From d96a96404b96bfeef88e775d1cd4a85764c40c2a Mon Sep 17 00:00:00 2001 From: JonathanCrabbe Date: Tue, 30 Jan 2024 11:40:50 +0000 Subject: [PATCH] Add lstm results --- notebooks/results.ipynb | 94 ++-- notebooks/results_lstm.ipynb | 817 +++++++++++++++++++++++++++++++++++ 2 files changed, 864 insertions(+), 47 deletions(-) create mode 100644 notebooks/results_lstm.ipynb diff --git a/notebooks/results.ipynb b/notebooks/results.ipynb index f8d5ff7..4370dd7 100644 --- a/notebooks/results.ipynb +++ b/notebooks/results.ipynb @@ -185,40 +185,40 @@ " \n", " \n", " 0\n", - " 0.821058\n", - " Frequency\n", + " 0.520003\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 1\n", - " 0.996866\n", - " Frequency\n", + " 0.184404\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 2\n", - " 0.815327\n", - " Frequency\n", + " 0.161404\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 3\n", - " 0.188836\n", - " Frequency\n", + " 0.102524\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 4\n", - " 0.255364\n", - " Frequency\n", + " 0.057339\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", @@ -229,11 +229,11 @@ ], "text/plain": [ " Value Metric Domain Metric Dataset Diffusion Domain\n", - "0 0.821058 Frequency Marginal Wasserstein MIMIC-III Frequency\n", - "1 0.996866 Frequency Marginal Wasserstein MIMIC-III Frequency\n", - "2 0.815327 Frequency Marginal Wasserstein MIMIC-III Frequency\n", - "3 0.188836 Frequency Marginal Wasserstein MIMIC-III Frequency\n", - "4 0.255364 Frequency Marginal Wasserstein MIMIC-III Frequency" + "0 0.520003 Time Marginal Wasserstein MIMIC-III Frequency\n", + "1 0.184404 Time Marginal Wasserstein MIMIC-III Frequency\n", + "2 0.161404 Time Marginal Wasserstein MIMIC-III Frequency\n", + "3 0.102524 Time Marginal Wasserstein MIMIC-III Frequency\n", + "4 0.057339 Time Marginal Wasserstein MIMIC-III Frequency" ] }, "execution_count": 4, @@ -301,45 +301,45 @@ " \n", " \n", " 0\n", - " 0.095724\n", - " Half Train\n", - " Frequency\n", + " 0.880029\n", + " Mean\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 1\n", - " 0.158002\n", - " Half Train\n", - " Frequency\n", + " 0.880692\n", + " Mean\n", + " Time\n", " Sliced Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 2\n", - " 0.238351\n", - " Half Train\n", - " Time\n", + " 0.366713\n", + " Mean\n", + " Frequency\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 3\n", - " 0.159241\n", - " Half Train\n", - " Time\n", + " 0.834974\n", + " Mean\n", + " Frequency\n", " Sliced Wasserstein\n", " MIMIC-III\n", " Frequency\n", " \n", " \n", " 4\n", - " 0.366713\n", - " Mean\n", - " Frequency\n", + " 0.238351\n", + " Half Train\n", + " Time\n", " Marginal Wasserstein\n", " MIMIC-III\n", " Frequency\n", @@ -350,11 +350,11 @@ ], "text/plain": [ " Value Baseline Metric Domain Metric Dataset \\\n", - "0 0.095724 Half Train Frequency Marginal Wasserstein MIMIC-III \n", - "1 0.158002 Half Train Frequency Sliced Wasserstein MIMIC-III \n", - "2 0.238351 Half Train Time Marginal Wasserstein MIMIC-III \n", - "3 0.159241 Half Train Time Sliced Wasserstein MIMIC-III \n", - "4 0.366713 Mean Frequency Marginal Wasserstein MIMIC-III \n", + "0 0.880029 Mean Time Marginal Wasserstein MIMIC-III \n", + "1 0.880692 Mean Time Sliced Wasserstein MIMIC-III \n", + "2 0.366713 Mean Frequency Marginal Wasserstein MIMIC-III \n", + "3 0.834974 Mean Frequency Sliced Wasserstein MIMIC-III \n", + "4 0.238351 Half Train Time Marginal Wasserstein MIMIC-III \n", "\n", " Diffusion Domain \n", "0 Frequency \n", @@ -380,7 +380,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUMAAAD3CAYAAACHHzbQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA3h0lEQVR4nO2dfXRcd3nnP2PJkmIn1tXITuw4L9JVoAmhBY+khRZICx4RFoqBeCThAqYUa6Zpuu12N2is7ln/kT0bWUp6TtltF8/IXYihONJMzJKSApmxaVloC5LGgYWTANGVnNjYSaSZkWMnep/94/pez0gz0tXLzGhGz8dHx/rdt98z0ug7z+/leR5bIpFIIAiCsMHZlG8DBEEQ1gMihoIgCIgYCoIgACKGgiAIAJTm24DVcO+991JXV7esey5cuMDu3buzZFF++5O+pK+N1tdK+xsaGuLnP/956sFEAfPRj340J/eshlz2J31JXxutr5X2l+6eDTdMPnDgQFH3lyty+bqkr8KiUP/GbIlE4e4z3LdvH08//XTKsdnZWaanp/NkUX558MEH+dKXvrTq55SXl2Oz2dbAImG9kO5vZSOT7udR0HOG87ly5Qrnz5+ngPV9VTz00EMMDw+v+jnbtm3L6ZyPkH2K1QtdSwraM6yvr2f37t0cOHCAlpYWfvWrX7FlyxZ27Nghns0KuXz5MmNjY7zlLW+htLSoPis3JleuwsBZGI3Cdjs0OmDrlnxblTdOnjzJyZMnuXDhAoODgynnCvrdvnv3btPVnZiYIJFIsGPHDm644YY8W1a4JBIJxsbGmJmZETEsdJ7/BfScgMmp68ee/ja0HYR7fiN/duWRAwcOcODAAfbt27fgXNEtoKy1R6hpGk1NTTQ3NxMMBvH7/Xi9XjRNW/WzI5FIytag5W4TygbiURcJV64uFELQ2z0n4Oob+bFrHSMf/UugqirNzc0AuFwuAILBIF6vl0AgsKpnOxwOVFU120NDQ6t6niCYDJxdKIQGk1PQH4Hfe29ubVrnFJ1nmG00TSMUCuHxeMxj3d3dpkAaRCIRgsEgkUiE7u7ulOuM9vznGp6h4TGGw+EF1y/2DEEwGY2u7vwGRMTQIoODg4TDYSKRCPX19SkencPhML3GcDhs/h+NRlFVFafTid/vR1EUXC4XTqeTYDCY8nxVVc1nOhwOFEXBbrfjcrkIhUIASz5DEABIJOC10cWv2W7PjS0FhIihRerr63E6naYQ1dfXm+cikQjhcJh4PG4ec7vdDA4OUltby8DAAIODg8TjcVMknU7nkn06HA4AolH9U3wlzxA2GBMT+pzgz57PfE15mb6qLKQgYrhKDO/M6XRSV1dHPB43xdHn8xGLxQiFQjQ1NZnXOZ1OU+CWw1o8QyhiXnkVHvuf8JOf6e1tN8HmzanXlJfpq8kbeHtNJmQBZQk0TSMQCJjD1mg0SigUMhdPHA4HoVCIcDiMoiiEQiFztdnv92O322ltbcXlcpnzfdFolJaWFjRNQ9M0wuEwqqqmfG94gMnH0z1DEAD46c/hiSd1zxDgbXfD5w5AAn2xRPYZLklBb7pODqmZmJhgeHiY2tpaKioq8mxZ4SI/xwJjbg6+HYZ/DF0/9qG98JEPwiYZ+GUiXTheQf+0Lly4wL59+zh58mS+TRGE3PPmm+D7ynUhLC/Xh8Af/ZAIYQZOnjzJvn37uHDhwoJzBT1Mnh+BIggbhouvgP8r8Oq1VeObd4D7s7Drlryatd5ZLAKloMVQEDYkZ38KX+2DyUm9/Ztvg89+EiQMdVWIGApCoTA3B//wXXj2zPVjH/mgPkcow+JVI2IoCIXA1Tfgy38Pz/9Sb1dUwB8e0L1CYU0oWjH8k//4BS6+OraqZ+y6uZr/9dePpT3n9/uJx+OoqorX6zVD8YaGhujq6qK7u5v29vZV9Q/61p7m5mZaW1tRVZVoNEo8Hk95dnJfwWAQRVEA8Pl8NDU14XQ6UyJmhALj/K/B/wSMXdtXuvMWfX7wlh35tavIyIkYappGMBg098y53W7zDzbdteFwGLvdjqZpuFyuFf0hX3x1jLMle1Zn+KtnM56y2+243W4AOjs7ze+NTdhrIYSgh+k1NDTgdDrNiBQjNtnoI7mvUCiEz+cDdDE07BIKlIGz8LUAGNnb3/mb8JkW3TMU1pSciGFzc7OZSFHTNNra2jJmfAkGgyl/3B6Px/zjXk8YscjpjmuahsfjIRQKEYlEaGtro6Ojw0z75XA4CAQC5uvq7u7G4XCYHxRW+q6rq6O9vX1BXwMDA6YgGx8sErZXgMzOwjf/EU5/X2/bbLDvQ9D0fv17Yc3J+qzr/Lx/qqqayQzS0dvbm22Tso6qqqbna3hzLpcLl8tFf3+/GbqXnNHGbrebCRlW05eqqmZfRpIIocC4chX+5vh1IdxyA/zJ5+GDHxAhzCJZF0NjyJuM3W4nEomkvd5ut1NfX296NUY8biGTPMyfP+QfGxszh8BW8yOGw+GUFGJCEfHSeTj61/DLF/X27l3g/XN428bMTJ1Lsj5MTs7kkkymJAOBQIC9e/dSV1eH2+1el0PkZILBoDkn6nQ6URTFjDk2vOJIJIKmaUQiESKRCPF4nP7+fgA6Ojrw+/1Eo9G0w2RN0xgYGKCurs58nqZp5lTC/L6M7+PxuPm9qqprtqAjZJEfDcDJp2B6Rm/XvxM+1awnVxCyTtZjk7u7uwmFQilDwLq6Orq6utLOuxmrocZc2GKCaBSEAqiuruahhx7i7W9/OxUVFVlfTS5WJDY5D8zOwlP/AP/8Q71ts8EnPgIfuE+GxWuEUQjKYNkFoUZGRggEAoRCIWKxmHncbrfT1NSEy+WipqZmUSMURVngBUaj0bSryZqm0d/fT1dXF4CZN9Dr9aZdUZ4fjpdcJnOjiZhQoFx+HY5/FYauvXdv3Ap/9Gn4jbvya1eRYYThGSwrHO/w4cPYbDZaWlr4whe+sOD82bNnOXbsGDabjc7OzoxGOJ3OtJ5dQ0PDgmORSITGxkazraoqHR0dGYfaglDQDL8Ex09AfFxv374b2j4L1VX5tWuDklYMH3vsMTo6OqisrMx44549e9izZw/j4+N0dHRkFMT5Hp2maTQ0NJieYSQSQVEUVFXF4XDg8/lShs9jY2PmiqwgFA0//BH0fQNmZvX2u+rhk/uhbPPi9wlZI60YpvMEM1FZWbmoZwj6oojX66WxsZH+/v6UVdPOzk4aGxtpb29HVVWampro7u42xVJWTYWiYnoGgt+EH/yb3t60Cfbvg9/9HZkfzDMrXk0+deoUDzzwgKVrVVU15wHnL5rM305ipLRf7xgLPE1NTWaYXHIG7Fz0L2F6BUZ8XJ8fHD6nt2+6EQ59Bu6S38F6YMVi+OSTT+JwOJZcQMkXD7b/Gb+OvbKqZ9xadQtf6v4fac8Z1eySw+Tm76fMJhKmV2AMDetCePl1vX3n7Xoi1iolr2YJ11mxGPb09HD48GH++I//mHe84x1radOa8OvYK/zovquresa7vm9NTI0N4g0NDdTX1+PxeMwyn+lC7YwpA2OVvaGhgba2NgYHB/H7/Wayh+UiYXrrkEQC/u+/QuCbegougN/5d9DyCdhctHlSCpKMCyhWKq8lEgn27NmD1+tdct6wWDFCCxVFMT00Q/SSQ+0Mb6y7u5u6ujpcLpdZh9nhcJhepdPpZGhoaNV2ZQrTAz3kUYQwB0xPw5PfgH/TN9hTUgItH4f3vjuvZgnpWdUCyuHDhxkcHGTPnlVmhylgjGGqsf0neQ5ubGyM1tbWjKF2ycNqQ7hWs41IwvTWEbG4nnbrpfN6u3KbPj+o1uTTKmERVhyb3NHRwV/+5V/mVQjzWRDKCHXr7e0lHo+nhOEZcdcdHR2Ew2HC4TB+vx/Q5/GGhoYIh8MpSSkaGxvNa42QPbjuXabrf2BggHA4TDAYJBgMEolE0obpJX8ZoYFG+F6m5wur4JdDenyxIYRqjR5fLEKYdxYrCLXicLyenh7a2tpWbdxqWKxU6MfaWtdgznAr3+zJXhYdo9j8eooZlnC8VZBIwPd+AN/41vX5wft+B/Z/FEplfnA9ka5U6ILf0Pj4OLFYbMlV4mQhvHz5MgDbtm1bAzPXhlurbrG8ALLYM7JJOBw2EzYIBc7UFHw9CP3XEgKXlsInH4Dfblz8PmHdsEAMKysr6evro7q62tI+wqeeeopYLMahQ4eyYuBKybQlZj2xnjxCYRWMRfX5wfO/1ttVir5t5s7b82qWsDzS+u5tbW2cPXuWlpYW6urqaGxsNFcnjdRQP/7xjxkeHsbj8bB///5c2y0I64Pnf6kXarr6ht5+Sx18/tP6hmqhoMg4kbFnzx76+voYHx+nr6+PH//4x+ZCQV1dHR6Ph9ra2lzaKgjrh0QCwv8E3/y2/j3AB94HH/+IvoVGKDiWnNWtrKzM+0KJIKwrJibh7wMQ+Yne3rwZ/sAF/04SihQyG7Py9JWr8E8/gODT+v/GEGcZGLHBRolQA7/fb5YtEIqQV0fhr/7muhBWV8F/fkiEsAjYeOv9z/8Cek7A5NT1Y09/W5/wvsd6nQlVVWltbU1bwKqhoUESIBQjP3sevnIS3nxTb9/9Fvjcp/SErELBs7E8wytXFwoh6O2eEyvyED0ej7mh2ohPTqa7uztl0zXoscnJxyKRCPX19WaihUzFsoQ8MTcH3w7DsS9fF8Km98NDh0QIi4iNJYYDZxcKocHkFPQvX4ScTmdKfZfkcgaZyoB2dHTQ0NBgZpGZX060GMqlFg1vTujZqL/1XX2hpKxMT8v/8Q/ruQiFoqGgh8lGON6BAwf4xCc+sfQNo0skn1jqfAYaGxvx+/20tLSkJLhIF5usaRpdXV10dXVht9vNFXoZVq9DXnkVfE/o/wNsrwbPH8KtO1Mum5iYYGRkZFmPnpyc5OLFi+zatYvy8vJlm1ZTUyMRQivAKAyVLhxvxWI4MjKS91yG8wtCLcn2JfINLnU+CSMuWVVV3G43Xq8Xt9uN3+83Y3/TlQHVNA1FURgYGEBRFMLhMA6Hw4wZNmKThTzzk5/BiSf1lWOAe++GPzwAW7YsuHRkZISDBw/m1LwTJ05w991357TPYsAoDJWuIJTl2OTnnnsuxevx+Xx5H84tFpuclqtvwH/97+mHyuVl8N/+C2xd+GbfSGz42OS5OfjHkD5HaPDvnfDhpozD4pV4hiMjIxw5coRHHnlkRU6FeIarw1JscjpaWlrM4ZzB2bNn19S4nLB1i75qPH8RpbxMP77BhXDD88ab8MRJfdUYoKIcDn4S3vH2RW+rqKhYsZdWU1MjHt46wZIYNjU1Ldh4/dRTT2XFoKxzz2/oHmB/RJ8j3G6HRocI4Ubn15f0+OLXRvX2LTvA/VnYmd1kHcL6wZIY1tXVWTpWMGzdAr/33nxbIawXIj+Fr/bqmWcAfute3SO8QYahGwlLYjg0NITP5zMLvCcSCfr6+iT9lFDYzM3B09+B0Pf0ts0GH2mC+/fKtpkNiCUx9Pl8OJ1OktdaVpgTVhDWB1ff0LPNPP9LvX1DBfzhH8Db78mvXULesCSGXV1d7N27N+VYIRcUuspVBhlkjDGqqaaeerayvEgCo/qcw+Ggq6uLSCRCc3MzXV1dC2pDJ19vbL42KtUpipLys/T7/cTjcVRVxev1mrHPVivmJZcKFTJw/tf6/ODYtd0Ru27R5wdv3pFfu4S8YkkM5wshQFVV1Zobkwte4AW+zJeZ4vpq8jM8w+f4HHdjfVXPqJvc2toKpEaRZLo+eTU+uY5xMna73ayu19nZaX5viOdSiBAuQf9ZPePM9LTe3vNb8OkWfeVY2NCknRg5deqUmcof4Pjx4ylfjz/++LqowrbcglBXubpACAGmmOLLfJmrLL9milHEKRwOp+zDnB9/nIxRx9goM5rMYmJaX1+P3+83hXF+H5qm0dTUZPYh8c5JzM7CU/8AX/m6LoQ2mx5S9/lPixBuIBYrCJVWDB999FEGBgbM9rFjx4jFYuZXIpFgbGwsexZbxIhAOXDggKXrBxlcIIQGU0wxyOCybXA6neZXcunP+fHHyRh1jJcz1ZBck9kQzPl9zK+VDBLvDMDrV+BveuDM9/X2lhvgoc/ryRZstvzaJuSUAwcO8PTTT7N79+4F59IOk5OFEPRKePNLghbinOEYiwv4Uuetkin+eLUkxy9b6UPindHLdfqf0OsYA+zepc8Pbq/Oq1nC+sPS/oE9e/bw2GOPmfNjp0+fLsh9htUs/gew1Plkkusmgz4sjUajhMPhtPHHmWoYZyIYDKJpGsFg0Kw7k3yPlT42fLzzv/bDX/3tdSFs2AMP/6kIoZAWS7HJhw8fNsXPiEQ5deqUpep52WS5sclXucojPJJ2qFxGGUc4suxV5WKjKGKTjfnBf/6h3t60CT7xEXj/+9bNsPiFF17g4MGDknAhT6SLTbbkGTY2NtLW1lbww66tbOVzfI4yylKOl1HG5/jchhfComD8MnzRd10Ib9wK/6ENPnDfuhFCYX1iaWvN8PAwALakN1N/f79lz9AY7qmqaqayWmwOzRjyGeK7lvOTd3M3Rziy6n2Gwjpk+JyehGP82k6IO27TE3DYC3MbmJBbLInhnj17aGhooLq6mlAoRDgctrQB2KC5uZnBQX2lVtM02trazGSn8wmHwwQCAXw+n7lVZGhoyHJfViJjtrKV+7jP8jM3EgUbWfTDH0HfN2BmVm+/uwFaH4Cyzfm1SygYLG+6NgQqkUjg9/sXrC5nYn6VOFVV0+6vM/B4PKZwqqqaki5/MTZv3ozNZuO1115jx44dKV6sYJ3XX38dgNLSAkmCPj0Dgf+jiyHo84PNH4P3/bYMi4VlYekdPzIyQm1tLUePHmV8fJxwOExVVZWlpJThcDhl/x3oURaRSMTcC2egaRrRaBRFUYhEImaUhxVKSkq47bbbOH/+/LITbQqpbNu2rTDEMD6u1ycZfklv33QjHDoId9Xm1y6hILH0jg+Hwxw6dAjQi8rv37+f48ePm8cWIx6Ppz2eHK1hEIlEsNvtBINBnE4nfr8fVVUzRmXM58Ybb+Qtb3kL00aolbBsbDYbZWVlS1+Yb14c1oXw9St6u+YOfX5QqcyvXULBklEMx8fH6evrw2azpR2qDg4OWhLDTKQTSaNWiNPpRFEU3G43VVVVGeexjHA8A6O+QUlJyYrtEtY5iQR8/18g+LSeggvgPe+C5o/D5gLwZoW8YBSCMlhWQajKykqcTiddXV0MDQ1RW5s69LCaEEBRlAVeoDEUno8RTmacM/5PN6SG1IJQwgZgehqePAX/di1CqrQEWj6hi6EgLILhKBmkKwi16EdpbW0tx44d4/Tp02kz11jB6XSmjc+dX2wdJHxMWIRoTN8289J5vV25TR8W196ZX7uEomHFKbysMl/gNE2joaEhxesz6garqkpDQ4MZZ2vsNUznFQobiF++CH/3NbhyLatQXa2ebaZyW37tEooKS2J4+PBh7rrrLpqbm2lubqaqqorW1lbLm64DgQBer5fGxkb6+/tT9hh2dnbS2NhoDruNa+vr6xkcHLS8tUYoQhIJ+N7/hW88c31+8HffAw/8PhTCardQUFh6RzU2NrJ//34ee+wx6uvr6ezspKenx3Inqqqam7TnrwzP33ytKEraYbWwwZiagr8PwsC1krSlpXBgv76ZWhCygCUxNLJa9/X1mSI4f++gIKwZo1HwfwUuXNTbVYqeduuO2/JplVDkWK6Ol0gkGBoa4p3vfCfDw8PEYrFs2yZsRJ7/BXz563rBJoC31sEffVrfUC0IWcRS1pqWlhYikQiDg4OMj4/j8/kybqYWhBWRSMCz34O//bvrQviB++BP20QIhZxgyTN0Op10dHSYew2PHj2aVaOEDcbEJHytD87+VG9v3gyfaoZGa/HvgrAWWPIM3W73gpXjM2fOZMWg5bDcglDCOuTVUXj8f14Xwmq7no1ahFDIAosVhLLkGdpsNh588EHq6upQVZWxsTGCwSAf+MAH1tzY5SARKAXOz57Xq9W9OaG373krfO5TsHVLfu0SihYjEmXZESgGR48exel0Mjo6yujoKJA+0YIgWGJuDr57Gp4J6XOFAB98P3z0Q3oKLkHIA5bE0OfzLYhCOX36dFYMEoqcNyfgxJPw05/r7bIy+EwrOH4rv3YJC5iYmFh2OrzJyUkuXrzIrl27KC9ffj3qmpqavNXesRyO99hjjzEwMEBvby+nT5+msbEx27YJxcalV/X9g6+8prdv3g5tn4Vbd+bVLCE9IyMjHDx4MKd95rNAliUx7OjoSCl6vnfv3nVRHU8oIH7yM90jnJjU22+/Bz57QC/oLqxLampqOHHixLLuGRkZ4ciRIzzyyCOWkj+n6zNfWBLDhoYG9u/fL0NjYfnMzcEzz8J3kt47/94JH26S+cF1TkVFxYq9tJqamoIrgWrp3ZipOp4gLMobb8KxL18XwopyPazu9+8XIRTWHTmpjidsQH59CfxPwGv67gNuuVkXwp0359cuQcjAsqvjAfT09PDOd74zm3YJhUzkJ/DVPj3zDMA77oXPfBJuyM8qoSBYYVn5DDs6OmhubkbTtGXlMxQ2CHNz8PS3IfRPettm04fEH3y/DIuFdY+ld2hjYyOHDh2ip6eH+vp6ent7GRsby7ZtSyLheOuIK1fhb49fF8IbboAH/wg+tFeEUFg3rDocz8hn2Nvbu67yGUo43jrh5QvQ8wSMXUvrdutOff/gzdvza5cgzGPV4XiSz1DIyI8j8PWgXrkOwPEOPeNMxfKjDwQhn1jOZ3j27FkGBwe5fPkyfr9f8hludGZn9drFT5zUhdBmg49/BP7oUyKEQkFiyTPs7Ozkrrvuorq6GpfLhaIoEo63kXn9il6t7ldDenvrFj3bzD1vza9dgrAKlrWA4vP5qK+vp6+vb10soAh54NzL0PXF60J4263Q/ucihELBIwWhBOv8az88eQpmZvR24x74A5eeeUYQChxZQBGWZmYGnnoavv+venvTJr128e+9V58rFIQiQApCCYszfhm+6LsuhDduhf/ghve/T4RQKCoseYaVlZV84QtfMNtNTU2Mj49nzShhnaCNwPGv6oIIet1i92f1OsaCUGRYEkOAU6dOoWma2e7v7897OJ4RgWJspBTWkB/8G/T9H30LDcC7G+GTn9Ar1wlCgXLy5ElOnjy58giUw4cPE4/HiUajqKpKPB7H4/GsuaHLRSJQssD0DPR9A/7lx3p70yZo/hi877dlWCwUPKuOQKmrq6OtrY3h4WFsNhs1NTXrolSosMbEx6HnBIy8pLe33QSf/wzcVZtfuwQhB1haQFFVlXPnzlFbW0swGMy2TUI+eFGDo399XQhr7wTvn4sQChsGS55hPB5HVVVisRijo6Pcf//9KIqS97rJwhqQSMA//4u+dWZuTj/23neD62Ow2fKUsiAUPGnf7Y8//jgPP/yw2d6/fz+z1ybSjx49yunTp2loaMiNhUL2mJqGJ5+CHw3q7dISaPkEvOdd+bVLEPJAWjF89NFHURSFhoaGtBmt59dQXgpN0wgGg6iqiqZpuN1uFEVZ8j6v10tHR4ela4VlMhbT0269fG1VTamEQweh9o782iUIeSKtGLrdbg4dOsTw8DBPPfUUNpttVcPi5uZmBgd170PTNNra2ggEAoveE4lE6O7upqOjY0V9Covwixfhf39NT8gKUFcLhz6jL5gIwgYlrRgePXoUgNraWmpr9Qn08fFxTp06BbAsYUzemwj6Ykw4HLZ0n6qqlvoQLJJIwJnvwzee0b8HPaTugd+HkpL82iYIecZyPvbBwUGeffZZDh06hNPp5MEHH7R0XzgcXpDUwW63E4lEMt4TDAZxuVxWTROsMDkFX/46nPqWLoSbS+HgJ/U9hCKEgpBeDB9//HFAjzppbW1l06ZNNDU1EY1G6enpYW5uji996UuWOsgUwxyNRjNeL3OEa8zoGPzV38Dgc3q7SoH/9BC8qz6fVgnCuiLjAorX60VRFFpaWgiFQsteNFmKTCLZ19eH2+229AwjHM9AwvLS8Pwv4H//vV7QHeCtd+nZqG+6Mb92CUIOMcLwDCyH46mqSk9PD9FolHg8zvj4OCMjI9TU1CzbCEVRFniB0Wg0rfcXDodpaWmx/GwJx1uERAJC34Onv3N9fnDvffCxD8uwWNhwzHeULIfjdXV1sWfPnpRjZ8+eNef5HA6HZWF0Op1m8flkMu1T7OvrM7/XNI3Ozk5aW1txOByW+hOAiQn4WgDO/lRvb94Mn26Bhnfm1SxBWM+kFcN0Q+KqqirC4TC9vb2cPXsWl8tFb2/vkh3MXxHWNI2GhgbTM4xEIiiKgqqqOJ3OlGs9Hg8ej0dWlZfiylUYOAujUSgvg8hP4dXX9HPb7Xrard235tdGQVjnpBXD48ePc+jQIZ577jl6e3sJBoNomobD4aC1tZVAIGBuubFCIBDA6/XS2NhIf39/yh7Dzs5OGhsbaW9vN4/F43H8fj+ge6kej0c8w0w8/ws9ucLk1MJz97xVL9S0dUvu7RKEAiOtGLa3t+P1eonFYjidTtrb22lpaaGysnJFnaiqSldXF8CCLTPpNl8rikJ7e3uKQAppuHI1sxCWlMBnD4gQroBLly5lPZP7yMhIyv/ZRlEUdu7cmZO+CpWMCygdHR3s378/1/YIy2HgbHohBD0p6+Bz+qZqwTKXLl3C5WpmamoyJ/0dOXIkJ/2UlZUTDAZEEBchrRiKEBYIo+n3alo+LywgHo8zNTXJ+K73MFu2spGQJeZmKZm+wuzmG2FTdlf3S6bGqbz4Q+LxuIjhIqQVQxHCAmH7EuValzovZGS2rJKZiuqs9jHDzVl9vrA8LIfjCeuQRoe+epyO8jL9vCAIlihoMTQiUJJ3lm8otm6BtoMLBbG8TD8uiyeCkMLJkyfZt2/fygtCrVckAgW45zfgv/0X6I/oc4Tb7bpHKEIoCAtYdUGodDz33HNpE78KeWDrFlk1FoRVknHT9WLEYjH6+vro7+/PilGCIAi5Jq0YHjt2jNbW1kVvTBjB/4IgCEVAxkQNS6Xsmh9HLAiCUMikXU1eSgjPnDnD8PBwVgwSBEHIB5YXUE6dOmXWM0kkEgwMDPDAAw9kzTBBEIRcYkkMDx8+TDweJxqNoqoq8Xgcj8eTbdsEQRByhiUxrKuro62tjeHhYWw2GzU1NZw5cybbtgmCIOQMSxEoqqpy7tw5amtrCQaD2bZJEAQh51jyDOPxOKqqEovFGB0d5f77719VUfm1wgjHk0JQgrA0o6OjvPDCC1ntY73naTQKQ6ULx7MlVrBh8PTp0zQ0NKw42etasW/fPgnHE9aUF154gYMHDxK988NZz1qTK0onxrCf+0dKyzYzMzWdb3PWlLLyMoKB4LJTk6XTjhWF4+3du5eRkZG8i6EgCNaZmZpm9IPbmK7KYv7EmQSll2eZ2VYCpbbs9QNsjs2y/dnLa5an0bIYPvfccyklP30+n6WCUIIgrB+mq0qYvnlzdvso0NpjlsSwpaWFeDyeUuv47Nmz2bJJEAQh51gSw6amJtra2lKOPfXUU1kxSBAEIR9Y2lpTV1dn6ZggCEKhYskzHBoawufz0djYCOjheJLCSxCEYsKSZ+jz+aitrSWRSJipuySFlyAIxYQlzzBdSi9J4SUI65+yG2e54/cmqd5Sy8SFCUYrpiiunYZrhyUxTJfSq6qqas2NWS4SgSIImbn57W/wrj9/hdKKBKDvd7l9apYffP8Sly6+kV/j8sRiEShpxfDUqVM4nU62bdsGLCwDEI/HCYVCfPe7382CudaRglCCkJ6yG2eThPA6m8tKeO/v7uLpU8NMTc3lybr8sVhBqLRzho8++igDAwNm+9ixY8RiMfMrkUgwNjaWPYsFQVgRFVUz3NpwhcY/XSiEBps3b+LO2ptybNn6J61nmCyEAD09PezZsyflmMwZCsVMyeR4vk1YEltJgptunWbb7ZNsu32aytsmqVCue3tXknIylG0vo2z79fraN96U3SiUQsTSnOHp06cXiOGePXs4c+YMmqZx6NChrBgnCPmi8tIP822CNTR4A/3r0iKX3X7odu5w32G2r7wuyyjzsSSGe/bsMVPy1NTUALq3GA6HaWlp4fjx4yKIQlExvvM9zJbnLxGJrVT3+ipvn2Tb7VNU3jZFeWXmOb6p1zcx/lIZl18uY/zlMt6Ml/DuP3uVknJ9qJzsFU5Pz3Fu+PWsv4ZCw5IYBgIBwuEwNpsNj8fDww8/TDAYxOfzUVNTs2RonqZpBINBVFVF0zTcbndKnHMykUiEcDgMQH9/Pz09PRmvFYRsMVtemcMUXgm2bJ/Bftck9rdMUFU3iXLnJJvMv85Skv9U52Ygfq6c6K/KiQ5VEP1VOW+OlQKpWWJ+9p2bFiyiTF9bTd6IiydLYUkM6+vrOXbsGHB9ZTkajZpeos22eKqe5uZmBgcHAV0Y29raCAQCaa8Nh8O0t7cD0N3dzd69e817BaEYKCmbQ6md1MXvrgnsd01SocxmvP7NaAnRFytM8YuPlDE3vXS8xKs/28J3/uMd3Nn4CtVbNCYuTPD/bpjijW1ZTOFVwFgSw/Hx65PJ8XgcgFgsZh4zqualY/45VVVNz28+kUiEzs5OUwxdLhderxdN01BV1YqpgrDOSLD15hnsd01QdU38Ku+YYlMGPZqdhvhIOdFfVRAd0v+fiK0o7SgA01dLGPlOOZfP6aV9p1urQMQwLZZ+yrW1tdjtdmw2G263m8ceewyn08njjz+O0+lcNDQvHA5jt9tTjtntdiKRCA6HI+W4w+Ggp6fHbBvCO//+XDMxMbGiNOaTk5NcvHiRXbt2UV5evqx7a2pqqKioWHafQn4pKZ+jSr3u8dnvmqB8W+Yh6RujpURfLNc9vxfLGT9XztxMdpOiCumxJIb79+83t9IkZ7c+ffo0vb29dHZ2ZrzXELT5JCeKTcblcpnf9/b24nQ68z5nODIywsGDB3Pa54kTJ7j77rtz2qewXBLcuHMa+12TVF0Tv8rbp7BlGMHOTtmIDZcTfbGc2DXxm4iv3OsT1hZLv4nGxkY6OjoWFI3fu3dv2lA9K2QSyeTzwWBw0flCIxzPIFtheTU1NZw4cWLZ942MjHDkyBEeeeQRc351OX0K64vSijmq6q57fPa6Scpuyuz1XX211PT4oi9WMP5SGYlZ8frygRGGZ2A5HG8+brd7gRCeOXPGUnU8RVEWeIHRaHRJb8/r9RIKhRa9LlfheBUVFavy0mpqatatl7eSKYANMfy3Jbjp1qmUub5tu6czen0zkzZiWjkxY8g7VM7kuHh964X5jlK6cDxLvy2bzcaDDz5IXV0dqqoSjUYJBAKWxNDpdOLz+RYcb2hoyHhPd3c3Xq8XVVVNDzLfQ+ViJddTAOt1+P8mb3KOcwxUD/C2L76Nrb95mbIbL2e8/sqlVK/v8stlJObE6ytkLInh0aNHcTqdjI6OMjo6CmA5Nnn+KrCmaTQ0NJjiFolEUBTFvC4YDOJwOEwh7Ovrw+12W309wjJZyRRAoQ//55jjFV7hHOcYufbvFV7RT+6Aqh2pGZmm3zS8vmviN1TB1OuyIltsWBJDn8+3YG7w9OnTljsJBAJ4vV4aGxvp7+9P2WPY2dlJY2Mj7e3taJpGc3Nzyr2KoogYZpHVTAGs5+F/Mle5yrlr/0YY4SVeYoKJjNe/MfIGYyOVjGqVRF8s5/L5MkgUh9dXGp3Jtwlrxlq/lhXlMzxz5kzK3sOlUFWVrq4uIHW1GEgRRlVVJYO2sCrmmOMiF03hO8c5XuXVjNeXU86d3EnNtX+Tv5zE/Wn3tSLy23JoeW7YEZIwvExYnuE9deqUuYE6kUgwMDCwYFFFEHLNFa6kDHdf5mUmmcx4/S3cYgrfndzJLdzCpqRMdi/MvZDx3mLgtaabmLEXx8JOaXRmTcXd0k/l8OHDxONxotGoOZfn8XjWzAhBsMIss1zkoil85zjHKKMZr7+BG7jz2j9D/G7ghhxavP6YsZdmvYh8oWJJDOvq6mhra2N4eBibzUZNTQ1nzpzJtm3CBud1Xk8Rvpd5mSmm0l5rw8ZOdqYMeXewI8XrWw4lU1nOZzg3S8n0FWY330jG2Lw1IuuvpUiwJIaqqnLu3Dlqa2t5/PHHefjhh7Ntl7DBmGWWC1wwhW+EEaKkj1IC2MKWFI/vTu6kgtXvX1QUhbKyciovFkg+Q4uUlm5mZkZyGC6GJTGMx+OoqkosFmN0dJT7778fRVEs7TPMJlIQqnAZZzxlru8855nOULfNho1d7DKFz/D6bKz9Cu/OnTsJBgNLRkitltVsT1oJY2Nj/MVf/EXW+1nvLLsg1Hz279/P7KyeYujo0aOcPn160U3TuUIKQhUGM8ws8PpixDJev5WtKYscd3AH5Swv0mU17Ny5k507d+akr1xtT3rhheJeGLLKYgWhVrSstNJ4ZGFjECeeInznOc8M6feEbWITt3JritdXTXVWvD5BWIy0YmhlXlBS/QsA00xznvMp4jdO5gn7m7gpRfhu47acen0bnc2xzElk14SZBKWXZ5nZVgKl2f1AW+vXklYMH330UUKh0KI3DgwMiBhuMBIkiBHjxZtepPYvavnGnd9gjDFmSf+m3MQmbuO2lBXeKqrE68sDiqJQVl7G9mczx1sXImXlZWuWtyCtGO7du5fq6mrq6+sz3iiRIsXPFFO8zMsp0RyXuQy74dYDty6I7KikMmWF9zZuo4yyDE8XcsnOnTsJBoJFtzCkKMqaze+mFcNAIMD4+LhZP7mxsZFt21JDk/KdfVpYWxIkGGMsZYX31/yaOdLn65ubmmPn7E7uvuFu0+tTUMTrW8cU48LQWpJxAaWystJcKDl79izRaBSbzWZup9m/f39uLBSywiSTvMzLKXN9V7iS8XoFxfT6bCM22j/VzhN/90TBveEFIROW6yYbnDlzhlAoRFNTU973GQo6V7nKIIOMMUY11dRTz1a2mucTJBhlNEX4LnIxo9dXSim3c3vKkFdBMc+/MPECiWmZJhGKC8tba5577jl8Ph+9vb2oqkpdXV3BiuGlS5eyPncCmBmkV1JMyiovb3mZZ297lplN17euPMMzfJAPMsecKYBXuZrxGXbsKcK3m92UrmzXlSAULIu+40dGRggEAvh8Pmw2G/v372dwcJDa2tpc2bfmXLp0CZermampzJlN1pojR45k5bmllaU0fLOBknmxrVNM8S2+lfaezWzmdm435/nu4A4qqUx7rSBsJNKK4fHjx/H5fGiaRktLC4FAIGWoDHpKr3yn8FpJOF48HmdqapLxXe9htizLIpDlYPyaD01SsiVzklKA7WxP8fpu5VZKkCzNwsZk2eF4brcbl8vF4cOHURSFWCyWkqUmFotx9OjRvIvhasLxZssqmamoXmOLFjLDzVl79g27R2GRjM33xO7hvlfuM9tXucqv+NWq+83F8N9gLbdOCMKyw/Hcbjfd3d2L7iXs7e1dOwuFFXH11cXz0j3zd89wvO941vrP1vA/mbLyMoKBoAiikHXSiqHH41mwr3A+HR0dWTFIsM7L/3Ij97ZEKa1Y+KE1PTXL/7thiunWqjR3rpIchVxtjs2y/dnLxONxEUMh66QVw/nzgyu9Rsgu01dL+NEXb+Fdf3aJ0qQEztPTc/zg+5d4Y1sJbMvO/OD0rVl5rCDkDdk/UeC8+rMthP/kJt5670+o2F3BK7fY0F57g6mp9HsIBUFIj4hhETB9ZRMX+y4CcLG1SmpcCMIKWFmBCEEQhCJDxFAQBIENPEwumSyeimHF9FoKkYmJiWXvuVztXs2amhoqKlZfAEu4TkGL4WoKQlVeKq7qZwal0fTp9QuRQnktIyMjHDx4cEX3rnSv5okTJyRj0ApYdUGo9cpqIlDGd76H2fLiiMktmRw3xX1H6PU8W7PxqKmp4cSJE8u6Z3JykosXL7Jr1y7Ky5df9iAXiVOL0eNd84JQRUEucpDmqlB40mt5rekmZuzF8Wstjc4UhLhXVFSsyEt7xzvekQVr1o6N5vEWx1/NMij2IuEz9lLZWiOsCcXq8WZiw4lhroqEQ27rQRhFwrNe/QxyGo4n5I9i9XgzseHEEHJbCwJyUw/i0qVLUv1MEFZBTsRQ0zSCwSCqqqJpGm63O+MbfDnXCtfJVfUzyK3HKym8hFyREzFsbm5mcHAQ0MWura2NQCCw6mtzxUpW1WB1K2srWVUrRo9XEHJF1sVQ07SUtqqqhMPhVV+bS1azqgYrW1mTfWSCkFuyLobhcHhBjWW73U4kEsHhcKz42lyyklU1WN3KWq5W1XK9l0wiJ4T1StbFMNMcVjQaXdW1uWSlq2qw/lfWcr2XTDxeYb2St9Xk5Uz0Z7rWCMczWElY3kYn13vJ8rmPTNi4GGF4BnkJx1MUZYFnF41G064QL+daWF04nqCz0faSCRuT+Y5SunC8rKfwcjqdaY83NDSs6lpBEIS1JOtiqKpqSlvTNBoaGkxvLxKJmKvIS10rCIKQLXKS3DUQCOD1egkGg/h8vpR9g52dnQSDQUvXCouTPCciCMnIe2NpbInFiiOvc/bt2ydzhknIz0PIhLw3Ukn389hwaf9z/QlZrJ/IuXxd0ldhUah/YyKGRdZfrihW0SjWvnJJof6NFfQw+d5776Wurm5Z91y4cIHdu3dnyaL89id9SV8bra+V9jc0NMTPf/7zlGMFLYaCIAhrxYYbJguCIKRDxFAQBIENmuk6m0QiEXw+H36/n/b2durq6ojH4wwNDeH3+4nFYrKJXBDWITJnmAU0TaOurm6B8Pn9fhoaGvKajkwoXMLhMB6PB4/Hg6Io+Hw+ADweD0NDQwSDQQKBAA6Hg/r6ejo6OnC5XHm2unAQzzALzM/JaNDS0sLAwECOrRGKhXg8TigUMsNWQ6EQdrsdt9sNQGtrK5qm4XA46Orqkpj+ZSJzhjkgEokQj8dRFGVB/LUgWCUajS76/nE4HGbWJ6fTKdMxy0TEMAf09vaa3xtDaL/fj9/vp76+HtCHQN3d3QSDQbxer3l9JBLB4/EQDAbNr0gkQjgcpr6+nu7ubgCCwSB1dXUpZRLSPdO4z+/3Ew6H8fv9NDc3p9iraZoZH+73+4nH4+bzjWvj8Th1dXUptgrZpaWlZU2uETKQENacWCyWABJdXV2Jrq6uhMPhSMRiMfO82+1OuN3uRCKRSAQCgcTQ0FDC4XCY530+X6KrqysRi8USiqKk3KsoSmJwcDCRSCTM5xu4XK5EKBRKJBKJjM9MJBKJ9vb2hMvlMs85nU7zmbFYLKGqqtlne3u7eZ/P5zPtNtpC/nC5XCm/D4PBwcGEw+Ewfz+hUMhsh0KhhM/nS7hcrsTQ0FBicHAw0dXVteA5oVAo0dXVlQgEAon29vacvJ58I3OGWcQoczp/wURRFKqrqwFwuVx4vV7sdnuKV9ff34+iKAuGO1bngXw+X9pnAlRXV5v9G/YYw6u+vj5UVTX77OjoSHk9VVVV+Hw+M72asP5wOBy0traabafTidPpJBQKmVmgAoEAwWCQ9vZ2HA6HuetBURRzZGBUqYxGo3R3d9Pe3p6X15MrRAxzQLqktfPnfhwOR8p1brcbv9+/qn7TPXMpjD8Ig/nzToZddrtdVioLiHQfgMnvQeMD0VilzvRBWszInGEWsFLAKvma1tbWBSVRw+EwLS0tRCKRlOPJ5VQVRWFsbCzlHqNeTKZnLoXL5VrQZ/J9Ho+Hrq6uJZ8jrH8WW2AxPkidTidut3tD5BUVz3CNMTZdA3i9XpqamlI8qHA4TDgcJhKJoKoqTqfT3Arh9XppbGwErq8GGslum5qaFnhtLS0teL1eU6ycTic+nw+Hw5HxmZFIxFzQcTqdaJpm2qyqKqqq4vP5FtxnoKoqDodDvMICYKmia5nOt7a20tbWlnIsHA5nLMtRNOR70lJYHsmLHfkiEAjktf+NjrEIoqpqQlXVhM/nS3lPGAsoTqfTXCRxOBwJh8ORGBwcTAQCgYSqquYiis/nSyiKknC73ebCWSgUSrS3tycCgUAiEAikLOIVKxKBUmDU19fT09OT8ygWj8dDc3Mzdrtd9ksKRYnMGRYQfr8fTdPw+XzLqju9FjQ3NxOPx5fc+CsIhYp4hoIgCIhnKAiCAIgYCoIgACKGgiAIgIihYAEjWYTNZssYFdPc3ExVVZWZOGItqK+vJxgMLvu+ZHu9Xi9+v5/u7m4z4UW+WOnrEXKDLKAIlojH47S1taFpmhmzmnzO6/WiaRqhUMjy85ZKMRUOh2loaFhRKqp4PE5VVdWCBLvNzc00NjbmJc52Na9HyD7iGQqWMZKHJocEAgwMDJipyKygaRp9fX1LXpeNnHw9PT14vd6cb00CyTG43hExFCyjKAotLS2rHurlM7bZyCK02iQYQvEhYigsC4/HY8Zegz4/lymVV6bksgMDA4RCIXMTeTgcXpDwNhKJmEloDdIlnV0JqqqmZGGJRCKmnd3d3abnmykRrhHPbcxDJhMMBs1r5yfpTX49VpLsCjkmn7GAQuEQi8XMxLGqqpqxsMYxn8+XcDqd5vVLJZednxh2fsLbREJPXmtct1jS2Uz2Amljal0ul2nr0NBQit2JRCIlGW+6RLjJ/SbblEgkEkBiaGjIfE3JcdzJryfTs/Mdd76Rkaw1wrJxuVz4fL4UD3E+y82JNz/h7XwWSzq7XDRNMzOwGFl+klFVlb6+Ptxu97LyAALmgo2maUSj0QXzq8kslmRXyD0ihsKy8Xg81NfX09zcvGhaJyvJZZNXlReLeV4q6exy0DRtwfB2OSzWd2dnJ9XV1bhcLonhLjBkzlCwjDFHZ+Q9XGwbjdXkssnH0nlFRp9LJZ21isfjwe12m0KVzs5IJLJoYaVMc5VGnsr29nZUVTWvS35+PlaxBWuIZygsSSQSobOz0xzyuVwuPB6PKShG8fKBgQH8fj9utztjclm4ni3b7/fjdDrTJrw1ktAa5QWWSjo7315jCN/Z2WnW9xgaGlqQbNews7u721xYCQQCKIqSMRGucV84HEbTNLq6usw6xYqimOLX3NxsJs2d/3ri8fiSSXaF3CKbrgVBEJBhsiAIAiBiKAiCAIgYCoIgACKGgiAIgIihIAgCIGIoCIIAiBgKgiAAIoaCIAgA/H9CtdWLpsGNtQAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -390,7 +390,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -400,7 +400,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAD3CAYAAACJtki/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAv0klEQVR4nO3de2xb150n8C/1tuVYV5Sd2HGmlS6Txm7aJiLFdooW3U592SwWUw8akRIMLAwEsMjJFtgHkIhSB+s/Ukxkygb2BWxCyovMeDFwJV4bMy6y3ZZX3pndDiaJRMrNNLGbRlfKjF27tUReJlZsPai7f1zfaz6ly8flS7+PYVji454jWf75nHt+53dMsizLIISQOtRQ6Q4QQohRKMARQuoWBThCSN2iAEcIqVtNle5AumeeeQYWiyXv9928eROHDh0yoEfUFrVVnW2Vu71qb2t+fh7vv/9+6oNylfne975X1vdRW9RWrbZV7vaqva1s76mbKerx48frsq1yqtfvYb22VW61+H00yXJ15cHZbDYcOnQIx48f177IRCKB9fX1CvesMl566SW8/vrrRV+nubkZjY2NJegRqSbHjh3D5cuXK92Nirpw4QIuXLiAmzdvIhwOpzxXdQEu/S/s7t27uHHjBqqsm2WzsrKC9vb2oq9jMpnwxBNPYM+ePSXoFakWFy5cqOtRYz6yBfuqW2RIlkgkcOPGDezevRv79++HyWSqdJdqkizLuHPnDm7cuIGnnnqKRnJ1hILb1qo6wK2vr0OWZezfvx+7du2qdHdq2v79+7G4uIj19XUKcGTHqIlFBiNGbqIowuFwwOVyged5BAIBeL1eiKJY9LUjkUhKqkshaS+lRqNfshNV9QjOSCzLwuVyAQCcTicAgOd5eL1eBIPBoq5ttVrBsqz2+fz8fFHXI+V3//59LC4u5vWe1dVV3Lp1CwcPHkRra2vebXZ3d6OtrS3v95HcdmyASyeKIkKhEDwej/bY+Pg4WJbFzMwMfD4fAGV0JooiWJaFIAgYHh7WXieKIoaHhzOu63A4MD8/j0gkApfLBb/fD0mSUl6/1TVI+S0uLuLEiRNlbfP8+fM4fPhwWdusdzs+wIXDYQiCAEmSYLPZUkZeVqsVHMdhZmYGgiCA4zgIggCGYcBxHDiOQyAQAMMwcDqdiEQi4HleGxECykhRvabVagXDMDCbzeA4Dg6HA8PDw9teg5Rfd3c3zp8/n9d7FhcXcerUKbz66qvo7u4uqE1SWlUX4G7evIljx47h+PHj+P73v294ezabDRzHAVBGWzabDbFYDIAyWgMASZK017vdbni9Xni9Xvh8PoTDYVgsFgiCAADatbZitVoBANFoFAAKugYxVltbW8Gjqe7ubhqJlVFyHly6qltkOHToEC5fvlzx5W+e5wEowcZisUCSJEQiEQiCAL/fj1gshlAoBIfDob2O4zgtaOWjFNcgZKc6fvw4Ll++nHXvalkCXCQS0UZDoihqH1eSKIoIBoMIhUIpq6jqAoPVasX8/Lw2JQ2FQmAYBqIoIhAIgOd5DA4OpixQBAIBmM1miKIIURQhCELGx5IkZTye7RqEkBIoakesTm63WwYgA5A5jpNjsVjO1yZvmL137578wQcfyPfu3StDL+sbfS+Nd+3aNdlut8vXrl2rdFd2pGyb7ctyDy75vhbDMOVokhBCyrfIQIGNEFJuZQlwkiRpN+1nZmbg8XhS0jEIIcQIZQlwbrdbG8GxLKslvmajpokAQFdXF37wgx+Uo4uEkBqjpoeosqWJlCXAiaKo5X6p2frqboB0apoIoGyXWVhYKEcXCSE1JrlmJABtYJTM8AAXiURw9OhRbZFBVWgqxL/596/g1u+XC+7PwUe78N//85mszwUCAUiSBJZltWReQNlL6vP5MD4+XpJtVKIowuVyYXBwECzLIhqNQpKklGsnt8XzvDYC9vv9cDgc4DiOpvmEbMPwAMeyrLaPE4CW91XoosOt3y9jrrG38A79fi7nU2azGW63GwAwNjamfazePyzVHlGWZdHX1weO47SRLc/zKUEtua1QKAS/3w9ACXBqvwghWzM80ZdhGPT19WF8fByBQAAzMzNFV+swSq79n06nU9s0DyijUpvNpgWl8fFxCIKQsVFfEAQEAgHdbatBLL2t2dlZ8DwPnue15GBCyPbKcg/OarVqI5VaxbKsNupUvxY18Hm9XgwPD2s7NtQAZDabCxpxpbfFsqwWfCcnJ2mvKiE6Vd1e1FqRfP8r/V7Y8vKyNv3UO1pNHwESQoq346uJZKNOBXmeB8dx2h5U9TfwsC6cOmqTJAkzMzMAgNHRUQQCAUSjUYiimDGCE0URs7OzsFgs2vWS68Clt6V+rNaQU1egS7XoQUgt26qaSFWfqqWmifT09GiVTo1cRa1n2b6XpLSuX7+OEydOUOHKCsn7VK3FxUWt4kZymofZbIbD4YDT6Sx7kb6dGJwIIYXJGeBGRkZgMpkwMDCAV155JeP5ubk5vPHGGzCZTBgbGzO0k4QQUoisAe7MmTMYHR1FR0dHzjf29vait7cX8Xgco6OjFOQIIVUna4DLNmLLpaOjg4IbIaQqFbyKeunSJbzwwgul7EvFiaIIj8cDh8OhbaEKhUJlS0ymLVyElFbBAe7HP/4xrFZryRcZtksTeWn43+K3sd8VfP3HOx/D6+P/Netz6glYyVuoylk+nLZwEZK/rdJECg5wExMTGBkZwZ/+6Z/i2WefLaqDydKriaT7bex3eOdbKwVf/2v/V19wVLdE9fX1wWazwePxwGw2w+l0Ynx8HFarNSXHzev1wm63awfG9PX1YWhoCOFwGIFAQNuwny+n0wmLxYLh4WFthBkKhVK2cCX3l3Y5kJ1GrSqiu5rImTNndJ3sJMsyent74fV66+o+nLrVimEYbSSlBrLx8XEAqduwxsfHYbFY4HQ6IQgCIpEIrFarNvrjOK4kp9vTFi5C8lPUIsPIyAjC4TB6e4uo7lGF1Cmieh5q8j2t5eVlDA4O5tyGlTylVYNR8rmq+aItXIQUruC9qKOjo/jhD39YV8FN3QY1OTkJSZJStmipRx2Ojo5CEISUSiHDw8PaEYOTk5Pa9ex2u/ZadTsX8HAUmK392dlZCIKgVQ+JRCJZt3Al/1a3jalbu3Jdn5CdpuB7cCzLYu/evaXsS8WxLItQKJTxWDgc1j5nGCbr/k/1/prZbNamuOrrOI5LeU+u/aPpbW33fK6PaX8qIYqMABePxxGLxbZdHR0aGtI+/uSTTwCgLAHv8c7HdC8U5Hq/kQRB0DbdE0IqKyPAdXR0YGpqCl1dXbry3C5evIhYLIaTJ0+WpEPbpYnkSvGoFjR6IqS88k4TGRoawtzcHAYGBmCxWGC327UVPLVkz7vvvouFhQV4PB709/eXrLPbpYkQQkiyvNNEAGWv6dTUFOLxOKampvDuu+9qN94tFgs8Hg96enoM7TghhBRj20WGjo6OlPtthBBSK+qnZPndFeBvfwHwl5U/Vz7L+xLqXlD1uEBVIBCAzWbT0jAIIbWh6kqWF+Tar4GJ88Dq2sPHLv8UGDoBHHla92VYlsXg4GBKLpuqr6+PNrETUmNqfwR3dyUzuAHK5xPnCxrJeTweLYlX3Y+aLNuRgF6vN+Wx9KMF1URhQkj5VF2AU9NELly4oO8Ns3OZwU21ugbM5B9YOI5LSfhNPqQ6eS9q8mtGR0fR19enVfdIPlrQ6XRmHRUSQop34cIFHDt2LGuaSNUFODVN5Pjx4/resLRNUYDtns/BbrcjEAhkjN6yHQmono0KKIEv2x5WQogxjh8/jsuXL+PQoUMZzxUc4BYXFwt6n9frLWrzeYZ929Rr2+75JOo+1EgkArfbjXA4DIZhtGMERVHMuhdVFEUwDIPZ2VkwDANBEFL2iKp7UQkh5aX72MCrV6+mlFDy+/15T7vU+1KxWCxl2pdsu2MDM6x8BvzHP88+TW1tAX70Z0D77rz6WY/o2EDj0bGBlZX3sYGqgYEBLclXNTc3l3cH1AOLS6p9t7Jamr7Q0NqiPE7BjZAdS1eAczgcGcm+Fy9ezKshnufhdDozcsxK4sjTykhtJqLcc9tnBuxWCm6E7HC6ApzFYtH1WC7poz9DtO8Gvv1NY9sghNQUXQFufn4efr8fdrsdgFKqfGpqSndZoKmpKd0HoqhpIgDQ1dWFH/zgB7reRwjZWdQqIqqCD53x+/3gOA7J6xE61yYgCAIGBgZ0vRbIrCaysLCg+72EkJ1DrSKiyquaSDKfz4ejR4+mPJbPASdTU1Pax6IoYmxsTDvXoFRWsIIwwljGMrrQBRtsaEd7XtdQT62yWq3w+XyIRCJwuVzw+Xza4S7ZXq8m/KonXDEMk/L9CQQCkCQJLMvC6/Vq9yH1nrSVfGwgIUQ/XQEuPbgBQGdnp64G0gOhx+OBx+Mp6WrqdVzHm3gTa3i4ivoW3sKLeBGHoX+5Xj0XdXBwEEDqboRcr0++t5h8Tmkys9msTdHHxsa0j9WAuB0KboQUJmui76VLl7Qy5ABw7ty5lN9nz57N+6QnSZK0bU7q6KgUVrCSEdwAYA1reBNvYgX5n6GqJvIKgpCS+5e+3zSZek6peh5Dsq0CpM1mQyAQ0IJdehuiKMLhcGht0P5WQvTLGuBee+01zM7Oap+/8cYbiMVi2m9ZlrG8vJxXQ+phLbIsw+/3l2x6GkY4I7ip1rCGMHIf4pILx3Ha7+RjANP3myZTzynNZ+qefOaqGgTT20g/CxWg/a2E6JV1ipoc3ADlFPv04wGr5ZDhZWwdaLd7Xi9RFOHz+eDz+bT9pqVIfUmequtpg/a3EqKfrr2ovb29OHPmjHZvanp6Oq88uHzkW02kC11FPZ8s+VxUQJkSRqNRbW9ptv2m2c4ozUXd08rzvHa2RfJ79LRB+1sJSbVVNRFde1FHRka0gKbuaLh06ZKuU7fyle9e1BWs4FW8mnWa2oIWnMKpvFdT6xHtRTUe7UWtrGx7UXWN4Ox2O4aGhqpyetSOdryIF9GClpTHW9CCF/EiBTdCdjBdaSJqsq3JZNIem5mZMWQEV4jDOIxTOFV0HhwhpL7oCnC9vb3o6+tDV1cXQqEQBEHQlaBaKnp2TbSjHd/Ct8rQm9qkd+cJIfVEd6JvMBiE3++HLMsIBAIZq6pGaG5uhslkwp07d7B///6UESTRT5Zl3LlzByaTCc3NzZXuDiFloyvALS4uoqenB6dPn0Y8HocgCOjs7ER3d7ehnWtsbMQTTzyBGzduFFxBmChMJhOeeOIJNDY2VrorhJSNrgAnCAJOnjwJQDkIur+/H+fOndMeKyU1TUTdSLtnzx489dRTWF9fL3lbO0lzczMFN1KX1KoieVUTicfjmJqagslkSjk9ShUOhw0JcMnVRFSNjY30j5MQkpU6GMqrmkhHRwc4joPP58P8/Dx6enpSnqcN4ISQarflFLWnpwdvvPEGpqens1YUIYSQaqYr0ZeCGyGkFukKcCMjIzh37hzi8Ti++93vYnBwEJcuXTK6b4QQUhTdW7VOnjyJQCAAm82GycnJvMslEUJIuekKcGr13qmpKa2iSHKdtFLKt5oIIWRn26qaiO5TtWRZxvz8PJ577jksLCwgFouVvKNA9jQRQgjJZas0EV0juIGBAUQiEYTDYcTjcfj9fkiSVOp+EkJISekawXEch9HRUS0X7vTp04Z2ihBCSkHXCM7tdmeURrpy5YohHSKEkFLRNYIzmUx46aWXYLFYwLIslpeXwfM8vvOd7xjdP0IIKZiuAHf69GlwHIelpSUsLS0BQMpxeoQQUo10BTi/35+xm2F6etqQDqVXEyGEkK1sVU1E91at9FO17HZ7aXv5gJomQsGNEKLH8ePHcfnyZRw6dCjjOV0juNHR0ZRDjY8ePZrXqVrqae+SJGFmZgaDg4MlO/iZEEJy0TWC6+vrK+pULZfLBbPZDKfTCYvFApfLVdB1CCEkH7oCXK5TtfQKBoMpI7ZSnAhPCCHbKcupWurUFlCCncfjyb+nhJCH7q4As3PAUhTYZwbsVqB9d6V7VXXyPlULACYmJvDcc8/l1VAkEsHk5CQcDgfcbnfeHSWEPHDt18DEeWB17eFjl38KDJ0AjjxduX5VIV0BbmRkBE8++SRGR0fhcrkgiiIGBwfzOvjZarWCZVl4vV7wPA+n05n1dWqaiIrSRQhJcncFCJwH1tZSH19dU4Lej/5sx4zk1PQQVcHVROx2O/r7+3H27FnYbDaMjY1hYmIi7w4xDAOXywWHw4FYLJb1XhxVEyEki81N4MOPgL/+aWZwU62uATMR4NvfLG/fKiR98FNwNRG1Htzk5GTe9eDUM1RV6kqsKIq63k/Ijvb7JeAn/xs4NQb8twngn29s/fol2mGUzPB6cGazOWWRIRKJgGEYyoMjJJf794HIe8Dbs8D8QupzDQ3KaC6XfcYUoq1VugLcwMAAJiYmEA6H8cknnyAQCKCrq0tXA1arFYODgwgEAgCAUCiEcDhceI8JqUebm8BHohLU5t4D1tIOOu/+HPCHfcCRp4DX/lPqAoOqtUVZTSUaXQFubGwMTz75JLq6uuB0OsEwTF5btZIXFGgFlZAkS1HgnVnl93LarGjvI8DXbMDX+oCDjz18fOhE5ipqa4vy+A5ZYNArr0WGM2fOFLXIQEil3L592/Aq1IuLiyl/5mJaX8cjHy2i49pv0H7zVspzmw0NuMt+DvEjX8DK5w4pU9J4TPmtXQBoODGAA/90E3vXNigPbgu6AlzyoTNqYDP60BlKDyGlcvv2bTidLqytrZalvVOnTmV9/Lk9HfjjfY/hqHk/2htT/+ldW/kUP1m6jdDy7xF/Z0NXOy0treD5IA4cOFB0n2vZVtVE6NAZUvckScLa2iriB7+BREuHcQ1tJtC4fheJ5j1AQyMA4GDDJr7ftoH+tg18vklOefnSJvA395tw8V4zPky0A7sOAE/oa6pxLY6OW38PSZJ2fIDb6tAZ3YsMgUAg5dCZffv2lbyjhBgp0dKBjTZ9i2OF2sCjaMMmnm+6B2fLCr7ReB8ND7dwY10Gpjd2gV9vx99u7MIGTEAzlN+k5HQFuI6ODrzyyiva5w6HA/F43LBOEVJ7ZFgb1+Bsvos/bv4Me02po7X3E83g19vxN+vtiMqNFerjzqMrwAHApUuXUpJzZ2Zm8tqqRUg9OmDawAvNK+hvXoGlMfXe2fJmA/5mvR38ejs+2GypUA93Nt17USVJQjQaBcuykCSJKoKQHasVMr7b9BmcLSv4ZuN9NCZNQTdk4P88mIJe2diFdZhyX4gYTleAs1gsGBoawsLCAkwmE7q7u+nYQLLDyHiucQ3O5hV8r3kFHWlT0OuJZgQfTEGXaApaNXTtRWVZFh9//DF6enrA87yhHVLTRJKrBBBSKftNCXhaPkGo/Rb+uv13+Nctd7XgJskN+Mu1PfjjuwfwL1cO4H+s7aXgVgEXLlzAsWPHCk8TkSQJLMsiFothaWkJzz//PBiGMeRcVEoTIZXWAhlHm+7B1XwX/6IpdQqakIG/22hDcH0Ppjd2YY2moBWXd5rI2bNn8fLLL2uf9/f3I5FIAFDOSJ2enkZfX59B3SWkEmR8qWEdzpa7+JOmz9DZkLqh/aNEE4Lre3BpvR13aJRWM7IGuNdeew0Mw6Cvry9r5d70M1IJqVX7TAn8SfMKnM0rONKYusH9E9mEyw9WQa8mWgAardWcrAHO7Xbj5MmTWFhYwMWLF2EymQybkhJSbs2Q8Z2me3A2r+DbTffQnBS3NmXgF4k2BNfa8fONXVjVd5uaVKmsAe706dMAgJ6eHvT09AAA4vE4Ll26BAAU7EhNOtKUwPdbY/iT5hV0pU1BxUQT+PV2XFpvx21Zd3ooqXK6/ybD4TB+/vOfY2pqSsuDe/31143sGyHFu7uCzqu/wv/8ohVPt98HcF976lPZhJ+s7wa/vgcRmoLWpazj77NnzwJQdi8MDg6ioaEBDocD0WgUExMT2NzcNCy4UZoIKVoiAfzjB0DgL4Ef/giP/b938HT7IwAeTEE3WvHvPuuC/dND+OH9LkQSraDgVru2ShMxybIspz9oNpsRj8fBMAwGBgbgdDrLtrBw7NgxShMhhfntbeAfZpSDVz69m/LUjfv3ENzYC17ej5t1MAVtur8M88f/C+fPn8fhw4cr3Z2qkC12ZP2bZlkWExMTiEajkCQJ8Xgci4uL6O7uLkc/CdFv5TPlAOS3Z4F/SjuQpaUFsD6Ljx9/FK7RYUQ//6+w0Vb7wY3ol/Vv2+fzobe3N+Wxubk5RCIRAMo5CxTsSMUkEsC1D5Wg9o/vAxuJ1OefsijnFzz3ZaCtFfeuX69MP0nFZQ1w2aajnZ2dEAQBk5OTmJubg9PpxOTkpOEdJERz+3dKUHs3AsQ/SX3O3KkEta/ZgH3G1nwjtSNrgDt37hxOnjyJq1evYnJyEjzPQxRF7YSsYDCopY8QYqjP7gHhq0pgW/yn1Oeam4HeLwNftwNPssr5BYQkyRrghoeH4fV6EYvFwHEchoeHMTAwgI4OA8s9E6La3ASu/0YJar/8FbCRdkaBpUcZrfV+BdjVVpk+kpqQc5FhdHQU/f395e4PHTqzk/3uzoMpaBiQ0ipGdzIPj9B7lMrlk4fyPnSmUsENoGoiO869+0Dkl8DbM4D4cepzzU3As18Gvt4HfOFJmoKSrPKuJlLq4BaJRCAIAgCl1PnExAQYhilpG6SGbG4CH84rQe3qr4D1tFPcez6vTEFtzwK7dlWmj6QulCUpSBAEDA8PAwDGx8dx9OhRhMPhcjRNqsmdJeCdsDINjUmpz3XsVaagf9gHPPZoRbpH6o/hAS4SiWBsbEwLcE6nE16vF6IogmVZo5snlXZ/FZh7TwlqH4mpzzU1Ac8+o9xXO/IFmoKSkjM8wFmtVkxMTGifS5IEQNkORurU5ibw0YIyBZ37R2BtLfX5z/+BMlLrew7YvbsiXSQ7Q8EB7urVq1mLYWbjdDq1jycnJ8FxHN2Dq0fLUWWk9k5Y+TjZI3uArz6Ygj6+s09iJ+WTM9F3K7FYDFNTU5iZmcmrMUmSwPP8lvff1DQRFaWLVLnVNeDqgynoh/OpzzU2Al/+opKIe+QLyueElIiaHqLSnSbyxhtvYHBwcMuLZylCsi2v14tQKLTl6I3SRGqALAPzi8oUNPIesLqa+vwfHAL+0K5MQfe0V6KHZAdIH/zoThPx+XzblkfiOC6vzoyPj8Pr9WoHRwOgaWqtiUkPV0HvLKU+t6cd+KpVmYIeerwi3SPbu3//PhYXF/N+3+rqKm7duoWDBw+itbU1r/d2d3ejra0yO050b7ZPduXKFUiSlFFxJBee52G1WrXgNjU1BbfbnX9vSfmtrSvbpd6eAX79kTJ6UzU0AF8+oqyCfukITUFrwOLiIk6cOFHWNitZs073IsOlS5cgisoyvyzLmJ2dxQsvvLDt+0RRhMvlSnmMYRgKcNVMloGFj5WRWviXwP37qc8fOqhMQe29yuIBqRnd3d04f/583u9bXFzEqVOn8Oqrr+ZdKq2SpdV0BbiRkRFIkoRoNKqNwjwej64GWJYt6H4dqQApruwDfXtW2RearH03YH8wBX3iccBEJb5rUVtbW1Gjqe7u7pqqIKwrwFksFgwNDWFhYQEmkwnd3d24cuWK0X0j5bC+Drz3vhLUrn2YOQX94tPKKugzR5S9oYTUEF0/sSzL4uOPP0ZPT0/GqfelRtVEykCWlfLe/zADzF4F7t1Lff7AY8oGd7tV2UJVJxpX49u/qEbU09dSrLyriaSTJAksyyIWi2FpaQnPP/+8YWejUpqIgeKfKNVw355VquMm27ULsD+n3Fv73BN1OQXtuP33le4CMUDe1UTS9ff3I5FQ6t6fPn0a09PT6OvrK20viTHWN4BffaAEtQ9+rWyjUplMwJGnlftqX/miUiG3jsUPfAOJ1voo2tq4GqeArUNBN1WOHj2KxcVFqvBbrWQZ+OebSlCbnVNOnkr22H5lpPZVK8DsnL/DRGsHNtrovIadRHeAu3r1KqLRh/sL/X4/HTpTbT69q5wJ+vYscPNW6nO72gDbc8porftzdTkFJSSdrgA3MDAASZJSdh7Mzc0Z1SeSj0QC+NU1Jaj96lrmFPTpJ5VV0K98CWip7ykoIel0BTiHw4GhoaGUxy5evGhIh4hON38L/MOsMmK7u5L63P59D4/Q62Qq0j1CqoHuPDg9j5UCpYk8cHdFuX+2FAX2mZWUDVl+eIr7P6ctibe1AtZnlcDGdtMUlOwYRaeJzM/Pw+/3w263A1C2ahVSLkkPShMBcO3XwMR5pRSR6uJPlD+Tp6CAchiLeop7a0v5+khIlSg6TcTv94PjuJQtV7T9yiB3VzKDG5Aa2LrMD6egXVQZmZBcdAW4bOWT8i2XRHSancsMbsm+/Q2g/xidX0CIDrr+lWQrn9TZ2VnyzhAo99y2Ymqg4EaITllHcJcuXQLHcdi7V9mHmF7CXJIkhEIh/OxnPzO+hzvNvm2mnNs9TwjRZA1wr732Wspe02wlzJeXl43vncEKqW5qeGVTuxW4/NPs09TWFuV5QoguWQPc7OxsyucTExMZ1XuNugdXzjSRclc31VXZtH03MHQic6GhtUV5vJ2O2SMkWdFpItPT0xkBrre3F1euXIEoijh58mRpeorypokUUt20LJVNjzwN/OjPlCTe5Dw4Cm6EZCg6TaS3t1ebyqn/SCcmJiAIAgYGBnDu3LmSBrlyKaa6qeGVTdt3A9/+pnHXJ2QH0LUcFwwGwXEcHA4Hzp49C0A5SMbn86G/v59WVAkhVUlXgLPZbPjoo4/wm9/8RttwH41GtdGcibYFEUKqkK4AF48/LI+snmkai8W0x9TTtgghpJroCnA9PT0wm83o6urC8vIyzpw5A47jcPbsWVy9epW2bRFCqpLukuVqWkhyFd/p6WlMTk5ibGysZB2iaiLEKI1rBh/UsplA4/pdJJr3AA3GHoJt+NdSQ4pOE7Hb7RgdHc046Pno0aNZt3EVg6qJkFJjGAYtLa3ouFVfZxi0tLSmFKHdqYpOE3G73RnB7cqVK7pP1YpEIhgaGkI4HNb1ekJK6cCBA+D5oHb/2CjF5EgWgmEYHDhwwPB2apmuAGcymfDSSy/BYrGAZVlEo1EEg0FdAY7nebAsi0gkUnRnCSnUgQMHyhYMau3093qmK8CdPn0aHMdhaWkJS0tLAPTvRXU6nYX3jhCypdu3bxs+MgWgJfrnu3e7EKUcmeoueJl+r216erokHSCEFOb27dtwupxY26p+YImdOnXK8DZaWlvAB/mSBDldAS49uF25ciUlN44QUn6SJGFtdQ1L392L9U5jV22xIaPpkwQ29jYCTcYl9jfHEtj3808gSVL5Ahyg1IhTE3plWcbs7GzGwkMpqGkiKkoXIWRr652NWH/U+CMh1x83vIm8qOkhqoLTREZGRiBJEqLRKFiWhSRJ8Hg8petpEkoTIYTokT74KThNxGKxYGhoCAsLCzCZTOju7saVK1dK11NCCDGArq1aLMvi448/Rk9PD3ieL7ixcqz2EEKIStcITpIksCyLWCyGpaUlPP/88yklzbciCAJCoRAAYGxsDHa7nVJHCCFloXsvaiKRAKDkxE1PT6Ovr09XAxzHgeM4+Hy+wntJCCEF0L2KmqzU+09LgRIeCSHpsga4s2fP4uWXX97yjUaVKS+kmsjt27fhdLqwtrZa8v7kUpaEx5ZW8HyQghwhW8i7mshrr72m3TfLZXZ21pAAV0iaiCRJWFtbRfzgN5Bo6dj+DcUoU0mcxrU4Om79fckSHgmpV3lXEzl69Ci6urpgs9lyXrQai1wmWjqw0dZleDsbeNTwNgghxcsa4ILBIOLxuHY+qt1u1065V5nNdMI6IdWgKbpR6S6UTKm/lpyLDB0dHdpiwtzcHKLRKEwmk5Ya0t/fX9KOEEIKsz/0aaW7ULV0n4uqunLlCkKhEBwOh+6Cl4QQ49xxPIINc0EJEVWnKbpR0oCt+7ty9epV+P1+TE5OgmVZWCwWCnBV6v79+3mnsayuruLWrVs4ePAgWltb83pvd3c32tra8noPKZ0Nc1NZNtvXoi0D3OLiIoLBIPx+P0wmE/r7+xEOh9HT02NYh+jQmeItLi7ixIkTZWvv/PnzVMGWVEzeaSLnzp2D3++HKIoYGBhAMBhMmaYCSvkkI8olUTWR4nV3d+P8+fN5vaeY8wTKcf4AIbnknSbidrvhdDoxMjIChmEQi8VSqofEYjGcPn3akABXjMbV+inCWczX0tbWVvCIis4TIPUkZ4AbHx/fMtdtcnLSsE4VquN2fR0LRwgpTtYA5/F4MvLe0o2OjhrSoWLED3wDiVaDdzKUSeNqnAI20aU5ljC+kTKWLC+lrAEu/X5boa8pt0RreXYyEFINGIZBS2sL9v38k0p3paRaWltKdqB1fSTPELIDHThwAHyQL1sVnXIdal32YwPLqZg0kca1MiwylHGzPSHbKeeB1kB1LkLlnSZSSYWkiTAMg5aWVnTcqq97Vi0trWAYpiy17spZ5w6gWnekdPJOE6k1Bw4cAM8H63KoDqCsh/uWo84dUNrDfQnJpS4CHFC/Q/Xr16+X53DfMq2SAaU/3JeQXOomwNU7w+vvNZnKtmG7GmsJ1poVrCCMMJaxjC50wQYb2tFe6W5VHQpwNYJK4hDVdVzHm3gTa3h42+ItvIUX8SIOo7oWACqNAlyNoJI4tU2GjE1sYuPBr8SDX9k+z/an+vFn+Aw/w8+QQGpC7BrW8CbexCmcopFckqr7F0PVRBTqFOSjRz/CwYGDiK/eh6F1W8t4D85kKu31Nx/8KjZ4FPPaDWzgs57PYOWt+KuDf4UGNGS812hrWEMYYXwL3zK8rWpS92ki9SZlCmIG2JdZfP6zBK57r0N6RypvZxqAhuYGmJpMaGhpgKnZpHzcrHyc/mfy6xqaHjyW/jqzCU3/YR9m/2AW7+G9bYPKdoFnE5vl/Z7k0grs+twu3MXdinVhGctbPl9IrUCguDQio+sFVjxNRBRF8DwPlmUhiiLcbnfJtmLUmxWsZNxfAYDG3Y34yn/5Cr55+5toQAM2TZvYNG0iYUogYUpoH2d7fBObGa9J/3M1sQrpUwmPMI8ATdAel03GLQiEETbs2sUyySY0yA1olBt1/dmABty/ex/v//J9PPulZ7G3fe+W79Hel/T4448+jl0tu9CIRjShCY0PfjU9+NWIRryLd/EW3srZ7y5svVWx2FqBhaQRVbJeYFkCnMvlQjis/DCLooihoSEEg8FyNL2lQv43M/p/sjDCGcFNlWhI4O8e/7u829WrdXdrzrZLqQENKf9ok/9Bb/VYrn/0pXpt8p8f/vrDggPBh/iwoPedP38eXzj8hS1f83V8HSGEsv49taAFNuQ+CQ8orFYgUHzF50oxPMCJopjyOcuyEATB6GZ1KeZ/M6P+J9tuirGdXP+gt/sHfjd+F7/421/gj771R9jXuW/bIKA3UKT3oeHBr2pXSCAoJgiobW6nHe14ES9mjPJb0IIX8eK2CwzF1Ap89tlnC3pfJRke4ARByDhi0Gw2IxKJwGq1Gt38lsr9Q6znB3i7KQYHDl/FV7MGkwY0wITCbuBfv3Udf/Hnf4FTT5/C4U5KNSg0EJQjCBzGYZzCKcqD08HwAJdr+1Q0GjW66W1V4w+xDTa8hbdyTkG+jW9v+4NcjVNvUlrtaN9xq6WFqNgqaq7Ap6aJqHZaukixUxCgOqfehJSamh6iqkiaCMMwGaO1aDSacxWV0kSKn4JU49SbkFJLH/xUJE2E4zj4/f6Mx/v6+oxuuqYVMwWpxqk3IZVg+HIWy7Ipn4uiiL6+PsqDI4QYriz34ILBILxeL+x2O2ZmZqoiB44QUv/KkpDEsix8Ph+cTid8Ph+N3vKQfBOVkHT087G16s+43OHoB5hshX4+tlZ1AU5NE8n3L66cf9H1+kNVr9/Dem2r3Kr1+3jhwgUcO3Ysa5pI1QU4NU0k39y3av3m15J6/R7Wa1vlVq3fx+PHj+Py5cs4dOhQxnMmucrqRz/zzDOwWCx5v+/mzZtZv0AjUFvUVjW0Ve72qr2t+fl5vP/++ymPVV2AI4SQUqm6KSohhJQKBThCSN2qupLl1SgSicDv9yMQCGB4eBgWiwWSJGF+fh6BQACxWIxy+wipQnQPTidRFGGxWDKCWSAQQF9fX8Vr25HaJAgCPB4PPB4PGIbR9m17PB7Mz8+D53kEg0FYrVbYbDaMjo7C6XRWuNe1g0ZwOqUX7VQNDAxgdna2zL0h9UKSJIRCIW3PdigUgtlshtvtBgAMDg5CFEVYrVb4fD4qUpEnugdXoEgkAkmSwDBMRkEBQvSKRqNb/vxYrVat3BjHcXQrJE8U4Ao0OTmpfaxOXwOBAAKBAGw25eAPQRAwPj4Onufh9Xq110ciEXg8HvA8r/2ORCIQBAE2mw3j4+MAAJ7nYbFYUs6wyHZN9X2BQACCICAQCMDlcqX0VxRFeL1e8DyPQCAASZK066uvlSQJFoslpa/EWAMDAyV5DclBJrrEYjEZgOzz+WSfzydbrVY5Fotpz7vdbtntdsuyLMvBYFCen5+XrVar9rzf75d9Pp8ci8VkhmFS3sswjBwOh2VZlrXrq5xOpxwKhWRZlnNeU5ZleXh4WHY6ndpzHMdp14zFYjLLslqbw8PD2vv8fr/Wb/VzUjlOpzPl70MVDodlq9Wq/f2EQiHt81AoJPv9ftnpdMrz8/NyOByWfT5fxnVCoZDs8/nkYDAoDw8Pl+XrqTS6B5cn9UzX9EUFhmHQ1aUcGON0OuH1emE2m1NGXzMzM2AYJmOqofe+it/vz3pNAOjq6tLaV/ujTm2mpqbAsqzW5ujoaMrX09nZCb/fr9XqI9XHarVicHBQ+5zjOHAch1AopJUfCwaD4Hkew8PDsFqt2mo/wzDaCF49vjMajWJ8fBzDw8MV+XrKhQJcgTiOy3gs/V6K1WpNeZ3b7UYgECiq3WzX3I76Q65Kv4+j9stsNtMKXQ3J9p9a8s+g+p+cujqb6z/Hekb34HTScwpY8msGBwczzn8VBAEDAwOIRCIpjyefHcswDJaXl1Peox7Qk+ua23E6nRltJr/P4/HA5/Ntex1S/bZahFD/c+Q4Dm63e0cUnqURnA5qoi8AeL1eOByOlJGOIAgQBAGRSAQsy4LjOG1ZX61kDDxcBVMrHDscjozR1cDAALxerxaA1DMtrFZrzmtGIhFt0YPjOIiiqPWZZVmwLAu/35/xPhXLsrBarTR6qwG5TqPb7vnBwUEMDQ2lPCYIQtaZSF2p9E1AkrogUCnBYLCi7e906kIBy7Iyy7Ky3+9P+ZlQFxk4jtMWEqxWq2y1WuVwOCwHg0GZZVltocHv98sMw8hut1tbXAqFQvLw8LAcDAblYDCYstBVr2gnQxWw2WyYmJgo+24Ij8cDl8sFs9lM+XykLtE9uAoLBAIQRRF+v3/b6UepuVwuSJK0bbIpIbWKRnCEkLpFIzhCSN2iAEcIqVsU4AghdYsC3A6lbvg3mUw5d1e4XC50dnZqm/9LwWazgef5vN+X3F+v14tAIIDx8XGtaEGlFPr1kPKgRYYdTJIkDA0NQRRFbY9i8nNerxeiKCIUCum+3nblfARBQF9fX0FlfyRJQmdnZ0bRUZfLBbvdXpF9lcV8PcR4NILb4dSCisnbxQBgdnZWK/ukhyiKmJqa2vZ1RtQ0m5iYgNfrLXuaDUA12qodBbgdjmEYDAwMFD3NquReVrW6S7GFDEj9oQBH4PF4tL22gHK/K1fZpFwFN2dnZxEKhbTEZUEQMoqARiIRrTCnKlshzkKwLJtSHSMSiWj9HB8f10aouYqDqvt31ft6yXie116bXrg0+evRU3iUlFkl94mRyorFYloxTZZltb2P6mN+v1/mOE57/XYFN9OLZaYXAZVlpaCn+rqtCnHm6i+ArHsonU6n1tf5+fmUfsuynFKgNFtx0OR2k/sky7IMQJ6fn9e+puR9u8lfT65rV3qf8U5G1UQIAKWkkt/vTxnJpcu3plh6EdB0WxXizJcoilplDLX6SjKWZTE1NQW3251XHTUA2qKGKIqIRqMZ9yuTbVV4lJQfBTgCQJmm2mw2uFyuLUvo6Cm4mbyautUe1+0KceZDFMWMqWU+tmp7bGwMXV1dcDqdtGe3xtA9uB1Oveel1o3bKiVEb8HN5MeyjV7UNrcrxKmXx+OB2+3Wgk+2fkYikS0Pb8l170+t8zc8PAyWZbXXJV+/Equ3RB8awe1QkUgEY2Nj2nTL6XTC4/FoQUI9cHh2dhaBQAButztnwU3gYVXgQCAAjuOyFgFVC3OqpdG3K8SZ3l91+jw2NqadNzA/P59RgFTt5/j4uLb4EAwGwTBMzuKg6vsEQYAoivD5fNo5pAzDaAHN5XJphUTTvx5JkrYtPErKixJ9CSF1i6aohJC6RQGOEFK3KMARQuoWBThCSN2iAEcIqVsU4AghdYsCHCGkblGAI4TUrf8P1/HUxzd5eo0AAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -410,7 +410,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -420,7 +420,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -430,7 +430,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUoAAAD3CAYAAAB7Ch0aAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0VElEQVR4nO3df3hc5Xng/e/4h2wwWEeSDQYRkI5CSqApeEbKjyalaTxa3mQXJ0EjKSaBlsaSymbfvOlbkKzutfyR7SJLeN832+7VeEZOaSGJI83YbWgpG2bkNtukaSNp7KahmJA5kgFjA9LMyCCwZcuzfxyfoxlpRnNmNL80uj9cvvCZOXPOI1u6/Zznee77scVisRhCCCFSWlfsBgghRKmTQCmEEGlIoBRCiDQkUAohRBobit2AfLnjjjtoaGjI6DOnT5+mtrY2Ty0q7v3kXnKvtXavbO8XCoV44YUXEl+Mlal77723IJ9ZiULeT+4l91pr98r2fsk+I4/ecfbs2VPW9yuUQn5dcq/VZbX+jNlisfJcR7l7926eeeaZhNfm5+e5ePFikVpUXA8//DDf/OY3V3ydTZs2YbPZctAiUSqS/aysZcn+PMo2UDocDmpra9mzZw979uzhnXfe4bXXXqNMv9y0Zmdn2bJly4qvs3Xr1oKOMYn8O3z4cNn2YDNx+PBhDh8+zOnTpxkfH094r2wDZfy/CvPz87z88stcffXVbN++XXpEWTp37hzT09PceuutbNhQtvOAa8c7szB2HKbCsK0amuyw5epit6rokvUo18R3+8WLF4nFYmzfvp2rrrqq2M1ZtWKxGNPT01y6dEkC5Wr34ksw+BRcmFt47ZnnoONB+OCvFK9dJWpNTebkuiepaRrNzc20trbi8/nweDz09PSgadqKrx0MBhOWN2W61CkfpCdeJt6ZXRokQT8efApm3y1Ou0qYdAtWQFVVWltbAXC5XAD4fD56enrwer0rurbdbkdVVfM4FAqt6HpCmMaOLw2ShgtzMBqET36isG0qcWuqR5lvmqbh9/vp6uoyXxsYGDCDpyEYDOLz+QgGgwwMDCScZxwvvq7RozR6moFAYMn5y11DCNNUeGXvr0ESKHNgfHycQCBAMBjE4XAk9ATtdrvZ2wwEAub/w+EwqqridDrxeDwoioLL5cLpdOLz+RKur6qqeU273Y6iKFRXV+NyufD7/QBpryEEAJcuwSuvLn/OturCtGUVkUCZAw6HA6fTaQYph8NhvhcMBgkEAkSjUfO1zs5OxsfHqa+vZ2xsjPHxcaLRqBlAnU5n2nva7XYAwmH9X/9sriHWmOgMfOObEJpMfc6mCn32WySQQJlHRq/O6XTS0NBANBo1A6fb7SYSieD3+2lubjbPczqdZvDLRC6uIcrYL0Kw/xsw8Yp+fN12qNiYeM6mCn3WW5YILSGTOSugaRper9d8FA6Hw/j9fnMix2634/f7CQQCKIqC3+83Z8U9Hg/V1dW0t7fjcrnM8cVwOExbWxuapqFpGoFAAFVVE35v9BzjX092DSGIxWDkh/D95+DyZf21j38EWj8Lcxf1iRtZR5nWmlhwfv78eSYmJqivr2fz5s1FbtnqJX+Oq8z58/BtLxz/mX68YQN84T74WFNx21Xiki04L9tH79OnT7N7924OHz5c7KYIUXhn34CBP1kIktVV8AdfkSC5jMOHD7N7925Onz695L2yffSura1N6FEKsWYEfwbfHoYLF/TjD34Afud+uGbluf7lzKgLsXv37iXvlW2gFGLNmZ/X0xADP1x47dNO+EwzrCvbh8eCkEApRDk49zb82Xfg5SsZXFdtht/eAx+6vbjtKhMSKIVY7SZOwaGn9XWSALU3wN4H4bptxW1XGVmTgfI/fu1Rzrw5vaJr3HBdDX/6jSeSvufxeIhGo6iqSk9Pj5m+GAqF6O/vZ2BggO7u7hXdH/TlSa2trbS3t6OqKuFwmGg0mnDt+Hv5fD4URQHA7XbT3NyM0+lMyCQSq0gsBv/wE/A9oz92g77E5/4WqKgobtvKzJoMlGfenOb4+p0ru8ibx1O+VV1dTWdnJwB9fX3m740F6LkIkqCnNjY2NuJ0Os1MHSPX27hH/L38fj9utxvQA6XRLrEKzc3B947CP18pMLtuHbh2w92/DlLlKedkhDcPjNzuZK8bpdkAMzfcCG4DAwMEAoElRTUCgQAej8fyvY1guPheY2Nj+Hw+fD6fuVBdrEJvTcGB/7kQJCu3wu8/DL/5cQmSeSKBssBUVTUff41eoMvlwuVyMTo6aqY7xlcWqq6uNotfrOReqqqa9zIKcohV5ucvQv8fw+kz+vGtKuz7Gqh1xWxV2VuTj96lJH58cPFY4fT0NO3t7djtdsv1LRf3SEWZuHwZ/tYPz8U9Bey6Gz77GVi/vnjtWiPKNlAamTl79uzh85//fFHaYDzi+nw+nE4niqKYOdxGFfRgMIimaQSDQYLBINFolNHRUQB6e3vxeDyEw2E0TVsypqhpGmNjYzQ0NJjX0zTNHJdcfC/j99Fo1Py9qqo5m1wSeTL7Lvz5d+HfXtKPKyrggTaw31ncdpWZ+M3FFluTud75nvUuV5LrXQSvnobBv4DpiH58/Xbo/G3YcX1x21XGMt5cbHJyEq/Xi9/vJxKJmK9XV1fT3NyMy+Wirq4uL43Np7UW4MQq9ZNRGDoKFy/px3d9CL7Upi8mFwWVMlDu27cPm81GW1sbjz766JL3jx8/zsGDB7HZbPT19eW1kUKsKRcvge/78KN/0o9tNvjcZ2DXb8qsdpEkDZRPPPEEvb29VFZWpvzgzp072blzJzMzM/T29kqwFCIXIlF9J8RTV7ZruGYLfPlL8IH3F7VZa13SQJmsB5lKZWWlBEkhcuHky/Dkd/TtZAHqboa9D0CVUtRmiRXMeh89epT77rvP0rnGzK9Rkbuzs9Nc35dMMBiko6OD8fHxJa+DvibQmL011iKWEk3T6Orqorm52UwtjK98Xoj7S2rjKhKLgf/v9co/xtzq3R+D+3bDxrJdmLKqZP238L3vfQ+73W5pMqe1tdUMepqm0dHRkTJoGAHVCIrx3G63maHidDqzDjwPd3+V1yNvZPVZw41V1/PNgT9O+p6xa2J8amF1deF2tpPUxlXkvfPw9BD8y8/1440bYE8LfKSxuO0SCbIOlIODg+zbt4/f+73f4847U6/nMtbwGVRVXTZ1LlX6H+i7HRqz78v1SNN5PfIG/3z3bNafB/jI/7YWaI1UwcbGRhwOB11dXeZWswMDA2bv2AhOPT09NDU1mZuDNTY2mr1rj8djFtbIlMvloqGhge7ubrPH6/f7E1Ib49srWTsF8PpZfTzyzbf045pqfXOv99UWt11iiZSTOVZ28YvFYuzcuZOenp6U45SBQGBJb6q6uppgMJjVY/NKAmShGf8gKIpifq1GQIxPTzR6cQMDAzQ0NOByucx9wu12u/nn53Q6CYVCK25XqtRGgKGhIQmShTB+Qt/PZm5OP77jNvidPXC1bO5VilY0mbNv3z7Gx8fZuTN1JZ74/azjZbOdajQaNXs+o6OjdHV1lfQ4mvHoa/wZxLc1XXpi/D8uRlBL9WdphaQ2loj5efirZ+HYP+jHNptehfzTTqlCXsKyfvTu7e3lD//wD9m6dWtWn8/mhz5+EkhVVZqbm1P2sIwURoCamhq+8pWvZNXObBjpgUNDQ2bvzXjN6CUmS0/s7u6mp6eHQCCA3++npqYGgKamJrOHaaQ5KoqSMvVQUhtL1Mw5+Na3ITShH199lb6XzR23Fbdda5yRumjIaQrj4OAgHR0dac/zeDy43e6EGeyqqiq8Xu+yj3g2m43FTYt/XI9Go1RVVREKhZL2KpdLYfxsR3sOxii38P3BoRVdYznBYJBAIFBSgUpSGFcgNKEHyZlz+vFNN+rjkdtqitsusYSlFMaZmRkikUja2ez4IHnunP6Xn6x36XQ6zRnVeI2Nmc3qBYNBdu3alZBKCdnNJt9Ydb3lyZjlrpFPgUDALI4hVrFYDH74Yzjy13oFIICPOOALLVCxsbhtE5YtCZSVlZUMDw9TU1NjaZ3kkSNHiEQi7N27N+n7i3t7mqbR2NhoPkIHg0EURUnaKzQeMY3rxM/2BgIBXC5XVpM7qZb1lJJS6kmKLF2Yg+/6YOxKNfz166H1s/CJj0oq4iqTdIyyo6OD48eP09bWRkNDA01NTeZYmzGO9dOf/pSJiQm6urpoaWlZ9iZer9dc9jI6OpowedHX10dTU5MZGIzxufj3jIDY2NjIwMAAiqIQCoUKtoBbiIy9OaVX/Xn9rH6sVOobftXfXNx2iaykHaOcmZlheHiYUChk9vAaGhpwOp3U19cXqp0ZW26MUmRH/hwt+tkL8NT39MXkAB9ogN/9Elx7TXHbJSzJuMwa6I/iViZthFjzLl+GZ5+H/zWy8Frzb8G990gV8lVOFm4t9s4s/P2P9C1A//5HenXpDBm51sY2tQaPx4PD4ViSrSTKwDuz8KffWgiSmzfps9qfk60ayoFk3Md78SU9pezC3MJrzzynf8N/8FcsX0ZVVdrb2xkaWrp8qLGxsaQXyYssnHoVDj0N4SsrMnZcD50PwvXXFbddImekR2l4Z3ZpkAT9ePCprHqWXV1dZhEPI987XrKtaI0F58Zri7e0TVYsRBTRP/4U/r8/XQiS9jvh0f9bgmSZKdtAaWTmxK+4X9bY8aVB0nBhDkYzD1BOpzNhm9n4pUyptqLt7e2lsbHRXHu6eEvbZL1UUQQXL8J3vPqvS5f09MOWe+F3v6g/dotV5/Dhw+zevTtpZk7ZBsra2lqeeeYZ9uzZY+0DU2lyz9O9n0JTUxMej2dJb3J6etrMBTeWOWmaZo5rVldXJ80RFyVgOqL3Iv/xp/rxtdfAV7vgU3fL+shVbM+ePTzzzDPU1i6t3pR1oJycnFxJm0rPtjQZPunej2PkeQeDQTo7OxkfH0dRFHP7Wk3T6O3tJRAIJDxma5qGoiiMjY2hKAqBQMDMDzfKn8mjd5G9+Avo/wa88pp+rN4C+74Gt8o/ZuXMcq73iRMnEir+uN3ukn4MzHgd5ey78F/+W/LH700V8F//M2xZ2yWw1vQ6ysuX4fm/g7/5wUIV8t/8ONz3H2CDzImWk6zWUQK0tbUlpBOCvgtjWdlytT67vXhCZ1OF/voaD5Jr2rvv6QvI//Xf9OONG+F+F3y49LYhEflhKVA2NzcvWXR+5MiRvDSoqD74K3rPcTSoj0luq4YmuwTJtez0Gf0fz7em9ONtNfrSn9obi9suUVCWAmVDQ4Ol18rClqvhk58oditEKRg7rs9qz13Ujz90Ozz4Bb2OpFhTLAXKUCiE2+2mqakJ0LeAGB4eljJgojxdugR/+ayemQX6TPZ/uAf+3W9JFfI1ylKgdLvdOJ3OhEK6Wdb7FaK0RWf0ArvapH685Wp46P6MMrNE+bEUKPv7+9m1a1fCa+W6AdUss4wzzjTT1FCDAwdb2JLRNYxdDu12O/39/QSDQVpbW+nv70+6y2T8roiAuS+QoigJf84ej4doNIqqqvT09JhrLq3uzChbO6TxS00Pkufe1o9vvgn2PqDvjijWNEuBcnGQBH07h3JzkpM8yZPMsTDr/SzP8hAPcRvW9zUx9vVub28HErNrUp0fv6Igfp/teNXV1eYujn19febvjcCajgTJFGIx+LsfwV/+zUIV8l//MLR9Tp/hFmte0gGXo0ePmts7ABw6dCjh14EDB0p+R79MUxhnmV0SJAHmmONJnmSWzPfYMRaUBwKBhDWoi/O54xn7bCfb+3y5QOtwOPB4PGbQXHwPTdNobm427yH541ecvwBPfgeOPKMHyQ3r9aU/X2yVILnGZJzC+PjjjzM2NmYeHzx4kEgkYv6KxWJMT0/nr8U5kGkK4zjjS4KkYY45xhlP+t5ynE6n+St+b5/F+dzxjH22MxnaiN8z3Aimi++xeC9vkPxx3ngLDvwJjP+LflylwP/7Ffj4R4raLFEcy6UwJn30jg+SoO+4uHjv7nIbo5xm+cCf7n2rNE2jv7+f/v5+M587m31/FovPB7dyjzWfP37iX+HpIb1HCXDbrfDQF+GazMajxdpgaa3Dzp07eeKJJ8wxt5GRkbJbR1nD8tuGpns/Xvy+3qA/6obDYTN3O1k+9+Jfyz0OGznjPp8vYS9u4zNW7rFm88fn5+H7f6svIjeC5D2fgq/slSApUrKU671v3z4zMBoZOkePHrW0S2OxZJrrPcssX+frSR+/K6jgMR7LePa73Kz6XO+339HHI1/6pX68eTM82A53/mpx2yVKSrJcb0s9yqamJjo6Osr6cW0LW3iIh6igIuH1Cip4iIfWfJBc9SZfgf3fWAiSN+6Anq9KkBSWWFoeNDExAYAtrtbe6OhoSfcos3Ebt/EYj614HaUoIbEY/PifwftXcGlef63xLri/VS94IoQFlgLlzp07aWxspKamBr/fTyAQsLTAudRYySbawhbu5u4CtGb1WXXZWHMXYegv4Z+upNquWwf33Quf/LgU2BUZsbzg3Ov14na7icVieDyeJbPgpWzjxo3YbDbeeusttm/fntAzFta9/baesbJhNdRfnArDoafg1Str4rZeC19+AN5funvRi9Jl6Tt+cnKS+vp69u/fz8zMDIFAgKqqKurq6vLcvNxYv349N910E6+99lr5VWYvsK1bt5Z+oHzhJPz5d/U6kgAN9fDlL0Hl1uK2S6xalma9Dx06xN69e9O+VkocDge1tbXs2bPHXHQ+Pz/PxYsXi9yy1ctms1FRUVG6PfLLl+EHI/Csf6EK+ad+Az7372VvbZHW4cOHOXz4MKdPn2Z8PDHBJGXXYGZmhuHhYWw2W8IugYbx8fGSDpRGZk689evXs15+YMrTu+/CX3wPfv6iflyxEb7Ypk/cCGGB0anavXv3kvdSBsrKykqcTif9/f2EQiHq6xPHdqTAgigZr70Og3+xsFPmddug47f1JUBC5MCyg0319fUcPHiQkZGRpBWEhCi6fx6Hw0f0fbYB7rwDHmiHq6QKucidrMusCVFUly7pFX/+90/0Y5sNdn8amj8pS39EzlkKlPv27eP9738/ra2ttLa2UlVVRXt7e9ktOBerRHRGX/oz8Yp+fM0WvQr5bR8obrtE2bKcwrh37148Hg8Oh4OhoaGSL7MmytQvQnoqohEkb3kf9Pw/EiRFXlnqURrVzIeHhxkcHARIqK8oRN7FYjDyQ/j+cwtVyD/xUXB9FjaW+LpOsepZ3oUxFosRCoW46667mJiYIBKJ5LttQujOn4dve+H4z/TjDRvgC/fBx5qK2y6xZlh69G5rayMYDDI+Ps7MzAxut5toNJrnpgkBnH0DBv5kIUjWVMEffEWCpCgoSz1Kp9NJb2+vuZZy//79eW2UEAAEfwbfHoYLVwrsfvAD8Dv3S4FdUXCWepSdnZ1LZriPHTuWlwblSqabi4kSMj+v74j4racXguSnnfAfvyxBUuTNcpuLWepR2mw2Hn74YRoaGlBVlenpaXw+H5/61Kdy3thcSZbCKFaBc2/Dn30HXg7px1ddBb/9BfjQ7cVtlyh7WaUwxtu/fz9Op5OpqSmmpqYAErZfFSInJk7Boaf1dZIAtTdAx4OwfVtx2yXWPEuB0u12L8nOGRkZyUuDxBoUi8E//AR8z+iP3QBNdri/BSqkCrkoPsspjE888QRjY2MMDQ0xMjJCU5PMOoocmJuD7x3Vc7ZBL4fm2g2/8TFJRRQlw9JkTm9vL4qimHt579q1i0AgYPkmmqYxMDCAz+djYGAg7dKiYDCIw+FY8XVEiXtrCg78z4UgWbkVvvZ7cPevS5AUJcVSj7KxsZGWlpasH7dbW1vNQpiaptHR0YHX6016rs/nQ1XVpHtNZ3IdUeJ+/iL8+WF470oV8ltV+N0v6Vs2CFFi8r4Lo6ZpCceqqi7bG3W5XDm5jihRly/D3/rhubi/u12/CZ/9tFQhFyUr77swBgKBJXnh1dXVBINB7Ha75Ybm6jqiiGbf1fey+beX9ONNm+BLbWD/teK2S4g0Mt6FEWBwcJC77rrL0g1SjSNmurwoV9cRRfLqab0K+fSVGgHXXwedD8KO64vbLiEsyKgeZW9vL62trWiatuJ6lLmaiEl1HSMzxxC/yZgosJ+MwtBRuHhJP77rQ/BAG2zeXNx2CcHCpmKGrDNzmpqaaGlp4cCBAzgcDvr6+sxya+koirKk1xcOh1EUxdLns72OZOaUgIuXwPd9+NE/6cc2G3zuM/qYpMxqixKxuBOVLDPH0vIgox7l0NAQ7e3tgPV6lMaSosUaGxstfT7X1xEFEonC//+nC0Hymi3w1U5wflKCpFh18l6PUlXVhGNN02hsbDR7gsFgEEVRlpwH+mO1cV6664gScvJlePI78M6sflx/M3z5AahSitosIbJlKVC2tbUxODjI+Pg4586dw+PxUFNTY/kmXq+Xnp4empqaGB0dTVj72NfXR1NTk7n9bSAQMPcRN94zlgwtdx1RAmIx8P89PPOc/nuAuz8G9+2WKuRiVbPFYsZ3dGrGZE5bWxsulwtFUfjCF75Q0puL7d69W8YoC+m98/D0EPzLz/XjjRtgTwt8RIZGxOqSLHZktLmY2+3G4XAwPDwsm4uJBa+fhYE/XgiS26rhD/6TBElRNmRzMbEy4yf0/Wzm5vTjX/2gXj/y6quL2iwhckk2FxPZmZ+Hv3oWjv2DfmyzwWea4f/aBessPagIsWrI5mIiczPn4H+4F4Lk1VfBw7+rB0oJkqIMWepRVlZW8uijj5rHzc3NzMzM5K1RooSFJuBb39aDJcD7amHvg/q4pBBlyvKajaNHjyZU8LFaPahYjBRGSV3MkVgMfvhjOPLXegUggI82Qvt9ULGxuG0TIgeMVMasUxj37dtHNBolHA6jqirRaJSurq6cNzSXJIUxhy7MwXd9MHZcP16/Hlo/C5/4qGTZiLKx4s3FGhoa6OjoYGJiApvNRl1dXclvVyty5M0pverP62f1Y6VSf9Suv7m47RKigCyNvKuqyqlTp6ivr8fn8+W7TaJU/OwFGPgfC0HyA++HfV+TICnWHEs9ymg0iqqqRCIRpqamuOeee1AUpaT39RYrcPkyPPs8/K+4rT+afwvuvUeqkIs1KWmgPHDgAI888oh53NLSwvyVbUT379/PyMiIVO0pV+/M6lXIX/yFfrx5EzzQrteQFGKNShooH3/8cRRFobGxMWkl88V7fIsycepVOPQ0hK8kE+y4Xq9Cfv11xW2XEEWWNFB2dnayd+9eJiYmOHLkCDabTR61y90//hSG/hIuXalCbr8Tvtiq9yiFWOOSBsr9+/cDUF9fT319PQAzMzMcPXoUQIJmObl4EYb/Sg+UoGfWfP7fw2/9hiz9EeIKywvOx8fHef755xkeHjbXUX7zm9/MZ9tEvk1H4NBT8Mpr+vG11+gFdm9dWkRZiLUs6fKgAwcOAHo2Tnt7O+vWraO5uZlwOMzg4CCXL18u+SBpZObEbxok4rz4C+j/xkKQVG/Rl/5IkBRr1OHDh9m9e3fSzJykhXurq6uZmZlBURSzWO9qm8CRwr0pXL4Mz/8d/M0PFqqQf/IT+uP2BqlCLkSy2JH0J0NVVQYHBwmHw0SjUWZmZpicnKSurq4Q7RS59M6snno4FYat18IvQvDiS/p7GzfC/S74sL24bRSixCUNlP39/ezcuTPhtePHjxMMBgGw2+0SNFeDF1+Cwaf0XO3Ftm+Djgeg9sbCt0uIVSbpGGWyx+yqqipCoRCPP/44DQ0N5ra1okS9M5s6SK6zwX/aK0FSCIuSBspDhw4BcOLECXp7e7n11ltpaGhgeHiY9vZ2fvnLXzI0NFTQhooMjR1PHiQBLsfg5y8Wtj1CrGJJH727u7vp6ekhEongdDrp7u6mra2NysrKQrdPZGsqvLL3hRCmlJM5vb29tLS0FLo9IlfSVRyXiuRCWJb00VuCZBlossOmiuTvbarQ3xdCWJI0UEqQLANbroaOB5cGy00V+utbZDtZIaySFcbl7IO/Av/1P8NoUB+T3Fat9yQlSAqRkaSZOeXA4XBQW1srm4sJISyJ31xsfHw84b2yDZSSwiiEyEay2JH1bvUnTpxYaXuEEGJVSDpGaSw4TyUSiTA8PMzo6GheGiWEEKUkaaA8ePBg2hTFMn1iF0KIJVIWxUhXVs3pdOalQUIIUWosF8WId+zYMSYmJvLSICGEKDWW11EePXoUTdMA/bF7bGyM++67L28NE0KIUmEpUO7bt49oNEo4HEZVVXPPHCGEWAssBcqGhgY6OjqYmJjAZrNRV1fHsWPH8t02IYQoCZbWUaqqyqlTp6ivr8fn8+W7TTkhm4sJITKx3OZilnqU0WgUVVWJRCJMTU1xzz33lPze3rW1tZKZI4SwzEh33r1795L3LAXKlpYW5ufnAdi/fz8jIyM0NjbmtpVCCFGiskph3LVrF5FIJNdtEUKIkmR5edCJEycIhxe2D3C73bJvjhBiTbAUKNva2ohGoyiKYr52/PjxfLVJCCFKiqVA2dzcTEdHR8JrR44csXwTTdPw+XyoqoqmaXR2diYEXavnxu8rrmka0WgUu122NBBC5JfldZRWXkultbXVLISpaRodHR14vd6Mz3W73Xg8HkDPNU91DSGEyCVLgTIUCuF2u2lqagL0FEarZdaMtEeDqqoEAoGsznU4HOYkUqoeqRBC5JqlWW+32019fT2xWMwsr2a1zFogEKC6OnFr1OrqavMxOtNzFUWRICmEKChLPcpkZdesllmLRqNJX4+fQbd6bjQaNTODRkdH6erqQlVVS+0QQohsWQqUycquVVVVrejGqYLicufGT+yoqkpzczOhUCjpZ4wURoNsMiaESMbYVMxgOYXx6NGjOJ1Otm7dCizdGiIajeL3+/nBD36QthGKoizpPYbD4aSPz+nO1TTNnOU2ZsU1TUvaq5QURiGEFYs7UclSGJOOUT7++OOMjY2ZxwcPHiQSiZi/YrEY09PTlhqR6hE9WQrkcucGg8GkPdvFY5pCCJFrSXuU8UESYHBwkJ07dya8ZnWMcnFvT9M0GhsbE9ZGKoqCqqrLnquqKv39/eZ7gUAAl8slEztCiLyzNEY5MjKyJFDu3LmTY8eOoWkae/fuXfbzXq+Xnp4empqaGB0dTVj/2NfXR1NTE93d3cueqygKjY2NDAwMoCgKoVBI1lEKsQKzzDLOONNMU0MNDhxsYUuxm1WSbDEL63xGRkbMBeZ1dXWA3ssMBAK0tbURiUTSBstCS7aJuRCFdv78eSYnJzP6zIULFzhz5gw33HADmzZtyuizdXV1bN68Oe15JznJkzzJHHPmaxVU8BAPcRu3ZXTPcpMsdljqUXq9XgKBADabja6uLh555BF8Ph9ut5u6urqM0hmFWEsmJyd58MEHC3a/p556ittuWz7QzTK7JEgCzDHHkzzJYzwmPctFLAVKh8PBwYMHgYUZ8HA4bPYubTZbflonxCpXV1fHU089ldFnJicneeyxx/j6179u/oxlcr/lRIjwHM8tCZKGOeYYZ5y7uTuj+5Y7S4FyZmbG/L2xpjG+HuXi1EMhhG7z5s1pe3ip1NXVZf1ZgHnmOc1pJplkggkmmSRKNO3nprG2omUtsRQo6+vrqa6uxmaz0dnZyRNPPIHT6eTAgQM4nU7L6YxCiPyZZZZTnDKD4iu8krLnuJwaavLQutXN8lYQxnKgyspK8/WRkRGGhobo6+vLT+tWwMjMkYwcUY5ixHiLt8ygOMEEb/BGyvOv4Rrqr/x3AzckHaMEfULHgSOfTS9ZRoZO1puLNTU10dvby3333Zfw+q5du5IuAi8Fkpkjyskcc7zKqwmP0bPMJj3Xho0d7KCeeuqoo556aqjBxsJcwkM8lHLWe61O5Kx4c7HOzs4lQfLYsWMlvQujEKvZxpqNaNdqnOQkk0zyGq8xz3zSczexiVu4xQyKt3ALV3HVste/jdt4jMdkHaVFlgKlzWbj4YcfpqGhAVVVCYfDeL1eCZRC5MBlLnOGM0xc+e9l9WU+/NyH8eNPen411Qm9xRu4gXVZ7BO4hS0yu22RpUC5f/9+nE4nU1NTTE1NAVjO9RZCJHqP9xImXU5xigtcWDihYuG361nPTdxE3ZX/6qmnksqlFxV5ZSlQut3uJWORIyMjeWmQEOUkRoxpphMmXc5ylhjJV4psYQvb3t7GD//ih3z13q/y8Vs+TkV85BRFkVU9ymPHjiWsrRRC6C5xidd4zXyMnmSSt3k75fnXc33CY/R2tvPS6Zf47lPf5QbnDRIkS4Tlfb2PHj1qLiyPxWKMjY0tmeARotydPXs2oej0e+vf4+xVZ3njqjd446o3eGvzW8yvSz7psuHyBq577zquf+96dry3g+veu47NlxfyssNX/jNywzPNEc+Woijs2LGjIPdarSwFyn379hGNRgmHw6iqSjQapaurK99tE6KknDl7hgcffZDNH9zMtb92LVt/bStX3Zx6dvnCGxd4+2dvc+5fzvH2v77N7C9mic1bT8547LHHctHstCoqNuHzeTMKloUu9gHWC37kg+Xtajs6OpiYmMBms1FXV8exY8fy3TYhiuoCF3iFV8zHaG27xq8+/atJz708D+cm1xN+aT2Rl9YTfmkD56crgesWTrrJ4o0vz7P+4jvMb7wG1q1f8dexnPVzM1Se+THRaDSjQFnoYh9greBHvlgKlKqqcurUKerr6zlw4ACPPPJIvtslREHFiBEhYk64TDDB67yeOOkSF7PmZtcR/uUmpn+xmfDLm4lom5i/sGiJzgo6P5fiA2wJKnSxD+OexWIpUEajUVRVJRKJMDU1xT333IOiKCW9jlJSGMVyjIIR8ZMuM6SeoNzOdqqiVfz1f/9rzpy9lbdntkLMBlwG3sXGu9YH/EvI+gvZTcoWs9hHvqw4hbGlpYX5eX2Aev/+/YyMjCTd86aUSAqjiDfLLJNX/ptggld4hYtcTHruBjbwPt5n5kbXUcc1XMPJsyd58gdPspEpZKem8rPiFMbFSjW/WwjQH6Pf5M2Ex+g3eTPl+ddybUJQvImb2LDMj8bMjo8zv6k8Fn2vvzBD5dkfF7sZJS/pd4OVcchDhw6V3PYPYm0yCkbEP0a/y7tJz7Vh4wZuSFi7WE11QsGIdOY3VXJps5QiW0uSBsrHH38cvz95nqlhbGxMAqUoihlmEoLia7zGZS4nPdcoGGH0GG/hFjavZJZFrElJA+WuXbuoqanB4Uhdl06K9YpCmGeeM5xJeIyOEEl5vlEwwugxZlswYq2Zmpri5MmTeb3Hal5InzRQer1eZmZmzP29m5qa2Lp1a8I51dUynC1y7z3eWzLpklAwIo5RMCK+tygFI7LTva+HS3PJJ7dyrWAL6TdV4PP6chIsU45YV1ZWmpM2x48fJxwOY7PZzCVBLS0tK765WNtixJhiKqEYbbqCEfFjizdxk+RC58iluYtM/butXKzK4wL3SzE2nJvn0tb1sCG/GxJujMyz7flzGS+kT8XSrPfOnTvN3x87dgy/309zc3NJr6MUpeciF82CEUZwfId3Up6/gx1mUKynnm1sy2jSJV/Wz+W5IEyBM3MMeR9O22DjUnVhVpvm+mux3OoTJ07gdrsZGhpCVVUaGhokUIplvc3bCUHxVV5NWaW7ggpu5uaEx+irubrALV6eoihUVGyi8kx5LafZsGEjly5dZLs/dZWjtW7ZQDk5OYnX68XtdmOz2WhpaWF8fJz6+vpCtS9rkplTWJe5zFnOJjxGTzGV8nwFJeEx+kZuZD357T2t1I4dO/D5vAnVg/Jhpal+mZqenub3f//3eav52oL1+PJtQ/hSxoE/48ycQ4cO4Xa70TSNtrY2vF5vwuM36GXXSrnMmmTm5Nd5znOKU+bEyySTnOd80nPXsY5aas2gWEcdVVQVuMW5sWPHjoKVJCtUqp8x222z5XlYo4BjlNl8LRln5nR2duJyudi3bx+KohCJRBKqBUUiEfbv31/SgVLkjlEwIv4xeknBiDhXc3XC2sX38T42kXlZLVEYiqJQsamCbc+fK3ZTcqpiUwWKouTkWikD5cDAwLIDokNDQzlpgCg9l7hkFowweovLFYy4jusSJl22s13WLq4iO3bswOf1ld2QQt7XUXZ1dS1ZN7lYb29vThog8muW2bRbks4yu2TSJVXBiI1s5H28L+Ex+hquKcSXIvKoHIcUcilpoFw8HpntOaK4TnJyySb3z/Isn+fzAGZwXK5gxFa2Jky61FK7bMEIIcqRfMeXqVlmlwRJ0AtIDJF82MSGjRu5MeExuoqqkli7KEQxSaAsU+OMLwmSi21msznpUkedFIwQIgUJlGVqmull33fg4H7ul0kXISyQn5IyVcPy9RJv5mYJkkJYJD3KMuXAwbM8m/Txu4IKHKQuoSdEOtlsV7vSMmslv13tarTWUxi3sIWHeGjJhE4FFTzEQ0uWCAmRiZVsV5ttmbV8b1e74s3FViNJYYTbuI3HeCztOkohMpXNdrUXLlzgzJkz3HDDDWzalHmmVr4Xqed8czGxIJtHEFjZN00mjyBb2MLd3J1x+0r96xLFle12tXfeeWceWpN/EihXaCWPINnK9yMIlO/XJUQ2JFCuUDaPILCyvNdC5MmW69clRDYKEig1TcPn86GqKpqm0dnZmbKqx3LnZnKdbJ09ezbvxQFWKtNHYuPPqBy/rkLlJ2er0LPDMnyRH7ZYAbZTdDgcjI+PA3qw6+npwev1ZnxuJtfZvXt3xpM5Z8+exeVqZW4u+WZWq9XGjRXEuMyli5eK3ZSc2lixkSO+IyUdLE+ePFnQIQwZvli5ZLEj7z1KTdMSjlVVJRAIZHxuJtfJVjQaZW7uAu9Vvp/59Vfl9NpLXL4Yty/KxrzdZv38ezDzy7xdv5guzl3M2eZR+VLo2WEZvsiPvAfKQCCwZGvb6upqgsEgdrvd8rljY2OWr5MtRVFYt249V5VZYLHZ1hGLXSby0S1cutZiNs58jA2zl/PbsEUubVkH660V4Njw9mWq/mk2zy1aubU2O1yu8h4oU42LhcPhjM7N5DrZ2rFjB3/2Z9/ilVdesfyZubk5pqZS7w2TyltvvcWRI0doaWlh+/btGX1227ZtVFRY36Z1y5Yt9P5h76oILJnIZQVrIZZTtFnvTCYWljs31xMUt99+O7fffrvl80+ePMkf/dEfZX2/I0eOZPyZbMahMq1gbTz+FVKmj5qrYTJHlIe8B0pFUZb0+sLhcNKewHLnZnIdWEhhNOQrlTHbZTSFHofKpoK1PP6JtcBIXTQkS2EklmehUChmt9sTXlMUJRaJRDI6N5PrxGKx2L333ruidgsh1qZksSPvPUpVVROONU2jsbHR7AkGg0EURUFV1WXPXdxzXHwdIYTIl4KMUXq9Xnp6emhqamJ0dDRh7WNfXx9NTU10d3enPXe594QQIl8KsuC8GLJZcF7ODh8+vCbLzYn05HsjUbLYISWu14j4wWoh4sn3RnoSKOMU+humXL9BC/l1yb1Wl9X6MyaBMs5q/UssNeUaUMr1XoW0Wn/GynaM8o477qChoSGjz5w+fZra2to8tai495N7yb3W2r2yvV8oFOKFF15IeK1sA6UQQuSKPHoLIUQaEiiFECIN2QqigILBIG63G4/HQ3d3Nw0NDUSjUUKhEB6Ph0gkIplGQpQgGaMsME3TaGhoWBIUPR4PjY2NOautKdaWQCBAV1cXXV1dKIqC2+0GoKuri1AohM/nw+v1YrfbcTgc9Pb24nK5itzq1UN6lAW2uPiwoa2tjbGxsQK3RpSLaDSK3+836yX4/X6qq6vp7OwEoL29HU3TsNvt9Pf309jYWMzmrjoyRllkwWCQaDRqFgYRIhvhcHjZ7x+73W6WKXQ6nTLEkyEJlEU2NDRk/t54LPd4PHg8HhwOB6A/Vg0MDODz+ejp6THPDwaDdHV14fP5zF/BYJBAIIDD4WBgYAAAn89HQ0NDwh5Dya5pfM7j8RAIBPB4PLS2tia019jUzefz4fF4iEaj5vWNc6PRKA0NDQltFfnV1taWk3NECgUs8yZisVgkEokBsf7+/lh/f3/Mbrcn1NTs7OyMdXZ2xmKxWMzr9S6pw+l2u2P9/f2xSCSypB6noiix8fHxWCwWM69vcLlcMb/fH4vFltb9NK4Zi8Vi3d3dMZfLZb7ndDrNa0YikZiqquY9u7u7zc+53W6z3caxKB6Xy5Xw92EYHx+P2e128+/H7/ebx36/P+Z2u2MulysWCoVi4+Pjsf7+/iXX8fv9sf7+/pjX6411d3cX5OspNhmjLBJjT/LFkzeKolBTUwOAy+Wip6eH6urqhN7g6OgoiqIseYSyOu7kdruTXhOgpqbGvL/RHuORbXh4GFVVzXv29vYmfD1VVVW43W6zVqgoPXa7nfb2dvPY6XTidDrx+/1m2UKv14vP56O7uxu73W6uzlAUxXyiMLaNDofDDAwMmGUSy5UEyiJzOp1LXls81mS32xPO6+zsxOPxrOi+ya6ZjvHDYlg8zmW0q7q6WmZUV5Fk/zjGfw8a/1gas+mp/pEtZzJGWWBWdo2MP6e9vX3J/uWBQIC2tjaCwWDC6/F7nyuKwvT0dMJnjM3FUl0zHZfLteSe8Z/r6uqiv78/7XVE6Vtussf4R9bpdNLZ2bkmCmhLj7KAjAXnAD09PTQ3Nyf0vAKBAIFAgGAwiKqqOJ1OczmHUdkdFmYtjYrvzc3NS3p7bW1t9PT0mIHM6XTidrux2+0prxkMBs3JJafTiaZpZpuNrTrcbveSzxlUVcVut0tvchVItyNnqvfb29vp6OhIeC0QCCR9MiorxR4kFbkTP/FSLF6vt6j3X+uMCRlVVWOqqsbcbnfC94QxmeN0Os0JG7vdHrPb7bHx8fGY1+uNqapqTui43e6Yoiixzs5OcxLP7/fHuru7Y16vN+b1elNu8FdOJDOnjDgcDgYHBwue3dPV1UVrayvV1dWyHlSUJRmjLBMejwdN03C73Wkfq3KttbWVaDSadtGzEKuV9CiFECIN6VEKIUQaEiiFECINCZRCCJGGBEqxIkZhDpvNljJbqLW1laqqKrNIRy44HA58Pl/Gn4tvb09PDx6Ph4GBAbO4SLFk+/WIwpDJHLFi0WiUjo4ONE0zc4Dj3+vp6UHTNPx+v+XrpSsDFggEaGxszKpcWDQapaqqaknx5NbWVpqamoqSt7ySr0fkn/QoRU4YhWHj0ygBxsbGzHJxVmiaxvDwcNrz8lFTcXBwkJ6enoIvrwKpEVnqJFCKnFAUhba2thU/PhYzV9yo5rTSgiOi/EigFDnT1dVl5rKDPh6YqtxaqsLBY2Nj+P1+cwF9IBBYUsw4GAyaBYYNyQoKZ0NV1YRqOMFg0GznwMCA2WNOVeTYyI83xj3j+Xw+89zFBZjjvx4rBZRFgRUzf1KUh0gkYhYFVlXVzC02XnO73TGn02men65w8OKiv4uLGcdiemFi47zlCgqnai+QNEfZ5XKZbQ2FQgntjsViCYWWkxU5jr9vfJtisVgMiIVCIfNris+Lj/96Ul272Hn8a5lUDxI55XK5cLvdCT3LxTKtabi4mPFiyxUUzpSmaWYlHKPaUjxVVRkeHqazszOjOo6AOXmkaRrhcHjJeG685Qooi8KTQClyqqurC4fDQWtr67Klt6wUDo6f/V4uhzxdQeFMaJq25JE5E8vdu6+vj5qaGlwul+TErzIyRilywhgTNOpWLrcUyGrh4PjXkvWmjHumKyhsVVdXF52dnWYQS9bOYDC47CZdqcZGjTqj3d3dqKpqnhd//WLMtgtrpEcpViQYDNLX12c+RrpcLrq6usxg4/P58Hq9jI2N4fF46OzsTFk4GBaqpHs8HpxOZ9JixkaBYWPLiXQFhRe31xgW6OvrM/eDCYVCSwopG+0cGBgwJ3m8Xi+KoqQscmx8LhAIoGka/f395j7aiqKYgbG1tdUsiLz464lGo2kLKIvCkgXnQgiRhjx6CyFEGhIohRAiDQmUQgiRhgRKIYRIQwKlEEKkIYFSCCHSkEAphBBpSKAUQog0/g8Jy6dPN4nkMwAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -440,7 +440,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -450,7 +450,7 @@ }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUMAAAD3CAYAAACHHzbQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAvkklEQVR4nO3df2wb55kn8C9lW7JjWxqRaeLUPZw0TLfuFotG/LF72CyKRTXqAgvUuFZDEVlgAwSxyOYWWLSLmhSbjXHX27NMpts9dLEXk3I3C+8fqkRabbMIipbjFMglAc4Ux0Z3s/H+wZGKbus0sciRHG8tWfbcH/SM+WNIDn8NSfH5BIJFcjjv0JEfvfO+z/u8FkVRFBBCSJ8b6PQFEEJIN6BgSAghoGBICCEAKBgSQggAYL8ZjUiShEQiAZZlIUkSfD4fGIapeLwgCJAkCSzLAgA4jtM97jOf+Qzsdntd1/LLX/4Sx48fr+s9zTCzPWqL2uq3thptL5PJ4N133y1+UjGBw+HQvs9kMgrP8xWPTSaTis/n045lWbbisV/84hfrvpZG3tMMM9ujtqitfmur0fb03tP2nqEkSUWPWZaFIAgVj/f7/Uin09qxyWSypdfzzDPPtPR83daeWcz8XNRWb+nVf2NtD4aCIMBqtRY9Z7VaIYoiHA5H0fOSJCGbzYJhGIiiCJZltVvlVunV/1HdZq8GjW5rS1EUbG9vN92WzWbDnTt3mj6PEV/60pdMa8tIewcOHMC+fftqnqftwVCWZd3ns9ls2XOiKMJqtSKRSIDjOMRiMbAsC57n23yVe8NeDbz97Fe/+hW2traaPs+f/dmfYW1trQVX1HssFgs+8YlP4MiRI1WPM2UCRY9ekMxms5AkCRzHgWEY+Hw+jI6OQqFFMoZQMNxbdnd3sbW1BZvNhuHh4U5fTk9SFAUffvgh/v3f/x2f/OQnq/YQ2x4MGYYp6wWqt8KlWJYFwzDaa+qferfUQH4W6eTJk9rjZ555hgIC2TN2d3cBAEePHsXBgwc7fDW962Mf+xjeffddPP/881os+uUvf1l2XNuDIcdxiEajZc+7XK6y5+odHzx+/Dhee+21hq+NkF5gsVhaej5JkuD3+8EwDLxeL7LZLDKZDPx+f9Nj9KIowuPxIJPJAADsdrv2fadYLBYcPnwY58+f136pFHaiVG0PhqV/uZIkweVyFfX6GIbRJktcLhdkWQbDMFquoV6v0Ex37tzB+vp63e/b3t7GjRs38MQTT2BoaKiu946NjVFvgLQFy7LweDwAoI3HJxIJBINBxOPxps7tcDiK/s13OhDWw5Qxw3g8jmAwCLfbjVQqVfQXPj8/D7fbjUAgUHSs0+lEOp1ueWpNI9bX1/Hss8+a2ubFixdx4sQJU9sk/UmSJCSTSfj9fu25SCQClmWRSqUQDocB5DsuagdFEAQEAgHtOEmStH/DheedmppCJpPReozRaBSyLBcdX+0cZjIlGLIsq/2Fls4Ml/4mYhhG97a6k8bGxnDx4sW637e+vo4zZ87gm9/8JsbGxupuk5B2SqfTEAQBsizD6XQW9egcDgc4jkMqlYIgCOA4DoIggGEYcBynZXswDAOe5yGKIhKJRNG/78LUOIfDAYZhYLVawXEcpqamEAgEap7DTB2bTe4lBw8ebKqXNjY2Rr080nWcTqe21FWSJDidTuRyOQD5XiBQnPXh8/kQDAYRDAYRDoeRTqdht9u1RRSVls0WUoe81ImMRs7RLj1dqEGdTV5cXOz0pRCyZyQSCQD5wGS32yHLMkRRhCAIiEajyOVySCaTmJqa0o7jOE43d7iWVpyjHouLizh58mRnZpPbiWaTCamfJEmIx+PabWs2m0UymdSGrBwOB5LJpHZbnEwmEQwGIUkSYrEYrFYrvF4veJ5HJBJBIpFANpvFzMwMJEmCJEkQBEEbB1S/l2W57Hm9c7STmn6nN5tsUXo4o/nkyZNdHQyvX7+OZ599tqsnQxqZKadZcnPcuXMHa2trGB8fp7+zJuj9PerFjp7uGZLmmT1T3s2/GEh/o2DY5xqZKadZcrIXUTDsc83MlNMsOdlLeno2mRBCWqWngyGl1hBC6kGpNYTsAf/tq6dx44ONps7xxGM2/J///XLZ87FYDLIsg2VZLbEayK8tDofDiEQiLVkqJ0kSPB4PvF4vWJZFNpuFLMtF5y5sK5FIaHUMotEopqamwHFcwwUlqqXW9HQwJKSf3PhgA1f3TTR3kg+u6j5ttVrh8/kA5OsFqN+rCditWjOsFmPhOE5bjZJIJIoCYGFbyWRSW54bjUa162qHnr5NJoS0RqX1wDzPawUXgPwyPafTqQWwSCQCQRDKijwIgoBYLGa4bTXglba1urqKRCKBRCKhJWq3CwVDQkhVatFl4OHaYp7nwfM8UqmUtmxPFEVEIhEA+Z5mIxWnSttSt/3geR4sy7Z17TIFQ0JIXQrH60rH7jY2NrRbYKO1EUt7lp3S02OG6mwylfsnndSuJY3379/H7u4u7ty5A0VRcP++AtTe5K0p6u2ouimbWmRZ/QIe1jUURRGiKEKWZaRSKQBAKBRCLBbT9jMqHeOTJAmrq6uw2+3a+QrrGJa2pX6v1kBU6yk2OqGzuLiIxcVF3dlkWpvcRr2wNrkRe/VzNUr9+2i1xx9/HF/72tfw+OOPY2BgAOe+/R18mLsFADiw/wAGBurfDqDSbPJeRmuTCTFJu5Y0qj3D48ePY2hoCOe/823ttaGhIQwM0ChXK1EwJKRJ7VrSqPZoDh48SFVrTEC/WgghBBQMCSEEAN0mE0LwcC/lqakpbZlcYfVrM9rv5DI9oMeDIaXWkH7yQuDP8avcr5s6x8dHH8crke+UPa/uZFe4TM5qtTbVVj3MWqZXLbXGlGCo5i2pex/4fD4tqpdSd+VyOBxaflGlTeSpUAPpJ7/K/Rr/73O3mzrH771ZO5iqy94cDgcmJibw/PPPw2q14ktf+hK+/e1v46mnnsLa2hqef/55AMBf/uVfwul0aps5/c7v/A6++tWv4p133sF3v/tdrK2t4a/+6q9qtru7u4v79+9rj3meh91uRyAQ0HquyWSyaJle4fUaWZ3S8UINHo8H6XQaQP7CZ2dnK3a/o9GotqaR4zjTuumEEGhrfxmGwWc+8xns7OxgcnISAPDSSy8ByM9y/9M//RMmJyfx3e9+F8PDw5iYmMA777yD9957D5OTkzh06BDW19fxW7/1W7h27ZqhpPRbt25hZ2dH97VKy/QAYGlpqSXL9NoeDNVMchXLslUXWxfu3Vqp90gIaQ/1NlWWZQwNDeFTn/qUlgepKAqmp6cxMTGBP/7jPwYAjI6OYmRkBGNjY8jlctrt52OPPaY9p75ey9GjRzE4OKg9NnuZXttnkwVBKBt7sFqt2u2wHoZhKBASYiJ1qdvS0hJkWQbDMFhfX8fPf/5zvPfeezh06BBeeuklvPXWW3j77bfxj//4jzh06BBefPFF/OIXv8Dbb7+NH/7wh9i3L79e0O124+2338Zbb72Fn/3sZ9je3sahQ4fwt3/7tzh06FDZ140bN3Dt2jW88cYbWpUaURR1l+kVfqlLA9VOl1ooohFVe4br6+uIx+NIJpNabw3IB7OpqSnwPF8z4suyrPt8pc2iZVnWxgJSqRT8fn9TM0SEkNpYli2rMsOyrDa8BeQ7KXrrgcPhMIB8XPjRj34EAPiLv/gLHDp0CBzHFb2n0nri0rZqvV7p+2bqLlYMhnNzc7BYLJiZmcHp06fLXr969SrOnz8Pi8WC+fn5uhuuFCQLJ1dYlsXU1BQymYzusepssopmlcle9vHRxw1NgNQ6R7sIgoB0Oo0vf/nLbWujUbdv38YLL7yAjY18pXDDs8kvv/wyQqEQRkZGKp58YmICExMT2NzcRCgUqhgQGYYp6wVms9mKt8GSJGmzx+rss1qpohTNJpN+opcS000CgQB+85vf1F3BxwyHDx/GK6+8UlSooZTumOHp06erBsJCIyMjVXuGlWZ5XC5X2XOiKGozV4XMzHcihPSnhidQVlZWDB1X2qOTJAkul0vrGaoDoOqx6vgDkO928zxPkymEkLZrOLXme9/7HhwOh6Ep83g8jmAwCLfbjVQqVZQ7OD8/D7fbjUAgAIZh4HK5EIlEwDAMMpkM5RkSQkzRcDBcWFjA3NwcvvKVr+Czn/1s1WMLe3ylG8+UBjuHw1FxxQkhRMdHt4HVq8DNLPCoFXA7gMOP1HUKSZIQDAbL7s5isRii0Sji8fiez+qoOIFSKfWlkKIomJiYQDAYbGhGmRDSpPf+DVi4CGwXrNx47UfA7LPApz9l+DQsy8Lr9WJpaansNZfLtecDIVAhGOql0uiZm5tDOp3GxESTe7k2iAo1kL720e3yQAjkHy9cBP7ni3X3EP1+P2KxGHw+HwRBgMvlKsrji0QiWt0AtThCMBjE1NQUJEnCn/7pn+Jf//Vf8Sd/8id48cUXIUlSUfGFTqtWqKHhCZRQKIRvfOMbHQuEwMPUGgqEpC+tXi0PhKrtHSBVeZVXJRzHFSVfF05eVtoGNBQKweVyaVVkfvu3fxvAw+1E9XqbnfLMM8/gtddew/Hjx8teazgYsiyL4eHhpi6MENKEmzWGsmq9XoHb7UYsFitLf9PbBlQdawTyQVJdTDE+Pt5Q251UFgw3NzcNJU3Ozs5q329tbWFra6ulF0YIqeHRGvm3tV4voK5LFkURPp8P6XQaDMNoW4dKkoRQKARBECAIglZZSpIkMAyD1dVVMAyDn/70p/jFL36Ba9euaaW1qtUh6CZlY4YjIyNYXl6GzWYztKzm0qVLyOVyOHXqVFsukBBSgduRnyzRu1UeGsy/bhDLskWZHeotbyAQqLq2mOM4bWEFx3HaCpR3330Xhw4dgs/nM1x4tdN0J1BmZ2dx9epVzMzMwG63w+12a/XE1M2cr1y5grW1Nfj9fkxPT5t93YSQw4/kZ41LJ1GGBvPP1zl50u8q5hlOTExgeXkZm5ubWF5expUrV7TSPna7HX6/v+PjAjSbTPrepz+VnzVOiU3lGfaLpsr+j4yMFI0PdhMq1EAI8oHvD/+g01fRE6qV/aetQgkhBD2+Ox55oAXLsQjpd9Qz7HXv/Rtw5iwQ/yHw0/+b//Ol/5V/nvSF27iNN/Emvo/v4028iduofwc9SZIwNTWl5QyKogi73a5Vna90vEot1f/GG28UHReLxRCJRJBIJGC32xGLxRCLxbR2ammmjH+9qGfYy6otx4r+A/DnfuCxjwGPHAIG6PfeXnQd1/EqXsUOHv4MvI7X8RyewwmcMHwedd9kr9cLANryudLCKoXHF65OUfcxLi3uarVatdSa+fl57ftKQbZUM2X860XBsJdVW451dxf467/Lfz8wABw5DBw9ovN19OH3Rx78OXjAvM9AGnYbt8sCIQDsYAev4lWcwRkcxuG6zikIglakpbBYS+H649K8QXUfY0EQ8PTTTxe9Vi2YOp1O+P1+WK1W8Dxf1kbpXsmzs7MIhUJtW+/ccDBcX183VMuwnfo+tcbocqv794GtW/kvIw4OPQyMwwVBUg2eNz/MH/cfv8mfm3qdHZFGuiwQqnawgzTS+Bw+V9c5C4NMYYX5UCgEIB8US4Ohuo+xmnRthNpG4blK2yjdKxnIB1dJkhCNRhsKhk2l1qiuXbtW9JsiGo12fAF236fW1Fpu9Xsu4D99HLj1kf5XhQ27cWc7/3VzQ//12w+C6neiwNGR4l7nkQcBtLCnOXyUep1tsIEK/38Mvm6UJEkIh8MIh8Pa+uNWVJ8vLAtmpI1WlBGrllpjKBjOzMyUXdzVq1ebvjDSpFrLsaa/WH1WeXvnYWD86MGfW7cefl/49dFtQFHKz1Fvr3NoqMLtus6tO411VmWDranXCxXum+xwOCCKIrLZLARBAICi9ceCIGhlvNQtO9Q9jD/96U/rnl9d45xIJMBxHLLZrPYe9Vy12lC3CGnXemdDwXBqaqos8frSpUstvxhSp2aXYw0NAkNWYwv6798Hbv9HPjD+8z8DL4kA94fA8IhOQK3S69zezn9V6nUWGhjIf4bhoyU9zdJb9wcBtM96nU448Tpe171VHsQgnHAaPlfpvskOh6Nor/TC9ccqvb2LK90mq+W8VAzDFL2/dI2zXhvqlsHtWu9sKBja7XZDz5EOMGs51sDAw8CzJeefcz0FnKgwY7m9o9/DvPURcOuW8V6neowRQ0PA0cPQnRgqvXU//EjP9zoP4zCew3NlkyiDGMRzeK7uyZN+ZygYZjIZRKNRuN1uAPly/8vLy0ilUm29OGJQNy7HUnudtjp7nR896FlWvHW/ne9Z6tF6nQYmliyWkhn2o9Vv3QcH6/v8JjmBEziDM0gjjQ1swAYbnHBSIGyAoWAYjUbBcRyUgt/eit5vcpP1/WzyXlHY6zRiZ6dCj7MgiG7dqt7rVJT6ep2Dg9Unhgq/WtzrrPVv7TAO1z1r3E8K//6ank0Oh8Nlm7tX2hxejzpwyrKslkNkZDYqGAwiFApVPLbvZ5P71eBgvsdptNf5H7+pPDFUdOtepde5s5PvcTbU69TpfX7wQf7Yu3crnmb//vw/z1u3bsFisdRuV8+9e8CdO8Dde8CBfcDBg8C+fY2dy4Dt7W3cv38f29vbjV9zCymKgg8//BAWiwUHDhxofja5NBACwOjoqOEL8ng82kCoJEmYnZ2tuR+yKIqIRCJa7hEhDVETzo8YvG3c2ckHxcJxzYq37k30OtX0pL/+O2DUpjsxtP/oUQwffQQbd9/Hxgcf5IOs+mXE3bv5z4LCa7Tkx1UPtGey6e7du7h58ybu3buHA21qo14WiwWf+MQnsK/GLwHdYLiysgKO47Q9Ti5cuFD0uizLSCaT+PGPf1zzQtRpcRXLstp0fa339cP2hKTLDA4CtkHAZuCXvdrr1JsU0vuq1uvcyOa/SnwcwKNHj0AZeBAALZZ8ytHhw8AjjwBHHsnflj/y4M8jD54fGAC+9wP9nufgAeDPv5I/T4tJkoS/+Zu/QTgc7ni9U9WBAwdqBkKgQjA8e/YsGIbB5z//eQDA+fPntTWLqo0NYwmdgiAUZbID+cx2Nb9ITyKR0JbnENK1CnudTzxe+3i11/nRR8C//AvwP0TgD5/OJ67r5XXevw8LgKHSHqbcgv2GfvZuWybdBgYG8Otf/xoDAwM4ePBgy8/fTrrBcHV1tejxwsJC2ZagRscM1d2ySlXapL5V2e2EdJ3CXudvHlSW+S9u/fSkol6nTkpS6a37nQq9zkoa3DlvLzM0ZjgxMYGXX34Zq6urWFpawuXLl7U0m0ZVCpLLy8s9s4EMIW1Td6/zbvGYZupqvpBHJXXsnNcvDAXDubk52O12rTc4OTmJlZUVQ7vnMQxT1gvMZrO6vT9BEDAzM2PkkgA8TK1RUYoN6VuDB/I9TnWsc/w/A//8bkt2ztsL1JQaVcOpNW63G9PT07h8+XLdF8FxnLbtYKHSDapVy8vL2veSJGF+fh5er1d3fJFSawipgHbOK1LaUWo4tWZtbQ0AivKGUqmUoZ5h6YywJElwuVxaz1AURTAMo5UAKuT3++H3+2lWmZBG0M55dTE8ZuhyuWCz2ZBMJiEIAsLhsOFG4vE4gsEg3G43UqlUUY7h/Pw83G53UUVbWZYRi8UA5BO+/X5/yws5EtIXunGpZpcynHQdj8cRjUahKApisVjZ7HI1LMtqwbO08q1e8jXDMAgEAqaW/CaE9DdDwXB9fR3j4+M4d+4cNjc3IQgCRkdHO17pmhBCWsVQMBQEAadOnQKQ31R+enoaFy5c0J7rlEYLNbz//vsVU3taSd0Yp3CDnHZhGAbHjh1rezuE9LKGCjVsbm5ieXkZFoulqOijKp1OdzwYNjKb/P7774PnPdjZqTNJtQlnzpxpexuDg0NIJOIUEAmpoqFCDSMjI+A4DuFwGJlMpmydYa+O58myjJ2dbWw+8TTuDY60t7H797Dv7ke4d+AIMNC+SiH7djYxcuNtyLJMwZCQBlW9TR4fH8f58+dx+fJl3co1veze4Ah2DxrfI6JRu3is7W0QQppnqALlXguEhBBSylAwnJubw4ULF7C5uYkvfOEL8Hq9WFlZafe1EUKIaQwFQ7fbjVOnTiEWi8HpdGJpaclwCS9CCOkFhoKhWtV6eXlZq2tYWqOwE9TUmsIF2IQQUsni4iJOnjzZeKGGTCYDRVGQyWTw1FNPYW1trWhP1U6hQg2EkHpUS60x1DOcmZmBKIpIp9PY3NxENBo1JWmZEELMYqhnyHEcQqGQlmt47ty5tl4UIYSYzVDP0OfzlZXreuONN9pyQYQQ0gmGeoYWiwUvvPAC7HY7WJbFxsYGEomEtmEUIYT0OkM9w3PnzkFRFNy8eRNXrlxBJpOpuKGTmWg2mRBSj6Znk6PRaNkqlEa2AGg1mk0mhNSjoUINhSYnJ1u+Ox4h3cqMEm9mlncDqMSbEYaCYSgUKtqjpJ7d8QjpJWaXeDOjvBtAJd6MMBQMXS5Xw7vjEdJLTCvxZlJ5N4BKvBnV9t3xCOlFZpR4o/Ju3cWU3fEIIaTbGa5nGI/HtR3xFhYWuiLHkFJrCCH1aDq1Zm5uDk8++SRCoRA8Hg8kSYLX6zV8myxJEhKJBFiWhSRJ8Pl82ibypQRBAJAfu0mlUvB6vRX3TKbUGkJIPZou1KDWM1xYWGionqHH40EgEADP8+B5HrOzs1WPtVqt4HkedrsdHo/HcDuEENIoQz1DtZ7h0tISFhYWABivZyhJUtFjlmW13p+eeDxe1BOs1IMk5W7evInr16+3vR3aApXsRW2vZygIQlngtFqtEEVR9/ZXzWUE8oHR7/cbaocAgbkgdnfumtaeKVugDg0iEU9QQCRtZygYzszMYGFhAel0GltbW4jFYrDZjKUdVMrkr7a2WRRFLC0tYWpqCj6fz1A7BNjduYubXxjG3dH25q1hV8H+rXvYHd4H7LfUPr5BB3L38OhPtig/jpjCUDCcn5/Hk08+CZvNBp7nwTBM08vxqi13cjgcYFkWwWAQiUQCPM/rHqfOJqvUwVEj9m1v1nW93azws9wd3Ye7jx1oe5t3P972JghpmcXFxaKsk4Znk91uN6anp/Hyyy/D6XRifn5eGzushWGYsl5gNputORbIMAw8Hg+mpqaQy+V0j29mNnnk/bcbeh8hpPeUdpQaLtRQuCFUvRMoHMchGo2WPe9yucqeEwQBHo9HG49kWRZAfhKmUnpNozaPPY17Q21cbmWifdubFNwJaVLbJ1DUgKaSJAkul0vr6YmiCIZhwLIsrFZr0QSK+lqrAyEA3Btq/3IrQkjvMDyBEovFijaEevTRRw03Eo/HEQwG4Xa7kUqlEI/Htdfm5+fhdrsRCATgcDjg9XoRi8UAAMlkEul0us6PRAgh9TMUDEdGRnD69Gnt8dTUFDY3jU9AsCyrrWUunQwpDIylr9NMMiHELIaCIQCsrKwUJVBT1RpCeosZSfm9XLTW8NpkWZaRzWbBsixkWe6KZGg1taaelBpC+pWZSfmmFa2tMylfTbFpOLXGbrdjdnYWa2trsFgsGBsb64qtQqlQAyHGmZKUb1JCPtBYUn7Te6CwLIuf//znGB8fx7e+9S18/etfr++qCSFdwYyk/F5NyDcUDGVZBsuyyOVyuHnzJv7oj/4IDMN0RU1DQghpBd0SXt/61reKHk9PT+PevXsYHh7GuXPnEAgEtPQXQgjZC3R7hmfPngXDMHC5XHjqqafKXi/dQ5kQQnqdbjD0+Xw4deoU1tbWcOnSJVgslq68LabZZNIue7WQR7+rezb53LlzAIDx8XGMj48DADY3N7GysgIAXRMYaTaZtAut9d6bmp5NBoB0Oo2f/OQnWF5e1vIMX3nllZZeKCHdggp59B/dYKimz6ysrGBpaQnxeBwWiwXT09NYWFjA9PS02ddJiKmokEf/qTiBEgwGwTAMZmZmkEwmadKEELKn6QZDlmWxsLCAbDYLWZaxubmJ9fV1jI2NmXx5hBBiDt1gGA6HtQ3jVVevXoUoigDyZfkpMBJC9hLdYKh3Szw6OgpBELC0tISrV6+C53ksLS21/QKraSa1Zt+OCekG9+9h392PcO/AEWCgfetBTfkshOwBdafWXLhwAadOncK1a9ewtLSERCKhld73er2Ix+Nayk0nNZJawzAMBgeHMHJjb82u7d9/ALu75m0TSkgvqju1JhAIIBgMIpfLgeM4BAIBzMzMYGSk91MNjh07hkQiXnV3vlZZX1/HmTNn8M1vfrPtwwobGxv42te+1tY2CNnLKk6ghEKhPZtCc+zYMVP34R0bG8OJEyfa2ka7i3YSstfpFmrYy4GQEEL06AZDCoSEkH6jGwx7hTqbvLi42OlLIYT0gMXFRZw8ebLxsv/NkiQJiUQCLMtCkiT4fD5t3+RSoihCEAQA+U2nFhYWKh5LhRoIIfVoSaGGZng8Hm3/Y0mSMDs7W7ZFqEoQBAQCAQBAJBLB5OQk7Z1MCGm7hm+TjW4FWLi9KJCfqVZ7fqVEUcT8/Lz2mOd5iKJYdg5CCGk13Z7htWvXar5xfn7e0AoUQRBgtVqLnrNarRBFEQ6Ho+h5h8OBhYUF7bGaC1j6fkIIaTXdYPj5z38ebrcbiqIAAHK5HBRF0YKSJEkYHR011ECl5OZsNqv7PM/z2vdLS0vgOK7imCEptz+72+lLaJm99FlI96tYqGF2dlZ7fOnSpbJ0m0uXLjXVcK0VILIsI5FI0HhhnT6WvNXpSyCkJ+kGw8JACAAWS/lm0EZ7hgzDlPUCs9lszd5eMBhEMpmsepyaWqOivVCAD6eOYtdqyrxY2+3P7lJwJy2hFmhQNZxac+XKFXz5y18uei6ZTBraB4XjOESj0bLnXS5XxfdEIhEEg0GwLKv1IPWCIqXWlNu17m/7JuH9oO2VgEyqaARQVSOgvKPUcGqN1+vFk08+CafTCSA/61spNaYUy7JFjyVJgsvl0oKbKIpgGEY7LpFIwOFwaIFweXkZPp/PUFuENIuqGvUvQ8FwYmIC6XQay8vLAPK759VTwisejyMYDMLtdiOVShUF0vn5ebjdbgQCAUiSBI/HU/RehmEoGBLTmFXVyMyKRsDDqkZ7aVKq1Z/F8OBSLBbD6uoqlpaWcPnyZdhsNgwPDxt6L8uyCIfDAIpniwEUBUaWZbUZbEI6xcyqRmZUNAIeVjWiMdjKDAXDubk52O12cBwHIF8Je2VlpWwckRDS3WiCrcr5jBzkdrsxPT2Ny5cvt6zhVmim7D8h/ajfJ9iqlf03tBxvbW0NQHGKTSqVatHlNU6dTaZASAgx4plnnsFrr72G48ePl71meALF5XLBZrMhmUxCEARtDJAQQvYCQz3DyclJxONxTExMQFEUxGIxQzmGhBDSKwz1DDc3N3Hp0iV84xvfwPDwMC5fvoytrS3Ds8mEENLtDPUMl5eXcfPmTe3x5ORkxTJchBDSiwz1DG02W9l6ZUII2UsM9QyvXLmCW7eK83m6YTaZ9kAhhNSj6T1Q/H4/JiYmYLfbwTAMRFHULb5gNirUQAipR9N7oIyPj2trk2VZrnttMiGEdDvD63JGRkaKxg3X19dNWWBOCCFm0A2GKysr4DhOS525cOFC0euyLCOZTOLHP/5x+6+QEEJMoDuBcvbsWayurmqPz58/j1wup30pioKNjQ3TLpIQQtpNt2dYGAgBYGFhARMTE0XPqRVsOokKNRBC6lGtUIPhtcml9PZFMRvNJhNC6lH3bHLpGGGpXC6H5eXlrsg1JISQVtANhufPn4fX6636xn6qSH3nzh2sr6/X/T71PY28d2xsDAcPHqz7fYSQxlTcN3lycrLqG7thzNAs6+vrePbZZxt+/5kzZ+p+z8WLFxsqB38gd6/u99RtV8H+rXvYHd4H7G/fcIkpn4WQB3SDYa1ACOiPI+5VY2NjuHjxYt3v297exo0bN/DEE09gaGio7jbrwTAMBocG8ehPtup6X7cbHBqsucc2Ia2gGwwXFhYgSRJsNht8Ph+Gh4exsrKCs2fPYnNzEzzPY35+3uxr7ZiDBw82vGnPZz/72RZfjb5jx44hEU+0fVc3wNyd3RiGMW1zpn7Q9t62SXcNQOs/i24wVPcs/vrXvw4AuHz5MjweD6LRKDweDwRBQCgU6nhApNSaYmbu6gaYt7MbaR7dOeTVnVqztraG06dPa4/D4TB4nsepU6cAANPT08hms4YvQJIkJBIJsCwLSZLg8/mqfgBRFDE7O4t0Ol31vJRaQ4gxZt05mL0fdL13Dk0XahAEAbFYrOi5evIMPR6PFtgkScLs7GzRfsmF1KApiqLh8xNCatuL+0G3km4wzOVy2vcLCwsAymePjf6GkSSp6DHLslWrZJduMk9qu43bSCONDWzABhuccOIwDnf6sgjpKbrBkOd5uFwuWCwWZDIZxONxrct79epVzM3NwePxGGpAEARYrdai56xWK0RRhMPhaO7qCa7jOl7Fq9jBjvbc63gdz+E5nEBv/WYmpJN0g+H4+DhWV1extrZWVLdwc3MTAHDu3DnDDVTqQdYz5kj03cbtskAIADvYwd/j7/FVfBWP4BFYYMFAwX+WB/+VPrag80ssSWvRXYNxVccMSwu4joyMtCy/sBUDuepssqrfZpXTSJcFQtVd3MXLeLmu86kBstaf9+z34PyBE4uPLmIIQ4beUxp8jRxT7bGRY4yetx3H1PpsCtq/govuGh5SZ5FVDRdqaAbDMGW9wGw225JE2n6fTd5Aa8uoKVBwDwZytw4ABz9+EFvYW2kapjoBPH3lacSUWFlAbUWgV6BgHetlQXcHO3gVr+IMzvRVD7G0o9TwbHIzOI7T3S/F5XK1u+k9zwZb1dcnMIFP4pO4j/tQoBT9qX5f7XGlY3JyDm+98xZ+/+nfx9GRo4bOW2/b9bynlymW/C8gQ7+EWmQHO0gjjc/hc6a12QvaHgxZli16LEkSXC6X1jMURREMw5QdB+RvpWkpVmVOOPE6Xte9VR7EIKYx3Zbf/tffv45X//ureOniSzgx0tnbrcIAWSmAGvnT7CD+wYcf4Ac//AFO/teTGH10tOVtf4APqvbcW31XsRe0PRgCQDweRzAYhNvtRiqVKsoxnJ+fh9vtRiAQAJCffU4mk0WvUbqNvsM4jOfwXNm40CAG8Rye64vboMJbw15yfeM6vhP7Dn73D34XJx5t/S+UN/Emvo/vV3y91l1FPzIlGLIsi3A4DKA8j7A0+ZrjOHAcpx1PqjuBEziDMzRjSIrUumtwwtmBq+pupgRD0l6HcZjGf0gRumuoX08HQyrUQLpBI8V/myn8Cxgr/kt3DeWa3gOlW/V7ag3pDs0U/22k8C9gvPgv3TUUa7pQAyGkskaK/zZT+Fdtk7QWBUNCmtRo8V+zCv8SY3orH4EQQtqEgiEhhKDHg6E6m1y4AJsQQipZXFzEyZMnaTaZENLfqs0m93TPkBBCWoWCISGEgIIhIYQAoGBICCEAKBgSQgiAHp9NpkINzTO7yICRAgOEtAsVaiAVmV1kwGiBAULagQo1kIrMLjJABQZIt6Jg2OeoyAAheRQMCSG6urVobbtQMCSE6OrmorXtYFEUpWc3nnU6nTh+/DjNJhPSBo30DFtRtLadPcPC2eR0Ol30Wk8Hw5MnT9JsMiGkbnqxw5TbZEmSkEgkwLIsJEmCz+eruDl8PccSQkirmBIMPR6P1iWVJAmzs7Nl+yU3ciwhhLRK25fjSZJU9JhlWQiC0PSxpBwVuSWV0M9GbW0PhoIgwGq1Fj1ntVohimJTx5Jy9ANPKqGfjdraHgxlWdZ9PpvNNnVso8z+odirP4Rmfi5qq7f06r+xjlWtqRT46jlWLdSgfhn5S+nV/1HdZq8Gjb3alpm68d+YuveJ+tWRQg0Mw5T17LLZrO4McT3HAvk8qEJqDlE1agA1i5ntUVvUVr+11Wh7pbEDMCHPUJKkohliABgdHcXa2lpZkKvnWEIIaaW23yazLFv0WJIkuFwuLbiJoqjNItc6lhBC2sWUFSiSJCEajcLtdiOVSiEUCmkBzuPxwO12IxAI1DyWEELapaeX4xHSa0RRRDQaRSwWQyAQgN1uhyzLyGQyiMViyOVy9Mu/QygYdhFBEOD3++H3+8EwDKLRKADA7/cjk8kgkUggHo/D4XDA6XQiFAqB5/kOXzWplyRJsNvtZYEvFovB5XLB4XB07uL6GJXw6iKyLCOZTGpjp8lkElarFT6fDwDg9XohSRIcDgfC4TBcLlcnL5c0qHRhgWpmZgarq6smXw1R0e54XSSbzZZNIhVyOBxa6hHHcXQ7tUeIoghZlsEwTNX//6S9KBh2kZmZmZYcQ3rL0tKS9r16Cx2LxRCLxeB0OgHkh1AikQgSiQSCwaB2vCiK8Pv9SCQS2pcoihAEAU6nE5FIBACQSCRgt9uL1vrrnVN9XywWgyAIiMVi8Hg8RdcrSRKCwSASiQRisRhkWdbOrx4ryzLsdnvRtXY9hXQtnucVn89X9nw6nVYcDocSjUYVRVGUZDKpPU4mk0o0GlV4nlcymYySTqeVcDhcdp5kMqmEw2ElHo8rgUDAlM9D8nK5nAJACYfDSjgcVhwOh5LL5bTXfT6f9v8rHo8rmUxGcTgc2uvRaFQJh8NKLpdTGIYpei/DMEo6nVYURdHOr+J5Xkkmk4qiKBXPqSiKEggEFJ7ntdc4jtPOmcvlFJZltTYDgYD2vmg0WvRzpv589goaM+xBDocDXq9Xe8xxHDiOQzKZ1MqdxeNxJBIJBAIBOBwObdaSYRjtN7ua3J7NZhGJRLT0JmIOtVZn6YQJwzCw2WwAAJ7nEQwGYbVai3p1qVQKDMOUDZcYHUeORqO65wQAm82mta9ejzo8s7y8DJZltTZDoVDR5xkdHUU0GtVyhHsJBcM9Qu8HuHD8Sf2BVmepK/1DIObjOK7sudKxQ4fDUXScz+dDLBZrql29c9ai/kJVlY5bq9dltVp7LtOBxgz3sGoTLOo/BI7j4PP5qICuiYxUYSo8xuv1ltX1FAQBMzMzZeXtCmuCMgyDjY2NoveoRU8qnbMWnufL2ix8n9/vRzgcrnmebkQ9wx5Wq/JPpde9Xi9mZ2eLnhMEQbeHQlpLTboGgGAwiKmpqaIelCAIEAQBoiiCZVlwHKelUgWDQbjdbgAPswni8bh2ntJe28zMDILBoBasOI5DNBqFw+GoeE5RFLUJHY7jIEmSds0sy4JlWUSj0bL3qViWhcPh6LleIQCaQOlG6iQIy7IKy7JKNBrVBrAV5eEECsdx2iSJw+FQHA6Hkk6nlXg8rrAsq02iRKNRhWEYxefzaQPfyWRSCQQCSjweV+LxeNEgPOldhZMdnRKPxzvafqNoBQohe4jT6cTCwoLpq1j8fj88Hg+sVmvP5kvSmCEhe0QsFtMKndRTPLkVPB4PZFmuuXCgm1HPkBBCQD1DQggBQMGQEEIAUDAkhBAAFAyJAWoxAIvFUnHVg8fjwejoqFYYoBWcTicSiUTd7yu83mAwiFgshkgkohU06JRGPw8xB02gEENkWcbs7CwkSSrasEt9LRgMQpIkJJNJw+erVYJMEISG98CRZRmjo6NlBVRLt5kwUzOfh7Qf9QyJYWpx2cIlXwCwurqqlZoyQpIkLC8v1zyuHTUbFxYWEAwGTU89AagGZbejYEgMYxgGMzMzTd/qdXLtqlolptkiB2TvoWBI6uL3+7W1tUB+fK5SqaZKxUNXV1eRTCa1JGFBEMoKmoqiqBUZVekVFW0Ey7JFVXpEUdSuMxKJaD3fSoVO1fW66jhkoUQioR1bWoS18PMYKaJKTNbJtYCkd+RyOa0wKMuy2vpX9bloNKpwHKcdX6t4aGnhz9KCpoqSL06qHletqGil6wWgu+aa53ntWjOZTNF1K4pSVGxVr9BpYbuF16QoigJAyWQy2mcqXKdb+HkqnbvT64r7GVWtIXXjeR7RaLSoh1iq3pqJpQVNS1UrKlovSZK0SitqFZdCLMtieXkZPp+vrjqRALQJG0mSkM1my8ZXC1UrokrMR8GQ1M3v98PpdMLj8VQt+2WkeGjhrHK1Na21iorWQ5KkstvbelRre35+HjabDTzP9+wa3X5FY4bEMHWMTq1rVy2Nxmjx0MLn9HpFapu1iooa5ff74fP5tECld52iKFbdeKvSWKVahzAQCIBlWe24wvN3YhabGEM9Q1KTKIqYn5/Xbvl4noff79cCirq5/erqKmKxGHw+X8XiocDDasixWAwcx+kWNFWLjKrl42sVFS29XvUWfn5+Xtv/JZPJlBVTVa8zEoloEyvxeBwMw1QsdKq+TxAESJKEcDis7WPNMIwW/Dwej1YUtfTzyLJcs4gqMRclXRNCCOg2mRBCAFAwJIQQABQMCSEEAAVDQggBQMGQEEIAUDAkhBAAFAwJIQQABUNCCAEA/H9KLE2vuYlF6wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -460,7 +460,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -470,7 +470,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -480,7 +480,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUYAAAD3CAYAAABhNv2UAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAs1UlEQVR4nO3dfWwb550n8C+p19iONaLixK6yrTRsti5SXCu+oL1tm+vGw/ZwuLh3MSnB/xjowSLPW6DdAglpdXEGLgtYplygdwfsxRwF24MOB9Uird4aKHYbjnp3aXfvGonjFLvZ82LLkXq1Yye2yKEbu3rl3B/0TDh80/D9Rb9PIEic4cw8ZOgfn3me5/c8JkVRFBBCCNGYm10AQghpNRQYCSEkBwVGQgjJQYGREEJydDe7ALXy/PPPw2q1ln3c7du3MTw8XIcS0bXoWnStRl+vkmvF43G8++67+o1Kh3jppZcaehxdi65F12q961VyrULH7Ptb6dOnT3fktRqpU9/DTr1Wo7Xj+2hSlM4Yx3jy5Elcv3692cVoGfR+dKbd3V1sb29XdY5z587h9ddfr1GJ2ktPTw+6urp02wr9W+mYNkai18k1kP3qww8/xK1bt1BtXeab3/wmVldXa1Sq9mIymfDss8/i0KFDJZ9HgbFDUWDsLLu7u7h16xYOHDiAI0eOwGQyNbtIbUdRFNy7dw+3bt3Cc889l1dzzEaBkZA2sL29DUVRcOTIETzxxBPNLk7bOnLkCNbW1rC9vV0yMO77zhdC2kmta4qSJMHlcsHj8SASiYDneQQCAUiSVPW5RVHUDaGrZDhdrRl9/zqmxnj79m2cPHkSp0+fpttI0jQbGxtYW1sr65jNzU3cuXMHx44dQ19fX8HnpNNp7OzsYGNjI6+Nsa+vD2ZzZXUclmXh8XgAAG63GwAQiUQQCAQQDocrOqfKZrOBZVntcTwer+p8tTY/P4/5+Xncvn07b1/HBMbh4eGG9MJW8sEHjH34ixkZGUF/f3/Z1ySNt7a2hjNnztT8vM888wy+853voKurKy8IjoyM1Oz2WpIkRKNR+Hw+bdvMzAxYlsXy8jKCwSCATG1QkiSwLAtBEOD3+7XnSZIEv9+fd16Xy4V4PA5RFOHxeBAKhSDLsu75pc5Ra2ol6uTJk3n7OiYwNkq9PvilzM3N4fjx4w29JqnMyMgI5ubmyjpmbW0NFy5cwGuvvYaRkZGCz1FrjMPDw3lfrOV+0RYSi8UgCAJkWYbdbtfV9Gw2GziOw/LyMgRBAMdxEAQBDMOA4zhwHAee58EwDNxuN0RRRCQS0WqgQKZmqp7TZrOBYRhYLBZwHAeXywW/37/nORqJAmOZKvngA8Y+/KWuSdpDf39/xV9iIyMjRY/d2NjA6uoq+vv763L3YLfbwXEcgEztzm63I5lMAsjUDgFAlmXt+V6vF4FAAIFAAMFgELFYDFarFYIgAIB2rlJsNhsAIJFIAEBF56gXCoxlquaDD5T+8BPSaiKRCIBMkBJFEbIsa7fRoVAIoVAIHo8HExMTkCRJF1wZhinrWi6Xq+pz1Ar1ShOyj0mShHA4jGg0quuVVjtebDYb4vG4duscjUbBMAwkSQLP84hEIpiYmNB13PA8D4vFAkmSIEkSBEHI+1uW5bzthc7RLFRjJGQfY1kW0WhUt83r9er2h0KhvOMKdYzkbmMYRtcTXexv9Za92HmbgWqMhBCSgwIjIYTk6JjAqA7wnp+fb3ZRCCFtYH5+HidPnqQB3oQQoio1wLtjaoyEEFIrHVNjJGQ/+aM/fhV3Pliv6hzHnh7Cf/4Plwvu43kesiyDZVltIDeQ6U0OBoOYmZmpSQ+yJEnaOEiWZZFIJCDLsu7c2deKRCLa2MZQKASXywWO43SZOrVAgZGQNnTng3Xc6Bqr7iQf3Ci6y2KxaMN2pqentb/VAd+1GlbDsiwcDgc4jtMyYSKRiC4YZl8rGo1qw4dCoZBuaFEt0a00ISRPsRxlt9utTQgBZNIF7Xa7FsxmZmYgCELeJBSCIIDnecPXVoNf7rVWVlYQiUQQiUS0geH1QIGREFIWlmW121m1lud2u+F2u7G8vAyO42C1WiGKImZmZgBkaqC5A8kruRbLstq1WJatWz41BUZCSFWy2/dy2/rW19e122Sj8zvm1jibgdoYCSFFqbeskUgEHMdpedLqD/DR3IyiKGoTTSwvLwMApqamwPM8EokEJEnKaxOUJAkrKyuwWq3a+bLnYsy9lvq3Oo+jOidkrTqDVBQYCWlDx54eKtl5Yvgce1BvW7OxLItYLKY9VvOe1dtcALraYamAlXuuvfYX+7vWOdYdExhpaQOynxQbZkOMo6UNCCEkB2W+EEJIGSgwEkJIjo65lSaE1I4kSfD5fHC5XFqqXjQarXpJ1XKu38xUQQqMhLShc/5v4b3k+1Wd42ODz+D1mf9UcJ+6ql92ql4jlxpodqogBUZC2tB7yffxixceVnWOz79lLLCqqXcOhwN2ux0+nw8WiwVutxszMzOw2Wy6MYqBQABOp1Nb/c/hcGBychKxWAw8z2sTUZTL7XbDarXC7/drNdpoNKpLFcwubzVZMdTGSAgpShAELeCoNTev16sFRUCf7jczMwOr1aql7MmyDJvNptU2a5XCV+9UQaoxEkKKUm9l1TWls9vs1tfXMTExUTTdL/vWWw1i2WtTl6uRqYJUYySE5FHT7a5evQpZlnWpgKIoAsik+wmCoJs5x+/3a8utXr16VTuf0+nUnqumDQLQap2Frr+ysqLVWCORCERRLJgqmP2jpieqKYTFzr8Xk6IoSrGda2tr2pqz2UscWiwWuFwuuN1ujIyMVHThWrPb7RgeHm7ZzJebN2/izJkzmJubw/Hjx5tdHNJCjHw2NjY2sLq6itHRUfT39+PrkxM1aGM8iL+Yvbr3EyskiiIEQWiZJVEB/fv4ox/9SMt8yU1LLHorff78eZhMJoyPj+PVV1/N23/jxg1cuXIFJpMJ09PTtX8FZaLMF7KffGzwGcOdJ6XOUU+CIGiTSbSiUpkvBQPj5cuXMTU1hYGBgaInHRsbw9jYGFKpFKamploiOBKyXxQbZtNKWqmmWK6CgbFQDbGYgYEBCoqEkI5ScefL4uJiLctBCCEto+LA+MMf/hBra2uGnquuC1Fou9rDld3bpT6emZnRRrtX081PCCHlqDgwzs7OIhgM4pe//GXJ56mDQ7ODnioUCsFut8NkMsHn8+nGSHk8Hvj9fm3Q5uTkZKVFJWR/+fAh8D9/DkSuZ34/fFT2KdRcZXXZVBXP87Db7dpwmE5VtPNFTecpRVEUjI2NIRAIFG1nLLbaGJAZYqMOA1IHgALIe9NZlq3bamCEdJT/+w/A7BywufXRtut/CUyeAT79KcOnYVkWExMTurGIKofDUfN1nFtNVZ0v58+fRywWw9hY5evbZgdElSAIeQnrFosFoihqaUmEkBwfPswPikDm8ewc8Kd/Ahw8UNYpfT4feJ6H1+vV8qWzx/wVy5V2uVzaNlEUMTk5iampKUiSpJsYolVVfCs9NTWF7373u1UFRVmWtVHtgUBAqykWa080UoslZN9auZEfFFWbW8ByfnPWXjiO0y17ml2RKbY06tTUFBwOhzbbTe4Sq4Vqoa2m4lxplmVx+PDhqi7u9Xq1N5plWbhcLm1hnUJKdcCoa76oWjUDhpC6ub9HxWGv/UU4nU7wPI/x8XFd5aRQrrQkSQgGgwgGg7BYLFo6YSvdej98+BDnzp3D+vo6ABhb8yWVSiGZTO6Z6pfdGfLgwQMAKDtQSpKkfZuwLKvlODIMk1c7TCQSBW+7VZT5Qva9p/aYL3Gv/VnUPGmWZeH1ehEIBOD1esHzvPbvtNDSqOq/35WVFTAMA0EQYLPZtBxmNVe6mQ4ePIjXX38d/f39AGAs82VgYAALCwsYGhrCyy+/vOdFrl27hmQyibNnz5ZVOFEUceLECV0ONpCplnMcp1XDszkcjrKuQci+4rRlOloK3U739Wb2G8SyrG7GHPXfo9/v12W05Ga3cBynTfmVPfWXeifo9XqrnkS2EQreSk9OTuLGjRsYHx+H1WqF0+nU5j9TF7p+++23sbq6Cp/Ph1OnThm6mFqtBjJvfPZklYIgwO12g2GYvJqhJElwOBwla4yE7HsHD2R6n3M7YPp6M9vL7HjZz4q2MY6NjWFhYQGpVAoLCwt4++23tcBmtVrh8/kwOjq65wUEQdAaZqenp+F0OrUA6HA4MDMzA4ZhEI/Hdd9Q4XBYmwl4eXm5YWtNENLWPv2pTO/zsphpU3zKkqkpUlAsy56dLwMDA1UNrlar1oWmMrfZbEW77bNrlKXGQhJCchw8AHzlS80uRVujiWoJISQHBUZCCMlBgZGQDvMQD/EW3sKP8CO8hbfwEOXP9C1JElwul5YrLYoirFarNvdBseer1MSN3FRenue1yWGsVit4ngfP83k52cVUulRBuWgxLEI6yE3cxA/wA2zho17pH+PH+Aa+geMwvqSGuq70xMQEAH32SrHnZ48ayV7nOZvFYtGG60xPT2t/Fwu4uRo1+W3H1BjVzJf5+flmF4WQpniIh3lBEQC2sIUf4AcV1RzVBawEQdAlXQQCAd0iWNnUdZ4LTfxSKrDa7XbwPK8FydxrZNdK1akM1WkJKxk0Pj8/j5MnTxbMfKk4MBqdi7FR1MwXSgMk+1UMsbygqNrCFmKIFdxXijqqhOM43cQuufnQ2dR1nstZ2zl3zepC18hdSxqoLv/69OnTuH79OoaHh/P2GQ6M77zzDn76059qP0bbBAghjbGO9ar2GyVJkvbvX82HroXsfGoj16hn/rWhNsbx8XFd1gqQWSWQENI6hjBU1f5s2etKq7nOiURCuz0ulA+dvZ6zOiN/sXHKkUgEkiQhEomA4zgt31o9pljOdfY16pl/bSgwulyuvEHe165dq2lBCCHVscOOH+PHBW+ne9ELO/KXFymGZVndVGI2m003r0GhfOjseRpz12nOpd4CqxiG0R1TLOc6+zn1zL82dCtttVoNbSOENM9BHMQ38A30ole3vRe9+Aa+gYM42KSStR9DNcZ4PI5QKASn0wkgs6TBwsJCSy+mTcq3sbFRdqfa5uYm7ty5g2PHjqGvr6+sY0dGRrSpn0htHMdxXMAFxBDDOtYxhCHYYaegWCZDgTEUCoHjOCiKom3L/pt0hrW1NZw5c6Zh15ubm8Px48bH1hFj/+4O4iBewAs1vW46ncbm5mbZxymKgu3tbfT09MBkMpV1bF9fH8zm2o4oNBq3DAXGYDCIEydO6LaV0xVP2sPIyAjm5ubKOmZtbQ0XLlzAa6+9tufkxoWuR4xRA8u9e/dw5MiRsoNMtTY2NgqO96un4eHhmt5RKIqCe/fuwWQyoaenp+RzDQXG3KAIAIODg5WVjrSs/v7+imtwIyMjVPuro66uLjz77LO4detWU8YQK4qC3d3dso/b2dnRRrR0d5eXaPfee+/V/AvAZDLh2WefRVdXV8nnFSzp4uIiOI7Tlip44403dPtlWUY0GsVPfvKTGhW3emrmC631QjrVoUOH8Nxzz2F7e7vZRTFMkiR8//vfRzAYbIl1X3p6erSgOD8/j/n5eWNrvgDAxYsXwTAMXnzxRQDAlStXtJxJlbqQTKugNV/IftDV1bVnbaeVmM1mvP/++zCbzS3X0aZWogyt+QIAKysrusezs7N5y6RSGyMhpFMZ6vIZGxvD5cuXtVrj0tISjWMkhHQsQ4Hx/PnzYBhGqyWeOHGi4MwZhBDSCQwFRqfTicnJyZZoPCWEkHozFBhXV1cBQNd1TlkvhJBOZWhg0djYGBwOB4aGhhCNRiEIQsFV/wghpBMYqjGeOHEC4XAYY2NjUBQFPM9rQ3kIIaTTGKoxrq2tYXR0FJcuXUIqlYIgCBgcHKSULkJIRzJUY8zugR4YGMCpU6darlea1nwhhJSj1JovRWuMqVQKCwsLMJlMugkrVbFYDGfPnq1tSatAmS+EkHKUnfkCZGqGHMchGAwiHo9jdHRUt79RyxgSQkijlWxjHB0dxZUrV7C0tFRwhh1CCOlEhnulCSFkvzCcEvjGG28glUrhq1/9KiYmJrC4uFjvshFCSFMYTgk8e/YseJ6H3W7H1atXW27aMUIIqRVDgVGdrXthYUGbYcdisdSvVIQQ0kSGVwlUFAXxeByf+9znsLq6qltjlhBCOomhGuP4+DhEUUQsFkMqlUIoFIIsy3UuWnlogDchpBwVDfDOxnEcpqamtLGMly5dqm0Ja4AGeBNCylFqgLehGqPX68XLL7+s2/bTn/60NqUjhJAWY6jGaDKZcO7cOVitVrAsi/X1dUQiEZphhxDSkQwFxkuXLoHjONy/fx/3798HACQSiboWjBBCmsVQYAyFQnnZL0tLS4YvIooiJicnEYvFdNslSUIkEgHLspAkCV6vFwzD7LmPEELqyVBgPHHiBC5fvoyVlRVcvXoVS0tLcDqdhi6gBjdRFPP2eTweLVhKkoTJyUmEw+E99xFCSD0Z6nyZmpqqeJVAt9sNm82Wt12SJN1jlmW1c5baRwgh9WYoMDocjpqvEigIQl72jMVigSiKJfcRQki9NW2VwGIDxBOJRMl9hBBSby23SmCpjJpS+9TMF5U6eJMQQrLNz8/rMuQqznxRVwkMhUIAgNnZWXzuc5+rqnAMw+TVABOJBBiGKbmvGMp8IYQYkVtpqjjz5fz581haWsLU1BRisRimp6erno9R7cjJ5XA4Su4jhJB6K2s+xtnZ2armY8y+Fc7tyJEkCQ6HAwzDlNxHCCH1ZuhWWp2P8erVq5idnQVgfD5GQRC0VQanp6fhdDrhdrsBAOFwGIFAAE6nE8vLy7pxiqX2EUJIPdV9PkaO47TVBnOxLKttV4OlkX2EEFJPhudjvHHjBmKxGB48eACe51tuPkZCCKkVQ4FxenoaDMNgaGgIbrcb8Xi8poO9CSGklRi6lXY6nTh16hQuX74Mu92O6elpra2x3d29e7chtd+1tTXd73piGAZHjx6t+3UI6VRldb4sLCyU3fnSyu7evQu324Otrc2GXfPChQt1Pf9AVzf+xTMfg/flUzj48d8DnDbg4IG6XrOTNeKLs5FfmgB9cRrRMYthqZkv5WS8yLKMra1NpI59Ebu9A/UtYHoXXdsfYrfnEGDuqsslvtS7gz87vIGDZhPwCzHzc/0vgckzwKc/VZdrdrJGf3HW+0tT1dvbh0gkvO+Do5oBU3Hmy/j4OHie1y2G9dRTT9W8oNWoJvNlt3cAO/1DNS5Rvh08XbdzM6Zd/Nmh93AwK58dALC5Bbz+58ALXwSe6Ad6uoHuAj893UB3V4F9RbblXqcDNeyLswFfmqqurRQG7vw1ZFne94Gx1JovhgLjwMAAXn31Ve2xy+VCKpWqXQlJ1b7e/QgHTUrhnbtp4H/8rLYXVAPm7x5mHl/5ATD0lLGgmhecDQTkQsdkbzMb6kesSCO+OOv5paliTLv4109s4/e7rRj85bvA732cmlmKMBQYAWBxcVE3T+Ly8nLeAlmkeT5u3mnsBXd2Mz+Pfpd5LKeA7XRjy5DNbDZe4+0x9jxm/T5eeuookn07+F33I2wB2FJM2MLjH8WETZiwpUC3LfM3ALROrfrLXb/DlQP3M1+eTz4LvPV/Mk0t1MxSkKHAeP78eciyjEQiAZZlIcsyfD5fvctGyvD/0nv8r/R8HXjhD4CdnczP9s7j4LaT81Nk23aR592+Bfy9CDx/HBgcyjn/Xuferd0bkE4DW2lga7tmpzwK4N+NfgrA5uOf8mwqeBw4TTmBUx9gNwtsyw6wm0r+tvzjCwfoTcWEA6bdj4KiroBbwOwc8Kd/QjXHHIYCo9VqxeTkJFZXV2EymTAyMkLLp7aY/759AP5+ufDtdF9vpnfabAZ6ezM/tXLzJvDf/gvw0j8Hjh8v71hFqU1w3mvbtoHnqedWijRHVKDPBPRBAYo1cbSCzS1gWQS+8qVml6SlGAqMLMvi17/+NUZHR/G9730Pr7zySr3LRcqUQhf+7aOncOWJeziY3dzW15u5XWrFGoHJlGkn7DHcolN/u7ta0PzHmzfxyre/jUfP/iG6+gbQCwW9JgW9AHpNCvqg6LdpfytZ+6Hb1qsdg5zjM9t6c7b1NeJu/D5NAJ3L0CdSlmWwLItkMon79+/ja1/7GhiGoXWlW8zPdp/AC+sHcPrRL/Fvvv6vYHnukzSOsVxdXZmfvl7sHjyAO1ubSOyasZOuYS27LAWCLhT0PQ7GfbpgmxOIHz/vC10bcPVsFL/EU+0/JrnWCgbG3FrhqVOnsLubaQ+6dOkSlpaWaG7EFpVSTFj44D38yy9/AZZyb21JC3rcpggTkH1HXsbdeQQH8Tfd75VuZiE6BQPjxYsXwTAMHA5HwZm6c9eYJoS0Lq2ZJbcDppWbWZqs4OAvr9eLs2fPYmBgANeuXcPi4mLLd7aomS/ZazkQQjJ+tvsE/uC3H8O//20v5u/ewvsvfCHTG72Ph+rMz8/j5MmTxjNfLl26BAAYHR3F6OgoACCVSmnLGbRi+yKt+UJIaSl04b/+rgeW38Qx9tnn8cw+rymWynwxnC4Qi8Xw5ptv4uzZs+A4DufOnatpIQkhpFUUDIzf+973AGSyXSYmJmA2m+FyuZBIJDA7O4t0Oo3XX3+9oQUlhJBGKdr5EggEwDAMxsfHEY1GqcOFELJvFAyMLMtidnYWiUQCsiwjlUphbW0NIyMjDS4eIYQ0XsHAGAwGMTY2ptt248YNiKIIALDZbBQkCSEdq2AbY6Hb5sHBQcTjcVy8eBFWqxUTExN1LxwhhDRDwcD4xhtvAADeeecdTE1N4bnnnoPVasXCwgImJibwq1/9ClevXm1oQQkhpFEK3kr7/X4EAgEkk0lwHAe/34/x8XEMDNR5+n9CCGkBBWuMLMuC53mk02m8+eabmJycbPmgSJkvhJBylJ35MjU1hVOnTtW9YLVEmS+EkHKUnfnSbkGREEJqqX4rCBFCSJtqoamTSS3dv38fN2/erPt1aLF40okoMHYo//kAdmq4MNReGrZYfF8vIuEIBccqdeIXZy2/NCsOjJQi2Np2trZx/6uHsT1Y3wXcsaOg+8Eudg53Ad31XaCkJ7mLp958QIvF10AnfnHW8kuzYGB855139jxwenqaBnm3uO3BLmw/3VP/63ys7pcgNdZpX5y1/tIsGBhffPFFOJ1OKI+Xkkwmk1AUBRZLZtEcSZIwODhY9cUJIc1DX5zFFZ1EYnJyUnt87dq1vCE8165dq2/JCCGkSQoO18kOigBgMuVXgVutxkiZL4SQcpTKfDE0jvHtt9/O2xaNRqsvWQ2pmS+nT59udlEIIW3g9OnTuH79OoaHh/P2GeqVnpiYwCc/+UnY7XYAgCiKCIfDtS0lIYS0CEOBcWxsDLFYDAsLCwAyqwiqqwcSQkinMZwSyPM8BEHA5OQkJEnCgwcP6lkuQghpGkM1xvPnz8NqtYLjOACZGb4XFxfx8ssvV12A7OUSJEmCLMuw2WwAMsOCIpEIWJaFJEnwer1gGKbqa+bq2kzV/JzN0kmvhZBmMRQYnU4nTp06haWlpZoXIBQKged5AADHcbq2S4/Hg1gsBiATJCcnJ+vStjlw969rfk5CSPsyFBhXV1cB6IftLC8v16TGaLfbkUwmAUBXG5QkSfc8lmUhCELV1yskdfSL2O1r7Yl4jeraTFGgJ6RKhjtfHA4HhoaGEI1GIQgCgsFgzQpR6PZYEAQt00ZlsVggiqJ2q10ru30D2Okfquk5CSHty1BgPHHiBMLhMEKhEBRFAc/zecurVkqWZUQiEQCZWqjP5wPLspBlueDzE4lETa5LCCHFGAqMqVQK165dw3e/+10cPnwYS0tLePDgAQ4fPlx1AbI7VFiWhcvlQjweL/r8YgFTzXxRqdOW7zc9h9I4Nn4M/cP9OPCMCdK9R9jaSje7WG2tkzq0Oum1VGp+fl6XIWd4zZdcCwsLuH//vva4lr3SkiRpt8Zq77MkSWAYJq92mEgkivZK05ovwNOfeYTPf+u36H6CBQB8DMBnttP4+f+6g7t3HjW3cG2M2mw7S26lqdCaL4YC49DQUF7+dC2IoogTJ05onS8qi8UCjuMQCoXyjnE4HDUvRyfoPbSLz3/7fXT367f39Jjx5a8cw//++V1sb6eRTgOKokBRlKy/gXQ681tRFChpIP34t6IoSCuAkv7omP2mUzrneg6kcfTT67AM3cVOagf3+7fQuBkZ24uhwPj222/D5XLhySef1LbVoleaZVldJ44gCHC73WAYJq9mKEkSHA5HXcYxdoJn/+mH6O5XCu7r7jbjy1+p7dxP6bRSJJg+DqTZgbVYANYe65+Tew71vKaHaRx4+jB+8dQvsIpVmEv814Wukvuzn2OCqeDzUz0p9B3rQ8/RJ4GeAShpE5RdQEmbkH78W0kDUOo7QW8tPP2ZR4+/OHsBfBwA8Htbu/j5W3fpbqIAQ4HR5/NhbGwMVqsVDMNAFMWCtblyMQwDh8OBmZkZMAyDeDyuG6cYDocRCATgdDqxvLxM+dklHHy6sd/9ZrMJZnMTAoIDeAfvNOZaVsDxFw4Av338U5iSVn+yAmZW4EzvZn4r6u+cwKpuT2ftLxSAld3H25XH23POm865rrJrQjoNmLsVPD+eQFfO1Is9vV340j87huuLq9QOncNQYBwdHdVypWVZrmmutM1mKzr8JrtG6Xa7a3K9TvXwg9ITjt78+yRu/eZDmM0mmEwmmEyAyWyC2ZQZn2oyA+as7SbT48c5zzGZTDA//m0y4fH51GMeP9fQMfllyH6Otj27LCbAnAZ6+nqQNrXOP2STOfMDKMjMh1245t6KenrM+MTok/jHf6BOmWyG13wZGBjQtTPSmi+t5Td/cwjPjycK3k5vb6fx7t8m2r5W0PPBNo5dTWJubg7Hjx9Hush/u9iFAkX7u9Ln3HrvFvhZHo+e/idI9x+E2axkgmCX/rfZrMDUlXlsNgMwKzB3ASZ1++PjzOpxWdvNWfu18xl8XvZ2cxXL2h16sv6zeLebgm/n4uIiOI7ThuO88cYbuv2yLCMajeInP/lJ/UtIDNl+2IVf/Mdn8Plv3UX3E1nbH/dKt3tQLERtC6yXAw8O4IMff4DEJ3qx01/90LS6M+UE1se/R/7wAZ73JIse9uFvqQsmV8HAePHiRTAMgxdffBEAcOXKFUxMTOies76+Xv/SkbJ88HcHIPzRk/j953+J/uF+vE/jGPcXJdPGuLurb/tdXTqMT70kF72b+PVq8fbT/apgYFxZWdE9np2dzct0UWfaaRXqAO/9OrBbtf2hGXcW7gAA7rmehGLpRqfcKHUndppdhLak3U18+31dcNx+3Cu9X7841YHeFQ/wLpT+V2gdmGaiAd75jkSpJkAyPvi7A/irP/44PuF8H0MHJGzc3sDfPrGFR4frvHxqC1MrUYYHeOe2KeZKJpNYWFjA8vJybUpI6uKe60nsWKpolW8x3YkdCvZV2H7YhbW/6sODX2dmy9qeGAT2cWAspeC/mkJtirnUNadJ69qxdDdk3WBCOk3RdaVPnDhR8sBWa2MkhJSnk9psa/1aCgbGvYIiULjdkRDSPqhZoriCgXF2dhaSJGFoaAherxeHDx/G4uIiLl68iFQqBbfbjenp6UaXlRBSQ53UBl3r9ueC74o6Uewrr7wCAFhaWoLH40EoFILH44EgCJiamqLgSEgbozbo4goGxtXVVbz66qva42AwCLfbjbNnzwIATp06RTNpE0I6lqF8KkEQ4HK5dNtabRwjIYTUSsHAmD1x7OzsLID8XuhiSww0i5r5kj1lOSGEFDM/P4+TJ08az3xxu91wOBwwmUzaHInqTDo3btzA+fPn4fF46lroclHmCyGkHGVnvoyOjmJlZQWrq6u6eRdTqcycbZcuXapTUZuja6sBc9Gld9G1/SF2ew4B5vplGzTktRDS4Ur21edORjswMNBR4xcZhkFvbx8G7nTWYkfd3T3Y2aGppAipVGcMYqrQ0aNHEYmEG9Jeura2hgsXLuC1116r+wS/6+vr+M53vlPXaxDSyfZ1YAQywfHo0aMNu97IyAiOHz9e12vcvHmzrucnpNPt+8BIyF7q3m7boPZngNqgjaLASEgR1Aa9f1FgJKSIRrVBN7L9GaA2aCMoMBJSQiPboBvR/gxQG7QRHRMYac2XfD3J3fpfZEdB94Nd7BzuArrrmybakNdD9o2q13xpB5T58hGGYdDb14un3nzQ7KLUXG9fLxiGaXYxSAcoO/OFtLejR48iEo503PhMIBP0Gzm8qpN10h1FrV8LBcYO1YnjM0ltdOodRS3vJigwErLPdOodRS3vJigwErIP0R1FaYYmqiWEkP2EAiMhhOSgwEgIITkoMBJCSI6OCYy05gshpBxlr/nSjijzhRBSjlKZLx1TYySEkFqhwEgIITkoMBJCSI6WbmOUJAmRSAQsy0KSJHi9XppZhRBSdy0dGD0eD2KxGIBMkJycnEQ4HG5yqTrXxsYG1tbWyjpGfX65xwGZNLH+/v6yj2tljX4Pgca8j5W8LqB9Px8tGxglSdI9ZlkWgiA0qTQf6eQPyNraGs6cOVPRsRcuXCj7mLm5ubbKnzWi0e8h0Jj3sZrXBbTf56NlA6MgCLBYLLptFosFoijCZrM1qVSd/QEZGRnB3NxcWcdsbm7izp07OHbsGPr6+sq+Xqdp9HuoXrPeKnldQPt+Plo2MBabEimRSDS2IDk6+QPS399fUQD+7Gc/W4fStKdOfQ8rfV1A67+2Qlo2MBZTLGCqmS+qeq39st8+IIR0GnWtF1VbZb4wDJNXO0wkEkV7pSnzhRBiRG6lqa0yXziOK7jd4XA0uCSEkP2mZQMjy7K6x5IkweFw0DhGg2gyDVIMfTb21rKBEQDC4TACgQAikQhCoRCNYSwDffhJMfTZ2FtLB0aWZREMBuF2uxEMButSW2zkh6RTP5Cd+h526rUarR3fx5YOjI3Qjv/TWk2nvoedeq1Ga8f30aQoilKTMzXZ888/D6vVWvZxt2/fxvDwcB1KRNeia9G1Gn29Sq4Vj8fx7rvv6rZ1TGAkhJBa2fe30oQQkosCIyGE5GjZzJdOIIoiQqEQeJ6H3++H1WqFLMuIx+PgeR7JZJLGZRLSgqiNsc4kSYLVas0LgjzPw+FwNHWmINK+BEGAz+eDz+cDwzAIhUIAAJ/Ph3g8jkgkgnA4DJvNBrvdjqmpKbjd7iaXun1QjbHOcqdOU42Pj2NlZaXBpSGdQpZlRKNRLUMsGo3CYrHA6/UCACYmJiBJEmw2G4LBIKXSlonaGBtMFEXIsgyGYfLSHgkxKpFIlPz82Gw2bRIWjuOoyaZMFBgb7OrVq9rf6m02z/PgeR52ux1A5jZpZmYGkUgEgUBAe74oivD5fIhEItqPKIoQBAF2ux0zMzMAgEgkAqvVqpvxvNA51eN4nocgCOB5Hh6PR1deSZK0tEye5yHLsnZ+9bmyLMNqterKSuprfHy8Js8hRSikrpLJpAJACQaDSjAYVGw2m5JMJrX9Xq9X8Xq9iqIoSjgcVuLxuGKz2bT9oVBICQaDSjKZVBiG0R3LMIwSi8UURVG086vcbrcSjUYVRVGKnlNRFMXv9ytut1vbx3Gcds5kMqmwLKtd0+/3a8eFQiGt3Opj0jxut1v3/0MVi8UUm82m/f+JRqPa42g0qoRCIcXtdivxeFyJxWJKMBjMO080GlWCwaASDocVv9/fkNfTbNTG2CDqCoe5nS0Mw2BoaAgA4Ha7EQgEYLFYdLW95eVlMAyTd0tktN0oFAoVPCcADA0NaddXy6Pegi0sLIBlWe2aU1NTutczODiIUCikzXxEWo/NZsPExIT2mOM4cByHaDSqTcoSDocRiUTg9/ths9m00RMMw2h3DOqidIlEAjMzM/D7/U15PY1CgbHBCs0zmdtWZLPZdM/zer3geb6q6xY6517Ufxyq3HYqtVwWi4V6PNtIoS/D7M+g+uWo9nYX+1LtZNTGWGdG1qjJfs7ExETeaoiCIGB8fByiKOq2Z6+kyDAM1tfXdceoy0AUO+de3G533jWzj/P5fAgGg3ueh7S+Up0z6pcqx3Hwer37Yvo/qjHWkTrAGwACgQBcLpeuZiUIAgRBgCiKYFkWHMdpwysCgQCcTieAj3oV1fkpXS5XXm1ufHwcgUBAC1wcxyEUCsFmsxU9pyiKWmcQx3GQJEkrM8uyYFkWoVAo7zgVy7Kw2WxUW2wDxdZK2mv/xMQEJicnddsEQSg6w37HaHYjJ6lcdkdJs4TD4aZef79TO1BYllVYllVCoZDuM6F2vnAcp3Ww2Gw2xWazKbFYTAmHwwrLsloHTCgUUhiGUbxer9bpFo1GFb/fr4TDYSUcDus6ADsVZb60MbvdjtnZ2YZnz/h8Png8HlgsFhqPSToStTG2KZ7nIUkSQqHQnrdJtebxeCDL8p6DjAlpV1RjJISQHFRjJISQHBQYCSEkBwVGQgjJQYGRlEWdyMJkMhXNxvF4PBgcHNQmtagFu92OSCRS9nHZ5Q0EAuB5HjMzM9pkHM1S6eshjUGdL6RssixjcnISkiRpObTZ+wKBACRJQjQaNXy+vabFEgQBDoejoumzZFnG4OBg3mTBHo8HTqezKXm/1bweUn9UYyQVUSdCzU5LBICVlRVt+jQjJEnCwsLCns+rx5yCs7OzCAQCDR/uBNAcia2OAiOpCMMwGB8fr/p2sJm51upsR9VO0EE6DwVGUjGfz6flggOZ9rxi048Vmyh3ZWUF0WhUG7AuCELe5L2iKGoT6qoKTaBbCZZldbPFiKKolXNmZkarEReb1FfNL1fbLbNFIhHtubkTDme/HiMTBpMGa2Y+ImlPyWRSmwSXZVktN1fdFgqFFI7jtOfvNVFu7iS3uZP3KkpmIl71eaUm0C1WXgAFc3zdbrdW1ng8riu3oii6iYULTeqbfd3sMimKogBQ4vG49pqy88qzX0+xczc7D34/o9l1SFXcbjdCoZCu5pir3Dn9cifvzVVqAt1ySZKkzRSjzkaUjWVZLCwswOv1ljWPIQCts0eSJCQSibz22GylJgwmjUeBkVTF5/PBbrfD4/GUnIrKyES52b3TpXKw95pAtxySJOXdApej1LWnp6cxNDQEt9tNOeVthtoYSUXUNj113sZSQ3OMTpSbva1QbUm95l4T6Brl8/ng9Xq1oFWonKIollxUqljbpjrPpt/vB8uy2vOyz9+M3nBiDNUYSVlEUcT09LR2W+h2u+Hz+bTgoi70vrKyAp7n4fV6i06UC3w0CzjP8+A4ruDkveqEuuoSCntNoJtbXvU2f3p6WlvPJB6P500crJZzZmZG65QJh8NgGKbopL7qcYIgQJIkBINBbR1nhmG0QOjxeLQJgHNfjyzLe04YTBqLBngTQkgOupUmhJAcFBgJISQHBUZCCMlBgZEQQnJQYCSEkBwUGAkhJAcFRkIIyUGBkRBCcvx/IcYZZXfGPTEAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -490,7 +490,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/notebooks/results_lstm.ipynb b/notebooks/results_lstm.ipynb new file mode 100644 index 0000000..3ad5c56 --- /dev/null +++ b/notebooks/results_lstm.ipynb @@ -0,0 +1,817 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from yaml import safe_load\n", + "from itertools import product\n", + "from pathlib import Path\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "import torch\n", + "import scienceplots\n", + "\n", + "from einops import rearrange\n", + "from typing import Any\n", + "\n", + "plt.style.use(\"science\")\n", + "\n", + "warnings.filterwarnings(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def infer_dataset(config: dict[str, Any]) -> str:\n", + " datamodule = config[\"datamodule\"][\"_target_\"]\n", + " if \"ECG\" in datamodule:\n", + " return \"ECG\"\n", + " if \"MIMICIII\" in datamodule:\n", + " return \"MIMIC-III\"\n", + " if \"NASDAQ\" in datamodule:\n", + " return \"NASDAQ-2019\"\n", + " if \"Droughts\" in datamodule:\n", + " return \"US-Droughts\"\n", + " if \"NASA\" in datamodule:\n", + " if config[\"datamodule\"][\"subdataset\"] == \"charge\":\n", + " return \"NASA-Charge\"\n", + " else:\n", + " return \"NASA-Discharge\"\n", + "\n", + "\n", + "def infer_diffusion_domain(config: dict[str, Any]) -> str:\n", + " fourier_transform = config[\"fourier_transform\"]\n", + " if fourier_transform:\n", + " return \"Frequency\"\n", + " else:\n", + " return \"Time\"\n", + "\n", + "\n", + "def calculate_metrics(results: dict) -> list[dict]:\n", + " data = []\n", + " for domain, method in product({\"time\", \"freq\"}, {\"sliced\", \"marginal\"}):\n", + " all_distances = results[f\"{domain}_{method}_wasserstein_all\"]\n", + " data.extend(\n", + " [\n", + " {\n", + " \"Value\": distance,\n", + " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", + " \"Metric\": (\n", + " \"Sliced Wasserstein\"\n", + " if method == \"sliced\"\n", + " else \"Marginal Wasserstein\"\n", + " ),\n", + " }\n", + " for distance in all_distances\n", + " ]\n", + " )\n", + " return data\n", + "\n", + "\n", + "def calculate_baselines(results: dict) -> list[dict]:\n", + " data = []\n", + " for baseline, domain, method in product(\n", + " {\"dummy\", \"self\"}, {\"time\", \"freq\"}, {\"sliced\", \"marginal\"}\n", + " ):\n", + " distance = results[f\"{domain}_{method}_wasserstein_mean_{baseline}\"]\n", + " data.append(\n", + " {\n", + " \"Value\": distance,\n", + " \"Baseline\": \"Mean\" if baseline == \"dummy\" else \"Half Train\",\n", + " \"Metric Domain\": \"Frequency\" if domain == \"freq\" else \"Time\",\n", + " \"Metric\": (\n", + " \"Sliced Wasserstein\"\n", + " if method == \"sliced\"\n", + " else \"Marginal Wasserstein\"\n", + " ),\n", + " }\n", + " )\n", + " return data\n", + "\n", + "\n", + "def infer_tensor_shapes(sample_path: Path) -> tuple[int, int]:\n", + " samples = torch.load(sample_path)\n", + " return samples.shape[-2:]\n", + "\n", + "\n", + "def calculate_spectral_density(\n", + " marginal_spectral: list[float], sample_path: Path\n", + ") -> list[float]:\n", + " _, n_channels = infer_tensor_shapes(sample_path)\n", + " marginal_spectral = torch.tensor(marginal_spectral)\n", + " marginal_spectral = rearrange(\n", + " marginal_spectral, \"(freq channels) -> freq channels\", channels=n_channels\n", + " )\n", + " return marginal_spectral.mean(dim=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "run_list = [\n", + " \"iq0kma8h\",\n", + " \"x7o7f7mu\",\n", + " \"cjjlcl3a\",\n", + " \"qlmg7p9d\",\n", + " \"df93ne2e\",\n", + " \"c3boeyum\",\n", + " \"p9wp1wn0\",\n", + " \"jsej2f3r\",\n", + "]\n", + "runs_dir = Path.cwd() / \"../lightning_logs/\"\n", + "save_dir = Path.cwd() / \"../outputs/\"\n", + "\n", + "if not (save_dir / \"figures\").exists():\n", + " (save_dir / \"figures\").mkdir(parents=True)\n", + "if not (save_dir / \"tables\").exists():\n", + " (save_dir / \"tables\").mkdir(parents=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sample Quality\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ValueMetric DomainMetricDatasetDiffusion Domain
06.108491TimeMarginal WassersteinUS-DroughtsFrequency
12.716450TimeMarginal WassersteinUS-DroughtsFrequency
21.230567TimeMarginal WassersteinUS-DroughtsFrequency
33.821027TimeMarginal WassersteinUS-DroughtsFrequency
41.409924TimeMarginal WassersteinUS-DroughtsFrequency
\n", + "
" + ], + "text/plain": [ + " Value Metric Domain Metric Dataset Diffusion Domain\n", + "0 6.108491 Time Marginal Wasserstein US-Droughts Frequency\n", + "1 2.716450 Time Marginal Wasserstein US-Droughts Frequency\n", + "2 1.230567 Time Marginal Wasserstein US-Droughts Frequency\n", + "3 3.821027 Time Marginal Wasserstein US-Droughts Frequency\n", + "4 1.409924 Time Marginal Wasserstein US-Droughts Frequency" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_list = []\n", + "baselines_list = []\n", + "for run in run_list:\n", + " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", + " config = safe_load(f)\n", + " dataset = infer_dataset(config)\n", + " domain = infer_diffusion_domain(config)\n", + " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", + " results = safe_load(f)\n", + " df = pd.DataFrame(calculate_metrics(results))\n", + " df_baselines = pd.DataFrame(calculate_baselines(results))\n", + " df[\"Dataset\"] = dataset\n", + " df[\"Diffusion Domain\"] = domain\n", + " df_baselines[\"Dataset\"] = dataset\n", + " df_baselines[\"Diffusion Domain\"] = domain\n", + " df_list.append(df)\n", + " baselines_list.append(df_baselines)\n", + "df = pd.concat(df_list)\n", + "df_baselines = pd.concat(baselines_list)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ValueBaselineMetric DomainMetricDatasetDiffusion Domain
00.190101Half TrainTimeMarginal WassersteinUS-DroughtsFrequency
10.194666Half TrainTimeSliced WassersteinUS-DroughtsFrequency
20.096794Half TrainFrequencyMarginal WassersteinUS-DroughtsFrequency
30.154785Half TrainFrequencySliced WassersteinUS-DroughtsFrequency
42.953990MeanTimeMarginal WassersteinUS-DroughtsFrequency
\n", + "
" + ], + "text/plain": [ + " Value Baseline Metric Domain Metric Dataset \\\n", + "0 0.190101 Half Train Time Marginal Wasserstein US-Droughts \n", + "1 0.194666 Half Train Time Sliced Wasserstein US-Droughts \n", + "2 0.096794 Half Train Frequency Marginal Wasserstein US-Droughts \n", + "3 0.154785 Half Train Frequency Sliced Wasserstein US-Droughts \n", + "4 2.953990 Mean Time Marginal Wasserstein US-Droughts \n", + "\n", + " Diffusion Domain \n", + "0 Frequency \n", + "1 Frequency \n", + "2 Frequency \n", + "3 Frequency \n", + "4 Frequency " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_baselines.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAAD3CAYAAACJtki/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAArbElEQVR4nO3df3Ab55kf8C9E8UciWVyCsiNZ9oVcSBNl3JlYAJib5q5pzlza10vMTk2ArGaummgqAnE7TftHTIi+iW6qm4oC5LnejxlbAHTjGXVqhQTEtJrzXWys0owvmcYisHLu4pzTM5ZwbFmKJQIgJToiRWr7x2qX+M0FCCwWwPPxYEQsgH1fkPCDd9/3fd7XJEmSBEIIaULb6l0BQgipFQpwhJCmRQGOENK0KMARQprW9npXINcTTzwBi8VS9uuuXbuGffv21aBGVBaVZcyy9C7P6GXF43G8++672Qclg7FardKzzz4rvfbaa2W97tlnn61RjagsKsuYZeldnlHLeu2116Rnn31WslqteY8ZrgW3b98+XLp0qezXHT58uAa1qX9ZemrW32GzlqU3o/4eDx8+jMOHD2N4eDjvMZMkGWse3PDwcEUBrlnp+fuQJAkrKyu6lNWs2tvb0dbWplt59P/LhkK/C8O14Eg2Pb81P/74YywtLelWXjMymUx47LHHsHPnTl3Ka+YWYzVQgDOqO8tA9CoOt+8AfvRjYMAK7PhszYpbW1vD0tISent7sWvXrpqV08wkScLNmzfx0Ucf4cCBA7q05CjAlUYBzoj+8ZdA8Dywsrpx7NLfAuNHgC9+oSZFrq2tAQAeeughdHV11aSMVvDwww8jkUjg3r17ul6qksJoHpzR3FnOD26AfD94Hlj+tKbFm0ymqp5PFEUMDQ3B6XQiHA4jEAjA4/FAFMUtn1sQhKwpRZVML6q2av/+yNZQC85oolfzg5tiZRXgfwQ8+/vAtsb4bmJZFk6nEwDgcDgAAOFwGB6PB6FQaEvntlqtYFlWvR+Px7d0PtJ8GuP/klZyK1n68Tf/D3D8vwJnX5WD3fyvgPV1XapWDaIoIhKJwO12q8d8Pp8a9BSCICAcDkMQBPh8vqznKfdzz6u04JSWHc/zec8vdQ7SfCjAGc1u8+bPWf4U+IdfAN9/HXjpL4HvfBf4cz/w+pvAe/9UvAVYR7FYDDzPQxAE2Gy2rJaX1WpVW3c8z6v/JpNJsCwLjuMQCATAMAwcDgc4jkM4HM46P8uy6jmtVisYhoHZbIbD4UAkEgGATc9Bmg9dohrNgFUeUCgUpNrbgW88A3x4DYjPA6m0fHz1HvD/3pdvgHz5+vg+wNIP7O+X/925Q7e3UIjNZgPHcQDk1pbNZkMqlQIgt7gAIJ1Oq893uVzweDzweDzwer2IxWJqqwyAeq5SrFYrACCZlFvFlZyDNDbDBbhr165heHhYnZ3ccnZ8Vh4tzR1o6OzIH0VNpoD35+Vg9/48cOPX8vH794EPPpRvP3xLPrbnkYyAxwK9Pfq9pxKUVhTHcRAEAel0GoIgQBRF+P1++P1+OJ1OjI2NQRTFrCDJMExZZQ0NDW35HMR4Lly4gAsXLuDatWt5jxkuwFWaqtVUvvgF4E/+CJgT5D653ebC8+DMPcCXe4Avyy0V3FmWg50S8D68Jgc7ALjxiXz7ydvy/R5GDniWPmA/CzC1mfsmiiJCoZB6yZhMJhGJRNQBBqvVikgkAp7nwTAMIpGIOsoaCARgNpsxNjYGh8Oh9p8lk0mMjo5CFEWIogie58GybNbP6XQ673ihc5DGR6larWplFZj/YCPozX8gX84WcHfPI5h/5mvoZ1l0PbQT6OgAaMpD2e7evYv5+Xn09/fTfEKdUapWq+nsAA4ekG+APNr64bWNy9r4/Ma8ut/8Brh3D1hcko+ZTPLrOzsf3DoaZmoKIQoKcK2krQ3o+y35xv1L+fL11zeB90Xgo2vZAUySgLsr8g2QA157O9DVuRH4aKY+MTgKcK1s2zZg7+fk2927wPw88LmHAdM2ObCtrMitOkAOeKur8k3R3r4R7LoeBDy6rCUGQgGOZNu+Hejq2hjQWF+X+/JWHgS81XtysAPk4Hfvnjy4AQDb27IvadvbKeCRuqIAR0prawM++xn5BsiXtaurctC7uyL/rIzUrq0Da59u9Ott2/agdfeglUcDF0RnFOBIQf/hv7yA658saHuyJOXc5MN7zd14+cUJeQADUAcuAhcuIL18B+yBA/BMTqopWvF4HF6vFz6fDxMTE1t+D6IoqnPoWJZFMplEOp3OOndmWeFwWJ0X5/f7MTQ0BI7jsrIuSGOhAEcKuv7JAq62HdraSdJR+ZL3wVJMysCFubMTrn/zHGAyYWrHTrgco0BXB8J//dcAUJXgBsjpW3a7HRzHqVkNSh6qUkZmWZFIBH6/H4Ac4FwuV1XqQeqHxv1J7bS1Afv2yrfdvcBDO4GOdjj+4Ovy45IESPeB27eBmwtw/PY/h/h/38bQ174G3FmGcOUKbDabGpR8Ph94ns9L1Od5HoFAQFOVHA6HGsSUpZwAOV0sGo0iHA4jHA6rk4NJYzNcgFNStS5cuFDvqpBq2b5dHrQw9wB79wCPPQo8vBvY9ZA8YpvRL8c++iiYHTuAhSSsn9sL3LsHx9d+D47f/1eYe/ttcIODsFgsWauMmM1mNaG+HCzLqpekytJLDocDDodDTfInxnfhwgUMDw9TqhYxiMyBi/btcsDLHLhARsB7/HF50GJxEezDjwAffSyP2t6+g4VPPsHYvz0Mq9WqeW253BYgaXylUrUMF+BI61AuBcOzs+A4DgzDQFwQId64DvHTZWB1FcK7v4D40UcQfv5zCO/+HOlUCnOxKHDvHiaPfBOB711Acl6EeO1juNzurIwLURQRjUZhsVjUFYRFUVT73ZRc1szHRFFEOp1Wf2ZZtmqDHkR/lItKAOTnUJY1ilrE3kd68fKfndl65SRJHqhYeZBZsbK6MXCRS8m4yJyeomPGBeWi1g/lohLNqhKYqkUJWu3tgLId39pa9gTke2sb01SUjIvbD16fmXHR2SH3CdJ8vJZAAY40pu3bNwYvgJyMiwcBrljGRVvbRnoZZVw0NV0CnDLcnk6nMTc3h7GxMXVeEiFVUSrjQgl6SsbF+jrw6afyDXiQcZGxckpHB7CNAl4z0CXAOZ1OXL58GRzHIZlMwul00g5IpLa2bZNzapV+MEmS82iVS9qV1Y3Neu7fB35zV74BcmuuoyN75RRaKqoh6RLgQqFQVouNlolubaIowu12Y2hoSE2hylzltybU9e06IIo35RQuhwPs448j+clNpBcWMOF6MH1EkuD78z/DxLeeBwCE/+ZvwJjNQHs7/P/jPIaefhrcM09TClcD0CXAZU6YDIVCNA+pATw/8W18nPr1ls7xaM/n8IrvL/KOKztgZaZQmc0adhOrEjWF65lnslO4LvxPTPynbwMrK5j49rfVgYvI370F/9RpAID/r4Jw/cHX5fl7C0kauDA43QYZBEHA9PQ0hoaGKMevAXyc+jXe/uryls7x229tHiCVlCi73Q6bzQa3261u9+fz+WC1WiGKovqZ8Xg8GBgYUHfKstvtGB8fRywWQyAQUBP2y+VwOGCxWDBx/DjEX9+A2+1G5Ac/gPD224j+4l2EI28C99Yg/upX4H/8d+B+91/IATB34GIb5BFepb+P1JVuAU5JhfF4PAiHw+o+mLmUVC1Fy+6u1QKUwSeGYdSWlBLIMtOwlMR3n88Hi8UCh8Oh7rFqtVrV1h/HcVXp21VTuNraYP3KV8AeOADHsX8P3L+P6cib4L7xjeIDF2trwNJt4Mxfyvm3yk5mn39cHq0lVaPspqWoe6oWwzBwOp0YGhpCKpUq2BdHqVqtQ7lEVfZDzezTWlhYUEfbC/XNZV7SKp+jzH1Vy6UphWvbNqBtG9D9YAeyQgMXygTklRXgF7+Ub4C8GOjnf2sj4LGfBz7zmYrrS/IbP4VStWo+NMTzPHp6NvbgVD7ESnoMaT1KGtT09DTS6bScovXgmLIJ9OTkJHiez1opZGJiAvF4HDzPY3p6Wj3fwMCA+lxlb1VgoxVYqPxoNAqe59XVQwRBKJjClXlT9mtVPru+M2fk/rddD8mLB+zbCzyyW56b96V/JrfgFGvr8iY/b/4QePmvgBf+GJj678DM/wJiP5M3+yFVVzJVK5FIIBQKIRKJqLuQA/K359DQEBwOB/r6+koWIAgCpqam1G/hcDiM8fHxrPNlolSt+shNMfrX42NV6IPbgf8dnN78iRUQBAE8zxsuRzQvVSu9CMQTD/aqFYGPb2xMQM61u/fBxtwPWnkP7y4+cHFnGYheLb1vbospK1Xr+PHjMJlMGB0dxQsvvJD3+NWrV3H27FmYTCZMTU0VLdRqtWJsbEz9Fo5EIojFYpW+B6KTR3s+p2mQYLNz1ArP85ibm6vZ+auG6QZsX5JvAPDpbwAxsbE5968+lFt3AHBrQb79NCrff2invCm3EvD27ZUvk//xl0DwvHxJrLj0t8D4EXnTcKIq2II7c+YMXC4Xuru7Nz3B4uIiTp8+XTLIlYNacPVBSeLVUfbv8d494IMPN/aqFRMbWzXm6uoEHn9Mfo4ySTlTZwfwJ3/Usi05zS24Qi22Yrq7u6sW3AhpOe3tcitt/4MBlvv3gWvXNwLe+yJw+4782N0V4J9KjBKvrAJzAvC13619vRtExaOos7OzeO6556pZF0LItm3A4/vk2+/9rtxfd/PWg4CXAH72DxspZYXcSupW1UZQ8Sjq9773PSQSiSpWhRCSx2QCHnkY+MqXgX83CnzjmdLP361fRkgjqDjABYNBeL1e/OxnP6tmfYjR3VkGfvRjIHxJ/lfZA7UMynZ+ynaBikAgAJvNRlOIShmwyn1thXR2yI8TVcFL1DNnzqipMKVIkoRDhw7B4/FQP1wrqNLoHcuyGBsby5rLprDb7ZTEXsqOz8q/79y/Q2eHfLxFBxiK2dIgw/HjxxGLxXDo0Bb3z8ygpGpRipbB3FnO/58KkO8Hz1c0eud2uxEIBOByudR81MwpRMVyUYeGhtRjgiBgfHwck5OTEEUxK4G/aX3xC/Lve06geXDYSNkqlKpV8SXq5OQkXnzxxaoGN2AjVYuCm8FEr+YHN4UyelcmjuOytvvLTN0rtiXg5OQk7Ha7urepEsyU7f4KtQqb0o7PyqOljmH53xYNboCcsnXp0iXs27cv77GKAxzLsti1a9eWKkYayGajcxWO3g0MDCAQCMBut2cdX1hYUFtjShaMKIpqv53ZbC6Yw0pIprwAt7i4qGl0dHx8XP15aWkJS0uUS9fUNhudK2P0TslDFQQBLpcLsVgMDMOo2wiKolgwF1UURTAMg2g0CoZhwPN8Vo6okotKiKJgJkMwGERvb6+meW4XL15EKpXCsWPHqlIhymSoj01n4C9/Cnz3vxW+TG3xGfSZKCOkfjRnMoyPj+Pq1asYHR2FxWLBwMCAukaWsinulStXMD8/D7fbjZGREV3eAKkjGr0jDahoJsOhQ4cwMzODxcVFzMzM4MqVK+rSNhaLBW63G/39/XrWldQbjd6RBrNpqlZ3d3dWfxtpccroHSENgPZCI4Q0LQpwhJCmRQGOlGUZy3gLb+H7+D7ewltYRvmr/oqiiKGhIXVOmyAIsFgsCIfDJZ+vUJYZVzatUQQCAfh8PoTDYVgsFgQCAQQCgbyc12KKLXFOGpeum85oQalaxvUe3sOreBWr2BhFfR2v4yiO4iAOaj6Psi/q2NgYgOxshGLPz8xyiEQiaiZDJrPZrKZ0TU1NqT8XC5y5jLb8OdGmJqlatUKpWsa0jOW84AYAq1jFq3i1opacMpGX5/msxR08Hk/WBN9MgiCoG8bkKhUgbTYbAoGAGuxyy8hsJQqCAJvNJm8G7fPR5GGDK5WqVXELLpFIbLrhjNHdvXu37DXtVlZWcP36dezduxednZ1lvbavr69hJ3/GEMsLbopVrCKGGL6Kr5Z1zmI7209OTgKQg1DuJuHK/rocx2kuJ3fP1UJlZLYSM1uUoijC7/c3fwJ/k9Ic4N55552sb1m/39/wic2JRAJHjhzRrbzz58/j4EHtl3JGsoCFLT2ulSiK8Hq98Hq9ar5pof1zy5WZr6qlDMpvbQ6aAtzo6Gjeh+Dq1au1qpNu+vr6cP78+bJek0gkcOLECZw8ebLsFmwjt3h70bulxzNl7otqtVohCAKSyWTWTveZ+abKkknKQphK/mmxVpWS0xoOh8FxHJLJZNZrCuW05pZB+a3NoeS+qIpgMJg32ffixYs1SdEyei7qe++9hyNHjjR0a6yQzXIol7GMkzhZ8DK1Ax04gRPYgR16VNXQKBe1fgrFDk2DDBaLRdMx0rx2YAeO4ig6kL1cdgc6cBRHKbgRQ9J0iRqPx+H3+zEwMABAXqp8ZmamMTbeJVVzEAdxAicQQwwLWEAvemGDjYIbMSxNAc7v94PjOGRezWq4siUNaLO/6w7sKHu0tJXQ/xfGoinAeb1eDA4OZh0rZ5ieGN/27fJH4fbt2zCZTHWuTWOSJAk3b96EyWRCe3t7vatDoDHA5QY3AOjp6al6ZUj9bN++Hbt27cLCwgIWFqoz5aMVmUwmPPbYY2hra6t3VQiKBLjZ2VlwHKfuuXDu3Lmsx9PpNCKRCN54442qV4hStern0Ucfxe7du+kyC/KE7kKpP6Wsrq7ixo0bWFlZKXsSONDYE8HrqVSqVsEAd+rUKTAMg6eeegoAcPbsWTVvUFGrb3klVYvoz2QyVfQ/ZjNKJBL45je/qWuZzTb1SC9KY2h4eDjvsYIBLhqNZt0PBoN52wNSHxxpZnpPAlfKJNWlqQ/u0KFDOHPmDKLRKKanp3H58mV1ygghzairq6vi1lRfXx+1xAxC00Tf48ePg2EYtdU2ODhYcDUHQggxEk0BbmBgAOPj45SATAhpKJoC3Pz8PABkzY+iLAZCiNFp7oOz2+3o7e1FJBIBz/Pwer21rhshhGyJphbc4OAgQqEQDh06BEmSEAgE1CkkhBBiVJpacIlEAv39/Th9+jQWFxfB8zx6enpoWJsQYmiaWnCZI6bd3d0YGRmhUVRCiOEVbcEtLi5iZmYGJpMJkUgk7/FYLIZjx45VvUKUqkUIKUfZqVqA3FLjOA5erxfxeBz9/f1Zj9dqizVK1SKElKPsVC1Ff38/zp49i8uXLxdcUYQQQoxM8ygqIYQ0Gs2pWufOncPi4iKefvppjI2NYXZ2ttZ1I4SQLdGcqnXs2DEEAgHYbDZMT0/TooiEEMPTNA9OWb13ZmYGwWAQQPZO5JsRBEGdVjI3N4dgMFiVzXwJIaQUzbtqSZKEeDyOJ598EvPz80ilUpoL4XleHXX1+XwYHBxELBarrMaEEKKRpkvU0dFRCIKAWCyGxcVF+P1+pNNpTQUIgoCpqSn1vsPhUHcNJ4SQWtLUguM4DpOTk+pcuNOnT2suwGq1qpe1ANTAWM4lLiGEVEJTC87lcuG5557LOvbDH/5QcyEOh0P9eXp6GhzHUR8cIaTmNLXgTCYTnn/+eVgsFrAsi4WFBYTD4bJXFEmn0wiHwyX735RULQWlbBFCClFStBRlpWplOn36NDiOw61bt3Dr1i0AQDKZLLtCHo8HkUikZOuNUrUIIVrkNn7KTtVS+P3+vGyGy5cvl1UZn88Hj8cDlmXVfji6TCWE1JLmVK0zZ86oe6OWu6tWOByG1WpVg9vMzAwFN0JIzWkKcJOTkxXvqiWKIpxOJ4aGhmAymdDT0wOPx1N5jQkhRCNNl6h2ux0jIyNlX5YCAMuykCSp7NcRQshW0a5ahJCmRbtqEUKaVtm7agFAMBikXbUIIYanqQV3/Phx7N+/H5OTk3A6nRBFEWNjY3nZDYQQY7t79y4SiUTZr1tZWcH169exd+9edHZ2lvXavr4+dHV1lV1mNWgKcAMDAxgZGcFLL70Em82GqamprPxSQkhjSCQSOHLkiK5lnj9/HgcPHtS1TEVZ68FNT09XtB5cOWhXra2r5Fu6Ub+hSXn6+vpw/vz5sl+XSCRw4sQJnDx5suz9kGu9f3JFu2pl2up6cOWgVK2t0/tbup7f0KQ8XV1dW/pb9fX1Ge5vXfGuWorR0VEEg0HEYjEsLS0hEAigt7e36hUl1VHJt7SRv6EJqZSmADc1NYX9+/ejt7cXDocDDMOUlapF9LWVb2kjfkMTUqmyNp3x+/2w2WyYmZmhTWcIIYanKcBlbjqjJNzTiryEEKMz3CADIYRUS803nSGEkHrR1ILr7u7GCy+8oN4fGhrC4uJizSpFCCHVoCnAAcDs7GzWVn9zc3OUqkUIMTTNuajpdBrJZFJdldftdte6boQQsiWaApzFYsH4+Djm5+dhMpnQ19dX1raB5aBULUJIOUqlamkaZGBZFh988AH6+/sRDoerXsFMSqoWBTdCiBaHDx/GpUuXsG/fvrzHNLXg0uk0WJZFKpXCrVu38Mwzz4BhGFoTjhBiaAVbcC+99FLW/ZGREayvr2PXrl04ffo0JiYmEAgEdKkgIYRUqmAL7tSpU2AYBna7HU8++WTe47l7pBJCiBEVDHAulwvHjh3D/Pw8Ll68CJPJRJekhJCGUzDAnT59GgDQ39+P/v5+AMDi4iJmZ2cBgIIdIaQhaBpFBYBYLIY333wTx44dA8dxeP7552tZL0II2bKSgwyzs7MYGxvDtm3bMDQ0hGQyiWAwiPv37+OVV17RtaKEEFKuooMMHo8HDMNgdHQUkUiEBhYIIQ2nYIBjWRbBYBDJZBLpdBqLi4tIJBK0NDUhpKEUDHBer1fd5Flx9epVCIIAALBarTULdpSqRQgpR9mpWoUuR3t6ehCPx3Hq1ClYLBZ1Zd9qo1QtQkg5SqVqFQxw586dAwC88847mJycxIEDB2CxWNQly99//31MT0/XttaEELJFBS9RJyYm4PF4kEqlwHEcJiYmMDo6iu7ubr3rp9mNGzd0WWVY2VC53I2VK8EwDPbs2VPzcghpVkUHGSYnJzEyMqJ3fSpy48YNOBxOrK6u6FbmiRMnal5GR0cnwuEQBTlCKlQwwDVScAPk1U5WV1ewuPd3sN5R41bm/XW03buD9fadwLa2mhXTtrqI7us/QTqdpgBXBXq08PVs3QPUwteiYIBrpOCWab2jG2tdvTUvZw2P1LwMUj16t/D1aN0D1MLXQvOeDIQ0Kt1a+Dq17gFq4WtFAY60DD1a+NS6NxbNyfaEENJoKg5wenWkEkJIpQpeor7zzjubvnBqaqomk30pVYsQUo5SqVoFA9xTTz2FgYEBSJIEAEilUpAkCWazGQAgiiJ6enpqUlklVYsQQrRQGkPDw8N5jxVNth8fH1fvX7x4MW/qyMWLF6tcTUIIqa6CfXCZwQ0ATCZT3nNq1YIjhJBq0TTIcOXKlbxjkUik6pUhhJBq0jQPbmxsDPv374fNZgMACIKAUChU04oRQshWaQpwhw4dQiwWw8zMDAB51y1lty1Se5RHSUhlNGcyBAIBRKNRTE9P4/Lly+jt7cWuXbs0vVYQBIyPjyMWi1Vc0VZ169YtHBs/htWVVV3K0y2PsrMD4VCYghypKU0B7vjx47BYLOA4DoC84u/s7Cyee+65TV8bDofBsqy63Dkpz507d7C6sopbT+/CvZ4a5jeuSdi+tI61XW3A9vxBpWpqT61j95tLlEdZBbdu3cJ7771X83IadR1ETQFuYGAAIyMjuHz5ctkFOByOsl9D8t3racO9R9prW8ajNT09qYGJ4x6srd7TrTxd1kGsYuteU4Cbn58HkD1dZG5uTlMLjhBSO2ur92rfugd0a+FXu3WveZDBbrejt7cXkUgEPM/D6/VuuXBCyNbp0boHGrOFrynADQ4OIhQKwe/3Q5IkBAKBvG0Fq0XJRVVQTiohpBAlB1WhORc11+LiIi5evIgXX3wRu3btwuXLl7G0tKR5FLUclItKCNEit/FTKBdVUybDzMwMbt26pd4fHBwEz/NVqCIhhNSOphZcb29vXn5qJdLpNBiG2fJ5CCFEC825qLdv3846Njc3p6kAnufh8XgAyGvIhcPhMqtICCGV0dSCc7vdOHToECwWCxiGgSAI8Pv9mgrgOA4cx9GoKyFEd5oCXH9/v5qLmk6nKReVNKS2lcV6V6Fqmum91JLmXNTu7u6sfrhEIoG+vr5a1KlizfRHb6b3YhTdN35S7yoQnRUMcLOzs+A4Tp0Gcu7cuazH0+k0IpEI3njjjdrXsAz0ASalLO75Hax31nBfVB21rSzS512DggHu1KlTYBgGTz31FADg7NmzGBsby3rOwsJC7WtXpmb+AG9PrtWxNtVVr/ey3ln7fVGJsRQMcNFoNOt+MBjMy1xQVhYxkmb+AD8cub35kwghWTTnouYqtE9DNdC2gYXdHHoIa2bNXaaGtj25RgGbVE3Z2wbm9rnlSqVSmJmZ0TwXrhyUqlXYmnm7LgnVpPG0evdF2dsGFupzy6XsmUoIqS9qDRdXdF/UwcHBki80Yh8cIa2Iui9KnK/Qwc2CG1C4X44Qoj/qviiuYC5qMBjE5OQkXnrpJSwtLQGQ58bZ7XYcOHAAk5OTulaSEEIqUTDAsSwLs9mM73znO+r6b06nE9/61rcQjUZht9spyBFCDK/gJer8/DxeeOEF9b7X64XD4cCxY8cAACMjI0gmk/rUkBBCKqRpuSSe5zE0NJR1rFbz4AghpFoKBrhUKqX+HAwGAeSPmtZ6p3VCCNmqgpeoDocDdrsdJpMJ8XgcoVBIXTnk6tWrOH78OJxOp571bHntqfXaFqDzxs+E6KFggOvv70c0GsX8/HzWum+Li/ISPqdPn65ZhShVK9vOnTvR0dmB3W8u1bsqVdXR2UHL15OqKDtVS5G7qGV3d3fN579Rqla23bt3IxwK17xLIJFI4MSJEzh58qQu6/wxDFOVjX0JKTtVixjLnj17dAsGfX19OHjwoC5lkerQ5ZJfx53tq6mpAlzbqg6r4N5fR9u9O1hv3wlsa6tZMbq8lxZT89+pTp8NYOO9bO9op+6LEpoiwDEMg46OTnRfb64VTjs6Oqmfqgqa+fPxyisvo7299mlaenZhVLP7oikC3J49exAOh3SZutKof+hWptfnoxX6MRutC6MpAhygbz8V0Hh/6FZH/ZitSVMmAyGENCIKcISQpkUBjhDStCjAEUKaluECnJKqdeHChXpXhRDSAC5cuIDh4eHyU7XqgVK1CCHlKJWqZbgWHCGEVAsFOEJI06IARwhpWhTgCCFNiwIcIaRpGW4UlciWsYwYYljAAnrRCxts2IEd9a4WIQ2FApwBvYf38CpexSpW1WOv43UcxVEcBCVxE6IVXaIazDKW84IbAKxiFa/iVdzBnTrVjBjJMpbxFt7C9/F9vIW3sIzlelfJkKgFZzAxxPKCm2IVq/guvottOf+1oS3r382OK8cyj9/ZewcH/vgAfrTnR/h7/L3mc+l1fBt9F6uoha+d4QJcq++qtYCFTZ9z/8F/VdUNPPL1R/BL/LK6560SE0xlB8TNfq52UL7+0HWYv2rGBzs+AABNXyybHTche/+DzVr4J3Ci5fpqK95Vqx5aPVWrF70lHz+Ig3gcj2Md62qgy/05vZjGT6/8FKbtJpjaTEAbYGozqffVf3NvxR7PuF8vEiSsP/jPsPYBX3zpi/gBflC1U+YG1nWsl2zhxxDDV/HVqpXfCGhXrSLu3r2LRCJR1muU55f7OkBe6bWrq6vkc2yw4XW8XvBD3IEO/CH+cNNv6LuddzH4+ODmFZIArMm3lZUVXL9+HXv37kVnZ2eRp0u4j/uQTBLum+6rP+97fB/au9rVQJsZcDPvb/W4cqzYca3n0vJz5v16Kre1vtkVQCWfeaD2n/taaekAl0gkcOTIkYpee+LEibJfc/78+U2Xst6BHTiKo3mXIR3owFEc1XT50dXVVdGS2V/60pfKfk2zUgKB9OC/+6b76r/Ffv7o44/w8tmX4f6Pbux5dM/Gl0Hml0LGF0PulwXTy6Ctva1ksP4IH2Ee80XrvdkVwFY+80DtPve10tIBrq+vD+fPny/rNVpaOqXK0+IgDuIETtA8uDraSiD40//8pxW9TksgWMYyTuJk0Ra+DbaSr6/kMw/o87mvBZMkSVLdSi9geHi4pfvgiDFUcim3lSAAaL+UKzSKqrTwW3kUtVDs0KUFJ4oiwuEwWJaFKIpwuVy03ycxNCNf5lMLXztdApzT6UQsFgMgB7vx8XGEQiE9iiakKe3AjpYbLa1EzWdPiqKYdZ9lWfA8X+tiCSGk9gGO53mYzeasY2azGYIg1LropkB7U5BS6PNRWs0DXDqdLng8mUzWuuimQB9gUgp9PkqrW4JfscCnpGopN61/QD3/0M36oWrW32GzlqU3o/0eld20lFuhVK2aBziGYfJaa8lksugoqpKqpdy05qMa7ZffiJr1d9isZenNaL/Hw4cPZ8WKffv25T2n5vPgRFHMGkUFgJ6eHszPzxcMck888QQsFkvZ5Vy7dq3gG6wFKovKMkJZepdn9LLi8TjefffdrGM1nybCsmzWfVEUYbfbi7bgcitICCGV0iWTQRRF+P1+DAwMYG5uDpOTkzTRlxBSc4ZL1SKEkGpp6WR7QqpBEAT4/X4EAgFMTEzAYrEgnU4jHo8jEAgglUrRFUudUAuuxnieh9vthtvtBsMw8Pv9AAC32414PI5wOIxQKASr1QqbzYbJyUk4HI4615qUSxRFWCyWvGAWCARgt9thtVrrV7kWRi24Gkun04hEIupgSyQSgdlshsvlAgCMjY1BFEVYrVZ4vV7Y7fZ6VpdUKDdbRzE6OopoNKpzbYiCdvKosWQymTeSnMlqtarzBDmOo0uZJiEIAtLpNBiGKfn3J7VFAa7GRkdHq/Ic0limp6fVn5XL10AggEAgAJtNXpSS53n4fD6Ew2F4PB71+YIgwO12IxwOqzdBEMDzPGw2G3w+HwAgHA7DYrFkLV5R6JzK6wKBAHieRyAQgNPpzKqvKIrweDwIh8MIBAJIp9Pq+ZXnptNpWCyWrLoankR05XA4JJfLlXc8FotJVqtV8vv9kiRJUiQSUe9HIhHJ7/dLDodDisfjUiwWk7xeb955IpGI5PV6pVAoJE1MTOjyfogslUpJACSv1yt5vV7JarVKqVRKfdzlcql/r1AoJMXjcclqtaqP+/1+yev1SqlUSmIYJuu1DMNIsVhMkiRJPb/C4XBIkUhEkiSp6DklSZImJiYkh8OhPsZxnHrOVColsSyrljkxMaG+zu/3Z33OlM9no6A+OIOwWq0YGxtT73McB47jEIlE1LXzQqEQwuEwJiYmYLVa1dE6hmHUb2AlYySZTMLn82FiYqIu76dVKYu55g4qMAyD3l55vwSHwwGPxwOz2ZzV+pqbmwPDMHldFVr7Zf1+f8FzAkBvb69avlIfpWtkZmYGLMuqZU5OTma9n56eHvj9fnWSfiOhAGdghT6Umf05yodUGZ0t9uEm+uM4Lu9Ybl+c1WrNep7L5UIgENhSuYXOuRnlS1KR2w+s1MtsNjfcCD/1wTWYUoMQyoeb4zi4XC5aNVlHWpb/ynzO2NhY3sKvPM9jdHQ0b63EzEVjGYbBwsJC1muUlXmKnXMzDocjr8zM17ndbni93k3PY0TUgjOYYstIbfb42NgYxsfHs47xPF+wJUGqS5noCwAejwdDQ0NZLR2e58HzPARBAMuy4DhOnRbk8XgwMDAAYGMUPRQKqefJbV2Njo7C4/GoAYjjOPj9flit1qLnFARBHfTgOA6iKKp1ZlkWLMvC7/fnvU7BsiysVmvDtd4A0CCDXpSBApZlJZZlJb/fr3byStLGIAPHcepAgtVqlaxWqxSLxaRQKCSxLKsONPj9folhGMnlcqmdw5FIRJqYmJBCoZAUCoWyOqpJ48ocEKiXUChU1/IrRZkMhBiczWZDMBjUPRvC7XbD6XTCbDY37Hw+6oMjxMACgYC6Gs9m3RfV5nQ6kU6nN52sbmTUgiOENC1qwRFCmhYFOEJI06IARwhpWhTgWpSS0G0ymYrOnnc6nejp6VGTu6vBZrMhHA6X/brM+no8HgQCAfh8PjUpvV4qfT9EHzTI0MLS6TTGx8chimLWrmfKYx6PB6IoIhKJaD7fZss98TxfctOhzc7f09OTt6ik0+nEwMBAXfJut/J+SO1RC67FKQtuZqYDAUA0GlWX9dFCFEXMzMxs+rxarHkXDAbh8Xh0n0YB0Bp+RkcBrsUxDIPR0dEtX2bVM1dRWb1jq4nqpPlQgCNwu91qLiUg93cVWxan2IKK0WgUkUhEnZjK83zeIo+CIKgLLyoKLbRYCZZls1ZPEQRBrafP51NbqMUWf1TyM5V+vUzhcFh9bu7ClJnvR8vCkkRn9cwTI/WVSqXUxRJZllXzHZVjfr9f4jhOff5mCyrmLoaYu8ijJMkLNirPK7XQYrH6AiiYY+twONS6xuPxrHpLkpS1AGWhxR8zy82skyRJEgApHo+r7ykzLzPz/RQ7d73zSFsZrSZCAMhL5vj9/qyWXK5y15zLXeQxV6mFFssliqK6AoayukYmlmUxMzMDl8tV1jp7ANRBDVEUkUwm8/orM5VaWJLojwIcASBfptpsNjidzpJLLGlZUDFzNLVUDuNmCy2WQxTFvEvLcpQqe2pqCr29vXA4HA2bk9mqqA+uxSl9Xsq6YKWmhGhdUDHzWKHWi1LmZgstauV2u+FyudTgU6iegiCU3NynWN+fso7bxMQEWJZVn5d5/nqM3hJtqAXXogRBwNTUlHq55XA44Ha71SChbEgdjUYRCATgcrmKLqgIbKz6GggEwHFcwUUelYUXlaWvN1toMbe+yuXz1NRU1u7xuQtMKvX0+Xzq4EMoFALDMEUXf1Rex/M8RFGE1+tV96llGEYNaE6nU10oMvf9pNPpTReWJPqiib6EkKZFl6iEkKZFAY4Q0rQowBFCmhYFOEJI06IARwhpWhTgCCFNiwIcIaRpUYAjhDSt/w++M+L6jL/jeAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context(\"science\"):\n", + " for metric in df.Metric.unique():\n", + " for dataset in df.Dataset.unique():\n", + " df_sub = df[(df.Metric == metric) & (df.Dataset == dataset)]\n", + " df_sub[\"Baseline\"] = df_sub[\"Diffusion Domain\"].apply(\n", + " lambda x: \"Time Diff.\" if x == \"Time\" else \"Frequ. Diff.\"\n", + " )\n", + " ax = sns.boxplot(\n", + " data=df_sub,\n", + " x=\"Metric Domain\",\n", + " y=\"Value\",\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Time Diff.\", \"Frequ. Diff.\"],\n", + " showfliers=False,\n", + " )\n", + " sns.pointplot(\n", + " data=df_baselines[\n", + " (df_baselines.Metric == metric) & (df_baselines.Dataset == dataset)\n", + " ],\n", + " y=\"Value\",\n", + " x=\"Metric Domain\",\n", + " hue=\"Baseline\",\n", + " hue_order=[\"Mean\", \"Half Train\"],\n", + " palette=[\"#FF6A74\", \"#70ff70\"],\n", + " ax=ax,\n", + " )\n", + " plt.ylabel(f\"{metric} ($\\downarrow$)\")\n", + " plt.legend(fontsize=6, title=\"Baseline\", frameon=True, title_fontsize=7)\n", + " plt.savefig(\n", + " save_dir / f\"figures/{metric.lower()}_{dataset.lower()}_lstm.pdf\"\n", + " )\n", + " plt.show()\n", + " plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Diffusion DomainFrequencyTime
DatasetMetric Domain
ECGFrequency$0.022 \\ \\pm \\ 0.0$$0.05 \\ \\pm \\ 0.002$
Time$0.03 \\ \\pm \\ 0.0$$0.055 \\ \\pm \\ 0.002$
MIMIC-IIIFrequency$0.207 \\ \\pm \\ 0.008$$0.34 \\ \\pm \\ 0.004$
Time$0.213 \\ \\pm \\ 0.008$$0.314 \\ \\pm \\ 0.004$
NASA-DischargeFrequency$1.364 \\ \\pm \\ 0.054$$1.935 \\ \\pm \\ 0.084$
\n", + "
" + ], + "text/plain": [ + "Diffusion Domain Frequency Time\n", + "Dataset Metric Domain \n", + "ECG Frequency $0.022 \\ \\pm \\ 0.0$ $0.05 \\ \\pm \\ 0.002$\n", + " Time $0.03 \\ \\pm \\ 0.0$ $0.055 \\ \\pm \\ 0.002$\n", + "MIMIC-III Frequency $0.207 \\ \\pm \\ 0.008$ $0.34 \\ \\pm \\ 0.004$\n", + " Time $0.213 \\ \\pm \\ 0.008$ $0.314 \\ \\pm \\ 0.004$\n", + "NASA-Discharge Frequency $1.364 \\ \\pm \\ 0.054$ $1.935 \\ \\pm \\ 0.084$" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_pivot = pd.pivot_table(\n", + " df[df[\"Metric\"] == \"Sliced Wasserstein\"],\n", + " index=[\n", + " \"Dataset\",\n", + " \"Metric Domain\",\n", + " ],\n", + " columns=\"Diffusion Domain\",\n", + " values=\"Value\",\n", + " aggfunc=[\"mean\", \"sem\"],\n", + ")\n", + "df_pivot = round(df_pivot, 3)\n", + "df_pivot = (\n", + " \"$\"\n", + " + df_pivot[\"mean\"].astype(str)\n", + " + \" \\ \\pm \\ \"\n", + " + (2 * df_pivot[\"sem\"]).astype(str)\n", + " + \"$\"\n", + ")\n", + "df_pivot.to_latex(save_dir / \"tables/sliced_wasserstein.tex\")\n", + "df_pivot.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Spectral Analysis\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DatasetDiffusion DomainFrequencySpectral Density
0US-DroughtsFrequency0.00000019485.917969
1US-DroughtsFrequency0.005464196.296066
2US-DroughtsFrequency0.01092915.080398
3US-DroughtsFrequency0.0163935.202159
4US-DroughtsFrequency0.0218583.753690
\n", + "
" + ], + "text/plain": [ + " Dataset Diffusion Domain Frequency Spectral Density\n", + "0 US-Droughts Frequency 0.000000 19485.917969\n", + "1 US-Droughts Frequency 0.005464 196.296066\n", + "2 US-Droughts Frequency 0.010929 15.080398\n", + "3 US-Droughts Frequency 0.016393 5.202159\n", + "4 US-Droughts Frequency 0.021858 3.753690" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spectral_data = []\n", + "for run in run_list:\n", + " with open(runs_dir / f\"{run}/train_config.yaml\", \"r\") as f:\n", + " config = safe_load(f)\n", + " dataset_name = infer_dataset(config)\n", + " diffusion_domain = infer_diffusion_domain(config)\n", + " with open(runs_dir / f\"{run}/results.yaml\", \"r\") as f:\n", + " results = safe_load(f)\n", + " spectral_density = calculate_spectral_density(\n", + " results[\"spectral_marginal_wasserstein_all\"],\n", + " sample_path=runs_dir / f\"{run}/samples.pt\",\n", + " )\n", + " freqs = torch.arange(0, 1, 1 / spectral_density.shape[0])\n", + " spectral_data.extend(\n", + " [\n", + " {\n", + " \"Dataset\": dataset_name,\n", + " \"Diffusion Domain\": diffusion_domain,\n", + " \"Frequency\": freqs[k].item(),\n", + " \"Spectral Density\": spectral_density[k].item(),\n", + " }\n", + " for k in range(len(spectral_density))\n", + " ]\n", + " )\n", + "spectral_df = pd.DataFrame(spectral_data)\n", + "spectral_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUUAAAD5CAYAAACwCyfnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAABBrklEQVR4nO3de3xT9f0/8Fd6BQptmgIFKtAmIFe5pA3qvKA0FeZ3w2mTVtS5+f3SZDid8ztNqM5d1AkpurmLg6Q659x+rEnKd+J0QtIi3lDapEUEFExahYpAm6Tl1pa25/dHOcekbdokzb3v5+PRB+1pzjnvT0rf/ZzP+ZzPm8cwDANCCCEAgIRIB0AIIdGEkiIhhLhJGukFzc3NMBgMMJlMcDqd3HaBQICioiLIZDLk5uaGMkZCCAkb3nBjihs3bgSPx0NJSQmWL18+6PsNDQ2oqqoCj8fDpk2bQhooIYSEg9ekuGXLFigUCmRkZIx4kPb2dmzevDliiXHRokUQiUR+7dPS0oKcnJyQ7xPOc1F84d8nnOeK9vjCea5gxmez2XDo0KFvNjBx4Lvf/W7U7hPOc1F84d8nnOeK9vjCea5gxjdw26hutOzYsWM0u8ecdevWhW2/QM8ViHDFF49tGs1+4ToP/az83C+gdHuZXC5nmpqaRnOIoAjnX5poFo9tYpj4bFc8tolhYrNdQe0pVlZWQqPR4MCBA6M5TESE8y9huMRjm4D4bFc8tgmIj3YNe6PF4XCMeACn0wmdTge1Wh2xGy1r167Fzp07I3JuQkhsG5g/vM5TfPTRR3064MaNG2GxWIacskMIIbFmVJfP5eXleOyxxyKeEFtaWrB27Vps3749onEQQmLH9u3bsXbtWrS0tHhsH1VSFAqFSE9PH1VgwZCTk4OdO3f6NJ7BMAzWH/ottp/cE4bICCHRat26ddi5c+egeYtDJsX29nY0NzePeNCysjLu846ODnR0dIwuyjDg8Xg4dO4LvHbmg0iHQgiJQkMmxYyMDJhMJp/nIVZXV0Ov10dFr9EXNwmW4G3Hx/Byj4kQMoZ5vdFSVlaGhoYGlJSUQCQSQSKRQCgUgs/nw+VywW63Y//+/WhqaoJSqURxcXE44x6VlZlLsLmpCkcvnMC8tJmRDofEAKvVCq1WC51OB5VKBZFIBJfLBZvNxi2M4i4/Px/l5eUe23U6HYD+xVTq6uoAAFlZWRAKhYP298VQ5xgtf9sZLqFoqzfDLgjBam9vh16vh81mg8vlAp/Ph0gkglQqRV5eXsiDHIm/U3LO9lxA5p478ML8B6Cc+Z0QRkbiicvlQmZmJpxOJ/h8PrddLpdDIpFApVJx28xmMwoKCrjXmc1mmEwmaDQaAEBmZiYqKyshFApht9sD+mUfeI5g8aed4RKqtgJD5I+wTx8PgUBm0a/Y9wCz7sAzIYiGxCun08kAYJxOp0/b3alUKsZgMHBfS6VSxmazhSjS0RlNO2NRUJ9oiWU3CZbibecBGlcko8bn8yEWi7nL43g1Vto5ZpPiyswlONnlwOcXvop0KCQOCIVCbpzQarUiPz+fSx5msxlWqxVVVVXQ6XTQ6XSw2+3QarUwGo0wm83Iz89HRUUFAMBoNEIkEsFsNgPov5zV6XQwm80wGo1Qq9WDzsGet6KiAkajERUVFbDb7dz52deazWbodDrI5fJRtzOQc9rtdm4fpVLpcWz2vWCfkHM/x8D3M1jtGVJkOqzBFcjlc/ulc0zCrtWM7vgbIYiIxKPhLh9lMhkjlUq5rzUaDaPVarmvR7p81mg0jEaj8TieyWTivsd+zjAMd1z3c9hsNo/zMwzDiMViLlaVSsXIZDKP81ssllG1M5BzurdRKBR6nAMA954oFAqP92uo99PX9oyELp8vS09Kgzh9DvY6P450KCQO2O12iMXikBxbJpNBLpdzvcmSkpJBr9FqtYPOLxQKodfrAfTf5ZZIJNz3+Hy+T2sbDOTezkDOKRQKvcbgdDq5G08Oh4PrdQ4lWO0ZyphNikD/JfRemq9IgsButw+6HAwWgUAAp9OJyspKtLW1BfdS0U+jbedwd483bdrEDSG4J89wi+qkaDQauTEUdnwlGPr6GFzs7sFNgiU40dUK+8WTQTs2GXuUSiUUCsWgX2SXy+Xx9cCejPv3+Xw+2trauK/NZjP3/U2bNnE9NI1G45FY2NeUlpYO+h2xWq1D9ioDNbCdgZxz4HvCYsddVSoVhEIh9zr343vbN9gGTd6uqamBWq2GRCKBWq1Gbm4uqqurYTabsXXr1rAEBfS/GXa7HSqVCmKxGHK5HBaLZdTHZRgGYvXruPsGIcq+vRg88LDX+TFEE2YEIWoSr9hJzUB/khpuUjN7U0UgEEAmk8Fut3O/9AUFBbDb7aivr4dWq4VSqYRYLEZJSYnHH3+pVMpdnmZlZcFsNkMgEMDhcKC0tHTQOdiEWVFRwd0MMRgM4PP53GvZ47I3O7RaLYRCoUcy96edgZyT3Y/9/dZoNNBoNNwcRLb9crmci29gW10ul8/tCcjAQUe1Ws3Y7XbGbDYzcrmcaWhoYBiGYebMmRPQICbLYrEwYrF40HabzcZoNBrGYDAwGo1myMFdk8nEKBQKr8f290bL3X94h7n5V28xDMMw4g82MN//WDPCHoSQeDUwfwzqKUokEuTl5SEvLw+FhYXYsmULGIYZ1Uxyo9HIZfyB3HuAdrsdZWVlMBgMHq/RarXckwDBsHrpDPz4pY9wpqMTKwVLUH3qPTAMAx6PF7RzEEJi05Bjis8++yz3+aOPPgqHwwGbzRbwSdju/UAD7y4JhcJBYxQVFRUoLy8P6sDr6qUzwDCA6eOvcFPmUnzZeRrNF78O2vEJIbFrUFIsLi4etGhsYWFhUMbzBmLHSdwJBAKuR2k2myGVSiEWi2E0GoN23qkZ41EgzMJbjV/hhkx2XPFg0I5PCIldQ/YUCwsLB20LxcIP3u4msXOU5HI5ysrKIBKJYDKZgnruNctmoObgSaTxJmDpJCHedsZe8S1CSPB5XTosklwuF4RCIZxOp0+vZ8sRsNatWzfiKtxrluXg6R0Hse/oGazMXILXTtOis4SMBdu3b/coXTKwHMGQSbG9vR06nQ48Hs/nic08Hg8KhcKvhWaHmoXucDj8vqnDliPwx5LZmZieOR7/aWjBSulV+P2X/4cvLp7C7PHZfh2HEBJbBnaa3DtUgJekmJGR4XM1v9Fg52INVFBQEPJz83g8rFmWg7cav8Kj8pUAgL3Oj3Hv+KKQn5sQEr289hRramr8PphUKh2xp8guUgsMfpTHbrcHtJAke/nsy2Wzu9VLZ+DlPZ/D0QZcNTGvPynOoKRIyFjAXkb7dPmckZERUNlSbwmRXXUY6J8lL5FIuJnxBoOBe4KGnRHvr0AunwHgpkXTkJqcgF0HvsJNuUvwxpn9fh+DEBKb2E7UwMtnn8oRRDt/yxG4K352D7p6+nDffSmQHXgKX974d8wcNzXIERISHmazGUqlEkqlEnw+nxueUiqVsNlsMBqNMBgMEIvFYa17Es0G5o+ovPvsr0Avn4H+u9Cqf1jw+3FSAMBex8e4Z4Y0FGESEnIulwsmk4kbmjKZTBAIBFAoFAD6F3FwX1wiHOP30crb5XNUr5LjK/by2d+ECACrl+Wgp5fBx59dxKK02TSJm8Q0h8Mx7NNfYrGYm/EhlUpDUggqVqxbtw47d+5ETk6Ox/aAk6J7Teja2lrU1tYGHl0EzZqchkUz+fhPQwtXt4WQWOXLUmHBXE4sHgV8+cyu/dbY2Ijdu3eDx+Nh1apVQQvMH6O5fAb6n27569s2aNYuxgvHd6KlsxU54yaHIFIS6y509eDoyY6wn/fK6emYkDryr6svPT92aa+ysjJujUSz2Qy1Wg2lUsmtfs2WZHW5XDCbzbDZbB5T6Njl0Nhlw4K5aEs4+HX32RcFBQVoamrCtm3boFQqA7pbHSyB3n1mrV6ag+deP4z09pkA+ucr3jU9MgmeRLejJztwwy/eCvt5331yDZblCkZ+oY/EYjFKS0u5r6VSKaRSKUwmEzcDxGAwwGg0cmuasmsr8vl82O12qNVqbk0Eh8OBioqKiNSEDpS3u88BJ0WHw4GamhqUlJRENCEGw4o5WchMS0HdJ+ewYPosSorEqyunp+PdJ9dE5LyhlpWVhaysLO5rbzVV2LvaAoHAY1Ur9yp/sSzgpGi327F//37885//RFZWFoqKivDII48EM7awSUxIwOqlM/BWYwtWLlyCWkdjpEMiUWpCalJQe2zRbrjLcbFYDKn0m5ka7B3uWBfwjZaysjLo9XrU19dj165dQ66sE0vWLMvBwS9duCp5Ho5eOIGTXW0j70RIjBup7om37w9VnyWYdZQiyaekWF5ePuR29zGJSF5Cszda3Fe+8FfhVdORmMBD55f9lw97HVT6lMQutki81Wr1+JzF1j0xmUxcjZOqqipUVVXBarXCaDRy2+x2O3Q6HVdTxeVycfMc1Wo1V2Au1uY8bt++HWvXrh10o8XrEy21tbXc3eS5c+fCarVi0qRJ3Pe3bNmCjRs3ore3N4Rh+2Y0T7S4u3WTGRNSkvDJ1X/DzYJl2LrwJ0GIjhASzQbmD689RbvdjubmZgBAbm4uZDIZ9uzZg46ODhQUFECtVsfdxM/VS3Ow9/ApXJdxFfY6qadIyFjkNSlaLBbk5uYC6H9UaNeuXXj00UeRmZmJ9vZ2WCwWjzq18WDNshnovNSLKedn4cj5L3Gqy7dFbgkh8cNrUnRPeC+++CI2bNgAq9WKwsJCLF++HCKRKCwB+iIYY4pA/7QH4dSJaD2aAQB4hx75IyRu+T2mWFNTA4lEgvT0dCQkJCAzMxM6nQ7FxcVoamqCUqlEc3Mzjh49GpYGDCdYY4oAoP67Ba/VH0ef7DUUZYnxwoIHg3JcQkh08nlMsbCwkFsfUSwWw263o7i4GEB/Eavdu3ejr68vxOGG35plOWhxXMBVyfPoDjQhY5BPU3KUSiUyMjKG3B5vrps/BRPHJSHlzDQcOv8FznS7Ih0SISSMfEqKZWVlQ24PRx2XcEtJSkThVdPxxcE0ADSuSMhYExfrKQbb6qUz8MmnlzA7dRrepktoQsaUiJY4DZbRLh020OqlM8AwQG6PkOYrEhKnvC0dNuZrtHhz8692oTvvc3ww/TWcucmAySmDx1QJiTZWqxVarRY6nQ4qlYpb7stms0Gn08HpdMbdQxej5VONllCWOI0Va5bNwG/3tgDTgXedB3F79vWRDomQEYnFYqjVauh0OpSXl3skwPz8fK4+C/EuLCVOY9GaZTl4esdBTEucjL2UFEkMEQiGXtqspKQE9fX1YY4m9nhdTzEvLy+ccUSdJbMzMT1zPFLPz6a6LSSmsSUDBi4aS4YWFyVOQ4HH42HNshz86/NMnBhnheNSBwTJ8dMTJoG50NuJT88fD/t556fNxITEcQHtW1VVxS3/Z7fbUVRUBLVaDQDQarWwWCxe662wY5RFRUXc8YRCIRwOB9RqNUpLS6FSqWA0GqFWq6HVarmFZ4c6prdaMGwJBDZGrVYLiUQCh8OBkpISbj+xWAyDwQCXy4X8/HzIZLKg14ahpDiM1Utn4KXKDDCLGbzr/AS3Tf1WpEMiEfbp+ePI//DHYT+v5ZoXIE6f69c+Op0OQH9yYpMiW4vFYrFwJQW81VtRKBQoLCxEU1MTNzaZmZmJmpoaSKVSj/VUZTIZqqqquK+Hq+EyVC0Yq9UKsVgMl8uFoqIiWCwW8Pl8bnxUpVLB4XBwx2O/F4rVvikpDuOmRdMwrjsdqUwm9jo/pqRIMD9tJizXvBCR8/pLoVCAz+cPurHC5/O5WiwymQxqtXrIeit8Pn9QbWhfF5IdrobLULVg2FrUer2eu9QHPBe4VigUyMzMhFarhd1uD9mitnGRFIM9T5GVlpqEmxZMw0eOGXg7neYrEmBC4ji/e2yR5l5HhTVwbHGoeitsTzNQgdRwYasFsgZOH2LjEggEkMlko4rP2zzFUT3Rwi5CG2lsidNgJkTWmmU5cHzOR+NZG1yXzgX9+IQEG9vr8vU13uqtlJSUeJQwAPovi1l8Pt9jiUGz2czVdAm0hotMJht0Tvf9lEpl0MYQ161bh507dyInJ8dju189xcbGRo83U6vVeowjxKPVy3LA25ENBgzedR7Ed6deG+mQCPGKvTECAGq1GkVFRR49KrPZ7HEDRCqVetRbkUgkAMBdNhsMBu44A3txJSUlUKvVXNKSSqXQarUQi8Vej8nWfWG/ZuvDaLVaCIVCCIVCaLXaQfuxhEIhxGLxqHuJw/H5iZaSkpJBb0pDQwOOHTsWqth8FoonWtxd/fgbOHTdy/iR6BY8Oy8+yjgSEoiioiJoNJqITgA3Go1BTYo+PdEylKKiokGr5VRXVwctsGj27WU5OHRyKt7OpPmKZGzz5dI8FJRKJeRyOQQCQcgTss9jikOVH4imkgShtHppDnpapqLh7Odov3Q+0uEQEhFsmVOtVjtivehgk8vlcLlccDgcIZ+A7nNP0WazcRMqAYBhGOj1eu42ezxbMScLmR0z8TU+wPuuQ7h1yopIh0RI2CkUipDMC/TFUHfQQ8XnnqJWq0VeXh4YhuGWE4uDBXZ8kpiQgP+aMx/JXWn0yB8hcc7nnqJGo0FhYaHHtnBm70j79rIr8MqBqTBlNgJXRjoaQkio+JwUCwsL0dHRAb1eD6D/bnQgK+nEqsKrpiPJPA0fX/gIZ3suYFLShEiHRAgJAZ8vn5uamrBq1Srs3r0bu3fvRn5+PhobG0MYWnThp6VAMmEh+tCH912HIh0OISREfE6K1dXVqK+vh16vh16vx7Fjx6Jm4jb7mN/27dtDep7iBVeBd3E8TGcaQ3oeQkjobd++HWvXrg38Mb+h1lcM1QPZ/grlY37u1izNQeKpbLx50jryiwkhUc3bY34+J0X3Zx5ZTU1No48shlw5PR3ZF2bjs0tNONdzMdLhEEJCwOcbLVKpFLfccgvy8/MB9D9DGezFHaMdj8fDmmwxXuLtxfuuQ1g9OTp6yoSQ4PG5p7h8+XJotVpunqJOp8OqVatCGVtUumvxMvAujoPhi/2RDoUQEgJ+rZKTl5eHzZs3hyqWmHD9gqlIqZsOc2pjpEMhhITAqNZTHItSkhJxVfI8fIkvcZ7GFQmJO5QUA3DHLAmYhD785yQ98kdIvKGkGID7loqBzlT8/diHkQ6FEBJkcVGjJdym8dMw+fws7Os7GOlQCCFB5ldPccuWLVxZw5qaGnR0dIQkqFhw7aRFOJ3aAlcXra9ISDzxOSlu3LiRK3kI9C8Q4UshmtFwuVxQq9WDCtlEg+/PvRZI7MPLhz6KdCiEkCDyOSlKJBKUlZWFfNVbd/X19WFf4ddXd8xdgoTuVBhpviIhccWvVXKA/qc6WP6sum21WrmnYdzZ7XZUVFTAaDSioqLCIwkOLMQdTRITEpHbK8SB7k8jHQohJIh8vtGyfPlyFBQUICsrCyaTya/H/IxGI4RC4ZCXwXK5HBaLBUB/giwrK4PBYPA1rIgqnLwUlR16fNLSisU5kyMdDiEkCHzuKRYWFsJgMGD58uV+P+Ynk8mGrMA1cJEJoVAY8nHKYLpv/nVAYh90H38Q6VAIIUHic1Jsb29HdXU1HnvsMWzevBkOh2PUd5/NZjMEAoHHNoFAEJU3VoayQjAHyT3j8NaphkiHQggJEp+Tol6vR2trK/d1MO4+e7uJwtaWNZvNsFqtqKqqispEmchLxMKkuWhKtKH9QnekwyGEBIHPY4pZWVkoKysLZSwcNllKpdKoL4713Zx8HOh5FbsOHkfJ1WOjDjYh8cznnuL+/ftx9uxZj22jrfnM5/O5XiHL4XD4fceZLUfAfoS6LIG722dKgKRevHok/utfExIP2DIE7MfAcgQ+9xSVSiWWL18OkUgEPp8Pq9UKrVY7quCkUumQx/C3zAFbjiASlk4SIpUZh3fbP0ZPbwmSEulxckKi2bp16zxKl6xdu9bj+37VaLFYLJDJZCgoKMDu3bsDWmTWfRxx4ERwu92OgoKCgHuK4ewhshJ5ibh64kKc47dgx0dfhv38hJDAeCtc5deCEBkZGR7jis3NzcjNzR1xP7PZDJPJBADYtGkTJBIJZDIZAMBgMECtVkMikaCuri6gOYqR7CkC/eOK7599GZvfaITsmtlISOCNvBMhJKLYHuPAniKPYRjG14M0NjZ6jAFqtdqoKHO6du3aiCZF+4WTuPK9+5BoyYde+iPcJpkZsVgIIf4ZmD987imWlJTA5XJ5XNo2NETH/Dz28nngWEG4CCdMxw9zbsGrl97B5n83YG3BFR6PQxJCos/27duxffv2wC+fi4qKBk3Jqa6uDk50oxTpy2cA+LnwLvy1xQTr+H3Y/XE+Vi/NGXknQkjEeLt89vlGi0g0eA7eUNvGqtzx0/A/OavBXHUYv9lphR+jEoSQKOJzT9Fms0Gr1UIikQAAGIaBXq8f9VzFePK48C683LIbH6W8j3eOSLBy4bRIh0QI8ZPPPUWtVou8vDyu7jOAqOkNRXJKjrtZ46eibOa30bf4EH7zevQ9lkgI+Ya3KTk+332uqalBYWGhx7aGhgYsX748eFEGKNJ3n921dLYi7517wTuwGG/f9iiuvXJKpEMihAxjYP7wa+kwd7W1tdzCs+QbOeMmY8PM76B30WE88+/6SIdDCPGTX5O3d+zYwa2ByDAM6uvrcccdd4QksFhWLrwT246/gV19tbDaV0AszIp0SIQQH/lVuGr37t3Yv38/WltbYbPZoFQqQxmbz6JlTJE1LVWAH89ai96Fh/H0G9RbJCQajfoxP5FIhLKyMjQ1NYHH4yE3Nxe1tbVBDzQQ0TBPcaCNeSV44cvX8e9uEw4dvxqLZvIjHRIhxM2o5ykKhUJ88cUXyMvLg9FoDHqA8WZqaiZ+Mut76FlwGE+/QdOWCIkVPidFl8sFoVCIjo4OtLa2YvXq1aNeOizeqYVypCQlYsfF/+DoydGVbiCEhIfPSbG4uBi9vb1IT0/H5s2boVKpoNPpQhlbzJuckoGHZn0Pl+Z9iqffpPrQhMQCn5Nic3Mz93l7eztcLhecTmcoYvJbtN1ocacWyZGamIiqc2/gizPnIh0OIeQybzdafE6K7kWqMjIyUFxcHDXlSNkbLZFYIWckguR0/DS3GJeu/BRP/+ejSIdDCLls3bp12LlzJ3JyPBdvGfbuc3t7O/R6PXg8HrdIrDuLxYL169cHN9I4pBbK8HzzDrza/jp+7bgWMwQTIh0SIcSLYXuKGRkZkEqlqK+vh81mw+eff+7xoVKpwhVnTOMnT8TPcmXomvMZfrPrw0iHQwgZxojzFPPy8rBt27Yhn30mvlOJivHb5mr8xfEaftXxLUxJHxfpkAghQ/B5TNFkMuHFF19ER0cHVq9ejdLSUuzYsSOUscWV9KQ0/Gy2HJ3Cz/CbXfsiHQ4hxAufk6JEIsH69euh1WqxfPlyVFVVoa2tLZSx+Sya7z67U825AxN446Fr/T84znVFOhxCxrRR333OzMwEAOj1etx5550AAIFAEMQQAxfNd5/dTUqagEdy5biY9xk2m2lskZBI8nb32eekaLPZUFNTA5vNhmXLlqGpqSlq5inGEtWc2zEBafjzaSM6Ll6KdDiEkAF8ToolJSWwWq2wWCxob2+HVqv1KGxPfJOWNB6PzJLj/Kyj2GT+INLhEEIG8Kvu80DNzc3Izc0NYjiBiaaVt31xobcTU3bfBV7LDJz6/vNIS/VrWUtCSBD5XPd5x44dkEqlSE9PBwC8+OKLHt93uVwwmUzYtWtXiEKNXxMSx+HRWaX4Ne8v0Oz5AE+uuTHSIRFCLvN6+fzMM8+gvv6bBVK3bdsGp9PJfTAMEzV3n2PRxvm3Y0LfRDz/lR6d3b2RDocQcpnXnqJ7QgSAysrKQUWqpFJpaKIaA8YlpvT3FhNewpZ3P8AThTdEOiRCCPy40TJU1b5oqOQHxM48xYHKF34Pab2T8OyJf+JST1+kwyFkTAl4nmJHRweeffZZlJaWYvXq1SgvL/dYRiwaxMo8xYFSE1LwyMw70THtGJ59//1Ih0PImBLQPMUtW7aAz+fjn//8JxiGQUZGBkwmE/Lz8/HYY4+FNOCx4rHFtyHtUgY0X25Hbx/1FgmJNK9Jsbq6GnV1dXA6naivr4der4der0d9fT3a2trgcDjo2ecgSElIxs+uKEV79uf43T7qLRISaV6Totlshl6vR0ZGxpDf37Zt25BrLBL//XzJ95DWxcczzf8PfX0BTxslhASB16QoFApH3NmX15CRJSck4X9z7oRzig2/r3sv0uEQMqZ5TYrsAhDD8eU1xDe/WHYb0joFeLrpHxjFQ0aEkFHymhRtNhvOnj2Ljo4Orx82my2csca1pIRE/HRGCRwCO/5kobFFQiLF67PPCQkJ4PF4XndkGAY8Hg+9vZF/GiPWnn32pqevBxmv34PxXRk4I9827PtPCAmOgfnDa09RoVDA4XAM+1FWVhaWoMeKpIQkPDStBG38JmxtpN4iIZHgNSkqlUpkZGR4/eDz+VAqleGMdUx4SnIbJpzPwi9tf4t0KISMSV6Toi+P8NFjfsGXmJCIB6aWoDW9GdsOvhvpcAiJW94e8xvVeorRIl7GFFk9vb3I+NcP0J1yDvrFv8TtedHxx4eQeOTzmCKJnKTERLx97SakdKaj+NPHsPnAvyMdEiFjBiXFKCWZMROf3fInTHXMRfmpP+De9/9M8xcJCQNKilHsiox02Iqfw+JTK/Hq+X/hW7WP42IvlUYlJJRGlRSjbQmxeJQ2LhkNd5VjTVspPuxqwDzTj/FVZ2ukwyIkbvmVFBsbG1FbW8t9qNXqUMVF3CQlJuDNO/8bP+55ECc6WzFvzwZY2o9FOixC4pLPZeRKSkrgcrnA5/O5bQ0NDaGIiQyBx+PhT2tvhWjPVDz69XO4et9P8Y+r1CjNoaJXhASTz0mxqKho0BMs1dXVQQ+IDO/hmwuQa/0N7mzYjDt5T+Pw2R/gV/PuokcCCQkSny+fRSKRT9tI6N0uFuKdlU8j/agYT375Ckosm9HV1x3psAiJCz73FG02G7RaLSQSCYD+BSH0ej3q6upCFhzx7uo5U1Eveww3/30bqhfvge39r7Dr6qcwJYUf6dAIiWk+9xS1Wi3y8vLAMAw3Xy7U8+Z0Oh3MZjMqKipgt9tDeq5YNHd6OixlD2LxQRkOOL/EknfvxydnmyIdFiExzeeeokajQWFhoce2UNZ9ttvtsNlsUCgUkEqlkMvlMBgMITtfrMrmj8f7D96LO7YJsCfnn1ix7yEYl/8ct05ZEenQCIlJPvcUByZEwL+Vt61WK/Lz8wdtt9vtqKiogNFoREVFBVwuF4D+GjHuY5bUU/Ru0vhkvPHgWtzt/BG6T0zBd6xP4PkvdtATMIQEwGtPcceOHZBKpUhPTwcAvPjiix7fd7lcMJlM2LVr14gnMRqNEAqFsFqtg74nl8thsVgA9Ce+srIyGAyGQdN/2GRJhpaSlIiXy27CFYZ0bDn8DzzM24bD577ECwseQHKCzxcEhIx5XnuKzzzzDOrr67mvt23bBqfTyX0wDIO2tjafTiKTySAWiwdtH9j7EwqFMJvNAAA+n0+J0E8JCTz8pjQfv1+kxLh91+GlE2/hlvpyOC51RDo0QmKG1y6Ee0IEgMrKykHrJ452TNFsNkMgEHhsEwgEsFqtKCgoQFVVFbd9qKRKhrbhlnmYxr8PP6jOwPsr92DFhz/BG+KnMC9tZqRDIyTq+TymuHz5cmzZsgWlpaUAgJqamlHPU/TWE3Q4HBCLxRCJRDCbzdDpdKisrBzVucaa21fMwpv3rYOgZi2+au3E1R/+BOa2wcMXhBBPPg82bdy4ESKRiOsdFhYWYseOHbjjjjuCHhSbLBUKhU+vZ1feZq1btw7r1q0Lelyx5vr52aj5aTFuez4Np8Rm3GIpxy1Z+bgv5xbcNuVbGJeYEukQCQm77du3e6zSP3DlbZ+TokQiQXFxMWpqaoIWHJ/Ph8Ph8NjmcDg8brD4IicnJ65W3g6mRTP5ePux7+J7z6XBnn4AR5Z+iTvbnkFm0iTcNf1m3JdzC8ST5tJjgmTMGNhpcu9QAX5cPjc19U8Kdv/lGe3TLN7GJAsKCkZ1XOLpiqw0mB5fje9n34LO6kJM+vftmHH6Kvzzq3dQ8OEDWLrvR/jdF9U40+2KdKiERJxfY4oFBQXQaDQoLy+HRCJBUVGR3yd0H0cUCoUe37Pb7SgoKPC7pxhPhatCJTMtBb+/bwU++/3t2PxfNyPZmo/Ov63FvIO3IeV8BtRHX8KMvetwR+Ov8frpfejpi3w9b0JCKSiFq5qamqDVagEApaWlPlfzM5vNMJlMqKiogEqlgkQigUwmA9CfCNlnquvq6lBeXu53Uoy3wlXh0NfHYO/hU9DVHMWb1haMT+/BopVOnJz6CY50NiM7JRP3zpDivhmrsWDirEiHS0jIDMwfPifF5uZm5ObmAgDa29thNpuRn5/PbYskSoqjc7z1PP6y53P89e3P0Xq2C8vzgfRlx7Gvdz8cPWdxdcZ8/HfOapRm34SM5LRIh0tIUAVczY+dVA0AGRkZKC4u9tgWSXT5PDozJ6fhl/Kl+PT57+HFH12L5PbJ2PvSTEz+9124p/teTEQaNhz+I6bvvRP3HNyMmrYG9DF9kQ6bkFEJ6PK5vb0der0ePB4PJpNp0BiixWLB1q1bQxOxH6inGHyNzQ5U1hyDYV8zenoZ3HJtBjKXfYWa7vdw7EILZo/Lxg9nFKHsiluRM25ypMMlJGAD88ewU3IyMjIglUqh0Whgs9mQl5fn8X2VShWaKEnELcsV4IX/uRpP37kcf3/HhhdrjsH+3nhcNUsO2c2J+Ip/EM99UY0Xjr+ON8RPYUXG/EiHTEhQ+DymWFNTM+RKOdGAeoqh19fHoOaTk9CZj2LXga+QPj4ZxTdm4/3ZRhy52ATD0idouTISkwK+0RLN8vPzkZOTQ0+yhEnzmXN4qfYY/rbXDiaxB3PWHcA7563QLfwp/jtnTaTDI8Qn7JMtLS0t3EpdgB9JcePGjZgzZw7kcjnkcjkyMzNRWloaksf8/EU9xchwnOvC7Vv2wH6mA1ff24Tqjho8NecHeDyPCmmR2BHw3WeJRIL169dDp9MhPz8fVVVVPi8dRuKTYGIqdqpXYW52Bj54OQ8KvgxPfP4K7j/yR/QyNPmbxCafkyK7yrZer+dWyhm47BcZezImpOA11SpcNSsTr1XysVFQhsqWN1Hc+CQu9HZGOjxC/OZzUrTZbKipqYHNZsOyZcvQ1NQEp9MZyth8RvMUI2vS+GTseORmFIiy8NK2PjyV+TBMbVZI6zeirZsWuCXRyds8RZ+TYklJCaxWKywWC9rb26HVaqNmZWx2lRy6yRI5aalJMPzvSlw/fyqe2+rEJr4axy604Pq6h/HFxVORDo+QQdatW4edO3ciJyfHY7vPSVEqlUIkEiEvLw8ZGRnYvHkzHnnkkaAHSmLX+JQkbH/oRhQuno5f//kEfpO2Ed19Pbh2/0No7LBFOjxCfOJzUlQoFIPuNNfW1gY9IBLbUpMT8eqD1+PW5TlQbz2Knyc/ghmpWbix7meobWsIezyfX2jBZ+ePh/28JHb5vMgsj8fDhg0bIBKJIBQK0dbWBqPRiFWrVoUyPhKDUpIS8fL910Gp24efbv0Ef1A8gO38V7HG+jheWfwo1k2/OaTn7+nrxc4z+7D1+OswOxqQgAT8QnQ3Hs+7C0kJiSE9N4l9PvcUN2/eDIZh0Nraiv3798Nmsw1aNTtS6EZL9ElKTIBOeS3WXZ+HB3UNKDn7Q6ybdhPuOrgJzzUbQ3LOls5W/Orzv2H2u/eg+MCTON/bhb8tVuEXorvxpO0fuLn+UXx58XRIzk1iz6jXUxzqMb9oefSPJm9Hr74+Bg+/Uoe/7Pkcv/tBAZpmvY9nmrbj4dl34NkrFUjg+fx3eejjM32ocTRg6/F/Y+eZfRiXkIJ7phdiw8zvgN+ZjT/v+gy9fQyKbklC2dEtONtzES8uehjF2TcEqYUk1vm1IIS7wsJCbNmyBfX19aiqqkJNTQ0kEklIgiTxIyGBh+d/KEFqcgIefqUemruvxZ8WZOHBT1/AV11teGXxo0hN8L+AluNSB/7ashvbTryBYxdasHhiLv4w737cM6MQTSe68PtXj2DH/v3ImJCCSz29qD00Afr7NXjO9TJkB56C4opb8bt5P8KExHEhaDWJZT7/mWZXxHav5hct6ymS6Mbj8aC5Ox8P3boA6n9Y0X1wDoxLn8C/Tn+ANZbH0X7pvE/HYRgGH7mO4IefbEHO3ruw8dhfUJB+Jd6V/BYHrtmG+R0S3PPcR7j+F2+hztaKinvyceR3t2Hvr9cgOZGH2556H7Jz96By4cN49asaFHz4AD4+aw9x60ms8TkpFhQUoKysbFBdFUJ8wePx8FTpMqjWLsIvqhpxbF8GzPkaNJ614Ya6/0VLZ6vXfc/3XETliTeR/+GPcc3+h7DX8TF+KboHJ278B/62SI2Tn07EDb/Yhdsq9sB5vgt/vf86NFR8FwrplZiQmoS509NR+8vVWFswE+u1+/Bp7RTsk/wBybwkrPjoQfzpy9cQB+uikCDx+fLZWzW/aFgQgsQGHo+HJ2RLkZqciKeqP8ajPYvw3urf4tsNj+Pa/Q9hl3iTRz2Yw+e+wNbj/8bfTppwtuci/mvyCjw954dYPTkfnd0MXt1rw5/eegdftJ5H4eJpeF29CisXZg+5GEVaahJ0ymtxzZVToPq7BZamNlTfvwl/bNuOBz99AbvbLPjLop9hckpGON8SEoX8utGiVquRlZUFsVgMs9kMjUYTFVNyaOmw2PP8G4fxRFUjfvLtBdjwvStwa8PPcaKzFdXLnsDpbhe2Hv839jo/xtQUPtbnfBuKK27F7PHZONPRCZ35KLSmo+i4eAmya2bjJ99egCWzM30+d72tFff+6T1c6O7Fyxuuw7mpTbjv0HNITUjGq4tVWJXlW0E2EttGvXQY8E01Px6Ph9LSUixbtiwUsfqN7j7Hpq27P4Pq7xb8qOhKPFY6D3cceBJvOw8AAFZmLsGGmd/B7VOvQ0pCMuynzuJPb32KV9+xI4EH/PCmOfjxmvmYNTmwQlqtZzuxfusHqD30NZ4oXoJ1RdPwg0MV2OM4gI15pfi16F4kJ/h8IUViWMB3n9n1FMvLyyGXy2G326NmPUUSmzbcMg+pSQl46K916Orpw5vffxr6U3tRkHElFk3MBQBY7W14/s0jeK3uOAQTU/Do2kX4n1VzkTUpdVTnnjxpHKofuQmaf32Cp6o/xkfHWlGl/DVePPMafv75X1HraMT/u6ocwgnTg9BSEkt8TooSiQTFxcV49tlnkZ+fj02bNqGysjKUsZEx4L9XzUVyUgJ+/NJH6LrUiz+vlyKBx4Pp46/w/BtH8M6RUxBOnYjf/qAAd12fh/Epweu9JSYk4LE7lqBANBnrt32Am36xG3//yS24WbIU6w5uwrJ9G6Bd+FDIn8Ah0cXn/2HseopVVVVcMqT1FEkwfP9GEVKTEqHQ7UPr2S60OC7g0HEXxHkCvPrA9fhuwRVITBjdJO/h3LJ0Bt59cg2+/8f3IH1qN567V4LG67Ziw+E/4K6Dm7C7zYI/zv8xJiaND1kMJHr4nBRtNhsYhonK9RRJ7Cv5Vi5SkhKwXvsBVi7IxpZ78nH9/KlhK2swe8pE7P55EdT/sOCBlz7Ch0eFqLz3EayeXID7j/wR77sOYfuScuSnXxmWeEjk+LWeYkNDAywWCzo6OqDT6aJmPUUSH763YhZOaktQ/cjNuGHB0FNrQmlcSiJ+f98KbCu7BsYPv0DRU2Zcn3gNGq7ZivSkCbj2o5/iuWYj+pi+sMZFwsvnnuKmTZswZ84cZGVlQSaTgc/nR81jfuyCEDQlJ/YlJ4XuMtlXd98gxJLZmbjnD+/ixl++BZ3yWnyw4nk8fuxlPHJUh11t9SgULEd33yV0Mz3o6ruE7r7L/zJun/ddurytx+P77Ovdvz8xcTxWZl6FwqzlKBQsx+zx2ZF+G+Ke+5Qcdz5PyamurkZxcTG2bNkCh8PB3WgpKysLScD+oCk5JBRc57vxo8oP8Yb1BH723YX4+R1LUOO04v4jf4Sr5xxSeMlISUhCakIyUniX/01w35Z8eVuSx/e/2fbN52e621HraISl4xgYMBCNn4FVgqUozFqOVYJlmJLCj/TbEbcCnpLjXriKbrSQsYCfloLtD92A5988gl/pD6De1oaX778OthteCdk5nZfO4m3HAdQ6DqDG0YDKlv8AAJZMFHJJ8sbMq5CeFNj8TDIyutFCyDB4PB4e/q+FKBBm4QcvvI/rn/gPXnngelwzdwoA4FJPH8519eBCVw/OdV7Cha5enO+6hPNdPTjf2YNznZe/d/k15zt7+r834PXjkpNw44KpuHnxdHxH+C3cnn09AOCrzjbUOhpQ42hE9en38PyX/4dEXgJWpM/nkuS1GQsxLtH/lYbC7XSXE/s7PsP+9s/wUfunsHQcw4zULJRMuxHy7BsxL21mpEME4Mflc3t7O3Q6HWQyGQQCATZt2oTJkydHRZ0Wunwm4XDSeQH3/ul91NlakT4+Gee7etDdM/JNl3HJiUgbl4S0VLePcZ6fO851490jp+A8341J45Jww4Js3LxoGm5ePA1XTk8Hj8fr75Rc/Ao1bf1JstbRiLZLHRiXkILr+ItQKFiGwqzlyE+fi0ReZFcYP99zEdazn3MJcH/7Z/iis7+A2ZTkDFydMR/56XNx9EILXj/zIc71XsSSiULIp92AkuyVuDLtirDFOjB/+PWYn7uamhq0t7dHxRMtlBRJuFzq6cMre20423lp2CTX/28y0lITfZ5j2dvXh8ZmJ2o/+Rp7Dp3Eh0dbcam3DzmCCf0J8nKSnJLevwZkH9OHg+eauCT5jvMgzvVeREZSGlZmLsGCtFmYnirAtNRMTEsRcJ9PSpwQ1Dv7PX29OHz+Cy757W//DJ+ca0Yf+jAhIRX56XOxImM+rs6YjxUZ8zBr3FQwDHD0ZAfSxycjMyMRb7XWwXDqXew8sw/nezuxZKKQ60GGOkGOKinu2LEDdvs368/V1dWhqqoquBEGgJIiiUfnu3rw/qensefQ19hz6GscOu4CAFw1i4+bF03HqsXTcO2VUzAhtX8U7FJfD+o6PkNNWwP2OA6gufMUTnY50NnX7XHc8QmpQybLgZ9PTeEPev6bYRh82XnaLQH2XwZf6OtCAhKweGIurs6YhxWXE+DCtNlISkjs7+WeOot3Dp/C3sOn8M6RU2g92wUAEGVPwo0Ls7FyQTYK5mXA0v0JDKfewetnPsT53k4snSSEPDt0CTLgpLhx40a4XC44HA4IhUK4XC6UlJRExSo5lBTJWHDKdRF7Dn19uSf5Nb52XURqcgKumTsFNy+ahlWLp2Pp7EwkJHzTC2QYBh09F/B1twNfdzlxsqsNX3c78XWXE193O3Cyy8F9fqa7HQy+SQc88DA5OR3TUvuTZSIvAZaOYzjd7QIA5I7L5pLfiox5EE+agzS3p35aHBew9/DX/Unw8CmccFxAYgIP4jwBVi6chhsWTEXHhUtckjx6sgMAMD8nAysXZGPF/ExcnPol3urY55EgS7JXQp59I+amedZrDlTASZGdftPU1AQej4fc3FzU1tZSUiQkAhiGwWdfdaD2k5Oo/eRrvPfpaZzv6oFgYipWLuwfj1w0k48rBBOQzR/n0yX8pb4enOlu95pAL/Z2Q5w+Bysy5kGSPg/ZqZ7LtZ3p6MS7R/p7gnsPn4Lt1FkA/T3blQunYeXCbHxr3lSkj08e8vwnnRfw7pHTeOfIKbx75BTsp8+BxwMWz+Tj2gWZGCc6hU9TDmKXsw7nezuxbJIIJdk3Qj7tRsyZEHiCDDgp1tTUYM6cOZg9ezaeffZZPPLII5QUCYkS3T292P95G94+9DVqPzkJi92Bvsu/2kmJPMzInIArsibgCsEE5AjSMDNrAnKyJmBmVhpyBBOQmZbi9zhj+4VuvP/Zae6S+JPLl/dzp6dj5YJsrFyYjesXTMXkSYHVwTneeh7vHOnvRbI9zQQeD0tEE5G92InWyUdR130AF/q6sHzSHMizbwgoQQY8T9HlckEoFMLpdKK1tRWrV68Gn8+PiqRIyFiXkpSI6+dPxfXzp+LnxUvQcfESvjhzDifaLuBE23mccFxAi+MCjredx0fHWtHivICe3m/6QxNSEnFFVlp/4sxKu5w8LyfNy8kUAD461oq3D3+Ndw6fgrWpP/FeIZiAlYum4aFbF+DGBdmYcfm1ozVzchruvkGIu28QgmEYNJ0+xyXId/Zcwqn2hUhOmYerlrWjO+8LPHnuH3js85dx9LqXR3Vp7bWnyPYGvampqUFBQQEyMiK/fDutvE2If3r7+nC6vRMnHBe+SZxtFy4nz/M43nYBp9s7PfZJTOCht4/BlPRxWLkwGzde7g3mTZ0Y9ufUGYbB0ZMd/QnyyCm8++lptF44D96MUzjwkx9BmD1pxGP4vfK2QCBARUUFCgoKomaFbW/o8pmQ4Ou61IuvnBe5nubFrh5cc+UULMjJCHsSHElfH4PDJ1z44OgZrF811+Nm00h8vnxWKBRYv349mpqaUF1dDR6PR5fLhIwhqcmJyJs6EXlTJ0Y6lBElJPCweFYmFs/yvVaPN16T4ubNmwEAeXl5yMvLA9D/VMuOHTsAgBIkISQu+bVOk8Viwe7du7F+/XpIpVJs2LAhVHERQkhEeE2Kzz77LID+p1hKS0uRkJCAoqIiOBwOVFZWoq+vD1u3bg1boIQQEg5ek+IzzzyDxMRElJWVQSAQwGQyobe3F3q9HsXFxeGMMSS2b98e6RCCLh7bBMRnu+KxTUB8tMtrUhQKhaivr4der4dUKkV7ezuam5vDGFpoxcMPb6B4bBMQn+2KxzYB8dEur0lRo9Fg+fLlKCwsRHFxMe644w44nU7s2LEDO3bsiKsE6atAf+CB7BfO/1zhii8e2zSa/cJ1HvpZ+bef16RYWFg4aFtmZiZsNhueeeYZiEQilJaWBhRYrKL/lOHfJ1DR9osWDPT/b3T7+Lqf18nbL774ItavX4/GxkZUVVXBaDTCbrdDLBajpKQEMpmMm6oTaYsWLYJIJPJrn5aWFuTk+PcoUCD7hPNcFF/49wnnuaI9vnCeK5jx2Ww2HDp0iPt62CdaeDwenE4npFIp5HI5SkpKouKxPkIICRWvk7eFQiHKy8vj4k4zIYT4ymtPkS1pSgghY0nANVoIISQe+byeYqyx2+0wGo0QCoWw2+1QKBTg8/mjfm0k+ROn1WqF2WwG0F9Lp7KyMirbBAT+/qvVapSXl0dlu/xtk9lsht1uh1AoBABIpdIwReoff3+vzGYzBAIB7HY7ZDIZ176oxsQpsVjMfW6z2RiZTBaU10aSP3FqNBqPz933jTaBvP8Wi4UBwDidzhBGFjh/2mQymRiFQsG9VigUhjy+QAX6f5BhGK6N0S4uk6LNZhuUBPh8/qhfG0n+xGmxWDy+Z7PZGACMzWYLaYyBCPT9NxgMjFAojMqk6G+bBrYjGn9ODON/uwa+NlaSol+r5MQKtsvuTiAQwGq1juq1keRPnGKxGJWVldzXLpeLe320CeT9NxqNkMlkoQ4tYP60yW63w+FwgM/nw2q1cmU/opG/PyuBQID8/HzuMrqoqCgcYY5aXCZFNgkM5HA4RvXaSPI3TvekUVVVBalUGpVjb/62y+VyRWU73PnTJqvVCoFAwI3T6XQ6GI3GEEcYGH9/VgaDAQAgEolgMBii+g+Zu7i90TIUbz/U0b42kkaK0+VywWg0etSgiAXe2qXX66FQKMIbTJAM1SaHwwG73c790VIoFMjMzAQTQ5NCvP2szGYzNBoN7HY7lEolAECr1YYxssDEZU+Rz+cP+uvFXqKM5rWRFGicarUaJpMp6trD8qddZrMZJSUlYYoscP60SSgUgs/nc99j/4224RvAv3bZ7XbU1dVBKpVCoVDAZrNBr9fDbreHKdrAxWVS9DadoaCgYFSvjaRA4qyoqIBarYZQKITL5YrK3q+/7dLr9dDpdNDpdLDb7di0aVPUJRB/2hSt44dD8addVqsVEomE+5p9Qi4a/w8OFJdJceB/NLvdjoKCAo+/wuxfrJFeGy38aRPQfzNCLBZzCVGv10ddmwD/2sX2OtgPAFAqlRCLxWGNeST+/v8rKCjgkgU7VzHa2gT41y6xWIy6ujqP17e1tUVluwaJ9O3vULHZbIxKpWIMBgOjUqk8pjzIZDKPOVTDvTaa+NomdgqO+0c0TjNi+fOzYhiGcTqdjEajYQAwCoWCsVgsYY54ZP60yel0MgqFgtFqtYxCoYjaKTkM41+7TCYTo9FoGK1Wy2i12qhulzt6zI8QQtzE5eUzIYQEipIiIYS4oaRICCFuKCkSQogbSoqEEOKGkiIhY0AsTJqOFpQUw8RqtUKtVoPH40Gn03Hb2edCRSKRx/ZIMJvNyM/P94gjPz8/aAsU6HQ6ZGZmen0CxWq1QqlUgsfjQa1WQ6fToaKigttGv9iB27RpU6RDiB2Rnig5lrCTdDHE4qgDJyhHCjvZlmUymYI6mV0qlQ472ZqdeD7wnFqtNionaccKlUoV6RBiBvUUw0wul0Mmk6GsrMxjezQ+ggcg7EuOeVvzsaSkJOqWc4sVRqMRpaWlkQ4jZlBSjIDKykqYzeaoXTcvmrALr/L5/JhaPCGamEym2HjmOEpQUowAPp8PjUYzqLfIslqtqKiogNFoREVFBfeQvdls5sYedTod8vPzPcYBzWYzdDod5HI57HY7dxx2LTuW0WjkXqtWq73GabVaPcYYjUYj5HI5jEYjjEYjMjMzueJYZrOZi9n9mOxYKruPv729qqoq7nO73T6o/SOdW6lUcuc2Go1cQa/8/HxUVFRw7RKJRFxbvB3T23vtzm63c+3V6XTcepYikYh7rcvlgkgkGva9B8DFN1BRUZHPKwOx5wr2ceNapK/fxxKn08mYTCbua6lUytWtYMfxbDYbI5VKPfYTi8XcGJtCoeD2MRgMDMP0jxe5FxCSSqUeY5QDa4DArV6LQqHgjsMwg8cU3b92f51KpfIotuRej0Or1TIajYZxOp2DijCJxeJhxwadTicDgNFoNFzBLffYB7Z/uHPz+XyPffl8Pndu9vgsmUzG/Wy8HZNt98D3mj0m2172nCqVituPXezB/ZjDsdlsXt8njUbj8f9oOOx7EezjxrMxtfJ2tNFqtRCJRB49Oa1WO+hSRygUcitO8/l8ZGVlAfim5EBWVha3DcCgS012cVB2bNDpdILP53P1QXxd+JNdT4+99LfZbFzMAoHAo6dVV1cHPp8/qC2+1olh2zpw/4HtV6vVXs89cDzU1zUyvbUHGPq9Znu/er2eWzQWAMrLyz3ak5mZCa1Wyy25NRyr1cr9fF0uF3Q6HVQqFYD+Zbl8bYvNZvN4D3w5LtvbdblcMJlMAPp/5mq1GpWVlXF/KU6XzxEkFAqh0WgGXYL5st9Ihrs5smnTJu4Syp9xOj6fD5fLBaVSyf2ysJdbYrEYUqmUW/OQrc8xWkPd6BkYcyjOHcgxB9aPcV9RG+hPjDqdDlardcTE4j7MUF9f7/F6u93u080vq9U6qFiUL8cVCoUoLS2FWCzm/p9IpVKUl5fHfUIEKCmG1VDjaSqViks2AFBaWurRQwH6/3O7L8Pvy7jccHUzrFYrVCoVtwAtu93bvu5fy+VybjVvoP8Xa6iYzWYzpFLpoDGqkXqlvrTN/TXezl1SUjLsufl8Ptra2jz2Ge5nMPDrochkskHndN9PqVRCo9GMeByg/+YIOy6s0WhgMpngcrlQUVHh8UeBHd+0Wq2Dil5VVVUNKhbl63EBQKPRoKqqatDPzGw2IzMzk9vuPhbJjsMOHN+NKZG+fh8rLBYLI5VKGbFY7DE2x35v4NxAjUbDLeTJjgGZTCZGLBYzUqmUG/uxWCyMWCzmxurYesgymYyx2WyMVqtl+Hw+o1AoGKfTyTidTm78jP2QyWSMwWAYdCz2a6lUyh1LKBQyBoOB0Wq1jFQq5dpiMpm4xUcNBgM3jmWxWBiVSsWYTCbGYDAwYrGYi22o94idxzlwrNNb+/09t/v4n0Kh8HgP2HZ6O+ZI7/VwsbCGKx7vzmAwMHw+n5HJZNzPjM/nD5rPyi7sOtT7OdTcRF+Py7737uOr7j8P98V92Z+FwWDwGDcdOJ4cKygpkjFjpInj4TAw0Y+WWCxmTCbToBXI2T9ygRp4841N9Cybzcb9MWWpVCqPP+4DbxjGCrp8JmNGpCZ/K5VK7hI32GNyAoEAUqkUSqUSVVVV3OV6MOcmqlQqWK1Wj5orQ41FSyQSj1K6sTrZnpIiGRPY6n9arTbsz1DL5XK4XC44HI6gTkB3v5HingCHmpvoD/Z9ch+fHOpGU2lpqUeFP5lMBj6fH/MPJlCNFkKIX3Q6HRQKBYxG46AbOe7y8/M9eo6xgnqKhBC/CIVCGI1Gr3WggW/KncbiEzLUUySEEDfUUySEEDeUFAkhxA0lRUIIcUNJkRBC3Px/88G+UnX8eFAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for dataset in spectral_df.Dataset.unique():\n", + " ax = sns.lineplot(\n", + " data=spectral_df[spectral_df.Dataset == dataset],\n", + " x=\"Frequency\",\n", + " y=\"Spectral Density\",\n", + " hue=\"Diffusion Domain\",\n", + " hue_order=[\"Time\", \"Frequency\"],\n", + " )\n", + " ax.set_yscale(\"log\")\n", + " plt.ylabel(\n", + " r\"Wasserstein Distance on $\\|\\tilde{\\mathbf{x}}_\\kappa \\|^2 \\ (\\downarrow)$\"\n", + " )\n", + " plt.xlabel(r\"Normalized Frequency $\\omega_\\kappa / \\omega_{\\mathrm{Nyq}}$\")\n", + " plt.savefig(save_dir / f\"figures/spectral_density_{dataset.lower()}_lstm.pdf\")\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "fdiff", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}