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@benbovy
Last active October 20, 2020 20:21
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pys2index preliminary tests and benchmarks
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import pys2index\n",
"from sklearn.neighbors import BallTree\n",
"from pyinterp import RTree"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def generate_points(shape):\n",
" lat = np.random.uniform(-90, 90, size=shape)\n",
" lon = np.random.uniform(-180, 180, size=shape)\n",
"\n",
" return np.stack([np.ravel(arr) for arr in [lat, lon]]).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Quick testing"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"idx_points = generate_points(10000)\n",
"\n",
"s2index = pys2index.S2PointIndex(idx_points)\n",
"btindex = BallTree(np.deg2rad(idx_points), metric='haversine')\n",
"\n",
"# use point index as values\n",
"rtindex = RTree()\n",
"rtindex.insert(coordinates=np.flip(idx_points, axis=-1),\n",
" values=np.arange(10000))"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [],
"source": [
"query_points = generate_points(100)\n",
"\n",
"res_s2 = s2index.query(query_points)\n",
"res_bt = btindex.query(np.deg2rad(query_points), return_distance=False)\n",
"\n",
"_, values = rtindex.query(coordinates=np.flip(query_points, axis=-1), k=1, within=False)\n",
"res_rt = values[:, 0].astype('int')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Test `pys2index.S2PointIndex` query results against `sklearn.neighbors.BallTree` query results and against `pyinterp.RTree` query results"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.all((res_s2 == res_bt.flatten()) & (res_s2 == res_rt))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show query results"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"data": {
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rzDdC7lrtIISgVoF6JeBXvvYGH3noBJWSHTDG8FvPXOCzX36Fb756nQtr25w+usCJlQ5h4OEpSZLlbztH+N09q78b8Z4D6Hgw4uZLr2PSbB9Q85zh9i5CLVKrRvRvb4IxbJw7j1+poLMcOZlQBB5GF5jMMEpzgihkeGud0foWS488wPEPv4+Lv/CrbL34Ksn2Ln41Iuv2mHvgHkfpeR7C9ygmMeQFSInJyxttwW81GN9cJ+n2uPXz/5Gtz/82eX9A5fhRjv/Jn2Dpkx9Deu98S0xRsPWbX6D33HPkez3iWzeJjqwSznUwSULr/e9n7iNPUrv3HsaXLhEuLAJQjIYMXngOf36erV/5LAjB/Cc/Q+ORx+7Yvh72SW+tkff3sJmrTal6AxEEDJ+7ROXMPXjVOhhDcvUq8dULBAuL2CTBYkqKtHx4W4uQHiZL0MMeRX8XEUZQZFhjsFqTra8Rnjzr3uu/nZ0waQyACCJHvWYJQjrWw+zexiYjR9/mGfkrX0E8+glkrb1/PoMdzOZVSCdQ5C7rzdNyEYED1nJBgQSEB7qAqI4Z9TCDXUS1sQ+KM5AtQ/mgc/ea0ZDH2DxFTPPGZIKQaclEWMcpC+Gy1elrWexq09ZgrXTb07lbSFiD1WVKKiQ6TZDtJWR5PNYaTJ45sFfKZcmmcNQ9OHA2BVh1BwhP7497bf9+gcDOst23hyhB3ZRCrP1N2Rl1DA749B3gDBaBwW1Y3PG6q/luDWOOtCoYBDujlFGaY6xFCIE2UPUF/SRnkhlSrbEWfCnpVD18JSiMxZOCXBvGWUFuXF3VE7MCQ5m537nv1zaHKCm52Y/ZnWTkhWG6mDHWMsk1gXKgO13LjNKCvTinF2dk2lAYQ+RJV4s2lsh39XtrLXGuOdWpcnuQUBhLbgypNhTa7UPgFgzbkxxfQug50AR3LsZaRHntrl7dZpwbZKpZCXyUFDTqEReubvKR5Q7DpOBYWzBX9dkepby5NeJ9bwE7Yy1PXd5hrupzsxeT5BptmC3IBJbtUcZyI6Q7TskLw6WtEdd2JlQDxdnlOq/dHvDDWTED/6zQ/Pw31zh/e4Asv0qBJ3njVh8pBJu9pGRTXPJQ8RXaWFbbFUJPMEpy1nYmNCKPL768zudfvE1WaB4/M89H71smCt7OrjRqIWmuZ9m2tZY3b+zwxs09mpWAW3sT7js+x2KrSlDub7s35sSyux7/8Suv8u+/+DIr8w2shcs3t7l6e5eluQYPnl4h8BQ//JEHASgKzW9+4zU+//RrjCYJj917gj/6mfdzZLH9tuP6XsR7DqCHW7vYvEAFPtYYdJZTxAl5liMEnHroLNe/8k0Axtu7SM9HZhlCSaTyMDYD6WpxRkDQqJN0e7z2s59l++vPkfX6DK9cxxQFo7UxejIhH40JmnWKJMUkKTaJkbnGDwPSa2ts5hkmScHzqC4v8sKf/d8zfOMSCPAbNcZXr3Ph7/4Dtj7/BcLFeaLlJRa+/2PUTp2Yndf2F36bva9/g2B+jtGbF1HVKsnGJnoyxsQxo0uXGLx8jtqZM+XfrYOQTC6cR9VqNB96COn7mDxn57d/k/DIUYISxMFl5umt64hKBVWpYrEUvT3y7i4qDMnWb5LdXsMWObLeQFhD0e86QDLuyTvFIABZbaC7uwhdOBGWVOjxoKTBC+xgTL55C2/xCKozj+7vkt+8hB52sZM+WItUHrI1T3Dv+5GdZfTOLdA5NhmCH7m6LwI8n+LyObwHP4bIE0wao6+8iAiqWLqAgGTsgNTz3J9nYqnyv9YgihSCEOIBev2Cq6m3V5DNBQeEusAa42q2YQWbTdw2kdg0RlgLlSbCakct63x/0SI4wGyUCGY0eIED6ix2fy4XDhbA5lijnPBaW8xgB1qLrn6fTsBYrBBuAaIz8EKEkq7MUILuLFM+sLpwGCln524P/Ps/lR9Y9vsypxS0y2iLMiO0rgZ9EOFLkJRiP3udbmu6r6wwjNICbXHbhJkaW1s7A7WJ1TRKsVZWGG70YkIlGecGX7nsWRuLthB5AilASSj0W8/C7Tk38PytLqbMiIVw+82Ny8yVdAxBvdQLCGBr7Ghot8Zx5YBMu4x+lDrq2peCZuQzVw040anQi3MybdDGkBfGsQsHwrEOlsgTBEoyyQoKbZECMmMJlCBNU3xfkhWW7iRjoR46Bb6FvDDUD1RkAiXZHqVc3hnxzWtd9iYZxzsVHjvaph/njrLem1BoixCOXSgM5T4NO6OE3qQg8hWtUmyXFoZXb/U5MVcjP3Ajv/rmNq/f6nO0XZlpGJ56c5tBWbeOs8IBqYU4NyjhGIg401RDj8hX7AxTdgYJm72EM6sNlBD82nM3ef1Gjz//Q/exN0p4/uIW3WHKvcc6fPzhE/z7r75BuNjAU5ILN/d45coWxxYapFlOoTXPX9zkw/cdoVkNsNbSqIYUWvOLX3qFv/uvvojvK168cAsrFWHgkxcFg1HM86+v8cMfeYCPPHY3AD/3+Wf5za+/xupii3ajwutXbnPxn23yf/svf5xO89sTqX4n8Z4D6CJJmDt1jO3La4y2dtB5PlOp+gg2XnyVuz/xJKOdPbZev0i818OUWYhOXcYjhEAFnkt8jEWFIb0ra3QWOmSDIVhD2GqiAp/hYABCkA1GVBbnsaMRRZ4TLC2S7eyRD0eMrt2geuwIxWjMeGcbYS3C91BhgE4zTKGxRcbeM8+z+KmPM7pyjcHrb3Lyz/wMzXvPotOU7rPPE8zPEa/doBgOUbUqejxGD4dUTx2nGArwPOIba3Se/AjR6grjN9/EJmNqZ87MlOTS9xFCML508Q6Azne3QCp0v0ehCxASk7mMU1YqqGrVAd+gi/B9bJEjKhVEGGGTeD8rlAo8hc0yjBhSeBLSBLwAKT2syaEEajPq4t3zMOm1N0nPfQUQmGQIWiPCGv6RkxQ76+jubxB98IeQjXmKG+fdw7HIwFjkwioiqlF0N7Ev/abDvXEPpEJ2VrDDHUdNG+PSN+OO763AKSoN955kBGEdG9YAi719AbNz09Wks8RR69W2Q5xSHEYeI0zhsmqrsUGESGMHeabYB+apmhrr0Gqqt6p3sN2N2TW0HABy64DcIiBL0L3tErwtKIXwI4QUWC3c4mWWw3Mgcxazf+8/WsUd/2cPfuQOANkHNFECgrWWoszwfCWd6tuUNWNj3/KpA5f5wOuzIxPutsS5dpmwsKQHPrdf07YlkFjSvGCYaZflCoGvJNq4S+tJt3UlxR0Lium5uPWKnZ3oFGymp6wtDhC1e9GTgmrgIaVgL84RJV0vBHgICmsZpY5d8T2BAgZpwWI95MMn5lBScGquyvnNAUluyMv9G6a32y0ypRSk2lILJO1KRD8ZuW0Kdzz1ZpXJepdKKEkKQ1oYjNb4ngQlWayH2DLr3xmn1EOPF2/0aIQ+NV9xfXfCpe0xxlj2xhmLjYitoaOerXXMh7Glul4I2lWfWqBmlG7kK/YmKUJAM9qHjWcu7bB4QDwmRFkGEILdYeLu72xBA0oJkkyztjMm8CS+J6iFHkZbPnD3wqzUUQ0V1zZHfP7FG3zxpZsgIPAEz17Y4tRyg888fhdffWWNQhvOX9/hwVNLnFhq8rVX1rDWaRKurHeZb0Z88P5jdBoVfvVr5/nVp9/A9ySBp+gOYgzQqlbw8wKD4f4zRziyPE8U+vSGE7747BucPDKPKp+fKwstbmzs8vRLl/jDH3+U73W85wC6fXSF1uoitfkOb3z+KwghkJ5Hs1Fh6egK2XBEPBix+vB9FKMxa7c2MNrgCemeBghU4COUQvkKIQU6Sah2WqggINneQ0VuuSojp4Ic31x37Sy31lFZhqpW8CsRotXA5jm2KCiGI9pnThJfvkre7eHVa+VCICDvDxCeQngeNi8IOm10kLDxq5+jcc/dmDSlGAwZX7hAur1N3u8jdqVriwkDbJ4jyj7cYH6e4cvnqJ25C1mNkO/UyyhE2Sq0H0W/6yjS3NG2Ns+waYIMI6TvY7Vm+li144GjVbPUtRNNaVspkUEAwkCRYG2ByRIswp2fALWwgsQigpDg5D2kb74IyQA8H2ENJh4j621sOia7+joqqmDThPjLv4D/4IchPobYvYXwA2RjHlFrOjX1pAfNOacQn/Rg3EMPdhFySiuXHKdSLjOeRfnkMAZM2XaSjRFb17BB5DLaIoUwcsKyLHZAXakh5o5C3Hf0dzpxdew8dYAaVCC32LAJeea2wVt4ViFg0gfPQwSRA4ksQejCZcBWuM8IxQys89QtBAQuo7exWyhI6c7BvnUfcrboRAjElMKePTkPXAeEY+FLIVW5AfddF4JK4LvfgzaMjSWQYrbw8z2J1ILYFG9dCczqd7KsP8OduxU4OthR43Ym5JpS6aakzYUVjLOCJHfCN4OjbY3VBJ5kqR6wlxQUmS5bvlzN3BcOGO8Ml+0LHOhPs21TUuO+EjR8j8VGxIMrDeJc88XLu46CtuArSc2XDFJNVhh8AUJJGqGHEoLbw5RxVtCMfOZrAfcuNbjRT2aXRgmBto6BsMKJ1uaqPv04pxZ6HGtFTLKCvbhgUliWVubZ3R6436eU7PSdkPPs3UcIPEU/zri8O2aUFvhScauf0Ap9lhuRU6rnGV9/9gI3bu8wKSzLRxepdtwCwhhYbldIc8N8PWCxFnK7GzNOCwZxhqdK2t7AI8fbd9RhC31nyQMgChT1yEMXmqxw19lTkmrokeVOr9CpecSZZhhrfCU5u9JgnBaMEkuzGuBJt8j6haeucNdSjXqlFFE24drWkCfuWeK//TOfYG2zzz/87LOcWmkD8MEHjvHqlU0mScJmb8If+/h9/Pj3PUBeFPzq0+dZaNd446plbbNHYRxbs92LkRI69Yjrm32CN244AXFvVH4v7nyGVqOQtY29t36hvifxngPoxtIC93/m+3jx3/867ZVFgkaVPE5pLs4TKEGRpMS9PvFul81z5wmrEUlRlBmWxIsCrLYYXVCbnyMbjakuznP3D32C8cUreNWIfBI7gVSSYqwlbNTRcUylXkN3e3hRyPyjDzK5fNUJb+KE6soSQaNOFoXk4PZXhtEa6Xvo8YS9b3zTrULbbaLlJUyWoaKI5PZtitEQPXY/TJu7Y7YyJ75+Da/Vwe+0yfo9hi+9yOjVF7DGYtOEbGuLxiOPOuq6rAFX7zp9x3UzkzFYi796BLIMk6bkI/fQD46eQne3sEWB1RojnAIXrd0/Rrv+XetU3FKKGejJ+WVsPEKGISJPYNxHtOYJjt6FMBoz2Cup/o4DWplgJ0MnSvJ9bC6hSDGjLtlzn0N4nqvTmgidZ8g8xuSZq1UHEaa/gx3sOUpaWKx0iy380Im5tN7PfKfCj1q7pKopgasE9IlbOEzPD5O7/9cZwg+w4z0HMGHVtWpNt5GM3Z+lcttpzMNwF4oESlU20isXDtoJwiyu9jwF5zuaoqYhyz8bZrmhcZ93KnBTmqZMPyr3Uxdry0ze7m/ROorcXYb9DEiWKG5xwKyUyziUmi5sBFJot/iZviIEQrrvhcKiD+6jPIRACtKiBE4cMFljKQR4FkIlSEoatDAWU7Z6FVYgcHRsVpT1W+nWgRZcC1Vu6JJTDTzSwpDkmlw7EJcSpN5fHhXGut5lbaiGqqRm3XYEFuFJ6r6iHvrcvVBDCkEt8Hhwuc6VvQn1QHFrkJQiNYOUAk+5Gr4SDliwrm1r2o8depIzcxV2xhlbo8xd8/J9tdBjsRZwvFOlF+ccbUWcaEf8i2dvIhNNoMBWAh597DS97R7xcMLxxQathRYyDFkfJGwMEidUCyRnF+tc350wKTS3+jHzoeRXvvA8O8OUIApp+IZrl2/RWUpZPn6ETtUnKwyNikeSuzr+9jh1rWuepFMNaEQeFnj0ROeO58YjJzq8cG2PldZ+q2Mt9GhVfAIpqGUFo9gxO1XfY3uQoqTEAnONkAeOtegOU166tkflVh8lHZA/etcck7TAGLMPzmU0qz6vXNvlYw8e4Z7j87TrEZM0pxr6zDUrfPzRU1zf7PORh47xJz79MHuDmH/2ay/wzJvr1KKA3XFRljAkSVq4n6OQVKMAX0kG44RLN3ZY6tQxxvkBHFR5j+OUU0fm+f2I9xxAAzzx0z9Oc3WRX/5rfwc/DFk5exfzJ48x2tiid+0mYb3Gja8/T5EkyCCgvjhPEHhMtncx2uJFAQv3nKZSq1B0+6g4odjZQyiJqlWZ7OxhjSHZ3iOo1wiaDcJOE2kMSRxDkjK57SjL7MZtrNakWYY0R1yiWbZh6TQDT7m0Is/QtkAo97DLB0OyzS3SvS7pzZvIwCfb2d0X9NjyEWgMNnXUW9HrMXzlHMIavPYcZjKmmIxIb61R9LvU73sQEYY0H/8A4erRO66ZNQbV7mDjCfi+y5zHA0QU4bfahCtHyPu7mHSCjccOCPLM1XSn/c9KIpXY74cGzLCHqjfx5hZdDVVIghNnkX6AHnUBHEU7pWwF2CydAaHVCUJ5SD/ApkPIXc3ZJmPwAvRe6mrcQUhx47w7Jmv2szirXYFNWfArjorOs/KpLRB+BVFpYIdb5YVgH8xKtTdRVAq4nEEJ5cqbeAQYCCKoNB09nowdZyt9qLUdMg2397cppLteynfb0np/saZd37Q79BKgDxqLfCsFqS7ceaqQO4F9Wl+fgrQp4bmk0q0Fu+8sNhU3TevGAqeiDnzvjixif/1l0Nbu09plph6WwiozrZGXrwe+R2HyGbWPAKsEubb4ylHVmTbk2oG6EhbPl4jCIpQgzg3mwPlJ4Xqqp2ekjdvncs1nY6jJZqsEx6MLK5hkBVfL+uv08s5VPFZbUZlxQzPwONaucKRVoeLvsy1HmhU2himT3DBfDdgapWVJwaANSCkYZrrMKO2sfcxay41ezFrftTtWAldLLvVg1HzFSjOa3avFWshcLWShHpBpzSTTVANFVA9p1issVn0iXxEowcWdMSvNiKu7EyqBu2tvbA4dVW3g0s6Yr99Y58bumKASIYXg2EKdRtXn1naX5ftPIJSiEfkcL+vlJ+dqCARrexOMseTGopTk7FKDuxb2667aWE4v1/n6xR3euD2gXfXRFo7OVbl3tcmvvHCTJDfUo4DAE6S5JggUR9sRSkmsdbXtSxtDxokmyw2ekgzinOH5Td5/eh5Z9Wbfq2nkhaFeLnw8Jfnxj97Lv/jcy7RqIdXIoztMqUY+n3n/aYyx/OP/+Cxb3TFL7RpJ5pjDIIrwVEaSFigpqFZ8huOU5bl5ji11ePXyOn/0k4/wmQ8/wK8/9QorCy3CwGNrb0C9GvHko3e/82/xuxzvSYCWUnLfpz9G8ld6vP6rX6CxujSjOhvLi+yev8jg1gY6z5HGEAU+jZUjNFaXGa1v8em/+VfxleTc//jPMEUBSnDjt76CikJO/uFPo3yf0dotwk7TmZBUQ0RR4HVaCCGYbGwyuXQVX0lMUaDCkGCuTbq+ic5ymvecAQSji5fRozHhwhx6NMBr1FFR6IRIxmKl5dLf/n8gI590c5PpQ9UaXVKW7otrhXtKDV552fViLsxjxkPMaIiIImzmALMYDzj6k3+Wyl1nmLzxKqNXXsAkMZXT96DqLYLFZZCKorvrgHR5leTGNYrJCJmlZDeuuP2GEWIqaJqpm50rmziY8SnlMu40RtQayCzG5KnLgsGplIXA6yxhkjEE4awFCikcJlkLusBkY/f/fuCy9VrLCbN837UlARSFA1J7ANxEmXUKgfADMBLqHaeeDqtOuzzpMWvinRZhS5OPWW39LSUB+pvOIcxqrC6Qnu9o7cK1xVBrI5TnWIFSSOZO2rh+n6lADCCoQjpy56aLUiim9mlo5bttGu0A7+A1PgjaOkcovwTFA8cqDubNd1ZmLQasxApmID2tibofk6Aoipl2we1SEHqKYZLd0S9tpypvKan6yqmntSZ1PyHirJgpvKe1aIkTKRkL48zV2r1SnOWye5eZFqUQy+iDLWNiegZgLbkR9JKciqeY5K6Srw+I36y13OzGCCyVQM5e68U5K82Qqq+Yr/o8cXyOXFvWBwl7cYavJCuNkPlqwONH29wexOzFOQvVAAV8+foelFBtjSXDmbPMlZnfxe0xV/bGQMk8SYm1brE3pbq3Rin1QBH6iuOdCqO0oOIrHj/WZnuUsT1KGccZAtgZG+ZqAZNsWjZw9X+hLbXAI9eWJHeWo8bC5k4fI1wL3DgrWNubcLxTJW9WOD1f4S/+wIO0Kj7/wxcuslIP6cc5vidYaUXEWcEkM/yhh1d538nOzNglyTU/+43rXNsZ4/uSSe7u3x9+3xFeur7HrX7M+8/McWl9RHeUsdqpcLsbs9wUtGohUrrv2vlbffpxzkqngjGWUVKQF4bdYcrt7oQszdjup7zvzDyekmSFJk41T96/71L4ofuPUot8fuv5q+z0Y9539zI/8MRpljs1rtzucntnyLGlJnlR8OzrN1xpQ0oqUYjWhoVmhaTQzDerfOSR02zuDQnKhdlP/sAHWGg3+PzXX2Vrb8jj953kxz75OO3G74/D2nsSoKfxyE/8CJVOkzd+4yv01m9R6zQ58b4H2Lt8HU86YZfNCyea2tohbNQJG1VW3/cQX/oLf43+patIz0P6HpXFeXSasfn08/zoZ/8ZtijYeelV3vgn/4rxpat4jbqrKddrRMuLqDjBFAXzH3gfJo7JhyP8dov6whwnf+Yn6Z97lcWPfojOBx4DY3jtr/83WG0waYaQgmhpnmI8ZnL1Kkt/6IeYXLyEDkPMeOyeyUoirKt7gUCGESoKECYj73chS5FRBSkVKI2q1fFbbfKtTYqdTUYvPYNqthFhhckbryCCAOlHWGuonD6LyXOy9ZvUzt6Lv7SKqtfJbl5GdeYxg64DC11gi8K1hokZTruMMAjcf6V0FqCVOjbPkEWKGfZwbzV4CyuouWXEYBc97JY1VlePl6rMNrFl37Lap40LRzfbpEB0lhDWul5sKOuw0onBlCpruJRtVDVkvY1sLqJOPIDZW6e4/krZDy3dvm0JoLiHqZjByR2FVWbA3b3twLnMUqk0HDjbEugtwB1S4vIcMqi2EJEDaOtXwKfMOHH1Rl2UHuE41mDWIkX5X3EAr81MC3AHHltcVj+lyKWcAXbZXDX7P3AL3IMZyzSzvsPWE2aZ8zSEEAhrSQtD4FGaizivb33gc+JAhh54iqTQaOOyeyXAlrVy1y/t6sPT5dEUpKfbmh1jWeeUQJwXTFl7aV2bkidgoF2bU+TvL1A8KTEKdsYZdy/WOdaqsDFMeHljSK4NVV9S9T0uJDknO1WOtircNVfjuDFc3p1wrTvBl5AU7hgFJXNtLS9vDHhoucELt3v4ym1nmOZMMrdsCD3FajNilBTsjjPmqjU+efcCFV/t3z4LyhguXtzi1t6EXBtq1YAH7l7ASkmcuxq4FKDN1F7VZfTTixTUqpi9AYRuQTjJNTd7YyJrmWtWiXNNPfSQwIWtEd1JNvNqF8CRdoXHT3XuMIv5xqUdrm6PWG1XiHM9A/5/9tWrtCse9682EUKw0q6yN0rZHqQ83AhJMs2VzSG1yHPK99hdtblGiKckeWG4uTsmzqBZDTh+vM3Tr9/m6Te2uHulgZSCn/jYGY7O13nx8jab3ZiVToX7T8zzwMlFrmz0ubbZ5/rmkHolYJJmGGt54cI6G7tDlOchpOtzPrbQZq4eAILAGB6/5+jsu/7YPY5hVEry6Q8/wKc//AB/EPGeBmipFHd//4eptZq88M9/DjMec+u5VxBSUJtr4ymF1YakPyDp9olaTT74v/svuPLZ32BwbQ3p+3iVCKs1o5vrRPMd+leuc/Ff/wKji1cwxhDNdegNX3GrMiEQSrL80Q8yPvc6QgrmHntodjzWWpLb68w/+QTLn/44Ok0ZX7nG+Op1VBQQzLu6hijrHcXeDv6RZaRS1M6eJX/ueabph5j+eoRAVqvo0ZCgsYge5+WDXTtHsNJ+VFWreM028c01TH8Hb2FpJpaSc4tkm7cIFpfJe3vE1644ulYIaDbRgy7plTeweYrqzGGGEkzuPq8cCDufb0dTY8vmSuFMS2SlDsmY4PgZorMPU2zfRiiFd+wMZtQnfeVpRFRFKokZ91DtBaQU2FGvzCYdrUxUdRkylIMu9s0E5MIxtM5hMgQM+KEDZ6aUrQDlIZoLWARmbx25eAIRhE6UFlZguFdqEcrHox9CEB3AP72fnUsxo6QBdyxT9zZ1wFDEGkc/TzP5qdhLCPe+5iJSKgovdFn0FHWU50A5rDBtZRNhpTTVKQ6A9Fu+9MK+5YUpoN8Jrm8Le4Acfwcq/eBn8kIzSbK3St7Kz5YGJtpllFoblGDWWuSyVmb6tKwoUEKRG4MUFlsCKgjK7hwqviLXxUz5LLlTbjcVlWljkGX9+q3HBAJ58BjKxYAQEHmSWuDRinwSDVf3RhRaEypJpi25cdnyjX7Mct0ByZtbIzbHGX65ESX3FyxCQKYt631nlDJOC5QohWeRT5IbQk9hLCw3Qo63K0xyTacSzGrWka94dLXF01d2+Mpza8TaEIYedSnIcsOrF7Y5fXqBzDhFvS9dS9o4dS1v2jpFutaGxvwcuxs7ZElKFPoYY9gdZRw7ucqtYc6//OZ1PCm5sTvi1duDsvVKUC8Fb+P0LYtL4MXrXebqIWlhePF6F60t9dDj6s6IHV9xuxtTCzxW2hHHOhVu7o7xhMfplQaBL7m6MaSbFviewFfezAlukjoNhpKCTi2gUQn4zPtOcGVzwE9/6h7uO9oiKwx//5fOsdN3KvHtXkySFUSes5xdbDoDpEro8dOfuJe1jR43dkdo7Uoi9VqVJB9xe2dELfIoioK7j8yRZDlZr+BnfuSJmfXnH3S8ZwFaZxnnP/s5rvz217jx9ReI2k2OvP9hKnNtdJ6TDEY0j64w2dqlFsxTxAkf+kt/hlMf/xBP/ZW/gSkKionz5NZJitGayfom0lre/J//NUc++VFU4JN1B1SWl7Ba41cr1I4fIZrrMA59/MqdHtHFYEi0vISqVJis3WTtX/5bdByXmVZBcnudcHkRUBSjMUhB7W4n5qqeOkly6xbjq1cd8JXtEKISOXGW1lTuOk2+tUGysY7JM4wpsKMRwdIytXvvwyQJfqNOOtjFFgXZ7jpmMkJ4PtnWOvneNtHR49jBLno8QLXmyDduoRot1PwC6a1rTrTWaGB6qXNOsxahPLz5ZXR/z/UAK1djDVaPIz2P6P7Hic7cT37rCpNnf4vpI7LYWafyvu+j+uSPkF1+Bb19AxtGLjsOAmQQYPLUUcIzp6/cZdG5uzd4AfR3sFHdeWynEwdg0yxaiLL1K4So5ny0AVPk6JtvoE486ACp1sZ6Pox7bh9+iDx2n6tP33idKcUMtszicWDolSI0L3AgHFSc69jMUW5Kb4sDQGkcOIeVss2lpEdnNLqYAb5sLjibUmOweYIgxZbWlTOUm+LpLKOW+wuJ6fam9MYMfA9moeIOAC6KAqnUjAKe1qinkRZvf2DP9lS22SgpiHyvrAvv72l2mOVhSylYboRsjzJSrRECQqXISxMQgasz1gKPYVk/9JUg12BKQZyjssveZeWyfyWcFenBqAaSyHegG3nuGLUxxIXloabLjN8sLTu9kkXwBOTGEhcaT7gWJ89YtscZjUDRjfOZsntqcyLLQo8n3XEoJcgyQzD9JghKdzNXr0cIRKmgPxiPHm1y9XYPbZxIKVJi5qZ2cX3AYJjQbFYoynS57rtWrUhKRml5NBZk4HPs/jPs3dpg0huifI+540c5c/cx7l6skRaGL725ze4ko7DuRFx/d0YtUESB4HY3JikMgzhnrhY4tsUKbvdiCm2oh84OtNCW2Lg+7mqguLY9ZmuQslgPqPiKYZzRrPggXRmlXgkZxRk398Y0I59hUpAVhrl6yGIznLED9SigVQuoRj6f/dJFusOUo/M1Xru+y/remOEkI8tz5poRUkoevWuO/jjjl75+hb1xxnCSEfrud7s9SlGex4kjbZ649wjb3TH1isfqfIP7Ti7xwOnVb/n9/v2O9yxAv/y//BLXv/IMXjXEK+u6N77+PHNnTrL75hWklEjP465PfZTu1TXO/OD3c/+P/SBP/9d/m42vPevUe1mGTlNnTOG5Om7ge5hCk/UH1I6sEHaa7D63izCGoieJb63jN+osfuQJZJqT3F53gDaZYArNiT/1x7GF5sa/+VmE5xEdcV8GWanQfepr6EnsFK+tNp3HH5k9OoXn0Xri/aRbW6ALR6kr5TpxioLa3XcRLS8TLi3iLy4xufgmxXCACkNaH/owNnb12saj7ye+/AbJjatgDEK5mrPJUsLVY652rQusNk6s1WxTlOIwIQX51i2XOZeGHfgBqtlxrULVBqpew44G+KsnUJUq3tJRpKdIzj+P3rqBmluZtebowR7Ja88iAw+9dRMR1ZDtJczWGiZxZiBC+oBGNuaQQYjJk32xlgpKBXWO2bjsBldM+45LdgE/RPgR+IEDQeVDnoM16P42YrSHaC9ju+sIz4fWEhQFsjmPXHaLI71wAgbbDnSzZD8FlFMRkEHofHZM+BHU512717SmbTWu0FtS7qKkI71g3z0srIMtOwqMcW1vwz2MVCW2yrcovMu4A6wVYmpUMq3BiwPCsyn3K/bBeYrrrobsNqn1VNUOgdqf5OR6oF0P8rcKJ4lwmWyunaJblts6eMyizNJC32OuBnuTDE+K2aIl0+BL5951MHO2CISwpRrYHbOylsK6xYOn3Pkq4fqU3aE6d7FTnSpX9sbEuUZJ5/F9z2KNj5+eY5Jr0sJ5VCeFIfSk6/PGmako3/05LfTsXPpJ5hy0BM7NDWeA4gmLkFDx3WAOoy1J6b8tcLrFuzquLGKsJSk0pzrN2eUZJgXnN4e8sTHAV5JWJdh3cROu5zpQ7p/FToXdSU7kCfYmOZ6wjDKDtPutbWEUsXrmlLNOBQqtOdapIBC8cqvPOCumOk93/0258LGWa7sTfu65GyS5mX7Z0NqQZRndcYoux2NO0oLQc+Iva50n+kY/YZJpOtWAj96ziNGWb17edeK8Wuj63IuC3iQnKzJnjlINePyuOV662qMXZwjrWrci3zkJvnhlh6V2hVGcc2tnTKsaMJqkpLlBIri5M+bEYp25RsilW12STHNquc0wTumPU3wlUUrRnxTUKgEvX1pnc2/Ekw8e5+b2gK+8dI2/9J9/hJMrnW/5Hf/9ivckQCe9AWtPP0/r5BGS/hAArxKRDoaYQhO1m2y/+ibp9g6Ta2sc//4nOf3JJ/niX/g/cfupZwHwqyEmS9FZ7r6SRhA06lQbNfxalcmtDWqrK/RfexMpFXOPPYQXhhTjMTpOWP74R5h//BF2nn6G0aWrRPefZfFjH6ZybJXx1WsU4wnRqhM66MkEPRwQrq7QfOhBlj79CaonTyB9jxv/+t8Q37xJ3u1T9HsESwsOe6xxdDLQfOhhoqU5TJKgajUqR48RLi4yOv862dYGk0tv0nzkceY/88ME8wtONT2ZoFotl+SV9V2TTDDpBJMkYAr0sI/NnDmBTWPXcpRn2Nx5WgskIqhgk6Ebl6gUolGn+YM/SXDkJJOXv0Z2+WUocicU8xQiqqHqLQBkvUl24wKySJzwzfORjQ6mWofEzWoWlRpq8ThCSsyo6wC5yMH3HZtrDmRzydgdYxggjHWuYFHdtTzFo1I8VfYVe65nWV9/Bf+RT6GqLeygVFvX55GNzgyU5PwRTNx34C9FCbRiv5hqD6SxReqeclOfbhW4v9f5PvVfZk3U2s6+NE/LGq8tB1scqIFPhWpFjvVCdwzAnenWgay4zCpFCUjTB+q0nGGnvdLTunxZDZ4+VMutOHamPL+pOcl04pUSklw49uSdYNoK1zua5MU+FT1lCsrTkcI5fU2nJ1V8RSP0GMT5bL1RC7zSJ9otIgJPYkufallmyPvTtlxtWlswU0HZVJFeHqcU0Kx4PLLaZJAUJUgEPLTSRErJziShnxR45THGmSYRBl9JhIDFWlBOzXJXzQ3zEK52qqfEfLmQsJDkhsJYmpFHO1Rc2Ysx1rLaDPGkQipBL3aiwjNzVSJPcWlnhDZw7nYfa2GxU3UZepajLXiRDxY8IWjWQ07PVznSqnCjN+HNzSFpYYiNIVBOYCeFQef71LsU4AlXrwZnELMzcmI/w76BitOyufu9M0rZGaWcXXLT1ay13OolSAW3ugmjNHfGMNYJ/hqRx84o5eq2s5zxpaDiS164tsfpxRr3Hmmy0q5wbWvEejfm2EKNxjijUfEJlMJXgnPXe0S+JPSka7dC8v/90mX+V99/2rEjxjKM3aI414beOCXLNVv9mLwwvHptl489uEpWaJq1ECEFvueRFXHZNFPQGyecu7TBKE5pVEPq1RDfk1zf6PH3f/Yp/pv/9Wdo1qLZc2B9Z8BXX7rMxs6Ae04s8eQjp2gdtHD7HsR7E6D7w7IvUxK1GvgVNwdaeh69qzcwk5ja0gInPvAIUbNBvLHFF//CX2N0/YbLhqQkH47xa1UwI6yQRO0Wx558P5Or152SWht0mpL1+sgwcOC97Jy58uGI3kuvsvqZj3PkR3/w7Qd4oEaW7uwweu21WdvV6Px5qseP0Hz4QfRoRHTsKP3nn6WYTJCBDybHpAnC8/BqbVZ/4o+z8IlPEl+7wvav/BKirAUPXz2HHg6p33c/frtFsbtF3ttzAxWsITh+knxn23lcC4k31yEfDZBZXPojlm1IAkyeIcuHv/R8p74Gl1HmKagKVOoO8JMxk5e+RjHcI71wDhlUnDo5HmLjlOzWFaKzjzp3t6KAwTbW8xG1BhiL3ttACgnNeWcD2pzDphOKnZsQj5wRipxmhjiwtgZCp6oU0ylUwkCWun7jIHSoU2RTdHBCLus+r9cvIaV016JSR4YRB4dCMNx16ujGvMukp+p1o/frzrak4UvltZ10EdLD+sJl3V5Qfi4HJFSaWFVO5RLC9T8XpYeWLqn0MtOePjHdRKzpQdn9zLmkGx0eu35+OwXwMuOemf1Tir2UKgUx+/n4NDcXOICdWjdOR1VOdx34kqTQb5XNzWI6vMIYl8WaMsud+nmXu2ehtj/JKs5dO5Es684SMfNtliUDoKQg8twkKVMqxi2UQ2oEvppq7CxFKS7zpKBA4uGo8qRwHRCtihMpLdVDOpWATDsldSv0GGeaQAkmuduHtprI92YOWr6S3DVX48L2CGstvoRMO9CcXg8lnU/17iTHWkvkK+6ar5LmzlL0/cfaWOtAvhF5XNwa8aUruwhr2RpnDJOCexbrNBZqnD3a4uLNHhrYyTR5YTh7okOjGtCb5KwPU3ZHKdpaQiVIkWhtCTzwpU9h8tkjx5OCVuThp5q9cTY791w79b6gbLcTIEojF18qxvs9awghWKwHnF9PuGelwfXdMYGSeBLWdsduXyVT4/rDwfcV9dDjwuaI5XrIKC24uD6kU87kltINCRkmxaw3eboIbdYCRnHOb7+8zvreBIVgtDOmUXG92ZvdCSAIfKeCB9gZJly42eXuIx1MkXHu0gbb/QkCZoNd5hoVXl/bY7UdURSajd0hV27tMklzdgcxT718nQ8/eJyf+syjLHeq/IN/9xUAqqHP+WubfPnFy/xXf+pTzDW/d4ru9yRA1xbnnONRlqMCnyMfeJS1rzxDb+0mFAblSZqL80htGK/dZO+1C+gspdpuYbIcVa64ZBhgigK/UuHYJ56kefIYyfUbpNeuI9ptbl+9TrK7h2rUybtdzMKcG2NpDNL/1pe2cvwoMgwohiP6L75IMRwCApsXFI06G7/8K/RffAE96IMEPR5hs4xsbwvp+Uy9mo2A7V/5LPW776Z2z32YzyR0n/4q8fWr5Ls7+K2m84MOAoruHrf/6f9A9fRZ0ptryGoNJJgsAWHItzeR1RoqCpGmwPq+A1GtHc0upGu9mfpfl5Qr1ri2p3iASd15ZMM++cZaKdLCgb2QWJNih330YA+vvYDpbbkarh+4bZb2mXa463qbPR8zGWD2NpyDV1nbJk1m1O2M0tbOYQmt3ftK2pYiRTQ6EFonOhPSsQ+Ja3vBDzG3L8HySVC+M0mZvIE6dr/L1gE7GWCV5+rTekqhTwnXA7VDL3JCtmlmP6WwwdXMp+Iu5Tv3tGSI8Xw34CIv27qkxwwm7ZQcLvPQ6XAP9t/ytrBTkds7/KUAhJvC5ochRVGQ5cXsrw6GsQYl9in8qRALC75SBMpRwbPNwkxcRPmQp3zNl/LAYsDVqNvVYPYw1cbQjzNn+FHu01g7A4WDs46d0Mqj0JbdSerq2wfoZfdWSVVBo+JjDOyMXe+ykm4ilTYW31N0ooB7FuooKehPMpJco4Sz1uzlrjcboOJJKp7HhZ0xrcgn9BTHWxFVX/HszS67I0MoJaK0Ii20JVISDSjA8yTNckylFG4M5fmtEd9/eh4hBDd6E9Z6Me2Ka2XbHGX4UnC7H3N6vsYTD65gA4/Lt/r4SnBioc79J9rsjFJ2JzmDuChFdlD1JIV1/enaOGLfjesUKClZqoecXaqzPYy5uhszSFwNXSmBNM5mVQn3jQs8yXwtIMnNjJ6fhrbOMvRjZxbo1AIubQ1Jc42vFEmuCaRwP0MhkDjKvlXxSXLN2u6ERuCR5obNfuyy5ETTqgU0qx6T2OlHltoRi42Qc9e6BJ5koHN2Bs7GVEqISxe3/jilUw/xlbMXnbIz/UnOn/rMA/xf/vk2cabxSl1FYVzvc7seMRgl7A1izh6b4/KtXTwlGE7czO9mLeDVKxv8i18vQBd0GhHNuuslbzeq3Nzq8oVnLvDHP/PYO/wQvzvxngRorxKxcO8ZXv43v4iUgtrKIkUc01haxBeW2lwHncTc/OJT1FeX0VmKTjOSbh/leWT9ARiLNYbKXAcV+Ehr6L9yHjscUlldJtvpYnWBF/oE1QqTqzcwSUb7kQfIe32O/fgPv+Ox6UlM1u2y8od/hKv/6H8m295xLlsCvHaTfHvTKXitwaQxxbCP9D1M6RNuKduNjKYYDTFpyrV/8Pe457/92zQffR/R0WNc+b//9XKR4ZTg+c6mG/mrfLxmi/DEacbnnsUajddoupaoosCmMdqXSAQyrCAqVWdcYgpUZx7b3eKOR3kJiDaZYINy5rIQblvxGDwP4yvnm13WQ4XNKdavuWxVZ3hLJzDDPWcbOq1zCunqqJ6H2b4F4DynlYSwsl+DtiU0eEH5Z+ssN8sxlg64taPh/RAx6u2DpDGl0XPiMlVbjgoNImyWYLrrqJVyhqxUzlVsVtctz92U+5SlSMz3QXoIU2CjFky67pj90GW/UjGbvywkVucuy1dyn3KeKbRFeVzaZe/TGre17A/dOADWZZHXlVvL45xR2e7cROkkJpWHKQVYM4OSA99RC07xavTs9UmS4hYjTtxTDX1ya2Z2mRaXBanSFnKagVNm4K5tx/2/J+Udc3/Tcnb0QSGao9hdej8FNndqbmVSCyT9WGJESXmX/bmFdmDjKeXagiQsNyJ2xxkai7ISXzkTkVbFQ1socs3VvZhJrl3GrZ3vd6AkcWHIjWWYFRTG8OrGgMVaiEXQqfh88vQCX1/b4/bAzZDGQj1UNCMHRpm2RL5gc5SyNUrJCuuEY2UtOFCCN7dGJIUh04Z2JSDyXJ071YY416x1E1qtCmcjn7mqKwlc24vJCjcWM/QlonAq8nFuqAeKtBDEhVO1h54kUJJWxWehHnCzF5Nrw4fvmqMT+VzcGlKUz7udUU6u3XSwZuTz4NEW17bHB0k/rLXsjXOaocfrGwN6E9dN4fmKxVZEb5y5saWpJgoEUaAotGUQ56SZ4eP3LnDh9pBMG5JsqpeAuNB0J5ITcxWS1LDZTxjGOYV2fdGFcSr1YZwTeJK/+dOPcXm9zz/47Lmy4iS4u1Hh6EIVgeChUwvc3h1Rr1a45/gCF27sAALfV2SFYXcQU40ClpoBgVIoKemNEgptmGtWqUYBg3GK7ym+eu4yy3N14jSnXgm59+Qi880a5y7eOgTo321c+vUvsn3udRbvv5vh7U26l9cwccIDf/SH6F+4Qtztk/eGTnRTPujDZtP1K4/Gru5WFIgUvCDgI3/zrxG26qz93C/RWl3E5jmD1y7gNevoOCHZ3sUCo8tX8epVlj/9ceYef+SOY7LWsvOlr7Dzpa+SDwbOunMwBCwiDIgWFyn6XWQQotOUYjxB2BzheZjc1cumNVSryy5WrbFkZNvbbP/Gr3LkT/w0e1/6HHrYB2vR5QQvKyxGCPzOAiiFV6u7Oc7aYDJnHOLNO3peCKjcfV9pp2kRUYVs7TJ+o0XW3Z6ejcv0pg5Y0+KlPkD5lvToLDM0BoRBeAGytYCMKgSnP4C+dRHZmkPfvuLqrO5JT3D/B7GjLqJIEfU2quMsQ+1wF3swKw2rjtYustIkxLrXvXKxoAJMf2vfk7swgHHHX85/RoAd7kJntRRulU5l06h3nDHJ1CFN50zBUQjjXMOU5xYHeQqLp5DVJjaPS7U5CJO7TFkdcF5jupkS4rzAXUPPc39fDtaYqrsFYp+6noV4C+19oJBMCdJMmQ7pxoAai84dnX7Qc3u6mdn4wXJbs2RduO+dsa49yhmC6FKFLjDGkmi3wFDCHFBwC3edcOroKPDu6Km1UyHXO7ACkScZpsWM4lbSZaPjrKAeKoYppRDMIkv1+PQS9OO8VJMrmhWfxWowG/1ogZu9hLVu7J4BQlDxnHpcSQGFICnc+Ua+QgpBmhdc2YvZneTUAo+b/QlHmxU+cqLDU9e7aGOpBQpfOnCsBR5VYG1vTC9x7U++dMK1JDecu93D4hYo09MeppqFms/eJCPJDVf3JgySvJw3rWYlgcJkaGtR1k3Aygo7c1krjC0HfGiOtCokmRPE7U1ybvRid/8tVPoJD602OdKuEOeGtGz/cqUGwdmFGsbCycUaVc9jfZAgrGV37I5tZ5TRnWSstCIakSvXXB2MWG5FPHCkyRde3XRjM8tWsL1RxmIz5Ph8jdvdxCnqc43GgasBstzSjzX1UDGY5BS5ZnfkftetakA9cr+NzX5Kd5zzox88xRtrXTZ7Ezr1kChwBjk3tkd8+L5lXr26RS3yefTuFbZ7Y3rjlFD6eMriKY+wovgTn36QX/jtVxgnGaNJSr0SsNjed0wbTxL2BhPmmhHNWkSWFzx3/gb3nlziwdP7hinfi3jPAXQ2nnDxV36L5okjKN9n8Z7TjDe2Wfvy15nsdOnce4bJV59BT1yttYhTVCXEr0Roa8iyHC9w7SH15UXqzRoX/+E/pXXPaQavvcnihx4n3uuVwx8EqhIRdFrMf/BxktsbnP7TP8XCRz7wtuPqv3iOrc9/AdVskF7YQAaB85L2HWWrJ2NMljmhFaAqIXqYIsJwNnMZOQUFMat1Ct/H5BnDV15C/5H/jMEzT+O12hSDvhu+gcVOxiAEwcIiZjJh9Mrz7uGr3DnIIMBrtDDxBIshv3l1RqPLMKL++JOIMKLYXnc2n1Kx/2gvqWmEc0Cz5Yxkax0oT2013YEjGrVS6GTxj55Gr1/GbNxA1FvuQV9kqHoHO+oSPvZJspe/iKg2Xfbnh4ioiunvlE5ik9I9y8NO92G1k6D6FSfCMhrS4YFnf5mdmsK5iqly/GSWYO3U3DlHVOqzeyfq826edDJiZtUJ++KwqMlslKWUzlhESmgvu+lXWeyOa7ogcB+eqrGYAfS0Po4r0to8hezA9WP/0k6/C/sAf+ANB/PhacEXkF6A0c4UZLaAmoWdZbzTtiUhXC3ajWIsZWelUEwbU9qZ2xm9bUoaXFqL7/tIoUlzjRUWJRWBJ6kcABlwSt9RVpAUmqzQBJ4iUBJtbTmv2IGpNu64Vtshzcgj0wZfKRZrikFaOCctIShwoymTQs88vZNcUwk8BmlOYQyT3FBoQ1I461BtoOI5z/HQl6WlqKOH64Ez8JhkBZPcooSbXqWNZb7qc2uQsFAL+NDxDq9vDRmlBamAZujzwFKD7VHCqxsDcuNsLK21pZ+4JSkHTbQin+4kR5fvGaWFa1kyhlFq3XEaS7uy/7ieTaGylnrgasSzdbK1s9r2fct1+nHBmfkaX7iwTT/Jya0h8hW3+jH/41eusFBz7U2elCy1K6VnuuHYXI3TCzWeONmhEfnc2Jvw0o0e37i8y6n5GsOkoFJoNgcpaWGIPMVKq0qaFzQrAd9//yLnrvfYHaX4nuST968wSjIGcc4oyV3rWKhIy2HdTmPgBHeVMHQZ7ThlnBZEpVjs+vaYZsWnWfG4sTtBCMHPfPpe/t+/+io7g2R2fT547zIP3zXPrZ0BWaGZb9bwPQ9sgrbu/lcrVc4enScII/7Gn/0B/t7/8lWGk5ThJEVKQZa77+PNrT5z7Rp5Odc6DDwKY3jj2hZ/6ac+zvcy3nMAHe92wVqUv2+wHrWbSN9jsr3D/NlTHPnoB1j79S+QT2Lqq8vMP3CW4bUbbD7zIlI4trC2vIBKY7KtCSwuUDm6yvDSVbaefpb2g/eU053AJClBu0nYaWEmMY1739mjdfdrX8fvdEjWb4MQyDAk6HRIt7ZQUZVsd89lu1rjt5tER44wen0PxqVwSJSUqnfwwWzdw1sp9CQmuXENm6XoxM0WNuMYcNucTp8afvNLbrxm2fpjPQ9bFK7OncaoZpPqw49jRkN0PMGMh+hhn/b7niQ6fT+DL3wWPeiiB113GMpDoJnJY6YgBwgpyoEKZT0yiFDNDiYZY/MqslLHO34Pputax4TykAtHkc057HiAnQyRrSX0zQvufP3QtWLVWngPfJTs3BdgPD7QejQFN4motVzteedGeVzs09PTOvB0YEUeYwuB6G4wE121ltz9jYfY/pajrcvsGhW4tqqpOYkfIsqs3uapWxRQ1ujDGiKsuVap8YApEO8Tw6X/uFdxIF8yDRTatWsVpc+2Q+Uy25Ps/3TfqdZcLuBm3xvjsnecfzaw34Zlpxdn+lEHxHIq6npLWMtsrrHLst0hHIR6Y23p4MRsHRIpQSP00da15IB7IA+Twk3KUpK0bEWa9vVm2l2rUjKHBm70JhwrM7ZRWqCkpF0J0Ma5hGktSISjpac1c2udgGuYFkwyJ25LZ6prZxSrLQhjqXiKuWbA3jhjL8nR1rWKJYXLQsv5FmTasDPJaUUe/STnaKvCB461ScpsOPQkxrrBEe3IeYM7x7T9a2VxPdZZ4by2x7mhLgRbo4xASR443iA3hovbE0ZJzjDRzNcUFpepx7nrh68GHvVQ0ysZCyUk9dDjnsU641Rzaq7K9jijGSkGSc5CLaAwsFEO/OhO3AQtT7j78Ymzi5ycqzDONBK4ujtmrhZyfK7Kb7y2wZFOhdBzVqlH56qMyza4x0608ZVgbWfCVgmWDxxt4SnJz3z0FEc7Ff7uL59no5dgrUUbS164Gvl0tvY01nYmLDZDqoEz7EkLXQ4lkewMUx49NUc19Li4PiDJNH/uDz3Edj8mTnOOzNc5seicHT9w7yq//eIa3VGC73ucPjLP3jCm04j42EPHMdbw3Jvr9EcJGR6DeEJvmDCKM6qhzz0nFnju9TU+9uhd9AYTbmyWzz0EKwtNHj1750yD73a85wA6bDacoEVrZJk5qDCgtrRA1hvSu3QVr1alfvI4Is9ZevQBdJxQW10iqFYIw4DmsRXIctL1TSyWYujMCzqPPsjmF54iG4yRYUCyvYv0PRr33U28douF7/sw4XznHY9Lj8bISoSeTGZe1F6jQdHrga+Q46n/tEX5ivTWDQTGUdGecm0zJcU4ffgK5bme3SgiXFyk/8xT5cQps+8drRRSeQhfEV867xJez5tlyExGmCDE7G4hfY+oc5fbrqewwy5gSa++SV8XRGfuY+7H/xTptQuMn38K1WigWnMkl17FToal+rgM4UZMuqe3LTM2gxnsYazBCypl9h7hzS0h6u07rpfL/AfY4Z5rAUvLMY+TIerBjyEqNffnImMmGJsuWoSCxC04hM7vrBtPqWNrXPuV9ZgZe2QxNqoh/AizfhG7s+ZA0w/dIIoiRxT5PvhJ6UB+SgWXCuWZMGx6LtY6lbkuYOL8wh0olwYkohS/CekWALbMbot8v57slGflteVAtn3wmpV1ayH3FySzLNlNGpu+JkrF8UwEfueGnPzN2JlttynPzRhDpveV3dP3l0sHhLXkb7UYs+4B252kB+dwEZdvrASKUHr4nqNCtXWgNROmTU+5/OfWIOGuuSrz9ZC9ccb0SGqBR3fiFgZTo5JACWq+P7MaNeX9mGLBdC2jrcv8U21oAKEvaZZ+6IWxaOPo/MI4yYC1paWp2rdFFcJR7Dd6Ey7tTkgLQ+iJ2ThLi/PNn0oXppNaY20JJLQrPp3IB1JOdqqEniS0ksVaQK4N/SRnlOUIIZir+gQKenHBONPMVQJakcfOOGOhFrBcj0oiRvDE8TY/98ItLmy7sk1SaOJcY8xU1AeNwCPRbgjICzd7XNkdcWMvZpAURL7k1FyV450q28OUlZYTSrWqPsPYLbD6SU63rEX/yKNHePRYm5vdCYGSnF6skxSaf/fNNUZZwfXuhJvdGK0t2rohJqGa9mdbfOUEak+cnuebF7ZYbIaMU40uDHOtACEE3XHKMxe3eer8ZrnEsnz64VV+4NFVdgYpm72EpVbEUrvKn//RR/n//MYrDOOCSVYw16yyMt9gd5gwGKU8d+E23zh/m9BTJEbRbrd54HgT31McX2rRqPh4SnJiucO9J5dJs4I0L1hZaLzjIva7Ge85gI7aTY5/9ANc+dyXCWoVpKfYfuUN4p0uqw/dQ7q5Q3DiKB/7m3+V67/461z7td/GWuMcryqho+akRGtdqldBhSE6ywg6bVoP3ku0OAeryxTDIVJKorkOix9/koWPfehbHlf9/nvpv3gOr9WiGAwgCDBpSrC0iO7topUkXF4CbdDjMcYWCD9AKYUoPXTJkrL1xTidkXKtUGQTag8+RH7jMqrVgtGIop86z+WiQFZr+I26q3EriQhDpFfDZKlTROcZslLFX1yi6G4zHg2QwiCjKtLz3RyJRpv4wmsER05Sf//HkFFEfP4liu2bqCjCYDCjgatzer47vgMtQgicy5h2FqFmsIfu7aJaCxQWR4+XVK4tSqvSwa6zEV06gTSm9P/W2ME2+bhbtjn5LsOcUcbl4z+LQUhs2bcsBE72rjwHlFrPXMCsChFhrcxgNSJPsUWGLRJnlCIFaIGQvms/EdJNqoqHMxW51QWYHOrzboFThknGMN6bUcG20nSAX2ROTV6avoCBoI7Vmes5NwcBWQLSUfDTuvIdM61LgJXlgmgKZXaaSbv/mjwrB28cyKDLEOVWypKxs8UUb/fbLsxbwHl6nuXmvlXzVVGKzkJPIct7JDBoazBWoYSjbf2y17kw77SV8lwt7IxSTszVqQferG48zgo2h9PZzgrPusy4KEVrc1WfblygDwzcKPVJgCUtINXOyUqWLl+D1JmXmBLUFfvrImsso6yYUc9xXvD09S63+jEC8JQgLSSFMbOBHtPpW4bpOsql5IWxs/nER5rRARW84Fg7ohYq1noxjcC1hx1tRjxypEmuDS+vDxmnBcc6Fc4u1tkcJGyPUhZqTrF9bXdCv5x4B4K8MGSFKW+/Y3OmDnDXdiesNCOywjEHC/WASaopjGVjkFBYyzAuaFV9Ti/W+dIbW4yzgkBJLmwMiXzFUiNkofzH3XvDv/nKNXqTjFOLNeKsoD/OSDINZQkizjTV0OP4XJXAk9QjNRN+HZmrstFLGE1yp8BXYqaPaFV8Nw5VCX752Rt89fVN0lJx3qmH/NT3neKla10y67G61OaNtT0mWUpSiupubHZp1XyW2lWEEDSMYXeQMD/X4U988gG+ef4Wk0zz6sWbaGNo1yMKY4jTnB/72IPf4hv63Yv3HEBba4mqEbrbZfPcq0y2d7Fa0zq2Srazx/xjD1KMJ+w88xL59i53/9gPYo3BCwNu//ZT5IMh+XiCzV0mGi4toHxnsG6NweQF0XwHm8S0z55i/iMfpPHAvb/jSqr58INsf+G3Sbe3iXe72O09/EaNMPScTefRo/jtFgDZ7g42y/CaDZccqnIl391F1uuY/q5jB5R7IEvfI774Ol4lonLmXsavvuRq20JgTDlrejJyLVNR5EClMK52KySy0aJ2/8OYYXdWZ0ZKbJo4j2zfJ7v+JjqJ6f76z9F48tOEp+9ncu7rmPEIEYSuLcoPSiGRdZSv4+xLx7ISuP3A7T8ZMnnqFwnueRxx9G70tdcciOUJNhk54djaa9BcRIW1Mlt1GavpbWOw5fyHEuBmDLdwtp5F+pb6rtgHcqmg2oLOinNAG+wilMSaHKH1PthNZytrDdJzYC/KP2NcfzcBIhk44G8uIRoL+9/FPMEOd5yyu6w/kk4cANbnZuYh09DJyNlQCQlC7yPUzB98+h07+P/TN6n9a7B/BAfq3C58zyPP85LZ3k8jp7Aq2DcpMcaW06DsbPBFVtzZlvW2zPstgH4n9e0+ODUYURKKwg3TkMr1waaFq6W+ZTOzfU5fzspefCccc9exG+fUAllOxSrr5RgmueZ4O2Su6rM5zOjGb7cqtWW1qBFIxrlB4vp2WxUn2NocZoQScgu53j+4uq9KkxfLN9Z63O4nTrwlZDnu0g3qCJXE8x3NLnFrQYmjzAvrFOOeEMzVfM7O1/jG9R6BkijpMvBMWz5xZoEnjnfectyW0Pe4vDMm04ZJWvDQams2dQrghZs9VpsRaaE5vzkqb7tTyWvrJrFK4XzT41xzcq7C6+sDIt/R9KEv2RlnPHa0RZIb4qxgmOSM0oLAkwSez2q7wnIzohoqvnB+iyPtCpGvqIUeN/Ym7AxTVtoVtDFsDVPuWqqzM0gIPcU4LhiUjmxSCeaaIXmuiQJV1u3h6FyFbqC472jLtWf1Jpy/0Sc3Lonq1AO29mJaNZ8P37OIEILBJONv/fzL+NJwernJTm/MXD1iGGf0JzkL9QCtNZFfmT2/lZTUKz6/+fxVdvtj6lWXsfuVKhvl+M3jy21+9KMPcM+Jxbd/Sb/L8Z4D6L03LnH9819m9YnH0HGMmUxcxpbnWCnYfv5lVp58nOu/8nkW7rsbL9ynI9sP3sPmU8+w+MH3QZrRf+V14tsb+EdWSDZ36L96HjsckF27ggwC/EaN3iuvceSP/DDLP/DJb3lM8e3b3P65n8dr1Nl58xrx1gALeBNDVPNoHXH+3NOQQUA+HiODgHBpkXRzAxVFaN+HJEZVqvidTlnClKiogs0LtI2pLK9Sf+ARxudfppiMUWGE12pjkhiTxM7P2Q+whcaaDITFX1zGq9XI9jYQYYRNYkeBa4MdDZDNFkQVpB8iqzXiN14EqfAaLWS9SbGz7o671sBMBg7ARFmfLWuZQiqXIVvtXLqU50bzXXwRoTNsnjgVtzHIpWOoheOY7TVsfxOtFDKqYYsUs3PLUdvToRzKZ9pKVCKEwzKpXK145jQ2SwlBeBBGSKxrYSrHYu73EJcxHXChC5f1gutzNgYR1gE3k9op2jXEA2xUB+VhJ33sqFu6j3nOYlQqt3AYjjFZjAhriFpnxhyQJa6n3AOblk5is2y4/JOgVKBPqfUpWIgDNP9bwuLup7XoIsfz3KQtrfU+hSwE+4Kv0jFMCRSuJzoM3O8kzot91vxAVQHcw00ZPRuMcfDopn+Os32bzGkmXhhnPTmdIW0OAPQ75eOOW7DsjlOakY8QME4dfRmVQrSkMDOTFd9TzNcCpBA8sNLk3K0u3WT/e2HFdGCpICs1hrkuiLMCT8lZW1SuHdha4RiZUAnSsqjcjXM2h6kbnWnEbKJVrsv2fk9ypBGyM85d/3gp6go9SS1QHG1VykWL5ESnyiQ3vL4xoJ8UdOOMWuBxdXeMEoJHjuwD8GsbQ5672SWQzpt/rTvh+N6ET55dnLWm9eKM3XHGIClmDmzTqyvKP++VpYFjbTcDe5JrxqmelQ+mQzyUdPOs39wYs95LAMOp+ZorPfRi6qHH7V7MziilEijuX21yolO5g7FwiyFBJfSIfEluDMnI3futoVPZDyYZgSc5vVzn6Te3XR+7gGZ3wumlOq/fTJmvR9QDpx7f2IvZGyaszO2DbbMacHNni1NLFRDO0GRlvsayrTKc5Nx/co6r67v0ximL7X2zkSQt2B3E3NweUYk8ji81uf/EIhvdMX/xJz/MmaPvXMb8XsR7DqA3nnkRr1IhGwwwqaNTpe9RJBn5YEQxHLF37nVI0rdlMNXVZWrHjzC+cJlsYxMLBM0G+dYWW7+5gfQUfui7uc2VCno8QU9iNj//JeY++H781r6Xrk6duEuFIduf/02EUgy3+hS5pnJkGQpNuLLCeO0G2q9BPHY1QmNLPwqBDHxHQwtBurmOzXJU4DL5YtBH+gGyUqFy6i5sliEDj3x3G9Xu4DXb6GEX4SnMqOeobiWd65LA1cGNcJR3Mia55KZveZ0F9KDnplAFISaZOHUyABavs4DwPJJLryCVQip/1l5k86lTV1nT1doNvYhChBcilUA05xwYTIYO0HTuQKFSm81SNr1tTLXp2psmQ+zmNXSlBuO+O4xKE1EkJTWc39kHjSgXCLJUix/MOq0Dt0oVgcT2t6C5UBYCS+MSKUsjYoU4ON+5pNOFFYil0xD33P6KDKR2WTtAbwM7HTWpM2ZoM52fPV1QSA+bufGYojF/55dYle5nZYuWe5MDYCEk1guwGLRQaOHujcSgMO+Az/ZAHbsUiVmnfHe93KZ83d6xq9mny2sqcM5YUghM2Z98MGOfAbqRM5HXO1HUBtcaJMp2KCVcnXhU9sPeqVtz9+xg/XkakXKjFgdxztS+xVoYpZrQk7QjrwR/NyN5ClYVX7HSiOin45JuFuX1cxCdaOOU49ZiBM4a2HMgbZUkkG4h4klBYZwYbWucMogLxxxNzXJKetaUvzdfSka5YbEesDvO6CcFgYRW2dvsScE4MxypObOS+5cbVDzJV6/ucc9inYrvnN8ubI/oxTmNyMeT8MLNPvPVYAbYtUBxoxdzu59wrF3BWMsgKRgkBX6pko5z43rCy4WHLa/yf/bIKqFSfPnSDr1JTlpOIpNCkuaai9tuJnulHvLQsRbaWm52x7x8q48nXR+8MW7R8aG7QiJf8cb6kJ1hgjGWvZFTZEsJvUlGf+IsRgfjrPQvh0GcE+eayFO8uTFkFBckhStbSCG4tDVmkhk3JvRAGSD0nPK8Xb1T/2GsxRhRSlDKcoK27A5jzl3dwSAYjDM29sYsd2rkhebm9hBfuVnm25tjzl3aoFkLCX3FF56/wpmj73+Hb/b3Jt5zAG0KjZACkxcgIGjUyQZDivGYtFQYD6/fpDbXpn/1Op1KiCg0qlohH45pP3AvsttFnjwKxjJ8/U3k0jyji5chycgnY0ySoqKQYHGBZH2ToNMm2djEbzXJe302f/1zDN94E4D6ffcyvnQZb3GRvXOvuVbceOye7eMRtbvvZnhzk9ZcQLKz7QBaF4QLHbKdTfcjn4zAGlQYMlX0Wq2xnht2oSpVijxn8cd+kvEbrzF+9QW0NcggQPjOkUvVGuh4BHmOrFTx6k2ELRzLUOQoFVIMB9jhEIzFn19ydeUiR+YFVmb4R08iowrT6VvByfsYP/9lzDTjFgKBdOAfRFDOe5ZCOOrbOJtFG4+w6RgZhGVdlbJmXD7t0wl6bx3ZXiwBs3De3MaUKmoJxmN/SnAZ0t+39Sw9q6d6acCBdrXhADCsgNXY/rZ7NE9bj4wox32WoiepSiDTiHoHMXcMEUSYzW1cBuLeS55A1IBkjK22XT0aCdK4bU8FdEVagrRwx5tNsLrlADOouFYu6bmWKFk6jEFZW3eKfSEVuayUimwHwAaFReLZ4u0gPaX+y5KDQTkl/0E704O/IWNmWbTFWWROwUZJR9U79nY/zZXSPUCjQFEkbtzhWw+hfJy64RmlhWfkqZm3te85mhveom+74/POLcsvBaD90lykHvrOEaycLiVLxbUUgvna/kM7yQvWB6mrU5c7ckKlknrH1YcNlO3ygsyUxiL7KwfSwpBoZwTyysbQqc+Nq+JPs1KJU2kbC63IQwkYJJoTnSqdis/1Xsyk0CQDp1CerwScnt/vv73andCKPCr+1NENunHGWi/mVKfKMCm4NUioh4qq9Mrr5gaAbAwcQG8OU+qhYpS6a5tp5w8uyqxeCkGuNXPVgA+fmqPqK/7t82uuhISj1wWaTAv2xulsNObV9QHDpGCSmtmCSmpHxRtrePZal8hXLDdDzt+O2Rmm3NyduAqUkiS5Ji37s8tbzlSTqIQg18ZR3gJOLdbYHWXlYseytjehU/EZp8Xs+5IbCH1FvbLfvbM9iOmNc57pbbK2PST0Pa5tDRnF2cyGtt2okQYpO4PEtQRiadZCmhVV1spTQt8jTh2b8oWXrvF9j57k/pP7pazvZbznAHrliUfZ+OYLqCgk6w0QnqJIEkfXAjpO8PKcNM9Ibtxm8Pw5gmYDVYmIVpapL3bonXsd6XvkvT5IgVerYdIMGfhIz9lfIiXZ9jb+3BxY696T56z9y39N1u05wRcwevMC46vX8UdjTJ6hGjWkcNuwunAZrechPY9gYQGbOhN6E0/w2m10v+fGOTbq6OEAEYWz6Ueq1cTmGZMrF5n/1A8SLh9hdO5ZbDxC5rFTgPs+fsdlaDaNscpQOXkWIa3LlP3AWWqmMXriPG39xRWsLjBpiqq2CFaP4i2uzsRPNpmgWnMEpx9g/OyX3GtGI4QDZ+F5zht59TSqNU/0wAdI33gOfeNNNz6yyBH1DuRx2Y9d9iIfeAASDxzI6sL9vSktPK11gy+CCCECl6UKUbZMKQfg5SSomZHKlEL2gjILNuW5lD7Y0kOoMiukpLlVOdKy2oDaPKKzgozqjmbfvDzrZ7bSd2IzoyErzU2kcubM0nOA/NZc0hjIE0RYdY/B6djEsIrRuRueQZmchvuljymgmrJLQUjpmADrwL+s/u+3vLkPsW9NWlLlU/dQMXvpbWGtywZ9JVHl9ZNSOC2b55HrO1uGjAGrXC018BRZoe+gqZ2quqzKCAiUmwGdas00IT9YvxaiVHtbB7TucN0bc+3EWYGUM0AFZ4LSjLxZn3KnGtCqBgQHXMtu9Z3QabawEk4Qp2Gm/pbsi97ywiIlzFV9BklBLfQIlWR7nFPxZNlWZWd0tz1wPad18iONgE41RAgxm5hVGDjeqtBLCsdM4FTcjXD/kTzJ9MxuFKAX58SZJlCujUpJwa1BzK1+wt0LtRkbYKwlChyoZ4Uh8jweWg3ZHCTsjN1gFk+V9XshCDyfpNAM04LNYYoAjrerpQ+5G+BSGLvvYrYzpuIrtofJfheApQR11yGY5K517PLWmL1xSifyWG5FDpgLQ6fqs2usm7ldsidSCDfD2jhWZZDkzFcDkkJjjCXwpHOds5ZenNGMfOoV9+w4sVijVfG4vTshzTTDOOdrb2ziSeeMuLY9JM0NHgatLbXId9cm9PmRD5/k9k6fOC04s9JEG8NrVze5ttHD95zDWJrmBJ7i+GKTzz17+RCgf68x/9C91JYXufLLn8fkOXmvj0kz/CjETGKUNVAY8kEKFqrHVtyP1FOMX36VotUkGwwdBVeCssnz/Ye9EM5lTEqKOCbwFNWTx4mOrjK6cJF0Z5fKkdWShh5gixw9mZC+9ipBNaJIc0QYYIsCf2Ge8fU15u+/i/knH0ePhoxef9UJwnSOTROQAptn6PHIDVRIy0Qz8NCTMUJ5RCdO0vm+TzF6+Vn6T/0WIgicXajnYZIJ2dY6XmfePas9HzyF7u+iJy5bjk6ddRO1xhNsMsEMukxHE8qwgk5j9IVX3HPeD5CNDrUPfAJhDP6RE8gwpNi+WWZqZS9v7sxIBJr05S+7c6k1EaMeVqqZghRZAkoJMk7UJF224pwwmPlaz3p+tKsjm7LFaloDnmaqVu+DOmLfm7tUvBPWShDXZf23RK2ZUkq60Y/GwPJpRLWFmPQx3duQjpxbmCzV46aAXGNVgMhSNz1rakYynR/9tnAAbX330J66rwkhkNUWmMIJ+sps1cTDO5ThlgM2o2JW3XuHXU2FhHcSxGZaCvgW4AyOxg0D/47X/CnwYkvgtjM1sKccWCa5Jiop5SLbF5TZA//FTidBlTViJSkOKJwPxizJP0CpT19LtC5pclc/H2U5k8wtxJXVxIWhI5jNKZZS0Eucu1hdOUrZlPS/wM7oXl858dQ0g/eVoBF6ZIUD4FzbcojHvrtZnBflYJD9qIaKTsWnGXkkhctcPQnrwwQlJEW5IOlUA9qRxzAtytYsd4JHmhFX9iY0pXR91+OspHPdRK1a4IRsw9KTOvScD7aUbqwmwELdCTc9KTkxV2N3nHG9O5ntu1puY2+S8cuvrrM9yiisG14y9QYH2JukFBYu744ZJ4VjO/J9tkOIcjCKca5w01GehdYU2gH8fN2VgayFG+WAjcCTeEqQl+Yt1riFWmotjcjDWEGauhGik6wgztzCUFvL9jCjO8pYaIbc3JvQqfnMNSNeu9Hl+rYrWXmeQIqAuWrAVndCoxJQ9QSVUBH4ziRlnGruO7FEmmseOdnm6ddu8vg9R7i+2ScvNIVwTMkT967SrkdsdQ+4DH6P4z0H0DpOKHp9Tn7iI6SjETrN6F24zOTWBp7vIY1Geh46TrBYsm4P3/fQO7t4ng++h7AWk+QOnIsCr3SIkp7nHhDGUIzHCCHovP8xTv7pP4kQohx6ASZNGb72Gun2NtnODrbQToxVGLKxIc1ygkaDItMEzRqtk25Gsp64bYpSnW21dn3NhcEKV98VugDPUaDRyip6PEKFEUJKek9/CSElqlJzGfA4dL22usCrNxALS+jdbfRo4EDYGLz2HPnuFkV319WDo8jR2Gniyrl7m2hZoBoNN59ZeUjPR4UVZKWKlArbaCH2bpeZoCgTE0uxfgVRHEFYB5QCsEEA8RhRayM6i9j1Ky5LLoEZieuf9gMHkunIZcWFK1nMwLrIyskI0r23yCCqu8xo3HUmH5509V6mQG8QUTkyLx647H06ZWpap7XWHU88dAYk3Q3YvOqGZQTRgfcVru5sSpCWZX0Z4Y7ZlscK+9T9weKuLpworLVc3uuSrpcKoXznaw7YLOGtsDXNkO07bF9Y64Z8lGWQOyFYzP5tpbyDQn5rvNO8ZykEtTAgzd1wBlOua6Rw/tW2rIGb6XjDA589wIY7ZbidPtQlnqeIBM5aU1p3SWcfxAnjYKZonlKfU3G7koJhVjDJzMw4RSLoxTlZ4b57hbbERcEwLTDG0buRJzDWLRtyLWgGgn5myItpZ+3+gmJzmLJYDznZqbI9Tkm1y+j6cT6jWb3SahSgEUriwlHJt4cpae5EcHnpJx0oQSPyEeVxxnlBM/IPCLjgrvkql3bGvLk1IjeGceYyyU7VZ5w5BzZfSqwp2BqlVANFNfD41N0L1MtMvBZ4fODEHN+4tkegJBVf4nuKioC5aoAFhqmzIQ2UG6axM0oZpAXEThw2yQt2xzmL9ZClRsTr4wHrw4QCt6iS059NWSJwAjpHY8e5oRIqx+7YqROdG4BiPQfcQTmuc0p1Z9pQCTyOzde4tjlyVqXCLRoKXVrXT78UWIZJQbvqE3ge7XrAjR2nPncZt3Wud4nF83wKA0cWGvRHjroudEGaa7Z7Ex66ax7P99kZZhzxJadXO0zSnCw3HF9ustSpsdUd/75lz/AeBOjh2i2wltrKIjWcDL7aanB17VcQthyhV/YbBkqgJsl+YlZo0p09/CjcBwPtTORVJUIEPn6titdpocKAoN3m3r/yF/GbDUxRYAvtrDS7e+TDIXm367Ig34mxZCRoRhq1sIyo1gjrVVb/0A840ByWWZIAEYTMnmC6cPVdK0vFrHVjGgMfk8WgM+I3ztH98ucodrfK1h8ckFbr2NEAm+cUvR23yUoFspjg6Cn0wB2fCEJHt2eZo7fTibMYLTRWx5giQ/T3EO05vMUjiCAkvfo61Uc/QnDX/Yy+9IsOqN3UevaLkhI72IVGx2WdxrgFgxDYPEE1O+hqDcoaO8rVe8W0pciWwqqiLFJ60cxnWwiQR86CNYhKA+IhZtRlJhPVRWn6cbClxo1sFOWiRdTa2HTs9nVwGAXMwNqmY2csojNHp1PS6Tp3x+ZH5WdxAB1UEJ5f2pAemN18hzpczO6vlRLT32I2x9kLkNXWLGOelRXKrNeawpUIhI+VXsl0uL8TGISQSGuQYRWdZ+6+Tq+JAITE8wOyQr+tzjvdzxR43ymc+tYnspZxlmNyW9Ypy99Qma16Usxo7YPhCeF8Bsoda2uJ8wKBwJfgeT7auCEKhWHmBjYdmOFJ4ahjbRES5quBm4Gcm9naaTq9KSsMuxPXo1uUmZ0HpEBSuBqnEI6MCJRgUjhldly61U5L94W1aG2RCNoVn1BJbvcTRklOWjg70mn2Hyp3rxthABTsxQXGuHq1Owb37Em1xc81tcAj8FxrWKciqHgSbSzntwZc3Z2wPc6I84Jq6NEIPXbGKTe6McbGaOumc83XfOqBx4MrTR471rpj6AjA+462WKqHvLk1pF3xkFJS8STDEvgybZmvBnSqwczHW1tLlptSzW5Yqgccb1e53h0TeIqiMCilCDxbCgwFEqdNmK8HNCo+vpJ0agHXdkZESrHZT8l0ORnNOD/yWiAxvkBkbj3te4r5ekChDdvDlHuPNnl1rV/OfnbgXA0U41RTDRVKCuLU9VALIbi+PXaPCimIc0PkS/wyQy+Ma2E8e6TFsxc26Y7cwinLI5JM89LVPXwl8YKQl64NaFZCtnsTji40uPtIm80951r4Qx84884/ju9BfMcALYS4F/h3B146DfxfgTbwZ4HphIX/s7X2177T/f1OocLgjqdOsr3L8PwFfOkyUmHBSkEkwDvwIHL1LoPNc4zv4dVrYEFVK9RPHGVy4wY6ThEYzGiMnYwJOy22PvcFmo89yPov/kf0ZEJ8+zbpxjpeq+2AVEpUECDDAD0auSxzuEfgWWQG9dOnCT7wAdZ/7mcxWeaEWrvbCKXQ47Ez8BAO+IRX9rpK5xtMlqBqdUQYEV+5iEkSrClcT7KUqHrD0dhSOrcuqyniEXpvD93fcwr3MHRGJVHF1emtW5DYLMNmKTJQCF1gjVvY5NvrTund33PXe34Zak3Ixi57LWvaDg/c3GQbD5m6fYkswWqNbC0iMM4Qo1ov/apdzmKFROrCAd60pzmqIVtLiGoDkSWIpZOouVWKqy+761NtIv0Qm06whRtHKWbq5WkdlnIsZSm6KTKXxRpzJw8rS8GWwIm0pjSxUPsirymtrnP2R15qN0bSCxHVFna0V46nfIcMWkjntb13u6yRu2O0Fsy4i2wsuPOSCuEH5WLM6RYQ4AunxNWybH+xGmVzhArAGuR04WV8rHGtUbKcVy2lJBCSLM/v+O1k2hDndiYQym1KM9pXCB8MN0bQ2TO69UdZ/yzV4HkpoPJKinlKe/pKunnrWTGrOyLc5wzQCb2yDzqjKkUpYjKMSrOMKUgDs6EeC/WAYZpjyr8Twk3ocoIlypYrd4l9JciMveN2Q7kAEjDKzEzxa60DXF86s5HNUYLagHHuasPdWJPfYXpinQLZlwzTjEluyEqKNzPOTMVYQeS5Rca4XIRML+/xlmsROr854MruZEZld6o+uXGU9t5EkpscbVy93wKN0GO+HnJlb8xDq00C78775cxOKhxrOz3Dha0hX760QxS4x/8419w158Rp26OUcVaQ5G5GdGagU/U42q7w2sYAKeBIM+R2PyYzgjDwyDKNFJZAKQSSo50KDx9tA7A1SJirhewNE0Zp7mrM1lHZy/WAds1nd5iRF7DUCjm71CDJNTe7MUoKFpoRP/2xNi9c3nMA6rnJWLZcNE0f9bpcAKmyq6EaKZLR/n13qnrXV/7VN3eQKEapZrVd41OPHeWZCzucWnLOYMcW6qzO1Qh8yV//mSd56uWbbOyNePj0Ej/wxGmOLjTe9nv4XsV3DNDW2jeBxwCEEAq4Bfwi8F8Af99a+999p/v43UTj1HGixXninV2iTpvBy68hpCRcXED3B87CchKjrKOq3cqP/Qd0XlCMJ5gkxW81aT14D7XjRwmXFtxsYc9DRhFerYIQsP2Vp9h75htUjhzBX13FazXZ/vxvkvd6AKhKBRWFmNSJmdxwjQ6txx4mH/RZ+yf/iKM/9VOs/ORPcuOf/E8u09QFJnU9hsLz8FsNR1dqjQgChLD4nTYqCDFZSnjkGH5njrTeILu9hh6PHJXkB9g8p/bAo84H/MobroVoSveGkdtumjgBUCXA5gkmceIPWa2gPEe5W62xWYpqzVHsbhLd9/9j779jbcvy+07ss9ba6cSb78uvXsWu0JHdbIZmkxRDi4KoQElWGkk2BoJsY0bGAMIIMDCAAQvwH4YNwzBm7NGYGMuWpRmJkqjA0CTF2IHs3F3xVdUL9eLN956801rLf/zW3ufcqqLGI3Tzj9JsoPu9uu+effbeZ5/9W7/v7xs+jrMV+c1v4s8OxBaSGqySLtk3Tx5ZtbaStrAgMv014ideoDi4K90sGuJo2Y0qBfOJwLWuRvXX0Z2BxC52+kSXnoYokSSrYo5POhAlaO9wGxdhPloyp5tZsA2FmFz0zGWImkyzpSTKxDLXjRKUC111M6xt4iJtFRYPGeGbvyzaCunyQf7bt2Dtuc039qI+6LI90u0HQ37qUiB2pfBa3M8a/3fplhWRr4jaLj0QwZzF1Yoqn2PiRBZhJn3P+0s0pKEOmc7WSVShQmaJIPPl01nOMIskSzcwu5stNgaPyOSarqiZ3fqADTezyOa/Kyus9so218W3BhWRUsyKWqBM56mUkJjSWGOUpaaBUuWyJxqROoUH9eps2PolTK9YwuSVEy2z0svbQUjSQlDqhuAJGzruRe3JsWglHd5bxzMu9sUjOo1qUuNZ1I68cm23X+SWUSFhHZ5mVi2ft/PCOPbhwGorM2djZFHxeJJz53jGMI1EY43M96133D2VRWwYcAikHRtGec3FoVybSVGz9S6r2Xdvz+0OuLHZ42Qunt9fu3/KWwdTbk9nvL43afOU01jz0oUBt09m3D9ZYJ2Qz7RWrHcSZlVOZDQb60LU2umlrHdjdnopx1ORmX7s2jp/7EM7/LdfvE0RPp+icjjtmNaW79vZ4Po2vP7gDGMMV7e6vLk3IY20LF60whjDp57d5nha8Oh0IZ22kUhOvFzb/XEROASKyayS2IJIUTkJG8HDsBOFMU1MFhs+emMLpRXfuH3KRj89d29v9FMeHs/opCl//XMfPccO/6PcvtsQ908Ct7z373yvPUr/sE0bw4f/V3+DV//+P2R08xblaEI07HP5x36Is5ffYP7osZCUmli8JEFHIW+56aSEgy/wYC0Pxks/+9Mc/c7v4euK8be/jZ0vMJ0UZy3xoE//6acpDg6Yvf12gEdDxxuIJ64sIBF4t/PEdfJ37gqyWpQc/vqvUh8dUB7uo0LIh1JKHiq1RE6aTkesGpWShUVZ4LQmvXKNeHMbO59BPscM19FxjK9KfFURr2+QXLjE4rVv4BZzcFa68sBg9sVC5p1RRHr5OnY6xivxn1aulpCNII9yVSH+3LXFzsaMf/HnqR/fhbbnQopXLgsLnfZamHo1OUllPbxzlN/8dVmQNH7awfxfRJXinqYGG3jWUeu74alq8N5Rv/119NZVzBMvYR+9Daf7YnaS9jBPvIR7fAt/th/eMZiQND2Td1AW+I5A5cRJYG0XQX9cLOfScsSysPAuFGFBA0i6BE9T8eh2NWCWhiQ6ApXKvLqx0VIAejnLDhCOD7Kwprq5qsDEYfRQzIQfa8z7sLqWfWD7T97iiwWuWKDTLiZJW3vN9jNQijiK2gJdhmKwzF2WGXftoagUtXVEkSEOhRrEyjI2WmIlPW04xnI6KJrTyASGdnidetc5OADrSWJhOeswp2xCLOZF3c4nG0K2LCEU1on0KDaqhbErTxsKoppL7sDjhRvI0rLTevl7Mz+tAya/ysZur204sUkp3wetIDJiirJkxPt2bq20IAiLuoGBg01q2JlRcg2VlvCObz0eS4zl2ZxhGrcWojbYYQojWxYtSisWlSUxSq59gNmT6PznnNeWw2mJVrDbT4nDBUwizcVhBsCnrm/wtXunvL4/oaisLJa0YrMT82Cc4x3cO1sEZrWil0Qcz0s0Ep25qASxeTRe0M8i/uc/fIMslveJtOY3Xt9jVjouDFMmuWVe5ngP89Lx1XtnfPL6OkYLCexgUoQUL+m2y9qRN1K6XkI2LVmUcoyGQKL0nlRr1roxnVhxWItffBppYW5rxVovQXnP6awiS8RP//bBlOcuD7n1aMJ2P+atRyNQiiubXTqJ5pW7R/xf/sW3yOKIjzy5xZ//kacZdP7di5/v9vbdLtB/GfjHK//9nyql/gbwNeDveO9Pv8vv975b9+Iun/ov/jP2v/RV3v75/y/D555GG0P3wg6z+484+cZ3MFUFwfJQJFVO4h69p3vlIunGkPJgn/mtt0n6GbNbt5jdukV5eISva1Sa4MpKDEm8Z3r7NvO33wZbYyIj8YdGY6czvMnlS2st2dUruNk4EL0i6tmccu8x1fEh4ImyTqtNFitOhS9znHdQV2Ln+aEXQXmi4To+n5PfuyWe2t6T7l6kc+MZXFWitCG/9TrF3ZtCKIoiqILntUJe4xwq0ehun84zL2InZyxe/1YI1JCZp6RSaSk0lfiBF1/7zcA+Dk8y5/DBrEDJkwc93MDPx8KWThKBwE2MHmzgFyM43QvyKEfL2FZq+TTUGjXYhNGhpFsVEwmQyHr4wTb28Vuo+VjmwHGCyrqAwj96S163mC6h82bfOnSa3oUiGhzJ2ghJeWvqoi0oJB3oDKRw+xI2LqHXL4o87eQBgXUk5LDGHMVZVG8gnXIx4ZxmWy3Pzzc8A1jOpgFfzvFZLySPhX/zAZE4t7WVYXm8zbwZJGTEe1QgEp57ZSiEIpFZzlwbuFesMuWHSilqa8UtLLB1i6oOI5EVQlU7Xl/GWdoV/bTRUoTfvXlo9ctJpKnLWrrNIF1qTEUaaZe8jad2UqSGWUxirERJOk/pRTIFKjC15WNu/dnCPgUKl4VJFaDvd4/flZIZtcza5bzErlT2XYWFgVYI6SysQGrnyVJDbiXPvQFA1MpH5gMEnxktJLJFgfWeo1nBpBT+yaKCSVmHebHkU5dBbnQ6r0iM4ubBlMtrnXP5KXeOZ3zhzkn7OcRG8YNPbLLdT+kny4VWNzivKZpFhRizOC+Z2taKwcpoIaOS41lBbT391AQpmSxAauDyeod+GlHWljtHc948mPDawzPmZU2kRTqVGNWOUvLK8vqeqGYmec23751KES9qtgcJ907m3DueUQSL0c018TnIK8dT2z0OxwWTvOKTT25inedglDPJhfU9mZU4X9FNDHWwQe3EQkjrZZKL/s3bx5xNFtx6XDHsxNTO8/KdY+q65sJaxvYwo58lvHz3mMm85D/90x/lj7L5/K4VaKVUAvxp4H8bfvR/B/4ech/+PeD/DPzH7/O6vwX8LYDr169/tw4HpTW7P/hJHn/+t6gnM5L1ITqK6F29jA+auvnd+8wfPqaeLfCVMInTCzt0Lu9S7j3GWYsbjRm98hqnX/mqOJMZMFmGThOI4+BIpph85zvivpWmwlaMNOmly6gkYfiRlyj2HpPfegudaIq9R2E+PEd5j7Whe69rmTtbiRj0VdAWK4VyFTo2dJ75EMn2DrPXvkV++03McA2TdbCjYzAR3Rc/hndW5psmEk/rw4eoKMHnowDjGnTawdkKHXcwa5vE65sopYmGm0S7lyGfCWK6mMtHWBUor/EmRisn8/VKAjlUlIihr1KoSMsxp2KJaTYv4c4OUP11zHALpbSwxWenkrHsAhRuodXqKukoFRF+eirErt6asHvSnliCTk9QGxdxJw9Fd93bbL843jn82T4q6wQSmF92uo1cyTfmIQqKBW2iVZUvh4IekYHVBdgOKk5h5wl0f3N5o8UdmTubRHKh6zLMpFPYvCLOW9MzmB6FQhzKS5SKFM6DdyEhKxiPqDgBRF4X7mbaA2pr+LJMLTtzVn6/+TePsxV14dFRjI4EobFWkJSmTYyUogwwNWoJUYMwk4VcKVGTALO8lMLklsfUjIqWRV9MQDqxoZvETPJSyGF+9eiWf7ceMi0jp1hrpmWj7+bcn6t/d15g4jnSRXZiTWI0x3NP7UVna51A6wVLMltDXmvgeZoFRVgfRkbhan/OpQwP3URTWU+iVQjDcO/LeG825yTzOY0UcyzeS+iJ0rJoaTrf2jkKK25aCvHndpUgB60+XBHORXTXZ7kLCwRF5WvMNOfzbxzw489sE2nF7905YZAY4sCovnU84439ezyx2WW7l/DZp7bY6CbcOpqB9+z2U07mJbGkVDAvJaN7rRPz/O6AN/YnlLUNZieOSSEksyw1rGcJi6B9/5VXHvP51/bZn+T0EsO8sIwLy2ixRImaa1ZYx8PTBUYFwl8IPtkepO1CZjQX/ff33djg/vGcQRZT1JZZZenEhqK29LNYZFnOczTOmZcWNESRpvbCf+gmkXy1vSBCRWXZPxOXszQ2PD4r2/GBd5rHZyW//q2HXNnq8dEbm9zZG/PweMbV7f57Pufv1fbd7KD/BPAN7/0+QPMngFLqvwH+zfu9yHv/94G/D/CpT33qD7/T/z02HUU8+zf/Gm/+1/+A2YNH0kkozY2/+KdZe+5p7v2jX+D0Gy+zePSY8viUeK1P79pl6tMT7Hwh3ZrWVCcnqCQRqDeOcWWJtxbT6ZBsbaKMwp4ei745L8BbVBxRHeyTXtil/8xTqHxK8rGPsbh3F+899ekxKEPnyRvYk8MgFarElcuoJcYWa0yvB+WCznMv0nniSeZvvEw9nYBzAkkvZuh+H1XV1CcH2MmZBHvMZ/i6xgyHmM1ddLcv/1YW0mFHEToVYkq8c7Flt0fdviwaUOjeED87kwLX+j8j3X0VYOBAXFIEZy0tjGJmZ3itUevbMJ+iBg7V6RFfeonq9S+hYisF1NPOT5suV4VgDLW2japyIUgRCoWJ8WWOtrXMpJU+v6pVyFx6sIneuIA/eUxbDnwo1g3jvO2cgz1oaCOVd+G/g+uXrWD3KXTn/JdTdYf4YhoMU4J9ppLgDB32bQabuN4aFDN8WcgCKelKmMZiAk4v4fQowUcJysssWkcJrvU6Wa0qq+cbuutG77JarBvyVviclNbY97HiTIK3SuVBNTCsV3Rj9R5WcFlZrBVbFMfyLVcLqQvHaQJJb5qXVFYK5SoG8O5eZFFJEMm/q+idf62jdEKaa5yvKmvpxYbSeZlTImMmA/ggIW9gdh2IWw0UvoS2ldg9BiaaVhDFms0sZlTUWETCZF1JrDXOv9dmVYX7TSnxA99JYvK6xjphUNdWCKBCQZSUukaaZbSXGXlAIzpGFkrWA85TWE9qBGLfCoEOeW1ZlDXffDDi4iBtNebOeW4dz4REpSEO3eqv3Tzgz3zkEreOpkRGU9qaYRYxzqWQiuYdntrsst1PuVbWfO3eKaVtiKvSNY9zS14XZJHmZFZwOCkYLyo2uzEPTiWTfpgZRvOqRSF6qcED/STiYFKQJYaNfsrhJJdFoNIMOjEfu7bO6w/HnE4LFqVlkldUtWOtmzAva3qRIdKKeVHxyv0zzmYlj0LM5Xo3FmWJglleYzRUtSyCa+vYO120MaqjuV35Psj9UKM4ntSU9YyzWclL1zZaNvkf1fbdLNB/hRV4Wyl1yXv/OPznzwGvfBff6//vrf/EVT72v/vPGb91G1eW9G9cJ91cB+D5v/u3qYLb2IN/+i955//1j/C1kMR8GXS2AXL1VSVQnnWo8CBMtoRkgAbyTAp3mJ2pOAKjqWdT9v/1v2L4wvOkG5ukFy4we/Mms1tvoaMInSS4tAOLOaQpVFUgXCkwiiiNxebSO4p7t9EG7GyKjhMUEO1ewFcl0fom9uSA8uFdzHATOz4Fa9H9AZQV7miP5PINuk9/iOrkkOrgEfHFqxInmU+oHtwWVrOH+MoTJIMnUHGKrwrqwwQ3OZEb2PlgtemWM9SmmLVk5ODoVVWSTJUkRE+8SPrip2WOPRsFuVAZIOaStsuNEtT6BZm9J6l0vDYWKlGzOFBhrl9X0k2HuMdWkhSIdso5WVRoLV1tgykS5tFJJzC0G5etJbQrO3LgSnzUlYfv7BjeXaBNDBuXBcov5xBlYmySdM79ntYGOkNY+bGPU5yJxRMcAqlMiYmJjjFRQuMJ7m11vgK21UCttKFu5R+aH8r/VLiP60r86Zcdu/yuUoperCmsp7ZySWKjpZuCFiaNtCYvy7bjPcctWFlXNlvrWR2Yt+25rxzdu0tx7VbymsN+m4VA8zMd1iOlC5plv0QRnPdkseHpjS7jvBIv6qIiwnC0qNsdOZaFOjXgvci/lBNWBYEN7pSichAD08ry8ctrdJNIIOxIc+dkxrcejoJTmm+7c8l/Vmx25LvaTyMOZg7rLFpD5RSxUuL5/S70QiuNQzLgYy0zYflnMVzRTsyVhmkkBE+kS8xrx+m8ZKMbUdSOe6cLThcFo9yy0YlwYSUyyCKOpgW/+J1HvHO64GQu38FpaemnEbV1xMbw4qUhiRYf8FvHc1CyYPNhLSsIgOR3p0ZhLXRieQ8xsZFjG2YxReWY5ELYLK1nZ5ASBSKgNlIUZa4vtqRV7Rh2xHP8ZF4SGU0/izmeFowWFVli+LEP7XIwyvn9t47oJobIqDC+8C3xbroQZzlW7puidmSxkUVjXYcJmFx8v/K1qhzMyprTg5KDUc4PvHCRJy8OyeLzOQ7fq+27UqCVUl3gp4H/5cqP/49KqY8j53n3Xf/2R7qZNGHjw8+3/22Lgtntu/ja0r1xjXjQ5/pf/4vM7rzD6R98VQhdWglhK4Ql+JZ66cFEuLomf/SQZHOLeKOPWhvgq5p6PJJ/LwqUieh/9KMUew/FEGVjE50k9F98ifLkiPrkRBjXaYJOY5SWL5A2QBQTGaSzSxIpsvmc+c3XiS9cxM/lAaKNgaiLm5yhuz2Jmawr8eheW5c5Z1WhOh3KR++g4gjd6TL8kc8x/ME/Rvn4PuPf/EWJ/EsHmN4QqhJXFcSXtlBqgNKGYnICVubMUsuEGKPSTsta1kkq8+ooRkI/alTlcEePqGyFffg6VIvA2lZLeVKULDXGSUfmv87iS0f96K0Q7BCh8pnMlOMMvMOfPhLovljgju6jhltgEvzZnsRGLqbS+baFK3TRKuit0w4qDuYjxax54rAkcIWnpS2luOaig1QqGIs0bO04Qw+2gHeFXvwPbEopdJziolRQiGDmL7C/wystnbx916r9XKvm5fp5L51v2+2q5QJKycgHtxKIEWBGFbrxxlErjRRp1EDU8r+yls8rjSXLWRZI7lzBPXdsAe7WWh66Vd08HBXa+BDD2B59+zKtZcZslF8WetUc7/I1kQ4hD6HT7yVyXI2rWRZpYf9qzUY3RSux5ASItcX68wsATUj5DKCKUmBoJGSKVMvCZKsbA5rHk4IXLyR0wrV+druPVvD6wZTKNqxt2O6lPLPVExeraSne2mlMbjQX45TjeUkvMZzlFUfzWgqKbRZC8v7OQaKkQPeSiFlRC7CGoxeF1KnStsWtE+mw2Ip4PM7JQlxj7Rwn84pubOgFedUorzmelzy50WFeWirr6CZG9N7dmE9cXePjVzf4hW895PbRjLN5KTpmZKHgwz3caPSlw/fC+Idz17h0Dm2UpFdZIW6N5hW9NKKfRu190M9ixoua2kpxVkq1KVzDjiyKNnoJo3nFje0eP/fpa/zi1x7wkevr4Xp5nPXMK8vprGrvMWNobWud95wuKpSDXmpY4MmLdyeZN8iTE48kr0jimN95+THzwvIf//T/cMTwd2P7rhRo7/2cdz2dvPd//bux7+/G5uqas2+9zNnXv011NmZ27x5RrytFQmuu/LmfZfPTn+SF/+LvcPDrv83t/8fPs7h3L7hXLckuKpKCqOMYrzXx+jqbP/oZyKfke3vU4wk2X0BYfUfdLr2nnsRVOeXhIb2nnpL9aE3niScpoojhhz+K6naZfufr2NEZ8dam5DePz/D5FGUkQ9lVpXg153Nsnsu8O+uKBMpZvHXozJBevUF9vI+djXEzcTbzdU28cwE13KD34idIn3iGaFMyU/O3XibevYzOlnFrrlhQnx7gzo5Ed5x1Ud0BfnQcSDKBIZuFdjDpEA3XUcVUWNBaS6Y0SAerPH5yLMQ5Grdoh6jykKdi2oO0J9C40mKU4r10lU0+ddYVYttigopT1PoOergDdYkbH+HPDqQgxalocGDFJUwDAdI2EZhYRhZyALSSp2Zr27UGPg6Qu1K4fArjg3PVxQ930dmyu/a2xi/GUC7w2kDaR2e99oHmq1y80etczjnJwnX1qEaeZStssQiOYe/uN5t5ffhZFK+keLnlsSsCyiEvb2D3VQkSnNcFe1YfVHIpTCBJRd6TRIbifYherLxeKUiC9eTqprUhwbZFOgoPdRN0x0YDTrKK26lEs++wcycnQO1DypFWpEa3FplCSls+PKPgZ60RyD0GSpaboxFuKBKzZLJXzkEtBb+0nklhibRD1UJ2SiPDwbQgry2DNObHn95mUohEa70TnyNiXRpmGAVvHE6JwmdQWc+DcSlImFbt2EVsP+SsTZCSpVEUpE+GtTSido69ScGiciRGoO+i9qTG8fErXR6Pc7a6MQcBGi4rh9bSxVvnOZuXHM4Krq93iCPDCxf6PDiTTjqvPFfXO6xlwlj+jz55lf/nl++CEnhc/LJpEac0EoeyyGhGecX1jYzIiM1n83mMFoIArfdipkXNTk9geaMUYzzdyDDJBd3oJJrxwjHMYt45mlFZxyeub/D2wZRJLsRE6xyvPBzx937xVY5GOS9cGXJxrUNZWx4cz1nrJYwXFUVpw0JRMezGzPKaWV5RWM9aYrDWcXmzy2RRycjhXfez9/I5KS3IjtKa1+6fsne64NJml+/19oFzEnv35r3n/j/6Z5x989uYXo/Tr30TX1t6T9+g/9QT2DznwS/8S7o3rpPt7nDpZ/84Ll/w8F/+EpNXXwluCCHdJzJBYePoXNohGvTxxRwdR3SfepLRV78CpTC2dZySXLwQdMzr+E6H4mAfk2W4oiAeDtn4/j/H9I3XqR/cxU1H4MXUo56JjIpa4iddYEE3DGQ/n9F5+jnsfEo9neCrkvTCZdY+8+Mynx6fBea06JxVklIfH2IGa8QXr7bFGZDOe7B27pqpJEOnPdKXvp/ijW9Qnx4KUWttDV2Fme9gHWVrdNYl2ryAuXAFe/gQf/JIZGzeo7p9lHO4xVjISa6SB0/L1PZtzrLqSI4y+VyKsc5QdSkr9e4AyoVA1mkH9ACUwqxflANOOuitq/jxoVz7zUtikXm2t1J0QxFrtMrKo+oaonoFmw0w+7mLoYW0ZStYuyCd8/ggdOErX+fxAT7OZDZva/xoX3TLDZQ/O8VlffTaBXxZ4IsJXplADqykA066K0Q3j6sLnK0Cmc2xuiCgCfUImKjyCD/CK7yB1mYU+bvDY+IUbSLqeukuJl2qahck7RRg5a3aRsFDXVsio9tm//2aaB1eJIEZ5yFwEKa/DgY8cWRwIWPaGBlj1IEL0RxPcyC6WWdBIP5oIuWl+zOOXhJLwIPzbK7EDnZjmVOO8qpFBcJybcleRxYtisZHWhYODsc8dKiT0tHw6kb3TomNopfExFpJfKTRvHhhcC6co9kWleWNwylppIm05nRRUjo51riRxEO7yFAKai/WlgDzyrKoLP2gQ74+7HA0K0VKFNCBNJIi+eRWl9+4eUjtPI0CzBgpqifzku88GgVynefxKCeJNBudhBubPbRS3D/LOV1UfOfxiG89PONT1zcwSrPZTZgW4oddt/CGQPCd2DDMYiKlOJgUPLPT4+2DKdaJeUvD4D/LazSK03nFejehso4PX15rr3uTUPXMhT5V7bl7MsMDe5MCFFxazyQKs5ZIyrNFSb8T8a13Tvnsh2J6acQTOz1uPh7TTSLKoKnPYs00r/AesjjCec/13R5vPphgHaz3E0YzWSxV9fL+k1Q03R7bzYcjXrq2zum0+J8K9Hdjm9+9x9m3XqZz7SrlySnKGKJel9G3X2Z+7x4mjnHWcfjbX+DaX/w5ALY++8Mc/O4XxJVMS4KSLwuJbvQWHUckF3apRyOKx49J1obMb7+Jm89RktiOtwX544csHj0gGg7Z+enPMb/9NnY6pXPtOv2XPkK8tkZ27TpH//oXiLdfJL93Bzs6DWESwohGGXSWodMUV9eY/oDsyadwp4EVbC3p5etc+l/8bYmdPNqnuHNTIMpigTIRykTYyQhwTL/86yTXnqb/yc8KDL6xjZuMUN2V7i+fY9Y3cYcPBW4uZmhfo1yMWtuEIpdCmyREO5fo//ifF0vTMif/zu9hT/dxZ4eoJhe3sa0M/69WC2JVhqHQIsyJffCpLmBtWxZHPsiwTCxFPGinvRdrSwhQWyCxKaWkI836klVdLkDH7WJAyGgh79kT4GW9xFRXYWITyzHFKX56DJNDOWbvaCItiVJ8lMD8DK+MwPCNFWiTxuW9xGie7aO0kWMNAR8+GKmI7jzGOStF2wanMqVXjs+vHOOyQAuuHFK1Gqi7rW4evFx3rTVRFFFXyxxllAoAw7KYNt00NB+VzD5r50RqZTTGB9KXP9/bexoIPVxFtbovgdajUNwaRMF5H+bdiqI+Dzc2f08iRTc2TMsaA63fdFSL5/O8rOkkEdu9mG6yfLQ1x5EYDd5iddMBrhxX+FMugxQ275c66Wby0PxeFQIgNDXdXkKiNLPKsj/JubrWae/JZjuaFtTO0wnnK4VK+KAO6UybaMqG6zdMI66td/BetN57kxKlJSzj1smCLDY8sdGTaEsFWWRYBL10ZBR7k4JIK7ppRMeLc9midqEgx5zMS07nFTcPpjy10eXRpOBgWhBrzcGk4MZmh/Vuwtfvn+HxZJEhjTQTU3M8K9sFTTcxrWNbZMS+No4jPnZtncsbQhh7c39KaR3DVMsYQysq7/mRpzf5m599mi+/fcy37p3R78RsdGJ+/84xx1NZgJS143Cci596ZsN8XHTPeNhdyzgaF3z73ik3tnv0OxFXt7pcGGbcP5oxLWqGnYijSUlRCcIRKcW0sFzZ7tKJDR+5scHe2Zzbe1Osc8wXJXllsbbRy4v72eFowduxZnst449i+8AX6MX9h7QOSA21/+AQV1boKCYa9CmPT9n//G9w8Wd+ing4oDw+XvLDbIWOY8zOtkigKofp9iQZK8voP/cc01e+Qz2fQ12L5Kf59hcB2n7iOse/9ktCKHOeZGuTqC8FcX7zFYpHD3DlAp/n+GCFqHSEUmI44soS4hhfVZhuj2S4htoSw3YVCaN59srXGP7Aj5M9+xL5rZvEWlHPp7jpBG9rosGAePsSZm2L8p23yDd36TzzIp0Xvo/JF35VHsBZF1cs8GVOevEKdv+eLEyiGHIv5KuzI4hivC3RWQ8/F62xynqoJCP7xB+jevg2xVd/RbrUOEaVbsXFy7+r7fJIMlW9LMJKidNXkISRzwAtx6G0OGtR4hdTVHcIgLPiUY2zuNN9eV2YZdPovgPbHBT0N4WAtfuEdL/TU0i7UtAbO1AXum6ToIp58N12UIcAiyAL83UBdSFEtjgVsljTuTeuTk3BdLVM77wTdzCQ47NWbEqTjlwLE69UBB/OIxyTR45L+j5UlBJ1+iILtDZA5apdZ3iQjHRrMVEsRTqOAzkmwNvvInCt/gmElCIr2l8ncKUYYxi8F6OTZj86nK9WiL43sIGl4MncOA4z5G4akSWGWV4HxjUopeklMoNt9Lkm2H42hiuxWTL3szgi0iLPuTDI3jMbnBUVznuGWQxIHOXRrHyPoryB9rMwx/Xekxklkqcwv2/23Jid5MFIwwPjvOZwUvDm0YxuJFnI19YkP/nNoynH85JxXpHFOsiVREONEplbFumWF+C94qnNDrHRnMwrDmdyDnnlwuxa0q9K6yTvOqAh80p00oM0av3Lm3OLtCY1cu1PFxKf2Es947ziO3tjESs4T2JglFe8tm/5vqtreC8BHZXtcDQrUGGRXdWW9a7chzpci15smOQVtXP8b370aX7+y3fZ6CbsT0omeUlpRapnK4i04/6owDr4yRcv8NRuj3/6tQf8m5cfM5qXbPYS5kXNPJDNPJ6idlS1Z60b0c8ipoXcM8YoTqYFp9MSr+Ezz+zw1z77JLuDlP/br97kl7/xgMmiQmmB1XsdKe6FdXzuY5eIjea5K2v8Zz+7yYOjGb/0tQd8884xZ9M8jEwI9q+e0bxmmtfsngcevyfbB75AR4M+zaMmXhvi6xqb5+goCvNbcb2K+l1Gr7zK4LlnePQL/4zOtSvkjx9LXGVV4Stx0NeRFpZtmdP/8EvEgwF2PkOnqcDQSgcHMY1fLKj2HzL60oxoY5Nke4d6OuHgn/8Txt/8KsOPf5KzL/42dnqGzjo4HMo6vK3RSpFce4Lq5AQ3HePzHDMYEO/uiNXo2kZ7jt4NWLz5KvbkiHp8il1MwVqi4ToWj+70oMiJNsXfWfeGFHfeoPPMi8TbFxl+9k+wuPlt7Nkx0dom2Yc+Rn7zG2Ai7HwcdMKKNmcZL8VNG5Qx5N/6PTqf/pwsLEwE01PM2hZuITN0H2eQTwlD0GXxCuhEaw9lYogzCaaoxETExz3poJPO0tRDeRhs4vOpzLW9k1AOvLCq52fyXoEFfa7rjGLUcFtm2M4JuWuwhXt0U8YKvbUgri2kUEdp0EF7IYU1lprNYmO11/NWFkwukd9dJZy1M+0gJ/NScGWuqsMelGita1mMuKAzb9EGT7soQGl08OnWiUjlJMmpog0zhpYvIE32siRpLYQZ6xwuwM1N93ieLBNOzQs7OQpiZx1YW9b5FrWItJK5rWc5a1dCLqutzA21Fma4UtIxHk5yIq2FmGWE3OTySn4nUoB0PG2Cl5cJbfS+pivqPcUZCHDsciusI9YhdCP8ehQWbh5xoNrspgzSiFvHU6alZR6MU4xu3HI9FoX1joNZiVaqXWBUVjFxHj+W2eu8kgznSGuiIHGaV44m6lkjEPjROAcPT2x2MbFEV+a143he4JwgDDosVKYhEWt/mjPOK/Laglc8udVlkEhedBwsVutQqLuxfD6Toma9k6CVdL+LymKdRaHoRIrEiGVmXjveOZmz3onZ7CY8HOVsdxP6qWFRex6cLUgMHM0qNBIAktRCADs8Lvg//PobTPPGGc6LA9msRPKoNTv9lLK2/ObNfT7z1Db/3VcesD9eCBIQGUaLmlkhBi0qMmjvUVrRzYQEWNaeRWn5xp1jKuvZHWbtlOord445XZT86U9c4e/+mZfY7Cf8l59/kyTSpLFGoTiZVxileOrikM997HJ7f6SJJkk0O8OM2jqctS1StD7IeGJ3yJdeP+CpC997T+4PfIEePP8sutMhPzgk3dmmc+M6+d4+OonxdUU9relcv4SvayavvEY9ngCKqD+g//yHmL5xU4r6fI6JPCrq0L1+HV/X4hymNDrrYPOFuGWFbs3XVua2lUdlGXY+Y/yNO0SDASqKmL36MvntN3HzsbBrtRb5QiAuORR2MUe5GrO+Qby5hZtNcaNTuHT13DkqralPD1FaE+9cxM3G5PduYSeneOcxvQXJpevLot6wkMMWbV1g8MOfa/+7Pj2gvv8WrpjDbCLFJOmAX4hc2APOotd3MVsX8dMRbnSE2diVPOnRAXr7GiqfSmcKEmDhAiStlBTOOAuWojZEVfpl92grCfHYuiIkK6WkaIMYfNgadflp9GCL+mQfZmdijqI0FGoJMe9eR9U1fnIEKNi4JMdQ5qidJ5akr7qCxdkKbJ1B2kXXBecmlT50taaRWfhlNbNVILaFRUgbRRktNd5tkVcIJb4polrc0JTGN7NtpcP1YhktGcnvmN5QFkSNVWgDczebc+ek0pLqFbUsdGst1oVgCBV0vEqIUrXz53alCJIqQkEOflzNXNFEhtI6TJMatfri8H6C0MuD1VqH9S5EVEKkPVGQ8syC41SjX5aSKZrgOJLj6Mbm3Gzbe4Gb17L3f5xl0fIaNWslo4P+uIGUw7llkeH53WFrmbnRTShq8Zx23rXsdqNUu5gRBzKH9RJcEQW42gPH8wqjYT2LKaxnUlTU4bNyCLntYLzgjUcTvJfoxdNJwVovYStLcAjsbcNsfRDHbezmMIt4NC7w3mK0YpAZ5mXN528ecbIoBUa2jswIu7twy7ARpeBkUYmmPczC0YSkMYHejYKjackoF47AWhZxPKvIreMTV9f5q5+8yttHM37jjQPx9Y58u69ZZclHjmEacTwrmFdWxhJZhHUSAKIVXF7r8MbelNRoVGDvJ7Ek94mFrCeN5POO06j1NZospIuVzl1mzHujXLzAhxkgTc6/fW2fj1zf4HhasNaNsc6H+05MdjpZxFZfUK5pXvFL33jIt+6ccDApGecSGhIbQ5JErPVi1nspN3b7rdf493r7QBfo8vSMx//qlylPTxi//Do2zzHdDvGwz+Cl54l7XXxdke89xs3mjDWcfvWrxOvrpBcu0Ll8majXo3i8x/zOLeLhJnY6oTw8JFpfx2vN9I3X2f2ZP87R53+Z4kiKpPfIrDrkR5eH+21HYRcL6dqNQXe7wrSOtEDJJmp/TyuFPdoHbdBGY8enRMMNTLdL8eg+Ossk1CKK8Nrg8znR5g52dIIdn5HsXsYu5rj5RKCZKqfau0+jJel932ff95q5fM7i67+N7q8LmSmK8UUlc1xlUAZUsNWMN7ZaTbIv5Yb1wepSaSXM77SDvfd6mKMGCVaSiTNZ1hVi1WK87O6aAuekYJkXfgj35ldw4+Pg2S26Ze8K/MM3oTuU0IuWqR02EwtRzlpUpy+Wm7NTVFVCFKGGOxAJO94fvgO5MN7R4SthK1Q1p/UYb/FijxC29MqsmmVHXcxDkdegbMitlgLslZJ5dJQJDO4qIYo1r6/LoFPVMh4wkRRmH+xZ4wAnZl1JpqI5JI+rymAL6tvPuG0Pmzm997i6wsSJdM3hvHwoPD4sNtrptmoK//I8mxmpUtK1Wu+JVfNwlYItaUPL97ehY6qdFfa3Wupnw1WTS68U1olVZ1FLEdOhnY+NYquX0Ale9YezvPUPx8s8upk7iy5XFhyJ0WSRMLxnpdiCGqWwSnyyLT74fEtE5pW17Jyf9bV10cC/c7qgDEW4kZBpLwzrxn5Ur6AqGkKallT0vHYMUkM31uxPSmwEO72Ek3nJrf0ZqVEkcRRY0p7pvKIoaybWMilqmhjQeVlLCIf3jPKaq2sZOz2Jx9VKce9kzu2TMZ1I0Uk0vvTMa888xItmISO5mIpkKjKKrSzm0ThHIdfZOtEpW++pvOf6Zrf17b40zDialez2U24dz3n50Yi9Sc5oUbWOc3lZk9eOTmw4npekRkNhmVtHpGA9EPjSyFBay7Sw7I1yksiw2Us4nZVs9BLun8wBRR0iv/ppxO4w43BS8GPPbfOd+2co79kb5aKbdp7TeUkvi87xHu4dzbh1MMXiya0U/Wb+X1aO7WGGc57/z+/c5v7xjAvrHXqp4XicgxKdulYSDvPJp7YYLypevPpHgG/zAS7Qrqq48/P/b6rTM+xshul3UEahjCJaXxdy1wvPMb9zK8DcmvL4CDtfML99h/TCDvFgSLy2hslS5m/fBBzR+pqQwx49JNrYpHPpIrs/+6eY3XyNanSGKyXdRxmFNk7mkvmiNe/HJqAV0XAbFUUQmVZyq5JECm6+EN9sZ4mGazRfetProzsZ5Z2bTE8PRBplpIuKNrdRxlAfH0gBNZHokusC6gq7fx93kqDSFNMd4OaTtpta3ar9++KStrkL3uL2F21+MkahTAfVG4hcx0StNAjvKF77Mm4+xk/PUFqjO33c4QN8LlaCBJtJijlkA3zSQZXzZdfadKhlHjy7N/H3XgtsaBfg7dCVpr2ggZbUL8pc9mciKYLBw9p7D7ORFGAj1xfv8ZMj/OnDwBZyQTJslkXX1kGPHCDtBqp+F63Is/Ij56Xwmjg4r2VCTrO5wNlxB+IEjxLzlboSavJqFx4CUWQ2HQW0I8isqlq02+9OK/JOirMSximAdVVoFSX/t5mBu2Do0vTb3oWI0feA2gQbT9V8MsvZtF8Wb/HHthilqaxt72XnVYA2FVlk0BomubD4FTrsVt61IXF5PKUVUxMNojryTb6zkTjD8OC90M8orRMWtNFtCMSsrDmZlaxOjBtmt0YCGhKj0MpQ1BVlKzFXwRHMn5vdRlpxY7PHlbWMs0XNm4cTJmVNqiXydV741m3MeRgXlk4kxT5SsHCORSke4QoJqdjqxxShu3w0ytF4siaDORT1qra8/GjEc5eH9JKINFLMSktRO84W4i/djTRb3aQ1KvHe82i8YFE5rFVtelTz+TXaapSYiKSRYqMT41B0E01Zy/uvdSKsFblTUTsuDlLmpSWOdMvY/hcvP8IoxSCN6MaG/UlBYjSxEajbOZgWljTSdGPFkzs9Ho9yytKy00vaxcbN/Sm9NOb1/SkaeGKry+PRgnnRBIEI0tCPJVt6UVi2+gnf/+QWk7xmWtS8c7IIii9PVcODkwVppElizTCN+eJbB5zMyhCmEoxekAKdRJr9seQLvL03YdCJmeYVrz8cs95P0Qrq2jPoROSV4+29Mc9fXecHntt9z/fle7F9YAv07NYdysNjTK9LcXCIn8/E97oQ6MPXFYuHD1FxLAH3SYLpdjC9HnY25+QLX2L9U58E76nOzoj6vRAdmREPJP6xnk5JL1+mePSAZGOdS3/25yj296jnc/I7b+LnM3SvL+QvX6O8BVuidQLlHBcFbS0WX1soFvgifKHCIl5pTby9i/eO6uCBkK6MQWVdXJkTrW+RbF/AVxV2OhLoWmucc1IoswxlNL7WIqfynvja05QPbpE9/QLRxs75C1fKqlEpRbR9Gd0dUD28JUSzq8/gR8fYs0Ncp0v96BYqzogu3aB6+xsy340SXJTg9+/C2g5uNhJ4N0pQSSZP77qCuhSTk7LxwV6h7CiF2rwE2kjnPNgSg5MoAjQU05ad7usS1Rnii4UUx2ywMisHJsdSWKIIsi5+diZyrWaxEMxGvJFCrBqSWlN1PWGOHZjk4cHvG4vQ5UE3g94QR2mQGMlaZsxRKucP4fdCJVslzbXsdhcMcoLJiklkNi2sxZDataJbb9jyzdzXrVxL7/BeCndThBvCZLNofD/DkVZGFc5XKVqzkAYOVgQjBwcqWG260EX3Y0NsolaD6pzkQ9fWo5VrzULUyvvXoTg3P2/AgMar+mBSoLV0MmtZTBqd/wwq6zielRglUG0TJqEQJyuJkHSUVo67cW00KpDOEEh6LatYe1dqUWwMO33xtX77eEon0hxOS7xSGOWxLD/KReXoxGKOsqgctffUpURW1s5T1Y7r6x1mlZimgBJZog8cACWuYUXIjF7rRBSVwO+xkeCHz9zYZJzXjPKayEjBfedkxqyUz7Ry0gE3rmbN7am0IlUAMo6YlI6NTszHr6xz93jGuKjZSGM6iSFSEq/5228foZSwx6+uZZzMS46mJbv9hLNFxaSoGKYRuZWFbhwKq/ch2MM6JnnFVi/Bdz1xpHk0yulGmrVOzEcur1FUlpcfjumlhucuDHjneMb+RNMxmo1uQm0lSGV7GPMnP3aZ7UFKbR2PzxZcXM84HIve2+FxVq7/JK/ZO13w6HTBM7tdHp8uGHRiaitSvk5ieP7yGt+6e0piznjtwYgkNszykrNZxaX1jE4Wc2EoZkajecnmMONv/8kXGPwRxU9+YAt0NRHI0s7n2OkUZbR0T4sFdjGXAnt6CniiTobpyQNPKUWys0U8GJJdvEDn+nXq0SnTVzMW9+7jtBa9qbPYyRg7HXPyb38dO52S7OzSuXYdgOLOmwKrOofu9SCfo+oQy9jtSBEdn4nPdj4B28zbwsPJialGPRmj0wydxC0L2QzWMYMhOIcrC/TGFvWje9jJCO8dbjKRczVaQjFmI3Snh+mv4YscNx2hsy7F4/uU99+ievwOShvia88QrW8LE9o5VF3iqwK9toObnaFsjcdhNrbbbtMrcGd7mOGmFBEg2riAjaR4Enx1lTZLoLQhShXzIEEKOuPWPjSQ9xCijD59LExuV0vIhBMTD9/It7qhQOdTUDNaj+3OUBKmAFSKWkjalPcCH7dOZisaY28rmes6Bzpoz5v5sRLCmTcRxD2oQpCIvAEtgUtrZKDXwNe1IBlJR/ZjV6BouelW2tPQLQfTEcmGLmR0EKegIxk9BGLYu7emI16ekAdn5V7Eh7m1YrUk+5W/rP682b9CBXBj+QvNO7Tdb5jvxkb82JUSKdbqvqJgRiIBSAqNeHlXtcMo20LW5zp1ZBaplWrJPbW1HM8cO/2UaOU95qV8tjr8rA4H5zzMq5qiFnlXWQsb2BNm0UoWHNpIiMIor99ToJttLYvY6iYczUryWuD4SCtSJbIhG6RSzRw9UtBLY0orEYjWOYZpwqeuDBmXktC0M0g5nEoHKosZ2ceFtSycL1zb6EjalxK3sYvDjMtDxW++dcjRvOBsUTIPxVmrpYd4cz1V+L8wsCE2mn4MnSTiuZ0+3nuurnfJYs1uP2M9i/jyOyeczoU93szc39ifUFqPUUK26ycRSWRw3rKWxMyKOkijPDrcJaV1zErHRlciL5/e6hFrxXY/ZaObYLQiiw03dnp8+OKQ46l4c3/fjQ2KynE8LfCxZl5ZPnlxgx9/fjeMPTSLsmarn5JtGR4wY7wQDsOsdFgvcPfhtEAbRSc15KWV6+tk8fLgdM6sqDmblZwuSuqp5IWXtePRqUjZntrtcXWrR15adtc7f2TFGT7ABTrd3QEE4vN1hUq6IldyIXGqrlFxgptPyUcjXFliul1UmqKMIbu4y9rHP4rWisNvfIXiYJ/06lWx55xOqWcTMArTzahnExZ3b6OShM7VawBiE2pFdkVdC1KadfHOYtIMF0hlfj7BpAmqP8SOTuQLFNi/ZjDElzl2fIrvimY3Gq6jGwcvrWWGfvNlfF3Ruf4UvtOV13Z7EmsZPJx1X+RI0pJIXvD8y78qulmj0VkPOz0juvgEZvcK1a1XcYtJ6Aos0fo28bVn8EcP0YP19jq7usTdfxPWd8TRbDEV+ZC1MD4V69FGM1xYmaM6L+EgWR9GB8tC5psi7WF2hr74cfzDN4UFHsUwXyyzo4u5dPu9dVAa3VvDr23DYgxRgu4OxTCkDI5mQWMreh+HrwtU2zmGwWLb0PpAvvLQWZc/bfCeCrajlE0c5UqRbHwiG+ZRw3xX4WtWyUyfZuGyChyfq7VN77pSLsOiBFvjtEE72+rLtYlkBt1EdrZzaB9mzIgywBhMlLTSqvbdVx7k796aHGOt5NHulVwqcZNasQ4NkHdlPWmkqGpHGp5jzSgliY2kFSmP0wKDNxW+di5IueRAWnsZ3+QnS8SgalAHlDB+k4hObOjEZpW8Lvu0ri36gSKB94EEhzCLnRPPZq1obTrL2r7v+EfOU3Fjo8t2N+Hb1YhxIZ7OJqAEpRVJzlYv4eGokHl22E1QWVIE3XZRW66sdfjY9XW+8NYh45D2pIBnLg5Y78VUNjijKcVaFjMva2rE3vQg6KLnC0tZy/FmsSavlgud9jMO793orgdpxEYnYn9ScjwXzW8vifj09Q2e2Oxy53jOzYMpnViHhYVvk7tU+LxPg466uXbdRNHtJ0EmV3E4KZhXck+KValhXorhynY/ZbufnrvPTuclNw+FpDstLR++JGS9WWHJK0teWy6td4i05otvH1ED08oxO13QjTRpEtELSVUeiGNDN40Zz8U9bFHLQrxyQiqsFhWjRcU7x3MUEsjnnKfWYluaV4L0vPJgzN2jOWlk+LufuPI+35Lv3faBLdDd69cYvPAhRt9+GW0MdpFDWUiIhXPoKMLEET6O8FVFPZ1RT6boNGHjMz8Mdc3oq39APR6h0hS3WFDce4fOU0+hs5Tpq6+QbG2RXbwE3lOfnjF/+ybRcA0dRZLVXFfEO7vCsj56jK8qOjeeov/hj+PyBcXeQ/LbbxFvbqPiGDubSGfqrRQ4W6OiWGRg69tE/T7R+gblw3dCFjO42QTdHxJv7hBduELkPfXxPvGVJ8hf+zoq7aCT4PVsTLvP+uCByMIiA8UCu5jBJMJNTun+4B9HZ6mQqYzBDDchTijf+BqmPxQoO+tIpxQgYTcbCWPbiSbUzyciAdq+gj+8L0XKWXmy94biL94dwOxUCpYVs46W4e0ddu+2FENbCYO76bwR2FYpBfkUNz1FJR1UNpBjqGfCQG9kXE1HHMXLJ7izyzkCKx0sIfs6yqC7Lk/VrWvyjNUar2M4vAt+8a47rnkUrhDVmvfIerJoaRYWDVLQwPrvUwhkW+3O1bIV8h67mEDak9AUrdFJii3zlaKu0FHUzpmV1kQhuUxmzgIDuz9k/vzuIzjnCIYQktwK5t2cvfdNNyp50XllWyVdo5F2jlYXLXpm+dM623bi7+7UPV7kWASTEC9zzirYSA5SKdRlLbIxo5eFqpGTe8A2xK1zLPBgThLWVYvKcvd0zrW1zrkOvT1/pRhkMc/t9vnWo5EUL2spQ9caGcW8lBlvXrk2L7pZEMyKmj94cEYnNuSVeHB/35ObHE8kjnOjl5DFJszX5fOZFBWTQlCGzW7C794+ZrSoudBPAJnDl7VlUsjCxDmFVcHyNLy/A5QTwl430pwtKgaZoQ6EOo/n9++e8sreJORNi7VoEonOfVGKDh4viWRVWOyqQAyYlpaL/ZSTecVGR55Ph9OivX3z2vHp6xsczUp8YHs3lqwvPxpzsqh4ZqdPFebsr+5N+OiVIf1MNM/jvKKynt9544B/8rX7zEsrbmG1pXKSXNZY0PbSCKME5o40TPKaJNIUtj63sGyMUEDkeN1UrketBAhLI82isvRSQxQpHp/lf+h35XuxfWALtFKK63/1L3Ly9FPY6YzZ7dtYJexL0+8JccbVZJcuQm0xWYLOOnhnqQ4O6D//IerxKenFS6Kv/NjHmb55k9nbb5GsrxP1+ww//OFwcyr6L7zI9DVHdXxAvLHJhb/015l+8ytMX39ZTChqKwSwMmf2yjdIdi8RDdaI1tYDfKqF9e0lmUenGabXx00nxLuX2PnTf5np17+IShLMcB07OsPlcwBMp0t69cYKozqnePM7mMEG1eO7AjWHIZQZrEsE5fqm+GUXi+BNjRxnWVK89hXi4QZRT6Bj72r82T4sJthyLslNcUq0e00Qim4/mINE6CQTdKKBkaMEtXMNf7oXiq9Gb11G71zFHT/CZwOYngRYOMDIkThMURVSxKsgmcJL0VUI1N04jNUleuuSHEMrYyIQvWxb1NrZb1O0G7ZTy2xC4h7Xd1GReAX7Kke5GtURBEIBttVWv3vzgIOoI97izWIDaJjYPhsIjJ2vmJm8p0DL/dCMPJbddTh+I+MFV85lAacUJpi42EIWDiq8r0K0ozqcz+r3o4HDV+rhue3dDmHNofgw71aBxbWytglzaelG5qWEHDjnKSrpapzzwZlJPvJm1t3IfxpYuqUA+JVjCV2gQy5z1QIYnpN52e5rUXustS3j/N2GJApPvXLsjSRKA/3EkMWGk1nJyaxkvRuz2YlDlnAjUZKD2+mlPLvV45W9MVUj7VcNnNwgDNKtmSVYgDGaRVWL8UgtmuzEGLaHKVXIQ66tMMZ7seYjl4aMC4t1BdfWMozW7E1y9qY501I8wa3zdJOIvLK4SJAK5WSxIAsGMUYRpMOxPy3opYZhGvN4krPRidvYylFe8egsJ440tZWZsVGqDZpQXrgEq3el0YphGnFju8szWnP/dM7DcUEWScLURmBuH85KBmnEszt9Xn04xiP3xsm85JPX1+nEcv3XOzHjvOJkVrI7yPDeM8lrfuSpHv/1795mltekscywT2aO40mBViocs7jKDbKYqvYMuglRIcxyrRRRWLfrRn/faNvD+Qy7CceTgigywS9A8dK1dXbXMv7g1hGf+/jlc0z/7+X2gS3QADqJ2f7sD7HxqU/w8Bf+Oadf+TqzW7cxWUa6u009OsUvcnrPPE22u02+t49dLOg/+wz9p59k+vq8/TImm5tsfPoHyO/fp/vcc5SP7qPTlPL4kPJgn+r0CLdY0Nt8AYUjf/t1Lv3lv4GdTpi/c5vxl3+H6nBPzFE8LO68Rby1y+ZP/HHOfufz8rDQwvhu/Z+1Idrc5uLf+E9IL1zCDNeZfOV3MP016U47PZhPSK49hQq6XL+YYs+OMZs7mG4X1x9gS7GmjNY2QGmiC5dgNqaanoFeOjJ5wGuNL3JsPoPRoXR+VSkz3jhFh+OiKrDHe+jegOjiU7ij+4HktpDi0B3IOSwmmN3r+OEWfjZCJR2Sj/8EKEVd5tTFaqHSonFGBd21F1vRTl/kRg0bHIIFJuC1EO5mZ1KMG1tNFea4zeacFPy0t2RmNx7XQNu2GSX503HjAMayyIIwr10lCwkV9tv2Z0pIalk/5ENrKcaBT+B1LEW3LkNhCTD3KkNcWnU419euLCJUMIhRupVgyczeSpRnGI/45txDd7M6dVbhYVuF39FatU5Zq9sf1lsrRKpUc75z9rRrMOpmbomETqy+R2sc4oOJBqFAG4V2AUoP720IHY6ijWT0DpG+NJCtXxZ2oySu0DuHw5MZw8xZmvm6as5A+ZBVvfSr7gQr0eN5GQxYYFZoDqcFsTZksaaXGC4POyTBbQylGaSxOJ4pgeprB2fzksb8JW0cSYAkNtQeKms5y8UoI9KKLFZ0MEwLyG3QAxvp1IdZxN6kZKefoJXieFZyltcopLPVSrVQfpZEGG2pFo4sMax3E4paEIVhaihqy/GsJjIKozTjQhKuJnnNm4dTaufpJxEexzA1nC5qylqun/Wy0NjqJtwfFe29FBtxQau8Z1pY/pMfucE/+Oo95qXlcCqjobOFnGteWV68OOQnP7TLZ57a4tFZzv4kF8Z1FrdfuecuDvja3RMejRZopahqzzM7fQZZxMlU4k7HhVyDRS3M7Cwy3Nju8uh0wdm8YpJXDDsxz10c8ObjCTd2Mk4mBfujBUVYUTXPvmZxV1QOvPiB67C4ss7zW6/t88knNxl0Eqpgl/pHsX2gC3SzmU7Gtb/2V9j93E9x+G9/i/HLr+Cdo3j8EJ1l4iG9t0d24QJow/AjH8F0UnxVn9+RUugsZeOT38/B4R6LW29RnRzinaM+O0UnCfXojGRzk3p0xslv/Rq7P/eXKB4/wGQp+upV6skU8CQ7u+g4Zu0zP4mtCk5/5Z+jvSN4yqHThOTqdbZ+5s+RXriED7B8//t+CJ2G9KgkZfRr/wxbLDDBS7sencjMZ30Le/QQlWYYW0FZo6xIb6q7bxDvXhYWdJlDLIxXXI3p9tG9If7sCNJMOuIyD0/dEnPlSVxgi/vpCfGNF4hvvEixGOO7fdTkOMwRa8in4lEN4ANB6dJTlK9/ETc6QqUdou0r1FUBRVgMRYnopEPRUiaimZuvFvLlKDLIr0aHYnzSRFc2hTNA8DoJHXddwMYVgdWjCKbHgXwXCqSJpZAXC7wxImlKVkzx60Jg9yhe+mQTuvMkQ21dC1K5mbDKlcZ3uvg8zPNtGc4FmkK8coOF/Sne2/eFTQvhrul8QTrhusgBuca+SfBq4PqQl21DT96weU1gBL9vbOQfskm3K0Uw9qH4Ok9DQDJa00lkVqqUwtZNYthyydHC5iv7tM6ilGKYSbFopgDQxDeGHGIEKtZenMc8LPXQzf6ClEYFMpgidE0QGOeQKnB4aqcwWopx5eFgVoRuWrWxhLGBylmGxrCoHO+czXl6q4dC5rCRVsRGFjwN6uCARMv1MF702J3YYLTi0WhBXvsWOKmskOW2u3FwVVNshb9b77l5OKeoLb1EmNeneUU31uSV/HtiND6WAjovLFmkuDRIOJrXHE4LskjjveNsEYxhjCwK8tpSOUWkFCeLqmXq708KnIfNbsR2N2ZaWCrn6ESaC4MkeGlLgTZK0Usj8JDXwefaiBTr0iDj0UjCgxp99Sy3XBikLW9go5uwO0n5yt2Tc3P/tSzm2QtDPrTbY7ufcn2jy5M7PW7uTSjCjLkJFpnmFWhN5TxHQUPdiQ3Hs5LNXkpsNL004upmh0EacTYvmeVis2u8ahdo/UyOaTyvxOVNafExT+R78o27p/zJT1yhm/7RZEHDfyAFGmSllF3Y5dpf/UtUo59h8egxd//L/4riYA/vu1DXTN64SdTvM/jIh9FxxOmXvkg9mWD6fSlsR0dkV66SPfUUa5/6fh7+t38fjHScOpFZ0OLOW5RH+0TDIeX+IzZ+9CcYf+V3Kffuiz4ZDyYi2d7G5Tmz2zc5+aVfxC5KVBJhej1BMOuKjc/+FN0nnsZOx4y/8HlJqQpb98VP0H3pk/R/8CcY/+6vUB8+xiuFn00xG9voXh+7b6XjC/NnFadSJKan1IePZQ5sK3wlYe1mY5do+5I85JWHxQRf5LIPhXhv25ro0pN4W+HnE5JnPiHdfNrBPnobn3bl9SaG6kxm0rOxnPvuderXfk8ga6XwE099ug9ZD9UZSGGNO1IBihzVWyN66mO46Sl2etbC2/Lcbh7zoajZGsiX9plK440KuuF0RZbkUd2BzIJnJ7SBG0otIxuNkeI62ITuZrD8bDrqUECjlDYxKsRo0t8WhAFQnQE+6+PzqRDX6jKwt5siLO/rFaAkklPMXMKX3wboWZ0v4iqK5UHmncDbWmPD53fedUyF5lw6auc91rp2lKDsub2+t3v28J4ftr8tlpODTkJe1lTBZ10rRRZHYlhR0c66230uP7Hlz73HKcW8ciEFSgoxZtntpjo4iWnR2c6LGnHp9JT1MpQjXDa5lEoKe+3l3ZrfiY2iChafEjEp52PxrRmIDh+zopmpI+q+4FhV1I5FZenG8lmlkWZeV+SVO7f4cM5KN6qgn8ZYazmZlSwaCCG09CrMBax1zGvHpX5GHBAx8eh2zEsfUquajk+FkAphSVsv5izX1zNmpeVwWohjWRgJ1E66+yiMFVbztE9DylOsFfnKgi3Smn5quLEZc2kt4+ntHo9GC37rrUNZLHmxRfWBvY5SPL3dIzaaD+32+ScPz9gdZOSVZV5ZtPJcHibMK3tOa77dT3h2t8+b+1O2+wlGKY7nFdv9hD/zsSskkeb20YzPv7bPybSQz9X6INlb4lfaiFZ8Xloxndno8rd/+lmRSSn4J79/jyx2XFzLGM0qKidz9iTSYuIDfPSJTR6ezDkeLQIpbuloVtWOJ3f770se/F5t/8EU6NUtXhOzkXR3C53ElMfHeKWIBn2SzU18URBvbXH5L/5lDn71lygPDwDoPf0MWz/105z99q9z9tUvoyODimOq2UTmt0FXaqcTfFlgo4i9f/zzFPdvYRdzot5ASFbek9+9hR6sc/TP/3vJd04TcI56NEWt9THKMv793yG5cIWzX/kn4iS2fYlofRPvHfNXvk60sU19ckh9vIfPZ+i0S3TxCpSlELiyLhw/DoVNbESZnArZqcrRnU2xvOz0MWub6E4PpTXpsx+luvUyevsSLp+j5mP8bIRHCx22XEBdEW2JVtlXhRSsJA1MY7nOausSOusRf/THIUoovvwvRAMdJcuuuBLPa98ZomwN1Sj4ZW9hnv4kZn0Xs3UF5Rx2fATjo0AYC082bWj9tn3ToanlfBpQvbW2wPpKsrTZvoovpqi6kk7aRPJUdhUYOT5lLUyP8FOPzwao4Y4sPMoFjZe2vI+FuINKu7QOWnWJyyVIRDTgHXze6Jt1qAJKSHZtMWU5Kw/FWoUUKx9ysr0NVrAKuefyOda50JXXK5W1HdByLuYhaJc8yxms857K08ppBJFtBDnn63RDho9CAUliQxRpdCjazcMrjQ2Lsg6M70BScudxAVmALCHGSAtU6xE7T48KZHgJZugkUftvJ7MqFKbz3+1Q69Ao4kgRBVZvFXTb7T3il7C88ytFPhQ0vFwB7z2lA+OFqDUrRQ9cO+n2tnoJh9N8+bqV62W9EKfSSHE8y5lXwlRn5feqYL+ZGMW8dhilyKLzBUB033IdK2uDFasjiwyXBinOw8miZFZUHM7KwD6mJQQuKocNxUgrGU9U4cLFRreoSBGKs9GaOBS7y0PRPa93Y8Z5zSevbXB1rcN/9cXbHEwKJiGsItGK3UHKTwYDj49dWeMXvvWQ0lk6iSGNxYv8hQsDZmVNbT1JOE+lFH/qI5f5Uv+Yb9w7o7KOFy4O+LFnd0gizS+/sse37p8xK2v2xznz2pNqWWzJ/SKLMBXOxzlBUD5xY50v3z5hktc8vdPjr37mBnXtOJzk/NPfv4fWcDwtOZ2WwX4VJmVFvxMxXRh21ztM8oq8tIE/UfELX7nHH9w65k998go/+dLF73mx/g+qQHvnyB89ojo5ZnH/AcoYhh95CVeW+NqKS9f+PuXREdnly2RXrnD5r/w1yoN9ovV1kvUN5nfeZvLqt0l2L1Ae7KOSFH9yhK9K6W6qGhWsO51zTL/9VZILFzG1xc1n2MVcZF55jnEK52qxxQxRix5HdTZCrXUo9x9x9N//11SPH+C1pjx4TLS2Qee5j6KShLPf+EX8+DhoniNsPkdNzkQ/fXok3tQ2RBeaCHeyJ1Bz08nXJWbzAsnVp4m2LqGyDtHuVZQ21HdfE6iwN0R3+1Rljj89wNYLYU3HCWZjh/LrvyJko9ERargdGONWNLtRDIuxQOmLicyQm6LW2FLi2xmt2n4KFhP0hRtE1144f/MPtlDTU3x/Q2DplqEdCrVzYGKBxG2FVwqljHTkTXH2HuWcdOvOiXxLqaV0CwAlpijZcLmQ8IImuCiBACWHO2p5fK7GT4/wUyms3ofFh5eHKXGGynr4RSimKpJULu+XnXhkaMlrhGGuD++jTYMFh2ItM3ZbFYit6FLO0x6bD+cTCm77v7BPH67JtGrsLuXnRkMv0stzb65M6DbTkLucB91x84BP46gt3Gkkuve8stTeY+1759nnO+lgfhJmF9LdqPCzMCOODUkwJ6md52havg/BTUiWFs9uN6F0SBGxon8VOFNiMxsmuffLvWjVmGxI0W6a3Ugr8eMOPtNRmPt2IvHQXy4OZTNI4WkET5XzdGJDrCVXuuk6bVgY5TXEWnTCtYNkZcSZV5ZLw4xr6x0eni2orGNa1nRixbSQMUtqFPuFDcVYFmGRAsfSFxwl181piAjxowpSI53y6aJGm6XjmHWeB6M8OJxZvn7/lC/dOaaoLZO8phMQBFkAiYvbP/jKO7xwccj1jS7bPQnYcE6IZlrBraMpFwYp7x7hJpHmx5/d4cee2Q73k9zM90/nfOfBGUfTgv1JgXWO2EiQRydV9EzErBCGdsPyN1phPbz2aMyHr6yz3U94cLrgH375Hf7Wjz4FQC+Lubie4ZkyzmvWMyHYdRJDWUkGeC9zbPRSisTy9sE03D+Od45m/J/+9eu89XjC//qnn+N7uX3gC7SrKqY332D6+mtMXn8DbI3pdqlGI4r9PeKtLbQxkCjqkxPKkxPq6QRXlpz9/heYfPubAKg4Zv0Hf4Ri7yEm62K6faLhOuXRvhTmfCFFGoFaAJQW2NHnOfH2LtXZCX5yhrM1pjeQ7OcG7XINaUEHiZXHTc+wkYY4FujUe+rRKcX9W5jBGvXJPlHWRXdEF+2jBDubEO9covPRT0NdsUhSqruvgjLgayFwOQtpB51kuOkYNz4l/YHPnbtuyfOfonjtD/C5FFCfzzGbF1HDdTQePx1Rv/119NUPoWyJq0vU3m248mwbAenLHJX2pdC5SSCXVcAqvhqqyuwM3x2gB5swHy+Ja87hDt7BnTzCz86ke210M0oJqSwYk6jBphTBfCZEr1KyrP0ikVAOW4t3d2cALkxk0x5tqAXI33UkRK+VBYJXCk73pVtuiqYNUZY6wN8mlo65kgIssLuHQlbgKgns7nIun3trceppi2ycLeHw4Ontm0K9HLy/z53+P+bnkgilEIJN7ZaBYlI4FLn10smpQNoK7aaJhdG7KCU2s7GZdM4zy4UQJDIrTaI1gyxGFVDg0N5RrLS80qn6APOKe1ZkhBBUVYGzEGbmYg1pgymGQNvdWIutpBcIvFl0gOT9aqPpR5JaJICFDFlNQBBccC2Tqx8UEGGW7jkPnQuUXqOVJtJwMi84DSESOiyA4lAYaK+ubC2i7T1aG9JIpFwuwMptMEcW4/EUVgxQYqMorCPSmmvrHWZFzaNJThXMVE4WwpLvJxFXh1lrU4oC5YMGIByGQNLLW8hruL6eobXmQBeczKtgrSkfSRXePzKKVGmcg/1pwaJyjBdVK4+zTub4kYJZ5XjrcM7bR2Lgs9WNyeuavBIoOtFyLWrn+f13TvjhJ7ffc7cqpc7drfdO5ozzmjsnczQeYzRJbAQ2L+sgz5P9ay3nbJ0oCA4m8O0HZ2iluLLRIY00X3vnlM8+u43WiqKyPDxd0EsjFAKbb/VTekmE8/DwcMZ4XreciCsbHTZ7KQpFmVh++ZuP+POfvs7u9zAb+gNdoF1d8/gXfoHpG68zv3eP8lCkQP3nniW7fJXZ229z9PlfRkUGX5QQJ0Rra5x+8XcY/8EXwVuS3YsoY3BVyclv/zrxzq483pSi+8xzeO+ox+Pg0OTRcYQy4YHqHCrt4coCHx42uttHKUh2L+Kcpnh0X2a2wa7RB3aMMhqqUhi/VYlrcpm1oh6dgq3QnS7eOezkTObI2qCCaUXUXyO+eI3y3k1s1oF8QZNDrKJgHqIECha5jcPPxviqxM7H+PmY+PqHAI0bH6GwqLUd/MkjIUDlUyme916TLGgd4W1N/eBNzOVnhFXuPOapj8uDsTeU4ljMlzWjKXRKydx3fCzGIyus6Xr/Lm7/jpCzlA4hGEXzYinOUSaFMsmCgclC/jtO5D2rHNUZoDavCNxdl7jJqRTjMhedskfew8Rhjh26oroM0ZGBja2MDDkbvXOrp9ah6AZDEeplgfceirnMk5WWBUIZ4iwb7ZBWyzl64+XtvSwWvKONuWyKum8evk3n/H6FWLX/79V7/8XjKRwYtXytUgrtPZWFd4dDycNTBZ2ta53CfAO9BrKTD9elwDIr68D+VcRGHKfqpqNrZtQBHjaaNnDBBky8qZGpVuRVTe2itoAmsaFyNgRq+LYQJkbTS8TgQgH9RIhX81KkeiL9apjcK7D7sp61xaxhigvzGmLtqDy8c5az2YmJIw0Y1jqO/WmJCQYszX6i5uJ70W7PK1ngNSI6jxCtNrsxvSRiVlqubXSY5DWzyrLdS7m6JsX3lf0JZW05yeswrw/HqDx707y931YRBQnekU4aGua63HIPxwXX1ztc3+gwKy3TohZJWJBMeS9z3svrKY/HkgPdiTWnc08n0pTBTrS5Da2H2Ahi4T1UtiSLxO2rsB6nFReGKc57/vHXH6BRPLndYzcYljQmL5HWHE0LXt0b8/LDEXeOZ3jnSQM5K0oUVa2pHVzoxlS1o7COWSHELxfOb5TLd+XiMOPe8ZzdYcrj0YJOEvEzH73Ev/zGA2ZFDYiBigLeOZ6zlkVc2ezyv//zH+Fb75zyj794l4NxweYgbRdeslCseHNv/D8V6H/fbfbWm0zeeIPZ7VtUh4dS+HzN+DvfZvHOXdxsIoVRmxCh6Ei3bpDsXmT05d+h+/SzrXxJx4nokhdzXJ7jBw4dx/Rf+DD16AR3JgzphnnaIoraoLsdiWQMEirTH9C58TSuqigP9uQLlSRQluAh2VonXl/DTc6ELJV2hFVcFbL6NTHRziV8PqN+fA9vDNpEeGtx+Rw9WMOsbVIdPqR+eFsKVV2iygZWBrzDziewmEFdsvjCv8KVBe7kMQBm6xIqilBJhl7fxZcL/P4d6RCTjkh9vHSR3tbobhevNsSWcj7CPPERzMUb6N4aACpKiK4+Tz09CelT4UNqpEMg0HQxR+9ex+7doj49gKN7AQkPxCetJXfQN25fSmbWu0+giplA6Q383d9Ap12BvpMOur+BnZ7Cwe3WNhXvYV5D1kf1t2TOPD0OnboPxiKrDPIAETfD2MB+J+kFRLgZwK+Su3xbpAVDjFFxgm8WFHplMmvDHDlO0WlHHN6KubDmq3L5e21376UAvF/z/L71elmM2xrPu+Dmlf9ou2fCrNpagYe9Rwcovgww9rshbM9y/lx7j/OOOKRanbuWyKW21lEHaVKzL410RjW05haJEXa0977NM24wAa1A4cnrMC6y0glmRvYqpKpG4y3XTYf5JWpJKmveu1k/qZXDNUrY02d5RaRlptuNjcDjgAoGLgoVlnFLT2wfZuEOmaEO04jdXiK+DGHrxoZra51z1/LOyQyPJFg1MC4EtEJpiroOcjTx9V6uypafS6Sly1fBvMR62B1Icfn0E2Igcjwt2O2nzCvH43HO9fWMYRZx93TRJmGlRlHUYQzgRGdfB/tPrdU5/fyssK0ErvY+JHMJ4/uff+cRvTRqAz0iLXrpjSzi7aMZeeWYFhWnQbLW8UIAra3kjEcanrkwZFacUi4qHI3rnFxjrcWRbH9acGmY8eBswU+9eAGA739qi91hyv/1V29y52iGdS74dDtuH864bGUB+LmPXubV+2f8xisH51CRZrSz2Xt/S9jv1vaBLtDzW7dZ3LtLfXYmxCh8iEX02OlEZr9RDEqIY946FrdvobTCFSXF3h6dq9fb/ekkwVvH8Ps+zeRbXwOgno5QrhT/X9fE7IFKM7lJ8zlmrS+uXICKIzovfRycQxtD99nnmL+WY/MCs7FFsrWB6ffw4zNZHAT4z+ug2/UOM1xn7Y//Bc7+2c8LO9sLYxQr9o8qTrHzMdPf+ZcSVlHXDQ4nW11JwVMKlWbY08e4w3tyjEpBp4cbHRFdfUaCMY4ehE4+dK7h5lTeyay5LqVg4lDrF9BxSnTtOYF0VzazdRm3dQV39FCKmokkuMK5dk7u8zn24J7Mr0/3AozcFEMXaLqGcGFCLrNH1SXqwlPg3hLCWpy0Zh3eiG7bOQsHt6QymcZPN7z/cBs9CMEh/W1JuipGSwlWm+Hs3zObbfTbbcGG5dO8Kdggx68Tka2ZBHy1LPyrm7Pitx2nuKqQBWSYqy9nIg1eGc6BVenHSufesLbDn37ldUopEuMoLBiWULZHSEvtYa8eWpgnOu+kk/aEwIf3/u7q0bS/54ObGEsTkebl1kPsJVyiOcxAoBYI0vk2sKObaI6nRUvokkvf5DMjASLhPYp6qbWu2gmFbz8itVLI1MrxNH9vYHAV/o531D5kYxtFhSKvadOXPLotOpami1XnyGgNzL6RxW1xbtza+sl7H8uVlQVIQ2ZalSR575mVrjVJUeG9mtl90y9o1SxIwCpIwiKnCtGS272E1Gh++rkd+mnE794+lqQoGm9xF+a0EbNZiQ2rjob4Jtp6394F1kLZjO7CtZzkAsunkWa0qCgqx9G8pJ8aNDKjnuRWFjBKCmA3MYxzy7ioyIwYn0RKYYx05DvDlON52c7ZQQXnOjnXsnaMQzf94mVpGPLK8sW3j5jVlv1xgcczLy0bvYT1XsxGL+Ert4/53Icv8bOfvMavvbzHo7M5RgtJMK+E0f182N/3avtAFmhvLZNXXuHki79H8fgRRDE6iaXzBYHUqhptVAvF2jxHOYurKurpBF+VlAd71NMJUX8AQD2ZMHjpo2x85sfov/gRFu/c4uRX/wVRr0ddl9IVVZVkOwef7Kg/FFtM71Fb2/jFnOLNl6m7XQkfcI4Lf+E/Yvyl3xDP8NjAfC5OYv2BzIjnU/liGQMmxRiNffwO0fYu9eQUn8+htqikQ/rk83hbMP/9X8eOjmm1ts5LEWksNU2EDqxyf3YgDO8yDxKjHNcd4OZjVDHFW4veuIA7eEe+e1UR3MdM+zTzISJSddegmFI/ehvyGaq7htm5hur0UZ0Bur8h0P3ZAW2RbcItdp5AlQuRJaWhuLekqZXCaF0gVCkhgRkDdSmSJhOFdmfZkShboQZbsAgFN1p6AINYqzI9hVCgVRTD1jXZX1PMGzJZ0xs0Y4KG0OVsYHeHgtvOl9ujWMLVNmi3Wel8V6pCuKKSTGYl0MOvZl3DSnF+97ayT2XASGdnkowmVaqu61A0PVmkJdO4OQ9E2tOJhd27OodtNhvMMZruOBzu+xbn9pC8FFvrmy5UziEKC1DnhHmc18sdNV1YbQV2NVpmo2fTnFlhW6lV4xNughnK6pXXQCfS4i7mmitLmzOt22seFi1+Kf/x3rfw9yrSULXnHa6XDtcCyXjOgwSo0UVbLwQmrSRAY5iFiMZZyeG8DPGXmtI6troxs7ImMfE5kuRWL+H+2YJUKwrVLBSEtHS6kPdZ70SMC0tRLxGBxv608dPWSpzMbO3pZ4bX9icsKisSuUiz3onDfFnxQzc2Sc0Zbx/N6CaGo1mJVoq1LCIxioNJ0QZnuLBSKq1v7w2FC9dyufhp7ifnRfZVOfn3vJLjbsh7DcpwOi8lucoXeOcZdmOiMGrZ6SfnRiKrKFBYOwWoXdK0Nvspb+yN2ejG/O7NQ377jQP2x0XLW51Xjk7t+PTVNSKteWt/yuc+LPfKEztdXns4oQ5+5LvDjP/8Z19oORjfq+0DWaAP/+1vMPraV0U+ozS+LPGEuV69KkWRzGRXFrj5XCBdbdCRgSSVQv/trxOvr+GrmnjnIv2Pfx8AKoqYfuP3qU+PcZWEPLj5TIIsUiH6KK0w3RSNIrl6nWhtg9m3/wA3n6KzDGUioq0divu32f6f/U1m3/4Dqv2HmOEa2TMvUd55g3o6xh7vy3vGiSC6F66wuPkd3HyESRLUcF3Op65x0xHKV6jNnTb3t70DnZOOW3m0MShXiz1m3RhuLH/Xzye4xSzMeCP0+g44iwuWnXq4hUo7uL13II7w2qCSDDcSSZo6O4Aoxp88wp08Inru+9HdIdETH6FGoEA/O4WikoIZoi19lYOOxQoTJZ/hKrQLLFsmpLiaFF/MUQ9eD0VQ4i19Zyido4lR/S38Yhxe3rhgqJX9nd+UNniThPbJoZx0ljQyKu9kMRCl8vqkL6lkcQ9s8a4CLR2410Z+7lnpyFf+Hh4xCkSa1czim2CMOMOX8+U+l3MCQVlMtHIqXoJKQDgGwYPdGLEvtNZKJq5zIf2o6fR0G9dYufPdffOObWKUE3jYN535H7b51SOVTrOoPSjxkPZe4Fbhofm2oK++scynNeOilHURnlgrXANrhwJk3/XWtZdz6SaeovYkRjpqWRv7loHtmyKjIIkURhvOFtWyq2Z5tzSbc5557UnC7LwTa85yG+BnTxV01p3IUIbZbhqJ2ck4rymdQ3mYV3I8vUTjPLy+P6aXSGpWJzGSs6zFxOV4Lr9bWncOeTCA9YqdXkJZO5l1o1jrRPQizd3TBbOg0y6tZ5CJYxoo4kCZGeUVRe34zuMRz+8OGGYxP/DEBk9udZmVlq/dO+G1/Smz0nIWUqOUEpY4CDkr0jBIZabbXOcALrZr8UjLPakiw7SoQ4CIJH1J6fXtvdKgFxu9mFlec22jw+G0ZGeYMllUfOXuKfeOZ+3ibPU+dV5c3DzQTSM+dLHP1+6e8tb+hL3TBfdP5vL+KNBCojueV3zprSMSY3j+0pBFWfNvvvWQZy8N+ej1dc5mFUlsmOY1d45mPLk7+MPv++/C9oEr0NXpKeNvfoP04iWi+Zz55ibl8RGuLFFJItnI1kqusvK4Im9DJHxdY3oZ9vQInaSoSOPGJzAcEm9sYmLN7JVvknz2Jxl/9QsS9ZhmqG5XzDyMfCmUq1FJiu50MYM1lIkk4MLWmG4PnXXInvoQOEe194DqcA+fz+k8+xIbP/Pn0KF7nFYF1Vd/V4hlkcQMqrRDtL5JffgYbWJcnIQHeiyEsdN9osGQNk3J16wqNJXW4kalvHTMDf7VzHibDtA76WSrArV5EYXCbFxE4SWj2SOFb/NC8JX2EvforBCx0i6NM5gv5tQP3yS6/Cx+MUXvXketX8A9egs3ORYDlWIhHWNDuqqrgC/Swlar8LH8yEv4R7AA9XHITa6DW1c+gd0n0esXhWkfxbKPYibvoaOWkKb6W++9meJM9hG29tGhYyGkNbabw21cMcfHKe3aX6nzxiQmDcXZn+9+W2a2XqkEOkD34aNQGlVXmO4A27DIwyJDWP9VS2zzLSta7C59cFSTS2vRUYyJIqJISEAYI5I029C7gvxGK6xzhLsCz/ki1QRf+OCU5b0Vy/P3+1L65WtNYC1bVwsUvWIxKrVSdNhOSZcaheJhtLDHBVVt+ABC4nJuCVe/3zYranqpyNQaaVObQe2acc3y9/Pa41ZGE+1HtPyjnXHGRpKPNrKIo1lFJ1aSAR0QAQV0Yk1dWiorCVaLennOYQBBbOTYxkWFc3A4qzheVExL+bz7qWaU1wzSiFgrDmeVJItpIHT688q27OtuEjHMYn70yS1O5iXzyjEtLdaBUgLnNkiGQ2Bg6SItv/nWEb/99hFbvZjK+rbDds6znsVt5naaRCwqi1LQ7UTBtlS3sZiGmoV16HDXOKDGobVmsxtzMquC9t0H3/Jltw1NUVdU1tFNIp7e7tGNI/ppzIVhSlFbXr4/ChI2TaTF27y52ZQXxOXiMOX7n9xq/cBvHU55c2/COJdFhlNBBRBGEHnlSGPDrKz5h196h9v7U0rnOJ2VlLVjo5fw5HaPm48m/MSLF/+Qu+67s33gCnR5ciwPLq0xvR6dy5fRUUQ1WXZPXiEkrKrCLRYCP6cJJo5JdjYx/SFKeeqTI3ycEG1s0H3qGbxzzF79Nr2XPkZ+5y3inQvYyYh6MsIM17DjEb4WQkNy4TLx9g710X7ofLV4f1sr5J84Ib/9hrhwJQmq26d4fA//1d9l7bM/A0D3Ez9M8fAu5b23IOsSbe0Q71xqYWqV9UiGG9SHj7CTM6gL6ZptTfn2d8I8OhFykbeoSNABpRGyivfnu8nmTy8RlL7MUXGMn51hTYTZvCRa5yghfuqjqLRLfedl2LoKrkaZiPrwnrChy0Xr3uXjDH/wDvV8AkrJnH4+Qq3toLKeMJp9gNi1bjt9gbMr+dxUeBpFIaPZVjTSJO+tTFBtvWRGeyDpobN+cN9yAqtHCa2JSSNlGu6g+pvn7iPnbLDqXFkYIHM/v7YjUL330ukqhZ+N5LwbAlQDaTsnBX11Ft3C0CslzzdzZB8WDqtfTR/u6VCEVdB4EwqN1uG6hjLqm0NeSQgLXbqrK5l5KkVV18LED+eng82kDlaqLWgYiEdNkZb3JcibwmvD3PPftSklxiZaKbIkxpUVUehwaivn6UIRbSDO2ktR7wWTkkUZfANWLuVy6bTMVF/dLM31EFOLNIKiVjJi4jwW0XRe/l3n1DhWASivwp48cbDjXNQiATLBwSyLDKqW0cG0tGx3Ew6Di5gPn7RjuXTWDpyGaWGJjJzHKK+ItXzek1wQj8pJGlUcaSku4TNwAVUgzJQLDx++OGSzm3DneMa4FHJWGc65gaKHaYT1HuvECtY6cSZLjOKdEwleiY1ivZNQOccor6idI41M0JDL9autjBayjqK0sN4V97EHZwvyyoVCbFnrpPQSI2EbKuiyV+6tVVwLwlzeixztdFFz53jOsBOjlLCzn7+8xv3RAms9a13DEJkvL4JWHWB32JGUM+/ZH+XcOZwxWuncjV5C6gqR833m2R3K2vLL33nEaF5ShddnkeFsXnHnaMbPfuzyv/N+/25sH7gCHfXElrMhUfQ/9Dy624U7t1GRwWS7YiJSV5g0Rm1tSkHd2aV8eBfT6WIS0RN7WxOtb1LtP6LsddFZhl3MOP2tX6XYe0hiLem1J+H+HexkBP0hvirJLl2m8+wLYo4wHeMWM7x16FpmivGV69Rnx8uig8L0+qgkpXx8HzsdYydnTL70a9jRoRC0codKr0pwRT4n+9DHqR7cwvQGqOi6sKfjdSgLoq1d7KNbshjor+NmY1RVhMGfD53fyuPBe0hCJ24ilI7QWZfoyjNCIjt6iB8f4kyEynrEL32GaPMS9nRPak0cA8Ho3iT4aoErFpimQM8n0hF3gk1eXeGnJ/jpmbx/FQozThYfqinEBuYT+dZEsRDSkgxVLZD2wQgEDzQsFF8uBA72HoqJfM4g8+S6gO4a1B1ZQDTXYuPSuXkfIClfdSlddMPiblfmVjy6kQLZhlbYSgprU9R9ODATtOfeh8490J5W9tluSZfGO9uvsMd9nAkRLs4CC755nHh0nOKsk+LUUGjlVbSjAGg7bEl68q0hR9sVO0ecCKM4Lyuxg2wMRlarGITXiiRmdT9q5VdXC6VWkIXiLLvzLUTq3fL7KkWUcxKnLBI99aKyjJwcv/VBsq6kMGmtgj3q+S6sOXSQCMLKNpaZ8tA3KoRTcB5SbUCbSJ1POhIUALQSNzEbSHVrmWE+sYzzOviGQxprFiFFalZIepX4vyxtNht0IWAolNbhvApRjh5rFInWLGrLWhpRBaMUjUejWkezSNNmNWuliZRI084WFbOyFiKYa2bT8vulg0VVM1tYHp3O8d7T7yVsBbtN6+X8jZKueJDFwsJGhZCOhk2uKGtHEgl5KwouZJeGGYM04v7pgmlRY3TEZ5/c4nMvXODfvLLH24dT3jmdCwFO0S72wiHShI04pRgVNbHWkv5VOm4fCay91UtZ78QcT0sWlW3DLZwXr3blRZ53c3/C4bTgZCre6dc3O7w6r1AEK9fmPRGEZ7youH8yJwlJXnkYUVTO00/FHOXNvSlV7YLU7nuzfeAKdHLhAp3rT7C49w7J9g4YQ7y+jnnpw9SnB8LorgqYTfBJgsLhypIq0ujIUB4diKY5TjBZB1UXuLKgfHwfl+fY6RhtNCbrMH/7deLtC3SfeR5XFlSH+wx/8MfJ334VH+DvzjMvUJ0cUe0/pPfR78dkGeXDu9STEa6uUc6RXLiMTkXuoJTCjs8Y/94vYU8PUVGEWd/CTk4p3voO3Y9/ht4P/hTxhSvMpmfUoxN8XcmDucwxvSFmYwd/uo/L5/i6wqxtwmIqjODmgY/cjKQdaa5cYHVnGdpo9MYldHco9eXCDfzoCHPlWeIbH2mlZ20hbGbYxsiC4HjawrjeWZififbX1ngT4etCTF2KuRTAtCvdb6N1Truo9QviBZ5Z+XmSCiu86fKjLGiVAzTbUFa9Xw4TncMXM+zBHZgchyhKJaSv7npwfsuFSf7uzYbEqeb3V38eiqevS5idSRfeEMS8RYhn4cmbZOLLXcylv2slZqs9WyghUYTqb+LnZ8GvnIZ9I+lheHQUozviiQ7S9dZFHh76KlSspiKHhYBCkCMvEhhCgQ43XNt9ew9VXZPEcWABK+LItGztZg2jQ9EKjbiENQBVbalsKJZ+yUqWKcLKz7wwurtJ3LpC2ba4qJbdbYzMdS1Q1pZFWYc5o8YoF7ovcS3LYs2iErSlKdLNFov2SmByTesf7Qi3T2B8N+fXdnFKESmBTqvWCU3CIGJt2Eo1pYUL/ZR5yL52HkEbPG0KlwIWAXqNTXjgh4QoWVd4LIpEBRKd88EPXM4kt6JibqRaWrEkYilhY1dOZIdZpKi9wijP7dGCR9NC1qp147EdFjBh1XX3YMrDw1m74PInC+oLfS5uddu70zrHpJB7QIqRJHZFWjFINadhVh8bQ5YYrm92efNgyv644MVLA6yDg2kh0rSi5tXHE37oyU3un80ZBrF9bBTToqaow32FMPUHScTjccGFQUoW7GPnVU03Njwc5Wz3Ep7eGbDWWXBzbwqIrlxM+RTdSJjl3cTw6HQhYR5aU3pLFAe2fVAH+GAW4Dy8/njMoqzppTFJrChrWYjWzlHWls1egnWOeydznt7tv/f58V3aPnAFWinFxT/7Zzn4tc9z9uUvYscj4q1ton6XeGMDe3YqbkG9vgRBSDQL2tV0PvQC5eOHEMUymy4XuPkMlXWx8yl2MkZHCd57siefEYnC4R55khL1B/Q+/AmGn/g06aXLnP3WL2OnkxYeHP7wT7L2Iz8FQLX3gMnXvkDxzlskV2+ge0I08FUJUUw9n0hxjhOZIeZTTBThvaM+uE/U/2m0ieh9+ifJ336Z/PWvg7PEF64QbV4ArdH9NbxSxJefRHe6VHdeg8VUHsRazOGJDAqPGm7DYope28bsXkVNjtCbF9u6IbPkGD3YbIszgLMONzmRrGdt0J0BdAao/gbKxPjFRI5fazE2qRaha1h52tugzW5iIHUkf85H8vRMOwE2VrKw6q3LA7jxw1arLlvIvlzjk+3h8I5Awi0TPPx8coTvbYCr8bNT/PxU9N29TemOmw6+MQlByX6tWHi6o/vg68Aij0HlhOQLuW7agM5Q3sp7Ki1/xkkgva0UyGarCvzkSMhkSZilmxX7T+9lcWBrTJyGyycjFdWmai0b9/M6Yx+IbqxA9vJ3v/IjZx21slLA/FJb3Kw3xLFJi/83hM5XpoxN+pKm0akGvTKeNBJpXFHJLBY8VXjQ99KYTmw4nYtczyt5yKaNttiJl3blhHUu9qEKHYxGdvsJ48ISqaVrVwOCa2CzE1MG6Lxh/caRZlE6iV0MQMXqIsR5Wg2zCg/8S/2EOI5aXS7AxUGCVnDvbIFWgl7YBm5GOlAfFmS1Eye1zCgSo8l9M6eWTt66hpHu6SVRIHrJNc7CQgklSU9neU1R1e3MNzGKtU6C856itiil2cxiPMKEdl5iOhu5tVJQlZb9kzmDTrSSFQ33D2es9RMUsqArnRiclLUlDzPn1Eg3m9fy3RymER+6sAySuL6Rcft4zu2jOcdzMSx5eqvPsBPx2v6EXqJ56eKQh2cSJ1nWcu5aeyKEab7bTxnnMqaxToI5OknEvKzFdMZ79sYFH7ky5EJvm//uGw+Y5jWLyrIoLdt9uR7b/ZSTqXi3Oyc2qZUVox2lPE57rEAWwU5Wizd6+NyWxoXyOW31U7SWOf//mCS4f5/tA1egAZTSuNEp6c425skb2MmU2c1XSXZ3cfMpbjEXKNcYTKeD6WaoKCIerOHmc6rTE9x4BK5EERy2FjIfdN5SPrpP9sRTdJ55nmhtnXhrl40/9ieIN4RolF29wc7P/TXmb7/O4ubLOFdR7r3D5Pd/i97Hf4Dk8nU2/sRfYPTbv0R9cojTGqoKl8/pPP9R3PgUV+ZSkBbTAPmKw5WbT5h+9TcZ/vifRacZ3Ze+n+zJF5h+4V+jO/2lscratsiznMXOZ/jZmDZ8oZkDOyez43KBXtui9xN/CRUnFN/8twIVNxB1mUMUYzYutNfYzcbUr39RFiDOCsN7fIy2FcknPofqDcVI5c63Rb87Fr9y6lKe8mkvdKah4y0XsL4rft2VrMiJJUBEZT3UcDPMxINEqgyOZN4tMdWAS3qlZO7f+Fr5xsZCSVH3EWBFdpWsyLnyGb6Yw+ZVCbdIuuLL7WRm7etSmNtpV7p6W4MPbPNGvuYVKgljlmImxXYxbm1gJSlMrSwqVhYWgK8KYW+nPZkBq3f9OwpVlwL3I+fvnccrKyhKsxBZeU3zXu/3KDnXzIe/1tbircMpWtOL5vI2VoxKLfWvNrB4PQJj1861v9dA1yZ06grfRkc2et1pXrHWTdjoJpzMcqyVYlxah0bsP9NIfLArK/tOA+vWeskgLmtHLzUB5lxZUGgBzbuxYZQHe9KweFBhIbA6D25SmtzKogQ8mdFcXuuQ147ayty2nxjGecXxvKKywS1NyQKjcksARGtFFmsxaVlUFNaTRoIOVFaO7dIwoarh4WQZvBFpsfo0SjrM2BgpVEbRizWDJCMxirO8wnkYJIa9aYEG1rOI07xmUlQCwxqFDQCLLLo0Z0VBojUb3ZSyFnheIjg989wy7CfkgTzmkWvvgI00wiNwbwS4MDO/eTCjH2wzrfe8sDtgVlnWOjGbXZFvAax1Il7Zm/D8bp9BFpPFLhRVT1HLua+nEVks0i4TQlRq69jpJ0wKw/GsYNhJ+KkP7fKxq2v85s0Dntrus96JORjnvHkwYZDFzIqay2sdnr8w5J2jKV+7d4YEgggUv6icjFISjQtBLb3EMOjEOCcoy6wKYStK7uf9ccHFtYytQcrVjZUo2u/B9oEs0NM336A8PiK7JEN8FeaE+d07mPU1lA5zL2tJLlwQHbH3qDii+6HnmX776yiG+MV0OQf0Xroi58Q5rKowSYKOE7JrN9ri3Gy606Pef4DWiujSNQDKR3epR8dsfO7PoeOEtR//kxR336Z4cIdq/z46MtQP71DPxlKYV6HVugAUpr+GW8yoTw+Ity/Je3X7ZB/+IfJXf19gXVvDfEK8tYuvcoFuOn20raQwW9HBeiVxjHp9h+zDP4zO5GZLXvwhqptfxU1P8YUQuKLLz5wrkNVbXxViVNqBzlBkZSaSDjqRKEZ7/FAY341dZlMNAhzP7nWZMXsLJkF3hkLmCgUfW6NMjFrbEsY4CFN8sCWLl3JOu7zV0DKhTdRC+ecouCsdJaH4qc4wmIzQZkn7+Rl6uAsbl/Bne/hiJiwmbcRgJJ8t91WVwt428RL+DgldoCDu4msxG/FNZ9+4mAG8u2w2i6eGHLeKNjTnopYWmxLMUbxnNy1759zmmgv17l+m+eWGGNUUL9/+qz9XpL1baoTLkPkcaU0WG6zTLaSqlMJaz9xZHL4tFiqcQwPVlrUl0lrIRivnYgFCsa7DsLCdYytQHsZ51RqfmPDDslmbOBjnliSCQRqJPtk5eknEbj9jUQrcb6zDGGEq57XHOyc5ykqIX9fWu5wuKk4XwjwG6Zpl9eJD4WusSs+bt3TihhkvLmF1IHKtZTFP7HbY6qbcPJouUQmk2G/0E0Cg381uwjPbPdazqHWGnVeu7SYfTxacLQSN2uwmOA+TXPy1vdFkkaZySzcxrRSjxOARlnknNnSSqE1v6iWSjVyHFCyjZYFrQ0edRZpLwwzrPeNFxSivMdrTpGE5L59jEmnWszjEWxIgYsc3H4749qMRCsWiFk5BHBnScIz91JBXwgDXSsYgD0c5kZZQlp1ewt/5iWe4si7PrCvrHb75YIRWiu1Byr3TBfNSRg5iT1oy6MR0Y804d8Fz3LVjFcK8e2eY0U0ifuDJTV57OOKb984k2CPSsjg0MiZBwV/41FWy5HubDf2BLND5vXcwTYCE99h8gZtN8R5ipbBao5MIV+Tis414X5teX6wyNahORlXMpZA0D8g6DEiiiPL+HeLdi3jv6TzzwnuOYfHWqyzeegVQ6PEp8c5FzNom9eEe89e+SXrtKczaJsmlq+RvfRt3eoBZ25SCWeZSNOpy+RRygFGYzV2ZmdbVufdLLt8g2rpIffiQ8o2voLoXUT1Jbar370Mci51oVUoBD5CpKheo2Ql2/x1UkmG2LqO7Q+KP/Cj1q1/A+TMJoJieUr36RaKnP4burePHR+fcujAdKZp1iT3dwx09wI0OYTYG/NJpy5YCY6ddVFWI3Gp0IPXubC/I1SL5vdrjTYSanMh7hFxmpQ1+/QKc7YlVZoPrhqekcgGW1nC+mwwdaRQvP9OqkMUD0OYxFwvpohZT+fytzOelQDdmIxZwS5dNpfA6DlIqJwU76YiVLNBmWTc/XzTyrWUVPVdj65pzuqWGWAYoY7D5XObgsJxTa7N8TVPEAmpi7UrIx7sJcc2RqJUrFTpc1VpKSufqkTn1uzjp8vkpmUN30oQ0DrPLRdnCyg2Wbh1otXTCkv3DvKreEx8Jsp6rKtuybBtY0ROY5F4WEEppSnd+Xt5qdWvLQkkYgvcyC46NpptEbPQSTmYlZ3lJ4Ry9RIGXQpoZxaVhlyTSPBoXZJEw3YU57QPPU4peE2mpUCRGGMpiQiLFqfF7ziJDL1H00ojYaB6ORe7YS6T7PJyVWA+LShYSl4YZH744IAr4dFMSBqnmcFpw70z4DYX1VDXsTUockBlFkz2eRIZMybUcpjL7j7XinccT8tKRBb11L46gD3/509d5+fGYh2cLuolYbFbWcTwTtCA1MC7EXnRR2Zac5vGsdSJ2+imLSvKwR3lNaV1Io5IUMo/nylpGWYv9p8LTSSKub3R5NFrgHXRTw7TQVC4sDpxEf9ZFzfc/u82lFTvU53YH7A5O2ZvkrGcxT273eGNvzCCLOFvU3Njq8YNPbPDtByMWlSWvgyGKksdEHCkqK7D9rCz4g7unuNqRxZrtQRrm2pqitFjvefpCn2cuDt/3e/Td3D6QBTpaX8fdegvvPfO3Xid/cA+lPFhLPZKoRJfn6DjBzqYkO7u48SmzV7+J15r67FggOFe3ebXSQet2Dlg8uEN9dszgU58hGq7j8gXz175JfvctfJlT7T/EFQt0b4idjbGTEWZtg/poD1cuKN5+Bd0b4uZTyge3hC09GWEnp6g4Rg83BKIug9VjHKFScSSz42MWr3+V8vEd0hsvYta3ZYWe/v/Y+7NY27IsPQ/7ZrOa3Z3+dtE3mZGRmZXVZFWxisViJ5kSDcoULEC23wzDgGD4wa/Ws2EYejH8bAGG4RfZkmURoqyOFItiX8Vqsqqyj8hob3/v6Xe3mtn4Ycy51j43IqpIMJOwAlxAxD1nn71XM9fac8zxj3/8fy0TlS3Q8305b6PRh7dx58mJKUlXxhT3zXwh0Pn5I9zmivjaNyhe/Rrh8qkQm/ZPhok0+h738fexb/08qqiEGb2zRUC5XqQ6i0rGyhhZTHgnr4Wk3GWtwL7RS8ZdVrBdSUBwbQo6HlpE5hQEcg+euDpHLY6J0/1UPPTJVrJIDO903EFGM473MBfaFNKq1K4ZUnArwTdWC+LVU/GeHtTCYGBqm4JISLKKDH8Td6xp6jOX2vFnpTOSw5kpRrerBMsP7VDjaCYhuDTthx7KGb7rQcWxzzmzw/O+U9FYaYM25oU6mfysdv4fd34PMZcERmBCa43WGms0CsUqZczj5+QUQtLSzplzn0lSKmfnjAxmxmAbEXbz5cZ9IQzf+khZaLwf1aiMApc+CwKDDleYDuBjpFCyvl13Hrdshwx8VhrmlfTvaiWMX6Wg7WUxMisNWiuerhomhZX2ojRl5kUMKEqt6LX0/mY/68poagsuSEtTvubaagIwLw0Tq3m6bGi9wOUA09Jyz2iWjaP1gbeOJiyqIkHoso/LbZ96jeHTyw3TwvBs1REi7NeGq9bhPWwTES77fG96WdBNi8isNLxze4579xbf+fCCi7WIAVVW82ffvTWohW2dZ+s8ZcrCM1LS9IKIGKUGg4sQ4Wha8lqCfZs+8PU7C/6795/z8HLLxBpa58kOzp2XVrLsVd24wFXreONoNpAPN52w39vep9KGfE0eXG55eLnl1XSs0mr+F7/8Cn9w/5IfPF5ye1Hxb37jK7x+OOO66fnRsxW/9ZNTfMgCMqmjIeU+vo9MinHh1TnP2arl7v6EwmiqQr6XdaG5bhz7kxK7I4f7s9q+lAF68Y2f4/oPfo/tJx/SfvKB9AMDuq7QVQlFyeznf4nQNlQvv4Targn7M/rzc7pHn6K8h9lc6m85a87f+BhQRUH50qvUX/k6/vwZ6x/+EZvv/z7dk08xRYXbboit1C71QqNNjV8v6R58jFnsURzfRs8WdB/+iOA7Yt8Km1hbojHE1SU6yiSoqloyvqqGtqF/+BO0UbhPt/Sf/IjuR7/P5Bf/AtW7vyw1vfXVIL6RN5V0wLHVkNGpKGYfSiHSntdn6KO7+Ac/xt59I/UM35QbVKYgtlvZR1kLqWlzvdNCpOD4ZVTK0iKkCBbkW9CmvuKkwa2shb5BL46Jy9OBMBYHWFqnbLSSAFQvBNbuW6JrU2+ukoCYA3vKGESvO3KzlSkKRG2LkRHerhmK2Nk9ybew3KaAacbe5lQeIFt2SkVTXjNFqtlHWYikcoI4lTEuFrQQS5QtpMbdrnaCkhr/TRn34EnthbiF7wAt5MYb6ECAqFDJhzkkdzTghQA9pskxuVip9HJ+X86UB6nL5LBmtKFNTOndI7Pzc+88q20jQig3epbkSNYIIah3Pi1utLCijR7ahL4oSEcf0EpUtbLnb+tFVCJG6IMbjBpQY+9yRDyLlVYDPO184NnKcbHthFXdB2aFZtMz1Eo3vcco+fdKOZwXeHZR29QsEIfe2P1JyfW2G+rtmVluleKydRKYoijoTazAx7vfrSxN6dKYzUvDXBmer7sEpUsQ6p3U54mRrfOsWgmejQ9ihKE0i1L6pV3K6EujKY0ssKyStetXj+e8dlhz3XhO9mqaVp7xSW2prKHzgevWUVuTeqMjrXPcmld03nO27oVFrhV7dcHV1lFoWdyAsMaNVrx+NBWI+1BasYpeuARbJ+5T64QqZHGcyiier1oiIl26SS5bAntbjJZ9n6073nu+GgI0yOLmN98+4TffHm0sz9Yd/+kfPcL7SF1otNUURjoeBtMWZNrwUbTOp6WoiH16tsEq0Q/PNesmXd9vfvVkWOj9LLcvZYAujo659df/HT79P/8fic6LaMnenrQjOWnYd9dXVC+/jOp7zGKfoq5FEvTkFqFt8BupMyprhjYMgQcFTuufPoTNNbqecPZf/Eeo6KU+7Bzh+kICaoyE9RI9mYrlpOuwi330bCHBtBfbQ5VMOCIetksGuqVCSEO+h7LCzGYordC1uEnFGIntlubHf4C9+xr28DZ6cQiPPrwxHnEr0qLm7hv4xx+KVeWuyrBWomW9Wcp+m7XUmnfbjyKEzTXx/DGhb6WG6JIEp9KSjidxjZgyOuU7CaC7zk6ZRup6OLwjtppVDec7MHOMKcCmDKyoJEiF5Od8+Uy8mZUsmLCVHNv3O0jHrgOVls+V0zGjs9XYt5yES2IMQhrr2zErzYszpRk8G1OLUzQlRJeQiUDsJDibyb6oe22uxuCYfKajE4MMVU6wiwN8VRNXVwxCJsaOYwA79yAtNvp+rAYPsHeKRASCd3JvdglomQGes/Q42jwOkHdMwVqNh0ON5hqFlWwyt1x90RajSGq2rr+RZevE5hbFqIjzuQvf44LUfrUWj+Yv2roApc3OWKIZXloJgpJJS4bX7jYuRwZFNBuTglaMg4Z0NtHxMdIkowelNM4LQ3k8nTDsu1l3YiOJZOjr1lOXIiCiVeRwWmATctH0ga+dzLhsHE+WDbPS7DC2BWm4PSt4vGzxIdC6kOBk2d9BbVOmF7lcCeHr5f3J0I52se0HI4gx4CuOpwVnG+kNnlUm+UorXkp148um520z49deO+SPHl1xpWThtV8XvHt7zu/ev+RkWuJ8ZN055koNxL1bs5JNJ4xopRS1NVRznQwtHM9XLaXV/IW3jofe4Zf2pC3yPJ1TF0ShjPQ0hxixMXK5dUOf+sv7tUDQKiEbzg8LG6Vgla47xsiHZ2u+//iaPkTeuTXn3TsLCqP57Y/OCSFyMpdrmZaG/eMZfYw0rUDvpwl9UEoWXT5Efv/+JYvSMC8MtxcVp6uWq61k8f/ur7zCr3/ls17WP4vtSxmgY4x0n34oDGWrUUb+iw4h6vQ9YXXN9K2/SPvhe+haepD9eoW2hbC76ylhuya4iriR9iQVg/T6VhXKOzHYqCeE63N0NUWljFOVFbHr0JMp9uBYGNnBY+Z7mKMT+kcfScBrNxADuprgN0tUrg+jiIVFGytBKXjMbIpdHBCXF0PdV6VsNHYN7tkD7OFt7K1XcJ/+SERAJnPJCjdLzGwPXZYyw7XtGAB8QgiqKWF5jtk/QRU1+uQV/NNPxMDDFviLp8TzhxJAmpW0CnmHqufD59XiCLqNTMrtNgXN5oWMPgXfGER0pXXQtewKZqSLG0jYQwDRRshzthAP575NibGXrHcoPFby3r6RYy2O0fVMAtP2KsHUO2NQ1LKPkILgjfQr/Z7Z0anOJn/f0duOUfZbTsWIxBYEY0WkxTsJ7r4T1lPyzg6rC8zsAL13jN8uhWQHqcc6k8TCeF275RYYo9/u5h2qrCW4eo/PLWqKET7fgfl3Ye7dXeskFRtDpCwKjNFDxrgbw1/cQvqDNQqfGNe9D5gYBxGJTBkY4XGBFA0yTO6LYzREgYkjcDSraHrPVdPLPtPJF1oNPdKQs1NZLmTdcSFyyaRvk6tCJkT5EOh8uFEPH1vNpO2mQwJHadTA1i6NZj5JnRLI99MaEdl4aa/m6arh+apNx5cAe1AZVgo2vWPbj4zt0ihWXU/vA1pLm+Aq/X3Z9HQhSp91JKl7CQxstdRK9ypLJHK5lfNSURj2McpaOrtiLSrLn3vjiG0vSlmfXmz4p/cvuX+5SSx5Ifs1ESZG0bjI4ayi83JcyEQ/0TAvrXzXf+P1QypreJCg7U3qKd6vxfe6Tb3dLrXP2cTv1EqC9bzUPF91TK3mIgoO7QGjA9PCohTc3RPC6j/5+Jzf/fSCaWEwSvF33z/lJ6dr/vrP3ePTiw2LSr5X1ki2v06+16WVlqpl64hBEIptLzVmizwPe/MJXz2Z43zgYFryG1855rWj2Z/wgP50ty9lgN78+Pss/+ifYmZTgncQgvQw1xMR4ihr9n7pV9j++PspCRMo0kynuItzIGIPjrCvvs7qh38sZhGFlZqjSVKUORnZrNH1lNj3ownGdE68FBMNe+suylh0URK7Df7p/SQ9GYUN7PrkOsWQrSil0ZMZ2miZFLoGeslIwouBjJiIQCloFyXVL/4l+k9/hH8mxyq/9sv0939MePKhQPa7m2sF9k1Qtzl+GVVPBV19+xdxn3xP2OwXj8FWqPkBkEhqMRBtgbn9mkzm62vi9TlUU8kKuRlcJOvPKlwR+oZYTUTlLEt87gbklAnGvhVyFUjWPpkLCavb5iGQQFxWiTwX5bqyHWZ2xsqs70FGU0HowcHQ0hSCSEWhd6D7vKiIO7aSuxBzvhUR+o2w3RNfIPok4qIDhJ3QFhzBK2KzQttKxjL44V5GkhVlPi55XNJ5f+GmCNledBjLgEKnisHOvtKewufsRYKxBFjnHRHpY9aJVRPDZ6vrOfLmW64zOSyl0j7ENOl/9mMqBdDSanwydfjslcl3RGtN57z096Z6IhoqhAWeTTRcCFRGczgtuH+5JQtRRHLwlhqkSdAzIVIVmnXnB9etYTzywgUlpYEoSFppMrwucO+LBDylFJvO8d7zFevWkxBSQb9i5PkmcGcugiiLUnSppZXL00dovWe/FjKZTi1kz9fdoMqmFIOMpYugg2KuxQf5zryi1Iqn6x6tYNs4zjc9pVX8yo5NolKKaWl4/3TFRxdb6kIWVY3LQiiK/cpysekHuPzOomLTeza957rp2K8LDiYFrx9NcSHwX/7wGYeTAq1g3XvO1h2350KEu7WosEZxUInP9MQqnq46QupTL5OW+LqT662sTuYgMu6N8xxOCoxS/JOPzvn7Pznl1YMJNpUmpqXh/uWWTy827E8KztaS0QO8fTLjDx9c4X3ERVnkVMawN5f2rBAjhRJ/6ztHE944mtL4wP/2L779LwXSfnH7Ugbo5R/9HvbwhLLtwAe66ysgEpotejJl/s2fl9+3G+zRMd3Zc4rDY1RV45ZXECPV62+DMdjJFK81pjBCLltdE4JoP8cgmtUKCL7DX50TN2Wq7YGKnua976LLiurNr9E//khIPSFIK07OjobMKLdzjezZPE2oaoq5/TL+/Amu3Qhj0liU0pjFEfbOq8P163pK9c634Z1vyx5ixJ89IDxdp9/zhJgCTfSwvkK98i727V8c9mOOX0If3MY/+gn++rn0LnfblBGmc11fENtbCSK/IiqN3juW9y3PYXogphumAO+T/3NikW9XQGRQOEqw/Zg1RqntxiDZZb8lljXUC9TmglFEBNmnS8QwXUBZQNegvIPlmZC3MiRfzSSAuySZ6bu0GEj/aTsuEIgyPipC0h/mc0LTcK/6nrC5JBII62vZd0yDrvX4cwigAnG7IhQJmu8asZU0Vq7XlhD6tIA0iRA2wAo3D72LTQcPKn21U51eJfOJsR7MUJ8ddpFfi2MLFVGy5uAcJml1i8GCEpLajc/l/YxZeZ7UMjHo80YuMrYl6T+hDq2UqIt1TrSWSexh2YfioLZM5wXbLtVTEzN5k3SofYw4l1W0Rsa10YoiQB9JKmDpXGD0anlhnFRaAHVeSEUuJKvEIH3NZWJ7d84PkG2I4uSVn3eloO8jmz4Im0FJfdXHcXUQgevGcTCxlEaz6iWjtlpsQhsnDmSVletwIVAYzd1FyTsnC/7hx2cSnJPKWQyRziuerTtePYxJqlPu+cfnG2al4dH1dqjlqyhZ7rpL5K60di6t5isnMz692NA5z91FxfGsIsbI/YuGp8uGEAIv7U94qU5EPC2EsnduzfjGnXscTAruX2z4Wz9+xmXrKdOC7mRWpc+L29lLezUPr7fJZVYxLQyN8/wnf/iQo2nJg6stm97zzq35YJVZaMWjq4Zfe/2Q//d3HlJZTZUy5lePJrxxMOHjiy2fnK1pXWCvMlxajfIwK0Wu995BRVUYni1bmj4w/Rm3VH3e9qUM0H69xszm1K+9KROMd7ggtbnZz38bXCMCIu0WfE/wju7+h8S+F+MKa2je/y7KWMpb9+hOHxPXS2gbIVwFh7YWbS2mrKSOrIwYSwRRQ9KAme1h949R+wf0Tz8VHe6X3oCuxV+fEesJsRUREGULCfjbFZEg9XBrU+1SM/nmr2LmgCy8EwABAABJREFUC7r3/wiaTZJRjFDPqN79Zcze0Z84JvH6fKhLStxJQTA7OikF7UZ6LGMyhehb6WW+fCaBdXM1BtdhsJ2oatlKUIVqIgSsciKiH0oluLllmHVCClZGp4VKRFU1sU+Byhj5+2SOLmsJ9pOZnPvmSqRD0SnoZ0RAS8BNrVIq7ESiPplxEKGYJs/rFMS0l8A3kMrSzBQS5J1h4HIG0Y1Z/m5W++LWrsQ2U+34b4PgtzcCqXg9C7TtU/ubh6CllFKUaD3BNSv5bKqriyyE+pxEeie0RXEuy89JTJ5Cu/jLZ7LntMshyU7X55OSVPYTDlGlW6QTUzuZaQyHH32itSKRlRRfGHlfOPsM6YZ48+0Kks/y6BSlFQPB7KpxTKuCg+RaFKLUT8/XnfT+xtSWFSBGlUYlOTklNva0skSl02uBbT9C3bsjlxnAysWhEhMC+E4Ccm01VYJcjRYFtUEuR2lCgsqVEti/tIZV048ImWLomAvAqnXUhRlQhCYFfqWypaJiVhh8FCnREOH5uiVEmJcWFwQDsUZU4D6+2OJi5M3DKbfmFQqpFcco2uFZTKb3I5pxe1Zx2YztnXnsJ4XhZF4RggT503WLInLZOE431ywqy52FZPN//efu3chEXzmY8D/55l3+xncf0zqpbxeJKNbFiFWgjWavLoeWNa3gsnH0wTMtPXWCph9dN7yeSGMuRBaV5a2TGX/t5+7y935yyvmmQQG/9vohz1Ydk9KwPy348PmGZeOokmvGppc+8Pefrbl/vuWtkznVz1Bv+0/avpQBevLGW2w/+An26IjJW1+lvPMS19/5HbTRdB98j9hsxRfZWvT6Cr+8JvQd03e+Qf3qWxAj6+/9HrqeUL76OqFZ4m2RArHCFMU4Aa6XRFTyx/USUJLvtKpq+ucPUVdnkkn1HZ3rKe+8grYlwVpiKFOt2YuJhJH6ighxtGAN9t7rFK+/Q/edv0f11s8RfUfYrETEI4RkVvHFWza7EMiWMWtPpJrMFI7Xz+n+0f8Hs3eIWpwQVxdCnIok56fwOemEKHBRBvThXZgdSvtV38h+TSEtWZdPybXnxPxgtLaMY1+3VjA/Rk9m8r71ZQpiJRSVBPRmJbC1KXYy0zhcm4o+7U8LfB+d/JyJZpurscVpN1POMLfLGTVJLEaJgEmW/tyNGjktHWbVHTLZZ6JRHALY0M2ayh3Rdek6QlqgCFmP2QG6nBK6bYY+xns4HGP3pqjdo43lAnLfcbyxvhpjpkpcss8aTUQksGUXqs75JBqiqAo7ZpN9j1NxaE00WtjgVktA4oXqyoubBFzJsmKEWhv64EeLyHRV+fzyUORz8zGy6RxV0my+2PYiCxpCqkFLsBRUIZKb2JUSwlmIsO2EuT0rDcs27JDB5NEsjSxK+t3uu3Q++b0KCbp3ZiVbFzg9FyOKEDP5S94npyKQ7qIWkZB8N5VW6LQKyY/20aSgdUHEXBIfQEOC/SX7NMCq8zy8bni2ajldd7gg0LLRssha9jIeDy5bGhf45LLhl17a53BS8HQpPdmF1nTep35xRaE1VRIduWx6NPBs3Q2Z+ePrBqukzcyHQO/BRRnLddvzDJgUNzPQ56uW3/nkgqtGjFm2vefxsuVy29OHQGnFlvL2vOI+0tN+vpF7Whi538+WrZALUw3+pb1KoHnEHGXdeb5xd4/rpud3P71EKfi7PznFasU7t+bc3av55kt7vPdkRdd73n++YloKA18pON/0fKMQhbo/fnDJ+89WnCwqfvOtE/anf/K8+9PYvpQBevHtX2P78Qc0n34o3spKYycV/vpybJnpe6J39JeXQ/BpPnyP2DSU914R8lXfi0uVNpRHJ4TpDL3Ywz/+lNAlEZFUv6auUc6hylICbfSSdaOJ3VYMDpyDdkt//ly8qZVGG4M5ukVs1vjNCqNrdF0NtXFzdIvy6A7t7/8WhICZzqEoMPWM4JwIiDx4D3NyDz1dkBWaYt8NQcP9+LfHCV2W4JJlZuKVLVIdOAWFk1dwj94XctqdNwnbpchbvtD3LAfKML2Weu/ppxIEk9uTmsxQB/cSO7ohri/TB3eCs8rBWsu9cGIZGdeXslBJAiFKKdTiiOg7WSwUpaiKaQ2ba4gJDdBaPjfsV+VZD+U7yWwzAnHzYuQcEvgpM7f4OGfoN4+hyunibgatixEx2CVixRePkT6jjdTWdy0q80/p89H3mKJC2wK3XQ7tVeqFQCp63zdTzhfbq8R8QRNjQCcBE6UUXe8IO4z9F0O/ZNXJwCEF6RstWVHapqw1ovc9ACSaIrV9rZp+3LdSL5xbvuaU4ae/WasoVUEIgS5lzlrLgHapPkqCrvM5Z0ODi20/mErk4CwBVuF1JPRBwJaUkWWoOpIy/iiYQ2EMJgVXa6RW27vIxbajUNLnDCSNclnkVFYnlyuG4KOUoghZwlQY5FopaiukrhBgr7K0qQyjkdpvn/ZjlOKqEXKTi5HoRg31GGBu1aDD3fnAvaqksobzTU/rPH3omNikDIaoa2mtWJSWZeu4f7nh67cXnK5butQiJR11ci9a75kWhv/xu3c4W3f8k0/OmRSaV/dr1p3n8bKh7UMiAsqYZCW6PkSc94RCD1DxqnX8nfefU2jF4US02B9cbHi4dcMxy7RQu9j2hBC47sUBzZgRjfFR1OmUUqwbz+/dv+RwWrIoLX/nvWeJcGZ5tmy4tRCk4CfPZR672HQczSpKY3jr1ozf+/SSg1nJpvVcbBxGe948mXK6bvm//J33+NHT1WAA85/94UP+d3/pK/zCKwefeY5/mtuXMkC7qwuZVNuG7vIcU1Uiy3nrjtSQ+156aYNPMKweJg53eYqZzsjTk0491AAxeEKzlZpgVWH3j4CIv74gbjfEGBKBRL41od2ijJE+bKWld1hJthi9Q0/m6BiIzUYsIVHo2QxTFKiJsI7pOtRsn3B1Suxb9GJfHszTR2JS0begFZuH72PuvkH57q8Snt8nXJ/KORtLvDodBDakbWenxUopVHKZUskHWGmNCp7oPeHqmfQ6u/aFUd6FU5EM8+zBwCwXC0lDnOzB5VOY7qHqY6lVGyuwdepbVjmTzRW/9TnRN/JzTKSu9SUsjmQhUO8lfC1JbG6TXOhkH+WShrlKJxaTCph3QJbYdDvXkK4jq48pbgZdBVEpojLE7NOc6tZK2Z1jyEJHVNDcDlKRFgMh9U8rIxyD2WFSMLsRUeWAuRUNdSMQamMJ+GERBhBckm81ySs616lvXINCG8PuAkBrPYiYfFG+DyMpUSmBR0VFS2Q3YxTIu3NBslQtwS4T1OqiSAEVJmWyAXRfQABT4/VqJT2pWQsZYFEVrDo3ZIG9d8PaKwSIyYe5tIam92mRINm4C8mMIqZFg5br37TyPHSpdaxMKbBLBLgs0qJioNJK1LFcoDQRVMm28/hOfJqtHj208rpw1XuM1hxMJOusC41yQbJorbm3V/Ha4YSmlwXFXmqHum6TYIuSczBKRFM2vRdRligcAJ8WgApho2/6IG5NRtF7GaMMlvkgymQuRhalJqKYp4x2UhieLBvmlWVRF5xve1adp7Iag5DP5oVmVlkqK3KuYvMoGeqqc0kARO5XXRraPreopQAf4E5pWXeOaWn48GxNCDBNbWSfnm9Zd1IOmpaWEKUNS7eOxslCb9X1LGqLUaTFSsBq6YuflpZ7JyWbxE/4xh1pZfUx8NsfXfDKQZ3q9oIklVrxeNlyNEvSxT5yue24PavYqwuWTY+L8GTZcrbuud72wzMFQnj8v/3jj/k//ds/x7z62YXRL12A9usVl3/3v8buHVDeEnOH7tkTNt//DsXtezBbEM6eJo1tGKo8MRL7lqCgv7qAENHTCWbvgHD/Q/onD1C+R6daqfJOJuOukdppCKlHwCcbRiGRSTCfSLtSXaOKCntyF60187/013GPP6V78BO6Bx9ij29j6inu+QOpM6YMqn/8IWyWqGqKP38qE/LFY6LvBZ01lti3uCcf488eYW+/gpofEH1PfPCeiKCkb3I0KahklylbQj1DdUmYY3YgA5klL9eX8p7PzKoD0JjifMbiwk7m6eHquSiBdY3UpieLlO3m3ew4UuUAnQlseyeozbXss13LdVdTqXOfvCpyo81KrqmcoFJL2s2THXKr9O8Y/CSTe+GaBkERPbRDxWKS2t/Ss6I0sZggmWyQmb+o5NyUGqVUdVJN0xp0KUImEQjiRhW1IbRrBsKdIonDaLLClgZc34sFqC0Jfiu1zJSFSkvPjuiFNiiVyXYjzD0gKzEDxeCcS8zqDHIzZP43s3MhJVlj6J2n612CXpOBQnpzVqwyWuDiddtijaEwhqoQJvK6dazbfnSdGtYMWRxF2owWpRgyKCV2ktZoWu9pe5FXtRp6Pw5bBjO2naMszLDf0mj65B8dY6APGhMVR9MiLc8iqy4mkQ/J9iRzHkldfRBxlbN1x7wquL1X44K0JGmlWPfZ/UsCtQ+R0mjhvafzv2V0clOSsX3n1nyAfGclHKdA8erBhN/+9JyzjUv1Zc1+bdEKVp0siqSVSSD6No+/0kxsdh6LXDUe56VvuNRw2UoLVuylXDAxarB6DFGY43/8+BprFK/t13x0sRVL0MJyNCnZqyUYP7oWvQKthLz24GrLunU3EZEoTPv8nBkExj/fdgMZ8LpxFEmJq3WBq2T4kSxtpDVMvmEcTQt+881jfvRsyfcfLzFGUxeaTRJcd0HkRV85mvLHD68IcRR+UekZutj2vLQ/wWrFQV1w1fTEBH/4EHj/dIUCHl41KCW2mkYp1q2n6TqKxCzPj2ubpEs/OlvzrR1G/E97+9IF6Ob+R8Tg0VU1vGb3D0Ar3OpasqvcPpPZlNqgipRFE/GX5+z92b8MMdB+8hORvHRdkqeUNh5VTfAXz+XnJCup6kombICqRjUbotHo6FC2lEkjBHRVoU0BrqP+6reYfP3bNO99h+7DHw4uRZEo0HIMkuFqC/Nk4LG+HpjUUYtlJCFIQPWO6D0aRbhKUpUhpHptEOcpSO5YkilnNjWTBTqTzSYLWF1I0LGlHD/4ESLfybuUSrWlPCuGINmhT17OKdiH7ZJhcZDg5DF7ztljXvLviI64wGCwgULdeQtVzWDaSZtU34kiWK4RD/xbxv0yTuQZGx3dol6IFkOw0ynIRXHHshWx25IjX0xtSJRT1GSRiHBIzR2Z/GMfAGkBk4VcD9oQXI8ua4wtib4n9B3RJRvDIAYOvSqIXQ9Ii11hLUVZi693kvhUxqJtKahHOvcYI8H1+NxSl4iSuT8XpXA+MaBjHL2hh0tP34SUPZfWUFjJdJouQ7A3RUvyY+FiJAS/4wzl6ZynLixVYVlMSoxWUm9NtVMAn/yWrYaDaUVhb9Yr5VxU6lXOqAJpMpcFRGEkQ8otTFI9keyzc57Oa+alYVEXlFZasq6b/Jyp8XMw+GFn6Fvq24FN3/Js2TAtzcD5MylDzXVgrRRvJj/l5WVD1ALHF4JrE+ELSUeFNbx6MGVaiilHnzJqnxALF0CrNG5KWsQIcDixHE/Fl/p03aGQ9xZRBFgKrRPJSoLW3XmZIPnIunWsej/Ih7pEjlyUwhzfn0itNUuZ3ppVXG57zjYtvU+97el+6AhBiRWoj7LAUGkBPy8tT5ctdxc1d/cqPrnYyHQRoQ8BazR9HJn5On0355Xl5+7t8+6dBb1/iEaxVxu+8/CKVee4M69459YcUMMicdwHzCuxqMzbG8dT/uD+JYURLfNPzjdcNw6rYZ2kPrO9ZVaea10kJN0D8fROyFHG839G25cuQEf/WSaKrmrs4Qn9s8dgLaooUFoRehHp0HUpN9QY7GIfs3/E/p//K+hqwtl/9n8ndmvRN041FboWygoVnEzc3hGd9C4L+7lDz/eIZYUKLVpbgR67FoqAe/wR5d1Xab7z98EY6p/7dao3v4m/PKN/8glxuyZcnUm8mh8QnUPVE4qju8TNtbB6XQpsITWwKIQcFUThK5w/gsvnxOiHrC3bVqoQYTqXALo4ksk1tU/FdkvM51uKgMsAGdti0PLOm8qQrE5s5OBGcwkFQs5K0piuhb0TaDeS7Rp7EzrP5LGcjTfJ0asqJGBXUygmQ206rs4TrFzItQ0M8xxw9I2APLRR5aA9wNBpstQ73svJuewGku+61PokYjIgjHE9P0KXk4TKpM+CBNqukSy5bxhUwWIkrM5hsoeZLlC6QheVlFCc1Nt6JwupoU0pRjrXo4OXZ1cqw6llTxYutqqFIeylpqyT9WjIet2ANlaMM4gDSVCpOFhH7i5mjFJYayiLAuc9TdcPga+LgdZJECu0TMB5qCQ4p/quFjSg7d1Qj+6cTwsDiIkZnm+51op121P4wKSwQwCXOqrUL3OG1PQOrTUTOyIIWkmwnyU4lYQ2aG24O7PMqpHYsz8Rv+TGhUEWMwQZ69wnnV27Ylqo5X+Xrac00pJTFRL8XBARlZNZnc4zMqt6TtctLi1AlILXDyZ/Yk9tZQ2KDqM0Z0lm0liNdWFwwho7+QXGn1iDVjAtLLX1bHsnVpzJN3laSMvZ1skCYtV5tA7EKJn0w2WLkJhlf70P7Ba1MlpyMi15tGyErBZIixe577UVRKpPQFhJ1naHe3sVh5OSZeIivHY45UdPV5xtOqaFTvctMLVG9pdcxwqj+fl7exRG8cHphsoaHl83nG3gcFJSW8NXTmYDolQYQ2HU8NyA4nAqnInzTS+Mb+f5+t0Fv/LqAWfrjifLhtIprhNtpbDyzM6STvu297g+pO9KYvjHyMG0/Fd2k/+8W3XvFQCi94M3cnQ9xa07qLLEn58S2jW6qjFTQ+zSY2gtpqwp77yMme8BENZLCSxtKySlpGkt5VIRnjfWYu+8jDt9LMpgWiQqlQ8oHbG3XsMenuBX16IedX2OribYE7HCjH1H88f/mNlv/DWqr/0S4ewR6qU3iK4nPHsA3RY136e494awxiFlkjskqxw0jRnjyXYp7lVdOvdkAYmRxUisF5iDE/RkIbsJQdynVmdQVNi7bxKqGoqauLoQMpMtYLNMkHnCFKMSk4nMdlaGpPwxLAjkfWIhqZol2V+ZGJPkZupPTqDjUGN13Y7dJ6h6Icdp1tJSVVTpixmSy1SClH2W+RxhbUkMc4/zTo02t1fp7E2dEIagQQUx4TCWeAM+l/3oxQGmng/nOzh75c1YdD0j+H7I/nfvWVhfCOGvqIfPm9IkSVqfz3oYmRigjx6byicoLep1SDbvugZTTgheJAlz0DKp1iwQ8qgGlnXZd7lsMePiCdbOmXPXu1R2EZvDxuX6sMDws3LMNvIZ50lSpVKCBHn5Lx05AVn5feOCpO09vfPsTSvJ3Nw4QRq10wo4ZMrkPVJYw15dMClN0k6Wftq8OMha250XHe2X9mqerxtWbUjrShmN4CX47K7ldsEWn9bIpdFMrOXefn3j9melMasU1iJwv9ZcNI6DiWNafv70ezQtebJsWCWjCINk6Pt1AW1Pk1S/bG4Li2NtVCu4Pa843ygi8l7RsFb4INn+wcTyjTvijjUpDP/go9NBREaU1iTj3jpxwdp0nj55Mc9Ky9PlNW+fTPnRsxWbLuK9PANZOEUr2Dph8R/XBYu6YFoaWhc4ngl5tDSa/9E7t3j/dMWn51vevTXnh8/WVFbqwY0LVNbw7Vf2+dXXDvm7Pznl0VXDorJ85WTG1dZxe1EyLQ0/frYiL7u/eXfBsvWcrVuKVFa4Nav4d37+JT44XfNs1fHOrTnfenmfg0nB798/58l1KwIlWrGNsqDVCb24eziRdrVE7tMqDF/IX3/zkFvz6vNu4U9t+9IFaHt4wvwXfo3VH/7OAOnFGFj80p+l/eD7mG/9Es2nH9Df/0hWxMGgtUXN95i8/XVis8GfPeb67/9XFCd3CctLqCewWY+Jl1Zoa6lffVvY2GWNP32AJgpZKkJoRLkMFaT/+e6rxHZL3zeDGIJSClWUxGZN+8H3cPd/QFheouopev8EHXqiD5IZdxvC1hPOH8NsT2DprJqVoXploayFiZ0zvAybOgcE1P4+9s1fIJ7eh3o+jJvSGn1wi7ipsG98S66prAlPPkx9wgl2rqfoW69KFtuKEposXpI6mM/BTyXZSzMG4N069SChGcasNTNaTLJtzIIomSHebeSyqtlYhx24BDDaQO5k0QPclRYJUbLoQc86w7shgNqtozlQRvq/uw031McAXEtcX4mfdP6Id5LNBjFGiL6XMcs94Cq1UQ3nEwmrS9T8EF3sfNGHOnFg8MRL47Vbsx3KNKnG/CcJmeQaadb8zu8Y0G21MxbpHHJgzo+Y1grnYOvEWSkvIEKCf+eVHoKxNgltSs95iIG2F+GOF/ni+V4USkhcMBpHdL2nLm3ah6TOmRVtlKIPgRADGslYYxTTBKXEsMJqxdmq5XLbDUfVqIEYZlMLkVF6mHzLpDnahDxSIyCUfhuGqnGBuRXhjBe3be95smwTOiF+0NYAXtp3vihAV1bzzq05P3q2xMeIDopJYdirLcfTgqcraS2aWMOdRcXBpODHz9asO6kzd8kY4mQ25fF1SxeEmFYYza2Z1M+t1hxNS7a952LbM7GKdVrM5HVWaTRfOZ5RWc2tWcnteZ16nBkERJ4sG9zWpf5yudfTwrJfi3tW6yP9tuP5Ssb6N94Y9RrqwvDVkzmvH06ZlZYPT1f8lz98yvmmY1Ya9uuC41nJ4+uWx1cNR1Nx9XIhcji1nK07vv3KbX7x5QOutj3T0nAyK9n0nvefSXZ+Z17xdqr3v340Y538syfJnerjsw1tcuuKKCqrEpwdKYzidNVhtGZ/pun7SO89hdUcTEr+ja/f+dz799PcfioBWin1MbBEhIJcjPFXlFJHwH8MvAF8DPzPYowXP43j/SnnwuLbv0b92hs09z9GaU392lvYgyPOHn+Muzwjrq7RB8fE7Rr6PmXPBe5c/IXrN9/FTOf0zx4R2lT3rGoRFYm59meY//q/hl8vWf3W3xC1qywpWRRJJzoS+x538Qy1usQe3pYsrJoIpBwCqqyJ3Zbuwz+S/ttyIrDl6UOYHaBW58Ruiz+XySmur1AHt1HVlLC6hH4rQUlrkd1c7AsZabsS+Hi6kFnF9WRFBfPSW/hmKYG8HH2zw8UTVAy4j78r7OA+qW210uDPZC69166D+aEEIJNatLKnsikkMLtegvNuyqEUg0rXYGSRgnmCmpWx0j7VZtaz9C+rjBI0a9Sdt4kXj8RT2XVyjL7js7pPOz9rM2bJ2cnK9QkWV4An2zoO/chEotYoJ4x/tB2imgoe1a4IrkPbkug6wupCkvAM56u0SBow8t161RhEY7sh2nLIeKUOHXKVnIHsBTeyaslAw8AByAERchaww/YeFjFjurkTjslQcOoQBqQuqNJ5hAAWLeIYjF7OknWpBHOOMHfnvHR9qfEu9F5g0ZyJ3jh+jOgXXdgAFwR+Ptt0PFlKcJgUhqOJGT7fOI/xUSbOaTFmyM7z5HpL48JIJstjoSQA+aS/3vlcbx/HzAQvcqzcVGHLY+cjEALXW7FvzItuOUbkweV2kB6NiGjK1VZG+Lp1HE2LLwzSs9LyzTsLvvtkSW314AXto0C7P3dvj9KM5/qLLxmerlpOVy2d99TWiC2lj9ydV8nIQ97rej+oYl1se5yPbN1u/V3ed3tW8ssv77PuxfN51TmqpIMeY+QoCcL4sOUqGVfMK0EJQgiiDJYY/Ufzgnll+N7Ta24vKlyI/OHDq4GUVRrFa4dT7i5qXjucDIurZ6uW60bg+k8vmwSRizLetLBcbjve3dvjYDKWLmal5Rd32p9CiDy62vL79y95fN1gtOjK390ree/5CqNE6KQweuAGdF58qmdVweG04HBSsO6khU0pePt4/jOHt+Gnm0H/5Rjj6c7v/z7wd2KM/4FS6t9Pv//vf4rH+8JNKUV56y7lrbvS63z6lO7xfRa/8puc/Rf/T0LXoooKNZlRvfIG5uCE/ukDdGGpvvpNtJWbbfePcEe38GfP8H0rNVqlMHsH1G9+jer1rxKuztjOZkRfoazUQv3V85TgRBEsmUyJfYffrsUEwRa4Rx8JZIiwx4uX34JmJfKQWhO6FppHAqvnibueoouC2G1RiyPUVhN7pJaoNbaqJQg0a1HeMkaME4DYtaiyQs32iNfnmJe/hnvvn0qQtqXURNsN3H5dBDnOHqJcL8GyqAQy3y6J9VyyxK5NrT07dVvBTcfMOQfPnD3aFCC1HjPD/LccGG2Rgm0K2ICw7LVkuZMFeraPv34K2yuGLPxFUpiRhcAwp8YoUDxKWsp8T7QlBDMS0ogCedsyLSKSNCkIipFr69qmcw9SX1YmyZwqKas06fxjFARl57ReeFBHBbkUOEMIhGaFCR6v7E4QU4kcZEGFtH4Y/xqCaHn3XTssIsUnQzM4iqUsOdtJymnlumo+yc853fRLVpW6YUGaKwURQZBykE77zP++mKAPFIWd94SB4DduWiEknranMgI7rlrHqut5eVExr+SZcklisy5GZvL5pqP3I3Sb4ulwTdLSldqVhkxfXsvvVaQFSA7SN7ZIjIouRGLnOV21nMyFIPhs2bJspWbvo7RyuTCO6rb3/MHDS17em3B7UTF9wX4SoC4srx9OuX+5pXWOSKRN8PZvf3zOora8fTxjry6oC8PtecWTVcPhtExscs0q9Sjf26sBYX2/ul9TJxLe/ctNQlYYFgH5fhUavvd0yfN1lxTk4KCWYHWx7ZiXlsNpQZnIeYWGTy8brFZsvJRCsjSn1kLWWrae68bxo2dL3nu2FNa8FhW0f/DBaTLTKGhcYNOLIM77F1uumh6tNHuVEeOWKKz6bT8uekOMPLxqeHi5pSo0bx7NcCHyd957xkdnGy42HZPC8MpBzcOrhh8+u8YqRV2IkE5GAOpCUxdwPC05npWsO8+6k0VNHQ3XjeOd23P26v9hC5X828BfSj//P4D/nn9JATpv7vKcq7//XxO2GfKF8s5L6HqKrmr0dIaeTFEowmSGLswQnHe3qJCMxstE6q8ucMsl7vyZsGfLCuUMkYi/PktGEhGUw3cbyUSTaYe99TLh6hmYUmqnPgipa7tEbVfEzbUcJ9WUwaMmC+zLX0EXFaHZ0N//Mf75g3HCJTHJc13YdejqRFjTGV22JebonmRr3mHmB9h3f53w9GPpcwaYH0G7GR2YioqxTcgkURbJcCNqZGiXtSADufYbPOzfTpm7MK3V/BCuTsf2riGI95Ll953A5LYQpa+iTuYDeod0pmB2IONGlH00qwH+HaDgHDT0zcke1w1a1zEjzqgd+BrJrm2qc2cbzRvbDrSstSxa2q3UqMupLMqGWnU+kZ2UcXcO1hYBindq4sERXS/axUqgcoiyUNCaiN3ZjzSl5Ha+oX/6BlKdF0476EKyCdy9MnXzYzd/V2oQRqm0tBzBTk9ojCJraVSyk2S4HpXPgRTYPxvlhlpyiON7M0mr83Cx7chFCdFaFkvLTe9Z1AWgKbT8XliHNcLQ9kGC2W5WmIcnLyJ0GketIyqqVFuOuKTiZRRJSCTQesjM9jjiG9Spf/rpusUaxboLnK2F4ayUeAj7GHfq5BkdiDxbNax7z915xcnn1DNvzytmpeHj8w1Plw2b3ov2dpLDPF13/PLLB1ijeP90xWVqBUPBsnPC1PbSN3xnXvHW0ZS9yvL4WmrcV0nQRemdxQviCIaSXuHD2hIQF60PztdUWmGM5vm6pbKGl/dqvnprzu98esFXbs1YtY7rCzcowsUYuW48PrS4EHj/+ZLvPLwkRGG2exc57fzA7N90nlXv6V2QOnyICbmR+3kwsfQJxn901XB7sWVWWL7z6JKPzzcDMvLHD69pesessjR9YH9S4EPgu4+vpX6f29wqKzKnRlrCQgzcnpf0EZ6sWqaFHRj1k8Lw6kHNb759/Jl79bPYfloBOgJ/SykVgf9rjPE/BO7EGB8DxBgfK6Vu/5SO9c92QiFw9Q//FtE57IF4d4a+pfnoPYgBPXsVXU1QKPx2DQQiRupZuWfUdYSrM/ThLeL5c9Rkhi5SdhU8y9/57zn4K/8OZv+Y/ul9QrMeJTEBlEK3LXE2x8wPRdJzdSGtTKuLEeIOmnj2GHV4G9VuifSp/hrRUyFGxetzOL4nWXRZEYID10vtuKrT5Beg2QhTe7aPUZporcDSZT3U+vT8UCZ010t70GQO549SADPQLEmz5QiPKw3RE8sKs3dMcO2OvvZuUJIFB+0aPT+CeiL1USAuDiX45rrp4gRz500xgrAWFQL+9IG4OkWkdr3TX44q0Ad3ZVESkaCYWdiZdAZjZMm/52AUvPSBdNuUWSL3K0uQEuXcs3OWKYQ53jUjhJ8PoAA0qqglqPSNLMTyeMgTR655S//0ToS2gkyo6KWvO0OjfS9rjZSJKhXpo8ZrERpRPmIJGKVRhbRrjVw4PZLcVEoZxzx1B2/OGaMeYO1dh6nPhtAxuBoNdaHY9nGwpdIKSh0J4cW+8ht7+II9p6HWMK0K0faGwZDjqunofMBmSF3lY4p2dIjSdtT5QO8Cl+kEeh/YurENbFxsjGuuEaYPSc971PVeB0edRDl6H+jR1CQxjkBi0ScP6rTAMErxfNURomTzfUie01GYwxldkOsdhVgqq3m26jiYFIMj03AvYuTxdcPWiQVmLiL0QaD+pnf84eNLiOIa5UJk61p8hFmhpWc6RmqrmVWGyhq+8+iaTd+zbDzXbT8wrbUe8A+0FsnQV2phuj9Ztmx7L/aeURYle5WQv948mkGUtqN5cr2alpplEwfSWYxyrHlp+eBszarz7FUWm1j+21Sv3q46jFbMS8O6c3TpGTMp2rfOc76OHM8KXIDvPbnmqu1ZNY7r1vHVk9nAYzhbtzy8bvnW3QofI9eN47qRGrRWsLGeujC8vF+zToYq00KzN6koreF02YrXtdVURtMHIbm9djTj9s+YHJa3n1aA/nMxxkcpCP9tpdSP/lk/qJT694B/D+C11177KZ0OuItTwuoae5iDc8f2/e/jzp4QnaN/+IkwaPcOiW1DefsOsYX28pTqja+hyhp3fipqWNcX0DcoY0QTWWnCqsQZQ2jWTP/Mv87yb//H0hq1M0GqpDetmi2qrFEE4uYatb0iy1fmTIi+IyZfZIpC4ONqgpodQLNOxC8EIg8Oe3RXyEuba0ZHpwA40BV6cYw6fgn/6CfgWkKzkgn2la9BWeM/+kPC8iJdy5kEW1uK4Ye2EDoJkEUtATrJb9KsJSjYEtRaguDQb5uyNG0GspaKgTg9gOvnqHY9wsPVFH14Fz0/JI3AmGllcw0rDlhkktqt19H1TGplxo5ynugRos5TYE6R1QthIfdshwAh+UXrvI8w9nAXZbo/OqmDZfb3sKNUy5Y+z6iTetoA0Y4g8hD8CxGqGYRMvIOyRhWT8fRUPkcZyx6DeKeFtNBR9Ii6le774VQAWWzIAH7BtyJw07CDBOvunu8Xbyqd4MQqCjUGdSnbqSFb/bwt39us6PXitqjL4bM5lPso7GDSfrVWu0sfSqMGclLnvLg8GU3Ti6DJF3Woxiif9078lU0SodhPdca293RGS+3X6NQzHbjcinqZTmIkMYpghfKSeRsVaaOIlGQN697LoiazmxUCmuX2JBNyH7owl+cvBOht77luHWUSfzGppc0HEdjQSrFsPbUVItmm8wlKFwJbdiDbq4RUdbHp6Zxn3QXxjtaKpo+D37UiivpvWtRao7lqJNPug2iQW62ojNhyGq34/YeXvHU45cmywV8FUSFL47dJ/sreR7RRvH44EVg6irKZ1UIma7zci5jQpmUnAfvmA6jQCNHp+brD+cjRtGBeWq63PZvOc7ntOZqVXGx67l81XDU9H52vBzEUQXjkeep9pLSRaWn41VcP+fGzJQeTgtZHnl43vH08ZV4XfHy2ofeyQIrAv/XNu58pR/ystp9KgI4xPkr/PlNK/Q3gzwBPlVL3UvZ8D3j2BZ/9D4H/EOBXfuVX/vRZ4p91C/7GRNTe/xB/+ljIXFqjtCg+hfNnmJPbqBikwb6a0D36GHt8h+Leq8TtFd35uUya3ico1+HOezh7yvLv/U1MabEHR/jTh0JEqifge5TLfZgRbQV6ViDZqZIla2y38q2tZZIWfWyLmu7J5/aOCN2WGIOQwmJA1dMRo7OlBHeSqpTS6Nkh5tYrAgd3Lf7+D2SCq2eE6zOU+VAITZOFZFLLM2JRCzO5i0nwI0qw8tl4Io7jGaPUoOtFEiQZGbLkdqwYiJdPiWWN8l7g8slcHmxtAfl7qOey0PBOAlezlECjdTKtSAuZ6QJ19LLUv50QRUbBE0YIPG+7Rc7hNSMLDu/T5zMLPv1uC2n70oa4OBaWetfI+8xOG9bAPN9h7hapXSyGQeBkyGKTAprdO4EYcdvUvociutR7XosKmfR0iyNajAGPleCcFj5aicxglqL8/C2O2fNn5hG1+65xUTSO5G7OffOTGamPEqRuHD9+9v15wbSLbOtUzMzgTGEV87Jgk2qJ2f5w3TkJnlqxKA1XncfmZgIvQbC2QszqkhZzJodlePqLVgtKJUENZLEwNXAyK9FaLAkBni4bOjeG+G0X5LiFRgRT/I3dGyV1ZqMFjJegWLDpHJvOJdEWGZMdcjhaKS43PZPCDNe+u2Xymk2qW4NCloqEKCiCIBvS5ibKZxLwfRS2+vGsxBiN62XxIbBxAC1uW9nbJS9xY4CgZIxPNx2Xm25wFjNKnpmrRtTkQgw8X0UeXonyWJfu0cYJ6pG/ktYIE3xaWnwQxnXTe5oeNqlX2xrNNJlUXDfuM89hFpJRMdJHqI3CaM3Dq2a4959cbLl/KbKhlRE84LrpUqtYHKaFkC60MAXPVy0HleWtgwkb52VRspV6+uHE8/Mv7Q1a8PsT+zOV9nxx+xc+klJqBugY4zL9/G8A/wfgbwL/S+A/SP/+5/+ix/rn2ezhCaooEiGsxD19IIxXsmkAqHRT42YJ+4fSW2ktZv+Ig7/676JMwcUnP8RMavqL81R1kscleo+eTOk//gFh/5ji5TdRRZUgbi+QchQHIlUUo/DF4LwUoEuGFkngQ5U15ugO4fK5CKNo+ZzeO6F461uoakK4PiV+vIHVJdG1wrLNWXieQfdPYLYPmyvC5RP0rdfGlrNui/v4u6jDu4kMszOZDUxlJW5Rrk91ZiWuUMag+kbOv6yx7/wZgaSffEAmVZGcuRS5NzkKalAUY+26FEvK6DrCox8nmDjA+gqqWnqPu80IDZsCtX8HLh8naUwvpDWjSQQBOb4REhjFREwxcjtXJkjl7NkYuc4+/S0Ze6BIWblGrS5EolRnslu22cuzWYLyy7FNTGmRpxx9pIcpD7ynX12mLFRLXzky6YS+EXtJYxIHrUhidwJLK7SgCjvZ+xe7JjOgB3H4WQ2fk38UGcwclMDUZw0sXjyCShOuz7P1C2++0aW2e7wUpFXaR2E13odBAGSVpCLLYpyOtBLNb1CczEqs7ll2ksHs14ZFgmut1vQpmEitOA4nopUsYvLp7sLcRomfWERUoq7bnoPJCFseTUuerdrkHhVonE9rLjXsN+asU0mA9FGESgLJolMnow6lmRVyP9fZw1oxsLPFPlMsKl/cMqtYAYvKctk4MSRBgmMkSX/G8Zilhi7pj8vYaZ4sG5rei374MBCi+W21ln3lhZRS9AGOKsvFpqP18cazEaMoxmXVMRfjYPJWJ7Fw5wNtFCa31Upa5ry8Pistk0Kez6mVTLywmnlVMC0M55tOFiQ7mlMZvQExESFEJsl1atX2WKNFwzwvfIg0vTxH214WRZlNb60sAnofWW573v/wmsILfN77yO3bc+b7NSFEnqykn/qd23PON55XDn72zO3d7aexFLgD/I2U8lvgP4ox/jdKqd8F/hOl1P8a+BT4d38Kx/pn3pQtWPzaX+b6H/1t4upaZBThZpaVtxAI62vM/jGx2aD2Dwe42BzfhumcsF7iN6KDTOqDLvf3JMOKkbi6RO8dEK4uwPcyucOosLVZMipQJSg2poBYTSTwLU8J20vpK3YRdXQPrTT2G7+OvfUKYXmO//i76Fuvinl6YourdBwAbEl88iFOa9TeScqqlahguZ3MtG+T0IcmFDVcn8m4VVOZyLr1YBeJ62VhstMmpCZ76MUR5uA2HZF49VQyZdeMNVEEDaAsUsBNQWZ9JefTboiLY4H/u62MWd8ltvdOdgxw8Uhg53oP2pXsKwSZKVWynSSAMsKmH1quEqybA2YOWNlxakf+UqJiqqX7FhU0UZcjRL0raZpSwJiuS2lDKCZy/XmfuS4fldz7zktgNaUIxzBCzH57jd/ptdZlJf26fW6luvnc6j8Vkpamp/ji866G/8l+1BikdQrSn7fn3Tj/xXXmcc+5ZijAhsYHP8Ctbe8HedEIA7EsdA6bsiKrFW0Y93kwKVlUmUUOk8JyOK3QWnG97dn2MpurdH0DhSsH6RfOU+9cSwTWrWdRBeFsejH+uDUreLrscIi6VOgDnQuDUpWK4BEWslaa2ipqaziYFjxdtnTOs+o8hVbspTYgv2oJJHEVRLpUK8mUPzxbs1cXHE3LIZuurUhtXm56DicFIYqKGYjwyd1Fyfmm46rpE8FtvD8+kqwbk+HJQBgcx0CkQ5PLGYLM5MXMqnVi1qEV3gsU7xmflxjl8y5EAmIxWReaWWlRiM671ZrDiWXZiV65tJeVHE8ryrZPMHigLjSvHkxRKrLuPM/XMl/HdP8U2fJTcTwruWxcesIFItcukCot9DvqZjrKOl4rxBJYMUh4rlrP/fsXbFYtJ/sTtqlk8OjJkrcqSywNLkQ+vtiwajru7U+5u6jofLjR4vaz3P6FA3SM8UPgFz7n9TPgX/8X3f+/yFa9/DpHf+1/TvvgY7oPf0DYis3Y57FJY98RQ4IbmzX90wcU917DLA6S61TEXZ3hV0spSy4OhHGrpFUmNFuKo7t0MUKzRdUzYXf3DarbMJhCmBRYfJLe1AZtFMpUEsi7LegSNZtRvPVzFG/+HFmpKpw/Aa3R1hK1Ie6fSOB3nWSPqT0o2hJ39hAdRP2J1Tlxu2MVGTyx2xAniwQ5p8CpRcWKGGCWiGw6iiynDJz8mzPrGMUMhDgYh9yEVSPEHhXLMUjqVNfdrmTxUub6qxoh4SzxmWr4sqho5T0TxvJFNqNQo/UgxgixK6baNRplTLLfTMcop6O7l04ypCEhAEC0BSoTx/oN46z2QmSKQfroUzagrCE6ddNrerg2Pe7HdxCKFMhjIqoBZMg8EhqPnR9S60jTNPgg7T+y7IiYPy1AqzHzupHN7tSn871Xwe/w6T6bScedCflPOmp+PIyRzHBSCqKhFGw6R+/FwMEnree8XtqFMEV2PQxIFVHclFTSny6MptCavWk5qI5NSsOm72l7LzaXRJzKISe1SL1wrvmaQpQA0DvHp+dSa4xp/WwSYjAtDBHFZZC2rWx1GRFI+SDpi7fOM6/FEWpWib/zp26L0YpV2w8iG9lU42BS0PSeTe8wSrLMR1dbTtctb5/MKJND2RuHU54Vwtg+nFa8fmDYm1hmpSVE+L375xRGetTzAqZQcDQtONt6JlazV1merptEDAzDtafRIEu1ZltRlED289LSt46JMax26tvDs5JGtk/QtkLRJnJendre7u5VTBvP01XL+ban89JCdTQpQcHX7xTcv2r5ydlKpFVjpDIah8yZPnNQ0tj5GNmrLSFElk1H66TFqyo0R5OSR9dbOs9g6Wm19E2D7HvVyhPhXODssuH2Xj20ikVkPw+eLnnzjSMgJMg+8uBqy9/68XNKq/iNN455987iT/g2/HS2L52SWN5i3w1CI+Wtu8z+3F9h9Vv/OdlkYHfThUX5jnD2GG0Nuqpof/QHdB98n+qdX6D5we9BUQi8ZTWqKFH1hLi6hhiI7QZdHmCObmN9T7g6w955BV1NKO68xvY7vwXb5FrkXMb6ZN6eH6DrSgKzF1UuipLoPf0P/wn2pa9IzVmuaucCc2tRgm9NMWaBrpNszffjoqAQpnAMXqBqU4gTFEhgreZQT1OmW6BS0IgpcA/ZcwzCEq8mhOsz9Cw9pNVc+qjRqcbOUIuNvhf4X+XgxRgo82ZLuZ6Qe6fJeJuca59qwZA0vFOvsTZSN87tXflc67mMaTKw4OhleV+/laBVHMD2mkHq07WpJSyMQUwlSkpeyr+4DRm4QMoiepPuJekzKo3FLidCaWGqa03Iymc3snMZ59BuKKcLNBVt0xBiwMZAoaIgJa7/7Dn9SVsO2mqUAbXW0HVhJ4R9FjxXancyZ1wMcXPZsrsuy5aUGbaelJbYCpkrvzdn77vLHxWl1geKwiiM0imwI4tFGEhbVovv8uW2k4WoCngPk8qypzXXjZPz9n7AY4bAvHPeAWi8jHnM1xGhS5lnYSJlUo9ad46mD+ncZdGwdR6rFFVpht7YGOEqBaPohP2tlVxT50T7fN05aR9SouV91Yil4br3/ODJkjeOphitWLfiA313UbFfj0IsAA+vtkwLy6SwPF+1orKGCLz4oLCaIfi4JLpntfT9ApDkTIdMOY7aARoJbibNVVpBoXUKdqL6FkPARWg7h0lCHzmTN0oxLTSFMRzPzFAjv249r+4XVNbQ+cAHZ+sReo+CJkxKg0KY9esuPScadBR98Zf2aual5XLTUtrApJCebx/j0EQjpY24o/cu9pkhhuFYVonXtWrluRKGt6LvfUJzZCk8KTRGy3jOCsPf++CUw2nBncVNedef9valDND++oLlP/5bxG225gOKCn14Qrg8S321gFKoupYMVonsptk7JCyvsAe3xMLx6X3mv/nXaO//hP7++7in96WXeHUp/crWErcrglK4Zw8w0znTb/9l7PEdcbx6/lCUqIyRp1alrFAplNGofgV+I6/bAlwCbmxBbDf4px+hX/8mAProLv7pxwJ5TubE1aVccMYfc/bbrBNRK0otu9lIW1JmKU/EKMN85efBtajNkvDkAwlQRVLZSlmzypltziiVWDtGnbL9+YFMsLtynpqd1ChlptNDkcVMATr6Xvqeu0aCg3fp+tudY2khX6Wa6RDgiokcO5UIVA5qufabs+t6LrXzeo7Zz11++8NzEmwh6EIiZA2ku7hDAMp15BxAh9fyNJbOLRtp+D6pwflEnhsDu4KUnYqoiAp6eBaGscv/xkj0HdkfudSJe5qsOXUMhKRgxs0jjM9YXsBkxCjtP8PYu0pjw6UxZkVjZnvzPbkWDQwtOrtbCDL9d8qLQYYSg4ZJaWm7/ubQxfFHsakcXa0qa5OdpfQpayXWhK3rRPErSnOkVgprFNEp+ujZdpFqari3P2HZ9JxtAhZZS/kgRKYb5/siMLJz7QFoemnDMlqxqCylGdn8zkuPc4wRg+bxdUNttZhahMisMlxt3XDvhYkt9eJ1J81aVSHHsEbLejvB7D94spRjxJh0vUWH/NXDCYeTAqs1F9uO6/YmwpUtKFedo/UBHxyTQgiGKgUtCb7IvJXY2T4FMp2eF0XKoitDZWQhogKUyRPAx8jji4YPkxY2wPFezdt3ZlSpDHA0EX5H60TfelZZXIxU1tC4wCcXG/FeDlIjnpQG3csCwxiNd4FCJxcubXj3ZEbnhSm+qA3GVDSXgq6FCNe5r3tnjR8izEsj+vFhXLCYAiaTgrYTYtheXdD2gXXTc3JrDlHMR1Zdz7w0tF7q6ILiKH74dPmvAvQ/7xZjZP0H/5DoPeZQmslDCDQ/+H2qV9/Gzxe4i1PyV1DrmHSQI/boDspYQrfFXZ5ib72EO32MnkyZfuOX4Ru/jG82NH/0j2h+8E9Rk1KsIydzCTCup/7Fv0Bx6+XhfEK3FRjRt6lHAgYapxbyT0xuUSrI5K2218QGUBp3/pgiBWg1P8Lc+wr+8QeyT0SKkqKUDDMHDp1ag5RYaaK1MJJjlAm7a4jdlv79301tSymo57aiDM+WU1k25/YdnbykfdLJrmdQVMRqBsuzdAMYA00GV+sF2PQgp/YoVU5gug+Pf5Jg7BQAJ3syQL4XmFknpS8iTPZTRqxGIlnGSsvpQPAaMuBUO1bTvc99VnQ1E6/nzRVq44l6R2glZv9nxSjxmW6eghG92AmI0Q8LvRDCeN7DwznGJKVUamHL9qchFdkyFM5wL4Lrhfews0iIqXapJjNcs9m5qt1Mf2eWehEASPiy91LfzjVP78csUiXY9fO2F7Ps3SVLft0loRCjxJpytW2H2mBEhjJ/TisGBvWmy2IjgbYftcMl04vSgREFwtz2gbowrJt+ID9FImfrlv2J2ERqNWp8h6GM8NktZ9g3OHURuhBYNR2TBCm7EJJHtaKyQvK6bnraTYfVhk0n7VGL2jItDJvWy6IgB0clbHAfBc4XBy1uLHp6L+QrlZCEbR9oEsHsspGAMa/sANeWRtM5CaiDHH4UQw3nAxukN1tgalAqMa6RFrO2d/igKJWgEhEpp/gQuTOv0AqerjqKZHJtFFwvO95/smRaGu4uKohwvuloG8dX7i6YFZoH1w2ByEFd8KsvH/DhxYZCa2IUpnyfXLFilGOtWk9p0qI3TUNZEGe/suwlB7LT5yu2feBwUlIazY+erRPyknkPiduqpE7uQ6ROOtsqSsDv0Lx8b4+ffHTOctVhYqRQcHg45c6dBYvairOYEn/r6EeJVKuVsM9/xtuXLkCH7Rp/eYbePxpeU6mGETdLdGEpb98TYljbQLvCnNzFnz+VGnXKPMLyAo7vJsbvmGmYekpx73XC8hwz35cgm75Z4fpikIYctu0avX+LcPpAvoW5NUgpCazWJpUx+U9pqXflyZxnnxL7JE2qFPbVr6FPXpIMPrHB/fMH+I/+cDSqMCa1axUiXBLdTnYYU4ZdChN6siDrY0ffy+eMtHlFU8Dlk8TM3sn0AGKQXmulMIf38BePiSr5FMMIp84O0W9/G84fEttkOJIctDj9NLF1Ejy/OEznbWTB0bep5crA3a+g928LsSwH4tXZuPDoNsmOsk7SncgALk5QxZ+yyu020maGEm3zgXCmJXPOGTERTDW22xERLjBjmqlHTeaYJVB300SSWIV3hH5L7m0ewlbIXAUrqm2oz7QMyr7kdWOnUE1wbTO+Z1fzO8P+O01R2YZSAnQm28i5Ga2JMRDDTebuzW1U0RoWHJ/zLoX0+2oV2bQdLgwmmTfegxrbq1wIw2X0yWt3oIxEBq0VcXMSKdi2dwMlcKgQRFi3UtsFqav7ED63B/vGuXATMchQcBuga9zQDiUcODHzWHYenytOSRXOB9i2jsWkYF7ZoW2scTJanR9bwzonjPaQrGNzUAqptiowOINmj0IJI7uXoFMZEfUIQIhSb5WMUzGzJmXrHq9hr7K4ENgmydBSixVk01seXjVAZFpaJlYq+Net52rbU5eGOgUrIYdF7p9umBRasuIgqmCLuuD7j5YcLCrOURRWUVmLUfBo1XAyK3n/ufBhWhdow84qLdW0Oy83uvVBYO0gC8iAtHdpJaIoh9MSrWCvLviFl/b43uNr5qWh9+Jx3Qep+edzPqwtz9Z9knOV1rX5vOTdr55wcdUQXeDXv37M/+Yvv80//uSSD09XLCrDe8/XLBvH4axkkbTTN33gzaP/YWlx///N9uJ3MPqe2Da49hG6qiFG9N4hBIsKFbFtUChis5Gg6Rw+ePrnD5h841c/YyOorJFWLXPz9ZiC4433Lg5RKqL2bxFdm9jcAaxBWYsuSpkIHRKcEutYFSUoTXQt/uwx9u4bZBlJVc8Hm0gAfE84TdJzzQ4ZrNukqTRlenE3UEjAjuurIYtTwUHKIuN2Se7fxZZSXw4BihJVTdH1bLh+pZUIqswO4Pr5ALsqbWHvBFPPiPe+Othixs2l+FXHIAEVJJBsV8TpAQqPvveOBHQUarJIbllAPUfVc8LlUwlk8yNGi0gP0wMJyDGI8MrOvQvewfZaArwp0hjKzK+0EdheW8BJFDGF/B7SIsG5nQWWZuBS57q6LaVe7jr5nLFpsTDC8zHfgOjF01rbnda7FIWStrrJCmO53ezF7Dgr3sUcyPIxXlwYjIQxbQTyDim7ZZe1HaOQHndeezFT3v0tWz1+3jZ8Tkn2ko3tb+w3XY7UByVoZXZz24918V2uXf5d69y6pUaWshr3bxNcXhpNoQUm7v+E4Jz3exMViLmAgUkwq09vKmMU281eMtJ8ej7G9D1Ode3GU1uBx3sfRaQkZihZJEUzF9IH6QuvjAh85MVLzGNNqpLFmIhvntaPpL6MRIAQ20QWVdEjcPCssCw7JyUHDWXUVFZxvu5pnPRqawWVEb9oH8JgIbooNFdWsWykVqyQILmoC05mJTHCsnVse2FrN73HWkPTBta9tFttes+bRzNChMttR5PeawzDuGRAzCAGJPPKcrntmRbSs322aSmMYVHb4VpBmNm3FxXrxqF0YFbVnG062j5QIF+xZaov5wWgjgLx15OCNxYV+5XlcFHxbN3zb37tNj85FkvNt49FGOVwUrBse1oXuLuoefvW6Ab4s9q+dAFaT2bYo1v460vMfI/oeroHH4BWKFOjqhp/fUk4eyY63HtHxKszVC2117DdiJhJWaG8o/rKz33mGOb4XoKmOwmkIEHeFpiDWzfea2+9TDdZoJon6OmeGAKkGrEG2UcSrVADdAoojZofELutuFldPsM/el8CpS0x995CH78CRNHlRknGqY1k47vWhkpJNj2kCHlGcGK8MWR6jBCvEzcpZSzq4NbAJAeEnJTlMGFwxKJdS+tWOUmYlUNtl3KMckL0PWF5Srx8yo3ZNgehhCQoW6BSr/TnbTH41AaWMm+THmMFNEvUdP/m+2MU7+XLJ2SBELQmbK5gdrjzzjAy2vGSPSu1E5jzlgKhKcYxLmopUfhWzDiCl2fE79Rc870YFkoZik/B1mhZKJkCO5kPiwtdlPgu8ynShBwjuizH81EMmfugsx2R9yhN8KP+tvc3obndUwopyx0y452/jQOaDqlG9PxzY18UolA22cgf1ekDeVgKYyTTBozN0o9uKM9nM4e85DBqFO4orBJSPOO55OAdo8DmEYguIx6ff015MbFLnxgSuzweURABowXC3vbhM1LtfidYKwU+eFat1FNLHejz8YEdHRRhIZvUzhXleuaVYdvHgYh143yHxUTiE6SDmqQ45mOkQIJeiJJlvrRX84OnS7QS8l1p5XlYdy7B7SQmfcTHkDiQisNpwdnWSduVFltQgINZydPLhtcOJixbcZzqnMDASmt8iuRCUIus+4BWa2prWTeZ9q0pDTjGMgBI4CyS5GcMkVWXW1Th3l7Ns2XLunVyrPSdmBUGqxQPrrZ0yGJvUuhE3ItpoSje5Q+vGjZRuAlFsu2MUVrLfvR0yVdvzXnn9oLXj6Y8X3UsG8fZpqXpPa8eTnnreHaDrPez2r50AVopxezbv8nqH/9t3OWpBOPNmvLe6+j5Hv78GSwguo7qta9gTu7RP/wJ4ewp0fXousYc3sae3IN2K8zc5AgVmg3hSuQ/y3d/le7Hvy9ZN0BZUX3rz+Kffox78hH4HnP8MvaVrzH5lX+DzT/+m9Cs0ZOFQHyuJWISWzoJUeSsKE3YMf8bPP33/4FkfbM9otb4T35AaLfE0wfE5/clgASX0wsG2cqsbBTczkyapp5uK8HNpFYj9Hh8W6AO78L2WvTBq2n6IgSpIZ+8Oo65LWF+AJdPGb2eEbi30fhnH6MO7grMnWfH1KYls3gONFGy1fndP/1G5xk0uBEC3l1o5LfFSFiewtWzgfiW0ro0PkZY8xlaBkb2ttrxl077N8VQWhgUyLJFaHbFci2xqKSGXs6kNzrflzyDa3E+G6JFIuApozDV9Ebmr4xFlxPJ/JPRhSon0pYHaGsJ3olpRuYhRDFQsak04pQjeC+18ZtfmOGfEPKUf3NNcWPQb6aYu/985vYYJe1FhDjoTn/ee4gCJee2IqUUk7Jg3fQDy3t3FaAVtEl5rC401URx3Ui7nc51+xAxRjOtLPPastz2NK4dM/jddZIaA/DOkCRClRz8ptlGUlHLj8XOsOzWsIskPbrtPN755JY0DqMadyH1UmO4NRMnqm1fcrHtiNHTupG493n3ZRea1+kCnI/0Wih/k8Ly0l7NpDAcTkQ/+yoFnKEyg4T6gNh3KhhUy7RWLFuHQTLzLkht/yu3Z5wvW95/vkr1bUfvI++8JASrXAseywqiIe57qTNPCo1rffpqaUo1Pn+FVqz6wPKyEWEShMxWZSOUCJ9cbpkUhtpoOh+5t1/x51/a57/8wVOeLhtmpZHMW0vr12tHE+5fNOxPCra9J2x7VBSXLatFG/1i63jv+Yq/+/5zZpXhg9P1sBgqjeYvfuXkX5oON3wJAzSAme8z/42/wvp3/y7+9BG6EFcoO51R7H9NsupPf4zyDfHyGfH6DPCowoLriRdP8L5D799CpSylf/A+/YffHb/F1lJ+48+IAYZS6L1j3Ed/hHv6CWoyF73r55/gr55T/fxfYvrn/jr9B38ogijxFjF6aBq4fiYwb1mLkla2HuwbWPZQz/A/+icSMG2J3y7R80OCNsTv/wOZiJVCeS/BbxcuNYUIlWSy0vBFyVmnaGUPsK2xkhl7l2Q5NXF+ICSv1cWQUanjl9B7JxIMfPJt7rtEKGMnMwTlWrh6RlxfilynLYllruGS0hIngdAW6P07ApenLYZAbFZSYzYGVe+JnnVZyXjFnf0AHN67+TD0reiVZ5GY3Zk5elmk1FPpBZYDpvtbyTlmQw4YM/VB0CTlVs1qCN6Ccyb4upjI7J19rYMTgpO2gg6E1AqXcb0Y0LYcAu9wt5RCGzuKjig9MLBjjATnBpg7v18Zgy3rAfY2xqT79fnEls+rN+8GkGFd9+J7Pi/DTp/xIVBogzKaInkuR3YCIVkMTljFu2IsMdzsXVYqKUhFCQ5ZpcuFQGkM81rakTIL3GjNrLB0ztP7QOu9tDh9QRH6xWvIWXO+7OxzIuRxMRoxWtjjPsTB1jKPkzXSorTtwhi0lQR3tfNdzJl2ZY20JmnN8aySGmq6V0Yrztb9DRQiA227CwKFLHhKDSHqIfCczEru7dU0fRjg8lmhOY03F2WZqd7upPYuwOmqk150LWptVUqhY2X5lbePWG8d19uek72Kk72aaWW4bv1wrzOyoRKaYrWitAbnI5Mi9YaHOGita6WoraZLgizZylIycc/jZStiMQrONh2lVhxOSxoXWHeer99dcLntKawsgBsXmJeGRWV5ab/mzcMJz9cdpRa99Hkl5L/zbU/TB+7uGZ4sG37y0YaX9mte2pMEbdt7/t5PTvmffuveZ0xNflbblzJAx+DZ/N5/T7h8jjk4wl9fQLOhe/QhxStv0336Y+J6STy5hy4KmWSadYJVK2LwhIun2MPbqKIirK/oP/hj1HQx1F1j39K//wdM/sxfTUIla/zz+6j5wTjRTPeJq0v82SPsndcpf+EvJxhao2xJ6Brav/+fEJ2T4xojwaTdCrx68qpkmt1WWqhSFhuW5/J6tmFM3wAVfMqYkfajokzBdzf9MNK6pI1Qg3KAy73E+dtUTYl9g7n3NvrgjgRJ71HVVFjKy3Pi+UPRzyZKVq00FGbMCHcnPddB2wjsHQPR2nFhoNPC4OAuajqOXwyBePlQdL9Tv3HcXBP374CdgD8b05+cQff9APUCxNyTLL99NsP2vSAERYVeHEkm3G6IXTNm3HGcDeMuQpBnXdL1DjrdOZt3aFtLrbWYYKoprmtQrpHzS6x5gcEVqqiltPICISyGgO8acSBLf4pFhbEF3nUE71DKMOSoSmGK6obd5g3o+zNfmM+++kVZcd7Xbu368yDucS2o0v3QGB1EpCR9SGq6CpsBDSUkqRAivRdGvM6wPjG9X4JQnawCY4z0QeQjF1WR6tjijtT5wDLZFVqjmFmNSz3Rf9p2E0WQkc2Es9qOztfiYgVRJ1Uu5LomhaF1UinWWoKyYqe+rz5n3FJN/7rpeXTdDPshRko7ZvFiEJLU0tR4Hk3vEyRtef1gSlVYFCRlL4F7j6YlZ+sOk/qjo84iJZEujDabfboWFwI+quFcOx+okwta5yOzyvK1O4uhdenhdUNIilxhh6MwoBQhDoVyo8XgI0TwWRcfaSfL45rZ7Tr1dwtkLouyxgUWleVgUvDy/gQfIj98tuQvvnXCunV8/8kSaxV39yoOJyWr1vHm0ZRffe2Qu/s1/92PTzldC2zdeSHOHdaWl/cnXG57SqM4X3fcnpVYo5kkGdKnq5aX9z+//PbT3r6UAbr94Pu0H34XUMS+ITZbfFERjcV/73eg26KKEv/4A4KtJbMpUv9rEn9Q1YTYrAnNmv7+j0X3Wu8Px1BFRWyvCNfnmKM7yW1KfWZyxVjiRqQt/dlj4voSNZljjl9GFRXm1mu40wcpwCliPZNM8vhldD0lXDwjFiV0rciVFrUEu9zLDQytUTusCTVYD8abNdpyKosM7wRaVojIiGslC/YdTBboGNDHL0M5ITz4oQQ6bVB7t1D1jPDs40QYm0gwa7cpS0xBKn+ld92j+g3EMmX9WQtLSYCuZqhuTTzdEA9fQtdzYrOU4FzsQErBw/K5nPt0fzyesXIs18p9xBCblWTurv3MMzJMwJk1322JtkDPjoimgua+XI9Oi5gYk3nHMOjjtWV50KwWp/SIZACgxfM7BkFogido8dZWpAwbhfI9YdPJeVQTQBFcj2u3Q6okDGxF6KTdzHfdON4qTaQxErwb2drDa/4Lg+nnZcG7cLBi7A68QSwbR+Nzg7r3ftDCzhme0Sq1YEGMoyVk7yR7CmG3rir9tMSxRzpLkvqkOhWjBI5JKXaNFxshKWqtwMVBVCRozf6kZNV0ApP7zz/nvOmdBU3OBCNJCtRo9mqBivM5FUb6Zn0IWCMa0LniYLXoj+/IS9+ocefWrWlpeHzdUOix9Y1EbModfeJtJp82Gq42PR+db6R9isjdvYraWkrjyBaz+7Xl7qLmtYMJ89LwbNWKkEhl2avFL/n5uiUoOS+b3MpClD4Fq8EHIbplwqJS8MbRlG0fKI0Q8+4tKs7WHWvtBzUvud9xgMtDlDEsreZ4WvJ81dKkAK9UZF5Z4SCk41o9mK8ONXLxxRb1NqWED2NS+92yc/yFt08orOb5UoyElq1jv7Z86560XL6yP+HPvXXIHzy44mLbcb7uuTMveef2nMKkBVj6rrdJ+lUcsrb8tz96xju35nzr3h77kx0uzs9g+9IF6Oh6mh/+rgSgGKSWV0+ITYNqNqjCoqtK6q6uEwnIGFHWgDJom7I5a4nB0fzT/4a4WRKWl8TtCnPyMqrMbTuR/BVX1QSIN7I3gJhqg+3v/jfgO1Q9hxjwjz+kePfXsW//QnJo6mSN7Xri9lqyuewvXNQSPPueaMsdNS6d6Uo7AxBHdnkOFD77JiuBtLNgb1GhJlNpHYpSR2V2gL31GqqeQXD4Bz+SsSonci2nDyQWVGMNFFsIVtmHJDayY3toUhuZBnSZskAFeMlMtZLFhBWlthg86uqp9Fa3awbyWC5q6aQiplLmvxu8hyijiOtL4vY69V1/wbOSz7FPQf3qGX51IeOdscPBuWpoZE3jmljamX67O93mWngenxiIPulwa4NXGqFEyf1RwaNVGJ+mviP4nojwD3YDfUwlBYVK/c87wOeQnamkULZ7saOc42dNMSQCh53X442/ZzGPFCVuPm433hd3/gVxlsrmNFGpQSwkZ6AytGN9end5m8lUQ9taiuSamOQkR3i26T3TMiR96YBJGZxk6jKxhwBFoZhWBUZB5YV8tGt+9SIq8JlatUoOU95TWkVl1EDg2q8NdxYTOh+5bnqa3tN70eLWWqEjqMBAanpxcXAyqyhSMMvGGTkzro3GKYH3XUylgQi9i3x0vqEwmr1as19ZzjY9v/vpJX/+rSNKY9j2nk8uNpyuWqrCsqgMB5MChaid9S6wSo5bdSFB7mLT8eByiwvShnUyr6TvupPWtb3K8tWTOYvK8gePrth0nrqQc55Xllf3J3x0sRlaxJwXdESnbpI+wGEKbova8vbxlFXn+MHTFVfbXhYWMfdAZ6Z6FFn7GGldHNyp5NFP867KiyXNb755zNm6Y9U6JqXh1qwaFj1KKd65teDNoykPLxv+4OEVT64btr1PftSWGJu0SNA8um55dLVFKbnPj663PFk2/NV37/xM3a2+dAHaXz6X2cT1kuEpCQCxcEQd0VWVROPTFyA4lIoQgrRgpcAtbFqFKl9FlRPCdk30Dv/8AealtxLL2aL3pL1JTxaY45fxz+8TpwuBmjcr4vKc/vQhqk+uULZE33oVpTTu0x9gX30XffdN4vIcbSxqeoB/+oEE1nIyZFdUtcDQ3snfcrAdMM8wzijqhdcGqHN4mtPfPfrNX8DYitg1IsdZz4YFhn/+WPZlCgl23TbhXFtiPIJZwdAGpAz4LaOGYhzcrMYiWT6vNI0reNG2UWlDdE3K6BvYXIznq01aPJWiFb65gGjG/QYnC4kQiKsL+T1ZcN5gteexGKDokeErTPI1QphjZ3aWGXHoU88KXSOMweDx7Z18XlshbnmXWr5EgSmqXP+H3PcqGjX9WPcMSAvWjVk8EqNChS/2Oh7HNwWvlDmH4PFemOXS6xzHgJweiy8yy9gNXCM2+8W55+77YzqfnJFYrWl8VmobXZByZcUYMNqktix5MUbJqnPfcBZA0Wl2jpEkidkzr0aXsHwCN89fjjOvCqrCEK82rDo/LCxytp/fV6R1Z4yyDts1mQx9ZG9qsWk8+yDBUzSoDcep57dzIkaiUBjEF3lgAKfj3Z5X3FlUo/RpXpTsnHtlDX2I1MkZq3OB840gKcezkklhuG6kVr3tHPcvtxxNS7HBVLKQMN7z4XnLpDDCejaaxgsaMSsNpdF87/GS958vB+mDq23P8arj26/uU1vDm4dTbqeADfCL9/b55HLDxbanMpo3bk0xSnHR9EyswUcRTIkxcr7tuT0rQYm0aV0YvnZrzvG05I8eXbFXF2x7h1EaFR1tiFRWvmdWqyGrz4svFJyuW1ECqyyl0RxN5RnQSnFrXnErkbrWnePjcznPvcryxtGUx9cN33+yJCaI/+F1w35luT0vmZWG1kWeXG359EpKDrPK8sllw71FRVDwwemaX3h5/wu/C/+i25cuQCe8CVWUkvElNmwMXli1UUm9txPYU+XMMrGlQeplAGq2L5lxBHNwC3/1nNhs8OdP0fWM8hu/lpyTZLNv/6KQup58mCb6KIEvK3HFCF1DePoJHNxBXZ3il2cYW8h8Zwzmpa9KNvPkQyhr1N4x8eIJaIOeHybyUS060qJuwPAVVjlw5IAch8Qzkvq2c1qSW1E++mPiN/88up59diy7JjGxVwJhJ0IcfQvNkph6ogdREWsBLUzsmIJfzuazx3QK2mqY6AFlxppxTIFrey2LmqyNrZTA+jFK0J3uS+222TFAMQXMDolnD5LjVc5o45jNq2TVONyTsa67ayRBlrkityylkGhy0Iw3fbKzFjoIVyDVqpWxxEIPfxPD0yEciA957nHeCayfXVAwBMUhRLxYTnlh6/uOkOqgwjeQ7wFao3USs0njKRmmZCRDnfjmYT93+zySWHzh76SrNUoNBhefIWWlZ6H3kdLK/ZSWJp3IQ5FZaSms5XS5Jetmg7QmZbOJ3nmR30za1zl701qyd5c8m6vCoJXizt4UtWrYtILSZHApr+E/zzxk9zq3nWde5dJWpO394HRktObtkznPVy3LpkchWtSVNUJgAryPdCEwTSplRouJxvmmo0oENLknY30boHEhmXmI9nWbyHAxLbRyDVgyYznZ1gdWURYdzkfKiaa0mm0f2KsMp+uO674fWNmRkcn95Lrh/mXJm0dTzrY9zzcdr+9PuLtXMy0NX7990zii82Gws83j4RM8fdk6YbjrZPARRR3tqnW8eTjhqnGsOs/BRObF2/OKdef5ydmaGANdiBAVJiUkfYDHy4bKTvnNN46xOwRKebaEhf4PPzrDRzHiuNz2fP/JNRfbnllpOZ4VvH085eFVw8VW2sm+/coB9/Zq/qsfPmVWaPYmxSBH+/i65ZUD6bX+WW5fugBtDk7EzKJKylBdI5N+OUkZZxSIsJpIvTl0aFtiXvsacbMkbteSeYeAnqWVkQJ9cIKa7REunlG8/nWK178BRMLqAlXN5JjGUrz2deyr7xJjpP37/y+B2INLQTFlw94JextAK+J0D7V3DK7Hffxd7Dd+AzWZE57fB2OxX/t19HQByuAf/BhsQby0sL5ERDVSBqoNWDtOvKiUkpTJkUqufTiPcip13stncPQC+xmgnosLVrcZg3MMAivHCJtroq2E2JbePwTkkNykSoH+le+TwQWSbasI2QgwiZDEVOeN1QzVrCUQmyJluCmQ5mC4fD6aUmgNM9H6DstTUQPLGTKkiCFs9ajMC9EhjsjDDYBVxu9G5kgU5KSaoKYHxM3VEPh1CnIELyIuST4W1I76GWmfKUirMVSPkhhy7JgzhM9sOYCb8ecX35H0ukPf73wqr9SkrzYkvoQx0rPaO594eAoSmetPiMs3tgFmfPF1xNkqJFWyEGMiEN3MVF+4MlwQS0enxBXLGk2dsj2QDLUPaghEIM9ODOLrnFtmQgzEJOuYA9ukMExLK/VrhA1+Z1HzlK0YJcRIyO9PSMFuRs0L15r7jI3ic29HYTQv7U+IiQnc+ciT6+0QmFrnsVpxtu44W3ccTET4o3We56tugHpR4o8dAZfUyCqrOZwWfHohBjBNH5IUpYz1vBQt8w75phVGRF36oDD4tDaT/Z53orJ2tpFWwZA+U1lRRcva50fTarjuD87XPN90tM5TWcPdecnJTP7eucBRbfn0qqE00m7W+4BRItk5oHQh8pOzNbdm0r74ZNXRe+nF74OYbbxza8G67/n0ckvj0j0FrJVeaQCtNSezkoNJQe8D75+ueXC1JUaB6DedWJzuVZYY4cHllmfLFg+sO8/5tuPuvOLWrKQPDTEhIa0LHE4KOheGZy0jN9eN46s/Y7GSL12AVkXJ5Nt/ifVv/afQbIjlROb02YK4Fpg29t1Qu1XVHFVY7N4RJJGRsF2jjBYLyt2asjbo2R721a/hHvyIcPoQYeE6zO3XMK9/E51qqaHvxO3KJQtGwiD+ITNUIJa1tB2lAKf3b4mCV7PGHN3D7ATNmLJvT0Tbgnj8MmF2IHKdqwvJCIuxts6N2mWUoBb6YZLezabDdonmswFa798iXD+X8zZpPzGKJrbWY4BUCsrqpoqakkxaTeaSXWd43PVA8qVWBoxGbS6JvkPZSpTL9m/DeRJfMYbR7znKZ1KdnnIq5xU8bC6JZS3jkYPbIDuKTLQ5K/1MMN4pCaT7PNagd2ZdJbC30jLGymY5zjwM4r8cfY8u62G/qqikZ71viUoTjTC7tS2l1Yq8FPhn4Rcj/fDWEvpuJyiMe8nP9rjwyG/JdTqNtUay6PT3slCJ0BUplMWEQOf9QIz6Uzc1II5D32smfAkqlYhdKOrSsm76zwb0fBui2E5Oq4JJMU7measLQ9+OrkuZMNYlQppWKslxGlzwuCDMYJRi24vaVd6KZJKglWJWysK190HEOl4gdaUhfOEF+SdDrpPC8HmbShmtAl7ar/FBoFmtIpUZxTYuNj1GCZJwOCmS17TIYma3q6AjVZIYXlSGO4uS83WfHKwCrQ+8tC/PWK6PF1ZailxC3EIY271Wnae2iuNphfdiDDLWwEErWfxUSUTGhUjnA5fbfoDjn606PrnYcDQtOKgtV1uPUrCoLK0LnMxKJsbwYNncuJ8mpfcuRM43/eDG1aV7sGrh6XLL03XH4bTgYgsuOMlkQ6SH4bo+PN/w7smc987WnG865qVo6D9etjy83PL64VSC89WWp6uROOpjxPWRjy+2TAuNMdKi9uBqS5OeleOZkNnKhNb0CSH4ysm/CtD/3Ft551XMv/W/YvuH/wB39hhV1hTHdynf/hbdJz+kf/+PiICZztHzA1RRENaJUBQ8ypZU3/pN/OMPcU8+FmWoGCEG7Fs/T3j2CeH5A+JkQbx+Dpsl/cVj/OMPsV/9NtRz/E9+XwJizlyUuSkTqY1k3UoJ8Wu7JC6OEqo6PsBhfYV7+J4cBzW4QGlbYCZzmMwJxhCvnskXrk+s3gTPiv52GHuhk5JW1GbQDVeTz4G3QY5z9yuE1YUE2FzL3VxBdMIIP7wjTlbrK4jNWCcOXvqwj18lPvsoZeBhFBVJbVMDutxt4OjVoQc6ZgJW3rQm5oWC76FejF90Y0VedLtOaMVOj3IWP1AKMHIOA5qRZq8okNnQ7BplISA1YH8zWCf5z+ilrexFUmC6mhu/Re/INCgdPTE6orLEBK8rNDoIBDqGwxwZ4/A8xCgQeew9Bo1IuIYRLSFB/QnO/rwtu2PtBuf8OWvtjfdFFL1PWeWLV/g50K/WauirzfCyAnGjSgubSWkprIhHXG+6QcA0w6HyOemT/bzgDFBawzRGtp1PGW5MjPAkuJHqwX1ST1OIaEmMYsShtLTM5HasdStGG3UStbDa0PvAOpHNfIiDLGl+RPJKKALO+6RFrbnY9Mwqw6S4Ob6rtudi0w+3tC5EgzsH5zymRkVO1x0hkqwpA32Qwsi0EJW7q63oVevkPvVLL+9zvun58HSNUtJWtD8p8CHQZeBMkbyo5f6URiV4WGRYi6rAhchL+zUns5LTTYdNC53WSXattOLpqhvGzcfI1nk6FymNIkTFdeM4W3fcmVdDK5wPkWXjmO9ZPu/BjOnaApHgAn0usaTFwXuna0qruTOv6H1g1bqdMowQzkCx7nr+5g+fMC0M9/ZGDYBFZYkIcW9WWZ6vM8ufwahEA30IbHqYpzJDYTS9Cyx7z51FiTWK01XHxnkmheGvvnubxc+QIAZf0gANoOd7TH/xN4WlPZmja+khtif3CN/8dcLlc1Aac3QbtMGdPSZen6PqKfb2q6iyRs9/SQRIHrwHWmNf/Rrm6CW63/9vYbqA6zPYLEU1ylhCu8F9+IdCSgsRVU+Jm9UYFDKBq5qKUEXOZpUSAtrTT1Fa4x69j739JtEY3Pu/KxByJil1W2LXEG69Lixq18m+Du7AxdNxAHbr0bl2a1KARaGSLjXTPdTsQKB6Y0TretB4jnDxGKZ7sFWpvauXVqwkcxk//R6DjKh38vfU683iBBWC9C1HL+9zLXQipxolHSWLeHDxAKb7Mn7zE7h8nBY2fWLwRhFCybBxUTIQvdCjScZuOjfUdlUyJkke2cNEkYIc+XNKoHpA9U3KmPLsrJLxhmhJKWMTO1uPAStGVFHhc8Yc46gwloKiIRC8WIPqoobYj+WX4f5lkhopCClaNIMQZ6pBVtYMSIFK7mjBe0bhks8GuBAD3nuBt7+gju2S6phRCq+4oc89PmLjZ2OUeuoYyGPqYZVALbrYDDB1ZS3zOrJqM0MfjNI3NLS/6NyUUkzLgrpIUHWIXDcdWit6N5pt+DR2VqJ2auORQfUpC/TJrCGi2HaOqhCi1NB/i8DX2YVrXFFKLff2Xs1y6yjMmMmdbzx7dTF4Qze952zdYY0aiHibztP6MNRnd68tBOnlXrVxqEHnzNVqydLXSYFLKy2Qr1a8djQdxr9z0ho0sZo+xOH8rVH4JBiz7cRQQimBecFjlOKXXz3gt94/ZdU6lBZVr6/fmVMazap1zEo9aIJfN455mZ9rYVcTxdO6TougnG3HKLXzyoSBJNc6uQer3jMvDFetG9bDpdUUWqOV6HwrRMnsZFZwuc2iNCrxG6AyUje/antuhYrCjM/PwaRg3ftBf16+B2ma2KF76HTcrEFel4ZXasvVVlTSJoUInvyFt4956V9CL/SXMkCH9RXtD35b6qcpiyzf/VXMoXgC63qKvvv6jc8Ut1+F26/eeM0/f4D/5HsyT7qI+9Hv0C8OxVoxeIHMk5QiaaUenSO6VpS2bCkkr811MlCopK2mqNC3X4NmLe1AWYikqKGeEh7+hO7xh+Lb3KxFSjNLPxqLalei7FVWqHqOeeVd4tVzvELIXIkAJ4YMyeXIWsk6XTsSpJCg637wj1D1FMoJuqzRd99GFbUIdqwvUK5LZdwsqWmkDmvKUUVreiBtUa6DXOdvVoQn78H8WIJzUaNCP0yIcgo7M573Uu+u5+hqSjx6RXrI27Vcl7XCZG9WI8t7l5xVTsTshAi+24EjU+AdRDJ2MtX8Y1ELvO4dZu+EqA3h+lR00wmghLeQtc7VZIEuKsL2WjLklGKpei69930vVqAwchBS25WKQQgu3qOLkmDMjgzpzvnuBKg+agJ68KSKyFrFBUVhLFmIJP9tvLDP2ZSWNqwYMfazWWqMMRGtwhDQ8h5VWvTkTMwmUQmBOhnUwoahjtn+T1GXxY1scVqVEGHrvNTFY6QL8vemc7S9x1pNZc1gF7m7aaXQRtFFj0o19RfXIxEJrts+JFRAFlc+1cWt1mKJqTWd82w7h0v1Uh+Ftf3iUkcp6c29s6gSm0CC0qaVGnFhxJd4VlpMkslUiqGGqZSiNLDNvsdaDyx1FyJ7k4LnyzYFZDUcXFrLFIWOTEqdBD4CF9uAUrIA8um75WNkao2omW17pqUEnQg4LW1cL+1NeLxqOVCKdecxevS3/vmX9+jSYmdWGPqY9x1FgxxBMprkPa0SohEZ+54BrlvHdePwPtB7SVyerlr2a2nzWnWO2hqut47Wy2KrLnS6n3K8Qmsu+kAIvaidKU1tFdu0WDeKoT1NaznPTefYrwtaHwZltK+ezPjofCMSBYzAWAY1LZpbswKXxs8qkUz96vGcp0XDx+dbJqVhYjXvna45mVX/qg/6n3eLwdN+7x8RvUfPDwAIzYbmt/+/mL1DlLGY269jX3s3EXl2PrvD+otdg//4u+J5rDXx/Im07pw+kLu6PE8Z8EymL9+j946JqWVL1TPUdWqH2j8Ry8jJHlQTcZFqs4b3RILP7EDEUkwhgafdCBOZlNEV9U62KBO6tgt5zXfEzTWqmkE1S7rTgRhTppi1vl0D9RTUQo4hFy2Zby+wT9AGnn2CfukdEfloEmnO2EEedBToSPXcrK6lU981StjttpT9rs6SGEpDVCJcL3XJ9E0hDMEobpdDK5UqKtT+bWK3JVw9HRytYnaJylEhL3+9E9i5ngtLv09jnGHfkGQ1FbDr8GWs1LNT0ArbpTwni2PCQhZYsdsIxI4TwmFRo7RGTw/Ger+RbNZttgw2pCrbTnrZ/yAmI1l9CEk8pChH3e/U356fxxjBscv+ZoCP+xCFwMMLzlKfqbOnLWXxIZHFVAiYF13ZolgzjvtiaH+WrEOCrjVmQICUUnRutwlpvEqNwMfeB7adS0FMSxal5Dna1WsGaL1kcwExYJhX5RfKK+be1pDcl0IcJSzzI5LFXHwAowIhPadZu7yyOvXXinVk/twuEJOrDdNCU1jLrCo4X7f0PiaYNKb6qUiJCGPc4EO4QWbLfdcSpAMujAIyldEc1DWX256m6ZN9JMPdjzESGDPxOi0mJjb5Szsh4XVB2oryoiqfY6E1B7VA5det1LuntRUrx+0olaq0ZlJK3dondjgw1Op9iEPge7Zs+PB0wyZpbO9PSn7h5T2BtluHJuKAVQrsIAF1XlmuGzfUc0+mBZ+0jnXnh4WJ1YrrENivLAGpTTdORFC0RPBBYU4R6XzS8e48rRfSoPPyHVl3jl977YB/9NEFPjS0fucmR1hUmj5rDSHGGaWVeeJ03fHKwQibbzrPdx5d8RffOv5CpOensX3pAnS4OiW22yE4xxgJl8+Im2vCdA8z3cM9+YiwuqD81l8QOLVv8Q9+nFyhIvrkFfR0XyYfYwnrKwkc2VChrEb5TdcPzOi4XYngRlmhtEEfv0S4eDrIRqrJHPPSV4mbK8KTj4TZC6iykm9Rtip0XSIqKTmmS/7HRZVUsbz8XE2J7Qb33u/KcTsR3Mh1ZpVNM1TaT85CMsyjhU0thGozZL+x3Yjhw/Z6ZHzvPoQxMbRJKl4BcC0qtx2BHC/D4TnbtRXoEqVFBCZCYpfD0I/croj9BiYHMD+Sh/9Fg4cYRUnMdQyEM4D1GXF2JIHYWvCphoxKBLbkr5wXG9lgxFbpXB0UIvUqTl+NEOJ2ywVKQfQyRpO5LOZ0MhvxnhizTeDOeA290QHp22aoYdI3grRoAzYJkezeo898+eONH5VW2KLEuz5lobuBVY37yi+l7wQxMau9R+vPg5PjEBDGD8pkaLTGGkNhDU0n0qohhCEo3jgWCbaN0Dmf/Izl5y7ZDWqlMUly0ocwzJkBsGlKX7c9k1J6jrW+ea5G68S49VJvVqkSsnMOLqQKTzofiEOWp1Wkd2IFaZViWhqWbfIR3h1ylYJoaTmallIvR7IsqxnGUKUg7GKgQurRl9ueEKKwkNNiKntaF0aY/SatBK4bJyWyFIBiupURGX+9c0u3LgzXZBX0Crowap7HKIshYkzSnZ7rNjHIC4HYRSoUaqsTqztCdLRB6sd+5xEwCT3I2fh60/HHj5bUVifbycjFuuO9pyuql0RvWyFs/mIYI8VV43i+7lBEfNRiqoLYRjZuJKr1Xurd9xYFVmseXm9RpJ7oEPGkrzHys1JSX781q/jkckOhFUfzksNpSYiRT68apqVh4QpK51l3IfU3a0prRFRGKVat595ezdfvLPjDh5f4ELl/KazwRVJfu2p6tgNz/mezfekCtEyE4xd40FW2paz8tUHN9gnLC8L1KXrvhP6935VssZZevvD8AUE9HL4FMTODZSm+0y6U4acI2VvY9ehbrxI2VykDPJE6dXDE61Pc1TM5x71bmON74j39/FMJYEUtvcc5K7WVvB6CBLlsSmEKFJFw/lhaikLKAosCYYUAyVd6EAvJfSPOgVGoopAvf/BjmuA8rK+ljatrUd6J9Gg2mxhIbkoWJqofV6DagnJyTOIowZlnkojA68pJnbvbpCx4J/hrO/pDby4Fci4n6d6xQ8hK46NgqGGDHLNZiUf0dpmwyIl4NOf2stCjpocpG49EZVChJzQiRKMSOS16L/7dmRwnNxpMIo+1G2GNK03YLgfTi5hryWoMetoUBJ3Jayky56BPHJ4tpaVlSyDzMTgrBTZGHJqh8StCUFBbg3d90uNOYxEDN+xBhzRyZwxTBhbi56jfwYuCYcN5aAWTqhzeb7RKQhxZfHL89uWqQg5iWo1BzCAtRokSMRxsWA/sZpwhJPOxgNKK0gjZLL8n+ytbrQaIffc8suqWAialoTKaq6YfbkWIiCwnIi2ZW3LYWSjsXtO8NEOvbZnZzjtzTq5tdn1kWkTmVcGydSyb1JOsBuFKYpRz2r2W03WHVtInLC1iwj7X6eZ0SZVL7p8cs3MyNkYrVAqKOfD3qQ88e2C4dLabzrOMjuOp/KwVBC+tZ3cXFY+W3dBul++d0dm0ItAF2Laek2nBrLS4xPS+u6g53/Zi4Uhyx9q59xGF8z7JhspCRqYfgfTnlXhZOx8pjB4WMpeNtNAZpQhKyZo5icPk59aimFnDZdPzyn49CNfkZ+t03bHuxaZyURfcIrLqpHd+03luL2r2KsutWclXT+Z8fL7mO4+uBqMRBZxvWvbqguNpyQtrxZ/69qUL0GpxCEjgEVi3H2pk6gUxjthsiPqcuLpEzfYle+lbsAWh3aJjEJJZ/vJlbev8b4LJBqeio7ugNObe2xAC4fIJSlv8Zjn0z9I1qQ/6OaGs0ZO5BKKukfrrDZOJAId3hTXdtxCdSGmWtfRw5+xWK6n/Hr8MV26cYfVIIEIlk4x6hiomsL2SydB1RFuhXNZ0luuLp/eTrGifss84ZuLDtJUgbWMGYY50sDTAu1ngGIho1wJ/Z9nSrI4GgwIcShHbjcDJtiBO9mBzJdmqYqyjqzhmyUqLbOrqAiZ74PRYGhifEPG4TgIzCuT6NgktCJ7YNbJw2WXd5+w5KAgdURtZdPXtKL+pFDEo0UzHCRQPMjYZEXlR1S1TSBNUP2asN7/5RZIzCTuhx2qNiY4Y1BCQY7rfMdV+d4407Deme5OlP0MIgztWCIG+67+w4euGzEoc9bBfSJ4HCBYY+ne1UjIEqCSeERPAo3b2T/J2lucmBMl0pXUqE4tEh7kuLSFGrredOB5ZSZGzvGQkkbyGa0uEzBQsrI6Dj3T+Nw4PBUPG/OIcfL3pmBR2qAHLAkD6c31KuRUCIfchcDyrmJeWzoUh2JVG7Bkz5G137lXvA/sTS6EV694PXACtBB1og5Kxy+eWEYMgx9Vasul5adi4iFGGxt00Ccl19N5FTjepfSvdQ6sVdWG5M49ctxK4N11krxY+wPlG3K1mpeahC/ReAvPxDqPZKMVBLeYln166gbDlE9kzs7BjfvzTfy7CflVwZ14O+/r4YkPrvWTW6fk1mvSdjMSEIqAVVdLRvm4E3t8N0Net43zrxNjDS/KgFbxxOOGTiy2zquCVfUkQzjYd7/3oCZtOfL/ZOccuiPPV8awcmOo/q+1LF6B1NaV485v0H35XJlEnAhnq4HbSyx5hO1VPie1WyCOrS+LyjHHi9KjXv0Vcnstrfge+lU8z3DIFyhToWnp+lS3RB7cxt1/DnT2Chz9GJRZ5TFkSIRDXF4S+Tdmo2tGwBrSVSddY9OE91HQPdetVwv0fCXmprHYCYnq/64j1/4+9P4fVJVnSBLHP3D0i/uUsd8vtvcxX1dW1dWN6IdndbAwpcCTKFEcgBQKcUUYgQG0kAqNyASUCTVAhQJGUCCpUhgApECCJ6p6ubk51Vb16r+rlcvMuZ/uXiHB3o2Bm7h7/OefezKp3C9W3OxI3zzn/EuHhEeFm9tlnn22EJBa6qmUNFjLb+bMm4iQQJ6Bbo3RiUo1pOn8mDk6K4CywL3p1LvIEUBDDqI07WgGY4rwYLqd5c1mEFXLPEYhQDW8tp7LPNrKf7cpI26egboV8uG1Kvur7RdABDMQDcEjilOQI7rcSteRYpULv3TheIOqmZ/DCSJLu23pIxxHpeFC1NQewBztpA5l90PlVdnXo4fqAfLyp+83m0MhiS17RjnkGkwN5X9nf+pWBRVyDATjv4JAgSlIP5WZPctI6WeWMnCt5UdtSzhjH+8pI9ilboAB5hibtHBacAztg1JpRhtSW4uR7ies1is3lsnrclifOgJJ0cqlrPo2+V33AOEufZYM8i/tC8v0SaZreNzN2Y1bEwtSo5PXRhOreERUxgLs5od+POMZcSFWs51H8LRJjtNc8cB9czbvr1nsnNdlc3QAjhhGofEekLTOuR+nMtQkiP5osVEd1MACUWuL9JE5d713pDGVHcnosgjgHXiPVXn/upwjvPP7uZxucDwHf3ox4c5hL9H4+eDzf9Ng9SfjubsTdlLDufakR9kR4shFo+XaMeL2fFojAqABY56nhH8j2dF3RkWNM+Px8hUDAq53wTnpPADyG4HB9jMiqith5h0CiLOaJcTfOOMxBmOCO8Go3YgiEn5yv8BfXRyUliioYQPhpU5pl6mP7qfID2tuipb58yO2jM9AAEL78XbjLF0gv/xwcI9zmDHl3jfTylyKIAYL/9CthWu/eAnFG3l+rdrfgYXzcIb39Bu78GSiOIPcC+foVkORiyqYXkxmII/Lbb8RoNfKffNwtF3ojgTELAUtWW2032ZerbmU7dPMa/OxThJ/+DsAQpvZ0EMg7WK0wSXLocCev5RngIIaISDpFnT+Dc17y81/8juTMr1+Cb74H768AN4A2F8CwBWsemynVmmZWxa8oKxhlVlhbI82opK3SWcsUu7hZ4dWQM8QQGxpPEGMqnk75HA1VBICIgGED5zxyHOXYhjgsYkRzBJqVNo0iKNKvQatz8LhDnicpK+vXGkUrrG8CxNzsr/xNkFpufTKPt3KNEsSoOocceoAcXOjg1ueLa8lzL/XaRZ6V5NqHroyfvDTCkHysWzgsRCx6MS7AeYecYiECcs5YrHOLcwB8FxTEWELcgJC9mBlzozx2apTtb0fWcAPVIOproWHvLrbm8jBLtGeRZHASzRjIQkToHTXTTwXubTd7e05yLWLKmFSBSkhDVNpMzlkMp4lMRNUCd6nem6RT5qkajAfOBIAYureHWdpkMhSOzYtSLBPgSFnaR35+sda8cE0n9J4wRpkzRi4R/tN1h92UMARxbB1EuOWzswHf7ybEKIIsQXBnYYKDCi+w9w5HLSkSHXHZ1zxVi2JODEOcn6cbgeENETnEjC8uejzb9DjMuRjb7+6OEp2rGthvPNvgT17v8HY/YRWE3HiMGf/R77zAoPD/P/7qKf7ltze4myKu9jOmXMliAmNL5JuYcT4EpCzsbkBy0n/303NsOo/zVcBfXB21i1jC9VEad2Tv4IFSspYzI7HM26+uRgH59Fp9eb5CHzx+9mSN21EkRT0BT7wr6QpAORKqUW73gWsQFU/AzI/dIb++7aM00EQEf/EcXhtZxJe/wPTP/0vwfJRa0dUGHCfkN98IJK7tF8lEPeIk+d/bN8BqA/fkU2FhT3vwzvKuFpFo5MNJmOMXZ4g//+cIv/UP4bZPREnLdxI1+k4io7AC4p04AqylLMNWnIOcJDo+3EkEpk9SunoJvnkl39dOU8hJjTBLvbFXCHL7VIxA2MBtLmvXKZsfzqDVOfJ8Dt5fi4IXkTgM077mawEgaF9hP2juXZs/mPHLuqibfiPUcAclcbH29FuQl4ysptC06+pryAJ5nz1/ONK1R2RYl7rs+ggxTASmbKHXPPYKPB/AV9/CVMx4inKNfa864lCtal/Hadbo0U2hRs5yivMs6mhN05FyT24ukKaDOG0MZb17taWkSnNOcq2WUlhocpNEvk1pFGvp27LJhbznvC9DDyrVGtUIW9rHmXGOcUHyal0e2xwROhUPyY0jaftjSGRm5U6skaVAkrU/sH3OkUhAem2AsQoBQ1dVtTKzlD0pxGvHyJwx6PXymncWJrAOVB+bTKSLKGEIhKETwQrzXZrgWRI2hKL2tXTBl3MhohxSUtZ50cLug8PY5CmNWT5ZpyhH2PYBx2jXVo77xcUAR4T9lHCMci0tj36MCU6fi1Xn8cnZCp1z+H43YUzCdDbYPDhBG7x6OoY6ZAgrPWqi1qJnEBWYeUqMOWZcDAH7OWGcM7a9x4tNjz95tcOU6rPr9ZoVfoUj/OOfPcW/+f4OKWV8cjbgH375BF89qTXCnXf4+19c4t98f4s3+xmb4KT3dJYOY1NiDAFYaV1+8IR18Pj8fIXn274gPb/z/AxzYnx9cwQBeL7pMIQB39wesZvSiYa8pDw+P1uBwTjOGTdTLNKgwTs83fToQ8Slipe0ztPtGBUtqNffauPtvvt0u6wC+hDbR2mg242Zkb/9OfwnX0kZEyCEoLffYP6X/yXc+QtItCYLPjsnUfN8FHIZM/LbbyUHPI8KJzZgn3aWgguqAb4BmJG++VO43/5vwl9+gnz5Cfjtt6VdHjgBZ09BwxZuvZUOTPsbIaNBI+thI+NiAlZnyN/9KSj0oO2llHPtruS41lbQB9DmUtjcPsg+WmMDlPwkBnFQ+M3XQL+Sp9aIYAlAZ1EjgGkPJm2D6TwAJ1GmGWBAHJBhK05BmjXiTkKcO96htGy0zdz3FjR6+gXQrWUhDgMoiZwnuyCtLe37Su7CPDY1z8YEJ43qgdLyMScpWZs1ck1RUABbmZkBlpQAdb2QvJwDYA5JrvtebMsIle3/LG00c44iBuM8cpxLzpycl3k0J48z8jzLNSNtqZhFrKF0OdAonkJXcsUS/Vp5FS/HJR+Q/s9KRJPdEULXlc+LYRZBktONmgjcvusVFufGiLWLGmsE7LU22vKxhmV7IoCa3CmwLM0iwErArHHHqgu4O04YY1SIVo7XBzn20HnsNZdL5JByaT0i/YEVBg5qSGNieHV6GPUSml53zPU8iFvqV51dQu1ZnbX2ttRgF6SA8f1u0vwu4+0Ysek8fufFGTqFoDd9QB+cCq2IzKXXucxMGBODkLHqPJ5teol0tz0Oc8JhlzCzIA+W088MUGYclRPQE+DFHRBBEpt3IgWY5Fp2jrCfI27GOk9EhH/98hYr7VFt53Q3JsxazhYz4/owIzLjyycr9N7hctXhk20lEdrmndQW956w7jxCytjNGZ4y5iQlTVf7CZdDhy8uVwAH/MXNEU/WHZyXcf7y6oC7KeKsD0gs9dGbXo5p18wU046ztPncKgHvrGeMKePqKPXRDozdLLKof/8zWXe+uxuxCpKvf61KaskJca484/rYfnq+wt/57MPKfAL/Dhho5AQ+7kHbCwAQiPHqpbBlGeBuAL/5FTAewMOZLGjdoI0QPPj2jchEFkKWQ8mlmiFwEjGBHPhwC7LaWe1m1P3uP0H81X+N9OpXIM5wz34L7ovfRv7FvxBVMSJgfVYFOUrZzgz2Hej6pXaxGoT8FHoxxvMRnEcp0zp/ARxvgd1Oe2EniQx3V8I2BoRE8uIrUOiQb16JA2Ls8NDVPHscAb9F0TVUg0LMYhRXG8UqNZL2AuvCa/SaRolaP/nbwNtfgfZvGyga1dhZHXQY4C5ERIZzAq5fIscmF7rvgMtPVTltVpRjrPsy+LONnJkV6pecMQ8KI5MDWBnpFm3nLGmDYSuENLOdpgWoOeXCSlfjVWMSakIuNbrHHfJxL7X2WcqJijVoHRbNR3Ocpc+49TBX0hEAicidl6gwM4xX7PseOUbtwlZOvM4zuLw3TxN8CNodSgzoNM2LHtCnW4mSLGoCYZxjOWtXorCmdSVMmMQhpliMr0hxsvocpkvNxRFgAOMk5UVzMn1yiQKHTupuPTGc83AEzDHhSEAfAtadSHO2ZDVHtRY6s3RyKmInJIpack5yngZRO8fIqTo05mAYytF0iQQ08gYDTh2QTDKGuzHi5W5C70nKyEjg+D95s8M/+fJJSQsAEilnhcoB+dxhjtJm3ANTJHx3e8TnFysMweOnT9ZwTto1SpkUiwIXlESYWWuhFcmAsNMfutLb3mEIATfHSc6fMp6sOwzB426MmkLw5X5YdQ4reERmvD1MyClL1ssJOe+73YgpMf7u5+fY9kvzMgRfnIPOO5wBuB0Z1+OEf/PdXUkz/KvvbvG7n57htz85w6v9hC/OV7g5Rnx7N2JTEBbRMv/uLhYJ06xIy3GWtXnb+/I0EBGerAKen/V4eTfh9X5CztKT+g9f3uGL8wHPPj3D1zcjXu9GrFQx7E6FVubMOm7Cbz3b4B99+RSfna8efXZ+XdvHb6AtvxsnaUxxuJN4ggnoevD1SzEwPgpMmRh4/StlSwvkTV4kKpkgr2e7aS268RLxskZoOWq0Lo8g9St0f+sfIPzm3wNQyS549hOkV38hZTtJWdTeNTXLEtWJ6z8JIenqm8YQsXTt6jfA4VqMFicxrFqbLNDtFnT+VJCB1ZmU8bz9Wkq0fAdAm2t4M2Kkf4f6N5ESrAbQ578NylEUs66+k+MsJDQJ9PQnKGVF1BjOdrNFva83Ou+vy7Uqr6VZyq7OngtnIPS1djkngfeNRV5Ku1iiaa8ypPNRxtHqdOsYGBK1YtrJZ1RvG50YSqecgmwsfxlUPQ86+cUid3KiErf4kJ6zddXiZn4BScE0UWqBovsBaRqLwXVeWkayUxiuGOkm6ub6EsNqlTO6EJTYpC7GEgxYbME59H0nZTExlcVOzoTRBYHIOWeIrIgYT9dElAvgkVEgXir3gNS1ZjAO04wu+BLdiZ40I/hKamMwphhxjAnBaemSksBsQTaQxBsvMYvgSdBojEiMBHPNNxq8rf6Rkuup+FItmUmY26RMbllOrBaamfH9PpVo2048MfB2P+FPXu2KytjFKpx0DmPcHudSOjQlYE4JnSdcHyZ8ei7R3hcXq1pfzcB5FxBcQkqSr87qQRgVg1XwxK6HKXQ9XXfChNdcNyA55ODEeZlVdrSNiHvv8NOzHuOccH2cELgiCDkzro8T/uBXVzgfAp5uenx2LtH1Z+cD/uzNHlNK0hd8loYYf/pyh84TNl3Qe5Hxx9/v8Hw74PkmAufAm8O0KNO7OszC1te5nRUyh17b3hEOc8ar/YRPNj0SC5v/73xygd7dgVhY7uas/urmiN/75Az/4W88w//9T7/HmBKIRHTlbPCYk0Tl/+CLC/y3vnp2j2D5obaH6J8fxcbzWJo8uJ/+nnS2ilNlxuYsJU5xkihn2MA9+xzu8gXo7CncT39XxCoydPFW5S2LKJ3TXGsnMpkMgZtDD4wHuE9/8x7MQ7QUhKCnX0jUtHsD3L2RdXpzAQodaDrKA5Vn7QQlCzmP+wpVZ41Kt5dqnKtoAboAOAcehVDmnn4BUo1pvn0ti7MLDSzsNOJEXaHmUfKiBudqKRERpPxp80RSA/1aIG5bAVZnEumnGaXr+4NGmoUhfv5cFvlpL0z6OMm1MiNCXuqOVUCkljwlcJoFFUnaVM9Y6r7TyN5UzxhFxEWNq+y/MWxJIXqL3hXFyHGSnKuiJTAmPqphvfd7OcVcrUZ7O5hB1fmvzSvMaFL5BwBpnuRv5wUmZ5bXNIe9mNMHgNnWsKacRerTvvGAcXbOoesC+l4g8SmKylRSo5lNw5q5CId0QcRLCAIz2n6p+eedkcOo3FasEThn1VY2Z4WMLFfRB8tLz0kvV8pSo6qfbRc0IoPm5ZjWpWoI0sIyZpGnjJkxaBlQhsgBCHMaDbwvUHHKwkZfdx6X6w6bXuQ0V8HhbNXj0/MVMmspm540szgMVpZ20A4WzIw3u6kw3q0rV2yuh+XVpyS610b+IiI83fT4zWcb/NbzLYbe43zocLHu0QfXRI51H8Qy/6tAcJBomAi4VaayzXnKopEeWrKejm9OjCdriSx3k0jcpqy10SpqMmeUGua3hxl/8uoOMUv7y9/95AzrLmBKwqA+THJfdcpDYJ047wi/uj5g0wUc54S7KeI4C5EuZ8ZuinCar9/2Ab2mB7yTFpREJCInU8LVccZxTvjt5xsQAd/dTjgbQkkXERFWweOXb4/419/dqs638AIOU8TdmLCfMxIIh8iLbmgfevvoImhmRvrmT5C//VN7AfTkU/jf/HvI3/28ZPrp6RdCuALE+ycCbS4kKjnuhOD1xe8gf/enxTiT7wS2ZhO40FKe7RPgcAMiD+oG+C9+C+7ZF+DDLZLmr2n7BO7JZ6X+lnNG/vqP5AnqtVY3zSqtOUgji5mLfvMi5zsfhTW8fSIs5HkSKNyiO0DG6D0wTcDuLfLta/inn8uxDzdyDKf1vzDVryRRo4puCGFN9ZMZKoYyiEGHRgsXn4Hefg0c34ox7gb53JtfidHmVLqESQjS5DvDAFx+DlpfgvdX4L2qtTHLuRJpFywHdl3N8wHFiIsB1BIxq8225hcEFNUzTrKIs6EeJ1apwM4kOWAr5bJGIzmJ8MxW5GI5Tkh3b6t1W1hJRWjQjOMkZw1ADH1mcTr6lcDr01jyrGxIgJfPsY1TTyEzw3sP5zukZPHjydYG7mbkFEJ+JGiGdw5d15VcZEyp8CfKuOwnM1Jcsrm74JHn+7Kf0CE41Z6WdD+V1xNLecy9UyCNzZlxVOjXDJAZ0TrNNUxk1lIkhVRnZUnbQu5IZCy9ohYu5YVqlh1jzoxOmcC+Wfw7L9KcwRE+OV/BEeHNThzry8GrGAqXe2POou+86Rz2U9KOV8B+jOg9FeNbbo9y/hKZHuaMl7dHOEd4uu6x1VaOV4cZt4eIxBmrLuBs6ECYsZ+FkJZRs0B23YdA6DzhGFNpOJIhDk/Wfsui3AYcY31uz3qP7+5GXB/0OvDy1s/lp0D+IUgp2fVhwvPtgK+erPFs0+MPvr5GzEkcH0U7mEWb3ErmPAlD/b/69gZzyrgZZxxmySEDIthixL6Ua4WBAVLmCDoidN7hj1/v8Wdvj7ibZqwbhNOu93d3R0xJcuhTTBghym/GmP/ycg1HhH/xzQ3+2z97+tcSRX90Bjq//Rb5638DrC9ExpMZ+eo7+G5A+Lv/Ifxxh/Tn/1pyxFm6SCFn0JPPpBNQzsB0FHv0yU/Bx1shZI0Hga7ZSTlW6CQf6nu4zQXcV39Hou9hC3IO6eY18q/+qDB1ef/nyFcvEX7zP1Co/UakPoc1cPtK87kqTemc1Cdrj2cKHfgoutISHQ+lBlng4SxM64JVNobMCWTOV9+Cn3wm31cta+pX4NCJsIcxwvuNsq+z7JtZzlNVs+jJ5xXijBNw/a3Ax66BhkMvxCwjiMVZX9fInLTF5vlnoK4TcZHDrbDpyQPpWC9ohJxXUKdj2ALHOzGg3JQ8lRNWQ7tw/bVzVskbqwG1B4w01GkfOHNSfNBSqB5ghuuE1Z4skm8djhYrPn12zdjWFxZjpxDgfAA6IY2VDLfzIB8Q03hyTnpeuV77ex2nyvmwGitZUZ33zU7ub967xnBK9Fw+qdFbZTvzQmmrHd5DmxCZcvEzUjH8jS/RQKoMyftlhaJbom7jAi2OeWrjiQSqBYSFTFAYOGtpVLImGgLzmhgeN5fTkcOqd1WqMzPmKJHypvdl7Fbqte09nq87vD5U/QRHhC/OB2QIyWw/R5WphETwREUa08YN1Jpyhkh7Dp7wZj+BwXh1N4OIETxwHIE5iSgIQSJJySvXGSIirLzHz56uMSbGr64PmFOW7zRlcjEDT4YOXz5Z4XYSIuGq8/jm5oi3hxkdiX75frKU0RIx8Q0S4khgczknIW4Za59XhKFzGLVlJbPMh3eEf/Kzp/jubsS6c9j2wj14s5/xei9zKo6GE2Jfc0+QXufMgPcqCZozbsaoPaYTDnPCTy/XpXzvdpKSLcubf/lkg69vDpgz4zx4XKyClGplxn5OuD7MeLp5qMrk17t9fAb6+19K16QGvsjdGvFP/wD4xR+W2lfuVsDurZZASWlVvnklJC8G8i//ELlfA5tz0OZSSmMAVeJSti8IdPYU3W/9Qymn0o1zRv7u59oAYQZ2VwKTHwjp+18ifPHb2thBb6xCGEJVHAgdrBcxWx0yASV3SaQw9BF08VO5XccDFsbZ4gAiZWlLNEtnz4HvfwH2WRdL3b+XHFDpIf30c4kgj3cFL+PxIPNLBL59heKTW1eplCQSBmsEvpF5Mn3xbgCTF2M83oJHyOesNjjH6k4zoBYaSEA+3IpGes7g413jvlOdQ0CJahFLeVJ/EmpBx66pinsGVN/nDFAnzl6STmXoVkKwK+VijHuratke8rJpSWgDI08TXOjhtXUpZxUhcV5SGhqt2n1t+eOcpV+zGF0vjgPzcj7KYew7+YFx3vuYGOc5lmPZjLVNPGatYX5YLOWR/eP+TFvOlMhpHWvSaSVsVx08ObzdH+s0Q406399XCX8hUWjiWkY1xVQ+ElmdARUGSajqa96ROikC6w6d5MB7SPQcGTjMCX1w2E+xSGXOWSIuT8CLbY+zIeA4yxxtOsuty/CMMQ4AY2JttqF5cF0bUjNZBCnbiglYd8D3dxO8ohxzkhx4zHJNRNubcN57ETXhLFGpI/Sdw8vdhOfbHl9crPBnb3alvaeVt8XEIMf4xdsjEos2dsrSRtKRIB+dPnZScSdzRZA2nH2QjmHHmHCcM86GpIx3E6uVtqvBE37/swv84TfX2GkzjQ15/Pd/71NcrKTsyyLVi1WHTR/wdj+BALw9zhLdG5cCatz15hSnjvH0zOHNPsJrKgLM2M8ZX98c8WLbl+YoiRnf3BzRecLFqsP50GE/JTAYV4eIKWdVpiP8y29v8I+/evrvlcR+7MbzdFJaJLKVNO6Bs6dijG7fyOJ9+Rn8i6/AxzvwzWtZ571IaSLOosTFDHr2OWi1QX75SwAs6mScgWELf/5MDPG4F3a19miG5rp5dyXjIQ/MI/Kv/gjRicBIno7SYMLu8jmjiII4L4Ss0AOcwD4oWU2lR62caXUGwNUoNpuakxhwssiwaZZB63Mpa7r+TqL4FMVgmmGTidNWl5129FLC2N0riZm2z5RkZlAR1+OmqUaxSZpZcL8F9b3oZN9dSe7e5CnTJPOnpUY1gdfgZzmKoMqw1mYXfR2r0YMYy2g4t6bAjCjdj3TfJQnEvKgjZ9aac7AgIdbOszUTNoZuVeegHAzVubI5IgLnhDxPcCEgTcInEL/Cw3VSttIax7KfnAWZ0C2ErrBZuWkr2RpkCb4fi3HrR2NMSDnVqVueJQy1z8wwIUlPEom9a+uDx2FOReG0zj5pmRRpXlrY0XfHCeuu0xKgrAb88Si9GR7acjG7/GDJkTJBDY80xrAyK0IDwui/cY7lxTkKahD0Vp2iODydI3TOYY9Y9LiH4NB7aRM6BIfDLAYcJ7eMGe2sb+RF5FsvivmuxzkheIeuq2xrIpmvBMIqyD3Ydx4rAG+O0tRhrRFiZsbr3YSn6w69r/2dZSySt78+zDgfenTeI2bGN7fHoq0OiCPgYCQ67cyszqInifJnNWpXh4iYd/hbz7YgEoTh6iC57+fbDv/0N5/h6jCj84SfPlnjdz45K92yZEyS4x6jaGY/XXf42eUa3+9GXB1q1y5AnLZEhM4DT4agETaXcQ/Bw3uH3hEuVx1W3uFXN0fEzBI3JMbLu1HmkgGfgVHFVSLk3tlPEX/06g5//4vL99yFf7XtozPQ7ulnSN/9vOZ6D7eSQ+46MQqARIEpS2R48RxufY58dy1wNliMhZJOeBa4N/y9/x7c2TOkr/8IHLUf8IufAt0K+U//oNwA9OJL0MUnYpz31xqVqiECAykif/9nmv+9llaExcgpizt0Ssjyou4FkmifSHpE9xuYAAj5IPnqfqu5coWSssK/zpWI3MZBRKCLF+DtE+S7K/B3/wZFYblErwzsr8Bnz6SMS74peePdW/DmCcqy3Q0yZ87L8c3gEaH0QnYMdms4F5TQ00RcvvZwLgZaV9PFIjwdkK6/V0MO4GGAE1Wbm6HYeDXIxZAD4HYFxD1DJruTceYUQWA435WVk2GRaoOxSfyDGn0rqcych7LqN04CA8hJyGitMSdxMNMoAjvcKDDZODlnaVlpu7IEHAHe+3sKY21Z08PRPTDPESmLjOVp9Hw6XfWcZcvM8CzGaCqwZjVATh0NpzD5qWtk0pyilS1fzjnjME3wuvBnSGcm8zFObN3iPINziOq0ZoZUaUC1q1nusFqSVXeYtXTH9iuGW2un9THxjjBHrbvWE7S64qilTsyA86RGmkDKj7Axt1fAUgVWL27RP1MtybJRZgYGItyNEWOq8HFtjFIV36J+8dQnYz3HdecFRNToP1HGHOUajClhTUKEC0TYRxFImbMgC55MXFAU4DLqtZ81YveOcIwZY5xwsQr49GyFF9sBU8q4k56PWHUePxkCLoegjT0Yl+sOv7o5IuWMu0ki8TFmJEjHrq13+PLJBs83Cd/cHovDROQQHPDl5Ro3U8L3t1L6FXOGJ3l8V13ApvN4turwhy9vi377MWYMwQuzfU5YBYf9nPRxk6sQHOFuEvnSMSYpH/tA20dnoP2nv4F89R3y/kagwt0ViBgYzhpkU93kLC0F+fa1EKeKYQHACjYRAbtr4PY1wpe/B//T3y0lRfnqO+RXv9RaZllA+ftfwPlOdK9vXgHqsbJBrsNGDGdK0iM5TWKUrR2iRpEEkhKp8+cAOcnVHnZAp4aWOmBzKfnYnEQBDFDWdbOZ0Qk90nEn5VjjHvC9kMzOnoK+VzKUQyVpATLO4x2K/CaRlmJBStJW5+Ic+B7okkTxpZsYoTK3lR09HpHxRnL8yfLSXf38yTJ7L0IyzfBCVLOe0A5lNQwd4HrNY7tCaCt10+3O7aEzOdNiLpqxcC6lUuw8UhxB3IFTQlFRs5WVqNZVl7k3yySRcFbxm7K1eeKcQC4UGNvGwjnDhdAgBPr5kupocs8SHsO5pVhEm9N932aRuhlnM6qL4+g+jdRk0aqRftgM3z3DIOVO5gO2m816tftUj5MZOabSRhK60A5BOh/dHGftD8yIXOfEVLBODZxtAi0rWU2j1qGTqNo6cMXMi4YO9vvclEcxJMefWBwL5x3Wndf2jRmr4LEdOri7I+6UNR21R3M7HrvEZhAtd366ya0rTGh17Uvdt1MYvvdScREb54NZyGZzyoiJi7LZmBrhFUJhQx8Vdl53Aeve45CyIAGHqSABnoDzXnpkg4CLIeDqMGOvpLeYqmLiL9/u0TmHbeew7RRJISFy9d5h03kcNSe+GyPO+4CXuyOOc1YmPWMdhIH/dj/hbNWhC9JudE7S9YyY8fn5Cn/7+Rb/4tvbpqKAMesj87RzmHPGL65qH2tiwpjlvjeC2ZNVKHXWMk65QHJv3W8S8+vePjoDTd2A7vf+KfLbb8F3b8A+gK+/13ykClMQqaLUBH7155UdXfciPwrhihC/+WO4T38mxjFI31N++42wqC0ydQ4cBvDbb+C+/H3k17+SbkfQiLZb1RKtlEDegVnysgRUVTBTA0sRuH4J99nfgvv0N0SedH8j+evNBfj2lTSzML1v8rVEys7DuYIc4C/+sJyP5JNvQecvwOcvgOvvqnG2MiaDxo83xTBjOqgRlFx2cQ58AGhT5rUsZ2Ul1gh5pwZqJm0OEeqYbdoXgV1rvElruzuUNEDWum8Q4IJAt55rmIP63qJWuIWl27aY5bCNV2z9o0nK1tiN4lBxww2wcdoKS02dvBTqCm+hjeRPqxzd4544OQ/fB+Q0KzHMwzmPFCdxFqidJwDKNnbOIaWGUX16no9srbpYgQfph309ZWHXBu8EetVpsGopIo30m509FMtzEUEpSYz742Stew3SntDUy+osL7GCQmhrDigRsO2LFPZOxSAAqKqv+b6RL+dARuiS6+qctZWUiLDzDi+2A/bzoSiRnfqlhCILUshhRqAzFIIgt9S2D5jijDlxeT94AQczgMwZu1FzyhnoMmM3RsxZoHAGl7z05UpKp5IjbHsncqMsxneMGasgspyfbntR2fIOmbPkm70Hg4pgzNng8d3tWHTSrQPanBnTMeEPvr7GOjhshoAX2x77MaHvHHrncEgZK+/w528PsKqNlLkIhxxjwt2YEGPCkQgxT9L/OjO+vFxJoASBwl/tZ6TM+Py8x8vdhDGyxEJag302iACOpAykXafk84XZ33mH2zGVPL9gZaoVD2AdpGf1h9w+OgMNABQ6+E++Aj75CvT6V5hffw1MB1n4TyHMYkyA5TJhDzbLYry7Qvr5P4f/6e9L7S+zGKNTvWjngKiEny9/H+nlL0R9ax4lEk9RIt/dldYz66o1j/I7OVBWw0okhLarb8Hnz0Vp7PqlCIR8/wv5zHGHwlxu22BaPbATopHUCUN6XhMkypsn8N1b4Mnnkm8/3EH7uFVjYVGr75R4JUaJr1+CLl6ALj+r+XDfge/eADcvYZ2kqjCITmnJu6IazHiUz+jDdXI164pqBLnpYGFePU8iSE2zU7Ux3U9qEIWSpDpxYhg1FWA65EHz/Sy5ZqkIADKiog3qaMHy9o2xt5iG0SplCHfhJF5qOLvw3VDqv1uNaxm6NOOoDGwplyKQqp/lRYRdItoQpFez7bNEw+WC4KGt5b3JUyCftd+47qQYkOWuqEYXzeu2l+CAyNUIAarXnVmaaTCXaPkxg2gR8qyayRYJi0FsM9v18675vX3PO0JPYgDyooa7Oofy2/071PZj8HtUxrMdJwNYKwzaBY+fXK7w/e0IFxNirs1DCEDvxHnRatAGBeGFT+kV3maIgZXmNfIdRyjATdYgo3esDHTZB5ESvZQ5LXC0qJLNWQhtt2Os8xwz4AiX6w6HmPHES53wfhbnMLN0j7pYdXi6HuDogJStQpARi3chzPLdnJFYPv/bn2yxm4Shf9F7fHM7FpKZ5aGl/Mph8IzXSdpjWrX3nBirIAp5Th3V7KRsCgRs+w6/OXQ4zsLejmrM3+4n3E5Ry80YAVB9cInWL1VJbEpy7SMzvGNdpgl/7/OLBUr1IbaP0kDbxnFC/vbnwJPPpJRo2itL2AG9KYLZo8EnzqxGWV4ZvvOE9M2fIl+/hP87/1341Ra0Phf4s6ui6TRPoHNp0uGe/UQWl6//a2GBW2nO9UvZtxnlWUlnhrGlBOQDsLkUEZX5CN5dIb/5egkjj3uBWU2SkhvjDFTjHHqFeJubyVmNr0pLXnymva+BIujhgspOcm2J2anq13gLvk6gpz9ZqH65lXQOE+EUiyBRw2JygGui9BMji1Y4RAaDGkXrlmM11vcISSxz8eBz01zTFFFIVs09AIhBLtEiCylQfk2NTdNfCKWUrZgAe9/Ox1bWRpKzpE/K0FTExnlwMsqVGF2nDsK9symWEXAnmuuG6jjnELoOUYVG7s3HezYGSikKa7maGJ2mnaUuvJ4qZ8A5iURO0/oS6TG88yBkUV3V1y3nexJc/6AxAponJvMsRJ0Maui9A1Ja5rzNXxeQh+G9MLeNnCb61QLbt/C+pogX+3K6Q8qyeI8xY4oC6w7BLWQvV8Hjs/MVjjGV498cZmEMk5Z6QcREvEqHWhTqnbLSmUt97jHKJHsIapFJGmQ4fe6siKz3wkO13L61m4TOffAybgahDx4XRCpGAmwHjxdnAyZl5zmSiNnruc5JcsY/e7qV5ibqyAhTvXg7aB4gjJF1f4S/9WyLMWZ8c3PAm/2kDUPke0YK/J6PpnSgCAFwTBm9l2skfalJ7z9BEqDXlnS8685jNyc83/S4OsyYI5fzMOMNyH7dlNB5h0Fh+iequtY5h3/wk4t/X2b1V93yzWtwTvBnT8DbS/D+RshW0wFF4cp8aoVEqV0ZWlKP8/J07G+R/n//T7j/4D8S2PmX/0pUrnwAxQiEAPf8p2UXPB9r3hSQ3+PUGFJb8iCLtMULTBKRQsaUrUwqxSpekj2QNQKEnk/RKVQ4vxgGd+8BMVyMfAAuP5UH4u3Xss++k25acRZj6NzyHLwKp8zjQqoT/Vr+ThMErDO5Tx2jqZ+V85exsdngU+JWa6hlMuQzBnEbttd+rtW5foj4xammOgyCN8ugWCbHWJw5tjIwM8Y2B6T7uIe8mDF1y5x++7kyJrJwBnka4YcVMjlJjeiYODf1zoupIS3/ssYPXD5nfxvMTSdW731GsNQ6ExCTVQZUX2MxnZBr0JK2Yq4Es/Y49mtKCUnlJ9uzMiNvudMfaqfL1VefrbRdVh/GWjnaYEpOmeu4MiRytDIqM18dAaTKY5651NjOmpsmSL1t8B6dlzGnLGVNiTPGmfF2P+Ji3cMT4eowSW5cb9uzIeDLpxvsJ9F9PsxSOrfuvJCiUi4GaegcDpM864aVFNyJRIbTBcnJgwWyjUqMy1xJWwa72+PYO2m3eIwZRFzq09d9wE8vVtiog+FINM9vj3MxZsERuj7g8/MVHAF/dnXA0Dl4VdyqZGwq/7frKrXtjF++3ePtYcL3d1PTN1yvH4l7sp+tpE/Oc905pMSYUl50YpP9ZnxxscYhJrzaTRiCnPMYM3rv8Go/CfEsptLEo/r78kwfooimDN5h8ITferbFi22Py1W36Ov9IbeP2kBLrbHeFBo5cY51UZY36iJeYE+ui69FpX2trcZxj/T2G4RPfiYKZVcvpYzr8gzu8lNQN4DHPfLLPwNe/4WIgjCLwTX1KLCWUXXCvnaQnsXZBEuyQM7zCA5BYOPTyNBRNZ5FUlOcDvJ9PZdhKxGtMtIBjT5zlrIlrWumi0+Au9dNWRBQ5EBtblRjWkqyMhaa1DbPzklpVkpV9MTY3Pbk5QyQikKYhndrTFubW3eO0q0KpMIoJOMgWqIEts/WENqOMwPQyNb2pdC2W22F0McM9KtaUrcYiy4xFlEb/E4MUBByInNFIsijIgRmuJoImkhESpiRo3Q/oiL9CYAZcRoRhtpQ3ubahx6ZIlLUemVNjaQ4g8nBa/eq9AjZ6F2bMa3b7dR/bQ2j9F92SKTKVI9YV4ayk9VgBC8OhRCUSBZt3PMD3rkV50H/IFCNyCHiK54Ic0olF17QBx2/gyzSUdny1kM4MnChCl1vD5OSiAQhmJJEqwEiAHKEspwTwMgIOo4pJrzdj6qOxQgkkTarseu8w3aQOt/dOOP1btJ+2+LcBnVcCkTPjKlS0RGK0fLSbISlX7GjBjUgggcjZ4KVlSU2lEByvRdDwKYPiDmj9740zrAtaH34Ya4VBWNi9JB5uz7kIut5jBmHImSy3MxIz4nx3e0Rx5Qxzal9StvHQ+aRWB04xjpIOsR6fSdmvNmPuBg6kJMGK5+cSQewTefx8m5EzBnbzuHVfsbVkbENDodO8tFTMkRFromCDMg548iEp+uAMWU829T2l38d20dtoGl7CZMjLApcyYg9tsg2htr3knu0C1BKhJyWUehnfQDu3gCf/AzUr+E++Qp8+xZ89xr5+1+A15dCuipRoQ4oJzVgduysBvpQDa0ZT0Dg67CW3sjjTkutXGGGl0jRdwLZRxHPIKcGgRnYXFSW8kph/axQ9vYZ3POvpPTrcC3wOQhYXdTIMEdgvJN8eZwB54umdzl2s2XrDDWPdZ7NOBDAZYnJes7qjMCQgBYOO72g0H3a+UWAREkNWWH/4qSgrsKEk9easMlQB70HaHUGB0bcXct7KctxygmylOxZ3tnERJQARlqzLIG9lzrz0Fd4uyg7VAtRWkIS6edoIUjCnMEpY1ZJU3IOPnRFv9uHTnWs6z5FcCKDUq1/vzedtgBiybSuMqP173d1vbJ9kf5iHzUosnxGz9rr9ZDF3pXvksHQjMXxHgja33k+ODXODqUj16r32E9JYWtAiFICDZ+vAl7djeBc1dKMiX43zqUV5HGKC75/5wmrzmPVeYyKNszJFnlx8mNixBSRWNpMtoGDI2A3zhg0KjtqiVJWsp0Z2945aUFJQKeTlhhax43Sratd0k6dpMxKAsvAxgNPNz0yA5GFaX4xBIQmOhTnIpfIe69CJU/WPaaYiz77nBlfXx+RWKLXfhVwMQTkzIhzXhDcgPq7A+NKu3JNSvITQqJ9oj7DHlTIhzEL/8DOb9AY5Wac8bufbPHZ+QpBSV9fXKzw+fmAX1wd8O3NseSzd1HruIlE7McRODEy1WcIkHtnN2fgbsI///oaXz5Z45O/hl7QwMduoNfncE8/F0a3D3IFnV9GiAXWpLLKtE0LapImQsqgNLIetgB0Ifz+l+DbN/L6uAO//IVET+cvgLCSyHXhdTU3nxGOgLpwh16g4jRLPvR4I+MPgxi/2OSdu0GgaMutA2Vs5RRzAj/7ErTagsc9gAwazuCGDfI8CqzdwruHm4ZRLI9RMcQ5SW156EDbZ8uuUzmDb14Ck3XVco3R1fm1jlnMcozVmZxT0hz3YkFpcC5AjLk1qVCY3a3OkbPkk2k8CCyZrSEKY7ks2O4UGu9WxYmwXDs1AiJC6rLjN/eDRaog+JW2KAWQpr1EyOaE2P1m99lCwav+5JxKAxR2fiGzyTkVQpawtTM4y76yD/A+IHOWZh6gJupQ2UQVirjPUq9zcq8+lisk2v793o2osL/tUp66BgRg3XcY4/2GA6zHtA5e9pp9732jMGNJ5DBGYd8OXSgOR2JGRyIcUklkhOCBi3UnuU6N4q3DlB0zZumgVHwdBWf64BtCk4RhpfRMjbzJbZJG48coOtyOhCR3nCPuRumt7MjUwzSHqwPoPeF88BijnMcUrTxJ7xOIYEjUtpteo/MqxFkdqGPMuBg6fH65eidUe3uc8Ub7WQPCGu8VKu68sJz3U8QcWdXFBCrfjTOuj7lAxoOT3LeeVrm2jgTZyCkL5E/t+8vnxHxsu1dXgTBHlEh31tK6lIE/+n6Hb25G9MHjchXwxcUamaUsq9PSs8RyvebMov3Ncr26oGpquU3ZMFIC1huH3RTxr769we9/ev7v203+VTcigv/p78JdvkC+elkkLfnme4mACqTK1ZAQoQpd6B1jEV5QSDWs4Z5+Lvubj8Jc7nqJqu1z46wCIusazZIeA/KTmEWNy7pJAWLALp4D+2t5otVwUZpFN7thG4sGM+oYDZZfnYFeaEmYKoi5Yrw3AIA8jyKYsruS73eD6FyTEc7yctxhJfvKsULKXNnBHCfkm5cCy5cItV2EGQwnamikGuhGoHKhsq3tfApUrZG8weoy+rJX04SGC4DxDEq+vYnf7FqbJCmR5N5LtCudrXKcxeA6p6yjhsxml09JahRC0eYGAPIeeTqKJCgg6YyYK8FOj3PPWStWSFnSitYw50JUk/f1OCxwMPJUlMIKy9r7OncQp6llSt+bj4c2/uG530f3+cAO7GhTSsh6bqTtLwHWr9eGB9zudnFWy8jc9t05h+BqJyfnmtaukDm7O0asgpNolQjeOQxmLFXHK+X7AiqAwsF5eWrJ6mb1vDadx07Z1Zlrsw7vBZINOo4pZvTBYXecpTYXcm9Mhj6QGnW99aLCuY5E/cwRlNAlEeVZJ06ncw5Pug6Jj9jP+R6H0ub2bOXfaZyPc8L3dyM6T2JEszSrWCVJHeWcVWhEBHzgJIXQealJ3k0JQbN53rkiSiONYKQd5JS5MPCZBaY3quVDG+n/cgYOmWslJWkTHDXgU2JcHyLOBiGrHeaEF2cS8XbeSQGLOa66/vv2WdDfc6YiuUoEvNlPWAUpzfqX39yg8w7PPjBR7KM20IA+8OfP4c6fg6cj0nGHfPmJtDXM5tZlCP3Si1ErC40u9KYWRSTw7/YJ+Ns/ARNJL+fMCg+zGIqSXySBejeXwPF2GUGZwQldA7uSyIVOR1UYC00E5kBplvc/+22AE/jVL4vq2cKg7d5K849+UwllzcZxAr7/M83Z6uMwj9pBytCE5ry99qsOvep0i0PA416g92ErTopFlkyoScQaCxFBo8pmDlJsCFu5fseeRgoyhnufgehhpwimoOVMEIKUGflg0Xau+wtBewYmcD6ISlPolAjGyONBD9PyEZqwiQHAgUKQlpsNfEzOw6+2yDkhHva1dzRQnQ4CSr26NeSwWM26acEcBq73BqPcg+JLasTNGd4HqXW26FMjRtb8pMCo74epy1DtfBq/5H1bhfUtont4v8xANtYQAQxCjAk+iKGcYkLMtMjzWT0tUO8mm/V15+G8wzgLbB1VAa2qhiWJgHJtzDFCNL83Q5W+hI4tOOD4jnS9xsYgZVfnlGFn60haQAbncHWYCkog8s9yXXpHOMSEOCeMMZW+1cYCt4nLOpZyUJLo2JGDhwi09N5J16XESrUkxJQRg8OzdY8pHkXlq9m35ZCn9PiFzcz49vaIY0yYEgGIZam8GyMGT7gb5byNKOY44+4YcbYSFEMadkj06bVmuuiXFkeMSzmZzaujGrmao2VLkco3odOIvPYHhzwXJ8jLbs7wThzBcRItANEcl+sRNSgrsVMbq8FSMVJ04i26J6APQhL8xds9LledpEs+0PbRG+jF1g1Cipr2Ur5kXZY4KTQamwigiQa6Htg+gfvid4HbVyBO4G4t7x1uVOYySCNZSJ6ZySksDs09O6DrVObSyz7TLBE2WIzj2TOQ64A4go4KERspy9oq5gTcfCeGbdrLd1tRjSTRP9++AZ6tFxEEAOmffP2dGI/QyUNDZgyynrca6W4QAluROzp1x52ce7dSze0GFreUwSlYSVmMbrdW4tq4dCJO73WDwsnLceZRFnZLUyjsi6wPqwvS5xsaraYI2m4EmmeFiZEB75UAxsK0t+UkjrUVZ9JuZU5U5YoanMLbPI9IRBJFt5HadKx15/c2+ZxzhJxdgxZY1Jzg+gHOiyb3vViuTTDqtBbtbRYWt1kva+tYf891H49Fz/VKPR7KnGzBOQx9hzkmISgtzrRGICU3XSB8NVyOsAoBzjt4ciW3adGR5YFPN9Lz2vSd5BRHYRaT4sQMlFIv+7rti3PCfmSsgqQU5phwtR9LNPyYjc564JzbeeJiJO7GiMt1j8+7NQ5TxKudkMo65+Cc5Gc7EknOkkKwfyfnyGXy5Fw9AV1w6rBIFHuMUgPcmYIbAbsx4sV2wNNNj1e7SUqT2FplShQZ3mFU3uymRitdSqHs+ABwTHU9cKTvKUy8n4QFvgq+pCzsSGaU7dwdpG48qwHMariDogcx1/u0rCRk9wSXvkJUfhJYc9cGjI4xS06dpBb9GLMopAH37tMy0SxpDoPCW4c1qrDLppNI+jAnnA0fzoz+9XDF/6ZsJqhhkaIXaI2++G243/unYrRBYgx8qKVK22egfgVClijWWM9EIvxhxpIVts2zYlRCZqLVmRiXYSs+oHPiHKSoylsjKGclAWvPZYPbvZKoDMIeNpKLLsawearbhfdwBb55iZxiyWXmq+/Ar/9CyGY51rrsdpMwV6VHoRFxS4lBYzTl6Hk+injK8a5EcXVUtsI4sAtgP8hCFPUR8R1Kz+XqL6MgGI4kp+7VGcgRVZHLLQwVAHlfCVlUnATAby7h1xey9xAkdx4stdAsVpzB86i5aA/Ks0bXRvDzQibU+yNPR+T52Hw9I8/Tww5NCf1tdefmH5nFQp4n5BjlXrB5f2w95QxOSRwPXeF9COi6Ht6HGokSlXrmU+P8Dlv9gzZT+7Znoo0oiASC9UUHfnlchiyChzlid5wwxYSzVaeQo0RMwTktDdLvAYUsZMfsgtSyDsEVQpM7uTUAjeB1AY6qz8zMuNqNqj1OFUACFsdE8/vidZ3bIThMSVjMRITN0OHZtsfQ1Ty1+L/SYtE5V/ZV7v7mQEmDzmxGCIRn66C9rXOJXhOziIZoV60xJtxNsxDXgiulYJ0nrHvRM3/MqMSUsZskSmZUwRRA2tMXR0Jf64OHd9aHS7ubQa5DoEo2tGiUqPZoJidj6tW5AGlJGyzYPgkuABDLd4InbWm5vC52rkSW4hCjuukD/vbzLc77IDl+kry+WwQTuh91CofgtA2ockUVpieSZh8g3Esh/Lq3v7LpJ6KvAPwfAHwOcTD/GTP/b4jofw7gfwLge/3of87M/9e/6vF+zMbMVQykWyFffy/e0YuvSvkPk4PjDLp4gfzsp8h3bySPSgzrbUw+wG2eiJEhWjysmA/L8MAWK2Mnb58IxH24kXaQRCUKRDfIQh+1m9S0B3c9aN4Lo1ejUuoGqW/lpBE3xLC4TiI1I4hVFxOAA66+BfY30lrT9uc7MfAlGuwkom2bNBgRq8CyYmAXqmD9SqK1NANvv6nfL32pdV/Oixoa61ydamIDQhQbd2r8Qi0HU+aJND7pRGYzm1jI474lxxnUt7KZ+lk2AhOBOd9vVdigJ6zyr2y1zADgOpDvNM+LEjnladQo2lXnweD4hzYiIba1mGbrzzMjt/KzVF9vXmjuOzOQkh9kZpCXxZ+9lxIsHW85ol7b08D0MUJYO9L2NSICZ0ZKGTEJcYm8l3w+s2ZD8iI6bGF4O3UjNcUsQhkXm0GiF31vnBPmKLnrpAQeThkpTYgxYei91m07JFlNZZ8nUC7p8SzOZwaOc0TMuaQBzAGwmdWCvaUxJYlKV510RnIk7oS0dRSjv5+k6Yh3orttbOvgCEn7SNq+2ytrl9VeswYPAPD2ICjBtvNILESuMTGcRs82pW/uJqx6j7Pei1xnEjh6pTD8Yw0ezOh75wBKOk5FDprloNzi6uwwQ/s4yz1xuQq4OUZMSYx28MqQbvqwe6Iyp4DeI07q/u0Wd9n2K4Q6T4Qn6x7HOeJNlGeINH2mT0Epm7P2m5fBFSj6b7/Y4hAj3u5nKaFL8d59LdeehN3vXGnVmQHpuc6Eq0PEk03A+t+CdpMRwP+Mmf+/RHQO4P9DRP83fe9/zcz/i1/DMX70xtNBejJPEt2IkUva1YmK6AYB4PEAlyL8V78PfPtz8HAtHa9yBG0u4Z7/BO7pF8C4ryxTW2DGvRKxFIY1GDonidCCwJ+8vpCj7a+a6Fr7JIPEaIKV0ZwK25kAIE6ylK6fiNOQIzAdQDmqprG5DK4Gn+Neb7yDogYjsFJpum6limQJoCiNM1giXPRrjfCjGP+uBy4/l9/v3uqd38mNGrpqmLtBnB7NsxN5OYduJecXJ6DbiNGy75jTAGgpWJR5IEUYwMuyN4WBF6tYiwHapqxoziLLSSuBd8mifl39HjRFtvKokpqq42uoN4NdL4Y9RRRlMWak8QA/bLAkld03ay50mk5Oetka5+Exp4McnPM1jwcu3a2WnxNHKidtT0pSxoQgOeqSg+ZWYvQvvxVDT6R11ooq8VKW0sCgUyNttrMLTWqEM+aY4RxhCLUcad3L83aYcoU19d8xStQohrOW3hi8/5AbBBbiFrPoU0ttdO0HXYwQ6u1mkR2AorMdNO89at7bEXAYSQldVNaJ4IDgAg5zRFS2uEG6be60GCxCUVhzpApnmXF7jNj2DkQO3q4iC7nK6zizGss5JrB3yKBC2HKgd/YwnmLCfkpq9KjszwZ3ekdzc317jYwHTzjMjN98vsUUMw5TRGLG3ZRwmBJGTTt4VZsDUGRGkxppe6ApiBvZOVE3O6rQyBSpGGDWcbJCDQXezozBEZ6ul6Wgmy6A1yImM6cEJG4cRPmM1yja1OR68cCEbhQZ8AkpB9VY/3Bh9F/ZQDPzNwC+0d9viehfA/jpu7/1YTfOGfmbPxaD3AsczXEC765FQEM+hCJ6QRqpedHPlhpeBneDLHCAQMRqNGh3BR428t04VQKTI0h7Q9WhzhCDq80wOE6Sex02IJPC5KwR7VwMlnno2DxF6Y403akrn4RwpkadTHjFFnvvhQBly5fqSZfvdc8lSl1faCcshbr7DejJF/Le8Q7oojQCacqI+Oy5GPqcwb4D3bxsgANWI6tcTd+D1meQut0AzHswk6QCTldB6Ph9J06HzYvzoCCOFKckY71nWCzqRV3ZUgQf72A58Hz7CvAd3OYC1G/A404Xllyj3NJLWyPfAnsZggBZBeOM7Lkh/MnqlOMM8jN818OFXsrXTl0A34GcaxqnOOR5kk+1muE2nyWizwA8HImMIxhSew2gVWYr4iZNFG9GOqZU4ODMjMf6QZ/WQL9vK5F5QQxIc411KRc4U0qwMqN0jjI3wSIwKxFiMKY5IaaMdd/BO4eYMpJWDbSjaw11Ri27KbQJoLREBJaOQucIhzmWqJnRwMlc7zR5tE0oRBbz3jscYsZubpW05Xu344xVcPDe1LfEiHuHBWRs4y/dwk7OydXdYm6QgP2Ucbb2Cu07xDnXawFzGpQYx1LD7FTQZ4wJN8cZT9ZNeSSLGtdujLg+zOg9YWaZy86LhKZFyHVOSXPAVZ7Vxj4E6R89x4zjnHFXnCpCH1wlhjEwNh6TCcg07niZn6THFIZ4xNVhrmVQJBrmg4qjWA38xRDwZB1wOyak6wO+eiKcnE/OBty+ntF5j20fVNMcJS+vyqkCohKkiQZXNog5L8c54fV+wucfsNzq15rdJqLfBPDfAPD/AvDfAfCfEdH/CMD/GxJlv33gO/8JgP8EAH72s5/9egZyuBWYc1jX4wQRIeHddYVhATHSz7+UkhsZT5GutBslpxn8zR+J4dI3aLwFD2cCz85HWSht0TajGSTa5ZvvlZCVgO1TgWznQx1vjnVVSFrmsz6vtcfEAkW7IM0xTHzCEbB+KsZ93EmXrdK4wSJLV6MzM8ZeoHupoV6Bux4gAt+9AW3OQefPS+Rycq2qFjdLGZA4AOkkapRz4nkE+SCdt3KUeSKqxrCBOJET3JMvJDKMsyAgcZLraBFtmy8qYjNldM2K2kaiulLHEXl/A7e5gFufS+tN0jm0+TJNcPPi2/uk3Z/l7m38Pui4BXFww1oWLuM8EAGkZXF6j/hee4AzkKYDHtxOjbSeu0HZdmoEiR6YU3FS2mKrIrjg3DuNL2mkxjHhoU+dRk/tJrXY4rg4p2rSJIuy866gTpKtlNcCZBGfY1yQwJzmkBnAOEf0weOgmtCn4+Dmd4smyYnwhOULAclttp8dNGddIrmTczOfzOmcMxhQpbROy4balENrVBiEMTFAAu3af+MsrRqThLIiiILmi+15AFqNgEUtMyAGZD/O2A4dOkcYdazBVYYykdVTA1nbZkqPbWlycbmqKOD1YcbdGKXHs46pUwPsiDA4xqbzeLObF06Qdd1qjTOROCiOCH9+dcCURDVtCFL+JgpkItxiTkfrYDGg/bAtBy+OBgi4yQnrQDgoAdBTpcgkBsaY0LnKS7hYBQTn4MC4G6Wxx7YPOB8CfuPpBn/8aofMwKb3xaHpA7Ay5yFKZ60heFyPsRC2iLTUa064Pc7/dhhoIjoD8H8C8D9l5hsi+t8C+C8gc/5fAPhfAvgfn36Pmf8ZgH8GAP/oH/2jH+66v2Mrcp6nW4piHA0azCxuKmekr/8I4AzaPJEuTWqwmRn87Z8Ad1fauxgQEpXmHM+fA6/+vEK0FrH6Drh4AQKDj7cyDaEDIVdIvERN+qB2HeAHIVDNo+A7s6py2Z1IpLCvam7PR41cnPYobisJG8Njxno+ANCa5hTBmwuJcO1cD7dSnqUpAM4JPO7F2BhhbT7KQl/qe93yeIDk7rsBnCLy7gq0Oit9lSXi89V4AcDqHM40vX0nOfekhC8mcOibtqCNC466SwBKnrNoTt+wBFUSw49hI4auX4MgpCwbC3U9qF8hH3dtYKRG21VEo1gLUmdFPGvOWVjcYK2n9nLPsTDImUQUJc1RpR4T8L67XqOXEDqtZzfRkmqki3WSkBZxntH1tSf0fXerThuZAWIGWKLdRyPsZjrKa3oMpwt+Msa8RslZy43sWI6AVS+w+3G+L1hSI3KBgqco9cnSrSjVfGgzJm5+roLko+fYMsqpREjeOZytOtwchMUfFeI0BTOGMH4vt4NE/wCuDqOQvDLjGOX8bIo8xKlotcOZIfApPIKHln/JPeaItJ424xiNF7H0x8xfb59kAIVhPidglu4gCDp2OzpDbo3Wc7HcMnGSuEHzuVNi3I3S0YkhkLHcYSKMQkSYUsbz7YBNF/DtzaGgEXIe0jPaeyHKCUwsmtfiNABMgjasO49NJyz0g9Zwk84fO8klW6vMzokzF7n6y56qEe+9K/dXJLnXEsSgmZHvnBAB76aIMWb8/DXjk7Men2wHXK46bLSFpREQGSjCMl9drvDHr3bY9gHf3BwW10juIUlj/FvRzYqIOohx/j8y8/8ZAJj5u+b9/x2A/8uv41g/aDwKPy/a9qUkBuXyE4mmsyyW2F0Bb74GXzxX9+8V+HgH99lvScQzH0U0xHeVOZ0JmPfyb9pLNJomYfdylmh3fSZw5vFWXreIcdyjCJ8Yq7YbGtdeofN5BPYGOJDumyuxy4wUORkPRY3OjMDUGD+LoLu1QPxeI2a3L8YZsIUa4PmoxnVGvvke0C5GmA/i1FiJWREXccuI2PnaWMP5Us7mtk+Rb18DrPW/oS/CIX77pIyD5yN4PgChL4t+JbHpY70wziV0Fhh9USQjny+NEnIS+U0yEQuC61dgFvap30iefs5a591iki7AeY9MuXbDsvlNGdyvkKZjNfa6YLEqvzEJOQ1TM2/mSJw6HPXkVNs7I02jwNiKnhA/HhEzZ6SUECyPq/N42jSDUSNsIoOh3+8n08kvVgcNMolMrX09uRLWW3ecZsypCmks/IET42vkKiIgBI/pAaPeRpiSW8wKqXqN2GQs66HD4GtrwkmlOb1GWqxht1PhDVs/Bu9xNU2llrodZtI5LPawGcysuekpcelZzSxKYF7H4BwJDJ+5EOscQWumuZyfRajE9fjnQ4cX2wGvdyOOqmXdeYeRM4jFwJW8uUXVKePmMOPpdsCoHbUkuq7Xklnm3bSQeu+w3g44G4T8NcaElbLTX96OmJUEZ/eTTUFiQkrCKTjO8p1N5zDHhGOydAdrCZcrFZfm7AQisJPcuaUIytwTQCyGPDUICTFwuQrIDFwdZ6RkdQaiJpYy44uLlWQgp4hJd7oKHqtOyJXbXghgk4oytaV+DjUVcrla5rd/3duvg8VNAP73AP41M/+vmte/0Pw0APwPAPzLv+qxfvCY+jXo8lPw1XcikQkIM7gbqpKUDxKhxRnouhIxo/fAeJRIcnupkWzjJTErczpr3loMN4dOGdIi00ndADrcwPKcxFkENTihKmxJZEvTUb7rFWIdNpXJbLrTaVZDzpIHNtlLkwf1HYC54i/FFW/g3jQB26/ghg14OjYRrZ2alGMhThIJ7q/Fq/e95IaFOitOiXXKgkb0s47Vcsr7G3C/AnyvRmkvQN/FC3Ca5ZzBQBjg1ud1/gEZF9VmEdLopJNrmeJiAV+M34Ayxsk1U2+dPJhclfNc3jVynfR7YbVFAiS6BiQPRQ6uXwPTQYGKpZNADIWZaTH2rBgc+VAj05btjZN9lX16YYyzRcpcPsvzwzC0nQtnLiQyKX1yhSgm0O3pNGod9Q/MP3PzC5XIvS6SDGXeNgbNDDgAZTqjjE8WPXkhQ/LRBJGCJHKYU5J2is6BOmA8Of82irZjel8X1gyAc8ZxipiIsB06rDqH44z6Tb1vOi8QfYnKWQx8biJknBz7HuCgxpDA4AQM3qELEv9aaVfU0r2VlobFzJprZ5x1HpkIU5oLma4JiNEHOYezQRywzy/WGGOuZLkxInjC3TGWrlsMgAlYdQ67OeIs6jPHFQFZBY/jrM02VPns2aYvpXN98HhxVklmxzmh9w6bzhCIjKtjLM6AIRI5MRJY652F9NipcptUxlDJP3sF5VrnzSB6Q1fMCfAO8E7QiD5Is5DBO0QGDlPEOEvax5M2YfEON8eIZ1th2+9nZZgzcHuM2E/Al082ICJ89WSDn7/Ziaa3TrwhG+Sk89mz9d9wAw3JNf8PAfxXRPQH+tp/DuA/JqJ/CLkv/gzAf/prONYP3tzzL4H1OfLtGxnCi6fAtcp9ti0DOdeIUDd2AM1HMJ9LlN2pBja7JtcMZfk6IAOURgC6r3TUp3bWRcjIM6wRXl2URQPaaqcH2d9xV6PjVkHLcp8UJE+eRWCF9HeMLA6CGT/bijqYk/MYNsLOJifQtQuSu46SS+dxhxRHOZ7OjdUCy/70DgXJ2K0lpb1vbqypk8GBaQ/WpiPUDdL16zF4SIlClRGuxs53av9ZnZfmK/KJ+8bZXoc85W51BqRJSWcJpZUkGOwD0jzCqb6461dCxsoZ8B5eXy9do1oWNQtXgciBTox/Sc0bKa0YQX5kvLJZJ6qsjoN8VBGhrApWj5ab1YUsq0FwmjtlAMFKxTTyTSlJdPfI3gAj17p7nbEYAuc6jTzB1djeE8rRuaD2y2S/1C2p+Mra+0Jyy8pgZ5bexUmlL616IZRjSARv6IsZe4OXQdKc4mzVYQgOowmjKCxqQio2xqwkKoOX7Qnm5udj18CDCuN7nOWaGWOZQFgPAYcpIaesxlnJSiSlWZvOCcmqnT9IhHmYZxzniD44nA1dadjBzCV10HuHbNwENXTWZOLl3Ygnqw4gywlbDbfA3883HdZ9qPXzOreT1kozQxt8qBY4QVphNteYgSKPygSMKeM8OHSBEGed58bzKFEwSNMOrOuBnjwJn2DUzJBB+8E7PFkJofDLJyu83k34xUH4K4MXp4tIyuDmJLnj0vxkrnB7zsDVYYJ3hM/OBvzep+d4s5/w89c7HGMlBHpH+LufncN/4LaTvw4W9/8Di6WybH+tNc+nGxEB2ydL6LQbkL/7E/BxRJGZ9KHWFtuWGfl4B3e4rrW+vqu1w7Yw9ivFcaay8tDqTGue70peUtxBgYGlfZxHyabY/ozWk5OUOOliWKJoe88xMKxEqYwAcBL1KxhbIi/KFHQ2FpE4MwvLGSzlWG03Ka9wtbVZ9IMwwy0yNikAjWqlziGXwyxWK90v+6CiG9pMYdyJB9yvxKA5JwxnMygMYBQZTpB8HyRoBanDwsddPUxZEdqH5f7SKSIputDHUVeDxthkRh734qyQMP+LRcla+maGOXNNeSh0jsRg8uCU4DrVHC9hopZF/bAAVYaTcw2wmy+yOhSE+3XM9mlS+DTOc4FfC5TtrOzMlcV3nOYH93SyWyGREaGFdJu3NUp/xy5YnNQuBKRZo8MHvuDUmM4pYR08NkOHcZJeyYDcfsYG98pachAlqZRUTztVqNWeCHk0pKY2Z8b5ukfeT3pMQO5RxnaoJV7MUrLlHCEYtqknzKi50fvqmYQIIVxNiUtEaDrd28Fh2weMswiMWATJAG7HiN579F3AkCeMDXBEeqyUMoYuYEoZb/cjnm0HJYoRzoeA68Ms86SPqzTtqDKqzgG3U8S2c3h5Ny2vp3Ig7f5gFgLZzWGSbmAk99FhTiAQ9mOUtFBxuLQ+GRLXMAODo0JXOesDUp4xnkL4kPxzBhTtIcQGWbH9F+U0CIFt1UlVw4ttj857fHK2wuv9hHFO6HyN+AFBBnZTxHFORZZ0Slx0EWLKeLObsJ8iPj0b8GLb48m6w6u7I64PIgDz+cUK6+7DC3H+uyX1SSQRZpyBNALDmeSKR1HAkmjNCUs6BJHztGs77iTyjJMKiARxCdNYc7HW9GJzCdy9kVz4uK+QuG2OAGsr2WImRjJDBvqtRKfjXuU7dfMBfPkZ8PZbibpJSUt5VgPVPGblYYHsU0VK+HgL3t9IqdTmiUTs2qoS6rGWfs/TDrw6V5IaxB2GEtSgn2sjwla3WmEr5ATe3+o10Ac+3YmTYMbZedCwRR53wFE6bhUarhpHXp8D+xsUaLg4DVSN5fKCL3/PM/LB+oHn+n5pxCH5P8wi+YiTSDEyw6+2amjNGWoiadtPabohZXxOS6LMsC6H+IBvWwxDRqlxZy49o7llhuMUlpbV2DlfOjaZQa7Bqsxfzllg/BMY+jH7aq97NQKxra1GNXAPNudo9iHtAtOSKtBsRqyPjYSpI5GFFNJWbQcJkvGshw7HKSJlVohaIEwrt3KO0LWsfHUwvHO43PQ4TKmIlWz7TsRE1OCYM5CSGGmD0M1dXQ0B++nx1EsuWuJybFMUS1l6Qccs5szSDgINAxMnWG1um9e2U5gTY9WJEY1Jei+fr+T52qjG+N0YJY/K+qhpVOpJHJGYM8bIarhZESAxjq/3U4HQrw4TdqM4EhYdrzqZx8MsiIYJ5JmhtY7RREIWOx88bkZDc0TM5PoQC9nKTtH0yc+HgDFyuceiOjnrTjppMQuHoPPikDxZ90U4hCDogaACuTglVmO/m0TD3OmHxeGQa3uIWdXt5B6367abRbBkTAznRnx+To8Kvvy6tn9nDHSOI/jbPwbmCWQNIDhJvtmiZCIxWg5AWFV4rl9LZ6LtU9D6EvzmL0RwZD5UQ0VesJo4VrENYz4DSnKqty8D5UaXJ87JPp5+ITD0cQe4lbw2iWgKVmfAs69A80Hyu1jpe02ZE0GNNqsxbTYXgNUZ+PZ7FbIwVghkbLYaZdW3Vmi8yF22fYWNrNZ1QNT3HwRSmnADQG1DmeT7DIHV0ww2w1w+rmOS8E+FUk4IYFYa9c6NGkN4+pMXc0cEcMoNw7x+juMkCqUEMZwkeV65hjpX3gNw4Cia3a7rQc4jzxNSS6RbjOF0uKS+T4BzHknZ7LmtlWaAFF4jsBoBiZwrEtEohy1nTRYsZmmy8dg4TjaDsJOe83J2NBB+Tw67C2JMZm0v2BKelmNkhRw1emJRKzPjbONJKvoBoC7EJHXKSSNwYQW7AkdyY9gBY3XXeygzYzfOTaclyZ3ODDBxKc8CGEPwOF/1YrgexTOEuGUQNqlBEM3xvHCwxDjK74mBZGxnqreprSLm7gkoIMTGuh/JUW8H0Uh/s59wN0XVvdZ8sRLWoopxmDQmIJ+JiaW9ZY6iWKZjMeTgMKWCEs2KVtgIykh0jQuOcNS2lPYe2zFZG4OwRLdZUZEpMVZBghn5vs1VbfziVS7107MVrKWkOC4O50MQNn/KmBIrh4BwNnisgsftKGhaznI9Wvme4ES29eYYMTVZKSOzvdnNmOaM33y+fWdXsL/q9tEa6HzcAXevJBpynRCbRoNFWaLeWfoWkx+0vlevQjYi1xIypZzguh784mfI3zOQ3+juWARRQML69spOTqOSv7oSZfNiWdPyFlt0nBOGeb9FUSkLAXBnwOYSdPZMIofDNQpZzZpUOL/snmR56SRRNvsg0XKOYlSClVZpTt2WcntCsxro0Ilgyv5a7pakOtMSEgJhqxH+QwsULY26backLVNTa0MqKv/Tv0/Gp5exhdQAqFBLK/qhKxuhRtmkwy1Og54QCxxXjcyp4eLqmFAq32MWuBjkYMxw+ADfDXCmp911SPNYI+JyTg9senznA3yQfs/c5OO5lNJJxMO6glu6wNjYFiW2V4V1/6kc6j4x7KFRmUMZvNfI9IF9v8c4MzNSXLa/bALaxemXK8CVef7Q7kXkY3kOxlb3XkrGkjJxrVkIA1h1oRCfzMBkFqb1fozCvtYIvBgDD7DcIBqRe5ytpXvVtve4OcbT4ZXNztngZoHmSbth2clW4/wuJKO8xwJzhyB55+Ck0cikfamHIIatCx4vzlZIdwcEAIeY6zUmYZBb1G5dm8zBO84zbmw+7OD6Q24xuVhBQ9FynvqhNqJmFtWtlIH9GDVVIrrWzIyDCq44p4xyZtxNEvEaozqyphvINN+l3v3tfsRuSrAqjpsjyn0xJVaoXz6fEkCdw7Zz2E9i9DOENR+T9IeeU1bn7+Q6KLqQGZgy43aMH7Tl5EdpoHnaA2/+AmyNDeZRDEyJdB1Kr2Xb2kg3p0Zu03ZayWTkA2hYAe6FfO9wK4bL4Ob5IBrch1sU1rYPuogUi6L7BUCuss1BQByFXR6jRKjnL+A357CSHU6zqILZomRNN4wIlmMpe2JypYaap710bkqzMCdN+cvcczvPdksM3l9pvTU1kDbrx2ONILn6xuVc3nmhGIU49Zixaj97+pnSgMGBO9UXZ9b0g+63X8nfTUOLd5ggVNGV9jyazZAC6wENcbosKkvKMieSMisZOiNN6oS87zybMbJFVznDtXk0NdKcUknBmDhDW/fcXoV7EareO6dGz6Lv9i7l5mfKSXsuMwCRFb0/8oeNiyyd7zbip5vlba270EkKGJkZwUnDBucI81zLC81IrPuAEDyi1hyH4ApBaE4ZL++OOKpxIADrIMzq1BwrM0qkt+47MUQM1domXKx6HOd0r42j1TrwSY00oFF1w0u4dy2a3+2tUiql53eMCU6NZ0oJdzQXcZT9FLHtA7aD6FBfDh2ujzMSc6l17hyBPGE/5dIJNuaMlCWKvj0qRI5ag23jaSN67xyykvFsdSg9ltkapmj5onrVBIGht0UoRBzOSZ0WS0+stCyu866UxU2J0eloVsHh7X4u8P2Ukkh2Noa39yKOsx8TEgN3mlpwjhAgDqtlIggq8cn1XO31lAE44VEQRMzkQ24fp4G+fS3lNJpTZY1O77VELKuQRVCM0nQiTeAU5C5MMyiodKVtQVsxAgI9x1H+JgIuP5Wok0hrgL0Y1FlVt9qtjSR9D377jUTOgHx/isD8NRJ9AYqjaIvvrXyr3Q8AeHXzc/1nhtNLe0saNuAcVGzE5oHVGaETprZF0/qkFFRBJo5zlv34FZD34qCguavfa4v4vkPwYzbSRu2hk2vdDTCWNIPhuwF+fY48j4jqmFRI/MSJKHA2wa3WyIe7Rw7qmlUpgOep7qPMnRwj56QLVwQ4SxOJZGF/OYk6lgaGr+VVrJfoJEpUeDCoVnmMNXrjnGtrSeBRk/hYwFtqmlGjR0Ail3ESZqxEMA7s7rO6tbS1kUaUBTpnLvD4+8y07QOkteQsRiDFhMgVinREylyuj4SVsmUCOnLwzmGaRf5WlKWgAigzvrubpJyIqnPy9pjwfN1piZaJ0Mg2Z0YaI4YgSMVxiphixvmqw9PNgJvDVKDsd819cOJM9d5jZCmNam37KbLQOiV29waV4YyQ8Y/NJ1adICu7KUpDD+fEUHuH728OMNU4g6Csx7K15/QkqlpzMoJhHUR73zhC6b/uiNQpkt97T3pOUr51mFNh0ffBIXjC7ZgWLUEJwgzfaLObm2PUuWjvfTWiidEHuRfHlJC0W0jMXPYHnddjYmx1znNmkTIlJaSRx6BGehU89nMsUDzJ6SyuY8qAyZmvu7/hLO6/kdvxrkKxACRy8QA0slzkXnW5sLpjZjHmwxnIkUSYZ8+AYQveX8vN0W+kzeT+WqI258G+A3wCXACNB4FaXAdMGrnDN8bZlihqjBiJvOf+Wv40oQ9miYivvpMoURs+wIUG6rQtAVBBFd8JO90QASUzSd23aoOHHuAoJVcqP4gIFAKV1Yzn2Bh91igaFedysUbWVm5VJDRPNzr5+QO2x3LM5oAMZ8oHUAcL0qkKziMed8jHQ11VWv1t8kIatNUd8n0KA+CN/HfPC5LXlH0v5U9UwwlAhUQk72zELgBS5gS/aA1Zb4XqKJALjb9ABXK81wWKXImsrc7Zyqoen8sfM+948BIaoTJpZzGvJDS5namQgAKRGGaWyDmld9VuN/vX/0k7SXEMDsoyd6jJlEBSpuS9wzhHMBhDF2pDG4gh3qv0JAgYU8JxEr7JnKSRgyMgqlCJDWA/R4VeF5e2QLUZsng6JzXa40wYuoDgXYFUH0odtK/EGHGMfO99I9u1gh/tZ0BAp4SvmLk0yTA7NqeMzotjAoXvLU26Ch4X6wG3R2E4G1IDiLiHweOFCW9IC1AiyvIEE3A5BOxjVgEWedNB2292DrsxwREXuLk4Vk4cvFVX918MtPaSJkB7WFNpvdl7a0SiJWSZpesZCVoxZiyMc9k3y7XfdA7Xx+V9aHXoc8pybBaiWCkVbPZjf8s4Hc6Hv/l10H+jNjaWteadat2pGg+vMDShGiBTwiKS94czEDKwfQ63eSKCHdcvy+LG+xvQ5hx48hPJc8dRuy9BoioAuBUFLnQbYVinKFBrHan+0J++U2OcBJY2xi8rYSknkDX6AARivFdOpduwAeYRVju7eKJSFJUw5+G2lyDfIe+uwYdraNNT+YLNC5mL3BzHVlDWVSHN9X01KvBBk1RGHrP9Cmsbw1qaSty90f09ZlS0rMu3LTGb81mfo1utwSEgTwetWRajmOdJZV/NMVIin90PVoNeQgP9WJoQ1meI+9vm/sE942ZQHQx90XkTUhFVtnfzPSKHmgFuzqN5v5y5b1TAcs0btot20bj2XolUD0hnPnCc96SL3/shO27mXBS3bJGVxVzuzzFa2dXDOeR283bvYIkY7MapcUoIgSwPKC0dCcLeVutZSswIwNw2i5BR4Bi55EyBSpizlASpdGRZ6JvLDP1aTAlZv5eZlI0tUqDe0gRECwNX5g5Sx3yKjpZDsBgwY6mfejWOAEeuqKOVzIk6E5nFuJpRPvXJtr3Hm13WdEHd+RgThhAwxoRorVmb0zcngCFPZRcchs7j6XbAt9cHHGOugiis2tbqZInKGCPDibiIOp4ODpdrj3UXcHWY8WY/ar2xbIOXFq77KakMqeSnrcEIE+GsD8gcpZ83Ht8yC3zfByEXSp9xwPAihsjKXq47DHPC20NEBt+TlnUQR+HFdlj0Pv8Q28dnoI93ohI2j8uLRQDOnmo3JYl0JT/ppKzHdTLzvgPICZT85hskkLCHQ0Dp9ztPYrC3z0Dnn4gk5NW3cgfPR3XjkhowhcFJWdoEjb6agRkEPx9RHue2S5X9HEVkhMlL5PuQb8coUCvHSYyVddxRdIAnKd3Kt69BoZfPDVs51Kga1OX4zfiSog+OALjq6CwiSzN4alTZ10jU90A/iP3eXgJEyIcbzR0/sBKRl+OSk+vlu+qweA+3OofXhigUOvjQIacohtXgbHN0ygqj18AMmYUGJJKacB48z6B1/7BTUM70dO5R55iFkER6TaR222ke8tTYL89bok/AGWwPMdpiOxRu1XwrN9ZDSFFeWk0SLff6g6zxA+f4jq+1USogil+SLq9qbPJ3E4Hh3hUuGwGlEYNZxgSJDluilkWXYHXplDAEyK0RSe7BFmlwjYUqRg8oBszGZueUM6Pvl/KOZZBlP+25ieJWTCxMaiJ4EsLUvZ7jy90stvIUm3+sM+aUyAUI2cyieBu3GGwq/bPtPI9zbMhUddur1Kztk6AOgR67wNyuRp/GbQzetMTFcS7OgCdclPagjDlJJ6wXFwOOkbXcS6B4BrCbo6giO0LvewTtqb3uvMwricb4pJKtzhFIdQG2nUcfBN2IWdILU8y4Tfed/PbMxTGSiPkwZxAxFJTX1IsKmoCw6aUt7M0xFuLbKngQhNOwCg63x4iLVa2X/xDbR2egi9AHTMah3MbAsAW++F1tmWj5QgLefC2GC2pgS4kNA9cv9bMruUlnaxPJwPFWZCnjqIew/K8qlAFqHDUSJYbIlNnK0ETyzKI/bdup9+w6ZWDH+v2SqGr8WjPoOasQS49CHLPIkSFz4YM4IpqbN8+3QNysULFBx2FAiRINNmcW1AGEosxmUbLNRWlgoQIo63OB2kOoDHei5UpmxtKibpPwdAHh4kVpA7q49Dki7q7U+DaRcjun9nep6wYssi8iKGp+nQ9a2rRcYt9v7lj6RRMhWj9yEoGPRaLROb1L2WqUZBzk4XwjderEMSSre85SVkVqpO02cE4g71aDHgp5/xB97Xvbuywq6uKXmaU1op6nGbuWtGaw+GNWvyD8+keGGDcfVODF/KnmfBfjUGNqj02JDBnL+VDjTk4Mzfkg5TayXgjDvA8O6+CL4lfm2mrw1NNo/1Q9rRI9OyJkex5/yNZEwcGJgzBFIaYVDXWW+WGS6HKaq0OkSbwSoZthv9pJPbP13b4bl04nwxwgUq10eVH8D9HARpZnYhW8Esm49HK2aNSMuxSFSNMMkMN2IGyHgO1xxre3wn0xNrt3wM0445knHGbp9UxBzicrccyRaI7vKGqJHqPzwqTuvMOq81gPAXdzKujH6Wb55rMhlOt1nDO09QoIwIuzHg5S79x7wqYPIBBux1jvT51TZ+fK1dH5ENvHZ6BLb2VUSFmhY0w7lTsEcPcGpqBFOQLUocCsBnl3AzCrqEkpR2I1VIxSoxwnudtSywButiKNKasHk/ZcIYnWibNEsURisCy3rA8IwiDdoMY7IaJZLTFQnyZ9cKtPoneNGX1yQNcpBNwX2BzWNeq4QzHyTY5TyHYMrC/g+hXy7lo+N0eB7p3XsiNoxJm0jWXWjksO0jHMJEvFEcnzURW7BFlgJVHBi8Y4ZesWlFGXQQBpRh73cC1hT7d0uENpbvHgmtg4HzZ39o9ZpDp9pwu+9lf2KoPaQtXvXW/FRAigkOAKgx/w/YA4iSWpxtnuO+0kxRlxnuC0qxcrzC7lVhX+40zITZ9ng4XbHHRhk59A3439fnRz5JDeQeIzjW9TfLIqBStNMRfqtM63PWaLQxAk7wwAHDNc0H7WarDt1l40ptD/tcqvYnAqA1zshRlpLvl9ItFT7oiwn4UJvXUOg/YsbkugbFE/vbWo/E8NlRfSXDJctD33ZnwPzmfzIecIvfMgLedLDDCkZCoEwlZZSm95ks5RGnE7MPrOofdC2JwiY54T5pxFxpQqAbC9HmL7GX3wWPeMo9Z1F8Kgq585zHr/6gQL+Uvqie06ZhYi1mGOONM8rXOEdW9huTK7NfcrdfHNc45amibOAmPwEsHOScRCzvuAy1WAIyG5QR3rBU9Dz9GRRMdGzlsB+OxshZ2iCZfrDuvOIzFjujliTIKAxiwiLB6qCw/GGJN2+3X4wAj3R2ig+xUKXlYuEqvh0wXu5qXoQnvTVl6Dxoa1y6xlV4xitK22lrmImkh3p8aoW+tA8g0F0O7sqFG6rRxmYFmAPOfF8HslWcVZDbv2hnYe1G/EwE61lER+5jrWTGCowhhDdLpNzzsqcW5Wh0OXCl4YrlyNPwggD3/xAtTJXNF5EOOKvTbIaCJZDV+cRcj5Vh9GasYLAA7cRvQ+gErbRREuKPrnixhFVkeeR/Bqs8jXsmmVl4OcRM+2tZFU6FGlViUEY0S4lYjlk/dABCh0tc82w8zqOzfrZGVOGUGiYE5R8sXzXBzEehKQXsyOwMmiZFmIBU6tvGgjh+WcNLokpNjco2VeuEimnm7vC+z6LmCOSdWUlpt1g7LILuYETw6OHJiy5iCFLBZb1OChY5qVICtb8ui0ZeTpR8rfqFe4NLGg4hqVQwUvohMpMwiiR74NXqMfER1BcLgMhFOEtB2q9ae2DlGnOLWMQ2qSt+sBKUvjipik7KeM/R0ogp2XI1UtI4lML9f94mtec/t3o+hwW7mWBOtV3eo4c7kH58jIBEUIvCql1WiTIczk4Ame5NhmuEEi9HK+8thNAg13wZcyKu+AMUru3dIJpJGllXqRQvAOpE1DlifNIAzeY0oJ4SQlQY5wmGLxYDpPuBg8MgOvdpOKmMj9513GlJv7Q/31Te+x7vzCeG+HgIuTZheBCD+5XOM4J4wx4e2esXUOt2MqLTuZGbsx4aeXtZ3rh9o+OgNNzoP7TYWiLYfJGegG6W3MXBY+AKCuB/NWrmqa1VAGaUVp5K9mwec0a5OLxkMmAihUxnMTotS8o0HbJAIgQWFgVVUqxzfjaVgQSA0EUFx/q0osD7vA6BwGdRrMsRCCGvUr+ag5F7SMlOs56gO2PhN/NE6I4w40H+H7teR6/Rlcv0a6eS012aXki0BhgOsHMBHSEYDlSjmp1+11sWEUVMEQCW1L6c8upVRo2lcHqNnY5t32o/XCtdXkQw+NRcu1+QgRgNDr3CrUFfrSLENaO+o19Z1KbGYAXu6zaOpwp4dyFdJtnKBc6rQb9ON0sbZzAvQ+uC8lKF/LMJGSpP2JH9vqWH7cRkQY+g4+CVsWLL2eJSfe1HircUhgiVT1RJiz9q9eDp6aCNjmyCI17z06rXs9jLPA87l24CqPUnt+D41dX08ZOF+HEvqKr0IYuCqQOQJ204zjGO/vwP7URyM+dDAutz+8c+iDpCk2Q4ecM769Pjx4S54corxmueTAVcQjqsyoqVbtlX1O6pV4JwZrVmdKHhEuohpEKHKlU0xY96EQ+ExKdd0FXO2ldWRF0xm9dzhf99j2AVMa0TnCmHIhklkZXOQlMW3dhdL606LXxAwkJe6ZsWSpx75cd3i1y5LHr4+4RsVy3XJmRGbcjQl9EJLXnDPGmNF74BgFRch6P9l5t5H1nBmr4B8leDkSeLv3DjdjFGSCUu3MpkvXQxpMv+7t4zTQ26cqC2kFGSSw7vmLx71XR6K0tb+WiKPIf3KzqDOsJKE0LCDpQUyca66VnDCpp32VwFSjADjJvZY8LwtUDGgE2ER4gL4fpdYXnRzfWOEWMqjsZMkRl8kwQ6xRZ2G82L7bjztxSnTVYJCQ51hEW9gR4niA317A9WuQ83CbC+SDMp1l8uE2FyByIk8JoKqUyY6lpWVerlckKlgcABf6QqpaLmHN79o+kuOMPB3BbYtJ1hO7B3PrEZ2TeuQozGDnSCJkNfS+H2rulwh+WCPHGUgznOsk2nceaTpo+8tTEhk1IVwuue5inMvwSNj6rZNFy+YXzACnKEhBe/rqoLChHY/Y3sXp/0gjTQStrRZ5z14h1XmW8iojg1kNNEPrc/U4shjLdEgNdC7MW/NHF3MGjVJzxjFlifI8KdS6HJe5yr2X6PwhEL69a1LOCN4XSFb2QwhN8jCQSIEaM5qaydPArdH4fhwRsPpowCKtuQUIyrGLb9Y4K0Yst6h18IQxZiln0+sfnMNmCIoISC7Yrm0lkqE4QSZhQFCuAFU28+BFFCSxlMSNcyqf8UGgeob01N50XiLuLBCvglmCXugJdE6Y3QQZy5wk6rzaT+p0CAw+szTYsM5h6z6U1MZnZysc5ihCKZ6AHatwCamjQcoU52JgpR1kBLMQ4pw+/0TC+HeOMEZG0JTFEByebXox1qoY5r0T0ZbmGfFOysV2o4ig2BhTZiGJjRHnQ/dBo+iPzkADAJ2/EMNY+h0TsDkHrS+k1zGwII4YG5VWW6lnvvlOujwBKMIWZmNyczGK2+z11wAowYFyEiWzwiJuoyY12rP0PV5EwyVXTYAfgNDDnT8H+w58pdB8vwGmIzjPZbFHv9ZoXKMANczlmMZsNeO3aNdoUTlk9fQOONyhEL6IxAlIM/L+Vnpdkxg6dCsgR6ndXW3gDJnISlArnb70OCyRstnTtosVwAVKr4Z9MdmwlSFPx6J3TeTBYG1HnRuH4cTZAaSMDRCHABXuosyA9wtkRXZB8F0vteLt68MacTwiZzOeVK9b4ySQCpa0TkztZ8uL6Ha51ptFVkD9McfSGmr8yEXiffA2M6qxyglzrPreOBmtyW0CKM+UKHw5DL1AiOMckZJoTz+2pVyZyVOMcM4VKFb2XfcfVZqzCx6z9kC27y6cHEjPYhczVn0o+tunWwgOPlJJFgHVMC/myu4X+xzVz3be4RgzuiBry2GaS46TmtujHNMpC5oXRywEqttRVPpWnS+IRUxZ6pc1ElxGhuogwFpKLhXh5HJKU4ycMvYs124IwjWYo8DJBjEbv2DOGdeHGXPOiDk1x23OiYUhPZAYtTEKa3vwQjI7qqTmug/ImdQxAC60p7Vtzkn0Kiz5BOcIZyEUNr13UtK2uMCwmnBxTHwxpChO2To4PN/28E4MMQN4vZuKMhkgBLgnm77C9ER4vunL8czpCU7Ecea8nN8PsX2cBtoH4OlPBObOEQi9aFwD4NCDNhfSzamBILF5AoCkHjgMGiGPWD7uVJnavhPJTMslMwPIYrC6NThNQKSGtKYRYY6VTBZUvcs5wK0A3svV9r38C70Q2DjLePMsOWZb1BUaZkgpD4UVeB4rm1p/MgDipPC35nqdh/S3Vu+8kMMUci9PHi0MNScZf0pH5ONO5pAZmEZgOsCtzrT0SZwCIeqxnnM7lWqkyAnjWdtqTuMMjowcJxA5eGki2FwHiXTzcSfGDkoqIwLDSTRMTlMTXMdv+WAdF63O4JxTmBqgvpPo/QcaOnIevl+p5vVJuZntwnlUrXM77dbBeyyqPXEs3mdNP9AyYaSq3JaHte/rkZ0jJQgJWUwY3EAIlYk+dAEzJaFieNHHPiV7ldKhct9xMZgm9Qn9HCDT6pzB41yixdNNmlswDuOM7apeY3M4otb/h+DK36TXk2D1zPL54Enuz5N5AIREJM0vAIAlb9q83xr79rLXOlwsSEcWSR/nhHWvpXRaetTOQ9tda4oZfedKv+ziCJvvyEBiUfkKzTX05DBTKhCykfMAICfGmAVSJu8xpyjoiMURzRI4zgmTcqN7Del3U5QaZhLm86oTRnlMWZ2RetLHuTbmKM1FAKx7L8I1Np8MzDGJoW8uhjRQWd6LOQsTPiYuyl83hwlTytJ7G8AUE64OCceY8HTdY6X56lXn8WzT43YUBb3gSHtsW+T+YbeP0kADFlWuAACcoxgWpwvG9qkQriaR1KRhI0Z5fw2TxSQ3SbS5kOY0Y6VRlrPoV++ifiOkLCLArzVn6eRzbWQLg6wUpuxWYmyyRBu0Opdx6wPICrHCdTUitWiboDrfShYqUDqBhq2MIU5gF+T7UOGOUq5Msh+vtcY2zrabkxluEuckHg/gSRuPtHnsHJEPN8jToUbpaBCBYsBIcuI5CzN8HkHkMZNH4iySpjkDCMiO0PHUNHVv9sO19SI5I4AQQr9CJiDPE+4t2boKuhBE5eskMv4xG70vCZW133iznC+QGzwc9ZVXP9DT/5C9b9Ph7YL5Lt/A3sopwwevcKfkM7vgERr9cJGWdHCUijlqj9m6YLmgCxXhEBQBQJsugbQPfN82xwTLWh2mGWuL6mPC3IhiWP9t07umgoKIEU3qAZwekSF3eYoJ3vulI9FEmK0b5UiNiDoXD3kWZT8QKNl7cyxyyS2fbqYRLi1Bc9ECtwrMyLUsyO7ezIzOuZJ3FuMrV8TrdPcK3XunKQtljne6s6Ta1c5xQRJiQ60hyPyPOSPzDE/unm86xYTrw4yYcmmRCch87+eEIVcnbEoZk2X5dEeBBG2YU8Yx1fMLjrDpHO6mGeteyG3S01oqDo4xFR3y45zwliecrTpcrOQ+ebLusJ8j5iQd1eaUEZzDJ2cDfqhD/5fdPloDDQCcIvLurdQpa/Trzp5px6iVGFPYg5SRxr1EgnyoPm0hU+ndYhCoLRa2SPsAUtGMsplWc79BKd1yDuRW+sDqk6sM4UL0KY0dCFhtpATLBSn5GbN2fwKADOo2EomnCOrXcozCTnYAhOBEw1oMvSOF6UmNsxcRltCDnEMe91hEne39p3l2tp6LRJUFXaDLXJwceSqbmnITCaEKJRthL4GKli44Sck4AUwenGSxKVtLassZjKisadt9gHdbEQaxuSJCq+SWpyMwbArMbJ2gfuxWxGse20rpnUXzBmtDffzH9qtIkM6R3ILvN0a2ncbUj9lZW1+cc8XA2jHbxhnvOxYzSo7Zdpo071zqdE0dqxjdZh8nnoBFoSjnITC6yEfXz546N8UYANpWsdbSMgMxZhwxI3iBxi2Cq58jDJ3HFGsv6NYhyBBDkPj+cTNL3rj0sDZ53fazDShCJHlbIl8g6ce2xBmOxUnw5DBxbfnZOjeAlT3ZNVEDRsqiJi5iI1YrbX2hHzq6RIq8MESeqgSCCbgBej5aCiWRusy7ibWUpBUDMYugTssDsHSAIQRLCF3IiM5JG8ndKH2k7egWCc8xY7sKwCRzUJqiZCHa3RxmXKw6aaoRtWOVHiOzoEHBC4xuyFHKopYH1zQq0Uj6Q28frYFmZuS71yLu4TTPmRPy7Su4y88WBiJPR6TpoHfjIEZnPiwXz5JDboyDUfmUPLQUREDtJDUf6yLtHOj8E4Az+Ob7Bv6sjwfHKLkTCmDqwOkAcJQo1zcEM3CF7gFhWPcX8ndO4BiR7t5AoOmkZVZcnQwfBM5OURYRe7Kgn2m1vhlCiir63KmKazy0maCKq6VBUK0oClLfS+RknIBCxbRYEAvRhRxcMU6KSBQ1NgZyQp4n6TLWr8uCFDZnmO9usKgbB+CUFJZGK+PSUw6d9G9+wCtOSVAYzlL65IPJxD58+nWz+KqJly3H1ZgXaj4tL1SSXAjCBhb9lYVZK3PrtLlGK4lZhqa/W320c1QJg8Vv4FJvbPt9FzO87lpIRJLPz0U9K2UgZVGy6rtQjRZVYll765zWrrZvB+c0T7vMRzvUx6qQocjY3qda1nJvOWe57lTytwCKcQY0QiYRCpEOS/Ie58pQJ7T7tuNWljUR4Xzd483dEafTSJBHObEwnzvKCE6qJ9vPtHOQMyNpdJrYfqYHo2gAi57SnhjrLkj+miX6k/K3VHpeR6BInrbz7/V5TFlaqlpPaNE2r+z6rJOfskTOuRmHLSvFeWKpIQ4OmCLDUtBJHURzXuwfq+EERGxkikmNKpUny0rtEgAfE7wa0DllTBrKMzOOcyrtUk1VzpyGDKAj2deovIZAwG5O8CQtStt7926c8WQzPHwBfk3bR2ugYZrcvq8envMC904HEf5gRjruJMqaRxSilgvgsAJFjWQXMpMama42sB7AzJprnY8Ci1u7w6zwNYTlLfcwSYRojG+UwdWHw3lpZEEE7N/K8Uw6tBgU1hx2XUgXBCciaS1pxtzIEC1EbEuMIgg1T97okrNE09yv4JxHnsf6/Qd1DC0hpXn6DD0GylxqRSn8aos8H5HmCMoJoDYrVnZ4sn+q5+QaGN2kVAGk6QiQFxh7WCFPRzGGZC0gScrDIKQ5p/XpaT5KLesgJDjbUowCl+vccU6IU4ILvULx79kejXzvTV553fo/O+8FHdAFknPD+ra5asq2iAhBJRdTSo1RduhCqF2vPNXcsi523jsQE2Js0zrv3trjTdoFaCmtmRFTQhdkcSMidN5jTukBaP/h2TASFek5VtgbJcLyVI1S5wPmlBaibQBLS0pympdcIgOGaqCJCA09kKC/HtMMuyMzOFxUulrnrvMez8/WuN4fSxtKBzHOpCEoszCxH5oHczg8EbarHr0Ke1zvJ5Cj986fbdZ/2eZwThme68kuDScVw2iPbdD7S6Dgeh5d8EL8a441N++3NE8iMX5Mos9tjoyUhck61ntBElr/uABPOiHHOS1WhNb9L9ctZWRyiBA42rQBnYrQTFHgc+9ckTU1R8OBcIhSty6sbk15JGDPYqjlnmBgYq1Rf6+X/pfePl4DfSoCYS8TCcM6Z+S7N7WfbdsqEAz4Djke5cJzLgu6GQbyHkyab5qsWQYpPE0Cn/quRJwSl6hXP40S+RIEjpbwpmpW57Sshw69YmpGOGJ1GoKSkJLsr+lfnadRxhz6OrZ2bqykqo3qWM/fAUAGhRWo60HdShtRJIHZs8qX3jM8JxFlybuLsSdyRTiFANGNZgBp0pl1YG73IauEb3XHqXFIzNV2QWU0Y7NYROQ0w3edMtdNVAPIcVYDKGmH3Kpz8YjIGa4b4IOgIllrx1u5SOaMNI913n4t2yKklLPPGQlaQ34CIdtXitoTiR63MX5DqApmBWb2XqIAZm3IIOQmr/niNLc68SdRSgstk5TIDF1l4Vs99OL7EEJYV1Yao+8s/U3b5yKKpvK/d85Yu8AyCFOM96NWkgXZrFrQ6MrKxRyRkJa0PtcRnxj4Zkjl4EIgs/knUDFmtgXvcLFZ4XpfJV/r17mkAAqbOidMWmxtwh9nq4BVX9MdRKzw/GlZ3uM3IkO1tS2yTnIdOif55cwCjZsDYt+Bfk/uqYzY3E+cGUHZ03nxGMgkl2tSfR90VieuUXnLU9gMXpqfkDKwbWlqYwduj/DA72SwPOnnK+FtFeo6kDljOwTMyeEwxcIFYJiEKBXCnqUoOAuRkCAph5SptLz8UNtHa6DZBVl8AcDpIs0AVCA9X30rUbMStBZbgRd14o2JbC4tSNjSTvSiESPYNXA3M6BQqBlmAGVxZRZPTW5cbqLn5gFzDogKMWcVF4GTO9570OocFKUDLFZbuGGz9OTmURwJqGhGq4Rmn7O8U7dCcQx0POQ6hIvn8pUUxTg7bcjX6pg7h6KEQKePtk6hlpsxEng2w66f130RgI5nROqQtYMVISHkCFv+yhyQRTP6t843QzoS1QgoI80iKpPnSSMim+dmvCXXTuUap3lEW/PuWnQC9sCaE/hDY5l2jt79OR/k0UwpPVBy1n5UZid09+sxTfbTomhy0oLQaXvIlDM4y2I/vyNqZkCNljgAVsbCDJW1NBWrpTPQnjYgYhpR2dvtWwu85JH5kagVTS3//TF6vfaztnuk5s2cgYmjti90Ev3lrMZwSeJLOYvzh5qcuOcrcH1B/GvGZlWvQS4Oi9QEd95jjLFIjlatciB4X1AH54KIYjBjO/Tog18gEtbr2IGQadmM46E0QTufBJQmK12QGmtrS+lYCGElt94YwmPM8CQpKYko7fqztoGUJhixoA8NAVBfy/ov5Yw5ErwX52LTVxMUnMPzsx5vdtLu077rtF46qxpca5gX52pzxEBHjBfbFb6/G+FJG4aQlQrKujfGhN57nK06HCZhpgeS69XWs3eOcFQeA2DCL1LHPUZht3+o7aM00Bxn8O6tLMgxgoP1KibAB6R5BEVTA2shQzQu5iyLgvV6tvraYuDEuNSezGrUzYNOszgJmv8sD7lGr0wk0e2spVyLyOHk1mNoQwr9PhHcagvnzh+fBCIU1c7Qa+efDCJlY7edorhhbAMABPZJxz3csJZ5zKnKXRZcjEB+kPPLSQ1lqgYcDJD2QzYjWIx7M9f6NBMIHc/6shzjlLi1WH68B4GKaIxF5u2l5KQEMoPGC0pwasyaadN+zWpuJIrVSEtIbe1c6TzYHDx6Pd5xHvVD8n/vFzrQ7Rw9tJn4y6m0UUppEdVm7RcdtKHGj4GyLXrutGTpOE4PAvRMACeuSmNgBHVuRAlLynRO3NEHNxu3IAf83u/knBdTZNFbi/OkDHQBOBwnKSfCkg0tTgeX79u8t8ddBdGot3IsMd6EOSZ03vpDp8U9tepMGztrTtVhpXKmp+fknAOxSHISUO49p8cASflPyowxitJagXrf6eAQqDFx4szk0sXLq8TsvTlmMXqOss5nLp5ViVlgsHbjEDRDGZzVKovwiAfhydBjmhPujpNEuJ0XkpYDNkEqOma9RT2hdNsqi+nCs1sabOuIte07HGYVTWLJLafE6JxEv3OM0jYzeAzB42IVcDtF6ROuTpQ0LmElOcp5WN/of6/F/SM3ZkbeXYE5g+GkjCZHCbpCL/ndlLQhQ5L6YMth2hXnLOVMFiEXA6p3Qel1bKUA6iMabGr5ZWdCFQJLAZDo1PdgTmDfg+JUYWurhbA2iWY0S16XDb8BvWd5o24AH+9kmFamRQDDl7uc+pXm6qNiR8vqzjTtlQZqhDFzQLicq1+daUOJWQlfJA5SNL1v1HM51e0uv+sc6hNN9tQXr6YZleX80Syc1Ozj/h0BK3d5SHUrMzCxg2W2OmZ0nBXUyMKkzgBKfassYiDIeyzqSsztYE9XDiqv3h+hDr7VFT/Na78n6s4QZSjk6kAaGcsWZqBG1BGouegfuaWUMT3yXYu8TNvdSqtaGDMEicCnGDHPCQ9xhwkCDYcmV53yw2VF7Xb6foFDqf50YBH6eMfGXIlPztX5y5YzZpk/m1vnqDDGxzlhiglSCrXc58V6gNVeOxKi1jjHYkDa6xS8Q4xq6HV2O29FU3K/eE/oIeIlNj/vmqKWxGpynnJrm+vT1prrlww6YF7Ay2je9kRFp9qconJMfW2jDTN6dQZSZhxmIcM6ndu7cdbblzB0DsdZ1k1zmhgNgYyB9M7HgnC1n7DtPYCAwxwL92DVOXTaP31Smdyn2wHBiwNzPkhq6BhTeZ6GIKI5IlHqimM1dPeleH+d20dnoCV3a1EcSzcmX2FnzgoLO69RMgFpFMa1DzBlr8KOVqi8fIcI1K8lmpwbIRO7cziLpI7zADxo2IrqF1hgUi8tzFhLPNCvJEdscGpzHEnsyKJLZuxCVwgm79qoG0A5Ie9vlVENFGNBBLAYUpHY7JvSLvscgJyRx4PMhesAjig9oM15cAIF2XwBQHYeScsoAJbOV+/xNMX2KfxNYojFdrVLeOs+k+hk63lxU6pWyoMKrP/wgpwZOLArewaASXPrPTQCb42RRiDi6NiDatEE1zl+4GQfNt/2SmVs49579vIj0bNGeEm5FE6JZEascq11UuNwGmn+mO2hxhntVs+I0Hdd+U5SfU+vBnvoOvQhIMaEKUWVrhRj1wUv5To69pgyvHPgE1ThdMbetxGW3T7f9X0TyCh+l/roDJQ2i8YsFqa3wNkxCZEqq6NSALmcMM5RiUkJzBJtd94hZa91v7JfTw6d8zjOUSFlgaWnlGQeWOpxJa8uPaw6L0pmMWUcYtXjtp8Mud+zBhXF9y8ToM4xtak3eb29bx0JFM1AgdO9Q+lgJvuo8+gA9F11PklzwFOS1pCBls/fMSbNxUtZVHvsQISZ+Z33ri1NQydtMXdjwrPtgLNVwO1hwqQOlZTsSUndnDL20yyCJzqnZ0OH81UnKMWccFDHa06AdxJNX6y6e5yDX/f28Rloi6q0/rQ+hFzvWLgS8YGc5ps0+si1cQKAWi5kMLdT4f3YNp1QT6tdhhXWS4cbGLs4c4axiZHFc6OcVMxCx2zOhUVUZtR90HVacor5cAcC4HwAdYMiA7Mw0plB3nK5fA/6LPOQo9Q/E8lnF66xPMGsSAEFcThYF+jiJDCQU9TWkiIAQj7AhR45Tfq67fNhYtlCME8/887aYos0jG1eViIZS2GKvGcJjyw4ROsDOzBmOHSwhTGXcZFzoGZByZy1Z7S+YCgMq2b7YiVpsmeLRiUQdjzndw31nfNQkAfUUirbmKucaMkRQ8p7mKH9f9/jPS13+O639aeNYtZoUr0axJiUbCNktq4LCMFjirHA+jllJJJWll0QImbMGQFeDCDz4lg/ZDNf8R5w855zMdbuQ1B0yqw57eZ3oOQ4T6dqf5z1vOUajDEhZlHW6juvSJtAqodJFe7s2pJEmilJj/ZYbjpxFM5XHYgc+sDFeMqKJM5CSrVphvl7xZ98dMKaeWqg/tggM8HL8+qdxCWnu7Q5afkJlpKJrHwBPQcTS8nM5XU7PrPEK9RE9A893QTrWW1oAJdWmzFnjCmBknxTHDaZl1nz8Y6AYxJFtCfrHscoAiWdI4TeyxINxrPtUJjoH3L7+Ax06MoNIUzDqGVPumDbDZ+NGaz61IUE9AAzmRno5AFgQAhiJtqRRfi9BDkluoRogRMBmAtcziwKZRSPoMzCZG1jKtP+NqOr0p3ZDJHBu3EEQ+pzKc2VrKX50XzcC0z/6DLExXEo0qGtUSzit17Kiaaj5HyDEUSkvCnPo/Z1lgcxzRP8sIYb1nC5RzzuBEJrNbKLM+MA70D3bFP76DWP+yJP3q62+nnxWOQTTliqtV76/iZmg5rDVaa0Fm/V8WqeucCdKpnKlGqenBkuBHEUtFKANVxZVKTZfEMcHSqEwB+5tUnOd32s+Wxmxn7Ooqes9+vaux9MdPkBRWXyuZwxx1hqXmUIuZDWEmd02tJ11gi7uFREyHNGF0L9p/tNKeMwTeXzP3RrfLgftcX8sCGo58ll+r1CoNYl6t5nAYAznD53DgL1pqxlWs0laDQ4TsaT0TmPoXOwmuEpZXx7c0Rikdf0Dhj8MrUwYUZiMV5j1HagP3IypDlFnQ9HQiybW2qOLRsOYJbWkJnFGbGnN+ujK+eoTr6iAsKm5+IQtU6OzKnWoBMV+U6gzpVXByDmrNEtY5oTbmPCcRYimLXSLLXz0A5imkG36oY3O0EVV1rHTyCpps0Zk/INPvT20RloIgfaPAHH76X8iDPACWwdqXIC5bnxHhmmMLXsz0vFaEmTiR7sRbJT7IQRxBoPcxEhVWNEJIaCoSVRfoA0eGh6IutYWA2GGQPqV5JD9h04TwB3NR9s5+aclHp1g/Tj1dffP1kAurU27UB1YspZMUjFO1KcxVHgZoa0T3IRhNAIMk0H+NVWIulukK5TGfXJJIIw0jVfT0bWMxdcH+XiOEAfZK6RKkPL3YI6CK5MIzknHai0BedDUR95j67rkWcjvtlZS3jjUaN4cn4ZeWlU2kbUNmM5JfiuEygSYqizdv9xGkVbvppUMOIvu52e1YPr7cn5m3H2AKCEr33MSs75y4/loW2O0uwAJJrkqRVNZmCOsUKlVHORxhngOZYypMKI9g7b1YA5JRzG6d1wJxHWQ4fjOC/QAz38Ow3vj3tP1KdWfaeR3WmHMxuP5nwbZyklxp5ndCmp+Ig4IZyltWcCaYMRo3cRiLisD4cp4vVejhcc4TgLcely5bEmKkhXZjFozjl4x9oF6+HzO80j29hL9Kr/zwDGlBGIwI7gmJWtLbPrCplSjXAzf55EHMXGkFkVykjEcopDSygwvF27DCoKaV2oojtJja7k4zOSE4M/xqT11tLqtFWBsxGaUXa6DrYO3ZzSIuXiUImEH3r76Aw0ALh+BTz5DPn2NSgJQYlMzcu2lhQGFgjbGixQ+xjrAxVHaX7BNSoqRrLuVH88dBxRxpLA1YGhOt9G0LCORHpXGnxrSACFAIpZINxF9Miad+eCHHCMugI9bJxkXFJ2xnGC31wgHw/I0665c6mUR4EBvz5Dmo6g6SiLhJPoWTsW6GEUmidCmieZK839y3m6GiU4kfvMqY1wWwPRXAdbGNq3m8VHFi+DkFs1t8ciTILv1wjOq/evZSFZmLe9A6zft/MerutFhS7OxZjIAnnfg+aUMDfJP26edG6OX/w/ddCKCEl7/g/dT/b3IxDfvfE01z+zLMweWECnRNL6cjWIwto0z+80fD9mk9KY9MCCJudndcjg+20jhXQ1LyD4OYla1zTrgkvLc2w3R5qrBbTO25pjVPi0qGCdbO2Mm+jGQ+87kk5Ym167IBEV0ZSFEaA6H7Om01inwUEi43FOwhjWHKkYmuY5B0BgTJzgnBji62MEQeQ/ATHSc2IcZ0ZweZG+sXxpp80e0jvwkAdBGbYoukL+jiDSoUyYU4YjBqmWQa+MdtI5AVHREGdNQ7UhgeTUIQ1yvOT6p8SLsVh3M4YiFkSISLWFqTpBsm9CCJaCkO97X49brw2dOODL005KoO28K5/964iegY/UQAOQzkRPPgfiJFHM/lYiRQBAkw/U3JixnB/ElUBo84v1ZY0E7bUCky+j0OpFNgZ/oYbF9dgW1XOjI+0D8jSiwNvtuJqV3yJZGYsywR9cxmtOnbPWZnYdiFc6NtHHFmhWnAIGdAxQZrdD6WNtcyEhJJgIHKeab2LAysNIFb8W5VOLOX1guKebzt2iVWMLmwMoed6SGqhTR96LQhcRzlYdjnPShcShd4yAppRKa2td6KS5hm5J66rrKbCK3uiBGi/8gROQaDAsa5dTikjzvPjcvRp9nS+rpf0xW0XEWwfSYjOU0iif5Vwe2r/7kcclPBxtJK1plXE9rvedVAyjqL2ljOOJShgt7oHl+RUJSG2EYUbGHN++k3zlYZyrznJjtMuS8MgAg3fYDLVFISACMXGOj60kwvpHfZSsPtyMNhn5EMs67GKqGUVLek5aHoWq7O6d6VlLuqfzDs4cdp2fIcjzIb2QqRDbDLh6cNO1ScrA6lgIVEqorCCFGWAnKmNWU97u2GqJSzUKA8zWsUsqXzrvEa2vvG4p1xp3g7A1hkDnqS5Den/FlO85YO394ZZLqMQ7YNxNCceUkTOw7R3O+yCIAIsi3Ydmb9v20RpoQC9EN0hHF/LIV0dUo1k+hRrBPrgXq7WocpnlLW9PXI040ylxqT2WGozcKGNZKEXmBNh39C53ZkxZ2NB8GmWhPnjIYG6RAWpWmOYbpWxKXjAlLQJKg4byeTW6Oc4Lg8eqrrWoDS9+CFeGs2HiWnrGJKpVxaDdmyfdSUukemyTwTXzINeJMxdt6myEO4KKmJAS3mTRZpYazaBtJwvkFgUZoMwidmJKaE7VukJAmqYiOJGbEidxTJpxPTR0yP3pGkfFuR7OeaR5fq8R/CE62YBFB/JZk6ZcaMbrojyEho8Afuf+zRi1LOWHNq+CKI9tLeT5rk2uE4vO9zsMyEKUgzRqtsWXNX2kIwfJdTTilFcqcpuFseOcMsgX42XGPEeRSSUVc3GuAEWnQ20bkBBEpESMijwnZkyMMNYCR3btxL/nsv+C6tQhlYYYMn+67yTOs6A1rBrqOi+elTmdi4Nyb+yoY5N5kYmWhhOSY24lAmb1ePiBC9xcqRqbENAHj1UXcHOc7l1oDcIBiDH2moMmqqprNl8Z4nAEsmdNnQZzwmyf5uOz6HgDjLcHacThhSKD/cyY04zPg8N26LDuwsIh+5DbR22gbcs5IR9vRbs6tizt+wbs3mYL6INkI33MWsPqrSzLjIbWLjot44qzPlV5uQ+g3imhl6gmCrnMYMh8rxwKkLpqYZaTynqy3pHUa8vLOENu2ebpsZ+ckedZYFwGOKeimsWafy8wdDtNCt8STu58/aAY35OcMliOV3RMmsV7EdXRw6+dohdqkNvdE8QQ+75HTlk7f5lBqSpWN4dRxfnlnAcC+sYpZkDhe1WDSwmgDMcOOSV0XS9Gep6Lg6OKvz/QeN6/58xpIVV2yvfm9WR8P+AIBrua2MU6OOyjlu5BYvneS1kKM2Oa5toQ4NFNF/UfMIjiBzzw2TYqfEeQKuMwFC4AAQAASURBVBFwQZ/kww/JwLeb04U/cVYD2M63GdLaL1jymaIulk2tq9yG9ODtJ2gCcJxnhCT3ohmKNjtjAI5Ey1KeN6uK2+Jz7Xw9cl5t1OkdYR0Ix6iRth4sM7DpBHEAi/MhY3eiCOcIPnhhyEPaPGa9H2Jm7MZ54Ri45uLIflSiFIR1H3CcEx4rq2c0RrA5R9I/sp68J1Pwkr7Pl+te9mswd/M9htFZBD1IovFaHTF9bKTrFmltneTumdU4k52bVnJ44GLocHOcMWVRRnMk0q3MLK95j8674ph+SA1u2/6dMNDpoLXALgAuYyECTNT83UaeuuqXMir77ANG4hTidh5gfd15ib5CD/IeKd1hiQ/pceyuck7g5ZyXdzakpCpzX/er0nsWEflhAwxAnifk+agIvAP6QQhcU9PGsuyWkDUNIGS2jMxJbZ+D61bgSWRDhRDWwuwa6YYOJQds+ebW+Jb5kbytCx2IgHg81v08trVzfu+BYDiVYQ3DGubsFN3pIJEzp1hUtADC7hCRFKoiErjwyJr/OrE71rTCzsO026OLQsgjEifMIk+bg/dZL85Imp8rHZV0jKSLwg9JBBd97ke2VouYmdEHabgwatFncBXujNm0qQGgRt4PHvf9ZwiAm3K8h2Hsv8wSJ4vq41rZFpGmZNrSMlpu3l+eh0STQmpzJQocVLt5VK1mx1x9aUAFR8RQkREkmRdw+sIg6djJERyr0Aaru6PYrNU8v/P8VS+cAVysABoTDpEV1gUuBy+tENUrmFRfnSHyoOvQiUqZTsTQLc1A55zUBXMGa/hrIJ9F+AzJBwfv4E4qECzmKaEH19/FaVSHqMnjyjxp2RYEtdgO8hx0Re1MEQRYzbxTQZ7aUjQ1c77qA2JmBDJiGC2uRe9lH3Y/BC8Oh6OpCkKqs8rM2E2S7ycAfeexVnb3h9w+egMtBK+pGuFieJsnzX5pa1eJtObZ6VU/WTCdL8apNoWwG64u6rS5RNcPUlpyuK0RuekZZzP+upiVnsUn0bmdCzm4rpcSKmMZQ4xzMUz9ABcCcpQbyvkgClIGU5etubm41suSE6EWZzlSGhXCte9UR4YBYWCU8woAT8t925azZBKcxTd2no9tJYR5x2cAg5UfOqb3Aew8mKWjlZBjUmFrlt2zlIv4H5hayjFKfXoDWdbth8S3YvzjPBcdbTZt9Jzf2yWLdOCkspAPQeI1opD3+q5DTEl8ti40kKhpdpsRo3KMh8+kuS6PWJPgHHzwCN4jxojxHeVuP3YjKHytBrhEd1jeKjayCunXdpHLW1/z0SHo0mBRsEhrGkRLJZRsOmpx1dQWNCYXVa2HtgyGyzLHq843kaBD8AIfv08Mxs4tq7jLxRCw7VhlKGtkx0CpLdfRglgi5pQz1v19/XYAGHqty2ZGihl34yTOEFfjypkxZwaPtcSSm7ERN1NM5hiJZCaRkxaiuSKZzhG2w/3xiHQqa2cpUV6Tr9QVpPNSH+GUSW5ELu8cMickkqYgxoWQeSJ0wZUSQBuL1bV7Ii2Lq8/24F2NqGdhdnf+PWvTX3H76A30YgHhJhpqsbfi3mrkCsji2w1awtNXqPTUsLcLTxGbqEaejzvMnKWhRosD5QZydlTVzrRjFYVBXsu5dltihgs9/LAGeNAyL5I+yCc3NjkP32C2xPEBQ7c00HYOoj0t+tu+E0Odj1bTbYsyo+TgS7coPedWfe10Y+3FOk/3x7D8IBofvPl56mBkON/jXZsZuzYfSyc57sZe/6CtNN5gNFKJP25j3Y+pgNnPx/bU4Dvy0xZGMyioM5bz/TrhGOMiYr93Pk208NAm0YestpaHbI/Zjm8Yahu+EIJEljG9c5Yec9lOm0DkZs7aLz66VGoYJ2Vc8vtCkctJyZd9uGvq/WNO2uDCoual28KQRd34DK1ttvEkrm0YVyRM4nUfiiZ6e47HabqnoGWupxxLxmDRsh3OOyqwLENge7ccatks6owplzaZgN6LWRw6pwIjc66EPLlf5X+O5L5nJ2pgRhJr5+X+OSgRja0FpLzZecJmCKUJS7v1QVTWogq0WEjSu3ofS+RtYi1Uot05JoGzWUoJ58QqyyqtLdumHwx5LecZq+AwJUbvxdAfYsbgHQZfjwd1dD40m/vjN9Akxq9IfAIVd2k9aVu0VDxh0QCCSGVAT+pqTRwEzT/Dd/QigjPyuMfSx6werUXJxhDmnOG6Hr7r5YGZj8CkxszqcVk6ZS36PzfbQ2xW8vJ5Tu+JZGzcUM3caYIfVgBpv2wAp5rWpB2ShMDSdLp6ZKHP4xFlxYPOV7uScPv6Q06FzJvzDi70C3b1+zZPZox1ESTLKTEefNbeEb07chBl64fO8/R7J46Fzg8z412A+EOv24IXQoDTSMTOJ56wr62EyV7JLIaqZT4zG4P38WtGzfctGrJn49SFAsRBsBaWoq3cYQIWbOXHtoWxb6KvH8taPx1T3accwURGpFNXXaznlOTeMrhZsd3qiNTyLuvytSyJ0jlgxhgZR8uhOsKYIrZdC6tWct44zZgULj6tRSZC6cFMENg6n7xPDHCJ/pa1vO0czFEayAiBz1QOGcdpLo6XfXh6JJpnrjn6zKx57ioxq776MhesnwXr95V9Pmfp2+wfgK+IRHZzigmxwNi57M+0zYfgF4RLT8DEkjvezfJdgc8JiRmHyPCuqk0OnVdOAuGL8wFvjxG3o5Srnvcel6sPD2c/tH30BpqI4FZnEoXGtoTFFsl2edF/VBIQKHeTSmIWSct+QJ6UFe7c/YhRH2yxdWrkH1oAiQDnNQcsDkBOEb5TLfAsYiHtghqnEWFYL26YstBGbVqhuUwfejj11CVf+h52dOP6kr3AWfpfRy5lR7WsCWDOQsgizdC8y0gbntw6MeVoJ07TPYibYTC7H1b3ypQAjRzNYBFJOZWri28hSs1ybR0DcB6dy+iI6+GMKHcPaq6Tw0BTzvaOjdovqFE7uXYP3R/vNEfqEFVls1zugQeHYMc0aNaOyzY2Ky17eOPyP7udHz6O3T7jNIOoaklLi8cgMC5nzDG9k+FdahG40huBWpaU8sNqXfdPXMbjQCW3L/eIGmo6cWRJGPgxJmRoVNjMWbkHSXKozjlE7Wteo1w5zpwZY2KVU60ztJszeq9drbRpRkxJNbqbobePgu57noW3UJ8+fc+GlRkJtZTsXokRtLAiSz9j26Y5FodFIumq1/5QHbj5LSkxEnJxepwOnEhy1DkzumD1w9rNq1lfzPEa54jhkZyuOHgBA2Rsu/8/e38TY9mypQlC3zKzvc857h4R9yfv+8nsfFlZ2dWoKQRInYIZDACpJUAwYICYIBiUesActZoRIxAjJJiUEDMkGLQEDFqC7hmTlrpRq0Hd2d2VlZU/r+rle+/eGxEe7uecvbfZWgzWWma29znuETfvjUsplCZFuPs5+8fMtm1bf9/61rRYcRid9BTCKo5+smpU7tHIrM+gPQdCESjNbLDnaO/HYFbzV7cjfudGvZpT5tWD8L3vY5aZ9PbJC2gAoJiQbj5Dnk7A8gisCMPI4qcqnNXS1FiUllg0YhJzGQYiSBqUHco3t2sbTVUhAbfItXWpRa4MsFN+FsDYpRTRm1eWiHZXY5WcF4SkBIicM9irSXlFLaCSa1AcWqnI6tr3Oeg26a0HoGsxjRobY4Zskwdd+Huq0Woermz6dS56W8n/vva7X8fslxAQu/gvM6PkbNW0fOrVyudSkMZB3fR5gbBgCMDdQFigwnuIYQWa0SEpICznpRPSveZCFXF9yTHe9b0fP7Xv+hzu+rfHz/zva408nURTu0opyDmvhHXfqjfFLPUYgubpWlEHSFcliFuhke2T+dC2EihilIoQEBgsKqQH83jkfN0Vj829leVMPQWh0q1+YA9d9wkqeLm3hMWBR0oL6fOXi+DNueXxl8IYI2GMVIV6gMbxU4yYFhWwRGRsaTqPxZSeNdu8XnMqBXvS88aQtOzjezQOV3aAtty2s+D3iYGwFKDmmmPzRol6W3LWfjuQDD4vaK8yERD7173vExpdMZl7fZ8Cbg87AMDjWemGKzq+74KtWUKnYDwxdreU9VkEyzpAReNXoCUzTvNSszuzV8AgFdTJINyq4An2w7C6zy4lzNnBkmpwpKCzqHF4ZbQbh/jRC2UAn7iAVosyG+0jdDPdv4JIVu5jUkuMYoLkDM7zikCDQgLzgn7ZMKA7izSiBU0cBPqlKyFu3hwHUkW9ymqDdksUQMkoTCgVGSlWO0OVCBfCzIxg7mrPmazF7J0a0NippDKkmV1C/WvdqeldwmJnzxpfNCFiD17mJrB6Jedv2mhdxKHNx8bC7sMKFBTw5spKWTuJVbwwgoUESs5Ig+YYe+3oFAL210hAarcIMSWEGDGt0OZroepWgOApb8HT1xeghgdKdqQtVtepT2pzLWGGEK2ITZ5DXQvQCCP8WDP7CI1QxnmOselH60JbGR57/aBmzzmXgoEIKcaKsn6ueWwdsHNYrng1nm8sgBiV1DUh4xZjjJof/G4uCnIzchSwpvpoycHQ2LRYQEnnYTFlw+8HaLxTNtZXNyEKzJNg7GYfQM0rWGNdBRfzR1A3uECtxg1V9cW8nJYFMPf8NXVZuj/61Da/XlSKMMsWAIaa+qhHDCmq69zfFWxfaWMFi3R9mgCzvIvWwu7aYaeUunU8LHg8zyuvgbrRO4usW09azlM9BzGQFTIhvNiPmHLGkrUIyM04IsWAxQB3zmD2t2lW37NxKeA81wVTCgNlNpSylm0UkAKWWC0xQmNU4prPfM0KJIi/LXWj05xnXXd2To2VMIjdDVzV+nY92bwa1WcmaBWVmosdZDEkZ9VaCbSNn6zygvcLdXvPfph6PdI3B1zY3OUDYhpQ8oK8WIlMQYvD09MvWR3mVaHYyAo2HWmCidQqFpBZfv2YLu5ixzG8HnfV1jdxrl6oPeVec0VHa1Gv56xRVao7dCqCLDAgSkOftp61MRFQXWvVvf2e+CyAFuv8wJgsdfer5RCZr67srYKw+q5bW9Xp9MFN7+Zu+PyExbiNiujGTpZ7niDSXPnvs6GdcvOpbvbnswiIjaMazRrTPimHc2ZgP7Rwif9crBDEtkNjIByxZvlyQTVUHUjUbV3t7KebGnDbjO717zE6taU0HVcuj6862AbYtb3fqnVbh28fzo8OMfCeedFO02zHUrsYdcxhPh5RIbqL8UmBV9jmmNpaFhGcpsWKcmiHSpEV37sAGEyYFlbqV2FGASGSgIRxnp2gSCATYUzBKnQ1kJ0ix6Oi/H/k9kkLaGe7qm47LwPHAkRLlcECCqm+HIpg9s3/OacLLN/ZhaSd4kU5+sUWtMhGdXRZNZsmpGUl5AC0XFjtsQpppz2qb13nF9oKeDxnUbla7YpAqH0J3YuifLuEUrJ535Uik51CtOczV3NQ06h6opaLu16JaJG/v5ojzSXrMzJFya0FdqXlqtt8sxPVbmksbZqmau2GGCuojT1XljQn8ipQBb6ZXJlPExaFBY9W9jpAY3+nDCBpviWAirbu07IKs3G0r3mJV8N4QnH4EGHuSgCAmkta+vX6YTL++v3RiB70Ws9drK3JZckV2LZtV3VG+7DkghQDcm7gnmtlIJ+61nMCqLpKQ4BMpSoPvSAuzMg5qwJP6nZX17ZSfgoc3a7W5JhGsMx4WNqeQiDcjlYIh1QI5JJV8Xhi1p7q94UVbd6QbPHjFDTnWrkNOsHanS+w1Cm59sZuLF50Ah7dH6LrmLs17AI1GmYlBhPk0FDDYp6FFALG4XnhlztFafV5KXDyFS5Sc/iDdDsMEe7GiMeFUVhLYo4RuB3i6h1SF7umT02L9n2I0UIjWhM6ULiKNP+Y7ZMW0A6cUfnVCyWYW6/jdPYUrO+yY5EJWzFAUTDWsK1VZ4xUdpIe43nFotaprMq3mJA21ymZIiCmhbbv8P7+EgCKtfIWsNbA4eUtbVNJo8aO8tLXo/VYb2nWi0+Vv6nUvboxdfFobnet6O8eqCb6NxGEWqpR7/6Xiiq5piz5LnW5jUntYP8iGjezpRz5NUVE3cziVaqa5dsQ6k/PtSJ1pQpDX3PnAgxhfc1gCFq3prgLd6zucWW8McZ6zvtQzWR9J6InBeLftJXCiKbQOONZee76/iyoPYMPUTL6nF59XRTBWwuV9Ar19pabezxvcVuFKPOi+bPRrivGYowWi2RGShExBhMS7TlpehLVV3k3RqRImIuuec8j9g6KNEX4mg3teBR5SoBSGxfBlS9VHmIMiABC8Vhsd579X1er7T+r+XrK+rafzpqWPcxEm+clqClqusWK2QLK2haDVgD7m7iKa5pf9UC1Z+yWr484BsKrXUS05Gzd+1HP798j/43tuUQ0A28p5W8F9A/VpLOC6/TX/ZpU2LgK2RF+NJlD9vlTr7Tro+2aTx/rlq66WKVk5cS1haGu9U6Y+FmdgKGQQNFoN31xgXQMq26t3ypCMOM2QbjFOak/3oRmi0s25WU1CkFFiLd7XY5WayKrosK2McSUlDRhRf/pk+e96sBjFSX8npeXgDXZ71bAXc5PH8N0i9aFDLuAhgrDaIU1WETDC0+0PlfUu6Uvv94zhqCRMGogsKsje89m5Qjh5/oCaPoOd+vLH+372oVV9kxjC3FUJeOZ5mPuX0bZCITah64zZr/CxR6LM9bpZqnlCS/726+uXtj0q211nFlHpRTcDITHuaW/kRB2ySoyWUu9p+mJ/PExRYwxYZaMUbgKjLrKCSsE+DZE1CzdltYl7cOrziQWj6q1vqhXiKykolhhDAdoXX9uftlA+nrV2j42j85mpuvFBZ/ft3WqWHpTYUvByoqdIAApJi05ateLMV7luB5CQEapYSqfc+rmq1eotboXgbj1K8XQvQ8tva5fk23d6fZTjI/b7Y8fUsH90PbJCmg2VKVs1UCn2/EH0y2IepRbVlXTldX3tLIY0QT0hSbWtgOVFaGzlsisZrENsd2ThFdCkCAIadBrGuDt+mKhaqm5IBS/NqAsZSY4/SWpQswX/5UXxK3H9T3FBGOnmJCnsiiDVwgBy9wTklxf4NdH4t/4zvqU4Orv7/89I+R6a0rWhBe6GTePixN7uOu7Mn3ZdfpWATmdgNM82YDBmMKcJrRT33Xen5iDayN1OtDnjidojjSg5CReY3lL+PHU2c9dfU32oiUGT0sxl6qWGKxehProdCPf5tgC6DZdnTy3MEuHGwhGaesVitwKz1ZK0sd8rbV4fT8G0/86pTp1/R4C4dU+Yi4qyIag/QqhYRCWChS9VDC8naZZ+ZxjxGClPJclm6BzJq3nn0cfQ6duXutYuiuEbjyCJsRcQRs9b14a57q/WteAgf45AaBkb6RInSu3+4cYscjTgL9S2J6jXtQVA3+/2vwtGFLEONhcmUJPUArQXLhbe8FqGLmQFfgaiqGpHURUq6H58CRo3vU1pdKn1pE9hS2LRwhx+HGtZ+BTFtCiVYxCNCRzb7n1G+RFC+Y69u8tZtrH7dCfbravpdroMiGAQm8Lbzb2/g1z1bOqoBAofSNF5eUmCiiFW+x3Jf6pKghksW2BqFs8RKtCBYul2M4k3RwIUPl5uvhrMAKP1m39Xcv+oaVtdc1eZd08K4Vl25iFyJTtK4rM5lF0pIzPylvrLByJ/L4mm5/r/mvzwhIiWhs5RqWsHMYRi6Omuw2NRXMij3MLqegxAXeHASmlDuHbrIAeBU54vxVa08rec5xThwIqqKOICRSsCCyut+ev3c/xXBiPU6kTVwphYcbt0IRdtAyALdta/xp6yhlB153qqm2zBajOX4xWgYmkpol952YWm1d1UpdraooodK6ViK97i3sFnBmzYULep/jkUhCEjVhG3fN9DvjWhvDPer1TFb7LLasZDdq0bsTlOgmBMOeMIUZdE7sRSy5KRCJefc4Kh+DyPgG6h0AI45AUUV23svesGShAK4Xmdci8Bvv5cUsuCvQi309QHWT7MYHZ2N+IjaaidPdYs+k5QNOVZaB5IdTDtAYq9naWD4ul7bns2TM/QnqVt09WQCviVsk/VPDEWhJQXWRuufSLaysoSIFKQgAlFQJdLLeKSJVCYLdGPQ8ZtoGQxpCpP+2q5KHWjTRgGMcq7OrLVolGWpyIYoIQdXGZ0IG5UAkodPHpqDWGx927FcBCWHLGkBLiMCAvC6RbxGQLXhd96uof68WlEzwAanyOfR7Md1SHUgdL9RrXN9z2fX2Z++MEay/3d2hb67UK8H4zFk2DSTFiGAa1um23dCYvlILDQJhKczPuAhCEMS8LPF971bzffi16P1sWPTlHm2O634mokntc20urorlyQb+vCY4Lr6wvQqO13EVqGyzLlThxc9t6dz1erhYmVVpHH4eXE4SgoY+JlNTkwnvV36l77eoa1WuohRsMuNbKrr5vjv0Z9zSy2PRjdTyb9SwCBGl7g/fxyvqtuvsTbbt2ASVxEaArFKJKksayNRYdo3GPD6lW8MpZOQ6I2lz112ZoChWbVbkG0l7vy7avW56Ba03Q2MbquoAL77xSypxXp1dSWl61rN7l/n5e4nPJ0H3LlVbbinqPjrvCPZ1ryQW78W8F9PduMSoZw9b5RCkBAhTJVftqGlwXU6nfuDpFFltVq7Q/pC6GaylEVWhHteK7N65ta5cuMrZqR400oG1I6gbXvy3jGQFKfQk71hm1/O8VEINI6TGJLJWMVkCoeVn0pU5aUKE4EUafI17d4ZsolmvE9qI09Kp9be7KYO5wB0s9tSHKZgP26khi92pKvKxeVO/jkxv3FUEn/nn3AVnQjUUAQ3/7XBVzufk8jzFgTJe80dgwRK26oap/JRBhZszzsvHStPH4+J7bDEspq/xQAFavGGr1oV8PLf/ZK/uUshWmfR9gioUqeFuAD0GwFGBnNADC6zV/eb32pdM36u/qRRqNSGKa5soA9l1av2n39yTSe7ji4nnIvbLy1DyvlESfj2fcpd6qgrYB7D11n9C5f3sloxtIfd/IhIijzd0GqEpPVYhU4fbl4emn3KHIV3N15b5qwarS4XHcYFw918aRegXwynxtz+ltGBGpRSvYzvV79p6nQEoMUwqvyn1qmEkzUOr8256dOo/h4jz10HfeD93GxPtw0Y/RPrqAJqJ/FcD/FsrQ8X8Qkf/Vx74nAKsJvDNh6giHYJUQ/UEpaUhbLAIxRDHQC1D9WQVxTCCziJ34wgtGrHZiF871/z6Hcr3spfvfUYY5lwtNux5/ZdPpf2db2K2ypXS3U+FYzGVeU446TdPHlmJETMms6bYwi+V09xZdm8UOgLEaHyoLlsd1l2WpFuSqdS7SaN4A94BwvZ9pv1hvIOz3307axgUmm2P8u14XckAJwWN6CiTqX3bux/8dXK563TWyOxeuSoHrLa7QXIzjKaXmyiZCpCCcHVErDOFLy4TVkGJXNOJ6f5VghDtruz07nzvLQqqb5odb5esxeNhiyeXD3P+Qqk9L9/nVa5ub2RWt7TjripILH9vmYqjvwPuG2cBe9dSL6253Bdo8694S3VqJSykXe0KPFwCM+tLSJgGqaaVP9X1lqnT7g3szXKmtnhBZn+PxXxFRhDm/L8TS7uuhj6aQd0qq3dO9dufMOC2NjCYFrYkd3IiQhsHg+ry9ElnrY0qx8mH4vHocn4iepcP9GO2jCmjSoOj/HsB/C8AvAfx7RPR/F5H/+GPe11sIAeSc1qKgBMAWkJFPrPJyXehtXmoXp2KpUe1VAbwms90EFydW0dujDPVvX3j99QDYortk2LqqzRNdbELs7tT6Att1KnlKMOo9s27rjtHdz6z0UkpDMntN5W6eqnDvkdFdas+2ebEG73t1Edfb+8ZoAswEdDQ+cY8B60ZldOnohK5fG4ocd65kdC/a1tqumyJ1bGy1PwJ3RWvcLVeXWAgBoetv96N7Pk/L7OpWs/lzIVQBLTVkgWax29+62azvszq3E9DsmzAr9WQ0a8KtpmB1fauldWUcPjgHOQZo/dyleLmFpqjsYkCKqbqMP7QV8zS4EpdSMKXxw8xmBW9aR7vN/Fqrda9l/YxE/J1qKPN+s764ZycwPlRIO1pcnTIN/NTU+W483XnXRhM7YV1NCbdY9Zu1cBVbzKTW9HPCebUOTJkN5sHScbgSqSl2W5ezNzaWNq9GFWxveN9cXXun+89d4BbRalUBjSo3M3BaGHdjvHhuPXEM0M0LYKRGm350wn0IP27RjI9tQf9XAPypiPwZABDR/xnAfw/AjyKg7Z4AmrbZ0IpAI9roai53L4KL77qBC7DVp6X/vmurRdX1oX4vqGle/XJBr723QVzdHNoLoy5xTw9q1p2/pM3CCRRqLNmVAOU4XiMf3cLkwmDJ9fhoBQLc/X41v/aZjax/DlzPfWJ8gg2VH1tNV33FLl+81tIwVNKRwC3FpaE+US1H/wcilJwvKAWb9o66YxCpwiYm2Fw4bQXyB1sL9R5UB+LgKsFa2fFN0VvdkE3QN7emzllvFYujo92nY7tqzgUpac7ok3LV+ubxzLsh4hSkQ8QSDgNhP7pi9N1rQOstFFAUQqhxx+cUnStXuXDIPNWuidTe6vwQ4GG9K/VpS9c7oHiOjqEMWs+4R1R3neveSe/b+n7P/i7+nujFBFJBe/04n2ruVen/JmhhjepiptY/3VuwKrRRLdBSEGLPXy21PnPt9+b+su0jNUVEOqt9KQZGtL0lQOPTCxv//MbqpmsbdnfX7bz0z+RTy4P+PQB/1f39SwD/1f4AIvoHAP4BAPziF7/4qJ158plcsZj9+BCjLnRzOfYvzfXf2iUvNT/d3f1ztRZUUxascMvr/jz5HlGNBwEASlm5QvWFby+EmIIRSIW6a6ciUGJ/s8woOCsSV21ThZBWIaLAiBTUAuuE3VNzoX1ps+EvijJCPW1l1nJ/MJBNzhbTfDp/81qLMSonu4ilSpkPg5qr3Te15ZnLuiXgSoUC3j7MZfd0E2VoI0KGeyKagAC69Kz+LJFKLBetL3W8PVq2xlbbA3Kaz36zEbT6wHHDk10tTWDl4mMR7AIwkGYQxOCKl6DwUs/tPJXPNlcsVPErkOV6Ksx3aU/ddyvA++NcqU4x2Fi2TFbPCeH3awaucFwTUnoFpwOGVuEibHAa1+zK1lbC0w5LMVbGMjJipcrhf2WCAimJiFuXPdFO8lCIv5vV+te9wI0aV8Q9B3lVghTrdSXboUj7k+rytjKaQCVAiSEiBEEQJc5pqWs6/tUlVw/YP7Pr27HSFVPp+wJIZ9j8eO1jC+hro1mtBhH5hwD+IQD88R//8fd7G6/dTBSB63VovUze9kbtobRVHQy1O83zhdWyPXdtV7cH3wsk2OegSw3/GcditTr7V7IucPQACF9cJvCvLCYfB3dabu0DeY5iO86FOmfbsEUgDGQ0gF1v9QGqdKQYTdit04ogvlmsmYeaS7H1Q89hiBCmZVbro+74lxuvW3YAsCxWsD0ot+6QkqKp9aqqeKHFH9378L5CDFuL/8KK/44r2FO4HGzmmxoglTZy2+bMOLm7G0qisY9Oi9roCPWaPldNmagWlbm8YfcUm99hSAjmhrUOrQYmzltPrmS6wtNQ2Fza8R8inLdL1de8hlCeBtl9SGtKgr9l1y9G5lGJMapF5l6eedkoCh++STsQ6b3FMKT9FNrwipGGm5zcaN3/C9NAP5W2dghAyYvtIQQpxYSNHufkI/2VQiANCfq4zQL2uUGHRQj+/ku7n0cbKKw18D70QvW/lX4JxxN4n4I0T0+fGjcaC9lSJpyKK/uamioiGCLhZr8zLwxXnIf0RYGou2fXf0MjXTyjHxMgBnx8Af1LAL/f/f0vAPhnH/metYkIJgc3uTu6TnCrldoSQrw50000S/Lp3eGqcPaf0hZAFXhYf7HW1i4f/DWuYb9nkLUG7JtQiFRd0Nc05CqUqpuovdQ9s1Y97T3Kibf+RXerVOO2KhzYrPfiytIGcOHCuY/B5lww53IhOK/WueUu7mqSSGO3BbtxAIFW7l9Ay84tc2kF4E2DvsZo5HNGpMT8Pmfb779LY2Z1xfVczM9Io8wWb6OG8p0LAAhux1iRvC4QVmGVTbk/5QGn5hXwTZWUXKMPLxRmrbAmzQLvL0bUhVautO/iol4Bm545qZ/qC2Vz3b0OJV8uhWV3crQYa8nZlDgVMgk95aYu8iu6S1XK/R1fxzsv+911ov3vfAVQL8cWy/G0Kr++Vn98f54AK6wF0FKW/Ox6TodpYMNylJLX8+2Kcx1DJ4ANW+GEK/paKpYn2PUV7AW3XvRc6ljC0PbNEAJ6Sre8zEgoSBArUKh5jiEEfHYzmJveGct8T+s63xsWNij1CAjWWTmimJyckTYlKj9m+9gC+t8D8PeI6A8B/FMA/0MA/6OPfM/asgmpQG5dNFYdf066Tps1SbbxDcPQAEZbCwLP69DbF0itE0ZBL7B1Gdf6rt3x1ZK8cq2+eYy8gazEkNcJEmIV0ttWlQQ0geJgrypYl0siEj/XP12/+FI104r0DAHjQMiFjTVIn0Oxus2RQyekOyQosMqd7dGqzmC0tthbCkd/rPeNoHGzrfBUV6q9lJsNy1M3LsbfWZ29AlR1mZWGfbk5b1vPjlXv8czxU9nkHttGNhfGHSnbnLNV+bW2m/FqPKKoVlXswmqO+t9jCOCg1K3XrtYro9fb+8VKrcHbWVsV/NRd25U4gj6nZCj/leDd9IcCmYelhwdddil35TuRc/VoeKEToq5S1GZk+s6aZUrKgKbKbs+dsBlMcxsZHbbUz5JhI2qYAqjMiBezaftc9Xys79L9bbuX6QDXnkiw623TKlka0FYv1SkO0sZGJmyroWLnkyiJo3IuFATLfHHgpio0nTXrcyxt7Bfgx5xBAF6OpJXkGCBi3OyScqeLs5iRYiJ6Zap13j5fp4RqGq57AACQoOQFMf14QLGPKqBFJBPR/wzA/wMK9vw/ish/9DHv2TcvVde3EDQeou6ZJkzq8hK1nFOKcKSsA6hWG/HmJ/n3/QYHNJBFoEqOApgmee09RVsP3N3kQinoBb1rm3bvzIwxJcRAVtavA6XYC+H8OP5ZL1R1Q7qcz+3LvJ6DdkKg9YstnqJQhYoqD6VyOa/TQdyCXw3XBeETFmsP1Fr1sT5fWcW0AVyN/z3XXIgF31SeEr5VcOt93/cyXxMUT7Vtl6ORLuTSwDgA6rqnjhjm6WtqPdzYWUseBgE0hKJI74jpGVftU0K6CjK67P/lNdo6eCr+3COmq7AmWgvoTT+KEc3EGBuwUXp183ojH5hYPu5mgCo4eovT4rTep2UBdw+4Xq9X+rufLkRJdP2UpaX8bA0F6q+nOwYgxpHwlAfILtPXId8aEz63F62nJn1yUTVh525rAkCihFHCjDSMdS/1Pcj3V//b3yGfOXEBzgqGDbEvAKTn7FM3Zs4oC1fNSUQsNq53lW4cmsXSMbu5UK7jsZ6yQAKvYukfu330PGgR+bcA/Fsf+z7XGkGruxRzAbp2u4qJogk/X3IsgvM01wcLoAMgXLegBejMYz0gVLeagIIgUSvK0HlZ60a+drk3V+tWifCxtY5LRZ8H48IGlOaRkbEYo1cwIRVqihm6eZAVuChArYbqddjcv2+9tUkEpKEtq2vCtj/PrSBXMhrvcq5C3WvMbq0GjxP2wmTbvN9iBAa5FHg6znOhi4vr1DlKiBZDZynW7/Wmpvtxt8lVa+CKRS5PC3Bfq30/hwCcsy01O42tb7kj0KlW54cKfkN7+3Ngls5TURBN0bxW2av3Pq37361JGyuukKD4eVVB8GOfaL5ZByKkzppRbMOG79zvAWCeJgzjqMeZy7P//kNbtQr7Dw28GNDCO87E14QymjZWK7StRra6j+brGnw0hMsxiVyc5/WyWZqHLaAJft3TWu5vhvKpC5QaUwlHpNZA13Vs+88HKDTNEu3mVvw/39vafloNAzsjxM6q5gKIlWNdedgiQkpau7ufk63yZHTFXDKwMhrQPYc2pva6uEXUX8/uw6yFaj4VAf3/z6b7gU5sQ0ESQtCFStSEoj9mLZ+mm7jyeOsD7K3n/rH1L2v93g4orKhn33g0b7Ztysr4FDXG2nZz1LrHsBSBKxutrx/9F6rm6RWGcikgK3Sul1MLgIvmC7r9x4URgyIze2adlKJqoNbva0ji7WRTjBieqEizPrTX0HVwilrVF2pIQ80NvZbG1SsDZJLo2rax/Wwx0FMfF7ymbNX7dAQu7n6bloy9CYeyXRDdDS/64/ft5uY5IeT313E2K3iXIpZSUMTDGxq/vh1ip9bBPXIfKp/hG6Bw25BbPwFe8pMu7GcfN1mVogrQWZ4cd58e9CR6W5ri2qPvyYS1oCtZeqUt89zOwfPPf9u3GtIwdrTqD6u0l4ySGSUvCNG5vYHeWusGYj+uLJ7NsQRp1iK1POStyu5g0VOxrAz7JpJgH3QdVUWXBcdTxrnzvs9QVP6Y1D2v4YxOCD5jmbeJ7IR41weIKURpUEUmrt3bZN4Nn+dlmeCgUpiF66aDcEGejhAohfJ2Ss1FYL+aJisMbJkeV8KZNut+szKq4kEftmB+oPbJCmgRzc8E3K3WJpYthlSp9LqN1mvaejk1RI3Hzt0LE6EkDU6e4S8i2QbsoAgRwXlZcLvb1T7VdJ6sReEZpVLzuTWtB1tfq8vv0lJJ0etP63G5CiBgYe60VaogDRZBhrmWglPlYeWC1vEHjCnVcngeC9vum2TzuN+NGwAWumup5RrQLN6VkLZzmBkZwJD0G8+nXG1DZlU6eIafqEqz/cTdaPX8jsDkWqvbZrc5+Ss7LxlDisil5VQ/Jwh7Ob61mMU/Q+fZsWN74eNXCUR4sY+YM6OIprCkELQk30Ywfbhw1qOpps5d34f7zz/UOO/H4WO5JqC3St2F7dKfI4q14FJWhQsc3MbPsKHp6e1FomvP/ymXQP2uFxy1h6s+91bb83O1/uapvX+1YqpmavyaRCDjdDhnLetoNghEgAzBIgE7N1OhuINzAUh6WkxgYiAVBnju3s+WqqmLIFzputRrA3hiXguIxroenIBo27i496wrKlKnWkzeqtC+2p5Yv64ktqZPxgsdtU/adbbml+6bf8vF/b1be8eCxUD9cwP5sKD4muqUIu7XP5TAIW/WWoGieCMrmjFaKkEkFYSlM8uZVUiPKWLJjMLFSukZYKIdevEWE7T4gPdN3dNt5cWgFue8ZHNJrs91/bAJaR2w/91biPOSq8u4Xt8sH0CtkooM3sxzMvISvc5iaRBm0SuRLkQIxXIV+w5uN+Jirlbuwgnb+82FEUSwSwkLd27ZJ4RtX4TC5yNAEAJVNPbqeK+C0wllDSEYihT6/Bwd+qG5uutxyOV30lE7oqMZ7TZgthKL+xQraUwu5Spr27b1St6Vb6/3+Ynj10rTpdB1wRw2Vu5TjUUst5WqhVVDF9cUMDGWuw1g5znredueUhbsDp0R1Tw0LRWHzEXxzLPvrLYLg/eyM89MdidxTEEgChb7Jq1cJ4yyFGRGFc5+2SCERYCdX0eMghUBoF5R1nEXEIJ4jfrQ5HGviF7t66WishnkE76u7WUaZiaEACls4LiWmnn53PoJltV9mhXt2BAziGICibMjRpAwvKiRnt1Rgvo9QrgaqvpY7ZMV0L1A7jdawF+u/mXrT0R1jYtoCsxTzff2ZAJA02XWFhNB05okRux3A+ZlAUupFVX0Xh3zTnduTEoo4iX3qFucAk3BOM+5ndAbGV0/FQSkltYiub5GS25kFEUYgRYMtSTeZlP1RY7LWHApjPM8oxSpVvmSdXHHGGrqjwpzFSzHaQaEK5CvOlYFmLyUnW80govXmlmVihCsgo9t8JXMHm41X3PZygVbWH1eNtwhpVp9qDKkenxc9LohBvBzzCZXmlvR15oLaS9a4V4cB5wtHaBHRDSuXj047+/HU4d46lgPGHzOm7ltg9We3oaBeuKRp8IVfas0sKTlH3POT9lI1883VO/3a67ZX7pDa1wWwMq1enGJah3gYuU+ZZ1flXdy+XvnniezZrWc7mWVvfW11tWn/MjtbZuwts3JyHjWYYFO9e/cxJ3r57IfXoXvQ5RZCjCy8K77mgWTWddqgqVpmQLV709q6AuYDSMSI2IaIKUoepwGxJhAISAvE6R6BgkiqrTQNYvJFPS/taB/gEZEGGLAcVqQuQmVQEAMDVS1XTAE1ZsyN27Z9zUFScHyUVuzyo5qcYtgNEuogTaapbHNdyaokhCJ1NXMbFayuq53g5W/dK1wo0i4yx3UkMu6Oao4LFVLRc2PPS+5usbHFCsCXcRYtEKoNVTre2E/50VzidXl3PXD2M3cxVxEkMzFvLDnR1ciTgAaQiiuVIlvCG1mqoUposBVaaX1AikCfYipehc+VIT67BAUmLUbB0yzxkxdaLpLO5cCyWW1DT2xNbaev8+K6r82Zca9HNM0X1rdIihFlKnpg0epzT0ZvdD0PPIYWzriRf+vtMVqZjtPswvmGk80wotekdjG4t1aSmZxV3R2x2h2ra2s55zf5yZYtW1uvStCbqX1/avHPyWYL+7Za+q0RkC7YOtd/8HqyffXqXKuE4T+Dtv7JJy7OdXKUQtE2eW8JyQYN8+uOq1XC1jUSLSfrZ82BxdKBbd++WWknYPt29G7Jp9pIaZVkSMGYRZCFjufBRkBiQQ76uel3Y8oIFDU8SRNmUUIiBg29xpQlgXg7l0OqVUc65+R/f1jpVgBn7CABmzZhBZnctBMYWA/KjiLTZD5gq+1j01ACMsqjQLAxQMqLMgiHYwBTblUkwkEte6WpWDhAjApzSfRKt3H308GIEVQICBasB9HhIG6dd7ctvmJ8oBVaHUMW0MKNf7tCHG/OwtAppic50UtbFdKRS3RFfLZ5tMtrt5dXInzTZipldtE8RCjCr9Nj11P9z1Jujkhf4hoLm2BuvRALrRRQW+eVwt/jlhvGdv3zP/Mhsgdh2SFDbiO0QlF+sqhz4kDz52tTGXyflYp7/e85FrE4onEl3r/5921l60wq4XerQ2CIFmZVmDtvXhuTxI4KJFrChqZsHW09Pb0C/S6CIaNu7oKefte+9haTOvty1OntlkaV3tcv+uEhp8PASjAC+GUbML1qUmQ7cpqSogTcehhvSLa7puGETEpqIxLUdav3mIW6RQDvY8wK3BsY2jsCCjSFH5VWoExrrVDRXgzCtFqAUf/1l/8Xpmw+RjGPfJ0hmTPGe+vLc1a7oW0ACEGxPR+kg8iQhr3Og9cIETIiCaqBTCO+gzCUMrGkOoqUVmfOC/AuAPFBDF+eIoRRAG8TAArKsfpTMFKjBSHYbWGRLiSmfxY7ZMW0EthJHPteuqBbwxjUqakx2mGiD5wj3oKA9xZlqF/99BtLnbNKozd/UvUlXmEuWEDTtOiAtcWdOHuHLRl3nRSbbkIjvOCw5C0uHyxsoSd+xNAs2i7FuyzxQu4F9S50PSmqkMAMFSwpVpkLhiTxTmzFqoQrIXvteW6eS+RuZE1EBfEsCZB6ccPaqA1LzDbzwvZ9U6ZMRVVJvaRcEhNkEWjnPQiGNnG3m0h9ZeVjPBBQWOZ87JUNDnQwIQhmMUql+7+zVKxfTh0Uu79L7hA4/oqzBVl/5wAFpGWBthrM3bPC2BaZzHDukWgiiFYtStr6sl+22InqJIxMzf60idGXtMYO8Clr+tqSculeqJ5vF3ed2hlYt3yea/SQuot8UptYK5eJzBDwFb32gT2k2rSxcq68nl77/UTAXU5vf14AWWscprWrXDWj4p93hViJkIgwW0ACjTLIBKQUqikKTX/mzTtMoJXGV9NIbZ7d6mXFANiSOBlRmPF9jPXLe4PkNK4873xcgZCQkjDs5YohYA07nSvygUBGQH2nCBmSAuYAoKndVVFApqiZe5oEUE5H+v7555HCRHIU7spEyQmU4pYhTdZjJ8s9vzjGc8APnEBXZ+Xv+ho1h4RYUgBL8IO5yXXWG5hgwZI5waq/62uXgUUbb5be9kEhIDzUjBnRgpk9X5RrUCC7wmyEnr+wmQBaCnIuWBMsQLZxBSO3CmrBGfr0cZiFIy2S24xUa7o+sfRNPJin3kajwtnv+Z2nW506DYvVZjb5kKaquRC3klgqJ6pv7EH8zc7e2HB/WTFHuyL4yJYiuBubIQV2YkpOgG9bRfCdDOGaSlIQdH6LGyFSaiCznovxrVruOLDUDxDIMJpYZyz9n8XtTTjdqNSK1TWaV42h8X2IQ3VtPNSipAspmw2JLZ0516m5vizadYG8Ly1/L7mtXT74g70xEV74ZlzVlYoszodnNjX5nUAmT+DxvpFnXXaXqCrymPnxvZF6sBRVyZU8fK7KocArV/qfhBtjFeadPOA0NBWroy61aYpbkUt06pgQAXN9rH1fVlpyd4XQQqEBL/+OuQACMaQkM8LIOrJQ6cEhW4FExHSbm8yi1Gmc+tD73qv/dJ+cJ4x7G/t9wU8T/q+FIBKRikL4u5mozg2RaPHwDjIiwLVylScF/NDdEqVz4crBd41EbWcQ0AwC164AMu5ey42FrOmq9Ljx1JUZSWNTzzpj9M+aQHt7tyt9ZA6ZKmzS8UQUETMMtJjGe05u1DaWpy9m7q6p6vmq38vLMiSUVjrlAYYiYl7guzCZbMBVGFhsegigvNSMBjwCqSFE/w9cYra1e3tmurKfF7/9/H1bm8v7+jHBejm69q5u9jCE/2vngSoEBDRIu4+tz6H9Tb61nXz26g9iwBTVk/HLrUSfYEEs6Hykz2fedH88xQD5vzE5vrepp4GBaN0SF5cumyvn22C0e59LIKzaUhEwDELFmbcDaHbkNr8+3kiSuDw9pyVnMHaGAl3Y6zx33EYjDO7kceUTcz0Q6ahP+a7Cuu6djrB1Y/FL+jx6spy159fGvd66IQa0DIL8jLDBYgKt95S64SiF/Cw+G4IyRQmf6bmBTFwWfPWWP+7NKROK0ZbrHI5qVVYACCxPYRavnT/fdC8Xi4FvMwqpCiAhCEIa2FM7iWwe68ENbp+mICJCTEN4LKgLxARouaLBxIUny5oHwdwcxmLAGUBL4Q47sF5RvUIocWKtWvO526eAKhgoxAhy6JC0PorAiAvKHRGHPcABDydq/sZISCOB5ClYA2x0bp6aqwqbowIO6dmzjjDg0DyBOmeKJjBWTTG7FpaN51uOUO4eoKqgiUFYdypNf0jtk9WQHtK0VIEVMoKEbvvma6gMcfCbMw0WAnXrRvXLc4ULI/P4iEspbL3QDSWUzd0kRazJJhLSTCb6VvEFsYTrb5app2qu1oMtNUUg2YdN55v/2jLmtWpLI3BzCy3az0RqLB+OzOWotvXEIAXu4jR/Oi94rLq8uZvhruhY7P2oPMSCNilhNM8A1D3fn8Ntyb7ca/CDXAh0dylWqdWn29mQTSlqp+H7TOu8yaCQFoJp1n7ZDSqz8eSCagCpAhwMovcCZAiTHljYIjt3t43r8ATQ8BpUVGSSDdBsbU9F2C/i3UeYggoxFVxjF6cxOblR2ndffx16r9zMFheluctT7OUgTaPHqfVr12BsU25VwI6xVTzaQHNGmAQeYUsAyGVglVazron+omBiKqQBfBkmpW/y0EFZFmm9Xn9OWVRBji2nHxqWAUihlAEoIKOuhQfEQbFBJ6N0KMKGmoLmBmcZwiLupRjRLDrcMnYBQ0XFetTBPd1KPRawdzKebF3VYUV+hlzBQmkc9IjtsVK1rqLPS+VIUzyDJ5OpkTZeZaTXKZHxP1d9TDc7gccp0UNoZJBnLGDrx/v9Ia0RMwa9jAFF6BkADNgPOAqrLvQkK0JigrCJVPAdC9pht2P1T5JAc0ieHeaUQxtzBBwERyGiJv9qGCtzF2+a5e7XLXl9wgb1xIBnAuDm0dEr9ddarv5a+SogThiUAWwl9G9V0vQBFNpH2DhBvbylIMKnOpcsb2+3/ohq/4CipwO4XIBih1/P2meZbLcyczA21PBl7dJK2tBBWzNL+/G0s8Fi+CQlJZRLJdbkeHUONB9z930JQUlxS+dJVrjmJ0HIfozIoKA8PpcOm5zwWEk3I1D7ZPnz17LqlsKa1oHOQmNWkUe9yXXvLrnpLdvwiWXop6HFU+Cug4yM4aOsKEBhPRHiAHn06SAMTTaTBLBVNjc4e1+rvF8DIHsxBLfJd/YW10DzEaD+d37J6xCVpgb773U/7Be5dCc/GgCnjZ/14Pe13F9G8nin0JtRV/drt0tJoyS57VwXl+4CiTtg1n6pOq9x6AreEk8ZdDeF57M4ra8cb99aRSZnt3BWZH2niJEISLEgARd29e08ooDKVmtZ/Mc1Lh8tULNO0AAECBLBgKhzGZtc9HLc6nCuTbO7REEJSYNaVCFuyyIQUmeUgi42w2YTw+Q5YjQgcFW81l/+DOyWXEEftW8iwrpNCDEwUB3DFAEOiXZx0dcLqrv/RjtkxTQ01KQWeMwACFCN86ZBeU8I3elAuvm+dwFNz6/YMLZkbZeNrcejmZp9wrXVoADKnCGlMCFkdF4dHvvlbrEzYVcr0vVDSgiKJ23zddnIDKLXjb376zPfpy0WtKrlhl1TsUkZwqERQRTLjgMEYGgqRDuWOq0gn77DGbppRSVCKYwChgUNH964tIUkU0f90PAMRdVJlB1FYyRVjFZV1BEBA+zkhF4/EpI49aRMkYP2JvidFVoEBngkLAfx5WrYFqWGicjKE2seyuuCevLazdhsT0ihoBxSCiFkZkRuJGosChpCYiw5AUgwjjYxmYb0ccwmB2R3XNy92Cs3mMIPCH76Olwy+osWT8PteDUAq6xJ7q8y4ry1PtFjewFsJz26EUXGHk6Pdkbpdps7ukan16hsr2T0v1kA5B0m/22r6ZArl74rgiEWm+MNOwVtCoFZZ7MMm39YBGEmo9ucVlZb0ycl4qidqT04q5ld2H5CSHq+Vy6+JO/kKH2qykZ3ncTuNm+CwHCuY2pnzNXAOrfdt2SNd67UWykZITl1I6/6p+jy9/Z6lrXDamzlvMCSVqKlmIEDXvIcl6HTLzYT/zxxeUnKaCX0sVRrAUiTLmAmSoqdl4KlirIAY/FrPZSszRr6EfUJZQo4GaXcFrKszmoIpvr9d9BLfdBnN2s9XW0GGtmwRiDvufiudmGzEUj+OiBai6OQyBEA715/CaQurtzt36r4IK+uAGocToQIRIw2QtX90syIo2iLvohRUxLQ1j69aqSDbQaxrapujuXRRCjjinzJemGoKWuEQgvx4BzYUxZ5+AmAfu0Jg/YWRjD3dq7oXEjsygKfsqMZP0JZl1df4ZeDEQH5gKTLTcdkMrMBu6LnrRnnwgVR+A9VU8KYYht/v28QITdOKIUDb8MgercOGtYEWAfYRY0YZkXK8P4dCWo79Nc6fE+uvLnAruPJ/vyesrCfBJhvXphRGk7N3uxVEapawpAUz77PVrc65GGVue5Kmyd58FbFZhKCFObhzhXGtATc30xPtl8Lh0t6RPXMIWA84K0OyDPXF8qon7dcEVcU57bGOqtucV4u2unYVDlnmAhp6xUm3kBpFRFZ8Vdzz23gKjb2B9GPyciZrEPXUpWu3d1LVdLxKupaZoXlwwcH4AYEIYdxMcVwlqJebLZApCmXNkv1lcGmM39P9TUK4kR+fQAzEfA6IAlRiVzGg+gYfejubo/SQGtlhw2iq3W/h1Ss0CK2MYM1A3wwh+8iW8CAFhzJbO5l5/PUr0upAmKwnWLOVju7pILPPc+xYj9YP0yUowhxuqGZmbkLBXEZHdDZkWjF8tLJQpIBNzuNGF/KQXH81JzdDO3TV/RwaocFLOQBA0xrPEkfV0VHa2b9tFYWlbx3c7dngJZrF8/e3ucKjNXsdxrB4O5m7yfsupGJlWw7mLC7XB91ncpVXCRehT6DU2qUBXxfGtZOcyKCdlADQRI0DrWx3OpSocrGHofWTGz6VyhKn2BCHdjwHFp7HQpEG5SuOChVttLn4nXNL8ZIt7NGZndKtQ53aVg1rSBIfma6+9v1ohQ6y5fE6iBCGVj/X+oWnBdOCtAKpjnSyszWUywpm9p7m8wsA7B1ujK2mrWXt/vGNOKetT7wTkrirsXxE8qOPLMd88N2P6jfqbcCyZtk6jCKlY0uyO8ATRQVjcGD9OFEDQuPUFdul3qmQvPavUC4OkELnY9faNBwwhaZri10HQjm0/BarfzGK0Oxz0UJvGlABj02cWk4azFhKyDsfq57KtOSQE4gimAiqDMZ/DqPbliQfeWfP+3x/d7tLZbQ0Xj4OnFoc0pkSkhnUAvBSJnVV64IO5v8WO0T1JA74aEOc8r9xubEKB+waL9raxNgmzW9804IAXCN4+KBPSIlW/OWTRHVQXP9Xd2pSN0lmQMhJ2xdE3ZeJRtMcVA2MUIASGGZgkuhZUe0/rglnT0+Bi5EqK3ywLkRcdyGCJuxrEKrWisWG7iBVKiFQAI1HIyU1TtpTAjEuFmCHhcSk1vygyMUcFiPsgimgNe17p9bsyf1SUtUHrRSPp3qWNqz6a3KP2FDBQqwpJIhb43Io1VjYNWfBKzLB38Fjo+cgFhtFxjsU1HRHBcuDLCqeIG3I0BF/p6NRQsHeqKktZbkrDn/mKMrSDLc1q4oLKY+Rq9HQLmzGAERABDXLMC15QqoM5Pv+dvm9//KWt7MEWHSCuvXdiD4iA8E4LdzT5ISdjGWaqyAxPSAeK5eu66BzRHmdViVEWLL1IddYDad8+xhjC4iAlpU+CYwWUBUQRS0Phtz/pVX5Tu7+8qoKX+t/6st8SrJWkKCRoPfj83q9h5f/n6h1+LbRy0Enrl+KArNUR1/XbAJxEB5rMKqDSqxSqy3sOq2Oq01PrClo2Q7hoBYdgpJmbZxuX9fKm5rUSporgBfU7EhmyHp1FtXSvdJkNBBb67t4GWQlWfpV1/OSO/+wbp8AJII3g2EhbnFaghFcM9zCfIePhRKD8/SQE9RHM/T62QwTBEJAkVONbCC1IBOh4bvRkT9mOqdZCpS+jtBaEDT4YYzAV82aqQsfvFoCUDXXFQgeKE+gFLZpyMuYhAOC8FLw5jvWcRLwHnlp1Ul33hpt264GMBTnMBy4zDmLAbkrpPh4TzktWFWpqTfs4Fw6Ab2M1OkYwP5xlcCm4HQkCwEnWC2wE4DJZnaT0WaD9DaFaw7hmXbk1CE9Z1srr32l8lgVqb4zAgWsrFXBg5a66zQDDEUMtlnmYlQnFl6mYgPMxaF5wtHWuXAoaw9oxMWTAVLc/nfV2YcMqCm+G6yFHDxF3gcvFdv9aakvF+8RVjsHrA7foB2u8Pad6vLmK6vr6l6a3dkq2Rne/82CEEsHGBUyeQA2kFqVKK5jF/V+FVtRh3STQXtbhlBmPzo2CWpK1ybi5b7xcEarGZcFZmrnllvHJeEMedlmd0ZilSa5ZgILDWiUv318UYWjWk603adagTMA5cWhmGdi3OYG7VsEJSsFQcRqXBrAJO6nlCBD7dm/tX2ry6wkEELtPqPBp2VVDVvH4yBrQKYOufqQtmAJu6z6p9F3e9ACDwMttnAXEkxMML5PIG4AWXVjADYUCgeKHuUgiQIqBx1LQtdFr0aqptxxC+BKRtT3DFjgIwnzUrIxCQe8Eu8Bxofxba1dLy2j9i+yQFNADsh4RdiiqQzS1amCu6G2ggKresXHMfUsBxXnCcS3XJpqDWm+fyuhU8Z+WajnRJAgI0qyYQYRxC9Qb55jemiJtRKQ5Pc+7SgIyoQQQP50WRyTEgimC2EosC5bVeiiCFhkTfxuYEmhc8ZcZhZNzuEkabm6UsiIEqFWcBMISA3aB28lxK3TtTDHgRAw7s5eoEb88MRsE+BeyT8VWbkCbzAviYefOyVMPCvAH+d9/3SDrXwxAxdulxo05ux6imruLTnOvc9orBl7cjctG8YwhjDJ673u6mzGRdYQAiRKjQPqQNNWXXtjzq2zESCDe7odYHJ1tzgagW7die3xNLyJV7fKgbu7fAmwdFUb95yavxb/udS0EUxVzE0CqWNXIdqoVQSil/A+FsG3TnWtQNVYxesx/vxn25vZQOFiDHZ/j42TJ/mqXIwijTBDFQnfi57OGLzQt01TfSfW7rt/XPhLB/6ZYyaT67FHc12xECi4N76UNRobqoNYs4VASxxktTi8fWLjL48R7oXNjwcfUWqnAbHxFkmSAhgOIAzxn3/anGeV3LdsHsLrJes265mnpsyU0xMCFYHl4j7G7X87VyAennKozzZhjqJQz7O2AslrpmaVtF4+XNgva+duGe+v60Z+fdQIyWgjUDc27HVJe5AXlCQPWm/kgFMz5ZAQ34BqIAp9Oi8di7w1hpKw+jakVLERPEKvx+++4EdYF67FRdtDGomzzFgF2KSDHgdjfgOOerpQu9BKQqzpois0uhupMPQ6zWNAAT9nquCxkWYGY2tHdsTFKhxZ0CBLn0ecCd9QYTjgDAShk6LQW7IWBaVFgIKaFFCAFBGKcl45yLgu2AaqEvRQFrkQiPOeNhUdd3CMDDrJb/Z/uIYJtSgFx1//d6s+9doRPkfSsC2/ibG27OBac5m/Jl3gIWLEVz0v1z3/eLCE7TjMM44DAMyKzIcQoAFd1sUiAQPROreE/r0cLbNljd2xijIq2teUGKvCmpmAzo1W2tV92aHyKkXci7kqp7v4A5Vw/Re69hfY0xVm+Tho20elThJ+btuWuGcGkFbq6hubPNi+DCu+/XRes2/WqBd9XZKhEKBDzlilAWF6RElwCkjfu+3d0WWRVOARSjCpe6Zl0jh8WFld5TllLPEbNSXSlXYS5ASIocFgFPJ9D+FhT0/csUTGibUpMXXKyW3rKngOqCrkK7uhEhsgAxIgRVBiqoq2rN3fH1fBeEhJoTXgW39YtiozYUAc+POg91jn0e7ddSQPtboGT1lnDRsAMRaDyAQODpqCA2QJUYD3c4iUjOOtZe+atPoxfT9mzy4ptq98x816Sm2EgAwgLsbn40wpJPWkCzCN4cZ8ylaVKBCJ/fjNiPTQPaieD141QRtjNbXAta0UkyGyOTVOKIm51O3Zgihqiu88dpxmkuVSNnqMdEXcUqKCZmfHYYr27kgHJmL6WVrfR16xa0u+x7aBrRJWMUsN7URfQ9UmWQsXSAGILm0ZqPXDVV25DEXOdDIhTWFynFgAUBt2NQnm1mDAFYGDgvjMOgdKT9K4ju92tbue+NvY7jxxZu8dIlF5yXoiQeZnUUISQT0j0S2wF4sPlbsqK3d0PEfhyQS8Hs7uOgHoDHWVZkDSyEoc8xfm9bi06dcl5ZsiKCXEp9BtGUnmxAr8oV/F0t0qvdEeuVaOEK61uM4emH0Q1lheOQlqpWirJfVevzuzT3Djxzbs39LWoFb8s/rp5GvUazYKvCFJqmpvn2GWu3Z3euPDMWF1DU/R26ODER4rgD5wWlZH2PjD60Wq1QdiuN+5oNJ9sF730LCM4LbW5qd82LlBXYjbf86Vf7z93SfGKMOYPu7hBiQpYjME8AXPmyf+QIagEQ1s6Eqqy4oO6UHj8o5yZI67y6ImUAwZBAaQc+vW3XFQEvJ8hyMvfy0LR6B8R5C0HR16t7tClez4sAktu4PL2qt56J2lhnTfPiEEDjzUePQ3/SAvo4Z8ylsSoFUlDR/bTgs/2IxzljWgoWS5cZU8CUS0VzizCGGDBGwmmBlUdkSBDMmRGHRnCfIuHlYYf9oAJkWjT1YD94fEctvVwU/T3Ei6ViqWBrV2bb7glzLkjOUSwMEaoVuXp0tTcHRvUGwNajtBWeWZTkw7MsPS4lYtSkMEAdEVIMADFms1QIjCxqqdVCDFjLge09xe5BIGxhSP05p2lGDDtTttYbMkHArJZ+gaze+doH36dJ6VEPY0AMEUNSNzmzYJ/0OXsRE0WoA4cPiPvWMXYDJEAVPJGVgJ6XjCJcBXGxtLcAgImbR/EHaHUOBCt6VeUVf/+g3J0NUaQ0M2NZ+hjohzdHJfdW/WqcvTu2w0Xo/Teu2zq47pz6OUPyoptnMOEWVKldp2O8T0NZt1CrZ0l9p+LuYPNoSkDJSm/pz9zVaHe3upYc1KNCadS85uIMWzaekFQxYanKCUmzuhuTTy8QO6u9zhm6xSTt9/68yrSVwce3QBoRYtL3kWwOjfwErDn3FAcABJE+T5qaBX3VE9WUJnGATB/eMEuYQgBx1tQnA2hJySYcRa3y6uK3+cyLSjMHfnU575f98LnxuSit7+7Gr4qJnRACyHnRl7Puj/MJ4e7LjyqkP1kBLSK4Py2YrR6xCJCiIneXzPj2OGl6j8WflTYxozcsirlTFS2s0q2IllWcHs54sUtIMWKIVF3Vu0GBWI9TwOM5KxDL4uBK8gG8OU6uf2JMEfshGtDsem6fHqtxXY3pilma+mL4OtKSljALRb+tda2FWsxF1tf29epLunTvbnILTLSyT+8qreAl0to2MEXlQ7Y8F5oiCsrajwPOS0YWadzcXcsiNpeWf9zvL35BG9BVJQDNCl6yKVDdVBAU7PdqFzAVAVsK1hhb7u+HjMlvrKGQuBJCuRTMRswCSI3ferycgRreqzW0pRXL+D5NcIka/5DLqrKgB7IIpnn+TrHmmiUxDJWFzFsmaF7v1jWLy2e4/f7635tvnRkKWjlKts/xKSFSD1sf37NL6dplW1fqpi7zDMlZRbJZk2svCFXkOZEixkUmq6a12HekACU2F6/ngRI0Zg5FQ5fpCAF3wtBVYe+3Cx90gqdPbTJhXQWweRaYlRP8fDSyEu6EWfe2CANxQIg78PRoigc1gV+tbLqca3PnS5DWF5vTYDnGkueKG2CPx1cKVdsgRABTFADRMUQCYtK4cmFDqm/vz6gu8P7Z9GuACxpaHPp3GnQ9Gc0qygKZNfTwsdonK6CPswtHgEhcka6ADC2aoaUb58K1CEEyXml/nnNWlCUDSC6MWFnJvj0uGKJW4DkMEV/c7iod5GkpOOWW6A8WLAZwHJyPGcrPfFoiboaIpVyPCQqAmaHk9h7XNgtPF7YK7J7KcgxeNUtBPorEvaTh7O9RnWv2nmlxDwOtQd3rN6ZM3O4iHqeCIeoGnlktwoNZjNu2tVUErb9qKAgOY8LjtKyLfdi5KahilV04t6GCoJWtisC0b75Q4hkaRy0sF0U96hwXHUOKyj63wsHYvMgz89fTMXqMysEtDhDzowlUObK39xEx2lXSwi6VA/naPbu/32cP9lb8h7Z1v76jokDrspEX1/Ywi1tPH3jNjdn97OFKjKMkNXEYkDEbHzOhFoi/6NjmumaNbcMU3h8RQTmfUNNw6uJux5Bfx4SFVIHY5KtajASeO/ISaef4HGlFphsthyhqdQqga64SkpC5gE2D9ZQrfzFWbmfNe6YqWM3VG0hTo4qlHBkveM2vLhmIGr6TmLqgW/ecOLeNBfDFbdPaKQBWftLfm+qFAID50Z6ZDgF5Qs/brePsHheFGq/n0zubbxPWwlCObn97OuVwlbbVg/xIlVJXACxWLRSBZQL+VkB/tyYi+OZxwsLtXSNXjAvjZowQAc5mzfTOkLkIxth4tgsAMBBjE85ONCHd/R6mjEiEF/sBj5MqB2st1jZ3QWUvc2EOkZUwvxBm9kcRIAauAsyP4m6N+Y5dWCqQ7Txno7FEV6e6cYH7fwJUTm8NCXT1rqFsXKPlb391t0OkGe+mrLVbIbgdkin8WsPX79l3z6/fOyyHFLAwI1CoKWuy+Z5I3fk9h3ht5KXolITFrVFvgfS+TylAm0tVd3AKQd3ONd2uMXT5M7pw0VqnlWVMr3fYjRVtrue2J7yVBf3likAJEjZ9rPiA7jOvH12eEHR1O/5AIe2eCR93tWTeI6RjMlATO22thV48vt7fmwyxy1tr5sleNY+ExSs5d+kwq2bvhsWDAYADYRh2huSX62PZuooFgJU0dMQzggqlMCiWhPOi1nQICKAVbzVg71xflcv/1biLAeFM4K2lDVQQRc3rFbsuxYSUBv1bBGV6VDAVCCGNoGGnAhzNWhXm5kYeRr1fb+mG1PoI6NpL5iGoudTU+i5SwWQqpEd11Ze5CdQ+yEUEGveqELDRkAYC0k4t3moRAzQeIOd3QC5rTd7DFLSJO7sSI0X/xQFYziCjGaUQIbdfAMsEefdNPaVfL3VH7NzfJKzxbtekhIG4t/Nllav9MdonKaCXIpiyu5/aemOo4LoZEx6mjFxacfjkzFmACWBabdZLESxXNhHPqxUA3x5nc9P2G6L/0ulsAvgRvgkGV7ZxXTgDqIhyEV+zUo2AGAhM7RpecQnQOKimYekGPZlXoPZFdHkGAKOlVy2ddXcYE25346qQRiDC79zt8MXtqHPABcdZC0KQCCSSppN04yHY+01e8kHTd5Kl7xznglhj8zpbY9K4Zc6lpfds5mgIipSeTZhRINBGiepd4M+1um+KPltFsOt5fUWwrZXf34bQ3Mm9m9q74AZjr7g81VQpg+9vTbgHJYRhCwks5cMZxN4npFfC2SZF7OdzLYSAlBLKsmhYxayhzKykK3PBOCTshliBeexazObSV3tHqJZrTBHBKhGJEKRsgFLe12qeQl23pSAMOy0AUbaAsW4CAJtzATxUYbSPKBm0v+lqC3fXqHHiK26RKgC6QRKByJDfBiasLmlSYevjlpJRjpZKRYpqDmlUZPf+ThHP5r2pRCzzyS6lT1QAi/PqP+ECmY5YgfBckaKASgpjFrakpBzZ7gZ2ZHieQfNpJdxaHNjHbUJvdwOZ1WVNcaybdLDqVQBA4x4EVmHK3Oa1IsYZYAKGATX3mqCCeZ4g3/wlJERgOIAGLYZBxzegF1+C5xMwPdp9m4Kka93674vfgWje4qhpbqzFSGi8uVw/P2D7JAX0lBtjTOgWpmISCAcT0JVgQkRDMdI2WNhmGKMSWKwEbHdM7gUwaUqXx2SLAydd6fQOdruPK5FCKqwiWfnLzYYVCVfdszVRpdJlNgvVSSYEwO1+BIHUwjzNmvMLNS2JPIdat//FYuYQRXFPhXEQO75rhQWnOWPORh4hjf7U39EYLIeWGkjPj4khqBJBylTFAMYQEQbCkpXmMRdGEMtf7ua+7qGCGi+uc7oVzoCRaTCE8GxMt38vQwi4GQfMOVtalrkqxRUYwRCCKWlrjwSLWN4wY86obFtsgv5D7MW+UzFG7IaEYnHsXlnwtVLv/8y4ADwrnPvj+5+0+XnRiNR6BizfXdfPUhjHxUsOKhjuvGS8OuwQYkQUMb4OxntnhTTfXZ9/bBSSlc+673SnPnUvnoiAOCPu9ojCyNMZbjXV3GRXfl1whKj7gdPHMlewW+2XnSdc6nkgshxbE2gOYPJadxRUUAIr4a8IZFagGFjXs7FvyTC28Ml0BABE54Z2dzMXFBOWAtQ0IvNpraw+MoKTlRfC+k67A8LuAJ5n8MxaXzpYyGU+67Fpp+OcT02I1ucg7UX1FcgFlEZgPACcEfYv9F5pWKUuERHi7hb5fATxA0R6N7a5tmNcK1gC0PkdqtvcUtSwu7V61QGYHhFefgX+dm7ufOD5EIsUII5tYyiLrsPbz0BpePq8H6B9kgJaLRjduCq/NvRHEcGv7ydEoiqY3OIhIkN0A2MUo4zkSjtQBXcvqf2GpsBZWq1umnaMZzgw1NUaCagcw2huv9uduscPQzI0ucZEXRHYxgC3ySIBVAW5QHBGwS5F3O2Hiv4OFHFOEbMXNqjKg87HVLha5wBhCKp5HOeMl4ex3VsE704TWBQF7fzVADAOAaOB3lgEA2nMPRtPNMFSiypftuZLe9ESIiWLKUXpVPtwnves/7sII8VBn5URkLjFWgWNNKDekp+vXuYA04F0Hh1M2DZknXx/rr3SVA03GD827FmbsPbvn4tnX+tPMCt8ygX4AAXj2WZz0V/lfTK7L4bx1DVD9zz1H2sdazX49Rhbn4/zjNshIaaIiIgSE8qs5RMvu6JPsgrnEGqaUTTE8XI2EJE/dH84q2sAzh1N5iaOw4iSF7MCu4pL3cZfK2j1V+qeQUgDSp7RUNdom0UxKxNaLSkMOxVweYFQAwJSShaXtjQkIRXIp6PfUK+XZ0hIKhiIIPMZklraZpnPkPND62lZUPORAducSnNZM5tru05cx5pFkOmk87y/Uxe/x7cBYNwjxAR2Ye2pSUQNZCXd0yQFwclyVqUqqPlAw/5CaRRmlONb4PgGjoDXGQ/uXACkaBzYww7nez3KlY2iJCYCAe1faP9KQRhG4MvfAz++1fj2YulktYyNtHQrT+EqEygdgMMLhPEAL0zysdsnKaAP44AYLAbdCWfYuxMNVAXSHNfM7ta24heW95qCpj1pWp25Z6TxOdf92oAYNXTDbVPi/v72Uymu9WTnU77bD5Wf24lPwORruJKb+JLoIAz12ixiVmkjFzmMCfshIRfGw7RgKVwFqhddiAEYk8YwnbLUbVDOwBAZ2Bgpnt7VsiXME0FW7alTWM5LUQFnc+PeiT5eGszqrMxsuqPXKl7eqpLU9cX2/lr8IwYtD1mrPwkgUpRPfDdqXH7J77VkBYKT8WHHTR6ue1Ry4e3H9YHUFFwRpWgV6RQyqcpezxh2rZHNTc5r5PlTja4co1Zno1oNG4XBU922bG/eeGulXmnLPCMNWrpPpNi427YHAGyW4jwz9raKQ0yIKSHsD1imE9wtXek6zQIlUga0EFOL55uLOI0jipX+BAApWfsAau5eUWCli2oAVhfZQFtOJSqOFzDLepmAYa/pQf4e9gKbCHGnoC32OHHNq7X0JLM8eTmrsIPFxy11R3OiS9Ow3K1btThfMwFABiRiSzHKeQE/vG5Cksx6h4CGwZQsJf4gMEgINO5AwwvI6cGwADZGYUg+N6ErAjrcIViMuDy+RWVVYhP45GZIn+7ZWTHCKjBrzFHAD9+Abj5DPLzQ5zOfdAzzEY07u14Bmhjfrk2kwhMht3GvENoCzEf9atiDDgroCmlEePUV+DSC3/wa9WWsAB8T0slQ4sNBLfLHbyHD735wZsf3bZ+kgI6BcDcmHJelsdK5ZcsK+RiiominIpgtVhqgAjNA85x3yfl8G2ip30h7y0DQYta+ebO04xX8p3zKGoPVlzxQwGc3Q+WRvt0NOAwJRdRym5aM+7NXsLludbmF70J1TC2ue7I0r3fnBSysIBZzvwdCzW2es2AIl9cWoFKJ9s1pRbPl0668WTD0uzSQGRcnBGlCdDcktXaZsWSjL7VYQOyY2erc27Wp+0kGtpsLYz8k5eEmFa7o4r6Alnp8nDJe3exq+cnMjPO8IFDQuuDdOAKFWhmtsGgKngvTD7BixdYIQZUMEVXGhxTBIori9r4+0/waH5putbKMAaQUbY914WzIaketEuq8Y3OuT4as5vJ60+pqeTUe6h+cXYdF0wbdImeeFTQZImIaUKzikb9vgQhhGGot42stRM0bVqCUWNaPLsxaMcpd5EG5nvl8NIWhwGtok7vnqwC2a5QFIKUGDTGtAUpQqz7uDprXfH7Ue5alKhsqcBcIB/AyI+4OCGLxXS7I5wfUxZdn1E2kzRzqqmKoKz1QteSEC8rjm6oMAFCwlk6OCl8Ktj8xiCLC4PSeEXT7WRWekjNkPq7qH4sIZHoEXnypc7jbQ6YTJJBWqUJYgcwkA8RLE9UhAeBWmtKHxAJ59w14PGh+8cNrRWnLdhX3Jo798Pm1GDhMsbiqwi4aZ6fdT1UZK+o1ce+hhNDc3PU6sPmxZ316B3CGLH+OcvMK4cWXH51R7JMU0ICmJSUTiv3GJgByzggp4lyUy3oIsNKKDWxTALw9ZQwRmGxNhW5dRRdKYhElexGb8F5vu1mAUKz2NAPDEBT0JYJvjjO+ut1VF6EKcsIQgf0QQYHw5qgL8Nryc3cp4KUSGZMBTkIgPJ4VxR0JEHIiDlT3rBOcLNtgZvdnvx+JaGnFs8VCA3mMFVX7LJ230YFsxTZ5CmpVH8aElALeHnO1gt0CzV0QPvSSQdr8g8ioRlVoDklLceaiVYskbKxbbjnQ+1HTOjR1TvnGg7s8LIbuFnmA1uteDF3u/bmWr91102VCU6zsH3vKC1Q4S5u4J5vnn3Mpzx53rR85FyXFcDyGoFr0rbOrX57tx1XlxNy1TSDqsQMJZjF8R1UwBSOthX6ZJ0gaavlDCOtYKSAM6sZ+X79iGoGorvUgZlEaklmvqT8pDeBJXeJVkZP2PdxN6mlK5vol0ipPwVKCrrUQI+jmBZbHd5vrsV9G8Qk2JgoR5XhCdQutBMxTi0td6RQEYVREsY4Tay3ZXbTm8hWnxeQMyTMKApA8TWpAGHYI4x4i5/V1bH6FoS77FBB2Nzq/ZUGtMNWv4zTaphe1fnJMkPOjgfmoE2wCJUi5B7lCQQHo68c5kch6EmCav8UNk24K8+kynkxtbvn4VgWtV7qq/fDF2Z1rQDrEBJzu2/NcJuDhtXosP/vp9Wf0A7VPVkCrg0o3NRK1gsk21HMRHHNW9qnUhLPHjs25BQZw7lMS7dcYlNSCTbvPucXNbAtcxTj9FWfovVIXz2RWDuulCA5DxMv9gCE2aSgi2MXY0pewrsDkLGkEH4MKLBcmiZRdSy0wgKiRxPd7kri7MzSSkyZhUWPYAPAwZSzcAGjsm457vMSZpG389XMjThEgBMHb44y90YIy+prTXeEP73fXZ4Kzmen1plwQSQuc7I0oZl4Kcm5z5c9HABynRRH8QWtH74aEKeeqIOj1rfCHKUXEghhDnSeBxsz5WoWU7l6EphC5q1rrX1ucFk40s75OS8ky4RMDxiHV879rTnKKATFGTPMMZlkpDu9rVZCSFzK4oiSYoreNU++9ol8NNwn2oZUorbpgsbKrvVZoQj92Lu3nGtmgyKg+eZlWVqD3U4tieN6vW2GbyRCLn5qrOKQR6bvku/KM1TN17QwAyoJ8/zXC7tYs02PT5J5FR/hAAUoj4uG2ja8imbs4sFfOqiCY0l76YOlcy6w6SFnAvKjlnMaLhbHN+4YAdPMSeHiD5nbulYMI7O8sD53quSTSuLnhUxSAfF6PMTjRyMZd3V/frqkfR2dxWh9nE0YOLHv41lLAROenLKrs9ExNBIjHmOMATA/dnJLOHWfgdA958YWxqn2c9skK6LtdxMNUagxMN3Nbp92G6eAmFwQQrPLV3VPm1YQIQBFCtA0pRUIwC9vpO2cTDMZ5Uq/jQpqgyt6U2XJz9eWdS8G3R8YXN1pabinFxiDVAu1fnF0gpKQpK8fOtVvLwIoVYuj64QLLxxyCCnRmVC5yoK1V5zkYo7qEp8x4d55N8OiNegNsTKEqPC5iRWT1vnt8P5CWhiyi7s5gdZ4DUVVyVq+mtL6xANNS3CgBBcHjecaSGXe7hCLcEPb+HO139zKgEI5lwX6IuN2NWDLjbClCfXqUsCCloKU5O09JLur2Ls/sqRUzRG0NxKAlGvN8nUN54zCAV4taCNgNxiG+5Do3vfJxTYz5NYBeIXu6z/15/YHRSFOePP7Kd0SEQ1K+e/eih2ud1Ats/hZIEZS8II27zVeOjA5Xhbe7tcPGFS3MasWJgIvXJZZOW+0mhskASFGBRR/a+Eq8vp/woLFhPt6jxgDE3rhaNcZ3iu4pByPniAnp9uVq3BQTaJmBNCrfdz+WOLS8ZCf2ULQenBFMFSxDh2cFlnGe9T2gUF3/+fENnCSkpmiFqDSYQGNrs/i4lqy0+8ZkrugekGWfM6trm3MDrlV0qK/sbj6cn13sUkMCxT0kHmtNgboDOehvkabIgABydLbNjXvPXJEoBWB1a1c3ovOjh2jCnZUb+SO1T1ZA3+4GvNgXzXe2TTUYS8cQFUi1FLUMslkIvYu1NZfY6AAvGre+GaLGVkNDTxdWRDKA5rXaXM5jvbODtQDMYARW6/VX90dECjjngl0g7IaIlCKOc4GQVtkST7kqjFzUm5QCYYxKxD9lBZ+oYJDKjOfD8z5llrq+UrA4J9Fq8x8CYeGCN/dnzEUquEpd2632NAXC3X5ADAHfPk720mvMv7f4QqCuhnWpShIbPzWRWTdPSJEYlDazB8q5xX1eMs7zulRdP+bgJ6C5xqelYEgRQwrIRdHngqxgtRgQSAxcp/cIVrOYTQl6X9O5sg6ZYtcEh9NGPn+hIoKyZCRmHEZF7eZS4KAzZUlbE7yszmdRquKqfLz/nj5VIYRajWtZlmrVcx+zg6+p69cMvYbyXlf6+q0pZUGUsSpNeZ7AXoEIQEgJcdyvhHGNfddpFwOACURIU4+28Ydtv0yQxHFfLVWpx61JV/pqZn6fK29/u+6KC9os53rKZiPy24QEihHxcHehlNCwA86PkHlqig5F4O4V0u4W+d23et3AqIUkruaAByXzACuK3LQqAQExQUICpDRBapNdRahY/F8YSDfqtuaigm2/V+VhmU3ZiArCEgE51amXqeSpDdxZw/rqZ71lHkfQ7hZUCrC7hZQROD+0d5NsLvoKWv7cy6x/G5WnspuJouWlAHGHCjrjAhRqsXZQJVb5WO2TFdCBCD95sceLncZKIxHmzLV0Yy5e6k8F1Pr1bGZGrdPaHUOiwvph1usG0ljx4+wIRqkKOQNtnQHYDwEUA3Ju9KJuYXn+8yEFK1YhSvFZGDHoZyLqloUonehsJSCdFERrPkelxmTGGILSY3LrE2wMrsQ6naeQJRv4xmdxzyEFnCalTdVCGm2aGB34C1oSMxDhdpfw7rxA2Mlg9HhVIlrBhCKolKtAA0KRIWn7FDffBAIFFC9vt3pubXwBl9tj3ec6EUZEFo9FLZSi6V5WmtGKm/RhhWoVm+7mV4uGd7gWly7cSpXWZw5cYBV8PFsh63/nwliyItD7FD3HEcgT55dSoAY71b2Nee3ZcC+et9GQv359kTbnBLOoRYyKtEuZ2Pa8mvjSNsbNuK6eV30w7SjOS2PqMiHGi4Kbhv1NE1zGMe3pjMp45UKwKUtr/0N37xDU9UlUCUnKdFIBA90RQhr0rIrGJn1rVwxdV1pfzlKAFr9Vq42AVXaSDicAaUC6eXHhtldg12JAMF9ZZMPQOHfc34FP71TAduxqNU4N93CIphSNN6axF8hyBpUJHF/a8UbwQiaQWek/V14yVgUX4wFyegea3gEPGnKQSinK6k6HMX8RWQ1sR6freqGbVyoUs7rgYYh7LWWZ9Dmf3mlsWADa3+gx7klwd38Qi8l3FnaPCvUNUVjHxFbsJCZLxYKlbpnL9NVP/7aa1fdpLihurTTku/OC46MzXqHG1mIgpAAcl21cUBdsTd2ALn130DgxCAA8zhrpje7RASpblFttAuDVfkCKAa+PU90fVLC21Z0Lm+Wmbq+5CBJaTrQjgJdiyOCBsA8RU2YwGFNWqzeSUmBKaZudh4AYWCkmXmfax5kCKnPYlNmUAM0zdkSyKyssStgRSfOdYyDc7gaEQDieFdWbSOtJC5TWlOBxasEQY/U+eB/rvNn97FdA3Bp93gqr4+zG5FuXK9B6nJdgV+CburfbSzflfCFw/c9hUFG/GxKWrBSjpSt4cqEgkD7nIQmSexeeH0a9jp6vwi1nXrG6+XfOoHb1kvZsfHI1ZejysC7UiCVnRKtcBqiQ95QntvgwhXDhCt9cESmNCDEiLzPY46B1XL0A9//W1+r5r8uydBZvu4fkBVxKJUshIqRxjzydq0tbXZPU0VDa/bYPCaH2RUpGmU71HkJmbZVFyUB87NQ2d8RBXae5A6g91Xph4ZYhujXYgalCShfCmecJcn4HdgBYGkHDQb9cJsj91yjjHhj2wDCa9RqbkPE0MAA0P8JUYEW65xmYT+a+FhWe2DfFxs+DAPO5CkLyYhTvFkCyAfCsRCQzKAyatlQW7VOGzt98VDe7AxS8rvY8AZhQq30F0vlNg/ZhnozS0xQHQ2yDoqWqWKpUmQFZmvB3LcgVgrxAUFALh5Cxx/mm4buIU6/uPi6LGPCJC2gRwVzUTTPGiF2KOGf9OxpA0zfI3RBxXBakQFqxyl5cJ+0QoJKb1A0TuinuI+GcuVpI+4HwcG7pJh6P3gfCcRH87JBwP2UQsfWz28xF3dVkml21ikxxIJBaeh2N5nlRQpLDkJTuUoAX+wH7QYX26zzjdtRc6IXUJV+KVPCYr9V+nxQQ9kNCYcZ5KfDqEZoT3OeDqsAcI5mC0iy6m1FTxjILCjPeHifFfbCPRS3qs5f4rPNqCo6od8M5yzU9B3a9taXai6tedvVIa5frnmbkMWbnFyc0YVDXkHvx/Pn0jVXQpRAQh4AlF8wd+rQ/PrPgzVm9AnFhvDln7AIwhst7PtdEAAlK9OIu7joHpCVA2RDaTdhSV3UM1c39vvsALfcagCHmQy3eUZn4nmtESFaFadztUUpBnucuTuuaXm/VAlV8x1DznnXNPWWpA3k6IcTm/qUQkfY3yMd3mjZMRgnaW/FX4t7VpWnH8em+9cm1PgqAOA84ddcRHVsaDYH6FAjNlYyNQuJz4ZtC/ZybEuAflUVRyWT+IiJNlWIryWqxUwGU2rIqxQwZR63NTFCh6WMgUVd2WYDzY+ufCIgLpOZmr2GwJEUpQKv72K5F5o3IiwnppMA82gNpp8I/jUpJuky2DqyqV4gqZJej/iTrPzPAZ+2XA+xA7VlYoQ9IBsYb/cdFFaYwmGXtFrrnk4s9q66QhjBoOQJxgKSxusEx7PW7+QjcvLq6Fn+o9skK6PvzjF++PWNaFL29S4QbI+wAUC09iOBUxOKOCvSKCJgLY5Ge9xpAEETfEonquxpjRGSNbe+M8OMKXAbOJrUUURQx1sfVPUO0aMcQdWNX5LUCucbUSkhWdy5pHvAQg9WvDrjd6aaYghb6iFaBZXHAAxmPt73AyfdH+68ULe/IAourK5itcLM4yO49xIgihLudpmwsReOh+p326byUKjwIShvKooVHtlt8PydLkZXbVYDmmniiubVcrWZS4XIzDkpikrmmOimKW/nH9R1fe0zcvb4W0KpeLMxIIJzmDBZepYat+iOCh5mrJ8HT0h6XgjQGJHp2OOpNoFZje0wRKUYweylKHWkgRXqLKOFLMXdpT0vp/w9JaUM/IAxdF1qBZgU4kEn6Bftk2zxdt66AjdAiBGPTqix7QYVzsKIQlQCkT8HpGxdwnpW/us9jdTekr5sqXL1/0hZ+753ZCkmIsY2J0Uh613uBb2N0YUMRNZ1HSrv+NeFcb+MCHQ1xDNRQglvXPBnPdrBiFu6+5bl6hpRHPEBg9ZSHg8Zs86xkIDE1azPtW9+9Upb3A6a4VPBaaGMvXdy7jg3NlV/jvVbz2ucCBKSdut2nr+361IBcuxeoQnQ86OfLWYWsh1R6xjh/4X0O0whUy1pUOVimhtwHdB8k86pUxczxL/bm5wUUEjDstB9ECnbbkhd9hPZJCujHKeOvXp9rLWhAcFoED+cJyWo351Jwzs4rpOQe4Mal7RZdIGAMhKXGFtWCHCOqxSgi2A9qkjeWLpjVolaiSIsZx+OEwowhUnVtu9zrrdi5SK3EpGlMoUtpUvd3K5IjlerShXNNjxH9PQRVSnJhZG6AUVCLq/YobxeOAuC4cE+EB0DHtUsRuyEYexvh7WleVY0aQsCrw6jxdXO/OsVngLp8twJa0MIHAo2J13kharHSreHRXcPnDaSI8Rf7XY3/jqkh8nvBNaaoVcjEU8iafdri7u3FHoI+jznnijy/1oo9s9FSt/qiH1MRDDG0FDXHJZDaOx6TZ3tAKcZaZ9rTrtgwBn7tQEoCM1Uvx3qGGzfAVb9Avf9Fs3v5hutjqMbLB7Ri4K4qNImMO10Q0wAad7Zupd6nzOcqnGqKV10Em+svk7qi69hDdelWru2ah94JSrfCVpa84CIY3M3F5dz1gt3c5GWxF0uFTg0JVIRyU/8qh/f2eoBVZzqBpSDcvNJjueUHU0oaH6/KaxuHcDFQXGjXdCHlVJZs/YypWf4+dLNq1ZV9UnpNJ40pDMq5vSkx1X4Rd3H/OiRWlPXxARh3kLvPQe++hYw3Knyrh8PHJ0AcQGnUPG7tvFrBy6mtgwpY6+Y/3mg/drdASJAQQN/+U0jR8powHvQqwKtFTfU61YwquaHd3cd4eHl9bfyA7ZMU0N+eZkw5W5qNSj6Guzt1cjUnF0pCQfp7pGZxKXLZaiETYST/W13DXtt5n/RxfXEzIoWAN6cF5/NSBbcKGrUUS2cBe1nLXaJaXtHj2tZrFRox4GbUxzRnrvtHUrMQpRhC25SFzw4jxqRUlvfnrHWIWTAXYJcCxqSALB2jAiey9c1bVUjNmozk3OKECM0HjqTj/vLFvro5H6cFc+ZVnvfCSjGaQsCJ82pP7ZnCnmt9UgZ1G/NWvPicBQJuxoSUolXLcqSzWHhAwxG7ISFZapyIdCh8BY0FACmiovJb1Fx/J3O9izRwm/dr2z9zYNS/SwXP+f0BR8wGUrDdmBIEsPi20rgOKVZ3r9eYLubSJArGeKbHqRv80iUcSAlPvnN9Z5snVOGnRU628fC+6d7JDWHdK1V+LXPj5DxjGBphj7AVs7BrVMuqCk9ZWzFEQC6QRKvCFiissduOmKShqDuh6m7VLVXkegb0X59KtSrY0GmP7JkUTiFq71RU/mhhLfZAXvTBn0ca0AhGSAWUpXlJVn5pJIvBWrnH6uaufh9voWPZEhWClcyDuv6aG5qg1yZoXBkwVzMpgC1GjRMH9wwErYfMys5F+1vIPFk8ezNtvXWNGVgIeHijrGhphERzP3sqFmfg1VfA49u2VrlDkLvC4c9CGDVdTQR0egfcfqFAtDSoOzwNIN5ZPL17ZjqJeo3QIfZLRq2edX4LTA+Qw0vQq5+oq/sjt09SQJ+XUpnEXBviwsampdZxX9N5jFZFSmDxVeiLhcZprRsk4WYIeJy4MmdNmbFPsdZ3/upuh10ivDktCESW61zMFU7Ym9C4GRRYdhhCjbF6PBdoikJvFw6RkNktvWI5unpIAPDF7WhlFxnfHmcEi0kGYsxZrawU9bOdFasQCB7OrZAm1VkhZAF2MBcaa/z0MDbSiGypR6P5x89LqfPlLZHGzD87jHgHglctYjGhf2H7aluBK/vPoe9Lstyua15lFiDEgH2l81TL7zQv1V2ci+A0n7FLEfud5hZ7cY9K/AJgKj0iXG8WfU25UAVWwnirNIxB71k81gfbqEPAIUWlNbUHGQgYjDzF5zGOobl47dzzNNe0qjqLJiic8CNFtRAWA66RCX6q6631+nkvdbPsqs1Ham0SvY/dTL8Pwcbg/RV0VqRvvow8n5F2exAFYxUzC1Ny25DdwurVpdABu6woi+dIs8U/RUgtJJhld9Hcoowd3V63EHsilZUw38yVFfXQFzqaYRaqwNbjBAQTMlXJECAE0P5Orbf5BOoKYdjowCVrkZDxAJ7PGhYgoHJXUwJ5/MqVGuf29jQiEX2R0I+BNS48HoBjblatW9oQ4PZLUD5prDvtbG9kkBStLjVP6j43atE6h/UfoSJpwepmJ4KIsbMNe0jaKaBrd4d48xmYAuThtekepT2TEAA2odqPAVBVmmfg+A2EPbZt/Rl2quR4s7KlxkgE+Hvlec4iuh6GvSov4x7h5rMr6+eHb5+kgCYTWKut3zaZMboVqS83QXNMF6MQiyHgs5sRp4WRUcCdyIoEHGd1I9/tdANdCuPrxxn35wVjirgdIz4/jHhHBbNZL4EIQmJCUa+XYsBhBO7GiLsd8OakLqdkMdvHyWg0uyR4EeOwToTjpPSYZIQfMQS8PWX8zl3E47RU5QLQGORuUPDbF7c7fPM4r0Riv1GvHLXiMXDUfRFAjX2yNBe7t8KMbIizobOsUgx4dUh4/TjrK1Q16v4hbVr3HXeHaQWttSD0EbiSsywFJUU8nBeNdVvoYYzKx7xY/PW0ZCymvDkvuW+ufUnH1b3MEnb+ZlCbw62gCwCECLcp4H4u9WoC4Cb4XiVIISCliME42TVMUuD5xrl6GxqHNbCWH9J9qELZFLTQKpRVYQ1dM7VWNfWgsivPYiOkPa7NK6F12ZR5TSthlWVqiswqDUk32xAiRBhlyYgpgnNuz8O8C7WTnXB067i5Rwu4NFc8RCASjAUt47n+1jgodTHjlfXX3T8EAF6QonQxbjuOTBiGpPdeuAmY+hR0XF4XOexvIfNZK0R5YYlhRMssUM5yAFro4+5zrW98PupuFqIpKyacV/F+MoUAKohAQEpaMtIIjcLhFYQXdZd7OlNUIBXtXyDevIDwAfzwLSh7jQACDi+Bt7/prFmgehZWHgt7yWLU370gxXy2Yh1SU67C4YVef/9CLezHt5DpoY83mcyNNbf7YukKNGYdorrEuWgcOcQ2/wAAYwdLO1UaSm4ocgoQKcD0AOK9/v3F8zXVf6j2SQro2yHhbci1mpG/XIWB0SzISKVST4LdTQxkKvjFGDHEgHcTcJoLCtRVPYSABcDLsVkhj7MCcQoLhkB4mDOWotWLHFHt8ewxNVvMN/+7/YDRhPLb84IAwnkpNWbrKGrlYgZ+53aH08I4DLG6Fn2ZnJeCt6cZb065xvC8hKNAmbd++6C5gUWAXdR4mAPW/NieEMqtewEwkHoMPIc8BEWrvzpoPuiUC05LOzkGwhiAu71aAYch4SFmVVxg6tGHMH1YW1umUmO0fRw5EpmnQWoetgAVFzBlAdE6D7WYy9slfM83fe0VzA5sI9TCJ67seR8DXIippyEEwuf7pKlwol6bQKjhBsDAdYlrnwFTAmA1tYPmz1dUut+vE9LVcoMqS155LViMVcRZ26i62KMroaaM9VXGVs2u616e9xUN8fklIiuAQQgxgMnzktcH+vV4mSxEasKV3EqqDwkeQwxGycjZELZ9BSQrnAEHyVl61FWCjr6FhLg7oJzu7WXgpglV2apWKQ07CBVgXtQVLaXlhZO6sykZCr240DehZ9Y1eFGijWEEP7zWc4Oxa/ECmRgy7pUbIES14rwbluMsMaF4DJrLClwGQAUxjQZugsXSDOUaEgiGPBcGPXyrqGWKGpsuGbj9AuH2M7tnQnjxVYvdxgS5/xoy7AA2trBesUH/05WY0eawAByU69oFeIwKHju+gaQBtHsBGvbAywGYHlXJWk7V9U48dw+P2voAdL6dKCXtLfUNag3Pmj6H8QCMt3q9+VF/nh8UtwBztZsyLnxsnpwnLYsfrn2SAvqzmxG/fpg0tivuTlVN9X4qMGygAa7WG//CwH/29SP+S7/7Ci/3gwK7ckEMAbtE+O3DbO5Kwf15wTlrDG6wTWAMAe/OC4YUFTXOjB2A88J4nDMSAadF7xijgqq+uBlxOyq39D97e8I5ez625tYXAWJQTc7TxLw8YLNqGeeFAWQEKMAsc8YuqbA6W11e4VZD3jf29k8sLo9a41jj6CrIRRhLUfdvippadVoyksXC57IGfKlioulagMWSA+E2JSxFrbnyBAhHLc+1hejNn13j/hbsosbgK/evMGYzs7NZyFXjvWIpiig2WNHx71caxMYDC32oli3VAyHWr95JMBhIjNDAeH5vR2lPS0EkrUAF2P5lhkJhxqr2dP+zkx8EQQwRDAEXrkoW0LYUj3n3c+Kc3wJc1n7u7utANNl8fq05a1opucaFlT7SwWEajhARJSBZjcmu3TNIeezJFnPc3eqfThQisRPATV2qudDP+/KtfwKeHtviCyZ0zNJv15FWGUlEQVHMII91q6lot7S/rSjFampNkPPpnaYb+dhZTIEt6pXf3yIcXjQFMk9aChOkVnZMGoKdLT3K5y1A+7+7qe5zd6EDmj5FuxvQ/gXk4WsIKXoeMQHYaYy4TBfP1Vm0xGPbDuYa9xq/nk8q3JPlhNe4MbX+8QKaZo0/uyJWMqhkVQ5AEPwK8urnoLvPgf0d6HRvKHpVnKRTuBpKxCdX2nogADGBfufv6NyJqBJyvofcf93CAbefq3A2L0ZdM36t0z3KL/8E4Yvfq0rLx2qfpICOZrVkbtaGG9JTKUgL1Y149brapnVaBN8cJ/z85Q32w5po9XFmPMwZR7OUmfVfCYyHCRhTUgpPCI72Tnvu8JKhyFoCCErc8ev7Cd88LjgMWgJPlYp2PxcCJBrDvD8vuB0DHia1jlLQ1C4v+zgmLeJRRMlM3p3FhwYCcM6MJIRdVPavzw8Dvj1NmqdvMcHKO07Q0pwEE34BQ1RrdGHB0WJ998cZguYS9u4nk5WZGSNCY/ASjU1nMtKTzfMjKOMaA5iWjaBYPa9WlGQugsBACDrXgHFu98QdsnZLXXUPYw34eqq5xU1EYGhVLCGqRByV2hKo1byeL9nYUNhq8nvcVr/d1p2+PLvZDsH5qc2D5PSt1Rr1wcM9BRoZH0yRQh9TvjIXhF6JeX6u4mCxxXpbza2eC5DF7iuMgRwd+55mrgvS2p9oTAH2dYyABOPi7qwo4Anffd9cKVXLFEQGqPJNv9PmKyLcUo9qao4pQo7i9vzbNFzEPgUCySrgS3ltQswFiisndnBZgOkIjgNo3Ctz1nxSPxKJWpZp1HznGot2ZdXGv8yQIcBjVpQG0IsvVQE5P0De/ApyflDEMwVVRtKIWlTi2ecS6gtFIIinRXlMPw2WumWxqUyGGB8UXBa9RKZUaxXzSQlJRIBv/kLdzHdfav9P90os4rFvzjaj1p3ar+6Z51mt5dO9soMNNo+vfwUZdqA0KH7h/uvuedub1b8HIkoC89u/hMSkSs9Hap+kgH43ZZzMFagbY3uvlgK8LRn7RGZBb8wo6LF/+foMQsBP7nYrlOqXtyO+Pc1KuCEMT3QQBr49ZexiRmFCYMLe6kkLlHfbU22cSnLKpYKcJBEe5mKc2k1J934XQ00tS8FpVjCWQFG0cylIoaG9AxFuxoh3Z8FW/IldayZSVGYYcTMOOM4ZgwlT3x4U/azCb2/0nKUwJhZDnCuX9ik3i1Bdu+YqFyD6A7DPdyliykUrxAW1N0un4ALATmtJ4pAicplXbGD9OHjzdxYX0lrERJ//U8lP19ve+uf53tVh1ns37YYUqJJ3pKSOYspSC6CQCcCGun6+L9KNU8MbLa7mAvh9QiYEBf8VLk8qJ8xKJIsYlHGuc3d/SN3ndaef/zoEEwikcWgpjFOxubV3b4aAhbAP/SboqIP1DShEq/3cWUpWs1eE1Uo3weRzJivhcqXD9UBTZHgBBXX3Sv2u64vFJeuJPmcernErOwSNaZYMKWzu4gWMqbrI4cQfOhBcgNdscyGGCoXHN5BHaUxgcVAiDRFQNksUJlx7AFpZgPGgSpDXQo4a+1WhbgCyvABybjcPETi8qGlVUjJ4OuqYR41dExFkfwsc7yFkCpmInjvuzcAQVSCcpStG0Ge/Czx+01GPiiG0ReeSEioIhwvw7mvQ4SXo5VeQuy/0+UxH4PWvVMmYHuC7iL5/Zq2z5oDLfALmCfz2txpn9gpXgwHjAMUKjDvQsvYY1GcdSB8RF0jage+/RvxbAf3d2tuzo3XXLuz6rkFd2Vo8wx7oxpIbgiKxiwh+79WhfR4DDlbZyDE/fhWGWgWRFEhVRIkp3DIS3/DNRS7uovb1bBfrDJ7aBH5N/TuahlcEIG551jGkWkWrd6P22mURgmRGYeA39+daoakUxmJ9dDd5pAY2S4EsH7pt5lk27lrrp7tAI1CZugCNuctZMBvzmtKsGg2locxDCEiRcLtPOBdNiyJIrUbW38tbClTZxWZms/bDyvJsT1tb/3sAqlcxUlDvnogpVlg1Vw6CaJ1oIuAwpvptds1K9C5uGb5POD/1vaBzzz/Rgh3DIrp5dG7oHv29FMFxMZ7zomDCF/uhKnfu2g4mZNyD4823v2ZVPC+hmQtiTEhpQJ4nTEXR1KFdDBBCplYBrt3v8tqKWHagk1nRRBozno5qOYu6nus7tGG9Wl23jiGYhasgJ84zKjkAQuvThfvcFZpucbp2Hb3ikcWDt+5Sz0H28oXXhuzH99aw02qGBCwPesowQhz4ZBW4mntIN5SwvwWGA+ThG2A6qpV/flD3dNoBfMQalW6KwPEe8pM/hDy+Bt78ulrBIgIkY9kiAoY9qCxtn739TKlF73+tfaPOahYG7n/dilXkRRUY90gItE+bOZD5qPWlQwQQVSnhAkynNu+mEMq4A5YFmCdIedDnSIvWg65hE1aA2nwGXn2lgENbV/jyD4Bf/2faPwktpuYVuIKlsH3E9kkK6KkwhkCYs75gbYMVFNENVS3AcGGducV0t0sYIuHdpKCmcVOj+XEuHZhQXYeB1L0ezXWbi6JjIZbeZRuki0qpLiGNR1MmgMy9fE0o2F4iACbPOrH7DxAUJjxOC+52g73/a+CSdFdjAMKEyUqzFSOgUBcpah63QMFdAmA/RtxPuW76fQjB5257rxTUle5AqUCEV4ddrWkcO+9EEa+VTDV3+WZIOCKDnb4Qa0UL1t/SdUTEi4ZoJTAvS9nP5VZQuxd2NpSzKnha2KOB2ux+3fMQUaWtGKiv0Wq6IsYtj9pjh1dav/58DEDbYwNtFa7WHMWvc9KKaPj9fa5YBKesNLdaoUpjv+/OC8YUkBzVzevx1o70Jj5dHHG18TJDSkYICYgRjEtXqcbO+5j2+4R+RogD0rhvAMEQEPe3yp09n4xdixoS90Ior3qgn9XNdpOaADSr2IWtIaJXxRKCV0xS74S6hmeAnPvaNnm36B00EKhZ1Fdbp8Uv1kfPB/YVM09Q4FyLzaqQhoEYogrQPKklaelbUhYNafCxaYlbXVAK8Pgt4LSiIbWYctZxU56B8zvg9nPQzWcaa08JsiyaP+xKYhyA5azHOxAtW6zax+hui9KRq4RYBad4LJiMQW161D5RMr5tBXbJDFW65klpS/ua2YHQEPWi43n3DeTl7+jn4w3Clz8Hv/mVKURLm5+QgPEGlCcd60ds30tAE9H/BsB/F8AM4B8D+J+IyBsi+jsA/gTAf2qH/rsi8q99n3t9l7aLEbejupRdAFUr1YTzwuq2vRuAx6W9sIFcODugx+gt3dPCgndTUXQtrYW2Iq3VhZ1Zhc/dmCAQvD3pQhBRIeDPOgXgMCSkEDBExmKgIIYYO5RtQETNGyBtv/QNvAjwIhGmomOOZCQbNR1p6y5US3/OvRAXK5uJmpetlmtBirGCehzle82y7BuJxk5/9eYIFi33ebcf8HI/mGBe7wSJtGhJ3252ypY1Z0IgrjSnBKqCsxuSvssEBGj1sl1StLTXIlFGtVYoIhKq4pCNtz2YouIeAq3qhVozu1dCijCmJWNaWo6riMDFYo+4DqYJOMjKreu8mcitsexCX4SbUWf/KW2o5tLX/GZb8H2FK31uuq5Cdw9PD5uXgrRzPPoTrS66Z49qh1dXMKGYa7NHy9dN297PZp0/d1EViqmvXNXNkwONyJCQioiODXF89Zp22/pO+0YcGhK8z1UGWuy7p7OMsW34XoDBLemastVbBN3fT3pI1hkDnqNI9T7ormFWqpiwj0lPjADdfIEQotGDdlwFjur28fj1iOx6Ni/Hez0+dCA8n9fp0djHsqZavf21xrFTAvYvVXCOamXTYulbIVrBi9FerGyWOFApPfNiL7MXALFUwN/8mcazQ+woV3URSbBY93y22HpDe+vzsg3CQyj1mdizPr4D7fYIn/9M6T1/8V8A/+ofAY+vlbs8JuDuC1Uw4gB6+eUTz+2Had/Xgv63AfzrIpKJ6H8N4F8H8D+37/6xiPyXv+f1/0bti5sBx7ngboyYT0179vQQjX3qczqMA4ZYKnnJi13CLsXmloYShHh7mDPeTRleA6nuN1AhSQBuhoD7qVh1J8HDpIUz7nYRUxZMWSrdI8PKTLLvmO5utQ2em0C5tr14fj0DeFhUMH+2H3C7S3hznPDbxxnEaln5e1zRz2gbNmBGhAkkf08Z6ureJcKbc0YiwkyEbXGLrbAmUjKRpQhY1HouLHj9OAMCvLoZ8SEtEOHlYbSUIU2JepgzZivisAoF2PwP5jIvLDhnRu4MA4ami93skuJR7Emqi7x7af346vKNGKI+h8xc06NEFF9AUGYyQNPWmBiJghVQiSilQ99TI75Zo9Hbc3CL3q3KXKR+RmadE6k7vjJv2ZoKIXSUoQ3B3T0d9UjYOPu1ddXC38Zb/KSrx+mDcMY36oh+hBkDBSzk61+vy6R0uhri2SqSfu1Qf1JIF8K5dasjg+ktUlcK9AuslEO/XXVXqKClYa+0ll5cwTnC67Fm7VFQfuthByRLPXNru4hadR5nrQT40uZw6YR8FewApFQQpQyDCrOgSHHJJ4RVVS5q1Z32twbIEtDuANrfKd0l4GkKjf7TLVfX+nuXYhXWPTJ++3hsHPNx/SJyRk25SgaO64qHCMgE6RGN1ERQGc4oaN8mBhKri/zVT0Cv/6lyd6ed9unhjSpABjbDMjcmMveeVN5u75tzovsLZSGBEICUEH76RzUmHXY3wO//ffBv/0KVj2wu/89/ivjVH1i5zI/XvpeAFpH/Z/fnvwvgf/D9uvPDtFf7AfMLwZ9+/aAeJUJ1O0KUY3qIAb/7co+fvdjXjfLPXz+aQFHBmFnwYjfgr96cMGfGq8OA45Q1ZivNIgJU0EXf6AX48mbAYYj4zeOMU1bBeVx0Ix9iQIBACNjHgMe5IFrM9IY0R1bEyEvg8WsHG9m7K0C/lQlgcV3C2/MCQJmqIoDFNi1/5/wMw+pUV31970RrIvt+EsmKcQRFz4ZCOM65nbfpC2BeiqJgJCJHNSvS++15wcvD8Gxc1dHH2UICzqP9blpAIOxTQmGl7uy6DYLnOrsLWqoLGBBNB2PBXQy4SV4hRy39ObPRfLaRuCKXC6OYJctWCMTd897Xac7NimbLJmBBgqbiMev467yZkN/G8KtRRKpMFs+7FtT8ZYggRq0L3hfM0HrcATMv2ArbMRFOheo+VYrCAZldKZRLYb618HrB0jUnx+iRHK2kZVulMSXcCmPK6p0AEfbBuO0zmgUIwXpFeTdafeZrjYJmQzRL3+/frf6twuEIZOsPISDe3iGkURWLktVVP5/02L6eswvzGBGdIxtAOb2DnLMK+ErjaRqv+FvXCcP6MyiYK09VoEvc1TKXJAyhABpvIdMjCKY49IxGIQGjGhnh1U9X7xntbiHvvqmxdtQcb7dG59bXmp5ExqwmamXGqDmJzrLV05TqCXbsAnBQRWC8NUWnqEngpDI+n2VWwNm41zKXIuYBCMDuVq95ujd0uT5jYoZEy1k+eN52NkCb9dVDCr1y1FtVQiqYb16p4vfFz6pwrqvnm18C775Vik/Set/0+Ab4/OernPSP0X7IGPT/FMD/pfv7D4noPwBwD+B/ISL/r2snEdE/APAPAOAXv/jFD9IRIsJP7nb4+nHGlAse54wI3QgXUcErYPz6YcbCgt//7IAUAv7gsxu8Pi24P2eMKWBgxj/55hHZBOQv3570+Qoqh34ktYQIwN0+4mcv99gPEYcU8Oevj0gUMHZWxCkzbsZWXehmN2BIjJtR8yUXlsrNLUClmQTWls41owYABILXpwVTZkXz2ppMUfvt1q6iy8XOaVG3el+z9A5DrELS2YxiUFd+MEq8nhMK1t/ZLTgob3nhUsMGpQPQbVs27u7TXLAU5fVOIVSpRSD1rImOtVGLMqbF08MaXStLYzST+lJqatiUIm52CUOKSgcKMUtar+2HR0t3KkUjqCJACsp5nQtXtDSjzTHQlMLCwBABojU1KfuEd8/YP6J6PoENxyBmobrgjcwYx6Fa+X3t5nEYtLQja8EYZ/66GwsepgJGUzJvx6DPKWePdlZrvHbR/lY2rkvhKYZhCJV0vGBhVJBdAGMkwhA0R/tmNDQ5FxDkEsdVhaZNKAEIEXHcIzqimAt4mZUS1Fz7OjUudNw1seHwXjUTEp4LFwLCQYUzbC0BAOUzhA3w5SQCAoCsMMTu0DwSzCrMo9Zvrqxcfju0Z7htVOkvbRrFXMHMmloWB6vHLvp7npp3QVipOokUiT7e4boSTG2ReRWsGIH9nb4wp7fNwhS2GLkhsMsMiLnOe1rN9WroF4ZeaxiVHCRPwMNr/SyacKu50boeauzZXexx0Gd4/00FQKLMKui9+tbpoY0tRmU2m47NmqbOzY22pkGkSsH5AaAAOb8EHSb1hgAKSrz/GrJrIRWKWnWN3/7moyK4gQ8Q0ET07wD42ZWv/g0R+b/ZMf8GFC7wf7LvfgXgFyLyDRH9KwD+r0T090XkfnsREfmHAP4hAPzxH//x9VX7N2xfHAb89buMmxQt7UowFUGA4OV+wO0Q8M3jjN8+zjikgF2K+OndDn/0O7dYCuPf/6vXWMy1epHqI22J5iI4pIC/++Ut7qyS1HEumLNWuTpIxHEu5spUqzCQbvD359kEr1oyb8+zpX45xabGilMINY6q89Z+VyGilvmcPY6qJTYX2xeKCTe2Y30D9te3euxgrv8htlCApUPlwrifMk6LjuVmiFqhiRuxCgHVMu/nqwjAWSt4heD5q+vG5gJn5srW5eU2xxDwuBTsU8CcFaDmN2QT5NVOEnfbW/Vb+5s7DcddxO9OC4hUmy9FMItgIMKQQlUCyKxlMQuI4cVWFBh2DdpDdr8UgvG+N1dzMI/CyprGRrGHp1p15TbtfHdbL4UxiNTqViIqZNlS8lIMGEPAkrWSE5tV/2IkFFHKyCFoHi1bgZBqXm/G4vfVVCZTgK5Y23EYEWLA8XjCuairW98TwlkEgRtzmlM7iguCdiG46ziOIygOIGMMa0KwoJy1IIOUYqxPUMYskKYQRq1gVN3NV1tnAboCdHoHlhuE8QARRjm9BYRAaacMaNWr4P8J+PSIMNom7hSkPtA0GsWoSWfOoNxZ0Bdd6ty8BnbzcADMa4IaiikNXObsZGVR4NYV4SHzWa/hecpAK1CRZ52zF18qU9f5AbVe8s6syuNbc1cbo1k+PzkMnV2zZk7v9J9btxTb/YedWv2mmIiIfZehLGfQ/i2TxrXzouhszk3xspQyYaPoPL41dHxBzcMf96pIsgn1qC54vj/pc7f4urz7Bun3/2W1pIsBVJm1GlYfBrlIxfrh23sFtIj8N5/7noj+xwD+OwD+G2JqoYhMACb7/f9NRP8YwL8E4N//3j3+Du13bkfcmzV2GKJSaRLw5e0Ot0PEwoLHRXNeb4YdpsL4s28f8YvPDrg/LzguRRG4sk7BcuumulHJObWb681BVoDm1rIIzotanEthrUtcilnnwNtzruhpMqHggB8GaXhEaJXbKtANd7B6z71WHm0T9SpaIkAIKqDSYFWRoPSgFXEsrjy0sRUWfH4z4mHK+P/89T0mi6UKlCr0731xY5Pi6Mqn39cCQIpgT8qgdhgi9kMTLm9OE05zrvF/H9N5UWs6s+BouW0O7vKJmMsGvAUV1ERaYCSFdcccJb4YkrNqxyLIBAykhVFOi+Zsz7XghBpbLFaOczNGAWouuHKVK2jwZj/g4TTBQWh1IW0mayuk/aLUhlqfs4jgPGcVxCliyaVSg5IQZgP3qbxqN3L3vCtgbd0Y6cWVZ9gzjonw9st6XVfTFkSQZIubk3kzCDMDg5H/kDFLaQlJjVc7ENHvGYZ9q4TVNTY0s6iGZg+GzAU7ACiKHo8RHGACOnTuKJvk3R2waMqRKwEiAj4fQXGwKlSirvO+9rALZ3fTOqOYI5NtXitwDWiW3BXltLbqXrZ/wXKI7Z30WsjEWa+9f6mc1RSA+QgpC2jYK3Vo7/bun5VTgbrSEpKium8/1/s8fqvPpKY7DfoM51Mr8ShJmYjS3nKKn0CgCwAUQ6uKHUsKut3fAbsDiKKWksxnI27xGLEAZYE8fAtMZwWasVhNZ/Pb1fXiCqYYujwDMRtQ0HcEtNj1oAxpWGY4YxkAYDlD9icsf/Un+g4+fAucHxV9vjsoQCwNoLJopa2P3L4vivtfhYLC/usicuw+/wrAtyJSiOjvAvh7AP7se/X0b9BSDPijL+/w9rzgcS7VynJ2sAeLZzpyeIwKrvmPfv0OQ9CN/ZorStBiztEV9M1h+0Ev6ojd2zFhHxn3k4GKiDBze+HdFQ1SvnCR5uK820V8dhjBIjjOKm1vdxHTwjgtxdKvnMtYwVkpaNzYhSl37/3DzPhqSLgZtSrWZOlgQyDc7JJZnypYPjtEHMaEf/L6iCmrm9q2XMyF8XZa8OXtTlHAgVpRh2qprueFoWNcCuOcC+5Kwov9gDfHGQ/nXKuMAVqq0nEDDnoy41AtchZ1KW829v45OVipcANjDTEgxVAtVLVoUTssosfshoRzZovVdkLKhVi3WffDrL/b8xitgpkTiFwc90zrBfbqcxN8HhOfFqU8rKFU6+BiDz56HWLrl87l+llBBDFFFHN1r+Zy5bKhtfVsgkigz4GJwVxMZrYrOcdDiFEFXlGwZe3xygWtoLIyn1fu43pL7s71S3jajDAq8UYYO2XH37dO25keVJHrqoc5uRDnuauS5d3s+uFsW11/CQCFABoPkNMDOFDXN+7Q5FfU2Iu9htU7xQsQR409m5XvQhrxoPcdBoTbzy+v6ZfOi3JbP75WQbu6FymfNgT0+Npc86O5s9EE4vmhWfdcGh92smNtbTfviqCh3M2NHchi1+bKHyy+DoEcPlPlIBngC2TW8qzXKrEJ4O34mKEVz7yISncfV6QEasXHAdiNmjvtz8MVLWHg/A5yPqr3xePh7irPC3D3GWjYI7z851xAA/jfQSsS/tu2uD2d6r8G4H9JRBmquvxrIvLt97zX36jFQPjiZsQXN8BhCPirt60O6Fy1q1ZU4rQoovvLw1Bzfq9tpKoMe87pGukNqEv6q7sdfvNuApHVnC6iFiPUEuQND7Wv60RBMzxEY5YsWsvZhTRBN5HHKePX787IBmhj0f3i1op5LKVZfZHW9/j2tOA0LyCiik4uDAwi+L3PbiooCwBKKfjL18d6jdhZYL9+zPijL+/wGwshbF+dPhQIm8vMgkMgBAEel4wUAs7myfBjql4sBjz186n9FNH4svNTXzFI1QDoztmnoFYlWrqYp215Y7DmD5Mynz1YPeYqB65YvX4dP0pEgUNDCtiZQrgbklbOMqWtj0c70cq29fPQ6RBtTzFLrpSysrx7YUyAlqKkNsrraG0DjvU3cOF77fjVuWSHC8psVatYUBP6iSCiCq2PxMuY1vtthAYFjY9yXhCHcXO7UPm3Gz1mG3OdPTHEcm0B1dpzpi1elNO6y6tuhyfz+ncTzjoeOGuZ0VlStDrCXCDzWd2tuTSUctprWUY2K/FixZp7xkFyemPQcgJxgexugfkIEi3QQ+d3wMO3Orchodx9vgKFaax2UdDVu69VqOfZLstt/BCAEuj1r7Svu4NamsNBeb2FTagX13pb/wpDhICbz/UeNT7vgtTu40Jz6w05P6gr/uVP1FLlrJZ/KapMULCcckNZ57mbM9OM+3ut1pC9Eco61BQ4IghCQ+fbeqzzwgBk0eeQhgY04wLhgnB4ifizPwI9A1b8odr3RXH/i098/m8C+De/z7U/Rnu1H/DX9xPuzwuYWUs6Cmr95pf7ASezEmdWUpGA9mLqWtCYmcA8MRCMEfjpy8vi3V/cjDgMEV8/TvjmYcapFAQI5uKZFZcu0kCaW5sNYANRazMbWcrN2B7Z7S7hp9jj7XnBUgS7pN+/Pc21alJhzbVOIWDKXOPOuQgeC3C701QzBxoVVkaygfV6mQV/+fqIuYhSkLKASd3u0TRfpfBUIVvH0xtZnZbj3xdWQBZEcJq15KOLmAsh6++ZWWR+rgCWv6w3CWZZbxuLgrSiUUI6Ct+tzYUB6lQLVYB0IxnNvVIEXQGRXjh2BpYpSIkI4zBU9723IalLf8pFU7G6Pi7G2vaUQtjfx79nUb71ENqcXROjW8u5fta79l0mUFN22ma2bk6r2d+N7KIEBkLASAVnl/MwYUFKqAOLJcdhB5lOTQD2QtYtGiKtf7wR0GHYgcuj3jm0coPrlCACPykM/fDUWbda9Ug9UQwqC/h8BDgroUccOjISNEsuEGh/WwU0H9+qe388qHBcznr7GEFxp3NxMjiOu2rFnwqhKRAEdxCgzKAzN3R3tcKr2ga8+xYcB8QXX0LKAnn7mxq7BS8qcKHlVuvqC5ovTuWEaumfDKR1eKkI6uM9YOhxiBfgdUUUSjQyJ+DmlRKCzCfFAoQELEeApYJqNfYUgBRB+xfA/gXoi9/VkF4pGjuOqeUuW4Ut7G+NkMSs6D4vnWzOqjVAlnZlpDLODjbuNY69TMDjmw7JbvNYPZr2t6dqediiMHDYmdC+QmbzEdonySTmbc6MhRn7FPE4Z/zpN4+YM+NxKTjNGbejascpQNOGLAZLwvj1O/27AAgiiNQ2K0se8pRCsBBuhivxHqhw/eZxxpvzYgqfuiSL4FJbBxDM7bpwV1uYBW/OGf/hP3uLf/mnL/HZoWlut7uE2936Md7tIs4LY8qMv74/1VgygAsU8eMsiKFgP0Q8GnL668dZQWYx4HHOOC2Ml7uEt+cFYwRAAaUIzsz4+Ysd9ilWNPUQYGU+uy2xG2YyM9xdy6UIJqudLXBBIVXAO9mG9z0CVTh7/H94hmZLj1OlaIzAy12qRTSy3dOP80aAVtriiMcpV6ISr4zWD6nf9lMMuN0NWtOZgMkUD/9uPyQcdiMgEx76ghR2jSKdq/2Z1nslMjNC54nphXgf6t5+34+1SuduzkP0ghPWQvtbU52iAcuMPc1KKvKiqYEJGTsCFlO4EqAIbiKUZYKECBYjEuGt5YMmhAgguny3KGpJSF4mdZG6C5VgQsc1Dpdwof3dtRAC2Ao5iJWHdeEnswGJaASVrIjz/R0oJvB8tPileSY4Q5YZiFGBWCsUugkNzwUWRivgYf2CWdpxp4KgL74hlkFRlnq/dn5s4xYA774G7+/UmnWlYpl0/HPzHqpMM8u+ZCNT6dDpklWI+XN3YQUzK8iVMtZre85xGtVDUAWkKQOrkIhdiwvCbUtNo9tXkPvfqFIDsv6KjvH8COxudM5j0vc9DXocm6M2iMbESTrh6wMOoMNLSHiwYhk7HXPOrU+AvxC+OLpnxUZbuui+8+Y3CL/7LyH+c05U8s9lKyz4J98+4utHA5KIurNfjBG3O602lS0m99k+4bgwBIw3Z2U7Os495EF1TXW1tu1vP4TKI70Uwa/uJ/y9r9YuDxbBX7054e15UTSuSfTSv7ebNoQWX4W5z6Ofx4I//e07/P2fvey4ny+bF8u4GSMCCf7q9RmLx4ahLl8GqvfxZOA1R07vrFrH69NiVbIIX94MmEvRXO6iNKcvxogvDgOKCL682eE0Hy2n1sBCvmmI3lMI1RW/ZM2jdmY3dzQ5QM6t1QDPN9c5KyI4DLopiQhe3YwYAuHbxwnHpQk9f1KewBFIC2g8TBlf3u4s/Q5XKTQj6bM7TgvmrIC+AENOZ15f20FFAF4cRgxRwVoP57m6smMg5FJwZMHNLuFxXgvnbZ+/a7tSw0c/36yxrXXuNliwTcnj+I5lANCoLKUD4dmmTKRI8JgMXOVoftschwC1mDe95WUBY26b+1X3uajVygE0xqoIOMKX7R5hvEHYCcrxAQgBZGtPSrbCD91ExFG/X042tlh/ShxWRBrObBV6dz8zQkwIuwNCGsAP36oAC0EpRh++MXTvuQneavH5jKMJzP0NavEIScaelQHPbfbmXgEXzr166C5aR5fzAvn2l1qu0VHcwXKNPf7LpdGaVg5w0w7jYPMuKqTZ7t9fx4YiPjecK3JcLU3LwRdRtPj0uDH2G+kMnEAFAKUR4Sd/CP72n0He/DUqvaozjJ3eaeGOL/5zkN/8OWQ+a73t3UGt4xAb+E2kIbYpILz4QudusZzs5WyKkLv6zCo35HdN9RIxnnAb9+4V6O4zRXf/8k8Q/uhf0ft/pPZJCui/eH3Ebx8n3JiL8f684O15wc0QMUDXXgxaTeq4qJA9Mht9HsGzkPt9I6MJtECa5nMYFd34uMz4yzdHvNgl/OTFrqJ058LGOuYEE1BFOgO+Yhv1ofYrCxDFlQIFQXlOMplw/+3DjF988WGP7tVhRAqEv3p9wjlzFSq7oHzVwsBsGzKR4HbUtIaFxehMdQ0PRPi9F3ucrIznECJeGNf1b95N+NnLPX76co9vHqfqbWSzOF3BAcxziaYAiRiRTH+MbWQEVGyAHV2xHmMKeLEbaqz81e0O8/250n/2li0RsEtRU9WMBSx7LBhNUKEer8/qcc6KCyHd9qNVInMgnIOJAKWXTSFgWjKO04JsMewimj43xoAijPOGF3zbnlLcnmp139+c4x/VUPIz1+Ar3odKWFLK9tKgEGpedVkWLEaMUwewRXlfazXmfEVZ6WMjIUDygsKMsDtA5jO4qHDRcO2kAnPcg5dzs+6IIOMeMSSU+Wgv3dIetvFYs09UiAa6SoZgFk3B4dIJJUZ5fK3HO2goDtXokryoe7e6X4O610XPRRisotJRhc8yayWlEC0EYKQeuaMlZdZ+X5/E9sNfrDhq3Hw6qpC2sooqZMQs6mZJ6+IwgBVGA0ZJc/t74YhaKtOfm6BW4/KNjYuGSErW+elR5FtNkVkF7Gax0+4G9OqnkOO9Ct3p0VjRdA6ZGfSrP1U3NQHCBIoDws/+RRXaXh88z8C7b7VfywR++xvQ7WfA7SvI26/18/2dHlsWA4wxQGxKleaui8AUt6IW+7iHiCDEAbJM4PvfIn71iyeez/dvn5yAziz4zcOEwyb+F4nwMGfsh4gxEt5NGgcU0YcwF8btGDDlJhx8l++2CwBq4T4uDJEZv3434R/99hGfHQb8x796h6/uRvy3//M/w4v9YOk5jIEIk7NBkSttVpgCqNkfUu+lWp0LmbkYcxWpkqsVgdwNblSVkVr6zqbd7gb84ZcBf/btI5bMiKQUmEsXcmFoyUpFV6sAK765W79CIOwpgKC0ly/3AwIRFmY8TBmfHQbkIvj6UfMDQ6Bqla9wQO6JpGbgCFmc2EhQlqz5i4ekZCvZEbIx4IvbvaHJ7bmI4HFSchki1EIcTr3aeKy9AAi68MSl8HJLGaT84S7gMrPG3UmBdapoKGPbjYUZzotTkLacXWZBsess+br17O3aI9zK3wvXtbsIu+P7867b15d/X/ThqmWr40kpIi/zGoD1IcLZhVX1mVy5R+2AxkuVV7uA5zOkzHB3diYTsOcJISaktANYFQoZdiDO4DxZzLwAi4M+XfkwqsuYWtyzvvSsi8PdxC50QwKf3ulRIa7n0ItXDHsTgp3bdLzVey1nVHcQZ2DKCv4isrzczuo3beJpfa1zUXksdn+r4DtAQVA+rt2NCju32GuMP9S5kDyjEbGgxdtFABmMSlSAMtUxtJxln7elnS/dxtZhCmqq03yEzKcL5i7FMVCbE918lJDm7a+V6nN3qJ4OPj8ickb42d8F/+bPFbH+7hvNof7i52rVzydQSAg/+QPwb/6iehzEU85cUZmMmvTmM1MOzqps+HFf/yX47QH4yR+0sMNHbJ+cgPZYay+sdikCyKvSg8VgsSlQTe05zVzBDJXPl9aWdL+l/Op+wn/y6wf89G7E7746IBDh2+OMf+c//S3++//Fn2OIAWNStqkY1KMi3Ag9qnEoLTYcSBHhxWghUYWYgEnddykE/ONvHvH2rC7YFALu9hE/f7HHZ4fr1HO7IeL3X93gL759xMn4qfsxKfGG4N2sHOLB7ili5i30IIEK0rsx1TkOUDe/W5SHQa3Jt6elFeqRpvS4gPTJjMH2QlGA1RAJgSKYgQdD1QP2vnLp0r1qtzS3nNSiz8WtZPVEBABzAeaStapYKXg8L9WNvm0q2AW7SGDx0qCaT57Nii9Ly8MOEDyIxs2WwlX4x9iscRbl5haip8TSqj31/YWQ7az4QJ47//7rE7AqGtKup9fsXdoOkARQXZecu428XnGrEjxx495C/qDe2juQZ5PdVGPbXk+5FIEUwZgiws6rWj3q5syLxrEjtfQdHyzILMEJMhwUTJWX7q4wy0qteQrKSSpwBq4OLOQx8xiBcKNudkc1g4H5oRNepgTEZOlK6l6n+dS9KM/NY1BFwKtaxRHY3ei9AbU+PTfbx/Lid4DzvQK33G0tjFo7WkpLKzIEfaXi9PxlKXauhREc5OZ9qnF3cxdLaa7nZKUmfWxpB3l8cyGgMd4oEv71X6PG2gUtzm0sX/psNP0r/+P/AHR4oVSoeVbl+tVXDcy1v4GcH00gWww8BKyqk/m9F6uR7S59z1EFqSVdHsG/+QuEz38Kuvv86Wf0A7RPTkCPURHFfYnIMSpdZCDCORe8mzICFGAVA4FKI8Agch1bY8a+6QFroSoC/PZhwj4FfHE7VmH1+WHAP317wrsp4+V+wO9/dsCff3tEBFDA1aojkpVu7Bam5z4ni0W7YqwVjQx9PWct7pGdQUvw7lxwnh/xkxcFL8aIMUXsUsd8A+Bun/DV3Yi/eHNabcACQzoHVUyEUNO7yFwIkUi5qKEFRdJKQAp2lvd9nDPenBaMKRppRrPuNllldf8JgbQgPZS6c4wRN4eI3z5MKwtc54lwf56xNyUA9Q72PexZgzBnY5fy/0VBf/enpVILP2WeiAn9IUYUE87bfhe2ghdQohS/T7XKWUs7ukEUQ1B+7h64u72vdYk2f49J3crLklfPzTsjgBam6C/Uz9sTY+zbkxb1xQfO2uaK0xPMYh/U5PI5mJuFTLuTvFTiDAkESR3RiWgPfQ3n0yNosnrJTo+ZM5or1m7mE1OZxjw2u3TWrMVppQBhUAIQInWr7vaWFsRqsVYrMdbrUxqtnGNWd7YLLusbACPUMKG2GChKthOyfRpu4RfQy68U9MQLaDkBPGg8PQzAy69MwDBod6Mo7NN9t8hMW2YT0nFsSGmCKiU5NyHu2jUcTNcpGzALtM5vMICJKQou7CE6n+MNQAS+/waSZ4SbV8DNS7VKQ4BMZ+1rMMvdLdx6P5hHYFHsxPkRskyQ8aAx4fMj+N03mqvcvwOP92p9ezyeTHEoWS3+cQ+IaFnORRqAsc+nJgDnB0j+Qt3mH7F9cgKaiPB3Pj/g//vX7/A6qwU3hICvbgf87qsD3k0Z56XgbpdwN0a8PWl8Ohul4s7ilBlAkjWAiGD1jTsQk+cQ9/cHNUv+5y/3WHLBX745NVCUCWMS4OU+2QasqV6ZgcSaxkSQtiYIGEMwa0wwF0YybutpKcrhDeB+ekAMhJ25oH//swMOHQmDkCKSM1/aL9nSlyJQUzGDuRGHSBhNO1FshVR3cgyE2yHiP/nNO/z56yMmzVvCEAj/wsu99jsoAnvp1nlhiz2zWt+f3Yz4fD/ilAvuzxrH9fn2/VQFp+D1ca64lpsxYbDnptYya0lPoI6VINXlvvKyuHzoJqI+I7vWcznAlS0K7dzqLRD1mFAg3IwD9gbsW1gUJd5dNvgC69aadNcMVQh0X/THBKq5237QU7Fs3Zv7Phuwyi9fEWLNkr6w3ENQYMZFTzZt9XIEkwndIOrm3u5ZSVtp2FihAhQGywxJo+Z2+6VZ2bYEABUv+BAMEWxCz2/h9+21l+AoaXPXuhu4i8VDNH8DBLXS46A1kIvyCcjhJXB6Bznd67lWA1tdVKUJRJ9bCoY0TDrmkPTF4wVPhgr6PgHAwzdaXxn6bmNWa5xe/RR0eLV6zji9UzrLwwslHfHH5mAut3iBBiSrNafJCEmsbx6Pdmu/f9bB5m866f2c63u80Zh7jKqwvPsG2N+A84zy+tegm5cIX/wc5c/+Q+D+N3a9GVi0khV2t5r3zVYZLDuQa1G39HiwftlYppMSqFjREwCglFSAEynaHmjgu2GndKfLGRKTpo/VSfKfbT7lzW8U2d97UX7g9skJaAC4n4qRd2gu8EKC3/tMK1f97IVauX/y63f4y9dHiyXreQRFCWtOr4KIxhQwQIWCvjJGCALg5y92+EdfHyuQSSC4P2fsoiKoAd38fvbqgF/en0Es1S26sMDq7uDlXtHfL/eEzBoDZqud22cdKnBL+6TvlRixinmAbPylCOYieJgn/P/Y+5Ng27bsPA/75pyr2NWpb/3qzJfITCCRAEgQlEhakm05JIcYYTtCDXfshh2mG3a445btjiMU6jhcNB0h923JhWQrSEuyKDIosAAJEEASyPrV9936nmqfXa215pzDjTHnWuuce28SJDIp+4krIvO+c87ea69qzzHGP/7x/89XLXfmFfcPpuxPSq24xwsVw5qf96m9aOn/VpeWRV3gg+o/H0wLmqCBblEX7E0KXqxaPjvfYNG58iiw84HHVw3vHky1QrbaY57XttcDAP3d0bSkLhwvN21P4MrjWpUbKsOI4L3Q2MDEOSRqRTwt1cWpCyHpkSc5UJOsMTXy9OcJDDPuGcrP1y+t5c5c18s2N/6F6+t8vt+kYIeBonDM65KqGAgzi0mlZLI2y7vqFzzLiQpDEjfefB4DurFZq6hBlpe1xvYiLP2x5GM3ijI4a4miAd1aq/PtDFmbAaxzafToutStsxbnHBQloWuRa25G4+zh5sFqEDLGamXZ/30UaEmBzeSiKQdn6Oed88zyaP+S+/BjHWvJ8OsgotIfV3oehnGsdNFzdQpgCv2iBx2zkXaHqWrsdD+phU2IaY5ajNHgAfSKVDFVinGr+x2bbAA9XFyQIO7kxNSFIVDe3PpjG3rHOlesmuVkW8yyeoWApT12UXZ3UQ6KYtbB4kRnkOu5Vq4+twISmpBmwKWawvLlMHfe7zuz8U0ay0pfjK4dqvXNuSqizQ4wqzNiUWlCsjqDdoecPyE8+on2zrNKW65eV2dw/EBhfdA+uKRVr5qiUwWjp6+awG5F7FQ0h67FHtzBLE6Az9T8whWqeBc6wGH2biHLF4qKuBHCee05zhm9zp7I5Qs9rl/Q9pUL0Js28Nm5MqoPUuCLInx5seP+3oRZVXA8LelCZOtlGPFJ9yIvlqWz7E8Kbs01+zpdtywbdeiprM7zvnsyx0e1hXTWc7nz+CD81vtH/KMnS946mHJ/r6bpAjsfqZ0lj4r4qIEjs47zIvj1kznOWl6sGh5d6hcoS5Nm28E2KON8GwZpx9dtglany9YTLja8dzxnr1abR5MSjZvvrwvpK9OQFutJ4bhqvI4YCXx5uWNRFzzYn/SB59FyqwugzTCWVvyr1tPFSJkcoRYTx1sHKt04VLKQ2fY+WYFmMwgvmmiVSVM1m0eU1iYDEA3EWx+4Na+5avR+ltaoDGocKkk/IO76syhj/mapqf33YexsfD3N6N+bW9+KQJO1whoWdUk5Cs76OtOriuVqVuT6s2isoUjHYa1NftJvuM8ykAWzl7cmWeEaXA4aAAvnCNkcA8EnQp62N4TCFRTpmD0Q/FAqu6KgSDPPtiiIaT54uEL9QV2/MKk3KTGk0S2LModvnFR6+Fyl86xhl5nCKeBKxIoQrWPg4Kczy/1EMoycq/MkstHDx6NFVkaBPgzow1BFu1QFJwlJq3PMMQatSFtVOFYN6XZ0vgBBYVjfDJXntXMFbMD4VjXBe+h7FBj6Z/MmdCK6X0iVrVcxD9DPancqNDLeqqnOWftW4exppdW6LWC2rwG6qPVvvfCLGYhmORkAehJdPrR8WD0Kka5xtsIUYHHc97gjqANVtxuq9HzNcgNF9PONoO9rtti3fknZ9WdPQC5hfqTvXT5HGo+EgClbsi+AtQW2nMCtd7H7J5owtDvk6lRZ96HVQOwKPf/Jnj6fJh1znnXvEZ90vlUWpnoDTPVz2r5yAXrZKCliTBLLVc3lTlncT1eNBg1nKIztDSC6pKKVb8YkpEoVw7wuEFQX21m1Yby3mPAX3z/h0cWWf/jlOSfzmg9OZszrAh8iH71cE2Lsx73ylgU9gmif8+nVji5EpqXjdNMwKwvu7qtCWJPY1KBkt2lpuNz6a22sn7UF1BCjdpbHl1tmpWptu6RfPf6OKTnWJphWWeOz0rFNZhUhamJigMttR+cj9/YnNCFyufW9oUUOEjEhBIWFo3mJRCWnrVvPoi57P+W8bdvQc26sMckXO+AF7TcyVNKbVn25c6VbpEo5O3pZa5mUhnXT9SjeePnNW4TeVAMS4jhOnE2eix5Qhjd9JW2q+NTYQL2ZizfAXzlI71qPIVs5qvxpkZl1KLmvdMpq37avv+G5X24MWLE9AS97YPfwXjpyH8L1c2RIEI0xuJRIeq9OPuMERi0itSeZA7NxBYPgyOuO0SjBymh1ZYxNF/V1UrpaMRmnrZ9ostJY6BdKg1D4luBKZfRKxIYWG72eY66mTWIzm+Ty5JvR3/UJ7fvC+ckYIQ99gDFGiVzoz3F7mWDbIgXHpEsdPT05Kler7XZ0TXLgz4hAei2opGY911nfPJtsnNo0xgDYlACk482BMjOMMzlMs3K9PyLKlN5cAREz3YfDe7A+VeEPBOo5Zu+WHsd0T+F5JAm0oPtNaIWI6PvGCZaBnOlnN6ieKNbrdguYqJX5dF8JZ812gND7pCkFZri2uCm4ZbCTGe74Le353/0a4YvvI9srHcnq2jT3rKxuihIzXSDNFo7v45KxRffp94i7K3oPalfpOe7dAgmYu+8ijz9C1ku9dxk9yMkXApN9fQ7rqc5X/wK3r1yAtuZVZiqQVLM8/+CLDcvWc771SthK1aLvMy6FeJ1RWPv5qqEN0quMOWv51XsLbi0GJuFbh1Oeb9Sy0hjD5bbjxaYlRuF027JfFziS1WUie4kxOCOp76sL7KoNvNx0zEqrsLeokEqG6BA436nXc+lMCk76+58Vq7sIy13Hxc5zPAlMK0e37RCBWakQZ0z95y5q1n53v2J/UrBpA0+XjVa5dtAsL6zqln9xvqV2hsIIm05Rgmzf3IZBLvRqN1RhlxuuOX/19y7PGKcVu3RK7Gt9ZFY7SmtZNS1dGCXvovdOLFztWg6nFWs04GRGfOu1ii5S0GpGs9LG0NdhWcAlB2J9npSVvnmNuIiuX0pKBO0B5wp4VpXMqoJXYMbRVhUunZ9Xydmy7Oel9VlUlKHpwjWTjTdt+ghrL5YoFIXFWofPmuz5NSKv/Y5ALnZ1Mfajyrkno4nQtq0ywMO4UhJeu1OjmtrqFJWe+7Im+pbYZYTietpkrOsFUoxLfegb+zYIhSRv4BgV2s4LafB9xmkk9lVvH5RzwI5+CJ5j6Hj8u5gCTf6db1LESEzgLL05mpVGElPYFolhnZbZDFnlR8KW2nsu6mGcR+IQNPrrnq5PUQ2JhnNDthi9VsddoxV7mk+Ou7UmDtlda7vEzA5gfqyB0lVYNwoBh/eUxXz+ROe1bZEqakliIylZiQbqGdKsU6WdzisaemGWcaKTz9cV2rPHaL+33QyfbTIr/0ZilNEII5i3vw2hI253UFTYB79E+PyPtGdcz/RYdqtkhVliDu+CQHj6KXb/NmF1TnjySZprVmMNiUHbA90Os38L+fLHOgtepnZB1+g5lCoTqs9NB5MF7mu/3vtG/6K2r1yAPpqWvZNTlaDSF6uGy13H83WLBe4sapw1tK1mvCXDc1Fby1sHE9oQOd92nG06ZpXVkR1Rv+bf/vyMX7u/z/tHs55EBVp9rFvPi7WOg+Qe6LrpCGKYliqbVzjLfu1YCRzUBcudx0cNSCKRNkQ2bUhB0PTmF2fbNhHc1GHqbK39nXlhuWrCG4O0QeHdysHWR2Z1waIuON96vKjbyaIuqAqbKvmCu3sK4RTWcrnzbFoZDDdE4fYuCFECjdexq1kZ2HQhMbK1qr03rwEdP9LgI2x8YNeFHrrP27xynG8CVhhIbenYvMC6C+z8UO2luDgkWWkMbG9ScrltaZOBR36N0n8GDfB003CM+uFGWft5XayTSlbhTD8iV1gdn5MURA9mqq8cM8z8Br3O/Jpc9et+LYW7Phrn0Opn23Y9FB0TnyInFa/bMmqUiWs6cx2G9uoIgXjlGTHgrLIi4niBlWF87sY7RpWhGXYi+a7deG06LiA5RMXrwXB8ZClJUKGIcQAdwb05gIuoBrZ14LWK0kEMM5B/rB0kHa0dRm9Ix2p0dGroLaZ/X+s8lb8E6XhGCeX118iQKJAY6XH0XhG0gSAKl9YzDZpXL1MgLoZ9ZE3pKEpICkYhbOcYxq18Iog5mCz0iJfPYbKPSTrmEj1y/kTJWa7AGEc8vKd2lSjiQD1L/XyjSUOz1uTDlnqMiVwmQYbjyt+lmAVrzPWcK8YhuegardqLUs0w8l0YX+IxWzt/EcsZ8uRjuuVzZLOG0GqFbIqUVecZ9BpT1jpSdfG8V/kKl8/xH/1BukbZaMXq8bQbpJkQbYGsl9i7H2AWVp8n3yHrS33d/kKTKGNxt975hQqU5O0rF6BLZ/nOvX1+8GzJuvWcb9XX+da84mIXsEZ4tmq0N5mINV70gbKQJDILpqIBqAudKlCFyDTJezY+8vHpmspZ3j6YUjnDJI12LXf6pbTGEFAWcRuUJWuNejGHaDRQFjb1o6Vn74MGgq0PFMYQRSt9Z7S/Piksi7pMVZpjlfri09Ky7sYhOj/xQ41SJV/qLgh16ahaJaKNZ6dFVPXqKll0ulTx5++bQt0yQL6Jie2s4f6iZuPVRrK2lkVVUCYrKSV86Zx5YdUPelJen3+clg4/KblqfD97WBda8VpMz/jOZ+mjXpfsrgVK8ptVBeu2o/NphCuhgj4JmMzKEky6DoVjURe8XG3VwCStFFp9j8bU0jphMUkQxRBFZ62bLuCc6YPu67YYhU3bpZluDeTTqrhGHlOBFHX18t4Pc9rX/9GY8pqPucYoT4lAPu48MqfB+tU35yQAUDWo3Dd+w/lke8nreAMj+HhYuCVqtWIw2CKTl1LgjKP35QDuCsS3xCzq4SoIW66pjvWIgu7LThf6OfVM958DqMSeoSx+lwJe7mnnm5qYxkaG940ry9BybXq9/8/0YCG8YqJhSCSnMgX61/RuM7O72UI1xUz3kqezT5fdQFEiqSI3zSrB6IZekrKo4e7X4eyhJhpFpX/vGv13t0x9cqFXBytqTKF+yObsEXLng74SDOdPtNe8ONZgtr5QZKKaqlZ29Bqwxrrdo3s3bHa4Xzmr9J0G+aLKT2JanuJQdWv2nyrxrE+uhLb4+Cf0rlblVGHorkFcpbKpu5X+vFvr8+8KRQKyyM3qQo/Zt/oMjFEp06m8qCuwGb0oaygq4sVTwOIO7+otFCFePEMuX2AO7/CL3L5yARrgcFry59895mzT8vuPL7mzqAlRDScKa4lBiUd7daHOTamnnA0bQhR2nRo47E/0ElWF7YOAMTBxji8vt7y1r7ORHxzP+fHzlcpnitYtLsHteYmblRoMYiKHlc7R+rQwpC2KKmARItEapsay6QISoyqH+UjRePYnWgXnxfbWvORy2/FsnYUJlIFsrcK8RWKo+ihsWq+jScmgJSby1bpVP2afzJNLa2ljZNdEvAzjRoU1fS0m6BobErY7Kx2z0qmphbvushREpUuVvBW5s3fd3s8YHQ2bV2poYS3s2kDjlf2+7kJfDV8LC0YFTnLf1cfIpgl5CUDS+lFYrRIiehx7k5JZ6Vg1+lw4qwz4PgERSbD1EKTLwib0YLDHDLHBWZi8AdYWEdatOqjpyJgmZpu265XTQoxsmk7lURNb/+b2puq3/5z0//29eV1xl56x1wXpzAKP8Tp5TV55repp93PQrxxIDs4pAKYfi8mE7BJmXIEJncKJ43O1TueHd2uFqI1B2rHF4I3N6YysbNdIFGzh+udUUqvABK8VW4Z/YYBQqwk9xJAr6KJQ+DkmlnV8FWIfonT63ziZybPOxg7Xpte8ToEts5QzJGy1HSGLY+TiaTLcSA+uT9Bq2me/P1dpb1+CnmsOznnLQiJVUuNK1V/fo0+e3GyX4I6J50/gxef0M9HWphlkJYjFdkcvjNKrjWUYy4xQiPT7mK+J0Sq/nGBvv4O0DfLsE31+eoJeYq77lLSE3FZISZZvIZYqrVrOUp86jcTFToNzPl/RtoKxTl/XNZpUxNHkwMh6sp/7TlKfseuwZWrB+RZpG8zB4P1sjEGKknD6CPvPA/Q/3eZsEvZI2st1qnBCHGz98kjRnUXNpLA8udrR+cinZ2sE0zOBC2v6SicvnJPS9paOzsBeXfCd+3tEIo+XDbXT9+wSk9hZM4hrWGUQ35pXPF5u+y9xlNiPTGlfWQVUfNSgXVqVDG18i4+Rk1mNMYa3DiaczCo27YpZETRJAO1HRtiblkRRkhzoAnzZ+BSkHKfrhl0QTOrbnnaBylmOpgW7LmKMqNCK0MOspTO949brls4I/UzwuEjK+gBNgNN1w63FhBCFVavz6Zn5XCebRy9KovJJzat0qlqWg0+AflytcpbSqk92FEUvsl93VgIrbaRNMLkPwmrb0qZnonKWkNbALPoIWoUvJhXbNhBi1vFO65BJgU0MTbpuN1nbOQHKmup6LVRbvfWBaaUa3uOsY4wQ5m3885uCtUh6RvvPefU1PyvQS3r4QlSiHfHGHLgIyA098bwo938fp0+aUWVjjbzZooQQiKHTCjHBmsZaTIyaRBkd/1LoNB/5OJgXuh/o+9QxhmSvGPpjkUbvN9alEa50kw24xRFGhNhsiM1GE4TM7q6SUldQmaGB/JROOPdIM/HrprkDgClAKoWLc5VYTqGqk9xkVKg6w/nZ0rLd9deE4DEyYjvn6n48z1tO9T3Zo9gYeva7GV03CdBuFeIta32/b5GXD5Vsla9P8NAm9y2TjCeuTkf3NF2j/EVLpDgZK4tJBEnPfLNVO8rZEfH0+8pfiKmPHyI9+6MnmsX+0cqJkwmeXt87twmcyq2K74ZkJ91f2a5gOkeKSkfD+veOygah19hGwNRTZLtEZK667LuNHlZR6Uy9G3Fn3kTk+DluX8kALSL8+OWKz043vFy3nK07pqXleFpytvO0Ca7eerVRnBaGNkYWlaPxkUlZUBeWyhnOtx2na1W0KpPgxtG0JAosKnfNHnBSOH717j6X21OWTXJ+Eq3gDuqCOjF6fdTq+q39CbWz/PjFCh91njlJIWCN4Ixl64MGllQFR7Squdh6aqdw99G0Ytvp/PTxrCKK6nU3Xs0ZuqDVt8vM8YwmAefb0AcaY4wSqYzqa59tOirncMlyrnRZMMSwPy3YtPGGM1NeqfXfcXDW+6L/6uwvXLWeRRc437Q9+7v12n8/mVfMqoK6cKwbDYxaeCi5rq/PBNoI0ilh6Eyg8VpR5EC89UrAiwJ7teOgVpvRNpGnysRe3/nYH5+I4AWqdC2cLTmYFZyvtokgJb3FZq60DdqG2HfXFdxy0MvV47CZnrSl558CCSPnplfeQd8OedPycDNe3gzS4yTh5mcMCLm2EoqiUOhbJP07Ipz1nycDCPQGgQ0jaZE3Bgke8YooqCCO9MxgCQEflJAkMabKarSgjrcR09cYgzg3zPZeC6ajqskoectUJcSgcHKlMr2mrDXA+3borxoHhUszeg4kG0ZEILG4swtW9Eo4qmpMvUBWZ0l6M7ll5aBiDYNjEtBpWyzuNphmpXO5k6TPvV0lTe1MCkvB0xajCtBi9k6Q04fJpKIYHLOK8lqyQowIjaIDu7UG6cWxGktUEz3G3UoDUfS6H5f2kRnjpOw0O5GJpD6104Sk29FrcktU0Y/JDNOstXLeXGF8q8SuGBNzXXQEDIEkMqT3ToM86XtirrU20v2RqLPd1g4SntVMpWFj1PMcK5nFISEElJ9QpURyuo97/zvIy4fEJLRiiIQXX6QKXZRAZh3u7vuvfdZ/nttXMkA/vWr49HTD3qTAWMPLdcO61dGSw1rtEd8/nmMNnK1bNj5yMCk5mVU8vWpYjPyVZ6XjzGgwb41wPCuT+EXkm7f3XoEzz7YdpbMsSmgSwcca9VbWcS7tBH54Mqdwlnv7E24tKp4uGz56ecWyCX0QDJIgaDSoW5vGiYKOhO185HCmhLiQSkpj0niULZiVsCkCpdO+eeVKlrtOofyU9AsDi9mIqJKZUVSgi0JdSNKi1tnjiPR97Fdh2L5sQMlGWpVm8lb6ulEmdTArcLnr6KL0sqwuQfPnGxUfmRSWurCsW+19tyPbzPyJJSBWP+dy1/UuWiLC2abjsvGpPwybLrBplZOQvaajaBUO9Brt6s2snxcRtq3nYFbjnMWK9tN7IltqS+h1adm0HYWFxaSmTq0RkxKr8XuiRGKEq21LF7Tf31/JN0TgnJRkXZVM/hrfi1TTvbECH1qGcq19eDOQiwjOORUlAbzvCK1/5fr3EPjrMoY0BysZLg8dMYtXYBJ5K52QjGDgTPC6FpzN6L+vHyeArafat87602+qcKJPfV5FCOLVqf5OSDPLqVI1DCNT9R5sLweoOQf+0EJRYPduQTXp2xeyXSk8mipeVRhMgTokvW+XiGA2MbdXL9Mc7wiqzqNVWThEvO5TWoi1Ig71XDXCT95F1mc6z9smcRTvdVQrsbwltVhAZ97ZrWGz1HMua5UEjUEr3m6kwpa9mVM/mnanyIaxfUUv5QRW5/q6zH4GDYgXz5BqRtxc9eQrbSeUo356klfNX8qcgPQqbHFwnsrwu4j2oPP1KhKfJuloS7vT46umei2tGpL0jaAM662XMF3g3v4mxfF9OL6Pf/4F4eM/hDvvIU8+0TYKEVqLmR/Sff5D7OE97Gzv9c/Zz2H7SgboLy+31IWO6OzVBaU1XGxbNl3kV+5O+eB4lgw0gFv0C+fn5xtt1YRIG4QgkdPkKf1gr1Z1riawVxX82oODa4EcdHH/4mLLXl1yOB1Wu1XjOZgUTCs9llvzulcaAx1HerpqRkFBH+1cKQJgSKQmQ5OCY+Es59uO803HByczTQ5H/cXMGp6WClVn+Uv923Dc15bAVPWa9IttG/t1UZzCwgK0vu2dnXKv25KNIei5Hs0NdaqIQuPTQt/rg1wLTKCQciajFc5yNCvpvGd9Y73NQcg6/fK2kWsa5m0Ulm2g6p2+dGG9agN7k8ikcKnVocecE5FsJOKStrWIchL2olA5R+N9WqP1hT1hLl9UUTi9We2onGFeFX27JR9HFLX6DCaP3pmErNBf0zdtOVT1qmXItdBlU2X/un0oc7xIqmRv/oy8+RAoi4IQAtGH0VW/fizXbgjAGC2QfHyCdGpkYPpjT1tehI253hPJHzLeea7aDMSYWP9libHF4AjVv0VG7x0dbfCJfKTfeeNKDSohVX4ujWZ1O3oJzKLWL0iTxoMyGzwEpFljJ8mx6vI5vZLYbqVEr3qun58JbKGjN5LI0GufuNDvV60WE9x7TbEN1eB2BXL2CHt4X4le0wPi1RlMD6BZpWSg1TlhYzBFDa7UANmlnuzVmbK1261WtZP5wAif7StE/PKhXr5yMoyDgf5bz+H4AWb5ErFpjru/XTldTNe83Q7JiURoRlalKWhLUfds60E3N13vFIBNPVMd7HpGOH2MLE+1PSGin7/e9c+WrWfI4khZ3cm60hTVKPBrFWUffAN3+53+8sann8BkhnVFMi4yGFyPYsSLp/gnH1F9/Tf4RW1fyQDtR5UKwKR03C0mrJrAe0ej4Jy2/NqjacnlruOZDxhMgkoN08r2whonUSHTmyNCoNKWUeQVAY7KqYvR108Gc/IQhZ1Xi8cvzjeICAfTMvkF62ISR/KTRpLUpw8EESaF0/ErFBZ+umy4u6h5ump65vWq8ay7oK5XQXWXityAH23jqixX1LmTFBEdLxIIMUG6pKBkRatJwEeFnrWto/9GoIhqJpFRMWf1+jRBWwlVYVS7e7QyhRhpfeT5umFaOEpr6GKCohlQhbzc6nz68Ld8fir5KX3FkG42ILReAzTo997cuCx5v7oGm1Sdt8yrUp8L6F22ftbWBqHbeQyaPFSlpbCWAotHrinXISEx9uXmLXrlfomQfMuvbxq4bQrSCisL+oxnTfMQI1VZEIL66/6sT4sxqmBJ8LxelXv02z54vPoa4/RZzcfSvy4TgpDR+FMKZBgld+VqbNz/za8LHpks9Di2y1HldvMY8lsyXKCLPM1KZ60lVcOS99sNu4kdtBnyztCqHdjaxigy0O4wm0t9W1GpiEoydKBJHtCZQZxh4QwN2+wMZQY4O88e58O+KQRja/0iri+QGJDjt5AXnyXSV6kJRQrQPXGunGhAbV8m6Dq1LXIy4Xew1nFPk1jM2MQO980gvNKbYaSZ42qi1WrXIqFlPJiniUU+90Qwk9zftvSWnjDse4xS6EODknfUHMPePsa9+yvE5UvMxXOtrDeXmkxYh4wWAmkbaBudDigrzPpCk5DJAlNWOqYXPO7g1vXWVEokxHfKBi+q9JzrZIA0G8KLh/DPA/Q/2XZ/MeGHL65Uwznd6E2r88OT4mYfcNg2nVeoMH0xY4QgkcK6PuhGUULTRy/X3N+v2a8H1q7CtOYVlqyPkVk5jDI9XzV8erYhiBCSQMnteaU96ly6pke8tGlkK40IhWionVWINi1CpTNsusA3bs2Z1QVnm4bW66gWKDmucpFNgondSKkqfxpokM6FZmFUhCOIBpn0qGOiEuv6dTXvSobxJ0wO+qLM7bTwCim4Wp0lnhSO/UnBs67pr5kPkVXr09wxrFpPk5j21pg+8GQryZws5LVyXGzZLKnVf/pwzuOqPc+yF+m4BvlVlODnFJ5tukBIX3ytREESge8ftwla2TddpKx1tvoacGAMZVlgQ6Qute/bBI9EuLn7N4Se0TWOCY3R62V716/hGc6fJyJ0WTHslZ0JMQSVsSStmdcLaF6pbEfnYxjkGm2ufGCA+g0DkzgffA+3jBIqlzS481hO/ltSGzNdYhdn28Q+vbxxfCYzoQ1u7wSDITbDuQ62gunnm5h/ZnWPfx9DgpNRaDjGpA2NKl5NFqnXrExoEz2Sn8txwHUuEcQKDebBvxqobmaR0oLTGWjpGnj6sQbZ3GvdLRXmLSeY4JVw16y1Uk2tBYlBx7HLifa+TdLS7hp9fZc8pctaSVKhG0H2FmZ7+reLp0oyG4CqEX9AhpnwKEP1nFnlrlQf66JS+0mn/XXJCUx6DiS3HvwW//Rj/PlTPQ6XTEnqmfazczIXlBMg9TSJmGzAOaReYI4fJN6NVRvf5Rny6KeEZ5/j7ryLu/cB7vg+4fnnfSvCGBK6kiYH4BoP4hexfSUD9NuHE56vG043Kuxxse0IouYWX15seftw+krvWET43uMlF5uWIBqErAUJwummpXSWeWl5sW7xEb64WPNwueHOrOZgoqSjk1nF/b2KR8uGWakEshzcokR+5/MzomjveL8uaINwvm3ZBWHbeQ6nJdZYaqfVskEVt0QijRe+cWvGy41PEHzEpVEoJVLqLPBeXbBXFzxdbvERJoUGgqZTBrSPQnENFNXNoIuvM4ZFZZmUBctdp97UYvqKUtfb66BqlNQDFXONNNcvkcllaSx4obPEKgRyMqu42LZ0klEFwzw5cDkMjQTaRMoSUUi8uwGz5kQbhp56nVjdXVAtcIPgRWHkmwiItYZJoV+HkErUkM7SABiVHm1DJMTItCr6K7BtPX+CYjpVvbDtlOAn/ZUfnkGMjnK1XpDu1eCsh5JXQJIT1WteI2l/zvaB+bX7gdQfH/+efv/6CumPf8Qie/Xkhh8AQVIlb4tySBJcAd73Y8HkBTYRd4x1UJaDCxUGYwtdrEdB01inFVG7I4YuiZ8kCDSKVoUY+pm8HsJx2NkhtpwouiCoolWei826yzeDc74a+dr0BKZ0mC4F064ZiGPpGkvq05rdUhMX41BzlpYe8hajRKoskGItGE2g8Lvhuo7FXXIvCUmKZnEQE0k+zr3gS/CATRXwenRKaX/Ba/VZzzVBiEEzVus0QcvSoCIgHVKU+t7tWl+fEyk7gVYGFnpGPIwMY1fZ/zlD5UWBvfc13P0PCZ99j7g6V9LX5Qv9LOOgbQbEwTgdx7r8XI+5rNIxJ1JhnmPGaDJy8Tzdp8RrmCyQz/+4lwoWwEz3cIsjJAa6j/6Q7pN/pMS77Uqhc1cSu1aV16o6ycaCO3nrNc/Jz2/7Sgbowlp+8+1Dfvz8it9/dMnhpOQgjRr9/uNLjDW8fTCIZGy7wN/46AU/eakD7rpwBawx1KXOMl7uOh4vtZIrneFs21EYw9PljlvzmrpwfHK24d2DCe8eTni8bAhRmJWOdRv4w8dLrNFgEUUNL7qgPU2INCGybjxi1CpSKzq1tYwRDiZFcmuKbLrQ+1rPS8cmaW3/8PkVD/YnHE4rmpDET0zahyT1qlT9lUa/R5CQKnSNOZgUHM9rdon1XBozClLDehdHxK/8/9Zcr1Lz1jsNpf+FKDQ+Mkv2i/O6YFY5fBSeXG6vC4SgwXzTRWbOsPNCF+O1YJx8NFSzOx9n1MBze15xum3pggbbyhnuzmvqESM9s7G1ODNUSR50iAemb4uEqJrku1ZnskurVWr8k5TRpMQ+CjtRA5CxmUeMQlm4BHv71wZePRpJRaYqkQ3GFyMEgUTU62evU6gdB3ZRYZSb1bPIkJiM69D+BF45qfwiMyzIIhgitqz7USgAW02IZjcoexmLm+4hUcljvSBIUWqwSouqqWfEZpdkQ7VSluATFJ0+M1ekRaFFdO8jDKassQmy7ZOFPIfcbvT9Ls0853PKJ93PKru0OHuFvXNnxqBz07bUfbRbtXTM11sCTI5UJSxGBQKsReLoetVTTU7y55hSD2KsbT16AoaHxg9KYq4aJCnzdYkheU6Xo0Cv56Q5Rp7xTqzybqef70qQoIphSeyD6ULf2zWpsq6gUnlV8V4FUIze00zSGj1U6XNLTSame5rItFutaOsZcvoIe/t9zPEDWL4kzg+ILx7C8jQR9yKoJd4A/wevVfx2nRjcKTjnhMuk5yLD9BKR9QUYi5nM+/aD1DNVIOt2hKsz6BrV5bcKcXN4B7tb65qQIG67mFK89Y1Xvw8/x+0rGaC7EPnJyxV/77MzQhR1kUJZyNMCfvJ8xdsHUw0yInzv8SUPL7dYhJjg5PzF80HYq7Va8smVaVo4BMPFzieDBGGvUpWuLy53/Lm3D3nncEYU4fHljo/O1kwLrSZE1KXpxaplWlpiEshAUr8yRnbGMC3UTatyli4Kbx1MeHbVcjjREbBVE/Ax8nzdcjQtOJwWND7ww2dXPUNZ2cwpO2eo0KyBXVBykQZt7RNr0WE5mVVcmo6zbUuX4N42aLVgrc6H7+JQVRnSCKj+RhfZG7Fa0uf3/tJWpU/zZowmPoWzr6CLhdWgmfuuORaWKUhh6J2tgB4WFrS3e29RJwhdn4FczY8lO4MMo07WWgqnCUhd2ATpG1ofekIYaOK0i693vHrTZtCkIt8PY4fqtSodk7JQlKX1b9pFuoaSjD1Mf6/z/jNjPNV4dD4kAwx9RZnkS733hDeQxa4H5nGozn8YQa/jv+UgI6LVanHd9tAYgy0nBFqtkmMg+hbjClw91YTCOu1ZJ0Z0v8WYxoRQsllo9fgyiQCjASeLXRiHSaNDslsTNhcghlDV2Nk+xlUKOdezVMGjQafNYzl5blpGFZjVKtMn3evMYu52I0JX6oenuWsz2+9/r2IZueWQtixVChowJnvQrtXkwiWCWq+Lnr8cMvxcFGCVpWyMRWYH6tjUOzEZstd1P9Zmkqb0iHCnpLiEVEwXar+YyGNUEyVm1TN1kooRTAqCRa3X5OocTt5WON17esPwotLj9G3qryd4OyWRJrTExz/tz8ce3MG+82148jEhJC3zjKgUSd7U78iz7PoZReIQBAQ3VMv5+YkRpFH4fiRSY7zT9sBuhbRb4sUL3Wep/Wa7d0zcXuEO7wBCvHiu19MVFB98F7s4fOW78/PcvnIBOorw9z8/53mS8ywsPFnueNRXZrrAOQOXjcdHYdV4Op8BzZT8Ra1ovDHc3atpfWTZeJy12OSXbIyOIO1CYNsF6iQBebbp2J/oONbj5S4t+mnfRiFUn+Dc1mo/1SDJo1fU6Qp4ue5Y1AXfubugCeoRfb5TuFsdlpSlvfXC+VaThXUbWLUKl0cR1q2KZ8QoRKOKW1r9ZqhSVc9s6vHenhVMSx3+f7F2XDVqzpGDoglaGRXG9L7Jet2H6rXn4bwmWhk0aN7Zq19pM8QoVNZw2Xg14HAK33sRbi8qHUlaem0DWWWEF4ZeMMUYehEaP+bSpOCfe06ZVZxhbkF75ZXTWWiXxFIwOtfcm0ekYFzaEXOb60H5ZnDOcHEOjtYqomDJo3MwrbLbmQbrLqj949C557qzX4Lbo2SbyevbTf/mfE8KZymKQX3uT8rkHnqfKQlI1XdfnfY93hTO09z8m7bY7Xo2t8SIBO3hmqT+ZFK/OrQ7nWU1yj62k7kaQDSbUWBJhhh5trU/HwPdFsmv7a0ogW1LTLO+BlTGshiWwp4wBvRQeTXDzg+VLJQZzq5MwbkZREry2JhN6l22gGoO54+gmAwOTnrC+ndXKvlpHCgzE12iVp02DplnWQ/nuTjGLI4V2n7xKeIbXby2S7LilyDXYX9ETTT6ylwG+Dk/TF69qa1Z6LXC6H1xhQqkxKD/PdvXJCgR0WT5QpOXrqFHJUbOZ/gOs3eMWRwpDL460zGxetZf+5hHsl58rgS+eqbn0mUjlPRAl7Weq++019xsB0UyY/S6hUSQy0px/UOYnpXMWwhBvc93Gw3OvhlEX4oK/+IR03/h39Akx3eY6V6acf/Fbl+5AH226XixbjicFly1HafrbhDqMLFfUH/ni3O+fmvGoi55sW5pAxiT5DlH+8te0JMUtPrF0Ogz3UZh2QR2foczSbxkxEO7aZxg7XhmNVWFuReSerURhUHfPZjQRGFvUrK5ajjdKKxuLew64ar1yc1KWHeexkcWpVb3s7Kgco6zbcuksCpykipF/WJGLFrVR4TKqohHHo+pCw2O204h3Zy0O6t+wlEiLn2fw+j7DYPzlqS/5RljSee2PynYm1x3s2p95Fmy3QxRWPpIaSPTynE4rTAIT692/bGECGIk6VUPhCtnB5/p8RYSkGBNMp8wimQ4A7su0kXV1S4Kff+q8Ul3PVwbV1I1OMOuUwGZ9CjgrELsOVj31Xxec2VYVxDpfRPaEGg32k5xCUpRqqFeRCFVnUgfZBcTrUpDiHQxQB4vi6/nY2dCWmZy5+dafkbj/NqzrjsBo8lpVVVIjHjfIn1iO+wru1xJNETfYYtyBLFHpEsMgpBkI4UBMhEh7NbKIha17pQIhDW2mmjwd6XC072VY36mR+fT92kzBJ7vjAw3JpPT2g1S1GnBNfrv7FYaxdGRK5POQYqKmOd2y1oVqnICk2d4nVaMpp5qdXb1coCJs3ezJFZjgsL7sSzfKNGp2w6CJK7UIB+j/r2eaVA7uHvNTUluv4+cPYazxwO/wVp6x6n+/A3X1Lryg+yM9lsTnCa7dYKFpSeK6etS62B+iCknyMULfW2zSWx1N+w7xhuM+MTiXr7Q9k4Ieo2MwZQq/StlTXz5hSZ/kxlcbZHpPhLO9Zp0nYqzlJV+/m6NdLvEFpU+OTR2aP1ce0JTsikx6D3OMHhZKYGv0+Bs6hnh7Bnh4gVYy+bv/jXKt75G+fXvajvin8H2lQvQ69b3i5pBF9tsOJMrDh8hGPjpiw3fujNXVbFWF9gcT3PBkB2q1q2ORGmVFdQkwavZxDwF720XeNYGfg16pur7R1O+uNjgg7pY+dQbLo3aFG670AfsiEkOWND4SJsqtk0b1CJRRKFKFG7Xh85QWGiDBqFlqph3PjAtHXtVwQfHcw6nJVe7jj98fEkTs9FEpDCWOulBG6OB/Krx+BhZ7joNiPniGhKBDjYdWK6Ps0UZ/c4MgSl1jjBp5vd4Vl1juYcQeb7aKeLhLM4KtaiS10FdMK8KHl5seq3oXM1HASva+86MfZHr1WYev8q/N4Z+7GvTJgWnXJELNG1MxZD0iED+R9BEoijtK+TNPHudz/t6yEr7GJHrXEpWDDoTHUAXK6P2oEVCEHxKWPJWl6pT3vouoS2OKhHWNk37SnKSvwuk1kI/u52SwddX0K85epPRpaF/W5Q10Xp8m2ZLSQtyDg/WEn1HjIGiSrrrMapaVxYj6QOGLqymcETfaVWeWNr6ZyE2W4xEDaAxXPus/mSzf3FmMus3f/SC8cVJ8G9iJ4t14CpMUWIn81cWYfEtsnw+wMa9JaLKXCqEk8eFUqAIrQqHZJa5K4cKuN1opZsVtbLIR4bqY4TYps/aqJzn4hBz631FG4zRyjTBwKaoMdN9ZLJUiDmE9PyO5n2v3dv0/l5SVLTiTs5Vtp4pEe+tbyKXL5BGjTzodn21Ha/OlEAmMc0p18oqn+1rsG63CWlI7PdygmyWyN4JtCt1tFpfIpMZlBPc0T0FIKwjmg5TzxXqz1KpYRA4kRCQuMMYJULGooRoe0KbRKPJXPryG2vV/UrSOF3wiUhZYE/exrRbTDVFmi325G3i6jIFZ4M9uoeZ7dE9/CmmnlG++83XfG9+/ttXLkDPUrAErf7mleNi1/ULrk7J6Gqy6wLff7ri/aMJk9Ky89KTnwBqpwSg0jnqZMW4qB3nG8+2Cz2rdd2qsYaIMo1/78sLVm3gm7cX3J7X/NKtBR+drmnbgA9K2skuWD9+sX6lb9klxvKu03nr0lmaLnI0rbhqdRSsS9KbSjgTdp1CWSI6VvVy3XI8qzBGe7jOqpxpVu2yRg1DNl2kslCXOsf96HIHBpousO1in7Dk73f+PBgSH90kBRvVsWa4zMOaI1AWhuXOszcp8VF4uW642nVs2+H65aDvLKzbSFGobaTBDA5PactLrzWWSeV0trdV680ijaj5UcTOM+K5PSBi+vEqDMksIwdQwZIQD0MPS2+7OFrihrZF/vnm75zVq2PT8Ur6144CZIyiOuDpgvqg0PFNhbBtL+ygLwyhY9d1FC55aefXjhIgHyLWavLXdtJD9j9rGzPF++BshpGt/BrrCopSiMETx0PomUWc4MMYPK4oNUHJ2c21PjbD56XKefydGCYA0uhWlwIXw3v6C5sQIkYa36/fUmUo6ZjaHZgGmR9eax2ICNJukYtnus9yooFLJJGqjFa420v6wG0dpttqddjrS8ugctYlKFqUyayXIQznQRxOL7QaeCTCyTvYQue24/lT5OplD8+Yg7uKxIloBZ7Z1fmzRyiF9m9HKMLokhA7cBXunW+T5Wnj4V38p3+kfXdbqpvU1YX+XFRKaPcdJlXrxif2tTGqUGZdSkwi4tHev98l4ZOUjISOcPkCO5lh3v425tGPIXjs8T3C00/14CYL7MlbSipbviBuVjBd6Ax2YnlL/0wJ+AbBIg5svafz2tYptO4cppxQfOu3cO9/F5OSvvDoJ/gnnxBPnygpcf8WZrav34nZHt3Dn/zzAP1Pu53MK45mJecbXci6EOj8aEZXlNEcgiI6IUaerVpmleO79/Z4eLFj2XQKdzrLyazkzqLGWsv5pmGXLB3nlaMKQmkNq06r1Wnp1JijsHx+seVwWnIwKfmVu3u8ezjl+arFh8ijqx2rXccffHHBo/MtZWF562jK7f2JLvDGUKDV6rRUsti0srTBcC/1w19Km9SpBka1weBsgqfREa5b87pXPHt21XIwKVi1Kv9pMGy9sEuTCcsmsF/DwaRMPflUpZrr1ziTvbxo71wXBQ0oxqRA0S+w0kOshTXsfGDdaeb6dLll5zXR2KSAH6PoaBhKTNt5zyFlz0Z/XWVaWhLZSkVJqhLKdIxdSohyoBM00Myqgtar8cW19CjFjF5sRaRvXzmr1pXZ/jPH/TGBW0TX+2vMbjEUhaW0aoohZPa3pfHDiFa+jvmnLoReZSyLjPgER1oj1xDdcXDO9+ia6EIU2hiuGXm8KUhba/pRNUnQsTEGk/gX480YHaMyzmG6jtCGPhCICFm72W89UtXJuzlne8O56sMWFHbsq9/R+eSgXtSYbof6ROeeswz7yQFnnGD8rG3sgJR2weqc2Kzh1rvK4l2f64yvT/aXca2zxWWNVFOtErtkZRl3gFVf5dyHrSawSzCzaNDIAURsGlfqMlwPowszZLjGgKuwlcLMsnyJXD5DsrxojHD+GA7uat89zTST7S1jp8dVVuQkQmyhvW0zEhHB6M+bS8KLh0lG1BJ3a0xoYe92/1zFncqZcnAHefEwHaOSBPsgWdSY2YFC1eWE+PwzsIWSz1yZIPQ1+B1iHbJ8iSnfRtot7p1fJjz+CbK90oRmdoA7vqewfkitp24Li0Mkeh3fk6wVPpJkLVQQxR7d0QDtW+z736F4+5uY1DZJD74m1x/8KsXbv8Tmt/+fMNu/NoWAc7Bbv/L9+kVtX7kAbY3hX3zvhB88veSLsw2XTRgqF7nuviTQO1yB4c685slVQ5JYwEdh5/XLISKp+nTc35/gQ+ThcqcLmWQLRt2mpeNs2/Hbn55yOC0prOGbtxd849acT882LLctf+MHL1g3nrq0bBrP979c8sGdwHu3FzgEayy3ZhW/fGcPawwP9qecbdRPuE4M79NNx/G0pAkR51IP1eaKUVnGJ7OKLy+3FAbWnWeelKzWracVDRSFNcwrx65LFbULFG6wyhNSsp+uXJ4DDu2Y1ZyupyR7QhkUplSXeyBpdUGlMxuvyUwcaZZrUpDkL1FCW1VYtZPk1eCsxwMWw729CRhD5yMv103vIKZ2jxoYs6OYNeBTxarwtlbL1z5gXOAlmDW7Y1WpR9/4+ErSEAVaP3h8u0JbI8YYisIRY1QDEq4H2ZwqDJUbvS81cA09eDM8PWyvLCKGXvM7B1oR6XkSBnDODUE5EZ9yxS0xJpb1q0HaGIc3gZ1kFMVQEHt1OVDSlzGZnR0hO0TlvgBahdl6pqSjHJTzOFWC6iVDyteCM9crcpHEoi41eL5mM+NK+/qVg9ARr05x8yMkyXXiG3oJ026ns8DWKsms2ehx2fT+VuF4JgutHH2XEgGFpCU/XKHVnkY/3nUz20vnlUleSfVMli+Qsu4rXGOs7vPymX5Ol8w7MmlNL6RC+cYN170oFJbOEHJOBtqG+Nn3YLqvJiJXZ5j5gVaZEpO+9QyRU9Wxzs+TVxKXKWtV97IWszhUQZrsXpXEPiQhMJKSGdltVCCl3RIe/ZToHMXX/yxIpOta7OJIYequIb54qFyGZos8+ulAEuzbHpp4GFdon79r9DimexS33sEe3f2ZAdaUNcXd9winTwayGCDbNe7Wg38mwRm+ggEatIL84GTBj5+v2J8UPF42uCh0MvQADQMT93Ba4mPkP/zBU9VttiqfOSstq8az3HY9szekRaNw6o71Yq0swewlfTgpWbeB5c7rSJRTR6o/eHxJdzfy6fmGF8uGXRtYJIGTwkLphC9ebrh3NKVylrowbEPk0XLHO4dT9uqCb91e8Pn5lk0XqJzjg6OSXQjs0mz1rUXNJI1lxSgsm45Hyy0G7StvkiJX1iePqeqdlK5nYQcRXqxbypGXsyNN5abv9N6kZNOpw1SvEpbeH40ufPnxNSnqhij4aJgUKhiy84ONofZIk863gIiylKvCYp1qqt9aVKxbTwxDCyJDyQq76yKrs+uOo1nF5bbDp+CyqAuapEfeEtUf2+hnTwr1Avch9kGysJocJIuCdD7ZEzym5E7/x+hZAq4dn5Bmp1PVaI1hOinpfHyl6s3vHX/1fRQkZH/mn/HQp3X1Rn7x2vcFUYUwl8bHnHMUzvWLTte2o+SKXi5UROjahqIoccX1paPzakJCErUJQMBSE/trBCDRJ7a23udrwht9JhSw1URZ3G2yWbQuCZpEDJn885oEJc/7jVW4TKFHlCVfRTR49kSp9Ezl4CuiLkjtRivk/LcsS5kvaNcO+yiqgbCVnapy/zX9nW43guBzcnAzIKcvUv93+msC034cS1JAFRENIO3uep9WAkgaQxLTFxnqdJX0xWPqG2+WDFro6X7EgJhaRYbSCJWcPVFhEJOerNl+EkZZI7srYJh9FuugmGBvvQ27KyR44uVLZcFHnypciLMDFQNpd2kMqyCuzrH7t6CqCZ//EcV3/iXs/i1kt0KKivD4Y6TZkCcfemOMm+2MGBGbnNZcSfntv4CtJq8+M2/Y7K23aD7+Y+TZQ0w9xc4W2Mmc6oPv/In38afdvpIBGmC56zDGcjx3nG46SgtnWx2L6lmt6buwajxXOw8WupCWYgvPVy17dcGLdcu37iz48HjO3/78DGc8s9JxMCmprOGzEJmVjjuLmtpZPj3fYC00IfL5xRaRiI/Cctdxe17z5flWlbQYvp82zcM2bWA614XEGcMXF1vONi1/5q1DjmYVh1N148qwZ0j7/fGLK0qnrOzSGC7aVqHc0vFyrQvuxBl2PnK2TYIQqcJyPrJXGdbJmlIA5wHSjG1aj3SO2PSiJzLah9GXAxm80y0zoC0Kw3ob6YLh6bJhF0I/Gx4j15ZbLRyEvVqz10lZcHdvwvNV01et+fq51GtugjBNa+ysKrDAxU5DbIjJPSppVTZe0YbjWdn32n3KUhQav774W2uosqCJcUrES+2Om0Hx+n9oX7uTwHxSMq1U0z0WkeW2pXCOEKWfN7+5CRBD7BOdobq+zti+GZzz794U1HPioNfwekXcBzYRJeL0v9Zr532H9532tZPwR9Ple5nG2ETbSp0kjXZIlpOC4AfoViP/cLDRE3ee6Ipk5pCq2xghsb9FwnB5xxlNDtoiCkUWVRL/iBoEjLrbgUnVcJoXt4Uyr/uMRFQpyhZDpds1Q/WXPyMEhYzbHWItRK9mFCOylFodZqJX+mZY188Bv5LO5V+9MqaWxD+albLkMzHL2DRSpb1xqlp7z7nHnQNYri67BqoZLI70Nq8v6Z3Dhouo6Euane6fCd9pP7molOh3+mVCFnJV7LRaTfwDuzigeP9Xwbe0f/zbmmwVFUSXkpUA68vEahcde5vvg7HI1Wk/Vuc//n3ixTPi5QsN5IkUJ3kKYLqnyVCTEo6YyF8RiA3Rbinf/dY1xvubNhGhe/IZu+//fbovPwbiSPTEUn/3L6qO9z+j7SsZoNVmsOVHz5ZEUcvAwhpcmoUVlAhUpAVn06mQgxK49BFVWFyh0fePZrx7MOF3H12ybj3PVwqf3l3UOGv45bt7NF6VwZrO00ahtlbVuCDZTMK61XGDaVkg0mCt7StCiWpr6JwlRA3ARap2rxrP6brhzp4yYYvRquus4WhW8a07e3x+sWXTaXW4qIv+3EMUhUmtox01PMvCpflgw7LxtEHNQWBoCTgj4DRZyK5Mmy5QpEBWWG0FRGE092z6SjT/yqAjaTYIx7OC0lr1nF53FC7PnqdetUvynM6xqIee6cFU7TJ3fiBpFSbJoaJVXOkMkpKWs00a50nBonKWWZmgQPS6VEXBvDY8vtz2s+AxtTNMSkh6OMso2W5/WlFYQ11Gzlc7TfqgT2TGgTS9DWtt4giY9IzSJwPWqQb5uAIfd2Ej9H7Lzug9H49+3YzBWRL1TwLCmZTkmdTvHjty3eBI608hm7kkTk7XYYpKk8Z8sul9GqTTUyBCP4scR0eWCFVadmfCUgoGuSLKPekxFG1datWG/nivEcJ8p1ByOdXnzzl9f5d7welzJY0xMcoQjbJ/QTCbCyVCxahVZ1H2hCYwKlsZRfvTuzViVe1M+6tqh4hVchSuHHrVPWErn48BccMc73CD9DirKVRTZU1vljA70H8hvUerXuqZHtf2anjIhjum1bTfwfKFukblYzHJoCMrgJl096sJMcHOWDcaTUsB1kwSG7MYnKqSU5TZv4WtaoJvkctnuj+jqnDUM+1DV1MsVhnyCSlRkltH9+JL2F0NQiGhQ06f6LlWM002vKRxOx3TkqJErs6VnGj1UhofsfOjPxEs3T38Cbsf/h7+9CliLbJO2uVlBaFj+/u/jTQ7Fv+Vv8yr/u4//+0rF6BFhN//8pL/5EfPWHcRg0KnmyCUSf9Zg7VWm00QpoVKQPbuUVFogn5njAjP1g3/r+8/4/3jGW8fTNkkfe/zbce//LUT3j2aEaJqdnchUjw3PL7aElCikzW6ltRJIvTB8YSHZxtCCjQhqpnH3cMJZWF7r+e8WQNXbeAoxHT8lotty09frlm1geNZydeP53z33n4ySYDPzze8WF8fu8nFwazUyeT9umCboOpNF3uzjB6BAzpJrOy0X4zpyXWFNUxLx8XW91WzER21IjGX81ciiHqiO6M9VYNhf1Kw3Pmk0KbmE0Gy/7RWuQ8vtuzXBbcWdZ8ElYmVnn2Ys8LXsy4QljsypF46Q+ksIdJXqa01TEpFKEIMNF0gRp13RkCs9MWLoOzwaaUQ+LRy7NXDTO+kdOxNKy43zdAn5NWqNVerPu3Yh8im6eh8pEXJiDdZ2ONtECzRtkNVqF2kT9D3zUhsrWqpN53vWzLX66Ph54xgBB+IdrDXTF+mfp/6XIyxkdH5+RZDkXqK2muUBInYtB8TfR8mxjaNPd7SM+3zAxivP4zGXP9sm7K6QOo/vubaiegoU5HISL7Vuby8f++R7Mk8vjikCny3UYUsU4AkEYyA/mwT2S0mhmU7EgExJo0i6TiQzkWjn9movaUez1iMxKUqFJAMpafAV09huk8/Jy0RU021imw3iXRmVRkrCYnoeQ1yqhgzzF9HBu/l7BHtyhR8h0UgWqf2jMuXyWLTaGCc7mO6Fpns9aiAqSdIGnEzi0P1257uEZsN/kd/L4m7FBqIRdJ1ddpqsC65UV3pqBQoQuBKTerWS2JRQ7vDTPcG17KyUnZ912riUZYqTWoKfV3oMIXgHnxIePkYabaYepB4fuVxCYH24z9WQpvIoP+d4ClT1QjQfvzHdN/8M1R3337jvn5e21cuQF9sO/7hlxcA3FvUXGxbdt0IUkMXpHnpmBQq15mlHLUCgJacfCp5auIs561nueuYp7nceVVwse0S4UiroHt72t+oneXzyw2NjzquI2AwLGrV5a4Kx3ffO+Anj1dcbBR+fnA05YN7i74SOds2zK8sXoSrxvNipQF5UlpqZ3i8bHof5pfrhkfLLX/pvRP2kwDIrXnNs1TpixmCmVZweh0mpWVWOU5XzeDipZdAR4PSdzkmJC2TtyQRwfYrx7oL12wPhVzxJXNBY0b9TFFFtJjGqTA9m1xQRbDOx1wT4UyksgXLZphXLixENJj5mK0utVrU4K9+0zH93qWWZNIwYNOGvs3RhUiQDh8iPqN8KTjn3DgkCL+wNiGB16PhvC7Ydr4nuuUWYx9O0n8EEVof6Hxg3XT04LiAT5B9Rm8Ke11fO6aXJmFEtTRNGtzjrbC2D+DOOWqg6d7gVEU+Fz1pAVyuCIxJ56MsfT2Qob843Oy8mEeceDpbaIWUvk9iDKX4dJopeclQrzEpwGUcPv8+96TH1/nV4KvKX8mIot289jVZdlRAe8o+q4PlajtDHaPgn39OSQWbiz4IDZlXqrZFj0Eh12pACIxVGLRrwVTD3CFG+6Rdk4LPOEEJSQDEJQnU1J9OHsgmE6wWJ9Bs9d64QueeMTprnfrTxhXqP71bDfdNRkiDcSngSl95iy00uMeIhLYPULJ7oiS3PCMuHul2+uxIxMz2da45Q9yg89JXZ/h2g4SgwT97UPvUtmg1gZG9I+jWyi+YzmFzpX9zBWY6R0KHRI88+VgTEgMUNdZYreybRqHuagJNg8gGpvvaa/YGuzjCzRbE1aVW4j8rQHeNkhTn+8N9jTIshiJ6LoB//Ok/D9D/NNuzqyYZEJgk0atBVseFsk2gZdMG5lXF2wdTzjYt89Ky6QImyUYWRo0jnFUSUeE8y8Zz/8bn3ZzLBbizN+EbJwu+//wqyUxaSmfYdpFJoTKXv/XOEb98b48fP18jRoltWfhEK0B4dLWjHkHel7uO2pV8fKEeeYdTfVhEhNUu8KPnK37r3SMA9uqC9w5nfH6xwQJbH6md5WCiMPFerT7LF9uOTfpbSIprPTwtev0k18JGodgg8NZ+zb29mt99ePFKJ60PymZYZl16UYxq1zkpXJpJVkLYVZJdHV/NrY+sW8+8LrhKiZRzlomFy65LsWHkSAMYYzGJORyFvqc+PsbWR024rSYIm3b41J5JDomjID05zRdaudeF7Q09jFHy4KpJM6CjYiyHP9DEyFrDctP00PEoJ1LTD6MOatbaZGt5fRO92bSdp0jWpsrU1n2FGCkKtUbtvO/PfXxvzPi/R5D2tcQjkY/0/Cy9XOT4SGR4rd5flb6NZLtVy3RSUrgpod0St5lNnN8rWvUYp31iY5EuBb6bEIQtuAb7uiyjefPJy1c97z8OlWPw9KNU4y0GrSbHn5t66K8lceVmv4QUtAbVrP6zM3vcjfrVJtsTJvEQmyD3bFZhHMwOtdLMsHMMWsU3Gw2g8wNYHMH2CtPu1NvYGO09WzX6kVYlPM3eMTI/hKsz/ZmIxJV+lu/oPadtkUw+SqiSXGbXqCiKz25bgpkfarUtgtldKQksRuxsX9XVli+TjGlAVhdgLbJZqUezK9XycXM1JF8mXd/lGXLnXcxupXlPobKnZv8Ee3yf8MUPhyq2rGG7gq4j3v8Qzp7CRCVYEdQFa7uC1SUheIwtCBenhPUKO51hyn8MQcwVSNfiL8+wKaj398+qLrwtC0Uv/hltX7kAXVhDVQzM4lwtKZlJK8Y8UvT+sdpO7nxgUhUcRjjfKoN5r3JYYziZVxxMC16sm2uLWO47nsyqa5+fF8U/89YBn59vUgAXLrZea5VoeblqqazqPlelZd0GfCIqjZemGIRNVGUwXcDhfJs9q6VXJzPGUFr1mR5v9/cn3JpXLHeey13HqvUYDMdThbbXbWDZBvbrQt+/7siUoDbq+jdzpKRGCWdRYL9y3FlMeLlpEaS3PBxXjhmwUP1v0mKvyc/lzrMrtELcnxRUVpOMcUjK+1m1gWmlfanKah9bvy/6inGfNIiKz4yTizyznLfcbkBUA9sH6cdy+5Zd2gQVjbExEARCZ9h2O5w1zErLrb0p1ugoV+dVrKYQeunWvI/SqK2mMbBL1ayzw6hTTP3ivWml/e8QXkF0x5sXKBgC83gee+qcss99HPW+6ZXDYBg1NNkpyly3Au0hbqPHKKla6vWU5fpzqvdLcBKoygLryn6faYcDXI0Zsj9E52TLpEVtUtMQo0E4eyLn6jX3QHv7RDSwQaq8x5KW6T+txfRynzcP2qicqEQYjW4ZwPjd63v4feZlNWBkWDi0ug9jk9vTDuZH2hNenatGdrtNMLvT+d18Tphk0rHVSjRmg4guAxypnxoxZ48wt99FXnyOST7Uxhh495exrlS1teTaFZ58pIlPc9WTnCSR4wzoZ6ReO9M93INvED7+g2ThWKvYiE3wt28wR3cVet5tcG9/Sz2gmy04pzrlvlP4OQYosixrofD15XqUyIwTPA8vH8HJA+xEK+hoTpOKm+kvOTEkx6qU4KwvwHe4k7f0O3D+DDNZQDVBLs+IqyvsYh8mE0y7JYaOsF2l6vjVLayXbH73bxJWV/jLlwmFmCK7NSYo/8CWNcaV2Nke5VsfvHY/P+/tKxegHxxMmRSWw0nBeRqP2nQBg+HOrNS+sNcZ3O89XrJpVWpzXjoWdcHhpEwGGJFS4HzTYY3ONteFZbnTvlEU+JW7i14EZOcDf/RkyaPLHSLCnYVWyX/0dMnLtephO6uV9OGk4Ecvrnj/aJbsEk2vZ10YbXNZwLlsFSms04iUBg3NQpeNssknpVPjCPfqklI6y/Gs5GBa9MxvgMttyydnGyRJofpkiKHrj84EV86yqBx1WXA0K9mvCwprebba8cnZmnUblHNDxBo7yKQKmJHYhR6Hktt8YpZWzlJYVSzz1tDdLNDSOh6icLbpetetkDLwGGMfnPs5dzRI5c+NImoOktb3eWEpk7wqJLg1Q6+jNX28BQYhEpuqShFh00Uu1g3HCyXumYS0ZBLYtul6bW4dYRr2n6+TKpkNAbHzgbIsmNok8elfraLz1qbEQpHi1HYQ3Ye1g/Y2aJDOs8wuZYExJTllURDSfPNN+U8zqq6NcUTHEJDGNytvMRDahmg95WRUZWS7v6yH2he9BjeZY53TVkLUMS1JZCY3PyDGoPCudUi3Q0xy5RKh9//ts6sbx2SNQp8tg4JX/5IRchBUxEPSTLSJXj/zlS09lEmMg+O3tZrcLhNj2mOCUVjaONVznh8TN0uFlENmpAfyLDC59+u1Os3Oc31/PooG7DYbX4A9eoC5/42BCV1Ne1lSNzvQdtbDH2BCp8iHK5JiVwMhJTlVmUatvBpeGINcnWowzbrjZYVptmA8kOw/qyl2/xbF27+E3H1PjS22K3XsKiq6P/pbGFsMPINqqi5XN9sj1+5FRFYXSIzYg1vI8rRP0Ew9g+1K56tdqa2DlPDZWw8ws33Co4+TWplFdq1C350nXuqMtt2/hT15gP/sh5S3Hrzy8TF4Vv/5X8W/fIypJrjju8TdBrNZUX7tO8SrCz2WssbO9qi+9isUt1/dzy9i+8oF6Fnl+Je/fov//JNTjDGcbzvaELkzr3n7aML5puWnLxu6RGLJC3yT3KpKp0IaB1OtKk83Lc+uGmal5cNbc05mJSezituLCaum4x98cU7tLE+utuy6yN5E9YNPNx3LxvNr9/f5+w/PcdYyKx37k4LLbYdNx9akediQWcOF7VWqlEWtYcSioinWaK/RJ9h762NfsX1wvHjlelw1no9P16xajyVV1bOKHz1fqZSlNayalq3XSrN2pue7FAbWPnJ3v+Brx3OcNfz05Yo2CNNENOt8YOsVQgsq9dH3g3Nf/2BaMCstp5sOZy3zSg091kmHvGtigmxTsL0ZLEUNQ6wxtB2Uaa0XFKZG5LoaVz4Ga5iX2pOeVUWyshyqW2sNJXaQbWVAMPOWg3+/GQ3s1qhz2FEK2s4MtpFdiASGQNeEiJAUwdKHjI0tcgKx7VRzvcjjXLyaMDB6D5KD/YAq5MRkrHU+FjTRql3NNwa50yHA3WRxE4IG+PReW0zwzXaAjzN0MrpXEjy+2VFOpikxiNfINvlCmqJUUlnw2ne1rj9vJKo8aFbKEiH6HdYNbR0JW62aJd/50QUzqPKUtcSuHR3f+EX9kUC3JWMIZvSXV+9AOofpPqZZw/ocM2afk69HhN2GKM+UZNW7Y8V086I+6G0AIuIqfY1PM9/GDOxshTs0kVidElZnFMcPNPi9but20KyRok6jTalXbguYOA147U4RAGPh6gwpJtjsmbxbJZ3rlCQkhTFpd5iiwj1QD2RT1rjb7w6XtlNS1TUgqsgI441reQ1NAYqSuFniJjPM4V1MoaNY4hs9julCg7Rv0+ic1f776gIJHluUxKYhri6IbQfGacEehbg8p5gfXJPNHQ5D2Pzu36T94idKDmu2yNrjDk+wt96iOLnL7F//C/iXTxDf4faPsft/Mkb4z2P7ygVogLcOp/ybv/aAl2v1i52Wjo9ernm63HFpOqaFZc/p+JKIqOpTYoi1IVI5y3KnvaHSWVofWXeRH79Y82Ld8t0Hhzy9uuT5qqFyClE/XTZ8/dasXxj3atcH4KNp1ZO3YAi+VztPE9R8Qv2GI40fglWbLC0hQ8jCtLBUTiU9Fd6MrIP2o882nk/PNrx9MKF0Gnj+6OkyuSPBqvX84NkVlbPs1455VRAFnq/0ixhFA0jlTGJVG+ZVyYcnc6xVUtWq8UxSC2FSWNbOUsM1x6vCwvFUZ0grjdQ0QYPopFBS3VUTKKwh0HNN9RgyrCW5WDEcziqiwKrpUg9bLTkxBp/XL+ih6qwg5ozhzn7N1S7Q+qA97pT05BnyHMi7MEh6jrcx1ByAQhKaKtd1suuyYNMps7r1Ud2n8ndYNLlyxlAWqnQG9K2BTEgTdL7cR+n103sd8ddsORkZYqoQQqQqXY8q59+PNb9FBuGRGLRvnYPwTUKZ7lOrH+f0dUVVE32aSb6p5Zyq2+hbuq2AhOuvcWmUiIj4jtisk2KYubboqdlDS/RdfxMkxkFLJKQxLJvmg33SKDcGjMWUNcY3yjTutmT4+vqNTRcv2xPK60bTRg9AhqQnc8z+Lbh4MgiRpPlbvcgCeLVezJ8rMKR6aX9RIXxx5WClmMlgKDFpSK70yIxEePkQObx7zcxDJL3PFvTEuNc8zxSV9rrXZzqKla9v2RBDmp1OBC5jLeIVmzJH93D3v47dv9Xbgb5ypcoae/cDwhffV2Z4hvszUz74G+BLwu73jzVJigEzmVP/yl/CTBbI+oL2J79L99H3IGzJlp4SvCISkznF0W3C2TNktyVulsS2hSgIyoI3bURo6T77Mbz3TZWSHV23cPGS7ukXitDstkSJmKomXLxUxrdETFlR3n/vtef8i96+kgEaFNq9vz+QAv7sO4c0PvB/+f0vqQrbk2uyFLNEEDPIU4YodBG8xN6qcVE7dl3gj58sqQvLWwfqaZyJfo+WO/Ymg9+uNbrg1oVj0/k+GbZGK9u+ShINiJY0n22T/GJarF2ywWyjjm2dzCpO5hWtD5xvO7Y+cnuhQ/ifnm043bT8xoMDnq8aJAprH7X/bHSBvth5DBXTqkjSn2rpF9CKNPtaNz5yd68ayUJev8bW6Az2xbbDB/XDblJpu2wCdxY17x/N1Pc6RGUZi7DtQj+PHkUobIK7PX2f2qYKXKKwaTxtUvnK3KkoaVzODMlBtshcVAVBIk2IbJI3dhvUcMRaw625Vv/rZDyyPynYdZr5hxjp4qC1PY6PQi5+9Dlx1nC18ywSmfBgWnG5zTwAc02VzkjyDw8DDG/SPLMx+fM0K1GDDlhMKrat1xGwvNc3ZO5ZUc0gdJ3HpV406Zzon+sbARjwPlAU7tUANnaLSuzqrusoygJCSP3b0c6Sq5AYIEaib5Nc6Og1PXM5/5jsBnMMy7BAUL4ESeEshqD6yzZJjY4h09zPzlvyLZboleHd979vVnBWjzkGhaRzj7RHFEbBsZ7qiNH8EFvP1Ws6/208H6xnlfYTU3yP6Xfp3uWRKhRZ0YeiS/KZpZLCQje6/vn4k4nIdkk8f4I7eVuTrKuXyMuHKUA7OLoHriR6r/yBrlURENJ4VrtFiinEjYp8FCnJiHEwwxBtHxhnoZxj92/jjv/xsG7x4Z9BdlfI2VPERIWoQ4fYRbLmlFFWqS0IU1TY43uwvaL85p/vR6HM/gnFe79K+9PvQeE0kS0qpFCLSWst1Ye/gZkfsv29v048f5FiviVrrEuasVfDk5b24+9Tf+O7/fGGy1PibkPcrvUznSOulcVuF5eUD/5iupWR9vHnNA8/BhHqdz+kevDeoOP9C9q+sgH6dVtebCNKVGp97rnp753Nnsl5wdPACNpDdcbQibDzHtUU1r/Vhe3FIxofFf5NsOvRrGJSOv7Tn77AR5Xk3HVaPQrSB8IuWREKwgQVUQkiTAqbKjWtmk0K7l0Ubs8rfIT9umSSTBDKxIh+vtpxuesIoqzpKHpsiAbpF+umlwQNoutCiFpZtl6DYWV1VC0zekunc8+tj1SFnrsz2lZ4sDfjIiULdVJJ2/rIZ+cbvnF7gTWGRVXw0an2roUcmA2dRDadMsUdGrxCBGcFsZarVklT/TUDghisJCERRy/IMikc2873QiMXm45V47mzmHCyuK4kNCn1mq0b1TgvneqCLxvfO3XdBDmFoSc9sbBqWtoQOJ5VlM6yV5dI7BJ5Dxqvx56Dfba/1OVax8AMXCNpgSY/VVlQFo6z1fZaojA+lv6/bxyvSEYMHIRTAAEAAElEQVRe5Prv0+vNjf3EGK/B4teCczo+jMVIJIaIS1W0WiJqTyQz/vsRIWTIqPrSN/+s41h9IpAhc0hiIqTKKyW7zhGjg+gRUjLRO1iNko4YNMi0+Szzhcnl5I27mfuwPQHuNcHZOZgdYA8G/WYltAExa2yPq2OTKvl0Hcbkt/5zLeCGwFjWeiygfXO7D1fPGYJzOi5jVGDk/AlycAfZrYlPP9EebD1TOPjlQ5gewLNPlZTW7ABRS8faK3JTT0D8UA0bh7Q7nSkuRtfIqrxofPkQuf0O5meoaIkItiipfvVf0d705Qsoa8S3hMefErerhKiktkQ1U8/sZgfrS9y9r706pywRs3esDPKyojf2sFZ1zoHy/ge0B7cIywskXEDGDINP6IjD7R/hTu7SfPYDzOIQQofbO0KMJV6eYfeOkHXmEhiF0qcLyvvvISKs//Dvsvv4h9h0fO3jz5h88C3mf+Yv/ULh7v9SBehJoeIk62Q/GSWNUyQCEpB6vho8tDrTft5+5ZJRhSOJXPabQsYqCepDpDWGVes5mdUcTUt+78sL3jqoEVHSmTOkgOAU5o2RVRuStrOhaQN/9OiMq63ncF7x9t0FJ4uKw6kKe2y6wMZHljtP5SxvHQyQU0zQ+e89uqQwcNWE/vcuBThrlaV9tfPsTRyxi2w8HNRqSZlHqUzp+N7TKxa144OjuY5uHc346OWqJ1oJOo42KQs2Vw2ltX11O02ja6vGs1eruUcQ7W3vggp2GCNUuUJHNPCaHGyybQmJkZ9/l1p0UZjUJT5VKJo8BNqob3BW+89dFJ5e7bg9V8SjToYh/XNR6qx1FNGs3Bp2WeFtdJ8LrtVB7DrBWlGPaGM5mJVUhcNa3yc1khIioJ/9Lqze/xDzPQGJKlii67BQlQMMZ9O55i0vCPk4Mryf++Og/ejMDieTyEbnkurH/m9xHLzyd2JUHkvqLSra5HU+Nf8iBcJXhEx6BbB4/ULmBc06nY29Cf0Ko9+Nd1dgJzNd4K1TE4ssFBJC35g3uRwXSdVtyBfnepA2Vitt36HNltekMcZo5dzutMrNAa2c6Hk16wQrx+EzUzKjlVynsp9tlp9MwbyYQF1D0wCZrU56fTmwvMMIKcjnZfTY4/Il8ewxIoMmvrFORT2efYrMDuDqFBJLns2VjijN9m7sNyV0XTN8pkSkS+9xBcwP6X70O7h3fxl3fP/a+8KLL4lPkz723jHF29/CnbwFJ2/1rzHzY7rNJbHdgenATLSyXi+xx/dwH/wa7vY7N44pEleXSIatuzWmKLD1DAmR3R/9XZqffo/qa79CFEP59jfwTz4jXJ0pAx1JeZ9BOk/35HPi+oqw3fXXy+6fKNPfGNg/RrpGRViqGnf7bcAQLk5pPvkxxdHg5GVnC5rPfsLka9+mOLr1yrP689r+SxWgowirnVZL68bTBSGI9jMXk4q6sNyaV9SFI0hkufXsQmRaaEbWReHuQt2jgigRbK9Sucx5VbA3Ufbj5+cbrZii8A+/vKD1gaM0jnW+6agKpz6RkPqMWbTDcr7c8eOHlz18e3HVcLrc8V/77j0MCs0WdvA0BmWlT9OCfr7Rcaq7exWLqmTTbVi16vkccxIu4BCCRHx01M5SWli1kWlpidb0icq29dTO8sPnV/zqvX2mpePbd/e43HZ0UZhXBSEEfvBsydmmo7B6HtPScjitMKKjStsucL5tqZ1hk3qKISZI10QsthcZMWZAMwpjaFM7QoDKaaCWqLyBwoJEy3xa9IIjSqBLlo5GZ7eVb6BICKgG9zzpfDtrOJqWCtWP5sDz1q+JRkem/CjexIS2rNqOae2oC8f+tGK5a9X8IyUYbhQ8NaCq33TfGjV6T6IIVeGoCqcKb7sutUJ6ABhk0D+3hl4NLL9qkBOV0bEPvxuf1yt9i/6Pw3uH709MCpARGblUaZVqhsCby/n8e+v6Kjv/PQuN9H3baxfbgBgN3tZhilJ7rEblHE0Jsd2qDWGCYnvi1c3NWLR5c/Ns8vFZzOIElk8ZbgbDaxNzWe0YRwEaUvXshxuYz5cITitU0BluKSfaN80GFdHDeqfB23dKiHIVOItpm2Q/+bpz0cAlzRrz9OOkMW40Wdk70YrYd9qn9cnu0iXVsuR5ju8S9O8QE1QGtWv666EtB0nnpiiAeA/VlPDwh9j9k77yDs8+JXz+A5jMYLqHbJZ0P/odyl/+i9jZnh62MRR33kF+6c/R/uF/1ut5i3fgPe7u+xR333vl1rU//Ud0X/wofX4a+aqmdJenxPUVpl4g5y9oH/4Ut3eIPblH+c43MOfP8Y8+Ju5UvcwuDqGe4J8/grKiPDjpJxv8i0d63BKh2WowrybIesP2B3+Af/EUd3DcJ9z9rUj/7S9O/3mA/tNuMQqPl1v+1kcv+f7jS9qgVZWzhllh8SmY/rd/9T7OWu4sau7t13xxvuVvffSCL863CIFJ4Xi6apgkXPKzdYOIErS+cXvBd+7t8R//8DnrRiHcdev54nzHoi76AF0Xlt1OYabDaaEmGlsdAbkzL/n+x2cUTh2ZuiBUpeFq2/GHn57zq18/prSGg0nRE83qwvFs3bKoC63Qdx2TwrJIpgz396Z8dLrWyhVDINJKslYE9mvH/qTkbNNBp1Dwi3U7ENeCVtzeC89XDe8dzfpA46Nwtt7x6Kpl1fi+2h16pi2zqqAubBrJkhTYIxaDTdqiEg3GCS7pc4sM8D+kgJb26PIXS4TaGboI01JnypVYZftZydYLlZOeaGWA0jmi6OhWXRbqaoVW0XcKR+MDL1cRkdC3N9qQlMlScnNtE9T/2SgLu86tBmvxRCbW0Yg+Dzk45hYKYvr5aCVyGeaTsq/ut41PCZmFYuQFDRSFun3FqMSw4TgyAS72xZwWdoK5GZ/SpimL9GzpoWd741UiKfYOwdkYo32+HEAF7XtCEvsYqlUlHSnsKF2W5xx9Tv+Z/c7VdlKzOOxkof3oZqPB2SWt69Ho1/VTTJ+fhU6MSRWsGf7WbjXoThY64zsOzMZAPcv5Av3MNSDL51pVW/UaJqbZbElJh28xRaGwsgTNHbbrIYnJhKkYk+HGVpnkwapISDHRHrF1ClvnJMcYrbrbBk4eqAFJstOUq1NkfqQ/26QWVpRqpmHSt8gWup/ZoSqNRa8B2SdFLiRZY6a2Q76oq1PCZKbV62aJ2b+FxEB49BFMF6pCBqqxvV0Rnn2K/WDo9YpEtazcO9YEotkg1mGP7hLOnmrlOjKziOsl/sufYPeOsIsDwtkz4vqScPqM2DYw2yeurhJr3OBPn+F8h7nzDm7viNZWxLABicSLM5V17VpMWdF88gPKO29R7B9hZnvE0+fE3S55lVvCVhXQXFnRPf6S9svPoSoo9o/wVxeI97jZXCH96h9vwPGn2b7yAfrlquE//uEzPnqx4nzbsW5VECRXGdYY6sSWfblq+de+fReAHzxd8jc/esnZuuUqkZSOZhUTZ7jYdBzOSn7p1oIuaqX94fGMHz9f8eXlpidtFlart8tdy929ioNpycGk5DJV8YeTsvdvVkvFCTHoqNa2i30lOKsLzlctrVfdcEFlMW/NKvbqgqdXDevkzVxaw/39SX9+VfKO3rT65fOSZqytvvZs56kKRxdjUsfS6zbOFjuv/eunqx0Hk5LPz9fsgi5wlzvVe66dCgsE0Zpxl0aG2hD5+FT7vOtOWanOpjEpSSqISco4SrJ7FCEa7YEb45iVQhuTBrcBV1jmzvHW/pRJ6Vi3Xj2xE/Pc9PoOCpnn+9wjq8bgERofKKrhK2DNEDDTRXjFxIK+vWF6MLRg4Desdx0X26b3GDcoE30cQF1KZMrC9vcJY/prYlKAjTmoGkPhXD9eV1jLPKE1IipYs2tV9Un790NwNgwF3puK5XxumbCWj2cMB+vvLTISA+kTKKNNH2MMrqyICSqVvMjn3ql/g5rX6Ope23IPuqxwaf7V79awWSLOacDv/ZzfdHJCr2ndi5uY/qIYa1Qms57BZE8rZa967mqOoT1Uk8Q7AB0J2+UEQStiiWYIoM5pYHUVvT1ls9bjKIqREYjRkaiyhulCzysnQPsncBGSl7UMSIOIJqCTuaqATfd0ZKrdpePaohV8TT9vnbV6SZA/qNKYBDAFsrnU5MuVqcof99Tp2dNcviAujvFPPoHHH2vPu2uwk9n1S15WyPqi/zFulnQ/+gf4Jx8jXdsTshCIywtMPSVsV7iiUnTFWuJK369QtKW4/RZycp/20x9oNX15PiiupX2JgNs7wlQV0rVa6QNhc6VJjjH9M9U9+gzjCsLpMyRE3OEJcX2Fv7wgbte4xQFEwTdXxNUSaRuax1/iJnOMcxqkD44oTu694bn7+Wxf6QDtQ+Svfv8pIUZ2PnI4VUnGNghlWiybRGqaV47PzzeICL//8IJ/9/e/ZNUFpsWwwJ9tWuaV49a8Yt0GLncdtxfaW/74dMMPnl+xa6MaH0Rhk1SvAL73eMk7BxOO5jV7dUlVWJ2PNY7ffOeQLy+2bNqAGFjuPC4xm60xNF3g9v6E0hl2Xqh85HhacTAp++rwbNPgU2bQeQ22eVtUqta16iLzYujLZpLU6aZRowYDZ+umh8IFhdFPNw0+CrPg+N2H5zhruLOoE6SsPdgQhb26wEfYdhqAqhQgXqwaDdxpv6ruJclDWahT3xmkd76rjHYFMUrempRqKBGEJERTMq+VMR/jUDlVzqrAS7r2MUGxhTP9+NrP2lR6VM0xQiL15c7k9W2ATDOhzaIualmAJAdzCXoOtdNAFhKMHqOw8T7B/Oaam1TuvptxTWhMgrTpg3PIFTSmJ/wJKtBSOJfGpkaz34bXEs7yp+TAnqtbY921PrZxuccg/eJ4TXmsKBMDOdA7NIHC4r658aFmeND6yzqqnqNAWao3dLMdVKpCgC7R36yF8Po7pBVjmXo6FchWK9ls05jnjW0aUQopIGZCV2hVQWu2j1mcDElrdrKq5+p17DuFiHPPe3GsFfFupWQtV2gvOHQJdk7nfM2ty/QjUno/BNm/hZw/1WMr6mGOsFSyXA+517NkRuGUNT070AAZfYKu0f9OfXNTz5AXXyg8XlRJXazQ882GGuMnIwY9hxjg8pnKdpaVVuzLF8Rq0pOnJEZkc4XJ/ecYaH/4O1q97p0Qn3w8WG1WE00MNlfs/vBvYV2FNBvs/jH2+L5eheAJq6X2t+uJOkxtkyNYJhkCvVJa8FRv/TJu7w+IXYuEiOx2/bOmeVeBSKR7/hh/cUr1ztcpDm8hvmPzw+8hTQPOIV1HXF/pZ8aIdJ4QlgqnL/awkyntsy+ZvPfha569n8/2pwrQxpj/NfA/Al6kX/0vReT/nf72vwD+h2gD6H8mIv/Jn+az/mm2hxdbXqwapqWjCYFJYTmYVrxct31Saa1hf1oyLVQC9P/z4+f8Rz98xjr1LHcpAZ6WChGtdp6TWUVpDZc7z+1FnQRDPFe7Lqk4qeJVr0CFfqeeLBt++d6Cb9454XBa9v1LYwzvH8348fMr7t2a8dGXS+qpZo4hRnZd4JsP9vna0YwvLrccTkpOZiU+Kkt600XmpcUZFf/40emKD4/net4+Mqscv/Fgn7//5QXWwIFV8tJl4+l8wAvcnlcaMDrBx0gXTRq/Eoyz1IXleFrx9GpHF2DbeS622sePAk0QwlZnzG2CfCtn03pi8ZmZm9aYvARk6U2L9nbz9diblFTJv/rWYsJRspp8tmo4bzyrnVpL3l4oS/4yEf9UhtOxbQPRKPzdpIQlQ9Y+xv66rluPT3ake3XBpHTUheFyO4ifXIvQZhyah81i2GYiUP57bkui/fQ6zZ1vdvpshDSGY8TgRbBGq3pn7ciYZFQkpAynLApEhG2rRh8hZVTGQOGstmTzcVllpvc95UT+Mulv4540DJ+V/8P0J6LvVdUvZW7LK0xvJdu4ekb0nQp4WNSOcrt69QuaM7bXlvamD5QSI7I+J4PxGuDSF9gUSXUqKYWZ1GeNUWGixVGCxrWSY3ul/d3RLCwi4AO0K/qeOWkfXQOLW9fHaWya67XJ/3h9mX7voF7Q+z2nvrwah9gbATminhsJUi4TqSxvUbRPWxTQiiYORYVZHGlQvXiGtA2EgFyd6fFbtN2wOk+Vt4H5viYKbQrURYVsl8h2PcDgviV7OPcjYL32+XB/JAZMNVFHqtUFpiihmiLnT5GTtwi7FfLykSZjXUOzXmKP7hG3K9ziiGg16JEJe8FrNVqUxM9/iPnar2EWh8TtmvDp90Ei7Sc/SNfWIqeNVt8hs+4l9fRTohajSnR6j9k7Ij7+DNmulURH7r97wlahb9lucPM9ioNjvS1FiSmr/tjCbquwd0I73PEJxEixf0T1zteI67USxf5/NUCn7f8gIv/b8S+MMb8M/HeBXwEeAH/dGPNLImPF+1/stm49f+37T/n8bENdWK52nk0TdJRG1I0pRmHmDG0XOJxoH/nf/0dPmFeulwC1aMXXdELhIsHApvXqHx0jZ5uW1kfePz7gcLLjSbtl20XV4NYVEWPgYFKxbjwv155/IfWjx8qc86rg67cW/LkPTnj3cMo//OSci03LfFLyG1875mCvZloVnMy0cr5qAsYYmi5yULu+OjwsrGpdd569ScmdRc3bBxMqZ7k9r3o28NPljtYHtonxtGo8D/an+BjTfDDMyoKLXcfEGY4nVW/44KP2cI0xTBys07rjRZXHrDFMCw3qXRJbyUtw5UaiIOmX/ShZgvqjCMum4+6iZlLqDPmq8VxuO5qgUD6dkve6EHn3aMos3TNndB916XrC2rxSSdEuCj6kmWxneLHW+du6MHRGZ5orl+4Zo9CTi7r83zeic5V9xlMw7ad+RihEjWHd+F6cZCBhmX7fBti2gRCUlStR9bRl5J9clQp1tz70QivG5IqaXsIzIwjWmhSkNXmpCkfTagVzMzhf24wKTZj+RhlcUfTkNL/bvPqeGHQxNBZXVlBWRN8R292rgiYiA/z95oPATObE3YoxPEtMwS6PKFmjv8tENeugtJj5sULjoMdVThTOzaM0eZ7aldCsRjfXDP2B0Klv8XQv7UeQZpNY3VdKIMu64UXZV4XXYOV8h/tnJw+/pWuQNbqrifZhU9DsbRVHlbusLzBHD/Szli+JoYMmMb5dBedPU6IwU9MJV+C+/meQrkOWL5HNBSJGofa2UYtIKQZ4PhtpZB5JCtjiCkV1glcDDlcgu1aDdj0lLs+Izz4he2aH06eEs6fw5Y9TIK4w9WR0DxP7froPy/OeDGiMwUxmxBgIq6UyrDNXITl7UYbkR53gNrGYvQOQSPn2h7ij2yrokhyyzNWloj9FhZnMcIcnmBgpH7yPvzhTx60kvlQc3cI/f5ygvqg9uKDHaqzTpKlr6VeIcaL3C9h+URD3fwv4d0WkAT41xnwE/Bbw935Bn/fK9tsfv2TXBSalY1JYKmf5/HyTiELaa/UC206Vu7Zd5LOzNVGEvbLEmg5P6smJvpagxKWzjaooTcuCs1XLpHJ8cDxjllyzgkjvqCVRmJTJh9oZTtfNG495Uuhs9Yf39/ngzh6fnG7IOg91Uje7s6j5C+8dI8Dn52seXW6vQbciqkzmrOPPvX14bf/vHEz4w8dLLrbqE52lkUtnWLWBx1c73jucMi0LHi93tIl81Hjh+brl1qzsyVAWdczKCUgC6RTadjrfPCks7cjhSdf6FCicVpVlylJKZ5POdpqHNqYnXW1a1VJvQxxZPqpndhcip5uWO4sag/bma6PH3AUNygYl5+1NCs43HXt1oXPTksl8g/HE1mvv21lHZSUxsV8pohlH6WnlErNbrr1uvKlAiGVSWQgDRN27RpGU3AxJ19wgVpPAWVlgk7KYTRWZTz7jeg+lvw8xqu951nCnj0WGulK51LqqaDv/2gA9rtgNUBSD/7WIqNZ2z8hOV8aY1A8WQtdRVDo7H5oNsck91J+Rm/c94fGBpMU3B6loRkzBYtifQW0Qi4m+zlplek/mmCpJjTZrdVUKXeove5XUzAzt3gs5XYBMKMtVb7KplOiR55+qBWUEiAmyTu/zRl9b1MPv8myzK+gXExyDfl5KFIpaTRlcxNz7EFNOCE9+ohlX9rs2RtneF8o4l/kBXLygN/rodqnHioqTVBNku8J/8ofYd3+F4uu/Tnj2GfH0MXL+hMz8pyjVSSwz4aPRQJgTKFdiTILVjel78YoUCDRbRWmme5iyRpZnmhBN5vpMAuHllxQPPlSFsO1K9znd72Fpu3dI5i3E7Yq42xDOnlJ88B2y5Wn76FNYpwq6qJTTYMDYAuM95de/Q/nW1zDWUtx7l91nP+5Z89K2SNdh2oYuCJP3PmT+G3+R7vkTNt/7uzp/XZTYosQdHGPqCWH3FDEFrlYPh7BeYZyjODjW49xtmXzwzTc/1z+H7ecRoP+nxpj/PvB7wP9cRM6Bt4DfGb3my/S7VzZjzF8B/grAu++++3M4HIUwf/x8xd29CdYYHi13KXDpQnN7UbPtPLPa0Xm4NS/Zn5T8nU/OlA1s1GXp5artvYkNyYHIqG73/YMJh3XJslWY96//9CXzymEt7Jc6rwwDatV0QZnbN9yv8hZFmebrJvDZ2YY7i4p3jyc8WbbsfKBwhrcOJnz7zl5fxSzSmFBMjdJNqyYgXRRmZcdVmj8GeL7a8aPna0KEdTtYMGbJ0MJqQNx2EZ9UuO7tVb3Xso+Rh5c7KqefHSBpl6uAybwseovGRe242CmUZRhY1M5AApsorEqWTquC822L99JXhPoZwrpVx60iqZv5VAXC0LoUhJfrVkVY8r0yWkFm1rOQdK59SAIkGviMGUamDPQBr4sgEqhLlwhtA5fgZnAGuNzqdZhVjvCGfmgQIEZ2SZBlHBz7eeWUnPQB0hj1vRVhUrz+q6rjWqYP9PmEC2spE+HNYHrXM1BouygcIYR+Rnu89QQzc/08Q9f2FbKYUZ9SIpIYbiGmmdzglW1rSPDpdTj82jaGpRngeooqwfoJco12NPCdvljlRPW8Y8RUE+z+rRRYEyzbbpH1mb4nQ7muGlXwUQNbFizRC5/en7KbpHktl89hk8Us9EIpKGi1vxvDQDjLTle+VUJbVSPtZoDk261+WbLfs3MaSEwimG0uB+tHY+lFT1LFLcUElme6n3zT+oCaYNk27V8i8dmn+MsXmOMHIEHJZbv1kBhlHe4mvb+eko06TD1HnNXLsVn2z5pIxMSYZtkVIib/tyu1yp3McQd3iOdPiZcvcEd38NsrpGuR8xcJ8bCwfwuCp3v8qc5Kd4q8+MefUL71dWXENxttZVSqIW6y45dz1L/068z/wn+zb0UUt+7rPS0L5OoiUSoE6QI2BPWUnu9Tf+0AO1+w++j7xM2KyS99h72/9K+x/f4/ZFuUtI8+J2AIbUtsLjDGEnZbYrNj/1/8r1M9+PnErDdt/9gAbYz568DrqGr/K+D/CPxb6Dfv3wL+d8D/gFdAQOAN304R+XeAfwfgN3/zN38W3vUn3jIiYgzc3atZ1AVPl1uWu45FXfDhrTk/ebmidjp+8fSq4cvLHZ1XKb1nq5a9WnuRO6+HtFc79iaFGluIcHtWcbrtQGBWWpwR1o1aHboiBTwfKS14UVLQybTkG7fmiWym40fpGvC7X5zzw2cromiC8PBixxcXwmFd8OHxnD/7zmE/qtWFyJcXW56vNGAuG99XjyKCA6aF43e/POcvvncCwA+eragLnbmGAVJ1Rkljgh7zzgdWbWCerCX3Kqe96uQVXRcFD/YnNCFyuVWYu04VfIjCwaRgWjqWTaeEKbTwmZQWHwSXUInGB6wtOJg4zjbQjwGJVput6Fo8r5TIs2kDQQQrQ+DIa3o0qp+eq9KLdF+qQqvNKNCGwLLRefAu2P7916tirv2+S77RIimAJ+Z714MCw/93QX2mMYbCJBvMlETo5ckCLNpayZ8rDIWhMFhzXjuW11S6hVOY2yCp/ab7zYYZhdNBuiFJUWGcbANZOJeQ2DexqlPV33U4pzBeDB0iJiWdKa1JfVXts+oRxy7NDBsGRtrNvMUkyBet1oy1GpDylxergTMHYkh95kSkMlZtDiVCiFrhzQ6QZq0zwRKHytgWqSeLBqL8GeV8YDlP9mB7eR12F4HJHraaKgt4c5mCeILAEyPdoC0z5oc9WYv5MZw91mpbIlLN4OAerM7o/anzBZGgZCZKZYfncbftFQOMqku12lbu1CdaRk9vz/5L18ZoZZyNLsxkT6/N1TmyWyNti3Gloj4xYOoZ5vA+8eoU4xzGVdofTyIe1jpkdqgwdrtLn2pg7wTOnmIWB2pc4Vsd28rXr6ywh7exRnAHdzD1jLDd6bUMXoOtGGR5gV9dEZudJiuVpTi8hX/2kN36Crc4QJpGj7eaqqJZpz1pt39M/Sv/Apvv/x6y3VDce5u42+Bme/jLMyR5Q2u1rvfXX57hT59T3r5Hde8dqnvXRVLKu2/BwTF+1+DPlWJl9w70u7N/gp3t4fYP/4uX+hSRf/VPsiNjzP8J+Kvpxy+B8Rm/DTz+Jz66f8qtdJYPby/4+OWKW3MN0O+fzHl81XBvb4JJJKnWR16uGrZdxFmdd3VWA875NkOLwkFd9NXqvcOKLy93bFMPMAuEWGuZVWo7WTrHpFJYcdsFui7ijEp0/j++95iqsBzPKn7r3UN+9cEB55uO3/3ivK8QGz8EPwS+92TJT16u+Te/e582RP7mxy/Zpr75JM0Yb71CnqoRPuFgUiVS1Q6L4XzbglH1sPxdzjVQYTS4ltbShpgMHzwXuy4ZXChTujKGe4uasrDMRAPHsgnqgS0wrwsWlXpni8DdeYm1hiZAjJGVeBKwQOn0/V+c79ivCjZefXmbLhDEUBRqkzktlVF9FRWCi0JSf0MdmYxKdl4b+RHVNLcxQ8cpkEYl/OYxJ7lRIYJW+bmXqwQu0n7zKwyFVRZ8/jlvrY+UhaFOkHQI4ZoJh019zXGcyq2BTJYbfZDCswiFe7XPVRWqtR1iTH1owVhD5VQXPERl2Ofdea+OXVUxBGkY/v4Kwiy6zxACseswxD6wDcqaQu5Py0h3Oo6YwP0s9DjwmZQeugqSPYpk72NTDAIZ/UVKs4Up+BhnMdUMM11orxGFkmV3hWyWiCsU9o1RHafq2agnPDpBW4Ckz3WlBul2wyCa77C33u2fqWFkbLg/ZHPTtD+p5hroN5/pLPPiGDAYr7O75s77yNUZ8vQnesOLUqFdiRq864XCxFenut8YgQ5cqaS8EIZz6UfWhDSozSArapHNMsFjJXL6SK/78hSzOIZ4BW16vvdO1ACESPlLv0l88gnx6qwXghER2DuhfPANuHyO7N3S3xuH7TbI7bd0fMqg5LMBggEfkKtzTFlTfuu36J49VKOVEPWYmxYz3wcM8epcE4LJHLt/Qvf8kTaNmg3ROWh3mKmOl+UkwR3fwVRTVr/913TsrChon3yh92j/GDl7oRalkJ4d7XWHqwsdT3vDZoyh++IT6nc+IK5XmL2jnhci7RZ3+D7bn/wxs2/+6hv38fPY/rQs7vsi8iT9+N8B/jj9938I/J+NMf97lCT2DeAf/Gk+6590+5e+fsKLVcOzqx1ZYelX7+/T+ohPAXDdero0DdImJu+0tEQx1M5wd1Hy4HDKrotMSsfepGTXpgA3nkRIMO7bBxM+ernmbNdyMi2Zl45JoUpjz1fqCb1XFwTR0aO/8+kZs6rg5bpl20X2J451G5OGNprpRTXHuNp5/r0/+JJOtPosnbKT9ycld+ZazX9wPNNqNq26zhouty2PrhqWyYVq5/OCDmASg1mr53cOJ6pkZQ3P1m2CR4XGS9/7zP1uY1RnvHKBk3nF5U49m1eNapzfWVRqwABMLXx5qbPB81Jh1y6oJGlEq7xHlxu+uGj64ujrx3PeOpiAyUSvAh+6VMlqNVo7QxuFaeFoukCb2Mxd6ht34dpN0qIiuTb17OEb1WqUvjbUeXFjcIWhtLYn2OWK1iY4WvIbQEVXChiEtrQzreNfSmoL6bqWicSWA2ab5BezoYWgwipVMQToKELnwzU/Z0nHYhP833Ze0YZ8PimZEgn95/VP7hsxq3QCKShrv3L04nGV2ZtDjP82Ovv+x1x1ky6QQo1uuoe/Ok2oVxwFQjsEROfAOEw9xU33RpVLRqGiBmiXeuYpoAoG0241YGcN53xuSYWLegLeqy50WQ0jV/vHg3iGceSetPQ3PF0b0BGly2epXx71eGOAbgPzQ6ScYDaXmKP7SiQzhTo0xS5B7ikpKCfEq1N9b1HpMYukf6HvjV+7eelf61J/WJDdJo0hWSWDba/0nKb7WOewx/eRo3vE9QXF/a9rUFwcYaoJoawJ3/sb6gtdlJj5IYIhPv4Ye/9Duh/+Pe3rYzB336P85p+n+/Hf1z5OOQHT6vFOFmojefaE+s/+N7DTBeHp58TlGaZWD2sxIOtLKCe4ozs6u+wc4eoc2h12/xh8S3H3Pbr6KXJ1TvXOh3rOxhHXl/irK8pb95WBDdjZgu7lU0yz02QniLYZRKDQayRtizs8edPDr1c1ajsHGJ63jPwYi4xMbH5R25+2B/2/Mcb8OnrInwH/YwAR+b4x5v8K/ABlQ/xP/lkyuAEWdcG/8Sv3eHiuPq8ni5q3DqY8vdrxn/7wWYKXnSpcpcrMR2HTxuSLXFAVjr/0tVt87/GS5a7jx8+u2HaBo2nBw4uN9jonBdZqtXc8q5jXygzeeWUvH04LLradVq7TkohW+NYYVk3gB8+uemvBbad2jj4Oddmui6p7bYSLJjKvbK9W1Xh9/V6l6lj9FxitiC93yn5uk8dwSBC42lim47Aq1nBrVnE4Kfn8fItzuWLQXlMQldi0xrBufVIt02v11sGE94/n7Lz2i3ddwC65FlR8FLokJGLTCJEXSVW88PBiw6dnW/bqgiolHh+9XHFrXnJvf8rOa+tgWloOJoV6KRgSeiGcb7t+XrkLoRdjiTL0c0U0YcmktBy7LSlbjoNFXwbAq8IyGwmZGIRpaRU9acI4tmPR62Ms7E9K1q3HiC6mpRt6wKWzWNSkpbBDsFQbTMvepCKkIFAkrfZeVjAENo1nPB/trGFWl2Rxk6b1hKgTCAG0uLS5BRFpO09VlT8rMqdzZQRL52A7wgt6iPo1QbuHbrlR6eUqb/RBMRDbDSaO9KgZ3bS8o6RtbazrF0vVtlaLRknHY6zR3zWboXL3abQnE6BygLZOBT3anapb+dSLtk6r8+nhcJw+6UEnw5D+rEeHKHn8Jy/mmcy2XSn8LYK0W+KLz3V/ZZL5TAxuykp3lBnhZRIbya2ErD6WVcV6BTerM9kYmB8o4/z55zr+FbrB1xlge0V4+im4Qnu4rsBYd11fe3WBnavK1vh5iFdnyBc/wB7cguKBfu5uTXj8U8rv/EuEs/+7/m5+gJ0uFBUQRVHcg68jEmkff0pcnoO50BbFdAHTOWyuKD78LuHZQ9g70vljBNM1CpFPF1T33qPdrgkXL/u5a7s4xHaxD855s5MZdr6Pv7pQ5bWuVbh9Okc2Kybf/DXcXM8vtg1htcRO57jprH+2Jl/7Jtsffg+3d5CkRSfQ7HAHx8T1ktmv/3l+0dufKkCLyH/vZ/zt3wb+7T/N/v9pt7N1y1/74yc8utxhgJN5xV/+zn2cNbx1MMVay9G05KoxbBptKNq8CIjQRKiCMK8L1o1nUVl+9HTDqgk4a/j0LI+YKFT+3vGMW/OKs23H105mtEn8RAQ+O9twsVXW97YLdFdqDVlYw6br+OnzFcfzkph6p/FGMeIMrNshtymsZdvpGFSIWiVOC8u0dKy7kOAy4YuLbaoYdSyqt1NMaJgA1qi/dBPUWvP7z69UsxqtQCpnqZxQW8OteU3jVfDFGt3XnUXNO4f6QE8KHf/ZdZ6rJiBRmCUhEZ8g8AwX+17AReHnLy8b6sIlxydJQdTxx0+uqEu1mQuph3u/Kri7N+kh48tty+mm7avhjDxr8TeEFGOgMJncoq9VERrDoi4437SJTGX6fr6PMppHVn/nWV0QRNiZ0CcFJrcA0Z59XWpyJ6Jyr7supoRA37A/rRBg02QdZ91mVUFZWMq+Kz1sIUautm0yGKEnfvkgtD6k8Snta1qjCltj8ll6XPEhIK2kXnh85XPylovcHqrO15RRfH1jkDf9uV771es6/ZLsJrPhhDGpd9yml1n92TqMRGxW84qBuL7oGdZA75JkfCJOWYvp/AB3ZYJZhojrmZKc2h1IxLhE9JosYP/Otf6ibJdIUWBmh4NgSh/o03UKSe8aMzCvBZUQ9R6ZTHVmOfeHjUlkrIQajIRK9HgLraJjUNZ5FK2CC/SzxnaUZgt7JxS33yaGQKgmsD4fxqd6vkBMOt91rw/uv/wx9tbbSvIincv4VqUtbtdDYuFKhabn+8Tz5xTvCe7Ou3RffgTbNWG7wc4PsIuDvlre/uHfJrx4RDZVER+Rqwts1+IOb1F98Musn3xG94/+LrFVPoKdLijuvacH4AqKO28z+fafxbgCO9+Desryr/8HI+Ka0L14Qvf0S8x0jj28pe2BrkWaHeI7yvvvsP9f/cu0z59w/jf/Gs2nP8FOZhQHR0w+/DbYgt0nPyJ6Fa4xRYFfXhCbBlNVmL1DJnfuM/vWd9/w/P/8tq+ckpgPkf/b73/Jpg3cXWhWddV4/r1/+JC/8pe+xlXj+f2H5+x8YFoWtGkhdimxF6NSjKUzLHcdv/3JKbWzPFu1NJ1Pfbwhg19UJRfblrcPJ/wrXzvhh8+W/O1Hy6T6FamcVk0+Knmr85Gnl6ps44NC1ACXm46AEoqspHlWNFCQ5ognpcOiFXDuXYYIp5uW33z7kG/c2eOL8w3PV6qlfTytWXeeKKEXRSlSQzSkzygLh5fIy02r7l09rEkihmlgnDaeeeX49Qf7VM6pMlYxLGA7r2hA4yMxCs9WHdXOs185LprQjyHRdtiU2ATUDMMHYVoqgOqjsKgLrAlcNaHvy88Ky6xynG46jmZVjyK0PrJIVW6Iem0yEa20pmdqF4Z+dt2iLQwRw7wu1Nyj0n+zy5lP0qkhqimHT3yDunBUcxVjWebK3ehzUzvL/qQiK3xFEaZlwaSEzuvcelW4noleOkuX2Ocq+/l6womIsG26a9C3oIHZWkPT+sGpzAznnF+r5DGLHVW2xg4rcJ+0vPrBw3/m147/3lfYZvSK/KO58a782eMqW7NFsRZbVoNJQ4Ivc/9U2+URM5n1Y0Rxc6kMaWMH4QrfQlTBmszKNlnABBISH1KVnODzbqtQq6SgaRPDOnQaQNotvcUhSXAEUiAuIDRJJCTtM48qSdTKvN0liLqB0GpfeHaosHFW+0IwIWDufwirC+LuKgm/G3XS2q2Vte3QPnWbEIFRP5xqit07xtx+H7s6JWR9blsoiU3SBcgLgQiETiFghHjxFLs4Jpw/RZqtWkDW8wGtaHfI6gwJqVoVgeVL3O23EWOQ9ZKwPFfJ0aIE5/AXz+HiJfVv/quE5SnNj/4BYqwWAEGTUxEItqU6uUf75ce0n3+k4kjTfeJmRdxuaB5+TP3Bt5HtmuL2A6r3v3WtTVPefZvu+SPc/hHdi6e0T7/UUavbD4htiz/7GDubY+tJYm8f0D19xNl/8h/QvXiCnc6Juw1Ns6N59DlmumD6tV/CYWhePKF9/Iji6DbOOiXz+cD027/+C9fhhq9ggH54vuV803Jvf9L/bn9S8nS54+OXK77/9Ip55VTu0xrmleNq5wlRKywrsJjoUD6iVeK2C3Re9aavWk/odPWLIlzuOr7z4IC7i5rfe3jBP/jiPM0KK5GodYaDpLm9TL3lzFguk9LW7XnN6brl5bqlTB7JqmmtAbiwwv60ZL8uebluMKJ9AxENuIcJOn/7YMrJrOLf/6PH7LrIs7AjpGBBAkYt+gVdFJbS2kSI89QWRAxlqrjHWtnGCJtOR06Uff4qaenhxZbWR+aVY1Y6Nq1XDkAXWdSOaVmw6wJdRAlHqLLXonIcTAvWTaAudf5ZyWeew2mlDk9RaIOhDCpyctWozWau6AR6P+x161FuswZ2RT5VavPB/oTzbUcbIps09hZFiGUiXBl13VKpTkmBVmHovbpkMdGvizGGo1nNtFSEJYqaliwmGkwudypek7dpWbCoi1fGlpy1uOofzwKNojPdfRcD+niX2wX+Rr/dWUMIY4vJkTtVOoy+fy7DHPi1zYAhkY7MdftJRsdwLThDj2YMQTpXy/Lqa63RKlocJo0qiQjGRpgudFEU0V5oEoWQGNQfOEbt8YpoL3d8YKG9SRQZjiV2YBN8nJCcXhs7X4iLpwp5Bz8ct6QK1rqBDR7aoV9iHMhuOOXsEOWcejhLUEUv4zD7J7B/W5MMUV6Iu/UO3H4Pni6I508VOVidDtB5HgsTEGLfzlKow+qM89kTTDXJEJLe917He3QZRFW3zMFt2FzR/vT3Me0ueVE7ZXo3G8ziUDk8zRopphjT9n15CR7/8gnu8BZhc6Wn+uBrxOUp/vJc++BY2h/8LtuLl4TVpc4u56TJKWJguhbmB6z/9n9E3KyU1Oa9fk4IyGZFePmUyTd/nck3f2NoC8WIf/FEuQMC3YvHtE8eQqd+7v7jHxG3a2xZY6d7TN7/BgDd2Qsu/sZf1b/N5tgEj/sr7Wfb3Y7dswX4QPPkS+JqyeTdDylP1LUqbNcs//5vM3nng//iWdz//7ZtuzA8uKNNgN/59Iy/8+kpVoRdEHadS6IZutj/8r099YG2SsCZVVopbjvtNwbR72I0okIbEdZN5Olyx6bp+PGLDZXTxXyvNjy9arEpyGFNknfUrLG2lllpudh2LJuO41nFplVhlTJV3Y1Xs4l//Vt3uDWv+Duf/H/Z+7Nn27LsvA/7zTlXt/vT3/7e7CszqwpVBRQKgIoFoREhgaYIBURTDFlNWEGH7QiHI+QXP/gPUIQfHQ5JEZKskGw1FE0aEkmQoIACQTSF6lBZ2Vdm3r45fbP71c05/TDmWnufzCzaQaH4kKEVUZX3nLP32qvbc4zxjW983xlFHbyalcDf0peNOZiW3D2Zce90QW2lco9CAjAtmh6tOBalQQ6ztD4YK/hAUnKtjrQPiXYDMe/1U/BwMi+5Mbpsqu6953Re0olXBLJuYtA6kKICSiGfLaFCIwFKKbi92eGd/SlF5fBGMa9qjNI8v9WhdoraO5ZVzayUcTL5uyQxDaRrgDReSVeKvKaslGkg6o06SeuohdZYL1yBRSU2mVrb1otajCrk+AapoZsIXN9sSskMdye5/BWa5hVl7cSuMyQby6oWAmLyz/Z1ayrydn31q5pUyaNFFYRLmnuplcYGhnQj6dm0ja0NdpHNeYbrtf5tWSUBnlaw4xOV8qdFdbn6eMJCGh5UnQS96jVlAW1QcYIvCxmFiWKBpZ1DGdHgVg0D9/IFkeBcLn7MfLXiEzaWze/bfQQ0wlY0XAuKuZhQuEr+7eqPMcpVUJWKw++BuBMCaHWZ+m8duFrmmpUJc88BXl9McJ0+Ok7xcYIqc9ToSpuAmKsvYka72Isj7Ph4NQvd3p2QMDRjVQCTI/lb0hU3q7gj8Hi+CA9Kk3yEMbHhrjhSne8Le9pW+ChFFUv0zg3YvQnTM8zuLVRvk3r/Hibq4CfH0hJo4PBygdm63tpZqqSDGu7AxTmqv4mqK7EGbcbKfLh+zXNgDMQJ5d135TWBmIb3IizS6aDjjOy1n6Hz+Z9du32O2Xf/CcXDD0XlywtkbssapQyqK60DPz7HVhU6WxVsOs3IH969lPThPW4+E3i+LCm+9y3WPbPH3/p9+l/6WbJbz2E6PaqTY1y+xHR7n/Kc/fltn7kAfXUoUnvNTCjIonUyKzmZFsxzIU0Jycny4m6XODA7b250Ka2jqC2/9NIuf/zgNIhEGHqJ9CklV5XvhtGKQWZ4cLZkmIXs3sPFsqKbGPqJ4XRRMguBVythBTsPlXMUtWht3z1Z8OoVsdK7uSHBL68snVhzbdjhKzc2UErxTneGOxUnGBH7EL3se6cLBlnE9x6f83SS040NcaTROsheGs2ydmxkCTvdiNNlRV7LNZiWAt9OSn9pmZNKS9670YkZpOKItd4PB6lYH54vOJwVJEaxkcV0EyHflVYId41xR2U9aaTJYsNeL+HRxRLrYaub8LO3N3gyXjIrLHudhFd2B8wrGwhTq1jQSLTmzhOFvq/2DhPEmRoG70Y3Cv7fNcsgdvKAGT4wr+vGy4FQhbpmBlmCmQ7/XVQ23NOarW5CN1mNdH18896Th+RhfexLI9rl/6wB2lr3CYOLS8VrWKuz2ASGt5TaRmscHudFfnX9qJve+qelspdDdfMsaLxq5iFCJXkpWIssqLdyYVdSiBodZ0RJKsIT+UyYscF+EoA4lmo7VLwqitFZr2XQfmLTQdXKB0LWP6WX/qlXrelrhz6nUloIWt7L7LEnGFuU61dgFVTqUqq/bCB/r5Yrv2XUqj/sQ0Cy9aribp7ns6e4uANpB711E725ImkppaA7QnuFvf9DGiKYXzeyaLLojydJWomSWbWEzhBVixxnm8gEkxCV9aSvPr8IRDEtgiy2xp0fYPbu4INvc7R3C3d+gF1M0Ds3cbNzWM7wWqP6W0R3Po+dnMmMtq1xs4kgLiEx9MsFujcUmLwMs11BQlRpg9m9iT07FjGXasUnUUbj8yWqNyTauYarSurxGfb8hOV7b5DffZdo+yrxzlVUksBsgp9PYXO3JUYqY3BB/9t7j51ckD9+QD0ZE4028XWF6fWxeS6v0wZXLC8FZwCsZfbm94lGm+hOT5KCjxHTfhLbZy5Ab/USfvbOJt9+cC6LKRJEisoyzSsWZU0R9KI9lh8dzPjac1u8sNtDodiIYq4NM7b7CS9u9fjodM5OL+HGqMM0r6mdDXKMwghuiELdRNyWrZMZ33lpacZStKKdb9ZK0U1EWtR5sV4sasvZvOTWRicQpBQahfOOfmL40dGMmxsd7p3OGSSG0vmWRnSxrAPrXPHgfEleO2aFBPfNrngL1wFGv7WRcbasGWVJ24++f75slciarQkuznkq5xiFPrn1vlUmA1hUlh/uT1DAMI0Y5xXH85ItH7OoXDvW1GyRUcxLy0Yn4cYwY1E5UUnTYo6x3U+4Psg4mpVyvawLoiDNwkprqqEIQEkYpwRJAPZ6EYvKsShqlsHIQyNiMYfzEoOiG+uAGCCZOiFIK0UvVni0VMHBlUxUyjzPxo5RJ2Krl7aqdB/fPq2eBD4RYP//3ZwT9ODHbirYleLQOiZLDNZJUmGMpq5rbNA4t2HRaQ6lmQ9vr2VTaX0aFB3eqU0kdpIQerfhdd6jk0zIPW5VJSttRJcbBFLVMq60zl7H1kI6SnqoOGkX1x9/yirAyZ9+D9pRpPVg1p6Clyp5sA3TE1QWes7r7Mw4g2J6CTW4lL4a+T74+UUggoSxrCiV99jg/oRvlbUEBg+9YBV2HaWSyDQB8mObO34QqnXROBef5tV3oT2fhsmNCvPBzfnXMlY13MbXlQiAxBn+4hBVF1I5ZwNMd4g7D9OyxkBZ4JZTWEypzw9R/U3M7m3s8WNQHcxoV5y28hl6uC0KYA/fx50dYw+fCG7ToFvDTelNA6o7QHsvCnPBISu+I/1kl3aE+R2IXI3HNkB66yXq2YTpt36P6vyU+uQAUKgowl6c4KZj0hdebX/npxfYJEN3OjL3XJV4bcgf36M63Mc7S7xzhfrsWGayATefy53WGleut0vWtrpi/P1vYeKE9M5LFIfP6Ny88+mv/XPaPnMBGuCXP7fH7a0ebz69wHnPzVGH//gP77I/KVqot1ETXpSWR2dzdnsJgyzi3vGS+ydzPKI1fXujw+OLBXldi5KUEbJSPzWMAiHoaFaw20vZtzlFXVNa2r5vJzYM0qj1hq6czOnGoc+sEH3lynn+zS9dJ4sMzyZLvv3wHGvhcFry5CLnu4/PcR4SY0iMY1G5YC0o53E8r6RaDeNUeeVYlpaXdzvMCsswiziel1ThTa9d6fPByZyyrlHNIh+CjvNeKn0k2VUI0a4TG3b7q6zx2VgkVLtBFa0OqMTpQo6lnxg8cm4NAc0h8+IOxfVhyqKyTAKq0Y3jYOigWFQu+DNDXjWJjgp92CCXuX7TvUzQGKNJvJIZaG+DjeUKmrWIhndT1a80seWeTQu5HgqIkGsZhfEw6zx5admvl/RTOefOx0RSkjDr3DhnNdez+7Hq2TpHWUtlnBpNFH16UCpqSx3ETj4tyDfBVSHz0VkSo/Xqs5zWOC8ENdU4W33K1kqF/tjgHI67LkUcRF++foBUHg0Tu4HH7ZqOtDZoI3aUHi2Bp6liqwpXLEBpbBSjowSVdtHmxyxRgt3/+D4z0BLNGsHe5tzKOUylsvVxKprQTVLRWCu2sLZvTwWQyi/tyRiXLYUc1tsUA4k6kNxMJEG+UqzsG8Pz2jyPSqHqHDo7+LNn+NHuCm4FvHdCKOtvwPRcPg+7en9zvK1hyNr1qEv5e5JBnKLTLrTy4B46A+LP/Tz26Qe42Zm87lxJz9g7UWKbnuNxqMUEPz5BjXaIbr9G/eSDcD08qrdBdP0lln/2TQDMzZexk1PU6T6uWGB2X8EMt8B76guZ7fZRAlUVkB9FffwUPdgkvv4CdjEluvGCML3zBV5HZF/8BZJXvsz0D38H3evj5lP0YIQdn0Neorev4PMF9ekh9XQsVpGB9OWKJfHuNcqDp1THB7j5XGRBb79IdvsFqsMR+aN78lwmMQwGqLRL9c4PL38H1p5xVRQkz7+C7g04+bt/m71/7a+RXrv56c/on8P2mQzQWile3uvz0m6Pb98/43ffO+RwIjaJCulVKggjQ1BWjkle80f3T7kx6vD6tSEgUPWz8ZKictw7WZBFBh0JfJ4Yw/VRxrPxkt1+ymYn5u7JTAhWzoVKWvFT14fcPZ5zltdt0ptX8rnXhhl3trpUzvHa3qBldB/NxFN4u7diCR5Oc+kXI0mF90Lkqq1DR5q6du08tVUScCa55cOjGQ44zyN6kWZeCTv54KOcMvgdE3qXJiADIBV5ZX07bnRzlHF7o3upIm7IWs013+kmVJkXZ6xBxnlRkRnNrIG7gavDDufLio9O5qCgtj4YQojj0qSoSIz0yWfeS28JWd/tx6oHjaKdSFW0yIb3Llg5rldYqyBde1DWY8zl9ysIWt3h1aHy1DoEcTylc62XwqKEeWTY7iXtKJbRimnhcK5uGd5GaXox7Zd8WVkZmVo7n24UMQr7aTbnPUXVzFsr0TJf60U3BDjvJXGZ55UQf6MVIc0YQ20dzrn28z++NQHoxyD3H3ux/9iPAWp1YT678VhW8lrvLLYuiZJM4P6sJz3JqgiVq1+JejgHWLDStySf4bsjdNq91FZw+XzVY1ZwiTHuoRlZUlEiveT2uJvXOBlb8g6KOT4bBFtBvwp48LE0xa9+kXSkz2sS6bumXWF3z87luJpxKR3J/2zFpcQhEM68daiqkHGxez+A7qh9jRpsieiKSfDRXCwjVQSE4/YNIzsIrzTOTiaifZi9h+4GdjFGpz1AnLjMxhVUd4DZu4U928fNLoR0VyzwzdhaFKPSIViLq0r05BQ2r5J99V/GLSb4Iqd8/AGLP/lt3MUxqjeS5K9Y4E0MaVfY4POxmJcohSty8fZOO/jFDJzHTieo3gauXKKTVJCCPRGhTG7cofflbzD/wZ+0fWm8Q2sD/SH16SG6KsHEEoCrEj3axHmIun1cVVIdPcN0e8RXb5Hf/widZdjxGa64QXLtJqrbx2Qd1GCT2RvfFvg6zWAZRmlDYtmYqZidq5jekKjXFz+C73+b3b/8Pwfof6btYJLze+8f0k2MmF/MazwymmOC3GcUCFnni5LUaE7nBYvS0k3EH/pb98+onGOnl8giWFqSWHO+rFhUlt/4wnV+8OSc949m9BPJgBeVCyNSjsp6SufJG/WnUGXFRnF1kNJLDJPC8/Juvz3uR+eLdnSo2ba7CQfTIghXhERdeUqkR2mCQlYZqjcV5CgnwTZzHPS6Y6PpRhqHom4rcB+KHS+CSWvBZrMb83O3Ny4F5mbrJYaThSWonaKUCsQ1w/PbXezJnGlZh/MVxng/FeW0BmY+KgrxrA4jTClyja8PU0admMNpiS0q6vXICS0s3fzgvGIjNRTWk0TS2y8bs4N2C0Er7KeBG5tA2izADXrtPTSFrcxoS58aJWxzoxVlbVmUNVlsOJ3mLELrol3cPXjlOF+WVM7TSwyzvBSlLyXXzHnHoq7RuRDZ2rcGYpcJrlZNtdwUpOvn1oSfRVGhUMEoQ9CZODJUP8a96hObWi/VL/ej154WlPMhLrq1ajP8TFCzCwfr6hofy71o/KK9R1jCZkXSuXSflIhwuHwWXqMlGVFKdJzjQFS0dYCPGxa2R3lxOZIe86oSbvftEbg47Ui12Zhl4KAzgsmxBMdAbPINJu09hGDjm/nigFaoOBN3qcmJVLsmhu5wNePcKIU1x+kRYtbkBBD0wR8+aJMLlIb+hiQm/U2ZpXY2zDUbJEsM56Wj1ec09yTti9727BxfFVjOUBtXiK6/jNm7I/sd7YmG9r2HQihTJsygV6CDUIr3cr37d7BHj4hvfQ6NYvHmn+DzJXY5xxUFfv4YTIwe7UjanC8woy3i6y+gooj4xS+Sv/ktGWk63geTSEukWKCzLj5f4EyCL0pUkpK98iWyl78gqE++DPrgcfu90HGC7so5elvjihwz3CC+9SK+yKlPj1DO4aqazudfFwQpMkJuqy31+Qk6u0V18JS8KIl2rqKUIr/3EVF/QN0E6NCC8R7QBrtYMv/wfXSc0H3xFcqTo//f36n/CdtnOkB/cDjFqCAVmcYsKhmjaTbpw4o130cnc8qgV/zm0wu2ugnOy+t7adTOqA4z6aO+sN3jp66P+OKNEZu9hPeOZoCwfq+NpGf9o6MZHx7PmZe1zPv6Rk1LoOrDWUGWRPzC7S0iLSpdnbCwVs5zaZpJSe90kkuS4UNZ2YsVhfU0IJqsrytxDZoCp9mN9Sy8RQUGNbBK7r1qfYM9it1uTCcIiHzadmOUcTwvKGpLYuQ6LkvL81s90sjw2pUBx7OCcV7TTQw7nZg3DiYtLNyMgMVaMS1reiEpSYziIq94/cqQSGsenDtMqtq+u/WeZUAhYuUxWuxE08gwyiJ2ugmPxksWs3Vrz9UC3RC9jFIsQoV6OYzLQJqIj0jAkko4VDfQtgO0EiOPRVGzrJ1U/GuxoAmqNvSSpQpuisxmH5JQFJXFpivHrhV0Hp7TcBzqUjW2jg1If36WSw8/0posiYmMcDHKqg4EMt8Gz2ZP2hiyJMZ7L33rurocnJuTUmpVsa4LZaCAUKV7t1bxerAVdjGRt5tE5lFbedBQtX4cVm8+x9bY8bEQuWy1qpzjTLSu7TwIhTT6b0og6DATvX5XL39GmFNWAS7OBqjuUHq009MQeGXETHkvrHdv8XFH7BLLpSQHnYHA+EpJlWsSmV2ulrCciBBKkklf1flwTE1mGEhu2QA/lUCtdCTCGtoItL17S1jcURyE5COYX9CSX7QRspoLsHFvA1flcHEkqEYdEn9n4fQp3H61hdKVUnjr0CFg2zOxsWR2Icpqoe3hrcXNxqisi/eO+ugJ9vwYtxRTEl/m4qnsWSnCaYOdXtC9/Qo6ySif3UelGao7wJcPIUlxVYmraur5lGr/cdDaHqJMRH1xhh2fEe9eQ/cGlPsPibt98Ws+PcJHMbrTI7l2GzebikveaAOTZpB1iEab1NMJdj5Dx2LGEm1sUZ+fhT5zweK9Nyke3YfBBihNeut50ht3KA8P2PiX/jLjP/qmfJaJYL7EbO0R9eR6uiJn/sF7bP6FX+InuX2mA7QNyapUwxH04GxZMi9FTMN5qaZnRcUoizmsaorK8/hcZnrHS9GKXhupptFNXtaWYSBMbXZibmx02EiF7NEQiO5sdrh/umBeiJFBGhmyWFyyKuf40o0Rr+4N+PbDc/LKMs4r6U8bxXhZsdWN2emL2cessCTG4H3dylXOS4vX0uutnZKxGg+l82L/B9QBu2yWJ+s9yqvLN76tJj3OKWLtSY1iXjv6qczYPjhfsD/NMUpxc9Th1qhDL4n44tUh988XTPOaJNK8tNPn6iDFec/90wUHM5kFnZ0J0aX20iff7Cbt7LJSl1uJPiANy0p6yJ1YZqvXtyy23Bx1GGVx6M+KEttFXvHwYkkvMQxSw7RYBRGFjKWlkSaNImrr2oStDVQqCJtoz2Y3EfvJwEZfVgKId5PV6I9HiFwNTLwestYr9Egpqtox8xVVIPnJ6a+CsbxnFXyb6rcRJNEB9XFOqvR11TS19l/CfsraUjtHJ4lFalQrVDMbvRakdUA41vvJaj2geVgPbkqHCtnV4JWQv5QSm8DwBtHuDp9j9Ergoy5xuFAFIpXgJ3reqq1c2oDcVKBtMG/IUMgIlw9qWyBBK5ZpDqqSVXp6+TykL2IEYrfVqjpOu0GopAhjAkoCb5TIaFcxX1WcdYmfna2cs3qbYY44aH97J6IfztHIksoDnEFVonqb8pzUwvT2zoEvhchmNH5yiuqJGlczDkWcSb/bxOIElqT4UqB5f34gyUPVuIlNxQgj6+HLJfX730Z/+V8CpagfvYt9/L5cxuG2KINNz/GxyJ9673BTgbP9bIqKU9zv/rfozSu42TmqM5DnYDaW87I1dnKOryrRuz5+xvLd79L9qa9jBpu45QJnPb4usdMx3tb4Ykl1tB/QiZg4SfHWUj2+R3XwlPS26G675YLKe3R/hM5z7OSMaPsKpjdg8PVfoz49ZPaDb+GTdEVALHPMYEQ9neBmU7yO0N0+9fkxVVnilkvoDzG9IXa5ZPnBu3Rf/xKm36f/0uvs/tpv4MqC49/5e8zff4fycJ96NhW4XXncYk735df4SW6f6QD9ypU+37p7gvPw6tUB7+xP6FaGRWEZZNInKqynKB0LbVvjDI0EvzQWlSsTqqQsUuSVKFzd3uy0sHQvjbgZdL43O8GazwsZaa+fcDrPmeQ2CJjUGK3JIs1zm13+4KMT+qlBa8X5osQ6Wt/i82XFo4ucfmJ4abdHaZ14L6dRW31NipqOV3xut8fBrOBkXgZoU3rHtRNJT61XQWW9IlaEXm6AyxpSlfWgncD1/+OHx/SC2Ij3ng9PZkzyii9eHTLMYr50bbSapw1fjoNJzv4spx8bLvJa5D6R4/DA2aJkt5cGa8qaUSrXrXaOs0XZMr6dl55/FslsL9CSujqxCa0Kz8G04CKvRD0MxfmyoptEDFPF2bIkUpIgmVCJbnVj5kVNXtUUdhWImqQu0oqdfoZSsCwteW0DtZA2AWvETOJIB8KX/yTaEH52gWyUBPcjB0ERrp1qJTGr6rnZOrHMXxdBqjXSim6aMM8rnL0Me3/aZp1nWZRCnosi0D70sSUAG62JjFmzlBRSV+PcA6FS85om0HnAmLhV41KqIUBpLlXDDZPXGLmowbzC1zWqle5rnkK/VqW7VUDz6/tawebYOvRc47W/CSiv6iroWoe/23UkZW3TCuJUBFIaqDvpoAbb+Pl5ILgFkpuJ8KMrqPEBfrgn43iN5ndQHqMzlDGz8bH8HOQ/VZTik06ArzUqStC3Xsc9/UBg5Hy+SjCck2q3WOBNAixQ3QFqsA15YMh3BkEgxbaiInSH+POjIOMZzq2x0izDeQVfbntwT6rlukKNdnDjIxifBP/tkLsZYUO7hZhuKK1RJsad7lMfPRFWeLhzqjvAz8cSmKsSPdgMOuMl1ZO7LE1C+fQe9XxK/fBDfJ6H3CygmTbA9VVNdXaIitJ2TM30BxLs7QHx9ecwSUL2wqskt17AdPuoEJDj7T2qk0OKJw/ax0l3evgoZfytfyy631kHpRTpjTugI7w2VE8eSnKcZrjlnPr8BBWJKxaATlJ0JGiKXVbY2RTvakzWIbt9h2T3yqc/W39O22c6QGeR5rntLu/uT+kkYsNYVaKF/fxOn6NpwbuHEwjV1yCN2OwmzIuaYSfm9WtD3nhyQRRMFu6eLCitoxeLe9KbT8f8/PNbKKX45Zd3+R/e3uc4wKoe+Nxun9/74IhJYdsHv7CeWIsD09miEnvLyHD/dEESGc7mJYvKMkgNSkkwmZeWdw5mZLGIo+S1+C5HWocCRTEILO1uYFofTAtmhYx6WU+QeVSXyqwmoCol8qJGi6xnFmuuDTL6acSyqtmfFmFkS76SGrh3tuBiKfKfN0YZV/qrzBXg2TQnCxKn42UDuSpq54giQ2UdF3lFLzF0YhGEmRY1Z4uS2jlSJ8zyYRaRWyHxNRB4aT3bPbHaBDENuViWQYVM5FJTI6Nst0YduknERS597KISV6+qNRBZzUM39817mc1ugmUvjeilERsdz/miDGNXQrAbpFHYX3WJaf0xMBW8kAaTSKMsFNatxtvCdStqmaNO45UoilKKLF6pt3kPZR3kIcPN/PjkDawQUCDML4uRSJbEKIK9ISJicomA5f0/RaN7FVR16Au7sgjnGg6iYXdrYWljrdhPflxQxFupBJ1dMZ1bUZAG9g6feamP7C//vhkxilI5tGasqZHeFHua0L/1zd0I0HCwLqxLqRiLeXBjWuuhB31vfAWnj6Q33c7YRhIYk0z6lHUl8HNVhGo5HG+Ziz3mcE8+u1zC/AK9eRV39oyW8NX0mBtCm60g7bdjXUorccVyFrZuCsEtn4NSRLc/TzUfQxTJdVhMwZWhirbiGGVLfFng6hKVZOj+Jtp2cBfHuNkYlBdkQMeY26/D8TNI+6LBHRIMn3ZgMZNjC7KeOopFwlMp6btHMZSFWEF2hsy/+010b4TPc1H9qiup8J0TyF7L4ugBigJf1pJgOUs9n1MdfYjNl1QnR2z82m/SeeULnxhL87ZGZT3qvMCXBWZrl/LJY/IP35NktCxxVUW0d13geB2RbG5RPX0s7w0WpfV4THrtOsnVG+2+05u3Ofytv4MZDolGIwDq2ZTqYiwJxE9w+0wGaOc9//Ctfb53/0weVuvwVvFrX7jGG48vuH8y54ePL6QHGkaeRp2INDZkscY6w3PbPQZpxPPbPSKj+MGTsQSMNKKbGCbLim9+cMTNzQ63NruMOjH/5s/c4ul4SV6JBeMHRzMZ24EwqqNaRajCWn747IJIixJYYwPZMHubHmnhQq/VSF90qxsHyVBPNzGgEkaZ4WBasKwsN0YZO6EyfedgKutiw+hVishIIEbJ7HLlHGUtn6mVIos0t0YdEfko6pacVFqPQqrb04UwkKVXm/DmwYSbw4zX9gbtYm+tp6gt58sqeFXL7xOjuN5NmJbSM3tus8t2N6GyjncOJmglQU/cmcSRayOLUIqg/a24NozZ6MTtZ42LiklRh8Aj/fdBGoGCZW3Z7IhL0Mm8JDEaheJoVrQJgw/XRge50yhSrd+z9z6w2YV8t9WNmRYVk9yilGdaVCwqqeqcFwKa86zoaSGmGQ2d0PuOI00RHLo8XOqtn84KElPQSRJ6WSzra8ga8qpu4e6m7+tCBdts60F6LZS1Va73HmM0Qd/uE5v/p4l+NDsPn6dNBLHH1SU+ZASqcZxSKkhf21W121S/3q8EKWh66k1Q/hgU8GnQgGoSTSMBJZLk0CuFqkNQ8i4Qgrz0qhupTB10tdOenEZjfOEdTM+ExRyEVIBVwPaurbJ93LmkZY4VdIPpmVThDclgfQxscYHvBK9npVF1hb72IiiFffxeG0hXs9cNqmCFTJf1UFlfvKRdEJ7pDvFRjEo6MioFcnymMb2w7YSZzPPJubjxiSQUvfNgxuFQ/ZEkFsNddNJBpz38zk3c/gOoSny+XCWxxojHdtaVFkmUoK4NqZ4+QBspLPTuDXR/AzubCInMnqOyTPCjKMXVDpRDJQkuD7PPPjwfqg7mIl0Wb3+//SKpwYjp9/8YZ2v6n/9pOa2qYnHvIy7+8H/E53PSazcAxeyN71DPpzjvMB1R+/JViV3MgrTngnj3KtnzL5E/uCuJS74k3tlh61/+DXSyRtasLNHGJi5fYkvRZNdJQrKzR3GwT+f2nR/3jfmfvH0mA/TbT8Z8++4p1zc6LVnqaFrw+HTBbj/h9947ktEYLSzX00VBuXDc3I45X1StdeTBOOdwmnN9mKE8vLDVac0kxsGh6p39Cbc2xdHJaMXt8G+Aj04OUUhgERawPOLWemaF5dlFzrKyPDxbsKysSG9ahwqVbKPHLZrSitQYqeATg3Vis4gH04lZBDj4fFGRROLW9fJOj4fnC5yHXiIi9WlsuL3ZYVbUTPKaWGuyTNFNIgapYV7W0jcOfUeR6JRr+Gy6pLIrZapJsLJ0XvytTxYVn9/rs91LGWUR7xwuyaJVT75R7FJKSHI3Rx2uDmRhWZS2Pddm00pG0s4WJUZrdvtSqTczzCAQ7tG0COu4MNedE63tWIsi2/GsaHXCm0pUO8f5sm5nvivvUVYxSDWxMSGWiITporJtbGr63XFwkqqso6ibeyR/S4LxhVZyfHEksLsOCURphdEfDlmSiuYaAYWFalmyKErSWHrltg1moJ0E+abyb8k84RjXg3QzevZjDTHWtkujWOuvbRHkFT2tqbxNnEgF5Sw2eBCvEoYGe3dcEhVpR5l8OP866HxfSinCP33zskvnJV+srjB7G8MJgP6WCH/YSv6e9dtg2wir+IuD0EterFyzolRg2camspGmVKEvbKvAoNaQT/FZD5QWpa5yKS2B3gjOl+150fTqA1mTciGQuq2ht4FSGrNzCzs5FWtI0yQqXir8Zp65XEofuTsQpbO6DGpeExlX62/B8WOByq1FBenUxjBk1esPQb8qoSpw2gib3Xvob0prbLQDJsKOjzHXXqL86A1JpuJEnqG6FmOP0Q5mtCM9eMDEqeh6B9Ww9lbnc1QcEAClRTVOgTJGIHGPVNFlucpoUUGDe45rEjnvsYsZ1XxK/uguWEt+dMTxb/0t7GIGtUUPN6imC9KdLarJRStz6nSEShIhh02n1BcT4u1dxt/+Y7LnXqT7uc9THR9ghhtc+ev/65YI1n4vypL02g1Mt4edz4SVPtqgOjsTZbSf4PaZDNDfu3/GqBNfggl3BynvPRvz2o0RSdDXTmNNrBWDJCKKNJ+/OmBeyWL4gycXTJYld7a6vLs/YVpI9dJsjVvVuilCsz06W/Dth+e8+WxMHRa6TiyezdO8FtcqL/3oSSE97WFqKGuHdQ7lxSs6DcHNe7F+fHGny+m84mxRMMlr9vopz+10GS8FGs4ry0zXjPOKK/2UnX7C9VGHrW5MFhuuDTJe2O7RC/7RT8Y5+5OcSCuuDTNirfn7PzrABMZ5XrkACCpOgqWjzANrUiOM74vcst2RnnhVW948mPK1W4Z+EmG0jHJFWoWZc0EFzpcVG1nMlf5qzrsJQHFg1RslVXtpHTGaTqw5nOZcLCte3Ru0Qb/R524Y2TLLLYVTKY1eKitVsis8kdFEWoe+syfS8nMDT1vnMdozSGNmRR0C/Uq6c1rUaOWJtaYMjiKNpWYaaXCE/Sm8EuezjdDvrsI8cnXJxGItyDbldvhd5YCqXgOz5f9cIIA1wi2wqsIdtIZF7f4b2FoFP27nRI8bCd4mEMTsuryhaiDk5mjWgnNk2iraOYctC3xd4b1FWSsyiEqFIBf2oUKFvM4GR4GvW3jzUgBeJ6m1//aX/q66I3TWX2l8m1gUyZTCNbB1Pg9Eqk74WAUbV/Bnz2B2uvrUuoBc4ZMOysssdgtbVyXtHF7rWuVQrsZnfTGZSDuSwExOJbA2sp86kiRAIT3mXPS+9WCrPRO9eQX77IMQm6LVtTexXPU6eDrXFbo7hLSLO3oo56YNXBzK8SsjATAPutiAj4KdpQKiBDc9W8m0FotVtZ/PZOyq0dhGYbauyBy2X7R9YqU1RKL21v3GX8HPJuAderCBW8xY/Ok/EjJblEBdYrp93Ggbe3YsuzUxKuugKjlG6VtXrdSq0ob45vOUD+/ilwsgeANUlaA05Sk+63D8d/4LFk8PwYsTmrNL3HxM/rCmOn4m564Cw6MQ+1G7zLFFAdrQ2dpFxTHF00dEWcbG13+F3he/0vpBr2+d27e5+JM/xHS7RP3A4q6FhJdcvfaJ1/95bp/JAC3GAeJoNMtrTkNFKAsSfO7agGVZc76o6GSGV68NKGvHb37lJjc2Onzv0Tm/9YNnfOXGkMhojqYFdlYyq32AVkUgZFbUPLfVbSsYgA+OpvzWW/t0Y8NON+FoWlBUjqJ2K8vFUEnllRV2r/fMSuk7F7UIqNg1wpHRihe3u0GNSnEwFZeqpXXsj3NmhQ0kKunnakXoGyf8S6/scnPUuQSDggS0O5td7mx2xVbSep6MF+x0E84WJYtSvtQ6wIWzvCaNDQpFbEQhbVrWLaQLogVdWs/+NGeQxGx2RFK0tI4REoQXQWM8iw3PJjl7/ZRuYugGowulPctCAm0VZp9joxkGR7B5WXO+KNkNwd2FIebYaKJgzNEs44YVhJxbsftcVpZBqimtjAI1vt02kNEqK8mUQjEtqku62sido3YEdylZPBqDkSqUxUmkSSJDpAWx0Eox7Gimy5JJZS9Vsm3o8W3Mu7TVfiUSdamoXUNkYAWpr9Wuq795j7OeyEgQlkDcVOzi2JXE0SfhbRV6uH6V6JoowkRxOwtcL+cSPJrjUgib2AS9bBXcsBoSxvoJNEH6UjBG/q1YQZ6XD0r+Y6KVgEmyGrNwzuGmpzA9XlWHCoGlt2+h0478rspX+1IIYclOoZjJR1a5nFf7+Vo+xyOJzuY1dG8DV+a4832pZFFC4Jqd0ap7KS0z20oJw7s3kpnp5Qy6A6miN65iN67CyWNJWIJsp4pTVNZHDTbB1qhOH7V9A/vgLUEJkkyIXYsJbTKgdehDh30Md/BzYZn7UrSyicPIVpxKdV4HBvtoF+8svq7QSYbuDjE711GDDdz5ESglBhNxgt68IoIhw8322pv+iN7X/xLVk7vYybnMQd98kersiPFv/9fY6YUE9yjGXLmBzXNwXmaWTYTp9kluv0R5vC/zzXhcJbC/b/r5zuPKEr9Y4vKCaLQJ3oWetMcuZ6C6pFsj6qpEK4OzNfVsgl2W4BUqNczeexvT6dJ/7fOkt59n+LWvh8fSUx4dUU/GoBTJ9jbptRsMfurLTN98A52IeqSva7b+xV9pA/ZPavtMBugv3trgH729z9HE8uBkIVBp7chizVef2wTveX6nx23neXS24M3HF1jn+Z23Dogixd2jmSh0hRVT/IkFRCusiN3nVY33iv/wn9zlyzc3+LXXrvDcTo9//OEJG1mMc55nY5ExrLyXXtAaycp5mJeONFLif2pEkQpgnAthrag9X729wawUB5rTecHd03nbY02N4nAqQh+xEUJZnXlevzJgs2t5dW/ArY1PZoTNVjvPOwcTHpwt8F76tY2Yf6ylgnVKGN0oT4Znr59yOq9aKFkrqXg7sSHWUlUvK8fNYYTRtEpjlXPEWkGlqKw4bI3ziqeTJZudmPGyYn9WXCZtedhMNXv9pK2YI62YlTW7QbtQgmmAlo2mwlE2/WOkIvZGY/RlW8ZmRrxhgpfWsSikSrAejmZFUDgTBrJ4TTfVuMJ5tRIkCRVrM+u+rAX9WPVKJRR0EtM6oxVB0e3Spi4H2eYkLsWpsL+Pv9WvRXgFq9nuBpr2MnNehimClRa2XDv743rPSoOCKI6JotVy4b2nLotL5hi+CYYe6QU378dePuCGdb1eTTe/+wS20GA4679TEnBQUiVb0W72dSEkrXIhbijtrDVQLvEnj/BXXggErqr9XAHHwzG6mpXF5MduhK1lxlpHYjTRHeFOn+KLhTwAKhDjsr6MYiktffAoga0bUNe4/buiQuYVqj8ievGn0UlG/OovYO93cYf3ZR8mRvWGmOuvoHdvt/fLzS8kiJa5VMl1tcrsmr530sWbCGVrdH+EK2YindlkgnUtFX/WhU4fd3GML5a4e28HZrjGvPAF7MURuj9CxQnR9jV8maO0weULor1b5B++SX3wCJVkJM99jmjvJrrTI335py5dufT6c2z95t9g8kf/gProqexv5zobP/+rRMNNxv/471Md7xPvXKV4ch83m4bHw7eo3arJ4S+R6bx3woUwRlCc2sq1jROZhZ7PUBh8baXJlGWYXk+e++WS+UcfEG1uM33vHerxBbO332L+4B7lwSF4R7yzy+hnf469f+V/Qe/lV5h/9CE6iul97lXSn3D1DJ/RAP3Tdzb5/v0zvvnuId3U4IF+FvPatQFvPhnz+o0R7x9OuXs0C+NTmkEW8Xd/+JQ40mSRYVrU1Nbz+RtDtnoJSSSSiUYpZkWFQ5FGMq/8Z4/OOZoV/Bs/c5NpUbPTTfiz/Quch41uwmKcU1pLrA2NjrRzjqL21C70l8Od8F7g05d3B8zKip9/boutbsKDswVvP5uw00u5udHh7smc2jnpgVovJLLw/N49nbPbTzBaAtTxrGBZOwapIQu6z1lkeGt/zP3TBcM0YlLUnM5LJkVNpCUQZq19pMIA41wUdayTETIHRMqhVcRuV3pUpfNsdgRSvzXq8GfPxmHxF1Z2pMQDuhmP2p8WHM2KFkaOtaAMkRKIOk2iSypmjbtYs6WREOeejkVOtCF3rQe5IthvOi9jXkXw9vYmqK4h43QegqJZSCoKx6K0dGJYVGI60RC2loHUJ9dHrpcsI4qicoxVLTWMkiRgVliq0CJpAuiP09e+tIVg3KqdsVqqftx2id/q5Xo2PWjnHJFZXT+lpOqsKmkrfOohKNWOYV3aceM+xarCbhfTVmq1CcKrf66TxVpoCwJ0vKab/alBG4GytcGPD1ZVbrlc/d02wXntSrkaygXu8CMR6lhOV693bvUR3oWKv7nYfvV7ELi0ykUcJJ/hFxfCXF5OaSHwuoStq9DbFrOQ/ib1YorbfzM4W0kf1o+PqT/8HvHrXxdiXX8LFhOBnrVBXX0Rs3fn0qm76QXu7ECMOkACMch1MDE6yvBpH3+2LwSyupT+solRdd1qnwtrfQGIWImPI1Aeb0uB9j94A39yIFV2A7NrLYpd/RHFk3v45Ux6/PmS+Xd/n85rP0N86yXcYooykbC/lSba2sUu5iKKMtwB77DLBdXBE6KtPQY/98uMv/k/UJ+fUJ0dS5WeZvi8EZJZe+aaHr0CHWmoajARptOlnk9RyqHTiHhji/jqderJhOLggCq/D67CW4edL9BpikoS6vMzxt/9Dot7DyjPzqjOz3HWkuzuobSmGo+Zvf0WShuu/eZfpXPnef55bp/JAJ3Fhq8+t8W9oxlpgFN3+ilxpFmWS169OuDGZpejcc4LOz06sea7D84palmQVVcxL2p+dDDhxmaHjU5MPzHEJhKP5mjl4tNLIqyHRVHznfvnWOfZn+SBzBVRWvnya62kwnJS4bmw6maxCHfkwW1La81uP8VoWfi2uwlZLKpcp/OSIowH3d7s8OHxjKKW/L+0YifZSw2n85JpXlPWnn/4/hHd2FBYGUXqxhFXhxk3RinH85KNTsy0qDmY5nRijfOGaVFJ4oAiicU7el7ZoMom/WSjBUJOjWJZOU6XFd1Yes9Nb3leWTY6cRsw5qWlqB3jomaQRBzOCkEHPNRaZDSN0aJjHmlcbblY1oyyuIXhI6PY6gaYCVl+rw4yjFK8ezgNzk3hA0NEa/TEEw03hhm9NCJScDwvGS/FK7u0njRSdNYEUTqxjGotKktVi7SlBOMV2z5SQphyyP2UPpoiDgTEvLKclaWM7AYWfzN2FbqU64d6GaJWqjUZ8R/726fG0tBqUQEOb98TqpEm1Dnngke0jHo1la/1H5f2XAXnT1psrte0vg3Sq63RiG4CbvOetWCrmgzFi4IWHulVNxC3jOGoNQi9JVBZsVFsZntbyHz9tevH1PS/q2B3+IljYbWfkNR8ArZoAoRzuLrEHT+Sil2bcFN0qGAz9M4dzGhvtf/H70nl2pLaEBRgeoJfTHCzM+zBXekrB49q+6Nvo2xFdONzANiLQ+on78n72zG2esXarkp8b0Mq3eB+5Y4eoTp9ki/9MirtsfzTv4c7P5TedrBUdXkBCPuaYinVaJzinQ2MZ0lu7dFTVJJClOJmY6LN5vyEYDf7zu+h3/ou9WKOPd1HdwdEm7uoJMXOZ5jRFnqYhNthWbzzZ7i6xi1mRFdv45Zz1P4Tos0t4is3qP/sW6uxuab6bypr54lSWRf8Mg9WnIrOq1/ATU9ZPHxI/eYP8c7Jbc0LiKImI6WugqKbtVTTGa52lKenOKepJlOIUtKtLUySYouc5f27VJMx8XDEP8/tMxmgQWZ5R92Ya8FfeX2LI01qHbuDlOsbHZ6Nl0zyWkw0rCeLDddHHZ5cLPjR/pTndnvc2OigNLx/MG1HoiKtOJkVjDoxZ4uSf/zhMVu9hCfjpUw1tA5FXmaKS9sie81Xv6gl6BitOFtUvHplwCiLOF9U/IUXtsliw+E0581nE+4ezzhbVuz0RVBgsxNTBI3vxmjjbFFR1J4bo5SytpwtSg6sLLxawaIq6QaS2CSv2ewknM4rYiPEpk6kcU7GrzwyirUMLGZhZGuyyLeQuFaayAh56vW9QbDMlC/+8bxksOafXAbzjVlZk1dWpCuhZTRVHlxghbvSYkI1/eRCqqMk0nRjzb3TmQiDICpx292E/WnRXOrWAESz4gY01eHD8wV3NrucLWQ0ywWpUZSIlKwHG4UiiwylFSczE4Jao2vikM6Ft47I6FCpynOhkIXEeZlDTwJCEBklREA51BY5MFpaHw2BLNKKKMin+tqt1qfwSLWoMCs4W8tBXwo9Xq3ClA/n5LxHrQXnZha+KWab5EAHUpmJPrlMKBUUxLwTRaj1JrkP97SFJj8OE6jVCUSpuDq5NUWxhl28HiTbfnWYfa6L1cxwE3wbo47V2ct7GvhehbtmErladaN8xio4o8PHhONu2hTN7mwFvS2YngSClRYWspPKW3U2wFt08rF1x1byvyqXz2lGqpSievSu9LzzGSo4PikUvi6p77+F2bqO6gywTz4MCmZa2OB1JYHJVRB30KM9ope+Qv3Bd+H6S8Ku9+AXE6r3vkX8hW9A3JHedTgvj4L5PFhkIpC81iuC3dZVyrtvozf3iK4/D3jKRx+AdfiN3TXofUJ9ekx8c4gbn6GyHq7IhYXtLNXhE6Kt3dX18FDuP6Y8PSbZu46va7x3mM1d0cSpKszOFeqzI1jmofXfTCoovNaYbhcdeu+m06f7+pcoT47QN28w/pN/gi0DWS7N8LWMbql+X6RbyzKQ0zKS7V1cVbM4HGPzCq8U1eIZ5dmM7q09dFAvKo+PUdr8xPvO69tnNkC/eGWA0YplaekEE4t5UZNGmud3+jy5WLYPV11LwAm8xwDvGrZ6CS/t9fm3fuEOO/2U33nngB8+uiAKvdU0Evj8dC7KV7c3u7x+dUA/jXjj2ZinF0tubHT4wvUhz8a5jDUZId4ohAkujGpaW8pXr/TpxBGvXRlwfZTx+HzBb793SO0cF4uSJ+OCxxdLtrox3ova1it7PW5vdBjnNfdPF6SpMIefjZdSsTkXBC8M1jqejXN+5taI43nJvKzb/nBlBbre6iXMiooiFCNZrFG1J41Ma2XZKGN5RBqzEwcm+NoIVAPhNsGxl8gYl3eeWmuisKZHarWMNwIbzksbUeOJUy2e15HmIrccz+f004jNLCKvLO8dTiVhMmKtqJWSkTUPiQkzyPHKyOTJOA85gSRHtYcsVLeLsqafiiZ15Tyb3ZjThcP44HzmVo5XhOP0yBcpJPboSMhoDfFsVT0210WCchJpdnopjXwsCLdhUdQoJa0Ea2URV6F6UP5ycCZ8rm6SAgIKEbgSH8fDVXOcTXDWa7Vv25eWxMlE0SeETNY3kyT4wPT2PiQdSjzG2p50c5xtKS/XvYGMxdhCrQIshHEmJdmFq2WflyBxt4KiCfvDS2VpxEHK2yrsTwMilCIs+aBqZiLwcQis1Wq/kjGyGiAOF7yBJWyFnxxLgpANVserDTiPn1+gh7sigrK+dQZw8mRt9CncGO8hnwq0bS0+yVZohI5QtqQ+eiRjUc8+FF3oKkdlA0iUMM7rCn3lObl9VSEEukieYXe6j1tMpJr+s2/iZxeoq8+hbC2ksSIHxE3Mt9ae4UlSGrec4asS099oxUFMf5Pq6ImMUHUkWFUnh2Ai8XoOaIaKIurzY5Lrz4Gtccs5JoxgVRen2MWMKMmkuu4PsPMpy3vv4RfB9jL09FWTAIWETR4dRXLtFtFok51/9a8T713l4L/+z4g3NqkmY+xiIffDWXwxhU4HXC5iKVkgFUYxqtNDGcNy/wRXe3QsuJbOYuq8YPn0iOHrLzG/e5en/83fRGlF76WX2Pv1Xyca/GRFSuAzHKCHnZi/9rXb/O3vPma8EMJKFhv++s/dIUsMz+10uTbKOBjn9FMTtJaFYZwESc9Ia754Y8S1UYePjqb8/vtHREog3jwIV2gNZW1JIgnmSinubHVJY807B1O2ewn9NKKynqJ2wqJ1Emy6iYhpNGNAkdH8q1+43p6D954/uX9GUVv2xzIzjZfKbZLX3NzoEBk4m5VMi5pFKczyYRYFfe5V9dEWIlqUp5aVY5RFTAqLBk7mZTueY5Qwp+MAJ5fWUbuKjSzi2SRnWVuiUFGmkWiUzcuPsZOV4vog4/F4ST9U0YkRIRTrRf0Lo+jEMuIk89VSvzYxxYR1IjYi7JEvq7ZduCxlhnmvlwTCmqeXREIUWyOJKSX3Xa0FHzzBo7oJjF4gbqPIa09sXPu8DAKCMK5lgWgSiOYYo0Z8xnu6ccS8rMkrhzGy+DbxuTEwCVcH8KSRRn9MESmNhPS2KIUD0cyFOx96yHy6xIh1AsGLChm4S5Uk7Wfr0CtvGeChuX0pBjdVkfeXfK0/vimlidIOJC4kgRpfLXFWxmW80+CLVaNdqdVC6xpDjVCFqiboOqCpShWtupgKkHkD54ar+Al2uK3xSXf1egCViFSnrdHeyhX0hADeVOXIw2/rVg2tTQAcEsAaclKTEOQzOaeks1JDixLU3h3c+FiCbpxIwO5uhCDenE+4rl6jkq4ofTVJRLP5Ghcl+Kc/QqddfNZdEdiWE9mnV0L2qnL0lefC9Q33b3aBW4jdI0qJ+9Nigjt8JBWwc/iqxNsSFa4RZd5eN9Ub4mZyDkSr666Hm6jjJ7jFDJX15DlfzjD9EXiHnU/w04ag5+HabTAGVyzbAF0ePqGez+XWnR0LMjWf4as6JFKSlPlYIHHlwC7EOlQZA0pTnoiJSrQpI2t2NiXa3mX+wXfwVb0i7nknMqlpStQbEm9tU52drs6xyCnPJkTDPnY2kyTAWtCecjJn8fgJnRdeJr16Fbxnfu8ez/723+bWv/vv/tjk9c9r+8wGaIDPXRvyf/r1V3lytkApxa2tLkmAnSOt+Td//g5/8KNj3nh4xmY/CeQhzTS39FLN86MeX7mzyems4L/73hMJWL2Uoqo5W1YsSpml7qcRL+30WpgZpC9aVI7XrwwprGW8rNjrJxzPK1xZMivqMHMrCmMa2OrGl46/tI7zRcnhJCeNxFc5jWSBraxnp5dwY5Tx5v6EkdFkkcJ5gwb2JwXd2LCsLus1WydqXtZDP4n4hec2+d0PjvFIpdyLDQ5hvf/ySzvs9FKMEuLZ20czqjDGJPFqNdM7TA1ny4rCiqViYjS3NzvMK1ETk/EkYVpLQJc+9GY/ZVE7TuYFhIDUjgwFSNc5Rx0q4jWgk7y2wTtbAu+iCsIrkYz2VE6QjiY4NdKaaaRY1GvJRNhfFuuVJWRwqHpc23A+irJu3aMv9YGllSomJ2oNKodViBQ437WxRFTrova4bAjgRivSWBI67yVpK2tLA+418Wi9Zx1Hgv3UVlit1tF6ZytCdR1e34yENX163+yUjwVpaIVL1hch78LCHtoHzWiWNtLfs3V1uRJmrTIG0EGkpA2C4YKYKAihhwuqBLps+8omhjRDdUYwPwua0x8Lzs0WZlQv9ZKUCrrcpfw9fL73DeTdGG3EQvKKYvmMtCekrbpqq/520W9gd2dhdAVVF6jhDm7/rshwmgjlHPb8ALobMsY0PReWOVpMOoJ0qO+OUONjfF0I7FyHRKHK8eUCl88Fpm3MMhYTmX9WQG8TNcowV54X0ZQn7+G9k2rZxC0iQpyhtq7h772Fz/roJBMunDbS2Ak67L6qUKH3bDo9vLXYyTl4h5vPsIspoLB1jT+VY4hvPI+vaurjA+kbx0lAfRTFk/vEW3soE1NfnOKdozo5EoWxsgjJnLhiYSIRZQktE18KKc3VNeS59MC9R0UROolxVYm3Fp0o0ms3WT59TD2+oOUEgPSeawtFgRpF1JMpLi/wStO9tUNxsN/2uk23ixkMqadT7HKJL2rq6YLy2QEmyUj39kh2dsmfPqXY3ye7viqofhLbZzpAg1RBd3Z6vPd0zN/+ziPSyPCV5zZ5brdHL434Sz91jV/7/BV+5619/qNvfsjBoiIxmt1hxr/x1dtcGWb8wY+OAM+NjS4Hk4KNXsJGN2Ga17x0pS9OQIGV3MLmztGJDb/66i7/z+885uowE8j96ZiTqSyii1LgvW5i2O2nfOHa6NKxx8FYwnrI1Cq39l4qt/FSjjU1mi9eG1I7x/3TBcezkuV4yQvbPU7mgh5EWlHUwmaOAgT65esbbHVThlnMXj/lIq/IaxHcSHuaWVHzxWsjvPe8dTDhxiBjUpSM8xoTIPHKOa71U07mBX/68KytXl/e6fGV6yNe2+3zbJJztig5mpckRtFPxHTjdFFROtjqxPRjwxxBFuoQsLzzlBamhW3NOBpGd6QVVe2ZWxucmGTdL4Mhg8DdTuadA0zpHPRig9KKzGiWtcOwkui0XtGLhcEfa42JdejVWwZpTKFrJqUN138FFaMIc/fS4zWRBNsGdG5ms41SWMSDXCslGuVKRtNUmC1LIkM/NYExLuNPTTGstRZyjPZtoZTF0aoP6GvKNVlV2ufF41Atc755htZfJqSoVZD2IGSoQCgDcHWFCzaEPvgPq2CkYJvKy4r+tldagmEjXSn4t/y76e82n6RMEPTIucSgFpy9vX9UFb4+EfWwtjesVvtBtA9W/W+1gtZDS0PUvYKDVXCQUllfrstiHAK5QSUd/Oa18FA9kqBYLkPGY1ajPkrJ4l7MUWlXgmshYiTtkdUVajHB6wg29sRMI8DJ3jlssUAtxvj+Bn58HMhkoZ9eFRCJPKhIjZYidgKSPHT6sq8olqAYp+irL2H3P5KAh6BmauNqCxWrtCPOVVWJ6Q4hSqkPHglBLAiXKBNj4g5+uIV99hB//Ay3FMU03e3hk44EY6XRWY9otImrCurJuUDlZY5XGtOXz4lvvcjgX/iL1CcHzN74Nq6qA6we4PU6KJ5Zu9LZDg9jNNrElRWuqiTIJgk66xLt7KGzLvXFGcpEJNducPGdb0kVnmb4QngpKorwWpIPV9WYbo/oyg2W9+5x8Z3vEA2GRL0utqzJbt+hOj1Fd3rU0yWmm+HLGmct8/ffRxlDurMjz/xiwU96+8wHaOs8f/NbD3n36Zh+GmGd5/v3z/j1L1/jL3xOWIj/4M1n/Ie/+wHnC5H3W9SOp6dz/tZ3HvFzL24zK2oirekmhue3u7y3P2VW1hSVo3aeb7y8QzeN2J8UIsPppU/7K5/bo6xFk3qYCbN5qyfiJZO8Cr1nTVV77p7M+d9+/fnLB6/g5ijjrf0JsQrjOqVAXP1UhDvGecV2T7SsPziek5c1sYZ55Xh8seSnrg2YFDbM8XrmZUUWKfpphPdwMis4W5TERghYvW4ivU/vW5W0MvSmh1lMJ9FUToguWXh6msoZ7YLyGbx1MGFeWLJYMy0tFwsZ4UqM5tpApECzyHCeVwyziOvDjLcPJ4jiuKd0Hhtagq5hPgPKOyIt0qlNl1ArSYzqQDprxrmyWBywCuvoxZobWx36acTji2ULoTdzzb1E1Mok+Oo2mCkCy7523NzoEk1zxoWMUNV+xch2IeFqkdgVlbyxKiaJDRrVynpWtWVhLZ3YtIpxRVVT1XXbv65DO1bIXWHxDJBwss6uDpWxCTGwCcCqQXlpX3b5F5/+I+G0qCuZLDBGS3AmGG2E6tjbwAJfG49S3gGN8UXzAUGwxFoa+U4ashjh/SZaHWAD+dSVvM5W7Wt9XaHSHtRj1mZwaIP+elHdQg3hxiRd6G+j+lsi4DE5kV4v4PtbEgBtgdp7QfSovcMXMwm843IF0SsVkpAghlIsRKFsMZHe5vohRDHeVujd27iTRxKUylw8n72DiyN81pdkQWnoDSDty7x0gKFljEytrDGjGNUbYXZuyPWfj/HTc/Rwm+jO65jta5QfvYE9eYwaXUEnKb7McZMzvImJdm4KAlJXFB/8UAIktIpeviypjh7jn94nuv4i1bN7qFICnvPg5nPs5EJuoXOU03PpP1vRbCBK0J0e0c41lDFEoy10nBBt7VEePpPnNs0+NnMuSZWzVsxYfEBw4pjeq18ievqIaGNLqu4oAhNRnx7jioJn/6//TLyfu/0gcxpjRhuiVBbuAd0Bo5/9OsXREZPvf4/WMKbToX/9JuUkZ/nkGTpJqM7OiQY9OnubFEdHuHxJ1O2RP35MsrkJ3pPsrbH0f0LbZz5A3z2c8t6zCTc3V2palXX8j28d8KU7m+yfL/kv/vAexxMxT0hi0WEua8d7zyb80Y+O2OqnjBcV87zi/smcaV4FswPF89sdLoLD0a+9tse94zln84LMaB6dzomMaiHYvHYcTQp6qSGvxDoyiw2xgcrCD55ccG0k7M9JXvF33z7gJKigPThfMsyiIFUpSYDWmuujDvOyDoIlll4aif+wcTy/3aGTRPyrX7jGs0nBdx6dM6g089LxzsGUHz4bBwcr6Q2L37FvE5nYqNb1yegwx6wlwB7NC+aFJYkEQk4iQ2pWZCfvNffPF1ztp9TeB29nMaF4OimoHOx0Y4ZpxLVhB/BsZMI6XZS1eFqHwGuU9IwbEpYkEKt77ADtfTAjCUWO8oyylCQSJCCvHafLkqN5gUY8sxWw2U0YZTG94Er18HyBQbTBywDfJxp0kMPcG2TUdsm0EMlWjQTw2DS9aGmdYt2lIB0FEZeoZfaHsSYl/42g7cmWtSeLNTW0z45XYg0ZGyHXWbsK9HK9Q4AOLYS1j5a/I4nOj2+Zrb2wqTY9QgasLa5yq4W0ga4b4tR6cA7x9nKUDPv3qw9oj6PJJLwXZrKJRZWrJYJJW0Fps5JTcxYf9VBxLjB0e+yBqOZqqZJXV0f+V5dyc+pCbCA7I5hfCKysY2FYFzMx16hKmROeHEslWgRYOjC/JSlZg7nrAvfkvSBl2Re2NYhudr5E1QX62gD90s/iFxe48Sl+coy7OESN9tDdAe5sX2wpcejeCDep5OfiTI7fxKt+fpRAuRQS1+wCN7vAK0XyytfQox3UYIv0i9+gfPdb2PEJ5eEjcbjSGl/X2P0HmCu3sfk82F16VNoRuNt7fFUIg7quxGRiNhEkpq7x00OBjLtddLh/zlp8voCkQzTcRCmNyxdyy+sK3RvKvP3JYRtcfV2h0w4KL+jMYi5VflnglCSsptOl+8oX6X/165z81n+DW8zRvT54R316THLrOS6+/Sf4uibZu0qyd5VqOqZ88hCddoi2dnBFgatK4r2bYGumb7+J9w6dZnhVYJdL4m1N99oWUS8jGgyYvfMe0eYQX1t0kmKnM1SSMT3apyDixq//GvFw+OO+TH9u22c+QN87mpGsBQ4gjAHBdz464e+98YyjcR6MHBSutGSJ+DOXteO//tOHPH9lwIPjGUezgq1eHCBYMHh++GTCbj9l2In45c/tEhnFyaykl0Y8OV/wo8MpXsH3Hy9YljXj3DIvxGbyyrDXkoxK63hnf8rXntuitp4/uHssfetBykY35qPjGcezktsbGcMs4nNXBpwtKg6necsQH2URZYCer48yhmnM2byisqIYdvdk3sKtm5lhWkoi0k0MizD25JHf7fRiisrx/uGUL14f8eJWj/ePZ/QTwzSvmeU1lRN3r2YuWqlV8DFaUVeO2jsWpSOJtJCnQkA6XxQUVS2+1/OSK0NhM3cTEY3x0xzrxElKApGMXzWzuk0cMWpVMTdiJLFWZIlhVlko65ZEdjYviY2hlxo2sojKSQKw3Uva5yPRojvejIBFWpFbRRQCxSSvcSHgGjzeNy0NH3rPoer3tMYZiZZK8RPQM58MY0KU84GwJ4mRc64VvYmNaSvtZSVVjw5wrzErJvf6Z0g71l9yYPqxcRouVzQtJC4npz71dc3PITsyJlDd14PyGqbeDmp7gYtD5axQbc+0leJsL6hdHbj3UM5D7zgE3gZKb4w4NBKkm0q9yoUxHvVEYKSYo7ZuorZvwfQ0GGgsBcrWEf7wngTydACIUxZVTqsW5tbU0dKOQMzOSmCfnst+igV+diYVaRRjH7+L3ruD2bmJ2biCPXwgLOXOYHWNtZZrV1cCmedz2XfzuUrJNcv6+HyOe/S+MNYBe/qM4s0/IPn81zFbV1FRTPKFr1N88H3s+BR99TlMZ4CdnmOPHuMP7qO0GJ2041tIouhqkfzExKgklbnvfCntB+eELzCb4pQSuLoS/XGVpPgixxuR2CzffxPdHVAe/U1cXaOHI8onD/BVjV8usKGNgfeYwQjd6aGzHrZYEHV6bP7qX6H7+pdFafEv/SYXf/RN6rMTXFWiOwNs4Vjc/YDszgvtYzj8wpeYOidynfRI9q6y8fVfZPyd77J89gxflKzDTNFgSHV6QnTrFvGgR7y3A+8rlg8fiXJaVeGSjCc/vAdRTG9QMv3tP8QONrn5iz//T/sm/U/ePvMBuqkGP7557/ijHx2z0YmJzKpfWFvPLF/13S7mFdeGKfO8YlZUTPOa2jo6kShOlVYq4cNJwXcenHE6L7k2Ehq/Uoph5vnB4wuWzgWY3DMtFLb2PDydt45a3UTz4fGM//RPHgBw93jOa1f60I1JjOb1q0NOZgW7g5S/+qUb/M77h5zOS/b6Kdu9hB8+nTDOK/ppxK3tDqNO3Cb4f3D3hLsnC7JIMckFNjpfrghqsdGUthb7SSvB9Pqoi8Jz72whAXpHxkbeeHrB8aIkiww3Rind2PCj4xkoTxIYyCpUvFFgjKMg0Yai9tgwRzwvpT/cTww/OplxMMu5NkjYn5bhfggRLTIqyGOqlnmsVCBoQjh2R+092goLNgn3c1mK0YSCloQVaceiFMUwga5FPCULZibLWirY5jwK64m08AGmecWsqIUwZhXKy1pauab7LGt2HNqsNRB7SVyGmTC8i6qm5ad5CbxR3BCWJNB7LwTB5lwTowUaD1XFvKioAznLBSJUP0twzomhi/MtiWtVEcuo1o9jna4q2ub/Pv665uzW/3b5dar5//b81oM00k9uKu6GCIYXmDMRS0jnkYCrtMzH+eAk5kMgbj7XO/FmTroSHNpDVAKxe4W3Yc7ZWXQwnxBTDdHj9pMj1PZt1GAbNT3FD/srBGhRQQPZ6mhlmRklMNqF8wPpFXvb9pPbZMPE4ng1PZffpV1Ub0MO5egherh92SKyuX5ZHz87lxPRRuaVJ6cryDzJBB2oKvzFoUC5DSkvycR7e3pK/eAt9OaVcC4Kd3GC2b6OiqXNZkbbqKyLuzjGvPAF9PmxVMZ1KVBwEDnBxCgTrVynrCfgVbRCLl7J9XcWnEMnKen1O1Qnh5QnR8KG9p7yeF+ey7MT8FIxqyyTeeSykPutDWa4zeDnvkHn1vPEu6FvDriyFNZ21kWPtikfPUL7BdX0PsXTJ9jlkv5rn5fZfG2INraxlUN1R3Q+90X6r3+J+Uf3Of/2n1Lnhciu5kui0QY6TanLEmUitr/xdfZ/67/HFWKQ4p0DbTh8cITp97nyq79M1O9jy5IP/pvfYuOFO/Rv/uQkPz/zAfq1GyN+581nzPKKfibZ+emsZNiJeXqxxHuPRrULnferCkjhOZ8XvPV4TDeLGGZi65iXFo1YDVa1Y5rLA/zsIqesLfsXObOippca7mz3OF+WvH5tyFY/5WiSM56XLJz0diOCMpUVL+CfuTVCK809NZdZ6knO3iDlyiBrg8jb+xPePZhya0Ng+0gpXtzp8sHxnG5iQvW+5OkkJ9GKuyfS66699AsjrS5JYnogD2NStYPUej44nrLdTdoZcq0UL+/2eXixoB/8mlUIkv0kYn9WUNtcWMhGExlNYhSL0rII8LZWknjXzrdOTNPCMi0th3MxAXl1dyDroNKc5xXLKrhVQSBSSVDIIjmfJNJYJ6IlRilGnTi4YNmWNqSVau9naSFVPkD4gfwU+r1Hs4J5UaOaxi0ySqYQJnTeOJcpqUjLIAAjcajRdCa0GFbe3zv9lEhLorG0q7q5CevWyqLXQORGrYVA5ymcpZuKO1tRW+rGDzgkkdZa8qqmk0QkyCx1w8PSobdtFJ8anCURWbOjFLCCJhi3wZEmiIcn5lLfUF7jIQTH8Lu2YlZrv1v7fTuypARKjUQ/uh3X03olndn0sxuSVyBqeVvJ2E2YjUWHkawAd7ce0y2z3AmJK+2LVaKrRabTWS5dHVuv5qqNERUdpSWYzC6QOe9QRTeJSMNOTzuowQ7eWjG7MEKKpFziJidUP/o2eu8OeuOKBM1yIWYenYFIeHovVbGtMFtXobeJe/yuBIukB5MnqyDqnVwPZyVolgX24ghfV9TP7lE9/oD62T1IEsz2DXTwRlZJhu4NyV7+Cv7ilPLe29i6xJeF7EcpdG8omgWnh7hC5puFte8u38+GkBfQDNMbYpdLsA4Vp9h8IcxwE+HzhfSmB0OpcD3t6JxTMeXRARe/9/fp/R/+L5eC8/Hf/VuUhweoTofF++/gq4rOK6+R7O5SHu9SnZ1QHR+R7F1l8vabzD/4ANXpUc8XLO7fZ/y970CSkt1+jvzxQ1xZBYJegZ3JrPfuv/LrDL/0ZU6++QdUw7F4QntPXtQ4xpiy5PwHPyTZ2KD73B2UMRy98fb/HKD/WbcfPjjnd954ytmk4J1HF+xtdNgdptzY6tJNI/7g/WM6iaYMymButdaIQIYRmdCPDqf8wss71NaxLC1l5cgri3MC5XqkNztdFjyblIyyiH5qKGvP20/HFJVUaFkkzljb/YRiIh7G3dhQWUdee3Z6Mafzio2uWB1W1nE6L6mdZ/9iSRobumnEk4uch2cLTuclr10d0EsiRlnMXi9lnNecPpuwKCoqBxMrRLZeGuHCmJNeY4Q7L9CvV2JxqVSAbxU8Hed84drlPsukqDmfl20PuKodSkM/MXQiRW49S+vpaZEBPctrrAOjJfjYAGU2CbkKNa5GevQfnc350rURr13p8uHxlA9P59LPArJIjroRIdkMKEFldFBTi+jEBu9tqILl3niEHd4EzAY+bmRBtVI8vFhwPi+CDaVsSkGKQxkRk8mMPCvL0ra97mZbZ0VbD66WoGiUoqgsM+coaks3jLF5PEZJcpEmMrtc1Q4ViQpbZdeDuCQEtXWUAU1YaWv74EttqWqH1sLs1gEaD2ciPcKwn4/Xxx7frrdaKemh+0/Kfl7CCdbha//xYN4s3gaZc5b+sbCxYwmiVR4OwrTVtPJedK0nxy2MqpQKsG8IfkEtTCUdfF1Kz5g1FTMdgnddyDGZBHwdeg6hcneAtxJsTh6LUEgxk/d0BkHr+zKTGKWFZe78akzL+1XiECpIOgMRd8l6on/dsLXnY/z0NMxSO9zhQ/zFMfr253EP38afPJbD37mJ2rmFqnJUKupgKkrwt1+jfvoB1Tt/LNW1SURoxBPY7bVobQdhouLDP8MdPEJ1epD1cJMTfL4kvvmyzE0vZ5itq+gopvPTvwRRQn30GF8IG985sBdncqt7QyiO5Xo1EHsjwUlIypIMby1uuaAen2HHZ6IOZnzwehZyobcWV+Sku1fxZRiRLApUUAZTKOrxGRf/+B+w85f/GtX5Ged//PvM33+XznPPY8sKO5/hqprp979NfO0mUa9PPY5ZPn5IPZuxfPAA3emRXLkqa4CtWT56iOn1GX31a7iqwi4WYpU6vgCtuf7X/1eMvvLTAETDARtf/Vl0HLN48JDZ939IPV+gKgMnp/iqpjw5Jb51U+D9n+D2mQ3Q7z+94L/6w3tsDVJevTHi1naPp2cLfum1K3zu+pD/6Hc/5IXdHo/PFhgFo07M+bwCJRU1zuOQERdrZbHvJhHPznMiDYUVIpLIYxqy2PDkLEdHmkVRU1sh9CikHeYQclppBeqOlcg+1las1HyoTual6GI31XJlhXgzKy2TouZLow6dWHOSGIra8ubTCV++OaQTR3RTzevX+rz1bEpe1lgnRKXKeeZlzU4vYV45VOhpDlLDvHQtC9paWfQnRc2ysmx0RJ60GR8rrWO6rCmtl8TCORZVjVKKq8OU2xtdcaWa5mQGai/GGNZ5FlVT0QCqYVsLetBU8anR1Nbz6GLBjVFGP4vZ6sQYrTiaFlTOt7reRikSrcEII/3mKON0UTIrLdu9hKuDlMNpSW5tSDgUpXeUQWCmDlKm14cZp4tC0JC1VkhTGOTWk+IYZhGDTkzpHNOiWlkl/5itAQNLazmc5S0yUxsRNGlHl7z0mftpzCyvKGqpiJuis1FjWza+1h60Ea1vjzDB1/Fp60QXPksMygeSV0OeWusZr9U8oRqEyJhQca9VSHAJpl7hBGqtegrQeQP1VgFaboQ+GkSiCWitrKZa/a0hWxXLsP9Q9a5X41EijOumJ2siYWU3Sl7B1YoAq4ophQIfgiu+nan2ZSEVsnPScw79Y6oc1d+GKAXCOFPT3w6iLpIoaFSSSZJQ5XJsSQZVgY8GsJy1Hs5ojZ+d441BaYPOeqA0fj6mevAWjE/a4KfOjzHdIeb25y8hHipOUZ2hOGUxEwKbWrsH4doqraAzpH7/O6grd7AHj1Zs8MWU8sG7xNeeE33ul74EgE47dL/6K/jFFF+V6P6IxTvfY/bH/xCdZqgokzHScA9FcjM8BVpDFKOHW1AWxNdu0Xn1y6RVSfHssbhIxUkY+VKBpBb8rbWBopBrGcXheVDoJCN/fJ/x9/6Uyff+hPzJI+xiQXH4DJsXIp6iNN5Z7P27opzW7ZFtXSO9dov5/UeY4ZBWsreZ0Z/PUEoz+MIXyff3qU9PsUnCtb/219n5pV9ur3X/1VcZ/+ANVBQzv3uPyFvxQI9ifG2x8zmmP2D5+Bk7X3z1x64Bfx7bZzZAf/PtQ4ZdYecC9LKIm9tdvvvRqSxewEtXBpTWcTItKKpKWK4gQkNOeosXs4qNXkxeWSZ5xctX+5zPSw7GOUZr6ZGWNTv9hIenS6JIsywlaJlAVtroRJxNcxa5mGdot2IjKxVUtRQ8HS85XRShj6qxeK6PEnb7KcvScros+dMHZ0DowSqpW/74XkUaaV7a6WOUyH+iBGZt+sBF7SgqxzA1bGQxm92YWxtdPjqZsdtP+eBohnWO2im0oP1Mc8s7B1MG6SHPb/eJjcIYhS89p/Nirf8q1V1tnYxc1Y5TD0Y7Eg39NGZROfppJApZftXNrJ20GjVBlSv8vrSezSzmvleczaSybXTGEmP4wtVBq3feSwwPzpeitIa4bsVakcaaXmpYlJbKSaXfNRHXRilZZBhlMbHRHM+KtWpzVV22AUx5bow6sgZaqVjXIf7wok99Dr0XSVfvPLWXVsaSmk4crRWhnqKyVNayLOtPvJ9wDD4E88o6QYfX3i/tV/mFxbMo6iBzKpVeAww0vfv18aw2IOLDdyCMELXV8FrF/PHAjcDJHoVq4M9L71UCF9dleG29RvhSl4KL9x7lytBPrVd63I1gSdJpiYjee+mp97dhcSEBQ3UDQ9uBN7Iw5zOZx24gaAjQtaZ1DF9OAuu6EiWyyTH0t2GwFZyxvCQDcbqC6JVGDcSZSQ22RUrz4kDGp7yXAOpqXD6Te1NJRe+jGHv6VCD9YiHs8JZc6fFKU89O8NqQ3HrtEw+TSlLc/Fz+HcX4wobcSSpF1dtEb16lnv1IRERsjc56+LSLyxeQz6kuztAYivvvkj7/eRH/0BrdW6FlPl9iNvewwYoSE4dquMB7GXlTBISdMKMdRQx/8S8RX71FefgUryNcMUOloddeV6g4htpRX1wQ710nv/+BzNJ3pf/vylICuofxn/4Tkp097GxGfX4mAiTBy9x7Mcdogr6MdxlUlqGTVJTSVJivNgYdx7iqbhs3OusSX4lJjWbr537+UjK0/Re+zvyDDxm/+ZYQxBZzNgYJ59MK60vUsiDSEVt3rjN68bmPf+X/XLfPbIA+GueMPqbM1UkMz86XJFGYdzWaV6+NuHcwZboQYQyBQGWEqak6sljzxVsb1GEhPRwLZK2AOlTERSMF6Tz91DDNLbV15LVjuqw4X9RcGWbc2sqYVo5lZSlq31aosdHtHG9Vuza4VrUj0iLFqZHFfl7UVKH6TIymqGUE6qOTOe8cTCidZyOLWoZxGongRlMhfvXWJj///BaTvOLe2UISBa0I6puy0CPKX7ayXCwr/uT+KeOiliKndtTOkRmNRWG952BaMi8cpbMYHUw3vCevPZUtsd5TOyf/tf6ShaRCKmKZtY6kOjaivz3OS85ze+m1qRElsq1uKtX1rGBZ1XTj1eO8rGw4b7lGkZbreWeryzCLW+GTpihqNqOb0Sb5vQF6aYwDDi6WLCux3GwIa6bRsm77tGtVz/rfFWjfVNUe54LaFRI4al+2sa+pbj8NYjbhPn0K7zEkfKtwK8qwK9Y7zfkCrfiHEkMM/JpxhtZC7lk/E6Vo+7kNrLtmyahYGzlqj4C114cPRkvVfKlK9yuiF17ISVEqQdPLOVDlwdXKSjLgnQTszkAC5+JC9pH2oDMU2LqxgGxuZqi6fdqXQO6V+ESH+WOfmBUprDPEjHZwRw9Ff9sDpkKNdlvYGoBiiR5sYU+f4i+O5XfzC7kOvQ1U0kVtX4OzfTkf5yEfhwogzFU70V9oAi1lgX37DymnF5hbn0PHKaRCjmpQBChWpDRbgYogTjB7t0U5y1rc+FhGvhpyYC1FCMslZieh+OhNlj/8Y/RgC5WkJLc/R/byF1FRTD0+oz5+isq6qN4Id/Ak9IYaGVYnbmJJBnGMHm3T/5m/QHTlJpM//X3ye+8TDUa4+RTyHNIEnXbwWqPTjN7rX2kfkfzJI4H9l3Nhnl+5jqsl2fOALQrpVyu1eo4ri7MO8ppo0EcPhsRXruKKgmhni+W9ewI/K/B1jck6jH7uFxi/+SbzD+7iyhI8pFf2ePzf/nf4ssJkGRtf+yqD117lzv/mb/Cj/+D/yuLJM1zlyLoddjsdimWJSjN2v/IaWz/12o8lXf55bZ/ZAP3cbo8Hx3O2B2n7u+my5tpGh1evD0lizSyvuHc4C6pTq9VRCgXfVsE7vYy/+rO3mBc1v/3mPhvdOKhyaWqjKGpPUTmM1jg8k6Vr+50ojzFi2vHodM4kr/jpO5ucTJYoL2pRIlQh5KmyFvELax3Xh12K2vHBkWThxmgWpZURLyXVp1KOvUSg64NpQRop8kqq2W4So5UEqSzSdNOIYRpzsSz5/Q+P2B8XnC8EDVjWdUvKbIKXVkIyKq1nVtVU1oZZY0esdVs9g1TAs1Iy69hDrGFWiuBJFfq1F8u6RUZh3TVKPqtywgS/tdEl0oqDyZJxXpNoCWwNMjrOLT98Nub6qEtkFBfLiu1O3M5si7+2Jq8se4OEw6lUYsrD2bzkaFZQ1PLa3b4w0ad2NcNrlHxeFGCKrU4iffoA5TYtUcJz4tXqPNrFkBXK0WzN+JQQtnSLCJRB4lRBO1vdbM0xSaKxYrKjaAwdm8d2rRJefWgz+7weuH34h1ahwl67H6qtatdFRtQqmK7/vu0/swqard3WmpSnZ03uU4V53nVd67DFqShn1blA183DYuswBqTwrkaZGJ31RbpSKXnfcA9fzIUAVsyEBOZ9CNKSBImwiBOp0KbxZGtULNoDKiAhPumiKjkGtfcc5HMxnzh+JGSs5lyqQnSuvccd3Ked3W4QhPk5vszxSQZpd4UkKL3S7vYNI+FjGZcH++CH2Gcfovqb6OEW8QtfIb7zecr5WMRLvJMqOkqgM0SF5KJ68pF8WaoSX4/xZgFxjJtPcCqCekb54H3c7EICeV0T3/oc5b238fmc+M7nyD96B1fkUBThFivwFhWnMn4VEjiVdeh+4asMfv5XiUZbFM8ekd99j2h7DxWn1LOxfCeMofPia7iyoPv6T4PSzN74LpiYaGMLFcWY/gAVJ+gkIXvlFc5/73dY3L9LFZjf7XeosrhCEjW8o54uSHavorQm6nYZ/fTPsvjwI1G0czLV4Cx4ZSiOTlFJQtTt4p1n8fgJj/7T/wfJ1Wtk168z/dEH7P3FX2X3V34JooTyYo4yGjuT5KEXzG2SbsreL/8iP+ntMxugf/WL1/iP/9EHnExzhp2YWV6zLC3/y1+4zaCT8O984wX+y39yj0enc2rr0Ci8WilDeefxRjHMIg4nOSfTAqMEbj0ayzK3UCI0okNQG3VjxosAy62VLXUgSYFintf84OG5WDUGxrMCJoVDA1miWybvWXDJqpzIb0rlevmrHGvNeV4LdK4U3TjCOzFaWJY1kY5JY01lHecL0Q9/OhHjjWuDlC9cHfJ0krOYWByeWInohltje89LS2198J72WGh7uLGW9bsMGGqkPVYpxnktet0hSEVBRKS5NBJwROSjtCJF2Y00n78yYLeb8Gyy5AdPxjLGFtTJVMCUnYfKwfmi5PoopagtTyaWbqwxWjNKI7JAvjudVwyCdOY4rzhdVO3YlDGKaVFzfZjSSSKK2rKopbkcJkIZpkLAezJekhhFHdjnTW/YswqUzX1RiLhJEmtq63BqJbLSvCKLFKWVAGqRC7I+J93GxPAZYlWpRR87fKZWgl5c3lb7WAOZaVjWRuswa90EbXlFU0U7a/GXgjBrPeOP/b45UHSQ12wOOuxX6yDm0YAFa5B2G7DD8esIHSWy6JaLMINrQqBZSlDT0hZQVY5PujIJUOX46ZloU/s6zDEbga17W9AdSUCOZAxJNLzDBUwHMDvDV3mQDyUkAuCjCLf/ET6frZCO/pZA0oVIPKruAL1zB3f6lEBWWUl0KoGcyWfw7IPgshX65GGm/se1RQDpGyeZJD1pB+YTqg++Q/yFXyRRhuLbf09sPqNMrtXsAtIu5b23xfBitCv96uk5rlzil9NQlYpyly+WQX9a4c+OqKwlee41ymcPyO9/CM5iRjv45VRMLJxFpx1RC4sSdCdBxQnJcy+LolhoHxRPHkCcUB3tUx48RaGw+QLqmur8jPTW85z9/j+kfPYY0+1BFBONNlDa0HnhFZIrN+i++ArjP/se5dkJptcXkZqsi5tP8U7hyub6IWgPnvL0jOTkhM2f+zpnf/otNr/+iywePiR/+gyVSiJ39Pf/oTxq/T52OqOezVqlMbecUx4J+/3kD/6Q3ksvMX7jTaJeV9AkpUWbe1qTXN3j5m/+Bv2XXvyx9+/Pa/vMBuhbOz3+9//y5/j9dw54dDLn9k6PX/r8VZ7fE3u05/f6/I1feYnDcc5HBxNxsKpXbFYAvOd0UnJtM+Oth+f8vTee4qwjNro1JNjuJQy6McNuwsk0Z4zM5tbV5cVM2sye2jvi2jLLBQrWkQ5zu1I91eFhuNLLKK3jhZ0eF0XF/dMFdo3Z60Kl5ry4ZCmk55xXNbV3ZJGmtJ4bw5RBJ+bB2YLC1tQ2qHI5x+G04MpAxE/wngcXS5wjVJ+ORe2DT7X0gLVSbGQRy+BBXVpHHQBT06CgNMIr4g7V2DwkRlMrmYGOlAqjSDoooqngniUB7f2TGSfzkjpU8mUgh5mwUIaQwLKyPBnnbSvChL7Y2bKkZyPhAEQG7+FiWVFZuU6V8zjviLzA3o8ucr58fSgkurJmEmbdu4lhp5eJMxUraL+9s+oy2uKRODVIDbGGZe1k5nlV9AK0imrr8/mNYphS4JQS+0pEfMRaT6y1VNKs4O8mvl6umVeftcbtuvQavVZRG21CmzgQpj5RyflLwVmt77Q9sUZHwEgZqgljSk1g14EEFarUhjzWVuWehvSjohhPhoqSMEYl5hbC5q4hysSEYnGB0wrGR7JvF3rb9USORSnIpXJs+8+2SZ7D35OOmFgsJ+JnnXRAGfG4rspVkFRhHnZ6gr76ksC6qEBsCtehCfBrl02qZbM27+wlgbAW5Uu5etbKqFeLRjSwi4wo4ZHjybr48yOqh29j9x/gN6+hqiUqn4soSO3wSsa51HAL5WqU91gT4WcTQV6cl+uQpDIuRmhnKI2bTwXSjhLR3I5iVByj4i28MvjpBBXF6DjBDDfF63k2odp/gs46lPuPiTZ3pNe7mEtwNuIWZnoDXFFQHh1QnJ9TPn4gs935kmijQ31+SrJzlWi4yeBLX8U7x/z9d+i89CrF04e0I3PG4PL80vcNrVHaUE+nOOuE6f17vwtxQnlyTry51RpvKOWxSzHXEF1yeRZcZSmOznCVo57NMP0+Z9/+DjrNSLaF/+DyHIzB1zW9l15k4ys/xT+P7TMboAFubnf5t77xvCTs+uNLGFwZZSyKmrJqzOsv/72p2OaF5U/vnlLVjm4gnTUmB/sXS37q1gb9LObJ6Zxl6NO2/Ty15iQEREjfOdKKOJKxndwF2UYFyxpi7TiY5HRTwytX+vzocEovERMH58Lcrvd0jLApXai+KutYBjh57uShzmLD125v8s7BlKTRVPYOhyiO7U9y0khxkVdkRjSoF5WlqFZ98EXlxHpQy9hZZBTTvA6JglTRxihSrVmE4N1YRyrk741MKM6z0Y25WFZS9SOBuhcbdnoJ7x7NSCLFIJHrPCtrrBVkQ/nVGqgCapFXjo1OjKutWEjqplL1pJGMLy0q21YsDXxvQvWZamGjny1qro+yAKHX7dzzk/GCjU5MEQRN2q1ZSwmtACXJTKR1sM6EjvQtqJ2MXCUhIVF4mQJoeqOsng+8/L7WKkDQhm6iA9nPk6qIUluKemXvuX5NVlD1KpCvH3Jje6mUwhgxDnE2CMGsP/uwKuGbk11nXvvLO26Y4ioYvDSiJB5QEfhiKQQvpVYjT+uVel1JRahjdJKg+1v4fArLiUDTQYJSVUtQXany5+eSHHgHrmqPQ04gMMArqfjExKPR0g4BO5+F4DloEwLiRCrlo4dtcJb96RCoTtFXnr+8Tgy2UIcP8VEagjIiYgKotAtZDz+7kGOsS7x1IUnRq/vfJEJqdZ3FB1sIeG7/Pj6f4YoFbj5GDbbRW42TksfdfRu1sYmuS2Gl15WMOpUFXilhgccZbnoWgjOsW3sq77GzMbo3RHd6MsI3m6DSDN3pYadjfDDaqMcXgiyYWMaexucsP3qXzmtfJr3zEhd/8A+oZ1PIlwIxe0S2N+lBVIihRxLjqwqXL9FpRj0bU50dyWFZiy9ykr2rxFs7FI8fsnx4H+eapEISCxVLP97lOTqOsfMFj/7z/4zkylWm77yDwq+0AoqcZG+P+f2HqFo0+j0eF0zvfaRwZUU1mWK//wbJ9g7p7jb502eYTgfT7eCdozw6YfTFz8uM9D+H7TMboK1z/NG7h/z+m/vM8ooXrw35y1+9xa3dfvuaZWk5GS/JK+ln+HXmqReYMo01RWU5mRVkkWajm3A6L6hqHyomxd4w5dHpgq1uwuFFLvOs3guLK+zLry/mWmaR+2lEZUS8QuBi2VdtPbOiYlF4HpwuGHYS/oXnM350OOX+6QKlZCZ3lBkKK4nEspbyqqmcGvj1rf1JO0aUGjEFEKKRjNOUtRX1Lq3pJgLpPzzPL8GozksvOVFSFUZagmrkHF5JIInDAh+FzDbWmiSSSrK0PhDRxD+6rIUUZ5C++tV+yiCN0QoubIVSYgIRB9cnFQKCrFtSKTd3SiPks26k2exE1F4Slo1ORBpF0rMP5Lum29okXtLbldbAshJ/6cNpjlEKY1Zs4YNJThqJhWaj8NWkH42phgS/xrPZ45xqE4VIIhdJZAR1sK59TwOPX66MVVvoaSVqeOu+0YmVtkhZ2yCdGt7nafvhzfZxFNV7H86tcTWTQO8vBYfmW7CqkNvggUfcP9omPJIUQBNUdCBkmU4PpRR2ORWjD88qKK/NaMvvQrXtanynK7vOZ1ItBylLqWRBLWdhTllJQA1jRE1ycmm/JsEXM/m54Uw0x7K4gDwWUtX2bXR/Uz6jyrHt5zn8ciqwtnM4W6J3bl0iiqnuCLV9Az85keN3LrCKkb54nMjPtmp/L5cu3PWAMgR4IVynGiYn+M0rohpWC7tZ9Ub4xRzmF7hEkAZ7doRbTNAmRnUH2LMjEQdpDDCcA2dRWQdKmYFGaeFBaAPOy3WuSpLnX6d8dBezuQva4KYX4D2mP8SMtiifPsIGMpfu9dBxhHMZ9fic+vyUeGsXPdrB3f8QlA5je+DyCmVnqP5GW8BgDHa5QKUZbjppvaJ1HJNcvUF1cUY0HNF54SXyk1PUYoHu9nDLAtXpiEb8fI7qdIg3N+k8/yI2z4MbVQeb56g4lhlxYxj+1E9RHJ+KMIlS+PA9VFGEQlEvl1DX1PM5p3/ybXxtGX3pCyzuP8BOg0HQtSvc+Nd/g39e22cyQM/ziv/733+Xb775jI1ewgtXBjw9nfMf/oP3+Pf/yhfY2xBSyLc/PKGTROwNNYu84nAaYCd8OyKFV9zYTMmM5nha0E9FRcxaWfidc3z/3jmvXBvw5GzJZi9hsqyY5TXailywIqhoefl3FusW0gRFrDyVF5Y5Hqa5OMKkkeaj4xlaK752Z4sv39zAozie5uTWsdlNub0lRLLvP74AFRydfFPVQV5ZHpwuiSPNJK8ZZFFQqpLPTiLNshKXKRAilw9VXuVgMzZ0E8PpQliP/dhwvixlpElBEs4LJdB4EshZG1lEP4uZFhUq9PaTSAhXjS90aR27/ZQ4oBsN6qCVBK+zRUU/MdROMy0CDEgQH/ErZbK8Ftu6Z9MyKJbJ2b28k7EobZtgNAphynupyj1YDd1YkUaGvBICXmqaRV5eXztPHCqvEHPbMOB8Y0Ah90vQyQDN164NkEo5nBcEogBwKxOSopkRD1sjntLs3wbU2HtPWduQUEIUrBh1cPiSa0g7MqZUENLxK9Z5OFSitSmFJln4OITUwuKXKnXVXpfVC30r7KG0auFq7wKU6D1K6QB5giuCbaNv4NwAmzfweT7Hx43vb7oat8IH9rUHQsVbzqWya7+5awIrTSBwdRi9spcrVaXkb+kmarwvRK4kgyhFRTGuLmE+lsDazGSXBXb/I8yNz11m7NcFarglo0xhDKqdz56cyMGoCLArMpwNpiC6sZYMimnNNXEWPzkPmuA96G/j8yV+MZFLsJiDjvEmBq9wgekuDGXf3muSNIx+LYk2tqmDDSW9DXGoshVkKdHGHi4X6Lp+eh+dZJjda+A9OkrIHwoz2ln5LvmLU+j2SZ57BTufcvF7fxfdG2DH5zjriboZbfujrPHWEiWJEPaWCwmSdU2x/xidZEze+DNsUbH1S3+RzW/8Eof/n79JdXqCzjLcbEq8vUf/1c8zv3eX/MF93DLHe4eJYum/n50Sb+9Qn51y69/+d3j0n/wn4kp19SrZ1av4qmbzqz/N/Mkz3GyOLVemKq7R59ZaYH7rqM4vmLz9LsPXX2sT0eu/+Rskmxv889o+cwE6L2v+b3/3bf7hnz1loxuzLGq+8+ERo26K9Z7/4G+9wa29AWXteHa+5PpWxnc/OqOsLMY7qrCYbPYSBh3pMW30k6Ae5TmZFtTWkcYiZznspjy9WJAmEph2BymjTsyHB1O09vSM4tpGh3FuJVhpzZVhRlmLSlgDU/YTw53NLj86mmKUCHykseHF7T5vHYx5dDZnp58yygzjpeH2VpfPB5WvixDIlBahk8RIX7GoJAjEYcyo9jAtapIwb5xF8MJWj4vwu9NlRWIkaFgvQirzUhyyOrGhqCxH84Jl5YhUU4kqssBkT4xAzh44X1acLyu6sWajk9BPI167MiA1mp1+SmUd33l8sYLzvIiZ7PbE7nIalNQSI1CzVqI21qw6JoyYlYHgV4fqqLTiwqWA+2cLXrvSZ7yoeDqR3lXsXcs1UArKusaoiI3O+kie9PXnpQ1jYS6gHyGRaAKU9y25Ko01RkMeIG29Fs4giI1Ulsx74kiznaVcLIpWMWwdpm58JprfN89IWVsWZY1RK4iurEWMxqxV2F4r4TKwirlNWPUIMa32NT58/dtwu87Wbnfm197dvA6a+edVFGgvXfujDxaSKkrwddkmYC2zG3+57x0wfl+XuHyO0kaCb5RIkKpKGbVSaiX/GYKu/5TEwSsjphpe0fa9m4NsEoJw+B4FyzEqwNpq5zY8eVcqYGUEEYtT6I4E3s1nYhHpanxV4OcXMoNsYtzsTEhhihVbPbR3vDaSgIAkHi4kEG2vPxyQ0TJuFqB9vbGHLwvs9AyV9fDLWfBcrkS1bLQpjOxwPXVnIAQ6NKrTxc9n7UiZ2dzFWS/VsdaY0Q5m64poyFycEN96EbN9hfrkADc+w9x4gfydH1Cfn8rh2XBfR5tSZec5xaMH+OsOe7DP5J13qKcLVJwT9ztE3QwdRbi6Jtrew58eyVTG+ALvLKY/pPv5n8b0hyw+eA/T6bD5jV/h2l//d5i+9UOqk2M6z7+I6Q0wvT7DL36J3kuvcPatP6E8PhFJz8mEi6dPUVFM5/YtokGfF/79f5/93/otyoND6osx0WDAnb/xN8iPTzj8+79NNNpg9sHdAMMHDkmvh7IWaoutLfm+6H8nm5vEG5s8+Tu/zfi9j7j2679K59oVftLbZy5A//D+KY+O5/SyiMgo9s8XHI8LvJ8RRZr3Hp/TSVM2egnzQnSNfWDmepDsUFus9Wz0ErZ7aYCLHf3YcJjXoTry3NjMuLnV40cHE+4dzdjqy0iXDiIZ3TSiqB3LynFzs8PecIMnFzkXy4ok0tza7DDsxFTWk8Sa03mJ8vLdnBQ1ce2IjMDHP3wiftbOQxLpIAta8OBswfm8IjZSDZdWvIXnpfSrVaTpxIZBFjHNSy6WlhIJNipWnM4L0sRwtqgIwlxt/9Ig6mezQryrb292g22kSFZGWhTOlBJUINaatCMqL/NKVNPEIKPkV1/eY7u36tskRvPFqwPeO5oyXwoJaJRF3Bp10BoeXSw5nnuqyrc9XELYEwa1VNCJETeqcV7TGp44UUMT3XLH1WHKzY2Mk3nJYu4CzB/WT6QfOy9rdvspRonV5DS8H+kcUNSONPT8GzJc0/NtRs+sC8mN1PgBwpbjjLR8YDeJ6Kcx87JuiYZN4FwnwTUs+gaKFrtS2/aPgTDypT5hBtPA1dJu8CvWNqsA7ZViJQtDGxwcIqqi1brU5+V/h4dcjtRZvAuwMQrvRTZWaVHNAqT/aStcKRVPw2Re9bgvHb0ErMU4WC3O5BWtVGcT/5v3alg7j/Y4Gwa594Ec9imbJ+hsL+Vpzxf4YUgiwpiSzEV7vFOQ9gQJ8GAvDvGz92WUyVmZ0046uOmpfGYcg9OXEhHf6Io3hLb1Hvx6YhTMPog7gkiYEVQFbnreEtTwDp8vUDpGd/rovdu46Tn+7ABfLEXwIzDJ3XwcyGBGeszbN/AXp8SbV8QSMvh8uyon2tgBwHT7mDsvU58eUnz0HtX4AhVFaBNhnRWZzqKAJCW/9wEOz+LBXfLDM1wliowoRbUoUUlGsrULkwt0mpJdv0l1dgY6ItraJbt+W/rJQLy9y+zdtxj9wjeIN7fZ+sVfAaD/0Qcc/tbfxi4XmE43IAIlptvHLnPq6QQVRbj5jOXjxxz97je58Vf/dW7/e/8e1ekp3lqSnR0Z97p1i8HnXmH+0T0e/uf/JfnRCbOP7gUUo8KbiHoyxRiDsLcrTt77PqbTId7aYP7oKZP3PuC1//P/kXRn69OfrT+n7TMXoD/an7DRjXi/qHl0tGBRrElVVhalFUYJLHlllPLh4Ywk0mwPJBAXlSU2mtvbXf53v/oy42XFf/VH91kUNVvdhNmyQmlFWTqKyvL4ZM6isOS1ZOhXNzrYIMlolGKYxXzt+W2GnZhnF0v+7V+4g9GKP/rwhKJ2XNvo8Cuf2+UfvXfIh4dTytpR1hLARr2IP3t0AcDnrw3YGwiJ6WQu/tPffTSmE2te3ukRxZr3D6YsSysChWGRXpSW2CheHnQ5mOQ4hF3dQNpPxznPb3cZdSJOFyWVFZERvEDc1jusg5+5NWJW1OJT7MSkAi9jVXlpiSOFSWTkbFYFWDYEiGXlePdwws/e2qR2IhPaBJaydozzkmlR8xBRU+snhmEWs9dLOJjIeJvRtDPiBiFlzSuR8ITAEncCKZvQFy+tk3Oqpc/fxLHUKDqx9DCFRS7XdK+fcmWY8d7hpFV5Q4mtpPNQBCa+BNzQukCRGtXOMsOqb9/cBkJ/3iBjTtNCxt1kfEzeU68FWR9IC0ZrOomhrCSRrIKH+Hpj2ShJCBrym7y/YdUHuD9AwD4AEFoLlOxCK4QAcy9qR9W6OnoyA5leHdMKOtYi5GOM/HYxbj+5yXQ9tMeplEKlPVRVymhPU5U3FXgbnD4WZIs5K21tcZNSLTzNqqfcpB5rdqcNW3oFj69v4f1Ro7ndzEQXUh0nXdzhPUkQGpKZ91I1xxm+LuDkiZxT1pMK+uwZfjaW1zeyocHJCtWVMaisDxf7gRTfBGf/sf+G42tuFgo12JRrWpUtlK/7mzgdy09ai5b1aJt6fCKQdyXCNz44gHmlURtbeK+oHn1EfPtlIQqOtvHeU+0/ktcVOeXhU9xsLK0KvHg4B3lOlySotIN3C/x8Sr1YCsPZe6p5gStLTKeDzT3K1qhOl2o8Ixl02PyLf4XR176BXcyIRpsc/ff/b7lt8RrhKvhV+9rK/Qlb98WX2fvL/xrnf/xPKI8OUUlCfO0G5fExxdMnch+LQljm/QEnv/+PWdx7QPe559j6+a/Rfe4OANV4wskf/BHjt96hmkxZnl6glEYbTb1YhsRO46qKarLAeZg/OZZ8CciyKxTHp9SzOcd//G1u/sav85PcPnMBemeYMStqyqqmrCWDbtSXAFIlozyLoqabiUNQWTtOJkWoBA1Zx5AaRRobzo5mnExy9kYZCkUSCeQ0d555btnezXDAoqo5n1csS8uilOz4sBJv6e/eO+X5vT4v7Pb56nNbZLHh517YxjrfCmvM33hGN44oK7Fk1FpxMS8pPVwdplwfdVtnqdN5yRuPx/SC6tbd0zkv7vbZ6afMz+YkWgc/65WU6L2TOR4JzIM0aNM6zzyQo1Jj0CgKK8evlNg2jjoJm90kuDopBmnE8azEOfGwnuTibT2KRSjkbFERRwKrK6WFiGY9b+5PpMpVijRSPL/Z5aOzObOiZl45cisBZH9WMkgNXon7U6RlzMja1fy3RdbmTImy2jivZWbbuhCwpPL3iF73tGoqcFn3imCb1wtM8XUGfy8RwkisxdnLsR74ZClvSHiREpa8BxIjlXTdCIP4MA6mZfzNOU9hPSf/X/b+PMiyLL/vwz7n3O3t+XKrzNqrq7t6me7pacz0DGbFMthBEhQFQqAEE2BIFkFG0CFblhWOsByKsMMOWbJCwZBomgotJEWRIixwBQEMMDOYfenpZXqt7uraq7Jyz3z7Xc85/uN37ntZMw1SFGbo8Ig3oruqcrnbe+/+zu/7+y7TTDT3OCrfXQMnOAqeZR4IEa/wrHiFdNvWORrRoot2yPtUKTkGCqJQk4QBlbGUxsiI2BO8ahLV4m7K11NfnGsrUOdEURBEiljXPwcqCIgSb+yhFOW0Ls7vsfmoPkAkSycdxdyJP08UJ/VefwsT8cau8kXnWb9gdYcqVU9eobgJaxdhfCBEsBPwt6shdl1HX3pyWdSAqAnTI2ERO4tOWth85mfQoRx3tOcDJRS1M5nyr5ozuRQVU/rzdAvtc7MNnRXc8QPmVqfuxPXbhVmJqgu0qSBpEa6fg41HsN/8bVwUEbSWUHETNTqk2rsnzmmAnU1w05HYXDoezslWDqoCMzqC0p+fJ7oppdBxQjUekt16B5xDJU2sMZQP7kqn3GhBlskiwVqIY0ARtLooHWCy1AdraVxZEDQaop0OI4hDln7051n58Z/xx1SY6ZTGhUeYvPFt4uSU3A7nyHd3cGXF+PVXaT96hWhlZd5gdZ58ivYTT4ov994eg//Hf4zNCmg0CcJQ0KGsIN/eRTWaBK0WzlpGb77F2T/9r9I8f5ar/9f/mGx7h2ilz+yOuKO1H32EUz//c+z+3uclRKPMqKaZnzp4b3o01WgMDqKlLsXhMaPXr8K/LND/fNuHHlvnv/+Ddwk1NCLNzEr3EwXe/UmJH7JWcDTOMc5bfGp5wGZlxfiwZJQW/I0/uC5mF6OcVhzQbcUst2O2jlIvV4FZLh33jz+2wcu3jrg/SAkDRSOKiUPJfQ61zJh/9ZOXSMJFfKMOFg+h+8cztIILq02OpgWzwlBUlkopnj6z5AlkjoNJwTt7E2ZFRTsJGWRi3/finWN57CvN+WWZcc9KQ2EsxlgOZxWtWAur1jnP0Ia8kpjFokpZbiekpfMdmMCnV9Y7JIFmd5xzabnJvUHKejvi1VsD3rk/oCwt50+1efz9m6A1h7MSYx2xvzbrFFo70srQTQK0lrnxN+4e00wk8COrzHwmbJwYoxzOcqyFS8tNDmcl49wQcCKNCilowhC3EuzhpNhqDYWFJKyNPKQDr19/kCLd9OSxQGmWmtFCG6ykOMECSJWi69CBJ13hUNZbvQaaMNTEgfbPXMckr+aJV3MSFrUdp5uzsk9C3PUBtRaWfl5UKA1Nb2GqvKIgrwxJGMxZ4q049qlqcrz6OkIk0coqeeg/bEO6KNWiaT/hfOYWTXpuIdZq3kHL6+RfW2sXTOETe5bdfoemuqx1v9XDs9b55h4uzoH/wFqDK6YotO+QPeP7xO/N/6vJamUKuzf8Suo73MpA9vOdTmeNrtyAqlj8vFLo7gou9eEURe5tNhHZ10w6ZqcDXBijbOBTnbxLmDXSUUcNgovvQ/c3KXZvSHCE1oIKzGVIan5f5oU6jAkuPoMpC8yrX8JVJXawB50Zeu0sdjYBYzCHO5jRoViTGmT/obfjrF3NajRBB3J+Jwq0vLciwuU18qO3Ua22HGs2FVMS4+R1bjZxvkgTRsSnL6DbS5T7u5jZBBUFuFwWmThH2F8lPnUGFcW0n/oA1XjE0R/8PvnOFnUkqC1Liv1dVJyQ3r1DsbdP4+IjHH/5ixx89jOES8uY6Yyg3ab/4Y+gG032f+/3MVlGvrUF1srYIYw8+VOMaKJmk7DbI15ZwWQZ2//4t8iPRozfvEq41CO9u0Wxf0jz/BnSe/dpXTjPqR//FMcvvUK2s4c1jqDZkPFn7eHtoBgMSdZXsZUh6C4UQd+v7QeuQK/1Gvz0B8/xNz77NqHWJJF0R51GxPFUOr8wAKU0s0Ji6JQSTXBpzRwyjbTm/uGMD19Z5frOmO2jlLQwRGHAudUWW0czGnHAqV7ChbU2jSigMI52FLDaS4jDgEArssLQjkOKSrKj6wJ9cjPWzY+rUKx1EnG+SgtmpY+4rAzbw4x3dsdMvHbvwTCl412z8kokUwZLVlQkUcB6HFNax6wQX+ppUZKWDmONn1kLsnA0LSmMY5wbbxqi6DXEJGGUVZzqJFTGsj3K2R3nvHnriAe7E5I4YK0Tk04K/uCVB/zcR87P3ceMreVI8hhOtJ4/2Gs98CTzsy+3aCbqTnFaWJqhpnLQjgMxD6mfm4j8zTo8oU3Y9PMu1KOnRSWSogAPs/LwLDarjMjLvBvc7aMZzUjTTkKmRTF/febPTlVrrIXUZoBxYWhGjn4YzQlqdZynVhD4QiAe54vQCowQ7ayHo+uY6Lo7r4lxzi4IbVopn38tX4gCQXxqgtjJcldWhtxH4c0XFPX1+BXHHFVQ8suLAr6Amr+TM6ZOHmRuVXlyq39Bo3QoM9AixxbZPAJy/q44ubMTc3LxmI6gmJ24Kv97WssJ2xOFvn5xPGKjnJVj6UgKqq0WZ3ZyJeRjMLGV/HwYS+FoSlfoTDm/V4QRFAp666jZEFemIuEqM59n7CBpopc3cd1V3PgIl43R/VMEZ66gV89iRwcQxeJaVhVzv3PHyROT+6JaXeJP/hJu/y7m/nXsdOgLe4A93sVOh9Lxr57BDo+xszHF4VXIUnlNjC8qZkGiU9OpyOAaDcx0QtCTbtbW+ufeKmYyljGEtbgokRFMs4WZTnFViYpjlAuJTl9g6ZM/xfjlb9J89EmqwQGhzagmDmssYa8PxpHv7RJ22uz91v9Idvc2QbtD87EnxIK4KCiPDui8/znpnG/dovf8RwiabUyWMXnpOra4Qf+jHwccu//4H1EeD2k/+RRhr0vU71ONxekMZ9FhiPIscRWGxKurAASNBqM3r1IMxoS9LkGzgYoi8oND8v1D4pVlTJqSrK3Sf+5ZZvd2KL7xMjqKccZQ1Q+AQNzEqqlIXTd+7BN8v7c/UoFWSv1d4An/zz4wcM49p5S6BFwF3vHf+4Zz7i/8UY71z7P9yDOneendPZyDt+4PmGUVk6wk1AJFJXHIKC0xXtMaBmJDWYNMrTggDMQec3eQkUQB+8PMd7GKXjPk4nqbp84tsd4Tl6C8lCSiJNKUlaUZSSEOAkXmB3v1jPI7N2MN1oo15/GsoBWHhIEmLSxJqHh7d8wb20OslYKThJokVBzNSqbe9MQ6scs01rE9yol8ylM7DlhqRbTCgN1JjvHFc5ZWJFFIvx0TBhql3Jy1XVnN9iinE0vhL41la5hxebXFhaUG3xrnbPSbZJWh5+Mgj0Y5d3cnrHaEsBXMjTZk8bPUFP/yyJuhtKOQYVbMY3VhUTjFl9vSDyNyH9Zx8vuORRJYWVlQWpjZKKLAEQUBgRYmdoAEgdRtcBzITNY4WG0JCXCYVgzSEq1gnEvgSZ2d5WvXfGxpnTsx3/VQcGEpypyVdjwP2mjGIc6J9AxgmpfzDr6+3gIQr3bvdHTiGo2HCeTfC2ja12YCLbKuk+ztenPOkZeVVxIplPIWoW5h2FOTzWpkINB2bnhTn4RzYjJzcgtOzAvFApHvalDlB0NwBjMbCYnMloudnlxKKMXcJOBktnKRzldGdacvdp/+BtpKiqspFyuoebyl10jb0q+SvA657rzr6ws80Q3nDUYUdFfRQQiblzF33sCmI/8hNXLMMoNWDzVMcSdtO42BpSVATEFYWke1e4RPfFRgXn9Y1V6GdCxdbH3r6ghOgCBANbuymJwdU1x9gWqwL25qjRaq0cHFTdzxPpxawR7sCMwehJBnfDfxTP5TSuOUEolb0kLFCWZ4JCOL0xdpPf08xc4W+e1rRBvn5JLHQ9LhAKVDWk9/kOpwj+JoH2UtrWc+SOPy+5i8/jJgab//edIbb6OaLYrDgaAfrYSw1aTz+JMyVy4LyuNDouND4pV1MaRJRE7XvHCZ2c3blIMRxcGhOIP5fOvxG2+gwpBqllINhnR8bGe8toYKQ4JmE91sStd/cISKG3SffgYdRfP3aXk8JF5fJ9/Zlfd/GBD1ehTHA2xZEjQSTJrhqopzv/QnGb59HRWGmFmKCgOcEW8L57uJs3/q51l69n3v8cb/3m5/pALtnPvl+u9Kqf8UODmQuuGce+6Psv//udv5tQ4/8dw5PvfqFpc3umwfS7f70Sc3+GPPX+Bvf+kGX7m6T+FJP0mgyP2co37wW+vYHaTsDlI6zYi1XoPEB2xkBxV/4kNnmRrHg2PJr713OCMvJWf5aFIwmpVsLjfJC0O3GfHYqQ4v3DjkxVtHGOv4oYvLfOLxdbLK8h/91lu8vTWk8Md2FsIAkijk2XNL9Joxb+0M2RpkXFlpsDctOZpkPrDBMZiVBIFmpR2ReplTZSyHM/mwPn6qy1u7E9baMdu7A+7e2qUoSwKleOKRdc5f3CR1iETKOT9zCZgWhr1xRmUs3SRkuRWzN0gJtKbbCDGpY1IIo7vC8tq9AU8/tsqpTkIrDoRNnQkKMMzEOUwpWGslhIEEVexNi5Mg5fz5q5XiwlID42TmbtyiGweBqANfqBrerxzAoGhG0I0iikrY5M5B6WTUYIx0sc1I047DeQqZwjHJJW3LWGGCx5qHjD/qDswCdfxjXXCtg0FWcaabkMQBs6JimnseBJbCnOjg1OI6lJPXGhbmMnPI2y2QFYC89LC5coyzkjESgtJtJvPFn7VW7F6N8BgCLUU6CAKsdURhQHwCxZEccEPLOia5kSmu0hhnCZRDpPl+8RCGaB1gfXGxldeO1m/axV7RcUM0wfWdU/Vq4wQkXkMDOOma47Y38ygFjnXKRzyq+bwXZxZwra2Ya6fnR/bLHK0Xs94oFsi8OmEUooSh6/ycXOkAemuohsxzCWJhZ0dNMbtQIUyOIJ8Ik7q/KUzzbCppUP0N3GyIy2fSwQN68zJ25ybV0bZkFq+clln6UgO3fVPY9qaaB0/4FxDyGa7Vo7rxOmZyLNcRRRJZWZXQ7MjbaLAPQTxPnxKYxbPXT66c/GtMaUSy5hw2nRK0OnQ/9XNzg5D43CWCd17FHB+iuz1BDaz1Ocgl5fAYZS261SG7+S52OqX3iZ9k9JXP4qqS5MwFonTGyk/8cbof+hh7v/l30K0WSmuyvR2q0QgVRWR3bwurG1BBiJ3NMHnJ9No1VBJj0ox8dxdbSfcfLk0Il5Yo9w9wxmBmU/RSn9bly4xeexVnLc2LF8BY2o9doZjl8nojxTnb2aX5yEWCRpPy4AgznQnqn+eC7uQF2d4B0VKPc3/mTzPd3gOtSbd2ZI4ex3NIvnFmgyt/8d9k4yd/5KGR0fdr+55A3ErO9F8DPv292N8fdVNK8cc+fJFnH1nlnfsDokDzvgsr9Dsx/9FvvEyvEbDWSzgY5TIvTEuCMJhLnLLCzP2KrYPxTArEmeUmG0sN8tLwpbf3+GMfPMdzl1e4ujXiaJLzqcfXeGt7DBRMspLbe4aVboP3ne1RGMtn39xlrSuz6a9c2+fG3hjj4NbBlLPLTUZ5xSSXGeOsgCeWmnSSkGakObPUZJhWzPKKg3FGUdk5K1kFmsA5OnFIJ4FHVtsczQqKynFmqcFj6x3e2h0TVIadOzt0GxFBJ2ZaGO7eP6QoLZevnGVWikFKbYrRigO0UpzrNxhl8mBrJyG1uUUcapJAszPOGE0Lmu0Gs9wQqkoKhbFUVubFtU1mKw65P0x5ZKXFjz26xhu7I17ZGtb0HpQWIlsnDthcarI9ymjFIYkTxndhTjyNHXRjTVpKSQu8cf4wq4iCgH4zohFbznQbbI8yBpl0lf2GZEGPsophXnqIWRFqSMLAM8DFAzyas6b8vdZqDv06xdx+tJZc7U5ySaZSnJA/yQ5qC04Wu5vD4FYt3MXq37DOJ2s50WIbX+GdEwc158SIBpWz1EywzjHLS7FyFVwb65wn7Kn5fr/zwRIEAZ1mQBIZssr6tLJQeATW4nAEWhgAVTadX4Azxsu1YG6t6ecU1pRiOxmEUpSdew84nEWX5/z9iRpSuFwJWJSHp4lb8pC0hjqAQzrourid6LQX0/j5MVzcAjeTIAkAZcEEEMaoqAWnLs87XZfPMLdflSSsIBTWdtQQKLvMcWWOanSExd1ZIXzkWSn20wF2fIQKQlRnmeqOpEOpuAXOYh5cR7c62OGBl5q5Rd50fa62wlZyL+xsjOqs4A63oJJi7qyVubYOsGUh+wYWM391Ym/yvrNW3gu600e3u1DmhEsrmPGI/PY1Wk8/L+/FKGbpR/8Y6duvkt2+Rrm/jW53sJVh9ubL6Gab+MwFwtUNVBBQ7G3TuPwk67/4qxQ7WzhriDfOiPd2WWKLHN1uM7n6FuVoiKsqbFl6ktcODs3s2jvk+wcUg6Hgl8ZKcTYGKoHpq+EAk6aAwkxTJteu0X/+w4StFr2nnyF78ID+D32Q5oXzdJ58kumt2+z+9u+Sbe+AVqz88EdoXrrI3f/u79B79mmG336N6e272KxAN9vo9hLWwqN/6dcZv3uTB//ksyx99HmKz35R5s+VITm1wsonPoIpSpaefYog+f8vq89PAbvOuXdPfO0RpdQrwAj4D5xzX/4eHet/0qaU4sJ6lwvr3fnX3r53zL2DMaNpwWQyY5Ka+QLe+CDwWGlaSYC1ijjSWGOlUBtLEonjj9Yyp7y+M+anPnCGq27EZr/JcjummYRsHacMZgVFZfl3f/5JTvdb/NdfvMHZ5QaVFTi80wh54cYRw6yUN6aK6DcjuknIzjDlOC+5czDlYJyz3mtwZaOLtY4Hw9xnRCsq5+FY56icxC5+5NIKq+2YzV5jPnsG6Ui3to9kjhnX7k6KpV6T3b0Blx7ZINKK0rsgBgoeXW0Ras1mr8k4n+Cco92MeOR0lxtbI1SgGFrHLBNd9+ZaC4XMdsdFxaMrLQ7TkuVmRGUd01KsKdfbMZ04pBWHfOjsMqnXHZe+IDWiQH6uFTPJSu5YSzPQRHFA6It0PbGsmceNMCA3AkEZRDY1yiuWmzGb3QYOSKspjTCgncjsbVoa6Ui1PNYqAwqB4esSZt13FFYnaV3+H3627eVKfp4ucipBY6RJdPMm8r22KFCLDhtfe2r4GVk0pEU1zytXSp7X9UKhqCxZITwCc2KuWZMBjbVzKDwM/pCTAKIwIDrRXTvnMD5a0FRGYFml0UHgUSYpgs45MRCZd8RK9KR1t2qM71y/Awufd7++sJsS57QnM+l54IZTGlXMJF4yiL3ciEVs5Xz24cSH2pYLxrc1soryc1Xi5iLIAwfNHvr0o/PgC+ccZveWFMIglC7SAUWKai3J+67KodCozgrBxqWF3ruzjO4syyUfbUM6Qbd8R04AQQ/SMdFjHyQ/2hY29fyeuPothStK3GgA4Qy15HW2Rb4Q7/v3o3MKm2eouIGOEgmSsLLIJozkmj20rZwj6C5h8xQVNySBylnKrdvgCzSAbrZIHn+G6bU3MGVJtH4GFUaY8QDCkGBpZe4Ip5st8rvXaT3+NI1Ljz380oYhycZppreuU42HhJ0OOgwo9vdQYcTwpZdE3tTpUI7GZPfvosKIfGcXZ60gNYjqAyOadNVsEbSaZHfvMltdJewt4aqSc7/6Z+k988z82L2nnqT7+BXK0Zig0RCyl3Oc/hM/z85vf4bs4BhbWHSnR7K2hk1TBi+/zsEXv8rx29eJV5cpjoeE62tErRam9NnRp9aZ3n/AbGub9vmzf+jn6Hu5/TMLtFLqs8Dme3zr/+Sc+4f+7/868HdOfG8buOCcO1RKfQj4B0qpp51zo/fY/58H/jzAhQsX/nnP/59ru7E95K3bByRhQCN0WCMkpTgMWemEBIFmlAqBqtOIKK3ELFonD+ot74NdWcfmUoO1XsLuMKUwdg4xJqHmwkqLKxsd9kY5VzZ7bHkY/Nb+lLuHU9LCMExLQiXG76WR/OiNflN0wamYjBSVxVEx3ptgnaMVabHY9FukFI1GKJIiBa0omJuBOCfxip9+fJ1uErLSjrk+zcHHDVZGmNb9ZkyWFgynBSYMCf0H31jH1d0xG70GF/oN8spy53hGKwp4+vIKpXW8fW9AVTl63YTHzvdpNyMKIxB7aSw3DqdiMqJFntUIxDSl7+0+QQrZB88t89rOkMwngIVa8fRGl0YUcG6pwVt7Ew+Pi6tY6TvbOJRuWynpEgtTUVrm1qGRFhbzy1uD+TWnzjArDc1QzD/E9MT7jvvXQma8UMmaTe6nv+fWd6/AXNvslLi0BbY2LXkYmq73/16bQ7zZ27FimsvYAf8aaCXHmuWVzMRPzIZRC2WytfXPyFYz9K0/tliPOpLoYU/vf9ZmykIKdH2mtZTJSciDDkJseTK1CuoABhVqnNEyszV1ptl7bDpgbkRuKrDKG3l4iZarUNZD3Eko7mBVJqMHz7hWSssrobXcI+PPQ2sIE4Gq09FiNh0lQggLIlTSlJ+ZjbD5VC4zHUOz4/23vV1nEOCKFN3uoy88LeYr+sRixhjs0TZ2sCNF0VQLdMFvdSCJnU3EunM68N8QDoLD+etW0Onj0jFudCTnesIMhqSJarQJGm3M0b6cZ2dJ9jU8kmNaI4VUR6gixzmDSae4IkcVJcVsiqsqdLtLZzwg6PYBKPYecPx7f5/s1jWIEsz4HYLeEkpL+lN1fEC8KTNqV1Vy/95jU0qx9IkfY/jKi37+XMqfKsQZKAdDiGNCpanGU6rhSNZZPs1PJYkszqpKTFasJV5a9tcUYPKC3iOPUAxGbP2P/5Dd3/0sK5/4OCsf+RAqCFBBQLzcxznH4NU3OPjS15jdvU8xGlMMp8Rra8SrtclIA1ses/07n0f3l4iWeug48ohOSBAGVOOJZ4wrwnb7n/HJ+d5t/8wC7Zz7yX/a95VSIfCvAh868Ts5iOWwc+4lpdQN4HHgxffY/38J/JcAzz///B/yKf7ebK/d3GM0zecezn6YSFGUjGaOJAowlWGWCuO6MlZkNWgyrw1uJSHdphTzaw9GNKKAD1xc5je+fpvbe2P2hrmM5Rw8c7HPcjtmnFXsjXP2R8K6Pp4WxEHtWR2jSxinFe2kZJiKTKkRieZamMOWm3sTPnFlneV2yesPRlg/r85K400xxA3rrZ0RK+0YnOKR1TbPneuDg0dX29xd63JtMCGOQ+JQc3m1xWYnoR9rfuR9p/n6nSNmpbeOVDLn3RpIcManLq9y9rDBzcMpSkX8mY9f4tsPBuyNS3IjARogH8y8spT+zYwSw5CjWUESetZ3aXj8RGhJNwn52IUVJnk1j2G0DrYGU64dpjjnGHtPbaUUAdIdlsZgQ40xjrSqyD3N2/ihcNcTUIZZyWZXFhmhlofk1KML4kamySqLsjKflgUT80K9IHZ5mReLB691jtAX41qm5GA+Ez+hnnnPLVSCOPQbsU+okq9HgbwGWeXQ1j6UFe3r84mu/mHhkam/D/MFhiw+BDGKwj/8Y1/bilprpTjPz31xEc5aMSmx9uHv19iqszIvrQvKP21zznepTgpzLQHSnviEw5lKCnxVgsvqFYq/AZ7xDTJ3dMiiIG6h4qZYa6Yjv4ioPEzuj6MUTgXYnRsimZILh3QkRK/eKm586I9rUYFCbz6KTlrfcQkWc/s1SYqKGnLOk2MxCWl25/fMphPc8TZ2OoJGmzkMXyMPzknsJQqyqciwyqkUqu4KFBkqjAhPnRcDlGyKvvAkxa23YDqWItpZkt+vSogbaB0QrncwWYYzFlMZdKsjPulA0O4yefHL9H7sj4O1jL72OWxZ4PJc9N5KYdKJEPbTGdVkhC1KorUNXFnQuvKHE6WSjdP0P/lphl/7ImhNNU0JO13Jix6OxZFtKosiVQeKIM9ZV5ZSjK0T4pzW6FYTioL244+jkwbTG3cweU68uoItCnb+0W9RDYds/OxPzc9h9/c+z84/+X0mN+8yvXMPmxeYWUo5mmCLgsbpDXCOfDwl+9YrhKc3cMay+sH3QxAwvLNFmaYEjYTD19+md/kCvSe+/znQ9fa9gLh/EnjbOXe//oJSah04cs4ZpdRl4Apw83twrD/S9uqNfVqemay1uFEVxqBRXN5YZjgrRGdaGpwKaDdCpmlJXlU4FFVpWV9LaDcCsnIRW/jcxT5//QvXub0/oxVr0lyMUF69fcznXtvmU+/bYJYL9FQZN/dqbkYBrSig0wjZHWbsDXNKJ1Kdi2sdwkCkYMY60tLw6SdP8bdeuCMPK//0rbvOXkPz3Jkex56o9CNXTnGu30Qp+PKNA/bGORun+ty6e0CZFTx5fplWoNgdTPmVTz/NkY5Y7yRexyz77Ech1jm+duuIf+2HznFlvcMVX1iPZwVv701oxoYyk4ImUY+SLqWVEJTEbEMQAvG3rlheinlk5eGHXM0qfnV7IKEV1rI7KQi1MK/riM3Iz6hrzbH1Fps1UgpQya3heFbMId1Q+0CMSqR01jlK44Tl3gw5npWkJzp4a2t3Z/Wd/CefGiX/FKDUEfooxdAX6Hp+XEPRf9iW1Gx/rWjF4dxspbb2FEi7TsaqhWIPb+/FVaknsRqxGdV+n4Vf0DmPYGitCAMxOnHOLdKtar2yEsW0qxOsrMV5fZarYe15xGN9XL2A/4NwYdrxnpsFnQjTPu5JvnFW+WIrciFVa5ntVCRQcQOKHKdDVJUvrjhKZMasQ3HtUlq67Dz1h3Kg/XmYSjTB+VTkXElrPpt32QQmx8LE7m/KYqOYoc48ge5K1+WqUmw9q0KK7/hIzq1+MXpruL3bIo8KQtzRtmipS59vvbwpC4DpUM4xSqQg+7hI4gYqCEVjPRngjvcgbhF0V8VSdDahPNjGTieoRotw9TSqs0R5+21Uo020flq0y2GEmwxpffBHmL7ydexsKnItpQk3zqN7y1RH+9h0is1SqtGAcn8Hayopms5hxyPJb44jXJ4zvfoqKozofOCH/9AOut6Wnv8I6btvQxBSHA3QrRZ2OgUcKook2MNawnZLIiq1Fm6DrUTL7RyUBbq/gnLQevIpXFGiOj2qwwGN0wLuBs0mjTOnOfraN1j95McAxejqNbb+3m+hoojZ/QfoKCJoNbG5RH5mewcE3Q6z7X2K44HomrOcYjjmwee/gg0C8slU/A/iiNH9bTY+/UmCf0FRk/C9KdB/hofhbYAfAf4vSilZEsFfcM4dfQ+O9UfapnnJcidBB5rxrKCaStZw6H2sp1lFFGiiUIInjic5xogQPgwVeVlxe3fE6ZUWp1fa9FttYSqnJc0o4Mpmhzv7UyprOeXJZH/jSzfZGWWcXmqQlYatQUplHEvNgH4rZlYYPvLICg+OU5Y7CeO84vbBlIZ/cPcaEYW3Eb240iT2kZfjrCT3aUlRABu9Jhu9Jitty/644MxSg0Fa8ltvbPOtO0ec67d46kyfx372OV585wGuLHj07DIXzq2xYwJu7o/ZnxastKITyUiOWWk4mBYC256QifWbESs+2ELCLYRgVJOSklCgW+dExlbreE91Gnz80go744ztUU4Sai4utwgC+O23d0kLQxxoZnUhcZpQS4a1sdKtaGq5k8Iq5hKu0lbgC6NWYrSSFoZuI0QrRb8ZMivE/jTQik4S0AgDatMOheiro0D8nWt2dg0Kz9VALIruvBhrPONZzbtQh++q3XcXUYUwsGs0x1ix8cxKR2bEzbu+Dvx+7LxDXZzAP4tIqlnI+0SlYChKO+deYKDyHt8CF59oy/2ftU56fnBTySLO66Br+NoojVHxCVKdI8KgA69LfujqT0zcbQU6QkcN0dqGiWc3Fyc6dP87xQwXC9dBlQVOBUIki5LFXDlqeNgbKdhV4eHwGjrzNy5pialJq/8wca67CsM9SCeLeevqefSSMI9dOqa6/brohZXCzoZQlQTNBd9F6QDipgRnTAZyGUXuNdcFLk9hZRNlrWipm13UdCS6cR3C4ECiLssTGdZlTnWwjRkfY43FpSm0OmAtZv8+usiITl+g3LmPnY397DwjPHWW5JGnKLa3UEnTZ0PHAh3PpVhQDY7J7lzHpVNBSEr/mlkrPIKkCToh7K1IlnORcfi7f4/1P/W/Imi8d6GOV9dZ+7lfYO8f/SY2z2TC0F/GFKX4cTtBF5xzBM02uhNQjafYPEdFESpOsMYSr2/QunQJV5Qkm5sQRATNh4+pAuEI7X3hKxx+6RsUoyGTd65TTsRvPOhIcxF0WphZJuS3e1sUkxlhu0V8egOrNbYqKaYpLtCs/fCHaJ8+hTWG0d0trv43/wP5ZMrlf+Xn6F06/57X/L3c/sgF2jn3597ja78J/OYfdd9/lK0yluv3D5nlJefWlzi13Obieo+37h3SCgNO9VtEYcbt/RlhEDDJSqxz9LsJeek4mhTeYlHsG41nT6W5Zec4ZaXTIOjAudUWL9445I27AwKtOJjk4nPdgkYc0IpD3ro3ZHO5ySgtWOsmvHTriGluuDOdEEcB37pxiNaKP/vJR1AK/rPfu8YoLYlCLRaRleWjj64QhpozvQZXTnXZGWW8uzsWPWwU0GuGKCVBGoO05NrOmN+5usu1vQnguHkwYXec8f4zS3zsmQsM84qLpzp88fohaVWhkZhLYyybvSa1h/ZyK6btPbZPbkopPvnIKl++eYhWiqXEUDnHRjvmle0RRzOD1mI2stISl6441JzuNnjp/pCDaUEjEtONN3dGpJUh991jZYWxLTNUK2xqXyDE9coSK03pZ71xoAj9PLDwGa8WhEGuF+YegVZzU5Jeo8H5fou9ScYoE4RkuRXRSeQjcTyTmXXlRBssijaptu9VbCtj6TcTxPTGUFYL7XcSBoIglALhOyTi0gJpaYm04nBaYJ2jGQYEkci0SgehclQOP4/2RqDKeTMUycqu6+dcDnzi3GobUPDOX76zPdnQChFusahQSnlika/Lc3a2Wux8rt1dGFQanSADAHw3rah0QqQ1ylQsdMonZgHWeEvKCjsqhVXt54w4P/91zhO+Kii98UbcZJ4ylTQhSKDRRsVNOLqPMwUQ4LKxsJ4XV+f/6gQBQAIl1AnfZxWE0FlGnbqEcg6VtCBuzlGG6v47cjvqgmwMzLZx+RTVkCJgh3uQjkSKV+Tf4QnuwBjc8AhWz6AOBXx03RVsOsNNRnL/jJWuGmQO7b3BXTpFdZZlseERChfG2NERurNEtHmB5rMfxWUpurNEsLyGUpr44mOUu/fR7d7iPTEdEa5uYKYTxt/4nIRguBp894tNrSV/WQXoZmtOzNONJjZNyW6/S/vJZ/nDttajVzj3b/8l7v7Vv4xKmugwRPeWGL/2GmY2lfexDtDNBtYYotUm2jmaV54gWlrCGUt67x6dJ59CxTGNzQ3S+w+Y3boDLM2P44yhms7Y+/0v0Dx9mrDXJb1zn2Iyw2Q5oS/QOpZO2ozFuCVotog2T1E5x2xrB1tVHA0nHJYOxt+if/Y0nSKlt9SBQHP4+tsM3r3Nc//b/zX9K5f/0Ov+Xmw/cE5iAHvHU/7qP3iB/cHUQ3SOH//gZX7m+YtM85LhNGc0K+g0YlZaJY9s9nn0bJ9JVnFte8Lx2DsY+Qd94ElAofdVdg6ubQ15dLNLEGg+//o2jTjAOsk5DgPF7lCyoVe7knC13Iz44tVd9kc5SaR9UYA4lN9rxwH/8MW7/B//xDP86efP84V39hhnJXEc8v61Fr/2icsie9KaRqh5bL2Dc479iVhi9psCu+SVPPC/dOOAVhQQh9qHTShGWckbD4ZMS8s4K3nxzhG9Zkw71p7wJDabx2lBMwpY78QkYcBzZ5feU/PXSUJ+9slTDNJSHMvyir/+rbvklUiCjHFYKzGda52YXhKRhJobhxMkQUoK8rgoKa3MY8NAxgClc/MYyUAvoGStxFyiqpyPWZSiHXppUzsKKI0U9W4cEAWayystdqcFhdeILzUiLi23CAPN+b5A7fcHKcOsnEvXJP2rovIYtfZ48UlDynqTmbcYx0Ra9OvrnRilNJUtUf66wiDCOuelUVLjmqGkj2WVFM/SQ+snZ9dzpzGkSLYiCalQyKy6NNajDQ+fl4Y5V8HhHsqJ/qfNxWu5l3ESFDJfnH3XL3kI3DkqpeeQumwLOZoQvJpe4uRhCZg7fIE4pinrPaKTFmQT5szs+tg1hGAk7QprpHDpQDr0zErRXD0Pwz3ceI+545jS1AXS1QuObCp/pmNsZxnV9p10maNaPYLu6nffnCITqDppU6MJKgxxQYidDNBJWzrk0aFAyaXv4L/7LqOKKYwPxd2ruyb3q7wt56QDFsYq8mYJ2l0cPexgX4pn0sQc7S1MTrRCHe/TePrDRKfOfdcRk/OPUu5tkb79OtXRHjbPCLpLLH/ok8zeeAlnHCpOYDqWW6+1jBpaXXQcU44mmJHM6l1VEfT3iPorVP5r/7RNxzG63WX4wjflPIMA3UjQ3S5Bo0W2tUU1OxZZk4PGufPEq2toz5fQSYPha28IKdE5XFlSjsa4QJOsrmKLgmL/kGh1FXc8QicxKo6I19coJjPK4yFVmgqyYg1hrycksm6H9GCA7nQY37knpLK84sEkJ2m3iHEM7t5nv6x4LIlphQHts5tUWc7Nf/gZPvjv/cV/5rX/UbYfuALtnONvfubbjNKc8xuyupqkOX/jM9/mw0+eZb0b+ShKTVVZWkmAsZayqtjsJ2wdzTAOVroxB8NciCROHJVin4DUSUJ6rZiiMrxxR1iTj5/u8drdgTeICCgq8WjeWGrwzvaIL729R1oYOknAJDdo4NRSwt4wY5pXHE0Cto9m/JXPvstf+unH+eijq+x6DfDFtdYcdv7UlTU+9/YenSQgVIqDcU4UiF3lNBdHrE89tsYLdwec6iRiTjLKaMcB06JiZyywsnWO3FiKytJabRJpzUo7Zn9S0Esi1rsJx7OCvLS8eHfApDB86Fwf6xw3D2eMspL1TsKllRbLLVkc/FdvbJNXVhYGgRQi48S2shuHfOzSCjcPJmyPcx++IV16ZayMC5Umt9brsMEqh3IK7aD0z+lYW1DiQ91PBKGYFgKvSzayzFyXGiFJqFluxTISKCuO05IkCFj27mcnt24Scm+QilGNhlCJU9daO2ZaCku5qAyVJ7DVv27mkLq3jragtXT/zVAxydW8awV8UdVzKdc8+UqJJ3jlLUsDJUXL4qVRVhYX3UZIpxE/RBrL8pJxXjt1+S96OL6apyYtUOq65p0EmufoubUUVl4zh0M5SDQ0A4U6WTBO7LXuoNXJg+vaHc3hrCWIEnHAmhzVbfnJXTDXoFnhf+jeKdxoV+w6S+9dTeiNTHxgRhAKCUspKWilpFHp1hJq9Rwmm8g8t9itVwrMgzacXXTy1sH4SEhvcROSBnrt4uKZYowwuxULQpo12NG+FGGYw/1kE1w+lYSrqnjoMhebRx1MhUsn6NOPMk/Aqt8nOsBpB3gzFkROqbT2zyQjRC5TeVQFVFFgJ0PiC4+/10FRWhOun6P65pfEHlMHVMMBB7/xXxP0VqiOD1FRhG61/RxYlsVho0lVVpjJaL4wVK025cEe5eEBTkfYwpBsbDK7c4fxm69CntO4eJmlj3yU5qXLHH7h80zfeQcXBLgix+UF8coqp//Mv44OYx78xt+V85lMqKZTTJozvX6d7pNPYvKcyY3bdJ9+msbptflrYm/fIVleJt/dI2y32fxjP0N2OODoay/4t6li6ZmnUFFENRoJE9sBUYg9OKT/kQ8SbmxQTN9g+mCb4niIs46dYUqkFNpZqrzATlOMUtx56waXHz0PWpEsLzG6deehz/b3Y/uBK9AHwxl3do45uy76w8Ek44WrD5jlBV9/4z6XNvu0GjHPXtngS6/dY7kVMpgWvHZ9hzNrXX7hI5f41vUDVnsNXrmxz/3jgrJadCgrnZiVboN2I5hrUB1wbqVJMw742rV9isrSS0Ie3+wymBXsDDIeOdVibyz66WZi2B6k7AwyCuMIrbDGnYOXbx3yxau7/MyzZzjlbURPbh+7vEq/EfHXv36brUHKWiNgb2+f397a4rkrZ/hzP/4+Lq93eOHOMdY5ziw1OZqVDNLS21kK5BtqRTErmBSGm/szOo2QpUZIqDU/fKnPIJWUq9VWjAJe3xpy62CKRVKeQqW4ujvhje0RP/fUBnGo2RnlkmHsO8aODiVS0jh+6FyfnVHGyw+GlMbSSSJaHkmoIesgkAXW3HrixOy2npQJogGtJORUt8n94YzKgPXFw1p5CA+zknYc0G+EvLk7xnn42FjHu4czLhnHpr+/1jpviBJQVhJSUiBBGlEgBKu8MlRuTvyX36uhQKWks1cLhGWUVXTikMQHXCwIdI5WHM67WQvioW5BuQXzXbKe5cqNt+kESPOKsrLEUeAlZnUgyMOVwPkB+EOLg/mD3tPNTiwa6ntcWYHdtXLzayqcg8rQ0n4WWneg82qvRW+tanIY8wVFHU0p4RKjRTdbd891mAO1rEruikpa0OzhsunC/ctUgLf7NDKbfQie1oFYhLaWcM4K+avI3wMyENgWpcW+MfR3oJC5I2mF2bmBXj6NtQa3/e7CECUIUFGMPd6W86mjKJ2DuCHhFgf3cTu3fff+8Of3O84CV1bYndvyOvn/nAIXRqjQu5nZGgFAdMxJS3yyR0OC5VO4IsPlKbq3QtBfx05GBO0erqrI3n2D7MZbOFMRn32E2TuvY7IZQX91Pqc30zH5g9s4C1F/BR0lmNkYl6U4Y+h+6qc5+p1/6L1QDEQxLs8px2NhuxvL4KufJ717h2o8wZaiFphcfZPJ229w6o/9K+x/5ncwaUrcX5YFhjGY8ZjhCy9QTnPS+zvoRkNe07KCVkyxt0e5uUm+v0+01BfP7OmMcjgSc6ZWm+aF81z+3/xFzHTG8bdfZ3Z3i9n9B0T9PkEjQUcR3cceoRyOcM2Wz3hWhKsr7H7jRdz1O6Q7exSDkYwvnKO0ls7ykizKxxP/WVWkDmajCTvfepVTzz1Nc231+1qc4QewQNdSnHpe9OatfbSGTjOh1Yi4uNnn9vaA3/zCVdHFlhVaKc6sdmknAZ983wYPjlMqY/n4U6f56tU9bu1NKCvHRj9hrdcgLQ0Xey1OLTV49uIyv//aDpVx9FsRzz+yzPXdCaO0lC4qDjndb3Brb8rBKGPoWcVlJS5bSknBqdnO28cpX31nn59+/2mUUkyyijfuD9gZCtHsmfN9wlAiIz+wnvCZz32dLMvBwVe27nIxnPHUL32aJzd7XN0ZcaqT8IGzPd7aGbM9yljrxKy0EkZZOUcNjRNYdW9S0IoCTnUa3D48ZqOTzN+Aa52YV+4PObfU5Ey/ibXyRj6Y5Ly1M+YDZ5eIA0VWsSgKHlpVCm4dTWUeG0jIxayoKKrFm9tYR+I7gTpLWSvvd83iwWacd/gyhp1RNtdHR6qeT4uetHKa28cpdwcZzVBxZqk5TxDTynF/lLHeEYvMSVFRWks7DiAOSEvDJK/8eciRM28tGnmdc21oFihxApt7iruF5KkwjtV27G0/jagHlBjVZMZg/U5qb2+QwqmdEhKWUkRazzXjNUiblRKeEgaaMAio/Jyy9vSuF5O1BEzNu3EZC0ht/c4HixTv3FiZa58gp+EchYOm84YtJ1jb+Fk1OAJrsErPGeJOayIt81YzmwlxyhdGnF50ndQzaenYVJjgpsdCUqrP05Tyc3UxNt6fvcwWX3N23uG60cFi/yoA6tCI+nKlOONRAjELks6MdIQb7mP3bsuL2l1FN0T76qpSOuRsJvsufcJVewkVJbjRAXYyYLHs4bsXCE5S51QQCS9gfIzq9IUR3erCYB+mE1zSkH1TSUpWWaDjmOjS09DqMfvmZ6EqUEFAsHGecHUTOx5IwXaOyYtfpLh/i6DTR8UJ2c2r5HeuoZqdeXF2zmKLHJfOMHmByzPC/gpBq4sLI8KlFcJGC6wluXgZl6XY2YRqNgPnCHtLqEaT4vBQJFNVSdAWNrvJM4qdbQ4/97sUhwdEK6sLhCAIUFHE6LXXsIQEnTZB0hC3saokSBLKwQCUYv0nf5L9L36V6Y1bTG/fWdzGqqJ5/hzF4RHX/4v/mmo0RsUxJsvZ+d3PkWyue5anZrx7SNjNaZ3eoHn2NPf/4KtMt3YxZSmEO6UwxlIhvJXZcEwYBjjriPp9ysmUJNBkgyFbL3ybfDTl4/+3f5/v9/YDV6DXl9qs99scj1NajYhRWtBtRAynOWfXhNRhnOWtO3tcPrtGryVJTXf3hnQaMa9c3+WXPnGZv/55IWo9ea5HHGoeDDKiMGCWV5xeadKMI37x45dYX2ryJ54/x9/8g+vc3JuIrR5w5XSPTz2xjjGOz762TbcVziU1+C60ntkpnyPciANK4zgYC2x2OMn5b790k2leEYeab9895ivvHnB+rYXD8fc/8w2G45Sk2aARa1qh5ssvX+f5py7xk09fpqgsNw4mnkEtqVA1vFta0Ts74+adXaAVvWY0T9w6uTqsrERGKuXYG2c8GOXeKUuY3qe6CWeXGoz3JoIKaHHmKo1lrSPGJN1GxHFa0vUwf226EijR/NYFSGq7FAzr5HtzCNYJ+1mcQ4XxXVmZ3XqVlNiGeqhYK820dOxOMk53mz5gQlEYCQEJtHiGO6+bqq9HawXW5/z6wht7aDo3Rgg8DpJAf1dXVBulyPEVnUR8wY2TY88KmaPNXUv9hdXmJjWRTDlhyNf7CQI1j6c0/n9RcKLonCgC9b1yykmdApSrFz/qPZnloE5ovH36Vz0CRuNUzf4+CY4rCWswJYEr0Q6s2LegK0MYJdj5CdT+2HYBadd3zRO2iBJIh3OPbKpqAUsrPEFJewgdH18JcwJao4NNR7gD6UpFtqSASCDnOSAvL6qrj1938ZOBQOdRItC6NRJuEcbyeQgj3PEIbOm7Z3kfKiWwNFWBKnOZo6cTcJXsryoXI3UlM1h16gLqwU2c1rg8FTnWbEodaan850u1lwnXTqPbPcKzjxKdewwzOiZc20S1l+S6q2qejqW7fczomGLrNkF/bf45DpfXBLoucoKGcC/M6BibzVBxgyBuyGz3cI9o9RTR5nnMdML02lWcdVS7D+ZpWDqSYBjdamNTSbqiqkQu5zcdBLiqojweECQNbJEL29tKzGQ1m2GykvYTT5HevgMJqDBERTFVltN65DIX/u1/m6DZYPf3v8Dg1ddQWs8Rk2ow5P7/+A8ZvnUNh6Z9Qdy9VKDZ+/yXyXYOII4Z3bpLlUoS2PCdG7hGQpnmEh5iDE5rTOWotCzaVqKA3azCGEMQaAnNsI7ElZRWru/w3hav/LW/zZmPPU8QLQiG3+vtB65Aa6341Z95jr/y919g62DMLCuwxnJmrcvmihTo3eMZWilCrXhwOGKaSgzlncLw3/7u6zx54QFPnl/h0XObGDSXN7osd2JevH7I9tGMzeUm51fbFEXF8STnybM9mknIU2d7JFFIMw74ylu7vPDuPu1GyPGkpNWSBKyjqUC6UJPOREYU+8KRFhVnlkWT+bk3d8hKw2Z/ISfYG2Zc2x7x+p19jo9H9PqyWi0qiaV8dKXD11+9zsefu8LPPb3B3cMuv3N1h14SoLXi1uGMU92EWSEJWiiBq62D8/0mhbF85uouB7OCOFT0GjJf1r5TyivH/iwjUI6sssyKiv1pzt95+R69hhT/AJiV4l2ZhIpGKOlYT6yHRD4lrC7CzkOiwQlnMOvEke0oLede2ImfF0YBrLVjkkCzPxVSVk1KO7n5pk6SCZ3ImEZ5yXqY+JmvmmukG2Hgm5w6b9qBg9xYTCoLGI2jtIrlVkhcwaSQRVWNgii/glBIIddKoiBrPfM4rySKs5LUqEBpqhP2IoqaTa3mTmB14zVvIu3DRDDrJAFtEZQhyV0nZ8wPdXLUNXyxU/0dVTpUUNr623JRToF29rv3V8PZvjgqpSRMAe8+Zi2uSOfRjWIUorxpiC/I8uKjlciS0Np7YEskI6aQvzsP9dbWnUlHvm+9HEuHsLQpxfR4W+a582sVJzBKL3PyhDa1uCGLm2NyIZypwKM/gYfTfX5ykeGKVN5YpfcaD2KYDmWfpy/DbIxqtgVmT73cKQiYO64pjd64jO70MY093PgIiglmNpHVZauLm43F9UtJ8bbOEW1eIr74JABBf41o8yKza69hRwOZ3VtDfO4yut2j2t+WhcCJ11fpgGh1neJgD2t6KBwmnSGWmz1otKiODlA6kHXJresErTazO3eoDnf9/dCYqZiMEEVEG2dkYVLD8HPiX32p8hlrXn6M9PYNysNDyvEYqgqT51QVRIeHqDCgmowxeUF+cAjOUaUFL/+5P0/niSuM3rlGNZqg4wibDbBlSdhfxgUhRy+8QrK+RvP0BioMGL5xlWhlmWo6Y3jjNibzUjWloKooDqZCarRuAbf7vFcdRfQaAVFLsTecURhDMJnSwxIEgYzfnKPZ7rD36pvc+v0v89jPf/8iKH7gCjTAxc0+/+df+1HevLXHau8dtvbHPHVxDa0VlbHMsoJeK+Hu7mCu2x1mOXlpmGUZvVbEF1+9y4vXdvh3/tXnubwhbO2f/eA5plnJf/f5a/z+K3fn5g+nljvEoebsitD4P/faNsO0FPKW755macXuccpqr4EjZLUNg7TCIaEX1jry0tBrRfzxHzqLc463t8esdxOsddw7mvHgOKW08oDPSjFbUSwexEqJPCkvLX/7hTvcPphxfX9CEmmePdfn45ciXro3YGeUY5wj1Iq1VsRaO2aUV9w9nrHSjuk3QvanOd++P+SZ0z2WmjGDtGSjl3B3MJPsaePmxKgogK1BxuVH2zSjgDvHMzY6CWvthOVWRFYa7hzP2J+KPvva3oSyqtOWNLFnYxeVaM5bkaYVh4zyinYjJC3MvKAmgcRXJqFipRlynJbzFKh6q++JO/GnMY7SG6akleHcUlPm5UiyVa8RzFnYlRETE6WEZGWtPDcthmleiue3J0Bpb52qlMi9GmEwT+pSCg6mOWkp8Hbm3DwuUuHmASE1S7uuiU6dWGCwMD2xJy/Sb9Z398pfuLKLjrpGHub3RD08b36v+VkSClGt9vGuf7il3fxhu7ir9T+9iYnvpim921cNh1hP6nKhdMWqLrSglk4RhJEUEx1ghrueMJVJAQTZp47kGPWbPoikW2ufQTVaUqCdxe7eEG2zs8zTrLwz2fzCnYOgHknUqxkPsbsT1+d8p1+/GIBJJ2KtGcZS8E0lRVsHBMun0P0NAocYkDR7uMGuZ4sj3W6ZoVpLqM6SkKVs5V2/mmKJaqv5rF5MQByUBa7IKW++QbR5Ad2SRXl47lHcq9/AZFOUtZA0MeMR6VsvE22epzo6oDzYQ0cx4eopgnaXcP00emmFYuuuoBPWoto94vOXKba3cGWJSVPcaESwtAKx7NOKLAOHfBadVmgVCMQdCLGMo0McWrTdSskCxVo67/8A/R/+BPf/1t9k8vZVVBhQTlIIE5QzzG7eIl5dIeovk9+4SZAkgmAYi44jht9+lXI8JWg10d0uZmcP5UM8okATdjqY2YxsZ5d4eRmTZhCGjLe2MVkOKNF8GyOImLVYa1GBRkchtjICCnmCibOWRAecXW5ji4JZWWH8aEcpTdBsUKYzwjjmwddf/JcF+n/O1m0lfPTp8zz72CZ/8zOvyizaP7B+5vlH+dpbD3jzzj5hILB1ZRytRkxeGv7g23eJw4Dp7pD/5298k4+97yz/5s89SxQG/KNv3ObdrSFnV9vU8ZQv3tinkcQcjXMOhim396Z0GqHIfwIfrtGQg//wlXWSUPP2gyEAu+N8Pus83W/xp54/x/svLAPQiDSlMby7O2F/lNNKAkKnOMpKgiCi2e0xGk9otlpEgaYRhRyNZgyjLlvHKd2GdHBFaXn9/pAPXVzmU4+u8cLtQ0oLcRQQKgmWGMxKSgfW5by2PeJcv0kzDLh+OOXyCjy61uHmgeXm4UxsMVnAuNYp0sry2oMhG90GWWW5stZhqSnQj7hkBeyMclbbCZFWqEhCK84vNZgUhqO0IK8cl1dadBLx625GIlk7npVklWiqS1vLfhQfOtvna3ePmZYPy1jk2yegNryjl9YY57jYb7Hh5W/OOQ6nJXuTwtumiqa5PobmxAjRSzCaoXQmzTCgHYcU1tKONGsdIZ3V5K1RVpKVVmB44+ZWpPXKoT7D7+z+6x+pN2GNLzKhT15nnXVd15W6CItOmsVs3H+tDhmZ15zvqNFaKbqxoqhkZBBoR6Lcww+K2uh7fo/fAy/3rb/zSImSAa+HrOsT0tKNxo3FYsFakWMFITV7maqUfzda8r3aJKWzimqe0PTmmRRPhZiVFCluHm8pD1enAymKtZVkvdawVhjZdtHZqzCShYHzhiFVAbMRqACVtCFqCGzubUPVufehgpBg9QzkU6qtd+WzXXn5WKrQZ65gj3eprn8bm6XeEhUp9kogYXktawgF0CFmdAzWUNx+h+TxD6DCiPT1FyQ2srMsUi9TUY0HpG++QH7vJjbPcEWGDSLM6BjdXyXZOEP3038SOzom37rL6IUvES6vUR0fUo1H6F5fxi/Iwiq/d0tukF14weOnAbaoGHz9K+ikSbjUIzl3gXxvX8hl1qKbLTrve4bNX/xlgkaTpec/THk0IDs4IFxaJlpZxmQ52YMHmDzH7O0RtFqoJMFmJWFXEM98b4+w1xWoXPmRitKYLEdPU4Jmi2x/QL5/SLK2irOObHdfUsVQC8mFC4T97eQ9rKMQW8j7QDmH0957u9HAhSGNU2ukewfM9o6wzqAt6DggXuqKJHKW0ljpf/eH93u4/cAW6HprJRG//ic+xO7xlPEsZ2O5Qxhq3n3w+3T3YtrNmNFU5qmbyy0OxxmrvZBeO8EBy50Gr98+4OV3d/nAoxu8dGOfzZXm/KEQaMVSM+Kr7xwQhdK7pYUlK6QbViiaccBoVojkMq/YG1WkueFjj61yNCvZH+WAoxEF/PEPnp1Dlh99dI1/9O0t9kcZ3aak6swqw5XNLjcPJvzEJ3+Il771bcbjGYGFo0nFqccf4YAGK3W35i0kJ16CtdKOaSfyBn98Q9jeaWkwLBy4dsdi3tEIJd0q7Rpe2Tpme5hR+e4RJcYZAEXlCAKYlZaDacE4q5gWZl6gs1I67llpeGN7hLGOC8sNNrsNtDdaWWpG5KXlpx4/NX/t4kBx/XDGundYG6QCE6+2Eh5ZaXLk59lHs4WlpobvKhaBgjgI+KEzPdpxQBwEc2j3/iDl3cPpvKiVxs61yIEG4wudTFVlFm+sohlrOnEonbPS5MbNZ/f1Ni0qr8/2hiL+AVd3znXXW2+qfiCf+PKiBH5nefbPSuv9yTU04nBO0KshcxGzmTm0Xf9Zoz/On9T8eB4ZaISKRi1LQuHcieOfvL9KC4SsWcyD607aOSlySnk/63rZ4We+xsH0GOMMuuMZsabOeParh9odzJRQeBi10UWvnpfrSUfY1LPDQ59uFUSyMom9U1hNMIsb3mqzAlvgSreYZdtFCthchlUpVBxBb01+p9VDd3IJ2bFm7hZWZ1OrZmf+OgZnrmAOH6CqQn4mTnCmwtx5A0fgbThDlDHzmbcU61qa5uajAKsD3OAQOx1TjYZMX/kyyRPPkd+7IRacSokzmdLoOKHa3yZQMc3HnqY83BXNc2lReUrnEz9NECcEa5tEa5sEnR7HX/gdZtfexBYFriznWcq2EFtSmxey0FLiv+5kZiSchGabxvlLVKMhnWefppckoq9ud+g8/hStx64s3NiihMaFCxTjqc9YVoStFsnaGmF/mfzBA3S3i46amPR48R7TAToMiTodqsGQajjG4nCFwVWOZFPIZZN3bhB2OyLZnGUScAJQGVRQy/5kRq11IJ13luOsIYnblJWlff4M/Sce4+CNt1HG0r5ymePBGIoSi7wmpjSiA48jrvyJn+b7uf3AF2iQD8zmSofNlUVAw1/8hQ/yH/71L1FWhkYUEkcBnWbM7mBKpxlT2zVGYcDxYMb/6x+9wk89/wiTtOD08sM+0jd3hjL/iaSDyjxDe5yWhIHAfWXleOx8h/dfWCaONL/98n1evn1M4XOSTy0llJXhb335Fh+4tMyzF5b58OUVvvj2Hq9NCtLC0ogDzi03eWyjw2BWsJcpzr7vWfYPDjkeZ5xd7nHxkQ0eDFPe3BpxZllg3MrPvAtvhtEIA3QgIRNNL9fJK+nkZ6WhsjDKRBq00opZaoR8/fYRyodoVHXH4hZRjHXoRP3fzijldC+hMI7bR1Ny47i43ORUJ+HW0YxBWnFalHA45xhn1UMBGgCXV9q045B7w1SSAgOR8xylBdffnaCV+JlrJUYidQGERXPYCBT9ZoQDrh9OZVGh4EyvwWoz4t4wRSvRJjsn4RS1fKr+cCgQdQ+yIOs3I6JAunGZYzniQNCKWiNdF8m6JNWWofV5hb6zrWHrObzt/17Xp5pEGHsjlspD74uuWFAa+bt6qHgqB1GoKUqzICixuOf65I7qJuNEsZavz1NQTkDV9a8odCRSIOftaOf2nzoUz2yQzrQmcc1PooaRHUwH2CJDdVelODXa0lG6eqbpb0xZyK+ZChsfospMnMLqgmrNokg73wVHDYHVkw62yheWo8rLtWyd8+nmZED8gxgjft/aE9bcZIAzJaq7ArMxripktl4UKAXmnW/C6cfQa+dwM2GCozTEooZQOqAaDXCulPMKIkl5Asim8l4KPZnNM8Rds4sdD+XFLAtsNYQyZ/aV36YqxRbVmIHIwOokLBRRsy2LjyDEZBk2nWHGQ0Zf/Rz9n/yTCwOQbo9ie0s8uo04tyl/Dx0aZwUixrn5M7F+k+ogEInW3i7F4RHp3Xu0rjyBUpqVT/8k7SeePPlOovXoo+x/7rMUB4fYokBHIYGPkIxXVsh39yiPhjhGlIOhPG/aLaJeB2scKo5RBqL+EsVghEpCVBxRHB3SvnCW+MxZ0sND9MoqxTu3sLULG07gbY+ixd0OtFuE7bY4jDUbrH7wWZLlJfpPP8n+t98gvPOApScuc//lN9GNBIoSkxeYssIcHdNa6vLBv/hrLD92ie/n9r+IAv1e2/svb/BTz1/mrdv7rPWavPTuLrd3BuAUs6xgmpY45/idb92kKC0byy1efHub29tjqspyallg5XYjYuc4Y72b0O9KBnOgYH8s/tXTTAgzzSTkydM9fvGjF/j917a5tTdlpZPQbYrX9pv3hGTSiEMOxgWfe32HdjPi2vaIaVoyy0vaScj7zy2htWaj12B/kkMQcub0Bs2lnFBpto5mOA3tWLM9SLmyId22zEENO8OM5y8uE4cB37h1xNE0F7OQkwNOVY/qBAq9eSR2qKURz+ZIKcr500wJZI10cUVleXy9zd6k4DgtOZ4VpKVlrR1zqpOgteLScpN3D2ccTAvvew0b3YQnTi0KtMRlVoyyEmMc07KiFQbsTXMmhUhmlr2VZm0KYjwz2tYWoP5rR7MCpRS9OKDZkACQe4OUSV7J7NcXNWM9SUv5iFGkc7bUTmKKTiyBG4O0pHK1phhWWyF3j+X4oVasNCMaofYzcplp13I2gZ+1n0ILMcs6gdPFUhTQdecvM9co8I5jmLn5iEDYSkg+uIc0z/XDVCnQWs+lULXKQLFAUOvFwYkWmboKn/ybQ45FoFEqRlUFtioXXa8OQGkUGTXz2hUnnLTmuPrJP/1mSpge45SfMSdt35FbyYlWCBmrdtga70uqllJeb2xPrGrqwq6kQIY+KWk6lhtbLxYA77fmT61mm/vfs5WcV5jI/N1JGIczFWplE/IUt39Prqa7BiqQDtlZdNKSLpnvmPV7iZrA6TNhq5scZ6wnbXpTmriJqkpclgo7Oork+7XvuKmgMtjZWF4XZ2VpZZBidu8mtioxxwdi2xqEYC2Tb30Zm6es/sKv4Iqc/b/332OzjGB5jepoX8YSVYkKI5GhhRGq9LN4a/yr5gQ9CAJU3CC9dYvkzFlsmhJ2e6go4vBzv0fr4iWi5RV5eWczDr/4JcZvvU01m0JpcEmMLUtUHDN66y3ajz2Os47ZrduYYEL2YJtkc4OlDzxLvn/A9OZtnHNEq8tUeYnS3hxHBbQff4x8PGP07m1cHKIaDQLvla6jiGqWQl4Qra+y8omPkB4ek+7s4yKLThLiTpun/8Kv0T6zweO//Au88lf/Btd/5wukgxFVUWFKGT0oLSZJF3/ik3z43/m3+H5v/4so0HlRkRUlvfZi1qW14t/6+ef48ut3+eK371CZitVezMEoZ+dIpEnddhNQRN7Leedowko75OtXH7DSbWKsJSsteWkYzRRJHLHcSSiMIdJiGxxoYfOutGMOxjl7w4z9UYbWovE9muTsjzLxnnZS4DaWGlzbGfG16westGOWPNEqKy1furrLR6+sYZzj/EqLM/0Wt/Yn3D2aURkhTDXjgFFa0W+GlJXlbL9JvxXz7LklLq91uLTaprKWa7sTru+LLMg5qDyxZw69KoQwNi6wTq5VKwiC2t3LkQRSkNY7Mad7TZaaEVqJneZPPL7O124fsdysJKfaP6eCQLPZTXjfRo/9ac6skHzmtDTzgv3uwYRrB0Ku2R5LRGgvEXOYupDlxtKOAoxPczBOrFad706FSL4oL1vjjNMKuklEIwo4nBaECgpPpj6ZFKUV82QqqFnmmm4SMczKOYnM3yaO0op+U9GJIypruTuYESqB3ufOYycakLpjE7a39kxzh6rdwxQkPrSlE4dkpaRMJaHGlqJptg6wjmYkBLpS0kTmdbYRhVR+UTWXvwQSjlGngylVC45YeG+f2OpzfYhMZS3gfbJrj2kd+CLmoeayEMi2TqL6n7A5HaCsFaKUgloX7ZSS4qz83T4p83K+q/eF3dWwRJ0jLH6nEDZQoZDUXJEu5FqqEoi+rBO3/DHmM2ArXXftxR030M0ObjIQnXThZVyDHUyZoXur2O0b6Cc+igqDRdeJPzetfWpVKXPyJMTOrEQ8KlCtNipsyCw9bqA7K+hehZkMYTb181fPrI8TTJoCQsqqiXnKWaqjXZzSMjvHiXwuSlDdJrPXv4XuLuOqEjM4Ehi/lhoqJ7C7UoSrp2TOvvMAOxrjKiP3MJBjhaunsF4yWA4GmPGIwbe+KXN0Y7j5n/2nrH76J1j5xKfY+8zvMXrjTcKlPvHaGsXRMWYyIei2MdMZ0coazQsXAEjW18n395hcv0m8vAzOsfEzP0k5nnH0rZdpnt7k8JuvYIqCIImpxlN0FHP86rcoJxOcDtBJhLHGP4QdncsXMaWh/fQTtM6dpX3xPLOdPSa37/PYv/Gn6Fy+wK3Pf5W43eT0h5/jmV/9Jfbfvs7db76CqQxBHBM2G6hAU6YZ+zfvUs5Skt4iIOX7sf1AF+i8qPgHX3iNL79yncpaNld7/Bs/+zyPX5A5ZyMO+YkfusSDvQFHwwkXN/ukecUXX9vi7t6Q4aQgigLWek1Wug3uH4zROmC9G3HhVIdr2yOSQBG3YyalY38wE+lLVlEax0o75rLHcdOi4tbumMpY8spyZbPHm/eOOZrkVH7m2YxDto5m9NsxR7OcvDI04oBOM2IwKxinJdO8ohkGPHNumRt7Y7LScHV7SFpUhP5ha61EVs4KS68Z8eNPnuLZs0tzWRHA9f0ZFsdTm12u7o48eiklKvAdceT3Ny0qklATalnYZFUdtSnFvd+KeOb0EpHXJB/NCj5xeZW1TsKTp7q8dH/w0JPfWEdpLG/vjVFKkQSKW8cpt49TfuyxNUKtuHYwpZuEYgPqH8Z703w+91V4pnWsCLVmpRkyzCtWmjFKOfYnBYK6+hmrUiIRmxS0olDMQbTomI2zAh1Tw/Yy/25FgaRoOcVqO553nyAEvnqOLTnOEv3Zjh2FEbY4np0eIg5doW8Oa35VFGgcItVqxbIyd060z71GROh111oJca2ydj4SEfKaLB4r52iGIXHo75cS+V6gNZU52S367ST2fmJ7qImuv1KzsXHz+153mirSuCCQizNGIirnx5Dipuad7Xsc9wR6gQ497AyquwGzkRRSVc/166VQ/U9fkE2JojbdwBde6aJd3BRSVyjpTS71izCvVxbzEkCZ+fnIguLEdbiasV9ffAnTPAAAQxFJREFUlkItn/aRjUENY8jvjg+xZY7uroh5yKVnsa9/EZdOcUEI06Hsv47yLESb66pKutwokUSsMMTFMS5PaT//adK3XqCajObHd9ZCWeEKnz2PZNarIMA5K4zuZgs7Gnq+iNw7B9i9XdH6X30VVxQUh7u4vBD9sRbJkdOaoNEkWFknvfYO4fIa4fpp8vv3cHlKtH4Km5eCGEyPMWkmGuelFarJlDpeVCUJx1//OuVwxPitt9BJggoDgmaLxtkm5fEAm+dYNOVowuiNq+Acyal1WhcvEjSarP/Ej7H2qU+ggoDR1Wscv/htVBTRvnSewatviS5aC1cg2z8kXlsRzbNSBN2uZDm3W6x+9EOESUz36afY+fI3cTiCJObZ//2vs/vWda79v/97TFlS5TnX/sFnePwXfw7daouLHxB32wRxhLOW0MbYomTntatc/ORHvvuD9D3cfqAL9N/5zEt87bWbnFtfIgg0w0nGX/47X+A/+Ld+htNrS1y9vcvf/exr/PbX3yGOAu7vHdOIY7Qr6bcissqxudym147J8orBJKfTjOlGIqHpt2I6jZCjSUYcBxxNK7YOJ1RW5pnGWnaOZ6z3mmgk5agZh/SaEbd3RxyMMkB5dyeRGSWh5s7BFOUdq2aFIQ4dy+2Y5VbM4STnymaXMFS8fPuY0hgOpqU8+7R0QXGgSPOKJBL7TnEtc5zkMG0PM0KluLzW5mhacPNwhtbKZy7ruUXnNJcZYD1ftcbRCASSvbTaZLOTMMwMo6zys2jF8+f7POnh6osrLa7tTzielbTiYJ5t3YpCtBJvaYBGBJO84vXtEReXm34M6NgapgwzeWBaHFlZ0kmEzQ3iSIZWGAfr7WQeVVnLlrQSLpJGnolZaSkqI8z6SFjYaZGhlcNYmecmgSbS4gSmlKIdhzgHzSicZ0UHeuFW55+S8yCMtBB3uso6yWLWEkTiPPyNq13SRDIG8pCdy6I0NKKAvDJkZSXysiggnVXzxRxq4UBnnUjIWkn00CIMINCiBMBrpBUn4e/v7Jf5zgn0CVi6vk6PX/huVQWBJEcZc8IlzBeFqu5u1cPd6Xcx4bSPixQbSRUlqKV1ec8NdmA6WPxOve95+MWJyX4djKFDkWE1u94qtJDrChPcdODPRS/g5nqGfXKBMb9+K0hA0pI/tWf8Tof+WNrD7nJbKDNcMYMwIjz3BLrRprz2LczePdAavXwOV5TY4b4cr9ECAlSZy/wdcTbDGpTShBvnaFQF1eCQaniILQSVcCdADdAyetABFCUojY5ijA5xqpLvIZ7otiyEad5dQgUh6Z0b4twVhuhmCzMTNzAVJ8yuXRPbzjyDvCBotzEghLNGm2JnC2esZGOrGLy7mIpizztwJBubjF9/HVMYwl4X7ss9L48GFIdHqDDEVo5stEt+cEi8vk66vU2ytkZj8xTdJ5+Yk8y6jz9K/4fez/HLr1FOphSzGeWDHTqXzjO9dZdoqYstK9FUT2eEzabkoTebVMMxF37lFzn1iY9w4ed/gnI8IVnpc3TtJve/+gLj7X3KyRSnoMpybn31RS786EdJel2mB0dkgxFRq0GQxCTLfeJel2Iy++73y/d4+4Et0INxyjffvM2Fjb54AQP9bpNZVvCVV2/y8Wcv81d+8+v0WgmdVsJgnLF1Y5deq0GzEXE8nNJtt2ReuTciLw2TWUFeisXiNCsJAvH+PhjOWO+32OwGHE6h321RGNEjDyY506xio9/k0Y0u9w4mfP3tPY7nGcvybFNaogFHaUnbSXEsjeNwnM07pV5DirtS8K2bR3QbITsjeaiUzkEphWOYio1nt6kZpSWfeXOH17eG/NmPXSQJAwazghv7Y97cHrLWSqT4xPLgmZWGAEcYSjRCYXzhijVaOya5IQ4DenHImV6T5VaMVQWfenSV9U4yT9CqN6VgvRtzf5Byf5Cy2o74+KUV3tqV7nlrmFIaJ9KqRsTeOOfSsug/H4wyBllFqD0M7aRIj3NDLdupZ77PbDQ41Y54Y3eC8YEWIA+xQNUFVGpCYSy2skSBpjAlURj4YA+LxmKdpnKw5CM8i0qyqBthNDeUqfOo667SImMCmecD1Laads6Arq1IAW/lIXPDhi92DkEXmnHAIC3mLOzSVEy89CvQzBnYoHw4i57bo57cZJ8ydxbo13dgNeT+h271vjzkKcO3+etZS7WUh4GdCkFZz3irfA2u54MnOl/nFgVcB4jLVgRhQp0rrRsnMpWVQi9tCFSZTqB2IFNaYPS4CbPBgqWNEka0KSHy5j5hjMtnXnJlF/PqQMv8oSaEzefSJ68d0LGQ2MIIpWWhVt38ti+wC0OWenYsjMNFHnWwfh7d3yD9+m9Bu4vWAS6b4rIJBKGQ7OI2drAvM+uqEjRCKXSzTXbzTaJT54gffZbqYFd+txK2vNNauu3cz/ir0s/lQcUJut3BHqU4V+KcxeYTWS+FjuL+LcJTp9FhhDMGFUVzK1G9tEL7fc9RfP1rxOsbqEDjypKqRAhnxmIr8ftOLlxmev0aLs0wk4lkOGuN7i3jilI63DgibnWwVTWXSxVHx/LeCAIwhuaFC6T3t0jv3cc5R/Zgh8aZnyJeXVm8H4KAC7/ySxSTGVv/+PcIe13iU2uoIKTMCwoHZCmuNNiqnEuoopU+5/74T7P+secBKKYzdl95k3I6ZXD7HoM7WzhjSJbkvTeczMSDuyjZfO5p7n71W+ggAK1orq8SRhGt9VVWHr34T/sQfU+2H9gCPZqmHn16uKNoJBG7hyO+8tptAqXotRus9lrc3hnSaUTkRcnp1S7H44yiLGlEiu1M/FoDrbCmZDbLGE1CBjNLmpckUchyJ+FglJMVJae6EQ+GBad6CZV15KXl7EqLH358nc+/sctSK2KpnVAacf/SSiBT52B3mNHKQlpJyJl+g91RJrGNDiZZxY+/b4OdYcZyK+JMv8nLd44YpRO0J2n1WhGjtAQF55Yb9JoxvSY8GKS8sz3mwmqLv/GNO0yyEo1iz0uqWklAbkTq1Qg1nUZIOw5oJxGDtKDXiJj4oIaislSh/KxsYvbSbz5seWed4wvXD9gepjQizXFquX2UsjvephuHZMYSBdJJjrOKw0nJ2X6DU50E42DoCXbSrtX2VlIeogACHXC226AdhwzTUgxhCsPMJ2ShxCUtDjTGM73EnCVmmFe0ooBAK/LKsjPy3umhRimLMYppXtFOIhphSKDhKC3RSkYRo6zEGuPJXtL9SvylIL71fNkiqIaxCwC5ZnmD9H9JGFD5gt9thGKGUgkBKtRCwquDOiRuE+8YJvB4pByR7zKck/GBsZJ3bJ2bd9VSsD3I/p5jYZ8LXTPfAHHdsvN/PswE5zuKsJtDz0Io8qSyh9s9CCP00oaQqNOxFM0wRiUdgXytnZuiKK0Jls9ggj0vZ/IWoEGICkLc8jk4vLsosEUKUXPOIKfRhukANz48AQTUxRyZL9cOX+BRAO8Zbq0wsFs9govPUt15XXKt232Bq4vcd9B+UaAUdFbRvfXFPcpm4s3tzLxoq6SN7q1hhnuU07H4T6czVNKS8Ikowh3t4+IW5b0blNffoBweEz31PPk7r+JGh4t5f30/nAMVoEIlLl1OdOEqirFljs2rOYgRdPuoKKHcuotutVFxTNBbRkcR4eopyWZutdFJgi1yquEQWxTYVDrGoNFCN5tgHZM3XscWBUG7g/ar4njjNCadEbTbuKoSFc2f+pM8+P/8JsnGBrYocbv7hO0WjfOXyHb30JEvRTogSBKUVkyu32Tnd36f5Q/+EINX38AZQ/PcGQ5feo2qlIWWnVmqNCPfP6R54SymKOcaaZNnLD/zPp763/062XDE/S9+HWsd137zt6nSlGw45ujGbSa7B3TOnfbdvGF6cExVlNx/4RXOfex51p9+nMNrN7FlRdxq0t48xSM/+tF/WaD/KNv6clcCKMqKOAoZz3J2DofsHY557Pwa2wcjmokUlE4zphELFFxWhuEs44kLa1TGcjCYsrGUMJ4VdJoRk7RknOYM7mUYQpSG1W6LSVoynJVUxnB7d4gOQrZmBUvtmNJIN/VTz53hL/+Ttwk1HA5TyRv2HVVeSrFKYjHwsNYxmhS0oxATys+I1NSyO8zYWGoQBorzKy1uHUxxiEa3MDIzCbWe65Adjso4/vFrD4hDzSAtObfcpDSOrUFKoBVH04KVTkLiZ6tl5Ygammlesj8peDDMaUQLyU0ciMQprwyh1pzuifFHZR0Hk9xDvJbtUUYj1Fw/nBEHmqWGZlYYDmYFgYZWnHjbVccoregmEc045In1NjcPpjIN9A/PwGO7SsFyM8YBS03JmL43zFhuRpxdalIay+E05ygtMc6RVRJ00Y4DHl/rsNlrMDmYEHgP9N1xvgi4sBZbaZqRYpQbokCx3JJriwK88YjifL/J0Uy63NUoJvXm6haxDjVOOk9rIQq9YYcS29Na566VdMDtJCIKFJO84nhWzI1StKp118xjKZNAnL5ktCuLlTisZWKOWVFhrJVFgZ//RkHg2d7Kjyo0Sp2QzfhNcUJ6NS9k+K53AQerIBLYuCoW7Gc83DufKTvPpNbgyrr15iQcrRptgsgbxlSFBGRUIqWyUQvVWkIHoXRkzR524F3GbAmVzO/V9GixAFACYxPG8/NyVT6fmc8rtDF+P3Y+98YwlygtyGjI7xcZ1dWv4kYHuFYP1VtHL61hy1wWBGGMisS4hKRJsPkIzlSUN76N2bsvdrODA1SWEqyfBaXQ/XUJtaiGBOsXUEFIdbwv5LMyJzjzGEF3GaUUBnDpXezxgSSeRQ2RQpkKl+UoJfIy1WiiO0sEvVWKezeFha00utXDOdH6uzybwyfOGMxsSrRyivZTz85f3+pgl+bF55lcfZvptbeFYKiYjypsWWJLhZlOhdHeaFKNRuAsutOhODpABSHZ7h75wQGnfuZnaT9ymUt/4dcZv3WV6fUb6Oa36Dz+OOV4TLa7T3E8wKQ5OolxQYApxEb1/m/8A3Y/80V0koBSpAeHHL/+NsmpVSCgGI4px2NMlhMEmmhjg3R7B91IUElE95knef2/+tvyWlrDzkuvk6ytkA5HpMMx6dGAYjpjfG8bayW1sMwLWehOZuy9+Q7t9VUe//lPc3zrHo//wk9z4WMfYvO5951w1vv+bT+wBbqZRPzJH32W/+63X+DO9hE37u1TVALPRlHAylKXMI7pd5s04pC1fotQK6ZZySfff5HVpRb390acWXfsD1PpLJOIdiOmEQXcP5yQhI7lpRazvOTBwYg4adCIxOrxzGqTw3HGzvGEbitBOct/8VtvMM0dN3fH5JWRIARdPzTlYdzR4i3trGVaWHrNkEdOdXDALDcEWkvxzipW2vG8c514r+dWFKJRLLcirA+AuHc0460HY872GwzykoNxzrduHxEHmlYS0ggVWSVvtlBLJx8GsDWUtKgwkM5wmku334oDGnHA3kTiJX/6yQ2SMGBrkPL56/vS/TlFYSR0Ylo4D8/WD3yItHSCReW7M6U41U2oWzutNHGg0M5hrWca+wIYK0VlDIVxkoPsQopK3LzkGuQ4kRZHrzr/OgkDHlltkVV1OYZx7ue6dV3xfymNsKm/cyarlWNvktNJQrRSrDRj+s2Q7WE2dxADSQjLvf54o9vwWm/jzWwWW2VgkhdMigpn3fz43hpYZt4nClDofb4zH2xfN1LjrCQOFFWd46wWOuzKWmK9ICAoBY0ooqwMxhhfMgVOnxdmd2Lu7LtkIeSEKFOII1dd4CvPgHZe2lTfM2+/+ZCeKxAmtZ0cgSklJUpp3Gjfz98DIU+l+7jJIaa1LBaZ4wOUchB5NneeQjoAFVKTK1Q9Q44S78wlKV7oUExKALIZ1Npp/EJEa++VXRdw2Y9zDtJCgiCMwZU5anwo8+f1C+iNR7D7d+W6Gm1Us0t49nH00jrVnTcxe/dQ7SVh0QcR1da7uCqXKM0glOCJ5Q10t49CEbe6VJMh7v67BK3O/L2kwghnLNXO3Xkgxlw/HQRgvTf3hcfQJ7TnuhL3r/zWu+Lr3WigO13MdCoF1RqIY9Ey378jdp3W0HzsKdrvf47BN7+KThqyVklngEIlCcQJ1eEApQNUGBL1erhWi+LgAB1GFEdDsdvcPiA5dYrBt1+j94HnSNbXWfnoD7P8kQ9Tjqfku3tEqysEzSazu/fAWoJWC5xDxzEqCBm//S4bP/szRH0h2xrryI6OqUxFNUsJ4xhnLaYsOXz7Js0L5wCFDgKSlVX2Xn2T3pVHKSZTssNjrDUcX32XxtlNqqwg6fcwZUU5nQnMbyrCJMYai6lEPjjZ2SdqNvjE/+Ev8OhP/Qj/Ircf2AIN8OPPX+F3v/YmX3/tJkGgObvcppVE7BwMSeIIVRju7Q3otmKqypAby6XTy9x+cMTV23tc2Ozzo889wn/+91+k30m4vX1MZSyTtJRZZABnVjtorSRKMrVEQYBzillecTjKAcuF9RaPnekxzUreuH/ENKvISkuklfd4lnBwHBSl42w/4mBcECgpyrNCSCGnegntJKDbijieSaGt573LrYgnTvdY6TR4d2/E9iCj1xR5zru7E5qRdNt3bh7M94eD0hTeltTx2FqbysEgLZhkhnEm88QkDOVDGghxCweffmyNc8ttzvebtJOQWWH4vXf2SELNaksCNvYnlvu+s50XZ/xzWsts+JGVFoGWfOrjtCArpeu+O5hxupewPSkokRlw/bultRxnUsweDDNCrWg3IkIt3eU4N0xK65nn4outlciyRlnFSiuWRC/PqA+88qUmudUMcYewvOutsqLN1koRKsWsNAzTkt2xphFqjKshch94oRXr7YRuI6IylnFeecmV3IvKWHJjyUzt9AU4R+B/t/Kz45rT1PB51pXPpw1DJVIs34lPKzOvg0rVmmvfabuFRjrQYj+rlCXQ0okuBNgnirKDOgVkDjnjhK2t9aILnUupFgswmS82BPo1yhf4QIhWppTdFzOs70DnUZHZRPZX653zqZCuTLmArfGdLYtDAguoOW6hNx+Vn7v1qsxq/b2t4XQ5L7lehcinxFe7kJ3Ou2krXXLSRplSYiKdgcEOnLqIXjlN+OgPoZMmRInoZLMZ5Y1XpQAHATQ6QqYLItxkiJuMcGWBLSXpSh1uE6xsECytonXAnDAx/8AoTDoTZy8tn0WqSiwqG01sOiM6+whBInN3MzomOXeZ9O4tygf3JEkqboBT2Ezud9D0xfjJZ7F5Rr7zgPb6adrPPEf7yfejtKb3kY8zvfaOfPadwoz3cWmJGqdgHDaUe+qMQYchrSeeYvrOOxAlNDfPyHlPpmRbW+z9zu9y/lf/rFyO1pz/lV9m++//YybXb9A8vcH42nVUEgskHgTEa2uYvMCWJUFbrstZy/jeFqaqqPYPRRteVoSNmMpBVZQ0rCVZ6VOOpwyv3aR55VG2vv4S5XRKPhgz2trFOMs0zVBBSCPuELWbmLLyxjWaKInRrSbGWGb7hzSWlzjz/LNc/olP8i96+4Eu0LtHYwajKf1Og6UTGujRNMNVhkYSEmnH27ce8NSFVW7vjnj33iFRKCEXk0mKdhXdZszt7WO00qIB1powEJhwOCtoxiGB0mR5wWNnO1w4tcT17RGhViw1GzxySsgH7UZEpGG5HXEwEVu/UCviWDPNakIPVJWlLCsK44i04micc3a1xWOnexyOcz72+DpPnOnx5Wv7bB2lvP9cn0le0WmKBnepGYtHtLG8eOeQ7eOUQCnuHT2QrtAThVxlCbXicFLQbkZMcsO0FNhdoFWpipPCpxUhc2XjIK0sZ5Ya8wfk/cGMyjr60aJTW2vHbI9zCmMojUNHwlRvxQGNMGCci3xL+UK7N8k5s+T4yq1D9iY5j6w0eWylxf60YJRXVMZSeDORACTJykgBi7TicFowKQyldWRlRaYUm52YxC9iCmNJfZj86W6DO/6chVFdd9FCqjIoVlsyIrBOfiYtpcD2GgHTQjx9I1/om6EmK808GtIB3SScs9RDj3QM0hLvtuzn0nUesWwOQVuV75jnTmNKs+Rh/XFaEISaQNfIrbeHPPHerwlxNfJcy8e0UsRRJFpoUzuMufnrK8dSLNjR9X4czknqj7JG5sHK4c22T0DInIDItcxUEaMMV+b+Z7zcQEciC8qmC1eveXEGrFpIoqyEUsjqLvbF1jGXRCmNryQepfZFOYjke/lM9u3tNAGJhKwk6UgBrrkE9hjiliwGHLjh3uKViRJUmcvllTns3ELHTezubdTGJXTSwhxuk732B9jDBzLycEYWBGGM8lI0pyPJYM4Ffndhgh0eUbW6kDQEes5Twljg/2LrLjppEXRXqI72hEkexeiVU7IQUgHl/jau3YMgIOgu0fnIj1IcH2KLDN1oEnQ6mNFQHN/yMSbPUXHC9Orr8tpWFdnWHcqjQ2xZ0vvA87QuX6Fx4RGK42PMvgRhOGcEUbAKFWialx+lee4COmmw/wefpxpPIEzI0oywv0TQblMOBkzv3MGkKUFTim3U63Hh136FcjTClRWq1eH4xVdw1hC222LckmWE7bZor4HZzh75wRFRt0M5mc7JklVW4MKIIAopjgfoUKxBO49c4PDt60SrKxTTlMnBsSxurcWkOSooyXCUlaF0jhCfw+6gvylS3KjZoH/hDJc+/fF/IZD2d24/0AV6/2jEaJphjMwWirzkcDhlmmYcDie0mk1+9INXePz8Klv7I/J0yqc/eHlu+2mt46uv3uJHnj3H3/vylKV2QhwF7BzPyPOK5VbMldNLHE1yisrQbUV86MoG/U5CHGneuHNMHGpWeou4yKVWhCWg35REqcSbGZShIysMBstgWhBpTeXnyZ1GyAcuLvPgaMbeKON3XnnAV9/Z5xNPrPOLz58n0IprO2Neun1EYSw//tQGz57v85nXt3np1jGBlmKWZQaDIgi1h9Yle1g5mYG/szMijoM59FwaR+jTo6JAZr8Sjan4rTd2eHdvShhoLq60ON1LmBUVh8g1tWPp7DY7CSudiHd2p4zzitVWxHIrxljH+X6TUWaYlRX704JLK01W2/JQmmQl7+7PeHqz4+e9JfeHM5QS28umZ4srBE52zjHIyrkBDJ5gNS2FKOUcfvadi72nfz1CDYGSnOxxbig9g3azE/Pc6SUOZgWHUzHjKI3z2mjp4msI3VopwA5LrxHRigMiHyF6cmsnkcilCjEdmRYllVXgM5tPgMMLRNiztqNAjFxacYjWirIy8rv1zzs3J5+d6IHF9ERrkihEK3ndAYwnkJ0s6rXft3aOwFufKpxPAqo8OS3wemdfIGsNcF0c56QxPe+uFDL/c3O2tRMZlBJgfd6t14lYckF4lueiOPsZt6vGntxlfAxYJaxuRGqk2v3FRfVWYbgrc+eaxGZ9+EbckN/LxflMtXsQxejWkpxCNmWhIldS0HUg8HqRodoNVGcZOzmS+fjSOub6K97vu5BriBIxbclmsmCJm7g0lXNVCrEzlaLnhpmcXxBT3XkHu34GnTQx42OiC48RdJbQO0uY4z3R7O7cQ7c66PWzon1Wmu4P/zjx2YviHFYZWk++n2o4EO/o/irZ9XfkNrQ6oDTl/q5cXRRT7O3SuNRm9I0v07r0KFF/mc4zH2D77/4tXFlJcTVGmOOV8SETEC2vMHj1VcxEcqUJhGRXHg9QUeRn/u6hAuecY3b7LqOr19BRyPKHnqM4PMZWJdnOHihN2F/G5gW7X/4GVZqRHYv9Z2Nt1XvIg6sMZZahooh4dZnW5ik6l86TjcYMb98nH46oAs1ke48iK+YvJThsZSjTDBfFBI2EoNGAQOOUYrK9R7LUpXNqjUZ/ic33P8X/L7YfyALtnOP3vvY6f/czL3D15haztGTnYOBD7zVVZZnmGVEY0UhCljpNjscp40lKXhSsLvUBccxSStFtRFw+3edwlPHgYExeVlSV5XBYkeUFzz26zs7xjOcfP8Ob9waM9ycUnkn8wcfWccD+MMXhWGknXNjoMc0rbu6OKauFEUItgXEOGnHARr/BMBWN83BWcjjJOb/S4vRyk6KyfObVB9w9mPLEmSVaScC/8sFztBJ5SbPS8Pmre0SBsJjTUsLHrZGoNe27FOXqIiUNyyir6MSB5FRbKUohDut1wTgoK0saygNvtR1x+2jKi3ePGGcVcSQPbGFna8ZFyQeCPj/75Bq3DmfcPk4ZpxWfenSN95/pMSsMX7t9KBKyhnSsg7RkVhrGecmL94bUKHMzDmgE4oqVe1Z9MwowlRiNrLVjT7wSx63SWKxTDLNSoGkUd49TQNFJAtbaMXEgZDCUot8MMTZkrR1zaaWFVorTvSanOg0qa7k3TNkb5yhJ6aNSZl6EtZdcBVoMTvLKcjwTj+Z2LDnYxjqfzCVFK6987J1SDxXmk2U91JokDCTPOivJK1lEWAuhdgRazFRqt7JF37vYGnFEEGiZOVfencu67/o52QTe1UHo/T6kIJfeacvNy7//vzUP/ap4lEpQRl1QdbOLK7OF25WXLC0u0s+VyxOErlqKladSjMMErMzpJU7yJBRvJMQ6jGHlAipeeOXrpIXRgT8Gck6ZNygpfc6zAhe30a2e7yYLVBhD0pQiXqSeKS0LCBVKwlWwelb2R4x1U+y7L0mHXObM9ZNlIcz02qM8bsF0ImQ4nCzOaitUpVFhgussYwYHVPduoMIYm2dUgwOCRov49HlMf5XZ69/EWUdVVKi711HtLuHyOmY6kuIMft48ITl7kfLogOzqax49d7j9PRl9GCOvd5Kgwpjs9i2i9U3y7S3CpWWalx6hce4is5vXUVFM0GqhG03MbIqKYsxsSvZgi/LwkOTCRcqDI6rpFB0HEGiq4wFhr0vv2fcL0cs/n7f/8e9y8KWv+e7YYauK5Mwpjr72EvnhMeVghAoCrNKYPCfsdTFFQTVNWXnuGRrnz3D81jWqYoqKY6yD9OCYoNvl+KsvkR4fY4qSIs1gIkhZ/dlyWos0sQ7+cJbOxjrFdEbi/8yHY1qry5z98Ad45pd/gYPb99Fas3r5PGEcv+cn5/ux/UAW6LduPuB/+J1vcm5jGaU0r7yzxdGDQxyKZhIRBAH9VkK/2+TanV2ef99FAu9IczCYcGa9P9+Xc45Lp5d46d1tjlzFajdhqd1jnJZsH0156/Yu/W6TX/qRJ/mRZ88zTktubA9RSnHvYMLf/sK7fO3qDmlhMMby+Jkev/5zT/GJpzb4rRfv8fKNQ3aHGaf6Ys6xO0ypKkOzE+NQfOjyKlGgOb/S4sbOmO2B6IY3+w3GWcVvfOMu7z/fJwo1zTjgVz91mXOrLe4fzbixN54Tu4pS8pfrsWJdECwy7+zEASViqJGEAscKZFx5I4zFg7/0aTbv7I051W1QVIaDSc5SM/JBIY7ZzKCcOGK9vj3k5a0BzSigEQWMMsPf/fZ9Dqdr/Ohj6zSjgGkhUOWsMGyPZK4cKDEMSStH5JUk9UxVK4HZJR/acm6pQaA13UQSnZZcxDgvOZgWDNOKdhzQScJ55vOsNEwLYY03DJztJiw1Ywn7+I7OV+bVkBZmTtpSfkyYlZbllmR+l9YS4NgepQzSEoUiDBRHquBUJyGtzJytXzOqx8YSuoXlZr0pvEQslMJaeKy7NJJPDV7GW/8D5jLj+Wvrm9lQK/KinBOdZRH43uW5BrWDIPCuVYYqzyT4+yQQr8N5J12T/OYHsAIHKB2Ik5jWBJ1ldNLETo7F0tNfv7IVKmmjGh1s5iVXppTjmeqE+YgP0ZgO/fEDb//JfKZN/zTB8ubiWkyFHexJYY08zKxDHIfey9qz0IMIihR3tENw9nHswT3RKQN6aR3bXoKBh7qTFrbMUe1lKayRBGFQlQvf8Ro1UH6+L/8Aa7DWSCdZlYs5d73W8HwAOx7ifHiFi2XGb7Zvk2YpzUffRzU8xOU5VmnIUyEzDQeUD+6R3bnO6h/PaX/gh2k/80EGf/DboJTERuoTMaNBgMsLcTBz4IwQs6y1VIPDeZEPWm2CTod4fQNXVZJC5Z8hUbdL/2d+jt77n+POf/PfEvX7DF5+BVsWmCwT9EQpVn/sRzn10z81f13Se1scfOlrNM5szk1IbFFw+I2XSTY3MaUhaLexpSHf3aN57gwuL+g+8Rjje1vkh0esffzDHL15TRa3cUSj28VVhuPrtwXdaiQE3YSirHCVwTmJEa3T6eJOG5yjLCsapzdQSUz/3GlaK0tEjQbFeMpP/t//ffK85Pf/k79GleU4oNFt8yN/6dc4deWR9/z8fK+3H8gC/aUX36HdSoiikIunV2g2IoaTlKIoefaJ85xd7/P6zR0accitrQOOhlPSvOTgaMhBvw3IA+xgOMNYy5deucm9Bwfc3hnQbETgeigd8Kn3n6MRhfzYB87xox+4gHOOrf0RL73zgFlWstJryrzOGpoRdLsJu0cT/r2/9iX+q3/3J/kPf/k5/vN/cpXjSUG/HfPm/SFBoChKy1Iz4vnH1gi04u2tIdd2x+SlwUwcb/9/2zvTILmu677/7n1r7zPdswMYEAABECAJUQQpioIsiRQtUbRUWlxmlDixK3GixJXYslOpilyqcpToQxxX2R9ip+KyKouSUiRFsWSpKDEiJdEyZUWkSJokSJEg9mUWzGC23vttNx/u654ZAEMSEEjMDO+vqjGD191v7nn9+p13zz3nfyaqKKXwPJu+rEN/3qWY0fXP//uJ03z6g3t59IWpVKRDC6DomuukJ8KklwkVvi3TzGCIItVbf3ZsSRCn+rwSkhXHV5df6j7Kc/U2pxdaNII4XZeHRhDrrGApyXm2dtphQj3Ra85F36ETxXzv6AUG8h7b+nzOLbXJOoqFVqizlCN9kS9lXOK0VadnSVpRgmtL4rQkoh4KRgseB7f28dTZJaaqLdpRghSCnGsxmPdwpSTvWboUCh2psAQ0goSCl0ZkhSDvrf11qLYjXTfvOTTDiI5Keupk9U7XGUuOXWj0Msal0OvMriU5X2/jWBZu6pwBXNvCT/Qa2MUkCCKlP4+ualq3daViOZwtpECmSYbdiad+vyaT6nErpS7RBFib5aSysNPWs79VCWSCXkxeAcLSs9iVGVvSJg2Qg5Ak7RpJu6nfF0Yoy0IgdO1vpqA/k2xJd2+am0gzrbvDSZYbbnRn6d1yqK56WRymYe7uW2KSqWOo5lL6/lCHyTMFhJdBNaooYfUUzITtgp8jWTyPtfsOLYyiEkS2iLAcknYD1VgkaSyhjj+Lqs/rNpe2g+wf1bPmKNT7VN3+5CJtmJHomXi7CdXZ5TunFa3MFCDSMEjS1uVL3ZudrrY15ydoRzFJGOjK9O6NVqet5T9RJPUaF775JcKFOfre9wDFd93L0uOP6haQrkucgLLTmWy7k2a5S+I4Iawu9ZywtyXVxR4ZxRsZJW626ExPksSR1osPA9yBAfrvulvra1cqJJ0OfQdvpz05SXDhAnGrxfCHPsSWv/vJ3jkPUD92QofHrRXShkLSmbmANzwEcYJTLNCantG1yfUGdl8JISWl/XuZf/YFqkdPYnku2bFhSjfvxa2UaUydZ/HrDyOkxBuogGXhdgI69QYi1Nc70oqZoNXGyfgo26LT6ZArFQjqDZrzC1R2bmfolr1kBgf49m/9Gy1QUiyQ6S9SnZ7lkX//n/iVP/08XnZ56fKNYlM66Earg7NC13KwL8/YQJFGO+CWXWPksx5nZ5c4NTlHqx1QLuXIZVzKxRyzc1UOH5ukv5CjXMpQbQYUsh537t9KM4joBBFLtQb33rmX0XKe8wt1OqGe/T327Bm+8aMj5DO6/OmRZ84ytdBisJTRGtadCNeWzFVbfP1vjvMb99/MubkGY2n7yq3lDNOLTbK+RSdMsARMzDdpRwlj/T4/O1ftrV82OzHtMO5pMwMUMw5Tiy1enq4yU+uwb7TAM2cWWWxq1TKFdrh6DVemmtHQ79kMFVym66HOYI4S5htBL8M5QaSaV8uhza6U5Uy9Q70d6b7YvkOcKDqRLhGzVcJ8MySIu2FcwUL6/zgNn3/zhWluGSkwUvCYqXV096pEO6aCZyGEdmStUMtzupainHGoBRGOlLxjvJ89AzmCWBHEMdVO3EtwW2xHbC3qWTHQ+9m97sdJwoW0m1fJd6jkYvyLejp3iVVCrZOOXen1eD8VEHGklZaqxXTS0haiGNfSWeRBkuAKiSXVcvJSimdL8q5FHCfUA62QJuglT+ulCZlmhYvl458o0t7N9JJ+ra7vXLF8GycJKhFIS/BarHyFEII4jlIHc/Fse0WYW1rpbMvRa8xpEwqRKmsJx0W1q+mM0dLKXFEIlovI9ess55V7DgMdUhaSntJYr5wrWB3aXpmdDQi/uLyfxiIqaCKyRVSnqds5gl479rJ0m1aIONQz61wfwnZRnQYijhD5/lXjkn4OBUQnDyOKZZifTqMIMcnchL4RUfo8V9JOZ/9p0pvnI70McmgbcW0R5qeRuRJJq55+YCKtGU+0Olq1ptfau2H49JgrIKrOIdyMDn0HHVTQ0c65l+inSDptak/8FYW33012983IbJ757/wFslQmWHwcVa+ShCEqLY1QSYwK6oShjlY4gyOc/9bX9TpwsUTfO+7GyuURUhLOXUDYFgOH7qf8vntx0uXAkY98mHNf+jJJs4nT14fl+/hbtzD6iY+vcs6ALme6KIKj0rafQi6HgCzPJUSh4m7XsoTCDdsQQjD2oXs5/hffobh3V+8c8gcq4Ll4hQJeuY+orYVkhJRIx0bEiV7iA+gEJBmf/v17yJT7WDh5hiRO6NQanHv6MDd9/H6+94d/xqknnsUvZGk3W7RqDXKVfsJWh7/813/Ah//t75Ir9/FGsikd9J037+DF4xP0FbLaMQjB2GCRI6dndShbCPaOD/Li8SlKOZ9WO8R1Le45uBtpQT7j88//zj0cPTvLlx99lpzv4jk2hazHQClLox3o9n7oxK5bdw5TbwU89JNjjFXyvZuDQsbllUkdktNNH0T6u+KpI1P80wduIec7dELd67mUdbl1Wx8vnF1CoZipdrh1vJ+XJpYo5VyeOj5PK72IKxLCWGCHMUenqhzcWemd9FGqIb1zKM9CI+SV87VupQtZ16LgO+Q8yVh/hucnq1iWoBkm+LbAd11sodW9Cr6ddtlShD25StULAceJlv5E6JmalYbQ0qZKvXBwN6sZ9Bhq7ahXAuVZOpErbnS4Z/cAz09WObfY0q/r6BsfzxJ0IgijWKt9OZJSJsM7x8s99bLJhQZu2tADpbWspYQLzZBhKbGEIOta9GUcFpoBQZToa3QCBc+i2gl58XyNW4YLeJdx0q1QK5TpybZO6mrEOgu/L2NT60QoBFKmLS/TBDwrdSIqWW7GIVdcsJIEcr6tIxxRomVJWZbzjJVCL+uL3qxWCh3eTlOxAFLZUe1Yu+v/Il0OiBKFnajehaz7nbg4exv0ckf3O5KEaaeq3rVULP/szmSl7M2EhLRI4kAnaFuWblKBQnXqKGn3LtTKdrUTVDFazis9Fq0qqjafhrjT7GwL7aSjgOVi9a7SV0TaYQSKFaS/vPasWnX9uvSmQdkuIklDnVLqsqmsg/B8fUPB8vHoZZFfRLx4HpTSwh9lSbI0q9s8hhGiWEZZTjqx120xk3ZL787LYFXGELkSVt8gnU4bq28IO1skqS+S1BaI52Z0m8cw0GNMs4lV9yQBBBKZK6JCHfoXjotqNpbvyNJSNiybeGmBcHYKu6+MN7IVpEX92ad0mDtItfstC+l6JK0WwpJY2SxWvkTUjpj7wSMUDryd4Pw09ZdeYPjDH2PwA/ej4hgrX7jE6Wa2beOGf/Ypqi++SLiwSPaG7eT37OmFxFdS2r+X6W9/l7jVxsro0rm43cHpL2Lnc0jPJekEOIUCnZlZlC2JgwC7XKJ5doLRe9/Nto98kPmXj9OYmiYzPKTP5zAkN1ih02hpBT3fQ1q6GYmdzxK0A0Sk2wFbrkcninELOYZu2Ut2oMzJH/0U4ToI4Cdf/D9Mv3wSJ5/F9n2aU7q9adBo4hVyzJ+Z5LE/+SK/9Pu/fcmxuJZsSgd914Fd/OT5Y7x8aoqs7xKEMX15n9/+e+/n8LEJ5pbq5LMeB2/ayk07RkgSRS6jexUHYUS92WGkUuDFk9O9fdqW5NadQzx7bJpmK2R2sUE7jDm4d4x944OcnF7SSZsrLu4j/b6u3Wt06MvrMq8oSUiSmPOLTZSC9986ytd/cprR/ozWuM667BrO84m7xzm4a4AoVrz8jReIEx02DSN9Y2ApiW0JMq7F6dkGt+8os9gMGSz67Bsr8n8PT9EOE5SAnUM5mp2ImVrAWMkn69k0OhEjpSynF9rsrOQoZV1KGYcwTjh+oUEzjNlecMk4Ns9PLiFS4Q6ZOoAoHc+W/gyVQHdaaqblWHGyrIQVpzW73XVKfTLrsG3elfRnXYqew1wzIFHwrhvK/PD4BeabgRYLSbWFd5WzNNLa5t0DBcb7M+Tc5dO33olS0RNBzlv+DJSKCeME29NKXQKdFd8MInKOvlnxLJ3M1AwjpmsdtvcvX+hB1z9X0yhBvCIs2b2AduJEN+RIneTKCWeYJNhSYjuSStZhoR3pwK/QTTdcW5JxbTqNTi8y0UUIHcZMEoFt6YTlrnqYIM3wTptx2FLqbPYVNwXdfQihJT67pVbd7ZaUeva06rUCOy1r6c1cL7Kpt+8V/4Ke4wlhYWVyyDTcnKQzV3GxXYJVCWYqjqC+qJO5khiSdHaZJDpcbrs6+QwBuZJuoJF2TSJTRJbHVg/O0bXVKujodVbX13PQOIJ8GdFJw8iK5ZuVoIkoVHS4+3L01o1BZHJYfk4nrrUb4OeJ56Z00lP3sEkL1W5hDY0js8sa41axrJtWKIXdN4jKlbAKfVhD4whpUX38YZJGdTlhLv0slNTOXjmJDuEHOgGNbl9sqUVgdHK4JG7U9FuTBBUnWk5Tuam4SYJl2/o4BSEyk8HKFbD6BogmJrD8DEQRzsAQcbvF3GOPsu0f/+bqsPRFOH19VA4dWvP5Lm6lzPivPsjZr36dcGEBADufZ99n/yUT3/gOmZEhakdPkAQR3sAAwnPBcbBzOUbf/16G73kXQgj2/ZNf5ch//yrV46dBgJPP894//hw//eM/Z/HoSV1u5VhYmQyxtBCOg9dfwisVIUmIpMX88TOMHNjH/JlJ7IyPnfGJWi2SSGG7ttbkTr8HTsbXDjqbZWjPDi6cPMvC2UnK41te0+arZVM6aN9z+N1fu5/njpzhZ8cnKJfy3HVgF0PlIlEU0+qEZH2Hf/eF79BqBxTzy2sJi7UW+3boRJPd2wZRCOI4wbIkY5Uivmvz8ulZ7j24i3fs28pN4wNYliTnO5cIQoyUc/iuRaO9OhRdynv05Txml1q866Yhwjjh+89PEcYdMq7Fg4du4K49g739HNjex9Mn5gmjmJyvhQziOCHnO1TbITJKOD3XpJL3ePCd47i2xUdv38rXnjxDO4i1/KfSfYfdFXKdURxTzDiU8x7lnL4o2ZZgIOdy6MYBnji9wEjBox3FTCy2aMc6WzrramGT99w4wIO3beV/PXOOvKvD0J0oIVHaWYt0Ldm2wBKSBNJQO0h0C8dK+ncFOgHKdyzed+MAp+ZbHJ2tMdsIyLoWlmWxr5zjtrHSJUlcAEXfpj0Xs3KZtftZuLbF3sEcCn2DZEvBkdkGWXf1xcaRkmpP/3uZJG2+4UiRtqdMHZ2la6u7amiyG3kVK2qP08nNaDGjy69sSyfeJZDxpS6bSscI0arzpzuj8xwr3a5n1BKJa2l5z1XrysllvCj69si1tapX3L3Y2JZWpVOWzmZVCikkdip80vtQejsRyw67+39bK+TRdfIKpO32EowAhGWv2s3qga04/lFAVwFNuT6E7XQWrfT6dirhKSwbURyCfEXPjqV1WYcq82XixfO6ZhfRc87C9nRNtu0i+8qopdk0wxpEvg9reO3kH1kcIJ46vvwZCXRmupTI/hGs+Wm9Lt298XB9RJykNxaapNXAqozgjO4iPHGYpLaA8Hz8Ww/hjO2AOKL+s2f1taRZgyjW68RCt6NUUajbP1aGkZkCjeefIFqc0wIq3TK0OEFmMthlXcsbzkyBkOQP3EG4MK9LpDyfpNVAZvK6VMtxsIolwmoN4bqoUHfFArD8DMHsDFGtitPXf8lxuRpKt+4nv3snzTMTCEuSHd+KdBwKe25k/unnaJ2d0Hk2w4OUbtpNdsf4JcshXn8ft/7Op2jPzhEHAdmRIaRt88Adb+PsD/6GC4dfJrdlmNM/+ilTzx8hJwV2xkPFCUGtzuiB/Zz68dM0ZuepTc/g5LIEtTqV3TtZnFvALxVRi1Xa1boWMkERhxFDN+3EzWWQc4Kg2bomx2MtNqWDBnAdmztv2cmdt+xctd22LQrpLPeX7307f/KVx9IaZp/FWpMoTvild98KwLahEvfdeSPfe/IoTlqvHCeK33nw3dx7x42r9jtSzrF7S5mjk/NaXUwIGu2A8aE8cSJYqHd0mNW32b2lDy+VBJVScM+toxzaN0yzE5H37UtaBn70zm0I4PkzC8zXAnxXMlj0sKTEdyTDfRn+/qEd7B0rpBd6uGm0yG/eu5uHnpvg8SMz7BzMkwCvTNVYDALKOQffsfn0+3fz2JFZppbadNcWb9vWx7tvHGCpHfHS+SrDeZ9qKyJuhxQ8Sd5zuOuGMp+8fQuubXHfnkG+/8osCQrLEpRzHiNFyfZ+n5dnGrQjXRLl2xLHlkwutthRznBDJZ/qYesZQFeBzLMt9g7l2TuU1y03Q509nXHWvnsfK/r87LzFYjvEckRPOrWUSnJm01In0DcJOkdndbg5ShRF/9KvhGPphhVtdAhYpi4nihN82+qFrmOF1gMmjR4oRc61Ge/P9m4GPNu6bAg961q4lkxD76qX8OXZknLOJUp0EwwptHpYM4gIYp0p350BKlSv01bXrm7GuWtLhFiW51zZrIM1ZkVC2ujsmu6UUKx6zvaz+jhGIUIppNWdwa1wybbbU/hSaWmViLV29MqkrpXp50JIVLYEXWdnu7o0Syg9+xVCOz1r7cuXcDys0RtR517Wa9Aq0Wu32ZIWRxESa2g7DI7rNW/LRrivnvQjCmVkZYtec+6WkiUx1vabsfpHiKdPYHkZVFqSJcIABmwIA5JQl1UJL4u3/53IXBF3yw49K7edXm6CIs2c3r6XaPqsFiZRkZ7pom94ZCaPzGQp3fcJcm+7i5mv/RfixTlUqLtH2fk8zug23NGtep+9z0/ilCvY5QpJo4H0sziVQeLpSZIgwK8MEXemiWq6xMkulfT7U3lR6ftcSyzfp7Bn16ptbrmPkV987+vehxCCzNDAqm2267Lj/nvYcf89AIzedZCHP/37LJ2ZwA30Z1zZv4fsYJmtB2/BK+aJWh2EFFT27qKyewfizCRLkzPkB8uMbRvjxE+e0eIn4/2M7t9DFAQIKenbOvpzHoXXsG+tcovrwR133KGeeuqpN/VvHjl1nu/86DCTF5bYtXWQBw7dwvhoufe8UooTk/M8d3QS25LctnuM8ZHL30XWWwFffewlDp+cBaBczHDnTWM8/ORJhvqzRJHCdy0Wah22DOT4rY+9/YrWL547Nc8fPfQz2h29Ftufc8n5DvffNsr9t10+zJIoxSMvTPPE8TmE0E6oP+vwwIExdg3nsaWkE8acnGvQCmNGij4jRR2OjxPFKzM1jpyvY0vBcNGjL+MwVPB7jTi6NIOIyaU2UggG8y5/ffwC55baRHHC5FIHhGJrKdOrB7ZtQca2SNBa0XdvL7N3qHBZG14vi62AH56YoxnqBK28ayGFYFclx85KbtVrzyw0may18W2rJ/sZxgk3Dxcvm8291Ap48XytlxmfpI6xL+Oyo5yl2g51kxCpb7qSRFHwHEaL3uvOno6ThIVGQDNVO8u5NqWMsypk3SVRino7JI611rVCdxdzLdlLJIT0AuZeetP3elAqIWg26DbK6CVoSYHj5y6Z0ay5nyTWCVFhOttwM0g/r9dLe39LoRYmdSer1PGqONIzaTejG0Rki2uHn9cgiWOSiSOodk07wu567vAOrELlivalx5mgqnMkCzpJTFZGkakwStKqE51+gWThPEgLa3gH9ra9uhFIbQEsB1mqrLL7ctSf+AHhzAQyXyJu1umceoWkuohVKmEPbsHK5Cgc+gB2v+6Z3Tj8FPXnn9QJdgpkJkvfe+7H27JdjysImP7SF5B+Bun5JEGbxpGXSKqLeOM7SMJQrwf3lUmaTZrHT5C9aT/e0Ihed509T/HA2xn4xQ9e8fFaLyyePsf3fu8PiMOI4vYtoBTtxSq3/8MHGT90J09/6Ru88ujjlHeO62tfGPLSI4/jl4oUt4ww8cIRWrUGN9x1G47vEbY7vPMffIJ9910b+U8hxNNKqTsu2f5Wd9BvBNWGVhYrFzIIAQ89cYIf/O1Z/aSAwVKGTz1wgIHSlafpP3tqnm8/M5G2qRTcvWeA+w6M9maHa7HYDLhQ65D3bYaL/hXdGFwNSaL7OV+o6y5Y3TXS/oxLJecwudTmzGILW0p2VrIM5r1r8nebYcyp+SazjQ6eLdnWl2GscKm9iVJMVFtMVzu9sqjtfbq/9VpU2yEn55u0Qt3lquQ7bC1lem039Wxfh699R65qnvFG0I3oJEqvO3f1znXzFa2eZknxc40hiSPiMNBh1rQfs+36r9s5XzxeYM3xqCjQHaOS5bVhChWkl73s61/3300Sksai7h1tOchCRWdyv0GoJFmRb3HlxM069R9/l7heo1vyZuVLeOO7EZks7vBW3cRiBdHiPMHMJMJ2cEe2YmVX35C2zpxk4dGH0tp1nXHu79pLZtfetOezTWfqHCCIanUWf/w4cbsNQOHmWynfcy/SefMEOt4IalMzHH34MWZefIXcUIUbP/heRt62X+cGdTo8+d++xpmfPqeV85TihncdZNudB1g4M4mTyZAkMZMvHsPLZ9n9C3cyvGfna//R14lx0NeZuWqLc7N1cr7DjtHiZWdFr5coTqi1QjKuje9e+YXSsEySOjn7ChxZV4L1St6zkVFK0VXR+nkcz+v+W12VLdu9pCztrYKKI8KZSZJWE6tQwh4Y/rmPRdyo0zl3miSO8Ea24pTXjiAkUURcrSJ9X3eYeotQnZ6lObdAfqhCfvDKIyxXi3HQBoPBYDCsQ9Zy0G/N21ODwWAwGNY5xkEbDAaDwbAOMQ7aYDAYDIZ1iHHQBoPBYDCsQ4yDNhgMBoNhHWIctMFgMBgM6xDjoA0Gg8FgWIcYB20wGAwGwzrEOGiDwWAwGNYhxkEbDAaDwbAOMQ7aYDAYDIZ1iHHQBoPBYDCsQ4yDNhgMBoNhHWIctMFgMBgM6xDjoA0Gg8FgWIesq37QQohZ4PT1HscbwABw4XoP4g1ms9u42e2DzW+jsW/js1lt3K6UGrx447py0JsVIcRTl2vGvZnY7DZudvtg89to7Nv4vBVsXIkJcRsMBoPBsA4xDtpgMBgMhnWIcdBvDn9+vQfwJrDZbdzs9sHmt9HYt/F5K9jYw6xBGwwGg8GwDjEzaIPBYDAY1iHGQV9jhBC/IoR4UQiRCCHuWLH9BiFESwjxbPr4sxXPHRRCHBZCHBNC/EchhLg+o39t1rIvfe73UhuOCCE+uGL7hrHvYoQQnxNCTKz43B5Y8dxl7d1oCCHuT204JoT4zPUez7VACHEqPeeeFUI8lW4rCyEeFUIcTX/2X+9xXglCiP8qhJgRQrywYtuaNm2083MN+zb99+9VUUqZxzV8APuAvcBfAXes2H4D8MIa73kSuBsQwMPAh663HVdh337gOcADdgDHAWuj2XcZez8H/KvLbF/T3o30AKx07DsBN7Vp//Ue1zWw6xQwcNG2PwQ+k/7+GeA/XO9xXqFN7wFuX3kdWcumjXh+rmHfpv7+vdbDzKCvMUqpl5RSR17v64UQo0BRKfX/lD7z/gfwsTdqfD8vr2LfR4GvKKU6SqmTwDHgHRvNvivgsvZe5zFdDe8AjimlTiilAuAraNs2Ix8Fvpj+/kU22HmolPprYP6izWvZtOHOzzXsW4sNZ9/VYBz0m8sOIcTfCiF+KIT4hXTbFuDcitecS7dtNLYAZ1f8v2vHZrDvXwghnk9DcN0Q4lr2bjQ2ix0Xo4BHhBBPCyE+lW4bVkpNAaQ/h67b6K4da9m0mT7Xzfz9e1Xs6z2AjYgQ4nvAyGWe+qxS6ptrvG0KGFdKzQkhDgJ/KYS4GR32vZjrmlp/lfatZce6s+9iXs1e4D8Dn0eP+fPAHwH/iA1g1+tks9hxMYeUUpNCiCHgUSHEy9d7QG8ym+Vz3ezfv1fFOOirQCl131W8pwN00t+fFkIcB/ag7/y2rnjpVmDyWozzarka+9B2bFvx/64d686+i3m99gohvgA8lP53LXs3GpvFjlUopSbTnzNCiG+gw5/nhRCjSqmpdOll5roO8tqwlk2b4nNVSp3v/r5Jv3+viglxv0kIIQaFEFb6+05gN3AiDUvVhBDvTLObfw1Ya5a6nvkW8EkhhCeE2IG278mNbl960evycaCbYXpZe9/s8V0DfgrsFkLsEEK4wCfRtm1YhBA5IUSh+zvwAfTn9i3g19OX/Tob6Dx8FdayaVOcn2+B79+rc72z1DbbA30SnUPPls8D3023/zLwIjrz8BngIyvecwf6xDsO/CmpgMx6fKxlX/rcZ1MbjrAiU3sj2XcZe/8ncBh4Hn1RGH0tezfaA3gAeCW15bPXezzXwJ6d6ffsufQ799l0ewX4PnA0/Vm+3mO9Qru+jF4qC9Pv4G+8mk0b7fxcw75N//17tYdREjMYDAaDYR1iQtwGg8FgMKxDjIM2GAwGg2EdYhy0wWAwGAzrEOOgDQaDwWBYhxgHbTAYDAbDOsQ4aIPBYDAY1iHGQRsMBoPBsA4xDtpgMBgMhnXI/wfnJt1qWImmvQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"color = idx_points[:, 0] * idx_points[:, 1]\n",
"\n",
"fig, ax = plt.subplots(figsize=(8, 8))\n",
"\n",
"ax.scatter(idx_points[:, 1], idx_points[:, 0], c=color, cmap=plt.cm.RdBu, alpha=0.5)\n",
"ax.scatter(query_points[:, 1], query_points[:, 0], c=color[res_s2], cmap=plt.cm.RdBu, alpha=0.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Benchmarks\n",
"\n",
"Naive benchmarks based on points randomly located on the whole Earth's surface.\n",
"\n",
"### Time to build the index"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"def bm_build_index(npoints):\n",
" idx_points_bm = generate_points(npoints)\n",
" idx_points_bm_rad = np.deg2rad(idx_points_bm)\n",
" idx_points_bm_flip = np.flip(idx_points_bm, axis=-1)\n",
" values = np.arange(npoints)\n",
"\n",
" res_s2 = %timeit -o pys2index.S2PointIndex(idx_points_bm)\n",
" res_bt = %timeit -o BallTree(idx_points_bm_rad, metric='haversine')\n",
" \n",
" rtindex = RTree()\n",
" res_rt = %timeit -o rtindex.insert(coordinates=idx_points_bm_flip, values=values)\n",
"\n",
" return res_s2.best, res_bt.best, res_rt.best"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"505 µs ± 7.19 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
"422 µs ± 7.46 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
"2.68 ms ± 91.8 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n",
"5.38 ms ± 70.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"6.23 ms ± 73.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"30.1 ms ± 2.13 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"61.1 ms ± 890 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"103 ms ± 810 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"231 ms ± 30.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"924 ms ± 15.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"2.08 s ± 83.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"3.3 s ± 182 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"13.4 s ± 857 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"31.1 s ± 473 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"41.5 s ± 879 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"idx_npoints_range = [1_000, 10_000, 100_000, 1_000_000, 10_000_000]\n",
"\n",
"res = [bm_build_index(npoints) for npoints in idx_npoints_range]"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"res_s2, res_bt, res_rt = zip(*res)\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"\n",
"ax.plot(idx_npoints_range, res_s2, label='pys2index.S2PointIndex', marker='+')\n",
"ax.plot(idx_npoints_range, res_bt, label='sklearn.neighbors.BallTree', marker='+')\n",
"ax.plot(idx_npoints_range, res_rt, label='pyinterp.RTree', marker='+')\n",
"ax.set_xlabel(\"nb. of lat/lon points\")\n",
"ax.set_ylabel(\"time (s)\")\n",
"ax.semilogx()\n",
"ax.legend();"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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06dLpMmXK6Fy5cumiRYtqX19frbXWvr6+OiQkRGut9a5du3Tr1q0j2jRp0iRin7x+H+/+Xm7evKmVUvrIkSPR/p4uXLigmzZtqoODg7XWWg8YMOCt3/Ob3vr7FEmSwWDQi84s0qWWldLdtnXTz4Oev7/SyydaL6ij9biMWp9abfYYAHcdyWeqTQ1mm83zW+B75/+f3/rP+G/63JAhb+RtYlC6dGmGDx/OiBEjaNq0acQ8Sy1atODrr7+OdLrwnTt3snPnzogaCf7+/ly9epUaNWowa9YsNm3aBMCdO3e4evUqmTNnxt7enk8//TSij+TJk0ecd3dxcWHXrl2RxhfZNNzPnz/nwoULERP6BQcHU7ly5bfaHT9+nJo1a0ZMt922bdu3pgZv2bIldnZ2lChR4q2jmQoVKlCgQAEAOnbsyH///YeDg8Nb03537tyZAwcO0LJly7feV7p06XB0dKR37940adIkyvGO6tWr8/fffwPw448/8vXXXzN//nx8fX3p3r07V69eRSkVMaFhbOTNm5dKlSoBUf+ezpw5g4eHB+XLlweMR47ZsmWL9baE7Qs1hPLDsR/YcGUDn+T7hAnVJpDC/p15zl7ch5Wt4OkNaL8SiplvVuuYJM1E8UksTieNS2+WqwiKFCmCh4cH27Zt45tvvomoL1G1alX++ecfOnXq9N6U11prvvnmG/r16/fW8n379rF7926OHDlCqlSpqFWrFkFBxvoZjo6O2NvbR6zr4OAQ0W90U3JHNg231pr69euzZs2aKN+XjmGusDf7fXPdyKZbj66vN99XsmTJOH78OHv27GHt2rXMnj37rXrckWnevHlEohk9enREPQkvLy9q1aoVbdvIpE6dOuJxVL+nX375he7du0dM6ChEZAJCAhi+fzgH7x6kZ6meDC039O3LXwGeXIeVLSHgKXTZCPlrJGiMMkaRQO7du0eqVKno0qULw4cPj5g2fPz48WTOnJmBA9+f6bFhw4YsWbIkYlzg7t27PHr0CF9fXzJmzEiqVKm4dOlSvFVZq1SpEocOHeLatWsABAQEvFdIqEKFCuzfv59nz54RGhrK77//blLfx48f5+bNmxgMBtatW0e1atWoWLEi+/fv5/Hjx4SFhbFmzRpq1qz5Xlt/f398fX1p3LgxP//8c5R1NN7033//RdTD8PX1JWfOnIBxfOZDRfV7qlu3Lhs3boy42urp06fcunXrg7cnbIdPgA89tvfg0L1DjK40mmEuw95PEg/OwZJGxrGJ7lsSPElAUj2iiA0zXUVw9uxZvvrqK+zs7HBwcGDevHm0adMGgJ9//pmePXvy9ddf87///S+iTYMGDbh48WLE6Z40adKwatUqGjVqxPz583FycqJo0aIRp0BiY/Pmzbi7uzN+/Pgo18maNSvLli2jY8eOERXvJk6cSJEiRSLWyZkzJ99++y0VK1YkR44clChRAlOmea9cuTIjR47k7Nmz1KhRg1atWmFnZ8fkyZOpXbs2WmsaN25MixYt3mvr5+dHixYtCAoKQmsdUU/83fd08OBBnJ2d0VqTPn16Fi1aBMDXX39N9+7dmT59OnXq1Hmv/9iK6vdUokQJJk6cSIMGDTAYDDg4ODBnzhzy5o3b6UthW649u8bAPQN5/uo5v9T5hRq5IkkAt4/C6naQIg30+BuymlafxdxkmnHxwfz9/UmTJg2hoaG0atWKnj170qpVK0uHlajI32fScvz+cT7f+zkpkqVgdt3ZlMwcSUW6q7thXRdInxO6/gkZcsd7XFFNM25Tp54SQ4U7WzRu3DicnZ0pVaoU+fPnp2XLlpYOSQirteX6Fvrt7ke2VNlY3Xh15Eni7EZY0x6yFAa37QmSJKJjU6eetEzhYRHTpk2zdAhCWD2tNb+e+ZU5nnOo8HEFZtSeQbrk6d5f8cRi2Pol5K0CHdeAo/kqdsaVTSUKIYSwRiGGECYcmcCma5toWqAp46uMx8He4e2VtIaDP8G/E6BII2i7DBxSWiTed0miEEKIeOQf7M+X+7/k8L3D9HXqy2Dnwe9dHo7WsPM7ODIbnNpDiznwbiKxIEkUQggRTx68fMCgPYO4/vw631f5ntaFW7+/UlgobBkKnqugQj9oNMU4b5MVkUQhhBDx4PLTywzcMxD/YH/m1J1D1ZxV318pJAh+7wWX/oZa30DNEf8/b5MVsa60Jd7SuHFjnj9/Hu06y5Yt4969e/EWw+uptUuVKkWzZs14/vw5FStWxNnZmTx58pA1a9aIqbe9vLziLQ4hEpPDdw/TfXt3AFZ8siLyJPHKD35ra0wSn/wPao20yiQBkihiNNdzrsW2vW3bNjJkyBDtOnFJFFFN4xGZ11Nrnzt3jkyZMjFnzhyOHTuGp6cn48ePp3379hFTb+fLly/W/QthazZd3cSgPYPIkSYHqxuvpmimSG6Se/kEljcHr0PQagFU7Pf+OlZEEkUM5p2eZ7a+vLy8KFasGN27d8fJyYk2bdqwdevWt25O27VrF61bG89jvi5s9Hpa6z59+lCyZEkaNGhAYGAgGzduxN3dnc6dO+Ps7ExgYCAeHh7UrFkTFxcXGjZsyP379wHjtODffvstNWvWZObMmfTo0YP+/ftTvXp1ihQpEjF5XnQqV67M3bt3I31t3Lhx9O3blwYNGtCtWzd8fHz49NNPKV++POXLl+fQoUOAcbr1nj17Ur58ecqWLctff/31obtVCKugtWb2qdmMOTyG8h+XZ3mj5Xyc+uP3V/S9C0s/gUcXoMNqKNM+4YONpSQ5RvHj8R+59PSSyeu7bXeLcZ1imYoxosKIGNe7fPkyixcvpmrVqvTs2ZMLFy5w8eJFfHx8yJo1K0uXLsXN7f3tXb16lTVr1rBw4ULatWvH77//TpcuXZg9ezbTpk3D1dWVkJAQhgwZwl9//UXWrFlZt24do0aNYsmSJQA8f/6c/fv3A8bqc15eXuzfv5/r169Tu3Ztrl27hqOjY6Rxh4WFsWfPHnr16hXle/Pw8OC///4jZcqUdOrUiWHDhlGtWjVu375Nw4YNuXjxIpMmTaJOnTosWbKE58+fU6FCBerVq/fWJHtCJDYhYSGMPTyWLTe20LJQS8ZUHoODXSRXLT2+ZpzcL8gXuvwB+SI5JWWFkmSiiMld/7vcf3k/4rn7Q+N0INlTZydnmpwf1Hfu3Lkjpu3u0qULs2bNomvXrqxatQo3NzeOHDnCihUr3muXP39+nJ2dAeN04ZGNB1y+fJlz585Rv359wPjhnj179ojX27d/+5tLu3btsLOzo3DhwhQoUIBLly5FbOO1wMDAiPEHFxeXiL4j07x5c1KmNF73vXv37rdKpb548QI/Pz927tzJ5s2bI27SCwoK4vbt2zJ9hUi0XgS/4Iu9X3DswTEGOQ+in1O/9y9/Bbh/GlaGX/XUfQvkcDZ7LDN2XWFY/SIxrxhLSTJRmPLN/7XSy0tztvtZs207sum13dzcaNasGY6OjrRt25Zkyd7/tbw7DXhgYOB762itKVmyJEeOHIl02+9+a48slne9HqPw9fWladOmzJkzJ6IMaHT9GwwGjhw5EpE43ozx999/p2hRy0xuJoQ53fe/z8A9A/Hy9WJStUk0L9g88hVvHTZWpXNMb5y3KUuheIln5p6r8ZIoZIwigd2+fTvig3zNmjVUq1aNHDlykCNHDiZOnEiPHj1i1V/atGnx8/MDoGjRovj4+ET0HxISwvnz56Nsu2HDBgwGA9evX+fGjRvRfninT5+eWbNmMW3aNJMK/TRo0IDZs2dHPH89FXjDhg355ZdfImpPnDp1Ksa+hLBGF59cpPO2zjx4+YB59edFnSSu7DAWHEr7MfTcHm9JIjDYWGY3PiZ6lUQRgwFlBpi1v+LFi7N8+XKcnJx4+vQpAwYY++/cuTO5c+emRIkSserv9aC0s7MzYWFhbNy4kREjRlCmTBmcnZ05fPhwlG2LFi1KzZo1+eSTT5g/fz6Ojo7cu3ePxo0bR7p+2bJlKVOmDGvXro0xrlmzZuHu7o6TkxMlSpRg/vz5gLFoUEhICE5OTpQqVYrRo0fH6v0KYQ0OeB+g+/bu2NvZs+KTFVTKHsVU/2fWw9pOkK24cXK/9LnMHsuMXVfIN3IrxcdsByD/N9vIN3IrM3ZdiaGl6ax+mnGlVAFgFJBea93GlDbWOs24l5cXTZs25dy5c++9NnjwYMqWLRvtYLE59ejRg6ZNm0bUxBCWZQ1/n8I0G65sYNLRSRTJWITZdWeTLVUU5W2PLYB/voJ81Y2T+6VIGy/xXPfxx23pCR75BREUYsBrStxLpFrVNONKqSVKqUdKqXPvLG+klLqslLqmlBoJoLW+obVOmE9PC3FxceHMmTN06dLF0qEIIaJg0AZmnpzJ+CPjqZSjEksbLY08SWgN+340JomiTaDzxnhLEsdvPqX13MO8fBXKmj6xL2BmKksNZi8DZgMRl/copeyBOUB9wBs4oZTarLW+EGkPiVC+fPkiPZrw8PBI8FjMUQJUiKQiOCyY7w59xz83/6FNkTaMqjiKZHaRfHwaDLDjGzg2H5w7Q7NZYB8/H7ObT99j+PrT5MqUkmU9KpAncyqG1i0cL9uySKLQWh9QSuV7Z3EF4JrW+gaAUmot0AKwmUQhhEh8fF/5MnTvUDweejC03FB6leoV+eWvYSHw12A4sxYqDYIGE+Nlcj+tNfP2X+d/2y9TIX8mFnR1IUOq5ADxcsUTWNflsTmBO2889wYqKqUyA5OAskqpb7TWkyNrrJTqC/QFyJMnT6Qb0FpH/gsWwoKsfZwwKfP282bgnoF4+3kzpfoUmhSI4vx/SCBscIMr/0Cd76D68HiZtyk0zMDov86z5vhtmpfJwdS2TqRIZm/27bzLmhJFZHtVa62fAP1jaqy1XgAsAONg9ruvOzo68uTJEzJnzizJQlgNrTVPnjyJ8o54YTnnHp9j0J5BhBhCWFB/Aa4fvzfGaxTkC2s6Gu+VaPITlO8dL/H4vwpl0OqT7L/iw8BaBRneoCh2dgnzWWZNicIbeLMwbC4gVrPdKaWaAc0KFXr/OuVcuXLh7e2Nj4/PBwUphLk5OjqSK5f5L5sUcbf39l5GHBxBJsdMLK27lAIZCkS+or8PrGptnLfp00VQOn6uInzgG0TPZSe4/NCPya1L07FC5GdN4os1JYoTQGGlVH7gLtAB6BSbDqKrme3g4ED+/PnNEqgQwnatubSGKcenUDxTcWbXnU2WlFkiX/H5HeO8Tb53ocMaKNIgXuK59OAFbktP8CIwhMXdXalVNIrLceORRRKFUmoNUAvIopTyBsZqrRcrpQYDOwB7YInWOurbioUQwowM2sB09+ksv7CcWrlq8WONH0nlkCrylX2uGJPEK3/ougnyVo6XmA5e9WHAqpOkTmHP+v6VKZkjfbxsJyaWuuqpYxTLtwHb4tpvdKeehBAiKkGhQXz737fsurWLDkU7MLLCSOztohgkvnsSVrcBZQ9uW+Hj0vES0/oTd/h201kKZUvDkh7lyZEhZcyN4olNTeGhtd6ite6bPr1lsq4QIvF5FvSMPjv7sOvWLoa7Dufbit9GnSRuHoDlzSB5auO8TfGQJLTW/LTzMl//fobKBTOzoX9liyYJsK4xCiGESFB3XtxhwJ4B3Pe/z7Sa02iYr2HUK1/aarwENlN+4+mmdDnMHk9wqIERv59h06m7tHPNxaRWpXGwt/z3eUkUQogk6bTPaYbsGYJGs6jhIspmKxv1yp6/GW+my+FsnJIjVSazx+MbEEK/Ve4cvfGUL+sXYXCdQlZzKb9NJQoZoxBCmGL3rd2MPDiSrCmzMq/ePPKlzxf1ykfmGqflyF8TOvwGKdKYPZ47TwNwW3aCW09eMqN9GVqVta7LpS1/TGNGMkYhhIjJygsr+WLfFxTNVJTVTVZHnSS0hn8nGpNE8WbQeUO8JIkz3s9pNfcwj14EsaJnRatLEmBjRxRCCBGVMEMYU92nsvriaurmqcuU6lNwTBbFHfEGg3H21xOLoGxXaPpzvEzut/vCQ4asOUXmNMlZ27cihbLFzyyzH0oShRDC5gWGBjLywEj+vfMvXYp3Ybjr8KivbAoLgU394dxGqPIZ1B8fL/M2LT/sxfdbzlMqZ3oWdXclW1rrncbFphKFjFEIId71JPAJn/37GWcfn2VkhZF0Lt456pWDA2BDd7i6E+qNg2rDzB6PwaD5YdtFFv13k3rFP2JWR2dSJbfuj2Lrji6WopvCQwiR9Nz0vcnA3QPxCfRhRq0Z1M1bN+qVA5/Dmg5w+6jxVJOrm9njCQoJY9g6T/4594AeVfIxumkJ7BNoYr8PYVOJQgghXjv58CSf7f0Me2XPkoZLcMrqFPXK/o9gZWvwuQRtlkCp1maP54n/K3qvcMfzznO+a1KcXtXyW83lrzGRRCGEsDnbvbYz6uAosqfJzry688idLnfUKz+7ZZy3ye8BdFoLheqZPZ4bPv64LTvBA98g5nYqxyels5t9G/HJphKFjFEIkbRprVl2fhnTPaZTNltZZtWeRQbHDFE3eHTJmCRCAqDbX5C7gtljcvd6Su8V7tgpxZq+lSiXJ6PZtxHf5D4KIYRNCDWEMunYJKZ7TKdhvoYsbLAw+iTh7QFLG4E2gNs/8ZIktpy+R6dFx8iYKjmbBlZJlEkCbOyIQgiRNAWEBPD1ga/Z770ft5JufO7yOXYqmu/B1/fC2s6QJit0/dM4f5MZaa2Zv/8GP26/hGvejCzs5krG1MnNuo2EJIlCCJGoPQ58zKA9g7j09BLfVfyO9sXaR9/gwmb4vRdkLmSc3C/tx2aNJzTMwNjN51l97DZNnLLzU9syODrEf13r+CSJQgiRaF1/fp2Buwfy7NUzZtWeRc3cNaNvcHIlbPkMcrpC5/WQ0ryngl6+CmXwbyfZe9mH/jUL8nXDhKtrHZ8kUQghEqUTD04wdO9QktslZ2nDpZTMUjL6Bodmwa7RULAOtF9lrClhRg9fGOtaX7z/gkmtStG5Yl6z9m9JNpUo5KonIZKGv2/8zehDo8mTNg9z680lZ5qcUa+sNewZD/9Nh5KtoNUCSGbe8YLLD/xwW3qc54EhLO5entrFEr6udXySq56EEImG1pqFZxbyzcFvcM7qzIpPVkSfJAxh8PcwY5Jw6QGfLjZ7kjh07TFt5h0m1KBZ36+yzSUJsLEjCiGE7QoxhDDp6CR+v/o7jfM3ZkLVCSS3j+ZDPzQYNvWF85ug2hdQd4zZJ/fb6OHNyN/PUDBrGpa4lSenhUuWxhdJFEIIq/cy5CVf7vuSQ/cO0ad0H4aUHRL99BfBL2FdV7i+B+pPgKqfmTUerTU/777KzD1XqVYoC3O7lCOdo4NZt2FNJFEIIazWXM+5tCnShkF7BnH12VXGVh5LmyJtom8U+AxWt4O77tD8FyjXzawxBYcaGPnHGf44eZc2Lrn4oVVpkiezqbP475FEIYSwWvNOz+OPq3/gF+zH7LqzqZazWvQN/B4YJ/d7chXaLocSzc0aj29gCANWeXD4+hO+qF+EIVZU1zo+SaIQQlilEw9OAMbTPMs/WU6xTMWib/D0pnHeJn8f6LQeCtY2azzezwJwW3oCrycvmd6uDK3LWV/J0vgiiUIIYVXmes5l3ul5Ec8fBT6i7Za2DCgzgIHOAyNv9PC88Ugi7BV03wy5XM0a01lvX3ouP0FQSBjL3SpQpVAWs/Zv7WwqUch9FEIkfoUzFiaZXTIKZyjMxacXOdv9bPQN7hyH1W3AIZVxcr9sxc0az56LDxn82ykypU7O6t4VKfKRdda1jk82NQIj91EIkbhtub6F4fuHUypzKRY3XBxzg2u7YUULSJUZeu4we5JYefQWfVa4UzBbajYNrJIkkwTY2BGFECLxWn95PROPTqTCxxWYVWcWqRxSMaDMgKgbnPsD/ugLWYtB1z8gjfludDMYNFO2X2LBgRvULZaNWR3LkjpF0v24TLrvXAhhNZafX84092nUyFWDn2r+hGMyR4CoxyTclxrvuM5dETqtg5QZzBZLUEgYX6z3ZNvZB3StlJexzUqQzN6mTr7EmiQKIYTFaK2Zf2Y+cz3nUj9vfX6s/iMO9tHcuKY1/DcD9nwPhepDuxWQPJXZ4nn6Mpg+K9zxuPWMUY2L07t64qlrHZ8kUQghLEJrzYyTM1h6binNCzbn+yrfk8wumo8krY2zvx7+BUq1gZbzzDpv083HL3Fbepx7vkHM7VyOxomsrnV8kkQhhEhwBm1g8rHJrL28lvZF2/NtxW+jr0gXFgp/D4VTq6B8b/hkKtiZ73SQx62n9F7uDsCaPhVxyZvJbH3bgqR94k0IkeBCDaGMOTSGtZfX0qNkD0ZVHBV1ktg7GUJfwcYexiRR4ytoPM2sSWLrmft0XHiM9Ckd+GNgVUkSkZAjCiFEggkJC2HkwZHsvLWTgWUG0r9M/+jHAPZPgdtH4OZ+aDgZKkcxuB0HWmsWHrzBD9su4RJe1zpTIq5rHZ8kUQghEsSrsFd8ue9L9nvvZ7jrcLqX7B59g4Cnxn+9/jOORzh3MlssoWEGvt9ygZVHb9GkdHZ+apf461rHJ5tKFHJnthDWKSAkgM/2fsax+8cYXWk07Yq2i3rlvZONRxKv6TD4cwA8uwW1v/ngWF6+CmXImlP8e+kR/WoUYESjYjZR1zo+Ka21pWMwO1dXV+3u7m7pMIQQgF+wH4P2DOK0z2kmVJ1A84IxzOga8NR4t7XPZePcTeN8zRbLoxdB9Fx+ggv3XvB985J0rZzPbH3bAqWUh9b6vYmyZDBbCBFvngU9o9eOXpz1OcvUGlNjkSQuQYffzBrLlYd+tJp7mOuPXrKwm6skiViwqVNPQgjr8TjwMX129uH2i9vMrDOTGrlqRN8g8JlxmnCfS9B+NRSuBzVHmiWWw9ce02+VB44O9qzvV5nSuWQ+uNiQRCGEMLv7/vfpvbM3PoE+zK03l4rZK0bfIPAZrGgJjy5C+1VQpIFxuRnGJH738GbkH2fIlzk1S93Kkyuj+e7kTiokUQghzOr2i9v03tkb/2B/FtRfgHM25+gbBD6Hla2MNSXar4IiDc0Sh9aaWXuuMWP3FaoUzMy8Li6kT2m7da3jkyQKIYTZXHt2jT67+hBqCGVRw0WUyFwi+gavk8SDc9B+JRRtZJY4gkMNfLvpLBs9vGldLidTWjvZfF3r+CSJQghhFheeXKDfrn4ks0vG0oZLKZQxhsvUg3xhVWt4cNY4uV/RT8wSx4sgY13rQ9eeMLRuYT6vV1gm9vtAkiiEEB/M85EnA3cPJE3yNCxqsIg86fJE3yDI11i69P4ZaLccijU2Sxx3nwfitvQ4N3xeMrWNE21dc5ul36ROEoUQ4oMcu3+MIf8OIWvKrCxqsIjsaWKYdTXoBaz6FO57QtvlUKyJWeI4d9eXnstOEBgcxvKeFaiaxOpaxyc5aSeEiLMD3gcYuHsgOdPkZFmjZaYniXunoO0yKN7ULHHsvfSIdr8eIZmdYuOAKpIkzEwShRAiTnZ67WTo3qEUzFCQJQ2XkDVV1ugbvPKD1W3g3klosxSKNzNLHKuO3qLX8hPkz5KaTYOqUvTjpFnXOj7JqSchRKxtvr6Z0YdG45TFibn15pI2eQwfzq/8jEcS3u7QdimUiOEObRMYDJofd1zi1/03qF00K7M7lUvSda3jk+xVIUSsrL+8nglHJ1Axe0Vm1Z5FKocYbmB75Qer2hiTRJslUKLFB8cQFBLGlxtOs/XMfTpXzMP3zUsm+brW8cnqE4VSKjUwFwgG9mmtV1s4JCGSrOXnlzPNfRo1ctVgeq3ppLBPEX2DV/6wui14n4A2i6Fkyw+O4Vl4XWv3W88Y+Ukx+tUoIJe/xjOLpGCl1BKl1COl1Ll3ljdSSl1WSl1TSr2e5KU1sFFr3Qf48ONVIUSsaa2Z5zmPae7TaJC3AT/X+tn0JHHnOHy6CEq2+uA4bj15Set5hzlz15fZncrSv2ZBSRIJwFLHasuAt27BVErZA3OAT4ASQEelVAkgF3AnfLWwBIxRCIExSczwmMHc03NpXrA5P9b4EQf7GKbCCH4Jv7WDO0fh04VQqvUHx3Hy9jNazT3Ms4BgVveuSFOnHB/cpzCNRRKF1voA8PSdxRWAa1rrG1rrYGAt0ALwxpgsQK7SEiJBGbSBSccmsfT8UtoXbc+EqhNIZhfDGevgl7C6nbGEaeuFUOrTD47jn7P36bjgKGkdk7FpYFXK55O61gnJmsYocvL/Rw5gTBAVgVnAbKVUE2BLVI2VUn2BvgB58sRwV6gQIkahhlDGHh7L5uubcSvpxjCXYTGf5gl+Cb+1h9uHodUCKN3mg2KYsesyaR0dmLTtIs65M7ComyuZ08RwykuYnTUlisj+ArXW+iXgFlNjrfUCYAEYK9yZOTYhkpSQsBBGHhzJzls7Geg8kP5O/U1IEgHGJHHrELT6FZzaflAMYQbNzD3XAPik1MfMaO8sda0txJoShTfw5sQsuYB7FopFiCTrVdgrvtj3BQe8DzDcdTjdS3aPuVFwAKxpD17/hSeJaGpimyAoJIzP13oC0Kd6fr75pLjUtbYgazrnfwIorJTKr5RKDnQANsemA6VUM6XUAl9f89XYFSIpCQgJYNDuQRz0PsjoSqNjkSQ6wM2D0Go+lGn/QTH8+M9Fio3ezvbzDwBYePAmBb7dxoxdVz6oXxF3lro8dg1wBCiqlPJWSvXSWocCg4EdwEVgvdb6fGz61Vpv0Vr3TZ9eyhwKEVsvgl/Qb1c/Tjw8waRqk2hX1ISjgpBAWNsRbh6AlvOgTIcPiuGJ/yv+u/YEezvF9HZlAPCa0gSvKU0YVr/IB/Ut4s4ip5601h2jWL4N2JbA4QiR5D0Leka/Xf24+vwq02pOo37e+jE3CgmENR3hxn5oORecI/1vbbK7zwPpuugYd58HsqCrC3WLf8QX609/UJ/CPKxpjOKDKaWaAc0KFYqhYIoQIoJPgA99d/Xl9ovbzKw9kxq5asTcKCQQ1naCG/ugxWxw7vRBMVx96EfXxcd5GRzKyl4VqZDfePnr0LqFP6hfYR5Ka9u7QMjV1VW7u7tbOgwhrN59//v03tkbn0AfZteZTYXsFWJuFBJkTBLX/4Xmv0C5rh8Uw6nbz3BbdoJkdnas6FmBEjnSfVB/Iu6UUh5aa9d3l9vUEYUQwnS3Xtyiz84++Af7s6D+ApyzOcfcKCQI1nWG63vMkiQOXvWh30oPsqRJwcpeFcibOfUH9SfihzVd9fTB5KonIUxz7dk1emzvQVBoEIsbLo5FkugC13ZDs1lQrtsHxbD1zH16LjtBnkyp2Ni/siQJK2ZTiUKuehIiZheeXMBthxsKxdJGSymeuXjMjUJfwfqucG0XNJsJLiZcNhuNVUdvMXjNSZxzZ2Bdv8pkS+f4Qf2J+CWnnoRIQjwfeTJg9wDSJk/LogaLyJPOhOluQl/Buq5wdSc0/RlcesR5+1pr5uy9xrSdV6hTLBtzOpUjZXK529raSaIQIok4dv8YQ/4dQrZU2VhYf2HM9a0h/EiiG1zdAU2mg2uMs+lEyWDQTNx6kSWHbtKqbE7+18YJByk2lCjY1G9JxiiEiNwB7wMM3D2QnGlysqzRMhOTRDCs7w5XtkOTn6B8rzhvPyTMwJcbTrPk0E3cqubjp7ZlJEkkIjb1m5IxCiHet8NrB0P/HUqhjIVY2nApWVJmiblRaDBs6A5X/oHG06B87zhvPzA4jH4rPdh06i7DGxRhTNMSMm9TIiOnnoSwYZuvb2b0odE4ZXFibr25pE2eNuZGocGwoQdc3mZMEhX6xHn7voEh9Fp2Ao/bz5jYshRdKuWNc1/CciRRCGGj1l1ax8RjE6mYvSKzas8ilUOqmBuFhcBGN7i8FT6Z+kFJ4tGLILotOc51H39+6VhWKtIlYpIohLBBy84t4yePn6iZqyY/1fop5vrWYEwSG3rApb+h0Y9QsW+ct3/ryUu6Lj7OY/9XLOlRnuqFs8a5L2F5NpUoZK4nkdRprZl3eh7zTs+jYb6GTK4+GQe7GOpbQ/iRRM/wJDEFKvWPcwwX7r2g25LjhBoMrO5dkbJ5Msa5L2EdZDBbCBuhtWa6x3TmnZ5Hi4It+LH6j6Ynid97wcXN0HAyVBoQ5xhOeD2l/YIjJLNTbOhXWZKEjbCpIwohkiqDNvDDsR9Yd3kdHYp24JuK32CnTPgeGBYCv/eGC39Bwx+g8sA4x/DvpYcMWHWSnBlSsqJXBXJlNGFMRCQKkiiESORCDaGMPTyWzdc341bKjWHlhsVc3xogLBT+6AMX/oQGE6HyoDjH8MdJb77aeIYS2dOxzK08mdOYMCYiEg1JFEIkYiFhIYw4OIJdt3YxyHkQ/Zz6xS5JnN8E9SdAlSFxjmHJfzcZ//cFKhfIzIJuLqR1NOF0l0hUJFEIkUgFhQbxxb4vOHj3IMNdh5tW3xqMSWJTXzj/B9QfD1U/i9P2tdZM33WFX/69RqOSH/NzB2ccHWTeJltkU4lCrnoSSUVASACf/fsZxx8cZ3Sl0abVt4bwJNEPzv0O9cZB1aFx2n6YQTP6r3P8duw2HcrnZlKr0tjL3dY2S656EiKReRH8gn67+nHi4QkmVZtkepIwhMGf/eHcRqg7FqoNi9P2X4WG8dmaU/x27DYDahVkcmtJErbOpo4ohLB1z4Ke0W9XP64+v8q0mtOon7e+aQ0NYbCpP5zdAHVGQ/Uv4rT9l69C6b/Kg4NXHzOqcXH61CgQp35E4iKJQohEwifAhz47++Dt783M2jOpkauGaQ0NYfDnQDi7Hup8BzWGx2n7z14G02PZCc7d9WVqGyfauuaOUz8i8ZFEIUQicM//Hr139uZx4GPm1p1LhewVTGtoCIO/BsGZtVD7O6jxVZy2f983kK6Lj3P7aQDzOpejQcmP49SPSJwkUQhh5W69uEXvnb15GfySBfUXmFbfGsKTxGA4vQZqfQs145Ykrvv4023xcXwDQ1jRswKVCmSOUz8i8ZJEIYQVu/rsKn139SXMEMbihotNq28NYDDA5iFw+jeo9Q3UGhGn7Z/19qX70uPYKVjbtxKlcsqFIkmRTV31JBXuhC05/+Q8PXf0RKFY2mhp7JOE52qoORJqjYzT9g9ff0yHBUdI6WDPhv5VJEkkYTaVKOTyWGErTj06Re8dvUmVLBXLGy2nYIaCpjU0GGDLEPBcBTW+jnOS2H7uPj2WnCBnxpT8PqAK+bOkjlM/wjbYVKIQwhYcvX+Ufrv6kTllZpZ/spzc6Uy8ushggL+HwqlVxkHr2t+CKdN5vGPt8dsMXH2SkjnTsb5fZT5O7xjrPoRtkTEKIazI/jv7+WLfF+RJl4eFDRaaVt8awpPE53ByBVQfDrVHxTpJaK2Zv/8GP26/RM0iWZnXpRypkstHhJBEIYTV2OG1g5EHRlIkUxF+rfcrGRwzmNbQYICtw+Dkcqj2hfFeiTgkiR+2XWThwZs0K5ODn9qWIXkyOeEgjGJMFEqpXEAHoDqQAwgEzgFbgX+01oZ4jVCIJOCva38x5vAYymQtw5y6c0ibPK1pDQ0G2PoFeCwzTslRd0ysk0RomIGRf5xlo4c33SrnZVyzktjJlBziDdEmCqXUUiAn8DfwI/AIcASKAI2AUUqpkVrrA/EdqBC2au2ltUw6NolK2Ssxs/ZMUjmYWPBHa9g2HDyWQtXPjfM3xTJJBIWEMfi3U+y++JChdQvzeb3Cpk1TLpKUmI4oftJan4tk+TngD6VUciCP+cMSImlYem4p0z2mUytXLabVmkYKexML/mgNW78E98VQ5TPjTLCx/IB/ERRCn+XuHPd6yvfNS9K9Sr5Yxy+ShmgTRWRJQimVEcittT6jtQ4GrsVXcELYKq01c0/PZf7p+TTK14gfqv9gWn1rY2PY9lV4khhirCkRyyTh4/eK7kuOc+WhHz+3d6aFc844vAuRVJg0mK2U2gc0D1/fE/BRSu3XWsdtCkohkjCtNT+5/8TyC8tpUbAF31f5Hns7Ewv+aA3/fA0nFkLlwcbqdLFMEneeBtB18TEevAhiUXdXahXNFod3IZISU696Sq+1fqGU6g0s1VqPVUqdic/A4kIKFwlrN+fUHJ4GPWX9lfV0KNqBbyp+g50y8eoirWH7SDi+ACoNMta5jmWSuPzAj25LjhEUYmB170q45M0Yh3chkhpTE0UypVR2oB0wKh7j+SBa6y3AFldX1z6WjkWId4UaQpl/Zj4APUv15PNyn5s+cKw1bP8Gjs2HSgOh4aRYJwmPW8/ouewEKZLZsb5fZYp+bOKVVSLJM/VC6fHADuCa1vqEUqoAcDX+whLCttx5cYc+O43fXwY7D459ktjxLRybBxUHQMMfYp0k9l1+RJdFx8iYyoHfB1SRJCFiRWmtLR2D2bm6ump3d3dLhyEEBm1g4O6BHLp36L3XBpQZwEDngdF3oDXsGAVH50DF/tBoSqyTxF+ed/ly/WmKfJSW5T0rkDWtiVdWiSRHKeWhtXZ9d3lM91F8B8zVWj+N4vU6QCqt9d/mCVMI2+Hl68WYw2M49egU1XNWZ0zlMdTfWJ+z3c+a1oHWsPM7Y5Ko0C9OSWLFES/Gbj5P+XyZWNTdlXSOJl5ZJcQbYhqjOAtsUUoFAScBH4w33BUGnIHdwA/xGaAQiU2YIYxVF1fxy6lfSG6fnEnVJtGsQLPY3cimNewaDUdmQ/k+8MmPsUoSWmtm7rnKz7uvUq/4R8zuVBZHBxOvrBLiHTHdR/EX8JdSqjBQFcgOvABWAX211oHxH6IQiceN5zcYfXg0Z3zOUCt3LUZXGk22VP9/+emAMgNi7kRr2DUGDv8C5XtD46mxShIGg+b7LedZfuQWn5bLxY+fliaZvczbJOLOpKuetNZXkcFrIaIUaghl+fnlzPWcS0qHlEypPoXG+Ru/dxRh0pjE7nFweBa49oLG02KVJIJDDQzfcJrNp+/Rp3p+vvmkuMzbJD6YzB4rxAe6+uwqYw6N4dyTc9TLU49RlUaZPj34m7SGPd/DoZ/BtWesk0RAcCgDVp1k/xUfRjQqRv+aBWTeJmEWkiiEiKMQQwhLzy1l3ul5pHVIy9SaU2mYt2HcPpy1hj3j4b8Z4NIDGv8EdqafLnoeEEzPZSfwvPOcya1L07GCTMEmzEcShRBxcPnpZUYfGs3FpxdpmK8h31b8lkyOmeLWmdbw70T4bzqU6w5NZsQqSTzwDaLbkmN4PQ5gTqdyfFI6e9ziECIKps71VASYB3yktS6llHICmmutJ8ZrdEJYmZCwEBadXcSCMwtIlyIdM2rNoF7eenHvUGvYOwkOToNy3aDpz7FKEjcfv6Tr4mM8exnMMrfyVCkUh1NeQsTA1L/IhcA3QAiA1voMxmJGQiQZF59cpMPWDsw9PZcG+RrwV4u/PixJAOybDAemQtmu0HRmrJLEubu+tJ1/mIDgMNb0rSRJQsQbU089pdJaH3/n3GtoPMQjhNUJDgtm/un5LDm3hIyOGZlVexa189T+8I73Tob9P4JzF2g2K1ZJ4uiNJ/RZ7k5ax2Ss7F2RglnTfHg8QkTB1ETxWClVENAASqk2wP14i+oN4fNKjcI4g22bhNimEK+de3yO0YdGc+35NZoXbM7X5b8mfYr0H97xvimwfwo4d4bmv8QqSey68JBBv50kT6ZUrOhZgRwZUn54PEJEw9REMQhYABRTSt0FbgJdYmqklFoCNAUeaa1LvbG8ETATsAcWaa2nRNWH1voG0EsptdHEWIX4YK/CXjHXcy7Lzi8jS8oszKk7hxq5anx4x3sng7IznnIq0ynWSWKD+x1G/nGWUjnTs6xHeTKmTv7hMQkRA1NvuLsB1FNKpQbstNZ+Jva/DJgNrHi9QCllD8wB6gPewAml1GaMSWPyO+17aq0fmbgtIczitM9pRh8azU3fm7Qu3JrhrsNJm9xMs63uD/9OVKYjtJgNphYsAhYeuMGkbRepXjgL87u4kDqFXLQoEoapVz1lALoB+TDWpgBAa/1ZdO201geUUvneWVwB43TlN8L7Xgu00FpPxnj0IYRFBIUGMfvUbFZeXEm2VNmYX28+VXNWNU/nWsP+/xkfO3WAFnNMThJaa/634zLz9l2nSensTG9fhhTJZN4mkXBM/UqyDTiKcZJAwwduMydw543n3kDFqFZWSmUGJgFllVLfhCeUyNbrC/QFyJNHbjYSsXPq0SnGHBqD1wsv2hZpyxcuX5AmuZkGiPf+YBy0fu3MWuNPzZFQ+5tom4YZNKM2nWXtiTt0qpiHCS1KYS9TcogEZmqicDRjfezI/sqjLIqhtX4C9I+pU631AozjKLi6utpekQ0RLwJCAvjl1C+svriaHGlysLDBQiplr2S+DRgM8PKx8bFrL3BfDON8TWoaFBLG52s92X7+AUPqFOKL+kVkSg5hEaYmipVKqT7A38Cr1wujqlMRA28g9xvPcwH34tCPEB/kxIMTjD08ljt+d+hQtAPDXIaRyiGV+TYQFgqbB8PpNVDlM6g/3pgoTOD/KpS+K9w5fP0Jo5uWoFe1/OaLS4hYMjVRBANTMV6m+vrbugYKxGGbJ4DCSqn8wF2MN+51ikM/71FKNQOaFSpUyBzdCRsVEBLADI8ZrL28llxpcrGk4RLKf1zevBsJDYY/esOFv6D2KKjxlXGCv5ojY2z6xP8VbstOcP7eC6a3K0PrcrnMG5sQsWRSKVSl1HWgotb6caw6V2oNUAvIAjwExmqtFyulGgM/Y7zSaYnWelIs446WlEIVUTl6/yjjDo/jnv89OhfvzJCyQ8x7FAEQEgjru8HVndBgElQZbHLTu88D6br4GHefBTK3cznqFv/IvLEJEY04lUJ9w3kgILYb1Vp3jGL5NowD5EIkCP9gf6Z7TGfDlQ3kTZeXZY2WUe6jcubf0Cs/WNMRvP6DpjOM04Wb6NojP7ouPo7/q1BW9qpIhfxxnGRQCDMzNVGEAZ5Kqb28PUYR7eWxCU1OPYnIHL57mLFHxvIo4BHdS3RnUNlBpEwWD3czBz6D1W3h7klo9SuUaW9yU887z3Fbehx7OzvW9a1MiRzpzB+fEHFkaqL4M/zHqmmttwBbXF1d+1g6FmF5fsF+THOfxh9X/yB/+vys+GQFZbKWiZ+NvXwMK1vCo0vQbjkUb2Zy0/+uPqbvSncyp0nOql4VyZs5dfzEKEQcmXpn9vL4DkQIczrgfYDvj3zP48DH9CrViwHOA0hhnyJ+NvbiHqxoAc9vQ8e1UNj0GWW3nb3P0LWnKJg1DSt6ViBbOsf4iVGIDxBtolBKrddat1NKnSWSex201k7xFlkcyKkn4fvKl/+d+B+br2+mUIZCzKw9k1JZSsXcMK6e3YIVzY1HFF1+h3zVTG66+tgtvvvzHC55MrK4e3nSp3KIvziF+ADRXvWklMqutb6vlMob2eta61vxFtkHkKuekqa9t/cy4egEngY9pVfpXvRz6kdy+3icNO/xVVjeHEJeQpc/INd7F4tESmvNnL3XmLbzCnWKZWNOp3KkTC5TcgjLi9NVT1rr11OJD9Raj3inwx+BEe+3EiJhPQ96zpQTU9h6YytFMhZhdt3ZlMhcIn43+uCccUxCa+ixFT4ubVKz6Tsv4/8qjCWHbtKqbE7+18YJB3vTZ48VwhJMHcyuz/tJ4ZNIlgmRoHbf2s3EoxPxfeXLwDID6V26Nw728XwKx9sDVrUGh1TQfTNkKWxSs5AwA7P+vQaAW9V8jG5SAjuZt0kkAjGNUQwABgIFlFJn3ngpLXAoPgOLCxmjSDqeBj3lh2M/sMNrB8UzFefX+r9SNFPR+N+w1yH4rR2kzgLd/oKM+Uxq5hsQwuA1JwEY3qAIg2oXknmbRKIR0xhFeiAjxjoRb8494BfHeZ4ShIxR2C6tNTtu7eCHoz/gF+JHf6f+9CzdEwe7BBgIvrYb1naBDLmNSSJdDpOajf7zLCuP3n5v+dC6hRlWv4i5oxQizuI6RuEL+AKR3mEtREJ6HPiYSUcnsfv2bkpmLsmEqhMonNG00z4f7OIW2OAG2YpB1z+NRxQm2HvpEX+eukeWNMmZ38WFNvOP4DWlSfzGKoSZSYksYfW01my7uY3JxycTGBLI5+U+p3vJ7iSzS6A/39Pr4M8BkLMcdN4AKTPG2ERrzYIDN5iy/RIlsqdjQTdXckpta5FISaIQVs0nwIfxR8ez784+nLI6MaHKBApkiMukxXHkvhT+Hma8P6LjGkgRc0nUoJAwvvnjLJtO3aWJU3amtSkTcfnr0LoJdAQkhBnZVKKQwWzbobVmy40tTDk+heCwYIa7DqdL8S7Yx6LG9Ac7Mgd2fAuFG0C7FeAQ8xHBwxdB9F3pwek7zyMdtJYxCZEY2VSikLmebMPDlw/5/sj3HLx7kLLZyjK+ynjypc+XcAFoDQemwt5JUKIFtF4EyWK+cc/zznP6rnDH/1Uov3Z1oWHJjxMgWCHin00lCpG4aa3589qfTD0xlRBDCCPKj6BjsY4JexShNewaA4dnQZmO0Hw22Mf832TTKW9G/H6WbGlT8EevKhT7WGZ/FbZDEoWwCvf97/P9ke85dO8QLh+5ML7KePKky5OwQRgMsG24sVypay9oPA3sor9rOsyg+d/2S/x64AYV82diXhcXMqWOx2lDhLAASRTCorTWbLiygeke0zFoA99W/Jb2RdtjpxJ4WovI6lvHcEPci6AQhq45xd7LPnSplIexzUrKdBzCJkmiEBZz1/8uYw+P5dj9Y1T8uCLjqowjV1oL1IeOqr51NG4+fknv5Se49SSAiS1L0aVSpPNmCmETbCpRyFVPiYNBG1h3eR0zPGZgp+wYXWk0bYu0tcyUFnGob33wqg+DVp/E3k6xqndFKhXInACBCmE5NpUo5Kon63fnxR3GHB6D+0N3quSowrjK48ieJrtlgnmrvvXP4OoW7epaa5Ye8mLi1gsU+SgtC7u5kjtTqoSJVQgLsqlEIayXQRv47eJvzDo1C3tlz/gq42lZqKXlJsaLZX3rV6FhjP7zHOvdvWlY8iOmt3MmdQr57yOSBvlLF/Hu1otbjDk0hpOPTlI9Z3XGVB7Dx6kteI9BLOtbP/ILYsCqk3jcesZndQvzed3CMj24SFIkUYh4E2YIY9XFVfxy6heS2ydnUrVJNCvQzLLTa8eyvvW5u770WeHOs4Bg5nQqRxMnC50mE8KCJFGIeHHD9wajD43mjM8ZauWuxehKo8mWKptlg4plfestp+/x1cbTZEqVnI39q1AqZ/oEClQI6yKJQphVqCGU5eeXM9dzLikdUjKl+hQa529s+SI9EfWtA6DbZsjlEuWqBoNm+q4rzN57Dde8GZnXxYWsaVMkYLBCWBebShRyeaxlXX12lTGHxnDuyTnq5anHqEqjyJLStLoN8ep1fWsIr29dKspV/V+FMmydJ7suPKS9a27GtyxJimQJOIWIEFbIpm4j1Vpv0Vr3TZ9eThEklLmecwkxhLDgzALa/d2Ou/53mVpzKtNrTbeOJOHtAcuagJ0DuP0TbZK4/SSA1nMP8e+lR4xrVoIpn5aWJCEENnZEIRLevNPz2HdnHxefXqRhvoZ8W/FbMjlmsnRYRl7/wW/tTapvffj6YwauPonWsNytAtUKW0GSE8JKSKIQcaK1Zsm5JQA8DHjIjFozqJc3+iuIEtTV3bCuM2TIE2N965VHvBi35QL5s6RmUTdX8mVJnYCBCmH9JFGIWPvZ42cWn1sc8fxp0FOG7RvGgDIDGOg80IKRhTOxvnVwqIHvt5xn9bHb1CmWjZkdnEnr6JCwsQqRCEiiELFy0/cm/975F3tlzxcuXzDVfSpnu5+1dFj/76361hshZYZIV3vi/4oBq09y/OZTBtQqyPAGRbGXm+iEiJRNDWaL+LXn9h46bu2I7ytfFtRfQLeS3Swd0tvcl8KmfpC3ivFIIookcfH+C5rPPsTpO8+Z2cGZEY2KSZIQIhpyRCFiFGYIY47nHBaeXUjJzCX5ufbPEVNwDCgzwMLRhTs8G3aOirG+9fZz9/li/WnSOiZjfb/KlMmdIWHjFCIRkkQhouX7ypcRB0dw6O4hWhVqxahKo0hh//83n1l8TEJr2P8/2PdDtPWtDQbNL/9eY8buKzjnzsCCri5kS+dogYCFSHwkUYgoXX56mc/3fs6DgAeWrRkRlbfqW3eC5r9EWt86IDiU4RtOs+3sA1qXy8kPrUrj6CD3RwhhKkkUIlLbbmxj3JFxpHVIy9KGS3HO5mzpkN72Zn3r8r3hk6mR1rf2fhZAnxUeXH7wgu+aFKdXtfzWleyESARsKlHIFB4fLtQQynSP6ay8sJJy2crxU62frOMO6zeZWN/6hNdT+q/0IDjMwJIe5alV1MKTEgqRSNnUVU8yhceHeRL4hL67+rLywko6FevEogaLrC9JhAbDRjdjkqg9Ksoksfb4bTotPEr6lA78OaiqJAkhPoBNHVGIuDvrc5Zh+4bx/NVzfqj2A80KRl/MxyJMqG8dGmZg4taLLDvsRY0iWfmlQ1nSp5Kb6IT4EJIoBH9c/YOJRyeSNWVWVnyyghKZS1g6pPeZUN/62ctgBq85yaFrT+hdLT8jPylGMnubOmgWwiIkUSRhwWHBTDk+hQ1XNlApeyWm1phKBscMlg7rfW/Wt269AJzavbfKlYd+9Fnhzv3nQUxt40Rb19wWCFQI2ySJIol6+PIhX+z/gjM+Z+hZqieflf0MezsrvGT0dX1rn8tR1rfefeEhn6/zxNHBnjV9K+GSN2PCxymEDZNEkQR5PPTgy31fEhAawPRa06mft76lQ4rcW/Wt10Cht2en1Vozb/91pu64TKkc6VnQzYXs6SO/I1sIEXeSKJIQrTW/XfqNaSemkTNtThY3XEzBDAUtHVbknnkZS5cGPIm0vnVQSBhfbzzD5tP3aFYmB//71ImUya3wiEgIGyCJIokIDA1kwpEJbLmxhVq5a/FDtR9ImzytpcOKXAz1re/7BtJ3hQfn7vnydaOiDKhZUG6iEyIeSaJIArz9vBm2bxiXn15mkPMg+jr1xU5Z6dVAMdS3Pnn7Gf1WehDwKpSFXV2pV+KjhI9RiCRGEoWNO3z3MF8f/BqDwcDsurOpkauGpUOKmrcHrGoNyVMbq9JlKfzWyxs9vPn2j7N8nN6R1b0rUuQjKz0iEsLGSKKwUVprFp9bzC+nfqFA+gLMrD2TPOnyWDqsqL1V33ozZMwb8VKYQTPln4ssPHiTKgUzM6dTOTKmfn+GWCFE/JBEYYNehrxk9KHR7Lq1i0b5GvF9le9J5ZDK0mFFLZr61r6BIXy25hT7r/jQo0o+RjUpjoPcRCdEgpJEYWNu+t7k872f4/XCi+Guw+lWopt1D/RGU9/6uo8/fZa7c+dZAJNbl6ZjBSs+IhLChll9olBKtQSaANmAOVrrnZaNyHrtvb2Xb//7Fgc7BxbUX0DF7BUtHVL0oqlvve/yI4asOYWDvR2re1eiQv5MlotTiCQuXo/hlVJLlFKPlFLn3lneSCl1WSl1TSk1Mro+tNZ/aq37AD2A9vEYbqJl0AZmn5rNZ3s/I2+6vKxrus76k0QU9a211iw8cIOey06QM0NKNg+uKklCCAuL7yOKZcBsYMXrBUope2AOUB/wBk4opTYD9sDkd9r31Fo/Cn/8XXg78QbfV758c/AbDt49SMtCLfmu0ndvlSq1ShH1rRsap+UIr28dFBLGqE3n+P2kN5+U+pif2pUhVXKrP+gVwubF6/9CrfUBpVS+dxZXAK5prW8AKKXWAi201pOBpu/2oYwn2KcA/2itT8ZnvInNlWdX+Hzv59x/eZ/vKn5Hu6LtrHs8Ipr61o9eBNFvlQenbj9nWL0iDKlTCDs7K34vQiQhlvi6lhO488ZzbyC68yRDgHpAeqVUIa31/MhWUkr1BfoC5Mlj+4Oe/9z8h7GHx5LGIY11lip9VzT1rc94P6fvCg98A0OY36UcjUplt3CwQog3WSJRRPY1UUe1stZ6FjArpk611guABQCurq5R9pfYhRpC+dnjZ5ZfWE7ZbGX5qeZPZE2V1dJhRS+a+tZ/ed7l641nyJImBb8PqEKJHOksHKwQ4l2WSBTewJvFAnIB98zRsa3XzH4a9JSv9n/F8QfH6VisI1+5foWDvZVXb3uzvnXVoVDve1AKg0Ezbedl5u67ToX8mZjXuRyZ01j52IoQSZQlEsUJoLBSKj9wF+gAdDJHx1rrLcAWV1fXPuboz5qce3yOYfuG8SzoGROrTqRFoRaWDilmocHwey+4uBlqfwc1hoNS+AWF8PlaT/ZcekTHCnn4vnlJkieTm+iEsFbxmiiUUmuAWkAWpZQ3MFZrvVgpNRjYgfFKpyVa6/PxGUdit+nqJiYenUiWlFmst1Tpu0ICYV1XuLYLGv4AlQcB4PX4Jb1XuHPz8UsmtChJl0p5rXsAXggR71c9dYxi+TZgm7m3Z2unnkLCQphyfArrr6ynUvZK/K/G/8jomAiqt0VR3/rQtccMXH0SpWBlzwpUKZQl+n6EEFbBpo73tdZbtNZ906dPb+lQPtijgEf02NGD9VfW41bKjXn15iWOJBH4DFa2gluHjfWtXd3QWrPs0E26LTnOR+lSsHlQNUkSQiQicjeTFTr58CRf7PuCgNAAptWcRsN8DS0dkmkiqW8dHGpgzF/nWHviDvWKf8TPHZxJk0L+7IRITOR/rBXRWrPm0hqmnphKzrQ5WdRgEYUyJpLTaBH1re9E1Ld+7P+KAas8OOH1jMG1C/FF/SJyE50QiZBNJYrEPEYRFBrE+CPj2XJjCzVz1eSH6j+QLnkiuKdg72Rw7hhe3/ppeH3rqpy/50vfFR48efmKXzqWpVmZHDH3JYSwSkpr27s3zdXVVbu7u1s6DJPd9b/LsL3DuPj0IgPLDKRfmX7WW6r0XePSQ9ocxvrWXf6AXC5sO3ufL9efJkMqBxZ0daV0rsQ/ZiREUqCU8tBau7673KaOKBKjI/eO8PWBrwkzhDG7zmxq5q5p6ZBM9+Cs8V9DCPTYiiFbSX7edYVZe65SLk8G5nd1IVtaR8vGKIT4YJIoLERrzdLzS5l5ciYF0hfg59o/kzdd3pgbWoO9k2H/lP9//tIH5ldla8ZuzLrfiDYuuZjUqhQpktlbLkYhhNnYVKJILGMUb5YqbZivIeOrjLfuUqXvylEWkjlC+lzw5Bp3PrtPnxXuXHngx+imJehZNZ/cRCeEDUkkJ8JNkxjuo/Dy9aLz1s7sub2HL12+ZGqNqYkrSXiugbWdIFtx6LkDgBZzDnHveSDL3CrQq1p+SRJC2BibOqKwdq9LlSazS8av9X+lUvZKlg4pdl4XHMpfE91+Fas9n/E4tDUZ0jqwqJsrBbKmsXSEQoh4IFc9JQCDNjDv9Dzmn55PicwlmFFrBjnSJKLLRbWGPd/DfzOgRAtmpB3OzP133lttaN3CDKtfxAIBCiHMIUlc9WSNYxQvgl8w8sBIDt49SIuCLfiu0nc4JktEVwKFhcLWYXByBbi48aDaJPb/5gnA4NqFmL33Gl5Tmlg2RiFEvJIxinh09dlVOvzdgSP3jjCq4igmVJ2QuJJESBBs6G5MEjW+4kSp0TSdc4SrD/2Y36UcwxsWtXSEQogEYFNHFNZk+83tjDk8htQOqVnSaAlls5W1dEixE/TCOGjtdRDdaAqr9Cd8v/AYuTOlYk2fihT+KC1gPN0khLBtkijM7M1Spc5ZnZlea7r1lyp9l78PrP4UHp4nuMWvjLpWnA0e56lTLBsz2juTPuX/V9WTMQkhbJ8kCjN6GvSUr/d/zbEHx2hftD0jyo+w/lKl73p2yzhN+It7PG2+DLf/MnLa25vP6hTi83oyqZ8QSZEkCjM5//g8w/YN40ngEyZUnUDLQi0tHVLsPbwAq1pDSADn6y2n+992BAb782tXFxqW/NjS0QkhLMSmBrOVUs2UUgt8fX0TdLubrm6i2z/dAFjReEXiTBK3j8HST9Ba81fZxbTYHEY6Rwf+GlxVkoQQSZxNJYqEvuopJCyEiUcnMubwGMpmK8vapmspmblkgmzbrK7ughUtMKTMxA/ZZzJ0bzA1i2Tlz8FVKZQtraWjE0JYmJx6iqNHAY/4ct+XePp40qNkD4aWG0oyu0S4O8+shz8HEJy5OL3CRnLwbBhD6xZmaN3CMh4hhAAkUcTJyYcn+XL/l7wMecnUmlNplK+RpUOKm6PzYfsIfD+qRDOfgTwNc2BhN2fql/jI0pEJIayIJIpY0Fqz9vJa/nf8f+RIk4MF9RdQOGMivI9Aa9g7CQ5M5Va2OjS6053smdPzZ1dXCmWT+ZqEEG+TRGGioNAgJhydwObrm6mRqwaTq09OHKVK32UIg61fgsdSjmZoQufbHahdPAcz2pchrWMiu5RXCJEgJFGY4J7/PT7f+zkXn15kQJkB9C/TP/GUKn1T6Cv4ow9c+IsNjm346kErhtUrypA6hWQ8QggRJUkUMXhdqjTUEJr4SpW+6ZUfrO0MN/fzk+rOssAmLOrmTD0ZjxBCxMCmEoU5Z4/VWrPs/DJ+Pvkz+dPlZ2admYmnVOm7Xj5Br/4Uff8MX4cO4FTGRvzZzZWCUj9CCGGCRHj+JGrmuI9irudcAkICGL5/ONM9plM3T11+a/Jb4k0Sz+9gWNyQkPvn6fPqc14UacOfg6pKkhBCmMymjijMYd7peez02snNFzf5wuULepTskXhLe/pcJnR5S4Je+tLz1Uiq123OoNoyHiGEiB1JFG/Yf2c/AE+CnjC/3nwq56hs4Yg+gLc7ISs+5Xkw9NdjGdStJXWKyXiEECL2JFFgPN007/S8iOfPXz2n766+DCgzgIHOAy0YWdzoa3sIXdOZe6Fp+S7tRKZ2byL1rIUQcSY1s9/wIvgFVddU5Wz3s/EQVcII9tyA3Z/9uWLIybL8PzGmU23SpJDvA0KImCWJmtkfKlHeQPeGZ/vmkn7ft7gbinK6+nx+rOeceMdXhBBWQxLFOwaUGWDpEGJPa27/MYY8Z2exF1fs2i2lT6k8lo5KCGEjJFG8I7GNSWhDGBcWD6Dk3XXscKhL0T5LyZctYaZZF0IkDZIoErHAwEAuzO2Ii99edmVoR9X+c0kj8zUJIczMphKFOe/MtnbeDx/zcGEbXEJPcbjAUOp1/V7GI4QQ8ULuzE6Ejpy7wtN5jXAO9eRSxclU6TZekoQQIt7Y1BGFrdNas2rnESod6k1eu0c8abKYYuU/tXRYQggbJ4kikQgIDmXqb3/T6+aXZE4WQFjH38lWOJHOZCuESFQkUSQCt58EMHXpGsb5jSVlcgcc3f5B5XC2dFhCiCRCEoWV23/Fh9W/LWcGU7FPkwXHnpshc0FLhyWESEIkUVgprTXz99/g3K7lzHaYA5kLkbz7n5Auu6VDE0IkMZIorNDLV6F8vfEM6S+s4heHJehcFbDvvA5SZrR0aEKIJEgShZXxevySfivcafB0JV86bEAXbohd22WQPJWlQxNCJFGSKKzIvsuPGLrGgxEsp1Oyf8CpA6rFbLCXu62FEJYjicIKaK2Zu+86P+88z69pllAnZB9UGgQNJoKdTd0TKYRIhCRRWJj/q1C+2nCavedu8WfmXyn58ijUHQPVvgC521oIYQUkUVjQzccv6bvCncc+D9j/0RyyvTgLzWaCSw9LhyaEEBEkUVjI3kuP+GztKbKrp/z30XRS+3lB2+VQormlQxNCiLdYfaJQShUHhgJZgD1a63kxNLFqWmvm7L3GT7uuUDerH/P1RJIFPIfOG6GATMkhhLA+8TpSqpRaopR6pJQ6987yRkqpy0qpa0qpkdH1obW+qLXuD7QD3qvlmpj4vwplwKqTTNt5hYFF/VkYOopkYYHQfYskCSGE1YrvI4plwGxgxesFSil7YA5QH/AGTiilNgP2wOR32vfUWj9SSjUHRob3lSjd8PGn70oPbj5+yZzK/jQ+/yUqZQbo+idksf36GUKIxCteE4XW+oBSKt87iysA17TWNwCUUmuBFlrryUDTKPrZDGxWSm0FfovHkOPFnosP+XytJw7J7Nha7xnFDn0OmQpA102QLoelwxNCiGhZYowiJ3DnjefeQMWoVlZK1QJaAymAbdGs1xfoC5AnTx4zhPnhDAbN7L3XmLH7CiWyp2Nl2Utk+vdryOkCndZDqkyWDlEIIWJkiUQR2c0BOqqVtdb7gH0xdaq1XgAsAHB1dY2yv4TiFxTCl+tPs/PCQ1o55+B/2f/FYc94KFQP2q2A5KktHaIQQpjEEonCG8j9xvNcwD0LxBFvrvv403eFO15PAhjTpBhuLxej9s6BUm2g5TxIltzSIQohhMksMT/ECaCwUiq/Uio50AHYbI6OlVLNlFILfH19zdFdnOy68JCWsw/xLCCE1W7l6Pl4KuroHKjQD1ovlCQhhEh04vvy2DXAEaCoUspbKdVLax0KDAZ2ABeB9Vrr8+bYntZ6i9a6b/r06c3RXawYDJqfd1+hzwp38mVJzZYBLlQ6MRROr4Hao+CTH2XeJiFEohTfVz11jGL5NqIZmE5sXgSF8MW60+y++JDW5XLywyd5cNzQCW4fhSY/Qfnelg5RCCHizOrvzI4NpVQzoFmhQgl3X8K1R/70XenOrScBjGtWgu6lHVGrmoHPZWizBEq1TrBYhBAiPtjUuZCEPvW08/wDWs45hG9ACKt7V6RHcY1a2gie3oTOGyRJCCFsgk0dUSQUg0Hz856rzNpzFadc6ZnfxYUcgVdh8adgCDVOyZHLxdJhCiGEWdhUokiIU08vgkIYttaTPZce0cYlFxNblsLx7lFY0wFSpIUef0PWovG2fSGESGhy6ikWrj70o+XsQ+y/4sP4FiWZ2sYJx+s7YFVrSPsx9NopSUIIYXNs6ogiPu04/4Av1nmSMrk9v/WpRIX8meDUatg8BHI4Q6cNkDqzpcMUQgizk0QRA4NBM2P3FX759xplcqVnflcXsqdPCYdmwq4xUKA2tF8FKdJYOlQhhIgXNpUozD1G4RsYwudrT7H3sg9tXXIxoWUpHJPZGRPEoZlQshW0+hWSpTDL9oQQwhrJGEUUrjz0o8Xs/zh49TETWpTkf22ccLTTsHmwMUm49oJPF0uSEELYPJs6ojCHGbuuUDx7Wr5cf5qUyZOxpm8lyufLBCFB8HsvuPQ31BwJtUaCimwiXCGEsC2SKN4QZtDM3HMVAOfcGZjfxYWP0ztCkC+s6QS3DsEnU6FiXwtHKoQQCUcSRTitNQNXewDQoXxuvm9RkhTJ7MH/kfHy10cX4dNFULqNhSMVQoiEpbS2eI0fs3ljMLvP1atXTW43Y9eViCOJN42umopeN78AvwfQfqWx6JAQQtgopZSH1tr1veW2lChec3V11e7u7nFqm2/kVrymNIGH52FlawgNgs4bIXd5M0cphBDWJapEIaee3vF5so1wKxOsaQ8OqaHndshW3NJhCSGExUiieMfnyf6AldsgfS7ougky5LF0SEIIYVGSKN50eq3x36zFoMvvkDqLZeMRQggrYFM33MXZ3skwLj1s6md8ft8TphY0LhdCiCTOpgaz43rVU4SQIJj0EYzzNXtsQghh7aIazLapI4oPnsLDwdG8AQkhhA2wqURhFjVHWjoCIYSwKpIo3lX7G0tHIIQQVkUShRBCiGhJohBCCBEtSRRCCCGiZVOJQinVTCm1wNdXLm8VQghzsalEYc4Kd0IIIYxsKlEIIYQwP0kUQgghoiWJQgghRLQkUQghhIiWJAohhBDRsqnZY19TSvkAt8KfpgfevV723WVvPs8CPI6n0CKLxVxtolsvqtdM2TeRLZP9Fbtl1ry/TG1nrv0V2XLZX9G/lpD7K6/WOut7S7XWNv0DLIhp2ZvPAfeEjMVcbaJbL6rXTNk3sr9se3+Z2s5c+yum/ZOU91dUr1nD/koKp562mLAssnXiQ1y2Y2qb6NaL6jVT9k1ky2R/xW6ZNe8vU9uZa39Ftlz2V/SvWXx/2eSppw+hlHLXkRTuEJGT/RU7sr9iR/ZX7MTX/koKRxSxtcDSASQysr9iR/ZX7Mj+ip142V9yRCGEECJackQhhBAiWpIohBBCREsShRBCiGhJooiBUqq4Umq+UmqjUmqApeNJDJRSqZVSHkqpppaOxdoppWoppQ6G/43VsnQ81k4pZaeUmqSU+kUp1d3S8Vg7pVT18L+tRUqpw3HtJ0kmCqXUEqXUI6XUuXeWN1JKXVZKXVNKjQTQWl/UWvcH2gFJ8jK92OyvcCOA9QkbpfWI5f7SgD/gCHgndKzWIJb7qwWQEwhB9pcpn18Hwz+//gaWx3mj8XXXozX/ADWAcsC5N5bZA9eBAkBy4DRQIvy15sBhoJOlY7f2/QXUAzoAPYCmlo49Eewvu/DXPwJWWzr2RLC/RgL9wtfZaOnYrX1/vfH6eiBdXLeZJI8otNYHgKfvLK4AXNNa39BaBwNrMX57QWu9WWtdBeicsJFah1jur9pAJaAT0EcpleT+xmKzv7TWhvDXnwEpEjBMqxHLvy9vjPsKICzhorQesf38UkrlAXy11i/ius1kcW1og3ICd9547g1UDD9v3Brjf+JtCR+W1Yp0f2mtBwMopXoAj9/4IEzqovr7ag00BDIAsy0Ql7WKdH8BM4FflFLVgQOWCMxKRbW/AHoBSz+kc0kU/09FskxrrfcB+xI2lEQh0v0V8UDrZQkXSqIQ1d/XH8AfCR1MIhDV/grA+MEn3hbl/0et9dgP7TzJnRaIhjeQ+43nuYB7FoolMZD9FTuyv2JH9lfsxOv+kkTx/04AhZVS+ZVSyTEOyG62cEzWTPZX7Mj+ih3ZX7ETr/srSSYKpdQa4AhQVCnlrZTqpbUOBQYDO4CLwHqt9XlLxmktZH/Fjuyv2JH9FTuW2F8yKaAQQohoJckjCiGEEKaTRCGEECJakiiEEEJESxKFEEKIaEmiEEIIES1JFEIIIaIliULYDKXUPqWUWaaCV0p9ppS6qJRa/c7yWkqpv2No66yUavzOMgellEf4Y39zxBhbSqnm70wHH9k6+ZRSnRIqJpE4SKIQInIDgcZa67jMGOwMNH5nWTWMU9VbTPgsyFNiWC0fxpl/hYggiUIkKuHfeC8qpRYqpc4rpXYqpVK+sUoXpdRhpdQ5pVQFE/r7Inzdc0qpz8OXzcc4r/9mpdSwaNpWCN/WqfB/i4ZPnzAeaK+U8lRKtQ9fvRHwzzvtlVJqavi2z75eN/yoZZ8yVlW8pJRarZR6b9K38HV+fvf9KqUyKaX+VEqdUUodVUo5hS/voZSaHf54mVJqVnjbG0qpNuHdTgGqh8c+TClVUil1PPz5GaVU4Zj2qbBBli7CIT/yE5sfjN94QwHn8OfrgS7hj/cBC8Mf1+CNwi5R9OUCnAVSA2mA80DZ8Ne8gCyRtKkF/B3+OB2QLPxxPeD38Mc9gNnvtDsOpAp/7B/+76fALoxFZz4CbgPZw7fhi3FiNzuM0zVUiySWSN8v8AswNvxxHcDz3biAZcCG8P5LYKxl8Nb7e6OvzuGPkwMpLf03ID8J/yPTjIvE6KbW2jP8sQfG5PHaGjAWd1FKpVNKZdBaP4+in2rAJq31SwCl1B9AdeCUiXGkB5aHf8vWgENkKymlcgBPtXGK7He3v0ZrHQY8VErtB8oDL4DjWmvv8Pae4e/xv0i6f+/9hvf7afjyf5VSmZVS6SNp+6c21gu5oJT6KIr3eAQYpZTKBfyhtb4axXrChsmpJ5EYvXrjcRhv11V5d/Ky6CYzi2wO/9iYAOzVWpcCmmGsex2ZTzBO1hab7Uf3Ht8U2fuNtlZIFNuINBat9W8YSwEHAjuUUnWiiEPYMEkUwta8Ps9fDWP5R99o1j0AtFRKpVJKpQZaAQdjsa30wN3wxz3eWO4HpH3j+XvjE29sv71Syl4plRXj6aPjsdg+RP5+DxBetlcZKzQ+1qaXwXwrdqVUAeCG1noWxmmrnWIZn7ABcupJ2JpnSqnDGMcPegKEXzLbX2vd+80VtdYnlVLL+P8P50Vaa1NPOwH8D+Oppy+Af99YvhcYGX7KaDJQWGt9KZL2m4DKwGmM3/i/1lo/UEoVi0UM771fYBywVCl1BggAuseivzNAqFLqNMZxDEeMFwiEAA8wDtSLJEamGRciHoV/0++ite4fD33vA4Zrrd3N3bcQb5IjCiHikdb6PyIfhBYi0ZAjCiGEENGSwWwhhBDRkkQhhBAiWpIohBBCREsShRBCiGhJohBCCBEtSRRCCCGi9X+GwSNb9AO5WgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"\n",
"ax.plot(idx_npoints_range, res_s2, label='pys2index.S2PointIndex', marker='+')\n",
"ax.plot(idx_npoints_range, res_bt, label='sklearn.neighbors.BallTree', marker='+')\n",
"ax.plot(idx_npoints_range, res_rt, label='pyinterp.RTree', marker='+')\n",
"ax.set_xlabel(\"nb. of lat/lon points\")\n",
"ax.set_ylabel(\"time (s)\")\n",
"ax.loglog()\n",
"ax.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Query time\n",
"\n",
"Using an index built from 1M points.\n",
"\n",
"Running queries sequentially for each alternative."
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [],
"source": [
"idx_points_bm = generate_points(1_000_000)\n",
"idx_points_bm_rad = np.deg2rad(idx_points_bm)\n",
"\n",
"s2index = pys2index.S2PointIndex(idx_points_bm)\n",
"btindex = BallTree(idx_points_bm_rad, metric='haversine')\n",
"\n",
"rtindex = RTree()\n",
"rtindex.insert(coordinates=np.flip(idx_points_bm, axis=-1),\n",
" values=np.arange(1_000_000))\n",
"\n",
"\n",
"def bm_query_index(npoints):\n",
" query_points_bm = generate_points(npoints)\n",
" query_points_bm_rad = np.deg2rad(query_points_bm)\n",
" query_points_bm_flip = np.flip(query_points_bm, axis=-1)\n",
"\n",
" res_s2 = %timeit -o s2index.query(query_points_bm)\n",
" res_bt = %timeit -o btindex.query(query_points_bm_rad, return_distance=False)\n",
" res_rt = %timeit -o rtindex.query(coordinates=query_points_bm_flip, k=1, within=False, num_threads=1)\n",
"\n",
" return res_s2.best, res_bt.best, res_rt.best"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9.14 ms ± 394 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"377 ms ± 36.8 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"7.07 ms ± 204 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n",
"99.7 ms ± 1.69 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"3.41 s ± 490 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"70.9 ms ± 646 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
"963 ms ± 5.67 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"41.1 s ± 635 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
"777 ms ± 20.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"query_npoints_range = [1_000, 10_000, 100_000]\n",
"\n",
"res_query = [bm_query_index(npoints) for npoints in query_npoints_range]"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"res_s2, res_bt, res_rt = zip(*res_query)\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"\n",
"ax.plot(query_npoints_range, res_s2, label='pys2index.S2PointIndex', marker='+')\n",
"ax.plot(query_npoints_range, res_bt, label='sklearn.neighbors.BallTree', marker='+')\n",
"ax.plot(query_npoints_range, res_rt, label='pyinterp.RTree', marker='+')\n",
"ax.set_xlabel(\"nb. of lat/lon query points\")\n",
"ax.set_ylabel(\"time (s)\")\n",
"ax.semilogx()\n",
"ax.legend();"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T5WZ2bmIuQOylfx5f2Gn417EeVGlQoF16eHjw6quvMm3aNPr375/VZ2nQoEFMnTo113bhgYGBBAYGZs2RkJCQQGhoKJ07dyYgIIB169YBcOnSJUJDQ3FycsLGxoYhQ4Zk7aNs2bJZ1919fX3ZuHFjrvHl1oY7JiaGEydOZDX0S0lJoV27uz/17Nu3jy5dumS123788cfvag3+6KOPUqZMGdzc3O46m2nTpg2NGzcG4KmnnmLnzp3Y2dnd1fZ7xIgR7Nixg0cfffSu11W5cmXKly/Pc889R79+/e57v6NTp078+uuvAMyaNYupU6eydOlSYmNjGTlyJKGhoSilshoaGqNBgwY8/PDDwP1/T0eOHCEoKIjWrVsDhjPHmjVrGn0sUcJpDSF/GkZVR58Flz6GQXPVm5o7snwrnYniESMuJxWid0p2Li4uBAUF8fvvv/P6669nzS/RoUMH/vjjD4YPH35Py2utNa+//jrPP//8Xcu3bdvGpk2b2LNnDxUrVqRr164kJxvmzyhfvjw2NjZZ69rZ2WXtN6+W3Lm14dZa06tXL9auXXvf16Uf0Css+36zr5tbu/W89pX9ddna2rJv3z42b97MN998w8KFC++ajzs3AwcOzEo0b775ZtZ8EmFhYXTt2jXPbXNjb2+f9f39fk8LFixg5MiRWQ0dRSkUcdrQl+nsZqjuAiN+hGY9zR2V0eQeRTG5cuUKFStW5Omnn+bVV1/Nahv+3nvv4eTkxMSJE+/Zpnfv3qxcuTLrvsDly5e5ceMGsbGxVK1alYoVK3Lq1CmTzbL28MMPs2vXLs6cOQNAYmLiPRMJtWnThu3bt3Pz5k3S0tL48ccf87Xvffv2cf78eTIyMvj222/p2LEjbdu2Zfv27URGRpKens7atWvp0qXLPdsmJCQQGxtL3759mTdv3n3n0chu586dWfNhxMbGUqdOHcBwf6aw7vd76tGjBz/88ENWtVV0dDQXLlwo9PFECZB00zA/xOJ2EH4A+syECbtLZJKA0npGYYwiarJ19OhRXnvtNcqUKYOdnR1Llixh6NChAMybN48xY8YwdepUPvroo6xt/P39OXnyZNblHgcHB7788kv69OnD0qVL8fT0xNXVNesSiDF++eUXDhw4wHvvvXffdWrUqMHq1at56qmnsma8++CDD3Bxcclap06dOvznP/+hbdu2ODs74+bmRn6qztq1a8f06dM5evQonTt3ZvDgwZQpU4YZM2bQrVs3tNb07duXQYMG3bNtfHw8gwYNIjk5Ga111nziOV/TX3/9hbe3N1prHB0d+eyzzwCYOnUqI0eO5JNPPqF79+75/6Hdx/1+T25ubnzwwQf4+/uTkZGBnZ0dixYtokGDgl2+FCVARjoErYYtH0ByDLQaCd3/z1DVVIJJm3FRaAkJCTg4OJCWlsbgwYMZM2YMgwcPNndYJYq8P63A+b9gw3S4fgwadDRc4q7lYe6o8k3ajAuTeuedd9i0aRPJycn4+/vz6KOPmjskIYrPzQuw8U048TM41ofH14DbILO33ShKkihEoc2ePdvcIQhR/FJuwc65sCsAythAt/+D9pPA7t551ks6SRRCCGEMreHo97DxbYi/Ah5PQM93wLGOuSMzGUkUQgiRX5eDDNVM4fvA2QceXw3125o7KpOTRCGEEA8Sfw02vwfBX4F9TRi0GLyegjKlY4SBVSUKpdQAYEDTpiVnxKMQwoKl3Ya/F8OO2ZCeAh1egk7/hvKVzR1ZsbKqdKhN0T3WjPr27UtMTEye66xevZorV66YLIY7rbXd3d0ZMGAAMTExtG3bFm9vb+rXr0+NGjWyWm+HhYWZLA4hipXWcOo3WNQWNr0DjbrAxL+h17ulLkmAlZ1RmMLi4MVM9L531HRx+P333x+4zurVq3F3d8fZ2Tnf+01LS8PWNn+/+juttQFGjhzJokWL2Lt3b9axDxw4wMKFCwu8fyEszo2ThrYb57ZCjebwzDpoUviBmSWZVZ1RmMKSw0uKbF9hYWE0b96ckSNH4unpydChQ/ntt9/uGpy2ceNGHnvsMeCfiY3utLUeO3YsLVu2xN/fn6SkJH744QcOHDjAiBEj8Pb2JikpiaCgILp06YKvry+9e/fm6tWrgKEt+H/+8x+6dOnC/PnzGTVqFOPHj6dTp064uLhkNc/LS7t27bh8+XKuz73zzjuMGzcOf39//vWvfxEREcGQIUNo3bo1rVu3ZteuXYCh3fqYMWNo3bo1Pj4+/Pzzz4X9sQpRNBKj4fepsKQDXDkIj3wE43eW+iQBpfSMYta+WZyKPpXv9UdvGP3AdZpXa860NtMeuN7p06dZsWIFHTp0YMyYMZw4cYKTJ08SERFBjRo1WLVqFaNH33u80NBQ1q5dy6effsoTTzzBjz/+yNNPP83ChQuZPXs2fn5+pKamMnnyZH7++Wdq1KjBt99+yxtvvMHKlSsBiImJYfv27YBh9rmwsDC2b9/O2bNn6datG2fOnKF8+fK5xp2ens7mzZt59tln7/vagoKC2LlzJxUqVGD48OG8/PLLdOzYkYsXL9K7d29OnjzJhx9+SPfu3Vm5ciUxMTG0adOGnj173tVkT4hilZ4GQatg64eQHAt+YwxTkdo7mTsyi1EqE8WDXE64zNVbV7MeH7huaAdS2742dRwKVytdr169rLbdTz/9NAEBATzzzDN8+eWXjB49mj179vD555/fs12jRo3w9vYGDO3Cc7sfcPr0aY4dO0avXr0Awx/32rVrZz0/bNiwu9Z/4oknKFOmDM2aNaNx48acOnUq6xh3JCUlZd1/8PX1zdp3bgYOHEiFCobBRps2bbprqtS4uDji4+MJDAzkl19+yRqkl5yczMWLF6V9hTCPc9sNbTdunICGneCRWfBQS3NHZXFKZaLIzyf/OzzWeHB05NEiO3Zu7bVHjx7NgAEDKF++PI8//niu1/dztgFPSkq6Zx2tNS1btmTPnj25Hjvnp/bcYsnpzj2K2NhY+vfvz6JFi7KmAc1r/xkZGezZsycrcWSP8ccff8TV1TXXfQhRLKLPQ+D/walfDXPMDPsSmve3qrYbRUnuURSzixcvZv0hX7t2LR07dsTZ2RlnZ2c++OADRo0aZdT+KlWqRHx8PACurq5ERERk7T81NZXjx4/fd9vvv/+ejIwMzp49y7lz5/L84+3o6EhAQACzZ8/O10Q//v7+d93kvnNDvHfv3ixYsCBr7olDhw49cF9CFJnbCbDpXVjUBs5uhR5vwQv7oMUASRJ5kETxABO8JhTp/lq0aMGaNWvw9PQkOjqaCRMM+x8xYgT16tXDzc3NqP3duSnt7e1Neno6P/zwA9OmTcPLywtvb2927959321dXV3p0qULjzzyCEuXLqV8+fJcuXKFvn375rq+j48PXl5efPPNNw+MKyAggAMHDuDp6YmbmxtLly4FDJMGpaam4unpibu7O2+++aZRr1eIAsnIgOC1sMAXdn4C7kNgcpBhTIRd7vflxD+kzXgxCgsLo3///hw7duye5yZNmoSPj0+eN4uL0qhRo+jfv3/WnBjCvCzh/Wm1wg/AH1MN7Tfq+EKfWVCvtbmjsjjSZtzC+fr6Ym9vz5w5c8wdihDWI+6qYbDckW/AoRY8uhQ8h5WathtFSRJFMWrYsGGuZxNBQUHFHktRTAEqhEVKTYa/F8GOOZCRCh1fgU6vQLlK5o6sxJJEIYSwDlobqpj+fANiLhiqmPw/gGqNzB1ZiVeqEoXWOtcSUCHMyRrvExa768cN4yHO74CabvCvn6FxV3NHZTVKTaIoX748UVFRODk5SbIQFkNrTVRU1H1HxIsHSIw2jKg+sBLKO0Lf2eA7GmxKzZ+2YlFqfpp169YlPDyciIgIc4cixF3Kly9P3bp1zR1GyZKeakgOW/8Lt+Oh9VjoOh0qVjN3ZFap1CQKOzs7GjWSa5VClHhntxi6u0acMlxe6jMTakppsSmVmkQhhCjhos4a2m6c/h2qNoQnvwbXvjKiuhhIohBCWLbb8YYZ5v5eDDZloec78PBEsC33wE1F0ZBEIYSwTBkZcHgtbH4XEq6D9whDb6ZKtcwdWalj8YlCKdUYeANw1FpLvwkhSoNL+wxtN64cgrqt4am1hvYbwizMMpZdKbVSKXVDKXUsx/I+SqnTSqkzSqnpAFrrc1rr4mmAJIQwr9jL8ONYWNEL4q/BY5/CsxslSZiZuc4oVgMLgawZepRSNsAioBcQDuxXSv2itT6R6x6EENYjNQl2LzR0ds1Ih86vQYeXoJyDuSMTmClRaK13KKUa5ljcBjijtT4HoJT6BhgESKIQwlppDSd+hsA3IfYitBgI/u8bqpqExbCkNop1gEvZHocDdZRSTkqppYCPUur1+22slBqnlDqglDogg+qEKAGuHYU1A+D7kVC+MoxcD8O+kCRhgSzpZnZuxdBaax0FjH/Qxlrr5cByMMxHUcSxCSGKyq1IQ9uNoNVQvgr0+wRajZS2GxbMkn4z4UC9bI/rAlfMFIsQoqilp8L+z2DbDMOUpG2eh67ToEJVc0cmHsCSEsV+oJlSqhFwGXgSGG7ekIQQReLMJkPbjcgQaNIdes+Ams3NHZXIJ7MkCqXUWqArUF0pFQ68rbVeoZSaBPwJ2AArtdbHjdzvAGBA06ZNizpkIURBRJ6BwDcgZANUawxPfQsuvaXtRglTaubMFkIUo+RY2PEx/L0UbMtDl6nQ9nlpu2HBZM5sIUTxyEiH4K9g83uGm9Y+I6DH2+BQ09yRiUKQRCGEKBoX9sCGaXD1MNRrC8O/gzqtzB2VKAJWlSjkHoUQZhAbDhvfgmM/QuU6MGQFuA+R+xBWRO5RCCEKJiURdgfAznmAhg5TDF9l7c0dmSgAuUchhCg6WsPxdYaziNhL0HIw9HoPqtQ3d2TCRCRRCCHy7+ph+GM6XNwNtTxg8DJo2MHcUQkTs6pEIfcohDCRhAjY8j4c/BwqVoMB88HnGShjY+7IRDGwqkShtV4PrPfz8xtr7liEsAppKbBvOWyfBamJhilIu0yFClXMHZkoRlaVKIQQRSgkEP58HaLOQNNe0Pu/UMPF3FEJM5BEIYS4W0QI/PkfOLMRnJrC8O/Bxd/cUQkzkkQhhDBIioHtH8G+ZWBXEfw/hDbjwLasuSMTZiaJQojSLiMdDn0Bm9+HxCho9S/o/iY41DB3ZMJCWFWikKonIYwUtsvQduPaUajfHh6ZCbW9zB2VsDCWNBVqoWmt12utxzk6Opo7FCEsW8xF+H4UrO4LiTdh6CoY/bskCZErqzqjEEI8QMot2DXf8IWCrv+B9pOhbEVzRyYsmCQKIUoDrQ1N+za+BXGXDU37er4LVeo9eFtR6kmiEMLaXTlkaLtx6W/DpaUhK6BBO3NHJUoQSRRCWKv467DlPTj0FdhXh4ELwHuEtN0QRrOqRCFVT0IAabdh71LY/jGkJUP7SdD5NSgvRR6iYKwqUUivJ1GqaQ0hGwyjqqPPgUsfw6C56vLBSRSOVSUKIUqtiNOw4XU4uxmqu8CIH6FZT3NHJayEJAohSrKkm7BtlqHDa1kH6DMTWj8HNnbmjkxYEUkUQpREGekQtBq2fADJMdBqJHT/P8NNayGKmCQKIUqa8zsMl5muH4MGHQ1tN2p5mDsqYcUkUQhRUtwMg8A34eQv4FgfHl8DboNAKXNHJqycVSUKKY8VVul2AuycC7sXGMZAdPs/Q8mrXQVzRyZKCatKFFIeK6yK1nDkO9j0NsRfBY8noOc74FjH3JGJUsaqEoUQVuNykKHtRvg+cPYxXGaq39bcUYlSShKFEJYk/hpsfg+CvwL7mjBoMXg9BWWsakYAUcJIohDCEqTdhr8Xw47ZkJ4CHV6CTv+G8pXNHZkQkiiEMCut4fTv8OcbcPM8uPYD//fBqYm5IxMiiyQKIczlxknYMB3ObYMazeGZddCku7mjEuIekiiEKE5bZ0Db52HbDNi/Aso5wCMfgd8YabshLJYkCiGKS3oabJ8J+5ZBcqwhOXT9D9g7mTsyIfIkiUIIU0tPg2M/wI6PDY8fcodHZsFDLc0blxD5ZFU1d0qpAUqp5bGxseYORQhITzXMLvdxE1j3PESdMSwP+wuWtDdchhKiBLCqMwoZmS0sQnoqHF4Lf80x9Geq5QldFoFrX3ivKrwjH2REyWJViUIIs0pLMQyU2/kJxFyE2t7w1DeGmeakcZ8owSRRCFFYabfh0JeGxn2xl6COL/SdA8163Zsgukw3T4xCFIIkCiEKKjUZDn1hSBBxl6FuGxgwD5r0uP8ZRLfXizVEIYqCJAohjJWaBEFrYNc8Q1fXeg/DoIXQuJtcYhJWSRKFEPmVkghBq2DXfEi4Dg06wOBl0KizJAhh1SRRCPEgKbfgwErYFQC3bkDDTjB0JTTsaO7IhCgWkiiEuJ/bCbD/M8PMcomR0LgrdFkDDdqbOzIhipUkCiFyuh0P+5bD7oWQFG24Od1lmkwcJEotSRRC3JEcC3uXw9+LIOkmNO1lSBD1Wps7MiHMShKFEEkxsHeZIUEkxxoGyHWZahgPIYSQRCFKscRo2LsU/l4Kt2MNkwZ1mQrO3uaOTAiLIolClD6J0bBnkeEsIiUeWgyAzlOhtqe5IxPCIllVolBKDQAGNG3a1NyhCEt0Kwr2LIB9nxpKXt0GQefXoJa7uSMTwqJZVaKQ7rEiVwkRsDvAMKNcaiK0HGy4xFSzhbkjE6JEsKpEIcRd4q8bEsSBlZCWDO5DDGcQNVzNHZkQJYokCmF94q8Z2mwcWAnpKeDxBHR+Fao3M3dkQpRIkiiE9Yi7AjvnQdBqyEgDryeh07/BqYm5IxOiRJNEIUq+2HBDq++Dn4POAK+noNMrUK2xuSMTwipIohAlV8zFzATxBaDBe4QhQVRtaO7IhLAqkihEyXPzgmE+6uCvDY9bPQMdX4Yq9c0blxBWShKFKDmizxkSxOFvQJUB31HQ8SVwrGvuyISwapIohOWLOgs7ZsORb6GMLbR+DjpMgcrO5o5MiFJBEoWwXJGhhgRx9DuwKQttnzckiEq1zB2ZEKWKJApheSJOw46P4diPYFMOHp4I7V+ESg+ZOzIhSiVJFMJy3DgJ2z+C4+vAriK0nwztJoNDDXNHJkSpJolCmN+1Y7DjIzjxM5R1MFQwtZsE9k7mjkwIgSQKYU5Xj8D2WXDqVyhbCTq9Cu1egIrVzB2ZECIbSRSi+F05BNs/htO/QTlHw3SjD0+AClXNHZkQIheSKETxuRxkuAcRsgHKO0LX/xgqmSpUMXdkQog8SKIQphd+ALbNhDMbDWcN3f8P2owzJAshhMWTRCFM5+Je2D4Tzm6BCtWgx9vQZiyUq2TuyIQQRpBEIYrehd2GM4jz26Fidej5rmE0dTkHc0cmhCgAi08USil7YDGQAmzTWn9l5pDE/Zz/y1DFFPYX2NcA/w/AbwyUtTd3ZEKIQihjjoMqpVYqpW4opY7lWN5HKXVaKXVGKTU9c/FjwA9a67HAwGIPVuRNazi3HVb1hTX9ITIEes+AKUcMA+YkSQhR4pklUQCrgT7ZFyilbIBFwCOAG/CUUsoNqAtcylwtvRhjFHnR2nDvYdUj8PlAQ2fXRz6CKYeh3UQoW9HcEQpR6szdGGKS/ZolUWitdwDRORa3Ac5orc9prVOAb4BBQDiGZAHmS2ziDq0hdBOs8IcvBhsmD+o7G14MNpS62lUwd4RClFrzN4eaZL+WdI+iDv+cOYAhQbQFAoCFSql+wPr7bayUGgeMA6hfXyawKXJaQ2ig4R7E5SBwrAf9PgGfp8G2nLmjE6LUO3Y51mT7tqREoXJZprXWt4DRD9pYa70cWA7g5+enizi20ktrwwC57bMMI6qr1IcB88FrONiWNXd0QpR6//fTUb78+2LW44bTfwNgSo9mvNzLpUiOYUmJIhyol+1xXeCKmWIRWsOp3wwJ4toRwzzUAxeC15NgY2fu6IQo9cIibzFvUwg/H76CQzlbnu3YiPmbQwmb2a/Ij2VJiWI/0Ewp1Qi4DDwJDDdmB0qpAcCApk2bmiC8UiIjA06tN/Riun4UqjWGQYvB8wlJEEJYgMsxSSzYHMr3QeHY2Sie79yE5zs3pqp9Weu6R6GUWgt0BaorpcKBt7XWK5RSk4A/ARtgpdb6uDH71VqvB9b7+fmNLeqYrV5GBpz4yTBh0I0T4NQUBi8D96FgY0mfJ4QonW7EJbNo6xnW7jPcyn3m4QZM7NaEmpXKZ60zpUczkxxbaZ335XylVF0Mn+47Ac5AEnAM+A34Q2udYZLICsHPz08fOHDA3GGUDBnphomCdnwMEaegugt0ngruj0EZG3NHJ0SpF30rhWXbz7JmTxip6Zon/OoyuXsznKsUbYWhUipIa+2X23N5flRUSq3CUI30KzALuAGUB1wwjIN4Qyk1PbPcVZQk6Wlw/H+GBBEZAjVawNCV4PaoJAghLEBcciqf/XWelTvPcysljcHedXixRzMaVi/+QawPuqYwR2t9LJflx4D/KaXKAhZTiyr3KPIhPQ2Ofm9IENFnoaYbPL4aWgyCMjJMRQhzS0xJY9WuMJbvOEdsUip9PWrxck8Xmj304Gaai4MXM9F7YpHH9MBLT/dsoFRVoJ7W+kiRR1NE5NJTLtJT4ci3sGM23DwPD3lAl6nQvL8kCCEsQHJqOl/tvciSbWeITEihe/OavNLLBfc6+WvHn5SWRJuv2nB05NECHb/Al56y7WAbhj5LtkAwEKGU2q61fqVAEYnik5YCh9fCX3Mg5gLU9oInvwbXvqByG7oihChOKWkZfHfgEgu3nOFaXDIdmjqxrJcrvg3yN+NjakYq60LXsfTwUgBuJN6gZsWaRRpjfstZHLXWcUqp54BVWuu3lVIWe0YhMCSI4K/gr08g9iI4+xh6Mbn0lgQhhAVIz9CsO3SZ+ZtDuBSdhG+DqnwyzIv2Tarna/sMnUHghUA+2PMBsSn/jMru8X0PACZ4TSiyy1D5TRS2SqnawBPAG0VyZGEaabfh0Bfw11yIC4c6ftD/E2jaUxKEEBYgI0Pz+7GrzN0YwtmIW7jXqcx7o93p6lIDlc//o7uv7Gb+wfmciDpB0ypN+bDjh3Su2xnPzz0LfOkpL/lNFO9hGN+wU2u9XynVGDDNyI5CKNU3s1OT4eDnsHMuxF+Bem1hYAA06S4JQggLoLVm88kbzNkYwsmrcTSr6cDSp1vRu2WtfCeI45HHmXtwLnuv7sXZ3pn/dvwvfRv1xcbElYpG38wuCUrVzezUJAhaA7vmQfxVqN8OukyDxl0lQQhhAbTW7DwTyezAEA5fiqGBU0Ve7unCAC9nbMrk7/9oWGwYAYcC2HhhI1XLVWWc5ziecH2CsjZ391srTNVTYcZR/B+wWGudsyX4nee7AxW11r8WKDJRcCmJELQKds2HhOvQoCM8thwadpIEIYSF2B8Wzcd/nmbf+WjqVKnArCEePNaqLnY2+as0vJF4gyWHl7AudB3lbMoxwWsCI1uOxN4u97EUpiiNhQdfejoKrFdKJQMHgQgMA+6aAd7AJuC/JolM5C7lFuxfAbsD4FYENOpsGCjXsKO5IxNCZDoSHsPswBB2hERQo1I53h3Ykifb1KOcbf4uEcXejmXlsZV8ffJr0nQaTzZ/krEeY3Gq4GTiyHOXZ6LQWv8M/KyUagZ0AGoDccCXwDitdZLpQxQA3E6A/Z/C7gWQGAWNuxkuMTVoZ+7IhBCZTl2L45PAEAJPXKdqRTtef6Q5/2rXkApl85cgktOS+frU13x29DMSUhLo17gfL3i/QN1KdR+8sQnl62a21joUC7x5nZNV3sxOjoN9y2HPIkiKNlQvdZkG9dqYOzIhRKZzEQnM2xTK+iNXcChryyu9XBjdoSGVyuev43JaRho/nfmJJcFLuJF0g051OjGl1RRcq7maOPL8kZvZlio5FvYuhz0LITkGmvkbEkTdXO81CSHM4FJ0IgGbQ/nxYDjlbG0Y3aEh4zo3pkrF/E3qpbVm44WNLDi0gLC4MLxqePFSq5fwq1X8/88LPTJbFKOkGNi7FP5ebEgWLo8YWm3UaWXuyIQQma7HJbNwyxm+2X8RpRSjOzRiQtcmVHfI/7TAe6/uZV7QPI5FHaOJYxMCugXQtV7XfJfKFidJFJYiMRr+XmJIErfjDD2Yukw1tNwQQliEqITbLN1+ls/3XCA9QzOsdT0mdW9Kbcf8t/w+EXWC+Qfns/vKbmrZ1+L9Du8zoPEAk4+FKIz89npyAZYAD2mt3ZVSnsBArfUHJo2uNEiMNlxe2rscUuKhxUDo/BrU9jR3ZEKITLFJqXy64xwrd50nOTWdwT51mdKjGfWdKuZ7HxfjLrLg0AI2hG2gSrkqvOb3GsOaD6OcTf7PQswlv2cUnwKvAcsAtNZHlFJfA5IoCupWpKGCaf9nhpLXlo8aEsRDLc0dmRAiU8LtNFbvOs/yHeeIS06jv2dtXurpQtOaDvneR0RiBEsPL+V/of/DzsaOcZ7jGNVyFJXKPrhtuKXIb6KoqLXel+PaWZoJ4imUElH1lBBhGAOxfwWkJhpmkuv8GtRsYe7IhBCZklPT+fLvCyzedpboWyn0bPEQr/Rywc25cr73EZcSx+pjq/ny5Jekpqcy1GUoz3s9T/UK+Wv6Z0nymygilVJNAA2glBoKXDVZVAVk0XNmx1//J0Gk3zbMRd35NajhYu7IhBCZUtIy+Hb/RRZsOcON+Nt0aladf/u74l2vSr73kZyWzDenvuGzY58RezuWRxo9wmTvydSrXM90gZtYfhPFC8ByoLlS6jJwHnjaZFFZk7irhjYbQasgPQU8h0GnV6G6BZ/1CFHKpKVn8L9Dl5m/KZTLMUm0bliVgKd8eLhx/kdCp2Wk8cvZX1gcvJjridfpUKcDL7V6iebVmpsw8uKR3wF354CeSil7oIzWOt60YVmB2MuGRn1BayAjDbyegk6vgFMTc0cmhMiUkaH59ehV5m0M4VzkLTzrOvLfxzzo3Kx6vstUtdZsubiFgEMBnIs9h2d1T2Z0mkHrWq1NHH3xyW/VUxXgX0BDDHNTAKC1ftFUgZVYseGGVt8HPwedAd7DoeMrUK2RuSMTQmTSWhN44jqfBIZw+no8rg9VYtkzvvi7PWTUOIb91/YzL2geRyKP0MixEfO6zqN7/e4WORaiMPJ76el34G8MTQIzTBdOCRZz0TCb3KEvDY99RhgSRNUG5o1LCJFFa82O0EjmBJ7mSHgsjavbE/CUD/09alMmny2/AU5Fn2LewXnsuryLhyo+xHvt32NAkwHYlrHOoWn5fVXlZX7s+7gZZpiPOvhrUGWg1b+g48tQpeTeuBLCGu09F8WcwBD2hRlafn801JPHfOpgm8+W3wCX4i6xIHgBf5z/g8plK/Nv33/zZPMnKW9b3oSRm19+E8UXSqmxwK/A7TsL7zdPRakQfc6QIA5/A8oG/MZAh5fAsY65IxNCZBN8KYY5gaf5KzSSmpXK8f6glgxrXZ+ytvlPEJFJkSw7vIwfQn7AtowtYz3GMsp9FJXL5r9ctiTLb6JIAT7GMF/2nS6CGmhsiqAKqljGUUSdhR2z4ci3YGMHrZ+DDlOgsrPpjimEMNqJK3F8sjGETSevU82+LP/XrwVPP9yA8nb5b5WRkJLAquOr+OLEF6SkpzCk2RDGe42nRsUaJozc8uSre6xS6izQVmsdafqQCs8k3WMjQuCv2XD0e7Apl3kG8SJUqlW0xxFCFMqZGwnM3RTCb0euUqm8Lc93bsyoDo1wKJf/+we302/z7alv+fTop8TcjqFPwz5M8plEg8rWe8+xKLrHHgcSiy6kEuTGKdjxMRz7EewqQLsXoP2L4FDT3JEJIbK5GJXI/M2hrDsUTnk7GyZ1a8rYTo1xrJi/OSEA0jPSWX9uPYuDF3P11lXaO7fnxVYv0tKpdLfWyW+iSAeClVJbufsehfWVx26dAd1eh+snYMdHcPwnsKtouLzUbhI4lK5TTiEs3dXYJBZuOcO3+y9hU0bxbMdGjO/SBCcjWn5rrdl6aSsBBwM4G3sWdyd33u/wPm1rtzVh5CVHfhPFT5lf1m/7TIg4CSd+hrKVDIPkHn4B7M0zV60QIneRCbdZsu0sX/x9Aa01T7WpzwvdmlLL0bgKpKDrQcwLmkdwRDANKzdkTpc59GrQy+rGQhRGfkdmrzF1IGaXkQ7fjzJ8f3aroQ/TwxOhYjWzhiWEuFtMYgrLd5xj9e4wklPTGepbl8ndm1GvWv5bfgOcjj5NwKEAdoTvoGaFmrzd7m0ebfqo1Y6FKIw8fyJKqe+01k8opY7yT7VTFq21dUyasHWG4UzijttxhvsSysZwGUoIYXbxyams2hXGpzvOkZCSxgBPZ17q2YzGNfLf8hsgPD6cRcGL+O3cbziUdeClVi8xvMVwKtjmf/Kh0ibPqielVG2t9VWlVK63+rXWF0wWWSEUqurpHUd4J7ZoAxJCFFhSSjqf7wlj6faz3ExMxd/tIV7xd6F5LePGMEQlRbH8yHK+C/kOG2XDiBYjGOM+BsdyjiaKvGQpcNWT1vpOK/GJWutpOXY6C5h271ZCCFF4t9PS+WbfJRZuPUNE/G26uNTglV4ueBnR8hsMYyE+P/E5a46v4Xb6bQY3G8x4z/E8ZP+QaQK3Qvm9GNeLe5PCI7ksK/m6TDd3BEKUaqnpGfzvYDgBm89wOSaJNo2qsWh4K9o0Mu5+YUp6Ct+d/o7lR5Zz8/ZN/Bv4M8lnEo0cpUGnsR50j2ICMBForJQ6ku2pSsAuUwZWEEUyMlvuSQhhFukZmvWHrzBvUwhhUYl41avCrCGedGjqZFQFUnpGOr+d/41FhxZx5dYV2tZuy0utXsK9ursJo7duD7pH4QhUBWYA2T9qx1tynyeTjMwWQpiE1po/j1/jk40hhFxPoHmtSrzq70qPFjWNShBaa3aE72DewXmciTlDi2oteMn3Jdo7tzdh9NajMPcoYoFY4ClTBCaEKL201mwLiWBO4GmOXY6jcQ17Fg73oa+7cS2/AQ7dOMS8oHkcvHGQ+pXq83GXj/Fv4E8Zlf/Gf+L+pGBYCFHs9pyNYk7gaQ5cuEm9ahWY87gXg7ydjWr5DRB6M5SAgwFsC99G9QrVefPhNxncbDB2ZfLftkM8mCQKIUSxOXjxJnMCT7PrTBS1Kpfnw8HuPO5bz6iW3wBXEq6wKHgR68+ux8HOgSmtpjC8+XAq2hk36E7kjyQKIYTJHbscyycbQ9hy6gZO9mV5s78bI9rWN6rlN0B0cjSfHvmUb09/i0IxquUonvV4VsZCmJgkCiGEyZy5Ec8nG0P4/eg1HCvYMbWPKyPbNcTeiJbfAImpiaw5sYY1x9eQlJbEo00fZYLXBGrZS5v/4iCJQghR5C5E3WL+plB+Cr5MBTsbXuzRjGc7NsKxgnH3DlLTU/k+5HuWHVlGdHI0Pev3ZLLPZBpXsag506yeJAohRJG5EpPEgi1n+P7AJWxtFGM7Neb5Lk2oZl/WqP1k6Ax+P/87Cw8t5HLCZVrXas2CVgvwrGEd7eVKGkkUQohCuxGfzOKtZ/l670U0mhFtDS2/a1Y2ruW31pq/Lv/F/IPzCbkZQvNqzVnacyntndtL228zkkQhhCiwm7dSWLbjHGt2h5GSnsHjvnWZ1L0pdasaX30UfCOYeQfnEXQ9iLoOdZnVaRZ9GvWRsRAWQBKFEMJo8cmprNh5nhV/nSchJY1BXs681NOFhtXtjd7X2ZizzD84n62XtuJU3ok32r7BkGZDsLORsRCWQhKFECLfElPSWLP7Ast2nCUmMZVH3Gvxci8XXB6qZPS+riZcZfHhxfxy9hcq2lZkkvcknnF7RsZCWCBJFEKIB0pOTWftvoss2nqWyITbdHOtwSu9XPGoa/z4hZjkGD49+infnPoGjebpFk/znMdzVC1f1QSRi6JgVYmiSLrHCiGypKZn8P2BcBZsCeVqbDLtGjux7JlW+DYwforgxNREvjz5JauOrSIxLZGBTQYy0WsitR1qmyByUZTy7B5bUkn3WCEKJz1D83PwZeZtCuVidCI+9avwmr8r7ZtWN3pfqRmp/BjyI0sPLyUqOYpu9brxos+LNK0qH+gsSYG7xwohSpeMDM2GzJbfZ24k4Fa7MitH+dHN1biW32AYC7Hh/AYWBi/kUvwlWtVsxbxu8/Cu6W2a4IXJSKIQQqC1ZuvpG8wJDOH4lTia1nRgyYhW9G5Zy+iW31prdl/ZzfyD8zkZfRKXqi4s6rGITnU6yViIEkoShRCl3K4zkcwOPM2hizHUr1aRucO8GOhVBxsjEwTAkYgjzDs4j/3X9lPHoQ4zOs2gb6O+MhaihJNEIUQpFXQhmtl/hrDnXBS1Hcsz4zEPhvrWxc7IOSEAzsWeY8HBBWy6uIlq5asxvc10nnB5QsZCWAlJFEKUMscuxzI78DTbTkdQ3aEc7wxw48k2xrf8Brh26xpLDi/hpzM/Ud6mPBO9J/Ivt39hb2f8wDthuSRRCFFKhFyP55PAEDYcv0aVinZMf6Q5/2rXgIpljf8zEHs7lhVHV/D1qa/J0BkMbz6csZ5jqVbe+LJZYfkkUQhh5c5H3mL+phB+PnwF+7K2vNSzGWM6NqJyeeMvCyWlJfHVya9YeXQlCakJDGgygIneE6njUMcEkQtLIYlCCCt1OSaJgE2h/HAwnLI2ZRjfpQnjOjWmqpEtv8EwFmJd6DqWHl5KRFIEXet2ZXKrybhUdTFB5MLSSKIQwsrciEtm0dYzrN13CYB/tWvAhK5NqFnJuJbfYBgLEXghkIWHFnIh7gI+NX2Y3WU2rR5qVdRhCwsmiUIIKxF9K4Vl28+yZk8Yaemax/3qMbl7U5yrVCjQ/u6MhTgRdYKmVZqysPtCOtftLGMhSiFJFEKUcHHJqXz213lW7jzPrZQ0BnvXYUrPZjRwKljl0fHI48w9OJe9V/fibO/Mhx0/pF+jftiUMb4qSlgHSRRClFC3bqexencYy3ecIzYplX4etXmpZzOaFaDlN0BYbBgBhwLYeGEjVctVZVrraTzh+gRlbYy/pyGsiyQKIUqY5NR0vtp7kSXbzhCZkEKP5jV5xd+Fls7Gt/wGuJF4gyWHl7AudB1lbcoy3ms8I91G4lDWoYgjFyWVJAohSoiUtAy+O3CJhVvOcC0umY5Nq/OKvwut6hdsHofY27GsPLaSr09+TZpOY5jrMMZ5jsOpglMRRy5KOkkUQli49AzNukOXmb85hEvRSfg2qMrcYd60a1KwP+jJacl8feprPjv6GQkpCfRr3I+J3hOpV6leEUcurIUkCiEsVEaG5vdjV5m7MYSzEbfwqOPI+6Pd6eJSo0CVR2kZafx05ieWBC/hRtINOtXpxJRWU3Ct5mqC6IU1kUQhhIXRWrPp5A3mBJ7m1LV4XB5yYOnTvvRu+VCBEoTWmo0XNrLg0ALC4sLwquHFrM6z8KuV6xw1QtxDEoUQFkJrzc4zkcwODOHwpRgaOlVk/pPe9Pd0LlDLb4C9V/cyL2gex6KO0cSxCfO7zadbvW4yFkIYxeIThVKqMfAG4Ki1HmrueIQwhf1h0Xz852n2nY+mTpUKfDTEk8da1cG2AC2/AU5EnWBe0Dz2XN1DLftavN/hfQY0HiBjIUSBmDRRKKVWAv2BG1pr92zL+wDzARvgM631zPvtQ2t9DnhWKfWDKWMVwhyOhMcwOzCEHSER1KhUjvcGtWRY63qUsy3YH/SLcRdZcGgBG8I24FjOkVf9XuXJ5k9SzqZcEUcuShNTn1GsBhYCn99ZoJSyARYBvYBwYL9S6hcMSWNGju3HaK1vmDhGIYrN3I0hvNzLhVPX4vgkMITAE9epWtGO//RtzjMPN6RC2YIliIjECJYeXsr/Qv+HnY0d4zzHMarlKCqVLdjgOyGyM2mi0FrvUEo1zLG4DXAm80wBpdQ3wCCt9QwMZx9CWK35m0M5F3mLX49cwaGcLf/u5cLojo1wKFew/4pxKXGsPraaL09+SWp6KkNchjDeazzVK1Qv4shFaWaOexR1gEvZHocDbe+3slLKCfgQ8FFKvZ6ZUHJbbxwwDqB+/fpFF60QReBqbBLzNoYCsPnkdSZ2bcLYTo2pUrFg7TGS05L55tQ3fHbsM2Jvx/JIo0eY7D2ZepVlLIQoeuZIFLmVW+j7ray1jgLGP2inWuvlwHIAPz+/++5PiOIUm5jKmDX7CLoQk7UsMSWdRVvPYlumDC/3Mm4+h7SMNH45+wuLgxdzPfE6Hep0YIrPFFo4tSjiyIX4hzkSRTiQ/WNPXeCKGeIQwmSSU9NZszuMRVvPEH87jcda1eGVXi50nLWVsJn9jN6f1potF7cQcCiAc7Hn8KjuwYxOM2hdq7UJohfibuZIFPuBZkqpRsBl4ElgeFHsWCk1ABjQtGnTotidEEZLz9D8eDCcuRtDuBqbTDfXGkzt05wWtSsXeJ/7r+1nXtA8jkQeoWHlhsztOpce9XvIWAhRbExdHrsW6ApUV0qFA29rrVcopSYBf2KodFqptT5eFMfTWq8H1vv5+Y0tiv0JkV9aazafvMFHf54i5HoCXvWq8MkT9/ZjmtKjWb73eSr6FPMOzmPX5V3UrFiTd9u/y8AmA7EtY/HDn4SVUVpb3+V8Pz8/feDAAXOHIUqJoAvRzPzjFPvDbtK4uj2v9Xalj3utAn/ivxR3iQXBC/jj/B9ULluZsR5jebL5k5S3NX4qUyHySykVpLXOta+LfDQRooBCr8fz0Z+n2XjiOjUrleO/gz143K8udgUcTR2ZFMmyw8v4IeQHbMvY8pzHc4x2H03lsgW/bCVEUbCqRCH3KERxuFPq+n3QJezL2vJab1dGd2hIxbIF++8UnxLP6uOr+eLEF6SkpzCkmWEsRI2KNYo4ciEKxqoShdyjEKYUm5jKku1nWbXrPFrD6A6NeKFbU6rZF2wsxO3024axEEc/I+Z2DL0b9mayz2QaVG5QxJELUThWlSiEMIXk1HQ+3xPGoq1niUtOZbB3HV7u5UK9ahWN3tfi4MU87/k868+tZ3HwYq7eukq72u2Y4juFlk4tTRC9EIUniUKI+0jP0Pwvs9T1SmwyXV1rMLV3c9ycC3bPQGvNksNLCAwL5GzsWVo6teS9Du/xcO2HizhyIYqWJAohcsit1HVOLqWuxth3dR8BhwIASNfpzOkyh14NeslYCFEiWFV5bLab2WNDQ0PNHY4ogYq61PVoxFFe2/EalxMu3/PcBK8JTPSeWNiQhSgSeZXHWlWiuEPGUQhjnbkRz0cbThN44jo1KpXjpZ7NeMKvXoFLXUNuhrDw0EK2XtpK1XJVec7jOYY1H4bfl34cHXm0iKMXovBkHIUQ93EtNpl5m0L47sAlKpa15VV/F8Z0bFTgUteLcRdZFLyIP87/gb2dPZO8J/G029PY29kXceRCFB9JFKJUik1KZen2s6zcaSh1HdW+EZO6F7zU9dqtayw9vJSfzvyEXRk7xriPYbT7aBzLOd613gSvCUURvhDFShKFKFWKstQVICopis+OfsZ3p78jgwyGuQ5jrOfY+04cJPckRElkVYlCRmaL+ynqUtfsM8vdTr/NoCaDGO81HmcH5yKOXAjzk5vZwqpprdly6gazNmSWutZ1ZNojzWnfpGBThSamJvL1qa9ZeWwl8Snx9G7Ym4neE2ns2LiIIxeieMnNbFEqBV24yaw/TrEvLJpG1e1ZPKIVjxSw1DUlPYXvQ77n0yOfEpUcRee6nZnsM5nm1ZqbIHIhLIskCmF1ztxI4OM/T/Hn8etUdyjHB4+6M6x1wUpd0zLSWH92PUsOL+Hqrav4PeTHvG7z8K7pXfSBC2GhJFEIq1GUpa4ZOoPAsEAWBS8iLC4Mdyd33mn/Du1qt5PR1KLUkUQhSrzspa4ZWjOqfSNe6NYEJ4dyRu9La82O8B0sOLSA0zdP07RKU+Z1m0f3et0lQYhSy6oShVQ9lS7Jqel8secCC7eeIS45lUe96/BKIUpd7/RjOhxxmHqV6jGj0wweafgINmVsijhyIUoWqXoSJU56hmbdoct8EniaK7HJdHGpwdQ+rrR0dnzwxrk4GnGUgEMB/H31b2pWrMl4r/E82vRR7MrYFXHkQlguqXoSVkFrzdbTN5j1x2lOX4/Hs64jsx/3on3TgpW65uzH9Jrfazzh+oTMTS1EDpIoRIlw8OJNZv5xin3no2noVJFFw1vR16Ngpa7Sj0kI40iiEBYtZ6nr+4+682QBS13z249JCHE3SRTCIl2LTWb+5hC+OxBOBTsb/t3LUOpqX874t2zOfkxPuD7BWI+x1KhYwwSRC2F9JFEIixKblMqy7WdZues86Rmaf7VrwKRuTQtU6hqXEsea42v44sQX3E6/zcAmAxnvNZ46DnVMELkQ1ksShbAIyanpfPm3odQ1JjGVR72d+be/a4FKXe/0Y1p1bBVxKXHSj0mIQrKqRCHjKEqe9AzNT4cu88nGEC7HJNHZpQZTe7viXsf4+wa59WOa5D2JFk4tTBC5EKWHjKMQZpFbqev0Ps0LVOqaWz+mKa2mSD8mIYwg4yiERSmqUtec/ZhaOrWUfkxCmIAkClFszkYk8PGG02w4fq1Qpa5aa/66/BcBBwOkH5MQxUAShTC563HJzNsUyncHLlHetgyv9HLh2QKWuu6/tp/5B+dzOOIwdR3q8t+O/6Vvo77Sj0kIE5JEIUwmLtlQ6rpiZ+FLXXP2Y3qr3VvSj0mIYiKJQhS53EpdX+nlSn0n40tdc/ZjetXvVYa5DpN+TEIUI0kUosgUZanrxbiLLD68mN/P/Y69nT0veL/AM27PSD8mIcxAEoUoNK01205HMGvDKU5di8ejjiMfDfWkQwFKXa/dusayI8tYF7oOuzJ2jHYfzRj3MdKPSQgzkkQhCuVQZqnr3vPRNHCqyMLhPvR1r02ZMsZVH0UnR/PZ0c/49tS30o9JCAtjVYlCRmYXn7MRCcz+8zR/HLtGdYeyvD+oJU+2qW90qav0YxLC8snIbGGUG3HJzNscyrf7DaWu4zo34blOxpe6Sj8mISyLjMwWhZaz1PWZhxswqXtTqhtZ6pqzH1OnOp2Y7DNZ+jEJYcEkUYg83U5L54s9F1i09Qw3E1MZ5O3MvwtQ6pqzH5PvQ77M7TYXn5o+JopcCFFUJFGIXKVnaH4OvsycQEOpa6dm1ZnWp7nRpa4ZOoPAC4EsOpStH1O7d2jnLP2YhCgpJFGIu2it2RYSwaw//il1nTXEk47NjCt1zbUfU9d5dK8v/ZiEKGkkUYgsOUtdFzzlQz8P40tdpR+TENZFEoXItdR1WOv6lLU1rtT1WOQxAg4GsOfqHmpWrMmbD7/J4GaDpR+TECWcJIpSLGep68s9XQpU6hp6M5SFhxay5dIWqpSrIv2YhLAykihKobjkVJZvP8eKnedJy8gocKmr9GMSonSQRFGK5Cx1HejlzL/9XWjgZNwf9jv9mH4K/QnbMraMdh/N6JajqVK+imkCF0KYlSSKUqCoSl1z9mN63PVx6cckRCkgicKK5Sx1da9TuUClrnf6MX154kuS05MZ0HgAE7wnSD8mIUoJSRRWKvhSDDP/OMnf56KpX61gpa6JqYmsPbWWlcdWEpcSh38Df17weUH6MQlRylhVopDusXAuIoHZgaf5/eg1nOzL8t6gljxpZKlrSnoKP4T8wPIjy6UfkxBCusdaixtxyczfHMo3maWuYzs35rlOjXEwotQ1t35MU1pNkX5MQpQC0j3WisUnp7J8xzk+++s8qekZPN22PpO6N6NGpfyXuko/JiFEXiRRlFC309L58u+LLNwSys3EVAZ4OfOqkaWud/oxLTi0gFPRp2ji2ET6MQkh7iGJooTJyND8fNhQ6hp+M4mOTQ2lrh51jSt13X9tPwEHAwiOCJZ+TEKIPEmiKCG01mwPiWDWhtOcvBqHe53KzHjMg07NjBvDcFc/pgqZ/ZiaDsbORvoxCSFyJ4miBDh8KYaZf5xiz7ko6lerSMBTPvQ3stRV+jEJIQpKEoUFOx95i9l/nua3o1dxsi/LuwNb8lQb40pdL8VdYtHhRVn9mCZ6T+SZFs/gUNbBhJELIayJJAoLlL3UtZxtGab0aMbYzsaVul67dY3lR5azLnQdtmVsGeU+ijEtx0g/JiGE0SRRWJCcpa4j2tZnspGlrjn7MQ11Gco4z3HSj0kIUWCSKCzA7bR0vvr7Igu3niH6VgoDvJz5dy8XGlbPf6lrfEo8a46v4YsTX0g/JiFEkZJEYUYZGZpfDl9hduBpwm8m0aGpE9P7tDCq1DXXfkzeL9C4ivRjEkIUDUkUZpCz1LWls/Glrnf6MX169FMikyKlH5MQwmQkURSz7KWu9apVYP6T3gzwdM53qeudfkxLDy/lyq0r+D7ky5wuc2j1UCsTRy6EKK0kURSTwpa65uzH5Obkxtvt3pZ+TEIIk5NEYWI34pMJ2BzKN/suUbYApa659WOa23UuPer3kAQhhCgWkihMJD45lU93nOPTzFLX4QUodZV+TEIISyCJoojdTkvn670XWbDFUOra37M2r/q7GlXqKv2YhBCWRBJFEblT6jpn42kuRSfRvokT0x9pjmfdKvnex5mbZ1gYvJDNFzdLPyYhhMWQRFFIWmt2hEYy649TnLgah1vtynw+xoNOzarn+x7CpbhLLD68mN/O/UZFu4rSj0kIYVEsPlEopR4F+gE1gUVa60DzRvSPw5dimLXhFLvPFqzU9fqt6yw7skz6MQkhLJpJE4VSaiXQH7ihtXbPtrwPMB+wAT7TWs+83z601j8BPymlqgKzAbMnivORt5gdeJrfjlylmn1Z3hngxvC2DfJd6hqdHM2Koyv45tQ30o9JCGHxTH1GsRpYCHx+Z4FSygZYBPQCwoH9SqlfMCSNGTm2H6O1vpH5/f9lbmc2N+KTWbD5DGv3XaSsbRle7NGMsZ0aUal8/m4ySz8mIURJZNJEobXeoZRqmGNxG+CM1vocgFLqG2CQ1noGhrOPuyjDhf6ZwB9a64P3O5ZSahwwDqB+/fpF8wIy3Sl1/WzneVLSMniqTX0m92hKzUr5u8mclJbE1ye/zurH1KtBLyZ5T5J+TEKIEsEc9yjqAJeyPQ4H2uax/mSgJ+ColGqqtV6a20pa6+XAcgA/Pz9dFIHmLHXtl1nq2iifpa45+zF1rNORyT6TcXNyK4rwhBCiWJgjUeR2p/e+f9i11gFAgOnCudvcjSFM6dGM9UcMXV0LUuqalpHGr+d+ZUnwEq7cukKrmq2kH5MQosQyR6IIB+ple1wXuGKGOO6htWb+5lA2nrheoFLXDJ3BxgsbWXhoYVY/prfavUV75/bSbkMIUWKZI1HsB5oppRoBl4EngeFFsWOl1ABgQNOmTY3eNi09g9Gr9wMQl5xqVKmr9GMSQlgzpXWRXM7PfedKrQW6AtWB68DbWusVSqm+wDwMlU4rtdYfFuVx/fz89IEDB/K9/tyNIczfHHrP8ik9mvFyL5c8t83ej6mOQx1e8H5B+jEJIUocpVSQ1tov1+dMmSjMxdhEkV3D6b8RNrPfA9c7FnmMBYcWsPvKbmpUqMF4r/HSj0kIUWLllSgsfmS2pcnZj+nfvv/myeZPSj8mIYTVsqpEUZh7FHdM6dEs1+XSj0kIUVrJpacHyN6PyaaMDcObD2eMu/RjEkJYF7n0ZITFwYuZ6D3xnn5MQ1yGMM5zHDUr1jR3iEIIUawkUeSw5PASMnRGVj+m/o37M8FrAnUr1TV3aEIIYRZWlSgKNY4iI43PTxh6Fy47skz6MQkhRKb89cUuIbTW67XW4xwdHY3abnHwYny+8GFu0NysZRsvbGRD2IaiDlEIIUocuZmdTWJqIm2/bsvRkUdNEJUQQliuvG5mW9UZRWFVtKto7hCEEMLiSKLIYYLXBHOHIIQQFkUSRQ4TvSeaOwQhhLAoVpUolFIDlFLLY2NjzR2KEEJYDatKFAWtehJCCHF/VpUohBBCFD1JFEIIIfIkiUIIIUSeJFEIIYTIk1UlCql6EkKIomdViUKqnoQQouhZVaIQQghR9CRRCCGEyJNVdo9VSsUCoXms4gjc70ZGdSCyyIMyvbxekyUfq6D7MnY7Y9Z/0LqFeV7eX8V7rOJ6fxmzTX7Wy2sdU72/Gmita+T6jNba6r6A5QV9Hjhg7vhN8Zot9VgF3Zex2xmzfmHePw96Xt5fxXus4np/GbNNftZ7wHuo2N9f1nrpaX0hny+JivM1FeWxCrovY7czZv3Cvn/k/WU5xyqu95cx2+RnvbzWKfb3l1VeeioMpdQBfZ/JO4QoLHl/CVMy1fvLWs8oCmO5uQMQVk3eX8KUTPL+kjMKIYQQeZIzCiGEEHmSRCGEECJPkiiEEELkSRLFAyilWiilliqlflBKTTB3PML6KKXslVJBSqn+5o5FWBelVFel1F+Zf8O6FnQ/pTJRKKVWKqVuKKWO5VjeRyl1Wil1Rik1HUBrfVJrPR54ApCyRvFAxry/Mk0DviveKEVJZeT7SwMJQHkgvKDHLJWJAlgN9Mm+QCllAywCHgHcgKeUUm6Zzw0EdgKbizdMUUKtJp/vL6VUT+AEcL24gxQl1mry//frL631Ixg+jLxb0AOWykShtd4BROdY3AY4o7U+p7VOAb4BBmWu/4vWuj0wongjFSWRke+vbsDDwHBgrFKqVP6fFPlnzPtLa52R+fxNoFxBj2lb0A2tUB3gUrbH4UDbzOt6j2H4If9e/GEJK5Hr+0trPQlAKTUKiMz2H1sIY9zv79djQG+gCrCwoDuXRPEPlcsyrbXeBmwr3lCEFcr1/ZX1jdariy8UYYXu9/frf8D/CrtzOc39RzhQL9vjusAVM8UirI+8v4QpmfT9JYniH/uBZkqpRkqpssCTwC9mjklYD3l/CVMy6furVCYKpdRaYA/gqpQKV0o9q7VOAyYBfwInge+01sfNGacomeT9JUzJHO8vaQoohBAiT6XyjEIIIUT+SaIQQgiRJ0kUQggh8iSJQgghRJ4kUQghhMiTJAohhBB5kkQhLIZSaptSqkhauSulXlRKnVRKfZVjeVel1K8P2NZbKdU3xzI7pVRQ5vcJRRFjSaOUGpijPXpu6zRUSg0vrphE8ZBEIazVRKCv1rogHX+9gb45lnUEdhc2qOKQ2XK6yGV2UZ75gNUaYuiEK6yIJApRrDI/cZ5USn2qlDqulApUSlXItsrTSqndSqljSqk2+djfK5nrHlNKvZS5bCnQGPhFKfVyHtu2yTzWocx/XTPbH7wHDFNKBSulhmWu3gf4I8f2Sin1ceaxj95ZN/OsZVvmrIinlFJfKaXuadqmlPJVSh1WSu25s5/M5aOUUguzrffrndnJlFL+mesfVEp9r5RyyFweppR6Sym1E5iulDqYbftmd86Gchx/m1JqXs6ft1KqmlLqJ6XUEaXU30opz5xxKaVWK6UCMrc9p5QamrnbmUCnzJ/dy0qplkqpfZmPjyilmt3v9yEsmNZavuSr2L4wfOJMA7wzH38HPJ35/Tbg08zvOwPHHrAvX+AoYA84AMcBn8znwoDquWzTFfg18/vKgG3m9z2BHzO/HwUszLHdPqBi5vcJmf8OATYCNsBDwEWgduYxYjE0ZiuDod1Cx1xiOQJ0yfz+4zuvN+fxgV8z91kd2AHYZy6fBryV7fVOzbbN1mw/4/8Ck3M5fq4/b2AB8Hbm992B4JxxYZg85/vM1+eGYS6Eu36+2fY1IvP7skAFc78H5cv4LzmjEOZwXmsdnPl9EIbkccdayJqcpbJSqkoe++kIrNNa39JaJ2Bop9zJiDgcge8zP8nPBVrmtpJSyhmI1lon5nL8tVrrdK31dWA70DrzuX1a63BtmF8imLtfI0opR6CK1np75qIv8hHvwxj+KO9SSgUDI4EG2Z7/Ntv3nwGjMy9DDQO+vs8+c/t5d7wTj9Z6C+CUGW9OP2mtM7TWJzAkytzsAf6jlJoGNNBaJz3wVQqLI4lCmMPtbN+nc/e8KDmbj+XVjCy3HvzGeB/YqrV2BwZgmFc4N49gaLZmzPHzeo13tr3fa0vj7v+bd+JSwEattXfml5vW+tls693K9v2PmXH3B4K01lH3OVZuP+88587IJvtrzPVnobX+GhgIJAF/KqW63ycOYcEkUQhLc+c6f0cgVmsdm8e6O4BHlVIVlVL2wGDgLyOO5Qhczvx+VLbl8UClbI/vuT+R7fjDlFI2SqkaGC7f7MvPgbXWMUBs5uuEu6fZDQO8lVJllFL1MExzCfA30EEp1RQg83W73Gf/yRiS2xJgVR6h5Pbz3nEnnsx7I5Fa67j8vC5y/OyUUo2Bc1rrAAxtrz3zuR9hQWSGO2FpbiqldmO4fzAGILNkdrzW+rnsK2qtDyqlVvPPH+fPtNaHjDjWR8AapdQrwJZsy7diuCEcDMwAmmmtT+Wy/TqgHXAYwyfuqVrra0qp5vk8/mhgpVIqkbvPWHYB5zHcfzkGHATQWkcow5Spa5VSd+Y//j8g5D77/wrDNL6BecRwz88beAdYpZQ6AiRiuMSVX0eANKXUYQz3McpjKFBIBa5hKBQQJYy0GRciD5mftJ/WWo838XEaYrgJ7F6E+3wVcNRav3mf57cBr2qtDxTVMYV1kjMKIfKgtd4J7DR3HMZSSq0DmmCoWhKiUOSMQgghRJ7kZrYQQog8SaIQQgiRJ0kUQggh8iSJQgghRJ4kUQghhMiTJAohhBB5+n+2eVOLQ9il8QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 6))\n",
"\n",
"ax.plot(query_npoints_range, res_s2, label='pys2index.S2PointIndex', marker='+')\n",
"ax.plot(query_npoints_range, res_bt, label='sklearn.neighbors.BallTree', marker='+')\n",
"ax.plot(query_npoints_range, res_rt, label='pyinterp.RTree', marker='+')\n",
"ax.set_xlabel(\"nb. of lat/lon query points\")\n",
"ax.set_ylabel(\"time (s)\")\n",
"ax.loglog()\n",
"ax.legend();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:xoak_dev]",
"language": "python",
"name": "conda-env-xoak_dev-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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