From 7e679750d1d33974e735ca855117d8e6b1fb4337 Mon Sep 17 00:00:00 2001 From: Fabi Date: Fri, 23 Aug 2024 01:24:16 +0200 Subject: [PATCH] added aperiodic model to output of model fit --- examples/basic_functionality.ipynb | 159 ++++++++++++++++++----------- pyrasa/irasa_mne/mne_objs.py | 8 +- pyrasa/utils/aperiodic_utils.py | 12 +-- pyrasa/utils/fit_funcs.py | 1 + pyrasa/utils/types.py | 2 +- simulations/example_knee.png | Bin 37610 -> 37747 bytes 6 files changed, 112 insertions(+), 70 deletions(-) diff --git a/examples/basic_functionality.ipynb b/examples/basic_functionality.ipynb index 0d82a05..8c3b021 100644 --- a/examples/basic_functionality.ipynb +++ b/examples/basic_functionality.ipynb @@ -37,7 +37,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -86,7 +86,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -162,17 +162,17 @@ " \n", " 0\n", " 0\n", - " 10.0\n", - " 1.188223\n", - " 0.506565\n", + " 9.75\n", + " 1.187468\n", + " 0.50145\n", " \n", " \n", "\n", "" ], "text/plain": [ - " ch_name cf bw pw\n", - "0 0 10.0 1.188223 0.506565" + " ch_name cf bw pw\n", + "0 0 9.75 1.187468 0.50145" ] }, "execution_count": 4, @@ -220,8 +220,8 @@ " \n", " \n", " 0\n", - " -1.3728\n", - " 1.001245\n", + " -1.309352\n", + " 0.999959\n", " fixed\n", " 0\n", " \n", @@ -230,8 +230,8 @@ "" ], "text/plain": [ - " Offset Exponent fit_type ch_name\n", - "0 -1.3728 1.001245 fixed 0" + " Offset Exponent fit_type ch_name\n", + "0 -1.309352 0.999959 fixed 0" ] }, "execution_count": 5, @@ -284,12 +284,12 @@ " \n", " \n", " 0\n", - " 0.00031\n", - " 0.997955\n", - " 0.997945\n", - " -36.377026\n", - " -20.642626\n", - " -44.344898\n", + " 0.000435\n", + " 0.997126\n", + " 0.997112\n", + " -34.351241\n", + " -19.691029\n", + " -42.319114\n", " fixed\n", " 0\n", " \n", @@ -298,8 +298,8 @@ "" ], "text/plain": [ - " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", - "0 0.00031 0.997955 0.997945 -36.377026 -20.642626 -44.344898 fixed \n", + " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", + "0 0.000435 0.997126 0.997112 -34.351241 -19.691029 -42.319114 fixed \n", "\n", " ch_name \n", "0 0 " @@ -340,7 +340,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAF3CAYAAAC/h9zqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABD3klEQVR4nO3deVzUdeI/8NfMAMONAoLcXojiAYLHeoMVhuWRVlauR2KbSVvKluWv3Q7XvrZl6VZoupZam61bqbuVqeSqmFoKihfeYqCACCqnXDOf3x8jwwwzwzkzn8/A6/l48GjmM5/5fN5Mwov3LRMEQQAREVEDcrELQERE0sSAICIioxgQRERkFAOCiIiMYkAQEZFRDAgiIjKKAUFEREbZiV0AqVOr1cjNzYWbmxtkMpnYxSEiajNBEFBaWgp/f3/I5abrCQyIJuTm5iIoKEjsYhARmV1OTg4CAwNNvs6AaIKbmxsAzQfp7u4ucmmIiNqupKQEQUFB2t9vpjAgmlDXrOTu7s6AIKJ2palmc3ZSExGRUQwIE5KTkxEeHo4hQ4aIXRQiIlHIuJpr40pKSuDh4YHi4mI2MRFRu9Dc32usQRARkVEMCCIiMooBQURERjEgiIjIKAYEEREZxYAgIiKjGBBERGQUA4JIBDm3KjDh7wew9dg1sYtCZBIDgkgEb/z3DDLzSpD07xNiF4XIJAYEkQhKK2vELgJRkxgQRCLgAjdkCzpEQHz//fcICwtDaGgo1q9fL3ZxiIhsQrvfD6K2thZJSUnYu3cv3N3dERUVhalTp8LT01PsolEHxt1ryRa0+xrEkSNH0K9fPwQEBMDNzQ0TJkzArl27xC4WEZHkST4gUlNTMXHiRPj7+0Mmk2H79u0G56xevRrdu3eHo6MjoqOjceDAAe1rubm5CAgI0D4PDAzE9evXrVF0IiKbJvmAKC8vR0REBD7++GOjr2/ZsgULFy7Ea6+9huPHj2P06NGIj49HdnY2AMDYdheNbbNXVVWFkpISvS8ioo5I8gERHx+PZcuWYerUqUZf/+CDD5CQkIB58+ahb9++WLVqFYKCgrBmzRoAQEBAgF6N4dq1a/Dz8zN5v+XLl8PDw0P7FRQUZN5viIjIRkg+IBpTXV2N9PR0xMXF6R2Pi4vDoUOHAABDhw7F6dOncf36dZSWlmLHjh0YP368yWsuWbIExcXF2q+cnByLfg9ERFJl06OYCgsLoVKp4Ovrq3fc19cX+fn5AAA7Ozu8//77iI2NhVqtxuLFi+Hl5WXymkqlEkql0qLlJiKyBTYdEHUa9ikIgqB3bNKkSZg0aVKLrpmcnIzk5GSoVCqzlJHIlIb/XomkwqabmLy9vaFQKLS1hToFBQUGtYqWSkxMRGZmJo4ePdqm6xA1pUbFadUkTTYdEA4ODoiOjkZKSore8ZSUFIwYMUKkUhG1TLVKLXYRiIySfBNTWVkZLl26pH2elZWFjIwMeHp6Ijg4GElJSZg5cyYGDx6M4cOHY926dcjOzsb8+fPbdF82MZG1VNeqAXZ7kQRJPiDS0tIQGxurfZ6UlAQAmD17NjZu3Ijp06ejqKgIS5cuRV5eHvr3748dO3YgJCSkTfdNTExEYmIiSkpK4OHh0aZrETVUq65vVqphDYIkSvIBERMTY3Sym64FCxZgwYIFVioRUdtV16qNPiaSEpvug7Ck5ORkhIeHY8iQIWIXhdoh3VoD+yBIqhgQJnAUE1kSaxBkCxgQRCLQHdrKgCCpYkAQiaBKJxTYSU1SxYAwgX0QZEl6fRCsQZBEMSBMYB8EWZJuKFSxBkESxYAgEoHuyKUa1iBIohgQRFamUgtQ6UyU4zBXkioGBJGVNeyUZh8ESRUDwgR2UpOlNKwxcBQTSRUDwgR2UpOlNKwxsAZBUsWAILKyhjWGKgYESRQDgsjKGtYYuGEQSRUDgsjK2MREtoIBQWRlDTupq7kpFUkUA8IEjmIiS2ETE9kKBoQJHMVEltIwENjERFLFgCCyMoM+CM6DIIliQBBZGWdSk61gQBBZWcMag7qJPdeJxMKAILIy3YX6AID5QFLFgCCysoY1BtYgSKoYEERW1qACwRoESRYDwgTOgyBLEViDIBvBgDCB8yDIUhoGAvOBpIoBQWRl6gajWlmDIKliQBBZmYpNTGQjGBBEVmbYByFSQYiawIAgsjLDUUxMCJImBgSRlRnOgxCpIERNYEAQWVnDQGAfBEkVA4LIytRq1iDINjAgiKzMcB4EE4KkiQFhAmdSk6WwiYlsBQPCBM6kJkupqzHYyWUADCfOEUkFA4LIyupqDIq6gGANgiSKAUFkZXVNTHU1COYDSRUDgsjK6jYMYg2CpI4BQWRldX0Q9grNjx8DgqSKAUFkZXVNTPU1CBELQ9QIBgSRlakbjGLiPAiSKgYEkZVpaxAK1iBI2hgQRFZWt9SGnZx9ECRtDAgiKzOcByFmaYhMsxO7ALYi+1Y53GoUesea+sOvq4cjHO0VjZ9EHY7hPAgmBEkTA6KZJvz9Z8iVzi16j5O9AuP6+uChAX6IDfOBkwPDgnSW2lBwHgRJW4cIiEceeQT79u3Dfffdh2+++aZV13B2kENh5Be8TCYzer5KLeBujQo/nMzDDyfzGBakVd/EVNcHIWZpiEzrEAHxwgsvYO7cudi0aVOrr3HktQfg7u7e7PMFQcDJa8XYcSoPP5zKw7XbdxkWBMCwiYk1CJKqDhEQsbGx2Ldvn1XvKZPJEBHUCRFBnfBqfJ8mw+LhAX6IYVh0CA2X2mA+kFSJPoopNTUVEydOhL+/P2QyGbZv325wzurVq9G9e3c4OjoiOjoaBw4csH5B26AuLJZM6IsDi2Pxn8SReHZMDwR2dtI2Qz335TFE/TUFiZuP4cdTebhbrRK72GQh9UttsAZB0iZ6DaK8vBwRERF4+umnMW3aNIPXt2zZgoULF2L16tUYOXIk1q5di/j4eGRmZiI4OBgAEB0djaqqKoP37t69G/7+/hb/HlqCNQuqX2qD8yBI2kQPiPj4eMTHx5t8/YMPPkBCQgLmzZsHAFi1ahV27dqFNWvWYPny5QCA9PR0s5WnqqpKL2xKSkrMdu2GmhsWzg4KjOuj6bNgWNi+hkttcMMgkirRA6Ix1dXVSE9Px6uvvqp3PC4uDocOHbLIPZcvX4633nrLItduTFNh8f3JPHzPsGgXGi7Wx3kQJFWSDojCwkKoVCr4+vrqHff19UV+fn6zrzN+/HgcO3YM5eXlCAwMxLZt20zuNb1kyRIkJSVpn5eUlCAoKKh130ArtTQsXrwvFKG+blYtI7Ve/VIbnElN0ibpgKjTcK6BIAgm5x8Ys2vXrmafq1QqoVQqkZycjOTkZKhU4nYWNycs9l+4iX/MGozf9fAStazUPNxylGyF6KOYGuPt7Q2FQmFQWygoKDCoVZhbYmIiMjMzcfToUYvepyWMjYYa0q0zSitrMevTI/jhZJ7YRaRmqKsx1G8YJGJhiBoh6YBwcHBAdHQ0UlJS9I6npKRgxIgRIpVKGurC4ouEYRjfzxfVKjWe/+oYNh7MErto1ARBaDgPgglB0iR6QJSVlSEjIwMZGRkAgKysLGRkZCA7OxsAkJSUhPXr1+Ozzz7D2bNnsWjRImRnZ2P+/PkWLVdycjLCw8NN9lVIhaO9AqtnRGPm70IgCMCb32XinR/P8ZeOhBmMYuL/K5Io0fsg0tLSEBsbq31e10E8e/ZsbNy4EdOnT0dRURGWLl2KvLw89O/fHzt27EBISIhFy5WYmIjExESUlJTAw8PDovdqK4VchqWT+8HXXYkVuy/gk/2XUVBaib9NG6htxiDp4JajZCtED4iYmJgm/9pdsGABFixYYKUS2SaZTIbnx4XCx90RS7aewtZj11FYVo01M6LgohT9fzPpULEGQTaCf162M48PDsL6WYPhZK9A6oWbeGLdL7hZajjLnMRTv9y3/N5zMUtDZBoDwgRb6YMwJraPD776w+/g6eKAU9eL8egnh3C1sFzsYtE9dTOnWYMgqWNAmCDFYa4tERnUCd/MH44gTyf8VlSBaWsO4eS1O2IXi8B5EGQ7GBDtWI8urvj2uRHo5++OovJqPLHuF+y/cFPsYnV4hvtBiFgYokYwINo5HzdHbHl2OEaHeqOiWoWEjUfxbfo1sYvVoTXcUY5DkkmqGBAm2HIfREOuSjt8OnsIpkT6o1Yt4E9fn8DqfZf4i0kk6gZ7UvN/A0kVA8IEW++DaMjBTo4PHo/Es2N6AADe3Xkeb32Xqd3djKyHW46SrWBAdCByuQxLJvTFXx4OBwBsPHQVU1cfxN5zBaxNWFHDpTaY0SRVDIgOKGFUd3z05CA42Stw4loxnt54FFOSGRTW0nCpDYD9ECRNDIgOamKEPw68Eotnx/TQC4rJyQfxv3M3+AvLgurmQSh0lkFhLYKkiAFhQnvqpDbF21WpWTpcJyhOXivG3I1pDAoLarjUBsB+CJImBoQJ7a2TujFNBcWeswwKcxIYEGQjuIobadUFxTNjeuAfB67g80O/4eS1YiRsSkNfP3eM6e2NwSGeiAruBC9XpdjFtVnaUUwK3T4IkQpD1AgGBBnwdlViSXxf/GF0D6y7FxRn80pwNq8Ea3EFANDd2wXRIZ21X726uEIub/42sB1Zw4lyuseIpIQBQSZ53QuKZ8f0xE9nb+DYb7eR/tttXCwoQ1ZhObIKy/HNvVnZnZzt8faUAXhooJ/IpZa+hvMgdI8RSQkDgprk6eKAxwcH4fHBQQCA4ooaHMu5jWO/3Uba1dvIyLmDOxU1SPp3Bnr6uKBPV3eRSyxtarX+PAiANQiSJgaECcnJyUhOToZKpRK7KJLj4WyP2DAfxIb5AABqVGrM25SG/RduYsGXx/Df50fBlZsUmWR0HoRarNIQmcZRTCZ0pFFMbWWvkGPl9Eh0dXfElZvleG3bKY56akR9JzX7IEjaGBBkFp4uDvj4qUFQyGX4T0YuvjqSI3aRJEu71IaMTUwkbQwIMpvB3TyxeHwYAODN787gTG6xyCWSprowkMuBuoxgJzVJEQOCzOqZ0T1wXx8fVNeqkfjlMZRW1ohdJMmpCwO5TAa5rG7JbyYESQ8DgsxKLpfh/ccjENDJCVeLKvDqVvZHNFQ3ikkTEPeO8SMiCWJAkNl1cnbAR08Ngp1chh9O5uGfv/wmdpEkpX6iHCCTcU8Iki4GhAkdYbE+S4oK7oxX4/sAAP76/VmcvHZH3AJJSF1tQaZXg2BAkPQwIEzgMNe2SxjVHXHhvqhWqfHcP4/hTkW12EWSBG0ntV4fhJglIjKOAUEWI5PJ8N5jEQjxcsb1O3excEuGtv29IxO0ndTQBgRrECRFDAiyKA8ne6yZEQ2lnRz7zt/Ex3sviV0k0al0Oqk5zJWkjAFBFhfu7463HxkAAFj50wWkXrgpconEVVdbkLEGQRLHgCCreDQ6EE8ODYYgAC/+6ziu37krdpFEU1dbUMjrO6k5FJikiAFBVvPGxHAMCPDA7YoaLPjyGKpqO+ZCiIKg28RUV4MQs0RExjEgyGoc7RVYPSMKHk72OJFzB2/+N7NDdlrXj2ICh7mSpDEgyKqCPJ2xanokAOCrI9mYsf5X5Haw5ibdeRDaGgSX+yYJYkCQ1cX28cGKxyLgZK/A4StFeHBVKr47kSt2sazG+FIbrEGQ9DAgSBSPRgfihxdGISLQAyWVtfjjV8eRtCUDJR1gcT+1znLfnChHUsaAMIFLbVhejy6u+Oa5EXhhXC/IZcDW49cxdfUhVNa0787r+iYmDnMlaWNAmMClNqzDXiFHUlwYvp4/HN6uSlwqKMPnh6+KXSyLqt8PQneiHAOCpIcBQZIQHeKJxQ9qNhtK3nsZxRXtt6nJ+FIbIhaIyAQGBEnGtKhA9PZ1RfHdGqze37olOQRBwPoDVyS9xLhKMOyk5kQ5kiIGBEmGQi7DKw9qlgjfcPBqq4a/bs+4jmU/nMVf/nMat8uluXqs8aU2xCwRkXEMCJKUcX18MLSbJ6pr1Vj104UWvTe/uBKv/+cMAE0zzvkbpZYoYpsIgqBtYlLI2AdB0saAIEmRyWR4dYKmFvFN+jVcaOYveUEQ8Mq3J1FaWas91tz3WpNuDujuB8GAICliQJDkRAV3xoP9ukItAMt3nEX6b7fx+eGrWPzNCSRuPoZdZ/JRq6qfeiwIAv75y2/Yf+EmHOzkGN/PFwBwLl96AaEbBNwwiKTOTuwCEBnz8oNhSDl7A3vP38Te8/rLg/9wMg9+Ho6YPiQIZZW12J15A9m3KjTviwuDj7sSu87cwHlJBkT9Y5kcbGIiSWNAkCT17OKKhFHdsS71Crq4KdHf3x39AzxQXavG1+nXkFdciVU/XdSer7STY2pUIOaO6o6LBZpguJBfCkEQtOsdSYGpGgQ7qUmKGBAkWUvi++CF+0LhqtT/Z5oU1xs/nsrHf0/kopOTPeL6+WJM7y5wdtCc18PbFXZyGUqrapFbXImATk5iFN8o/YAA5HLD40RS0eKAEAQB2dnZ8PHxgZOTdH7wqP2RyWQG4QAASjsFpgwKwJRBAUbf52AnR48uLrhwowzn80skFhD1j/X7IBgQJD0t7qQWBAGhoaG4du2aJcpDZBZhXd0BSK+jumETE5f7JilrcUDI5XKEhoaiqKjIEuUxu5ycHMTExCA8PBwDBw7E119/LXaRyAr6dHUDoOmHkBJBJwi4YRBJXauGub777rt4+eWXcfr0aXOXx+zs7OywatUqZGZm4qeffsKiRYtQXl4udrHIwnr7agJCajUIlalhrmIViKgRreqk/v3vf4+KigpERETAwcHBoC/i1q1bZimcOfj5+cHPzw8A4OPjA09PT9y6dQsuLi4il4wsqa4GcflmGWpUatgrmv+3UK1KDQFo0XuaS7emINOpQbAPgqSoVQGxatUqsxUgNTUV7733HtLT05GXl4dt27ZhypQpeuesXr0a7733HvLy8tCvXz+sWrUKo0ePbvG90tLSoFarERQUZKbSk1QFdHKCi4MC5dUqXC0sR+i9GkVTKqpr8eCqA3B2UOC7P44ye0jo7kett+Uo84EkqFUBMXv2bLMVoLy8HBEREXj66acxbdo0g9e3bNmChQsXYvXq1Rg5ciTWrl2L+Ph4ZGZmIjg4GAAQHR2Nqqoqg/fu3r0b/v7+AICioiLMmjUL69evb7Q8VVVVetcqKSlpy7dHIpHLZQj1dUNGzh2cyy9tdkDsOpOvnXT34+l8TIrwN2u56pf6lt37r+Y5+yBIilo9D+Ly5cvYsGEDLl++jL///e/w8fHBzp07ERQUhH79+jX7OvHx8YiPjzf5+gcffICEhATMmzcPgKb2smvXLqxZswbLly8HAKSnpzd6j6qqKjzyyCNYsmQJRowY0ei5y5cvx1tvvdXs8pN09emqCYjz+aWYGNG892w9dl37eOPBLKMBUXy3BjdLK9HLp3mho0uts9S37n9ZgyApalX9ef/+/RgwYAB+/fVXbN26FWVlZQCAkydP4o033jBb4aqrq5Geno64uDi943FxcTh06FCzriEIAubMmYNx48Zh5syZTZ6/ZMkSFBcXa79ycnJaVXYSX9i9fogT1+406/z84kr8fKkQAGAnl+FY9h2cyDF876ItGYhbmWr0tabobjcKgPMgSNJaFRCvvvoqli1bhpSUFDg4OGiPx8bG4vDhw2YrXGFhIVQqFXx9ffWO+/r6Ij8/v1nXOHjwILZs2YLt27cjMjISkZGROHXqlMnzlUol3N3d9b7INg3r7gWZDDhwsRBf/qrZQCj3zl28/p/T+PWK4TDt/2RchyAAQ7p11tYcFn9zEpsOXcWhy4W4VV6NWpUaBy8VQi0AO88079+gLrVavwbBtZhIylrVxHTq1Cls3rzZ4HiXLl0sMj+i4Vo6LVlfZ9SoUVC3YhZScnIykpOToVKpWvxekoZwf3e8FBeG93adxxv/OYOyylqsTb2CW+XV+PliIfb8aazORDUB36RrJn8+MigQUSGdsPNMPs7fKMUb/9XsMeFkr8AnM6NRVav595R64aZ2g6Pm0u2k1vyXE+VIulpVg+jUqRPy8vIMjh8/fhwBAcaXP2gNb29vKBQKg9pCQUGBQa3C3BITE5GZmYmjR49a9D5kWQtieuLhgX6oVQtY/uM53Lq3y9yVwnJk6DQRbT1+HRcLyuDioMBDA/zQp6s7di8agyXxfTA61Bvujna4W6PS28ToTG4JCssMB0c0pq6JSS5nJzVJX6sC4qmnnsIrr7yC/Px8yGQyqNVqHDx4EC+99BJmzZpltsI5ODggOjoaKSkpesdTUlKa7GwmAjS1z/cejcDAQA8AwKPRgXhogGZezLfHNDWGksoavPPjOQDAH+8LhYezPQAgsLMznh3bE18kDMMfxvQAABzPvqN3/Z8vFraoPKY6qZkPJEWtCoi3334bwcHBCAgIQFlZGcLDwzFmzBiMGDECf/7zn1t0rbKyMmRkZCAjIwMAkJWVhYyMDGRnZwMAkpKSsH79enz22Wc4e/YsFi1ahOzsbMyfP781RW+25ORkhIeHY8iQIRa9D1mek4MC/352OHYtHIP3Hh2IJ4dqhkd/dyIPVbUqfPjTRRSWVaGHtwvmjuxu9Bpje/voPa9bADD14k1jpwPQNIVevFEKlc4QJaFBE1P9PAgmBElPq/og7O3t8eWXX2Lp0qU4fvw41Go1Bg0ahNDQ0BZfKy0tDbGxsdrnSUlJADRzLTZu3Ijp06ejqKgIS5cuRV5eHvr3748dO3YgJCSkNUVvtsTERCQmJqKkpAQeHh4WvRdZnqO9QjuqaXhPL3R1d0R+SSUSvzyGn84WAABenxgOBzvjfzP183eHt6sDCss0TVSzR4Tg/3acw+nrxSbv+dWRHPy/bacwf2xPvBqv6auo2wjPcB5Em79FIrNrVUBcvHgRoaGh6NmzJ3r27NmmAsTExDQ5xG/BggVYsGBBm+5DVEchl+GRqACs2XdZGw7zx/ZETJiPyffI5TKMCe2Crcevw9Fejgf7+eH/dpxDVmG5yaU8lv94FgDwyf7L2oCoqynIDOZBMCFIelrVxBQWFoaAgAA89dRTWLt2Lc6fP2/ucomOTUzt27So+sEUr03oq/0F3pgHwjUDI6KCOyPIU7OUR41KwNVC44s/9uziqn1cXlULoD4I6vKkbsMgzoMgKWpVQOTl5WHFihVwd3fHypUr0bdvX/j5+eGJJ57AJ598Yu4yioKjmNq3Xj5uWDczGv9MGIZn7nVAN+XB/l3x8VOD8LdpAyGTydDr3vIdF26UGT3fyV6hfZz+220AhkttcC0mkrJWBYSvry+efPJJfPLJJzh37hwuXLiA8ePH49tvv0ViYqK5y0hkEXH9umJUqHezz5fJZHh4oD+CPJ0BAL19NDWECzeMLyleN6QWAH7N0swPMr3UBhOCpKdVfRBlZWX4+eefsW/fPuzfvx8ZGRno27cv/vjHP2Ls2LHmLiORJNXtOXGxwHhAFOkERGauZtHHuhFN9UttaP7LGgRJUasConPnzvD09MTMmTPx5z//GaNGjeJIH+pwQn3rahCGTUxqtYDbFfUBcaNEM6FO3aCJiWsxkZS1qonpoYcegkqlwhdffIHPP/8cmzdvxtmzZ81dNlGxk5qaUleDuFpYjupa/bUySipr9OY/3CipBGBsHoTmv2xiIilqVUBs374dhYWFSElJwahRo7Bnzx7ExMSga9eueOKJJ8xdRlGwk5qa4ufhiM7O9qhVC9hz9ga+P5mL7CLNXhJ18yXqFJVXo6pWZWSpDXZSk3S1ej8IABg4cCBUKhVqampQVVWFnTt3YuvWreYqG5GkyWQyPDUsGMl7L+O5L48BAEb18sY/5w3TdlCHeDkj704lqlVq3CytMtJJrbkWaxAkRa2qQaxcuRKTJ0+Gp6cnhg4diq+++gphYWHYtm0bCgtbtjYNkS2bO7K73nDWuv0kbpVr+hy8XBzg464EoGlmMrWaK/OBpKhVNYgvv/wSMTExeOaZZzBmzJh2uWcCl/um5vByVeLpkd2wet9lAJpZ2iq1oB3B5OmihFwmw7Xbd5FfXAUPJ81CgAbzINjGRBLUqoBIS0szdzkkh2sxUXO9FBeG6UOCMO79/VCpBRSWVeHWvT4ILxcHKO01FfUbJZVwc9T8yMkaNDG9n3IB04cEwcfd0frfAJEJre6DuHPnDj799FOcPXsWMpkMffv2RUJCAn+ZUocjl8sQ4uUCHzcl8oorkVdcWV+DcHWAS43mx+xGSSW6d3HRvOdeMBTfrdFe55tj17Agppd1C0/UiFb1QaSlpaFnz55YuXIlbt26hcLCQqxcuRI9e/bEsWPHzF1GIpvQ1UPz139+8V3cLK3vg+jqoemDyC+pRN4dzXBXb1fNsbo1mgDDfghBENj0RKJqVUAsWrQIkyZNwtWrV7F161Zs27YNWVlZePjhh7Fw4UIzF5HINvhpA6ISp+4tAx7W1Q1dPTR7R5zNK8GlAs2kul73lul48f7e2veXVNbXJiprVIhdsQ+Prz3MSXQkmlb3QfzjH/+AnV392+3s7LB48WIMHjzYbIUjsiVd3TVBkJlXguxbmvkQAwM7Qa0W4GSvwIUbZdr5EXUBERnUCYvu742VP11Ayd362sT5/FJcLarA1aIKXL5Zrj2fyJpaVYNwd3fX7vimKycnB25ubm0ulBRwJjW1VF1T0s7Tmj3Ue3RxgYeTPTq7OOCJoUEA6hfw0/2F7+Gk+UOrpLIGt8qrsWhLBrYdv659/fCVIuw+k4+rheW4XV6Nb9Ov4W41R9eR5bWqBjF9+nQkJCRgxYoVGDFiBGQyGX7++We8/PLLePLJJ81dRlFwFBO1VF1TUkmlpiYQGdRJ+1rCqO74/PBv2uU3eunsFeF+b+hryd0avPXdGfwnI1fvuh/uuajt07i/ry9+OnsDi789ib1/ikGwl7PFvh+iVgXEihUrIJfLMWvWLNTWan4Y7O3t8dxzz+Gdd94xawGJbEVdH0SdQToBEdjZGZMi/LHt+HV4uTigs4uD9jV3x/qAOJFzx+C6deEAAD+dvQFAsyrsk//4BQdfHWfG74BIX4sCoqKiAi+//DK2b9+OmpoaTJkyBc8//zw8PDzQq1cvODvzrxnquLrqzGFQyGUY2Ut/r4nE2F7Ye74AD/bvqnfcw1kTEGdyS1DbglFL1+/cbUNpiZrWooB44403sHHjRsyYMQNOTk7YvHkz1Go1vv76a0uVj8hmdPVwRFd3R5RX1eLDpwahRxf9juVePq5I//MDUNRNgrinrgbRknCoo1YL2oX/iMytRQGxdetWfPrpp9oVW2fMmIGRI0dCpVJBoVA08W6i9s1eIceuRWMgk9X/0m+oYTgAgLuT/o/hjGHBGNu7C3aeycfWY9cNztd17fZd9kOQxbRoFFNOTg5Gjx6tfT506FDY2dkhNze3kXcRdRweTvYmw6Gx9+jqH+CBuH5d8cK40CbfO+a9vdh+vPEQIWqtFgWESqWCg4OD3jE7OzttRzURtZyTvUK7cRAA9PPXLH7pojRdwe/iptQ+Xrglw1JFow6uRU1MgiBgzpw5UCrr/3FWVlZi/vz5cHFx0R5rD3tCcDVXshaZTKa3zEZYV81cItdGAiI2rAv+nXZN+7y6Vo23vjuD3r5umD2im8H57Kug1mhRDWL27Nnw8fGBh4eH9uv3v/89/P399Y61B9xRjqzJ516NYEFMTyjtNP15jvZyvZqFrmlRgXrP/3HgCr78NRtv/PcMalVqVFTXorJG88fNB7vPI2pZina3O6LmalENYsOGDZYqB1GHtub3UTh9vQS//12I9ljDmoW/hyNyizWL/Q3r4YVV0yO1zUv/yajvhziXX4p5m9Lg5KDAnqSx+PB/lwAA76ecx9+fGGT0/mdyi3G7vAajQr2Nvk4dU6uW2iAi84oO8cTsEd2MjnKq07ur/jI2UwYFYERPLwDAhRtl2uP/PZGL/JJKZBWWI7+kUnu8opHlOR768Gf8/tNfkXOLtQyqx4AgshERgZ0MjnX1MNxgaMepPO3jrMJy7eOUzBuIeW8vjmTd0jtfd8nxq0XlIKrDgCCyEX8Y0wMxYV2wdHI/7bGuRnagu3a7fob1lUL9X/hXiyrw9IYjesd0l/Ioq+SIRKrX6h3liMh6HO3lcFHaYePTQ/WO667/FBXcCcey7+i93rC2AADl95qa9l+4iexbFeij03R1Q6dJiogBQWQDXJXGJ9/1C6gfNRgT5oNz+aV6fQ177i3uZ8zszzQ1iWfH9NAeu11RY+p06oDYxEQkYVOjAgAAix4wPqt6oE5AdHa2155fx1THtO6op+M6tY6794bGFpSyJkEMCCJJ+9u0gfjxxdF4amiw0dftFHK8OTEco0O9MTUqEJFBnbWv+ejMtm7oxX9laB8fuVrfDFVRXYv1B65g6Nt7sP7AlbZ/A2TTGBAmcEc5kgJ7hRx9/dwhMzVjDsCckd3xRcIwuCjt0KNL/YoGY3p3afH9KqpVWPbDWQDQ/pc6LgaECZxJTbaov78Heni7YECAB/rfW9OpJRrbylQQWr4cOdk2BgRRO+JgJ8fuRWOwPXEkgjzrlwF3U9phxjDjzVS6TPVZnMsvwZC3f8Lnh6+aq6hkAxgQRO2MnUIOhVyGEK/65qbx/bvi7UcG4Mj/uw/j+/mafK+pGsRr206jsKwar//nDABg2feZmPjRz3qT7Kj9YUAQtVO9fFzx+98Fw01pp13jycfdEclPRWnP6e3riotvx+ONieEAgIoa47/wVQ12u1v/cxZOXS/Gv9NyLFR6kgLOgyBqx5ZNGYC/Tu6v18mtu96TXCaDvUKOfv6a4bKnr5cYXKOyRgVTvQ+/cYXYdo0BQdTONRwBZWxEVMNtT+uUV9Vi2P/tQZmJpqSqWnXbC0iSxSYmog5Mfi8sTG2TuuFglkE46I9mEvDrlSJ8k34N1P6wBkHUgdVVJhrui11nxe4LBsdqVPUBIQjA9HW/AND0eUQGdTJ7GUk8rEEQdWB1AeHsoGj2e6pq60c66VYmzuYZ9l+QbWNAEHVgMmgSorGZ2g3p9juUV9c3P5VWcqG/9oYBQdSB6ebCu9MGwt2x6Vbn/50t0D4uKqvWPr5zbyXYKzfLcO02Rze1B+yDIOrAdGsOjw8JwuRB/vjD5+kY1sMT7+48b/Q9i789qX1cWFa/2VB+cSVKKmsw7v39AIAjr92Hfx7+DWVVKni62GNBTC/IG9lSlaSn3QdEaWkpxo0bh5qaGqhUKrzwwgt45plnxC4WkSQ0/HWttFNg01zNpkT5xZX4/PBvjb7/YkH9XtgllbUo0NlwaOjbe/TODfJ0xuRI/eXISdrafUA4Oztj//79cHZ2RkVFBfr374+pU6fCy8tL7KIRia6xroduOkt1NMdPZ29A0Uij9SWdMCHb0O77IBQKBZydNYuWVVZWQqVScVVKonsaa/BxbUZ/REO7zpjewe6j/13C6evFLb4miUf0gEhNTcXEiRPh7+8PmUyG7du3G5yzevVqdO/eHY6OjoiOjsaBAwdadI87d+4gIiICgYGBWLx4Mby9vc1UeiLb1tjopU4m5ka0xcMf/dzokuIkLaIHRHl5OSIiIvDxxx8bfX3Lli1YuHAhXnvtNRw/fhyjR49GfHw8srOztedER0ejf//+Bl+5ubkAgE6dOuHEiRPIysrC5s2bceOG6b9yiDqCKZH+AIDnY3uZPCfYy9nka20x/5/pFrkumZ9MkFB7i0wmw7Zt2zBlyhTtsWHDhiEqKgpr1qzRHuvbty+mTJmC5cuXt/gezz33HMaNG4fHHnvM6OtVVVWoqqofmVFSUoKgoCAUFxfD3b3lG7AQSZFaLaCwrAo+7o4mz6msUaHPX3aafP3pkd2w4eDVVt3/6jsPtep9ZB4lJSXw8PBo8vea6DWIxlRXVyM9PR1xcXF6x+Pi4nDo0KFmXePGjRsoKdHM8CwpKUFqairCwsJMnr98+XJ4eHhov4KCglr/DRBJlFwuazQcAMDRXoE9fxqLBTE9tccGh9TveT0w0MPs5Ur/7RYuFZSa/brUOpIexVRYWAiVSgVfX/0NTnx9fZGfn9+sa1y7dg0JCQkQBAGCIOD555/HwIEDTZ6/ZMkSJCUlaZ/X1SCIOqKeXVwRrRMKnZwdtI8dFM1fnqOhl74+gZK7NVj0QG+EeDlj2prDCPF0xs4zmp9r1jCkQdIBUadhR5ogCM1eGiA6OhoZGRnNvpdSqYRSqURycjKSk5OhUrFDjTo2b1el9nFn5/qOawe71jdA1K3+ujuzvj9Qdy2n6lp1m65P5iHp/wPe3t5QKBQGtYWCggKDWoW5JSYmIjMzE0ePHrXofYikrqePq/axfycn7WNTv8DNMVm6+K5m2Y7qWjV+OJmHIp0Z22Q9kg4IBwcHREdHIyUlRe94SkoKRowYIVKpiDoWV6UdnhwajNGh3nh+XC/MGBaM9x4dCKVOQMwYFqx9/NBA/zbfs7JGU3Nfve8SEjcfw+NrDxs9r1alxs1ShoeliN7EVFZWhkuXLmmfZ2VlISMjA56enggODkZSUhJmzpyJwYMHY/jw4Vi3bh2ys7Mxf/58EUtN1LEsnzpA+/jtRzSPj2Xf1h57ZnQP2CvkKCqvxrIp/fHdidw23a8uIH48pWk9uHyz3Oh50z45jBM5d/Dji6PR14+jDM1N9IBIS0tDbGys9nldB/Hs2bOxceNGTJ8+HUVFRVi6dCny8vLQv39/7NixAyEhIRYtF/sgiBqn0OkH9HCyx5uT+mmfzx4egk1NrOPUmMoaNUb97X+4dvuuyXOqa9U4kXMHALDt+HUGhAWIHhAxMTFNLn2xYMECLFiwwEol0khMTERiYqJ2vDAR6atV1+8L4aLU/1XiaN/6EU4AkJlX3Gg4nMi5g8nJB9t0D2qa6AFBRLZJaVcfAg07rO11Vu17cmgQvjqS06Jrv7bttNHjGw5m4a3vMuHn0fgcDjIPBoQJbGIialw/f3fMGdENgZ2dDF6zU9Q3P/3l4XD09nVDuJ+7dv/qptSqjbcqvPVdJgAgr7jS6OtkXgwIE9jERNQ4mUym1++gS7cG4exgh6dHdsdvRcY7mpur+5If2vR+ajlJD3MlItvkYGRjCN1Z2K0hnVXjOg4GBBGZnb3CcLacR4Plw9+YGG6t4lArMSBMSE5ORnh4OIYMGSJ2UYhszsQIf9grZIgN62LynNGhltuXpUalGQKrMtGXQc3DgDCBS20QtZ6XqxKn3hyPz+bo/4G1bEp/7WM7ufl+/dSqBFTXqnH06i3UqNRYsvUUJicfxMqUC2a7R0fEgCAii3C0VxgsqvlodKD2sbND2+ZK6PrsYBbe+fEcHvvkMBZ/c1K7GODHey+ZfE9WYTk2/5qNGpXa5DkdHUcxEZHVONor8MJ9oahRqZvcj6KlPjuYBUAzq7o5YlfsAwBUVNdi3ugeZi1Le8EaBBFZVdIDvfHKg330jnVr4/am3q6Nj5BqbLWG9N9um3yto2NAmMBOaiLLC/bUBMOkyADsXjSm1dcpLKs2+Vp2UQXCX9+Fd348Z/R1eTP3lumIJLUntRQ1d+9WImq563fuYufpfEyLCkAnZwd0e9Wyk+HO/fVB2MllKK9SIWLpbgCaEVcfPTnIoveVmub+XmMfBBGJJqCTExJGdbfa/QYtTYGfhyOuFNbP6mb9wTQ2MRFRh3G3RqUXDoB5dsBrrxgQRCRJQ7t74uGBfha/j0wma3LLgY6KTUxEJDlyGfDvZ4cDAL4/adl+iW3HryO/uBKbnxmmnbex83Q+atVqRId0hp+H4Wq1HQUDwgQu900kHmuvkHH4ShEqa9TIyLmDeZuOory6/uf+6jsPWbcwEsImJhO41AaR9UWHdAYAo2s4+Xk44t/PDsew7p4AgDcnhmPV9Eiz3buyRoUn//GLXjgAmjkUu87kI7uowmz3shWsQRCRZKybGY3tGbmYOihAe8zb1QGFZdWYHBmAod09sWnuUPx8sRCjQr1RUlljtnvn3DYeAHvOFuDZL9IBdLzaBAOCiCTDy1VpMOz1uz+OQuqFm5gcqQkNR3sF7g/3BQBU1ZhvHaVJHxvf4/rob7e0jz/ccxFhXd1wJrcEjwwKQHdvF7PdX4o4Ua4JnChHJF13q1Xo+/pOi96jl48rLhWUGRx3sJPjwrJ4i97bUpr7e419EERksxzsLP8rzFg4AEB1bftfBZYBQUQ2SyGX4aEBlp8rYUq3V3/A7XLT60DZOgaECVysj8g2JM+IQpCneHMVXv7mJGpUaiRuPoZNh66KVg5LYB9EE9gHQSR9V26W4cM9F7E9I9fq9+7RxQV/HNcLi7acAGAbI53YB0FEHUaPLq5Y9cQgeLsqtcdSX44FAMz8XYhF761WCyitrNU+/ynzhkXvZ00MCCJqN16K6w0AeHJoMIK9nHH1nYfw1yn9LbpibI1KwM3SKu3zeZ+n4Xf/twdHsm418i7bwCamJrCJici25NyqQGBnJ4P9sIvKqhC97CerlkWqzU1sYiKiDinI09kgHADNJDxrKzXjTG8xcCY1EZGFbDh4FeVVtbivry+G3ltDypYwIIiILOTDPRdRqxawNvWKZJubGsMmJiIiC6ltsG759Tt38euVIpFK03LspG4CO6mJ2o/Dl4twLr8E4/r4YOx7+6x6b1elHcqqNMNhtyeORGRQJ6veXxc7qYmIGhje0wtPj+yOEC/rr8JaFw4AMHP9r1a/f2swIEzgUhtE7dvmecMQ7OmMhfeHWv3epVW1UFt727xWYBNTE9jERNT+lVTWYOCbuwEAo0O9ceBiocXvOa6PDz5+ahCcHaw/VohNTEREzeTuaK99PKSbdYaj/u9cAf7f1lM4fb0Yy77PRPFdwzkTObcqjB63Fg5zJSLSYTjFznK2Z+RqFxgsq6rFO9MGAgBOXy/Gwx/9rD1PrCGyrEEQEemQy60ZEfX+dTQHF26UoqSyRi8cAIjWX8EaBBGRCX26uuFcfqnV7he3MtXocbE6ilmDICLSIZMBGa8/gOSnorBtwUjtcYVINQsA2n4IQRDw6rcnkbz3klXuyxoEEZEOT2cHdHJ2wEMD9bcyDfFyxpWb5aKUKeqvKQCAiEAPnLhWDABIjO1l8fsyIIiIAKycHoGDl4owLTrQ+AkSmBBQFw7WwiYmIiIAjwwKxIrHImCvMP5r0V4hx+5FY3BfHx/EhfuiR5f62dhhvm7WKqZVMSCIiBqxIKYnAOD1ieHo7euGT+cMwbpZgzF/bE+RS2Z5bGIiImrE4gf7IDG2F1yU+r8uo4I7iVOge9J/u43okM4WvQdrEERETWgYDgDQy6e+Wcm/kyNCfVytWSRMW3PI4vfoMAFRUVGBkJAQvPTSS2IXhYjaic3PDMP4fr5YPnUgUpLGwsVBYdX7p129ZdHrd5iAePvttzFs2DCxi0FE7ciInt5YO3Mwuno4AgA+nhEFQNNp/fL4MIvf/9FPDuNY9m2LXb9DBMTFixdx7tw5TJgwQeyiEFE7FhvmgwvL4rFr0Rgo7azz63Xqass1NYkeEKmpqZg4cSL8/f0hk8mwfft2g3NWr16N7t27w9HREdHR0Thw4ECL7vHSSy9h+fLlZioxEZFpDveCYVwfH5FL0naij2IqLy9HREQEnn76aUybNs3g9S1btmDhwoVYvXo1Ro4cibVr1yI+Ph6ZmZkIDg4GAERHR6Oqqsrgvbt378bRo0fRu3dv9O7dG4cONZ20VVVVetcqKSlpw3dHRB1Vjy6uOLxkHDo7O+CR1YdwNs/2fpdIasMgmUyGbdu2YcqUKdpjw4YNQ1RUFNasWaM91rdvX0yZMqVZtYIlS5bgn//8JxQKBcrKylBTU4M//elPeP31142e/+abb+Ktt94yOM4Ng4iotS4VlOH+D/Zb7PotXQ68XWwYVF1djfT0dMTFxekdj4uLa1ZtAACWL1+OnJwcXL16FStWrMAzzzxjMhwATaAUFxdrv3Jyctr0PRAR9bLyEFhzEb2JqTGFhYVQqVTw9fXVO+7r64v8/HyL3FOpVEKpVFrk2kTUcXX3dkFWoTiL/bWWpAOijkymv8yuIAgGx5pjzpw5zT43OTkZycnJUKlULb4PEVFDW/7wO6ScvYHXtp0WuyjNJukmJm9vbygUCoPaQkFBgUGtwtwSExORmZmJo0ePWvQ+RNQx+Lg7YsawELGL0SKSDggHBwdER0cjJSVF73hKSgpGjBghUqmIiNouOqQznhoWLHYxGiV6E1NZWRkuXarfHSkrKwsZGRnw9PREcHAwkpKSMHPmTAwePBjDhw/HunXrkJ2djfnz51u0XGxiIiJLGhDggTcn9cPVwnIculwkdnGMEj0g0tLSEBsbq32elJQEAJg9ezY2btyI6dOno6ioCEuXLkVeXh769++PHTt2ICTEslW1xMREJCYmaoeDERGZ06B7q8GumRGNiKW7xS2MCZKaByFFzR0vTETUHOfyS5CRfQfThwRpB9t0e/WHNl2zQ86DICJqb/p0dccTQ4P1RmK+O20gHgi37MCb1mBAmJCcnIzw8HAMGTJE7KIQUTv3+JAg/GPWYPT2NZxQN9jCmwI1hk1MTWATExFZS0FJJbYev47okM547JPDADQBkfZb40t6W6qJSfROaiIi0vBxdzTY67p3VzeEeLng22PXrF4eBgQRkQT99/mR+G9GLl64PxTujvZ4//EI3P/BflwqKLNaGdgHYQL7IIhITAMDO+HPD4fD3dFee2zXwjFWLQP7IJrAPggikpLKGhUycu7giXW/AAD6B7jj+z+ObtE1OMyViKgdcrRX4Hc9vPDGxHAA0KthmBsDgojIBnm5Wn5bAgaECeyDIKKOjgFhApf7JqKOjgFBRERGMSCIiGyYJcehMiCIiGxQyzddbjkGBBERGcWAMIGjmIioo2NAmMBRTETU0TEgiIhsmADL9VIzIIiIbJDMCr3UDAgiIjKKAUFEREYxIIiIyCjuKEdEZIPG9O6ClEVj4GivsNg9GBAmJCcnIzk5GSqVSuyiEBEZcHe0t+heEAB3lGsSd5QjovaGO8oREVGbMCCIiMgoBgQRERnFgCAiIqMYEEREZBQDgoiIjGJAEBGRUQwIIiIyigFhAneUI6KOjjOpm1BcXIxOnTohJyeHM6mJqF0oKSlBUFAQ7ty5Aw8PD5PncS2mJpSWlgIAgoKCRC4JEZF5lZaWNhoQrEE0Qa1WIzc3F25ubpA12MJpyJAhrd6zurnvbc55ps5pyfGGx3Sf1/21YY1alDU+0+ac29jrzfn8mnPMWp+rrX6mpo53pH+rlvr5P3LkCEpLS+Hv7w+53HRPA2sQTZDL5QgMDDT6mkKhaPU/wua+tznnmTqnJccbHjN2jru7u8V/6KzxmTbn3MZeb87n15Jjlv5cbfUzNXW8I/1btdTPv4eHR6M1hzrspG6DxMREi7+3OeeZOqclxxsea8v31hbW+Eybc25jrzfn82vJMUuz1c/U1PGO9G/VWj//prCJiZrEJc8tg5+r+fEzNS/WIKhJSqUSb7zxBpRKpdhFaVf4uZofP1PzYg2CiIiMYg2CiIiMYkAQEZFRDAgiIjKKAUFEREYxIIiIyCgGBLXZ999/j7CwMISGhmL9+vViF6ddeOSRR9C5c2c8+uijYhel3cjJyUFMTAzCw8MxcOBAfP3112IXSfI4zJXapLa2FuHh4di7dy/c3d0RFRWFX3/9FZ6enmIXzabt3bsXZWVl2LRpE7755huxi9Mu5OXl4caNG4iMjERBQQGioqJw/vx5uLi4iF00yWINgtrkyJEj6NevHwICAuDm5oYJEyZg165dYhfL5sXGxsLNzU3sYrQrfn5+iIyMBAD4+PjA09MTt27dErdQEseA6OBSU1MxceJE+Pv7QyaTYfv27QbnrF69Gt27d4ejoyOio6Nx4MAB7Wu5ubkICAjQPg8MDMT169etUXTJautnSsaZ83NNS0uDWq3mMv5NYEB0cOXl5YiIiMDHH39s9PUtW7Zg4cKFeO2113D8+HGMHj0a8fHxyM7OBgAYa6FsuCx6R9PWz5SMM9fnWlRUhFmzZmHdunXWKLZtE4juASBs27ZN79jQoUOF+fPn6x3r06eP8OqrrwqCIAgHDx4UpkyZon3thRdeEL788kuLl9VWtOYzrbN3715h2rRpli6iTWrt51pZWSmMHj1a+Pzzz61RTJvHGgSZVF1djfT0dMTFxekdj4uLw6FDhwAAQ4cOxenTp3H9+nWUlpZix44dGD9+vBjFtQnN+Uyp5ZrzuQqCgDlz5mDcuHGYOXOmGMW0OdwwiEwqLCyESqWCr6+v3nFfX1/k5+cDAOzs7PD+++8jNjYWarUaixcvhpeXlxjFtQnN+UwBYPz48Th27BjKy8sRGBiIbdu2YciQIdYurs1ozud68OBBbNmyBQMHDtT2X3zxxRcYMGCAtYtrMxgQ1KSGfQqCIOgdmzRpEiZNmmTtYtm0pj5TjgRrncY+11GjRkGtVotRLJvFJiYyydvbGwqFQu8vWwAoKCgw+EuNmoefqWXwc7UMBgSZ5ODggOjoaKSkpOgdT0lJwYgRI0QqlW3jZ2oZ/Fwtg01MHVxZWRkuXbqkfZ6VlYWMjAx4enoiODgYSUlJmDlzJgYPHozhw4dj3bp1yM7Oxvz580UstbTxM7UMfq4iEHcQFYlt7969AgCDr9mzZ2vPSU5OFkJCQgQHBwchKipK2L9/v3gFtgH8TC2Dn6v1cS0mIiIyin0QRERkFAOCiIiMYkAQEZFRDAgiIjKKAUFEREYxIIiIyCgGBBERGcWAICIioxgQRERkFAOCqIOprq5Gr169cPDgQbNe9/vvv8egQYO4pHY7woAgmzZnzhzIZDKDL91F3UjfunXrEBISgpEjR2qPyWQy7SY6uubMmYMpU6Y067oPP/wwZDIZNm/ebKaSktgYEGTzHnzwQeTl5el9de/e3eC86upqEUonPR999BHmzZtnkWs//fTT+OijjyxybbI+BgTZPKVSia5du+p9KRQKxMTE4Pnnn0dSUhK8vb3xwAMPAAAyMzMxYcIEuLq6wtfXFzNnzkRhYaH2euXl5Zg1axZcXV3h5+eH999/HzExMVi4cKH2HGN/cXfq1AkbN27UPr9+/TqmT5+Ozp07w8vLC5MnT8bVq1e1r9f9db5ixQr4+fnBy8sLiYmJqKmp0Z5TVVWFxYsXIygoCEqlEqGhofj0008hCAJ69eqFFStW6JXh9OnTkMvluHz5stHP6tixY7h06RIeeuihFn7KwNWrV43W1mJiYrTnTJo0CUeOHMGVK1dafH2SHgYEtWubNm2CnZ0dDh48iLVr1yIvLw9jx45FZGQk0tLSsHPnTty4cQOPP/649j0vv/wy9u7di23btmH37t3Yt28f0tPTW3TfiooKxMbGwtXVFampqfj555/h6uqKBx98UK8ms3fvXly+fBl79+7Fpk2bsHHjRr2QmTVrFv71r3/hww8/xNmzZ/HJJ5/A1dUVMpkMc+fOxYYNG/Tu+9lnn2H06NHo2bOn0XKlpqaid+/ecHd3b9H3AwBBQUF6tbTjx4/Dy8sLY8aM0Z4TEhICHx8fHDhwoMXXJwkSeblxojaZPXu2oFAoBBcXF+3Xo48+KgiCIIwdO1aIjIzUO/8vf/mLEBcXp3csJydHACCcP39eKC0tFRwcHIR//etf2teLiooEJycn4cUXX9QeAyBs27ZN7zoeHh7Chg0bBEEQhE8//VQICwsT1Gq19vWqqirByclJ2LVrl7bsISEhQm1trfacxx57TJg+fbogCIJw/vx5AYCQkpJi9HvPzc0VFAqF8OuvvwqCIAjV1dVCly5dhI0bN5r8vF588UVh3LhxBscBCI6Ojnqfo4uLi2BnZydMnjzZ4Py7d+8Kw4YNEx5++GFBpVLpvTZo0CDhzTffNFkGsh3cUY5sXmxsLNasWaN97uLion08ePBgvXPT09Oxd+9euLq6Glzn8uXLuHv3LqqrqzF8+HDtcU9PT4SFhbWoTOnp6bh06RLc3Nz0jldWVuo1//Tr1w8KhUL73M/PD6dOnQIAZGRkQKFQYOzYsUbv4efnh4ceegifffYZhg4diu+//x6VlZV47LHHTJbr7t27cHR0NPraypUrcf/99+sde+WVV6BSqQzOTUhIQGlpKVJSUiCX6zdEODk5oaKiwmQZyHYwIMjmubi4oFevXiZf06VWqzFx4kT87W9/MzjXz88PFy9ebNY9ZTIZhAZ7ben2HajVakRHR+PLL780eG+XLl20j+3t7Q2uWzdM1MnJqclyzJs3DzNnzsTKlSuxYcMGTJ8+Hc7OzibP9/b21gZQQ127djX4HN3c3HDnzh29Y8uWLcPOnTtx5MgRgwAEgFu3bul9j2S7GBDUoURFReHbb79Ft27dYGdn+M+/V69esLe3xy+//ILg4GAAwO3bt3HhwgW9v+S7dOmCvLw87fOLFy/q/dUcFRWFLVu2wMfHp1Xt/QAwYMAAqNVq7N+/3+Av+zoTJkyAi4sL1qxZgx9//BGpqamNXnPQoEFYs2YNBEGATCZrcZm+/fZbLF26FD/++KPRfo66GtKgQYNafG2SHnZSU4eSmJiIW7du4cknn9SOttm9ezfmzp0LlUoFV1dXJCQk4OWXX8aePXtw+vRpzJkzx6AZZdy4cfj4449x7NgxpKWlYf78+Xq1gRkzZsDb2xuTJ0/GgQMHkJWVhf379+PFF1/EtWvXmlXWbt26Yfbs2Zg7dy62b9+OrKws7Nu3D//+97+15ygUCsyZMwdLlixBr1699JrGjImNjUV5eTnOnDnTgk9N4/Tp05g1axZeeeUV9OvXD/n5+cjPz8etW7e05/zyyy9QKpVNloNsAwOCOhR/f38cPHgQKpUK48ePR//+/fHiiy/Cw8NDGwLvvfcexowZg0mTJuH+++/HqFGjEB0drXed999/H0FBQRgzZgyeeuopvPTSS3pNO87OzkhNTUVwcDCmTp2Kvn37Yu7cubh7926LahRr1qzBo48+igULFqBPnz545plnUF5erndOQkICqqurMXfu3Cav5+XlhalTpxpt+mpKWloaKioqsGzZMvj5+Wm/pk6dqj3nq6++wowZMxpt5iLbIRMaNqQSkYGYmBhERkZi1apVYhfFwMGDBxETE4Nr167B19e3yfNPnTqF+++/32gnelvcvHkTffr0QVpamtGJimR7WIMgslFVVVW4dOkS/vKXv+Dxxx9vVjgAmr6Nd999V2/SnjlkZWVh9erVDId2hJ3URDbqq6++QkJCAiIjI/HFF1+06L2zZ882e3mGDh2KoUOHmv26JB42MRERkVFsYiIiIqMYEEREZBQDgoiIjGJAEBGRUQwIIiIyigFBRERGMSCIiMgoBgQRERn1/wETeXy9m3tErgAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -377,7 +377,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -386,7 +386,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -444,7 +444,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -453,7 +453,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -496,7 +496,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -505,7 +505,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAF3CAYAAAC/h9zqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABeQUlEQVR4nO3deVhUZfvA8e+ZhX0TUATFHfcFRc1dNHOptCzLrFxy6adiuWSaZZv1pi0uZahZltlbapnam5lL5W6poKSmuaK4oAgq+zpzfn+MDIzMKCA4IPfnurhkznnOmXsYmZtnV1RVVRFCCCFuorF3AEIIIcomSRBCCCGskgQhhBDCKkkQQgghrJIEIYQQwipJEEIIIaySBCGEEMIqnb0DKOuMRiMXL17E3d0dRVHsHY4QQtwxVVVJTk4mICAAjcZ2PUESxG1cvHiRwMBAe4chhBAl7ty5c1SvXt3meUkQNoSHhxMeHk5OTg5g+kF6eHjYOSohhLhzSUlJBAYG4u7ufstyiiy1cWtJSUl4enqSmJgoCUIIcU8o7OeadFILIYSwShKEEEIIqyRBCCGEsEoShBBCCKskQQghhLBKEoQQQgirJEEIIYSwShKEEEIIqyRBCCGEsEoShBBCCKskQQghAPh2z1kenr+DuKQMe4ciyghJEEIIANbsv8DhC0nsib5q71BEGSEJQggBQJbBCED2jX+FkAQhhAAgK8do8a8QkiCEEEBeDSJLahDiBkkQQghAahCioAqRINatW0eDBg0ICgriiy++sHc4QpRJ5gQhNQhxwz2/5WhOTg6TJk1iy5YteHh40KpVKx577DG8vb3tHZoQZUpu57TUIESue74GsXfvXpo0aUK1atVwd3fnwQcfZOPGjfYOS4gyJzcxyCgmkavMJ4jt27fTt29fAgICUBSFtWvXFiizYMECateujZOTEyEhIezYscN87uLFi1SrVs38uHr16ly4cOFuhC5EuZJtMG1PLzUIkavMJ4jU1FRatGjBp59+avX8ypUrmTBhAq+99hoHDhygc+fO9OnTh5iYGABUVS1wjaIoNp8vMzOTpKQkiy8h7nWqquaNYpIEIW4o8wmiT58+vPvuuzz22GNWz8+ZM4cRI0YwcuRIGjVqxLx58wgMDGThwoUAVKtWzaLGcP78efz9/W0+38yZM/H09DR/BQYGluwLEqIMyt8xnWUo+EeVqJjKfIK4laysLCIjI+nZs6fF8Z49e7J7924A2rZty+HDh7lw4QLJycmsX7+eXr162bzntGnTSExMNH+dO3euVF+DEGVBdr6kIDUIkatcj2KKj4/HYDDg5+dncdzPz49Lly4BoNPpmD17Nt26dcNoNDJlyhR8fHxs3tPR0RFHR8dSjVuIsiZ/UpBhriJXuU4QuW7uU1BV1eJYv3796Nev390OS4hyI//IpWypQYgbynUTk6+vL1qt1lxbyBUXF1egVlFU4eHhNG7cmDZt2tzRfYQoD6QGIawp1wnCwcGBkJAQNm/ebHF88+bNdOjQ4Y7uHRYWxpEjR9i3b98d3UeI8iAzf4KQGoS4ocw3MaWkpHDy5Enz4+joaKKiovD29qZGjRpMmjSJwYMH07p1a9q3b8/ixYuJiYlh9OjRdoxaiPIl2yA1CFFQmU8QERERdOvWzfx40qRJAAwdOpSlS5cycOBAEhISmDFjBrGxsTRt2pT169dTs2ZNe4UsRLmTJTUIYUWZTxChoaFWJ7vlN3bsWMaOHVuizxseHk54eDgGg6FE7ytEWWRRg5AEIW4o130QpUn6IERFkj8pyFpMIpckCCEEmdIHIayQBCGEsJj7IE1MIpckCBtkHoSoSPLXGqSJSeSSBGGD9EGIiiR/UsiUGoS4QRKEEEKGuQqrJEEIIWQUk7BKEoQQwmIPCKMKOZIkBJIgbJJOalGR3NysJENdBUiCsEk6qUVFcnOCyM6RXeWEJAghBAX7HTJliRmBJAghBAWblGQkkwBJEEIIrDQxGaSJSUiCEEIgNQhhnSQIG2QUk6hICoxikgQhkARhk4xiEhXJzZ3UMsxVgCQIIQRSgxDWSYIQQkgNQlglCUIIUWAF12ypQQgkQQghkKU2hHWSIIQQBZuYpAYhkAQhhCCvxqAolo9FxSYJwgaZByEqktzF+dwcdIDUIISJJAgbZB6EqEhyawyujpIgRB5JEEIIc0JwddQCsqucMJEEIYQw1yDcnPSmx1KDEEiCEEKQlxCc9aaPBIMqq7kKSRBCCPL2oHbQmZqYjJIfBJIghBDkJQS9xjTOVZUahEAShBCCvCYl7Y0EYZQEIZAEIYQgr8ag0+YmCHtGI8oKSRA2yEQ5UZHkJgSdRnPjsWQIIQnCJpkoJyqS3ISgM/dB2DMaUVZIghCiglNV1ZwQzH0Q0sYkkAQhRIWXv7YgfRAiP0kQQlRw+SfFySgmkZ8kCCEquPzJILeTWuZBCJAEIUSFZ9HEpJEmJpFHEoQQFVz+GoRWK01MIo8kCCEqOKPUIIQNkiCEqOAMxvyd1NIHIfJIghCigsufDPQyiknkIwlCiAouf3OSVuZBiHwkQQhRwVl0UitSgxB5JEEIUcHlJgONAhpF1mISeSRB2CCruYqKwnhj+2mNonAjP0gNQgCSIGyS1VxFRZFXg1DMNQjpgxAgCUKICs+cIDSmZqb8x0TFJglCiAouNxdoFAWN7Ekt8pEEIUQFl7+JScltYjLaMyJRVkiCEKKCy+1vUBRpYhKWJEEIUcHlLrUhndTiZpIghKjgcvsbtBrFXIOQPggBkiCEqPCM5k5q8vogJEEIJEEIUeHlJgNFmpjETSRBCFHBWS61YXlMVGw6ewdQbnzxADjf9OO61S+RooHaXaB9GHhWK93YhLgD+ZfakLWYRH6SIArrylFwVIp2zeVDsHcxBA+CjhPAp26phCbEnbCcB2F5TFRskiAKa+B34O5a8LhiI2mkX4e9n8PZnbB/GRz4LzR+FDpPgqrNSjNSIYrEcqkN6aQWeSRBFNK7R3xxdHGzOKZi+5dIwZdmTRfRp+MZ3PfNhxMb4Z/Vpq+gXqZEUaNdaYctxG0Z8y+1IZ3UIh9JEIW0Yt85NI4uRb7uVY1Ch3qTeabzKLpd+RaHYz+ZksWJjVCzoylR1L3fdk1EiFKmWqzmanlMVGySIAppTNe6OLm6FThus4Up28C2Y1f491Iy249fYftx0Gme5NEa/RijX0edC/9DObsLzu6Cqs2h80vQqC9otKX8SoSwlDuTWrGYB2HPiERZUSESRP/+/dm6dSv3338/q1atKtY9wrrXw8PDo0jXTOvTiNNXUlh/KJZfDl3iaGwSq844sorHqabpxnTvP3gg/Vd0lw7CD0PBpx50mgjNngSdQ7HiFKKoLJuYco9JhhAVZB7Eiy++yLJly+zy3HUquzGuexC/ju/MHy915eVeDWjs78EFozdj4gfQJnUunxgeI1Vxg4ST8FMYfNIS9nwGWWl2iVlULOalNqQPQtykQiSIbt264e7ubu8wqFPZjbBu9Vg/vjNbJofycq8GBARUZ072ANqmf8x72YOIU70g6Tz8OgXj3Gaw/SPTiCghSonFaq43PhGkD0JAGUgQ27dvp2/fvgQEBKAoCmvXri1QZsGCBdSuXRsnJydCQkLYsWPH3Q+0hNX2dSWsWz1+ebEzWyeHEtY7mN1Vn6Fz5jxeyx7OOWNlNOnx8Mc7ZM1uQtr61yElzt5hi3uQ1f0gJEEIykAfRGpqKi1atOC5557j8ccfL3B+5cqVTJgwgQULFtCxY0c+++wz+vTpw5EjR6hRowYAISEhZGZmFrh206ZNBAQElPpruFO1fF0ZG1qPsaH1OJuQyvpDzRl38FFqXdrAWN3/aJBzHoe9n5C1dxGnazxO5V6T8alWz95hi3uEwdo8CNkwSFAGEkSfPn3o06ePzfNz5sxhxIgRjBw5EoB58+axceNGFi5cyMyZMwGIjIwssXgyMzMtkk1SUlKJ3bswavq4Mia0LmNC6xKT0Ib1h4azKnItDyUuJ1hzioYxy8le/D3bXLpxvVUY7dt1oIq7012NUdxbrA1zlRqEgDLQxHQrWVlZREZG0rNnT4vjPXv2ZPfu3aXynDNnzsTT09P8FRgYWCrPUxg1fFwYHRrEay+9jM/4HfwcvIi/9S3QKwa6pv9G352PEfnBw0yb/zXL/jxDXHKG3WIV5Ze1tZiEgDJQg7iV+Ph4DAYDfn5+Fsf9/Py4dOlSoe/Tq1cv9u/fT2pqKtWrV2fNmjW0adPGatlp06YxadIk8+OkpCS7JolcgT6uBD46CB4dxOUju0j740Nqx2+hj3YffRL2sX19M178+VGMNTrwUPMA+jStShUPqVmI28u/mqusxSTyK9MJIpdy0181qqoWOHYrGzduLHRZR0dHHB0dC13eHvwad4TGHSHuKKl/fIjzsbV00R6ii/YQkReDCI95hLd+bkm72r6891gzavtaWUNKiBtkqQ1hS5luYvL19UWr1RaoLcTFxRWoVZS08PBwGjdubLOmUSZUaYTrU1+ieXE/tB6BqnUkRHOCLx0+Yr3+FXzP/MyABTuJOnfd3pGKMsyyD0JGMYk8ZTpBODg4EBISwubNmy2Ob968mQ4dOpTqc4eFhXHkyBH27dtXqs9TIirVgofnoEw4CB3Hg4MbjTTnmO/wKfOz32Ly4v/xx7+X7R2lKKMMat5SG3lrMdkxIFFm2D1BpKSkEBUVRVRUFADR0dFERUURExMDwKRJk/jiiy/48ssvOXr0KBMnTiQmJobRo0fbMeoyyr0qPDADJh6G0FdRdc500B7hJ81ktv/3PVbuPWPvCEUZlNucpNXIPAhhye59EBEREXTr1s38OLeDeOjQoSxdupSBAweSkJDAjBkziI2NpWnTpqxfv56aNWvaK+Syz7kShE5Faf4Exp/G4Xp2F2/plrJn3V8svTyToQ93K1Ifjri3yTBXYYvdE0RoaOhtp/WPHTuWsWPH3qWITMLDwwkPD8dgMNzV5y1R3nXQDF2Huu8Lsje+wX38S/OIgfxycTS9h7+BTq+3d4SiDDBaNDHJRDmRx+5NTGVVueqDuBWNBuW+53F44S9ivdvirGTxcOwnRH/UlYzYY/aOTpQB1veklhqEkARRcVSqhf8Lm/in1dukqk4EZf6D8lkn0rbOA2M5riWJO2awOg/CjgGJMkMSREWiKDTpN4FTT2zmT5rjSBYuW98kc/EDcEVqExWVDHMVtkiCsKFczIMopuZNm1N5zC/M0o0lSXXG8VIkxkWdYedcMOTYOzxxl5knymkU83LfUoMQIAnCpnumD8KGen4ePPfim4z1DGeLoQUaQyb89hYseQAuH7F3eOIuyr/UhvRBiPwkQVRgfh5OLBjbj8XV32dy9v+RpLrAxf3wWRfY/iEYsu0dorgLZMtRYYskiArOw0nP0hFtyWo6iAcyP+A3Q0swZsMf78Ln3eHSYXuHKEqZ0WhtwyB7RiTKCkkQAkedlnkDg+nXOYSR2ZOZkDWWdK07XDoIi0Nh6yzIybJ3mKKUWJ0HITUIgSQIcYNGo/DaQ42Z/lBj1ho70SV1FlGuHU21ia0zTbWJC/vtHaYoBfmX2pC1mER+kiBsuJdHMd3KyM51mD+oJYlaHx5NGMs8z1cwOnvD5UPwxf2wYRpkptg7TFGCZJirsEUShA33+iimW+nbIoClw9vg7qhn3uXmDNTOJa1Bf1CN8NcCCL8Pjv1q7zBFCcnfxCQbBon8JEEIqzrU9eWHMe3x83BkX7ye7tGDiez8OapXTUg6D8ufgpWDISnW3qGKOyQbBglbJEEImxpW9WD12I4EVXHjUlIGj292pT+zOV1/JKqihaP/g/C2sPdzWd2tHDMYZR6EsE4ShLilal7O/Di2Ay90r4ebo46oS1l0P9idsW5zuV6pOWQmwfrJ8GVPuPyPvcMVxZCbDPJ3UksNQoAkCFEIHk56XurZgJ1Tu/Fi93q4O+r49YovrWKnEO70PDk6Fzi/zzTB7re3IDvd3iGLIshNBooiGwYJS5IgbKioo5huxcvFgUk9G7BzandevD8IVycHPrweSqeU99mpawfGHNN6Tgvawak/7B2uKCTLpTZMx1RVmpmEJAibKvIoptvxdNEz6YH67JzanQk9gkh18uPZlBd5PmsiVxQfuHYGvukPq5+HlCv2DlfchrVOapC5EEIShLgDns56JvQwJYqJPerzl0N7uqW/z1c5vTCiwMGVqJ93g7Sr9g5V3EL+pTbyJwhpZhKSIMQd83TWM75HEDtf6c7/PRDMPP1I+me+TYyxMkriOQ58+gyLtp5k35mrZGTL5kRljcU8CE3+43YKSJQZdt+TWtw7PJz0vHB/EMM61mLZn3WYst2RZcZXaZm2m9Wb5zPL0BO9VqFJgCchNSuZv/w8nOwdeoVmXmpDahDiJpIgRIlzd9IT1q0eIzvX5vLmFAL3vMMbDt9yUtuMP1P8iTp3nahz11myMxowDaVtV8eHKb0bSLKwA/NSG/mGuZqO2ykgUWZIghClxlGnJbD3S3B1L/oTG/nOazEXRq0nMjaTyLPXiDx7jaOxSVy4ns6P+89zMi6Z70e3x1GntXfoFYq11VzzHxcVlyQIG8LDwwkPD8dgkDbzO6Io8OgCWNgRJf4Y1fe8TfV+83kkuBoAqZk5RJy9xvgVB/j7fCIz1//LW/2a2DnoisVwYxK8aT+IvOOSIIR0Utsgw1xLkKsvPLYYUGD/Mjj8Y94pRx1d61dmzpMtAFi6+wy/HJT1ne4ma1uOmo7bKyJRVkiCEHdHna7QeZLp+58nmOZK5NO9oR9jQusCMPXHg0THp97d+Cow81IbBeZBSIao6CRBiLsndBpUb2tav2nViAJ7Xr/0QH3a1vImJTOHsd/ulyGxd0n+pTY0SsHjouKSBCHuHq0eHv8CHD3hQgRs+Y/FaZ1Ww/ynW+Lj6sDR2CTe/lkW/7sbjPk2DFKkk1rkU+QEoaoqZ8+eJT1dFmQTxVCpJvT72PT9znlwaovFaT8PJ+Y9FYyiwPK951i9//zdj7GCyVtqw/JfSRCiWAkiKCiI8+flF1cUU5P+0GoooMKa/yuwXlPnoMq82D0IgNfWHObE5WQ7BFlxmJfauJEZ8vaEsFtIoowocoLQaDQEBQWRkJBQGvGIiqL3LKjcEFIuw9oxBTYcevH+IDrW8yE928CYb/eTlpVjp0DvffmbmPL/KzUIUaw+iA8++ICXX36Zw4cPl3Q8oqJwcIEBX4LOCU5uNu11nY9WozBvYEuquDtyMi6F6WsOy6iaUnJzE1PevtT2iUeUHcVKEM8++yx79+6lRYsWODs74+3tbfElRKH4NYFeNzqqf3vLND8iXxKo7O7I/EEt0Siw+sAFVu47Z58473GqrRqEZIgKr1gzqefNm1fCYZQ9MpP6Lmk9Ak5vhaM/w6rhELkU+nwAVRoBcF8dH17q2YAPNx7jjf/9Q9NqnjSt5mnXkO81+ZfaAMtNg0TFVqwEMXTo0JKOo8wJCwsjLCyMpKQkPD3lA6nUKAo89gXsnGMa1RS9HRZ2hLajTPMmnL0Y07UuEWeusuXYFcZ8G8m6cZ3xdNHbO/J7hiHfhkH5/5U+CFHseRCnTp1i+vTpDBo0iLi4OAA2bNjAP//I2HVRRHon6PYqjNsLjfqCaoA9i2B+K4j8Gg1G5g4MpnolZ85dTWfi91HS/FGC8i+1Afn7IORnXNEVK0Fs27aNZs2asWfPHlavXk1KSgoABw8e5M033yzRAEUFUqkWDPwvDF4Dvg0gLQF+fhE+745Xwt8sejYEB52GP/6NI3zLSXtHe88wL7WRO8xVk1uDsFtIoowoVoJ45ZVXePfdd9m8eTMODg7m4926dePPP/8sseBEBVW3O4zZBb1mgqMHxEbBkh40/XMiC7vkACpzfjvO9uOy33VJyB1hrCg3z4OQDFHRFStBHDp0iP79+xc4XrlyZZkfIUqGVg/tx8ILkRD8rOnY4R+5f/ez7PZ6k6c1vzFt+W4uXJcZ/Xeq4DyI3OP2ikiUFcVKEF5eXsTGFlyS+cCBA1SrVu2OgxLCzK0KPBoO/7cdgp8BnRMBGSf5j/5LNhqf59Ci58i68Le9oyzXCvZBSCe1MClWgnj66aeZOnUqly5dQlEUjEYju3btYvLkyQwZMqSkYxQC/FuYNh566V/oNZPsSnVxUzLonfErDp93ga8eLLBkhygcY4FRTLnHJUFUdMVKEP/5z3+oUaMG1apVIyUlhcaNG9OlSxc6dOjA9OnTSzpGIfI4V4L2Y9G/GMmB7v9lnaEd2aoWzu6CdRNk8H4xGPPtSQ2yFpPIU6wEodfr+fbbbzl+/Djff/89//3vf/n333/55ptv0GplP2FxFygKLbv05USX+TyS9Q5Zqhb+XQeHVtk7snKn4Gqu0sQkTIo1Ue7EiRMEBQVRt25d6tatW9IxCVFoL94fxKELiXx84nFe1n9P6tqJGAPa4e4baO/Qyo2bl9qQtZhErmLVIBo0aEC1atV4+umn+eyzzzh27FhJxyVEoWg1Cp8NDkHXdSKHjLVxNSbz94Ln2HMq3t6hlRsFl9qQGoQwKVaCiI2N5aOPPsLDw4O5c+fSqFEj/P39eeqpp1i0aFFJxyjELem1Gib2bIzmsUVkoaOTcR/ff/khM389SmaOrKV1Owaj9WGuMg9CFCtB+Pn5MWjQIBYtWsS///7L8ePH6dWrFz/++CNhYWElHaNdhIeH07hxY9q0aWPvUEQhNQluhxo6DYA3dctYuy2CR8N3c+5qmp0jK9tym5K0mpvXYrJXRKKsKFaCSElJYcOGDbzyyiu0b9+eZs2acfDgQV544QVWr15d0jHaRVhYGEeOHGHfvn32DkUUgWPnCVAtBA8ljdlOSzgam8jkH/7O+2s4+TLs+gT+DJdhOjeottZikgxR4RWrk7pSpUp4e3szePBgpk+fTqdOnWTFU1E2aHXwyAL4rAudDAcYpN/OiujO/L31R4Lj1sKxX8F4Y3c6Z28IHmTXcMuC3Dxw81Ibkh9EsWoQDz30EAaDgW+++YZly5bx3XffcfTo0ZKOTYjiqdIQur8GwFv6b9juMJHgbSNMe04Yc8CrpqncpumQfs2OgZYNtrYclT4IUawEsXbtWuLj49m8eTOdOnXi999/JzQ0lKpVq/LUU0+VdIxCFF37cVC9DY7GNAI1V0hUXThe6xkY8yeMi7ixWmw8/P5OsW6fbTBy6HziPfEhajTaaGIq/y9N3KFiNTHlat68OQaDgezsbDIzM9mwYcM90wchyjmNFgZ8BTvnsiW1JqMP1MA71oMt3g1w0mnhodnw9cMQ8SW0fAaqhRT61qqqEvbtfjYducz8QS3p2yKgFF9I6Su41IYMcxUmxapBzJ07l0ceeQRvb2/atm3L8uXLadCgAWvWrCE+XsafizLCKxAenkP7x8bh6+VJbGIGX+06YzpXuzM0HwiosG4SGAs/HHZV5Hk2HbkMwF+ny//qxQWW2tBYHhcVV7ESxLfffktQUBDLli0jISGBffv28dFHH/Hwww/j4eFR0jEKcUec9FomPVAfgAVbT3ItNct0oue74Ohp2m8i4stC3evi9XRm/HzE/PjYpeSSDveus7XUhuQHUawEERERIQlBlCuPtqxGw6ruJGfk5O1G51YF7n/d9P3v70BK3C3voaoqU1YdJDkzh2pezgAcu5xc7vshCi61IU1MwqTYe1Jfv36d2bNnM3LkSEaNGsWcOXNITEwsydiEKDFajcIrfRoCsOzPs3mT51oPx1C1BWQmkvz9aNQzuyDTeq3gv3ti2HkyHie9hi+HtUGnUUjOyCE2MeNuvYxSkTuTOm+pDdO/0kktitVJHRERQa9evXB2dqZt27aoqsrcuXN577332LRpE61atSrpOIW4Y13rV6ZDXR92n0rgpe//pqqnE4cvJuKeMIA1+oO4x/wOS38HwOhdF41fE9DqSU3PID4xmWpXUmmn6UOv3gNoUNWdOpVdOX45hWOXkgm4UaMoj2wNc5UahChWgpg4cSL9+vXj888/R6cz3SInJ4eRI0cyYcIEtm/fXqJBClESFEVhWp9G9P10J3vPXM13pi5T9S/TO+t3GipnqKYkoLl6Cq6eAsD1xldNBYKdzuAVMhqA+n7uHL+cwr+XkunWsMpdfz0lJTcP5C21kXtcEkRFV+waRP7kAKDT6ZgyZQqtW7cuseCEKGnNqnvyZt/GRJ69RiN/D5oEeNAkwJPK7g9xLfVlVkWeZ91fB/G4fpR6ygUADIqOQF8PnspchXf6Bdj9MXSfTsOq7qw7GMuxS0l2flV3xvaWo/aKSJQVxUoQHh4exMTE0LBhQ4vj586dw93dvUQCE6K0PNexNs91rF3geCVXB0Z1qcOITrXZdaoj249foZG/B90bVsHLxQGOtoGVz8Lu+dByMA2qmgZo/FvORzIVXGoj97hkiIquWAli4MCBjBgxgo8++ogOHTqgKAo7d+7k5ZdfZtAgWdtGlG8ajULnoMp0DqpseaLhw1CrM5zZAZvfoGGPhQCcupJCtsGIXlvsMR92VXC5b6lBCJNiJYiPPvoIjUbDkCFDyMkxLXym1+sZM2YMs2bNKtEAhSgzFAV6z4LPOsORtVRrPRJXBy2arGTi//wW/zrNICDY3lEW2c2rucpaTCJXkRJEWloaL7/8MmvXriU7O5tHH32UcePG4enpSb169XBxcSmtOIUoG6o2hZDnIGIJml8n85lzZdoof+H4WzY4uMEL+8Hdz95RFsnNS20o0sQkbihSgnjzzTdZunQpzzzzDM7Oznz33XcYjUZ++OGH0opPiLKn22tweBVc+ZdO/AsK5Ch6dFkpsOVd6Dff3hEWic1hrka7hSTKiCI1mq5evZolS5awePFiPv74Y3755RfWrl2LwVB2t3U8d+4coaGhNG7cmObNm0syE3fO1QcengdVmvBPjad5KPM/fFT1Q9O5/d/ApUN2Da+ozDWIG58G0kktchUpQZw7d47OnTubH7dt2xadTsfFixdLPLCSotPpmDdvHkeOHOG3335j4sSJpKam2jssUd41fQzG7iax6zv8o9bml8Sa0KQ/oMLG18rVQkY3L7UhazGJXEVKEAaDAQcHB4tjOp3O3FFdFvn7+xMcHAxAlSpV8Pb25urVq7e+SIhCanhjqOu5q+mkdnkDtI4QvQ2ObyjSfVRVZdM/l0hIySyNMG/JYGvLUckQFV6REoSqqgwbNozHHnvM/JWRkcHo0aMtjhXF9u3b6du3LwEBASiKwtq1awuUWbBgAbVr18bJyYmQkBB27NhRpOfIFRERgdFoJDAwsFjXC3Ezb1cHKrs7AnAssxK0H2s6sWk6GLILfZ8fIs/z/DeRvLD8QGmEeUtG81pMNy/Wd9dDEWVMkTqphw4dWuDYs88+e0cBpKam0qJFC5577jkef/zxAudXrlzJhAkTWLBgAR07duSzzz6jT58+HDlyhBo1agAQEhJCZmbBv7w2bdpEQIBpM5eEhASGDBnCF198cct4MjMzLe6VlFS+Z8mK0tewqjtXkjM5dimZVp0mwf5lkHASTv4ODXoX6h7f7zsHwO5TCfxzMZEmAXdvj3fzUhsyUU7cpEgJ4quvvirxAPr06UOfPn1snp8zZw4jRoxg5MiRAMybN4+NGzeycOFCZs6cCUBkZOQtnyMzM5P+/fszbdo0OnTocMuyM2fO5O233y7iqxAVWX0/d3aciDftDdG2BjR7AvYsgn9WFypBnE1IJeJs3t7YS3ed4cMnWpRmyBZkT2phS5me+pmVlUVkZCQ9e/a0ON6zZ092795dqHvkNot1796dwYMH37b8tGnTSExMNH+dO3euWLGLiqNBVdPyMubNg5rcaGb9dz1k334p8NX7TWs+Va9kWhH2p78v3rIv4vPtp3l+WQTpWSUzejBvqQ3TvzKTWuQq0wkiPj4eg8GAn5/lxCM/Pz8uXbpUqHvs2rWLlStXsnbtWoKDgwkODubQIdvDEB0dHfHw8LD4EuJWGt3oqD5w7hrHLydD9TbgUQ2ykuHkb7e8VlVVVh84D8Dkng1oUd2TrBwjy/fGWC1vMKrM/e04m45cZvPRyyUSv+GmLUelk1rkKtMJIldup1kuVVULHLOlU6dOGI1GoqKizF/NmjUrjTBFBdUkwIN2dbzJyDYy8usIrqXn3BjyCkd/W8rYbyNt/rUfcfYa566m4+qgpXf1HIa3rw7AJ3+cZPQ3kSzfG8POE/FcTjLVRKLjU0m7ca/tx6+USPy2ltqQGoQo0wnC19cXrVZboLYQFxdXoFZR0sLDw2ncuDFt2rQp1ecR5Z9Go7DgmRCqV3Im5moaY7/dz+UaDwJQI347fxw6y88HL0JWKpzbC4dWwe5P4eIBVkWcR8HI/Co/4RTenL5/DWRA9USycoxs+OcS01Yf4tkle+gw6w+Oxibxz8W8XRt3nLhSIv0ERhud1NIHIYq1WN/d4uDgQEhICJs3b6Z///7m45s3b+aRRx4p1ecOCwsjLCyMpKQkPD3v3ogSUT55uzrwxdDWPL5gN3+eTqDTWfhDW5lAzRW6aaI4/OdVntwyC1It/+rvbGhPJ71K9/i/ANBc+ZcPtROYeP8bLDc+wN/nr3M0Non4lCx+PRRLWpYBLQb05HA5CY5fTjH3gRRXblOSIjvKiZvYPUGkpKRw8uRJ8+Po6GiioqLw9vamRo0aTJo0icGDB9O6dWvat2/P4sWLiYmJYfTo0XaMWoiCGlb1YO7AYP7vv5FkG+BPty4EZv7IS7ofCIyPAyUHXCuDb31UvTPqyd95WPun6WKNDnrNhJO/oZzYSLVdrzH5YVfo9Rw/RJzj5VUH2Xr8Cq56hW/0M2miOUvfrHfZfvzKHSUIVVXNw1xlwyBxM7sniIiICLp162Z+PGnSJMA052Lp0qUMHDiQhIQEZsyYQWxsLE2bNmX9+vXUrFnTXiELYVPPJlVZ8HQrTsal0C9oHHz5I/U0pqVoTvp0o97/fQsOrmw8HMsn/6zmFf1KOnhcQdc/HOp2h7aj4PcZsHMO/DIJXCvTtX4PAA6eT2SQww46aI8AME67lp9PNGFUlzrFjjd/EtDIPAhxE7sniNDQ0Nu2dY4dO5axY8fepYhMwsPDCQ8PL9MLEYqyqU8zf9M3qgpVGkPcET7NeYRV6UPZonchPSuHd9Yd5YJai32dPqdLzwZ5FysK3P8GpMWbJtz9MIwqHcfTsmo7Tly6ziTlO3PR/tqdLIr+l4zs1jjptbeMKTPHQEJKFgFezhbH8ycBWYtJ3KxMd1LbU1hYGEeOHGHfvn32DkWUV4oCQ34ifcRWFmqe5szVDH4/GsezX+zhwvV0AjydGBtaz/p1D801zacwZsOOj1ie/By/Ob5MZSWRi9oA1Fqd0SsGRrKW01duv/jk+OVRdJj1B4fOJ1oct0gQGst/jdLGVOFJghCiNLlVwTmwpblW8fw3EeyPuY6Hk475T7fC2cHGX/5aHQz4Egb+FzwDcTIkU1UxzbbeXGMiSrfXABig3cbpi7efE7ThH1OZeb8dtziuWmlikj4IkUsShBB3wWOtqgGmD92qHk6sGtOBkJqVbn2RokCjvvBCJDkjtzKUt+mdOQvHRr2hZnsS9ZVxUAwknokqdBwn4lIsHltvYip4TlRMkiBskHkQoiS1q+1Dl/qVCQ704sexHajvV4SRRzpHdNVb0r5bX/QBzXigsWkOUJJnQ9P52FtvUJR/kl7M1TSyDXlbxeWvJdy81IbMgxB276Quq2QehChJGo3CsuFt7+geo7vWZXTXunkHqjaD+B14JB695XUJqZbrOh26kEirGqbai8Fou5NampiE1CCEKKc8aocAUCPrFBnZtkfbXU3Nsnj81+kE8/eqRROT6V9Zi0nkkgQhRDnlUaslAA2Uc5y8dB2uRlsdm5pwU4KIirlu/j5/LUGrkRqEsCQJQohySqlUm3TFGSclG49NE+CTYPh1aoFyV1MsE8SlpLwlyI2qSkMlBn8S8i21YTonfRBCEoQN0kktyjyNhjgX0zyKGuf+Zzq29zPYt8SiWG4TU93KrgBcSsy3R0XiOX5ymM4Kx3fAaGqmkrWYRC5JEDbIRDlRHqR7N8574OBm+nf9ZFg/BTJM2+XmNjE1vrGNaXxKJjk3RjLpLkTgqORQU4mDGNO6UDIPQuSSBCFEOeYUGGz+PvXhhaitR4BqNNUkfhwBQJXYP6ipXCKoihtajYJRhfgbzU7aK//k3eyftYDMgxB5JEEIUY7VCOlDFnp2GZrw6YUgHo95nDHKa6iKBk5sgh1zGB4zjWX6WVRx1VLF3RHI64fQ5U8QR/8HRoOsxSTMZB6EEOWYxqc2v/fZyoQ1J8jcdvrG0SZcqxuK94U/4Pe3AaipieNa4nb8PIKITcww9UMEgv7KkbybpVyGmD/RKJUBqUEIqUEIUe71bNMEfx8vi2NHAh4rUK7eya+p6uEEYNrCNO0qutRYADarNybx/bPW3Ach+UFIgrBBRjGJ8kKrUZj+UGMquzvioDX9Sv/t1BrcTQsE/qR2IVPV4XZlP+2UwzRTTlP1xHLY+zkAMcbKrFG6m2529H9oMXVgSw1CKKoMdr6l3KU2EhMT8fDwsHc4QtzSnM3H+eT3EzxzXw3+0+wyOYd/otVfnXlJ9z1DdZtJ0/vglHUVjZL3a/+LoS1vaCcQ6TQGMhJZ1fwLJu91AeC3SV2oV+XOtjQVZU9hP9ekBiHEPcTf09SEdCkxA+r1IC70A5JwZa7xKVS3qrhkJ6BRVE7p60OtzlxvPJgPcwaiah2gZicAqqQdM9/v1TWH7fI6RNkgCUKIe0jVGwki9sZkuNxJcg6uXiiPfEqO3o3vcrrxf47vw7B1RLd7hzOqv6lpyjcIAOfEU+b7RUZfucuvQJQlkiCEuIfkdkLnDmM9fy0NgCoejhD0AGeGH+bVnFFcTs4G4NSN3ehq+bqYE0RAznkAWiv/csBpDPzyktXnktbpe58kCCHuIblNTFdTs8jINnDg3HUAmlXzMp33NvUnJGfmEB2fyskbGwjVq+IGPqYE4Z9znmHNHFnlOAMPUmDfFxbPEZecQcg7m3l1za33oRDlnyQIIe4hns56nPSmX+vLSRn8fSNBBAealtlwddTRrYFpnsPi7afNCSKoiru5BqFJvshkv0ibz/G/qIskpGaxfO+5Wy4zLso/SRBC3EMURcHf0xmAC9fTOXQ+EYDgwLztTXM3Hfpx/3n+Pn8duFGDcPEGZ28AXI6tsbxxZgrGq2dRU+PJzMnbkW7/2Wul9VJEGSAJwgaZByHKq9x+iB0n4knNMuDqoDUlgBva1vamVQ0vsnKMXEk27TZnPp9bi7hiuUtd0pkDaD5pzrU59xGTkGY+/ufpBA5fSGTB0q9J/fkVMtLTeOXHg2w4HFuaL1HcJZIgbJDVXEV5ldsPseHwJQCaV/cybwYEplpG/q1L3R115jWa8K1vca8U1XSvc7tXAuBtiMf/2DLe031Bd81+Is9e4/Mdpxl75kVcIxdyfO0sVuw7x+j/7mfprmiL/a9F+SMJQoh7TO5Q1+h40wilFoFeBcr0aORnrjXUreJmXl6DloMtyh1TAwFQLufNh5iQ/TlP6/5gtn4RKalppmU7bvC6+rf5+7d+PsLi7acR5ZckCCHuMbkJIleHuj4Fymg0CpMeMNUWOgf55p2ocR9UbgTAIX1z4lVT53ad9IIT5iopKTRP/4uk5GTzMb0xw6LMn6cSbr5MlCOSIIS4xwRWcjF//3KvBpYJIJ8Hm/mz99X7mdDDslmJof+DdmNZ7vuiOUE4KdkWRQ4ZawHwROYaXFJizMf16ZYT6zycZcHo8kwShBD3mE5BvkzsUZ9vRrQlrFu9vOYjK6p4OFn0TwDgVgV6zyTFox7xeBa45rrqxnzv10hRnWjBcV4xfGY+55kegxYDDRTTvxbbm4pyRxKEEPcYvVbD+B5BdA6qfEf38XDWcUW9KUE8+Q1u4//kvZGPMCtnEACtNcfznlvNZopuBRsdX2Ga7jsuXE+/oxiEfUmCEEJY5emst0gQRkULDfqg866Bm6OOo8YaVq/7P90vAIzU/crlpEza/Oc3lu6Kvisxi5IlCUIIYZWHk544NW+CnSGgNWj1ADjqNFxWCldDCU7dRZuNj0Dcv9YLyJpOZZYkCBtkopyo6Dyd9fyt1mVRTl8+1g5FP2S1+ZyiKKQ6+JKlas3HYowFE0ZXzd987jCHJpqz5KwaWfBJMlNgfgisfr5UXoO4M5IgbJCJcqKic3bQYkTDrJxBaDu+AI5ulucdHUjI14n9q7FtgXt87fC++Xtd3CEysg30+XgHg5fsMa0Ge3oLXD0FB1dCtqlD22BUZYJdGSEJQghhVd3KeQlhZOc6Bc67OupwIW+U0hGH5re9576/D/H0lXlMPjuaxIO/mmoQua6YmqCeWvwnoR9ulYUAywAZpCyEsKppNU++GdGWBn7uOOm1Bc67OurwVPLWZXKpWg8u3vqeSsQSBut+AyBhz2Ky6rXDIffkpUMYq7Zg3xnTAoCHLyTSupb3bePMNhjRa+Vv3dIgP1UhhE2dgypTxcPJ6jk3Rx2zsp8C4HTdwVSu2ZjdhsZsNzQjo25vUyHPGuxqMYvlOd0AaHHpB/P1auJ5Lp49YX5sPL+P9Hy1hozs2zczvfW/f2g1YzPnrqbdtqwoOqlBCCGKxdVRy+eGh9hrbMhrHQZRL8XI09nTAfinT3M41xea9CfrdCpr96YySLcFd/LmRTinXyIzOW8ZEOOJ30kLzTE/TsvK4VpqFi6OWhx1BWswAEt3nwHg8x2nmfFI01J4lRWbJAghRLG4OuowoGW/Wp8qlTyo7JV3ztm7Ovg+C4Cfh4EDaj3SVEdclMy8643JGJJPmh/rks+TFZ83X2LyD3+TlJFDI38Pfh3f+ZaxSKd26ZAEIYQolhxD3vyFKh6OOOq0LHo2BGcHLZp8y3f4ezqRhZ69xoaEav+2uIdHdjwAyaoz7ko6xitHGa79gyrKdWZlmGZqH41Nsvr86Vl5zVEylaJ0SB+EEKJYUjLzmoNym4B6N61K1/qW8yG8XPQ46jSsM7YDIM2jDhfJW0DQqCrsNJqah7SX/+EN/TeM1v1MHSWvxzvrxi52qqoSm5iOqqrmzY4A0rJkxFNpkAQhhCiWlIyc2xfCNKkuyM+NVYYu9Mj8gCtP/8ZJ52Dz+ctU4t8by3Y4n9tmPp5/CO319CwAvtgRTfuZf/DVrjNcSck7H5+SlyxEyZEEIYQoFg9nfaHLNqvmCSicVKvj5+OFtu0I8zlX0rngUBOASlfyJqaO0q0HTG1HiddNQ1//s960FeqMdUe4npa3BHmq1CBKhSQIIUSxvPFwY1rXrMRng0NuW7ZLvpVlnfRa7uvci1NGfwB+N7bCWDuUTNUy4Tyi3U0fzV6GaDdSd0kjDv+ykIc1f9JHsweApIy8BJGelVebSUjJNM3SFndMOqmFEMVSw8eFVWM6FKps76ZVef3hxuZtTnU6Lf2z3maw9jd+NrZnSO1A/jrRiK7agxbXLXT42Px9032v8OmNWXUtMhazN/qa+VxuH8RPURcYvyKKF7vXY1LPBnfy8gRSgxBC3AWKojCiU22LDuwUxY1ww6PEqH40rOrBObXw+1c000SzfG/eTna5CWL6WtPWqJ/8cdLqdaJoJEHYIKu5ClG6xoTWBSC0QWWqV3ImVi24d7Yt3TRRN/49QA3lMmk3mpg0t9g9TxSdNDHZEBYWRlhYGElJSXh6Ftx2UQhxZ8bfX5/G/p50rOeDi4OOS9x+3aVcz2h/Y4sxmK8cPgTgnexnMBp6Fdw+NZ+sHCOZOQbcnQrfuV7RSQ1CCGEXDjoNDzX3x8vFAQedBtW58DUIJyWbhzR/mR+/rv+W7APLb1mD6DVvO83e2sT1tKw7irsikQQhhCgTNF7VzN9fafZ/Fuei6w8vUL5FJcu5D+qJTdxqUdfo+FQA9kZfBeBkXDKDl+wxPxYFSYIQQpQJAx7szbvqCGa4v4Fvu6fyTnR7jdpPfcSfhsb8aWjMQWNtABo5XLG43piTjVZRABV3bK/uarwxAvbVNYfZcSKeJz/7s6Rfyj1D+iCEEGVCuzo+NH/tAxy0GhQl3zyGtKug0TLoxkqxn+nn0JxolIQTFte7nPqFuo49eUq3hRd1a+GMP9TqVOB5jDfmSCSlZxc4JyxJDUIIUWa4OOjQaTWg0UKniaB1gNaWzUuX1Uo2r/8mc7wpOQDqns8AiE1Mt+h3yE0Qtva5EHmkBiGEKJu6vwHdXzcli3xuThCfur3IuJRPClye5R5Ickom7Wf+YXHccKONSX+LEU/CRGoQQoiySaMpkBwA4vDKe+BahXiXulYvd9wbjuMXXXhBu5rcNZ3A+tLgRqNKtsHI6SspskxHPpIghBDlikUNYtAKdM7uNsu6X/+Xl/SrOOP0DO/pvqAqCeYmpvwjYrMMRiasjKL77G1sPnK5tEIvdyRBCCHKlSTVNe+Bd230NyWI08aqVq97WvcHOx3Hk5OTu/tcXobIyDbwy8FYAD7dIst05JIEIYQoV46qNcA9APyDwcWbi2mWH2N/q9abnAB0ihGH5LNAXmc1QEZ23palyYXc56IikE5qIUS5kokDvLgfNKYlM3y9feHGun2zswdwSK1Df+0um9fr00xNSJk5eXtIZGTnfZ+cIcNfc0mCEEKUP3pn87cv9mzC/66/Svy1JOZf7kAT5cwtL30ocgRqYDaZ2TXNxzLyJYskqUGYSROTEKJc83TR02/YVHoOew1vVwce6tDittdk/TSerOwcGilncSHDookpK1+ymP/7CXrM2WbefzvbYERV1Qoz0klqEEKIe0L1Si5ETu+BYjRA5K3LOqqZdL36Ay85LgNgR8o/ALyk+55h2o0Yji5B2+ghZm8+DkDTNzdy6K2edJ+9DQXTqKfpDzVmQEj10nxJdic1CCHEPUNRFNDm/d37cU5/amV8S6OMLwuUfYll5u/jvvs/vEniBd1a3JV01N3hkHiBZfqZdNMcAOD3o3FcSc4kLjmT62nZTP7h79J/QXZ2zyeI5ORk2rRpQ3BwMM2aNePzzz+3d0hCiNJWqzMA3+eEAgrpODEr+ymbxR/X7uRnx9fMj1OSr5Px30F00R4y7zmh01a8mdf3fIJwcXFh27ZtREVFsWfPHmbOnElCQoK9wxJClKbBa+nnsowL5G1jusjQl86Zc5mRPdjqJdWUvM+Fs1fTcbqSV0NopzlCRraRusoF2ipHzcff+t8/pRB82XHPJwitVouLiwsAGRkZGAyGCtPBJESFpdWRpvO66aDCOdWPeDVvh8iTxgCrl7fQnLZ43Fw5xfW0LH53fJnvHd8hUDENlV26+wznr9leWry8s3uC2L59O3379iUgIABFUVi7dm2BMgsWLKB27do4OTkREhLCjh07ivQc169fp0WLFlSvXp0pU6bg6+tbQtELIe4WL5cb8x7cHAtV3tvVwerxK+QliCi1HjHGylbL5ZeFnvjEVPPjmkqc+ft31h3hROw1WPEM7JxbqNjKC7sniNTUVFq0aMGnn35q9fzKlSuZMGECr732GgcOHKBz58706dOHmJgYc5mQkBCaNm1a4OvixYsAeHl58ffffxMdHc13333H5cuy1ooQ5c2K59vRq4kf3426r1Dlq9pYzjv/Wk4ZrUbyVNbr5sevZo+wes2D2j38ujevOSlLzesI3/jPZWbPnwf/roPf3ipUbOWF3Ye59unThz59+tg8P2fOHEaMGMHIkSMBmDdvHhs3bmThwoXMnDkTgMjI24xpu8HPz4/mzZuzfft2nnjiCatlMjMzyczM28owKSmpsC9FCFGKGlb14LPBrQtdfnin2vzv74s467Wk55spneRSizkZA7hEJSZ068k/6kme3Pc6VZTrpmU8rGirOUbX7N3mP6n7aPcyVNnItOyRJOGGu3JvNjPZPUHcSlZWFpGRkbzyyisWx3v27Mnu3bsLdY/Lly/j7OyMh4cHSUlJbN++nTFjxtgsP3PmTN5+++0ixWk0GsnKko3Qxb1Dr9ej1RZcars8CQ70YseUbiSmZ/Pw/J0APBocQEgtb15f+xgAr+i1uDvp2Ks2AhUqc83m/WbovzZ//5xuIwAZOPBS9lh0GGxdVq6V6QQRHx+PwWDAz8/P4rifnx+XLl0q1D3Onz/PiBEjzLMfx40bR/PmzW2WnzZtGpMmTTI/TkpKIjAw0Gb5rKwsoqOjMRqNNssIUR55eXlRtWpV09yCcirQ2wV9Yob5sYujDkdtXsu6o06DQ77HybgU6f4hygkUjGjJ+/1PzczB1dH00ZptMPLX6QRa1ajEV7ui2XrsCstGtMXFoUx/9JqViyhv/g+qqmqh/9OGhIQQFRVV6OdydHTE0bFwnWCqqhIbG4tWqyUwMBCNxu5dOkLcMVVVSUtLIy7O1BHr7+9v54jujIdz3secqoKj/qYEoct7nEFex/aErLE8VTOJdrH/tXnvWprLRDk+zzU1b8nxhz7Zwdhu9ejWoArL98YwZ/NxutSvzPbjVwD4bk8MIzvXKZHXVtrKdILw9fVFq9UWqC3ExcUVqFWUtPDwcMLDwzEYbFcdc3JySEtLIyAgwDyUVoh7gbOzaTG8uLg4qlSpUq6bm/L/tX4lOcOixqDTWiaI4MBKYPocZ5exCVUDmt4yQQB4Kml45uuD6Hx9La+vCiUTB6p5mX6OuckBID6l/DRHl+k/eR0cHAgJCWHz5s0Wxzdv3kyHDh1K9bnDwsI4cuQI+/bts1kmN3k4OFgfTidEeZb7R0929r2z/HV6tgEvF8vf1/wJo25lN1plLKJr5hyuUIlM9Pzt2d18/oecLrd9jnf0SxmnWwvAhevpBc6nZFr+PHMMxjK7xLjdE0RKSgpRUVHmZqDo6GiioqLMw1gnTZrEF198wZdffsnRo0eZOHEiMTExjB492o5RWyrPbbRC2HIv/b9+r38zfFwdmNq7Ie3qeDOobSDTH2oEYFGDCOtWl6t4cFY17Urn5exgMbH2d2OrQj3fC7q1LNLPpY3yb4FzmdmW/ZUDFv1Js7c2EZecUaCsvdm9iSkiIoJu3bqZH+d2EA8dOpSlS5cycOBAEhISmDFjBrGxsTRt2pT169dTs2ZNW7cUQggLT99Xg0FtA81Jb+ZjeQNV9PnWWPJ01vPNiLYMXrKXhlXdGdG5Nomn9XBjtHsSrhRWb+0+emv3USvjO4vj2QbLBBF17joAm49c5pn7rH+uqarKZ9tPExzoRbs6PoWO4U7ZPUGEhobedumLsWPHMnbs2LsUkUlh+iCEEOWHrRpRliHv88fNSUfnoMqcmfWQ+ZirlzOY5tyy29i4yM/rx1Uu421+nH3j+VRVJStfssjItj0ScsPhS8z61VQbyR9babN7E1NZVZg+iIrmrbfeIjg4uEjXhIaGMmHCBLvHIYQt2Tl5H8yOuoKd8YprlfyPyAkZWaT7T9D9aPE4NymMWhZBg+kbzMfzb3t6szMJ9pmIZ/cahCg/Jk+ezAsvvFCka1avXo1ery+liIS4czc3+RQQ/DTs+9y8sJ/mvv/jasQKvJWUQt0//xwJAN+MaLJ2/sn2o4FA3u+GwViwJSUtK4enP9/DsUvJhXqukiY1CHFbqqqSk5ODm5sbPj5Fa//09vbG3d399gWFsJPbJohqrXgg8wMeyzKtsKCpUp92meEFiv1hCLZ6uYuSwVjtWmool2minGHmxZE4/Dadkdr1Vsurqsq241eIS87gh4jzRJ27brFUyN0kCcKG8PBwGjduTJs2bQp9jaqqpGXl2OWrqEuYZ2Zm8uKLL1KlShWcnJzo1KmTuTlt69atKIrCxo0bad26NY6OjuzYsaNA005OTg4vvvgiXl5e+Pj4MHXqVIYOHcqjjz5qLnNzE1OtWrV47733GD58OO7u7tSoUYPFixdbxDZ16lTq16+Pi4sLderU4fXXX7+nhlqKsuXxG9uG9mhUxWaZE2p1iw7qFx5owmiPT0ke+gf1MpbRJGMJx1TrKy48rN3DFP33bHecyC+Or+Y9r3Y7n+s/opPmkEX5TUcuM/TLvbT9z+8kpNp3zoQ0MdkQFhZGWFgYSUlJeHp63v4CTGOsG7+xsZQjs+7IjF5Fmr4/ZcoUfvzxR77++mtq1qzJBx98QK9evTh58qRFmY8++og6derg5eXFtm3bLO7x/vvv8+233/LVV1/RqFEjPv74Y9auXWsxKs2a2bNn88477/Dqq6+yatUqxowZQ5cuXWjYsCEA7u7uLF26lICAAA4dOsSoUaNwd3dnypQpRfiJCFE4/p7OHJnRC2d94ScDvnB/ENwfhNGoksMlctCRTdEmE9bVxFKXWB7Q7md01gQUtS4Ae05fNZf55PcTRbpnSZMaRAWUmprKwoUL+fDDD+nTpw+NGzfm888/x9nZmSVLlpjLzZgxgwceeIC6detabVqaP38+06ZNo3///jRs2JBPP/0ULy+v2z7/gw8+yNixY6lXrx5Tp07F19eXrVu3ms9Pnz6dDh06UKtWLfr27ctLL73E999/XxIvXQirXBx0xZr3odHkXfNNzgMkqc7Fev5FDvNw2vo2Uxd9X6Y2IJIaRAly1ms5MqOX3Z67sE6dOkV2djYdO3Y0H9Pr9bRt25ajR4+am9Vat7a9tHJiYiKXL1+mbdu25mNarZaQkJDbLlyYf7FERVGoWrWqed0fgFWrVjFv3jxOnjxJSkoKOTk5eHh4FPr1CWEPV6hE88wlrGn9Dy0P/6fI14/SrYdL62mc8SVgfS+Lu00SRAlSFKVcrNKY219xu0UQXV1vPynI2j1u5+ZRTYqimJPKX3/9xVNPPcXbb79Nr1698PT0ZMWKFcyePfu29xWitDhoNRZzFm7FKzSMTpFV2Ok4vljP5UEqtZVLjNKt46OcJzmv2u4bKW3SxFQB1atXDwcHB3bu3Gk+lp2dTUREBI0aNSrUPTw9PfHz82Pv3r3mYwaDgQMHDtxRbLt27aJmzZq89tprtG7dmqCgIM6ePXtH9xTiTnUOMm1T7GNjG9NcigK1fV05r1bmgcwPivVcTTVn+MXxVR7V7uZT/fxi3aOkSIKwoTijmMoLV1dXxowZw8svv8yGDRs4cuQIo0aNIi0tjREjrG+5aM0LL7zAzJkz+emnnzh27Bjjx4/n2rVrd7SGT7169YiJiWHFihWcOnWKTz75hDVr1hT7fkKUhA+faMGY0Lr8MLp9gXOd6uXtca+/seT/Y62qcUKtzmOZbxX5ub5wyKstB2tOWZzTkWNas/wukQRhw70+k3rWrFk8/vjjDB48mFatWnHy5Ek2btxIpUqVbn/xDVOnTmXQoEEMGTKE9u3b4+bmRq9evXByKn776SOPPMLEiRMZN24cwcHB7N69m9dff/32FwpRirxvLPRXp7JbgXPzngo2f6+90Wmd+xm+X63PkKypRBjr81VOL1bkhHJBLdpcoibKGeop55mtX8BJpyGw8lnANPPa2uS6kqSoRR1AX8HkDnNNTEws0FGakZFBdHQ0tWvXvqMPxXuF0WikUaNGPPnkk7zzzjv2DkfcIfn/XXi1XvkFAF83RyKm92DCigOsjbpotewA7TY+0n9W6HtPz36OKbqVeOTbcyJzxDa6fpOAr7sD617oXOR4b/W5lp/UIESxnT17ls8//5zjx49z6NAhxowZQ3R0NE8//bS9QxPirpo/qCV+Ho58NjgEgFv9Yb/K0IVHM2cUuo+ir/ZPi+QA4LikKz1Sf+bwhSQS00tvEqkkCFFsGo2GpUuX0qZNGzp27MihQ4f47bffCt3RLcS9om+LAPa82oOQmqYm2vz5Yd9rPW4qrRCl1uOEWp1Z2U/d9t73aQruKQHwrv4rmimnScvKKWbUtycJQhRbYGAgu3btIjExkaSkJHbv3k2XLrffcUuIe50xX8t9ZXdHPs7XT5HfKkPXO3qe7poDZOeUXi+BJAgb7uVRTEKI0tWqhqkm0cjf1L7/UDN/i42JciXgzj/G4m9+NlH/Y6HnZxSHJAgb7vVRTEKI0vNch1p8/FSwueag02r4YEDzAuVUNPTN+g8NMpayKKdvsZ4rJqH0lgKXBCGEECVMo1F4JLga9f3ylrrX2JgfZERDJg7MyhnE4KxXivxcn6xYV+w4b0cShBBClBE7jM3plPkx4Tn9Cn1NmHF5qcVT9hcOEkKIe0BhZ5ydVyszP6c/XqRSWblOT23kLcsnU7wVZAtDEoQQQtwFOfkmR3Sq50tog8rc38iPM/GpPLfUsq8zA0deyzEte3NGe+t5RSnFXGK8MKSJSdx1iqKwdu3aO7rHsGHDbrlznRBlTf5FK74e3paRnetQ29eVbg1vvVprz8z3eTLT9nIzKVKDuPvCw8MJDw/HYLDPXrD3stjY2CKt+VQYq1evLrCMeHkSGhpKcHAw8+bNs3coopQ45duzRasp/IKWx29sZZqguuOjFByxpHUuvb1SpAZhgwxzLXlZWab9datWrYqjo2OJ3tvb2xt3d/fbFyzHVFUlJ6f0Zs2K0uVUiE29XunTkM5Bvix4ppX52LAOtfi/LnW4rlhPBFVrNy6xGG8mCaIkqSpkpdrnqwhrLm7YsIFOnTrh5eWFj48PDz/8MKdO5S0rfObMGRRFYcWKFXTo0AEnJyeaNGlisS0owJEjR3jwwQdxc3PDz8+PwYMHEx8fbz4fGhrKuHHjmDRpEr6+vjzwwANAwSamQ4cO0b17d5ydnfHx8eH5558nJSXFfN5gMDBp0iRzvFOmTCmwMdHNTUyZmZlMmTKFwMBAHB0dCQoKsthO9WYLFiwgKCgIJycn/Pz8GDBgQIHXMW7cOHMM06dPt4ghKyuLKVOmUK1aNVxdXbnvvvsK/Lx27dpF165dcXFxoVKlSvTq1Ytr164xbNgwtm3bxscff4yiKCiKwpkzZ9i6dSuKorBx40Zat26No6MjO3bsKNC8BjBhwgRCQ0MtYn7hhReYMGEClSpVws/Pj8WLF5Oamspzzz2Hu7s7devW5ddff7X5MxElq3n12+9tX9/PjW9G3MeDzfx5NDgArUbh6ftqMO3BRpztvoBDxlpsMbQwl1+c8xDHKt16D/g7IU1MJSk7Dd4LsM9zv3oRHG6/AxyY9qSeNGkSzZo1IzU1lTfeeIP+/fsTFRWFRpP3N8PLL7/MvHnzaNy4MXPmzKFfv35ER0fj4+NDbGwsXbt2ZdSoUcyZM4f09HSmTp3Kk08+yR9//GG+x9dff82YMWPYtWuX1d3m0tLS6N27N+3atWPfvn3ExcUxcuRIxo0bx9KlSwGYPXs2X375JUuWLKFx48bMnj2bNWvW0L17d5uvcciQIfz555988skntGjRgujoaIvklV9ERAQvvvgi33zzDR06dODq1avs2LHDoszXX3/NiBEj2LNnDxERETz//PPUrFmTUaNGAfDcc89x5swZVqxYQUBAAGvWrKF3794cOnSIoKAgoqKiuP/++xk+fDiffPIJOp2OLVu2YDAY+Pjjjzl+/DhNmzZlxowZAFSuXJkzZ84AMGXKFD766CPq1KlTqD2/88c8ZcoU9u7dy8qVKxkzZgxr166lf//+vPrqq8ydO5fBgwcTExODi4tLoe8risfPw4nfJnXFw8n2x271Snnvw9yBwbzzaFPcnUxNp5ed6jA86z2e1W6mm/ZvAN7LeYb/o/j7r9yOJIgK6PHHH7d4vGTJEqpUqcKRI0do2rSp+fi4cePMZRcuXMiGDRtYsmQJU6ZMYeHChbRq1Yr33nvPXP7LL78kMDCQ48ePU79+fcC0AdAHH9hetfLbb78lPT2dZcuWmbc4/fTTT+nbty/vv/8+fn5+zJs3j2nTppljWbRoERs3brR5z+PHj/P999+zefNmevQwLZRWp04dm+VjYmJwdXXl4Ycfxt3dnZo1a9KyZUuLMoGBgcydOxdFUWjQoAGHDh1i7ty5jBo1ilOnTrF8+XLOnz9PQIDpD4TJkyezYcMGvvrqK9577z0++OADWrduzYIFC8z3bNKkifl7BwcHXFxcqFq1aoH4ZsyYYa59FUWLFi2YPn06ANOmTWPWrFn4+vqak9obb7zBwoULOXjwIO3atSvy/UXR1atScD8JgJXPt+NSUobFxDpFUczJAfL6LX43tOJd/VecMvoDYCzFPSEkQZQkvYvpL3l7PXchnTp1itdff52//vqL+Ph4837QMTExFgmiffu83bN0Oh2tW7fm6NGjAERGRrJlyxbc3Ar+hz916pQ5QbRu3fqWsRw9epQWLVpY7H/dsWNHjEYjx44dw8nJidjYWKux2NrKJCoqCq1WS9euhVsI7YEHHqBmzZrUqVOH3r1707t3b/r372/xV3W7du0sdspr3749s2fPxmAwsH//flRVNb/mXJmZmfj4+JhjeuKJJwoVz81u9zO0pXnzvKUdtFotPj4+NGvWzHzMz88PgLi4uGLdX5Sc++rcfhOh3P/vsfgQnPEZqTdGL5XiUkySIEqUohS6mcee+vbtS2BgIJ9//jkBAQEYjUaaNm1q7kS+ldwPSaPRaP4r/2b+/v7m7/N/8FujqqrNLUqLu3Wps3PRhv25u7uzf/9+tm7dyqZNm3jjjTd466232LdvX6GadIxGI1qtlsjISLRay47I3ARa1Jjyu/lnqNFoCiTH7OyCewLcPKpLURSLY/nfS1H25a8oXMc933FZzVWUkISEBI4ePcr06dO5//77adSoEdeuXbNa9q+//jJ/n5OTQ2RkJA0bNgSgVatW/PPPP9SqVYt69epZfN0uKeTXuHFjoqKiSE1NNR/btWsXGo2G+vXr4+npib+/v9VYbGnWrBlGo5Ft27YVOg6dTkePHj344IMPOHjwIGfOnLHoS8n//LmPg4KC0Gq1tGzZEoPBQFxcXIGfRW6TUfPmzfn9999tPr+Dg0Ohh1RXrlyZ2NhYi2NRUVGFfKWivNJrC35cn37vQd7q18RK6ZIhCaKCqVSpEj4+PixevJiTJ0/yxx9/MGnSJKtlw8PDWbNmDf/++y9hYWFcu3aN4cOHA6ZhwFevXmXQoEHs3buX06dPs2nTJoYPH16kuSPPPPMMTk5ODB06lMOHD7NlyxZeeOEFBg8ebG4CGT9+PLNmzTLHMnbsWK5fv27znrVq1WLo0KEMHz6ctWvXEh0dzdatW/n++++tll+3bh2ffPIJUVFRnD17lmXLlmE0GmnQoIG5zLlz55g0aRLHjh1j+fLlzJ8/n/HjxwNQv359nnnmGYYMGcLq1auJjo5m3759vP/++6xfvx4w9QHs27ePsWPHcvDgQf79918WLlxo7jivVasWe/bs4cyZMxbNftZ0796diIgIli1bxokTJ3jzzTc5fPhwoX/monx6uLm/eUOiXJoizKcoDkkQFYxGo2HFihVERkbStGlTJk6cyIcffmi17KxZs3j//fdp0aIFO3bs4KeffsLX1xeAgIAAdu3ahcFgoFevXjRt2pTx48fj6elpMRLqdlxcXNi4cSNXr16lTZs2DBgwgPvvv59PP/3UXOall15iyJAhDBs2jPbt2+Pu7k7//v1ved+FCxcyYMAAxo4dS8OGDRk1apRFLSU/Ly8vVq9eTffu3WnUqBGLFi1i+fLlFp3IQ4YMIT09nbZt2xIWFsYLL7zA888/bz7/1VdfMWTIEF566SUaNGhAv3792LNnD4GBpklO9evXZ9OmTfz999+0bduW9u3b89NPP6HTmVp5J0+ejFarpXHjxlSuXJmYmBibr61Xr168/vrrTJkyhTZt2pCcnMyQIUNu/8MW5ZqTXsuPYzrQro73XXtORbXV01fB5Z9Jffz4caube9+rm7qfOXOG2rVrc+DAAYKDg+0djt1V1FnO9+r/7/Iu6tx1Hg3fxTP31eA//Zvd/gIrkpKS8PT0tPq5lp90UtsQFhZGWFiY+QcphBBlQXCgF3+/0RP3W8ynKCmSIIQQopzxdLk7645JghAF1KpVy+Ycg4ro5iUzhKgopJO6BMiHqbgXyf9rIQniDuROiirMBDMhypu0tDSg4IQ7UXFIE9Md0Ol0uLi4cOXKFfR6fZGGdwpRVqmqSlpaGnFxcXh5eRWYHS4qDkkQd0BRFPz9/YmOjubs2bP2DkeIEuXl5WV18UBRcUiCuEMODg4EBQVJM5O4p+j1eqk5CEkQJUGj0chEIiHEPUcazYUQQlglCUIIIYRVkiCEEEJYJX0QNuQu1peTkwOYFrcSQoh7Qe7n2e0mQ8pqrrdx/vx585LNQghxLzl37hzVq1e3eV4SxG0YjUYuXryIu7s7iqLQpk0b9u3bVyL3Lu69CntdYcrdqoytc4U9npSURGBgIOfOnbvlksKlzd7vWVGuuV3Z4p63dlzerzu/rrz+jqmqSnJyMgEBAbec4CtNTLeh0WgsMqxWqy2xX57i3quw1xWm3K3K2DpX1OMeHh52/cCx93tWlGtuV7a4560dl/frzq8rz79jhdnGQDqpiygsLMzu9yrsdYUpd6syts4V9bi92fs9K8o1tytb3PPWjsv7defX3eu/Y9LEJEpNYXetEmWDvF/lT2m/Z1KDEKXG0dGRN998E0dHR3uHIgpB3q/yp7TfM6lBCCGEsEpqEEIIIaySBCGEEMIqSRBCCCGskgQhhBDCKkkQQgghrJIEIexi3bp1NGjQgKCgIL744gt7hyMKoX///lSqVIkBAwbYOxRxG+fOnSM0NJTGjRvTvHlzfvjhh2LdR4a5irsuJyeHxo0bs2XLFjw8PGjVqhV79uzB29vb3qGJW9iyZQspKSl8/fXXrFq1yt7hiFuIjY3l8uXLBAcHExcXR6tWrTh27Biurq5Fuo/UIMRdt3fvXpo0aUK1atVwd3fnwQcfZOPGjfYOS9xGt27dcHd3t3cYohD8/f0JDg4GoEqVKnh7e3P16tUi30cShCiy7du307dvXwICAlAUhbVr1xYos2DBAmrXro2TkxMhISHs2LHDfO7ixYtUq1bN/Lh69epcuHDhboReYd3peyburpJ8vyIiIjAajcXatkAShCiy1NRUWrRowaeffmr1/MqVK5kwYQKvvfYaBw4coHPnzvTp04eYmBjA+iYliqKUaswV3Z2+Z+LuKqn3KyEhgSFDhrB48eLiBaIKcQcAdc2aNRbH2rZtq44ePdriWMOGDdVXXnlFVVVV3bVrl/roo4+az7344ovqt99+W+qxCpPivGe5tmzZoj7++OOlHaLIp7jvV0ZGhtq5c2d12bJlxX5uqUGIEpWVlUVkZCQ9e/a0ON6zZ092794NQNu2bTl8+DAXLlwgOTmZ9evX06tXL3uEKyjceybKjsK8X6qqMmzYMLp3787gwYOL/VyyYZAoUfHx8RgMBvz8/CyO+/n5cenSJQB0Oh2zZ8+mW7duGI1GpkyZgo+Pjz3CFRTuPQPo1asX+/fvJzU1lerVq7NmzRratGlzt8Ot8Arzfu3atYuVK1fSvHlzc//FN998Q7NmzYr0XJIgRKm4uU9BVVWLY/369aNfv353OyxxC7d7z2SkWdlyq/erU6dOGI3GO34OaWISJcrX1xetVmvxlydAXFxcgb94RNkg71n5cjffL0kQokQ5ODgQEhLC5s2bLY5v3ryZDh062CkqcSvynpUvd/P9kiYmUWQpKSmcPHnS/Dg6OpqoqCi8vb2pUaMGkyZNYvDgwbRu3Zr27duzePFiYmJiGD16tB2jrtjkPStfysz7VezxT6LC2rJliwoU+Bo6dKi5THh4uFqzZk3VwcFBbdWqlbpt2zb7BSzkPStnysr7JWsxCSGEsEr6IIQQQlglCUIIIYRVkiCEEEJYJQlCCCGEVZIghBBCWCUJQgghhFWSIIQQQlglCUIIIYRVkiCEEEJYJQlCiAomKyuLevXqsWvXrhK977p162jZsmWJLDMtygZJEKJcGzZsGIqiFPjKv9CZsLR48WJq1qxJx44dzccURTFvLJPfsGHDePTRRwt134cffhhFUfjuu+9KKFJhb5IgRLnXu3dvYmNjLb5q165doFxWVpYdoit75s+fz8iRI0vl3s899xzz588vlXuLu08ShCj3HB0dqVq1qsWXVqslNDSUcePGMWnSJHx9fXnggQcAOHLkCA8++CBubm74+fkxePBg4uPjzfdLTU1lyJAhuLm54e/vz+zZswkNDWXChAnmMtb+4vby8mLp0qXmxxcuXGDgwIFUqlQJHx8fHnnkEc6cOWM+n/vX+UcffYS/vz8+Pj6EhYWRnZ1tLpOZmcmUKVMIDAzE0dGRoKAglixZgqqq1KtXj48++sgihsOHD6PRaDh16pTVn9X+/fs5efIkDz30UBF/ynDmzBmrtbXQ0FBzmX79+rF3715Onz5d5PuLskcShLinff311+h0Onbt2sVnn31GbGwsXbt2JTg4mIiICDZs2MDly5d58sknzde8/PLLbNmyhTVr1rBp0ya2bt1KZGRkkZ43LS2Nbt264ebmxvbt29m5cydubm707t3boiazZcsWTp06xZYtW/j6669ZunSpRZIZMmQIK1as4JNPPuHo0aMsWrQINzc3FEVh+PDhfPXVVxbP++WXX9K5c2fq1q1rNa7t27dTv359PDw8ivR6AAIDAy1qaQcOHMDHx4cuXbqYy9SsWZMqVaqwY8eOIt9flEElvoC4EHfR0KFDVa1Wq7q6upq/BgwYoKqqqnbt2lUNDg62KP/666+rPXv2tDh27tw5FVCPHTumJicnqw4ODuqKFSvM5xMSElRnZ2d1/Pjx5mOAumbNGov7eHp6ql999ZWqqqq6ZMkStUGDBqrRaDSfz8zMVJ2dndWNGzeaY69Zs6aak5NjLvPEE0+oAwcOVFVVVY8dO6YC6ubNm62+9osXL6parVbds2ePqqqqmpWVpVauXFldunSpzZ/X+PHj1e7duxc4DqhOTk4WP0dXV1dVp9OpjzzySIHy6enp6n333ac+/PDDqsFgsDjXsmVL9a233rIZgyg/ZEc5Ue5169aNhQsXmh+7urqav2/durVF2cjISLZs2YKbm1uB+5w6dYr09HSysrJo3769+bi3tzcNGjQoUkyRkZGcPHkSd3d3i+MZGRkWzT9NmjRBq9WaH/v7+3Po0CEAoqKi0Gq1dO3a1epz+Pv789BDD/Hll1/Stm1b1q1bR0ZGBk888YTNuNLT03FycrJ6bu7cufTo0cPi2NSpUzEYDAXKjhgxguTkZDZv3oxGY9kQ4ezsTFpams0YRPkhCUKUe66urtSrV8/mufyMRiN9+/bl/fffL1DW39+fEydOFOo5FUVBvWmvrfx9B0ajkZCQEL799tsC11auXNn8vV6vL3Df3GGizs7Ot41j5MiRDB48mLlz5/LVV18xcOBAXFxcbJb39fU1J6CbVa1atcDP0d3dnevXr1sce/fdd9mwYQN79+4tkAABrl69avEaRfklCUJUKK1ateLHH3+kVq1a6HQF//vXq1cPvV7PX3/9RY0aNQC4du0ax48ft/hLvnLlysTGxpofnzhxwuKv5latWrFy5UqqVKlSrPZ+gGbNmmE0Gtm2bVuBv+xzPfjgg7i6urJw4UJ+/fVXtm/ffst7tmzZkoULF6KqKoqiFDmmH3/8kRkzZvDrr79a7efIrSG1bNmyyPcWZY90UosKJSwsjKtXrzJo0CDzaJtNmzYxfPhwDAYDbm5ujBgxgpdffpnff/+dw4cPM2zYsALNKN27d+fTTz9l//79REREMHr0aIvawDPPPIOvry+PPPIIO3bsIDo6mm3btjF+/HjOnz9fqFhr1arF0KFDGT58OGvXriU6OpqtW7fy/fffm8totVqGDRvGtGnTqFevnkXTmDXdunUjNTWVf/75pwg/NZPDhw8zZMgQpk6dSpMmTbh06RKXLl3i6tWr5jJ//fUXjo6Ot41DlA+SIESFEhAQwK5duzAYDPTq1YumTZsyfvx4PD09zUngww8/pEuXLvTr148ePXrQqVMnQkJCLO4ze/ZsAgMD6dKlC08//TSTJ0+2aNpxcXFh+/bt1KhRg8cee4xGjRoxfPhw0tPTi1SjWLhwIQMGDGDs2LE0bNiQUaNGkZqaalFmxIgRZGVlMXz48Nvez8fHh8cee8xq09ftREREkJaWxrvvvou/v7/567HHHjOXWb58Oc8888wtm7lE+aGoNzekCiEKCA0NJTg4mHnz5tk7lAJ27dpFaGgo58+fx8/P77blDx06RI8ePax2ot+JK1eu0LBhQyIiIqxOVBTlj9QghCinMjMzOXnyJK+//jpPPvlkoZIDmPo2PvjgA4tJeyUhOjqaBQsWSHK4h0gntRDl1PLlyxkxYgTBwcF88803Rbp26NChJR5P27Ztadu2bYnfV9iPNDEJIYSwSpqYhBBCWCUJQgghhFWSIIQQQlglCUIIIYRVkiCEEEJYJQlCCCGEVZIghBBCWCUJQgghhFX/D5VGSj8NmV0TAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -544,7 +544,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -553,7 +553,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -588,7 +588,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -646,7 +646,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -713,16 +713,16 @@ " 0\n", " 0\n", " 10.0\n", - " 1.188505\n", - " 0.498025\n", + " 1.18874\n", + " 0.495031\n", " \n", " \n", "\n", "" ], "text/plain": [ - " ch_name cf bw pw\n", - "0 0 10.0 1.188505 0.498025" + " ch_name cf bw pw\n", + "0 0 10.0 1.18874 0.495031" ] }, "execution_count": 15, @@ -774,13 +774,13 @@ " \n", " \n", " 0\n", - " 3.398424e-16\n", - " 61.658996\n", - " 0.046851\n", - " 1.469934\n", + " 4.329884e-17\n", + " 62.106047\n", + " 0.055244\n", + " 1.460235\n", " knee\n", - " 13.956137\n", - " 0.011404\n", + " 13.854732\n", + " 0.011487\n", " 0\n", " \n", " \n", @@ -789,10 +789,10 @@ ], "text/plain": [ " Offset Knee Exponent_1 Exponent_2 fit_type \\\n", - "0 3.398424e-16 61.658996 0.046851 1.469934 knee \n", + "0 4.329884e-17 62.106047 0.055244 1.460235 knee \n", "\n", " Knee Frequency (Hz) tau ch_name \n", - "0 13.956137 0.011404 0 " + "0 13.854732 0.011487 0 " ] }, "execution_count": 16, @@ -855,23 +855,23 @@ " \n", " \n", " 0\n", - " 0.014397\n", - " 0.888819\n", - " 0.888258\n", - " -13.425183\n", - " -9.879695\n", - " -21.408112\n", + " 0.014136\n", + " 0.889422\n", + " 0.888865\n", + " -13.534742\n", + " -9.931232\n", + " -21.517671\n", " fixed\n", " 0\n", " \n", " \n", " 0\n", - " 0.000078\n", - " 0.999399\n", - " 0.999392\n", - " -32.714719\n", - " -22.517995\n", - " -48.680577\n", + " 0.000079\n", + " 0.999383\n", + " 0.999376\n", + " -32.635077\n", + " -22.480531\n", + " -48.600936\n", " knee\n", " 0\n", " \n", @@ -881,8 +881,8 @@ ], "text/plain": [ " mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", - "0 0.014397 0.888819 0.888258 -13.425183 -9.879695 -21.408112 fixed \n", - "0 0.000078 0.999399 0.999392 -32.714719 -22.517995 -48.680577 knee \n", + "0 0.014136 0.889422 0.888865 -13.534742 -9.931232 -21.517671 fixed \n", + "0 0.000079 0.999383 0.999376 -32.635077 -22.480531 -48.600936 knee \n", "\n", " ch_name \n", "0 0 \n", @@ -905,7 +905,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -916,9 +916,50 @@ ], "source": [ "f, ax = plt.subplots(figsize=(4,4))\n", - "sns.lineplot(data=ap_f.pred, x='Frequency (Hz)', y='aperiodic_model', ax=ax)\n", + "sns.lineplot(data=ap_k.model, x='Frequency (Hz)', y='aperiodic_model', ax=ax)\n", "ax.set_xscale('log')\n", - "#ax.set_yscale('log')" + "ax.set_yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AperiodicFit(aperiodic_params= Offset Knee Exponent_1 Exponent_2 fit_type \\\n", + "0 4.329884e-17 62.106047 0.055244 1.460235 knee \n", + "\n", + " Knee Frequency (Hz) tau ch_name \n", + "0 13.854732 0.011487 0 , gof= mse R2 R2_adj. BIC BIC_adj. AIC fit_type \\\n", + "0 0.000079 0.999383 0.999376 -32.635077 -22.480531 -48.600936 knee \n", + "\n", + " ch_name \n", + "0 0 , model= Frequency (Hz) aperiodic_model ch_name\n", + "0 0.25 0.017346 0\n", + "1 0.50 0.016633 0\n", + "2 0.75 0.016188 0\n", + "3 1.00 0.015846 0\n", + "4 1.25 0.015557 0\n", + ".. ... ... ...\n", + "395 99.00 0.000879 0\n", + "396 99.25 0.000876 0\n", + "397 99.50 0.000873 0\n", + "398 99.75 0.000870 0\n", + "399 100.00 0.000867 0\n", + "\n", + "[400 rows x 3 columns])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ap_k" ] }, { diff --git a/pyrasa/irasa_mne/mne_objs.py b/pyrasa/irasa_mne/mne_objs.py index 9b76c1c..e976a32 100644 --- a/pyrasa/irasa_mne/mne_objs.py +++ b/pyrasa/irasa_mne/mne_objs.py @@ -242,7 +242,7 @@ def fit_aperiodic_model( A DataFrame containing the fitted aperiodic parameters for each channel. - gof : pd.DataFrame A DataFrame containing the goodness of fit metrics for each channel. - - pred : pd.DataFrame + - model : pd.DataFrame A DataFrame containing the predicted aperiodic model for each channel and each time point. @@ -533,7 +533,7 @@ def fit_aperiodic_model( A DataFrame containing the fitted aperiodic parameters for each channel. - gof : pd.DataFrame A DataFrame containing the goodness of fit metrics for each channel. - - pred : pd.DataFrame + - model : pd.DataFrame A DataFrame containing the predicted aperiodic model for each channel and each time point. @@ -572,9 +572,9 @@ def fit_aperiodic_model( slope_fit.gof['event_id'] = event_dict[events[ix]] aps_list.append(slope_fit.aperiodic_params.copy()) gof_list.append(slope_fit.gof.copy()) - pred_list.append(slope_fit.pred) + pred_list.append(slope_fit.model) - return AperiodicFit(aperiodic_params=pd.concat(aps_list), gof=pd.concat(gof_list), pred=pd.concat(pred_list)) + return AperiodicFit(aperiodic_params=pd.concat(aps_list), gof=pd.concat(gof_list), model=pd.concat(pred_list)) @define diff --git a/pyrasa/utils/aperiodic_utils.py b/pyrasa/utils/aperiodic_utils.py index 5eb84a9..912cd23 100644 --- a/pyrasa/utils/aperiodic_utils.py +++ b/pyrasa/utils/aperiodic_utils.py @@ -77,7 +77,7 @@ def compute_aperiodic_model( A DataFrame containing the fitted aperiodic parameters for each channel. - gof : pd.DataFrame A DataFrame containing the goodness of fit metrics for each channel. - - pred : pd.DataFrame + - model : pd.DataFrame A DataFrame containing the predicted aperiodic model for each channel. Notes @@ -156,7 +156,7 @@ def num_zeros(decimal: int) -> float: pred_list.append(pred) # combine & return - return AperiodicFit(aperiodic_params=pd.concat(ap_list), gof=pd.concat(gof_list), pred=pd.concat(pred_list)) + return AperiodicFit(aperiodic_params=pd.concat(ap_list), gof=pd.concat(gof_list), model=pd.concat(pred_list)) def compute_aperiodic_model_sprint( @@ -208,7 +208,7 @@ def compute_aperiodic_model_sprint( for each channel and each time point. - gof : pd.DataFrame A DataFrame containing the goodness of fit metrics for each channel and each time point. - - pred : pd.DataFrame + - model : pd.DataFrame A DataFrame containing the predicted aperiodic model for each channel and each time point. Notes @@ -238,10 +238,10 @@ def compute_aperiodic_model_sprint( ) aperiodic_fit.aperiodic_params['time'] = t aperiodic_fit.gof['time'] = t - aperiodic_fit.pred['time'] = t + aperiodic_fit.model['time'] = t ap_t_list.append(aperiodic_fit.aperiodic_params) gof_t_list.append(aperiodic_fit.gof) - pred_t_list.append(aperiodic_fit.pred) + pred_t_list.append(aperiodic_fit.model) - return AperiodicFit(aperiodic_params=pd.concat(ap_t_list), gof=pd.concat(gof_t_list), pred=pd.concat(pred_t_list)) + return AperiodicFit(aperiodic_params=pd.concat(ap_t_list), gof=pd.concat(gof_t_list), model=pd.concat(pred_t_list)) diff --git a/pyrasa/utils/fit_funcs.py b/pyrasa/utils/fit_funcs.py index dbc2673..3ac59b1 100644 --- a/pyrasa/utils/fit_funcs.py +++ b/pyrasa/utils/fit_funcs.py @@ -207,6 +207,7 @@ def fit_func(self) -> tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]: if self.log10_freq: freq = 10**freq df_pred = pd.DataFrame({'Frequency (Hz)': freq, 'aperiodic_model': pred}) + df_pred['fit_type'] = self.label return df_params, df_gof, df_pred diff --git a/pyrasa/utils/types.py b/pyrasa/utils/types.py index 91ec640..2fa1248 100644 --- a/pyrasa/utils/types.py +++ b/pyrasa/utils/types.py @@ -64,4 +64,4 @@ class AperiodicFit: aperiodic_params: pd.DataFrame gof: pd.DataFrame - pred: pd.DataFrame + model: pd.DataFrame diff --git a/simulations/example_knee.png b/simulations/example_knee.png index d00e24c65a2e890b7ccaa1ac5ff8589c52cb1aa5..2215c84ec0fcf1d242347d602e016fe7c06a673b 100644 GIT binary patch literal 37747 zcmd43cRbg7_&5Hs_a2e0$X+3vj7TaoJ6jUjLRR*Uj8r14h|Fx6p%BqPl$}}j%=lfe z&N<)v@w@-H?|<(e=RD4d&*wc}<*ru zt{yVN!p{Hm0U;On8^WI$e{;Y^h+H*{JunywEA%f`f#Qps7|er-i>l}KeKMB6-!am= z!GymmOT?tFs>5Hv!(jHTcBlI5n^#4@b;=#9+FyAs8LBU3R(&xc@cJTOuDjFno*EaI zfITXBdB#8JW1cE?S|ZlYN`0+KzikaO!>@1wI`EW~u||11c{gO#9T6-P%tGcz-hpdn3U2Bp_oV(A63 zF=ln{c;YLzn|h#n!x$o3-J>_e?~L~{Na?8lpH-jfAQkQ;i_9F{C0kmojZ3<{Pq}w zMc^J6tAc-2dnCn;n;aj-3C-6|7F~O#tffVoCSV-0{cAM$%2OGKAC1z_FF(N#3JR(k zO3Tbl$W^~T)g#=j3Ll-An!<*QdHx<_+?eZEcXf5`JC{0d!Hk18#^$|SLnT-kRZc3C zD#z5NX&J9YTo)G?xxfR4fq?-Yz2|Y=N8uzVreN`)8Q0aN*3#0lbasBV=I=7z)UmrZ zy|y~35~a#1B_pFOKtH`c+q1g9uDta1)rP;butk&V%8xfxjEvDSbo^~F+E`dvQeKO+ za`N)!cUG={E-^PXR*;rvobI~c_2J1mER46eccNx~R6@c94GltAU#GqJ*Klo=i?gwXOv0++%{7|@BX~L@zOcD|t9E=ga^;OI6_|4s&GVfm|p1;1)VJK;6 zl7H=?VTz<+%hAo(94@oMar|6>g&`y+Zu?xQ=e97IZ`SqPb$#Zd{wotYR#sM5H#aPd z+}&+bn3}ewq0(}<=?hNZUSBj0{ImV5)^~$j^Py0@^JsPJmoEl&E0gV!u6ORJ>+922 zJB@^REq$GpX5|a~Cw2r({2HynBswpJ$viTZ`^6!sBvCNQmpyTOt@X zr?Fb9zP`Th09c2^^Xd z((Y=AX*TTb1P+Wrup)+^pu=Q`WpU07K{M=Hg_hR*6&*L-~*R0yN1(kTrsEq&>$uzhtZ?JxWI`p!y| z^EFA42}4#GAoy18OoGw4bg6x|=b=Zy80-)Xrs~$vg^>z7MLvABLAcJd^4>o?D~gK} z?(N^dv)tYJ9d0Jn1tDqm(^bXEnfJ-7+uNP@a0pfxUS!exk?OzxZ)rpHeJp+x8#7#C zN205z=OOnK_IP)d3Iw+80Z|?kZShwhunx|d8d}u_9XGk}e}83KWBs%D(fnXONk&FS ziXd;PMYGUnhJyKjGFD#aR7b3pl@*qvqN0FN8Aj}pmd(gqf7W!vN)ry|wZi~*!2agm z{E*>m0iU~fPx0{Z^ccp;FFAFXk*`S|QS1T0d8y&0OkygYVsas3hb zB6vQd3fqfK_z|}%eAcWX&rL0SdNKdwjVufndy>ZL=7JsrBV#M%#G|7lzE8*Wc@PP+ z;cHR>`{IFnvnQCP-Eko0i)Lp;L3)JVX92 zJqqkkB%RsmV<%Tu?w6H`=$Du=hT@a8q1lGXr`wHmVPaxJDKnY-GTK&XbvF9%QNv;#(Fo;r)JCZ&t6@~ek^edMi=`=Uq)-+Q&|K2V0Cr%=_f8ttuV$quS_IRoQ+JP zo+WFrL=b7A&?4xNuIHgJ0mjJGw7sv79FiCz35kk{$w@x_f?yOZM@Edh;2W&}Kmz&g z`GHdh+oLW%oAXp~D@!LQQdwD9&*fn%l=dMed$DlpWd0BGnq>Gt;WX`gBoq{pm6es9 zS+G){-Td?%K>-wx!@_W1byNo)`a#CES)FJ#@qHuQw2KYl)~LbzRkwG?n_9>e*EVVu!uS-daeEtcDyOLzWM<@|NLyz56t9P^Ru+s5^jt|dW$x?_nuC&jFz*J8zIP_Y_Wlq(!zYJED)pTckSy@>N zTzsHV?~KN2>e(Z}t-YD@Ogk&%T`;Gvi=TOihlgn$weXx_Bf?Jl=*7@M-(Z>4Cw_Af z_tT531Q-aA(`(aR;YW`FuDN=8eqO-A#W1t5OwP|66;LF>XHK0yjSH#z?N!CYlv$Pf z!a`n%+xU0x+`+Vzm^Zxs#*z>fLvWtbb>^1e53n(dtT!%3&VN^%zg%YklBnlP)oAMO2d$ zI>s);Wmw{AMO%m)?5E1_{@H%j=|0$(5a{xe}9jKujj&F9lpKh<-Ytl3^p7_2?89w@b$QA=g}NgxO{p} zMlWa*1~cMRI-clCO1Pl!;83uB%&%YYtit8XOM~I209nj4*wLskfQZ%+d%|sPN)3g= z@qnGD-!_EIYAJVqe-BMgrg`w-fu*%I_N`mD;@$G{^R2$Uz9|)SB!_AF`jsA#ppuV| z6r{9BkGVdpw^3A35mtA*A@~8?e|34}EJOwU((C5Z)l)0Y#}VP-YMH;gzBk-Ku})Q8 zz5U%gLO|&nmoJBxmJ0j(`>#StXEWFLbfnsW=e6S(;^u>OlAPRJQOg!g+(`-ItiXL< zC}t~DUO`Bzo`bYX54A8cJRIDF1p*$bgaC5ihj{S}k`3Q%Xh?|2?J=oFpEYdiXk3W< zA&(w0V&mYTB7|Aqj}{VeWNxlaQz-L+C zFHmjEnM4SMuTi-*p0%|#J9TuK*V45V0b^=%a&kg)@`#$6bKF|#C_!gK>B7c>lhkxc zL!+h6V-BNad=(119QzNC5$HZT`~#c!lT&~8t9^oZ8Zn&-EJelr@U#;%GbzsgL!}m7 zu%W5g*eD>vNJ&d`$jh@prMJ4V(Vi7_6b;MIeoxG1wA$II(w+?WywW2vJNRbafo`tb zbf@%>(Oz3IMz~eDO;-ZeJD&(hhhgF2lbZ{l(Bw%ve+z?uXMBW6NJu`HTCl-fx9@K) ztwBD7vW5*7VE-Up&)2Wlew|fo9Uo_d+EWD(=u5-Wgw0LQ-TnQxp`jBf27P^HYS0vg zyS}sB-?J68{{BpXMY95{VqhHPAOvOYx>H)uWclZ~_Z=Jv%|rlPMtKA{Fj=O4yTOKtG|U063&mw+;E0>ZkG*Sbwdtnc>P_oio$Dfp~f+GRjF zlP>M?96jqv2}eQzcWto6@g8Y$6Na$AefyRWwgf%8mD8|D{La$?o{{FDX7uTLuO(t4 zBBJhJvUh&#o9^&CG#u%C=7OhWkaB%SdE&$wLgmi!S7t&daL)(4VS!4>pEY1__95TU zIxM`&jef-wXeg_lO=qR?&Qk(4mRp>Bc8KQv`}b{7a2b@y3kqKL&3Nv23)W-zAAdkB zcD?AAFjgu3HGnjj$IqUp3r}WaAUUOi86_h(|ut>w9xZtR78HX)-tFL<)mwY64wIM>a29ZU-p zz&h1V#u&!RbG(lQ9}1dAWXj*=yH6LbI{&SzXnpiP%vw=zQprb1Lcp~c?5!-@&-ong zSGnVtK!pB_U4AEPoMr&z_x#FJVhm)f(2AmASk10miv|#Bogni=h|^`ATU>mce^KTP z0Xef0r2OUOrn1Cu;BR+^(Km7^^#r7KoFt=-IRFZQ&%7kjMZh&(;`VCMGBEef+2m#1j*c zJBEx0w{P8wg&4&M1s+tItw89IZ0+A`JQSJ9pmNKI>)x#ka+o< zQ-uL`RgX)$e6OdAj*f;9u)8;xmD(?gK~TQ>_IF}aQ&Us~-rZi-`90d`dlvKTYL)`u zRv2K&pM6iC*c55o1Hn67?aUM$cYYc`lU}Ejqhkzg;Afhv@9~7n8dY=BY5n|iHTlxABuqKu|C>D3NV(r1H#LYf&isJ|BtNmxy}+ za-&1}3Ih0Ss3Tg(q5qOUOJ4;sEkLlOmKxN#&kA&jJAUT5`k^YOsT$BCq(`v!hAXE2zNVF`T?WRHZmf8spfnK4tDUj67rb4 z{Ue)QoVgL-UQ?vfZ3x~O=^8fiW?U$F`b02b2RyiZ*pjCdp zDx1qn6ib^)d$%(rZCP4cmP~2)%H)((;A4P_W$toxu)cXS8s>$EASeQu7)awN#lwvlM4#|K!C==Kt?|gTz$pz3T#}czajv*w)FH|avm&s zwXdFS`~HDrGe+kO2gmunUjaXfcU1cKuYi9f3&8IJ(bx3#xZQBz~H zANL=%)gLtivPi9;i{z~P^jWiXSolEpeRTHpr$k}{ZxSlUob*`^2?;ttI6dW!^^6zR zb#L-CUEXzNAB&`oPRSujoARn;a>#tBR&8x#;~{5pzEC%x_@#bf$oWwGNyr@OQf{2o z)YPk8Y(cgcm3lvXkRbQ#XTIg{FIQY#oU(KF^l8;S%YoAyajfB9hv8e8_csND8($An z(n%~VEbKy^gt7J4%lxD{0)bWUNw7oFk&cLj#E0$lUa|hM^u5?>3f^rlZf<2t+{U{* zSL%d4YF_thrU^V+l6t+jEOPFgIt(@{h_s%{&;eNL1kTP4Dn~ir_0v6nGQOYHrYfB> zevAT)c@T;(d<}EzZob~Y^t{R4Z7()&sP0s#$GfL^I%ZvIf~Fr~1(4L*f*#=%m#XKK-dj0RxAPzzD#sMa^ z6{t*!w6lH}w}Zk3|}hH>1okjawV_F!NfE(k@YuL+aNQwZ=_82^9(iEWiD8XDSxPp;)_(xplT zz)vz|YrdCacnC6hA7?A3q@_gwgNV2ipx}D8&A2Y5g*7)TUT+S3I^DR?67)Ugvpk`l z*dzDb>lC~tZ{WSVPpi9Gh?^56uKiH(+awef743G$^F6G~o@Xmr*f}F6ww`MdT2QO& zA6$I>jZ9->qbmgLD#ZrxU)YH{{lH?1^!UCuIG%}2O--$^2=rcZ;@Re1tOdb`&(vOm zjHgfN2<{{eY^=>x1;}x6%+k~Vxq8?9d3kvOG#exszfXYgic#t99K8E2b8v8gQ5qqW zZSFq`X*wF4*qELch4t~NK<88nj}G?Ac=OP%;5%SpM6KTvf)J@TJyA2}2sLM1TpT69 zalIE;3I#X*tTdm3D&*(SpWS;Siiewem=>V;z9^`|<=0=!6zBYDg-d+7<_M^w6(Hio z>}>u)r$(}7DjzRF|0{UYQI|Ogqwe;UUO3ai$NTOx3=^$F*7lA&H9t^hp8Ku+Hz~o>`QeQuJ`@8yfh#Vt^Jwlqn@HmPNo;s^+D4z=nxJ z0G2awQi&kFS5+mUtfI2^t7e?ZGx;u|=SAHmh~z z=)n==;UWC}`!@hOA!cS~aq@%FH+Rp04)UTg6Uqmhz6@!^9V0Cc(jIRQIg1Q!b#*l= z!C?EXtOzmfEnH8jn)P$P^eYmbXDmb&kR8YVhK465*`Y2ppkY5fVh$_ zVucM^DHNhfQSVO)APhiWo(5onxYATF58%QPl{GsRUuR`!7oK!V9UGG-Y*8Y{Z{+SS zmL_B#({-P%y}O&wuu`eYVL(}0Z+NWEqZ~^4u*k@w6kya_VO~}NN#bAtPQUb)y96cf z*!S;ii(mL>t3egB2CRw+hBeKfRk#=Mcb@wxI%4L1vwZ@Wzg1nz5C087DP1AJFSFl} z*$sG>d?>y-Kv{!nc)L7OxdxNj_TvXDBD`Ga7l%skL+qe^w*-|T3H%H)FDKkN1|mkb zayT(Wmv+D`ShiXnvOrm+P9x?Pbb2Hd&wpMwYapvaspFVxcK_8oxkrCIg@P`!fiBL#> z=~LR`DAbPu%rb$fZ(!O`m9Af)jRg!2I2c-x`h=(+!=1-bN4dM(^}wgpncR5+b+J*M zI~VNvvY_L@*+>gK=g*3J28Fs@#iljn5T!cuFFpMD{4x^|Cg-`6Il%q^I2Ccnz!>XK zrD*0GRXZ`-_h-fffobabL-Zx~i~;3$!#U zW1xVvvbT=_m{OqCp83?E=vr%A8#Yj!h(0cdDhZ4fR0tdauUA2m0{f$B?zOCC!jtjGFwVVT>VG#{!8vyD(Y| z6Kj2RuvcK-APFlM@mjUDwU+R7#t$xYc8@^GoMJQXz8IKq2?z-G7Y+s}_e{HOKIbor zdtZPxMFZA4-z6@%2fT1|RWkv#{cyM@V1!XUgGFA{s zePddI*aZ5z16~$Y(x8(g8V$rCP}hZlvV7^CCVCliNSSp9v5$|BB@puHSwWnhoSTaT z_7Byc3}@|0kM@^@?TW%>K&~9FabbIW&Lshg?Z$vV^zlsRI^pu5XD$ky&6wR8$;w*F z61BmHc_Q`j@PP6{Yuf0Pm*dysXy7JjLEG-ZhU@QT5}NlVb+hQdVAm@5PH3CG8x76CU@X zDsq3#VbdgX@^EwG1CatUUng+*o-E`bjzStTk5n>go5QA>ji}Bf(NcAUWCKTI!3O_BzaNDgBajQ9lk(p!gBxN-W{v+`I^|WOxCueZCZ{q9>xNJzs1-AOmMMp(>PFnd0 z;NO0eu-C<^B6I>hKMf_H+@IU>T~;e6YMJ)wPu=-G=p_ZVp^m|M3zz9@uB6@;6dh}k z!e0M=_66%3-J|0tVfri=z+I&8Zx@K46}V{P)lKV?Il=X`}c49FSSaRD5EO=xu(8qe%@Iuj>CT(eg#pQ7xgYH zsWOLN@eBTIchR9reITT_cP=t4QQ^OD1PtTx$J;1tQ2e7Z^W`WkhjfT?#ejNwUu-@W}`zuR>+xz1_+-{ZKkP!6j9`^f?U8zo!!ce5c0IUL>pT}}7g&r=4S z*C+=C{~M5cA;aYewffF~FR6QOKI5!aQVC#X7&pEgT|47svc9nY^??V4jIKf_V5xh? z{yQr9LRdOA@fuJ5d*uaqANl_tQMcwN!Hr2S^Z(xO{bzCSG7|cQ$4MnP?UlBCMeBsG@Fqk%iASL7*prB9(kp_|oa!O=FxL}a=7C>rQl15(a$LJ^?rsDBvVhV!n zWCgJ(+!>(Yjj9~!uD|gE4i;=_@$d~~<$#Q*7ER4%X=QZ}NY6SMx)8fmkJQb-04g=Ktqc4H9%f+ad*bhoBi26;)yT{!!a+%&RU=I7gGCY%!!L)`8_qpt@L))Sz&wYxMQMj*%m6ht_!1Qpe6 z*w)=`A@lk$M1cPI@uQwRoRk@)X@$Wh;6uvs<;Rxg6h}W(Se7|E@cT~U&B8pf0x9Sl(LfL{zDeL#DAGJ)W;g4?v^T}&3S>!!s7YjLA@ zLjVt1s{ryH7BECd#l(gbkCT|f`-17=rQ0#+g!jP=;ULP%cN^}3wvkEFWhGh#v&-j% zA)!YCWV8a(2Z0>O;gH%kJQJWso&b;pc1>+xZOzlvNE%1QDzJl83=D*4&b;vN(p1$S z^Vd2o5!~M126xbq7lVFW;U!75$zHunz$ygqAk@16=bo&1Aj~A|y^QiI!q#xxxjp8G zLgv^Q1c|N77k|OJxd5mG3j-`!@0|>Y@)ys4UQz8(tB(_8&kKri!q%lkjvmId_7hMr zbgOcdLeYl7fM)V5P^~C3E6d_2JL}|^}BCYz>p$t!LXE(mNq4l5Y}X6Vj?Bl zeo!2D9PDj;Nh2aB?*yZc+s0Mz{{xEU1SYR5;1 zShk;MKRv(P4i!R~{fCqBf@koe1*cP(7O5%0`(_TWV++gWm^9_eq7YZUWtvV24l25De17 z^oy)OWsvj`^(UzMJQG+?aQMP1E%0u(ZU9$^WIHShS-2aWUWp-;P9*dKEkNOwS+(O= z+0p40-2v}SPZOAYaxW%xuWoLJ!Q0f|SveXgw~IvYZAK8bnbgX~UMB(AdU>>l0;KlX zD>R9q3tNIk2yw`$Dz2c{Ffn=Tes~{-d4W%r6DYNhTMgFTTO2A8Exo-0qu1~{J}*9Q z5_flZ4|(z84D1bJc`U0Qso98csUIJ~QluO4QtIvP)vj~5lk?lu;4gg$gc?j2*djPU z&#QX_r3^B40bE1c&~l|f@_Qt>H~MW61NGRqF>#4AXX@p%r5!9Bd<2xcjfpDT3%|Vo zSa1tVr&5w5=^EV#JtctJs3^iz+h-zbs;bDwh!MLcQBzZ6_}dh!1Bjv#kg=vAIu-yC z1+*Wk2|#MGdjEjSBpL!4&qwdW%tzMUo|oTi-hOfI%piSVh}wREMs+YS7d8-a!9g97 zo10tGejfhf1}3S^U!y0$y9;BBi$PKu^a(ucbQuJ@U@9!akjExZHB6--E}aU!g#~V{ zg3f>tcCgvd0k;tq8yl)|T6w%FfMmI<^2x*RKoWpe^5p$0@LodbBoUzJ%*na%aO>`E zV-piFvTx`9eWWTPLQ^G;E?6v3Ki)3s0e3zP)G|VE9ipNNo-rsNUN13|e%sl}$;U?w zLST1=VvSxA&CS?)-a8`*B}`B!La^r>Jp@$;Ho^tK6xwh6yad%?%-DJ;7w>>z0j_6u zD4dZ8pdw4JD7ne%gutM>nh*j(?Y4wlcfs(3Jmkoi3G|iz$jaia>*DB&2;J}2^2<4KGYi3WJ{!E2K`ZT2fqJ_NJ+i#_MQ!SL2yZ@m(J zjeK1o9ZIyXXB9kixQzwI;CcgF8cK+_ps8sLS!r_@|BfnPFAF@=%@S{;1l}^(3Ai)K zR~1^J2J>XWw|g*v7kimqb<@qLnPxWOxoW6+nZ{7eG5}mf_$ri6kr4b!;fr5aNlrj? z|26P=uocREiO^pmbZl(*CnhYRt~`I#Do!Exh!jF1!eginz+>(Ti`vCUL{2yyIcAms zz(j_zmG`^ZX%c}{A%Y~R>gQKqqLM8)aY9Hnh34yuDxSIrb`BapOIM&g3A^0xXzL~fZ6TfE)c7r3XEY3+{Ho^6X;CH2y50H$a3Mrg|eEOE^x;n zF9XoLu_oNW0D|k zrl+S*0O?mxnEcr?KwWjj3cZ6k*U87!G@Q<&wYYCTf2Mu@{5jt!P%5~ngF*LpWkrQD zY#mB!>YNX&0F8hD_uw~LInje_?5)qPO?8mGvlW}IhMa(dfd-Yw`To|{IbW@Fm)$-x zQQ1Xq$?CLD0bnzP)Ftll5d%1k&!ZW*36>D{37{~$onc53Sq37kClz;L>wZF11t8l3 zOMuBRz+CL$b_>@y-3A3d@;>D~f8O@x3mr1d0JDK)8svRNI3Db3_%D=C zd!9zlnAMeM19wLbMgX$ms+{M6sR70Tg8>p47-hsws_?j6YOMDLBr+wMf4(r{Wbz*hu+K;LOP=t3Q=9_IGKDbF&{@Nc;;)?J|ivDElsr z&=^fp4Ky1ypST*rzH0nT4W+8o>ovif5bc1EKn*y=%NZaGc7gWl3Na8{_RK7Kku0aK z<>B?$L?OWiyR^Ga36U#BQoCKI)6Mo8;k>#Wk%VFz?4h^|l&4sz-?8`Y)+Da2cqS1IzJ0Di^Mu3PDaNy$ zagd8q@i|v_PKLPwn4IXo@Ef&{spc%1=FyoE!Tz{@hCN?16?tz4ijB`Al^I-7flYm< z9`;NwEJQ>55gtGd6_Djgq;$K^`wAZOPI|lUw9xW= zGRtd=;M$5ier$@vofce<$KEG>)AwOYMC4?7S-JQmE4TN2opCxJLZg#n^C|NNE(U!LYAL#0P< z^a5xCZu{V#Zz;O-e)TR3!MNcXp&!+~6vL)6pB>r+LUpeJk~rG%_UoJY)=8N3d6}u= z)0|jztMqg;F8AKPP~r?8s*@ka6)DHo)W>Lk!^&R{9yGXD@rBC8fKE0GBU>8Ip}@t0 zv9#hmf7qQrP;x=~bCGTQlh%RNKvt4b>gNtK+9%11hFh9mORI9~WSf`5MgTNivfzcy zNgpd})rJd&DH&2GfCfh>5bUVcD0$%x)!@fqr~@8Wyelhb({H1ne`Cvl6Zy?jSn$f=hXrIpAjrWRv~ zoum<*R6&!*Onn|dnrFJ%`kmO3;MIFP@{H7v7Vjqs5IyG|C`&x!KXy4OAN!&xqhgW* zUxOwl{j|nMbDsM*IDR%Ib}*izQ}BANbmt*) zuoqWe+Dqa~MGx3c-1wO&(HCN1DSSRf*zajD&+zD|4Wea1B=BDO5f8HS6a-o5t^t2z zO?M5!BZ3-ZQ`20i%^0NJPqS(H1@9411w?H%97+3rU=r>tRwJ8a{1#8Tr(`aDVv4nOrG67ebKQPqN0}$or&W2+g(k1{JS~>n zW6UncG(oTi<*B!MCo@eyx5@i@z2p0=QrUTV;#$5yV^*`;cg?S5;vWtVZ2;65;wJ_3 zfK*@w6s-|xWH8&V8$U0DJOmwACn08oP_G7jvkr*J$R!D7OQJ?hm(p347J3WL!7zB= zvNs3v_0cY~FP-Y&GA~Gev0A?<7}fJ-_uPPM#M^q!l1?p$)M&2L)mI7}mcnATjz%-M zlc(SJNR1Iiw|rrz2HN*qMLe1hfqmdpnSdmgroByo*9b0_IQSdTp*~*P{l6*HlXTs_p(}ENUQR?YWCbOb> z7wz)$-mh&3y!wd2V*w^xbe0s-&YLaqBa-cY;FSy_*@o7XMg;*O-bsT*}DA z!Z@A5>d$IK`r4cd^LAi%ML$G`{c~kq1wRdRy4!ZgUkMpsrQV_TIb@(zNdMjQ{G>p) zepl=Z7uOMCYOLuSOI76=dXhvHj(W~VG-hgTG*^wxh8P?U5q4x3h z`dXpV@EK3N44+-%GptSB+w~Av5tI1(f}WlTwDeH*h$X(xELq~&j3`%)Gr(DFD{Q3e zQwSuhfk;+)U9HxjqVGHDH7u?F19oTg7cT2ZAhc9ZxbT=Lu>l zLGyJGB~=m!b*!4J%M$KR^_B1=lSj!XJ&GPM3u`t15DV}Dv0VH0(g;m4PozqV^ zOP8NrHA7``iPfrU;C99XiB=-tvvO&&>?iXr1*lF*$mdFM9XM0};CgQ7SjRCa1a>ut zbXVx`reo&UJLTy#!tCHn@3VtV*qFGsu`HHI{X*aduVyPIm!Bb+9}{dCLYB!WJ=Lg9 zGiOV-Mr|j$K4iMPu;Evr+o`K=sM5g*G`Tq2Pc|(LK*Gctyt2<)qvF_%Pf`Xl`OIL+ z4O8TCy`()zbaRCy#hIhbE{gwBoS?oGuZaSG-wE$!5V293o@rzBFvWD-mC2|DZ1Lk8xRQq= z_`)k$q3oAHM@@W>Cr2CAv1&_flc3B4n_6F|%4G$JsAiTe;-A1W4z zVLy^sUBsFQBCf4D)8k}zxueN}*kWRyLr&2tb~>ke_|YJiC{MJEHz7SvnCQGS9uNsqRR&4&m4I|tkz@88ux_5=!{y?`4E8DA&${R95`3MBL*MyTwS%1- zEqAn>Yya}41ItZ*TVXb@V;QRn(2c1|sgDVq$(x`}1TEv+e;mP&7+=47`whyNj_|()-K5f^?^{AzskEmKW zbX&JF$nf7K4j5Z5Yb+({jT_-p-n-#S6s5(j0_JllXl5^@LHJO847~IpXSAr}xnFVL zF3aLzuFKbAZuLJBxgYRSw>bAL6ARam;jAC@&F|_bqRzR#{e!3AVnj4OsvnyBDpe@w z49*Q#^D@*=2Y!IDH+K!uBLis}wH~r1oAldXx8_vui!tn`fSBFwo=M>v!x6=I^J0CE z`dZv`f0e0HlaCRpM1BdHK5tZf8=E`S-c^tt+z@T3cgk%LZA-88&&0}1;!^uJui&f;#Gw_YY;`@V~52Nk7-{vWcRo{1WhQ`Z@4!@(J zm^BdP-ja>m-;#t)8k%2-`$_hqm9y1@4$;@Wview zi1GbtZVzqj=-s8(OU3eR!FT(|IYlMRdy*a~hz;Y;fPrThYLx%H%Lu<A&9Wmh1 z?Qt^gQfNGMZ(>tTA%S9abNq9{7p$nV>t9biBv8PY5pI`_UX)P~nxd2wV~Q<}KYIJ~ zQs8{U!pX;i&0#I?e7@se_G^bK8hA_V-gHr))rouE!KxTkc7sE(%z0E&D@(z=D~aAE z1FE3)7+9}X^NZ_536~x3(IlJZIKR?Vs=T=R+YLXnqTaYW(AksW>W7Hj_+6|YT>074 zkNJ)K9-JMfy8&ez^zK*!@_@c{ROBVFDJFml!@JV}A~skd6E#jFc^zrP-|P@gKFGgC7ks-XX!J76IJPwoPXfL%}-@5iOcf#PWg9!h9^P^x9zC*xPIcgA1i)Au2?r(Qf?xPZn8J0i(*cfrfk;0|Ar`$zJoD8{ZkK&^)Yqf7)(M@N(^qN(8Apuq! zYVkm25!8|uf4HnwH8YrF|1LXxJh}KB52SNZ?T4YlN zGQ`fb@6#t5VC4&d;%&0vmy%)twMP(&cmhL1L)3%;U9y5;NbpdQN`@B2&o2!~pu6H^ z5a?1VD^gnqU+F2ILl}A_30rY6sXhyb#F}a-&^OIIIqpcgY(#{)-iM6Fdwg~-g0mO6 zJYZbFH;Pn@z`#Jq9z>oX=hr{X;>MN?G?=IY$LI!ZU5cP7JxC&IU~xiyyg*um50YbO zZhd1T6e4&>3>{bkD5?}eyxEJ<%d%s^QHJNJUWDfmO(NtnZ8&AMN%xNHxv{r}#1rDK zkB0>^OSEm)>)ZLljQF8X@QR?(2z7v8$&k7SZ3JLcA%dQH{J)MaXh}zXdC;W&B;6Aa@+TU56s zjnaTJ)0QmN0!2}`*S$KbmJ#We_;|iQX$&iEr*m!QcbnM;$}>*|vd%ouNyVXsBs8!4L=baMVT)C$VIdZe)Sy1ISs2uf>nV_Ap}4gU!G# z1THDp)rs@q7!Wd?(>u)$O66Wmm$uzysq}l4I@`nzfoC}7Pf=rK3F17z;kNA&{~-gPxVw zT&xxUv3^uLuX=$v*?^qyk7f)t#2eb%vNaQenp59;w+kGcOP(k##>;NBS{f&rcLBDM6C z@LGudMJhRJr+mP5Dd+MNNz^C}O&)k8B(e7c$vVUv?CtFxclfL4>}9UQz+o6K_J9}`bwikdku#Gkw=*AH%0H&9E>I@my1D{}wVxv+^mBn9Kq@06lc%a{*H z=u6!?8f)?R8n)AmTOPd5HuA)tpSF)2Oyiazez4vHdl|Y8rr|n>PZhFgA_X_V0Vvv1 zfd^8^Y6>s~Ns7SFr~}wq-#Q5dJ{;N6^~J|yCScPHSKgq2 z;{B;JHZ>hxKJz7O9(2&gY`7$BX)%FZ^{XujrmwU=+>-fr={J8(zr>H&y3V@;x8FN% zE`7$Q8I?KD*>~i@v_KJhNeN6_V`F3Jb)hK&Q~+#H*Fg1n3(Zb$d+TsGRj1p2&NY$M58${?RGpWu95Riy^? zr-#2hdoG?TRj$zcaEjv(v|&-=pDr9;QH|*6`^Ide=p1~Q?>+tYJ<+^SQ%S}6r%k3! z`D2`GPm`x6DYA0%9+f9><~IWJno)rT)b;FqsEETycHm5rqZhfRU_j%*zc&r4fN!7@ zFsS6^<>f$ODMJFOST>A1)Q-d3V*nZ&gNc8i5HfYrBNqrDzX6l=NdY4#Y(V!sar@?M z`OlwQLm)w>{#DRCphejl&LpZk8jLQGV)&d#{9x>ga#SP5K*BcPA96@JuGs>MhpRNV z`}Sz7xhjNiYwUMS&`@Ha%d`~@9Z(I(;0`KycfcOwoeAjtMLi$*_&K168E?a39eh2r zwxC&}rcXGM2FS!pIAJB$iI+MlC#=$vYM_g69v%z2rf9+H+67%(I$(ta8JPeQb{8BW zfd@xGm`AGTo$I}PIyeBw>GtpN=pmEB<;oLpTF+Km6_k6PI67C$>-Tlm^ZR};AR9Q| zA(h~PwTWp*JDghJ4v~-%7J39=fVsT`=Wnl(7Y{WCkupnZ+l_-+6}<%5a_1cP$3Tui zk`UTBG>KrH!(iYLVzTD1EmlkxpI=)I6Vchn)ZS0-H@IH0XgrF#YP|H62)BFK0E zT~aCXsJS$sfomBZ*#ysvudd#8-!C3a5!uj0id@`fpkg3&qtrQkU)tj*(x5>$Lr2S` zc0n@%@-AS4fy{3omdd4=0)&DDF0}tpcbDJxa-p0(Ft$5E^z0yo9#{TO35J7+8_ zd}Y%bnhm76VM{`r5FW;?(T56b3m6QXO$AVt1u>ndpahVe12##Y z{Y_rv{{tx>oW12yee-RpAESA8Aa*V>L7VaH<}%o2!S2}t`vyyCmV}>ESEAO<&Z&tx zY@Awl`ra6o`sKNzU464Aj zbPj69*VOi%wVRhsaaG^uW~&%#+%RlqJ6 zF)#*i;qIS5x5i56E6p-&S#a9^hBEuZ>%-_-Hy~2pc+`rp64iuD8t0Gkej3^R?N4|CkD{eSC*F&a7m7h@ zN{oo8DC);b32gy!8a*yDks%WmOaeNl1oebMmkrqdOA<~AW!6%1P|X_X6pnlB>uNrQ z_Fl|8hOkUHq6yZB^R@{#&wZYs>R0qej&s)}ck#3CwfEBb zRFs_+xJ;&i6V_t6;PgjDd}ML1%Kna`l;=PC;>ain57!6LKqtVXCI8-d$VZm)O%BlWRJS4BOBt|hYQxdQ!Zux zUw3#6+eEl)cr+m(fEz><`n;igtVIIMY;f|$K(-12x-SwS+`{r&!U>~!ggwohBg4X; zfg=w&i+}cKl~!xHx{4s1_y1Simxg26w(Z_BB$SAxlrfo7l$6SNi%QB&rc6aiB9#z{ z%tM7JWyqK!N|{20x{(w~5|WS%C1hUvsb~Av+Sd2J@3;P~{=uZx!0Ofaa8j_WP?Fp# zbnGsB#mKUUX(WC7WZ7AqY#HOFKf*So=ZV%?^!z-eGN3dGq4)y@KOi-AJ*eq#?iom; zRj3}I!x<^p6}bhto}+#7Mem8BwdkW>L3c$MK?kv$sGLm4!JQ&@PblW1UM;4?q8i6h zW#3V{d)c~Oflw+W6K@4hOYP(Zp4Ey6B`e|ZlIpnR$M-Y*2O7qy2Xen#CzT$(+vxbs zLu&PB-rL8cTXg)YE~Db52!LMW(z9;{Dw@bwvS~Ui80ds__H^uqv;;>pA1NU5j-=H# zzRwfot3yHU@$r5K))&!CB!Un|QoTF7+hW6dwDBionD@$l^0ZZ2QGoI-Ivd)BbH1C=SsUq?sZ9bP1hJP~FxVn%j< z`CG|aFRVGv(u$tz4PDuv)^YF03Gs`e&*b+fo;FzX``)qiyUZcmkPs7x5lFEr-@fI9 z?qUx-WDLe(mf@925K4QP-)4O6ED;- zdg23Hi$!RaUNOM=Xc=4M6@uBGm!q<5`PE@|wYGSB^96c;x&wuq}Oq~iMzYE@NY zb@XWuZHIV>~W8?|VZmOZTKR<0Ys_!vzUVlc2M(>r~vHn_U<_>NfovmGt-qb6{MjyiK);me|TH@UPD>p|Q z1k6QSjvA}q#Bu{cYW1yhCH*8-Mi6niT&O8aYJh-R^tsMDEs*(ImgumJY?GI7Ijlw1 zcYeZ_m0-i0z9T*Nk6*;fWbrA4ncOE&Akr}o?*V{dY#jSOO)cgA0wAoKFmSGFRYV4q zWYgR>N?bjGFCU)CHWxJNIXkx^)GpnVb;r%*1{{(|he#O-7GP@(l2(44AguU*_)7d= zRQ-TwO_`NR9xY>GW799T%r$=}WkOBqK-F_L%+b%Vxz@Vbr>O7SR8VzZTlTI>J8$jn zKV@)Vyt1~;=yjuleCRcOw#0kh!fqZ_MlNtbDbpux5al4pe6N%8+p6OE%w;GV8Wy-y z6bee8`n+MB&&2!^W-|n@d{9NDGG>{FxqR4?wuH2&;6f?^B@qoa%RZkWdY5l zbk(P=B}hCfp`9USpQL>aZO0Y_7+A#mBYXGr^HUbR4h9wx9@*KMzg?%YJWq-$b_|JX z>zm%GXTTLQjB|yEJe-(-f@Z=PDKk#gf5hzoRR%07TKQg6saFz{^LLDgp9~&QXVg96cUmZJCM~{UP1Mx zE`2vbV?0uEr})FRlB5{nEsjiaK9usl#=A0b9s#dsF%bm8atb~O3od&0Zr#px~B1yU=5zK_AXEV73>Fv>`ja`U-0oH2Yuck zKopWt`=Ayucmi^~4U%o-zQHd3hu`vlul8|HV-})?0wLlJew|<2JrLgfbC&|g^^ZG~ zD!-RK+Bm#@n(KO`W8c`;5@1lPWULwRL4wS_w1aR%BqtL58@?-O>8gR69*XAvYzX-% zPT`wCvK?N9i#zH9q>KD7IXp62z;{_EOPw|&Txg87pl4n3qI?6AB0ROZbO zs*yVMUx?$N-!13jN*OrRPyhXB$+gTit5m5~oB%szZMA#uJ6pTd^3@t7xUQBN*2`ah z)v9rT;Va@BgoPhq-f@MEcM%Ld5YUrQCJ`Z^;{1#&r5pgi8=ttBX8TS48BU)-F7oJ- zvTTf4@ct@4HVjlWmqt~)jPWFB7;7c36n^IoiUaluF&MIM%DDP*76_oP05c(byVypp zaO>Vpl4NnT-I9|NuZ1yA6|~xTEF187jF)()#4|lL<97lmK6q}#%eQ(K=p8);@#VO< z5N#v4#0wp}Opk0`D;-_Oy{ zgJ!K*0VmNnaUUzzklz!=vOaI4p2u?&lu9SWg=Ui`B$H}tYPylu@f+-UCnc$Wo(Q@K zu`4jR=z-n;A#3`HoX%fQPj(%8uN!i;KL#rkG_R_Wu1dKfo*-`Y>8FtcODd4wn_Z)}AjDAj;y9jEe z>?U@Q83zbe3qQgDEbZ!%>SJ;v=Er)?qE8jg2%R-wD*ZL%F|3HWS=?S-(fX@k65ILg zyFpXIsjk!fk1gFyJf3rLF5Kxxg_kQAv|t9Q8@2T3W=93&f4jZgWia_je)y5OLHqK} z^#M~?h5a%zU}?9X_75%&o$NHZ0CoJek_cjP~s2mw(iPm=lrLJ*`7mYN!08J zw>ut8NsYs-l8;rNGvLQa%7h7YbE{|iX`Dsmp<+e(tEg$VnOY0+UaBxK@ruHeq z`c#7J`?at$qzMW=j^yC+sLJn`+#26JXBto4xcRARy<_b;<5~H2S89%LD2RB0&-T~4 z=WY2Gtg%FtBN+c>yX4EO<31txuzKchds*-~0U8Kqyw`j8J^sHU@b}QG~ zF8tW<(@0GBnXJ02!o6nKRF|H4!1Ybw8nQ3~Tf=Qgn60l1<;Y83LlKZwk1rHj(l02-h)K9V3-_DU z{XAN+n+a^-u3&@(NBrVQ#f_?wv;>Jb3ZjDN)zxW{*~;hsuF4d1o5QHqu9p@q6V`B~ zYwQHrx*&E%?~;_}Xg-k)1BEaFXGKK5UM!r3k?-$;7IvJ0L_sJN}%9+}+!W7+pjfC1r z>@@@|&8G}~y~j4a_D$Ub)P<7hIr;1O#0^O!?bP@uuMJkA<=pkP(&&7`wQ${U)jrH( z4oBH`o^X93lJ>>QSW5S8&*m*FD``#4E7SI9?!B%;IU>X%Y%bl|TrBePD{t=#0m`C> z1IIOES}xp*y)tNY=lLhZ2tM(wXw{3)S8yr49&i1VvtxR&%+@C*Cic zl2U6W#Gxj#2%nD&hO(sAflSnWK$YdIFQw4T$LyuO14jsTc?c!Q7=)x940OwbeDveY zOqRX0PvZ*NvRYDINST3yDx@sLDgKn+XXKQsoybZRp_MAid&>3+>Lst|44T`mQT^)I zJBFJH$5o|hfvoe@DFurc>37r1%GCx_CFbWQ5)M&kJIdzUa!QgT9NOxS?as(h=Du z@=y1N&yt-2-KC4cGK%QjMV=PlWLNV!n~l3u=k+Q%c!h*>nQ^%Jx-yCiQc+#R`eXn) z6u40oa#K$77d@7lcxsAQzYE=_j`c)^D)CJ#OoTQs zFY~scaV1v4!^e-Qj*e2miJFEEYHKqk78-O{y3+mWbN#38-T_D0#zo27PieouXu)1) z!TS7`AD2k_D}n2*BOcrlf4qxrn{ynOf;$WLaraoUZOW^j&2pTTb;iC;XLh``b#&U@!u-EV;v0ymC%CerH{{~#+*|4csTY+Lib#`e9faswUS zy;0}yU2hTo>g#i+wM-_6f{ze?{b@bhyqoFN!!_>$UJZLs&ku}8x!+3OX?n5e>8`JFRv^NeVj^qJj~Oj;8Pdk(>E z+X%t}TRGjB+2Eh6gMY5saeDw=HZ+lRiAFbwmc0duS#_@bmvMGf2E;UV{P#AGkz*uGD;m3c+4X_s` zcQlqE!;Bj6ete>3$fgqg0jy!j!khY**Y>Z`m7j+!X z3&99V2vz8@$cMBc4zu&{@IbC*h0>EYHx980F||Q+;Z2d-3D_d&dGKg1+@vrceexAV za)N)7A`pe`c3AZO7#t+#+b>^gk_I#w5f5lGh+}X)l!Q2-esFLwdK%6x;phkv0|{b_ zLcC6(65ZuJ#|IlhG>U@^b0QGbAPV}hC|Tv7E&`}4-RSs{p6R|QF*;a6ljau)-Gz!q z|4F2!&O$P}z~I$Sd~DSuqOEZ#6iS?cv+OA^soEDJ=s+jYpd?{qgzHiuXX)W4tPd{l$Mm%z{&_MluKb@VJnk` zy+*oRRitlJ!p?(o2s0A`t6JHY)SsOELCb8rk#LesxsYxMp7qyh=owqrGag&=S=gv3IJfK=mvhQ|Q+qS6|5{tg>j z7BErRAk$G$3F73_5$Jg&neJqH@d-fnrNH%#S}j+3)4M;@DBLZYGojgjmQteea&BGb zwE3dQ!Lop*YYcx3>o|RpWG3V%^5^mY(^Q~^@eevOHdaGhYWM$` zjBfFWYP0!uA!6&v-rY2J52qnhtBwt7B^n>g|K_j%dCZXW@(VKZ&Yj9sb@k_PLIjUc zu*<{j_s`vFU&6iVcXaQj@eW@d4}_oUnY9e$VCCRu|FMut{+rQ8k=7FbmeJ$3c6E;~ zfOpU-9?b$j)!Fe4`OGT0<6NX639yMII)EWM4{e?WSVAvu!|Flk$<5vHzae*B@xH>WcW!;q86_qm9J zt8{5#&?dbqF{7S7@|`-X&sU?h+bh$VS%vO_d2!PQWSl|OaoR|kS= z#jyl0(Yp8@dI3897!Sc^1w%?A?e&AuniXN{otx%`Zge74fr0q}70hx>z^}f6wfkCi zyYn9yvtoC^?60Dtg0Mhf&um%P4x1BbbcuxkX$SzE@87(Swp5)Jy3+mOcISS4po1J1 z9o0mLBx!@h014{uXgf`L^s@qB{?7s7Ce_|v43SwbroO?W5H8k~av*B(czW>ZGp<8g zHE;p|i{v1k1?cteFtjJPfF4xOHeq35(ulIKuuurqnkU|V#AB0mni0bL75JWU^6&(J z#E^v0A<=d_J|0tpDzkqSzF}Ar})6|e`{?i zAjZ2e%>QSw1-&(@giQ)sHUxs52gpDN8nw#}7_e;HjZnHD&&)N7D&03QBZnJPp9KqH!Df;0K zWjX|#m;C+x!-cj;!Dl883=ImVc|H0#3&$%81p{D!+`98X>RnKPI$-+|oc^Tj0b%A% z%H9>w)e+VSEf4!d<;!nr@`)(&Jdhwmh%{Owy^yW%e$K%fps?6r)Bl{U6RliMn$ZnVh> zL8>}}KWE?&8`FwNYf*F@l=t)`YXisEr(L~xVdjsFPbhmFT&4(22mfgn@Bs*O02{8F zkVZPoCi0L7EDvd(e>LjW^57rYHMj`1Ps}cUu8p7jcHqDP9ZZ0Mi)jfUY|Ec3co!9# zEu)xlp6=?13)wn*fWxjADlsCeK_?^#TJb&wzRS-|9tQKOcTf-TpW$k24bUmGyF+&Z z%2kgJPJPSJy4==_0j*TwOY z2+a{PQ{!hBT`2`D(KlY}nz2dqBNo z9_?4<%&A1_Vq_joG@KwwW2?aq-!XKNkIXFFXFyY za&dMw`ml{|_O=45s;Uni-ieZ-3~>1>aP1AJ&0%%s%8BsA=5cQcZq0$Ee)Eu#W6Re4 zEBgZ=E&qaoxB}&Q^N=^(5`98jqrsffDfM*6^A_5=b?bf;L?|>u=sKsfhkuP)NX%vR zpX-5T19$^ya9gvk>c0(hil!_hcCZ`X8jJqRllQ?#nUjRSiAD$#ViRIcNZ3^Xu-Pth z|Mo3CsD41@Ge0_#Q0wmU{IeWAhx%VDczBFH+|U!*OecO6eP4PC00GAsFER-PX^s`n zIkYG2cW$L!hTTIa0w+9ZqCU=IXbWaLVFqBi_wY0f{qv$Agq6TVEf9~E!n`iYc~RP; z>n#&`VA{Z8L>Wc*P)AupPb?4!%AetL{+gE9EKGQbt=jCf=!O&j0Pwan(AtHWuqmO! zBB*21PUOc-H&}EB;k@iZ@c0AOZ6iDqD@sCDjf^MuTK)R^3R*nr&^P(XiNg(`lXead z=ls;rYq8g@LWJ%A&q;n(-E!5bV>l{dkWf+z^LLkGSgxQfRw4{-Zg5#dxHXKhD$*o3SGCmXyoz++Il4J zXg@K4xwE>Km?vPw2!Vb8dmy>J1lmLwB+#Ur4cD|>s4zF~dEixYu(f-((eg)%VI66A z|4)4)^d@L3V7WNM(3&*s!8fBKizf?=%-I8niAX$vTcyNX@1sl97q&UVF}mY=^UVzxYmwdz2^@0og`P#HJ1RjDOt$J{gb( zG%l}Z`tF(q*Rq$LXE2MX@ZmSSpnq+c(X{)Yy8_hwEUG2#HQxGNm^b=!Ep=!^F^~%i z9lh=?7|tkD#9$jZJNYs-YK<1K~N z#1Vu|y!0s9$v3Gm=IDaaPdSO!7!MgGVX&`75K4c-8bQiVm}=P4s$iQVFKvWE1XLg* z&n{Y~vuQ-pE@DDsn!0GiHqqVshdL~-TkSn~P$NOnYdNTpI5o2#AMd}%$beBQ#Iu?( zS#WMlWw?^E?i>M-FI2*=5hGMqDS8%IxMiOB@KBH>Ke+HNuPObOE=U)7VMahr;Q{RN z5aXecKagy@r3(tfHv-6YK$_HPN&4sK^i!Y{CSzX#yeI=BN6N*HLWay2g-c}EzE->p z;u%dCq-6XV(paJ%2k6{#eh$>o8AK$wA+VD~5ve}$!$N{OGBSef(lzG!an$zUt5l;< zZ@M!|e9hnhMBG`&$1Y9}%6p=LPxdq%Cgj~aJ%kNocDhCIi_WNfv5`!ABqt3 zzQ2DE0s|a)^mD+R!?$`M1b$n1LI~Iw%IoWwq6SgJgM5gT8mIFj3P#5qe(FTb>xs*4 zcOe|Q=8M9$%S7CflM6f6c7L=tFc2>c^$Q4)v@{|n|R z>g_mYX2wUJE_`1oK5(WL;aozTZqZzZbycx)4zX)O?HGUwLTC^G-eLyFA2jMOu#v5T zswEeh3rsi!YI9MHt&(@*BfLu-MkGMuk>g}#!W@}P#EAqcu;Gqx_|#a$Em-hb+1fH- zR3DxS8F-_psQ3pa*u-B2#v){t1Q{p^k>3@h0Cw)P$o+t&F;U(?`C?{144xKcMt*~b z70Cv`-;*2i9_ggR!^JJe+9kk@73(jUl}EZ0F&Qm*YEso+nB@RyP7)G_2LS>$GDd&! z^T3jf?&t)Yj33X67@f$R`n-#{VNlRhCj;8RX(k&D7eZX5kLoqU#wIWhEJ?x2!(dfz z3iyiw04%fW_~&xLT0xOSENPL(9>M34iKr9-Ma6YE_G)0Wvl*UHd`cJjU;r&qGyUgJ zIocj%LT<#m-BC3MKzG10u0eU`M@P?8{!;8N%Xtvlh?OzMC_Hv*UyXA|@6ITmJt2FL zavf)`HFB-KmK=UEmjf9B#3#xU(f3NoC|oj+V8ezDJzlhMq#`hVq9~tKH8@0uE_-4= z%<+kn7^a7FfE2tiTD$*53rQat8w9Rv80p*SDCWX#Bp$CZT5+BfA1I_i+KS%D4{%chlt79ADAb6KbQCh4Sa0%>IdVFjf+mwz zr2?cj0!u~AD4P%GW0IC4B@y+ganTuZvavuECJW8LBOJ_9vFq$rr-M&~goUYND2z)7 zP#rk;5*q$}%QB1g3x0gaS_7JFXFlP?xMXUD~%H?e!$*Vh+& zvK0;sJz1;lCgG=HgF%KH_xHzzWYOZR zbFA&%ET9A&i5-DW1pIf_MZ| z1?((3>(kW}E3xt`2^SfRde6~%dDu~{5*5I5{D|2tXY~7 z{6P2D@6KJ2$?)OUFGIbA!P?6Nrv1{fAQ@wPi2CWJCL0XPnqqWBmO~AP(nIK~rd?Ul zrB886pN`EjS)TT~Svn~XhBc6HgC|~~$kM2TfNf|meqfFqp1m3rZHK^^a?H^agj22Z z9?1jRxWnjlH|4w)fcelSC2Vq_J4QS2tbbIeM~`pj7I8{1B~T43yx zr&{)($OLQ!%5hU+E|g279H|$ATRc!d;pB`yNh&5#hK`wJHh=iAy{%g|M`bnK=>?_- zrXykYPKH6^Fyq^KRx8ej4}v-6p~VUGyf%lpdYfWknM+)>AbTMMS$KN~@I}1hv;4M_ zcni{Y<5upADJnxFy9Pt^UXPs)W}gUtp?n*JO~;0-ll0z40cn~%5&se|e`+0$l9;y5 zqxGLY@qyiU9>XZ^gkvA^gWN-gGe}`}93FTjia#B+H&HQdYw4AdlVePL#y$o}2|5oA zKu_STVJ6WO-->O@a;5P_!8k9jUV!6JRd6!9x29&Gi_c^L;uHc0v0{qfvA^+lO+&*$ z8=<7WZDWE#)I}7UD>y$F)&*~WWa>5zB6tC2_kQdir9FQx*w%s^j%a4!md^zTDeB*lu3Kl7U2mS7a=5uCe@Y;==65k#5zf%jQ;Kclg$ zBZWkS++2#UM0^Q&5T#y=%t|L+do9M^N<0;Rf0pK?db5tJY>oTmBHi1N@F!z?qM19D zG0JreybWWArVI{rCobXDow)Bqq`UxR6S4J(ZkUpYatO!@tWp_p=*9NnU|H1@Fw9P* ze-sSRgW?DIe8#p*hu8#^;Dw4qsrk-1G=GTDnJ6gpr$<$D$E%V5H;eB3-;)=jdoDjs z&T2+*jhYb6=|0P~#0bYIVA@}N-WHfTu^Kk=SI9V~2d3$=mB!j!W$YO2aJ+>@Fu5Y# zxM4#&f7J~o+dn{i$#lpge@418bW?+2eg`5K2_4v$;>FALK7%S^U4_#D2k>GFp;Qx% zikY<0P#H1}m!2V%1Bqy$Q79-YdMG_Os50)yAUU{%ogrRx!&6gc4I*(dVTFB~!wlQ7 zS8Dig!RUP)fDnOTW<1ss5fSMO;J;XoR0xPgRLiIgVS?d|CxeHH04971o$NJ{s@=T1 z&O67P7J^KYd^1oQ>Cw+21JS#WoIL;^>?HuYkj8-I2S9$h(H#M6(`>cWMUgO+#KTNRdcC^k^xJJ<_rWk}9jXAJLHXI0 zGMdOSt6n3Sz*NvH_-JeLj=-_DI&}(-D`vYBR0P6Y+gF^?-6)7cL4AndetHq9TX6{J zz6G?hQCO4Lr zmJ$IjMh9UgtgD}&pIA*;9R>~HIGyYB(1lEfB-nr-2>$^#aXK*mdr?&-2>WecfkfbG zaACjq(T2!qhTpRbbYDQFLQaS-q(ko7Y%bjZM@Sj!6Ka@=TD1$3Ei|fh+8zuMliWOs zX^`0IxQ31oQmMcB5s2`8jv)V)*uwGsFs!b~s8W=<#N1sO8KB$RYbqF^%)Jxz7aU6e z*}LAPv>((8JZL$?9E&jIES!3+Q^7)EY) z`5IWAX(kEVd_32;^Xi0O^iYnNU{a2;7U9Vj9PytrNn>M z3nRmPFd34Zcz7GCu$v5=yABsjdj~$%2xRtam{`jVu81mtz8&G|CB! z?lJW}dsr}a<~pAHxrH0RJM>3w%!-_tM^{&uLFHvenQ8v<_2h|Rkay$xY)F4t@p#Z@ zDy^1{yS@FiDrUr0pz{Q%a@RSuEMu}pGpE<;#tX|U@$bWIMU3d!gdX*NJRrAh>qIu< z>=N;+jW2N6Vm;AMHVH3;iXFJEKZ=4bJRCA65AMShq~kLfJVOZ4C^hgU-=rVpUr0)uN-qKhA)!=Y zVt|UK6^nA$S&w=LUHU3prthNbFxp53u+!B$cd|>i(bf{q^)Z~W;L?&ao^XH>g7HFn zto4#QvH()|&^DQJp&_{p6(XJ-diC^Bq*UNYJdMFKq#cBGa^u54 zjQ?lZ(}{)vk^EqwV<=W_G93Caj=l;u)X3PQd(I;ZC-Ot&!xhLuoZQ%{($FXXfLx;9jK641A52A zmXGvx)Iu$JKeJ<_;EjhB~~pr)Gp_PxEOn2&x68az}qmj3oo`I4Bz-MIl9Xo{@pW;shv(VNOa2)JF3!$y`3|d|4QBWIo-r-j-qyB;w7$_n1Ll!9 zUI1OKHEcl<(|oXp0n40*GK$%kg3>SlK^c05fYrEh>bjmb*ij6JR7xTm%_gFIk-4Pe zcfVl57(iWp(Uo!H?_+6FsH^Hi7JjH5EmV7@MO5y z*IHsMex~f%PS&7%Vcpy3ZpEi$h8hNE*y}wMYg-b$%|2IF^{zeLU9Y6%Krz$DVWGd0 zXN80+EX3;XM~yRHs|&fG!TLzOnyqdhtDc^k*QPJ=My`8mQs0?gRO+m+bARprx~XdN z_OVGNm^_<4ag}X%Q|AXT; zOn#fm8wF%yfg)nwt~VzHeV>S4N%}uy*wYp{gQe>WJ-2WDF6A{pXAYq6T-$q$8^q_) zUcP*Tb7c&N?q0dYcYJ(&_OJ?6KTgAD?}sKpIzncV-@AT&b#?W8oqnKJMkn+pyGnnp z@$8=a^lWlsd_1PC%saXvO)JitDIb0LEwSd<;dXX*P#~8mz__;CYjvnY0Z^a(b!`~T zsji{Xav^@hT>yTtEb-7 z+@tdG=Fsr5WdUl?>li>OfUbZeQzWvny}vwv7K%KoD5&fjDL9~p$KZet!_=>ykUgQR zlCb;^x9JaA_Hc+ag;L-ne^aWP4!-YmMHuo}GZ-4+A-t+U7ya(;9TH|-D$%wpZ#}5% z>qTCZf8_b1gT*GNa7jc$162LDKl&qw#N1+licNTY(O0jM5$Ty|mO!;1U(+k|UE5^r zkfp9}G8&=cTej%IM!5;6+VQ21y3KRV+YH#|tvD1Y6#Kl;9W&bLk7&||q7C%*#gItg z2_mn)Hh1gwC^#2SRVtdD4qdBzU>@c=`vcwuPSXxrysqobqtfRNUO${n$Pb-o&Kv57_T=Pn2J!m#^qOXV$QDBtG|jH(;;h z@6y5mqICW2Gw7Lf>wDA1Gd41;Mxmon4!nm}p{Kk1E?&b^VWR3_!2rD@M-o4md2iag zddtz!!;kHg;^X<+3tiI>-zq8DHQF_O4Cu#o5j$I3{plf`qtf(#xjr+f3u*QBZtkCv z+t#RlYoewi#0@SSJHGllJY~cW=D&q*i{B*YuOgwkEgsaE=1l@QeZ9 zP?#u_Mn4z9SFUyN>{=kzv}HE=GIL7X`IgI@jHb%r)c+)2N zvNC)Y&b{?}Q9B&nn1~m8i!}3j!M72Swlkv0 znjbvTwneg;*EU#makdB4x^5T@KPK=i@jOfH%v5w|~LBBZK!^ zRFr<%nhf>Rr*jL3dJ(jXKpDV-!t=O?mbcOLwEK5c6_rb%T?rMpXTw%z_L}0{14r&5 zLv1{P#Loofg;5hDBV#{yd0Fw!nBeg6_c$oG0?@(KudE{o_d#^RuoMVnL=8n<5u1bVYkB>s3h}6}T^ie1bRul>?2^Smw z=H^9AQTRUzFJ)sd16MmQUn>t=l(vqkkRB~jAuAqec zx!r>q{_ls8c(`Q9A4ehzQg-CeC_N|Z-_I0X(USZ78MV6^p`^%Xk|%`F*#3T~!s`F; z7vjcw`}VE4*D5LJ_3Y?jnG-?*0f7>W4w+`}jYup4>V>T@EqPvl;u)@XzkQ3R7)kj1 ztFc9^9~u`Im$-xko2cmili_p=i{RfEv$M0SgU|eP`s9w^s!gIH3$a#r$*9uu&*^W! zv*RnMXIhyeZeCtWrlyR!vLOl2p0P4Ydf}Qidv!gcx@76-Sh^e?v(NBvb%_#~q#|E? zepe7kFVrhk$&d+>q!)9>O;*E1MaRZIY-y1abDbk3AtAxU#$Gy{4~c4M@Xj^2pQ^T6 zov2_K8XA(3_=Zo#yRg6Z2^Ff5${V!zI~t$9#S+<_(%qw78$RP|l*envhd3ntb8P`1 zOY|<>*h535rKQncaiaXSJ)gL@^6mmRH?HUR5AT28y>;tWS65fQ967d)jg7dtcxP7^ zT7Q3kUZ9MbzK{0PYXOawiuvfhe`7^0{`{olT+zcrBs(Xk#%)m{x-Y9kY`jDdLotc^hrNODKhGBOzCmz6)$W>~XL*;#uejVFzqr2sDERD{O-xK|R(=%^5AWz;(&A&W4og#WbAkF3&J1yP zc4le6&l?-2r0O(D{V|vEdKaGXk=vMwKj@HKqH{!=H~XnmG|Sh8zFKG^f>3{=1{0)weX1w zlkdk(*K;Jh1_p2vnXf4r8d46X@jtaXU+Rl>Kio1Cmy~2@V?*QQ-h~8ZufTdtSp-fCn-rNyUQdVZ;;J{>KV-t5@!h}bRnrXQE zU4of6_}{U#UE1CzK~>k)z5Dd?=Aht07%Tiiy?=UjxcVHT+_)q78U#HyDmo$I!>>SC z=pKj;-Pazr&NKCRSME+=qA;8M$_xpY$77$vyCo2kwgr8 zj3iXD|B{GEOiT<~sIv*znEL!uzQAjTv65uo->6aSyu0L-l;KafbQCzqt$u!c@8;p5 zzv=1b)(H>#vBKmk2Pfw@9u<^vi;qj>&4l&w^5ycX_HMYp+Lw+?o0~*6#&K00eH`}hbV|5kJH!S*~01~%bQ(Im&0f7via zU0AsCJru>`Q4y&HX*D{lEObrK$bYxPTU0goa*r;Yp-xtvlP7}0{QQXTn zZ1eXx&HiNzL_GUpVDZSW{M3b~GIk=HT z>%Zq>FfGw{dv0Y--1Z&bvv%(bf*TK|gN`XthF>bjN=;tf%cV$yLtgSlAXNjch)8^R zXljaxm*c|4N&}&z&{#4fW?~MS1n-7GIq!XIl_9!U4aWy*6j45)u;1(o(Lv&QUrM z8t(tQqQ1@A=yRc~SED*QWU2XYW4<=6toiZt`|$1;-+46D?MCOA_MnsCy^TvI)PaG4 zq?D8?wjo|#^-jkI;5$dD(quL7tFa6c_eKC6)I^wf})r{AHCD<%-)4BM@2Kl=y*X2a~vj zgoc{|2kTUv+F2oR+DXnWd+$?OhcnuY~+|EK~SRsHra9RDu9kP*l9}rLNg$^O5blw3WM- zO`MwP0?G~!+_^GAkC?CdcYgdxMjnF+2`VBvnGA~F&eyk32tS=u7eTfuygONW^gS(B#&w#gTl)3^-wBMpX&lhx3-l%Z(f+E18Iy zB*TvnHZbHW?bikq8}3e8!~VJX_(Uq?cS6!g%Fd31nqqbGYx8I&-NN$jT>{ka+nG6! zSdyRJOJ)3vX95h0uSY~h;UE=#3n7xX#XL*3$p2DLR8|TN8PXHgJUx?Xbr2(nIJ7rS`{hX z?-4LYV3Yqk{HzBe9}V?fGd;4Rf}fn6oRpe6G9`s_YHG?7Y9yq%QTHOH*8~6RYT~uP zBT~pzQp_@e(K|bCvynu4gIyWIHiq8wXD5f=OxJTA>*m_s zmm}8?Ms?cCHv=-@lp%E)77l?sux~053c@}=j8At5Sk$z%#xxisF2Z3FG;ba8rtN#2 zT#50lK%4VP*XXE7Pa`aulB#MCRA3ny8F9ZI*5H%PtA-V~Z>Z`~n+@m54oub9kkQlQ zL%oItFN8o))6h^*Q^Q4KI_Tt=)te+X<0dyYCHCY>#Sc%Sqj6uFx6!|Ho$rU`F5hsA zR(m*EWnq7`)E;skJXUU`6Gf(X9Vs7hd=&C^J4Z*!ZxN z<9~{ZIGS2oZ2BHi9sL}Z)q|kW%8_gsS>hoysx<9-`-JPVDGk|L9^fLmeBEbI^Ns*L z?hebITYkuv;J#6oQmOdvip$un#K(ziKXw*-kV-!E{(X(diiX$v7#?|yQiJS2SlHJV za42LqM2jGkn>TMp&>P5`0EFo7>G5V#sp%6iF1idExi60HG71IT;Sq8meoYkwd)6U4qaNxV@Fv5zG3k;M-M@O$G zXCR|uftsLXY)l&$AOEpHnEk5L!5)&Mj{N9_QN(B%nfZNSGZi zit$QjgeF~2<QFTXl9NCa(k_!9?&Fyl@D-##&K3SMNyC?7N)+Ij`_W z`OOU35E+QQE6h*6SoXhpqjq}wb9i;Sj?2`{Os^w2Xn%8-rp0Gd!Na4r-_y>{*_n`) zza};&=A&_C;O{+gpC7bPixUC;l{H@Cq5#ZA22~e1M93opTymIg6ot z!k}?cP*B*}d^KMH`{L&AE)U_ovr*Nd@Vb3ty3StMc}hssVFU%;z`#P+Ly4Oak8+@d zW1zCG+>Io^sPW8xI2RQP|FZ}W?v(h^=gjl#8#3q(td95BnmoS~`yXyqG~=B9nsr6h zR=w)!>8XJl>a{UJbg(}Du)O>d{5&4Q($-`iIdBNpFTYu#TV;NYkX8rZrg^$jmPQEoD!MIR(?*Bc&-`~!}XE23F9Ki2HrP))fmfGA?cpN|g;eapc z;o1@KHE=f%ArzU^)z#^TpH2pJ=-;cf_|4oN_?ukrwvjt@kItW)$U2M91yJYOa)r`d zJM-IKPsLoG>2g=Q&dWgCh66XOh-Bsadv^eLqoE243v0aA^aFoQ+au91)94a=Q8R4; zR%hD0gKd$PbhLD2M0dQy#o1Zphe@3skUA&l0H6hK4H$7^D$2U-&UyCm!&N z5AaG1KwdlXEhxRTm+c4v_hZK>h0$MeD(Sy@da~UCuxa?yiTn2tOwjRS0kRbm5ea+v z5aaQaCyU>|<3JE0pPFh5@NML$*MJ<_FW7M!R#L)E$S6))s1mR6{X>qGi%ZUPXE-pm z*CrvJ+k)K&M<*xC5KY|xQtPCLkne#$6Gxs@x6%0)G?Zn`PNI&Z90P}9*It_@ zNO*o*INDuCjc!?qWD;6gSs@6_4R+6Yx)uvE{QF(gZ{NN-j66fznrn*%CSwVT4y}+S zieA(q>G`F!hK7cjfJdW%k^n|v_YMre7SO9{Ye(eev7DZsExLM$?XPSBAio1;Bhe|q$*Bxs9dO|nsqctn zBFV{4{N7lJUYHgqh5xS~JklY5OdHProSi5DO>m>;B^<^c_rXnQ+i$qU#>Z1ZbHIaK zANCqZv~Z_+XrsfSrk7qb@@YT&Wio#E?H!S>w{O)~=h|AT9X_%z0)j3(RLI`S22NxW3fzZ9r;t0C$22^4wT>hjz*LkusXJKQbe8v}8n0)0}YUEL< z`HYhmn@;CWetMn_1}J^=Tsib*Yg_DzLIMWZvxiP5$Mb7Ym07qM_Q4*Ds}9G9s3n z`Jp{%_YNAXXAm4^Hp=W|P-0*BAJ+hKBlIk~1lbH1@PNTth);0c9S1=|=pKI>^ z{+?Ip=ql8D1ZWYU$*=+@LS~@x_c(O9_K5OCrL>3a(O+2IRxi(?{eTV2i$8qOO5nCba zUR>0h#tmFOy@DUXH?Cn8HAF`DSr-)*l?*x*#2<6DxwijSIWTO8EIBRXGS?m? z1zj@RleaqnZp*i9P=D#E`F19_69hT`+WJyH^U8bUCQ5F;J?Qcn#fuj&02&1+R4A-n zNgK|Ng!JTl&x3;!c+r6hpaNWwgbfZm3s!jKQaso^DBI`gYC;5V^-83h84ALy39MA5h z{v~mMbT&!*=FhtMP7yAOy7R-rly;Kj>!vT8ATR{AUJQnFtf-RB^=E@I=?@X5CWH2T^Pe(2sT1lF1cAj5A6miBO}63u!)Nsd&g&uy}U*7;K75} zj}#>~qMHZlQCeDB9*pJrF%c11P=QM6PwD9C9|7002#2=GV+9{mz7rx-4y3cBAH>jjBjivd! zd74Oc_#L}RO-+qNZq+j&2&mwO`k>En|M^W@D@zm)Iq{HL>Nr^K?Cj`q+KLko0AE+v z*BiFw0k2-h5X-q{zt8=0L+~Yo+V#6=U!SK&mXxS#Yxe=zCt}@HzkmIb?e=_!g$sH? z#j)z!u`$tEn^8?!Pn%;LmrS0+zJUQnQq0zX!|M%#L9gofHPZMpH^l4jZwp<%tO#rU zvDQ`-0Y`vs`vA$fZO>hk4n7rs_dWZ|HC?)@J@c&jfDkLQ5c6P~J>HfRRrlAvKv%XE zp7y*nC{E~?X~t5&kMYLQU&_|Dn6D~Zou}p7NN;bi>424;9aM3dlAHwbDrVW>I0Q2S z^anie+(_m4gi~7x8ZYPhcC&+Ufi~a}aKoN8Zr?pV)cQT9a-Rvf7)6LJ4<=7}^AK|f z|Ev_V4m38Kz}iT!0dzT>jO>eOF^P$j zeyw}gE}1m)g`Uoz5F8)>RQPmup=INRXy1kR><{%TZeKw;>Qs*r3E_hE@kW@6UOx}c*SHfYgq z%;N7Idn!)Lnts~WQBvyV>cG}>e}0O7t5Agq4$mTp3r-=yX9q?o$Ah7K#i-hBRg(jq zVB_1j%Z^viGi8*Kj^Et3?zc+ovHq;*9$0Gcs0)Zx|_g8+)% z!^7cE>(zr>I9%7WbxlgmK+A(#8j+r!z8;gznR?0SCQ+^ll+Z?<@09ovPIjc;7|WsO z#~$`F*QdWpSdCNW>r({`$29^quZYy)k?zRQOnb0KJ*E`0yL)d`qRkmiFK09!QIZ z9KiP1WbJd;O-B6{*r=H;>= z{0MX?O~p=5a#ycj9XBQeK45?KBSskO0%YC~BjkJgYX(3VUD2VM1-e@gFfjlx>u*Du zWx*A4wF<3Gwm6o<3#R`urLrARr(f;~cn` zhsaV@eh0vuan+R>A&^CE2Q8tgDXRsJ@ga2i!21hBOVR3opwS=*P49f*Pol7}FiU_F z&|!y+9u#jYW>03yr_|X1#3tUDtTGDPRaaB%1hDM>dv8TLCoy^y(N9ZDONGS5Q~>RH z@>Q9RONof+Z+5yPI|c-oxUsP@qB;VqRWvkAak2n*jZ-Tl6u8y`g$R5)yPsJgSODMV z{^#`m>CtjxS+m5&i&(Pfr*%%d{huKd_ZnFQVWEscmW;gBMNUCc1M3dkhzrv7>nyA? zC|YHi-QR}u5@8#cq4l5}gl1|HfYH&nr>-dEiw&f5FG8|H$kwyt2B%r*h=uGwFrqr4 z4Ba>!Lz;ttv%!-n59R$<-8oq}tdoTNUXVR|fy>+rY+s7Dky8_d-y()y8*vVN`;ZgM z5^_rBMC3~JSu7#a$JU(3;kfaAPEBl1Be@JoSfKlGls1| zv%hou4D{{J`uHWNT{J<*`||PhSAc=ofgniXyG5>@C90=A`}9ez?K^9@eK$|fhoDkO zU%LiOIT1ob0x2HKit7MnHj*c{&H%_Pg!hEjt{?u3@JFE4AxeRMDJArZWpt(hWFp}H zofy^DKwV}DK0*VYBr-l8*>F-8mPF`5Y#=P?vgR~Xc_W}{w;nB0-}&`R1yJn5>MGa} z!hr?h;NmKu7*XpGaSN`T2mK9@8;G|@z&z@;2j2fN*JiRwXqXATE`lW?VRRxa4@6*3 ze?K;4G=L^OSLXvCB8;!m_7$=-)!+Nab;C06#+#*}G!1}+yZh%X04Nl>gB2rn2FQ{( zDoyDSva#OrliTi+a=pteHSj1&?^Zw&3s=ZT6{Iclejp+yhBQ{Okju-iCAPI)1Ih%^>Yz^sDy6*n@*x~- z3Qnyzx-uPye@;z9HfI{hNJ&G@T6~aV0Cz+2`SWLwgFguVFgG^`YC~x__ZpCLCH@w? zMwM~U^nGt?*LEMECLPrTzzLYX4@$ttQUfmNvbsRsWswb50t_r1@+a^VAxXqGB4T3j zKo5)q8WmxO)vjNU1TqI~AtOM#0gs16K+X3?gtYd~+s8*|hx5X|Tc!vs6SQatWeT&| zYptL;|En^@ru*Jk^*BZeau6dGKv^s(C;$mR40uONC=2(qG7Inj{3h=CjgVT?Zx`zwA{M7%h$8T zA3(=l{^EAvuOD>K-$p^#y#T*nCg7as0V=@FKKM(7gqxZ&ZVf(@)X}NCS!Es{K|q6a zrJy|z0EPtTMqG}RubsMB47WY>Sw`_e?@CWnA7^IL0WFJxYJz?)ZMwW3;E55Czi#Ve zJb?$}MgaX4-Q0xCJA&hZXKt^dlO|1YL5aon8$Sj71MYX~!quEuo& zRTcn|m6H>`l$4ZNl%kUVH^|3uYQjJSg7oFhMC^#RO`w#*yRW~FtN6F`CqPefuds|qd>tkkSWdTz}2HA|5n7ElZDtcc_SCOF^o#HFr+2oY1hXoPku@+=GIYfaV0IelAY|}quU4DuiW2C#({KOa-^1CxqE%KxqXt}h%#tibif=C7FkKZd=M3{v@`4btd;;xyHbuucJ^qLBamo8DWG zh)PA)!LWb!E3(v-LCo-dl7HS0c3z$cJlr*wf95`AL;W(-Nj6g3uD=>|N%Y`ntVJR^=eucqh33BhJb?b>3a{rYK6aOXD`u!vswwvPYxbjbuh{?I z(o4>1O9I?A`u{wFMx|ZnYXyjrQU3qjMoKfL(ibsym;ZkA^IEL%ebWDa{7V)~c0{^Y z{C_TY(dg4u7pS3kRiICh1uq7=tE;PNM=%qh2c+u-Z;+*v(<7+v1>l5mn5t$&q#e+^ z)+J5Z*#|F9Y%5`Dni1f(SSDA}X`w%U{5TAH(&a?iKXMTED7iQLI4NLAKolA{USPTD z){#962c-lN<`E4L_y7R~F7^WF>R>KjX~yvD$8T84lR!(h0ciqpCSuCVfms642|-9h zd<@)r1(+cE?rwdNg7mWhEOS%9p#Xv!0cZ|oT_FJKt1E@a0I4Qs7Q|#^XCxcG1>Mi@ zkv3=ZvliL-=Y+Nfoltvz8+wqQPNR{+{Q%(VGhmZJ*#9v8sS>dN=hpiapqBQ+Eem^o z(?UdKC~Og_sj1YJq0!M}R%h3XnAV$3N;lG!i?rc_2tMZF;XzQ`4mdcVLu1z&V4$Nz zm|euj2dQQkRHbDg>{OwCxu&dT&@ zgE|SAUCJW~5ZoZQm!ZoFl98=2Zydga)Q;Q=0-=z$*HmEATg?!&;ZlAbR=Af| zRf}cNBXE@0>juD`QQD6boSAuy7s&M7bw>^Y ztnf)lR6*$#-8u(=A`Gqpeify@_!(+aP6!ueF*Low)~tKMN56j~{z6xjY z+~ME^oCZ_~I_j&3L>k|%FvM{JGQbqrueb)(l?<~fmCnqke*E}>U<$J+`MwOeD#p=l zenG_>PF5hJz`=FSm9q?x64B8R{01!1)b#Wsgx-D00az9HlV2`C%G&$sb0w<@0g6Jl z25KvUctDerGK}>)oBC}0&9l_z!5>*0NvmIln^j) z#YL@-s^)Gk}~YW@hFxCAKOc z0#PUsA~u6<%W?9)0a(|QH)tWo9SBWIpqdsi#KMLgM1Ih}sFr2PjS~xG7ju2F6pd*91$24 zM8K1k4YU*n3SimTR=UP>x?NjkG z$npp*&z*cUNFtL_@Y#}vZ&VeY2N135ayuX|SYAY?Mv@?$W5hqiuace`5fQ;F<_!P= z&EX!KUTtF|V#@J2$U<1?pX6k8_-5nV_u<)~F~B7tPy}=74RDW4WVKoM;n%y)Geg(Y z4K0UmnPDk|00BuglEG=$SHC<&PJC_puW?{7~*yw|wgN@BY$YhHEIj8C!pUl(_ zW)ewxucz2r053aI?`YuX@8A9I9l9oERraAbFExAw&C>#;D9QLjV9rsY&{oOkziHaj(a?D0 zbe0Gw!100zh}dGmzY_((6SV7kj6xN zeIQ-;1tF)mzdv{nd4ld+P=@GC(LJD-GELtcFQ zHHaP?5nWR9(e^CY1c(h)XJ-1iGtni(9O4YF?HzHg1pW}^qM5njX)i}5fUJ%0A zKs4N*0}n4d`>|o9Zif_%EdT=p`U21t@@Z$;(@FdB#{$NZxZ&J6?CCJUk!&Rre%uCI zjrho=rKN@7gM=s6*4A#z{Y2n8-0(W~Wxps-I#&7nFR)Seq2>d7Z`cI1q=sdNc!<*s z(zD?#1qFq$>zp+7!8XA2G0v*`%YU-;1j*FwauYQ&MPil=jdp_*6-b1Mh?xaiJw$;4 zk1zaC7l_26Yzc!&D{{1v&!b(?|2DACqVGXi#L)_)gN1F(n|oh2JMD2aepuzk;S24j zKo2q@0~Mflx`C%YgwmEH142SA;!sn(#~58ywQ1e^97il zVFq;Q`liSR$l1G7OHdYyuC3pc$3d<$YzgK4Xa^0%W{~nj**}Srz@P>&DJSTW(ZlK!{31D1QperQJANu{X)SH1YH_ukrVyfUd*qM$%L+4=_8RnMZsZ! zYJd&JcmP}#mUr%8!lBg4lVJkBUjcvw$auvYNoyg9W3{#ixf4eX(XXvcPZHpC>;Vde za-9!cMVSj2T!8ID{Pc#i;QPRW2+M{hmd5Hay)zoye{KT)Dah6hFB$}1Ep6?~&gG`B zMNq8V+-eQ)5vL~jRn*j?#d->zVK4skD+nqcgj0^p%)t2qN~z2Re3ob^@Y{=O{ysYL ztLRgi{v^sGK}Low)ic|yzS|KGN7RwJ<_MU5t|KJRYU>bAnj9%+wrq%b13#F7VGp@2 z+FJ#>Ij$Jblj-?DEKt2PB%=EV=1tK>Ky`^$Vt;AT!3?-Y31((YO-&KQ41z!aK6e4F zh*$vGuUw(>ULX7D{idk*I3c>W>+fz|^n%@jY7S~4&>m4r?D7CufN4OXAn3s>336x; zl1G6@1W_H>_BC;9{UttQ=(ztj6_up~)X41+rlqM}qEsRZw=^3h zCn~$0FF!t7Vo*w1)K6|^(e}YHYx7YZv|4N4==x=bJaH_t%+UV~0Iw1cN8sy*G^`5@ z;vg<^H!zlng3uXy;rVAv4BWprrhtidMEl#~G1&p-qc_F6twH$e&fH20>s&eJn4PB~ zvSQOInlUM?G9#2MY<-$)`9h7M$@Q2+e45=;FEJ@qzUk7M6rIs#%HO+_aEQ-itsh60 zY90561J7Dt+w#T?zK__7Zi6+JVYxA}KE*O&RiQ3!6EkDPClZSbr$OX094}Y}c&O4| zs8nCFNf@*p`dDbLEN*NPJnBt@8BajA7pW!rViNBS5>@8l zj{E3r>pXGRVV1jWw9l6ntzJaG(={jDJlqwdeyfMS%N=pfubYX_x)mauCr2!-ghG)~ zvg38@VJkREh!adyQ#$V`mBi76F)3gY94VlYg_`B+2hM-N>UlZ~g_dnek=^G$)^b4z z=55K8zEkD~D?Xl6Up0dQq%2%%yDkR_2@w*28MOf@hH#SLNkFDjz#>i#EHPp>gH9Cf z^5x42XD%!(3|xH_*mj@^f)U8LxHzPLfj4RxeA!nutxEBTV28%-fc1@5thjoeDKQp zF6PB_dF2QyNqk#f-s1~_=oBMU6NK#Y#BU6C1k@i~iWzs~?V>|t4-lVDQTi@PW$DBr zACI5*`=0j46o+bP5w)u*NH0Q;MG^}F48e1N*!V!JL&nrVswIt4DyvMz0W9iz0x2t3E%j>ukP^wJvfFOBu*S@i0xSJIxnjKI^#q*LVk zKp8DfrS=<_BLwsD@`JD9MV!H%u{*DD?=w9xB6B69Vj_x>X0}scA4Lr&ax7W&-~)m0HsW48sMiWU(VX&&fG5=M%L=i4-R5WpI-l zX_e3mzJeDPVYhde`gRTu`amSvS?VJI6>9og&MYVh0As8P!HIzF>i5;3BoWCW8I|T>qElLtr zXO#g|Csp0EpJG{Q)RXjQ&=e$8Gtzv+p1Wvg+%i(U5<^zDCi$kDgB-2jPDn)TVbI&X zYG2HmZ(dsZjI27>pT5`RP;khCPHVJ%_u z=(EZ5a#VNYcwG*_yyb*a%G^rT*Ta|82prK{DxBe@Q4)VLLVJF6MY*h-%09@zorjhD zljKO`QqqE z)I_Ltg2t+$jjhnS^J_^ZC2%v|@X6z(M^vO-N~Od+f{*$*3MtCYb^PqY>=l%yg~}3U z@wu{Zh<4*-*!$5znXD8>W2;!CpaEbeEhK`*DD^Dc21kz6lARn4UxM;aF{)gfe7b%7`M#?aqi%-H* zjnL1eD{*etc)bk)Xz-sJg3zd_&`A8_2HnWG%iZ z;LNIMMWI#=I>_k_`7u=QYBt^E!MIFueM>GP5$tPOL%(q-$l-R;4Vy(qj!jUZr3!MB zSI*@ae-bwI4hxt25NhD$MY=o9XvD4T5ck9jSc(gx7bqHj zY2(3$39Eil+2HM%B_TNvIt-3v7 zvuHlG)l4qnwdVJas)|oozFWB5#9Q@H_AAq3X-Q%T2K%n790zaOV{4}<`lA9pTTXUE zO8|&;*Zf8QqZxsqt3SD@D<;ClI3yd*Ed^hOua3vi>Fqb8vm~{!CeeA$u@FL^#8vvJ zAw^n6^R0~%LE2RA3`NJ=mW2Z;%MZy>(eXN6MZ=6QuZlqJnK-9qu>z-3qr!faV-94=OBYKB#*wT`OnAvEj z*Y7w`{T^K9Yfs7Up^CWNSoEuZu|@9rs6L^SAzf<4P@RNCvK{v1bR*CWxVX5TfH=IE z@K-`@3-3*#aV%v| zD8*zF=ydtxI(N$2W?zZ`#k@lh-B&0L1aJVC>rm&13hQ>)b)8V%?v;@Q^zkz9s`DAlPRlY`pn`lwxEsKMjc2c=aR;RJ~{|x z-e6s8q72#k5;ox)tZIATIMTX;Bhg($gvNe_Xt$>{+1RIy(I;@4G-qRKmD^2(5_=L$ zlQdlV4D9k|QKrras2U`Ig+3lIc6yM%+^)FtT1HotIf|zL*R4UXw9gM-dGX$4*z7E5 zv;TPitYd2BKKi-#I!SiQYL;cmar zExk{^6Dqe0HHQnv39xZakmu-}u_SyBigD>-DA2e?e6u)?uo5erP&G|{6B`nwcU6;-4QkFaCUE=J2zSi}(xvJAZcG2|^jPn1qCW;8GWX z`(Sms_ywHm>*BoVwUs9T(EdG_|A)``7yFq9-VdLvgsZRcwG`7cDMov72g?MaMHd2yqAyzWf zTW|iI#gN8#y!oRx%#fXLz~7jeK%3u z?*i@kx9t8>oGNcpwlxAE0D(b;!3TWkui}`bsKMnR2U_rrlboC!#LB3~K@JWb?2z-b zS6gBH-!j}t^~|B+5ed{cFlcrCb*-6;f4H`)uoq`iyF&#-55;+YpXSNo7v--}99Qh~ z3qC+c3g}ERUl*Cq%aHKogl+?^=BVQx2+@dZ0hvseCq=YPCKZ!b_lsWtR$93yjJcsE z;^>_k$cXB4Cc%Z+&i~E6_y=!73?edFNQj`Cjf2wN@ylF~j zk?*ZUr7&?W1?SnGU;N}+^Jdl8`SogIbFB2v>WUPTlKPCD8=e~C#XI)i!WMuD-9n%O zA{faWds9bZxJi&k)C?lkLMtPxXm{?`uXvF?xo2LO&5vB44fJ0UKij$T6+iec_aGeT zQs^lW55s280gd=I9UXA!DLn(8}TFA!{CcnsI{5oJ88^1 zjf>^HywJE!%=j(0Ki*zXGCHZg3-(6-A+|gz=1`t2%b!1goZf-2j0n-Z)HoDi$bRqa zHnji9rhyLvhlYj*hBN5EHl+&l;<+E50HqCo-vdJz%fq1O{bVX`AC&x?Yh54*6e*Hl z$RLzO5uRLnSGm4)6*rk!@m6aOja23G;HOuTxJmd=yZDuWeo;kqG4Qe|f!`e&Vh$-jifh5?hJAtMoV__kI`+<>?WoVaRZju3LrCk^r>V|1r zqwjl%hoD)hf|+Kd+Dfs(RwG>?r%L>QZXgt**P%R^iyfRt6hgnLt6#gPna#a05Ej2L z6S5Dgp3R+-+S#J z@?heL?y?;#II>{=Y9JI1169;;2ca7f(GE!5YEVv0bG9J^qe7vNp)T*MtL0=If*=Zr zFzcX5&aFv9lWl$Iwm}npUE9b-jOzJ9$r}3+Z&`uwp8l9gAhnTQ!$UJVPbO?ltUkbs zFdydHaYhY8PTk0BA3)LU?d$6r8X^S$6f%IW2PYvg@BIHN28iLD!An|3+Jgd+ceWtz zHTaZ=be;&BJ4l+oT9Mp8>st^8Dx1>h?7Gsi`k0^SR>mv2K1DM<_5Jx~)`q@(KVGH> z%X`$T^^#;3^(8SZ{^K95iVR61EO!qMl%Z)wL(U!KI@bps{UA=Ep+Ke>tgV9C2Zxz@ z9)zJ^S&4uV{I7oP)=v>yoqZ6)WekF)gMOkkMyhao>8wJ#>%eDf$# z;>TKo5)ud}kGR|6W09czAhX#>wME{?02C{=>4HC}CVDsI%-a0;!J^^f=~g^gvH>Cp8@~6)#>a_~B3p zfr+s=MP^J};WKIej&WIK@S5@l;A{HGiaUwyol?btQUv?2zYrLHvsf7=&oiUDdKI7z3 zY;uz1@4vhBW^7dmHF|r0=~eq}4UDB4M;KfVhIWO6j=exE>G|}D0?4K&_hoG4rlF3| zz?y}{#uC6AHo}E%`oFGS`Kwo8DY5G{u6X=Z3IR^v;nNEu4s!K0>Qvz2mJme=2yhTS zpSYlt)6tdEYg%*vuX~dt>Ofy7!b-bkKkcn8iKTd+8Ead-zO++B?O@yx_iMRO`f?K{ zM;$PumM}4gypRF$)57H9kNFN3;17_AEBL`f>G@}Te0-z~46z`@HJku5i-rOhy+p1i zAGN)djV7pQ)j&Wn(y-V6Rp4GfJzxV)ma0&|mI(uiA&)Adb>E;A7;Fc^ZF#%nTm{Cq zfe#e|{?Bysw^CnNG9LMNWt+hQ+bPFdfu2fP?VGG>dSpzEm3?Hds2y}8)T7%kA7Nr5 zqq4x#6CtA_VBuADa42!I2yWkpSF$jJ0T6N6tqi8t{V+;6(@ntoO$kyp>Y4Dgp8j08 zXCWv${vU4_fV9XC+`n1JMj^!FGEA=_q9o$SgU7W7MIMP97bvokq_zyP+1y3OCUt1;Nslnq!GUx+Miz%=BB@XPMi2zs; z6CGF>lyir-Vdeo661>!@0BXyvUpUy&n32}|6SCMVyd8r|Mch_! zkAvl)SR81>2|=9Af#+w3v|vI;A(k;poE85$N6v9%Yjg`xUjIJ zUiGoj#UvZvW&oNst*C=;WDrnkNPr?k@^Ee#hhe}Uc{3Hvk2T=E0gR4@$_x56&DHlZ zv9|K>MvHz@IjeMqU~vPT*|1b!x#2y`;(~n?Ufd!X7pErs{>P8-?LYpZliacW{ZYbS zR)r!tPc!p}c$du_xbfxM`s6xmD}{tbn$#^~r2&LNPAsBloP)tPgujDvc?n|L;aG44 z=IcM#K;~mWV2A=e2ThIPl)^ zI7txm=p7E{;Don+Hv-+)mYyo6_(1-bHw= z4lasri$*EsMPfPsV|^-JT=YmWP>!20!kCF4_9So74HAhq$30LAFCKo+51K68nH9W8%DDCp z9x;myA&`AAmCVY{jt&Y-KbXufGg2@!CjhpA_Z^uwq2TAJP{=KILm3a?6H6`I?LAQZ zk$2G`uM`5u%tLU>gJ;x~qd4WO#wzr|GbQs47ta)Vyy1OTh&#l7s?qix^^HAY?{!1N zst=CJF(Q}KqJ>*;0qM_Zdb{h-aFCy!B%`%nzbk`Ikwtz_Ka0Cxml3ziy@L0;JPd#b zPLDULz>C@s)V|xn`VG@Ie=3;5K!`T52BU)+V64i51x!hZ1g{4+W;Kq-(jC{K+Ae~F z7bfc$;jkc9-<%vKY(m;l$baza4Ux(3^f0#uFB{th^ZXKM;J9Fb2S+=iSiwG0Ps>N% z8u-^3*Wc*4t9Trxzm6P~TXs9^Q#BVr!ViO-!FZ1nhuX*o9$@ZL!{88ttZWvrgo@8!r4jGh#`u5zZ7S7xN z((f|n`|#Lz!TTnN6Bs25>cmacvz4_1AFZEMRSc+ zyPfQu{wi4KI_2T=#=1H7zi+-b#7y!K8bcHTO9awFBj@ihn)kkR^~ zyS?mOb)%db5w;3{Ohr$!>r^4+41aU6! zYi>4MLLUJ0`N-55pbx|i0r-IKTXdCPAvRLA;glD`@=GQ(`n~(yGQ1;oLZ)ZMn{d$b zZ~hW7;KEzNx<7m%rV%jhgwUw|+qo$h6rv|jczaex=Lx3BwL~8reON_tGMwdDoolb% z;gk4z@rRCg-$NG3!lIOo2!|(dN)bzb1--yO+2ENx1~g7+(EJ*;cu1^a)39?Cz*}n0 znBf&%;9q_Q6$M@{lRqN@?EvyR6&TET2r&aM`FRF$hlr`*wflL{3}vnhUfqP~yU>;( z?^%Mehs(&zOmto|7FcVuQ!oCw>N4VVpnQ6CPpFb-ec}Ho?#tt;T>JGOqL7LTktrz| zDr1I(gs7BcEb~;7216x6rU<1>wG)wq%pp{WNJNGtlni?%Bq^B+zw6e1-}mfu&igs% z{Po-a*wwPuv!3U^zxQ{zhGmh_+_e(2U7;UsEQ@|o44Xz+)-tc~c9z0{jeHsyWFpK% zZVj|ilI(OEhBIR4PyP#=h9*F{sHm^kji%DRW7tDL-lLk!F&s@W1&x54e&yY0bt8+bns z2Tr_eNY!hWOqt%|M)v-11Iy9W=K z#3xK!i9QxiA}XR#ZI~ePfcDQg^l-0josPA_$!-d2Pf_>tkemkcF1hOMl2iB$6QQPb zEyZ77_~<8;R92nsklS4>I1u}(=-XV*nQOY1> zi~4}~&&kR01$6)5!{gyljB{}1Yz~sJRdZXph@E?(bK3~GER{fV=Nx{;57I*=77&Ke zdWXjUULzEq9R4pgLdT6R8PKxP4S7@R#LivvDz3IqhNe&HcJ)k^jHiB6>67j1*DZVA zcE7T5qE7Ua-hIENNfIi^mFXx*J78ko2W_4JvrSO5u{Tzff2=KB!DZ=n0sOu4X94#u z23bfoote1m$3A%fC9me3xpzoofrPT{0P;hv76}W)ze8+R6?RhLd z3TQ+vKy{0J>$;p1XV6kU7Vwaroz&ITD5@Nl@UZvJojVE8>B9$0C*~R?l~T}2G>bOe zB(0_42u8timV(9&r^Ju%7O{WZw(A$0%+lzJ_UAosl{4ssZLVHUk|@EQQ#|v9cXp~@ z08}F@;93bcIcNsdDqtT?@{h2ilj4sk!4Xp2yX2~$c~0<#W%=f1%Xk$e+w1{_peQKn zjl_V$GQ~;@)}EVbe6Yn^p=a^)XWN*fF6%j$Wu-Dw3g0J}kY2!y=B@p;VJ%~v!u~f; zd?_Mb%s_9 ze%7d}>RxXsS+HYCas|_Ph)eW=lq9xm=+&Yo^;kb1_ z?eM{{j3a2zKZ6b^jt*>lwL%(ECdG+URN`QMEGXaqcNB4*$%>m1la$mO_NJZIePG9a zwa4V`oh^gyj^5?Dzw!k>A5Lht(a^ktz)g^Ef=s0Hg*r|Mwxz?{xzWCzqzfo+l;Mlr zg(TZ;rKr7WaKzLicKaO(LlcOd^b}xFd7q(}^b{jO!ihs6cy!}>%pdt7wG%3m�t@AroInyoF ziA9y)sWR6)v;WPaWxHDY>Mh)53HTsIK^AH?`Q9op;xUj14Un?FBcW4 z`HR`-^WN%_u0b)Tb%j41;6cLGKMPh5_~KU9))&wix`T|IhhVStVvm7Mko2yxZTbo5 zTPM$)d5$mzXqGMtA#z;fBq&GuMKp3Fi-J>6-ngNilW|3cH)CV&WI%R@^i1Jd+k+Q* zu6OCA&_1z7K3y+JS=re5Ar9u;jON#Gd%vpzqI*%hOHx1FgZ>&swCoOP{YH2lyo9;o zi`1Cb#*!d8rL3RE!?OvSm8)KH#S5Laf5_X$D)xnSJ!#MoxwEfWDh3%Q?5Kx)fmF|` z6k4L+nt%G_ZBF(yz?Onp18qHaD^DiMOrIF7ZV6T>uurd7tQQtubS}XcoImR~8Kz%H zM_=T;N4Z1#PdGme#a~~WCBE6Cs3IBv15%Fp)7>zK4H{j&VO8oBZJ z2QN2Be)=K%7$kK9!9^QUkV!o#0cd8je1X$><93F95RF6b&_~AyIyP*+x%RJof{nPjg3YQOQ;Qp9n*8o!ae4?ci3DitZ3e< zDMYtsrg9zvDR$X=DqSk;< z#(axVF7SXuKQ6WJ8P#1KwK>tlN-1K?4x>}I+cpZC(Y2jSGhY;7$@$maJk@7+fL^}e zJ>ciCq}N2-f^eG3+<|NA>x^d7VEtu4Xshn#6>MTFfB##u z#e+ek)csx3&s`c+Pl8V6%N3- zo5eko?>E7y8R)$*XLG*8rH=k{tGll`o5l(>*o<4(_i3?0C|zvjV6|t?VorkOH}dB( ztd6u#IDF`1d8VY-k0ITSng&JJef1JSEy8F!>79(+weFr}w;pVC9ncXzcWkU#Un7u+ zM6`6@jxsNS3$@Ossn`z3u%y_o=0?i@5K|Zif&>t})FpSNK<~_tLU;?XNB~QcvV9tM0^(_&2F@AdY-p!i^cZXAF%~&t@l8?!pj8RDtSf7^GQDNX5AiF z!!J6Mi~O&z0R@YLh0t7n-?I1{JUTf}8f)D$4A&Uber#igntUKh+3+9B-sc@0IZk$K z<0eZukl854wDtdfIKOE!c*&NetEAp!48;(e z{CmS!2Sao~3?GN-s?`~CLE1Dcmob1PumdyH`THPtvhZ#_TVDFsAlbAyYft6_Gsm17 zU!{&gP+XEQbhn=QA_)0sq{N>(3dDh6qg-9TE8h|acofy~g@+I2$)FNPJ?YqAhwg1g zMh43Oi`!1~yu?kSn(_Ez8=)mh9L!H;%hr;Ay-B0SbpEmCYgs1DNYm}_`&VrxWmQhKo<>drbanZ=cf5p- z@#xHmi*nn)xI2AFu#KDnc_%`cByB=}e~qMMj$W3g@t-Vmont?;!72+*4Q_1Fy25(h zH}%x0O@{>i-v%rI0(R4A(L=88sOD`>RX^;+F^!K{L_s*G=RoBfaTm=utQzL}pl>0t zEMCDTM^E2u6z=xVsY&<9NWzfo3%k61DzR$_g^F+9Dq)!YcEX1z3X5ZSu*WE07LM1O zPl39F`Xb*ws{-Idp}uPoVq9!9QskHq-lwB!W+T>By{__|2EEJ*=9jv{smJUux8;VM zO}I{GrQhYeKE#`ZD*Z z&S;v8>n0hQ2m6%T{u-X}S}voYLf~S!l!}QTtK4kt?`l4KV9DFlx=z`e25|;r>#B0I z4<&gq|M-EZdbQMwJ}F2;=z@A;%_#0gsK}pKziJKpEM1k1K^}wDOeQQ`eFozJvYcOJr(RaR8cqtpQGUhk1AD8{}Yjly5{ z(|>)@{}0j-(OzZL@aT%$Gi0(r_1Da*(HAbQTU=K#OX!B{;m&ThT_OD$T~WR2cMLjd zEW-E1tVHG1^)KuFXF|zh40ty|VBZG)MC+ zeGZo78pdEv->brzbungZ1WmKlbkf)vl67~B;30l+T*KtpNvExmqVK-|uoJC9C0iItSO zdV4qDYV(VCaA?Sp$ptw0sPmH$T1>~qpF3@Me&SEJEc6}L62*_%ckxcY$3-VEXD^}v zil}pUdU0DTy6KVkx@RIU_IJEn#X`qjdRDwluS%ruYSbU&j9uDEiZ}Oa$L#Q>TqFIa zTJ<+D1TRjtd?d&;#j{8ad(Ljd9|jL9ZZX~xTyB4CNt4KQ`=&d#we8umne~b9vK(VF zDwK?^rR1*N4hv+~I2u14sv(5)+2lIU)7lE*&OaBF&n?X0GP5|O2YOf8_8PK{gS3uH zG~u7Hj*Kw;rK2#`Fdc_ULpNG+M8^beVb}9ngz|LN(K!smg4SsP%xZtW&H?8ewF5uy z1{uad6ru-BP$iHdy)DYf z&N5$(PRz@bd;ZU~r`92~JitfcDD*u-SY|}$0HKrA24vs}#ohAy`Xx||3%q;RKI@es z6h|QQ$AHHP%z^+RI#H8o?4A15xF$SwB?h?I=5ojAUIgt~k4V4T#qbTvHtdUs%aD_X8xqdyVO8*0@49M=hjQEvf!ho5B!z}ICv={ zKP2H)Q*7I-Nqo?6;elw*q_yWGrb;2p)(tIMDixjYXT6^<27D~^I!${$T=!}V#CQy2 z57TBVQv1J6^V6VWR=RVra6z|cz~>KZ-OF}Uc{6ix<*=FI*SV{o`JPL|&&9$-EGFuH zN*ge=(2ZFAisQzbZ|%_s9&Rq{{I=ZF8;MlyuoOO0*16v^>ihV+$0q`3RJeORlb8I?S^kI5 zSd_@+>c4P_I^ru}ckX;F9Lv3{H3d{{#lB3+N63`!RP6Ii-X;WOjQOJNWRGc7E%@y` z^KXoSlCQHYT}ozFOutQrwH1MwI`;X65-{Ixej zHk}D0njj3*F-$5iyTEIPRw+~hOP21)h5{u~;GY+>0WaQdq>B&YqJ2+fmnkeZk{bIT z8s;K|ZN|5rR^HaeML{qp7@YdFjkZvhot_{Z&B|q}M17cOMT1$91+6kjMiDFyWR30` z^`?A&0`@#OJUECNP1a{8+!bUZ4b#2x${`qN62?0^s}SLr&$4)O3FGNIn5YDvchpci z135dVNSXPuVBKgiip1;+k1xj zEz$qMm~lW!xl&Ls7h6vV!;S6GYlU|Aqobbc>VA@^dNsDMk7Ont2kU^SL(otmg0vXs zUf``$@f_cSJrx5O!U95OO&^A+%t|F7H9!;ZfzZ3?%afv9C@upro@EBtx$lFGx5{p) z6Oy+?kA)LFLxavIPo6M>T>KQGUx-D9iRN5aOVM2L&w=bp>m2kInebM{l8~?C)4J<} zs|$n*!q02+XoE^{);WL+O|*M?y^WyIRM|=lof76=A3Xzp(i0rQoqwpluN{ zDLyZ?kQ-VC$nn8lZnn0Y?nh2d`09jq10{U3ww_PXfG(0J4Z92TpkYv2VASJaJZ@$~ zum6%P-M@GFh1RVLjLxOQa5WG-IN%1a+L~hEL8*ak`rxw@6cdOp1A@4avhw5dzT~*! zzXk{pXDK}X{t_lvM&0=MR9 z&@ds^Atu1$BQ-Q<>>9>MglY?6(@#n(pTIZDAH)i~fxLbQt09%Ic=yh1=T&ab^@3G< z{?`Aee9Owp-q<8P2358avhqak2fLgAGfuj@Ym#a3$B#kKj!3NqyoHm^;A~xZb{*=5WPOxB&B#Gx69;*7xDtDd|(Fpp2 zvy7q^FAinxjGhzV;=1?a`j{b6uFkX5F~4X{3`m#=CpoYTm+A zI=o@$^Z;7$RCB2v_9GA4nbbhfHa^gwdSHt5@a^7cS)u z#xFsp+~LqB)dc&!KHrIwsA--sl=q?ddNX@6gcWHm z&xdUs_CWOcgWruyyw?!}oFV#!HcBr2H zO6rVC4EFW1%oK@H0%=a5-$BHR3l0ov~ujH%+c2ypyH*`cO@mODT;kXgiQ)Yq^SmJ%d^ai{Sc+o3Pskhw?S)$d;&15 z(l6Q6r-}U@)ok>*)O)7n=p%?2%*}k5>%sUj=i$Shm?0a|)-7i)Jn`Be=?*02*DEEVP%#U`(b0Xw_{Jqjft<3XY33<;acKYN-9+X-ey(=LYh)Wo8DvCzpa!CEJ#Y`TYBUBP`W-_$I z-s?roEjs^m3rOUcxEu5Z1-lIZ_w-*ST8`GiO^gLvNk_UKDhKM(L38sGudmz;; zudBPCQ_;#@y05+O=bgE?^!j@sn|SPP&h|FzMiIbP#o@>G$Iv&Vta`dlyQiHn$-gdb zzpK#x+q5aq>eaRo@`P{W>w7^v4URw^A0Q10Rz9Vb$Y==iz+?;b9(+H(kO9$`d`GZF z2=QO9x0U0sPn;J9yK1pY;iOeoo!GrNqrGysZn%gYwJ%Nz7&$OLIr~W!w0`{Oe3U)+1?_a`r$7ekU(s5K4!OU|TC_R;=RPbWk@ zy?opto{p%%9rtgCv|DALRQ&y=NIcUx-@N|h5b14L2~5<3 ztQ~*7E>#=$d5kFc8X<)Z1hg$Mj^v0$^+sHS95#6VTQ4P^R|&ulfAIdf1Ob|u@DR@+ zgaL@EufpX3++HhfQV*fhy?ggU%+$!U0jR^}_ygPw?sT;M1QH$7O3T|AOOsDT?f>i~CUBa&H=*dc}vsm9s-(0d4gBz`Zle4gyhK>85K79`r4VI4}qjJOh_ zKnklgV43P@1euNRMm$B1Dz`ycx*LFBWF(FfkzEKO>_BXyOt=Fj++wBm*;qN5)5 zFERiUAkw$6-C^VBx7aX>hr_W57_b1Rr(b4f=FvHPb>ewLsez^d z8xRb4E+F~oM!~Xb>uCuT6^~f^z2;`O5pM>Z0hBMo8d5u;9MA#}MDD-xlN=5P;#3ME zkUtnLSXO$dV=$5Lg_2q&G1UPYR2Be-x?Je85%(R!5`e5QF^2`ztqA&@q_idSvhdA) zaq=a0fuw!yO0cP)B8!7~<6pX@s0K#?_qKt^w4{{Ob}YVJ=guv>s@}X9lGlElhV}{J z^UnhZi%YtQ3)MTS_1GdFbAMbmXW%Dj1$S25u^s4sg7>aTPhZ$s2pyr&05h@7*QmZM=gCLNMslHsNidsu*r z0te%W7BRrcM791{*JEznkewLfk8hE4$@+f?`5?8uz7 zS6UX(%=pmsX=zI~f=kBDBsn*bYx?U1C_Mnq3G@%u+z#Z9#DT1!AA;=ZVpDqj_Z}Cb z<&2#5{x}~5=8$#6Ua|@ahm5c+G*joXrNnd+AthD+E(^9M1Et{o>ugM$QK@n9t@E{Q zZN|~EN(u^ghe$C#HK-na3%OD+h)+Q#64fX`h!b1^Eh^*%NciU=KtELDI0z z<=`UW?~xN@uea$;jE+7<5rCBB0x8_LWnsY($3r;Z^$ZOy2D6G(<9>qW=y(DtQsWW^ zeJwx>m+ag3%FN8LA*xRn{SYS1`6MuHXD78BRwbw&GP}=6QKY($aULjpR|X%QA1Cag zuQmZdMZJp|0um8l28IY0Dz7%e5#tJ;Sr4A&B<#)%JJHEK30em9XcKWHV51<@pyn0* z#(%Ut$j^T{?rK~DaA}qWYK_k8AkiZELcK*;P2u+U;p9spb=&FY<`xqpg7{v`4b>wj zB3(SevvjbOSL~jiE&$TV_htFT|D&-*H@a6;-oCTI^cY()YonU?&3{%744*T%Jw1$Q z>9?~%&RY7jv3$hVnb@CW`@TlE-5YpO29aXuCPrI#;t6E!dW~R_wd*BO!Np!CRV0ql zx^bmwusP_G3!48-MwaS<$FLRHDKZHKV3~{t3;ImqupoC5#>*sANb|5q3Cr8d;M9^DN?X(C>Qg$YM42Gw6* zcU*p+d}Z_b#iSQb!*D>%D9TcB=yjSu^s4@xR-nat+S}aTizZiLzxG_9>Jy;$VJ>oN z6a2W562Ef3K84(fcr_3mY7eC>#5Mwm!s(EUY?V;@PyuQpcl_FZIDs~;jIIHdKXF$@ zRFoMVLr5nE0>}yu!gbqs8-)pWX>M=V~m$*Zc{_uv}~}wSavuL7$;} zCL|%Tr{F!Bun6TO>Br-rH;r@bJL2*^&_bu(P<;LR^$Erip0&CBD6U9%1AG6Ep*Q!( zMx()`ih#hTyUU}XE8i|=MrqcO9SHe0RI=%XqHU*ZkE{PN7FD*|!-Gm|ziYz)+5&kD&l9)ohq%8qFwu)QZ_bvm zd>n0_3D=wKb0@wj9p8E5Bpe6$;nd}ES#>iMnnMAYUZka^g<5b&5O=jp(y#L{_c-v# zhzWQ(+Bp@)nGFK75j~Gk`(Ql>qCIvSo1kRrBC^lXvqfopXHb2QM>|3Y z7tjkL_5*;f5#K04++Xu!zS!yY(3^5>>&!5fA&117FYjKs+C;2I6Qc^^mI!mZpvldN zA?i+j{c9b^-2s_+nJ4xWnG?10%h6#CjWGeV${83KNS?v%AoRKbRRCc;kr)wc=^cVo z?~{_Se+4I-*lFC!m`&!FP*&eT_kx%(g4jhIm`MX@_SY1Vet)1m0MrC2;>p^@$gUSH z1adD(PYS3I%qZ`le}evQ51LQvpb1&q+Xq5meEX(YqGXPKe5ITFoiQ5T} zDspE*V?)Jv8^c7R3d`aq_l5Mp@L&jbksvfcP$rpRRTU%YN1#V%=wBssU_Bo~1`hF^ zr52XO4%*f~(x9Dg5dIT6;8V!FcVlXXo+e?)n0iZ}IUfptBd7%u^(O2e^^mK4wfLQ2vRf8twfxc)c}xRFL9LHMxd)2<+s*yo$Tm_m@*){*fkiVkt$e=*Zv# zU4>jpIIOYSpXholinyZ*tF^mi*Cc}QSCOm}$$*U)-VYhg<-`$&*zKvKffb1M2n()+ z1B-J#=*HT^=eK)oM3Q0X*?_jqKb-1Nv7jId08fw^>z@t$r$F4q#Ta3*VOKne0tLN< zH~^xN!-9Tn1#Vd&-jM~kA9ZA>B=Rt!6W4Nf-artV(ZYD1J5nvnN{JmRxtI#PUm(nY zwzD-4j-ZW2KAGsA$;LZ@!!mEDx5+Fuch5QS&tWopLlVND1wW%F-s39!2fYTpFGls( z)bDe^?o!8WBmnV!F>b{RLspVgX^g!<Lztm1B3NH^y_ZdO>VG+*q`}50}rJ!kp z!#JR{QmB^LIuYrHuC6YOu>jKkXN@E2HF*+(hJuQU+)xGtgOCt=pk)<^=OtCA2#3fk z_?lMO*O-H7B1wg<=n`-fiGeVfXN>2T;FKn19a=gUkc8a<8xdjR8TzoJSQ$`94+7OQV3$b+ zh_8f+1wBPFiSZw(Q;5(sRct9T2#O2E^03osZzRtK5g9%C(O~38qKr}LNPnYXD$FfRwdL;v6K$z?orbSqG5aj z((5yvp(jCH#u=Knew5H?2nHTumju&iNO?~|M*{yy+zg;w{T$_-!Lmb9M*l2%Dxt0k zJMU^VSm*s%Vc>vFQaoppaeF!7TJUzgNCF7H4C%7sYW#3zNl0J_4+J}(otygx?JVda z$ZZ7(+X-E4@|h4jG?n}K1)?9dlG|qfUht5XAxQ~|j0TE$;%k5_HGF>s>F=_u+6)NI z1uf10Ds=)vLw8?pLm!+JNATADsK09c-ni6LLL^wLZHle@tJ3j&EWPE#i4pbC+zmGL z>KY!LTwE8?>P$oiKn%p8CWqX8?1jt@jOB>UEE&b#R4Kqn1>cESrI0fUh5`nk>u<=2 zbpBAyJG6qppRsxvBF4u$AUa2eASi<>wUGk>!(=7Aq?D{(FH`D;an;WcfOh3t*PB47A%x1c2A^wm1qtAwLZ2 zi)!Np{kpr`sr1lMgBK6mHytl@sTJ9$;2c*&BM#>a!27M$_0 za^SqVt4da0bc?Psd*Ak59g1}^$$4>lMl%9$-DmF}xOJ&6p({I6q(AP1`%G4)|B$P9 z*~kxMGg;`{y#C_O6XslmsLtno8VhCDu3dv)UB6`by*;)C0Ibx~QVS@8oEfK_c7GR0 z5fc|@7CbKGOHsc3Pg^$+Xsu|Uo<8@`dyV|@Z+uHH3KyG&OQM!?vyRE)?uQ`z0hqEs zN^m}MM9x>4HnH}8YdV^5qH=PEuyZ}RFajZcw@cZi z*|i6iMXg8OJ@=e3G&FQX<~cn%dIzU+3cx8#pUWm#e&-O*ze3Sd)H#X1g_w}*4Gat% zzan$|OSn~cEjquQ+q5D>*QZ{Kt9Q65^RXCn#!S-()$bio-)KGBiV$jW=ul_cDI69D zfCU@XeY5^euc%(VoSfVM&V{`8W9ix1v11=j$76LAa0{DlTe9og z_ol4sT<0Eh zHS-Tk9G;eV#_5@v&aRAqqVWR8jUEJe@iatq5bk1-iW^v1WT7u=WSgFz9w+}nl?M%C z;WRXiTRp+FJjpE>M*j`Hj;B?@UzVL@-}?7wt7MRaHyK z-De(u9G+>^-rn9YlJdZPt5$b_v*kvTUb*xwgsP{{i-?#w2VEp9Oi)k_kLDndM4{2l7b_DXJVm3? zUO@Q7W7~VelYzo;&GCm$I8Gb>U>oq%mM)D%s3=HZVOrvrhQT`Wi#rt+>Wm8)7Mi~7 zior>qjs)%Kv16|RA$jDf=)6lurwQ?Q-TAo*`RSyhy42MG!stH~(EJdow}33vd^k1W z>xe;q9i?M4pgD5r-A2d8ZZ%#Dj|I|VE?D)@4#p5~WP7@dwaR!tsh+X``%_hmkoxC6s(k|&?z!D9n$9{8DVU}O}7fpa1@ zO>E~Nl%5W{+siAxnyWoN?6cMgEK{{BAA5QdaX1d5DF9W4c-&hS78dNs`-u2QQQu%b zsej*cdfT>b(J=ajlnExony8;6>K$5;gt`HZ6fU6JMVmrlcpo=OR94miN2i#m=>8o$ z{BfoCP>gI5pbg?~0B2BDT`fjbPB=Kk#KiQ`+AaWs3BHM@NIX@CJ(-s-HF9uBK~^aX zw{i|HuKRg;`e?Z|B5QYplg8oP$tz)vqlncm~xsz=OwS6VFxAI#X$ z(N#iIeI&j?Admy1LDVk;$nRfE20GtuY84KlOP4NP8+&5ZH@6;vmHheg<=OWKrux`$ z|Eb1}$kmLjtrI_=euOUMJ+i177!+=@pEfixxlTq}V`FZI&y3Ca<12BjT)9D6`Q4Ni zebIch^*w${fftm87PLU3-GbMdJ@z9T(QgxJZ4WCt7&!X!9@O zmev3isLWHzN0^?8+yHxwomiNdBH&tyxmDEl>#68v%|_WSVq_G>DUY-b@l%y{{XII& ziMT#KMHdZZ&~xuwrq=EcSc8sRZWfh7qT>JeU!7(2jPhwX#Tds-E=EUluSS--mEZpZi$`v_