From 8bb6944a62b8e63452a88fad95e260da70d7fc10 Mon Sep 17 00:00:00 2001 From: Jonas Hoersch Date: Tue, 12 Mar 2024 22:02:34 +0100 Subject: [PATCH] Re-write Rasterize and tutorial to depend on pyogrio --- docs/notebooks/introduction.ipynb | 120 ++++++++++++++---------------- pyproject.toml | 2 +- src/ptolemy/raster.py | 25 +++---- 3 files changed, 69 insertions(+), 78 deletions(-) diff --git a/docs/notebooks/introduction.ipynb b/docs/notebooks/introduction.ipynb index 6862f81..6632c9b 100644 --- a/docs/notebooks/introduction.ipynb +++ b/docs/notebooks/introduction.ipynb @@ -24,9 +24,8 @@ "outputs": [], "source": [ "import xarray as xr\n", - "from descartes import PolygonPatch\n", "import matplotlib.pyplot as plt\n", - "from fiona import collection\n", + "import pyogrio as pio\n", "\n", "import ptolemy as pt" ] @@ -50,7 +49,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -59,7 +58,7 @@ }, { "data": { - "image/png": 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", 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gSP6WhKIpUE0TinrazXT165qsvkgS1oIhRfJnSJYGQNHoHUqDRhIoFeUvg24Vvn4KfP0cv47JmT8iZKHCB0NERETlkVGYrP1fz2p+Kh0MhoiIiFzABAGTpEXdlvxUOji0noiIiNwaW4aIiIhcwAQTnHnQ5VxuuhWDISIiIhcwCgGjlc741vJT6eBjMiIiInJrDIaIiIhcoKgDtTObPebPn4+GDRvC398f/v7+aNGiBdavX29OF0IgISEBERER8PLyQtu2bXHkyBGLc+Tl5WH48OGoXLkyfHx80K1bN/z111+lcj9cicEQERGRC5ggYHRiszcYqlatGt5991388ssv+OWXX9C+fXt0797dHPBMnToVM2bMwAcffIC9e/ciLCwMnTp1wrVr18zniIuLw6pVq7Bs2TLs3LkT169fR9euXWE0Oj+btisxGCIiInIDjz/+OB577DHUrVsXdevWxeTJk+Hr64s9e/ZACIFZs2Zh7Nix6NWrF2JiYrB48WJkZ2dj6dKlAIDMzEwsXLgQ06dPR8eOHdGoUSMsWbIEhw4dwpYtW1xcO+cwGCIiInKB0npMlpWVZbHl5cmXbQEAo9GIZcuW4caNG2jRogVOnTqF9PR0xMbGmo8xGAxo06YNdu3aBQBITU1FQUGBxTERERGIiYkxH3O3YjBERETkAkWjyZzZACAyMhIBAQHmLTExUfWahw4dgq+vLwwGA1566SWsWrUK0dHRSE9PBwCEhoZaHB8aGmpOS09Ph16vR2BgoOoxdysOrSciIrqLnTt3Dv7+/ubfDZJFauvVq4cDBw7g6tWrWLlyJfr374+UlBRz+u1rsgkhrK7TZssx5Z3bBEMmvVZ14c07tfCldGFLWFn01NqCNbJka4tmOjM1heTcsjJLV6UHoBSqp8vSrJbJ2odYttiq5PUBAMWonldTYG2hVvV0ZxYQtbqAr2QR2Du1+C9g7b1hZdFTWV7J6vAArH4WpFlli/jq5S+S0aB+Mwv85F+7+QHq6UqofGVybZ6/aprHDXkHV49r6ivTa2/IH7soOZL0nBxpXlEgWUC2QH3xWKvpWiur2pYDpv/fnMkPwDw6zBZ6vR61a9cGADRp0gR79+7F7Nmz8frrrwO42foTHh5uPj4jI8PcWhQWFob8/HxcuXLFonUoIyMDLVu2dKImrsfHZERERC7gzEiyos1ZQgjk5eUhKioKYWFh2Lx5szktPz8fKSkp5kCncePG0Ol0FsekpaXh8OHDd30w5DYtQ0REROWJUcDJVevtO/7NN9/Eo48+isjISFy7dg3Lli3D9u3bsWHDBiiKgri4OEyZMgV16tRBnTp1MGXKFHh7e6NPnz4AgICAAAwaNAijRo1CcHAwgoKCEB8fjwYNGqBjx46OV6QcYDBERETkBv755x88++yzSEtLQ0BAABo2bIgNGzagU6dOAIDRo0cjJycHQ4YMwZUrV9CsWTNs2rQJfn5+5nPMnDkTHh4e6N27N3JyctChQwcsWrQI2rvgsaSMIkTFXtwkKysLAQEBaNUuAR4eJT9vd1mfIQf73wBgnyEbyyTrXwPI+wwJnfzDbdJJ8krOC7DPkK1pQMXrMyR73wDy19/ad4o2T/0AZ/oMacprnyEJxVO9EzH8/VSTCk152HJyDjIzM23uh2Ovor9LB46GwM/P8T9A166Z8EB0xh0tq7tgyxAREZELmKDACMf/F2JyIi9ZYgdqIiIicmtsGSIiInIBk7i5OZOfSgeDISIiIhcwOvmYzJm8ZImPyYiIiMitsWWIiIjIBdgyVH4wGCIiInIBk1BgcmJOC2fykiU+JiMiIiK3xpYhIiIiF+BjsvKDwRAREZELGKGB0YkHNPI5xckebhMMZUXpodXrS06UreZg5d2mkSwHoJXMMg8A2lz1qfO1+fIJJGR5NfnyQltd3kKaWbKcg2SJCZPBiXVrrMyloUgm27C+lIfkvNaWNZG89opR/hpo8tXLZW05DqGRvAZWlnowSU4udFaWLpGcWlYmAIDk3Na6PciWoJAt1QEA2hzJ8hTX5R9Q7Q3JMhIm+fvK5KW+FER+cMnLAhXJDlH/Ws6rJL9ZJskSIh658q97zys61TTvf9TTAEB3Ub1cimy5DQDIU18GRBTKl+NQZOtheajXV/iovwbCWHatLcLJPkOCfYZKDfsMERERkVtzm5YhIiKi8oR9hsoPl7YM1ahRA4qiFNuGDh0KABBCICEhAREREfDy8kLbtm1x5MgRVxaZiIioVBiFxumNSodL7+TevXuRlpZm3jZv3gwAePLJJwEAU6dOxYwZM/DBBx9g7969CAsLQ6dOnXDt2jVXFpuIiIgqEJcGQ1WqVEFYWJh5W7duHWrVqoU2bdpACIFZs2Zh7Nix6NWrF2JiYrB48WJkZ2dj6dKlriw2ERGR00xQYILGiY2PyUpLuWljy8/Px5IlSzBw4EAoioJTp04hPT0dsbGx5mMMBgPatGmDXbt2qZ4nLy8PWVlZFhsREVF5U9RnyJmNSke5CYZWr16Nq1evYsCAAQCA9PR0AEBoaKjFcaGhoea0kiQmJiIgIMC8RUZG3rEyExER0d2v3ARDCxcuxKOPPoqIiAiL/cpt89oIIYrtu9WYMWOQmZlp3s6dO3dHyktEROQMdqAuP8rF0PozZ85gy5YtSE5ONu8LCwsDcLOFKDw83Lw/IyOjWGvRrQwGAwwG9QnPiIiIyoObfYacWKiVj8lKTbkIK5OSkhASEoIuXbqY90VFRSEsLMw8wgy42a8oJSUFLVu2dEUxiYiIqAJyecuQyWRCUlIS+vfvD49bpk9XFAVxcXGYMmUK6tSpgzp16mDKlCnw9vZGnz59XFhiIiIi55mcXJvMZG2tIrKZy4OhLVu24OzZsxg4cGCxtNGjRyMnJwdDhgzBlStX0KxZM2zatAl+fn4uKCkREVHpcbbfj9HK+olkO5cHQ7GxsRAqL6iiKEhISEBCQkLZFoqIiOgOK5ovyPH8DIZKi8uDobJypXEBNF4lr3AsC64VaysYF0pWa5akAYCmQP1DoMm3kld9oWdoJWkAoEgWglbki61Dkdwr6QLK1vr5Sc6rtbLotVayuLguW/5lobuhvvq4Nk++MrkiWTFdttK61bxGK9c1SfLmyV9ApUD93Jp8Kyvey1ae18nzGiV5TQb5m6PQUz1ddl4A0BSq3ytDpmTFcwBeFyQrwF/Jll83X77auky+n3qdctTHjgAAjJ7q9dVlyu+VLlv2XWblPZknqa+X+grxACBCA1XT8oO8pHkL/NRfw3w/9ddPdo+N+bnAYellqQJym2CIiIioPDEKBUbp/yKt56fSwWCIiIjIBYxOdqA28jFZqSkXQ+uJiIiIXIUtQ0RERC5gEhqYnBhNZuJoslLDYIiIiMgF+Jis/OBjMiIiInJrbBkiIiJyAROcGxFmZQYPsgODISIiIhdwftJFPtwpLbyTRERE5NbYMkREROQCzq9NxvaM0sJgiIiIyAVMUGCyulaRPD+VDgZDRERELsCWofKDd5KIiIjcGluGiIiIXMD5SRfZnlFa3CYY0noWQuNVWGKaqVD9uaswyt9sQit5Zushf55r1KunG32kWZ0jm7TUysQVismxZ9TWptJQJNfV5Msz666rp+sy5Xn1XlrVNG2e/LXXFKrfSE3Jb7X/pReo5/XIkb8IHjcK1M+bb5RfWMLoKf86EJL0Qk/5vTLqJefVyF8j2b1UTFZm4JUkSz+7AAq91eurGL3kl5WcO99P/T0HAAW+kjQ/+XtDeKqna/Lkr69Rp15mk05e5sIqfqppOaEGad6rtdTPfSPSSn0DJJ8FnWOz8Jiyc4EFDmW1/1pCgcmZeYbszJuYmIjk5GT89ttv8PLyQsuWLfHee++hXr165mP++ecfvP7669i0aROuXr2K1q1bY+7cuahTp475mLy8PMTHx+Orr75CTk4OOnTogHnz5qFatWoO18XVGFYSERG5gZSUFAwdOhR79uzB5s2bUVhYiNjYWNy4cQMAIIRAjx49cPLkSaxZswb79+9H9erV0bFjR/MxABAXF4dVq1Zh2bJl2LlzJ65fv46uXbvCaHT8P2Ou5jYtQ0REROWJycnHZPZOurhhwwaL35OSkhASEoLU1FS0bt0av//+O/bs2YPDhw/jvvvuAwDMmzcPISEh+Oqrr/D8888jMzMTCxcuxBdffIGOHTsCAJYsWYLIyEhs2bIFnTt3drg+rsSWISIiIhcoWrXemQ0AsrKyLLa8vDybrp+ZmQkACAoKAgBzPk9PT/MxWq0Wer0eO3fuBACkpqaioKAAsbGx5mMiIiIQExODXbt2OX9TXITBEBER0V0sMjISAQEB5i0xMdFqHiEERo4ciVatWiEmJgYAUL9+fVSvXh1jxozBlStXkJ+fj3fffRfp6elIS0sDAKSnp0Ov1yMwMNDifKGhoUhPTy/9ypURPiYjIiJyASMUGJ2YOLEo77lz5+Dv72/ebzDIO60DwLBhw3Dw4EFziw8A6HQ6rFy5EoMGDUJQUBC0Wi06duyIRx991Or5hBBQlLt3EkgGQ0RERC5w66MuR/MDgL+/v0UwZM3w4cOxdu1a/PDDD8VGgDVu3BgHDhxAZmYm8vPzUaVKFTRr1gxNmjQBAISFhSE/Px9XrlyxaB3KyMhAy5YtHa6Lq/ExGRERkRsQQmDYsGFITk7G1q1bERUVpXpsQEAAqlSpgt9//x2//PILunfvDuBmsKTT6bB582bzsWlpaTh8+PBdHQyxZYiIiMgFjICTj8nsM3ToUCxduhRr1qyBn5+fuY9PQEAAvLxuzp21YsUKVKlSBffccw8OHTqEV155BT169DB3mA4ICMCgQYMwatQoBAcHIygoCPHx8WjQoIF5dNndiMEQERGRC5TWYzJbzZ8/HwDQtm1bi/1JSUkYMGAAgJutPCNHjsQ///yD8PBw9OvXD2+//bbF8TNnzoSHhwd69+5tnnRx0aJF0Grlk3OWZwyGiIiIXKCsF2oVwsqM7QBGjBiBESNGSI/x9PTE3LlzMXfuXLuuX56xzxARERG5NbYMERERuYCAApMTfYaEE3nJEoMhIiIiFyjrx2SkjneSiIiI3JrbtAwVZntAI0qurmKSNDUa5c2QmkL1dEWSBgCKZFykYuW6ikmaLCfpQ6dY6V8n+4+ISaee2egpP7HJR/1mCD95XqOv+giGfH95vJ9/Xf0+e2TLXwOPHFleaVbobqi/gBorr73IU6+TKJTfK0XWgVIjv67RoH7dAh8refWSz4lJXmatZJklj2xr9VVPM+mkWZEdov71aKwmz2z0VE/LtzI3Xm5l9UIL/0JpXo1O/XNUIL8srhnV65vvJ5/RWPbq5wVKEgHkhqvXyTMoR5rXoFPPazSpv1+NRlma/B6XJpNQYBKOP+pyJi9ZcptgiIiIqDwxOrlqvTN5yRLvJBEREbk1tgwRERG5AB+TlR8MhoiIiFzABA1MTjygcSYvWeKdJCIiIrfGliEiIiIXMAoFRicedTmTlywxGCIiInIB9hkqPxgMERERuYBwctV6wRmoSw3vJBEREbk1tgwRERG5gBEKjE4stupMXrLEYIiIiMgFTMK5fj9WVrIhO/AxGREREbk1tgwRERG5gMnJDtTO5CVLDIaIiIhcwAQFJif6/TiTlyy5TTCk9SyExquwxDRFElwrGpP0vBqt+kNbrZW8iqKe12iSR/zGQvV0Y4FWmlcUSM6dJ8+r5Kt/+BST5IMpqSsAKLL76Fny61ZE41OgmmYKkN/HvHz1+uZdl98L/WX1dK8L0qzwyFG/Vyat/AuuwE/ysfWVf6QV453pZKApcPy8JvlthklSJaFx4g+JTp5e4KN+7gI/K3l91dMKfeTfCyYv9XRF4/jnyCMgT5q3UPI5yo+08iJJiqXRG6VZPSWfb4NO/tmX0Ui+c7SS8xp18vJSxeQ2wRAREVF5whmoyw8GQ0RERC7APkPlh8vv5Pnz59G3b18EBwfD29sbDzzwAFJTU83pQggkJCQgIiICXl5eaNu2LY4cOeLCEhMREVFF4tJg6MqVK3j44Yeh0+mwfv16HD16FNOnT0elSpXMx0ydOhUzZszABx98gL179yIsLAydOnXCtWvXXFdwIiIiJ5mgmNcnc2i7CztQa7VaZGRkFNt/6dIlaLVW+qbdQS59TPbee+8hMjISSUlJ5n01atQw/yyEwKxZszB27Fj06tULALB48WKEhoZi6dKlePHFF8u6yERERKVCODmaTNyFwZAQJXdsz8vLg16vL+PS/I9Lg6G1a9eic+fOePLJJ5GSkoKqVatiyJAhGDx4MADg1KlTSE9PR2xsrDmPwWBAmzZtsGvXrhKDoby8POTl/W/URFZW1p2vCBERkZ3cadX6OXPmAAAURcGnn34KX9//Dbk0Go344YcfUL9+fVcVz7XB0MmTJzF//nyMHDkSb775Jn7++WeMGDECBoMB/fr1Q3p6OgAgNDTUIl9oaCjOnDlT4jkTExMxYcKEO152IiIiss3MmTMB3GwZ+uijjyweien1etSoUQMfffSRq4rn2mDIZDKhSZMmmDJlCgCgUaNGOHLkCObPn49+/fqZj1MUy+hXCFFsX5ExY8Zg5MiR5t+zsrIQGRl5B0pPRETkOHcaTXbq1CkAQLt27ZCcnIzAwEAXl8iSS4Oh8PBwREdHW+y79957sXLlSgBAWFgYACA9PR3h4eHmYzIyMoq1FhUxGAwwGAx3qMRERESlw50ekxXZtm2bq4tQIpcGQw8//DCOHz9use/EiROoXr06ACAqKgphYWHYvHkzGjVqBADIz89HSkoK3nvvvTIvLxERETnnr7/+wtq1a3H27Fnk5+dbpM2YMcMlZXJpMPTqq6+iZcuWmDJlCnr37o2ff/4ZCxYswIIFCwDcfDwWFxeHKVOmoE6dOqhTpw6mTJkCb29v9OnTx5VFJyIicoo7rk323//+F926dUNUVBSOHz+OmJgYnD59GkIIPPjggy4rl03BUNGwdnt89NFHCAkJkR7TtGlTrFq1CmPGjMHEiRMRFRWFWbNm4ZlnnjEfM3r0aOTk5GDIkCG4cuUKmjVrhk2bNsHPz8riQEREROWYOz4mGzNmDEaNGoWJEyfCz88PK1euREhICJ555hk88sgjLiuXTcHQ6tWr0bt3b3h5edl00qVLl+L69etWgyEA6Nq1K7p27aqarigKEhISkJCQYNO1iYiIqHw6duwYvvrqKwCAh4cHcnJy4Ovri4kTJ6J79+54+eWXXVIumx+TzZkzx6bgBgC++eYbhwtERETkDtyxZcjHx8c8F2BERAT+/PNP3HfffQCAixcvuqxcNgVD27ZtQ1BQkM0nXb9+PapWrepwoe4ErcEIrcFYYpqilDwjJgBoNSbpefW6ks8JAD76fNU0APD0KFBN87ByXZlCk3y4ZZ5R/WXPyvGU5s264q2emKlTTdLkycskq636Hf5/Kq8rAGi08vuo9VbPW+ghnxq+wKg+alF3Q15f43X1NE2h/AvOqDKtBAA4890o+Rg4nVdToH6AYpIX2iT5ljKpv+X+/9ySNCtvLG2eepqsTAAgeWtAMcrrKyszrN2rAvX3ncZD/iJpdeoX1nsWyvNKPmceWvmN1kvSDTr5dQ1a9XRHv0MLtXk46lBO+7ljMNS8eXP8+OOPiI6ORpcuXTBq1CgcOnQIycnJaN68ucvKZVMw1KZNG7tO2qpVK4cKQ0RERBXXjBkzcP36zf8NJiQk4Pr161i+fDlq165tnpjRFRwaTWYymfDHH38gIyMDJpNl9N26detSKRgREVFF5o4tQzVr1jT/7O3tjXnz5rmwNP9jdzC0Z88e9OnTB2fOnCm24JqiKDAarT7UICIicnsCzg2Pd+LJ9l3Fnm46wM1YZN++feY5C21hdzD00ksvoUmTJvjuu+8QHh6uuiwGERERqSvrlqHExEQkJyfjt99+g5eXF1q2bIn33nsP9erVMx9z/fp1vPHGG1i9ejUuXbqEGjVqYMSIERajvPLy8hAfH4+vvvoKOTk56NChA+bNm4dq1ao5XBeZq1evYtasWQgICLB6rBACQ4YMsbthxu5g6Pfff8c333yD2rVr25uViIiIXCQlJQVDhw5F06ZNUVhYiLFjxyI2NhZHjx6Fj48PgJuTIW/btg1LlixBjRo1sGnTJgwZMgQRERHo3r07ACAuLg7ffvstli1bhuDgYIwaNQpdu3ZFamqqxQKspempp56yeUT78OHD7T6/3cFQs2bN8McffzAYIiIickJZtwxt2LDB4vekpCSEhIQgNTXV3N939+7d6N+/P9q2bQsAeOGFF/Dxxx/jl19+Qffu3ZGZmYmFCxfiiy++QMeOHQEAS5YsQWRkJLZs2YLOnTs7XB81t/dNtubatWt2X8OmJW8PHjxo3oYPH45Ro0Zh0aJFSE1NtUg7ePCg3QUgIiJyR0XBkDObMzIzMwFY9slp1aoV1q5di/Pnz0MIgW3btuHEiRPmICc1NRUFBQWIjY0154mIiEBMTAx27dpl87Xz8/Nx/PhxFBbKp08ocv78eavHfPnllzZf/3Y2tQw98MADUBTFosP0wIEDzT8XpbEDNRERUdnKysqy+N1gMMBgkEx2hZt9a0aOHIlWrVohJibGvH/OnDkYPHgwqlWrBg8PD2g0Gnz66afmKXPS09Oh1+sRGBhocb7Q0FCkp6dbLWt2djaGDx+OxYsXA7i5OHvNmjUxYsQIRERE4I033igxX6dOnfDjjz8Wu26RpUuX4rnnnrNYzsseNgVDp06dcujkREREVLLSekwWGRlpsX/8+PFWl7AaNmwYDh48iJ07d1rsnzNnDvbs2YO1a9eievXq+OGHHzBkyBCEh4ebH4uVpKhBxJoxY8bg119/xfbt2y3WIuvYsSPGjx+vGgyFhITgkUcewdatW839m4osW7YMAwYMwHvvvWf1+mpsCoZuHZ72ww8/oGXLlvDwsMxaWFiIXbt22TWUjYiIyF0JoUA4EQwV5T137hz8/f3N+621Cg0fPhxr167FDz/8YDECLCcnB2+++SZWrVqFLl26AAAaNmyIAwcO4P3330fHjh0RFhaG/Px8XLlyxaKVJiMjAy1btrRa5tWrV2P58uVo3ry5RfAUHR2NP//8UzXfunXr0LZtW3Tv3h3r16+HTndz+vmvv/4a/fr1w5QpU/Dqq69avb4am/oM3apdu3a4fPlysf2ZmZlo166dwwUhIiIi+/n7+1tsasGQEALDhg1DcnIytm7diqioKIv0goICFBQUQKOxDA20Wq25E3Pjxo2h0+mwefNmc3paWhoOHz5sUzB04cKFEkeF3bhxQ9qy5Ovri/Xr1+P8+fN46qmnIITAihUr0LdvX7zzzjuIj4+3em0Zu0eTqTWFXbp0qVjTFREREZXMBMWpSRftzTt06FAsXboUa9asgZ+fn7mPT0BAALy8vODv7482bdrgtddeg5eXF6pXr46UlBR8/vnnmDFjhvnYQYMGYdSoUQgODkZQUBDi4+PRoEED6WO0Ik2bNsV3331nHv5eFE988sknaNGihTRvlSpVsGnTJrRq1QodO3bEzp07MX78eLz++ut23YeS2BwM9erVC8DNgg8YMMAi8jQajTh48KBNUSERERGV/dD6+fPnA4B52HyRpKQkDBgwAMDN/jdjxozBM888g8uXL6N69eqYPHkyXnrpJfPxM2fOhIeHB3r37m2edHHRokU2zTGUmJiIRx55BEePHkVhYSFmz56NI0eOYPfu3UhJSVHNd+to9WnTpqFfv37o2bMnHn/8cYu0hg0b2nIrirE5GCqa+VEIAT8/P3h5eZnT9Ho9mjdvjsGDBztUiLKg8zBB61HySDfZyvSyFe0BQEiSb+TrpXkLjOpvHJ2VlZ51GvV0a3n99OrLcXt5FMivq3IPAeCKh3rLoOm6leXFJatxC6uruKvfR2HlHS5bqVuWBgD5khXvC3zkT6A9/NTrZNLfwVndZW9nK3P7y1ZT10pWpQfkK8Rb+z4Xdj/Mt+260tXhAQiNep20+fJCe2RLzquV5y3UqFfYZGXVeiHJW2jlPip6yc3ycmbVevmN1krus8bK969sZXpPyYr2srSCgnzpNe9mty+hVZKwsDAkJSVJj/H09MTcuXMxd+5cu8vQsmVL7Nq1C9OmTUOtWrWwadMmPPjgg9i9ezcaNGigmu/WUe1F/3799ddYsWKFuV7OjGi3ORhKSkqCEAJCCMydOxd+fn4OXZCIiIhKrwP13aKgoAAvvPAC3n77bfPQelvd6VHtdvUZEkJg6dKlGDt2LIMhIiIiJ7jbqvU6nQ6rVq3C22+/bXfeOz1S3a5gSKPRoE6dOrh06RLq1Klzp8pERERU4blbyxAA9OzZE6tXr8bIkSMdyq+20oWiKPD09MQ999xjdWqBktg9mmzq1Kl47bXXMH/+fItZK4mIiIhkateujXfeeQe7du1C48aNi41CHzFihDR/Ud8hNTqdDv/5z3/w8ccfw9PT0+Zy2R0M9e3bF9nZ2bj//vuh1+stOlIDKHEOIiIiIrIknHxMdje2DH366aeoVKkSUlNTkZqaapGmKIrVYGjVqlV4/fXX8dprr+Ghhx6CEAJ79+7F9OnTMX78eBQWFuKNN97AW2+9hffff9/mctkdDM2aNcveLERERHQbAfmIZFvy322c7Qg9efJkzJ4927xwLHBzOH21atXw9ttv4+eff4aPjw9GjRp1Z4Oh/v3725uFiIiIyGmHDh0qsTN19erVcejQIQA3H6WlpaXZdV67gyHg5iSLq1evxrFjx6AoCqKjo9GtWzebJlwiIiKimzNIK2U4A3V5MHDgQGn6Z599Jk2vX78+3n33XSxYsAB6/c25/AoKCvDuu++ifv36AIDz588jNDTUrnLZHQz98ccfeOyxx3D+/HnUq1cPQgicOHECkZGR+O6771CrVi17T0lEROR23HE02ZUrVyx+LygowOHDh3H16lW0b9/eav4PP/wQ3bp1Q7Vq1dCwYUMoioKDBw/CaDRi3bp1AICTJ09iyJAhdpXL7mBoxIgRqFWrFvbs2YOgoCAAN9cl69u3L0aMGIHvvvvO3lMSERGRG1i1alWxfSaTCUOGDEHNmjWt5m/ZsiVOnz6NJUuW4MSJExBC4IknnkCfPn3M8x8+++yzdpfL7mAoJSXFIhACgODgYLz77rt4+OGH7S4AERGROzIJBYobTbqoRqPR4NVXX0Xbtm0xevRoq8f7+vparJVWKmWwN4PBYMC1a9eK7b9+/br5+R0RERHJCeH8VlH8+eefKCyUr4FX5IsvvkCrVq0QERGBM2fOALi5eOyaNWscvr7dLUNdu3bFCy+8gIULF+Khhx4CAPz000946aWX0K1bN4cLQkRERBXb7TNPCyGQlpaG7777zqbR6vPnz8e4ceMQFxeHSZMmmRdmDQwMxKxZs9C9e3eHymV3MDRnzhz0798fLVq0gE53cyXywsJCdOvWDbNnz3aoEERERO7GHTtQ79+/3+J3jUaDKlWqYPr06VZHmgHA3Llz8cknn6BHjx549913zfubNGmC+Ph4h8tldzBUqVIlrFmzBr///jt+++03CCEQHR2N2rVrO1yIsqBRBDRK6bcpajXq51SsXE9WHp3GaOW6JtU0a8+RC03qT0c9tfJmyjCf4o9Ii+gkZbro4aOaBgAFWepryWiyHZ+yweQhz2vyVr/PGp38NZCNajVZeWJcKFs6x9rbVJJu5W0DTYHj11VkbfLW8pokB0im1gcAk4d6ukknv65G8g2nKXD8+0BjpTVfky+7rjyvkq9eXyu3CkL2dtfL66tIvss0WvXPNgB4aNXfeHpJGgB469RvlreH/GbJ0j216mleWvVr5udLXrxS5o7B0LZt25zKf+rUKTRq1KjYfoPBgBs3bjh8Xrv7DBWpU6cOHn/8cXTr1q3cB0JERETlTdGq9c5sd5v27dvj6tWrxfZnZWXZNLQ+KioKBw4cKLZ//fr1iI6OdrhcdrcMGY1GLFq0CP/973+RkZEBk8nyfwxbt251uDBERERUcW3fvr3E1rfc3Fzs2LHDav7XXnsNQ4cORW5uLoQQ+Pnnn/HVV18hMTERn376qcPlsjsYeuWVV7Bo0SJ06dIFMTEx0tVjiYiIqGTOjgi7m0aTHTx40Pzz0aNHkZ6ebv7daDRiw4YNqFq1qtXzPPfccygsLMTo0aORnZ2NPn36oGrVqpg9ezaeeuoph8tndzC0bNkyfP3113jsscccvigREZG7uxkMOdNnqBQLc4c98MADUBQFiqKU+DjMy8sLc+fOtelcgwcPxuDBg3Hx4kWYTCaEhIQ4XT67gyG9Xs8+QkRERGSzU6dOQQiBmjVr4ueff0aVKlXMaXq9HiEhIXavb1q5cuVSK5/dwdCoUaMwe/ZsfPDBB3xERkRE5CB3Gk1WtNL87f2MbdGoUSOb4419+/bZfX7AgWBo586d2LZtG9avX4/77rvPPNdQkeTkZIcKQkRE5E4ErM+kYS3/3ero0aM4e/Zssc7UJU3e3KNHD/PPubm5mDdvHqKjo9GiRQsAwJ49e3DkyBG7F2e9lUPzDPXs2dPhCxIREZF7OnnyJHr27IlDhw5BURSI/+/4VNTyUzSj9K3Gjx9v/vn555/HiBEj8M477xQ75ty5cw6Xy+5gKCkpyabjfvzxRzRp0gQGg2x2OSIiIvfkTo/JirzyyiuIiorCli1bzP2HLl26hFGjRuH999+3mn/FihX45Zdfiu3v27cvmjRpgs8++8yhcjk86aI1jz76KM6fP3+nTk9ERHR3E6Ww3WV2796NiRMnokqVKtBoNNBoNGjVqhUSExMxYsQIq/m9vLywc+fOYvt37twJT09Ph8tld8uQrcTdNOaPiIiorDnZMoS7sGXIaDTC19cXwM3RYH///Tfq1auH6tWr4/jx41bzx8XF4eWXX0ZqaiqaN28O4Gafoc8++wzjxo1zuFx3LBgiIiIiulVMTAwOHjyImjVrolmzZpg6dSr0ej0WLFiAmjVrWs3/xhtvoGbNmpg9ezaWLl0KALj33nuxaNEi9O7d2+FyMRgiIiJyAXeagbrIW2+9ZV5QddKkSejatSv+9a9/ITg4GMuXL7fpHL1793Yq8CkJgyEiIiIXcMcO1J07dzb/XLNmTRw9ehSXL19GYGCgS+cuvGPBUHmbkFGjMUGjsX+yJw+tPI9Ock5FkYftOm3xIYRFDB6F8nIp6tc1QX7vZSsdFwrH+9T7GXJV04x+8jJdlpTJWCAfkai9oV5mJUdeH1OuerrJIJ8NVZGc2qSTv/Ymg+R+5EmzQitJ1+bJr6vNl6Rb+cwWeKmnF/hIs0JbfF1Gm9IAQPJWR6GV/pLGSuppmnx5fT1yJIlWvt4KfNXT8oLk3ykmb/XvBdl77uYB6q+vRie/rlanfl1rCo3qnxUh5N9l3h4FqmmVPa9L8/p7qH/nyL6bNVBPy5OUh5xTWFgIT09PHDhwADExMeb9QUFB0nxBQUE4ceKEzTNO33PPPdixY4d5okdbsAM1ERGRKwjFuU7Qd1nLkIeHB6pXr17iXEIyV69exfr16xEQEGDT8ZcuXbL7GnYHQzk5ORBCwNvbGwBw5swZrFq1CtHR0YiNjTUfd+3aNXtPTURE5Dbctc/QmDFjsGTJEqstQrfq37//HSyVA/MMde/eHZ9//jmAm9Fas2bNMH36dHTv3h3z58+361wJCQnmVWyLtrCwMHO6EAIJCQmIiIiAl5cX2rZtiyNHjthbZCIiIioH5syZgx07diAiIgL16tXDgw8+aLGVxGQy2b3ZMjLtVna3DO3btw8zZ84EAHzzzTcIDQ3F/v37sXLlSowbNw4vv/yyXee77777sGXLFvPvt65aO3XqVMyYMQOLFi1C3bp1MWnSJHTq1AnHjx+Hn5+fvUUnIiIqP9xwcbJb1xkrT+wOhrKzs82ByKZNm9CrVy9oNBo0b94cZ86csb8AHh4WrUFFhBCYNWsWxo4di169egEAFi9ejNDQUCxduhQvvvii3dciIiIqL9xxNNmt64yVJ3Y/JqtduzZWr16Nc+fOYePGjeZ+QhkZGfD397e7AL///jsiIiIQFRWFp556CidPngQAnDp1Cunp6Rb9kAwGA9q0aYNdu3apni8vLw9ZWVkWGxEREZUPV69exaeffooxY8bg8uXLAG4+dXLlEl52B0Pjxo1DfHw8atSogYceeggtWrQAcLOVqFGjRnadq1mzZvj888+xceNGfPLJJ0hPT0fLli1x6dIlpKenAwBCQ0Mt8oSGhprTSpKYmIiAgADzFhkZaWcNiYiIyogbrUsGAAcPHkTdunXx3nvv4f3338fVq1cBAKtWrcKYMWNcVi67g6EnnngCZ8+exS+//IKNGzea93fo0MHcl8hWjz76KP7973+jQYMG6NixI7777jsANx+HFbl9viIhhHQOozFjxiAzM9O8nTt3zq4yERERlYWix2TObHebkSNHYsCAAfj9998tFlZ99NFH8cMPP7isXA7NsBcWFgY/Pz9s3rwZOTk3ZyZr2rQp6tev71RhfHx80KBBA/z+++/mfkS3twJlZGQUay26lcFggL+/v8VGRERU7rjhqvV79+4tsc9v1apVpU991Fy4cAEFBc5PlGl3MHTp0iV06NABdevWxWOPPYa0tDQAwPPPP49Ro0Y5VZi8vDwcO3YM4eHhiIqKQlhYGDZv3mxOz8/PR0pKClq2bOnUdYiIiNxNYmIimjZtCj8/P4SEhKBHjx7FVoq/fbqbom3atGnmY/Ly8jB8+HBUrlwZPj4+6NatG/766y+byuDp6VliX97jx4+jSpUqqvkWLFiAvLyb0+8LITBlyhQEBgYiLCwMlSpVwsiRI2Ey2b/KRBG7g6FXX30VOp0OZ8+eNU+8CAD/+c9/sGHDBrvOFR8fj5SUFJw6dQo//fQTnnjiCWRlZaF///5QFAVxcXGYMmUKVq1ahcOHD2PAgAHw9vZGnz597C02ERFROaOUwma7lJQUDB06FHv27MHmzZtRWFiI2NhY88KpAJCWlmaxffbZZ1AUBf/+97/Nx8TFxWHVqlVYtmwZdu7cievXr6Nr1642zfrcvXt3TJw40dyaoygKzp49izfeeMPiGrd7+eWXkZmZCeBmYDRlyhS8/fbb2LFjB9577z189tlnmDdvnl3341Z2D63ftGkTNm7ciGrVqlnsr1Onjt1D6//66y88/fTTuHjxIqpUqYLmzZtjz5495vVERo8ejZycHAwZMgRXrlxBs2bNsGnTJs4xREREd78ynmfo9gaLpKQkhISEIDU1Fa1btwaAYlPdrFmzBu3atTNPYpiZmYmFCxfiiy++QMeOHQEAS5YsQWRkJLZs2WKxEGtJ3n//fTz22GMICQlBTk4O2rRpg/T0dLRo0QKTJ09Wr+ot020vXLgQ77zzDl599VUAQMuWLeHp6Ym5c+di2LBhNt4NS3YHQzdu3LBoESpy8eJFGAzyBTVvt2zZMmm6oihISEhAQkKCXeclIiJyF7c/djIYDDb9PS5qaVFbFuOff/7Bd999ZzGoKTU1FQUFBRbT3kRERCAmJga7du2yGgz5+/tj586d2Lp1K/bt2weTyYQHH3zQHFjJFA2eOnXqFDp06GCR1r59e3Nw5Ai7g6HWrVvj888/xzvvvGMunMlkwrRp09CuXTuHC0JERORWSqll6PYpZMaPH2+1EUEIgZEjR6JVq1YWK8jfavHixfDz8zNPfAzcHNSk1+sRGBhocay1aW9u1759e7Rv397m44GbLVsBAQHw8vIyD94qkpOTA43GoTFhABwIhqZNm4a2bdvil19+QX5+PkaPHo0jR47g8uXL+PHHHx0uyJ1m0Bqh9Sj5eaZWo97pSqe1b+XbW5msDHvUKo539vKQlFmvkZfZQ5JeaNKqpgFArlH9LeOpK1RNq6TPlZ5Xr/LaAMD5vEDVNAAQuXrVNG2+NCu0eeqvkciW34tCH/VvMaGTf8MV+KhfV1G/jQAA2Utk9JS/5zyy1dM1hVbK7KueZuUlgmJSv67e2ryokmIVWHliXlBJ8hmTlAkAdFnq6Vr52xkmyX/Khaf8c6/1krwBnBhJ7aGTfy9oNOo3WlHk7w0Pyfekp4d8pI+vLk89zcoH2Fernldn5XtQjVbr/Mgkm5XSqvXnzp2zGDltS6vQsGHDcPDgQezcuVP1mM8++wzPPPOMxRB41aJYmfbmVv/9738xc+ZMHDt2DIqioH79+oiLi7PaOnTrYq3//e9/0axZM/Pvu3fvRq1atWy6fknsDqOio6Nx8OBBNG3aFJ06dcKNGzfQq1cv7N+/36mCEBERkf1un07GWjA0fPhwrF27Ftu2bSvW/7fIjh07cPz4cTz//PMW+8PCwpCfn48rV65Y7Lc27U2RDz74AI888gj8/PzwyiuvYMSIEfD398djjz2GDz74QDXf7Quxvvnmm8XKlZiYaPX6auxuGSq66MSJEx2+KBERkbsT4ubmTH77jhcYPnw4Vq1ahe3btyMqKkr12IULF6Jx48a4//77LfY3btwYOp0OmzdvRu/evQHcHIF2+PBhTJ061WoZEhMTMXPmTIuOziNGjMDDDz+MyZMnO9wBumvXrg7lK+JQMLRjxw58/PHHOHnyJFasWIGqVaviiy++QFRUFFq1auVUgYiIiNxCGY8mGzp0KJYuXYo1a9bAz8/P3MenqB9OkaysLKxYsQLTp08vdo6AgAAMGjQIo0aNQnBwMIKCghAfH29eScKarKwsPPLII8X2x8bG4vXXX7ea/+TJk9i5cyfS0tKg1WoRFRWFTp06OT3Bst2PyVauXInOnTvDy8sL+/btM0+CdO3aNUyZMsWpwhAREdGdMX/+fGRmZqJt27YIDw83b8uXL7c4btmyZRBC4Omnny7xPDNnzkSPHj3Qu3dvPPzww/D29sa3334LrVbezxIAunXrhlWrVhXbv2bNGjz++OOq+W7cuIEnn3wStWvXxoABA/Dmm29i+vTp+M9//oOqVaviww8/tHptGbtbhiZNmoSPPvoI/fr1sxga37JlSz46IyIislUpdaC2+XAbn6u98MILeOGFF1TTi+b0mTt3rl3XB4B7770XkydPxvbt280Lve/Zswc//vgjRo0ahTlz5piPHTFihPnnkSNHIi0tDfv374enpyfGjh2LWrVqYfz48Vi2bBmGDx+OwMBAhydltjsYOn78uHlyplv5+/ubV58lIiIiOUXc3JzJf7dZuHAhAgMDcfToURw9etS8v1KlSli4cKH5d0VRLIKh5ORkbNiwwdyH6ZNPPkFERATGjx+PgQMHIicnB9OmTSu7YCg8PBx//PEHatSoYbF/586d5hkqiYiIyIoy7jNUHpw6dcqhfIWFhRb9gnx9fVFYWGieCDo2Nhbx8fEOl8vuPkMvvvgiXnnlFfz0009QFAV///03vvzyS8THx2PIkCEOF4SIiIioJE2bNsXs2bPNv8+ePRtVqlQxL+56/fp1+PpKJkOzwu6WodGjRyMzMxPt2rVDbm4uWrduDYPBgPj4eIeHxBEREbmdMu4zVB4IIfDNN99g27ZtyMjIKLbSfHJycon53n33XXTq1AkrV66EXq9Henq6xTIhu3btwmOPPeZwuewKhoxGI3bu3IlRo0Zh7NixOHr0KEwmE6Kjo52KyIiIiNyOGz4me+WVV7BgwQK0a9cOoaGhNs9a/eCDD+Lw4cNYt24d8vLy0L59e0RHR5vThw4diqFDhzpcLruCIa1Wi86dO+PYsWMICgpCkyZNHL4wERERuZclS5YgOTnZoVac8PBwDB48+A6UyoHHZA0aNMDJkyelM1cSERGRFW7YMhQQEODUYKutW7cWm3SxW7duqFOnjlPlsrsD9eTJkxEfH49169YhLS0NWVlZFhsRERHZQJTCdpdJSEjAhAkTiq06b01GRgaaNWuGjh07YuLEiViwYAH27NmD999/H/feey9Gjx7tVLnsbhkqmka7W7duFs/6ilasNRodX+WdiIiIKq4nn3wSX331FUJCQlCjRg3odDqL9H379pWYb8SIEYiIiMDly5dhMBjw2muv4dq1a/jll1+wdetW9O7dG1WrVsUrr7ziULnsDoa2bdvm0IVczaArgIeu5IYwnUY9gPPQmFTTAMAk6c0vS7N2br2kTNbyaqzMxCVL97B2XaHemOihqJfJ2nllRL58indtrvp9VqxcVilUT/PIk+eVXbfA1/FRHkYvK+me6mnW6it5+eCRLS+zLK9JL7+u0Vv9vVHgb+W6kmSTp/zzCVm6Rv45yfVVr7Am1+5GdTNh5boyHnr5C6zzkHyXaeV5Zf1YPT0kHxQAAZ7q/8uv7HlDmjdIl62aVkmSBgDeWvUPqdbBZhONRl7XUuWGo8kGDBiA1NRU9O3b164O1OvXr8euXbtQqVIlAMB7772HwMBAzJ07F+3bt8esWbMwadKksguG2rRp49CFiIiI6H/ccQbq7777Dhs3brR7UXeDwWAROGk0GhiNRhQW3gxeW7ZsidOnTztcLruDoYMHD5a4X1EUeHp64p577oHBYHC4QERERFQxRUZGOrTCfKtWrTBu3DgsXrwYer0eb775JmrWrImgoCAAwIULFxAYGOhwuewOhh544AFps5ZOp8N//vMffPzxx/D0lLTnExERuTM3HE02ffp0jB49Gh999FGxZb1k3n//fcTGxqJSpUpQFAU+Pj5YsWKFOf3YsWMYMGCAw+WyOxhatWoVXn/9dbz22mt46KGHIITA3r17MX36dIwfPx6FhYV444038NZbb+H99993uGBERERUsfTt2xfZ2dmoVasWvL29i3Wgvnz5con5atasiYMHD+LHH39EXl4emjdvjsqVK5vTnQmEAAeCocmTJ2P27Nno3LmzeV/Dhg1RrVo1vP322/j555/h4+ODUaNGMRgiIiJSocDJPkOlVpKyM2vWLIfzent7o1OnTqVXmFvYHQwdOnQI1atXL7a/evXqOHToEICbj9LS0tKcLx0RERFVGP3793d1EUpk9/jQ+vXr491330V+fr55X0FBAd59913Ur18fAHD+/HmEhoaWXimJiIgqmqKh9c5sd6E///wTb731Fp5++mlkZGQAADZs2IAjR464rEx2B0Mffvgh1q1bh2rVqqFjx47o1KkTqlWrhnXr1mH+/PkAgJMnT2LIkCGlXlgiIqIKww1noE5JSUGDBg3w008/ITk5GdevXwdwc6T6+PHjXVYuux+TFY3lX7JkCU6cOAEhBJ544gn06dMHfn5+AIBnn3221AtKREREd7c33ngDkyZNwsiRI80xAwC0a9cOs2fPdlm57A6GAMDX1xcvvfRSaZeFiIjIfbjh0PpDhw5h6dKlxfZXqVIFly5dKjGPPeueOjKHEeDAYzIA+OKLL9CqVStERETgzJkzAICZM2dizZo1DhWCiIjI3RTNQO3MdrepVKlSiQOs9u/fj6pVq6rmCQwMlG5FxzjK7pah+fPnY9y4cYiLi8OkSZPMC7MGBgZi1qxZ6N69u8OFISIiooqrT58+eP3117FixQooigKTyYQff/wR8fHx6NevX4l5ymJNVLuDoblz5+KTTz5Bjx498O6775r3N2nSBPHx8aVaOCIiogrLDR+TTZ48GQMGDEDVqlUhhEB0dDSMRiP69OmDt956q8Q8ZbEmqt3B0KlTp9CoUaNi+w0GA27ckK9O7Eq+unzcNtGlmbdHgWo+vVa+gnG+Uf0W5pvkq63LeHvkS9M9tepl1lppO/WwtrS5NK/6KuCFDq5oDwBajXq6lazQqN8K683IkpGpGvlLAP019TSdlY9CgY96WqG3PK9Jr14ppVA+1FZ2P4zWVp6XLDlo0slvtCxd+FpZTV2n/gbQeFh5c0iKpZWcFwC8vdRXRPfQyvMWGtU/C8LKcGjZyvM6yefkZrkc/2xrJG+OAH2uNG+ol/qHIcjKh8FXsvK8n1Z+XZ3i2ArzRkkPEVGmq9bD7YIhnU6HL7/8Eu+88w727dsHk8mERo0aoU6dOjafY8eOHfj4449x8uRJrFixAlWrVsUXX3yBqKgouxeALWJ3n6GoqCgcOHCg2P7169cjOjraoUIQERFRxTdx4kRkZ2ejZs2aeOKJJ9C7d2/UqVMHOTk5mDhxotX8K1euROfOneHl5YV9+/YhL+9mMH3t2jVMmTLF4XLZHQy99tprGDp0KJYvXw4hBH7++WdMnjwZb775Jl577TWHC0JERORO3LED9YQJE8xzC90qOzsbEyZMsJp/0qRJ+Oijj/DJJ59YrGvWsmVL7Nu3z+Fy2f2Y7LnnnkNhYSFGjx6N7Oxs9OnTB1WrVsXs2bPx1FNPOVwQIiIit+LsLNJ34QzUQggoSvFy//rrrwgKCrKa//jx42jdunWx/f7+/rh69arD5XJonqHBgwdj8ODBuHjxIkwmE0JCQhwuABERkVtyoz5DgYGBUBQFiqKgbt26FgGR0WjE9evXbZq/MDw8HH/88Qdq1KhhsX/nzp2oWbOmw+VzKBgqUrlyZWeyExERkRuYNWsWhBAYOHAgJkyYgICAAHOaXq9HjRo10KJFC6vnefHFF/HKK6/gs88+g6Io+Pvvv7F7927Ex8dj3LhxDpfPpmCoUaNGJTZrlcSZZ3ZERETuwtl+P3dTn6Gi1eqjoqLw8MMPw8PDsbaY0aNHIzMzE+3atUNubi5at24Ng8GA+Ph4DBs2zOHy2VSaHj16mH/Ozc3FvHnzEB0dbY7i9uzZgyNHjnBxViIiIlu50WOyIqUxZ9DkyZMxduxYHD16FCaTCdHR0fD19XXqnDYFQ7euJPv8889jxIgReOedd4odc+7cOacKQ0RERKRm8eLFeOKJJ+Dj44MmTZqU2nntHlq/YsWKEqfM7tu3L1auXFkqhSIiIqrwnB1Wfxe2DDkrPj4eISEheOqpp7Bu3ToUFpbOJJl2B0NeXl7YuXNnsf07d+6Ep6dnqRSKiIiowhOlsLmZtLQ0LF++HFqtFk899RTCw8MxZMgQ7Nq1y6nz2t2DKS4uDi+//DJSU1PRvHlzADf7DH322WdO9eQmIiKiiquwsBCenp44cOAAYmJiHDqHh4cHunbtiq5duyI7OxurVq3C0qVL0a5dO1SrVg1//vmnY+e1N8Mbb7yBmjVrYvbs2Vi6dCkA4N5778WiRYvQu3dvhwpBRETkdtysA7WHhweqV68Oo9HxNfRu5e3tjc6dO+PKlSs4c+YMjh075njZHMnUu3dvBj5EREROcKeh9UXeeustjBkzBkuWLLFpxumSFLUIffnll9iyZQsiIyPx9NNPY8WKFQ6Xy6lJF4mIiIhsNWfOHPzxxx+IiIhA9erV4ePjY5Fuba7Cp59+Gt9++y28vb3x5JNPYvv27WjZsqXT5bIpGAoKCsKJEydsnnH6nnvuwY4dO1C9enWnClea/PW50OlNJab5eeQ5fF6NpJ3SQyNvCvRQSi4PAHhpC6R5/XW5kvPKr6uF+nWtMWjUe+7nGPWqaV7afOl5Tb7qk3qe9w+U572k/ja2clkIrXqa0UueV/a/MisvASS3UVomADDpJRc2yP+raPRRT7O6zJGH5Nye8gprdI43iyta9evq9fKRJAZJuq9B/rkP9sxWTfPUyq9bKOwem2JmcmK9Kdl3it5KmWV5fax8RwbrbqimBXio30cA8FTUv+t01j5IEkbJ+CAN1M9b6MQ1ybpb5y10hKIoWL58OTp37uzwxI0lselMV69exfr16y2mz5a5dOlSqT0TJCIiqpDKuM9QYmIikpOT8dtvv8HLywstW7bEe++9h3r16lkcd+zYMbz++utISUmByWTCfffdh6+//hr33HMPACAvLw/x8fH46quvkJOTgw4dOmDevHmoVq2a1TLcOm+hI4r6KgM3J4EurVHsNodVRVNpExERkfPKus9QSkoKhg4diqZNm6KwsBBjx45FbGwsjh49an5c9eeff6JVq1YYNGiQeQ2xY8eOWQQdcXFx+Pbbb7Fs2TIEBwdj1KhR6Nq1K1JTU6HVWmnadpLJZMLkyZPx0Ucf4Z9//sGJEydQs2ZNvP3226hRowYGDRrk0Hltass1mUx2b/auHpuYmAhFURAXF2feJ4RAQkICIiIi4OXlhbZt2+LIkSN2nZeIiIiADRs2YMCAAbjvvvtw//33IykpCWfPnkVqaqr5mLFjx+Kxxx7D1KlT0ahRI9SsWRNdunRBSEgIACAzMxMLFy7E9OnT0bFjRzRq1AhLlizBoUOHsGXLlhKvGxQUhIsXLwK4uXp9UFCQ6mbNpEmTsGjRIkydOhV6/f+6ZjRo0ACffvqpw/emXHSg3rt3LxYsWICGDRta7J86dSpmzJiBRYsWoW7dupg0aRI6deqE48ePw8/Pz0WlJSIiKiWlMCIsKyvL4neDwQCDwWA1X2ZmJgCYgxCTyYTvvvsOo0ePRufOnbF//35ERUVhzJgx5r4+qampKCgoQGxsrPk8ERERiImJwa5du9C5c+di15k5c6b5b/asWbMcqaLZ559/jgULFqBDhw546aWXzPsbNmyI3377zeHzujwYun79Op555hl88sknmDRpknm/EAKzZs3C2LFj0atXLwA31yQJDQ3F0qVL8eKLL7qqyERERM4rpT5DkZGRFrvHjx+PhIQEeVYhMHLkSLRq1co8AWJGRgauX7+Od999F5MmTcJ7772HDRs2oFevXti2bRvatGmD9PR06PV6BAZaDmwJDQ1Fenp6ide6tZuNrMvNhQsXpGUGgPPnz6N27drF9ptMJhQUyAceyTg+5KGUDB06FF26dEHHjh0t9p86dQrp6ekW0afBYECbNm2k027n5eUhKyvLYiMiIqqozp07h8zMTPM2ZswYq3mGDRuGgwcP4quvvjLvM5lujijs3r07Xn31VTzwwAN444030LVrV3z00UfS8wkhoCj2j4QUQuD7779Hr169bOqAfd9992HHjh3F9q9YsQKNGjWy+/pFXNoytGzZMuzbtw979+4tllYUYYaGhlrsDw0NxZkzZ1TPmZiYiAkTJpRuQYmIiEpZaXWg9vf3h7+/v835hg8fjrVr1+KHH36wCEAqV64MDw8PREdHWxx/7733mtckDQsLQ35+Pq5cuWLROpSRkWHXfD8nT57EZ599hsWLF+P69evo0qULli1bZjXf+PHj8eyzz+L8+fMwmUxITk7G8ePH8fnnn2PdunU2X/92LmsZOnfuHF555RUsWbJEOjTu9kjTWvQ5ZswYiwj53LlzpVZmIiKiUlPGC7UKITBs2DAkJydj69atiIqKskjX6/Vo2rQpjh8/brH/xIkT5nkDGzduDJ1Oh82bN5vT09LScPjwYavBUG5uLpYsWYK2bdsiOjoav/76K9LS0rBjxw4sWbIEPXv2tFqHxx9/HMuXL8f3338PRVEwbtw4HDt2DN9++y06depk660oxqGWoT///BNJSUn4888/MXv2bISEhGDDhg2IjIzEfffdZ9M5UlNTkZGRgcaNG5v3GY1G/PDDD/jggw/ML0Z6ejrCw8PNx2RkZBRrLbqVrR3HiIiI3MnQoUOxdOlSrFmzBn5+fuYnMAEBAfDyujnL7GuvvYb//Oc/aN26Ndq1a4cNGzbg22+/xfbt283HDho0CKNGjUJwcDCCgoIQHx+PBg0aFOvucqshQ4Zg2bJlqFevHvr27YuVK1ciODgYOp0OGo197TKdO3cusaO2M+xuGUpJSUGDBg3w008/ITk5GdevXwcAHDx40K7JlDp06IBDhw7hwIED5q1JkyZ45plncODAAdSsWRNhYWEW0Wd+fj5SUlJKZeptIiIiVyp6TObMZo/58+cjMzMTbdu2RXh4uHlbvny5+ZiePXvio48+wtSpU83D1VeuXIlWrVqZj5k5cyZ69OiB3r174+GHH4a3tze+/fZb6RxDCxYswMsvv4xNmzZh6NChCA4Otvt+3UkOrVo/adIkjBw50mJ4e7t27TB79mybz+Pn52fuwV7Ex8cHwcHB5v1xcXGYMmUK6tSpgzp16mDKlCnw9vZGnz597C02ERFR+VLGM1ALYVuGgQMHYuDAgarpnp6emDt3LubOnWvztT///HMkJSUhPDwcXbp0wbPPPotHHnnEpryBgYE2d86+fPmyzWW6ld3B0KFDhyymwy5SpUoVXLp0yaFCqBk9ejRycnIwZMgQXLlyBc2aNcOmTZs4xxAREdFdpE+fPujTpw9Onz6NpKQkDB06FNnZ2TCZTDh69GixTtu3cnZuIlvYHQxVqlQJaWlpxTpe7d+/H1WrVnWqMEXPJIsoioKEhASr8yUQERHddcq4Zag8qFGjBiZMmICEhARs3LgRn332Gfr27Yu4uDj06tULc+bMKZanLJYDs7vPUJ8+ffD6668jPT0diqLAZDLhxx9/RHx8PPr163cnykhERFThlHWfofJEURQ88sgj+Prrr/H3338jPj4eKSkpLiuP3S1DkydPxoABA1C1alUIIRAdHQ2j0Yg+ffrgrbfeuhNlLBWVdDnQ6wtLTPP3yFXNZxLy55QGjV49TVvy9Yp4afJV03SKUZrXU6M+06a1vM4I8MhRTcs2Se6FpLyA/DW4GO4jzXvCqD66sOCqepkAQJsre33lr71wYj1Co2ShZaOXSX5dD8k3oCwNgOKl/p7Ue8rfrxqN+rm1WnmZtRr19PwC+deQrEa+nnnSvNX8M1XTwr3U0wAg0CNbNU1j5a9QgeTNUWjljVNgUv8/quy8gPyzr5O8BgCggXq6te8UP63659dTkX/2ZefWKtbKrP466KB+Xtl91EruQ6lzw5ahkgQFBSEuLs5ibdKyZncwpNPp8OWXX2LixInYv38/TCYTGjVqhDp16tyJ8hERERHdUQ7PQF2rVi3UqlWrNMtCRETkPtgyVG7YFAyNHDnS5hPOmDHD4cIQERG5i9JajoOcZ1MwtH//fovfU1NTYTQaUa9ePQA3p+rWarUWs0kTERERlba9e/dixYoVOHv2LPLzLfveJicnO3ROm0aTbdu2zbw9/vjjaNu2Lf766y/s27cP+/btw7lz59CuXTt06dLFoUIQERG5nTJem6w8qFGjBiZOnIizZ886lH/ZsmV4+OGHcfToUaxatQoFBQU4evQotm7dioCAAIfLZffQ+unTpyMxMdFitdrAwEBMmjQJ06dPd7ggRERE7sQdh9aPGjUKa9asQc2aNdGpUycsW7YMeXnyUaG3mjJlCmbOnIl169ZBr9dj9uzZOHbsGHr37o177rnH4XLZHQxlZWXhn3/+KbY/IyMD165dc7ggREREVLENHz4cqampSE1NRXR0NEaMGIHw8HAMGzYM+/bts5r/zz//ND+FMhgMuHHjBhRFwauvvooFCxY4XC67g6GePXviueeewzfffIO//voLf/31F7755hsMGjQIvXr1crggREREbsUNH5MVuf/++zF79mycP38e48ePx6effoqmTZvi/vvvx2effaa6jlpQUJC54aVq1ao4fPgwAODq1avIzlafG8wau4fWf/TRR4iPj0ffvn1RUHBzMi0PDw8MGjQI06ZNc7ggREREbsWNh9YXFBRg1apVSEpKwubNm9G8eXMMGjQIf//9N8aOHYstW7aUuA7qv/71L2zevBkNGjRA79698corr2Dr1q3YvHkzOnTo4HB57A6GvL29MW/ePEybNg1//vknhBCoXbs2fHzkswQTERGRe9u3bx+SkpLw1VdfQavV4tlnn8XMmTNRv3598zGxsbFo3bp1ifk/+OAD5ObenPF8zJgx0Ol02LlzJ3r16oW3337b4XI5POmij48PGjZs6PCFiYiI3JkCa4v+WM9/t2natCk6deqE+fPno0ePHtDpdMWOiY6OxlNPPVVi/qCgIPPPGo0Go0ePxujRo50ul93BULt27aAo6i/B1q1bnSoQERGRW3DDx2QnT55E9erVpcf4+PggKSlJekxGRgYyMjJgMlmuJedoI43dwdADDzxg8XtBQQEOHDiAw4cPo3///g4VgoiIyN244wzU1gIha1JTU9G/f38cO3asWCdrRVFgNDq2ULndwdDMmTNL3J+QkIDr1687VAgiIiKqmAIDA6VPlG51+fJlafpzzz2HunXrYuHChQgNDbX5vNY43Gfodn379sVDDz2E999/v7ROWar8PHJh8Cg5YvTW5Je4HwA8NQXyExd/3Pm/JEUeoXpr1CeaspZXq5hU0zRQTwOAPKFeaKOwe7aF/11XUqZso8Hh89b1uyBN941Sf/3OZVWS5r1wyU81Le+qXppXU+D4h9DkKXmNfAqlebV69feGh07+vgn0yVFNC/BUTwMAk1Cv77U8T2ne7Hz195xO5XNpLpe3ermq+12R5g33zFJNC/S4Ic3rq81VTbP2+ZTdqwIh/9o1SnqCmKx8Pp3JK/v8eiry96Tsu8zqd6isTFa+y7QONo3ohHp9FI28rqXKTR6TzZo1q9TOderUKSQnJ6N27dqldk6gFIOh3bt3w9NT/oVIREREt7hLAhpnlGYXmg4dOuDXX391fTB0+8SKQgikpaXhl19+cWpYGxEREVU8WVlZ8Pf3N/8sU3Scmk8//RT9+/fH4cOHERMTU2w0Wrdu3Rwqo93BkL+/v8UzOo1Gg3r16mHixImIjY11qBBERETuxl06UAcGBiItLQ0hISGoVKlSif18hBA2dYDetWsXdu7cifXr1xdLK9MO1IsWLXLoQkRERHQLN+kztHXrVvP8QNu2bXPqXCNGjMCzzz6Lt99+G6GhoaVRPAAOBEM1a9bE3r17ERwcbLH/6tWrePDBB3Hy5MlSKxwRERHd3dq0aVPiz464dOkSXn311VINhAAHgqHTp0+X2AyVl5eH8+fPl0qhiIiIKjp3eUxWkuzsbJw9exb5+Zajga1NmtirVy9s27YNtWrVKtXy2BwMrV271vzzxo0bERAQYP7daDTiv//9L2rUqFGqhSMiIqqw3OQx2a0uXLiA5557rsQ+PwCs9vmpW7cuxowZg507d6JBgwbFOlCPGDHCoXLZHAz16NEDwM0OSrcPk9PpdKhRowamT5/uUCGIiIio4ouLi8OVK1ewZ88etGvXDqtWrcI///yDSZMm2RRDfPrpp/D19UVKSgpSUlIs0hRFufPBUNH6H1FRUdi7dy8qV67s0AWJiIjIPR+Tbd26FWvWrEHTpk2h0WhQvXp1dOrUCf7+/khMTESXLl2k+U+dOnVHymX3dMOnTp1iIEREROQsUQrbXebGjRsICQkBcHMF+gsXbq4w0KBBA+zbt89l5bKpZWjOnDl44YUX4OnpiTlz5kiPdbSJioiIyK24YZ+hevXq4fjx46hRowYeeOABfPzxx6hRowY++ugjhIeHW80/cuTIEvcrigJPT0/Url0b3bt3Nw/lt5VNwdDMmTPxzDPPwNPTU3Wh1qLCMBgiIiKiksTFxSEtLQ0AMH78eHTu3Blffvkl9Hq9TfMY7t+/H/v27YPRaES9evUghMDvv/8OrVaL+vXrY968eRg1ahR27tyJ6Ohom8tlUzB06zO6O/W8joiIyJ24Y5+hZ555xvxzo0aNcPr0afz222+45557bOqCU9Tqk5SUZLHEx6BBg9CqVSsMHjwYffr0wauvvoqNGzfaXC675xmaOHEi4uPj4e3tbbE/JycH06ZNw7hx4+w9ZZkI02fCU19ydT0V9VWVZasxO8tHcm5rqzHnmtRXAc+VrEoPOLcyvaNMktW0AaBAaFXTvLTqq9IDQC0f9VXt/XXyldh/91BfofqCl680b36O+n0WRvk9lq087+klr6+PQT29ivd1ad6q3pmqadbuc45Rr5p2Re+tmgYA/+So30uDVr5KeH3/DNW06l4XpXm1kucIshXeASBP8hkrUNTfr4Bz3yk6Rf29oZWsLG+Ntc+97NyyMt1MV38NtVZWnpcxWunWanLwu0ynUS+TyUpdS5UbPia7nbe3Nx588EGbj582bRo2b95ssYaZv78/EhISEBsbi1deeQXjxo2ze3kwu99JEyZMwPXrxb9ws7OzMWHCBHtPR0RERG7gxo0bGDduHGJiYuDr6ws/Pz80bNgQEydORHZ2tk3nyMzMREZG8f8gXbhwwbwIbKVKlYpN5miN3S1DRYup3e7XX3+1u8MSERGRu1KEgCIcb95xJm9Zy8/PR5s2bXD48GE8+uijePzxxyGEwLFjxzB58mSsX78eP/zwQ7FJFG/XvXt3DBw4ENOnT0fTpk2hKAp+/vlnxMfHm+dD/Pnnn1G3bl27ymdzMBQYGAhFUaAoCurWrWsREBmNRly/fh0vvfSSXRcnIiJyW270mGz+/Pn466+/8Ouvv6JevXoWab/99hvatm2Ljz76CMOHD5ee5+OPP8arr76Kp556CoWFNx/Penh4oH///uYBXvXr18enn35qV/lsDoZmzZoFIQQGDhyICRMmWCzHodfrUaNGDbRo0cKuixMREVHFl5ycjLfffrtYIATcDF7Gjh2Lb775xmow5Ovri08++QQzZ87EyZMnIYRArVq14Ov7v36JDzzwgN3lszkYKlqCIyoqCi1btrTalEVERETq3Gk02dGjR9G2bVvV9Hbt2mHixIk2n8/X19fqoq72sLvPUJs2bcw/5+TkoKDActTErT28iYiISIUbPSa7evUqgoODVdODg4ORmVnyaNdevXph0aJF8Pf3R69evaTXSU5Odqh8do8my87OxrBhwxASEgJfX18EBgZabERERFT+JCYmomnTpvDz80NISAh69OiB48ePWxwzYMAAc//goq158+YWx+Tl5WH48OGoXLkyfHx80K1bN/z111/Sa5tMJmi16lNSaDQa1RXrAwICzP2UAwICpJuj7G4Zeu2117Bt2zbMmzcP/fr1w4cffojz58/j448/xrvvvutwQYiIiNxJWT8mS0lJwdChQ9G0aVMUFhZi7NixiI2NxdGjR+Hj42M+7pFHHkFSUpL5d73eco6xuLg4fPvtt1i2bBmCg4MxatQodO3aFampqaoBjxACHTp0gIdHyWFHUWfoktxallt/Lk12B0PffvstPv/8c7Rt2xYDBw7Ev/71L9SuXRvVq1fHl19+aTG7JBEREako48dkGzZssPg9KSkJISEhSE1NRevWrc37DQYDwsLCSjxHZmYmFi5ciC+++AIdO3YEACxZsgSRkZHYsmULOnfuXGK+8ePHWy3fv//9b6vH5OTkQAhhnvj5zJkzWLVqFaKjo+2eaPFWdgdDly9fRlRUFICb/YMuX74MAGjVqhVefvllhwtCRETkTkqrZahossEiBoMBBoPBav6iPjq3zxG4fft2hISEoFKlSmjTpg0mT55sXmk+NTUVBQUFFoFHREQEYmJisGvXLqeCIVt0794dvXr1wksvvYSrV6/ioYcegl6vx8WLFzFjxgyH4xC7+wzVrFkTp0+fBgBER0fj66+/BnCzxahSpUoOFYKIiIgcExkZadFvJjEx0WoeIQRGjhyJVq1aISYmxrz/0UcfxZdffomtW7di+vTp2Lt3L9q3b4+8vJvLyKSnp0Ov1xfrIxwaGor09HSr1z1y5Ihq2u0tVyXZt28f/vWvfwEAvvnmG4SFheHMmTP4/PPPMWfOHKv51djdMvTcc8/h119/RZs2bTBmzBh06dIFc+fORWFhIWbMmOFwQYiIiNxKKT0mO3funMVIbltahYYNG4aDBw9i586dFvv/85//mH+OiYlBkyZNUL16dXz33XfSkVxqq1PcrkmTJpg6darFfEJ5eXkYNWoUFi5ciJwc+XqS2dnZ8PPzAwBs2rQJvXr1gkajQfPmzXHmzBmr11djdzD06quvmn9u164dfvvtN/zyyy+oVasW7r//focLQkRE5G5KY64gf39/u6a1GT58ONauXYsffvgB1apVkx4bHh6O6tWr4/fffwcAhIWFIT8/H1euXLFoHcrIyEDLli2tXvvLL7/ECy+8gO+//x5JSUlIT09Hnz59AAA//vij1fy1a9fG6tWr0bNnT2zcuNEck2RkZDg1tY/Ty5ffc8896NWrF4KCgjBw4EBnT0dERER3gBACw4YNQ3JyMrZu3Wru/ytz6dIlnDt3DuHh4QCAxo0bQ6fTYfPmzeZj0tLScPjwYZuCoV69euHgwYMoLCxETEwMWrRogbZt2yI1NdWm1evHjRuH+Ph41KhRA82aNTOvfLFp0yY0atTIan41drcMqbl8+TIWL16Mzz77rLROWarCPK7CW1fykD+9UvLcBgCgU9SH+wFAgVC/hRqYpHn1knMbrcSpuXB8BnCdpL4FQn0eCADIFY5d16ApkKYbhXp98yT3GJDXJ9RwTZo320e9OTmvQH7dTCFpErbyvz0/n1zVtBCf69K8vh7qqzFX874izVvLs/hqz7aSvfZ5XvL3xUVvX9U0k+w+AqhquKqaVkkrX+k61yQpl5X3FRT1z6+2nM52J/vO8bTyGZR918k+YwDgqcjP7agCWPk+kry+1r5DywUhbm7O5LfD0KFDsXTpUqxZswZ+fn7mPj4BAQHw8vLC9evXkZCQgH//+98IDw/H6dOn8eabb6Jy5cro2bOn+dhBgwZh1KhRCA4ORlBQEOLj49GgQQPz6DJrjEYj8vPzYTQaYTQaERYWZtOjPQB44okn0KpVK6SlpVk8jerQoYO5jI64C94tREREFU/RaDJnNnvMnz8fmZmZaNu2LcLDw83b8uXLAQBarRaHDh1C9+7dUbduXfTv3x9169bF7t27zf10AGDmzJno0aMHevfujYcffhje3t749ttvpZMqFlm2bBkaNmyIgIAAnDhxAt999x0WLFiAf/3rXzh58qRN9QgLC0OjRo2g0fwvhHnooYdQv359+27ILUqtZYiIiIjKL2GlJcnLywsbN260eh5PT0/MnTsXc+fOtbsMgwYNwvvvv28eAt+pUyccOnQIL774Ih544IFi0wSUFZe2DM2fPx8NGzY0d/5q0aIF1q9fb04XQiAhIQERERHw8vJC27ZtpcPyiIiI7hqiFLa7zL59+4rNBRQYGIivv/4aH374oYtKZUfLkLXF0a5evWr3xatVq4Z3330XtWvXBgAsXrwY3bt3x/79+3Hfffdh6tSpmDFjBhYtWoS6deti0qRJ6NSpE44fP27RZEdERHS3UUzSrmk25b/b1KtXz+L3W4fkP/vss64oEgA7giFrC6AFBASgX79+dl388ccft/h98uTJmD9/Pvbs2YPo6GjMmjULY8eONQdiixcvRmhoKJYuXYoXX3zRrmsRERFR+WIwGPDrr7/i3nvvdWk5bA6G7tTiaEWMRiNWrFiBGzduoEWLFjh16hTS09Mtpvw2GAxo06YNdu3axWCIiIjubmW8NpkrjRw5ssT9RqMR7777LoKDgwHAZZM3u7wD9aFDh9CiRQvk5ubC19fXvODarl27ANyc4vtWoaGh0lkm8/LyzNOGA8XXbCEiIioPynrVeleaNWsW7r///mLLdgkhcOzYMfj4+Ng0g/Wd4vJgqF69ejhw4ACuXr2KlStXon///khJSTGn335zrE35nZiYiAkTJtyx8hIREZWKMp5nyJUmT56MTz75BNOnT0f79u3N+3U6HRYtWoTo6GgXlq4czDOk1+tRu3ZtNGnSBImJibj//vsxe/ZshIWFAUCxhd8yMjKKtRbdasyYMcjMzDRv586du6PlJyIiIrkxY8Zg+fLlePnllxEfH4+CgjszUaejXB4M3U4Igby8PERFRSEsLMxiyu/8/HykpKRIp/w2GAzmofr2rtdCRERUVsp60kVXa9q0KVJTU3HhwgU0adIEhw4dcumjsVu59DHZm2++iUcffRSRkZG4du0ali1bhu3bt2PDhg1QFAVxcXGYMmUK6tSpgzp16mDKlCnw9vY2L+pGRER013KjDtRFfH19sXjxYixbtgydOnWC0Shf6qWsuDQY+ueff/Dss88iLS0NAQEBaNiwITZs2IBOnToBAEaPHo2cnBwMGTIEV65cQbNmzbBp0ybOMURERHQXe+qpp9CqVSukpqaievXqri6Oa4OhhQsXStMVRUFCQgISEhLKpkBERERlxJ1Gk5WkWrVqqFatmquLAaAcjCYjIiJyS240mqy8c5tgyEeTB29NySvq6qD+zNIEeecunZKnmqa1Mle6Uaj3X79h0knz5gv11YFl5wWAAlleJ/rUayUPsE1WHm57ahwfWaBT1F8/b6366wMAOl/1vJ5aeZkyfHxV067lG6R5DdpC1bTqPpeleWt7Z6imReiuSvMGa69J02VyhV41zSjkn5MLHuoDGa6ZPKV5g7Q3VNP8tDnSvAZF/XOUJ+SfMY30/XznOn3Kvjc8Ffl7UvY58pZ8V1k7t7XvMtln32jlXhUIyZ8hK3/rjYrk+0qSV3ZNEwMMt+Q2wRAREVF54u6PycoTBkNERESu4IajycqrcjfPEBEREVFZYssQERGRC/AxWfnBYIiIiMgVTOLm5kx+KhUMhoiIiFyBfYbKDfYZIiIiIrfGliEiIiIXUOBkn6FSKwkxGCIiInIFzkBdbvAxGREREbk1tgwRERG5AIfWlx8MhoiIiFyBo8nKDT4mIyIiIrfGliEiIiIXUISA4kQnaGfykiW3CYYMSgE8FVOJaToY78g1TVYa3nKhVU0rEPKXxtq57xRPpUA1zahIylTyrTczaNTP66vNleYtEOr3UafIX9tw/VWH0gBAG6Beqb/yg6R5f7sWppqWZ5K/9lU8rqmm1dBdkOaVyRU6abq3cl01zVNTKM0brL2hmnZD6KV5tZI3j7XX16hRf08WSD5/AGAU6nmtff40kjJrVb6HbCH7/AHy7zK9lXvlqchfQ5l82b209vdacl2jlcHjeqjnld1nrSSIMGnuzN+Dki8Gq9+NVvNTqeBjMiIiInJrbtMyREREVJ7wMVn5wWCIiIjIFTiarNxgMEREROQKnIG63GCfISIiInJrbBkiIiJyAc5AXX4wGCIiInIFPiYrN/iYjIiIiNwaW4aIiIhcQDHd3JzJT6WDwRAREZEr8DFZucHHZEREROTWGAwRERG5giiFzQ6JiYlo2rQp/Pz8EBISgh49euD48eOqx7/44otQFAWzZs2y2J+Xl4fhw4ejcuXK8PHxQbdu3fDXX3/ZV5hyhsEQERGRCxQtx+HMZo+UlBQMHToUe/bswebNm1FYWIjY2FjcuFF8IeXVq1fjp59+QkRERLG0uLg4rFq1CsuWLcPOnTtx/fp1dO3aFUZjGS5yW8rYZ4iIiMgNbNiwweL3pKQkhISEIDU1Fa1btzbvP3/+PIYNG4aNGzeiS5cuFnkyMzOxcOFCfPHFF+jYsSMAYMmSJYiMjMSWLVvQuXPnO1+RO8BtgiEdTNA5kE/rRHf9XJP8ijdMBtU0o5VGO52iHoFrIC+zrE4FQivNaxTq5dJKrqtTCqXnldFYmVlMdl1reX00eappnkqBNG8VjyzVtJr6DGlemT9uVJGn54aqpkXqLknzVtVeU027IeSv0Q2TXpouU0mTo54G9TQAyBXqX1NGKNK82js0K50z70mtlWcb+ZB/BmX0kHwv3MEZ+vRC/bpGRf4aQfKdo5PUBwBkL79G0moi+w40Sr5bS10pdaDOyrL8LjIYDDAY1P++FMnMzAQABAUFmfeZTCY8++yzeO2113DfffcVy5OamoqCggLExsaa90VERCAmJga7du26a4MhPiYjIiJyBQHA5MT2/3FUZGQkAgICzFtiYqL1SwuBkSNHolWrVoiJiTHvf++99+Dh4YERI0aUmC89PR16vR6BgYEW+0NDQ5Genm573csZt2kZIiIiKk8c6fdze34AOHfuHPz9/c37bWkVGjZsGA4ePIidO3ea96WmpmL27NnYt28fFGstercRQtidpzxhyxAREdFdzN/f32KzFgwNHz4ca9euxbZt21CtWjXz/h07diAjIwP33HMPPDw84OHhgTNnzmDUqFGoUaMGACAsLAz5+fm4cuWKxTkzMjIQGqr+CL+8YzBERETkCgL/6zfk0Gbn5YTAsGHDkJycjK1btyIqKsoi/dlnn8XBgwdx4MAB8xYREYHXXnsNGzduBAA0btwYOp0OmzdvNudLS0vD4cOH0bJlS2fviMvwMRkREZErlPEM1EOHDsXSpUuxZs0a+Pn5mfv4BAQEwMvLC8HBwQgODrbIo9PpEBYWhnr16pmPHTRoEEaNGoXg4GAEBQUhPj4eDRo0MI8uuxsxGCIiInID8+fPBwC0bdvWYn9SUhIGDBhg83lmzpwJDw8P9O7dGzk5OejQoQMWLVoErdbxkZCuxmCIiIjIFUyQTg9gU347CAdaoU6fPl1sn6enJ+bOnYu5c+fafb7yisEQERGRC5TWaDJyHjtQExERkVtjyxAREZErlHEHalLHYIiIiMgVGAyVG3xMRkRERG6NLUNERESuwJahcsNtgiG9YoReZdXmfCsrtTvK2or3slXR9VZWTjYK9fGYBVZfVvVzW1up/U7dK5OkkVJj7/jRW1hbtdxPspq6XpGv4i67V5W0edK8LXx/V00zSV5bALiQ76uadig3UprXz/sPabqM7DWyRif5LFhbxV2W1xkFQl4f2Srvnk6UyWTl75fOife79LxOrFpvrcz5ivq9lH1XAfL7rLVyL0yy11D2Gknyaeyd1tkZZTy0ntS5TTBERERUnnBoffnBPkNERETk1lwaDCUmJqJp06bw8/NDSEgIevTogePHj1scI4RAQkICIiIi4OXlhbZt2+LIkSMuKjEREVEpcWqRVif7G5EFlwZDKSkpGDp0KPbs2YPNmzejsLAQsbGxuHHjhvmYqVOnYsaMGfjggw+wd+9ehIWFoVOnTrh27ZoLS05EROQkk3B+o1Lh0j5DGzZssPg9KSkJISEhSE1NRevWrSGEwKxZszB27Fj06tULALB48WKEhoZi6dKlePHFF11RbCIiIqpAylWfoczMTABAUFAQAODUqVNIT09HbGys+RiDwYA2bdpg165dLikjERFRqeBjsnKj3IwmE0Jg5MiRaNWqFWJiYgAA6enpAIDQ0FCLY0NDQ3HmzJkSz5OXl4e8vP8Na87KyrpDJSYiInKGswENg6HSUm5ahoYNG4aDBw/iq6++KpamKJYTMQghiu0rkpiYiICAAPMWGSmfd4WIiIjcW7kIhoYPH461a9di27ZtqFatmnl/WFgYgP+1EBXJyMgo1lpUZMyYMcjMzDRv586du3MFJyIichQfk5UbLg2GhBAYNmwYkpOTsXXrVkRFRVmkR0VFISwsDJs3bzbvy8/PR0pKClq2bFniOQ0GA/z9/S02IiKicoejycoNl/YZGjp0KJYuXYo1a9bAz8/P3AIUEBAALy8vKIqCuLg4TJkyBXXq1EGdOnUwZcoUeHt7o0+fPq4sOhEREVUQLg2G5s+fDwBo27atxf6kpCQMGDAAADB69Gjk5ORgyJAhuHLlCpo1a4ZNmzbBz8+vjEtLRERUioTp5uZMfioVLg2GhA3POxVFQUJCAhISEu58gYiIiMoKV60vN8rN0HoiIiK3YhJwang8+wyVGrcJhoxQYETJw/E9NYUOn9ckSj4nAHgqBdK8Wo36G1mtrEUKhFaSV35do3C837xOel3182ohb8711KiX2VpemXwhf4v7aPLU05R8aV4/jXp6kOS1BYAqhiuqabU89kjzHsirqpp2oVD++Ph0QbBqmsnK+0KjqL8OdTUZ0rx+GvW8OivvdZPkj4XRiT8k2Vb+kMg+g1pn/oCpTAtSROPEue/U30aNvMjQSlooZK8fAGhhlOS18j0oPa/kupL3slaSRhWX2wRDRERE5Qofk5UbDIaIiIhcQcDJYKjUSuL2ysWki0RERESuwpYhIiIiV+BjsnKDwRAREZErmEyAEwNEbuan0sDHZEREROTW2DJERETkCnxMVm4wGCIiInIFBkPlBh+TERERkVtjyxAREZErcDmOcoPBEBERkQsIYYJwYuV5Z/KSJQZDREREriCEc6077DNUathniIiIiNwaW4aIiIhcQTjZZ4gtQ6XGbYIhLQS0Km86PYyq+TSKlTebop5kEpJEAPmK+vNeq3mhlabLmBT1BkGjrEJOULv3RXRKoWqaUcgbMPWK46+fVjL7q6fkvADgp5HllX+0NJL7XEfnKc17j8dF1bR/jH9J8+ZJ3lenCytJ82aZvFTTzhsDpHkvmQpU0+rrrknz+kruZaZQPy8A6CT3OUgrf68XSP7QyN8ZgFH6tpO/J2WfQWufI08n2voLJKcusPJ9JCuX0cpnUPZdp7PyGXSU7HtBkXyuS53JBEj+DljFPkOlho/JiIiIyK0xGCIiInKFokkXndnskJiYiKZNm8LPzw8hISHo0aMHjh8/bnFMQkIC6tevDx8fHwQGBqJjx4746aefLI7Jy8vD8OHDUblyZfj4+KBbt2746y95q3R5x2CIiIjIBYTJ5PRmj5SUFAwdOhR79uzB5s2bUVhYiNjYWNy4ccN8TN26dfHBBx/g0KFD2LlzJ2rUqIHY2FhcuHDBfExcXBxWrVqFZcuWYefOnbh+/Tq6du0Ko/HOPNYsC27TZ4iIiMidbdiwweL3pKQkhISEIDU1Fa1btwYA9OnTx+KYGTNmYOHChTh48CA6dOiAzMxMLFy4EF988QU6duwIAFiyZAkiIyOxZcsWdO7cuWwqU8rYMkREROQKZfyY7HaZmZkAgKCgoBLT8/PzsWDBAgQEBOD+++8HAKSmpqKgoACxsbHm4yIiIhATE4Ndu3Y5VR5XYssQERGRK5gEYG3Essz/B0NZWVkWuw0GAwwGg5WsAiNHjkSrVq0QExNjkbZu3To89dRTyM7ORnh4ODZv3ozKlSsDANLT06HX6xEYGGiRJzQ0FOnp6Y7XxcXYMkRERHQXi4yMREBAgHlLTEy0mmfYsGE4ePAgvvrqq2Jp7dq1w4EDB7Br1y488sgj6N27NzIyMqTnE0JAUe7M1CxlgS1DREREriAEIJnrzLb8wLlz5+Dv72/eba1VaPjw4Vi7di1++OEHVKtWrVi6j48Pateujdq1a6N58+aoU6cOFi5ciDFjxiAsLAz5+fm4cuWKRetQRkYGWrZs6XhdXIwtQ0RERC4gTMLpDQD8/f0tNrVgSAiBYcOGITk5GVu3bkVUVJRt5RQCeXl5AIDGjRtDp9Nh8+bN5vS0tDQcPnz4rg6G2DJERETkCsIE51qG7Ms7dOhQLF26FGvWrIGfn5+5j09AQAC8vLxw48YNTJ48Gd26dUN4eDguXbqEefPm4a+//sKTTz5pPnbQoEEYNWoUgoODERQUhPj4eDRo0MA8uuxuxGCIiIjIDcyfPx8A0LZtW4v9SUlJGDBgALRaLX777TcsXrwYFy9eRHBwMJo2bYodO3bgvvvuMx8/c+ZMeHh4oHfv3sjJyUGHDh2waNEiaLWOLxPlagyGiIiIXECYBIQTo8mEnUPrrR3v6emJ5ORkq+fx9PTE3LlzMXfuXLuuX54xGCIiInKFMn5MRuoqfDBUFAnfuK7+pimUrBpsddV6Cesrz6unC2t5raTLmGQrTLts1Xr110C+AjhQIMmrOLFqvex9AQCQrG4trOSVrVpv0sintM+TfAFeM8qvK3vf3CiUXzfbpJ6uWCmzUbL6+DWdvMwmyb28ZuWPgWzVeq2VYcDyVeutrDwvSbb258skKbPG6ufIysklZKvWFzrxfZNvJV32PWnt+8jRcsm+F4r+Vtjb6uKIQhTAyktqPT+VigofDF27dg0A0K3F3b2IHNGd94+rC0BUbly7dg0BAQF35Nx6vR5hYWHYmf690+cKCwuDXq8vhVK5N0WURfjrQiaTCX///Tf8/PygKAqysrIQGRlZbF6Gior1rdjcqb7uVFeA9XUVIQSuXbuGiIgIaDR3bvaZ3Nxc5OdbazezTq/Xw9PTsxRK5N4qfMuQRqMpcVKpovkY3AXrW7G5U33dqa4A6+sKd6pF6Faenp4MYsoRTrpIREREbo3BEBEREbk1twuGDAYDxo8fb3XtloqC9a3Y3Km+7lRXgPUlKksVvgM1ERERkYzbtQwRERER3YrBEBEREbk1BkNERETk1hgMERERkVursMHQ5MmT0bJlS3h7e6NSpUqqxy1atAgNGzaEp6cnwsLCMGzYMIv0Q4cOoU2bNvDy8kLVqlUxceLEMlmzxl621hcALl26hGrVqkFRFFy9etUiraLU99dff8XTTz+NyMhIeHl54d5778Xs2bOLHVdR6gsAZ8+exeOPPw4fHx9UrlwZI0aMKDbD7d1S39udOHEC3bt3R+XKleHv74+HH34Y27ZtszjGlvrfTb777js0a9YMXl5eqFy5Mnr16mWRXtHqCwB5eXl44IEHoCgKDhw4YJFWEetL5UeFnYE6Pz8fTz75JFq0aIGFCxeWeMyMGTMwffp0TJs2Dc2aNUNubi5OnjxpTs/KykKnTp3Qrl077N27FydOnMCAAQPg4+ODUaNGlVVVbGJLfYsMGjQIDRs2xPnz5y32V6T6pqamokqVKliyZAkiIyOxa9cuvPDCC9BqteaAtyLV12g0okuXLqhSpQp27tyJS5cuoX///hBCYO7cuQDurvrerkuXLqhbty62bt0KLy8vzJo1C127dsWff/6JsLAwm+p/N1m5ciUGDx6MKVOmoH379hBC4NChQ+b0ilbfIqNHj0ZERAR+/fVXi/0Vtb5UjogKLikpSQQEBBTbf/nyZeHl5SW2bNmimnfevHkiICBA5ObmmvclJiaKiIgIYTKZ7kRxnaZW3yLz5s0Tbdq0Ef/9738FAHHlyhWLtIpW31sNGTJEtGvXzvx7Rarv999/LzQajTh//rx531dffSUMBoPIzMwUQtyd9RVCiAsXLggA4ocffjDvy8rKEgDMn19b6n+3KCgoEFWrVhWffvqp6jEVqb5Fvv/+e1G/fn1x5MgRAUDs37/fIq2i1ZfKlwr7mMyazZs3w2Qy4fz587j33ntRrVo19O7dG+fOnTMfs3v3brRp08ZiErDOnTvj77//xunTp11QauccPXoUEydOxOeff17iAoQVrb63y8zMRFBQkPn3ilTf3bt3IyYmBhEREeZ9nTt3Rl5eHlJTU83H3I31DQ4Oxr333ovPP/8cN27cQGFhIT7++GOEhoaicePGAGyr/91i3759OH/+PDQaDRo1aoTw8HA8+uijOHLkiPmYilRfAPjnn38wePBgfPHFF/D29i6WXtHqS+WP2wZDJ0+ehMlkwpQpUzBr1ix88803uHz5Mjp16mR+Dp2eno7Q0FCLfEW/p6enl3mZnZGXl4enn34a06ZNwz333FPiMRWpvrfbvXs3vv76a7z44ovmfRWpviXVJTAwEHq93lyXu7W+iqJg8+bN2L9/P/z8/ODp6YmZM2diw4YN5v5TttT/blH0qD4hIQFvvfUW1q1bh8DAQLRp0waXL18GULHqK4TAgAED8NJLL6FJkyYlHlOR6kvl010VDCUkJEBRFOn2yy+/2HQuk8mEgoICzJkzB507d0bz5s3x1Vdf4ffff7fomKkoikU+8f+dTW/ffyeUZn3HjBmDe++9F3379pUeV1Hqe6sjR46ge/fuGDduHDp16mSRVpHqW1KZhRAW+11Z39vZWn8hBIYMGYKQkBDs2LEDP//8M7p3746uXbsiLS3NfD5b6u9KttbXZDIBAMaOHYt///vfaNy4MZKSkqAoClasWGE+X0Wp79y5c5GVlYUxY8ZIz1fe60t3t7uqA/WwYcPw1FNPSY+pUaOGTecKDw8HAERHR5v3ValSBZUrV8bZs2cBAGFhYcX+15GRkQEAxf6XcieUZn23bt2KQ4cO4ZtvvgHwvz+ClStXxtixYzFhwoQKVd8iR48eRfv27TF48GC89dZbFmkVqb5hYWH46aefLPZduXIFBQUF5rq4ur63s7X+W7duxbp163DlyhX4+/sDAObNm4fNmzdj8eLFeOONN2yqv6vZWt9r164BsPxuMhgMqFmzpsV3U0Wp76RJk7Bnz55ia5I1adIEzzzzDBYvXnxX1JfubndVMFS5cmVUrly5VM718MMPAwCOHz+OatWqAQAuX76Mixcvonr16gCAFi1a4M0330R+fj70ej0AYNOmTYiIiLD7j7IjSrO+K1euRE5Ojvn3vXv3YuDAgdixYwdq1aoFoGLVF7jZItS+fXv0798fkydPLpZekerbokULTJ48GWlpaeZAf9OmTTAYDOZ+Na6u7+1srX92djYAFOvnptFozK0ottTf1Wytb+PGjWEwGHD8+HG0atUKAFBQUIDTp09bfDdVlPrOmTMHkyZNMv/+999/o3Pnzli+fDmaNWsG4O6oL93lXNRx+447c+aM2L9/v5gwYYLw9fUV+/fvF/v37xfXrl0zH9O9e3dx3333iR9//FEcOnRIdO3aVURHR4v8/HwhhBBXr14VoaGh4umnnxaHDh0SycnJwt/fX7z//vuuqpYqW+p7q23bthUbTVaR6nv48GFRpUoV8cwzz4i0tDTzlpGRYT5HRapvYWGhiImJER06dBD79u0TW7ZsEdWqVRPDhg0zn+Nuqu+tLly4IIKDg0WvXr3EgQMHxPHjx0V8fLzQ6XTiwIEDQgjb6n83eeWVV0TVqlXFxo0bxW+//SYGDRokQkJCxOXLl4UQFa++tzp16lSx0WQVub5UPlTYYKh///4CQLFt27Zt5mMyMzPFwIEDRaVKlURQUJDo2bOnOHv2rMV5Dh48KP71r38Jg8EgwsLCREJCQrkchmxLfW9VUjAkRMWp7/jx40tMr169usV5Kkp9hbgZMHXp0kV4eXmJoKAgMWzYMIth9ELcPfW93d69e0VsbKwICgoSfn5+onnz5uL777+3OMaW+t8t8vPzxahRo0RISIjw8/MTHTt2FIcPH7Y4piLV91YlBUNCVNz6UvmgCHEXTD9LREREdIfcVaPJiIiIiEobgyEiIiJyawyGiIiIyK0xGCIiIiK3xmCIiIiI3BqDISIiInJrDIaIiIjIrTEYIqqA2rZti7i4OFcXg4jorsBgiIiIiNwagyEiIiJyawyGiCq4K1euoF+/fggMDIS3tzceffRR/P777+b0RYsWoVKlSti4cSPuvfde+Pr64pFHHkFaWpoLS01EVHYYDBFVcAMGDMAvv/yCtWvXYvfu3RBC4LHHHkNBQYH5mOzsbLz//vv44osv8MMPP+Ds2bOIj493YamJiMqOh6sLQER3zu+//461a9fixx9/RMuWLQEAX375JSIjI7F69Wo8+eSTAICCggJ89NFHqFWrFgBg2LBhmDhxosvKTURUltgyRFSBHTt2DB4eHmjWrJl5X3BwMOrVq4djx46Z93l7e5sDIQAIDw9HRkZGmZaViMhVGAwRVWBCCNX9iqKYf9fpdBbpiqKo5iUiqmgYDBFVYNHR0SgsLMRPP/1k3nfp0iWcOHEC9957rwtLRkRUfjAYIqrA6tSpg+7du2Pw4MHYuXMnfv31V/Tt2xdVq1ZF9+7dXV08IqJygcEQUQWXlJSExo0bo2vXrmjRogWEEPj++++LPRojInJXimDHACIiInJjbBkiIiIit8ZgiIiIiNwagyEiIiJyawyGiIiIyK0xGCIiIiK3xmCIiIiI3BqDISIiInJrDIaIiIjIrTEYIiIiIrfGYIiIiIjcGoMhIiIicmsMhoiIiMit/R9bNKGemT5kJAAAAABJRU5ErkJggg==", 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" ] @@ -95,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "535869b9", "metadata": {}, "outputs": [ @@ -105,13 +104,13 @@ "(-90.0, 90.0)" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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UvPLKK4Nu09raSlFREc8++yxXXXXVgNs89NBDPPzww/3ul4KV1BBFkTf3tLOnxYUvFMEbiq9Wsk0aitJ0aFUKVHIBpVxGvlXHpKzkKZ+397TT6gqgVsgoyzCMi/CXOxCmptOLOxDGqo+PEGcY1GiUMlqdAVocAXp8IRy+ELGYiEwWl4Y3ahSJMpBKIaPHGyIcFSlO11GSfnI9bV7Z3sJXnt9+Sjfs2vQqllWkk2PWcveKMkynkODbmUA4GuOD/Z28uLWZ13a1JsqWF1Zlc/28AhaVpU2olXe7K8A1v1tDY8/JUaQWBLh4Wg43zS9kQYntpAduA+HwhTCoFSM+tlNF6XfCBSv19fWUlpbywgsvcMUVVwy5bUVFBXfccQcPPPDAgI9LmZXjp80Z4MJffojjmNruQFRkGvjWZVOZV2xL+UQXjET5y9p6nP4wuRYt188tSPrRbKrr4c8f1xKKxChO0+MLR/EFIzx0eRUCAnc+s4kNdT399nv5jFweubIak0ZJhzvA23s6aHH4aXcFuHRGLssnZXCow83+Ng8HO9w02/18clERSrmMX7x9AE2vToZVp2T5pAzmFtuQn8Af8/qabu58ZhOuU2gEWiGLj4b2TVWcX5XNl8+bdLIPS+IYojGRb/9nF39d15C4L8Oo5pFV1VxQdfJ6Ar/98i7qun10uoMIAijk8fKpPxTFHQxj94bHpZQzUqw6JYVpelocfr5xyRQOd3rpcAVwBcJolHKMagV6tYIci5ZPLizq93y7N8T3X9tLmkFNml6FUh4/r5RkGFhcltZPs2kkRKIx/rm5idd2tmL3hShJN3De1Cwun5E76n1OFCZMg20fTz75JJmZmVxyySVDbtfd3U1jYyM5OTmDbqNWqwctEUkMT0O3jxv/sG7IQGVylpHZhRbUSjld7iBf+/dOmh1+bllUxKxCC/XdPtQKOVfMzEUuE/jX5iam5pqYV2zjit98hC8UZXK2Eb1KweKyI+lUbzDCaztbCURi7Gx2Jq2orp6dT123D5tOydbGIwq2U3JMnDUpnUWlaSyflIEgCPx9fQPfenlXQuJeKRdYNimDn7yxn9+8dyjpvfxrSxOfmF/ItXPzeXFrC4IAPd4Qz29qZENtN/esrDhhvRcLStN44e4lfOm5bexsdp6Q1zwelHKBmAgXVWfzlfMn95uYkZgYvLWnnR+9vo+DHR4gnjH45MIivnL+5OPWFnlpazNv7W3HpFGSaVSTZdJw6YwcTBoloijy0rZmVs3MG/Q39Nae9iQV4ImK3RfG7nMA8IVntw257bMbGtAq5WgS/2SEozHe2N0+4PYmjYJvXjqVa+cWjOrYnP4wSrmMS6fnoFPFM8dWvZJOd3zSSaWYeBmh8WDcg5VYLMaTTz7JrbfeikJx5OU8Hg8PPfQQV199NTk5OdTV1fHggw+Snp7OlVdeOd6HdUbS7gpw0x/XDWoEOLvQwjcumcr62h5++ub+fn43z6yt55m1R3RzfvTGPuRHGfF945IpXD4jj5+/fYDW3hPUpdOPBJ5apZzSDANv7mlDKUv+gf17SxP/3dHC7ocv4KHLqnh7bzuzCq187uyypFVJjzfEN1/elTSiHI6K3PePrQO+J1GEF7c2U5Smx6RRsr/NnZDzt+iUbG10srIyk4uqs0k7ARdjuUzAGzr5K8lUWFmZSUWmkUKbDrs3JAUrEwxRFHl+UyN//qguEagA3LqomIcurzru/a8+2MmXnt+WNAWnUhyZFqzr9vHj1/eTblATiYpsrOuhye4nFIkRicWYmmPiEwuL+PW7B8fMp2siMNL+M1cgQmNPf/0nURSHXSgFwlGu/d1aarq8g27TZx5q1SuxaFWYdcqEdtDisvRBn3eqMe5loDfffJMLLriA/fv3M2nSkfSx3+9n1apVbN26FYfDQU5ODitWrOC73/0uBQWpR6B9aaTPP/kRM8tyuGxGLlmmE6c42eEOsLHWTrZZQ3mmYUKrJIqiSLPDz+Z6O+tqenh+UyPRmEiuWcOUHBM/vnYG0ZjIcxsbqOmMT9Yc7vTQMYzcfR8yIT7ye/SUT55Fywf/7+wBa65bGuz8dV09Dl+YKTlGlpSlExVFHnxxJ409fnSqePbm3pUV5PbKm4uiyKee2kibM8D+dndKY8ipYNQoeODCSprsfrzBCHedVTouBmlrDnex7nA3GUY1aw538/be9gk59lyZbUxMgakVMu47Z2KPsZ5oojGRbk8Qk1Z5UvtA/vBhDTubnexucXK4M35By7dq+fZlVayszBxVmXN3i5PfvHuI/+1q6/fYAxdWcseyEr7y/Hb+s70FtULGb26azZef3yYpPA9Bml7FNy6dwiXTclEpZGyq6+Guv2xmRr6ZucU2OlwBDvdOZZZl6skyalhzuBuFTMDuC7G+tn9ZfDgEAS6uzuHcqZksn5Q54fRlOt1BXtpwkLvOnTZxelbGk75g5b+bDjGzLHfcPDsC4SgNPT4219vZWNeDwxcfrdtY15PoXter5Fw+M5cmux+NUs7S8nRmFVqw6lT0eENYdEryLCe2A9/hCyXSlcdS1+XFolNi0SV/iUVR5Hcf1PDe/g4i0RhqRXxEWCET6HAHaXb4h/XrOZrp+WbOm5LFispMpuaYhmz6uu53a/v1q6Qb1DxxyxxmF1qBuGDX/724kxe3No+b27FGKWNpeTrlmUYqMg3MLrJSMka6G55ghIf+s5twNIZOJWdbo5N9ba4xC7yOl9J0PX+4dS6tjgC///AwwUiMAquOH1w97bhq76cq+9vc/PD1fWxrdKCUCwgIdHmCRGIiKrmMaflm5hZbWViaxlkVGSe0D6oPfyjKM2vr8Iej+ENR/OEoOWYtty4uGpHhoSiKLPj+O0MuUF67bxlFaTru/tsWPjjQORaHf8agVcqZW2xle6PjhPauCQLMLLBg06nwhiL4QlG8wfh/Q5EYZp2SNL2KOUU2Pre8DLNu/BfdWxrs7Kxp5bYVVWdWsDJeDbZ7W118/7W9rD7YNSb7U8oFCm06rDoVOnW82TPHrKXTHSQQiTI1x8TUHBMFNi35Vl3Kq7ZAOMq6mm621Ns53OXFoFKwojKTn791gCa7jzuWlXLHshI63UFWH+zi1sXF+EIR1tf0YNAomJpjQq9OPqk1dPt47L1DtDjjwYlcJiAIxKdxvAMbig2HTa/i3CmZ/OiaGUC8j+V3HxwG4gqzu5ud/G19Q1JaWy4TuGdFOV88N7m/JBYTcfrDtDj9NHT7WH2wi053gEhMJBKL6564AxFEUcSiU5Jr1jK/xMbru9t6vYQGT60OxFWz8/jBVdOPu0b8zt52bn96U+K2TIBZhdaU3KbHG5kAk7KMqBQy5DKBfKuOVTNzOWtSxmkdqIiiyLZGBxvretjZ7GJ/b/ColMvY1+ZKGqedWWBGJZcTjsUQgC0NDvIsWh6/eTbZJg17Wl0sLJ1Ykzd9bG90IAiQZdKQblAPGFj9ZW0d33x596D7+NOtcylK07PqsY8nRHOsxNjy/GcWMb8kriIfi4mEYzFiMVD0TokOxvqabl7e3kK6XkW6UU2aXo1JqyASFQlGoqiVcsozDORZtIkF64SbBhpPxitY8YUivLm7nV++c5DaIeqF40W+VUuT3U+mUU15poEVkzM5e3IGBTYde1td/GVdPWsOdeMJRrDpVXS6gwmxp8EwaRR4ghF0KgWV2UYOd3oSao9KucCcIivT8syUZRgoyzRQnKbnUIeb/+5oxaBWsLfNzaa6HnxDyM1nm+LlMItOSTASo6bTQ323j0hMxKhR8JubZjM9z4xVr8IVCPPTN/bz5p52DGoF9T0+qnNN/Pm2eXx0qIsHX9iZtPpIN6j58bXTKc8wcLDDzYrJmUnBy5W//ZitDY7EbYtOyeUzcrn/wkoMxwRioijyx9W1fO+1vSn/TYxqBQ9cVMnNA0wDjIRINMa2Rgc7mpzkWbXML7axo9nJrX/ecFz7HSvi37cMLqzOPu39cKIxkdd3tfHEh4fZ3uTEpFXEhREVMmq7fP0yDHOLrGw6KqicXWhBJK783O0NcbjTgyjGf2sXVmdTnK4nXa8mzaAaUArgRBKKxPjpm/v588e1hKMist6gZXq+mXnFNs6bmkVRmp4D7e7EIq1PS+lo3v7ycjpcAR5+ZQ913d6ksq/EqU/fgiUSE6nv9ibK1IIAaXo1mUY1kVgMTyCCSavk8yvKuWRaDoc7PXzij+uHbRvQqeSUZxqYWWBhSaGeC2eXnlnBymf/9CGXzStn+aSMfhmCVPn4UBd3PrMJf6/66cmkL1g52agVMpRyGRqlnE8tKWZlZSZv72nHoImP8pk0CkwaJUaNkrouL6/vbsMXitDhDlKcrudTi4uZVWjF7gvR5QlSnmHoVwZbc7iLjbV2CtO0lKYbmFFgocMdYOkP3uunS7KkPI1NdXH12xvnF/DoVdMBONThGXClNzXHxN/uWIB1gHptlzvA1kYH7a4g62t7eG9fx6ArxXyrljuXlbJiciaFaWPTyxKLiby2q5W1h7t5dWdrSqPkY4lMiAeXuZa4hcKcIuuYvr+JjC8U4V+bm/jj6lqC4ShF6XpEUSQmwuZ6Oza9kopMIx3uIC0OH/lWHTGRfguXecVWNtalnhHLMWtYWZnJuVOyBtQ9EcV48BSIxMs4+VbtoP5LrkCYTXU9rK/pYVO9nYuqs7llUTEfHujE6Q8TjYk09Pj48GAnGqWcz51dxus723h+c+Og57fKbCPnV2Vz/tQsss0aLv3VR7S5kqd5cswafnrdDErTDaz86ftDLl4kzgxK0/W4g5ERtQcAxII+Gn9x3ZkVrBR88Xlkah0apYyLqnO4dk4+C0vTRrwq9AYjfHigk99/WMO2Rsf4HHQKFFi1NE6AYKWPQpuOa+fkU5imQxTBF4riC0Vw+sM09vj45KIibHo1n35qY78TemW2kUA4SoFNx6KyNCZnGen2hOj2hhAEeHN3G1t6MyIXVmUTiYnsaHIMG6FfPC2bX94wiwPtbj77180DikudPzWLX904q99Fodnh56JffIgrEOHus8u4/8JKgpEoP/xffOU5FAU2LWUZBsozDNyxrJRs8+gaun/4+j4ef//wqJ47Gvq8fc6enIlSLmDSKk/r0s5ARGMiv33vEH/6uBadSo5Fq8ThCw86XisTYE7R0AFJVa6JNmeA7hGWRrVKOSsrM7n/wslJKqMfHujklj9vQCETqMoz88gV1UzLN9PpDrK+tptNdXY21fewpyW5PKVWxFWmx6rRVaWQERoga5JpVPPvzy0my6Rh1WMfs6f19FBnljjxjCRYOSE6KyeSQDjGi1ubeXFrM/lWLU98ci5bG+0Y1AqMGkWvB8bgjZJ6tYKLpuVwQVU2f9vQwItbmtja6DjpmZaTTUOPj5++dWDQx1/a1jKo63HfVEldb1/JULy9tz3lptnXdraxv+1DGnp8A07U9HkHKQYIWM1aJZ9ZXoZNr+KS3vFqlVxGWebwTbSNPX4ae/y8v7+T5zY28qXzJlGdZ8aiUzIpy5jSsTv9YT4aoz6oVLioOpsfXjP9jFaddfhC3PuPraw+2IVNpyImwp7W/r5XRxMT4+nvoTCoFSMOVAD84Siv7mzFG4rw1KfmJ+6Pp9vjmcDHbppFjllLY4+Pu/6ymb1DBAbBSGxMSzIDBSorKzP58TXTMWmVXPO7tVKgInHCOG2CFY1SxrGniya7nx+/sY/39id3rF9QlcXdZ5cnnIP7aOzxsaUhbkC3p8XFyimZ/Pqm2aw73M03Xto1bE/IWHIqesQNFKiMlJFO9/SNa84qtHDV7Hy2NzpIN6iZkmPk3ClZg5YEDWpF0ihuLCbytRd28PympkFfa36xjZmFFmo6vby9Ny4A5Q5G+M5/9wDw6SUlfOuyqSkdt1mrpCxDP67icLlmDRdNy+Gi6mzmFFlH1SuxrqabnU1O3MEIl07PYVKWkVgsrqmhkMuozDayoa6H13e20e0NYdIq+OHV0ydcxmZfm4u7ntlMQ48Pg0qOWadMuRctOIxGSIvDj02vSmo6FwT4xIJCrp9biCcY4UC7O/Fvf5sbQRCYlGVgUWka184t4O/rG9jSYCffqmVxWToKuUC7K8hZP3pvwrh6T8sz88mFRTz44k4+PNB1Qs+HEhKnTRloy6Emvv2/WsxaJb5QlN0tzn5CREVpcVfRdL2KK2fnsbQ8HUEQaHMG+OJzW1lXM/JZ9vGiwKY9aZ4ZpxozCix88Zxydre4+PTSkmFHNaOxeHd6NCYSiYq4AxFqu73c/tTGIYOl+86p4L6V5SjkMt7d184j/91LTZcXnUrO1y6q5OYFRSMqO9Z2ebn/X9tH1PMwGIvL0piSY2JSloGpOWbyrVosOuVxNXN2uAJ8/7W9NDv8HOzw4PCFmV9io6nHN2jZxKBW8MsbZnLOlKxRv+5Y8/K2Zr7+wk58oSg2vQqTRkFdd3+RrqORCXDHslLOnpxBRaYRuzfIKzta+fW7hwbcfkGJbUAtDLlM4OMHViaVCvtOuTExXgr8x4YGSaNE4ozkjOxZOfbNfnSwi6fX1rGpricx8fKTa2dwzZz8AfcTCEf5+dsH+Pv6/icOg1rB1FwThzo8ox7ZHSmFNh0NA6geSiQzKcvAC3cv4Rsv7kyUoqpzTVw8LYdzpmRSlpE8fRGJxvjsXzfz9t6OpP1olLKUVDZL0/VcPSefy2fkkm/Vsr3JiU2nGnVTaiwmsuSH7yYUf0fD45+YzUXTBreoOB7qury8urOVf29pSnnUe/mkDH5x/cwBm5pPJMFIlO/+d0/CL0erlGHRqVL6rB+4sJLPnV2WuH2w3c1f1tXz13X1/VyB1QoBo0ZJl2fgc8N/711KdZ6ZnU1OfvzmfmYVWFhclsaMAgs/+N8+nlpTN+r3KCFxqqGQCcREEb1KwVklen77qWVndrDSRzAS5Z29HfR4QylJqouimGjsNGuVHOrwUJFlwBOIcPfftoxKSXA0SMHKwCjlAgtL0zBqFMwutHLLomKiMZHzfv5B0vTUtDwzO5udnFOZyaeWlDCnyIpWJUcURTbU9rC7xYVRo+h1alYyq9DCe/s7+O/2Vt7d3zFgvf7Y43jytvksrTh+Oev7/7V9yPLTUOhUcrZ887xx1fQIRWL88p0DPPbewM3AKoWMmfkW5pVYWVqewcJS20kbz4UjEzU/eXN/okxYnqFHr1FQ2+kdVoxrWUU6D148hSk5JrY1Ovjte4d4c8/Avi99FKfpBs3WzCywcNakDM6qSOer/9ye2E4QOON74STOPPoUsT+7vAyvxy3prAzGO3vb6faE2NPqoihNx5Ly9AGbIj3BCO5AGJ1SwZNravGHovx3R+ugvjpjjRSsDEzfKrUPURRZV9NDjzfEt17exfJJGdy8qIjZhVY21vWwq9lJpzvIpdNzmZqbmg7PgXY3Vz++JinDZtQoWFyWRn23L9EwXJah552vnH3c78kbjPDl57cNaoQ2GLlmDY9cWc3KyhNTcgmEo7Q6A7Q6/LQ6A3iCEapyTVTnmSeEAJrTH+a9fR386aPapF6gApuWNmdgyL4PQYBzp2Rx11mlzCu24QlGePg/u/nn5tSCyPJMA/5Q9ISdHyQkTnUevWoal1RapGBlOERRpNUZINuk6ddnUNfl5crffozdF0Ym0C/teyIosumol4IVIK56e9/KciqyjCwsTRtUzjwaE5HLBPa2uvjF2wewaFV89YLJZBjV/bY71OEh26xJ8nIKR2OJxlBfKMLbeztYfaCTjw510eoMIJcJ3LKoiKtm5bO31YVMJgxaVhwpoijyjw2NfOe/u1MqR/2/CyZz57LSM8ZxdTDC0Rj/3tzEa7vaWHu4a8CAZH6xrZ+Fw7GP/+DqaZRmGBL33f23zby2s783znAc7akkIXG6UJSmIxIVxyQYL0qLG6O6AhGeuH4qF6QoCnfaTAONFEEQEuZ4R/PhgU4++9fNCaGjkxGoSBxhSXkav7phVkqOyH1BjEGt4KYFRSwqTUtczP+9uYnVBzv5xQ2z+Nv6er7VKyeeYVSTa9bE1Xa7vJw3NYs7lpYwq9DK5TNyuXxGbsIAsrbLS12Xl62Ndm5ZVDym71MQBG5aUIhNr+Szf90y7PaBcPSMD1REUeS6369NUi0eiKg4ePAnCPCdVVVJgQrA9HzLiIIVm05Jcbo+oRckIXGqoZQL6NWKfuKUNy8s5JFV07jtyQ0jDlbkMoECa9zmZGlFBkvK0hLnck8wQtifujr8GRusDIYnGEGlkI2ZKqNRrWBOsZX390uGXyNlQYmNP94yD61qZCWGApuun2Py1XPyuXJWHkBSGanTHUxSXXx1Ryuv7mjlxvkFXD4jD51KzqQsI/lWHflWHcsqMo7jHQ3PhdU5PHhxJb94++CQ38GJNG1zshAEISWV5831Dmbkm9ne1H9MvMCqozitv7ZOTopCfzIB5hZb2dPilgIViVOOS6blcPPCIgrTdGSbNDj9Yc7/+Qd0eULMLbLyqSUlXFCVxcvbmkd0DSuwxRW/r5mTP+h0pkGtwBVMvbftjC0DHUsgHOVwpwe9SsG/NjfxxOqaYZssh+OGeQVolHL+vqEhsS+lXOCZTy8gy6Tmjd3tvL23nZ1Nzn6y8nkWLaFIDIc/NCE0Fk40WqWcjx5YkVJGZaSEIjEW/+BdujypSUMf2yfTRywmEorGxqVfwx0IJ3pmmh1+fvLG/kRz94VV2fzuk3PG/DVPRa55fE2SV89gVGQZONjuGfCxRaVp/PDq6UkTXbuanTz+wWFe3dGatG2BTUtFphG9WoFOJedAu3vYzI6ExETDplfx3SuqE4KYR7OhtgetUs7UXBP/3dHCH1fXDqoHlW3SsHxSBlsa7Bzs8DC/xMYdS0s4Z0pWSu7jI7l+S5mVXjzBCB8f6sIbjPLVCyZz04JCnt3YSKZRTZcnyC/ePpjyvvKtWu5ZUc7F03OY+923CUVjVGbH+y36DJy0KjmfO9vA584uIxCO68KEoyI6lZzaLi87m5zsaHZysD1GUZqOdleAVmf84pppVGPTK9nXNvDJ93RgYaltXAIViAeMC0psvLqzdfiNiYt+HRus+ENR7vrLJtQKOb//5JyUfpgjwdjrtwSQa9Hy7F0L2d0SVws9Nmt0JlOcrh82WJlXbB1ym7U13Tzy6h6euGVu4r7qPDOP3TSbS6e14gqE4xmYdD3haAyrXoVJoyQYifL39Q3sbHKOWMxQQmK8mZRlwB+O0u4KJi288yxaXvr8kn69fH3ML7GxpcHOFY99xK7m+Dnnipm5GDUK9CoFF1Rns/ZwN8snZVCVa0IQBGIxkQ8PdrK0PL2f99tYIWVWUqCxx8eyH71HWYaeSEykw3XE4dikUfQbhXxkVTU3LywiFhN5cWsz0/LNVGSOzm3VFQjz1Md1/G19A4U2LdGYyJaGuM37/GIbWxvshE7DzMui0jS+c0UVuRbtqI0pByIWE/n2f3bzl3X1KT/nshm5fO2iSvJ6e5yiMZG7/7Y5Mb1z1ew8fnzNjDEPWCSG5+VtzXzh2W1J9ynlArcvjQu6Pf7+IT44MLitgUIWdxt/4pa5Sc3WR/PYe4d4bmNj0nSeViljRoFlQglJSpz+5Jg1nD81i3SDmgyjmnSDGqteSSAcwx2IT7D6w1EWl6VTnhnvw3rq41p+894hzFolOWYtuRYNN8wvZHahtd/+/aEo33vtiDYRxBeOT396PmrF2GeQR3L9loKVFIjGRFqdfvIsWjzBCG3OAIIgoFPJue3JDRw4Kr1ckq7n1zfOGrBscDw4/WFe2trMuppuOtxBIjGRQK+ZYJpBfVJNF8eTLJOaD+9fMaY/lLf2tPPQf3aPuFnstsXFZBjVPL+pkfpjNDWumJnLT6+dMW6ritOZPS0uvvXyLjRKOedNzeLWxcUpP9cfivL02jpe3NIMwLR8M59fUZ7w//rnpkb+3792DPr8wUp8R7OupptfvXOQNYe7E/cpZQIKhQy/5DgscQJQyATuWFbKfeeUD6vQPVp2Njn5wnNbk8Qfr56dzw+unjZu9hlSsHKCeGdvO7c/vQmDWsFF1dlcMi2HJoefl7Y2Y/eF+MMtc/tNGYw17+3v4M6nNzE528DultNzZPKbl07l9qUlY7rPDleAS3/90bDOziPh+rkF/ODqaSdVEO1UIxSJsfSH79LhDpJr1nDTgkL84SirZuZRkaIp5EDUd3s52O5hRWUmF/9yNfvb+/82DGoF2799/oAZMX8oyivbW8ixaFhWkcEza+v4w+oa0vRqorEY0Rh0eYJj+v2RkBiIxWXxLHN55uh/D4MhiiJ3PrOJrQ2OAc04Z+SbOb8qO8lHbSyRelbGmb2tLn7z7iFe29XK/GIb955TnpgSefS1vVTlmrh5YdG4ByoAKyZn8o1LpvDYe4cpSdenbM52KvGzN/fz2s5W6ru9ZBg1zC2ysrgsjZVTMkedcck0abjrrFIeeXXvmB3nc5saWVGZyYXV2WO2z9OdzfX2xAW/xRngJ28ewKhW8KklowtOX9vZyp8/qmVXi5NvXDIVuUzgp9fN4KrfrunXxH725IxBS3dff2EHL21rQSkXuGpWPhvrehJu233ML7ZJwYrEuJFhVPPNS6dy2fSccVkABcJRvvL89n7WI0ezvcmJKxAZt2BlJEjBSoo4fCHaXUF++uZ+3tzTTqZRzQdfXdHPE+brF0854cd225J49/XFv1rNnCIr3mDktBKm8oaibO5tkOzyhNjb6uIv6+qx6pR87aJKLp2eO+K+llhMZO1Raf2xorHHhzsQTjTHSgzNghJbkmibQibw42unD9o/MhzPrK1LNNNua3Rw9ew8RBFuXVzEH1bXAnDNnHxiMZEvnz9p0P24AhHmFVuJiVDT5cGqVzG/t9m+ptOLTACZDKrzTBzu8EoOxBJjhiDALQuL+MoFkzGN43nkjd1tww4ZzCq0cO4EkUmQykBDEIuJbKq387sPDlPX5eWC6mwqs40YNQqWVWSMWx1vtPzsrQM8vaYOXyhyRo07y4S4F9A1c/KZlm9Bo5RhUCtIN6gHHCuu7fLyjZd28vGhsQ9WIF5e+Or5k7hxQeG4NKWdDohifOxbrZDz+q42Xt7WzP92HRFhu3xGLr+8YeaIV5Rf/ed2/rW5iRvnF/DoVdO57x9b+c/2Fu6/YDK7WpxU5ZpTWiV++skNvDuIrsTS8jT2tLjo6RXPyjSq0SplZJm1bDhB3mEnAp1KTlmGHm8wSqc7iDsoOUOPN9PyzHzvymqm51vG/bU+//ct/Ubzj0YuE1j39XMGnRoaC6Qy0HESjsZ4ek0dm+vtZJk0fPm8SYkRrYnMl8+bxO1LSvjCc1vPKBG6mBhPVx4r+nXFzFx+ecOsxO2XtzXzt3UNbKrvGVdlYk8wwkOv7OE7/91DUZqeJeVpPHBhpZRt6eWDA5387v3DrK3p5rIZuXz3iirsvhAapZx39rbjCkT4z/YWJmcbuXlBEWZd6p/b55aXUtPpocsTotMd5Jc3zOSaOfksLLGhOiZwbXcFWH2wi72tLqblmbloWjbPrKnnr+vrqe/2kdk7bbGn1ZV4zqxCCzuanbj8Ry7cCeNT3cl1mT5eStL1pOlVyGUC/nCUmk4PO3tHV9MNKoaqeEmmjMdPZbaRO5aVjOn041DkDaDg3odBrWBZRTq+UAQYv2BlJEiZlUEQRXHCByd9rD7YybqabuYV2zh7cibv7e/gGy/uOuNN1a6enc9Pr5uRuO3whbjol6tpdQZO+LHct7Kc+86pOKOnhRy+EF95fjvv7Osg06imOF1PukHFr26Ylfhc9ra6uOiXqxPPqco18co9S/v5dx2LKIp4Q1FCkRhn/eg9PL1ZgBvnF9Ls8LOhtpuzJ2Vy+7Ji1h3u4Y09bQkNiaORCWDVqVApBGIxUCpkFNq0eIJRtEo5e1pdSQaXxzK/2MbmBjvRCay7UpltxKxVEo2JhKMxfKEITn9k2P6bqTlGujwhMo1qPMEIdd0+8qza+JRkIEy3N14qlzg+rDolj141jXSDml++cxClXMY9K8sTo8aPv3+Yzy4vPe7r07v72vn0U5v63W/Tq1j79ZUnJCssZVbGgFMlUAEosun5zit7mFtkA+JNt29+6Sxmffet41bhPZV5b38H/lA0Iddv0am4ZFoOf/yo9oQfy6/ePcSTH9fx4ucXj0tX/6mAQa1INIB3uOOTNOdOyUQhl7Gxrofff1CD4pigZHeLi39vaeLauQX99tfi8POf7S2sOdyNQa3gtZ2tGNSKRKAC8I8NR/QiXt/dRrPDl8gWDERMpN9URLpBzY4BpPoHosMdYEa+mW2NjgnrK2bQKBJqyCNhT2u8D67DHaQ4TUeRTUt9j5/mXssDtUJgdqHljLEdKMvQk2aIT4fFYvHFrVIuo8cb4mDH6AU77b5wP3+w1Qc7+dalU/GHo/zi7QOcNSmdqtzjk8eYW2xDLhMSgbVcJlCUpuOqWXkTsnw9rsu8hx56CEEQkv5lZx+ZlBBFkYceeojc3Fy0Wi1nn302u3fvHs9DOi0pTNPx9zsXsqXBTqC30U+vVvDDq6exuCztJB/dyaPHG+Jnb+1Pum9B6cn7PNynWePzSImKIjr1kZOgTiXni+fGm1y1SjlrDnfx+u7+5oFfe2En5/7sA9YcPiLuFo2J3P70Jn7wv318eKCT1t4someYvop2VxD9CL2mRmIYmW5Qs7XBgVwmYNRMvLVgukGV+KyOh7puH/U9yfsJRkS2NTqozj2xEhInA71KjkBcmn5zvYOtjU62NDhYX9vDwQ4PVWP8GYSjIn9YXctbe9oJRmJ8dHBwocNUMWmUzC60JG7/4KppvPuVs7lnZcVx73s8GPecdFVVFa2trYl/O3fuTDz2ox/9iJ/97Gf85je/YePGjWRnZ3Peeefhdp+5J/TRkmFUc+/KCo5OCF05K5+HLq86eQc1AfjjR7U8+r+9BMJRRFHk2aNW2icSlVzGTfMLKT8B4+wTlQ21PWQZNayszOSHV0/j4wdWUp1nJhSJ8b1X9w5q3BiNiShkAlNzjlwAnllbx97eXpJpeWYc/vCAzz2WDneQ0oz+xoVDIRNger6Z+SU2FpTYmFtspTRdj02nQiZA309ufokNpz9MpklNOCoSCEcpTR/Za6WKVilnSo6RqlwTxWmp2S+oFTIKbDqaHeNXBo2JUNPpSYjyjTc2vZJ5xVam55mxjKC36XjRKOVDliZ3t7iYV9xfIfZ4uHJWXkIQbqzsHfomfWbkmyfM1M9gjHvor1AokrIpfYiiyC9+8Qv+7//+j6uuugqAp59+mqysLP7+97/zmc98ZrwP7bRjoBVgeYaB+SW202pKYSSIIvz+gxpe39WGWatMOZ0/Fpg0Cq6fV8Dswvg4+U/ePMCKykwqc07/ledALKvIGNC1WqWQ8ciV1fzgf/v4YH9nPz0UgMnZRuq6fGxtaOa9/R04/WHyLVpyLVoUcmFQo7Vjqcw2YtOrMKoVKU+3tDj8NDsCA/ahqBQy0vQqFHKBXc3OpIArHBUxaBTMKrSMmdmhUi4wq8DKwQ43e1uPLOqyTWoKbXqc/jD7290Y1ArKMw3IBYGoKLK31UVMFNnX5h7UgXqs8IVjuPxh5hRZiYki/lAUuy9EplGDNxRJUkg9HuQyAYNawca6I75PVp2S8kxD0n1jjSFhYjl0qWdrg51Cmy7JpmG0lGbo+cI5FexpdfHBgU7e2tM+JtonN8wvRKWQccui4glvFzLuwcrBgwfJzc1FrVazYMECvv/971NaWkptbS1tbW2cf/75iW3VajXLly9nzZo1gwYrwWCQYPBIE5fLNXj9WQLu//cOtEoZtywqIhiJsavZmTDEO5M4Vh7/eMg1a6jIMqJWyBCJq512uAN0uINEYyKZRjXVeWb+7+IpZJo0bG90cNXja/jMWaWcOyVzzI7jdOHFrU38bV0DJq2Su1eUUZ1rRqOUU55pwKpXIoogE4SE0m2hTUcsJtLk8NPk8LOgxDbsa8wrttLQ7WNfm5t9bW7kAswttiJDoNnhH7IZ3apT4fCF+3mAQVyBd6iG7R1NTvQqOQtKbHhDEZRyGdsaHIx0XVyVa6LF4SdNr0po0hxNmytIW29za7pBhTsQTrLgMKjlGDVKWp3BcQ1U+uj2hvr1/rS7ggjA3CIru1tdg1oVZJnUFKXp4+PSgTDFaXoEAZrtflqO+qwF6CcfYfeF2dpgZ0GJjRann2hMJMOgTizkur2hlIKlXLMGbyiKc4CMXVWuKaWen0gMMgyqMQlW8ixaZDIh4fezrdHBx4e6WFKeflz7NWuVoxZgPNGMa7CyYMECnnnmGSZNmkR7ezuPPPIIixcvZvfu3bS1xWvTWVnJqaesrCzq6wc3mXv00Ud5+OGHx/OwTysevryKnc1OfvbWATbU9nD5jBxuXljE4+8fHpMf0XihlAmEJ1iHoiDA+VOz+Mm1MxJjyFsb7LywpZlFZWlcNTuPHHPyOGAoEuOBf+8gJor8ZW09MkHgtiXFOHzhxInnTOf8qdlcMSMvKa2+pcGOPxzlUK2HV3e28PquNuy9uiYNPT5UChlFaTqyzRoUKTTDx2LQftS0S1SETb2rb6VMYE6RBZc/wqEOD1qlDI1KgcMXYl6xbVTNqEfjDUWT9pFj1mDRKTFplNR1eZOOayCK0nQcaHejkss4nMKFtsvTXzbdE4ziCZ584ToR2FRvJ9+qJS9PS0wU2dPiIhwTKU7TYVAr2NboSJoq6ns/Cll8UsWsVWLVKXH4wgN+HpEYSZ93yzFlr+o8E812f+L7BPFSX7ZJg82gQiYI7GhyolYIzCgwY9Eq8YdihKIxRFEc0fdhV4uTBSU2/KEo9T2+AYOfVKjobco/ehLtu//dw6v3LZvwGZGx4oSOLnu9XsrKyrj//vtZuHAhS5YsoaWlhZycnMQ2d955J42Njbz++usD7mOgzEpBQcFJ8QY6lRBFkQ8PdvGtl3dh94Z44MJKVAqBf21uPtmH1g+RuBT0gTY3gQkyzfSJBYXcuayUbY0O/rujhU53EKVcxtcuqmROkZVDHR7qu32cO/VI8O0LRfjGi7t4YevAn/E/7lzIojO4AfpogpEou1tcNPb4yDRqaHcF+OJz21J+flmGHrNWyd5WF/7wwN+ZJeVp7G11UZymRy4T6PaGCIajZJk0HGz34A5GkqaJytL1+MPRpNX8WBJX6RVx+ocuR41lGWmikW5QkaZXEQhH+zXsjidqhYBKIcesUWLQKGjs8eEdINNj0ihQymUD+uaMFI0i7tQ9muD3mU/P56xJGby+q5XP/nULz961EE8gwtRcE7lD6KVMdCbs6LJer2fatGkcPHiQVatWAdDW1pYUrHR0dPTLthyNWq1GrZ4YIjWnEoIgsHxSBh/8vxU88eFhDnZ4+PSSEl7Y0sLamvFRch0LzFoluRZNfLJCFBARsftC6FQKtEp5SivT4+VL504iKopc8djHSSujZRVxG3ZBEKjIMvYz3lt9sGvQQAXgtic38O5Xzx5SnOlMocUR4OrH14xaWOxwp5d5xdZBAxW9Kv5dsXvD9HgdifuXlKXx8eFuFDKBmQUW1AoZB9vdWPUqbDoVzkCYUqUeVyBMlyeETa+iIlMPCIl+jF2jLKvGNU6Gz3YoZaenNs+cIit7W5x0eULkWjRMzzOzt811QtS3gxGRYCQypGYOxHul+vpf0g0qHL4Qo10/BSIx1tf2MD3fnOid69O8iYkim+vtA467Lyy1saA0XuqUCQKLStNYeBKnGk8WJzRYCQaD7N27l2XLllFSUkJ2djZvvfUWs2bFVUZDoRAffPABP/zhD0/kYZ1xLChJ44rHPubDg52cVZExoYMVpz88ZOpUEKA614RcFk/djuVpTqWQ8cCFlexscrD2cDexY66k+VYtliFUS3UqOd+9oopITEQmCKgVMt7d10Gj3c9Zk9ITjb9j7Sh9KlKSrmfrN89jfW0PT3xYk/CCSpVpeWaUchnT88xERZE0vQp/OIpMEAhFYshksLnekfSc4jQd+9rcpOlVBCPRpB6PHl+Y9BI1tV3exMXTplPR4w2xvjZEjlmDJxi/2M0qsLC1MXnfQ5FlUmPSKKnpTE2LY0NdT0LT41RulDdqFCjlAj3eMCqFjDanH19vcNniCNDiCKBWCMwtsib8nU42hzu9pOlVWPUqaru8GDVKimy64+r7qen0kGvREInGG5777EIGClTOmpTB72+ek9A9USvltDr9dLgDZBo1oz6GU5FxDVa++tWvctlll1FYWEhHRwePPPIILpeLW2+9FUEQ+OIXv8j3v/99KioqqKio4Pvf/z46nY6bbrppPA/rjGd6vpkCm5aaTu+YdeafLESRxMo2w6jGolNycJgu/VSpyDTw9p52tjU58IeizCgws73xyEnqrT3tzC9poihNz6wCS0JI8O097Zw7Navf9IsoimSZNSwqTWNtTTd7WlxcMi2n3+ueqVh0Ki6oyubcKVl87d87+OfmppSeN6fQytbG5FVpWYaeAqsOTzBCpydIjllDWYaeVocfvTqerbPqVYPaUswaIF3f4ztSCmh1BpiaY2RPq5uGHh9ZpngTZ45J268BVhBgXpGNbLOGy2fk0tDjY83h7hEJhx3u9HK400ueRUs0JrJySiaXTMuhpsuLJxDhuY0N1I1hE/l4UNmbpTBpFWgU8gFHqIORuB/b0dmHk0lPb/lHp5Yzs8CCXCYgiiIKGaPOsBzbPzQtb+DprOI0HX+4ZU6SQJuj9zv41X/u4JlPzx/dAZyijGuw0tTUxI033khXVxcZGRksXLiQdevWUVRUBMD999+P3+/n7rvvxm63s2DBAt58802MxjNT4fNEIQgCpemGJLv704FOd5AuT5CZBRZ2Njk43mzy7hYX0/PNR6YWjtlflyfEazvbqMo18fyGBs6ZmsWBdg+/fe8Qv//kXJZWJHfqC4LAisnxaaAVkzMT/y+RjFwm8IOrp9PuDvLhgeE9rg51elhUaqOmy0uBVU8kFqPJ7ueDg52JslJTr8qqXiWn0xPEZlCxpcFOcZoOi05JuytIgVWHiIhaIWd97fDZRm8oSlWuiSa7H7NWyT8/uwi9WsGWejv729386p2D2H1hfnbdDK6clZ943vdf28vbe9tH/Lmo5DI+t7yUmxcVJ+7rmwbZ3+aa0MGKViVnd+94ucsfwcXg5ReBsZ3eO176XMHH63w5kFq6Wavkx9fO6KckO7vQyrN3LSJ6arvkjArJG+gM5d5/bOWV7S0n+zDGjRyzBpNGyf721AQGBeIr4L7TRrZZQ65Fm6TXoFXJmZlvRqdSYNYp8YeivL23PVEmUMgEZhdauWlBIZfNyD1juvTHiy89t40Xh+j5OZrhZN5/feMsFpbY+PqLOwlFYuxocmLVqzBqFPR4Q/hCEcozjWyo7cGmV5Fj1gw74i8X4orIckHgB9dMT/QeBSNRHvrPbv69uZlQNEZ5poGVlZlcOj2H5zY28rf1IxcmfPjyKj6xoDDJW6rHG+Jv6+KTk//a0pR0gbfo4uUKjVKOOxBvHN7V7EiUXU4UeRYtmSY1kWhsSJuDY5lfYsMdCNPjDdHtCY2ZCNpQmLXKRMl5Rr4ZmUygvsubcNceK/rKPnKZgFwm9NOEKUrT8eRt8ygdQEDyzd1tTMoyUnyCRPfGmwnbYCsxcWiyT5yVy3jQ6gyQbx2+cbU8U080BrVd3qTmzmZHoF+aOtuk4fp5hVw6PYcfv7Gfv66LjyJfNTuXS6blsKA0DcMJckw9E+gcQeP00YGhTiXv17g6u8hKhknDz66fSVOPn1v/vIFILJZUapD37qLHGyIaE5lXbKW+2zeowV9UjDfJ/uSGWUkTGWqFnEevmo7LHyHTpOYTC4ooy9AjCALeYJQOd5APDnSm7Nt16fQcbl1cnHTfmsNdrD7YxePvHx7wOSaNol9pwahWsKDEMqwZ41ixoCQ+9j0aQ9Vje3NmFViw+0Ljlj2qzDayr82NUaPApFGOqxZNRaZh0P3PLbLyxC1zsekH7oX788e1HGj38PPrZ3JWRTqCIBCMRCekl89YI2VWzkBEUWTuI2+PyTjeRKY4Tdfv5GZQydH1BhTFaTo2NziGdMgtSddzYXU2F1RlMyPfnDg5zP7OWywoTeORVdWn9OjgycAdCHOg3UNxmg6dSoEgxOXLj6bLE+TCX3w4oGbIYKyamcsN8wuZXWjl/f0dPPzKnsSFcl6xlW9fVkV1Xtz87bfvH+Iva+tRyAQajyoRBSOxpFX8/BIrogi+UJRwNIZWJUcmCLj8YdIMas6dksVdZ5WO+DNodvj52r93sDoFjxdBgF/dMIvLZuQm7nMFwnzur5v5+NDA5aqhlFMLrFr84SjBcBSLToVaKSMcEakfY90lo0aBGBPxpDDxlCpzCq1sbhj75luLTokvGCF0AiaRDCr5gJ/JJdNy+Ol1M/r9FvqIRGNMe+hN/L3+b2UZenItWs6qyODOUXwHJwJSZkViSNbX9pz2gQqAVa/qF6zk23QJM8HBVsx9TMoy8K/PLcakSfYcUSvk7P7OhWN7sGcIz21s4NH/7cNxTGo93aDGqlPiD0dRyATSDWoMasWAwcqyinQunpZDabqeVmeA+m4fk7ONXFCVhSAIeIIRVlZmsr3JwWPvxTMPG+vsXPu7tbz9leXkWbTcfXY550/N4oUtzayv6aGhx4terSDDqCYaE2l3B3vdhAU2DqAYC1CaYRj1JFeeRcszn57PsxsbeHdfB12eUFzPwxPsJ3QmirDmcHdSsGLSKPnGJVP51su7Bhx5HaoC2Wj3IxPiPj7u4JGsx6xCC3tbXClpG5VnGrDqlISiMXo8IbQqOTFRJBiJ4Q1G6fHG30+mRcW+trFpeIe4WODUHBN7WsdOhXtanolme+CEBCpapYzCNB0i8RHkp9bUUpFp5NNLi7lmTsGApWNRFPnWy7vZ0exMBCoQt3PIt+qYcobYd0jByhnIiUgBn2yyzRoOtrsRiK9ALDoVvlAkYXOfCssqMjBKZZ0xRaOUoxjghNzliTdH99EXZJq0CnJMWqJiDKsuri563znlzCseWGfCH4py/s8+4I+3zuO+cyrodAd5flN8qsgfjnLbnzfw65tmUZltojzTyP0XVtLpDvL6rlb+sLoWATjc4SbTGNf9GGy8WCbAeVOyjqsvSRAEbpxfxHVzC7ntyQ2JLEtJuh65LC7zv6U38/fCliZWzcxNcg2fkmPin59dzB8+rOGJD2tIN6g41OEhHBMTTZsmTdwjSBTBF46yvzdQHyiZuLXBQbpBRWCAADHbrEYuCDj9EYrSdLgDkSH9dyoyDeRZNLx/4PjdgY9GBA62u8k0xrW2zFolerUCuRDXMREE0KsUNPT4+tkg2PRKCqzxPh5RFImJ0OL0j6iXZrTkmOPeTd5QhCtn5vGpJSXIZAJfv7gShUwYsMm2j13NLv6yrh61QsaPr5nOPzc10ekJ8u/PLR60XHQ6Ip2Jz0CWVRyfn8SpgEouoyrXTEOPj0OdXmBkI9papZwtDXbe3NPOBVX9jTglRodBrcDpD8cF3EJRmhz+flmWo3H5I7j8fQGml6k5JgqsgzcXqhUy8q068ixa1Ao5P7pmBssqMnj4lT10eYIc7PBw+W8+pjRdz8+vn8mUHBMZRjWfXFTM9HwzVzy2hsVlNtYcjmdTZhda6PKEKLBp6XIH8YdjLJ+UweqDnfx1fT1LK9KTyoChSIx/bm7krT3t7Gt1E47GUClkXDYjlxvnFw7oRiwQ95vp8YY41OGmtqvvu+qlItOArdcP6Iev7+dbl05hZmGym69CJvCPuxbyp49q8QQjOANhZEJ8n4c63InG4yLb8OXKLJMmKZuVb9WS3uut09dHMlzj8cyCuGZIKiWu0RCOiYms6FDZ0fJMAyq5DKNGQSASZXujkx7viRuHrsw2IpcJ6FWK3nF2gVfvW5YUYBzrbTQQWWY1yydlsLQ8jWvnFnDt3AIC4eig5aLTFaln5QzEFQgz/aE3T/ZhTDhUChkLSmycNzWLG+cXpnQikRgZgXCUym/GrTSm5pjY3+ZKacT8nhXlzC22sqgsbchmws31PbyyvZU7zypNUgb2BiPsa3PxkzcOJEQQ1QoZl07P5a6zSpmcHZ8Euu73a5neO6khkwm0uwJ4AhGK0vVMzTHi9IVpcvhpdQa4cX4hGQYVG2p7cAYiWLRKtjc5hhy7nZpjYllFOlqVnHZXAJ1KwXv7OqjpDVBsehXVOSba3AHS9Cp84ShNPX6MGgVNdh8GjZL/fWFZkgeVNxihtstLhlHNjU+s6y3xioQjsX7TP/kWLYIQL7sNJmQXF9gTaHMFCEfjxpyBcJRoTCQcFbHolP0CFpNGQUWWkUA4wu6W1LOXpzIKmcDC0jQ+OpQclCllAjMLLexqdiWVbS6ZlsNjn5g94teJxUTu+ccW1hzu5s0vnXVaicFJPSsSQ9LhCqKSywhFJ4bvzkRAKRdY87WVpOlVQ6ZkJY6PvjIEgEGjSClQuXdlOV8+b1JKf5e6Lh9PralDEODbl1Ul7terFcwpsvGPuxby+q42HnxxJw5fiJkFZp7f1MisQgsz8i1kGtWolbJEieOq2XmsPtjFvSvKOXdqFqIo8sfVtfR4Q+xocuAOREaktrun1TVkv0WPN0QgGqOpx0eXOwSCSI83nOgxc/jCfPvl3XzjkqkUpumAeLPujU+swx0cvrzb1NtwHI7GUCtkBAfoT9nZfCT7MLPATI83THGaDm8oikw4YgA5Pd9MNCbiDsQzYyNVHT6VuaAqi29dVoVeJeeq365JBJul6Xp8oWhSiaw4TccN8wv5zCibYNtcAV7bGTf+/ffmZj53dtnxv4FTEClYOQMpzzTwqaXF/P6DmpN9KBOCNL2K+SU20g2S59R484fV8e+cVimnMYXpkzyLli+cU5FyAGnUKJAJcTXjwbiwOhuTRsEdz2xCo5TzzUunEorEyzVPf3oeV/52TWLbVkeA1fevSKTcBUGgxxfi8Q8GHhkeC7Y22JlfYiMSiSEisDvspMCmRSGTsavFxX3nVCQCFYBJWUZWzcrjL+sGd6s/ljZXkGyTmgyjesCejbnFVhDhYIeHymxjb+NsBE8gwqQsA1a9inU1p670/2jRq+R8dnkZ955TAcAPX9+HNxTh+1dOY36JDaVM4Om19fz541ogXor7zz1Lj6u3KcOoRi4TiMZEGnpObcXx40HKc5+hXFSdg+oML3NMz4+PsV41O4+fXz/z5B7MGYAoignlVn84iko+/Am8xxtKuCCnwrKKDP73hbP43PKhV5+zi6zxfozeoEaliP8WpuSY+dqFlYnttjU6+o0AXzp9fC0SwlGRvS1uHIEIOpWcqbkm9rV50KkVXDc3n6rc/unyr19cyYze73OqtLmC7Gx2MafISrY5ubTg8ofZ3+bC6Q+zvraH9bU97Gtz0+Tws7/dQ4sjgG0IX6zTkT/cMpfd37kwEajEYiIXV+fwwf9bwU0LCinPNFCUrifTdCRQ3t/m5mdv7id2HKJ2L29rIRoTMagV3DS/6Ljfx6nKmX21OoOZWWDht5+YjU51ZjVpHY0ows0LC6nKNZ9xzWonA0EQ+NdnFyduKxXDn36+eenUIc0ij0WrkjM529gvE/Pqjlb+uLqGJz48zHde2cNrO1u575yKAS0PbltSwoKSuMutPxzlU09uTJoKOtThGXI0eCwwaRXsb3Pz/oHORElhS70d6yBlSp1KkSjpFKfpmFlgZn6JjbKM4ZVON9fbaXcGqMo1MavQAsCBdg9ZvQGMTIjvs+8xgIYeHz2+EOWZp4eSaio8taaWj45qGvaEIkzLTz53xGIib+5uI8esodCmY0qOkZe2tSQyLSNlV7OTn7yxH4BvXDKFaSMMSE8npDLQGcy5U7O4anYef103cvnv04GdzU5+dM30M0anYCJQmqFHEKDIpqO+a/AyULpBzXevqGJF5fD+Se5AGIcvTJpBhVYpZ3eLi53NTi6fkYtaIUMhl2HTq3hjdxvv7G3HG4qy4cFzyDQN3qi4alYe62t7qMo18ftPzklqarxiZh52b4iHXtkzsjc/CGatEpMmrvGikMkIhKMYNIp+GkGRmMhTH9fR7gxw7dyChC9QHzMLLJi1SjbW9VB3lFbc5CwjZp2CvS3uQftaci1a9Kq4K/K8YisyQcDuCzG/xEqbM0Bdty9RWqvKNaFVypEJoFLKONRxZpQmPj7UzaY6O99dVU2rI8Bj7x1iWr6ZlZWZfH5FOQAymcCzdy1CIYN7n93GqztagXi56JwpWQNOgx3L4U4PhTYdv33vML9+92BCpNCiUw7zzNMbKVg5w/nSuZP4z7YWXGeA9spAvLe/QwpWTiAyQWD1/SuQywRsehWf++sW3t3XwbQ8M+dNzSImisgEgfOrsqjMjv9dYjGRLQ12NtT10O4M0OEO4glGCISjpOnVvLe/g2AkhlmrZG6RlXf2dQDw2s5WHllVTVGankVlaSwqSyMSjfHarjasw+hTXDU7j7ruuCt5vlXX7/GbFxbhC0cJhKI8v6mJNleATy8pQa2U8eyGBuy949gXT8umOs/MmkPdtDr9pBlUuPyRhC1DQ09czr80Q8+OJkfCyVcgPmpcf4x5XjAS46VtLby0rYV5xVYKrDoQ4GC7h31troRP1dH0+WPlmDWUZxqo7/HS4z12XFzs5xZ9LIc7PSyrSCMYjhGKxmhzBmlzBZhfYusnj3+6EozEuP9fO4B4P9VVs/OYkW9J2kalkBGMROl0HRmrDkdF3t7TPqzSbJszwGW//giDWpE0lq1TyVlYOrC20JmCFKyc4aQZ1Pzk2hl87m9bhpSdP13ZNoT5ncTYo1HKky7+37uymj+uruXL51agP0YpeH+bmx1NDp5eW8euFIS7nP5wUuag0x3sN+apkMu4/Cgl2MFQK+R8/aIpQHzcWq2QJZVfFHIZd58dX01/7uxyujxBCmzx93XH0hIaenxYdSpyzRpUSjmVWUa+99peNtQOPDFzoM3N0YM5IqBSyCmwahN2AMeysc4+pDDbsbQ6A7Q6A8wrttLjjT9vfrENVyCcUHUeiopMI6sP9pf339pgZ1ahhfpuHz1ngDI2wEXV2Xz9oilJjc5Ho1bIMR+TCRls+tLpD9Pi8FNg0/GD/+3FF4r287ZSKWT9lLTPNKRgRYLzq7L5zhVV/N+Lu072oZxwLqyWBN9OJi9saeZPH9Xy3r4O8qzxUkRVrolGuy+hPDta9rW5CUXifj7Hw6EOD/vb3Kyr6aYs08A1c/KTJse0KnkiUAHwBCO8ubuNQDjGF86tQKWU0+UJ9ZPR78OsVeLy9xfGO9jhYV6xddBgZbS4A2Gq8+JZq+GyKUczmPNxOCqytcFBWYae8gw9G+vsnM7LnlsXFfHwFdXDbtcnYaaSy6jOMyUFyaIo8vO3D/K3dfWJsXRBgIFUzzKNah68eAqyM9zFXQpWJABYNTOPQx0edre4TvuUriDA3WeXsWpmHhVZxpN9OGcs9d1efv3uQQBqurwJrYrXd7cxr9g61FMHJNOopumoyZ1vXza13+p2NFTnmanOM3P1nPyUts8wqplTZGNh2REXbrsvxLQ8c5KGCcTdoiuzjawf4DeXaVQnNE3GinTD6L16jijrxveTplejUcpQKWREoiJ7W10c7vQyr9g6oozPqcYrO1qpyDJy88KhJ3OWlqczLc/CjQsKkjJ8u1uc/PD1/Xx4oJOZBRbOmpRBWYaef25uor7bR2W2kfvOqUCrkmPSKJlZYDmu0efTBSlYkQDiolnfvqwKURSp6fLy8Ct7+PBA58k+rDHnipm53La4mFmFI78YSowNgXCUF7Y084u3DxAID5watw8hwT8YJen6pIv+lgYHl0wLDNlIOx7oVArOnZqVuN1k9/Hy1hZqj9LIUCtkzMg3U9/tGzBQgbhCqkohEIyMXZ4ix6wdkZM1xGXj3YFIwsEawBuMEgj5BnQPPraEcbrR4w3x0H92c35V1pBqsrctSTa5jMVE1hzu5v5/beeelRVcNyefX717kA8OdKJVybllUTG7mp1878pqdCrp0nwskty+xICIosiDL+7kHxsagbjC60DNe6cS183N5/tXTkNxhuvLnEz2tbm45U8bhnW8Bsi1aGhxBIbdrg+bTkm2WZukEDsj38z5VdksKLGhlMuozDEOKdcPEInGONzpRaeSk2vRHveq9mdvHmBjXTdra3qQywRmF1qQIbA+hRLMzAILjT2+MXNJn1lgYdsgMvsDYVTHS1wDGYAuKLENGGgp5QJpehVtruH/xqcyN84v5NGrpqW8/Ytbm/jSc9sBqM4z8eklJextdfGFcyehkAlnpHyCJLcvcdwIgsBdy8r48EAnTn8YbzAaN5/rdW49lQIXm17F726ew/xe7QyJk8dX/7l92EAl16Ihy6jBH47SQurBSk9vNmZytjEh669SyPhxr04FxI0Uz52SyYMXTxkw49LY4+POZzYlGk6zTRq+u6qaxWVp6EfhwB2Jxtje5KDZ7mdOoZV2d4CNdXaMajnlmQZqOj0DOiD3sa3RgUImjFlppd2V+ucJcWfnDYO87vraHuYWWdl0jMz+rAILO5pOnGHgyeIfGxpYPimdC6tTEwm8YkYe7a4gP/jfPlZOzuSq2amVFSXiSMGKxKCUZOiZnm/hf7vaKLBpOX9qNmtruqnt9FKdZ0QgPnEBgBBPW/elL/VqBZvr7RNiwugPt8xlTpFU9jnZ7GlxDTvVM7fIyrZG+4gyKkfT4wuTbdaiVcqpyjX1u8B7ghFe2taCTCbw0OVV/SYsXtjSnDQZ0+YKcOczmwC4bHoOFVlGZEJcAXdukS2hfLuuppt9rS6K0vQsn5SRaIZ8eVsLoUiUZoefBrufuUVWDGoFhzs9HOrwoFXJmZZnpq7LO2gQF4mJKU3rpEKrM8CcQivbm+wMYAsEgFmroCzDgCAIQ2ZHpuWZ+wUqfcc7kOfQ6cgXnt3G9m9nppQVkckETBolRrWCa+cWnICjO72QghWJIfnaRZW8s7eDbk+I25eWcOdZpax67GO2pjDyW5KuJxiJjvrCMxbkmDVSoDJBONw5eGOnQa1gcrZxwIvfyF/HjVWnGnJfL2xp5sWtzUzPM7OyMotr5uaTZ9ESiAzeb9HqDPBKr8hX3zEvn5xBtyeY5JOTY9aQZ9Fi0SnxhqJ0eYIJw8YWp59QJJbITPpDUTbU9qCUC4OWVSDe7zDUGPNI2NxgH7TEVplt5FCHhy0p/L41yoHLqVt6J4OUctmYBVkTlXOnZI2oTHjd3HzOm5o1pHeVxMBIwYrEkBSl6ROmhzubncwosHDDvIKU6t61Xd6U5L5HSq5Zwy9umIVWKafLGyRdr6bZ4edbL+9CKZdRnmngg97m4E53EFcgfMZrFEwEJg0yeVWaocfpC4+Za28wIpJj0Q7bMyGKsL3JyfYmJ79+9yAVWUb2DuGI3Ocu3IcnGEkolB5NmyuuZwKQbVJTlKYHvGiVMjIMag509A/awlGR9bU9TM0x0eEO9GuCLcs0UJKm4xMLCjnc6WVDXQ/13cMbQQ7E3CILm+odAz5m1ioHHVE+mqECKyAxpr18UgYtDj9WnYrN9T0puWyfSqh6nauVKfbBKeQyKVAZJVKwIjEs962swBeMcuczm3jm9vlcN7eAF7Y2pzTifLjTy/xiG4c6PVRkGnpPyEaaHQGcA2hL9HH70hKum1tAUZqOnc1ONAo5z25s4N19HVTmmJhRYE5qlJyWb2ZBiQ2jRoFcJvDwK3t4ak0dkZjIK9tb+MSCM9cAbCLgDUb45ktxHR+ZADPyLYSiMVodfmoG0R85HhQjbIqNxMQhAxWIX8hToThNjycYodMdpMcXZnqBgqk5RmK9wdFQ7Gl1YdIomFVood0VIBCOUZ6hZ0Odnatn53Pr4mIA3tnbzu1Pb0rpeI5FrZAzt8iKIJAQuovGRDrdwSEDkD5KM/Qp/fbLMvSJRQPE/YXS9Go2N4wuKC3PNNDpDlCSZmBbk2NU+xhrXtzazKeWFDP9GBVbibFHmgaSSJk/fVTL4+8f5qXPL6bDHeSTf1yPN8UxRQGShKJm5JsHPHFPyTHxpXMrOL/q+MTawtEYS37wLh3uIFkmNe999WxpHPAksamuh3v+vpW23ubOyVkG9rePTusjVcZD62O4bMLRXDwtm9d2tnFhdRYf7O/CHz6+cd7qXBNVuWZ+eM10ID6t96mnNvL+/tHJC8wttrK90THiRvk0vQqNUp40xjwYk3szaX1y/33MKbQSjEZTUiUGKM/QExVFanu9pAxqBYjigGPTJxqTRsGmb5yX6F2SGBkjuX6P6yf86KOPMm/ePIxGI5mZmaxatYr9+/cnbXPbbbchCELSv4ULF47nYUmMgk53kG5PkC5PkIdf2cOsAgv/uGshZ0/OSOn5x54Stzc5mXtML8kXzqngtfuWHnegAnEPmr7MTbsreNrXzicaoijyl7V13P7URm764/pEoALxLMt4IxvAmfhEUtPp5cb5hVw/tzCRDTkedrW4eG5TI7t6ReUEQeBHV09nfrFtVA7Qm+rsKWsNyQSYX2JlfokNbYqBCsSDlP3tbiqzjVTlHrkQbW6ws6vZRXGajrnF8f0uLk1jSo6ROUVWCm1a5hZZE87R9T2+RKAC8fJbVBQpzdAz4yS6EFflmnjx80ukQOUEMa6f8gcffMDnP/951q1bx1tvvUUkEuH888/H601O+1544YW0trYm/r322mvjeVgSo8CoUdDmDCCXCby1p50/fVTL9HwLv7x+VpL0+EjYVG9P1G91Kjn3nVOR5L9yPMhlAhdPOzJS+M+jpNsj0RiB41zpSgzNf7a38M2Xd/POvg7EmEiaXoVSJjCzwEJxun5UF9iREDvJCeN9bW4WltpYUZnJAxdO5tLpqY23DsfVj69hY68+S6ZJw/OfXcRbX17OpCxDYhuVQsaS8jSKBvGt6aPN6SfbPLRgnkyIl1g31NrZUNtDU4qBytHsa3Ozu8WVCEL6gp66bh+b6uL7jYgiZo2SzfV2Gnr8bKq3c7jDw4bann7Zn+l5ZqbnW6jp9LKj2YlRfeL1SZRygZ9eN4OyDMPwG0uMCeOaF3/99deTbj/55JNkZmayefNmzjrrrMT9arWa7GzJo2Uio1HK+dn1M7lnZTmPvXeYR17dS7pBzapZebxy7xK++Oy2lFPkR1Nk0+Hyh3vddsf2mL9+cSVv723HHYiwvy2ecn5xaxPhiIg/HOWWRUVjFhxJHOHdfe1855U9idv5Nh21XV5kQlw3JN50qkMmCIP65RwvE2Fk/jfvHuKy6bnIZAKPXjWNTXX2pAzTaAhGYlz/+7X8556lVOfFswplGQb+c89S1tV0c6DdzapZeQB0uIJc+uuPBtxPvlVLjlk7bJ9OTIx724wFDT1+GnpdpLOMaiZnG1ErZISjMcKRGA5/iDS9Cn84ilwmDOiTc6yonSiCXC4DTuzi4zNnlSVcwSVODCc0f+V0xlOYNluyONf7779PZmYmkyZN4s4776Sjo+NEHpbECCjNMPDT62Zw2+JinllbhyiK5Ji1ox4P3lRvRykTmJJtoqFndNMNg5Fp1PCz62aikssSTr9XzsrnunkFXDwtRwpUxoGD7W5uf3pTQnF1+aR0TBoFMwsszCywMKfIitMfprbLR22Xl/klNlTysf87hAdxuD2RHOzw8Lf19QAYNUoevqKKsfjKxcS419AdT2+ipTfToVHKOXtyJnedVYY3GOVPq2uoyjXxqSXFLKtIJ92gOmYf8ekjV2D4ktz+NjeGMc5etLuDbGt0sL62hy0NDnp8IZrsfnLMGnyhKO5ABM8x5UKzVtFv/H1ylnFAE8jxpCRdzz0ry0/oa0qcwGkgURT58pe/zNKlS6muPuJYedFFF3HttddSVFREbW0t3/zmN1m5ciWbN29Gre5fXggGgwSDR0YSXa7UmrQkxpZ8q5an1tTx0rZmrpyVz/0XVrK4LJ07ntk4qN/LYHhCUWKi2DviObacNzWLX904i4qj0uR/+LCGO5aVDPEsidGysc6eWBGr5AKBSGzQCZiYGO9fmV+SRrc3wN7WsWu6dadwET4R/OiN/ZxflU2WScMFVdmcVZGRNCEzWr750i56BpDg39pg585nNrGwNA1BEPj2ZVVA/Pzb5gpwqMNDXa8hYYZRjUYpRy4TMKgVZJs1RKIit/x5Q5JpoSsQoTrPlHJD7Ghw+sOUphvY1eJiWp4JtUKOIEBDj4/23hH0ydmmpCmk4jQdNV1DKwCPNRqljMdvno1GKcfhC/HIq3t5ZFX1GSmVf6I5YcHKPffcw44dO/joo+S05PXXX5/4/+rqaubOnUtRURGvvvoqV111Vb/9PProozz88MPjfrwSQ3PzwiIC4Sj/2NBIRaaR6jwzSyvS+f0n53LfP7YOOZY8EEvK08fpSOHC6uQSY7PDz7ZGh2RmOMZsa3Twq3fiLsoZBjUWnZLIMNMmckHgo0NdQHyCZ2+La0ymPOq6fVTnmdCrFGys6zmhF7SjcQcifOYvm3n2roVolHI+c1Yphzo8KTepDkZdt49Mo5r6bm8iI9njDfHVf24nEI7yzt4OntvYwPXzCoF4Q26OOV76WVYxdFP8z6+fyarHPqbQpiOnt6dlvIdGrTpVIvja2RsUTc4y0uMNoZQJiIg02ZMzr2kGNa3O4xfJS5Vcs4afXDeDymwTsZjInc/EM4hSoHJiOCGjy/feey8vvfQSH374ISUlw69oKyoquOOOO3jggQf6PTZQZqWgoEAaXT5JbKzr4YvPbuMfdy6ksLehr77by7W/W5uSWV0f37p0Kp9eemKyHe5AmEA4JokzjSFOf5iVP3mfbm8ooXUTjMSYlmceUpPj2BHjdIOKXIt2TL1lllWks63RkZRt0SllRGIioRGM7o5kdPlYtn/7/IROiycY4ZrH14zJhNpAI9rzi21s6G3CrcyOT9h85fzJ2PSqgXYxIFsb7Pz+g8O8vrv9uI8xVQpsWhp7e1qyTWr0agWd7iDlmQYOtHv6lYX6zFWL03TUDSOQp5AxqL3AcAgC3DCvkK9fXJkQl3xjdxuf+ctm/t8Fk/n8CqkkNFomjJGhKIrce++9vPjii7z//vspBSrd3d00NjaSkzNw97xarR6wPCRxcphXbOP+Cydj0Bz5KhWl6XnyU/O4+vE1KZeErPqxU5hdfbCTV3e0EhNFdre4EEWozDFyx9JSpuaaMGqUDOHsLjEK3t/fkehTKUnXs6PJSY5ZPax42LEjxl2eEF2eELMKLNR1e7H7Rt+PkGPWkGXSsPpgF4IAFZkGApEoBRYtu1vdqAWYmWVkd7MzZb2g0fL8xkbuWFaCIMRLLl85f3LCc+h4qO/2saDERjgaw+4L02z3YT+qPLSvzc2+Nje1XV6euGVuXKMkBWYVWvntJ+bwy3cO8svebNl4k2uOBysmjYL5JWlsabAzKcuIXCb0C1SAxJRQVBQxaxU4/Ue2KbBp0asUaFVyYr2Cd/k2Hdsa7CkHqNPzzRRYddyxrKRfFtasVSKXCVzZ28wsMf6Ma7Dy+c9/nr///e+8/PLLGI1G2traADCbzWi1WjweDw899BBXX301OTk51NXV8eCDD5Kens6VV145noc2amIxkT2trkQnvgRcMbP/D7Yq18ztS0t47L3DKe1jrFycn93QwMeHu7lzWQlVuWae/LiWw50ePjzQxWs7WzFqlEzKMvDTa2cOO7YpkRpOX5in1tT1uz+VnO1gZaKtjQ5MGgVzCq0jVjw1ahRMyTaytdGRkL0XxXjDK4BFq0yUKTfU9mBUK1hQYmNvmwuXf/BeF7lMSNILGQkvbWum0x3kwUumAIx6P8fS4Q72y2Cadf0D/zWHu3lnb/uAv9XBkMkEpp3A81xMFJmeb6Y0Xc8vbpjFX9fV89zGBrzBoQPJLk8Io1oBxP92swrMOAORfpmrNleAHLN2yBJcnkXL/10yhRyzZsgy8YISG7+4fia5Fm3qb1DiuBjXMtBg0xZPPvkkt912G36/n1WrVrF161YcDgc5OTmsWLGC7373uxQUpOZKeTIVbN/e0860fDNpehWKMRrvO52we0MsePQdQinkX0vT9bzzleXDTuiIYjxYXHu4mxZHABGRc6dkJXpeRFEccB+RaIxtjQ62NNj5/mv7sOqUfOeKahaXpZE2Sp0YiTj/29nK39bXI5MJyBBw9XrodLiDNA1jvDc1x8ie1qHLIdW5JjrdQdpTKCvOLbKyv909ZINthkGNJxjppyqrVcqZlm/iUId3wObV4ykD9fHeV8+mJF1PIBxlxsNvjos78UDHee6ULP5wy5wRT8CFozEe+NcOXtjaDMQv5p5gZMQ9aYOhksv4xQ0zKcswYNOrkkqzdm+Iz/x1c0rS/kq5QGmGgRyTmg53EG8wSv0A04VymcBti4u4fEYeTXY/v3j7ANGYyI3zC5lZaGFOoTXhmC0x/kyoMtBQaLVa3njjjfE8hHHl3KlZiKLIm7vbWD45NZvwM4maLm9KgUrfttubnMwssAy53R9X1/K91/YmbstlAudNzUrcHuxkrJDLmFtsY3ahFb1awdt72rn3H1sxqhXceVYpl8/IpTh97KeRzgSm55v58RsBarpGrpniSOGit6vFhVYlZ06hhc2DuAGn6VXkWDQpuTZ3eoID9nr4w1E21NpRygXmFVtp6PalFCCNhD7PIo1SztcuquTho/RoxoouT/Ixzyyw8NgnZo1qVF8pl/GTa2dwflU2SrnA2ZMz+cKzW/nvAAaOoyHTpOai6uwBj82qV1GSnpoPUTgqolPKeP9AV+K+2YUWFDKBPa1uPMEIOpWc39w0i5WV8fPFjAIL/9zcyPJJGXxqiTQdONGR0gHHiSAIXFCdw3f+u4c1h7qGf8IZxEhVYu/+62Ycvv4r2qPZ3ZLcePnJhUUsLkt9kkgmE7hpfiEXVGVz88JCLqzOprHHx9qabkRR5L87Wvj4UBerD3by1p52Sek2BfKsOj41yuboY92FB8MfirK71cX84rhZ5dHMKYybIo5ktHYobY5wVGRjnZ0ub4g5RVaK03QsKLGNyTi0/ajv922Li/nzbXPRjtEix6RRMK/YmiS0d1F1Ni99fkmS6edIkckELqzO5pwpWchlwqgVq49GLhNYNTOXv9+xcMgg6qHLqrioOhv5INkOo1pOdZ6JPIu2X3Z7S0M8k1qSrkcQ4LGbZicCFYh7VpWm66nt8o77tJPE8SM5u40R/lCUTs/YrsJOdZaUp/O9K6v54f/2pSQ+1eIM8MSHNdx/YeWAj+9scvLOvmTBwFSdcI9GEARumF844GOZRg3X/X5tolfCpFHwpfMmcf28AskIcQj0qtFdDEORWL/myMEIhGNsqOthXrGVYDiKVqWg1RkYNNsyFGbd8JMx0ZjI5no7BrVi2GmTVFlzuDvh0CsIAisrs3jwkikJR+qRkm5QUZymxx+OsrfV1S9bdGxgNxaM1NH6WLJNGv5254KUpOq1Kjm//cRslv/4/QFFI7PN2kSQaveF+mXMZhVa2VxvZ1qemRWVmYn797W5uPb3axFFuPvsMkkg8hRAOvuOET+/fubJPoQJyScWFHHptFzu+sumlOr9j39wmI11PVw9O59lkzJYc6iLgx0e1tf2sKPJkdS0uWJyRlIJKFX+t7MVhz/M/BJb4oS59nA3HxzoJM+qpTRDjzMQojRdj1wm8NHBLnY0Ofn59TPZWNfD5no7c4qszCu2DfNKZw7HU0Kz6dUpBSt9bKyzH9coKoxM4XYspfuf39jIhVXZSZ/X5dNz+dmb+4edfNKr5FTnmfGHojj8YdpdATzBCAc73AN+fs9/ZhHzS8b+O1qVN/rewHSDir/ekVqg0ocgxO0KPvHH9Un3zymKByJ9+ELRpL9VplHNtkYHOWYtbc4AWxuOmDfqVQoqs02UZej5zPKyUb2Xt/e0E4nFmJJjGhdBS4lkpGBFYtwx65Q895lFHOrwsLGuh0df2ztopkUU4xejY1eIALkWDQVWHSKgEAQKbLpRTWWVZOh5dkMjkZhIcVo8IFlYaqM804BFp+S6ufk89XEdty4u7teHZNOrqMw2jkkq/HRCfhwrU2OK47RjiX2ABtrBiI5hiaCmy8sXnt3KT66dQUWWEYj/Pn50zQy+8OxWQpHogEGYQhZXnB0o4J+Rb0m6/7IZuZxTmTkugQrAnMLR7bcy28gfbplLgW1og8WBWFKezqSsuN5KH/5Q/3OIQi5jWp4ZmQB7Wl0UWHV0uAIUp+v54rPb+O99SzFqlBTYdPzvC8tG9T4gHsB+7YUddHlCfGZ5KV+/aMqo9yWRGlKwInHCKM80UJ5p4MKqbP6wuobnNjYmtDlSIc+iTZyUp+aYRh0wVGabeOjyqqT7BEFImkQYbLVVlmGQnFYHYEeTY9TPVStH3joXT9uPPogIjCAtM1aZFb1KTmGajt0tTh577xC/uGFW4rHzpmbx+RXlvL+/g0MdHgKRGHqVnEyjGp1KQUwU2TJIuWtPiwutUsbMAiv5Vi3/74LJZJrGbyy/wKbFplcNODE1GDfOL+Thy6tQKUbfJnm0qJ1BrWBfm7vf5NOxzbg1XV7mFlvZVGdnfrGNb/9nNz+7buaoj6EPhy+U6Lf6WOpVPCFIDbYSJxyrXsX9F1ay7sFzeO2+ZXxyYRG6o3oe9Co5MwssqI86sSnlAoc6PMzIj2dS1EoZK4+qQUucXOp7fMwrtlKWoWd+iQ1bCj0hx8PxWCXMK7bSOYIpn7EKVorS9OxtdROJwWu72vAdkxm4Y1kJ7kAEuy+MPxSlyxNiT6ubTfX2QQMVgLtXlPPB/Sv4x10L+fG1M8Y1UIF4oDjc1F4fKoWMK2flce/K8uMKVPyhaOIzmFtk5ZV7l3LFzDzW1/ZQnDZ0pqYvMba10c7Bdg9ffn5bYrx+tGw/Kjg/b0r24BtKjBlSZkXipKGUy5iaa+K7q6r51mVTWXO4mxaHn4un5WDWKnEHwnzv1b08u7GR6jwzWxsc2H3xaSB/KMLf1tezt9VNplHNnlYX0ZiIViXnC+dUcNn0XEkv4QThC0V4dUdrQoDtcKcXq05JpjGuedH3X6Na0durIQICAsAI/kRWnRK9SoFFp+RQx+ik6o+Wok+F0nQ96cbhlXhT4WiV51Akxrde3s33r5yWuIjLBYGazpGNf88rtvLZ5aUnvEH01sXFvHtMs/uxXDo9hx9ePR39GJT5NEoZL969mBZHgHMqM5HJBM6enMF/t7cM2+uzud6eaLzd0+Kk2eHjnr+HeOq2eaM+R/x9fSMQL7l94dyKUe1DYmRIwYrEhEApl7F8UrLBmlGj5NGrpmHTq3h2Q2PSYyqFnH8ccx9AWYaepz6uQxRhlSSFPe6EIjH+3792JAKVPuy+MAVWLbMKLGxtdJBhUNPpCbKzOTXPnzS9ivJMA+FoDINagTMQZnujE7svTNMoTQDVCoEdzY4RP28sAhUgUTapyjXR6vDz8tZmdre4+MX1M5mcbSQSE7HqlQmX4cGYnm/mwupszp2SxaTevpcTzfJJGVw7J59/bm4adJsFJbYxCVQgns2pyjVTlXukR6003cDMQsuA/W3H0mfrEBUhTa/mwwOdbGmwM3eUTfIXVWezvrY7ZfsCieNH+qQlJjSCIHD/hZUUpel44sMamu1+pveWgrKM6oRol02vojzDkFg13y6XsionApVCxpKydF7tFQlTyAQivWWTRrs/UZIYyVh/ZbaRDlcg0Yswp8jK9saBg5yRdK5olHI0SjmBcGrHYtEpqR2F0N1gpBtUWLRH7AMUMgF/KMLXXtjBV86bzNKKdC6syubptfX9nisT4r1WF1Rlc+/K8gmRNfz00pIhg5XRiASOhCk5Rmo6PUzONrL/GGn9TKOaQpsOTzCMSi5HJgjML7HhCUQS38X1tT2jDlaunpPP5gY7r+1sRRDiI+K3LComT5LfHzekYEXilOD6eYVcP68QfyjCv7c08/7+ToJRD8sq0giGRTY32JPS++dOGflIs8ToWDUrlxe2NCEIRxSE+7IRoUgMuRBf0Q7HjAIzGoW838TL5no7VbkmdrccEX0rz9TT6Q7hDoQTcvx9hndOfwSlXKAoTY9Ro6DZ7semV2LUKBEEcAci+FIwLsy3aHEch5Hi0WiVcrY1OJIae8NRkbpuHy3OAL9+9yBalYz5JWmJYEWtkHHulCwyTWqumJmXcp/IiWJylhG9Sj6oCWTbMdm2sUYhl3HNnAI+6m1wvXlhIf/d0YrDFybdoBpUzXhGgZlOd5Cto9Dn6SMaE8k0qvn59TNx+cP8a3MTtz+1kde/eNao9ykxNFKwInFKoVUpuHlhETcvLALgf7ta+eKz2/o1QYajseOyPwhHYyglv6eUUMhktLkCmLVKlHIZMVGkOtdEo93PoU4Pk7KM7G0busdEKRc43O7BM8iFLxCOMr/ExrZGB6FIDJNGyaGO+Mp951HKtSqFjJkFZnq8YQ71GhcKQjyzo5AJzC60kmfRJkwNh0I7SqG7gajOMw1arghFYuxodvKj/+3nmjn5nDc1i1yzhmvnFkxow1SZTGBusY0PDnQO+PiJyDJcUJ3NqztbMaoVPLJqGtGYOGypsc8CRH0cDb9yWdw9u9UR4KYFhVw2PZc/f1zLlno7Jq2S8kxpYnCskc7GEqc0F1Xn8ONrZyTdV5ltHHUtORYT+cu6ei74+YdEYyKvbG8hNoaiYKcjKoWM86dms7vFxbZGBzubnXS4g7j88akWEZhfYmN+iY3KbEM/BVSZEB9FHyxQgXjT7rZGB1U5RuYXW2kcxCAxFImxrdGZpHYqivF/4ajIlgY7Vn1qqscb6+zYBnAwHo4pOUbmH1VemFlgYdMwfRXpehU7mh0c7PTwh1vm8vAV1UMGKntbXXw4SJBwIvnSeZMGfeyaufnj/vpyQaDJ7ufsyfF+t0evms4r9yzlwqr+EzoFNi1zi6wc7NVqsYzib3s0ty8t4arZeXR5gshkAncsK8WkVXL142uGtQ2RGDlSZkXilOfyGblEYzF+/0EN3d4QRWm6EU1HeIIRNtfb2dfq4p29HQQiUe5ZWc47e9v5zbuHeHpNHZdOz+HWxcWSLPcgPHDRZGYUmHlhSzM7mhx0HDUavO+YrMrsQkvSKG5Rmp7tTUdWw1qlDJVChkhcMC4YjmHSKen2BNna27tiHeWFZlahNWW/J6VcoCrXxOpD3SN6DbVCjveoseQWh3/YvpoMoxqRuAmhJxhJCrZjMZGtjXbWHOrG4Q/z3r4Oarq8fO2iSs46pin9RDOzwMIti4p4ZoA+G/0JsKeoyjVRnWtiacWRz0EQBD61pISn1tQnTB0F4k22faWhGflmPr+ifFSvWd/tpShNjyAIaJRyrn9iHdPyTHztoimsr+1mfomNmi4vswvHd3z/TEMKViROC5aWZ/Dl57cjinCg3U2T3Ue+dXilTFEUuebxNYkLalmGnoYeH+trenhu05Fpo031dtpcQXQqOT3eEDcvLKI808DzGxv56FAXerWcu88u54vPbeOHV0+jPPPkTGmcLNQKOVfMzKM6z8w5P/1gyG2joohSLqCSy8i1aMkwqpMaWSMxEX+vfLzLH2FSlgGVXEbNUZLyVr1q2JHVY5lZYGZDbQ+ZRjUapYxAeHBhOKNGgU2nZH+7B6tOid0XRquUkW5QD5jV6evLMWkVdLgDuPwRyjP0WHSD904czZaG+MTUC1ua8QQiXDwthy0Ndg60uznc6U3owizovRACFI1CCXY8uGVRcb9gJdOoPi5dlVTZ2+pGrZRz8bTkTIpereDPt83lpa3N7Gp2sbXRTn23D5NGwQMXVXL93IJ+xoepEI7G+PEb+/n1jUdcrK+ZncfeVjef/ctmfv/J2bQ4/Mw+Dh0giYGRghWJ0wKzVsnNC4podwV4c087t/xpPX+9YyG5R9XNO1wBLDpV0km0xRlIWvmnG9R0eUJ8+/KpvLu/I0k87HcfHE78/zNr68gyaRIju4IQF65aWpFOQQpB0ulKWYaBX904i6/+czsGtYLiNB3+cJRWZyDRrBqKxBAQEQSo7fJwsMPD3CIrCPHVb4vdnzSebNIoqev2olYIBCPxxsaOYcZ7ByIWiwuKRWMikR6RQHjwVP2kTGNiamd+iY0NtT1Myjayp8XF1BwTrkAYbzAu4Da3yMqBdjeV2Sa8oUiiEVin1ieJhw1HpyfI/GIbb+5p58097UNuq1XKOWeCNJGXZxqYmmNiT2v8fetVcv5731KcvjAZBvW4Ti7JZfGpKqOmf6Zter6F6fkW3tjdxmf+0oNJo+Dvdy4cdR9QLCbyxIc1PHx5VVKG9byp2Xzvtb08dFkVerWSu88up8sTlCw5xhgpWJE4LVApZHx3VTWiKPLythYeeXUPn35qI9+5ohqzVslTa+rY1uggFhOpzDHy/Sun0eLw89m/bk7ajwg4/WG+/9reIVVOYyJJ2iKiCC9tawHiF+zLZ+SOy/s8Fbh8Ri7BcJQnP65LlHuOFmPb3+bGpFUmTdocnX2YVWBJClaiokiXJ8S0PBM7m13o1fKkMlMqFNp07Gh2UmjTEhUZUCp+TpEVAfCHo4lABQARzFoFe1pchKNi4qKsVcnJMqkTx36s2FyLw084lTGoo9hY18P8EhtNdh8tjuRpGrlAwp5iaUX6CclcpMqlM3LY0+pCJZdx9Zx8TBol9/59KxVZBh5ZNW3cXnf1wS72tbn5wf/28bWLBnZrd/nDVOeZ+M2Ns0dtuBmLiTz+wWEuqMom7ZggJMuk5pFV07hyVh7haIx393Xw4Is7Wfv1cyQdljFE+iQlTisEQWDllEw219tpdwW46y+bcPjCXFSdzV9vn49CLuPcn33A5/+2hY11Pf3GLjfU9lCRaeCv6xpGfQw//N8+9rW6uG1x8bhLn09ULp6Ww/3/3pG4HYnFmNfr0ZJv1Q0pd6485iJc2+VFLouXjbKMamq7fIM8c2C0KjkqRXwl3NDjx6pTJunBAMwptLKj0UF4gGbqLQ1xPY74qOuRx/2hKP5BmoJNGgWl6Qa6PCMTlBM5MvZd0WuseaDdg9MfZlahNREY3bKoaET7HW/uXFbK7hYXeRYtD148BX8oyuZ6O+tre7hqdv64lUU8wQihSIzffXCYy2fkMjW3vyP0qll5XDYj97imA53+MLcvLRlwH8FIDJc/zEP/2U0wEuX5TXHtmYPt7uOyhZBIZuKE5hISY4RJo+S7q6p54pa5/Ouzi1k+KYMsk4Y0gxqzVsnMAgvd3uCg+hDHuxqy6ZX89v3DnP+LD/uJVZ0p6NUKbl9SAsRLdK1OPxvr7FTmGClJ1w2pX9J1TNZEq5QRjYmkbj2YTFWOKTHmDHF13bnFVuYVW5lbbGVanonNDfYBAxWASAzW1fQwOTv1PiSjVkkkNtojjnOww8PGOjsuf5iFpbZEoFKVa2Jpefpx7XusUcpl/OqGWXy9N7shlwkJt+o/fVQ7bq/7+RXl/Pm2eagVskENBZVy2XEFKhDvkRpsH998aRfPrK3DpFXw315xRGBMBQUlpGBF4jSnPNPA4zfP5sGLj1i4//ia6Tj8g18s67q9zCu2MrPAwrzika2MlHIhcVJz+ML8+I39I3KnPZ148OIp/Pz6GSwqs9HqjAcge1vdQza25lm0/ZRPQ5H4RU+AlEsfxWk65hfbmJxlpMMd6PfYupoeNtbZ2VRnT9JpGYodTU7mFFpIpQWj2e5nS4ODaXn9V/ojZV6xjXU1RzI0964sn5BTaXKZkDgulUJGrjneLyaKIyuFjQSNUs6isjRuXljEr949yL83N+EJRoZ/4ghocfh5ZXvLoI9fPC2H9756NnefXU5MFNGr5Hzx3AqpBDTGSJ+mxGmP7pgRSotOxSXTcpMaZo/G7gsnCXgtKLH1Wu/FJcSH6mWpyDQmPfftve1c8/gafvuJ2UzKMlLf4yMai1GabpgQkunjiUwmcOWsfFZMzsTu3ZxQpg1FY9j0qgGDOKtOSfMx3j/d3hBLytKYnG0kw6hGIZMhCPDytpYBBcCm55s53OGhrnvgctHxrLI3NzgSpnipsLPZRWm6ftTS83OKrEm9MPOLbVwwgIbIROQL51Tw/oEOPrd8dCPCI+GBCyezvdHO7z44zFt72vm/S6ZQMAbTUqFIjAf+vYPVB7vItWiYU9Rfnn9Fr/u7Xq3gvKnZvLK9hYuqcygZZX+MxMAI4niGvScAl8uF2WzG6XRiMh3/KkbizOCr/9zOv4bwNRkIo0aBKDLkys2iU5KuV1Pf401qrqzMNlLX7U1kFc6enEGGQc2ti4sntErpWBGLiTy5po7vv7aXaEzsp7WikAko5AKBcIwskzph5nfulExumFfI8skZ/RSF3YEwF/z8Q1qOkXUvSdcPmYIfSiJ+ODKNapy+ELMKraxL0eBwaXk6dd1emgYRshuMmfkWdjQ76KtOyWUCL39+yRnxfRmMjw910djjI8+qZUqOKWni5rJff0SLw48nGCbdoOHV+5Zi0Y1e66TbE+RrL+zkrd7JLKVc4LypWTx48ZQhZRF2NTuZkmNCfpovRsaCkVy/pcyKxBlJ4ShWXSVpenYMI+XtDUYoSdMz4yjV0vklNjbX25MsAXY0OunxhXh5ews/vmY6V8w8vR2iZTKB25eWMCXbyA9e34dSLqMy28j18wo4pzKLPKsWATjU6aGhx8eOJicrKzOH9MMxapR89YLJfPn57ciEeG/MyspM/r2lechjSTOo8Pb0DxzmFVsRe6e8+rI7ldlGjBoFne4gaoWc/e3xHqR1tT1U55nY2+rGoFbgC0UGnPyZWWBh7eEuZhdZ6XIHk7yBBqIkXY9WKScYibK71cnRbTT3XzD5jA5UIB7Ufuvl3YSiMXLMGv79ucUJeYKrZ+fx0Ct7AGh2+Pnzx3V8eQiF3aFYV9PF5/66JenzD0dFitL0pOmHHkk+0/9G44UUrEickYzG96fHG0IQ4mPKQMJrJhSNIRPikxwH2txsbXRgO2pF5/KH+3kX5du09PhChCJx5d1AOMr18wqP5y2dEiwuT+flzy/B5Q9jHmDVOynLyKQsY8pGlFfNzmdythGTRplI++vVigEVVfswqJVAcrAyu9CSKO0oZAKlGXpsehV7WlyDmh7uaXGhU8px+uNaK9sa7cgEgWhMJMusId+ipcMdICqS2PecIiv721x4glEESPRERcV4oFvT5U141xzNxdOyueus0pQ+k9OZBaVp/OamWdzz9620OgN84o/refpT8ylM07GkPD3p9+kdZe9KXZeXr/17J1a9CrNWSYcrgEoh54Z5Bdy2pBi1Yuw8oyRSR2qwlTjjEEWRzSmoih5Lk8NPecYRg7JITCQqimxrdLClwcHWBkeivFCacaReHY7GyDQmr8Y0yiM/vWAkyq/eOTSujYgTCUEQBgxURktVrjmpP+E7V1RzzZzBfWn2tLqYV2zFpI2L1mWbNWiP6mOJxERqOr1sqrMP6c4cE0n4GW2qtzO/xIZMFm+wbnEE2FBnx6JL/rvHv3cCJek6Jmcb2VBnZ3uTgy5PkH1t7gEDlVmFFn523cwJ2VR7Mji/KpsX7l6MUaOgtsvLqt9+zNrD3VRkGfnCORWJ7VJx1j6aaEzkQLubW5/cQF23j5pOL5FojGZHAG8wwu1LS6RA5SQyIYKV3/72t5SUlKDRaJgzZw6rV68+2YckcZpi94a49x9beXvv0AqhA2HSKpK0OQBiokhZRv9GuqOvK4c7vZSk61EpZMzINzM1x4TdF0avksebQTu9NDv87EpxKkVieLJNGnRKGWq5gEEtRyUXOHqQaFO9ncpsE3XdPtqcAdpdgcF3liKRmEggHEvqh9nf7karTD7NeoIRart8CeXk6fkW6gdpBl5Umsafb5133KO3pxvVeWb+r3fCr8cb4vanN7KzycnNC4tYUBJvgn1vXwdN9tQ0eZ7d0MC0h97g/J9/mPhbzCmyJibFOtxBnt3YONQuJMaZkx6sPPfcc3zxi1/k//7v/9i6dSvLli3joosuoqFh9KJcEhKD8dae9iQthOHoM7ObmmOiLN1AgTXZ9r7LExxwNXyww4Oxd3SxLEMPosjsAgvbm5zsaXXR3OPDoFawr/VIgPLztw8MOWkkkTqrD3XhC8eozrPgCUaJxERMvZLsFZkG5hXbEp99cZqOQ53Hr4kxUGLMH4pSlDb0VMhA+RK5TOCeFeU8c/t8rHrJEG8gbphfyF9un49SLuALRbnpj+u47ckNzC+x8eDFlXR6gvzhw5pBn9/uCvD7Dw7z9p52nlpT1y8Tc2wZafXBzpSyn0cbZTp8IZ7f1Eg4enyaOxITYBpowYIFzJ49m8cffzxx35QpU1i1ahWPPvrosM+XpoEkUiEWE3n/QAd/XF1LtyeUaJQcDq1KTpFNl1gFF9l0yGQCLQ5/IisymI5KplGNTiUfdIR2IF64e7FkgnacRKIxbv7TeiLRuP9QX79IgU1LrlmbGKHu49jJpNEwq9DSq3CbTGmGnpphAqFjR6HLMvT88oZZUqNminzl+e38e0vyZN+dy0q4dHouwUiM+SX9x40BvvDsVg53eGh1BrDpVdj0Kva2uSi06YhExX5u4TIB7llRzpfOm0Q0JvLLdw6SadIwJdtIukFNOBrj5W0tTMkxccn0HADe3N3GXX/ZzM+um8FVswcvTZ6pnDLTQKFQiM2bN/O1r30t6f7zzz+fNWvWDPicYDBIMHhk9elySalzieHZ3GDn009tStyeV2wlEhXp9gZpGGAypI+SND3/v737jm+zuv4H/tHe0/LejrOd6SwHsiGDJECZYTX8yigtYaaDFCgQoGzaAoUw00K/ZbQEykhoBmSQ5SQ4iZ1px3vIQ7IlWbL2/f1hW7Fi2ZYdy5Lt8369/IJIjx5fX8vS0X3OPcfQfP75Vma0gc9t/RTdU62N3vavuWtOOgUq/cDq9CC3xIgLC9JWGFsQE6C5HLcfckEcrs75EWIBF45uCuC143RYW5k3Khpv3DwlYGM+Etj105I6BSvv/VgCrUyEO+ekd/m4miY7CtqaTho6fODo6nLst/fPwdj41jfU178vRHWTHQ63F3VmO5odbpQ2WLFwbKwvUAGABLUEI6Jlfg1VSd+ENVhpaGiAx+NBbKx/5n9sbCz0en3Axzz33HN46qmnBmJ4ZAi5cHdIx50fc0bqUGNq8SvJ3q7F5e60HNzD7tM+2/RTFU7WmBElE+GpK8dDIuRRrkIf/O+EvlOg0o4XYBfYxcYqAi7HVxemo0S1BOeCurzUOtgZaVq8fVs2/c57aVZGFB5bPhbPfHvKdxtjwP8dLOs2WEmJknZqPtkVPpeDMW3tFix2F+xuD165YZLvfo+XgctBpyTosfFK3DQjBbMyovxu93oZfjhTh4xoOdKipJQ8HYSI2Lp84S+KMdblL2/dunV4+OGHff82m81ITk4O6fjI4HasognbTgYOft1eBovdDUOzE5kxchTVNfvdX9Jgw7RUjV9X4FAxWJ3YW2QAAPB5HHx9rBrTUrW4YmI8Vk6Mv6gCV8PJt93kJBVecPlvSrIaJ3qondOTaIUQbi+Qk6GFh7XmoLRXPGYMPVavNdtd0EqFePfn0yhQ6aM752TgWKXJryy+xe7Gu3uK8ev5gSvo3jknHV/kVXUqKxDIbR0aR35/ug4f7S/D3JHR2FPYgNwSA5aMD7y1nMflYGnW+YrDjDGs25SP7adq0dDcupozKVmN/957SdA/63AV1gRbnU4HHo/XaRWlrq6u02pLO5FIBKVS6fdFSHesTneX/WgmJCqRX2VCo82FeosDclHnNwuGgU/r2vRTFVwehv3FBjz+ZQFmPLsDH4SwIdxQEujTdHtPIYnw/O93XLwSeRVNsAVxqaY7yVoZ6i0OeFhrx+SDJUbff4sbrMhO1UAn7zrQNLW48dpNk6GS0qWfi/HbxaMh4J3/kGtqceHF7850+gDSbkycEu/clt3jeS8bG4MnVo73fYA+UGyAzenBLe8dxPZTtfjN4tH45bwRXX7A7ljtlsPh4A/Lx+KZqydA2LbKd6yiCaYOvcrqzHa8uvUM/rT5FA6VGodNSYOehDVYEQqFyM7OxrZt2/xu37ZtG2bPnh2mUZGhJlYpxr0LRkAhPr+QKOBxMC1Vg9N6i++TlanFhVilGFNT1MiMkWNCogrpOhnM3TQ9HChOjxf/PFCGf+wrxbPfnsT3p2v7XPRqqJszMhq3zmotsMfhtOYnJaolmJGmhVrS/wFBQ7MDM9K1XT5PjpQ1otnhxsx0LcQXNGIcG6/Ep3fn4NKR0f0+ruEmJUoacBXllx8dxl+2nw34pt+eg9IdZYf8oSabE1tPtJY9iJIJUdPU0mM+CmMMLo/XtyNIKRZgyfhYvHbTFFw7NQmJaomvO/u2k7WY+9IPeO37IryzuxjXb9iPa97ahze+L8SBcwZ4g1gF6qjJ5sShIC91RbqwXwZ6+OGHcdttt2HatGnIycnBO++8g/Lyctxzzz3hHhoZIkZEyzE6VgGLvfXNfXKSGmfqLAEv7XTMMeBxOUjRSnvd0yVUihuseOKrEwCAd/eUQMDjQCkWwOnxYvaIKKxbNhZp1DwNAPDHFeOhNzmw/VQtGm0ulDRYO/ULMlr7Z5u4WirEwRIjpqV2nRxtd3lxsMSIKJkQHI4bLW2rOffMy0BK1MU33COt7luYiTN6C747cX61/ly9FX/ZXogFo2Mw6YL2DXFKMb689xJYHW78Y18pYpVi2Jwe7Cms9yXIT73g98rlchCrFOFPP5uAO/5xGC9tPYO/3TzV75gaUwve3lWMW2elYH+xEf85UgmpgAeNTIBXb5gMEZ8Lj5f5EoPv+ecR3DknHW/+cK7TKnBeW8HJ7BQN6prtuHFaMpZPTAiqUaJKIgCXA7y2oxB3zcnwW1kcbMK+dRloLQr34osvoqamBllZWfjzn/+MuXPnBvVY2rpMevLR/lJ8fbwauSWNEPE5EPJ5vsClOyqJAOPildhfbBiAUV48AY+DP64Yh9ty0sI9lIjgdHvxzDcn8eGBzqX3+2O7cruZ6VpY7G6c1pu7TOztaFqaBvmVTUjSSLH94XmUXNnP7C4Prv7b3k5bj48/udhvlaQ7bo8XT39zEpdk6jAhSYV41fnVk7O1Fvzsb3ux75FF+NX/HcG5+mZ8c98cRHeoUu31MuRXmTA6TuGXh2S2u+D2MGjbauf8/j/HceusVDy35RT2nev+dSY7VeNXeTszRo7bZqXi5zmp3T6HXB4vzuot+PynKjy+YmxEPd968/4dEcHKxaBghXTH42WY/NRWCPlcjIiWg8NBpzobF0rWSBCjFKG43opGW/gvAfXWXXPS8cBloyAXhX3hNOzMdhdu/yAXYgEPLrcXHC4HjLEet533Rk5GFI5WNqGlF+XdkzUSvHjdROSM0PXbOMh5ZrsLL2w5jf872FpcVCnm4/iTS/rl3CUNVix6ZSeKn1uOrSf02FvUgIZmJ/52y9SeH9yF9ufkGb0Z/8qtwKmaztunLwxW2l05KQF/uXEyuNzAG1X0JjsWvLwTH9w+HdmpGl/+ViQYNHVWCAk1Hre1rfumvCoYrD1fux2foMTpGjMqIuTST1+8u6cEHx0oQ5JGijULMnH1lKHd0bk7SrEAd1yajg27ipF/kbt+umK2u3oVqACt9TcoUAkdpViAZ382ATPStXjo06MQ9mNPnxpTC0bGKODxMiweHweFWIBdZ+sv8px2zEjXYka6FrfOSsWBYiN++59jfpegu1oP+epYNRaOicHKSQngcTk4UW1Co9WFfecaMCJajrd3n8NDl49EzojW7dOMMWz6qQrXdtM/KxJFTohFSIgoe5FUKeBy4RnUa42t7C4viuqa8fd9peEeStgtHB0DiYCLkbGtNS3SoqRI18l8HY/DYXpa4KqqpH9dNTkR36+djw23TsUt7x3A6g9y8a+D5X67b3pr9ggd/vfQXPDaVjJyRkThkWVj+nw+s92F57ac9v2bw+Egpy0HLVgPfnoUlzz/PT49VI5YpRhHyhqx75wB+4sNePOWbNw9d4Tf+YsbmvFVh23egwGtrJAh74mV45AWJcX6b052m1MwOlaByqbgS+MPBscrm2CyuYb1tliJiI8Z6VF444civ9srjTZoZUK/dgkJajE44KCqKfiVtZPV5l7nwPxjfylmpGsxdxTtAgq1NJ0Mp/UW2Jwe5JUbsOtsPd7ZfQ7LJsRDLuIjv9KEGrMds0dE4eYZKX4dvAeCRMDDw5eP6nT7wjExEPA4cAX56SlaIcLI2NbS/w9cNhIPXDayy2MfWDQK7/1YjDqzHUX1zZg9CFb5KFghQx6Hw8Htl6TjbF0z/nWw6waZUhEPZ2oD9/kZrLwMqLXYh3WwAgC3zErpFKy4vAxpUVIYrU7wuRxMTlbjcFkjtFIhEtUSNDQ74AiiXDFDa9KlRMBDS4Cy+4FY7G7IKKdowCzNisPMdC22FOhxpKwRdRY7CqpM+Kms0dcl+1hFE3JLjPh5TiqStVJMSlL7Vk9CScDjBtzZ88HekrZWDIGDFYWYj+lpWvxU3ogmmwtFdc1Bl1kQ8rm+bd5OjxdujxdbCvQYHafAqFhFn3+WUKK/FjJsPHz5KOw8XYdqkz3cQxkwSjEfmdHycA8j7OJVEkxIVHXKW/mpvAlJGgn0phYcrWhNXjTanIANGB2n8NW/6IpCzMeoGDn4PC4EPC5+LGoIekxR1E15QGlkQtw8MwU3z0zx3WZ3ebDvXAPyK82otdjR4vTguwI9dp6px8hYOd6+LRvxKgkKay3YnK+HSsLHTTNTcLS8CflVJsweocPJGjMyY+SY3LYt2uH24HilCdVNLchKVGFEH/7+6i0OFFSZcM+8DMSpJPg4t9yvLcTCMTH4281TIRHy4PJ48fyW03j/xxLcvvEQ3r4tG0vGx3V98gu0F61bMTEeXx2rBpfDgcXuwpQI61NGwQoZNnRyEe5dmIlHvygIeH9eeRMmJqlwvDI0iZjhcNnY2E67BIajRqsThXWBA4+u6ujYg1glGRun9OsvE68SI1krRbnBBr25+6D42/wa3LsgcCl4MjDEAh4WjonFwjH+FdOtDjd4XA7EAh4YY9icr0eUXIix8a2rDnIxH9EKEQrrLJicrEK6Tg63x4v/najFf49WgcMBbp2Viow+1j2KVojw1q3nq+teNTkBb+4sgkTIR3F9M+aNivbVTBHwuFi7eBT2nTPgVI0ZT351AnwuB4vGBq4C3xUOh4OrJifCbHehzmJHbomxy47V4UBbl8mwYnd5MOfFH1DfRUfkeJUYMQoRCqpMyE7VIDfAFteRMXIoJQIcrWgKqq9IuIyJU+DTX+ZAFYKqrYON18tw2au7euzT09GMdC1ye9jm3tUxaVFSMC9DXbOzy0tD0QoR9v5+YURtJSU9+/xIJd7/sQQvXz8J4xLOv+f8dXshPtxfik2/mo3UMBRnNNlc+PW/jmBvkQFyER/3LczE3XMzel1X5cmvTmD2iKjW1cgkVYhG24rqrBDSjff2FPt1aO2KQsz3Kx6XoZNBLubjeKUJfG7oui/3h3HxSvzzzpm+4lME+O/RKjzwydGgj5+SokZeD0mzM9K0XXbujVOKkKSV4nAXNV0EPA5un52OR5cHv+uDRIY6sx0Mra082h0qNSJdJ4NOLur6gf3A7vJ02fDS42W+as2HSo2Qi/i4f1HXibbdyS0xotHm7NUlpd6iYIWQbthdHix4eSdqeshdEfA4mJiohkLCh7HZiTO1Zjjc5/9cJEJer+trDASdXIRtD82FhgIVPx4vw4g/bA76+BiFCFFyIYzNToyIkcPh8uKM3ozmDr/zri4bxqvEqDHZMS1Vg+KGZjTaXGAM4HM5mJCogpDPRZnBCqmIj+/Xzu+PH48MInaXB58drsC8UdFIjQp+FabR6sQv/3kEn/0yJ4Sja8UYg9vLIOCFbuWPisIR0g2xgIeHLhuF331+vNvjXB6GI+WNUIj5YIz5BSoAMDFRhdxSIyIt3P/N4lEUqATQUw7JheosDl9/GB6Xg2qTHZkxckTJhPAyhpPVZkgEvIDbS8UCru9xRqsLMiEPWrkQ9WYH8iqafMdl6Hr3EmxqcUEu4g/ILhUSGi6PF3wuByqJAMv+uge35aRibJwSU1LUOFZpQrJG0mVy67aTtTha3oSztZaQ79rhcDh+XazDjYIVMixdm52Ef+WW42iHN46uWOzugJcEDpYYkRktg1YuQqXRFhG7jK6clIAbpyeHexgRx+3xYt2m/F49RinhQ8TjwcuYrz5PUV0z2jdAczhAi9MDuYjfqS2DRND60tq+cG11emA1dk7k7U09FwB4fUchNDIhJeYOUtVNLbj1vYMoM9p8+W5v7yr2O+bWWSldBiuHy4xwerx4Z3cxXr5+UsjHG0kos4sMSzwuB89dMyHo4+vNgRNyi+qtyC0xoqHZgSkpakxMUoUtoXXJ+Fi8csOkiGpUFile21GI3b0siZ4eJUN9swMGqzPgqgxjrX1iMgJsTeW3fSK1u72QddPp1uH2whtkkrbF7sL3Z+rwzu5iOCM5YYoExBjDWzvPobjB2mVi/rxR0d1Wrm0vPLjzTF0ohhjRKFghw1aCSgJpkC3TnZ7u3xycHoa88iYcrzQhThnaBLuuTEvVhvT68mDldHvxUYDOyz3xBnF9z+Jw+zWXE/A4GJ+ghFIsQIpWivwqE2JV4i77ugAIqpAcYwxXvbEXxfVWmFpcKDcOrUrLQ82pGjPW/OsnPPzZUTTZWgtN/u+Evsfn4c9zUrstFtj+PGqyuVDSYEXFMHoe0GUgMmyppAI8fVUWHtl0vNuS1qNi5Thb2xz0eUsN1rAk3zrckZfsGwlO1Zj71D27N6lIyRoJlBIBCmstOFF9vmNu+26hcfEKnKwJXOelqqml2/wDl8eLF7877bftuqDKhMwYKvYXid7aeQ5/2X7WV/24sLYZt8xM6XEb/Jg4BRaOien2mPY+Z24vw5I/74ZWJsS/7poZcHUvlPIrTZCJeAP6feljGBnWrs1OwqZfXYKJ3dQTkPeyLLpaIgzLLqFgSsMPR5sLavr0OG+Q05mkkSBdJ8OpGjOcFwS9rC3kEXXR9Xdqihojuwk6qptacPeHh/HunhLfbVmJSpyt7b6yLgmPzw5X4IXvTvv9LeZXmfDIpnxsyqvq9rGn9Rb8/INc5HdRlNLt8fqtqDk9XujN9l59kOovAj6nx+rO/Y1WVsiwNyFJhS9+fQn+dbAMf95e6NfYDmj95Nt1h47Oai0OzEzXgoHB1XZ5aCAkawa2Adtg0dMn2q7IxT2/PI6JU6C4weqrgjsyRg6RgIuCqtbVFa8XGJ+gxKkac6fHqiQCPHP1hIA5Rv88UIYv8qr8LjG1i5KJ8FCAxnckfJodbvxwug4b95Ze1Hn2FDZgT+GPuGZKIp792QRflVoAOFbZFLCYZV5FI5Zmha4WSiBj4pTQm+wwNDsQ1ce6MnqTHf/eX9LzgW1oZYUQtCbc3paThj2/W4DfLR0NdYfGfzEKUa8uCQCtO4VySxoHNBFyTHxkNiALN4WIjxnpGsxI1wbcitnV7sxDJUZMaltxC7RVeHqaBqf1Fr/fcWFdMwqqzJjS1ifmSHkjSuqbYe9wjELMxy8uScc3913qVwG1ndnuwitbzwQMVABgUpKKcpMiSLnBhivf+BG5JcaAQWlfbMqrwrK/7sY7u8/5bvv34cqAx/77cGWvd5X1h/mjY/ocqADAwRIDLs0MvtszrawQ0oFMxMev52di9ggdbnn3AFpcHkiFff8zOVFt7rbKaX8R8riUw9AFIZ+L3YWtDQZFfC74XMDDmK8+jocBKVopouUiOD0eON1euL0MaokAEiEPGToZ3B4v0qNlsDo8aHa4IRfxcaiLyrQA/JrO2VznA5Vfzx+BexdkdptEeajE2G2OzdxR0UH+5GQg7Dxbh+J6K4rrg2/lEIxSgw1/2nwa20/VIVkjxX+PBr6MZLQ6sfNMHW6Zmdqv3z9U3t1djH8eLMObt0xFsjz4nYsUrBASwORkNX747Xzc/3HeRecHGKyBtz33p1tnpV5UUDWUrZ6dhh/O1MPjZV3m9ZQbbb58AKWYjwS1BCUGG4xWJ2IVItRaHChvbMG01NbVlJ5cGGzwuBysWzYGd87J6PGxiRpJl/dJhTyMTwhtvxYSvCabE5t+6j4X5WLllhh7vJTZsS1IpFs+MR7jE5UYFatAizX4fBtaSySkCzEKMaRCPoxWF7JTg2+XrpLwkRkjQ6q29U0n1L1CANCqSjfmjIzGPfN6DhLaifg8nNZbfLlLtR3yBE5Wm6CT91wduK5DXRaFiI//3JMTVKACAKNjFV3+PheNjfXLYyDhwxjD09+cCqqwZKi9vescPjpQFlSn8HBLUEswe4Su15cyKVghpBtJbZ9yuUEUWsuMkUEjFcDU4kZRnRVlxhZMSFSG/FOPVibEgjF0aaA7q6anINgK9d39qm0uL0R8Xo8BS3uAyuEAX913aZcVSQN/fw5iFIED3J9NSQj6PKT/uT1efHWsGu/uLsYNb+/H5z8FziMZaI02Fx7/sgBX/HUPjpSF5pJzjWng82I6onVjQrrRnlsQzBudQixAUZ3/dev8KjNGh7CHB4cDvLZqCuJVXV86IECyVorLx8Xifydqezy2p7i0qqkFUTIhRkTLcC5AnsKIaJkvf0HA40Ldy4rGeeWN2HfO0Ol2tVSAOSMpKB1ohbUW/FTeiFM1FmzOr/H1i4pExQ1WXLdhP3b/dgGStf27O/Dj3ApUGm145mdZYbnkTCsrhHRDxG/9EzlZY4ZE0P2fS1cvYmJh6P7MRsUocOnI4DPqh7PfLhkTVGO2YFbRDFYnlBJBpxUWPpcDiYDn2z3mdHvx1x2FQY/RbHfh6W9OBrzv8rGxtAtoANmcbvxp8ylc/ufd+P3n+fj7vtKIDlTaMQY8/NnRfj/vQ5eNRLxajBve3o8yQ/8mEwcjZM/80tJS3HHHHUhPT4dEIsGIESPwxBNPwOn0r2HB4XA6fW3YsCFUwyKkV2rbegJZ7G5fldEZaVpMSVZjWqoG0QoRZqRrcElmFKoaAy+Tivg8jI5VYFKSCvx+/ItTivm449L0/jvhEJcZI8cfV47v9phpqRoIgwwI8sqbYGh2Yv6oaExKUmFCogqTk1QoqPbfvrqloCboIoH5lSZf/5cLLZswsLU0hiuXx4v/O1iGWX/agXd2F/f8gAh0qLQRXx+r7tccFg6Hg98uGYPfLx2D3/3nuF9e1kAI2VrO6dOn4fV68fbbbyMzMxMFBQW46667YLVa8fLLL/sdu3HjRixdutT3b5WKst1JZOj4CcLjZZg3SoddZxt8t6XrZMgtad3COiNdGzBrv+NtXR3TG+k6GVQSAX41fwSWjKc3sN5YMj4Wj39Z0OX9PC4HZUH2WxkTp0CLy4OdHRokBqqEXGt2wOn2BpUYG6cSB7xdLOBi9ghaQRsIepMdj31ZgCBaQ0W0+z7Ow8QkFb5ac2m/nnfOyOiwXI4MWbCydOlSvwAkIyMDZ86cwVtvvdUpWFGr1YiLoxddEnnKDOffuAqqzZiR5p8oWdKhX0tuiRHZKRocq2yCu4uuqsF22L1QlEyI3ywZjcvGxiK6i+RL0rOuyt73VnaKBkcrmzp1z+UHSG6SCXkQ9XAJsd2IaDmmpKg7VT2emR4FsYB2AQ2ECqNt0Acq7U5Um3FGb8HouMFfMHJAL4CaTCZotdpOt69ZswY6nQ7Tp0/Hhg0b4A22KQchIdTi9PgqQ/K5HExL1aCkoftP3UfKGyET8TAlWR1wR0dBtQnRChHGBPniMX90NDb9ejYO/mERbpqRQoHKRVKI+FAEUUa/O2qpAIV1lk6BCtCa2yS4IGCZmqrpVa5Juk7W6bYVE+N7P1DSJ18f71svqUjk8TJc99Y+7Oqw+jdYDVhK77lz5/D666/jlVde8bv96aefxqJFiyCRSLBjxw6sXbsWDQ0NeOyxxwKex+FwwOE4n+RkNvdPeWNCLlTccL5gUbxKjMNdlD+/kKnFjbyKJoj4HMxI06KqqcUX9NhdXthdDkiD+KT92PKxuOPS9IC9Y0jfcLkcTE5WY09hQ8D7hTwOhDxOp4aE7cbFK1BubEGzI/B2dA44cHm94HKAZVnx+MWlaZiaounV7/CWmSk4cM6AapMdchEfi8bGYDkFKwPmuuxEfJxbHu5h9BuLw407/3EI79w2DQt66OocyXq9svLkk08GTIrt+HX48GG/x1RXV2Pp0qW4/vrrceedd/rd99hjjyEnJweTJ0/G2rVrsX79erz00ktdfv/nnnsOKpXK95WcnNzbH4GQoHS8xOPpw7qww82QW2pEotp/W3GMQoRYZeDchHZ3zUnHnXMyKFAJge5yP5we5lcTZWa6tq23kBYz0rVobiu3H4haKsCUFDUA4Mt7L8HfbpmK7FRtr3+H2ala7PrdAmy8fTr2/n4h/rpqClUnHkBSIR8LB/GbeiAuD8Mfvsjv82XoSNDrv4A1a9Zg1apV3R6Tlpbm+//q6mosWLAAOTk5eOedd3o8/6xZs2A2m1FbW4vY2NhO969btw4PP/yw799ms5kCFhIS7TuBAEApFqAavc9+V0sFOHNBuf5EjQS5pY1I18n8AqKOVs1I6fX3IsFZNDYGL3x3usv7XZ7WlZHsVA0OtiVDB5MUPTpWgX3nDMjQSVFhtGFikrrPYxTwuIP6U/Bg9mNhAw4Ud65zM9jVmOyoszi6TOKOdL0OVnQ6HXS64LLSq6qqsGDBAmRnZ2Pjxo3gcnteyMnLy4NYLIZarQ54v0gkgkhE1+1J6HVsx95d47nupGqlMLW40Oxww+NlyEpUorDWgklJKhTWdd0Xo8HiwIhoKqEfCpnRcsQpxdB3sfXyWKUJPC6n20aFgdSY7JiSrEaJwYox8Z27KZPB4WdTE/HWrnOwBbndfDAR9mfthAEWspFXV1dj/vz5SE5Oxssvv4z6+nro9Xro9XrfMV9//TXeffddFBQU4Ny5c3jvvffw6KOP4u6776aAhITd8comAEBWghJHgsxXudCxShNKDTZ4vQwSARdlBhtGxMhxrNLU7YthT5eJSN9xuRw8unwsAAQsEufxMri6yFnpTrnRhryKJvA4HAo0BzGdXITZI6LCPYyQ+OTQ4M3FCdmF0K1bt6KoqAhFRUVISkryu4+1Xf8XCAR488038fDDD8Pr9SIjIwPr16/HvffeG6phERKU45VN2HfOAD6X43c5qK8YAI1MCA44OFZh6vbYGWlapEb1b6ls4m/lpASYWlx4ra26bJ3FAZ1cCIvd1cMjzxMLuEjRSnG21n+FbEkWlWEY7B5fMQ7/O6HvU9Aayc4G0TE8UoVsZeX2228HYyzgV7ulS5ciLy8PFosFVqsV+fn5eOCBB8DnUzIZCa/StvoqY+OVqG+++GAlUS2Gw+X17QrqSk5GFD68YwYl1g6AVdOToZQIfIGKqcWFkzXBvZjHKESIkglxtrYZExLPF4J78LKReOaqrFANmQyQWKUYNw/BvLFxCYP38uTgvYBFSAgp22pxMFz8J6sYuRCJaikMVme3x4kFXLxw7UQq/jVA+DwuHmu7HNTQ7OzVp+i0KBmqmlpzVE7VtJZPuD47CQ9eNgrcYNs7k4iWMQQv5S0dP3i3wFOwQkgA+9u63koFF7/Klx4tR26pEVOS1d0Wg3vwslFIocs/A2r+6BgsGd9512FPckuNGB2nQF5Fa7XiRLUEf7hibAhGSMJl7qjooLqtDyZJmsHbnZ2CFUIC4bRWrc0r71tibUftl5HyKppwWm/BhERlp2699y4YgV/Ozbjo70V679mfTYBaKuj14860Xf9PVEvw0R0zoJEJe3gEGUzSdTJcPTmxX84lFfIwZ6QO10xNxOqcVExKVvfLeXtjXLxyUK/6UXIIIQFk6GRwexkyY+Qo6maLcTAurKWSX2WGUsxHuk6GUoMVb92SjaWUlBk2UTIhkjQSNNmCT65tNyZOgb//vxmDtnYF6d7UVA025VX1+nE5GVHIjJFDIuRh/qhoTEvT+m0bZozhRLUZZ2steHdPie9SYijdPjst5N8jlChYISSA9gaGUTIhii7iPBIBFy2uzr2uzHY3xsQrMS5BSYFKmFkcbpT20PPpQhwOsGp6Ch5dPhbyPtbgIZHP0Nx9ntmF/t8lafjZlMQeCwJyOBxkJaqQlajCFRPisfy1PThXf/5DTYpWivIgu38H4/EV43BddlLPB0Yw+isjJICdZ1obf3VXuC0Y4xKUOFLWFPC+9CgZHltBeQ7hphQLMC5eidxS/yq1XE7rm0aUXAS9yQ6RgAutVIhlE+JxxYQ4xKsG7/V/0rPDpUb8+0hFwPvEAi5iFGJIBDyUGqzQyoQYG6/EY8vHgdfLSy1iAQ+f/TIHV7+5FxXGFmTGyPHaqim4+m974fRcfFPfOSN1uOPS9Is+T7hRsELIBU5Um3CybVk2VimCsYddPN2JV0lw5xwNShus+P50Hdpbc0xJUeO3S0dDIe59rgTpf3+6ZgKe+voE9hQ2YOn4OFw6UofLx8VScb5hTCsTYlKyGpWN58sN6ORCrJyUgN8vHePbtccYu+hSA1FyEa6ZkoRtJ2vx1ZpL8Mq2s9DKhF1WWe6Nx1eMu+hz9BZjDMcqTZjcj7k5HMb60KEtgpjNZqhUKphMJiiVg3cPOYkcv/vPMXx2uBIAMCpW3qnoV2/NGanDa6umwOXxwsMY6swOTExSUS2VCMMYQ32zAzEKClDIebklRpyqMcPjZbg2OwkqSeg+YJhsLoAD/H1vKSYkKfGLvx/u+UHdmJGmxWf35PTT6Hrnif8WQCLk4xeXpCGmi6C/N+/fFKwQ0oGpxYUZz26Hw926/BqjEKHOcvFF4f734FyM7mbbMiGEdFTSYMWBYgNe+t+ZPq/uhvN1x+H2YPUHuZiaosHvlo4JeExv3r9p6zIhHXx9rNoXqGSnaPolUAGA+z/O65fzEEKGh3SdDDfNSMGjfazfk6GThfUDkojPwwe3T8fh0kYcKjVe1OV0gIIVQnxO68144/vze3/6Mxt/+cTBWzmSEBI+C8bEQCzo/Vv1qNjwr+RKhXzcmpOKO/5+CP8+fD5Z2ePt/QUdSrAlpI3D5fVLaItVifqlL9DicbG4d0HmRZ+HEDL8aGVCfPiLmfjL9rM4VGr0tYUQ8ri4YkIcvjxa7Tt26fg43DC9Na9mfIKqq1MOqJExcpjtbrzw3WnsPWdArEKE3YX12P/Iol6dh4IVQtqMjJVDyOfC6fZCKxP6LgcFa1KyGlwOIBfxEacUIzVKimUT4jFiCPYYIYQMnBnpWvzrrlnweBlO1Zix/VQt5oyMxth4BeaPjsEHe0tw++w0XDM1smqpeL0MO07Vtv4/A3afbS0JcX12Uq+r6VKwQkgbl4dBLuLD6HZiZIwcB0uMPT+og59NTsDtlwz+egaEkMjE454vJtfu6imJuHpK/7QF6G8Hig14/8cS37/FAi423z+nTxWfKWeFkDYf55b7ksCMtt4ngyVrqQkhIYQAraUAZmfqcPAPl+GSzCgAwIz0KKTrZJAKe79OQisrhLQpqDL5/r+6QyGorswZqUO8SozDZY3I0MmQSh2TCSED6Mu8Khwpa8TSrDg02pzIK2/CFRPikJ2qDeu4nv32JKIVIkxN0WBsvAI1TXZEyYR4+bqJfa4vRcEKIW06NhPTyISwOrsPWGama7Fm4chQD4sQQgKamKTC7z8/jo8OlPlu08lFYQ1W9hY1YOPeUjC07vrZ9tBc3D03A7NH6LosDhcMClYIAWC2u2C2u/G7paPx6aEK6E09r6z8fV8Zqk12TEpS4cbpKQMwSkIIOS8jWo4rJsTjiw6doS/N1IVtPA3NDtz3cR7cbVuTfzkvAyNjFRjZD9uoKWeFEAAVRhuWjI9FWpQMphYXHO6e6wCI+FysnJiAG6YlD8AICSGks19ckg4BjwMhn4v7F2ZiQlJ4tiznlTfiurf2+fL+bpuVit8vCVy5ti9oZYUQAGPjlHjm6gl4/MsCNNlcmJaqweGyxm4f8+oNkzAzI2qARkgIIZ1NSFLhfw/OhZcBmTEDWyaBMYZTNRa8/2MJNuVVgrHW+i+Lxsbg+mm9357cHQpWCAHw7p5ifJtfg+qm1qJwdren2+P5XE5EVIgkhJCMMNRysjnd+P3n+fj6WLXf7Zt+Pdtva3V/oWCFEADHK004Xnl+N1BXW+syomV4ZOkYJKgl0MiEAzU8QgiJGC1OD67fsB8nqs1+t182NiYkgQpAwQohOFFtwu7Cer/buupd8dYt2dQ9mRAyrO08Uwe9yQ4up7UyLQCMi1fi8RXjQvY9KVghw5rHy7AlX48MnQzH2lZWuBygpL454PEbdp3D01dnQS6iPx1CyPC0bEI8lk2IR2WjDTtO1UErE+KKCfHg9WOOyoVCuhsoLS0NHA7H7+uRRx7xO6a8vBwrV66ETCaDTqfD/fffD6fz4lpJExIsHpeDG6cn+xUqmpaqhdHmCnj8F3lVyH56GzbuLQl4PyGEDBdJGilWz07DykkJIQ1UgAFYWVm/fj3uuusu37/l8vOJQB6PB8uXL0d0dDR+/PFHGAwGrF69GowxvP7666EeGiEAgN/+5xiOVjT5/u32dt/AMDVKirmjokM8KkIIIe1CHqwoFArExcUFvG/r1q04efIkKioqkJCQAAB45ZVXcPvtt+PZZ5+FUqkM9fDIMGdzunGg+HzDwnSdDIV1gS8BAcCDl43E/QtH9uuWPEIikanFhee3nML80TGYlR4FlVQQ7iGRYSzkReFeeOEFREVFYfLkyXj22Wf9LvHs378fWVlZvkAFAJYsWQKHw4EjR44EPJ/D4YDZbPb7IqSvJAIe+G2BB4/LQUmDFRa7O+Cx6ToZfj0/kwIVMizUW+wobbDhs0MVcPSwlZ+QUAvpysoDDzyAqVOnQqPRIDc3F+vWrUNJSQnee+89AIBer0dsbKzfYzQaDYRCIfR6fcBzPvfcc3jqqadCOWwyjHA4HCRpJCg12ODxMsQqRKi1ODod98iyMfh5TiqEfCr6TIaHzBgFPr57VriHQQiAPqysPPnkk52SZi/8Onz4MADgoYcewrx58zBx4kTceeed2LBhA95//30YDAbf+QJ1YGSMddmZcd26dTCZTL6vioqK3v4IhPi5f9H5ZoQmuwsz0jR+98uEPPy/S9J61da81myHx8uw/5wB3i62QRNCCAlOr1dW1qxZg1WrVnV7TFpaWsDbZ81qjdKLiooQFRWFuLg4HDx40O+YxsZGuFyuTisu7UQiEUQiUW+HTUiX6jqspNhdXpjtbsQoRLA53Wh2eGB1evD1sRpcl53U47nsLg9++dERNNqcKG2wIlohwvPXTsT0tPC2bCeEkMGs18GKTqeDTte3ro55eXkAgPj4eABATk4Onn32WdTU1Phu27p1K0QiEbKzs/v0PQjprVtnpcLqcOOjA2VosrlwWm8B0JrDsnhcLNKjZHC4PXB7vODzul+MFAt4eOm6iYhRimFzunu1GkMIISSwkL2S7t+/HwcOHMCCBQugUqlw6NAhPPTQQ7jyyiuRkpICAFi8eDHGjRuH2267DS+99BKMRiN+85vf4K677qKdQGTAyEV8rJyUAJPNhaYWF745Xg0vA/5wxRj8Y18Ztp6sxewRUZiaosHY+J6flzFKMYCuS/YTQgjpnZBlC4pEInz66aeYP38+xo0bhz/+8Y+466678PHHH/uO4fF4+PbbbyEWi3HJJZfghhtuwNVXX42XX345VMMiJKBRsQrcPS8DBqsDk5PVuHJyAg4WG1FutAForXS75l8/YW9RAxijHBRCCBlIHDbIX3nNZjNUKhVMJhOtxpCLxlhrUuw7e4qx88z5fkHZqRo02ZxwexhEAi6mJGvwq/kjkKaThXG0hBAyePXm/ZvWqQnpgMPhYHamDrMzdTA0O3Cu3orN+TXIrzIhWSvFPfNGQMDjosXpQWqUNNzDJYSQYYGCFUK6ECUXIUouwox02slDCCHhRBWuCCGEEBLRKFghhBBCSESjYIUQQgghEY2CFUIIIYRENApWCCGEEBLRKFghhBBCSESjYIUQQgghEY2CFUIIIYRENApWCCGEEBLRqIItISFisbvw6aEKGKxO3Lcwk7owE0JIH9GrJyH96FhFE4rqmuFwe/Hp4QpMSlJh6fg4ClQIIeQi0CsoIRfB6fbii7xKbCnQY96oaGSnanDN1ERwOBzcPDMl3MMjhJAhgYIVQvqoqM6Cx74swIFiIzKiZfh/l6SHe0hkGLO7PLC7PJCL+ODzhnc64r6iBjg8XsweEQURn9erxzLGwOFwQjSyrv1p8ymsWZgJpVgw4N97MKBghZBe+qm8ES99dwb7iw0AgLQoKRLVEpQZrEiNkoV5dGS4OKO3YHN+DXJLjDhba4HB6gQAcDhAjEKEpePj8NRVWWEeZc+8XoZtp2qxeFzsRQcJBVUmvLajEFtP1gIA1FIBfjl3BG7LSYVcFPjtrtHqxH+PVuFAsRHNDjeOVTQhM1aOBxaNxLxR0T2Oye7yQG+yQykRQCsTAmhdcW1xeSAR8CDktwaObo8XlY0tqGpqQYvTAy9jcLi9qLM4UGaw4sP9ZXB7GB5fMTYswVKk4zDGWLgHcTHMZjNUKhVMJhOUSmW4h0OGMLvLgz98kY9NP1UBaA1SHlk2FkvGX/yLLCE98XoZDhQbYLa7UVhrwZs7z6HF5en2MfNHR+PmGSmYPzrG96YZDlaHGw3NDqilQhitTlQ3taDZ4YaAx8GXedX46lg1bpiWhMXj4hCvFsPp9qKpxQWVRAAxnwdTiwseL8OoODk0UiHqLQ54GUOt2QGn2wuZiId3dhfjm+M1Ab+/SiLAyknxkIsE4HKAZocb1U12VDbaUFTXDLc38NtgVFvwMSlZjUsydchKUCJaIYJIwEOd2Y5vj9fgk0MVaHa4AQByER9KMR+1Fgc8befUyYXQSIUoN9rgcHt7nKtpqRpMTFLD7fXC7vLA7WWwOTywuz1gDPAyBsYAIZ8LmYiPOKUIt81KQ0qUtC+/mrDqzfs3BSuEBKne4kDOczvg9jKMi1fi81/NhkTYuyVmQoLBGENhXTN2nalHmdEKmZCPb/NrUNnY0udz6uQiLJ8QhxWTEpCqlcJoc2JLvh5bCmowNl6J1CgZkjQSJKgkUEsFEPC4GBEt6/MlJYfbgyOljXjjhyIcKDagi3ig1/hcTpfBxXD1symJWLMwExk62aD64ETBCiEhYGpxYc4L38Nsd0PE5+KFaydi+cR4CIZ5fgAJ7KfyRljsbkxNUUPRQx5ChdGGY5VNKKm34mxdM46UGlFtsg/QSLt299wM/OGKsb16zPaTtdi4rwSHShvhDGIlgfQftVSAqSkaZCWqkKqVtgafagniVWJf0Hlab0a8UgKVNPy5MRSsEHKRckuM+OuOs5AI+PjzjZPg8jCs/iAX+VUmv+MUIj6WT4zH2sWjEa0QhWm0JJJ4vAzv7inG81tOAwDSdTJcOzURaqkQUiEPKyYmQMjnwu7y4LnNp3CwxIjTekuYR921o3+8HGqpsMfjPF6Gfx4owxNfnRiAUZHeEPK4iFGKwOVwUG60gc/l4LKxsVg2IQ4Tk9TQyoRQivkDvipDwQohF+mW9w5gb1FrAu2yrDhcm52EO/9xuMvjJyWr8fk9OcN+F0a4MMaw80w9FGI+eFwOtDKhX7Kz0erEoVIjGGPIjFFAJxdi3zkDas122JweeLwMAh4XUXIhouUiRCtEyEpUBfV9q5pa8MOZepyoMqGysQWn9RY0NDu6fIxOLsTEJDXyq0yot3R9XDjxuBwsy4rDkvFxWDkpodP9+ZUmfHKoHE0tLjTb3agxtaDUYKOVlEFMxOdiSooa9y8aiYlJ6i4TkvtTb96/aTcQIRdgjMHQ7PT9e0uBHuPilZiVocWBYmPAxxyraMIDnx7FqzdM6vVWyeHK42XgctDrT3MeL0OdxY6CKjPyK5tQ3GBFXnkTqprO53MIeVzctzAT2aka5JYa8fr3Rb6ER4mg9ffTU3Lq5eNicWmmDiUNVphbXHB6vGBoTXS1uzy+nR02Z/fnuVBDsxPfn67r1WMG2tQUNeaNisalmbpO9x0pa8TqD3J9SaVkaHC4vThQbMSB4oMQ8DhYOTEBU1I1iJaL4GUMIj4XEgEPbi+DkM+FWipAvEoClWRgLifRygoZ9lweL3adqce2k7WoMdvBGMOewga/Y5K1Eny95lJc/be9KDXYujzXi9dOxA3Tk0M95EGlxenBv49UoMJoQ5xKglXTk8EALP3LbhianVg9Ow1ZiUq4PF6UGWzQm+xoaHZCyOdgaVY8lGI+9hQ24IzegnKjDTWmFrg8g/pla1D4eU4qHl8xzpeTZXO68fCnx/DdCX2YR0YiSbRChKkpamQlqLBobCzGJQT/PhwRKys7d+7EggULAt6Xm5uL6dOnAwj8qeqtt97CPffcE6qhkTD6cH8p3t1TDK1UCKVEAKVYgFilGAoxH6YWFx5YNBIaWc/Xx/tTrdmOv+4oRKPNiUS1BHze+edktEKEFK0U12UnQS0V4srJiXhtR2GX59pfbKBgpYOT1WY89mU+fipv8t329Dcn/Y7ZsOtcl4/fnE9vjOEgE/KQpJHgQLEBYgEPZQYbPvixBCdrzOEeGokw9RYH/neiFv87UYvcUiM+umNmSL5PyFZWnE4njEb/JfPHH38c27dvR3FxsS9I4XA42LhxI5YuXeo7TqVSQSKRBPV9aGVlcPj8SCWKG5ohE/HBGNDQ7IBGKkSGToasJCUUIgF4XA44HE6Py4qHSo346mg1br8kDWlRMnA5gNPj7fbyS2+qUppsLpjtLshEfKgkAjQ0O3Cuvhl7ixrw972lsPaw7L/ndwuQrB18NQ8uFmMMerMd+ZUmHK1owq6z9ThRTW9uhAwH10xJxEvXTwKPG/xl3YhYWREKhYiLi/P92+Vy4auvvsKaNWs6vWmo1Wq/Y0n/cnm8+PpYNWrNDqTrZBgbr0CKVtoaKO4tQUmDFSna1iqsHsYwJzM64LY2m9MNt5f1qRx0VqIK6zblw+npnIAn5HHxy3kZSI2Sgc/loM5iR1Vja8JeVVMLDM0OpOlkSNJIYbG7sO+cAU63Fx8dKIOQxwVDa5Gk5RPjkRYlg0TIQ5RMiCSNFKPjFMgtMeCF785gRpoW0QoRzHYXUrRSXD4u1peEWWu2I6+8CbklRpyrb4beZIfB6kCjzeXLdQjWscqmYResnKg24aFPj+JsbXO4h0IIGSASAQ8pWinmjY7G75eO6VWg0lsDlrPy+eef44YbbkBpaSmSk88vk3M4HCQmJsJutyM9PR133HEH7r77bnC5we2qGG4rKx4vQ0mDFWdrLWCs9TKFy+NFQ7MDUiEfSRoJBDwu3F4vGixONLU4oRALoJYIoJIIIBXy4HB74fZ4wedxweUAZUYbDM1OON1eaGUC/FTehHP1zbA5PciMloPL5aCorhn7zxnA53Lw4nUTsTQrDpWNLYiSC4PuKFxUZ8GRskZUNdnx7u7iHhMcQ43LAeJVEjTZnD2ulvREKeYjUSPFPfMycNXkxH4a4eBhsbvw5s5zeGtn15d0CCGDn0LEx+XjYjE2XokbZyRfVC+jiNy6fMUVVwAANm/e7Hf7M888g0WLFkEikWDHjh344x//iHXr1uGxxx4LeB6HwwGH4/x2P7PZjOTk5EEbrDjcHrQ4Pb46Bi6PF6dqzKgx2eH1MjQ73GiyuVBisOKM3oJTNeZe7z4IBZ1ciIZmJ0R8LmakaxGnFCNRI8G0VC3UUgFsTg9qzXZUNNrAWOu2OJ1chFilGEkaCSobW3Dr+wd7vWoRaRLVEqy/ajwWjY0N91AGHGOtgfO2k7X48mg1TlE+AyFD2oLR0Xh0+Thkxsj75XwhDVaefPJJPPXUU90ec+jQIUybNs3378rKSqSmpuKzzz7Dtdde2+1jX3nlFaxfvx4mkyng/V19/8EYrPxl+1m8tqMQPC4H09O00JvtqGxsoVoFEYjLAdJ0MmRGy5GslSItSooZ6VEYGdO68jTUMcZQY7LjtN6MgiozjlY04WhFE4xWZ88PJoQMamqpAB/+YgYmJqn79bwhDVYaGhrQ0NDQ7TFpaWkQi8W+fz/99NN4/fXXUVVVBYGg+yWjvXv34tJLL4Ver0dsbOdPq4N9ZYUxhjO1FlQaW3C0oglv/FAU7iENSzwuB9K2ehtCPhdSEa/18pmHweXxgs/jQMTn4cpJCVg8PhZpUTKIBUOzfkqF0YZSgxXVTS2oNTtQY7LD1NJ6WbDZ4UZDsxM1TS0XfamMEDI4Pb5iHO64NL3fzxvSBFudTgedrnOhoK4wxrBx40b8/Oc/7zFQAYC8vDyIxWKo1eqA94tEIohE4S9r7vZ48eCnR7FgdAy0MiHMdheabC4Ymh3QyIRYNT0FXsZganGhtMGKM7UWHK1oTeCsiYCeH8OdiN+a1JuokWBEtBzj4pXDpvqsx8twqsaMgyVGbMmvweGyxnAPiRASwcoNVni8LKQJtD0JeQXb77//HiUlJbjjjjs63ff1119Dr9cjJycHEokEP/zwAx599FHcfffdERGQdIff9il87b+PBbz/qa9PBrydRAab04O3dxeDg9Z28RnRcrx1y1SMjFWEe2hwuD0oqDKj1mxHmcEGuYiHNJ0MU1M0kPWyBLbeZMepGjOK6ppRarCi1GDF8QoTLFR9lBASpH/sL4NYyMPvloR2x093Qp5ge/PNN6OsrAx79+7tdN93332HdevWoaioCF6vFxkZGbjzzjtx7733gs8P7kU5lLuBqptacNv7B9Hi9CBKLsLkZDWunJyAaakacDgcMMaQW2LEvnMGfHO8Gufqrf36/UlozEjX4rVVUxCrFPl+j0Dvy76Hwr6iBjz+34KAzyWJgIdVM5LxxxXjghrr4VIjrn97PwZ3jWpCSKQQ8DjI0MkxNVWD9VeNv+iO8xG5GyhUQr112dDswLt7SrDrbD0qjTaopALcuyATN81I8TvO5fHiZLUZVocbFocbphYXGq1OmO0uON1eONxe1Jpb+5l07GFCBl5GtAx3zcnAFRPiQ9LXojcF6No53V68tqMwqBymT++ehZkZUT0ed6rGjD9tPuX7t1IsgFra+iXk8cDncfDh/lLUmiOzmR4hJHyunJSA5RPjIWjL30tUS5DYVhqjv1CwEuHqLQ7klTfiD18UdNudlYTWlBQ1bpyWjGlpWkTJWsv/B7PE6fZ4UWpobbPenogrE/Eg4vPwzfFqPL/lNC7J1OGl6yZ2GbQYrU7klhhQYWxBicGKrSdqe3wuxChEmJikwpqFIzE5Wd2XH7mT3BIjHv+yAGdqLf1yPkLI4LdyUgJev2lKyL9PRFSwHc68XgaL3Y0Wl8d3qQFo/fR8Rm/BkTIjdhc2wGClQCWc8sqbkNehZw2HA0TLRciIlmFEtBwTk1SYnKxBRrTM79MEn8eFqcWJLfl6nNKbwedyIeBxweMCphYX1FIhJiSqul1dqW5qwfen61BQZYbd7YFEyEWCSgyNTIhohQgxChGSNFIkaSRIjZJiRLTcV4snWA63B7UmB6pNLWi0OmFqcaGpxYVGmxPGZicMVidKG1rzWAghBAAuzdThxWsnhnsYndDKSj+otzhwRm/B7sJ6fHW0GrUWuy9PIEomxNh4JfRmO0obrHAP8iJow5GQx0VGtAwpWqmv+aJKIkCcSoR4lQTxKjGStdKL3trs8bb21nG6vfB4GRhrbcWuEAsgF/Eh5J8PmGxON7adrMWxChPq2p5vXsbgdHtRZ2ndfkyrdoSQvtDJRbh3wQj8PCctpAm1dBkojDxehqrGFvxfbhne3lUc7uGQAdJeNG5MnAJj4pQYG6/EnJG6TgEMYwz1FgdO6S0orLWgsrEFVU0tKDfYUGKwdlsQUCrkIV4lRoJaglKDFRVGyn0ihIROkkaC5RPjMXdkNKakqINurRIsClbCzGJ3YdU7B6jj7DAXrRDh90vHIE4pxu7CehRUmXBab6Gqr4SQQYfH5WBsvAKTktSYmKRCuk6O1CgpYhSiPu+kpGClGy6PFxa7Gxa7Czq5qNd1K4JxsNiAfx4sR6P1fF5AuJv2EUIIIf1NIeLj6auzMDZeCY1UALVU6HfJujvDMli54fUdSImNwqhYBaqaWnCg2ICRsQrMHamD3mTHlgI9Si4IGvhcDiYkqTAtVYOpKRpkRMuhkwuhkQr7td+LyebC5oIa1FscaLQ50WRzocnmhMPthZcxeL2t+QYexnCy2gwH9QYihBAySMUoRLhyUgJkIj7qmx1osDjQZHMhRilCapQUqVoZUqOkiBJ6MDI5dngFK8kPfgauSNov5+RxOdDKhEhUS5AWJUVqlAwxShGUYgEUYr4vyVLI46K+2YF6iwP1FjvMdjekQh5kQj4kwtbtrFIhH1qZEEkaid/1Pmdb3ZVasx11Fkfb/zvw7p7iQd+JmBBCCOmJ12FDxV9uoK3LfeXxsrYAxIGjFU39dl6dXIhohRgNzQ40NDuosighhBASBApWBlBDsxMNzZRcSQghhPTG8GgzSwghhJBBi4IVQgghhEQ0ClYIIYQQEtEGfc5K+2Ymr8MW5pEQQgghJFjt79vBbEoe9FuXKysrkZycHO5hEEIIIaQPKioqkJSU1O0xgz5Y8Xq9qK6uhkKh6HPJ31Azm81ITk5GRUVFxLQECDeak85oTjqjOemM5qQzmpPOBsOcMMZgsViQkJAALrf7rJRBfxmIy+X2GJFFCqVSGbFPmnChOemM5qQzmpPOaE46oznpLNLnRKVSBXUcJdgSQgghJKJRsEIIIYSQiEbBygAQiUR44oknIBKJwj2UiEFz0hnNSWc0J53RnHRGc9LZUJuTQZ9gSwghhJChjVZWCCGEEBLRKFghhBBCSESjYIUQQgghEY2CFUIIIYRENApW+tmzzz6L2bNnQyqVQq1WBzyGw+F0+tqwYYPfMfn5+Zg3bx4kEgkSExOxfv36oPonRKJg5qS8vBwrV66ETCaDTqfD/fffD6fT6XfMUJqTC6WlpXV6TjzyyCN+xwQzR0PNm2++ifT0dIjFYmRnZ2PPnj3hHtKAePLJJzs9H+Li4nz3M8bw5JNPIiEhARKJBPPnz8eJEyfCOOL+t3v3bqxcuRIJCQngcDj48ssv/e4PZg4cDgfuu+8+6HQ6yGQyXHnllaisrBzAn6J/9TQnt99+e6fnzaxZs/yOGaxzQsFKP3M6nbj++uvxq1/9qtvjNm7ciJqaGt/X6tWrffeZzWZcfvnlSEhIwKFDh/D666/j5Zdfxquvvhrq4YdET3Pi8XiwfPlyWK1W/Pjjj/jkk0/w+eefY+3atb5jhtqcBLJ+/Xq/58Rjjz3muy+YORpqPv30Uzz44IN49NFHkZeXhzlz5mDZsmUoLy8P99AGxPjx4/2eD/n5+b77XnzxRbz66qt44403cOjQIcTFxeHyyy+HxWIJ44j7l9VqxaRJk/DGG28EvD+YOXjwwQfxxRdf4JNPPsGPP/6I5uZmrFixAh6PZ6B+jH7V05wAwNKlS/2eN5s3b/a7f9DOCSMhsXHjRqZSqQLeB4B98cUXXT72zTffZCqVitntdt9tzz33HEtISGBer7efRzpwupqTzZs3My6Xy6qqqny3ffzxx0wkEjGTycQYG7pz0i41NZX9+c9/7vL+YOZoqJkxYwa75557/G4bM2YMe+SRR8I0ooHzxBNPsEmTJgW8z+v1sri4OPb888/7brPb7UylUrENGzYM0AgH1oWvmcHMQVNTExMIBOyTTz7xHVNVVcW4XC777rvvBmzsoRLofWT16tXsqquu6vIxg3lOaGUlTNasWQOdTofp06djw4YN8Hq9vvv279+PefPm+RXzWbJkCaqrq1FaWhqG0YbW/v37kZWVhYSEBN9tS5YsgcPhwJEjR3zHDPU5eeGFFxAVFYXJkyfj2Wef9bvEE8wcDSVOpxNHjhzB4sWL/W5fvHgx9u3bF6ZRDazCwkIkJCQgPT0dq1atQnFxMQCgpKQEer3eb25EIhHmzZs3bOYmmDk4cuQIXC6X3zEJCQnIysoa0vO0c+dOxMTEYNSoUbjrrrtQV1fnu28wz8mgb2Q4GD399NNYtGgRJBIJduzYgbVr16KhocG37K/X65GWlub3mNjYWN996enpAz3kkNLr9b6fr51Go4FQKIRer/cdM5Tn5IEHHsDUqVOh0WiQm5uLdevWoaSkBO+99x6A4OZoKGloaIDH4+n0M8fGxg7Jn/dCM2fOxIcffohRo0ahtrYWzzzzDGbPno0TJ074fv5Ac1NWVhaO4Q64YOZAr9dDKBRCo9F0OmaoPoeWLVuG66+/HqmpqSgpKcHjjz+OhQsX4siRIxCJRIN6TmhlJQiBkt0u/Dp8+HDQ53vssceQk5ODyZMnY+3atVi/fj1eeuklv2M4HI7fv1lbIumFt4dLf89JoJ+LMeZ3e6TPyYV6M0cPPfQQ5s2bh4kTJ+LOO+/Ehg0b8P7778NgMPjOF8wcDTWBfudD+edtt2zZMlx77bWYMGECLrvsMnz77bcAgH/84x++Y4br3HTUlzkYyvN04403Yvny5cjKysLKlSuxZcsWnD171vf86cpgmBNaWQnCmjVrsGrVqm6PufBTf2/MmjULZrMZtbW1iI2NRVxcXKcot30p78JPEuHSn3MSFxeHgwcP+t3W2NgIl8vl+3kHw5xc6GLmqD2Dv6ioCFFRUUHN0VCi0+nA4/EC/s6H4s/bE5lMhgkTJqCwsBBXX301gNaVg/j4eN8xw2lu2ndGdTcHcXFxcDqdaGxs9FtJqKurw+zZswd2wGESHx+P1NRUFBYWAhjcc0IrK0HQ6XQYM2ZMt19isbjP58/Ly4NYLPZt683JycHu3bv9cha2bt2KhISEiwqK+lN/zklOTg4KCgpQU1Pju23r1q0QiUTIzs72HRPpc3Khi5mjvLw8APC9EAczR0OJUChEdnY2tm3b5nf7tm3bIv5FNRQcDgdOnTqF+Ph4pKenIy4uzm9unE4ndu3aNWzmJpg5yM7OhkAg8DumpqYGBQUFw2aeDAYDKioqfK8jg3pOwpbaO0SVlZWxvLw89tRTTzG5XM7y8vJYXl4es1gsjDHGvvrqK/bOO++w/Px8VlRUxN59912mVCrZ/fff7ztHU1MTi42NZTfddBPLz89nmzZtYkqlkr388svh+rEuSk9z4na7WVZWFlu0aBH76aef2Pbt21lSUhJbs2aN7xxDbU462rdvH3v11VdZXl4eKy4uZp9++ilLSEhgV155pe+YYOZoqPnkk0+YQCBg77//Pjt58iR78MEHmUwmY6WlpeEeWsitXbuW7dy5kxUXF7MDBw6wFStWMIVC4fvZn3/+eaZSqdimTZtYfn4+u+mmm1h8fDwzm81hHnn/sVgsvtcKAL6/kbKyMsZYcHNwzz33sKSkJLZ9+3b2008/sYULF7JJkyYxt9sdrh/ronQ3JxaLha1du5bt27ePlZSUsB9++IHl5OSwxMTEITEnFKz0s9WrVzMAnb5++OEHxhhjW7ZsYZMnT2ZyuZxJpVKWlZXF/vKXvzCXy+V3nuPHj7M5c+YwkUjE4uLi2JNPPjlot+j2NCeMtQY0y5cvZxKJhGm1WrZmzRq/bcqMDa056ejIkSNs5syZTKVSMbFYzEaPHs2eeOIJZrVa/Y4LZo6Gmr/97W8sNTWVCYVCNnXqVLZr165wD2lA3HjjjSw+Pp4JBAKWkJDArrnmGnbixAnf/V6vlz3xxBMsLi6OiUQiNnfuXJafnx/GEfe/H374IeDrxurVqxljwc1BS0sLW7NmDdNqtUwikbAVK1aw8vLyMPw0/aO7ObHZbGzx4sUsOjqaCQQClpKSwlavXt3p5x2sc8JhbIiUACWEEELIkEQ5K4QQQgiJaBSsEEIIISSiUbBCCCGEkIhGwQohhBBCIhoFK4QQQgiJaBSsEEIIISSiUbBCCCGEkIhGwQohhBBCIhoFK4QQQgiJaBSsEEIIISSiUbBCCCGEkIhGwQohhBBCItr/B0FlaLFcXxThAAAAAElFTkSuQmCC", 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" ] @@ -122,12 +121,7 @@ ], "source": [ "# let's take a look\n", - "BLUE = \"#6699cc\"\n", - "fig, ax = plt.subplots()\n", - "with collection(url, \"r\") as inp:\n", - " for f in inp:\n", - " patch = PolygonPatch(f[\"geometry\"], fc=BLUE, ec=BLUE, alpha=0.5)\n", - " ax.add_patch(patch)\n", + "ax = pio.read_dataframe(url).plot()\n", "ax.set_xlim(-180, 180)\n", "ax.set_ylim(-90, 90)" ] @@ -149,23 +143,23 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "2f59ba32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -191,23 +185,23 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "d7584dec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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SJaxevRpNmzbF7t27MW7cOEycOBEbNmwAAGRlZQEAPD09Dep5enrqyx4WHR2Nmzdv6q8rV66YtxNEREQSqNQqqNRqGZdK6S7USIpOdel0OrRt2xaLFi0CALRp0wYnT57EmjVrMGLECEltajQaaDQaU4ZJRERkcnyPjzIU/a3Vr18fzZo1M7gXFBSEjIwMAICXlxcAIDs72+CZ7OxsfRkRERGRsRRNfDp27IizZw1f337u3Dk0atQIwP2Fzl5eXkhKStKX5+fnIyUlBSEhIVUaKxERkSlxV5cyjJrqCg8PF93wmjVr4OHhUekzUVFR6NChAxYtWoSXX34Zhw8fxtq1a7F27VoAgEqlwqRJk7BgwQI0bdoUvr6+mDVrFho0aID+/fuLjomIiKi64JublWFU4rNt2za8/PLLcHBwMKrRzZs3o6Cg4LGJzzPPPINvvvkG0dHRmD9/Pnx9fbF8+XIMGTJE/8z06dNx+/ZtjBkzBnl5eejUqRN27doFe3t7o2IhIiIiKmP04uaVK1c+NpEp8+WXXxodwPPPP4/nn3++wnKVSoX58+dj/vz5RrdJRERU3alsbKC2sZFVn8QzKvHZu3cv3NzcjG70hx9+wBNPPCE5KEsRe/eMInXliHIIrLAssnE/ye3GXf5Wcl2qGnbZZx//EJldZf8cijwDqjASMjfu6lKGUYlP165dRTXaqVMnScEQERERmZOk9/jodDpcuHABOTk50Ol0BmVdunQxSWBERESWjCM+yhCd+Bw6dAiDBw/Gn3/+CUEQDMpUKhVKS0tNFhwREZGlKnsDs5z6JJ7oxGfs2LFo27YtduzYgfr160Ol4iuziYiIxOKIjzJEJz7nz5/Hl19+CX9/f3PEQ0RERGQ2otPFdu3a4cKFC+aIhYiIyGqo1Cp5b27mIaWSGDXi8/vvv+t/njBhAqZMmYKsrCy0bNkStra2Bs+2atXKtBESERFZIK7xUYZRic9TTz0FlUplsJh51KhR+p/Lyri4mYiIiKozoxKf9PR0c8dBRERkVVRqG6jUMt7cLKOuNTMq8Sk7LR0A9u/fjw4dOqBWLcOqJSUl+PXXXw2eJSIiogqobe5fcuqTaKInCLt3747c3Nxy92/evInu3bubJCgiIiIicxC9nb1sLc/Dbty4gdq1a5skKCIiIounVt+/5NQn0YxOfMLDwwHcX8g8cuRIaDQafVlpaSl+//13dOjQwfQREhERWSCVjY2sE9Z5Ors0Ric+zs7OAO6P+Dg5OcHBwUFfZmdnh/bt22P06NGmj9BEYrJ/g1arVTqMaq+yU9Qfdzo7T2AnMi+e3E4kn9GJT3x8vH47+/vvv486deqYLSgiIiKLx8XNihA1QSgIAjZt2oTMzExzxUNERGQd1Or/JT+SLq7xkULUb02tVqNp06a4ceOGueIhIiKyCmVvbpZzkXiif2uLFy/GtGnTcPLkSXPEQ0RERGQ2orezDx8+HHfu3EHr1q1hZ2dnsMgZwCPf8UNEREQPUclc46PiGh8pRCc+y5cvN0MYREREVoaLmxUhOvEZMWKEOeIgIiIiMjtJK6NKS0vx1VdfYcGCBViwYAG++eYbnspOREQkQlUvbp47dy5UKpXBFRgYqC+/d+8eIiMjUbduXdSpUwcDBgxAdna2qbutONEjPhcuXMBzzz2Hq1evIiDg/guzYmJi4O3tjR07dqBJkyYmD5KIiMjiKDDV1bx5c/z000/6zw8eOB4VFYUdO3Zg69atcHZ2xvjx4xEeHo6DBw9Kj7EaEp34TJw4EU2aNMGhQ4fg5uYG4P45XUOHDsXEiROxY8cOkwdJRERE8tWqVQteXl7l7t+8eRPr16/H5s2b0aNHDwD3X1wcFBSEQ4cOoX379lUdqtmITnz27dtnkPQAQN26dbF48WJ07NjRpMERERFZrLIXGMqpDyA/P9/gtkajMThP80Hnz59HgwYNYG9vj5CQEMTExMDHxwepqakoLi5GaGio/tnAwED4+PggOTnZohIf0Wt8NBoNbt26Ve5+QUEB7OzsTBIUERGRpSs7pFTOBQDe3t5wdnbWXzExMY/8vnbt2iEhIQG7du3C6tWrkZ6ejs6dO+PWrVvIysqCnZ0dXFxcDOp4enoiKyvL3L+KKiV6xOf555/HmDFjsH79ejz77LMAgJSUFIwdOxYvvviiyQMkIiKiil25csXgEO6KRnv69Omj/7lVq1Zo164dGjVqhC+++KLcO/ksmegRn5UrV6JJkyYICQmBvb097O3t0bFjR/j7+2PFihXmiJGIiMjyqNXyLwBardbgqijxeZiLiwuefPJJXLhwAV5eXigqKkJeXp7BM9nZ2Y9cE1RVEhISHnm/pKQE0dHRktoUPeLj4uKCb7/9FufPn8eZM2cAAEFBQfD395cUAFUvRZ4BFZbFXf62CiMhIrJwCr/AsKCgABcvXsSwYcMQHBwMW1tbJCUlYcCAAQCAs2fPIiMjAyEhIbK+R46yTVNr166Fq6urPq7Bgwfjxo0bFU7rVUZ04lOmadOmaNq0qdTqREREVk2ltoFKRvIitu7UqVPxwgsvoFGjRrh27RrmzJkDGxsbvPrqq3B2dkZERAQmT54MNzc3aLVaTJgwASEhIYoubD527BiGDh2Kli1bIj4+HufOncP06dPRv39/rFq1SlKbohOf0tJSJCQkICkpCTk5OdDpdAble/bskRQIERERmc9ff/2FV199FTdu3IC7uzs6deqEQ4cOwd3dHQAQGxsLtVqNAQMGoLCwEGFhYZKTC1Np0qQJDh48iEmTJqF3796wsbHBhg0b8Oqrr0puU3Ti88YbbyAhIQF9+/ZFixYtoFKpJH85ERGR1VL9b52O5PoibNmypdJye3t7xMXFIS4uTnpMZrBjxw5s2bIFISEhOHfuHNavX4+uXbuiQYMGktoTnfhs2bIFX3zxBZ577jlJX0hERERVP9VVE/373//Ghg0bsHDhQkyePBnZ2dkYNWoUWrZsidWrV+Pll18W3aboxMfOzo4LmYmIiMjsDh48iJSUFLRu3RoA4OXlhZ07dyIuLg6jRo2SlPiIHmObMmUKVqxYAUEQRH8ZERER/VfZm5slXzKmyWqI1NRUfdLzoMjISKSmpkpqU/SIz4EDB7B371788MMPaN68OWxtbQ3Kv/76a0mBEBERWRW1zDU+VpD4aDQaXLx4EfHx8bh48SJWrFgBDw8P/PDDD/Dx8ZHUpujfmouLC1566SV07doV9erVM3hNtrOzs6QgiIiIiB62b98+tGzZEikpKfj6669RUFAAADh+/DjmzJkjqU3RIz7x8fFGPXfw4EG0bdvW6DdIEhERWZMHz9uSWt/SzZgxAwsWLMDkyZPh5OSkv9+jRw988MEHkto02zhZnz59cPXqVXM1T0REVLPJWt8j863PNcSJEyfw0ksvlbvv4eGBv//+W1KbZkt8uPiZiIioEkx8HsvFxQWZmZnl7h87dgxPPPGEpDYtf2UUERER1UiDBg3Cm2++iaysLKhUKuh0Ohw8eBBTp07F8OHDJbXJxIeIiEgBKrVa9mXpFi1ahMDAQHh7e6OgoADNmjVDly5d0KFDB8ycOVNSm5IPKSUiIiIZVDKnq1SWP9VlZ2eHjz76CLNmzcLJkydRUFCANm3ayDok3WyJD8/wsjxFngGVlttln5XcdmTjfpLrUvUXd/lbpUOweI/77+9x//0SVWc+Pj6S39vzMLMlPlzcTEREVAmVSvRBo+XqW6DJkycb/eyyZctEty868bl79y4EQYCjoyMA4M8//8Q333yDZs2aoVevXvrnbt26JToYIiIiq6FSy0x8LHONz7Fjxww+Hz16FCUlJQgIuD9qee7cOdjY2CA4OFhS+6ITn379+iE8PBxjx45FXl4e2rVrB1tbW/z9999YtmwZxo0bJykQIiIior179+p/XrZsGZycnLBhwwa4uroCAP755x+89tpr6Ny5s6T2RaeLR48e1X/Zl19+CU9PT/z555/YuHEjVq5cKaqtuXPnQqVSGVyBgYH68nv37iEyMhJ169ZFnTp1MGDAAGRnZ4sNmYiIqNoRVGrZl6VbunQpYmJi9EkPALi6umLBggVYunSppDZF/9bu3Lmjf230jz/+iPDwcKjVarRv3x5//vmn6ACaN2+OzMxM/XXgwAF9WVRUFL7//nts3boV+/btw7Vr1xAeHi76O4iIiKqdsqkuOZeFy8/Px/Xr18vdv379uuQlNaKnuvz9/bFt2za89NJL2L17N6KiogAAOTk50Gq14gOoVQteXl7l7t+8eRPr16/H5s2b0aNHDwD3zwkLCgrCoUOH0L59+0e2V1hYiMLCQv3n/Px80TERERGR8l566SW89tprWLp0KZ599lkAQEpKCqZNmyZ5IER0ujh79mxMnToVjRs3xrPPPouQkBAA90d/2rRpIzqA8+fPo0GDBvDz88OQIUOQkZEBAEhNTUVxcTFCQ0P1zwYGBsLHxwfJyckVthcTE2NwWry3t7fomIiIiMxOpZJ/Wbg1a9agT58+GDx4MBo1aoRGjRph8ODB6N27N1atWiWpTdEjPv/3f/+HTp06ITMzE61bt9bf79mz5yMPEqtMu3btkJCQgICAAGRmZmLevHno3LkzTp48iaysLNjZ2cHFxcWgjqenJ7KysipsMzo62mArXH5+PpMfIiKqftTq+5ec+hbO0dERq1atwpIlS3Dx4kUAQJMmTVC7dm3JbUp6j4+XlxcKCgqQmJiILl26wMHBAc8884zolxb26dNH/3OrVq3Qrl07NGrUCF988QUcHBykhAaNRgONRiOpLhERUVWRu0DZGhY3l6lduzZatWplkrZEJz43btzAyy+/jL1790KlUuH8+fPw8/NDREQEXF1dJa+yBu6fwvrkk0/iwoUL+Ne//oWioiLk5eUZjPpkZ2c/ck0QERERWZbbt29j8eLFSEpKQk5ODnQ6nUH5pUuXRLcpOvGJioqCra0tMjIyEBQUpL//yiuvYPLkybISn4KCAly8eBHDhg1DcHAwbG1tkZSUhAEDBgAAzp49i4yMDP26IiIiohqLLzB8rNdffx379u3DsGHDUL9+fZMchyU68fnxxx+xe/duNGzY0OB+06ZNRW9nnzp1Kl544QU0atQI165dw5w5c2BjY4NXX30Vzs7OiIiIwOTJk+Hm5gatVosJEyYgJCSkwh1dRERENQYTn8f64YcfsGPHDnTs2NFkbYpOfG7fvq0/ruJBubm5otfW/PXXX3j11Vdx48YNuLu7o1OnTjh06BDc3d0BALGxsVCr1RgwYAAKCwsRFhYmeRU3ERER1Syurq5wc3MzaZuiE5/OnTtj48aNePvttwHcP4Vdp9Ph3XffRffu3UW1tWXLlkrL7e3tERcXh7i4OLFhEhERVW8c8Xmst99+G7Nnz8aGDRseOegihejE591330XPnj3x22+/oaioCNOnT8epU6eQm5uLgwcPmiQoqpmKPAOUDoGqqcjG/STXjbv8rSLfK4ecmMl6CCqVzF1dlv8en6VLl+LixYvw9PRE48aNYWtra1B+9OhR0W2KTnxatGiBc+fO4f3334eTkxMKCgoQHh6OyMhI1K9fX3QARERERI/Sv39/k7cp6T0+zs7OmDlzpqljISIish6c6nqsOXPmmLxNSb+1X375BUOHDkWHDh1w9epVAMAnn3xicMAoERERVYJHVihCdOLz1VdfISwsDA4ODjh69Kj+QNCbN29i0aJFJg+QiIiIrIebmxv+/vtvAP/b1VXRJYXoqa4FCxZgzZo1GD58uMGurI4dO2LBggWSgiAiIrI6nOp6pNjYWDg5OQEAli9fbvL2RSc+Z8+eRZcuXcrdd3Z2Rl5eniliIiIisng8q+vRRowY8cifK7N48WKMHTu23MHmjyL6t+bl5YULFy6Uu3/gwAH4+fmJbY6IiMg6qdT/O6FdymWhiY8UixYtQm5urlHPiv6tjR49Gm+88QZSUlKgUqlw7do1bNq0CVOnTsW4ceNEB0tEREQkhyAIRj8reqprxowZ0Ol06NmzJ+7cuYMuXbpAo9Fg6tSpmDBhgtjmiIiIrBPX+ChCVOJTWlqKgwcPIjIyEtOmTcOFCxdQUFCAZs2aoU6dOuaKkYiIyPIw8VGEqMTHxsYGvXr1wunTp+Hi4oJmzZqZKy4iIiIikxOdLrZo0QKXLl0yRyxERETWo2zER85Foon+rS1YsABTp07F9u3bkZmZifz8fIOLiIiIHq/skFLpF9/cXKZz585wcHAw6lnRi5ufe+45AMCLL74I1QO/dEEQoFKpUFpaKrZJIiIionK6du2KiIgIDBw4sNLEZufOnUa3KTrx2bt3r9gqRESSRTbup3QIVarIM0DpEKiqcHHzY7Vp00a/a/zll19GREQE2rdvL6tN0YlP165dZX0hERERQf5Bo1Yw1bV8+XK89957+O6777BhwwZ06dIF/v7+GDVqFIYNGwZPT0/RbYpOfH7//fdH3lepVLC3t4ePjw80Go3oQIiIiIgeVqtWLYSHhyM8PBw5OTlYu3YtZs2ahf/3//4fnnvuOUycOBE9evQwvj2xATz11FMGa3seZmtri1deeQUffvgh7O3txTZPRERkHRSa6oqLi8OSJUuQlZWF1q1b4/3338ezzz4rPY4qcvjwYcTHx2PLli3w8PDAyJEjcfXqVTz//PP4z3/+g/fee8+odkT/1r755hs0bdoUa9euRVpaGtLS0rB27VoEBARg8+bNWL9+Pfbs2YOZM2eK7hQREZG1kLejS9oBp59//jkmT56MOXPm4OjRo2jdujXCwsKQk5Njhh7Kl5OTg6VLl6JFixbo3Lkzrl+/js8++wyXL1/GvHnzsG7dOvz4449Ys2aN0W2KHvFZuHAhVqxYgbCwMP29li1bomHDhpg1axYOHz6M2rVrY8qUKUZnX0RERFZHgRGfZcuWYfTo0XjttdcAAGvWrMGOHTvw8ccfY8aMGdJjMZOGDRuiSZMmGDVqFEaOHAl3d/dyz7Rq1QrPPPOM0W2KTnxOnDiBRo0albvfqFEjnDhxAsD96bDMzEyxTRMREZFID79DT6PRPHKtbVFREVJTUxEdHa2/p1arERoaiuTkZLPHKZYgCEhKSkLbtm0r3cqu1WpF7TgXnS4GBgZi8eLFKCoq0t8rLi7G4sWLERgYCAC4evWqpJXWRERE1uL+CwzlXQDg7e0NZ2dn/RUTE/PI7/v7779RWlpa7u9nT09PZGVlmb2/YgmCgJ49e+Kvv/4yabuiR3zi4uLw4osvomHDhmjVqhWA+6NApaWl2L59OwDg0qVL+M9//mPSQImIiCyJINy/5NQHgCtXrkCr1ervW8rOarVajaZNm+LGjRto2rSpydoVnfh06NAB6enp2LRpE86dOwcAGDhwIAYPHgwnJycAwLBhw0wWIBEREVVMq9UaJD4VqVevHmxsbJCdnW1wPzs7G15eXuYKT5bFixdj2rRpWL16NVq0aGGSNkUnPgDg5OSEsWPHmiQAIiIia6QTBOhkDPmIrWtnZ4fg4GAkJSWhf//+99vQ6ZCUlITx48dLjsOchg8fjjt37qB169aws7Mrt9YnNzdXdJuSEp9PPvkEH374IS5duoTk5GQ0atQIsbGx8PPzQ79+1vV6eSIiIimE/15y6os1efJkjBgxAm3btsWzzz6L5cuX4/bt2/pdXtVNbGxspe8OlEJ04rN69WrMnj0bkyZNwoIFC/SHkrq6umL58uVMfIiIiKqpV155BdevX8fs2bORlZWFp556Crt27aq2G5JGjhxp8jZF7+p6//338dFHH+Gtt95CrVr/y5vatm2r385OREREldMJ8i8pxo8fjz///BOFhYVISUlBu3btTNsxE7KxsXnkyxVv3LgBGxsbSW2KHvFJT09HmzZtyt3XaDS4ffu2pCCIiGqS2LtnKi0vqrSU6D5BECDIWOMjp25NUVEfCwsLYWdnJ6lN0YmPr68v0tLSyr3EcNeuXQgKCpIUBBEREVGZlStXArh/APq6detQp04dfVlpaSn279+vf3egWKITn8mTJyMyMhL37t2DIAg4fPgwPvvsM8TExGDdunWSgiAiIrI2cqaryupbqtjYWAD3R3zWrFljMK1lZ2eHxo0bizqf60GiE5/XX38dDg4OmDlzJu7cuYPBgwejQYMGWLFiBQYNGiQpCCIiImtkwbmLLOnp6QCA7t274+uvv4arq6vJ2pa0nX3IkCEYMmQI7ty5g4KCAnh4eJgsICIiImvAEZ/HKzuDq6ioCOnp6WjSpInBxiopZBwLCzg6OjLpISIiIrO4e/cuIiIi4OjoiObNmyMjIwMAMGHCBCxevFhSm0alTW3atDH6BUJHjx6VFAgREZE14a6ux5sxYwaOHz+On3/+Gb1799bfDw0Nxdy5czFjxgzRbRqV+JS92hoA7t27h1WrVqFZs2YICQkBABw6dAinTp3iwaRERERG0v33klPf0m3btg2ff/452rdvbzAA07x5c1y8eFFSm0YlPnPmzNH//Prrr2PixIl4++23yz1z5coVSUEQERERPez69euPXFJz+/ZtyUdZiF7js3XrVgwfPrzc/aFDh+Krr76SFAQREZG1EQT5l6Vr27YtduzYof9cluysW7dOP+skluil0Q4ODjh48CCaNm1qcP/gwYOwt7eXFAQREZG14a6ux1u0aBH69OmDP/74AyUlJVixYgX++OMP/Prrr9i3b5+kNkUnPpMmTcK4ceNw9OhRPPvsswCAlJQUfPzxx5g1a5akIIiIiIge1qlTJ6SlpWHx4sVo2bIlfvzxRzz99NNITk5Gy5YtJbUpOvGZMWMG/Pz8sGLFCnz66acAgKCgIMTHx+Pll1+WFAQREZG14a4u4zRp0gQfffSRydqT9Bagl19+mUkOERGRDNzVZbycnBzk5ORApzPsdatWrUS3Je/1h0RERERmkpqaihEjRuD06dPlRrhUKhVKS0tFt2lU4uPm5oZz586hXr16RjXq4+ODX375pdwJ7kRE1UXs3TNKh0BWToC8nVnWMNE1atQoPPnkk1i/fj08PT0lb2F/kFGJT15eHn744Qc4Ozsb1eiNGzckZWFERETWQicI0MnIfOTUrSkuXbqEr776Cv7+/iZr0+iprhEjRpjsS4mIiKydAHmjNpaf9gA9e/bE8ePHqz7xeXgxEREREZG5rVu3DiNGjMDJkyfRokUL2NraGpS/+OKLotusVoubFy9ejOjoaLzxxhtYvnw5gPtng02ZMgVbtmxBYWEhwsLCsGrVKnh6eiobLBERkQx8geHjJScn4+DBg/jhhx/KlUld3Cz6yApzOXLkCD788MNyW9OioqLw/fffY+vWrdi3bx+uXbuG8PBwhaIkIiIyEbnHVVhB4jNhwgQMHToUmZmZ0Ol0BpfUtcTVIvEpKCjAkCFD8NFHH8HV1VV//+bNm1i/fj2WLVuGHj16IDg4GPHx8fj1119x6NChR7ZVWFiI/Px8g4uIiIhqnhs3biAqKsqkszzVIvGJjIxE3759ERoaanA/NTUVxcXFBvcDAwPh4+OD5OTkR7YVExMDZ2dn/eXt7W3W2ImIiKTQQZB9Wbrw8HDs3bvXpG0qvsZny5YtOHr0KI4cOVKuLCsrC3Z2dnBxcTG47+npiaysrEe2Fx0djcmTJ+s/5+fnM/khIqJqR+4J61awmx1PPvkkoqOjceDAAbRs2bLc4uaJEyeKblNS4nPx4kXEx8fj4sWLWLFiBTw8PPDDDz/Ax8cHzZs3N7qdK1eu4I033kBiYqLJTnbXaDTQaDQmaYuIiIiUs27dOtSpUwf79u0rdxq7SqWSlPiInurat28fWrZsiZSUFHz99dcoKCgAABw/fhxz5swR1VZqaipycnLw9NNPo1atWqhVqxb27duHlStXolatWvD09ERRURHy8vIM6mVnZ8PLy0ts6ERERNVG2a4uOZelS09Pr/C6dOmSpDZFJz4zZszAggULkJiYCDs7O/39Hj16VLjguCI9e/bEiRMnkJaWpr/atm2LIUOG6H+2tbVFUlKSvs7Zs2eRkZGBkJAQsaETERFVG3J2dMmdJquJ5J5mX0b0VNeJEyewefPmcvc9PDzw999/i2rLyckJLVq0MLhXu3Zt1K1bV38/IiICkydPhpubG7RaLSZMmICQkBC0b99ebOhERERUw2zcuBFLlizB+fPnAdxf9zNt2jQMGzZMUnuiEx8XFxdkZmbC19fX4P6xY8fwxBNPSAqiMrGxsVCr1RgwYIDBCwyJiIhqMrk7s6xhV9eyZcswa9YsjB8/Hh07dgQAHDhwAGPHjsXff/+NqKgo0W2KTnwGDRqEN998E1u3boVKpYJOp8PBgwcxdepUDB8+XHQAD/v5558NPtvb2yMuLg5xcXGy2yYiIqouuKvr8d5//32sXr3aIL948cUX0bx5c8ydO7dqEp9FixYhMjIS3t7eKC0tRbNmzVBaWorBgwdj5syZogMgIjKX2LtnlA6BqEI8nf3xMjMz0aFDh3L3O3TogMzMTEltil7cbGdnh48++ggXL17E9u3b8emnn+LMmTP45JNPYGNjIykIIiIioof5+/vjiy++KHf/888/R9OmTSW1KfkFhj4+PvDx8ZFanYiIyKqV6u5fcupbunnz5uGVV17B/v379Wt8Dh48iKSkpEcmRMYwKvF58E3Ij7Ns2TJJgRAREVkTTnU93oABA5CSkoLY2Fhs27YNABAUFITDhw+jTZs2kto0KvE5duyYweejR4+ipKQEAQEBAIBz587BxsYGwcHBkoIgIiIiepTg4GB8+umnJmvPqMTnwQPCli1bBicnJ2zYsEF/kvo///yD1157DZ07dzZZYERERJZMJwgo5YjPY5Udk3Xp0iUsX75c8jFZZUQvbl66dCliYmL0SQ8AuLq6YsGCBVi6dKnoAIiIiKzR/WMnBBmX0j0wvwePyfrqq69kHZNVRnTik5+fj+vXr5e7f/36ddy6dUtSEEREREQPM+UxWWVEJz4vvfQSXnvtNXz99df466+/8Ndff+Grr75CREQEwsPDJQVBRERkbcp2dcm5LN2JEyfw0ksvlbsv5ZisMqK3s69ZswZTp07F4MGDUVxcfL+RWrUQERGBJUuWSAqCiIjI2nBX1+OZ45gs0SM+jo6OWLVqFW7cuIFjx47h2LFjyM3NxapVq1C7dm1JQRARERE9rOyYrKysLJMdkyX5BYa1a9dGq1atpFYnIiKyaqUyd3XJqVtTPOqYrJKSEgwZMkTyMVmiE5/u3btDpVJVWL5nzx5JgRAREVkTHSBrZ5YVLPHRH5M1e/ZsnDhxAgUFBWjTpo3k4yoACYnPU089ZfC5uLgYaWlpOHnyJEaMGCE5ECIiImtSqhNQKiPzkVO3pnjUyRGHDh2CSqWCvb09/P390a9fP7i5uRndpujEJzY29pH3586dq99fT0RERDVX48aN8eeffxrci4mJwYwZM/Sff//9d0RGRuLIkSNwd3fHhAkTMH36dJPGcezYMRw9ehSlpaXlTosIDAzEqlWrMGXKFBw4cADNmjUzqk3Ja3weNnToUDz77LN47733TNUkWZHYu2cqLItyCKzCSIiIqoYgc1eXYOY1PvPnz8fo0aP1n52cnPQ/5+fno1evXggNDcWaNWtw4sQJjBo1Ci4uLhgzZozJYigbzYmPj4dWqwUA3Lx5E6+//jo6deqE0aNHY/DgwYiKisLu3buNatNkiU9ycjLs7e1N1RwREZFFKxXuX3Lqm5OTkxO8vLweWbZp0yYUFRXh448/hp2dHZo3b460tDQsW7bMpInPkiVLkJiYqE96AMDZ2Rlz585Fr1698MYbb2D27Nno1auX0W2KTnwefkmhIAjIzMzEb7/9hlmzZoltjoiIiGTIz883+KzRaKDRaGS3u3jxYrz99tvw8fHRj6rUqnU/bUhOTkaXLl0M3qYcFhaGd955B//884/BsVZy3Lx5Ezk5OeWmsa5fv67vt4uLC4qKioxuU3Tio9VqDXZ1qdVqBAQEYP78+aIyLiIiImtmqhcYent7G9yfM2cO5s6dKyc0TJw4EU8//TTc3Nzw66+/Ijo6GpmZmVi2bBkAICsrq9xLBT09PfVlpkp8+vXrh1GjRmHp0qV45plnAABHjhzB1KlT0b9/fwDA4cOH8eSTTxrdpujEJyEhQWwVIiIieoipdnVduXLFYCqootGeGTNm4J133qm0zdOnTyMwMNBgN1WrVq1gZ2eHf//734iJiTHJaJKxPvzwQ0RFRWHQoEEoKSkBcP+0iBEjRug3WwUGBmLdunVGtyk68fHz88ORI0dQt25dg/t5eXl4+umncenSJbFNEhERkURardYg8anIlClTMHLkyEqf8fPze+T9du3aoaSkBJcvX0ZAQAC8vLyQnZ1t8EzZ54rWBUlRp04dfPTRR4iNjdXnF35+fqhTp47+mYdfs/M4ohOfy5cvo7S0tNz9wsJCXL16VWxzREREVqmqz+pyd3eHu7u7pO9KS0uDWq2Gh4cHACAkJARvvfUWiouLYWtrCwBITExEQECAyaa5HlSnTh2TnRZhdOLz3Xff6X/evXs3nJ2d9Z9LS0uRlJSExo0bmyQoIiIiS1ddd3UlJycjJSUF3bt3h5OTE5KTkxEVFYWhQ4fqk5rBgwdj3rx5iIiIwJtvvomTJ09ixYoVFb7rrzoxOvEpW0SkUqnKvaHZ1tYWjRs3xtKlS00aHBEREVUtjUaDLVu2YO7cuSgsLISvry+ioqIM1v04Ozvjxx9/RGRkJIKDg1GvXj3Mnj3bpFvZzcXoxEenu38qiK+vL44cOYJ69eqZLSgiIiJLV9VTXcZ6+umncejQocc+16pVK/zyyy9micGcRK/xSU9PN0ccREREVkWnE6CTsatLTl1rZlTis3LlSowZMwb29vZYuXJlpc9OnDjRJIERERFZMp3MNT7Me6QxKvGJjY3FkCFDYG9vX+nCJZVKxcSHiIiIqi2jEp8Hp7c41UVERCRfdV3jY+lEr/GZP38+pk6dCkdHR4P7d+/exZIlSzB79myTBUcEVH5y++OkjxlYafnKT05Ibpuqhpx//kTVWakgoFRG8iKnrjVTi60wb948FBQUlLt/584dzJs3zyRBEREREZmD6BEfQRAMDiktc/z4cbi5uZkkKCIiIkvHXV3KMDrxcXV1hUqlgkqlwpNPPmmQ/JSWlqKgoABjx441S5BERESWphQy39xsskisi9GJz/LlyyEIAkaNGoV58+YZHFlhZ2eHxo0bIyQkxCxBEhEREZmC0YlP2TEVvr6+6NChg/5QMiIiIhKPu7qUIXqNT9euXfU/37t3D0VFRQblWq1WflREREQWjru6lCF6V9edO3cwfvx4eHh4oHbt2nB1dTW4iIiIiKor0YnPtGnTsGfPHqxevRoajQbr1q3DvHnz0KBBA2zcuNEcMRIREVkcnU5AqYyLu7qkET3V9f3332Pjxo3o1q0bXnvtNXTu3Bn+/v5o1KgRNm3ahCFDhpgjTiIiIotSlsDIqU/iiR7xyc3NhZ+fH4D763lyc3MBAJ06dcL+/ftNGx0REZGFkjPaIzdpsmaiEx8/Pz/9eV2BgYH44osvANwfCXJxcTFpcERERESmJHqq67XXXsPx48fRtWtXzJgxAy+88AI++OADFBcXY9myZeaIkYiIyOKU6uRNV5XqTBiMFRGd+ERFRel/Dg0NxZkzZ5Camgp/f3+0atXKpMERERFZKq7xUYboqa6HNWrUCOHh4XBzc8OYMWNMERMRERGRWYge8anIjRs3sH79eqxdu9ZUTRKZ3cRhLRX53pWfnFDke4mo+uCIjzJMlvgQERGR8XQyEx++x0ca2VNdRERERDUFR3yIiIgUUCrInOriWV2SGJ34hIeHV1qel5cn+stXr16N1atX4/LlywCA5s2bY/bs2ejTpw+A+4egTpkyBVu2bEFhYSHCwsKwatUqeHp6iv4uIiKi6oRrfJRhdOLj7Oz82PLhw4eL+vKGDRti8eLFaNq0KQRBwIYNG9CvXz8cO3YMzZs3R1RUFHbs2IGtW7fC2dkZ48ePR3h4OA4ePCjqe4iIiIgAEYlPfHy8yb/8hRdeMPi8cOFCrF69GocOHULDhg2xfv16bN68GT169NDHEBQUhEOHDqF9+/Ymj4eIiKiqcMRHGdVmjU9paSm2bt2K27dvIyQkBKmpqSguLkZoaKj+mcDAQPj4+CA5ObnCxKewsBCFhYX6z/n5+WaPnYiISKwSnQAbGclLCRMfSRTf1XXixAnUqVMHGo0GY8eOxTfffINmzZohKysLdnZ25c7/8vT0RFZWVoXtxcTEwNnZWX95e3ubuQdERETi8ZBSZSie+AQEBCAtLQ0pKSkYN24cRowYgT/++ENye9HR0bh586b+unLligmjJSIioppM8akuOzs7+Pv7AwCCg4Nx5MgRrFixAq+88gqKioqQl5dnMOqTnZ0NLy+vCtvTaDTQaDTmDpuIiEgWvsBQGYqP+DxMp9OhsLAQwcHBsLW1RVJSkr7s7NmzyMjIQEhIiIIREhERyVcqCLIvEk/REZ/o6Gj06dMHPj4+uHXrFjZv3oyff/4Zu3fvhrOzMyIiIjB58mS4ublBq9ViwoQJCAkJ4Y4uIiIikkTRxCcnJwfDhw9HZmYmnJ2d0apVK+zevRv/+te/AACxsbFQq9UYMGCAwQsMiYiIajpuZ1eGoonP+vXrKy23t7dHXFwc4uLiqigiIiKiqsHERxmKL24mMifftVsrLU8fM7CKIjE0cVhLyXVXfnJCct3Yu2ck15UjyiFQct1a+RW/vuJxSrQVb4QgIuvExIeIiEgBHPFRBhMfIiIiBZQKOpTqdLLqk3jVbjs7ERERkblwxIeIiEgBfIGhMpj4EBERKaBUJ0DNNT5VjokPERGRAkp0gErW6ewmDMaKcI0PERERWQ2O+BARESmAU13KYOJDRESkACY+yuBUFxERERlYuHAhOnToAEdHR7i4uDzymYyMDPTt2xeOjo7w8PDAtGnTUFJSYvDMzz//jKeffhoajQb+/v5ISEgwf/CPwcSHiIhIAWVvbpZzmUtRUREGDhyIcePGPTr20lL07dsXRUVF+PXXX7FhwwYkJCRg9uzZ+mfS09PRt29fdO/eHWlpaZg0aRJef/117N6922xxG4NTXURERAqozu/xmTdvHgBUOELz448/4o8//sBPP/0ET09PPPXUU3j77bfx5ptvYu7cubCzs8OaNWvg6+uLpUuXAgCCgoJw4MABxMbGIiwszGyxPw5HfIiIiGqw/Px8g6uwsNDs35mcnIyWLVvC09NTfy8sLAz5+fk4deqU/pnQ0FCDemFhYUhOTjZ7fJVh4kNERKQAU011eXt7w9nZWX/FxMSYPfasrCyDpAeA/nNWVlalz+Tn5+Pu3btmj7EinOoiq+a7dmuFZeljBlZhJMabOKxlhWWV9UdJcacSpFf++3KFRUV+7aW3S6QwQRAgyJiuEoT7da9cuQKtVqu/r9FoHvn8jBkz8M4771Ta5unTpxEYGCg5ppqAiQ8REVENptVqDRKfikyZMgUjR46s9Bk/Pz+jvtPLywuHDx82uJedna0vK/vfsnsPPqPVauHg4GDU95gDEx8iIiIF6HSCrAXKYuu6u7vD3d1d8vc9KCQkBAsXLkROTg48PDwAAImJidBqtWjWrJn+mZ07dxrUS0xMREhIiElikIprfIiIiBQgCILsy1wyMjKQlpaGjIwMlJaWIi0tDWlpaSgoKAAA9OrVC82aNcOwYcNw/Phx7N69GzNnzkRkZKR+qm3s2LG4dOkSpk+fjjNnzmDVqlX44osvEBUVZba4jcERHyIiIgUIOplrfMy4nX327NnYsGGD/nObNm0AAHv37kW3bt1gY2OD7du3Y9y4cQgJCUHt2rUxYsQIzJ8/X1/H19cXO3bsQFRUFFasWIGGDRti3bp1im5lB5j4EBER0UMSEhIe+5blRo0alZvKeli3bt1w7NgxE0YmHxMfIiIiBVT1Gh+6j4kPERGRAgTd/UtOfRKPi5uJiIjIanDEh4iISAFyd2aZc1eXJWPiQ0REpACu8VEGp7qIiIjIanDEh4iISAHV+T0+loyJDxERkRJkJj5g4iMJp7qIiIjIaljNiE+0Z1vYScjzYu+eMUM0VBP4rt0quW76mIEmjMR031tZn8wZc8CMKWZp1+7SIcl1i/zamzASIvF0ggCVjJ1ZOu7qksRqEh8iIqLqRBBkrvFh4iMJEx8iIiIFcHGzMrjGh4iIiKwGR3yIiIgUoNMBKlkvMDRhMFaEiQ8REZECeGSFMjjVRURERFaDIz5EREQKEHT3Lzn1STwmPkRERArQ6QSZa3w41SUFp7qIiIjIanDEh4iISAF8j48ymPgQEREpgImPMjjVRURERFaDIz5EREQK4CGlyrCaxCcm+zdotdpHlkU5BFZYr7IygKe3U82i1Knxck5Cv/XBm5Lr2td1rrgwZU+ldR1atK2wbM+QuZXW7fL7r5WWEwGc6lKK1SQ+RERE1QlPZ1cG1/gQERGR1eCIDxERkQIEnSDrJYSc6pJG0RGfmJgYPPPMM3BycoKHhwf69++Ps2fPGjxz7949REZGom7duqhTpw4GDBiA7OxshSImIiIyjbJDSuVcJJ6iic++ffsQGRmJQ4cOITExEcXFxejVqxdu376tfyYqKgrff/89tm7din379uHatWsIDw9XMGoiIiKqqRSd6tq1a5fB54SEBHh4eCA1NRVdunTBzZs3sX79emzevBk9evQAAMTHxyMoKAiHDh1C+/bSd4oQEREpibu6lFGt1vjcvHkTAODm5gYASE1NRXFxMUJDQ/XPBAYGwsfHB8nJyY9MfAoLC1FYWKj/nJ+fb+aoiYiIxNPpBICHlFa5arOrS6fTYdKkSejYsSNatGgBAMjKyoKdnR1cXFwMnvX09ERWVtYj24mJiYGzs7P+8vb2NnfoREREVENUm8QnMjISJ0+exJYtW2S1Ex0djZs3b+qvK1eumChCIiIi0xF0pbIvEq9aTHWNHz8e27dvx/79+9GwYUP9fS8vLxQVFSEvL89g1Cc7OxteXl6PbEuj0UCj0Zg7ZCIiIlnkJi9MfKRRdMRHEASMHz8e33zzDfbs2QNfX1+D8uDgYNja2iIpKUl/7+zZs8jIyEBISEhVh0tEREQ1nKIjPpGRkdi8eTO+/fZbODk56dftODs7w8HBAc7OzoiIiMDkyZPh5uYGrVaLCRMmICQkhDu6iIioRhN0OpkjPjoTRmM9FE18Vq9eDQDo1q2bwf34+HiMHDkSABAbGwu1Wo0BAwagsLAQYWFhWLVqVRVHSkREZFpCaSmEUhmJj4y61kzRxMeYt07a29sjLi4OcXFxVRARERFR1RAEmWt8BCY+UlSLxc1Ki717RukQyML4rt0quW76mIEmjMR0fMKekVz3WFivCsva7P6x0rpO49+R/L1ylFRS1uX3ivtDRNUbEx8iIiIFcFeXMpj4EBERKYCJjzKqzQsMiYiIiMyNIz5EREQK4IiPMpj4EBERKYDv8VEGp7qIiIjIwMKFC9GhQwc4OjqWOyi8jEqlKnc9fN7mzz//jKeffhoajQb+/v5ISEgwf/CPwcSHiIhIATpdqezLXIqKijBw4ECMGzeu0ufi4+ORmZmpv/r3768vS09PR9++fdG9e3ekpaVh0qRJeP3117F7926zxW0MTnUREREpoDqv8Zk3bx4APHaExsXFpcJDw9esWQNfX18sXboUABAUFIQDBw4gNjYWYWFhJo1XDI74EBER1WD5+fkGV2FhYZV9d2RkJOrVq4dnn30WH3/8scGJDMnJyQgNDTV4PiwsDMnJyVUW36NwxIeIiEgBphrx8fb2Nrg/Z84czJ07V05oRpk/fz569OgBR0dH/Pjjj/jPf/6DgoICTJw4EQCQlZUFT09Pgzqenp7Iz8/H3bt34eDgYPYYH4WJDxERkRJKSyGoZUxX/feQ0itXrkCr1epvazSaRz4+Y8YMvPNO5UfAnD59GoGBgUZ9/axZs/Q/t2nTBrdv38aSJUv0iU91xcSHiIhIAYJQCpjgkFKtVmuQ+FRkypQpGDlyZKXP+Pn5SY6nXbt2ePvtt1FYWAiNRgMvLy9kZ2cbPJOdnQ2tVqvYaA/AxIeIiMgquLu7w93d3Wztp6WlwdXVVT/iFBISgp07dxo8k5iYiJCQELPFYAwmPkRERAoQdDp5Iz5mfIFhRkYGcnNzkZGRgdLSUqSlpQEA/P39UadOHXz//ffIzs5G+/btYW9vj8TERCxatAhTp07VtzF27Fh88MEHmD59OkaNGoU9e/bgiy++wI4dO8wWtzGY+BBVM75rt5qt7fQxAyssS95+vtK6lZUHtfSQHBORtRJ0Mqe6zLidffbs2diwYYP+c5s2bQAAe/fuRbdu3WBra4u4uDhERUVBEAT4+/tj2bJlGD16tL6Or68vduzYgaioKKxYsQINGzbEunXrFN3KDjDxISIioockJCRU+g6f3r17o3fv3o9tp1u3bjh27JgJI5OPiQ8REZEC7k91SZ+u4lld0jDxISIiUkB1nuqyZHxzMxEREVkNjvgQEREpgCM+ymDiQ0REpACdrhQqJj5VjlNdREREZDU44kNERKQAoVQHqGSM+JRyV5cUTHyIiIgUYKqzukgcJj5EREQKEHSl8kZ8uMZHEq7xISIiIqvBER8iIiIFcMRHGUx8iIiIFMDERxkWn/gIggAAuHXrlsKRECmvoKi4wrK7MhZK3i4pkVw3Pz9fcl0iUyv7u6Ls7w6zKi2GrG8prfi/Z6qYxSc+Zf8SN/X3VzgSIgv26wXpdT09TRcHkYncunULzs7OZmnbzs4OXl5eyPrjC9lteXl5wc7OzgRRWQ+VUCVprXJ0Oh2uXbsGJycnqFQq5Ofnw9vbG1euXIFWq1U6PLNjfy2XNfUVYH8tXXXpryAIuHXrFho0aAC12nz7f+7du4eioiLZ7djZ2cHe3t4EEVkPix/xUavVaNiwYbn7Wq3WKv4wKcP+Wi5r6ivA/lq66tBfc430PMje3p4Ji0K4nZ2IiIisBhMfIiIishpWl/hoNBrMmTMHGo1G6VCqBPtruayprwD7a+msrb+kHItf3ExERERUxupGfIiIiMh6MfEhIiIiq8HEh4iIiKwGEx8iIiKyGhab+CxcuBAdOnSAo6MjXFxcKnwuISEBrVq1gr29PTw8PBAZGWlQ/vvvv6Nz586wt7eHt7c33n33XTNHLo2x/QWAGzduoGHDhlCpVMjLyzMo+/nnn/H0009Do9HA398fCQkJZotZjsf19/jx43j11Vfh7e0NBwcHBAUFYcWKFeWes5T+AkBGRgb69u0LR0dHeHh4YNq0aSh56AytmtLfh507dw79+vVDvXr1oNVq0alTJ+zdu9fgGWP6X5Ps2LED7dq1g4ODA1xdXdG/f3+DckvrLwAUFhbiqaeegkqlQlpamkFZTfmzmKo/i018ioqKMHDgQIwbN67CZ5YtW4a33noLM2bMwKlTp/DTTz8hLCxMX56fn49evXqhUaNGSE1NxZIlSzB37lysXbu2KrogijH9LRMREYFWrVqVu5+eno6+ffuie/fuSEtLw6RJk/D6669j9+7d5ghZlsf1NzU1FR4eHvj0009x6tQpvPXWW4iOjsYHH3ygf8aS+ltaWoq+ffuiqKgIv/76KzZs2ICEhATMnj1b/0xN6u/Dnn/+eZSUlGDPnj1ITU1F69at8fzzzyMrKwuAcf2vSb766isMGzYMr732Go4fP46DBw9i8ODB+nJL62+Z6dOno0GDBuXu16Q/i6kGECxcfHy84OzsXO5+bm6u4ODgIPz0008V1l21apXg6uoqFBYW6u+9+eabQkBAgDlCNYmK+ltm1apVQteuXYWkpCQBgPDPP//oy6ZPny40b97c4PlXXnlFCAsLM1O08j2uvw/6z3/+I3Tv3l3/2ZL6u3PnTkGtVgtZWVn6e6tXrxa0Wq3+39+a2F9BEITr168LAIT9+/fr7+Xn5wsAhMTEREEQjOt/TVFcXCw88cQTwrp16yp8xpL6W2bnzp1CYGCgcOrUKQGAcOzYMX1ZTfyzmKovix3xeZzExETodDpcvXoVQUFBaNiwIV5++WVcuXJF/0xycjK6dOlicPJtWFgYzp49i3/++UeJsGX5448/MH/+fGzcuPGRh+8lJycjNDTU4F5YWBiSk5OrKkSzunnzJtzc3PSfLam/ycnJaNmyJTwfOOk8LCwM+fn5OHXqlP6ZmtjfunXrIiAgABs3bsTt27dRUlKCDz/8EB4eHggODgZgXP9riqNHj+Lq1atQq9Vo06YN6tevjz59+uDkyZP6ZyypvwCQnZ2N0aNH45NPPoGjo2O5ckv7s5iUZbWJz6VLl6DT6bBo0SIsX74cX375JXJzc/Gvf/1Lf2JuVlaWwR8sAPSfy4bYa4rCwkK8+uqrWLJkCXx8fB75TEX9zc/Px927d6siTLP59ddf8fnnn2PMmDH6e5bUX2P+Xa2p/VWpVPjpp59w7NgxODk5wd7eHsuWLcOuXbvg6uoKwLL+W7106RIAYO7cuZg5cya2b98OV1dXdOvWDbm5uQAsq7+CIGDkyJEYO3Ys2rZt+8hnLKm/pLwalfjMmDEDKpWq0uvMmTNGtaXT6VBcXIyVK1ciLCwM7du3x2effYbz58+XWzSpFFP2Nzo6GkFBQRg6dKiZo5bOlP190MmTJ9GvXz/MmTMHvXr1MkPk0pirvzWFsf0XBAGRkZHw8PDAL7/8gsOHD6N///544YUXkJmZqXQ3jGZsf3U6HQDgrbfewoABAxAcHIz4+HioVCps3bpV4V4Yz9j+vv/++7h16xaio6OVDpmsRC2lAxBjypQpGDlyZKXP+Pn5GdVW/fr1AQDNmjXT33N3d0e9evWQkZEBAPDy8kJ2drZBvbLPXl5exoYtmSn7u2fPHpw4cQJffvklgPv/LwsA6tWrh7feegvz5s2rsL9arRYODg7iOyCSKftb5o8//kDPnj0xZswYzJw506DMkvrr5eWFw4cPG9x7+N9Vpfv7MGP7v2fPHmzfvh3//PMPtFotAGDVqlVITEzEhg0bMGPGDKP6rzRj+1uWzD34Z5NGo4Gfn5/Bn02W0t89e/YgOTm53Bldbdu2xZAhQ7BhwwbF/ywmy1KjEh93d3e4u7ubpK2OHTsCAM6ePYuGDRsCAHJzc/H333+jUaNGAICQkBC89dZbKC4uhq2tLYD7a4MCAgL0Q+zmZMr+fvXVVwbTGUeOHMGoUaPwyy+/oEmTJgDu93fnzp0G9RITExESEmKSGB7HlP0FgFOnTqFHjx4YMWIEFi5cWK7ckvobEhKChQsXIicnBx4eHgDu90Wr1er/AlW6vw8ztv937twBgHLr0tRqtX50xJj+K83Y/gYHB0Oj0eDs2bPo1KkTAKC4uBiXL182+LPJUvq7cuVKLFiwQP/52rVrCAsLw+eff4527doBUP7PYrIwCi+uNps///xTOHbsmDBv3jyhTp06wrFjx4Rjx44Jt27d0j/Tr18/oXnz5sLBgweFEydOCM8//7zQrFkzoaioSBAEQcjLyxM8PT2FYcOGCSdPnhS2bNkiODo6Ch9++KFS3aqQMf190N69e8vt6rp06ZLg6OgoTJs2TTh9+rQQFxcn2NjYCLt27aqiXhjvcf09ceKE4O7uLgwdOlTIzMzUXzk5Ofo2LKm/JSUlQosWLYRevXoJaWlpwq5duwR3d3chOjpa30ZN6u+Drl+/LtStW1cIDw8X0tLShLNnzwpTp04VbG1thbS0NEEQjOt/TfLGG28ITzzxhLB7927hzJkzQkREhODh4SHk5uYKgmB5/X1Qenp6uV1dNenPYqr+LDbxGTFihACg3LV37179Mzdv3hRGjRoluLi4CG5ubsJLL70kZGRkGLRz/PhxoVOnToJGoxGeeOIJYfHixVXcE+MY098HPSrxKbv/1FNPCXZ2doKfn58QHx9v9tileFx/58yZ88jyRo0aGbRjKf0VBEG4fPmy0KdPH8HBwUGoV6+eMGXKFKG4uNignZrS34cdOXJE6NWrl+Dm5iY4OTkJ7du3F3bu3GnwjDH9rymKioqEKVOmCB4eHoKTk5MQGhoqnDx50uAZS+rvgx6V+AhCzfmzmKo/lSD8d7EHERERkYWrUbu6iIiIiORg4kNERERWg4kPERERWQ0mPkRERGQ1mPgQERGR1WDiQ0RERFaDiQ8RERFZDSY+REREZDWY+BBZoG7dumHSpElKh0FEVO0w8SEiIiKrwcSHiIiIrAYTHyIL988//2D48OFwdXWFo6Mj+vTpg/Pnz+vLExIS4OLigt27dyMoKAh16tRB7969kZmZqWDURETmwcSHyMKNHDkSv/32G7777jskJydDEAQ899xzKC4u1j9z584dvPfee/jkk0+wf/9+ZGRkYOrUqQpGTURkHrWUDoCIzOf8+fP47rvvcPDgQXTo0AEAsGnTJnh7e2Pbtm0YOHAgAKC4uBhr1qxBkyZNAADjx4/H/PnzFYubiMhcOOJDZMFOnz6NWrVqoV27dvp7devWRUBAAE6fPq2/5+joqE96AKB+/frIycmp0liJiKoCEx8igq2trcFnlUoFQRAUioaIyHyY+BBZsKCgIJSUlCAlJUV/78aNGzh79iyaNWumYGRERMpg4kNkwZo2bYp+/fph9OjROHDgAI4fP46hQ4fiiSeeQL9+/ZQOj4ioyjHxIbJw8fHxCA4OxvPPP4+QkBAIgoCdO3eWm94iIrIGKoET+URERGQlOOJDREREVoOJDxEREVkNJj5ERERkNZj4EBERkdVg4kNERERWg4kPERERWQ0mPkRERGQ1mPgQERGR1WDiQ0RERFaDiQ8RERFZDSY+REREZDX+P9mkF2yKiCVfAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -233,23 +227,23 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "d31412c0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -283,23 +277,23 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "7000d0af", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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h2LRpE0aOHImxY8di1apVAICCggIAgFarNXtPq9VK9+40ZcoUXL58WSp5eXn2bQQREZEVBBcBgouLgiKo3YQ6SdWhLpPJhMjISCQnJwMAOnXqhKNHj2LJkiV47rnnpOcEwfwfriiKla5V0Gg00Gg09guaiIjIBriPjzpU/dUCAgIQFhZmdq19+/Y4c+YMAECn0wFApd6dwsLCSr1ARERERPeiauLTrVs3HD9uvn37iRMn0LJlSwBAcHAwdDodMjMzpfsGgwFZWVmIjo6u0ViJiIhsiau61GHRUFfFiio5li5diqZNm1b7zPjx4xEdHY3k5GQMHDgQe/fuxbJly7Bs2TIAt4a4xo0bh+TkZISGhiI0NBTJycnw9PREQkKC7JiIiIhqC+7crA6LEp+vv/4aAwcOhIeHh0WVrlmzBleuXLln4vPQQw9h/fr1mDJlCmbMmIHg4GCkpaVh8ODB0jOTJ09GWVkZRo0aheLiYnTp0gUZGRnw8vKyKBYiIiKiChZPbl6wYME9E5kK69atsziAfv36oV+/flXeFwQBer0eer3e4jqJiIhqO8HVFS6uroreJ/ksSny2bt0KPz8/iyv9/vvv0axZM6uDchTzyo6p8q4Soz3us/rd909/Y8NIqKa5nT9+74fI7qr752DQtqvBSMjeuKpLHRYlPjExMbIqffjhh60KhoiIiMierNrHx2Qy4ddff0VhYSFMJpPZvR49etgkMCIiIkfGHh91yE58du/ejYSEBPz+++8QRdHsniAIMBqNNguOiIjIUVXswKzkfZJPduIzcuRIREZG4rvvvkNAQECVOygTERFR1djjow7Zic/Jkyexbt06tGnTxh7xEBEREdmN7HSxS5cu+PXXX+0RCxERkdMQXARlOzfzkFKrWNTjc+jQIenvl156CRMnTkRBQQEiIiJQv359s2c7duxo2wiJiIgcEOf4qMOixOeBBx6AIAhmk5mHDRsm/V1xj5ObiYiIqDazKPHJzc21dxxERERORXBxheCiYOdmBe86M4sSn4rT0gFg27ZtiI6ORr165q/evHkTO3fuNHuWiIiIquDieqsoeZ9kkz1AGBsbi4sXL1a6fvnyZcTGxtokKCIiIiJ7kL2cvWIuz52KiorQoEEDmwRFRETk8FxcbhUl75NsFic+8fHxAG5NZE5KSoJGo5HuGY1GHDp0CNHR0baPkIiIyAEJrq6KTljn6ezWsTjx8fHxAXCrx8fLywseHh7SPTc3N3Tt2hUjRoywfYQ2knJ+H7y9vdUOo9a71wnro1v1r6FIiOhO1Z3cDvD0diJLWJz4rFixAqIoQhRFLFy4EF5eXvaMi4iIyLFxcrMqZA0QiqKINWvWoKCgwF7xEBEROQcXl/8lP1YVzvGxhqxfzcXFBaGhoSgqKrJXPERERE6hYudmJYXkk/2rzZ49G6+88gqOHDlij3iIiIiI7Eb2cvYhQ4bg2rVruP/+++Hm5mY2yRnAXff4ISIiojsICuf4CJzjYw3ZiU9aWpodwiAiInIynNysCtmJT2Jioj3iICIiIrI7q2ZGGY1GfPnll5g5cyZmzZqF9evX81R2IiIiGWp6crNer4cgCGZFp9NJ90VRhF6vR2BgIDw8PNCzZ08cPXrU1s1Wnewen19//RVPPPEEzp49i3bt2kEURZw4cQJBQUH47rvvEBISYo84iYiIHIsKQ10dOnTA5s2bpc+ut+3+PHv2bKSmpmLlypVo27YtZs6ciV69euH48eMOtXef7B6fsWPHIiQkBHl5eThw4ABycnJw5swZBAcHY+zYsfaIkYiIiGygXr160Ol0UmnSpAmAW709aWlpmDp1KuLj4xEeHo709HRcu3YNa9asUTlq25Kd+GRlZWH27Nnw8/OTrjVu3BjvvPMOsrKybBocERGRw7LRBoYlJSVmpby8vMqvPHnyJAIDAxEcHIxBgwbh1KlTAIDc3FwUFBQgLi5Oelaj0SAmJgY7d+607+9Qw2QnPhqNBqWlpZWuX7lyBW5ubjYJioiIyNFVHFKqpABAUFAQfHx8pJKSknLX7+vSpQtWrVqFTZs24cMPP0RBQQGio6NRVFQkncig1WrN3tFqtQ53WoPsOT79+vXDCy+8gOXLl+Mvf/kLAGDPnj0YOXIknnrqKZsHSERERFXLy8szO4Rbo9Hc9bk+ffpIf0dERCAqKgohISFIT09H165dAQCCIJi9I4pipWt1newenwULFiAkJARRUVFwd3eHu7s7unXrhjZt2mD+/Pn2iJGIiMjxuLgoLwC8vb3NSlWJz50aNGiAiIgInDx5UlrddWfvTmFhYaVeoJq2fPnyu16/efMmpkyZIrs+2T0+jRo1wjfffIOTJ0/i2LFjEEURYWFhaNOmjewvp9rHoG1X7f33T39TQ5EQETk4lTcwLC8vxy+//ILu3bsjODgYOp0OmZmZ6NSpEwDAYDAgKysL7777rqLvUWrixInYuHEjPvzwQ2l+8bFjx5CQkIDLly9XObRXFatPOAsNDcWTTz6Jp556ikkPERGRTIKLq+Iix6RJk5CVlYXc3Fzs2bMHf//731FSUoLExEQIgoBx48YhOTkZ69evx5EjR5CUlARPT08kJCTY6RewTE5ODs6fP4+IiAhkZmbi/fffx4MPPojw8HAcPHhQdn2ye3yMRiNWrlyJH3/8EYWFhTCZTGb3t2zZIjsIIiIisq8//vgDzz77LC5cuIAmTZqga9eu2L17N1q2bAkAmDx5MsrKyjBq1CgUFxejS5cuyMjIUH0Pn+DgYGzbtg3jx4/H448/DldXV6xatQqDBg2yqj7Zic/LL7+MlStXom/fvggPD3e4SU9EREQ1QvjfPB2r35dh7dq11VcnCNDr9dDr9dbHZCcbNmzAp59+iujoaBw/fhwffvghevTogcDAQNl1yU581q5di88//xxPPPGE7C8jIiKiW6wZrrrzfWfw4osvIj09HTNnzsTEiRNx/vx5DBs2DBEREViyZAkGDhwoqz7ZiY+bmxvn9BAREVGN2LFjB/bs2YP7778fAKDT6bBx40a8//77GDZsmOzER3Yf28SJEzF//nyIoij3VSIiIqpgo52bHd3+/fulpOd2o0ePxv79+2XXJ7vHZ/v27di6dSu+//57dOjQAfXr1ze7/9VXX8kOgoiIyOm4KJzj4ySJj0ajwW+//YYVK1bgt99+w/z589G0aVP88MMPCAoKkl2f7F+tUaNGePrppxETEwN/f3+zbbJ9fHxkB0BERERUlaysLERERGDPnj346quvcOXKFQDAoUOH8NZbb8muT3aPz4oVKyx6bseOHYiMjLR4B0kiIiJncvt5W9a+7wxee+01zJw5ExMmTDBbWh8bG2vViRF26yfr06cPzp49a6/qiYiI6jZF83sU7vpchxw+fBhPP/10petNmjRBUVGR7Prslvhw8jMREVE1mPhYpFGjRsjPz690PScnB82aNZNdn3PMjCIiIqI6KSEhAa+++ioKCgogCAJMJhN27NiBSZMm4bnnnpNdHxMfIiIiFQguLoqLM5g1axZatGiBZs2a4cqVKwgLC0OPHj0QHR2NN954Q3Z9sic3ExERkQ0ICoerBOcY6qpfvz4++eQTzJgxAzk5OTCZTOjUqRNCQ0Otqs9uiQ/P8HJMBm27Ku+5nT9ul+8c3aq/Xep1Ru+f/kbtEMiOqvt3sLp/d4nqgpCQEISEhCiux26JDyc3ExERVUMQZB80Wul9BzVhwgSLn01NTZVVt+zEp6ysDKIowtPTEwDw+++/Y/369QgLC0NcXJz0XGlpqdyqiYiInIfgojDxcdw5Pjk5OWaf9+/fD6PRiHbtbvVcnjhxAq6urujcubPsumUnPv3790d8fDxGjhyJS5cuoUuXLqhfvz4uXLiA1NRU/POf/5QdBBEREVGFrVu3Sn+npqbCy8sL6enp8PX1BQAUFxfj+eefR/fu3WXXLTtdPHDggPRF69atg1arxe+//45Vq1ZhwYIFsurS6/UQBMGs6HQ66b4oitDr9QgMDISHhwd69uyJo0ePyg2ZiIio1hEFF8XFGcydOxcpKSlS0gMAvr6+mDlzJubOnSu7Ptm/2rVr16QtozMyMhAfHw8XFxd07doVv//+u+wAOnTogPz8fKkcPnxYujd79mykpqZi0aJFyM7Ohk6nQ69evTiMRkREdV/FUJeS4gRKSkpw/vz5StcLCwutygdk/2pt2rTB119/jby8PGzatEma11NYWAhvb2/ZAdSrVw86nU4qTZo0AXCrtyctLQ1Tp05FfHw8wsPDkZ6ejmvXrmHNmjVV1ldeXo6SkhKzQkRERHXT008/jeeffx7r1q3DH3/8gT/++APr1q3D8OHDER8fL7s+2YnPtGnTMGnSJLRq1Qp/+ctfEBUVBeBW70+nTp1kB3Dy5EkEBgYiODgYgwYNwqlTpwAAubm5KCgoMJswrdFoEBMTg507d1ZZX0pKitlp8dYcWU9ERGR3gqC8OIGlS5eib9++GDJkCFq2bImWLVti8ODB6NOnDxYvXiy7PtmTm//+97/j4YcfRn5+Pu6//37p+qOPPnrXQ8Sq06VLF6xatQpt27bF+fPnMXPmTERHR+Po0aMoKCgAAGi1WrN3KuYUVWXKlClmy+BKSkqY/BARUe3j4nKrKHnfCXh6emLx4sWYM2cOfvvtN4iiiDZt2qBBgwZW1WfVPj46nQ5XrlxBZmYmevToAQ8PDzz00EOyNy3s06eP9HdERASioqIQEhKC9PR0dO3aFUDljRBFUaz2ezQaDTQajaw4iIiIaprSCcrOMrm5QoMGDdCxY0fF9cj+1YqKivDoo4+ibdu2eOKJJ6QTU//xj39g4sSJioJp0KABIiIicPLkSWl1V0XPT4XCwsJKvUBERETkmK5evYo333wT0dHRaNOmDVq3bm1W5JLd4zN+/HjUr18fZ86cQfv27aXrzzzzDMaPH2/V0rIK5eXl+OWXX9C9e3cEBwdDp9MhMzNTmjtkMBiQlZWFd9991+rvICIiqhW4gaFF/vGPfyArKwtDhw5FQECA4iOxZCc+GRkZ2LRpE5o3b252PTQ0VPZy9kmTJuHJJ59EixYtUFhYiJkzZ6KkpASJiYkQBAHjxo1DcnIyQkNDERoaiuTkZHh6eiIhIUFu2ERERLULEx+LfP/99/juu+/QrVs3m9QnO/G5evWqdFzF7S5cuCB7bs0ff/yBZ599FhcuXECTJk3QtWtX7N69Gy1btgQATJ48GWVlZRg1ahSKi4vRpUsXZGRkSPsIERERkWPz9fWFn5+fzeqTnS726NEDq1atkj4LggCTyYQ5c+YgNjZWVl1r167FuXPnYDAYcPbsWXz55ZcICwszq1uv1yM/Px/Xr19HVlYWwsPD5YZMRERU+3ADQ4u8/fbbmDZtGq5du2aT+mT3+MyZMwc9e/bEvn37YDAYMHnyZBw9ehQXL17Ejh07bBIU1U0GbTur3x3vcZ8NI6GqjG7VX5Xvff/0N6p8rxLV/VZ1sT1U+4iCoHBVl3Ps4zN37lz89ttv0Gq1aNWqFerXr292/8CBA7Lqk534hIWF4dChQ1i8eDFcXV1x9epVxMfHY/To0QgICJBbHREREVGV/vrXv9q0Pqv38ZkxY4ZNAyEiInIqnNxskbfeesum9Vn1q/3nP//BkCFDEB0djbNnzwIAVq9eje3bt9s0OCIiIofFIytUITvx+fLLL9G7d294eHjgwIEDKC8vBwCUlpYiOTnZ5gESERGRc/Hz88OFCxcA/G9VV1VFLtlDXTNnzsTSpUvx3HPPYe3atdL16OhoDn8RERFZikNdVZo3b560dU1aWppN65ad+Bw/fhw9evSodN3b2xuXLl2yRUxEREQOj2d1VS0xMfGuf1fnnXfewciRI9GoUaNqn5P9qwUEBODXX3+tdH379u1WnZlBRETklASX/53Qbk1x4MTHGsnJybh48eI9n5P9q7344ot4+eWXsWfPHgiCgHPnzuGTTz7BpEmTMGrUKKuCJSIiIlJCFEWLnpM91DV58mRcvnwZsbGxuH79Onr06AGNRoNJkyZhzJgxsgMlIiJySpzjowpZiY/RaMT27dsxceJETJ06FT///DNMJhPCwsLQsGFDe8VIRETkeJj4qEJW4uPq6orevXvjl19+gZ+fHyIjI+0VFxEREZHNyU4XIyIicOrUKXvEQkRE5Dx4SKkqZP9qs2bNwqRJk7Bhwwbk5+ejpKTErBAREdG9VRxSan3hzs236969Ozw8PO75nOzJzY8//jgA4KmnnoJw248uiiIEQYDRaJRbJREREdFd9ezZE8OGDcOAAQOqTWw2btxoUX2yE5+tW7fKfYWInNzoVv2rvPf+6W/sUq893et7lbTJoG1n9btUx3Bys0U6d+6MyZMn46WXXsLAgQMxfPhwdO3a1er6ZCc+MTExVn8ZERER/ZfSg0adZKhr7ty5mD17NjZs2IAVK1agR48eaNOmDYYNG4ahQ4dCq9XKqk924nPo0KG7XhcEAe7u7mjRogU0Go3caomIiIjuytXVFf3790f//v3x559/4oMPPsCbb76J119/HU888QTGjh2LRx55xKK6ZCc+DzzwgNncnjvVr18fzzzzDD744AO4u7vLrZ6IiMg5qDTUtXjxYsyZMwf5+fno0KED0tLS0L17d+vjqEF79+7FihUr8Omnn6Jp06ZISkpCfn4+nnzySfzzn//Ee++9d886ZP9q69evR2hoKJYtW4aDBw8iJycHy5YtQ7t27bBmzRosX74cW7ZswRtvvGFVo4iIiJyBshVd1h1w+tlnn2HcuHGYOnUqcnJy0L17d/Tp0wdnzpyxQwtto7CwEHPnzkV4eDi6d++OP//8E2vXrsXp06cxffp0LFu2DN988w2WLl1qUX2ye3xmzZqF+fPno3fv3tK1jh07onnz5njzzTexd+9eNGjQABMnTrQo8yIiInJKKvT4pKamYvjw4fjHP/4BAEhLS8OmTZuwZMkSpKSkWB+LHTVv3hwhISEYNmwYkpKS0KRJk0rP/OUvf8FDDz1kUX2yE5/Dhw+jZcuWla63bNkShw8fBnBrOCw/P19u1URERCTTnXvoaTSau861NRgM2L9/P1577TWz63Fxcdi5c6ddY7SWKIrYvHkzIiMj4enpWeVz3t7eFq86l50u3nfffXjnnXdgMBikazdu3MA777yD++67DwBw9uxZ2bOsiYiInMmtDQyVFQAICgqCj4+PVKrqublw4QKMRmOl/z5rtVoUFBTYvb3WEEURjz32GM6ePWuzOmX3+Lz//vt46qmn0Lx5c3Ts2BGCIODQoUMwGo3YsGEDAODUqVMYNWqUzYIkIiJyNKJ4qyh5HwDy8vLg7e0tXb/Xyuo7FyhVbEBcG7m4uCA0NBRFRUUIDQ21SZ2yE5/o6GicPn0aH3/8MU6cOAFRFPH3v/8dCQkJ8PLyAgAMHTrUJsERERFR9by9vc0Sn6r4+/vD1dW1Uu9OYWFhrR6lmT17Nl555RUsWbIE4eHhiuuTnfgAQMOGDTFy5EjFX05EROSsTKIIk4IuH7nvurm5oXPnzsjMzMTTTz8tXc/MzET//ursgm6JIUOG4Nq1a7j//vvh5uZW6diKixcvyqrPqsRn9erV+OCDD3Dq1Cns2rULLVu2xLx589C6deta/eMRERHVFuJ/i5L35ZowYQKGDh2KyMhIREVFYdmyZThz5kyt7syYN2+eTYfiZCc+S5YswbRp0zBu3DjMnDlTOpTU19cXaWlpTHyIiIhqqWeeeQZFRUWYMWMG8vPzER4ejo0bN951tXZtkZSUZNP6ZK/qWrhwIT788ENMnToV9er9L2+KjIyUlrMTERFR9Uyi8mKNUaNG4fTp0ygvL8f+/fvRo0cP2zbMxlxdXVFYWFjpelFREVxdXWXXJ7vHJzc3F506dap0XaPR4OrVq7IDICLnptYJ60rMKztW7X1DtXeJbhFFEaKCOT5K3q1LqmpneXk53NzcZNcnO/EJDg7GwYMHK3WLff/99wgLC5MdABEREdGdFixYAODW8vuPPvoIDRs2lO4ZjUZs27ZN2j9QDtmJzyuvvILRo0fj+vXrEEURe/fuxaeffoqUlBR89NFHsgMgIiJyRkqGqyred2Tz5s0DcKvHZ+nSpWbDWm5ubmjVqpXF53PdTnbi8/zzz+PmzZuYPHkyrl27hoSEBDRr1gzz58/HoEGDZAdARETkrBw8d1EkNzcXABAbG4uvvvoKvr6+NqnXquXsI0aMwIgRI3DhwgWYTCY0bdrUJsEQERE5C/b4WKbiDC6DwYDc3FyEhISYLa6SS8GxsLd2gWTSQ0RERPZSVlaG4cOHw9PTEx06dMCZM2cAAGPHjsU777wjuz6LUqZOnTpZvHnQgQMHZAdBRETkbLiqyzKvvfYafvrpJ/z73//G448/Ll1/7LHH8NZbb1U6bf5eLEp8/vrXv0p/X79+HYsXL0ZYWBiioqIAALt378bRo0d5MCkREZGFTP8tSt53Bl9//TU+++wzdO3a1awTJiwsDL/99pvs+ixKfN566y3p73/84x8YO3Ys3n777UrP5OXlyQ6AiIiIqCp//vnnXafVXL161aqjLGTP8fniiy/w3HPPVbo+ZMgQfPnll7IDICIickaiqLw4g4ceegjfffed9Lki2fnwww+lkSc5ZE+L9vDwwPbt2xEaGmp2ffv27XB3d5cdABERkTPiqi7LpKSk4PHHH8fPP/+MmzdvYv78+Th69Ch27dqFrKws2fXJTnzGjRuHf/7zn9i/fz+6du0K4NYcn3/961+YNm2a7ACIiIiIqhIdHY0dO3bgvffeQ0hICDIyMvDggw9i165diIiIkF2f7MTntddeQ+vWrTF//nysWbMGANC+fXusXLkSAwcOlB0AERGRM+KqLstFREQgPT3dJnVZtQPQwIEDmeQQEREpwFVd8hQWFqKwsBAmk3nLO3bsKKse67c+JCIiIrKz/fv3IzExEb/88kulXi5BEGA0GmXVZ1Hi4+fnhxMnTsDf39+iSlu0aIH//Oc/lU5wJyKqLeaVHVM7BHJyIpStzHKWga7nn38ebdu2xfLly6HVaq1awn47ixKfS5cu4fvvv4ePj49FlRYVFcnOwIiIiJyJSRRhUpD5KHm3LsnNzcVXX32FNm3a2KQ+i4e6EhMTbfKFRERE9N8eH4XvO4NHH30UP/30U80mPndOJCIiIiKqCR999BESExNx5MgRhIeHo379+mb3n3rqKVn11ZrJzSkpKXj99dfx8ssvIy0tDcCtpXrTp0/HsmXLUFxcjC5duuD9999Hhw4d1A2WiIhIIW5gaJmdO3di+/bt+P777yvds2Zys+wjK+whOzsby5Ytq7Qkbfbs2UhNTcWiRYuQnZ0NnU6HXr16obS0VKVIiYiIbETpcRVOkviMHTsWQ4cORX5+Pkwmk1mxZj6x6onPlStXMHjwYHz44Yfw9fWVrouiiLS0NEydOhXx8fEIDw9Heno6rl27Jm2ceDfl5eUoKSkxK0RERFQ3FRUVYfz48dBqtTapT/XEZ/To0ejbty8ee+wxs+u5ubkoKChAXFycdE2j0SAmJgY7d+6ssr6UlBT4+PhIJSgoyG6xExERWcsEUXFxBvHx8di6davN6lN1js/atWtx4MABZGdnV7pXUFAAAJUyPK1Wi99//73KOqdMmYIJEyZIn0tKSpj8EBFRraP0hHUnWc2Otm3bYsqUKdi+fTsiIiIqTW4eO3asrPqsSnx+++03rFixAr/99hvmz5+Ppk2b4ocffkBQUJDFE4/z8vLw8ssvIyMjo9pT3e/cqEgUxWo3L9JoNNBoNJY1hIiIiGq1jz76CA0bNkRWVlal09gFQbB/4pOVlYU+ffqgW7du2LZtG2bNmoWmTZvi0KFD+Oijj7Bu3TqL6tm/fz8KCwvRuXNn6ZrRaMS2bduwaNEiHD9+HMCtnp+AgADpmcLCQpuN8xEREamFq7osk5uba9P6ZM/xee211zBz5kxkZmbCzc1Nuh4bG4tdu3ZZXM+jjz6Kw4cP4+DBg1KJjIzE4MGDcfDgQbRu3Ro6nQ6ZmZnSOwaDAVlZWYiOjpYbNhERUa2iZEWX0mGyukrpifaAFYnP4cOH8fTTT1e63qRJExQVFVlcj5eXF8LDw81KgwYN0LhxY4SHh0MQBIwbNw7JyclYv349jhw5gqSkJHh6eiIhIUFu2ERERFRHrVq1ChEREfDw8ICHhwc6duyI1atXW1WX7KGuRo0aIT8/H8HBwWbXc3Jy0KxZM6uCqMrkyZNRVlaGUaNGSRsYZmRkwMvLy6bfQ0REVNOUrsxyllVdqampePPNNzFmzBh069YNoihix44dGDlyJC5cuIDx48fLqk924pOQkIBXX30VX3zxBQRBgMlkwo4dOzBp0iQ899xzcqsz8+9//9vssyAI0Ov10Ov1iuolIiKqbbiqyzILFy7EkiVLzHKM/v37o0OHDtDr9fZPfGbNmoWkpCQ0a9YMoigiLCwMRqMRCQkJeOONN+RWR0RkN/PKjqkdAlGVeDq7ZfLz8+86tzc6Ohr5+fmy65M9x6d+/fr45JNPcOLECXz++ef4+OOPcezYMaxevRqurq6yAyAiIiKqSps2bfD5559Xuv7ZZ58hNDRUdn1Wb2AYEhKCkJAQa18nIiJyakbTraLkfWcwffp0PPPMM9i2bRu6desGQRCwfft2/Pjjj3dNiO7FosTn9p2Q7yU1NVV2EERERM6GQ12W+dvf/oY9e/Zg3rx5+Prrr6VpNnv37kWnTp1k12dR4pOTk2P2ef/+/TAajWjXrh0A4MSJE3B1dTXbjJCIiIjIFjp37oyPP/7YJnVZlPjcfjhYamoqvLy8kJ6eLp2mXlxcjOeffx7du3e3SVBERESOziSKMLLHxyIVR2WdOnUKaWlpVh2VVUH25Oa5c+ciJSVFSnoAwNfXFzNnzsTcuXPlVkdEROSUbh1ZISooaregZmRlZSEiIgJ79uzBl19+iStXrgAADh06hLfeekt2fbITn5KSEpw/f77S9cLCQpSWlsoOgIiIiKgqtjoqq4LsxOfpp5/G888/j3Xr1uGPP/7AH3/8gXXr1mH48OGIj4+XHQAREZEzqljVpaQ4A1sdlVVB9nL2pUuXYtKkSRgyZAhu3Lhxq5J69TB8+HDMmTNHdgBERETOiKu6LGPro7Jk9/h4enpi8eLFKCoqQk5ODg4cOICLFy9i8eLFaNCggewAiIiIiKpScVRWQUGBTY7KsnoDwwYNGqBjx47Wvk5EROTUjApXdSl5ty6521FZN2/exODBg606Kkt24hMbGwtBEKq8v2XLFtlBEBERORsToGhllpNM8ZGOynr77bdx4MABmEwmdOrUyarjKgArEp8HHnjA7PONGzdw8OBBHDlyBImJiVYFQURE5GyMJhFGBZmPknfrkrudHrF7924IggB3d3e0adMG/fv3h5+fn0X1yU585s2bd9frer1eWltPREREdVerVq3w+++/m1179dVX8c4770ifz5w5g9GjR2PLli3w8PBAQkIC3nvvPbMl57ZQMZ+44sQIURRx8uRJuLq64r777sPixYsxceJEbN++HWFhYfesz+o5PncaMmQI/vKXv+C9996zVZXkROaVHavy3niP+2owEiKimiEqXNUl2nmOz4wZMzBixAjpc8OGDaW/jUYj+vbtiyZNmmD79u0oKipCYmIiRFHEwoULbRpHRW/OihUr4O3tDeDWnoLDhw/Hww8/jBEjRiAhIQHjx4/Hpk2b7lmfzRKfXbt2wd3d3VbVEREROTSjeKsoed+evLy8oNPp7novIyMDP//8M/Ly8hAYGAjg1skOSUlJmDVrlpSg2MKcOXOQmZlpVqe3tzf0ej3i4uLw8ssvY9q0aYiLi7OoPtmJz52bFIqiiPz8fOzbtw9vvvmm3OqIiIhIgZKSErPPGo0GGo1Gcb3vvvsu3n77bQQFBWHAgAF45ZVXpGGsXbt2ITw8XEp6AKB3794oLy/H/v37ERsbq/j7K1y+fBmFhYWVhrH+/PNPqe2NGjWCwWCwqD7ZiY+3t7fZqi4XFxe0a9cOM2bMsDjbIiIicna22sAwKCjI7Ppbb70FvV6vJDS8/PLLePDBB+Hr64u9e/diypQpyM3NxUcffQQAKCgogFarNXvH19cXbm5uKCgoUPTdd+rfvz+GDRuGuXPn4qGHHoIgCNi7dy8mTZqEv/71rwCAvXv3om3bthbVJzvxWblypdxXiIiI6A62WtWVl5dnNgxUVW+PXq/H9OnTq60zOzsbkZGRGD9+vHStY8eO8PX1xd///ne8++67aNy4MQDcdWsbURSr3fLGGh988AHGjx+PQYMG4ebNmwBunRiRmJgoLbi67777pKTsXmQnPq1bt0Z2drbU8AqXLl3Cgw8+iFOnTsmtkoiIiKzk7e1t0ZyaMWPGYNCgQdU+06pVq7te79q1KwDg119/RePGjaHT6bBnzx6zZ4qLi3Hjxo1KPUFKNWzYEB9++CHmzZuHU6dOQRRFhISEmE22vnOrnerITnxOnz4No9FY6Xp5eTnOnj0rtzoiIiKnVNNndfn7+8Pf39+q78rJyQEABAQEAACioqIwa9Ys5OfnS9cyMjKg0WjQuXNnq77jXho2bGiTEyMsTny+/fZb6e9NmzbBx8dH+mw0GvHjjz9WmSkSERGRudq6qmvXrl3YvXs3YmNj4ePjg+zsbIwfPx5PPfUUWrRoAQCIi4tDWFgYhg4dijlz5uDixYuYNGkSRowYYdMVXfZgceJTMYFIEIRKOzTXr18frVq1wty5c20aHBEREdUsjUaDzz77DNOnT0d5eTlatmyJESNGYPLkydIzrq6u+O677zBq1Ch069bNbAPD2s7ixMdkunUqSHBwMLKzs63uLiMiIqKaH+qy1IMPPojdu3ff87kWLVpgw4YNdonBnmTP8cnNzbVHHERERE7FZBJhUrCqS8m7zsyixGfBggV44YUX4O7ujgULFlT77NixY20SGBERkSMzKZzjw7zHOhYlPvPmzcPgwYPh7u5e5SGlwK35P0x8iIiIqLayKPG5fXiLQ11ERETK1dY5Po5O9hyfGTNmYNKkSfD09DS7XlZWhjlz5mDatGk2C44IqP7k9nvJfWFAtfcXrD5c5b2xQyOs/t57qe57yZySf/5EtZlRFGFUkLwoedeZuch9Yfr06bhy5Uql69euXbvnVthEREREapLd41PVORw//fQT/Pz8bBIUERGRo+OqLnVYnPj4+vpCEAQIgoC2bduaJT9GoxFXrlzByJEj7RIkERGRozFC4c7NNovEuVic+KSlpUEURQwbNgzTp083O7LCzc0NrVq1QlRUlF2CJCIiIrIFixOfimMqgoODER0djfr169stKCIiIkfHVV3qkD3HJyYmRvq7rKwMN27cMLtf2w8nIyIiqg24qksdsld1Xbt2DWPGjEHTpk3RsGFD+Pr6mhUiIiKi2kp24vPKK69gy5YtWLx4MTQaDT766CNMnz4dgYGBWLVqlT1iJCIicjgmkwijgsJVXdaRPdT1f//3f1i1ahV69uyJYcOGoXv37mjTpg1atmyJTz75BIMHD7ZHnERERA6lIoFR8j7JJ7vH5+LFiwgODgZwaz7PxYsXAQAPP/wwtm3bZtvoiIiIHJSS3h6lSZMzk534tG7dGqdPnwYAhIWF4fPPPwdwqyeoUaNGtoyNiIiIyKZkD3U9//zz+OmnnxATE4MpU6agb9++WLhwIW7evInU1FR7xEhERORwjCZlw1VGkw2DcSKyE5/x48dLf8fGxuLYsWPYt28fQkJCcP/999s0OCIiIkfFOT7qkD3UdacWLVogPj4efn5+GDZsmC1iIiIiIrIL2T0+Vbl48SLS09Pxr3/9y1ZVEtnd2KERde57F6w+bMNIiEgt7PFRh80SHyIiIrKcSWHiw318rKN4qIuIiIiormCPDxERkQqMosKhLp7VZRWLE5/4+Phq71+6dEn2ly9ZsgRLliyR9gXq0KEDpk2bhj59+gAARFHE9OnTsWzZMhQXF6NLly54//330aFDB9nfRUREVJtwjo86LB7q8vHxqba0bNkSzz33nKwvb968Od555x3s27cP+/btwyOPPIL+/fvj6NGjAIDZs2cjNTUVixYtQnZ2NnQ6HXr16oXS0lJ5rSQiIiKCjB6fFStW2PzLn3zySbPPs2bNwpIlS7B7926EhYUhLS0NU6dOlXqb0tPTodVqsWbNGrz44os2j4eIiKimsMdHHbVmcrPRaMTatWtx9epVREVFITc3FwUFBYiLi5Oe0Wg0iImJwc6dO6usp7y8HCUlJWaFiIiotrlpEhUXkk/1xOfw4cNo2LAhNBoNRo4cifXr1yMsLAwFBQUAAK1Wa/a8VquV7t1NSkqK2RBcUFCQXeMnIiKyBg8pVYfqiU+7du1w8OBB7N69G//85z+RmJiIn3/+WbovCILZ86IoVrp2uylTpuDy5ctSycvLs1vsREREVLeovpzdzc0Nbdq0AQBERkYiOzsb8+fPx6uvvgoAKCgoQEBAgPR8YWFhpV6g22k0Gmg0GvsGTUREpBA3MFSH6j0+dxJFEeXl5QgODoZOp0NmZqZ0z2AwICsrC9HR0SpGSEREpJxRFBUXkk/VHp/XX38dffr0QVBQEEpLS7F27Vr8+9//xg8//ABBEDBu3DgkJycjNDQUoaGhSE5OhqenJxISEtQMm4iIiOooVROf8+fPY+jQocjPz4ePjw86duyIH374Ab169QIATJ48GWVlZRg1apS0gWFGRga8vLzUDJuIiEgxLmdXh6qJz/Lly6u9LwgC9Ho99Hp9zQRERERUQ5j4qEP1yc1E9hS87Itq7+e+MKCGIrGdsUMjqry3YPXhat+dV3bM1uFYZLzHfVa/W6+k6u0r7uWmt87qd4nIMTHxISIiUgF7fNTBxIeIiEgFRtEEo8mk6H2Sr9YtZyciIiKyF/b4EBERqYAbGKqDiQ8REZEKjCYRLpzjU+OY+BAREangpgkQFCQvNznFxyqc40NEREROgz0+REREKuBQlzqY+BAREamAiY86ONRFREREZmbNmoXo6Gh4enqiUaNGd33mzJkzePLJJ9GgQQP4+/tj7NixMBgMZs8cPnwYMTEx8PDwQLNmzTBjxgyIKp8qzx4fIiIiFdTmHh+DwYABAwYgKirqrudqGo1G9O3bF02aNMH27dtRVFSExMREiKKIhQsXAgBKSkrQq1cvxMbGIjs7GydOnEBSUhIaNGiAiRMn2i32e2HiQ0REpILavI/P9OnTAQArV6686/2MjAz8/PPPyMvLQ2BgIABg7ty5SEpKwqxZs+Dt7Y1PPvkE169fx8qVK6HRaBAeHo4TJ04gNTUVEyZMgCAIdou/OhzqIiIiqsNKSkrMSnl5ud2/c9euXQgPD5eSHgDo3bs3ysvLsX//fumZmJgYaDQas2fOnTuH06dP2z3GqjDxISIiUkHFIaVKCgAEBQXBx8dHKikpKXaPvaCgAFqt1uyar68v3NzcUFBQUOUzFZ8rnlEDh7rIqQUv+6LKe7kvDKjBSGxjXtkxtUO4q/ePrrT+5Qunq7xlaN3V+nqJVCaKIkQFw1UVk4Tz8vLg7e0tXb+9h+V2er1eGsKqSnZ2NiIjIy36/rsNVYmiaHb9zmcqYlZrmAtg4kNERFSneXt7myU+VRkzZgwGDRpU7TOtWrWy6Dt1Oh327Nljdq24uBg3btyQenV0Ol2lnp3CwkIAqNQTVJOY+BAREanAZBIVTVCW+66/vz/8/f2t/r7bRUVFYdasWcjPz0dAQACAWxOeNRoNOnfuLD3z+uuvw2AwwM3NTXomMDDQ4gTLHjjHh4iISAWiKCou9nLmzBkcPHgQZ86cgdFoxMGDB3Hw4EFcuXIFABAXF4ewsDAMHToUOTk5+PHHHzFp0iSMGDFC6n1KSEiARqNBUlISjhw5gvXr1yM5OVnVFV0Ae3yIiIhUIZoUzvGx43L2adOmIT09XfrcqVMnAMDWrVvRs2dPuLq64rvvvsOoUaPQrVs3eHh4ICEhAe+99570jo+PDzIzMzF69GhERkbC19cXEyZMwIQJE+wWtyWY+BAREZGZlStXVrmHT4UWLVpgw4YN1T4TERGBbdu22TAy5Zj4EBERqaCm5/jQLUx8iIiIVCCabhUl75N8nNxMREREToM9PkRERCpQujJL7VPO6yomPkRERCrgHB91cKiLiIiInAZ7fIiIiFRQm/fxcWRMfIiIiNSgMPEBEx+rcKiLiIiInIbT9PhM0UbCzYo8b17ZMTtEQ3VB8LIvrH4394UBNozEdt9bXZvsGXO71ybapV63U7utftfQuqsNIyGSzySKEBSszDJxVZdVnCbxISIiqk1EUeEcHyY+VmHiQ0REpAJOblYH5/gQERGR02CPDxERkQpMJkBQtIGhDYNxIkx8iIiIVMAjK9TBoS4iIiJyGuzxISIiUoFoulWUvE/yMfEhIiJSgckkKpzjw6Eua3Coi4iIiJwGe3yIiIhUwH181MHEh4iISAVMfNTBoS4iIiJyGuzxISIiUgEPKVWH0yQ+Kef3wdvb+673xnvcV+V71d0DeHo71S1qnRqv5CT00kWvWv2ue2OfKu95XC2xut4tg/XV3u9xaKfVdZPz4FCXOpwm8SEiIqpNeDq7OjjHh4iIiJwGe3yIiIhUIJpERZsQcqjLOqr2+KSkpOChhx6Cl5cXmjZtir/+9a84fvy42TOiKEKv1yMwMBAeHh7o2bMnjh49qlLEREREtlFxSKmSQvKpmvhkZWVh9OjR2L17NzIzM3Hz5k3ExcXh6tWr0jOzZ89GamoqFi1ahOzsbOh0OvTq1QulpaUqRk5ERER1kapDXT/88IPZ5xUrVqBp06bYv38/evToAVEUkZaWhqlTpyI+Ph4AkJ6eDq1WizVr1uDFF19UI2wiIiLFuKpLHbVqcvPly5cBAH5+fgCA3NxcFBQUIC4uTnpGo9EgJiYGO3fefbloeXk5SkpKzAoREVFtY/rvHB8lheSrNYmPKIqYMGECHn74YYSHhwMACgoKAABardbsWa1WK927U0pKCnx8fKQSFBRk38CJiIiozqg1ic+YMWNw6NAhfPrpp5XuCYJg9lkUxUrXKkyZMgWXL1+WSl5enl3iJSIiUkI0GRUXkq9WLGd/6aWX8O2332Lbtm1o3ry5dF2n0wG41fMTEBAgXS8sLKzUC1RBo9FAo9HYN2AiIiKFlCYvTHyso2qPjyiKGDNmDL766its2bIFwcHBZveDg4Oh0+mQmZkpXTMYDMjKykJ0dHRNh0tERER1nKo9PqNHj8aaNWvwzTffwMvLS5q34+PjAw8PDwiCgHHjxiE5ORmhoaEIDQ1FcnIyPD09kZCQoGboREREiogmk8IeH5MNo3EeqiY+S5YsAQD07NnT7PqKFSuQlJQEAJg8eTLKysowatQoFBcXo0uXLsjIyICXl1cNR0tERGQ7otEI0agg8VHwrjNTNfGxZNdJQRCg1+uh1+vtHxAREVENEUWFc3xEJj7WqBWTm9U2r+yY2iGQgwle9oXV7+a+MMCGkdhO23dTq7x3fUvl1Zi3y+kdV+W9Tpsyqn3Xa8y71QdmpZsK3u1xqOr2EFHtxsSHiIhIBVzVpQ4mPkRERCpg4qOOWrOBIREREZG9sceHiIhIBezxUQcTHyIiIhVwHx91cKiLiIiIzMyaNQvR0dHw9PREo0aN7vqMIAiVytKlS82eOXz4MGJiYuDh4YFmzZphxowZFm1lY0/s8SEiIlKByWQEFPT4mOw41GUwGDBgwABERUVh+fLlVT63YsUKPP7449JnHx8f6e+SkhL06tULsbGxyM7OxokTJ5CUlIQGDRpg4sSJdov9Xpj4EBERqaA2z/GZPn06AGDlypXVPteoUSPpQPE7ffLJJ7h+/TpWrlwJjUaD8PBwnDhxAqmpqZgwYQIEQbB12BbhUBcREVEdVlJSYlbKy8tr7LvHjBkDf39/PPTQQ1i6dClMt8072rVrF2JiYqDRaKRrvXv3xrlz53D69Okai/FOTHyIiIhUUNHjo6QAQFBQEHx8fKSSkpJSI/G//fbb+OKLL7B582YMGjQIEydORHJysnS/oKAAWq3W7J2KzxWHkquBQ11ERERqMBohuigYrvrvIaV5eXnw9vaWLt/ew3I7vV4vDWFVJTs7G5GRkRZ9/RtvvCH9/cADDwAAZsyYYXb9zuGsionNag1zAUx8iIiIVCGKyiY3VxxS6u3tbZb4VGXMmDEYNGhQtc+0atXK6ni6du2KkpISnD9/HlqtFjqdrlLPTmFhIQBU6gmqSUx8iIiInIC/vz/8/f3tVn9OTg7c3d2l5e9RUVF4/fXXYTAY4ObmBgDIyMhAYGCgogRLKSY+REREKhBNJmU9PnbcwPDMmTO4ePEizpw5A6PRiIMHDwIA2rRpg4YNG+L//u//UFBQgKioKHh4eGDr1q2YOnUqXnjhBWmoLSEhAdOnT0dSUhJef/11nDx5EsnJyZg2bRqHuojof4KXfWG3unNfGFDlvV0bTlb77q4NT1Z5r31EU6tjInJWosJ9fOy5nH3atGlIT0+XPnfq1AkAsHXrVvTs2RP169fH4sWLMWHCBJhMJrRu3RozZszA6NGjpXd8fHyQmZmJ0aNHIzIyEr6+vpgwYQImTJhgt7gtwcSHiIiIzKxcubLaPXwef/xxs40LqxIREYFt27bZMDLlmPgQERGp4NZQl/XDVTyryzpMfIiIiFRQm4e6HBk3MCQiIiKnwR4fIiIiFbDHRx1MfIiIiFRgMhkhMPGpcRzqIiIiIqfBHh8iIiIViEYTICjo8TFyVZc1mPgQERGpwFZndZE8THyIiIhUIJqMynp8OMfHKpzjQ0RERE6DPT5EREQqYI+POpj4EBERqYCJjzocPvERRREAUFpaqnIkROq7YrhR5b0yBRMlr968afW7JSUlVr9LZGsV/62o+G+HXRlvQNG3GKv+95mq5vCJT8X/EYe2aaNyJEQObOev1r+r1douDiIbKS0thY+Pj13qdnNzg06nQ8HPnyuuS6fTwc3NzQZROQ9BrJG0Vj0mkwnnzp2Dl5cXBEFASUkJgoKCkJeXB29vb7XDszu217E5U3udqa0A26sWURRRWlqKwMBAuLjYb/3P9evXYTAYFNfj5uYGd3d3G0TkPBy+x8fFxQXNmzevdN3b29sp/sekAtvr2Jypvc7UVoDtVYO9enpu5+7uzoRFJVzOTkRERE6DiQ8RERE5DadLfDQaDd566y1oNBq1Q6kRbK9jc6b2OlNbAbaXyF4cfnIzERERUQWn6/EhIiIi58XEh4iIiJwGEx8iIiJyGkx8iIiIyGk4bOIza9YsREdHw9PTE40aNaryuZUrV6Jjx45wd3eHTqfDmDFjzO4fPnwYMTEx8PDwQLNmzTBjxoyaOcNFJkvbCwBFRUVo3rw5BEHApUuXzO45Snt/+uknPPvsswgKCoKHhwfat2+P+fPnV3rOUdoLAGfOnMGTTz6JBg0awN/fH2PHjq20M2xdae+dTpw4gf79+8Pf3x/e3t7o1q0btm7davaMJe2vS7777jt06dIFHh4e8Pf3R3x8vNl9R2svAJSXl+OBBx6AIAg4ePCg2T1HbC+pw2F3bjYYDBgwYACioqKwfPnyuz6TmpqKuXPnYs6cOejSpQuuX7+OU6dOSfdLSkrQq1cvxMbGIjs7GydOnEBSUhIaNGiAiRMn1lRTLGJJeysMHz4cHTt2xNmzZ82uO1J79+/fjyZNmuDjjz9GUFAQdu7ciRdeeAGurq5ScutI7TUajejbty+aNGmC7du3o6ioCImJiRBFEQsXLgRQt9p7p759+6Jt27bYsmULPDw8kJaWhn79+uG3336DTqezqP11yZdffokRI0YgOTkZjzzyCERRxOHDh6X7jtbeCpMnT0ZgYCB++ukns+uO2l5SiejgVqxYIfr4+FS6fvHiRdHDw0PcvHlzle8uXrxY9PHxEa9fvy5dS0lJEQMDA0WTyWSPcBWrqr0VFi9eLMbExIg//vijCEAsLi42u+do7b3dqFGjxNjYWOmzI7V348aNoouLi3j27Fnp2qeffipqNBrx8uXLoijWzfaKoij++eefIgBx27Zt0rWSkhIRgPTvryXtrytu3LghNmvWTPzoo4+qfMaR2lth48aN4n333ScePXpUBCDm5OSY3XO09pJ6HHao614yMzNhMplw9uxZtG/fHs2bN8fAgQORl5cnPbNr1y7ExMSYbajVu3dvnDt3DqdPn1YhamV+/vlnzJgxA6tWrbrr4XuO1t47Xb58GX5+ftJnR2rvrl27EB4ejsDAQOla7969UV5ejv3790vP1MX2Nm7cGO3bt8eqVatw9epV3Lx5Ex988AG0Wi06d+4MwLL21xUHDhzA2bNn4eLigk6dOiEgIAB9+vTB0aNHpWccqb0AcP78eYwYMQKrV6+Gp6dnpfuO1l5Sl9MmPqdOnYLJZEJycjLS0tKwbt06XLx4Eb169ZLGjQsKCqDVas3eq/hcUFBQ4zErUV5ejmeffRZz5sxBixYt7vqMI7X3Trt27cLnn3+OF198UbrmSO29W1t8fX3h5uYmtaWutlcQBGRmZiInJwdeXl5wd3fHvHnz8MMPP0jznSxpf11RMdyu1+vxxhtvYMOGDfD19UVMTAwuXrwIwLHaK4oikpKSMHLkSERGRt71GUdqL6mvTiU+er0egiBUW/bt22dRXSaTCTdu3MCCBQvQu3dvdO3aFZ9++ilOnjxpNmlSEASz98T/TgS987o92LK9U6ZMQfv27TFkyJBqn3OU9t7u6NGj6N+/P6ZNm4ZevXqZ3XOk9t4tZlEUza6r2d47Wdp+URQxatQoNG3aFP/5z3+wd+9e9O/fH/369UN+fr5UnyXtV5Ol7TWZTACAqVOn4m9/+xs6d+6MFStWQBAEfPHFF1J9jtLehQsXoqSkBFOmTKm2vtreXqo76tTk5jFjxmDQoEHVPtOqVSuL6goICAAAhIWFSdeaNGkCf39/nDlzBgCg0+kq/X8ThYWFAFDp//uwB1u2d8uWLTh8+DDWrVsH4H//wfP398fUqVMxffp0h2pvhZ9//hmPPPIIRowYgTfeeMPsniO1V6fTYc+ePWbXiouLcePGDaktarf3Tpa2f8uWLdiwYQOKi4vh7e0NAFi8eDEyMzORnp6O1157zaL2q83S9paWlgIw/98mjUaD1q1bm/1vk6O0d+bMmdi9e3elM7oiIyMxePBgpKen14n2Ut1RpxIff39/+Pv726Subt26AQCOHz+O5s2bAwAuXryICxcuoGXLlgCAqKgovP766zAYDHBzcwMAZGRkIDAwUPZ/gK1hy/Z++eWXKCsrkz5nZ2dj2LBh+M9//oOQkBAAjtVe4FZPzyOPPILExETMmjWr0n1Ham9UVBRmzZqF/Px8KanPyMiARqOR5sGo3d47Wdr+a9euAUCleWkuLi5S74gl7Vebpe3t3LkzNBoNjh8/jocffhgAcOPGDZw+fdrsf5scpb0LFizAzJkzpc/nzp1D79698dlnn6FLly4A6kZ7qQ5RaVK13f3+++9iTk6OOH36dLFhw4ZiTk6OmJOTI5aWlkrP9O/fX+zQoYO4Y8cO8fDhw2K/fv3EsLAw0WAwiKIoipcuXRK1Wq347LPPiocPHxa/+uor0dvbW3zvvffUalaVLGnv7bZu3VppVZcjtffIkSNikyZNxMGDB4v5+flSKSwslOpwpPbevHlTDA8PFx999FHxwIED4ubNm8XmzZuLY8aMkeqoS+293Z9//ik2btxYjI+PFw8ePCgeP35cnDRpkli/fn3x4MGDoiha1v665OWXXxabNWsmbtq0STx27Jg4fPhwsWnTpuLFixdFUXS89t4uNze30qouR24v1TyHTXwSExNFAJXK1q1bpWcuX74sDhs2TGzUqJHo5+cnPv300+KZM2fM6jl06JDYvXt3UaPRiDqdTtTr9bVy6a8l7b3d3RIfUXSc9r711lt3vd+yZUuzehylvaJ4Kznq27ev6OHhIfr5+YljxowxW7ouinWnvXfKzs4W4+LiRD8/P9HLy0vs2rWruHHjRrNnLGl/XWEwGMSJEyeKTZs2Fb28vMTHHntMPHLkiNkzjtTe290t8RFFx20v1TxBFOvAtq1ERERENlCnVnURERERKcHEh4iIiJwGEx8iIiJyGkx8iIiIyGkw8SEiIiKnwcSHiIiInAYTHyIiInIaTHyIiIjIaTDxIXJAPXv2xLhx49QOg4io1mHiQ0RERE6DiQ8RERE5DSY+RA6uuLgYzz33HHx9feHp6Yk+ffrg5MmT0v2VK1eiUaNG2LRpE9q3b4+GDRvi8ccfR35+vopRExHZBxMfIgeXlJSEffv24dtvv8WuXbsgiiKeeOIJ3LhxQ3rm2rVreO+997B69Wps27YNZ86cwaRJk1SMmojIPuqpHQAR2c/Jkyfx7bffYseOHYiOjgYAfPLJJwgKCsLXX3+NAQMGAABu3LiBpUuXIiQkBAAwZswYzJgxQ7W4iYjshT0+RA7sl19+Qb169dClSxfpWuPGjdGuXTv88ssv0jVPT08p6QGAgIAAFBYW1misREQ1gYkPkQMTRbHK64IgSJ/r169vdl8QhCrfJSKqy5j4EDmwsLAw3Lx5E3v27JGuFRUV4cSJE2jfvr2KkRERqYOJD5EDCw0NRf/+/TFixAhs374dP/30E4YMGYJmzZqhf//+aodHRFTjmPgQObgVK1agc+fO6NevH6KioiCKIjZu3FhpeIuIyBkIIgfyiYiIyEmwx4eIiIicBhMfIiIichpMfIiIiMhpMPEhIiIip8HEh4iIiJwGEx8iIiJyGkx8iIiIyGkw8SEiIiKnwcSHiIiInAYTHyIiInIaTHyIiIjIafw/zh0KlzFGJY4AAAAASUVORK5CYII=", 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" ] @@ -317,23 +311,23 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "942da4c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -348,23 +342,23 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "ec80c19f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -389,23 +383,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "8ab0d768", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -423,23 +417,23 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "id": "5cb5e8d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -462,23 +456,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "id": "06729c53", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -496,23 +490,23 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "id": "59b5c496", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -537,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "id": "7c883844", "metadata": {}, "outputs": [], @@ -549,23 +543,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "id": "13185131", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -580,23 +574,23 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "83f96b2c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -626,7 +620,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.12.0" }, "vscode": { "interpreter": { diff --git a/pyproject.toml b/pyproject.toml index 709f1ec..4f54a71 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,7 +37,7 @@ dependencies = [ # https://stackoverflow.com/questions/14399534 'pandas>=1.2', 'deprecated', - 'fiona', + "pyogrio", 'xarray[io]', 'affine', 'rasterio', diff --git a/src/ptolemy/raster.py b/src/ptolemy/raster.py index b206864..b5412ce 100644 --- a/src/ptolemy/raster.py +++ b/src/ptolemy/raster.py @@ -6,10 +6,10 @@ from typing import Optional, Union import dask -import fiona as fio import geopandas as gpd import numpy as np import pandas as pd +import pyogrio as pio import xarray as xr from affine import Affine from cf_xarray import decode_compress_to_multi_index, encode_multi_index_as_compress @@ -279,17 +279,16 @@ def __init__(self, shape=None, coords=None, like=None): self.shape = shape self.coords = coords - def read_shpf(self, shpf, idxkey=None, flatten=None): - with fio.open(shpf, "r") as n: - geoms_idxs = tuple((c["geometry"], i) for i, c in enumerate(n)) - self.tags = tuple( - (str(i), c["properties"][idxkey] if idxkey is not None else "") - for i, c in enumerate(n) - ) - if flatten: + def read_shpf(self, shpf, idxkey=None, flatten=None, where=None): + df = pio.read_dataframe(shpf, where=where) + idx = df[idxkey] if idxkey is not None else np.full(len(df), "") + self.tags = tuple((str(i), s) for i, s in enumerate(idx)) + + if not flatten: + geoms_idxs = tuple((s, i) for i, s in enumerate(df["geometry"])) + else: logger.info("Flatting geometries to a single feature") - geoms = [shape(geom) for geom, i in geoms_idxs] - geoms_idxs = [(unary_union(geoms), 0)] + geoms_idxs = [(df.unary_union, 0)] self.geoms_idxs = geoms_idxs self.idxkey = idxkey return self @@ -813,9 +812,7 @@ def aggregate( self.indicator, expected_groups=pd.RangeIndex(len(self.index) + 1), func=func, - ).isel( - {self.dim: slice(1, None)} - ) # skip the "outside of all"-element + ).isel({self.dim: slice(1, None)}) # skip the "outside of all"-element if interior_only: return weight_indicator.assign_coords({self.dim: self.index})