ZiYadAbjShm01QPWhzfWOKptVN8+Z3v4Vg+kiIyHjmszRXpWQ4L5TQOIadSSbpRxN2tA4SUxFOnTjFfKGHoIq9u7fJ4qUzPF2ha+yxlywSqyM1b24iGzmJ+ho2VJf7qtTeYySSwAomypBHGY6xUlnn74juEOYlnShWuHzXpDY6I5Uy67TpfeeUV/u7f+hEc16HljRF8gXanw/Vr19EjBVSRo/4Iy3IoLJoIqsTE8mhc71A/PEIyJQxdx7VcvL5LQlfobw+IvIhQiPBDH7/roBgSpXyGBApmNs07d+8wao7o14aMWiMWj5dxfR87dJErCtgRMUXGc3z6zTGBIhF6UxDBH/lIoYjX99HyBmI4FaiUJRHb8ohCEQRQCxqlUoa+PWEjO0ejP8BM6xiGhkCEJEkM+xaTkUMUgDNy8V0QdYEPnTrNXrdJZIMkCdOmthghIxPTtQdaZAK+NVV1Hh+M8CWfxfIco+EYSRNxLYdIjIhskJGRZBEMEcH7D9P8IpIm4g89EnmTTDFOspyYSvDYHiulDG9f3aHabxPTBJ56+gkipcSK6SAKKpLiYqdWscY1CvkCmqrxvTvv4XQ8VhcW6He7zOQriEqMm1t3yeVT7Her/O6vv4w/avN/fPc73GnU8RWBmVIewYVmb0g+v0wYTsiICURJZ8OU6Hdt7h62EZ0Bj370h/n8n/wJn/7h56nuHVHzWvzw8x/BmtgcP/U4acb8wZ9+hZzusbaxTu9gi0vb13n162/z3bevIGkyQ9/hT7/6PS5f3AZFIDeXJKHozBeKCOpUA85ybAR9aqty6vQjCIATOFTrXQaWhRCpuILC5sYpzGQa33LRRYnD1j66ouEyZiaV5Gd+5pepzC6gaRqz5WW+89rXefihp/HDgKPxkG+98TXcsY2qa7gTF0WRWV2cQRBVGtXWB4no/Yrf/Z3ffvmlZx/D6Y1ZWpnn3uEenfYAazTCC3wm4zGFQglZieiM+sgJlUc/vMDtm1Ofnbvb2wyiCdVmjfpei0iR8LwAX1A4ag+oNatsxPdRnAkpySJQC8ihT+/g+0wci/v1Dlu3d7FrNqVSnqNRl5ih8YkLT1NrNLl8dYtkWuXM7BqJhM7y3AKR43PQajBbLPF/feEV1HgCR3CoVXvIAjy0WEZCIRwFpHQNNZ1lrXSMy3e36EoTYpJM46DHQqmMEE5Ljj2GrCzNM5ZtYorGcGRhGBqGqeOFEXFdIxCni11/OIJQmPqWeAFKXMUPfay2Rbc7QDJFru7t89ETa6wvLXNp/wBZ0pCckI3NRXYP9rGlgGqnT6t7xENr62w16qiIaJJE0xohhPDChRO8e2WXd7tNivFpCSyeiHGttkNlaYn6YZMnl4tcsUI+eu4U37xykeWFWY5261w+vMdKqYLl2cyaSZSkwbX791ifn+dL33udVEFjKVWh5jc5avZQjBkSocq1g20+dPIRWn6DjewKZlJnr9ZgLp1DVBRa7Q6qqhBTVPrSkJPrc/jpkK41QXFE2tUePiGRLiLLEr7lMKnZ4ESM2xPy5/NTnS9dImEYZCoJfuDcI7Q7QyIh4uKV60SSQH+/h5bQyc/mMNM6lj0hREDoB3x07RhXtg8I1SnRRhARArIiIegCgiKQKCSm6ggeSKqIEJdIxg2iMCJfSZLKpLE9F8/yabX7PLS2hOU7hITYlos9dvGsAHfoTW0WCEkaBqous99tIwZTgUzfCRAi0AydMAwIxOkAred4MPSRvAghkhh4Fju3D3Asl2QqMVVa6PiomozvTa3lnZ6DoEyVDKYlJNBMjYxpIBgikigyn8lT32rT73rEyyqCIlK/N2QsxHhoLsmo3cBLZInkFHP5HHp2CdGxCWyHMyuLSLNFLr55mc21JW5t32PQaeOMXcbYVNv7+HLE3Z0D3KGDb/l0PItqq8P2dhU0ESPUUCIfLSYxkzzFne1bmEmFi1dv88xHn+crf/TnnFjf5JXXXuMX/85/QSqK+OKXX2FpeZaCAT2rx8D1KZeKON06v/V7v8+1e3cZDcegiDQ7Q65f2UFL6RhZg43lefJGAlmZqqqk03G64zGiKBOJETFRZfvOHf7s//xTdhtVTj7/KeJun3u1JmeOnySXL6HIMrW9Aw5rO9Tbezxx/iSZlMrQi7jy9lWeeeppRElC03W++/o3uHb3bX7/jz/HN1/7MmHoo5kKdt+eqlKIMLAd9HiMTr3zQSJ6v+Llf/yPX46VNURH5uy5E8RTOUbjIbdv7yKIAtlsClXW0EWVjYVFVmeXOLh0n7feu4UlRXQ7XY5qHTaWNzh7epNW9QifgKQSUVmrcGerQV/MExXOk104QTEZErkdPv/Vt7l6fZujURNZlzm1vkrCkNk/aGOaMa7cucva/Cwj26OYztMYtDDlFK4b0h40mMvn+PalK2gpFeICzU4PhAg8n3w2gwLEJJmF1AYRIhO3iR7Pst+vManZ2BOX9ZVVLu/d4LmzjxKEEbVBEyGvUIpn8ASfcd8iDMHI64zaYzJmkpFloQoKQlxgfq6CacaxHZfDG1WSBRNJlSEMEcKIV2/d4QcfOUc/6XP3zi4S4Fs2Hc8lZmgMrQkDy+J+rUE2ZdDtWgSEPH1qmXQlzmtv38MzQk6sLPLI2nHeefcmuUqKjz3+AvvVbeTJhIViEVWP8a+/85UplmtPWK4UWcmVuV/fJ5nN4Ngumiajp03uVw8Y+y7HK6vUj/ZJG0U0Q+HG9h1K6QI/+tzHub5/m3vdOpqlcK+xj+9F+P2A3XEVOYSxNSEshGgjiXHSxfJ8BvfHtBo9EKbkmWAFWA0LnwjVUHFHLsnFFI7jIksSoi4jSvDwwiq1Xo1bhzX6vTH2yKe32yW7mkdPy7hSyPlj6xwdDchV0vhSwJ7Vw5OmO2NJEnEmHqIqMdkeocxoSLoChIihiBJXiBkqgROAJFGYSRKKEcODEYEVopoqhqHS8odonkB3aCGHIpV0iqPOEEEUkCWRmWwaF5/ACwmGHk7fJZBAlRUUXQJJmNoxIBJ5IUHLIZ1N0emNcEMfWVfwbB/ZkBj2JhQMk4nn4toeckKalvyCCH/gIZsyUiBRyhRob7WRMhqz+SzmUKHfdhkOx4w9ByGQkRNxigsVHts8hjs+QsiskCAgpUVo49voTpWY7tNz23z51Svs37lDJEZsPvwYdHoMLRvDTBB6EDdi9NtTYVThgQNpFISMAw81VEgbOqV8irW1dd567wpnlmdwhYDecMRjjz6B6znUart8496bnD/5FAlZZ/nccebzBu3WgFEQIQoBuWSShBzwb7/6LXw9ol8bkl/OsLFR4qDRRdFVTm8usjRXIpmKcdjuokgSpqHz2NkNaq0OoRdgSCoeENoOkSLw2MYJPv8//2tuX/o21VaTtYVV7u3cwa43uXznDdZXF7jw6EPkihlWjp9k9dgq7759m2cvPE0QhLiOz53719i9fYDLhKShM5vN8vixTWqtI0a2/TfOvLOVEvX95geJ6P2K//a3/8nLG/kiY1UkbLWZ+CHtdpNCIUepNIdlDSGUGY5GhJLLnZv3+Ms3L6Hm47T26iyW5/n0R5/HsWzaYws3sDnYqjIaB0RRBi1WZPHcDzGri8y4hzhexKBbRymaJEsltu5WOTW3SH80xA8FPMulNxxRKuU4VpzlyG5xJIxIeAor8zmQZQ46R7SaHcxKjEq6wt5ODSkmkimbtKoDhrjkVYPb1SbVsI8TOjy5OMt7B7sc2RahJbC+uICiaBzsHDC/kse3A1phD2EUkTRieP0I1/JBCCnnC5xZWWK3UUcMITOXIq2YhGHIsD9ifWWRo36PUWuMmTawLAeX6S5aEwROpyrsWF3EQGKn2cLzAlKmjhk3GFoWSUVHVzS6zQGeE+Lgs73XRlRARmKGDK3+gHqjzcrKAm9du4Q78Nhut/j4888TWj3evniDjZXjZPUUghOw02syn5vh7Ws3cT2fseAw7g+4d6PNU4+c5NTKAvVBj+bhEboS4+TKMZZmK9y5t8vtxhaldJ6FXJl2v015pshSoYAupTjwmuQrGayqzdCxyRSSdPb6jEcOelzB6bjY7QmCKhJfMyioCRp3OpgLSQIpwrcC9JQ+PU14IfVai/uHnalpoCQzagxJr2ZJ5GXcEAQn4kgY0mn3kRWJkeXgSSCFYDUtQmmqBSchIkgSkicgKsKULnN88jMpBv0xmqERS6sMGmMsxyGURHKlFHbbAVPA7jssp4pY1oQnF1e5fnuXYjmPLAnENHWafIOIoOfgSiGREpFSYoiGTCRFRG6AJIn4PQfJA0nR6LkjIi8iXjZxe84D64UAUYIgiDA0CUFXCMdTwU5Rk1BNlXQ+QTGbZu/mIVEQUTBSrJYLXLl6n/3dBj/0Qx/jzs59Rp0xaxtF0tkCw6Malh2R1iXSsZBxc5dO3+Urb7zBl77+Fu1ql0DysO2AH3/xw3Q7TeKCiDNxmV1eIJcwuX5zi7W1eXr2kNALEcSpdQJehIbA+voi1WqN23f2OL2xQbvfpGt5jMcuN+7tcFSvM3AsfuGnP8XjJx5m+9abXLx4jUJWJ0Bl736NUiFLJCf53B99iReffYLrd7eJpXR+9Uc+xv/+uVfQ8ybnzqxhotJyhrS7Q3RJwSeklM3S6w0BkYFl4YYhhAK6oXJ00Gdt+Rh/9Z0/5kZzDKLA3tYtZtJJ/vram4zHQ37m534KLZMmkmW8B0j/rfcuc/rss1iuRxDAxsppGLS5d1jn7/3Yf8zjFz7JV776BXabbaIgQtanVvAzxRmqu9X/z4lIeGBq+v9bCIIgAe8Ah//BpfXB+/8j8PNRFCUevF4EPgcUgA7w2SiKDh589rPArz+49L+JougPH7z/MPAHQIyp1fjfj6IoEgQhC/wxsATcB348iqLu/9t9phLx6MLjZyEK8VybVCJGrTPBFm2kSCMVN8lnTLZ3q9w+PEA2JAb1AYvzZYx4AlOLMbe8jB46bO1VObX0LKP4feKbT1FOFlACmUIhiw4cWT65uMCNrToHh2+jeA1u37qHbXm4eCSMBJoacmVrl+VKgZObx0iQZLt2G2GsALBbb/DcI48xcS0sL6TWryN7Eof9Jh+en+OPLl/Ds1xAZHVzjYE3QlIEZCAlqNSVEUpfYCm/yuWLl1k5M0e91uGp44u0fI166z6ykaBRa/KjLz1HUh8Tk9P8wZ99B8fySZR1TMPA93wC4GCvxtxCESktsvvGIfOrRRr9Aa7lIhlTUuvHLzzKiblN/tXX/oKRa+P2XXRD4R9+5sf43S9/iUHPIp82AZl6azpRXqpotKoOGSVGJEjkUin6h30qlTTeOEZtVMUwFDbXTvLWtbfJlwvMp2dJSDJde8RqcZ6d6jb9scvV/S0SisHxhSWKS1lW52awWl22tva43KrRqw2RFQmfkFTBZKOwRrKS5tbNGzh9h7XFCo+ePcfXvvk9YmmD5Zki33jrTaz+BCWvEHgh8UIcwQqIGRqD/gQhJeK0XUIFsvk4w74NHtiWTTwfRyBiWBshKBKJfILOe22KGwVsy2F2LU27avHJRx/m+3dvM3Bd+v3xgzkuCUmRsfpjYikVVVXAjXAIkTzwmPrLyMpUvNSsJJAUEc2T8Q2B88Ui743ahFGEhoLrhvStMYIbohgyG8kCy2KauKZzz+pyt11jOJ4w6Vl4XkAQm/ZxlJSE3wumnjYuBH0HKRLIlzPc26oSOAGZY1kmPRtREZFTCoEbEMtreD0Xv+8RjD0SKRPLtQEBxRD5+R/6OH0Crt17j/e+tUOunOFot8ePfurjfOErXyObSvL8Rx6h3h9S220SGHDuoWWubm/hj1XOr8zxF//+dRZWC0SKxMiySIUaILNaKvDWwQ6PnVrk5pUG5fkSs1mTi/fucmJunrnyDL//539BLp9hv9UisDzUvE7kBSSiGC88cYZXXrtEPl9m2Bvx2U9/irUTx/nf/s3nWF2ZZ6n0f7P33kGSZXed7+fazHvT3MyszDJZrqu62ndXT/vu8dMzozHSaOQljCR4PIlYFsRbFgQB7yHtWxAChFlYlhcysAJJjLxDmtF4zfSY7pn2ptpUdVWWycqq9O5mXv/+yAL0FCzBe4KItxH8IrLq1C/vqTg3IvN+zzm/7/l+q6yUEsQScW5cucmD991OvVzgiZfOc8/+nXzpiReZmshy9/GHefn0CU6dPs2WHRPMLi5TmisyuH0Q07HYsXmMhtkkhMigkUQURCr1FiFdJRGPMjO3TBsLxRFJJuJsm9jDyOAYlVKeuOJyZr1OWFOo3rxJXzpDKhXn9keOI6AgiRK6FqbZaSIJIp12l/7YdgRBJAgCHLvD6o0TnL48R7NU5fK1q6y12zimjaiIPR08RSSVSZC/snI6CIKD/x8hovc5/VE6/zPjF4EZIP53CUEQDgLJH7ruE8BfBUHwWUEQjgO/A7x3A1Q+AhykZxt4WhCEb20Ay58DHwBO0gOiB4HHgV8DngmC4OOCIPzaxt+/+k8NUlFlEARKlsWm8RFigkTRyjOR6EdXZC7M5nj2xEn6Jwcx622og6aF6bYt1ooVXNfHSESpWDa+GuGZ01/BJ+AXJyXS4n5y3i7SMY2oLDIY92k0O+zoC/CcGN/71vPEEiHQRTanB1lbLWMjMWz0U8jXCCuL7J3azoWZZbaOjzA5lGa5XKHTrrJYqzIUSkIbsn0GxXqRJ28u9OTvFZFMNoFpVsCBRDpJy6wzb9YZyw4zmB6i6dTZfXCKmQtzRNIhLrll0k4fluORiqj81FvfzldOvszBfeN88xsv0jVtRHpyP07aZv1mGbWvV9gu15vYcx0GN2do1Htq2SE91FNjwOex753iEx/aziPHjvHk669TU9vYbYdPfO1r/NybHuELLz5HwWxjIDCWSeMqNutFkz5Fo1zv4CkBhm4wPjiIH/UYmUjBxTbr7RqqX6ejQFzVSITS5Fvz3LJpkgtXr4EoEKg2U0NDJMIGiiCxfnWV2PIK7tAIE5uzPH3mKnpfiJ+4/008c+4kq/USnmJRzRVAgTff+yApI8H3T7/AltER+vpSTO3dzjOXXgMkpIiIrGhYdQscqC428RyP1OY4gi6SzaYw6y6yY+EoAUpGwWxb4ASARDwTpT5bJzFqoCUkwoko+VyT4Uicr798Ctfx8ZUAOfJ37jAiAj7xTJSkLhExEpRLVTqlDpIuoSrShqqyhFPyceo2u8bGiARxkiMafuBhXl9Bzch0bIfMyE68wlUkHbbLg2xKDrPz8B0snXqSew++i9UnPkn+xjrKeAhqoMg9l1sJcBWBbrFLYLoMbe5ncbaAmV9HNcIE+HRrXWRDRTYkxLbH4GQYpwRtI4RkyLSuODRqTQbSSeqyjW3azKzMMzYywdHth7j2wiJrCyX2H9jGys0F3vH2e+mLSMwtlhlLb+HFZ05BAJbcplm3qeeajGghRrcPYDsOuq0y3jeMgEAyFMEwDPqbJdYLHZrhJqotcOfmfWQzSV68eInvnTqNYzuIeEhOgGiEkBQJUZZo1TvEjCRuIBAzdETHI50O89WvfR5LaFGvtXjieoFHH72DqK4xmkxx7eYcJ89eYnr3PqqWzUP3HuPG4iKnTr/KM8++iOu43Ji5yd133MZJ/TyarhJzdMx6Gx0ZTVcx5DCSEUbTwqyUKkCApiiAzF1H7uf4G97I4tIF3JaKkU4illfYKqssFsvYjo+uRHC6IqGwTio7TtCtIIsStmfRalmsr7QR0gXi8QSWZ/P1E1/h3KunUJwA3RapBzYBvXNpjumg6Aqe41Ev1n8EaPiH+FdV3xYEYQR4I/DpH8hJwO8DH/6hy3cCz260nwMe3Wg/ADwVBEFlA3yeAh4UBGEIiAdB8GrQW9b9FfCWjT6PAp/daH/2B/L/w+jaDkODKQYTfazl1ilWTcYyfbS7Nm3botiuo4RVSotFIGDr9nH27dlLJpvinv27GRvN8ujtd7Nn9x7mZi4S1TQsO+AL310DfZBdfU1inXWEZg3Fb5EIFZGVLqVrL7FerxBTIkQUmZXVEmE9iqaEOXBglK7jYDkuL104R2OpwbaxcQRF58CerczcXEImoN6qEorEQdPIGBlGjRRRQmiKCnUBnRCVUp2bV3M4jo+iqhzJbqbrtBEiLjOzC4SGNGLjKQLTo26W2LdjD65p8czVq+TNMq9cuoHj+PhO7/BiVA9TXqyh9qng9JSJUX0ihk6t1EJWenvZgenhmS5ePUBVZL7w1AvsGkoxmjbIKAZaJISJz4tXL/D+O+9HR0VUoOFYdB2JmCojJsJEMmEEQUDTFcb6B7Acl9n8Mjt2TjGc7efU9UV++u6HELoB9dYqIUeiVm2hx6LMVJbYnxlGikg0wy0OjmU5trmfstZHLNSHK4QZ3p5hy9QwZ+dnmNqRJjs9yJmZq2wZ2MZEdhRLsxkayrJzchcHD0wTi4eo3pxjNDtGOBPCKjmgBqCAVTIJCIhNJ7EjIuGEiqbImE6rZ9bmBuwb2wGORyJr4DVscHwiWY14JkQp16BeaoMasK60CSIijuMgRyTcuouAhJIO4zgCgiKjRASapkk0E0fWRSRFQTBFEroGEZFIJEx/NklNcCjHW5zJr/G9C7NsPfgeEpn72DS2mx0xmWEtw/FNOxlP9+O7Ho1amc23PcjrN86zXKsgZkJ4bR9Z6RnhyYqIbQcIbYgaGgNjGQrFCoLjoxlhRENC1WQkQyQIXEIyTG2N0DVFXD1Al8Fb79lfq/EQq+tltEBC0mROnrrB2nyetdw8R27fSRAEnH79Kl3RYqWwxs38OtuGt+H6NQ7v24UfBMy+uIS50kaSBRbzFaZHxpken0QA+lWVoUSEUrNMbmmOsKJzfnYWDY1DO3byrVNP8srcLKfPX2d8aIAHjtzO2NBEz66+7WAVO4zpQ7zx8EHWcqsMjye5dd82PvDOh/mvn/ky6b4h4ukwTrfBe998P0K3hGDblNs+q+USP/8Tb+Xw3s3sG+vjtXOXefr5Uzz36ouosoLv+kTTMV549WWmxyZIKDq/+vZHsWwXy3FQFI3JySznL82xeaAfWZFw8Ln92MN89Nc/wT33P4yoSOzefZR0f4JUMsXo1v0cO3wnszM3aLVNruZmeS13gWKtTTgSRpYU8rkyV84uc3OmQK3e5vmTT/Kbf/Bhfv1jv8TJZ16g2+4yqPVRqNfwHA9R6al7aIaG07bxbQ/H9v7fQML/MP61V0R/TA9wYj+Q+3ngW0EQrAp/5xzXi/PA24D/ArwViAmC0AcMA0s/cN3yRm54o/3DeYCBIAhWN9oFYOAfG5wgCB8EPggQCink80WWqhXypQqJtEHLNGkXW/iuz60H9vDSahVJlti3ZyvZTJqFfIHJ4SyO5bBWLPKLH/89EkaUo/u38eyJCwxumkbTh3CqBdzh3T3adXMeJR6hYdt0GksUyhYPHjrKfGWNhWKRfiPKhJHkSmmV2kqL7Zs3sVRa457p3RzYsY2TFy4iI3Hv4b3kU1EUobeSi4lQqqwzlO3HcXymp0YJxcd4+exLtJQud03t5NpigVbNJJqNcT1XJJaQePLZy/SPJ1FVlcpqjdRQDJuAcqlEzezSUXK06x06RRPf7MnBRzJh1vIlJENGVATEiEhgB7TzHTRdQ1MViqs1JF1CMiGSCSMpEhklygO7j/DtV1/jzfsO02m2+bNnn8BH4s5te6nWWvxvb36U//b4txkxDN579wPMllf56skXCOsaUUJUzRr64ATF6w0eOHaMelAnIke4bUsfl2/eQAxL1Ft1nK5NW2hRLDX52Vtuo1wt8sDAKO3qOvlKhU1Tm7i5+iJyV0NwfG7bvofvnXiV/nSSwa0TmIt5xjMDfPncdzk4voelpRwLS3kePHgrT79wguHRNC9dPsedW/cytzqPqIvYNQupI5Le0U/L6TBgJCiXKsiOwIpZwTFd1EyY8fQQpVIRI5KgdGaNxJhBMh2muNiiUu8gRmQUXUXTQ0SHIhSuVsjszFC8sM7ggSFq+RaiGyASYJcsSk4YMeLQybtktw7SWmljZ0BWFILVNg4uiqLSMG3qjk08OcmtO+5l1MuhJgNMbR+VhoupLhCYDkuNEg8+/D6uLNzgm899ldlaHsfxQQmQgp7yttP2wfYwjCjJ8Qjr7RZNo0NKjlEKAjwlQAgCPAXcdo++nSKKHO7SaTv0D4rkr3Z7uneyyNTWPq6cXKXTthEI2LZ5lBNnLnLLvincuETU0MmOJYgNa0ykJtEJ0+mYRCSNG7kVLMcmFA+zb/8O5mfyzM4soWphdBS6tsWSVUep2xhGkkKlzUBKY/PQALO5PM++fop23qFDgc2bRwisADtwuHTlCh3FYefmKRYWV1itrxNSAhZzee59wwMU1sqo8QEy2TSz8/NMjU9Qsotcv7nIseNv4NOf/TzveOu72TGk8pW/fZELuTnySwW0uEYspqMZOnFDhxzcvf92dFnmubPf5/0PvYNTuUV2T23j5VdfZ/5GgXOnr5IcS3Jmfp6l3Dq7pia5dP4Ed9/3AIHgIiBCEHBzbZbSao3K8jUi8RipIY2Oo+DWLZqmyef/4i+ItgJmFleRpN732fV6Ctv9iRHa9eexHRvf8YGAJWWdkKHhmBae3VOzsOwuQI8pq6v/bDD4p+JfDYgEQXgTF3gJzAAAIABJREFUsB4EwWlBEO7eyGWBdwJ3/yNdfhn4r4Ig/BTwArAC/Mhwu1Ez+kcLYUEQfBL4JICsysGltTyl1TK+49Ou9XSVPNdDlmX0UIhHj9+J2e6SHkqihmRqskS73cHsWBw/cpAbi6sM9xsEKBipId739rtIRBRaUoa4VcSTojSlNM3Vdf7qs3+Bq1r4iKy0r3HrjkOslSqMZDKcmL3CWGaYquvTxe4JqRoG3U6HyXSG1XqT/OIak4kMddcjbehcvLqAEYvSqDZxO108XSdDGU1RKTktzs0sks32oesR7j9wO7NXC7w48xLp8RSqIiEjEtdDrF5cJzPdR5Um/ZlhkrpAu+TQUWwEQaR/KMVaqYyW1bFLFoIgIisS7aKJnFDwFQ9RDxFKKL2HaURGUmQeveco4/1jVNbKHNq+j5V6gdH+TRwa3sKT5y/xx9/4Br/07ndRLtT44H0PcmlllardpNlp8bEf+wD/+2c+TcTQKddbdMw6uq5g2lUKpRYLjRUiiUmG0ilevnSZwXSafKXMAzvvoN8os+bZrClRVLPCaDxFrGOz9vpp9o/vZNVs0K7XOTc7RzITw4rY5K4sknEiXFnNIeoKV1dvsEOYYt6Z5z2xt+MnYDyVZvKOh0imVCqNfTw1fw6xJqBHZDqKQ2AGmGoHURFp1S0808MxbfQhnUbdpEWLkWwCjzixhEp+rgG6gKaHSWUNUimdlUtlCicKBAi0SnXCqPg5i/23jJNvtenU1+lLaBTzDcSOhKKHqKw3iOrj6GYHo1+jxByCKlOut4in+2iXKiSH6gxal8jZBjFfJtq8TLy1RMYWWBabnG8scPr/+ggdPGRFpOu4yPS2T3wnwAsCQshEdZ1qsU3RqREdiiDkXFxDYmJsgOVaFcd0kTSBeDqK1e6yXKuQX+95C93I2WjpMILt47VdKhe6vPn4PeTXV/BlgdnVZbb2Zzn56gz37NvC9PFtSEkRD5GQmqG6tsZ/f+zLG349YYy4zkPH72HH5gmeqr3C7Qdv4eLKLFbgYMRjCLaPL4a4WVkhZIcRI8O07VUCWSCixFhjhUMHdjE3myOVTnHy4nlGprJMpSZ45eRLjI0NcXVmFvr6iBspcjPnCCUGmFYEWrUqVy7PookD7L1lgq9/+3m2HniAO27bybPf+RLb9t5L39QuahfOEIqHCAgYnOrDrrn80X/6Qx7/+uPEIgqO3eXo7sN8+/vPcjW3yO6pUUJGmP50irn8Ku2SiZCG8akR3veen+HK3EVqa2WM/iTlWokvfPazLJaWKeVrHJzexft//IOUW2V+7bd/nQ++6W3MLa5y6133MZNbQBZ6+oABIqIgYLtdnnvlCWRdxqnZRNJRAtshbAes1dtEDB1n40BrQI9N2DPL+5dZEf1rbs3dBrxZEIQF4DHgOHAZmAJmN/K6IAizAEEQ5IMgeFsQBPuA39jI1egB0ugP/N+RjdzKRvuH8wBrG1t3bPxe/+cMePVmAafj4LkeAT0QArBMC0UUObN+AyMVRo/EuXJtFqXVhK6L4vssrK6xuLpMqdWmWG2ye+cYTljF0geJKjatRg3PtQiFFXxZJF8qohlGTyQSmWdPv0qj1iCXLxHRNV4/f4XrszdRnIBmzeSxZ1+k0O5gmg5jyX6MaB+BrBBIHmYXtKiGg8VYf5pay0QJh8jVy/h4YPo4jkcpX6PldFi4tsJSbZ7ACVA2ZriaEsap+1htG0GW0A0Vpd2iWGtz1/RuwnoY17ZRFJHsUAan5iJqIr7tYbddwpkwkiIiKjIQkEjHyeg6MSPKh9/xTvaPjBNVJCTJJ+QK2IGGEhY5vn8PTtvFNV3+5HNfwRUcIlqIW7ZOYMQT3LttN1rgEdUNZs7msOo2bULQ9QGPu+95B7oSxunC9y/O0Cx2Gcwkuf3AHSiKhG37ZEcmGRoeZCRi4NYt+tQwJxs2ZtNiIpNlvriK1eniKz4SEk1sruQWe14uiDTtNu12l/u2HeWPv/DH3D6xDcfsMtQfRxRk9u46iF/zcRybYq6OU7cJTBcz3yGVEXHqFkpaJjlmYOU7VJ0auh5iKV+nU7JYzzXw9QCBAFmXsPJdZp/P01rtICIjIBIg4Tqwtljh1OMzOEULMRCo1JqMjKcIBzLtYhO7KLB3aoihoX5aKxV8GxRNwscjMBvIRohyvcG1UoEYNbz2PCuNZcpuiMuFIufPzWAXu9iKh2/7uLaDaovIioBnBwR2gEaIoXSKlXwJC4+wEUKoeWhaCCUAu9hFdgTEADRCNGttfEXCqbloehiz1CE6pNMpWqiywgceeRMHD+zlm48/S73dIh0zGNSSLHo19u8/yDMnrtLFI9GQcB2HucJJ/vqbX0XSJFQjhOQEHNi/C0+Esxev8sib7+XF186ynq+yki+RihqUa1Uc22UiOgxewMzFy6iBxNHpfdiBypE9t1AvtnnLrUdZzRfYNjbGVF+G9fIaNhK6DqND/bxlJMvP/9SbuG3bVhZzC3zlqWfIpAe5664DFFtLBAmBX/m599JeOMP1mRpju+/mmdee4iuPfRaU3mHvibEBbtm8ja07+nn+yTMcvnOMkGzz4rlTxLJjPPD295LOGOzavIVyvsZ8fpXp6S187CP/gXf/5Id49M0/Qym/SCKkMXv9WebOvcLC5edJxGJsGxwFXWWhbuKhMGAM4tYF/sunvkJHDLiyOIfrB7j4+PgE+Lz2+lNcfu117jqyEwcXWVdw2hZDqBRNk4gRJhxRUHWVv5vRCxs/pQ0TxB81/tVZcwAbK6Jf/kHW3Ea+9QOsuTRQCYLAFwThtwEvCILf3CArnAb2b3Q7AxwIgqAiCMIp4EP8A1nhT4Mg+K4gCL8PlH+ArJAKguCHa1L/j4ho4WDb7m2EJYmrN2/S6ViAgKZp7N+1FV2QWPXqjKUHyaaS5NZqmGtFHElE12TWGm1SRoxq3WS4L8biUoVH3vEA7UKO4f4sTjjCYDKCGolz9cR3+NNvn6bTMBncnEHURe6c2Mw3Xj5DJKJh6y5DkQQ3ZwsIEZFbpqYInIDFUoFhI4EaRNgxvQO3Y1NaX0PXVbAFSu0aFg6XF3NITq+gLasifYZBxWzScSwOTu3kyJGDfOoLn+P9D72Rv3nmKQRdIoxKo96ia9pICCSmE6htiZ2ZzcwV8+wYz/DUqxdIGTFURcXFp2rWyegJymaTRt0kpMtE01GcepcBI8FD+w6SHdlKvbiMLgv0pxJcWcjTn0wQ1cIsOw3ioRgzF29QbNZIpqPsnJxE90WuVAvcvmkLYVHl//ibL7CQW+Xw9C28/Orr3L9rF0+/fpG337OfDmH6hjM89/Rr3PfQ/Vy/dgnPbLJ96zbSA1kuzV1CMR1UFyZiMvqmLVxfXCXmmlyut9m6bTOPn3oOS3FQBIVt41ny+SpLq0X8skOAgJiWCSth9vdtZckrcWRyM3cf3EuxEUKNJQh8WFs8y6e+/rf4eoCoSyiqRGW2hoCArIcQHBePHtioukIio1PI1Qmnew63kioxPNZP60Kd9dXG33/hFUWlZ/Ig4hOgKgots42iS4iGQjih0K11URQJWVHYtHkbyVCbuXyF9Zl10FVChoqkSgTAri39mPRhOQ2G4lnMbgurXuV6fgm/ZoMu9kYZ+Ph2gOv4BLZL2FBRbYGUYVCtmbRsk7ARQtEUbMUmsAUiKFBzGRhKcPHkPMqIjqD4eO2ew6vf9pE1ERkJXw4YNGK0gw5BUaChO2hGmMl4BsmRuZFbpi+ewFNcVEcgMhYhN1Ng5cY6ckhiavtm+gwVOhFkTWRq0iCeUaishpge384ffPVTmI6NaqiIZkBGiXN49w7mCysIgUwgODhdmbJXpllrIaNiKx5C3SFi6AwODRCyFQ5v7ufLz53GSKdYKa2yJRWhIIqMpTOcvTDLfcdv48SLr7Bt03be9+5HEEWDevkSdhcee/k1LrxyBinRYy7+xNvfyHBmlIFUFFXr8qknn2DX2CgnTy7w1ne/C1VSQZJQRJEnvvNldgyPks4k+Piffo6P/9HvIaER1hQcz0f0ugTNIk9eeIVfed+HSG0a48QrZxnZP8njT36JC89fIq7H+J1f+V1+6hfeSyGXJzue5u43PAzI+GNtgvmAL/7FY+w7eoQLM6d7gqoRAUWRiThQaJskEjoSwoZDL6zlykiKhKCIuKaLoAS0Fhs/Mmvu/09A9A56TLmA3tbcvw+CwNp4738Bfn2j228HQfCXG/mD/AN9+3HgFza24vqALwFjQI4efbvyT40xFFaDB+48iq6HwRcpNbsMDQ+A02a1WGTrLYdoFpZoWCa6rqFJGqdPnSGdTYEuUC42SKt93MwvENYTvO097yR3/hVW101wTBZX15kaDGEGIjdLTdaWyqT6EsSzESREanUT0YAhNc5yvcadW3fwwvxVxiMDNJ0Oo4ZB07TpCg5RRWNqoI/Z3BqhuIrcEXHjIlfnFimtVtHTGqlEjNXFElJaYUt2mIsnb5DcnGJbYoLZ4jytuondsPm5dzzC5196nqFshkK+yGCmD9twMB2v58pZ93h47x1cXrnGocldfPmlZ4kpOr01Y++zIysis7kVwqgMZROIisy/e8P9lKoillVjMBUjEg71rhZl1lslBkIplFCYekylvFigVF1l79gwqhrBsmwyRopW1+IPH/86sqLRqTcplcrcMrUdRVF55umT3H7oKK/NnWNAT6AlQuycnCab3UQy1KWwnieshJG1OFLuIlY4zonZVbywgqo2CBHj/Ox1EokENadJLBPhyOYdXDszj5zQKFNjfbEKikgYCdO10XWNXZnt5OrL/Lu3/DhqKEMgikgSHN29ic997a/5/AvPgS4QmD5mvo0+rmPXXAQCNDUEeoBjelTnG+jREGJWRWh7jOwYYjJI8+yJ83iuj+d6CHLv/ErPEg5EWUZRFBzHJmSohDI6Ts1ETWhYjkVg+wxnUhSKdSyz51UjKiKpbAwLDxzwnID9Bw5S79hkBZcbhZus5psgg6gEOHbvoGIQBDhtl8Dxses2xmCUbN8AhdoaHgKaLdE2TcLbY9Rn64iyRErXGe1LcW42R2gojFO0QRFwaw7akE4kkGm2u6iIGEMhrLZLo+3gywJ6WqeRa6DpKlJcRq/JhHSZ5cUyP/H2R/nMXz+2cT8S8bjOT77rPop5kwuLszRokdQj7JjsZ+ZigVypimwoBG2Pn334fopVk5v5Ms1aFV3XWFhcZXisnxPPnWFi2xAH9uzg69/8PpnJJMf3HqJQLTOSjHFzvoSRChNPZGgU1qng4OByc3YJHYXjx/Zx7sY8A+kEv/ILv8yf/PUnOTDRT9Qw+NhnHsMxXeKKjugLTO/YxjsevpelfJ6W1aJp+mzbNsV3z30Pq+5x/M5He2rmCGihMKZj8rnPfZpf+/F38/FPfxEPhQ/9xw+jyArOxk7Nn3364xw7NM29Dz+CEgik92/Cb8l0zC4f+/BHUfQQP/bgLyAZVT73tT/BMWHbyFYeue9dfOcznyc0qXD61cv8xw//BuV2me9/7avUzApXSkVQJDo1k0gkRNzQeuopQKvWwTItAqc3uRAQaSyW/+cAov8ZIqQpwcjWQXZmJjj+4D2Eo0OUFueYX10A28XxPHQjwoXzl5nevYt8Ps89h/Zy7WaO6/l1QoqG0+2iaxoXrszwtne9icVCG7O4wlqnxnquQnltDTWsksxEWCs10PQwruMSyUQ4tmMrc6V1iqUqYUKUSzVcPARH4J7D+0CUabktLi8uEFFUWnWLASPC2NRmTpw4jWQIbDIyXF9cBQLSmRhCQqVlmowoKfLUOZCdxjYFLtUvYi62eOtP3sq3PvcSO3aM03UCJEXCc1w6tCjXHfoUiZJpcveBo+waGuK7p19hebWMqIgMGEk8Am6cWyTwAqyuhShL3P3ArXzwgcN868JZRrR+dowOUyg18T2PsUGDcEij1W4TEnRM36HjOnz5uac5vOd26maON+zcQyBLzK3VeO7y61wrrWHWugimDxGZe6YPMRaLcfHadTJ9aZRIglxllpQRIWGMEjgOQcuGRpeO02YAn9cadYx4jFrLJhSIGP1R3HYTNyqTW1yhZTr0j6fIKHHOz83xm+9+FFP1+cS3v8NQ2uDqySWUdAjX9NmaHUElQlMo8b++8f0IWgoBH9mpUC+W+bOvfQklHeKRvbfw6S8+TeboABFHIp+r4OExYCRZniug6AqCISMrEjJwfM8evvmNV/G8DUM6AP6hLUkSIS2E57rIskL/dJoAn6AUMDIU5dzcIoIuISEgKTJWzcZzXNRICFmXQFHQDQ0cm+n+YRqSSLdeZfFGGdcIsGoWKAKB7SIoIr4N7ZUG4USYgb4kbWxCmoJrOrTzLfQ+DdtxScYj5OdLBBI98VZNxKk7SIGIpCl4joOmhTZuR8ALXFRdoV3qIMRl3LaLIAsETs9f5y333E5YC/PchTOUi3Xec9+b+Nvnn8J3Aupmi21jg9y6dQuTSwX+dHUFNRulbdrU8k0UQ0VUZKx6l5ARwnN8okoIXVFIS1HkUIhMIspTr5yhXTX56R97kKmRYU5ducbyWokD05tIJAa5fGOJQj5Px3TJpFL8xAN3UAsUzpw5wZnrN6nZFoYSxjJtDm3fwpnVBTzFB3xkQuTn1ti1eZKH7zxEtwWRvhS19XmW1pvs2TbK6kKBUtfHER0WSiu89yc/TFRVqLdLdLsmruej6VGefu5bzOVmuXv/Ef72yRf4zd/8XQRZpN5YZ/bmRcrFGsMjg9x+1zECCSKxGNHRYWjUeOwz3yAsCUxtO0o8afDZT/42d0xP8NzpWY7u2ce2/fcwkIoxd/k6I5tGMR2TP/mz32OxXu0RHwhID8XxnWCjDtRTVfccn0KuhBRRiRhRHr5lO5/+zOM/MhD9m7LCRvy3P/yDj2aSMRZbFWprTcql68wurTG/uoDZcZFwWFxYp2s5aFGdNa9MWBLZunk31abH6EgW06xjqCr5RpVje3ahdyz2HtxKYaHAjfl5BgZTRHSdqtkmmggznB3A6loU50sU1mtsyqZZbzbRVYXDu7fjh6CreIRDGrZjcvHSTSZGBtFiGpZvk89XWCkVUA0FXQxRc7sk0tHeA8mTaVZa4EOnaRFPxFGJca10haRocPz4LUTCAgvXawylDTqOR8frIuAxkcjy0/feDShMj48R921eunadLYMjbNkxTr64jtP16JouZrND4HkEAQwOZalX2mwZz3JkzxE+9/jj1JsBqUiMkaEUbRe0sIzTFZn3ZDQnoN0pc++R/XS7ddKZrURkeOzlF/nuyZMoiEQ9iZZkIyAybmRYyee4mlshkYny3SdfITrYpVa3sNUOW7O3kLu5QqfTQQm7JNIRZmoWjiVj2R02ZdM0OxaVaoOZlRWW19ZJhdPceXgPXcHGM2X0iMyl2XXGsluYivXx9FOvEcpqqJJCIAUU1yoMJDJYuJw5d4b9e44yEO1gW1VOXz+HHJPZlp7AF1VW2iU68y2adge36aIpMuW1OqII4eEwsiLhNX0Gsklmz+VptroQCP+AQ3+3QRcIBH6AYzt4nosgCDRXWwDcdWwXJ05eQRR79QfEnviKGJPxLQ9RFBEUyA7HGe0fZUhPcbGQo7VcZblcRQ4H2F2PQOw9cERZwqrbYLtMbh2hVmzS9m2EqIBfccGQICQgtjzMWgfL80iOx/FVsWcMZwaEYhqe5RIZ1EiGonTaFoIHoaQAHihRlSAIcB0Pp+Uiib16UiSus1ascKORxxZ7+Xe+++c5d+5lWmab90xkOaho9DXbBKrPMVnj61eWsF2PUCqM3XTwui4Q4Hc9JEUk8HxaZpdyp42RjDCXX0EUBcY3DZPqzzAzs4QTBJhSi7e8415eeuEyd956jHBEJqJ5LC7kiaXCjGthlB23cHXuPGE04iGF/ngfu/dMkVtc41d/8lGef+kyfeEUh/fuZMfkMJev5rBEh4G4QjOQ2Du5FT8ImNoyTsoxaQQij95/P6+99izrizeJZ/qR5J6fkxD4dK02yzdybBob5NUXzyNGLNarBYr1IroeJZ6I8dKTp7j1DYcJq2GMRAaptoYOCLLH8lKJ8voSI5umGIhJ5HN15GiE9/77j5AZ6ENVo0Q0gUtXXuXjf/7HNH0b1/JQwzKJlL5hkgiuHyArIs2SSbXaRJRENm/dxpc+823U9Ga++Tef/zeJn3+p+N3f/92PHp3eQ6tlstxZZygyQESGfQeOYddrWH5At9slE49wx913UqoWuFFcpy81RjKTZOXaZZZLFRqWRVyL860nnubstWt8/5VziGGPkb5BopqG6Tk9gzICHCWgUW+T6Td41z238tL8DQRJpt+Isd5q0TZbtCtdKlaTpfkCju1SbjbxnIB4Uqde72AMxHHxkcIyI9kE9VoHp2QRiYWxLYfNI4OstRvs6ttBWFFYqCxhOV3Off8q587k6GLjRgWSEQ0RgQljgD1bxvA8lcVCAUWM0FHCjCdizFcb3FxcYNvEJIv5VTzBoV3qYHUdtmyZoi+d4d2PPsSVa3m8AI7t3sqf/uWXKNWrjI4OMZqKUK836U8ZhLwa33nxBK9eKTC3WOT2g9MYYpW2nORrzz5LTNWw211EVeqJbXo+ngTJcJJYLMorL18EH2RJ4L1v/RC+5XP50nlu3z7O9tEBVosl+tL9nJ2ZZd0rMDkwQn6tSr1d5cZangNbJzkytolCvdGTbRmY5InXX2H7wAgVq8y11ZvUKwL9A2kWLy2THo4jehK24NFQGkylJlm3qjRXVxDEDk+/fpFKq8JQKsHq8irLzQblehVHArtpIysQhMWeqsCEjuIrOKaD33URwgrVlQZ21ybw/b9/iaL097WiHywS+wEEvo/ddlmulOiaNrIRwmu6iCGRwPEQHJFQOsTQ5m2oosWOxCSFpWWcrkthbZ2O5/TAwAPfdhFEsJsOdrVLajBGXEtSWF0jCAls3T5Mp2YRaCJKUoYVm0bVRB3USW6O02h2EbsBmWgMM+gBiG+52HWb0koVz3R7NQZRQpElzJKJrImIukJMDhGOq7zr7ru4triEKbrEohqB6KOEFLpreeYLKyDC2UKF2yI6z7QtvjS7xFPVGuF+Hc/0cE0XKSQTeL0zbYrYU+wOPNCjGh963wf47pPPEhdVbN8nElLIpDLcmF9ADgQmRie5cHaOB249xEuXLnLpwnUsp8tEdoSzF2cRNJUn/vt3UWIqqugiCiEWigVCtshipcTM9XVSqSQQ8M5921motkkpYcZECA9u4tKFObLZMIooUq6XmcgOkwynCdp1Ng2PcK18jenpO2nWqxAIiLJIOj2IYze4Pj/Ph37pP1FsFIiqKp4b4Hgu9WqVcyfP8bb3vJVEPE3HHiOs1BHxiccTnD59iXq9hcw8utLPs6++zKFbDrBz7xFkRcW2Tb77tU/xyS9+DUmRsC2HRDpGTAkhSQK244HUE7UtLlSw/d6qNTs0TP/gIPu27MWxynz1sS//GxD9S8Uf/f7vfdRXXO49egTFsng1d4NseogrFy8gyiIEApIgYGs+heU1opIOvks6FSZim9RaFguFCplUDEWSqHfaiFKA4/gcnT6EEY+TSRv4boAki1Qtk3bFJJWI07Ec+tIJjFSUWCwKLYGyWWco00fHsUmn4mzdPkG12+q5SHoeD95xKzMz84QlBSEkEpgOHdOlazpIikQoq2E2OzgtB8GQicsRCrU8ptml2+ww2GfQsmy0ZJhUwmB7fIB0KM3+6V2cOHseTQmTTSbxAjh1+hyCH6Jt1UjGklyaX2DfvnEe2nGAl85cJR6NU280aFZrlKp1Xjn1Gov5MofG+jg9u0g0Eqe/b5B0TOZbJy4TEcD3A/o1lfO5EvW2hS55LK41mBpNkIpF2DkwwrpVwrMhomik4jFuP7obq+tx+uxlfNFHEgQS6QSpVB9zV69wx86dJNJxLFsg2ZdGlhQ8ugimiOs61M0Gy/USd+7bR186jumG8GSbqU0jvHT5EuMD/azbVW7ZuYOVuTp202NT0qOjiTQll5AiEyVMrdLGSMfI0Mdqt8DScgEr5bJ9oI/XL85TqHWpdGsEnoAoBkhhEUGRCfBAEjESEWRDJrB7quXGuEEr18T9ISqsvwFIbLwC3++ZwQR+j0zgeTgdH31Mx23aPcmf1Q76QJSoouJJHjv70wxoKbKpAWYuz5JrFoGNcxFBgGs64IFV7yCJIv1jSRRPoWbWkOMqiZBGs2nhBz6iH9BdMHEtGz2m0Sw0GYjHqa40aZbaWHIAXgANF8f3iKUj2LaHKknIfSF0TUUURRzHw3J8tJCKJwc8dPAItW6HlVqZdH8URwxIhxJ08h3uvOUoJ147jRQV0ZF5eq3MqtsBXe45wTo+giiAFyDrSo9ibrr4jo9uxPjE//kJ3v/jP8/gyCTnLjxDvdVlS7aferXD4uIqbafLkd176dptGu0uy0vrjIwPcO7CJVbXKgwPDRBEVc5duIqbDNg1PsGFmzkSRoJ6tcHIWBrflmiLJl3TQ5cUVlo2Q/391FsV+ienCKJDfOazf8nM/BJ212HH1DRxVUT2PM7eXOB7504zt5pn6/gkUiiMJIoIooDoC5y9dBbfdbh153ZEXadcr9LpdojqOol4HAGBWMogOzSAorR7kxe3gySLmM0KqeROzl54jfPnr3PstuO0hQLTe+6ka7X5zhf+kC889TyKrtBtWaRHkigbLr6uH/QMFOsOHdPB8z1AYHRsHD2eQJJkrueus2/bTr74N1/8NyD6l4qP/85//uhbj9yCXKtRDUdQFY+z56+ya3Ics+siqrDmtOkPxSmulskt50mGopS6NZZXS8QiKSTXptZo4wUmtuXSqjr8+KMPky/m6bgmqizRataRQiqry+sIEviiQDgUom12iepJJjMpbCVEpVKihcOtu3ezsrxObnEVRZQQYzJ6TGfm8hz7DkwxO7OM63jokRC1ehstqREJh0hnPI7nAAAgAElEQVSJMdQBCbPSZWpgE1pI53ppAVWSCSRQFQ0ppdBvxEmF0ohKgOv7jGUTePWAvmSSK/M5rs/nmN48wXytxKHJzazV6nRrHQqlGi++eBExUGi2W0iiiA+sF9YJaxEq1TJPvnoey7Kpt03OX7rG3GqTbrPJzUKZ16+vcvpGjkKlzFh2gFvvOsLZizeRIj6bspvpi2tM7TrCubNXGO9LMDE6wqf+4ts0HJOP/daHcNpNspkBbi6ukk2kaVYrjKQMFtaqzK+3aFWW8X2PUtNmpZxHkiQ0JcyOsVH2jI/hiBJzNxd58xveihxyOXNthv6BBMd276NdDliqLrB5eIgFtUHF7NAsNbEFD1/xCByfUqVKeiCJ7wlY4QC54lAxPeZmCwhhaFc64AMIhFMqrTUTQRRQEiFChgJIdGtOz7gurBCWNWqF2obA5g/FxnJIEICgZ83dWzX17DisShe364MHgQdB1yGaClHLN9BVFVmCJ197nSZWT0vP8/AdDyUs4Xs+VrWDltQJ2h4ePq1aB0WXUD0ZTwyIKTKu59MqtFBDMp4DbuDhhwRKaw3EsEhkUxxBFvC7HrHJONGBCKIiI4Vl0gNJBA8EUaReb/cmdbLUG4sWMFcscO3SPEPpFI4GBzcd5Wc+8BtMxjUUAhKxKDIetiEjdgIszyUQN+7V8fAtHyUk45oOAiJqKMTvfewP+Nmf+Q+k+gaQJRFZknG6HU6fu0C9Y1IuNZmczCKIEocPb+PixRvEEgqj2d3sTY2SqyySXytz/6EDXF28yr49h7l+Y458uUTYV4mEBQRJwG77lNtNpibHcZou9916J0M0mb2Zo7Reoz8k8edf/jJ7tkxx94Fp3EBgvdZkpdrAQWJuNscbpyd5/KVLPP/0i9x1792IgogsSgSigBHvo9mukV9fICRruAREdB1VUojGwvQPDfLa6VMcO3IMUbAJRInAcXBaFoEr8O0nv0TguPQNRQkJSUYHdnLl8pN85Lc+wqtnryAoIoIPyXS0Z/kuC0hhCVEQ6FcTBIkA2/FwTIf0UIz1lTKJRIKuZVFrNhkd3sWTf/v1fwOif6n47d/6zx+9dd80a5UKy7QZCA9wYNcWLly9gRX2cNsBiu+DL1JvWQz0p9m5YztzNxYRB6JobkDZrGAKXQQLbt+5kzPXrnH1xgL1RpvpPbswmybZVIJoX5xavYUbAs/ziMV0qmaHg0ePU08coU+DQG7RrXTomBamb9Jsd5HCvUIwBMghiU2jY5RKZSIDEcx6BzkkM5kZYml5jf+bvfcKkuw+rzx/16f3WVkuq6rLdXW19wAabBjCNwiIIAmSIuW1K8bMSJodaUcRMzsajBSSONTsmF3NSDMSNyTK0IhOIiGCAAgQIHyjG+27vM2qrPQ+8/q7D4lV7MM+7AMe8UXk242MyLiZ9/y/k8coiki73EMLKwTFMAv5JSREsDyUgEIoHCBKgBMTMzi6S9vrYrg9VjeLZCdHCKsaHd0CSeHa4gItq8PuaoXrC2uowTB7a3s4joBtO3iuiyRJCKJAdmqO3MYKhq7jui6WZSMrMuFonJ3tHI2OjuLXyBXyRMJRpkZHOXV6P9OjIxyKqQynE3hOC0OOMSjpXCkusLut8+rlK8zODpFJRMmm47zx7gLdVo/11V2ywyHG9s2xsp7jyMEpBhJ+FvPb/MOr73J6PkswFKJhtGjVumTCIfbMFleuL9G2TASjzcVrtwklfCxv7XH18gLrlS3kmI9kKsZuo0DL1VFdFdHqy1gFp6+Ua9FmMjyFqXdYXtyh2m6QGo5gOA6CIuABKgJWo5+MLfpE9HwPzxJBEUglglgNB1M36ZY6aAN+ZKR+h8//Tw2R57qIskhsPIKDgxZWcRWPdtcgMRplOJTkxs42KDKuaYMInuNg6zbdnQ6yKvaTD4J9WsuxHMJ+DVVTaOy2EEyPVruHgICj95V87Y6OmtTwpQNoCR9yUAEPFE0hmA4giRLJcISZySxjIwPEk1Fyu0VarR6iLDA5MoTh2JgBD7tjow76kB0Zt+PyG7/+JY6dvBt/IEBsdIq91UVSiTjPv/YWI/syuLZLt9bD7PZjkRSt78kXRInUaIYv/vaX+Pzjn2ZgMIuoKIieQFfvIEgSE+P7qWwt02m3mZ0bY2uliCVbvP3eDT5ycIZGy2KnsMPzr71CsVRHsoGQy2auSrVW4kAyTiKR4vjEMFvNBrFAAE/xcfepgyyv7CGHRbBtNFfnrZ0SruPS6+icO3UP0aDC5eu3+Oi5s/R6PZbXlxDcBqs7ZQLtBidOnWCpU2J2cga/L4DrOTieR7G0ztLKIsu3c3zy0aeodDpIioSkCJw6+gBPP/4pInGNldVV0ukkpifTKzb466/9NcValddvXqOkt1nbylMs5fGrGs+99BI9x8B2HQIRDZ8qI/kkPBeQXCRD5GcevMD+yRkmx/exurdOMKwSC4f46Y//AvP751jZ2iQRCJMdCfPScy99CEQf1Pzn//Qfn5keSvK9hQUGtSStVpehdBJF8yE4AtdXlzkxc4ByrUkgqLK8myesSExmhwlbIpdzS2i6RE83GcuMots9NM2HFNA4MjfFmZFhGrZNw7AwLRFNkcitF3BdD9NxiIfDnDlzhDsHGgykA+x0dBy3zer6LrbjYjRMbMtGi6ooUv/Ht7G+QyCgIQkC6UQCo2tQqtbxDwRp6z3wCaQDaZLxGXrNAgHNR1PvMDc+wYXHHsdp1bl9K4dP1RBNjx4GjiLxxs2rqD2RzUIFvV7D8mzmxw8wf+IAp8aytK06pUoHy+o/MF3XxbYtTNOk26zjC4QwTQPPdfEFAhg9HUEA27bQDZ3dnTzjIyP80196ioGwwLXbt4lHorRUnf/0t9/rGxpVESEQ5u2ra3z28bP8zFOfZnokieNCiCDbpT2uXF3FdV2UsEKl0ubX/9W/4Z3XXqNUrrG1u0O12WLYLyMLfpxmj45k0+wZeD2H3VKNwcwg11cWSQ1Fsboemi9AQ+kgBkRUSUYUJfKNGkOBFEFJJhEIkRXDHB+Ms2l2MVsWiuIRURMUWkVCqNx99ixXryziieBaLvsHxlm5vYHZNHB6HppfZXg2jWWZ1Ha72FiImogjeUg+GSQPu+PiWDae5/3j6/9zU3p/BEFA1ESiqQhGy8Q3oBEKBJgfnuD61hq9uoEouVjvA5Be7KFqMoLbd8gnBiOInkAk5KNjWZiGTavSQZREXNchHgxgWy4d3UAd8uFP+0CT+/feskGUCEZ9yLJIWAkwMTZEPBxCEkSWVne5dXUNB5fhgQSJQIR/9ou/yvlzd/PyC68QjAc4OzjP5y88zf2PPUUoEgHPwR8KIQgy3dImPd3k4fse5BMf+3lu3Vim0irgWS6IApIoEM+k+PJ//Rs+/6lfIJnMUMjd4tZrLzM2dwjLNfE8AVEQ6BldfvLmy6xu7ZAvl/GpMtnRQYI+hXrXIh4J0RSbbK4WCKeCdDGwsTg3Os7c4TEur23h2TK3tnfotE3KxSr/2+8+w97yDfwRFdPncG1hibVckwePzODz+Tl1/DAb+Q1mBjJMZ6foYXJrZZVipcSRwQF8sSia6qfsGCyu5FhZWOTAocPYrsbUvkP86Zf/mKl9GQLBAFduXkGUFT799C+RHT3E6ECGkD/IRHaW3/qXv8HNd29x8b3XeP2118gXDe55+DFev/gGruviGBZdvcedR08jiy6NXpPfePBxookU65U9cF0URaa7q/P7v/br1Lo2saFRGrkCakCh2msxNDTO3Ph+VNXHYCZBubzJuTsu8J2//ZCa+8Dmi1/6g2diQyGGk5N0dJ27zh5kZWmLg0dmmMkM4jNNfvjWJRIDUUzDoVVpMDM/zY2dJfZyVcbTGcqdLgPxCKqqIMkiQ5EBWo7O6MAQxa5OIBpkayeP1e3hiTbJ2f1oiQS222NofJyB1AAvvfAiugTX37tModCknW/jaQLRTKRPBXQtFESMlkEgEaCp95hMxdkp1PFF+0ZTW3ARXJGQLhGLZbi1cYlMJoYniQwlBnji7CmkroGnm+x2Ghw8OsWV5UWGtDimaRBxg+gY3H/yLu44dIiby2ss7WzzqdNzfOVHb/LJe+7g+uoW7XYPSZRAoC8rliQcx8HvDwIe4Wgcz3GRFAUEEduyME0dURRptrv88KXXOf3wXewfHOWPvvYN3lvfJJ5OUmu3ubm8xaGJYY4ePEMyJJAvFGm02mzslXnx1be5vbjFI+fvIJNJcunSIsm0xubtRUypR9kqEw+H2crVmEwmQXDIJqM4poUBlM024LH/wBDVgk41X2f6wCS3lxbxOTLpcATLssnly1gtk0q+hoXFE4kE18sV3l7fJSAFCAb8DKajlLptBqMZilad4XCAjmXSdU1kRaAt9QhHwpimjX/ERzgRYvPtHL2iDh7ICQm33hcmOI4DjofqUxlMpomNR4gOhjFNp19o9/+aeCaBaZn4hvzYrX4yhdmzUAMyc+Pj1FeqFIs11JBCu97DdF1c3cZp2YTiASzdwp/wI6YUenUDw7HoeSbg9ukaH4iqRCDup15uY8vgG/IjyqB3LWzTAU8gGPWj+hUUJMZHh4hFg0hSvyb+7Tdu0aq3SSWjPHXuQbKZUTKZYUYnDyIqAUJ+j//5yacJZbIMjM+h+vwosgqCiABIsszi5irf/fY/8IVf/U0czU8saPPelffwiSKeKPKv/80f8Gu/8puEwiFEUUKURKKpEXY3FxkaG0cQVar5bWR/CEVV8cs2ht6kXGjgDwcISyKqL8CNm8tkUoPktgpIIZGTc7OElCBH9k0wOTjM3796CZ8gkkgOsrS5xr7pIeSASnVjnYblYromxc06pmVz+sgUAX+EfLPDbq1OVBJRzSbP377Gwt4Wx9IJ2n4R1fZ45coqDdFhOVcinIjQlrpc27jOx5/4eRRV5fSpu1lcv4aKjOxzqdaqGLUCyaBCIOTDFRTWVq5RKee4uHSDYrdBWW9RbZV5/e2f4Lhun851XFzL5cSpJ3nhre/xm5/4LKPzJ/g/v/5lgkq/jqReaBFK+3n0/JNIqsvSjVtoUo93lheprtQp7FWYO3gQu9nC6vZ4/InPI0sif/vVv/kQiD6o+f3f+51n5qdnUUSX2YkRtvN5LEEklysguC6ZyUlGBjPcuL2Eg00oGcRsdpBtmZPHD5KJRlAEUEQVTfOju6DbFrVWBzUhIiHS6ilMHnuAobkTpKaPcXgqQXrwGNnZOwj4Zcr5PIvrOVY31jEsl2ahjYyE4pPptvS+yx2wHQdVlDFcB7+isLVVBk3E0m2ivgAuHl7LwhcKE/PF6EhtWlsdMrLKxOQw0XgY29YJBeMMT0zy1qWLOFWXj997P/VuHXUkzSfvvZ83r13BMy12W0VsV2GnkGdidBTBcLAVm2anR6+r49f8eB79k7sAut7DcR08xyUSS9JsVNG7HVRNBQTc968TFInhwQQ/eOsNPnr4BAtr2/ziR8+wspHnZz/3q2hWh1K5gBYZ4vuvvYiHwre+/RKxoTDHDk9wpbmB55ncceQQP3n9BgPDfvSOgY8Ao4MDLG3sYvd0tIiPiukQDYYRHR3TUomnEyy8t8Hc2CANyWK1sIFuOfjCARLDCXbWSzhhmPSlGIkGeDg7xo9zO6zWm0iSzJmZaR648zyWpbC2u8JgbBBVEbm1tYune/hiGr2W1W8eHZWxOg4CAp1qF9+QH6djo9d6eLqAmlCwWhZmxeibWBUwMXFEaBbaBOIBZE3G7JiIkoioiIg+Cduy8aU0wpkg0cEoIdlHUFTYWy8iiCKu4xIIqXQMA7tjovkUHN1B1AR800HMlkF3u4OoCQhyXzPu9VUM+CN+JE1C1EQEVUKLqZi6hWX2vU2hSJCAX0FCxGiZ7Ns3QsDno6ubXHz1Bnu5Eqoqc2BilKgWRgmH+NzTn8WRVUIhP2GfzcHpaXxBjVhQxRFDIMqAgOc56LUSY5lhZqdmeeqnfw7J50fwIJYe47nnvkc44ce1BDY2F3js4Z9CljREWUREwHGhvr3Ee9dvMnPwKKFYAtezkUWFeq9FfvM2mzsFysUKlXaLoCpjex4xPFJxHw8//BjF+hYrG7tcW9vgWHYMzR8ieyDN8y++hWU6nEslyYb8TExPEQ8E6ZkuutGkK+hcXdnAwcLn2BiOy/XbqwRGstxY2WQ6OYQXCKIZKhVFZml5DdNyEBD7wg+hiyhBxy0zN3EcVdPoFjxOTKdJ+FW++Y2XWN3aplTe5IfPP8fq8hXevnyNVGSIfZlJlkvLOJaF63pYXbt/T10PNajguS5Xl14HCa4vL/LN578HkkgQEcO1SWRCWJbN65ffYjYWpycFeeipX+GR+58irJgsbK6wvHybg4fPcfLMnUiyjG2bfPOrX/sQiD6o+S//+394ZmBfhnQsjuLK1Fo9Kt09hgMJlICKK0CtUiE7O8mN6wtMpAYIhCJEgyrVeouxeJSm5WC5DoZuUKzWOHLkAOVmhfHUJJahMz6aYGpymKhXZCiexhE0hqPgV1OkkkmG02EGxoepVIu0y22MtonZM5E1BRcXq2shqiKe5WG7Dv3wFxB9EvFAAN2y6TR6eEGRsKuQjA7ScBp4LRPVs0mPprmyuk5QUfjhK+9SrNVZWLtNyNV47OxhtpZu0jAMBiSP1Pg4pWqJmxsrRIQon/zIMa5t7nBmfIxXbt/i0VPnqBo1fEE/tXrrffpI6CcCCH0vjCAKtFsNHNtGEIX+w9EFRVWZnN2PoIl88bf+Hd9+9u+4vr3J4x85zotvLvLTT91PSFC4slFk/6BGwVGYHh3kD//zXzMyP8BoJsV4MMrEviyff+R+bq9ssbS8zeZ6kY6uY4oGhydnmBwdpCeJrOb3MDyLfKNG23NxJJNuo46UUFlb3WMwEaHSaDIwFqGSa5INDHH68GEuvXGT/EaZRCTEu7USZVlHskQeO3OUUDhAyJ8kHOkxnE5wcWORQW2Qkr5HNBpkQItQKNfwXDArBnJQQZAEJE3Es0BJqShBiV6hg17sISKCvw9KbtdDDsuoSGieg60JSJqMY9pkppK0K11Ev4QgghgVcbuQCgXwfAKeT0Qa8qGFFWwF7JaFFtcQFAmv66JFFe7Yv49O3aDe6oLUV2ghAu9XfASSAUQRZJ+Iq9sgivTaBp7YFxlE4wFUTcIxHLq6iSALNKpt9J7J4rV1JFkkk46j+TSefvQxPnLXAxw7eoKX371MoVQhnQgQC/kRBAFFkZAkiXrLQFZ91OolbN3m+JGj+H0aqqzSMgw0TUOSJHBdRLXJ5SvX+yIKER678Ol+7bogUK4WqeQ3iUXiJIZHCUcTeMBuqcIf/+kX+dqf/xU91UFFYmZsgr1aBctxmcykSQQCTAykaVbrOJ7CTrFEfqPMcrOEqkh86mNPscku7VyHw6cOUXNFwoKMKduUyw2u3drAr/mYPjTNdj5POVchEY3x+EMPIBVzrFebREJRbMfm+JF51rZz+CSVkbFhGqUmrh+apSaD4QTVap27Tt3LxqUfcnP9Bq1mh3KzRa5aol3qkMwmmZ+eIqmEcRwBo6PjiVAuF6nkKv2mXkXAtTy0sIpj9UUuuOA2LBKJKO1uD9oOQ0Npjs9PsLCxx4VHn2B7Z53M6BwDQ0OYzRp7+UUC4QSGZzI2PEmhvMHs9DyiINLWu/zdNz6Ub39g8wf//ovP/NThGbacJqYF+0cTeI5KZijD7m6JhlHm8tIq6ysbpNIJWl2d5a11ZkbHMHsWFbMDooJPVciEI6SjUd65eQUPm57bYmRsH+2uRyqZpuVEiMTDiLZHJBQjPRAj5hfpuT6cdpHrb9/E0lxMy8Ef8aPXuqg+BZT+aVgAPMcFSUKv6X0qxRGZHM/w8QfOc3NxnWg8RSQYRu926GEwPpNFUEP4RInVjSKnjh4mHQ7h16JMjSW4vrLKiYkp4vEIL7y7xG5ll+3VAo/dd47t3A7X8gV8Ppl319YJR6Jk/D4C4QBDqSSG22NkaIRsJkW+UEEQ+4m+kiwCIrKqYlsWgiiSHR/n9JkTbG5sY/csri0tUS9VyCQiCD4BXYa4kqDVbRKLBejpBiM+kEIZzhwfIa1FsMQOG1tlbhd3GY+meHdzhWFtgMREml6nQz5XY2Fzm1ggxHMvvUm90qKwU6XR6FLM1yjtNKgU2zg9h0cevZNYzKPT8ugaNkH8nDq6n+2dPQI+hYm5YVqORbXcJhtL8ORd93JjNU/KH0NNBhkPxQlrQ8yOhPnRtfeYjI2Rq5X5qY89wTuvXsbDIzmaRBTBwcNzPaSwjGfYiJKEL+NHDqiIfhFJkcECJSRx4egxqrbJQ6cP0bZlHNfFFh163R5aUEMKqcgBGbtgMH9whI7PxRbBUVy65R71SgdTt+k5Nj5UzK7FQDzN2eOHeGd1BctxMao9BAdc00WVZNSIRjDow7EccPrUW7dlYVt9kUI0GcAf9iGLIr26gWO7CIqEbdoYLZNaucnM5AiZZIpmtcen77qX2ZNneefmIksbm/RME8+Daq3J2HAaUZWQVBkBj43CNjcXlinVatSaVQ7NzNFutugZPfyyjayGcD0HCZHxsXleevUfkHxBUqEght0mpEbRfAHCoTDReJpgcoCmYfHCq1/nS//Hl/jO1/+GteV1bNehXW7TrLXp6F3CmsbuToUnH7mfSqvHO0tr6KbH/slZPEnnwXMnWNjcolrtsFpYYkzLUDWbbNVKvPXqDbqKxf5Ekp6oIuFR6zbo7bY5np1EDcbwaSJaKU8nOkTI72e9ksPuuQylk/hFEVdTKFVzrK7tUCnUiCZCBFSNpx+4hx/86DlubG4QUhU6gsHKyhYjmShdn0u11SQ1MEy10UFVPDpGg+d+8hLVQrUvEmqbyH4FWZUw329VFSQRXJeZsRGMtoVumeiWxYHJcWTb4xc/+U/IxALsn7+DZCKNLIBhm3R0gxdeeoFEaISp7BRvvvYmmewYa4UF/utX/4jGeuVDIPqg5ku/97vPTB2YZFB3cIIy+ZZOx+hyfWmNpfwWm5tFfIqPkdQQoicSD4bodHu09Ba1bofBUBzFBUWUyNeKvLO4yIGD4xiKy6131pElh8npCSI+jWRIIuKT6BHBFwoRtuo0LRm/p7Ozd51CtUan3cUybDwJzLreTxxTRGzdQZAEBEnCtTx8iowSVmm3unQbOnccm2FtNcdYaop6u0qxVcLVPXxojCYyLG9sMJFJkwrIFBoNJA9CRo+p8Vl+cOUmhUaPSreJhMzhsVGWc0VazRYD6SEyyRSfePwu8sUSJcsh4vNxfWOZmakpdmt7VIoterqBbVkAiJKErPgQBA9FUbEdh0TUT9jnsr2xw8H5aVKZKLmtPE8/cJ7L767TpceDx0/TargEElFCWpKVlU2ifgEpFOK5V1/DH9LIDGS49/QhXrh0kdZ2m/n5CeSARsixGR+MsbCyS5cuhugSngthlEwICGhpH8Gon8PzkxTKTa5cXODBM6e5cXuLTCLBwekJtFCQ4USE0dlD+DG5sbLJ3XOnODA28v7ncYhEoli2S61h4hdqRNQg71U3iCUGUBSJHz33Mtm5FGNzaY5MjrFbrBCN+tGrBpKooIYU9KqBqIm4ltvvblIEpqeGCQUC5Hd1RoYibO110AIuE8OjFNpFzI5FYjyOWdfB8Zg9OE6+28SxPFzHoV3tYVsOrusiKAK+sAa+fvxTq9OgWK7hKi4hLUar2upfE9LwD/jB8zC7FmrcR6dqorctPLdfpBgfCiOLMlbHwrEcXMfD8wQE0cMTBfyayoFslkqzyWceeop6V0dMp1je3sXDeT8xr0/fekCp1mJsKEmxVOTHV1YpN3o4HriugySA7AjMT08yNjhIIhpmp1TpB8AKIHiAW+WuiXFeu7LAxUsXmcsOkp0+9P57l/jyN36b7//gm3jFFoVWlWaxBbbLcDzB/efOMDeeRfOrXL++QjIZJiArWI5Ds9FjajzFzeU13J7LrcU1IqpKKBJiKjYKXpf1YplWvgd47O1VKdo64+NJlrd2mJ08wANDUexAmP1RgbbhYcRC3F7dYD4VoN5zuXDvOSo1nXavzY3FDWS/gi3Cv/3Cz3HPsYMcPXYU2bNY3SthWj08QWK3VMJB5+ETp3nljffo1Xpkhwe4eOU9bqyusLi0jtU18VwPQRIQJaF/yJD68ktJkf6x1LJnGBiGQUQJ8blHHmWjkuP0oXn++rm/51vPPke1XeLI3GEsDwxd54Xn/p7RsYNIosDuxgLBdIbn3vouVxavYusW7VzjQyD6oOZf//ZvP/PIbBYt7EcTAkwJXb5z5TrVagNN0RhNDnJ0epYba6vIkkS10WQym+3TFl2LnVKe7UaNzVIBRdEYH9+H1XYYCKV44LH7sCyRtiOhpg4Qi4XQxRFGIz2iYZWeHMH0NASvxx9/5SsYet9x7ykCntP/YvVqPTSfiouLqCl4er8rRpL6wZiu5eALqVxb2CLmS6DICsvldRKBKGH8PPnEA8wfPM3m3gr5UpXJ7Cjv3F5kYniYTGqA77/+NtuFAl2jy0gmztjAKMVeheJOg3uOHCQQVLh48yZpLcztlRzNRpWtYoU79u9HN9qcPXKUSqnEzl6FcDiMpKgoPo0777qHYCRCKhKkXCnTanfYq9dJZ5JUymXsRgfL9VjbKXHvnSc5MznBpfIi4eEEshjkrddeYSg7yVA8QKVpMzk9jN2z+KkzB9E0H926TS7fwvVkrl65SSieomFZmJqD4siYqo1tOThtm+BgAE1SEKV+qZd/X4iZsRH+7tnXyU6msQ2Ru8/Nc3HhKs//5CI3bt4EBMrtBuOpYSS/RqvWwidYEAjg6T1CgsC2W6fXsMhExnn7vUtMZMYo1kvous1j5w+BLJAejXJidoyTx2ZwfGDhEJT8CJ6DXjVJjMXwoeBTND5y9rNEUgJqYpytwiL7koPk96pkxAh1q0O3YZAdSuNIDk0MACREGqUWghx7JzEAACAASURBVNOP6tECKqomk1ACTETjGJZDKBxlbiCOLrmUOw1iQ0FEre8VMhsmkdEo3bpOp9TFcz1kWSQ+HCUY1eiVjL5ownFAFP5RXKGJMjPJEQrlKuVOE0cW2D8+AYEogii/X1kuIYkKCAKC54Hn0mvV2ai02Ko0Ebw+9Sy6/a4j2/GotCo8cOd5BNHlR7eX+LM/+w/cdfpeTMPg1nsX6VQ6/MX3v8veboFQIsjWdo7x0Ule/Iev841v/Tn5WoVmV6dS7VHJ1wgoPrKzSQYzGaazo6RjUbquxM998gnGhpMsreSQPJeziRQ/vLrA/Q/eQ9ofoFRvcN+dZxmKZxgaGOAvvv08UkAh5AsRiAQ5PDfK6sYek4OjKKJAsVlgx3XollqUXIlXLl7lX/zy03SrZSqehuR4VOs1VEfkxNEZtpp7fP6JR/jY2RMEJBdBkomJUDEMOnqb5Y11dqt7mG6XjmGQL9eIBjSqtTabuR0Mw+z7pyQB0Sfj4b1fJQ+e3A+9FZV+Osn/A1KKTyGbThMI+ri6ucTPf/Sj3PuJf84jjzzJ937wXXa2ckzPHeDGxTcZHZ9i/sBRSvk8pgu51iZXV65gWzaCKiG4Aq3t+odA9EHNf/uPf/hMRZSZjChcb7b4yx9fRBFVAgSYGM2yuLWOI0u0K00iySCxaAK/KlIo1YhFE8zNzJBOpRGQiEaTVKpF/IpCtdbj9Xff4cD0OPP7D5KRbAxDZnQ4jS35abVtQkoXX2OBvd09lso12kYDyzDxrL6M13X7gaSu4yKIYHUtJJ8ECCSjQUzcfrSJKpBKJQgoEfJenm6px4Uzp7njvntIx4eoNXJMZqd56Y03MEyH6X1zlIq7aKLAtbVN0rE0QVUjv9fAVl16XYtiuchGp0J+r0YqnmCzUCIcDKD4fBzZNwWyQKPbZWpwlNcuXWd4ZAzT0On1upy64zz3P/ZxMkIbKeCwubmLByTDETpdnWgoRDQS4tFHH+Spc8exfSYxX5AdQ2J+KE1lfQ/TFQi4bdb2WgQCJq4VYqdaxHU0RMNmOJokO5jh0o1ljs4dRBeaJMIj5Gq7BBQFXXQw9nr4Y35GYykOaX7caIxMJkpIyLC5vo0reeysFbn//GFe/vE1tkolkmqMz5y/G6/XQ5Ukbq9tYNswNjZKQxeRvB7Fdot4KkI0nGDAH6TR6yCIHkuFDfZnptgp7LGRrzJ1MM3iep5QwM/l7XV0yyAY8qMqNt2uy9BYhsJSidRoiuOHjuK2dmnsNZGVOsngEILTYWlnl3K9wgNnTqFbBk26uAEB1ZGxywa9Ug8lIGM7DpImI+AiaCJD6SxzQ2lKzTa7jRJTAxkO7x/n6vImuu4QCWm0q11cBFp77T4t5wlEB0OEon6cjoPRc/ry8fcD1z1RQPQ8Tk7vJzsYJx0fJTUwRL6SR28ZrBU2mRjJIooqgtTfgDzXQxJF9G4NNRKDQADH9cADTVY4NjvJRqGAa1k4ps53vvJV/vS//wnF6jp/9qd/wsbiBka3RnUvz5uvvcTWXg7TdkCyODI9zcrqNo889DGGRkcp5Uu0Gwa/9c//kI89+Skqueu4YZFQMMgv/9yvsf/w3UwePkUm5rC8scX2doVatUmr3eWJR87z0ntXqOSLrG2XOTA3zuTkBOsbGwwPD+GaBproBxcuPHSetevrnD4/i922CMeTdK0O7bLDyNgoqqdw7sxxJoez/PULP+HQ/kF8nkLbNBmbSjGgDlPrFmnVeoxmBlAlDU/ws7CzxrNvXWIuNUZL6qGqEl94+EnefvMGW7kiE+NZ7j81x+3N3b6pWepvm47hIElCf8P2SxjFHpKq/KP5WZCE968XGYkNMZwZ4r4HHuXhJ38ZWZLRVI0Lj36cv/v+N6DZ5lOf+wKqrBLwh6hW9vjRrRfZyeX727ZfgpbF0yc/wtuXrn8IRB/U/P4f/P4zwbjKm1t7bOdLhJQQHzl9jBp1/IKfnd0CVtshEJQJDGr4rBA3t9cYzmRwXZOm3mQgnSWZirC1uYOiaSxsr7NZzBMO+dnd2ePgwXuJxFXig1mCvQ1sS0SVmjRadWqmxW6+QDARJ+gXKOTKWLrVP3kgIIjQq/UIRYP9ymYkElEftUaXbHqATCLZrzRodfCrIcqNIsOZDHeeOMXK6grj2Sl0s4ZPC9Fo1Km1mpTKOWLJGNc2t4j7I9x//hjvXl3EtCwG4nEiYT8Xzp5BEiR0q8fdR46ynd/h0NQ4P37rGrNjKfyhEIu5DRY2NpmanODs3fdS2s2TSiSxRJmM2uH68gLvLt9idmKYer2Dbbj87r/4BcZnZokHQoT8XbqawuDAPLZhosk6QS+M6lfwZJFYNIpttRlIJig395ganyWWjSIrPkzX4y+/8yLTU6Pg2dimhCe3mRqdZSYzSMPsEUkFcWseiZCPm40KPb3L//SJC/xfX/kO8YEQtb0mx+46yM5ahUqjzr70KEPxGPVGBzEYZT4W4PLuTj8nrFjm6Nwk1wt73DE5Sc91CCDwxuoycsjiyrU1goqGEFaIxaLk1veQ8aEHXFrtDlpXRHQEul0Dq6sSSwRp7nbRFYt/+4X/hVythGEbzA2lsD0TT9J4/d3rPHT3IVLJNG+tL+Dg9GnauklrpYE/qmKFwXHfp229fiadD4W5eJqrlW1k0eTwxCSG6+eFm5cQPOjqOmbdxMbFMZ1+26mmEE0GUD0JXXeQ/Aqe2af5PBEUn8y+gUEarS6DmQyPPvA5NndzSILAbnkPT+yHmSqCQzw5jOcJhANBxkdGufPseSqtOqbrgNAXt1i2he25nD18kvzeNgvrV0hYChffvowneOSae7QbXcSoxOrtFar1Al1Xp9tucXNxhU7HoNhrcGh0iPWlVbZ3tjEcj9/6zWdQfRqCIDA1e4zTM/t56qlfJpkcRFFkdvO7/I8//+/EFImXf3KRUDhAoVlnr1wlPT2OJ6pkIyrlUp2t3BrlapdSrYwoKzx6bIbx6WPcunWTcqtJvllHdGVcF8JCmOxUhs38HkeycTLxQf7s2W9zYN8IOgp333mK8aEEUtskMRxjUI6xbzKNYyn8zpf/gr/57nOs1EuoKJy77z4uPPA5JnwK+XqT7NGTXL10iWK1yk61zpP33MV2MY9h9Os6BKXvNVP9Cr6AhhJTUaIaSOB0+xE9oiQiIzKaTpCrFWh2dB44/wiiJIDn8d7Vl2i0iniizdmTH0EUVarNIt94/auYuNiGBa7HcCDB+QNHEVMqF1+/9iEQfVDzO7/3O8/Iitxf3fcNslrcIyAEUVyVJ47v453bO/zS536aaquE0XIoVgv8ws9/nMvXbuH5VMaGs2ysb1MuNyiU9yhaNVwJjh2aR7P8HDywj5kxH5riI+rX6XYlvFAA1+5SqjTZ3FxAiaWQE4ehnWdtax0kAduwkRWxfwpBBBE0USEUVOkaDiPZAXZyRdKxAMW9KjE1jqPo5NcLnD14nCN3HuPQ/iPslje5vrHIay+8Q9ftsbuVx7X6qzvA7MAgyXicfKXCg3ccJ+wPc3NxHUkTub26hW4arG3licfjrO7uMjAcZW58jEq1huCIHJmZQQtHuH3tDT756AP4RYeJiQxLGwWahsU9Jw9x/dYyoifR6vQYy2Y5vC/DQnGZqYF9XF/fxLKrrBU28Wkh/KpDvdZjYnoYlTADAY+aY+MzZIYGwnTLBoYdZKPSZnokxsnJLFe3yly5coV4NMRqfpPDY2MMpkPMzNyL32eyXt3FsTymM1lu31xHUTWicoTMQAxTN9jY2OHU8SmOnDzH8toazVqTSqdOrStwesDHxc1dPvPIvXz78ivgeIihFMOxGNc3l6nrOnuFCg+dPk4yGeby0grH0yPUAxblQo0nTt7J9t4OKiK53TqWBX5Nprpd4ciREYp0uXrtEgvXNgkoHuMjGW4sb/PyK2/zs4/cx429XRa2N9EQ+11QooeZ01FSPgyl/yCCfoWe9H5zphSQOTQxwZWNdVxJoutYJLQAe+UqdtfGMC0cz8MFRFEglgoSCGk4uovh2n1A88BxXTyxX7B4dt8BVrd2OXH2CP/yV36beHyA9bWFvopTUqm2KyAK6LbOqYPHScQGeei+h4gnBnCAaCTCbmEX13GxbRvH9sCxaZRL7B8f57m/e5adZp4zpw9jWQauI7J/bB/1fJ3s7DAzE9P8zM/8GksLN9nZ2yWeCPP46bO0ej22t3PYtkcopHDy5F109A4Rz2R8aIREbABF1SjWqly99iovfPfrNGtdIuEAkiDSMWxOHZ7m9vI2R+bHWVvYZDYxQFHvEUtHWM7tMhyP4log93pMjmYx5TblcpNMLI3kCniqzcHpCfJ7RZrtDrv5Ngen0jSENg+eO4fPFNC7bUp6m1C7iyAIOG2dF25f5Y++/h2KuSqSJGLoBoZhonkCk4dOcz23iampyIrI9tYqna6OblgsbeW4cO/9FNt5el2LWDqCIPTv17EjU5TK9b6QSRIxGwYg4lMUjk5OsVEscO+Zj1La3eXs6XOoPh9f+9aXyY4fJx2OcvDk3WiiD93SOXbiLCdP3M+z3/9bZEnE35XITicZHciQGg3x4+fe/RCIPqj50pe++MzjF85T2GkS9SV58CNnefbHLyNIMhUDwn4fN5Zu0vF3UQyVsewYL7/8Foqn4pMU6kqd+aEJBMFgs1wgEY3zuUc/wbGZ/YRlmJk9wLMvvcj8wTl6LRvTKtOr11nfuIzrdHljaYHZ0SzRxk2uXFuma3bpVHsomoqlv98UqggMpmPYErS7OpZu09F1RJ9AvtEgPZom4ouymFvl7LGDhDWNm9eWWVu/yQ/+/lXOnfgIttTkybvuYrmSJ5lKEYhqmI5IvdtidXWHWCTI7ZUciiaxWd5hbnSIWCzKXQfmuL65wUAqxNXFdQ5kskQGU/R6Fpu7ZSLRIAsry0j+AIcOnEWPWEiD57lwfopoyMeff+9ZDMvivhMnmJud5MhkmF5IRGqq7NXKHDswSbA6w9hdkxiVIrWGjjgyRFIZ5PtvvsC+xCD/7at/D7bBP9y4ynAmS3oyjVgp4Q/5+ZOv/YC4KrCykcNLe7QbBvMHZtnbbZIr3qBSqHB8eBwRGdfwePT8aa7VNnE1HbPuMH9ggkqny9rKLqbZxNQNRgZTzE3NEgxFqHgtkgo8/+4iR/ZPYiGR8gXYy23z6pXrlBo15kcnkFyRXtfBsAyWq3nm05Nsl4v9zDdRoVDt4eJhdaDX7fHYieNcb1awdIvKbotuq4OqBHhvfYWe5REfDfPOxgp7xTJ63aDbNVADKrZj07UsLN3qS+MR8SwXX0hDVETCcR9612Zzew9Rh7bZo1JokImGaIo6oQE/3bqBJ4EmykTiQbBceh0T9/0QB9ETMR0HVZE5OX2QAXmIZGqIo3NHefCeC4RDURqdJu9dfhvPdYmEw+yUdkGESDCET/T42IWnyOe2sGwDTXTQRNgq7mE7Tj97r1fj1uW32d5eI7e12U8XtyRCkTAHjh4hHg7gSR7/5Ff/Vz77mS9w5uy9RGIxnnjs46wtXSMUlljPlZgYzdI2Opw9fZaTZ+7lN/7lP+XCw08SjsVp9Sx28+tceudlvvfNb3Dp3YvcWFyjXKuytpunVK0TCCqcOnWEhcVtKsU6rivRcmyGhwbJrWwyMzQA/iAzoxMMCzoXdwpUWy2SoRSS5HB1YY3hWILr2xvUm01qRgPPFTh16BDzQ2NgWZiuRblcIZtK05JEvvSX3+Q7r7zJwuI2dq/vTTx8bJaJ/RPcuX+ehtPEbK2iy358ih/bsclOZrl59QYAlmGzVtzm/rN3cef8NEJIJJ+vcOHsaRKBKJZnUa92EFQRSZSYSKcI+yIU8k1O7J9nq7GOJslcvPImqhZiZv9RREEknhom5A8yMjqNLxpBRiAaCLK9vsTP330ex3R5452bbDZyvPziFfR670Mg+qDmD/797z0zPJLh/JE7kf0W3/zW84Q0P64KS2sboIionshHTx/nhTffYWR8nG65xfTkIK22gd6zKBQq3NzY4KPn7uJXP/OL7N8/TzoxgOXovPHGZSYyg/zotR9zaGaWUq3FVnmTvU6Lza0SQ6EomqHQ6irsGxnjzsMnePPWVTzXRkYkHA4g+0R6er8DyGnbfOZj93J7M4epO4Q0P5OhLKICG8tb3H1olsxAhmAwguXKSFGHv/rKt2g0dcSgzQN3fJTvPf8iA6E4P/uzv0i7XGMoE0dR+v+HlEo1Hn7wPl66+C4D0Qj1lsFmaY/syBjjqSG2yjk61Q5bpQKW5bKdL3L2wBzLO5v40xOMBjVSEyk0y0ERm+x0Mli9IneeOs7pI/uothR++NqP8Wsy+ycO0fBsUhN+Lr27hGobhEWHpCbw3u0rhJUQL79zGUcQcSJp6vU9Pv3APdx+4xbacJKx+H5GgiLHzo7xo/duItgCHzl5nNw7K0ydHiS31GL+cJbrezsMh9Iofple26CyXmXl9i4DIxG6NXjy1CzXC0VWbm5y8vQcnY5OrVaFgEKqazF+9BTbzQJ3zB1kY22DUwdmeGHtCm7XZmI4Q0/vMj89xcbWHkcn57h8/TZtyWE2Mcqbl65xbmKCstmjXG7g+Vxs0eLAwYPcXlhHEiW0jIZRNdldzzM2muKOY+d48/K7mC0dx6Kfuo2HZ9n0WhYCEPX50HGQEVE0BckHkbCPXsckqUUpVesYzvsSbGBoaJCu3qOWb+NoHoIl4JguflnGwQVRRJZlHBEkTWJmcAxNVDh++C72jU/wyMc+yf75Q8SjCf7L//h3/OVf/SVvvX2J3b097rnvAZKDGU4cO8f+8VlahSpKwI/P58exDAI+DUUNcnDmIG9depXzR+Z49rlnSSRSJKIJokODSGqAf/Zr/4qHHv8Ux06dI50e4NFHPsfQ2D78ioIoiniuS768x+byAvc9/DS9/BaW7lJtNnjt0jvUd3bZ2snxg+89y6s/eQm6eV750fO8+d4lri8uUis3ECQP0QFZU0jFIjjY5PfK7DXLZNNJFE2k2m4iii6p4SSlVhc1pLK2ucNez8ZwLFzBIl8okxmN0OyZWJaHL+zjwj13cNeRM+yVupw8OIbjWHi2x26hTLuj8/Uf/oSVvRy5jSJqUOX4sVkOz84xtX+EeqOJ3u2xuLNJsdpkKD2OqSo4eLz+1iu8+fIbqH6FVDrGZz96D5duLnPr2jLTc9PIhklPcBiID3Ll6iYX7jlGrlX8v9l77yA5zvPc99dxctidmc07mxN2sciJBECApEiQBJUo0pRFSqLCkSxKsiQrHNk+Vw7nnmMfS8eSLStRgZIskaICxZwBkACIHHYX2ITNYWYn7E7uCT3Tff9YnFsqX4d7ylLVvVV+/+p65+u3v6qp+p7+vn7e50FLFLihr4+KYSeT0njwgYe478GPsGv3W0ivXOP2tz6E2+VBFNb1Io1Slv6OjTgsCqKs8shX/4KcFuHFJ4/halCZi0ZYzaQpZHUEl0R+JffvBqLfuUOrIAgScB5Y/k2rcEEQ/g74wG9YhQeBHwJeQAL+s2maz1//7YvAB1lXr/+kaZovXc8fAr52ffx3TdP8q+v5NuBxwAdcAB40TbP0r83TYlPNr/7ln3PkxBsodjeb2tuZWpjGZoHpWJzRqWtEFuLU9flx1lsZsHXy6tHzVDdUYUMm4Kvm8sI0h/bso6suwB2HbmUtY6w3epomLx05gmS1IACOmjrOHH2F3nYvqstFIgtb2vtIra77waezOWLZVR5/9gWM62oKwQY/RUpE51PgEJDtMnVeN9FQGk0rsHVwC+gGV8OTdLc0UWV6OfiWW5hbHOfMlWEunxjlQw/dxytvnOTmgzvY2beFv/71d9DmS7i8Nuo9dQimTlkQ8TsdnB8a5753HWJ1ZQ1ftYOTQ1ewm3ZsVQ5m55fpba1DKUuEM2mK5SL7Bwc4cXkcd5OH2w5/EHegGqtRRC5VWAiP41LsJHRYHDrG9psOEZo8zW5LntMFB/EVmf2bWzk1OkRNUzdFfyvzi0nGxy8RWzhFo7UGRLAFVObiywT8tZx7/hLf+K+fxlvXyaqWITM9RlP3Zr749/+dgORgV3cf49NTdKo2kr2tXBw5Q0DwMpEMY9dV/HYbum6wa3s/l6eWyepJOr21OBSDuJ7n9JlpDh/eyxunh3nnrj2cXZwgGclTXeelbNeYGAnTEKxmfjzCQ/fdwZnzs9TWNRJOznFw8xbOTV6jodrOM0dPM9DXS1xPsDQWwul3kAqn+cyHD/EPPzuK02PlpmAXx8KzJObXqO2sIh3KI9llTGVd1qd8/dhN+F+qFAg0NviIJFOIuomoiJh2iVq/i9VwCr/fxfxYFJR136tKycDiVTFLFUwdqj1u0pqGbhpImPQEe/G7VM5PT1IuVRDsAhtbO6iWqvDWOUhkdH7vHe/HYrVSW9+EXigCJtHVVT76B++lpJdpbW/n4O13YIrXmybLJUauXkKlzH1vfx/VvgBWu4NMJsaTP/k+y5kEea3IFz76aRxeH9967IcYFbDZVD704U9ht9pQrBYw4clHv8tbH3gIygYLC2NcPvoCXpuHzv5+bGKFKm893/nRo6xlY8TiSSamZ/EHfBRSBWKxNUwMqmpcVHQTr9cNGOS1Ipm8hsduARTaG2pZiEdwqDZa3A7eXJylpyXIwkKEgxsHieczqBUZT6COkfFRBvs2kMquEE8WcFgVVLeDepeHyaU5evva6atpwG9XyegKpYLG0mqSR598Fp/HhcPuJKqlKWtl9u/YxMjcNXwWL7sG2jk+PE0g4OTo8BB2ReXgvhs5MXKedCyH3WvnEw//N4JNHZjFDJFTP6coFJiLFnnl6DnefmgbK7kUVxZC3Nq/lca6KmKRFMuZKCeOT9IaDPKp//yX1ASqABHDNHjzwrNYZRtNwUEUUaa2ugpFlshlUwQCTYxPnaGYs9DSGuSnj32NKtXL46/+ipRWwlRA1SA0ufL/fatwQRA+A2wH3P8LiARB2A78IfCO3wCi7wCXTNP8piAIG4DnTdNsvX79GLATaABeBbqvl58E3gIsAeeAd5umOSoIwhPAr0zTfFwQhG8BQ6ZpfvNfm6fVZjE3buxhU/cA73j7O7A4q3j61z9iYGA/zgYvT/zwEY6eOYXDb8Pf6cZAoN5ejcvvJjGeYy2X5oaNg7hFhW27dxGaneGGW29hbGKW8MQ58iZI3ia6O/YQSc4RujbEQjjE5Pw8y+Eof/K5zxOfnaOQzyOrCufHJzlx/CSSQ0ZSpHU17bCGy28jrRURFRGn14aAgIzCwS17aWyo49s//SHBFj+irjBycYKWjhZ89S4EHYYvTmIKJr0DHbznne9AEg2+9fhPcChO+vo6sSg2hodHkASZh95xB8NXJ2kJVGOIEoZk8s3HnqF7sI18rICpCgQ8VaxmDYJ9g7gtZRLhKTZ1trNpz35sokHRkCgaApPLJjargyZfimSiiCU7Sbjk4WIsxLknT/Ouw72UdSfNbZ1czdrZ2V6P0wbRZIwTR19ndvoKFdapq7mURsvuBsq6QVB3cmjXDjweL7ligW/+7Hk2dNTgUbzEl5fwO1wcmZjkvtsPE85nGJ8ew4GF8fl5br9hN8eGhpCpYHGouO12NL2IzeGgkCqxpamVn7zwKvv2bWF+PoKqqMRSSZwOC363m1g+gYDE7u27OPHaaTwNTnAI9HnaWNOzLEwtsaZn+ei77+Zvv/kEN+7ezvmxK/jtbsLxGP0dTcTiGlklB0gUckWa/TXMx1eQFQnFbkXXCpgmyIpASVsHJZfHtq4nqJtY7ArIBlVeF5lkHlmRyIZylFiXdjFYF0wQFTBKJiIShlamd7CZauxU1/koWeD4pctYShbyFNje3cXwyDTvuHMfmayKrFoxKiW27thGR9tGbFYbdqebMxdf4Xu//CGpcJKViSiSKvOJP/4i5YpOoVJCqJiMDp2hxVnFrrsOc/TZp1hJrBCsr+fOOw8zOTfFwlScxuZ6WoOtPPPScwiSjCDLbBrYzKFD9yBIUNSy/Oj732Zzfx8gIVBh6soZbty6j95qO56mRmLTy/ztLx7n1PA4dX4vulAiGs5Q0QvE1lIUtSI+XxUOr4LP42FxIY7FayGyFCNQ5yWrFXAqVuyKlYDfjyKLQJk9Nwzwk18c4a6eNq6s5theV03R62YllWSjQ2E1q1P2uJieWCTQ5OWlE5fZOtDPxNIsd9y8C7tg49LwGFOhJRyijcb2JsampsjrJd518y2k0xmWkyEcpodt/Y3E4nEWozkqqsTl+Wvs6uzD7XfzwvFTuHHzZ1/9AZIkYjV1zFKGa6eewiiVMBQBd8cBzp/4JavxOGfGrnHH/h0shVap9XhYDq9xw513c8et70RWZBRZolQqUtJ1vvT3H0eIi3zpv/w1Pnf1ep8WsJZZ47vf+VtOXxjmPW+7F6tY4pdPH0UXC6RSeYqKRoPHj8Uhcf7YlX83EP3Lkr6/hRAEoQm4C/jub+Qk4G+Az/+T4Sbgvn7tAULXr98GPG6aZtE0zVlginVQ2glMmaY5c3238zjwNkEQBOBm4BfX7/8h8PZ/a67FQglBEYklV3nyuSd4+cXH8dS6sXpVVsYuEItEcUkOMqEcs6fC1NirSOfyzIwtMjY3xY6efsxCGd0ok0zEsDrtXJkIszw7yryWpba2i/6uG5HFMmI+y/GxcU4PjZDQ0rg8Fuy5KLIs4nDYkK0C5y6cR7DLSLJEOVliY28XnnonKCKSXaKiVwi4Pbg8Ttr89SythPjJs7+gJVjHw/fcT2MwQEtPM3fctINLb47i9nsJNPtoGWhmdGiKF994lWJR48Pvfi9z88tEYjEmxsbZ0T+At87KQjpPX28zoWyaeHqNx587zo6NA2iRPD6fh66ODfT09LNrextbmhXic5eweWpZ8uxiRaumKNpYCuXJqVV097bT29VIplKP6G6k5O6htmGArYNv59OfeIBgx0Ya+zdQqFLP4wAAIABJREFUUwX7a6PYC2Mkx1+mNHGUG3d00RlsxCxZyCVzuOsd5ENF/uDgnQxNLTA2v8iLZ85w6cokNX4XNquTkilSKor88uwQ+/o389KrrzE+NY5dUAmKRTY2BwnFl1E9Eha7gmxCIpfD1EUGFSfLMyvoNpl927dy4uQQnU0NZOw5ZLtEU7CBmoYAMjYqdgk9mWLXzt1Y7C4qpTLNTXXMzC9w08FdDHZ08cNfv0Cd38fw1DgbghuIJhOopsT4fJjVUppssoDTZsMoVVhKxlBtCpRMJNNAkNdVNEq58rqwqCyTL5URZQlJFqmYZZx2G5WSTiFXpFIqUyqVqZQMTBMEc91fRjAlcqEcpZIObpFroyFaGqs5H5oltrLGh2+6i0IpT53NRYvXj9tv47vff5Ya27quoYHExcsX0fUiF65cZGJmHq+/F5fVgymDzWbD0+AglQyh5QtUCXBg134+9Yk/4dC77ufEy08TyUR5/wce5vDb303AX8/+nfupaWpA12F2doH3vuv3CXg8NNcGOPr666RzOUamL/PY9x7hhq2bcNpdqIqERbWhWSw4VQcVi43Xhs7wF089Tn4tR3d7HaKisqMpyNz0PNFUCn+1B8Wm0BWsQTcF5kOraHqRVC6Do9ZOpSSyf9dNFPUydquCzWLhyuQ1tEyFX/36FH6Xm5fHp0lmEpyPRakq5tHTeeIJCYvPCakC/roAHq+HrQMdKKaN1vpaKoUSx944TXw1id9TRSibwMzluevGfdy5fy/pTJrJ0BKpeIlgu4eFaJq0aWXT9m0kUykGOttJ6BmeO3Kc7X0DfOgjD2BqK6iFBB6XnWB7Lz2bdpPVihRNO3IhR093Pzs3bcPrtXPkwiWSWoLeYANdDY28/Iun0fMZRMGkUinz/LGf8rm//jCZVBa33cZzjz2xLoxaMbg0cprP//lnOL0whKFUmFoa4cdPPEesEiWeSoGi0xKoQVdLzEwt/2/jwj8Xv1MgAr7KOuAYv5H7OPC0aZrhfzL2z4AHBEFYAp4HPnE93wgs/sa4peu5fynvA5KmaZb/Sf7/EYIg/CdBEM4LgnBelEQunr3CfGKZRKbIyZOXaLT5KefzvH7mHB2tDWzb0kN9VQBVkZkeWkBRFBKhNJs6uwgtR1gIrxHPaZw4dZbLQ1OoxSjJQo6CXmJqegKHqqAnryA47TQMbGE1HCcVS9MV7OWnR46gyxY8NpGpa/OUzfWPxGbOwOV3Mzo8RV19LfGFBEauQlN9LfPzUYycQaFUwqIopFJp1nIpFmJrFEp5LHaVbz/6K6obfIRiEQzdZPrSLNu29bEUilPlrcNuGtjdVtZiSe66ZTdTcxNcGJ7i2ddfYCWSJZ5KsZLK0VJXg91tJdhYSyqRpjnYSDwd5viFU1w8d4zphTjVfXvZ1F5DuzRJJaNRcdTiEVXqXCrVYoWgS6Gt2oagBqj3KezyhBBXr3H6xBHKiXneOPkKI9cmeOnoaX7+2nl+9toIP3zsBzT6akimojg9NmRTIODxEE0UCfYFePLoKXqCQWKJBC6bgpIt8MqJE0wmlmmo9RNLRIlreeRChV4qdNbXkUwlICfgyJTo8gRocnlxKw7kssT5aJxtD76DN944y2wkjrXGzlw6SrfqxetxceOuHRR1aPQFyMc0ctkCoZVFykoZSVE4MXGJO2+7nSvjk4STUSqpMgV7iVKuQF5L097SguRR6RlswlTAJdtZSyYx9esd8EhYPCpaTKOULFLJ6ShI67biGKh2mYpp4PCo2GwKkiyQihVweKxUMLDZVUzW3TUFRUKRZdILaSx+G6IiUkqW0E2DN1ZnkHKwu7sNZ1WQvdsHUNwK50PTKDaJxq4aZhIlJCTsVgtGReJ/fPlLNLd0YbEomEaFd//eHyJhobm/HY/Py0svPc+xZ59n244DOO12rLKCwxng8rVJBEycVhWHJJIqlIhnNARANyuUzQrHLxxjZmaO73ztES6eOMGnPnc/f/7HnyEbnoVyGdmicuXqBVobmrhr3y0cG7vAvX/6Wb7w5b8nqFp4c3yC6fko3sY6ZKcTu91Gd3sDlusrnKZItGxsIR5apWJWsGCl1d9BS30joDPY2UaqkCfYVMuB/s34/U6CVSrR9Cq9fZ3sHWxH0ypIiopmFlm2pchWZFK2ArquceHyNF6ng0g2jKbnWU7kqG5oI2PovOeugzxw60H2b+tnZHKC8avXmJqNsmdLB1EtwepMCUVWaPbL5PNRfH4vmp7n0vAkZb1CNL6MbopEo4v4m1rw+vzYrVYaN+7F1buRSGSRx5/5AfOTwyRyq6RiOUzdJJ7K8uKViywnSnS0d/HET/6RdCrJyy//GiWjUIiXKKdKZPQcFblMvGTw5vlj/MN3v4uog6lDfUMVZ4aHOXj7FgRkqj1Oejpb6OhoZGlsZV2x4rcQ8m+lyj8TgiAcBqKmaV4QBOHA9VwDcC9w4J+55d3Ao6ZpfkUQhD3AjwVBGPhdzQ/ANM3vAN8BcDmdZlVDNRND09hNmZxSIqTniQwfQcHK8OgUdqeVuw7tZfzqIrpc5Nypq+zo6WObr4H6rX0szoYZGZ1ky0AnayurnLl0lZbWZjIFkyq/n8W5N/nxS09h6BXmp8JU+xzkygYiEpeHpzk/PIHJete/pIPNY6Eol0gkUwgIRM+O46x2YqomK7EYmzr6uLowTcBTw6VrI+zZu5nl6RCRtTDvvvkwL5w+jUW2IGFy6ew4uw9sIuDz4vFXcea5YR575deshFco6wZN9dW8eXUSyWXjpl2b2Nc/wJe/9TiffPiDROZiDI0cp9OqEKjx8capC9xqs7IWi+DAxtlrK4iqTKuxTK3qJVzuxOezMYhGHgt2xUBUbBiKRKlUoi7gRkxMsCrXsVJ9E6HqzTRXooQ1B8dPX6A+UMNMKkJyPoUj4CAUjdG0tYHUQg5Nz+MuWjl3+jJW0YrgVzg2NkqDxYY/0Mz01BVEU6aMya0BH09Pz5DN50nl7VxAYHxWpLernmffGOGdd9zCidELdCg1eG0uNEHH43USOn6a9p5eVsOLbGjs49TkGIGOVqrtdmZH57DKJna3k4fvuZvvv/oKdV4/G7wdzEfn2du/mR89+SyCAi67iigruGQXgl1gMRmiu76L27dsI5nPM15awrAbiLpAY9CHpCjEcmmSc2ksXgtiqYKpCCSXU3havKhuFVkWsdtVJEViNZRZbwi1ScimgCjLiEErhakyoilQTBYpYWKttSNct33GFCiXygRK1dy0qxOn4iORmqKtrobjJ4cIBN2019ZxrbTCC8+9yNve+Tbq6lroqPJRU+vHVslSsVQTS6zyy6d/SF1tAxVdR9FFIolZ0NIYFdArJookkMis8d57HyQ+d5U7mlRWbW4ml3OsVip4axuYm52hWCyRz+S5enGEzoEmbtq2hX/45s9x1rh4LXuZY2MjGLqOVbWQDIU5d3GCgENFLVswYynGwhk+/flPMjW1QHffZixmni0XrzCXWOX3HnwfHn/1uqarXmT09ATpeAa7Hfr7+9i3/wCSKFHQS3zra39NfDXDbYcP8eNfPAqSzPa+PiYWFkl4AiQzeRajcfYFqnniygwt7SZhQySf1lAUhVA8w/TUAp948D4eeeZpMqks9fUB0ok8C9kUp0av0VrnQ9MrpNYyvPTKBT5492F+8eJr3NDay8h0Eo+nGi1usJyMYLEr/P7dB7l4YYZUoUiyUKBcNpk59ypnL56lvqmDSxfOsDK/SKKc5Xh8jbJeoa+ziclwGD1VYjK+jESYu287jM1m4YlHv0WVvxpZTzAQ9LMUTlHRdI6cOcLk9AgJTaesF9CUPH/6znczubxA7RYXjx07SmdDPXmKKPVVCJIHZ70bJVUgsZT4d6/FvzMgAm4E3ioIwp2AlfVjt6tAEZhaP0HDLgjClGmanayTEQ4BmKZ5ShAEK+AHloHm36jbdD3Hv5BfBbyCIMjXd0W/Of5fDIfdSn9bO/mONk4dP42pG9jtL9Pob2Mhvsi2bQMkw2luvmE/Wu4VLl64wsc/9B5OPH+Zgd17iaRDTC+F8fuqmQlFCPqCpPRV3jh+ji2Dnfz0paeJhOMYuQpdne1s7N3EdDyMD5NLo8NYZRW7vZqu5g6GrlzGXe9hOb5CpVRGtiuYukFLVwOxVJL9fVu5PDfJ2XOXqW2roaO5kfHQNersHt7zvgP8xSOP0tzSwZ033cpXf/R9xJLB/ffcwc+efJG2zmYy87P0belkeHgSq0dFS+a4dm0eUVW4785baLBZ+eK3/hEJhdmr4yheK/X1fq5OTrHDYSHY5GfmyllGhqawe1UkZFSbwsmx52hqbKPGqSPrMgV3K1WqglgpUS7kMfOldZpwNsFopRuPy8bmfoFdgwL51Bht3UEedw4SH32CPb0DDDFFdzDI0OIkhVSJpoZq3EmJZD6LUlZwed0EzCQdbj8lUSeailDKGmzbMsilmSucTiRprfXT4LRi9wQIx2OslTVminB4cw9j45P4TAex/BrxlE5fWz2xeBKv3YVf0Ni+pY84Cpv0AifOXWHX9gGSWpZAwEcqleHIyStsam7jyIlL3PLePYwlJnj+ygksNomWQB0zyWWMkommZZFlmbJWwuuHqXCCxfgCdtNKIpRkYGM7O3f0c+bcMLn5DNbrJnMl00BURCweC4IpIMsCLo+NeCiNrEj4/Q7KukFFNhBtEqoioqV0ZJtMNpxBtstIiohRMlBkGcx1CwdRFrk0NEbAorKcv8oNG7vJawV6O5qZCIVRpFVsspPP/fHHsCgKqk1FEgRq6lv5+0e+jsdfRTSRoajlkWQVu9PJajqF1W6lbFYYGTpPXWsbJcPEMHT6W1r46iuv8uSxEfa0t3Ls6hShSJxctkCVvwqTClaXA8lmJZfUqMnm6dvQQrJURCvl8SgObLKNUi5HKpsmEouwpin0dbZw/4MfoJxcIeiroa+ll7xZIZrIEClkueuOu/G6rFSKBSS7A0m0cdMd++nt7Od7f/tNBrYNEE+nKaUWsYoSFruFxjofa2tRFMWLu5gmFEvg9NhIpKLY7TIXwiEUuQWPKnI5mmApl0ZLldm/fxeZZJLN/T10NvTQVF+Dv68bFIHnh4aRcyUmp+eIa0ka/QGmYstoyQIjV2boaW3gzQtz6JrG2w9346+ys82s45FnXuHbX3+KHZu7eePVl3nrrXfy8Y/eQ1tnEwduOEhNSxt3NTXz9NOPM/bam1i9FnTKvHPjAUbGF7B5VBxYaexsp8EucGp4hHcfupdvPvt1fPUeBgZu4DMfu5uvfvVriMos3Q09HBs7xwfvuBNVVCkh8pa73sMXvvhpNvV1cz50jQfu+SQWixXDqHDx8rl1//rfAhD9zo7mTNP8ommaTaZptgL3A0dM06wyTbPONM3W63ntOggBLAC3AAiC0Mc6eMWAp4H7BUGwXGfDdQFnWScndAmC0CYIgnr9GU+b6+yLo8C7rtd9H/DUvzXfoq6DKXLDpi3cdvNuVLuVZDKLw6Ny694baWnq4ta7D5OKhOnpDXLgtu2MX5nk8N07sLU18OW/+wF+lx1fnZfNLa0454fp6eqjvaeFX51+jdDUChs6eqjyellJRTg5fJpwfJG0niQeimGzq0TDYU5fOUuRAnV+O3u27lxvODWhqyPISmiVA9t2cHx0iOhcDID2+mbmwgs4SiJaJk++UGRjXxuLM5Ok0ytU2VQuXhrjzQuXCdRX4fE7CYVihGIx8sk8mVCWho5a9u/cSW29j3h8le+/cJybtvXS1lvDmxNXCYUyTE0vUx+soau9nvpaL/FwnDTrC0nOLKBoEmrYysjY81w6/ioTM4tY9STlyFmS8SgpU6HsrkaLXiFc8NLT7Kan1kaV04Xbaseq1OEQaviDu3awZc/bWElpNFiruDQ1hqyLlClhlCrUBxvw22UUWabWqdDfEMTutVBOF3CKKppeAb1Cj6eeYrnCYEcb5+ZXGFuapiSL1IpW0EySWY2gzUKwysmSkSMeXqO3uZFQJsqlsVHGFhIMz0eZmpogFI1xcMdmJmYW8NhthJaiFEoVFKuNVKrA7bfvYHh2jGJO58amTeuWCzaZwWAfql0hVypSX+/nwL4drIRShGLLBP1BNg6207yxgen5EKm1HNmczoF9mxEViXQ4i+q2kJvPItplylTQNYPItTVsdhVFlkjGNGxuFZtHRURgNZZnbT5FLpZDdavrAqW5MgIm5ZyOKIvINhlBEUAROD8+Q3g+gVyysRTJES9pZMJZlseTHH7LvVgUEUUWMSplykYFTJMNvR3s6x/EKluw2my4XTY++9E/4qlHfoSnroqCViQj6BTLZWRRQBRgLJHFX1NL1963slS7gblQlGJh/bTeKJvIsoIkSxx95ilCC3EeOX0Oj7+Kiq5jsav4PE5S8RQoMqGVNUyvhGiXOHFymF++8DMaW1pYi6+iaVH+6ut/yXe+9mVyWoEXX32JoiSQ1TWqbVZa/AFu2LoPVZL5/B//CX5PHVfPX6S/9wZeOHWKlKZRzKS4NjlPdCnOlhu2oZeK6Foei2JlZjFEKJ5iJJNkMhRHKxg02bwc2L4RI5enIeBFK+b4029/Badq4c0LVxidmmJ0bJzFVJyNve3s6O1GW8ty966DPHDPIeLpLFrewK1I9LS0cebiMM++dhpVVBAFgapNfkaTYUbODnNp7BQPPPgxHvi9B2lqbkI0RSRJYOee/ehChbSWQ3bIvHTpPDIiZcHA4a1GFmSOzU7gqhIJaxfxeJ3cc+gDDLQNMhdeIZ/XiKRTnBl/k2DARWfvIGqgnprmNr75va/T0llPQpF56N1/hM1iRRIFLKrCQx/6LGW9/K8tq/+v43e5I/rfjT8CHhEE4dOsExfefx1Url5nwY0CZeBh01y37xIE4ePAS6zTt79vmubV67W+ADwuCMJ/BS4B3/u3Hm4aYHfZ+fWvX8ZuU7nv8F08f/p1yloByaewqTcIqKwszCFpJW7cvpuD+12MXRwnduYUf/gHD3Lx7AJadhWbPYvc1Mozx15jbH4cPVWhtqGG0bFRdL2C6FWQvDL1Hje6XqG2oZpIOIbFbuUDH/0TLBR55dUfc/70KfZs20EqlaBAkYHBHqZDi3z+g+/Frbr5xs9/glEwuLJ0jS99+D34bC48LicP7DvAl/7xJ7S2BHnfvfeiKyar8TTJVI7xqVkUu4KqSLgGa1AVkYJWZqIQQypauTqzTKDaw2quSDYOTfV12B0WWjobqPY4ePbVN0lrRf6Pz36M5E9/Skt9PR7JwpbmJk5OTqMPxZmaH6J7cBLbypuECgUaBj5Ie6eII3uN8ZU8TW0FZMNKsaTidcnImCA1oDhyZDM5tne3M37xEqn0Mts6Ozi/MI1gF9ji9XJ8eoZQeI3t29a/y42FIshjMjUeP2vaMr+/czMjKxFiuRwVRWdsagKH1cGg20OtVeAXKzF2+6o5l83wlsE2jlwcY7OvlpUeD6FV6B4MkgsJZLQ1UHT0TIWNLU3E8zl29nTy4pET3LJrEzPxMM31TUQXlrmxbwOvhM/y/oPv4cTEMVr8LaT0HJdOn+au229iNrlIi6eB0PwibcF64skkigyJXJZtwQ24emwsTIfYPTDAsydPYqu3USmVycXz2OrtYApUcjoFEzweB4VYCYvfQiDowcQgHltXgk6Mr6G6Lch2mYpeQfVYKGs6RsnAFrBRyunrUj1aBcmjUpJNVMVAcIlcW1lEMwvYfFYUXWXrhg4m5iOYmEgIxKLTVDJ5hq+Ns7qywlo+zl/80V+RTK+xHIuysbOTg/v34L2ljqmZqzTUNlMqFXjmqe9x9eI8HRvbqKquwkTAIqtkCzlEAbRsGqfXTXh6jC984dMEWqppbq9GzlXoqm/i3MWr7L1jG6m8jqqa+PxOJldM8kIZQRAY7B5EQMLtr8Jit9DV3sNofJRcKk9Hiw9vTStWu4WV8CxPPvr3TF9c4r3vew/BXe0YpsnozFV+/uAv2LK5m4G+fk4Nj1PldbFt5yC1nf04rgyx0RPk9fEp2oONPPzw5xg7/hQ72xpJrMbRDQWsFiYmrrHT1Y9DcVHWo4BAX2eQpJ6loVNmZTrJ1g0BFuZj5G1lRhavYFeseL029JKMw2YjkU/R39KLxzbP+PIC2WgWQRUIeLz8yX//FOfOvkl1oGpdjscwmZgZ4js//gGZeAZ7lQ09V4IyzC2GOLC5hzeGJ1hancFV5eG+t76NY6ePs5gr8uD9DyMiIlssFMpFth+8kbUX0zjrXbixc+nSEK8PnyHgsVFdbWXfhv0k7a2YhokoXW8JqOiIQoXuzQPEJ478uxf/3zl9+/8vUVPrNztbWmjt6WbXxnYWFlP89JlfIiHwnx96D89fOE8ppzE0Pc3D73obthI0bthIU7CF//mtb+C3OanxV8P8EhlfFSvRKG+MXcLr9bMaW6Osl7A2ODB1g7JWpt7vQtdN5sdX8NdXkdPyeD1uHrrnXmyCQZUi8ndPP8VaTqMiQJs/SHPAz0sXTmJF4nP/6f0cOzWGlkty+tJlPvfBt9FeX4/H6aViwKnpMX71+kl2DW7i5eNvUsqtWzN4vE6yqRyBYBV5XQcFHKrKzsZ+FEsB8iZvjk/jcXjYuWUDR45coG9zG6HZCHpZp29TH3oqz8JihJnYErpepq+zlXZVQHVV47OI/Do0iZyyIHsFtu7azT0be7G7GpAtLiYzAs1eF1ZTR1FlrFIZ2V6NXk5R0TWyuo3hmQS6tkYicolvfP8JGjsDFMIampanJdiAy2pFyWlE5Qr31NWR9NXw/LkL2CWJYG2ArbtuYmb8GgtLs6RSa+TKJuWygWRREcsVWtx2dEeAPVvqUObCvLgYY9CuMF4wiZRzZEJZShh0NdVz+doUTe4qdFXmUEczY8kMp69e4/5b9zOVWMVjrUKrpPEF3OQ1nSpV5uzoPDmlTDq+xp0372NsbIbmjirODk/R6KkBxWBmPkx/Zy+T89c4tHc3s5MhUqksjmorw2OTVDApaSXMooGtwYHFY+Ez9/whX/n+/6RiBwsyKIAsYUchMr+KeH2nU9HKiIpIWatg8auYufVaol1GscuYuolkCmwf3EiilCM0H0I0TeR6K4VciRq/jxvbBgh2byKbjrI0PUGgdhtvfcetxFeWyOslnvj1T/j0w1/CFEWuLc3gsjjIZhOIokzJMCjrBRpr64kk5vjVkRf4b5/6CnaHA4uqcurccV549SiYZYaGTkHJRLFDnepny5YNXLw8zPjCMu0dQf70c39Fe08PkXiY33//23HZFR64/wEcVQEqJlQqBieOPM/QtREU3UkmlUHLZ9ky2MX4yByqx0a+XMBmV/n0Bz6JTbUQTq1y/PRZdL2MQYXDt96+rsEmySwtTfHMU89QKYt4PG6K+SzRVAqP4sbmlRlwOoiXKmxrrGVmLYfiVFiIxElliqQKObYNbCAVT+FvqmNobIxwOIbVo5JP6dy2eytTcxHWCqsc2LGdo+fO43Y48cpevB4nodUo25pqGF/LIHgFJsYXUBSZKsXFYiqGisQ73n8fQ2fPMT42g4lBSVtvj1QdKqYiIF/X3r5pcAuvHz+HM+CgjMDO3bvZ2LOJtqYOrKqFgl4Co8zJ4Zfxl1XOT82RTMXx+RuwI5HT1xifXqKAznvf9VYOHXgnE4tRSpUylbJBMh3ljTdfp6JUOPX4a/9u+vZ/KCtcj0ce+c6fHXzLHqolmflIijOnz5MXC/z5x96Hz+7GYlMZn1/g9267la987zG27LmZpflxqhWVfTfdzBOv/orBjE4u2ICejfHcubNU+XxEQnFKxSK2Ogf5pQzeWhdOFPJamcj8Kl2bWxANAVeLG7fLQW/PVqqteRyqjc1dbcgOhUh0ldmlRUSrhd5gD9HiKjVeN+Fwgisz4xTSeWZDMXZt6kGWFFYiEZrrmwkl0xw7eY5yoYzdYUFGQvZaECUBqyEhW2Vy8TyHBrfR46uhpruZVCxPXivib65ncmKZvFkmmcrT2dFHqphmd2cX0Vyeqcgc77/nMMOjU+hUiKITSaRIlQWskkzBUSYxm6anpo6KpRqrP4jVrlCoKHjFVQRTJ7uyRF4XEcwcoeE3KOQN8pFxXD4v1vI8F65OIXohNrkKksDG3tZ1TTVVwRQk6hwKc6JBvc/H1ekFbtq6mbOj12hXNeanZwmtaayWNb740Y9w4vwlfE4bLquN8fAKDpuNYxeG0FUP0ZRGXCsScDrIrmbRyhWa6334OoJssCpciSTY0tHKeHQNl0Vh//49rMWiaJkCRaFCvphne9cG3jh1iblIjPm5JTa2tWCRFUpiBdWjIucE1vQs8WIKigZNtR4skpMqr4tzIyNs6GnF7nThsTkJRaJkVrOI8vp/5LA6ObxnHxs3bWLfjTfw4q9eplIxUDwWMtNJMgkNySkhSBKCblIulrH4LYiShGpVKBfKgIAgiUh2mXKujCCJLMwu4/YoOO02JEXFoovk4jkySY2skEXVczx39CT33PtRurt9FDKp/1uXLhaeZXllEqe7DqOkU8hrIAiYhoFBnkh2HGd/LR++/X6caiOKrJDTVvG63Pj99Tzz1GPMj0/SUOOmviaAkS2xGIlR47WSMURK5TwWRHbsfwvBhgZk1caB3Qf4wPs+STKZQ6/oiIaBKJvky2UuHLtAOpYiGUshO2RSiRz1dQ3o5TzprEZJK1GslBiZnGZuaRFTEDAMA6tqo7u9BVFRrltfCEyMjmLoBtu3tNLe2IbDUIgV1/BZPahuB6pi5aVL41TXVzGdSrAcWaWvqQmX24nPXs1SbAWb6iSbT1HGpCFQTcUwaKtvplwu4lRc1NV6WUxEEO0COSOPzWal1uUgL0BHYyOJ1SLR1Cq5YgHBNGisbSBX1Lh0cZjQQoRyvoRhGOtNP8L6EZLqUCgbBma5gtVhoZDQKMgGmeUUBw/cSl9nH6pqQTfWX0qPXHiVK1MCpfHhAAAgAElEQVQjbOvZxnIiDNkKpXyFvJDizVeH0VJ5yoUyM7OL3LF/L0spjaIusBReYnLiLOmUhiQLLI7O/ofEz28r/uZ//M2fBarrqarx8+jPHieyFqPa5eK2HdsQZROnamNbTzvffvJpTLvE6yePMxOK0NfkITQzxQ2bNzObzvLcmRNcvLZEVSBAKpmipJdQXCoVvYLTZ8eBSnRpjbVoGsUmk87nyRslKqky6Aab+xrZccPbMMwK8ViUybklnG4XoXCMtUyCaGIFh92K11qDlteYW1rCrJgUiiXectMepmbn8AWqySWz9LS0cnJ4BIeiojosiJKIw25BL+pYrTIfuvsd7OzuYnxuiZ279/KrX75CQl8jny+zzevEEWxj555+6mta8Qaq8VslRheXWIgvEPQ0oFRM6uprGZ2epa+pjaSeZUegGpsg0+BrQHGKdNW34WzbRqmsrr9llueILC2jLZ8lVNBRrG7WZkcYn51H0JKsLK0yMT9Ldm5dw60iVchLOjs6eliIRJlfi6GlsrR6bbR4PMwtpcgk1tja3srp8Rn2bGjnysIqDW4X45E4DknmuTfe5C1btzI9N8uKmeFwTz9XQiFsVgv5MljLZRAhohUoFkqkshqKw4lDKzO5HKaltZGiKeMRKyDIjFyb59K1aTSjQlNNPQktQzZVoGwpshSK8fDebooWF6OLC8TiqwSbqhlobKOnKUiLx4dumMiGRF7UsRoeKuUC5y+MUud3MXltkZoGH8lUBqNi8LEPf4QLpy5w6ztvI5GK8Y2vfJfevR3kMyUMvYxeMbB6VJxuO+mlFIJ13cXXbrWus+ZSRcpaGYvHglExoFBBUkTsdisbNnYSWUtTY/cSikdJJLJUihV2bt/AcjjBw+/9CI5aP2NTw9R4/NgUhQogCgJ19W0cOfomA03tVGQoY6JKMpFEhJ+9/FMGg2184u2f5W9f/SxtdRtQsJFMlUjlkzz6yNe4ePEyG5uquTobZ/P+d7K53cdHPvVf2HLD7XzjG18jncqSM0pcmx1ij6Dj6BzEW1WFIgsUCmVi6RXyeoWLF89xdWSUereXilGhobGWAzfu5Q8//ilSS2tcW5jl4PadPPTg/ZwbnqCsm8iqjMh1liECRUMnHArz4vPPM788hwWBxXic1WiSaruN6Fqcsg6pXJ5IYpWJ+WVKZgWbtO5mW+1yMhlaIpJK8J5b93Fpaoa7dg8QT5YQEHD53BgFgwujo2CFvZs3kc+XqXf60NMGVTVW5iNRFpOrOFUrgRofC4shmjy1xDIpdJtBSdJRfVZKZZ2yVsY0QbIqSJKAaJMRbSJGsYJRLBPwuQnU+EivZshm85gVGBq6RGtXA76qWjL5LP/nN/6CxcU50mtZGn1WFqZX8Xi9IOfwe2uYmVlEL+jctHcvmprjh9/7OcOnzlLEiksvMNDbQSgeRRBKzF+d/w8g+m3Fl7/85T/buqmfly+d4K2334a91soHDt2G3+WmYJYRJZNYMsNSrMxaNIwB5PU8r50e5sDOzWS1PE+fOQ1WB8VKiejCCgVt3bRMlATsPhteq4uFyRB2nx2320m+UMAVcCIiohsV8pTJpzVeO/EcBw7dy4Vzx+iqbebnLx+jv68Lt8tOc1M1DdW1ZM0Kycwq/oCPLYOb0cQCL71+hjv37cKuWHBYFEzFIFMqs3fLTjb3NhPKrtLk9/Pumw9z1w3bscsquYrGG6eHuRZe4N777mPz1l10b+zm+SNnyJVWya7G6GmtJb44w9nxcRqrAzRX11GxFDl9+Qrzy2EaawOMz87hqLYjmhYkuxOXaiOpZtiyaRe9QZX6ag9Wm8pqfInXThxlKKTx3OkzdNb4SJkmWUcjOV0kOjVJtqzQ19lOo7+K2eVV0skss4vL3NhUh8fupN7lojtgI5IpMDDQh1nWSWkFDMEkkiyxe0Mjy9kk88sJrA6VvFFgbGGJKoeLDpubi/MrlMtFbhncxuziAn1tdRRNkQZvNeHVOFZZxpShq7oKrVCi2uMjkozSXeUmWirgsSq0tjSgFfOMTkyzubeT4cgEmxs7aazxMrNawq5YaKkL4PBbaHAEaW/2E2xtJacVWV5eJUeFja3tnL1ynkS0QDabZW4ujKQqNDfUYSjwofc+iFOycsvtt/OTH/wUq9VFg9/P23cfYKI4Qzacw1RETEUgs5RGdqmIikilUMEasFBK6ZiGiepSMQplMExc1U7siorNY8XtcZFJpdAlARsyTreNAjoFqcyenfu4MjNDLLpGxYDI2ipdzS3IsgimgSCIZJMJNu/YRtFiQdXXrR1Ew6R/ew+f/8B+fvHUS1QVOlmeW2B6domfP/ltzp94jchCmNhagq5tt/HYp3/BfR88gDIzi9TWg6SIDF89iixYSa4maKquxub307t5DyIgiCJVbg/f++HXOXvmNOGlZUrpHAgSDz30QTZtHiSnl5iYmOKVM6/hsdmwOiSGpsIoVguiYKBarRhmmfhChJ27bqZvw1aqvH429G/ihWeeodFfh9MmoxfL1NklNFNlanGZ1WSSbDaPhIBuVAgGmzi0uYtYvsjsUoiuziY2Dd5FVptnVTMIReJcuHCV1t4AhXKJvVs24rXYGJ2bYWk+gs3jQpKKSDpUO3xgymzsaOP1k+OYRvH/Yu89vyTJ0jrNx8zczM21Cg/38NAqRURGZqWozKwskVXVVdUlWmsa1d3QC/QsPewuZxk4HCh6Gg4ww7A7wGHPDoxgYVnohm6qVekslZVaZ0SG1u4errWZm5vaD8mfUB/r+RPs2LWf3Xvf93kh4GF6apiq3mIslsGWepRXaog+CX9UxRFcbMNGDniw9fuD7xAFepZF0BOgXWuhNQ0CgwEs3eTiO1cYmh3kr//pr7EcE8eyCAgyMXmIBx9/ivPvv0Gr3WR3p4hhmIxOTrC4vEhb13BNl0fPnmVl4TZf/PRzhINhXrv0OoVmgcbWhxNaPzD+/be/9eK+qUk6tQ4zgxl83iDDQgBT8rC+uUUvEuLyzRynjh9nJOSnaRhUqnWCiQDvLM5z/c4asqpSq5Y5PDHKr//il1ku7NJsachhGSOnU682mTk0RrdqEIkH8UZVMsPTREIJ4vE+KuUC+d0ivpAfNa7gFDQkx+TS2gqao/G//fzXCUoetot1FBtu31wkv1MgGvFT19r0pxI0dIt/eeddpkZSpGL9tJH4/Od+nkY5S7+a5DOf/BKnjz7I5vYKna7N7laJzfYegmnz1EdfoNVt8Zf/x/9FIKgwlImxvlyn1G6haToevCT9PhLJEO9du81cMsp2t43luCDBWGSQm5sbzOzbh+62KNV0jF6NC69dI6TtoMouzeIWO4Um5Xodw5HJbW8yGE6zfecy5VKDxb0KuXKWu0tLzK8XaWgapmPx4Mggjixza3uPbLVJMjlEIByg7bUoZhsIqkoonKDVbfLSe1fodW1eODyOHgqxu50joQSIhsO8fXORYCRCNBDCDPlpVqpsNzokImHKzTayKNHu6CiuwHalwuGhBLWefr9MVfbx6JEHyBUL+D0imUw/jZ7O7dsr/PLxQ8TdLg4Cx08cZXF3C9EUiUX7aOX3yFcrjMb7SPWnubK4QMIfolzbo6eJaFYHs2vfH6MtiKytbpKIRkmqIj1BAcchFPCSjqfpmSaPPnqaTz78cVxfh43dHI3tGoJHwqNKOD3nvhqnaqD4JXyp+8PtvKp8X10S96HIKkFVZje3h+IoRNUQZ9NR7tQatBsdhoeSFNd2CCf7ECURAQHLdeiLRJEFD5du3eE//OmfkxlK8/7b7zI8nMEr+/51JQms355nM6Fy650tcnu73L32NuXcLoVii6eefoYzZx/HtFscm4xyJfQojx58mZeut/CFIvi8fn704+/wxJMPUShU0U0TryTw0ENnsQGr12N1Z5U3XnqJbO7+z55H8eBKIoVqlZdfe5XlxRVEn4e6XkN1ZX7q+U8TH8qQy+do11p4fSoj4xOcOvMRvIpAOBTFslvkKnvcunuDgl5nL1tB8Ev87Nde5O9f+1tCUoC+TJSOY/Dpj3+KuWNP8vbbr1BoGkiuTSKR4jMfeZL/8Z3/l1PHT6B3muidDs89/TTHD4wiuSoDiX5eeu08x08cYXJqhJWVbUxD5oG5w2zvZRmKJ9jJF9G6bbx+Lx5HYK9c5nMffYw+f5TD4yPk9RqaYOE6YBsWHo+EbdkIioTk3vfzuA4ogode20BMKbgi9Jo9IkNhrl2+gWkZxH0Kblugrz/OUw8d5Xuvfx8z3CNuqBRLLTRdRxEFfvorv8pTTzzE8dNP02lbXL90HjkZ4vL5t1ja3EH0ibR2mh8G0QfFf/rTP3nx4KE5GmaHO8tLNBt1xiam+JuXXkGUFDL+IJP753AbG2RUl+9duM6B/eOUanXiagzd0qgUanzpS8/zsY9+Hr3b4tXzl4jHw5TXKswc30cwFCCoRtAcnfTENIm+AQTBRZI9eGSZerWIN+UjFgqzu7WD3ZNwon0U9rKUy3UkTO7urYLppT+c4O7CIqrPy5kTp7l9d56f+8LnODx3GL9H5l61yFquwtRogtde+wnDoTijAwmeOPNR1LCPRlFjc2UBKyIwOzHLOxeu8MZ757jw/gWO7tuPT4HHTj7MVq1Iq9SkLxlCwcd6dZe3rtxmX18fRiCGKiv8wnPPU601Wc5vMbt/Hz9+5W1y1QYhNcpSfpMHpmboWhI1rcf11Syt/B7XlzcYTfZx8/YiD08meH1pA9O2MD0WhUaNZw7MEJJdSs0eG8vbyEEZSbPoeWwGEyM02022ClVEzWK70iQeCLOwvUK1Wsd2HB7KDNJAQNIMGlqXjq1RKLYZH00xGpU5GPJyYWODeCRJWHBRvAohySalyFzb2CU2mOFLHz3L6zcWkdQgsuUQ8qsUymUmR/ezUM2ytp4jFIySzMR45eoS6ckhJEVhdXMHvxJB9Sr4RZmhwShz6RE0QeBfzl2kapQZHsrQrBi09S71bhPRFQkEAkiqAIKAGvdy8eoCjzy4D1VR8EUjaB0Nr+KhaxpUG5uMJoeYTsWR+2RKzSa4LrbpIMoStmYhqQpu9/6OSPXLWLj4VAVdMwj6fRi2Q7FYxeMVeWdpC9XrYSSWZrw/zeLuFpnRYUSPB6PXIxwIsFS4x9ZuluHhCc6efZyBoVG217Z5Z+ldDk0e4h9e+Q7nfvI264UtDgtedrZyvHP+KmcfeZ65Bx/h81/6GqIkIwIzxx5j6OBRPvdUBy+P8/aP/hv1SpXhif384KXvkt/ZoVxukeqL8t0/+xP+9D//BW+//xJ/9ld/Tr5cpdko0NC7mIbJ2OwhAv4gO+vrCC4Yhsn25iaHJoYYm5niR6+8ysPHT9PFIT0+TjyZwsGlo5XRbPj77/4lb757jtu3rmE7DqIk4JVl6qUmWxu30Xw9FEWlWK7ytY+/wPkrF5ndN0HL1Ag4HnLFMq5js7O5xdhgmrsrS5RKbdpOi+3sJleXN5lfXOXqwj36UxFKlTLvXLwfCLGgRLZQIhGJEwqLCKKPdqNNJOTn1KnDFEslum0D02Oxkt3Fryjs7lQw9R6uA5JPQnQEXAdcgfvj2EWIqAG0hka71UVUPXhjKrIgkElGoecykh5F03VKlSaXF+6yey9PJ2/wK7/6CyxlF4mqUeKZMIOTZ3jwyCFUOczC/B0++6mnuHTuIg29SbXewNIdujXtwyD6oPi93/vWi7Ls4c7CPH5Z4eOPPMRLb15keHiI3WyO/pCK0M5RLIrUNYPZmSnevnSN6fFJWmaTkVSKifEMounhz/7v/8LTxw/w0k8uIKkePnd6H2stHdPosTy/ysBommAkBrLI+PgkrWYbSRJIpjLU9QqNUpOzDxxia2ePk0enWFnfxsHh8UePk19t4PMJ3FxbJJaKMTY6TK5aIhNN8Mijx/nuP75BKZvjwdkjDKXSWLpGdneL/kgMBC/j0xOAjOILcsPjYyP6AIs3/5mDQ6N4HYGf++hZ5pdyVPwWb5y/yAtnn0ARJBSvl/PXrzORCDE4NspGocBILM5wfwYEh1qnRrHdZHZojO1SkWjaj2b0eOTkKU7N7CfkEdBsk1ffewfBr6JKXhaX19E1g4G+OLKlM5aMExNE9iUyGPs+Tqi2wFB/lJVKhQYGo/19RPwKoz4PbUukYWj0pwdRPQob9SzDokrHdIknfNzbKXLm6GHGpg+QLZbZ2Mrz3IOHWdzKYct+fGcfRVtdYSASQTINRoNeJieHsBUvum3TaDbpAaf3x9nYrREN+8nIDm8srOLodQKiS7vnIgoC8WgIC4H3Lt5FjYco5UuEIl5kw8QM+NA1gTfv3GWhssMTRw4zNJDh1XMX+OjJI5QrdfKFMr6ID7sr4k+oKKpMJpLgxOnDNIw2YVlBVeM4tsHAQAbXddBKLa6u3CSmBih26jRqGopXpmfYuDjIIQVsEEyXZDxCX6IfsKmXWhimRU8xUWUFQRbptbrsmxzl4RMnqZh5thpF4v4guVyOvv4UtU6RmdEDzIwdJpMZwSv7ED0Krmvx3NmPsHjjDrXcDoVaAUVxCHmjvH31LqPJKKH+JE88ehaP4kPTG8heH1evvcrciSfoi6cwdJmf/dn/ieuLyyihCK+++xJR18tzj8zgD4Toi43wq9/+PX7t3/4GDz/2GT7xwhd49Z1XiMdSuJJLt6nTqu0hqX52tzYJxOP0DaQo5/b45Be/wLXzVylVqnSaXWKDGWKJNMFQjLfe/AG35m+wtHKLdqODaZjYhoXrAVGS+OxTz3Lj5jweJIKKl57Zo13XOPrsz6OXVtjaWCObzTM61U9/PEil2KTR7HD57iI720U0UyMcjVMutjCsHql4jC8+9QQLS1kikTDpSJSHHtzHGxfuYgs2kXA/5y5eQet16Jg6tXqbSrXG2MQkxXwJ0RIwsejqDuVsDUWVcZ37fVhqwofkEXAF8Po8YAmMTwzhE0FXLNKxMKIiYFgOajiI3jSYnh3h9qVFhqYHGMwkkENe6oUm8YiXTz79ed64/A7+sMrp40+QGkjiVxRmRuKoahQ5kOb9c28i93uJZsLUNqofBtEHxR/90R++eGBigq7TIxEJ0qrpPHhwnFuLq6T64qQHUsjYeMUa88Vt3riywOjICPfWljHqOuVmg59+6imyjQI+j8rf/NNrjB8cIROPsdHqYJs9XMlldHScL3/hp1nLbeGaNlqnQygawrFc9GKFVquNmlDQ610+96nPsre8ykalSL3RZmgkxW6+wtjUGIuLqzSrTepai1q1zje//gvc3VnizOQMVbvAm+9dodnq0dYsUCQ2c0WmkgN0C1nSU9N4wz7+6i/+EKG0RG5jG1u3GO8fIab12GzUWd7dIqDKlMtlHj88x9/96GWCskrdcRnOjHDm8AluLy2S7AthugbZXAVVDVDvtthY2WFyaJKHZg6wvrXL9dVb7BsY5d7SFgQdvEoQyemyvV3A61eotzp0bZe5kQxG10BzBYTGXTaqbWZ8HmpeH5sLWfaP93N1bQcxoNJq14moYSLBEMV6Da8aoG05lFt1Et4Iqakh6pUq2WKBMw89TKNUJZQIEI+lubW4gKdeYV8wxnZDp6F3mXlgjlarTXGzwPz2Hpreo1SvcTAYpuTpciocZsm2CCkKjivSMHRAYCASJpoO0O1CLBlkcXGLzz72GFLboKGoyB6VjewWQ8NpTh3cz5u3LvPa65f5zV/6RbL5LW7e3UTwiQT9Pkr5ImE1wvT4AF5/gGQ4xGvnLuB4TLBtEvEBZFXgb378T1xauk1daLOR3SNbbJDLlfGh0DZ13I6D7JUx2/dlqJLfw9zBBPlig55p8fynjnLylBezGaTd6hDrT9BpdDgST3Dh9ho+r5dkKExut0J1N4sudDl99DFEWcYjSPcrtRwbzejx3qUfMpkeYHt7g3bDoFRvcWB4gJPHnieQjPCxL/8qtUaRSChCKjNBMBzj4MQE3U6bSDCC4LjcXrpOSGwTD0Z447VzeFWJjuZhI7tJvlYkV6rw+DPPkYkP0Da7dDoVRgfTpAZSXHjnPOFojOz6OpZpYmgdxg4cYmd5hZmhGB3RpbhdpN5rEYv7iQQa9PlFNJ+PZDjEb33jRd6e/zE9zUUQ/rWVxSMwNZZi8d4G7XaH6fEJjICBUbO4+d4bNE2DYDRAvdHh1uVlVtZz9DwW0XgIn+rn2Mx+xsdH0KpN4rEohUqFL3zieV567W1WVrZJpfvoWTZas8fhw/uRPQKNdgOPIrJvZIT+RIIzhw/jC4e4t7iMKAogCgzGUrS1FpIq0dR1ep3e/SM5RUIQwDUcZEVGUjwkAj4+cuoBhJ5DrtfCaPZIJBIEVD+mYLGZ3SWWDFHcqVHW27SLHVLjMVZ2ckylkhS6BcKqn3ZljweOnGb50qtozTp7hSy96gZX7yzhWjbjyQF21vMfBtEHxR/8wR+8mMz0EU/GSPX1MdnfT7nd5vTsPoYPPUBwYpKtjs7/9+NzWKKPQq1IW2vTKbWYODiMio+pTB+y6MWRFXpKj5gcpmE08Tgegv4gX//5X+bZZ58nHIuRCYVYz+bwqSqfeeo53LbJ2ace5cTx07x77l2srsPSnQXmpoa4urxGvdZiamiYtmFSqZf47KeeZLtQZzDTR6Vc59lnHmJzKccP33+DfWOzHH3wBM88+hyBUIy7S1fpC3nxigEc0WJs4gHMdhejuMvLty4QD4QIh4I0uw0u57NMhVQW8wUkWeLTjz3KD95/n/5QnENzc7QqVdZ312k3W8SSPiImlDs9MqkozUqTeCTGTqFAdidHy25w4PBDDI3uY2fzLscmJmnUNSJemUalQ3QiwmhqkIXFTUYnBoh6JNY0nValRtIrc8gv8uNsi9WVHA8+OMNKucgTE2NoFpS7Bh85fZpr95YJeT1gi5SLVY7P7KNr6yxubNHu6aRDYWS9Qzyscmsrz24+y7NHZinXdGYPjLJUyvHsQye5dHuJjZ0CstdLJBEhEIvgCwlEAz5sj0TLUdjK59mXGuDMMw+xML9F17TQbZtaQ8Nqt1FchZJeJ+oLY4a9iCbYRp19B2e4tnqXKzeWWJ7f5itf+AQb2yuUyy3mV7eYmRsnlUoQj4YZHRzBNQVytV08Pi+ri9t85rGzhEMR/vbH3+fc9QvUynUa+SbdnsnpuTlurC1h1Sx0evdnE9kOyALdso436sXpuuzmm7RaXbwhL1rNYOGmjhcPHdvA1CzKpSY9EY7O7Wco3Y9hWdi6g5JxCKkRHNcg3T9Ir2exs7fG937yHZbv3EbQbN44fxlZ9tERTPLbFYbm0oQVg2S4n1B6GNPjYTSdodluY9sugqKyc/ddfvDaP/OTc//A/liS3UKRjZ0sRw4f5zf/999ATI5SzzdYXb1Hz7J4/e2X+e/f+a/8P//wX6m09njzx2+xuLxKKJpgbGQYej0qpRqKKtGs5lFVhYePH+DO/BYj6SFkWcCxLNqin4OHnubI2DSnjzyM6RG4c/MWlWIFF+7fBToum+s5BBlSyRCr67v4VS/JVIyOZjAyOsBmPo/tSHRbOjgwOz1KwONFFEUsy6VSLxPx+3BcGBxMcPPuKh1HA9OlPxYHx2V0LINruaieAJGwQl8iSr3aptapsLqZIxi2mMyMEw0HcB0Rjygh9Sxsx6Hc7uC4DorqwdFcJJ+HYH8ADJeRWIRULEizJ+CKXQrFJrMTB9nIbuOKNpbVIyh4abs95KiEqAioCYWYL0Cz0WHT2KNdaVF0NWIBhZPjY3RLebp6m73KEv5AP5du3SUSDGMYLtVi5cMg+qD41rf//Yuleo2psQmW1le4s71Krlan4DjcuHyRanYPs95gMp3mysZdXM2kVWrhDSgQEumZBtdvr5ArVyiYe5wcnaUidvmdb/4Ozz33LMdPP0Y4HMbjUbBtm1AkjmrpPPf0M0iyRHokgyJ7GOzrY2gwydLiMgOD/Qwk+jk/P49HkghHQ6jIPHvgFD45wJsXzlOttpAcuLGwiCTIfOVzn2MgOcb+/bNcv/QW27ubKB4VQZboWR0igkquts3f/eAfePnqdUTDxdZEumYH25GJeTzMjQ9yYydLKpkiE0sSTqi0mm1W7m3iCwUYTw6RTvrAtMlEUig+mSu7q5zZP01bN4nGIhSrFQq7NZpuiczQGI4nQLfVpj8UxXYMLs8vMSyp3Fjeoqv3GItEEXSdsOCSE8BV+vmnhXlS4QQnThwmVyyS7Ivj+FUUy6Je6eKYTeJeGceBXLmBqIAy4KXR0jkRizGaGeHi4jJdvcsDJ06xm92j6+lSNyym5w6xubTCoM/Pym4B2bI4NNLPdqWFIToookV6IMMwLvmWQ6lb5+zpM9zbLjOamWBPq6Fyvw9lJhpltVTm5NwsK8Usd++s8sihg5iCi2EDfoEL791E73QZSCfxer28cfk6bdfgsbPH8QteSrU6Q8kkF+7eRPZ5QZK5dWWBJ585xXopz/VrK8QzAcrlJqIogQwODqubu4iawNBknGa9SyIeQmt1MRsmruOQiIfwygoev4hX9eKVRTLJBMVqBx2NruxgaAay7eHIzBSdUhc34OX61UU+efYkV2/tEBtUmM0M8id//F+4+N679KlQLmisLqwjpTwEBgJ0HIuvfvHn+frXv8Hk6ByT+0/QNzJOtd1A9YYo7K3RnxxAkgRsG5azu4jlCnbXw9zcNJuFHk8+8Rj9Y8Nkd8rYPY0TDx4mE1DwKArLG9voNQ0XKBdqHDwwR7PewLR67O7sIjkmwZAfS7HpmQ62IDAzNsO+0UkCiShOr83IxASPPfUzKIrCnbVr/OEfvcj3v/+PFLMlPH4PSlhBCclICMyNjuBTJHTDYWyon4FQlEazjRzwUspWQbMxawaWbeNRJERELEQifi+OYyHKHgTVS75eZjoxwHuXbzF3aIqWrnHyxAyma4LhML++RiaRxCM6XL2zzJHpKXTN5sC+UTTbRAx66Ff9eBQvIzLVD9QAACAASURBVOMT9GydhtYlHPBRq7XxBrwE+v0IuktQUWjvtdk3OUGlXWMiHmZ4/BCj6SneuPw2fp+PUFTGqFmYAQFBBUESESUJSZCorTTQOybhgAdT9SAJEo+O7eel829Rsir4AilG+/u4vbnMxz71i9xbXKLZ6NBpflg194Hxu7/7uy8mB/rpSwzcf5FEHx5JpFarUKiV+cgDRxgZHqLaqlAuVSnlagQyQeS4gt12qO/WOXh0gt1CkYnhae6urPCJhx/h0NGj+BQPxWIWRQ3AfTsRokck4FVo90x6pkkoEMaverFxSSTSvHf1PILqcvnGPSqNJgPpPiTHg9cvcfTZs2zmFqnV2lSqdR4/dYYvfeITWPUqeqWEEk3QbOQRHZUjx88gWh5GUmEEWeZWboNXLl5mdXkHb0jENiXAptLoUNotcObRR3j1xnUeODSNz5TYyuWROiJFo8pocgjN6HD95jy6YFIo1vGLAoZmM3PwIN975R0OphM0uyBILu1Oh3ZDo7C5hT8aYt/IFFcXbnN3q0BQhKVShVAoyKGDE1S7BpFMP/PVGvuHJvjRa2+ghlRqnTqXLtyi63bZWMsy0p9iIhGiUOvw1LEZaLdwPBLjfX3UDIN2QycVS7LbNEj2+YlFgpQaBsVCnsMTY1TbOj7VS69c5XAyhCyrrFZrJCMR4qEgmtbCFB2ODwyxV61xfnsXSfRx7OABJtMxbq6voAg2Cja7xRqPzUzyg+vz9CSbe3u7eLsimt7l4QdneP2dqxS7LS6+f4vwYIhOXafV7rCytoWpWzQrHQ4OT7BZ3cPsWNSsNnqfRTVf49DINOVeFVESKOaaPPfoGd67cgOvX8H1C5hlA9eBQwdGSQ6EUVUPRstClCV0w8AxHH7mU4/TbInIohfBD7IsoUgSs2OHWM2tIXoknJqJ1bJ4cGKQoCtyc3OLgWiAjxyc5u/fuIAiijx4eI6X373EF89+hKWdbZa2szx15mEaYovxxCj/yzd+m+c/8kmSfRkkj4jkVZG8Cq7rsrJ0nlf++W9ZWF3l1IlHKZUL/OR7f8Xt1Zs89akniYoZfmbrDuaTz9PDQRAEJPf+h11r66xunuf2yhbtlo5jOYQCPvySzKee/zhXrl3DMR0i0RCOIDI6NMT2dh5/IITt2Hz5F36N4QNzDI5Mcu6NV1ldW+buwjW+/9Lf8P4r72BaNv7hEJ6AhKyIJOQg/UKU4k6VjeUstmtjCi5yF9JeP7dXd2jpOn7JS7nexHFdTMNC8ntIR2JYvR6BRJB2vYtXFDk6MYXeMTBcGzwWZ46d5MbaMkt3N0gm+wiFfRT1Ml23i+NIqD4vlXqLvj6VscExkq7IfHuXsBBlbWebwuYehmNj2j0OZKZYym0RC/qwLBvTsHAEAVcUSEl+Nsw65ZbOsdnD/ONP/gVFFEkPh8ltNnDDEpbHQfbcP9JDd8kEYmws5nAdaNQ7+IcDJH0hRFch38zz5IOnmZyYwPWEGZv7OJYrkUimWb53k1a9/mEQfVB8+/e//aIlWAwPDXPj5g0sR8Mwe7QbbRTVw/WVZa4v3eXW7SXq7Tb+TAhXFQmYCt2azlAmyUQ6jRySMdpdEqEQDbtHfyBALJkmFonS0QwUj0wsHMEjiETCcWxEfL4AHgE8Xj+ubSOKLumBQbbu5tjO79AzLKZGMwTjMbLFPEcTh6lm91gp5+hpPZ5+8EFSgxlU22I5X0FyoVjJMb88z/y9G5yeilPraSxsbGOaJsl4hnbTodqpgO1SLTQ5dWSWzWKe3d1tZveNsryRIxOJIVgSeETOHjpEU2/SaHQ5uH+QZDTJ7l6ZXa1GudnEJ8ikhuOsZ8uMhX0IshcPAuVqg57dQ5Aszr31Lr5UgK3VXQYH08SGE3S7OqIjsLy8hSz5yQxHODQ1wb38Gp2WQavSJhjzI8cVXNNF9oiUuxYxr0zU7rGmufQFVVbKbUDjwTOfoVPNEpIcVDWIIwns5ItMDPSRHkhzb2WTiOIge3zcyRexPX6G4yEigs220SUSjiKLDoplc3F5g/1j44RCIRTBQrMlTh6e4dLiPY6pHiqSxY27uzhxiUa2xf6hEQ4OD9IFJFHk0MwsXsfFckxsyUWWZdx/tTt6VA+xZIxMf5JOowuSQDwUoGN0CceDbOdy7EtPsJbbpecY7FTzxPoiSDK0ym2OnJyivz/OTrZIvC+C7QgIokR+u4xrgyiLvOATyDsumWQfptZAVhTKtQ6F6h7VQoOp0QkmfCpDmX76AyqBeJQTZ0e4dH0DS/LSkto88sB+tKbJYwdmuFUrMHtsP3q9TbGWwy9L7JQrnH3kabyqCoKI67i4loOLiGAa2B6V5cVbiGYXu9Xk8L7jjIxN8vQTn0Oo6XjCMXbmPs9QQiRXLuHxyLiiCI6D6JHYzq8DLtVKAzwgqwq/+Wu/RTgcYXHhHq5j4woOpmUxOBJmZ72EnBSQJIkDYxP8+Z//B14/9zIj6QE8osD6xi4ffeRxwpkwda2BWdaZGR3i8MAkV95fYHhwgG986ZPMzY7xybMP8eaV6xRaLXaqdfoTcZrtDj5ZJeBXabc10skYWrOL5AHRK1OtNUmHQ6gRH5ZgYfYEorKEJPo5d/0Kjx2bw7AMZsbGGJkYI5/dJqBGURyFsD9MYjBAda9DOOKnb3CEc69cxRYg1ZfG8nkYG0zi8Uo0nTYBjxdNsnlo5iCKx2V0MInqiDQwGR8cw7Hgh6+/iWH0MHWb8ckUus+ltFKmvdVGrxuEQn4Ojo1w4+IyidEotuDiGCb7xofxNAwCHoEvPXmWV+7d5kBsgH37H2B0cpLJ0UEioQjf//530NvtD4Pog+Iv/tMfv2ipEg9M7qdilGmWO1TzNXqGhd7QsAyTbrtLKO5HCsk4pk0IH4bW45lTx9i2quRzFX7uhc/w6a9+neHhAzx8+hnqjTrpdB+SINLWu0TCYUTHxgEc16a4sUYgHMQVPYiig2GaaIaJqvowuhVylSKyLHF4cAwTEUl1SCRVvnf+HMVCjZHRYU4de4So4DDZbrHQauC4BruVMrvFHLulPSxF4JUrl4j4/UR8Pq5cuYMgNwmHQzhdmDyYIab62djdu+9ksxUORgNUuzaS4iEeCrCyucudxjZRj5eKpbFdqDM9miaAQs9xCXsFRhJpNvJ7tByX/nSCnWKJZrN9/wFbDo7jMhbqx5YcOoZJtVXBaThsbefpGSb7j4yQbVW5tHCHynYTQRaRRAlv3IdlmAgmJOIBDnkEnGiEt2+tEU6H0VsaqUQcyRW5M3+dqCRgKgKNpk5LN5AEGdN2SMejJAWo1VpIkkih2mQi5qNPcvnBwhoT6SFqukZE73G73sQvezkyO8x2rkQ81kexWOKda9f59Mw03727gqa5lLUWAWQ+9sQj2GaPheIum6u7TI0PMtuXZK/TRVK9jERTyLZALBqkVKwzNNBPJBTh8UdP0rMMkn1h+hMJ9vWNsdcu4tguUX8YF5toPIiNy3RqlK3dLGbdYm1+B1VV8cZV8htlnK6NTg/LtBgZzaDZXe42Nb6YCqPHAgwKJjfydVRZxuiapFIJpiIBTMum0WlzdGI/l7a3SFoBCrUW/YkI6CIHT+5j8eYCjYZFoV7jzs1FBlMJbEVEEqHZ6pLsDzE+MnXfUmB0yReLVPLbNAsrXLl4npOzR/BHI/h9IY6ePEM01sfK7Sss7azy2qUf8vzJQ2zubbK2u01QDWK7Do5pY9sWCgqH+uNkm23y2RKG3uPso48zvz7PwuoKmtFFxkNfMko916BcahLwe5EMgbfefAfFr9A/MIjo9Mju5LANl+zeLtub24Q8XmqFFp99/klylSr/5nOf4PjhGbqGznAqTc+yuba6gt7uIgnSfQO5DHpDJxIOoPUMfu2rX+H2wjI1rY3uGAiCiIVFJp4gm6+R7otguTapvhib5TwvnDmNLxpkJ1+h1+owuX+ORrPO3PgoTa3D+St3OLZ/AksQWFhYxhuQeeT4HFdvLmBYOi2zzUYxz+5yiYdPHqDabnNgOI1lu2i6Tt3oko4OsrG9S9fSMAQLSfTQNxam17DQAw6u6eA6Dmrch9s2WbyxS/JgAhfn/lVD18GnCHg8Xn72hU9jDD3Eu2/+C4lAiEQqhReQ1BDf/Le/RKvWoKt1PgyiD4o/+o9//KLgk9B7Pcq7ZX7l40+xb3iAu9s7+FUflmPRNxKnafYIq0Ha+TY+VUEMSZQ7bZqFDh9/5lEeePxpool+Usk0SshDenCAnbUlotE4quJBtyxsHAzNJhD0c+fmTSLJFIIo4pUkeo6LZfYQXYFGz+D69SvEohGOHT/O4vI6nz37MXBKtDsm+WqV4zMHGRyYJOJTsPvjZF2NZlggu7ZJvacjyVAol3FlCdOykCUvgtpjMJlmJBYn5kugCw7VQouBRAyzZ3L08DRV1yEkBkgm+qjVW4Q8EqP9aW5vb5CJjHB4KMFuqUWuUUGRZAwcvFhUqhqDyRhvXbpBo90iM5mklm8gWQLhaJCx8RFCXj/FYhnbtKm323ziY2fx+VTm59co7dUxTBPBcfHFfcQDAYrrFYyaQXQ6jNSyKSMRQOK5w2PEBZmGoGDaNrvlKo8cngF/gJ6ny16uxXBfnJbVYa/cRJZFGvU6siKjxvpxegabjRpZrcfU6ABRvcPcwQm8iQSFQpXRdD93dnYYSaZpdDtcu7PIJ59/jHxLI9uusLVWZHZyFAEbzRTB42I4XYrZGo8dHuGd1SXGBoZotzus7WySSCYQHZFjEyN0uzp1SePOrSU2d3Js7e5RbNcQXBgPJ4klfBS0JkOhQUQZHNUhiA9/UEUJeIlnYjTqTQq7VeKpEMl0FMd06HUtTMGi3dDQGj0eHo3R39F4t9Cio7mc3j+F3xckk06ytLXDZCzK9MwEq9k9kr4A17aLnDk+R6XaYi4a5NyVNWxZotiqcmZuhkKtjixJfPTUGbbreVzB5d7iEgem9lOt7vLD17/D2to87914l1ZX56tf/XU8gSDHjj1JamgMn8+HJImokTi/+Ye/Ra5S4oc33+DtK+dZXV1m7uBxAth84rGHOXvoCGdPnODrv/MtVEWh2mzgOvDeu++wePseM0cOcOqhE4SSSZKRCJs767RMHU03cCWYmv4o6xvXqTTLWIKNY7hEoyrFvSrdVg+vrDDzyEFu3Z7n6eOniMeCXF24Q6VTJxIJ0+12QHFYuLvN4QPTaFoXo93jyKF9tNo6px79Df773/wRE0P9FGoN+lNRquUmqqTiQSScCrOZ22V29gHuzC+SDEa5Vdjg8vvzOEaPSDiC3m4yNvMke9kVEsEQOia62UPvGWiaiS0Y5OtN2nYLrd3j+IFZvvLpr3HiwBCHDj3MtdVbPLZ/lon0EC+/f42gL8x6cQfd08Os6ZiWSzCsEhkIkl+rIEdlrJ6N2TBJBPwUN+soARHXtJEDEq7lEI6GKGebTE0kqZYM/vq//RWF9Srnr9/h2q3LzEzOUtaz/OA7P0QNCTSrH+6IPjB+67d/+8VDcwcwzQ71Roftdo1O02I7W8AX99FzbEzJJS4HiPn8jO/LcCropaaIHJ2epmWaXLhzh3cvvsULTz+H6Rg4joUkKQheH3fuXOaNV99CrxT45q/9O06fnMaRAvQPD4PjopsGgiSiAEbPQrAtlu7e4Pa9JdJDCYSmw1YuyxMnZ/gfL7/B3fl10CzK5Son5k6Q39tDV+E7f/d9uqUyM1MTLG2u4ZP9NBs6MSfGr3/zt7l18xxmR6RcbVIpagRCAQajUegJ1FodhtJxAoqP1fVNJifTaB2B8aEUt7fWmDkwRVXXWN1eQ9ckKkaVo+MzREbjDMYyOIKP+a1VnKBN3dIR/RKtcgfJ56FT14gkY9xbW+fTX/0ZLp97jxOzs+xs5QioPq5cnWdkfIB6p4VRNhBFkcRwlGq1Ra953zDsGA4HpiaQHRFJEhkMBhFck8jwGMVGC6dnMxYWaNs+agUNU2vTwUU0Ieb3sbubI9kfZ2ZkkPVinU63i2k7nNw/hSR4mC/Vadr3zdHlmo4iSwzJLrdyecZHRpkZHKJQKuL4/Xi6YV74yAlu3VkiEomxm81zZnaO19+7QmY0yUq9wtzhSeZX1xjuixEQJPJ6jZ5hMjk+xsZWAVXy0R+OM5iKoxkGpXKVeCCI1jHwaRYz+yfYqBcROxJ+RaDZ0gjJXgwHxoeGqTYqdA2TUNxHudrAI3s4fnCaO7fXEVQRQRK4XG3z7l6diZn9PHD4OFW3w856jsGRDLLkIRP38c7tdUKiQFsQERyRibEhXnn7Iv7hCEoghCrLKKrC5s4e5VaVQCRAJhljIJQkW82jygpaq8r3X3+T9Xqe1ZUtWpqOEvTx6OkniSX6abbqWLZJq1EjkUjiV33800++i1brYFZ6SD2JuC/Ef/71f8f+/iTRYASP4kcWRTIjg5halUK1zkOnH+Txjz7NwSMHkCQPti1QLpXotDVK9RKiImF0DHqGRbGwhKR6CKgqv/XrL1La3sQGotEQL/7Pv8Cb69foWB1s08ErKSQjEaaSA/QHQ3hdh/dW55kbm2A9t0O+VkNvdFEVL9V2k/5IhFu3f0i3a7JXqiEIAu2WgSAKaIaB7JMwOxb7J2fZ3l5ndDhNNBxgcW2bzHCaeDSE4lUZSEUJul32KhVcQWZ5awvTMbEtk5bVYnuzSK9tEvZEePiBWQLeID2zDY7N/MIqd5cXefX9m1xcvsfczAG2ilksyca1HBBE1ISK7FGQPCKm6yIGBapLLbBtpvf1oYwFUf0KakDFm/QS9Pnwhn10ihorqyUkBTY3s0jKfZddvaHz2lvvce7C25w9dpjPfvqneOWV1z4Mog+Kb//+t1/0hry4jo3WMtBaXcp6ExeXnmMTjgTwmRLRZJB4KEow6MXnjTEzMcvdzXUW7q0hqhLdVpdD+6eIJQcQce/3W5gOL33vOxwYm+XgqbM88ezjDKaG8cpeLMdC9nho1oq4iDiChONI3F68R71YYa+zRygQxNRsdst7HJic4OKtOzx2cIJf/dpXeO29izz+8AGOzU7w13/3tziSxG62yPGZGSKJFLfv3uORU6fZ0nf40es/YHpkGgGLgUCSiekBbt5ZpuvCg0enyFcK5AotMOsInji35+eRZJPLi/cYTAwxEFXQ2xL1bo3x4SlK5QJ+0ctgpo9MvI8fXTjHcCbB2moe2RQwBQfZL/GRkyfZzOepF+oE/F4W785TqzW5d2+dR546DY7FxnqOerVJaiiB6VooERVLMLG6Nul0H6lEjEajw/5EgI1ai47Zo6CbDEWjvHz1FqNDaWSPh2K5SbFRIZXsp1aqUDc0Ou02jmvyy1/7CicOz/CHf/33fPlzn2dlbR3DtNktlykZDYJeL2eOHEH1Bbi0vEC+2qCou3zzl76B3qrQaFZYXs2TmprB2+ugaV2EgMqXv/A4Ys/h5uISO9kSjtdh/+ww2xslHn98DsdUuLu6Tl9fknS4D83U2c3lIS7Qr4apt3RSfVFGB/pZzedpNTS6gsDYvhHCgofhoXFaNR0pEuHpB47RdTtcvnIX2zRJ9IXY3SiTTsVxew7LyztoTR2PX0IURYxGj8nRIR44Nk55N4vqesiaJRJqgHAwwkqxjkfwMDcxzuJmDtfoUtN1kjE/+8fGcS0TRA+GYeARRR6ZmCYV7iO/u8lGtoy/L4jfH2J48ACmKbC1s4Wtm+DAZx5+DjUeARR67RqDg6MkEn14ZRlRFEgPDPJzX/wK189fYfXeCqW9Kv/rv/kGsuvS65nIHgWrXmd3+yJ/+f2XCaoBZo8+wLsX3uOdd99laXGZVrdFtV5mp7RNz7JwBBdLs/AgMjiV5mOfeJ59M9O0i3V8/VF+6qf6qG7A9dUsRbeOrbt4BBHXcXhkehxZkfFIEoZlMjY8SqVZZ6NWRFW8+CUZWfIgqyKtloYcUECAnmGRiPk4fmiavqAfJIWpiQweUeHgZAq9q2EaDoIrEQypzB0/ysLSMrlaiVQwhV+WePPqVTZbOSQHJgdH8KsBgoEYB6enGcmkOHJgBNcbRPUoiHaPVs9heXudSCLAnl5n//A4NxYXEaISPlHGqHRRBwO4rkDAK4PlYAVdrGIPWxKxuya9PpmQ48EQXPS2iV7RcXQXKQhW06LTtXBiLp26hmGaWK4LpoMoCJjtLp984TiDE4f53ne/92EQfVB8+/e//eLxR/dTyNfRNAM14kXTDELpIJOjwyiOzNOfeJZTx56hXl0HM4w3EiMoK4wnk1xaWMB1XOSwlwuXLvLCc5+kXWtw6fWX2VrdYn1jhee//CuEon2o/giuqSECkiDi4qB4g3QtE9M0cR0LI7vByuoGWCBJAmbPpVKrkerro95o8UufeYZuTyTbrPH4mRN86//8C86emiW7tU3R0NnM51lfXCcSDbFW3KVfDTGdmubCleucPvQIsqfLxf+fvfeOkiu7znt/54YKt3LqnBPQCA1ggEEYTAQmkUPOcIYcJkuiHimRlmQ/SZaeJC/7PdEKz7L15KdEWYGiKFIMMuNwSI4mAQOAM8g5dDe6G527uivHW1U3+o8GtcayLPnJ4l9P31p31TnfufvWXXVXnW+dfffZ+9o028cGqdXKXJ9aIOQPYAgDw1GQXYP2rgiFapP7tu/BcerkmxKOWWVX3z28NXOWWrGOJ6Tg1Ew6wgrt7Z381evncH0uqubD4yiUMxWatBjr6qZQqfLvfuFnOPm9s/T1dhJJBFGxWdvI8c7HH+D2/BJuE3wBDxY2xZkS0c4QP/sjH8enwJWr03R1tWNKMnGfl73xIC/NLfDo/oPMzi7TNE0sQDZMFtMZRFRlMBJhan6ZoztGEVadkZ33sm2in1J6Ha/qML+0BorEvmQH8YCPMzemOLB3J+n1DfpTKTraeugfGebW7VVk1UPA5+PQYAeTq8vMrRVwzRpRX5AvfetVltYy7NwzSrVa5bED96M7Fm+dvc79OybIFhpM9CaYW9+gXm7Q29bO+nKJ8bFugrJgj6agBvzkigZdiQ6u3rnN1SszyP4Yucoi27fsYHBohA1jgT19W1guZ1ndyDHU34Ntmui2hdVq0d3XTkesjfWNHACKqjCxvY/jJ6/Tk4xSqDZwdBepaeMNhLh+fYpoVKOzPUEdk3e++/3cmLnMru1bOH9pEsNwMWp1DjV2I/c1qTQsrt65TSiepInFzexm1umoN4mmKqwW0qhNmaAcQvJalIqrPHTvw8RTnSiyhCQL6oaBgiCV6EDzBRgaHuX6lcsM9PQSjQt2P/AAxTNf50P/8df5zNf+C986dpbsaoFDeyf4xmsvU8jnUTwKnoCCbtRpNppIsoRfVvD5/ZuZJcIqTxzcx3eOHWd9YZHvXb6ArZfpShxEwuHF0ydBFrg4yMgoIZmtvbuRjRIoKrIClmXxlyfexK/KzN1KMzjSi9sy2TbUz65d27g9u4w/6UcTEgfGhwgHwzw42IFZbXF2dp5YIEJYlYkkopRqNcrVOqbpcvHWdWqtJofGxsiaNURLZ2ZhnUNjO2hPRfEIDy42O8e24ZM0GpUqgZCGrhfRtDCZjXVUoaE3a8S7UyiSh3ImS81vQs2lZVmoiowcVFD8Arfm4vOqNIsGjheksEpjo46kKRAWGPkG0f4ItWKLVqlFrWpSy9UxmxaVjSpCUlD8Cm7DwrYtLNdGCJmB7ghFN8Nbx67+kxD9Y+H3f+c3P+n3e6iaJrVqA6Nl0p5K0Mw2SETDfPhHPk5bopuF6YvEfQHOzVxDqGE6ogEsSaG/t4OZlSUc0+XZIw9SmbnN0u0pHNvmreuX2b/rMJJbp294Kx7VR7WwgizJyIqgorcwTItmOY9QveA6XJ+8zrHzZ7BllY5UlOxGCUe2uD0/z0effgKv1GIm3eLNC2dZXpxHyH76RweZmlskpgWo0uQ9j97P+auT7N++nR969Cl27d7OzNocpumyc6CbWDyAbpvs3rmXns52NnIZOlN+to10c2FujkgwhONIDMbC3MnlCSoh4lGZarVOKtmFKrus5TJ4A14uzc7zyitniY+EUXwe7JqBIVkc2b2Har3O1StzvO+dRyjlSsQTCS5fv8mO7cOosso9O8cISD56epOslfL0t3dSKJYZ6B3i337kx6g2m/zen36eYMyPz+9jKBIhXWrS9PvxyypXpudp2Q0i0SCyJSOrKj0hH9fnlhhNtdPfFmKlWubWWpH2kILVdDl2/ARIBqv1Cu/YtZPr2RLLxRKZcoVGvkx7OExIVSiWskzs2YvHtGk5OooG0zPL7BrbwsxGmrye55WXzxCOBelIJCk6VXw+H3dqK9y5sUJnvIOIFkEzq9iyl5LepCMeIhnXGBvsZMzVabgGbUJs5nqLROkPuITb27HDGrrcxBtKEklE8CJz/HsX2bF9hLGufs5cvEa/5qOjv5vpG4sEUyHmbq+RKxQAia1b+okH46RXMjiyRH80TF+wg4uzc1jCIZHSyPoq7Dr0HNfvXCCTLXHm9Ft0dnYifGBuZBkc3kJH1I/VY1DMlzFUlfZ4lBulZWZvL4MswASrotM72M++rTt4+tkPcPToQ2zfvotqJk0y0IYnHOKlE9/lk//p/+Sl117g6cefRZEUbNchFk/w7W98lZHhfhxPgPNnb3CrouAiuHr1BoViFVWWGBvtZmkjg+sBIQuEEAhcwokgyBKNyub/Vgjo7UiilyxaeZOegR4eufcAOwbu4d/8m1/jp3/5l0jKGi3HotUyiKaCfOLhZ3DMFgiTSCCCa2zWJlpp1fnw4YfZsq2PY29eYFdPH+lCmWq5SiIVJin7GenppNZo4JNl3pqcZ2jLILlmDRwXX1xhdjWLWTWoywZTcwvUCzptPUl2Dw9w7q0pDOEw1jNMOOrHsjddsA1RJ6El2FhfZdvOMXLZIm7AwtZNblUXmFq8w86+DmbWV1lfzlCVm9AAWQKnYuHt1nAsF8kjY9cc/IpC0W7gh2JTgQAAIABJREFUyC6O4iJJMq7lEuz2E/eHaBqtzeqrDUE5W8E2XWQBAgXXcTdLTAiHe4dDlOsOzzy3g0BHksmbGeb+EeoR/cBLhQshZOACsOq67rvexv8u8FHXdYN3+/8v8MjdYQ1oc103enfsI8C/vTv2a67r/vldfi/wWcAPfBf4add1XSFEHPhLYABYAN7vum7x77rPSrXFWrlKI6vT199OU29Rzpbp62/j4EOPogov1y+eplHLcuC+RxkoFymmy9S6E+wYHGEwMs4Lr7+Bg82ZqVvs6OynK9oGjmCoq43ppYv4FYvGHh2f10c81UujnMG2bTyKSt1sYqleiuklTp8/zok3LqEX6wQjASQEXs3LSOco67kKK7kmNgn+6EufIZqKcCed4T1PvINatUY+WycaDXBv7xauzExzeO8eVNXLRtMgXrU5tPMAM7dv8vkXX+XgvjHW0nlyubMUy1UKeonWQoNoZIOH+vq5oOegbPHi+Yvs3b6LkTaJC7ebFI0CIfxYHgtbh7nFFXLrZfydPjDBNk0q+RrvfuwhHhjwUTAKqD6ZpOZncnkVIUlEkiFcVdATSVAutUhFVL75yvfo6+9mammevePjvHnmKr/+Z3/A6mKOew9tpVTSqepNyn4b4fXhyKAbDhG/h5Eto8zO3sEfD7E8u0ipXKe/pw+SEdSiTV/XIJO3p0mvbhDfepi9hx7CzC6x6577eP3YCdbyGdq1ABP9fWwNekjbDlqig3qxzPyFE3SNDHF7vUSroIOqEgj6CSUdJl/d4OBjOzDWDFRNJbteJpjUSE/mkVWJ+bUlkskwounQKVehabPWKGKYGocTMV5NVyjVKuQSEeq6w3DQQ7oBI/c/wBZvnNWihKjcoLCyzJpRJ6FG+Np3XqFQLqElNfK4eLJFkqkwa7MZVE3Fr6o0TJOwFsBuGtQ1mSd372NudpVrczfZOzrKcm2DtfQGHl2hceN1HNPlQxOPMu2sUsjXefn4We4dH8NXL7FQKdAfT6AqPtq8PhYKaXymSlyLUi7XScY7eOpdzzG+8x4atQyqLG3+x11B+9a9LC6dZ2nhMn/25S/SNFt4NT+Fap5kOEXdNLly9RLP/OgP4XckXEmiZVkYlkFv1yC9nTEKuRLVZotXTl8grIUwzDIej0Ig4aeW1wFBKOJHbsCBsS1kKy1+6hM/y1de+guSvZ1IKGxsZJmpLvDz//tH8asSwUCIBi5O2QHd4dziVTAV3rFrH7ZrIUkWipAZ0gSXZm8wMTpOMBpkanmNkd5OytUqEW+YiGJRbpj0d3SSqzfxBMNEjAZ+VcPnEeRyNVaWcpQaVRRVxkEQTAQZ7+pjfq1IW1eMiS1bqVTqLBeytKfaiXgkchWD5ZUF+rs7WF6/TaEiEfC6+Lwe7u+5h2K0hBPw0ypY4HEpp+sEPComDp5uDY8pozdszGYLYclUKw3UlAerYRL2BGi2yUiA23DRAw7+nIdcvoAmZEAgKWA3HQQWLiAUkBA886M/gvf1C9xZD/H04BA3Mq/9w8XhbfiBCxHw08AkEP4+IYTYB8TefpLruj/7tvF/Cey5244DvwzsY7MQ4UUhxLfuCst/Bn4cOMumED0JvAT8EvC667q/IYT4pbv9X/y7btIWm/5P2zRZmlxh9/AgSkohr9c4fuI7HP2l3yIe8pMtFjh58QJxf5w1VpldzfLUe96Fi8uzzz3BSy+/wYP3vQtVkTELGR5+/Gneev1Vnv/h9xMKBJmbvsTWnffiC8Yo5tZQZQWBxRunvsGtm/PkzDxO3cE0LTwxL+m5DSa2jOBgEQ4mOHbqIqNdHbx4/jjJ/hTZtTzbRob48re/g4rABbL1CsF8hq7eAbYPdRPWEpy9cYXx0X3Iwsv0yip7to+RXisx0TfAq9fOk82V8GseoskI+8b30WCD1LRgRtdxsdHLRablCOmNNY7cv5czF66ytlSiUCkjvv8blm1s08YXkPm5n/oYXzh5impDRhlO0lGv8K2Tb/Ho/bu5cWedLXt3cP7UeaKHDnPi3EVCmp9A0o+TNHm4Y4LL6/M8/MA+3jh1nve8+91cuHiWqtlgfKSf1WwF1zSpyhZN20EGzFqBTKFAt+NSr7U4evgeIj4/F6du4w8H6c7kCDgS4ZAfrwo77j3IF//4DJGajonMvd3dqD6VQCjGYqPOlblF3jnUhVmv0zM0xMpGDrkFpXqdvTuH+dSff5mf+ujzBAmwtFDm8QOjHHvrJqIOQpMROhgYaBE/siqQVImTN5cJxBUODA2z1a9gmQ5bIz4m3RZbEhGW6hJmIMHOHaP4nAbBsJe4tQy945j1bk68dop8OY8W8RH0h9iejBAOeFlYK9Db2U5QC6JqMNLZz9rSGm3eEFN2mqiq4ToCf8jPRHIrimRzYGwPhUyK1vzL9AyNkb54kw0nz8z0AprmY0tXD4ZpslDX8cs+ri2vUDRM9m5/N6q/QuXOKqoW4NDhCT7y3n+xWS5CAkVK0arnkIWEJEmEbIcrd1Z4+dJpmmYLF3BNm8984fcZHdhNq9VCRkaWJEwcFBmQJMxGi7prM79ewrFdIskQnYEEnd3tmDUHBRlVVYgkFbYnehiNdxI/vAVv3M+LJ9/gjz//J0QiXiQhIakOV2ZuYuNw4YWrmA2bcGeAH33yWf7kxa9RNl2mllf56ANHWVkvMtwRwhsOgCxxdNcBfuY3/5Qb02n8pkorBJFwAi2UxKzpVBM2IldHt13uFNboDIQIKz7W0xu0PC4KElbDxufxEk0FUT0KQ11dTM0t4A3AjvYtbO9VeelMC8tyaJUMPCGbXQNDrK+XaDTqpJ0K4cH/A63+WTQBxWqLnp5hFtfvEPJGmW2s44v6aeZb+Lv8qJZEtdygUWyQuCdBfa6C4vEiSxK2kKhWahjlFq4qY98x8GoqbZEQHq+MLAn8cT96to4QAnfziSEJD0KBq61Onj40SiLs8puffpnDjx/k+MnL/xBd+G/wAxUiIUQP8BTw68C/usvJwG8CHwae/R+YfohN8QF4AnjVdd3CXftXgSeFEG8AYdd1z9zlPwe8h00hegZ4+K79nwNv8PcIUdzvI6wFqJo1RkeGWKFMSA3ywDvfy0T3ADduXsGnqli2hVncwNaa7BrZx+LiDOdOv8X++w7yzFPvIxkZooWJ47oQaWN9+jJ7Dj3IlTPHOPTIu+kb3U1+I8O3Xv4ylewqnd39PPDoBwhYAVZmV6mbOo1yA0VT8WsahmpSrzYwTRuz0cI1HV49c46Rzk5ura3Qk2rj1uwsQ1291M0GQmlx79bthMIBju47QL1cp3d4B+lcBlsv4JVhx9BWNsobLG5k0L0GFhapzji9viSRVDvlXJ4L1yaZmBjDW2rw3h96nu9+/Vu0mQ59XRovv3qeuqiSKRRxAcew8SZ9WLqF3mgSSXXwhy+9gqyq9PXv4KaWp2+kn/NzV1jON1hPZxlUFeKRAN89+Qbvf24/2VyVN84UAJe8qOBBcOnaJO964hFefPHbJLvi+PFQKjXQy1UGOrso6TXGB0bIlbOsZQoIy6HcbNL0mtQrLep1k2SsDd2oUbYsjKAXfD6Gb1zhmT/5M7z5LBfPn+T8zCyRQCe3Z5d5eMDlxuoG79wxyv59h/mrV87wxrk3UQMRohGNxfUWf/j5Fxkd72Z2ZY1aocWee/aSrawRSUSoGib1bAULm56+BFIkwN7Rbbx6/C3i7VFaRoPpfI7E1hF6XZfegB9sBw3B5PIKE5aNN5JE6Qxjl9OkixbR1hRef5Ct7WFu5xboFFGKqs2luXnMukM0FQDD5b6+QWZLRY6fvECgSyNdKOOosHvrvbTcJlariRLwcv7qLeKdUcrl04z1beH27QVsYbGUXyUeDqF6VG4s3cGnq+wcDDK7kiegeXEMkzdvvkiso43OraP4w0Hqukm9USMYCmMaNi2zinJ3ReQIgScYYGZxmYFIgqGDo+zdfZTl9BoCgWHaOLiokozjWLgITFegAq6wUCyL/s4Yo4MjxJNxQkEfEcMmXIrhepsErTDPvv+H+M6pb3M7m8auXUZd9m7WT8LFq/lpNppgCoZ7xjl/8xIiIBMOaLxj/2PcXp3nnz3zKHuSnWgelV/7oy8ysGWYofYDOKgYVpPrSxkePrKbb33zHD/90ffxW5/5MuZAL+VcmUgkiDAs1vQG5UyBYDxEf/cAX7hxmYZu0dUWIxENIzxxgjh8+Id/kpXZSV5+82W2j2xmra9aNU5e1LFEjWQ0jCdqkpttIYwqLcWkKQc42L2fjeJXEJ4YtjCptHLMztlEAn7iHhfbMpFNBS3lBQuqlTr1FR0XF9kC4fHgWAKnASIoQ86lkTVQQyrCI6gtNagqOo7loCKjxGT8o0EaszoKMiDhYpMIR7n9hf9M4Nl/xaA/TEg6jV6r/0/rwd+FH/SK6LeBXwBCb+P+BfAt13XTQoj/zkAI0Q8MAsfuUt3A8ttOWbnLdd9t/00eoN113fTd9jrQ/rfdnBDi48DHASRZojy5xGNH9rBULqEvNdmxZ4SRUJhGrYxpWUiA5TgcOPAQ5ydP8tyHP4LfG+D0iW8ghIJj6+zZPcr5K9PIbAYhXF/P0Zx7haDqx8ZGslzmFhfILqzxEz//Sfw+P7Jj8cRTT/PSpTcozpVRIiqSCaZpIlQJCVBVD+GQl2a1xYMP7OGtM9dAk1lYS+PXPCxl0yiqyjsOPsgj+3eSSVeJd2yhvcNGVlTGe0e5s3yHSrPB3t37+MzXP4utCUorDR7dvR/ddDhz9gpRx2S9vEF7ZyfLaxkc1yZQyZJfKzJfTbN15yALG8skEgn8Pi/Vio4kS7RydwuUKQ7rS+tsv2cH0YDGGxcvE4moLM+t0R8Pce7iNVQUQlEf/pyGT9VR/Qrdw3GOqFs4cWyatv4kVAMYZpUNPc+WiUEK6c0iaUNRP15VsKaXKK+UCEW9hLxJZmcW6eruojMcxDQtolgMJ2LMlepcW69RFnX2jo9SLhS44Gsy+fEP0dHRQaC7g/vKI9xcW2d3Vxcl4aU3HqdU0/nm5z5PKhhA9cVJxWOcOneFfClPYiTBaraIceMSn3j6eV4+eZYD44OcPHsNRfUxvnOc0f5uXjh5nFEtwfTUbWqWjqEa5NIlVrI5bt6aZ3SkB78coLMtRckUjAyOUjab2GoDu67hOhni7UOcevUKLcuhqZpsDyW5tDpLf7IPvxYirknsHRrk1KVJvn72IomtUbSRAF4UUKFa0rkzu0g0EqKtK0HQF+bZx7Zz+04VzfWRCvhRk3FKkzXK5RadiRCux0tEDWCYLvMra6xmy5TLOr/yyZ/j1XMXaOhNZFWh1TDobm9neek6Pe0DyBJIrsBi043j4HBj9jq5ZpGK2eCnDj5GINnF+kYGFwfXEriuwDBbm/nzHBu1ZTE1dZmi3kTVFCId3fhUHy4u9XoD7BaZUoYdOx/icF+YRmmear2MIwQyglAwRKlS38xCLXxIooWEIBoN8xPvfRetgs7qYo6XTrzK4/t3sbC8xkg4Sa5UwlQkZpaXaFn7Wcpk0LwSUb9GvHuI+v0G/akoW8Z7efPaJI/vHCdXKII/hq1azG+soxazFCtlelKdDKZ6yGeqbBse58Kl62QbDXKlZU6efYNdA4PEYiHO3rqN5HHwBoJ0OyEaisqDo9u4Zs7SsBqU7RJJ22Z6dYGmx2DqxiwBj8qRjkGqIUh5bQq6ghACf8xHs9FENi1cj0S4L0ioP4EsDAiCU7Hxx8LoeovCQgWraeE0bbq6I6RFA8cWSELCNm3MrIFUspCFS7gtgVmtE47HUGOdPHs0RaR9AVPeDuOHOX/p3P+cEvw9kP5RrvK3QAjxLiDjuu7Ft3FdwPPA7/0dph8Evuq6d5Oy/S/Cdd3NteXfPvbHruvuu3sgEFxdWiKfKxFIarx5+Trrudymw8uxaRkGqqriCImeSDduw+DOlbNs3TKCkMEjewgGAkiWQdNs4QAeLYwmy7SMFi988Q+5cuUMn/rUr3PkgQmatQqSC0aryme++XsU0kVUTcan+TBMCwmBgqBcryKjUGnUCbUHuZleYsfEMKqmEE+FEQi6+ju4f/s2dm0ZJJIa5J77HyDo9aAoKpKQ6BsYIpqIsJEt8+2TL/DcQ4/R7+1i4t4RZnIrzKaX6e9L4dZcuvraiUUkVpfWsE0P/8+ffo2NbBHFL0hn1xkdGKBZb9Db3k4g7Mcx7z4qPygRD/glZianuTU7R34ty1GPxc8NteFKCiYmLi7Ts2kOHdxJUNPYWC9SW3JYmSzxife8i/c/+xSKRyXuD3Pr2jQJLcx6tkRXJEYxU2exvEE0GqB9MEa+1GRmZQbV6yHp9aE3q3SmokxmypxZWmXNsBke7CVTL1NuNdBbLa4UqjS1OHXJxu8NoNkGkgOdUT+TC3M89fABdEtnMl2AhJ+NQoELN6Y5ct8e+rs6qGZrJCJxstkyjUqZVCLFX7x0knvu2cOOnUOkc8t89fVX0VQv05OLZCpF2pIRGmWDiZ0j3DuxlUePHGB1LcfaWobRwS5KxSJXb02yuJzh+sIab165QLkZQZSrDHfGGEhoxBQvy9UaW5LtxAMqO/qGmBgaZSa3TkdnB6Zro+HDj8yOzk4qi3WCqo/+riQuEjYuuXSOjTWXzt5+IsEAQvFgtpp093VQNuvMLG+wvpqlRA0BVM0mDd0gGgli5Rsc2rkDv6YRi4Txaz6K1SKvnDiOZdubu/uNFksba5SbJiKQoLd3jP2HHsIyTT795T+lvLqIrEiAi+0aCATCMrhx+XtcuvA9rt+4QkcihuuRMCwbGzAsAyEkIpEw3njn5ntVtcZnz5zlj7/zCkL1IQsXhEuxlEcgUFQv+UoJAUiqimva/PmLr/ClN0/SaFTo62+HaIpao8mnv32cX/+Lr1NtNPHiYWopTzwURvJrBFQNnywT8Kj4VYXnH3+AQrnCdK7O7UyeNy9eJpFq49l3P8xo/yDbewfpS7UjsNmyY5iIauG0bLaM9PHG8WPIjoTq9XDqwk2UgMKRBx4hU86ghDyY1SJnz1/GE5Rp2AbBQIBj1y5z6tIlrl66Qa3Rwu/xIaIawtapeGMkowqyJcCykD0ySpuHYJtGcFsYSbJo5E1ibQGUbj/NSoNWs4ndsBAWKChsrFaQUbEbFvbd8HdJKDiWjYNEpVjGtFya1TqynueGM870XJVK0ebofUla3r91av3/jB+YEAGHgaeFEAvAl4EjwE1gBJi9y2tCiNm/YfdB4Etv668CvW/r99zlVu+2/yYPsCGE6AS4+5n5+25WSAIRVSikK1TKdTyoeDUPX/j6F2mZNrLqwXFdms0mjUaD77x6gu9863OM7dlPtGM7zt0ccQKH/ft3bl7Udehrb+er33qBdHGKb554ldde/gY1s8Gff+M7pFcv8Ev/4Sf5xM//OC9/5Qw2Lo7uUE1XAGiZJj7Ni4RETzKC7CrIqszBoW2s5XII3cU0TDyqQkoLsX3nFsbGdqFpIVzLxLI2I2Ec18JwbDZqVbpiXm5OLuDXHHS5xolTl+gK9aAagtnFNKlUjP3tAzz4wIO4LgxHvBzaPo4kCSL+EAktQt2q4dVkDNvh6AOHSXQlGL6nF4GguyuOYzqYWJRyRX5oa4oKXn53skATh5AWRI16eWDXBLmMy/6t47z2+iTnLk4xMjJAKKjRqmepNzfwRj1EI1GqtHjykUPUzCaZfIkOLY5RMOju6ma0pwuP4yHWEaasVykbDhMewUR3nNnFHJrZolwt8WB/H5Prq6yl0xQW8wRiMVxZwhfQ+KurUzwx2M6FTAEtEOaTn/ocnYkuDk5sZ+bqPMK1KNWLnD57jY1SkXgyTG8kynPPPYNVWGVsOMHTRw7jERbzt9fwaSGO7r2HSq7Gg/e/g0Pju+hLdXPk3gPUdYOcXuX64gx9nUmQBNGAh/Htgxzd3ceRAztJtnezsLjMaCxMUpMIxeIYpoNP87Jl6wBICg/ds4eZ2VXu5DIsLK3TUpskRiJYmCxey/DqqVvU6wbr2RJvTd5gNbdEMphCDXrp6klx8uxZFldyVI0a5+7c5Or1GQb7OomFYyyuZxhOdvL8+57gx97zbvZPjLFzpItKYYkrZ6+h6zqlcgXLtDBMG1Xzc23mGtViEX84ycjobmKpboQAWXjYPjCB6vGQqZV49dQr9Pf04ToGxfV5Ll95k5sLt1CiYdSoHzng48D9R5FUGQeXjnAcnxagaTVYK2RZL2xQzOU5d/4MtmlhC5u1jQwOm2WShHBIJmN3awtJBMNRhIBgOMTOLbswLIfvrSyymMtw5c4lYskUg0PDdKSSDIz0kOgM8803v4cB2C0HwzQxLAPTsri2MMPi4iqDfR1kchs8dO9OfvnHPszR8R2cuXaLVq1FLlckvbzMcH8PkulwfjpNf0cQq2IgmQ7D/Z0sZTYIyArlXJ18fYaB8Q6C3gC+hI9f/tjzDI8ME5UlpueWKTcaWMLE8UgIS0W3bG5vlOjSQth6i0w1h+ORaTRM1KCCVbFRgir+podmvkVsLER1vYVtgSIpqF7f5mZX06FZqWM3TOyGgcBFRkJSZVx10wOTDEgEIz62DYcQgTB6vsTpr7/A6ctTfOW7v8P1epjk6D+OU+0HJkSu6/5r13V7XNcdYFNcjrmuG3Ndt8N13YG7vO667sj3bYQQW9kMYjj9tku9DDwuhIgJIWLA48DLd11vFSHEQbHp4/sR4IW7Nt8CPnK3/ZG38f9DCFkgqzKSpuDX/KzNbSBrMhYOxXIZIQTS3XPaYnE+8dO/QEv14AqBx6NSqzVwHAchXDSPDM0WTj5LX3uKYETj+GuXqWcrXJi7gY3NO5//CKqvj6WpRaxSHa/mxci1aOl33XGqhGs4NPQWy7kMq+k8CAdhumzv7eZjTz3Dx9/zDj7+gXfjUWUMvcbNm7cxLRtZlkBS8fj8CNclU1jnu8dewK3p/NlLr/CB9zxKNV/nA0ceIapFMYVFJKrxvkfvo16rcnsjzwvffpGG3mKtorOYztPRkaSvO0Ff/wCpQIotQ0MIx6JcKCIjk57NIlSJdKlMe38SB1BUmXOWQo9h8qMT7YSVIFW9im0Y5LI5MCpkKjmiagDLdJlfTPPZr77Oqyevkkq2b6bjbx9gNb3O0vo66WwRV3WYnV1FbzRJz6+ztpGmv6+DA1tHiIR9JDUFXdhEFIXxdj8lYfH4oYe5li1wcHyc3R1dfOCxJ+ntnyAg+zGqZX7m+XeSNmyy2RKlcoWPPvMkajjEl158hbauGB7ZQ1Tx4AQUZBQePbiL60vzRG9c5K2VLMdPXmB2+iaZYpEnn7yfHW1tHNq1hWQkxFvHXucrrx/n1uI8G4UKt2cXyWbz6HqTtbUKqpBpZfKU1nKonhQR16C8tkJnZ5zp+UVOX5kCITCtKjcmb3Fo6zhPPX6UUrVJWa1g6Tb9fV1srOWRcGkaBh7Ng6IqtMoNFFVCr5ssLGaYW5ijZtY4MzlJZ2c7c0vzXLh0nemLSwz39XP++hSKR8bCpZCrYRkNvvjKMebSy2RyDc5cn2Hrlglsy8I0bVzTplHIs3eon7jqkuroplkv4bibYcSuI+HzawjJZXRwkGy5QtmscPyNr3Hu7FsUmg3CySiWZWFaJgIZB4dmrI+ejn5CgQDpWo58Poe4G4rj4JJMJSlWdBzh4pg2EhJeTwBbCCTAp8hYpg0CfFqYUNCPCySSCWRVwaP5eNezH+A3/q8/5Sc/9vtsHeji4I5dFHJlQhGNxcU0i5UyutNEVnx87+YS90xsoy2cZKy/l1987zP8xHueZKx7AFXdzNytmDKRmMbhHb3oVgNNDRENeAk7AlME2blzC6vr6yxnMmiah5GxDurlMk5RZSzURzjiJxaI8qmvvkBt7iaWbhCJhvFEZRyPYCSaJDkewJPysVzIoOsVNMVLJVchGtTwBlQcHERMRmlAPl3C0+1j43oBKQCRNh/+qBejbCMLGcfZDGwyDRvTtEAIbMtGWCCEhCwEifE9VKs2uqcPs1GgY/cB/IqOYxcp5avcOv0linnjHyoR/w1+kCuifwg+CHz5rjsNgLtBCr8KnL97/Mr3AxeAnwQ+DcwCc2wGKgD8BvCYEGIGePRu/++E67jYpoODS8s08US87B7awd49u/iLr34OcBFCoqE3WFhZRPME2bPjIBfOHgMXoolRcC3eeuMUH/zQT/D1r32FL3z3m/zzX/xpNtJZtKifUFRDMl1aJYPP/M5/5JO/8guUcxWqZpOm2QIVhArf9yTKHolWqUlTN+gb7KbZNGlLRRGug7fVYqR7gNMXr/HYfXsol3SWKnmu3jyHbZo4ro1htLh96zxnz52iO56kv7uXf/m+p9na1cfE2CCagCcfvYcOzYcqK7x5bRq9aTGeirOeraB6VDLFMqpHZtf4CKYlSMWCoFiUmxW0QISVQoZauca+iR14UTHKBhtrObwBla3DvZTrNb5bqPFfZtdIN4qMdHRimw6T2WVev3meS9fmNsU9GaNYLjMy0oZeMXj4vgOkokFy9QrDwQ7kiI+PPv80XlXl0UP76BvoxjRNVMXLjfl5ssUWummTq7QohXv4q9srRLoGEI7E926ew2ya+GJPkrEsatUKjcIFhBdCXg/tA90slmt87NBuPvD4I8iJAf7gC19ndGyI3lScfLXGSHcfMeElKPu4ObvOU/fv4nPzqzy4Y4xQW4Rsw2U06GFycor9Tz3Ib//hN4iGOpiY2ImmKfQn27iydgvXhXqpSX6tQk3X8SWCYDWIprrQhsaYreh0tsfRnBCryaeJ1PK8eeYUr124RUxS+OrLrxGwGgQ8BunJdVBlZNVHWyqKbMgoqsonnn8nW/sGOHrfPvz4+OBTj9Hf14tZq/DqX51mYXGd7lgnz77zMcaG+3jowG5OnTnPxmyOk6cusrGU4eaNOTLLefbt3MvIUBcjA72M7hjmzOmz1PNF5i9P0amEuH/PXvZYHLb9AAAgAElEQVSN7WHv1i10t/mxzRb1VpV8dgUXG8UXwHZsDu8+QlsgwdjovfiDXcRScZqmgWm5eFSVWCiO1+Ol0dApT13g0PZd1PU6pm7h0fzYZgNZSLQaJp6YH1dAd0cMWRW4wiUQ1LCRCaoeDm3txxeI4OJjaSWDY2+WAPd7vTx238f5D380yZF/81vkjRRmdZI9W/fTkUpSLTcobTQ48sh+suUaf/nSCeazC4x2xsgV8vyn736bkzeuIjwK5WqNaqVOy2oR03xMjA2RLpdYyegcHBpmOVdmOj2P0y4RDbrk78yBCjYyrx27SFm38QZkXjzzFm/cuoBu1phcWqJQd/DIQSJRP/l8kZTQeG73Q+SiNh4hoQQstIBEJhhhublGVZjc29FHV3eMiCdAX7SNXLpE+0CcalpHiSqEYn6CHh/RoJ9ubxCraeNYJrggy+rm/Gc4fz0XSiZIaojZs5cIYqHYORoNg+XFM4humWKgSkO0qKQLeP/71/z/IIi3zfn/v4bsVVxfWwBJFUgIfKqHeq7OR//ZD/O5b3+FDz39AXo7Omi0DATgDXUQ8HnR9Tzbdh3iN/7vf83y4gLZdI5AJECtvOljVzQPiiojRVRc00EywTIs1JQXVIGLANOmlW3g4GLrFpGIhqqq5HMVXMuhcyjF4V0HyBbzZHIbvOPgXnqjMQrlIuFkCt1p8tlXXqZlWNy/ZYJnnnofzew8SihJObuC6vUjedswmi2M2iLxUADXcbgwNc3ZqUXK2TqBgMbesR7eujlFs26R7A5xZzKN6pE4um2QLArChctTt+nv70YgMzk1w8TEMPFIFNNqkimXmZldw6cqbBsaJL1R4MjR+3jl1An0skF/Zxt6rcVIXw/Hrl7EwsHWHQa6uhCqw/jAIKulLLGARirchd5sMLN4h3gohOpRyOWKPHb4ANPzy9Qsk6nJOYZGepnOLZJUo8Q8fkzDprMjjlopcGxyGY+mYpnw/DseZnZxHdU1GelO0NXZT1hxcOMhNEll/tYktiPzzQtXuX59BkmS+bmf/Cgvv3ICLewQCaZIRTTWGnlU/KTLOSRU9o9v4eXXzvDEwa28Nn2b9913mBNX5gkIi8XVDfr7O7i5uIAa8VDN1QhGNGrlBu9/8givn7zE3h2jRP0KSB5cG8qWg9nQ2dKV5IunThPS/DzU1caaoUPTZbpQpm7q2EClpCNrKrv7xqh7DGTT5d7RnfQOtHP8+Jtcm7tDV2eSvrYBtICH1948wwefeIR0Lksy2kl6Y4m6ZYCtoIVksuUqb524BEDfWBd+1cvwcDu3ppZJdSZZTq/h6C6JSBR/p5/KkgGqw4fe+zQnrl/kI+/7cWrVMggXXPAEoni0MJn0Aprq59Of/l3aElHuPfQ4L377L9n/wH1U6iUalc0UMooqY5otwoqf+7eM8/L0FTDtzZgts0ElV0VVVVp6kRKgodA+MIpf0ziy6yhaTEYyGsRiCf7y+BsUK3VUVdCdjNFqVRCyxdJSg5/5yMeQJJAkB8UbYmNtmbDPy8/++5/HKpv4oj5CWoKOjgBXzk6TXsn99TwRiYf4+f/tA/SFfKwVC0RjEVYzJeYXM7w5N4NqeTh07x5Es04zrKFn1kinC7T5FSIDg6ykN+hLtBHwK5yeuoYS9dGwmhwen+DM9E0SniheE7a2xSh5ZE7emUI2FUyrRv9AD44l8FouWb1MR1Dj5lSag/v2cSs9jVOx8UX9dAzEuDm3jGtZyB6VQMpLTPipTZVZr7TIzWexLQvYLEgLEPB56e8JsJRrYRoOlmniU1UCqX5Cmks5t0oLUCJe4n1RogE/Zt1Aiga59JVzF13X3fe/NP/+U2aFTfzKr/67T8peBRAIx8XUTdSQgpAlotEkJ0+/wc5t+9C8XgzDpFrJE/Ip+LwefvtT/5478ws0avqm37y1uVz1RDx4fB5cnwBZQvJJuLJAiXsQ8ub3uuamd1uoEnbNQMgCS7epVXQk7+aCNZmM4dd8VKp1ltNrhLQg7eEojtUA1+XYpeuM9/WxvJYB16EnFsAb6eThI+9mYu8DXDhzAr8vgip0DMdPtZJnI1dEKDIvHTtLqitEuVijikFPMkqxVWFltUBXewSQuKPX0KsV9KZFvdGgtyNFtVHlwZEBCrZJoVjB9Xho6SaqRzDSNYzVMmk5Fj7TYKNY4+DeHczOrTDQ18lybh3JsYil4mTW8hheG7+iML+Sxqv6QIDlmFiOoJQtUi5XUOMKq/kCpWqZlUyOy1du0TQNltJp+ru6qBWrhMMxVldX0ZsWK3UdT8DDvi1DJCIR4m0JWtUqjuuykc3iC8YRqpe45qVZy5M3HRZnV+jtHSAU87G+nufsxas88ehhnn/0oxy/cJyATyNfquP1+zCaLl2pLq5MTpMMhDk3N09bMMqbF6ewaNDf3kGVFg/u3sLVmXnCPj8t06KW05FVifPnbtG1pQdJGFQqoGpeorLgTnaVS1MzqKrKWCxMy7DoiUXxqBoBr5d90RALFQvX51KtNjB0g0giimqqIJvs2rqdnT19DI4Ncuz8WdqT7bSFfHh8MjMLSygCtm3fTkuvs7pRY894Hz6vYHG1gN/vo7+7i/mlVVIdEXS9SSLo5egDo1zKLTE+NESpUUcOSXg1H+vFLEpI4vbibRpGnfTGIuPD23BsG8u2qGSWaGvvIxZNEAhF6Ohs49L564xu3UokmSCXX8e0LGRZxjJNZFkwnAwTwcPnXvgGxdU09XKFll6nLZQgGI1Q1svkGnXu2b6d8kqNPYOdxFIpYokEM9PXUSWVqt1go7JOo25iOg71lk3UazN58TYP7t3P0I49SLIPXA+zF07wJ5//NH/wR5+hsF6hVmnwwMH9FOpZLl6ZoZje3Cfn2A5CErQaBjOFVR7Zt59GzaBoWeQyFfbvHCVX2owOvJNeZFgLUpZMFvIbPJQaoIoPq9IE22JqcYlIZy89yQQHhoaZza9zYGw3s+vzxAJRYuEUw21drGZy+KJJ0nNL+EJeVlbz5DJlmi0Lo9VE1FTaezpZKq5gWTZWwMUWDhu5DJbuoIYVHJ9A9cjY16q4CgR9KvlCA8fazEAhZBVcG48q07fnISIhjVY5h+GCi8AxdRQJHr5nGz/+z5/j9VfP4eiAaZPf0NFCgo2Z7D+l+PnHwq/86q9+0hP2YOsWQpVQQh40n4+Z63NMjO9mbnmOmTs3uWfHXizbYH5hkZOn3yAU6+TUqWM0ynWELAhE/MiqjDekocgCSxUomvrXwoMscGoWjvP9laj717zbdFB9MrbjoGgydsve3BPh2JTKRZKhOHm9wvpalvv3bMfQW3gUD1uHBslW6uzauYMD2x9haWmR55/7AOFwBAkXRfWykb6DLAT5WoFPf/MFHty5g//K3nsHS3aeZ36/E/v0OZ3DDX1zmpk7OWEGABEIEASDSEIiRZGiKFFUcMm70lqrldcq19riUlrJqi2pvJZ3LdOULFurQDELDBADiDQAZjA5YO7cnPvezvF09/lO8B894Pq/dZXg2q0tvlV9u07frtt9q873vd/zvs/7POmIxaXFJY7Oz3J0coyF5XWWl/LMTc+SCYcIJJViu0Y1X+d//5Wf4vsLy1TqTWIxk8nMALbjIOweqmXgNDskEjGsWBhZwNhwhuGBJCLwQYGxsQFS6QjX31yj23SZnp6g2qoh50K0t1qcOHMMRfZ56uxJvn/5Ott7+6SiIcIRE1WzOJhNsLNbpNXzOXpwjuNnjuDjo+kKphJiIBnHQtCTFRxZ0G7ZGJrGXlAnHY4RNSPEJQGSzg8u3WJqcgxd1lFo8fyba1iqynOX7+CFVc7OzHLk6CiLS9ucmRnhyy8+h6d7OL7PcDRCkw57lTyJhEV5s0zN6zAzMoxlhajbXQxFoVSqkUoleP7ydVKJfv+i6wks08SIa0hhFUOBAIWwJ7i7vYsa1RjTwkznEpixYVqNKkKSUYwQpuiSNC1Kns+lpRWy0RiF/QpG2qDtdxmKpijYdfJ7u7z/kUeJWnG+/Pffx+41yaTTrKzvMDU6wka1yFZhnd39Co8+fA5ZkijvVUmkDFZX99BCKpMzo9y8tsSJM1PcWNjmxk6eDxx/kis37zDoqzw0Pkaz6bHfrdGqtwmFNQIpoN2zefLMu+k5XUKKjKqH0YwIiqqhyDKxRJqLL7/EyGiKWDjFXmkH0etRyG+wvblJdWeXcqXOvd0tHN+l50Ol3qLhdtksFNjOF/BdQdywOHTwKMMDIyxt7rC/t8/ivWssLt3jyq2r/OAHL3Lv2h3alV0KGxus373LxZevUarUWFhc4NhUjv/1//gD/uR/+xzP33id/UoVNaajhBQmZkdZ39hka63ASC6F7Yk+y0yWuE+HoFW1cRWH00cP8bfPvcDqboGuD5lUmrVCGaUDXUnh6OgwrUabnVKDcw/OMTic5s3lLR5+YB7ZtRnJpYmbYYqtOg9MjvDG+iKB65NNRYjEDTTD5bW7N5jNTjE8OUItX8BQZFRFwa07ZNMxGqUmtVaL40ePsVraIQj7xPU0pqXR6/qE4gqGrqEVBD1dRm272IBjuwS+jywryIpCZizN/to6n/xnv4E7+AD+3jUkJURMdnG0GNXwKO944r28/L3v0+7ZdGUHzQA9pVG8V/5RInq74l9+to+IJEUi8ANkRcapdzHiIbbLW4TjBvWqzXgux1/9+y+wuLhIsVTi6pVLQD8BeUqAHNdR4hqSKRNoMrIm4Yt+9zYQPvg+alTDEz6S8tbN3U9GktantaIo6Kk+W05WZGRDIWyEcEWAYarY9S4PHT4Evouiq/QaDYqdDgoBktzjO7cuEPM7HJp/AEWC1MAQr772Er/7p5/nhdcv07Id0ok4O80Gh8ZyXL+1SDgcp9t2OHt4BgmfJj6KFxAydZLxGN+6ucB7H3mIuyvrCOGjqTot28bp9pjKDiDrYYqlCqoUcOfuGq7qgC+DBEWnzlgiw7eev8SHnniEWrtDuyVIWGFqio3oeawvbDGUHuT68hK1cpN0Jk42myWuDXDi0DjlZptsLMOxI6OsbxW5V1gjK0WpVhpMjwyBH7BSKvKO+cMUyjYYDo7iM2il2CrvMxOPIY8YFCoKP/PB90G3ycDBEYqlAolYGqfbQxEB1nCMaCJBtdREi8ks7+9x/uhxQq6M1xMoRphbNxdxTZkDucN0uh16vkO73qbecem0bHwf9FEZFZ2220ZTdBLxGBOjQ3iSS6neZDSeYjdfQTZkEokET0+NIgIVJaxQqfY4N5klGlLZarbwhIeruDx7c4Fys4c1EAZZorRfQ7Qc/I6HlYoRN2IcmRjj7vYyn/mTzxHSVI4cnUN3AgZzA9xdWOZjz/we2zvXeOz0A1TqFe6t3mVqcoxiwWF0OIbrC4YnU9R6bWiC8H2qpToLG6tEEgZ5p8nyZo31+h5O3cETHr4UoGkKgR8Q02Vmx6foCK/fAPc6GJEEvh8gyxKXr7zMzTvXeOl73+PezQV6rRphzQJ8bCHY2SlSrTdp2108AwJdwhMeVtSgbXdo97pUW21uL93j8vXrbJf22K+Wqdo2bcehZnfRdBXD0NF1lbBlYKViDA6nSWcTRKIW1+7dRVdCjIwOksvmyKQGGUylOXl0nnOHz3Bn8Tau5OMSEDYMpIiE23KJRi2e+cAj/MJHP0AqahHWDXKDoxwYGabrBoRDBkdmJ9hs7jESt1jZbjE3kcOzbd64s4LTE8QiEcYnx9mvdmmHVcb3ziIdcajWCliyzoOTc7TweXNrhxdfv82Dp05iuAF+1+e9M8NETJN3TUwxGxvi4tYqU9NZaj0HNA/P7dLxPfyeT7PUYGAwgrfmEc5ZSBEVFx+l5tPqOnQ7PQLfR5L6VZduS/DjTx6mYKfYvvMaByZi/NqHD7E1eJzBmESssU40McHyygJeWzCYMvjtj72Xc2qWv3v99j84Ef3nRlb4TxaSBAEBkib1k4TWTySGGaaVbxGIfi/nS3/3ZVp2i67oIoSLFTcJxVVcPFRNQdIkfPFW46+fYPz7DCMI8IWPJzy4P3sT3P8ZiIBe3kayNGQNAilAiatomRCBCMhmMxyaOcBwIosPtHyHkGniCo9YMsXU4Bg9R9DqVPm5p97Hna0CNy4/hw9UahUS6STxRAxFUxnLDaCZBrcWFvjmC1fRNYup4QHiyRBao4bp++hCZbdYo1Kvc3BynHqxxbUrFwm0gP29Irc3VsgmLWbm5qi1uuzVitQrdSzdYmJigEfOnmNzvwSeRDaR4NrCPT702CNsVfI4osfx2RGsuEnY1nnozBEGxtMsbqxxIJnEbnRIJ1JMxEeZHh1lK7+NbdtkR+Ns7xfwNJdAC1jY2OLA9AQiCBCBymAsg5C6hCyfqYlpxrJDBMKjXfcwVZ2Tsyd4/NRhYkkTw+2xt7XO0OggjXaXwXCUiYlRNFvilZsXSWRiJLwYCzc3qFUbaHGVetcmNzzI3OQQY1aSF6+8QtmucXRijJ4UoGoymqmTTSf57Kc+zd7GPnEzTqFYJRGP8ebyOlu1MkK47JSqHDg+xs5ygYrdZLFQQnN90rpO0e+wu1Nif6NAvdZgu1rl0r086WyClmvzycceRxE+iqowfWoaSZPYr+/TKNX52ksv8/LVGzz16EOU8lW2SnnsThfJD8hkMtQqX8fHoe00MUM66cwgF2/eZn4uw+ZGgeFUhlq5zUx8jMGJcTKJNIGAnt1FtgNE3aVi1+nVHRxbEAifru0QaP2t5Luvvoyv6UgSqIqE6DkEnofrOly7e4Xbt+5QypdID8c5cHyaUCLCfqnAbr5EOV9D1WTMeJhwxkLR+9RgGQldUpCRMBMmQgi6dhfFkpEtBVdyaXValIs17I5Nud5gv15nPV9mZXmX1ZVNlje3WSvladMlwOHe5go3Vha4tnCLjfwya5urpKIBshxw8ugpZiamiGg6B3MHGM0O8fDjJ/ntf/wLqLJKr9lD6Rl4jsduKU+x1aDTrVGpV3nj+gItu0M4FGU4Fubq9QVA4tzpE2iayqmZIZZ2tmjZDVa3l3k9SOJsFBB1hZnxOb5z7Sa5SJq93SK/8smPcNQaRHgGzXqX3ZbHUHyIe+0KF/e3yMbDZK0ko5kUTbuNJ8AX4OKQHh6kLTo4EzJC9JDjKlE0AslH13Q0TUZRVSQJfNfFTIZ56Omnqd67yqS2Sy19iK+WnmL15hZXbxbZZJLn3rhGJhPjEx8+zf/w658iOnSU6Pt+4W3Zf3+EiO7HZ3/ns59RwiqB31dZcHsuKPzwObA9XNtF9ASuEIweHWby+CjxXIzSTl9PNQC8lkAy+qfDt0ICnHoP2VDBD/qvKBL4Ab4fEPjg1Ry0ROh+PbqfsAIRIOkSftej3bWRgoATh06zsLbAoYNnSRoe9a5Hvq2zvlNkeX+NlcImY6ks1xYW8Hs9pEBi/dbreKLH6FCOudwgiwvrHJseJ2amGM9lUcKgVoqU6z3imUHWaxXqnQrH5w9y+uFHuXnlJql0guNHDyMFKslYjF947FEKzSb7TQ8lEjCeGcYXDvlSGUU3yBeq6AnQ1ShOs8d4NIXr9EiqKl1fZeHeBplsGt1X0NA5OD3OaiGPLQccnz3CgBGhLjfp1GvU212OzE6xtLHPwfERvv6tlxlMRAn8gIGRUa7m7yL7LtPDozQ9l1a5xd3Ndc5NT5FOTvH+J85RbncQazsoYZXF8jqZIMRauczB8TGW1u6ylS/TVBRcRzA7MkHUHGF8PMIrF2+SmkyRkiPkSw1Kok4yHqO6W6RUbRLgMTU8yOLKBsLwUHyZufEMX//eFXp+h6fPP0AHm3qrQb3XJRA+vWqPwJDYXShw+IEZ2q0e0ZBOVAuhayGGml22DY83FvN4isTxo0OsbVcYSyc4MD7OlXuLyJ7E2FSau3c2kA0Jr+czMzpC2W1QKjbZ2t/DiOoMDabYahYZig0wlkpw9eYiM5NjLG9s8u9/+YN892aBtmizsLKJlcgyFFHIZKNU6z0kp0cyZuArMo7iETZNLE2n7fawrD6hwI0pNFttTDOEaqj0fJfXLr7KueNn6boOV+5d5d/90R/xvef+jrXFG3SbXQJDITc4xPZunv2NIr7vQ88npOlIfkCg3l8ihoIkgSxJtOwuiqXg9ASapeH7/f6qWxf4vt9Xi7YUREsgiQA0CRSQLBnF1AhEXzWt0+pQKlURtotvQK8n6PR62HaXmwvrXLl7i/WdTRLZEKPDw3R6dVwhaLRsUvEUg+koNxaXSKcsTMPk+r11MskEuUwGRTGIJUx290uMpUz2WoKpuUGGR3IU83XSUYWq3WA8NUixU8ApKfj2S+x3uqhNl0jGYiiewgiphFSJaqWEU6lxWPWIpZPca1QZlXzSyQFicY35eJhXlwpErDC7lQIjQwP03A6e1x/z6NkCzw4QIkCJSWiajlvoosugWmE6toNuaEiyjC4rTJ56F4OnHuQb332N8uZ19gsXmYzDzs4GUqtI0Nyl4Xn8+Ic+RL4TQrbm0Ho+X/rSX/2oNPd2xb/87Gc/o5j9WYVA+EgKaFEdT/hEohaiJwjHwyiayrFH5wgZGoEf9OeIDJV2vdOvICt9Gkq/JyTh1R1c4fVhsB+gGGofEfk++OC3BKLp9MuBRj8RShLIuoKsSPhdHzWm4VQcel6XWqtOs9tkLpek7Ros7zRotFpMzUzy7sffxYULl3DjZ3jHgTjLO3ukDZWN3T2uLi/y5uoSw5ksh47McffuLqoO6/t74MuUW7BbKdKRHAYSCZJhi6X1TYrFfbIjA+zt59kr1hkeiHPukVO8+Ood9HiI3cI+A9EYpUabICSTGxyg3m5haSqmGmZ0dIRStYamSWg9h5Ij0AyJ7GSOrd19apUWqYTK3YVdOr4gEYuSDIdZ2t/inQ8+QLvTZGJ0hPXdKjWvSFazWK4XiSoW508f5uadReYHxmlWe8RH41z4/mX0eIjTpw6ytVZme3eHYsXmyESGiiz4/uUFzh4a59buTt9ML1AxkzGq9TaxsEVuNEu+3KBZ2afeE6SyMS69eovJwSHKdgXP9klEo6zWCsxmBjkyN8Gzz1/CykQIeoJGz6bh2exs7nF8foqV1W0KcgfdlihXGmhIYCgoqERNk59+/CGmR8bZzO8T1RWWqz2u7JaoijYVu4WOjCtJ2HYP2QiRr5fwfYmdcoUDE9Pce3MdSVdAgaHBMRrVOs1SE6Xn9xmYo1nazTZhBfaKVdKJNGfPnOdr33qOf/fdV5lTAwbe9bvU1y8QiwT84Noduk0HFFhc2eLE8RN06FAqVJgdzlCxW8RSUTzdJzxgUSrWcLoOsirjuT6+DvVyi29+5ZtcfO0CO4Vt/CiQUNm9vQeGwlAuzb3ry4QiIbrVDoHjoSsaIVNFNlQkAtyeh2apBEq/wiArMp7f/59Ey8EXAZIi95WhkZCE/x+ujX5DVkZCUiUUQ0E2ZBRdxq07uC0XLaHj3y+To0hIhgx+gGsLhO1SbdhsF8pEojFUxUDVAq7dXeZdD72L+dEMTjSF5NoEKgwPDyDjUS2WcRSPB8+fZm1xh9F0gv1yh518nqlckou3l9kslBkeGeHo5Bwz6RQxy0RWAgxf5c7SKpYv6O43MCISkSDMfqvOZCDhC5VkNkFI1fj+rdu0fYnv3l6l0WpRrNeQojohNOyeTSBJeG5fxDnkawRDKjISXSVALjnIvsTgQIKW6OH2XGLRMJICyUETPTtBvPsGtq/iR2VK9TY/96u/xfzpYyRdmD2Y4NDsHFMREy2is9d2+fZXvvijRPR2xWd/97OfUcNqv59DH6VA/9Qlei66qeNqPrLZd1lEU5EUUERAgE80FaNRaREI774atUSn0O4nnftNzsAPCPz+AorFY9iFJqLXbxpKskzQ9VCjeh9N+QGSApIi9x+6TMKKkjCjKIrCjdtL/PxPfZRSqc17nnqEgUQCRVLZLG1gtPbYbuzz8MET3FvfYqO2zejEUY6P5nAcePHFNyhVqoyO5KgUa5S7NU4cnCJhRmk1HebnjnNjcwnhCibGRqjXS7Q7PfAl0tEkr1+8QkdAs97G7rbZ3i/3SQOSTqFaJWJadFo+qaxFeXePYqPBkUPHSUpd7u01GRwdo9SqcmJsmLsbWwwPDbJV2SMZjlAVTQIkhmIZUhGLctnm9cvXKbfKSFEFv+2yVSjR7TlkEjF8JWC7uI+QHLyWj1BcYugsrG0TS+j84od/mulRnaVSge9cv8EnHn+CaGyQzJDFQDRBvlxkKBMlv1cmX68jBwbJAZPbm4toQuGYafDynWWSk3HmB3J84Kc+wPM/eJnH33GKlc1divUqqhEmgs/gWJrido0TZ47x37/7Q5CUsHsGU0MZtusVrJSF5/scOJPj6OAo6kSMS0vLjJ2eYfnNdapNj67V5s0bq4wNDTM3Osh+sYphWWSzCXQ9QrvSZW1jh27PYTtfoNPqEUqECISPb3gcGJwkZEjU7Q5qVCVihQlLOvMTExT2GyTiBjs7eWqBzQfOnqHQleh0b9Op1Zk7eIC5qQmi0TClQpN3njnJcn6LVtlGRyM3GePuap5o2KQtHOrtNoEClqUjei7le2VEuUskFUZIPtJgmJ7v4fY86nfL+J7P/NFZGq0OuiyBoeJ7Pk7HQXge0aRFOGvg6IAUIGkKCv05oU61S+D7fVUAXUb2wWsKZF1GliQkQ0HWFSRJAglkXSJQ+saAcsvHb/VJSJKhIEdVfAXUqIpoCWRf6vdiNQXf7X9GIHwCP6BerxOOaiiKgqbJXLh2GUML02mWySQiIPloZpZWU9AUDilLJqpZrFerbG3scnd9hSDQ2WyWGRse4PEzD1JvNoiGVTygFw3hVLu44YADp6ZZXNriZCKGHo1zcXmFmeERbBlUOSCUDPMX332NjusylI3y/jOzdFWdtBGh5LcwJI2G30NyQdchrJnIugx4iJZLOB7CSFhIpS6drsvg1AC9lo2vwOiBHIuLK0tStmIAACAASURBVOyUbmONP8DW8l0kAhwvYPHyq4wlJhmbNTg7mEDSksgDx4mEYJgSf/43z/6oR/R2RRD0T1bcn+Xh/llL1hQMTcPT+te9eo/lm1to+H2JETwUTSOkyaSzsfuEAwmn3v1hEvJtQb8/5OELj/FMhvJmEZ+gP7ekKUhI+K5PN9/ul+TozxhJmtL/JppEsVhhJ59HERod0eXvvvttzp09hO8FvHr5Gl/82jcZjc3w5sYGKS3M9Z17vHLnOgPxQdzSPt1Gk+dee4mB8QS5gQGWNlbwFTB9CyEcZmZzeJrg+dde4IHpeQ4NZejaHUqlOp4I8ITLbrmIroaJxyOEYxFGB4c5MzNOoMsIzWNpY5sBS2V+JEVWDrDrLWZnR3n95iW2JB0hHPxek/3NPLfXtpgeHKFht5jLTVCs16it1CjT5Pz5w/zgwjVaooFsKBRKNY5nDxCEVBzXpV5vUijVWV/ZYyAep1pssbGxy/RwFiWXolFq8b6zD1Gs77JabrK5tM9vfvAZJocjGKJIUtNQ1BDnjx+lpfjk98u0haDSK7O0sMrB2TlaisOleh1VUSjmq9iOR1Cs8fCBOS6+fo8xy+RdZw/jiA6aFebw+DTNcptfy47xs7//R0QVC+FUWFhe5RPv/zGeefRhBuQ4d/9+p6/igc/gcBJZeNxb2GR4OsVTDz/BzJER2naTqt8ELaDYrnF7eY03rlxHjgf8q1//FL/9S5/gj3/rl5FkCUX06f+FzSKeFFCoV1F0CXQV3TTRTI10JkM2k6Le7JBJRMhlE6xXysQzEZZu3UYKAn7wwkXy+TyvXLqOGlbZLu7TrrdxsBnMJXn9jRUc22F7I49l6qh1F7fUo1cXZOIWoXQYbcKkLnpIpoLbcVB0kG0f3/NRQiqVTp1Wo0693KKdb/ZN7I7nGHg4hx+XqNRtfFv0bbjdfmnarQt0UwXbR7IDIgkLRVPQcyaqqWJkw1hZEz2h97UXRN8mwi8JPFsgNPDjal9Ci4CAAN92Cez/IGsjA25dEAgPRZOx4mHMeBg1HiJfqrCRLxBIEmFLoxHYNEVfsy0zNI2wK8iyQI1HkUMqLy9d4cbdRbLDKT71M+/nmfc+yaHBAWzRoUWP/b0aL1y4wpXFRZauXOPq5hrP376D3+xSabVxtID81g7vnM5hJQaIj8ywYjvQchjIxfnlM0c4nxuluVpGUnts1ffRNJUKbTzHxw+g4/jImk48k0Q3VVRToVNyaGkuxnSargZby3uIsELsUIJu3GdwPEEocNi4eRXNVOkWewS4mHGNkzMKZybnmDr1ISZmDpK01wnUOMbQ0bdl//0RIrof//J3+qU5RZH7Mz+afB+VyAQa95GM1C/baTKxVAzoS9b7wsO9X3ZrVtp4wkcx1H6fh/uoxg9+yIpzbIee7SDfZ81JgOf6/dSjKbi2ixY3+sN89xOb9FZfSfiohkI8kSBf3ObBkyfY2CyyXy5x6sgBxoY05mYmub68xLXba9R7NlkrTjYWwXFkDk1O8tKtW2SjURQ9QkgOEJLLvZUN7mxsEg9F+OTDx7m5mWdtt0LUDNETMlEzRL5VAUlh/tA0Q9kcaq9FzOniJ+OYjoLieZyZGWU0N4HoVFner5LOxhFOD0Oz6Dod9soVarUW40MjNDst1ot7tFyb2cFx7t3b4Cc/+B66jqC8XeTpxx7j6KHDnDp5nlu3riIUibMHZ7mxvkG3YVPpNZmcH2dnZY/yfo3TZ4+weHeTuaEs29UKicEUVkgDx2N0IEMubRBIMqphcP3eNo4WsLh0j7HsECHN4COPPUwunUIafz9HQ0+RjDQ5cWqGB8wIX79wFVv0iEfDXFtfpykc1vL7xKJRpofniA/P8fDMMOdnHuLgJ36G3bV/w3ItyvTQBK+8co2Hz5/mS1/6Pts7RbLpNKalMBxL8u4T76BX7iGFJCqVBiurqxho3Lq1xrlnfoLFxduM5FL8xic+wnsePsUTJ47gC4iYMj3X47kXr+J0BYrev2fncuMU7SqyodGtdAkkl2QmRaijUek0GI7GWN7dwscnHU+wup0nYyaIpkLsbBcYGkhx+94a89OT1FyB23NwFRlXs2lWHXRdwqm7HJyaoFCq0MWj13NoiR6y1e+BqrqC7IMkfAJFolftb9qR4Si6IlNcLxNOhbEUHV1SEI5LEJYQPbc/shBVQFOQTJluodtHLIaCnjAI6TqKBk7PRXJ9AkVGNTVc4dLdtvvrU+3L1Ri6RhCVCd4qg/e8+1JdfeQU+MH9axmkgInBDHbXQbU0fKXP1nPrXZSwiqTLtHsOlqJTa9dY2t5ju14h1K6z3yyw0Wxgd8t878XrxIROImyQTcdJp4dZ3lqj1bU5OnOG3c1VpiaHWNzcYHToANVGi+1KAdHqcvPKGr4TkJpNUxICuwTDrV1WVJljMRMvFMWM6Piaz42tXQq2jdPx2G41OZibZ6+SJ2TpcF+OzIoatPw2rbUOVjaEKlQmjCRb1/fo4DI4P8RDD04wPTXBwp11oikTFYd6t0ngQTxuMpyNYqRGeLMq88ix88jhDKaZwIhkEIFD0wvzl3/2uR8horctgj5i8YSPaqqopoZiqni2iy/8HzLh+hQEmbWbm5hhHRcINLmvtqBpqJpCfxQMdFPDFx7SWwoK9x89IUgOxwF+mKwUTUbSFHzho2gSvVLfeRIB7zx7lAlzCE3TGRhOgy2RC8XwkLhx+TajowMcmR5lMBnCcSJYsTHWN/exRRdNU1FCESIRk7Ahs7qzTcTU0SyFcrHI7aU17t3dIKQZnD98mPefP8n/+H8/ixB9X/rZqTEee+gorgCEzztPnWA8PURcFiTCMerhKGNGiAMHRxG+Q9qM8I1XX8Z2IRePsLRfpN11Wd/aoVq3iSVSlOp1HK9Hu+YzmZtCt0Pc2VnmyYfOcunOdVZurdLs9bA7Ff7wj/+UL3/1q8QTQ0iaC4GCZRmopsZwNkV5o8zYQIbIRIyg0yWQFF64covBMxm++Y0XuXh3mU7gkx2KE+gKu9hs1qq848xRdncKaJqCJ0E6bZG2fWzpPLvX/5qDc8/y1E88w1e+/BKrtTaKojA3NcjCxjYffuYTHJyd5pM/8T5qlQ52q8psVsfTdFj9Itd/71N88+v7fO1vvsx3vvsStm1TrBeJ5ww+/TPvY2YsyrVLq8wNjPHyhcuU9gv8+OMP07RbWHqItfwe48dGefGrX+BXf+qD/NzjjxNXLRRVpVVrYEZkJB8MWee3/9lHCfz+PSsBs+MTTGRzOKUWA7kUld0qPoDkENIU7G6XXGqIg+OzDAwfIBOJUG832M1X+K8++VEm0zFm5wcxLZliPU/RLtGwK+xsVrHtNrnsAAdmJ6g2msSz8X65CwlDUoEAQ9ORkXHx8U0FSZMxJywUVSaZSNEoNfH9gFbJRvgewvNwXB9hC1QBUdMAJES+Q3eljW5qKHENRVPwbRcHl57w0OI60VwEbA97s0mv1CXQJSS9b0IoazKOLXDrLp7t/fAAqZoaEhKKJqOZKiHT4LEjh9CExGa+dL+UJeHUHAIpQLbur2Eh4dZ6lO0mGiYtu8NWvoKtBQwmsjSqJdYX9xmLjWCmcvh6gss7a/ztl7+BrlpITYekKVPtNnj16puEMxa3Vq4yNZ7jYGqAwzOjKEmVuSPj7OWbHFGTRFUXNzdAo77NrtQmcOqMWiGCRpeHcgPMJAbRVA0razEzPISSUUBI6JqMcHwMDITjMzCTQ9QCIprJysY+bUdgjEfZq5V5x/BRpgdG8fHZK9ZJxicZz8U4OjHA+flxfvb8w3xoKsKvTnbZs2VWt1pUuhJ3GyG6wkFz3x4/oh8hovvx2X/1O58J5yIoptqH9tEQvvBQfQnvrX6NpvywdhwAbs8jFA0hC4lQ0SfSVZhMZdlt9Q3jAqUvF+QJH0PTODSfYzAbpytc6qUm0GfovfU3ZUVCUiQk+q/JSMQVk+quYG+7gG94NOwOQnTpyT6OJtC9MBNDMRxPoVSXqNk2N27d5sPvfpB4LMvhQ4e5eOsSFgrpRJxk1KJr6+w1S4TkEJIUEFY0DNNAV+K8fvcmsXCEA1Pj3FpdRNcs9HKRlW4VX5JQY8PEolHeXMozffo0MculuL2LpcioVgRP9nFcQdNV8EIylWqbU/OH8ByZQrOCJCQOH5yj0xIkoiqlQpX0TJxj8weo1Nts7u+TScd58PxJ2q02Dz14nNSIycX8LcrVBmdnZ/j+C28gKRL1/SZ2q8NOocyvffrnuLR0BzvaI5OLY6wHvOPJx1hZXiec1BB1hzeXC1x46S4nD85hqZCbzJGOZVhYX2Mim2P+Yw/x7Bf/gpOz01wpG4jCApGwxcr2JjNTEzz/8jUePHqAv/ri13j64aM8/tQznMzOcOPeLYZHhtnd3uec3eTmxBTNkk06GqXZccjni7xx7TajB4bp+AK7LaOqEslsArfrsbFb5d5mnnylSKtpU8jX+Bf/5CN89PFHwQ/xxRdeY2V/j4HBJFWnTafapdnrWzhnYwme/f4lzHiYTstBNTTOHDhGuV6gXK8jJRTyi3lOnJrHNFRUWaPSbDCUCLNW3iOi64wPp1jZ2kdyBBuVGm3bptJusV2o0amDikRGD/Oen/15Lrz0AvFsiKFcknurO3hNgaVq/Pi7H+H26gYuHlK4T7axQjpB20cID91QiRgGe6t9IfyQpeOrAYHkE/gevgK9lsCxBaFYCNVS+wQDt09ccFwXzVLRLI3WZgvXduk1BSAhxzQQQV852g9QDRXp/noKNPmHgsYSMnK/4M0DB2cwDI1ffOBRLiyvUG218P0A/y1yhC4hC4nOXhuv7fbFVa2+CLLnuwyl0jR7LZp+l7sbO5RWa0yNTuM7bXTRIWYEhKwET5w7SdSKs1TcZL9eJ50cYvTML/Hm8rO88+xZ7i5uEdY84pEk0fEEGU3n+sIGRwZSJKZH2dypcVJTsHNTWL5P/PRZXrlyiwEzwuXKPncbZUazA7y6eBPFlVBEgISM6RsU6xWMhI7vO/TqXRIJi85ana7wGZhI4miwU6pxUB3ljeISUUMnQGd0JMr7Tz7JA3NHGZqeZGr6KczRA4wkwyQtB7fbItzbAwkSkTCf//z/+f8/IpIk6dfuq17/Fx2KIqOaKoomg7gvOqrJSHGt/4yEqPeQ76MfCaiWWszJWbItHVPXKdbaLG/v8+TccVQUYloYXVMx4wbj8xn27RZdIZgfyAAS0XgEoN8j0v5fDCD6p7qp2TFOnn+QzOwIk7M5RL5HgM9EJoMsYNSco+MXSafi7JbavHbpNW7eukM2EiMdiTGatog44AhBUQhsx+PO5j6TE8P4UpfZyUN0hUO91WF24gAzh5Kksxk800MyVB49eYJDM3PkexAxTd4/d4KzwxGy5UXOz6bJJQKQNLY8l71CHdP3eWNlA1dRWdnYZHEzz/zMQWKyIDkeYSg2TEjTKe9WET2XkZlRQlGLuBeDlsybd5dIZfvKBd/5wSvkkikuX79CTIRRbZl/9IGP8q8/9wUmJrJMTOT4yIffS2Y2zcijo7x45yK//9/9T6hCprPZIzQTo1XLM5ALk9HT5CsNbi4sMz+Zo1IqISSJoGrz7UuXODF5ANVU+Mof/CX5tSoXLlzmlW98jb1ym7uL65x54AQTc1NIssROt8mZU/Oghvirv/48X7zwCv/Nb/0W9XKVK2/e5vlElp+Iv4tuEKCGFZ5+9wnOnJ7mx95xipMTB1m4u85AVGUinWY0O8rM6BizM9OsLm+QS6SZmR1n7NAgGys19qoyz37rJY6OTrF4Y50/+Ld/zUapwkAuS9Fu9lU3AolwOIRTd5A1ia3SDrvbK1TtFpImEctFyMxnuLq8yMlEHBGA6HnYQmZlZZ3VrS3sXg8zrvC929dZy+/RsgUeASdGZhnJJfqssLjF6huvcnz2ACkzw2TcJKYZzM1O8LMf/CBrxSK+8NF0laDo4dYdmo0uPeHg2P2ZI094vKVtqekKbkfgCK9vs6KrhLIGerbv9NvIN7HrXXoESKaKW3fo1Xs4dYdwNoye0FF1DT2h95XqpQBZ75N6REcQuCBZGoalo1r355p0GUVXkKSAK3dWOREdY7dTo+W2UfT+ug5sD0VI9PIdVE3BHIlijkf7PS/h4gmPqt2kUq8xmB2iWeri1j0+/t53kRRNhBSgJSxu7uxSL+zz+vUN9kJP8ciTP0MyleXKwk2u3/hDHNvj3m6eexsraF6Pe8Udtjfz5DcqZOIxCk6d5m6FSc/GFjKK4/Nnr13g2oXvs1Mv8pfXb7LarvHw8bOs7uYJmTKGqiNpCu1SF5FxSY1HEG2BaAdQClh5bYOWJjHxYA7fVEiZBhkzyeWVPZ46dpbHzz3Ax977bj528DhRkcdLHMGMz2JmR9ExkEMDRGJZItEofmSQl9Y0dhpvi23cf1z0VJKk36Wvin0V+DP6Fgz/xSmlqoYaRGdTfSQjPHzhI2n3+zclgRRX75fNZHzbxxOifyLNxHl8/hDdrgeSz5ZXp1hv0mv3VbNtu4dqagxmE/j0GXVZzUAgcefuNqfPHKRWbLK6uctbBInh8QxnT5xDTw+wtrDUt1PWVC5/5yVCQwbZeJye3SOWiBOJG7zv/DnCapLbizs8cf444aTFdsHD1CT+8HN/iJ6QkdsBx+YPcSiZoyx1+fYLL2L4Iebnp8CV2czv0uo4nDwwy3p1h0QiTilfYnu3xJH5CdbzbU5PxJmbPcHlzRVyukm90WRlM08iafLA2AgFVeHSzdv4wuNj73+aUr3Myuo+M+ODbBT2EEJmdXmLxx49yOuvr/DQqRNopsTm5j6rtT06okvT7jAZz2BqFpeu3eDJJ0+zvLGLZVns1AuY4xaPpY6xuL3Po6eO8fylCxRqDWr5BgEwe2aU6nIT8MiNZ5lNjWJ7XcxwmHQ0ydjkJBNTI7Qbu1iKRsfxuLO7zZHcAIvrBVabLayGQqndgMDnxMFpeoHNylqBuGXyp3/zFR4+MsmR8/8Lm87vM+pnOXfkGN+59CqlfJWPvO9R2r02n/njv2RmYAB8h+FciqWdBno8IJpNYGkgVVVMM8bTj5zk3/z5V9jdK/LQ2XkymTi31tcplZo8ceokmqnw0is3yKXj7HWaRLMGv/rxZ2hUBc++/BKyJvPI6ZP8yee+hpRQcR2X07OHKYg6rd0yes4Ex6NVEnzkPY+T3ynQbnaZPjSKFTb5y689RzaT4nc//Um+8PxrDKWGKTfLxBI69XoduwcnjpxmbXOJQqVJMqqTb+5x4YWbHDg9QyFfIJK1GFCj3Ly1hqcHqKaGGTf6g66iT7mOxKP06h0a+32vLUVTUI3+3I81aBHQRzQ9IVA0tX/Sa7sYlkHQduno/g8PgYrZH3T1hU84bmDvtvAA1xZImoRqqiB8fCQMNNRh7b5umt+f0xMBMmDGdZqlzv3fefRqPcxEGC2u0a53CBwfGbmvkiICFE2B+2YUiqaQsiJIyPhtwaNDObqWhVcqsOVIPP7wcZ578TJdvYvjgpkweHDqBGY0S8/Z56WXrvPTx4eInnyE6tYWryzdoSu55MwEjU6HUEThMSNNzwxTUmWEaqHpJqtrd+jqEgkpTSIT5lsXXuyjSyCs6zTKbbScTuCCBlhujPzCFuGsRWYuTciUqIousUQEExVZ+BxPz5MKGxyZiGGZw0TG+r5NIRkUPYYajtJu1tgud3AIgdNg2Org+w3u1kx+8xMf/QeLnv5HEVEQBP8CmAP+FPh5YEmSpN+TJGnmH/LB/9mFBEr/Nu33amyBcp+x5msBlmkwmxvmk088zun5qftMt74WVihusaiUubi1wsZGgU7NxnuLqKD1y2z53fL9HpKKpKm4WsD0bI4fO/0QP/XEO3n6ybMMTwxixcMcnD3CdrGG1/GQNRVd05E1neljswxl46SyBmfPHAEB2Dr/11e/zWguy+PnZtksNWg2Q0Q0BdD46AfezemZE/y3//U/ZXu1AGGfqKcQUxPMHJmgVCpz5fYCBCpez+XWvTWapS6by9uUinVyuVGq9QbHciksTyYkC37yI/8YV/gMR+N88IFjaHqIl9d3WVre4pc+9HEOz0yxtFOgVGxw7fYd9oplknqcjY0tPvD0I2xuNJgYHeLKnesIR6JUrLN2e52H5s/xz3/yp8FxME2JX/uFj3N1eQ13TmJXlPHqPvlX9vj6d1/klz71aW6vbiBs+NiPPcFAJsn88QNs75ZxhMCLS+yXGmTGkphaiJbs0g7LHDs6j1cqoLcd2rU6ki4zkxum7Xh899WbWMJg4MA4hw7PMT4zxbW1VVa26wgfhqZmkCWZh//p53nu9V9h5eo6u+VNPv/3f8vCzhbH5yZYLzV56c4dzjw5SSgVoo1GPD1JTwSsvVng/cceoGL3sJJJXrl4la9euMhHP/5j/JNf/1U+/N6nKbRtrEQYH5eN5i7VrsuH3/Mgjz50jPPzx0hqEWLtgKU3VvnJJ57gNz/6kwxGY/yjX/wQCqDoKoYW4skz5wglDFQhgaUQaD4v3LxBT3ZYrOW5evcOO3v7uPicPzzPv/3St9mrtYino3iqw1985dt02hUypoWvuWztbDIwkUVoIVZub+O0HAp7BYTrU87XeXN1m8xEDCMeRtcUZEkhpKtouoqMTFS36Da6RIYsomNRjLQBuoya0nHwcHUJV/Lv++FImKiE7vedhAUhs29XoGoKyv1tS0HGs13MnAWSj/zWwdH2CERA+D6LTpZkJEnqu44KH88WtEptSpsNXOHj44MGsdk4iYyFZuoYZqjvy2OpBG5/f5B0GVmX+8aPtqBUa6Kj4usBl/bzVAo1DN0iHgPR8ZkfHWYmPsJPPPIISaIkkwmissvKmxv88sc/zBdu7rG3eIOrt5bwhMRMKsdWp1+mfePuBi96Jf78zmWubOQxwxbfufY9Dk0eJaXFaGtFvvfyK5iqiuf4RDSTpt1GGdaQ2gGyE6DZEp7jM3B8iNBwGD8QPDFzikzcYrxt8qmhA0yFs9RFnVe37hBKniU8eI6kZlAjgapEMLwmXqeL6waklSrT8iozkSaWEUGRUsSx357t9/8ruJEk6QTwaeC9wA+AB4HvBkHwz9+Wb/KfONSwFoQzJmo89EPZHa/u9FGQqWKic+bANAdGh1jc2OWFW2/23yN8kplonxQq+tRQTVPwCGiLXl8uCPCET9jUGcwl+3VmU8ZC45mjDzKWm6Mhwe/8z/+aZCLG0PA0sqZimAaHj5zk7p0b/TKMECQ0laMHDlJrt/nGc89imhFicYO23cVB8Bs//RsEyMiqhKEJvF6TP/nbL3BiZJpSx0FXXGKJOLeuL+JILpPjQ2zl64RxEY5A+B6dwKVcqnPy+BFGBgfZr27x2LF5iuU267tlhpUOnXCS12/cw0ga7K8Xee/7/h/23jzKjeu+8/3UCqAKaKC7gV7QK3shu7mTTYkURYrad3nTWJbH2eyJ7eecxHbysr7kzWa/zLw48SSZOInjxIvs2LHlRYtl7bJEihQp7s0m2WTvK3pBd6OwFIC6BdT8UZDil5NMkud43rx33j2n+9S5KBSqT+PW7/5+3+V3CLfkAhWuTc+zfct2ZuZnmEkvsCneTjSsYeVsrI0CphHBNHQMs45Va53sRpa1ksWhnXtpjmi4KISjSf7o839OrlBACSi09jZRsTyCWohla4Wq7TK4YwuaJ6HqHpFYiJHVWaKaSdyIkUzEePq54/z0u+9jdHSGqubR1tTJo+++j+zaOn/5199i94FBnv3+6/zyBx6gKdHAeq7Alfl1hKsxu7iI5slougoytDYnWbHTyI7EX3/j27RtaaItajJn5ShlyoSiOu+6+RBj82n6e7poCGps6ukkn84wOptifC7FsTfPUB8Ps+/wdg619bCeE8yml7BzKoWSQNNsHrz1Bv7tnz8GgGvIHOzahhEIMjxyFTtXxpNlbji4iWrBIJrUuGXLds5OXufpl0+wbhWoUuXewzczMT5LVnNQBPT3drCQWqWQsXng9kNIje2kuqYIveJwcWKMrMjxsUd/kcee/ivsdImN1SwVqtx/6wHybpmenj5eefYoe/ftImqYyLrHF774OAODW5A0B7UMWiJMWRQZbKjn8voa9XUJrixcITdrk4g3spxe822uNBlhC2TDt5eRNBnPcglEg2goKIZMWbh4kkdFeH6zNyQUZETBZ7TJmlzLiqpI+LZa2fHM2yQFRZNRNQlPSNQZJo5WpWDZOAVfd1R1qiimiqSBpKl4TgWEh2EEkQXUt4aZnV1D0nxsqSoq+Hv2KqrmC9I94TtBNERNdg/uZG1uhqhqsmwV0EwdqVDGjBnoikHflj6OXzjD5rZ2Kq7Mem6NrngrZkThtfOXQFIoS2XqzBDT6VWCZoiuZDs7u3ewkc4SicgEtDBaWOHkxTNMpebQJMhRpd4Ms5q10GI6iu2h6Ar6WgVHVKjEZCqSR8QMsSPZxuTaKpKhEjN1EgRobOnk7OgVmgcSDDa18cDAXTS1bwUlglNOk13ZQI00I3SVqCaoFpZJl+qIGEECRoCCXaaYm+L2Ox7+yWdEkiR9QpKks8DvAceBHZ7nfQwYAh7+cT78f7YhG295W8G2ZDceoEZ1ZEOlhKCqgKxoaKpCX1crXg3LyVoFdE3jLU6di4esybUvsB+cqP0OIBNAIWRozF9dplCsMHLxAjNT15A0GauQB6pomu9zYtdMLx3hAjJVTaWKjFKBeLTeXxCEydkF8sKh4JTB8zBZJ7O2TCav8OA990GlRDygkuzegmFq9PW10dbagp3L01JnYttFppeWQdW47cCNdCRb2L23nwuXL3D16gJ/+fiLBAIh0sUMxWCEq1NzJBvrEXYFT1ZJza9ybWEGu1imzqjn0tRVLDYIxBSoSvS2txEzDJItLSB5ZKUqtmMjuR5z60uYmkRXaztGvIUbD97J0up1iMpsO9LDex64DanooaCiSylQRAAAIABJREFUmSrJZALFUEhbGdaL63gShFSNO4f2Ei4FaJBNUqtrHD6wnWwmz5K1RtgIYWXXOHnyBI89/j3e8667ODtynXfde5h03mIplycUChAOhagLKGiSRCxi0t7bzurGCjOpRZrCSaIBmUqlQmtnC1lbUClU+TcP30drspHT18d4910H2bq7B83woOJS1xjh+y+dRLgurX0NyJpMs9nM1549CmYzifooZ8cu0Niv874jt1AXaKA11kgiESM3YdHV3sb4xDwHdmzjnv07uPf2g1w8NYEW83hpeISN7CoLiyl+80Pvxa094G3bIWvZPHzwdrY0t6ELlffdcgfvf/heUrNLjB87zu7iVnJFweauTjZSOR772pdYHF+hiotiKuimzonTlyhnM8RbNzN0+2HqIvVsCJe6+mYkPYCu5ZE1mcnlJeoIcMumbUwtWAz0b+P0mYuUUi4t8QYWU34r74qoIJsqiqmCW6VquaiaRrDV8Nug6FXsYhnhVnwLHqpULYfiko1j+yw2SVNQDRVPVHAtgb1YoJS2CRg6ICEJDw2VOjNEQyKCoknkZnO4wkOL6ciGghrT/UAmQBUSYdO35lF1GdMMsbWjHU1Tfaz2bUTYQ9VUNGQCmoZm+NrCNTvPlfFrKKEAJ2fGyWTz9HZ0YZUEM8sbCMmhnFujzjDALjExNU9ndz9mUuPlkassigwz9jIOEs1mgnds3kOn0ch6apUTwz/k2eGX+eaJ5/neG09z9vow04uL5EWJTfEmAqhk7QLBeJCgo6BGFfS0wPZcCkaFsnBRNImQZlK0ywx1DuJQpbelndHxNHN2iubOBkyhs0nrQYpuwqpEkFQFORQn3tKMEVXRq1Uk2SAY7aQlViUcDuAi0xAJYhiRf5ln7z/hnAbgPZ7n3eN53uOe5wkAz/OqwIP/InfxP8HwM0OPG7o2UUrbnDl5qbbrqtEHDIWRmTlcUaarNcGhgS2EoyH/vUAAlSIuJQRFUcayCv6OTvi4j2boeHhkETjCxbHK6JrKpYkxLsxP8J0fPE9VVHBsweXhC4BERbjMzE6ydedQTW0EZSFRyBYAiX1DB7CFzYa9QVM8TgiFP/rqf6GUm2U1r+F5Bq8ce51IoIWj10aZLW5wx60HWVtexV5ZYXNrC/u372R8aZ7Ozk7aWprp7NrEarGEEBLnz1/j4K5ddLQk0DWVWKKdpdQ6r527hhnQSXZ10JaMU9UEmiTTk+zCiJhsZNdpiEXZ2rgZ1VY5e+ESVg6ePXGKvTsHmFyc48rwZcbWplENmfc/8ku857b7CTRU0d0i49fe4Lq1RFuyBTOus1rMcuOBQe6790ZwFFR0PA1su8C6lSMSCDG3tMZSaolcXYkLhUkWrXWWrQ2ujs2xo2eAaCxCzAjwxvkxJlOrvHl5lC1tHRSdCk+9fI6NvEvREbQnwkyszDE6c52jp95kYzVLd9sWuuIN2OvzpJZWOHLzjWyMrXF4cBf7bhoktbrBjYPbGR2fYcNKExYhhm64j0whT0WJ0tudJFDv7+wLaYcbuzfRtaubcyePoxGgr6mN+7u3oGgQ1zw++ch9WFaBqqgQjESpa2ggVhfl2KUxro6OoqkG+3r6eOxX/xOObnLs7DWOXblCc2s9YXRCRpCQYXJ+7Crnr48z2NtDUdJoDsXYsEvE2iJcO3qO+alZ+jo62DrYj2fIbEom6WntYXNnNzt27OCWI7sQRZmlS6fILcxhBlR6GuspW1laWmOMpTPMZtfo7O1Aqm/k22dPcWluhrOnLpBMNBJOhFhIr/n6Il1CMTXctEPVrqBpGno8SNV2KWfL2FmbglXCsV3fvkd4GGYQWVMxGkO0xiI+HmO7CMvxy29IIHmoQsY0A8RiJpGYAW6V9XSJ5cUsy2nLp5AnQyjIBDQdMxYgZOqEjACyBmXhUqJCUQgObN7Kup31nUJ0HVmSUPDtglzhUhQuAp+x6NounvA41LOFtJ1j1+AO8obDenENq1BEQsEqOCyXLcyowrrIM51d4PnXX+K5E+cxjBC3DuzltoF+6jSZ0cwEqWqOK2KGVCbN2MwKZatMIWNjO4K0tUbMiKFqKquFPIIqJSpUhItEFW1W4DpVNHziU8gwiBoR6uISaa3IRqGIWVDZ0zzIQ7fdzNzVVZzxErds3sdiKs3FOQepWsL1PFTPoxKMEdQMIlGDoqeyWlZZ8ZpZLAfxymWEHETRmv5Fnr8/8Q6tkiQpwBlgwfO8B39k/o+BD3meF/6RuUeAf4//bL/oed6/rs3/LPA7tdM+7XneV2rzQ8CXgRDwA+ATnud5kiQ1AN8EuoFp4BHP8zb+e/cZMHRPDqlINT0G+GCoaqjImoJialQLglsHB+lvaUXgsryR5wenz+DaLiFDxxEuLhUqds1ZW1QJxkNomq/qfqt8190V50ByM08Mn0ZkHNBkWswoi5kMLhUUXaa7tZu6RCsyMvURE90Ms55eoyp5BFWFwfYOKhWJ0WsXSK2uEyBAkTwrdoZHjtxNKlWirTXJpu4eNrLXSM2tILwy9Xo9p8avMLS9jfGlNbKpdSplBSng7yKbAiqreYEZ1UmtbXD/jfu4PLHC8Px1pDw0t9dzbWaWfQPbGOztINFkcvLsZXQ9TDpdoFD06aEDXR1YBZv1rMXl0evUxcN4kseewW629hxibOpVbr/lo+TmLuIoYEoqOT3PxfPXGNq2n79+5duUbEE2ncMtVtg3tIvhmVE8qmxMWwSbQuhomNEA9UaEcNRkbHgG2VBo7Wrgru17OXr+Ctt6N2HlyqCUMSSF89OTrFh5AprCwzce4Plzl6lQwRVVzKjKz997G9cXbL779Au8574j7O/v4dTV66xmcsSiBp6nMTEzx6snTtOcaKCxKU5qIcUnPvQRhmfOc9P2Xm6+5d1YuRJf+s4XSURbmJwYI1fYoFRw6evYhBbSmc7PcMvmXXi2YGIljyYLbt03wLXxRWL1HfyXv/kCITPA/Ogyn/jNn2L83Dx2MU8hX8DKFfi1T3yY9qYmrkxd4cTwGSRP4dlXzuFSoTUeJ2JEWU2vYIsyLfF6PvNv/wQzv8Qf/uDL7O7ewYtHX2Xfzi2IqkJ62QJZYcv2HcxOXmNpeZ2bNm/miTMnaGqMsG1gAJF1aYjv4ZyzwfKJ7zA8PI2RNJGBxmiYIGEkHTbsDazVAhXNt9lxbRfP9okGXm1N+Mcerlt5G4eVam4igUSwpvNRUN/SAgmXql2hioSs+a2sQ4aOJzxUQ6FcEFQ0CS0WwHVcylYZGdl3NtEkdEMlFA2iIeOKKi4VqnggPFyn8tb6J4iKgkxfTxeL2XWW0quItzWEHlXHwxMuHhIBQ+fj7/kpjPoo333yO2TcIvWaTnvHTkJBlQuXTmMVi6iab7NUb4YpuGUkycWxXdLZPEFTJS/KGJJGTpQxzQCJWB1Ft8jKRBY379K4JUFBlJAk6Et0U2/GOXbpOPFkHdmiQ1QPoli1lhtUkFwPJRECqYprymxJNqMUJebS6xBTKVlFHOHxv9//Pr7x5jChWIk+0UmoRaV1121IThO7+uMoQQPJrVD1XMpulXyhyEomy3rOpjMeoK+ji6Cm4HoO27cM/Niluf8RgehXgH1A3VuBSJKkfcAngHe/FYgkSeoHvgXc7nnehiRJTZ7nrdSCypnaNTzgLDBUO+dN4OPAKfxA9Mee5z0rSdLvAeue5/1nSZJ+E6j3PO83/nv3qQU1T40FAJ81pxgaTrpEqDOMhE+xBpk6NN558z6ypRIblk29HiIYVJleW+fyzAzrVt7fyRoaFQH1yShWwVd8v8Xa0ZG5besOQtk5nlrYQHZkKrXlUVyx0euDBGJBdgwOoWshPGDzwE5GRy8i1Rh0m1pa2NbRTbHq8bVvfoWqgMZYjMnVWcoI9rfv5fCBIf7rN77IQ3c9gGTnuDo1xQff/Q5Gl0aZvb5CVrZZW82wlrJp72oms7rBWtFi6+AAm2JJ0nYZXdFJNoQ4Pz7Lfffv5k///Nt0tzaSWlinq2szxaqF6qr09XegSTC5ssyaVeD68DWSg+00KSG237iHgc6dFDdk1pde5/VrExgVkxsO9rAwu8ihXduwM4KG7m6+/cLLjFy9QldLM0uBDUJLCrGowUJ6ne7OOLfu3MasleGvnn6BxmgMIQQhFOJ9Me7o38/1lTkmry6wb1sPq1lBosFg65ZtXL56hYnpGYquQzkvGJ9cIBqN0Jqs55H77+D60hSRUCNff/z7HNq/m6H+bczMzjOTWsbK20Tr6hjo62F0chIhBHahyMlzF/njz/wBrpUmq8KujgRPvvoaQ71N/OYffI1I1KSvr431Qo6SKHPP7n2gyAjXYGThCroB9ZVG7r7rHn7/Dz/Hz7z3Zvqau5lLr6HJFf7kie8zOTzPnQ/uY0tygExqlRtvGmJOrNAoe9SH6/nqSy9y6pUrvoWOIlPFI9oapjHegEgLugc7mJqZ4f/8+CdZz2ZYz2bZyORQZUhnLBDQ17SJy2sTDE9cwTAMguUAvQO9jE9N88bxswzt7SVt51mc3cDTfDFoNBamq7GLa5PXyadzbNnZydTqKugywirjWg6aob3VaQvwqFBzMqi1jKhYDmYyXCt/gRAuqqH5/nE1lpuiSZQtv+RYERUqToUQKi6ev2nTFL+MV9s0VmvS8YpTIaBpVESFYCJEebVEsDVEpRYIASTLpWq7aNEAngYVAKfiU6Dtkq8n0hQ/+AjPv7Lns+dUU0FGAQ+/+aRQ6Ew00JRMcuLSBQKShidVSCQSlK08Rdf1S46igiT5yJemS2QW8wxu62HBXqMhZmItFbhl+zZ+cOI0hhkiHAtQEhU8U6JOitASa+HS7GXMmIGwXTwdwlkZVVPxYjpIFeSYSsUFUwToMcPMFC2aYlFmUxtsinWx1rqGN+4H7PpkiKEd24gHk2wa2ENFj6ArJlrIpCxcZqbX8FSZhohMPLDCckmjUYKm9q0EAjoF4XLbDdt+8hjRjzMkSWoHHgD+8kfmFOAzwN8lOXwY+NxbmYvneSu1+XvwSRHrtddeBO6VJKkVP7idrNHJHwPeVXvPO4Gv1I6/8iPz/+Coet7ffkFrNjtyzVlB0nymjGMVydgF3rh8naxdJBjSCEYDhINhgkKmLASJaAzVCPCv7j6CFtXJFopvi1MDKOgoDLS0sbW1gZcX8r54VfdAkgjpGoeP7MbQdUJCYWL4EkKUEcLh+uhFtgxuBSRc4TG1tESh6CDnC+iSSlkqs24XMHUdSUicnjrDf/jsZ8nbRb755Hf8YNHWyl9/8wlS4xVG52boiHbRHEnyvgfuYsMqoMeC3PveR5ianaEoQNOCCLeKFjFZTM3y5uvnWU6tMdDdSyxah3BcgnqQ5cwaP3zjNNdWxjh+9jwVO8+v/dtP8b/c+RC37R5ifXKBf/cf/h0vnv4ql5bX2d63lXiyBZFVKcsauhJAkiyUcomAZvLoO9/L3t4ehOvS0NmAaUTYtrmdCxPT5MuQy5ZwLIGuK1jpLDEzytzMOiPTU2ws2miawjee/CFvjlxgMbWGk8vQGo+hKTKOBF3dbeh9AX7mX92CZEicunwVZ6PCuZHLuFQ4sKWTsyMXSeUKxBJxZucXicUbmFtYxog0QqXCfbfsQdU02pIxDtyyjwO7tjKxkmZxcZ1P/dkT/NlvfZTbh26kOR6nwYz4/mX1Bo3hGI++//1sSrYwl1pmx7ZGfvjK83zoZ95JfbSL5NZ9VOQwl6amyVkFjGiQl545w9COBmJNjTz20uPMXp7hd//0W3zsf/0DpkYX+fyn/jd27Oljc18nVaeCIwRCODTFY6xnMqynLd64domrs2nq1DCzi1PMLS3w4pnTvHjxJKv2NPV6gIf3387mlj6yVo655RTZYo54byMbVh5HUtixY4B7jxym3gzjWiWuTl7lY4++n57BdhAKpSWbcspGQyIYDVAFXOGXjqqShyxJ6JpK0AigIdM82EjA0NEM1ScZoOC5VYQlKFq+/KFou6DJuLbw/eFcj3yxhJAqeBI1mQWohuLbX+E7mgRjAdSYhhbTcW3hu25nBXaqQCGVp2w7FHHx4hqO5uHiY1iu61Gwir5zNzVLL2T0aAA9GvCZiKaGUhOde5KHIyoURJnJ9CpV1yMo+ZZDuhZgOZ1mKZ0hYxUoZAp4mocQFVRTpYpEpLuOOXsVD4+C7VDMlFgtZXng0F7qoga5VZt4NAZWFUVTWSms0N2ZpFJwqRgQtECLh5DjQRzNxdNU2rVGlIzL7s4emhr7afCCpJwsiYE6FkJLrJ1c51233svBvZtpjjZwZvg6qgyrqVnm5xfIlMuMLq5z/soUy9deJhI4T371Gtdm8kTKy8znHDKlEqnMGisrs/+ckPAPDvVf5Cr/8PhD/IDzo4jWLwJPeZ6XkiTpR8/dDCBJ0nFAAf6953nPAW3A3I+cN1+ba6sd/915gGbP81K14yWg+e+7OUmSPgJ8BPz2DaYRJG+X3i4fVEUVJ130SwnCL6sJIZhaTNMdjdPQEKSYEUTqAgi3QkeiidWMxaZkksdfOAb4mgZJ+F9qVVeoj9dRics8dvYMecdBqtFBq8KlqgVIWVkODB1kePwc/Y1tuL5FIx4auY0siqYj4xEIBVBCoChh+gYGeOXYqwRiQeJGMzlrit07BzluXaRqC6qmzHIxQ65oU9RlEq117I3u5OTwOd515E5UTcZU67jz0C2szM9x15EHaA6GGUul2LltG7JXorXBJFPSCMV0Ls6O0pcIMF3NkFrN8Gsf+TDPPPsm27qiHExu4cTMIivXz1NpaUSJaeyI9TE7NYlWMdFclbUNi5a6Oi7NXeGm7s2gRFDkINmNWcrSEl/+m2OEZAOtJc4GG+zYvI/vPvsCQTPA+MYKOCUkScKy8sgo7NuxhWeOnWDk6jU6kq3URxr45EcPMjUxx+XpSX7903/CJz7yKKtOkfHhKTpvS2CNWlwbXMeRPFYzFqdS8wx2biK7VmAl52C2NPLck68RjUQY7O4iHozyzZefoa+jg67uZgKSx3/6+M/xyE9/mF3btxNrqSezmuWnH9rHpeUxAskt7L8lxOuvjzC3uEF7Ms6rr1/hht19KKrK+x79AF0XkvzwlVO0RrogX+Sz3/0Wv/M7CZItDdSH+lnM5Cl6NhfOjvN//OF3mUst4wHL8RwHDhzg9p39vH52hFdOn0QWEjds7+Pa+AwV4WHoAeKtYY6fHaG+s5GXj73B7Xv3MjMrMGImLZEkdwfryawvYVkOFVNiZOQijlZhTbGZOH6OvoEu9vbuoWTnGJ2bZjI9BQWJPdv2c+n6m8RNjZWJ6xSsPGbcqOGgVco1W6uq5DtZN7U2IJkqtl2qBQwPz1VAkpAkj7Lt+q1SJB+RrdaMS6uiSlVywfM7HYPv6yhrio8z1bIn5S1CgQ7gIdsVHFElt2IhKTJ6YxA5plK2HSTTbxHh2hVkQNgCf5vo47lejRGH5LdjqTpVNENDEjWDYmoedAB2hWg8zGBvO5aVZ6Cvh5GJGbKZAki+f2TUDPPJj30UGYWxuTG+/+oLftDLOEgxHTQZXL/smJu1MJMGI+MzPLBrB2WjClEVF0EsHqUl3siatYZr2chRlSa9jrybo2JUadIaMXUNqShoiyYwqKMkKuRW5ulL9pC+OsLo2Sm29G/m1tt2MjY5wqAWZs+2Fs6dm2KmMI+5lmfLJo9Lxy6yoZU40jdIYFcv05NLeGaWcMFloxqhXE6Ti1QpKU1o1dV/NAj8U8ZPLBBJkvQgsOJ53llJkm6tzSWB9wK3/gP30l97rR04KknSjh/3PmqY0d9bf/Q87y+AvwBQAqpXEg7A20FIMzQE1EoESi1VlymLMtdTS6StLAPdHVRUWPBypDJrxGImwvZFch5VdEmlaipEjCANrXXImkIAiY7eZtLpLCJTRDcDeEgYmsENu/YRVHRSVoIiJdZnJmjq6kMCnHKOzb39zM3O8OidD6B7LqmVdQ7sPsjs7ARjs7M4QhCOhhgZn6LejFCkjILEzNoieafI5liCQmaNd7/r3VwYvQaixMJyCSEEgYBJvCmKs+KyUVclrMiMXD4LQLKlkedODtPd2oJllXnOStESbyQcC5FfW2RHT4KSEFRjBnd37MGVJQJlh4IXAqmEJquYRoRofR3JWJgvP/4UmhLgysQ0v5GI0NgzQGZhgiM7h5i/skEsFmHfnh1M5WcpuBX6ejuZyS5xdniExmgE3dDIpnKYcZOnf3iCgYEuhPA4sHUXiwsLPPb177O0sspnf/eX+bxQKbpVPOHyjofu5PmXj3HD0DbCTpW7b32YZ595nJAwqQqXSsXjc1/+LvfddYRH7j6MJZtQKmMXcty0fy+LiykuXp9ka38Xy0WLrv4erGCWO/buY09HD6HOTdw4PsWn/uj30IwAIWIcHNrL+MQEFVGlvaWe+ekx6tq6GT93la2D23np6Zdpbr+Vf/3AYVRrjlmh8fgXX+K3fvr9fPYH38Sxy8xYSzS3Jrh563a6upI8/tpLNAUCFGyb0atTxGNhnn3zDHVRA0erYhgGy+kimqaxKdHO8PBlvvbEc/z8Ix9jX28LF09fJ5owmFutcvTNN/zMXJIwtSAt8Ua27x9gjSxqSCGzts5vffK3OfrDp2mNxshnSqyls3hmlOevXEQyNITt0hyNsGIXqAiB7EI4buDYFQZakkRbo7x6eri2vhRUzcNaLODpf0vo8UTVx24AJA/P9dcikkfV9Wo2PRIV20WP6uim6uNIBbdWsSgjbAGajBkPEm6K4Fglyks2TT2NbKRzKNEAnvDL4GgyngvVgoMEqFENT9NwbQev1g5G0iV03W+zjePfW8gIoJkqVc/P+EYm5qhYZRZS60iSxtbBPrricdo6+iivLOEUCgTUKu2JRoq2n8kjfJNjBXA1GSyBGtVwhV+ZcT2ZGxraWU249Ee7mcvOgKZTsgQ9XU3o6QIz44uYMYNGzSBKkJgaYdnIEFHqcKNZdnRsppx0yJWr3L63kWdef4GDu7tZWV9jqHM7k8uLLE1t0NPbxdePneTnH3qIudQCC9Y8t+++CcOMc/TMUSy7wC27hnC0HPE6H7Jw7SLLdga1rvTjPqKBn2xGdDPwDkmS7geCQB1wGSgD47VsyJAkadzzvD78jOZUjZU3JUnSdfzAtMD/NXC1A6/W5tv/zvxC7XhZkqTWWtbVCqzwTxgeEmEjRMEu+rVhPGKtUex0AcmQiUQNDDRyOCxlMrQ3x3n+yjCWU0KuBamh/n5CSohXz13AcmzMaIiGeMQX4mky1RrY6Wn+bkuuseMkIGNtkMlkQcg0ao14moMrJKqiTLwxwmBDgCuzI2xqaGT4+IsQaaVU2GDcnqckKnS3trKeztMUbWLeWqCk+dYqOjoGAXKujaaqTMxMcWb4Km3xFkYW5/j+00f5xY9+hJARIJVyaR3YRnFjEbdUIdYY5flXj3Fg31bqogrrVoaAaRLW6giaISKazq9/5gto0QAffseDJPQ235vPlcjkFomEu3BsgRarw/GyhIhjhsp0bI2xPJMlGA3i1O9meWkEUwlieB4bbp71NYuz3xmlebCB9YnT7O7ZzKZkB/fsP4guO6xaT9J3uJdzZ0foTDRz856DUHX59O99jr5NnTx43x00RhWOXxgmktSYz8zTkWzhg/fdiarppFbnmcyu8MOv/xWRmMl8OsUNBwbYfcMgD97/IFevj1CsKkxcH2N1bQNRdhjatZnBLb0Mj1xlI28RDRr82i9+gB+8fJLBzi00tXQS0sM06TFeszJgSziLM+ze3EZTtIm8yPOtp48RzryItDXGu/sO8PiVoyQGm5HIk4j38q3XjlISAf7gV97HWnGWqdQiLckGAgQ4uG8bq2s5XjlxmmSsmY28IGWv09BlsurkWD67Ru/eblKLq0SqEc7OjKDYChvpNPF4nHR6jc9/73NUhYdTENQl6ogZUWKxenRNpygcNtIbLJ5b5s9//xFijW289PIziMYoq6l5Sq7A1SUIadTH6pk5M0fX1iRxtY7NvT1MLE9ipRxMI0jJcrDTZRRT4cL8JGLeZ57ZVtmnYSP7PYOE312VWhYk635RzO+q6neJrDrVt9dO1fX8fkGuR3Y2R1VU0et0IrEQUlxCSkkUCyUyWcuXV9SqLkWriGyo/voTHrqhoUY1HFuA7m80PeGBhl9WFFUqtawsYOgENOlt0oKH5OMznh8oi6JERauQtwtIukxuNo+cA9OsI9nZjSMKDE9N8fqb51A1CVdU0DQFya7gSQqy5ONnsiYR9jwqZpDL6Xke3Lmfr596GYUS87NZtvfHaYpGOTM+yR1bt7NezKGIKjFHQo/JWG6ees2gua2Rbj1Hqej/bem5ebZs6eKj73+I50+cpGiVadObsF2bzuY4IHNw5yCvjJ+nv66Lm/t3cvzkKYyGBpKxGLu7+5lZmMfRykj1+6hPxLBWV5icPkFZK/6zgsI/NH7iZAWAWkb0qz/KmqvN53+ErHAv8H7P835WkqQ4cB7Yzd8SFPbW3nYOn6yw/veQFf6r53k/kCTpM8Daj5AVGv4x4a0SUD2zrY5ErA7LKdKfaKFgufQMNBNUVY6euwyiwi0Hb+TFEyco24LGaJQcNVATMLQAH7j7Fjy9g6mJ81y8OkPzYAwPDxUPR1TxqKDoCiVRZXlmlfRMBiQIRQN0xRuZnFimt68XUwkhh6u0NzTSP7CPZ176HoO9myjhspRepc400B2dE5cuohkydVqE+w7ezJ/+zePs7OjEDUtMzSzTGI2ynF7jpgNbOXd1gqpUpVkzkTWNilYlrEXY0trH4Nad5O0sy6sp5pfmqAtFGJm8TsbKUhYOsivREK0jbedw7DI/+0u/wPDRV1iy1ol7KheuzxIKBfmNj/0coYCK4yooisu40c5uV+VLz36JTXt6mDw/ydXRSd53z4MIYfHEC8do7mogvZilNdlA0AyyMrvO0NAWAkJj1l6bBxI/AAAgAElEQVRjLZ2mt7kdo0Hh9ZNXuOPwYSZS00SMIFMzi9y0cyup+XVKAZtDu/bz+pnTzDirVKwKv/tTH+DlUxcpKGBncsSjIbb1buNTX/gK9loBVVHp7EqybmX4sz/4XS6ePkU2W+Sla+dQhYzshIiFDRZWFglHQ8RDEeKN9Qzt28nk0jI727v41U9/lk//9i8RigQ5dfYs9kaWi0vzbFh5VE/m5q1bmV7coD7SQFnO0d/WxBe++DTr3/kjnpyZY2nR4uzMBG+cvMT9d9/EXz/+Ei2dCT7+wfeSzmSQyvD7f/Y13n3vESpahLHFaRKGylx6GdfxKNhFmqP1rNs2WcvCWs5z651HyFkZhBDMFVIEzQC90R5KhSyzYo1dgx0sjFs0J+KcH75M1a5y9z37OP7yZYxQkIfuuIn+zV3ML6whV+Dpo6d4+J5bqLqCM9OjbO3s5y+f+h49iSYmFhcJxupw7CKucKiIKhXNd0gA37MRTfbbNggfi/FzoJqpleQHJLWGFWm6TzJwRYWQoVOyfWZpFQ8FybfiMTRc28Uwgtg+zQBJuFQcD3vN9s2Eqx7IoAQUgo0mAUNFMzTKQiAKPvaEXcHT/OoFwkPRVKRaGVBkBJImE+uKIHkervAzGE9UySxmUWpuD67tYEYDVF0f/5FjQYaSm3Bdm4nUBp6okndLyH73ciqSf42AGSA3l0XSFYKdJrLrV1/MmIbqqhzZ3MuF6WUW06sIyePew7eTyqaYnp2lIioM9LeDXkVYMk1mAlfT6ErUkYzFGEtPs7v/RoyAwdTUNS6tjxMrx4nFNEbnJ7g4PIWKypHde5lcnmUqtY6uqdx0+1Zu3XyIZ197jQeO3M1GYZ6VjSWOzl4HIXHLwB7qoiZnRy9z86ZdKHWCX/6lz/7YZIWfNEb0zxnPA3dLknQFn8Dya57nrQFIkvQp4HTtvP/oed567fgX+Fv69rO1H4D/DHxLkqR/A8wAj/xjH66pKg0xA8dxaDLraI9FufOubv7qybN0dfTRl2ikPRTliWd/CPhlgvW0hR7VkGqtHwQV1FKFo+d/yO6+biJ7dWZdi4Lt636qVKlIIITP9nnngUN8w3qJ+miYtXQW23Zpbo2ztLrEwTsP4hoKl4+e5o03L9LR1YzjljjUu4lFw+T1uUV0y+bW2w4iikV2d24BI8Kvf+zjWKvzhMJhMgMFvKgJ5SIhSUORDFYzG8j4zgl5y2Zw52YuTVzl+twkHh4l4ZK2lunuamPPwG6SW3p56aUncCyHjmQckRIUYwHa6tt50y6xs7OXBbeKe3UaR69SlaGMgqK6HB0Z4cy5r/H1dBlP80DItDY2konmOD9xgenRFHXxOoZ27qf1kAklh8vj89hxvxnfyPA4g4Md3HXbQdrkINH+XpZTNp/55Ad51+/8NlXhs23WrCwxs47FtSKr8yluv+kIdqHMyPhF8o7guRMXaBts4tLRMVxHoCjHUEMqQ4cGEKhMpefYe3s/Z85cwPU8QmGDBs0kkWzi9IlhTLWRO2/awXLBpbulgYeOHOHlo6eISBLXZ8aRgP/4539BsquBG5PdRIMRtnf1cfzqZcqFEicvXmXXzi3Mpxdpb22irFTYsaOD62MrHLxpK/fedyujJ2f57V/6IMmWOm6+cQe/+dkvsLyUZv/e2/jcNz/PJz/2fo6/eYGwUSCsaSiuydaWOlAkEvEwGWudoycuYy3nkRWZA/tv4C8e/yLd0Q6QIHVxGburRFALoBsa4+PL2FaRfYM9XIsFePj+O2hpacbwDGxcirJHKVdGUcscvXaFQzfvJV0qMrRtJ2tOmWKhzM17tjB2fYX+hjbGV1JUtArJRJwFa/1tMbckag91qwRSzQcOCRkfg1FqZXBPk5GBoKkhhPe2ANYuOni2i1sjDUlRHSNhoqOgSg6aprOztZXRxWk0LcS6ZRGMG4SiATRDRapRwD3HQ4gqjlWiCpTTRUJGACNmUtYcQppMNuMTK1RNRwbffcHzG0J6gKaruAUXxy4TTZjIGlirfvWkaLtousrWnb1Ui4IN0yZiRynZiyCqVFxfkC7HdErLNg29dZRSJZSQRjARAiQcIZCRke0qG6KELXRyhkvFkNB0BVmFBmIM7G5D00IUqinsrMS0WCSTyaF4kJVgU2c7XV43mZUVrmTn2d67F6uUR43XMTY6zt7BHkKVKGuVDV4buUAmXUDVZDACnHh5BBWXbZsGmF6cYSo/zKooEjQgYtRz6uw57jp8iHsGt2CYYc6cO/13H6X/t8b/kIzo/w1DDWpeLBlF0nx6aRCNW4/sodEN8+Unn6Mh2kiVIvOpNb9Xkabgw54SUtRfXJ7wMDSFI0O7iUt1XJuaJ5E0uJ5d9R0IpSoKKvvq+zEUiWqlwuefep6Du3dwYX4CT7jEYnVsCJsDvbvZf/MhHv/GV8mLErffeZgrF66xKbmJTck4l8avcdtNt/DKmVf8Pj9xk4JV4crEBAFNIaHF6ejq5OjZ4wgheODwHTx/8lUc2+WGoZ3oyIQNA8OIcXb0Il3JRh6872G+/ez3mJqYoorHULKX4fQ8djrHOx68iVy2SkUUmEmt8uBNhymWBE4xz1dffJlsOo9kyPT2dTBxaRbVUNk2uInDu2/k6089TV0sTD5dItxl0BVr48L4VTZFOikGC2zr6mJX3y6ikUZ+8OIzLLlZbmzqAlNmemWNyfQ8D+w7QndrE9Oz45ybHmMileZDd93JK+dHuMGsUL9os7htM+FImO/+4A2mZhZ5x72H6d+8men5WUay40y8MUdFVJCQiMQNmuJRWqNx1kWObZ2beOqV47Qlm3jk1jv50jef5sM//SDlUp623THGL2zQ17OXtbVJDM3gzOkrLC4t8Z4H7mJ4bJYvff1xHrn/ZqxsETSNguPyxtkLNHTVEzFCxKNR9rV3M5lb5aVnzhJvbOC+B2+m/8atfOcb3yIej1PK5Hn0/tvxGpNcPHOOn33Xh/jKE3/D1775LR69/26+9NiTfPIXfoax2UXCVBBUaW2O88rr58gJm+mxBfq39jA1O0soGiJshIkYQdasLBuLGUJxgx19A4xZM/zKOx/h+KlraF4FtT7IdGqOltY4DXIjd+8/giPyFMp5wqrC5Noc2TI8dMc7cF2XmdkZ0hsrOELwyqtn6e1K4BLgyZeeRjF9J7iS7fgEBOGhmurbgmxFk6i4vsFptfa/cEUF1dTQDJ2K7eBYDpWiix4NEIqHqAKyJhHQdGy7jGEEKa3mqY/WsZbOAF6tf5iGhEfFqSBEFT2uAW8RjarIoopm+Foj2yphrxXR6jQC0QAVUa1RsX0Mq1IjXASQicWNt1Y6uYyNU+tt5A8PUaggbAckGU1XuP/wPq4vLaHaErIZ4fr4NYTr4tjCZw7qKuVsGTUexNNldBQ8qUoVmWgsgON65NI2YTNIW1cDKStDa6yBXT3bcUobRAyT4ZExjtx2O6mpEcbSaTZ39REzmlhamkc2Jba2NZN1cnSag5xNX6TRDaGrMkLWGJmYpsWMEm9UOHZygnPDo1SE32k6HDWRdZU7bhzAboJsqsDs+Aol24cP6qIhHnroVgYTbaSrLnrF5uMf//3/T2VE/88Oz6OCnzp7EhRxeObZE3QkkmwdbEerBEjnq0Raw7TE4qxkNvDN8iEgqZQKZSSgiEdXMM6T198kM7dBrBQj1lVHRAQ50LWF9XSaSqlMxhUoisQvfOAdvH7pCkYiyMrVNJ7wyK4VGBYj9CUb2TO4nWwmg4nGTGqBVHaZU6MepUKVzt07GZmYQdUkwnqIZrOBEcYo2AJPWyUmEvR1tTE2MwcVn4ghaTAyegVXwB2Hb6AzUuSMWWJ0dparn/8sZVEmmy7hSR6vFIe5Y6CDUV3lqRfeoHuwnaCpU9fVyEwmRe/0DIqq0t7VxJSoUM6WaDGjZBNR2vuSbKxm+cZz30eRVHJWgaZEjOZYO68eex3N0KgmSuzv34ImycT7jlCyrrKUzaNqEo8fPYZkaLQnGpmdWOYp9zkyiw6Jrghup8p9zQf4/LdfINFaT9OmQR6fuUA8lYF1i2jUILK5jqdePEbv0gzz48sMDm0iOhhlW6iZSxPzVKnSasa5YddepqbHyRaLOLZLMp7k7LXLHNg/xMTCHAP7OlDtKBG9SkM4RFDfQoMR4I3jw3zw536KqbHL7Oxtp1r1ODM7w8P7D7OaX+PFE+fpGUxy/fwsiT09FO0y73j/B3no4Uc5eNt27jl4O691avzZrpvJXl8mFHR47JmXCAfreeyr3+foyTd56ezrvjdYMsipy8M0dsZYsi0wHLp6duEGVP7o9/4YD4glImgBjanZuVoW4NDW1cLYzASNRgMi6dKf7GHKmscUAZINDfzUo3dgFKrM5Yp8+vwpPnj/u6hWFJbTSzR1DxC2Z0GS0a0Q506/wZGhQ0iaguIVmZq8wkDfjRy8YZCORAPnr42g6ipCOEQ1k5yVQ4/qePpbzFi/GFcRHhXXb9jtYy6+W4JTdBGagxE3iXYZNbNgUDQNVYOyEDhCgKhSyBSQ8MiKAlpUR9gCIVxc20MzZDzd9whUbQkjFsDF7+OlaGDbZUqZEmgSWp2GawuAt8lJobhBpNFARkbVZMprRWzbxXk7K9LwXEHJKr8dSDVDR9ZVvJpWKpXKcKipk9dnUjRGK0QTESSpgopCwXVYHV2nabABBxlRLBM0DErFIhI+Xla2i7R2RgmZIdqjcfrizZyanUByKwz2NBLVdhOWgly+doGQZtIRjXL87Hm2D/UyfHWMn33obk6PTRDQdJzYZdqIsFa0WKxm6GvegsgXmc+7rOU01gsBJE/GFaWaCVmIUiHPE8+cRDeCgG84WxEeqiaRzUBzKM7iWppgUCe1sfgv8vj9/wNRbUiSVKNwgqwDyIRMnYXVZSqiQiwRRiNA1fZYkNJIuown/Cp3ueDUWHK+YO8vX3wOIxYimDApa4KbGrdgZ3KU8yVkSfEzI02j4lYQuTLnz47iAWbMIBw1ODzka3fPXLpOS2c9Z2avcXZpDFdy3wZRY2aQF576HkrNreHazByRmIWCRNF2qGqwY8823ngx+9/Ye88vS+7zzu9T9at068a+fW/nme7JOWEGGBAEkQgwQmJQJClZu7J315bOWa19pH0layFquUdLr4+12iNT9h7ZK5my1ocmJQoSQSIQAAEiDDCDyQEzncPt7hvrhqpb6Vd+UU34DxD9yvi96z6dTp966vk93+cbmJ3azZs3L6d0WUMlIEFFIWcb/NmLbxJEqXDQdUMUElQDFF0HReHlC8vs2j+OMDQSRcHWM5TtMbaaaxyOI0a+8hv8wdg0f/pn/wMvPH+B07sOY8Z5du8Z4xX3Ak/uP8d33v4xftdj4A05fXYfI5NFRqbyLNUalEtVCEO87/2vPPviK5i2xfrqFpZtktHzuI7HoOniFDPsPTKBvxUg7/k0pjv4eoiKQZy1WF5zWKi36DouxWKOyr4SlSDPA2eP8tixw/zg+jUUXWH/zAyr3Ta7igU6zpAbd2+gCx0jr6LpgndvXeNXvvBJ3nztGqVCFiunM3l8D5PTWe7evEg+U+J6bY3lrU3+zdf/PXY+xycfPc9IMcfSnRq39i/x1FNf4hOPPc61m3f5o+W/ouf6rN5d4tX3XmT65DQ1t8P9uw1+51e+yt9/42tcu3qPEw/s4V/+2pf4r3/366i2YPfJKomtEIQBhUqOjfk6J2cPcvHti7hByPN/9wZRGIMOlckKruuiZNUPoguErjK3e4wbt+6AnrCvOsdI0WYtTEWV+XyWC5fu0PRdXrrwBmqo43V6GBlBomYYMWKeffESR4/vQyoqEdDaXqc8sQdhloiTBDOno3WG3N3egHYDI9QI9RCrlMGMsgCoYWrACUpqImoINEUlcIaAgj2VQZaMDxKQozBAC9WURq0rxG6IF0pUfSf3WE9rU4apO0JC6hGpQBrZECpYxVTHEwxivHqPJEwnqmDHvUHP6gw76Ys3iRIM26BQyVAs2ghNEOoKg80+A9enoFtIRaEyOUJhNI8mBF4YsXxlBbfjkQCh66PbBoqhEboBm06Lj+7bz57dCmvNRcrVCjWnhkJC2cjzsc+c5fsXXiMyFGSYEIc9pKJAKClNZRjMuwwcj25jyInqFNEwoD3vEB+P+U/PX+aff+UcpcEMi9feRQIfO3GUh3ST1y/O8/lHz3Ft+X1adZfPPPgIvuazuHiXiZEpKsokb9y4iBeE7J8awXEDnM4aui5Q9SyShCCI0dEZ2VvEaQwI3QiS1Ow1DBJIVP7y23/HA5/ax4lkgrGxn04Iw4cJrTvnT/74j57BFMgdprcQKqITEEqJlTXoux5Or4+RNYh2tAyJTHUHUkmDvhKZkMiEWEkYtjwe2neEc1P70BXQVAWhKAhVRYkTLDsDSkK+VMLOW5w5dpT9u6ZIwhAv8lBEQDGv8Na1uyAUEilBgpTp32foOpEi8aMI34+QUnJ03xyb7RaKAolI6K7W8ZOI7dY2cZIQyYg4AtFLMEsm11dW6DcHCEsjCCI0Q8G0DLQQRKKgSUF5qkQkY3rOgJF8kTPnfpH1tYu0+j77PBe13iIaO8pANbly6U0ee/AUP7p9hdevXqbveJw/d47L12+hZQWZvEUlO8ug2+bu5VX69T6raxvMzE4yYltsDztUzDw9K8RreBw/uZ+FWo1/9ktf4HZniYzMULTzWKbGxmadVqNHuVzg++9eou95TMyWMadM9syOYRrT9PrbXF9Z4vrNZYb9kL0npymZJgvvrXDo0EGu313C9YdMVaYwRYbHHjxPccTiuRd+TMnM0nIHPH3+ATYWF/k/v/syP3rrGnvOPcqLP3yNB46d5jf+u/+ePbO7WLxzlWJllPn5Ff7FV/4LZssmv/dH/wdffPKjXN2YJxER5miWS+/dxCpbKAI8FCYHS9Rcn0889QS/sGuVB770P/E///kfM3qkgJSgyGTnJQ4yhM89/HHqbo/l+TUCEVOulChNFRnN5hnNj1I0c/heRBxF6XQiE3wRMVGucK+2RNEq0mq36LU8/v6113l/ZYWwr3D/wZ/h6J4xwm7MwA84MHeIuusxWcxj2BkylkU+q/P+wl2KoyW++9zfkcllWH7/DrIfYYdgTO1h33iBm/eW6fZdzpw8w/hYnr4apqakQmNu1xj33X+UpdUaZtFC5DVQlPQSJ3cCIoWKLtIsVdVKWW6KSCepREoiPwJAVVU0IdB1HSklIlSIRcKeA9OUJgq0HZdhy00ZeFkNYoUkjNEsnRMH95OMqFh5g9E9ZTRFBZnQaQxpLHUI+yG6MMhbOuV8lvKuEYI4YnOjSWOrQ3O1ReD6qEJFz5soItVECaGiKAntdp/3NzYpZgs88sBxrsyvYFoCLVLouQH5gmCj2Ua4CUHHJ3JCspM5hBBk8xZ5mWXEKqJbEl+GOJ2Q4kyO43MHOLVnnChug+dh+ILljW2aapfGVo9/8pnPYisKz758Gafl0moMuH7zDhY5OrHD6naD4dDDHGbY9NssLXQpWAqNpkMkY5AS6Uss2yKnFwiGAYoObt9D7LyDkiShWslTNHM8+7cXGKtWeOPNS//fJ7T+/+UIFD5z3/2oAchB+rA7hGhZnViHXn1AFMbkdYvZ4hg/c+o8ySCNKrZtC0vXsXT9Ayxcze4MmwqoigqoqEJBaIJAwJWlRTxF58bCMn3PQ7UitjtrzE7mOTiRZ7xkouuCom1+wDKKgTCURG5Mp+viuUE6/QAhkmazyVP3PYGC4MjUPmpem4bTZKo6jdjRittFg5G5PFIBJZLkS1mSSCLDmMiN8LpDTu+apTJVJpvN0Gw4ZKcM9n5kElEKeP5v/5T5+Q3ajQ5/Mwz4q849/tNzv8+z3/szUKCTDBirFjBDGLY81la3SaKIDDrt1S4vvf0yh4+cYGbXNLMP7KJg53nrrSts9jsU9SLOwCd0Qn79l59mvJqDEALbZzY7yUNnj6NaKvumZ3j0/rO47hAUaNd6PPKRj+C6ATP6BBu3Wkh7m9/58m9juTqVaoFsyeS4uZfX3rpLywhY8bv0mj3WG3VKeZuw73Ft4Rabi2sM3CFtf8Dk7Ah20eTm0iaO46BnTJ7/7rdx+30+/ZnPoqg97t24za2lDU7u3QvA2tYSmmnw7//gt4kTg/1Tu9mudYjcFBo9PHWIEycPIPM6q+o4d25e5NaLf8/l+HEAfulLj6GHArOoEQPDhs/i2zXq822uL9yk5wzYv38v//LXPku+ZKOGguWVGgvL86gGfPnnPsVffuNPee5P/gMLKyucnN1Lokgytk4QhahZnWw1g2Jr/LPf/iJHD56l3Z7H9TJsuy0aTptac51hbR1lcje9uo8iY955Z4GsVWB74RqPHruf73/vbSYqo2y0fLAUMhmL+mBIxsgidMHa+4tcfOcmbsfj5z7/MFMPTNAvSq43ljFtE0hQDQ12ohs0W2OnJVGwC5w+fIxTU7tIwgSpq+h2qhmybDMNZAhjBo7HwBmktj6l1MtOzQiEojE2VUIx1B1GXpzW4Q4F/Ob78wTOkMAN6Tf6KECvMaSz0GbY8ZFuxNb8FmvzdW5cW+HWxUWaq20iJyCHYLZaplotouqCyA2I3ZDQDfG9gMCNOHlkP9OzY9TDTd6/u8H5A2c5ve8oZ/fsxy6a3N1oEusQ2yr50SxCKAzuOWi6StfxUtmFHXB8coKrl5ZRiyrNwYChHzJKCS1SmRsb59HTB3nk/EO0Oj3cJMJr94j1DE8+fIo9uw+SsQVG0aQdOGwsubzz5h2uXVzmyvt3KSojtOp1Flc3sMwMaqKmFBIFut0utdoGnjskdKM090lIFKHw5V94hMOzU7z40kW8OCCj/3Q4Bh9ORDvn9//gq89kiyP0AhddURl0PBJNQZKmSaJANIxIhEoeg9npGZKMysDvY+gCIZSf6LuJZLrM3Go3yUiNSqmIaZustJpEqsFqs8nFW7e5vHSX+a0NNlpttCSikDGwDA1PhiiKwlanR9Px8Pzwg2CvJIrTAtNV/J2lqWHoCEtgWQYZVTA5WuGdGzeJ/JAj+w8y6PYxDY1ARuTzebbX20gZE8sE3w+xCiaJSKXkiR9jjGRwnD4ylHj9IUIIMnmdnG5RLljYWQWrrFAYK+GIgFBXMBSNZq3H5Yt3WJmvEUQSGUhq7W1OHN/PI/cdZXy8wEimzN69k3ScNpZi4A8jYk0CMX3Xx8HjyOwunvvhWwhLpW8EzOYqnJqb4PbqBqv1dY7O7eZvblzAsnR8P0CqCe/fuIuaF4zl8xglk+1Gk2//zbO0txy8gc+IbXOxN8+hqV3cfmeB1TtrTE5X6fcGZHKCVy9eZnVtGz+JcXs+IxM5Hj/7JBIN2/C5eWcdQ9N58Ox9uL7Hrokyb7z2CpY9yoV332Hv/gnm9u3iz/+v5zhzfI5KqYRVKPHg0aP81d/9gKlyEdsy+KgeYk7PIo2Yq7VbbHaHrNRb7J+eQx1E3Lh+iVdfuUZzpYtT6yNDGBkvMV4dRZUaZ48e4YU3f8zbV+ZxnB6RDPnf/8O/5RMn7mO7FRAT8si5+0ikgV+UXLl5k1a7g+ZbCEvgMaS71gcF3njpKr/8+FN85/vPUh4Zx+21ePPSNcLA52NPfQpr6OC6Pq12nZnZMUqZAg/cf4TlrXvYxRwdP+Ghj5+n3m6ztr5FpPncub5MLGM6jQ76iEVhwub0xG4iJSASkrKZo4hFvT8AmU45QuxYawkVJYGMJdiu1an12uhZAyONAsL3QxSREPkyZdxZenpTF0kKNsfg+wGFcg4rY9J0Bug+RDIBmSClJIklkUzIZkwyeZ2pPRXyxQzduofbGiBjidQkmVETLEGiwuRokYJloloqXhyxWWvTc9JLEIpCEiepE4NQUYRC3x8iexH2hMni5hZqz6NamqPZ7xMoLmu1OnnDxidK9UNCJVvOYGRVhC5wWj00S6fvhYydnGD+3gZHZybZcnqc2jvLiGHjeilb7xt/+11mtXFGyzmCrE7PdbhyeZFjh6dJSpLNhT45y+bC25fx3AHewGNitISjDGlttwmHMbEMU3++MCIMfVRNIIRA0wS+H5DLFzB0+L3f/Ee8t36Xi3cWGDoBQRjihS5LC7V/8ET0YSPaOV//d//2mYcfOUFr0GK776Yve6EQhxLT0tAsndCPCMMQaSbMt9dxnV6qBJepRZAq0j2D74eoQkWGCadOHWEQRry3sMjrV29wY32BpVotVWqT4t4KCk3PpWhY3F7a4s7SNoubbeo9jyCIiKIdKNBSEZbOVKmMJQxG8zmsvIll6WiKStdxyedNrs/fYaQ8gusP2VivcWjvLKpiksvabG5voxgpFKEbWhoUJiHYdKmWSozlR2i0O0xXK2xs1smUbMIgZPdoHqnEEEJoRPhRjO8E1Nd7NOYd1m/VEXrqblzZX+HssaM8cP8JRs0MI6UCjh9QyRQpTYywvtLAEBaH9+1j774KvbpHv9unkLVREUipMMQjKINqqQy6LqaZod5oYxkGx3Yd4Lln38Btu2iWThTHnHvwOI21Fn1/iOZCqzmglC+w+/QkYRgyWR6lVe/SqbpkFYuh46MVFQ5M76UvfZ746IOsDbfYNTHJ+GQFTRp88v4DVGcOEHWbhFh89LGP8vzzL7GxXqNQGSNfKvPXz36HarnAz5w7yXipxJX5JX7+ybOYuXEsQ2Cqktsry7TdHueP7mOtkGGr3ydjwXl7N0e3HVbubfD1b32Xv3j5r7m9uMqvfvFTvPajyxw7eYDxfBXV0vDDIPW8G80QGQmRCNlVKmEGNp7TZ3pshIJt8PKrF8gUVf7i1b/lvdcv47gDpqbGMTHwtSFeGKCPCoyqxXDLY3auyuUrt+kNmsyvLBNFIZvbDRbn3+f4fQ9hmgJdRBSzOS7euEbsJuw6/kmysc+w1aHfb/Oj169TNcsMcRmxSjhyCBmV6VKZwE44OXeG2emTHM3luLK2wjNKuUYAACAASURBVKfOPMK1hTtpY0BB+Cnt+0B1jHGrTGGsyOpajVCmU7XvR4R+jCpUYl+i6QLdEmiWRmVihMrkKJXxImqQ0Kr3GJsugSpod7oMHQ9kgibU1ONNCKysxni5RG27zeZii3a9j+sMibx0H5J6TqZsO0XCeLlCrdHE0jWO7J7AyJpoBgShRMoERSggE4QQaQqslHzmkfO8v7KaZidFPudOHeX1K++ytLiFIkE1YgzLJPADRFZDlyqmZSNlTH5UJ/HBGfo47QF23uDExF5KVp6CpZEzNHzP53p9mVqzxRPnHsbOaMyvb7Fd6xFnY1adVVr3ttAMnTffvEwUhlgZG6TEjyNUmcEb9AmjITLegT2jlLhhZWwULWUJGhkd3/MgVrjXW+bcvqMcntnNlujzpZ/7Rb7y2MN88zvf/7AR/bTOM7//+8+UigVu12okMkkZMTvNRUVFETu28hJK5TIqMYlQkDJB0wXmDladhJKp4jiHxibxZMD1xXluLy+xUdsm0RSQP/EHTi9UGkAYk0QJbd/HlzGKUHFdn8iPCCNJIhNylkVJsxjJZgn1BFs32Gx3aDe6DNwhrufjeUMa7S5DGZPL5Dg4u4cgGrKwvs7syDjnzz/KjZWb/PLnH+PnH/ooC1tbtNrp7atczTNUIjwlYO/YFMu1LRJDQbd0BtsuxarN9vaAxaUmtfkuXj8CXSdCkhgKM7vHaW06PHj/cY5VJhAZk8QNCFRJFERktCzL2w36csjFyzeQUYDne7x7+RabzSbtTo++HtFqpPj7B4Wg6RwoT9PxU0PXgJCRzCiLjRp6XqfXGFAZH2FzY5uZiSrt3oBAjZmbmmRpawMv9FGFYKJcYmlhE3PSJIkSzhzcS7VUZmllnZKd59S+XTgtj7yV4fKN20BCIGP0LOQUn8t3lrh7Z5FyKY+hq9xbWOTVH/2YYi6HZRjcd2QPV2/NUx2v8p+f/RGPnT+JoqosbdWJk5g3L13HGs1z99YGN9+6zZ2bq7z6zlWevbPA7UEfq5zBdVx0NNx6iCpgYX2dVr9N1+mh6DG5so3bSDh74jg37t7lv/z5z7GwsMXuqQlixedC/S7bVht/s0/eLrAVtYml5MSeA3hdHy908aIhQT1AEYKCyDAzXmLP2Dg37y7z6cce5tf/0S/x4NlDHNg7BmYFU00dQZxWE01VuHDnJmFjgwuXrvPIk0+xtLlMNqdj2gazo6PcW6uRzxTZqm3SbfY4MTnL3EQJM+gzDH08GVNAsOvhT7F29yZTpRLj5VGafYetQZfQHyKdIT0/DaJUdjR7CMgXbaozZSb3jFEo5hmpFNEzBlJKgjjGLtq0tjqM766gCQ3UGM+LiOVPklVl+rV+jO+n0J6MJaqhELT9tN4VFbOYRrdoVgr3dfp99u+aJCBkc9uh0XCYHa+w3eyRKCnLNokTFC19TyRuTOCHdHsen/vIQyy2GlxauENXDshIjamSRdPxifyYiakRBo5PqCc8dv8Z1GFE0Rrh7q1VRF7DtDUGKy5hJiISPnOlKgM/oD1ooocqH9t9gJmKxczkBOt1BxhSTPJMVEY5dHiKl1+6jtvtY9kWnucipcRzPZx2kyDwyRdKIGNiGZPIBKFpRFHE3n178YMBQtWIAp9YTfjCp55gpdHmE488SL8x4KF9+4lEyLf+5qUPG9FP6zzz1WeemZraR8dvErjhDn1UoggVKSWZYhZFKIRuQOAPyRVtDCHYmc/Rpcbe6i4yqsZae5u1boO+64FQUYWKIpUdIkQatGXq6c5Iy4j0tuZG6UMsJYEfgQIykqg7sIWUkkw+g+P36fZdBuEQ3w9QtBTXVVCQEhAQhwlu5NJoNxnNFymMjrDlNMjpJgOvy0cPHyGnW4RqwtljB/nF8+e5f/9uVsMBBUtHD2O6Mk3IrEyM4vs+2+s9hC4YmxpBZFVUS0VokKRiKpztLn43vU1vd3vcuL3AqSN7WVivsdZsECkBDcehrJoM5JAhIV1lgNMYIISKbVnM5EboBUPUkmDf7BQ918WPQqZKZVbDFmWRZzD0qbe3+eyTj/PqaxcxbYOxSoX1hU0sNcOB2TlUK8HAoid6yKEkM2FRUQoEWYicgKSscjA7zfvLy2nGDSqhAtWcTuBGbDkdHNfFtk3yYcSy2+fwVJWb768RRjHFvIGV0Tm2d45f+YVH+fjDZ7i5tMIPLl/j7vo6K0tbDHsD/M1lSvkiuyrTvLp+mcVrawx8L4VXbQ2R1zFsnWF7SCGfYyI/xsZKDU8dktgSr+/zzT/5dxw6PMGZYwfYUx7D6yd0oy4yDjDtIqcO7ufmcIEX332Xg2OTZLolyBQ5OlnianONOJS02l2KpSzdxoBAhlRLJf7bX/x5Hjt5gtFCiaOHD/LpJx9levco0g8xTYVeL0RJwMiNEHpd9IxOPl9hy2lSLGbZdDp06pvkNItWfch9p05Ra2/T8vu0/R5e30WzNUIZ8cDJM0wfO8tb713m3Ru3ub65yu0r7xJLSW84pOn0CJWE0I9wHY8uEaqV1l1xNEt1coR4kDAxV8HKmYRxTCwjgiBIhaKqCigoUuK7PnrGwMyZmLqg3RugKipqnJDaLKREpERA7McoioJGimSoQiBMgV4wkLEklskHERUoCUEUk8ladByXjW0HVagYtpFaEUlIZEJmNENF5PALEb2+x96J/azU1mj7/bSuLQVd0em7IZDgDyOUWGLlTT76yDkuvH2NjbU6EycnGaz10CwNzdKYrk7R6vU4UR1B1RR2ZUd5770O5Wmb2f3HMM2IbL3F4pZPb+jihD1u1bap3dtE1TSiIEDT0suyjFM0xrAyuP0eZsYiY2VQNQXLslFVhVanhRAa3mCAP4woFPOURgpEqsfixiJPP/YlXrr0Elro88Ir/3CywoeNaOd87Q//9TPtYZdYxB8E2P3EZFHVBZWJCoalY5dGGTgOo/kSxWyBsjWCjBM2thus1rZo+X18Px1xxY59fRKm6mxNCGxbEDsxg7ZHIiHwYiI/RtU1Ij9VZ4fDEOSOEaRINQ5DN0TNC2IkQhOoikoYpUaPdj6D1x6CoRDLhCSKefTAIVpuHzcaEvkBo8URGp06lewE33v7xzx59jSVQp6i1DGFSSuMuHpxAdcNuXNjhSCOsDSTjRvrhP0wZRzlDXr9IVIDIXQQAtcNiWWCoWlEccJIKYeRt9F1neurK2Rsg41Gi43lOvcfPsB8VCMJJdOj09ihTrFUxMxqbG7U8ZK0AWOpzJhlgkKMBKy+yWC9x7Xbi9QbDpttB5nEfP7pT3J3aYmclWVro05UTKhaGTYabVpuh/H8CNVshXq/zbhV5KEjJ3jn4m1OHdrPyto2R/bPMTM+wfXFeUxbY+/YGLWtJmOlEXZXJ7mxtszpPdP0hc2oqWBaGb789H189OQJjh/cR6Wc5S9feY1vfu+HvPrGNTzpgxuxe88Eoe/ylX/8j6lvrPON73yXrGYyjAMKxTwREToq5WIOO8yRSGi3HbphHytvULFKPPboaW4srdHJOCRhiGFaSF1w/fpd6u0tvvzpL9KKtrAthUMf+x957EAG0034/Be/QLVQ4D9+7zuYQtBrDnC2uhzYswunOcAs6eTyWR7bu4/m+iZdH0YKBRTbwnV6KEmAPj7HRGWM+sYy2WLqNN4bNLDNLAenZugEIYcmD5PEHZZ7Le41arx24S0uX7tDLCKkH+E5LioKM7MTXLxzk1cuv8rttZWUkr1DvmFHS6Qo6cVG0wWKraPoCrEfs+/kDLnRPK7jM3C8VOeXFYRRhKqpOxlhaZ10t3vUl1vMFEeoDwYUx3OYiaDR7SP9OK2nOK2lRCYIXcUU5g4BHBAqcRQjo1TImjqDgxJBvmxj6SabWw49xyWRO7nNIo0mFygIISjtKhC5EV948GHmxqrcWlmj47ToSDfVTUnQhMBVIkZ0g1gAvsK58/cTRi73ri2RuJLR2RL1tWZKUXdjgl7I2TPHkZ0BY5bOiMiz0A4JvE2O7qqSrK2ytD1AFwYnpzKUsxM8dXiK9253qK1tYmXMNEdJU4mimHwx/0EsRzaXR1NTScn0rgka9WaqwVI1YhmDTJm0cZRglg1G9Rxbq32WWotceut9qhPTvP325X9wI/pQR/STkyhERMROhLB3xGlhhKqn/6Lm8halYo4TszNcq3eZmarw7sXbJLaaqqpJ7Uvin6Q5hjKF8n7ycwxBGEYoYcrCU3Q1pXzqAmWnGIQhQFc+iIaAVBGuKApaVkONFMIwIQwDBALbLvGbX36IP/+/X/rgZue7IZEbcmNjE003CcMhrhJSiHw6Tg8zLrJvaoa65zKqmXzz9df5/IPneefGDfpen0qxwGYm1Qz1m33siRzCNtBtCJ0QNSsIQ0mixwy9EGFogKQ4UqZdc0iqBb7wyIOcnDnNb/3hH1LKFtkwWmT3FQgTibPSp+8MWXt/GzOjo+gqT565j61mG4HC02cexOk1WGh0UCo6dhZu3logBlRbpTpbQSQSx2mhE+CGHh2nS24iS1Uf5eKdeQ4c2UXFzrMa1nE2HCaLo9T6LXrLHtndGc5NHuCF5XdZdOosXFrBEibdRotFu0zd82EY8cS5o2z3HSJp8auf+g02732PMwc0PC+mqSt0th0GXZ/PnXuIr698CyWGwZZLplRgYX4N3w1p9EwKe0/x+acGfPO7ryBRODU7yfJyntt35ulvDsjuyiJswe7ZKhMVm0EYEYQJ280aqp5w4Y1ruBsuM1NlxiujtPQeXmOAUIc8cvwhMj2HueJN4tJR/vj6W3zrD3+X2kobzRY8et9xHGeAUTHJ2BkqlVF8Y0gvHPKD2zcZrCf0E4+JmXH8zQb5YoVBzyGsudglEzNrsbmxyNhoFV81sDWVH918jx9dukhjuYW+E2vSawzoOX1UW6dPiDQkxmwOFVh32tgI1PRuRuiGOwajEsUQiKyGDOUHwlJgJ/8rYuNeg2wpg6pBaXcxrSUlJhyGNFYdhq7//14a7dQdv9ZoE+igShgGMToCf8cLUhgqUaSg6yqqAvmSzbAe7Py+OGXv6QLLNtJGo2sQRrhuiEtAap2XprNG4U5Uua4yUxyliwtuwuOnTxAIBU3Pc3T/HHdra6CD0DWELhi6AWbWYIDE0k0UPea9O+/hbXg8+JFTbGS3UXQT1dYJN12yu/IkTsBb168Quj4rnTqf2i84WMqQrxR48eoW44WE3GDIncjhkZlZKnGXjXUoZ20m5yr0ux6GZjMc+uhFg0F/gPQl+WIeCPGjFEoMlgK++OSDvH79Dq16n6NHZilXypi2Sr3RxU40VttNRjJFkiDhwYePcntp4afy+v1wIto5X/2Drz6z59QMPcdLzRJJH56ineHgrl3kshnKhsZYxkQVNtOzFZqDHr3WIC0smRD7EcJKF6peY4CMkx3SQppvAuxESehomkBYGopIiQ5yZ0kqJUT9AGGpqJqKEBqKSH24YpnCF4pQiZGEkYeasxgOXfSMThKl7sV6ycSXIZ7rY5Ushq6P43scnp1ltbHKRL7C8xcvcKSYYXxymoEnUcKIkUqR9y7fRdoKGc1ACnYgOEEUxQy2ByQoaEJF0QQ6AtWXjGTzRH6M2x9gFS2+ePZhyuVxnn3pZYJdAf0VF+mDqiRIkRD0A44d2c/U+AS+FdLq9DCsVF9za2GJdjTElz4P7z1Bp9Fn4Pb59Pmz7JmZYW1pi2E4xBERlqlhyTwLK8vYRZu+MyCft/FbQ06cOsi1i/dQiiZOf8DmQotcLsfxqd0899bbzB2a4+ILV6nuLpMYCrW1DnNzkyy1N+hEHqvtPuNlGzeMabXu0WxvUy3myFg2r715DTufZ3mjxtREkR++dRVMBTWjESoxiq5i6gZ352/x/Rde4M0r15mdmCSnWFy9u0Q77GGPGGSLNvumJpj++CGiZhepK/RlyISVxWkoHDg4ztrNbZSsRs/3kVKSFQaF0RyvX7xGrb3JqcNHGa1M09qc5xv/8dvkCyYzs1VmZypkzQK1bpPAj9lsbnF8eh9RHLC0vMYwTvjIYz9L1HKoVGwmpqawLEHUa2IpHpl8nsXVNa7O3+CvX/0BL/zwdS7cuMT87WVay22iyMcat3G1kIAIMWqiGAqhH6aBcSSE/YiRvI0lTIrlPIUxE13VcHsesOMAKlQSme5eYzdisN4lHIRotkF3vUt57wjDQUjt2ia+G+B3fLqbPaJQYtka5d1ltKyRmpUCbt/HsgS5cgFhClQFhlGYwmZCJ5TxzmVRIfDTzxuWwDA0hEgdwf1eSOCHaX5RRuxA5gmFrI0/jFD1Hd0T8PSTH8PzepjSJJfNs7hV49DuMTbrLa6s3iUmIfZjIikRSrpzDcM0ZUzRFQJFkrEsMuUMeiek6Th0hj2iRoiqKghDIaNbuEOPOJac3TfDfTLmUmIwrWSojuaxwohL2y5WroobxQw1qEYJnhJx9shRnFqDXYfmCOMQKxEURot0u318zyeKYo4c3MvczDjP/M4/Ybu3SbNr89DHHuDypUucOvYAHbfD42dPcO7kaZ44fxJXDVm916DVqzOWLXH9xr0Pobmf1vna1772zMjEOF2ni4LCeLHE3NQkZV1QMQR5VWEkl2WjETFRroIGIRFbW60UPtthzyQywWu4O80s/VgGMbEfY+RNRMYgkRKzbCH9iMDxEZogr1vkdROv7xELhTiIEbqWCvsMFZE3ELaGMFRENi0aHZW1rTpDJWToBiQ6qEIlV7XT8dpQGfZ9FAXUSEETCkiVkWyBSqnM/gN70SyV97davHTpAhmhERoJw76PNmqiKyJl2Olp0RJK7GoWVSg8cfooCzdrOLUOWtEgLxTa7pDIj3ln/hbvrV1n9cYm7uaQykSRWEgyuk2+YENWUGu32dzaSpu2P6S73SPwA/SC4Nj0DB954Clen3+LoR9RqRaZr21z8sARPv+zn8OeOc7qnctsrbWoVrM03R5FK4frevzalz5LEMNw2CPsxTTdLqZvcPDEPhYWl5kdHaPWbrO7XGa1UcfSNb74+NN0By0G7pBD47t54NBhrt68w0qtTiZf4PX33sPpBhycGKNStrFLZS68d5UQDUuD5mBAN/QglOi6YHx8hAOzM+wZnyZnZvji4+d5+Y2rPP3pj/Dyq+/yuadOUq0W8UQGAx1lTEeRGqrrMgzht/7pM/z9D7/LZ8+eIdR9Pn7/GRaW1xifqtBa67OyVqeg5zi5d5pvvfYKit/G0jUeOnUQNaORs0apFjUazpC230MPFboNl2PHjvL+tWWcoIfneAQbdRbXt/EDn4nxUczCCJfml/hfvv0dvvXd55hvrbO4sMbGfI0YiVLW8QuArTI2NYrjDYk7IZEiSdw4ze0SqTWPbRvEMhVkJiT4UUyz49LtDNLJX6SuJEm6rkD68QeXOT2XTiSqJRi0XZw1BxnGmEVzR9CaoNsCq1oAVWIWdMySRTSMIYa9E1U22x0qUwUQOt12DxkmmKFK4EeoOuSrOcZKOcId2DsMIxSRQvFaNmXICkNg2iaKBKRk/8w0zW4PXaiolsA0dAZen9BXWHEbJBmVg3MzbLc6XFla2Am1TBuRCjtM3BSeU4SCGiYkhoaGyuFKBSufpbbeIPYliZ+g2CqKJXj49AO0nToZ3cBQDBzbQKoum77GnA1t06RoxRTGdSaLJS7cXGRDCkZGLNqLq7w9v07YG+C0B3hBgOt6WBmDTD7P0PPou0N6fYfDe8YIY0HP2eD5l15n35kZ/s2/+BrffOmb/OqjDzK5+1Gu3J6ntbJIacxg//gclYkqr7327oeN6Kd1fv+rX33m7P2H2VprULRtyobOmGViCZHeZDIZ8iM5DoxNshZu8drFqwz7PmGcpkvKMEbKBOnHxEGMltHRLIEQKpEfkyQQ9oPUYy2M8Boe4Y5KPI5iXD+g5w5BKKiGQLN1EApCSwV/0o8J2kN0RWN0NIspFXRFY7xcxBYGVtYgkiGalcIGsi/ZN7WbrjfALtiMl7L0pc/4SIX3awvYSp7nL1/g1IG9PP/W61gZjXt3aoisQmwpxP0Ys2ASyQhL6EReTBTFJL4kCmM+/tEHuHj9FpO7K0xVx6htN3GdIdZohkhGNGtdwm6A0FP90mC9j+sNMQydLzzyMbbW60hF4ejeWUqWzelTh8naJq4MObt/Hz+68g5qFZprDnO7JhjPZqhHXV559w2WV67wxFOfZmnlHgYG/tBnZnyS9do2kyNTTJWLvHTpIolI+KWfeZqLV67hhx4T+SJb7Tbb9Q6Pnz9FJxwwWa0Syj6NXoeZYhUzb7KyVsONAibGx3n/9jzT1Qq/8bNPUKmU6Xt9vv/OFR6672H++pUXubB0j5PVXZzZPU2oqoyMjPK585/g7vo6r75+gd/8zV/jwQc/wr5jx1FQuHzvJocPTjAyW2Bltc9UpUSh7tJY7eE4fWI34i++8U1+/YtPcrvV4s7mBm++cJN2vUc/HqIpCoql4jousRrzxUcfQ1FG6Xa3UUXCtWt3OHvoKPnMCK+8/S7T1iSPfPIXuNe+xr07C5iqjqyqVKwRHn3yPO8uXWd+ZZULl9/jzXcucOWdyzQ22uhlg1CPCLMJoqSjxhAZELlR2gxCZeeZj5ECEqmg2SkJwCiaJDts0kzGwPUDJuwSw9Dj6O49bDUblMs2bj9CESDDBFWkFkB6ZsdQ2EohO6tgEA9DJCmMvbOdYeJ4BV3TsQoGhqUhFAW/E4ClMZGxWa21qFbLbK82GbZckAluGIGVTjhG3sBCI5+1GSghqqqy+9gBBoM+6s7fpOkCzVAxhEY2azJZLkMe8tUCIoKJUgknchlEHrGUqBIyquDa3dQ0WBcpBVxKibrjvkCY5hnlhMZASjSh4m64RFLF9/tEQpKzLAI/ZKZcxlAVepGLYam4fki95UBG5XB1iuF6ixohUW2bF1aWePjcOfIlk3G/z5TIsNVv0cuVuHl7kWEY4UcRiUz1QtqO1ZKZ0RCoVHI59k/afOfyJTqNPufPHOaBo2d4+dL3KedtcuURtms32F2t8r899338QUKzNUCPQy5dvfNhI/ppnX/9ta89E/kRPWfA8ekx8lYGIUDXVbAMtltdHMfBKJeZGp1ka36exyZLeMUx6lv1VHsgE6RMUFUFzdZTtpxIl7M/2Ymmk5FB7McfsPLSXZGKyKQ3xZ84E5OAKQRe30+/PUl3RkUrS+AEqYmi4+K6PscP7KaaL/KJo2eYzo4RW5JQCXBlSBxKeg2Xdq1Ho9WhUChR0E2EpnNrcYVh36Nqlwj1mDBM8PsBmUIGvSzwHZ+B44PY8cdLJJqAd96+SRjGjE2NcHRyhrsrNYZ9n8iNQaqQgIzTYkakXn57j0zj+REi0VhwNiALTx47w5s3b1C3eqyv1SlnS2i5HG2nTzGfoeX2OVCapuMneH6fyfFxxsar3HrjPR46eZyZ0XFWmw2qhZSKvbi8xL21DY7M7KHldtleb3JkzzgL85uUZmxGsyP01CF3azVAAR+WNrbxnCGL6zXmZie48PZNfD/mxPEDTO0f4zMPPcixw4dQekP0cpU9U/t49sUX6akDyqFBqVDi+vo2e6fH6bpDXnz7NXoM2D02ybe//Rw/96lPs/jGD4lWFinvmePlt64yd7DKYHvA/N0lVpstrLxga6XD/kPTWAWTL/3Bb/Hq3z3Po6dP8N78PMdP7+F3v/QVlJzCu2/dRmR1Bs6Q0bERBl3JRM4gQaU6Nk5pdJRhr89ad4s942Xuzi+wNr9GpEh2j0/hyC660Ll96zahGzFsD+g7A0IrQZYU9IqFamkkSpIu8f0EqeyYlO7A1lKm2Tupm7mKCEHNaxhCJ/IjcprBMAoZ7hATfDnECm1O7z2OF7i03QExqUOCDHeow5YGYZLavYhU3JnEktBP7WeCQYCiKxijFtWJEnGiMHA82rUe3fogZcGh0Gh2EVkdvWLQXOuQ7NjTKDJJoXAFBKlE4hNnzrC0tYmWNUFo7BqzSCyTwEu1gMLS8fs++bzN0bnTrNbX6K/0mdszhSFytPwGgZSU8nnGiiWWalsIW6TBeaSkCAUVxUhbaEKCKiUyBKy0UZVLOcKhZG2lgZbXcAchhAntbo+HPnI/GyurmJZFezhAQzBqZdlVLaKrDhm9iDWawSrl2FOcQsQWtxbaTOYUlGGM23G4sVrHH/oEYUgiUx3WnukJcuNZnIbLnl27COOAbSUgHIbkrDx1d8DC5jwMEp44fQ7MLJGW8J9f+AEzuRJmRrB//zjX726zsrT6YSP6aZ1/9Xv/6pnBYMgnHziOpavYxQIrmw10VcHtD5EyRiQqM+Ucvd4Qo1pisePy/uIy1YnRdHEqUpPGhPRGpZA2HlWo6BmdTDm1k1d1QaZgfOBmoIgdXZEEdUcch0JalHoqwBOGjirSB5koQdHBJ6bfdlE02HAdskaGg+MTjBQyvHbtBp4f0ljv4PsBoUzdg0erBT529j4u3LnKsZlDLNbWGKkW6bY9StUC7W2HyQOTODWHoB2kLyApyeRtgq5PzsowPTtG1sjzX33p53jz7SssBnVCVxJ4AXpex+/6JEJiFA2yhQyDtodVshBC5ROnzjJwHMJBQm29zrkjB7jXrhH1Q/bOzrDZaBK6A6JqQs4yaPX7ICXL/U2a2x0OVOcYtjxurSxz6Z3bNOIubaeLGwcEMuTgxBwnDu8nOwZDVyJEzNLiFh974mPcmL/H0fEJ7r/vft565TKH75thubbJ3qkpRF6jbI/SCFs4dY9et0cSa7jNLq9dusqD991HIGPevb5GdSTh7uI9kDq5Qpml7S2yusVSe5Px2Qpf+2/+Ob/05GewlYBX377K40/cx+qdewRxjGVq3FirsbLZ5OGjJ1nf3uTY7ll+5rMPk8+Ncmt1gdxkjt/1I56bdyAOqHcH/NNPfIYf39ym02tw+swhPDXAbw15+vEHOLhrgqutdSLpU2tvUW82uF6bZ2W9zdzcDFvtwjzqmAAAIABJREFULbo9l0K1wLHpffS7PtuNOs2VDklBhayCVrYQlkboxuk6UyboUmfo+iDTWG1F7DDFROoiEDsBqiVQQlIyQiaVEOQMEwOBLwN0O51sMpZF4Ljc2Fyg6/YJ3BAZpvvRuO9zcP80OcOAGKIdiFnREuI4tZaRfkzsRURehMjqNJbbDHoufj/dSQkhiP0Q+f+w995hjqT3fefnrYRCFVJ3Ax3QaUJP6Em7szM7u7PLDQybueSSInWijhRJWbJ9FiU9uuOjk+TnOeuk02M9lB6fz76zfYq2gmVRjFqS4ubA3eWG2cl5umemIzqgARRCAVVvhfujsGtaJ0vyI9J/6X2eegZ4UVXAzABv+H2TDNl1bCeiHdB2euh5g4gIv95DqEoiOpURgRcyrFvsGh5hoFhgs9WgJ2Oi3BSx71OwUnieT9DuESNwXR8TUKIILyVoOj4LlQUMDHTVwHU6OEEXRQUZRBi2ThjE/UkwTrwrdZHsHBH4usAyddyKS7Pl0tpoMXhgiPrVBuPTA7TcbkIdzymsRE3W12tM5/NU6y45K8to3mZweAozVNha3WA2nccKWjy3cJFq7PH2yjIPHdrNqbU6cQxBKAhDiVAEKVPD92PqG3WGBwpYVsyuHRPsKG+nkDXRhcXRQ9v5yUfu4NhtezEUSUf6jG/fzak3LzOzbZS92/byH7/2HNZgiuW/d1b4/rVf+dVf/eUjt+4gihOe/Y21VUyhExETkWzrV2pNLlQqXFxaZKWygWHqbNWauC2XIAoJvQDN7AtrooSokMql0EwN3U6BSlI6a/vEUUzg+Ch64gKnGAoiglzOJmukiHTQTZ1YS3QuyGRX0Wt7qFFSWxdBhF1IExLTrrpstFu8dXWexeYGUsZoaZW9MxOoqkqr3SOMQjwRcqOyxI7RMRpNlx0jOwhEl1bYo931aG91iNSQqR0DYKmE7RBFTTJj0oZJvpTFqbbIFtLQTZMuqty8vIrf9VFUFUUHIoXijkFaa00CJ0CxVEQEmtA4d/EyvhYzP7eI35G8dfoSXkfScX1UGaEiwIChYoaa7OHVPbR1cLs+nbrL/PISE2N5Hrr7bg7vnKFk57je2sRtudimxVBpkDNnzjNV2salm9eJZUy12WJhdYlM3uRmY4vV6ga2YWDZadJ6mlOvX6a6VKM8UeaBY0e5ev0GnVaXWm2LmtMiNuGl109w7223sFVZ58T5G2SzOZ7/7knWnS1mpia5cHWeO7Zv5+d+5JNkUhopHUZKQ7x56QpPfvMlPv9PP8/E9HbclMmVq1f41Pvv5Nf/z98k8hr8yqce5f7ZA1SaEd1qg+XaBi++fZlFNSBrm+zaPo1f75BLDzBkpzl79iKzmQk+8Q8+w//1e3+Ip/q8f3aWdhDx7JWzvPTkKeo9F2yFZq3N4W276YUKNa+BqRk0lhvUuk20SElwxf5OJOyTDFAFUeJFj6IqWGmDSE0MfZFxQgVWFQp2llTJIFMwIavx4VuOcnh0iqnRaY7fcoBrGxV8LyRWI9rtLrnBLN22h4gEWbI8/sATpFIqgdal4XZodjwCGWBEClEawp4EKVCMxLhUs4xk4upFCCPBT+MoKeuFXuI+IiIojBcop2xWN+oM7y3SqnaIPEBG5PJZzEjgRTFdAm7fe5i3b1xjZtsB7j36PrpbFxgoDvK+fUdoq5LR/Aibi+uUygUyQzGhUFhZ3qTdbqNognwhi2JGCENB80BGAbquEsoIzVQJvTBJl5Vxf4ekIvu2RoEMMXSdnicxB1N0F9uMHC7S2HQZKuZQSyk2Gk3iVpDgX4Mmvi/RVYEWayytrzNgpklnbBQ7TbfeYjBTYr26hI7GGafN3MIKWSvDzcUV8lkbVYGsYZAvZRhK24zlVMKsRcYaY+HKAoqhE8Q9fujuvWzb9yiZ4j4sz2NocIRXVno0Nm7QTg1yYe40oQt7ZiY5f/ba39O3v18tjmMsXUMXKsQx05MTLCxVqLd6SaQwgshKkiXVvldsWwZoeqK+DmWY2IpK0BDEuopiaKi6QoxAdnwUkZyHrhLrCmreQNc1rEIKIRMwU8MA10ORCl23l1C5dZXAlYRBhAB8YlrNRJuA00lqDcSoLtgli64r+fDh2xjdVuRf/dm3abkdNFtFcRUiN8LTQTE0ViorqFJg2Cql4SyBGzJYNhGolPQMbbeKEArj00P4bsTGZh232WV6epS5y0vU5Gu0Kh6mruPpCp2lFmpXQ8sbNCoOUTciNWbRrXoouopTbbJ7dpKCauCODoMXUR4bYbm+gYtE0U0+et8x/ujl56CS4viRvTx5+VVSwwYpN+DRo/dTqTtYQufZ196gS5ej47uYMYucXr3B5GyZzWqVsXKJb730MqOjRfbN7GLdOUFITKPSwd3qoo4K3ntkPy9uXkE6AdsOTIMOl+eucuuhXWxtNYnjOFlB6yq7y2XGhyc4ceEG+3dNMzM7waWVVfbvmKHedPno+97LRnWTm9UajuNw7uYGlbUK9e46Dz90B//m//4SiprjT5/5Y55/8Sw+AU+9Ncc/ZYqf/ul/+e53UPmL52lGbbSiwWUZcN/u3Xz3tXPcd1uWV5aucWSHSqvhMjw2wtp6hxN/9kU2l2rIWZ9/+9S3mJ9bw7RTWBNZvCDAdyJajTYle4j3HLmb3//qH3DVvUnJzqFJldGZIhubtcTDUEIoEj1bHCSxCyEJptELIhRdRbdShHoSvyAQuPjoroKma2RJ4QQeS90aGhqXz12j7jT7OT4JxXrTaTKZz4Gtc/e+fXQbqwS9CLnpIfUIgcCXIa70UGVi0hsbMGClyVgGixUHTdfwmj1ShVQSuw0EfQG6pesM70mIRC0zxLBVYiGI3RBVT+jYLafNkG0SuSGZQoaWV+O2ndtYaTrs2bGX8sgYb77wLZY3a6Q7NjcrV/jwoV0sSJ9m4JNOx+QKKepVl0I+z4bTRAHSeR3FAt1V8dyAWFcQMkLoalIhISSWAiFDYj1G0RWKeo6q42BbOh3XxyiaRDFY+TQREXuHtvOWfxXP9bCKNs6qg2lZfOojP863n/sK9+7dz6WrN5nbWCefT/Hg3hG++uIpHr/nEGcuLjOph6xrFgtLmwwOZBgoDrC0tMbdh3by+twChWKJD9y1jReu1RgrmkyZw8hMit0HdjF68MPI7DB5vYt24APkYsn9xmnuKv0YgXuDKD7I6UuXeOnUue/L+PsDd98WQqhCiFNCiG/8pf5/JYRof8/zzwghNoUQp/vHT3zPa58WQlzrH5/+nv4jQohzQoi5/v1Ev39QCPFM//xnhBADf9Pn1HQFW09haAIZS5bW1qkj+wK8gFAGRDKk5bh0XI9Ww2VztUrgBsQyQkeg6SKhdvaB1VCGeI5HJAUIEoNDXU00QXqywguDKKnTu5JOtctWtUbVadMLJEbBBBRCNyAMEk1SBHhB0HctVknZKQanByhODzJQziNlou0ZyOe5eOoSrWqLsBviVrpIJyAWIIKYmW3jPHrXB9AGBKs3GqxVG6xX60kuk4hwA5+8kSNta6SsFK7sEgSSUA/ZrNYYnx6lXfUYKOdxAw+/mWg63nvnYYJ1n2gL1Mgk5eroRR3f9Yh1KKUKnF2uMFLK0TZ9rtdX6dGjU21z88oiv/mv/5SNi3WassliZZmMzBK3BIoMWPRbScDXZpVje25lplhGt7JMj46gGiqKrrO8uI4gRapoUXOaCBlAN2CgZDNgWRRHC/ToUums4i90yVgp0pbC8oUVIj3mK68/QxiGjI6XGBktEcmIS1eWeOGtN9lsrJMtDtCoNhnLlMhbGXbt2ElhbIyf+sxHmN45yp++8jQFO8DKqvzvv/hrdNyYnbsnePSjP4wep3jo7nt54rH3cm1uif/jF36Cr/3aJ/nG7z3Bz37+A/zWq39BYVeJ3WKEf/LejzEii/yDj3yM5WaNQt6ikeqy4TmUMiOM7Brk6es3MXMmK06N7SOTRAZ03C6KIdAtHctK8dFH72WqmGf52hWKhQEiEZOxchgi0bWEzcRBXjUSfzUhI2JHItwIQyoYaERusqtFJBjlO8nEXrWHcKEyX2W5ssnTr71FMZ0mLUxGJybpuT69iktvuUPo+ESOR9bOM5UbwrZGSI0XWHIW6NohngxoOy6y/zuLZETK0MjoaQYsG5V0MiHZJqWxEqPFkUT74yZMRaELQl2QGjDRhEJka+Qsk96mS3FfEWGrSDfBtNJ5m1zBouX0eOn6ZWzVxlIzpM0UpmEy36mwvLACeo+7ZvIo+/YwvGuKwZE9ZIqTHLj1MO87fhhPSGw7RdpO4XVDQgHCFpi2hi7jRLgrQ1RdQbd0YjcES8EqpGlXOlSdJp7rIWVIytJQZYyu6zirLVrSx5FdooZPFCeu5KEfMpi3GBvdjtQhVVuntDPH4/fdya27dpHfsQ3N6PH06cvEsUdcKvLA4Vv42PEZdkyOcHx6ADub5szCFnfsHubRB+9i6tAtfOSRD+LHgqtRxPT0NKPFGaTo0fR8mp5JLKBR98kMTJBNxWybPcLOfQfQ80Mc37/77zZB9Nt/jxiInwUufW+HEOIo8FdNDn8ax/Gt/eN3+ucOAv8MuAM4Bvyz75lY/i3wk8Cu/vFwv/8XgOfiON4FPNd//tc2oSj4YcCy06QZ+IzmbMbyWUIZEpGEzbWdJAgLGaGIZAejGskk47t+P+QqAV+DvjN2kuoo+lb3Boqd6B3oq6aFrtCpurhOl56bgP0xEMsQz+kRSEkokpUVgGpopHQdyzLIl7Kk8yl6Tpe24xKKCC+Q9FzJs9fOMT44ygeO34LQFTIFi9HpElndQIgYIXNIv4fjtjl+5HZyeo6h0hD3zR5AoLFabeHZHnfddis3z62g2BA2A7quTy+IyFsZ1EClulglZRmgC1J5k+pmi6PHDrJjqkQqpTOULyBdyWApx/R0iUrUwnM9Tp2bQ0pJ23FpVl3CIJkkcwM26ZTBTGmElWoVIwwYmxghLCrcWxym5nTZcmpcmruBsDVE6LPScTH0LKauIHTB+MwgI2MFZBCwIDfYMTmFXw3ZWK/zmVtzfOFjB/iQNUxIwPbyGGEpZnL3CPtmtjOtT2CkUzRll62txKWcKGJqepKzF26ytVrljSuXSJsBP/TYBxgbsjnz6tss3agyN7/KkZ0Heerls+iaghJGfODYIR558A6iKEa3cuRGihTsQTwZgGnyQj3gn3/zJs8vLzI0NMKJE1cYHS/yx9/8JpeXb1Jxtzi0ew87iyWuXb7B3MJNnvruyzz/6tt4VoRSUJk7u4wIBO/4v+so/Mj9DzAzPcbTZ94mZZnYIxlcKckV0uQLNpZlsl6p4nd9kBDLGKMfqKfndVRdI5BhMjEAoeMTuiGxE9Bd7NKrdkCPcWSbgekBFF0QEnPy5hKnr1/jtRNvETgeqi4wB1P9mAfYcBqcWbrBtasXeeXNF7jn4F50XUdBkCtYlAoZ9h+aZnx6CEPXaK86rFVrrFc3Wb9RTXwV6ZJHElR7RNY74m+QMiTwg0ROEcSMpAfxtlz0tJaQiUSCvY6PjLJzaoSYOPE1BAZyaeYXr3LyrW9SEGnaQZtxK6a4+y6yVg4zVwZitrbqeJ2Adc/nnpnDDOUt0nkTVVeSiBYZE+sKRkFHN7RkYRdEaEJFyyd/z16jRzmfT8gDJCzUUMYEDS/JN5MRGirXFhYSSryeaPkUXSOKQ+K4y7FDe1kXJgWRw2t3SWUzvH16gQ/ffT+7xiY5MbfIc2+eZnF1iT975SLDM0NstkMOjA0BPoQ2TjXg1HWXqelR7ti/g0IcUWu3yFg2a5shllzDDSKk55M2emRsg8K2GerKODWGec/sCKcu3/ibhta/VfuBluaEEBPAY8CvAf9zv08FfgP4UeAjf4vbPAQ8E8dxrX/9M8DDQogXgVwcx6/3+/8AeAL4C+DDwP396/8D8CLwv/51bxJFERudFttLyRzneh6jpsl1GaLpSW596Ea0XZeAuO/Q27/Wj5KShiGQncRSXTMS9pti6e9Giov+l0yx+zksBsQyQrE0IjdRdsckCvBQJhlBmm2g6ypaP4pYAbpNH68rcZsemq0RyhDd0mlXXWKg6XQ4e67N/PwqPRmi2zoaOmo3Yk+hxNlqhW9859u859BtLF1eo771MnfuuY1Xr5zk2dfPcbAwQ61cZx2Hpu5z29FZIMTJd1ACha70uL5WIdJjDDuFYqmYIkXghEyPDFKprXPt+grdThev65LL2zSaLj0k0t3CtlJMlEcYKqa5PL/EqFUmW8qzsVlhYX4dS08xZhdZkjXSaZOCbfPA0DH+5NxpjLzKp977UV564wSu02PB7VHtNPBlkxVHJ1fO8uLzpxgoWlj5FC2nw1a1yfadYxybmeHZeo2vf2uOGVPjkQN5JkYGObVsEZclb5y5QOBKImLUIGRsdBgpQwYyFtNjo6TLKjeWq9xzywGmSiP88y/+CXQ08uls4kSQ1zh/8Ryb6xvIqVE0VWH20L38/re+wYG7dvFnX3qS/+e3f5tOe5OfNSWbtVUa4hq/dHU3n1PfoqHfYKhgcenmEh/9yINsbTYYSg/y5FvPU284hK7kJz/0Pr577Rpn5xfQELhuQCxihoaGefDgAYxMlu9cOs1XXnoOKQPQNb5z/RwrZ9fZdmSapcoa2/MhSqDR63qYU3bfT00k9jdBnxVHhBLERJ0AxVDIF2xCGdIyAlQBppVCzysgVWzdILRTdF2fLcfBkz4Zy2KglMdzu/h+hDAEqqGzubrF2MwwVRExqOe5vFgha5lIx6dZadEEao02qq2hEDM0U6Dl+oQyQqQ09HwKUKhJH90y+rRujdiRhK5Pp9AkM5VDaApm1mK7M0o9kqh9yy5VVzlx+hI/ctd9XNc3SBsW37x5kgmGOXnmEnt2TZHNaVRch5PNiNubXQp2Ft9dYW31GkIq0Otyy+ghUqJHO19iobkJBQvPlfi+32fHRRiWiiF1mm4PpeOjF3RUXQEZ0dUDAleSsgwUN0DoIinBE2FaOnsndzJcyPL151/CLFr0nB62ZaACZ048zZBdZOr4Xr7z4qvUHAdSOjkzxWqzwU5LJ3v8Fq5sdbi43KAbSL7z8kXGzTT5oUE+8fh7QI3YNT3E2MHjpIwBAlel3T3D7dvHGRnbTra9RV2UGfGXMM0cXXuI9aU5DA2GChmCXgVn6Hb03At/iyH8b24/6B3RvwR+HvqZB0n7HPDncRxX/orzf0gIcVYI8SUhxGS/bxxY+p5zlvt94/3Hf7kfYOR77r8GjPxVH04I8Q+FECeEECeIY6puDylDZCAhjHFdyaN3HOPYtm0cLI5QLuf7ztkCv+HTa/TwZOI+/U5GkFEwSZWsvg8WICNCNxHhRcRgvPPm8bs2PkIkYKxq6ei2jmEZWAWTXDmHlTcxbSOhaTtdWtU2gUxEgkrfCkggiIMYDQVFQiRipkpFhuwc+fEsOSNF0PXwCLguGuRLabJ2ikvzNxmZHqInJd2wzWihSKvZ4573HCMXZVACOPfmRWxd58zZeTIli1zZIlWy6OoS2ZWIPn4lXYle0FnvNLlZa2BYKooi8H1JdbPGQD6DWTBJ22ncwGO0MMDcYgXLSrMmayw4y+y5/QmiIOKOe2fJKCbZgo1tmeiWys31NR69427KxiC//8I3WHVrABiGRrVSI0bQcppMFsfASrC6qfw4jcUWEbBebfPMydPMVdY5NJ7mzV7IxVaRJy/MUcjnMOIUI6Usjzx0jB//kcfZPjLNtulJdsxOUvc6nJu/zKtzp/mjb3yNr7x5glqzieN2ufPIQe4+tp/ywAAGGpVqg3JpiEsbC3z8f/ksn//ffh6vGrJrbJB2t8szX/4ihWKRydFRXrh4kZ+avJvHzn2ZH//wvWQKaUCh7jQ5tm+Wntrk9575IjcXlqlXHR46fgQXCZrCeCHPiJ0nZxvc997DbFWuU+91eHvhArVqB0lMKEEYgo1Kg9KhEWIjwrJM5oIVQjf5v8vpduKC4EoUNyKs+kRugKYLeq6HVk6hWiqxiPD64X4CBU0XeFVJDotqxSFyYbCYBRmTwsCtunScDp4rMUppzDELvWiSKlvsKo4zN3+Z+coqVy9fZ7PqEFuC1JiJNWVjFFLolga6iusGBDJKJiLAcyQqMY7bZfehnSiOTywj9h/ayU985nEMXUHRQEHQDjyGCmlSNQUNjR97+H2ERMS6wKeHVUrTcrr4jodBRA8JK1XMTIaYFEOZLF2RxVN8VGuCYmaIhtum4jg8e+VVvjt/ETWMeWTmFvaPTKLoCrqRQgYhYRATEqHoEfl8Gq1gkM6bdFZdxksjuK7/bgZQSASdmGw5Q9AIGMinqTt1Xrx0itxYnr1j4wymLd5/5ADSj/jGG2/ip3zmL13i3PoyJ7cWqckWlZVlLs/Nc61Vo5HKstXwWF5ZYXp8jPLAIFrW5vzcAlWvw86Z/Uxtm0bXM4hQwRjeyWc//n7GjzyGlikyVt7GTC7EytpomSK6W0XND7EmLW5shJzu7KDZbLFtbOivHvn/G9sPbCISQnwQ2Ijj+O3v6SsDHwf+9V9xyZPAtjiODwHPkOxk/s4tjuOYd1U8/7/XfiuO46NxHB+NohjFUrm8uYUMIlY3Oui2zvpWBdQYKSI0XcHKZ4h1gVowMEsWmqWjWjpKH7MRQOQmQtWYiJ7TTQwPZUQURAl7RkZ4m92+/1WyKY1khO/0MCwdYQjQ+w50IiLWwbAMFCMBXyHxpUvgXCXRRehJzHksYhRDUJcdaiIp2QXEWKU0wk5cvmvXHVpVl9XrFXaVR5goDXNi/jJTpSnSdprf+9ZXkGrETHGK/bt2UsxtIzYE3apHY7FNyc6TM0wUGdO6Vsddcgm6MW6lw3J1g3J5AKTAyqWJwpBAhrS7HVK6znCpQIzAkU0UCQenZ1AC2JufZOviKygI1ioOy/UqLddFBpItp8FSdY1Ll2+w5KwxIG3yuk4pU8DKmPh6wrZTDQ3NMCiXBqnT5eL1eXpINFul7bTQ0ird9S7PXmsxUioyWhokcKHqrBGKiJ3lnSwuOmzWOtgDJp/73E+zc6DEZ3/0wwzmMwSNiP2HdpHTbTK5NPfOzrJ9rMShvbN8/h//I37jl34OkVJZooodZjBIseRs8PM//ZP86Ad/mPLeUf7wS1+nW5e8/sZbxE7AU7U1AKazu8EJaDldVqsOT517g2++fJZbdu5BGAq6rVFtO3z95beo1ur0iDg4vY1ju/ew0FzjyedOc9ZZZmW+joGOWlAoTefQLR09nyJrm7Rlj4xtUpuvMzU9iSoUDs9OIZqJBVVcEEgRoNh64hdX0gmDAFUoRChYBZNsKUW+bIEBHddnydnERxJZIU7VpV118QgIdIExliE9le+X5RQiYtLojA4VyOXT2MUMVtHG6JftDMtIdGd9ckOMQNNjTEtLZAwFMylp96URzdUaCgk+dGOxwsbWJqEesHlli5Ewwx3FcZrdBrP2KMVbhqg1mokg3C7wUv0aLdmjnB9kNr+TDcfhscc/gzdhMbv/YTACWptdLiy+zltL17mxcIXLG6t4fR6tJ31WnRojdp5KdYvqzRoH7TKqDpquIWWI142QIqZd7ZHJ67QqbSJCbiysIvsEC18mE6NaTqHnDZqVJpKQirNJa7ND2AmYW13nf3zkfdwzeyt37NvH7OQ0v/UnX+VfPPkNUmmDjJWm5ELD0/ClSl3GmNntjE8PYA2a7Nw2zMEd2xnKFbllZprjtxxmYvYwcuw9KIrNqqtTyBsMzRyh0RPEQnC5nWGtnWXTLSB9iWuOMqgHjBdUBjIhw2YDI2eyUt/4fgzTP9Ad0d3Ah4QQN4H/BLwPuADMAHP9fksIMQcQx/FWHMde/9rfAY70H68Ak99z34l+30r/8V/uB1gXQowB9P/8G/+17GyWPXtuo1btsLragVhQb7po/QFe0RVsFDpOh3eiHxJSQgLwhjJEOh7SlUREyde1z5qJ+q8JGZHSVYRMdAaxjAgcL7GRJ0YxVDqVdhLI1ad0K7qGEAoEEbhBMtEFyfsFMsQsaJgFEyESgForGAhdpRP4dN1eUnsOQkzDIGPojBhZPvbAvYyUhhieKhB3fTJ2DsPQ6AVNZgYOsVzd5OraCi88/Tb3kEdVO0yWR7EKZkLQcz16TgsZhKimThgmALaCSqPaZuHyFgOlEdxOD90w0HSNvbO76QWSAT3PE/feQeQGDBYyaEHMLePbOL94nfnqUvLjtHwyVpYhOYCUAS23zXh5GLfj8tDtd2LZNhkjg4hirt24yeTMCKGI0C0VHUHdbZI1bFJpHYDuVg/ZlUQyZs/+aYYKeVzX5eylS+wqb6PruCzfWMdUNR685272jI0wWsrzxT/+fS5s3OBbrz5P1/H48OPvR0pJ0+3guipHZ/exY3wC1Uzx219+irffuIxmpbEwuTR3nV/83KdpO13SlklueJSp0jBG1uB3f+tf8OKrV7jz8BH+5MXTfPbHH+K5i29TyKfpuj4Fy+Kb336VlCE4d/4qpq7huQFOt8Ptu/Zz19QMn7zvA6x3Wrx+9QpB1UPo8Oie27j/vkOkSjoCjarj0usmFjyBDNEMlciI0PIGdxQHKBXyvPrGZbqOh2oly5rSWJ5MMcVUqUSpNIBtGYQyxKk6bFUahDJGx2TYKiFkTOzGCEMlFhqKrZGezqEaGqqtJ27WMiB0A4QbEjqSjtvjm6deZ9gYpFftkkw74l08lT7FWdEFWp+5FwEKEaWxPJqVOI3YtsWdj93L7J2zpOwU/9ODj7OrMMntAzNEruS7Zy9x+toaeq6Apuj05jwUmcgLaq5DvOiTdg1Gx4e53l1E2gF//vzvIvyIzXNP4To+5VIGI+xid11Wr86TChKH7o7TIxIRqqHxzMJ51pwmLbeLL0OK3RQaCqqVQujQawRolopqqEQyZqYwgNAVtLxBREzsxwg/KYFqlkrPDUhZWUJdJPHj0uf4jp1khMXJ8FUsAAAgAElEQVRLF8/w5Euv8fzbb+N0eqApXN9cR/gx6fFJpgZN9u/ZhUFAylLxW01KQ1luLlZ4/coFOl4PdXACfeQgsl1hfmGFqhOgqD5Bt8tWvcH66hWurrXYWJnnjYUKJ85VuLS8haoFLPUGiHsdbmz5nLtyDefGElH9+4Pu/MAmojiOfzGO44k4jrcBPwI8H8fxQBzHo3Ecb+v3u3Ecz8C7E8Y77UP8Z4LDU8CDQoiBPknhQeCpfumtKYS4s8+W+zHg6/1r/hx4h1336e/p/682IZLdxdjMCLqpU7AtmjUPtQ8BZ4wUsZ7k5OAGqE5AUOkkLtvECD0pzSWrP0HsBkjHI3Ilmp6Ei6m6RihBugFhPxqCfgkvljGanhiWSlfiOz6dSptWpUV9oYGUAWrBQLOTDBvd0DBsjSBIsKRYT0pymq5CkJRPQhm96xWnIvDckJbb5a2rV9ioNNi3az+X3BpOt47nSs5UriL9NQ7smmK4kOexR4/xG6+8whe/8Sw3Ly9zYLbMJ564jZ4IMWwTwzKSlXQYEXQDjh8/wHgpTyQDluavE8mIoaE8u/dvpy0b7C1P4EqPrhsxUi6wozyNlc6T2TFNoZTlsWOHmSyPsF5pIITP7WO7GC7nObZnloeO3IWvSs6evsapuavkiwW2ApfrlSoLcxVGxvKkpIKCymShRMfp0G31IIjJDmWY3TvD4UP7abht0BVsT/D4++/jyPGjGFaeldoaiJAvv/5tXr98lvNzcyxubFB16jQ2O8yMTuBudahtNsjm0+w/sB+TmKV2h2+/cIpqtYkn0tx96z5urlaYODDKf/ryN/nh++7nK19/nq9+6dvcvf827HyaSqXGz//jT3D04G4U2+DK0irnz8+z7nQZsNJkjRSKIfj8Jz9LebrII0fv4B8+9DAfu/dxrqwuUJgq8u/+4knu2Leb6fIIbpCIqE8u3+TA4ASKUMkYKXZPDzMxnWeyXMBt9hBSINDQbI2Leh7phqRsg1zJpmDbZO0MPVfSrva4/PYS63NbpOwUmVIGXarEbkxtvonjtNiSTbRCilQpjWYZ0J9MIhm8S+hRiQmDpDTtOt13v6ehhLVGjYMzu8naNhoKpq5hWBqaniwekqWYSiAjkDGqrtGVIVYpg2aoFMaGeeP8FUbK06huzNdOvkaMz3euXaYrQ/aXplhw18iZNtt3jtLBZV4ukiXDkdGdPDQxSXraIPY8VEvD12PajsvV1VVkV+Xu3buZq1RYr/ZYrzsc2zWN4YYM6CaqoeLJEE/6eDLkfHOVDj43F1cp5QqMBBYDwkS3UihCkCoYrF2qIaUkNTUMRAkmLOMkl6zPQNR8QXE0w8TQBF6jh2apiFhwx54Z0kKwtVHj0N6dAAk7N45pdrpgwfyNm1x16qxV1jF9ybZgkUjEHLbz5OwMt+6aJZfWyWsN/v2//w1WvAxG28O2QlbffombDQ/Vr6KurRKvvUmuN8fQ5ovsHFzk/OJ1rl+9jtpbZm6xx+nvfINnv/51vvatJzm4f/S/aV74r7X/Hqy5v237GSHEBSHEGeBngM8A9EkKvwq81T9+5R3iAvBPSHZPc8A8CVEB4NeBB4QQ14AP9J//tS2Rm0WURsfoc+MoDxbQ9WT348V9U8e+jsLXY2IrWcUJBPG7OqIkTCs5V00ivmVyluf6eG4vAWL1pJSkkOQWpQrmu8y4iMSJWM8ngJJqJCCritIvwYk+FVzrf3YggEhC0A3R+lRb1Uiu2VEqsbc0wWNH389HHr6bcmmS8ZlRrlfniLo+6XKygo0l1AIH1c1wdXWF50+cIZU3E88vO8VatUE+zCFdSSAjVEPFyKcwhy1CLySrGjhOQLvdIe67jXe6XUJXMmoNM1osMzNTxMrbTAxN40nJ/Np1rs+fp2TlqXsdRstF7py5FcftUO82GZkdx/U9nnr2Ve49ehS9rLGjXOb519/m3MJ1xveO8qOPf5AjM3u5beYAFXcTMz+AltfZvmeSyZ2TWHqaD95xB2OlLL7jU5ctPv3Rx1lfXOHMme9iFyyOHNrJ1PQIE4Ui6Cp5e4B1Z4PepsTSU7QClxMXz7FnZpIBK8cff/OrVDp1VjbXcT0P6bU4euAIX/vKKxwam+G9t9/P5z71M4yPTLK0skTWHOQPv/QtiqUSSxtJBLvrBAzpedacBvu2T7G/PMkT7/s4H3/kCYr5LOcvnuGhPbeytVrn+Teu4PoBnhFjKRaffeBhJuxBfuK9jxBbgkLJouN06HU9nrj1CDoCpRshFzwimQyyad2gueiAG7G4fIZYJvZTLcel6/Zo4+KLkKAbYJZSqLZG5eQm9YU6oQFGycQaSwOCdrWLrHr/+QdETNiPcki0coIQ0C09cYS3deyCxe5yiQduu5OHDxxlsbrCke070IxEaxe6EYEM0HQNEEg3yaMSKOi6hpQ+h3eUKO8couW0GdB9zr99muLYIGvVGsvNCoWCnez+iBmyBmi3uzz38uukHY2SV2KyVKSjdHjaW6FeaRPSxNJTIGNyloEjPJ65cpqLN9cw9DRd2aPqNHhp7ipSDxnXbdJugkH6MsGCIMa1Q1p2xOXry9SdDnojRFY8hC4wdS2xJtI1VuYX0BGkLB0zn0L0o18iN2HaZu00na6D74aomsbe6Ul0K8tadRMza7O2uUnoR/iOj7fVRSAoagOMjpjEfkxaCbje8Tm1vMDCwiZfOzuH9NrQa6LFIWk1w/LCCmde/Q5GyeDUYhex8zAnX3sKIoOZ3WOUBzMQ6bQY44VLW2ycfppuZwkR9phvV9lotHH9KmrBp1F3/+aR/W/RRAKh/H0bKA3Fxx5+HxE+Ny+dY0rLQKygDMQoelJ26kmftpRcvlTB72cQif/iLjF6P7HxHSNURe+bW0Fi5wNJKa2f4xPJAIRAQZAp2AzPDAIwfzIBlFMFk4iIoCvfpakKI8Gi3nlzxUj8rKIgKZFphv4OT49BO82B4Z28eOIkh/bNsFXtgK6yUl0iDmDPTJmpfSU2vS43T27Qlm0ODM7QM7tsNVpkjQKtfIuYEFsX5LC4LVvgd791Cms2h3Q9YjfCudro25ikCKVPoThAz+2Qzw/Qc9scPbSfqb2jzF9cYHr7BD3p8vTrJ7l9Zg/37r6V19Yv8Pbbl/HwODyxh4ZXpyY7hBLuO3KIZ54/gZpXSFkGP/XhT+F0ungC2pV1Gu0Wt+/cyZdffQnVsslqGU6cPUlkQUBITrMSrEyP2L5zmOsLmxyZOUir0eCB22/l6vISPR/aG1UWuy1GjQzXVpYYGhtk9/AUWhTidFrEik6l3SBbNFnddLhrxzQP33OMrU6asOtilQaoLVZ45tXX+eQnfoj77ryXurPJz/3Cr3D/PXdz4fw5dowP8uS5k3z8+GNotoWl9vjqyec5OLyT2kaVfYd2sNXqkgFUdRDLividr32LI4d289a5K0gpeezBgxwY3Uk+lUXKkP/36b8gX7Ap54YZy9n8x2dfoev67DgyRgSoQtDadBmw8/RkD9XScB0P002z5mzgrDQo7BpAxNCqdPA7PnohWQQpJAsdu2iRtgQhCoYeU1/tYRsWbd1H0ZOFVeRH74Kxqq6QQk3C7nSVHVMl7h+foRPl6bSqrGzUkVISuh5XnQr4CRbakl4fxI9JWwaKrjE0vZdYy+N2VxlO52g0N5gdH2bf8Hbw66jC5HeeeY40cOzAHoqZcS5VbnC9ukrKhb3jU2x0HKquQ0pXkLpC7ET4VsiubSWOlXfxtWunOT56K0+eehkVBV1X6UhJKEMMSwcZE0hJWugYUhAUVYKqT1cPgQitkCLsJA712YZCmwDyGlbeoLnaxtAMxsqDVBpbaFJAOqbjeIg4sf7xK11Ke4ewMWl2ulQWNjHyKX7pkx9D8yNGhko47TZf+PpX2VytI9sBSkpB13QGihmKVprGpks+n6Zk5VndalPd2kIxNBqNJrt3bkPXJKRyhLKDqebRzCHs2OHQocOM7yliNiXe9sc4tieNs3QJjy6V5U1eOfcalxYaTM/eRbFxg7nFm5hWDsetsX0syx/+0ctvx3F89O8y/v69xU+/feE3f/OXJ3Zvg1hheW6eUjqL2/UIzIiMlaIbheiRynK9iZU1cVveu7lFgoRsEEUxgZcI8oSqoJk6ipY4cA/tmOKeB48zODVC2+uC5zFUHqS0rcDw9CB6LkWr7uJstWlUO0l0saH0MaHEXkWoAj2d5BS942FlGCoqGrFIYrvjGMIoIvJCIgGu5+N7Lr4ZU282aLU7qIZCYTLDHbv2kDayPP31twj8gFzZJAxUekqXnDVIpVllKG/jel0iEbF2rsZapcHJhXU6m21kQ2JP2oRuhN/wEAgC38c0TcoTQ1Q36rSbLYIgpN5pc7m6yGgqT97OsVppsOHWGSslcQJBvcMNdwNRi2jKNluuy6HxcRpehyGziCgEPHHPByiEGoEokMtIXvzuK6w6NRrdJmdvrpC3NCqNKtcWrzM9McKucpG1msPEyBBZM8MDdx5DNGM++P77idodhrZP8+IrrzGcSuHLLiPT24gjjxMXrlLI5zFUjSgMCEyTdafFpt9F1XXatSa9yOf2W3aRigT3fex/4NLFJa6vbvDcsy+ysLzKYqWKL1zmLlwil02xWWty5OAB3j57hWqnzgsvvs4nfuyHeevkCUaKBYLY4+iuWRRh4TZcnrp4iiceeYDf+vLX8NWItY0GmiqYua1Mu6FwYHqSP331JV68eIHlxRo9U3Lh1E3mt9YZmc5TXW7RandxHZ/0SBozm8KLQvR+hMhwociQOcRaZYNur4euCGoLDnEcky3bDJcHiUSMkdJRTJXQi/FkRK/tIz3IDRq02h6hG6BZOiKCOIiJexFKXxg7XMhxbO9BHr7zUfZvuwV7YIKBQhFVTXH+6glabpdd48PMjuzgyvUFep5P1C9j5/IZAhmRmxzn4L5jzORc1hZX8YImsfQYygwymS0yaGd5af4i9Wab3du3U8xYDFk2z5w9SafqMj1ZZnGryiMPfYxjB49x7sZZXCm5ZXaSg4MjXLmxwYUrS0yODnB+YZ583sZH0uunLIu0gAAwBIpQ8KMgMUNVQVUTt3AvkARtmbBYwwivFyS71EET1+nhu5JUIcWIadEME6eWriuJ3hk/VIFtmvh+xEgmy3q7Sa/lYZga987ugUil0/VI6Srl4UE6wqfedhPRbyZFrIMmNUYyOQp2jliEVHsdoiCk2XQxVB237bK2XqfttNAtk8OTg/yjn3iI2x/8EAd3llGIGJrexR/9uy9w/O67SNGltX6DyvImtWqDTx/ax7/5D3/AiruJ0+tRsrJUupsoMs38/PLfe819v9qvf+ELv7xjdg9xHOFsraMgUGOB70fohuDK8iZLrRZ+GKKoMbLPjHvXCJJkstCtRAyomxpmVk9yR3SNfYemUaM23V6d4Yk8E3sOkymVWFuuEscBm4t1Ei1HiN/2iSOIVYHveCiGSOLEVQUigaooIBLjySCIQIU4SMwhFVVDqALN0MiaFrGM8YyQbUPDWKZNrpAhVCNsQ6cbBgRmQGQrDEzZTAwN4bR7VNcblLIjjOQHuLxynaniCHOvLSDDpGwTeSGpQjrBvUIVw0oh2z6ESZCfDCSjxSKV9SqDpQGyuQJer4dQodnzWV6rkM9aNLwO1arD3MICG0qbDCYfvP8428eHWVirookUxWyWvRNjzO7cwcsnz9FVVW5Ub3Dy4hyrziYNv0Wr57K+WaWrxkyVRjF0k6O7b+G1E2ewshaV9RpN3efm/BJ7p8roEqxcHtwusZSohoGZSnPlxk0WahuMDBYYKhRoiy6VWoNKfYP7br+f2/ftZsC2aG7UiIdM2vWQ105f4OWXX0bpRjx4713cdtsUo/QYGhzm8PQwk5PbubbeYHOzRmRYTBcneeCOWU7OX+eN77zG6MwEsxNlXjp/mg+953Hmblzg5OYKnuMxu7PM8T2zdNoe5968TLfjcWh0hNffvMRqs86Vyjrt0Ect6QRuxF237sYWEWvtJmEvRslqpHZY5FQTTdOo3WyCHoEbc/GNeQ4cOkhjrUFkBIzuHMfK64RE9Ooe3Y5PFMb9nX3ijaap4Nc9Aj3GlxHFbIaBfA6n3iKMIGPqSBGjCYUBkWZLdnj8fR8hY9uJD6GiEsQxqmFCr0eztsniWpuX586RtS1UoRGqEZqpJZEqUYjntPA3rrC5WUvSV30f3wsZH8gyNDKNYVoMKBqBJmg0atwyvp2nrp3EjXyGzRzZQYPl+haxFbEtX2bIENx94BaymPSMHltdl9CM2Tc5wbXKGlKNSJkKmqESeBGxF73rku27fhKSZ4BQVbQocdzPmil8NUmZjVsh2BrFco6NGw2CKARFINsegSmI3aQKEhFDlFQzQJDO6rSqLlOTk9xYWAYEt05NMrttO1fnb5Kx03SCDlOlMabGirxx/ipxKEhbOt22T9iT7JkpMTI0yrnz8xzaO05Wt1nZrBIFIf8fe28WG0manus9sWZk5BKZzEySybVYZC2srau6qvdudU9Pz5lNkkdndGxJB7ZgG4blg2PAC2Bf2Bdjw4ZxJFmCfAzDkg5sQx5Z+xxpZjT70tM9vVd1V9fGYlVxX5JkrpFLbH8svgh2y3f2RV8Z/V8QBAkmSWRE/P/3fe/7vJ4IsAp5nry6yNDz+OUv/yL1U09Q0DNkx+cYiQxH/YDLl06SKU/T9PNYpo7r29z88BHPnTlJrTKGPXJod/o8eWqec6eWuHVvi8NG81PW3Ce1EhJ0XUNVEibmJzjaapI4PiMzZmsfNE0BkfawA1RK9QLN7d6xjydtReimRhoZrhGJGNcOkHWFfNXAcW16bsjudo9archk3aBYsLhy4TSbB4eEo8PjlpuEcvw6ClCeG0MOoauNCEVIIskETpie0I5PjxISqiYjnAhVi0GSCBwPofucmp9G1fLcuX0Ps2agOQZWSaV+okJz6LLbOOTE3AQuLg9WGwxHLoVagW17k3lrElVT2WwdUCzm8bS0VRE6IdNnJzjYbhERY1kGfSTqMxUae01URWVzuwFxQueoQz6fY2l5np4YcLTVRjezSHaTpxbPMFmpkJQXKQVtVrceQKBxeu4kzWGfWBiMV6dYa7bYWlmlOWqDBpIjMWqOGK+XmbTKTBTGOfdMDZHVGA5bnHv+Zf7o299gem6Ciq6zqyk0R0MCIXAJQA956977nChO0fFHVMslvvvOe8iqjKHpjHAZt6qcFlNQSaiOlchUauiGRCbaYX5mAjerkMVkzDR45vISZ6ZPY8oe1fF58r/xG/zeb/9LfvHLzzI68sg4ff7Nz79A56BDEgwobnnEOdhaOeDcXptRpsbeVpvf+m/+KzK6wa999hWWnnmO0BGo2QxL8zOM/dJnqE3mmZ6bZmK+zte/8SoZK5O2sfYD5JzKh/e3GLUcfumFZ+nP+ry5epdgy6ejhVTmS0hagqLpeK2AYOjzwfr71MYthO1x2GimyaGajJxVSTSJkARFl4mD9BrXczojO0DVNEInwsuFlKYKVJw8TWeIbXtkzAyxiBhpIRlN5f2tD3jm9LOIKESVVVRZRtU0FuYv8rDfpre1gywpeHpEpIcgQLjBsXUbVFPnyE2QQ5diKY8sSTx3/hqKHBG7CduRTC4/yax6RMORuXu4R17PUQ8VSifzPD11knsHTW6v3ue5pS9w8txL/Mnr/yuX9UnuOPtMF0u89WCDb3+YMtN0J0Yp6SRhiJ6T8B2Z2I2QLQ0tlyWyUwG35/gIVPK1LCPbJ6dnGNgh5FSsqkm7MfjY0qEAiRYyst0UABzICCdA01IfoKzKGJaJvO8QJalXS9Fknjm/TOwOCcOY8bEyB6M+SQz/019/N4XPEmMfDJBVBWM2x1R5nD//wRuMBg4bPzgiCtNWvixLkEB/MCRwQzrNAbd3bc487mFWZvEEhFHAz3/+KuMTdRqjB1Q1nyAcUiqUOHtiHNcR2FLMdvOIJIh58/4m80sTTJT/X+lp/5/WpxvR8ZIlCU1ViYip1KZZX9ki1ACRIvBj0hbdwIkJSeg2BmRMFd3U8WwfIUIiRxzn3hvp5mSqx8NIncZ+n6nlCrNnDIiy2Hafg7V1YkmhaBVQTZ0kjCjXCozVLRRVJpEShBfRafQJmh5KKfPxaSoZxSDF/Ltfeh4jzqAC31y7w0GjSyxCspaBqsvYvRFTNYNffeVZ1o7aeCLmzrsrSFWVSEpQkRCOR6Kl1ZypxcQB2CMXo17gfH2ZW1t30WsKZTJ0RiN0U+VwpZkGmSETOQ4SEtsb+8THM0ff95EkCdXQwIS95iHPXD2PNDfP7OwSG+11Altgd0ecrg5Y6R/SDyOWpivsOTZLJy/S7g9459aHCDFicXmG561lGDlsNVq89NXnGIkOG5stGl2bo56D04pRx3T+9PUf0HjUIFPNkuhF9GwWz26Tqea4vbbOfqPNTvOQrcYRqDJVy0LTVE7WZ5CIOTF9grXDLabHSyAlHHZH/PLLZ4nNcbLFGeyVd3n1+99n+vEpSnYePZbRNZko8vmX/+qbNA5bVGbK9BsJnbjPiy8+x8rDIZvbG2hGiWsvPc8/GRP8WeuHxFqG3W6Hgm7SCQc4tsP+sMWcW6XjDfnJG6+xvd/giy89hZbTMYwFOrsb5C0DgYSwA9RcekjqC5cnnj9FmEgs1U/w9vpdAISWxjSUqjnWXt/h9NV5QKLvDLk0v0RX9DjacvAHAWpBR9VlomMaQiQixufHkDQJr+UjkYATHfPsdDwnQqvpaNtK+rDWVGJU+ms244vj3Ll/l6dOPU0UhfSHbd5472eI1oieGfAf/wf/lP/+f/hjFJEQSxHeKDqmEoCsp59Fro9upWSBUBNoVoYf3nubZxcvUtEH2LaDXtLpRkPOnZplZ6vFUauFVNU4umvzxvfuMHbSwtAVbm69jTEc8Gx9iet3VvGJebu1zWQtz749TM3nmkpkeynxQCRkTJlISIROQkyEnFPSGXCYUrXbjR5ZLcPQERSnsgSjmG5rBA0fVVUJPI/EULHOlhn2BmiaSqTGMJLwHIFu6ghbgBWSReLI7jFeKnBtbhGraBIlWcrlHMJz+T9+9CP8Y0v9WN1idrLGhzcesbQ0QzZrcP/giF/70jXu7XSJNLj+2p0UORYnxEmM6we8e/sRmqlTLoZ0+z6tsEe3M+Duyn027t0lGrUx1DavH3b4wuNXKNdPsGht8NajNX505wNKmolcN5iq1th+tIcnwk/k+ftpa+54/Yvf+e2vnbt8BSfwUUnYerhJpKWybFVTkZFw/eOsoWPppWoouMM0eM6s5shN5NINJU5I4vg4PlyGOCIJE+yWQ689IPQCem2bgRMSRiAbCjMLNSp1i5xlIskKrZ0uBztd2oc2IopIkoR4GKCRZhhpBRUpTri6uIimqiRRwijx6dku55bnuXJhkcXZWZYWp8kXDQ46Xe7e2sT3fcbrJdSSiqJIZBUlzWhREgxDpqJZDB2XUEkYeQOsQhbX8xgO3PT0PRR4tk8YhHhdN+1TWzpe91i8IaXxFSRg5HXGxstcPLnA1cfOE4uAxbEJCoUSlm7gKyEHgwEH3Q7NwZC2E5DULrLXVTFNGd0waG7voElFvvjUVbKZLD2nz9zMKd59/31OVGZQCCnl8sSyxrfefJ2JTJY7m2vU6xMEfsDZa2fpt7r4IqTTtEkisCYsDGEQOoKiblLJFdkatLkwOYVmFBCJg2lkKWgmu/sHHA66XJsrMzs5QWCWyQ7f5+ajA2INTtVneLC9RajKuH5C7Pkszc9RzmX5s2//mMPOkLPlLN9+7eeEiUI+m6GzfcRktcj9gx0+eOsuhYLJ/OQY270WQTcgMRNW29s8PnOGi4vnEKOAGzdXOBraOB2XTKJQrKq07B5aUSURCULEZOoGT04vszRXJ1eZgFBw4HbxjjwUJMJhRHOrw5lL8+w8OiA7VeBkfZGpSoFLV85y0G6SxBBrUhqKx7EeRoB9NCBWYrJjmVR7EycM9oZY8wXQVSQ7RhAjo1DxSzhDFzWWiI2IvaM9Xn39J3xw6yaiGNPYbdG3fW6vr+LYLvVSBYeU1IEip74kER3ncymoWRlFkdELGpIkETiC/W4LIxsh8EhimXJhjM5Rk/5wxImZCWQlR7vfQ69mWJiq4w9d9tq7PLk0gRxXeGPlDv3QR9IlHBEjfPExpSQGQj8km1MJ/YhMLpNmkvkxKCnTL02njcGJSBQo10xcO2A0cEnimKyVIZHAqGSJtITTYxa7jS5RHBF6McQxsRcTeyFBN6Bk6XRbLo4Q/FvPvsSYoTCWNem4A+bqE/zx668zEAGLkzO8fO48F+ZPcmrKomqN89zpC9RMk+/87D3OXrrEO+/codd00DWD0chJOXWKjKoo5LNZwjhiZv4k9XqRDz68jeE2WX9wBzkeEY88RqMhk6bK/OLjeEnEX/z9tzm9uMjIHdL1Ak5MjNNpDpjTNaJAYufg6NMZ0Se1/sXv/PbXlq9eYuS6SJJMt7VHEAtQJCI/TWcJRQiKnCJROj6F+RIZK4Ni/EMaaxwnabBdnKAYWroRATEJYQxEkDVUpuYrjE+OYdVMNF2luddjb+2I9kGfdqOH6waIQQBSGqSnGRrRUKS9dh2CYYCqKGwcNHn7/gPuD9tcOHeCk4vTWIUcqppGUMhxgiTB6nqDSq2EGzu0WiPGThbxHUHO1NAjEyf2KBgZTCwyhkRv4OIOA06MTTNWKNGw2wgtRkViZn6awWBIEiUoOY1s3kTOq5y4MIUfRVw8vYiVL5LRTAo5i4nxE0xNGmwdNvFilQfNBrfXttnY3cPxHDzDp2AaPL58lkvVMnVjDU2VaB9ucnJxkXIlTzMeoEc697fWUDMyJxfP85evfpfraw+4ubHGVmOHiQmLvJJlqTqLoWh0oh6rdzdYWqjTaHWYKFR58vwp3K7LdHWMgSmYqlo0Bl1CETFWtihbFRzR5+7KIwBsm4QAACAASURBVMpFiygUZC2T6slLFKws2fY91mwdS1FZGK8jYsFIeGR1mUysU8ob7Hbh9MIC2/tb2HYfO4ypVfNUrSyz1QIiqxE6Plv2Ho31JtVygU5vQKvdQ5EVIGbY9UHJsbqxgiIp6KrG/qMj/o0vfAY9k6M/EKy3dwgGIoV8+jEIOIzaZGIVU8uy9rDFwVGDJ89fYHvviECEuB2X2dN1GhstjLyGLEkc7Xe5PDPPy7/wLAeHezQ220R+iDmTP+YgCuKYY9WmlNI/FIlEkRi2PPqtEbGSzjwiEeLGDokGmBLBMKDb6pFIEr4QOL4gkhIYhAg3Im8YZBUFX0o3HlVX+dVLl9kKB2g5lYyhoqAixyl1PpZAU2SEGxINfbZ39tk/3EMpV1HbHUzLZKY+gyf7/MrTn+P5c09wdnKampHHLOS51dpnR21zsN0itD1UTSUSIXopk6aqJgmSlOYceU5ARtNTmbcTHhMd0vs58WOSYYhWVCnVctgtF2SJsBGgWApKTksjIJQYRYBkZvCFD6TBeIoik8jp/yGJmKEjyJoGnh+yPFVm6eRJyuUx/uB73+adg3X+2S/+El95/Co1SWeyXEHXwR3mKceC22s7XFha4KXnL/Hd11/HkDQuLM+hZAMCL8H1AmampgnjgNHA41d+6SWarQPeu/kheTUDcoaJqsHAG3FiuoY/cLlwcRmMIuF+g5cnqvzPr/8UXch4WsJ8rcJEzSIzN8eN67cYDEafzog+ySXcERlFIUHm7OMXuX/7Dj3HRTG14wwWNYViigi9ZByLt1MjauCEhCIB7diTpEmpNJtUTSRpMoouM7c8iQTsbXXwXI/oI6qCJJMIkHKQCIAY2UwfFKqmINwQxdKI7QAkBd000HSNkRaj6BlCYkQsk1ViIkUFKToeMCtsbg/otXoY1SyX5hZY1XZIRin9IRIJA2fAmGXQ77lYNZ0vjF/jD7a+BRrc3F9lyZqlZlkc2l0ECUejFstn54h0KJtlJCEYsyZY2V7BMHXuPHpEQStjaCqtZpNzZ8q89n7A/n6DWO5RruhcffJZRgfbPH3qMQJ1QFHJcP3BJrujR7iBICv73Fh5xOVLGWzHQ3ZiVrfustVqcvPhOgpvc2F5kUVqGCJDa9hH0RKsSp395j5X5+usH+0zYZm09x0W56bZa7V44+Y9nr56gQf3tsmVNGQ/w35zg4XaNA/vbjOQV5muT1KastALMjsdj6xqELW3eX3lDuOzy0xPLlEYK3Jn5Q6bjSOWZydZnpwEdH7vX/0Nn/tHX+R7r71GdazIuFXkxOIcplpgq9UnkQIqiY4XeWSlHIoq8/6tVf7tX//H/PLnX+LO0SbXr6/w3POXeOXaF8gPW4xnYn60/YgP769SKo1z/8FN5uoz1A/L7Ik2mqUjaSkde9B0WRFbHDVtnrt8Ddm0abYaQIJpZli6MMvarR2iKGLYdNjQdhlnjK7hEe63eOHs4zRaffa3mrgNB83U0vafqaXzH2I82/+YKiLs8GNY71gpT0eMUjKIlApoEkkiEjGh6yJrUgoNRUKqZZCQ0Esa5xev8P7t9ymWxsBUGJupMHVgERFwYI+QCCibRWIdHEIkZJJQUKmNM69KZNU8Xr/P+NwZjrwmQQSN5i7W8tP8h//5f81/+l/8c97ev8f2fhPfEdSXq5Snauy8tYbb9cnP5JGlBC2nprEuRAgRoWkKQ9c79hjKqDk1TVkF1FAiKmVS2LDtoYkEX0RQkwmdCAkfzcwQJxKhHtJoHKGoclpJJTIhMbqm4I/CY5BrKlfHibBmahTyOcI44N976XPEscv+xj59o8LGwQFhZJC3MhhqhpmFWeZkGLhDJAFxoBB4Hmvr+9TrNR5/fIaf/PgNDg4PyOd1anOTbG4f8vLnnqE76HL99iPG9rcoWSWMRCLwPVqBRxIF/C9/+L/Tae2zsFRnZ2sPa3mJL5+9wk9v3MIVPqETYma0T+TZ+2lFdLx++3d/52tLl84ShQLD0DGNLJtr60RGai4NnTAVJFgZFEMh7gUousrIdojiBDSZJI5JYkDESIpCHMfHPqL0NSRFwj7s0z0cEPoB4SBE1hXguBWipCo84oREkogdgSxA1RUiL0oDzIBMKZsOQhWJsVqRy+cWuHjqBJmMjqxIKFKKJxoMfH700/fQjQxTVYNgGPLo6AhHpNlHpmXgDkMMQ2GEIPRDSoUiFd3i5v4GUUcQ6mkZVzXH6cU2xJDECTExGTnPyPMQOtTLVRbqpzg5VccwZLotm939fUbDEfnpK1y8doZLVz/HxctXefL8BO31DZYuPIY7SMgognutNTpeh3fevcvWsMX7D1dxWj6L4+PMnDzNm9ffpjYxQbvX54tXr1HLjlFTMzTbA5yhw8Ur5zgzMUPXs9nc3uBea49A8RkNPP6zf/5b3PjwDuVCDlmRcJouj5+bwxcJ13fXUi5YFHDx3EXMfBZF0zhdrXHQGbFwdoGKodP3Yypzs1RqOUx9hNMPUPoOm719vvzsk/z1937OhWtP8WjlIdVagccWpjHMHLOzUyRylvbAYc4M2en6LAQDNhyf5x9fZi04orPdY65eY2a+TjwSHOy2uL29xqmSyYQU8d9++9tECSSZhJw/wLBKnFg8yfL0NHcPHlIt5JEMGclSkUsqcS+hVirw5vothB+x86hFd7dH/3BIrzvEmi6SOZFDG0vFDrNjU9zffci0kScKBA3HRhpTUQ09pSEo6WFIUiRiJ0Y1tDRh2I9ATRWaSRjhifR6RZEJh0HaotVkJF0ikVNbgd92kQ0tFeaEUC4VWD61TCh7rLUb9AdDNlttJgomHXeIHwZEkkQcRowbBSp6ibxh0Gx1MbN5ZMNkvD6Bpqt8//U38CWP7lGHUejzQWOVb3zzr3j9g3dpDwcMDxycgwHd9R6+7XLpi2c4fNhGzaooWR1i0MYyaQckTon8iqIi6yp6Ic1vkhQZqZseCpMYrFKG7uGQWElpB8gSWk4FWU4rRC/mhDVGX/hEYRo8GMfp4VWxYyqXq4gwJOh6VMolchMGp2ZmKSkQOiF3Nw5ZqE/S9Vy+9bM3sYpV8jLUJ8s8erDLSPKoFYuUynX291qsHzaYmqrx9GOXOex2eeqxSY6aHs12l3w+z9NPnWd2vMrE+BhmfpbHr5xBkjzevnuboT1kb2Sz2drn6ql5CmfqbG5s4thDZsp1KpbJjftrx5HpKnutDn4QMBo4n7bmPqn127/7O187ef4sZTNPgoym6ty/dQcRh+hWFtVUUZCxjDxfeeXXuLd6GyGlfqFwlNK6ZUNBUlI8STQKj+XUx3HGWhpw9xExGyVtuSXHWJ4kTp3p8SAEP+0dx34aqiWGaTAfxxUOTswXP/cU50/PszBZw8waqLKMM/S4fushj43XiKMcH9y9Q6xIjFp9MobOtFWjq/v4DQ/VlBmfrWEqMlEMkZJaFweOYKo4wcrWNomcEHkJI+EzPlYhh0bVKnFuZokzcyfJKjKe8DnotMgXM7yzcZO7D9bZ2zkkysGZ6RM0O128/oCiKnNpqcLUeJVGK6AybZEVNigjYk3h/ZU13n9vhUhJjbijrsPTF88jqoKH+3d5fuFxkiSm6fXwewGykZDRVBZOTnF4OGC7f8ji1Cy37myxUCszkAKmrHFCOeLd6x9yaLfY3m3S64wICjE317dQFYnlhVmKho6UU4kHHqqeo5IrEUshR90jnL0eHbvH0O6iBjGr249o79hIoc+7dx4BIReXzvDT6zfxnAFbW03W17bJlKdoNw74cP1RKnUumrRESC5bgHqN8elJMlFEo9fhqNnl/uomS7Nz/O2rP+OFzz/LBz+9xdKls9zZ2uKzj11hfmqSIPI4f+5JtMTBE0PGrDN881t/j2RIeCKtiJztEd3NLsPOkJ37B/RafbIzeQpTOVRFJYpCFJGgawrYAUksUZmYx1QkKnmL4mDIzzfW8X1B5ISIYToXlbVUzhxDGq4ogaIoZAtGKkXWFJSiyqmZaQahS2RA7CcEfRdJkyCMSdwoFUMYKhxvYlIMKw9WifoRioDaCYskjlBdHS3MEHZGXDt/hiSAJ88sUy7muTc8IHB9hujMnDhByZqlK1zGpy2eP/88lYlxJgslbu1scPeNhwwOBgR2Gt5IQroR6BJDx6e6WEUMfQZ7Q7yWR3jc6kz8BElTCX2RhgbGIPyQ2A5JSgqSlPqEmtt9crUsWkEj8ASKBMip9y/yYmYLZTY6baQopaErmoqsJKiOhLmQR5Yl8mM5BntDzpw9yWfOnuJMbZJIkhmoMrfurzI3UUVEOU7OVsgrGsIP6fR61E9MoSYhh/0mUhRRUFVyJZ29oxahLOEMIw470GjsUylbkMDLLzzN3NJ5FCXEiRR6++vMT9aoVKrcur9OpzXAzGR4tH1AyYSXXvwMZy5fZm9/g/rEFEedHp3+gIKRJyurPH75EnfvPfi0NfdJLVmSyUoK5eIYE7UpcobByo13OfPEkzyx/Cw/ffObFIpFFueWSRL4J1/6DH/5w58QiehjxpYSpCDUWMTp6YjjmIbjzUcx1ZR3oKVNvcgJUPV0XpCI6B8o2seyS1VTjn9eQdU0YikdJEsi4cHKNuVagbv3txg47nGCa4oD4skneOfGO3zlS7/Mv/7rbzO2NMb5iVne23hANoy59PQ1TpQN3ug9pLlvU5wykVAwNY2RI/jpxoecnquTMbOYqEhkqBYqdAZD3ly7zsP9XdASarkiY1YFU9N5sLWL0/OBtFUjqQoHdPjKl17GixNCuUgSJQRkSJQyTU/i1o236NlHPLl8CiUQPHnxPBIJRTPHHXMTtJhJrcrZ6XmuP3jEldOnmayWONzu0Gi0UCZV1h8+YNc9ZEKq8PVvfgfDlFGMOueqp5BMn9VHW0SaBEHCU1dP09q3Iafx1RdfZn9jh6KVZ3F6jpJpIMcyf/WTnxOaQ5pOh6JVpGqV0FSNlcYWYWufpCfI1QXrik1XtFmqT3Pjzm26rR6723tkNJ2MlPCD734Hq5DnqafP89677/PdVpf/8rd+HVkLMNFodX2KGrxy+Rk2Gg0evbPF9976Oa88+wJZb0gURMxGQwqnl9hvB3htnalsjduPbvD1P/kBEQmZkoGiKex9eEgcpdfMWL3E/BM1pibGCR48IBIJo56DmTPoHw5Sz5um4rRGCJHwyiuXubW5Tk0rI4uEr2+tpogpESOZSpr1I/jYpvBRBa9ZGjEQiBD0FESqmypN206JIkhEx9dC4kQoOQ0tl7ae4n6afKzqCn3HpVrKp1w1kWNGq/NA2sPTHWZnZpgsl1BzOZ5frvKz7dts2310U0PJaQTOkPsPbrPw7AlURUVSdRx/yL3VB0yUdAbbg1RsEYEYBh9DVWVFQfgxwvZo2QJNU0mChNDxCQc+GWGSnUrjMZAkQpEgEaM4MXJOR88pyEC34VCombgjQei46KZMnCgEto+kyRjIbNodEtLQPgAhQjQhYS7liYMYpzFCQkJTFSQ14dRkHV2Ggl7gcGcf2cohBgHzJ4qs3DuATIGLF+qs7Wxy+/4KT51fRtEUdg5csgoQRzx1+gxv3lmhPl7HGbV56upZHjQ3GTcm6fgRh1uPOGy6tOw2X7x6hjvbfWIRYmoG5cUcRbJImsTlpXNUTJPDUcSN6yscznfxRwIlJ5PIgtGwjyq5n8zz9xN5lf8fLEPPUIgkshkNOYqQZbjyxBVevPQCC9N1NElh0LaR5NTAevfu5scMOQkpjf0WMcL2U2+PpiBppJtUcBzzLSJEzyeyAySRZqaI0Uc3SBrwlXqSlNQYa6rHMRNqOqNKYNw0SUTMyvYOb9y4R8fuExGjmioZU6dYzfLXN3+OpwnefvU6YzWL7qjDO7t3j6PMc5hawLsP1+jsO6hIzFo1IkcQIlOpF6iZec4snmCrcciRPeTNWzf5i+98h47d5WR1Gl1TGD7os3l7n7o1jhsITFMncNJhbERCvraAUV3gZ3ffp2t3ODutk8Q2xeSAhdkiy5Mmn11c5LPnHmMwEpyaOkmlUKJSLVGp1vjCpWeoV2p09wbsNjpoxGzubvLNt96irwbYRQeJDC+cf4oz9Vk2mg2ikoonEp575gKHzhH3Vhpolsb5xRM8+/RlZFNlfnmarz77HMOjPosnZqmV8yASvvvWe6BqdESHXZrMzc9ypj6HEwg6roelF/CcgE1avLn9iIyA85MzPL60wMrBPtWqxaHdh1yCphmYpgmyTDlXQpIVSlYRgcLc8jUEMTUtou8FjI7afP7Kc6iawsFem/lI0OyMsCbyfGvzIRvNHr7iErPHt1bf5Rs/e5NMKQNRgtt0cJsO4yeqnH/5FNNPzUBdoyUcbt55RNCLCEcxqqbiiRAtr6OqCiM7rUJn5sbJKwVkIRjZAwpjYzz39BXy1eLHXENJSw9PkUgfwpKpoFgKkUiQJQlJVynWc5SrOdSchnAEmZJGZAeETkimZGDmMmhCQhV8HJsto6DpCrEbY9s+juszVa3TdYcsmNO0hMfDox2qC5Os7q7x3nCLoStIREzkhiR6QiIJ/DBAJmY8V+LB5jqrG+tomsZP7r9PrMXIatr2/geQmUQcRUSuYHjoMNy3sXe76XeUj4IpU1/eR3ETii6DHZLkVIySRiISFFKG3rDpEtgecLxhOQmxGzNnjRHqEhopl07VVSRNIVfSyM6ZJCTYaz0MK4NZzzJWNVGQiOQMIorpDlvIccLSWB0ll+X6/XvYsoPitPnfvv1d2gPBVH2Ct+885N6jPZ578jRO3Gd+ZoYf79zhzOlFFmamUXUVuztEUhVKtSKj1iE/+vGPODVp8dh0AdUoU50sYycuU/UyC4UKT5+/wJhU4sz8IpGa59XXb5Ct5ihXypRMCz1RsEcBjhfQ7H4yG9GnFdHx8kXAzb37vDI7jW232Wvto6g6jx5+yMT4P6JUruB7PnKQnqBe/MxnWf/LXfKaQVnJcXK6husLNE3mh3fvEBMhkUJIAZRcalLVTJUkTPPnEyndqCRIE1vN9O2QJI4rq3QuBGlVFYmYQ3uE13YwqyayJmPUTJScSiKi45tIQ0qgahY5Ei0kO0ToIYOWhyTBmcdPstI+wqrnqDoQCMGu3UqrNU2i3wgo1RW+9f03EISMzRdob3ZQMxr2qEd9ahJz/4A2oKoSlpnFF4J+b8RHsU/+QcCFFya4d+s9StUimDpaNk8SQ9dVKRod4uEhcuJhdwfUqxbtQ5vEUAjtENveIBvlEJKEKcscdo7Yah6yND+Lhc7ayjampdML2nR6OXZFj5KWY9Yq8yhp8Ud//neM1UtcXlzgJ7cPubeyxedmx3hrp8U//twLRIkEiYQbywyCgPawy5ULS/z4zpucytVZt4/o0uZu6wFCpO+3qmkUTJ0LtUXOz83Q6nbpZaC5d4gvQsqlMjutI9q2zW9++as89wuvkM1IdIcjDkKbK/VTuIMhjQc3kZOQ9eaQ/VaPmakp+gc2c5emefTeJkltibnwiF//bI4/+osf8mCqQWAHiFFqJlY1hZlTdaxLJk1nRIzEsDWku7KHzHEVjQQiRjPV9DqUJGRSTl8iYgIRkrcMRiKiUhrn89ee4717DynmS0wNQpamZnjoCBxilFxCqEsgQNMkEk1C1lXQj8NQRMKgMULW5JRK3Rqhu2pa6bsuo4ZD3soiaTJyTkPWFCIREbUchFBAh1CK6ROgSCGd/pDFC+e5115j4Dp8+OAWLyw/jhnLPPQ3ea21Rlkv8pUX/ynVko4kaWiyQpxEbK5NcXv9HrmcSV2qsynt4rjpdZnKitKDY4olSWedkgRREBIFIZlCmp+l5VR0SUbN6fhCgBMztmThiyi1LgCeCDCsDKEQqFJKCQ+dmEQIZCFx9/3NVPzgxagZmSRMyNZMQicmU1RQkBhbLJEAnfs2J2fLiL7Lj28+4JmlOpmiiZMM6Xse+bLJ1kGPQAj6BYsgkFE8n+srDb700jUIPN5bvcdTl05x7dxjvHWwysODXe71Nhgv5xi5AYqa4SevfcAzTz/Ns48/wcqdW/hJQmcwYr91xGqzQYkMjy3PsjfwmZwe50YvT9AVHO7vUMpaPLr1iIW5GVRJY7vZoT6WY+T1PpHn76czouP1u7//P37tF176DFa2iKIrBElCVjP52x9+g2/82V+x3lvn+UtPU8rnkSSJrJ+wtvuQS5NzVIt5bN9lY/eAXC7L2WqdrX6H+BjhIWtKurnEqfYuieO0b65IyIYCeloNxWGUonKMVCKexAkoqUonGggIE5ASKpZFzbCwJovpbEDExH5MxlGQJZmSlmNmYpKSUma30eTFyToPGm3inIzuC0aSh2M7CD9CBqRIwvdCdEWi2eyhIHOw3UEr6FyYOcXG5jbCCxm4Lk9ee4aSWaYTHFEeK5Iv5dhrtQiOfRiqpuK3R8gxNJs9zpw6wQsXr2FOnSbSKxgq9GIdd+seW52Ahalx7q1tMTM/yWGjQ7ags9FscWdrk8Owy16nxwuPXcQsZFATDT1SOTV7AkVRuL+/wX6zzYnSBFO1KkXFpNXtoJgKkqax1jpg1HQYq5U5d/EqeSPP7MQUt26uoU9IlNQM7W4PX8g0Do7IxhpuHDP0XCpZA8lUuDS9xJVTJ7l6/gxTusne/iF6sUQUeOiKwtZuk4HrkSllEYTIYcR40WL5wiU6++usrt6hJGuoGYnu0OMvv/0T/rs/+EO2P3yL6QsvoIYDHD9ma30LSVY56myj5mXeu3ePbmtE0TAomAYTZypkJvNQUQmUiGajx3BvQCjCVApMKuGWTAX8iIyVoVy0CAYBGSNDHMcUdJ1RFJGfyiH8EM1QkbIR91d3iBQdNRORl1XefHCHXquf4mliUBSZ3FiWfCVL4AqIJZL4mGn4UdRImH4ehTF6wSAUEZKiEA4DlLyOZqhEfghJjGwoyIZEsWKiRhLC91FzGcI44NTCWdq9LkejFrMT41wbXyIfp2BQDYUNu83SzBRXzl9GVXQ0RUGVZXRVY33vQ7ZWD+nhsvdoD7fnHB/kJIj/ISQ6Of6aJKc0lChK7RZREGKWTWYvTdBp9JHjFKllTWWx2x5BJ1ULSlkJJafj2y6GpJGJdHoNGzEMyBk6TuAT+yHRMZYrdASKpuD3fWRFwihlMHSVWMTs32wiXMFwGEGicuPGrbSiLpqcGJti0D+g0+ljKBpDNyH0UpHIuaVpFBMSBL3Q59/5wq+wfP4cmXyek+MX+fD2DWI34KVXnuM7b77BbHmME/VJDg/aZCRYXp6nNxjRdbpYmQLbrUPGlAzTUzVeWCpTn6jRHuxz/Uev8eyVaZJExfEDIsAZCCzLoFwsYXf7HBz1PhUrfFLr93//9772+NXn+Lu//RsuX3mCU9NTVCyLV197nbiQkDVUQlkwUZmkM+jw7s3XkI0MvgTCNHn+uS9TuzjHyp3byFHCK5cvc2tvmyRKiNwUoCjrqdItltIWRexHx0mUx1BTPYWZSlGSMq5ikBRQTQ35OEpcNlRG9oiR55EUEqRYpoxJPs7ixgLP8VCHGVqOy+qDNbzQZ380IC6pJFHM1OkqmpFFU1WKhkJAgpZVKBo5ckYeJ/Jw/Zj+4QDVUFiYmGJ7f58I8IcepiFxaLfxhAekjUlNi+nuD9AyGvZ2jziMufTMJapXXkIehNROnKGcS39fFEsEvRaeG1MqaHznnbcpFHK8eeseQTwiGWnkchLVTJGz84ucHatzf20Tkpjpag0lUdja3WIzaPLcmQsYukqvaWNkdGJFZn1/Hz8OcXsubsuFGMxShmys4No97q1soOgSO40mN9bWse0RbafLcr5EoVBk6Hm8NDNJ3/MZdQWlokkiK+w83OAg9KhaZfKGwdpBg2pGpTUckTOy7LfaqLqMGik07CZPnp6nWCiSMQwm62WOmh1aRwPskct777+OUtAYtHb58fU32O1tMTZdQi1l+PDNFQqZDF/6yld56uQsVy+fZ75Wouk7JHHCSHgkIuKrr/wiq/cfIktS2kKKJVRDQfVlzi5P4XkhUpTgxAKjoBMZMfGYTLDrEucUjFjF0yIm81VkJeThyjqRJHAR3Lu9SW4iRxynEmxVk0j8BM8P04MUaXUh7IDICT/mHirIhEOR8hEVyJYM8uUsIQm6qpDEMbKSZiLFoUB2EqIYwjhGlhRiHUqmhB1o5HWVF8fn2CPk9Y273NraZCJfAg1iTeGxU5cIo5g4iYmiiL4zYDJxAY1bb90n8lLrRByG6b31/+Dky3I6kZBkKZ1hxWmmFgCKxMITMxTLBYbtEWZNp7/nABJJHCEbxwZwP0JTFMI4wvV9xEiQzWQI1AgxEhDHqRnXVJBVGc1QSeKEjKEiGcfon4zCcGdEpVKmc5Rmjjkjl83GAfuNJvV6gXypxs2VLbKWRkaonJqz6EcOviLxxLnz6HGWRPNQFYvX33gXqTzLfEXhX7/2M2qlLN977V0WJyYZKxSZnq7hDh3ITlLI5XAHXQg1ZurTGLLg3/+t/4RfmBtn/vwLjJeLREaNSs2kevolFpcmoW+T5IuUrCyN3Q6aknC/cUAwCj4VK3xSK0lkpmpjLM3OsHNwSN4qo8Yjxmp5Vh9tMWrJtPevc/vWHcZrRS5ky1ysTnP15S8jWxMossSyt8Cr3/omZ+dmyEgS/9FnXmFn2OZbb10HIIPKfG2Sy4vz/OnPX/s4fwggdAISO0Et6WlrRYNExGhm5qO/8PijRKlewqzluGYu8PN37vD0L36J/Z0P2bj1PoEbMdBcciLP+Rfm2bjdwJovEwiPKBQMWzaxZKBoMbGu4dsxre0+YhQh6Qpj1RyGKdM1NaIgYrO3x/hUhb2tIyLS1o9wBkxa0+w0N3Cd8DgYEEq1IhkrQ2/N5uHWGr/51GWU5ReJhYzwXXR3hCtCHM0iHhvjcOMGuXoJVZN55uwZ/BA8e8Bec4Ae65QsCTk2mJNqCNtGMzSa3RbroyZXZk7idhxurD4kFjHrG/rURQAAIABJREFUvSMQCbqlkzgJY7UShXqBnZU9es0+N4IHjGklPMehVMqR0+CzC7PIWpahnqN5tElB1SmHMNJKVMtZbq/fYOnEHFldJ6rXmMzmOGg3KEh5ho7Dm3afQHjkzDx2a8D4XIWhNCJoCapjMzi+R6Zg8f7rb3Lz8AGT2VleeeYcD45afOedN2nsdwiEQK8ZZLD50onHuKveRUvgT/7068QlkIWEo6XKNUkkhE6Aosn88M2fopdMxiyTbqtPdX6M4chF0VV2e32UnErQCxBOyBA/5Z2JhIJl4gUx5CQKQqfvDvjs9DLXbzzAtWPeXLtFpmrgixh0KfXLaQq+7YGTzjk/Sh1ORELihsR9QWSqoMnkS1lc2yd0Y9Scykhy0UMJocdIApASVB0iVHxCNF0lqxtAwsHtQ+z+kDmrRFeE/J3b4RdmlxFhhBMKXt1axRUCBZm/+vNvsMsBvvCYmNEJBgGeA9ipwCAhJgnCdO4TxUiKjIxKFIZ8NDGKwwjh8LHpXAJCR/Dun3xIYcGiOJWntz1E1hR0XSFEIrIFlFKCyEdJzLmSQQaZftshX8qShAl+zyOO4nSDqpgEwzS7KUbCsHRUVWb/nSaXLy/jDmVMo0yrfUjGyFCpVDDyOb7145ssTJV4bHkeXI/1TIttX+I3fu2fcXpxmXd++je8vXKTF6+d5g//7C84MXWCyfW71C+cpToxyc7qQ5YX67SbDr1hn2zXZG5+kqlihv1BxIGvc2Zc40AZYGTH2H2wweVf+VUKepF+JLEQv0UzCVG9TR7uDXELdSx/ixv31piqjdFxBinu/xNYn25ExytOYg7tIx4cbPPTD95G0VRUU6VqlZBIcEWAgsSiNUGj1+fZfJU4cFh5/8e4WZW7N+9x+uxlTp88yXbviJPjdT54+JCHuwfUrAK/dO0Jhv0RJAr2yEF2YkJilJyazolCGc1SkHSVRMTEISha2us3rCy5WgEtp5EQ09vuMbRHLCyVka5e5Lvf/79A0siWMkRSwGeuPsN7t2+hopAx80QE6JqMohsEJGR0me1bLfx+in4xrRzLz5ygM+ojCwlZROSsPIFw2do/4NryRWaq4yRIHDhNDrbanFm2Uo+UljBqepiWgRqEOPYI1VSZKJk0WjFzczrjOYmWHeDFoAiJyZKElymjL11FOlpBDwF0Vte20RWVcwsznDl7lm5/wMajHYTwsMwsO+0dDoIe4Ujw6GCPrj1KIZJC5uLSFGtbHSQNXFxMM8S3B5yYH2dEQK85QhJpi0STsiyYEh2zwv5wyIKcIZuxMF1BO6tiDtsI1+NzVy6Sn5rgwzurjAg4bLbJahqPPfYys5UJRo7goH9IJwxxpZQ3uLy0wOqtNf7Pb/45b792i+XTiwRSxFilyE9vv4YvAsgdiwByCkXNIG+aNBsd/n77BmefP8vPX73L8597mvXtDX7z859DMzX++Ps/wLQymLUMnX0b13ZwhMBxRgD4W0cEjkDW0gwcUzeJ+L/Ze/MgSbK7zvPz3P15RLjHlZkReVVWZlVm1n10dVd3q2+1ultS60IIkBBiEDBisJ0RAzsYzBq7NmvY2DIDC8a1DMsAwyANw32I1n20mr6ruqu6u7LuqsysyjMyMyIzwuPwiPDn7m//8FTTBqMdY0Fru2a8/+IXHhlhlhHv+e/3+/4+X81gqUjTaxIi6C11GBzLoX1FqODxh07yxsVbrLUS5RbSJF/I03SSfqKqhcR+RLTbfzRsgVaayEsM36yijSimMKVF6PVwyhkcO01rw0/Yctst7JJNoBSmT2J5rzSh18csfsOtOMZ1UxSdFN2yAqVZ7zYZVA6BiHl69TL9UKGI6PsKgUEsNdXaNnW/TiwjAt/g8Mx+To5NEYQ+N66sQgQg0JFOqPUIokhhWhZRlIiH0CJRqIbxm/lS1FMIy6Sz3qa71cEZcQjDEEMlA+mGSAwkY5lUAwxhkC9kaEhNmjSWlGSGBGEvBK3JlNPEgJ21sfM2sRfRq4VUl3d48v4TKFnm6vo1Ih3S9buEKqme2NLkxtIap6bKrFcrWJk0pw+dpFLzuPTGi9S/9gVe8jyOzkwzd6XCPaf384Mf/ymee/ovqDUN3nlyhs2JQb747BxZ0+Khu48yf32JAyfupNZq850/+kM893u/zMnDe/jy9TrH9+9h1LVotxs0M3lK6Yju0AkeebDEH3/1Ml/93GeQWNxeXiElUyyuV6lsbjF+cJTWVvvvvf/+40G0uwIV0enDHceOEcuYjUo1UcGpgLzjEqmIfifg+twKjpvh95bmyBVdAhWRdHQEz79yDaU0k0cmeG11Ba/SxACai23aJ+7iq+feYNtvIxyLWCb2xxoSWKqdEB3ELkTEHcuTciXpQoZes0er1kQtKzLFDE7Z4dC+KS5urbBnYpjwGnRUB1WN2Dc+zNmrr3P89AxCxZjEWBgopQnDkN56n6XVNQZHB3jwvpOcvP8DtPubPH/2KXASxlcPjUnEh554gj/72tOcv3qJI1N7aamYXqPPQCFNN/CYKk8SaUXKsYnpUql5ABgSbs1v8cATRWzTIlQt0nGA31X0VROzYxD7VexY0O9GDGRGuLkxj93uMjY6RKXu89pLrzA2NMSka6Mii6euXCTj2Hzo9MMYd0ZcXFlmw6ux3ejQ8X0uXF0lI22GnCHy0sVxJG0Z4/k+BgZZmaHiN/j4wSMQpoin9vKFsy8yKFPsT2+znI6YdLJMG0XcoImZz5LOuFxvVmiqLofHp3js7tOgTTZv3yBfdLh85RpDE6OULEmrVMKRad62b4aw5vOVF8/w7kfu4y+/+FekSmni+ZhMOUVaZuh6AYKI09NTXLq+QsvzSMkUUmk2F9aQKclWbYtHT5/mtz/3JVJjWSIVU6t4CZxWSnq7uB2NTpRoBZvBqSKxSoQwQUfR8wO2aw2ckkO+7GI65i7JQ9BptPnCM6+AinnfPY8QqZCUNElLScPrEKoIHcbJuACg/RAtLAzHxCrY6JCkrKViENGuI6+g6/eReZO4GWEUrEQJJkRiZeKHpF2bUCXZvlaC4WKBrCu5sb6JFmCIhEC/5XcYKuZxbJOMbaIaEb2uSiyyhaAnevT9HmEYgMiwuLFCq+lxYGzqr30oLQMdRsQRGGYSjKPwzUNHJ5oFtOavZQyWCejdEYrk9xjuUu0T83IDo2jRbyRq19nxEVb9Bpa00CrAHJNQVRiWwBl2E1p8oAmDEH+5gzOWpbnSJJ9JsX9ykjOXb5IvmCwsVpKRjiimur2Fm7cJo5COrYmk4LFjB1lv+wyPjxGHXW5l0xwcLDBox1RMwcTgMGef/zwLK1WGizcYHixzacOi1enw8IMPcvDwMQ4dPARRj0wuy+KZFzh893uxc3n2rj3DleuL3PXx70caJmnZwasrKvUNqt0U/Y2rGIS0O10MbWBYoCUYKRNb/sMIr7/lDq1CCBM4B6xprd//lvivAv9Ua539G9d/J/CnwD1a63O7sZ8CPkFyn/OjWusv78afBH4FMIHf1lr/7G58P/CHwBBwHvg+rXf56t9k5fJ5PXFkH3WvBrvYe6/WYmSqzJHDM+QG0qRdSSa0SVvQdtI8/dRz/Ni//B85+8YzjA0cpzQ4gI58rlUW+Oyn/wIhTfJFh0iA42RYur5CpCJSpUwyG+RYGMLAdRyGygVqzQY9z2fqyB5Wl7fIjw/Q83wsW6JVzEAxS9frgmPQ8nrEIkZi0ql06Hf7DBeKPHrXHfzxXz5NcarA8PgAnVqfreUqQprsm53g8aOnCYkwbYOry4sMjQyzurPC0vImhckc2gsQUpCXLnmV4/z8dbQU+H4XKS1MNLOT09xYWODO0w+zXV1mx9vmeGkvFytLNDs+gRdgOjb/8ns+im1p0uUJbMvGr1exMyaxkHS7HdZuL7OysYXne6QcyR6ziB+BY2tkOou3U+fi2jzZsTxLcxU++MQ7WFpYwuv2kQOS8WyRpfoWJ2f2sXd0hl/61O8SEjE2WyYkpK9CHCdFStrEPnR9n4+euJ+59QVODO+lF4T0lE9aZFmq3uKWajM5OcHixVXedvcJELBvdJzX5+dZ8+u0aNNp9El5MbNH9nF57gbTs+Msrtfoez0eeegUO8068+ubNCst7IJESDCxEqdUEhl05EfEEgZKeXy/i+93yRQSCrNWGrfgsnWtygcfOU2YS6PTMTdvrbPtt2h5PrJgYyLYf3SKrdsbhCqm7yfWCZ1KG1mwkY7ElhaBrwhUgJQSjaZcGmD5jRUyIy6GY+GWXU4UDiJkQDvjsP3GEmv+Jn2vh11OE37D5sRNmuumlOgw3M2gDHQYEqu/dnINd12FDQQIzVhpiKbXpOl1MVxBSllYrkVXRQR+wNHZKa5dXaazmWRlpbvK2AhUUVAmS0yMJQ02K83dEnBy2xfv2ohD4kospEm6YNFd6tBsBoQ9RdgJ/oZaLlHPvemc/LeeBbTGSiVW5WbapHTnMN1aF6HAdCQpKdEFQXfJ5/DsBNeWVymMOcTSgk5ArJNKhrfWQToGhmUSBIqg0ifWGh1C1An4sR/4Lm5VdnjtwmUybor1jRrplEuj2UDrmKHBHAePT/PI0aPM3djgifuP0Wh1aXbqZAsTeJ0Nhpw8pt8iNWRTqTa4vrKDa+cYGyqzUq8TWB2e/vyLvP+dj3D8wCxLWw2OH97P4T1FSuNT9II0XWHTqC0wv+Vx/NAB4tgltAWWzjB/e5kJewcz6lDVKT71n36fureJ8kNWqltESlMoZ9mcr/69HVr/38iIfgy4CuS/ERBC3A38LSMLIURu9/qzb4kdBT4KHAPGga8JIQ7uPv0fgHcCq8CrQointNZXgJ8Dfklr/YdCiN8gOcT+z/+7DxnHEbMzo0yUTpHJTvMrP/8zoDWtao+VUgdRazF9YJAwH9OIQFR2MCS88sxT3Ll/hh1LU+9sYxqScmGMT/zIj/Drv/bLtJcTOKidlhRHi0hhodEcvG8/N1dW8b0ubb9Da7lN6IcY0mR+bhlTWqQaEVpYBEFI6Csqfj/5sXghlpPCdmwCr8/+2T14lSazxWGmhsq4jsPM5D6U32WsUCScDIj8mJbX5Mz8JcrlLNPlSQacNLJW5f6hGZbnN8hg0HNMAj+g3ukwUCwxMOuSwqLdSVNb9oilwfXlW9hOipWlqxyZPEzN2+HLz7zCfXcfZVma7Ph1DKmZ95scGNtLHAg6/TZGaoBeY421zSqDpTyGNHEcm460yUgbs5BlKjPMtYXrnLvyEtIxmHCGOJgdY+T0AHOXrjM2Osjk3lHqgU/Da+MomxcuXkJeu8lH3/1ePvvaM/h+L+lfKE2gFH0Z4iIpKE21tskJy4Fen6rvoQdcVps1JvYf5/jeQaxunyPj+7hd73Jx9Q3Ob80TN0KaqkdETMZN0SXk8tJt6ts+570FdJjYF1xcXGBPqUTGTcEs9Nb77C0OsLReJSDGlAaoCLtgE/qKRq2JcAQzU6MsVbdJFTI0K20ir4NhG1j5PF0zYmpsL26mzGtXLoMXkZdZcmWH3vo29UoLIQ1SjgRpki5lsKQFaDqeD4qkfCkFBiY7XpPMRB7th+wdL7FwfplXyx1AMDJewikVsCs1zNlCUo5TmigMAY0pTRAaw5EIpRPahzCwnKREFasYLTTCTuTiGWmx3fQwhGBwPMfmwg7CBeVD3w9wimluLq/QWm+++TvUKqJna2zfxgs7FByXoKmQwsRUEXk3TdVvY9uCUEPoJ4eTgabsZrhldxFRwm8UliDeFQoJmWT77FqX775b8tzuMSRTybxeHGoMC5whB+laGKGL3+ih/D59QkRNkSvkWKhVEjsOpTGVwiykMP0QNLjjLgm1SxB3FAEGRCFBM6A4UOBTT32dwaE8991zgvm1DWYLDlEQE6geAs1gocTicpv9420eeeQ0UXOblBC4g2NYGZOw2mOzV6Dk2qTS+9isvcbmRo0nHj5FpbrFxNAQ5dIoNw4vsS2bhKJN1g4ZGN1DZvIosZkm5cDaTo9Vz+C5Lz3NrYUq9XqD4emDPHqiSNns4JllFm4GnDnzF+ggoNsJqHp1NJAppeh0/mHmiL6lGZEQYgL4FPAzwI9rrd+/myF9DfgYcPOtGZEQ4peBrwI/CfyE1vrcbjaE1vrf717zZeCnd1/y01rrd+/Gf2o39rNAFRjVWodCiPvfet03W9PTM/pXfuM3abQ6XL29xdLaJn/+Wz9HynHIFvPkyjksaXHX3XswTU1sGPRW27Q229x7cBadMgkGpgCFEWtevXmOW4sLLM2tYtomd508wo3lFcpFh1KxxE21iV/rgBC7VGN2mftJvSBVTGM7NqEfEIURlpSkimn8WodcOUfWdbhneD97UwW+/MYbXH5tnv0n9lGt1MiPOzQWmuw/OcmIUeDC+g0q16qUZ0tkHYdc0cUUkiNDe5jcqYLu86nKJpMnx+gqH7/aw8IgrbJMTg3x1adfYfT0MNkxl42L29TnG+TG8li24K6ZO+h4XW6u38TzOkmqLi0ai3Xyo1k+9O5HKbplIjPDYD4FKQfP28YKHJrtRbrdkKvbSyhf0VMB1Wp919PJ4J6pQ9Q22/QiH8M1yMoCe4sDLC8tI3MOYFBwcjQij+HSAAsLa2zLNt1ah4FCFg+fjEztllRMmrU2pVIW2zeYzOWp9bsMjo2wU22yrhq06DChiqz7HkiB7Rr0VY8o0EhhsXF5G3fYJfQVmXEXSxm0Gn5iptfs4JZcHjlxHGTA5WtrVP0mmhgpLaRj0/a7qE6AKROahl2UhJ2YlJR0/B4GBvmCw8B4AROTK8/c4Ae+/THO+cuYmDS8JqE0k+l8DO4+dpDzr99k/4G93Lx5C9dNIQKBVRpk8YUrpAo2SBPXsWh5AaZjYjqSyFe4JYeeF1BwM3heC0NaIAR3jR/jdm2FGh0MpQmJiEMw0Bh2QvpICtG7g6K71ARUIt9OuTZCmmRsC0PF9ImSQ4oYpcKEOmLbBKqL9jXdSg+7aDM4lSMn03SVwi5nUJUeOysNdC9KymVB8hsxR9N0m4rx6SG2luvYJRtTGlgyOZS0FMR+RGO1kfRpkk/6Jq0EksMOwJAWpmXuHrRgpSQDuTSNbo/UYIpUycGddDCXI7RjU19PSs/97S5RGDI4nccpOVhVQSxjOtUumRMFxHwPQ2viIYOuirAzNmYQsn6xyvT+aba3a0RaU/c8ZE5ipS2EFpw8fICZkVHOnp/njiNTDI7lGBo/hN3zMEWGwcFRNquXuO/eD7G0fIFWZYnBkRNcufQSllOgPBBwYPoI43sm2TORp4vmN3/7T6jtNJC2JC0dGr6PXZ7hw+/7AH0kX3n+i4yi+OznPs+e0VFub6wSkOLHPvHP6dUUL22u0q9cp7qyjAoUy401Nta3yRQStFOumGH94tbfOyP6VpMVfhn410D8ltiPAE9prStvvVAIcRewV2v9+b/xN/YAK295vLob+2bxIaChtQ7/RvxvLSHEDwshzgkhzrU7bSJiri1vk7MFk6NlPvrJn8C0JX6nS6xAY3L5yhbSlMQxZPYWcHIu3ThiuFxinx1j9FdY681x5ewVYr/PgZNTfPKffZTzc1fwKg0GS2WW1yvYjiT0wzepC6a0cMayCUZlF5cSq+S5fCnPvqkR7i5M8T/c+xjvGTvEcQbIBvC111/n6vxtvvt9T/K2mUPcPT7JIXcPxfECt66ucTuoMCBzFMbydHdVVD2/TxwEbIbbnC8oni32MAsmW0tbmE4GrTSHDk2xsr7GgD3I8Pgg941N0132MRG4Yw6dWptIx6zVKoTSIFvIY2CiVIzrODijWVpbHT7z9PNsbGxgah9lO8T9AG0PspPWnFm9RTvUTGZKPHDgOA/MHuYTT36IklNgdnycUj5HvpBl/8RexrLD5OwU69Ua+bEhtIi5Y3QYZ0CwuLTGG1cvo/BpNrp0dYjjZMg5DhKLu0aOcrQwjCMLlK0RtJTIoRLThWHafp+5hQU2K9v4tR5Xa2t4fpu238VrdPGqXXxf0V7vUthfoK8CtNCkpY3lmBSLWU4/fJRDj00xNJulUBogDDWmY9H3FaZj0vF61CtNtIoxhEF3s4OwDdIq2fx9v4/uxuTKGSamSqSUpuk1EYZAipgx8nR8ha+ipPEvQRFR3a7y5APHSduaU4enOHnkBENuhgcn95OdzCEciemYKDSyIDGk8abqLvK6WESJIAbo+4rYj3HzacKOJvYVERqtEgsUQ+66B0sTgwRCqndvoJSf9EtMV5LGwlQa048IawG6FmDLNErFdCpd4hBiN8J2M4yMl5g6Osbw7CBOMUNXgCEsYqExXAOrlNqVi2tiWxBGESKEouPQXqxTKDo4ro3rOqRtF9tOkbPTSNvCsCx0+I3MKCmRCcC0EuqJIRNZ9TeWYZnkM5KP/fB38a73vJv3fPv7sWoR4UqfAEHb89FhjCvsN5V39ZUWoYpg3CD0wsRQMIyIZtNY0sT3+qSkQXkojV/p8djbH0bEEU4uT9APkrnCIMEhmdJgpbZBxatjiIjBiRn2DE8zWygxmHPoba7QWp7D7kKzvsC+vGSjG3Lu4nn2jgzx1WdfpLIV0w86DAwYdHtlMun9hKqF74co3+D1uctcvnKdhXPPsnT9IlHlJrMFgzeWlmkGPmcuXmC9WuOAazIW7bC08yLfc+cwO9VlfuZ//0nue/8TtDuKO+6aRqDJFhz2DY19893/77C+ZaU5IcT7gS2t9XkhxKO7sXHgw8Cjf+NaA/hF4Ae+VZ/nv7W01r8J/CbA/tkDen5xgx2vz8BkiSN7bA7HE7zy9T8lwCBTyOI4Kbp+lyuXtzh2rEwvjpF7JBmZJe71CWXMZG4PXqPDox88ydyrC9w4f5vfWt7CLqbQruaVFy6QdtLkMSifLOEttwBIFzP0PZ9UIUW66NCrdXj77FHiIMBr+qi1mKbtoYaHiDAYLAzwys1FLl2c55133cnG1hYq6tPtKO49fpRX52/iuDZHC7PIkmbbb7B+cxuraDE8NoiyAzp06fptYlswVLZZm++wP5PCkxFzlxaIpUF+YIDvfNc9aDNNWXmkZYeu1cOTJl0vYE3W+N7TD/LahQg1FlCt7uCrLtmSS3utSWu9yfOX3uBU6hQz+VEkEW4qRcYd4IH7P4DcuEXIMLYZsN1uMRg2yErJcrVKMVOgkC+gVMCFles8cPIk+ZEiX/n687zz4Qd4eXmZjudzYt8Mr6/dJETx2F0Pcd9IDiuV5qlLF9jxGly6dQNDQamUpaqqrNWqrPk7FKRNo9bBQKNIsk6NtYt3iUm7Bik7C1IQhQEtr0u2nEErg4xMUfdblI/kWWmuYUkDyzF5+dIcU2MlDNuiUM6ys+5hOkkpKPADYj9m6NAAo8Uhrp5fxHRM4m6ELEialTZXaj75UpZIRRx54AA7vZjp3CDz/jbZUjqZOdvFKNWaHaqezxuXF8kWHQZybcKGwedeeB57FzNVHMujwoA4SF7ZqXUI/ehNKb6UqTf7QEjNK9fmKMoCcQiWFLssxHB3XilOSlwiKXUZQBzGGI7AtE1CPwRMQhHSkYKW72PYgN/CdTPkptKoMAIFKTcFMpmpSwsJGLiuQU9FIASmmyYTaowBG0NDVOkhCmnGSkXaGx26tsRv9tHCIO74pIs2tjSpV9oYEozIwEzbyRxRGCMsgWXZSXXBSgaAM2mXVCbm5KgD6RTm7F1UGiUOTgs6DGKP59m8VMHJ2BhS4DoO7cAnM+TQ7ypAJx5GIkKXDaSTIfJjQq3ANSiOFsimbBZfWuf7P/Refv13/gw7JUmlMmgSrJiOQO0ocrkskzPj3Ly2zLse/25UZJIvTZJLhaieZKXuMz16gKmJYc6//iqZfJ5nXzzH7OR+nq9scPLAJDdvLXHq5EFyQ2WEaIOVZ6PeRciY6k6NoVKR99x1mL+au0kQ97ndzNCXeV56+isUXBev2uInH38bR99zH/mSw3tSRwhVk8cfuYNf/Jnf4PMvvsBQyaVcyLOgN8g5OVyZ/gfZi7+VPaIHgW8TQrwXSJP0iC4DfWBeJNIWRwgxD5wGjgN/tRsfBZ4SQnwbsAbsfcvfndiN8U3i20BRCGHtZkVvvf6briiKCKOIPRMjOBmJm7a5fPUSyBSOnTR+xe5m5auQVg90pNCW5NLWPI8WTiIMi26nzUF3is9efImFuRWccYdI6cR6WQisfIqg2Wfr1ga5bg5RMDFta5dYZ6L8COU3QBhUvQZ9L8BNS5yMjZtO86WX38B0M2ytb6JtgSUtlI5Z29nEcXOMTA1wfWMdiOg0IqqNbcqFMoGf9DGEFNQrHpkpm7bqMCiThjrSouGEnH/hGuXJAfAjpATTMCikJ/j6red5+Y8ucfQDU0SAUAZ77hth/cwGn/7Sn3Jy8iiKGCklQSdKbNINQRwlQ5hzc9c4deAE2h4gmzIxTTD9bS5trjGYyeEUBkH3+Oqt26ysVxkpF/CqO5Smh7hw/TZpafPS+YvMTu3nyNgeXGkyOlRGlwJcmedD97yDVtBmvJzl6dV5Kttb9FWI53fZX5jELkm2KtsM6zylIxleu7rM5NgAqTErUfupONlUFBw8PUYWh62ah1frEBJy5Mg0q34V2dFsei0aNQ9RNEElpe20tGl2fYQjmCwMk82kuKoiuuN9DATt5Q7CEjilDDk7zZWzC4iMgVvI4NNFK40z5mJImSjWpEHVq3Pz1UX+3b/9N7z22Spbfg1v3afj+dgFCcU8r6slTAwCFdMlIn+iwGjXQroWOgALjUiZqH6IISXWPpOwr2jXGtQqLZTfT3ywZNIn6ao+JddEhibCTlRjltxt50sDLWIMkt5RKDSykGR1UprEUmO4FiMyz1JtC3fKRSoDQxi0am1iOxFuoGLMUOCMZxDCIvRCjNAkIkbbu/RGV5C1HfyKh+OkCIoQVHvsmSqSGizwzOUFkICvCboKuyhRaGxX0qy0iImIewoskWRBu1q5b1iRC0tjIqyZAAAgAElEQVTQ73X48H1TDNz/YcqpHrdfe42t6iZfe71BpCt0Kz6WNHELgzz26EnOXrpFa3kJ6di4rpWwJF0TMDBdiIKk/OhkJGiDfDrD2qUqTz5+L3/02a+jga7fpZBx2XfkCG+cew07ZZNxMmBImjUfvxtw/eYFJqaOcuv2Mvn9RUilecfjj2ClhxAixk6l8P00j9x7lKe+cJbTJ45wYmaUXDRP36sQ9AOcdAotBFrHXLq2iC0lWgsee/KdeN7rvHruVfZNT/P64hJaGmxU6xw6PMmzQcidhsPKUp2jd91DZf5V/vOffpn3PfEwkxvDmGSoNgL2TU7S85tsdJp/ezP9f7C+ZQeR1vqngJ8C2M2IfuKtqrndeFtrPbv7sPSW+F/x1z2iLvD7QohfJBErHABeIemoHNhVyK2RCBo+prXWQohngO8iUc59P/CX//1PLLDTOUzlY+DyX/7sP3NroYIhJbEGTUxfxeQcl7bvs7hQZ9+og5EWpAYdmpEiHceYQnL59m3OPHMJ4ZgEncT6QXzjXlaCLKXQvqbf6OMUsnQbfQJfgfjr5qkA1r0G907PIGLBVmOHs0vzZGwbqyMoFgd59Og9XK/epu13OTAzi1J9qpUdbjeqREozOzGE4RrM317hve96iK888zL7xka4vrDK2NhQIqvFJibEAnaqTRQRw6UhVufWGRovsSWXyOqDbNVaxFHMxc8skspI7n/3MW5XqwzODNBcbwGaQ4V9XOrcoLWxgyakOD3Izvw29flt9CxYvQ1Mf5n0xCGaOseVi9eZmNrDamWDxdomgd/l9OQ+Ug3Julej0+kipMXbTt3N4vWb7EiPcsnFGcqRsWwi0SDrONxeXibrHKKwZ4BeYNBoBqws1dHEjJQHuTJ/lXjeIDfuIFSfTlcTqRjf77BeaREXwC3ajJRKODjcOHOLofEMPQWHTu7l/NxNLlydT3ogu0T0+maTol0kbVukSHEgPYVTkNhCc6O2SiGdxbVTFMixXWkgHRMtBeXxAlvLDdJjDrZjJgPK5TzNho/yFMLRSAQWFilMjj1wiE9/+lM4GZfp3Dhz5WVyCA6NjzO5d5RXVuYZP7GHtesVVq9vEPprCKmRjo2FSbfaxXIl0jHJOVkanpd8J6VFyrXoELLv/klUr0/l0haWK8kV8hRUi/2FAlPDYzx14Q1ipYh3Ib/Shb6/y0pUcQIv9UJMETM7vpcrV29hCRNTGbSa3aQ3ZRsYErorPkGjRyct2VfeiyEEpmthC0mfEEsY6FCAERHbBgU3Ta/WIzfmYoxnWdnewev0cYVFLEA7BmnbIOxGaC/AKGbIFDJ4m61deXkisnD352ktNjGs5Iby0ftnOBg2GH/4YwzrKuWJ/XRL/5zbn/lddGMRz+/x0PEJCjlJFKXZ2IGV6ysYMuFFRmjS5RSmNLGwEFpjSDAbMalCitxEhqUXNnn7g8c4NnWQz7XOJJbdlslGbZsgjjDNxI3Xsix0FHL79irCNFheXuTsKy+QGyiQ/vC3M713FDvuUXBC2s0GeyYn2a5v88Mf+XHWNv49xw6N0fHbnBi5k/V0hlqli+1EpFNrDBRtNr0G+b0FOtUuP/t//DpThRJnzrzMc08/y6Ejh8hJl/c+dIqXFhZ5eHKQ0JDYosPXvvBH1HY83rZ/ht/69J+hlWawlGWzGhArzYnZabqov/PZ8N9a/5+fI9JaXxZC/DFwBQiBT2qtk3E1IX4E+DKJMvZ3tNaXd1/2PwF/KIT434DXgf/033sfFQZMjA/QaNX5pV/4t4zPTFIqD7GytErKSdJPgaDjdxkZHeb73vUkV69fYal1izgUbGiP4cjhT77+LEvL65hOAkIUuxTfdDmTyEClkQgUUAn63tMYaBDJxPo3DiOASIPqx7QCn9XaNkop3nfHA1xdv43RUixWlgiDHt1Ol2veIl2/xzsnRhDOHm4trNJpB1x6eY5SucTG8g4dP2B+foOUm0L5ERnb4vr6FlZo4lXbtOsdwm7IBW5gKoO9s2PkcfmLVz9H3etz9NFJFs6u0e8qzj59lbHZIUQB9oyXuTB/iWNTB0kB6XSKoBORLhukCmkCr4fjSH7tvz7FP/vIk9Tnr/GVM6/Sok9h4n60NNnyPFbPrWHOSB6/84NcXHwOp5AhJKYXdemKNiEBI/YgVi7HMy+8yP7JMc7Mz2GQ4vbcs/SeD9GuJlRR0sORKTYbDZSTAGQb1TZt0UNLQaGUpzQ1guGmWJrfYnu5zY5sIR0bwzVpeyEdAi5cXWComKOnAjSCgZKL53XxN9tEnqKoUtx/9ym2lgM6lk/D6PPGtRU+8vCDPOddI+s4lMbzNBodLGmyXWsROQbaD+l7ib1Aly7StckiaXYCQilQqsfb772b2A758mvnUD3Ft3/wYb6/8Bh1J81mZYm5jXm25nfYXqonIgIpMBRIaZMvZJHYfM99D1OP27x06RoNr4UhJaaMk3kiJehUW7SqHQaKGaSbEOMjehyYnODVhRucX17dHdyMiZRGCE3PM9EqZrDoUCzm2F8o4Ydwo7LG1doycRjS87q4szmsMMCwk95SFEakHIt+AwpDOdzQpI6iJQJiv89AOYNFwlzEtrEA09Xkyw4oUGiCELJrAT6CXhjhTOXxF9r0vC7lmSIGBk2lMWQCGRaWxs5YZO00vuxAqDl270GOvfMHec+xIu1GnfzIaVJOjkf8LQ5+z9vZ2Zqh3WjSWNvk/ofeTnH8ADeWb3PmhecIVUTQjHBLKYSvkTJGVX3cqTyyaJEqZjCV5taz63z7ex7m8PQMrY0qP/4vvpv/+IUv0llpE4cRhWyaQEVEoSLo93Bcl16vTxSF7OzUUYGiudPg9tIqO9UGd5yY4ODRkwyVxvDmXiHod4jDkEP7Rjhx6ACf+/JzXFuqcn1lhbdvVGiv1XnP+9/L97zv+/mrly9y/cxtcqN5IhUyvG+aUPeodkIMv83p6Qk+e+YVpif3cvlGjfsP7PCnz77Edzz+MK22z5888zyzs3vZ9hpkChY/+Ph7+aMvPctWp8Vv/OQnefTZf/X33ue/5XNE/39Z+cEB/S9+9JOcvXwRnRQJEAgiFdDpdLF2LRpOn7yLRw5O8ut/8Pts1XYwpMZybD7yjnfxM7/wH8mPZ0FqAj/cVRixO6wK0k3mOgzbTBxb/RjbtZHY9OwApEC8OY0Hwtd84h3v4LOvnGe9ts0dJw+xvzhG2FZUGtsQRygVMrRnkF63j2h1qLUD3LzL+FiKK7eqlIoDpLVFeXiAxWads8+cZ3SmjFfxCAKFM+wQqYjZ06NsrLcx0Ehp4CiTyalRzl+9RXu5xaF37Mf3ffp+iOEYrL+0xdEHJugFMbEN3rrP5NgUh2eO8czZr7K1XidWEcWxPM1ah2CnRzqXBpXMz1iTaXpeD9UIUCpK0CjS5AceeAeh2sNK8yIq7BMDQ0MDbHS3KOVSnL21iO+HUA0I7YhOo49hJw6ig+VB1terhH6AdC2i3bKZ6WuGJgcYKQ+QVjFxwWXu7FV6u3dzxm7ZSfgxsmjj13zSTqLGKo+X6Xk90hK2ak0KBZfxqXHOf/0iRDGmZTI+M4HnNTnx4F5ur1YZGx1mfaHK/ScOM7+wwc3KChEKqe1EPSZDQi/CdiwMJbClTSBDUtKmseRhSoNQJWVggIGxAhtXNnjyyQdZpcet89fQaCZPjjM5dYjN9RtsLTWZGB8i5ea4fO4ao5Nl7tgzyddvXuX4xB68TJ8rLy1iOXJ3libGVAaBSKTZtisRtoGJIGWnGNV5Duwb4Vqlyq1aBWyBVjFT5TIlkWdufgGzLHGLaUJPE4iArheAm/DbpG1SfXWLTMHBmXbRAsJaQHrcoX6+xujsMKJsYIeS0OsjbZOoYJIqpjBswVE5zlq3TkSIkslArZQJDVvd8GhmEyFFJEkyyJIkaoTY0qKPwK/4tGotEpNvcPPpXTKD4OMfeYK3HZ3m4N0fIdKCjBXSj02WvYBmc5Vr15YZnygxZUumDxygExn82h+9wBd//2fRhLhOhowjscfTiLxJKiUxQpPORpvmeptMJsUjp4+yvzhBHDYZ3neMvvJ46uWvUlU+9lKXghkxeeQYX/jKK4xPH2Jp4SbptKTb6xNFin4/QQIdPnycj33Hh2nUlzh9xxF6fQuLGt0ox8l9Ezx/7iWatQZ//tWX+d4P3AuYnN/Z5LH7P04hpTh5aJR/8skfYbPaSMqROuLI7BSvPn+Je06fwG/X6YSasfFJrs1fpusH/C+f+BhH9pb5n3/197h8c4kTdx1kYX2NvMzwvsfu5/VrNzk4OcvrVy/wG//6x3jku//V31s194/Q0931c7/w8z/tEdLwvDeH8wzDJIwSCSiALVOcnB3mF37zd6jUaxw+PYPlSNYWKjx75jyZoQwqCDFtg5RjEviJqkiYCXpei8TFNWqFiX2yKQi2e5iOidED0gaGbaD7IT/07vdRyrioTo+NeoOG36HebjKcdvB7EeWhAqa0KBZddOSTHcyxU/MZGytRtk0uL25gWjBeGGKz1SIWJpXlNer1FkGnz8CBAqWjRXLjGexyiv5OhN0X3PvgYWxhsu37yJyFXbBIj2QIvZB6w2dgKoeOE4+WyNfoQYv2Th9nzGFjbYsUJtutOinToq8U0rEJVYgQgihMpL+FsTxhWxFHGi0NrLRFY7lOOpuiHnRYWbvNgf17eWPtBgODg5w7e4nXXrzE9aurtFY7mDGIODEejEhsDfq+otluEfUjBBqJxfj4EGMjRcanyzw6fSc6ikgPZHj19SsMlnI4gw6iaJIazxCs9sgVMwQqQqYt4nTyv2q2W8RxTL3SwpImnTjA67bJ5jK0ttqYTgKhjeOYh06/jcWtZbI5F3KaKbvE3NoSvX6AxKLX7VEsF3FEitiOiSKNmbYI+xH9Wp++H2AYRiIrliaFvQUKxTymGXPo+CzPfeVVMiKil4ZMWlJy8mxsVjhYKLHc2ubU0WNstXZIZ22mD0xhpzIMDY9SadfJmCaliSHq9Sb+WhPLSZHN24Smplvr0q/30JGg5O7hXSdO4eS6XFiqklcGA5M5OqoP2sDOWKwpj0DEGBkL3w9QYYibTtPcaGPnbAwtaC+20GHCpkvlMwmhwRbcffcDtNNp3GxE344wQgOzL8CEdl6TcSWGL+h1enSKIVHGIJICbQi0C3bXopuJSLcjQtdAmQIrEgQq+X6Z5RR22gJb44y42CmDdMlBNQP2DGYZLud4/M4D7Ln7I4h0ltiy6YQGrV5Ic6eKt1Ph3OVNslaXU6fuQWYH2Wp1uHDjEivXXsdO24zfW8addElnUrRvtYg2FPuKgxyf3Md9d5/i1PFphlJ7uO/BR9l74m0MjI3Qb29jp10eP36YwQMnGBo/yUAu5ODJh5ieGufK5cvEsSaKY7TWCRw50nRaDbyNJR697whWfpT/8gd/TjY/ykMP3sUXP/c5npw8wGcuX+Wffu/38cK5M6TSWV648AZ7copHHn+E+SurPHfmJXYaHvVqC2cww7VXFtmzd4JWa4dIW+QHU8zNXaO+1SIMQn7ou97F//pr/5WF7Q2OnZjh8qVF9k6U8Ftd2n6XsCe4ePU601MjvHz9EvPX1v8RevoPtfq9PjExhjToqoAUBlIKMsVhCLp0vDoz5SK/+h8+TW48i/YFc3M3uPu+o5x6+Ag3ri6ztbQNaPodTSgFmYJFu9Yn9MMEZtqJkrtOxyDuJoeUkU+AkqY0oAa6nEJIk5wtmRodZmxshoVuk1Q5x0qlwuJmjULRZWV1k5ydZsAwKA5PYje7jE2O46ZiysUJtjOCmrfD+OgotYbHyWMnGR6w2PQaWNIgJMZwTFa+XsGwTTo7PnvuGeH556+SK9nsnR2kVfVZuVrjye84zfNfusTeI4O0vB6tRp9QRYzMFNmpdRguZKn7XbJOmh1VY7K4j0UWoCHo+X2yBZeG5zE4OYDWMa1Oh0hF2E6Kb8BVwp4iVIpbS+sQaBbXF8nJNOeXquzU2hRHckQycbjsBAFCQN/rY0iDjJMm7aaSu1Qp6fo9fCI2qnVM26RYyPKH819P6Aa2geVIbAQuGRrrTTLFNHZRksFgoFCg5fcS4QKayNYUxgqoXQmz9ELwNJNHRtm8XkVIg4Mn97M4t0Z1c5vRYom1hR1mDw5zsbWCZUtcO0UQJBYCFjE1r4Nf7SQDyTKhKaQKaSxpkC7YKBXh17pIx+TogTt55dzzLNbWkpsjTJCCwA+5ValSKKS4trZDuVRic6OGzLqUi4OMOjku1FYxvA5erU0LwZ6pcbLlHCPjU6xevUk/iHHcDIETQAgSg1S5z2cuPM9dk8foqw1OPXQHi4s1wjHN7ZVtaioxU7SLKUwVEygBIkbZMbZj07rdIrc/T3GyQOOWR9gLE3ivLYlCCIM2T5w+xfWNVcLaTUTRZNDOU3VbpH1NSqToL9TZURHqGkQCbGlhxiHuPSVUMWbQztKwLSLVxQ0MlFL0NhLGoQ4jekphuMl3SyOwpODUVI6PfuDj9AMTJ1cimzYJgxZ+IPCDGM9rkFNVNnomR8d9/LaFh02l1uDZ585y9vO/hyEFjmPTutzi+PFx9pdGmP3eD6JNDWHIoaOnmBkZTWzC4z4902Gn5WOEPXKFUWYMG3fkOLeuvQ5Ohqm9A9RrPtdu1RgaGaHVqBO2Q+48PsXUzASvvHKJ9917hKnZYzjFcfCrzByY5nd///cIghqmYfI7l1/mvd/5bbgaXrp4k+948nG+992P8eLc6wz26tyMY9JSYmYkB/dOMn9hhfyIy8ryCoVCHsMJWLzdolh28T3QWvNP/s3PYzsW+8bGuHr1Nqfvm2Z5focY2KrWiYh58pFHefq5FykUUt9sS/07rX88iN6yYqWxpEOourilYXKOy/DUfva5kutXXubzn3ua2ZMTjE2O8vLZOXqNHpvr25RKeQ4f3ku91kJ1kkbe2PgAlUqdVEHi13qgklKCDuPEdVWa9FWYzHY7AuWHOK5DvxEkA3mBT8a26GytceLQES7duEksE/fHE098B+df/gOyqQwz4xOEkcDzNlHCYGk15HW1SNq1iaXm6uI8/Qws37pFrVoj8PsMzIzQ8BpIaaKCiNDrkS5kwJFEfpdIStY7Pq2qR9frca26wonT+7m8tI6UJrlShqVnt4lmBrjr8Cyvzl3HciWZSZu1qzVOnpxgLCjj06Hf6COcDIW9BcJAYUmJIZPyTcIiTsjjoQoZHMvTWW8TobGcFF0VI5TGGcvQ8xPwZGLDbmFKg8GxPK6TQYSwU20REBGoFqY0sDFJSRvVUawurxP3I9zhLB2lePwdp3nulQsUSyGWI+k2evR9xWozseg2bBO35NJZb1M4MECoFBKDYLlHq9Em1jH3v+0YVkYSq5iu6uNOubx0dQ7DMZlw8pQHJ9hav5yUhaRNaEXgB+x4bQzAKWaIgyhxzez0yBRTZLSJIkL5mkMze7m5vMaZpacR0iKSMLJvkFiZOP8Xe28WI0t23vn9Ik7suS9VWeu9tdy1by9sdjfZZJM0W5YlUrJFWx4vA8hjw4Bt2GOPHwwDAz9ILYsSBcPwjA34WcAAHsAYYazhaCwNSZFqkt1ssff17kvVrS2zsjIzMiMjI+LEOeGHKFLwez/2AQqoAi5wC3Vvne983/f//39YzGSOCiQrl67QtnximTGOTtlqX+N0/4B/8s9+SgEUqkBrjfAtBntDTEwie4SOc2rNOpsby+znJoPhhMKGcVbiPeaLnK3VVd59cJMCwTzP0BSYmOf+opwyfa0cP0enMek0RaU5wrYQjmD9pQscv3MC2PjBMglDbn34Mc0bY1Zsj1NbkAfQl1PIoLpaxTDKHd98IdGYFEaZ0xYENrO3zqi92EbaJp5tIQuHoijDg+26TTRc4HZtao0a0TwG20THOUXXZfvKc6RFj7PFACeARxNNLYsYZoKKnVAnxGo22I3ucd92KZIBP3/9XSxRsFk84O+/vM0/f2uP517YYcXf4uvf+m0cMyOZRIzDBdP5EDsJoVjDFBqj8IjOIgpD0RIJZ7YgCBpMzga4kxGPxyOkvI7IJbfu3Ofo8DG+45NkKbcez+h2C/7H/+HvsbP5BNLv4KYzQqdD7d6f81/8na/T21zmYBTy3b98k3/54zfZ3lphd22H6aMHrD7/Jd7/03/Gyy8+i1et0u1W8fwNfvzqB3TWGly7foWPP7iNFViMjycYjolrBxh2hGmbZNMMGUvuhwc4gc37b+8BJbpmdanNbJ7wxKU1TidXuL+396ncvZ+N5s7PH37nj15p9JbZvXYVv36R5maX7apkp97hbHSbD08Nrt9o01tpURiaWlDl6HDI6eGQjd01hG2x0mtyMpggHIMwnOMHHloXCMckT1WJXhYmQpSgPEMbFH7pxxDCwnCgWWuSRDHvfHCHUbbgbJHy7vsfMExC8pkiCGyc+Jh+P0LYkOuCg8cP6W1v87O3b/HMRpvTyODZa1e4urrC//vamxQyp+IJTC0I85RFGpNJTXOzxuheiJKKzo0OwjOIjmKaaw2qwiKKM0Z3xpgVh4WZ4WiDvbePsEzB1uc3qQcumtJHEc1TBh+NyWYpgWcTeDUiNcOo2UBpAAWQUhF4NjpVJTjsnMeUzlJa3RqzUYwWBYswAV2QpRK/EaB1QbddZ2NzmUWakaU5udZEYUwqFeiinKDGmiLNIS0IBzPMpoXVdjF9Ey0MLl7qYGiL03BCkqZorYmOIpyqQ76Q2FUH0xHIOEWlCjnNmJ5EZElOYZeiEyMpWJCBJ8hiyWz0t4TSXCumacogHJKHiuHRiEa7ymQYUW9XyOKctdUltK2wPAtHlFe551hE8QIk5J7JKJrhBi6VXpUXe2ust+ooz+bWew+4em2TSRyj4pxcSsbDiNPBKcu9ZUwDKk6D2x/exTDBX67gVF1qK1UC22N3ZwWjZuE2HFJHMZxMGd4d4bW9MhIn1ZieidIpFVHlo4d7jNIYy7OQcckTKgCEAdookQu6HCUlpwlW4NPduog0Yo5+sk9lo0pjc4XdrR3czhW0niKB4XBGrhWpylGjjM5mszQw5DDbn5OrApVLDAVCGORSlWiKfoa142MCnmczlxnaLnBsG1OYrC3XWF5bZjqbUg0MisDFUiZbjVVeeObzNH1BbNYQp+/z7v6c+WLERquK7wd8+Mk+vWbA6SxjWfjU/Zgb21W2LmzQufoyz7z0VVTRolLMUDonHM3ZP5ygDZ/J9IRrO9vYloOwHLTKcIVGZ1N8v87B/kPM9kUaTQ/ftRlEJmeDI6ZKsPfgLtGoTy4zPNcBnfGt3/kdvOZ1Ou01Uqlxqw1ODx9QZDNOspy/+NmbFNmcB8cnPL99GRaCw5NjrlzZ5PNPrJGkBeOJRAqPcNrng1sP+E9+5+/w6O5tTE9gezYyzciSjMvXrzOeDtGAThXCFTieQ6Xjo3ODne1lxqM5Oi0IZzF+U/Cbz/46uuKR5y737tz5DIz3aZ0//OPvvNK5sMJyp8bzzzxD26uiipg//9f/mo2r21xaqTLXJbrb820sy6DTa/D47jH7dw+5uLOM1rDaazIYTtCyIJc5jrAwhUEWSZTUCEdQ6ALhlQ51Iy9Q5wkK2TgrF72eAA1P3Nhgd3udO48P+NpzX+blr/8Gw8PHRHHG46MTfKPkNX/h5W8x6+9xvRHg2B5bl7c4PjjmzmGfqzvb2J7gdJCQmRZtx+DkYESeKrZ2V9j/4JjWk20MYaCSjOmdKVvXl4nDAqthED2aUwBLV5qM+3OuXeuycrHH5M4pj/cn3H3rgObVNk3hYvU8FDAahWw2N/BrNaL+iEWcImyTJE6RqcSwTYQ2cbwyDLQqbLxWwOGtPsFSBRVJmt0qjXatHFlqSFLJLE4ZjaZYjolv2yVjxjbJdUGuFfEoRjkF2jZIdY6oWVjKxHEc7MDB8ATzRBJFMbmUaAm2sPC6LskgwXTLNPSCAqftYLgWwhd4dRen5mIKk67tI4FYZWxtrDJLFyipyWOJ6VolckDC9HRGLjRaFWgESmvcho1KNZcu9DgZnlFrVAgnMaY2yZUilZJCwEqtwTxNy/8nmNw8OubhaMx0llD3PAaDKc9++QXG0RnRcE6SJjjCZXg45ODxMffvPqSxXqPVrnNho4tbc5FpjuHBKJqTJhnFuQ8IYHYUoeaK1maDZrNKHKYolWHnLm5dMJdZaVY9pwwLT5RE0yjHEsYv4aeWdjDQpGmIUCbJJGP3mR4kCZ3V6/QqdSb3z1ikY0wNZtvGlSZO06EAHEdw9mCGIwSmI0BqClUC5gqMX+5u/TMFFQctFb7nkJuSQhuYDQuZGkTKhULiuZpA+uyudnD9ZRq9G5jCJg8fk1gNrq8arNYdOp06pwsLLx4ysnpUzJhqb5fLnRbLG9eottbQwuPs7IzZNKIIR/jtXQy7TrPVw/MD4mhCu1GnVquXA9hCkxea3LB4PDjltfsPCE/7/PCN+/zwtft88vaPiGenvP+TH7CIRrimxX/3D/4utx8d06rXiGjiZ1N2d7awXZtCJpwMzjgZnvDO2++xsdbl+2+/S5ZIhvMpDc9j0B8zlYob21vcfnzI1vYSr77xOm9+cIffevkrvPRvfosfvvoDjmYTFvGCb339S9w/OqXZcTkLZ6i85EMZwiwfNDWfWbRgMo7B0Kz1usyMlCRVYFUZhxNe+MJL/OgH3/+sEH1a54++851XOhurhGcTnt6wqekJe3uHqMCgKheY+YyKZTGepxRFTqFUiWh2BONByMGjAVuXV8twSW0yjaLyl7XQKF3CtwqpULnGtEW5WBVl0bGEwLItVjY6RMM5GZrWRo18kbN3dER3qckTmzf4P/7x/856u8VIhVzpdghabTyV0TNCbkVjvvfOTV58+kkwFA9GJ3RrTfqnY8JwhHAKzERi9aoYNRthmwRtB22ZrF/qMD2NMMwyydva9PGVQYxk+mBKPpNIUbDxuR4qLbi6ugcAACAASURBVDg8PkNsOKSphgIspzT3LQcVpAfTh1NGakSv1WEqI7I4Q2lNtVGnQKO0phdUmCQpioJE5oSHU1YvLpPGKb3NLvt3TpBmqQo0pKbS8MnSUmEnE0U8S5ifzcniDCMwyxc6Bq7h4HsOVsPB9ExMy8S3BRVpY6UGn9+4xO7FDo8eDdCx4sr2Gp1KhRhFgS55RRUHgYkMUxqrDSxtUs0dlFTIhsEiSsnCjLNhyJUrm5wNpzgNDxWVhthK0yWVJTrdDhwcBM3ABwGZzBlGEdksx1IGZt3GVgYKCGoBaSzJyFmkCXbbIRrFaFn8kvDZXG3Tv3vC+mYD07SYhXOEZ6FETqtW40Kvi3QUwjYpbIjJSOUv4IVlNzM5mPG5X/kSw4MTsCjHwUpTaEXQrpejREexVFuhXnHoj8cIv3xQFcJApzlanxt5K+65WdZidaeJ1wwotEFtqU4yzlmQk6QZyeyAVeeED167TeNaA9MTpDOJ9sBxTNSxYvRohg41bkUwO56hVYHlmBiUPjwKA6VybFNQzBVGQ2ArgQKyLEMnGrvqMHh9H78dUC8CCmnSaLcpqrtoBcv1Ku1GjcHhAUNxkd5yjztjn5ODI9qtVbZXDZq55vKFdXoXL+NWKsxSk/5wwnx8TJzmDAcDahWBX+liCAsKE9e22Tt+QKPe4bWP3uYf/cs/4c9+/EN+fnfIyeAAOT3lzXceYBmC+fiI9LRPOI/55q+9xDe++XV+7etPcfNexJM9gws3nsMY3uepJ3ew/DpZLtCGQXh2yPhsQqW+wmrV5Z37dxAmOKaFiWB3bRU7EPzFT1/ne2+8z7/4yRvYhUm15nPr4X1+/tOfMggnxHlKMk1JFgmOY/N4MEDlGr/m4tVcdK5QuiAOEyyrVPr2lpYZjkdQMalojxe+8Cwv/+o3GU9i/voH3/usEH1a54/++I9fafbauNWARycHfHRWcHHnArfu3iTWBS3PQxYmbuNp4uh8Lqqg1aoyOBsTj2PCacTyeodKw2N2NieOFiBKz4WmOE9QAM47IjAwhYFf8/mf/tt/yBefeJ4rOyu8+fMPeP7yFseDkKsr6xQy4LV3X+cLTz2LlyVcWV/iKMoIpzMW5Lz68C6u5/C19Q2O8xhL5hydRigFBhaFZfJb3/hN/uqnP2Kt3UZUPB59fECcZaSzjM6FKoU0iI4WLMZzmmsNWu0qZkMQDRYswoTW9TbTgwh/w0N4gnyscVo2iyghDSVmy8ZtmMyOM4KeR7g3pdas0fY6pHrO6b0hyThG+BaWJ5gmGUpqtC7zwCrtgN5aC7dmMTyY0N1sgQZTmITRgnAwJY3LjqEQYHUcDEo/0DPPXOPk5AzTMXECQSBsPG1RFy6esMlixTRdEIuck2zMw9Mz1LjMbUuF4jSOKbTGCxy0hixM0brACRzqwiURBTSh8MpuR2NgBQKn5mF5BpsbyyxkRoEmqDnM+gs0xTka2yTXOT42p+EMU4Nn26SJRNsGo4/PiM5i5LyUxTuewJBQ8Sr0MoeaU+HpXo+2V2V8OkPbGqEtDvcGFDrn4vYqhSi9aFKURQ4BhXGeMG0ZaAVoXT6MYsVvPPc8JweHJGmGIcq0h/pGg8nDKbN+SLNdY6Fz2n4LUs1JPMYwIE/LdO1fBPMiDLQ+R4dLRaELFv0FVg5xPCcZx9imj91eIk5C9o5jgvU6VsUpkyCilOWFSy1x2D84Q4U5Ra5Am+SpLIF75w82mUkMAUbDwV+uUGzY5deeSR2fTtcFS6N1QWe5SsN1ySgwhIlhBKj8jJ1ulZrrkdtL+DZ0F/eZGi265ogOIdeeuELdCaivXabaaGF7FRay4P7hmDgeMZ0NmU+G6CwjEAXV5ipJNmccH5PMD5DTY/6f137K4OSEp5fXubS6yYf7b3Pr6C7D2Zj+gwMC12YymtJd6fLc1S0uPnWVs77J7qVrmEbKzo3nSbTDMNLMFiaZMDg8GaIMk83lBpbKqJFRWIK94SEq1vx7X3yJjWaLj/bu8+L1a+xubNIJmjx56TKeW2EwGJLkCYPB4BymmNCr1ajUa5yFIwwtcDxRpsYrjVf3+PZ/9Tt8/2/eL6GIWlOt2cy1RMQG4VnE++99yE9ef40PPnmX6en4s0L0aZ0/+uPvvPLsl56hwChNaXnE8ePbSJ1zcjpl5cq/RXv5CtvBgEkUUVgWpgn5ImNjq8fe3gmLKGE8mLKy2aWz0qR/cFa+5ISJoU04N/YVUuNVPHKtsIXFLIx59W9+goymvPnRewRewN7jAaMoYn8yZDKe8Y1f/TKOVmy2mpwlBs1uQDxf8MK1S+xsXOCG1yDTkobv8TBUmALCWczZdMTGco+333+PSTrH92pkwwW6ajC4NSANU7pXWwjb4PCtE0xLsLzdIB1l6Kqgu1qnf2tIcrKgvVPn7MOQ3d11/IbHwYd9bBzaV2rkgxRlG7QDvxyLeYLxJGR9aZlRPKHWqtJuVXFtG8u2qFR8ms0qNc9jESY4gU0YTgnjjMI2ycjJBUwPZ4iGhQgsRGBj2gLhWZieoBFUSdOUeBHTq1fpBgGkBbMwJtKSSEgSIcsE6OCchEtBIaFTaTBXCY6wWERJGawJuL5AJRoLQXWjwlxLZJqRjFKoCPI054kb64RRSp5KZCKJFikISs6QKJg9nuKv1EoVpmeitMKomWU6NGDYNp1albP7Y9yOR2W5itBgBhYq1QgheHl7i3uLKVOdcDSL2D8ZsohT4mHC0u4SZ4/P2Li0yoQ508M5L3/pOU7vDYllil2zyyLuGBhZQb0S4HougWlj24LrGzucpRMej8ekcY4WYBglRbR2sUFdVIhFyjxeYOYmUxljnI+SC8PApChTFnSBKyxszyHXOTLVJUBvlmEYgsI3mJ9OqXZMJnfGREdzli53SwGBoVBxymSUEKcpVmBj1y2KtMAyBbTL7DpDFSilcFYDVGCQC0XQ9tFo8kTRdD2UWXB99TrdwGe5s0YM5KmkanmYrsW9O3vM5hnbvQ6tehvHsfE8H2/pIh4Sr9ogaPUQThvLbVGtuuRKUBgCYSj0+AFx1Gf/0SOm8wMUUyzL4u7RbWbjh6TjCNHcprdznYtrmwzuHOH5NsKyOU2nhLMIrWA+W5T3QOFgChfl1Hj6yhpXn7zK0soKa60AQwjev/uIt1/7CSqL2Fr1qGmJUfSpNTdIdIMPRjNsCh7ef0inWmUp8Hjtg5v8h998mXunA/7y1bdYbvhMkznf++kbiMIicB22Nlc5OT0jXaR88dlnSKXm6s42Z2HIenWJRRpTOCb/53//X9PrePz6i1/k9Vs38Q2PcBGjEsVyp4ZEU2+2S5q0LojOJp8Vok/r/K//2//ySpYn+FVBtpgzkzmj/pDxWURvbZ2vPrVK1xZMEoGqbiHlHCwPQ8doBa1enYO7J2Ube6GL8G1qzRrDk0kZDlkUWEKUvBOpy9cckKZlSHihCw4GJxSBiSE181mKcEyEhnqthprl7G6u8niaMF3MSHWGV/F5ylYsomP8FPYWirvjUwQWUqYs1VxkAtee+TL3H91ke2ODpmVD1WT/oI9AoHNF82qHeLRAznPSKMWuunSWGniehaxBeG9K77ll5qMF7YstHnx8yPhghoHB2lILJRS1jk94uODJFy5xsD/AbdiM708JKhV8u0KiFkRRzCxcMDkMmfan+IHHnAUqANODQggUBYiyKBQUqDhHeH8r7iwAQ0ORaqRQKAFxnGIZJpM4YSITdGCe83egUJzvNgBdoHXJNV1ttvjW6hIbl69x9/gAA/BqPjLJMQW4TRdNUXYBGlpLVXKtkHHOeDzH9ixklAEGSmpuPLHDw1tHGJ7AcmxkmmIGJjpVmMKk6lUwpUKpgs5Sg0LmFIFJIQq8wGG110J4FnKYUm8HfHzYZzaKmQ/nKAHCM/G6PoYGmUosS3Bhc52eWecr156BRAEup/MRru3g4JQ/J6MgySTzeEEYzknSHCst2IvHROM5plV65CzHAtsArSlSzSycgy5Yai6xkBFKFBQaLOd8J2QZoAuMWYHbdCAtKASoYSmpl/OM1naDqD8nWK+QDguUzLCXBK4ncB2bnl1H2C5ylqAdAaGm2vaZjWNwBLaAxkoVGSt0YCEaBn7NRaUSnWhiqcpGTxSkooZb2WQWhsjpGMc0UL7L2WhMIQ2yecrKxSeo1FpYjs+DSJBkksKrcxD75EmKgcNy3QdtYNoWpgWLTBEpgUxiJvOQR8cD7h1OOFnEXGm38f02VqXFak1Ray2TZZr15S4GdVy3Ra7n9EenBMoizyVpJvGdBkmWkiUxmarxYKixvQabGytk0mIxOeajT27S6LT4h//5f8Tnn/gC3337DWp2gLFImY3u8Vc/eRUpFde2VlGDkK3Ndb77s5/zyYcPeO6pDWx3mf3+PjE5vXab5WYdx7NZada5tnORn7z7PuNhiOnBKAzp1hsst9eoNC2++dyzeFaLn773Ln/12vs0Gh6zdMHVjTVMTDqNCqfjMa4XYACzzwrRp3d+93d/9xWj4zOdz8mnkmgRUdg+Tm2Jzz//HLG2qVoKipymPiOwFOPjPXKzlMcGpsUkTYjDmMMHAy5eWsWtuCx1mwyHE6BkYVhYaENTnF+KwjExRKk8woBLqxe4cnmHeRIyPo545tmrjPsRa+tNfMvn5qM9PMvFyC3uHz/mYr1DPYcPlU3QajMbzfDOs7AO51MalTq9XoMHxw85TSacZTNmaoZjB8hZQq40rSttpvdCLj67iVW1yVLJ8mqTh3eOqQY+Rt3CtS0a3YCqW8HqCgwKlG1yfOcUp+FiYVA48OCDY9qtGh42zpLH0dGAjaVNJJr5eMb8bM6Tz10iCwwSW57zQQqULshlwd8yM8vjCJtfsjhlqdoStkAlqhy7nH8slCI3NEVaRiUVsUIENoXWGBIsDZ5wyo5KmMzymI8XMz7e36PeDkhljkCQRgt84ZDmOZZnkYYJKlV4pkOu9Pm/F/g1H8MWSC3RuuDsbMLVp3cI0wgZpjQ3GhS2xvNc6kEV33Zo2D4TuaCQOaNRGfnTajcpbJjFCfHxnNk8gVr5800TidtwS3Oj1OhUs7LZZvhwQnu1xb0PHnLp6hqfHO1z5+yASTHD8koUxzxdsJBZSQeVikIbyFSC1gyiKZocpcvIHuFZOJ6NZVmlaOUX+WdC06sts9xtcDIenY+VS2SBmRTohSpHN4bGrFgY4Tnnp+5QTDOUY+IuuSzCFMss8NcCCmFSrbllIQrqPB4PKCJo95ospCTqRxiGwcXtDtI20DWDrFIgAugEdVxh0So8HF1m12WJZLXRYrddpW7AYDZgOp5i25KD45CVlTVMr8Jy4GJ5JolRZx7H3Lv3AHN+yM29E6zpMUtuys6FVTw/wBA2KQVJmjGeJvz13QE6DbGyM1QWM44nvHRphcryDlpBYFpIb4WpcjBSkGmB7fn84Ec/5trWOjcPHzAaz3jh+jVurG7Qn8xJogTPt5jPQy5tODg6ZWltA4+cpcDj8rLHaX/IN15+HnSTjz65zfpahzAZ88Ofv83sZMqL1y+y7bT4JJzyyfEhiyjhN7/yBd548IDxYMhB/5S//+/+21zd2mLn8g2urHb54o0n2JuGvLDdwLCr3Hr0GMsTnEZT/t6/8xL/8dd+hbuHB/zo3Tf5k3/x16w2G5yFEc2lGt1aDc+zOZ3OuL69Tn98xm/86m/x3ltvf1aIPq3z+3/4B68ES1WU1mRa0V25zO5Tn+PLTz9B25jy4zde5eaDDwnP9rjfP+adj+9zb/+EItO0WhWyPGfj4jJpIZmeRRw97LN5eQ3LtRGFyXQ8hfP4flOYWJ4o2S7CoDgXMxiiTFzev3vI177wOXaevMyXdi7y/Z+8xVNPbXM6mpKoDJEU3Li0wd5pn9bKKh+fHNFor3L38AErrSY3+wd4mUWWSB6NDjk4PiJMYqpLAekoQ5kGk4OQbCGxaw7rqw2Ge1PsoEzirjYqPH44oNUO0FJxaXuDvQ+OOHynz+aVFY5uDal2PdrtCl6jfHmvrjS5/fpjlFJ0lyqYtoVCEh6UMvON2hJOwyGMIqai3KcUujjvUorycyiz+HRxXnRMGkGVRZqWKwlPoM//vFV3Sp6LLsijnCLKaVQ81laXebHe5SyVPHNpm5OTEcIRWJ7AqJmlUlGAeb6LMW0TV9gsogzOExlm8aLcT6QSy7PK7occGcvz8E4bD0GWShAGSipMVSANSa/dxhce9XaVLFVksSJNM2KZoqRCKcV8EOM2HMy4wNCaai1gNJ6VIbnjFK3AqJXhqpYWFJHCb7hoNAmKhvAZh1NkIsmAuUhIZE4UJ6SpRMr8XFItSjS5VshUUQCagjRM0ecybMMxEb5Tyt+FAbLAdEwW4QKr6aJkjpc7FOeRM5lxvtfTBeK8O9JGQaEMnLxABA6WhnSeY5gGec0s29GaIKh7aAGWNshN8BeCuZakomA4nqKEwsehc7FBLgpCmSANTd30aTdq5GmOnZismDZO2yUZZTjapILNUNQYuBsYtkXQbrPc3cV2ZowOpwgTdnfWudC7xCXnlI12g/ZSleNUoOYTdjbXubS+ibDrTLWLEAKlc05HQ249OuTV1/8Jk8mUiytrOLbDi09dJvB7VE0TZYJ2u9QsD6EkhSyRGQawu32RwKvyvfd+wmw04/6dAza7SxTCJJpLatUmdpHiGC12n9jEtGpUa1VWe6tsXL7Os9fWSIIdrEmb+tY19m/+Fa3OBbrZjFEUMsfiL37+FjKN6FaroAsG0ZjAq3J9s8f+fIyRSnq9VfaiAf3BY9744Bav/vxNbt475uLmMpPRlGo94IUbO/zmF79InkPT9pmFM969+xCE5tL6Ovc/OUY3YR7GfPOLz1D1ApZbbX729s8Iz6LPCtGndX7/f/79V9yWXxYI32P7QotaElGYMZ/0Q6LolJOTKSdRysHekEWaEY8XLPKUZr2Odg0+vPmIa9c2Odgfkqc5Os9pLdfxKzaz4ZwChSoADGSaY50TL8EAqUGVl6zhmew96nM6H0JhcXjc52svfYHjgzH3+4/Z7LYxVM69kz7VasCFjS0+eHgXkRrUah5KGexuXyZLI4RwyNKUQmp+/cUvEw0N/u6v/Trv7d/GMSxwBTeeXCMJDB7+dJ/ZQUR4PEXHitHBlHiWMxlOsWoWhTYYHoxIZikgKDzwWy5G1WKhM2zfIQ1TpmHCbBjjao/17WWOj/q0m22UNsjznESnmKIsOlqXmX4yztGyLEiGMMoPTCo1jyhanIfHalQskaMMvVCYjgnCxGnYWDUHSzv89le/iuM7PByNOEpGGE4p8Ta9sgh9/uouVxorRPsS4ZkkWhJHCwwNi8Gc3C4jmdqdGmkqEZ6NoSl3GLaF41k4WjBLy3SJWi2g0azgCJtFmrJIMxxMDj44wpMmvjJRsURIg3F/ylKtjuqaOFgoD4Kax3A8Y6nXYiEzLM8uUdu2TdZfMB9EpHGGbVtksaLjWZi2RSIlV5/epr8/JLcL5LmGusQcGOf7sLJomI7AcEqwnSEMClkq6MxfiGfOR5fCsVCpQjgmy1QJDId5uqDmNVhvO3Q6VY7CEvCHUY4kDQGO46BRFAvwgjLU1whE2SV7JmZcYDkWmVRUHYFfM4nDjM2lJU6iGYnMcCoGUpYj2chJWeQS37ZZatZIlUKGGXmmuLqzwkeDPu12jSTOmYwiEluTpDN8OeTgkwdsRWNOgx62FZAGHrmcs768ievW2d55Fr+zwVwKPrn1V9Q8l1+5tkmnt4uwAqq2IplPeXg0RqUjKkWIER/y9t2P6TVbrK/vsH7hKS5trtHudrFtn1kcYRoORmGUuznT/KWtzRQW989uM08XJGcJOxe32eg2uXn7FpsXN6m4Ba2qyfWnnsKwTXr1KqbtkSpB5C5j5wtk85S77/0F69vPMEsS5Ow+1V6N/mTE8cmY1k6HPM251O4SJZKlepO/fut9onhBkivMAt76m/c4jifcefCIbJFTCJOTwZivPP8UKk34tee+wOlhn0kaMplM+c4//TMu9lZo1ipsrXcJJwlRGJOnmruPj7Fdi+21JdY3LvP+ex9/Vog+rfOdP/7OK6LqkKeSmuNyOjjlZHDC3uEB9ZrNo3vHaK1o99ZRhULGCzJZSrhP+mes9dpUfR+lDa7c2CSOU8yawehwSrNbBn8qqXE8Cyk1hoZcasS57Nj2bAoKhD43CkpNq1anv3+CISwm9hw3Eyw1A6JE4no+z2+v8v33PmAeJlRrDsISNDoVdne2iE4XbCy3OQgHLF1pEdgBo+GI5cYKX372qygv4eHDfdI4RXsmiyghOp7TvNqme6XF0rU2rQt1Vnbr+G2XTqOG1bOpXqiztdtlIRXR8RxSGN4PUUNJO2jw5LPbbF1ZZW1nhbXNFpXAZRHnHBwdstTuIUkZH4wpzPKXViUaw+B8Ll8SMwthUEgotCKVGenxgixMsasOzpKH23Wxmy7CsxCYVL2Aer1CKufUKz2MSoW7Rw8wzLK7MhG/VODZls+SbTGbKborbU6mIyzboOZVSIQsTbT9lPBkRmWpghACU2vGd8Zc2lzhwsYyk3FEOisVZzKVRMczklmGHbhoUcqhvaWAWEkSW6EbJmmaU2n7KKmRaY4tDXKKMm8wLGXsrcBjFi5QiSYPM5rtCqZn4bY9mp2AVClyBPM0wfIswv6M2XBGpV6hEP//0aWWpYLMsAWFLPeThdLl5+e7K6/inHeYGlOfd5xxjuEZTMKYKEloVHx8p0ZQ16w2A24enALnt6wu00gwzvd2joHnOahFTmEbyPPvR1H+HbYwcCsm9aZJmpqchGPiRYKmwPEsGqLKU5sXGcoIpXIKz8A2LFZbDS7V2ozzlEtug8OjMV7goZQkF3Cp3UEmGWdSkZsJ3Qsr3Hl8k53VGvNRRDSaYdctluvLLHdWuHeacPfoADM745nLT1O/8By2E2A7FlLD+0ONaSdYeUycw3yWscgijs7GbDgOqxd2sKorJKJBs9HGL6ZEC1DnmYqGARQFFKCVosjn3D7Yx2vY7O8dUPGaaJVRpCnNakCzURrffUegq+uEaZnGf7b3IftTxfE7P+DGs/8GrXaXpm+RdZ7msN/nhz/4Gc8/9QQbTpNOO6BQJUdqwoK94z6mMNhau4DMMobDCCELBrMpS401mk0fUOwPTvnczhZuAVbgUTMcmt2A77/5MRrNK//l73DQH/Dvv/xF3vzkHs1GBbTBaTjjytVLGHLGO+/f+6wQfVrn937v914RXok6nssYpTUag1RqzsYhpieQsaTIYkwBaZpRSEUmFY4jOD0Zc+nSKlIW2L5Fp1vn5luPmEcLBo+GjIdTMpkjDFGqjoSJLQTZonztyjTHr7vkWmPoAsdzaAgHI6gwGoZkOmezs8qlzYschY/xTJ8Ny+NuOGa7t0KRVri89hWG4wWL+Zi1jSqfHDxmmkY0gho1IQjDlN966UUeDh7xhSu7PBofc3L/lOsvbCJMA6fh4gQWk4MZ4UGE03Kpm1Xmi4RHN4dkwzJtYPhwSjqSVGyHp567zNalFZbXO0R5RqNdxRIWwjSZRwu0CblX8OjNx3RWW9SCJpqCRTw/f7kbZGFWvh4dExHYoBWGMBDCxLJt0vGCYKuGFVggC+peBVfY5yGRiiTOiGcLCkewN3jMnccPyXWOhYk2DHIpz6XGBYcPj7j58IhROuFocMrXGm2aFRtqFSaHU2QkcTsubs+nXfER2mR6MKN2oc7+rRMmRkwWZ+S6IB0lZLFEiwK34aJEgSVMtNK4NZf5MCpHrhqq7SppWXowhYHdc/ADjyROsbwSGbJIJY1GHS1yVKzKi7hSKt3SRJKlivlxxNr2MmtuC7Fpsb61RHgcg9YY55YAQ5QjTyhTCcxzkcwv5OS/6Dxb7Rrh4bT8Whgkx2VMj4lZUk2FgVvz2FxqEyeKjm1zZzxC6wLbMfkFPQujtJtqA5RUjPdClCowGqUixxQGtmdgewJHFJwc56SzjCxV2F758MpiRVrRGEJT2JpE53jawbUFh4MxB/GMZmrz3r0jLu0uc/uoT+RpvMBl2fO5PxvhFgZxKCl6TeLpjMndKY31LsLPCWcL8kqNZtDByU9Z5HN8y0JqiygFw3KxhUmUK37w5sfs3/sb9o+P2T+8z8lgSMX0+eqXv8aFpTam62DpDE8UJLlmPFfMxzNM08QxDNqBwdXtNqYrefX1H7HZWuKdm5+QqZxnL1/EtBW9oEF/NOTqRhtfgO167J9E3Lx1n/HZAcJzyLKEJR8uXv0c1eYGwq5iFDbz/hvki5RvfP4F7hweEM9jDo5H6EIRdHzeuXu3xKrbJs3A5+R4iFkY1JcDGkELUXEQWnJjZ4Oldo07D44pbItLK0tU6xX+75+9AbHmH/ynv00ax3QaTe4/3uep67vsPR6gtaLpVXjr9m3+m//gN/nTf/XTzwrRp3W+/e1vvxK4AdLRIMo9gtYalebINC+RzmlOJhV5KsuFugEqyUlnKcKxEIXJrduP6C21sRyBlDmzMEadz+yL83RdL3DKzymoL1UxBeRpTjpK8YVdcolizSScMQ9j0kXChRvr/GfX2/zZ6x9ht2vsri7zpz97iyeub3NwPGT3yQ2OBzeRlQG3Dw+5dXTIVM2xazaTeIaUOblUSLNgZblLZpjcv3OXWZIBcNqf4zRtTM9i5UqLzoU68+MF/cMJ6XFCxXNZ2uhy7fIFLl1dxxQ2bpJTW2tQmFDYBrYQuJbN4GzCMAzJTEVi6PPLVzAcjqlX6pyFfTKpMEXZFQlbwPneBl1QyKLsEDXlPggTT1g0mlWkzklSSc45cVb/4rL9RdSMSdljQq41eZKDCSrNWUxSCqOg0KUxU9iCkzxlZBTMohlKlGM5p+GitWJ8d0LYn7L9zApHn5zSu7pEFKYYAmSao6RC5wVmYOE2PFSqqFU85klKp90gs8sEb9t2kFpRSFV+b3GB2XUhKkBAdMbRbwAAIABJREFUnipkLPEbZQxS1fY5fXCKqDogNZVKwDxOMYRBq1cnkTnjfM5sFJOEKZOjkKAdkGtVjhIxy5/leaCssK3ShCrL4qJVQXYSU+1UWcgMwyqLlePbOEE5wkOXfi25kBhWQMW2qXtw+/g8CkaX2YlQYBgm2FCkpQDHqjuImo2gQOXFuVdO4AoIp2VOHZRmVZUUGJ5D0PR5cfcqHz54SDRM8Co+viMYPgqprdawbcG8P8fxTE5kTKVaIs51pjklRswNdGDgdB3UIgGZ4y/7CBOiKCEVGWf9Awa6xWEieNB/RH+e0nMglZKq0MTKZ5rGbOQfc3h4wIp9Qn+Y8JXnfp2ltV2kzFlbXadhgeU3iA2XKEqIw2MmZyfMZsdc317mvY/e57v/6nv85MdvEc8iGq0K2xtdPtrbYzif0676bKxvMZtELAU2Fc9Dq5ybjz5CTwdoJtT9Bp4Nbq2NbzkYdgPDFLiuhWkEIBze/+gTus2Adx8/4CwKeTTsc+/kGMs1WIzK8XczCFhfWqJRb5MWCUejASvNCgf7Ay6srCBEOcZ9YnuTn310h95yh//rn/8ILeDrn3uC+SIlms94+vp1Pnr4gGeubBDOJaPZjG++/AL/+J9+l2gUf1aIPq3zB9/+g1eELygcEPp8nJDmv3Ts53GO6Ql0qspl7fnlZwjxS1Nm4HnMwjmPHw9YWe3SXaqjtGY2W5SXLQY6V2ipS/d9mHF5a400yoiihK5XKWNAU3j5y19jbblHEHhMZzNwDJZ6NzCcAFFoUmw67UrJo++Pef2n73I8HhEJjVWzQJSXf6FAGyXzdX4Uk6UZzz1zjdOzgjc+eAvLMzBbFts7XQ4enpHPJMfvnbI4zui2W1y+us7uUxfY3F2h06pxMjxjkaZUqg4H/RG26xBGMeFszkLnzPOUJJHMRjEnD045uXvC6cGYJE6Ijqasba8TNOtkYYy2wfYsDNvCqpQ5fOgCyysR3AWgZZlWQGCRJhmWsDAFiHM0hxAmSpegN60K8ricfxvaIE9zDM+kwCAZpQhfIDyB5VlUGgFB3WNJVFm26/zacy/w3p375LMMnWoutZdYLDJWN5YIR3OKmkDqHFsIRKzRtoHwyrGXvxSAAMc2iA8WiLaLME3yOMXSBkWqyeIUyxYoWb4mlS4w7XInqGRRor8xSMKMbCbJkoxKr4LX9EiSUqyRp4pCmHAu2jA0VAKf7lKb/sMB1ZUqUGK/C6kRtlUWdl2AOI+UkgV5nmNVbBaLBbbtnFsJzllYskD49i8jdZRhgJCI2KLXCbjfH5FLheEJVFx2rmXenPHLB4FhlUFJBgZCUIbrLjTzcRny61bKZX6RW7gNn5pwSZOUcRxieOWeyqu5HL9zypXnNpGJLKXzpiIPBMo0sIWJMjVVzyY8igl2K5Aq4ixDAJWlGrXcxGk0yFTBfBZhCoinjwhPb1MxQ7JoSDWo0qk3sCyPwdkByxWbtLbFja6D33uCJ9ZXafSW6dZgiRBdXcOs9fAsgZJz+oMD/vL9+7TTIbfv7/Pue5/gVx0yTzKVI6bJlI/v3KNW89g/G6HQHA9DhtmEZ1bX+NFHH4Ev+PO33mY+TTgcn3HxwjquW6cIOsjTR2ivTadVx7MsYm2gLRfsgB//7C36/QFH4wGxzshiifAEyUxiVgTZOMMJLOJ5woXlZfqnQ2ZRzDSK+JXP75Jq8EybLz5xlQfjAZ7jMZnNUJliOp9zFk+5dnEb0yho1ms0fZ/pPENYJt/48vP8oz/5M9Yudjg9+MzQ+qmdP/zOt1+p7jSwPAsdKUy7XOxqqVGpLMcQGuyGw7mauHxvCqMM8NSaJM7orXZQOuf48ZDN3R7ddp3+8RgMsAxBft4dNd0KX33pWT65/QgiAylyRsMZrWaN9XaPyXhEy62RKc3ByQlW2+ad9z8hNmIO75/y9NVN3v/wIWO5YDD4/9h78xhJ0vS87/dFxBcRGXlWVdbd1Vd1T3dPz7Vz7DW7s8vd5YpaLoekSAr0ggQhWSBpkTYhQbYhQID9hwX4gCHZkGxBIC0QsMzlCtRSlEjukNzdmT3m2rm65+iemeqjjq4rs6oyMjOOjC8iPv/xRfWMCHJJmVyZhhlAYWqis/KI+PJ73/d5n/d5jkiHKUur86Sl8bQpVYlKc4RrI7EY7Azp+HXmlqb56isv88b664T9IZYnGW+NURGsnFjg/OoKS2fmOH1xASEt8tJo5AlKsEuG44Td3hGbG3vML82QyZJJkjEexgyORhztDxkPI8DohOVliW1ZCMvCqTkMxyEL7VnCSUi8H2E3XWwJEhshxF34qJjk1Y+pIC3fuktkSAcZalKQTwrysjCNdmnhtyS2a+jZ+STHb/tGWBbTfxK22VxLVaImikms8CwP6hZ7gwG9oyGWb+FIh3g8YdAbU/qCKE6RlbadCAR5fMwcg9VTC5SyRJQWbTzCowhNSV6aAaZSGfsIC7B9F0c6REcxpQ+ZLEyfLM4pJyXjvTG1aRfLF2Shwm/7lFmB7TpGNUI6ODaosaKMCywJaZxRa3ocbg/4xKMPMhYpSZwhpIUFiAlM+z6+75JMMs5MdziapGauCkGjFZArkxzpSY5s+pR5bgavdYnA4p4zJ3Bsn1bLrOG9cAyqxPYtA5/aFqsX5tGBQxpPEIU2vRI0eQ4qLtBotG3hSo060vi+i9N0adVrpEoxmeTooqQQYLdc8ljhdz1kXRLHGXZa4kunSk4K2u0GR9cP+P4PfoBhEDEKJ5RZSb1pqgtb+jSn2pyfaZHkECYjhIai0DieTZyBb9mcWLqXhqv5zn6KtgW3X3+es7N1vIaxf+kunmaYlkx74HUvUvMkZXiHa7sJ2XjIlbXb1Ie3SNKIGd/mlf5trm7doB+OuL3XY1im1D3J0vQ87966w3S7ScOWJHsRr26sQwZv39zGxmZmqk2mcpzpLkGjQSvZotlZQNan8X2foYKbuyNeX7vNs1efJy0T7u82eH1jA9u3UEVBoUoc30FYAsu3kEJCobn//Bn2jkLCeMRonLLUnWK+DQ9euJevPPcSnuszmox56plXGSYx2tacPXWCXNT44P2X2N3eJmg1cG2bmuvwxo01fupHfoDAdXn51T+76On33AZCCGEDLwF3tNaff9/5/xX4m1rrRvX/Pw/8AlAAY+BntdZvVf/294H/tPq3/0Jr/VR1/geA/wVjFf7LWuv/vjp/BvgiMAO8DPy01jr7bu+zRJPFmbEQaLvmCwUce5qgtGEGxQWnHlxm/codAzlJgR1I8lgRxSnbO30WZ2foD0LefWuD1XtXeOwTl3npG29RUtJoB4z6Eb1wSK10+L5772PjziFXNm7SXGyz3F1gZnqe3/nKU1xv3eT8A6fJVc4luUS/OeaT55/g19a+zFYvZKrdxA0cduUBRV5y+8omU6emcGSN/bUDnLpDoQoyaVOv1bDqDq+v36KMc/x2jcZMgHQlZ1YXiMKUt9ducW1NcHJxltWLi/gtj53dPof9XeIwpVQFEhtPOpxZmmY4SDnqjSsWFdXmZ9hUE6WQ0mH+VIOpuRY4FuQ5r3z5LbLFnNnuPFI6HMYRjXZAGSuyyOizKXJEJSVjSQsZuIzDCEsKY78OWNJGyGqmSJnMoFBwbGJoBw6FKo/vHmDsBBAWRAWPPnSJO3d62BJGccTN7W2yMEW2XTp1l62NPounZjgiprnUIEdjIfCwSQMN0kbEmixSuAr6W4eMHBu769Lq1mkFdVwcNnd6tKTHfu/Y9dXGaUtkbBnoThq5IC9wsQIbFRU4rk1ndQpP2lg4RCpFRSbLNQrXzl1ihxu4jFXKyuUlnn/lLRqnGqA0pzpNRllOjzH9OMKTDme7LWwsbCmxpaHIj8MxFjaWKtFC4NQtsr7GCgRlLvACh4MwZFYucTjMWJhqcL0vKfOSgpIiLvjMYw/Qchp8rf8WNoJJZSkuEGhhKjRL2pSJwsbB69o0ZZ080ISDMaUrcAOHPFaUuUbHCtt1QCkO1o/wuwGlY+ajmu0amy/v8CMf/wTfnPb45o3rjFRG0HLBgThKEFqQxEeEUUbpzmJJH6E1pdZkUQG6YG5qFpVrXlt7lebs/fR3XuCmznjy7D1M3A6jSDGrYmpenfN+gitbWK7FpHQQ7WXOOrvsHyTMWSFP722zu7VNScH9J06xbw+5trWJpQrqjs9RpvjG66/TbU8jM1hfv4NSBY984IJhyyqbudUOijqLcsDMfJNp0efsxU8TtNoIpYi2rnPDWkQdvs3R3haajIIJz2zs8+DKOV7cvIZbl5SZTRwmeIFLS7YZqzFOEDA732F+Z5r1nW1A83vPX+fBS8vMzhzRaTR48/pNwnjCwxfOc3PvDkG7RrtW45kXnyNo1FjpeKRJzsJ8l6deeIXBfsLvPvN/8vd//gv/j+LCHz6+51bhQoi/CzwKtI4DkRDiUeCXgB99XyBqaa2H1e9PAn9ba/0DQoh7gV8DPggsAX8A3FM9/TvA9wNbwHeA/0Rr/ZYQ4kvAv9Zaf1EI8c+AK1rr//27vU8ZSN081THvGe4arBWqMEOQ0saSFkHHY+H8PGmcsv1u30jDZGYjTPsJUNIK6khpM4oT5pamuPDgaSaTHC8OeOb3vo3TdplfmqbZapMcDLizccjUYpNxmJKGCacvrbA40+bVm7co4ozxzpjV1RU+/eQn+eV/9C9ZPDXHydUF3tm4g48kVhP6N3oc30ohBCcuLZGoFLtuYwU2WWwgrob0qAmXcRyhKInjFE9KLp07zacu38cXf/9p+v0RpdR4wuahi6vMLcxwY3ODg/6QWt3BkYJSSrQj2TvokWOqjEbHJ5hu0GnWEY6myEuypCDPC6gZcdcrv3aF1kqbs0tn2Qm3Odg4RHZ9wGS6x6vRqTsVuGOypUJpnMCu/GpKwGzEQlrVPbLuzsBoYBIaXx2UNtUQAqdj+ieakgYeOTkZmpl6g/3eASrOyQ5SuovTzC+22dzoIwIbqYyAqFaaozsD/BMBWZhhS9NTWV7qIhD0dkLGKkFIA4Va0kZiM9NtcxSGZobMfDoayiHplljKIouNQkMWZSZ5iBS2K8mzEhWnpqKSpvdl/JhsZOAwN9vgVHuBjBwrs/naUy+xdG7OMPXQzNYDVtoN3uodksRVX7O6wlZFMjAQmqQQJYUq8OoSS1kIaWaMSjRNV9KUbU51Zphrljx16zZxklGqghk6XDx1jpMnazz16qschiPqnQb1wGJ3Z3gX7ivjnKDj4yAoXQtX2sQqRwiTVKhEgSpA2hRJjgw8pGuZ6ieoUzg5h2tDnvjQAzRmLJ69sU6cTZDSAcdAjoU23kgqS7G0hwgcXMcHHPLI+EihjMpJc3GZqLdH0Gri1hwKpSi15uIDP8kPrjRYmfJpzp9CyDaF7TDdDNBCkClFf5zwzs0Nnn1rjY29K+zcvMKHT5zn6jtvUVIgHZf7zp7g9sYujy2cQdZssnqbf/f1p1k4Oc3R+pChm3JxYZGGV+PyBz5OcXCT1YcfZEbneJ0lan6H6ZVTTLIEv8gR0uPg8BZffubrvHRzg52bGyyuLDM+GLC9vYGQooJ+c8SgJA9KZtrTDAYHXDh1hk9/6of52ld+G89O+Oar7zLfbvGLP/M5nMLmV576Ax4+e5IbB4cMtjNSRlxYOkl3scE4nnBzZ58LJ5dZmJ3m6W+8xsOP3M/Z2Tm+8sxLbB7ssfHOnT+zVfj3tCISQpwAfhD4h8Dfrc7ZwP8EfAH40ePHHgeh6qjD3T3ph4Evaq0nwC0hxBomKAGsaa1vVs/7ReCHhRDXgE9Vzw/wq8B/C3zXQGTZNpYr0FmJRpgvZlwg2w6F0mhllKA7D8wzPhpTawbMnpxh98YuQliUlMjAKBB86KP38dpL7+DEgt31Ay5cPoW0LYaDAX67Tm3WoVQWRwf7JGFOa7GGQJOECR99/BJX9+5wZ/MQpKF4a+AgHPPcN77F1LlpxlLx1sY6gQzodjqEgxE9XdFqEdQC7271kkclvvQQsWYURYSuwutOkUWKelBjqTvFT3zqwxSxwnUkp+fmeeK+++klQ46SAQM1JNwcohH4iwHejOlD2EC0FXLpnlX24yM6cw3K3KgBJMkE4VgIx8JpOIjUVEmogkufv8TbT72Nc8phtj2L7pYMSc2sT9XbKKsfgVGl1pjB0zw2kKkWgkLlpipShpJcKEWhwFaWsWHPjNaa162ZytW10OqY52URowzZQBUMwpC4n1LmObWWTxylvPnCoRmWLYr31rNlYVlGC3p5dQ5XuozCmO3eEQKNkjkicECVuIEk2o7RHZ9+GDLXbbO3fkjuWuhMMa4kfoq4xAkc8jjH63ik8aR6X/puJXFMvnDqDp12wL2LyyRpyv44Yn1nh6W5BaRrIz0HR3pcmg3IKNkMQ15e38XIEJng5Egbu7rOVNfXdETvfhMQsur7VGK9hQtRHNPLfRZaNebrDW4nR/jYPHbuBImT0Q8tTq4s4nZ8RnHCRBW4gSTrZ7h1B9F1CIRLEqdoF1JMKqGlRRorhDBB1g0kdi4p4ozc9ZDSAmnRfyvkb/31zyAtya+++E0KWeJLl4ISS2myLDffl0wjtMQKLHRWoPQEdEqeGcO+XOdYmWa4vWXUIyjIYk0SxwS1Ou7OV8hX/xr+8j24bgPPEYAiVikaiyiKeePau/T31qhNbjNFj4HK+fYbr/LB8/eytbfDA6cuEkzbjNKSpGFRujUmSUptRZJrzZOfeJRff+0FhC9pNyUtNnnDazF9pDn7wcdp+i7lJIbSwhUORW3aaAF2znD5zAYvvHkVjwmHm3fY2d41d01a5CgC6aLbNkk4Zjfep9tu4OLx+1/+LaRno0qLxVPT/NRnP4GTC7qdJr/0I0/yz37zdzm7vMzN5Bpf+Ksf5tnXrjPaiJidneb84jyv37jNzY1trl69yZTr87vx8+hBxk994TP8z//jl77b1vqnOr7X0Nw/Bv4roPm+c78I/JbWekcI8e89WAjxC5iA5WKCCcAy8Pz7HrZVnQPY/EPnP4SB4wZa6/yPePwfe5RFAdVMhFYFpQuyI8mjvJpANyykrVfuMP/AojFsa0oa7SbjcIxWGrvu4EsfT9qcXF1gf+OIo/4R3/qDK3zsM/djaj/FJNKITsInO2d4jk0mYc5nPvMBvqye5+W9LWOyJs3mZAVGkXJmsUkUpZzsLjA/0+TEwhy31+7w1rtb5LLk9KVlxmqCquwHDgchGrDrknSQmwxY2hRZyV5vgCs1n3nwYd7dT0mTHF0WvPjOVbxmydpwi14Y4bZ93JnABGZVQpwhtYXGYu+dHkuXZ3E80AeaiSopKcGToIxIqNuSaMfCdqwK27fI0pTFh5fpxbvMBPMIqRGKCmLLQVrGhybTCNfIyWg0Raiw2/JulSSwyGNl1g2CIlbG+qFuAo7bkQiq2Q4EhdJYrgkiuSrvusTa0qGhXNJ2Rr3dZu/NfSzLUL2FbVFv11henaXeCciVuXZprtjdGZjR0SpQOFiUFHjSoZQOaS/DkS6anFyamZlGxyOLc+J4Ymj+PePUq6VGaEh6cfVphIF8pc3y0jRzU23iNGNtY49UWrzR36OOw6gfMdudYjxJKeOC5YdPcOeVOxTuLOHA+EjZ0ogmycChrHyvNJChQVXMQ0ALsKWkiAuctkeZl5RxAYHFRBUsz04jQhjmOYtBg1vqADtwebe/x4iScRxhC8EwHjN7aho7NjYC/mwNXwkcaZEmCtV2cIVxeS1USSkM5JlFCpQm3UlBQmO2hhPYOKGDo21+/sd/iHBygFd42ADaQmU5JSVCm1AqMgOTF1GB1gKkoNQFthZIaaF1ieVYlLrEcYyFeJEp8khhKYvpqQaPXvoUgQ1HwxirU6cASi3IVYQuYg4GKdN6i2F8nSgtsEaKU7NzHHhjbh9ssTy9wEZ2h/YdyfkT85RIwv4hz731FiJwqNVsfuu1FxmuhzB9gqXZGdyVj7J06wqnT83jWB6B52E1u1hFiuW3KIXN0Sgiz1Lc1hI/8Ikn+Dd/8A22rt8yxBE0SAc71mTtHJUXyLZHEeccxRHFxi2EFByuj7nn3ApJnOPaPuNEcTjcZnpmiprj8Y0rr/N9H7+fl29v8dFHPsJL11/DlTWCQPOQPEl/e8R/+Xd+ivtPnuHOwYit3hqe/gtuFS6E+Dywr7V+WQjxyercEvATwCf/qL/RWv9T4J8KIb4A/APgZ75X7696Pz8L/CyA5RjQxMJCS9OQzlWB3/GNn07VI1Bxwe7VPTpnOgSFy/RKiySMQZpNM0Zxa3OfMytz7O8cMtXt0O8f8c3fvYKWwhi6CYGI4fd23iFo+zz68AV+8zsvUQaOgfpUaWAqVYK0kb7D9sY+j126j2trN3n1xQHY4LVreHVJFim00NiBQ1lt3GCgKp1p7MCwu2xpGekdVbDQmuEr33iOD3/wPn7zzZfJVMH86hLB9AqTvRuIKqjVdADSeMHkDtx44w65yHnokQtM8pTt7SHutEdymGAFEukAvo20XVSiyDNTpZWixHYccl0y2B4w6Sd0H1mku7iIurFFGisTHALXzKRUNuomIJs5ozzOKSsKtFN3cdsuRZwjpFX1TWyywQThWqjBhGC2bjZZs7ooNViujQOUVX8DBF63zkJnhsHaEVPzLYLZgPluh1GccRSO2A1HFP0j7vafpI0TODiBRFcrQ+0kaDRKmg1cdhyszEZojeqZ6meMwkbQXZpld32f+U6b/WwEmXGq9QKXTifgxOws+4MB+72QvThiNzaJTokm2h5xFBuLBFta2P0hUro4UmADRZ5j4eDWDQtPY65XmRnFvhIQSoMCXREKhLAraLOkyEs0bhUgTUWk0QzjlFbQYmtnjCNKphfrICy2+kd4gYcfOKi8ZOrkFLtXD6hJibdUoyUkY5UwihXUHXSsSCnQVV+IvEBLgY4VjrRwuy5SugRIjtZCFh9Z5Fxzmd9743nq3San3IDVbpdrg32zJrKcQmlkywM0QgucmrnDQkOZlWhpc+bsPLtrfRJyZM3hwdV5NnsROgugpviJH/9JHrn/IfYHh+ztr7ObreMNFLM1jfR8RKEo8pRkPOSobBJOmhz0ruNrOAgjEpWSq4wD3aclbPamMt587VXm5BRb/X1a7Qb7O0ccdm1infPwvUv4TcEASTk44P7zJ5mbmaPtCrRVIylK0omDdASurXFEQRgXFNrh9198l8OdkIICKW3swMFTNmmQkcQZjrQoKHDrkmwwYaBiHn/kAzwXv8bGxg5xpvjHv/5lzp2c57MPPMj65g4Xz55jKz1E5JL7zyzRqdf4z370x6jVawxGI/b397jT7rPYarN/cMBD58/w6H3nORoM/lz24u9lRfQ48KQQ4nOAD7SAN4EJsFZVQ4EQYk1rfe4P/e0XeQ9KuwOsvO/fTlTn+GPOHwAdIYRTVUXvf/y/d2it/znwzwFkTWofB6TFKIxNbyDwKDA216nK7mLseazQaU5qC5quwyRMkG3f9C5UydtvrjM/0+b+B85y/foGM6rNKIwZhmPmzs0TqZhhnCADyXS7ztPXrxo4BANPGckfOM6OnY5LvB3x7JXXOHPpJIk0RmdIQe5orLa8C7WUqrjbzxIIY8YXmRmiY3hLSIvNXh+vtHj+5TdonJsipeDG1TWmOnfY3glZvbhEvz9md/u2yVxVaSAvZYQu9w4PoWajHHB0iSUt+u/08dsuOA5aQpEWTMKU4U5oZlukqazqrsQKfG6sv8Py7AmQ1QaJkf7XqqzIwyWlyrEDicDGqgucQKLCFIGBtaxAYq6UoXq7gUMpjCBrielNCKXJYoW32ECpAqFymvUana5LTkmkJtjKYvHSIpvre4RRyuFgu/q8GlsKnMBDSPNKKjYBpVQ5VLR8pXJq3RoqNiZxRDCJjbRSrgpq0q+gVjgchHhtj2EU0+nUmJ5pUiJY3+1zqBRHvW3KOMdyBSoqKFWOE+cUgcRGIAMXy3UMTCltirikHjTRpJx6/DT7V/dpn2thSYsonFBQIuoSq0puRGAhwhwby0B/AmqBi3Atop2x6WOpAikFClNVjqIxca6YkQ126iO8wEYl0AoCckoKVyBcQd7P+cGPPMor27fIYsXYzRhXpoPFIMZyXbTUeNjIwEKGApXn2G0Pt26q2MMbITMfP4FsO6j1iNmP+NhnzrJ1uMPVqIfOiiqwVslV4KCzEtly6bYa7PWH6KxABpITi7PUXIejYcQgigxZo2VTyGXOnA6Ya0zzsQc+zHS7Sb+/xebGTa6+vcnHHnuQqy/+Gy7dc4lEKVyvwe5wxNHBkFZNcBgOWXZ93hn3CdUYS0OZaU6fO8Gdw0MWCbjTOyK4XCfuTRj3Yk6vzLG2sY0MXN49PGJyeECwsEC5ew198jMo4RILD7/S77OLIWEKaW4zyRW60HQbkoceOs/aqy9gI7DrNRqByzCKTCtBmvnFop9hd2tYrk2ZFXzr+Zf52Ic/wLeffxXfddBYrG30GCYvsLp4grb0eejUabodFzLJdMNjZqoLlIyyPhdWVnjowmUc1yPJc5LxkMHuJksLM39SHPhTHd9zsgJAVRH9vfez5qrz4/eRFc5rrd+tfv8h4L/RWj8qhLgM/F+8R1b4KnAes/e8A3waE2i+A3xBa/2mEOJfAb/xPrLCVa31//bd3mOzHeip8zPYrs1hb4SoKgsTFgRWbLJdDbjS4OhSOgw2QhxpvHJKSvI4p4gVMpB8+q8+hgWsvbVFuD3iUEXUOh4BnhGvDHwOVIIV2JSqoDyGn4R5zVJpUCVqkDLpp7SXmkyU8dY5VhU7vnt3ZV2UoXDagU2pBFAghKGhq0GKLR3cjltBbTk6cJDVZmq7DvV2kygeGw08AVqZjBMMs1AAQpXMnusyCsfE4QTQqHCCrLt4gaRQ7yloW7nm5OoS3dk2bstUMKM043D7gFtXNnnso48yUCHrr68jFwPAWKfrao7Irhs9tDLMkLOnUbQWAAAgAElEQVQeQtoUSlNWDEcq8sFxH8lSFkFdksc5w8HY6KxhhFyzeIJf9/CkhSd9+jsDOrKJbIMtA27u7FKEKU7bNZRvF/KoqIROrbt6d7Z0KGMzICrrNk5VxRWxsdSO+xH1xYZhwYWVNbq0cKRNHiu8wMOSFg23Tr93SCHFXWafhaCQRpU9jwxcLCqGHBWc5dYdtDL1jiMdptpttHSZx2c3PuT2a1ss3LOACGAURgjpgDT3ToUZXtunVNoENddAWI7rUIaKdrdNf2i0BkUAKEE2nOAEHs1OwEqwQq0Ot9UWZS4o4pJSalScY9dtpHKI4pRCFBAbxpzKM6a7LQZhjC8EdCRIi/haiL8UIHJNGubUpIPjOkyfCmgGNeJQsag7PHJ2hd96+1U2eyEXVle4NDfDV954C+WYdWI7NkvLszh5TmkLNjd7OIHL2ZUF4lHC5uahWYuOhY4KSq1ZWpzl73zh59iLHfLokHwyYTzYZn9YsLbzLlF+hFtvI6XD/l6C03RBDTit5+gND0mihE5rikG4z+qJU8zOLnFje51MHfLgmYt89bWX6PdDSgqUKqgFHiIuKAKLaJAYId7AZf7kBZZOTPHDj34fKyfP0221GWaSg4ni5tGIpZomL+D61jqbhwPOTrb5vWe/RqISHIwy/UQpoiip0AJjflhru6iKll+gUVHGiaU5BnHM5z/6II8/8ACj3Oaf/Ksv8qMPfZzVpTatbgcrL7GdknFaEo4mJCpDZYqi0IziCa7vGtt71+b8YouJKvm5f/BP/mKTFf4Dj18UQnwGUwscUcFyVWD5EvAWkAO/oLUuAIQQvwg8hemd/x9a6zer5/qvgS8KIf474FXgV/6kF7ctm88/+iF+4xvfwq9L0qiaxXBtdFagOxbuwKgfKzQONmk8QQYuKs7wpAduNeQnLXJV8O1nrvD4Ew+wet9JdrlDvJ4x3h7TWAoQFIYSXGH4lrSwui5Z37CRDJ5f9dBUibBMJpwPJncDQlkRGajgvOPDkoI8VsaSPM4RgNf2qHWnzYxLZIQQ690GqSwp4hxLWhS6YNg7MuoD1fOb57PQqjReNBj22GElfum2TVCzKsM/B4tzl0/QnKrj2BaTiWKSKA5GI4qRxnFsykgxUYrOcpvdaI8Zd47mYoNYKezAqfpZuqJwQ6fbIJUZaZRiuWZzM1US6Lig0faxsUjjrGLbQb1dYxQnAGRxDm0DR2W6pEAQM8FZrDGMM/J+wuXLXfzQpmw3KGIDC6IFttTkUY7t2ggKnEBiIbACx3zJM40jNQU5cS/BqltGmQETsO3ANqxLZWYPdCBRUoAqUHHIfNDiiBjLNXBqFhniQBGZ3hbV+qCirft1FwuNluZelKrgYOeQ8w8/wEgpBv2Eix+9xGBnaNaQNDCnrUww9QKvggFtdMVos2LQriaVJZNwgOWa6z/ZyZCzPrJdAwQpiiPVY7guUR1DM9dxSSYVbt3FVjbDOMate6AsShQCkIFkGKfM1AOG5KRrEbIraZ1qYFcyTEkUs/LEPBYWSAe1O+ETJ85Tapu8hCfuucy/HDzHXq/H2u0N/KCGoiRou1ycXyCJMt7eOaDICs5dOIm0Ld6+dodSm83ZchzKrGSqW0NFmh+6/2Ncv36Tk6vn6BUJwvVgeoHMTQhv9hmhKO6MkdJh2IvwI4e6drm6/TrTF7q0G03aWjKKJLpW8LUrz/Dope9np/caX3rxaaZkDbQ291xDHE2AkmJQMRe1pogU9ayPHeWsHfbQzQWU7SGtkmF0hH3wGv/iuWfY3R1Sn2kxOtjlb/7M32CUPkKZTViPJ6zffJ10MKEIFV7goJRRgUnD7C7ZxcNi/vwclip54NJDPHxulYX2NGebNf6Hn/5bxLHiVrjPrC1w6w2EtrnT38FybVSaMYjGrG1tU9g2s91p2kFAnBS8299nO0r+5J39T3H8RwlEWuungaf/iPON9/3+S9/l7/8hhnn3h8//DvA7f8T5m7zHrPtTHVGcUMYl98wuczPepYxznI5HU3p89oOP8q9f/DZlx8EamM3ZETaKElta5NJUNE7dxQ0kSWgGApM44/q1TS7df4rZ5Vk+cO4+vvSVPyDshdSXWgxJzWYW5ncDR6lKo5xcbeym4W4CTjJIKSgoB2C3paGtVvLJ5XHVkhkpGRCUFNiBUzXrS/JByvEMjtnwbbJezMJSl95gQJlXSuDHgbH6ea/aKrFdKANJkZWmBxUp6nWPlXsWmFrsYOWa4ThmkmTEVLYD6YQizclUysSFPC5wqqpysDNg/twyNhZ6oLCk6ZMVGEJBGZugLOs2mTCUbgdDDnCkRVnJ4uCCFVs4CGMp3hZILPxAQrdBSYnd9dFCo1TOE6cvUaYtFs/U+MqtF8kSQ3wolcnujZOrxuuYoUpd0SR0VXWK4+vjmqBQxIpS5XhBcJcAYKgRgBLEYYq3GCBUQaFMjwdpiBWm/yOwJQQdm3CQAwJRBXjLFQjXpsyO14Mmj0ylhTB9NMtyaUiHWlAjiiP6GzvMry7gYKOlDZTkylRxfuCaKjfO8Ts+ERPjmoohNxSDwswUdX2KrMB2RZX4aDQZ80vLzBDwZn8TlSlcKbEzh3GemOfONM26h4wt4lmbpJ9wotvhyE1Jrg6x6qaqzeISF0EZK048Ms9uL2Z2ts5y7nP57DnQBX7QZC8L+c03XsPScNAfsbQwT0hMq+bTcSRRHPPmjR28QHLx4gqlpXn77U2UKpA1idYakRkYb6xtZK2ktrhEuLfL+ua7BPU2/QyefvFrOHFE3cmo4bClEqLeGLvmkA4myDb8tR/4GL/95kskWUzsSIJakyvX30FlJXu3v8PH7r3Mm9ubPH75QbYPDnn+9TewHZOYms3JJHI4IKTNg49+iNKpMwj3CXevs3+4TFlk3D7cIR736B8cEYd9yrCHDiwyMaFMFOuDIzb6d0iPK/OOZBKZNdyqB0zNetSlyyc/+CFW5jok4zFBzcOx64RHPRo1i0HdoncYcWKlxd7EojdIeP3Wm2zs7xHGKedPnsVxIEo1Fy/dwzu3d6j7Lgzhje13OPXgQ5TY/yHb7B97/EWqiP5fPTrNFtfW17i6drtiyMGHV89yvruM1BYnZ7psHBwg65IsViT5hCDwmCjjUZOEE5qug9/xKPLcbNTA1voe8/Md6p7Pv3v+28wutVlf2+Vs9wRv39iqCNcYaK8qpVFlVYWYgCIQuE2XeuDzwIMX+c6V10mPGVCqrKi+ZmM3WZBjekZaILSpaI6rm1KVaK0hE1w4d5p+MEYGDr3BwHxpMczBUpWgNVqbxr4VOBThBNWb0J5toZSpai7edwbPkeQSwkGEQBMdJSRJTBpnpkqRNrbrUKqcSZwxiRXHYFRymFBezuh0u4AgjCviR/BeUM5VgRZgRSbYOnUbV0o4huQAT0paJ3zj8hqOiSlxFwM4piorXVG/AQSecHADm+2dmzwgfDaTGA9JEo7x2zVEJZ+RV+/1mPBBdV8MdGgyziJSVDoGONimDxdI83pAgcZpS5KNIf7Jpqmoqr/NAeKiel6BUuBL8187kFgCsshoswnXqrotIOo2NuBIE2zdyQaqFAiVkEibmZMzHGwf4M0GLHSbbPUHhmQhbWaCOgMmZPUCpVLT+awCYhZODARarUvhWliqpJQ2JSV9lWLFW7Qx+m/NpRqpMkxA15VYQBOLH1t9EO8DTX7ntddJuxJHCXwl8ZcCHCVwA5v+9ZD7P32GJM5I+wk/+PD9dCyXIhPkosSbbvHF555lqI2VO9IGx0KjSHtjVM1FBZLx9gGrl07g2g6H0ZjdjUMsLbBrFq7jsNSyqXk1IrvJ9pVbpDWL9c03eXsw5sPzM3x9VxH2X8TWiqlOk8biB2mInJW5Wzz94huUUUrQ8pkcJfz2a99hECXMtzqMsowTizVubWWM4hg1M8X1O7t8YOEebu3c4aXX38GWFllFxNFgHHEdi8kgxW3D1559hbOnT7McaA4bMwi1SZqMGO2tsbHXZxINKbKCVMLnzz3E08++zPzMDGkxYXNHkQxS2p0Gc0GDv/K5R1ldmWO/d4hjW5xYWGL/YI/VaZ9oqkZQcxmMNGsbI6JoxNHBiGevvMTD1mV2DmOidECUlVy4eJ4kDtnbHTKKY+5s9/n9cMBgd0BjoWnWN5prG1s0Zuf/XPbf/yg9ov8vHM1mQwftGpMgx8XlyY88Rs33kJZDNEpouJKv3bjOZtjDik0FBZgKaJCaqWalaXTrICHux2Z2I9MsnlvhntkOr67fpiZd9tf61Do+E5W/N4wJFFGB7RooB0BjqhBHOrhtyenuDLc39ohjVQUeqwpYJiCJ48Uu7bub5XH2fkwzNnn6cQfHkA+EtHGkhRYWVCwpAJFrPOmyvDpHc7pJlmcc7I0YhSPSOCPPc9Mbkg5B26cUJWWcM66GSY+HTDtLNZK4RLowiUtsaUgJYBS3/cBjpXOSvXiHw94Iu25sq4/p/UX1ee1Y484GeFWQMtVSTnuxySBMDIwldKXwYJkmfVXFHBNNBDZPXvow63vbrN05ZM7N2IpSpHRotOtsbOxjB4ZsYe4BCGFVMy+GQiGkINtJ0arACzyjGA7gmoBvApZDLZDEcXJc35GHE+zAMYw0SmqBh68cfAUDOTGVTjzBlpJclTiBTa40kzDFa7v4nRp5mFJKi7JaeypWOFLeHfrVUvPZhx7hzl6P556+yvJ9S0jX5pETZ3jx7Xc4UHF1HcxcUn7cA0w0IjC9Qsc1mngOFsK1KlURk6BIJbDrDmfap0jFiK3wwEB+WFiuxY+cvMy0X2OiBYnvszc44u07a+yFI7qzbQ76EaPtIa3ZOvOnOiil0LnGb3sUccnnzt/H0dGEfj4mqNd5feMmt6MhZZaRRQrhCNCCKekz1hkTnfPow+c4GkWs3+yBLikdARkIB1zpMLO0SmvqDHtrz9GpdWjXNRGgkgJ/ZoXDnZugFL5TozeI+OgHP4S2XcJByAvf+jplNDGJgta0Z+o4mam8H3/4Prb2+1xbXyccRJSq4PzSMpluc+P6FZyOvDuIrKHyiDKVZVnNijl1h1bQQAZT3P/xj9IsB+yFEbt7eyTxkCSOUUrhKpu5xVl+8nOfY8qy8HzB27e2+cYrL/NzP/w57FLjlBMOhgWz3SlqgZnBsoRm99ZNajNzHByO2YsSbFzWD/uMkgPeWttgFCek8YT5bocnn/gk17fXefqbL1MEgrgX01yqk4WKRrvG4XqIHdi49RpSCsBl5831P3OP6C8DUXVI39Fet0GjGxCHMY/ec47VhQVc28a1JI70sMqcX33hWygKiv6EXOq7m5xWJTKQFCqn1jZDlFE/qdhsMNWtMw7TSpZGVvRhM2R33PPRiKoBD3mk7sJBBvZzyA5S3Jla1TcwC9sMaWp0ZoKWVTdFro5yrLrZWCxt9NZwTe8BqF7HmMo4rjQMs7Bg5dICrW4b7QjiYcT+Zp9MFWZGCGF6TlUPqYgz3E7NbMjSIVcFBZr0wECOVmACglt3KIFaYJPGBUVeNfyVgeiSw5SPfPwRDqKE3sYOaZDfhTLKuKjsIRykAt91mUQZyj0OLWYexusGhu0lKufRiuFmAVJKko2I8E6Iv9zEDsxQpyNcskGMi6Q+6xuSgPLp9/fvBm8AWXdQvZQizglm6ybDDZzqOlZOqtKjVYehspiZWkDokJ3tPkiHIs4o4pw8UsiOa/pMFbNR9RMW2zPsh0cEXZckzKl1XFJV4EtDMskUqCgjmK1xtDa4m0R0lprEsTIQYXXOlQ6XZ08hahG9YcHR9oAzi/NcPr3Ks2tvsBkdclxdaaWZ9BPkbA0pbaNnLt6DIG3XrB+tNA6gcoUMHCZxwZTb5MHVc7xysMYZuvhdl3um5pkq4ek3bnHvpXMcTlK+/s6LNJRDUdeckD5rGwMuPLJMGpt5l6DtoIVggYDL89Os7YeszC8xShLqzTp78YhvvXWN4VFi7ocuKbWBJk8szrA/GFI6JbLmUWrTeymzoqo+bGwtcDMb2ZacWlng5vo2ttbMzM0QDWMKB/QgY8iEeN9Q8BcXZrj3/g/wzFefRusSlWUUWUF3sYOrjWZiHZdmq8FutIefBaxv71KogjhMKNOCVrOO23FJVFZV5Wa1lggc17qbiHXaTeMIHEi8usdHH/8rDMM73HzjbRQ5WoCHQ73doNc/YubUeX72Qw+wfthj2W+SZzErKyukkwTLhpl6G8uzmUwyikmGP9Xh6vVNbuxt8vy160T9mEcvXWQj3uLi7BJbUci4n3JxcZF+POGla9dJ44xC5diBAwrcrhmQn4SZmdELJEJKPGnhSp+NvwxEf36H4zu6tljHDzwcLArgc48+Rt2WlBQ0bI+81EjX4Ve+8VWOhyxzimpIsjBzHdJGoJlZnGHr+g5lZjZSEzoMjNIIaoTx+5t8VRiqglCp3pvmN/JBBjbJo4z6bIPCFYa+etyrcC2EFnfVCIQ8Vhco78J9pueU4wRmvkRKm488cIkLcys8++519vpHFBKSOCHPzd8dQ3pCCMqK0WXk+x1c6ZApRdqP8TuSvIKqirhAuJAdZthNQzwwmnclTlUhlYJKk67AqUuycMKpS2fxlcd2f4NIFncJFMcT/uZzAa59t4o7pqzbFYPRqUsKpQhadSa7MUfrA+y2WxEYzAbrBQG5MrbXtmuzOrvEYe+QgzgiHUQIZSOXapShkSZ0A5dc5Yi6+SzH5JBjVqOpXvXdKtRxHbqLS+xsrHOslWegL0PjLuKCfJAi6y71bp1CZcy2uxz2D0DCqJ/QOdlCuObVSiyEgnSQ4ndc+mtHJvHJNZZj43Z8rLahZtvYNNsutixYap+kTDJe/PabXH78HnYHByhVgms+Q7od4856CAQqzHA6HiZtENiuTa6MzJBWhdHgCxycCrJWqkDnJY9deoCShNWpk4yOdil0jbrf5JX1axyIEYocsLAV2LFgZqlJu+7Q68eIQNDpeCT9CR9ZXqSUDkfTPpQCZzfl7PI8m4d95qXPr1+5yiibgNYI6aCzHByL4Y0jms2asdRwBHlWYNdso44iBe6R5tTJZRo1lzvRIWmW4gVG3SDPoOm4DKKEsDc080a6uqaBR7cWsD84IstyvJqEKKce+LRqAZcvnubp564Q65wLqyfZGuwhBpqDXoiKMyjBb3pmGB1dKa8coxZGLgxl5tiCpZoxyJR21RJw0HGJrRRzS10OeyOCjmQQG5YclPz1Jz7MfSsnscqSYVpwYmEK1zZ2G+logu0I9uOYcJgzSMf88m/8NqPQeE3d+6FVHlk+S1SOeenaLRpuneluk8cuPsBbN97h6rWbjJTZm6K9MfX5Bu9xYA0JamqxTRJO0GiCts/2mzt/5kBk/ckP+f/HYduW0a1SJdOz0/zUj/8cT115BT9oMM4mvLq9buAZVfKFjz0BYDYAzFS3H5imea5ySkBVmaqsG9imyEo0JdPtNu1uGzB9mGPplSwyG59Gvw+aM9CVISOYgNCebVBkpmdgVJ0tM9RWUYw15jmzwYQsTNFVw9uRFsFsA7cuqdU9zl06QdSGN5wdwnjMyfYJhv0x6hgyqzJ9V0qa7RqulGhpehRpNGEYRmSqQM4GxAOFH1h4UtBZ8igzjd2UuIGHqGaHHGlRxDkF4EhJIQVW20NIiWx7HPb6+IFPq9tishHdrdg0GiuwsQKr2oTeC9jHfQytSgLpM1mPmAwyDjcGpOT4S3Vk3TX2B1UPZ7wTUlSBPs9K4kFCGCeUWYE/22T53BxClbjdALcboAPL9Hu0se8+vi8aDFzDseBqgZYWWloc9bfNLNExSSRWqDhH9VIsStyOhxM4RP0xaai4eW2dMi6Jw+zucxdRSRaZOapMKTOrUyUrbtvHbbnIwMaWGlc6NGWNlvQpsJiabrC7s8vtwT6d+RZqkHOxs0SrEzBLHUva+Eu1uz0uKzDme/ZxUoNZS2qQksUTvLbEkbapwKUhsnS6TQaDkOXGCbJyjF3r4Dbq/Ntr32SHQyYocqUhVGgKppcaXD51kt3tETowsO0iDT51YZWjaY/hfJ04URwMcrYmIflEsdk74F+8/DKOa1FzHeK+Wc9JPzEwZ80hk+BEBqYVFcOwVDlTssGD506RyITN+MCYFFYQtoNFDYv9MORo5wgVZ5XOYYlfgbq9cIAjbVws4n5EgWZxsUut7fJvv/o8wzgBNGtr69hKYLVtOp0mbsfHaUoylTOJlYFbq/Vmy2qAWBmldbdjVNndwNioZ3GGihMUE5I4Y2N7jx978gnmF6cpBgpNyX/++c9ycX6ZkpTOzAz33rPCIMrxpURjM9aKr73+DntHMS/ceJN/9CtfYhhGTEYTnJokkAGDNKXfi5kSLn/vb/wCl1Yv8MWvP8Xq8lnmgg4/+OnvQwY23rRHwXGfGu5ZWmLl1Cxz9QZQVjNL7yXNf5bjL8kK1eF7Jjt0gho//eTfRgY1PnD//fzOC9/kwQcf4txKhzD9v9t79+BIjvvO85NVldXd1d3oBtDAABgMMC8+Zjh8SxRJWZZEevWybJ21u7G+W1vr9fo2wnu+W+9F3IXvfHG3t3F7+/DeXYTP3vWdY727fpxt2Wtbkk1K1osURYlDUXzNcB4k5oF5ABigAXShu6u7K6sq74/MxkAM0jZFSuAs6xvRg+qq7J7Myur85e/1/Q1oVEqUUwcfj5SUyTunuXrqmjFcyaHmA61wi8npMTabIaqrAEEWZwwihRuIbWLMYRKq2Q1Znwba+hG2ub8RSpApEyHl+mbR0MoQrqYqI40zu8AOwx+MMKlPVBmQMtKoMDpVp9wIMDlDDq5rkhmPTh/jS89+bbt0QBAUUCphQEZfxfTCgV3wzSLk1X2GeUxZovHqPp1mTKkm8aWgWBYMFGSWbsjxPRNCLV1QCfhGNKA0KuohfIfNlQ2Sib0UZZ16Y4uI68JWq8ywRqgM1xe2LMVwl2aiodphG0WKwLUiRxj6F7b1F2P6DEx4t4g0WsWcW75E0kvwx0uMBB7Xwg0KtbLVLq/fy1SlZEJtJwoPczaME90KRt9UP40xSbDD6LZauUSoIkoTZTtH5rtVV5mEwySjvRXhllyC6YrdfCQgXBsq7pDGmnBxC9WJzcaibJJbSzWXraU27UhRnRlBhBlXVUI/7KMRHLx1jhOPv8TYe4/CUp/CxLBmkYN73VPIIBxQagQI4VCSHu3lDkgHT3gmKlBoMhUTBEXwYWMpZCMJqZVH2benypdPPk0mM5yaSRlwEOhmQnG+jCxLmlGP50+fo6sUI8rh/vkZyp7DxZJJ9o11huf6PP/lZ5muB3zmUsjs9M20Fl6mKx2TPL0Vs7Hewy0ZHxYuRKtd0nqR2ekx1rodUwpivEI58LjMJipM2FzbQo6U6EcJk9In0bDU3LS8kgYZmroMSAOIB4Y6SCvNIIrZOz3BA/fcyhPfPslGt2v8ZrGhPSqUXEq6xLPPnGF6Zpw2Q35EQ3CbqhRZlib4R15/7mXVJ44SUpVRqBWtFcZsarTK0IFjWNl9nw/eeozF5U3umT/IzHiDoFCiFDiQGWtMFHVoSsWl1U1eXlpifs8kj37jON86fhqdaip7yhRqBRKVsByucniswQvrq4iuJuyt8OSJk3hdl7Pnr/KeB97D8soabuiSKZBS2DIhKYqMWGk2WmuoKGXv4QaXltbekvU314gsio7H/IEpEhXT6bUpSp+PP/QThCrh+WdO0O1EJCn0YsXvfO0xOmGX+uwIDil75k1+zjDcGsCTHv/FQz/ELRMHrElD4/oOsYpZXt7Ew2F8uo6xwmMfWuOJGQqgVKUkXUUWm12HcIRhao41aTe1Zrts23wngNrECIeOzPLAB+7gr/3ofeyd28PR99/M3rv2Up0asQX67B6nr4k3Yl5afombD+03wRFowlbXkm9m25xnjjR+Gk+6ZJEJSkiiYXSgwK0V6Cu4ttTHCySlwIQNe7b0wU6Tlo4SdJSQ2ZB1Tzp4JclSuEIZDyG5Hj6O8WclYWz9cVwXJgiw/UgwtmtXuqSY3B8dG0GQWvNk/3IbiUMFn4b0qQQlSo0Af7xIsSy5ZXwvGk0WKlJb0dYEfxhzp7bzoDHRfNg8DUOd5EKcIaSp2CqlRy0o4fkOE3tqpiovKarVBwSDlq1KIgWO51Ao+chAUpDg6szmr2lUbMLNhS8IGmWqe2tozLj6rT6D6DrjeAbIWtH48wIXR0IzND4hJT3e/8EHuO/Oew2nojLmz0E4QEVmvJlKcLspYbONtmHj2HIRLg4jjSq9Zo+4NaA6UaA2XaGvEtpRQqxixuZrOCpDKo8sTKgfrqHQdKMEZMb6cos+KR+/7WZ6Hlwpu6gMEgGyq7j0/FW0SomA9daAr37lK0YjCbuUEKhoYBK2e2aTkvWMKa2/2efCyyuMqAKloMCDR2/jrn2zdBY7hKqHH0jaYYdGUCYGyrJI1lXErT5ZnOHjMN6okAUCFSc49resVcax2w9y9y2H+ewXvslaq02qUspBESfw6MuMH3rwg7zv7nsZPTxKGEUcmJvBl9dTJjKV2Y0o1IIK0bUusRVVw8haVGpM6V1z3gS0OKDgP/zho6Azfu5DD/Gjd92Ckyo8JyEeZBQqJf7do59jslHi4rUOrU6XmfE6fsnj2C37yJKM6dv20Av7OAhuPXyIbtRncWmVnlL8/E9+gk67w1aziYPH/Owkly6tUA5cPvqBB/jVf/Y/UsQnVQky8Lm21GRtaZ2tZoQi4ZWFq5Y5/s0j9xFZ1Mer+j//0Yf405PfJlUZ/+WP/0PcTPNnT36a6eIkVa/Mpc4qCxfPsxWaB1JIh/33zAKaznJEc3mTYZ4OwN2HjnF4b53f+9xXieOExsQY5cCnG/VBavxagSjs01fK0AaBzeB3bXTN0E+jybqKoixRqntsdXsIwPcl440ae6bGGZ2o4EtJP1H0+jHjYxVwHaJuTFcazcRNYHNli2vLTeJubP1aJgcqTaMTaZ4AACAASURBVMwPAAxVC5iCbYBhWLBcZOb9dYe2sBQxQ90hUxlpkuJbTSYFssQI6KFjv1iXxGGCIwXlum8iylRCHCpuO3KUK80lmssbeDWfTFxntzAajmMK6FkhIayvqVgrGE1Jmbwez3fxcKgGJRNuv9bBL/v0be5XURn/VyQVQnpkQuB0U6ZmasTSodkMjdYQeCbBVw3NgAlC+lbDGobGQ1F6VMoFBmQ2Uk5sh8wLuyAlKsHFRUqHfjQwfr84xRGCIChRDgrEgTXBYXgPE5vU60qHLEpJVEJnqYsjXcoTAcVA0m52SeKMYr1EQTok2HIKkSIIPFJl6JeO3neYK9EmBRy63T7FsksvNDlLjnAoBC5YJgqlYhu1KChID0cIVJThoOk1+9xyxwwFUeL80irH5m/hXHiOdrNPcaKAKzVxolEqxZEeMsrQAqZqo2wmEYEscuhOkxYhcRgNFcfPXuPy0qYRusJwTGw1mzz88Pv54ue/Sn1qjHZz07IFpPgjRdyiS6ZB9FJk0aNaqVCbDqjKAsudDR48cjtPnDpJ0k05fGiOMxcvoLVmJCjRXN3C0YJqrUzmaeJYkcaZDXCA9tIW1ekqXoy5VyNFut0erhYobXMJSx6NWhVKgs21Dh4OBSkZqzc4t3CeOLoecDQ5M8560/Cy7Uw+N1GyDsXAg7KHChVOIMmiBD8o8iMffIAfvu1mol7K5HQD1VcMBh0c4SB9SZQmHD95mrTv4vsVbj0wzYXFRf6P3/4TUBleXXJofpYrS9fAN72pEbBnbpKPvut+Gm7Ms5fWQJR58eRp5vdOsXh1CZVk/NhHP8BXvnacb554kdnDU1xZXDFGbus7zlRK3IlB86Z9RHmFVot//E//yT8+dst+itUCV1aaPPPiN5mb3MfiylleuXiZYCLguVdOEasYT3qmDLUriMIe5UYJz3dRcUYyiHFcM1mrYZMzV64AIKseRw8dIcsUvWhA7KZ0OgNS11QdFa5RTt3Aw3EdW77ZMTkqrlHp43aPm+4+xG13znPTrfvYf3CaiekxgtESmYCYlAsvLeK1MnpxwurSJhcXl7l06ipLr6yycnWdzoYpZFcsFyiOlZDlAtFGn3I9wB1A6mYI1wYpuAKdGbs6SYZwh+HMxiznuCYwI0lM29Tm6ji+gyh6uJmmOOIZOhnXZOYIV5AmGSN7SnjSwfUFg47CL3psXe3Q2LcHKUv0ww5pWWxXwzVMdDa7R4DOjCYmAFmUCFfQyEYIN7fwpcSLNLOzDUZqAVvNDm4G6SCFwMVF4BUlSxdWKU1UcHBxoozpiTLVxhixTugPYhwJOgPRx3B3YFi5HdfsbqtBGRXFKJWgVEKkFKqvSPupjd6zRsEsM+W6M8i6Clk0Gp0XFCjUi/hjFUTg0AiqRIMYWXTRmbb3zUHEhpi0UPVBZcSR4VErTQRkWUocmWdRBhIZSIS05dQzSDPNSDDCxpV1tOug0oTY5gwllmG8Nl4hCQcIV6BUSq/Zw/FdKtWSoSXqJKYcRDvjyNFZgmrAnFMhExkzY0UuNje46+CtXO2toVzzvQiBl7nMulWWww20yGgT07vWJ/JjZkZHmchcJvsZK2VBYazMyuVNUpXQWm8RhVu4RY9jd+2j4pdZvrJM1B3gFMwGxyk4ZL0MkcHM3gbFRpGo3yMtQiRT5huT/HDX49C7383K6hqZVowEARtNY3IM+g5eXaIlKDJECsKBwXIXp+oxNlYl3OjQs1yHWTshdUxOmPBBOh5Zqg0bfdewmKeYCrFrGy0mR+pEqk+hXGBkrMxmMzS0Whn2twV+2ScZmM2ezrBl58t0F7cojpWZrNf51PseIPMKjIwEiDQl3GxBqcK//fSjLLa30HFCPahRrVYpFwVfP7nAo88+wyCJwYVPffJv8sTx46QuuK7gzkP7WV1tsfjyEieuLPC+u26n1Jhk4ex5HK3ppzF3Hr0FR0gWzl3klfOX6OuYrbDDLXfMs9Xpol3orfWMr9N3SXrJm67QmmtEFm7R0+//0L1cbTa5ZncuZtdttIOCLAAZMZY8NBxYrcilFPiM31RHDwRbyyFRFBtWAKWtM1vQqAXEaLaigY0YMxFFQxaDTGXbTNKm9IHYYeoTxsQUKebv2Msd9x5CuA5xnNJPFSuX1mk3t7h1vMatB+6hn7T53ccex/NdXO1QKEt86drsfUEhKFCvVajUqlTKvtmFxoKTZy+wsRaSieuUQdtVNsH6N6zx0f5xbXZ/MSiwZ3aCaqOMW/DQSYrA4aWvnibzTfhvEhnTYyY0vnQNCWrCNicWQLVe4mBtngvNS3TUwEaP7WTVs7lCDMUQeMqh34zY/779XFtcN76ncIAfSPphn5GJCpONKpdOX6NUL+JIl81mG1krIHGh7HLHvnlOnr/A/bN7ea69hEuBifIYe/fsI2qvcD7axEHSDDfIMHMrrIkujRJkILdlplbm2XF8Z/s5yFRG2lXEYZ/yfM36Ew0vmC8LHNw/QbEwwfmzJ9HSRFm5vrRmQI9hflcaKUTgWSOquf86MhFzSiWkZJbTLrE1tMx7VwnWL24wtn+MPqbcxmi9RN9qGP1mj0K5QC+M0DikPUV1esSwKijzpM7OTJJEMR84uJ+0Os6V1hKPHX+R4kSB2xu3sFHeYjXcNMEjyuVas8V4vUpX9UiFa4IjAoeC75OEAz754FE2iwXaKuXE1y/SWl6nE26RJaZPXuBz9w++h3ZXUNQdVq8us3LZ1N1yPZdKtchNx/ZzaW0FUXJJ4xTH8xA2um6mVCbzXPwudOMB+2Ynee7Zs7R1jO95FGo+aZyidIYTm2q7k9N1Vq5uMCwvUSj5ZJ7xCd1++608/+IptNaUS0WIU/ySZ7gmtcPdR2/m5KlFytJhUwwIkLSiLTaaHTQQRwrPmqlVpIyZXGBN3ybEW/im+m45KPFLP/spCp5PkiomxuqsrW7y508dpy0y9k/OUfYdBqRkgwE3T03w+NmzVKqzfOFbj3Hv4WNcaF5ERxnnl5aRNq3jvr1HOXXxAn1iBmsxn/6t3+bRz/0BXV1iZfEVzl5bpCc7PHjoQRYvLnH4psP8wRf+hEyljMyPcKg2zanT52ivmzIj1bkyW+fbefj2W4Xq2Ih2Gx7DhFAwTsPh4utIo3aXZIFQRSjrwE9ViisFY9OjVCZLpIOU5qUWGVAMfMaDKleba0zICa6GKxQaReLQULWDCVoYhIPtAmjD//s6zaVARTFpV5FGKbNHpjh4+xx+sWCWpjTl/JnLXFtscus972KCmHCrz9nFC/hlSa1RobGvweRkDXBJswwHQbc34PK5q6wuteiFEZV6QFF6rFzaMHkuO/wOjtBkygZjqIxivUhjtkF9soL0fBMG4BqCU03GIDE+K88XxD3Fi589RZYaoVqo+mTCaDbDMWuht5N6CRVH7znCysoKK6+s4s8G1uR3nSHC9YfRUZpABmxcWKN8oMbhO2dYPLVq+i2G9ndDixq3FN21DlpnCOEwur9OFpgIsTjsAYLqTBVPChqyQlAq0Fcp+yoTPLX4MrFQ6Pg664SzI6rvukhkO5ghjVKjUVlmBK0SvLKPaCmy8jBpOcOREk86jNYq1L0iK5fXETXPOK6FAOsn2840k4aVIbZcYhnXSWLBkDEWgoKpOBop+s0Bc4cmqZUrPPvkGaaPTbHV7eH5RpRrlZrP+B7hpZCknxCMVUydILs5uPXIXlaaW7STHoWgwHx9lOWwTWGiSKJS4qUeUxNzPHTvbZxZPce3X36FQRTjCI2Ly8B6H4vlAgmaQghJXfC+9xylUCywutbj8U8/aVIN7LPjSJP4W5kZJev2GCuNshq2SaOIggfVsVEiPUBpxcjcCFlsSsG7niTzNB4Ct+ThthLacZ+GLlKYLtPrxKytbZDEKY1aldjL2LraZXK6TrcV0Y4HCM8EowSlIrFOSboxaNg3t4d23CPrKtCQxCl4DoXAQ2uoyBKpTLjv4AFOXrlKYeCw2u7SirqYAnxmwyUDj4FND/DKZpyDcEBpomwJiB3+97/3t/A9F4Gg1+3T7EWs9zJKacK5rWu0oh5RGDM7Mc7YSJGSlPzHJ7/FeG2UY/sm+fr5swyaPboqQUpBKoxvTOJQCIr8zIc/zuy+CTQF5m6+m1/51f+LvYf385nPPYIMJAdn5ji3cJFLzWtoqfEDHzeQVCKfjzx4P3/y+FdYWw7RqSaL0/+kSE93Ff1eRJURk2th46W09QMNHZeKhMSGLSb2vGuz3FvNLSrTZWQBDhyYZfHCEn/j7h8gTnpkdz/EH3/m09w8t5+1aB1RE9sCTCtt2ZvZrhjq7IiYSyMF8fZeG1e6+AWfJElYXd5gc71FFPXxypJzZ18gaYyjpMOd7z9KeaSI9BzAI0sTWushp547R6cVmXwHhtF1znbirZTG4Z9gnPSGILPI6PQIU/MThsrG0zZ+WZh8FleTDBKUm+G5Er8oydIUnWZ4JZdyIyAKDU1LJgVZMhQqKbJsKuBm1oHe3+xRpky5XmFyryYk2h67GGqPQ49UK6GrtijsKdmACIfqdJlweYthIqYJKjDUNoGPjalje3yZjcgrlIumbENgCttdWW/SjmIuBZs272jIj309Z8hsUAxnWBYOjMkl8MkkNpTY3CMsC0R3JUQA1YlRjPAyfHmedIhUn43lFtPBCGE0gPowa0tboS0QUUZsiVSRdqNk74YMpKELCgeoMEGp2DynKiGK+vgq49Btc5w/c4W9t0/RWuvgTRiS3UFzQJSkJH2FzjKijQ6y6JGkmqnpMS5eahJMBHjKR6iUi0sbeBMeo1LSUCOcKScsh5dYak7T6rfZW6vTll3WtrokaNzAgcT4mjQpzEiKUcqVy02m5if4xuef3Y7fg+t5dCO1ACeKAZeUBBdFabzM1Pg05y9dItUKxxMMwhi/5JpyENokbcdxhuwoCo0SxTWPVdXlHjnFC+H57TmZkiOMj48xeWyEzz5xnBjzm/Q8jxSHKOojbDK4Ix0GSqHDDH9EEseGODjTGUmc0W1F6AnNTTP7CLwqR2bm6Lc2KIwWaZ3p4MsCMZEJi9/Okbu+hSk1AnRsNiY//xN/nTTTxH3FqYUVpuZqnLvW4utPP8dmFDFSD6gEFSQ+jzxxnIKU3HfvLdx96DCTI6O8fO0yjfIYlFMuLq2AyBBKcHh6kmdPnGPvdJHJ+SOI6iRLzz7KtdVVPv/lp/jU2DiVwGMp3GQjbNFqto12VivTWgxxEIzNTNPs9LnryJ08vvZN+vHgLVh9c0G0Da1hrDFKs7lxPcJrm6PNLICJSilak5lf87d54ZSN3Fo6s8qQlHJM1hhkBXoDePyxR5ieG0cGLu899iM8+sXft3Q8rl1SNTLw0ZE2RKJKWyYDKNSKqEihu6ClWZaefeYUUgo8PEZqZQ4fmaNULRlzlchIe3BtdYMzL5xnc6llWZqvM0CA0Ub8QKKBB++/neJAcOvYCJ87d5ZUCsb2jVIo+dumSccDRzvESYJONFqnOJ5ElgSZcPBcQZK4aFJ6YUx4pcXWWps0SelFA6OlJEbgZL0E2TD9Tbrm+yq1EsV6mRaCK1vL1P0662wwrMjqSmwJOtBxRsUPWNvaojRdMQXqJKyvhZQC37bCZLSToWyOiVfz7fLv4ErIfIfMOgfMYu4zCGNU0MPBoSQdoiiG7fvm4FpNcci6kKqUIpoj8wdZbK3RZWBMjVFm6ZtcChMlNAWKStM+tY7h8Tbz3N+Rt+VIyCxbUEG62zldMaakgo4znLo0dZikg5YZaTNBRYqsUUJjiiUiNWnT4a65Gb52+TTdaEAaQMqApB9za2OaF6NFS84r0fRRXStsBaSD67WKVtdCChNFOq2OKdEuHUZmygTS4/aRfZSnirz49WWcukOzuc5DR4/x61/+EpEaICwbvRuZZygitknJHl6YcDa8wqlvXybpxVawwzBkHyCKUhvdF9MfEXzir90Prs/psxeNkE4ynJJHFqcMPI0Tm6qtnjb0V/3uADcU6EBAS/PC0hXumz/EwelpPvf4cR5+8F2cXbtK2S0wNzPBwtUVPCxDiN1oaDSeNKkXa2st0JpJ6jhkeDWf9lKbdtzljttv4oP33svVa8ts0uNrz5xg7/woF85dY7RRY7MZIqWhVBpaAsw/VqNWIMs+v/jTfxsRRwy6CScvrhLUS3z60W+wTsTcRIMP37SPJ144QzvsMog2KQY+UbPP098+i4oU9ZmA0dooRb9EFMXUyxXWwy0CWSATZsOSknDiueNspQXWV65x+uUn+cgHHuAzj32JWlDl3tl5nnh5YdsYvv7yOl5B8sCRec41B3zh81+lWi9T9IvEPRMD+GaRC6IhhGCtucHeuWmunFuy9Pk7GA5s6HCM4eAqqwJdqRhYM1tmdzpg7PYhbVbDNdqdFgUp6YQ99jf2sHl1wdSkaZQMq7b1j5gEWFPszHqOUFHCIOzjBz7az2xROs2dd90CQuMXPRAOg/6A1mZI82KTVrMDCFpr7e2+u9JBWhZuMcxlsAiCIivLq1y+tMYTgYMvfY695yCbYcTCkxfphRGz98yw97Y9CDw83/CO6dQhSzK67YRBZ8DKqRVilcIO/5IjXbTYjqfD8cS2CWnQNJQt0zOjaOkwUAmd7gC/XGB9ucnYfI1iuUh7aQO37htNxAqYAi4bF5tUDtUZ8g+gBJ1Wn9GxKhOzddZXQxLL+ybkjmnezvVyINYgHJwAGwVkyE2bYZebJ6fYSiP661uAa0xgUby9MSnWTV6Gg+D+A0eIlWCuXuWZhecsY7mzfb+TrsKvF8lQlGaqdJe6eHVjWjXtXDIVA5JMFgmUprUWGU2oLCGGUt3Ul+kv9fDqHkpZp3dgfB3bmyI1QEijHTy3vEx5X5VUaeM4rxeY3jvF2eVVPnjTIY5fvWxKZdQMxU+0GeEIB9fzGER9HN9FVn0cYBDGNA6PAS6N6TpupmnUA7567hyl+YC52QkunbrM4XCWSq1I1IxxYnO/Fem2JurjUqcAcyVKzQ7tZhcV9qzw2U5Rtj6VLjIo4EuPyUbAl48/T19LimSoxGwQTA6eg+omePY7MjRCpYzMVEi6CrXcw234xK0eT6+9zNy+ffyNhx/g3zz6CJnW6E7KT37iYZY7LaLWgNQKizTOzKbBPs+e9EjjlNWlDYKgSHttC601MpDs3zvJH33lqzSjLdIwQZFx7lzMoUN7uHJpg33zU1xeXCUIfKIwAiG2uQIzlVKs+/z9T34YX8ckieZPv/IsN991kN9+5AvMTU/z8dsewHM0f/b1pwnDDn01YM/8BO1mG1dCu9nBkQ5xJLgcXuPQ/DQJCQkpgSxwYLpBH2jUqvRVwrXNkLDd49D+aVQW80df+hKVWsDIRJkTg1Xed/AQ3zi7YLTEosf7jx0mqIyw8tzTpJnmvT94J4995VmKQZHuVvfNrb3kPqJt+IHUlQN1MpVSqwXGd6ASavURFheuMvQTAdtFzsaDGkvNNVOszarbQ3OdWThd9jfGWby0xmSjweR0mVbY5XJosrmHFDVDGhg/kNtUIJ400V1+IC0zgUu41KZWL3Pw3jm0Z36uSZKSJSCExvMcTn/j/DblkJQetXqJARntVmTKBSDoNDsmomvIpRZIRGLYIY7umeTshVUKdY/xoMJIzadHhre/jvAc1s6ts3F5k1jFtkidiRBzrV1fJQlDShtHuni+tx2aLmyQhhjS9AwDMnxnOwlSliXRtYh3vfc9RCrk4ulFkrrYvldB2affinHrvg3VNnRBxrldZGp+FIFm+dKG8TnY+dVohNK2vLfYztsa8vElUYyUjmEDUJpS4ONLxyT1hqY6b6Y0cdhjpFHBqZvvCfC5c2Kegh6wngScXDpFLzKcgrJeMrtplW0n4cYtxWClgz9etn44bSlfTBKsL13GZIW1sI1Ts/dOusi6j1YJme3r0Lw0LFE/9CG5gUsWmbECFAKXsp8x6Bqes3tuvp1H/vhxZu6eohf2yRDcd9shnvzWS9TKNUbKDucXrhEnVpsLJMFEQKlcZLJRR0vwXYHruawtNZmYn6LgCjoXQspCENTmuffgHn7lD/+UOAB88JQwkWnC/H4832F0usb6s2uAz9b6OocO3sTayjIDFRP1om0TdX1iFMdzCJst3JLZkOjYJUv6uEVJYVTilkyZeMcTODHIER9XCqKLHbxGARWn6G5CqjMczyGLM4q1Er3NyFBwSYHUHg+8+xa+9uxLZLHZRCXdGDxBMFIi6yb04hgv8Ig3B9xx+xFeWniZcqnIobk9vLK4TGetS6Fe3KbDKpV9ioHPSLnM0tI6B+f3sbB4GURG35pyZa2IAN57/9186NB++irhi8fPMDszymefepoH77yd+YkpNpqbnFla4uLiVUTgoMJ4ezPUXY/QqYm+lSWfSj2gPFEiwKVaG6cZrtKP+qSRJsbwQn7o0ByjicttP/AB/rtf/38oBQUaMzU2VJ/u4hYVStx0eC9La01azTY/+7Ef4PmFRZa7ghdPniJOUw7fehPnziyQJEnuI3qr4EgXKV0b2WYILjOV0o0GVGplOmHXcInVCrb0QsZq2KJWq9COeniBy7Am0NDenZGxuLyGHxRYZ4vmcmtbGxku1GAEWzEoGAESKcD8sFDZtn16O7oOTepp0iSx/4ugUHLRiYmjEr7defrmRxtGA6KWYaZWNkG12ChRrVcYa1QpBkU6zQ7gUGsERFECZYer59dZ9VrMTDeoTdRIFkJeOnHRFKQTQw0xMQwRvmN2jSrb5irDCuNUpZYVwZgVHWG0Pqx5Ik2MQHLtojsIBwgXYtXGVR7ViTIbUZdMaQrSY7A2wJ3wrY6VgTIBFTYnnfXlkD2zdTzpEquUYT4WCIQV9DAk5jGaVGaFojEsZhSkT0zCnqBBpAYUA4+IAZnvUJwoMDTZaDRd1ePxhRdJVcZIUKYb9bY1LoG2mpbe9lcJQHiGksmTjvFJSEGsMrQyWfk9pdASEjQEHr5fMH1WxhRo+NNBBJ45UqZ2kZAOTqTxbHVbIc19Xw8TPOnh4XJu9TLFYoGp2gRNQnqqSykYYXZ+ig/tnSbWilYjYfPZTdxAMjpTwUUys3fU1L9C4BULOA5Mze9FdwdMC4+4XmEzUpw89xI3TYzx7o8e5ulvXkCpjFSCo0yQRWa3aJvLbWQjIAtTxscbXL18iVq1RifqmuJ9OPiBT9TtEkcxjvSItyw/o7YUVElK2nNwS+ZZ2tMYIyJmsNmnu9ZH1DxUN8ZVDkoKsthsMJSXEXdtwrbvoLUglgkH98xxcWKNixeXieOhdUOQhTHKM9qR6ipk2aOlQv7+X/8xfvuRR3np9GUGsQJfMIhMQc1KUGKkViRRJh/svlvnYaxEUR7ixLkFqo3K9oYlQPIjt9/GVtjmxOkrVCZ8PvfUt7h1Zo5B3KZYmuWxF04wYECiEu694ygqSTj94nn6kUJ4Dq5nglTGZqqAprmwwcE79nFteZnbjxzjqW9/y1gspKAXDjjWh4ILq8efpCjNPEdKsbXUZjqo0YsGfP2pFzl4aD837Zvk3z/2ND905xFOXzlDnKRkWcYrp195y9bfXCOyqDYqunagyiBKiFWGINvOjPYDH6UM7xcI/GEpaXU9qTG1CZaJ1YyGHGhzc1OsNjdsyQajQWRRYqOChiYyo00MSzcIIFEZg+6AlAzX8tVppbnr2CGchqSfJtvuc6SD9jSZze8h0Vx44SrRWhdPetQmqkztG8eTHgxzgBC4QKKgH8U0L21y7dIq5doI5XKBlmqD0uytj1NrVHhleZmElNhG+7hlz1CV2GCDbVi795CAVaNNLSHpgdWerjc0UWhDFnFXOqiewsMhCErsm9jL1eZVwihCKofOWpvyTXUMxU5mGBgwvjtPmggjpMPU/BixSthY3toONHECzwp5bMKw6bPve3iBSy+McchIldEUs8iwqI8FZVajLRzfcOn1outlNVAp4NBd7jDcfjiBZ7Ub1yYIg+ObqL/MUjF5Aio1DxWlKCXwA49CrUAcJVRGCiTrxr/UUX1krcTUTINry028QNBaCAnqRfxgnJQtsGm+1fFpkq2EfrTJIGxTapQM0zts149BCar1MgEeC6eX+ejD9xFGW1xorlGUDleW16nXA64ttqjMVPB9h6npcUrSJQVWV9rEUjFTb+BWffYoTcUzwTqDWPP4ifOkQvODt9/Du/bP8htPfJVm2KESlIiiHviOFaTCML6rBLEck+HQ7/URCAZqQGNmnJ4a0A079llxSayf0fWM/8f1zHd5RY/iaIlqo8K+fQ2SULHU2aDXUox6RTbiCBm4qDjF0cI4g7UACVmcoLopaIHwNFK7/NRHHuL//cwXTNKF55DFCZ7nMujGuCUPEWs+9uH7+OLXniWJE7QW4AkGrf42L2SxViCLUubn9zIgIolgZKLMfUcOsLm8xMnFNuthiFKKfYf38j/92Cfp9hTXNkJ+57Evo5KMkpSMlco8d+IcTtkUe6zWKhy79wCDXo8iplTKc9++wCDqU6oXGW9UCHwTJh+GMVcWVrnljlmaYZvR+hgrayv0Q8Ug7HPnx4/SCnukUUpzcY3xmRorC+v4Nd+wmGAKS47Wyrx3ZoKoOMKJlUt4HTh3ZZk0tXXNDPLw7bcKQog1YPENfKQBNL9H3dkt5GO6MZCP6cbAO2VM81rriTfzpbkg+i4hhHjmze4C3m7Ix3RjIB/TjYF8TH915KSnOXLkyJFjV5ELohw5cuTIsavIBdF3jzdF8vc2RT6mGwP5mG4M5GP6KyL3EeXIkSNHjl1FrhHlyJEjR45dRS6IcuTIkSPHruIdL4iEEP9ICPGSEOKkEOJ3hRBFIcQBIcRxIcSCEOL3hRC+bVuw7xfs9f07vud/sOfPCiE+vOP8R+y5BSHEL+zimH7H9uOkEOI3hDAMbMLgl23/XhRC3LPje/6OEOIV+/o7O87fK4Q4YT/zy0JsZ6l+X8e049ovCyE6O97f5ltGtgAABjlJREFUyPMkhBD/VAjxshDitBDiv7Ftb9h5EkI8LIR4VgjxvBDi60KIw7btjTJP/9CO5yUhxM/bc2NCiC/ae/5FIcSoPX+jzNNrjemXhBBnbL//WAhR39H+Dc2HeJ019HWhtX7HvoC9wAWgZN9/Gvgp+/fH7blfA37WHv8D4Nfs8Y8Dv2+PjwIvAAXgAHAOU9PTtccHAd+2ObpLY/oY11klf3fHmD4GPGrP3w8ct+fHgPP276g9HrXXnrZthf3sR3djTPb4XcBvAZ0d7W/kefq7wG8Cjj0/eaPPE/AycGTH3Pz7G2iejgEngQBDifYl4DDwL4FfsG1+AfgXN9A8vd6YPgR4ts2/2DGmNzwfvM4a+nqvd7xGhJmIkhDCw0zMMvAQ8If2+n8A/jN7/An7Hnv9Ybt7+QTwe1rrgdb6ArAA3GdfC1rr81rrGPg92/b7PaYlrfUj2gLz4M/uGNNv2ktPAXUhxDTwYeCLWusNrfUm8EXgI/baiNb6Kftdv8n1+/N9HZMQwgV+CfjvX9X2hp0n4GeBf6K1zgC01qs7xnRDzhOG/2jEXq/Zc8Mxvd3n6QhGmERa6wR4HPjkq/r+6jXi7T5PrzkmrfWf2/cAT/Gda8RfeT7sHL7eGvqaeEcLIq31VeBfAZcwAigEvg20dkzIFcxOD/v3sv1sYtuP7zz/qs+83vnvGV5rTFrrPx9eF8Yk95PA5+2pN9r3vfb41ee/Z/gLxvRzwGe11suv+siNPE+HgL8lhHhGCPGoEOIm+5EbeZ5+BnhECHEF8+z9c/uRt/08YTSH9wkhxoUQAUbj2Qfs2fHcrQB77PHbfp54/THtxE9jtDN442Ma5/XX0NfEO1oQWbvuJzDq5gxQBj6yq516k3itMQkhfmJHk38NfE1r/cRu9O+7weuM6VPA3wT+793s23eLv2CeCkBfGxqVXwd+Y/d6+cbwF4zpHwEf01rPAv8O+D93r5dvDFrr0xgz1Z9jNm/Pw3fWgrOazA2TB/OXjUkI8YuYIsa/8/3q0ztaEAE/BFzQWq9prRXwR8B7Mer0sETGLHDVHl/F7hzs9RqwvvP8qz7zeue/l3itMT1o+/y/ABPAf7uj/Rvt+1Wuq+w7z38v8Vpj+l8xdu0FIcRFIBBCLNj2N/I8XbHHAH8M3GGPb9R5ei9wp9b6uG3z+9jnkRtjntBa/1ut9b1a6x8ENjE+r2vWrIb9OzSh3gjz9HpjQgjxU8DHgb9tBSy88TGt8/pr6Ot26B37At4DvISxZQuMLfO/Bv6A73S0/QN7/F/xnc7VT9vj2/hOZ955jCPPs8cHuO7Mu22XxvQzwDewjuQd7X+Y73SuPm3Pj2Ecz6P2dQEYs9de7Vz92G6M6VVtdgYr3Mjz9M+Bn7ZtPgB860afJwxb8822zd8D/uONMk+2P8OAkTngDFDH+CZ3Biv8yxtlnv6CMX0EOAVMvKrtG54PXmcNfd3+fK8H/HZ/YXbWZzB209+yN/ugfTgW7A0t2LZF+37BXj+443t+ERNBcpYdUS8Y++vL9tov7uKYEtuH5+3rf7ZtBfCr9toJ4F07vuen7VgXgL+74/y77HefA34Fy9Dx/R7Tq67vFEQ38jzVgT+zc/FNjDZxQ88T8GO2zy8Ajw3n4waapycwC/QLwMP23DjwZeAVTNTZUKjcKPP0WmNawPh8hmvEr32388HrrKGv98opfnLkyJEjx67ine4jypEjR44cu4xcEOXIkSNHjl1FLohy5MiRI8euIhdEOXLkyJFjV5ELohw5cuTIsavIBVGOHDly5NhV5IIoR44cOXLsKnJBlCPH2xRCiHfb2jBFIUTZ1o45ttv9ypHjrUae0Jojx9sYQoj/DcNAUAKuaK3/2S53KUeOtxy5IMqR420MW9nyW0AfeFBrnf4lH8mR44ZDbprLkePtjXGgAlQxmlGOHP/JIdeIcuR4G0MI8VlM5csDwLTW+ud2uUs5crzl8P7yJjly5NgN2OJ/Smv9/9my6N8QQjyktf7KbvctR463ErlGlCNHjhw5dhW5jyhHjhw5cuwqckGUI0eOHDl2FbkgypEjR44cu4pcEOXIkSNHjl1FLohy5MiRI8euIhdEOXLkyJFjV5ELohw5cuTIsav4/wFPt8IMiLjwUwAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Bestand Bodemgebruik"
],
"metadata": {
"id": "QDuSPqHgFiJP"
}
},
{
"cell_type": "code",
"metadata": {
"id": "O2xyI-xhOBFu"
},
"source": [
"BBG = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/NL/BBG', consolidated=True)"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"source": [
"BBG.data_vars"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "9LLA50FfCDjt",
"outputId": "237f2160-7538-4bc0-cce4-0e69eea2d98a"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Data variables:\n",
" 2008 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2010 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2012 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2015 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [
"BBG['2015'].sel(ROI).plot.imshow(cmap='jet')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"id": "4vBHsrLwBpnI",
"outputId": "89e66c78-5578-440d-c432-a98e338ba200"
},
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b69c03f90>"
]
},
"metadata": {},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Basisregistratie Gewaspercelen"
],
"metadata": {
"id": "8DnWC7vtFkXS"
}
},
{
"cell_type": "code",
"source": [
"BRP = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/NL/BRP', consolidated=True)"
],
"metadata": {
"id": "oMXwS_yEB665"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"BRP.data_vars"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cTUcUJkaCGyh",
"outputId": "ab4a99e8-92ca-4001-c118-8c1ee146e4c7"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Data variables:\n",
" 2009 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2010 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2011 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2012 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2013 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2014 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2015 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2016 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2017 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2018 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2019 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2020 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>\n",
" 2021 (y, x) float32 dask.array<chunksize=(6875, 10000), meta=np.ndarray>"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"BRP['2021'].sel(ROI).plot.imshow(cmap='jet')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"id": "jh9CzVCUCIEl",
"outputId": "c1c72d18-ee4b-4e0d-a100-c3ec3ebe32ec"
},
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b69ab9b50>"
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Municipalities, provinces and national border"
],
"metadata": {
"id": "UmxQGqUlFu7m"
}
},
{
"cell_type": "code",
"source": [
"NL = xr.open_zarr('simplecache::https://geotiles.nl/cube.zarr',\n",
" group='/NL', consolidated=True)"
],
"metadata": {
"id": "VBjCqKXeCu0K"
},
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"source": [
"NL['gemeenten'].sel(ROI).plot.imshow(cmap='jet')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"id": "M3kC9q5YC6Sc",
"outputId": "62c57f13-c484-4d52-f183-d4a06965a349"
},
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b699be4d0>"
]
},
"metadata": {},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"# See NL['gemeenten'].attrs['index'] for a mapping municipality <-> code.\n",
"NL['gemeenten'].attrs['index']['503']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "Jr-qwPEDDAa8",
"outputId": "99aac3e4-355c-4c7e-a7d7-e3a01f44493b"
},
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'Delft'"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 14
}
]
},
{
"cell_type": "code",
"source": [
"# Reduce the resolution for plotting, by taking one pixel every 100 samples (= 1 km).\n",
"NL['provincies'].isel({'x': slice(None, None, 100), 'y': slice(None, None, 100)}).plot.imshow()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"id": "Q6BIhNvZDCyK",
"outputId": "52340998-56ec-44d6-ecb4-9a64a55aac70"
},
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b69910b50>"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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JwHtppw1bdWZt5RokZrYi/F0l6SdEYxzPSRpnZitD99SqsPoKYMfY5hNC2Qrgg3Xld4TyCQ3Wp8Ux6us3C5gFMDQ0VJbwL7UihkhNGcKkPkSqptnge+lCIq2KnHVyCxJJWwCjzOx34fWhwIXAPGA6cHH4e3PYZB5whqS5RAPrL4cgWAB8OTbAfihwvpmtkfSKpCnAPcDxwDdj+2p0DNdnS6d9ASh2oLjiSTO7q4xXxxepRSLpncByM3tN0geB9xCNW7+UtG2eYyRjgTslPQjcC/y7mf2U6OR+iKRlwF+G9wDzgSeAYeAq4DQAM1sDfBG4LywXhjLCOleHbR4HbgnlzY7hXClduOvkzFojVR58L9N0YgNGRpS49NCPgbWSdiPqqdkR+GGaDXNrkZjZE8B7G5S/ABzcoNyA05vsazYwu0H5ImDPtMdwxVDk1kgRu7eq3p2VtdK0TAwoUIsEGDGzNyX9NfBNM/umpAfSbOi3SHEDrWihEecB0rmyDMAX7DqRNyQdSzQc8FehbOM0G3qQuJ4qUmukqCHiATJAihUkJwCnABeZ2ZOSdgG+l2ZDDxLXM0UKkSLqRYAUbervYCvWvbTM7BFJ5wE7hfdPAl9Ns60HiXN94i0PV6QWiaS/Ar4GbALsImkvoslNH0na1oPE9UQRWyO1K9p73cXVrwAZtNZI0cdHMLDezspK8nmia/3uADCzJZJ2TbNhOW7k4krvHZdu0u8qNOW3SHH9oxRLz7xhZi/XlY2k2dBbJK5n4mHy7Dmvr1dWe98vtWm/zUIlq1ZLP7uztrz+7oFplRS+NVJToK4tYKmkvwFGS5oEfBL4RZoNPUhc7g4+8KINyorYQmnVMol/VtTZXmkMQpiUJkQgsyCRtC3Rxdl7hr1+3Mx+2eZuPgF8FngN+BGwgOhi8ETeteVy1ShE6vWiNXLcbvdltq9Ou8KKMrhe5SvboURXt9cuSExa0vkG8FMzezfRheCPtl0dsz+Y2WfN7P1mNhRe/zHNtt4icbnpV4hkGRrN9nnn798FwAFbPJb5sdzgyOKCREnbAAcCfxft014HUv+HJelyMztL0r/SoI3ks7Zc36QJkTz0IkTiGgVKUVoeg6wsV7aTbtbWDrVHlQezwp3La3YBVgPfkfReYDFwppn9PmUtahcdfi3l+hvwIHF9k1VrJG14HLfbfXx/+P257PvO37+L2/58i7b23U+17q1Ox0sGYaylF1I+jen52KPKG9kImAx8wszukfQNoseL/580OzezxeHlIuC/zWwEQNJoYNM0+/AgcZlK2xJpFSLvuHQTnj3n9YYzumqf5dHyqNfOMcoUIvWSxkxePXpKw3W6DaMsFb7l0Uh2j0BcTnT793vC+xuJgqRdtxLdLf3V8H5z4GfAfkkb+mC764taSMRnb73j0k0altdv04sQGRTtPl2x0324RlIMtKcYbDezZ4FnJL0rFB0MPNJBhTYzs1qIEF6/Lc2G3iJxmWl3XKRVaDRar+bnp+7PX868q73KQdvdWu046OG3uqPL3DrpVD9bJ6VsjdRkdx3JJ4AfSNqE6LlOJ3Swj99Lmmxm9wNI2hv47zQbeovEZaLXg+s/P3X/trdppyXjrR7XEyMplhTMbEmYsvseMzvSzF7soDZnATdI+i9JdwLXAWek2dBbJK604mHSSQvFwyJ77Y63dNqCKXUrpKZgD7Yys/skvRuodZE9ZmZvpNnWg8R1pV/TfDvVi/CodXMNYhdXkizGUyoRIkHKWVu99H5gImEmmCTM7NqkjTxIXMfKFiKu/KoUIkCh7rUl6XvAO4ElwNpQbED3QSLpE8D3O+xzcxVUhADppCur1w56+PfeKknQzvUolQuR4hkCdjdr/3r7NC2SscB9ku4HZgMLOjmQqwYPEZe1Rt1dC0du6ENNeq9gXVu/At4BrGx3w8RZW2b2OWAScA3RvVyWSfqypHe2ezBXbkUIEYgG2TuZtdVr9a2R+BRh19yghAhGdIuUpKV3dgAekbRA0rzakmbDVGMkZmaSngWeBd4EtgNulLTQzM7tuNquNIoSIs5VSrFaJJ/vdMM0YyRnAscDzxPd7/4fzewNSaOAZUDLIAn3a1kErDCzD0v6LvA/gNqTuP4uPNJRRLdCPgL4QyivXRgzHfhcWP9LZjYnlO8NfJfoUv75RDcqM0nbE82Bngg8BRztYzyd8xBpX7w14i2R1gamBdJAkbq2zOw/Ot02TYtke+CjZvZ03UFHJH04xfZnEt0bf+tY2T+a2Y116x1O1IU2CdgXmAnsG0LhAqKBIAMWS5oXgmEmcBJwD1GQTAVuIbrPzK1mdrGkGeH9eSnq6mKKHiCdXuHeCx4eLpUCBImkO83sAEm/Y/0aiahDausmm66TZozkgvoQiX3W8uEpkiYAHyJqySSZBlxrkbuBbSWNAw4DFprZmhAeC4Gp4bOtzezuMPh/LXBkbF9zwus5sXKXUtFDBHzQ3VWApVjyroLZAeHvVma2dWzZKk2IQP7XkVxO1PW1VV35RZL+L9HdJmeY2WvAeOCZ2DrLQ1mr8uUNygHGmllt5sGzRDPPNiDpZOBkgJ122qmtL1ZlHiL58SnBGzpk1FEblA1Cd5esWF1bkq4AftTBI3rzu9dW6PZaFbvXfc35wLuJrqDcnpy7nEJrpeE/LjObFe5PMzRmzJg8q1EaHiKuCBqFSyUVa9bWYuD/SHpc0tcktXoGynrybJHsD3xE0hHAZsDWkr5vZrUHXr8m6TvAp8P7FcCOse0nhLIVwAfryu8I5RMarA/wnKRxZrYydIGtyuxblVwZgiJJt/fYcuVwyKijKt8yKVKLJEximhPGpf8n8FVJO5nZpKRtc2uRmNn5ZjbBzCYCxwC3mdlx4cROmKV1JNFFMADzgOMVmQK8HLqnFgCHStpO0nbAoUQXRa4EXpE0JezreODm2L6mh9fTY+UD6eADL1q3VElZQ8QH4tM7ZNRR1W6dFGCMpIHdiHqNdgZ+nWaDftxG/geSHgYeJroA5kuhfD7RffSHgauA0wDMbA3wReC+sFwYygjrXB22eZxoxhbAxcAhkpYRPfHr4py/k+uDXlyU2O54xm1/vsV6SzMeJg57a5yk1dIrki4J58wLif4Hf8jM/irVtn63k8jQ0JAtWrSo39XIXNVaIc1k1TpJCo5u7+xbHyA+8N5aUbu2JC1OeI56os3G72g7nfapxPWWfe5TXR8rDUn/APzYzJ5vd1u/+69zbej2xH/bn2/hrRG3jlI+uKoXzOzbkj4i6cBQ9B9m9q9ptvUgcZVQ383VSQulV60Db4WkU9TWSFVJ+gqwD/CDUPRJSR8ws88kbeuP2q24W//zs/2uQl+U4aaOrnlYDEyIFGuw/UPAIWY228xmE90pJM3dSzxIBoGHSWtJA+NV1o8T9sKRG9Yt8ff1ryuvYIPtwbax19uk3ci7tgbAoAy4N1ILk0ZdXYMaHjXxk3deU2zbCYWBCZC4Ys11+jLwgKTbie6zdSDRfQoTeYvEuQEVD4+BPIkXQUG6tsLd3EeAKcBNwI+BD5jZdWm29xaJq7xRdy5Z707Bg9oSadTyiF893ipMBvV+WHkSxZm1Fe7mfq6ZXU90QXdbPEgqbJC7tOJGDtiLUXcuGdgAATYIi3a7suKhUdt2EG5hkquC3bQR+LmkTxM9y2ndHPXYBeBNeZBUiAdHc7UwGQS1lkerk3w3AdBpGLkGihUk/4uoRqfVle+atKEHSQV4gERWT37bBmVj7v9DH2oSee6T+wEw9opfbFBWX56VNN1UWR/LdaFYQbI7UYgcQFSz/wKuTLOhB0nJeYhEGoVIffnYO/M5djwc2vk8j1Dx7qZyKVjX1hzgFeCK8P5vQtnRSRt6kJTUR+86lZfPn5C8YoU0C4u0GrUQupUUIp3sp9v6eZiUSLGCZE8z2z32/nZJj6TZ0IOkZD5616nrXm/zleUtw2Sbr0QPkBy0wElSf/LPo4vJuURWnFlbwf2SpoRHnSNpXyDVnWw9SEoiHiBxtbCAtwIjXtbofRmDpdvWSCvPfXK/QoVJ2pbTb779/nWv/+wf7su1Ti4nxWqR7A38QtJvw/udgMfCYz/MzN7TbEMPkhJoFiL16gOjKvIMkW5k1a2VtP+xV/yiybHeaLidd2uVR8HGSKZ2uqEHScGlDZF2JHWJFUUvAyTvUOhGs7pts3RjXt4jCpN462Tnqy4B4OmTzs2/cq47GQaJpNFEXVErzCzVzRbXq4rZ050e24PEFU5RWyBl44FScNnfAuVM4FFg60z3moIHSUHl0RKJy7NVEg+CNNdxeHB0bpulG29QVmuluGIT2XVtSZpAdBv4i4Dkxy5mzIOkgPIOkZpmYyqdBkyjQPCQcK65lEGyg6T47KlZZjarbp3LgXOBrTKqWls8SNwGfNqwcz2SLkieb/XMdkkfBlaZ2WJJH8yoZm3xICmYXrVG0mgnULzlUVy1sZIaHzMpkGy6tvYHPiLpCGAzYGtJ3zez4zLZewr+PJICKVKIxDXrAls9+W3rFlce9cHi+iSjJySa2flmNsHMJgLHALf1MkTAWySFUdQQARi+4c9gcr9r4dKqDcD7oHsJFOs6ko7l3iKRNFrSA5L+LbzfRdI9koYlXSdpk1C+aXg/HD6fGNvH+aH8MUmHxcqnhrJhSTNi5Q2P0WsfvevUdUvSekU1fMOf9bsKrkPbLN244awu79oqDo0kL+0wszs6uYakW73o2qrNba75KnCZme0GvAicGMpPBF4M5ZeF9ZC0O1FzbQ+iKy+/FcJpNPDPwOFEtz8+Nqzb6hg9Ux8OjcIiTcg456ori66tIsi1a6t+brMkAQcR3Z4YolsUfx6YCUwLrwFuBP4prD8NmGtmrwFPShoG9gnrDZvZE+FYc4Fpkh5tcYyeaBYOHhquCPxCxYLo4TPZ85Z3i6Q2t7nWQHs78JKZvRneLwfGh9fjgWcAwucvh/XXlddt06y81THWI+lkSYskLVq9enWn37HSdjvqN/2ugutSo+4tVxCWYimB3IIkPrc5r2N0y8xmmdmQmQ2NGTMmk316q8P1QtJA+st7vJG4zs5XXeIzuPqodmV7Fbq28myR1OY2PwXMJepu+gawraRal9oEYEV4vQLYESB8vg3wQry8bptm5S+0OIbrgLdKiqlRWNSXpQ0U1x8ascSlDHILkiZzm/83cDvwsbDadODm8HpeeE/4/DYzs1B+TJjVtQswCbgXuA+YFGZobRKOMS9s0+wYuapqa8RnbhVbLSy6me7rYdIHabq1ypEjfbkg8TyigfdhovGMa0L5NcDbQ/mngBkAZrYUuB54BPgpcLqZrQ1jIGcAC4hmhV0f1m11jNxUNUTc4PCurt6rStdWTy5INLM7gDvC6yd4a9ZVfJ0/Akc12f4ioplf9eXzgfkNyhsewznnCqUkQZHEr2zPgLdG8vfQ5Wev9/49Z13Wp5o4l52ytDiS+L22XKKsBtsfuvzsDQIh7XZpygaJT+mtiIqMkXiLpEuD0hrZ7ajfpB50z+okn2VYeIsmvZ2vusQvVuwFa/8WKEXlLRKXmTQtjrQn8G5CJM22g96iacVDpDf8OhK3zk379+zOK32X1MWVxf/lp+3+anashy4/e4PPmu2v7GHi3VsVYJa8lIB3bWXgpv1nDkQXV1LXVt4tgTRBFV8nq9ZRkW2zdGO/XXyJlaXFkcSDxKXWzjhJHtoJhrK3NtrhYVJSJRpMT+JBkpFBaZW0UjuR9+sk3s5xq9AaifMwKScfbHcbGKTxklaqdpJ2Li9ZP9iqX7xF4hKtF5D7b/h52sHtIqnVsQqhl3VLxKf/9ohRmsH0JB4kGRvELq4yBEczZQ2UvLqxPEB6ywfbXUODFiKud3wMpII8SFzVDeqYT6NrUXqp14HhrZD+qF2QWAU+2F4AN+0/c2BP2kVR6+Kq/9tL3T5TxJWMJT/UqiwPtvIWSR80C4368n51kw1qqNWHR7ctk3bGX/oVIN4a6bNy5EQib5FkLMuTcK9P6N4yyk48lJJaNx4ig6sq99ryFkkOaifjZi2Kj951auoTdrP1smyteHg01qol0exuwkn39arfp4fIADOgJF1XSTxIclS0E3Q84IpWtyJqZ5ykTFOgPUQKpBo54kEyKDad4s0AAAxoSURBVOLB4SHiXDGUpesqiY+RlFwtFOrHN5qVu/566PKz183O6ke3lrdGisVnbbm+ahQatXGTeIi44nn6pHPZ+apL+l0N129+919XRB4c5VHfMvBgGTzRBYnVSJLcurYkbSbpXkkPSloq6Quh/LuSnpS0JCx7hXJJukLSsKSHJE2O7Wu6pGVhmR4r31vSw2GbKyQplG8vaWFYf6Gk7fL6ns7lpRfdUDtfdYmHWD+NpFgSSNpR0u2SHgnn2jPzq3BjebZIXgMOMrNXJW0M3CnplvDZP5rZjXXrHw5MCsu+wExgX0nbAxcAQ0QNwcWS5pnZi2Gdk4B7gPnAVOAWYAZwq5ldLGlGeH9ejt/Vua40C42su8Ea7cvHTfonoxbJm8A5Zna/pK2IzpELzeyRLHaeRm5BYmYGvBrebhyWVr/aNODasN3dkraVNA74ILDQzNYASFoITJV0B7C1md0dyq8FjiQKkmlhO4A5wB14kLiSanSi91ZEBWQ0RmJmK4GV4fXvJD0KjAd6FiS5ztqSNFrSEmAVURjcEz66KHRfXSZp01A2HngmtvnyUNaqfHmDcoCx4ccFeBYY26R+J0taJGnR6tWrO/uSzpXU0yed662Rvkp9r60dauepsJzcbI+SJgLvI+ql6ZlcB9vNbC2wl6RtgZ9I2hM4n+jkvgkwi6ilcGGOdTCp8WxtM5sV6sDQ0FA1Rr1c5XXbGvHwKJB0XVvPm9lQ0kqStgR+DJxlZq90W7V29GTWlpm9JOl2YKqZfS0UvybpO8Cnw/sVwI6xzSaEshW81U1VK78jlE9osD7Ac5LGmdnK0D22KsOv41zfdBMiHiAFY9k9SjeMQ/8Y+IGZ3ZTNXtPLc9bWmNASQdLmwCHAr8OJnTDD6kjgV2GTecDxYfbWFODl0D21ADhU0nZh9tWhwILw2SuSpoR9HQ/cHNtXbXbX9Fi5c6XWaXeUh0hBmSUvCcL57xrgUTP7eu51biDPFsk4YI6k0USBdb2Z/Zuk2ySNIZpGvQQ4Jaw/HzgCGAb+AJwAYGZrJH0RuC+sd2Ft4B04DfgusDnRIHttVtjFwPWSTgSeBo7O7Vs61yOdtEY8QAoumw71/YG/BR4OY9IAnzGz+ZnsPYU8Z209RDToU19+UJP1DTi9yWezgdkNyhcBezYofwE4uM0qO1cZHiDloJHu+7bM7E6i/zHvG7+y3bmCa9YS8avjS85IdcFhGfhNG52rCG+FlIswZMlLGXiQOFdwzQKi2VXqHiglksFgexF415ZzBeddVhVWkqBI4kHiXInVQsZbISVUoTESDxLnCiptS6QWImkH5V1xZDFrqwg8SJwrOe/6KqvyjIEk8SBxrqCSWhqu5AwPEudc/jxEKq4aPVseJM4VUR4Ps/KxkuIpy3UiSTxInBsQ8XDyUCkIDxLnXB7y7s7yECkIM1hbjb4tDxLnCqJX4yE7X3WJh0lReIvEOZcVH1QfUBUJEr/XlnN91qsQqbVCvDVSEAaMWPJSAt4ica7i4sHhIVIkBlaNMRJvkTjXZ35yH1BGNNietJSAB4lzBeBhMqD8NvLOuSxleUsUD6aSKElQJPEWiXMF10ko7HzVJT4TrPBStEZKEjTeInGuwLptWfjtUQrMAL+NvHMuD41O+q2CoHaBYfxCQ7/osCRK0uJI4kHiXMk1uj7EQ6QMqnOLlNzGSCRtJuleSQ9KWirpC6F8F0n3SBqWdJ2kTUL5puH9cPh8Ymxf54fyxyQdFiufGsqGJc2IlTc8hnPOFYaB2UjiUgZ5Dra/BhxkZu8F9gKmSpoCfBW4zMx2A14ETgzrnwi8GMovC+shaXfgGGAPYCrwLUmjJY0G/hk4HNgdODasS4tjOOdccVTkyvbcgsQir4a3G4fFgIOAG0P5HODI8HpaeE/4/GBJCuVzzew1M3sSGAb2CcuwmT1hZq8Dc4FpYZtmx3DOueKoyKytXKf/hpbDEmAVsBB4HHjJzN4MqywHxofX44FnAMLnLwNvj5fXbdOs/O0tjlFfv5MlLZK0aPXq1d18Veeca49ZNGsraSmBXIPEzNaa2V7ABKIWxLvzPF67zGyWmQ2Z2dCYMWP6XR3n3KCpSIukJ7O2zOwlSbcDHwC2lbRRaDFMAFaE1VYAOwLLJW0EbAO8ECuviW/TqPyFFsdwzrmCMGzt2n5XIhN5ztoaI2nb8Hpz4BDgUeB24GNhtenAzeH1vPCe8PltZmah/Jgwq2sXYBJwL3AfMCnM0NqEaEB+Xtim2TGcc64Y/DbyqYwD5oTZVaOA683s3yQ9AsyV9CXgAeCasP41wPckDQNriIIBM1sq6XrgEeBN4HQzWwsg6QxgATAamG1mS8O+zmtyDOecK46STO9NkluQmNlDwPsalD9BNF5SX/5H4Kgm+7oIuKhB+XxgftpjOOdcURhgGbU4JE0FvkH0P9VXm9nFmew4Jb9po3PO9YOFB1slLQkSrqnrCb9FinPO9UlGg+3rrqkDkDSX6Pq7R7LYeRoeJMHixYufl/R0XfEOwPP9qE8XylbnstUXylfnstUXil/nnbvdwe94ccHP7cYdUqy6maRFsfezzGxW7H2ja+r27bZ+7fAgCcxsgwtJJC0ys6F+1KdTZatz2eoL5atz2eoL5axzu8xsar/rkBUfI3HOuXJrda1dT3iQOOdcuTW8pq6XFfCurdZmJa9SOGWrc9nqC+Wrc9nqC+Wsc1+Y2ZstrqnrCVlJ7uXinHOumLxryznnXFc8SJxzznXFg6SBZo/w7XEdnpL0sKQltTnkkraXtFDSsvB3u1AuSVeE+j4kaXJsP9PD+sskTY+V7x32Pxy2VZv1my1plaRfxcpyr1+zY3RR589LWhF+5yWSjoh9lskjntXiMdIJ9d1R0u2SHlH0uOozi/47t6hzYX9nlwEz8yW2EA1WPQ7sCmwCPAjs3od6PAXsUFd2CTAjvJ4BfDW8PgK4BRAwBbgnlG8PPBH+bhdebxc+uzesq7Dt4W3W70BgMvCrXtav2TG6qPPngU83WHf38M9+U2CX8O/E6Fb/fgDXA8eE11cCp4bXpwFXhtfHANelrO84YHJ4vRXwm1Cvwv7OLepc2N/Zl+6XvlegaAvRM1MWxN6fD5zfh3o8xYZB8hgwLrweBzwWXn8bOLZ+PeBY4Nux8m+HsnHAr2Pl663XRh0nsv5JOff6NTtGF3VudoJb75870YyYDzT79yOciJ8HNqr/96i2bXi9UVhPHfzeNxM9jqHwv3ODOpfmd/al/cW7tjbU7BG+vWbAzyQtlnRyKBtrZivD62eBseF1u48jHh9e15d3qxf1a3aMbpwRuoJmx7pwsnzEc7PHSKcWumneB9xDSX7nujpDCX5n1xkPkuI6wMwmE93R83RJB8Y/tOh/uwo7d7sX9cvoGDOBdwJ7ASuBS7utV9YkbQn8GDjLzF6Jf1bU37lBnQv/O7vOeZBsqO+3GwAwsxXh7yrgJ0R3+HxO0jiA8HdVWL1ZnVuVT2hQ3q1e1K/ZMTpiZs+Z2VozGwGu4q3n2LRb53WPeG5Q53XbaP3HSCeStDHRCfkHZnZTKC7079yozkX/nV13PEg21PfbDUjaQtJWtdfAocCvWP9xxPWPKT4+zNqZArwcuiUWAIdK2i50JRxK1J+8EnhF0pQwS+d4snkccS/q1+wYHamdLIO/Jvqda8fJ6hHPzR4jnVQ3ET3d81Ez+3rso8L+zs3qXOTf2WWg34M0RVyIZr/8hmjWyGf7cPxdiWapPAgsrdWBqL/3VmAZ8HNg+1AuogfbPA48DAzF9vVxYDgsJ8TKh4j+Y34c+CfaHJQEfkTURfEGUT/1ib2oX7NjdFHn74U6PUR0IhoXW/+z4fiPEZvV1uzfj/DP7d7wXW4ANg3lm4X3w+HzXVPW9wCiLqWHgCVhOaLIv3OLOhf2d/al+8VvkeKcc64r3rXlnHOuKx4kzjnnuuJB4pxzriseJM4557riQeKcc64rHiTOOee64kHinHOuKx4kztWR9P5wc8HNwl0Glkras9/1cq6o/IJE5xqQ9CWiK6U3B5ab2Vf6XCXnCsuDxLkGwv2d7gP+COxnZmv7XCXnCsu7tpxr7O3AlkRP+dusz3VxrtC8ReJcA5LmAXOJHv86zszO6HOVnCusjZJXcW6wSDoeeMPMfihpNPALSQeZ2W39rptzReQtEuecc13xMRLnnHNd8SBxzjnXFQ8S55xzXfEgcc451xUPEuecc13xIHHOOdcVDxLnnHNd+f9E/F6U5MbAGQAAAABJRU5ErkJggg==\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"source": [
"NL['provincies'].attrs['index']"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "fT_joZrVEos3",
"outputId": "74b34769-c0cf-474a-c381-524463daad2e"
},
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'0': 'Gelderland',\n",
" '1': 'Fryslân',\n",
" '10': 'Flevoland',\n",
" '11': 'Drenthe',\n",
" '2': 'Zuid-Holland',\n",
" '3': 'Overijssel',\n",
" '4': 'Noord-Brabant',\n",
" '5': 'Groningen',\n",
" '6': 'Limburg',\n",
" '7': 'Noord-Holland',\n",
" '8': 'Zeeland',\n",
" '9': 'Utrecht'}"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "code",
"source": [
"# Due to masking, the value (1) of the area within the Netherlands is a float (instead of boolean).\n",
"NL['landsgrens'].isel({'x': slice(None, None, 100), 'y': slice(None, None, 100)}).astype(float).plot.imshow()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
},
"id": "A1W6rXKwEtLK",
"outputId": "6025be73-7a39-48fd-c789-d5c1e9202d5e"
},
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f9b69860ad0>"
]
},
"metadata": {},
"execution_count": 17
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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