diff --git "a/train.ipynb" "b/train.ipynb" new file mode 100644--- /dev/null +++ "b/train.ipynb" @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torchvision.transforms as transforms\n", + "from torchvision.datasets import ImageFolder\n", + "from torch.utils.data import DataLoader\n", + "import matplotlib.pyplot as plt # ✅ Make sure this is included\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Define dataset path\n", + "data_dir = \"rice_leaf_diseases\" # Ensure your dataset is in this directory with subfolders per class" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Image transformations (resize, normalize, convert to tensor)\n", + "transform = transforms.Compose([\n", + " transforms.Resize((128, 128)), # Resize images\n", + " transforms.ToTensor(), # Convert to tensor\n", + " transforms.Normalize((0.5,), (0.5,)) # Normalize\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Load dataset\n", + "dataset = ImageFolder(root=data_dir, transform=transform)\n", + "class_names = dataset.classes # Get class labels" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a DataLoader for visualization\n", + "dataloader = DataLoader(dataset, batch_size=6, shuffle=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.0..1.0].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.7490196..0.8980392].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.9529412..0.92156863].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.0..0.8745098].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.90588236..0.8745098].\n", + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-0.88235295..0.8352941].\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABJ4AAADQCAYAAABGDqvlAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsvQe47elVFr52Oe2WuTN3+kwqSSAhEalRioKAFGmCgBQBBYGH4oOIBfRR/oqAAopgQVGKiKICKoiCFBEQBWnSQpdUkkyf207b5f+s8q71ft/e55a5d3LOTX4rOXPP2ftXvrr6er/RcrlcykADDTTQQAMNNNBAAw000EADDTTQQAPdYhrf6gcONNBAAw000EADDTTQQAMNNNBAAw00kNLgeBpooIEGGmiggQYaaKCBBhpooIEGGuhZocHxNNBAAw000EADDTTQQAMNNNBAAw000LNCg+NpoIEGGmiggQYaaKCBBhpooIEGGmigZ4UGx9NAAw000EADDTTQQAMNNNBAAw000EDPCg2Op4EGGmiggQYaaKCBBhpooIEGGmiggZ4VGhxPAw000EADDTTQQAMNNNBAAw000EADPSs0OJ4GGmiggQYaaKCBBhpooIEGGmiggQZ6VmhwPA000EADDTTQQAMNNNBAAw000EADDfSs0OB4uoV06dIl+bN/9s/KAw88IKPRSP78n//zx92kgQYaaKCBBhpooGOhV7/61aYPfeu3fusN36v36L36jKvR//f//X923bNNP/ADPyDv/M7vLNvb2/a+p5566qrteeyxx675zBe84AXyp//0n86//8f/+B92r/57o4R7v+u7vuuG7x3oLU/D3rg6DXvjbZeGvfHWuzfeKh1PWHQ/+7M/+xZ971d8xVfYuz/ncz5H/tW/+lfyKZ/yKXI70P/6X//LFvxRm2Gg23sf8M99990nf+SP/BH5/u///uNu3m1N/+bf/Bv5B//gHxx3MwZ6hjTsjWePhr1x+63Jf/JP/skzUvDflujxxx+Xj//4j5ednR35x//4H5uOd/r0abld6Xbap8PeONk07I3jo2FvnGwa9sYqTdd8NtAzpP/+3/+7/ME/+AflS7/0S+V2InU8/c2/+TfNe3rnnXced3MGusX0t/7W35IXvvCFslwu5c1vfrMJij/2x/6Y/Of//J/lwz/8w4+7ebct8/2VX/mVIavxNqdhb9x6GvbG7bcm1YC45557mgjqraLnP//5sru7KxsbG3I708/8zM/IxYsX5cu+7MvkAz/wA5+19/zhP/yHbbw2Nzfl2aTbcZ8Oe+Nk0rA3jp+GvXEyadgbqzQ4nm4hPfLII/KO7/iOx92MgQZq6EM/9EPl3d/93fPvz/iMz5D7779fvuM7vuOqAmk2m8lisXjWGdlAAx0XDXtjoLeWNXnSiPeIlhi8Neh3Ss92cG48Hr9VjNezQcPeOJk07I3jp2FvnEwa9sbbSKnd9dIb3vAG+fRP/3TbnFtbW/Lyl79cvvmbv7m55uDgQP7G3/gb8m7v9m5y7tw5S5H7Q3/oD8mP/uiPrtRH/u7v/q78l//yXzLd8Wr1pT/0Qz8k7/M+72OL8cyZM/IO7/AO8lf/6l9deea///f/3rKRHn74YTl79qx87Md+rDz99NOyv79vHkdNqdT7/8yf+TP22fXUx+rnWlqnpP/+pb/0l+x39ZZfT9sHur1J15ymfU6n05X18jVf8zWWRvmiF73I9sSrXvWqzObTda/rX+//qI/6KPm1X/u1vP+XfumX7P7v/d7vzc9+7ud+zj5713d91xUB+Qf+wB9oapVVMP7P//k/5ZWvfKUxz7d7u7eTb/u2b7uu/vzbf/tvbX/q/rjjjjvk9/2+3ydf93Vft5KK/OM//uPy2Z/92XL33XfbdZ/6qZ8qTz755NoojvIC7f9DDz0kn/d5n9eUob7f+72f7fPXvOY1uV+0DwPd/jTsjWFv3A5rUknX43u913vZnOn3Os9HYTR8+7d/u62fU6dOyV133WXR0R/8wR+073R+fvVXf1V+7Md+LOdM5xGk86u6xnOf+1yb9xe/+MXyd//u3zXj4Hr2yDpdRPeERsl1LeuaVlxM1cW0LOFWkvZbx0XH5/z58/IJn/AJ8rrXva655id+4ifk4z7u4+R5z3uetVn7+YVf+IUWPQbpeHzap32a/f4e7/Ee1p/rifIrVoeWWeie0nn6gi/4Atnb27vqPUdhdWiZho6X9kXnUtut7eK5AuncfPmXf7k85znPsfH9gA/4APnt3/7tt7p9OuyNZ07D3hj2xrA31tOwN57zrO6Nt9mMJ01F1LI4HbjP//zPl3vvvdfqYdVLfOHChUwj09//xb/4F/KJn/iJ8pmf+ZmWMvdN3/RN8sEf/MHyf/7P/zHAsJe97GVWt6mLTifsi77oi+xefeY60s2qxsQ7vdM7WXqkLlqd3J/8yZ9cufYrv/IrbcF88Rd/sV3zD//hP7TUQ/VuqmGgjqOf+qmfss2pjiN1kt0IfczHfIz85m/+pnnFv/Zrv9bSJq/W9oFuP1JHpTIyTcFV77uuIQXC/1N/6k+tXPst3/ItxuA+67M+y9alMt0f/uEfNoNYmZeuN2Ws+oz3fu/3lp//+Z83xvOKV7zCBJ0asB/5kR9pz1IGp+v0F3/xF20fKRNVxqalnfp8Jl3b6lTV/aeMWh3AyqCV+auhezUHru5NZZAq1JTU6Ne9pMyaSfe5tlH78Bu/8RvyDd/wDcZAwbCV9Dt19GpKrGK14TpNl9Vn6t77a3/tr9mYvv71r7c9o6TO34FuPxr2htOwN26/NakORF1Pn/zJn2wBMnUyqiL8fd/3ffJhH/ZheZ3Omc6dGhuqb2gk+ad/+qfNYfpBH/RBpvD/uT/352yedP6UNBindOXKFXnf931fC9KpY1KVbF2jX/IlXyJvfOMbV7Ae1u0RNjR4bf6///f/LGCmxoPqRN/4jd9o/6o+cysAX1WB/ut//a+bAq+Hvjz66KM2lmo8/cIv/EJGoL/zO7/T+qlrWpV81ev0Ol3D+p2SjosGB7WNKGlRI+lapO9WHqB6nPbr67/+601vu17HMUj3me5RdXCrnqlG2R//43/cjEHVOXv6O3/n7xh/+Yt/8S/aevqqr/oqWyc67+jP7bhPh70x7I2ehr3hNOyNYW/cNntj+VZI3/It37LUrv3Mz/zMkdd8xmd8xvLBBx9cPvbYY83nn/AJn7A8d+7c8sqVK/b3bDZb7u/vN9c8+eSTy/vvv3/56Z/+6c3nz3/+85cf9mEfds32fe3Xfq2179FHHz3ymh/90R+1a17xilcsDw4O8vNP/MRPXI5Go+WHfuiHNte/53u+p70f9Lu/+7t2v45FT/r5l37pl+bfX/3VX22f6T0DvfXtg/5na2tr+a3f+q3NtVgvd9xxx/KRRx5pvnvnd37n5X333bd8/PHH87Nf/MVfXI7H4+Wnfuqn5me69l/5ylfm3x/zMR9jP5PJZPn93//99tnP//zP23u+53u+J6/Tdauf/fiP/3h+pm3Qdn7RF33RVfv4BV/wBdZm3afXGod3e7d3a/bSV33VVzVt0Xdubm4uP+iDPmg5n8/zun/0j/6RXffN3/zNTV95vw10e9GwN9pxGPbG7bUmlaCjgHT+VF94//d///zst37rt2wtfvRHf3Qzb0qLxSJ/f/nLX7583/d935V3fNmXfdny9OnTy9/8zd9sPv/iL/5iW7uvfe1rr7lH1ukifduVvuM7vmNlrWNMrqWbqD7D6uyrX/1qa9+Xf/mXN9f98i//8nI6nTafr2vLV37lV5qe9ZrXvOaG9Mq+PR/5kR/ZfP65n/u59rnyCJDulU/7tE9b0f30XyXVP+++++7le7zHeywPDw/zOl0Teh3PG+592cte1uitX/d1X2efa/9vx3067I1hbygNe2OVhr0x7I3bbW+8TZbaqe/lu7/7u+UjPuIj7Hf1EuNHM5nUo6fRaqXJZJI4HuqBfeKJJ6wGVWtpcc2NEjym3/M937PWq8ukJQ8MrqZlGNpmTS9k0s81FVDbNtBAfaqlRgr0R1NI9bQL9eT/h//wH1au/RN/4k802W4anfi///f/WoaFRiFAmq33R//oH5X/+l//a36mXnXdE5cvX7a/tTxIwQ01K1AzPJT0X41KaJkpk2Kj6f0gbYNGCjS6ca29pO/Tvl2LNJrCe0kjFZqGjD5o9opGgDTbUb3+IM101IwUTTEd6K2Lhr3hNOyN229NaiY0SKOhqrdgnYH+03/6T6ZjaCY0z5vS9USHNXKrz9QIKetJmvU2n88ti+9qe+Qo4rZrpFufqRnoSs9Ur2LSsdJ+a+SY261R8pe85CUNVAK3RfeLXqdRftWzNMJ9M6SlqEyaIaDEvOFapKczaymJ7jUum9FItM7LOtKMAMafA/+4Fs846TTsjWFvMA17o2jYG8PeuF32xttkqZ2mzmn9qaa/6c/VAMGU/uW//Jfy9/7e35Nf//Vfl8PDw/xc0+aeCf3JP/knrXxPmYKW0GkphJa8aTlFv8k1RZFJcaaUtJ60/1w3jDIRTfsbaCCQ1vUy6KCW37zLu7yLpWBqySczmn5Na7mNkhq6PWmJ6X/7b//NmC6wz9Tx+b//9/+29al7SD/TNFg2rtWQZkN93TpXUua4DmeG6XM/93MNB03LnRQHTVOAVWh8yId8yMq1KjiYNEX0wQcfTDyzo/qq46OlVPh+oLceGvaG07A3br81qaURf/tv/21zfjK+IxsGv/M7v2M6xTM99OS3fuu3DFfjKKOA9aQb0Yk0gKelHFrm0T9DdZibJW23GgD9ugaxk/W1r32tGViKwdbvqZttS/9+LbPQ+bgRDE3sLcVIYVJj4ih8jZ5nwNC4Fs846TTsjWFvMA17o2jYG8PeuF32xtuk4wlZRlr7CuCvnjRqraSeY41oa12kgnArmLdmQWntpW7OZ0LqKVWPr3pPNVL8Az/wA/Lv/t2/k/d///c34DZ9Poh/Zzrqc6+kO9orrd7mgd62SRmYRkO01lsZLePEsBf/RkmFngLS6dpWBqZ75e3f/u3NwFZQYhVyalx/9Ed/9A2v56NI36ECVI18xWjTH60X10xBdRgPNNCN0LA3Brod1qSuFcXpUNwJXT/qJFSlWOdXjzu+lbqSZu/95b/8l9d+r2uY6Xr3iDpAFfNDdSrN+lNHp75LnaLXygK/3narDqRrft3+AS6F6kPaPzVo/spf+Svy0pe+1BzFik2iet+taAvTrcAguR56pjzjdqNhbzyzdg97Y5WGvTHsjWFvTN4ie+Nt0vGkXlg95UcXj6b+XY0U7V8jupqCx5P/pV/6pTfNFDTTSX/+/t//+/IVX/EVBtylzqhrtel6CJ5KPnFIaV1k+i21qAc6OYSSTAUfvBo9//nPt38VSLgnzQBUMHpluEoaUcGpCWpcI01T/1XD+l//639toP4q9G4l6Xu1bFZ/lOFrpsc/+2f/zAAC2duvwlcFMUj7ruVSWvLU91X3PEhLjPTESt6Xw55566Vhbwx746SvSYUKUEemOhUVjBWkBkQfKdV511OCVFE/io6aM71f33krdBKQRk9/5Ed+xCLXfBiKrsFbRdpuVZY1kt4bOUy//Mu/bIerqCNWHbKg6ylPvR7SPnE0Xw8K0Pm4kZOAsPf0Xt6juiY0Ao4g6Y3SW8s+HfbGjdGwN65Nw94Y9sawN569vfE2ifGkXj2tKdVN+Cu/8itrS/H42t7jpwjvWjLxTEm9pD1hc3Pq482Q4m6o4dPX0qqXuycYR72TaqC3TtJyUc2sU6NUS4KuRhoR0bWpDJbXh+4bfQYMU5Aa0ro/1IEK41rXob4HJ2sxXs3NUn+Mqjp0wVD7vaRltVwqqyc+KBPWUiQlFZI6JnqCBO93PcVSU2f5xA/dM7citXegk0XD3nAa9sbJXpOql6gCyBnMqkwqNgeTZmrrvOuJOn0UludR52yd/NcIs+o6aqj0pNc/E0zJdTqVUn/S0c2QQhfoe9RI6d+jf2NvrGuL/q5ZArcKd4VJTz1Swr663mxJhU/45//8nzfjrc7qmymBeGvYp8PeuHEa9sa1adgbw94Y9saztzfeqjOe9NhpLWPrSY+S1mMD1QBQUG4F39JaVnUIKUCZAqnCOaS1sZrtpCUQqlxrdPef/tN/atdfKyJ+FOlmVoeQPk+9klqrqg4hPd6wB5a9GVIMKe2n/quLUN+pXtqe9FhuJc24+oRP+ARLvdQIORxSA93epGmjmoGhpGtNU2rVo674YuqgvBZ99Vd/tTG893zP97Qj3XFkvOKK6XGrTGo463GkCnTPRrRmcmimhXrs1x3j+UxJ17buVS1T1edqRp+2TR0CveNAszM0w1CFomZu6J7T/YYj7jUTUo97VaGjqbv6Oa57j/d4j+ZYWt0zWh77F/7CX7DvNAVX98xAtxcNe8Np2Bu315pU3UEzpXUuPumTPsmuU2VVs9gUWwOkf6tc/7Iv+zJbc6pYa6T7Z37mZ+Shhx4yyADMmTobFftD79EyTV03WtKgGBaqB2kJgV6nuGUa8dVscDVa1Hl6I6R90DWvRzWrcaT4Y2ogqW51KyPX2hddszhCWrPc9R3/8T/+RwPT1yOjtURCr9XftUxC26YByVuFaaHv072i86SGmEI36Hz9/t//+6/7GWo4Ki9RgFmdE92j2qdv/dZvtbY/0wj07bhPh71x8zTsjWvTsDeGvTHsjWdxbyzfCumo4yXx87rXvc6ue/Ob37z8vM/7vOVzn/vc5cbGxvKBBx5YfsAHfMDyG7/xG5ujI7/iK77Cjg/U4ynf5V3eZfl93/d9doxhf6Sg/q1HDV6LfuRHfmT5UR/1UcuHHnrIjqjWfz/xEz+xOXoSxxt+53d+59q+9Ucz4hjGRx99tDnu8TM+4zOW586dW549e3b58R//8XZkpV6n1/fHXz788MN2hOb1HEM50O25D7a3t+0I+G/4hm9ojkXF0aVf/dVfvfZZP/zDP7x87/d+7+XOzo4dffoRH/ERy1e96lUr1124cMGOI9X1xse4f/u3f7s9/1M+5VNW7jlq3+hxn+uOamX6ru/6LjviXY+01730vOc9b/nZn/3Zyze+8Y0r4/BjP/Zjy8/6rM9a3nXXXcszZ84sP/mTP3n5+OOPrzxTj4h/6Utfajzh/vvvX37O53zO8sknn2yuuXTp0vKTPumTlnfeeac9+3Y5encgp2FvtOMw7I3ba00qfdM3fdPyJS95ieklOid6f388NOibv/mbTXfRa3WOde380A/9UH7/pje9ydaZrs3+qOWLFy8uv+RLvmT54he/2NbRPffcs3yv93qv5dd8zdfYUdzX2iPrjsV+/etfb0d16xpR/eTjPu7jlr/3e7+3ops802OxQd/93d+9fJ/3eR872lt/dJxU5/uN3/iNvEb36gd+4Afaute+feZnfqYdW923+Zkci63P/tiP/VgbVx33z//8z1/u7u42117rWGzQ13/916ce+spXvnL5kz/5k8t3e7d3W37Ih3zINfXGdXNwO+3TYW8Me0Np2BurNOyNYW/cbntjpP+5MVfVQAMNNNDtQ+rh12NCNVrDp34MNNDbOg17Y6CBbk/SEhjNRNRsBC2nGGiggZyGvTHQQCd3b7xNYjwNNNBAAw000EADDTTQSae9vb0VzJFv+7Zvs1La93u/9zu2dg000HHTsDcGGuj22htv1RhPAw000EADDTTQQAMNdLvST/3UT8kXfuEXysd93McZYKxikSqw/yte8Qr7bKCB3lZp2BsDDXR77Y3B8TTQQAMNNNBAAw000EAnkPTggec+97l2qqRGq8+fP2/HeOvhMQoiO9BAb6s07I2BBrq99saA8TTQQAMNNNBAAw000EADDTTQQAMNNNCzQgPG00ADDTTQQAMNNNBAAw000EADDTTQQM8KDY6ngQYaaKCBBhpooIEGGmiggQYaaKCBnhUaHE8DDTTQQAMNNNBAAw000EADDTTQQAM9KzSAiw800E3Sq3/2f4gsDDFNRPRn4l+MRiLjkf2z1AsWS5Glfjbxa/0LvwdIa/qZ/l//Huk9+FqvXdQ1cRv+sctH+i5/lkO3+fPzcv1oMRNZzu0P+3uy4W3KB83ihf69Xqru6ZG5qPUzf6D/zxqTD7frl/7NcjKS0Xjp79b/zKOP+vtUx2dUHbCLtId2pzfDxgpjOJbxdBztjLeOxj6mGJNsizZ04WMH+Drtgz5Th8NelYNtY2Z9is+sm6OlLK3D1Uufl5qn+lxv1QHS98xEFnMRbatMrI36/JrcpTXXhlDHwNqOZ3rbdf6s/zGpo+iHX4IxwZzGaFnHtNvLeEyM03IhL3jX95Hjpkd+81diVqPduhb8r1hLNjKyjLkYxxrL/aE/OsQYB3yvSyKX0FhGi7nvE9pDy8XCh0zHJLZQ7hfdm7YGMN7ahrbtY+wxDGlsS1/XNbM2VzH8NhW2ce0lOWfov75rshRZxHoc2/wV1OLS5i8eGs+twYs/Fu09C91S41zg3nbfIdkuXYs2QrZHmY/E+sd7Y9yz2QvssXi2Lt0YRFzj/CG2Xuxb75bzBVvHNmDOE62FC5stu2ExV17hc4o2cTv9Obg+7tcHa9uiATl30R37WPejMgD7bsMa6PfqQpjLg694pRwn/e5P/Fcffv0D06FjELxU+zyxjuh4YNHoWEQ/dA1rV5xxOV/SvgX/8jFZyEgmsoyFpOO6lHlcG2M1GYcMIzZqY+j7xniLrqdY+MY3dWwZIZTWk/FUfZ4+1x6BzUN7wfoH5lzzqWtF++4r2P8HTqwyRflELhS9DvzQ1pz2Dfs/2oHmMZxp8hd/fjCEbJ5fSvdGK/CXPUv/PxmnvJronOC5wQVMrumcFZcjHj6y/tr4q04w8fkGR9R5XM4XMjK+ruMY39v8hmzVli1F5ou575fm/dADgoJ/xsqRhcnYkPXRr1g1dtVL/9gnyHHS//tfPxx8FGtOGU+sF5v6WBO2XnQQ9NOx7wlj3P6jIwp+VRS8CPpO9NxY4HJRY2NjHGNpQzi2uV/o/rE5Cb1kPnPdy67zZ6UOApZtc6ff1kpayNh2p/O3Q/td/zeJtWlzhWmKhZPalz0/VKvQ/cbN+vF/dAydt45cBc3njE0Vm88X2aIJ1kaMkau0S5nZftLWhXyy7YwxjF7HWsOzxiF4wD6sjyF/x6ORsYbifToGxqVsGmcqjlTUmLDFutUWpzDDXzmWGGjrq73PeQTeZ/Jen6U8RmWQvdPn0/eYDoCO/djXS+xRb/vCn2H8ZSkvff8Pl+Okn/7ufxW66sjWiMp1kw3BqUy1j7Wr/9O1N8a6TPsgVAZoZy4IkucqT9sQ1RmcI6j8AJ9wWbSw5+pa0bHRH53fOelfEx1b5Wup2fuE6LXxJNvTC+O9vt5sjUGVsS763ZBptj9Ct7HVFnox9o5eo2toA2YYVoa2VXVEfdd4YuvPzLLFXBba8OlEpnq1sW3nv7rHTeQGd9TRXph9x9aPjpC3bMFKXgj18dhlOPolc8gq7YOvarPdcnhCv8n+lW6qLZgYz9C2lR0yC20PLGsa7AE6pnXL1CBdx6Vazxc0dykf/L2+e3z9gw94R1w3s7fHHl6YHPOd/+4f/cnXXL+D42mggW6aYLBCGVRKbRhmLjmm4BRqtPb2kXY5lFV/dj4zNWPyPHUML43Vrp3kJ6JPQxugl6cSxY6r9knrWh1tbN9RY7KmPXR9+d/6xndvbpw5/HvXKDae+wvKs1Nzwv4/fFe2xsq7XAnpWwm1a3Wge8eXu9lwJ2vG1er26Af2gnQf90r1CSL0du288gTFnPRri4WwOwlrUaUD0P5YTeB1x1+9v3EENtNb7+3b3o/maHU7rb63nya7ttrerpsaoeb5R1A6KbB8yZjPJ4QSkcuWn20KZNu49IHbn/5ty0Po+uAv7CxZGbx1DAjKSwxMxx3Txss707hhhwG9bhkK39IVvvBBtEtNjdK40dus/85FFoci8105dsI8Mm8GB4HjxPrVSIHGCYLJKHbl/4UCCcOw5021juJTDB6thRzT6+oLHII0D7xZVn6lyUweFjc1CxIWyLqXNir6ymW1/3FR64jxtU6y1f4yU5k3xJr7qe12Ky/cNfuBP4gx9TGCwt/eb4/jMUE/bFwgG0iXaPSNemWzy5vJaQkG29Fy/TipuHDDbtYqFjwGpB/1MtMu7eaMZZV7z1d1rIZXY5KKk7WvId2iayN/YiZjsLlOZNS/oQvCyMcaYp7d8MZiLLmJU3Z2ehek7joJ7U6cZcQkxu1cmOMN/i93IPT7cUW+YmhpLHi2ei3InczlZIATulYsO1djVuwL4nFHqEyYN3MnWGDEv1g0DnpsnNgfq0vmWAh8LZ1GSe1YGDcjx6WzVe9HsXue+YqegQWnjKbITqul9YOCwBVkTnldeBslS8PeaRSK3FHksELQ2x/Qqx59z/O/CMbTXqZYs7cgA6CkW3qnabf7763eHvrSGl7EtiDkONb3pOl7PKYioNUuepuPWSk5/bzrJx4orfnEOm9Ekz7CtnI8O3RF32t1F48PdMRmcpo/kWBxfTQ4ngYa6KZJI536L2cSwEkUXnzzbpfzyaI14VW3ayyDBwLPn4UsjOKSExmN1TvuERiPDUWUFlyi9SgR9wvGx4qs/q6e6nK1+/vz96VF0j0qQhYuX248KdQCMEXXBqoJbDggQpj6kHvPXRhG/+l+v4cyw7g/aw2TyCKKDyIomN81RpungDVM1eQDOcAagcJ8OYcBT6xIE+LGzUCZvQCJjkwNUvbViI5omk9V55TCGmCFyq6LdYMMOo6XHO3xe8sSz6u2zTKNyqFq2Q0mvONyTDuCtgjUacjGMi9C8ey0yRLcyFTyqKabkaVse/KaPtz3Djt+PALXic9Y17w+eXl6lkWzcdr1pL9EYo7NT2QWYa5ZmfZWNruG9hnaU8oD9hzGsxR9bDA2BFhZI9Uxt1epVr6+y1HGkUizyWMt+gh2/tu4GDqUZxGMLTpqRkwowzkGltTAVhBlvFE0lsw7i1AvlnOZjFSF0ah1GEBIUUMDKJtD3VP2Xs1MnF2R8cETctzkcUUYPTXvcDrlOmbebL/4b2aEqiyIcXM5AlZZc+zRSM6yVcaOrDxPSbAsz9RrPSLr64idvbF2IypsxmfsAc8OqKw0ez8aE8ZSGon2yMiraNa1xWQbRdYyhiptrxED6OECmU9sjIJXcsaeCTOsw1jzYTg4O0EmVSvHKqjjGTjLsWa0xlfY5LgVYxDZv9XSMJywV4yX4WXI7InxjI+CTQXf8uwMzQDOYBGcVsi+gTxm+8V+CX0jeQXLTB9vzFXJsGOmcf9rrPPSREinQdZfOAHpqt5vndmqlkUAeRvSCN/ZkiEHPPEr5rP2WfB2H77iUnURr3laWsZXS16Mx+NKLoWTAPvf+qGZDi7rLUvBWCf2mGdIWtILLVlkUvhS8cwXjJuN6CLdrvmTWRuRhYSs/RwR6LohW8cjzXzhedMxgg4UazeDbTX2i0Xxm0jIyv7DueaqAY2nLu3IuHct2jPJclQj8zNvRh4Mt982lWet6E6y92JuTTXTz3RPuJwBL4FhfjIOgtexi8EKnahkAzJSwlkUciQTqxH8ifttbS1W74UmDZ0kxETaC5DIIXFaByDWmVY9+MUp2impOdZDpM2wzpEasGdemYYUWe/6ne+DGgu0FZqVvSMygb25/qzSs7TP2HuaC+b5YIu0EkKXpvWJyDG0V39n6BS07ZP/R1s8Ubmy0ZdjX3O+rrX5beZeVpVA5OU4t7YH5AhGxDMp4x32usqQhniooEVjCdke0o98V8BlCJUkxiECfLnMaMzdJR3zch00OJ4GGuimKZh1cf5WYUVpQJabQENF3RWERHzMlm08zrmAGt7OqPBeKML5mTFxlKCN2yiVvSBKf+CsYJHFEcAQ5t6UTnATc1EHmDEqMhxXouSmDaHv5UCpSAcriqFIwepoFOjWSGGnQQo7U5ZIsc8ECxY87TTlZyF5OIYUM9Na/dlmV/g5cuPljjCqmlGg9FvMX+NaSFHmUxUORlwDZYHtAfLHNe/KzKGToCB1gpidbfZ3KU0whyztl4cLS1e10jCyR5NOdHFqXn2YlQBljLf3rBuhjKnFumGFPIOf+YZ4DzsGshQI37bRL+gwHMmqb/tn831wwnjJUXNNOF7cQOWxXe1dOgJyxCtCqbe4o5nHnt9F698UmjB20Yx2Sacdlk0JpxvGAIqaGznhBO6M3oqWl7tSb52MNlZ6hRJj34sLcjpYfWs4MGYyWu7LaH5JTgTxmGWmq39gq0UVb4xbG6pu7q3yBL6fIplweGJjQSm18oORyIbznJavoo3two8cs5I/GjyY6LO8bCckTVwMc8D3ha8ninCnIRPOAHLAWMZaGg/kZOAR6mRO+aOpLAvRYqz6hqV7GZt3M0qbc5xbIwuquT2HPBLehnC8pRXXlwL5k5rMrJ53x5+ZtWElQVEqbNfrM61WI9eAzUW/1Z2RhqHk71Fj2splzEOrn+M52IOQ5yeFSkcAVflNWV4euAh+akyQ5KuNHZXIL9fL857yW84cxYvtcbqOyyysbFudf61pqRqXpa0Z1CB7aZ0Vy9i6Rjmb3ksL3R5V+orLEH2SG60wyjFKdEsah+o6sTJuN499X5oKMY+V6etGy/ogo5HhVGSuraaE25s4lok53ODEZaPUHZnlkCC+EQJM26MlS+5Kg7YUbcpSQljZ0O2ibFt5jTmovXXuaIwgL2Vd+L5AiRbeH/sp+AXK+uEUt+DWeGJzo2VitdhqZfS5JsdG6ZjwfrAO7v/iW/1RiA0KDuuSDF6rarL+RAUlrVsvrfYSSp+b5WgSjpkSQ8xDrNzTysDQiEk4q/yaLDONpur8+RrlbmFPCTnPPE7iZXfu6a3VD2d+kwcsc12XiO9Cphh/QLlru/d7tUnbrM/gwgfn3y5X3O5xT1p1gYPOtUehN1qgZlkO9Ib3p6LZj0e7BMk3Lc1bTV5wKno5APV7azX1DePeDr/yBu9D7q/QDX2nuvyroEsNWmeqXZUGx9NAA90sGS5FFBSbE6h0Xo+kLj0LORRfZxCquLinI/cuPNkmEHorspwTqMS1pBmLRrXRJVeMEMkqPCfg3DhzKmwgM/QIP8i83ylcXCp5VNUVrBQ76URiwwT18tFPazQGA+NVMFhsPYEpp9OkQpOF5TLWKuwakz7hllTU9p2dguY6KTJVPLplPUgFP+639056Lw9JqXpyYo9Y33GPGzGOZVLGQmoNKVSQ+dQZNZBhauB7KDKawgpQ2+Zs5gnRj0objP7H+sg1Ex4TLKcxOSegd9qSnWxQLKbm0zKOFC9II5VY4+F05OoTxsOCEo6oUhophH8A70gJ5sjiaPqGlsTYk3ME/TUlDJkaPD+Y2s7Uy6z/Rt/t3mtKMtLYa+8HKkjDDlb61zn6sLdTz2/s4XAhpKbEOGKuIxkPQqcig7NpQC6DUoxTLSMDcnG479HHja1mPOBKAodx3ZGwuWi0092nUXhkMxpPdgyosiWwR08AhafPdecEVAh7ScdeETzazewsPybN7Fx2RJEzJGQEcFl8GQBrJRRIk0dTykKLd9A8pWMG39F/1zk/fR2FoRsp/SbTMisnuXwYvHF/OoAoxGFWkeIi2h8YtHQHtUTGF8nOdm2sXl8l0PTTPMP3GcNgEQtPQ80zJuNN5XlrBzZaAnYOe9vG35YkZVAtFI8EmIf+gMXsUEbTqWGn2IWzCP4oNtFSMUVqPuAAYSeZGhZaTgQsHPQ3M12ath4nqeFYeo/jJna1Wtb02C/xkekvJkcCpYTkovGrlB26L3TNchzfiefV76XMSeMbrlfZd5WcWTJHaezz4eIOcq/KnZoxtmykcrpAngDmU9eAPkvfVblxoW9FpiAyFBU/EAzdsIkMxwVOh6WM5yH7mvBIDWfuwfhJ1TVGzeI/kbrivEQ5LVxIvpYV3ymDNMichBvL+jqSycTv9S/hUK12YO7863AaIDs2mTl6gb2EdwX/zLhDjLdm4CgviYbqPhhHkM9ZquvlWZ4Wuhf4ZM7jsVObe1IoXVZwFS4ChumoufCgry6ocKCgAMIy0YMghiiD2JwOpq4R33dYqMRrLOdXYBIm9mIFgNKJH7iFiu/ETVRpZzJDeVlMzNxsENIJSzpkNip9Yh9hqdSeR5ZhtMeySal0me7trYka6fZTc4qpbpHxdOXFipvru8H3GbDoENteNm4pxzoMx5/NTdgMKa/g2K1saMb79UAtVcjEPYxtq7/6/Z4NZpl+y6XMWYcKB6HjbwVvofXgAd+Wd6FfudXl+mhwPA000K2g5EatxVeMqhhCRvSDYVTGEbBZGGwoUp4JqBIe6NUGsFngbMuZEaLTBp2XClTjECBruGeu9Lgm5QhCAK9vsGoSEJuYEbQduif7iA/wLuZ43KLMbOmcLr361ETtStX0R5TCmHcGw+86tGZs6ZncLJqrSueFutoa7ew4y99QY86X56uwPshZxX3NdvCcX78QeNYpMx5oKKHIdtk0TXARyyX1C1eTaTRXljwrJzwGuTJxEyXVrBqjHZGQ7T5in0/7nDXLc50a05rz3fbo7ul3N8Dkvb/FQ5pSgCYCzM/rjHZeL71h3uCdMI/gNBP8tOmO63Ynv7OeT8mhdP86Lsc8ArpWAfv6fyuJEoYJN2osy8mmLLbOyfFTLa5SANuysjVSpPZNk1nbzm/Lv3y++pIX+zyz1mqf8hpkJl77q0oH8oGxwbNtGaQIvoTfXUC0Q0Cbh5dAs2abxVGlNHVrxzzQnubTq4G09HyehDg3gcaU54X3D2d5rDCD2Ngre5sfic3PMgr3xhims4wc5S0niVvMWc5BIl8HHroAjHTNa893jo0aZzvWxipHWc3SAUUpEb5inp9DBj0IOhLe083ZispRZdIwpLHS3NAFAD05QuLFjYpDRm5bLt3qKOmY5RHoZBaM1hXqM9BZHnfXFc4LL0fKDYnNlgnpGajwzDOWgakuhkHtJVOkF3IZOB6e7CwMdyq7szFuGUKz59DKZg9wnSTwgXJQ0U5vpEkKGlzmK72MPW5awViKTzFALTx1rapWb4zP4PtLmUp35JZAqSHzLt6DMf/J3gEbkZpdJ3RaeY1rGvmV+6rwClznyMLb3FO9uuWNhOOHvyG9PaGnSkv3vztdcuXZiGsqED3Wf4x7tBNtqmwp5Cgm8mLyWXPSsthvl3iNyxElnl4VTNnwNNSt1lZzW2XX5fhakVupE5bMqfXUz9LqGF2NBsfTQAPdNBEuBP7thX1ysuR2FXlIRk4CEVg2bFDC571kz7gzgsLvYBaA1AnCEMG7jeNRo/FZGoHIDPFrSt+OuC6/it7YirsQ6GwAZTpoIdtUFFApTuxZrlHDNKpi+AEJmLMCeJlMPxWZTPPolHdqcauVrUZUV0RQzTmiEzg1hufQo9Sr0dRK1++wDzoDo8F8ivm/OrGiHWvrBJBFeVh/p2zkyHxO5VSpVyLakadStVy6HhFqDOzGkiPhGOue8WY864aVXnpdOIJRRol1lfHFznr0uvryEfq2IryhwObInrA+tE6vWJN4YZ9k3R8+Z/UqSifYERFG6lHp5VB8SjnPm+hCaFl1fkxpUIhCU5O4cnfNLqp3B17XxDOQvOSuSlh7JbcqCDzSW8plKV/+p040lUZF/xWfR0ZbsphWqd6xEQyjbDOZqTQ51m6LSlNkN7B8PCpfWmaMSq6pwvArE8vwYdjQJNbVBD5yM1bQIMuTA5TFpwLc27Ms7BZ1aJGhXcZMqOrmAFnjNOBSbMZBousyUyvWgD4LJUg4j6fhJGHosiiqf+i65h0l1ztJVE4MtG9N+h2LDji8eE+4mO9ydtmhSPwJUiLOXssovs2Wnb40ITO8dR4sGixDZG2gLAuYQVaYRcbeCSAaz3I4UPEZZKetg8LIJCuK9AxgpvjdPial51TEB05YKmnNUiHwcMALxCtQwhrHXzlWChnhZPp5k8oBWME61+Ea47bYQSx14FEB/6gYZGbkaLZOLv8IWiaUm/eBy3ELrydIda+s3MRaiPuiRAgnkqU4iFPgWK1KIz5ZNWFtUZ/YRaInYynPVkPcigZQxossjMSYqXUOh0fOZXYmymc7oZr7mC18m8cqps3r8hCQGIHU349fr0q8uBAhjqOo/yfZTC4CzUgLSZsZkFzUzqeW+Wqt9Z/ZboaJqXlpKGFEWlTJ/crccSeG8zF/Bjt1Sjf3KofUdREmqupn4tWtsoV2Wq5dlhQTVlQl0zW1Ef4Szz1irRHPzbdZNlxTJ0Hj76dJ+mlwpXshm6pknWcmuv4b+egjEvk2hMTn+MQ/Ko7w70rWWGWG4lzGS8FXEJvBGq8AVUnhgK9LXRHsKYs9aCTcimQbqS0TTDUR/HXdYK2hwfE00EA3TVYw3Qi1Sk5hI8/zPi3CTOyMBYUzmrrGFfqVQgsCpSODE5F//WOMdFo/sBMt0XIkZ8YqfBRg9jDO2QTXceBSCBs3bij+lyDQUOrQX2gTnN5bCkJzOhPaB5c/MDUA/Jo9KiW4sjgcIcEvwfVhZKviYoZAF+nEL3aMewDtlS7YKiF2O0CpQxFtDBguO2rs7JBwzeSTdEGtOpS/chyacUbH0ffPrqy1Eqz+lEpRblsC3K8TUkpkxKps2Ws+PCgDK8EKpR4KfjlGw+lK6ySHm1ErWVmBwkjXRGm+v4vvi0alwy8coKbg2H5BphFZ4ci6ABYaV9nAsEQ5B2e2YY2g0jXXTGs4m6Mq9kv12ksGAAjdewrST7CiadcCy31EoJcwM7KNeBgewbwALUFkkUr5yghMezG3l3E26q85DZUvjaYROYfTjDBOMjwYn7tFnacUlqLnv5W9QfgemmBuF6njKY5OP2YythdlVJXCjj77fClmDAIO6ciMdWZlQs3UE25glDmYawZGXESuDV9mTUSU1O5O4S4jxy8I4xvGa3pUtATcDveW6dgde7glS4NwGAXegCN+YL3iaPNg0nYsuxYLmGGv4CuYcTJUeAjIAZmyCCdBZ1QXCDTwfOcJBtFbgHxH6TciLfQiW3rY1rpJcQw7zGNsiCj7zQZROSGelys9rALLcMYQKOxMZrQpFte0HCZzHJNOswa5CLyPzigpKIBYO1reGod+YG2dgKQOJzL+3aj2eUKoIS6Kf4C9SI1veDH/Ek/N4BDug7x32ZqiJ7727ITKsmscQikS3BlqfBsiLebfnX3qD+f9BG6pfAlACq1I99dTwCPwbtD9Ff9trlPKPKGStwzycIq1wd95XwwMOXzLeQIX+RkwUm0z/cJOKy20yyh9C/XPjnLHHlenneLpTKxjXgxkazK119pPfiANdKc64MKBnqtljP2WfC4wi6BnxyDEs1nf9LVXsdnYx9aPE7I5yKE4WSqoBuEZRl9ZT4qwS+idgMLQushYJ7puLWhWOw6HHmWPsU3UCTl3u2EkKrerQe6egn6OuSn9L78DBtlIHemKx5gaBfuybLg9WKfFg+BydUAJembviRI/3V+TMcrGIDMzShOYvF6M6KpFBC7i8BMLfXXZP8Eqa+yTJ5Re7o5pPwDCeA8nCfD4jRF05U1e8sWmpDkYpZD9nK072lI+UktqoTOYMxxfBm8ySBZ1gFW2mMoOL0WsQ3h8s7QVMCpfwCV8u7pzE9tgMa9w5molznoaHE8DDXTTRIqHCT/gUeC71msOBSo/awxHfNAKN8UrmM8PKRRQjJweQgZGHGPA2oHxXS5nUsZTleDQKJSJQfR0Zt0qBiZbldEPl9mBPWXGjwoVwiXhceOuw+DoxxZ8nUstOv5mTqdlrzwCWLKUK1aIss/Nsyjankp8gCVmVEbnD0KwlLh8apxYxwLUo5SBJRUZHfla+zyMTCplbJh4KEJl9sNQojEjR5z/nAzHkzc92q3KRQI+1glpDb5M1uGHzYZ1gX3URDFpfTQKTkR7szSlnCc+gzgxDJYArZxsS1caWRNGe9fnrQFQpdalPc7rvl/j0IdW2the3hw6EBEvLUmAEseGSXNCJLeD9nHC8EKB69uVL67xdtwei+fnGLGx38DL8GPU8Ofnuj87thh7DqG+lDKJB4a+24CSwl7IDAbK+GzLXCkivqZfx0XuOwhlOSeAtFuzVMmZbetxFXxdFjMy0rGSPTJqQ6JWHmSH/mi4lrufCx9jVNl9Kw2mX1dyMMdqMGZDG0dLtZad+QAv5WeoMeTOwQCUaf2mtGiZb9S0tnIF68z2BpT90rKNl2Psqh2Q0YG3EVh/hUEVzwa+mQYrLGMPC5tRgao9vjzDTAvPgxpcFd3nttUw0vBlhk1+lEeBx96xzIQoRAkrOiWUGpgFpeMjoH1TQ2kSgQxk5Rw35XrmrQocJLsA39I/fYbCeieBTwPpNawTUbm660Olb/ETkgciqw+pQrGeAV9UFUo4bQp7mEqCIxutH/b2zb3egve2jqB6YghQCyz6PcZOYrqbrPUcwq6vgTeao0rqZyytJlaYkoj0EjOaYxPitDhl5Ivu/Za1F04QM7LbpDPCIAu5HBlm6EfqrKN580zHmwLOW7ehmHFQzy2bxeRr6Z0VBL5W5vlbiGiaaEtnd1Qmwilvjj6CfwBvMAcj6Tr2e/KoyNqDg1AZR+L1xTgsFWyc4fwDnbYzZ1CGWVmpfSdKL7ESNhga9lUWsrWdz7nT7GjoPXEqofVHA3O8hrC222B6NSMVMZcK5ozXIErpf4DvswKHlQ0H9KbaQ45MR29qjL5ltCvuAc8JO6l4sL8w55ICt7jH9CHSmwOCPatJEAMxzS0GxPZJOMjQJNUXzNFkcgkfQ+bFHqIMttJG/LvrhT8bHE8DDXQriP0XdERE6JaNYksunM7pVLmVjBMEh0KCiKdCH0yhscPx3CzAoxRkB3DMnAYoaj2+COsdAGhkf0bHcMsJVfhLcBTls7OfYUh5ukkneFgcNSi1HdAhl0q1RjGA9lRa9gYNR26aI1NTwYFGlekwnb6JiPzClHQvv6pn53RSqiybHgwaWLhereLT6YF0Nya8Vk8pjl0NBy7QiNQJIDXasmrFIjPV6VQMqCTIDKGIwjTjsG5wjhB0Bp7rL4zRixR0QprMbbTssYCh/sSaSUckgXOjjCH22Uqfex2D6t7s6eSrrWx1UkBoXTTnI/LJLVSKibHMlULOaf8OGRRVOpFGXEwAsudpa9Qj8nfCH2o6Cr4DzlV7yZR+OpKbLBT7AQho9mtNqU/nu2iNtFSOSXmFtrmIbCE7Mtmj6rI8lNHiQEbLQzlucsORIo5Q47Eo4/hwCuQ3a7McjC1vcHkR7wg+3yyUSJmvDBmAj8KREW+gNaVKK7L7ctoz4w6WYZT6sBYKZpX7FxwQR2XjeyyKPA+rKdULL0DiE9kz6lA9GtTWAe97lZwJNPjOE9wQLnyblJzFy3P4a527bQRQV7agURKF8e8yDzp2UQ5HshLz9X0JH1vJaAs7bIPnUbDLb6FARyZgcmZgRMotscNPJzx2yswLjAP+wupbLankofXl5wVF4Cm1csq4q7XlGXV2EEi+m51c7MqmDIYM9iF7Ir4IHsyGr37k+PG1RnL926MitBVAzygPNN5swQZe2z3cAeG3QE5B74jTel1swZGtGS5Rhpj7OozhPOUO+JN4Et6D7DoERNS5FYex2/tdR/KJIDweiIV4mudpKCB+GbcxED4+VP+Dgxc4MzhZBslzvKZeV7LH8ncSmyvA1zNIirsiHSUGIPUS1tmOnarDYO+9Jp2qYcgWALv7d+EkxbinPk4sLuEuOvsEvMMO+nFHYo1cwUjAAllqIB5tCWeYgsv7R56x2UAANPYNx6MZnqNNPIOul83kcrX422MO/Y7257bZv9AdY+3nwm2DMXinrynIMeT1Er8nKyDF4pKz8itIXdfXSYuefVVO0OQJzdywzhkyTcsmQ/GGw5UKlW3PZWWHHUyxlAmSJtBGXwguc5U3Ya9lieC0DlfoDt2+Gg2Op4EGuoWUSn/uUCgVK3CVecOSsppwJCk9re5j4UhGBd6ZX0T5T+WFdlK5JzZS0+nPyu61jX0vieolcm/Fkuggpou2r0/v79J807nVNQTe/kzHDmyDdij917XvaVTWdsyadNjl2juaIHtvSKThRx/SNdWboyaopRR+UCBh3LdXnYyotVLZgO10ME4JfX7keHR+wMRNwSpp9CZSdPu2rJmi9j1rxq0z/koxoY50t0G5rtfWmypPiMBiud3U1moCMsNoD3R/N0utW/PWxG4f4y7YdZU51vZjdZxIM7wO6CI3UGiTwHnUsJ4+C4f62LC91b3ZDBXPrRlEwK+JzxaHMprvymi5J8dN1g1gxKTeXEgmOZ9eB1Dz3c9SOmoxmKG8MmPqlmkzZlmWEg6rBitwzT05ceGiSUU68CdsPVF5cNOhanNNfruzYcAi1tBjXjVG1zqKceplLf/quDH9SMDpQ7uXortU31LDAMPWLnaDFfwhvu0a0P3d2nurA0UlyMUbVnvewVZ31xVGZL6dNicyIBhb6riJzapVpJXW6OpUmOt4drmi8IZOojcFY82M9BlQ/UZqmFW7aFtosOVaR3sr97rsRuBKcWu7CU2nEPNLbBY0jYJimd1N2JnmuIQ+Zf9wNtY6+Rj/WVGK2jFt5oi9RmvlC9Z8G7hrO03q1Jqs3sbQ7mSNnQK5mMt4jFKx2mNoGuuKjew5dgKPpT6RTRBXNBqHuRd7zMhuilKXImrgCsBXTff0UIRiLOENjV7frROWKMVJVzWjNJuoRXlV6Pb2V+yvFZESTht+V+J5xr0Z2sg4mq2QRhNtNHYO6q1q8/UdB6/jWx8yt+tg+4zTSUyZk/GwvBPBjXQWIuto/QKsfYw2AhCeAqfoXQq2rkoiS3Jb/tr8FbI9caNiw9wIMuDgeBpooJsk24Bx5GoWOyQDhjffQfRSqtlOdmwoT9HMCq0Vhp+MydIiO6EALcSydMIxpQ+ybBfGcCl9CUpxMZP4bx5vQdlGQIVmbBjKra2Sg4o+oZzPuxni32rFkx0Ggwtg9d6XFOnt3Lb6lQuQWPH0I8Nx0k9mArBgQAQjI2eeoptKq72bTxyM93WlRqyspTjL6BAb+cCPCLwtxdAJAFCLNuZa8QyHwKXOdnOJZlvQ5FailX/E+sk+a7lHYCOkoX/cZIsbUSUCr2wcH75H2MzVKI8T8FbwLXIzKMIcGcNZwqC5fQneX/MCfKGy+VzhcJu+Vfn7FWTtCQfnstfw4lczlNngQDZFpC/zCDTOo8548SwN7n2rUniErVLDV40PrMG4N4r+LROM1rOVqFFqjO4hv2bVkLOrLBIPTCI4P9kjCIUq/qPZbpQGn/0jY5fRdqrx2F9hcgT+Qg47tgG1ztcBrsEYzRzbyd6lZRf6opnIfF+Wy305bvLCs4pd2npN46+wjssxSCig+o3yfA1Y5FpqyxTtnrA2NEXej1RHyUCBSdvu6xdNKLpKDqJaVopHthWbIzLlghXxHge5ch+oPCM9Sp3Vd4BdQIaRdZ0P4BGjDEOUnSlWBSnuuKcM84w1+xe2hgkYtR4XOHwATK4aBQcmV3kIkN7YZ5YxAmPJ9zmyJXidohvILmx6BBnPZdkuSCM1CVnPfcdSUEQWZox9OBGz7MFD7JkxgiwSDkyYLAoDxMpI1keB3qLUjFJv7dkfldHLidqrUg9MENkYVNbKelojb0PmmArkgNtNoV/3EhhytLKSNSc+WHI+/62yuqU2ugG4EGwAG8Yx/14yxcZrGckAc7Y1H+qiZjUhrRuZRWxF8rAiAwUjDBeBg+AnShszpMQKcyy24tophKCfJc8OVJ7Y58jEgrwvP3UoRMiWHXm2dI4gwRIEJ7HPEpKBFF3dz54EUmXdy/lS5lpTp4bwFDpCYP1ECVKJ15D9N2hgP1vkek64blL846Ci4Pe8I6AkxfqcBF8De8KhEBOD3qjSOOjzKNkyWZLT2gJle9JxZVu6LJuHXssyrtqkSzOOFMnnwrkCZCG/F8ob6V3EFLJUsOHtoSc7/HgGE+yuOKTDMq+svchgrzH0PRe5RWGv6BMAGWD6pWUkRTYVWQReXQK0y8Ikc14g7oSKwBugp5BdrAkI6JXHcOJEyBgv2GhmU6W30e0vjL2+XZ9yGPZMs6fQRJs04jWZdeifhYZd10e7AMUyD0xQ6AYuXq4vU3ZwPA000E2SpmaboUMAbc64iMnKrE5+goYPbTmNKnL4NA6T+G2hzgQ4sqQpsTAG4YXchucxms/89CZWK8K4X7Eo04pjzIG4BQowOmNlhK0xiqhBQxle0pYZGmyb0QRrpSnB6LJW+gdDgfPDT0i5KOcAqwV5e2+M5DPhQaOXWjp7q6w37fay73b+j4xBYFw9XTsNCggfro63dRDOyRgKw2ZIB1f/jriXrKdlCPl2Xo+f/MS/Ggt3rDRX+D9NNLMWDNZYqS6d4Rb/bdK1e+PATkSsMpcUqlxWQ8o4tWpNO12pyYS6lfXfG85ZC5ZlC+08dZ2J7KCmDGbNxfPDQ5kd7NrXm2fu9HK2BDLGc+LXNWuitkU5a7LnuaX68HoYHmmkrlv5BGgLZ5Ea6FQZ00SSu3FPXqRlcsHf+krSFVygbodAER1NdsLZMlYd2PfNZCoyOi3L0Sk5bqpocvDalUxT2hvQndOZGo4ncmY4uk99llwYBnSUHgFrza5BWXh5asqgzE9KkqHlZgiyE4wNnfR6KPZR3+mY3zWnQ2UJQVqu6a2p19CCNIWenx9704eI9yvcMzFKfKolumPiEW1S836lcVXVFm1VY5lL9LL2D04A4324ucsAY76XfAn8sU8XpFu5vyYnYBhWnNqce8CzWslg4mzQ1nirWT4BpXZG1+MA6/Z9crEK1+A6GGcNBSyXBybaTFn/vZUWnrmwen8PPKx6oYVI8sS9XoY3iyn/aSC1s+nVBmTE2wqNxYueevASZn+0E6/JzCAqlYuFjyUyCRCnPP9G8db0eoWQGys/1j/HLRB+8FpmRQZYnHOC/zrmjo+icqlas1WuFTvAZJEy7HI2aQihJ3az6zE6liVZNfMViIkAIMt/NZgnk4lfr2WB2gc7oIbXlENcIKungmPHSyySUR6fqyl0pXQI5FShsLHn5fGcZjPgM68cyHJLBvEJJxNzSssik3lgeUHf7VlNOVTH6sgHP4PjJX6Zm/6rvFyx9TrNhQ5a8fe2Tn3XUdrKAthR4JE8k457hkwuFFX7ARpYQ4jBo7+ZNZRw5LGGrcQNp+rV6s69ParRxhZ05xWNWaPnhnMsxQWVclDAKU0ZLI41J8omp4i2F6dstK/YH+M4wdCvxKE+CytLL3OJx+p64xWD42mggW6WjFfEiSuI1sKbbYCTzEywSYFSh2wEZ7KeAgyDg3KE7JdKIYUhkp5+NhpU0UmnE1hNPClOdsvsK2/QaodS0S2FwIRZOJTgC7OIMx2slLc3J4awYo1ruMQuNJbM3mr04Y66xkb2UP65Xpp2d9NcRFqBG30unAsgNsiwCkgYN8+EEEcJBhxWECIBkgsOnanypZY50gGEcSmcbHdkLBXOKFhAKWg4BbkHPTlesiiYHv1qnZrLSPGxulKeWqtUvpLdAz5T1Zjns8NhotHLAmCGY6dJe0hnIjIg0pCAakDX8uhh/YMyCdC3fdW952VwEmAxK5aQ7kc+dICcT2yHUv+QiZdgt0pcPTudyGS5GYYqIr5d6nSWM8QaCV0uhknmTZ+x9grAN3WrpAK0zTGlLKPGE5f3RZYIov4YmzDS/dzNwp5iZxYMLXPE8cBHJiKZlDloif1GWEDBaOOBG5UdetxEOF0NvhbGU1nH3Ewq6iup4MjmyQVSKf3YApZpqVlB5vxDNDgXV2QOREQ/7yt8JUSD3eMeDYwT04Af5Vhnfde8b7mP6YSy6EgjgzwCPJbFXB3o7nwBQGoGKAj/qOWRrKRTIyLLxyLhHDDoS0qtbS6H3DFcAMl5DTmDsqwks5wRXKgt0PAeBEXYoRZj067hKnmD5NYshFzXUW6b7BPZLKUyhMyOY699A+V+d9nUtTHEkwNAr0OsO27qFkrzWU32OHBKkEld3D24IWVBJ+VnWJMtPlffDttbYXi57CmnU1M2EwNu+EHpi2L9psUObGoFgVWZ517AHYvs7MqE59mqhER2IEKu1SfVOwS+cA5Z5MjYbeGoiZPO8ETXKgODMZOJ1ZELfRS4Z2izy33nbaEL5XYlkGILziE7s3B19B3qMHe1sw0t2Vy7X6LEaMZuKyPYeaBnhTZnWI7GliCeJbehfJRLzt+kIOP+CD/M4yTsj8ViIVMqv0a2fInl1aw8fGlTAQdS1sQHmDSnV4O/gedS4mXrzIBSW+5V/dOlBYIacOh6Lo623/mUcTiyD8B3IyASmJTmUMynQ85TU2P/sHnkvA6YiXFfBCCt4sBUFwR6NdM7fGDIBLOhrdLqOM+FyBkFDjbJIYYeb5MSJWn6/jhlb9mUwrYu15UQdgrxmhTPN6oT+1LNgx6bDVHZERmwgd1XcSJ3dCErDlwg7aK0E70awN5nMo6CUQH9ov8aT4xsxuuhwfE00EA3S+A2jbYJc7YM1xJmrZJxNWr11zZ9OK8I5TKvWTluIa6L+7ksLF+y7sX0BdKrewwR7r83o/qPVFNE6Cq3pJTII3vPX3SGhL0pck5XTqrKP0gqrXs49w/jmgpXd3UiY5NzYY2hVd0ibwLjGHQGfP3LX6wBk23GItESq9SATy3KfzQN94RErQOY0Cita/ujHcPWEvRbSVXOpU9DkoZFaiHthJcptbrem+y45plYHu08cGnKysrtFkNrFtW1drzuEcOUJXB9hgc/m78aT2Q83aj5R6kNFPh0YOSXxaqaZ7Fhxx2i+YFSSSUjeR1lBebnrBWWfhT7oEpX+nJQxomrW3kvw7q+ysDkw+BpcMU2u22n3azr8zFQOhR69kA7uknvilK5fg5x3A6NCfi8lY1EYKMOduhEFR6zsrLbqHFdh2+7k7hSDBFIKi5AhgSMTv0nTrHCzbze+mY0TlR8huvimWwwNdl6HV9phm6lfxQW4HWM96xkYHWDsvJ3Oy/NrYS10/atlVFVrtpnILYLx/co5G3bdvikC1C7vl7PF04ApVHFEwDijtMYr40+dXsD45OOp17Oxj80duuGBcsu9bt0CCFLJO5PZ1+MPfHeknSsK+Hacob2b17hgEfMm9vk7ZesvvE4mYOlX7o5CaXB8triYNm68cGr+G7uPeel+faq9+GzBCcnPTJESajApSn0eJc5To3TRA13OP9y9LO/K+pk16fjJtZ/suexiddVICBQxPyh2S/N1lmzOKC3rV1j9TxIrQr4xH35SG+DO2s6/tQ2JZwatfy8CdW2JseZJ7mxW7LXeRl0QkDbg6VnuVzqzaV9oLy21iCv4/q9hi+Cv/D6RGCjE+Pia7fmcqU7PLw5Tu7YzX1F41ftqNwp2G08thiXhn8A6oPmid+bewfz0sjjJvJ6TRocTwMNdNNEjp5WypIQIN92gi2NOmwlePM9ws+4AD2TbokEhf4THn17H1U95MEVqGP2UFZQZX7Ao+5aCH6niBZeuaLVc3or1AVivBDqKD8wvIx4DsKGqQGjv+B6SMvGkcVRMhJKylJTwmmAzAuf8xBikE7uiEd0Y0iAU6SrVspwGU1opytwZMzlgwvcPeJllXChGR5RJ52RmIwYsgZQidGFjIT+ecp71vknFlgoq3bP9Z4x8SwTl3vwyYxQ+VIJiTT/uNR9i76mIv6aj/QlVieIVMI9Rsv/LuOSjcY6zcmSpLFX0SI4bklpsPbgM1pDqChtFMH+HOjRpv1qUSWcwpUdQQOjfy7ZvR1Y+7YtIiIJ/c+iwhqi21jFxA+8L8ctoTlocZFrXzdWZ7XHRpYShRzcvNFyOhWVFBlgQUy8zCQxPaD0N5CaoUThmZr2TsaeN6WS1m0Hxfxnp5pFg20/o8USRyvbqVWkJB4zpbFjJVv4MMYpsCCsvHrpkXbHCit+ATyMBrg99kAaAcaf5pGZSqe8cSlrOMC47NF5aJnF7cloyMOgPRx7tbJwI3MIOHmxgN2YBg4gO5vyuLX6OzGj2qzTVnOnbJAegTl/6r0pd0mkroDc89omcVhVjBURhhmTIjHnIC2ZkhX2lcstCwxYQB64IjFrlh0QWSRs0FB7/F/g1wT+Sl4UDsbgqyyF3OgrSeIneulbFyHqi4ceNxmPWJu520iCcvQYrsrqzmb+hHIRzIvrWZ1BG4ynLovrcJnNTWGdaFmZZyyHvmWO/zLi7MD5PDUVWUA+xomLFOs+M3ptq7gOkYDFkcjlcsixiFx+xTPCydsYsrYwUDJUJ1fmWrV/grcEBs10pMVSJOPi3bnGLcsDQPXBe2gveXOqHKdUqsjCi9m156OMyfbHaI2TlJOYSt90bE6Ub4dOGJnlmUFqWy2wb6LMvvQ3ZEQpVg7ag+BKZNiGPuvrge8/ftKSSDhiLPMMfANym/ARm3WdpXe1Jpgcy4shL3LFFWfEhgp50vMKXxWBKYlPEATp8J5sbVnaOKokKtPUlStvcyZ3Ucyp4nRRik/PyI6RKmd/NvBkrvulzQUHZspSGjfboxG8iwwuXOewGBiS6DnaFl+6+FvKInFel6TNOLZmrv2uRM5lJd7tY7kwJg5Hdcn7ypNFdlVNj4oZmHyeudlm/9u6TzsGe8zHRl/nLMr1Bv0utW8+ZfY6tarB8TTQQDdJyXaRbUSZJlXCVaCGEJKsQ/vXBRIAoZCKFBxTwUnMqCRsCU1dLTPCwE0cI6gvaerwVcoBEMd3zg+rHfb8UH4AYI3r8tWkkBnj8gg7H1vq2e/6DMrO0vZZuUaw13S0tEY7hk0NWB/NuAZKCGFJYexa07pSWTMFH46BBjjdlRifuhKmDuDXRROtaXhvihr6HkXr5Y3y9PxwCKnDbTlvszsywyGMlLVRziIYKaVyuqLqd0d/TkIpkVKWGuLErBpfnBCdJTHN3GEDwIFT672P6iU4uS0WT+N2gF0uMykCWLUDadNzUynAiqJ9GvheuaNiYWAlQPBjj8ZFMReNjyn/Ld7RzzfhU/BpVvSAMoyptDfGWwEqjSOwpkxKd/S2W2Gt0oAxznVaeiApuL4X+uf0O9DvI37VGYTMnywrjB9IWQQ1rsDGjn2DNYUxSwV6KuORqjkOmm5vXuyLgZacAIKJYL/BaUYloytk51GEFmh+D0d1SuOUShoLLBROF1qlPNVWc6ClrPE3MAf5/ajOTv9PlJbF0fN+fPOkcDT0/iwvJnxAY8Oxn+cJ1peENyYk3BgA6tWOtiwJ2Vx4T+xXlYf9PgklW8sOrUIbjySvDTt4AH7s9ucaqzMdOCx/2HvQfW4LudspNnYGMFL7gRkDQH4hJ+GI09LitOqJpRqUlMvWlA/WFAoyoWqRjHZrsq4BVkqOncI52vM/pQhkRf6EX917VPot1EwfgmTh5U4ZAw8MTGYEcTjHASENWusybzKMdRwNwBnOlXSgMu8tPJ0sDaLG6vrbIH5HUOp2mxdwU+lXikt3wKlxmrAvyHQzgzEOC0hVyJ2gvsRGcqjvnrT5F+X0qVHJtsKpkCxcr69ybS3ocScO17rWPkUGHiAXvOwnkjMNLDqei7LSGDNXpxhY3f9F37SMfAPrOlpfLK5007mWX8U5P5nZm1AVobdwbHl5knAzi0dUME1lXZuJithoSBrSakomg1+Er6Gwm4Lf5h0hSqAqL9fwYuwVXwsxS6sqXtpDWY6ZTaqLcgeitAu8lQJiTayQuK/5iji+pmS8E2ux1oHeoZhGBWDf6kfl0MG7sL7LpprbITQEjTKZmA7qPqu8UXKzqEyNc6FQstepaaRjMXdwR9hyUval+artsThMpd7j+2ndrIejPP5g0coZ+BbjjFLDDbZdV554fTQ4ngYa6CYpT/wx7gK257XFLnCLoaiAN0GsERgVuhDjONKOlKzMsCAG0KjHUMwTRBKAsZVaySqCOaeA40HKcW/flACA/7xSwP29BQrpUW3i6tqnMIbiIanAp5zUrxj3vCxocjqxSQuF2Dk0YobZ3hWrHONF2kJ6B0KphB6v3LS61fBPGEirwrIel047Sq/nM2FYR8lHRBYZTrCC8yCxOSBULdrpjq+MAgUujhuXlc7mihsintBATkjGkxk0eexcxmQQGcIpOsgUq/ICGFWItI1WS+Rif+CkJiyh/tQiRGHL0IWjhsAvc92XwgUsBCSx4WK0BP+t36CeNHWZ5czS6JGdwhX7IrM+Sup7JmJo1pYDHo7IrtyPM6RcF/coVpkHRXBe5TqineJ4OpX1gv5Z89SvMOG+5BMzq8xPNME+CN7XDD/GM/7qKkBzPnPu4tnknUq/Eh5K2CCmdMXwOe5BZA8tNgrTKB7i98xEFnvNqVjHReZ0SE2zHS+cqtMo8+xhyGuXTcTX5s0i/KEAW6gSoVrcxc4bduj4r4kFYR+oFWKWdOfoo0MYsjllmpPUSxnBxmxp18gFwRypDImrSsuPBYLTGVnpp3ORKu2HAiytA6NwRLjz2H54Dww09Nnnocl6sOxM3SAYtLgMsRH9Rw/6gIxF4CE2gPJ/A2/tZC77uApxhryCndedTaScV9MnYor8eI8yD5HRM6tMNQWSxcMa/nnMlGXuPUX2pTl7cilVtD9MqsgK7jwFnPU2j9zLNfYTMl7USDX3Tu4du7N0CBh8uj+sXe0hMXZ1ZEG58RzLhLags3FgU0Xgka7NTCpuY2Y3EX+19hTjzBYECKAvcZZbnumWCbGmQoYOkwsxTtANDLbRaOrrFWoU/ACBoeR7eORA5V0oMCG6O3li/VAMHPBoOOoosFkBRM+2SBkbjheWjCnATN+sLB5/b6fQ0RkzxjfRKZLP6bJBpv0xk57KxgWIKy6FzCKvVKEstIixZDcn5K5lBhtAuP5P/2JcynifC6LQAfqTI6AB+XpJPTVtEMfksoNQkLEemVMs2dwhT1hf2LbZQwRZK6jBgXifVARCQlbwmss+FP6atSmzwnyejXuEmm2xFI3nh5z1oGY4dwMrEfuWzxkwDTdiJ2kbLGkOIJfCBliM471p/sWpj12yQq34aGCc6Od7WM/ztRGI/YQMJT8gIG1Ww87Ck8JplokHevk8SvVLxKkzGGfYmBWDQBQ36Ro0OJ4GGugmqQxCRMrCWIBGwvww0xrxGe5bdW6sp9X0WNIuOKyxel9ck8Yr/cPlunUrHtSV2cV3RydWNupQ9pOdB+215B1o0rEQTewye5ra4rJiU+WEspJlgt04UeZFjAhZtKnxN/cCEpBpXf/b1kMIg0WToMgsJcK5aRRJWhf88H7d4FmoKW/ecZ1S4NmmZguwstkqcS3aQ/zb2wzNbzEn/PzYY6WDkHXQPLuLpJNDJ8uG7DIovr7msmW9s4qu7d/UfHaVKanv2rmrkoBQ8phXHMEzWgWlSRbr9ndrSOMD5wnrMR3KDG6Nq3pdGP0cfiRDKPX4zAJY84KrUr+K6AlZ9kHYRPHCwra4rpe8Ragckq2hCDDWUuZWTxwtWrWam6VEFnM/pesfyfllq2OWhnc4nID/h424CpDaPYOBc9i+zSBLvR+AsoW1VLyT34OSbp/qaks/NihlO4paybDmjIZ+bYUnqk0s7JHLW4nYvCOFL7+1vWvVmOSx6HkQ/dqLU/46wGbZWEDU3w30kyE73JCjeY42erlMLw3W0VGKFc1FitHUIFbmhGeu32WlfpUC1e/I4pn+V2k063u9qm3Rb2hiylCuSY42NgEKwmVZrs0Fz+3SqkbXWAPB1y1QEGsplyjxgipDxcEU3GviTdkjjCGCQ+0crgRKkU3bTXWW60WJFByu3j/eszRLPCCxJDI5BRmbJ0B0lBpYnV63YjHu6x7AmqL+14G1KdMzHZQ0L7gBeJJr3oyToPvdgmt42Gt1rPYhsbpywNfxyS5/K9ZiyswMNoBnUkAkfcfVi4IAWNfypvsZlGcNFi7Q0DjanKliD1JOJ3zhAedlzyuOUo6CcRHLTlD+Rj2MjEaMY8JPNGZRhTaw3gHWjvnkblRQpJ53NW62jgbH00AD3SQlK420eTtRziJfc3ez428SBvCg+9+FW9TymTZyg3fgIY1qgRqIZAP+raUrZ3QCQqF7Xh5pGyeSUEaCJW1qdQpx46ZEJ06dqNTU6gMzNvs/os7aVjoNK1NCV5QdKAcwhDWCAa5XJ9fQKGT/Ha+k49pklGRlc4IwQxzFxEwmTWlgMzPIsjGMAUQHCkOnXRWQ0pxtU9+kAET6eEY5PQU9FQFEqZHfHJlA6JijdFzN4Ds+8gOwqiSkhruwaRqll/YTCzmsPf8+Yp4sh3Fvb8zFu+yAaSqT7G2rUqw4jtgqRX6yCSlE6TjwK/hE21aliXaSrlEtbDZXa3jkUMz9dEVOuaAHASQ11RqLPjMaJpT+MtjLWe6f4/htU7ANN21krCsWKOFd8Jh4HM3jo6UEZTwS5WBsy0WZQAEmw0quuav5LmumNYxIKUr8Om+XzXTyhi5NKtaO88sToP6gfJlXWe/ATIuOOZx9w+dlpe/HyrBJoWzN1i4QEuU3/tCGY7fGq2WxMn/xd7uC6uOJvQ1TgO3c2gfV02QEJgrCeEXmb7JZ8M54kskNLaND6SAeQZm74JcmtMopVuC0xXBWZFRm1+I0JPSXMQRhTuPkr5qfdINGJBl8oreLU0LbfRhbP4SBlf7sTw6kGyiYV3fwRqYNlcTk/CNTpOrIA/cxMAbjSk+yZCf+CZAdWbKPHvkac/LMOI5BAZMEwQfPduoodY14pqURpdmVuhSkqbOkMcPN+LvWxP/Av3RtajU9m8tAaEvDL65f2Y/5VOzheC9bkgxDiSyvuMAy16KMCNmnKPEv3ty+sjJ6gC9T8i+dw5n14MepoxHI5lOIBXurZaGx+MUa1D1b2R3+VeA0WV+QwwSMJkA20IgUSKnfb2McrcWFkX7irAUn6ZassSw5xsfzVJLciz4ewPAi3SwHC1UGx0uNahft9lPHwH99DOZRVcEpNGlCkIoB7pWHvS7HMo7Sb7/O+S3DH6TPpNHBHX8IpX3xYfHZ2FRZkm1YSXB4ICu72oRMJNsNYac0h+ZEf5sD+fA+W6aVjcvBnTwNlrRmWzrkZEGbCiKgl3+k14bM8Sx+DnpU7hMgOpWyksT+cN7s/SbJwiIAIgtjP2ZHoGYXwgZsQ4Lep2inzS1jIcK5V+vFx4bVTIVsqAxdyzS2IGjoWaV22S+ZOXsNOgGa10AD3d7UVOZHHVkqb6rR6ZmtSqOj08hRGgejMaOPqy/Dzc4dIBwM06GjkbaDjd/AZ2ql1voXsEY3CwMnU9TZCCrHlf09ps+QeRQSyv+OzA37lbBM7Duc0lavyCEKJdIMcOuHJpHyoLYKJZoZlc8rhlTb77bPavxYiVUgGnLSWoXR+B56CifL1ERQynEZjs3MpG7Dz4XC6IXgbVS9nu1/az8TFv5kEZyO+SdF0xKgkVqNaJqBz6PUEwqFqxkqaleWbqMEhRJDCjCOzM3Lc32mGWf71/clNHtKRI42WDkALEn7fHXU2dRXw7lOg4uWUTZC60jAiyarD2s0l6i9oP7VRa5gZ+UtHA7hfILeDJWrSwAsJ+cKFpOXrqTvKRqfClrNbj0sjIPG7IbTqJ/AxtHb2WP5utofroRGvwick29iAzHbONsTmV1pD4U4LjJeSHues8Rg/MRR7e60J/6Te4KxeWA5tHgqK+NvOGjgV2vGu7dQsbdg8dpahPPHf/rhx1NZWjSGJ5rSO1nwa/hZ3VlLRlA4n8q11gVTqhf1u2HsQQayMRTfpUMJt4TDK3kwj0Mx+3xLHQdEz4gyMKzNlEnlSHGMoTyXvh3ncCyYCxkYboEJwnwgQZkrjdqPoccx8LaA1IDw77KcmzJDHXAedjtldB0rdZ4elpNYN00zw9HSpXnxXzU3Pj/s06Mj0pqJdlEMxwUghlrelWVhgbXCQYks5VnTw8zsKwUj+hd94/NXYp8nHrrfWQ5aEwkAy+aOlvxJXY2aX2hMuMXBxR17puW+NsLmCK76NJRo5SEU8XAEHxzvrQzf8m7qGKkeF0DNBmIcHR47oLRuc7hIp6Eo9XKhcl7dgOYyJaxxFZVqQI+XU4vfRDTMcaPUGbUgzD+7oKYj5y7KFfuTWI+DaHk5deqAZ/7UWsB6wTopfYv5TrdvEJToeV868Rw+A+OxWIzk4HDp5g491p2joZeYUxelZrFeZSmbhg+IhlYAL51AoZuVtGiVEF3e83D2u39yLHN1WNn7qt0Jn6h/Rzvb6axMKG2ZHt0Cpwz2QllGDk6eYhLO0qaNwfRzH7tFxs4cgI9nRl7YHKyXlc3g4zlhKBC9pur9yt5hsWVx+kXOjQeqvZcrAWsmewfpwGgnLQUWR9crNgbH00AD3SxFBN93IH53JrCget+KemqRMxgpDM3+kWt2MJcDFUemf0gRU4ZrwI0lrP19AcAcEWY3cHsDjDBBlOnEiUhNf4Nra5zLomEsv1DI3T3OpXik7WRIxDOTMtINDCrCJKjxoHQZjF2iQpaRUMI2HBQwzEKZy+wMPBuoBmnc0Xs4uhXjBiBr7xs9y30/Hu1M3Z0sDnJwZAZZpuvqmmhdEOb/4OgOT3ivDeQrOuPnBJBDzFT2nmUCQtr3x7uv0+lsuJddZh9lHtk1XZmprn3DEggsisy+5heU8epbF1kBNU++VPmY6ypryOaWBkyRbp43Ko8gjIj2HEaaszAOMrJsn220TqCVCU6tLf+yy0orir1ZRpyzqUyjq41TnqnaD6UTWmYUHzNvRjE5hHSMFVi3n0oYCAhc59bB/IcilZkkZMhnBC5fC1wE7H6Aao8aXuvZnmioTpA7rmW6LaPNM3LsFHIAqwJ9NYrFxSe/2Xo+1KSG0JjTSeqKe8Z+e+8OPkZm2WIWI+goEDXS5Nyi06JwcpLNSi7LAEeOWxtF195dzk6sfX+Ob1RrS2ARYb7s9Ck2DmLvZEGDa75NiW6tKb/L+X4gtkbmkx+KgXHRwEJlVpSjj/7unEgraxnQKZEp5EdzwxCPL7sNm8lWFEVPDKt8cDgvOIIefSsDKdpvbVb5XM4K/Jg5ESwRePTePpd1JgNjTaghoUDMlleATMTrjFw/u7RStJkGd8pzYDSm0G+NokYvySXJphJid+nGScOt8T/hKeocMaduBJMa9QDzcFR3oId423QLY6E7q1WdrUqFCreP+HaWziBLIRwrcCo0PpOlzAPYWIfJ1wF2O9xC4OfE4LskrApW+sav9sTejdOJLWMmZGVejnbM3ZFEmy15TKgF9EbcpR8Gvx5JYNaEs5uez96E9tzNmMduj9lR9CZ8yqFkYOIArsEaoGbaVoFD5AQ4ZbVLFg+O+VNQa59htNn7ZrBjur8zM9v5isrn+XxhuK/tSdfOe+DYhWOk3InF6BlXzkdMuYrr82MLShQOLJQzMw1yHXjrx4optVDsoXDaQMdOxPCFyztT5RF0jpPdbL2Fsq2HVcBNmKoQWukOKLjfPWhCsoscbLXSiaAa0e8mYrBeEgsMQbsWu5HcX8LYboaKNp6YAzSkr/P/TBtkkPh6sTmfEoeMs7rLOYbgv/XYDgZx8PQ62bNK7CBDdZ34Cbo1HjgkwR1tnk+NgI/bMsGNLLv9+tbv4HgaaKCbJTZYw3KoI6OrfKbxCrOR5F/HdziNrFK/PROjQBfTm12PyHv9eXWsLqdR+5cBEtm0H8q9v8AU9NBEVph4RLeahnPOLtrVpO33HgVoVcEoERmOa5t+kbOG00T9bxgSIdjsVL5SKJAtkJZPvp5LeliAxiyxXhFabgNU25crlopDpRylAnWXNiUpGRW1yE8hIrBI71ThepDfmUPa6kMnJWqNppJDhzKRkYGEshBed1C88/q8tl1PiduSG6kF0PaL4uhlusxGnEoyMeZlmJRB7nPl7QP4dVX3lwIDYczgyrmUQ1krx2dEW2N/5brXzCwYCKl1tCWhTaS+HegGbBX2dHv8MV3bGEwRJUVdSecI9Svrvky8CTwipsL98TclngysJLMfimHkd+tqWNZ83DrzMf5+8EDeBr8JZhDK3GTLM34mm3LslBqutxS/luHbOUCaTAiArlKGLJemJX+uDYfsiERnQNVhGGTSjRWx/uRduT0s86gU+GZlWYZOgJLnHkVafii9lr3KRn7IHljk7LThNYgj6dAXWnzMO6NTiX1RBkaF5NM24IfYr6xBk7cgn7uIYEkYruBx9kA+AiseadZrZEzEwRo+FiEJkklo//M8KXpOHYjhvJHagozLWAN+VHa7bro68HRYZDFx8q6av+Mm55QwarACCPcxshkywANGatRl4CX/YFOLuXzxznRA5srUdyKQFgauBbzaMV6j5bSGYIJB07twDbIQMQsp8OCub8uJWiWllmbiekVjLDuB1ZIMGbIOSNKCZWxm3XXythZJ9bs7DbaXTxxjwFqrXItVuG4ricPTY5LNBQJ/O40OMx7WkrLV2TWf+zrgMXSCbs07NijlqGXpXgRGKmp4bAS5Xn5zclDk8iq+XAd6FF/0kkKSwR2kBMrvywQopYqrJnK0RiOZbmgGL4Doq/zfnZGsy1dr/NTDLu8mg3Te1kVmjUZAn3VkTHQ4WlKWpL3iqaKsvXgJpsOKeD9LX2DVOcRHqF+A8CAdiOfDH8zCutYoH6Ah0RJaRp5lj5Fs7SnaNMw9QvfyT1ZK8+zFkTkFsPTcmID1KB7k/faA+GRl3fubVZ5nwX38h/nKjdDgeBpooJsmSP340zZ4HMqZCmIZo8kf4jjO1rFSrKVR+vOWNQoH7HV8kHpyGQ5cF70iNrOJYNKOE+CptqTPkSHQiPjGYAkB0BsA9PY6qYSekTItRBwpNs0zwKAjdFLfdEqBKd9ltJNZV0Y89af9vreiemO4U0xsCLqc3ZWSRjyq7moEDKUNt6VJa9TZlShH9X8Vm+QEUDhqvIHkrMk2doIW4xsGtZeStFgNdlWu12YDtKHu+Kj5lcETc8yaBREZAmXIkGpec2Dv5Cw7KofMwGC9p993KzlBuXfwDmpMfOSXlNKSl6w4KKodvkzw1EaFpJbQ3uicmOkfxn3QztJgAvg6Jxx0iECNUViKpf96xGINY6bfATUH7W7JIUzwYZpVKnEaTTYaw+nYKdlotx4aS7Pwa2yMmyg+zUV6MWm8IQcaYULR0rBWS+mGsbHGu2lrAQ3GIiQ+FQ4rPnDD5WC91+chMOwa4xBqeez9zBCpLIw+EJKqPE7Uyr5h3bYQ1Ci/yVXXZJM5plDPt5ngDHZ5ir7SPuN9HRNmb0N1ElWIoBU57tlojDXz+shezrXAY16TQz2jBrnBzdfCOMN7Gr66moB9LNTyD1+XLcg8U0EV1N3od15S95LT2+0v1gCQGVZ6USGxhY4R2YMVYADWl/7epIfXerDsA9qTcCJH4xpzutt6azSJyJbkfd4OGMJYlm/BwZTGekUXO10OCd3Ztva9ia1ErWeMnXZmKNpGvIFDND6dFejJhOjYWCuIPI36AD0AQVoEcDF3eDJLCjagV4e2Rr3k2Gr+3fERsuJyvJI1tzyAZb9fWeSJjVWt0FyQw1y6W8p4DpwSSLY+b6p8eB5B4HD+cDFnvSrWZ0IurEKBVGDKt2TjbI8vEFfGqZO81koV6bDF0HYUTug+alKZOrUfgYVGRYI8Jt0sbw88M9KjAC+xsqeXOEGy2ZKka/J3lHzQlNvyqLYE8Znbz1KOc7Ws2QDxeR90on8rGZaCHY1OfG0aHE8DDXSzxHstsgU8DdsshPiCRB+EYaMY9g8ES4EhERFkeKyhP3XRuzKw4o/IXvLoJinCAR4crS1mbMlbUaqAZxh3d2eGGzCBEeEopZZfmYaFgd7hbIhSqqHM2ROtG70jzFviXatIB3NkTz6qvvO4WfSZdcwUymy9hQBNIdLVsPuDGiN75Qh7pAPnrJJwjwlGIVWOayj2nt6twdJIF09/hx+3iiZCIFUmGEmaNLQirTVDHVn3Qekh1ycE3jKOJxKrJoNJGUljthRblKq6sPSxyoylGBNN0fY1Wf3NCFe+uvAEfC23KdCOn+PfVcYHqZh2TRnQJZBRFhq7LbcLOTVTapeRAVDG3KXoNzDFUiGok4K0T4bXZKCdFTlL0Ej0JaNbNQQAH85rmSV1tX7OXxQcpgy97GOfCMgOLStbqnXY8jawkExyL9icXBLgAK1iaxgsWOudbeVliLRP8Vc62LVsKPhQOKMtm2t5GHh4OqCE63Fs5ICu/pvPAdLWDXDblmsA4GKhoSxK/4ybrd/BSzDJqajnINY7Y2HF2mOVl9Yu2MpaEaUNnBZ+Ea1/gMTax9q+wBpCNmk6oTuF1rPhHJsKXZ0QlkYILnL5Y6+owyhKzmAMEKgsjPDkARpUsfdFxgzj33CGYWcqlaUCYyr2o4ETl7zLQgTNijF5Wm53X9c1wOQOqFepA8zrk13eoPRN14aWLDGLC8vCWhDvyT0Y5ZGIxSScODIiVf7bsonSRXsNnFrHLzuKDwQGUCtFktezvsOOGC6Ldt4LI7pKTeBlyyxXWxPOO3KeDWvIf/fb5jLS8jKS41neie3TOX4dj1ODZZXB4IDbtZLjFaHu+XoIKDO7Z4p5xKN568FBqTTzE5WtxAxGJoHJezk4dCwCArTP5j4MBnIf+0hHJJyyeqfuSdulMf5e5tfk8ToIMfpgDrfABuzCLcWSYuwhA4FHyOtA5aDxuTrQBfp0OrzZa2r7gh3SyFFWeQo9PcYlSgyz5Cw+xxqzLLEmw/54yUqxgtzeB2YP/AZRsuZXZBVCttx0fx3P4AWhm1qJPD3bDyGgDDz2c4dzjxEObM5imGqmI/sfOoq9r5woJqITmzD4EuFLpvMGHyzbsk7Ds0yYvShRBjZgYh/FmDUMZGH9s/WqpWta8qa2DMo/A0hfy5qRMW87xFhClI42si/4gMntWF+UUeZ6oL4TkxSA8FqaiIXOeyL0R50jL5Ev+9HHjtZhZyuV3A4HWeiOeTiR3R97rMkgjB+bE79O9wpU2cViZnNlcl3XSwAPutmhDrwBXHyggd4ytGyVYPurx71sKMQvXdBea6yQ1BgIQFK5wxpIKEWAxUZTPCKrWUtoW3HIBFLt6ldSR7NHUu2PQ1LVVU3WjjvE4GhrjN40MFTpKGwejiHRADrfzPcoWKUrUHmF/e5WcRm3wCzxCLpneQFkqe5lIedCIQQxB3xcAoXgdodV9XTcRnea2VpjpGQNPLRJreN2JTbdfVnSSMTCJyLdbuDEaYOpmMb1UGbhfNJxsKk4QVlPBA6MD+CIyTWeTpr4uzxC8SenksObwXX5TYwv31uPb+FgHTwe8EbYY2sarhdgzHP9du8BJlnuyRTf8XvhnTU7EIqYzau+pxQcVUjmZiA7T7GdDocvqQltBhiskqoYScTRPsEMdhYHqVB6isyTZrzJgUqzBCUlE8jiRDzO1GmcyXg/O5PwXDIYKrMBztu0NmO2KwOhHglTBRyWFOgwKpeKJTGbIaXtBBCd7hf/qYwZGqu4OuHnmFj7T7dmPDMYX2vucX0d3lNGS+GStzyN/4Li2x4mvZqR64+kvRCKvbeNAiHUl5pFtK8GwX4z4JJa5Cgtr2APZeo2WGy08Dt+ZORHu3Utrz3vPGtJJXEkc61NrWMEPYesb+AISUY2vLHZ3nFxlBbmuIQhtezbGc4Sz/rF5i5DpY4Kj/0NNku8r06G6+TSMVDyM8JPAT5YqCFOwBLC+idGs9oNHuBVFaSVQ7RWSFGww1FM1mKjuFMlj3HPBrR81E73JJPcs014Frk9cUJyPqsNwKnM8DKoKhfLR6XTTBy7K/Gi3MjUAAafxQADNUasAgCs2uo98R5HXaoUj9RwwuhX3KDShMNFG7EVqGU+j15qyyPe4lPVmTZ+TWUxCWPYxPybtmbbwA9sgIuY5TUhY6UeYt9b5yqLC20tzYU37vErVmiNkjldGt051g+11pwFdkhBXeJLnXSVGlYnxXvqsyF5iZIzpLmARjL1u05rcB5eOp1tpaijBIh37kKAgke55ViRihp4Dn3XNHgjAnre66bDa9bZOA5+cn9nu3/tCXFyNbQOa2uc2lc9Yg4eIbaA2nAOwYqGy6qx4VSVrgZnVDNelL3maLXEK4I/hCVhe8XsMM5ihcyyYXVbRnem9YaQG4rDRNszC43lb2BAzeeyGLe4xRhX3vPXosHxNNBAN02kgBjoZ2QA2YbVCBId/ZyKbHtKnDklHHk1lXpnbiQUOFrs0pJ4lEaW4agJwG47ySeUVuPzY8NAguqDgF+T0ZO/pFXozEyZLUMzoRfsM8iSCPLOk7IUv60q2yTY8jfNnDK9hPurZ0zQOKYhgGhXmJ+hMOC7dPKlYCUzjPCsgKvjDLycfVfTW73LlVGSyfSjaeBsQeuM44hwVBOwSbqMKySg++9lKjQDVAPeaI+F/aGkkRo5EVTqWkwCNCWkMeR8RcYOSlCBYmoLdYNUx5gvwmapRCcW3WqANupvtsku19AvnIGmxDogb1t/T2Vt2H+hpOTzCX/Nng1fT5QJMj5Yb/SWikULNLTIVmVy4F/y1mTWGKLW7LzxciV9RlbsN68m+ybHnwEnW4L6Q3OZVXbcv5oCqn6ojKboPiB68vh3WDepA2MOaR4ag45K/linpbkvSFTcggi8Op/ipjVOkuOgpuSMDR000y/yT1XZRF9GdJADs0W4O9jajHWZn3HXMVcFF+eBCzWwKWHKvwuemnydyrfYQYA1QOkZCkzqGWngcOZeTePS8TZaY9wV/xI6wKzxbJZwSszLwePrEtfGgBjRUUsOZFGGdcgOdlK47Ood2wW2buveAInj+jggI3O9Ym03hz00a1hWjr8Gb2uXOrIhy5hgoxrYOl6qH3wxjSGUVS1MDcF+U+MDroFcCpm20CCiHyt5TKBba0bhwLH+InrgvwMfM3HKVgiyJZz8EWjSdQVxidOzUgWCdw4uE8v+KV6IdZbl28G7GXcltyeVSEL+ezNjBZDTX9tUukDsDTQd8t5aV84DVk5IVORabtoUvMKCbJ2DK3lA6p0x7pZ6qzpt7IHY59YGAnqnVlBJYmTORjtUzmnWil5oM0YqDcZrtlyYQwtOLR9YBP9c3yolWMesHJMYOJZ/puPpw6eRmRkZP4k9hyx40hVcXyxnwPWWE72lyE9WK53btUauhMBsQE/VcdAxdd0qdTM4khDsST5W+pSXd8Z7gfcd7fChCeyucLK6L0n3ZTmKXNwDe6wrS02eTUoX7AzAE5lzsw9lepkq4y8hu821yChpo73mCYHNJmlZH6A8QoeL1RHLEHoo3E4xTvEclKu7ruR8HmGMUdh2DqDujiz0vwYS14QIAO+IDER3RDG2bGkOULnssXnaORtu7kR21Zfkk3UZiRMhq5c45bGKJl2j9JxrlemxKZsunCDHE2/WbqBPiKAbaKBnRqsMqDe6mrSAlR1AxiwYY+IXtZkadFO7p1hpZodHWhUt0115Zmq7LSMh+d3eQxBDvRnNgigFFjtKcphYuPT96Pq2lkWUElBRGZqDvKx9QBq86x56xGNaVaS7Nl8D0cRjuaY/fR+ar7lP7Xi2f4QYaOa1jOkTphp12E5UINWkxuN69L/dLRkPwsLLJ/YTxcCgfdkhpULE5yvYDZUC1LyDTID81AU0tk/7nLXrq9+y2Adp3ddaDfOEbi6OkDbXmj40uT4RAeQh7luFdhSALzcVDqE2O7I16midJrvzN7XrENdBSaPysaOonxprJ5UQZNvb11T/wxDK93gmqDuXT07crWlv4mWBP+Ki+rvRkdn5s/LUVj3nB9Y64bXTPiMTRzv9/MgZ66HnGmM4sIraV3Z7uX/e6Nqyj77Islso4n1WZcrhygbzCzibgYVpWkptc7OEo8Y+cUpQ3gs7gjK78j+dfGkzNkOX4L7Ge4oHlVVi9mPT7CqhX8ngQinuWjpZUsMI8ALJd0lA05q8zocVV83HFPZKFwNy4jFds8cci6y79qqqC8mPUhVp/zovryPLiZnx9a0d2XxXK6nZybn+M7iC/uN54fwxQ5dP60W274p8w7t6Sbc6IZxcj/LvLtcx72UJ2/p5vNV2iF5m6lRmUgUsSPvNLCsc3MBcj7xcEHO5mGi/VTpg897jpMZZ2exxzD2P7fr2uuMw+M14lQclfyQHR6eirbyhkScrPGllRbZ6SRP044x47lo4MJu12GLn8mtHnS7CGLr63zyOZO0QUfYwZeZCJuIpbDKs7roGWKGGZtR23rvmDqvCru+y1dPZ7DOVkB9sJxAvMDFFpe+Yg/UaAc98W1mydhU1CsiNgwLegOZ1KzZbxmlo2Z2IfPeBBropqqM0ywGQp7sh28W82JEOz4wCGEpaPAx8lWmwvOCKvWpemC3Y8QhXR/q/MTOPzFVUrWIfyVA0O4vTveGksQuqFoeym0uBj/YUY201pGXzHz0uNRRl86B7yASMvNWkglLBID4R3bVj0leuL6CkfK31r2lWnT4UY2eRxTgRy43aEl0pcrPfoYBG+ARpq9XhEOBR8uazwAoCjdNyzfFbjbBkVZmdTIU1AkMLhoZjGrSQoMdOCcSrmCeq4cQesEYjJZhlVyhDtl50DZMkRdQUKRLxjBLiKM3y7KXCQwNwpf0VZQpRftVb1UmI4lT5lmc9RPv0H+B7AKQz5siyO4Iv+PSmKZjAqoVVsbDUcyjGyBjEw+w1KGMLgBfDHVhxHbBi3GGXpNpR4whWFU+s7yu9xfBM2JjOMtd4pqfbazrFtFarppInaKdj1CADq12SHknL8x8xv6O2r82OTKDfupd7mJwIC6q38We7spDDmPcT4HgKkPBU/AijyFMJ2GESw2vHfyP862XWObGGzRIwxYisxqu8HA0vZudsLRmM8apJWMp6GiY5O8XVrISGUxcstBqP0DVr6W55rFSwaH+SRerzBNGWGzQypSkH0syjOpjDMyYDq6i2f8kze1+U+STPDdwoMsgbrCfaJ5iEBLWNAW4KW1DqFtmbfFogGxzOpxN1qOsf7vAr2YAD76iIeO0h2xngPQng7PcBrwXtqFFEozxr4CSU2Sl5yU3V5BZejzvQyjlD+kexvryH+Q6gCcpBGdhgyPxI50JnccFhZ+zfx8r2YKwZw49BWUuqgKWbNSKM9kzTzjjGXPtlya3YT51egnWDO61lYa2yVDCZl4GweMe4jlMvmTv2rRmNz+wjc0go/4a1Db2KXBTBUGCH1orTXMbOrKWkEsylSpcqcvNCIIyQX+tnnrn/kfTXzFpX/Cm0prI1IEv196nxgjDUox85TpxFTCqvtYXT9W0ugVV0/KnkrT+ZeC3ziQQBZW7t65RBJOwR4ATGf4krJI5kWO/QT+ymOE2Nsdc00ynwfvBexj+rjP8KbJs6TV7fvvQ4eWxkObEkcjsLmUBxQ2R9EQr2Cl+AuATofsPxMusnrkVJG3QvVDlYlUSBIcDGcv0fosV5BX7NPbz0igRUSyTfgd1Gsst3APC2/BPsM2dNwY/YAee5C2l9aJam/naY5cE+knOcVBfC0ksr0b+xl+rG5bacoiR1dQ1Gifx1io4b0Lyy8P8ahIYddX3V9XrpzEAD3e6koHSlv3EELllyX9lhjAaJqso0EhqQ8DpQZgRBXy9J/0MqVVDooZoRUSlH74rwdM/wbq9gXORVqy4McjyljWxNhrFU97Aviy+t9iCFmnTg6D5JI89UCCXQo1Ve9exKDQk2uzEwn8YbgUHVNN4v7Y4Dzz661hZCBN/TA7QvhjCoilkBdyBDyeVHe/ixN+0I3KXyBhgGjdsVHWt2qd/eb8fB0jG0kYucrsDrDwU/u1STRPMZ42tzWbgvSdRPV8oP6e/uJBZ+SXPCYpQRQFk3ozfUXqrsYkwm30dsFXPEmeFT8aPzdSCy0JPSJgE+XyajAW97zVFcX1Ccfpw8/qoOpWMNK8vKDapUyBUBPaq+Nc/TORky2IBTU3eOe8Pph2dnqe/atd7tC2uz446w2po4c/ZqeEeqP96k4k2FnQb8FppC+1fbPnN+NNbE7sLIahxrMB7Dh5gnngdfS+w5ZKXY8G+kwrcYnQT9o+XK1o9wXDiPg1OkHC2plWI54d/gEaXw4g1RRkkgwmWKxN8w5Mw5tewwaPp9i3Kklp8Rxy9jrdnWwSdTQe/PzGKJwCZ632p2NOi/NPF+8yqvHIWjidl7OiPiv52ARDl6++D+VX0GUYGa69pLrBharvw44BLxNz7+TePrUAEy2Jx0PyK4FT0Jn23u4gA4VyMpxxZAuAGwnjpCOqtOguygCWE1IH9BG6l8MzH2mtvoXhjCxV+bI9BxITns00kVX/peBHi/l3rmQ6JdxWG1JDyLbNqucftsr+gzq1RyVd7zHsYiJizQ9KFUMKdd1r4YbW0AC9BezcHHAO9WZw3B4HlQDkocjR1NSjqrOomqt1mgkMYEMKJNpm5i3fgaNTt3ilLSClByoLQZxTXZ3laiR/pcNXjdXi7t2pxiwYenDDRvPOH4HU+rpO3zIBFDewBVDFCWqdoYEHQd2FK0shFW+Ru+jSAJHMDGibPMHnuSX+CanjkkESBMkaHKjLc2dwv0Yivvw76jYFqntzddobUCZAe0ERegaI0zBP231hBJvb6zNaKgN5y1lUW5ojU1+9ivUwdPynKU0tFJjyZdMxMqrolgkwdRFzI1vVhHMyBVOnZpa59n0/DPxv7u9KrVonBXEzvqxwYeXkENVXH9wIy2KsDtq3Wmzc07nvLkk2tQztdRFtaNNG+ggW4Hal3prckFsE44XIHLUoLQZWI5bDLazZwsU/qLKbhMhcHXXUOaWkbQ4wO/DBkXbXS7skKiLjkAAKMnqbSVTHBDlIHKNU1bGVRizpC97kqv1wa0kY22FLGGc72SgHHKE3gyig7cK2j6bkhBrDRKZ2KShJGHeVindAPUxiSCYp+EiDLMlRgfGOQWUcs8Duo7jmULQZKndqkDyYWIHKoTYyGydbbjlh6lT0wdEhg10bW2ThSnTY0O6z8UEyopXNUl4U2I7xqtNJTjWJvYOr5OGUOGs0ckotRokP/LWCimSKTsCuE8O7CSLHMwBgZb7cHQDjQs1KratKF8faShbt/5XLZdrmwNxLPSN4N9jihZrDOUZeQ+gjYfSkxaHfEsd/KRSWv2E+1bbas+1U6cwY53ZxT2NwybHD8yFHzAvdGN6oZU9z7bsw3c5751h8s4nE6uaBkuTaaN+wl5UHbS+E/nc+kgecIZ3jrZagz04ybrmRmcsI88Wqpkhm2eMhaURjI502zJuQHqxhywgKKfmGOWUb2DysaWVPfMxvMMCDvJFLwxsfDKOK7kDppQ45fhXLVTVNXA1Z84MUqfMXeeVvgthhAiY+s3nhROxGbcaCWvKcnw7R4HM0wClhVda8rNQs0n48nFAGWZcPYy3gk/Q+MYqPcbb7JT42jPdYdv+LTAOYe+jETmmpFXgNZVEtP20f3vIWAbI4zznKLZsL7YYLA+uLNanVLIkHOMmOPfHIHaQuYEGaV20EJl9PDQG3HzYafaBZAnYUzZWnRdpSl/sSBcPDEdPHqak2cgyHzmuJeRQZPODTTG2L1nmHkLJ6RvQSbVuq8SSFpQZETq/uFsAnfmuGPTWVz0q+MX7IQzeCYDGaYMsFhnuiebrBjK7PA2hDwEm2cZEPstoJdkvHTjtviU70MFVM5MG5ObnrlZuHBUApnCr51fO+kz/45wiWXOBzC1BWj8duUh4P1pWocsdVUOG1j1r8i0DZ1D+z2x0yoj29l88NBXTohmlc0orLxmrnI+PbvSTmxLPkH6cGTHuDTK4rO8vxCfAsg9ZbX/a5oMyRbTiS0LFXc5mL1l8sXadWygwhzzzE3X4xEUaEpbWa7lnXXCb/Xc/zZHJ6X7JvzIUvd6sD9VBxIblllwZM+CTcSaMU5h64shAigbW+NkcTCM34NwKvMphUFPDTN1K16jtvpCubG5WyxkMvFMSHvGOFZl2nXYN/WOFOsk18rZCxlXmbs0UJUpDTulxE3wsNRQa60ERt71So0byHi63s0WHe3Q5FuGUt/VBPK1J2RjDzTQDVIfpFrdF/wnlB/mrsTB4dBa2c0A1V73/lZB4PfU3fRs/o7SXZE9Q28ES6PfrsZmiPGT/4wN0e7h63Su1XIxaDd9FlJdQHVxNLjsyEP/8uVc2kTP7Yy1JnMCUoHs7cJNCODEtR06qt0qwRUEVhUIZId0kXwIKjYMrD0lXNJhYrb78RsPq9Tx+u6b+nZxxJWtSdSWRcZT2gsqqye3TUXHcc1qZkX8poazlYaOV2RWHpWLYoHGF0jKTGMN9WkP5D9oZCHSrnkB9r+25nNrdLVmDF/ZjicZ4uAHtERrTbdtXuka9y8GqQVprSwz0nHWP9TIo5+r89tpvf24jNbsbzjN7GON2E2bcpFjpeRPxH/hkOD+psF8xDO6aeW9ACDiwiih74l8+uE8p2xNtgAaPtmvWZ+PzLiEIYlrsBet8vzo8XeQ+1Cae0MUmTnljbi2akrNW8GH69YkvrZ3x+lFzfub38pUWFVjY7Wmw2xNKXkjo7gfqzuruQXlYc0aQV85O5o/CxN0xclPgxNZLv7kEwCBEbKy5WTtMDfGT1CPVbfuvprobriPCjzlTa1TrjM9O8KazYZFGVLfFr0uTixFQK6Z/lr7vjUKyNwvw2mnZXc1TjQSKf6m4o/mnIl+t1msq+/ndcPDViuoLd4kE7fUzZURCucdlXQ12ZoNv+KR7ucA+7Z0pJ4vpjHeSr+cm75lus9wnll9fNJ0qr5krnE50+fx30YN9mAO+DIwvmrf1UgVZyfsJTrIotXOYp02qkTZMnlodjQp12q3QPoTUq2FPBW8//PzcLT5YdzJ8z0QHMH/PPAljwKqzYF+RVYSa+DFnnlfY2TaccCCzINyIKbpglETMIG+FCE/qqRv+0ubOZsD2U7XpmgsZxxndtn/zHndiR3ex5TpFS1udjevkLaU+BgcTyWA/VhNnDTRThpdv7xep9MaQXILeMBxOrlutJb+Wm1tTid7Bv16JrX9z8b43Ww/jodiS4Z10KQQBwZFHvsaNefJwU3oewaTEjIZStPXH4jAwvMgXpuleg02BRuuGYwryZNRATymSq+9O6aURPmORZUiA2JF7egEMxS/yCjyiHKNUR6HkVYWYWOh9XHa2IpVAMcT7rfsEW+LtSr61CjPIQU9qse6BklHzIX1OY58yEHBy5H/Gs4tsuUqQ2QVvM+7UEIbimZzZLiNS/3ubUWkHspbpr8U88upGHUZPked6nMMxE1lVOz43I7GzWwjOAkq68b/D0FdIt4qF0NR8uhlNy6WrIOIcmF9+XDGmPo5uqm4ppGf5ls8qFT2mO8S5VqS5AnBMEBJJcr5JgVX+UFmJOG59PzOCrbyvcz2GXW4WRgifxYr4axilxOnTgHKCh1g+iDKx7pVZGyVvhPRuNxxPbUZnR6bi30B0Ox1ylOwATYKRv015Exyn2rPe7pFl9dXfz3zQL/TTJvj3x+tYdVVEgrv63YJNYZTlFmxnuV8PObAjgQCVovLCt6TZdgW8/esjFFEoMOJxDhH5pjx53imRaxry96E7In24/TF7KM+s9qcLD6e6Xw5sEAMlwbrO3ha4xOJDFPiifleaccOfiw3zsFdALgNPuMNN2lLx9JbOYk6fLqsggy/oJwqsXjAf+LlKj+t9JsyYXMbsNETp+Xl9zTpMP0meIZnVBnvQ/k5noESujgS3Uulgr8YP4l1AFZpoXq0E30/XtIlVS3E5OHUsiil5+ubM75LFudpdbE/clajpNnLsSPTI3EDYy00MtTSORqD3D8dR/aa32t32PL1t+VpoUh4pfkufq5vi+w/lIRHNgZJE8/UAU6Olo/qPEdWnbcrSodWAqBVSltZGBjbKh3TrES/DCa5v98SlHLcYoD05GEbEySatzpclnTacAX/wRLlEST8qm60M/PQSgT1FDzAg1omSO6CaI+2vzKo7HvcG5hoeGYmm4UjFg7iptiKeAaXY54IvcpOjfOs8couw/BqhlFkS4ZuCyxSrCEfjFliujrLpmCq3ejnXxaykkJL6MEcMUaxFzwrGuy7IHagJ42Jz/Ppe940nCCtbWCYAuxU7w+cTmxx+KluXroHXuy9xfxFxiSCtckvQt9cLjXpLu0F38m1DnFqcmIxgWM27NrfZk/ICkffF55Br2uPRSvOGxyRE47sl+BEqG9wJzMyzaJs0LKk4+rxJCs3FHS/cMliLChjEG237D7oppE1y9ZcjXlVtoAHowKlfqtseltn1yk3rt/xpEzuOshSV3VCbUYnuegqp6tlh43ieO2nr3mfPGM6CU6NG2Fi19NeGCjPdluutz23oh0nYZ6uTWwg0aehjLsQII7Lzgy/iyI+UDTru7Io6h0pQPKmeeFyKMPRY6bNOKBrGgAqWP5lUDdE7eTTIPCVfdPs6cAHSQ8agaJalIGUHRVQKUUQnqhnlYON7DDjI4WR4/0h4dSnBFBGC0m6ro+derYSmIYB1q1J/q2PgnUOPfvTlDPSDpprcMTvRJaLOKIblS6ZTqvv0XKvAkLVvy15A2UBJgPh3VyNGB0fOT5RayxDlY5PzFCC2tTxsJW9gr9pflPRCYGrSvGod8B2sXHT4vkoaaU5OUgUhnDLM2RC7XBgZ1pLqGNJRxDtYSoTKZ5GBjQ7YEy+AvNpo4WWoqqFxmDJtQ8lrbIQKwDWuBZa9QIeJV6HaTkpVflFjpcpbN2x8djD9D5o7O50dkMJWxBYM62aoywh0E1g/OQ+1/UwWZUN4EnuTUhwaW+6a3V91qH7Ox1T78Z0j2eLogQHVo5mPKJbhKXQb+VcG6mA0hdYDlmaivKaMDlJkeRntUciu2GzcnohGORMszMNSMLfFVh56dRdm/nr6u9oEVh9mK/M2KygQTncNAM0cCXA/1tPqG8dc0Rgc2C3x5hqyQw7hCj2Wz9dN9O1zMZtswUbRd14RlioVR5O46vtiGOpG4dnsoviZUsd03DelZxI14OVKyY3DdYTrveV3uVawhqh5Dr3b7VyvXjGCdgbLIzXijI6aKL5tG5fUWqQMYdrQr57NkSJmmZEeNJpaNgg98eQhMMR982x7PUlDMEMm6mBaqWovNJqjeWTx+qAiZUQR9brnnCYzgpcmFSKpcPFU1lq1cAnZKuTn/YrYCXTRPtrNl6QAj8jwR1xOwSX4Egjfc7ZVsCJJxZjS7GdAroA656c8whWpI2JUjKMe0IH0fy1HcHBF+17w1lA8wDHdDXg+InO+2jPRcnAL0rCOJm2+Nk85KqVwan2YfoQLzY4L8CL9b8ICIRzxD6rwKHhCqkKW/7IIyz+eDaFEpuCgjqyt5N9UWpv/QngbOzeBsPK/0Wxa8Kb94H2wEYEr4zC23gu2lhZSNrfMrkCHiPLUqP9cPBVN1O8a7vn5FD2jRpvSb4TpZ4BKaCORRxWEyNj7fAxiKleuIMvzQVs/pCxlgSkDJ9Oq8SaQDm5TV3CRpC2HKXxCvKO/pW8gkySG6LrdjwtRgXuypPRk9dMQwn0IXTv9DhsxhKiqKVs718XqQenuRaoW7BS1Pl2z13Tq+sSsD6Zq568de1vjiG9Llp3fc/2123fm6f1Y330tdczV+vG5K2fwrgqyZQOmYyxMUZFP+SpKJfhWooRFBucAsZGILhWYAfAwQv4HPVTcHRhhcB5islXGgRpPEhhBv5IizHpxnpEl+wx08po8Qg47iEFqMFw9vpz2DWI0pSIKjWtlhaEQgAoZ1YQKR4eKs/xdNtA2+oj4kJbMzpC1ATP6jHOVwZPsQliLgqXYJ0Bw0CwAJLvriNppThCy83NcoYgcynWhp9kRYpQaMgFzaInBponqrSRE0GsoGoz500hXRuN8uvZuYGImmdG4YpCpOBMDOc/BVt8JH/L4auoWOHeQKsFrpcX7+eeTrivipClsDb5B3jYKJA3RXyR0aA+xdrfMzO8G+BvjFX9iRNE1ptVsa7iYT5eccCAtcM1IcNtcu185X5E3isqVopWymi+gww5pGsrnkdjrCRGU9wSDlfTAdKA4A7QlKjBnWNSrfWlHeY89yPmoBkb2u9pYUc2igNsh9NJFcaTsD0mlImH9hvW33rFFTxlETzMIRdUQUUUslXrY4K7l/ag4MjhcLy+nM/cDzWWuTXiGl8SWOcdbhSfCgnjRYfd9LOI+2L95ovKULf1qY64DT2844jDBxK7o8yExiERcoeNef1SjawxTpKEzpK4TcA11Miy35fupNgDvsZJECLyzQa2jVXpBu6cQskvsGSYexD2Y8pjPpmp5AF0Cojo5EPWDM5e85Jg57EeHfcnzpvEMeNZ85CvPWbWMZHjTulvfjJgs4wZFwvjaBAuvicyYNOCzdWtRs4v0z/CuwGxnDgZbaQ6jd3iFl9ySrsxgvKYs3B0At/MjfI4HCKcHXqIiO1hwyWCn74cyCbroPbEOs7sr8DLMaeBHbiCDB4DmKmTiTE+i5nz4LGCBfuadKlKrqfwYNjhJlPVh6JLYbb7KaUYRn0rYfaEQwJSF4Y4nA9qsOJdUWcbqmvpuq1TABnH0J8981ufPzellvAhY8wcUmshY80GTO9FYB/xSk+9irOYdJ+HzkXixZy5xlo8Gyexh06CfRPZdIFU5Vl3OJUyTlnMYF5kudhVbD6oQz+CEjlk1DULEHE9VsrehNXGhcGOaIyaxiKoGPNK/uRlo7oHFDnMmrApcvXEHnZduDLlWVeoTHSfc8sOivFx0er4ga5Pqh4a/eNs3gTwbuuwnS8sRBRg2zDXdIXMw2UdeyEP+cDeCj0Vdkl0eFxDE3xE123of4Yt5vwDmf72Z6KXjGWSQJDRvnDEsZ1pmHRhk9mOj/fmzgrArsx0y3K/0K8Nq411bogoxydFDEjh7nzeC9XqljmeEBEArfqJQTMyxJVh6GBPq5a4WZLrnnDUZ9cjCnP7rHWSXM+7jnbEHHV/+561QLk3TMtrvudWUO84uhpDPQkliSeC4ctVlmfv4UncH16/vbXFOjS0HfL6pNEIRZTuz7mD8yOOboYEoSqy1Cgb0MwWfJifm04wbnoCPbMPpQDu+FrnQ2zQNpZO/purDx6yZunTONif/jundPeIP/n2vl85R8y36F4bCzgfSiGqVnPjqqwirabmuTUnDebPNXnL2E+z4xSXLgUrzKruPgeJxO+9AnH8VOPpVI4eLKZVt4hf5x/0WUlxLRTI/k15KQlULIBcEgx03fHsXMoITEDRbdtahi5uauelIkZlSGNa6ztyPC0OXaCr85AeXUZ3zXc/GmVY9yPI67bUxf4J3Jfy3VIbyXBod0I4hHM/+KfN2OSz1mScJWuIsU1+wl2p3vU4D0cMRPNFrr5QjpLH3rScvgVEp8nVeKymC6Vynrf1egeU3Zhfmgty9/snHPVt5iRWS6eqtescewylvxhKxgfkRscHycfQifa0I9MnGydUvOlImd/JBhqHfnn03JKLaLk8sQIeaS6s4AfhnuIXfS7lasFRZRG2nLveS7gsycDWpYyxRQf9oMpkYWRy5miNArUts00LbBl7Gw6eExOzWBmE67UFVi9rhi7XZL/Ravz8GuIX4D20JsOeb1ZNNbHFGOL5s4yHFbWI9gg1ugq/0RTWqEj3yv2KRgEYOwVJvLsc2SvwbTkG7efmI7MP6q3Ou0p21vgu13SZVv4a/p3DZC+kgAeNj/uAW12ombim8ZWz6I6qKCWNZ2eb+CCHnsupga3vG0/JJ8a4b8dIwU9jVfpnmJtMgYLqX2OOpme5JRxpUa68urNYZwLfWK6/phXuKTdQvcABqXXLQH90ima0BrD+WS6V7hTPzPVG6675vf4L/Qt7mXX9JTtfaMtYgDFKb/s1p39HLnbtQStZjiBZHXHa9HdJbIS5M65i6c26GvZuZQlXPWgfzOVB9pMHuUiYn1r3IQBU/ADJCRXAwpuBQsv7f/XEyZt0PB3OLzVDsgK6Fq9Wj7lNkB5bPNryDCD1ZBrzmzArW+vkof6toW7aUS99E7Tu/tXjMr0OvG/XWhF41fb3LzqqTfIWIXY8XW9t5luaTrzTqV8IrLSDy7ECbv+tevcqJyld0qJsSJVIfJj4yedH0X3z4hKpnv2Ao1+jzE2jG+qeTgqxtcaSg3LKjNq70kW1jTN3mkrzq6aEo129hpK6c2HA9GivyUDT3Q/2UQ7uvJ7anqWN5YBzeCGPC/XNyKZFyZTXzbNRAnbLzDsyc0YekcskeUT+89lQgDDBGlnmQ0pr8u3oeKQV8EPWRW+tjWXAsdPsJJGPUURfTIhPyXCyK/y67C+vZazhGONYf4Zb0ijtjprl17QmI2fWuTM0IkNuhfnpghYmrzp4jK8/RRVQVyKUT+a84Vnxt+VFoLyJysU0MobIlq2rhUfi7BPgDyhewlL3JqJ7UB2wWiP6Ch6gJRc1wrEFyFnc9X0FF4X9zrG2ceR1RhZRvmENQsYezVe0z5Sa5HF+PbDgMusj+pGnxWCGELXUE+zSX4wdVpmjrVAkMKie7+SR8dTvZjDAEwDQfNy0wjCPvMS7HHganWlYWWSVKVn3p7aa99QI15CY3OnFDJ5Br6tHcZZAHHvOWQOaKBiKPBRSlNNl061UjPDyIhqNFtrxzdSEXiF2g4QMBfsPm2Nr1mzWWPgncNpltlc/EbbfikOngRKZS5WEBz7WDRYlEFfUuvyMNahh/K3IR8IbtH8rY833jA10JvBXD9CPVd3OjVN0qiSa87UTAS2eGR016ygaKzdMY5R1RiebYeA4yZPSwKLyZLyp0TU0gypWEgzWyOKOp9m/CWSs/yZKAOa0ZLe3JE4OBQahPZbcoeyvaph17Vtn0cFXl0e4PcPYnYw0c8Hbbu+lPcyxsxy0DIBGhpa1HScshkSieCgcA14myKazQzpr1q2vqXZeUifLv9mJ4KVgzIC86q4a77pAa9ADrct133J6+A8dWGGnIrq+Z5khycYIBiCylzX7WE+4c6y0dmUdF5lOgcBupGAn7zOeVKPsqgswRWMW9O9Yf+PQhQzDK3TwciAUYzUdixIrkDW3sGSTuKjj0vl5/kkaKhLf4jU4Tc11Jgqmp34Ltu+2AvQ8vQx5bQhepGvNsr5KX8D+qiy/shdShVAVHGsQJ/TZ88e+DoJHuDkR+lpiwiL7GJnnVBGB/o55SHi/RnZ/ysqWQu3zPZg4tuhTtCtPJi2e4mW8baDW5X2br68YUZGE6b0HRASCEeCDgRFl+zFzJYLz5qm2t8jx9ManfpIcFT6LSLcH6cRMl6dkc3JWzp6+T7Y2zsl4vGnXG3TBaCONJgUpO8qX0C35tYITV6w4JFY87PEES1/r3gPjdeX9/Nlo5eSIum6d9/cGRfaaEr56c/3XLu3AFLuvu+de9aF2gR7RWB8CjK8+WolkNEp8gbaV9OB/R9doD0DJVhuIY51PBIjf9ZDvcmJuRwwDeHimFASDiSPSsUZ9i4XhmpqMp48yNow7C3FPU3xM/8T1mh6uaejTac6z654U3+MsFAC7WgmYltiFARzAp+7N9xTldQo+GDckuh/biqhsaS0oAygFeA3BOuJibKyPSJHm2n5kjo0MU4PGwDwLrI7qmKgzTj8zBpWGuxnhFu0KwUJOI6vrdo6eUUU/QjUUw9ynjEfFTju8nwSePSfOY7XxiFIg7DPUjQPYGUpVCDxXATiDpBf+x0cLxYMxv4WW8miJAfHXmFJbyytRsBg3G2J36tQpLK2RpeEOPCyVe1bDzblkv2TNei1ZF6NZyhDCNp9ka8bXr9fKe1mBj388I9qvZQ2+Ujwd25ecXofook7ZzNOtdX1G1H002ZbJeCPa5WK5FC59SURfbSB9jaSSnWqAlxz54FEEjsoDLD3c9rKXJVj/OFOr4cmR6YVDBlLtjgtSwdV59fXnQNR0nC/Gyd/evivb3Hj8UjmsdQwMnTATyYeSpXeK6ZXMk5N/ONMGDgfNDceeO15yJbuWnZZ/lUHBpZkY85zQlDl5VDR5jAzEmjGdbJihGRE/RG5PlnKDt5Tm0zyEPgJwvHEfOG9SAEI5rXKDxJeIPWwAuCEb7NGxBqzsGudC2H+95MCejXLVbASl9cJgVCdpk/lEbSAcmiz1MW8QDDI8l2EY2Er3VnlRS+ydSi5ZcYX0sMkodSgNGlPh5Sru4GbFoYeDaABrao8uPNvZn2foLXRH7CE4/61vKG2vsXEHYbT3BJyICrhKJ7S7NcowUjlTNhxQXAGoT/pCrfgq+7Jfea5rXaehS0s3ZU+A0KvRiyKnhtfqnOTce+AAfFGNPC+x4zKX4mc2lwSNC0B815mwrsLplEmElYFUOgv8dw4wYzomEunjvYnJFBtDdbKZBUIqk9JAu4nvqxwZG6h5zYNnxPt6dAPYdUMETKqkt8W8gh2Fa6BPcvFeDjjzQqqWK59xeXlNQzLMYXceWbtVf0WGZsgrbaf2JzEhbUwmUfqtfXGsneSfNwyn8iyQ6Rm+ZmpHwIHvNpRhA4WjYDE7NGfFhG1wKxeLdanrIg5aAYC+4jXNdT0Aoyyd7bkSG97EcrlEeKArWTWB6zuVYR4SJNadg30vzblj6wDj3civKttUjQ33w1nC2cL6PDvzIrDEjE2aaKk1ZiWJDkhm/gtbgxbPrmoDgxFReQrgemCpodghy+nCjuvYNQ4NMLeS8teFrjVa2VHWWSFk2CE4FS/upXtUh5tGi7GedfrUUeag4Vjffo02+ZChtuE4C4bmamhUfITKZ8DoZMQ2Mc0846NWQsNGb5Xj6Yu+9LPlYOYnfts8TMT+VptCU+PMW6q20t5IHrrnHvnkj/0Aebvn/T65+9zDcvb0PXJ65y4R2SRxXIpniWf9cbwVXsOrBOGgtf8bMpJpRLvHrszYM9bDmiGCbVgvoz0R0R8XHWnEh5/bl6hG2vVf9eriXIdW+HG7Sqnzb6vqtm+/Cz47ocK2ktZr61LakYmCy2of1PVKU1TZP1DY24iAbwFkgBwxbNny/oexBKIv5HU2xTQyW5ApYIsgmbVHX5zG65dW1y4XkofQAldz/G8nSo+Cn0dQUrsUn5V6CfyJcYErvGzojjDOrUpsf7Mkty/AFggtMB01uMnES8msaLrfB6bfhsfc9m2j6s3qZviQbGS3+sNhZc8hBa8ZS3Y64kSfee3pFLiKt6RcUp+VyycaERGEVF9yOmg8mmoOSqs3o3zZZVXFPmlKVWjqc8zgDOIUJc5G6iJn9o8aw4jupwVoTi4XbGE+dGnFq+iZzUjLSaDDwz2RuaarKz+ZhSpCyJix/tQhY6eiqNJEQQFTGuZLOdjfl/l85s6n2GsQ9sBDcjBi3TwLGU03faQNbMIdXjNzMmrW1VIUR3F+uMhTn/ydc1fO7ZalLA7D6RPK0WQ8tTaUkRp7KsiVIed9prBNJ7I1mchkOnXlRR98eCiTjU2ZTjdkujGVyXgi06liIE5SsRltbMh04n/70nLFyB1gYw8aaFtCUXDMA1ei4cjVtrhcwVjGvkh/KMN/grd08oP3LuQNb008NtY/Vvk81m3c2KzFMkBiEO2ZhlSd+8QUunSKOwYcbTHTQ3QO85mwpCgdHJFgaY7aVt1g09nZGizItzSVpkBZ+fR9YmZwBJqG08so2vHFcyHT/cAXoFBX1mjLnjl3ALpFgARmQ7psuj7IksYuIvBZn1PZg8CsofuA5pb3WzYCHKjlIMJruKf2DZCAY01nwAFsFD4G3BPWEzUtAg8hC3GzYeZUf7z74L+xzmAMZxYTr+wwDLl9cY0PecgF23KdHpbruHUGY8wx720VLrTXFe0g2hZ6SU4WDSROfMv+XKcF8SyT9xu8npxHDU5MG7haaTkckvUBA/zQXKRaXj5pC9LNHbi3sVRov6jsWfQYuPVMOMTdsAsumaX5rT4HB4w5bnJdxDNz/dA7OiL/fWYsOB5c9ZzFLh9PYS2LzcKF+65FuR6F8DseWS46BD8g3cl5Z/MTB3NwtmPXb1/nzJOrFQ57p4g6dPpznlKIOUGGFtaBr5fdK/symW7KhuJnbvKL4/oEQ8e8qoyNEztDjgNEOgfvuIkwd1WiGdB0tMvwv0ieOlRSCH5zqETwrUl6oCBdqseezY9xsLHofG6u+rSrwB83qgOsVe/JxEVHW6pQCRzK6JfrWabt0ji78wgt9dK3mWWhxWNVnyMsKHfKqm5HCScZwGX+BsGgull4Jap6LZwpPl5AEcwH8jkXgDkM/NemXDxabWOMwLHg22XHj9TJGbI66nhRWqeqq8dL/IAXw5BD8BJzyHLaAMcj9BMHidteQUB0PrdD4OyUdfCjSILwbkVbJ21X7AyYaO1kMjZdD/ykr1y+acfTfQ8/LvvqaAo09em2QTd5etakGjc+FLlj+7I8OvoROXj8N+VBebHctXhQzszvlcloJwxtV9bH2uD5TOaHhzI7mMnBwcyU/fTCBmz7eD43z9zUGNDUQa8WYxlNtuTu+18g25vnREYbshxPZTzZiEwQd2S4LqpArRCoOrILuXLpCfmd3/o5+Z3f+SW5dOVQ9vfVyz+y/s2WS9mfj2Q214Wtm3okiw01VFD24Aa4pSpi2ZijP0opbOH6glHHHDJMNjawJqJd46XMrI3qCR3L9nQiH/4B7yP3nH9YTm3fJdvTs3LH6ftkMtqM44UVVIxeijGipV0rpLEe0nGQCmSe4lHJwimQNJUu0699U1jGiy7kPKJcn6cOMhgqOq6zI7K4kJTJLVSGOJf54iDA4PU5amhFOmzWBDMmRL+qO2Xt2Kg0XEq8scHE9FQWDDttkDGG57hyVfNkDyGDiiv9MT+koDZKZ6hIyMSwjwiQ7gjlpUphwHjSwmkykjzSS/Hd0OIr4EB1wll+hJuLURqzNyEKcPTWKOHmTiIP1A1KKAnQOdcoA2bskLKdTSUDaq2LvnWEVTQOX3VRdzSyd0SkA6yFca1spmqnzY06cqFAY6wtrRWf4VrCJOLSFp4bGEUngF71a78hh3MoMjNzltipHOHMns81nVmdQDOZa2osnE1xBLn+HB7O5cC+92tMxY3UfghAE9oaCUQWmGEzuJC25y6XchClpn5871JmBx5MqAiw507p79rGuX3vSoFFsybueIqHxJrHkezI5FCAd1dYNYNlY6pyKY5z1umbzWU63TSn03Qylcl0JBuTkTmiNHCiz5psbcj25qY5n5TnTzcnMp14YGUymcipnW2Zbmggx8v/Njem9v6NjQ1zZKmyZ883B5aniHu0NzIWQ5Hz8kM4vN1hl3wFOfCZ0g4eVBE+yEKUW/g4eVQY49HIkU5Kjbodllg/iGxb2n8YLuY8wkEKnYQLfsCyrhxVvUcH6SnHvz/YNee/JDCH/wMeyNms9Ks5aBK3j5/I40O8u8N1KScUl1XTE1DioyekYnT7spQ8PS/uCaMOqyVZlWUVBG8yNobyS7hGQ3fC65FlQaLOHbMVa2/kj30YUevsJ3h/OQH4LA10AzZl+2FnieVXJXd7PYtP57Js4CzNpefiGPI08HADWTypadIkgbcjM5m9UevmLjqlfLJrRTtVYVyHuRb76/j3RgNEveopY7dRrqvGUQPtthum/nQDn+L0Zni2A0YdGQ1k2Nd7Yr1CBeV9hVMGU+1Q/qWB8np37SO/Ls7HSvuBXtbi4zRDVBvaMJJDrmYmLWW01R4Bz/bbFXAcewVBOseEoc8RpIssOb+GE0xwpAa+h1uhBgFhjk4bqpkIBwXwM02OZ8Z58EQaM+Mb5mCB1eu6IZx7/hiqnABfVZZp1nPxt3Teg8HhHTx2buQ1gaZjI/JPm0MvbF2jxFaN8bXArGdgU4VxzHc4jCwjG7qm8w3ORMM9uQSh7yN7rFLOsmGeiatj5skkTZty/cfzsWb1Pl2UwfvLuVvyOmX/qONZaGA0A3AWVS5WFQh2Op35nBgbp25OnabJAG+tr0Zu4uAN5e0IqMchAHMb9LDtMlNW8pFlCdZOYmsPFodDesdwpI7UskUrwYz9YqBHJBtsCUPPiiww049jg3FcyjsZ7SD7sTARIU+pzPMGRMZ1O57AdEw+bYhMdkQ2zomMd0TG2yJb2yLTTZEN9awtduWRxa/LI4+/Xp6av0HOXb5PTm2dlw1Rb5U7NkbzhYwP57LYncn+lQPzSl+5eCCHe3P7bqQrY+aFp9PZXLYWS9kZiWxON2U+09rLsUw2tuUFL3mpnD193kv61PGkivZGRCcWo3AKbsh0c2R7bzzREypGcuHpN8tv/9yPys//wk/KY0/N5NIVkd2ZiNoZe3ORi3uR0RXVCwc7Igd0yq3yHnjJdcLUFoETUj8D4vssssR0fra2wi6lgKI9P+TrqY2xTOaPy4MPvlDOnbtH7jh3l7zj279ETm+cl52NO2Vn804Za6qkTkCkLqaAAAMJBb9IP0cZDr7zKH5VzxcGxwLlMMvDiDhrlEMNraVcuPi0TDWCv70lW1s7MpJtix5nJD5BeFfTwz1ez0qxn1Exj8UNtuRXhZOKFzJ2+oq1v85x8JYm78HRulq0k4G/k0GX+eWbnEyzps+l6LLS3N1NJRlkJbDSeq1+kO2W72flLAR0RX67YeBaafpvq1ijD90EB9dzxtzhWjRKHfmw1nUDfc/obsVKro9g3IQalhEACr4jLZkbkGsfzQhjfdW6bN6z0guKrPsUkFC9SpMzAy2zok6C8SDyc7/4K7J3oBlHmmWqe95T+Y2Hzv13FcrzmUZgyiE+V8eTZSst5GA2t2wlzVrSa5R7uR7o4nlqJ1RFGZmVAPjfmhlkDiYNXhhW4SwipW68zdQjxgqLMejQL7UNszASEfnVCE8cec9HU/vpH5G+bg5E1MWrzheZPLGPl/OFTCYb9rk+T7/emGgfpuF4EtnY3JCtLc96UifS1vambEz194ndd8eZU7K5uWWG7Xgyke1NT6Hf2twy59PmdCrb29uyvb0pm5tTc0ypo0ojv+qomsSPRxdDuR/7PJjzXxV+O55aT6qBsqLBHi/HgbLSr992xbWF6J29t5I9Unyh7k9/q2tNZeylOQdcNv1R2RjXNC3qM7XaU92OlRI3pMtkCoU4+QALl97XnGkw3aPza3LOwKnQYwl1lCp2QmZAXhV2WV1CBjmB9y6vJmI4e6gRnGQArqwr1h9ylOLv0JoTT7Dlif53B8bbyOwuC/Wocekd/YmtUs4b8OwjqSu5zsb2jid4B7IveFHToOa5q+2HgVByqZ92G/GcTmSDnZANAv2IjL9Wz0IJ7tFDXomQWG8wF5dXcSom/LLPaTqeKJ8s5ewRFNOxIv55Bcb7OEutWV5Zzka6WegdqZ7Bzo2MiFrHprGEAV76pgd04lbOEKWF4Eez4xmspxSGTAVTqb3NISurPV8Zqz59q8GugUFf+9lhByr4USpVOZ9yK0FuwGFFrKFlUFgX5cxo9xj+ISP7mGklo6axCVhnj38Tc7LdKCscg+YUT3FcOrZZ4oKCHqugUX3FDcp9nCwt9ad+oBHgBR/NBzSP86tDD0lcR34796LWeFqmWSrG4nPNe9DtNScDN/pM1PYXR6AqLquZhb3QzpeVx9HIQe7CbvBMtXYozS+H72Pj4gl+ACHKRt0q9+yxuB+lwzTkWT3SVH90ASqeJdqzGQBZFWi3xvH0z746WqA69LaInBc5+wKRU/eInLpL5K57RM7c4SepT0ciOxsi08Ulmbz+VTJevsqZokNbuMGg+v5TIodPiOxeELlyUeTykyK7T4gc7oosDkTGByJyIHJqJnJ2IXJ+JHLHaT9hV9uyMRW5774fkjvORBqZOna3RLZO+/fq9Dk8ENne8Lbt7IxkZ3si2zunRCaHMpodyos2ZnLfnSJXtkQuH4pcOhR58rLIY/siB55kJOrTemJb5IpWScw9i0krMJ56UmS+L6LVYtpO88/sqnVD9ifNmhb1HUkjvXUhX/nXvtcqErfuFrn3pRP5nE9/J3nwjlfIy57/3vKKF7+PjOSsjBdnZLnYchQ0dbY1wmYuCy0hTF1eGbUfo1vZTn7yoGZbeTx/EaU+WlIyk/l4T+bzK7IY7ct8dGiOJ73iJ379f8rpndNy/30PyfMfeolsjM/JZHRaJrIlEysTRNZTHxFwj28b6dCNMrEsM3XAjUea1XbgDGGimQpqgE1kYam3lHqZCgQGFovy+Mh6BiDGDNAW83MvNHY4Z/W0bLoFtfd0S9Q1I9ILSr+M/QcMuGXUHnFoDRZPHgjlDfgsuCUEjB3KkBwofOT5fL8H2DLVoODggSFQ0WaMRSltXn5Q4qEclngUsBdCYKxU+JDiOKY4GsLcSFLBWQbc+Wbc8RVhpjhrN0PLhZTjO3Cdu7cVrBONo/LXRtyFZ5kJDB0leaiV4swoi/xV5pOXkFW0wTLpLDyoYouyAZESnsri8dMP/MRPy2zmGEUW8I9lpJmg6QwFMDF6EmVpXioQUdgAlzWsp3g2Yns61S4W6OBmzaqFwhWp6RzD0x9NNTankQUF9RONuobDK9+B5R24B2HJeHmfDnlEZ2MtmCsHhzXEOp6pMNIlGRFcKILSVdmmQmJ/R1bhyDOZ7HQddaaNx7KtGVBavmftUOwGv8cyqSYTy7I6s7MjZ05vys72luyoE+rMGTm9s2OZVFsbG7J9alum0227VrOizPk11QwsdVJNZUOdVdOpbKhzKxxcG1tbDqgZGVxmFBj7q4gdtgSX/NncAVvLvo25JCeSHUyCPHVzRvqeTgPEeAb2QxlOnq4/C54X+FiRreXZaDWTiWVEkfvjJD/G25lh+ky4XXx2AtZxo+TGTgB/SsGALDYA/8b9UEqZZeTcRXnJio+bcj5T1qAcskqJcHojgmGMqQNHk5duILOCI67R2WyY8+B0GoTcx85PhRzJa2C4ua1IYlBiQ/4da9MPGvDSFC3drOStiMWPe9kMrs76R/trAuLbCaUxJ2FoAcShNYhKGPYndWapewak2BMb859dJX0CziMAYasDAxkFKyew4j3IYm6qG4+RQmdk3TXBtLLoK9dqHnIQ/cRYNqzWnNsctqrSU39V8Qd84tmx+DsyAxrjM3BVMJ/WDJUjxe8CBINYvOMk+bbxsa8xDzPStgC555tNGQdFBMgNhshCwIbDiSBk8Rd7ZKwxbKk0YEm9s1EB1CRZ6vl+Op3VWhYl0eDdjWOANp3KToNCQaAGGUn+kOAdNa6wGIrn8ylsxeuAc2V4NQn643vAbE0N8Ewj6zd43CTbFXwIFTGWNhaOq9hjjqMzksW6YOMxkVXRkB7DmcoIk6FgOe1DRxxIHcLGB7zMEgBandGyNT2y0watGz4aiyYPa8kaVfuvBdJwcFDcYO1CJmhk5bH/MYpNM2PaZs0w7GIdgAcgMzHXTN2ZizptXirVj9JDBUqHU6ZkZOgd5JAqXKRgF4RYgHHIfWq4SOW0xYmCihPlcswDi8l3cD/kQqCGpO0U7Xf+A/AOTTjRoY6SWF3PMUcpVWJhIGzKPJAPO0BZoQ1n8BzXy1Z1o1RPMuvWdez8tmWctyjj6elGVoq8SeTiG0QunRIZbYu8dieepvwEQeRTAes07XQKtO8xkeUTInJJZBkOG1YOkqI+UeOZd10qN4M+ZusR/wXoS/rdufjb7M+lyP7IgbW0GGFnNJNzckFOx/NMxSFb1Uos4t9TZ0TO3ily/gGR+18uIjtiuCCzuTueVK8ALur80O/b1+wnfegk3r0nsr/vP+r80sC0zpVmOmmmmDZkFvBGuqAtAwp6xWguP/+bvyjnTv2KvOaxH5TfeeR58uKH31PuufOd5I5TL5TTWw/piMhyuRUixkuLxubCAnUGbVy5kH25MH+TXJk/LofLS+Y5W8qezJe7cvngCfneH/oO+b3HH5e95aEotM7TV0T+zy/MZGtzJPfcNZbn3z+WD/wD7y8ved47yT13PCgbsuUMTutqU+gF7orZxws5jGyGnL3FREazs3LvHQ/KuZ3zcmrjDpnIHbFg/BQly76KJGRN2HRi7JwTQJ2x4AJ4TTmWAlmTEdATq6KsRFaZF57LGF+lcS9tA7kBpt4830t9yA2MtbhqlgXDWWPjjxRmMnLg2KHSNS/nYz0Np+Rx+Ueb6O8YB+SsQbQ6icCmkrCiA4vNsFpirGz8AcxQddSeT9tNAltVR/JJEr5wSEGwp4OK69LZGPByi1VBversstIzGhV3GsWlBjkCKReAj6ZsR4fCidIbiKyIH38JqtNjT1307KWozZdUcqHQALuoPSzCBNtcM5zUKa6OkVCojceoM0SvSjdT3BV/azr9TE9cQ02AOzP83ZUZ6JiAvqZnyogJANszlTSzCiCurjA5P/J36d8aiLAobNxn7YoKT12CU8ViMqeK40qZSh2KlznWtLxcZQlw9BCNy5NIFHDzwJ1ZcSIi9r2pOUi3V+cQDvddzh3pcOpliJZdpeEBK8NzkNmxlgAabpUr5ep4Uwwry4hSJ9PmVLY3prKzqQ6ocGad3pazd9wpp05p1uumbG/tyPbOlkwjg2u6MTGnlv5uf0+ndjLZlmZ+jSeWDWafb3oZpL9L/9VTcAFl6Rm5Pe/IwyxgKCOsbZ5yYFEQpl2q5th+umdm9fsJwHhKHt7XDvqX9t8m2tx8B+WcnX7FzGsvAdvPEY3h7GvkENsc+TqCO4UziW9KMOzYW3DuwvCb+wnHOR8MDIzKzkkrz6ucM+SNGRe+D12mRCldOnnaDJF2pMjMb5zwoaDn0oh3E25K3h5OtorylqwyUcjzZnh7JHAI06dpnQVLkC6wis+YpwOirXyEe5ag8CNxLDxcFOkHrI4oL8ugCJwY5ZTNrE6M5wkwrlfJ9dvsFjKR4eDsjSVlk/Mq7/QFi8CM0Jo7wpGIT5osEM7ryKcan4cISmD2FC0ezCtUG5f1pv2QGtHsFWTzZkZUrWxW5xLw2t7TWO9Z2+bmKU6pcgGVp8P1vCXWDbrga6Xtsd9awNYJXk/f5yIkHoWzbL3djHNWNybYOoI7PCfGZ1TOIRvNQb/hFOODcvr50fF3aBQ2Ymkc478JpxyyZVWS6EOOv9SuWZOhNym2pONfhq5l0DR+nWmFpiPAQRA4mAD1XsxNPjeWR5yG5hhH682u3DWmx8z9dNqGl0G2dEWwYIHEvli0qL6IYG8GH8qH1AQS0jdK8iVqfKogV+3/sQcxLdM+WGI6k1D+hhLPCOjZ2p8oDA0OcyEHDGW3pqQx9q7YUjkwlcRK7RStb2WZ3WcgdwvZ3w/nLBIBAvcO/Nva3I594p/FAG7g8ILIj8l1YvoQTiiPca8Cl2ymN79GIu3CvGh0ix1PD9LC0wlTz00k3SQenNq8+5H9Azqkf+fxRrTtgohcoQyh3tYkwtePdXZjnw6mnz3CDI6Ky9D0DWpGsyC6+d65LHL2QOSeCyKPPxpY2oA10Gd5xZvnC0VZnmZFqf2isEyakXVwKDILh9r0PpHDiWdsqaDSUsWRlitueZniJhxbmOCJyGRzIYd7C3n93hPy2BO78qu//picP/cT8vA9z5V773xQpuO7ZDqOKLQjj5lhZCmvBIio9aG19VUU7cmT+6+Ri4dvloP5ZfePq5NnNJfD0YE8OXm97N91IDM1lrQkcCby/NPe/62JyP5U5Neu/JQ88vpfl9Mb27JhdbzqlFsmTha8oPOZGnUiu3vLbkJHMr8wlVe+47vLy573zvLCe99NNuS0bwVbWCgid5jcMqR5+x93vlPLiF1p45I6UmAjAlHpofzT+V7qYRGJMC2qVrXZ6pyaDw7s4MyWAwLHUODPVBYHKQoR+S+Hb6ugVxo7aTPkJk8Fgh7tTBA1zd4wa3oAgDsORo1NqXKUP64ZD2pkZMQCHYTjJRTPpkvAV/M2GNhyskdMgh/tC+3MjzVmQwFHf6O8TddiJxHYoEObuP48BSUpgk35qXOinJuIeqaPyxwcMfNUa18oCfRYDL41GQrZyaKD2WEcTFCYZ9At/cC4cJiroLfuhSjNKJdHmec5r5AGrcqL9W1Cdj6Sw8WhRVkVM6DKuWBm+DpYBDAGYoSWMZoKDZyvhatlChQOd4j5syfGiXv2u+HhBJgs8V7Hr9D7tNxwEpkhft/isAQbDnEARqGVjKvBpdltWhrXnAA4aiL1ADY3p2aUc5sCpT8GyE0AnOpEMxgNVVBRGuhxZstwMieVK+zqnNLP1JG0s7Vj5XvAqFIHlTuV3Im1uanlfCPHllIMq8lUNid6r+JUTa0McGt7Qza3tJxwU06f2pFzd9whp8+c9cys7U1zeKkzy7LKtM9Rtwg+4Q4mPYADo+DXNZVVGBk6dtodhGF8ngCsjpVqA7B1nLhknyBjwZVizRqq04zWl9l5Fhgyhsrgzewk2xfEM7QkNS0B/aSyLX0pEo9OPsfmcGfPd5hR3t5yLCG9y+Y32aLzt3xrGEoVyW1M7u6FhemZWbC+eRyIFJc1bKDkUC0bPl0MK4gVa9KjErAczgLC6cvxg4kCO7xqfsCJ0rDH3KScc0c9kNFQqsvKLbrhDjAUh3dynnWR6mVj6NkIdlmYx03AOqkOUy+aPrFJ22KKpTGKmFm7SH0kbJqgJ3WwUmnIltHoayMOcA8eb5FnBPQiG8UN9tBAYMAn4+7aHvy+cnKB+eQNMkBlyEvugsrOyNZJPFGUCaaaQ/g6ixYryeVZ+aA0awiyqq7D2ZRxcAQM+1hAIdobXuAGshvgKP0xjJoAfLYSoEpMcpskT9OsvVMnGXqvyFdgto6erMeHcbfZ5ZHZs+EneKPPmdWGZwHO0IYaKDjxdzIxGOPrs0He0tRWvpUMYL5c+HgBb0E8IAtJTd9FYJt8kdFfxxWKuSBnT42L8qgaL3XsaPYNyhJTz6b2QqdHcholvbtoCN3Xm+9OKhz2DKNfpYSFNYDjjAxnxKK4j7zWDbrBe2c+GsoEtbdhQcaa0LaCC5kVShXQrUTEXBSjgEPI1gwGN2yNhfYJ6yqAy7HSvVyuDaVylj4akIcXxeB74keEJSwDMBlCrfnMMA8dgMu+zcZsUlZM525iTcbSYFsGbqPd7yfwrRbf3qzjSbOXZnTXmc6JVLKyHEjqgMJoohQN2U9SvDtTj/Q6hxNaS4vwa/WU6zFuVV/WraCNmchTM5Gnd0Uef7J3d+Sp126uBOaTnZGnk7LhYOKGaRvBxt2LEXjXqhkdirMi49PqXArH07brSBY9CTy4nU0xx8/h5qEcbh+KLC7ImW2R+86/Ws7foU6n07K5sSkbG45hpW0yP56mhuJHhxURCtsEupkO5OL+m2X38EmZLw+szMJ8FZodviVycSaypxlYUzuQSq6o8XHe17xme12Yi/z2hUfk9RcfkQ31JsdmQeaYjUEsTh0XTVo4YIekXq8XXxI589iuyPYFE1TPP7std2xNZDo6XZlPkRLvJwC2M284LnISyJWMYkV1+kYqu831/CVWLi4sZaTuIWUyL6e6f64dZrw8fJZKLS6g75Iz4yPSavMZ7ADKXGR6DoM71eR3sTJSvNB9jvR3ShmHRdYMt3vme2axxgpbGUMeSlaVSJ/ldnRKyrrHpq+R2mtG8dWaw5NA7zCisqKySmqeG8dWXnQE4zxmUkwkRO2hGOGEHygDmqGDs3Dc2aRZRjD5tNRBI1UuxF2hh2MQpok6UTwajiixHl7AAKs+ty2GiqWehzB2l4wry8jab4yTeC9OumKsI0u1thNbkPUZ+yBS3hEpTxByrBmkQwcQsfBZqJFNYqMRDR2PS3nKVwTLsDywzIQqR7M53qBrZJ/85QrsDrmWhpX9RBzMDtQI5dI0wpFs2iEeccyyHtFsGUuaUeU4UFqqB2eWlVeY8ykyqzT7yUr2prK5uSHbW5ty5vQpufPOO+TcuXNy9vQZw6+689wZ+/3Uzo5sbW/LluFTxal/qd2FkVBWe3YNv7Ax1O6Pk7FfDma7cZqhn2yrx3j3GaLMRGI1tEzJvuj7xkZ4me/8uCpYZdcKsCVQekXDjbU26oY7o9nIWDiKJ8cbMD9Zcr4q5WIj5z5tb+xvY62MZVQd211XHilMuuGjNqVQ8C9Xugc+hEyopgyyzzantraLs2l/YvpR0i7BQRK4eM3wUW5UHqa+7Y3m0WWPnQzigOnqLNtnwEJrFg//eiT6zBpdpHVcNGvH/qQ1GxPTi/jVIN5qbnKznlLy1T5OdSqONF+XqZPtz/3Bux1nQ5RBezTGZzh5I3PbZQkeztgx3fo98nlkkNMWRhu4lYYpGHIxdw4c2lT+mf3rp5baye/GTrRYpx7KYbIK7erAbDoVmLllVQ34t+54kmMnHJSZGKIsA0kMoi9wpiYrMy8lawMlAwpfiB7J8xOLvswQmonF3MG1e3uE5UrOOxqzKo7RjsqQDadNvormh5cF2zMNQ6Q9GA5WvCdXa+JO9fKUnwL7yEY172+4C2wawEq0Elt6Ybyyr4hYflWGbtfuRnqXXt0+rcXuancMuVo5wJRZh92T0iHdBZ5uQJ+6fseTOoTUcUBJF+YwgtbKpZ38A+fUMqunqscowwuIIfv9Ir3jOglZTCjQYSylRiDIjdFh/Ghi1uuPGpN1pC8KfKqG3tj9/earv1+H41z0a3Za5PCOOEXQ6nSflNHoSftua0dke8sdXYpHtR9Ns+PCJ/FvnD6oiUTm3ApHme6vTXVw7YhMpp51tX1OZL4lcqD3qvNMnV+nKMEmnGJTBcWNmlSksur79Tn4UT3aPp/6SYhN/0aOEfYbV35VHv+d18ub3vxb8gHvMJUX3vsH5dTmAzJZnhVZKiK7Z76wAlJDfYRj4i1IxQDgfFrj9yWlJU+PiPsy46jJkOEbleIkNHxGim6zsnWgc5O1iqldSQbFkk4aioSCUFSggACZAHgK9VNRlq4N9rXjG1glS6MFlcGchgWlx3rAG8B4Oo6FX2TtplO28JBWHYNQZOTNlQHlUGAoM4T5gL8JD8pP0WvEJD3XsxEyy8scHr2ph3gpAfMiukrzmDIzu4j7gYEVtVuW+VGpVcjQqqjSCQKHNae8clHNHIsKHMvcmRCGk9el6fjZEQWGjRGHDkQaeWCMJzlGRIFe+0lRPk6enRdJ83myDeJWwAJzzSSPqLV1759BOe6PobaMpgBnVcXFolR2Ce5BRlecwBb7S3HqHEvG7/e6+LlhRiDPyo7rzZLNhTnZPdjrDiB1oulnagAoHp5lL2kP81DRONsl4WLwnsBiIqXF49XqqHO1SA94sHkA+0ntVB1K/lzPflLhoTJRy7LrvYqf4QON2ouAKw+e5gknZYB7RlX8PhrJ9saGbGxM5NSpU3Lm9Gm5644z8tCD98oLHn5YHrj/Xrnv3nvk7vN3ydapLcua0ns8W0ydle6kcUUSVnowM8swCwyPNNxHPfjbsdLjF94gGxMFkd+Ujcm2bGyckvFoM3mJRi0Nby/LvXRh+VHZyJhru0J4eYZpwmFqNgQpTcF4Vqt8osyzySgNR2OaA1De7VG6IKGI9kBRsD4cfwAZKOmogbLbOKLixShjzQzbzkABry4BF2VCpZBnGQ1hIXrTx4QNxKY2TkMuo27JbcvNrXpJlJSbfHI+n6q6bijKvtIx8r0cRkmKD5KLPE85fE2HaUxxCmVkd8V+dszJcH7HPZbJwcZgWmtwyDNfPBnUOACCozuB+wDOgDOjqP12K99VjpW8pDNQE+usM6nwvAaYPp0nOL2QsGrSUPfTq6ut3DuUq4XzPOYd8sfKwLFHYj8xTGUmJ7igaftv1/L9xQddTdW1i5LLypRDuxnkC7IPZ5NBunrmVxTy8WnbCLB0f1PToowK3AJtB5SAY+IAw8rZHo7cCqweOF5zr2twBLAiNaHeLC4XrECK67qhFSArxfitX5cNVl02M9EKc/I4SU+6he8IFTiVDxxDQygUsE3KOemHU6HMNwqYK8M+TptmcqiHOqDBhx9O9whA6KnCBto7Lv1AFYBxh+HVRM4c74zeFEGscNykXKkMHcVnSo6NrEIulSbQ8yxG0+eoE9Jih64/Kl/HGGjTNDjmGXQlCzMPQAN1uUf8JTVCcT2lcfk4NiPo5eXCpfGawRw8PGSM64Elt5G1XCfUFaAAZnwc2Ik+pN4nw9JiqJQ8fTkyZCFnTIcM2xW2IeTVSDPZo0wXb4vMTOs1cM+oj7fW8XQ+0o2AHQ1MJzidsG4APo6newCvyvTNIxI/yG7aj58n5RnRbI0PSJujLouz0dTLkQmlUFK3C2mfHscfl+NnDSlCU9IN6g3LcNTtrVN6JjF4Z+i7zfjZiiy4bfp7hxyOSlqadza+mx6x2jQTdiayM3ta7pz9rPzXH/x5+ayP+lPyzi/5w/LQ+XeXTXmejOSUjBaKzTELwDtg+SheyObJcDyt7LdWCbBP1nrRSRFvHCX9xuqe2Slm9a7NxuG0SrBUYZTrKZJIAw3lCFAIxHjBXuzfPPHE38tLxmvNg7lxE3pF2ryRpEDAmcYMdRyg+GF0aclRObhxFDcx0BGnUZJRRqm07qcMQZSOKtwLQ6oUoGz8yhprx9dTi9s07ZU5hMMrQBCzFLEx+GuMarYD00pPMUhG74CmtQag6BLG0wmxIdSBiKRtLZ+0z8wQ0iwmzYbSpk4i80nH0HHKrNROL44+zzqQdsV/8sjfTJYKKj1SRxKuCYdLozyrI9OzoDw3yc8T0UwqE/0K1m2YTlj8KnTrfb4UWbH19irGU4JpxvVeDugqVGhgVEYTd3tNVS4AvccUk4U6g6CgKWYf1C53PkPvtfI7gEHCcaD4AtbOWFSHDtitGUo6D17iEE/EvguDNQ9dt6WspxAuZLkZjt/5QhYzP/zBGxa7SD13NlyuTFlpQ2T0JnZc9ASROJT0zLU8RYuCJw5iLk9q1qtmRW3I5qt+W07tbMu5M2fknrvOyQue97C89CUvkOc8eJ/cc/edcseZ07K1s0N7Jow7YjxwIqTTIuZ0nb/+uOhffdeXyNmdc3J65045c+Zeuf/+F8u99zxXTu+ck63N07Kzc4dMJlteyhgnEBo7CodGlgVFeY+VDgB7yCiYNw7y4/kLpXQ9myAADrDn5nvCHbJ/sa/Zqsd6D3DsxIxg2RHXBDRAGuCJRRHGRIuOGgisVZpTTjM/lINlghqxWYYHPrtWXtdoQNHmLkIpL6cDjUjsB85KQtea4Kz1EQEI59d+rHW0NfYS54WszA8x+MSYwvOjfemMsj8jcEQGlJcwdWNy4qg6VSGmFVOvodVpXd3kPEW+tnjO+gKaeouzljXYQ2YcA/C5b4ljs3jMrObE15IGG7g33l8rqTYFLCAHkn+V08DXiPJ2bjoiVtS6HLbQobzThWtWKz4CvIzNWf3Q/3rJOApaPLs2x4Sy+3KbkJfYnAWREbx+rrxXOCbe+44yHrpjcVhZviiP4nlapy4r/IhtLGThe+mjXxNBpsigtqJ/68/McI/0dO/5/ED2Z5flcLYns9meHMyuyCvkE+RYiZK2/MCIKsXCuBIggP1CiH0AQMvrNbhhgOtZyVuMAZisria4w8rf6m9QHmYc2Bw7jguFNnipGtCJIlOqU63z4ASW03naiv2RfUbbLDM4AjGFOdQMD7FAYGHWzkkgcitbiqcannCNG1zF0NONiyqMVVNp4qsGyVgOBQH3ZuS5R2a8mT2Z2T6qttq4M35rhcZM1fPBoWyx+DBLGdsMtHxuHIRj7heAgedhHZGxrxdaiVXMcQZcVC92voWSX8whDgZAf/Gd8YbrlCPX73i6I5xDwGpSZ8JKRkOkHsEdh7I6yA+kEKEeC797AM/vBSbUTdIyEo6eVrmizg/FWDoU2TwQOTh+h/WzR8tbeD/m5sqKbKy5nca86Xo43T1DAXM36ZrN9e/T0j0tSdydL+XJxVz+5qu/X/7Ie/6ufOwH/6a86zv8cdmUe2Wy3JGxbMp4MRVZKDCtn3x3MlAJAq3OxgfgnKzRkXII7qCCkB0iCFsEU/FPKT0oIzmlMDizSRbv705mGwoDB5416qCGPnnO2ZM98sLjrMlnFa1xZijTaguQ0WxiRRSEi3EwBo4grdVHFlZTyrkUeqtKHPB/oDw5s4ax7EWXXHbTGEbEECsiz2GhaE4OZ6R85+lkmDgYuNw+xxHKsSGh7XdECRj1rKAP3XmBQvaK2Dg4b64py+Dw2mr0wq5tlN14IiKmJ2NzZGYN1ApglmA81dGjSqwptC4JIzPAx3qSUQusaReiaogXBkEA6eUURQbQHCfheJTTlUwvXTPFebmUw/nMhOlU5nYiXOVWRlooG2ah9Wb5HFLw84SdGP9QCiwansErry822BnG0IhSkTwNzP7j9dnphNLfgUdFJ2P6HtOSwYU5J1R5cqeC6hOemWQjuJg4ZlUoQVnEOJq6A1AdfmN3xKkiAiegzMIgwZ4yGBvgBS1lridt2EmkXi6mOB1Q7n08POq3mM1ivMbGwxfLmexeviTz2YFsboxl+/Rd9h7NrJpODuXgcCy7+3ty4eIlefNjj8trfu+N8iu/8dty3z13yQP3nZcXPOchefsXvUDOn79TTp8+ZSf12fwacG44BrjskLznuf9PAH3vf9N5uyDj8RWZTh+Vc2d/Vx56YEvuuWsi99y1KQ/cf5+cv+tBOXvmbjlz+i45d+ZeOXv2vGxunjIMrIj/k2TA6q0C9Cb6bZ8wY+xN6xgmw76rT12O6PyDFxcnK6MveFY8xU71yqwKN1D4hDDg+iNyD1HA1kmeYGQXmPlaPNI2M05dRTZH8EQ4efJe9slE5mgvGOAttUh4GWzpsyFL3seThFZexCg9jpmWmWo06rYvdf/kX24V1KmcZfDb3wGIA/MYJ9KmJREnSzZ1QGHtGB8lX1yeDpXivTKP154Ed2yE4IBSCwcAfMQVhHwsKpYvjTcisFrSEI1Tt9L4HBkvzfLsOIGxUWUCPxPkQ0a6mYrqw7mFDEzXWmiFADD/ol1WbkC6U0O6z1z2L3CIimGyIQMxWmPT7Z/7FPtmcmc7Mh/SfA58pbmD04ZyBjiA6p9DV7ARC3yYNPrtHgf2rtGPI9PgSobDwgzf5qpYriqNPFPZdYPIiIGk0YtU1VenBQ4i0L2ODEIY1dlQd3AkD1lW5jGvBZ+DmQWoVAeYzQ/lcL4rBwcXZW//glzZfUqevPSIPH3xTXLpykW5eFll0FKuHM5l/3Ahh4cLmc8W8sc+/mvluAnGvsO9eqUCAKU9a8sDTQzdAw0DWUT+ZwRDVUYbXovjPhVEUNWMKeYjq5zYh+nARPAaJZuqk6R8iozMBDinrKQ8tbJkwIIDai6U7B5zkuX747+xn4Cr6Z32cTCpASGGEUg7jPh3ZDQ1RWmRuZe3Z68DPzCRmrzdDtMQQVZt53hsItEDkbARl5WFaaeOxkFQsCEzA6n0TnczB9aaBQ6pDD6ymxD4zpPQ7flonWbIRZYXsJrWOAt8ngrzS/kHxpglfoo7ckipjEIJ461zPGk2iz4f51ZzmR3LbzgQcS0b25wN4y1uUb/hmIBj6iZJ7bTDTZHLpyLLex7eKAYzn986Z9dbCzXJqhij/gIkliCDrdZ3rYWDSDHD/PJqw/rURCbVA9X5tHAw9gtPPCJTPd54Z1de++Yrcn7nnLzogXeR59/7ctncOCtjredTEC3zUM9kkil2x0hNqJOV0k6tuNa+tMesuSg9O91pRM01vtEsLZNfj9r9eATxz1WcgbYb8TUZJE0/2gubU1XiIjZt8hb6vn1hXzayMjDRJ2aZAAvv3tukNSzXlCysdCYUMRg1XTnkunFhSgceG7VdXn/zLv02jpTP9kFid23l+9BVdAtH1I/WduyEUCh9qQwG2GU6aFy5L8MO4JQhKNF19DUWkWUIwcHYlJHUcvEMKvhp3JmVhleI83RoRdv4COhM046Tiaokh3IS7J5yPHkWl7fRs3tQ5hICkJFNk2lGeR6XgaKt4QQAhlVYJN0Il/MLj3ZHU4leG4s41tdLGJ1ZqzHifff2I3vGypvt9Y7R5WaxDkEok2bUepYWtCSLCCr+UxiAjuG1kNnhfqRtTz1NfnEoh4cHMjs4FE1mnWzie1XCrBjPgAH3LFtgJBcuX5Knnr4ojz7+hLzhTW+WN7zxEXnk0cfloQfvl3vvOS/33XO33H3XnbK5tWUZVH5aIRVzIH3dmorss+O3rt/0KAvZfdnavCRvfETkjjP6M5a77nxUzp55o5w+fYecO3tWHr7/TnnhCx6We84/JGdP3yU7m6dlY7IlI8O/8rEqtZP71xru/sk6PkG4SOFsClU1bsIY1sN6UUDQvPU5p2bgu7g5RRsbu7Z3+aEsSfjNxBCj9CfZSL67c05wS0OLbkZiJSWqvac8UjVmfB3L15JwKzm07TtXZNERvlE2mDDwbCDmYBauS/saLm0qg6H6VAbh8VOjLMharSLZPo9DP6O9bhbO8Qx4VSlYTcMaj1CvrnTSPB2dcdCES5aQG3hmdxeCU43conVfu7kgHPid3m+Ux1T/axzoWljgcCJTWxIPEAGNvuu5zZClGGFRKnFGJnyF3ug4eRqm5rTFVJHiDtad2LwMfNoYMqMqJW1no9yELhPnC3U0aQaTOpn25fLe43Jl74Jc2bssl69ckUu7B3J594r9qLPpiYtPyYWLT8jlvV25sncoV3ZF9vTwKHUg2AndcuzUs4t1rNUdD9gvmBFoLa0u7NMUupk5TEl2BOglWIsHS+tFtQ/ZmeUbhdlVS4S6Fn4tPCt5ch6Oge/WwZh02aGdGoimlIqIaynoD68aAsXgCTzG/Z4n2BRrQ2IqUboA4/Ot9D8oxhsv8XbyERF1Z2aNdXKS7QXmez6MuN6drpaV1ok2bl8+HUGMmpDmZELe5WhHU5p/yxxPG80Jx20201GjyqilnMOGH+nwnBzOx50VN+N4Qnmfnjp3WuTSjsh0JwZnQSfv7UeN2VUAzd/WiKsi1xL2CRyFOCIQv8MhiTlOtPE1DixkvTECm/59ReQ3fvVxee2Vx+XHfupn5Hnnx/Lhf+hPyge8UuTOsw/LVCfTKs7VUNmQu7ZfJMdJdsQ6Sh0stIj6+dZTL1Sn3BDsTGLijbIfd/o/qEXvn9HVFdm/rognOzoyn76z1iG0I8LtSkkxbETP7FOLsMEhUIKiYUzAd2KJiIgfWx0lv4p3xNqwHgRIf3YFOALhMLKMrUYJof7bg925YUZpjjGPsz6vQjoQAubwsNReYs8ZEa8ySRaAhimEU27iUwhN/2Qd8+S/Cd06GHqrlAFrJMpUyMhOI+5kWA9Z1mG/a9TSArMx9oHDYycY5hh65h0yU3RvGZ4R1ai3IfkYD9SgkcyBQ8u/ilK+WKOaAI4sDE1Ftohw5TaH0woRWY2ehcc9caOiRI8Oivbolkd+HUcJbdT7wklDp14ie6uwMtRZ5Y6shLFAmnxovMARs2GI51gmCXDgwhjwU1jiWeGE07G07BDjT0jodiGcy4mcmXYwRODDWH81WreYppFhc2NjvSgskKWDi3tTFrKYH8jh4Z5Mxxsiky2L3MlSTzp0IPdDVepn+zKebITy644ni24jDX+mB0fNZHdvTx5/8il5zevfKL/9/14rDz94nzz3oQfkJS98nrz07V8k95y/S3Z2tu1kPT1BD8dI+yLQVeQlnkepw8dN+wcib37Mf5x3PWU/Gog+e1rk7Z4n8m6//7nyds99mdx/73Pk3vP3yh1nzlvZ4cbGlo3xZDyVDR1rXZeBC2YlBWCumQEDq4XHofaYYw/FmsIpdHkVHJSUTUTKt5deFPZLKuux9nxxkVGqU424B4u3eEVKJvB94bIxlluIGFPUNtrWqNeKW8FYFYH3giRk8KIsz+jBgGisUjY2zjXNNKhSwKK2FNpLrUgB0MMD2lcEf6e5Sh5VmFI1BhhAsBgfa39N7VErNo5M0GwM/XMiREcCS2MRsA4URO3MAwPT+ORFZA/M8fJspsI2gioACQynis0/Sr6sSe6Qz7Vol1mRcbwbvHIkMz9mtIzvhBWAcRoHNthtZNzb2nEjBm3FKV8W5LAUIG+/b0GkdcR6Mww8779i2VjOUWwGy0goWJ7E6UnZYkeUM6JRjRw2h7UHmIIxTr53UvnzI+l1LeOEtVziNY+W+RLznHKddBzP5Cnb104VT0ce5G8iz2RQ5VAzfTVYoo6m2a5cObgiewd7sntwWS5eeUIefeJ35ZEnXydPPP2EPPbkZXniaZFLV0Su7Ilc2Re5vOcHIWkJvclkPWQJEFNRBnXcZJl50HwURwmrDM4Tw6WK8QYPCPmtpOui+CkyzQIjU6YRYsLLWmcG9ExUNPPJ1q5Pua5m1wMrFtc49GIyZvs8oD1Ydc8T9IBfFV8mZmHHiqHFw9SoTPjqBxxK1gdtRzoE4toIFnJlQnLYKEFTlJe0UQLzs3l+V6Jt2f7G57F/Y9aM8UNnxwngBFZOOnOhhEC6RjvHnk0P9sUNcelQeqLiqi4V3wrXIxkhTjEGL/CkYudFjg/VOroKu41smZyrZ8PxtOwcCGtKMFcympiLo8yOy+sOw8mEEj7IzlHXwusFGx+FA+QhyjSPZ1rFAMr54JjC6ppEO+AEeRumfgpXaEmgWnAqsY0/6xyOIM5o45cBXB5rS52P+usVkUu/LPKqscirFgt53Wu+Q/73b3+PvNPLf79MZEvGCz2yW4/y3pDP/cD/JMdNrJJ7ZUxv1ICxcDFueJXT0VHXlPztFj5lXJRCBsZOgx4YAqyhGTMjI4OwZbkjudlNtFmIh0JW4HSmFTjQrSs1jrLmKezeNgwBzJisOkSGRFkPq9VrqQjHu+NI7NRDAxyhRt3r99pRj5UcCh/AB7OMkMMp+Kj0+XyuKeoGiI0UXsVgKBHcnoSDOcPpZ8B0ykOx69hlCGfFLVOPxdoEDDhBpImM+DnbmsOvBqVmwhDcIEUoTgJZ39D1BmNC/w5ga8Vp4jIVc1BRMv9kwxFRwtnhfY6MogBYd6cblKyRRTgTPhTYL+H9tnTlcBClKqXPtJPXXPBrWn32wZQfv19LMTLaa8qcp1Kbou9gHtE7338W+45c98pyi+O1bZnU+PjK8fYcaAqoI03J3JRqZ5RVzAScHqIwUt3xie/UecBef/SrK0WI9sxRXhhKIlQPAzifHcp4A+CNZfBiPuEPnGu5XpQzaGaTOY6mc1mOD8yo0jv0IIupBodMwdexmtnYquPJYX0ii8ecvmPZPziQw9lh8taLFy/L7z3yuPzSr/+OnDn1C/Ki5z4k7/ryt5cXv+A58vznPSj33HePbGyeCgdwrLblfgGb3kbCXrfQUxdEfv5X9Od1Mh6/Tu6+S+SlLxZ52QtPyQMPvEDuuvM+ufPcfXL+zgfl7Knzsr19RjY3d2RruiUbG6dlZGUUqnxGXlRGbf0dBVyMLEI4ckm6NTY8AQZ3frwqAmGZlI+rZ3XBkEYBjg/8smTIK6pgH0/x/d4aS+aUSP6KcniOpCJQhIt61NDeWVlOEFBTfgdDgRxTdTcNYiLXtmDfTRAjQaHppMqmFe1nsIA4Q0a7hVJjdy63wSvdU/mXycBefzkGyrHrFhe+A64W1lXeg7+5LBEOoiOA+HNKgBeDwJpj2C3seDQ4bIAR2K9ElD36d3qaq71PM0AN38VlRap+VPCR7ceeiWzTJvRo2adthDLySusi6C/Up8padF1Dy9C1/LrKNvVkUndMW/l0yDM8ztt7lXWfjWSd1IH+YG/7a2r03SFVpT8o8Wx4ECEyuFT0a+fmSfeywUP9scDGrhweXpb9+SV58sIb5OKlR+XChUfkkSdeLb/9ugvy5MWlXLgicuGyyNOXRa4o5Mo8Km5jKSS18UKrTDSnRnsmwvESQKLNQeC8FifQwuVkwNV2sTseTWIHrg8k9lz3hJUyxh5R3EU/CrAyhfSLRj+J+cz5cjdPXY2gKyAJINP9x0t/yzHlTexOwrOy0spAsgAXb3TYm/G3/jltysGwSYjHBwC6tUvX5mRhIO3YUnAcZXFZ4CCh/NO0N8a3NWgMf36pUXEyczqzwuaI0TB7STzoSbsh2BnGpA1VwHnbiN78tjGqSMLAMVQZrtC4/X2wq/QgGxzhFOWbgQcHzE+MpMF3AnouPrcxp8YCPP7WOZ6QIXRITgcmtJDL5MBZ4ZBAmRuAxWcBmN1nHDETgKOInRtwbUZWU/P+SbwHziXM7i45nvB+AGUDY2r/iNPojpmQUMR+m1kMpTb5agR/D/uJbhnBWYjxRDkdMqLwLzulesYBsHr86Pxsd47Bqchv/Y7I616zKz84+QVDMAPOyWhzJJ/7gXKshEyFVhcHgEUpnkbBuBBxU2pqipWJG6eNEzp6R+yKIhaYFCFUKHt8bUvtNLF0hqDEzh9Xa4NXCalHeDg5tExPU7swYwOuRKf/KjGH3ChvosL2HJ1HGOiRDWYaV8Rw4EvJMqs4qQXYFn20vlHuMQjF0FuPOVlN9F6/FqVTiCACEBalUuiHZ8FYYIPmqpqFzC/ch5QtCAM4CfAyOiWpMSniGdzdwPlwXk9RWRI5J4O0nraMRgUtZJeOOnwY1NAUqACw9Mwfz3iaqTIbBp312RwjjplkDhxohdB27YQVgK56NpOBdVtSW4yz7bPICBLF24m0OhOuwZSi9t5PuXPPui8Xx69YavYOumPrwE+wc71DT6PzL/QjzfYxxw5KvWI/qJGiSo0ZBgmu44JIcYsMq0pr6GPd6Lio+6byJ4AyQuVl4ZzUKKfrcm5QBYwN1UyXG9uPTQ2DAH7byDbz033UMTVzrCroXxHkqeXva8/kjV40i5OQTUmLjLdgUnYAjp6KpwbPXEHiXSmajqcyj8wnV1gVfF4Bbd0ZZW8ZT+RwNpe9vQO5cvmKXLh4WV77e2+Se++6Qx6677y8/B1eKC9/6Uvl3nvvlrPnzsp0a1vGsyt+MpKe/nkygGyeEekUPfGkyM/+osgvvWpXptPflsn41Xbq3z13TeXB+ydy7/mR3HvXtjzngefIvfe+QM6cvUdOnb5Tzp69R05v3yFbk20Dcp9AiUpDNQxH+8Mz9zINKVPt4jNO3V9RkMG8/TfHbPMSzzRmITAhXsLZ4KdAEkZTEpdzxGldiX3k787KsQjvcgTa2WyZJfTi2PYB9o1r4xQ+xpLJEmFyyPlLCasx8d94h5bDhLulfMWxO7qy4abXfeAJHeqMiiYzNppmchQ5yO3xF0nW4crEaU+ZOi7yuVACUlHK17gih7JzjDQOu5hNzqSrDJv1fq1mjAi3MURDPL8MVM/6qbbpuzbsuGfvR5bU5RqM35E1Eg81PScsesZ3MTlo/DwaHPtQMyrMkRygOhYupINJMH7opzmfcz/jewIZD8WNc51crkBXibZqOXk+feLOtbzD97Qj0cARgXGPcQtjF84MD0AD1ycyjU0GHVrGrZbKzeZ7srt3UfYOL8nu/gW5ePERefOTr5bHnn5Cnr64L09fXMqjTy/kwqWZ7O7PZP9gLgezQ7l0eenZS/qj/rCoVF+uc9bh9zj7Bm1kOglbYwY8K2sP8zPp9kG4otQh0h2a04SwTTXQwIQ/CRhcuuRUZ0HWUeT2pV6lT7TwnT1fMTfndnKcQyVQq1g37saQITr091noGhpU9ABhAFfHGtT9pm3QdW9vsMUVgds8fbpZjZlh7ycz0gF/uejpsJ/GIite6oF7vA8cpjXF7HTkPEnOs4McNdTXNNbdBHwHmUfZCq0y8UNzDLcL4OU6zpb+5/hvcJgpbhOjM9Swwqkc68QGUAN/aKifIp1BefDSZWRAQWaXlZKBIsdta0fKstgbG/JWltpNyXkAxxNcX/BqsHMJTipM8L7IGMHf0OdNt76afQTHBCY4J4zej0A23gNHEp+qF3p+OkaUwFlQKbFJ3hz9+6B7/zEREsZ639z1lBqzb+eWm6E8F/28SOd4Ys0Pv0/I4Yf5wTpjx+HEsZ8OLqkRs1cdGh8BWP6WJt3QyfwBrqsEoGE/yQDMuI7ahbYB5WLZ4KI4hmUY2VBYM40eCrq/p5SGRsVu27noPkudBI6ZcHbgfYg4pgBh5Q6KSoakaU8iUu6OM2fG5VwqZxYeh/fHRk3lB+npfY9KQDTHayszRTYVC7b4G7GI0qmgDYF3gNWWMOzBo2tyWahCaPUYDBhPilLGXEP4AXcnVgt5rCJDKjEgSIHMBofzhJXu/H5VYTouQrqxcGo/5gX1XanxYR8EPlFGqDQjqo3qsDMrzQ1oNMAporULBR5OQtcjqjzA1HA7yUYdiQrYrfvanUSmWNHcoP1uTDtoN/ang8VX/5qotukCAU2OsgXLkPQMJWBRKU1UWNr0qtGBMrwyTtWugSKPohEAy9oaswuqpNX4UGSzIKMly2TTp4yjT3j91FHsJjK1giuztkSmweNLZ9esNJGZsmst1VM4vlBKTAGMbRa4sj5Gc8XhKBeYjes8SkjNsFIQdN3vEU0N40fLH+f6Mx/LwWwmB4dqgFyURx7XMoqn5M2PPinPf85D8pyH7pcHH35Azp0ay8bWjkzslEi5rUkT4nb39AfKyoGN89MXRB55XOT0jsjpUxO58+xlOX36UTl79rTcdeeOPPzQaXn+Qw/LPXc9JHecvVvOnLpLNjd2ZDLdMAdfFLmEE5Mjs/1ChmLl671AYuNCyJPm1pVNG1+uuph8TTXAOyu4VNiH6QgI50ktXwR4soi3AidNpCCe1oOwszht3qrkJ0Wm3k9lTH7Zmqza8pRkhmGVo5CsSrYFh8ly9ZksSjsMHM5kbDB1OFMFZWfGdxxYt/S4k5ANiKAKjz8y09Ir3ukla4ywKG1uVw4ZE9CbCi6pDFdHa27aUfMLPo934zfnseZPp9OfquyuMuESGxCrOLIy/B3lTDXtRSEdzMQjrS9KYNFb+KZYY0s5ay9ypxO7lnJLUhlh9SXODMvss1iPmv6DUtuYq/wuD3YJkxXXU6k8ghJ+cpxjtR7s78vBbNd+9g+vyN7eU3J572m5sr8nu/sHcmn3UC5e3JfL+weGv3Tp8iUrl7u4uyu7B3PZ2xe5pGVyh1q6bRCB9i7FZlqxS5o1Rb9TwDv5hT5nHbTbMZLpDpmRRDyF2JkjYMKECjchlgFwHlNH1QsndIiBUoDwEzyI46vWPosC5WBV5dSGnscZ6Lmi0raIFRJBRyyxzDyNjeZlo9gjXtpvf4Pf2Q/KZ+LdWbpWbWOgi3LWlM4MsPZe/WnKnLtNY6ueeRTGKf7r/CQyGJEdtIj9gBY2PLmI+QohQFSbGtFF2bWoeIh9iN1u6pY1OHLiImLrpdc4qW4r9K0sSG6tLssCQ5/AyzyYY2N4nemA1+94mtJPn6kOL8hBYCbtEX4SgLvVobDPyun6xKkVOgr4u2zEcnRh1vbJ8YSMKVRVoA9wenBmDhwffDKfHH8GFHxrzwQDfflsYqfzZGIMeWwx1gxn08rJIjQSqV39/GD94108n8dN6bHnyENXE2AlXqjjL8cJvuM/y6sWuaydoyPrcFlZaV4FZo8P8pt6b+kRIQzK4+/3kcOpyaXk/kLZRqZKMfJ8dTJHUlKSQVO/U/GHZKx2toyZlR3cQ2PH+cFQ3hBVWIe2mu8nLBgeI342FFT7pxnAVLTW9Lbpr88Yzy+/s6q4WWi3amJrzPFcNF+cIKsaaftKbWkWF/a6sVtWUmEcuWyrzJxm3YBICPLJP3W6nJfa+XoNMFSEvTCEYUiY08m0dxxDjrK1Vcw1X/NeKodUct9HofZpdMiSmCKStGwBz5GgBRvC7QhPx0YmEXxzVi6DRMhFGDYYvRGX1AQ7pqNfvKI3sH3Af5FeH3qLjbqfBZz39X1VX5Y+F/q5JbqiOiTS+U3ckuNpsR0BEP0snj1GBNp+ljI7nNdntvRndXyzZaWpkeJYaz6XXvY6tyywkTmexou5ZWPpaXhPXbwkjz6hjqcn5AUP/56V4b30pS+U5z14Xs7ddV52Tp+Vra3rU5JuJ9IpvrzrP066b56wn1PbIufvFHn+80by9m/3XHnOAy+S++59UB649z45f+5uOXXqnGxsbPtpeeOpZZ2Zg84MEk87h0HcMx3j0XBEEb9s9is3EovOw6v5nLx6ZWqYT9a1fKGzWVYMV0XeCl/sHBKtY6uyTpLlpCOp5BSLLxhRjcGfNefB+xpZAefPand5HI7k5tGU/J6HMlkpeC4cyGi7OxrqCPtIuD1CTB4HrXM8pVduTWYY65ac+WXOx0Ygr5PjK8LeeDliWf5QPCOOZE89hsY0fp+M2JFz1MKu+Uig8CjrWqxzvkKnwaTD8dSVTtbFyGgIg7HJ1vB3w/i1nIwIaFRBFnRCz6zwg2u0dKvx7Pl/Y11XQMbNXQ/kzGVxuCezhWYuKW/XLJoD2ZsdWFaSgn5fvHRJLu9dlCt7lwz8++lLb5KnLj4uFy4rNtOBXLjkpXKKw7R3IOZoUse7BSzYpgALgI1AQ1FpTEevm2ZmaHmsW27H7XgipkOOJ8xdUASq2fGEdYRhAfKZ49MW/8TawJZLvsZtgfrcabA9F0kAbsqM7TNHC5sv7JHU5eq9MDlYE0ZGJADJcxRySLDfoYOTTYHsxzyF2ifbnLj0jpIsXc4onWheo192CzL8yjc08mtiHPyZVUnhYpFLVzD4yKLvgfbhmYNeGzqvhhIoQ36WWeWare6wBrOZwhfsWdb+zsZU7jj7HDu8ywNQAeOSejTLmQp85D65Abp+s101zBE5BVjzhGMGG30Zzh+uA9tvL5ncrEME7+5L8XtPTSpgawi2BPoDRwmcTztlD619z9s6bcUPxguljOykZMdRz/D5783umZyNJrRouGbwpGQ8UT/8FCveiW22h1L6VtLpw34TYtjoo39DmSH1EZw9rlDQaW7EDdLONBwHIC0XQ4uk52SYmdENSROYBZ4X7tavOU8CRNNwJMODD4WIlfwURg2YKSvHJNlTIiEq3YvRxqtE4xyYR4DySdmanJpAzhEijlAmGxJofx51H0eLh+MBbSmRXWPJTWn0GAJbH7FTpcTcijB3B4lmyvHeiT6m8yYnOlLzGVvoBvJen2WaLYjTZ7aNHzNu5VfWaM1oaRX7jIoF8G+T36dZQNY/lC4GaDj7sewZAY4MtuFLxJw26gzyI6jruWoseHbeonAdMtEQx+SKTGNybXoUM9uWl4MXakaQOWfUEQNn0UjL+CI7aOzfB2yIpz+HnPESDf97a8uH4IBkjwEw6/v1aOORX7O5IbKJrCN97sTfY72ixAAFTNVnWRZSDK9GhpGgaElGqPaMYemr0Xg56vf78+hrBSj9O30uTivV8oZ4byKoaLVezAewNhYHMV2xpQ4PFXh8aeV0Co6pjqy5YlBYWxWDAnvUswFGiy2ZWiTLHY2HB1uydzCTNzzyhPzCr/2W3PezvyDv+IKH5RUvfZG83QufJ899wXPlYXnbIQPPfZPI69+0lJ/8P6+Vjclr5d57RN7+RSN5p5feK899+GVy7o575MzpO+WOM3fJHafPy/bWGdnYOGUOKS2JVGwYi4KjbBiHLCCmmns4dmuc6tjY3VFKZMp1OvxBKD8tozlZtX5ttQrFGzRCz2cnwbDJlEb72J+JAl8c2FPZpCxRjpAzafSUmZayNDzIdtx99dSZh5bJphx2edEq6X2WbA2Df804javk2Sfe8zTMogTSaEGGp522GYYfRe/tyHpDktMjt1EieBIo6p2ambj6ePTeA2R1ddK15HmjLJA60Z0Q2qwCw3v0g1eUV86xZBe0PqbTZKzujw2HI63dXPuYE3ydJoxnYZTCGJm2cD4lADCKEiNQh5GI7Km5MXO/Vw/RYEhuCM0o0jMZ5Xh7MSh23DtyZ8qxq9hKnnHlUQQt/fKy87mVjc9mhzKXQ5nN9+XgcFcuXnlSLj71BgP3vrT7lFy6/LRc3H2TPHFxTy5eWcjFXZHHnhK5eEVkNxxL+8r/ATOKyUAFBateEEoM8YI5TS/AGifUUcsmAkDpgOX71jiojoOmOBk4MsdKbQIPiEqDGLs51hD4gl1UDhK2LHCFH8UBXknenGTyGNw4/dbK3yJgF2tfT7h13TTTMk1v8bI55zXuE2bsJLwq/mf4UHw6JP2LLNHQzX1JcMC+hsWxk6jtXeKtj2Oh2bstpLhsZVNl+a7FE4CT1fJTSDxrVcgvf7Zn/40s/TsctMA4ozZpkAdZhjqcvlur5RHXNL7v2Y0uAx39M5Q3g1ib2R6E4/fy7mVz6mq56u7eBbl05Wl57LE3ymNPvkFmB5fkOXffLR/8AZ8rOzt3y8QOI9FSSy8+9/GhAxwax1j8neX017F+5Xrplyk9aRI4PHA6qVPpSmQ4sU17BB3lL3qLk+3I+IGTxDT0cH6cCufT6XBgoYzwOMvvemeOdIxwEfNwgx7IG6JROJhOxTpgwHbOeNrsMqIY9BACA7hOuGcnnsF9MokZvyNVDvcHGPnxEw94K5mcUTDYL5xF7sgpEFJ/jkeX1JojJ0mFG+Jvr3ut+mhSukPRSGUZ7QmwvFR4cFoL+arsarUWSa4Y+DWsQWWGZpfjPSOZH3pZT1P+R1FUnP5lGSWrqMUZ0cughP6hnnnFdQGeS/akEAd8/4b0BMYGOyhsjdSR2SvnS6cgU+eHCi6UNVZWiGPbEKYJ1YG3Uw/nk0f+058W7/ETxECFF4UoU1/a4FEGzfHWuqaY+CzPwKk23IrARbI02sb8OX4yvJhSXDXDxU6Riw5YMGJ00CgWFKDKbB7SiKxzqtOMKMtHE2P6gGbqiXwaSQz5xkRxBOId5hRayvZWSSbIV7zfVt5ERLG1zWmEz/VZ0R61i9WpZQkisQU28HdkK8EhBcdTxmtiKevndoqO2i6RPYT3gweYTatZT3ByhaMLGVFLOH8A26DPVpDUCSWihmOI9Wkoqsg8OrPl/cV2M3wsdQ7FverMUiPB/AG4Rhu6FVlPCr3gcB25xM1Jp6cPxfcbIU9HdJ06q9Qppt/rqXfqhFL/5SzKKPbVEaXbw32ENl7j8dyxsAwXyvfbfPdQDg7GcmVvLE9fuiKvf/OT8nO//hp54J475cXPf0C++g99tBwr1YGITpQM+azKcFVl5iJvelTk0SeW8tM//5hMJv9LtjbGcmZ7JPfdN5YXPmckD9x7Vs7fdafccfZeOXvnPXJm55zsbJ2WzY1TsrV1VrY2d2Rjuikbk007lVCVZsXhUgyKiS16Ld8D6lylLvsJWNqK9FzJOqaVBRI5FhAqKSxILpJBT382yrJ9wE6ko2xJdjew0dEpfvDMcloMDvHIIEoZg5WNWQEZDihR8QuNyZoUpMiyJNOvNnqgPad9kOPjCleV1rNxFnLrJBzZBaLhr+yOdRd2895snozalK6zIkzg2SBACjg8m/Iaf4DLdj90JHWdrtluwOKEuL5d6zrhGeqQgQrwbaoNtgdh7mWpkrUREYajRkX/q17+KBXXg1GiWM/xlBTzcCyLcZzGZ6V8s8xaUgfCzPCcDmVxODPH/+zgQPYO92W22LdMpb3Dy7JnJXEX5cruBbl06XF54ulH5MLlpVy5LHLpwlIefWwhF55cyJXZQg40w1VPvBsZMkzi3kCltFaHQzXtgm6qm8Hmz/nfbgs3168frPqz4lVt4kUtp2MlP12x9BOdIZT4w6EE1xEHNWGDeGJz8TP2hea1CSkACjwnrPEyK/IZnvWMU3YjeEqG3yLalPs5wb1d8GWJppXeuSA0p5UdMOILwYPecCRlY6uaxLLySD7Eqwrzzb9og73u+FLdBCM27zJxveyflFGLzIVeCDNkZaKSG4RzyF1IiluWgccYGdiCnj1cYw8TxJzLlrW/MJ1zfnBoQV3bh3t7cnn/kly+rE7dC/L0U0/JE0+81hy+l3Z35eLlmTz+xNJ+dF9ePgDshDsJT20v5WXP35X3e+8Lsr11zvVlwCOQg06xqVCWnSW9oXfi71uP8QSFCJktGDXOdDohUfYbpjmBi0s4mE6Rh/0s9Y9Pczsq24rBlQC+vW5sNrrnbFFWGf5Gpo+2DVYDxlvbWavXfzapDetkHd97PUBRTNhddbBRPZ8rZ4ROuONyO6XSltoSyfERz1zX/utwcL6lqJVvYTkEg2JGl5oiFF7WLRnHIU6hQESAn9IWG6UWtUqNgF3FjfBjeemytE5hMIcjRRWEeYFDetQtrD0IqyaQwqfyhJMIOjFKcvwYq6hzRvlGjaMJVbU81eKNQTIh2VTVIZOsouPmDLNSJx9jvyecQHQiB2LkCcpOo1kCFdzWhZ4fYUxGRfayiv8aUFd4EjC0fOwqiUA3RipTLY93thsDhDdLU2rAU2GoCWziujj2+STQme2lnV6mzZvFMTLq5BGwAM3egVMGshrZQnGMMq6F8aDOHXXopO0UWTcYIjh/GFIFGdFYMtqmSefIUkcOvrd1HWVtSobtqO81jKPIGKLT5lE2Z8oH+SntGeBr8X7NaoI/UYei8T8g6wj9723gOOXeXxx44HGfOsDgvLEMIVbEYyxTjw98pobDxD1wQJmjKsYEySbpF1HH16LETbJrKsE33VGjb4c1ZupIgnPMxn0azjxMhWZ5qePpIJxPM5ErV/xk2o1Nf8amOqMO3EGlDi6vjATQvGLKzWQ2U8D2icwXYxnNxnI4n1kGlOKFPHnhkrz5cS1BO2a6mi36FiCUO/oJjgu5MhK5dEnkqcsib3pEZGfnQLa3LsrGxqOyubUjZ89syumdqZw5NZUzpzfl7OmpnNqe2M/W9inZ2tTsqC3Z3NiWM6fulJ1Td9jf6pxSMPONrVMynW7IRMv4xnpS5dRMEWz64Hi2qB03MbBjYGuTk8ETo6DqUyQjy+Hsj8TpY/Cj1tfFSgvL1HJerExRPL8JJjXZxtioq+/Ly8k4ZhwmEh0pt/K5jaONWx3BG5tTBLnqZmR5VWtiI8dlGc6JDIITITmatJOj9Z10IGbmF6agnZvEeckSORrk/M25mBv1vgY9SIjvA4hbeQyMZGsDYLpLRocG5UtP/zFey63DKby1Vp0nVlDPjL/Ez4vAXzidfImVAl/Q0WG0WlcOZbacGW/ESXBmrM615O3QymwWy0M5PNyzzKQ9xVbavyB7B3pK3IGdGLd/eCD7+ws5OFzI/uFCdvcWsqfA3fO57M/msrt3KLt7B7Krp47qz/6+37/vPFr5+O4VkUPAs6oPATZOuxFbG2GdPdnbAXxtDcTq9Z0Mbe7r39voVd33J4Q8C4cB4T3gyEhG1r3EFHU0ukTsg9ocQSRbjaFg+/JDyWS+oO7D3gmHOVqifDRZCkpETX9Bhr9fY+YbAtkWII9AERzsnu5DfYt9E4oFTuf0UDH078gsTZ13EchW1G7S//Gb7ZQYI9NrkEBvY+yOuYT6iIByZmIZ9IBnYjG/FgoEcKlejeEibBM4yVxpWgBiIX5fzGaGgTafHRrO2cXdC7K7e0GuXLkgV3YvyqVLT8qlKzO5dGUuFy7O5OlLh3Jl78BO/z042Je9vUtyONuXw9nMMse1NHVvz/UvQB6AVEfdm9WBAT7v6hjGoSJlx9hJw122WM73dUqO63c8nSXnySgyU3CSmXSZQFg8JyKt6Tpp2bX3cE02DsLptW5XGSeXgsXGXmF6+B0OPAY7Px1ji3E9FdcA9BxtQRtQzsirgB1daMu6UwhxSmFaDJ0TqIdgQdu51BLP5f0OBxIyydatRbwL64YZP9qCfvD49Y6/G3WcPQvEU1vmNDCP4CVbvaqtFGYpuC6kUhK0/BurilNFPiuDYm1DO0dFwzh7p1UzBSsaLycbtVewkk8KAJ7jxxt3Udd1eBW0MK/K1jLSzAZAKHP2n75UscdfKAcRM9Qakzb9foXSsOnb2qqXoRGWNGwa0SnEvQXSNL+MsGzVOsXpmEmPfdeSMCUt9QJAdchbdzyFIwY4QnqROmdQxoWuQQ9Sx9JWOIAkFAZ1othxr+bYCocJbaXM7gkHkh6TjCRXG1osneDxqG60AzHic73PythCZ9JMHDyXp6iHZkMmAdrfZBYwtBkcP2EMwu6CcoNnwqGUa5v4r71fwVUDV4m5ijnBIKrU8dQtQYbIMfYcfbckRY2sqh8WJwNFZlKOHURejLlldiGrK+YF44bD0bL5kCcjykCLo6ynUbY30/mK9us6OoASpW1QB9RcMQwcM8r94gpcqwvNe69Gl46KApBf3r0iT128IMdOPHe9UXV9OtwtJSuf1IyyiyJPX5QQ0Idx/LA6okR2tgO4XH9Oi2FH7WyNZHv7lGxv7VhZnjmeTt8ld5w9J9vb27K9tSVnT+3IqVOn5cypLdne3pHtrdNWxrc53bLT9caTqeNL2amDji3lZakbVJ7uCoizPEYCBo5flNgFInQb445/kYEUJ6eujnM/+L3MI5nFMq/+03xY7L3NnmmkRG7AViYXxhReBAug5FpJF6SMeJFW4tkFtpOeCqrRbXVWjOx3PcnPceksUzAxG5tWHx/14vAIakqw/YP8xr8A6HXnXVj5nT5LhgbLFyZr1V8VYDHaG0Zwxol4Y6+DxeffO7Bv5KNkLDCygy1oh8wHndNDx0uychqfW3UozZfuXDo8vGJg3Vb6pn/PZ7J7qFmg6mxSp9K+7M/25WBfHU67cnnvspXg7O5dkcPD/bjmUPb3Rfaj/C3L4DQbdV6f6+/GYinw0ATAcejTugqIdXOO51xrKV4Pn8Qzx1f5fN1z1jmrTkByxZxj+eFIBS5PltyudKjKknHyoF9FPDLBo9fdjzIzwsqMwUNeH+cXNPes+ZzL1jKZH9cm71vFZFrRp9HfVERW2833ruAVZd/r3yxJxoPbVLBsf4OxaydScv/oOtVJIltppmf/HTrOkipqui/VuXSgeEuWUbhnuGcHh7p/Z3JwcCAXruzKkxeelIuXnpaLl56yn0sXn5QLlxdy6bLIxcA/0z3IutX1kupbKtvHOPUyVwZOYfeOr9qArXy9zkq7G3A83dOd8rZFgOLQ3nnVqVPjqeNRnm4ZAShdoi9McL7VPPm/7BSBk4QdUfhBKdomYSRtheMJs7Kg7/EdY1IJObY646NxOM3IkcbXwUkGpxaDtJ8OXZPnG/2GcJitcf4w9wFe1jT6sdVxn0W8F1wUmE08dgfkzBqtGc+TsL7SmkTUsUBYvYnkaMjzBbp0+K4jbgS7157f4zgSjukExsBOJIA6+mORC8lR4biHo6xZGx9Kp2JB9cI101pR5lVHcWrmiClhONmNDGRoxp6FEenr9h+NJLhhUcwqKr9VEd6wQ1tLsY58VkQQ8Hx/RaSRW5aTnlYV/Q/FEBEaB5PGaQwtHpCn5obVjTbFSU2ulMTFY8wvTtCICFPWj2Mo6YSPxmlXBoSXA1V8meL9/ncClQKEN1dMtM2jXBiTnM/Gi3D89PwXqmHq7VJHgfm0yWbMpRbNtQyfyD4ao4zOatZbv6LiGmFq1BGzpY6ncGoYm5xENhBO+gk4KWNR+vxNX5eJQxTvMGiRGHLziftp0ZaZA2Btxi+yTIJFp7zQlkM2EitVxlYJQNYcRPq8KBuD0wnlB5ZpTrxbE1TgSBoT5pQrX8Uj98IxZKDgyoqnxeL11B8kpaKtM13fgbmEI6i3gjcbpgCfCBLOJyU4CO0gPTwzgMg1C0tLR6w8UFk+ldKZ40idSJoFVXB4xlPMebghsqEOp82qHtY+bi9F9nb9R2GfbExpHi3jSx0oh1qOHN1b7Msi0m9ni7EsFicAIPAEGDE3Qru7/vPEk/03y1AY3EEF2tkUORUOqrvPi9x1h8i990zk/J1n5e4775c7zt4jp0/fJae2z8rO9lnZ3jkr2xtbMp1u2s/GxlQ2N89ahtRYy/gC+BxHbetneL2X+Y2ydBoROjtyPnk6IfWroQ6GgoWMhUvZpVjotq4pqOGlD+zOKGwTv00jw4GQob9r+Yli2pFjt05nC/eClaaQSpH4U3HmkpVczQozxP7nGxSGjbXM+J2XSmmZlEa9Z/MDd0rMD2Q+O7ASDQ+suAxZLvRzzY7Rzk3k98kxU5PtFB+xAZin59L38Z+aE3oAGdXdU+n3yH0IPUGzs32pkIcCTqk4FbXF8HIdxY5UN+831kdh0DgT05vnpJuoQQqbWe/TgxIctcX1HWfGh+pk0vm3rCXNMrps2UUHmrF0sC/7exet5GZ3/5Jc2X1KnrrwiFy88pjsWRbS3DIeLuyKOZJQJr2r5cvhPNLfFbBbbeKmGqEfJiYOyGPgCbcwn8MwIdFNGvbWqcN2SgrtI+65HmIf4Lp3sJMLz2X16TocoG9JMj0fWZe2d/UU7Mru97KnwupC9nRzsnYoF4ollDhG8VmVBAOfKU7ejPIs8B9nH4buZdfpNem0CpBsO3AlyuDU2W/czPTlUf5d+jyneMNJFplG5NTpNVvjX1YeBoAonAiMjMTybln7Gj6Nf0NLj75nkUO01e0aKoZeeGFq2UU4tVH5cBwJpCDeiommTlx1LB3qCY2XZW/XMwwPDtzRe+nSU3IhnEpPP/2oPP7UgVzZxam1jnumOGjq5NVTG281bW2IPHSfBohPOy6X8UrH1rLxStNJneF1vjRqg53V+ZjdWscTHCXTLotnGlk5m5EVhSizDs650EN2AwNqcX2NGV8HTwP/2H22dTc4TXpakONp0p2GB2cPTvdjRguGDqfKKXII6XOe7jCMcDpc704GI8RzDtdknfUOJqE5G1E2F66BPwTOrntIWGAs8M7La8r+yp9S1GdocTRkRnrqhPqCSQcCPSYZ/eHoBAPYHxNxts+KwDJhCWs0LlaFkJwR/z97f9Zra5ZlCUJz96e/ndm13szNw8M9IjMjIjMRlaCQUIKyRAlUINUjQkLif/APeOQBiUeeAAmeQCqSokoCVaWAJLOSyoyMivQI783s2u1Os/sOjbHGWN/c393X7Jr7tbjHzPcyHbvn7OZr1reaOcccc0wSPveWL06dWuHkPLNhOBdDyOllxWLQd3curLm4uoCrYkG5h1LJa2vP0QNIh9hVnmj0JKpuk/sincmHKK+pJi3Pb/pG1iporpH0ceg7+fj+KErO10+VzciaT3WQUhvKOYSl/xrjs0yqxp4RGqEcqgoVkeXRAES7Fo4moTc256UXykW5F9Bx+KY2VRuTFZVoM/WawZ3laUve906P7j7LlrZEI1DaRqLfbLtzrwAj7BXYO8Xnq1fYln7DbS8BYjTasvTPBskQtbRKtUmd1gVAxgCG1isvydQW8njG8Z3RoMgt0rt8jWissmamD74vsAeADQEugRxIAaMOk4AVpABaI6JUkxOosquLXEEljNyFZL7YL4ktTNCs0/zt7zOnPo0ji5jnQARV4HQd3FJwrlXTdwBsPFTNtMJ7FPu2yDfsWQDLSSMLxk8OZAOM8hSu4um2SdQ3+AxBMulRoc+6o4gj/PgYNpgBGi0j5tOIyUp9rHGClDyk243AvBlFrE7KPeIcSO3gVFb/0aEq/h37hZpUS6Tg6XzI/Ti0b7VN4dguIp5eRfzyMwPHSPp4HtG5jE78VQyPIo6OOnF23Ik7ZxEnp+VvjI3To4iH90/i5Pg0jkfHcXQ8itPRnRgeFW2p4WAYRyf34/jogkYzNKeO+ifRH46i1x2RRdXr9QhW5c2Jf8tpatL1OtEBQionhgAOaIGclEhR0sDnfFnHdA5WyCTWq7lYJlumRxTGXicGYGrhR+fpdvpknDR7h1IJs4K/ciBY1lxAVA+DXoEbRMfn0PKYPacjgxQqa2eV1Jh1rJbzmM6v42aCkvQQk30Wzy+/iPF0HdPplo7MzRRszW0FaXEZmPc9MUnBZvsf/M//l/FG2wtbWKPdArugsDwSb9yOuET5XmB851TN1Oxclv62F9qi21THvFSUKjDR7kVCs5Pvkd0AlxSBNDAbig2Hyp2s7rYGExNMJYwZjKt1SWtbFiHu1WoWq+UkpotJzFeT4qAyBe6GTuoY6TbTcdyMV3E9jhjPtiwcgAtTSfkAAQAASURBVGc6nW8JLs2XW4L5S2i5JDuu0fvSPwZzvC/lgHU2edodljMgbKu7KzJ4k7+Tu6tt1vg7Oed8s9/5y7gExm9O7+JHcvq4xN/x4yDP3rGVq1753Pm8tyx7x6m19TIr0zNF5vLnq//QhJ+LwVEedJfIlGxqVYYrmFUzY4qfgrGbuw5/FCREiXClXJHOB4AHKWsFsLfH0wAXJdmtsJENoPMoCft3vMBuVMuCr6LmvHuN5aIRhbnXUM95fJeWq7p7u+Fhfiel+Vho3xB/XzoGFuzG70v8R3bgLOazaVxNrmI2Hcd4chlPn38WXzz+dTx99iyeXS7i6XOI6G9jPIEtsi3Lfc3KaP+b+vkb6Cf9tq30/K7AclkjStQGgJPjMgQhq/nZ9jFfJ/BE67DF4skIkBXDDTIYmMni42a3+Ge+uwixOoSuvZsEVL2wMQ1UUXAvoAOkOrDajeadGTzt9nV+2OgrRLL9uhdmn8NC2P30Ob+/EoBjJpFZRe1F2X1icMjgXmY25UpxeSFcpH5dtJhNX3Xvfn/xkg3Bx/Wm4s0pfzarzOXz5L97SYD8qDXavMmcp3vNAFU7rdHfaT/DF9fYv/WW13lrM5U3CgJeKsUkTQeXd/d3miO1judfcopXWxKvOQbz+HfeMfLzYoqZVzIDXiVnuURBXqgCk2ssM+ohkMN52jR4HRFocrSbc4D64Bx0ebCIjiTWVc1O9zkYbmgAlAJWKRrMRa948hUfEs21VFuSOrWr/dVx6g0nb85mlamChNL1SpSlHnzHoioAQrkfCx22o68ZYyolXmEhNQ5Cs9mlx1JFFy36rsj8ziBXvjwvR5Xs9BwcbakW5l4w82+/oWtW6TFomCXjpnyuGhpO/U9pYjY+/FkKS0uM1UYKC0ylYxDrFAPKqWs+Jh7HwraXQBdWeuOXG0CKguEyZClLldhJnpZMjdM+yK2Q6V4FtKI2fMoArcBRmp4URdcxjMUSvBFYx+3G4JU+Y1ZXNeC0BzbzobGxcoAX9+D0OF6y+yv3g6a1DXz43gRvBNyR3aTjUrMpLUL8bp4tDjQKvPM+7ZoA7heAYFnoHaDSWoEcAlEAn4r/T+BvdqOKR0rTBo4wPBEAp2fRlwaU7RY/U+p/CRC7le22Xtfv0PLcTq/yZzWJmMNxvo54/EQVHwVSEggZXEevNyXLqdfrxrA7iMFxNwbDbgwH3RgOBzHs92M07MfxsBsXZ704PcXr3RjhZ9Rh6l9hTeHA/TgenZAthTS+Xn9EcXQAVHVD6m5YnWu+AAgwi/VqGvPpTdXHWSzX8exqHfPpOmbzDX9K2ue2sCPB9Ot2GD0urETsaWASl8g/2YF0hrcx6HtPyWmitgW20et3BUpvY73axni2ivEUaVNgHzSLYmFgogrkJmb8DNJKUTYbjKd50UMTAEtmYCs+4bQuX9sbbzvsFucXN8KUZQlN1pM2CWuBNe9khjkCX6rIW91RC7LjvbKHNsxyOcoKgOFfCm4DaASIBF25NYDHRSwh8osUGWisrGaxXEInqTAbprNpzBdX/H3O12Yxmy9ittjEbLklYDRfYLxtCFAtF5tYrFbUVAIwtVqvqU83X6zEXkO6DlLtytppBmlNf0577F6wyPtPDuj678QE3wsi2TbPr7X9i+4e/yGDUu3v5ONoj2Oqtqq3Mu0ablrKpPLe5aCW95KBPy8txZt1xPUmYqp9x9qHe8WQc2C87d/k+3/DrfAfm4eH9ORmo5Odqvf4GKBJlv2Iaoc0lZC71TARNMXPOMInOIYMyqbXyjBIvVi1an1UHLesZ67mZgCpfKAYhhaY9/Wukygdrzv5ROXR0Jpprs2Vp3U/paBRYWAV1lUZxJbstt6duJ6WE9cUcBGlbSw3C85xAv4raJ3dxGR8RVDpavwknj//PJ48n8XNeB1jaC3dbOJqjDVgXbSVAEYtsBZgDd6SrbRUQOxrCpb+rTbMhQlJHMtGIoUFDnad+l2tXVRyxav5ecdrBp72tepJ7EGuDd4AeFgJpJkJ1MiMIF+zwcjGZ6/ziAQGGP+g3MOQFwDDAb0omhPUnXCO8R7gydVv6t/pWnlsAU+qItiAP7gusb0qsGUwbdSij/bSwm0Qrq/PG+QxY6zN4HEfdhLQlEGwtv+Z/eb2ptB+HrEHNGqzotrHzR21fUmq3tc198eixf7KY8Ti6n7e7Wt2+l8GpXxdjlC84ZYrcDXXaK2E3d25bgUZoHIH7IhnC2CxI5nPla13sZGaYpt6UWdrQKzcca1rc0qXj13Ro2LEmZ674/nXNLAEDu3cqqinOznkJVpQ/k6bSdWhSAuKaOo71WMgj0iBP+lSsKJL06dN3+j+YcQzCtn0wWZddC26+n5JV3O6gjF85zgbxNK1u1qdztj0X9Nfu33tdUZioJXl1RoPlbYsoOyFlvs+W5PRWIDqh7Ih70No31xjel1KX+PTtyB0Y3vUrjbIVKtm7JG4yhkzBlA2SW8sP42cnuc0Si6DLRxSeudN7zWax+Wc+F/SJzJRgRhpMuwr0JRt7SQZYsDDf3vK1aJUyUCv4I3vxWCVgZQEaOWIrmVuDCbRqTQbyEut/DiDMvycv2vgSUtwoenrWg0QOQ5lParUx7g+Og9pSfKvTCfUVPBXACaBLeU+dSYvz0MnXtuJ93iw1EQQsQONawArzsLyYEaBpeYTi8RCZwT3AzDr0N58c1VCpkbu/YSNiNIYoxo2qa8YNywM0IsYgq1zAsZUxBBpmgAkh/h3yCp7SMfD4BgNj7gHQOC8h7Q+pvBZ7LlMNAALSF9arRaxWc+og7PeQJNjHYtV0dZAuhJ/4EwI2DFwQ30zjTXrpHnb43qotQvprxUHEAnX9inXJbMhBZzOwAYEqCqGZO2llP4L5wbXZG2170crdkKpzPuStxM7oXnRAJN274ru282UPaLCKQAXUdyksDvWFNgGuww6LKjqVpzJCQGk5Woay8U4JvNpTOfLmC2WMYPY9nxO/SSmvy1mMZ7iOzdKuQGzCWlyAJbKc8K/rOC5FKNWAsAMYmj9xj5an7kvP+ENL9jG+/poX5+9zKfLf7+kr9NjaT+mXYCm7Ye0bX1fs4JHWMeh9nHUK+m6+EHK90liVpFc3isp9gZKmXau4iKYV0fDiC+uIr6cRFypENNiU9K9AURdC4h95T7KAN4bbGT8qSNsO9mBKOL3+Lu5scKKbG7EPkNnx+go0SqLkZcjVopnEi/f7BzJ7xvQcSU72+Mq81P1kF4cXPYdfD9+bZ8Nm0GORhO28ZPM8Gvm/aam3JkFVYLshX0I5iFEvEvqKnWWMK+ZtjqJqwlSWAvoC+Hu8XgSN+ObGE+vYzx5HpdXX8bzq3lJQZ8HmUwQ8SawdHtM8K9t2CduJvh3rqrq7UnfaGPx6STwP38mXjvwtEgLioGjDAb4NZ8/p+ZtE8iQWU9gwaA16fiNloSjrJtU8QjAk5lPJk5ocy2ios2i3O4CphykwcBotJlU0pNw5aFdqEDXc6zvLtUX0yQMnhdnL4xtbSMzpDK7yRtGZvyMEjvIwBVvYMf2ar6bKwzis+1FtNN6z8CZ0/naQJKfk49p8GuWmFvt3O+XtbWYU/hxc5+5b872fM9g0iaBiE7/y/1mRtUbbmXhS9XVlFdcxmGTv1wBmuRwloW2oX80y6XFK3edco+zpkKdD72tEVUv7rUaQ13YjVPrgABmSogiAU5a8JX3U17yxGnoEyV/vFw7HX4KW7oKhu9PJXo5l83iUUoN2VlSqBK9pWyl1mCCBb1kdSoYf2ukEHa2MeiOotdB2e5BbBDBzoUCqX/hCMamUNrXC+Vcl75EpaseI+eD6A1GVTukeAUlbY7AFFMxlI+OqnY0dgFY5YiOYZ5SM6RGCngFTW5SA0r46fq3pgYPWUtc1NKETGOmQVlkfNvsMEKTnqvZYLelqh1TOJzqZls5pdoR5Nhjyxqn430Z1GmmWV17qyi5q+JpOINB66pt1JRKoIpPVLmAMnrNJPI18DOaZ2YpEVQRkMZLw99a9+uUU+CRmTsWzPZ1ax81mQ2OJoCY/KhrRqde4+ENMhkoEkbK4+qizULiZ8RSsm4UjHFu0Wlz5DHcX+of26IkGOh8dKQtSO5nme7LviAPDTw4pW+YhGgQj4QDdbABL/crXxOoBCeMjgQABWk9da0BCDBTwTnolCC9BClEAB7wOXy+n0CyWo1QLOq2wPmhfXcazUcH8165tT8MTYNDu90tW/FlkXCqB3VXXvCNckBtF3hqACY7w0qBY0ocdEsQ4AI7DIAQwCSASmAmzeMaVaRm1zGbIXURKTRgPDyN8ewqpvOrGE+fxeXVIq4nxfmENgtS3yy4XbTmGh/EZhRN2X0Oar78IrdSu6OaBJnG6q7K/fEqwJM/k0GgdqW5/NnMBtr3eru17ytvrLnwUEVdy1o92pZEiA+6EfdGEXfvRFycR5wi9XbQmKrYG1DYAIVLanESHZvVWAelEMLPfhXxq8cRl+OI/lHEHAyoZcSjRcRf41k5E8XX9rK+bPf5G2y5mmEZx7ZH0rhPTP3Cdips+XI7pQKdS+AWVh8eUbHErK/a7WKeOLWqE2vqOBWNqGYYFn05Hh/MI2YfiEUIv0Bma/EmMIitCyD7FSlc0olyWmq5g3IvZmVVln8FnYombDEqwAp1Ncdtc96NGYyljwD8wpfAD36fTscxn09jNh/H9RQaS89iDNHum6fx+Omj+PzRjPMacxqBBlR8RfGNWzAEXmvD2oRiIqvFNLbHJTpSyLS7+bk15bE9X+q86b5m4Gm5J9Vuswd4yhdlIz8vTDlty4yhNvCkaHSlyZt23Vd0K0WIUJZz09akgGhsOiUr/Dg1Q4YojmH9DMbT9tFQ20LhGVBre0rul2F6/3jX0agPysdsay+5f/xvu+pdbgZl2mBTO9KQn7SvJQOEbSZV+759f0f6fS7QjRVvXrHl5+syqn0d87zVRy6gk9lxg/R9A2dZsPA2th2OM1/YjT6YEWv4pQHyK8uoecnAQqtiBdNvyiJRja2qmJ0Hsr5hJLsReWqEZfKl8msaBBKxLmFYgUv00EVX16YFijkjhKCeU6NpQ/0CG3fQx2Bp0ACQtIzVEhRWRRsgdrouFVQgeIqf5XwS0/nTmM+vY7m8ieV6HMPhME5PHsZoeCf6/QsKiRewANHpTawRTVwjNaJQ3GdzCPk9j8ViS80YOCuITMBQOT0ZxMX5cRyfourSOfVBBkMI60HQdhTHR2dxNDqLo6N7MRqcRq93FP3+KPqIlDMXHtHzfnRZGnwowKv0eaHvwhKqsIZaMha0+aeVrOTKVzTCXn/z/DNq0kR0UxkZRZvSCW5Fg14I1/B9S5PWYGdmupGN5CCCmQOpIpsZO1wWnEZn0EWAFZgtCdMt32305Wtq3g4IlgCeVhGq2iBqXgEwHEPGMCPTJvIpa8cpXTaUaRxK5qWeB/taAtsYSLFWRTJ4ob1CRoPSD5ztzCZhcutbUBdJwki+Ni67CuoYdFlnFlFrW8O9uAqhU/wW+HEwwICRtJnZz3jO0hq0uQAwiI9aASQ8F2pz5PR1VVP20jJHSoQMPEyL7iLiBPaCxgX2c/TBCPpAGF+6XnwHRhTEc29QvlsAH/Z7Vl87FrMKdgT2le9qy05cBjQP7dC+L61dKrcVhS9/pddkzyJFpu6RZpo5tAUbBbYGy4yj5Pg4xjPoJj2PyfRZXF9/EY+e/jqeXX0e12Ok00zj6WXEs+ttEftVQQPGbsVIYppbKgjxgs8Te4QM22ygbC4mmQmwfI7wL5g6UdLGrCdYWwpa7GgtvayloM1OWtxux+6/j3yM/K+/1/mKY7TNoZavAtfgbifinUHED44i/uzjiLcfRBydRAxHEaOhbABVuwWTEceAMDr2gw2E0acRW2j/KZACFvMffhzxyYdKze5GfH4Z8dPPI26eypdp34f/fgHY1L+3gEXIQGdytJPIQsPUF9STb472OtN5S4TJItsNaFBsdttQGGwQEy8BWINSxfkqldocUUoRM9hNFC/SDNWvlhAolOhcQhj2dPlQkWctDmMu12PQqUzocl5WeKRdJUmTLdKjJX6+QSryLGaLMdmJs+lNPH7yefz685/G02eP4unl8/jsy4jPH0dcXRfdu9S5v3dbaRd2mXGL6kuae9Z8ZkNjXRVT3eSjfBN345Xd9tFbjY4GRVUtUuoosIGn7h7NnlxGc9jSQcqLoK1ev58WVFKQQY9P48/n3lkDrUmRFl8axDoeo6u+68yeSRGGKhJuYGjV0jzyvWXAycCcgTRXcPP9mynVSednCDl1cgNQ724G+yIR3mTaudb7WgbOMgiUN4UMFuZqdW1W1krg05UWbQubvyz6CGDpOLHfDDa64p21w/J4uJvSGc2Ms77VMoFSX0eR/Vtq7cV9ZwJ6c88g046+kD+XvAcupEUtma/w44g0SMi60knbzgdYQSn3JgMRfqBbCOb5VHnwN5oH5RdUt1nEZgXBvOcxm12SKj6FmOp6xnLMG5brncdqMWF1Bopirmc07NYB2uom5itoF5Sf4jRvqYMB8UuKg1KAcBvXkw3F9tbQsRDlnUwngFUSKOz3FtHvfh6bzZexXPZivugUB15VFiAEC32LUlZYm/F6U1Nxe4uI1XUxZEZHyxgerSKGk9gMH8W6g37pxjq60e90YtCHfkgvjga9ODkpWiKjYSdOT7pxjO8PIH47iOOj4zg5vh9HRwDDjqPXG8VweESgqtsv5cFHg+Po9kZFj4littIW6Q31d3leTCFktSZUZ0LJ8IGiQIW55eohZWwA2AP1X4YC9SYA6E246RajIOKH8R/Fm25FeyuxWxJ7iWtyYhploCUDIDWdrbE9KuhRctGbamzeB2B05mnFY7XS2ixm7WOZQWRwKvJWBPBGwQten+bdPtDMU8+4IcenMF+kTBAoSjTxuv1Z7BwRW28DEM5WJTsDWLWldDx8uJ/S7gz02IgE6GTWGZd5MdF4DkXWCZYJvEIbJbF2Ppo9IJ+ZYhV8w3yTrYBrZgAJz2bZXBfsUoBBTDkyxpqYa6xaZ/0sL/3aPzmOcGyxl+qSJ/F3AF3QiNqelu+4eh40hECFZzRcaVnf2dZObfmqljVZsq2ThXQP7dBuW0s6AyUI0NB/Krmj2sg5wLaq+/96s4jlYsF0SegrXd88jsurz1ntDWkyzy5/E4+fj+NyUjSxJhMIdi/iGulyyzXtl8mirCNYv7YuTNB7MVixAyY5kvDCPb0IRFnPCKA9mbQO0ii17K1hxP1BxOUy4pfjiJmCDDuMzQxo7VxY6300m33ZB8i+Rg62v+o60w54+zoyGJX7INkAx72I+72I944i3juL+Oh+xCdvR9y5W9Zokw3AYMIaDyYsWCdIOcUzyfHT6SpiIOCpaK4VN+XpOOL5JOJyGvE3zyM+H0c8m5Vj5OvZ6z1noPCWrJew8boEZ2Sz5yAZ90jYgI0t07gBxX5EgLg8mk1zW6zQ0gJBt/icmESsBJs1V5oAYPFIVCSJIEGZFD1GDHulEiNqwIEx1cXrfVaGZmXnLtKcix3M/4AOMt2pHHUlsAypcEx13SxiOp2wEtwUTEToLqGa4xgAMkT3Z/H8ahvPn2/i2dUmJrMN9fBWqyICDo2+ooWn9NUmWeH3tm0cUORzE7INmRLqDJnhX4xJZ4+UZaM8o94mMdFeob2y6UWHAYaji3Lg2rL2kAEbgwp+z1doplCumpDZPm0k3NZ+8o15SxYWz1pGmSWEQWQqXOclIE7sAXh2JttLfjLgZUCpcmYTeLLaIwZuNk8LNNv5yRuCwab8ejsHJJJGUvv19r28DBD0GpKv056JNZr8fUWIO0g7dFqg0u86EmeoE1jn61wIOMKmkcdIvh6fMy/+TlHc7mE8HSWQ6hZoPO0LFtVWU9j0MFoBuuaPNDBzvk56iNArqhh0rbaWrTCngeWXU0qWvcQKXgC0WBJAKrnO81hsZgQz1gCRFjdxdfV5fPn0i7gej2Mym8VkAebSMgbdDXUQFvNlLKYw7lTZhyymZWy661ist0yzmskAsPNOp3GdNH82ETfz8lrVrHCUUrdDOSd6t0i/WxYNBLEY86YBZhO/rlLu2L/gPHdQIvhZxHgc0QFbr7+N7XAbnbubWN1ZkvGIvH+nhRkfxHFg/FAstl+ibtSOYepOL0aDQQwHYEdBrHbIykUoA97FZtrrxqDXj6MhfkeeUCkji1S/4QCf60e31ylizYhq9jvR73ej3+/EsN+LwWgUy2URiJ3NoG9V8qwJtEH4cAWRW2lgwZiAGOkc/QNtii3X6T//H8Ubb6yWlsCeOg2yALZslQpwJL0nGzd1vqQUPO5LCbCRvVOBnxqM8zGzbhQMeOOvXuMwLbzuerz6zwwo+eKUVuYxiPORZZOAtTrrklRaXdbdNwbFfN+6Hx5W7Egc18EeVbzdvR8xj8xo4rKa+9F6ib4uAYF1GxT7bCe+gecDwz/7Ei1dBYN89TkAABNzeSBGABlQesY4EByHrLvlynSM3ZgAqn4EWMZim21ZOK0lxtkJZqn6YN+pjHLgkHqHY1jYFJ8Hm+v3on3VBpVtkUM7tNvYjIjXljZ9MbBpz3S2BJgQCCs6TNO4nj6N6/ETMpqgyfL42VU8ff48Lq+v4/LmKq5QvnwMkEmpcdBcQuou/kUAQOC5fZ5yPbv+RU2jziZcWmNjj+le3Q0VU6AZbC3b9JlqL6UCC7Xy6T7gqQ0UrV8CPGV/pw08ZYA6n2MfKJNb3sB3nl/r9/SZ837Ew+OITy8iPn0Qceco4u5JqWwJuxGV+mqx4EFhNiGNEbYijkGmk+wH9A2eH1Ktvf/hO9B2+vIm4tkk4noe8TnSpvC8vR991fr4VeDhG2xFMSkHlVVohn8WhzHbBoWZlI2d8l2AQYKuZF8bWCjAA0S1S+ZCORiCy8W+LOAVNO8I6FC3DLpmk1guprFZbKMX/bg4PYvT8wdxffVlXE2u42q+jl6/E6NRL46Gx3HMbIOzGAyLzp6lL2C/IosC2mqz+SQur5/G1fWcRRVuJqt4Rl2lcSwWRbwf/86guwZttfkyxkihnAT/xT7/+w4sfV2DPXl6CoxwUMBAaRA3S561v/LSkXzNJPr/WoGnFdKfpqlKGwxLp00ZNDDQkumevnKDB+00vTYI4xXaYIvZQhnQqWHaPUg0fmYyOpNuE68300oNYLWbryNrWHVaYInPm8Hf9vX6unzPrjhXntiLEYYMtuXXfexVq28y2NcGsPZRZ/P1Z4BnX1pe6rOdhXe4GxnnueFAILNKUfy6IYvR1D1OoBO+l59d3iQ9btrXnK/T1zN8EQy7Ha26zS8O6h27qRUySX1cGFHq31p2Jnl7smZKOptLQTcPv3wkecGK/JW85xUjDlsATWDHrFC6F1TUcSwXNzGf3cR4cR3zJaoyjGM6eRaff/Hv4me/eRRXkw0jfzDOcFkQbYRjuEJZ5nFJY7PjyNzqfjNlwUzgbaXUIZIgzepAiXZrvHgoFN3weisYGhTe1P5Jx7tgOc0yguMlXRikJqF8/AnScmBETiOe4/2lcM1exNFpxOYkYgpNGIBOSi1i9ROWXy9igfkJOz0JrC/Sjjezer24Nz95szdGKkcfMjLhlB/h2vuK5EGXpldKhwPY8s/xyYhCpZNpEbItkSylGvnaFknzZ1O0bjzW0J//i3jzjakBidGDPiKQ0AJlvB4USm8tzlI/U5eqDNAY2816Qga5WkZ2BTVTtqnTFpiGba0pjVcH76AVVann+n6nNbV30tecHmhwxvPCl9LIf9UUtqrtmbT9eblyMpCO58glHRTqqjUpHmQ7Icqb2UdNd+32bwL78HmCtN72kmeE43Ab1NjFXLXYbe1rHavOQ41xV6/HNTHymirp4TNw9Nj3ZptNW1pTljXzPOo1c7+2dH5G7GRbcLvQGsB7k9YXUmzJ2BJrASKz3/tWF6P02gve7wF4OrRb2Kodo6BaNalk69AOWsUKzu8G7N9ZTOaXMRk/JfsBoNIXT34dXz77dVxeP4rL6yfx6PkmLq8ixtCEA8AENlOrGAXXVQPhWrQI+NvUwlpkZ0upfDWw0gqWeI/bybRLGRi1MJfet1ICBa87EfNOxBWuZxkxFjjmiq8vzFm/ngPW2af4OuCpvUbkdaMFrO18zi1/f59/tvNsG+DpvdOIP3wr4uP3tBdsIp6MI67GhaGK9DkEGQEiAXBCCjUCF1zLsecJIGR2lwIVtLVk3z2dRTydFtAJqeJkjPl62ymPuS9zP+TMtluwVvY4UGzv4zZ6O1WmYaA6Pa0EKtfSQ1WQUnpM0DUremeonAiWFIS2wQhacl4t4AvQXyiGBsCdFaq1IdsBn1lAzmJCEGg6u4mb6WVMx5exnG1jEIN47+234uHDH8Tnn/80Pn/yOD6/2kSfUhcRZ6fncef8rbhzfi+Ojk9j1D+KPrIAer1YrhBwncZ8No6rq+fxm0c/i0ePF/HsahvPLiOePN8trHBov1uDD/LgHuYYpETApCuTqNHFs5kg4UxmaJQ3ihB5MYpfFZN9dbL559LegRMGynuKCtcjtauxoSVjn5/PYI31i/IiZ4AqkpC1U7SO02Jh/SN4kLmBoWDjFwanRbLtfOSIJ5Dz+UuiBNuXgGT5c06dc8sML2sRWYOps+daMwDjdES/nhlB9nZzbrGv6yb1s8Gb8z055Zd7NqssIp6vyefNTfpdphjzexKc5yncxx4HqhJIVlwzLptoka9ZVNmdfs3X0n4tA1Rm0d2GZo8Lk9L1yGuT6GUSAHB5zxeR1wxfqcIDnbAiWl4T4jjxwXYxg6HoL1msGpGMEgUsmwoNtNUk1vPLmE6fxmTyuNDMn/51PLn6WTy/lpbBTTHIUDUHgAv/Xpd8egs14zagPQBmAZhu2+uIzSQBu3juR6Uc+kZaatWJ9LMzFdogEkAjOfEwHI5RXRJaLU6fkjgyWVJOkyFLqCHowfGE3o61dFAJ6/w44gzXt4n4Yl6mAaYOpv2dbcTxvIBAvSPJjok1UQmM+NuMnPS4KlnTbEytx2iuaOGN0alYPJ5Atglo+/gxlqohYBYIony9zrxWKiKLBn2k9CSyuSSySyNZ+jp4HX2CvroNBhKaU7V2+i4ZwXn55dIDgzLprHtfa2jdaimtzulvdZ+UPlElnZpF3n2RMbUDGEk/yYBRBmz4WZVq9nlz3IDDQ+PHwAwFxhWproApABFpLpGN05P4rABFOyo0qsEEnEUcX5Q5mH0H9FG+fswLp+/ZIK0RXe+JaS/EeOWcEwAEICYTLwlMqS/JuNJ+BcF0ayqyD9UJ3JoNes2bFBL2mfY3OgMAXsEaBJNKfbg8K0Cqf6CnwoIhOo9F0bN2pQFqvMb5DxFfsZhYql5aWXVsqbw2AGcwoE6xT37fW7PlvNgOhvuh3eLWsDSKRVMrUlHLZRmL1TRms+dxM76M6/HTeHb16/jNo7+MJ09/Ec8uL+PJs1V8/iziCpWmJPRNcF3jnizJxApxeptTlMm4XGsv1brsAAP2AK7l9VqbNG4yNHVsZ644blyDaZLxwH7E9ZQHac1Xrblwu9hydsXL9vYayWm99iq2QAZiss/zdd/N/lybFOBjtLNbdEzYQs8WET97GvE3T4rQN9Zw/MAOBbuJ1RmxXx6XvkK/svsclGoV3vGxeUlX4gLkCpBtk1v7Qh0bWWIk982umf5GG7Rd8z0zAKrBZSFxCDOAmcTZ0ynM+BW0UKF/BHbSGuygMSszLpZjArPj8bO44c9zzqGrm4jr61K4A3MI4vn4HfYKfARoKeL57O8SWA+fxUV8RqWaFwnGSD24jv7wb2jrO3hlVt+h/e012EPv3kemxZnkWIpDU9S3ipQJk4y6ZXyxsuhOXAsAp0XsXyfw9LYqiBl4ajNlDDjl5gmM8TdJekAGdnLVu+0etN46Pzs7QxKn9k+LJbM4200D2EkvSyALQZF9qVoZDPICZGZNPu699LdZWW6ZdeRrHr2kz3yurG2VAbZ9MKKvKwu6+zttT87X396QciXCfO8ZOGRHpYp2vp55+m7erAzY4f25qknlDSHfSxvM+6rX2wu+P3NbGE/OjdmrPFgGdAaeKJ6XhcjyQ7OnnDJmS0lSe4HFCmJ3Kge3GGTL2MQs1qtJLAAw3XwR4+mTmOP3OSo2PIovHv0ynlyu4vJmE89v1vHsZhWz5YpOG35gnHFDd3UppFGa0uxL3BRnuYtn/DRi8lmJGlZbA9VGjiNO3oro3ouY9SMmMrKqISmWhQFiGnzS0Bl2I946VgoeBMFxTfouC2U4WKi5S4c9OZm5StaxACm8P09kOQ79bsTsorAvPH1x754ynJYJSDB92ywXM2Lo5FbkoQwDChe3wB8AYUU8sVwP0wc1zg2QVMDKpbnFNOGtJkMOzjzOyzRAARZOaQPbBMYy+vFWNEcLNUDwXHMA0QRRgxC18orBIqeZpWUAz459YqBDz4DPLQFLq6yBhL8XDRjjfstaSBwbYHH62sUwcsVUPhqAmwJZPB4cEaqyJInl5LHEcZVYfWFwCUul9Cqs1Smdzx3teKbKaXzNBIA5zcNzgcwg6TDy0pJeFcafxzEPbaNV48Ssr6qTj/TS9AhZ58HzVtFmHMNbqB8xY0sGW9UBBLWkF2Xqe85yN9gGYPV8VMpn15R+iYmj3C8ckqWOl8vOE+ATw8n3yP6A0ydtSMhTYM7xu+gTB20O7Rs39PPffas8p6N+WYcAgCO1gaCkJA9QWIAArB3wdcQXcGTE/r5S5vxJJ+JiEPHR++WZf/Ys4vNrbi+H9nvatlhJWDikpPLMJldxM0HK3GVcT57Eoyd/E18+/ut4enUZz66n8eRyHc+vljGZr2O+3JRUOWi45AAF1iswkMsJmvVO6y4YyFwz7G44QJGYuwb1me6V3AuwKF1IwjZO9m0qgd0+UTug3bbF27ZzfIOK0r9Ny9eSF/V2ECv7QPna3RHtrIoMaLVs+2ebwmr6DZja1gRUXzHw4Mwa1c2hDenMikiZLHVDbYKb3MvxfNvBbftc6e+3UF17W1L7UPHuBf85X/8tAEXWW0R2ykUBiJ1TZ6CAs0yN625iOYfOaklFAxPw+uppPL9+yrS1J88exWePt/H0+TbGk22Mp9u4vAbrqdFIrTZPlghILL62zMXLGuClr/oYbDLe02vqm0P75g321dUlNHERrS1PqxAXujtMzjLPulrbymRYG6gCd+4VcxpfHXgyO8aGsL2hDJD4aBk4MpNHaVlVsHsjICaLdEcrXc0Ld2bzZDZQG2Shp1FGujeHavFn9N3vvQzR9waRDX9VZtoBRDIjx/eW0f6MK+wDUzLwlIGubut+DbC1QTIf2+8porwzUPSLF+922ztO2gCR+9FAId7DRjFtgXM5opD7JfdpflZdWZ37QKZ4yfH8np29W7AJFIBI9MPqOWYR8ayv1CAUTc2GAiyVX6y9BGFvRfjkfZXomXOD5MQLAYGg92T8KMazz+Jm8nnRZvpyHM8nU+Y9zxazGE8n8ezqilElUMyZOodULWnDMEKXNxY7tHKEa/oQQA04vvOI9TMxDZLsFjNwUT1uFjECNRxij+gesROcyuYuMujkVCcAJqeoYKJroh0gR9cUePwLlJ52GBglKkkPMMbDhGAYgCtcZydidl4YTaymBQd0GHE1bJh7nD8Qf7ZjLmc/2yl8ikrnQXOalOnv1izyLorfLQrNapy6OOpTGTTO5EeDSGJ6mOFUxP0So8dLitPGkgFW0772gbpvoLGMfevaq5ZQEh7nY5FzYPuOt5HT1tIGSEq9p5a+Z4MoEnOpOhlmwlj/CAwyAU8ELnzstO4whdLaSXguYNQKeMp6TNG+RguKp7Q3L3msWJf6J1dkJWPKEXPpjYE16FRKXxfGjkVoCQynddDjsaZEGxB1GmhLU6tqhphhpP5w2Vym2ulearqbwd2U/ua1wemDXJ8T88vgg5bKZpkXyG3QyHs3U/TELgBLqXdS5ibnJ5wUCcwi4koHE36q55013tzvugYCZq5IlVJoD+3VW1eM1A/fKs8FIDd+AJ6eYL0SSIz0ZpQzZ9plAj2h44I0GqTMrOfFNIR5dQ6R4ROxAVH3AXNhXMwMA5MkOfd3HZ/nTp05tO9VAyMbjIzp/Io6TY+f/iouLx/F8/E4nt9M4/Gz50ynG08XMZ2vi10z32WOuqBDbQr8GJCnYkZKccbYNXvTbBqb4WYvEdRP6dFo/JqBcu//bX/DBpJNwewb+CC5eQ/PdvNvCzq17fkMBrUD++3gcPcrgsZ+bZ8ESsv+2Nm/1dBNSH2DjWT2s/dC/pt9njYLKV9HOjAZ07ZjVa2LgdPsX2XfAtkvsIPFjNrprybyu7vRveE2XVyr+M6Kots30+tYoHrb7JpC29P5OK6u13EzLppIT6/mcXM9jfFsGtP5NKazCQM5YC9RZFtpnN+GFtK3hZMe2utrWA+R+YHiRhYBLdXM8WcZ8IU44drqek1JefENp8YrA0/QmCBDyKljmVZppDuLadsSsK5RLp2cWUQp9WZngV4koMOLQUbU9wE5vvPs4+8DRKKFAeTFLF9jBp6OWuyj9jnMHsqC6+1ztxkINVSSjuHXfQz3+eglaWXWOcKggdEnPZkXJnt7o8At7GNTJaf5he+6upyvMVoMtn0bae7nfcDTPsaSN+ivat6cboHF6YoOaCXVLSn4pk81nVEGBxHl6vxB5BtVG+axWc9iubyK+Xwam3UR8sONouJbiUYUyKrTLal1W9DOF9N49vxX8fz6F/H86tfx5PJRfPYo4hIbi2jmpMe6zLk0jFjtSlpoFgj21dIYQ6qcKeiq4OVhCcdiA32nVOzQjw7nQRrYdiHWjuYFS5vLUa7l5HHCJDbOVLJOaygp3YwCkioVX7FnsYNIp05j2pT6iQohrO4WsWPPk/WwaDvR0RFzidFNRTyzSHMd2qDGa8wxQpp0l+yo02mX4WmwjI6vXmPkXxW+3Lw0ZPFQH9Msk8xMqewcG9gJAGGKlBz229AwvqrMmUHxZJhi3JGtZcZWcg7Q7CC0jUzLm2UQw+8ReNJ4MwDCLUrjvgKf+pfPLj1rA14UydYz43NTeqfvxUCkwVmmVQr4qACggac01g268U+BTbx3PW8Au2A10WkXYFs6Y7cKnh2ous1sX2SPGdyLxFTy5+pnpMO0MRANgM5pgX5s6jtXGNxmBpeeTb4v/11TIZLeiZ0CvmzdsqRfBkAQk9Csgz7WkVFJicAzcJpMXyD6fFaqVi4NwqnPOT+s52j2muflrQhafPca13+l9ZqNiDWOFaK2hVl31CtsKOrXjQT2C9TEGMN6C8DQPqDTkLFXoXz8OQIP0N9bFFZUBp5gIJMVof0A6zviYAcH5/vVfv6rfxlXN5dxNX4eT68exedf/iIuLx/H1WTF6mQAL12VyozfnE7lQECubOrmdb+u435fx+CvAuLZUjXvKjSewBJ/Zof137a5X2bXvmzgtm3mfa3ziq+3AZrsQ+UgfPZT2gDSVwFP7XOk43jvcRGItlnMtfxl/bDPhG4dv/0Z7y9cb7CHj1JCQjbD0zUDtCQRrc0o2zN2bsNC88svfhqLxTLmi0VMFvN4cvk8ptNrpsiVnytqmV2PI65vIp5cRsyhx9qSNji0Q0PDXn5+CoH6IsTb2Le70FL9i7IvxQjMy8prB55Gx0WYjY6dtZzMZjGKzDtoMXZy6ljWK2oj7J7coxQWHgtsMUtqu8vuqUwqN52DVdecO2PaZL6OVqsd58/Zg87pb/vAmPyeARgzvLz55JzsNvCUAaqXZWkZ0Bu2gCcvoMtG62o7iFgNX3Iep/7kzWEf8JRpsvsAIo8Yp1u68pwXYwNkZrhlTa921KUN+kXrWbUfULtZR+sNt62pbgQdygNtFP6LhVOAqab8VWUyQYspNrGcPY7rq89iMn4SNzeP4+nTv4ln149ivpxR5G+z3rDKAyvObZCvjQp3JY8b1c0m82U8viw58TOxfMZg+uBkEvU2gIRm7SBoNREYSLpFZhvQeNPzdulzOAw8jtk6+K60dDzE+5pCEMPczhpA1uwLGIhViByHEdOD55GX+/SmGJTT9ONKeGb4VHDKaUa6AANIcFB5rUdi/J0oxUepfVWg3Iwc44UC5Hh7GdRI0TwT23wdcKgMlGRmCZ20xPghmASHua9qOW2D2DpWTi8TcwNi4/U5yTnnZxLjytEq968BsjfdcG0GjgiUwGFNGk4WgvY9GGiqwKRTz5Lek7+bgSKCPuk7+BPPmOdOguYEX6S7ZNFYRjuTnliY2YdfbDh7abfAtiPqaQzXezVDUNc7ytohEOLP22S/ONtMbdtGnIDx14m43kZMIYYKw1z7ah23cMCVduol1KLc7CdNSBv0BvXYD7o3apfoNd4LAJyxwDIFOzBvDNDwnnFupSLamKdAeS4DDnAoRbhZFECBDs8vA3R2/tAHSIkwiIwL4layjhhA9+M3Eeu7EYvjiOWwAEhH0G87i0CWhDsCQrQQ2IdGlH+Y7meBcu+Dt6Mg6neyoT+v5hH/8q+VDrNtSpkfdyPuHkXcH0XcUXWp41EZawhEbLQvPJlF/HoS8UTHxLh/Pou4/quId45gBBcx+A8faI5LzwzpUwuVt2fxB+xhSZHh0L4/7T/5f/5v4sn1Mi7H27i8KVpNrly6brsRYvxi7bGOa66iyvVN6VsGO2uMXILdTp02Q5l7BIJ2sgcMPO1kJ+yzYV9nywBPmyX1MnZRGxB62Wv7WvYRvOG1j9GeaG0Gldtm15bJz6N+r32sdkpeflD5/h1Eyc9B36HGpgIXlCzAmMg+ZFsoHHpS+Zr2tfz+LUBu/o//1/9tPHsacXUd8fwm4tFlYS+16xYd2qG9SoM/cv8e7DEVrOp0lYJsdhMMteK8NMHFQrkoKlClvXbgicYgFiFor+AHRq/ycusCZXZSLnUPlkykBaylW1FZUl64jktUE5vAGgLF56kCBFryNGC0IrqW10piIaoWhUUJkdDJVTGqYfywHLpSJZAygTQQFfyqEdz1SCwRGMwQQIbwq9NxWhTNlwJGBnDMgDK7KyPuPuY+QXbfr48xamlEbVJf+709ujI7UQFfu9/fp/hmMGsfaJZBrU2L3eVjHok37+fuZz9Ir+WNqs2c00bQpoMM9VNPnyL4b765czMJsdkxCyNDobLKZQWYhDS4p3F9+bP4q7/6j+OnP/9lPHo6jafPN/HkahPT1TY28hjh7FEHhodASp8Oo9QhOM0zCGEi9UGOO8vFGkxJwJKHCCPGqvxmJ7EykZ3+5Mh2iuaxIhS+g3PfLzpPHB4dPSMBJNOjiDkchpuIgSpzVSanH7HBh+yobiOuXalEqXa8dmm1ZMzSZYZpFIq5RPBAABf6wFE1O/s9fc4pIQCpyfjCD65Xa0GtduZrMyXfqVcCq81mYd9kcWcvjakym8GXWj7ZY1hlgcF2MfNrMxBjoF8q49F5M9iifl4mQw1g08CC0WJ13IYGgWyCSehfjQECDEkji+t97riunnXSDsssOLP2nL7DpdhTzgBXMrYBYjFNC+u5gU85sgSNDNqkpYeZ5UqVrCAZHByNNb6nL5ixRCF6veb0Mp5fY4TP2ml7Oi7mLHF9pdzhGSK9DnMax0L/cO5rjPo6sfwi9W8fq8rAKTd4a6gJNOPYx+tmouH7cOSxH11H9I+K2H7nPGKh4gAKbpV56DQ+zb0+qkbqJv08eu7fTePYsT/wXNUHuBevBygC0oXgOD6nNFTcPxmKSMl6XPYffBdzGqYHUoUN8DE9UZpOSPcCILU9l1DtRmK106IthBQ7MwUP7bdreI6PxNr0/MRegvUIQQJUkTrBQ8K+LdsLH2baSy9iAhsLj9SMeIBI24hLUP713gDsO4yhVdGOmiC1UmAqPuvY4qsQQw7tu9f+2V8sSlptWmuquZfYSjkwsJNiLWDC+pRcc7XveI9F8RKuhZJtwLhitUuD6rZFc1aCDanfdtDhQkcRZ9YpVHNQgRU4uyWdFf4KUkuxd0J76K+etVg5Oejvln2HNmPHk7U9adrHaLOX2m0feJQBohSs4P6kIMkL39l3jPb52p938K91Ln8Pvl79TqcUkar3uA+YaYNp3jgrMtn6/C2IWPxf/rNm38+ahod2aN+4YW6iwA38TVSFKVan/NnGMN6ph6VW/SJ/9hUXxVdnPCHKKJDG1Hywa6q+hp2KrLsjoISpHwJw6oKQbyCzn+zQ5VKkcghpdMt/Z4qQ9GBg7LtyFA3c6/JZRNFAv0cKgYV4sZiTiAWjFvm/YkW4tDMrEEkMfTmJWEuHoIJE7ls5izv3Y9AkL54JZGGkP4fo/bu0XyB6SKcxC/uhKVLMqIvSQjBQILhMrRTQ0mG4ozoXHFX1v7U18BliSLl8eSTB8dxyzlS7ukMb4fP95oOin272MN9c7S6DX/7JwNM+LSs4K4ieSrPD9wan/PgWVCZC+lun2yn6Ti7zWwVLSkrdej2NzWoZmxXS6aBJ8DQuL38Zz579Mn7z6Kfx01/+Jn7z5SQurzekx4JKjn6AQ8ZxD2BJDhOatYyoy6JIHvPTMRfk0G2SIDE1bOQlkEmiRWOnWptes7i4/+a4kyAwxi8Fx70Zn+yyqnAcjkmMz375cRqTQU6f29oLObDGSl1iw1AUPAEtBN1kMAKchoFmAIZzFwyrxDQBsOR0nsr6kJNaK2hsd/WTYNxWgJ8X1LBkrAVUnfhWBbF6b23w1/3t35W+hPWJBq/PAyNY1wmgEelGgwT8uaILmg1nl7o3KEJnPvXrbWh2CCzGXrum0clvqrN5P8nrp5hFBnd4TDsM6guP7Zoe6SqKSQcpB6ppr6s6W6106nTJnIbmCoVOL9P7HsPUBEnjieRXCcd7XeSQ8rhxBb4kVMv5pRRSBZV43dBFy/6OGWEs2GBisO9ZoJXnLaP/ZlilNEA4YUwtVYVSphyiL3VuBF021u1Jle0qiwB7psAqP7chGC02gjFmle5tViWYTC53zR+l/lpUFNfH1FnPOZOlzdKCePX7pWgIgSsB0pwLBmpxf7h/7PeYOwDG8WzBflaq4tGJCNWan3A6D+0bNNsxiXXnpd1AMMEgrN3oXwngo6KhK1sCSMTnCeY6Bdvmn9awiUF07T0EDbH/ucqizIycuTRsxbx66XOoZHrQkf/uNQvQZxHjajp7vzBL1mtsYhxzjMrvsN1EtpxT5fXZbL96/bVDvwM0Zdv9t21YPwcR759FXJi1ndZW21EG0qlDqAAvGIU7oJFt5zYTKaPBmTXUtt3bYEtrz63H2tf29cXmJf/qvitItg9cilc8TwK36qlrZKow2Otza5MEWk7zTp/ktsf/YLtF4A4B0e9I67USYWrgW49pktyDA2HrDTSwlScRf/lzrI/jGAwuCCSU6UKlp7LGtsZ/oyZT0u/06+sFnkCXNg2e4AwM1RRZIFJvYVE7rs7x1WKe00HogAFwsYaFwZXktG2Tk4bjw9n0hgNDBo7byAt0AoVg6A7gHCOqiqjZVISbQSnMB2OIkVqAV7pOMptW+hebEwTKb0pZaBize2pBfuNGx7U1s7hvyNkkULYv/Q19rbQ1A0+u8mUhWv/gfiDK6f6jY6Ios4EqVwarQGLacMguUyn7Sk3NwFOk301FaW3exbJM6ZDeCNrgncGttHHsVCBM58K1Ms2zdmZJAzHI9ibbZjVTyQ3oMYHJtILWf2yp27SM1RLMpuexmE9iuZjGfDFhdYkvH/86Hj/9Ij578ll8cRVxOVZ6yCziZh7RQ8Ug9Yc1MAiU+P7NnhAgWcFbjQ0bMGYr1MfYKq1u5ggPm1EgP1JXtxBQAPaFr4ET66ykq1XnW+BXpoKbheQFzClObEkE2RW3yJYw8ygJRxuARlU9pp7ZMJWDjwip037MKjGTig52SmXjtcLhNWim89ph3+kEve/vtW00VwKraV65P9W4cKd7qTaY5hqDDaoGtZqW+Xwk8BFfcFqdn70ZVHk/cD8bhL8NLVcY5aUljSAzdLITYbCwvdGhefy4Qlnuc7/v8UwWhkBD0vKxBmbhdb3nFLWqg5RAp51gatJK8u87GKOeiQXm6zGcIiigiKCMPs80Q4NHiQV4g77otcAyjbEdIXGfE+dRZN/zjI6X91WvFQY3tf4z+o85IAYggCcDrKxqKRChXm9mTwlIIgCc40ipyAXGtgE67k8CUJmhm5xGR68NYGAvNjMMz+34ImKJFL7EcLNzaGYZ92/oBi0KWwZMKby3EBOHwCxYBBK7Bth2aN+geU/Rsp/Bd49BzwWm+4IBi/cQ+NN3XfXLOmPe6n1M2EB4hsQclKKKsYM5gnRUsGoBfMKO8+PDGo7zILXv7jDiDGMPrNxFxI10wpYt8+PQbn/LDCfu5cZRUrq+CxmYTQr71+sj5z7KvSO1WQ+eKZptxlC2Wz2YM1iRGU6vMoDaQFAGTWRbYF8/SgEvBxQshk5WXwLDsCde7xN/bqfZ5fPnwP7LgKWvavn629/Zfs3r7cyNbIvsA3u2X/F7G3h62XNwcNAA177j+Bj+t830yu+3P98+zqF9ZbN7cEdr8xn8bwCDYh1yanUiLhdFH3CcQCgWKNJxVCD90L7FhnXx8TM8lwWlXzzku52O2HTb4huBWEGbvXzC+T0lGFvee63A05nSzxjJwgKIiOJmF3iCgWBnLzs9TIkD0wgOtCvnAGgBpR/0eqUQUAy3VIUsGiUAWnAeGymOYgt4csoAX9f72HgQ8QJLCZT6xSSih3AXVnKwR44jjjH4cfMj/UAbCfc2L2khAJ4mj4sjmI3837XtcwQ5wQSQQUD165BfOqxKv4OzPzwp9wyhZzgQBADlqZgZhcg5UwrxkyoRLiTUWiP+pm2C3ZYW1wpatIEnM6NetsEYTPLrptX7oGZX2WshBeUlgg17FntQ9q8tEvEG23z6iFXlVqspS5culmP+u1wCaBrH5OYxBb8h+jeZXsd4Po1HTyOePIu4UgoBdIhgHOFZsfx3AlMocCxwqYoFy4DZJDYDh4VYYUzbwrwC+0COLRhETnFhxSczfJLeksEAN5dmr8wosRcJzLTA402mt5ttIqCIuK0ZWemR14pwMig81pgWZadV4xXHMvWc4rbJEK0Vq+DkmPGltJ0MGlkPwmAEU5zMpNNx3Le8ZF1oZbS3ysryssUc40eTrnxm7VQAQ8AKq2557mNezAV0IxUIKUFPy/sXRxFHZ2VcQDi5AjUGmaQbxfQnOWGO2O4Dbt5Es05YrZTGPxJolO10O68GDA0IJiF1/A/0+W4ae/5MxcBzIMLjUvOpOsf6F3NnpzKdvsc9yDpRFiK3WLXvzUykxFJlmndmilpDSeOby5xSDOFEDzHWnfKmJXAsMKhWmJOzlUFiiDNzHmsuOr20pgWKCek55Op5Ti10Cgv3T10j9kf2B9YGFCNAiqKYhpyD6BONccYXxCausQKkwk1ThBt7soTKMe+Q3o41aQX9KAOwmuvcf3FOFUJw+hXSqyAgzQAKbg17XBZvVx/TGTUohXMjgDQr6b4AHWinID1Vtkh9Zof2Sg1jxCxMsjXxLMy43fN5zjXp/+2R4uQQWei9kYClkZhSDBR2Iy5UEXWtuY6xdEdM+o6jtdIDfHAW8faDiLOTYvc9fRTx/KqRCX16cGC+U80ahQ4mVO0lpd1R8zETebQOmf2J8QqdS0gQ7DCb2sBTW1M026MvA1hyaztbKXvjhc8pCPcMunWxy0bHHpCTQigE7UAT0q1dmS2fpw3ipID/V2kv7YAr+8CcNuiSIwvt99pMprz35eP295ynfe0v69P8/svArE0rzW4nIpf6xpIwL3um+4Arn6M6Q4e2r+XHhm6+iIgfR8T7pxEP7kVc3Csp79jr6R/0Iq6eRDx+HvHrVcQX6t63uiUVFXPj0SriV+0CMof22hvXSEXdUcmui/86XQbooEQMQIr127VoNcsGsnx0kNcNPGHQIKKI6IF/qqAoDEEYc90i7DmTAekGaukxDFqly5g9MR4rQqmKOszbTXnYAJ3wO7OvXB5ZkVwyA6Th5Eo7NKBxfAiuPSrCa4gSuCFKhkpBD8EkGUX0TiMGZxEnZ0X48uYmYqWfawBQ8e032Oi57XtuOVONRe60wAIgA0XO+xz6iBovXle1YeGLw/OILp4B7ht89EHEESLeAAzSxlTX65QaQpqv0/US2wIbJRxlbvJmtrXF5FUB6oX70vtOk3LJ8Qpk5S/hGSJP2+mnOxf65ts/+2f/67iZPInx9CpuJjdxA+AATg/AzMWWf4+nWwI/FjCGPgkAHHYVol/oKvFQ+2BymQ4uEIRa7S4Pjrkg8JQMuWj6nFoaAncQHSZ7LQtOw7gRo8Bl0s1WsgaChcXpyCZ9BF6PGHQGgO1s8ivalOu+b1ApReWqgah1A81MFH+gpgAm8WdcI1iXANMcOUeUJKflkuEiB5RdgvtcJMAi6cFlFjrFk33RKTXL1H0KY+o1Mrl8qalkO+1XsZXwJYN7HsdVjDxND0Y9sb5NI27+omjRWLsE9tPDiLh3FHFyEjE+3i13yyVQwEJORbD4Kj/zipvAt93IkDPrDqyXlFJA9pJSOfGsKAKK8Q5gIo0bjLkqKScmJx2RFBUnoKP5Fbk0cjKEzaqlYS8gqTI3wORNbB6PP+p/KbhCvNwRdQNJcsjNZCPjJ4FMXksNIGFd4JhKoJqrGZLR4/v09ZmplfqUY1uBGc5jgcw15c3aYrkIgAmmZgmYdWTwDc/Afan7YbRx0rCPsXUAGHBki5poWNc0zjmlVTmzpqmgoiSuUyxF7FH42/tMT/bBXWhH+lFhfs8ipuOIGco+TwogZWYnjlVZYGo8t3UDwXIalLHntC5WpETaFcbZLRLfvy2tXWA42xzaSsramYJ+05dIReJzGCs/6ka8expxLrBojuCagFyAh2B1YAzdOYu4cy4JhJNiMyLAMByWz3j9ZNABwwqMNj3T68uIv/q3ESukqAMYux9xAoHzuyXIeGcc8V4/4p9PIz6HzdjK/HEqyPj2mBSHhrEle89z1amxrDqrrAuaOy4I0QZOLOrYlvjIn2kDCfv2zJcxhTLYUqN26fV9FZu1d0EfzbZOPXQbVMrXaZv4ZWlg/tzX7fn7qoi3gah8363sA8y3EYKk0r2t/d5mjaHtbFh6DhUlTNeT7fx87n3tZX1U6Y/pHms0q3Xe7p7ry/26b5y8DCA7tNqwLr+r351ah38fRMSp9n30HeRRzu40OpEIOJwNI+5eRfxgGnF0GvHpjyNOLkrWw8//JuL/8KtiGx/aa25ABmfFLrt3AYLKafS6fTKaio3XYfV0sNUZnNRc37Si2t/00bwy8PTky8YZZNRVQpE1SixDlsLdACSSuLSBqewg4UpRucTOmwGsmiphQ1xUaec8s1odHDD8KI0ORj/XSAziRcQRwBjpOd3RYjbVPnCM4y9KRBmg1fA6YnNRDBno6iAS8Qh6Am8I2N73AJ1q4XU7XrJn1NSGfCyxiC5WEQMMsOOIPsC+I4m54rmkBZybuvoMz8wpU3SO5AB6T4cGQ2WJKEXJJW15XanSV+wLAJl+b+BB0VOCLZl5A3AqjTXe27ZhwLzp9h//538V8+UqFstVzFebIuqdABgaSXnuuFy5hIIxtp2O066ABqYadX7QRygjLTAQAIyrNVW7J6WzukoL9VQULbSopg0ep0ZgDNTglRcXO8VyfA0Sucrazj6u92p6mZ9dAg/NMuJ3bGztiXAZADCLp4rIaw4v0jFgjBo8I7PFIIKxBrMn9S+vSetQZgQRLM3ROot+p1Sl5sYafRuuawYj8r3gGKlKm41jHs8aePgbjE9y6ouGibNRFzkQKzCXzr0qOXl99FppFgzWSh5fYOVtAZ5QnSovbDVVK6XYEajrN4A5+19rj0Hpfk5jxHM0mKTnTmdW66DXoQqGysFlU3VELB11OxIby3ORQ0S6S/i8M4CpQab3+KNzVg2opKtU56MZhX7fcxXHkkA89cz0GZy8MgTVPA9yVT/reXFuOaU52c0U3d+k3z2fPQdTaht+IZvJjD/1K4M6ei4h8BvPgadKGmfVIOFFJttezCkCwhAM75Tgj8Fg7gFgGM+LkcrCCABkjwvogHXu/KQEOKDxg6g/9SIRBAMjWakzZjvhdexLTFFWSp01IK2RZlDwVaNzb6Ll5Si3vlIXnOrGeQHDXvqQuK/fqDS4gaPsrzrgT2asK2YOIi5gF2hd51YMppLAIQOxCNb5NX62G/EUJbsRtNP4+nKq1MhhxKcXET++W0AnpEZzzVUAC+DrTFE3AOtnFxGnSKdE2txpeR3XgM9AxxNroIEnyhLAzsT4R+pkL2L6cRNMQQDnBro+GLewMaEPCXsRrFI5qBmTzn7zod2e9hxyF97rEmuJz9D2gT+cAaRsAHPR/gpwKdspGUTa99n8d7YZqvDgVxyzfU796/X+awef39+XQuZ/9wHpbeDFYByajfp8jHx9bdZW6h+suTtgX76HbxIU3nf8dp+3r6t97H3faT/HfL6Mknts5GO0szja93VYKPY27CsfofqyMpKMCYzuFP9thmDTTcnSAahsX2h2U+b5yXnE+b3yL74HxurVVcTjR+WYBw2ol5NS+iLWAHY57Zf9/NlNxOcgObxkaWBDtAWVYe9EfPhOJ/q9UXS2PabQURIBesWsol60i3d5BDL01iXhjtNi85qBp+dPd9MXZPtXo9eOpQWtc65fBZ5kTNgRJKCkKCgFxGUM2eivQrTZKU35FHRkwbSSMQngCeWXia4eR5xjsA4UWZMGEoUnJcTM9BxE4DEhkLawUIWvuF3t69a67St8mQwcGGww4NalH+o+kpxUvEcx9UgsMgAkYtPQAIBzrEg6mSt+btIEcRUkp1r5RDv7h17jPuCFKj3zuqc7LSoxJOyI4nXodbzp9rNHkwosEQDI9yhDoW3cZvYMxic1MNKDpG5KcrS5NyankECLjJ8auBNL0As+fsigSSygrP+UdXHKL8kmyqXsDYypz2sqVwKZXrBdWnPWYEOdW1mDyOMlpcNxbKh/qqMuo4l9JdYUgDk0MiRTupHXB4xtBtUEtPm5eCzVi/Z4NFPF158fdPu1FNmrws4+Vrq/qkPjlGENBjLQXDlwFNGd70qdAXAkDV/gGAErGXyeJztV9JLWRQb43nQj4JOBpzSmKoNLrDYCsvySAFE9N6e8oRH0E7hX2TsCYhigUAU7NldTU7q30yA9Dqrek8YK0q/IOhK7huLb1hlUmiT7XuLZVbzckzulafL5OCXN2ksycl2Eg2upmZAGaTUurEWSgc9sexN4EHCP4AtZVAa6tG4bvLWGFNdsrUsZxOe/Gm/1+j3ntcdu8/rh77Qr6qgPKricP+OUUAUosjNlJqiBbKyhABlcCADXQD0/2AsoagIwH4wmpNMDiEKwaNnYF2DJOBXZ+pJm7Kob9ut73IJ2qjQz6Bt5XfdeCwbPfQUj0LCGAHiBoQmQDp8/ed6kI1K+QOmOfp4E5pTqiGNiD0W0k5pgWqcADDkFlfNvE3EKcXaB7UyfxmuoUCfgnKmfYDcOIs7PIv7w7YgP7+saNEfIlgDzaV4Y5tjnADwhyj08li0mRhwZaWJ1cl8zaCW9MDPqMEaQwmGRfTDdH980gvYAKwFEIV3zZb75gfx2+9pi2mLU7GPX7Gs51SzbGAaicsvoru21fQBW/nz738x8yq9nQ3bfXvxV+/M+cCkft33v+V5za4MqdtwyI9V94GNWDYMWgKNMExZxyfqu++6j/fq+e/Dn2v3h+/u69fllgJTv6WWf9/u5Hzdf8Qzb/X1L7Krb1tCFY2gMp0p7eA2prkdgMs0jTqBvNi7rMStWdkrQCY8EwSIEUO5h3xpHPJtGPB1HPFH20QHva4YfQKYLMMVhC+C1VcRZv/QhAklHw4jlONltL2va+LAPP7iArQVR8VKdnf8ScJId2ppvSVI8zelXmxyv7LaDzlwjm3bOoKkcKWEfRoPCbFmcl8CTtGZg0LiUNiPdYnnQaVAFLzuaTLMDtVqpQACMELkCYwm/o1NrRA/sEFXKQYoRIqao9obPHLfFTZEChYgpLtllyVWJCDpJMIAhHTRraWd/XXsZyH4b2hQDB6KrEF5fFRYC9VHE6mD6izZdRB3NWLIjR0ddDB1Gz4FYo88RzRRrBgYeGpw3RyMJrrhsd4qE2zHHc8CzIW0aDkRK68K4MeOHGmGKduXUL+pZveF2xWT9xunP4sm4Tqa2G0SySHYCd+AIEGRIOiXekF32HWPL4tJYAGBUu9x6ruRl8WA6lz2VM3cqmh1tGUpm7GQnkiL9KYU2Zzai0XGxA50DgJokFvp0cyqV9ZG8r1fNKB3ErCoCmQZ+svZSqkiHsUZhcQDNWFdc9t7MJldRkgHlEvQUEk/37vRCiCzXe/R4MhCVnif7ySBgWqPMgLKBwjGQaanaYD2ffJyFmTfDiNG5mBtKH4CzdnxUrg3rFK69ly7P105MR/fUb7HRbotjXQE/tARIOE2SzSwtG3lYOzQWKqaTRPK5vjiCq0Xa7B9r90AzjwUVBMagn2tqhsaktcjMhmM1xm3D0CHWYQDEY9mVFhPbzy8YtMxsPu43YnPaybXcBVPv5GBXRrDWQzjyBNSsMSbwwCl+2Bd9TMxjrKUVeALzZ9TMNa4j1oXDXuv1ILOqEojt6+B4Vh/xXjTXPIbpiCSWoAXXuVe0bXvv+WlceCxwPiR2A6KjZDwJQOG4UKCJaViInEDLB2wqMaCuoeeI/lTKpp+DU3PqPt7ScbsNLfuvDzsR9wHeiOXrin+4b7DEyU5SqjXeQwoygB7qOG4i3gJ1TPsvwRqwlzCuzcCEODdYZFqPMXbugkaVnj3tNNhIcBCUFolzAOQyQAVJBRzrQqzSCaQTJhGjk4gHDyI+eSfi4lzPSOlOSPnnoxwWth/sEDxnsh21P41vCjCFvQz3jDRL3APGFhivBJ6Uaol5CkN7BOANOjjLiEefR/z8slRFw/6HFC1Efa8OANN3qiGb4cVFZM8HM1iwT/cof6ZVoGYHePJrbcHufeBI7yVapjs30PpObm2n4quYAm3gYx8Q8lXAkzebNijjvdOBoRw4y9qsiR5IFjCjJXvur7UXvnDfKSi39x73AVXdr3gO+Tv5mLlgUfv9/G8GuPKxrJvoz2X5kEN7acMS/zfL4g+isSASuu6qpF2fRcRdpd89VwYDXKeJfj/S+x8oTftxRDzTuq0CuN+otTFiMrUTCeC7yp7qKX3xB8clRRH+42pSqvZCSgf2HQJB0AqWVObXHxPBK7CDu12RhrYqCldExT2dSvBqG91syMMeYLXalBrzuoCnu3eb1AEzls7eKhEslFOGIQJjgTT41u7O/GyI6clIJFVWECbXvmWrIgFr8uqmjhtQi0iQUu3qomktHDgWm5JSRuqYqeYSFj2VEcv1Y1QMFTitjHCrshWAr+E0YnRZclXBQrvR4MfP1zVcqm/t1ho4GC8UFNIkXKnPAfrpI4xwW08Bv0MLCgborDHykabIwbhsnEQChUfF4YF2FiKfOFaNKCr9y86lS2t3sPpIswpOGAWk8YNKCEflGpbTIhZPQ1rjiZMgpXS+yVZtHW1srMwkh8cpcdmxw6LgFDqK5sI4Vplx6yIZqAo5BwTl2k6qTk62AhYbMfbgHOD3vOjgWfhamZaUNuask8CXVARgZXDF9+iIuLVhdOwMFnrtsYNCjSqnAmkF67bSAg1K1hQ9gyp6rTqe/t3l59U3vF87s6L51gqYZk2oOhz6AY4YUjgYFc8aSXJ8M9uLdkwyYKidk5+B2DSZ8eT0Uz53OW55ycL1wLkbqyDC9kLsTVTg3BTHsP8wYnKq/hYjhmCuN4AM8MWuYLSf1W1oWPc5tGS4ou+ZsusxJx0Oj1XrBGWGYzUWEpDplF4+U1XIMivKaRkudMEKbKkCmtmuPJ8BcY19AhUysPkIpV8IUIPpnX6+2l+ywLcOU3ShDOxCTNuVmHRtTB9KRgHmb62upzWDzrpYTKsENLnqm9cEak6lCnC12qX2Yo9TaochaOMy3gnkyoC0x2zV21L6fF3fxNZ06qj1pwiY6vMIQJHVlpiVPj6fQ2t8ViBXlWXxDKwjSVa0QBazaAfpWv0c7kFcGpoFGmsIhECEfjwrUVWIms7Hkgr0enBLGozyd2VDfHwv4hQMIKTiDkrBk8o+0zPDHol+Rh+ejiKOkDovkPX044jxREEHfFy2FMYVQKAxxF2xfwuEIoNMYq9L99uyWZfR/zg+5jHAJq+5vCbYTBpLSIt7+CDiwdsRD98tIBlBSoO3uBexnXisdcQZ7ATNRxI6UdER1V2vy/oI2/Lx4yJYDwYMzgFtThSFITNqU9L9wMbCnEM65q+uI36dtO5uQ9uHcRza17R9YEqblWLQJ7+e7Ix6HL+WgSOB2l5n9wJFbYAonyO3zA56WfT5twGX2iBajgRmkChfkz+fGWL5/ZxKVo3z1PLf7Wuyf5bvpX3+fA37jpHfb7/XeQn4l++nra3VZnVJK7U+//x7BpDE+MwM4ApS2D/S5yo2t6+/Do0NXXOdHoGzXBfJfb/U63L5dobSTQKjRvrONB3zqxrtg5aLa+jA6eV/cFrS8yGz83wb8dl38FH2xYgG6xn757PLwvSmPTxugDwAe6+sUS0to9VmyHp2Fg/HYC/TU7OiA70n+3flta1ExkuRoH2I/8vv45XaCA6QnFEa83i4MI6Q0ykDDhu/NCR3GgxbRrAUea30WQse45iiVjsVws41mUudptoTHRKJkbMiVDS/g80Esd5wKfp+xAm0npB6J6ONP3bs5TAALMMsAACCiB0/DAMd+lGIHIM1lQCl9pqbxb+9QH2bA7rN7G1f074GwxyGNgy2BcSK0S8CDeEI0jC0MwFQYlDAAqZBQlx8GXF5XaKPOCcYGuw7iWjDKUD0Eg4JjHpEGZ2eQiBL57CTSF0Wpf6t1O9z5PriZiT2DiMTAA2NYwBhQGXPyvm2M9H/b0FlIjppmcGRdFUs1m22UU5LcUUvAjQqn7vDArLWkNhmtVqkGTjWR3PlN6321gTCM0MjU0grMNk/mnMsWZ4YIBxDrbS4muJnB1IUFM7ZBOzw83ampb1EYWPNB1SSInPBaVYW404paWasVI0cRa78HTrhioxXO0KpVAYNOBzMEPF3zKaqN9R83+BfeZB6Bu5Xja0dDD+lQREUkRO+00/qO6aYyPkGc6naWq4mKCAC1SW5cOKcx2XOAJgZi6XI9dIl63NFPlUJzc8HDqOd1NvC6DAzwYwXO5hurqiWUzg9zgwIUuPMjED7DakaI/vYGnEaD7VYkfZRMGoMBjYnb5gfJu6meMZOZUdQw8kqEtBp4Af7T2YiYUzx+6lyoceVmY8Tpeplxpe+UgFYvoR5JGH1agSLJYf10MfA906P0z27CIcZT+sESlpvLe27BoIw7jjsdc+4X6eKck2S7qKLFVgYnultqxd1xnD9+ByCCNh/+Jr3+QxMa54CTME6tk4piAx0YD7p2Tods7JBNV/xPLhfaQ2GhuHxSQFwzjWWsK+YxXNbxMXfhzbGWcQP3irP7Vw2DxrYTGOXn7YYKwApfNTAIgJD0L7COJtHTG4inj0v4ux4H0E2+otYG5DCCL2NRQkeYe06OY1YIlgkLS+mmopdxjmlNcXFDLxHwOAlE1nr6nRV9pz1ZdF8wrO4uRKIhfEIgGsr0XgUoZkWcIo6k3qeqEaH8tp49rgOCNnj/q1TSMkEMNugJWWbDLbGddprsvbPLWhvpaDkb970xXyXGjfRPYBFBpXaAFN6nXZPYorXllgs27YBnf9us60yaLXvWr/K52qDYPvSu/Yxq172nXhJCmI+BJiT8IOGSjlVkIJ2fbKHmKKsPQzfwZrD4JD27JErkiem/TPN6b0Akj39faBh7Hl+3nzlj2VMkc8RewPWK4DO8BkgTK01bbOn/+3D+FgeFjUA2dsjJyE7OO/JNWDj4LEDVV/xmA+ttJ2Atx7vVuwl21gvw2hXAlesaXyhQjtu+A7JJAkH7YooAjsBJsQPsO6+reyQVQk8gUiBPQ9Vcr+r7NeVgLi/gJ1l/6mFeX9j/IHVv7exIRCCVirYFdhJABN5Tp2Cn3TK7wSdJL7Y6aDa3auXHnxl4AksFov1FlpVYQuxQpYMmrq2ts7P98So6ee1RyyZGuUUW8OTH+cC8ES2BM593KTM+Ydgz6rRIwL4NJpFHCH/cdAATyyzKZ0UL7AWr+2IdQNDFcYW181lRB/i4/OI41kRMnd02Y5JXdB0T/n1b7P5+B4Wr3I+CG1uIbIJox5OGIzWZSljzHQGl8VWKoOrY+H5UshZi7IdDqc8eL+jM8icOznm6G9scBKtrelRAgCtV4OUSVY0lM4WDsYxAkMaYNSkAcIwFuCfw5CdXinVL958yylvZnWY2VCBJ9sG6se6B7fLySfNtIok+ycJE3uOeXM2U8giwxynYi7Qh5cjaKfU39/ZZH1NbcZMqnBoZoj1NGx87DCWBD6VAzfnIeMqGQj+bBV99ley4+qVNBkk9frFBOFaoRSM6ojnqmLWKTFApV3RguBVp0efdcqk0yYJXKQy9e5DN4KK+frdR7YnrbnU6ucK9snA5vMRmMDnZe20JPjOuaFnYRaNwTWmMifW2qvFHr79RpakmW1mzMrZpM2pC02Peif4YFCvjtnsG/g5mz1rnaDsO+hLAH8Ifiahe4tc4/NVNyeJk9f5oXNQ20bjy7piNT3Q4JnHpfcHg7R4zRfXGvNOUc1pek6xq6ytNAZZ/Ssdw+OsssbkOJAFk3TPXG3RmloALaqGkNZuBrA1Zwg8CSw1kJaLjGQGdBXx173yvGYuCSAgI3qRQHilzkIQ0ylXuA7QxwESeQxkENUgSAYreS78KoCX/TQXOOv0TM117CVci77tjfoVGwzoO72IOyeNFlkF28Ww5LMy405i20xVV7SzO5FuErQxJoXVRCb3NuJC/Ye+Z0GOo2Cl1RsEAwFiIl0P/Q97DpFpjUWOL+vXdUuQiqXq9T50OjwGaStsIm5wDgBDz8uxATJVYFN7k8XhYX/AvvKz5TNcFgfZTqUJ7v6bsYiUulvX3duENLWai/F+E2cAptRZL+J+SpfFXES0/qk+0w4+fu/aVwE8reBBbQkMqVV3M2spz3kHrTKCsQeIajMz86nq4drAWLtl4Ch7iAoqYu5RqqINciWPEtdxjoCwbCHu/5IrcRENOvkC4OH/fPJWKc6AQDBBYQFPw1R1F0LPWGsx9zDO7tyTDyCiAFJZmaqrgBtYj7+6USrruin4UPvee0u6Dc5lBeFyvzqY4lT7ancmG5lZFQhmZ5vVxTjajqbBxBYpKuOV8F3q80yfrXZ1K6tgJ0B0i+yq29oAFClLnHYQQPdz9f10D+hkuAO+HCvcDcqeOJfNDsDoAYIt9i02EdfTAkbeCETqJhbVRuwp6Eph6CDt7FIBMTBip3uqyX+X2kb3+jrtl35vEHfOkcBXnMTS1WXWFCZT+TubrVSC6hTR8TrXdwQ/v+J8r3xhMDpcYtp6FRZilXFqjYHqkOaLtHPaqsRD3R4wRsSmspCljVhUzsPCxxtGFE1l4q3kTuDJmi5mNAFQ0eI6kBGLSBqZKXbUZPybTQVHiFovAkgoXqmqeZvrEmVzCgABKBu/SbejXVmpVtKK/YLOlZnQeq380by240hmIWeDDXlfbemLuKHK4AarAdLW9AVS2eXAmNmEf0G9t9C7nfCeREQRHcEmY00sbiQ29mG4KiJO8XEcE4ayUhlBX+W96DmBTeZnh2i22SqM5Ct6u4C2GN4/KsAUbgE0/YmAJ6fL3AbgqWr6ICpkJk8GK5KNUzdFO5yJ8UPnKwMt3pjx3aRXxOef6W8CUDKToAr0y0gxO6imL6Xro6OsseFDV9BRTqzBE16WGBBVmD4xn2y42VCogudZM2lf/n4Wocd9JIciV8+jQSDjg0CoQYT0fd8nf00pSO3rZl/namM+RxbwTqmIO4G+ZIVkUK/+nTfZtNtWAypFUamLI+espgK5iqQ1q9IxKzPHcypp9hhYuQ2tsmTlfWWjg2NC95UNEo9Dp6xa3ymn3TkNz8dhCqMr0GW9Il+H+zVhP9y/2nZ+YvMYgHF/IlJs53uTxrqBTqf++V6YaqQHRWDI0WAz8jQm+XvSUfI4s3ZZTVHXdTFFWfOpgmgCKc1sxLUSgNL8Zb8oWMAut7aV6NNMLxBT1euIC0V4/6IGW2Kj1Xmi/vY6RjaKUruQIoWCFdBtwp7K96Tnt9W9ILBlcJsAq/Xd9sz96pgoVWynsqPSb82onMOh0jyFHeD74r7ZuX2VaaiPKOYXniFYQXbQtu43BezIBEMQBlHcdQGbLm8inoKBrGeBwBIMdBwL44g216YItl6LSQTrXNn3TIeY6pqw19q2wPEYaErrOphImeG9VtTZfvsrVSH6LcQ7dhz+W9w8pUGir2vDK7bzTsT7o4ifPGh0um5mEV+OpYfpNCF8GOmJAOy07ryua3/jbQ+1JNvQO/aR1wb9bduFS21aHyoY5bUzsVPznuR1zvp+fr2u2QJaGeCz/ZRY6JxWDoTFHtAppY3hWuGv4PnlzcjMbzNGwFz64KSAxLgmONHYv+iv4HDQgcTfEBmGHtxxxB9+VLTZYI+jwBD6gOuNAH6sN7CzIWWBlF5kH1w8VPqtgS2BVLY7J5OI4fOibXqziLhWKnNln2v/ccANjYEPMVW9Z1OzMBWQqo87G8tmNut3riva+3Yqv3oResHoah0TLVWA3YskfhUd59BeigN3kv6QKwZPxVa6J1/d4FAGHh3oOO6WDBYwepk6J2b0KRjLF81cxuuXYI1Lj9gB5HFiPyGNbnpT9jO8DnCKbx7ai43EjmHcvfNudDtdaf56US3A0zY9sGLrOg0PUxDvggG1H3v43VLtIEa52aXtI0LJFARFMDFgsHhhIXOaDS8MA0SsKEQbaxqLNCRwEWTEgI2jqmoue4tGDQs5DjQeZZTav7UhzIbFGoIJzis160R6TtkhprMH5oAWfQrRAuiCUCdAtWXEMZT4JwXd9yaC+yHyr6hidsSxgbB0Myq9IJon+iiuGaloMN6wmDvyi8+72hJTAKbJWRPAA+BGGQhFG0XXDHFOVPZBJAHXDscDP7yXtpXjpFsidxKexrOSXhYWdz8TijomZ9lpcYxaA3wjjFzSgwBIuvoUIqgQ/2Q/GxXMIyxtEtggocx/X4LRABc7gLk7EScAmeQoUTts2ggJj6/LJsrKGmAx3ALoGsZ/rbqXQAu25OB4zLKkup24ZEjRWMrVvMy6wJsyLggmSa+lOmEJ+AGjA+MC79HpEChGI0xK/GYlmOlj9gJZSa1rw+MDU8TXZxF6yiVlx9+gmQBMA3D+op12Ghu5n1LHVHBBTmMFa/EZnceANBlOScfDYscZeDL4TZ0dAYQWA+exRTeHEYb5Qt2llPprI3OnSIoMV9uN/D31D500gSv1+Ztb3ByiGmg2ci2knscDjT2NAwLqKS2TAI4MVRcAAHhrTZXM4HnjzeAE5qyAAOsHcaj0k5O6TSwP6chwjQXVUeOtan0KbKPTYNAzaXvtpCaCsWEjXuOUy53F31Wpk1uEAiDcr7AuW+tJexXBJ4+15PS4ikvbriVwO9EzRgDH4I3u1fOPa0gbcE5MOUdv2ZRmyXPpXpnOJ4/fwQL7MgaeEJSxU4Y9zmPZ4BPPkxiPZDRrfBOM0OAyA8sgUGVEYt0BMxn7PBwgCF9Dr0xi+rhGM3FgKwAYgkM9HpfSyfRPpL+28hxVVUH2rfQESYK2XqC7UvOOzqAAOBqlYgRYjwr7rteR29BoGC8jrhHgGkWcQPdImkiwnHE/SHGHePflZcTxcRNEw37/fBbxCxnXKkjLhrF6tC3R4UjSmAgHX7f0gV+pHQz3V25dRfqxbF3/Fl330VHEn7wV8Wc/KbYr7EikUKK0+I+fFg1A25PTccR/9ZuInwKYeg1jmiDH736Y3/06lPrpdZImpbQpud+J5engTAXNZQdhDcFagUArbHmK7EtvkmuhWNhmSfg88GsujiIuToq0AxgX3KdlyznFGuvV1U3EFcAYrb9kZxwXW+NXqN4FcFgA0Yu06Ma+pvwHmtdRrYEAlU47EXcHEX/wTsRHbxdNN7xO0FgBXYKTCt47nQz2Hq7f7CMIN9tedWCF/YysEmi4TQuIfYl9Wj4eAx9KS+aPfBdoU6JgEXV6kHaLHwFxzL5xCndOA8z/xkv+boFO+9r6d6WsvLL4zaF9XcM6wUrxcvfuq+KaNZ38GVazA4tT+zJxAGUYXU0iBidlDLJohnRWMdcx544EpAIUxTwGlgANRNrF0G2cFxao6ldwj3tVXeZDK63T7cdweD86LmHvICylKJq/0cqcLhN1LQe0BOi3FQR8bcDT/Qe7FWQIvmhxcToA3qdh47LVbgIKqHkjzQtEplnNx46AHASAV9CTOtYIwiaAY4POCcqcc4zhVGFhRhpdZjzx9Dg/Nhl8H84EIn4wvGXEeqNiJ8KI1uZEphUAJvwIhEH1Ng54Obs1MqKFHv9igyRw4rxpRV3J9AFlFUCRNBbslNCIxuRLFQBx/ycqhYjvsz+1YeJ36DJ0lC5HZw2bJjYggU7ehE+OG+Pbz4oXYEAIQqSgcCv1xYt/dpZcGamWLNaGjEbtD/QJom9yTHBdVRge1q8iHI0XLCuMnV42tDGq6UgF3uAWj9+RPoeqfeF1M6KYIpEEcV9RRP9bbU5jqQQkVwlUvzrNw/pFGHMEG82u0Caf54wBTuvaGJQiKCT9DTqE7Zz4BAIRZ0L/ZoHvDIwppQs5/DVVTw5wTkeC/orZezhGxQ9TSqzvz1XjCJTZUzajxSxAV5TLNyugqDJ1DL64oqXmKZledtaTPk8FrPakGRu4crWyGpnTdSMd1CKTnOfqe1f4qwdJkdSc4sW+lMA7T2UQJEV1cgqV2S1mkBE4EijuPmQfJa0SHlpl0V0mHWtABZ3wbGCPgRVocf5XXt2/3Xb3rFD9CQasdnUCt21mnqdNYsOsZppP3u/SQlXFwgWslA1Qe5M+w0IJAoswtsEYwZrJKPOsACKcw9gvcF4DfkhPkEPBNQgOhwB8n8dzvx0gNVhEbRulIXDMSg+OzCztezn6Z0DHz9vpajYCON+VYk5WZWKg0tBXlBCOCfXxEnMV94x9s87fvHYKzfN5602oD73GWLvPLDXrxDnVY6t9msUONG0wv3hYO5BKAwGAgr0KhUu4B4g9DUBqMo2Y4NlIxwjGJasBIlCDPVLrmju9rj24B/QBDN2jwrKy40TmWGZixu1oiM6iIt9vZqWUNJxL7A+wdVDhDamKSLGCbtLlNuJ0rIIEAo+uJdraBjdWArXgFLtlH+/Qvr22Ub+b7fRNGhy3s0XEMRafWcT18wJIIkXyR38Q8ad/VtY7AE7Pn0f8/HHEJUDc3wF06oqpkBnZb7p9DBakA15ISUUKjvY1MvMFAOW5TKag1jnY5FhnkO451w+qQJ0CTEL6mGiGAGLqM9I6f++iCN9Tx1b6lKwai75B388irp4W8AmMn2uI9s+KvXL3XgHSjz+PeDyJuF4VUMb7Bln90ONT8KIvPwbOOf/G7xDtV3ot5ELunUS8jQd0FLGAZpOyTbAmcl2DTY51Un6W9UVxWga09ZrTp7lfyDdA/2KNAYEA/2L9NkuUP1mM3HZfq8BKfQZfN9gPC893vjl17q7WKqTWMbArM+IsSXzN9PfINquKWWCOQntxcFrIHvBH8TrazWXE06eax2BAAQNYSvMPDF8UmkBa9zziN5tS/e63qXp3aE3rdDrR7w+b9Fc7LXRUGoZAJQ10OgLryYXiZ0uxme3r13iiSJ+dITlKdLLFpLAOkB2KelMwFiGam4Rw7cRVDZVE0XYJZVNN4WRjk0CEp+o0SUeDlewNrAjwAWhFUo90CpC6xWiIy/AKyIKBC+OdzCKUAkZaHXQPZoXOCu0nREfBbOKmbufAYAE0JLBBjMpkrM8K/QKQSZpVrqJlpktlOpj2KscaGwydJwFGmMkU5z4q1dvYX2BMgeUkw59VaERr5fElFlqZSt6EZumJoxwzIu9543DnGz0hBUD9ig0K4n6ybAmWkB+sY+LesHho46zOoa0YWw6us5mcNURN+PjkGBmIcRWzMtyl5wVjAqCcKpFUMfo33DIjh8LUqaKZnTkDEX4ta7aY8UANIgOX3QYoySXTiYVovFTGkfrAEXw6rhbI1lwk4yMBQAafzMar9HU5uTV9p8UkgnHDsZWYHpW1lBatHVp7ys3n+x4TbfBKGxOBHR9fx65U+TQHDSpYW8rVNP1Z66G4780sqg630/6SoLkFwWtZeEdVW6y1LFDp/mGfyVI2QOVr72f6fKLQG+Aj+Kc+qMCT78XYbWKicYxJ4LqOL5cWl3EOYOVWNPUln5uqL/K1VNaezzWnSap/ALIj4sX1SseynhOfi9aZmr6aAFXrqhB4Mp4iINNzCI4JnHzT9lFIwuOYVSLx7Kxr4/GaqjzuCJwnw5zPSddLbR3NJQJiyoOqjEenn+tfNHyHewa+k/Umks4iRb0RJDEL0MATzqU0TerpiWHMueL1IqW1GfA3E6+uqRp41LbSmCMIruuq5zTImp+b90uzMw34SqAd64hZbWQkejzgPMOIEzwzpIcL9Ga/OY0f+xn25nx+sQN4TgH243laL6UvRzay023jdrSVNCmwl6MaDYAGrFGwOTAOyBiXvUOgyQChxreLAO9rtwlg+31r+/p96Og/ovhi74HJZtYg7Nx3jiM+GEWcnheg1wVWGMCEvQcgEgw46XRBGP6yxXb7ba715paNlz960BRxQODgDGxAFMSRPZ01gpy6D2kOB+dYuVaZCwCuESw9GUacoSqiGJmwzSmu7UASq6524uRkGKNRLwajfq2qae27zWYdx0erOBku486dDVPYLicRT2/K8yKIDlD9tKRMYoKOzJQ2kxY2fNrvWfxHaUMMTgJ4VnABzxxVKK+eFITZwQpmcyQgqQYftE+wGJSyFCiHkqoIO/3aAVOnwnOtTelvbLdpUBzaG22YB+/3It7uFRYeAFLYTND9AvCKIXWk/dwBNNi+9LNl65DppGJX+BvjFtIp8AVRUOcL+NwoirGJOFtHPFgXxtPP5xFPliUAY8kbAPsHIu7v3qDTtN6uYtPZRJeaTUida/KSi6TDtgBL1VgvoFNPYuOlIt7rBp6AtKt6HNNSZOThXwhXA1SqlbKyWB+vukkJaG60LPo0orWgV5aAHV9bV3JOWGlBgIwr7GFAV60PsRSYYiQDGJFBbPZklOCcqv7CKIgWayD963EBnPDD3zExxDhyOWP09TpT+dEfKGuMVDgxMZwKxVQdgD3YIPtiBAnQoSOg8ty8Jgh1mzWFSbwUAAbgCZueGUrYjNTfZlEhQgHmU42GY6OVHlf1vNRn7svqNdmhtzednJKaGmQAQEyz+prL+fmYAJ6Qeulryef3MT3azLDCgoO8c4AscP46DaiV9TfoyEkHipu1Uiis1/WmG681i0a3BCl3IkVi6lQdl1TVLX20OEhOGXIlMDHUCDC6QpdBoVTBw/OnbyZcYkHxsszqSRXS/GWzRwwuZR0zMxbwQ0Ani2+3QKesvWPAfGf+J8e0irAbRMlMjCQwnTUSbDRVECYxjsxCstNZwRw50Dk9kI50Yly6L+p6pOfZTunz0PdjdjqjWUx+Bn7uBjoIspjqL+AJcxxAN41bX0Nm+OhaIcCc54Wjvv6cgTY4NKNbBDw5D9/sHVe0q6L5SXfDToQrWTKVQHuNhUm9vHAOUdipsY0z8xX/0GkT4dLAl8ckgUZE00z4UTqHGZ8GnsiS0RjGGug55jFnUXMb6/gu9yAtvTgONfN8i9YFWafIcQIwOy7YoTnlgha4aRfhYCU9gC/YK8SocvoYgVvlZjOFA/uKxpZBvmxQGDxtLrCZZ/Wl9h6R9vg6r5MmoEEsP4cah5BGA9ZxP2c4h9iXzQKkeK5Zoa6CqUCKqfZwJMlkyn2f1hKypLB/6jhMK1SqpG/xFpBla1slhhLYFI77HNp3rzklHeMaFcK8V7Ia5SbiHFomYN5gfnYjnohpT8b7ScSnb0fcPyrfhb1HrT8EHAFSwfFaRHz2uDh6sJ+Ypvk7OmAMAsbtaj+G1pBSyQA2IcUMQZV+v1MYwmhdVFRyoK2jtLKyYFemNNhAYvMAeDo96USvXz7b7XZivtrUAF83cOxeDPr96PYH0e31Gia7DBums/XXMTjuMDCyhdON96Fnh4qNyE7AGodrkcpy1SJ1dU3pK7k8OfcW6fkRnNf6SpvbKeU3ZQw4AIJz2C7PVWPZsm3s17+prXwAmw6t1cBeencU8c6R5qMKUWGCMBtJdov3ZZNQXAQHeAHGOdZBBteQJjeT5uAq4mob8UjnGrkwxibiLthN04jP4TO+4T743rUt1pFNzKHzszPnG2cDlexYzW5HmLbxc2rg9xXDea8MPA1PmvSwASq+Dcsgsx6G0+7wWtY9arfKykgou8WmAS7wJrNGjgx3s2I4yFUJjZ83M8GRY6UfZD0qVvYSwIXXQNW7vml0RcAG2kBHCAylWcQSEUf8Lh0hXOtxohKaHMQsMRi32HWkO0F9o6QTYsYENhpiMHACFD5hzjo2ElAPARaB2QTDfCLHAwwtUBBhyGMTGxUgARNvJlE2aCo1O2O5VtB+60UaeLKgg/JRqO3kkZM1mex0WNHQ4+yotaH5X38fG6wQbDpkeQN8YRA06qMTR4hSapfTIWpUdy2rCIuTr+233Uy/heay9o5m8ZYSs8mOtkWJSXhw2e9EAHLVL2qZqe8NqtIJVocQJNFrOV2NaZsCbpxqB5YMxfA134gpCjhlGlBiqJk5wcpWTl0xYJbFfXVKO7AGqygmqbL3jXfezD1+R9fKoWOQ1lG6VP2vMqrM+KqUmV02VTXoBFRUIEwRFaex+XiJbNX8bcfAopgGw9PnDJxV3Sgzv3Tumm5okCwdN6fYZUFz5sUjKqscdggr4m/3O9dR9QVevyfGIMEQVSjDxo+GPgdgDcAJDg2Oh99vQ7tCVVA/Ps1ZVzgkGChAm+lZZr3ob45zrelMgUsaYfX5mI3kipANIbf0p8agPlr1KtBYSc0gr56Zi0PgM0gTMxCO40K3j6ypPI6UEsHHrBNjb+K+iPF7IqBIAuDWGfKYN6Dvec7oNAIkCUhZ+HgIkqACK35XGjj7xgU9HMiAw4v9AroJ0k+E9hLnSJpb1j/jXBSglKsCkdGl9/joNL+5helZOA3XfWT2QQW09Lxd3czrFkXbXUUy1Cdp7hMwhNOplHQ463DMOacUeCIQBZAJaZHjElCCQQsWwkzHw/fhsOLH+nlmFd7GdtsAgEPb3zJYnv8+6UVcDCLeO4/4g/cLS4eVChEUnCuIZtbyMuLLXknZwlh+7yLih5+qirQCi2D+MZUKTMF5xOPnEf/ypxHPxsV+AuhkQvv3qf2dH0jcWxkPRSqgG91uN7qmMncBFZVUka7yfxfrZaw2q1hv12VPR0di3iMYc4z+HEav3+V3sAgNQB9dozpTJzq9XvS5OWGdW8Zys6BTVgKA+HcTq9WKoDbT0uYRz28iHl1HfHkT8XxagEBkVDD1DVqwcrJZnTFla4DFhfRJBkXW5bs7vpPtd9tTAufZbGge2qH9LTXMs/chFn4n4gISKL2mgAj8W2TmTJ6IrCGmswNm1FGDXwPdY2QKSS8SNuzPVxFf7hnOMLUuzRLF3Drsjd9Oo026ivH4uaCEwmDaprQOr7EbpTVBULwwzbd8vQR7t68sffPKrslf/kWJMtoZQnoZRfe02xp4Oj6NOL1TUtDcappAPmBOGzDzR/pPprX6HjCAF8jv3CbGEwTNwfaZKIVODADkSr91EbFFdOAqYvI04hqjV4KiMFKxcT+7bhxubCAhIAnHwaTJuEpfeayzRGu3aKTBK1wDy0HauVf0kra8UiyI9Sj9zkaKBROHOuYwpZ/UNASL+mkyU99JkWPOzjxj26CMkbKsJIrvmAZgwEkDsMxy/Z0BJq8iDs36d6c5ajPdSdczKOXmAWC2FM4LIdpElWbUO+m98LIw5lwOIbOtfI433OAUMdVR45m3rLkBp5aOoVkYMjwq+wjj3tUPnaIlPQAaWqkvORaSplNmE1FfTKAE020UhYA+ExxdOK50tg1QmkllR9uPucVGQauRNDuEaYwC2LFeQHY4Ky5usCgxGGsaYqtVmyqn8rU/k5h6dljdLKydr9FprTkVymwzj29smj4Zp4/TGGsU9EVdrCycyTSIvLhp3mINdPWYKmaq42GdwvvH1jLrKZUAr+u6TaPHORA9PwcwDeB8FXE9L/R+GKu8DK0HFF71FLkFcyM8pvQQyPZRhTdrXjCt2jilwVBXNcEPIsqfRQzvR3RRcl5OmdNV/S/2DoOZWG+xP1FPEBchtiTWWkacNQ/xWmb4YImprDKtq9R4koYWteWWab8CUIlAkTTI8G/Vd0utglrSC4Ej6iUMzicCEkZdnabGpvnMoh3Q+0H1IaRZjIvgNAAWODebVLYdmobYH7lBKc2MQtXSzBsi1QSglBl3AmrJDpPeWfVztBZ5XpMlCcAT41vHZjAoVTRyBSPrl5klBpAUeg3Q9qtBocykdQqIwDMzz7jnS9DWTDP0Oyj9BMiR7o5jA2SDEQV2AwA5FLyYNMEwOIL43SzOW0V5OrRb395GmpZT/aE5BPFpVBnDvBIrxwxcgAp3hhEfPihaZV8+j/h3n0VcjRuJAMyFH34QMelH/BqVBgFgzCN+JsCCej04UT9ijHkOoWqs/WK4fN8zoJBqWNmgYFRQ46VE57IuoFnhWCfBAiLoLFHvWhhEqWfH0JCl99uANwCPqF/LNayUTGOwTvpyZme7wigCPPgOzgN2E5hnKNc+9jnFKPd3udbYZq7U6aIXiGOQseuCPYnVvbfdgkDrof1+NgzJL+DXfh7R+bzYG3Y/F3Yxc1bD1xyPfoDwhJd9diENxPtJPPzQXm9DNtXgpBcD6CFFL7Z0nMRdAqCvh1qWHhmLXtg6EBTfxLbTA+y0yxh6HcDTr35a0r98XKZ+JScYEVqmFEgoTEGD8p6vt+0Iyfh3+go1NhDZkDHsUrFVnNusEewNcHTBZEKUX9RmfA9R8SnYOUiXw8+kpM5Nr2WAbkr1GDhvZFkJ1FK2WKG8CmSqaUsGv1LmWF/7RK7gOdf3OrnUeXOreycNNRpAm610XvWHqlPMnhVNAGx6dCyQdifhQW5urnmcU+h8Qv+Y3ZQvKEdVvGqgDRPAk5yfWgfTHVERN9eB3nNzZlLt0ANebE6jqCtQI6zfNPw9SA9AjlTVjXqDjSwvM+9agsF0WEVHxdjkvQIgAM3e+ipKkaJjbu0escDKCco/NUqfQCEaN0m028wca6uQgSSmgjVxatnyxC7g70pHq7/7/NZEMVvHmjFKg9oiNSTlnlm3yCkGO1W7khaSKeMEAVAEIAOWclxzqpl1ncisSOCVnVUzL5yeZ8Dehikd4lRRzwy0nZQiRR/dKoMqCWh6Dax9KEFS04qtU+MqZXREkt4WfV4LrKsoQ2WMgp0hQIY6dBK+xncBNgHIhOGLUsaoBoK1y+w134unG8fUbWhJs4rp0okZ6JRPTuOk/8evOYUSY9iVUhMrjoCfno9TNXMKGfdGpEI4nU8OBMe/y0N76dLCT2ZqShnz5wlQCoip4vLav2rFH+3JuJ/IKZq6ZoLBWr8w9ixW6wqFNVVUAAt1TJL+GVIooUkF4Aus1v5CQtraizoW8kx7GTUCpacEBhSc5f6xqusJ7PI45qXpWsjKwr+I7Cs93c7uxiL3Co5Ql8TzMs1vrA9knEWzphssNhDt9FOugf3EElPautmZHDvaZwxWEWTPa4RZs2KOAgwAQ8rAGFLBcR8Es5LQ+KH9/jRvMSkGU2NZrJgmBurZccT5acSdk7J2Y8zdhV2p9RYAA9ZhMlkkzDyeFhAC4xLHBoP1x+8WrbFH44ifPWtSqXgd04ifIWVUYAnWcrBl+o939zSDHt5Hf1+Kcv273zQFiRjnVJEB9oOCbE7fJZAtYG4MYEggVE3r1jPB3spqn0nnknIbLn6UipZQRybJSzCOq+qcrvDmCtf8rhnRDlxloCk7ALZdsBYt2rnjh3Zot7ehcip0mCK5lzkJ5pu0V/08jv2zVpGMQ3t9DZjL0bAfJ8f3ahS2Yb03LAA+L9Hqq5/Y6ZIpaseKLNLXCTxRiC9VcIIRR72JZICT9bLQ39ZnSGyDnBbU5F40kXCnzzBaL3ZALo9NBxUbt0EnGKvYsFNlvAkiI7hEpCOgGhIUE8cRc0Sa5HySnq+NKKfOmQhkXCU3E3vKwyhAkZ0W/xhwcoDjVZodsJ09J22WxzLUXdnPmlA9iSwuUFpZ+eLu7G1F6RKS5tyTfEM15J6ApEhWWXZcnb+S38vHyywBr0gGpKqgTWvz9XXomdZrMFiVj+3jL9OopSURb7yZSVPFepO4uEWtmTJnY1dOm8V+8eOuciWRgjY3oG05we5inaeQ38spZU5PrcdIKQFmL/A46fqpp5OAEQI4Wf9Ic82MPGpJCWDJ0Y6qmySdKQLMCZTicdK1sW+ctqeby2tYHW4ZDDColAAiRkJd8dD95FxzH8zaUnmNbDOs/EsLMG+nEOf0IjrFSTQ7N7J65EBYNJ6i/RYQ3kZMATRDM06GMRkauhecFmXn0WcAAuCoQN+DLFAZwDam7VzdhoqPaLgHLk8eg1oHKk6UUT8z2vxRBRP6p0pRNjij/2V9tQoWGaB0YMTz0gy4pEPk9Fa3qvGVKxIq6m4AyMBmnmh5nlo3z1oHvlezl3gdiVXL7ygir4/xmsBWNOtnoD508QmkhHM/SxFHNDNnjQNTYkRVZKGrgCAG081UZXTdYinic9WZwzgdlpS1rCNCjSmDPHnebNLeh+8ClDKjSiA1y5trvOc1qT4rFxSxrklio9nO4HWJ4Vd1/nC9DgCYpSg9vFrS22twK/320L7dpuJhXAOtgefnATvMRI/X3WxLksQ9SAUdBEgTUBJbF68DbDo7KZUWyeYHIC7mHQBLFqWRfg+AJwBKYL44eHKjSoxmDUPnjWXFoV2yKDomOw3pVS1hJqznv5NK+Peo/Ve/KGsOBba9HyLTQWtALZ9uH0H7pdPc8Mwq8JS0t5z+nlnNZl/Sx0g+i7+f7QOWDM80jfbfSRbgpd61Df9DO7TvUKPg/Rs4L8jbh/bttOLDdaLfHVQ7MC97L/hEdM4APjWAVEnOS7b86wKe3v9Rico7pQTOEbSSHKm3lhI1IKyxYodUUX1S6u0gJUaOnW+kRUDfitXmDLJslKqEHzBkDWyoog8+T92NdMOfXReDA6r4p4h8Kv2JUW5Z7zDyEWHK+8JXgUX5PTqB6rwKrNnIb2Evv3WTQ7C9iFieFKFCaDqxlHanAZ+OeqW8KozuqtExSRzIbaO/xJZBI5b+S4ymXNkus0/wc9wSKse/thg7iX2UUTuDYW32VN6UfTz/iFr+wgBuA09O/bsFzgMM1xequMHAEQvJ+mOVLaj0NhLC8Dzxs0r6LwmodVlyHbZhB1r4O3ZZHhTXdAUpRe/MDslMHT4SHdhsHnyGukB6XvV16+Tk8zjNDdcuEWOzbmqqUMuJ9034MxQIdfqshJbNhrEDakCBouoZmDNoZtaS+srAE3WqtH74e/UaNLbrsNwH0LSYUJU1kxxg92EFUBIYASCVwF5iIHnck70IwNwAhAxnEvkQkbXGU6poaA05F2mwWLejvuy7dBw61980BPUtNUSpyVbRfrBJ92PANTsIZiJRMwyvgenzbpPKZjCUw8zaXAYA/XhV+KKymTQHK3Cl8UBHZLULkJt5xG0mVWMzIMMCEX7uCphQuNvnSktv1U7KY9VjX06MmW8VVMEY135p3TDqlOD7SBmfRsyS5gGCIJOEwTt4ngXwmd6LoFCqSumUOvahRdz1Bc9v9DnS1syq4/hNDpNTHin0rQACHG1+XiwCV+wkUzL3fxLbh4Nf04cMPJkRlXS5OK9wbDPnUsiVFTe1h+H7c008XoPSm/DxURIbP7Rvv0FM+wJVe3sSh/besy6AzK/AHjJ4vOf77ViVAye5+bW6xGNuS5rybifigzOx8LU2I90UchEY2+NxGXtvvx3x3sOIi7Oi2/OzLyN+BakGzDcUkOkWvbopAKhXuG+ASP/m6e/Sc7/f7Z/9tNEzpHCx5rnNR6ZJtzCfuvi1I3TRkmbYidq95nZgUh7aoR3ad6T1yLzfxpbiorlQVHFkoeZU6tyVxbNjFkV4PYbOk4ibufrRa2E8DZoqdDYCGcHE9UFkDNfcTRV4xHZgZBGOw1Dv5coz0h1iRFbGNYzCLlIBJB4OcVcylFQOFQYjMBQI0naQY/0sYvKsABFkjsiZgCI+DAU49axsA2FR5Oe74tu4HM/aS78Nfbn9ndcmfAaQB2DSMOIJfo+0mU7lZZymfIpREgbHvT0WJ9JhcIfAT/RznDbo6vm1QKe8Off0HYNXHnR22CKFFrOoea1Bm5hXBq/8ue5LhNDbm3c+j5kPO3Dsm2s7LJg9BnQFY3I0DWMdJUOXEcfTItiPCihrVLI5LjooaJXpne7VjqL11naa03bMAsBn9N1aWRLi+3aMW0yoXgav8KKuo62lRLaj1yZp6vjeatpZqthCwXGzG9qehIxKAABYU5yqyDQe0dg9ZLymYM0hiU/sCbPO6Lzqd0SneT5fR7tCnrS2CM6lggYub1+7xqwno8lYmzJYWmQhqq7SSvMFrBKCdgCHF03qIfQ/8Hk4ymapYn3FOmddo9rvZu7gmSi9qOp0GXyXo18ZPBmgvAUN6Q2uUGbxeqY6Ke10NonoQevN92XQLa0B0PMxGO9nad0kR7ArIKpABstI6zkaUzE2wTGYqjzW8W6AKAesE7hBgAzjVKxcFtroNSl6tRy2QCwDz8RAMB6sTeVqbNr/yNITYAqnFsEFjA+m5WKtwDCbRGxQFCMVxnB6d2h59mvG899JFf0wrgF2TpCusip7JDqGc9NadZHAYvUvxpcDRdReskYd9lqN3SOk3mtphphuJjSxiiz2WtkNc+/nKWjlfYDfUSUrANoQf7deJK6Zml8GF3uJ7YDz6L7ccK81LQ8MCDFbnNadU2oP7dtpMAn+0UcRf/puxDk0e1TBl0UYYL9dR/ybv4n49WWpbkTbTmL9HIu9AuCAxeLUynOkv6lwBMci9JcuIi5GJRWVyy/GDgqzQGcPa/Am4nIe8Wwa8eV1xKObiOvnJbUNPzA53hpH/GQW8eA84i9+GfHXkGm4JWvoV7Z97PDvQT7er6722IGd3wHcOcz3Qzu0Qzu0nXbnKOLheT9Gg7sKOorJJKeowE54S9BTi+1ZJGPKZ7avO9Xu7t3d0ud0PF3JS4ZzFRhOzrbpq9QElENgvAH/oz8qQWlqRuh8fo2vy9jsQQfGaXbSdzrC3zo/jFKmGuB7NlKlv4IqT3BuCKDAETothg8cN+aGS8uCAo5tLqEt6gy0jFrMIKeiOWWsSvq/pNfd8/TUE6DST0DSUCE7ReoqKOO6y/Y46KkkJtO4pcPk8PdKnzVTKYNCvrd9ESNfc2ZBddM5fe9t0e+2ALiP6eN3dX8+p/vLIJpb9gLdT20m1RtsNpTNhGHaZ66kpjmAZlCAJDRRFW4Agm4jRpOIwVEBNZBaROYDwN4EhPg4FP218WVdMKe7mZmj95iyavaF1w3TyJ3CKlYC2SRiGxr9NgBgdonvw7+4WpUdVl5fei6uXOXHbqYKp5nHUk79dJqSq42ZFq/vOa2MIIyr9GnsZE0pOJscpqpCVoEvA24GBwzU+JoTWGDmRaaR8tnBGUek/FpVJE3l7xQB2rPzonWHccDPe8wCNBuUaUhhags2yyGrWlLS/6kaOJq/TMlKqZhIFwEIb0FTskpaz+pNNzybqtekfnY6FP5HEfAkYI1GvT4vGdKAquyv5Gvl4eOqbmaQsXqk8XhXvvNYjQTGSgSWy5AKAXCeyOHFH9YRYSltBDn072gmQAeAMcBDp/MpUIPqrwRTrcmo55nZiniN+mYC4IcKwpjZV/Wq0G9wqI+aJd1TxrhuJqNaDBRLLLc+ADBgL2G8oMocAjEal5yXGl9kpiVWJLcGrdEABJkKmlLi+JO1ojKzUw8oryEAksisTEVF0MAChNYKACLql6EaophKWPOPzopAOXUg3XdeG9BnvhetxXx2AsW5PvgZ6zkyvfvQvtX247OId09LZTesZQAg3ferWSmY8EefRnwEptzaehMKTKqy7+VNxGMARWDCwx7sR5yfFXAJgPRZP+IeznFSqoRhHD99EnF1E3GJEtwoMrONeAxtNKXJWTuPbDxd6/NNxOeX5bpcTfZWtixz8LsAMbe97bOfb+szObRDO7RDu8XtaCQXulPsqPt3I37yw4gf/+Cj+MmnfxxvPfwHFAkvJAeqO8VShnMBnDYEpSA+vu1sWdkOR0TKXdGCevV96JWBp1MwhSxkC6MAhqtp78qRxk81hF1BRsZrdYgFRjniTBBKqBkrEMHoTY4TQCcYGowWQygWYJGAHRSgoP7FRucS88CCgTgXcQpEXMX+gSG7Pi4RalRHggVLo1olrCtwFC2Q5bgF5jA01wJe+nvS0fKDsKdgoKlSRNLrg9bPUXIm5TjQOXBzmpuvB38zPJ4AHV+DrzMLchsJ8LW+jKqcj2P6QK6U9zIgKINV/vF94/fLPdcJTyk7zfkcmfHUvpc31AgMuKpTYmWgVecy3T6HgVJmprOIG8wV3crxrJDZ0Ae5y9yN2bHKVd0qQydpTGX2j75ar8Xz0SwZXqtBqJQaVh271uOt6XN2PnXPTOFRGk+tVihH3utSFjDnOTyHXJ4995dTTs2ySPpSaBQ3dyUZgwtOR9M8YQUxp+Hl9DmdpBL9HGXPKRtiEFUwB6RBMV3AsFjZGUpDGsDBsXR1yFhZaA6DLaKqSAQUkUJgtpkAiJxKgP5jpb4kVGrwxffpNLvmgtO/twCUReN9qponNz4Ly+v6apEM/GEWjd7HfgC2KlhivF/fv/R7DHgY/PR8oAC2nqnHGxlyafzzubbGuAGmOhckBO49zqlvka7BYrQGhzifsBc5KIP9K88HPdfsNKJPDFATuNGPgzUGWWv1SwVmHJ/IGcsZw58kvJ5i4dBIUT/gd7C2mAacU3L1XfaH2YbY67XfLwQMs8+cft8KMHi+EoSXTk5dbzQGWN3P1VtVeIEV89AfRxFLCDULjKKeznXEAmCeGFFgMFNfzqe2Lp1BO1cQ1b5o2wOBKDy3AwHi2294Ts/nEb94Vn6nRo+eEQIcP/mkCN7jmZPhhy9Jh5OMV+jYLSKe4QfBQcyJVUkzRereOdaH84iJZBcABgNo/PxZxNNJxFMAT6j+uI24cVnvl1wr55D2ALLsbgmjGumJ1EpU6fKddguu79AO7dAO7dD+9ltHEgYAkugvyKghU7wXcecc1X77MewfxdnJSWw7/eh2uhQT/+i9i/ijH13Ee2+/H2/f/yiGowfRkRNW5Uv2uhGN+Hiz//Cbr7wdvTLwBMMfBjGcyrWYSXZsaWdL08aC4K7GQwaIK++JwURDHq+rMlsuM25D284ebMbTfulYdCYMEpaPBlAE4AnGM6qCQPQRTmDCfozBIN0OpafXEGSFEQwH4rw4gTgBnD+LR9YqewlQQtpEBzRxV3+zplRymHeYODltzEyifQBRzXfKiERiPiXgyVFzsLQ2YMr4Rg2+VAVPATc2mqw8m9laZnBlhlNmR+1Lc3Ot7nSeDsqIZy0ppXHtpNLl+2uLhq+TSrvP7c+1R3tmVfk4A5VxesONDo4BAqf8tGQE6kS29s4sYjaNuIHoqI6DWzsHeDtXdqTZE2ZQCXzMTJBclc1VnXge/89OtcaDv5t/soFdnbiUbmOwqGpVJUCoCmlLv4VCdb5mizinssYc+kkEe+f6k5C3h42BaKwbYGc49cw/YMug1dQtH8eio85h1v04PctipD6XNaxqpSuD5QYANs29IVsV8wHpc6z21SLhwaHaThvtqtVYKcBI/UDJ92VE77SsfwDAqVfTbYEefmZqTg/087Lwu9lqtfhC0px6oTLkG2oGdPyHgw6+F6bDpcIVBC3NmEFlMhVS8D3xe2C8inGZQSGfj9XLcFytTQZfrBFVgSd9ro671S5bF6LeZMwYEBLD1kgPniFTgDT+MU+t0ebKRrwEaR/yHAmIZQPTA2luAospKK/XObW0P0EPrrK6kEKENF0Bo06vyzGGHFOoJFwEaKxjNY8Yau5ba8nXYU00V7qLzKpSUREGl6z/lAofcM1IaXNMs/S8xzWon5CCCcYemCsAEcj80pwGaxAnxH4PDcenT4sWD/Y+3CuKiID5BVCSqVQywNwIMBtUzutUqiBq0PfQvr12vY346+clbYrz05XGNkWf8uEHxbbD+AHog7EFWw1g40I23c8eR/xsFvFMICjbjfSboEG2jDiDLdJp2K9Pn0U8X0RcQcC7ZdK0Y2D5PVZQVnGHW9HAoD0p6wz64gXgCe22XOuhHdqhHdqhvbbWka0PO7jarM7AAL4x6sfxUT8uzjox6nWpp4ovnZ914uyoGx+934m7d47j5OhOnJ+8HdE9ik4gre4oPv7og/jg3Q9iNDiLbhdMB7znKnU4xza61aHMbJEiJF72yI4qlJc0vFetpP3KwNMEoVOnzqkCD6L91scgIIKIjEVGvRmKmTGyLoe0LKxFEi1hWL1UnYKesIUjpNFBCPImYo2ytNMCJC1AwV4X4kxbY8lF2C6EzbAKBgzeo4jjBxEbpDMNpQElI5vZbE4xspgtnN/Tprx0BaCgMO6waWYtGVjK4At+BmJO2Zu3CHg2HByuTuFrRHkpRJzzKrI3YYBppfcn6cmu1TE5XQ/NaYcGqfJ5M5jkB3In1elG2uKoqb7lMUGnaKzzOddjtYfZlYE3A1piCfAHJQzaaRBLgVSZLYZm1OYNNkRxc3/BUTVrBoYsorRGoqlDhr9vIq5gZKfjkOQ2ECiBVK3jsuDkNJaa1modmgTc8BEaQPIaYbaFWVEpPaViLC1Wk1Og3Ko2lFlKGXSyw6fFkOuU30vi8t3WeXjepB8FzQ7/Ye0Yrw9oroJl39LrR2bN0FE3MIbrTukI/FUn9lhtM6QMzpUTaL2Do47jwmHVHJtCG+RZKduM4S4ckZfqofDZL5thOmsw5DjtRFwgGvFORPdeYXYg5YklnRP7LC8fZpCss45RYqZksMoAzC0J1rOdnb1IDgX44GnvqnIEzbBXDJslzXpOM1T0s14XtH3AiJCzivkFdhvBxSS6TjBUHcFAhxg1FmInM0bAEBrYNx6yZu8dQ2NGbBxeo5hMWfcJ58T+ZqCDYI1T0cTiM+uKjq20uZyqzjHvY+E6BewYLOVY8BgUc6x/J+JdOOfjUuHQcn8ef9GqLWFWFItqqEodAVL0ja6RwNmd8i/AIs5JzS+WFhfoRmAP2og4Pwp+aH6udGxrV3m/x72BXeWS4+yfTsRUTCekVoHtYrCuAvm9AjreuYj4+IPSB2AujycRjzH/VK12LNZVLmJQ0zoFipFJpwnJSn5pTTu0b6/9FIbZSxrm5pf/nxIYpD2pcY911eaIhfP3Nbz3+Sbi0ZcN0EpGqn58DJgtDnx0s2Rlr5QGR4qd269uys+taErZvXtRACfMre9tWt2hHdqhHdqhlQYbDKnkw4i7xxGffBhxNS5BurunJVizjW58/N5H8eF7H8XZ+Z04Oz6LxaJHVtPxyXHcOT6Po6NhdHv96HR70et0og/RQ4BEnU4M+8MY9AfRYzW7fjFpNwCSmohcPzqxgc7TdhubzTY6vU0jMm5Cgj5fzKnO6wWesOkxOqyUtM48ojeL2KCcrBVO4TwhIgnjE1FcVauBwUf9EmtIOB1QTkQlDslqN/sJ94M0OmjfdK8iFs8i5k8jJs8jJnAANyV3H4bJPto8XoNj+DNLMsE4XUQcI1ItFgbSBqY2yhWthpilGSXs0KyZY6YN2t09bKVuC1jJwBMuwmLhONFpSomzp2XPhYIxSUDcIJMr0WXNpQx2+dlXD0reyKKVi+Fn5nvJ5876VBk0MmMLTA2lCjE9MYNWThHEfa70e879aINzfj9rFr27RxsqM7yyPtYtMMIwN4jJCWAd+dLEDgRLBlUJK20RDuS9iPvQklhIuwwA0UlER4AgRMbNBDHTxeLXdJ4EHMEhzCh4BSNyupgAGjNz+CgseKy0n8pISRpOFeNOFeDMrKIzn0rW1zRAC0NbLNjXkZk57rjkLFL7zewiM6gSgEa2ZStVyqBfTRvs7FbXq6wPHYMghq7JQE2lhwrQYTpOEmdnxTNp+jC1dx5x+ShiCidYw9JT0FMqB6W9XHj6X8HRmUe88+uIDwF6n0Ysz5paAABSiJnoeWVGGPrVbI3MVDNDrVb5SZXYbkNDmjZZTtb0wTqbtLswPzyO2cT4cXU7zC+DuAY98RzBfCUgomBGP4FKBD8M/ngc4XXpK9W+dD+hv1sAJRqHpEA/pwcBtDHgboajgUum3klriymFuD4xfCpzFXNbAQPfo4WuzRiummXaF7HPdpFyA/QS+xccUQRfsBZPIvoAoHTNHtOW4KMGHcBNaI6NCnOY4sw4HkA+g2MYQ+hHnBfMYhUQcJqpUwSp0QNgDPs7RMUFFoG9x2CErqMCung+uG6Db75Oa0l5Tiu1kuxOrQ2ULISdAeBoUJ798VnEB6QdlhRAAGCI9JHVLECP40KMKRY1STqQrrRX19NDeyMNz+BvUp3sTO/PY2hfOzGI34+4UGECGOlnxxBKjbh33OjGYc7zWIl2y9dXEb96HvFvH0X82y/jzbUsWCc2N1MnBPD+/LNmTT+0Qzu0Qzu070nr7EaJR6OI9x9G/Pv/6N0Yje7E8fAi7p7eiXff+zCm82UMB4M4OzqJfncYm+jGaDCMI4BHg270uwPxPDoEmXqVJdBhet2g3yugkaLXvV4/ugSdmhK/m+22aGPzI1sFbjvFn0yMcmzW28222IGdXmxq9Lj7moEneFVwvJYyglFhB+K6N4V1hHQSOGdzlJ7Fz6wYzBD1hjFK4XBVmqPxjUgyNlOJ6g7szMLJsDOtG0XqUR8RbwBQ42JcIsrtjLevwtgy6YZZaduiC3CkCOgGQr828nFdiPQq/WUnTD9sgR2qklMNo3wh1RNPFdr8QXul2YhIKT31dbOTbIX5GHoOO+KSLaHpWlHO4I2BHd9TZku1Bv7Ouf2738ti5Ga1GVQy4yq3DKhl8ZHMWrJOVM7TSGXP6z3lcGUG3QycvWHRNuBFJ52IU6SAKO0LDudSzlXWA7UuDLVKRqW6HVk5EEYdFEMZzpGdWr5nMEX9bzFpN6aIuqu8tux5rGYjGLyoKTKpHLzTUzi0lB7r66jaLkk7h+CVnXunEvnaDdzq2B7KBkvMWKpshwQSWESbx8liy6378mcyyEC9mJRLwb4yE0vXYoZWZXOZyWXADPet+cLppLHsFL28LOQ1KE+DfZJqfEYA5pHKpapgAKzIHtvsauBk4IksGDNH9bkqvuwS9MrzNihyGxrTIRMAvzZgqWsksycBnvUZpnuo1eEstq4KqthX8IO5RuAppR2S2aI0Sy/jtTohQGJRYv1MKPCdBheDDXoGbYF7zk8DK/nCDcT6OqX5RNBToKYnpll3FRTx8QWMoXEMdxrwygCxYwRkAaoCHHWYUjoemL1O18U+i9REjDWmmOtvp8hyLmK98njyVpEAat632ZtO2xUQVVnKWqty4y1n8LrVV/XB+z0Bd/6bxFixYXg8rVHUeYIYdb8B06w5ZXBxlXQo2VQExfPn0N5sA9D+qg3z++Ik4ifvRJx1iwTD+SjiRPqj+Pf8OOICjHaMcVfRBMgMSYV5xM0k4sk44gm0FacRv76KePwyStW30dpBQdmdbmRzQttM+zmzAw4i+Id2aId2aN+/tt21HY+OI37wbif+4d/7h3E0uh/D3kkc9Y7i6PSCzKNerxeD3jC6nYEC550AnNTrA1LqliI2AJpoO2X9gwI0VQO2C2YTWE4lta74Y8n4FbGgvFJ+qXZy21+X41de3rxe4AlRfkT78bOZRHSuIrbIxQfwdF2AJ4A6YDyhGg2ijzAC52A8KdUHThbL3EKfoh9xDQMQlLJhqXIzEvDk9AUKh8KRl5MLvY2BBFGNQViHep6kjNptmFgJR0rdg9OHnsJ34Oy5hDuZJ9CSMnPHGk8w2PN4gVGL/sjADJrpHN0W0OQvty9wh0rS8mCNmvl43fR3Nl4SGMZ/6cW2jBxH0wzqGBAziyhfo1sGw0g3yajBS+7DfdDuE6fS+b782nzPcXyfPl7uY79/i4Cn45EisNuIMzjSMBzh+MgxAohZsUWlAUFwmFppg1SlTa+xCqTu305hrRRl5oEcJ7MRyAZRs0aaF4vccmoeWnWaW62COfpQ/b11zJ3IdE4pspaPWFl0PNMzJODTjnKng5lBUoXIU3qfhYPRcjpSvVbrHGkdracVSFEBMjnEXiv5cd+rNYNUSh4ME8wZrE+ecp5eL6zD6W8PUZP7RBhsrltfoEaNAQCnlLU0vJh+aM0ss3Dy80uMqJc81jfSXNGtMvfSOEYzOBStvYxLhO6RzFing3lthc6TxoUZRhbed/8YrGJ/61FTqHdbNGbonKbARGVVGVg14JrSUwFMIjXMqWNeE6swviohOh2yjkODpxlAyannqSKfQRYCOWa/6badBr7WwMIaA0AJe6OPRYbdWdlnucx3tI9pL8MgdHDKc6umChp4dbW7xLasjKf0rHxf9e8ESlVGWZ77uoe6HgiMq2uS95t0DKyH1HVMlS5xb7QlMDbAvoJwPynoip1gDKT91tfmPjoAT9+thvl9dBTx6dulkh21wY4aph4q5N09iTgZNK8xOAhGca8w5K+mEb94HPGr64hLiI/PIp46he11tbwJ5H95E9LH1FxkS+w7EoUTyHpoh3Zoh3Zo39PWafYG2HFnJ5349INhfPLBH8doeDe6MZC8QafsGYSaijPfVSnmEhgsByqaTKoy1+3y02i0z2AkMaPEEdwej4ufrsCnslVBPFzfoy3VGG9bOVTUdKK96HSwb+ZtvDLw9F//p9LtQXQIeSFPX+17oLrnxvLTMgy939spuy+QyH8zuwuA1LA4CQCu4LTfRTRXOIZxFFwSRCQft87fUebWaRI2xjV0b+QQgM0g7xCCrRandOlrGvk4N0oRpuo8PDYMnBbwVFPPMtXKPc1yZf5gy2v3cfL3o8VUsmhV0hfZAZ0oUKXnlAW+8XOSci8M/Bjc2QcSta9x1QK7ss6Sj7FDxUu/mxpSvW59Zx+I5YHRNrwsap6Bu5zC9wYb0+vAXkEK6iRiAmo85v1FxOhuxBr6YMbdktMJLTFKasnxdjoPU/TEguL4NusiVfJyKpJZQenQ9T2DO3SkwbCS/lRlRBnM3NMMCtDxVcTYWk655T/NeCDbwHNTTnh2ZA1CWyjar1kbCz/UthIYkxlNBh2s01Lfs+aRQIdq8yuND/OeFbYSZdRsEgMdZtnwFDgG0nbGEcvriJnKbBMQTCl1JvBlkiDAbac9GRzH8KdgvEFw6LaNSqov0gUBdNP50P2R8ZI8Y2vw0DExy8SpXdLeQ//V9Dw/kFvQHLGvS0fSdDLI6HVppwJdAqUITBmcEKBExpIPLPDOJxl4PKWxYyCPWl1Oo5Sukxt/b/ef5hKBT+iuAfRQ9SxXSotM7gQrGA6vnEzsYRUIFfgJFjD0ELHUMc3UelZY/qTn5DQ/M+yYSqlS9K4E6fQ+3pJFwgX2gG3JtCLdB1hTlZkoJmN4jiZmZmU4AtBJ4JGPX5+NwACA6B6DXKNSmrbZRzWt1uO3BRj7PgzAuopfTRlV6m1dPzFvMB+tgZd08Py8rTfpNdR9bMT44Nt/txqY6Y+uIv7Lv4k4AggFsHUYcXVd5tx7dyI+fhDxznnZA66nZQxgbC9V6Q4Mp59dRlx+Wywi2yk5OpEHmtYEgKVYvzAmp89kN8oeOLRDO7RDO7TvWbOxs0l/y46DzQNJinfvDeJPf/J2nA7vRQe6CHqTgFNOZ0OJ7CqU7aA8WExd+VXFSCb01CEMVXxHO4Pdbvksv9wJKjchdQ5QEt5LQV+AS5nD4teyKlABvmCrbV8v8PT2f7sImYLdhI0yHkXELyWi9A12S0v65CATje2I+KIVGEL60luriCMJqmJvfiaQaV9V2X233NGx4fjRHt4WYdKjm4jNw4jhwyLeiGcMofFZP+IqRcxp/MPAR2Qtl9iFsQ7gqUX/AECGVD2kD8L5uEYaIiLIitbtvcBkLPO8Ylm41TQP6ZnEy37srN5t1dde7qkU52pwifJdO9JedAahfN+rBD5eCNAyWviy9E4Llmcxdo/kk5eAT21ajQV0Mljl77/hhuWhD4cQZZufRDyR03gyLekAg9PiaGY2Dp3AFvsIzcLabHLEqtZb1lQySp4cS34lPQNWb1N1KQHcTQqLuzGzHrQo2gHOjyAzR3yOHZFyszyQPqhKlr726pgbsMVn0AfoJzNWxIzho09smMqIyiwSaeDAcM+RYcYBxHzBPILTQbH24YtAb3V4Ny1WilKJO5cRy+cR119EPEUp7pZT4GG31TrVxmE9/ZBCfG/YjIGa8nURcXlWADQAT06Tshg1GW4GZrQGMLVIv+MHTDtcP75fhWezwPwtAZ7GV2mdU2odGTuuFCegv/3Ma0WPPOb8PsaCUqhyddVMuiQIaXaOgbsEpADIwf7NKnoa89AnjCSWjc9bfwpzB2s4hH5ZFl5C49YeqmliSP3RfRHcEdhO40ADxTpRrsg2wT6BLwtEcZolGViadzUio/tmdTkcd11E0AEA8Z7xHsaNWE1m+uFeeQoxhLxUcPyrguCxqr7ydNZZS+OIWnEaq7g+CrIrvc4gGfcopSMShFMxhAp2C4w0SOoURDKRxOjzmuGxTqahAj84HxjSaDh+tnX4q8F56XERuBTo5kGSn9ehfUeaWOZ/8UUTcEDz8/+ry4jRbyIutH5SA04gP+b6DGMzp13+Ls32i4FMjyWDTmbSbvZ8BtWXsYZkHc1DO7RDO7RD+3402GXw/RColLanGeUB22fWpI7/8Y8i3nsQcX56HA8fvBeffPDnMRicxLpWmAOTqU9Qp/hyAIrgT/Ri0yVUJMJRMYqYdNfpxJr6K8XgqoAT0aPGwWI6XvZAa4QRLKhij0kZqma8lGI4kDZXZIX7l8Gp1ww8/fiPi5jpchIxv4pYP4/o/VEBnpBmd/2spOMtL0sp8UIGKw7axSDi4UXEh+9E3BkWIVBEqQBkgR5PR2wdMZlGTMelT1hS+TjirfNS9WQ+i7i8jvg5hFXFKDDaBr/mZbe7ERPqJmEn6FCmzjyJ2I4L0wmDhJFjGCkAoU6KICveA7KwyHQsH7sdNUP1JVTowT3BKcQYmzT6HbM2PSTDiCkKq+fYHFYMI0bQnbJmo8Zh9gwSHbXKuVhU0wfv6DM59a51HxXONPvK5876UM5f9HHkFL3ARPJ5R63rjnRtuWWhdPfVoHW/9jJvQapddVxTVSvannDclK4J0KHqr0A0P1Vos1NZU6ecKpZApayZVFk+TsnKbI/0GTKmsk5S0jiqwyEzD/x7Gg8eUj4HHFik9dg5JCCigxkYcvqgr8OGvh1PMz3h5JMhITYW5qBFgQ0weBhYDBjOBIeAnAhqYUiU2GwGsn/w/rJx4HO6T74ev8drUrn5EQTLUT3zqqRnZOIiF3wN+Tz1MLSxyfQgDI/+SQwLAtZ6jc+gFzEbRcwwp1U5zylOTPX1OpCZNAahLC6OogoTOf0GC31fzd5xK9rl5S57iKyXxMyzJpcHpp1DgwwEN9Avmd1nUW8fB+MisQvYnwnAYEtplQY8CMZq3FpLyP3IsZ21nboRMzGdCL4IWOpaK89O8DiBM7p2gqtgOig1jNpUSjlnFTmliBlsYvlcMZ4IUCGQsU4iw9ZBVFADWnH903JcnJeVNBPT0HaJ77myv/R5g3zsU7MH/ZqZZvqbFWA1R72+eB7iOsFGYTBJlGQGUgAcOSUSYxZ7JIAh9SWu1zp1mwSQ16ibn5eug057St00eFzFzM1205uupsdhIID94O9/N1sFjloP0EAj4lN1zGiOWN/wG7W8pyY25c77GVTKTPE2Gz0zWNs20KEd2qEd2qF9f5oKsa1QAAaMWwcA+xHvnJUslztnvfj4/Yv47//jfy/un53FcDiKo9FZ3D1/j6LfFPVOjlOXwJPEwlnTrlPAKPzIwavBb7CWUKEuaaT0uvi8PrDtKFtGn8HflsPoOEHPRYH0JdqMxciuGTGbAlAZ13rVNItXBp5Oz0sFmxWEG0cRayBKdyK2s5KOsjmPmEoweXtVIpTQgyIA1Yk46ZYOvwca9CJiAucU4pBHkhyaR3wxjXgqJxQizQ9PIj76oFQLm0EQ8nHE8TjiHtgM6AQZsV/OI2bz4pTOE06Ctkw4iUk8peOFXuV69upcgjIGZvCDFLzzPayhPSIR0OmhZ+rqczqx0jF3Wxt4cqTMxky+Jl9LBp7ccvpdyAvOLQNHjsCdpfS3Nl3D95aNpnxN9ryzALkjfe1+8T1yEOk7WSsqX2s+fguI3bmu/CBfeQR/e40sFeuAHUccgfED8BRj+0jCvimNxfdmUWXMD1aIsw6MxbENqmWxboMLCQwymMOF4YWLS12pXzLTwelMdup9nPoBtX3BXbOurJPkr8L5rYa/QLTKOEmsB3+/AiZyFKsGjrVzMjMiY5YWOlY1O6cgVuAJjkgCZAxWWANnB8RwSqNAYjLTdO1OkTPmaq2mvM7Q4Qar6U5hTjoNius+WDXWcVKqH8YEK/9ZByjpHtW9IjPLWlMQ/1II2qLbSYjcjvjLCIh/220KTzA3M3JiF5z0dfPZbVNmijZssnakDVRFutO6YNDWx7GQft03AYJk0XWxr5xyyqVVTmoFsKxFpH8p3K6qaBybYi6aOUemFNgMqq7GeewiGQKeWN1OYBP+JhPO2l1iQ3EOaaziB5+r+k0e9y6K0Wkq1FVWkCvuJR0ZGwfdVp9HS0A9WmBbBqap14V701y0AKXF1nGvAAp9PIs745666Zp4XsxZpz0aTDMquYdxWStSCqT3mHfKbp7PXjt4ven58F4NPh5Enr5XzXO+nX3/SoBTjsb4YNkWawNPddHeBdVfAJQy6PQdGG+Yu0fDXpyf7qPnH9qhHdqhHdrXNu0FDICBeSt77+S4E3/vh/djtTyJO2ej+Oi9u/HHn/5JnIzukNXU6fSj1x2y0lxhFTVGmNlJWY2pJNGRE9VsX3IeOnRkzDpovtW08not6oSUvOpzN8fOzkT1pVIQON/yq7ZXdtsfPZduhSrb4SzXEBBHqXEY7XdUpek8ogumwOOIZ19I0HEZ8fxpxOQ04h2kzsEAH0ZcnBeDmSLky4jPxxG/UurKA2g+DSLuvxdxBqBrFnHnIuKtyxJJhSGOtAeUnf3yi4hHjyO+vC7peqskp3TZKYyoZ9vy7/jr9v9NC5D6KgDv63raKT77tIj2HTcbN/uAF1r4iYVk46d9HQZ7rMVkhpPvr6s0OdI0EiiVv5uBJ187PnuiHzwkt15iV9n48nn8Y7GbbIjh9Tut+2v3gfs537fFdTqtkmFvqDEVEw4fGAf9iAcAnNQnSNGE1orFdJ0qh/sni0P5vZmhYTZREZNrnGcLMFeWjjWLkgh5dR5bbKUMWtVrEFMhg04VoPIxEnOJf7eF4yX0XTWo4CTLSTQryWCKBdAr+GOHUOwMLtRpaDDFKd2z9Y14rb0CLNV0P+n1sA/t9GIaax7v6FolgKag+C1gbhjRxzoGwdpZBDBn9yd0uSrumUTXj84jju4W4IljEuwt949SCykO7nsRiG2n2fpNiZjVCMcrrYpgRGJqMHUrO0LpGaBRu+4WNFdBQ/MYYDUr9bvZCHXsI0UrjTECduhWlRjf7SA9A88dbYqcC4kxhh9Uulq1K79BT0jstHptAksIcii4wWqsYvpgvhIsEnMILDlPtiUYW2LldvR7TSPDfICel51TjQcuFQhwCXSaiglIMMy6Y2kecDyAmYdxpYp2CAqNjss94rPQicJ9gFHMZ6B7GqSiHRjL1j5yR1HPzTpRKjyRgVH0Ba6RabL6PtLKORc1jqG7QwAN1WcXTWoimcbQw9M1EmjalsDSEOf0nBCInCt34rxgRdV5IjaZn7nncU3l0/0QsBNQ59RMz0GmBB7a72dr200OKmYKXUtDrjbbOGZQ+j3bNu098jvQuA71OvHWaTc+eOs0/vgPP3jTl3Roh3Zoh/bdbG0fflNss48eDuI/+vf/QYyOP41+5zgG/UGcHT2IXmdAphE2nW5nKL+mOBgdiVhWgMhip7KhCqlBLKUaQAFwtM5JcmIzAWgqANPAyXKK2HbotELtqRwoV4CuR3E0fbvhcTLX5FsBnp7NixEJkAgGHCqKTE8j1nNttNBAgoiyqt4t3onYPgTyU8rYPu4WnZTB4xLlRKrbvXHE0TRito0Yb4t+k3VUevOI/+KXEf/01wXTsMOBm58JAzkVfnL/rBj1Mxjvy4g7J4WVBWP+A1UWuwFjahLx2TTiL3SenY46Tgygof7OrKeshO5BNX+JHlGmWFvE285JZjhlse/MLso6SB7EZlJZs8n0C1xDWyR6ldICrck0a4E54xZLydfn+zPAsw+l67RGjoGlnCLXVR+aLuJUvCyOs9X77fvMKswS49wBsdzcJ2+4Ueg63eP2pNEqYpU6M4PE5kNjNSYzleBUySFEmglBp1wpymlbro4n5sVO27SAoqS/VM9vp0vrVi417YpxVU/G74NloOfqocEIskEaO3q5Ylk6Nv9ORrsBKl6PwBPcM99TxTlXb9vJApWhn/uMaWsJiDPbKVeCq6l4ui/83cvl7pOTSsfbw3gUMbgX8faHzb0xDRDABQTHUdlTzDak2I2gE3dSGG4uo1kBDhVJqD6Nq88B9FgLEACIMNy99npvuEalqWZwqspAiaHlZ+rv35ZUO6Y+qQIcx6LGQCcxvvic3M8t9opLi4PRyn4RQENAz5UOJSbOpVHjgVXNlJ4WAvvMKrIGE7SCXGkSQA30yeg3ChHCc8OzwecgZswqrMrZ9zPkLQmIoai+UsWZvj2MGKOqlp4fQTWlVvomce4xKNlKD0VV2FfRTXxBH7kVhdphATUfKQ39PmpAcH53UPbMAYDzVHWOIJyAX7xeiySoz8wiM0sQQBj6jswu6GINIs5QuTYd/xjMUMwxa2zlCwej2c8T/YWxgz5LADf6yul5BoCtMec5kSeLdeHIvNL64XXx0L6nrbvn92Sw1wnivTsvqrZ7stSA7SfbJbbVdqj0370GUP2904j/3j/64/jTv/eT+OSTj+LtB2+96cs6tEM7tEP7braU2eJ9BiTSD9/tx4fv/d3oD+5FrzOMLoGmHtlOm21JoCvGWJci3wCfuhRCFQshbLuIwSQjrWxZnd1TVrq7k/B6ipVsi60towuS4kji61kLRNH0Ym+VNL5yVWJddbdKuUtpJEXO/JVJva8MPKE6V0flmnGviGqeX4j+njZpCpDDKXsnYvhJRAel5acRk0tpREEoHODVMmIgnSdEgWGMA4yig9YRkDSL+AWcspTecpOeqe2FIc5n41KV8/qLphoSIqoou7sB+2QY8c42YrqOGOMcoBY/iOjfjViARQHnD0DWSUsHqQ0GZWpCbmbjGBjK4JO9WhsuOc2tndbWPpf/9XEzIylH6dYCmrrp7+keFlE3pcx1WiCTI3m0/hPYlVlRWTzTr/n6fAy/ZvBom9LoKKgSEdd7RNJ9PANcftBtBgcffrzxVsudwylKVZ8olNtoryVKY2FaGBuseKMBBzli/L7OATCG+i0CnpCmymMn0AENY53nsK5JYkA5hcyMIx+cnxcbIEuC4X2LP+cKVGaZ8CPZ2U0C5TWNR/3iUvUVKMlgVBLW93VWIXONoarfY0BO48rsLa4JmQEoUWouvUlMmNGBpA9kfSffRPVJki6Pq4AhfamHtWsVcfmlqmrhC5cRx/OI8/cKADUflKFtZkslPdpBV8ql07Ko7QTAEcd2p4jN0UQaGrDCf5f860R/Tay1tlbXG216Rj2x9jDWCCKp70msESsQNwFWDhlzYry4KpnT3AA2gEXDpUbPhkLbixfHnecem8eSrwvASU7ldHqePyvQdtaJGCcdtZoOqXWQ+kx5bCeB8KEYVV6PcQ9g4bHiXkqRNni6fZXdW6winAOAGIAwV/0zs8lVEamDJvYhU76lG8frMwiX1gdWWJw1TEyex+mOKgGPAhpOEyZg7WsQAw8sI89NV6V0mp3BWDCysKfQHtA1VoF/p0tp/VkloJ33ib9xL3msi6nGIg5OO22KvvAzYEifKlBR1+VD++61fTpLbfvMv/v9/B0/eNtOWaqgZXeQheevuCpOtrdeZgd+B9q9UcTH796NH33yTvw3/s6P4yc/+mHcu3cvTk5OYkD0+NAO7dB+HxtmP3gjDxQ4Q8Gt569YRyxzKuxPWL3mOPkXVk2xy2x38juO45emvQO2kW0ZZHeRcNA7jn53GN1Ov6TIMXpvw6wxrKjdJF2nEkdD+lxO99bfJgowOFjAoaJ3uY3tpjCYShGnQgtvAKukQyKGU/GjyqaGY8E+BmiFb5VsgvJ9G9P8jpyadCmvD3i6QkTWwJNSTvh7phXLkF/CEEck86ycYIjqUtiw4Y3hX3xvETF6GtG7jugtSil6fI4OiKKdEBSndoSiyTgVBInBqqoRTWkekSGhtANoTdFB1UiGQCy0pCiKrN6BUzCS/sox8vqgPQUAAed3OhnLlZUf6vckw5hpCBn0cctMp/xjQCaDKFmlOH9vnyHjz/gnGz0Z5FqmFD8fUwyMNgJbmUQZePJ7Xh08yLN4ua8np/L53n1Ms5EMrvXTyuNVp5tWnnyODIBlQG3fqMaYesMtaw9VPDBr7WRxa6eD+DUBTBbZRstsg/rMWiBkBRZyKlxyjHFOjHFX/OLaYHYA1huxhZzSR2dNc6YWPhAI9gJzQjoxFVBriiew1Upi+mwVeDZYld6rzrqHZlpL6MjKScyViNyXAGrgDPOexchwNxvUqH+nlEM+j7S51XvJzch2J2lIiR02WkZcQU9uWYYffkaXEd07ESe4JoxznEvpTrU6Zjp8ZkNZFNlraxXNVkWuSKAmAfZ6EK1zuXs9vw3E3YKW0z+9UTo11M+JfaP7Y058mjPVSJGgtyt/om/1NY4VaKrllEoLWdfX0njg9wScZHCCqaQJlOAzSnPMgvr+If7p+eNr3KZx5ZQ9nxMACIIbAjR97TiGGTsEPFsAF6/bzCQJ+ON3sBXwU5fpBCZxz3SFVlwHQJ4EEOE7y8xA9L7pB4d9EumNqgpnQXKAO14HOP8EMBmYo5ZWAnIjX4tYR5gb0GX0PEa/ef5XDTb9DuBJmbQV2CZrTGPd4xyf6ac9zddksB3piM44LxHB1zvOD+1bbu3gWQaWMmjUXvfya3kByEE4/JNAphzo2AGqsu31HWxYK04GnXj41kX84Qdvxx9+8m78wSfvxY8//WHcf/BWDAaj6OXSuId2aIf2vW7G5Z3s4+JIcH8vNhHnkMWB3YK9GGn11lCVAY2UfwauVakXJA8ExGDDwF+Hr0FXEPYsUu+TRPA0JQ6ZR7BNLuHL3N5b1dr+mf3ivFf5bQl+d6DhhB8bdNqEqLOUD5yQpfKb3q9+vPU7/JVy/JKZsluRqsblSYgor5evle9sd1/ZJQfs9Hv+ZOPj6vSvF3j6EnlwAHwsaArR5MzSUUOFJgMQXdDp+4Vidu+sAD0cZRigiPR/XkrSuXwzDeBOY6SeSKQVEVgMbBiRo+uI9RNdA9IkMIpRmU7AxhAAEgY1jo8fRaiQhkdHBD8qsY4fXBtSZeZKcWIHZ0BGhk3vQlpWnmCeNW1AxkymSnNoMZk8IF8GPLXZRbF7LTay8/OFwDt+OKP9hmFkgUB1/Mpwr983iJZnOJr0vHhM/5vLe0WqI5/ZTSOtHhZX949LHFp8y9C2mU8GJg3Q2aA046m94tyiFYjOasLT+CgFJFUGkJ0kOZCI+FtvhICnPmMR8gpmqX+dDmZmRo32qx84F1P6GCvFCTSqQKk+w9Q6M7XAsrG2isApp7rVinp5ftvZzkNGXmF1khPQ5PNn5mkFgFoLl4eQWVy4/gpGae7lfgb4wD7zQeRsGugwq8sAGRoxAvWnU7tqtmtyUivInNhScLLBKDtHH2ED7pT0YSwDp6heeRMxmEb0L6RZ5fvTekbgo9WnXpP4OY0BnlpC0rmqYR7yFcjMOjjuHH3otZQNfw2N7BT8IraTx2Hul1w5LbNRuFSKuUdQRG9QwFrpp4giXZxGnB5Ld0naR0jlAuOIAIRAqBpJUwU2VnjThkltJFk8vgaCOJgjAsiwr8DgYjU2G1/ub5Rsh2EFY8tgorSnyGb0dSiFj4yifsQIFekQNIG2mATHwYhkn+h+cA0VFAOLKrOj9MMxlcApL6UV0LYmkxlSqBZr8DmlyFq8nAyzJCdARtS8zMsFGGaqtoffCSBZ9HxVGMUEu3Rss/38zHFfGBdOL3Tqo/fXMnDKOch4clqsAlHU1ZKWXF1vvA+JmYV+NXbM+8Z+7/3H7KlDu90tg0y2n6IFNLVstR0PxZtF215IqfvWFquVFD2OoWdqG+U73kqBhl7cPerFB3eP4r/59z+Nf+8f/IP44L13497duzHoDaPTG0QX1ZAQh78le8ehHdqh/W4tu362sTLmTvdsG3HaKdI1CEYtUrDv/mlhRx4jK+k44mYZMVlETFU87C5S9rGXz8r+/OC06E1iz53fKBCFYy2KfRSJEeXA7bqldpMKBe8k3bS5CbdimcryOfbzk73iBltxvkSa2pq6TdBUKslx4BQVp6PY+4Vh5Ebtp222+7u1CnMDFzV6S2hdAEn0mQRXdTpkJpXnXwZAp7tVep5AKDlMfqUAWOWacqVsMKmsBFXs8aQk9bqBpz/4SVOpByfDwJqakZQ65fpZxAz5cKoONFHZ7y/B05vu0Sda7DEUID4K4/tUQqozCbAi0vpuRHxYmE1wLOAozGEM94sDAuNycSkxVxjrOj6q4JWR0EoPMxiWGUlm4iQnjqkR5g4uEsjTZiQvWrMkR8nawFO07t2sHqgZN+mZRdsGp5LTQKfF4xxG/nWp+rdUSh2YYzTgVU0P3wPoRwzIeh2J00hnQ2AgnQ6VeAezjM/cwFNuPelEZf0m/JCWlrSndP1cUdqMKd+vn3tmRrVT7NoC7cnxftPNYCwfpa9L48ldACYdxcKt7WMB4sScIFtAgBG/40p4PEkS0vWB1y/2hUEeChVL58afIbgjx5KpLwtpp5hhozG6AjArp5xO6zIZ6UohYnOlNgGttWKdx3Q7PdKgmFKu6hiuHZnYDmCw6Lh2VlkePgFDtVy8j2OmSUpvRKvOpxH5xLDa0ZZJ2kpeQJmKh/7SQRjtOYp4+LBU3pw8L48amybWnAmeqxx2M3uQOkYxalf7E6usXmLSqMlV2HL/cb76Mbv0vECIHHqoTI4Ecr3phvW5MvQM9BiQFCAzZM55AwBC4L1qKaFSmoMG/lsADXSxME7AIjoG48mAlvYfi5XXvw1sIvomI4sgi9NDs0h5NOdyBUlofx1L5B0fIFMpsZ44JWV8kFXUFRDlVEkBv1n4fWMGj9lUSkX0deGHfSgAh5pHNXzVzG0zgSrLKaUfUW9OYGsdVjZePP9TIMl9RsAnpahyDRErnIeW2Dir6en5YZ+epzRfAtvShuQy0i0akQDVqdWkyoBmFdpYY6ow5ltK0/VehYBSJwOBXgMMGExlh7SaYlaH9l1Jo+u9RKMpA0K2sXLk13/7O1knEjaUIidkG2LPm0bMr75/lQ5pTnci/uBhxJ/95NP4ox/9MP74D38U73/4YRwfI+UD6R6dWAPd1YJVHI9bsnkc2qEd2m/djvVzKk4AtI9hz5gNjsYqvNhPUaTkuGg0b6ZlCX0aEV9cNqoop5cRz2CPpHM8mTVAErbcf/ekcZ/v6bxPtEyj9k5PajAdvfdelDS+qVxKtztyhe8mVtSm5WJW5Zmc7vDbtAwctRlMX3fMNllCtjn6lwVpdH3AEJ5fbWM8fRr9wdtMncMHoZdUTmt2SVmDd5hFBI6aLWyzhTYUAKAS+exBE4ryHptyrB4q5CEVr1StK+aqxMp1nn3EYABWjaOWfKnEuFrX6I63XANAr97/rww8dQwaJWP2yIyM1Omn7ypKCcNXLBlUh0LFu3M4raDUizE0X5VoKaPHiiDDqITTy4nRj5hOIiZ4eIgkw7CeRmwnpVIY9ZjUMTwGmE0w4AVabDEblPbSFqymg48Ic78xcJnylCNr6YfpIJuXgCftp+de9XEyXTunog33sKMyCOXv4N4EEsyV9mf20xYsNFQcxMxl+b6I5ZeNYxQJ6/Pl5evnpSiVwY5r1hupTnC7pag020yMpsxwcnPanRN9zfIyy8nvnyRj08/KAFQ78TcDlW+4MT00VcoiKCBNGzhTmAsASMm0w32qOlOm81PjRGPDz4pOeYrmV6dWDYBi1rRB28FR0hvWTKJOEVJTMU8wjy7LnOH820QcnUac3IvoSSQbqbNgZ7mamkEj/i2HtuoxiUVg9ggfofrETB4B+oXxktgt3gQNHHAfSSATRaRThTz8UM8lMTLq/aexYceaXd0WI/f4UUqOl7KcqlSPr2NgA5nhOt6LOH1QWJkAaenAnEbMTzR9lW6Ywa2qOWQ2jZlyGgdggOQ1nAwZA05mL3qKmHKmVC2mEjkNS595pTLifwvtR580LD0/g2onmI3nFxPTzkwlPn+tv7lSIsYgGDgwmhDcoDMJMEV6YawiJ/ao+yOPH6aaiblTqyEahJeelFPaDIBy809GDi/V+7BT2hJjls8D11ENiAKmgbHl+yRrKjPk9Mzr8/PYEJvPov1midUxn4wmjFOkIjL4YjaU5pnX+p3sZe19rDjn5+M+96Gdvpa+Z0F1gKsEltQ3YJpxP7U4vPdVszwFtKH/sf4gYgognPqPqmoI8I0mhMZNBQS54Ys57TU32zy3ZNwf2iu0DJynMVLHsxfRrB3Z2/Md2wmZRusxa6BJawbBSdidCNalteT7ADo5Fvrh/Yj333kY77/7MH7w0fvxh5+8H28/eBAXZ2dxenoao+Ewer0B0z0Y4+7AnfAGQ87Tm76VQzu0Q3vFZv6DK8/CNr6AnvFRxFv9iHNUdR9GXAJkkt0J3x0VdFHcC/stgkHnd47j7U/vxr3z89iut7HY9GI4GkYfhkG/F/PpLP7m15/HeDaLYX8Qd++cxYN7d+L5s8v49WdfxJPrafydP/ph/PyXT+Pnv3nOgmF3UjLP01aweSxw6Y/lvn6hz4SALrzvlcipeADS3rct3o0Y90rmAYPCttvzWp4dBN542j8yW9b2UyaF5JbBqEwesdyHmWTdxsYD4YNBOFUuPj7qxGhwEj0A/jAuKe9Q+EoAfcA43QgsMvhPvV4ev0TeS7ZLEf3uBNbvcjOdzjZ6qhDVyJOkkt0Ar6wTxbe29FEbo9g3CvlxfL8YnASjUgqgg8YGpnKM51XbKwNPj/9Vw3ZiX6tkeAUZ8o8qecG5hRDvETSWht34x3/y9+Pe8Tsx7JxGZzMo4NRmE+v1tjoUJQqFB1AM6/lsG9P5Mm7GN/Hk+Rfxr/7iX8XiOGKN9IN+cQJX0qxhVNeDKjOrIv2tgaU+LQM1Y0MVUkwAED6fq5j4c1aHbve6K/z4mdo4VvTXKRR2UGwM2dmx81OjehaGVVXByrZymhpg5mfNzzbDxl8DRLapi/78K7fkHB3NBQbguKpWxqpuqu7EFEYDbk4iPmqxwDKC0GuJu9t7S5H+29CsnVRtXldY0mtkuJitpspOud9wb2AGOq3G5cztj/J2W4ugnU2nXlZ2S8sJq6BJyvFl+otEsqn7ktIot/rd9+Rj1+pqBkKcCmimjhx5szaYyqqIsq/JhRkM4FgThtdraqqOzduxqHnWlKo31YilVzaK+oCsDJVb3/FDsoC02GEGcNLaXOeqO6z2p37h9MOe0dW4xtzEeJeouOkXFuszA62d+kawMTGUMhOTe5sANzNdXI2Ql5LGj4E+zLfzXsQp0rZSauKbbhROTymi3TZLLRkLTkfjMt0EXko/WjDf4yOlnqJRKDwxvfgewBCDHanCIdPmEsgYPkcak1yLE7snA8uel9RQcxqZ9Iu8z3gKUWBc18nviSXlfiBBytqS7rQsfm1xbYGZdWimfYfHloON3yEcbi03V/HjvHcKYOymLPJ4Xns0B5jejnNa0yn79UoV9j1Zo45sJBcpMFNRKXVeryoQbEaT1hvMI16j2VJYS3QPsKzN0jLonI9FVpYMPo4b/+578lKbUv5uyfT4frfMQtrX2vt4O4qSHQH/nlPuMqs6Idpm9nKcIrCS2Laer0wRbwVuvpOMJrACzntxcXYSd87P4q17d+LTdy/i3Ydvx1sP7sfDtx7E2w/uxdGolO/u9XrFxnZ1ALg9XTgyxSnZKcF9aId2aLeuWYe1FtCyFqsYnCf9iPfPIj48jnh7FHF2FDG++2GMN/1YRy/63V6cnZ3FbLGJxWITq/U2zi+O4u75KcGksxOU5t7EatuLwaDPNN1OrxPz+TI++viDmC+W0e914+x4RCD7+mYcXz5+GlfTWXz6yYfxwcMv45P3n8aq04n7J6P44vll/Orx8/jprw0rlcasKPzSjXhnGHG/F/HZOOJLMaBy5V675fYFTpF5peJjkCYA0cRcBgStsjIMMyTSXlNlClr7iwMVtJNg+5jtbY1QAzr6LP2dVPXb9iVsj76eBWwx+sejiLtnINQcFaFv2ngCl6TN5DvVq9KAEgSlzxfbt/6mVja2oh1VjEcHOptPFQFx/ZZefXEfrELjHF8SFk+fz0H032aneGXg6cm/aBkFhh+tSDZKYtxirKDDkUKB1LCzu8P4Jz/6J/HB/b8bJ4O3ogcFb150QbOYNygnstNtqL7r9Sbmm2k8vXkUP/vsL6M/exY322UseuuYd5bx6OYmbrYrAl2uLsYUMzCjlMpn46NqGcnRhTOwQwXyILTCWbpflJ5my+wlgyO55+0UK83CejpMX4CjC+0rvedqhwabGKHXte4AZm0DrK3JlJHYECTcjhq2f1J7XRUEBsuIY6wWQNBxajBmVH2JAFS+Ro+f1pjZQZ73Vf7ze/k5vOF2hImZGDt8VKn/B/0tF8aj026cnvTi3nk/1otlzJbrWK22dLh6czlXYtchXYviyXmB0/ny8HMzuGHBcjpidij1hbXYbVnMm84m0l4Edln0+YXxbH0dz58EpuTS5bgXsLtYUc6OoS9YQBI/Kgeyah7JBq6sEzFLdoZ+AoHqEEnCxtx0lU5adYF0zOw52xH3GMJ5TDjk74kBU/s5gZ0VgDAoZzDZnSxh90pgTCLvPJSZJHtYMzVNTrocVQTeekjp/v3gHeXCPUPX5sEo4tyO+i1oEJGu2mSuhJbGENZlVzXjeEw6YxWE0xesPeRhmkXa8YJT0AxaMcUxmk5zpbWu139rb4mhmKrDlnOndTovwWT24TWDQbgOsHDtzMrBNWBYgUtV53Pm9k5FxXTPCm7VY/Ge/TnP3wxEStQbmoo0ssRsRHDGsQtUZLRmko0nAFWcw+5rpxqqT9FXBoXR/NzAVCJzRNdpNhLGIOY/54/TF8VsNqDM/sw6g3sEG5h+ib0Szw/3pDRKzvFeSXckgJcYbHgdKZdMi1V6JlnNGgO1wl+u/Hdobx54akejcxQ6a0h29gSn2r8bwFYgDxMN9lRbKeC73OhoDrox6PdjNOjH3eEgPnn/ON5/+Fa89/Dt+Pij9+KDd9+N8/PzODo6jlF/GD3mxxcDq4D6pZoSHZ9tJzo9lPQW8MQ9+rbsHod2aIfWbiMXFoGWIfY6aI5q7YTdCLbTB+cRH5xGvH3Wi/O3z2Pz7h/Fun/MNKxhfxgP7r0Vq/Uq1qt1bLabOLu4iOMBwOm+CgyAS4N1Amcsxgjsgh+u8Xn8vimuW68fi+UqZot5zNdrsio/fPg0nl9eEeC+e/c8fv7LX8U//zd/E3/966cvbAdwfZ51Iu6PIj4ZRtxBqt+2pOdNWgVLcyLSsewYZFPdgdTOScS0V5hSz5YRU9k6XjNZSTcF5i2R0jhDxVZAfzL9Gr64WN7UyBOL24wx2lmwqRoJJvYPszPsz6QAIp7R2UknOjRozAYohjvBoiQkXh0HsKA6XZlIiQmQLp1bngzOLnSjZMDmrbWjZ9kcHCpNeWNt/EIIjzswZ4DTXwOrqsmkKVpUhRHVaPO+VuCJEGS7OfLUrmCmHzqyQPpOe/Hu4Dz+/MP/MM5HH0Z/ex699bE8gHZS5YttvV3H/GIRf/etm/iDiz+PSfwm5p0ncbn4Vfzn//r/HH/99POYx5osqPko4rpX0vIKo6oM3KsbpQz5YeUqe/bkahg7cQP9uzs0138c7xHclmA4HGkY5tSq9Uh3fzkyZ7AugyoGWzKY5BQ1twwooX0QEZ9qlmLWPVHq21z/4sdMKb/2LdSrxKmvrX91JVzpfkQH6UdIFfS1WIDc9+lxk/91ukok3adBeh7u91cfwd9a+8HDYeM8wWEadqPX2RSdFGonbKM3WMb9B3finYf349MP3o7ry1/FZ48ex+XVjOXVqekiR5qLl5y7yuRbR4wnDeuwLWtBsERRXK5B0mJC9UmXpfeQhoPcGxWHro9/8TgMIom5swRLzWCMU1A1hmmY5jFbF78GcIMDbkFlsnYSG8lgWgUeBJxUwXGDAoktSAalc47NAKkUVPWDqmdIK7akWdmhblURxLEINKQqZt408Hd1zpVa2E0gsb+z4xxldpoBKr1I5pLSMR0VQfqQ14W68uEzFs12jnhiwpjJZS2ibQKsPCag8XPSjXjvJOItpK7egoa1ly3Rk9sp+XielfG7EHkWrDmDD7pHLhcYv3re1rsyWFJZZmD06YE4ZQyvYfMnE0j6QPMMYml/qHhEiiLm6KK1i3gtAJTBekuMKQKLSh0nAATmp0FHPCc4wqrgysAEgPplY6wYpDLejn0M7w/RH7o0AnX+rPWzlCqH/iGQOm7ulVpNSGuzWAI+juN6bdB1TaX3YFFlzAcwyah1pfnl8/MwehasyKi5gOdyBL1F6S7imggGyogbnDR9WecLngOOAZASmhH4/kVEx/sEwHExKHFNiPDyXOpXs8fQyGQGuIc9x5X+FNzB56xhuLgFFVG/9+1l4F6bvZT/zuagF/NsY3kv0ZiyLQQ9T2p6zr+/bDbc7/2jiB9+eB6fvP9OfPLh+/HDH3wU773zTpwpha4Px5FAEnRAeoH/6CQlE7tL56dHJ6Mwh11tyZ17AJ4O7dBua3t7iOqUJdB0BPsI1dzlEyGYhODjh4OId+9FPPzwQXzwZ//D6J1/GF0UETDtGQ2aQCR9bLlu5IUTQPROZSdVHADQs8H3Npam3ka/N4jjo+NYgzW5RZrvOwTCHckDw+rJ81mM4l/TBWy3/3odMZwXcXOIlX80Ky7i45R695b0oD5Gtb1BxCXsGeALeG8V8eA84noU8Wgb8VM4o0ordOCS2RfJX0EmDlpmTR+rT1loxhV4k+1nt9tsINgaBKSSDUVbdNlUqjboMD6NuJlsYzq9ieGwpMUBVCrAUtn02NNiEQDksU7TTtRfNKNKdqA9iufgzTJlbrTjMzwun64Y64CjGkFxptTV06XUAn5FFfO6nSJELqZQseGqitQrtVd22//v/7v/1c7fRcIqWdOxjU2PmYcSsdqSXTGIYYx6J3E+vB93uh9Hb3XONDsgM50YyHD+auCpu9nEUQxi0B/GP/zBn8emN451ZxLz7VX86Qf/3fjP/uV/Es8nj2O+mcVysI3r/jzG66t4fPM4/t1nv+CGCwMYDBw65NDaUYUeGJ+4E7zmvqSYK6K0MGQEdJyfCcGENoCM831tk8XFrX7WrmpnQwvvzVqqaf4+Q/CpW/blwxkZiJRWuBQA5Sp3VmGzR87+TlXqXqOFluY1G28F6X83EVusDvd39VCq+lxO2aTwSotjuWn1kasJJqf/Tbb/yX/4P6vqyZiUoKXiArebLX9wobDzjk5O4+T0JC7Oj2K1HMf11WXMZrNYLFaxBmtvO4/tZhmb9TKWyxlf6/W70e1tYzG7iV/+8q/jenzN1FOIDcNJpFO7Kb9fT5IDjguz1lpi8HAtsSAyFs7jVol4ARwEQIzy58xT/cLFV8bsjqMO53gg51xrF0Dgbos9NbVQeDSC5hbf5kdr1YbmWg3+MPNGb9h5peMhHDtLg6C5WpE1lQjg6N44HJVKZDDBqVjuQ0qI6NqxWTni4TnIP1M1PTJ4jFeLvWPAsEYokoD1TktV9JAeMl8mqm8KlBCMMXYrViWe9ZeziMUXEb9+HPFOP+J/HG++Pb3ZTYcksKHADZ4VBbFbzNM+KToNcIT0VHwOfYv7PsNzMAgkYGQDvSfpFQBQAXhiEW/8jTkDEMTplQByzdopyFMrv58UwfJTK9ENUroeXhsWQwngE/YQpKXhX9+Lq1R67KIBNAGwUsFQ7JP6jscEQB4CvhrIrBLj1FHMaQEnOX2TulHLUsoYn7se6zMGKTHvFgKNXA3ODDQxhPBzctrQxHHPZKFJjBRzlsCf2JmMsGo8co4KPKh09aRz5b0KlHhWpLT+FPoBY0BrDtJYUTUH6zxTgRHN1T0y8phSCrkNIPrr54dxoLmA45shxx8B5079y474oX0LLQeP3LImaLSAJ3/nKxqBphR4Y8VM2Ds15Bzfm9ZRdzw8j/j43bvxwbtgM30QP/z4w3jr/v04Pz2Jk6OjGAyGBJJ6A6TQOe+9cJYY1daC1VXkpTCbijBWzTJxKr4jIzmP99AO7dBuVfsh9mrYhgvtr/3C+sHeCEDq4w8ifvKnP4oH7/84zh58HIOzd2K9ha5bmfHQb+J2OegRQFpvAEhgEy8LKIEIbeYNU39Tgj9ch7ux7my5lqBKW5F16BRd2x40hrqx3aykFhRx9+JO/Ojj9+K/8w//IP7pv/jpXu3gR7OI0TLix8cR76OAD6rnrYvu088iAnXFPhiWFMJ3Hxb77fIy4vpS4NNp8dOhN/lYjCfb/sxkaBWOQWPmgbMbZKtsErMJvotZ5zQJLQmUGPeFJSQ/yIWY2mxcmDPziCfPEZBzmfkKE/EkBfwpIFSRatKzoni4g4wF/Cn9VxL18LNWFbstwCxeAvCVDQXI0db4C5pOQqQMtOHC87FwrpxwhDchh+Q9of3cOtSRcRWqr0Jxfkvg6U8//cc7f2/hWO/s9luKYjXWNGSsVgSXep1R9OI0unERHeCYGJREz7QxvuySq/dYjtfrbmLUGcWWolzncby9H/2zB/GP//jtmC5uYrldkPU06y1jvHwenz39RfzLzf87/h//4j+NXn9LgxbVkmCs3tw0avO4hLmo+4iwoyw3UE/iYxp4cHzojILckpBMO6duzC2VWDqMaX+OD1KaE0w1EE0P4FfVCFm1gKcWjXynhwQi8POzFpA0ULpdZjzZ8M8G33IPyPM7tH02XxWCZecklpOBtVrzW/9aAypXy/Mo9YxwKqRZY2+4ffLRD2uOHAw6INmd7ZrpowXwLw+vOxxFfzCI4aAf6+NVDI8exnq1jM0GEQfQV6WEzI1gE5vuWs76NtarWTy4/+OYzSYxX8xjMV/GEqJ0ACjW65jNF/H8ehqbNTTT1rFer2K5AoC1itVmXX5W81gsFzwXNgsMQKSy0kkzO1Aok4EBjlMxjHI59Kr5JBHgDF4RSEpVxOrYTcwkgwVmPFh/p+rzJC0pNDIdtGNUYM1act4EVLHL73OxzlouvmZFMTwEfa9mjlmbzd+pTBYNQWvR+f55z9Zms55Ounc61Iq8uFWAMFei07+VppuxfaVf2i+oYvHqG54H14bKonpe3DRvQfvyUfm3CrSnvjAIt6N/hfvTXPd4wD3ye1pLr7qt8aWcfGtBGQTMKX3oE6y3TlkDo3CvMmJiozknDgy1pSjU0UrvulE+v0EXpoMJiAKgdDKKGI6atR+phH7mng9ksvnapc9k1hQMIBbesLZUqtpX+8u6RzouDNB7FwVsY58JIEJAxWMUexQr7KGazTDi6CilgavPAGY5JZR9iDRa3J+AYmJzCSz1s6osTFXQ9LrC+YQ1w/ueBoHBIM53MbG2Cfxzai7mEq6bOmsK8HH8WytRQKTZjWSB+pl6PIlKX6tzHtrv1jpfwWT6Oouzre3YNiJygM1s07ZOxy1Z515Xu3scce/OSdy/cx7vvfUg/uDDt+Odt+7F/bt34t69e3H34pzsAoj7gtlkR6QCSnwGZUMji0kLExzHhtVUUmgQKTfj18cpj+LAeDq0Q7utDYAT7Ain22F/vPd2xL23zuL+wwfxwScfxlsffBxHFw9jcHQnukhtWBfmIxpx51pNucx1gkjVINI6AcbNpkmrKnZ8WZShC1fWFWMkWD/wqULj3kJviCLYKOI1iDsXF/EHP/gw/m//4q/3cmMgLv6bTcTb84iffFgCxDfjiPmXhbOA6nYXSFc7gwh6xBFAJthYInGcn0ccnxZb4/5EST8KOOFsYDCZAZ2zRiy9gdfGqB4sUgn9opQZVFVrEssaQT4G4OWrUAs6+e1mpdNthS141Inh4EzAfyHqUJeJJ5Kek4g45JKpmh02PoB5BqdE7ylPiuCf/25SPPhpvo5P5xwD9b40FMrt2MgT+xVnkWNkqQndUrW5bXfy23KoXjvwdO/4h61XADzli1YHV+DJiT2iskBsYtsvuJqrG0kdOJcO3Gm+KTGoSqoNOnnAzgF6d96/iD96991Yb5ZkiMAqhq8wXV7Glye/igfLt2Py85vY9FfRGQJ8Wsdkvoy/+vJRzDvTWPWWcTlZxmKsqO+RKP6jhl7H54PKO3aWFQ22obvToYjEI6KLP2xYuzKXyoM7+g0tjOkspU+p2h91CZxCYiTWk9t9YgcZBvt1AbkozIrTTltpdfh7pugxGAMy6KktZdZVi8VRQSyPJGEiOdrYbi8NNvp4VJHTtQ3TMZ1iZ9DJle+sA2VjNhu1KW3nTbc7F/eFKhajrziHzusUUsxrL5/BQsHxMDgt+mZcsMtDMW7MhYLRByOMmzg//yTWy0WsCCjNuNjQaVuvYrGYxc14XACr1TJWq0XMl/NYLpd8f71ZxWI5idl8GuttYVUB9MJ7EBZc5x/Rb7mYUWBwE6sVqLV4bR1L5HhvNnwPueGTxbqktlijDI8YoKoW/bxge2XglmWdJ8+TPS2nyFHoODGzyEZyGppxVVXF87xzRCILORPQEVurLoAWlFYKXg1YpKoNpLQK3PHctLaWNdwqcJAxXgvbpvuymLbvp+TRNxH9CqYlVgxAcQsqO22JS4nSxzhldUywpWa3xLG+hkXxmhuWtN+mOfV6p+1zdvPvmsqJtLPTvKzlhqqQg2FhWCGQAe0tsqWUNogIpbXJ0DLoWg6QtP80zpm2aUxejB9rCQIMQqnkoVLc8HPeL3sMmj9DAEvjZDZV6hvS8wA8FdlFNusNsgqeNZvwmoFQX6dExfVrTfN1upsrCWamOD6HSnYVVLUIeaosxtRAa00ZcNTc8FrCyGtiSVo3zdR4z/fSAel86kez4Q7tG7R9IK1/HAzKkgKvykLKgTb/TZQ/AU8ATV9TkOw2NbD3hoNeHI0GcXpyEh+/fRTvP7wX7739ID55/734wccfxvnpWRyNjqI/QKoM5i3S6JyGUTQ+alrGTitgFAEmouIKhFXnMhWqYCvlvV88zqEd2qHdlkZdWFRJO+nG+Z1+DM/P4r2PR/HW+w/iwfvvx/13fhSj07eKpgYp8aVqWm1JsNr2Md5nylcVfCybZfO1YqhvCTx5Zy2V1RzIxSZcQBVR8lXhBrpGx8en8d7DdxoNzVaDG/psG/H5MuJPUF1bbOv+l6XgOeuZweZVRiBtGtg60qhFAA2cFGg/XRxFXCEjZJ1S5gQO2U5AMHEn2wNMeQfYa0cnSQMDdklIHHpQcx3HUgNNHzdV35idIOCp1ztO+kpJD4Ii3g1qVfzC9Mx9UKU3GhysqYK1Eh58yoYN5W/le2qLMe3wXBwNrA9VR0jsLndCs5f4GNvXCzx11y1qyV6jzbkB5caBnjZR2bLprUm+K2jpOlbR46T46k2uMEfwuQGpxARL9JVhpx9bONK83170weNfjmLTuYiHdx/GH/z9H8c/+dP/IDadeWw6i1hsJvHs6Zfxf/qn//v4fPLT+HL2KP6L/++XMfv/bRnNhbbN5BSS+QJAcNtwGI6LUY/INZwIKNRXil7q6z7YUnA6jpW6IIaP1fExaWwUI+o72XaKHg6ivP1tbHjcbSxW25jNt0y1oZENNoer/MjxoLNwP+Ia6VI4jVIgaNTnVDsptGESUuyd6YsRs2FhelF7CXpVXk/wvWcJN+xI48vHdBrhN2k49pV+MpupML6b10Z7gKhO633rPbWF3d9Q61MoCVTHQnfkJRF8KIsyWXWJvr7tlaoFWypqF0SRIvt58ls5V54YPnbcK5UmynxYF6Q7l2kS0AUQa7NZxXZjCmzJwV2vF7FaLMt82YAVVTzbAkytY7MurKjlGsAVgKkFfxabaSyXi1iuFrFaj2M2Gcd6PY/1ehar1SRmi+tYLTFmi6M7XxRa6Xi+ZWoPS6avt3RgsQm44gQ14FzdMTXcBtkIor0SYDI7SQ5pZUgl1gz7KYE8FR8VQGQjm4J/AkNJqEjnZ5TD0SB9Zyeg7lQ+02+TQ1zThrxxbZKR0BQQKiwNrfTGJg1AVGAZ8xXXZSqwNs56cxZux0YshsxcQwGAk3WlDu3NNKyp+MGSebnvAyMxjcQ4OsZ+IdDoeFiWWY550ecR2QQryelwZBwlFi0+h3Q/phKmvTmDv/0kqo00cjKRFPbD3BwjgKEhyP1IARCznczMhXaSq/DhtZp2J8DKRiGHadK+s46bGUiem0z/1ftsmO9Ih9efTH+3oGfsCvQbnF1YwD/1CUNf+oxTFG2AOTB0aC9p+/bVHAB6GfDU/kwOtJrBlm3TbH8rduNqdFU24HvYqu3e6cTDs068/85FfPz+2/EnP/5R/ORHn8adO3fi+OgkRsNRDAaDUoFO6RIMODm1n1FxOJXF4bOwbI6ew5aojpFPDn0nAU+018XOrs7MQePp0A7t1jbYsKO3O/Hgg6P4+IcP4qMf/Uncvf9RjI7PojcaRb9/HL3eiGtDAZOl0VNTqgxElfz5jgSuwXJpwCfY6PJryl+kIcGv324Ly6Yk9JqerjWDGh696G66sWaO/aYUvhkexYO7DwBTibbyYoNb+VcR8WfPIt4+KQztibYCBBtvVhE304jNlxGLScTkJmI+hmh38TlQ6AcBZeheHaPYC+wY2UGweXC8WlxE6Q6Vcd8mVOh2zOa2rV9ZY9B32kSMJWlSGT/+npnxLmqTmGEdrtVFXUn8sQo6sU/pxzlS1qYDNxuwA/BMaeTxDDqJ0JO1+0gF17PCs677hA/vyF7ZLKhDC0BPYqf2VUpFPaXzcR/BV7R/vOK28erSzNUq/JqWQ7dGVZv4ffQDgoaFwVQMy6+/0i6s0HwpSauoPByIKTYpe9g0e2BEdbvR747iLO7EprsRELaO997fxh/+T/88lnEdk+Xz+M0Xv4jPPvucqXpbCEH3OoWcAhqz0qeoGM9bQo58L/ov4elzosvJLMwWMFyk/M5BnEoldgfR245KRb9Alb55TOMy/t1v/nX865/9l/HP//L/VbSRpEsBgAo6VWAzAF+Dg8xS1JoEZGRIAwWDhoiujb6JUgChdZKqYyF10DomLv0CMXA6EziWxJVHD+R0Sy8Deit0gqSZYs0ZODB4D4AZJrkZWzui6TkamnVV2IFFE6p4EC0xdl/05OWsqzfS2AHNMC8YaBFxKWzFVGarUhOlyqsvARgqkYJsw5siib+NTiQvEACWaUDsryKqUb7lvBavflpZzR8l9F+8RJy7UDXNLS3XA+CKKXl6n0ZvrGK9WJXljbndALFWKYUPDKpZzOeTmC/HsVjdxGJxGdfjL2MyeRbT2Ywbx/ObiAn0iDSuMV6mGlf4m5GHWhau0dTJRDcLUrN/NBaoHWOmUGsDeCEAr7QcazZVMCkb6WjoFv0tdnFN+zJzywwKpjzxg0m7yOzCza5jb8w9Awz8F1GcXmHKEGTQfoHrhPYNNliIRGODZcEEsU4ImKXGqoiHdjvbPGKFH/153XLmd/7sRpydR9y7WzQMUOn4BMENi2Mq8jeHhqEGt4cCxmARkSwN36HRhTlmQBZ7h9Z6LlMJoEIwhkw7pxHiC0g3T+sv1nyyabX2YdzVanNOS7fhJVo6Wj2GQFbqSbXSrtYtmlnF2GHsQdMrAUkzsWOcfor5YWaU01FdtdKfOzS19uLY+RprMYdT82v5OBRwa0UBJHcAEBUpqJfTBvykKLiq4n6f2/3jiHffOo2P338Qf/aTP4w//OEPimbT+XmcHB0zLaURy+9GF5PbdpwEX50e00TAd3MWlU1XI+s1hZvpF3I5jH5lbqD9kzfUN4d2aIf29e3v/Qefxk9+8nfinYfvxp2LuzE8Po1+t5+qmgEuqF5ABTtcrZIZFpXmIh9X4IVTcbFBY82w/SBSTgIuEPTEWiLAgz6I1x/4t02UCcH23mATJyfHcf/sKJ7czGLpaHFqW3Eg/ulvIv7uScRdSSpAZJxtFrH9vPw61hfAOjq+E/HrWckgul5HfLmM+GIaMVYBGRRZgs0zc6ERF6jS7bBZiiZrNAl0MqOopj+4ajHsCZBDLFGSKfFpaUX3Lo4iJtfbWG0WMaiVZAQw5bWY669RLstIKMVOUXba+6JwFaipNPxV0hvLTUF6hSl6PXmTZFXtru7NNl68TSIleuAACGtcCSQFEH9EHgKOU6RMnNpnxtXrBJ5elXpbKe2i/lansMWl1ih+FUpvs0HuNndgOYbgSzxIqe+X4xfkoggrUiqN/w56x7HpnMdp70Hcee+D+PTevPCzqCRv8a10ffp+zb982WXv0Bn1IPzvzm1IR57ph+Ve1p11zOIm7m4/jPvbj+Ot+CjWo2l0YdWjat96GV/efBH/7N/+dTxHulVfea4J08DtHgOsAjdROlMEnfAaItXriIEc+gWq/8HxhmPtilpKvUPlgiFYE/o5su6MfgB+MdVHehlMG4G+Fr6O70hAl1XV5BRTH8sTO1PyM3MT7aJVLdEipUZkTL/H3wDO3nDbMJKQnm8eMgBrkoZCQ01UOSsKyXVjY+Xb+v3yt2MNnNbsuyb/sqxX+owty4q2SCSo5vKILgR6DB6UOaeYp1ictHJ2NgXB5nXXz5jDWAQGN1B+xjzTgwNABZ0pQ/5bpPGtwUJcEZhabeaxXI1jsSjMqcV6HfPFMmb6G2mBkzlE08cxX4xjNp/EZDaPyTRiBsYUwMxUJYzApyi0tWKZnGUPK+dd+9ar4a7mVDVW/ErRCuPXOcXN1e60zlcdKZ5TwA+cdJ/HgoTWznK5ea4DSo0itZlCjAKaOhGnR504OR7GyfEo7pwdx92L4zg+HsRo0CsFETqbmC3HMZ3fxM30Jq4na6axjWcRE7AnUSzBjKxXXK4P7Xa0nXSXTPVG20TcXEcsZhFPJHROrBtFM46LrsHFWcTZcRlLZEglwNJ6BqwCl7TIsG+weqNsUI4bvJ8BVQiVp2UJGoo780PLDJiOZuaBcet5wSVEDGUPSewJBFlN3VYqIfYLp9/iWpkKl1JXvUVYD9EVLStzMKWoOhBTu9Dp7KlPDCb/3rQcOG3H+zJg5KDPvu9k9tI+YDsfN7OgoHk2inhw1jAxAVhuUH2ogirfP9AJt3r3NOLu+VE8vHc3Pv34o/jgnfvx4P5FPLh/J95960FcnF2Q2QTNJkpJIDhZFwTs8BDrLXtww2rKKTBlL27SN8pr1S7YFrFaWim0QUowNKOMJXKdO//3bXLcnpZ83h1CodUv8lNyskC3TSDs7NrnNShqmQCt1bAXjA3751soeH1or7n9o//WP467d+/HyfFxDBH9B+gEMEjz25ZwXQ3IhnFgG+levVjR8G3EGa3vVNYJ+RwqI839lNq1yKZweleJJCFBj2uMQKJyvrImFeZz0b/o95Budxzvv/t2XP/i81iyxO7+9ngb8fNZYYubZ6Bi6bQfzj3OQcA4jng+iFjNIm7WEVeriGeLiBtkWMA2tw0B213ZE3mfMtGHxYkc3xdpA4HjKoOhyeG/qTm5jjgyXiSfF/PN7PPRUWFjocrvg7vD+OEn96LbLenSwBlK1oR8LWleF5tIIKAnbYfKWbpee17lCeOZr/mZRmMEZAdCUCozTmIDXlEaJYkEtuvIYCpaXEiz3qS0kS5TtcSyNSBlkXHaUEBNsD81mlOv0l5/MfoK2uVLMI3XH2k2x99qg8vG0G5suHXIvAnvvlLAqFJCZ3R0EecAZmrbTxV4FTTvG9lNHHAWGSsPdB6z2J4P4+S9+/HW6MNYDm6ix5REVEmbx2eXv4ibx6P4y89/GZ89exaT57onaU/hBymBXCg02TBjYagDdOpBBmut9xTl7sOIB00RyK0Ex5HRhuoIcGAAQB2LmQFj3dXMeq0fLDIzpPr1IqaqOlWrTCGgKfF7CrBpbVwhmGftHjFLtk63w324lLa7PtP1cZyd5/aGWivPtXnNr6YFvoYiixVvMbhmWbGH1hqDjkhksZP6+ZaJwn+KrtTOmNXrxfqwaVM2DS9I9dPcbEyjxZakzQaUfqr9Np/DIOr1Sv2Kkn6DsSrExSm3AKNQ5QKoOQCp/397b9Zja5Zch+0z5XzzTjX1UN1kk4Qo2xotCQItA7It2BD8KkBv9pNfDP8B/wT/CP8AvwgwDAgw9GjYD7Y8yYYNUSRBSKRbZHcNd8ib4znHiIi1Itbe59y6l6yqzuzqb3dn3cwzfN/+9hA7hhUrtpbOd+Xpf5a2d337qt3cvA6U1I2l7xlnlZGmb9r1jf3ceTW/2ztDV916JcDLG3Nq2XU2bvgalJaExp7Djd/lkbpsEJKPc/1Zc6gxsxflX+Z5s8IonV2OZBLSa06NuBfhlJ23pf0cLNrqYNlODg+cZP7wYNkOj1bt5GDZHp0ftrOTk3Z6ctQen52287MTf29l31lZSdpNOPBuzUn3qr16c9NevrhpLy9u2quL6/bi9Zv28vKlp+maU478PlP75W+mAHm55KFZSvfRRUDOLeBgio+lej86iZQ9KlFUtDwdLUnXquJb40fAzWTfYfnhjBsxXoSzxffHHI5gkINTPvN9RxYRAczCc0AUJu+akFIyfTTvTy64AQllkHo7R5IInd9nBUwEW4luIgcb9zDRjt/5tk/Veh8NkYOacn4PD+S+6C6vPfz4fNv5b4hUOD+dYP47JqNcJTmYtaPDpVede3b+qH387LB99PRR+/5HH7Xf+PGP2vPnT9vZ2YkbYceHh20+M6RClNV25LGXJEfAKXVcnTSkYnSnuw54/d29QqM0LScGaPM/+PPPqZf/EjU9n/l3vicVWDOthhVKkclg1YvDyCdPVmRY2OscZ59T/JihX+/F3SN9Mm7uTgNfAyhZbhqh8Fdau91u252jzisIfjCbt6VnlkRHlyhvbvy3S2RuBPk09EE6nu627ni4ut2CajUQ7cbZaUYsdSXX3ozL04vWWMEa4xO9bdc3RrtgwfANeEH7YF0bxMd3oQYAzxZNZb+v9oPv/6gtV4FwinUUAWiuPeJPuJtDVjByAOCE7HuiosKhXcFqRzMhopMYywyY91Y1rpx9pAUUQaGoqGb67ocfPGt/8NOfB2z/Lc2cTD9bB6qJwFmLUVzCaQHwbJ71putaMPriLlBOr2/C6ZSZ3dDbPWis+7o6Go4YZPjYa7amMymFJpiYe5QJHz9p7eRg3o5Wc+fps5TCk+NVOz5atrOzw3b+6KAdHyzao9Pj9sHz522+OOx4lIqxqWatjlHsdxaikZFlX3q/RP1Obtz+myEEiqGLWWM9dYk1d3sN5iMnGqZdBkTiXr2f5xtxPGW+4Xu0Xw5iwjLkMzMwN9AgWbIM+rsP5B1f2Fd91r0/Ubsxjpp5W26W7YPjH7enxz9ov/nJX2u38wt3FK28NOJte3H7J+3p8gftn/zTf9L+p3/2v7d/8fs37fIzgzIJQogoIHYXSBDLRzW008E6KoRZeoMfpOaAuoXBYD93Qex2soHn1nhHyDFFdIn1yaLSjLqg6tbtIn5ukBJoG9+M4Ct4opXTwTb6FVICndLBeGqsuzCwSObOKH0iM1UZfhCK66Ib7/DhMK+WZTIp+M0LHYqjOXZ8qbhzewFGtGGNQRi4kDdvNCKd/J6n8TECSs8Pc1x80YrVR/FmBIB+koTkyAPCo63Mv4nPW5QjnEgkSV+0mTmZklU7POUE9brn3uC+lMy8ztZKPTOfuQRpCKuAMFi6aTqt5tt2fX3Z7oxvan3Tbm4u2pvLl+36+nW7un7dLt68am+uXrarq5ft8uq2vbnctNdvLA0tuKZuzflya+gLq7YJnjgvhQqvvfWJxMi+tkpo+vqjYHX4LBi4WNnL0F5EdKByEBF/pvh5AGpuUSXbYzNPb7IUiuOjVTs+Pmqnj07bB4+ftfNHj9rZ2Zn/nJ+etTPh9Tg4OGir5QoVMEWBcI4vq4B409abq3Z7/aJdXn3RLi5/3r748o/azz/75+3F69v26vW2fWnl7ab2nW63l/Hz6nO8gKovH3/Y2rNzkI3jx9PTIFsdJm6cbKhy57LWzgGDhFuJZruUEZyDn0DJ+d0fpZUwWXEPyMCTY5QxBgDTU7JRgc6ap/AJQtDvv8F5BGeS15yAWKWfHIVD8/6WshUlf3vEmEf7GSWN4p1Z8ZDcco5SbN/xplrsiESyplomP8czdh8f07vamBbP+yDd2A73P82cie9GY7DBHQeLeTtfzdtHTw/aJx+etd/88Q/bX/yt32yffPhBe/r4SXty/rQdGkGoHo2YGCcKBzEakUlxnsbkGSdjoBBjcIlNUDcRnSAZKMrXAzElNw1DNCr8ZAQ7ouuKzP7lbN2jgkeLKA7qZa4qmyEM3YrGpskFokYTLeRsCjOXoQcr+9eCRou2WphOM2/zxaxtNmZ02pm9cCfTYnngZ/iBVTE+OPR5t0DTYmmfNwybfX+V/bHvWYrlcrmAs8ocCvosW9dprDoxN6npGHaNOXKh3Rg3iCrWkwW67HVHdgPK4cbtxvprlAiBPA9VzgrLGMfnDSgU4HTabqKC8s1Vu3hz6QVsPv/iRfv5F1+2i8tLr6Z8eXnbLkGxkXoUjH4WYPHAMwvWuLzG7wLvLcSdmNKQS2ncpkPsm10v/m/uy3IQMmXM1oiZVkeLmae533czBw5Jw53cG1UriXRxblkfO5ERcGxXC1vCpwuOIdJ9cG6iGFjYKfbOmuSKTYLY+N3vsQ3ZFJ4eVkerz6+W8/bhs6dtpcSqb2lf4Cd6GminNiTLWAKIVaEze9Y4m5y/0nhkLQjNx/cHgik0mOfknUzuyWAwKfukRGTID9FjSJPxb/xk2T79+Kh98OS4nZ48bidnH7bDo0ft6Pi8PTp70o6On7Wj1WlbLg4c7bRcnTjgJGwwyCdHpQpReK5yMeLjrpjjoiEve0oI412Wlas3gAVbOKCRmQJuKCaI5d7ifvRnj897MTeAFQKdFal2jnZiil9mwdyD4+ltB9a+17+Jw23fNf5sfd1letjXq7jku13d3Ljv05ykrYNM2waatfnayDoOAg69fdy2d1btLAjZP1h83P7+X/n19u//1X/Y/uT1v2r//f/yj9p/+V/91+3NP7sOAvA2PBKpfuBFvmFu7DfUDoQjnMLAjWUSzopDzKD2hmCyUuMGkVwetfbkeZHTzuxiVv3pKD5jFQaPT1q7W0Xe7gUi8ZRZGpG612YwdSfdi80YIkCiiu5iDwh9J/o60jignvBQLijCHS3rsSIW1OwTXp9w2ZIahMsqUSgdJVSyZptbnE2w/tar8rLDOeq8ZKi+l1GRjGERzk90FGC2PqH+V/RyacozynUCRlGlOG14VhGNcNbt+NaBeUoJ8KLsNWjn1hSkOzdQ7+4szc+QUIaCMkXoql3fGMfUVbu6unLl6Prm2jmobm6u2/X1Tbuyv63qn6Wr3ty1W0NOeQTQ8rXDHA1HcNzYcucjYmn58/bvyosiGHTYDtCDg1U7OLSfg3ZweOjOpaPDw7Y6PGiHBxb5OGqPHj9vx0cH7eDoqB0cH7fD1aFzd8znyzabrTylyTxeRtLnz7xYJPyWS8Qd1VgC881Rmy/O2mr5rB2f/Fp7ul2373983RZzi05etbv1Zbu63UtrPbXvcjPyzS/j5/fBHWZcYeenra0OwaGGlFXXSyRN2gwt02dNGXPklMlpk/FHUQCA3GPm8LH063CsokIfOM4sSEEUEh095vhx6eBOW9ybyCOgco2w3J1C6I85yHx/mxKJVFuzXugE8z2CCn1Ned8EicgyyckbZ4aRnO/fuZSSUaue/xmcSCMc4W1eufRmdMdQ3Xcp1xNFw25tqaLftXa+au3jpwft+x+dtV//tV9rf+kv/Gb73scftWdPn7azkzM/E5aOfrGzA3nWaTlbEIHDGOdNxnN4dkbkwZ0RZhzyPFUVj47j4n3awkiIaxSJ+EjD2l2lwNTp8Prla8YwcWbpLUezdna89LT187PTdnJqSOITD/acPzprx8eH7fjwoJ0cHNW4IVXJZsOdRwtzBoVm67/jtfnCHETh3Am0iYUMl+40suCaXwE5yq772OeGEppLvG+6jPOjwKEYjijqHnbdTZQ3x3wmj6N9x7lhwynAkF6/vkz+IXKQOpR9g7yhJi83XcrNTs43LhRI9UA43d7etbvb26hq7EVqbtrNHYrUeMXjdaxX1LG3S1rBmlevX7rjyn6+ePmqffb5i3Z5eeWVl2/Xd+3SSPqMr3CxaAf246SZ83Zze9eurwzV/aZdXBryPdC/r74GhErtlWM7I09aOz1ctrPjo3Z+ftaePj5vT8/P27PH5+3582ft2dNzryp5eHjgKMX7bqGHoroSvZOothTFBhaB3vepBqomq55FszmKapfW9GTEYnG93Ip3VYB57d4bXoUVfopvjvKjg0mjv26HuJEn3pv3bJvh9z/kH6gC/+cuc/w1mulJljr+O3/tP2h/4Se/3p49+7DNzbm0PAA1ytztBJMFVoXUbIpIeEPzYQ0konEnZTpdjh0OAoxxBBNMFgjVlBRpcZwbBb3vc7NH6VFH4JGV0+mIAg0OHVYFsuHsCdwGLOvmNMuycZ6SSNL69z8z3tvx9HWdRG87yL7Odb/K6WT/vvvafflZeuHrAMfr6iN4n369x6by/FdErir0Gxpi8rwR0eORC3ojV201e9rm7aR97+Ss/cd/4z9pt//FcftH/+1/1/7Z//W77bURc//uNxwS+Ip2u4ejzQyCvXJMfST42wya2aDIzp60tjiNCoHHZ63Nj1szX5wRq9MAYinNB3AGdHjs+BW51O50An4zXknyvkDGwVkkub16zV5htOsg4Vij1ERPuYIKpw4b4I/hvArIrIsIChjPRwFjtxOIR2TUzzNGpCzydmeRFHjV7f5rI0LPjuKcQcYx1zLJuzivaxN49j7SS6Gw8THsOeYSaXHeK0dmhVLlfbcwJBSuxSryxy0FjfvWonP+bUMFmUJk3FOOoGKKX6QBegU//9s+N2t3a3P4IL+Z0Rnff3SaLSNK6Qohxsj+NzdF1BxHhm6atZlVH1raIRPkCqaEejTVFNfVKmSNXce/Q4egHOQemY7ydY4sc0Ra5Qf6GPtnDYlGj7IhugJpNt9YyuNBWyzO2nK7aQdHn3yz63xqv3TNnD6vLyKt6fRRoKHOH0VVViN49uKZcPZ4WjU5x1Cm2FFGUHQ8q5b8aUitMyPAkCyOEjBH0U2k+JFXiiWL6WQyx5BxQHl6HVPewAPlxJ/I0HUJEqLGnU9MG820O2pGLAxKY5r0BIh82rV4DXM8UVFjAYLvVBuhAF83t2UfSopRpjaQzvBeKFDyXWz22M9ODUl41D55/tT5mj793ofto+dP2vMn5+388eP2+PyRo1uWfg4s0/GQqfd0DPiALtxB6o5UpELFWcmUGZx+OItY2Y7ODvFfSRpMKhQIMGFT2P+hyDqCI5dLnJ8eWLINweq8DzgxyvpunIhnh609OT9sTx4/ak/Oz9sHz5+2D2wOTo/aqXElHh221cGxO58ODUFsAaJVoI8WTH3H+a2wybAdIsgUZ3SdzzH+wWejtoNpKo5YwN/2PcqXWAOUofFirIkq7BIfAL9Xhi21RG40k6fp7zWUUobHMJtzC1ghk8PRTUSr0+MoviVHqMLxJJx4Xo+G14Q30oKGC+vrctsOvPp2FJiJFbRxVLjpIa6DbTeuA7mzLEvVb1A5OSooW4Vko0swR5VXX7Ya57fWfzj05hbwC4R9ILHC2WUOKkv1u7y+bl++umhfvnzlwUdHWuEwMaeeB0ttnYNQ39Mdl0ZzcNAOFiuff7uP6WjGk2TcmoeOZDtsR8eBODfONQss2l62IKIVmyKP0n23pUXubXw08uJeptBR42BE+NgTIGx+4qPhZBTi6pRHsuediLx3PQRPUAoZ5wIK8wKyCPLG5prcs15h2xBZTvMU69ycl7/sR68F3h6dLNvf/kuftl//9CftyfmH7WBx7AF0R30h/TFktTnvxMid2RWQvujjFQo+KQe8KCCczUzJu8M9aV8RbVVhegIOMFsub6pKhGeyuF0eZOP+LfB38ayw+0bBJoAWcC65Qxryy/Z4JNTEs0Tf4/ywWwR34HuM3/sO9DcNvf22obzvd/0xRMjvja/9WbfJuz8fW1c8x9TeZuu6H2GSLoBNvAfBkqfkueG7bN87P2h/76//h+149qj9rb/+B+2zV6/av/in/0/7vd//l+3FTy/bLVFQ31J7K+z16+BhL8MxbrL18jAcTx7KOg7HE6PzltK0PW0Po9Hp1HnReJqrF84/XFGBdFZJKRkKl259hroRjhste4U0ze6+vDxjqBqlGMp02tpaa3+jQkVETnApkAoWJ0qsx0gTFZbhRGMhhZROI/8FwoxEA4nwUnmMXUFiPZL8uwITSlWhqirFocYMY4TF504kv2Q4pCL3h2Tp9MtZGh3LwaK3kuzsaqAxe/sQwvHkUUiJ4tgYeK6p/W2RDUYaeMjL9HLc5CGo/Ce5fI6jXQspjMoTxoXiv0e+H5gdHFKYY9MeRvs3P80pDHgvCKyzEif4uPwHxPGsnulKa/HpdyjHLkDLaZPrFU9FfuRXspH8e/YG0WfwoRkXFOnmzMlj1WHMeURkky17dz5J7r9zTVlVxatwZhmk3eaFhOaGeHr6KIg1FxLcdJtW5sMLAUDRcjQunEP2uoMAqDzBGWX3cQ43pl2Dm82Lgy4qCJHp44TOA2WlAVhbX/bjXFa/io2WqwoIoqLYxnQ5fkbT3YmiUh/Fd2iTnVnlveNVOzk+cr6m548ftU+enbYPnj5qHz172r7//U/ah8+eeJq0Ga9LpFalwwhCP3iV4ppuFObxL1wrcgTH7zX4ajz2+gB/xYmdH6yPpG6hf2uwFf/pi+D8WWLX3157dmqOISCNlgsnUbZ0NkMqnR6u2uPTw/bsyVl7+uTcESrPnz5xRNPp0ZEjjQ9tLhbBpbjIFLYlnE1EiUk+L3QyM6aIPo/0JDqMZjI9wrCVhQqKrCN4dpge1jPsZFAcjqdo0FpQ9TodiXSGpdNKUygD5VDuLgTsUu9MCFuuCwYdGROk0RrpiLiTFkLGjVwXw+E6dwcT9TvoeMvQF+n8cQcNXBcuIrxqM66PQGF0JQSIOyhQpTgqiYem5fWZHVkV0QubG+MKtaI0hpYyFJSjtrCQrc+epsj8KEP/wZFljqOFOZIsYGh6GooCRRqkOaPMWbxqixUcTF6VHHsYFc7jMLt/pywDzdSrYh6ZbNUjkNKvRLMyLtBfD/8WvXg1zlT/1LUX6MjIa4ewShnHT2cWxXqTZ/+fV86k81V/RDyOQSVHaw0xeeU54g/JxR1ZDV3IkIz2c7A0BGVkMxwfrtrTRyftb/zl32hPrKrg6jBQaF7BhXZJdSjsnsEnMavx0lia9qr2vS/CfJawMewvpmcPgyMyoQ6Vummsfc6Ogh60ql53weqby4L+qm7DANhwP+Tie9ovMmf869zrq7/3TQubxDvjTxP+m+DPSQlhO2AZwsU9o+ZBjZDEvK18kZtQ/Ys//Fvttz79q+1y/ar9/OKP2z/+P/6b9o//yf/Q/vB//Vm7+L/f5QF6v61fZvR7fG7cCF9117d+UKQkS18aW7lNg6GkjKuqtfboISCevEHI5CEA9A8cRSmQ6RwxltXctRChxNiLspC8UP43mBugDMUnAsKZ92RBTaCoIp+u0vbifoVesjKnFnEq5dO+0xXRBBM9IxgsC4H1y1IPCfk2JSLWaudqM3L8jtuC8jGcWHMnLecYhJANhA/vZYoLKu51gjV9NPH8CNeFc8ictvZ88TSujBiKCs4fikk/OKHs+PVJMkP/2WIlPHA4ItxzgjGyqJ3nK9HBt7unOjo/VXYxKJHIWHBAFKst56GPe6VvblMpjjRcXyOo4BlOwQeShtpa+7t/GdUHQWZ9ex3OAM8chCPqchPweeOKsOp89hlzNliKlCkMlmpFdA5BA3RMeUNGgXMXWXoWHAsKyLD8f2uwBeJ3DC3f4HulMLfvRLNnurIqkZdVSdEcNZneNgvHk60Zdz7B8WSoKPvX05tn4Wx68SJQVOZ8uoXjyRFTVmX1sLWPn7X25HFrJ6etHZ5Eip+vR3A0GR+DzT/Jc20dbAzRxAgsEVVwMNk8Gg/pK7uncVrdhO5va8P6as4mSwd8bBVe0VdP/1vB6SQFABw9ZY4z43/7zpM8fRVkJDMzYqFraSt+Rm0YbiJ+5juyLzpesIWhLCKtyjh3fvh00T56ft4+fP6k/eDjj9pv/ugH7aOPPnLnxsnxiadNO88P0Ks2JI702Ek8kEpRhipmoEPKKqZNjv2Y574jV+LM8vOJ5bfxJTFtxKggVoHqCLQPTbvgfelYgAs4ia/f04D4Nttf+OF5OzIEyuFhOzo6dC5EczI9fnTmP1YN0B1NpydArRy11WoVqfHOkRTB2gCc8dnDmVAqlgT8BL0RCgXmzNN3B/1/jsQXn4+OaSDOKM9mCDRTOFlQrUq3j6tP1KsM7bRpmyQXp/4R+lukKTPAVw1PmAZfqJyhAwY4fhbIUq4QjVnSxOB6pEGbQS4OUTxcLBXTPaCr8XnFJ82gH7BhNbzujOrlhu01dDg5OAOgBxuOFZUxhgHcYwZBOLBsXpzzBhOabrv0ERkCagjB2ZA6CWGgeOJ9cWOARJAOMG7KdM6N17uPJjqk644OW4NtQc42IZ42p4AtJd336bDiHLiTrywJXSm0XwyJE+p/3DcqKHNsItsAV4VuTd6idaJ3jpaLdn587Pxilr7pbg71kQ6N6j5lKPdHkIsHUsfRhtBfgodV3SLx+hWjkTzytj0npCHs7FrL5cx/VgczL9iFoEh8AACP10lEQVQSabmH7ezo2AMNjx8/aucmi87P209++MN2enxSWVI04WTctCuBVGzQ+eMTCXhkOm0GlmX0yYuAAH5kqGjaHuwEl/1085XTqct0wT53Bxmcr2GzwYHkIINwLtlOB2OvbF052fAcdi9P4vumEU9T+6Y1LZS/zVAVV+cyESeMeoVHGdw/MKBjE9vrh23VDiO/c/m0HZ1/1P7Tf/cn7R/8jf/cSZivbt94OftaEDxAeZjED5uKG/Gbt8XGCBnfLXDDHTZzAsOdxsMbl7FDlkZ3Rj6wiD3C4qUasXmTMApb4D0X+C+sFYCptEdrWnVAqs9V7CocR4V4mXcOheKKMgGGvES31EBaLqVTo9n10CX/xSDjHNU+vTSq1tkZZsrEus08z2XWZms4eOLjUCNwanFpIoXQXTqWZqbWuh1yUPKy782ijOomNwQTRsEhpbxnKBhx+Bl3VvTX0usc+WelrGJBlJOHkGLeLLTvXMyBlGKIk2G1cj6ht3GM+ilkjqZYg7E+Swlj7NIrM+YtpcSFf8hpGOWeGAsqhOyje1/COUbFTjqNKjRMpeReqadkFoVFkEIzjQoCMUYsmX3/7d/7d8qX58TSTkIaTifHsG1ae7Nu7c0t+HxQ6MAcDOYocOfIQFPDAgd0DDE3nqiaW3NWgfTaET/mjDKnhRFqm/MBxNq3ryM9zPpk5d2dJNW+a46w29ZeXEX20HfJzvYy2nDAaLOqMXubOXNWIBu3SmQSLjTHlHMpwTlkP1++jPLBxpvx5Elrn/64tfPzQiI5igrOLuj4/nN5g3S4bTi4rFiAXS/RTlg3LnKAbDKHlTkpzQn2+kV817mqDlo7OgkHlDux7rD24PhkAYtf2cY0uTY4lBr+fdv4fJc2Apqtw6fHrf3w47P2w4+ftR988kH7tU9/2H78gx+0p0+fOjeQ8fSt3HManB2GqghEC0/yeVuuTBizeEdZG8a3wt9BCx0nCSwqNbjCSVFGSZx9pXcNQeiKdY3zMjiXzBALNC5OH0fdhOHGr8cz8Xr3P9H/2T/8B+3oIJxJlvpkyBQzApfmXFqtgljbECx0/qVXpcbbnoPPyLMibETlfcDB4fZcpPNTR/JZ9IBH6B3UlbdaUEbU9Ujrijmdry3lpkiau6AsHOyiDURRFnk/YCFZRB0Ycer+dF6Fvpd+Naod6JwjMNAHBvqq09QIF1nxM8zbqK7H5r+umY8HgnJzUpASBLphgs8xfokm8+ACIVTQoGy+nNE9NFN3ri6wa6jv+JhXP4nMopHvFVJJR0AdzBBZpo8i5Wy9uBPzivpY0Kl4MB90Ds7JlfszSJg9XQ+IdIn0PgCXLBalOBF6yphSEDNp0/RZ19NLR6euGU4ILGBR9f02+cDA3ltKo5/bcHL7W+qgQpAXDkuXhEZWD2yeoQ3/7b/02+3jjz9oF2/etLvbm3Z7feXzYI5/1xE2d+nggx8yaAAOVm21WvqP3fnwcA5ZYPQSqApJ29JJ+GsP21+Wnrkx2hBP/zNustDxyed2uDyKABrkjQUWDP12ZIGIBZGSdr/gIbPXAnlGihEG+HNz515OVbzz4GwjvZkjTTmVBjjsfQOaeOpo2CH+vqXlasDCnkn8CFVlm3NcgAO/GxCHdm0G1YP9CZkini65tWoFXcVvR6qnrx6ptbaPkJ3yjZOLT21svUf1z9fuZM/aNB9YXa/8m//wDFoMXlwKU8uUinQhm9CDtrp+3s7mz9rmaNM2R+u2mdmmDkOWNnt8Xb2i3V13mhv+73oc9xlE3u9+F1U5uIio8QNAYJidFtw96j4P/ENpiDT0f5ZDyKJjRB5BAIdyVM40F+vKBZGfobBiVMoOnIA+a3qbkpkLLZD8J+4R0dMqIpwOFxMeDh+P8U9Hks2MKQi+aDgnJGcB5JJBIaSY+UFDBnhHtsSzhYALvoM+/RCz71qP5kBX1T8nFZesZnfC4GDqrCZ/VCKYwrGb5Yd9/DZwYlLpNMdcfY/xunTq5JySjExEa6bCliCOl3WnxCEUgTOomYyiueKFXCcQ9pFYNNMcTRlz3xoccxmxwTrxNWPpua1tVgdtuzhqW+OsUoTUPbdbL3tZOr4r8pgyz+4xhM2mtZO7qLiJjOOcVVd0CEID2MwrEWLabBgPTGFgxTYs1xvwmjjayl5H+p47s0BqPTNHhzk0blHlTT5v9zEU1tocYEhPe3nR2ovL1i6vwinilROvK03Mrv/KkECC2DHuol/qdtvaoRWCeNLa9z5s7YPz4n+yufPUSDp1jKvpTWsXF61dXoYD6Q//oLVH58Ev5SgoQ1JFIaYwdoBoszG+tnFFSqA5rx4dBzLLvmfRR0+rA2IricMxn46EsuuAf8r9r3CKOWrOXoNu7cwLD8KC+JaapskxhY5y7lc0xdDE0JFVfTxp7cOnp+2TD597haWPnj9rP/rBJ+3jD561R2dn7eTEKpAeeaEIEkhH2s28zcG1ZH/fuYKuZ2mcORZQs5SgcAzYmRLoG48gQ7DxpHU+QNFnQg/oFRwiGOKsCSSI4+JxpqR2ROB02oI4HUlgziBYOlYqtMjPecGbHZLp+2n/1m//NjgTIzWq0eng/EtzT5mK4zSMZg92Ao2dGgGRsALU9gbbMJgoY2PUWR9Ff/hZm++qwiY6CcY5aggGmbPqrSZrjHvIU/cGtDfZEtLvNQvEQOhGDD5JXiv6GvgkrC1CGGCg+rz5feAUxWfCKBQMO+7hekoGEnuVm45JqjLm4AmeGnGGeUVw+zGkOfjLUoMKQZvp9MLNR+eaOXsyJGqE5NC/qCJ5rRvovuFcsTQ59bKhcpcVpAFifz43WyeqvcUTH0RgTubLuyZO1lDV46aeZuX8nyTqZrqsTMtDODcEqRck4dQF2UGsYTb3VpBGI3JDiS7moJN8PC0t2iLcClYNEWuS1W3deQ3+Ji8ehDWcRY+gu4fs2jq/1k9+/IP26Q8+jhRKT7G8Rf9jcdj4E/UDK9G5yNzpCI66dbP1EmsunJTKvQV6io2gDD1AG5xT3BueDErnJ8aPFoDfaxnrMyrphl5uFa2Du7VKuFaKs4ANkK/n2RziOo1g/ybmRvac7xggWq3ytlXc7KYbHHJhWwTpJpFqbK7rGCAB4+02ncgY9stzKbBMLGjoYyVG4/r6qm3Xt76XDpdP4BwrXCUTNcj7Gf4J2ELvuTkmx9N7t2/BiNMTLJ0DNXH5mxv4jKKVshCOVRwqvtiIXqKCFO+7x9XP7UrbosLy1obF9WfnuUK0Z/dy/f2oSPHUq4etz+FXcRvkwPhb968bRUu2WypzUGRyfjXnmnBv+Zx/NZwdxdU0RORM2SLsPp2SPDmkjKWM6ygCQpkCdjw/HIpcPEb8vZ1b/fFAMXVooHThB2wiymdCMlskwd8ASNeVDUYAIJzzRCM2vZyr+Gp+plDlWKl++iEco1+TCF6UfoXDiOM8RIPC68GIKB0/6gNDVCg1RRLwmbIrIQzhZuCaDwGOklpQlCN6F+ujlisdjHrjqBzI1MPoQh1k8agIOeSaYz9N+Vs4n4Wju/wZmDZx/80gzQiWxmEHQ0CVQZ8WEiuiohmdTlTSHSEDoBg5gzwtzPiJDEGDqmW+JQydg6Wp7uwDoJY91Qu8Nm4L2o8te24Hpgbiy3RaGb/Rm5vWrgyFY2ibm0Bp2XsksTbHkzmxnMtq09oFUgZZWc3QORfXhcQxh5ZV7XzIzVBCb8yZdNrahaWxhW7vY2TPTz3YI+dQisw55Oltd61dvA7n0pvLSMezH6+ZgfmxsTRH0Im9hwIS9rcFNw+s6jhS/vgdT6kEGaatAwObuBp4ULxQTreAVEo6LB39dgPHluVq/7K2TmbJEfOudLiHcmZ+y83W0PGhlT5ftkenx+3xo0ftydlpe3J20p4+OW0fffC4PXls/EynkTbx+LydnZxGqtYiikmYAc9iE1l1zBocHXn+oUUaXfB5kIcxnFG0do2gmdXpigek0pGMP4fVYKH10OrTnF84okJv4OeoSwF15UVySn/oKH8ECVtVrfC3nvH33M5OzyPdicYlgzRY/HTasTmCZkB+OBcTXu7Tpsmx1OvhNmZV8mQYCI5xBv7iezbvQSyOizEYB8+S68NAVKU6Ub1M5HgEncjlFQVGCD8Jww7fyH7TZmD/ia5Od0686mk4CFOSV6rs18CHZQ0cXK2Y0dMQTz3ckUKosgvLOQBhoi+xZ/w+9k4g1ElEjRv4oQF6CLzuo6mUl3Rm5aiBnoBrmU5CQ714kBOOJ3Ua+Vj03KmmL8W4EFkOpIkjtCqX1b/Tq2P325KL1f9I26F01DkQLNTjK1jJczoc2kX3EFfCninvtRwpUTUtuBPDIvCYdPqpBbWDwHSgYzBibsvNvTKg8a6FrAyFIRBKdFra90MhSi1dKTo8CIkUU0GxcS/Qwg2i7HoOI8avRDYWfciu4fvldPfK0r4+K33QTwFHGeI84F5Vm0zPZaxrRI+BVtqCGqTQrtw2WhQt5EDIhkiB0/nvbxNyX8nhmeooHgYWJqKNoUkqGEJ3xltkz/UpRE75PfTGzzf6clOeEZ31fgrG5Hh6r7bnEPpGWgmOImGr9zIW5gcFIxg8EOpgcOgrcn2tGQQ2PJ9YtgqbTZTLmMW727WquFdulXc9zRjZ0TfHc787oPYoBd11h/sza+sh6NH0QschWTw9OqeVYiVk4vpEGLSioWRMAUIkK6682xnaEwxmL+ugHy9E/iYI8w1DhFsVuv1B1zm75M7UoqnE1LoxSStkA+x/N6n7FpnEpRz2Qiffvn6F9Tno0hIhg2Mt0xMxP7k/NP1VHU/cNzQKQEROpT8JY3E8exTuANUhqPXSYSSrGZpV3L3mPJxmqBLYjcPgcMK/juAKD2DMpSPBWDbs/lswgNWju4qBIYC+ECtWqgOzFHCiNFlRTUB37sxSR5EtDyj8HuGS1cPojDmpHBDH7IrIRIi+rQNNA1BhGiVq35AnyNFN9mMOJab04T1zTNm1/HBeh5Pplk4q4yp61doXryPVzUrMm1PmTw01hZQzOrAcMYXr3jfXlPX/9avWPlsEIomKkjnwLBWOjqgGWDz1N/8M0vDM6WQpcs6bcBJjbY4kp9torZ0eRcEIpsodIJpqSucN5xXcXuYIu8O9nZQWa8McUK5Eme5k2g0J7fEcllZpqDam7P1SNcrH8TBWuTn71XM6mfHjVRitatVq6dWpnp2t2tPzg/b0/Kh98OyJo5s+fvasPX3yuD1+8qQ9ffy4rQ6O3MnknEBehZRl7NmKZ0ksUEEm+6rrAkbj0GfkP3UByuZyGdScMnVcq8rxjIo+FB8dCJ9BWRD2VZxrXeI5zi+eVGJPxmXo3U/CnoezKVbLw8HqJMogWiBs1MXir9JPMXBblcYSOkO04m6sGVKuRapNTIFMyAyTssQ/0xmC0cG8TASGcX2bX/IXdVsagSoa5Mln1C+qmGvFcUt6ZnoxY30E2begFYCIH1sa6BiQdGCYsZw6LjuKin2ocJWdGtdz8geJKqJOs0Rc9Ua7FniKy4JAGc7cmm1Ctcqhwr1IJ1gXRLQGb0SMhcwanMlEC9E4j31qWHv5+yFEvN25Js4X8rN1wcZi/kr6FnEiBbcPLZNkCo3P5LyGnpv0s6LX23f9iCU3UM5XrbF0WJBoPPmginh+vjEnGYK2zstazLYFkyjJTGRTOdux4NIRGzZzkuZn9T/VqeHQHuS1vyL2GXJRcC1iJKriaIwnd6DYfCoMusA3f8GM5NqnMKnnTFJxOp8060hN5ljMg1IAhKPo1zF21R2m13bb1plGlp5hEWCX3bVTvrlcEFHVbrDbv6pNjqd7bf1iGc36MNFucdbaoUuS4yJoiKN30eaem770sonXK9vGkcvqZdZNA8fh59s9ESia4jY0iUZHp969omKhs5rBnut2L6U5uMfp1EPAEyI9Ktt5At3vMqYyAy0pX8u250CoPsMCTmhwcB4xctmtinSL12kfER+dRxVyzAFTtJIQXWL+k3QwOw1eAGd/ZhQuYAwuAi2yC2udbsyMdHg55vAAlMeekTFwW6SSLIe+EZpjnEoYbjzy5N8AxJ45WsF9VP2mAyOU8MLz8Zo1Wab0lXfU4NsZKQjsbj+S6clANDHqwoogFjTU9jaEtb+9QNSNw97Xgff+pZIPuAaVJa6ndGLqGtBVJ6sMOeDkSsjrPoBm6BWe066wwplAcmn4f5IDyOfTHDCRgejNOXnECeP4TlJy2fftNUPEkJzaUFBYWg5sYtjuDgUIbfvZMjXScgYzsUS3Q0pf8i4zXcO2BxA5dhlwZ4ezftvaE+9w9Fv1ck9BBgLH09CsMpyl7b1s7YvL1l6+bu31VWsv37T2+ctI67swx5TxFxm30j36DqzP5nz611+zSqo5ks6tJP2zQBzZ2rgDabxVLnVnEQbNEWKQTTa3/llz7pHfi2l1hlQzDi9wVuWWB0KKqXgkt7fPjwrnvbe3Ha8lMuIzhtICB1rXHoaP+Rfe5uBn+t4Hq/bJB4/b9z583j790Q/br//g0/bkyRMnpD49Po7KVVZGHdUJDM0UBLQgLEbwIO1tEnQzEA+nVJkFMJ2QgmdUBvFqdEqNu1HHC4dJJL7zVUafHaWE/eZ349+Vz51nRIQPA1XQWxBE2pZBVogV2grhHY7XIJTEafEgHFCeVxU/5GXqOb6pazGVB3qNy4zBqvJG5wL+JD2QxAupcaq/pxsJcnD6H0AjmS8DqWlZ1IUuRj/DPNkynIRwHhonVaS5BHbDdKbE1Pl1+GzQCVO3MRyL8X5Z2g/PVaw9guOIWMnoTnTdz8yAX6VKWNNMpw4XYqFH7Ot3NrZ01nuwqxwWyauMMqJcdzECME4tVY9OXOidd5tArblTznVJcuVwPScnSPyTKlHBLUhjbl9E5qU/Y6CduCc5X6hoAb2QIV6mHnpaInV49Nde97nrdAQl+LyfFuuE8x6usTzPOllQp5w7qnydYS5JlcvAG7ngxAJlemd+yDmY6JiM+SWC04uUGBIKXKbWMmkOCpSr0Mx3h4OIStUGhYGq99HJIL9HOiUrHgIdFM4b7knMMtO/ZO8W85RWlQQfrjh0WMCBwsHnHcorOaRYnCDWPej90Ydw/EevA63KyojiqJqLx5oOu3yeqKjJsymEGWhYOK5JCcKRgt3gaeGBZvTURyIz6QRMTr+4p6nUHoD19+IXBiJ8N6JAgyPSUGEy+kr+rEJzOTn5+7kJvE2OpwfU+jmjY4YbJsL6Pb0wG43aeD1kq0RL8h1RnIQv760quLwch/O7V1VWXPnKz8gC3XtNNbR3jv6uve9C/zYbnS+puXYDFx3cTXzjezikk0C05nIHU8TDeC+SRcVsrBlH6JQ4rsjmZheOmevN56YILY2vqa4JD7g7pMxhwyc13iRGNQBZdsgKonqutFS1xuKsqL6m5c47e7SKcBScam6VEgYS99SrxHKRqid+aUENORFeKTNBk1UHEgVpQLiRv01ycT9xqBpS8LJCDvcUIByzKLXISEEgopQ8vJtQbEZ8Pw8Sm4vxAYd5V0QjxinW0QPYFNKOj09EevEZgcwCNOVgtmzzpZFEHrTF7LAtFmdtsViF4cWyZ8Yd5rwAprSu22ZtxKFW0cUc7Ou2ubttm3bn9TW27bbdra+DY8P5UOzOs3Z7fRNKw4oKOGBJfgyDYQ8OJK+IBgQS/VbWnNNItrsinNXVR34h+hv9WqaczVs7OWjt+Az8Uo9b+9EqnCp2T3OSWCqfpeSZM8V+rl639tKQUvj57EVrL95EBUCrznbzS+J4sLH88lVrLy5klYr/2ZBORkr+yfPWTo3faRVoFku1O7Ttj2p1p2exDZ2MHmmQx0jfszF0MnlzMrISoqVJmsNmEYgsX1b3bz+EBqaLRhcaB4gi2F6/ar+ybYbhevyotU8/ftR++Mnz9uMffq/91q992j569rydnZ56tbmT09N2uDx0xdkNLSeyLy6mLqCF10w6e/EUEZ1xfES6RRouerQzDpLXRBoDFf1EGFHZh9CgSgMDgS0kN04JGFJCS42Lkh8wnAtZryOROOVI71NxBLrJSHp3WRrxNGfu/wwxIt84Y6lGGScLq8SVY63QKEQolZ4RvJByTfnX5PIaaV5C594FQ0Wz047J2UzPVRXtcc4jciQJsoA8Xxl6Sj09+hpBYVzFOJ9YadjvGSshyrXHivQ7At1MV085bDRMgbUHJUlZZwodXrm6Hip0vhs4Zf3ZEGhkFWIPsJEfE+hzVPaIe8V9YlkS4WVcROLkzF7MUWhCAnM+HuZcgxONzkHP3RLSctdFy0rydTBf4twHP485Zvy2HMvYW66N4L5p6AtfKXEsSvBea+SeG6q4WSMlgGqyPm7iZDDHQvh6ShaVM6Yc4OrIcG4y1coh6yiC4r78TrlBho7iXU5iVP+YudcVaZcWjROvRfgymF6rDhh6bYzUe5lp0PbykuspM0PUyRyE/14BEe87mXlGOquRLyvWCtZ12mlaCKJey3TVHABFz6mjS9JVm9gh0aPuXCo1oGxK1q9M9BhRWC4eFJdUa7Qc6GHbmI5JcnCd9bQRxXHnDiiL6KKlhJNYvH83gGrdZ97VJsfTA2m7GzY2mH6itiVyCPSzvvpiMXrW8h5OJmydvFlv/L+rvV+B3cwjZgBtT5nM+Ls27v4Lvxu29xCcTtY0ClrzQM1yFFY6Jn1FG+YNEymzoGeZ0SvAfsU/P/RAkGI8dDKKiYhBnEL4lIgcM+jXRlK9koougJZkZRZVXCl4EF1ltItCl2Tpfk9GDxBVc4CTMCkg+hA1zzmMTCnjASXkCEmyV3hTQ1pBIwdaS5SuCCf0SDoo2u6oMYcUSg8nmsmjMmF0KB9XRX+4l+RwRAQldFJNtATEBwdlrReAeN1YCWLx3KVycOahQPhOcjgEl1OnPHiuPOb4geyPTz/9j0Lp9ggZiUnDkTizyiDzVVuY42lujqZVm1ltzMVxmy8OUcnD1mEQ8zhpLzkBfH+E48j/NpLKzU3bbm/aZnPVbm8vvFwvOS2WhnIwL4UzzoYSu93ctY19Z2MElzdtbWXboKD4vTZ3bb29DRJMV7a37ebOyEetFPBd22xvnIjRFN3aTZF+48oCU73A98Tt5zPtVQhb25gP13yWNEq2rR2DKsx/zCdmnFBwpphT6vVl/FglOOOdMh6pizfhpPK0PjhkDO1jv1tKmqW6vbTrvDs28K02Kiv7mo2RoZgsDfFoEeTij09bO3va2sFpOJ3ckQSqNkOerTBWi8NQhq1aofkRiXLjODpKqrItHEF1741+bNUCpxZazry108PWHp0u2rMnj5yH6YMnT9sPPnnWvv/h8/b86WP/efrkUTtaHbelEVFb6txy6TwciRZBZLo0KKY/154Nvg9UgE1tvQyXOJHkvIZ4jcpIPJ7UKMCdeE4hKOBGPY4hj82ko0n0s05H4pHIFLI6VeLSTKwvIzN9FV0wrNI64qgWrsA8FyWGnq/dX8tqtPmsQPRi0ohaYeqizVfY1UwRoQMvhGpcgqgbaiv8XebcMwVqFiPNuQgMaPCmU2y+9nL2CWogyXd+Kr7Pa/i6oQ6Ot5SqiGsydTpyQHEVAhlh6AVHTXt/idCV9DeGejqeHep0GB8Hnwz8MVx3osBXylp8wu6da9arl9mw21mLS3juNZF2UXSGuh6LtxAFxrkIFqciQQ8uKSJiME6do8RvVN2y/WzcbDJfdFiqJzGK0hB5jy2CMQkOoyCLp+6WpOmV59ruuwWKxgi9BR0p6P6kV+10VOwWDrCrThyX0NlZmbEEiaKBUOEM+rQs9fis6U0ECrj+BLnqL4Ec3JBuINMv9dTG2PY1HTMMjhO5SX0Rf8OBzvg7VK0yu8j/xfHA+vK6DEyjFG4r7yNcO0xxzWpwfMgYAP8n0K3lmmQF78jMwPPwvPE9qXWiiLTSzAzKKI5H7OEIblofLO2NzkIaXhZQ4Txs4tnEm1Qp2zyTKhkwkFXlgE5LCUgyWphha4JDAcio5K2jOJjN2x2LGQn67V3tIaheU9vbbGrfFpLdY1GWqzO9lfvafnfU+/bo3Z8dc1y/2jkkDppf+ia8AP7n258rx6YbUaJp6nt9vEGUZlbMoUK7rx9dumIoUyGTxRMfIO9wclRpOnmW4gkq8jxdRFR5mXbX13BOxQX3LXcXpbGmwVGtk4PMb8yDTPgA/KPiBMrrEIpaZN9d458Z6dBx5md4LZ0PKZfqjVxPOiBaKShjmvIZzaEvJbRmd3wWQsgxYlQEQsPCPtc1lmpyjdcD2VbPP/yd5LtKg8b7Z4iEcDw5YaN5ETLt5aDNDPFEst2tESexuhBJD+FEMnXCyO5d8Q0nkjme7u7etK29hlG29AYvB4zKJgF4ss/euvNIHU8BL7Z/zel00zbmZNpsPNJ7s77zz603l36P9e1lW7sDa+2f2xpLuSOobIeFMnN3G46sAJ6HC9cCfZbK6cTl8w0Cy3Tyogx0PF5bgHAd298dSobgMaJsQ/0Yj9TrN61doZKc80et8QP01OvXrX32JhwzziEFpxSJ0u3nvp1SJP+2nwvzt13Gs1wDMXZk2WZA6htHVIo7ADqc1B2peFYlj4g1kruH0zvFxf03zO8DsGXupdk0eJVC/BhH08HqoB0drNrp0ao9Oz9sHz09bp989Lx9+PxZ+/iDj9onH3/Ynj163E48he6gLZe2r4EXStkfKRMdeTZSQ9KI9kpdeIsOGKQqZHR/dB+kwwCGHFAgKmzzmKF8zjOuJplnHLmgxzjBjq6lIeo0YLqTMr/TVXF9L/1KuDq6791zS+Q3/66/6hkryFo6CnSSZCUozSObBwSLfqDnWN2dr17RGhx6WaJu/LimFZB3CN8XPSm6wWAenUAkeNYQlnK89GmfilhoO7MP45v5nHy/05HoZCjHRTcV0vd+VWE/xbckxzx0rAp89noxETi8H6mk+VSpvUqKaI4pdaLs8W4myLgn2CpbUN8BF1BOqT6hBOq7+9xv89lKuUES9XLk7eieSVhfa111b+4Tl2cp+0om0Pmo64wmQpkN4IMynSY9KXIvOCpmd6DVoO3RzVM5CHMuE7nEYDQvuZvITLmY7pSKCuD5So7TWZdBbr1/t8IH3oRhJmrVjvq47P/BMTaXAEJYYX12S2diiXWg1hidj/qFcdjzGuJI7B3b3Y1kFgZZ4utCx3d3lHZl0Nvb5Hj6Drb3SXez1qUJfUMtqr/8CjY3kEVJ7XY2FShVmupACOJQgQ93YqCXIEQdBadRCZJSjOl0sup0wsycqDgligykDQXy3IlvSokqIsHKd48bU2WoQz8rNxANxX65BmOfWWSllFCgUPpK+yIVfZLAkQIzU8gkXOzPRkdLjEFQKWEsUAWwxlGQT10ZazEqHEBkThBGvGqu2M9woowLAFByUeLj87wnDr3kVcMY4n3W8sAERXQ3o0k4csSJ153T8ngRsqAl3h5EO378V/No7tI/8iEMOp0rKeUXI1bloiOJOrUd5LPLMPh8+5gyfU75VkKJYGnsGHI6rzDGzKHzb9x62l6MPX4MGbi5btvNVdusL9vt7Yt2e/26rc0Bdfem3d29apu7y7beXoVDC06o23WgsuLvuF8iHD3AZw4zi2Cu3XF2Z26Xtf1uitw2Ku+Rk8aHZRuoKBQ6dIcRqrwZQspu48mDTBWEI8Y5owwpZT9vWvv5563965+39rPPW/vZF629uq0h9n+obI5UfL+AZv3/8jp+lp+39smHrX3wYWvnT1o7Oopqd9Ypkrrbc6/hRDOn3Js3PS+YjYNy89tY3Xuzh/wVamoYGbrgcDFrj05n7dGJ/btoz5+ctw+fm5Ppafvg2bP20Qcfte89f+5V6Sxl9/DwqB0cHIiyH7u7eDaw3zdAHabdS8QleTcsOo917UcRgxFA6Y5uokzZBnLVuUkWIMbnOU4RPXg0RZ6RCDheiHPE3+7Ii8TARXSexQVKOuG+/k8ZBAHYosEmt+8sVSK+qJPg/M5rdjwM99ry5PVgEQOqlOh0biAgkaiOqppWKCRyTuJ3/xd/5p2wNhPB3SPI4oTAaSOxOUtLi3sguOdl1Kmb1HnPdJe4DxKd8rbUB3Enpz0KtF7EI6gzRB+yH5jDdKaQEwz0lKGKVNImnyR/I/AjHamDE61uU3OSrMSt9p7zL5E4utAWDJCVgxCOJRsrB7EANZKOBiLQ8LchSVhZko7jeNgsbuFGvH+0xig7jiIw9H85Csdkg1etLN3YETe+JaGvemwPcyLrIobzIeyNkGHp8Mk0CpFDWdk4UiPJjRlfAaoHfFUxdogzI3tBUZQhtaTkAWSIF3CGLh9jF/OV6xkcdN4d2CaLuek5pJIovTZNiJTuhSzEXdNBmHybUIdjXjRroKQBlkvo3oSbYs1VTMB+MZTsnQQX+G8V4qI5FduE5wkreMffw9ZJbb9U9VkGP3xMWQYYzcOiqDrIQckKqEBLOpcT01qh3ziqMM0c4LEIMuC4WFVVPq6eIj6elB1lp0albY5CPEk4yhD83m7bYm78XPzm+xkdk+PpO9geShn1X5nmTgpBGEl6nRraqsiSPFqhlx1IjSH8dDaEsptEmi5Isl5YXrtKzgaJfHxdUwYkDU3fc3SJWXKG2Mg3Cx1FBUkJs/Nw6RVtcyAlJFcPb88XNk6ecryUBleZDUnU7jXuFa6qHBvkkooxitsZkT6fmeO8kK+QRHzZ80H4/MEZYUqKGxl1gPUHn77OMfCHK6u2yyOCoWF9xBywEl9GSVL5DP4GXQKqBcZdlXNLwyilOOdzdk7L+2x9NSLXE1Oj51yrVRopbfGsNkrB9dFfoO3wE5RayzTKKMYQI26v3RXhKbijtnNzBtXu8TWG6xmRq7sToYyiFq5RPyan1pF7Nu4iVc9Yn7dguN5cegqf/cw363a3tTRA+zFma0D5zcHpzFPBXeYG5vq2re9et/X6Vbu7fdnubi88ZXDrTq5XbbN507bbqzZvlkr4ul3f3Hjq39WtZJPacG3iH10GpiQ+p40rpLpWIc6qzl1ctPb5i+CQMnSU/bx8GVX4Xr0J0nOvxtfuxz/zRz9r7dVla0+/aO25kZOfQC7RZ2BoJ3v8g9aenbb2wbNwTllKnXM9cRxgsCDbd2rfcjMS/oNlayeeNmfk8gft2ePz9v1PPmk/+dGP2kcfPGvnZyft7OS4nZ2ag+nQUU+rxaotl6s299S5SINxctS5szHFfrHFbAp/7ltJ08IaN8XeKXVd7pujtwhkffk4wTGiypnGzCMiFhf5ebJ0IxGbMLTivAvBthP9VocPjGHvI45IOsb4WnwFZyJS1MmhWGlcdeYHnwllX29UxEX7c4AO/i5ijnN4TKe/9zbb//fcDCjqSDnRJLeqSn7j1/W0SGNYeIzUPdPdn9w4PmZRdAWWV8Q4qO4AzeD2raXfyTW1kKanVcu8RF+3mW5tFOKbmVUNY9JXmOH+nleaA2II6Ulp4EogJn2gEgijUy5VlXRMlfOqGy8EsvA40Us4ddMQB+qPTpuxJk6Ne5mlwR/UBy8l0gZnCkmcqdPJ/OKqvi+9EEA4Zxf6HHmUhw7n6YGcOkkvTa4jOh3B9lg7OInU8HwP4eAQNCeRmuAd68HutfbGHRGyhVeTjG9JNR73g/5tS8NTRpExEci/4E5ymgJwTVHIxUdpt5QjkI5JW+GWFprkEakj6oKSio1Y7MUpZnQN8bkNclmN289TNpPwPHTKsJOof/IWEjxGB8nr7ZX2rCCAP3gF3uP+XuIBziwGCmr90JfXafIzjgDnSHTZjBTw08b3VnsjCL8HhFRmsUCugUe/K7S03bhcUaRb8MpJkEOc4eZQ9z1DvZp8u3rn7pjQTJuvbpPj6TvWJqfTPTSveCYKHnJos7lyDARN7uyIionJ2zkhSlBTWQ1+gy4ljuE8kkz34FgIaHV+UdmF4klvvf8nUo+SR0cq0QVFJ6tmIC+4y5Rzz1XVlCfqDUp4nD0QidSI3NuPA0eqvZE3Ks4PkIv7bTXJuM6ihK9nNAOEl+5IkvFkPxkKzNEKIvR8NqLPGDF156BwL2WVCuZb42cxOojqUGFFCjE3UG1iF12W6iXWkn8LBk8oCnDq5bVVw7NrigOsPxXusYnjzqM9sjdwSsZShgfBhwaKVFFSyDqx92yezeDL8F5eLg9y7h0oGKnC5zYl0k3jUtK1rVX1oNKk1YxiwtKBNjOuKhLKxzzbvxZljD1rzqogQLefkNGB7ou70kVka9hQTpbaZ2XszKEVzqvgonrjr2+31222vW7r63BM3d1dtpubN+6YWq8v29o4p+7MgXVbQEo30o2TihHGuHMgVMMJvrnbtuvbm3Z9e9dubq7b1fV1u75cO4eUcUTZj1XXe31RfxuqyBxUxh/lROg3QFVZ2p9xS7EA0TfULJ3Q7vHiVWtHx1SUw7FkVQIN+WQ+h+Oj1j75qLUPnpevwJxXNhxMxbt+CIinB9IWUAbNf4PCbxlJ1QqPSjB6GEveydqPDq2IwKI9Ojlpq+WyrZYLRyednZ600xP7OW7Pzs/ak/NT//3s5LSdnz9uTx49akdHVkxg6QbLwWrVVktEjoFMtTRca2oYmyxcr9dtvb5rq8Pj4E+CLHHlP/d4/D13FmHKgb5sR5ofkpJRTvCBp2lH144oshtCEpV2GeRoCzkVKOMz6BGfC/kmvBngytDUqECGSMgneXHwPu+RXILmIICTClX2lKQ5DNeI5YdxpM7/QIzdd4sqbhVbSeOHjja1mlGGnSdvZeZrKhhbUCKL+tQHMUxW0sASfSz9E17plq8Hept6CB1NcYbFae7mLESunkZevCLnw2jD0a9SCDp9Tjk5fW96laoKTrrz1NAkQFK7zjXr9RST92X28+pFE1F8MCjo6/sQucn0KKECX1q4rvMJKj4dtEXLH0FCqmpxqNP4TxdUGrXlGCZdA8//QGhp3zXwmi6R2hmSx5oYY9sPqYLIGsJii1/p5uPYS0bCW2hMfqGN8yXrB2+UAxVjV0ilfMje38xrAGWT60UqorECdl0Bew7RrnCWgmQ7Ny38YaWsBzKx/DpBYu/XQPDdbY3YT5oMGXxflRo9X5oTEfyt/oFAT/H9Bbwnag/HGgtHlP0bK5RoRfVnYjWxUBF1Uw8UxlhnZT3fzMI8hjHsEkBFiBELtqV+T++bB8bitaTdgnpf7jKGTSFxnFOrqDlCjgeNBM80PR9MnjoHU5oXg7WI468cq2EL5TpivSagNeNOsKHSKft+e2NyPE1tal+z9ZVnRm8wYQiq2PAwq40ach4iQ87CeI+nA3O4heOpU0r07mN2O0MhpWyEwY1DPvMSLJol1UlSIkvlFF4ukV2papfC7sasqvcQUOy3K4RMqxq1O2EzgFOJtXzrIBlOzuyGnKSZksbn0MOZricdJQhwTQH0l8tgKQ4iQl1xUIEzIsaIUR3ml6Pv3ZzpgVhHACvi5BrJfOo6QuIc4FiN6CqOQR8RuddW+QXJs1LPpPtFx4baCTWiPiCa18uTXcbhrYrhmCKpllYpctwXmhbT7yZE+PIaxS/D3uTjynOSvDIUDFOvWLxZjmGv2rRu83aLpRsOq9hLN8UfZU6suzdts46UP+eaurtod+uLtlnfADl1XShBEKUbB1VZQBahW0T1L48Gb9raUgi3wWHlaKvrq3Zze+tG/t3dpl3e3LSLi6t2c33Xrm/W7c2bu/b69W27eLNul1db55h6eRGOIUMnvUZq3y14pZLsHHxSf9Y16qmDN63dGql68M2H42keKXbueJojzQ4jb04RH4ZtIG/oUPkuOp64c2gA2FisVii26eM0d6eQpasdHJiTJxw+q8WiHS1XbbmY+Y857zZrWw+RCmCVFg3JceeE3Nu2nM/a2dmhX/NgNW8nR8v26OywnZ89agerpV/v4NAQTMeeImd8TOdnVnXuuB0eGKLpsB16Hw7g/DRHSTiIjFSc55JX0OrSZ/CUPBNSNkv6cZ5BdM1URa/c8unoH2QFHDwVFNYzthPW1aVOqPADwg2T50LZcyFreCbScZB3Gc7Eek/5jdV4yCtqALvrJM7nvRtOz3QJDt1z03GzlnM1infQFXRdzj8qXaWaRu/peMHrpArImiylaeUJnPdPN1F8RtO5cokV+qq+pZCU3jO/M/RdBWB9tj6lX5dOrFg5N31v4Yu4Xq1DOevKp6VXFa2s+r5zjGKv1vhWYE/HkI5VRyhSH6Nhr3fnGgY1ROir3FB9D2sWVK8aHbVELOISclarBspGsmbV7fvVeL+tqyqWXRIYMxxPETSQFLkdnVeeKNcVPrvnfFatteO8QpBPnaa+xTrHD2aFCyHvWzx5ERSfDWtoeHZeT2RzzGFxjOl9Czll9xG00vBgcV04TN1sEzRl2nA6B33vwoGm8lttOS68LCnUP8weBGQnWxB8YBg8Um3rs2pdeMCfIFBZu6qLco0oJ3PthT4wo2Vz6hrD8CFl9m2a99gmx9PUpvY12xiJouDKP5mK586TCnsl+qNDrdA/JPGFDCKZlxtGJBWzjNAw/5/XWQw50xQOgWBCL8VoB6+QpR2kDQ+ftgR/WMdh04eKiZkNxEcqMZlHkHnSRIp4u70tRJa/RucOHDDus2F6HCLgRLFkPXvVNcSx5FYXK6jBwgQsnRGrKL2bYTi4jFgiWA4OV1oo8mMuiycrHAWZOkaSSj/s1XhQkcyUQeF0yk9RWYOCxwOic8rYf2Nu6OAbLKqytR5Aq5Ljil6Qin7ZUSHlSDJ6VOEwnqNE0mFpweiLJaEplkybrP1IY7KcpcokwMN4RIwCfi+XCnCy8IqJ8Re3LL4PvUbMh/VBwt6a4sfnQjTJo214rbokzjUbi0PE090xFdxR5ogy55SlKRpSyqtUsnNGfm4OUeEK81EGP51H0Iybyve8Vet70+4MVXX3GiTsN+3m5st2e/15W6/D6WW8Vjc3r9vN7VW7ublr11fb9vpi21683LYXr7ftyxet/elnm/bq9bZdXm/bm6tNe/1q2z571drlXVTe80p2QZ+VXDbvarajzQG1r9l1LHXwj38aKCxDPxlxtQ3TyQkymAl8/CVrabylaIpS0TNJRTOlzriTFouZO53Oz+bt0FMO5+3wYNnOjk/a48fn7cnjMziCDtwRdHZ66k4pcyrZXjPE3J1Vddys3QFlaT/XdyF3Vot5e/zkiacfrFardnRw5Mimk9PTtpwbUtCMy5V/brFYZLU5fwamrvkfxq8CLhdW2qISm6nXgxHJVGVU5PL9Y6kQ2EeODDUEX1aoQ6Qca4siXw4wfzO4/nHHgebIZFhUQ5LJsP2S6AkgM0SZD44dmhCUQjQCeH4RNcBLBBKJIpMVl3gNvyb8bWV0klMHiALvx7xDGfSpyvF3VPCri4fTBHwfD8C+1sp6Lr580VdVt3TKpNeFqDOmI0pavFtrCBAxdZp8eZIbljqVzS2N68GjlessetkbdXBWuDoEwd1jUeAwcIQ09TmkjQJdnp/GRue81nkWV8ykoJRjNCh18dq/Ua3R1pajmBy5WHqjOlRyzMCLFMfVwP4ifIz+pyPqpKqfl6+3+6CyGTiGoiLfLNd1oMnjGrZXnbcnAcwV+KGzINP0sqfYp6L/Eb2V6qfpzBwJCE/uRT5HkiarEe96ilQ5kxXwEKgzcx1R3cuoHOc/Kj0Hh5BqoKB68HEJInB/FR8iTxBnl1SqOa4+JdCYxFlZWik7WNZFybz6BO/jclVU8NBzg/cyG/mnuJ/sX6SQ+l70tRTpn5WizABtrZYKIbLaW1WfpGSms9s7w+qHiU6CA48iRXTX5KTlWQM4VFTSKynhsmET+Z6xEo3rLBBjRXxfepBfyhgg4HgtFFTItDrWOEZwnfn8ltN78Cl2DvYEjorM4llnwVHq79HHrTvYnOcpq1bWuDIn4F1tcjxNbWpftwlJ+w5HQPcXd/j4lnwG5KD1isLypfxRks9RwdwTt6FvJMUBPeH1uZ5y0lrwHcUNkD6HZ0xnjCMkKM5U0MB5lZFKegjqwM8jytOQ+HdV5aAxwEz7hHCyP9LTDOnzNaY8MoWKhx5z3+kKwliRDDPzSpiiQFQTD1z/PpxeWWWGMU2be0XbcKyWOIx6FFsefHCW1EQNjLbpoOB49JGHAgLhAOV4dOvm/tMlotl6GdU1Ls79BQ6KA4rOmKJt9BQ5KFlUR+vw5Xe0VBjGXDkNSMipe6ZzAPM7CliuuU9F1ce4rz7ac4wxdZD7tvZEGUY92qEOcnI2MCrOvUljnNxZ9q+hT2ZtvjynKt/m5niyND6pZLlwwxKVu2bCowYF3hS5YEWz51q3lTOVl5HcjFh9e+kpgebsMmdUcFxZBUEjVL9smxvjpTLC9cu2vrlsl+aoun3tTqurqy/bxcXn7bMvWvvyy+b//vRPWvvdP2ztj3/W2pdvWnvzDRJuG9rKunoA+jT7m3UNghj64TcqaTbTh7PWnjxu7ey4tVNDGZ0ct8fPn7Ynj07boxNLYztpy8W8nRyftNXBQTs8OmxPHj1uS6SxmZPp8PC4LQ+WjjYyZ5AhjuxnBeSbTbUrx9mC9N6o40hMOnNk0ir3UKDmFu7cIqSCjndyKHnBBkPzYS9skPKcfH2LIKut3KTapzwbwlgIbqX5wlINokJSOGgos4Orgy5lOqriPhK8yOACnlngQikKUkbTuVxO7C5ozxQsLYyxe9APZyYqRcFaiLMKDqD6RDqp0+ko1I/RpzJaQmwiqo9zbUxbyfQjps1L13oEw/02dfhgCKKQKV/JoAKNxR6TQuleTgVFhLDtRwZzxPidCj6I7gTDk0VTYs3L+FI3gbzNwgb+bOQUC8dH7TbK+KBVoKEbx0bd2xPHsRD0CaRMRjoljYh4Q4PcsuYEtUWXJNdIctTISafXwoNnn4IIOe64KFO6HKN5RvaLNBxvMp5w2Fkgwl4xB/oOcBn7tpwY1FPhQtNUMYxb6HuKPqxgaN44dTqOB98zXbacDSw38xD2hjWKq4qRUl8wp7wU5DEnhKvTu2u9tHBFC2EcTd57tpnqUcHhypbsB7JHY7nXnShuSz1TRE2vo4YohDyE/uv6tT9nBBvinj2+RvU6jk3o5tTbQ8C6/gMnkl++oIk8rbqKjkhcxalCLtkcDn5IUh+LziNujXVJfZJewA0DMEbCYP2pDJEgPa8ABHu2Rg6eza1xNekoBol78MuFvbdxaoE7fCD4nrTP4VDjydidAbklUXxqWO+ajZ5DYU5AZrO/R5scT1Ob2tdtalTjxKXvt9+ze4zsckGLiOF/mWluAkrKS+1UD9AYKhVwqN1x8sanMrJXsSMKW941obKhMRR/hahx4RCihqOGuzi1NBSFPhRUGsay51RQAS7S8jjAEDkILS0N+DwplEXTrzlrM5T2igoTEPJ+fyKf0A9DQqEKRUyflY4R4xpjEhEGOVX9ACNih4eAPU6QQ3enuqdIQTMgj442jUL7LYNQuxAyFcGioyrmFhSQnfLULyaN3j2MVs9vefpEaeT+SMWQCCTxwyVZr4yhLDFtSZbrr9MhReefdIWrzBWaiuLa3LLKY64FR8uJgtNdDekCLMGOdVtrGs6j3D94MImBZb9TdNirRoIsjsbO+MXzbMoJxXulspW6lK1LpDaCty1SFrDvxKns93V9b5X8bkbO3ua3YCPH+M8P22Zz0GbGGI2EwbhWeAxs9jbbm3Zk69+8CIaycr4qcypcBnH69c/azd1Nu768aNdXr9rF68/a55//q/bZZz9tX7y4ap9/3tof/2lrPzVH1MtI3TPkkqXuGTLKnnNlKWRBTRUjQt6mQZW9uQlSa0M6GfrHkVIoSvYQOGL/5m8dt0Mn0jZUUHAaHR6unAjbfg5Xh+306LDNF+EcsjS27330rJ0cHbXDw8N2fHTUzownybmRVm21Wvq6WSxW/h1DG1lqm4n0pd2D6NtFGCfhFFqkcsylnwYJFXkvlyiGnqAxUq12rgta6Vi3UKLtXr7unNGdqakhQGOfk0w4KpOSkrXSJPgd4wCpyLgtwxDd5TQDCzLWesjVrHqHc8S7sagqXiZnFkzP9kccFwf2kCCi/HMiT6JSq4jnDnXCHpWREvtSimfoWS171YllIRADgdCnWUXwHzicdL7AISMdjRTuCPDEsCLtKgWxOQWLZ+++m6GOKJsS2eFvMLUO8wEUtRGOe8M00EkaKLaoPBVHrViM21ETKmPPf0/RDxkN1JB/lWNnP+Y0tXXnBh31rSLCzNS9gHWkUez2Jqo9RKETOqvwH2EkZw9ZLqUIF/rznrul+lZnJUBfjjByQz6/CM7RQWnddsY8ydIxTkNep6pjhcmK6pGusUrmUmHuy40U5NJ0sNLgrdQrRzBi/tzQzgp+uAot6/SAxPowB13nK+jigDGZPJEznOhOgXiNDoC1G+rvn070bTZ32gvIqXpFxBIrM7bOaZIKts+NU01LQ5DM0ql9f1HfYgrvts08WgMbBA7HzCzwjrEvofeQ22x08HXsdLLHXIbi8yySEPsaqMWsckyXc7SyFXriXHVRVsA31P9b1jvCvJJQnjJU3LFhWVkl3AzmpndG1h1SBXdsvvxovDIjFTn6ZpXhOMYQT+6X9cqW3OcM9tdImcT3/Qyx4XIh/fHoj51x/nLwoeq618ro9UgFkfLQ5pAm7nqcnbV4YQNEoa8U4118T8j65Hia2tS+divNYJfIsmC/hAaz9Y5zVR52nVCdyOlSq3itPt94COrVeTNcy/8rYYt6rypRlIHRfyK17OrZ7rOnZlOKG50uOwSPPPh2tF4I/3Rk0SkgONLUTPmk2rcecWQnSKXtFTxXu8LDu+390e7yb1akUyOjKtnpxfl8RYyu/eYhINqtji0daurUGwyFB2AzDK1QBrUGq5R4KtB0gMh89Og8vlh7QtSt4Z41Pjtrt1u25bJlSkG3/rIaSt9KPx8drPVLrZ+ymvrdUgYoO1qGaaRw7gn77vld1yXvl+qAqg1DGbjhOp1myr5ZCJrXKYJ7RVHpM8bVxTnqLwet99Yq+60v2/boWTtxstC7trkzLqmX7ZPLn7Wri8/amzdv2sXFdfv552/aZ1+8ai9evGgvX7xor15+2T5/GdxQtvwNwWTpY9YF84lcXbX2pz9v7adftPbiTfA/rZl2dxX9sgp3EV0Mx5NnJ95z+3u/8zfb0cGhO4UiBXDmSCRzjts4W3W346PDdN4Ymunp48f+GednWqzaweGRp7cZV5PzehjaLUlULeUuiFvzfVa6cjFKZwwcvD7tKsPgwPVwpm463SlAHGWagn8j0Sl5D/8jcAOKCkynuqV+Jgi0HPUh7hmk4A8cKVDkw7hXxZqrOlJm6iztS4/TMChkS09gM0jfcm41jTUQ1YhPZqq8tgF1lP2R1n2hiMl7maQBjJJn3K07l8nXK62u52nUAYvkrV1pd39t1Gv8tTxnizhaW0kj+aacw0U8X29T8o/fVEONx7S6E/MS3a3680mvyrSu7A7Ob03J3K8B9cfLuLbaW06A2FlIscMNsF2G/gKtlEdZP1b5vHih4wyiHoSH6p5vXJN61IwDl/pxehHw/31MP6Ij4OOpW6QKVaPWYeFodMNJwHHpupOTjR1OZ8gD2h3qbGLjEd4h1NgQkK33qwXGDdfERdTZkFkC3fcwHkAjFTCqX48xOawaOXRUh1NpQbIHiush6l2yJ3K97NK4eb+QVuv/cwdWILmjyIvREDBoX07mflSZehqfSt2UKdZMT6QEERlL2VU6HVJYW3nKNK7dz22Mlu65GidZheTzwmvKGVyjWU6tEDeqiMKx2wkYFa27aee17mQXd5GBd7fJ8TS1qX3tFo4UFaZBJAzBkPKVQjNE+q7LBkKDHA179NIQfINq1QmbXQLkiLyVnE5FQSrnhVCNaHL4OwajVkmr9FDzC+yTNnimlHGITOaXoqpXOldwnUzToyDFc1SaHS8f4d+twxfUcSM8UckrNahkO3kSlfcf54N83gdEjR4KcDWC2IgTiLzotONTQes13ojW8n0ivjTKb46HuGMYNHHQx5hUpRf/06xJ4QrpWGbvu1lErHJXcm5qRqKaD6eGr9JwjsM3nECKSEvkkL9kvAASHsa8edTcx16QQ8mDIRtCjezOURMVKaN/vSHDdRDDzomUKkNQWLIWOg7y6FGtqUgdLOM/EAl0Oo1zyLCxEqvzXmopjIYuntHvRc6MeI3R555HBN/ZmyKp90A0OVEZUT3Q+58pUCtUWlq2maGwzKmyPGqz2QHm7a6dGSpqfe3peuv1Rbu9+bxdX/1Ju7r4/9qbV3/Uvvz8X7YvXmza1Y2lfbW2WhppeIzi7e22vXq1af/i99+0//cPrtsf/emm/evPI2XPxMPdXWsXF63dLMVXbdG6B+B4+ru/83fa4cEqUks8pc1SAA3xFuNsjqWllY2Dg9aQr8bHZOio2Pvxo7PtjidxUDiqySsY4izqCHy4F1g3OiRMFAgDks4vEultQ3gjCraSFwe8fLk3Mp06ZLevFHd8qeLK88VSHLCWkKpBxT2cUXGNQB0Vl0us401wH+UjhWzgGGT6k5yX5JqLEQA/lFiufPzqITlCaEjUcVLO80ByxguCScYXjT/R9QJDfeIaBEwR5Vnbd8hloGgHN4ohR+Nzhvwox97wlZQ0nZOGmyDlkxhGOVT3f3bEeFGuYk44luDTwpsYHMr34LGjVPeXsCido0TRH+7AFHE6BL5cfuX4sMgF+sLUOupSafWXiKSsCVRCGK7ep9GPCvHp59SgVmT4YGdJpIbERylz3YAoQPEWGkjJikXXzEBepdi6wY5n7VL5GRTpyQh2ysXTwI3KfppUvuvj4dqMMSXvabiLeY9AnwlJujTVM4mCKz2i/qVeOTdHPJ3igd/PvZc+6b0k/XGjh6FWlWQaHc6sCKivdUgcos4yISJcHPb3Ujkp6UxKWoBBjARGLa+R+yPRnLU/w9dBZLi6kqTfTKvmfBHNmJKs9DRWOi73DE4MOs0y50uqkuKahmrfrm/bfHnQ6ZcZOJAxS2ediORM3XMIFAn3uMbifIrfIAvyGuSK3SLVL/aeEthnnwUVSF5SymWm78VUFRpNkbC5ljtUmAYfegx+/wuPBux1nSxKGF7fn0dOxsnxNLWp/WJaHM7IBVaeARrLrjnX0awRJgr47nij5qAcMOmMwuvJHwTCTP8eC5pCqRUhQOMwyiYDCA3Pd+Yup/efjirer9IXypPEi2fSNQdjV2nF45UAK/J1GcRSfEVBDjhoaV85ZuAHIYCDymEoTDWWSZYIjYKlQrtqJQ7BR/TBBboZenQEzXeiwTFGpXaFCpwasacYuTKTB56mFKopU4pu8mGxdx2kN/LFc5iysZIECHqRLujmnj/L6DS4v1ZKSKGfPAuRMZluC1SFjFQ5osxIXkOJLaMqI66dzj/yG9TadMMYY+TplUNVmCQxdYMZ+Vhzo1QOeHkQ54PJIp290a8C68daKBg1rw2y/3TVgGyV0bYNUBliXVV0z35ICj7fQ/JC7gpd++Ho2TYjGo/VFuuENwmOM1r6YZxAJik2XNZQOE5N0QJheV7XqudURDMUFjgKvL8GzQ4uHvvufPkU1jbTp8whZWl9Z5zdtjzZthO718Yq9F227faibe4uglPKUoI8XSxQPdv1jZOg/+2f/4/t9373f2u/9wcv2z//vdZ+/49a+/J1ZdHalJsTqjE17wGk2v3wh58GNwP4H9aZ2glniK9Tc9aEY9krwCVSKZxP4UeI9ZOiUixBfiftc8jrCDPYeo904CyGQIMDSIyw6c1rVwKYZMWR7iJ8NnEDkDhndgTgQfblZErBbjAnF+bRDAr6On0/xDUCBalO4TAI8iwgGTYNYzcIYpeVbK1ovy2IXPq4ainNTBOM60WaB1LegYgqPVzKe/NKfhmcDZnXUSlXca7EnvRx52hkBVbet6LS4cQr514S6AbFa5G/ZsXangw5XisDq3ic0iUFJ2GR7T6Exmrm8QeWlgWb0ugVN0c67cRwZLVEyEtPuaQMyw/13pyK3RRiwT+WBV3YnTqjY/zq3onRUE+LL4ORtkCyUn3LME0V6ywroBapcDxq9MqNVxwJlprDMzEMzG2KbtJiOfIpCyvwNOp3QTyLEhPXGjXnuP3m6UbuUIpWLAVwMLhHDuNeQiPuy/3iG124zfABpRT1EzfRSehXp/8U12OMN5OSSPIOxyGM+5B1OOcAUOccWuZ6BRNLX9FkwHzvfa3rb7FZJVyq5HnmShGdCHyWE9M5xTqbgWyO+A7E88ZSkyHDI51KPHHWktuVrRyRKVsVkcTZoX5A3UL+Ib9U+Irm7lTvRjidtUVwTTHvQWNP+YJ2DcdkpHzz+zgOufY3VoTlti2WJocPULQA+ngWFwjPo2rltDm4Vr1fi2X/GZR1ck41F/c9KiuKQc0Q1LDnCEoOO4spv+ddUQi2qLySFQHh90qkU+C4kDKPKr7+HLWqA7ufGCjsCBA35viOtmAEpcrks4IaPNc1CK7Osne3yfE0tal9zSaO5NJfyzJ7uyKX0kqdEvXlOvqsqfNKsdKx4U3gFJ0y05XS6k0DNoSpOAGYFtO5PVRdYL+qOsTWs6OH59DDac8TR6pcahAR9aWhQAVYFfHU8kT4SlUhkeX1whCx8C4vBmU01cL95Xn5vbRBkvJCj1JV1mrs4nkWLuzdEeGCXHiihhEZHq0T26FPlYOrs0KA0KFDIU5WO6nAzCmz9xAaVdxooSmrrzU4ZiqlzStFWUWcPP7gMFSib0KV81gd9w4dt7VuQ9FSmAsrP9qRDc4CcZwmoSsvn9uG9+R7yXiLdbXqr8NdCm0pUOeyToOhNmH/88zPj+sElwaeX9CTXaVIEobnNaN7EdWkfKk5oPJZakkZup5Kpw88G1c7HW1UeKvqET3Bs5mNMxRdOOXpwAsTKHEHe1ICOa6mnixaW1hk8qzZcAQPD6L5kHjWl8XxXfvw/Lfbk0/+fvuLf+X32t/52f/Z/uXv/89OXH5x3drNHQw8VM8zp1PHn31PbbU6wtzGWKwMHUYvLOXTfA7uE5JsZz5aqpQZkXaDwWBT/kVBREUTHFEvpV0Ml6FIUZLHjHPWAdHk82ypCjqH9urCdxnPPwCPxLNr/xqaS1hxE1HK7mOt+h7jmqYTiehc8RX5PSAFYXz7PvalJs4kvx7vE+QZBeKFMQp0ZMobV4/r+dQJ4unOCm4Rp0cec3lU98asVqC14A9ciIj4Z5mz7BvlHHwM2HnlPHR5kWhdmVNE/VUS+kfy2sH7Ef0Kx3DPHXn/rTO+fB0HCthXh8+18TNiLbho0JO6nr9ekYOHL6rCA11G027yyNWTRsQm0aa5unaO3wicKKGBz7r4OOk4GfUXq3RHMv5RrVpuW7vlGqcIHzhWqLnls/uZUJX6DB15G2wxMFj774deKcqsXFhjY4mqsnFAHzQtLcmSVec1J2IiRfANopWM50b0wTinVa8O/ho+sz/nqGuH/wtyaESi9ZIrSJnD8TJfG5dR8K/5vsMeTef6Azg4en/psDAQ5F3LmnVNv5NRoU8w2OQ0p1nUobRcuw+xoXYuReoaWnLZhhs4nFfB81hBwt4GoXsi9wLQq5kKZqLfzucMtgKhZPemzAX8x6r2tU4LKFnLJ0cOB5BIcAstD9vCealQZZX9E1nDs6S4mFTXF4wZO53IPp7lsX5u77ZtCT5MXrdx70B05fVEhY0rhH6aMVZR9bmkdT3oUsj6mKJ2h6kVu9LcZa4Jm3M7w+tVVEDnuK6B82kzw1riyVIffV+rY3I8TW1qX7dZeVEIH8FXKDp7b0uB1xnOmpsuGc9ZRpinzsDmmE4VpFMgIh1RWgmXiWq2m7GuCiw4lfwlIji6nouEttNiV+So97wMnoqmp1LOAx0QBB4SVMQj+ibVjWiwmPNKHAN+MBmZHp8RzxzKA2GoQ9+7g4qvk/+Exi3gxKLM8gk5c3V4UUlFlJXPDBhwn/udM1baLA7ZcFjV8vCozLrTUus8kJRtjtVXLrxfcOOuyAgcIpXUgxJCrNakY+E53uG0UEWRV/b59WsA8ZHIgSAnTjdNppTE+6bQVwelEpVQh5nSEsV3uAcDPZIcMUyP414BT0Cuku2ePSzHe04PvcZ4Nn9X5jlKWxvixLgJ+BqMZUmDKPWh+hzOnmp9DI9qhmgniRHh9dmxqsRHdFfrnrF3/PVGuCmihmoi4gTWQFcNsmSTG09EZpnhBa2JimrIVmK9obrND9p8ftzmp4dtuTpvx6cft7PHv9F+9PJFu7p+3W7vLtsMFfrcqemOzftvRiBuxN2ZhjBftLnLwZjjEJWIhjowiYgXyDY/F5hmKg5JIhDSA5SYl/iUIAY5ZXSOJiSfyzZTrykFoXA6MlTRPHL22T+duGVIOv5i5NtLSRNFxOqwau1jXWdXCRPVMdQ1MZyl8boUeXYriykdZTTQeM4RyrRcXEWEFYdnvpi19Z2g/FjuWs3BoU8cwRT3VvLcL8Dr9N2vvYjv4ZyLfiI9k/uP46XbGShgvySi+Ikm1cxs+VKel/fdkiGA6AFn4vbXYsgqrZEouXCoF+dXpQ2CnL2uGK1bGHIyp7NQJiTXrF03iJnpDowxw3UGOHdmqOm6xj0LABJyNY4uniWybuRY97+Ts6XomtUBNQxhah2x7is9agaCYGthx/d6RZLSC1rJRY0Tlscny1+NHSSqadny/T1cdOBo4ANFaqDoqDk2OZJ5xoauXY5yfsYzXRmBxb7OVPiZIUq37hgr/1e4ZJnhmGOd94w5ysBUDsz9ttqePPdL2MZ+5vibwwav+rgRCsaJRGVn982D5iFlfgVdc3zSkR7jHoTbpVeYnkqsc/QznNup77GfeIBwFtIhCYQtCwfRlkkC/mjuJrXr8n2/EPRpZC9QvtX8zbzCW/DsLlx2R8ViKbBgVCOL0jPNhrIdSe0/kYrgdeJYmyM3HFUigzPcB5lNdcmRza1sllBGwXKOKRo40/JfR9xT5tiYybmuWdM+HkUbwjTLLJyABWIIuKoaXqdWUU2ApkJUUf7CMaJuxpmdEE9Tm9ovqqVjR5xHPH0HM1lbIW4G5V+v6xt7iB6k4oWrUikVgb79SliWXqV6XNIQAj2dOsXtkcKXp1saoLsK1+690urY2wPvhVbt8ctHKokaMr1OjBGTMrlj2ha8b6L97alYNPQo7Qz+nk6qJDAZ+k01ML8tTie9rkRkd0gedw2n0YwalR6a/d0q47x85Xz8IlvGX+pZdBJ5YKflqs4QmYzdVY1WpT3CwdjldQqqZ7+jkciNIp2FEZGKeO/M6b9bc6acBr0JrpbHPoNOQ7W6//lWpSU43BrKV32MqzR+ak1w3+r741jqmiNyC8aXoqRoReRcKDJin4QridE95/CZ7vuZQghuM2phIkspn9Rh1l1xcd6WRydtcfBhOzr9jfbB7c/b3d2LtllftLa9ds6vcCw+DKLYdJS68wVOTMB3it+mOMIq/kzFHimjKd7xX1nqhXgTGSxDr3tSl2GlZY5yRxFXwdWX39y7vHkmSTqeOKkCcYTnzH7xQ7yuXr/CGOUTYHruKMs5EJU+1/dL19ewHofL7Lw1PHK5mN924vfEf+mHle4kCotO7XyP66Hv27iz1cjZ6SiJTPS7WDdWsWv/A99jg5Hrz579Q/6dqlwz/Xf/GTE+nh6NYTT23+VvtWN6xIz4RTqDlB/d34le98n75LTWNego0YvWPpVLpo6p+oc4SWRo4hRWDB2ujvPODOhAkkp3MqpVzs4at567qe9e9VfXZPHB7T/OoziC7uF+ivN649dlL1YsRs4uOY0isNFJyzrWctz37eLiPHpYLR84n59OaYqc9HVoCqHwVJYWsLt4e/1TPsPAUafWDxtN95n8N9P6u7026gMVhCDStc41rGiBoSY+XjyHKpspZ63KodJeOPirOzVUi9833dgjsiGjCuC4GZi+p9/THr2lldDvjuzamxU0q1VcvIFq6oVznnohdHBBGeo+Ss6v2VtkIBYXx7d73rfs57e1yfE0tal93QaIdB3DPT+Df2Tf99RQJQ9HxwktETEafg6PB9LHD/TgzDDYaaVlFR3McMFOYyqi8uhD5MOTYLLKl+6KKCHI8LdCNHXPKjDpVIo8YplsrOUkwOcL8TJEXO1jJGTloOIaJdOZ9I37eXQ3SjKzsgV7s2E0W22qlLisPVwEgVEEStSujDpUTECJ+/i5ihz06llcNcYip9XXADlVaD7JAYFwYzIY0bmSfNt0MWS472EYD9aYTsOUIq4ZRKQjfz+qT4VREFEpJXwIFBjUJJZz5Wj4y+ByyPVqnxFcEfLzabh0TiJB28Q8VCnzJJ+Fq8K/lX7gsnwy9x7XrEg5OI7KokzluyD7XG8yYB2iSpzKKAnepTGwzHU+e7wWSACkt4EHLoLpVTy6bPFIpUqlyvcJ+eTwHSd2Vlknlh8h+IkUAS+Wl8WWz2Gtx/j3Vpz1OVCdoqKSNBOQ+5QtJOVE+qEuta2tncVBmy8eteXh99sBorYR7beoIcbpAXCgGXfSTDjFIs2LFeKITOC+xjrH2g/FNi06XjHKpM+tiiBkYOULAwGjKWdxg3R6OQAvkCPB2YL1JCkwYYBhnaQBF99XVEZVCoMhRGQT1jDfzbhKHp11zhSvjTgA1CKQczbRLSIbYw1GVL8MbX6NEWOsxy7js8tdry9i2fvbzNpN6igY9lxesuzT+QY5PutS7riu5XasxkTuFQmwbB0hiV2I9RCIGBoYnRmGKDs55SD7kNJCuVQnZN/Pe21YryTr7aEDHcw30m58EnKJ1u9DtjTsp3heQ5xxAD3fqC7ql4BnLtLHSsZmrIQjDHJ+HuWxj7l30B1+ZwSr+7oRe5tfcgQXKVj6JMG4t1XCDNRn/1zYQXiR/JZxbUmLzl0A1J1/oM6pXIu5r3B/yBbPugHqxe+tzkFiuBj3w5lNFEbe25Ae4giktGD6VLjZY3y83L3oxnE+ITUfxP6BJwb6mZxQ5sziPCLtWJ0G8QBE2w/rLXUOjLnvx/vfG4ylpuym3hwPgfmvxFzXRJiW6EGFOuehweC7RYDNM6d2BIPACJomVUevZ3oqJ64XiCFroaNYup5jiqgvpDxEinTq4bQTDJ2M9e3HGPiY0nbBnXwNROAspqf469iC96ncSknHoGji1JWI+B4cLNTD0pYInia/No8QT6GjnNBnCu6DGZ+b6tacKc8mzzvBkP/4mU55WKsS3Keyp8j3i9+r8ZzrCwHofvI1AnqP1Jcc9QWcqAftkDKMQeH+D7RipXG/q02Op6lN7Ws2N5JTmacY5+8lqNX5gW+OZER5jTpYIFwdE73JajYBr1T8TJ8MVz3R+/Z39c+QJ6FUnP79vc/b+8z0Q35Pctbk54NMj86yOrir76X+9jfveJj2dkze3+3pnqdg5xWb2j+Epiaqoqfw5hTO8YWOfqiUFRwB/qekirnCVAd2ouOS+6eckEGVyWiFGc1yo+x3HcIdsmFcEPfVugXD3VErMyuC2D4SjkyejCRdrGhdHHR15lpmfY/o2H10OFZyHzJlTFAF+RudJ0WEXhfdt+CHHW0GCJkuJZ0lPg7yTTJAetf6NKhM1eTfrqSYNgOnWQxGj1AhMFL3mHe1ZzjJ53MnEh3XvB/JSan2j6NI7IyRlueC1SevMcGn57NlzU1qOXT68JmlcpQr92UaxWcJqZeUgtTnxj7SVGGPNOpqz2e8WfjEA0gnMjU8qsFZugeqceX8l/xYYG94t3360P+0oqDoppULZ4+ntajM2y8uFRUVpLUyR/bWctHampUWw1BTpF0ooLU3utNGzj6XYyK+irmI/p7a7/xWGfOFVkjnQjpZOgEcLfJkxePA8dTTmWepnEOdUzgnqjotWaKgmcn0xsFKyevyPr7D6HzgUOo5D8uAfnJyeezuxJKgazmrSpbJ3jCnkxsM4Rh0xxUT0jN9P0cCj3n/xrXC9tSxUu/jPznN8yh+i6ATba96FHzQl3pIf5u/wuNKEZLBUZVXsHUB0vIo9oLUyzGdc5izXUkDCYrUzUiAK/Sb89EzdU0cDSp10zGTKWXxbiFSQHWWPQs5ozIxEEZbJw6P4Y5Bc/QDUsvXXtgAJEB2j2VUyutCBJluFI5rd5pjDGzd0UkiUlnKccR93dBF0MdPZ/DPUI4FD5mIEzwbDel0wtM5zPkc4wt6hA9HfC+96nzKmKk70+5/b4xI+XDqVIpdSUQmvsEdl443Sg86v2MujaUv0TuKgqFe0oOY9urs/QdgD+G7VqxhPjOOWAQPIXzmTlfCb1R6XF7DY8mgO6BNIX3wy0ul0j6YHOvLfJxkqwjKL8HCp5xmsY54Xl2jEZRGgRZ8KaomD/YI/Vns53DYbtu6bbZ3bbE1btNFIvwKXBh7kalx3DpEpfIk1fFPh5LEp2o0IesqmTdY5jAnDMpYU60sKoAyGB5BO+N22sBRFnrm8Pjv2SbH09Sm9jUbI8VV+pN507Gz+3Sb3QM4DkgKE3LT9NV/CG1JbhMetbv2XvVLognkDOrMflFmKh7MI4sKi6AvHLwgfCvZ1lXeWQyNIGuu0qbkXXobzFqT612A0ouOy8ZFRs1TrBgq0TneiKyg8gXhxQXV7Q+2zgZGFZxQMqmd6JxR/AehYFSxQyUMRqEVluz34GlQBnR0JdgGOU/Vt3IEJjoFJNRhm8dncjYyikLL5v4VJG8ZeYFqiPnIt5PnqrPE6F8AzxCrrpHIUWjFaKwnF82uT8HWYOwH5XYyhTjC4nmkd2uTKXz5hf59ReylCq5k8qF99CaxRJIFFh0O4DKUlcyWz1j/iHosD7prlAWyTlO2cr2xchmu4SV7YYA7nwLuk5w7gtqqang5QTkW4VSLaDQNgUJasGuVJkUUTKLA0M8aU8hSvy+JO4svTFWxUZKpa6GWVUc01O67ZenvOfdGOKRtjJOrCbIwgZgBwRREC1BcPgUhp4mgKAcN57Hfe/FOjV8YHVWcggo4zWp/f1bjGNeHcSF7kmu6zppyv+j+yb2fDh05K+RIIKIn7GJRyf3NSE/cWlGH9KJUEXdlreBwVDCIfs3i3vDV5ZamGsaSwhMDkhAIoltYnYlj4ejAPUZtGsp4tt2YRX2J24/NDDfjN/H1ksgGOxOAgs5xFfmQlY/CsVxrotZFuhE4rA+AQNm9QqN+w4nM9Hk44NMOk3XbnfB9qlo6H7Euje8knJ5SpJcoT9XREFQrgy/Q5klCnOuvjMMZDF5/mzJfc7aEgrOcgaWcqXQjVz+dTClzoa/Y0ijsTgCJ/d6Y4VxrQJxnulw6r+BzpQrRhHk6+cui3wStJD5b0RbpCCkzeVS7WAVvRx+kk2I4W9VJ0EsgOPE24WYJeQnnIhmYh3VUrhUiYcvYzpOEeiwq68X7Fkx5CHqVobh0U3Tqs3yKJyFQKxnIo5upnEsMEPNcdMJ1B/Kx+uAmEJgcc6zDDHa43BBdw3/V4kWU9+S6ZN/1LI8JtEIwSbxtss7qZXhl4HjuEA20r2KtqSyLmUSwRrQC5UYfbhpyszyMnZ2kCPQ4s3ku1IovHRWviKMo74KtNIdcCO3ILAhUJ4Wgiap3fWOo2lF7XVyZwoPzx36X/kOHsmaiOFedxCXDQVVOeCcdt/Ewsn3XobHjcr+Q14627vu3yfE0tal97dbzOZXa1xFo5PtqLmVzuSBEkd13KJwrCSsUEx69YkykpNQrDHioVHL4J9FJcl9qXy5wqVDrTUaxqGoe7tk5gviQw3MPXB3jVfbeq3vWnZFE/9XoTA29+uZ/lpVEPa47BDsy8tKYKHRLpSJ7Qt/Jipwo/FWecp8HLl8So6x7k4SqA5lHd5kH5HQa1nyhiWJdxxCQcF6cnDvrKxo+ntetlTWsnMHY89/Tb6TXL/h1Evnqes0drZwP49qi07DulaimofddL9NQlFf3LPWSHOw3PwR+n32DlL+oI6bt/XvkjtkZfUTgWK67Gh1EPRF89V0p1FnRbvAAqInIdT8MXI2txmb1vb5fCUEfxiD6K06t1Lrur/mQmjZs2jQ9EWLY7ii++DsZoDBm4hcXZTu/3L0ud+/2AaPl+l6lBtFQ7zqFta8PUydgiSt+SeSt9K07rbrKXumVrb2Wf/eLtHMs5F7h9/Sz4xm7T9TIe/2S3vl4HyzAOA6f8inNAdE+jFetOe7j+WPXZl/d7T0Ge/+3rIfZYALiP2No6V6aG1+QxzJ/aWPqkKloZDR+yMrUtoNEEF1A7pJf7s4R0Z/GY5cpT7xnfoYibjiXd9ZBpofJ/MOxltXy3nr+08DUu8ccD49Xl0nRwmdTtijuYwlA6OrO590Z3ZT+hIrL1fB9cUalnlhrc+Rnqt1VJzjvNGL900meDuE9Y70vgDr8EX3WfhTJ/0NoOX98QdZ74JdVfuI7+/aCnNQ5u3hez0IUBKCuge4avI97qhjkAJm3pn76CW4Or2H37ASR6vVAnBEHx/eCaJvnVqbscX6GVP5OZkOP6fUTlZt4BKor6lfJIBupSvQBagLiH6k2qyftTApiQE4FslXy+r5S/Op9y3OUI8rgSX50oGzh8+mCwZzXd0YEbckSt3VUvdrp07vb5Hia2tS+qSbRm9KTMts3qzuUoUBUkP2/IrSt+y9MYuQd09Xt6StW8YmKArk8Ov0rKhewc50qO6YA00HiwBzw4yDlrOgoRSGl5zzLseK474xJOUYYSSNprqWWqKBPRbGXaKMCGITnOFiAZsprDNGHMjzk4AU6JrpZKRZWUW9rocElPu7cOHunGAcqrxF9CEpMQXL4GEe0p54T4+L3rWiMp48wkpKLiCNuaRIkzVacfVT/KGeA5Iw/IKeTtVQBgFQK5ZrrCFX8nItrFWlH4GUhusXTGDz6TDOv1Fhd09vR+JCy2HH7cmqocUhlewviSbhys5JY+Cc4P0NaRe7U3hgcDR6vLMKec37TaOeeqKWqzuBUEMT4ymcWL5xXCMPnIn22t8hYFbKWB60h/mX7v/ZlRTRrbwcqQrlWJEVPLptMIn4zogaZwqdaLEee16M8VJQSH5c5FET/GdKF3Bbl1B4kT17XXyEXnq+nod/30YiCTOKEWWt3d6LElqJrjUBaIoPoPMDFhvLzPHmEvwyfq/fFCCvYIP7uOQODF0RS5QQZhQUYKciJVAX3BkqZJwoY+QCR+Srz5O8FsTwJpSOqLylXtMDLEsjzry6lFe6KqFsfvfudhgvIapIbhmOUqKFKLaIEClyfyGBx0qW41/s5OqaMBabSaYcyPQxegZBF/AgdrcC1OGIF7vK9uv9b5r1zdgt/CFG7X235/IIa9A7ua5LsEP22Vmekfb5yZAC29pbGanpfwIOmr41OGX4PCEIan44Y0c/jvA1UiCKeYs6870z9c2gJpVPsE0fc5izhfMoHxqVc1TMdBfcS7qrqMSoYm06IAgrFu1f/ECVD35XJi41XAo5PBN9VlaUI5GropmWUCudYHDa+9+NJUIU0d0gFS6P4B3ktlZFUjxSejfbbJvwJcCpE+LMK3dSo9Wav4yFTB8AKSFAu9o6Kg0QbE7GOc4vpgzZGQu68SVqN+2xhMRA/ZE1RMDYG5ngKxJChaeLcDFVG0DuiZfhUxoBj/ZiaCryyjQHP3SQVH11+hpCJlL5I0jJ9KhZwcqKh6px/mk4tZgmkZDUOMTElHA08a5sN7s8nVJmPsyRXBmgS0qlu6y2daNifTEDMqsR8ijpWHV2L67ND/l6uH8k6MaQ3zzhgzMqpL/rhzNINGYBVtFfIDNcKyduX3y2kUQypnauU23qHGCPyMsXz1H50fkcG3JiRkzojX0Lf7fzdCEqyO6vlEnwrZfS72+R4mtrUvomWib/0xGOzq3zZgehSYmpCFgV/Zqzjk3Wk1CdDyJc4UOs0XpXC56Kg1EFVEH0qnCl28cU79Aek5nopFzxZKwIvm6PE8N6q8FaPYixI3Ayr3pw+nvOtqh94aDa7zrruisJKqYrR3ikaI5dJykitDFSIfuoRxt4/AVMW2dVQSOz7ZGgQxbQz3PSUHN0Tdoiu2wwcPvXWCoppEJfW50lGr+kd/FKh09Sxd79NOTNsHgnotbW4FHJhPSzltM+TX5+HDBfbHv67B1q/x8fS7RcqbAVH77+mTtaukiQO6f5J67ra0+Sx0rcFiu2lbfPznFdxliAVqUjSY0+WsVUKCh+iusb9RiNHnD26570/C1nLIOv0RNJMJknlhPM0jkA4t9TqlnzZ8joBrj5PmHztzSJbrlkA9twJiPDcmXsGgwwKL69GY0aj/QzIxtrb71z+hbZOTIIYYklnQC+9a/1Kmljn2YjxiJTEOj9oXOnnlB2wJ0EJhGsZA7LGUs6po4f7Df+C6NcNDPYxjW32m3NU6T2Y3KFv9qo56AXhQFG3QeXDPTYggyHl3KbByauS340ca+og1dVMpAdTLMQrkSS9ozjnfcTJk3vA1vC6nGi448LStdKZLUg2btGu7/ubInAzjq9GgZJLiZSCgGnbdREy94Uy7rPhHE6nTV9IwEhbFFHQyxZd8uJcGqe5Q0Yoipxv93wzuTJlgJ14HM6pOhf6c14ZkaJ/ERTsGQrMOBaUYcpFnJbeeUurjHFYJLVD6XO8W6k1IqGF/6eDPlAXMoPT0gKzPzx17bNr6BPBVclkV0xEDmGuLtR3KfFg6yrIy3iU+bMm6kp3feiRJK7JtCYtHsGgnJ7BGni01+7u2mx+4OPpPkrjygvyLJlN6L9YL4ss/yZ6ofOB1bUfQIa2t9J+onXnHGjqCiQrzuv6VH3b5LaJJr6b50tH64cXeG5G4ZD8jhH1b0x/QFDNHVvzUCnEHIp1PNuR1853hoIJTJdjX/t8Cwbiwf3kspPn1Kzbx3XGFS8Z5915E6FyczSWKORQuqo50zRLzSyEIqiPf5HvAILy+JQGRkXPwEOsZU2rlOKppOcVMwMSjc8AoNkrGY+OsevzLsrBvuMQ8gBj7GWlXPArky+KQAS+LSmplUBZi0/X4rva5Hia2tS+ZrOqC7MFPd/lre6U+iQFhlGR0TGtMDEaCqWwB7dAVVWx2IUJalwh8TZgv8l+kI8lBAZRVaoQlbOCIjmip0zpamL0A7WgETlG7KVaT1XToFSs6Kw+o1cbitIo4jOBMoYKFvkNQ3P4eUUuFCik6a4fbQaE9EDgHKlPdr9COVRuOvruzpxA10TEJqIdHvNxIc1ORr/T9krRnzePkWRlIoxjoC3wPvunfel8SP3hzDEKpBsjFnUQ1OjXXw+h+oo3N6xihQYZr40DOcxgJOFs5uHro52k4jCo9ZIy53kVN9IQqQRJZl0VlbhIvmjj6EqoNaCcCFGGVsGDVlsooLEGA5UQ2p0hthyEl6yS6Bt4LuiE9LfIk+BLiQo5Uq6QThtaoChPUHpC+VfUEiHWqiGo8UvrlYhGojLA+ZFGHfpu+4V7EvxXvL3HHWeLtt7eyRo30gJxcPs8m6YpTkQpX+z/c6UnR4PsQHnNiAbO293N6xhxQ2AuDoWDIhRbfTw1qGPNYGTEW2DRyKoOCu6SB9AyWU1KRofNzb3ROwysEZ2UleI6i2Ep/H54TVlDnRNIDSlaunWdLuUlXy9zM50udRd5lkgd9GpT5DnKj0AWgk/Dr6YVS/cotDk2QGhQ7Od1l15GKL9IDg5f185NYwQhqyonzfUGC81RGKgoSjM7AkiS+ubnjtfVkifGHsDZbvxLKtsD8cXzH+s22K87AvVCd9KQiXPOjUG3etZ5vhIl5sZ3GoQkvMbfkIHF+URHEmQQEZwujENWWGTb0A185IcRtIDzMtEPTMmmv4zYVwopVADF2M7TAVJcSPwu51n5v7LegY+p0gLIWePAkXCYR6UpMWVTJ+iTeJI7j6T4Zrjl2QJHDLco9rPH20gMxV4kZ1JeOJ6S85kIjnwzeZ14YyNozv7CmOU4+dWAuNA9ODfdB96kwazFbxG80fu4lsWxdMLxMq79Y8LjRxSZYKNKi2HQhfoteabwjCLleLlAnSianmtBHAiGXvKfRHaVrExnXordCOIEV1aQK99/6886nnfpvrOjPFXMENbuWCMa0NdteaZS9fRKuLG2nbfVUE7zkOGcXwL46txNetPknY31EKcBHTjUkp00Hk7TQJELahFOj8VsneZHaAOxtnPXcJ5zNPgEcJU6KZdj5mL+4bRNvFWHWmehFYAW/chwJvSOazfWXTFXFiw2qvGyJ7TQeF6tifxSqoeZ6GAW3HcOzeASs14bx1Vpr7Mcszyf/fG6+nRAK/IQjD4E52K8H6i1Gi+7d/FGWRGSRVtbAIJn12YTVe50nFnIwscXc9jmLs/e2+s0OZ6mNrVvqOWmo7GMw1WJcjXqrM55Fd7xGz40/hu/U0b37qpOQxvO4hT/Q6dLcRg9NwE1ruv1MSeIKzl4xutoaffubp0myegsHFuM7krfNPLSX4kGUSmde8dMXu7TdnQuoEjA8A8NNCenLtM9Uz+aNXrDM+cYohLEoCTVMGaeHAS6nMTd2BImjtnXKmfDHDyUFrY/lcoysv0f/Rz+rcyhkYScLgoqp6r6ylXGpbdnKPr0fIGCc212OXp6IV2/9QH2KNXmnPcyANixUmNifmsb7XJOKPNCKOl0xMm1qPXlfpBxTjNDH4QaUBnx+hy9ys61yauSa0GU71TGdH5pTM8GX9h2zx5MyJvIlICS82Oqglb/ysFeyqFOjTJJqFzYJ7vuueV+qDXWzYPMgXxpuAjkBQyvTNvtnAgidPaJCIxlt+S7O5Zhr33ojr/xlokU7HapJG5TGw5nSb3WcydG5ncZnfsfoN+3BTxRxMm4tyuts0tdlfGoPip9oES1O5Eg85fBIk2hVpmAfo6PsjNvPX9IFR8QzpE0DN4uUys1Uv6rRpNfS9OZ7rP1gaF4pc79ErG1fuJfnJ75qPiOqGL8l7KhP0OH+dSzSn6vqlz1pdwNkNHlJCFNAOd9WItKKNP1RSDz+owyh8IZvG+F59/dqZCsDVynxRPXn8x4ogQ/hvNH124nXai76Lh3ARxZxLl34g/RgLxlfRk9q4bn6p9uHCO56yDvS5WT03gcQzkX8/kexL7QJkTPeCXdcZ1jZjwDBuqNYWzTucSPd+OhcjH+yNFPJM+ohA0gQOnHjt6DeRkrlXbyO6e49Eomt41nu64bHYfa37W/mLNQ8lXUSVA30HGkZ9P42XFEmS3SBd+39Qwhe+Nqw4naXYN3dNWpCui9pdFRD7ylbP6Mueft4Ryk17BzxO7OViAPC0O/owe8o02Op6lN7Ws2h1eK9ImIPvOhZx2hMlsqTPT4ZxuENf7jfE3pZGF1J/mAe78l73loO24n6m+SNjYHAUAdS0xFo3rGKLH9PUZ9RJkWmgJ/jSVc86OGfWYqGLkDGGpNSMrQ70G5GB9kR/zXACbvzTgmxKneUU+MMa6DMzQuj1SqJUY0kgz2aNwWTBV93uoRkbVWpZtjFcP4rh7tgfIQp52fs2I4SIW0h2RUR9/tNzXA2OfScOh0XCYCo461eB/jko+r1+mtt+KWAPMEpmqzo0BYlEkUNOcx4PgP/Cp5R6lqRAtFtDSPsKuTJqsBydywHD3HRVAn8ZzqYKm1n+vM95SmJUld6C7xvopvq1oUUS1BY3B8LYWIC4mwcUf7Raotx68MpFjLEfkvBTRkVXFQVTpVfiKfu3zA+A5HL6uFshAwYHEeveUu5bNKiqmMRylrLFfZV6i879ZJM0dEbJBebIgXZeAYnJtM3UQUFDprPC9D0xpl1cpFRI6tRzAMUa9qFeqcRAsZs+t89W6zwuSuGEbVq3Imm2Mxl4UYi3VuVpZxVHIPrpLZkuXZ8WAwiINDkewieBnyfGupeTsonp47q0hwC5XFDsbS6fkxPLUEa1yRhDzXlVso0qP61AX2sVsLdIKPC0SNaeGoibdqAZQhUbpBLonhXp1E8L0OXUXPlHtsrPLUn61lDOXxOyJTxShV7BHPoKAXwO87C7WfIA2apF/LryWnj4pR8uakXK+90ulA1fn4M/tRgaXQT5gOPTyboyAkBSkdcUO6eue0k7EVnstwiPG0C0JpR9Mrt1qe27iO53H1V00ZFIIoSdGjWqBCFDlOImK2ynDKkQiJz9eChq0oBCK9qZItmZKUKJ9O58XvyZVa2XTsj98zq6wWYi4CIEWJ0aV33lujDkqJaSnr4X4K1E6vnzsCSL6WuoPIl0AJ1RbgmRF48OB4ourqox3KQCfFQt/BRX0QocP5dSusoqdZnO3qCSH0DlkeQF7zG3yQCOzHXbO/4pNStSzeqzRkynom1hLlHloZ3CvJRxhpes55lAUPcIfMQo+9HJxW0qcUD/gUU2wb+xXo1Ux/Tdup37cxygIsMCQgbhD5GZT92BupC1TSn/KIxv1YsQB6MDhYi4rY5nseaH7OFqgQ/W2MafZvTyW+t7XJ8TS1qX0TjeEv8K6oG8TbqLl3b/RKCBUAN07T9R5QStGpOslK5EsZZL0rplo5S7JbquUi9SC/qKdzJB8XrB+IjCztm0qZa/odL08SpvIPVZzVb1DnSleVpkqtq/Y3Wm57JyYPwviqqDckkfSTmgNJC620Xo3eBNxbRzT4uFwRHEc8D0Ubi6UcKD3XCXPlNRJKPaE/RtNC6gig83PCRfGQWlFNVutWfL8k8QEYQQlI1hLU9lqUAu4MqIHuZt9lNQroV2YJbbySBO9wtPSLDL8rWk52LbHa263xlcVrqVDRKYL01832us38+LUfPCG5cHLKqdKUAy2VLw5c+l3CGUNuJRojGXlPjazyScrJJtfOFD+mDvfcJNGtfp07SgUCyZ3u/qKlAlnKHohKjTTax0istPxOn5gS6a7rNj88LfmxvREFL8YjlSe+1gkz+zfg62XdcA/vQw/dT/OUqRySSEFNyDzSmnUN53qnQ69b4JhL49noFHDxPnVynGQO+2Vpv1e4B/GeOrISDAGjR8Uf04OYpQ0uj3AoDcTpmUoqffA0D6Zc2X+QYuYp1Ea0bCkZNMKYm0HiXIxVRnLFiO6MH241IgiRlqAcf+AbdEJ72WOsNNaTvNZA5vPavoL3O4JScDLio12GtT4/T5XsiHBu0Rgn8TTmMYwBRYvGs6jtGWOBdLEFUiO1qlKSad1jK9GUsk5MPm8kRe8rXpZM8M+kkgROy3GtK2qnjv2wfzOYA0YdN4LJrgOdh8UNuj6FmhRrSygD8pYS+WMnxmcPD4+vFaZ5qciHv7VTN8LnDA6kfVU78fAWbOETkFhgtwO2Ty3wJjfEA84tLRNvjNpuPBK4KWUegjssT8vSXesT+Zv1x8INlaAe76sZnZ/Orle6bL48GPKx9yS9EnPh6d3pMBGsrMhNnqEP4dzgE8USoj4essL2Os9ChmZ6Tj/qPpYMV68GUs1S7HAH9zCsI1ABeeJFLUZk4KCaO7l9rkkXyOnLLl9+yEluRXO9eBoe17EXlgAHWCzDdLaQiqE7uMbMh+xTrSy7Hq0oOijd0YiFMnd7y1QW7ox52zgnmaVi83yGDeDvgk9ROTLy/rIOU7WRoN6WrxFtqWYRAhrK3er2U8xmnBtEe+Mb7hOEM9qfy5xgg9ZjY5oyweaZ/JrFc8pDzfsyn/taSimCvWD3YCp/Gm8dZ9W72+R4mtrUvgmOJyoTjDZTsHRYyN4rXcSl8R7Vqox+JenAsKHlTKy6WLgDIdO4cRoIOwZk7xzBlwdFijeap73oRsSa/E24+G19VI+D+DycUPTJ+ffMeABfBivMJDnyHguIPa5w1gA5V2OzxjqUr4pSWzUSEhqzQzQ06qfGMTAhJOolwfcQ7coodsxGGQbyLN4VqVroX1iH6ZxGVfFFFPRWYiU8MDBf+d7a8sPlGXIt2c8DqNrliogop9CO6VBl18UEDC1DOVD8g8FHNK6Mbq35kifpevl7QmEgArEUiEgYi28nh71/SVO6ilY07M3MacloXfAAhJURRob9Th4kXKcY1LHPl+Bh0Wgk5zsqrsV6YQlhpdeUccH1TKkKVxwImrVKjPty+DSDcZWV/nZHlhG/KvNrT0rUIz+nyC3O8b7QF9cn+KvS2uMMonqMuqD4DP4Iq3oeMVBY5SvlVeZnwJAQRGmlgKj8uOfmFXswk+h79QzzSccFXgvehd5jkWPn6LAwFjNQYcy6i1BkS65jjzmqKhRriosyzIHcwfILsmDg+DQKnVFcu09PAB0Iq+gbK4N1KAwxFGgmOXcPkSPk8QFHSaJ9szIez0ryUsBwgkOPCFa/BXgCvSqTbc8g1QFJKxGkkNFe8AJGd6adw2EmMscMph4egXmo017NOhgXld6ULZ1mORzxcg0knBjkYCyZn1m2HTqY+9D6bE6v7EHdn3KYSwmy0s+6B4B4smYcLd44xnn8hyNNzebQRXBOe9q8u2xyZPjZvvKj/aeMwUSsKaIQ86KIIlDI5HnOqqW4Q+6NKKMRjp1EAvmFxPnd2c+Qi857JqdiGu6hL1EM1gpSp07xT3bfJ5ehIHbtdxMP2g2VwV6pq1vHIZPsec1Zk9qXn1e4InSsufMXFlKjM0w9T4cjFGvVp8WqCmOsDPmcDiJ3XA8Ovr4ERzpeuA99rxj3arei4j1fV4noQSVOcAF5jyCPzMi2tReck0C9vLd5/W22Gk0bEyOadwQmlsZip8BIyeLQbSExfI/ECCbfT35eqQN4z/jXUGBm97SFScBwYPsnEbjlEXJn9HPQnaLHplGHMyv7xQCbb/G4p3EGcd7d+UkHCfbc2mS4BSV0XQHB42eHByxsFGzmWEVZguZ8rljiQIot47rwkuXT4rixZ3QuI3Cerd2JbYKhMHfKO8UF1qXuiZrSwDvVp9MCid6JX9tvFkQr+efBDNgOSrVoryc/vqwV11SVTxfBj5BN4GBbr7vAhs1vVivPccKa67KX+RzvjwWcHE9Tm9rXbIo0yDLmTDXRwzZVoPTiFBwaAm03DQSGagp+evdVtNS9SGKuAOT6LyyI0maT/DiNuTT+xFFgSj+5vB0lIfSTRDt1DnAYkp0CXETFVQ+Yt1WniTQoD2kDecqbGk5ixNApoIWq3FISa4ppj4wypE4rRvDgw/JjIQ3YGuscwU6HZfazRhp79FkhtsYEy/l+gxzpK5VK1TuTej+cpElwPB5Ai+JcrNZD8v1Yezrt6fgRA0ydJYTdp7HkHi3Cxesq6djdN+40aLGH6jaV2KhQ6kqXIbl/GXCqBoc/yhAYpgBirlJrtkIwA18YSTDRp9j/BR1XpZKgcI310mAncW4Y6Gow8ft8bMgRTEgZYYpsCQL+SoOjAibxeq6zHCmLmiFWKYi0/LtL+1NDu6AxwRlVylb8EwojeoX3VZWiXOH4sdLdfM86qJlKQ+lBGA/FueMj7KJN+HXSgSby1Q3qWo/xMZEp5EVTZ6LKSd5N5UYa0IhaQibX2oFDlfOLIgdORp19gxFIR5CqvSrXZbPnLuM6IceeONL0OyHCK8Ugn42/gsA5Gx3e4ohm6pQGg2hQaqyA6VWailJE0sM906nAV2mQI5cxjeQIJvkOZkpiDUb3PP3pDoOSOsBwdvTcJ5Q7ckbR0MAe6e6LCe6cHA9jaxQO05438zvkH+gC0Wc5Vxi4wXjVM8W4efUsyDWriBWXjLGJoqj4riMuCi2Y96ROQr4zd8IM6ON6gJD/md7H7wmawR25Zdvn2hiRtTVd9azDe74acP5305iIBBj5TIljICZFSIVlqA7VlpArZFoSEBEzL2mQY6woj3QNZeAh0BRbBB9D3NjYmwuIemytyKwYpns9x4ABixryWt7u/sKY5FSUjy7VdKkAjLRUd850dBGQIcoDd4/NkDgj0ohzFymHmiZseknIvAoy1dnqLR04gupKVRQ7xBCtw7kZ8wpybZcv4eSONQapl8FV7KM8b4AohHwKxvBN7VHIakd0qvMI9NsZ45cUvkBnxX4jPbfHV1JHwtpiKijtLyCialEoVUppL2OtcbAd1WhkYLLWsNswGjDYjmd37ypSua8DzXQ8FNHE85fOSlOKllemECYvKD5Jbjc5g3wfF8N+rQl8JsjiOfaUk/0+iDXwfntjcjxNbWrfkOMJukoKnRDgaixRCsRfIZh2Ydi9Vyb+Ttu6Uxo7FRj/aIqbvq+JSeLwke+nYjOaZh45YHU29jmur4dwx0NSJY/EcIDiIpUXKPffBn9PZChJenbGqfKs8z50vOAmwWEg1RmAnFKlKg5ecSWo0rHnzrtzRMgzUTCqDPJAKqPBx5BGs3yu1oJaQWWV5GGEQzjHbhzsro8PoXFlFCR3nHMa4WpI1VFcEeu6ZM9vFc6G3W/qt9NoEMOX3+h7qySPnNcyiisWW47bMAjq8C7OGKjeamwmtD/N+wHIzTVayhah5vlklmaE9MA2W8q+VYVl5Brg+/04k/+gel7Oig4xlNpobd5CXXI+iKrgTOvzynhrLm23SmjgrDuHu85/XJtpE5RD5H3Ys19Cnc3n6NNl76918kcqZDGa2eXSWBsRtfhsvMpqpAOfTeU4y7zKWhbDJWWpIkpp5I2CEGtrJyiic0ZgbBrr+uzoQ6bK1dqijNw/WLIHaCtwH6rIzP3Dl8XoInpWDM5ekPZyZb9hsO+zdfZ3f+s3sphU7cosJ69nsFh/WewjX+KeVAGqx5Lsybrt7rml6yj7+jD2Rte6w2JP/7qxJ2dLfJbGVwJLk5+JXF5cSuoox32GszXCSnKiAA6YklwX+SBj4ltI3Rmeptv7O2e+iNHUiXi1+pTqLl1XZI+Xv7VQWftOwT4RiuecPFcGcPrOxbMUimOwwyV9nceHnEUS1LEWjzlKDe3jfmKB6FKcD1UMRy6VeqJ0JakeKBvq2UtOpbC79+aOaAa7uvkp3VclVqF96xW2Ot2BDExnOYLhsi5r5aveW075TiAjnX/sSzZBvZfcLt2cy6sL5YqcjnUFvT7XPNLfOK/7zqyU6aoLqXhlRWQIaj1fOx1FHmV4RRFddDx1HdryigLZoojP7dHvTK7RPNM8uwX7xsBMHPM8W+pYpa7G1zptGul0eTcNmkqIFFjHnmoBvGc6Du/TJsfT1Kb2TbRM6Lc/IC5xUGVFAxB4BhyVOboUMBT/uJz9nhI3eAUiulYR5h6vwUM/IkCl0vYHfS8ZxrxvvRq7b+8RRiT8FWk3wyBmumEe4KUwEbHBqhOmmHiZaIGMR8CRcO0dGqj6UDKF8wnhUHMumUBgRBS+0kriXoyAtjyYSNbusNXUbckfQ+iopkih/3pwU1kanCCdUgaSvhznJKjVZ8NnMpWEFog4HZXQFKdUxGUwDp5joggvhX/dY9uTeVVcV0RS1PBtEAbrOW4D9ZKHMcFBdHT4MBcfxVhFi4NYuidWpfBi5VfS3oiUt7hgRQJzjSbnDFQ2Emhu1kBQIBprSD2SOBKV5hcgSicviP1EQk7Zn65cxB7INbC+xlgs2naxREloyhiyR9elK+VDBgWomhRbJj9UsUjNJYhFe/RXOL08Gkyym0RzzHaJ9BPZZWmGNRv+fbkn/+bei/eUwBTjDtLaID63MV+02Ry4OHjoOH4RLWQ1PqScPIDIdSpuniYQ42gpwdEQqRYDuPfdIbUOIcmU10RlqFEohmoY2OuS3YpK8zmNsL/1pXPEpxKLeTOZn9PG6m31PhGN9ahIGqVzA0ZEx7nlC7Ucb2o865YeDac4cuhhsXGr+zIUkOgsX59EAMEYCWKMTH8ls0XsI3zG00TUfbNtM6Sdg2O/0Jf+bCWM/LaZRsc9HKgxH39LaxA5lG5gkydIG8uzMr2FxjuF/qA0fBQAQdogZQ7WU/D6IO3FxQxRBHGeegono/8PgkAZvC4ajpG1qmiE0AEYzIu/E2GrJq/LFcrzMPxi3qKMeJy3Q9RJGp3CFRCogwNiO90V8Ufwnvmsy4FWGl/IeTpZistPXUCBNuBzWpJ+3DLS9Z2fSMONpgpY5gyOE2d82qHBKXmtTxe0AjDgY8AH5zdQL57KiynieZX9RVoP1mSuVemEyev6UhV1yRPP05paWwyooy5443VhQCmR/1VzvdKwebRyNbjup4ixjrDd5owcj+Cic9HxlkVxD+3Oxm8TSLtwXjDdGNsdmQnUTaJ4DZHIcY2t7JmguzC5j5xqrg3q23sKFHgjmj1fUFYu2SUq8j1Vj30IjcbPPeqB+WGRbTYvPWVY0VnkIVToIy/4xACT8/NVWM2/Ch3FshlKJwxFlSi4MZGMw5FBdVR4pDbpoDI8LMUqi7LU0w5QRAyQI7wybT4WapDFwxHma1OeE0T73pMNUhOjukdeOrND0A8f2aRciH1UVomQl4suZigoIg3v0gbL+oFt6Sn8kd7uTqk+Cv7WNjmepja1r91G1JJaqG+D9MgGTwUJL1N48b1sdwlXTuQDBfFs18f0tr76PdT4l27Ee0Nf/VeiPmDMUrDyuxrVHZ0n9ZB1OTqmBA2y95mzQpgdnAe9I6CzwkztWHfA17gO1Pnsq2lkdYlMFaTzRlPqciwVQZbZ8d0U1kCJIutcRUSIpTdkNxWGL2qaHJyMoWwJsolKAx+qy1k3X4PlvqdXpj2EFtF8QJc5qEYsYecnxgT6T6a9b8Eh7OrTiPqgETeUafYDnmRNPlZSjRBGbv1BNawn3eXQ+99QMGgYF91jOD5inmkoh6FppKt+hDNo5POGA596B40jv345knhox99w9nRGTHDRxGK+dcTTbLFqs3k4nZyrQqJ3+dkcH316kBw7DwcdBUwnUKM++AyglpVDMCHeJPqEw8tSW5ObrrTNUJ58pkVUcQ+BL4SoJSc4N8cSZwnmjKahdaJz3jaL4ICiiRbjv+7QUamEcZzfT0f6dpsaY1T8oGDnku1kBaPLVLoxZ/wIST66yHxh6fg3WEXzXrXm8D5SAHKIFuHEZh0t3wlrbFL9mlmLTAfUbKI0JHYs+XJoyXx0vReukh4RCieAinAbDyceh1BxGYAIuH7V/5WgwiycaFyj5UXiZKB6Y2esRzpo39c6FLj9CouSL+TesLXvhpfLeDhstbgHaDk4Sc5/BcO/+GwlvVdHbzx+cQiaM9MJxXvMI5wDlEXt3lutSaEsULRen99GcSEIvrSZ8xPFyyRH+njf2T4ahepTKV/UB7SWnMpuzLo5cLtjWs8zXEPSiGptaNL3vgESuYHzyl2jgoolX6c6nRJgKLqYdqcCAeIsgjOW1VA75HJ3opK/RpYf04lHTzICPzzn1bXBCm1t0LX8Ehhae7YEf8ll1zjHQkU0VDCOaMR7IzGcpwL6tLYiBSU+/byTogTGV1XvPYTNUU5T+925h/z3/ECIeXwqEgbsO0hhd8eVrINUvFXOkdaBZ01cjeeSxEYTKBk8XP5q/pdHTXVP1zXlGnjTGJvSx8HvC5dZ5U8v4tlYK9RPWEWb73G8CiGNt3Ic439rT+kt/Yck5BkYzbUtROI4FxK87kFTsUK2+zh9tz31L3UzdtqcZItwKsY1gmcWrLARXsj9yzWQo9mvgxzHODCUgMX6sxKZXyfVzkGZ66mThXgc50EjMu09TY7J8TS1qX3dZoocfo0zvDicVDHvkQRyqKYgLUMteFw0R3fUBtXy2n05UyxUEPjvhPYXKmRQiwtQSkMZz1JKixo9EH2p5ZkSHGdWef1D4FdXNV2H4lN6kOGpUmuiq2KuJiSKV6QRUuPSVbRSbRIdUwxFKvZ1tTxo9IAoA4FT1fN4+XOaEeAlSPMkkTLZuHI6K/ZMnt+qeBpiKFRLRhyPkl9/3Nn1QKLVbai4iICaO5vwYM4VQdi/7A+iI2I3DSgdWZs0JPJI3pkXVpKjNYI1LcRRvDZtOb8EI2Wo8sjlKjZjGBxGvs09zAQzoCa6LuN5S++Gkif5/nlhR7nUjpgpShLr2YkzV8fgRrC1RQd3aW3+3+Skr9dy2+Bh0uHxFm6RdPAB5aRJe2XZhaxyaD35GjrTJNYw6PoHxwgJ2iv9NKjyhJ9FLLcQD1ReMeaubEbErRK1FC3ImQ3UZHzi/vdJv6sjMtvLBbGicxxIyMuPye5ANSAv60yFWQAzcQ3lCRQgKS7Kj5TOHnPqM2qhzUGZzWeRYhipFNtYm7MEFYrUERCpAfJsw/Oxv3o2uHjL2Ae/ZEhZynAmBsTNfDUQ0ZfVQ+vUi70eRkwgimP/OFrREUE8LoxIV7hK4PAvrotKL89HEWQMzyw3YtIACZZZ8nsFQsz6GkYwO9idmXBkl59C1kc6nZVnB07GRFvFXISzyxzZdMjC2ZZGfbv3VidjlW53tDRQcxUO2E3jjG8x6q9nBceg/xzv1jFj5nmtFrpsxeFE7gw2IN3rEA+DtWJyCEgh0lLXKp2HWJ6YU6ArxOAOlFs4VoK3DXoBlzFcRO5/zaci+q+XvHz+WM964rI/4PX0ZTtzvnrVeeo6MkYEu2JN8mrh4LGz0wiTK6kvEF8MGsy9vidnl6PEe0QxABjDXgjAOhD3KH0sAjVeuSzXA7QFnBcqO4kAGRN9E3k8pEjeZzNET6Iy+drAXRpIpoSpYnwrrbHTKalP83Vyf/l+C+S2zYaF2+iICe4l2QfCWVvoHJz75GsdBo+onAHLj3UDFy50rNII+4uUg5mCi9ch4i3WlKObOAazcjbJlTpd3hw9rP6ow5p8bAh++p2y4pxaNdE5G7POFNwws4O6eo+w9HWIxdqPChy+osuKCSSFFBTtJMQKCGxoRgw57KgPbayasOyfWDZx39iDG2SKxLgWmTkyMN4zYjE5nqY2tW+kYQP3Z1m+xaYQ7STWy/fEGOAXu2vt2dSDoUglRCVZHaDSx8EY1X93/6DSLNcmIeueMRgj9DsXy9MH5aT9PxY9l4eABNarqCFVapo4FDhe6R3oBkk4/Ea4qzqmxjkQv8HOu3JajPfa41DSI1G/pQr22PIVPHM51sb+0ipB5JvP+QDabjd4KMobOfWA8gs0fpisWh5aBZC6VaKG1Fkp44V0GwXkjyr2iKqRHsvLyp0jYTguwbRy6jMjyC3vquPwli3erzykq9npLXwItcJ0te4qaumEU0TY+Bl8UxWfWFKoGsV9W7lWUvUEDqBOvtU8CBuJDH4/uqkswRAqeEf8h4wUot4qCQleAYpquBndlA+ilXDOl0I8lfwrcSZ7Pm2JMm4TI4AzofaHbDn+aemfw3h1TSBIuvZ3F6jMAedGteHxWYuWSe48zMZe0mTt5mCC5OsmOTRVdOCg6S4lA6IPmQu+DvNarxxrqY6kMkAi4yr/yW2ownzbBRcoKwbkiRzv/ovWrBi5uCTw073W8aWQcKsfiVpM7N3DaL0ZKi8OHfzKY66TuZTrQgPwNv1qR0DF770I3/1Nz+sIFuye8jgg3jLSu7pHfiU/0p8I472VRyk/I/xJ46N1YHX8QudCXaWeg+6gUcNKFHrS1igbKG9ZLuHu3v4BhPlwLlHCx+fFVYzxU0L1PPH9w2XlVxpxfA5ZvB0CrOvHnh7Hf4m6fBg6FVO6rLFfEUweTvs9mV0k7Q5xIIImp5jo+/yGSFx+piZun9bK1zK0o8GPfEn3T3Ui1yyc7P1psasL9prcrh5Tr5YQDYcnHZLxbtVva3t76cgxCXjlA5IKCmPtuN7hnIs/at/MeOfhTNTjat/e43nAk1l1v10Ed+nRo6wqFD3+6TazBkgqAtVVosb3WeBcz+T3aZPjaWpT+7pNODlC0nsCT75SPEH1KRJeW2Mayo6wLplCnEA2bm8wK8VBhKhEvCtk4oNEepto0HOnQBiA3lK4gTCQMTpD97iwBdcE1Q2pMLqr6/rrUCT8MuL5r/wBpCzVkRFQbyCvWOGO5fY0kpy3kGOHYT9wAYWvjnwEMmYJK8e4YpTzABgepoRwzHRnVOesshzsft6jPFttHJJNfZiTLIXODyM2B5SKv+NfZUrbV830L7btQvtrMLTAe+8w5fEsuDEZ+zjr8K5fAJBnTEXA4sWS4hR5yVj7+EJRzKmkhrEu9xFliSux61OqZegv+uDV7eJGsap5SVIlOS0ZuHg03crHBugdr/k+KAm5xsn7RAQKeAaSzwioMfRHk2p4LbvVHDwRpdwXbtwjWroGtYog+KYcsj9bJF8aEZGZvoebBZ8OVyW4P9JYMI4ARv+rm2lAkSsEsiycWhadY6oGpFFqq0ysMzhbVYH0qphOTmKvbT194r7b1tLCXHurpmCkIoeunIhOvnCOqRT6M4b6W0Yn0AGQrVY9iim8XSGGNMbgwLZS2eDuS6MLiF7ybm20yh65QVREjdapr/+6t68KfCbnmOtXdWMot3M/Z0p5d14LZtj2GdG7Fhe7kWcW7gtLgWXUK5BD2Aa5FQXm0c8YVnXtZcq5uJxGewSnEOWWYG9jp/AcQN5JbgFxatV8gKbLJzUZy/MZnEur24fzPUZl/JuI6oycPYC94TxjVCQAn/H1TRnKQRi/KehXl+GFKAoEbCF6aCSm2kGwZqpPRKfJHnUZZDKrP+kzJTKr7xYixe/peofXl0eAxfADNAOL3DkkGk+WbaffURT4GICrzIuB5a6wjse5wQ9GVTHooygOQ/nAzCBHBslZlk9mZekxRpTZt0iniqEhbpTSJjCtMc61HnO5OW8cP1/jGZ0L3jlMc/cZfy0RVNTRoq/KiWfXd+xsnhPiDPBtYmjQCs6pdhlXqIwAypzS4dQBfc9trvx/sQ5SFJNNQgKslYZGJgyizISD0c/DOPVL70nNJtWPqNAYssvT2dkPknJzQfqNKU+whYn4y0AWdJPkWohkQHvDOcqiC52OxP2dTsM5K4bac3OG4r4lyWJVcm2GTcbPcHX0JJ5zlxOV8OkoM392oPCzIEDIGh9/39uGbGTQKLQT9jfslkVr2ztxp8a12KNYu6i6J6mfsWdZ+bGezHVoQyrNF3JOAB3FcwU2jmhDcWYwu8SXgqGZMOOoJBpzg6/ouSp0UF6MHZd8X5Njtn0ItSGnNrWpTW1qU5va1KY2talNbWpTm9rUpvada/dPcjC1qU1talOb2tSmNrWpTW1qU5va1KY2te9kmxxPU5va1KY2talNbWpTm9rUpja1qU1talP7VtrkeJra1KY2talNbWpTm9rUpja1qU1talOb2rfSJsfT1KY2talNbWpTm9rUpja1qU1talOb2tS+lTY5nqY2talNbWpTm9rUpja1qU1talOb2tSm9q20yfE0talNbWpTm9rUpja1qU1talOb2tSmNrVvpU2Op6lNbWpTm9rUpja1qU1talOb2tSmNrWpfSttcjxNbWpTm9rUpja1qU1talOb2tSmNrWpTe1baZPjaWpTm9rUpja1qU1talOb2tSmNrWpTW1q7dto/z/zBUntGwqqbwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get a batch of images\n", + "data_iter = iter(dataloader)\n", + "images, labels = next(data_iter)\n", + "\n", + "# Convert images to NumPy format for display\n", + "fig, axes = plt.subplots(1, 6, figsize=(15, 5))\n", + "\n", + "for i in range(6):\n", + " img = images[i].permute(1, 2, 0).numpy() # Convert (C, H, W) to (H, W, C)\n", + " axes[i].imshow(img)\n", + " axes[i].set_title(class_names[labels[i].item()])\n", + " axes[i].axis(\"off\")\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# Split dataset into training and testing\n", + "train_size = int(0.8 * len(dataset))\n", + "test_size = len(dataset) - train_size\n", + "train_dataset, test_dataset = torch.utils.data.random_split(dataset, [train_size, test_size])" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classes: ['Bacterial leaf blight', 'Brown spot', 'Leaf smut']\n" + ] + } + ], + "source": [ + "# Create DataLoaders\n", + "train_loader = DataLoader(train_dataset, batch_size=8, shuffle=True)\n", + "test_loader = DataLoader(test_dataset, batch_size=8, shuffle=False)\n", + "\n", + "print(f\"Classes: {class_names}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train Model\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torch.optim as optim\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# Define CNN model\n", + "class RiceDiseaseCNN(nn.Module):\n", + " def __init__(self):\n", + " super(RiceDiseaseCNN, self).__init__()\n", + " self.conv1 = nn.Conv2d(3, 16, kernel_size=3, stride=1, padding=1)\n", + " self.conv2 = nn.Conv2d(16, 32, kernel_size=3, stride=1, padding=1)\n", + " self.fc1 = nn.Linear(32 * 32 * 32, 128) # Fully connected layer\n", + " self.fc2 = nn.Linear(128, len(class_names)) # Output layer\n", + " \n", + " def forward(self, x):\n", + " x = F.relu(self.conv1(x))\n", + " x = F.max_pool2d(x, 2)\n", + " x = F.relu(self.conv2(x))\n", + " x = F.max_pool2d(x, 2)\n", + " x = x.view(-1, 32 * 32 * 32) # Flatten\n", + " x = F.relu(self.fc1(x))\n", + " x = self.fc2(x)\n", + " return x\n", + "\n", + "# Initialize model\n", + "model = RiceDiseaseCNN()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# Define loss and optimizer\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=0.001)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100, Loss: 1.2391\n", + "Epoch 2/100, Loss: 0.9121\n", + "Epoch 3/100, Loss: 0.7131\n", + "Epoch 4/100, Loss: 0.5580\n", + "Epoch 5/100, Loss: 0.4557\n", + "Epoch 6/100, Loss: 0.3341\n", + "Epoch 7/100, Loss: 0.2175\n", + "Epoch 8/100, Loss: 0.1346\n", + "Epoch 9/100, Loss: 0.0806\n", + "Epoch 10/100, Loss: 0.0363\n", + "Epoch 11/100, Loss: 0.0205\n", + "Epoch 12/100, Loss: 0.0098\n", + "Epoch 13/100, Loss: 0.0068\n", + "Epoch 14/100, Loss: 0.0044\n", + "Epoch 15/100, Loss: 0.0034\n", + "Epoch 16/100, Loss: 0.0033\n", + "Epoch 17/100, Loss: 0.0024\n", + "Epoch 18/100, Loss: 0.0018\n", + "Epoch 19/100, Loss: 0.0015\n", + "Epoch 20/100, Loss: 0.0013\n", + "Epoch 21/100, Loss: 0.0011\n", + "Epoch 22/100, Loss: 0.0010\n", + "Epoch 23/100, Loss: 0.0008\n", + "Epoch 24/100, Loss: 0.0008\n", + "Epoch 25/100, Loss: 0.0007\n", + "Epoch 26/100, Loss: 0.0006\n", + "Epoch 27/100, Loss: 0.0005\n", + "Epoch 28/100, Loss: 0.0005\n", + "Epoch 29/100, Loss: 0.0004\n", + "Epoch 30/100, Loss: 0.0004\n", + "Epoch 31/100, Loss: 0.0004\n", + "Epoch 32/100, Loss: 0.0003\n", + "Epoch 33/100, Loss: 0.0003\n", + "Epoch 34/100, Loss: 0.0003\n", + "Epoch 35/100, Loss: 0.0002\n", + "Epoch 36/100, Loss: 0.0002\n", + "Epoch 37/100, Loss: 0.0002\n", + "Epoch 38/100, Loss: 0.0002\n", + "Epoch 39/100, Loss: 0.0002\n", + "Epoch 40/100, Loss: 0.0002\n", + "Epoch 41/100, Loss: 0.0002\n", + "Epoch 42/100, Loss: 0.0001\n", + "Epoch 43/100, Loss: 0.0001\n", + "Epoch 44/100, Loss: 0.0001\n", + "Epoch 45/100, Loss: 0.0001\n", + "Epoch 46/100, Loss: 0.0001\n", + "Epoch 47/100, Loss: 0.0001\n", + "Epoch 48/100, Loss: 0.0001\n", + "Epoch 49/100, Loss: 0.0001\n", + "Epoch 50/100, Loss: 0.0001\n", + "Epoch 51/100, Loss: 0.0001\n", + "Epoch 52/100, Loss: 0.0001\n", + "Epoch 53/100, Loss: 0.0001\n", + "Epoch 54/100, Loss: 0.0001\n", + "Epoch 55/100, Loss: 0.0001\n", + "Epoch 56/100, Loss: 0.0001\n", + "Epoch 57/100, Loss: 0.0001\n", + "Epoch 58/100, Loss: 0.0001\n", + "Epoch 59/100, Loss: 0.0001\n", + "Epoch 60/100, Loss: 0.0001\n", + "Epoch 61/100, Loss: 0.0001\n", + "Epoch 62/100, Loss: 0.0001\n", + "Epoch 63/100, Loss: 0.0000\n", + "Epoch 64/100, Loss: 0.0000\n", + "Epoch 65/100, Loss: 0.0000\n", + "Epoch 66/100, Loss: 0.0000\n", + "Epoch 67/100, Loss: 0.0000\n", + "Epoch 68/100, Loss: 0.0000\n", + "Epoch 69/100, Loss: 0.0000\n", + "Epoch 70/100, Loss: 0.0000\n", + "Epoch 71/100, Loss: 0.0000\n", + "Epoch 72/100, Loss: 0.0000\n", + "Epoch 73/100, Loss: 0.0000\n", + "Epoch 74/100, Loss: 0.0000\n", + "Epoch 75/100, Loss: 0.0000\n", + "Epoch 76/100, Loss: 0.0000\n", + "Epoch 77/100, Loss: 0.0000\n", + "Epoch 78/100, Loss: 0.0000\n", + "Epoch 79/100, Loss: 0.0000\n", + "Epoch 80/100, Loss: 0.0000\n", + "Epoch 81/100, Loss: 0.0000\n", + "Epoch 82/100, Loss: 0.0000\n", + "Epoch 83/100, Loss: 0.0000\n", + "Epoch 84/100, Loss: 0.0000\n", + "Epoch 85/100, Loss: 0.0000\n", + "Epoch 86/100, Loss: 0.0000\n", + "Epoch 87/100, Loss: 0.0000\n", + "Epoch 88/100, Loss: 0.0000\n", + "Epoch 89/100, Loss: 0.0000\n", + "Epoch 90/100, Loss: 0.0000\n", + "Epoch 91/100, Loss: 0.0000\n", + "Epoch 92/100, Loss: 0.0000\n", + "Epoch 93/100, Loss: 0.0000\n", + "Epoch 94/100, Loss: 0.0000\n", + "Epoch 95/100, Loss: 0.0000\n", + "Epoch 96/100, Loss: 0.0000\n", + "Epoch 97/100, Loss: 0.0000\n", + "Epoch 98/100, Loss: 0.0000\n", + "Epoch 99/100, Loss: 0.0000\n", + "Epoch 100/100, Loss: 0.0000\n", + "Training complete!\n" + ] + } + ], + "source": [ + "# Training loop\n", + "num_epochs = 100\n", + "for epoch in range(num_epochs):\n", + " model.train()\n", + " running_loss = 0.0\n", + " \n", + " for images, labels in train_loader:\n", + " optimizer.zero_grad()\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.step()\n", + " \n", + " running_loss += loss.item()\n", + " \n", + " print(f\"Epoch {epoch+1}/{num_epochs}, Loss: {running_loss/len(train_loader):.4f}\")\n", + "\n", + "print(\"Training complete!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Model Evaluation" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy: 75.00%\n" + ] + } + ], + "source": [ + "correct = 0\n", + "total = 0\n", + "model.eval()\n", + "\n", + "with torch.no_grad():\n", + " for images, labels in test_loader:\n", + " outputs = model(images)\n", + " _, predicted = torch.max(outputs, 1)\n", + " total += labels.size(0)\n", + " correct += (predicted == labels).sum().item()\n", + "\n", + "accuracy = 100 * correct / total\n", + "print(f\"Test Accuracy: {accuracy:.2f}%\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}