{ "cells": [ { "cell_type": "markdown", "id": "4e7bf5a3-ad49-4422-a960-62a2fe73a8e4", "metadata": {}, "source": [ "## V04 python examples\n", "\n", "Likelihood-pdf.py \n", " \n", "nlLCoin.py \n", "nlLPoisson.py\n", "nlLGauss.py \n", "nlLExp.py \n", "\n", "ML-Exponential.py\n", "ML-Gaussfit.py \n", "\n", "negLogLplot.py" ] }, { "cell_type": "code", "execution_count": 1, "id": "81f3090e-5d92-422b-912f-ec2ed9c10e3c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run Likelihood-pdf.py" ] }, { "cell_type": "code", "execution_count": 2, "id": "3d54be80-25e3-4aff-b4c5-b2fe2d349ccd", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run nlLCoin.py" ] }, { "cell_type": "code", "execution_count": 3, "id": "fbf2c07e-4481-44a8-8e36-c90972d97ac2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*==* script nlLPoisson.py executing \n", "\n", "*==*: sample of random numbers \n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run nlLPoisson.py" ] }, { "cell_type": "code", "execution_count": 4, "id": "e38174c0-ffff-42e5-9878-2df24e2d1e02", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*==* script nlLGauss.py executing \n", "\n", "*==*: sample of Gaussian random numbers \n", " [12.18879521 10.36573056 10.19059026 10.96359893 11.35434326 9.68094305\n", " 9.50521632 12.05294811 10.61581859]\n", "Mimimum of Likelihood: 10.76\n", "Mean of Mesurements: 10.77\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run nlLGauss.py" ] }, { "cell_type": "code", "execution_count": 5, "id": "e9385dc5-b7ba-41ce-bc41-c807e06cca26", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*==* script nlLExp.py executing \n", "\n", "*==*: sample of Gaussian random numbers \n", " [1.92606888 0.68157761 0.42665745 1.75252371 0.56288832 0.84996182\n", " 4.06028104 0.46554644 0.07054436]\n", "Mimimum of Likelihood: 1.195\n", "Mean of Mesurements: 1.2\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run nlLExp.py" ] }, { "cell_type": "code", "execution_count": 6, "id": "c6bf9f00-cad0-4bf8-9565-0ac60885116c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*==* mnFit.mnCost: negLogL fit with user-defined density function'\n", "*==* mnFit starting fit\n", " Options:\n", " - MINOS profile likelihood scan\n", " - using -2 * neg. log. likelihood -> errdef=1.\n", "\n", "\n", "*==* mnFit starting minos scan\n", "\n", "Fit Result from migrad:\n", "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", "│ FCN = 144.8 │ Nfcn = 100 │\n", "│ EDM = 9.53e-07 (Goal: 0.0002) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ No parameters at limit │ Below call limit │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Hesse ok │ Covariance accurate │\n", "└──────────────────────────────────┴──────────────────────────────────────┘\n", "┌───┬───────┬───────────┬───────────┬────────────┬────────────┬─────────┬─────────┬───────┐\n", "│ │ Name │ Value │ Hesse Err │ Minos Err- │ Minos Err+ │ Limit- │ Limit+ │ Fixed │\n", "├───┼───────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ mu │ 2.04 │ 0.05 │ -0.05 │ 0.05 │ │ │ │\n", "│ 1 │ sigma │ 0.499 │ 0.035 │ -0.033 │ 0.037 │ │ │ │\n", "└───┴───────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────┬───────────────────────┬───────────────────────┐\n", "│ │ mu │ sigma │\n", "├──────────┼───────────┬───────────┼───────────┬───────────┤\n", "│ Error │ -0.05 │ 0.05 │ -0.033 │ 0.037 │\n", "│ Valid │ True │ True │ True │ True │\n", "│ At Limit │ False │ False │ False │ False │\n", "│ Max FCN │ False │ False │ False │ False │\n", "│ New Min │ False │ False │ False │ False │\n", "└──────────┴───────────┴───────────┴───────────┴───────────┘\n", "┌───────┬─────────────────┐\n", "│ │ mu sigma │\n", "├───────┼─────────────────┤\n", "│ mu │ 0.00249 0.0000 │\n", "│ sigma │ 0.0000 0.00125 │\n", "└───────┴─────────────────┘\n", "\n", "Result of minos error analysis:\n", "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", "│ FCN = 144.8 │ Nfcn = 100 │\n", "│ EDM = 9.53e-07 (Goal: 0.0002) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ No parameters at limit │ Below call limit │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Hesse ok │ Covariance accurate │\n", "└──────────────────────────────────┴──────────────────────────────────────┘\n", "┌───┬───────┬───────────┬───────────┬────────────┬────────────┬─────────┬─────────┬───────┐\n", "│ │ Name │ Value │ Hesse Err │ Minos Err- │ Minos Err+ │ Limit- │ Limit+ │ Fixed │\n", "├───┼───────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ mu │ 2.04 │ 0.05 │ -0.05 │ 0.05 │ │ │ │\n", "│ 1 │ sigma │ 0.499 │ 0.035 │ -0.033 │ 0.037 │ │ │ │\n", "└───┴───────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────┬───────────────────────┬───────────────────────┐\n", "│ │ mu │ sigma │\n", "├──────────┼───────────┬───────────┼───────────┬───────────┤\n", "│ Error │ -0.05 │ 0.05 │ -0.033 │ 0.037 │\n", "│ Valid │ True │ True │ True │ True │\n", "│ At Limit │ False │ False │ False │ False │\n", "│ Max FCN │ False │ False │ False │ False │\n", "│ New Min │ False │ False │ False │ False │\n", "└──────────┴───────────┴───────────┴───────────┴───────────┘\n", "┌───────┬─────────────────┐\n", "│ │ mu sigma │\n", "├───────┼─────────────────┤\n", "│ mu │ 0.00249 0.0000 │\n", "│ sigma │ 0.0000 0.00125 │\n", "└───────┴─────────────────┘\n", "*==* mnFit: scanning contours\n", "\n", "*==* unbinned ML Fit Result:\n", "parameter values\n", " [2.04275072 0.49922757]\n", "confidence intervals\n", " [[-0.05009282 0.04999974]\n", " [-0.03332887 0.03748651]]\n", "correlation matrix\n", " [[1.00000000e+00 5.48652848e-04]\n", " [5.48652848e-04 1.00000000e+00]]\n", "goodness-of-fit\n", " None\n", "parameter names\n", " ('mu', 'sigma')\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAscAAALHCAYAAABi9u8uAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hT1f8H8HeSpklX0pbuwYZC2ZRVVhllKCCoIKAyVHChgogDfyroVwUZKooyBUREZCgoIlgKZZZVVtmbtnRD23SP5P7+SBsIbbpIe9P2/XqePJCbc+79nIzmk3PPPUciCIIAIiIiIiKCVOwAiIiIiIgsBZNjIiIiIqJCTI6JiIiIiAoxOSYiIiIiKsTkmIiIiIioEJNjIiIiIqJCTI6JiIiIiAoxOSYiIiIiKsTkmIiIiIioEJNjokq4dSsNEskCSCQLKlW/T58NkEgWYM2ac2aOzDKtWXMOEskC9OmzQexQqI561M+sJQoLi4JEsgANGy4XOxSiWoXJMdVIDRsuh0SyALNnHzJrWbIsDyY0EskCvPVWaJl1OnRYayhfUtJQlKibM0kKC4vC7NmHsHXrVbPts7K0Wh1+++0innvuHzRtuhJq9Xewtv4abm4/oEeP9Xjnnb0ID48VO0yyYLNnH8Ls2YeQmpojdihEomByTCSC+vVV8PNzhlqtEDuUGmXDhkvIz9eafDwyMgmnTydWY0R6YWHR+PTTcGzdeq3aj/2gI0di0aLFKjz77D9Yv/4irl9PRU6OFg4O1rh3LweHD8fi668j0L37enTpsg7XrqWIGm91ksul8PNzhp+fs9ihWLxPPw3Hp5+GIzU1V+xQiERhJXYARHXR2rWPix1CjVO/vgOiotLx77838cQTTUss8/PP5wEADRqocPu2pjrDE93OnTcxYsRW5OZq4e1tj/ff74Jhw5qgYUM1AEAQBFy6dA87d97EkiVncPx4PM6dS0bTpk4iR149vL0dcOnSi2KHQUQ1AHuOiahGeP55fwDAL79cKPFxrVaH9esvQiIBnnuuZXWGJrroaA2effYf5OZq0a2bJ86enYA33+xoSIwBQCKRoGXLenj77U64dOlFLFrUD3Z2chGjJiKyTOw5pjorLCwKfftuRIMGKty69TIOHbqDOXOO4siROGRm5qN5cydMntwGU6Z0gEQiKXVfRXWPHr1fd9KkNnj99Q6QSovX7dNnA/bti8Hq1YMxcWJrs8R061YaGjVaAQAQhBk4dy4Jn39+BGFh0UhNzUXDhmo891xLvP9+F1hby0y25eDBGCxefAoHD95BUlI27O3l6NDBDS+91AZjxrQw+VzExmZg9uzD+OefG7h7NxteXvYYMaIpPvkksNTnrryeeqoZFi06ib//vo7U1Bw4OiqNHg8JuY24uEz06uWDRo3UJvZiXg8+54C+57qo97rIzZuTjZLU3NwC/PDDafz++yVcunQPeXk61K/vgCFDGuO997rAw8OuwnHMmXMUKSk5UKmssXnzE3B2tim1vFQqwVtvdSzxsStX7mHDhksIC4vGzZtpiIvLhFJphRYtnDFqVHO8/np72NgUT6pnzz6ETz8Nx4QJrbBmzWMl7nvixH/x88/nMWtWIGbP7mH02M2bqZg37zhCQ6MQHZ0OiQRwdbVBo0ZqDBrUCJMnt4GLi62hvE4nYO1a/fN99mwSNJo8ODoq4OZmi65dPfHMM34YPLiRofzDn48H5eYW4K+/ruPvv6/jzJkk3LmTgYyMPLi726JnTx9Mnx6AgACPEtvUsOFy3L6twd69z6BtW1d8/vkR/PnnVcTGZsLFxQaPP94In33WA56e9iXWL0taWi7+979wbNlyBXFxmXB1tcXgwQ0xa1b3UuslJ2dh48bL2LXrFi5fTsGdO+nQ6QQ0aKDC4MGNMGNGZ3h5GcdU9PoUefC9DcDotX2U54zI0jE5JoL+Iq1Jk3ZBpxOgUimQk1OAs2eT8Oabe3DtWiq+/bafybpbtlzBmDHbUVCgg6OjAvn5Opw5o68bGhqFTZuegJVVxU/SPEpM//13CyNGbEV2dgHUan1Mly/fwyefHEJERAK2bh1RYr3339+HefOOG+6rVNZISclBaGgUQkOj8Ndf1/Hrr0OKJfwXL95FUNAGJCVlAwDs7OSIj8/EN99E4O+/r+O119pXuP0Ps7OT46mnmuGXXy7g998v45VX2hk9vnat/kt93Dj/Rz5WeclkEri72yIjIx+ZmflQKq2gVlsXK1MkKSkLgwZtxqlT+nHRCoUM1tYyXLmSgitXIrBmzXns2PEUunXzKncMeXlaQ0IzcWJreHs7PFKbnn32H0REJAAAlEor2NnJkZKSg6NH43D0aBw2bLiEPXtGw8HBuow9ld/Jkwno0+d3pKfnAdCPD7azkyMqKh1RUenYty8GHTq4GSW748btwPr1Fw331WoFNJo8JCdn48KFu7hw4a5R+dKEhNzGM8/8DQCQSABHRyUkEgmiotKxfv1FbNx4GatWDcK4ca1M7iMmJgMTJ+7E7dsa2NpaQSLR/2BcuTISu3ffxsmT4+HkpDRZvyRxcRno3XsDrl1LBaB/PVJTc7ByZSS2bbuGOXN6m6w7d+4xLFx4AgBgZSWFSmWNtLRcXLx4Dxcv3sO6dRewe7c+oS+iVivg7m6LhIQsAICLi43R+/fBayTM8ZwRWSoOq6A6LykpC6+8EoLXXmuPuLjXkJr6JlJS3sCbb3YAAHz33UmcP59ssv5LL+1CcHB93LgxCSkpbyI19Q3Mm9cbUqkEW7dew7x5x6o9ptGj/8awYU1w8+ZkpKa+CY3mTcyZ0wsSCbBt2zXs2HGjWJ1FiyIwb95xuLvbYvnygUhNfRNpaW8hM3MqNmwYCg8PO2zYcAlffWXcnvx8LUaO/AtJSdlo3FiNfftGIyNjKjIypuKvv55EWlouPvssvMLPQUnGj9d/0RYlwkXS0/Owdes1KJVWeOYZP7Mcqzx8fVWIj38dM2Z0AgCMHu2H+PjXjW6+vqoH4t+BU6cS4eSkxMaNw5CZORUazVs4fvx5tGnjgpSUHIwYsRXJyVnljuHYsThkZRUAAIYMafzIbera1RMrVw7CrVuTkZ09DXfvvoHs7Gn4668n0by5E06cSMAHH+x/5OM8aMaMMKSn56FrV0+cPDkOeXnTkZLyJjIzp+L48ecxbVqAUWK2f3801q+/CJlMgm++6QuN5i2kpr6JnJxpiI19FWvWDEbPnt7lPr69vRxvvdUR+/ePQUbGVNy7p2/z7dsvY9q0ABQU6PDyyyGIijI9jv3NN0Ph5KTE4cPPIjNzGjIypmLbthFwdFTg1i0N5sw5WuHnZcKEf3HtWipcXGywbdsIZGZORXr6VOzfPwYqlQLvvBNmsm79+ip8+WUvnD07wfA65ua+jRMnnsegQQ2RlJSNZ5/dDkEQDHUWLeqH+PjXDfePH3/e6L28aNH9H+TmeM6ILBWTY6rzsrIKMH68P77/vj/c3fWntB0dlfjuu/5o08YFgqDvHTbFx8ceW7eOQKNGjgAAOztrvPtuF3z8cTcAwFdfHUNWVn61xtS5swc2bBhqOJ1vZ2eNDz7oakieNm82rpuamoOPPjoIpdIKu3aNxOTJbQ3JiI2NHKNHt8AffwyHRALMn38ceXn3Z4zYsOESLly4C2trGXbseBq9e/sC0J+6HzasCbZsGY60NPNc9d6vX334+Djg8OFYXL+eati+adNlZGcX4IknmljsDCAHDsRg585bAIDffhuCUaP8IJPp/wR36uSBkJBRcHJSIiEhC999d7Lc+7148Z7h/w/2AlbWDz8E46WX2qBBg/tDQRQKKwwb1gQ7dz4NKysp1qw5V+H3dGmOHIkDoE/OOnRwN2y3tZWjUycPfPNNXwQGehUrP2BAA0ybFmDoxZZIJPD0tMeECa2xYEGfch+/T5/6WLSoH3r18oGt7f0hI/Xrq/DNN33x4outkZNTgNWrTc9LrlDIsHv3KEOcVlZSPPFEU3z0kf7vwMOfubIcOBCDkJDbAICNG4fhiSeaGs7Y9Orlg507n0ZOToHJ+m+91REzZ3ZFmzauhjNXMpkUAQEe2LZtBPz96+H8+bvYvz+mQnEVMcdzRmSpmBwTAZg5s2uJ24cP18+KcO6c6V7ad97pBIWi+Ail6dM7Qam0gkaTh//+u1WtMX3wQdcSxwaPGNGsxLpbtlxFRkY+goPro107txL3GRjohUaN1EhJyTGcdgfuf+k/9VSzEqfJ6tXLB717+5iMtSKkUonhYrtffrnfe1zUkzx+fPUNqaioouepUyd3DBpU/HS/u7sdXn1VP1Rk48byJ1L37mUb/u/kVPIPg7Vrz8PD48dit6ee2laRJqBRI0e0alUPWVkFZp0yT6XSJ7dxcRkVKp+YmA2dTiij9KMbNqwJAP21Baa8/HJb1KtXfKx30Wfu5s00ZGbmlfuYRe+Xbt080bdv/WKPN23qhNGjK3eWRKGwwoABDQCU3qZHUZ7njMhSccwx1XnOzko0buxY4mPe3voLVlJSTPd89unjW+J2lUqBDh3cEB4ei5MnEwxfktURU+fOJV8Ic7+u8eT+hw/rv8D27ImCh8ePJvd7756+XnS0xtBDdvKkPkkKCjKdAAcF+VS6h+ph48f746uvjuGXXy5g9uweuH07Dfv3x8Dd3bbEpNNSnDyp/0FRUqJTpF+/+pgz5yiuXLmHzMw82NmZZ1xvVla+YRzpgx5MrB8UEnILq1adw7FjcYiLy0R2dvEeytjY8iWy5fH4442xevU5jB//L15/PQ4jRjRFQIA75PKSLxzt378BrK1lhrHKL7/cFv361S92gVlF3LuXjR9+OI1//72Jy5fvIS0tF1qtceJdWps7d/YscXvRZw4AUlNzy/2aFr1fgoJK/vtS9NjatSXP3gIAly7dxeLFp7B/fwxu3dIgIyMPwkO/JR7ldXzU54zIUjE5pjqvtAuLlEr9R6S0hSdKuwCq6Iux6EK16orJVH2lUlZYV2e0PS4uE4B+OEfR+NXSPFgmKUmfdJWWmDzqRWIP8vd3QUCAOyIiEnDo0B3s3RsFQQDGjm1ZqQsfq0vRe+DBZOlhPj76xwQBSE7OLlci9eDMFCkpufDwKP5n/dVX2+PVV9sb7n/00UF88cWREvf31luh+P77U4b7crkUzs5KyOX65/bevRzk5+uQmWm+YRXz5wfh8uV7OHw4Fl99dQxffXUMSqUVAgM9MWqUHyZObGU0Q0azZk5YsiQYb7wRigMHYnDggP6HV8OG+pkYXn65rdHwjLJcuJCMfv02Gv2AcHCwho2N/sK6vDwdUlJySm2zg0PJ0+IVfV6B4p+70hS9X0r/XJl+bMOGSxg/fofhmFKpBGq1AgqF/m9A0UWklX0dzfGcEVkqJsdUIxV94ZTUo/WworGRNjZ8u5tSdGp66tSOpc6CYSnGj2+FiIgErF17HmFh0YXbLHdIxYNKGydaGS1b3h/KcvZsUqWmgivy77838P33pyCTSfDxx4F4/nl/NG6sNhqi06vXbzh48E6xHshHUa+eDQ4eHIvQ0Cj8/fd1HDgQgzNnkrB3bzT27o3GggXHsW/fGPj43P+R9eKLbTBkSGNs2HAJe/dG4+DBO7h1S4OlS89g2bIz+Pzznvjww27lOv4LL+xEQkIWOnZ0x5df9kSPHt6wt7//wyQ09DaCgzeZtc1VKSkpC5Mn70J+vg6jR/vh3Xc7o21bV6Oe+I8/PojPPz9S6TbVtueM6EGW281CVIp69fRTIhX1eJqSm1tgGApQ0nhAcyjttGHRY66uVXNsc3F3188fGxWVXuG6rq76uuV5Hsxl7NgWsLKSYvXqc7hyJQWtWtWrUE+hGIreA6U9xzEx+udJItFPo1UeXbp4wtZW/8Pvn3+Kz0JSEZs26ce5TprUFrNmdUeTJo7Fxq6XNDwDgKHXvrTkv7QLMyUSCYKDG2DRon44eXI8kpOnYNmyAXB2VuLGjTS8/fbeYnXc3e0wdWoAtm4dgaSk13Hs2HN48slmEATg448P4ezZpDLbHBWlwbFj8ZDJJPjrrxEYNKiRUZJXWpurUtH7pTKfq3//vYmMjHz4+9fD+vVDERDgUWyIyqO0yVKfMyJzYXJMNVKHDvqLxsLDY0std+xYvGEMXFEdc9u3L7rE7enpeYbxuB07WnbiVjR+OCwsGtnZFTsN2rGj/nktbUyxqeeosooWQig6ZVw0xZtYimYREErpJit6D+zbF22y3J49UQCA5s2dyz021dpahgkT9O1fs+Yc7typ+A+cIjEx+rqmPiu3b6fh2rWUEh9zdFQU7qPkhE0QBKMLOcvi5KTEyy+3w5df9gJQ9ntIIpGgc2dPbNo0DD4+DtDpBBw8WPY496I2u7ramhz+s3v37XLHbS5F75fSP1clP1bUprZtXUtchEgQBMN7rSRFv4dMvU8t9TkjMhcmx1QjPf10cwDAtWup2LbtmslyX3+tnwS/USN1lfUsLlx4wmhqsyLffhuBnJwCqFTWGDiwYZUc21xGjfIzLPZQ1pzED1/MN2qU/or5P/64iqtXiydOhw/fMdvFeA/68MNueOedTnjnnU6iJ8cqlT4xTE013TM6cqT+PXv+/N0S37MJCZlYuvQMAOCZZ5pX6PgzZ3aFk5MSGk0eRo78y+SFdmUpmgYvMrLkHtcPPzxo8jR5mzb6aeSOH48vcdaJX3+9iOjo4om7TiegoMD0WNyi4VC5ufc/YyV93orIZFLD+OgH65hS1OaEhEwkJhY/ExUZmWS02Eh1GTVK/x4ID4/F/v3FfxjcuJGK33+/XGLdojadO5dcYoK7YsVZo6kQH1bW+9lSnzMic2FyTDVS3771DVMRPf/8P1i27IzRKdvLl+/h+ef/wdat+iTk8897ltiDYg5RUel48smtuHUrDYB+jPPChccxe/ZhAMD773cxmgfUEtWrZ4M5c/Q9dHPnHsPkybtw5cr9+XOzs/Nx4EAMXnstBN27rzeqO3q0H/z96yE3V4vHH99i6K3T6QT88891PPXUNsOXrTkFBnphwYI+WLCgT6XH2SYnZ5V6K+9cvq1a1QMAHDx4p8QfCIB+SrvBgxsCAF58cRc2b74MrVafFEZExGPgwM1IScmBu7stpk4NqFA7fH1VWL9+CBQKGY4ciUPbtj/ju+9OGt6TRaKjNVi69LTRNHgPKvpMLVt2FqtWRRqS0KgoDSZM2IHffrtocpW3Hj284eVlj7w8LcaO3Y6bN1MB6D8Py5adweTJ/5VYV6PJRdOmK/HFF0cQGZlkeE50OgGhobfxf/93EAAwaFBDQ50PPzyAkSO3YevWq0Y/BBISMvHWW6G4eTMNEsn99pSmZct68PFxgCAAo0dvN/SM5+dr8ccfVzBgwKZiQwaqQ8+ePob4R478C9u3XzdcG3Do0B0MHrzFcHHdw4KDG0Ai0SfHb721B6mp+h+0Gk0u5s8/hilTQksdZlb0fl679oLh9XiQpT5nRObCK5Soxlq/fgiGD9+Kw4dj8eqrIXjttRA4OiqRl6c1XCEtkQD/+19PPPtsyyqL46efBmHMmO1o1GgFHB0VyMjIN/SEDR/eFO+916XKjm1Ob77ZEWlpufjkk0NYuTISK1dGws5ODmtrGdLScg1fzA0bqozqyeUybNo0DH36/I5r11LRq9cG2NvLodUKyM4uQNOmjnjvvfalruYlFldX09PWAcCsWYGYPbtHmfvp08cXTZo44vr1VPj5/QQXFxvDD6KDB8caLiRbu/ZxDBy4GadPJ2LUqL+hVFpBLpcalk12clLizz9HVGp8/ODBjRAWNhrjxu3AtWupmDp1D6ZO3QNraxlUKmtkZuYbXcDarZsn5s0LMtrHxImtsXr1ORw5EoeXXtqFl1/+Dw4O1oYexM8+64HQ0Nslns63spJi8eL+GDnyL+zbF4PGjVdCpbJGVlYBCgp0ePHF1tBqBcNS1w+6fVuDjz46iI8+Ogi5XAoHB2ujacEaN1bj66/7GsoXFOiwZctVbNlyFYB+3mNBgOF5BPQ/iFu3LntRFKlUgu++64eRI/9CWFg0mjX7CQ4O1sjN1SIvT4v69R2wYEEvjBu3o8x9mdvPPz9mWD562LA/YWNjBZlMgoyMfLi62mDhwj6YNGlXsXp+fs6YNi0A33wTgcWLT2Hx4lNwdNQvr63TCRg0qCE6dfIwOWPJpEltcPhwLL79NgJLl56Bm5sNJBIJRo5sjgUL+lj0c0ZkDuw5phrLxcUW+/aNwS+/PI4hQxrD3d0OGRn6L0c/P2dMntwWJ0+Ox//9X/muWK+sp59ujr17n8GQIY0hk0lhZSVFu3au+P77fvjjj+EWPb3Ywz76KBBnzkzAyy+3RbNmTtDpBGRm5sPT0w6DBjXEvHm9ceDA2GL1/P1dcPr0BEya1AaennbIz9fBw8MOb78dgOPHn4ezc8m9jbWFXC5DaOgojBvnD29vB6Sk5OL2bQ1u39YYDRlwdbVFePizWLAgCJ06uUMulyIvT4tmzZwwbVoAzp+faLQSXEV16+aFixdfxPr1QzB2bAs0aeIIhUL/48beXo5u3Tzx9tsBOHLkOYSHP4cuXYzn5rW21q/y9sEHXdC4sRpSqQRWVlIMGNAAf//9JD7+OLDU4z/5ZDP8999I9O3rCwcHa2i1Atq3d8VPPw3CTz8NLrGOSqXA9u1PYtq0AHTp4gFXV1ukp+fBzk6Ozp098MUXPXH69ASjmSrefjsA333XD8OHN0Xz5k4QBP0QCl9fB4we7Yf9+8eUe6aKorj37HkGAwY0gIODNfLzdWjQQIUZMzrh1Knxhin2qpunpz2OH38e06cHoEEDFbRaAWq1Ai+91AYnT45HkyZqk3W//rovli8fiA4d3KBQyKDVCujQwQ3fftsX//zzFKysTJ9Je+GFNlixYiC6dPGAlZUE0dHpuH1bg+Tk+730lvqcEZmDRCjtChIiIiIiojqk5nRpERERERFVMSbHRERERESFmBwTERERERVickxEREREVIjJMRERERFRISbHRERERESFmBwTERERERVickxEREREVIjJMRERERFRISbHRERERESFmBwTERERERVickxEREREVIjJMRERERFRISbHVK0uXbqE9957D+3bt4eDgwM8PT0xZMgQnDhxotz7yM3Nxfvvvw8vLy/Y2Niga9euCAkJKbVOamoq3NzcIJFIsHnz5kdtRon++usvdOzYEUqlEvXr18esWbNQUFBQrro6nQ7z5s1Do0aNoFQq0bZtW/z222/Fyk2cOBESiaTYrUWLFpXe57Fjx/D6668jICAAcrkcEomk4o03o4sXL2Lw4MGwt7eHs7Mzxo0bh6SkpHLXL8/rsGbNmhKfR4lEgvj4eHM3iYiIahArsQOgumXlypX46aef8PTTT+P1119HWloali1bhm7dumHnzp0IDg4ucx8TJ07E5s2bMW3aNDRr1gxr1qzB448/jr1796Jnz54l1vnkk0+QlZVl7uYY/PvvvxgxYgT69OmD77//HpGRkfj888+RmJiIJUuWlFn///7v/zB37lxMnjwZnTt3xrZt2/Dss89CIpFgzJgxRmUVCgVWrlxptE2tVld6nzt27MDKlSvRtm1bNG7cGFeuXKnks/DoYmJi0Lt3b6jVanz55ZfIyMjAggULEBkZiWPHjsHa2rrU+hV9HT777DM0atTIaJujo6M5m0RERDWNQFSNTpw4IaSnpxttS05OFlxdXYUePXqUWf/o0aMCAGH+/PmGbdnZ2UKTJk2EwMDAEutERkYKVlZWwmeffSYAEDZt2vRojSiBv7+/0K5dOyE/P9+w7f/+7/8EiUQiXLx4sdS6MTExglwuF6ZMmWLYptPphF69egk+Pj5CQUGBYfuECRMEOzu7MuOpyD7j4+OFrKwsQRAEYcqUKcKj/lnYu3evAEC4efNmheu+9tprgo2NjXD79m3DtpCQEAGAsGzZsjLrl/d1WL16tQBAOH78eIVjJCKi2o3DKmqA2bNnQyKR4MqVK3j++eehVqvh6uqKjz/+GIIgIDo6GsOHD4dKpYKHhwcWLlxoVL/oFPKtW7eMtoeFhUEikSAsLKza2hIQEAB7e3ujbfXq1UOvXr1w8eLFMutv3rwZMpkML7/8smGbUqnESy+9hPDwcERHRxerM3XqVDz55JPo1avXozegBBcuXMCFCxfw8ssvw8rq/smY119/HYIglDmMY9u2bcjPz8frr79u2CaRSPDaa68hJiYG4eHhxepotVpoNBqz7NPd3R02NjblamtV27JlC4YOHYr69esbtgUHB6N58+bYuHFjqXUr+zqkp6dDq9WapwFERFTjMTmuQUaPHg2dToe5c+eia9eu+Pzzz/Htt99iwIAB8Pb2xldffYWmTZtixowZ2L9/v9mOm5+fj+Tk5HLddDpdpY4RHx8PFxeXMsudOnUKzZs3h0qlMtrepUsXAMDp06eNtm/atAmHDx/GvHnzKhVXeZw6dQoA0KlTJ6PtXl5e8PHxMTxeWn07Ozu0bNnSaHtRmx6un5WVBZVKBbVaDWdnZ0yZMgUZGRmPtE9LcOfOHSQmJhZ7HgF93OV5HoGKvQ59+/aFSqWCra0tnnjiCVy9evURWkBERLUBxxzXIF26dMGyZcsAAC+//DIaNmyId955B3PmzMH7778PABg7diy8vLywatUq9O7d2yzHPXToEPr27Vuusjdv3kTDhg0rtP8DBw4gPDwcH330UZll4+Li4OnpWWx70bbY2FjDtuzsbMyYMQNvv/02GjZsWKzn3Fzi4uKMYng4rgdjMlXf3d292IVwJbXJ09MT7733Hjp27AidToedO3fixx9/xJkzZxAWFmboMa3IPi1FWc/jvXv3kJubC4VCUan6D7bZ1tYWEydONCTHERER+Prrr9G9e3ecPHkSvr6+5mgSERHVQEyOa5BJkyYZ/i+TydCpUyfExMTgpZdeMmx3dHSEn58fbty4YbbjtmvXrszZIIp4eHhUaN+JiYl49tln0ahRI7z33ntlls/Ozi4xOVIqlYbHi8ydOxf5+fn48MMPKxRTRRUd01RcpQ1/KKpf3jbNmTPHqMyYMWPQvHlz/N///R82b95suNCuIvt8VGlpacjPzze6DwApKSlGQ2iUSmWxITUPKut5LCpjKjmuyOvwzDPP4JlnnjHcHzFiBAYNGoTevXvjiy++wNKlS03GSUREtRuT4xrkwXGYgH6GAqVSWWw4glqtxt27d812XCcnp3LNIlFRmZmZGDp0KNLT03Hw4MFSE6ciNjY2yM3NLbY9JyfH8DgA3Lp1C/Pnz8cPP/xQrv0+7OHpvNRqtclxuUXbTcVV1nje8rbJlLfffhsff/wxdu/ebUiOH3WfFTF8+HDs27ev2PaOHTsa3Z8wYQLWrFljcj9lPY8PlqlM/bLa3LNnT3Tt2hW7d+8utRwREdVuTI5rEJlMVq5tACAIguH/puatLe9FSHl5ebh37165yrq6upqM6eF9PvXUUzh79ix27dqF1q1bl2v/np6euHPnTrHtRafUvby8AOinbvP29kafPn0MwymKEt6kpCTcunUL9evXh1Ra8rD7h0/Nr169GhMnTiy1bFxcXLHT8XFxcYZxvqW1ae/evRAEwei1erhNptjY2KBevXpGr9Gj7rMiFi5ciJSUFMP9M2fOYMaMGVi3bh3c3d0N28s65oPP48Pi4uLg7Oxsstf44fqVeR0AwNfXF5cvXy6zHBER1V5MjusAJycnAPqFMB50+/btctU/fPiwWccc63Q6jB8/HqGhodi4cSOCgoLKtW8AaN++Pfbu3QuNRmN0Ud7Ro0cNjwNAVFQUrl27hsaNGxfbR9EMDikpKSbntH14GEmrVq1KjQkATpw4YZSAxcbGIiYmxmhmDVP1V65ciYsXL8Lf399km0xJT09HcnIyXF1dzbbPiggICDC6XzTuuUePHhUaf+7t7Q1XV9cSF4Q5duxYmTE/6usAADdu3DB6HomIqO5hclwHNGnSBACwf/9+QwKh1WqxfPnyctU395jjN998E7///juWLVuGp556ymS5ohkw6tevD1tbWwDAyJEjsWDBAixfvhwzZswAoD+Nvnr1anTt2tXQY/j5558jOTnZaH/nzp3Dxx9/jPfeew+BgYGws7MzeeyKDCNp1aoVWrRogeXLl+OVV14x9JwvWbIEEokEI0eONJRNS0szXFRYtHDH8OHD8fbbb+PHH3/E4sWLAeh7/pcuXQpvb290794dgH5oQH5+PhwcHIyO/7///Q+CIGDw4MGGbeXdp6V5+umn8fPPPyM6OtrwWoaGhuLKlSt4++23DeXy8/Nx/fp1qNVqQ49xRV6HpKSkYknwjh07EBERgbfeequqm0lERBaMyXEd0KpVK3Tr1g0zZ87EvXv34OzsjA0bNpR7aWNzjjn+9ttv8eOPPyIwMBC2trZYt26d0eNPPvmkIWldvHgxPv30U+zduxd9+vQBAHTt2hWjRo3CzJkzkZiYiKZNm+Lnn3/GrVu38NNPPxn2U9JKeUW9xJ07d8aIESPM0p4i8+fPxxNPPIGBAwdizJgxOHfuHBYvXoxJkyYZTaf2559/4oUXXjAapuHj44Np06Zh/vz5yM/PR+fOnbF161YcOHAAv/76qyHJi4+PR4cOHTB27FjDctG7du3Cjh07MHjwYAwfPtxwnPLuE9CfQfjll18AwNBr+/nnnwMAGjRogHHjxpn1uSrNhx9+iE2bNqFv376YOnUqMjIyMH/+fLRp0wYvvPCCodydO3fQsmXLYuOYy/s6dO/eHR06dECnTp2gVqtx8uRJrFq1Cr6+vlV+AScREVk40ZYfoXKbNWuWAEBISkoy2m5qtbSgoCChVatWRtuuX78uBAcHCwqFQnB3dxc+/PBDw8pje/furcrwjUyYMEEAYPL24KpqRe1+OL7s7GxhxowZgoeHh6BQKITOnTsLO3fuLPPYRSu3VcUKeYIgCH/++afQvn17QaFQCD4+PsJHH30k5OXlGZUpWplt9erVRtu1Wq3w5ZdfCg0aNBCsra2FVq1aCevWrTMqk5KSIjz//PNC06ZNBVtbW0GhUAitWrUSvvzyy2LHKe8+BeH+81LSLSgoqMLPw6OskCcIgnDu3Dlh4MCBgq2treDo6Cg899xzQnx8vFGZmzdvCgCECRMmFKtfntfh//7v/4T27dsLarVakMvlQv369YXXXnut2HGIiKjukQjCA1duERERERHVYVwhj4iIiIioEJNjIiIiIqJCTI6JiIiIiAoxOSYiIiIiKsTkmIiIiIioEJNjIiIiIqJCXASkBDqdDrGxsXBwcIBEIhE7HCKqowRBQHp6Ory8vCCVsi+DiKg6MDkuQWxsrGHpWiIisUVHR8PHx0fsMIiI6gQmxyVwcHAAoP9CUqlUIkdTe5w6dUrsEKpFTk4OBg8eDADYuXMnlEqlyBFVnw4dOogdQq2i0Wjg6+tr+JtERERVj8lxCYqGUqhUKibHZmRvby92CNVCJpMZ/m9nZwcbGxsRo6le/LxUDQ7vIiKqPjVqENvcuXMhkUgwbdq0Ustt2rQJLVq0gFKpRJs2bbBjx47qCZCIiIiIarQakxwfP34cy5YtQ9u2bUstd/jwYYwdOxYvvfQSTp06hREjRmDEiBE4d+5cNUVKRERERDVVjUiOMzIy8Nxzz2HFihVwcnIqteyiRYswePBgvPvuu2jZsiX+97//oWPHjli8eHE1RUtERERENVWNSI6nTJmCIUOGIDg4uMyy4eHhxcoNGjQI4eHhJuvk5uZCo9EY3YgqS6lU4sCBAzhw4ECduhiPiIioNrD4C/I2bNiAkydP4vjx4+UqHx8fD3d3d6Nt7u7uiI+PN1lnzpw5+PTTTx8pTqIiEomkTl2ER0REVJtYdM9xdHQ0pk6dil9//bVKe+BmzpyJtLQ0wy06OrrKjkVERERElsuie44jIiKQmJiIjh07GrZptVrs378fixcvRm5urtG0WQDg4eGBhIQEo20JCQnw8PAweRyFQgGFQmHe4KnOysvLw5dffgkA+PDDD2FtbS1yRERERFReFt1z3L9/f0RGRuL06dOGW6dOnfDcc8/h9OnTxRJjAAgMDERoaKjRtpCQEAQGBlZX2OUmCAIEQRA7DDIzrVaL7du3Y/v27dBqtWKHQ1VAk5OPXefjkZadL3YoRERkZhbdc+zg4IDWrVsbbbOzs0O9evUM28ePHw9vb2/MmTMHADB16lQEBQVh4cKFGDJkCDZs2IATJ05g+fLl1R6/KYIg4MM/z2HPpQT8NrkbGrvWjcUxiGqLQ1eT8dqvJ+Hn7oBdb/cWOxwiIjIji+45Lo+oqCjExcUZ7nfv3h3r16/H8uXL0a5dO2zevBlbt24tlmSLSSKR4FZyJhI0uTh4LVnscIiogoo+t4FN6okcCRERmZtF9xyXJCwsrNT7ADBq1CiMGjWqegKqpJ7NXBB+4y4OXk3G+MCGYodDRBVQlBz3bOoiciRERGRuNb7nuKYq+lINv34XBVqdyNEQUXlF38vC7btZkEkl6MaeYyKiWofJsUhae6uhtpEjPbcAZ++kiR0OEZVTUa9xB19H2Ctq3Mk3IiIqA5NjkcikEnQv7HU6eJXjjolqiqLPa89mHFJBRFQbMTkWUdGXK5Pj2kWpVCIkJAQhISFcPrqW0ekEHLrO8cZERLUZzwmKqFdTVwDAyagUZOYWwI6naGsFiUQCJycnscOgKnA+VoPUrHzYK6zQztdR7HCIiKgKsOdYRPXr2cLX2QYFOgFHb94VOxwiKkPReONujetBLuOfTyKi2oh/3UXWs7D3+OBVJse1RV5eHr766it89dVXyMvLEzscMqOD15IAAD2bcpYKIqLaismxyIrGLRZ96VLNp9VqsWnTJmzatInLR9ciOflaHL+VAgDo2cxV5GiIiKiqMDkWWfcm9SCRAFcSMpCgyRE7HCIy4fite8gr0MFDpUQTVzuxwyEioirC5FhkTnbWaOOtBgAc4lLSRBbrwSncJBKJyNEQEVFVYXJsAXo05ZRuRJaOS0YTEdUNTI4tQC/DuONkCIIgcjRE9LC7Gbk4H6sBcP/HLBER1U5Mji1AxwZOUFhJkZiei6uJGWKHQ0QPOXxdP5tMCw8HuDooRI6GiIiqEpNjC6CUy9ClkTMA4ACHVhBZHMN4Y/YaExHVekyOLUSvwqWkeVFezadQKPDXX3/hr7/+gkLBXsaaThCE++ONmzE5JiKq7bhesYUoGsd45MZd5BXoYG3F3y01lVQqhZeXl9hhkJncupuFO6nZsJZJDWd4iIio9mIGZiFaeqhQz84aWXlanI5OFTscIipU1GvcsYEjbK3Zn0BEVNsxObYQUqkE3Q1TunG1vJosPz8fixYtwqJFi5Cfny92OPSIij6PHG9MRFQ3MDm2IEVTuh3guOMaraCgAL/88gt++eUXFBQUiB0OPYICrc4wUwWXjCYiqhssOjlesmQJ2rZtC5VKBZVKhcDAQPz7778my69ZswYSicToplQqqzHiR9Oj8GKfM9Gp0OSwx5FIbJF30pCeUwCV0sqwkiUREdVuFp0c+/j4YO7cuYiIiMCJEyfQr18/DB8+HOfPnzdZR6VSIS4uznC7fft2NUb8aLwdbdDYxQ46AQgv7K0iIvEUTeHWvYkLZFIuGU1EVBdY9NUlw4YNM7r/xRdfYMmSJThy5AhatWpVYh2JRAIPD4/qCK9K9GzmghvJmTh0LRmDWtXcdhDVBpzCjYio7rHonuMHabVabNiwAZmZmQgMDDRZLiMjAw0aNICvr2+ZvcxFcnNzodFojG5i6WG4KI/jjonElJlbgJNRKQB4MR4RUV1i8clxZGQk7O3toVAo8Oqrr+LPP/+Ev79/iWX9/PywatUqbNu2DevWrYNOp0P37t0RExNT6jHmzJkDtVptuPn6+lZFU8olsEk9SCXAjeRM3EnNFi0Oorru2K17yNcK8HGyQYN6tmKHQ0RE1cTik2M/Pz+cPn0aR48exWuvvYYJEybgwoULJZYNDAzE+PHj0b59ewQFBeGPP/6Aq6srli1bVuoxZs6cibS0NMMtOjq6KppSLiqlHO18HQEAh9h7TCSaB5eMlkg43piIqK6w6DHHAGBtbY2mTZsCAAICAnD8+HEsWrSozIQXAORyOTp06IBr166VWk6hUFjUMr+9mrrgVFQqDlxLxjOdxevFpspRKBT4/fffDf+nmsmQHHO8MRFRnWLxPccP0+l0yM3NLVdZrVaLyMhIeHp6VnFU5lU0n+rha8nQ6QSRo6GKkkqlaNKkCZo0aQKptMZ9xAhAYnoOLiekQyLRz1RBRER1h0X3HM+cOROPPfYY6tevj/T0dKxfvx5hYWHYtWsXAGD8+PHw9vbGnDlzAACfffYZunXrhqZNmyI1NRXz58/H7du3MWnSJDGbUWHtfR1hay3D3cw8XIzXoJUX51clqk6HCmepaOWlgrOdtcjREBFRdbLo5DgxMRHjx49HXFwc1Go12rZti127dmHAgAEAgKioKKOeuZSUFEyePBnx8fFwcnJCQEAADh8+bPICPktlbSVFt8b1sOdSIg5eTWZyXMPk5+dj1apVAIAXX3wRcrlc5Iioog4UDqnowVkqiIjqHIkgCDxv/xCNRgO1Wo20tDSoVCpRYlh18CY+234BPZrWw6+TuokSg7lFRESIHUK1yM7ORq9evQAABw4cgI2NjcgRVZ+AgACxQ3hkOp2ALl/uRnJGHtZP6oruIibIlvC3iIioruGASAvVx08/7vjYzXvIyC0QORqiuuN8rAbJGXmws5ahU0NnscMhIqJqxuTYQjVysUODerbI1wo4fI1TuhFVl72XEwHoh1RYW/FPJBFRXcO//BZKIpGgT3N97/Hey0kiR0NUd4QVJsd9W7iJHAkREYmBybEF61P45bzvciI4NJyo6qVk5uFUdCqA+0ObiIiobmFybMECG9eDwkqK2LQcXEnIEDscolpv/9UkCALg5+4AT3XduZCSiIjuY3JswZRyGQKb1ANw/1QvEVWdfYVDmPq0YK8xEVFdxeTYwt0fd8zkuKawtrbGzz//jJ9//hnW1lxAoqbQ6QTsu1KYHDfneGMiorqKybGF6+On/5I+cSsF6Tn5IkdD5SGTydCqVSu0atUKMplM7HConCLvpOFuZh7sFVbo1NBJ7HCIiEgkTI4tXEMXOzR2sUOBTjAsaUtE5ld0dqZnUxfIZfzTSERUV/EboAYIKrxqPoxTutUI+fn5WLt2LdauXYv8fPb21xRFn6++HG9MRFSnMTmuAfoWDq0Iu5zEKd1qgIKCAnz33Xf47rvvUFDA1Q1rgrsZuTgTkwoACOJ4YyKiOo3JcQ3QpZEzbOQyxGtycCk+XexwiGqdA1eTIQhAS08VPNRKscMhIiIRMTmuAZRyGboXTunGWSuIzK9oqkQu/EFEREyOa4iiL+2wSxx3TGROWqMp3JgcExHVdUyOa4iiKd0iolKQls2LvIjM5WxMKlKy8uGgtELHBpzCjYiormNyXEP4OtuiiasdtDoBB69ySjcic9lbOEtFr2acwo2IiJgc1yj3Z63guGMic9lnGG/MWSqIiAiwEjsAKr8+fm5YefAmwq4kQacTIJVKxA6JSmBtbY2lS5ca/k+WKzkjF2di0gBwvDEREekxOa5BOjdygq21DEnpubgQp0Frb7XYIVEJZDIZOnXqJHYYVA77Cy/Ea+WlgpuKU7gREZGFD6tYsmQJ2rZtC5VKBZVKhcDAQPz777+l1tm0aRNatGgBpVKJNm3aYMeOHdUUbdVTWMnQvYkLAA6tIDKHolXxOIUbEREVsejk2MfHB3PnzkVERAROnDiBfv36Yfjw4Th//nyJ5Q8fPoyxY8fipZdewqlTpzBixAiMGDEC586dq+bIq07R0rZcStpyFRQUYOPGjdi4cSNXyLNgWp2A/VcLl4zmeGMiIiokEWrYesTOzs6YP38+XnrppWKPjR49GpmZmdi+fbthW7du3dC+fXvDGNDy0Gg0UKvVSEtLg0qlMkvc5nInNRs95u6BVAKc/HgAHG1rzpjWiIgIsUOoFtnZ2ejVqxcA4MCBA7CxsRE5ouoTEBAgdgjlFnE7BU8vOQyV0gonPx4AKwucqcKS/xYREdVWlvdtYIJWq8WGDRuQmZmJwMDAEsuEh4cjODjYaNugQYMQHh5e6r5zc3Oh0WiMbpbK29EGzd3toRP0S94SUeUUDU3q1dzVIhNjIiISh8V/I0RGRsLe3h4KhQKvvvoq/vzzT/j7+5dYNj4+Hu7u7kbb3N3dER8fX+ox5syZA7Vabbj5+vqaLf6qUHQKmEtJE1Ve0dAkDqkgIqIHWXxy7Ofnh9OnT+Po0aN47bXXMGHCBFy4cMGsx5g5cybS0tIMt+joaLPu39yCCi8e2ndZP6UbEVVMYnoOIu/op3AL4hRuRET0AIufys3a2hpNmzYFoB/PePz4cSxatAjLli0rVtbDwwMJCQlG2xISEuDh4VHqMRQKBRQKhfmCrmKdGjjDXmGFu5l5OBebhrY+jmKHRFSj7L+iH5LUxlsNV4ea89knIqKqZ/E9xw/T6XTIzc0t8bHAwECEhoYabQsJCTE5RrmmsraSokfTegCAvZc4awVRRYUZVsVjrzERERmz6OR45syZ2L9/P27duoXIyEjMnDkTYWFheO655wAA48ePx8yZMw3lp06dip07d2LhwoW4dOkSZs+ejRMnTuCNN94QqwlVhuOOiSonX6szLP7B5JiIiB5m0cMqEhMTMX78eMTFxUGtVqNt27bYtWsXBgwYAACIioqCVHo/v+/evTvWr1+Pjz76CB9++CGaNWuGrVu3onXr1mI1ocr0KUyOz8SkIjE9B24OXN3LUsjlcnz77beG/5NlOX7zHjQ5BahnZ432vk5ih0NERBbGopPjn376qdTHw8LCim0bNWoURo0aVUURWQ4PtRJtfdQ4G5OG0IuJGNulvtghUSErKyv07NlT7DDIhP8u6K9L6NfCDTKpRORoiIjI0lj0sAoq3UB//bR1IRcSyihJRAAgCILh8zKwVekX6hIRUd3E5LgGG+Cv/3I/eC0ZmblcpthSFBQU4O+//8bff//N5aMtzIU4De6kZkMpl6JnUxexwyEiIgvE5LgGa+5uj/rOtsgr0OHAVc5aYSny8/Px6aef4tNPP0V+fr7Y4dADinqNezVzhY21TORoiIjIEjE5rsEkEolhaMV/5zm0gqgsRcnxAH/3MkoSEVFdxeS4hiv6kt9zOREFWp3I0RBZrjup2Tgfq4FUAvRvwSWjiYioZEyOa7iABk5wspUjNSsfx2+liB0OkcUKOR8PQL/CZD17ropHREQlY3Jcw1nJpOjfkrNWEJUl5CKHVBARUdmYHNcCRV/2/12IhyAIIkdDZHnSsvNx9MY9AEyOiYiodEyOa4FezVygsJIiJiUbl+LTxQ6HyOKEXU5EgU5AMzd7NHSxEzscIiKyYBa9Qh6Vj621FXo1c8Hui4kIuZCAlp4qsUOq0+RyOebOnWv4P4nvP85SQURE5cSe41piYOGCIP9diBc5ErKyskJwcDCCg4NhZcXfn2LLLdAi7FIiAK6KR0REZWNyXEv0a+kGiQQ4d0eD2NRsscMhshjh1+8iM08LNwcF2nqrxQ6HiIgsHJPjWsLFXoGA+k4AgN0XOWuFmAoKCrB7927s3r2by0dbgKJZXIL93SGVSkSOhoiILB2T41pkYCtO6WYJ8vPz8cEHH+CDDz7g8tEi0+kEw49FjjcmIqLyYHJciwwoHHccfv0u0rKZlBGdvZOGBE0u7Kxl6N6kntjhEBFRDcDkuBZp5GKHpm72KNAJCLucKHY4RKILKbxAtY+fGxRWMpGjISKimoDJcS0z0J9DK4iKhHAKNyIiqiAmx7VMURIQdjkJuQVakaMhEs+t5ExcSciATCpBXz83scMhIqIagslxLdPOxxFuDgpk5BbgSOFyuUR1UVGvcddGzlDbcjEWIiIqHybHtYxUKkH/lkVDK7ggCNVdHFJBRESVYdHJ8Zw5c9C5c2c4ODjAzc0NI0aMwOXLl0uts2bNGkgkEqObUqmspogtQ9GUbrsvJEKnE0SOpu6Ry+WYNWsWZs2axeWjRXIvMw8nbuvPnDA5JiKiirDotW337duHKVOmoHPnzigoKMCHH36IgQMH4sKFC7CzszNZT6VSGSXREkndmvi/e5N6sLOWIV6Tg8g7aWjn6yh2SHWKlZUVhg0bJnYYdVroxQToBMDfUwUfJ1uxwyEiohrEopPjnTt3Gt1fs2YN3NzcEBERgd69e5usJ5FI4OHhUe7j5ObmIjc313Bfo9FUPFgLorCSIcjPFTsi4xFyIYHJMdU5/3FIBRERVZJFD6t4WFpaGgDA2dm51HIZGRlo0KABfH19MXz4cJw/f77U8nPmzIFarTbcfH19zRazWAYWLgjCKd2qX0FBAQ4ePIiDBw9y+WgRZOdpceBqEgAmx0REVHE1JjnW6XSYNm0aevTogdatW5ss5+fnh1WrVmHbtm1Yt24ddDodunfvjpiYGJN1Zs6cibS0NMMtOjq6KppQrfr6uUEmleByQjpuJWeKHU6dkp+fj2nTpmHatGlcPloE+68mISdfB29HG7TyUokdDhER1TA1JjmeMmUKzp07hw0bNpRaLjAwEOPHj0f79u0RFBSEP/74A66urli2bJnJOgqFAiqVyuhW06lt5YblcnecixM5GqLq889Z/fv9sdYede56AyIienQ1Ijl+4403sH37duzduxc+Pj4VqiuXy9GhQwdcu3atiqKzXEPaeAIAtp9hckx1Q06+Frsv6ocSDWnrKXI0RERUE5k1OU5OTsbXX3+Nnj17wsvLC/b29vDz88PYsWOxa9euCu9PEAS88cYb+PPPP7Fnzx40atSowvvQarWIjIyEp2fd+6Ic1MoDMqkEF+I0uJGUIXY4RFUu7HIisvK08Ha0QXteiEpERJVgttkqVq9ejd9++w1dunTBlClToFKpoFQqodFoEB8fj19//RWrV6/GDz/8gHr16pVrn1OmTMH69euxbds2ODg4ID5ev6iFWq2GjY0NAGD8+PHw9vbGnDlzAACfffYZunXrhqZNmyI1NRXz58/H7du3MWnSJHM1tcZwsrNGj6Yu2H8lCTsi4/BGv2Zih0RUpbYXDqkY0taTQyqIiKhSzJIc//jjj2jSpAn+++8/k2Vee+01xMfHY/78+fjkk09ga1v23KNLliwBAPTp08do++rVqzFx4kQAQFRUFKTS+x3gKSkpmDx5MuLj4+Hk5ISAgAAcPnwY/v7+FW9YLTC0rSf2X0nC9rNMjql2y87TIvRiIoD7Q4qIiIgq6pGT47t376JPnz7lSj49PDzw+eef49SpU+jcuXOZ5QWh7NXdwsLCjO5/8803+Oabb8qsV1cM8vfA/8kicSk+HdcSM9DUzV7skIiqxN7LicjO18LHyQZtfdRih0NERDXUI485rlevHvz9/aHRaJCXl1fscZ1Oh++//95w38rKqlyJMZmH2laOnk1dAAA7InlhXnWQy+V477338N5773H56Gr0D4dUEBGRGZjlgrwff/wRzs7OaNq0KbKzs40PIJWiR48e+P33381xKKqEIW29ANxPHqhqWVlZ4ZlnnsEzzzwDKyuLXoSy1sjKK0DoJf0sFUPbeIkcDRER1WRmSY6PHDmCw4cPY8iQISX2lHXs2BFLly41x6GoEgb4u0Mu0y8IcjUhXexwiMxuz6VE5OTrUN/ZFq29a/485UREJB6zJMe9e/eGTqfDkiVLSuwpi4iIwPHjx81xKKoEtY0cvZu5Arh/NT9VHa1WixMnTuDEiRPQarVih1MnFJ0VGcohFURE9IjMkhxPnDgR77zzDj777LMSE4I1a9bUilXnarKiBRH+iYwr14WOVHl5eXl49dVX8eqrr5Y4Dp/MKyO3AHsuFc5SwYU/iIjoEZklObayssKmTZuwb98+dOnSBWq1GoMGDcLChQsRHR0NnU4HPz8/cxyKKinY3x3WMimuJWbgSgIXBKHaI/RiAnILdGjkYgd/T/4IJyKiR2O2FfK8vLwQGhqKQ4cOYerUqcjJycHHH3+Mxo0bY//+/fDw8DDXoagSVEo5ejfXD63452ysyNEQmY9hloo2HFJBRESPzuyX0gcGBiIwMBAAkJ+fj2PHjmH37t0cc2wBhrXzxO6LCdgeGYe3BzRnIkE1XnpOPsKuJAHgkAoiIjKPKp1nSi6Xo0ePHujRowdOnjxZlYeicujf0h3WVlLcSMrEpfh0tOQpaKrhQi8mIq9Ah8audmjh4SB2OEREVAuYbVhFWTp27FhdhyIT7BVW6OtXNGsFh1ZQzVc0+8pQDqkgIiIzqbbkmCzDgwuCcNYKqsk0OfnYbxhSwYU/iIjIPLh8Vx3Tv4UbFFZS3LqbhfOxGrT2VosdUq1jZWWFt956y/B/qhq7LyQgT6tDUzd7NHe3FzscIiKqJcz+zR0aGorQ0FAkJiZCp9MZPbZq1SpzH44qyE5hhX4t3PDvuXj8ExnH5LgKyOVyjB8/Xuwwaj3OUkFERFXBrMMqPv30UwwcOBChoaFITk5GSkqK0Y0sg2FBEA6toBoqLTsf+69ylgoiIjI/s/YcL126FGvWrMG4cePMuVsys34t3GAjlyHqXhbO3dGgjQ97j81Jq9Xi0qVLAIAWLVpAJpOJHFHtE3IhAflaAc3d7dHcnbNUEBGR+Zi15zgvLw/du3c35y6pCthaW6FfSzcAwPZIzlphbnl5eZgwYQImTJjA5aOrSNFCNkPa8EI8IiIyL7Mmx5MmTcL69evNuUuqIkPbcGgF1UxpWfk4cDUZADCkLVfeJCIi8zLrsIqcnBwsX74cu3fvRtu2bSGXy40e//rrr815OHoEffzcYGstQ0xKNs7EpKG9r6PYIRGVy64L8SjQCWjh4YCmbhxSQURE5mXW5Pjs2bNo3749AODcuXNGj/FqcstiYy1D/5bu+PtMLLadvsPkmGqMrafuAACG8kI8IiKqAmYdVrF3716Ttz179lR4f3PmzEHnzp3h4OAANzc3jBgxApcvXy6z3qZNm9CiRQsolUq0adMGO3bsqExzar0nO+jHa/51Ohb5Wl0ZpYnEdyc1G+E37gIARnTwFjkaIiKqjSx6hbx9+/ZhypQpOHLkCEJCQpCfn4+BAwciMzPTZJ3Dhw9j7NixeOmll3Dq1CmMGDECI0aMKNaTTUCvZq5wsbfG3cw8w0pjRJZs66k7EASgW2Nn+DjZih0OERHVQo88rGL69OnlLlvRMcc7d+40ur9mzRq4ubkhIiICvXv3LrHOokWLMHjwYLz77rsAgP/9738ICQnB4sWLsXTp0godv7aTy6QY3t4bPx28iS0nY9C/pbvYIRGZJAgCtpyMAQA81dFH5GiIiKi2euTk+NSpU+UqZ44xx2lpaQAAZ2dnk2XCw8OLJeyDBg3C1q1bTdbJzc1Fbm6u4b5Go3m0QGuQpzrqk+PdFxKRlpUPta287EpUKisrK0yePNnwfzKPMzFpuJGUCaVcisfbcLwxERFVjUf+5t67d6854iiTTqfDtGnT0KNHD7Ru3dpkufj4eLi7G/eAuru7Iz4+3mSdOXPm4NNPPzVbrDWJv6cKLTwccCk+HX+fjcXz3RqIHVKNJ5fL8corr4gdRq3zR2Gv8eBWHrBX8EcHERFVDYsec/ygKVOm4Ny5c9iwYYPZ9z1z5kykpaUZbtHR0WY/hqWSSCR4uvAUdVHyQWRpcgu0+OuMfuEPDqkgIqKqZLbkODs7GwcPHsSFCxeKPZaTk4O1a9dWet9vvPEGtm/fjr1798LHp/QvRg8PDyQkJBhtS0hIgIeH6cUCFAoFVCqV0a0uGd7eC1IJcDIqFTeTTV/sSOWj0+lw/fp1XL9+HTodZwExh72XkpCalQ93lQI9mrqIHQ4REdViZkmOr1y5gpYtW6J3795o06YNgoKCEBcXZ3g8LS0NL7zwQoX3KwgC3njjDfz555/Ys2cPGjVqVGadwMBAhIaGGm0LCQlBYGBghY9fV7iplOjd3BUAe4/NITc3F6NHj8bo0aONxrJT5RW9L0d08IZMyjnTiYio6pglOX7//ffRunVrJCYm4vLly3BwcECPHj0QFRX1SPudMmUK1q1bh/Xr18PBwQHx8fGIj49Hdna2ocz48eMxc+ZMw/2pU6di586dWLhwIS5duoTZs2fjxIkTeOONNx4pltruKcPQijvQ6bicNFmOe5l52Hs5EQDwVAcOqSAioqplluT48OHDmDNnDlxcXNC0aVP8/fffGDRoEHr16oUbN25Uer9LlixBWloa+vTpA09PT8Pt999/N5SJiooy6qXu3r071q9fj+XLl6Ndu3bYvHkztm7dWupFfAQM9HeHg8IKd1KzcfTmPbHDITL4+0ws8rUCWnur4OfB5aKJiKhqmeWS7+zsbKMpqyQSCZYsWYI33ngDQUFBWL9+faX2Kwhl92CGhYUV2zZq1CiMGjWqUsesq5RyGYa09cSG49H442QMApvUEzskIgD3h1Q8zQvxiIioGpil57hFixY4ceJEse2LFy/G8OHD8cQTT5jjMFTFioZW7IiMQ3aeVuRoiIBriek4E5MGK6kEw9p5iR0OERHVAWZJjp988kn89ttvJT62ePFijB07tly9wCSuzg2d4Otsg8w8LXadNz0vNFF1+ePkHQBAHz9XuNgrRI6GiIjqArMkxzNnzsSOHTtMPv7jjz9ySqsaQCKRGC542sJZK0hkWp2AP0/pk2PObUxERNWFy0yRkac6emNR6FUcupaM+LQceKiVYodU41hZWWHcuHGG/1PlHLlxF3FpOVAprdC/pZvY4RARUR1RZSvkXblyBQUFBVW1e6oiDerZoXNDJ+gEYOvpO2KHUyPJ5XJMnToVU6dOhVwuFzucGqvo7MWwdl5QWMlEjoaIiOqKKkuOW7Zs+UjTuJF4ik5hb4mI4VhxEkVmbgF2ntOPe+eQCiIiqk5Vlhwzqaq5hrT1hLWVFFcTM3DujkbscGocnU6H2NhYxMbGcqx9Je08F4+sPC0audihY31HscMhIqI6pMqSY6q5VEo5Bvq7A+CFeZWRm5uLJ554Ak888QSXj66kP07p33dPdfCGRMLloomIqPowOaYSFS248NeZWOQVsPeTqk9sajYOX78LABjRwVvkaIiIqK5hckwl6tXMBS72CtzLzMO+K0lih0N1yJ+n7kAQgK6NnOHrbCt2OEREVMcwOaYSWcmkGNFevyLZ5ohokaOhukIQBGyJ4HLRREQkHibHZNKoTr4AgN0XE5GgyRE5GqoLwq/fxY3kTNhZy/B4W0+xwyEiojqIyTGZ5OfhgE4NnKDVCfj9OHuPqer9ejQKAPBkR2/YK7iAChERVb8qS47ff/991KtXr6p2T9XkuW71AQC/HYtCgZYX5lHVSUzPwa7z+rmNn+vaQORoiIiorqqy5HjOnDlMjmuBx1p7wslWjri0HOy9zAvzykMmk2HUqFEYNWoUZDKu7FZeG49Ho0AnIKCBE1p6qsQOh4iI6qhHTo6joqIqVP7OHS5JXJMo5TLD2ON1R26LHE3NYG1tjffffx/vv/8+rK2txQ6nRtDqBPx2TD9057mu9UWOhoiI6rJHTo47d+6MV155BcePHzdZJi0tDStWrEDr1q2xZcuWRz0kVbNnu+iTlf1XkxB1N0vkaKg22nclEXdSs+FoK8fjbXghHhERieeRr3i5cOECvvjiCwwYMABKpRIBAQHw8vKCUqlESkoKLly4gPPnz6Njx46YN28eHn/8cXPETdWooYsdejVzwYGryVh/LAofPNZC7JAsmiAISE1NBQA4OjpyhbdyWHdEfwZqVIAPlHIORSEiIvE8cs9xvXr18PXXXyMuLg6LFy9Gs2bNkJycjKtXrwIAnnvuOURERCA8PJyJcQ1WdIHUphPRyC3QihyNZcvJycGAAQMwYMAA5ORwCryyxKRkYe/lRADAs7wQj4iIRGa2uZJsbGwwcuRIjBw5ssTHz507h9atW1d4v/v378f8+fMRERGBuLg4/PnnnxgxYoTJ8mFhYejbt2+x7XFxcfDw8Kjw8UkvuKUb3FUKJGhysfNcPIa357K+ZB6/HYuCIAA9m7qgkYud2OEQEVEdV6XzHKenp2P58uXo2rUr2rdvX6l9ZGZmol27dvjhhx8qVO/y5cuIi4sz3Nzc3Cp1fNKzkkkxprN+7HHRXLREjyqvQIffj+tXxOOFeEREZAmqZJb9/fv346effsKWLVtga2uLXr164cSJE5Xa12OPPYbHHnuswvXc3Nzg6OhYqWNSycZ2qY/Fe6/h2M17uJKQjubuDmKHRDVcyIUEJGfkws1BgWB/d7HDISIiMl/PcXx8PObOnYtmzZrh8ccfR0FBATZu3IjY2Fh8+umn5jpMubVv3x6enp4YMGAADh06VGrZ3NxcaDQaoxsV56FWon8LfQ/8evYekxkUTQ84prMv5DIu2ElEROIzy7fRsGHD0LhxYxw4cACzZ89GQkICfv31Vzz++OOwsrKq1qv1PT09sXTpUmzZsgVbtmyBr68v+vTpg5MnT5qsM2fOHKjVasPN19e32uKtaZ7vpr9gaktEDLLyCkSOhmqya4kZCL9xF1IJMLoLh1QQEZFlMMuwin/++QfPPvsspk2bhk6dOpljl5Xm5+cHPz8/w/3u3bvj+vXr+Oabb/DLL7+UWGfmzJmYPn264b5Go2GCbELPpi5oUM8Wt+9m4e8zsRjdmUkNVc5vx/RnH/q1cIO3o43I0RAREemZpef48OHDsLGxQb9+/eDn54fPPvsM169fN8euzaJLly64du2ayccVCgVUKpXRjUomlUoMi4IUzU1LxmQyGYYOHYqhQ4dy+WgTcvK12BxReCFeN07fRkRElsMsyXG3bt2wYsUKxMXF4f3338d///2H5s2bo1u3bvj++++RkJBgjsNU2unTp+HpyVW3zGVkgA+sZVJE3knD2ZhUscOxONbW1pg9ezZmz57N5aNN2H42DmnZ+fBxskHvZq5ih0NERGRg1itg7Ozs8OKLL+LgwYO4cOECevfujS+//BLBwcGV3mdGRgZOnz6N06dPAwBu3ryJ06dPIypK32s5c+ZMjB8/3lD+22+/xbZt23Dt2jWcO3cO06ZNw549ezBlypRHahvdV89egcfb6OeMLrqgiqgifj2qf98827U+ZFKuIEhERJajyi4P9/Pzw7x58xATE4M//vgDQ4YMqdR+Tpw4gQ4dOqBDhw4AgOnTp6NDhw745JNPAOgX9yhKlAEgLy8P77zzDtq0aYOgoCCcOXMGu3fvRv/+/R+9UWRQdCr8rzOxSMvOFzkayyIIArKzs5GdnQ1BEMQOx+Kcj03DqahUyGUSjArg2H4iIrIsEoHf3sVoNBqo1WqkpaVx/LEJgiBg8LcHcDkhHbOG+eOFHo3KrBMREVENkYkvOzsbvXr1AgAcOHAANjZ152KzgICAMst8+Gck1h+NwtC2nlj8bMdqiKrm4t8iIqLqx4lFqVIkEgme63Z/xTz+xqLy0OTkY9upOwDuTwtIRERkSZgcU6U92cEbdtYyXEvMwP6ryWKHQzXAb0ejkJmnRTM3e3Rt5Cx2OERERMUwOaZKc1DKDfMcL9tnOVP3kWXKK9Bh9aFbAIDJvRtX6+JARERE5cXkmB7Jiz0bQiaV4PD1uzh3J03scMiC/XUmFvGaHLg5KDC8vZfY4RAREZWIyTE9Eh8nWwxtq59Detn+GyJHQ5ZKEASsKHx/vNCjERRWXByFiIgsE5NjemQv924MANgRGYfoe1kiR0OWKOxKEi4npMPOWoZnu3LJcSIislxMjumRtfJSo1czF2h1An46eFPscEQnlUrRv39/9O/fH1IpP2IAsHyfvtd4bJf6UNvIRY6GiIjINCuxA6Da4eXejXHgajJ+Px6Nqf2bwcmu7i6brFAo8NVXX4kdhsWIjElD+I27sJJK8GLPsufDJiIiEhO7tcgsejZ1gb+nCtn5Wi4pTUaW7dfPZDKsnRe8HOvOgihERFQzMTkms5BIJHglSD/2+OfwW8jJ14ocEVmCqLtZ2BEZBwCY3KuxyNEQERGVjckxmc3jbTzh7WiD5Iw8bDkZI3Y4osnOzkanTp3QqVMnZGdnix2OqH46eAM6AejVzAX+Xlz+mIiILB+TYzIbuUxqGFO68sBNaHVcUrouS8nMw8YT+h9Jr/RuInI0RERE5cPkmMxqTGdfqJRWuJmciZALCWKHQyL65chtZOdr4e+pQo+m9cQOh4iIqFyYHJNZ2SmsMC6wAQBg+X4uKV1X5eRr8fPhWwCAV4K4VDQREdUcTI7J7CZ0bwhrmRQno1Jx4tY9scMhEWw5GYO7mXnwdrTB4208xQ6HiIio3Jgck9m5OSjxVEdvAMDSfVxSuq7R6gSsPKBfDObFno0gl/HPDBER1Rz81qIqMalw2q7dFxNwLTFD5GioOoVcSMDN5EyolFYY09lX7HCIiIgqhMkxVYmmbvYY4O8OAFh5oG71HkulUvTo0QM9evSok8tHF401f75bA9gpuAgnERHVLPzmoirzSu/GCLmQgD9O3sH0Ac3FDqfaKBQKLFq0SOwwRHH81j2cjEqFtUyKid0bih0OERFRhVl8t9b+/fsxbNgweHl5QSKRYOvWrWXWCQsLQ8eOHaFQKNC0aVOsWbOmyuOk4jo1dEZAAyfkaXVYso8zV9QFX/93BQDwVEdvuKmUIkdDRERUcRafHGdmZqJdu3b44YcfylX+5s2bGDJkCPr27YvTp09j2rRpmDRpEnbt2lXFkVJJpgU3AwD8eiQKSVlcUro2O5uQi/Abd2Etk+KNfk3FDoeIiKhSLH5YxWOPPYbHHnus3OWXLl2KRo0aYeHChQCAli1b4uDBg/jmm28waNCgqgpTryDT9GMSGSBTlq8spICVTSXLZgEwtTKdBLCyrWTZbAA602FY2ZVYtmdDGwQ1tsGxmyn464IOkzuqoZPej1eiy4WklP1WqKxECRTOpyvR5UEC08l4xcoqAIn+d6REyIdEKCi1bHZOLgYMGAC5TMDOHX/DxsbGRFlr/fuiXPu9XxZCAaRCfill5YDEqlrLCoKAP86nwEaSj+e71IePWv5ARS2gyzG5X0jkgMy64mUFHaAtZXnuCpW1AmSKosYA2iwzlX3oc09ERBbP4pPjigoPD0dwcLDRtkGDBmHatGkm6+Tm5iI3N9dwX6PRVO7gG+1NP+b1ONDnn/v3t7iZ/lJ1CwKCw+7f39YQyE0uuaxzJ2Dw8fv3//EHMm+XXFbtDww5f//+rs5A2oWSy9o1AIbfun9/d2/g3omSyypcgKeT7t8PewxI3AcAkAD42R5AG/1DBdeUONP8oKFok9j3oM48VPJ+AUT43T9mo7hP4JQRarLsqWYHoJPoE9H6CV/CRbPdZNkzTUJQYOUEAPBJ+gZuqZtMlo1s/Bfy5F4AAK+kH+GR8ovJsucb/o5seCEnJwfvPwV0jxlosuzF+j8jy6YVAMAt5Tf4JH1nsuxl36XIsO0EAHBN/QP1E+eZLHvV+1to7HsCAOpp/kXD+E9Nlr3uNRepDvrPi2NGGJrEfmCy7C2PWbirHgYAUGUeQbM704we/9sbgDeATADXFgPNp+gfSDoAhPY1uV+0nwf4v6v/f8pJYFcX02VbzwLaztb/P+0isKO16bItZwAd5uv/nxkF/NXIdNlmrwOdC89O5SYDf7iZLttoAhC4Rv9/bVbpn3vfkUAv0+8tIiKyPBY/rKKi4uPj4e7ubrTN3d0dGo0G2dkl9xzNmTMHarXacPP15fRTVaWglM5nIiIiIrFJBEEwdV7d4kgkEvz5558YMWKEyTLNmzfHCy+8gJkzZxq27dixA0OGDEFWVlaJp7hL6jn29fVFWloaVCpV+QPksAqTZS/EpeHpH8MBAJ8He6Oho/60e20dVtGrVy/IZUDYnv9q/bCKQ9HZ+OG4BrZWEoS+2xeOttaA1BqQFg6t4LAK04+XQaPRQK1WV/xvERERVVqtG1bh4eGBhIQEo20JCQlQqVQmkxSFQgGFQvHoB38wQRStrG3ZZSpVtuTnrrxl/X3t0MHbEYdjcrDhfAY+6KEf0iBIFSbT84dVrKx11ZSVyCFI5GUXBJCv1Sf3Dyb45tgvJFbQScr50a3islqdgF8vZCBbUGJ4c3s4qpyKl5XKAGk538MVKSuRlv+zUaGykqopS0RENUKtG1YRGBiI0FDjcakhISEIDAwUKSIqMqa1PaQAjsfm4srdPLHDITPYezsbcRlaqKwlGNqsAj+2iIiILJTFJ8cZGRk4ffo0Tp8+DUA/Vdvp06cRFRUFAJg5cybGjx9vKP/qq6/ixo0beO+993Dp0iX8+OOP2LhxI95++20xwqcHeDtYoU9DfS/q+nNcUrqmy9cK2HRe/zo+2dIeNnKL/3NCRERUJov/Njtx4gQ6dOiADh06AACmT5+ODh064JNPPgEAxMXFGRJlAGjUqBH++ecfhISEoF27dli4cCFWrlxZ9dO4UbmM8reHlQSITMzD2YTcsivUQBKJBB07dkTHjh0hKRzXXBv9dyMLydk6OCulGNSEvcZERFQ71KgL8qoLL4KpGhEREQCAn05psONaFpo5yzGnn3OtTiBrq5wCHV7fkYy0XB1e6ajCwMLkOCAgQOTIahf+LSIiqn4W33NMtc9TLe1gLQOu3svHibja2Xtc2+24moW0XB3c7WTo16gCF2sSERFZOCbHVO2clDIMaaa/wv+3cxnQ8eRFjZKZp8PWy/rpBZ9pZQ8rKXv+iYio9mByTKIY7mcHWysJbqcV4HB0KfPa1kDZ2dkIDg5GcHCwyYVnarJtVzKRmS/AR2WFXvW5NDIREdUuTI5JFA7WUgz3K+w9Pp+BAl3t6j1OTU1Famqq2GGYXVqOFv9c0S96MbaVPWQcL05ERLUMk2MSzZBmtlBZSxCfocXeW7Wvh7U22nwxEzlaAU2crNDV2wwL5xAREVkYJsckGhu5FE+3tAegn/c4I6+U5alJdLdS87Hzur7X+NnWDpxlhIiIaiUmxySqQU1t4aOygiZXh/Xn0sUOh0zQCQJWnNRAJwBdvRVo78FeYyIiqp2YHJOo5FIJJndwAAD8dz0b1+7lixwRlSTsdjYu3c2HQibBi+053y4REdVeTI5JdK3dFOhdXwkBwPKTadByajeLkpGnwy9n9ctEP+NvBxdbmcgRERERVR0mx2QRxrdzgK2VBNdTChByo2ZfnCeRSODv7w9/f/9aMS53/bl0aHJ18HGQYUhzO7HDISIiqlJWYgdABOgXBhnbxh4/nUrH+sh0BHoroFbWzB5KpVKJtWvXih2GWVy7l4//rut/rEzuqIKcC34QEVEtx55jshiDmtiikaMVMvMFrD3Li/PEpi28CE8A0Ku+Eq3deBEeERHVfkyOyWLIJBK83FEFCYCw2zm4kJQndkh1WuiNbFxLyYetlQQT2jqIHQ4REVG1YHJMFqV5PWv0b2QDAFhxUlMjV87LycnBsGHDMGzYMOTk1MylsdNydfg1Ut97P6a1PZxsauYQFyIioopickwW5/k2DnCwliBKU4Ad17LEDqfCBEFAXFwc4uLiINTQmTfWnU1HRr6ARo5WGNzEVuxwiIiIqg2TY7I4Dgopni88jf/7+QzczdaKHFHdcik5D3tu3b8IT8aL8IiIqA5hckwWqV9DG/jVkyOnQMCa07w4r7podQKWn9QAKHoNrEWOiIiIqHoxOSaLJJVIMLmjClIAh2NycDo+V+yQ6oR/r2fhdloB7OUSQ+89ERFRXcLkmCxWI0c5HmumH++64qQG2fk6kSOq3eIyCvDbOf1KeM+1dYBawT8PRERU99SIb78ffvgBDRs2hFKpRNeuXXHs2DGTZdesWQOJRGJ0UyqV1RgtmdOYVvZwsZEiPlOLlac0YodTa+XrBHx7JA05BQL8XeQILpwxhIiIqK6x+OT4999/x/Tp0zFr1iycPHkS7dq1w6BBg5CYmGiyjkqlMswWEBcXh9u3b1djxGROtnIppnVzhBT6uY/33bb8paUlEgkaN26Mxo0b15jlozecy8C1lHzYyyWY2tUR0hoSNxERkblZfHL89ddfY/LkyXjhhRfg7++PpUuXwtbWFqtWrTJZRyKRwMPDw3Bzd3evxojJ3Fq6WGNUK3sAwPKTGsRnFIgcUemUSiU2btyIjRs31oizFqfjc7H1ciYA4PXOarjYck5jIiKquyw6Oc7Ly0NERASCg4MN26RSKYKDgxEeHm6yXkZGBho0aABfX18MHz4c58+fL/U4ubm50Gg0RjeyLE+3tIO/i372iq+PpCK/Bi4OYonScrT4/lgaAGBQExt09bb8ZJ6IiKgqWXRynJycDK1WW6zn193dHfHx8SXW8fPzw6pVq7Bt2zasW7cOOp0O3bt3R0xMjMnjzJkzB2q12nDz9fU1azvo0ckk+tP99nIJrqfcv3CMKk8nCPj+eBpSc3XwVVlhQjuV2CERERGJzqKT48oIDAzE+PHj0b59ewQFBeGPP/6Aq6srli1bZrLOzJkzkZaWZrhFR0dXY8RUXi62MrzeWQ0A2HY502Knd8vJycEzzzyDZ555xqKXj95xNQun4vNgLQWmd1NDIeM4YyIiIotOjl1cXCCTyZCQkGC0PSEhAR4eHuXah1wuR4cOHXDt2jWTZRQKBVQqldGNLFNXb6VhOePvj6UhNcfyVs8TBAE3btzAjRs3LHb56Bsp+fjlrH5xlQntVaivloscERERkWWw6OTY2toaAQEBCA0NNWzT6XQIDQ1FYGBgufah1WoRGRkJT0/PqgqTqtn4dg6or7JCaq4O3x9Lg85CE1BLlV2gwzdHUlEgAF28FBjUmNO2ERERFbHo5BgApk+fjhUrVuDnn3/GxYsX8dprryEzMxMvvPACAGD8+PGYOXOmofxnn32G//77Dzdu3MDJkyfx/PPP4/bt25g0aZJYTSAzU8gkeLubGtZS4HRCHrZfyRI7pBpl1al0xGZoUc9Gitc7q2vMdHNERETVwUrsAMoyevRoJCUl4ZNPPkF8fDzat2+PnTt3Gi7Si4qKglR6P8dPSUnB5MmTER8fDycnJwQEBODw4cPw9/cXqwlUBeqr5XihvQrLTmrwa2Q6/F2t0dSZQwPKcjAqG3tuZUMKYGpXRzhYW/zvYyIiomolESx1UKSINBoN1Go10tLSOP7YjCIiIsy6P0EQsCA8FUfu5MLDXoav+teDvQUke9nZ2ejVqxcA4MCBA7CxsYxhC3fSC/DB7rvIKhAwsqUdxrZ2MPsxAgICzL7Puox/i4iIqp/4mQRRJUkkErzWSQ0XWyniM7SYeygFuVr+1ivJ3WwtPtt/D1kFAlrUk+MZf3uxQyIiIrJITI6pRrO3lmJmDyfYyiW4mJyPb46kQivyAiESiQSenp7w9PS0iPG8mXk6fL4/BclZOnjZy/BeDyfIpOLHRUREZImYHFON19BRjpk9nGAtBY7H5mJphEbUKdSUSiX+/vtv/P3336IvH52rFTDnUAqiNAVwUkrxcW8nqBX82BMREZnCb0mqFfxdrfF2N0dIAey5lY31XEEPWp2Ab4+k4mJyPmzlEnzUywludhZ/DS4REZGomBxTrdHFW4lXAvQXLf1xKRP/XM0UOSLxCIKA5Sc1OBabC7kU+KCHExo6cjYPIiKisjA5ploluLEtnm2tv9hs1el0HIzKrvYYcnJyMH78eIwfP1605aM3nM/A7pv6KdumdXVEK1drUeIgIiKqaXiOlWqdp1rYITVHhx3XsvD9sTQ4KKRo566otuMLgoALFy4Y/l/ddl7LwuaL+l7zyR1V6OYj7rhnIiKimoQ9x1TrSCQSvNDeAT18lSgQgHmHUnHtXr7YYVWL8JgcrDylAQCM9rfHwCa2IkdERERUszA5plpJKpHgzc5qtHWzRo5WwBcH7iEqrXYnyBFxufj2aCoEAAMb22CUv53YIREREdU4TI6p1pLLJHivuyOaOFlBkyfgwz33EBGXK3ZYZicIArZfycTcgyko0AFdvRWY1FFlEXMsExER1TRMjqlWs5FL8XEvZ/i7yJFdIGDOwRRsu5wp6jzI5pSvE7A0QoPVZ9KhA9CvoQ3e7uoIGRNjIiKiSmFyTLWeg0KKT4KcEdzIBgKAtWfTsfh4GvJq+FLTmlwdPtt3zzArxYR2Dni9kwpyGRNjIiKiyuJsFVQnyKUSvBqgQgO1FVafSUfY7RzEpmvxXg9HOCllZj+eo6Oj2ff5oKi0fMw5lIrETC1srSSY1s0RAZ7VNyMHERFRbcXkmOoMiUSCx5vZwVtlhYXhqbhyLx/v776LD3o4obGT+RbIsLGxwe7du822v4ediM3BN0fTkFMgwN1Ohpk9neCr4keZiIjIHDisguqcdu4KzO1fD14OMtzN1uH/9t7F4WhxFuuoCEEQsO1yJuYeSkVOgYBWrtb4qn89JsZERERmxOSY6iQvByvM7VcP7d2tkacFFh5JxarTGmTk6cQOrUQJmQVYEJ6KtWfTIQAY0NgGH/d2goOCH2EiIiJzYpcT1Vl21lJ82NMJa8+mY/vVLPxzNQv7bmVjpL89BjexrfSFbTk5OXjrrbcAAN999x2UysqvUJeRp8OWixnYcS0LBTr9r9kX2jvgsaa2nKqNiIioCjA5pjpNJpXghfYqtPdQYO2ZdERpCrDmTDp2XMvC823s0d1HWeEkVBAEnDx50vD/ysjXCdh1PQubLmQgI0+/jzZu1pjQzgGNHM03PpqIiIiMMTkmAtDBQ4G27tbYeysbG85lIDFTi6+PpOEvpyyMb+eAVq7W1RKHIAg4cicX686mIz5TCwDwUVlhQlsHdPCwZm8xERFRFasRAxZ/+OEHNGzYEEqlEl27dsWxY8dKLb9p0ya0aNECSqUSbdq0wY4dO6opUjIlLg5YtswTycmW+3tMJpEguJEtFj/mgjGt7KGUSXAtJR+fhN3D3EMpuJWaX2pP8LJlnli50qPEx1au9MCyZZ4m62oFAZGJufi/vfewIDwV8ZlaOCqkeDVAha8H1ENHT4XFJ8bJyVaYPVv/WhMREdVUlpupFPr9998xffp0LF26FF27dsW3336LQYMG4fLly3BzcytW/vDhwxg7dizmzJmDoUOHYv369RgxYgROnjyJ1q1bi9ACAvQJ04oVXggKSoWLS4HY4ZRKaSXFKH97DGhsg9/PZ2D3zWwcj83F8dhcuNhK0d5dgXbuCrRxt4aD9f3flzKZgKVLvZGfb9y+lSs9sHSpN1599Y7R9rtZWpxKyMXp+DxEJuQiI1+feCtkEjzhZ4vhfnawsaoRv18BAMnJcnz6KfDEE4Cn6d8BREREFk0iWPg6ul27dkXnzp2xePFiAIBOp4Ovry/efPNNfPDBB8XKjx49GpmZmdi+fbthW7du3dC+fXssXbq0XMfUaDRQq9VIS0uDSqUyT0PquJMngYAAYOXKS/DzyxY7nAq5oynAxgvpOBWfh4IHJrOQAmjsLEcbNznauivQxEmOdWs98NNPXgA+A/AVxo+/iLVr6+Oll2Lx7Lh4XL6bhzMJuTibkI8YjXESbSuXoKu3Ak+3tIezjfkXJqlqly/bYNKkFoiIADp2FDua2oF/i4iIqp9F9xzn5eUhIiICM2fONGyTSqUIDg5GeHh4iXXCw8Mxffp0o22DBg3C1q1bTR4nNzcXubm5hvsajebRAieTJk1qIXYIZnUbwN4SH/kEwCdYu1Z/76efvAqT5tJdBrDWbNERERFRRVn0Odvk5GRotVq4u7sbbXd3d0d8fHyJdeLj4ytUHgDmzJkDtVptuPn6+j568ERERERU41h0z3F1mTlzplFvs0ajYYJcRWrisIry0AoC0rJ1EAD8/qsnflvrDSu5DgX5Ujw7/g5GPx8HiQRwVEgt/sK6yioaVkFERFSTWXRy7OLiAplMhoSEBKPtCQkJ8PAoeVYADw+PCpUHAIVCAYVC8egBU5mUSh1sbCxzFbpHZW8rwcqVHvhtrf7iu0mT4g0X46lsgUmT4gEIhbfaR6msna8rERHVLRY9rMLa2hoBAQEIDQ01bNPpdAgNDUVgYGCJdQIDA43KA0BISIjJ8kTm8uCsFPpEWJ8Qv/rqHSxd6m1ymjciIiKyHBbdcwwA06dPx4QJE9CpUyd06dIF3377LTIzM/HCCy8AAMaPHw9vb2/MmTMHADB16lQEBQVh4cKFGDJkCDZs2IATJ05g+fLlYjajzvP0BCZPjoWLS77YoVQZrVaCV1+9g3HjbmPq1PcAAPPmzTMkylpt7RxOUcTFJR+zZnEaNyIiqtksPjkePXo0kpKS8MknnyA+Ph7t27fHzp07DRfdRUVFQSq93wHevXt3rF+/Hh999BE+/PBDNGvWDFu3buUcxyLz9AReeaV2rw5R1L7sbB0OHToEQH+mA4AhQa7NXFwKMHu22FEQERE9Gouf51gMnFu0akRERIgdQrXIzs5Gr169AAAHDhyAjY2NyBFVn4CAALFDqFX4t4iIqPpZ9JhjIiIiIqLqxOSYiIiIiKgQk2MiIiIiokJMjomIiIiICln8bBViKLpGUaPRiBxJ7ZKRkSF2CNUiJyfH8P/MzExotVoRo6le/MyYV9HzyeumiYiqD2erKEFMTAyXjyYiixEdHQ0fHx+xwyAiqhOYHJdAp9MhNjYWDg4OkEjEW7hBo9HA19cX0dHRdWIaJ7a3dqtr7QUevc2CICA9PR1eXl5G87kTEVHV4bCKEkilUovqpVGpVHUmmQDY3tqurrUXeLQ2q9VqM0dDRESlYVcEEREREVEhJsdERERERIWYHFswhUKBWbNmQaFQiB1KtWB7a7e61l6gbraZiKim4wV5RERERESF2HNMRERERFSIyTERERERUSEmx0REREREhZgcExEREREVYnJcTfbv349hw4bBy8sLEokEW7duLbPODz/8gJYtW8LGxgZ+fn5Yu3at0eNr1qyBRCIxuimVyipqQcXMmTMHnTt3hoODA9zc3DBixAhcvny5zHqbNm1CixYtoFQq0aZNG+zYscPocUEQ8Mknn8DT0xM2NjYIDg7G1atXq6oZ5VZV7Z04cWKx13jw4MFV1Yxyq0x7z58/j6effhoNGzaERCLBt99+W2K5H374AQ0bNoRSqUTXrl1x7NixKmhBxVRVe2fPnl3s9W3RokUVtYKIiMqDyXE1yczMRLt27fDDDz+Uq/ySJUswc+ZMzJ49G+fPn8enn36KKVOm4O+//zYqp1KpEBcXZ7jdvn27KsKvsH379mHKlCk4cuQIQkJCkJ+fj4EDByIzM9NkncOHD2Ps2LF46aWXcOrUKYwYMQIjRozAuXPnDGXmzZuH7777DkuXLsXRo0dhZ2eHQYMGIScnpzqaZVJVtRcABg8ebPQa//bbb1XdnDJVpr1ZWVlo3Lgx5s6dCw8PjxLL/P7775g+fTpmzZqFkydPol27dhg0aBASExOrqinlUlXtBYBWrVoZvb4HDx6siiYQEVF5CVTtAAh//vlnqWUCAwOFGTNmGG2bPn260KNHD8P91atXC2q1ugoiNL/ExEQBgLBv3z6TZZ555hlhyJAhRtu6du0qvPLKK4IgCIJOpxM8PDyE+fPnGx5PTU0VFAqF8Ntvv1VN4JVkjvYKgiBMmDBBGD58eFWFaTblae+DGjRoIHzzzTfFtnfp0kWYMmWK4b5WqxW8vLyEOXPmmCtUszBXe2fNmiW0a9fOvMEREdEjYc+xhcrNzS02RMLGxgbHjh1Dfn6+YVtGRgYaNGgAX19fDB8+HOfPn6/uUMslLS0NAODs7GyyTHh4OIKDg422DRo0COHh4QCAmzdvIj4+3qiMWq1G165dDWUshTnaWyQsLAxubm7w8/PDa6+9hrt375o/4EdUnvaWJS8vDxEREUbPiVQqRXBwcI18fcvr6tWr8PLyQuPGjfHcc88hKirqkfdJRESVx+TYQg0aNAgrV65EREQEBEHAiRMnsHLlSuTn5yM5ORkA4Ofnh1WrVmHbtm1Yt24ddDodunfvjpiYGJGjN6bT6TBt2jT06NEDrVu3NlkuPj4e7u7uRtvc3d0RHx9veLxom6kylsBc7QX0QyrWrl2L0NBQfPXVV9i3bx8ee+wxaLXaKou/osrb3rIkJydDq9XWmte3PLp27Yo1a9Zg586dWLJkCW7evIlevXohPT3dTNESEVFFWYkdAJXs448/Rnx8PLp16wZBEODu7o4JEyZg3rx5kEr1v2kCAwMRGBhoqNO9e3e0bNkSy5Ytw//+9z+xQi9mypQpOHfuXJ0ZS2nO9o4ZM8bw/zZt2qBt27Zo0qQJwsLC0L9//0fevznw9a28xx57zPD/tm3bomvXrmjQoAE2btyIl1566ZH3T0REFceeYwtlY2ODVatWISsrC7du3UJUVBQaNmwIBwcHuLq6llhHLpejQ4cOuHbtWjVHa9obb7yB7du3Y+/evfDx8Sm1rIeHBxISEoy2JSQkGC5mKvq3tDJiM2d7S9K4cWO4uLhYzGtckfaWxcXFBTKZrNa8vpXh6OiI5s2bW8zrS0RUFzE5tnByuRw+Pj6QyWTYsGEDhg4daug5fphWq0VkZCQ8PT2rOcriBEHAG2+8gT///BN79uxBo0aNyqwTGBiI0NBQo20hISGG3vFGjRrBw8PDqIxGo8HRo0eNetDFUBXtLUlMTAzu3r0r+mtcmfaWxdraGgEBAUbPiU6nQ2hoaI18fSsjIyMD169fF/31JSKq08S8GrAuSU9PF06dOiWcOnVKACB8/fXXwqlTp4Tbt28LgiAIH3zwgTBu3DhD+cuXLwu//PKLcOXKFeHo0aPC6NGjBWdnZ+HmzZuGMp9++qmwa9cu4fr160JERIQwZswYQalUCufPn6/u5hXz2muvCWq1WggLCxPi4uIMt6ysLEOZcePGCR988IHh/qFDhwQrKythwYIFwsWLF4VZs2YJcrlciIyMNJSZO3eu4OjoKGzbtk04e/asMHz4cKFRo0ZCdnZ2tbbvYVXR3vT0dGHGjBlCeHi4cPPmTWH37t1Cx44dhWbNmgk5OTnV3sYHVaa9ubm5hs+Ap6enMGPGDOHUqVPC1atXDWU2bNggKBQKYc2aNcKFCxeEl19+WXB0dBTi4+OrtX0Pq6r2vvPOO0JYWJhw8+ZN4dChQ0JwcLDg4uIiJCYmVmv7iIjoPibH1WTv3r0CgGK3CRMmCIKgn7IrKCjIUP7ChQtC+/btBRsbG0GlUgnDhw8XLl26ZLTPadOmCfXr1xesra0Fd3d34fHHHxdOnjxZja0yraS2AhBWr15tKBMUFGRof5GNGzcKzZs3F6ytrYVWrVoJ//zzj9HjOp1O+PjjjwV3d3dBoVAI/fv3Fy5fvlwNLSpdVbQ3KytLGDhwoODq6irI5XKhQYMGwuTJk0VPFAWhcu29efNmiXUefN8LgiB8//33hvd1ly5dhCNHjlRPo0pRVe0dPXq04OnpKVhbWwve3t7C6NGjhWvXrlVfw4iIqBiJIAhC1fVLExERERHVHBxzTERERERUiMkxEREREVEhJsdERERERIWYHBMRERERFWJyTERERERUiMkxEREREVEhJsdERERERIWYHBMRERERFWJyTERERERUiMkxEREREVEhJsdERERERIWYHBNVQp8+ffDmm29i2rRpcHJygru7O1asWIHMzEy88MILcHBwQNOmTfHvv/8CANasWQNHR0ejfWzduhUSiUSE6ImIiMgUJsdElfTzzz/DxcUFx44dw5tvvonXXnsNo0aNQvfu3XHy5EkMHDgQ48aNQ1ZWltihEhERUTkxOSaqpHbt2uGjjz5Cs2bNMHPmTCiVSri4uGDy5Mlo1qwZPvnkE9y9exdnz54VO1QiIiIqJybHRJXUtm1bw/9lMhnq1auHNm3aGLa5u7sDABITE6s9NiIiIqocJsdElSSXy43uSyQSo21F44l1Oh2kUikEQTAqn5+fX/VBEhERUYUwOSaqBq6urkhPT0dmZqZh2+nTp8ULiIiIiErE5JioGnTt2hW2trb48MMPcf36daxfvx5r1qwROywiIiJ6CJNjomrg7OyMdevWYceOHWjTpg1+++03zJ49W+ywiIiI6CES4eGBkEREREREdRR7jomIiIiICjE5JiIiIiIqxOSYiIiIiKgQk2MiIiIiokJMjomIiIiICjE5JiIiIiIqxOSYiIiIiKgQk2MiIiIiokJMjomIiIiICjE5JiIiIiIqxOSYiIgs3sSJE9GwYUOxwyCiOoDJMRERUQ1y8eJFDB48GPb29nB2dsa4ceOQlJRU4f1cv34dSqUSEokEJ06cKPZ4SEgIevbsCVtbWzg5OWHkyJG4detWsXIZGRmYNm0afHx8oFAo0LJlSyxZsqQyTSuXn376CS1btoRSqUSzZs3w/fffl7tubm4u3n//fXh5ecHGxgZdu3ZFSEhIsXJffvklunXrBldXV8Nxpk2bVux5jo2NxfPPPw8/Pz84ODjA0dERXbp0wc8//wxBEIzK/vnnnxg0aBC8vLygUCjg4+ODkSNH4ty5c5V7Ih7RnTt38Mwzz8DR0REqlQrDhw/HjRs3yl3/8OHDhveHh4cH3nrrLWRkZBiVOX/+PEaNGoXGjRvD1tYWLi4u6N27N/7+++9i+5NIJCZvAwYMMJS7deuWyXIbNmyo/BPyACuz7IWIiKgKrVixAjqdTuwwRBcTE4PevXtDrVbjyy+/REZGBhYsWIDIyEgcO3YM1tbW5d7X22+/DSsrK+Tm5hZ7bPv27Rg+fDg6duyIuXPnQqPRYNGiRejZsydOnToFV1dXAIBWq8WgQYNw4sQJTJkyBc2aNcOuXbvw+uuvIyUlBR9++KHZ2g4Ay5Ytw6uvvoqnn34a06dPx4EDB/DWW28hKysL77//fpn1J06ciM2bN2PatGlo1qwZ1qxZg8cffxx79+5Fz549DeUiIiLQvn17jBkzBg4ODrh48SJWrFiBf/75B6dPn4adnR0AIDk5GTExMRg5ciTq16+P/Px8hISEYOLEibh8+TK+/PJLwz4jIyPh5OSEqVOnwsXFBfHx8Vi1ahW6dOmC8PBwtGvXzqzPVWkyMjLQt29fpKWl4cMPP4RcLsc333yDoKAgnD59GvXq1Su1/unTp9G/f3+0bNkSX3/9NWJiYrBgwQJcvXoV//77r6Hc7du3kZ6ejgkTJsDLywtZWVnYsmULnnjiCSxbtgwvv/yyoewvv/xS7DgnTpzAokWLMHDgwGKPjR07Fo8//rjRtsDAwIo+FSUTiIiIqEZ47bXXBBsbG+H27duGbSEhIQIAYdmyZeXez86dOwVra2vho48+EgAIx48fN3rc399faNq0qZCbm2vYdvr0aUEqlQrTp083bNu4caMAQPjpp5+M6j/99NOCUqkUEhISKtpEk7KysoR69eoJQ4YMMdr+3HPPCXZ2dsK9e/dKrX/06FEBgDB//nzDtuzsbKFJkyZCYGBgmcffvHmzAED47bffyiw7dOhQwc7OTigoKCi1XHx8vGBlZSW88sorZe7zYTdv3hQACHv37q1w3a+++koAIBw7dsyw7eLFi4JMJhNmzpxZZv3HHntM8PT0FNLS0gzbVqxYIQAQdu3aVWrdgoICoV27doKfn1+Zx3nppZcEiUQiREdHG7YVtfvB19HcOKyCiIhElZ6ejmnTpqFhw4ZQKBRwc3PDgAEDcPLkSUOZksYc3717F+PGjYNKpYKjoyMmTJiAM2fOQCKRYM2aNUZ17e3tERUVhaFDh8Le3h7e3t744YcfAOh79Pr16wc7Ozs0aNAA69evNzrOvXv3MGPGDLRp0wb29vZQqVR47LHHcObMmSp7TkzZsmULhg4divr16xu2BQcHo3nz5ti4cWO59pGfn4+pU6di6tSpaNKkSbHH7927hwsXLuDJJ5806olu164dWrZsaXTq+sCBAwCAMWPGGO1jzJgxyMnJwbZt2yrUvtLs3bsXd+/exeuvv260fcqUKcjMzMQ///xTav3NmzdDJpMZ9VYqlUq89NJLCA8PR3R0dKn1i95/qampZcbasGFDZGVlIS8vr9Rybm5usLW1Ldc+zWnz5s3o3LkzOnfubNjWokUL9O/fv8z3kUajQUhICJ5//nmoVCrD9vHjx8Pe3r7M+jKZDL6+vmW2OTc3F1u2bEFQUBB8fHxKLJOZmVnmc1wZTI6JiEhUr776KpYsWYKnn34aP/74I2bMmAEbGxtcvHjRZB2dTodhw4bht99+w4QJE/DFF18gLi4OEyZMKLG8VqvFY489Bl9fX8ybNw8NGzbEG2+8gTVr1mDw4MHo1KkTvvrqKzg4OGD8+PG4efOmoe6NGzewdetWDB06FF9//TXeffddREZGIigoCLGxsWW2Ly0tDcnJyWXeHh6v+bA7d+4gMTERnTp1KvZYly5dcOrUqTJjAYBvv/0WKSkp+Oijj0p8vGiYhY2NTbHHbG1tERsbi/j4eENZmUxWbDiHra0tAP3wBHMpat/D7Q8ICIBUKi2z/adOnULz5s2NEjpA/9wB+qECDxIEAcnJyYiPjzcM35DJZOjTp0+xfWdnZyM5ORm3bt3Czz//jNWrVyMwMLDE5zA1NRVJSUmIjIzEpEmToNFo0L9//7KabzY6nQ5nz541+T66fv060tPTTdaPjIxEQUFBsfrW1tZo3759ia9DZmYmkpOTcf36dXzzzTf4999/y2zzjh07kJqaiueee67Exz/99FPY29tDqVSic+fO+O+//0rdX4VUWZ80ERFROajVamHKlCmllpkwYYLQoEEDw/0tW7YIAIRvv/3WsE2r1Qr9+vUTAAirV682qgtA+PLLLw3bUlJSBBsbG0EikQgbNmwwbL906ZIAQJg1a5ZhW05OjqDVao3iuXnzpqBQKITPPvuszPYFBQUJAMq8TZgwodT9HD9+XAAgrF27tthj7777rgBAyMnJKXUfcXFxgoODg2EIxurVq4sNq9BqtYKjo6PQv39/o7rJycmCnZ2dAEA4ceKEIAiCsHDhQgGAcODAAaOyH3zwgQBAGDp0aKnxVMSUKVMEmUxW4mOurq7CmDFjSq3fqlUroV+/fsW2nz9/XgAgLF261Gh7XFyc0evj4+Mj/P777yXue86cOUZl+/fvL0RFRZVY1s/Pz1DO3t5e+Oijj4q9v8qjssMqkpKSBAAlvnd/+OEHAYBw6dIlk/U3bdokABD2799f7LFRo0YJHh4exba/8sorhjZLpVJh5MiRZQ6DefrppwWFQiGkpKQYbb99+7YwcOBAYcmSJcJff/0lfPvtt0L9+vUFqVQqbN++vdR9lhcvyCMiIlE5Ojri6NGjiI2NhZeXV7nq7Ny5E3K5HJMnTzZsk0qlmDJlCvbs2VNinUmTJhkd08/PD9euXcMzzzxj2O7n5wdHR0ejq/YVCoXh/1qtFqmpqbC3t4efn5/R0A9TFi5ciJSUlDLLldX27OzsYvEUUSqVhjIlPV7k/fffR+PGjY2ei4dJpVK88sor+OqrrzBz5ky8+OKL0Gg0eO+99wynsItiefbZZ/HZZ5/hxRdfxA8//IBmzZrhv//+w48//mhUzhyys7NNXnCoVCrLPJap5+bB5+5Bzs7OCAkJQU5ODk6dOoU//vjDZO/+2LFj0alTJyQlJWH79u1ISEgwGc/q1auh0Whw48YNrF69GtnZ2dBqtZBKSz+Zn5GRgZycHMP9ovdU0ZmJInK5HGq12uR+yvs+qmz9kupOmzYNI0eORGxsLDZu3AitVlvqcAiNRoN//vkHjz/+OBwdHY0eq1+/Pnbt2mW0bdy4cfD398c777yDIUOGmNxveTE5JiIiUc2bNw8TJkyAr68vAgIC8Pjjj2P8+PFo3LixyTq3b9+Gp6en4fR9kaZNm5ZYXqlUGmZYKKJWq+Hj4wOJRFJs+4PJrE6nw6JFi/Djjz/i5s2b0Gq1hsfKuqof0J/2N4eiU/QlzS5RlDSVdBq/yJEjR/DLL78gNDS0zETss88+Q3JyMubNm4e5c+cCAAYOHIiXXnoJS5cuhb29PQDAw8MDf/31F8aNG2eYUUClUuH777/HhAkTDOVKotVqi02N5uzsbDIBtrGxMZlQ5eTklNr2ovoVee6sra0RHBwMABg6dCj69++PHj16wM3NDUOHDjUq26BBAzRo0ACAPlF++eWXERwcjMuXLxfb74MzKowZMwYtW7YEACxYsKDU+N944w38/PPPxbaPGDHC6H5QUBDCwsJM7udR30dl1S+pbosWLdCiRQsA+rHJAwcOxLBhw3D06NFinz9AP7Y+JyfH5JCKhzk7O+OFF17A3LlzERMTY3KMcnlxzDEREYnqmWeewY0bN/D999/Dy8sL8+fPR6tWrYymhHpUMpmsQtuFB+ao/fLLLzF9+nT07t0b69atw65duxASEoJWrVqVa3q5e/fuIT4+vsxbWlpaqfvx9PQEAMTFxRV7LC4uDs7OzqX2Gr/33nvo1asXGjVqhFu3buHWrVuGHse4uDhERUUZylpbW2PlypWIjY3F/v37cfnyZezatQtpaWmQSqVGP0J69+6NGzdu4NSpUzh48CDu3LmDbt26AQCaN29uMp7o6Gh4enoa3Q4fPlxq+7VaLRITE4225+Xl4e7du2X2vHt6epp87oCye+67d+8OT09P/Prrr6WWA4CRI0ciOjoa+/fvL7Wck5MT+vXrV659vvfeewgJCTHc1q1bB0CfVD+4feHChaXup+h9Utnnoqz3YXnO/owcORLHjx/HlStXSnz8119/hVqtLvYjpDS+vr4A9J+3R8WeYyIiEp2npydef/11vP7660hMTETHjh3xxRdf4LHHHiuxfIMGDbB3715kZWUZ9R5fu3bN7LFt3rwZffv2xU8//WS0PTU1FS4uLmXWf+qpp7Bv374yy02YMMFolo2HeXt7w9XVtcQFO44dO4b27duXuv+oqCjcvn0bjRo1KvbYE088AbVaXWwGAXd3d7i7uwPQ9/SGhYWha9euxXqEZTKZ0fF3794NAIae15J4eHgUW4CjtLl+i/Z/4sQJo/ltT5w4AZ1OV2b727dvj71790Kj0RhdlHf06FGj/ZcmJyenzB8xwP2hB+UtW55y/v7+8Pf3N9wvWpAlICCgxIsETZFKpWjTpk2J76OjR4+icePGcHBwMFm/devWsLKywokTJ4yGJOXl5eH06dNG20wp7fmJi4vD3r17MXHixFJ/7D2saCjUw2eIKoPJMRERiUar1SIjI8NojKSbmxu8vLxKPG1bZNCgQVixYgVWrFiBqVOnAtAPfyians2cZDJZsdXONm3ahDt37pgcxvEgc405BoCnn34aP//8M6Kjow09ZaGhobhy5QrefvttQ7n8/Hxcv34darXa0NO3fPlyZGVlGe1vz549+P7777FgwQLDaW9TFixYgLi4uDJXpEtKSsJXX32Ftm3blpocK5XKUh9/WL9+/eDs7IwlS5YYJcdLliyBra2t0VjTohlA6tevb/jxNHLkSCxYsADLly/HjBkzAOiHBqxevRpdu3Y1PJ+ZmZmQSCTFhuxs2bIFKSkpRrM0JCUllZiM/fTTT5BIJOjYsaNhW2JiItzc3IzK3bp1C6GhoSXOHFGVRo4ciQ8++AAnTpwwHPvy5cvYs2eP4bkpcunSJdja2hqmD1Sr1QgODsa6devw8ccfGxLpX375BRkZGRg1apShbkltzs/Px9q1a2FjY2OU7BfZsGEDdDqdySEVJT3nd+7cwapVq9C2bVvD+/1RMDkmIiLRpKenG5bRbdeuHezt7bF7924cP3681NPDI0aMQJcuXfDOO+/g2rVraNGiBf766y/DKdWSxjFW1tChQ/HZZ5/hhRdeQPfu3REZGYlff/211DHRDzLXmGMA+PDDD7Fp0yb07dsXU6dORUZGBubPn482bdrghRdeMJS7c+cOWrZsadQbXdIqY0U9xUFBQUYJ2rp167Blyxb07t3b8Jps3LgRkyZNwtNPP220j6CgIAQGBqJp06aIj4/H8uXLkZGRge3bt5c5trkibGxs8L///Q9TpkzBqFGjMGjQIBw4cADr1q3DF198AWdnZ0PZxYsX49NPP8XevXsNvapdu3bFqFGjMHPmTCQmJqJp06b4+eefcevWLaOzAlevXkVwcDBGjx6NFi1aQCqV4sSJE1i3bh0aNmxo+DEGAF988QUOHTqEwYMHo379+rh37x62bNmC48eP48033zT68dSmTRv0798f7du3h5OTE65evYqffvoJ+fn5hnHd1eX111/HihUrMGTIEMyYMQNyuRxff/013N3d8c477xiVbdmyZbFxzF988QW6d++OoKAgvPzyy4iJicHChQsxcOBADB482FDulVdegUajQe/eveHt7Y34+Hj8+uuvuHTpEhYuXFjimPRff/0VXl5eJnvD33vvPVy/fh39+/eHl5cXbt26hWXLliEzMxOLFi0yy/PDqdyIiEg0ubm5wrvvviu0a9dOcHBwEOzs7IR27doJP/74o1G5h6dyEwT9lFTPPvus4ODgIKjVamHixInCoUOHBABG07NNmDBBsLOzK3bsoKAgoVWrVsW2N2jQwGgVtpycHOGdd94RPD09BRsbG6FHjx5CeHi4EBQUJAQFBT3aE1AJ586dEwYOHCjY2toKjo6OwnPPPSfEx8cblSma5qus6eFKmspNEPSryfXu3VtwcnISlEql0K5dO2Hp0qWCTqcrto+3335baNy4saBQKARXV1fh2WefFa5fv/7I7TRl+fLlgp+fn2BtbS00adJE+Oabb4rFNWvWrBKnOcvOzhZmzJgheHh4CAqFQujcubOwc+dOozJJSUnCyy+/LLRo0UKws7MTrK2thWbNmgnTpk0TkpKSjMr+999/wtChQwUvLy9BLpcLDg4OQo8ePYTVq1eXGFOnTp0EJycnwcrKSvDy8hLGjBkjnP1/9u47PI7qauDwb7arrnq1JPciG/deMTaYZooh1GBDgAQ+CMUJxSH0BBNIILRgagyBhGpTg3HBFTcs994lq3ettNq+8/2xtoxiy5ZkybOSzvs8+yDtzoyOzGr2zJ1zz926tVn/DmeyQp6qquqRI0fUq6++Wo2MjFTDw8PVSy+9VN23b98J2wEnfZ+vXLlSHT16tGqxWNT4+Hj1rrvuUm02W71t/vOf/6iTJ09WExMTVYPBoEZHR6uTJ09Wv/zyy5PGdKyV4s9XYfxf//73v9Xx48er8fHxqsFgUOPi4tQrr7xSzcrKato/wCkoqvo/94qEEEKINuqLL77gyiuvZNWqVYwZM0brcIQQbZAkx0IIIdokh8NRr22Uz+fjggsuYMOGDRQWFp62tZcQQpyM1BwLIYRok37729/icDgYNWoULpeLefPmsXr1ap555hlJjIUQzSYjx0IIIdqkf//73/ztb39j//79OJ1Ounfvzp133sndd9+tdWhCiDZMkmMhhBBCCCGOkhXyhBBCCCGEOEqSYyGEEEIIIY6SCXkn4ff7yc/PJyIiokUbyQshRFOoqkp1dTUpKSktupjC2SbnVCFEMGjsOVWS45PIz8+vW0ZSiLMtOTqJl+/8G6t2rOalLwNL4SZFJ/LqnS+y5dBWnv7Psxj0Brw+b90+SdGJ3HPZ/3HxsCmYjRaKK4s5XJTNN+u/478bFmB31vLMjCdJiU3mL5++wK4ju+v27ZrUhbyyfFye+kv1psV34oJBk9h6aDsb9m88YflccfYcOXKETp06aR1Gs8k5VQgRTE53TpUJeSdRVVVFVFQUR44cITIyUutwRBOpqorP7sVjc+G2ufHaPHiqXHhsHnwO7yn3VYw6jGEGDGFGDBFG9GHGwNfhgf8qegVFp4DSssvT/jx2RVGwb63CW+YifFgM+FXsW6vwO/2ED43CEGWqt4+3ykPttipQIbS/FfwqzgN2/G4/EaNiUBQF1a9S8W0hxngTqgr+ai+GeDOhvSPQheiP/3y/iqJT8No8OPZU485xYIgzET40Gn2YAdXrx1vhQR9uqLefaB02m420tDQqKyuxWq1ah9Nsck5tfZs2bdI6hFbjdDrrliResGABFotF44i0MWjQIK1DaPMae06VkeOTOJb0REZGyom8DfDWenHk1+DMr8Vd6cJT5UL11r/mM6LHiB5CQB9iwGg1BR4RJgwRR5PfCBM6ky4obvuGDgyhbF0hlYuK0Vv0mKLNWEfGEpIShv2wDdWnEtIpHL1ZT9WRcnR+hbixKZiizAC4I8IpXp6PkucjMjMGZ1EtqtuP3+bDek4serOe6n1VePY7iRudVO93dpc7KVpTTPTgeCptPsJSI7HGR6Ez6PA5vZRkFWDLrUFn1mOKtRCWEUFIahjGCFNDv444Q8HwnjwTck5tfeHh4VqH0Gr0+uMX4mFhYR22h7X87bSc051TJTkWbY7qU3EW1+LIs+PIq8Fd7jpxIwWMkUcTYKsZY5QJk9WM0WpCZwr+EU9DuJHESWn4PX7clS5MUSZ0xkDctt0V+D1+LMlhACh6Ba/di8/pBQLJsSEykKgGngNHQS2KXiFmaAJhnQMnWL9XpSKrGFexA0tiKAD2wzYqt5QSPTie0LRwyn8qxhBhRGcI1GbpLQaSzk/D7/HhKnHiyLdTsamEsjWFJExMrTu2EEII0VZJcizaBI/NjSOvhto8O84C+wkjw6ZYCyGpYZjjQjBGBUaEFV3bHm0D0Bl1WOLrj5LEjkjEa/diCA38+YZ1icR+yEbNvioUvQ69RU/lllJ8Di+h6REA+J1ejNFmTDHHb0eaY8zozHq8NR5IhMqtpbjLXVj7xRLezUrNwSoUg4Ih3AgcL/lQVRWdUU9IShghKWF4qtx4az2EZkScpX8VIYQQovVIciyCkt/rx1lgpzY3MDrsrfbUe10foickJZyQ1ECCpg/pOG9lU7QFU/Tx7/VmPdFDEqjaWkrRwhx0Zj36UAMxQxMwxwUSa0tyKDUHqupdMHiqPfidXkyxFpzFDio2lRLRw0poWuD2rLvMWTfyDifehlL9KpWbS3GV1BI/PrUucW7rJQBCCCE6to6TUYig53N6qc2toTanBkdeTf3RYQUsiaGBZDg1HFOMWZKwn7EkhGCZHOgG4Kl2oyiBEd9jyao5LgRDhAnbngqsmTG4K11UbCzBkhiKKcqMp8qNNTMae3Y12f/ZGyg98auYYi34XV4INZyQ+NoP2ag5UEVkZgwhKUdLPOT/iRCihVksFlauXFn3tRCtTZJjoSlPtZvanBpqc6pxFtXCz/JhfaiB0PRwQlLDCUkOrau5Fad2bGLcz5NZQ5iR6CHxlK0twrazAlO0CXOshejB8YF9rCZihiUSPTgen8OHI99O2boiPJVuin/Io9NV3eqOVdf9YlMJ5oQQInpGnfDzhBCipSiK0mEn4QltSHIszipVVXGXu6jNqaY2p/qEyXTGaDNh6RGEpodjirVIsnUG/vffLjQ1nNCrwvE5ApP3jFbziXXZusCIsz7MgCHMQOyIRMwJgcl6x5Jfv9dP5eZSfE4fMUMS0FsMJ/15QgghRFskybE4K3xOL7ZdFVTvq8Rn/1mv4aPlEqFHE2JpB9b69CGGhmu0VUCB2uxqUEAfbkRn1NUbFa7NqabmYBVRA+ICpRtHeyMLIURrcLvdPPPMMwD84Q9/wGSSzwnRuiQ5Fq3KU+WmamcZNfuqUH2BmgnFoBCSEk5oejihaeF1I49Ce8eS3Mg+0YSmhWMIDXSqOJY0H5u4F5oaTmSfo7MCJS8WGnN6fKzcV8qh0hp+Pb6b1uGIFubz+fjmm28AeOihhzSORnQEkpWIVuEsrqVqWzm1OdV1z5liLVj7xRCaHlHXN1cEp0BHjOMTX44lza6SWvRmHdb+sXX/D6WcQmit2unl9vc3oChw7dB0rMcu6oQQohkkORYtRvWr1B6ppmp7Oa5iR93zIWnhWPvFYEkMlUSqjbP2jcXaN1brMISoJz7CTJe4MA6V2tmYU8HE3glahySEaMMkORZnzO/1U7O/iqod5Xht7sCTOoXwbpFY+8XWLWksOjZHvh2v3UN410gUvdw5EC1raEY0h0rt/HS4XJJjIcQZkeRYNJvP5cO2qxzbzgr8Lh8AOpOOiN7RRPaJqVvBTQhVVanYWIyrxElFVgmRfWOI7B2NzihJsmgZwzrH8GlWLhsOV2gdihCijZNPJtFkPqeXio3FHPl0P5WbSvG7fBjCjcSMSCTtmh7EDEmQxFjUp0JoRiT6UAM+h5eKDUffP1tK8bt9WkcnTuGJJ55AUZR6j969e2sd1gmGdg5MEN2cW4nLK+8pIUTzSQYjGs3n8FK1oxzbrgpUrx8AY5SZqAGxhHWOlHZeokGKTiHqnFismTHUHKyicksp3moPFRtLqNpeRmRmDJGZMejNstBLMOrbty+LFy+u+95gCL6Pji5xYcSGmSizu9meV8WQjBitQxJCtFHBd4YTQcdb66FqeznVuyvq2rGZYsxEDYwjND1CJtmJRlP0ChE9ogjvZsV+yEblllI8VW4qN5dStaOcyD7RWPvGSHu/IGMwGEhKStI6jFNSFIWhnaP5fkcRPx2ukOS4HbFYLCxatKjuayFam3wCiQZ57R6qtpVRvbfyeFIcZyF6YBwhncIlKRbNpugUwrtZCesSiT27OpAkV7io2lqGbWc5kb2jsfaLbXixEnFW7du3j5SUFCwWC6NGjWL27Nmkp6c3uL3L5cLlOr76pc1mOxthMqxzDN/vKGLD4XKYIP2O2wtFUYiOjtY6DNGByCePOIGnxkPV1lKq91WBP5AUmxNCiBoYR0hKmCTFosUoOoXwLpGEdY6gNqeGyi2luMucVG0PlO9E9IrGek7M8cVIxFk3YsQI5s6dS69evSgoKODJJ59k3LhxbN++nYiIiJPuM3v2bJ588smzHCkM7RwYLd6QXYHfr6KTUi8hRDMoqqqqWgcRbGw2G1arlaqqKiIjI7UO56xRVRXbrgoqNhTXjRRbkkKJGhCHJVl6FIvWp6oqjtxAkuwqcQKgGHXEjkwkvJu1w70Hg/FcVFlZSUZGBi+88AK33nrrSbc52chxWlpaq/8eHp+f/k8sxOHxsej+8fRIPHny3h5lZWVpHUKrcbvdvPjiiwDcf//9HXb56CFDhmgdQpvX2HOqjBwLIFBCUbKqAGe+HQBLYihRg+MJSQrVODLRkSiKQmhaBCGdwnHm2ynfWIK71EnpygJqc2qIG50k9cgai4qKomfPnuzfv7/BbcxmM2bz2e9vbtTrGJQexeoDZfx0uKJDJcftmc/n49NPPwXgnnvu0Tga0RFIKzdBzcEq8r44iDPfjqJXiB2ZSNJF6ZIYC80oikJIajgpl3QmenA8KFCbXU3eFwepPVJ9+gOIVlNTU8OBAwdITk7WOpSTqiutOFyucSRCiLZKhmA6MJ/TS9naIuyHApNlTHEW4senYLLKinYiOCg6hagBgQmgJSvy8FS6KVqcS0TPKGKGJ6AzSuu31vb73/+eqVOnkpGRQX5+Po8//jh6vZ7rr79e69BOatjRfsc/ZUtyLIRoHkmOOyh7djVlawrwOXygQNSAOKIGxEmvYhGUzLEWUqZ2oWJjCbYd5VTvrcSRbyduTDIhKWFah9eu5ebmcv3111NWVkZ8fDxjx45l7dq1xMfHax3aSQ1Kj0anwJFyB4VVTpKs0vpLCNE0khx3MD6nl7J1RdgPBkaLjVYT8eNSMMeHaByZEKemM+iIHZ5IaFo4pasK8NZ4KPw+h4heUcQMTUBnklHk1vDRRx9pHUKThJsNZKZEsj3Pxobsci7tn6J1SEKINkZqjjsQ+9GaTftBGyhgPSeWlMu6SGIs2pSQ5DBSr+hKZJ/A7fPqPZXkfnEQR16NxpGJYDE041jdcYXGkQgh2iJJjjsAv9dPyap8in/IxefwYYwykXJJ58Bom0HeAqLt0Rl1xI5MIunCdAzhRnx2L4ULj1C2rrCuDaHouIYdnZT3k0zKE0I0g5RVtHPuShfFS/PwVLoCo8X9YokaGCdJsWgXjo0iV2QVY9tVgW1nBa5iB/HnpmKM6Ji9UAUMPTopb1eBjWqnhwiLLCLTlpnNZr766qu6r4VobZIhtWM1B6rI//oQnkoX+hA9SVPSZbRYtDvHRpETJ3VCZ9LhKnWS/9Uh7DnS8q2jSoy0kB4Til+FjTmVWocjzpBOpyMlJYWUlBR0Ovn8Eq1P3mXtkN/rp/THAkpW5KN6VSxJoaRc1pWQZJnVL9qv0PQIUi7vijnOgt/tp3hJLuU/FaH6pcyiIzo2eiz9joUQTaV5cvzaa6/RuXNnLBYLI0aMYP369Q1uO3fuXBRFqfewWE5s07Nr1y4uu+wyrFYrYWFhDBs2jJycnNb8NYKGq9xJwTeHqd5bCUDUwDiSpqRjCJUKGtH+GcONJF/cmcjMQM1p1fZyCr49jLvKdZo9RXsjdcfth8fj4aWXXuKll17C4/FoHY7oADRNjj/++GNmzpzJ448/zsaNGxkwYABTpkyhuLi4wX0iIyMpKCioe2RnZ9d7/cCBA4wdO5bevXuzbNkytm7dyqOPPnrSJLo9Uf0qlVtKyf/6EO4KFzqLnqQL0ogeFC+9i0WHougVYkckknBe6vEyiy8PUbWjHFWVUeSO4thiIJuPVOL2+jWORpwJr9fLv/71L/71r3/h9Xq1Dkd0AJoOJ77wwgvcfvvt3HLLLQDMmTOHb7/9lnfffZeHH374pPsoikJSUlKDx3zkkUe4+OKLee655+qe69atW8sGHmTcVS5KV+bjKnECEJoeTtzoZPQhMlosOq6wjEjMcSGUrirAkW+nfH0RtTnVxI1Nlsl6HUC3+HCiQ41U1HrYkV/FoPRorUMSQrQRmo0cu91usrKymDx58vFgdDomT57MmjVrGtyvpqaGjIwM0tLSuPzyy9mxY0fda36/n2+//ZaePXsyZcoUEhISGDFiBF988cUpY3G5XNhstnqPtkBVVap2lpP/5SFcJU50Jh1x41JIOK+TJMZCAIYwI4kXpBE7KgnFoOAsrCXvi0NU762QUeR2TlEUhki/YyFEM2iWHJeWluLz+UhMTKz3fGJiIoWFhSfdp1evXrz77rt8+eWXfPDBB/j9fkaPHk1ubi4AxcXF1NTU8Oyzz3LhhReycOFCrrzySqZNm8by5csbjGX27NlYrda6R1paWsv9oq1EVVXK1xdRvq4I1adiSQkj9fKuRHS3oihSRiHEMYqiENk7mtTLu2JODEH1+in9sZDKLWVahyZa2bHSCqk7FkI0RZsaXhw1ahSjRo2q+3706NH06dOHN954g6effhq/P1BXdvnll3P//fcDMHDgQFavXs2cOXOYMGHCSY87a9YsZs6cWfe9zWYL+gS5cnMptp2B0ZCY4YlEZkZLUizEKRgjTSRfmEHl1lIqN5VSuakEnUmH9ejkPdH+DD06KW9DduBOgZwjhRCNodnIcVxcHHq9nqKionrPFxUVnbKm+OeMRiODBg1i//79dcc0GAxkZmbW265Pnz6n7FZhNpuJjIys9whmVTvKqNxcCkDsyESsfWPkpC9EIyg6heiB8UQNjAOgfF0R1fsqtQ1KtJp+qZGYDTrK7W4Oltq1DkcI0UZolhybTCaGDBnCkiVL6p7z+/0sWbKk3ujwqfh8PrZt20ZycnLdMYcNG8aePXvqbbd3714yMjJaLngNVe+tpHx9oJtH9OB4IvvIqJcQTRU1MI7IzMAt99IfC7AfbhvzDETTmA16BqRFAdLvWAjReJqWVcycOZMZM2YwdOhQhg8fzt///nfsdntd94rp06eTmprK7NmzAXjqqacYOXIk3bt3p7Kykueff57s7Gxuu+22umM+8MADXHvttYwfP56JEyeyYMECvv76a5YtW6bFr9ii7IdslK4uAMDaLwZr/1iNIxKibVIUhZjhifg9fmr2VVG8PI9Eo47Q1HCtQxMtbFjnaNYfKuenwxVcOyxd63BEM5jNZj7++OO6r4VobZomx9deey0lJSU89thjFBYWMnDgQBYsWFA3SS8nJ6feUpEVFRXcfvvtFBYWEh0dzZAhQ1i9enW9Moorr7ySOXPmMHv2bO655x569erF559/ztixY8/679eS7Nk2ilfkgQoRPaOIHpogpRRCnAFFUYgbnYzf46f2cDXFS3JJnJxGSIqsJNmeBOqOD8jIcRum0+nafUtWEVwUVfoZncBms2G1WqmqqgqK+mP7IRvFywOJcVjXSOLHpcjCHkK0ENXnp+iHXBy5dhS9QsKkTkEzghxs56Lm0vL3qHJ4GPjUQlQV1j8yiYSI9rkgVFZWltYhiFY2ZMgQrUNo8xp7LtJ8+WhxajUHq+oS4/BuVkmMhWhhil5H4nmdCE0LR/WpFC3OpfZIjdZhiRZiDTHSKzECgCzpd9wmeTwe3njjDd544w1ZPlqcFZIcB7GaA1WUrMgPJMY9rMSNTZbEWIhWoOh1JEzsRGh6BPhVin44gj2nWuuwRAsZdrSl20+SHLdJXq+Xt956i7feekuWjxZnhSTHQap6X+XxxLhnFHFjJDEWojUpeoWEiamEdY4APxT/kIs9W7pYtAdDjy4GsiFb6o6FEKcnyXEQqj1SQ+mPga4UEb2iiBudJJPvhDgLFJ1C/IRUwrpEggrFy/JxFtVqHZY4Q8dGjnfk27C7ZORRCHFqkhwHGXe5k+JleXWlFLGjJDEW4mxSdArx41MITQ8PlFgsycVjc2sdljgDKVEhpEaF4POrbMqp1DocIUSQk+Q4iHhrvRQuPoLq9WNJCiVuVLIkxkJoIJAgp2KKteB3+ShafASfy6d1WOIMDO8SGD1ee7BM40iEEMFOkuMg4ff6KVpyBJ/di9FqIuG8Tih6SYyF0IrOqCNxcif0oQY8VW6Kl+ai+qTzZVs1qltg0aQfD5RqHIkQIthJchwEVFWlZEU+7lInOrOexMlp6M16rcMSosMzhBpJPD8NxaDDWVBL6ZoCpDV82zT6aHK8NbeKaqe0AxNCNEySY42pfpWyNYXUZleDDhLP64Qx0qR1WEKIo8wxFhLOTQEFavZVUf5TsSTIbVCn6FAyYkPx+VXWH5KuFW2JyWTivffe47333sNkks9H0fokOdaQ6guMGFfvqQQgfmwKlqRQbYMSQpwgNC2C2JFJANh2lFP6YwGqXxLktmZ0tzgAftwvdcdtiV6vp2/fvvTt2xe9Xu6qitYnybFG/J5AjbH9kA10EH9uKuHdrFqHJYRoQGTvaOLGJteNIBcvzcXv9WsdlmiCY6UVq6XuWAhxCpIca8Dn8lH4fQ6OPDuKQSFxchrhXRpe41sIERwiekSRMDEwWbY2p4aixUfwe6SLRVtxbFLe7sJqSmtcGkcjGsvj8fD+++/z/vvvy/LR4qyQ5Pgs8zm8FHyXjavEgc6kI2lKOqGp4VqHJYRopLCMiHqT9AoW5EibtzYiLtxM76QIQFq6tSVer5eXX36Zl19+WZaPFmeFJMdnWemaQjwVLvQhepIvysCSIDXGQrQ1IclhJF+Ujs6sx13qpGJjidYhiUaSumMhxOlIcnwWuUodga4UQOIF6ZhiLBpHJIRoLnNcCAkTUwGo3luBp0Zu97YFx+qO10jdsRCiAZIcn0UVmwIn47CukZglMRaizQtJDsOSHAp+qNwso8dtwYiuMeh1CofLasmrdGgdjhAiCElyfJY4ix04cmtAgeiBcVqHI4RoIdGD4wGo2V+Fp8qtcTTidCIsRvp3CnQG+nG/jB4LIU4kyfFZUrEpMKoU3t2K0WrWOBohREuxJIQS0ikcVKiQ0eM24XhphdQdCyFOJMnxWeAosOPMt4MOogbIqLEQ7c2x0WP7QRvuCqfG0YjTGVM3Ka9UVjsUQpxAkuNWpqpq3Uz2iJ7RGCNk6Ush2htzrIXQzoEWYeVZJe064Xr22WdRFIX77rtP61CabXBGNCaDjuJqFwdK7FqHI07DZDIxZ84c5syZI8tHi7NCkuNWVr27AlexA8WgENU/VutwhBCtJHpQPCjgOFKD/aBN63BaxU8//cQbb7xB//79tQ7ljFiMeoZmRAOyWl5boNfrGTp0KEOHDpXlo8VZIclxK/LY3JRvKAYgZkgChjCjxhEJIVqLKcpM1NHJtmVrC/HWtq/WbjU1Ndx444289dZbREdHax3OGatbSlr6HQsh/ockx61E9auUrMxH9apYkkOJ6NP2P0yEEKcW1T8OU5wFv9tP6aqCdlVecdddd3HJJZcwefLk027rcrmw2Wz1HsFmdPfAhcyag2X4/O3n/1N75PV6+eSTT/jkk09khTxxVkhy3EpsO8oD5RRGHXFjU1AUReuQhBCtTNEpxI9LQdErOPLs1Oyr0jqkFvHRRx+xceNGZs+e3ajtZ8+ejdVqrXukpaW1coRN1z/VSrjZQJXDw8784EvexXEej4fnnnuO5557Do+nfd2REcFJkuNW4K501bVuix2eiDFcyimE6ChMUea67hVl64rwVLft3sdHjhzh3nvv5cMPP8RiadziRbNmzaKqqqruceTIkVaOsukMeh0jusQAUncshKgvKJLj1157jc6dO2OxWBgxYgTr169vcNu5c+eiKEq9x6lO2HfccQeKovD3v/+9FSI/UV05hU8lpFMY4T2sZ+XnCiGCR2RmDObEEFSvn9If23Z5RVZWFsXFxQwePBiDwYDBYGD58uW8/PLLGAwGfD7fCfuYzWYiIyPrPYLRqKN1xz9Kv2MhxM9onhx//PHHzJw5k8cff5yNGzcyYMAApkyZQnFxcYP7REZGUlBQUPfIzs4+6Xbz589n7dq1pKSktFb4J6jeU4G71InOpCNuTLKUUwjRASk6hfixgfIKZ0Et9kNt97b9pEmT2LZtG5s3b657DB06lBtvvJHNmze36e4BY47WHf90qBy3169xNEKIYKF5cvzCCy9w++23c8stt5CZmcmcOXMIDQ3l3XffbXAfRVFISkqqeyQmJp6wTV5eHr/97W/58MMPMRrPTlmDz+mt62kcPTgeQ6iUUwjRURkjTVj7B5Kv8vXF+D0njrC2BREREfTr16/eIywsjNjYWPr166d1eGekV2IEMWEmHB4fm49Uah2OECJIaJocu91usrKy6s1+1ul0TJ48mTVr1jS4X01NDRkZGaSlpXH55ZezY8eOeq/7/X5uuukmHnjgAfr27XvaOFpqZnX5hmL8bj+mGDMRvaQ7hRAdnbVfDIYIIz6Hl4pNUtcabHQ6pa60QuqOhRDHaJocl5aW4vP5Thj5TUxMpLCw8KT79OrVi3fffZcvv/ySDz74AL/fz+jRo8nNza3b5i9/+QsGg4F77rmnUXG0xMxqZ7GjbmZ67MgkFJ2UUwjR0ekMOmJHJgFg21mOu8KlcUQtY9myZWdtHkdrO7aUtPQ7FkIcY9A6gKYaNWoUo0aNqvt+9OjR9OnThzfeeIOnn36arKwsXnrpJTZu3Njoet9Zs2Yxc+bMuu9tNluTEmTVr1K2pgCA8B5WLImhjd5XCNG+hXYKJzQ9nNqcGsrWFpJ0YbrMRQgixxYD2XSkglq3l1BTm/tYbPeMRmPdxdjZKpMUHZumI8dxcXHo9XqKiorqPV9UVERSUlKjjmE0Ghk0aBD79+8HYOXKlRQXF5Oenl43szo7O5vf/e53dO7c+aTHONOZ1dV7KnCXu9CZdMQMSWjSvkKI9i9meGJgcl5h256c1x5lxIaSGhWCx6fy0+EKrcMRJ2EwGBg7dixjx47FYJCLF9H6NE2OTSYTQ4YMYcmSJXXP+f1+lixZUm90+FR8Ph/btm0jOTkZgJtuuomtW7fWm1mdkpLCAw88wPfff9/iv4PqV6ncGrgdFz0oHn2I/OEKIeozRhyfnFe5paxNt3ZrbxTlZ3XH+6XuWAgRBGUVM2fOZMaMGQwdOpThw4fz97//Hbvdzi233ALA9OnTSU1NrVuZ6amnnmLkyJF0796dyspKnn/+ebKzs7ntttsAiI2NJTY2tt7PMBqNJCUl0atXrxaPvza7Gl+tF32IXibhdUA2m4Pi4kq8Xj9+VcXv86OqKn6/il9V0SkKOl2gH7dOr0OnKBiNepKSoggLa9yCCqJ9iOwTTdW2UjyVLpyFtYQkh2kdkjhqTPdYPsvKZbX0Ow5KXq+X7777DoCLLrpIRo9Fq9P8HXbttddSUlLCY489RmFhIQMHDmTBggV1k/RycnLQ6Y4PcFdUVHD77bdTWFhIdHQ0Q4YMYfXq1WRmZmoSv2134DZcRM9oFL3UEbZHlZV2cnJKyTlSSm5uGXn5ZeTllZOXV051taPZx42KCiU1JZbU1BhSU2PolBpLWloc6enxREaGtOBvIIKB3qwnvJuV6j2V2HZVSHIcREYfnZS3Pb+Kylo3UaEmjSMSP+fxeHjyyScBmDx5siTHotUFxTvs7rvv5u677z7pa8uWLav3/YsvvsiLL77YpOMfPny4mZGdmrvcibOwFhSI6BXVKj9DnD2qqnLgQCHrf9rPoUPF5BwpISenlKqq2lPuFxUVislkRKdT0CkKyrH/KkpgFFlVUf0qPr+Kqqq4XB6qqmqprAw8duw8cWndqKgwMtLjSM+Ip2uXREYM70FGRrxM5GrjIvvEUL2nktqcarw1HgyytHxQSIy00C0+jAMldtYeLOfCfo2b8yKEaJ+CIjluq46NGodmRGAIkw+5tsjhcJOVdYDVa/awes0eiourTrpdYoKV9PR4OnWKqTfam5ISQ2iouck/1253kpdfXjcCnZdXxpHcMnJySikttVFZaaey0s6WrcdXf0xJjmb06F6MHtWbQYO6YDbLe66tMUWbsSSF4iysxbanQibwBpHR3eI4UGLnx/2lkhwL0cFJctxMPpePmgOBRCqyj9QatyUlpTZWrdrFqlW7yNp4ELfbW/ea2WxkyJCu9OndiYyMeNLT40jrFEdISMveZg0Ls9CzRwo9e5y4tLm91sWRnFJyckrIOVLK9h1H2LTpIPkFFXz2+Vo++3wtFouRoUO7M25sH8aM6U1MdHiLxidaT2SfaJyFtVTvqSRqQBw6g+YLlQpgXI84/rU2m+V7S1BVVe7SCNGBSXLcTDX7q1C9KsYos/Q1DnKqqnLwUBErV+5i5apd7NqVW+/15ORoRo/qxehRvRg8uOsZjchWVkLFKbpBRUdDVNSpjxEWaqZ371R6906te87hcLMh6wCrV+9m9Zo9lJQcT/AVReGcfumMG9eHcWMzSU+Pa3b8ovWFpkegDzXgq/ViP2wjonuU1iEJYEz3OIx6hZzyWg6W2ukWLxecQnRUkhw3g6qq2HaVA4FRIBlhCE5er4/FS7bywYcrOHjweC9tRVHo2zeNcWP7MHZMbzp3Tmix/4eLF8Nnn4HfD2vXBp4bORKOzSm9+urAo6lCQkyMG9uHcWP7oKoq+/cXsurHXaxcuYvde/LYui2brduyee0fC+jdO5Vf3jieCeP7otfLqGSwUXQKkb2jqdhYgm1nBeHdrHIOCQJhZgMjusSyan8pS3cXS3IsRAcmyXEzOHJr8FZ70Jl0hHezah2O+B8ul4dvvs3i3/9ZSUFBYBjXZDIwdGg3xo3NZOyY3sTGRrTKz548GYYMAZcLfv/7wHNPPQXmo2XJ0S1QgaMoCj16JNOjRzK33HwexcVVrFy1ixUrd7Jx40F2787jj4/+h/T0OH55w3imTBmI0Sh/6sEkolcUlVtKcZc5cRU75O5TkDi3Vzyr9peybE8Jt43rqnU4QgiNyCdmM1TtPNa+LQqdUUbmgoXd7uTzeev45NMfKS+vAQJdH667dgxXXjGCiIjWb48WFRV4uFwQfnTgqUuX48lxa0hIsHLVtJFcNW0klZV2Pv1sNZ99toacnFKeeXYeb7+7hOuvG8tlU4e1eO20aB69xUBY10hq9lVh21kuyXGQmNg7gT99u4t1h8qwu7yEmeUjMhgYjUaeffbZuq+FaG3yl99E7koXznx7oH1bnxitwxEEFuL49LPVfPLJj1TXOAFISorixuvHcemlQztUV4eoqDBuv+18brhhPF9+sZ6PPl5FcXEVL738Le+9v4wbrh/HlVeOIKwZHTZEy7JmxlCzrwp7trR1CxZd48JIjwklp7yWVftLmdJXulYEA4PBwOTJk7UOQ3Qgkhw3kW1noNY4ND0Co3yYaaqqqpaPPl7FZ5+vwW53AZCREc/0X07g/PMHYDDoNY5QO2GhZm64YRxXXTWS777byAcfriC/oIJ/vL6ADz5cznXXjuXqq0YRHi6r9GnFFGM53tZtdwUxQ6Wtm9YUReG83gnMXX2YZXuKJTkWooOS5LgJfC4fNfuPtm/LlFFjrbjdXt795w98+tlqHA43AN26JXHz9HM599x+MgntZ8xmI1dcMYJLLx3KwkVbeO+9pRzJLePNtxbxn/+s5IYbxnPjDeM69IWEliIzY462dasgaqC0dQsG5/aKZ+7qwyzdLS3dgoXX661bEOzcc8+VFfJEq5N3WBNU761E9amYYsxYEmV5Xy3k5pbx6GP/Yc/efAB69kzhlhkTGTeuT71lxkV9BoOeiy8azJQLBrJkyVbmvr+Uw4dLeOPNhaxdu4cnHr+WxMQorcPscELTwjGEG/HWeKg5UEVkL+mZrrWRXWOxGHUU2pzsLqymT3Kk1iF1eB6Ph4cffhiAlStXSnIsWp1kE01gP3h80Q8ZTTi7VFXluwWbuPlXr7Jnbz5Wayh//tMN/POdu5gwoa8kxo2k1+u44IKBfPD+vTz6yNWEhprZsjWbGbe8wrLl27UOr8NRdAoRvQMJce3hao2jEQAWo57R3QK9wpfuKdY4GiGEFiSjaCSfw4u7PFDXGprWOm3AxMmVltp46OF/8fSfPqW21sWAAZ15f+5vmXhuP7lIaSadTsdFFw1m7j/vpnevVGw2B3945N88/sRHVFXVah1ehxKaFmhr4iyqxe/1axyNAJjYKx6AZbtLNI5ECKEFSY4bqTbPDoAp1oI+RG7pnC0//ribG296iVU/7sZg0PPr28/nlZduJT5e+ku3hE6pscx5/TdMv2kCOp3CosVbufGmv5O18YDWoXUYRqsJfZgB1afiLJQLk2Bwbq/A5MisnAqqaj0aRyOEONskOW4kR16gb25IapjGkXQMPp+ft95exAMPvU91tYNePVP45zt3cfOMiTJ5rIWZTAbu+M0U3pxzB507x1NeXsN99/+Tf/9nJaqqah1eu6coCqGpgdFjR26NxtEIgLSYUHokhOPzq6zcL6PHQnQ0khw3gqqqOI6OHIekypKira2wsJKZv5/LP+cuBeDqq0by5ht30K2btFVqTZmZabz79l1cOGUQPp+fV1/7jj888iHl5VIL29qOXXQ78u0aRyKOmdg7MHr8w26pOxaio5HkuBHcZU78Lh+KUYclQbpUtBa/38/8L9bxy5v+zk8/7cdkMvDoH3/BzPsvk+WPzxKLxcSjf7ya390/Fb1ex/IVO7nhl39nwfebZBS5FYWkhIECnio3nmq31uEIAi3dAJbvKcHvl/e+EB2JZByNUDdqnByKopMJYK3B7/fz1NOfsnDRFgD69UvnDw9Po3NnWRjhbFMUhauuGkW/czJ4Zvbn7NtXwFNPf8r27Tn8buZlMgmyFehMeswJIbiKHDjy7Bh7yzLfWhuaEUO42UCZ3c22vCoGpEVpHVKHZTQaefzxx+u+FqK1ychxI9TW1RtLSUVreX3OQhYu2oLBoOfeey7h9dd+LYmxxnr1TOGdt/6PX99+PoqiMG/+Oj74cIXWYbVbUnccXEwGHWO7S0u3YGAwGJg6dSpTp06VHsfirJDk+DT8bh+uYgcgk/Fay7z5a/nw34Gka9bD07j2mjGyyl2QMBj03DxjIvfecwkAr8/5vm50X7SsurrjglpUn9zGDwYTewdKK5bukUl5QnQkkoGchqPADioYI00YI+RWZ0v7+psN/O2FrwG4/bbJXHThII0jEidzzS9Gc+01YwB4+k+f8sPSbRpH1P6YYi3oLHpUrx9nibR0CwbHWrptza2ktMalcTQdl9frZdWqVaxatQqv16t1OKIDkOT4NBy5x7pUyKhxS5v/xTpmPzsPVVW5atpIbp4xUeuQxCncfddFXHDBQHw+P48/8bGMILcwRVGOjx7nSteKYJAYaaFvSiSqCiv2yuixVjweD/fddx/33XcfHo/0nRatT5LjU1BVta61ktQbt6wvvljH83/9EoBrrxnDzPunykSvIKfX63j0kau5+OLB+Hx+nnr6ExYv2ap1WO1KXd1xntQdB4uJvaSlmxCtrdzuZm9R8LQNleT4FDxVbrw1HhS9giUpVOtw2o2Fi7bw/N++AuDGG8Zxz28vlsS4jdDrdfzh4WlcNnUYfr/Kk099wuo1e7QOq904NnLsLnfhbebKbKWlpbzwwguMHTuWlJQUwsPD6dWrF9dffz3ff/99S4bbIRyrO16xtwSvT5b3FqI1vLvqEBe8uIJnv9utdSiAJMen5CgIjBqbE0PRGeWfqiX8uHo3T//p07pSiv+780JJjNsYnU7Hgw9czgXnD8Dn8/OHRz5k85ZDWofVLugtBkxxFuB4C8mm+Oc//8kNN9xAeXk5d911F2+99RZffvklzz77LOPHj+fDDz/kuuuuo6ysrKVDb7cGpkUTFWrE5vSy6Uil1uEI0e7UuLy8v+YwAAODpGWi9EQ5BWe+HQM6QqXeuEXk5pXx+BMf4/P5mTJlIPffd6kkxm2UTqfjj49cTW2ti1U/7uYPj/yb9+f+lri4SK1Da/NCU8Nwlzpx5NmxJEY0er9//OMfdOvWjYULFza4zZ133klhYSHPP/88jz32GKGhckfsdPQ6hfE94vlqSz5LdxczrHOM1iEJ0a78Z10ONqeXrvFhXJCZqHU4QJCMHL/22mt07twZi8XCiBEjWL9+fYPbzp07F0VR6j0sFkvd6x6Ph4ceeohzzjmHsLAwUlJSmD59Ovn5+U2Oy1UemJ0sJRVnzu328thjH1Fb62JA/wwemXUVOl1QvP1EMxkMep5+6nq6d0uistLOE099gk9uO58xc2LgfOOucDZ6n7KyMs4991ymTJly2m2TkpL405/+xI4dO5odY0dz3tGlpKWlmxAty+X18faqgwDcMb4buiBZaE3z7OTjjz9m5syZPP7442zcuJEBAwYwZcoUiosbnvwQGRlJQUFB3SM7O7vutdraWjZu3Mijjz7Kxo0bmTdvHnv27OGyyy5rcmx+lw8Ao1VauJ2p1/7xHbv35GG1hvLkE9dhMOi1Dkm0ALPZyNNPX09IiImNGw/yz7k/aB1Sm2eMDJxvvNWeRi/ZHRsbS2ZmJjabDbf7xOWn/X4/r7zySt33BoOBYcOGtUzAHcD4nvEoCuwqsFFY1fiLFiHEqX25KZ8im4vESDOXD0rROpw6mifHL7zwArfffju33HILmZmZzJkzh9DQUN59990G91EUhaSkpLpHYuLxYXir1cqiRYu45ppr6NWrFyNHjuTVV18lKyuLnJycJsens+jRGSWROxM/LN3Gp5+tAeCPj1xNQoJV44hES8pIj+eB318OwD/nLmX9T/s0jqhtM4QZQQeqT8Vnb3xP13/84x/ExMTQvXt3HA5Hvdd0Oh1jxozh448/bulwO4SYMFNdLeQyWS3vrDMajTz44IM8+OCDsnx0O+L3q8xZcQCAW8d2wRxEg2aaJsdut5usrCwmT55c95xOp2Py5MmsWbOmwf1qamrIyMggLS2Nyy+//LS3B6uqqlAUhaioqJO+7nK5sNls9R7HHBvFEc2Tk1PKM7PnAfDLG8czZnRvjSMSreHCKYO4bOowVFXliSc/oaSkSuuQ2ixFp2AMD5x3PNUnjgI3ZO3ataxevZpLLrnkpAnE4MGDmTNnTovF2dEca+kmS0mffQaDgWuuuYZrrrlGlo9uRxbuLOJgiZ1Ii4Hrh6drHU49mibHpaWl+Hy+eiO/AImJiRQWFp50n169evHuu+/y5Zdf8sEHH+D3+xk9ejS5ubkn3d7pdPLQQw9x/fXXExl58slCs2fPxmq11j3S0tLqXpNV8ZrP6/Xx6GP/obbWxcCBnfn17edrHZJoRfffdyk9eiRTWWnnsSc+xu+X+uPmMkQGkltPTeOT4/Hjx+P3+3n99ddPmkBkZWXx008/NTmW119/nf79+xMZGUlkZCSjRo3iu+++a/Jx2rpjyfHKfaU4PT6NoxGibVNVldeXB0aNbxqVQYQluO4IaF5W0VSjRo1i+vTpDBw4kAkTJjBv3jzi4+N54403TtjW4/FwzTXXBP4nvP56g8ecNWsWVVVVdY8jR47UvXbsQ0o03fwv1rFvfwFRUaE8JXXG7Z7ZbOTPf7qB0BATW7YcZtFiWSCkuerqjm2N73V8880387vf/Y6nnnqKDRs24PPVT+Dmzp3b4ADBqXTq1Ilnn32WrKwsNmzYwHnnndeoO3btTb/USFKsFmrdPlkt7yzz+Xxs2LDhpO9r0TatPVjOliOVmA06bh7dRetwTqBpchwXF4der6eoqKje80VFRSQlJTXqGEajkUGDBrF///56zx9LjLOzs1m0aNEpPxTMZnPdqMixR93xZeS4WWy2Wt5+ZwkAv779Amnx1UF0So3lppvOBeAfry/A4Wj8yKc47th5x1vd+OTYYDDw6aefsnz5coYPH47VamXKlCn87W9/48iRI/j9fnr16tXkWKZOncrFF19Mjx496NmzJ3/+858JDw9n7dq1De5zqlK1tkpRFKb0C3wuLdh+8jubonW43W7uuOMO7rjjjpNOOBVtz5yjo8a/GNqJ+AizxtGcSNPk2GQyMWTIEJYsWVL3nN/vZ8mSJYwaNapRx/D5fGzbto3k5OS6544lxvv27WPx4sXExsY2O0apOW6et99dQnW1g+7dkph66VCtwxFn0XXXjiEpKYqSEhsf/nuF1uG0SYbIptccA6SkpLBkyRJ+/PFH7r33XpxOJ48++ihdu3ZlxYoVjR50aIjP5+Ojjz7Cbref8hx9qlK1tuzicwKfM4t2FeH2StmQEM2xI7+K5XtL0Cnw63HdtA7npDQvq5g5cyZvvfUW7733Hrt27eLOO+/Ebrdzyy23ADB9+nRmzZpVt/1TTz3FwoULOXjwIBs3buSXv/wl2dnZ3HbbbUAgMb766qvZsGEDH374IT6fj8LCQgoLC5t1xWmIkLKKptq/v4D589cBcM9vL0av1/xtJs4is9nIXXdeCMAHH64gP79c44janrqR45rmLSE9atQo/vznP7N8+XKqqqpYtmwZV199NdXV1c063rZt2wgPD8dsNnPHHXcwf/58MjMzG9z+VKVqbdmQ9GjiI8xUO72sPlCqdThCtElvLA/0Nb6kfwrpscG5jkSzp31u2LCBTz75hJycnBOSznnz5jX6ONdeey0lJSU89thjFBYWMnDgQBYsWFA3SS8nJ6feYhEVFRXcfvvtFBYWEh0dzZAhQ1i9enXdiTovL4+vvvoKgIEDB9b7WUuXLuXcc89tdGw6ow6dWepkm0JVVf72wlf4fH7OPbcvQ4d21zokoYHzzjuH+V+uZ+PGg7z0yrf8ZfZNWofUphjCjaAE2rmdKaPRyJgxYxgzZgwbN25s1jF69erF5s2bqaqq4rPPPmPGjBksX768wQTZbDZjNgffrdIzpdMpTOmbyAdrc1iwvZBzj07SE0I0Tk5ZLd9sDSzK9pvxXTWOpmHNGtL76KOPGD16NLt27WL+/Pl4PB527NjBDz/8gNXa9B62d999N9nZ2bhcLtatW8eIESPqXlu2bBlz586t+/7FF1+s27awsJBvv/2WQYMG1b3euXNnVFU96aMpiTEERo1leeOm+X7hZrZszcZiMXLP3ZdoHY7QiKIo/O7+qej1Olau3MXqNXu0DqlNUfRKoN9xCxs8eHCz9jOZTHTv3p0hQ4Ywe/ZsBgwYwEsvvdTC0bUNF/ULlFZ8v6MQr6wIKUSTvLXyIH41sLBOv9TgXfOgWcnxM888w4svvsjXX3+NyWTipZdeYvfu3VxzzTWkpwdXr7ozYQiXkoqmUFWVue8tBWDG9IkkJUVpG5DQVJcuiVzzi9EAde8L0XiGIJ7v4Pf7cblcWoehiRFdYogONVJR62H9ISkZEqKxSmtcfLIhUGJ1x4TgHTWGZibHBw4c4JJLAqOCJpMJu92Ooijcf//9vPnmmy0aoJYM4cH74RSMsjYeJCenlNAQE1df3bgJlaJ9u+H6cRgMerZvz2Hvvnytw2lTjEEy32HWrFmsWLGCw4cPs23bNmbNmsWyZcu48cYbtQ5NEwa9jvMzA2V/30nXCiEabe6Ph3F5/QxIi2JU1+Y3SjgbmlVzHB0dXTexIzU1le3bt3POOedQWVlJbW1tiwaoJUOErMTTFMcm4U2ZMoiw0PZXbyiaLjY2ggkTMlmyZBvz56/joQev1DqkNsNwBm0klyxZwpIlSyguLj5hMZZ33323SccqLi5m+vTpFBQUYLVa6d+/P99//z3nn99xF/W5qF8yn2zI5fsdhTx5WV90Oim/a00Gg4F77rmn7mvR9tS4vLy/5jAAd07oGvQlq816l40fP55FixZxzjnn8Itf/IJ7772XH374gUWLFjFp0qSWjlEzRhk5brSSUhsrVu4EYNqVI06ztehIpl05kiVLtvH9ws38350XEhERonVIbYKxmQsQPfnkkzz11FMMHTqU5OTkM/4Qeuedd85o//ZodPdYIiwGiqtdbMypYGjnGK1DateMRiPTp0/XOgxxBv6zLgeb00vX+DAuyDyzlpJnQ7OS41dffRWn0wnAI488gtFoZPXq1Vx11VX88Y9/bNEAtSQ1x403b95afD4/AwZ0plu34H/ji7Nn4IDOdO2ayMGDRXzzbRbXXzdW65DahOaWdc2ZM4e5c+dy003SIaS1mA16JvdJZP6mPL7bXijJsRCn4PT4eHtVoH3bb8Z3bRN3WppVcxwTE0NKSkrgADodDz/8MF999RV/+9vfiI6ObtEAtaQzSn/exnC5PHz51XqAuglYQhyjKAq/uDrwvvjs8zX4ZIZ/oyj65n2AuN1uRo+Wv8PWduHPVstT1TNvuSca5vP52LFjBzt27JDlo9ugTzccocjmItlq4YpBqVqH0yhnlP0VFxezfft2tm7dWu8hOpZFi7ZQWVlLYmIU48b20TocEYSmXDCAyMgQCgoqWPXjbq3Dadduu+02/v3vf2sdRrs3oWc8oSY9eZUOtuZWaR1Ou+Z2u5kxYwYzZsyQ5aPbGLfXz+vLAktF33luN8yGtrF2RLPKKrKyspgxYwa7du064YpZURS5sutgFi0OXBBdecUIDG3kjS/OLovFxNRLh/Lhv1eyePEWJoxveHU1cWacTidvvvkmixcvpn///hiN9cvDXnjhBY0ia18sRj0TeyXw7bYCvtteyIC0KK1DEiLofL4xl/wqJwkRZq4Z2naWkW9WcvyrX/2Knj178s4775CYmBj0sw5F63E63WzZehiA8eNk1Fg0bNzYTD7890p+2rAfn88vy4qfTjNPq1u3bq1bHXT79u31Dynn6hZ1Yb8kvt1WwILtBTx0YS/59xXiZzw+P68t3Q/AHRO6YTG2ncGzZiXHBw8e5PPPP6d7d1kauKPbvOUwbreXxAQrGRnxWocjglhmZifCwszYbA727sunT+9OWofULi1dKguunC0TeydgNug4XFbL7sJq+iRHah2SEEFj/qY8ciscxIWbuX5421ogrllDN5MmTWLLli0tHYtog9avD1wVDh/eQ0ZNxCkZDHqGDO4GwLp1+zSOJvjJX1PwCzcbGN8zMCggC4IIcZz3Z6PGvxnflRBT2xk1hmaOHL/99tvMmDGD7du3069fvxNq2i677LIWCU5zkuyd1rr1ewEYPkzuIojTGzGiBytW7mTd+n3cPGOi1uEEucaff2bOnNnobaXmuGVd1C+JRTuLWLC9gJnn99Q6HCGCwldb8skuqyUmzMSNI9vWqDE0Mzles2YNP/74I999990Jr8mEvI6jqKiSQ4eK0ekUhklyLBphxPAeAGzfnkNNjZPwcIvGEQWxJlybb9q0qXGHlAv+FjepTyJGvcLeohr2F9fQPSFc65CE0JTPr/LqD4FR49vGdSHU1PZWNWxWxL/97W/55S9/yaOPPkpiYmJLxyTaiHXrA7fGMzPTiIwM1Tga0RakpMSQnhZHzpFSNmTt59wJ/bQOqV2QOmPtWEOMjO4Wx/K9JSzYXsDd5/XQOqR2x2AwcPvtt9d9LYLbN1vzOVhqJyrUyPRRnbUOp1maVXNcVlbG/fffL4lxB7dhQ6B34bHRQCEaY8SIwPvl2PtHiLbuoqMLgkjdceswGo385je/4Te/+c0JZZwiuPj9Kq8cHTW+dUwXws1t82KmWcnxtGnTZKRCkJ1TAkDvXm1jxRsRHHodfb/k5JRqHEn743A4WLVqFTt37jzhNafTyfvvv69BVO3fBX2T0OsUduTbyCmr1TocITTz3fZC9hfXEGExMGNMZ63DabZmpfQ9e/Zk1qxZrFq1inPOOeeEK7l77rmnRYITwUtVVfLyygFITY3ROBrRlqSmBN4vefnlGkcS5JpYHrx3714uuOACcnJyUBSFsWPH8tFHH5GcnAxAVVUVt9xyC9OnT2+FYDu2mDATI7rEsPpAGQt2FPDr8d20Dqld8fv9HDp0CIAuXbqg00mP9GAUGDUOlFv+akwXIi1td5S/2d0qwsPDWb58OcuXL6/3mqIokhx3AJWVdmprXSiKQnJytNbhiDakU6dYIDCh0+PxYjS2zdtuweahhx6iX79+bNiwgcrKSu677z7GjBnDsmXLSE9ve7PF25qL+iWx+kAZ320vlOS4hblcLq699loAVq5cSUhIiMYRiZNZuLOI3YXVhJsN/GpMF63DOSPN+lQ6dgUnOq5jo8bx8ZGYzW336lCcfTEx4YSEmHA43BQUVJKeHqd1SO3C6tWrWbx4MXFxccTFxfH111/zf//3f4wbN46lS5cSFhamdYjt2pS+STz21Q425VSSX+kgJUoSONFxqKrKy0sCo8Y3j+6MNbRt5wVyb0I0S25eGXD8FrkQjaUoCinHSiuOvo/EmXM4HPVm8iuKwuuvv87UqVOZMGECe/fu1TC69i8h0sKwjMD7+qst+RpHI8TZtWRXMTsLbISa9Nw6tm2PGkMzR44bajivKAoWi4Xu3btz+eWXExPTxhMnv6p1BEFL6o3FmeiUGsOBA4VSd3wKqq9p55/evXuzYcMG+vTpU+/5V199FWhHizMFsWmDU1l/uJzPs3L5zfiu0ldadAiqqvLy0Vrj6aM6Ex1m0jiiM9es5HjTpk1s3LgRn89Hr169gMBkEL1eT+/evfnHP/7B7373O1atWkVmZmaLBnw2ee0erUMIWseS42P1o0I0RWpq4H1z7H0kTuStbtr558orr+Q///kPN9100wmvvfrqq/j9fubMmdNS4YmTuLh/Mo99tYN9xTXsyLfRL9WqdUhCtLofdhezNbeKEKOe28a1/VFjaGZZxeWXX87kyZPJz88nKyuLrKwscnNzOf/887n++uvJy8tj/Pjx3H///S0d71nlqXZrHULQKimtAiAxMUrbQESblJQUBUBRcaWmcQSzpp5/Zs2axX//+98GX//HP/6B3+8/07DEKURajFyQGej///nGXI2jEaL1+f0qf10YKNmaPjqDuHCzxhG1jGYlx88//zxPP/00kZGRdc9ZrVaeeOIJnnvuOUJDQ3nsscfIyspqsUC14Kn2ah1C0FKPlpwY9FK2Lpru2PtGldKlBnnl4rxNumpwJwC+2pyPxycXI6J9+3ZbAbsKbESYDdzRjrq0NCuzqaqqori4+ITnS0pKsNlsAERFReF2t+2Tu6+mbccvhGi7PE0sqziZvXv34vXKRf7ZNK5HHHHhJsrsblbsLdE6nHbBYDBw0003cdNNN8ny0UHE6/Pz4qLAqPFt47q2i1rjY5pdVvGrX/2K+fPnk5ubS25uLvPnz+fWW2/liiuuAGD9+vX07NmzJWM96zySHAshNOK1nfn5p0+fPhw8eLAFohGNZdDruHxgYBXIeRvzNI6mfTAajdx7773ce++9snx0EJm3MY+DpXZiwkzc2k5qjY9pVnL8xhtvMGnSJK677joyMjLIyMjguuuuY9KkSXUTPnr37s3bb7/dqOO99tprdO7cGYvFwogRI1i/fn2D286dOxdFUeo9LBZLvW1UVeWxxx4jOTmZkJAQJk+ezL59+5r8e3ptMuLSEFXuhgvRalRVxVtz5iPHqvyhamLa4EByvGhXEVW1MrFbtD8ur4+XjvY1vnNCN8LN7WtEv1nJcXh4OG+99RZlZWVs2rSJTZs2UVZWxptvvlnXaH7gwIEMHDjwtMf6+OOPmTlzJo8//jgbN25kwIABTJky5aRlG8dERkZSUFBQ98jOzq73+nPPPcfLL7/MnDlzWLduHWFhYUyZMgWn09mk39Pn9OL3SM1YQ7xeCytWWKms1DqS4PHZZ3uYN+/k/WTnzdvLZ5/tOcsRBS+v18Lu3eny/jkJX6030MpNOoG1SZnJkfROisDt9fPttgKtw2nz/H4/+fn55Ofny6TSIPGfdTnkVTpIjDRz06gMrcNpcWc0myo8PJz+/fvTv39/wsPDm3WMF154gdtvv51bbrmFzMxM5syZQ2hoKO+++26D+yiKQlJSUt0jMTGx7jVVVfn73//OH//4Ry6//HL69+/P+++/T35+Pl988cVJj+dyubDZbPUex8ikmIZ5vSGsWGGlokLrSIKHTqfwySd7+OKL+gnyvHl7+eSTPeh0ku0c4/WGsGd3urx/TuJYvbEhrH2NxnQUiqLUjR7Pk64VZ8zlcnHZZZdx2WWX4XK5tA6nw6t1e3l16X4AfnteDyxGvcYRtbxGn3mnTZvG3LlziYyMZNq0aafcdt68eY06ptvtJisri1mzZtU9p9PpmDx5MmvWrGlwv5qaGjIyMvD7/QwePJhnnnmGvn37AoGlrQsLC5k8eXLd9larlREjRrBmzRquu+66E443e/ZsnnzyyZP+LE+NB1OM5aSvCfD7weUKPARccklPPB745JM9FBRAp049+fTTvXz11R6uuqoXl1zSU/6tAI9Hwe+XTicNOXZRbghvPxNcOprLB6by7He72ZBdQXaZnYxYWb5btA9zVx+mtMZNekwo1wxN0zqcVtHo5Nhqtdat9mO1tkxj89LSUnw+X72RX4DExER279590n169erFu+++S//+/amqquKvf/0ro0ePZseOHXTq1InCwsK6Y/zvMY+99r9mzZpVb9U/m81GWlrgf3hTG/F3FIajV4o7d4Xw+99DM28ctFM9KSiAzZv3sGXLPtas8ZOR0Yv583syf77WsQWHnJwuZB+OICVFRtJP5li9sTFcJh+1VYmRFsb2iGfF3hLmbczj/vPb9gR1IQCqHB7mLDsAwH2Te2AytM9BjkYnx//85z/rvj7WTP5YffHhw4f54osv6NOnD1OmTGn5KH9m1KhRjBo1qu770aNH06dPH9544w2efvrpZh3TbDZjNp+8cbWUVZxcSnI0UIZP+nieVGpqT7Zs2Yeq+tHpdHTqJB+MP+dwBP6uQiwyMnoyxy7K9ZIct2lXDU4NJMebcrlvcg9ZTlq0eW+vPIjN6aVHQnhdV5b2qFkFbZdffjnTpk3jjjvuoLKykpEjR2I0GiktLeWFF17gzjvvbNRx4uLi0Ov1FBUV1Xu+qKiIpKSkRh3DaDQyaNAg9u8P1L8c26+oqIjk5OR6x2zMBMH/5WmBGePtUWD53/0kJ5Xw17+m06V9dXE5Y59+upd16/woio6hQ/1ceeVerrhCEuRjHnhwCerKEkJCb9Y6lKDkqSurkOS4LbsgM4kwk54j5Q42ZFcwrHOM1iEJ0WylNS7eWXUIgN9d0BN9O55D06zkeOPGjbz44osAfPbZZyQmJrJp0yY+//xzHnvssUYnxyaTiSFDhrBkyZK6/sh+v58lS5Zw9913N+oYPp+Pbdu2cfHFFwPQpUsXkpKSWLJkSV0ybLPZWLduXaPj+jkZOT65Tp0CJ3mn04XZDA0MvHdI8+YFaozT03vRqVNPrrxyL/Pn78FohGnTJEEGKCwqQafzExoib5yTOTZybIw4s+T4oYceIjY2tiVCEs0QYtJz8TnJfJqVy7yNuZIcizbt9WUHqHX7OCfVypS+jRvAbKuaVSxSW1tLREQEAAsXLmTatGnodDpGjhx5Qlu105k5cyZvvfUW7733Hrt27eLOO+/Ebrdzyy23ADB9+vR6E/aeeuopFi5cyMGDB9m4cSO//OUvyc7O5rbbbgMCs4Tvu+8+/vSnP/HVV1+xbds2pk+fTkpKSl0C3hTeao/0Cj2J1JTAB26tQy4efu5YV4qrrupVV0pxxRU9ueaaXnzyScNt3joSn89PYWElACEhUlbxv/xePz5HoMe6IezMkuPZs2dLcqyxaUeXk/5mawFOj0/jaIRonoIqB/9aG8jvfj+lV7svEWrWyHH37t354osvuPLKK/n++++5//77ASguLiYyMrJJx7r22mspKSnhscceo7CwkIEDB7JgwYK6CXU5OTnodMdz+IqKCm6//XYKCwuJjo5myJAhrF69mszMzLptHnzwQex2O7/+9a+prKxk7NixLFiw4ITFQk5LAdWn4nN4MYTK7c2fS0mNwWBwEBm5BZOpGyAdPQD8fpVrrgl0pfj55LtjI8Z+v1xoFZdU4fX6CLG4ueEGA9HRWkcUXI5NxlOMOnTmxrVIysnJIT09vdE/Iy8vj9TU9lsvGExGdIkhNSqEvEoHi3cVcWn/FK1DanP0ej2/+MUv6r4WZ9/LS/bj9voZ3iWG8T3itA6n1SlqM4ZFP/vsM2644QZ8Ph+TJk1i4cKFQGCUYsWKFXz33XctHujZZLPZsFqt7Hh/EyFeM4mTOxGaFqF1WEHn4kv/TGWlnff++Vt69Eg+/Q4diMsFM2YEvn7vPSk7+bmsjQf47T3vkJ4Wx0f/mXn6HTqY6n2VlK4qwBxvIXx8LFarlaqqqlMOPCQmJnLFFVdw2223MWzYsJNuU1VVxSeffMJLL73Er3/9a+65557W+hVOcOycerrfo7366/d7eHXpfs7rncC7N5/8/8+ZysrKapXjiuAxZMgQTX7u4VI7k15Yjs+v8ukdo9p0eVBjz0XNGjm++uqrGTt2LAUFBQwYMKDu+UmTJnHllVc255BBKSQpFHJ9OPLskhyfRGpKDJWVdvLyyyQ5Fo2Wl1cOQEpK2z3BtiZHnh2AkJTG90fcuXMnf/7znzn//POxWCwMGTKElJQULBYLFRUV7Ny5kx07djB48GCee+65ujka4uy4cnAqry7dz/K9JZRUu4iPkKtl0XY8v3APPr/KhJ7xbToxbopmN6hLSkpi0KBB9Uoehg8fTu/evVsksGBgSQ60qqvNrdE4kuDUpUsCANu25WgciWhLjr1funZNPM2WHY/qV3HkH02OUxu/aERsbCwvvPACBQUFvPrqq/To0YPS0lL27dsHwI033khWVhZr1qxpcmI8e/Zshg0bRkREBAkJCVxxxRXs2SPLoDdFt/hwBqZF4fOrfLUlX+tw2hxVVamoqKCiokLmAJ1lWdkVfLu1AEWBhy5sP/nd6cjapKcQkhyKU7HhrfbgsbkxRsrkoZ8bPrwH33ybxdp1e/nt3TISJU5PVVXWrQtMShwxvIfG0QQfV5kTv8uHzqTDHB+Cu6a6SfuHhIRw9dVXc/XVV5/09e3bt9OvX78mHXP58uXcddddDBs2DK/Xyx/+8AcuuOACdu7cWdfrXpzeVYNT2Xykknkbc7l1rPS+bAqn08n5558PwMqVKwkJCdE4oo5BVVX+/O1OAH4xpBOZKR2nJKp9Lm3SQnRGPZbEUAAceTJ6/L+GD+uOTqdw6FAxRUWVWocj2oADBwopLavGYjHSv3+G1uEEHcfRu1SW5DCUFuohWl1dzZtvvsmIESOa1et9wYIF3HzzzfTt25cBAwYwd+5ccnJypMa1iS7tn4JRr7Aj38buQpvW4QhxWt9tL2RjTiUhRj2/u6CX1uGcVZIcn8axW5u1R+sAxXGRkaFkZgaW2V63fp/G0Yi2YO26wPtk8OCumM3SAeZ/Has3Du105iOyK1asYMaMGSQnJ/PHP/6RTp06tcgt6aqqKgBiYhquPXS5XNhstnqPji46zMR5vQOlaJ/8lKtxNEKcmsvr49nvdgPw6/FdSYzsWB2pJDk+jZBOgUkxzgI7qiyVfILhw7oD8NOG/RpHItqCY++TYUO7axxJ8PG5fLhKHUDTJuP9XGFhIc8++yw9evTg4osvxuv18sknn5Cfn8+TTz55xjH6/X7uu+8+xowZc8ryjNmzZ2O1WuseaWlpZ/yz24Prhgfa7X2WdYRat1fjaIRo2L/WZJNTXkt8hJlfj++qdThnnSTHp2GKNqMP0aN6VZxFDq3DCTrHkpysrIP4/XLxIBrmcnnYujXQRF6S4xM5C+yggtFqatay0VOnTqVr166sXLmSJ554gqKiIj788EMuvvhiDAZDizTtv+uuu9i+fTsfffTRKbebNWsWVVVVdY8jR46c8c9uDyb0iCcjNhSb08uXm2VinghOlbVuXvkhMJDx+wt6EmbueNPTJDk+DUVR6kZxjs0iF8f17ZtGaIiJyko7Bw4UaR2OCGLbd+TgcnmIjY2o63QijqvrUpHSvJKKb7/9lmnTpvHkk09y4403tvhkubvvvptvvvmGpUuX0qlTp1NuazabiYyMrPcQoNMp3DQyUGv//pps6bwggtIrP+ynyuGhd1IEVw/pmHd9JDluBEtyYFKes0CS4/9lMOgZOCgw83r5ih0aRyOC2fLlgffH0KHd2v3So83hKKgFwNLM5Hj16tWEhIRw3nnn0atXL5566ikOHDhwxnGpqsrdd9/N/Pnz+eGHH+jSRTotnIlfDEnDYtSxq8BGVnaF1uEIUc/hUjvvrzkMwB8u7oO+hSYGtzWSHDfCsZEcV5kTn8uncTTB58IpgwD44sv1uKWOTpyE3e7kv//dCMBFFw7SOJrg463x4LW5QTm6+FAzjBw5krfeeouCggIeeughFi5cSM+ePRk5ciSvvPIKRUXNu7Nz11138cEHH/Dvf/+biIgICgsLKSwsxOGQMrPmsIYauXxAYOnu99ZkaxxN26DX67n00ku59NJLZfnoVvbc97vx+FTG94xnfM94rcPRjCTHjWAIMwZ6HKvgLKzVOpygc+6EvsTHR1JeXsOSH7ZpHY4IQt98m0Wtw03nzvFSb3wSjqN3pcyxFnSmM/vwDwsL41e/+hWrVq1i586djB8/nmeeeYbJkyc363ivv/46VVVVnHvuuSQnJ9c9Pv744zOKsyO7aVSgtGLB9gKKq50aRxP8TCYTTzzxBE888QQmk6w30Fo2HC7nv9sK0SnwyMV9tA5HU5IcN5IlRUorGmIw6Jl25UgAPv1stcbRiGDj9/v5fN5aAH5x9WgpqTgJ5xmWVDSkV69ePPfcc+Tm5jJv3jwuueSSJh9DVdWTPm6++eYWjbUj6ZdqZUhGNB6fykfrZbKi0J6qqvzp210AXDM0jV5JERpHpC1Jjhsp5OhS0g5Jjk/q8suGYTTq2b07jz178rQORwSRrKyD5OaWERZmrivBEcepqlp3Xjl2nmlper2eK664gq+++qpVji+abvrR0eMP12XjkTahp6SqKg6HA4fDIZMYW8k3WwvYfKSSUJOemef31DoczUly3EiWox9anko33lqPxtEEn6ioMCaM7wvAV1//pHE0Ipgcez9MuWAgISFyS/R/eWxufLVe0CmYE2RZ3I7ion7JxIWbKbK5WLRTOv2citPpZNy4cYwbNw6nU8pQWprL6+MvCwILfvxmfDcSOtiCHycjyXEj6c16THGBN4z9ULXG0QSnyy4bBsD3C7dQW+vSOBoRDCoqali+Yidw/P0h6rMfCKw4Z0kKRWeQU3JHYTLouH54oE3Wse4AQmjhvdWHya1wkBhp5vbx0o0GJDlukogeUQDYdpXLrZ2TGDyoC506xVJb6+Kzz9dqHY4IAv/+z0q8Xh+9e6fSs0eK1uEEHb/Xj21PJQCRvaI0jUWcfTeMSEevU1h7sJw9hTLoIs6+YpuTl5cEFvz43QW9CDV1vAU/TkaS4yYI72ZFZ9LhrfbgyK3ROpygo9PpuOXm8wB47/2lFBdXaRyR0NLh7GI++vhHAG791SSNowlO9sM2/E4f+lADoekdewJMR5RsDeGCzEQA/rX2sLbBiA5p9ne7qXF5GZAWxdWDT724T0ciyXET6Iw6wo+NHu+U5u0nc+GUgfQ/JwOHw80rr/1X63CERlRV5cUXv8Hn8zN2TG/GjO6tdUhBR1XVuvNIZJ9olA7abL+jO9bWbd7GPGxOmc8izp51B8uYvykPRYGnL++LTs5BdSQ5bqLIPtFAYKlXd6XU1f4vRVGYOXMqOp3CkiXb2LzlkNYhCQ2s+nE3P23Yj8lk4J57mt4+rCNwFTtwlzlR9AoRPaO0DkdoZFTXWHokhFPr9jEvK1frcEQH4fX5efyrwKql1w1Lp3+nKG0DCjKSHDeRMcJEaHo4ALZdMnp8Mj17pDD10qEAvPaPBVKf3cF4vT5en7MAgGuvGUOn1FiNIwpOx84fYV0j0Vukzq+jUhSlrq3bv9Zmy/lSnBXvr8lmd2E1UaFGHpzSS+twgo4kx80QmRkDQM3+SllOugG3/moSFouRHTuOsHzFDq3DEWfRf7/byOHDJVitodz0ywlahxOUvHYP9sM24Pj5RHRcVw7uRLjZwIESO6sPlGkdTtDR6XRMmjSJSZMmodNJ2nKmiqudvLhoLwAPTulNdJi02Pxf8i5rBktSKMYoM6pXrWvDJOqLi4vk+uvGAvDqawuwS2u3DqGy0s5bby8G4OYZEwkPl36ZJ1O9rxJUMCeGYI6Rf6OOLtxsYNrgVCDQVkvUZzab+ctf/sJf/vIXzGaz1uG0ec/+dzfVLi8DOlm5dlia1uEEJUmOm0FRFCKOtl2q3lcpt8EacMMN40lIsJKfX85f/jJf/p3aOb/fz5NPfUJZWTXp6XFcecUIrUMKSqqqUrMvcFEd2Sta42hEsDhWWrF4VxF5lQ6NoxHt1fpD5cw7Ognvqcv7oZdJeCclyXEzhXezougV3OUu3GWyYs/JhIWaefrJ69DrdSxespUvvlyvdUiiFf3rgxWsW78Ps9nIn5++AZP0yzwpZ0Et3hoPOpOO0Axp3yYCuidEMLpbLH4VPlybrXU4oh3y+vw89uV2AK4blsaAtChtAwpikhw3k96sr/tgq95XqW0wQeycczK48zdTAHjtte+w2WREpD3aujWbt95eBMDv7p9Kt25JGkcUvKr3VgIQ1tUqK+KJeqaP6gzAh+tyqHF5tQ0miDgcDoYOHcrQoUNxOOQzpLl+PgnvgSnSXvNUND8zv/baa3Tu3BmLxcKIESNYv75xo4sfffQRiqJwxRVX1Hu+pqaGu+++m06dOhESEkJmZiZz5sxphciPr5hXc8CG3+tvlZ/RHlx//ViuvnoUr75yO5GRIVqHI1qY3e7kyac/we9XmTJlIJdcMkTrkIKWz+nFnh1YCS2ih1XjaESwOT8zka7xYVQ5PHwgo8eiBf18Et4DU3oRI5PwTknT5Pjjjz9m5syZPP7442zcuJEBAwYwZcoUiouLT7nf4cOH+f3vf8+4ceNOeG3mzJksWLCADz74gF27dnHfffdx991389VXX7V4/JbkUAwRRlSPv27muTiRoijMvG8qvXunah2KaAUvvPg1BQUVJCdH8/uZl6EoUsPWkJqDNvCrmGLMmOPkQlHUp9cp3HVudwDeXnkQh1u6IYmW8ex3gUl4/TtZuW5YutbhBD1Nk+MXXniB22+/nVtuuaVuhDc0NJR33323wX18Ph833ngjTz75JF27dj3h9dWrVzNjxgzOPfdcOnfuzK9//WsGDBjQ6BHpplAU5fjo8V7pWiE6no8+XsV3Czah0yk8/ug1hIVJ54WGqKpKzdGSimPnDSH+12UDU0iLCaG0xs1HP+VoHY5oB346XM68jTIJryk0S47dbjdZWVlMnjz5eDA6HZMnT2bNmjUN7vfUU0+RkJDArbfeetLXR48ezVdffUVeXh6qqrJ06VL27t3LBRdc0OAxXS4XNput3qOxwrtbQQFnUS3OotpG7ydEW/ff7zby8iuBJcLv+M0U+vfP0Dii4FabU4O7woWiVwjrJiUV4uSMeh13TgiMHr+x/CAur4wei+bz+Pw8+sXxSXgDZRJeo2iWHJeWluLz+UhMTKz3fGJiIoWFhSfdZ9WqVbzzzju89dZbDR73lVdeITMzk06dOmEymbjwwgt57bXXGD9+fIP7zJ49G6vVWvdIS2t83z9DmLFuFKhsbSGqX9qVifZv1apdzH52HgDXXzeWG284scRJHOf3+ilfXwRAZN8Y9Ga9xhGJYHbVkFSSIi0U2px8npWndTiiDXtzxUGZhNcMmk/Ia6zq6mpuuukm3nrrLeLi4hrc7pVXXmHt2rV89dVXZGVl8be//Y277rqLxYsXN7jPrFmzqKqqqnscOXKkSbFFD4lHZ9LhLnfVzUQXzScdLYLbjh1HePTxj/D5/Fx88WDuvusiqTM+jartZXhrPOhDDUT1b/j8JQSA2aDnNxMCZYP/WLYfj08mfIum219cw0tL9gHw6CWZMgmvCTRrRBoXF4der6eoqKje80VFRSQlndgG6sCBAxw+fJipU6fWPef3B04YBoOBPXv2kJKSwh/+8Afmz5/PJZdcAkD//v3ZvHkzf/3rX+uVcPyc2Ww+o1V39BYD0YPiKVtXRMXGEsI6R6C3SI/Xptq58whff7OBI7llVFc7+PXt5zNmtFzpBpMjR0p54KH3cLk8jBrVi4cfvFIS49Pw1Hio2hpYEjhmWCI6Y5sZkxAaum5YOq8t3U9uhYMvN+dz9ZBOWoekGZ1Ox5gxY+q+Fqfn86s89PlW3F4/E3rG163AKBpHs3eZyWRiyJAhLFmypO45v9/PkiVLGDVq1Anb9+7dm23btrF58+a6x2WXXcbEiRPZvHkzaWlpeDwePB7PCX88er2+LpFuLRG9ozFGm/G7fFRsLGnVn9Ue7d2Xz5NPfcK+fQWcO6Ev507oy5/+/Bk/LN2mdWjiqEOHirjn3neorKyld69Unn7yOgwGKQ84nYqfilB9KpakUMK6yKIfonFCTHpuG3d09HjpfnwduGTPbDbz0ksv8dJLL8ny0Y30rzWHycquIMyk55lp58ggRhNpOrw5c+ZMZsyYwdChQxk+fDh///vfsdvt3HLLLQBMnz6d1NRUZs+ejcVioV+/fvX2j4qKAqh73mQyMWHCBB544AFCQkLIyMhg+fLlvP/++7zwwgut+rsoOoXYkYkUfpdD9Z5KInpGSaumRlJVlaee/pSMjHjuvedSUlNjACgoqGDp0u1MGN8XvV5GC7S0ZcthHnzofaprnKSnx/HX56cTGiofUqfjyLdjP1wNCsSOSJQPKNEkvxyZwevLDnCw1M5/txUwdUCK1iGJNuBIeS3Pfb8HgIcv7kNqlOQiTaVpxnHttdfy17/+lccee4yBAweyefNmFixYUDdJLycnh4KCgiYd86OPPmLYsGHceOONZGZm8uyzz/LnP/+ZO+64ozV+hXpCksII6xIJQNn6IlS1417pN8Wnn62huLiK3/z6AlJSouuet1iMFBVXSWKssRUrd3Lv/e9SXeOkX7903nj9DmJiZAT0dFS/StmxSXi9ozHFSJs70TThZgO/GtMFgFd/2I+/A48ei8ZRVZVZ87ZR6/YxvEsMNw6XnsbNoXlh7N13383dd9990teWLVt2yn3nzp17wnNJSUn885//bIHImidmWAK1OdW4ihw4cmsITZMk4nTee38p064cWW/J4aqqWgoLK+nSJQGXy4PZbNQwwo7r2/9mMfvZefj9KmPH9uGpJ67FYpFJHY1Rc9CGp8KFzqQjalC81uGINurm0Z15a+VB9hRVs3hXERf07XhLszscDs4//3wAFi1aREiIjIQ25NMNuazaX4rZoOMvV/VHJz2Nm0WG5FqYIcxIZGagLKA8q0RGj09j2fLtmIwGJkzIrPf8ps0HKSuvoVvXpJMmxgcOFvLxJz9y8GDRCa+JM6eqKu//azl/fuZz/H6VSy4ewjN/ukES40ZSfSqVmwJzD6znxErrNtFs1lAj00cFeoi/unR/h/1McTqdOJ1OrcMIakU2J09/uxOAmef3pEtcmMYRtV2SHLcC6zmx6Ew6PBUu7AdlWelT0el06A16rJGhdc8VFFSwcuUudDqFSy4eDFDvA8Hr9VFVWcuBA4X8391v8tjjH1FdLe3fWkplpZ0HHnqfOW98D8AN14/jD7OmyeS7JqjeWxFo3RZiqLtYFqK5bh3bBYtRx9bcKlbsK9U6HBGEVFXl0S+2U+30ck6qlVvHdtE6pDZNkuNWoDfrsZ4TC0DFxhJUX8e80m+MuNgIVFXF4XTXPffRx6s4nF3CtCtGEBZmwe/315vIZDDoGTSoC/f89hLm/OM32GtdPPjQ+xQXyxLeZ+qnn/Yz45ZXWL16DyaTgd//7jLpY9xEfo+fyi2BBCZqYBw6g5xmxZmJDTdz44jA6PErS/Z12NFj0bBvtxWwcGcRBp3Cc1f3xyBzdc6I/Ou1ksg+MehD9HhrPFTvrdA6nKCVkRFPr54pPPjQv3h9zvfc+X9vsGjxViaddw4XXTT4hO2PfSgoikJ4uIXOnRN4ZNY0Skqr2bzl8FmOvv2ornYw+9l53Hv/u5SU2EhPj+OtN+5k2pUjtQ6tzbHtLMfn8GGIMBLRM0rrcEQ78evxXTHpdWzIrmDdoXKtwxFBpMLu5vEvdwDwfxO70yc5UuOI2j5JjluJzqgjamBgEk7lllL8Hlnh6GTCwiw88+cbueYXo9m/v4A+fdL4859u4Ibrjy9H/PO+1cdGMN97f1ldvbHD4cHv9+N2eeqNqHg83rP0W7Rte/bk8cvpL/H1NxsAuGraSN59+y569EjWOLK2x+f0UrU9sOBH9KB4FJkMI1pIYqSFa4YFFgJ55Yd9GkcjgslT3+ykzO6mR0I4d03spnU47YLm3Sras4ieUYFlY6s9lK8vIm6MJBsNufaaMVzzi9F1yW95RQ3/eH0BU84fyLBh3VFVFUVRUFUVr9dHdnYJb7+zmKFDulFYVEliYhSd0mJRFIX8/HK+/mYDhUWVhIaY+dUt5xEbK11DTmbtur388Y//ptbhplOnWGY9PI1BA6VWrTlUVaV0dSF+tx9TtJmwrjJ6I1rWb8Z346P1R/hxfxk/7i9lTHdZiryjW7SziPmb8tAp8NzV/THL3JAWISPHrUjRKcSNDiTE1XsrqTkgNbGn8vO61q1bD5OVdZAjuYHazWP9PRVFwWg08Nijv+BPT11PWVk1995zCc/86QYGDuiCvdbFAw++z8pVu4iJDsdud3LdDS+weMlWTX6nYGWvdTH3vaU88OD71DrcDB3SjX++c5ckxmfAtquC2uxq0EHcmGSp0xYtLi0mlBtHBPrWPv3Nzg6zap6iKAwePJjBgwfL39XPFNucPPR54LPttnFdGZQefZo9RGPJyHErC0kJI2pAHJVbSildXYgpzoLJKiuLnc65E/rRvVsyMTHhACxZspWQUDPjxvapG0UeObInr7z2HaWl1YwcEdhuwYJNlJZV8/WXszCZAm/vN99axOrVe5g8qX/dvh1VTY2Tzz5fw0cfr8JmC3T4mDJlIH94eBpGo5wOmstV6qD8p0CZT8ywRMzx0odVtI77Jvdk/qY8dhdW8/FPR7hhRPtf5MFisfDmm29qHUZQ8ftVfvfpFsrtbjKTI/ndBT21DqldkZHjsyBqYByWpFBUr5+SpXn4vVJ/3BidOsUSGmrG4/GSc6SUf/9nJRuyDtQltyUlNlJTYygrq67bZ9fuXLp2ScBkMuBwBDpgDBnSlRUrd1Jd7ajb127vWP0ybTYHb7+zmKuufo4331qEzeYgrVMsjz5yNY8+crUkxmfA5/JRvDQP/BCaHkFkHxm9Ea0nOszEvZMDidDfFu7B5vRoHJHQwjurDrFyXykWo46Xrx8o5RQtTD4RzwJFpxA/IYW8Lw/hrnBRvk7qj5vCaDRw262T8Xi+58GH3mfUyF5065bIwoVbsISY6H/O8ZGTsWN689LL/6WwsJKkpCgAVq/eQ0ZGfF1i7HC4eenlb9HrdUyffi7JSe03mbHbnXz08Y989PEq7HYXAJ07x3Pz9IlMmtRfluY+Q6qqUvpjAd4aD4ZwI3FjpZxCtL6bRmbw4dpsDpbaeW3pfmZd1EfrkMRZtD2viue+3w3Ao5dm0j1B5tS0NEmOzxJDqJGECakUfp9D9d5KLEmhhHezah1Wm3LnHVO4+upRzJ27lKLiKoYN687Ec/sxaFDXum3GjO7NsmU7uOoXz3PVVSNxOT18820WF180GKMxcGVts9UyYEBnfvppPzfc+Hd+cfUo7rxjSrtKalwuD59/vpZ/fbicqqpaALp2TeRXN5/Huef2rdcBRDRf9c/qjBPOTZWV8MRZYTLoeOSSPtz63gb+ueowNw7P0DqkVuVwOJg6dSoAX3/9dYdePrrW7eXejzbh8amcn5nIDcPbf1mNFiQ5PotCUsKIGhhH5eZSytYWYkkMxRB+4tLIomHxcZE88PvL8Xi89UoBsnNKiI4KIzIylCcev5ZLLx3KunX7yM4uIT4+kjFjemE2G1FVlcTEKC6+aDCXXDyE7dtzeO75L0hPi+PSS4dq+Ju1DI/Hy1dfb+C995ZSerTcJD09jttvnczEif0kKW5B7koX5RuKAYgZ2r7rjFesWMHzzz9PVlYWBQUFzJ8/nyuuuELrsDq083onMLZ7HKv2lzL7u13c1s4HjysrK7UOISg8/c0uDpTYSYw085er+rerQZ1gIsnxWRY1IA5Hnh1XiYOSVfkkTUmXN3cz/Dwxdru9LF++g6ioMC6bOgyAoUO6oVMUNm8+xKBBXZgwvi8QmPVcW+siNDQwKTIzsxP9+qXz7XcbmTJlYGA56zZWamC3O1m3bh8rf9zF6tV76pbSTk6O5le3nMeUCwbK0s8tTPWrlKzMR/WpWFLCiMxsv6U5AHa7nQEDBvCrX/2KadOmaR2OIHAu++Olfbj4pZV8t72QUXEx9I03aR2WaEULthfyn/U5KAq8cM1AYsLk/3drkeT4LFN0CvHjUsj76iDOglpsuyqwZsZoHVabZjIZSEqK5rnn5rNy5S7GjO7F7j35LF68hQkT+nLDDeNQFAW/34/P52f+F+vYuTOX++67FJfLw+HsYiLCLXUJt9vt5dm/zOfmGRNJTw/OPqIlJVWsWLmLlat2sXHjQbxeX91rcXGRzJh+LpdNHSoT7VpJ5dZS3KVOdCYd8R2gzviiiy7ioosuOvs/2Gtv+DVFD3pL47ZFB4afjew3adtaoKGWaQoYQpu5rQM4xeRsQ9hpt+0dp+emYXG8t76UuZtt/GVyLHrVjXKK4/p1x383xe869baKBY6+txW/GwVfC21rBiUwCKGoHhS14QWb/Mrx7k5GPej8DnQNhOxXTIH3RaOOe3xbVC86teGJjX7FCIpB021LnToe/jbQtu034zIY0zmk4fexYgT90cTZ7wP/KSag/3xb1Q8+RwttawD90f93qgq+2hba9n/+7luJfHJqwGg1ETM0gbK1RVRsKCYkJQxTlLR3OxMXnD+A4cO68+pr37FsxU7Cw8z86pZJXHvtmLqRYJ1Oh06n47yJ57D+p/1Mu+o5hgzpRmWlnYcfPD4a9tLL3/D9ws0s+WErk87rz4MPXI7Fov0VekFhBcuW7WDpsu1s355T77W0TrGMG5fJuLF96Ncvvc2NfrclrlIHlZsD/bdjRyZhCJPSqP/lcrlwuVx139tstuYd6JPwhl9LuRjO/fb4958nNPyhmjABJi87/v2XncFVevJtY4bChT8d//7bTLBnn3xbayZcsuP4998Pg6qdJ982LAMuP3z8+8XjoXzDybc1x8FVJce/X3YRFC8/6aZP6EOZZ57HwUovy7Id/NowC6v9x5MfF8jqdfxndil4jOiaJQ1uu6nHSvxKIJlOL3qGONs3DW67pdsivIbAHZROJS+SUPlpg9tu6/oVbmMKACkl/yCp4l8Nbruj88c4CGz7h8thdO4FDW67K/09akMCdwkTKv5Dp5KXG9x2T9ocakIDpXTxlfNIL36uwW33pf4dW/hYAGJt39G58MkGtz2Q8iyVEZMBiKpZRrf8hxvc9nDS45RZA7XUkfa19Mi7r8FtX7fdTWXthZyTauV3A4vhk3Ma3JaBz0HmA4GvKzbC98Mb3rbf49D/icDXVbvgv/0a3rbP72HQ84Gv7Tnw1Sn64vf4Pxj2WuBrVynMS2h42y4zYNTcwNe+2lP/3addDeMafm+1FEmONRLROxp7Tg3OfDslK/NJuaSzLDV7hqKiwvjjI1djr3URFnr8YsPpdFPrcBMTHfiDS06O5pk/38iTT35Mv34Z/PLGcXW1uLm5ZXz19Qaef246sbERvPraf5l0/pM8/NCVTD2LNcl+v5/iYhu5uaXs2p3HsuU72LUrt94255yTzvhxmYwd24eM9PizFltH5vf6KVmRDyqEdY6QVfAaMHv2bJ58suEEQrQcBbj7vO7M/m43H26r4daBWkckWkN+tZcQo56/XzcQo7+BiyrRYhRVVTvGEjtNYLPZsFqtVFVVERnZeh9+XruHvC8O4nf7iRoQS/TgU1xZiSY7tuDHwYNFfPX1T/zyxvHExUXi9fowGPT8+98r+X7RZt7752/r9vnTnz/juwWbePqp6zhvYuDKfNWqXVTXODlvYj/M5saNErpcMGNG4Ov33gNzAzcGqqsdHM4u4fDhYg4fLuZIbhl5uWXk5Zfjdte/JagoCgMHdOa8if0YP6Ev8XGSmJ1NqqpStraI6t0V6EP0pF7RFb2ldccXzta5qCkURTnthLyTjRynpaU1/feQsopGbevCwvjZiyiy+7i2j5HrMkMb3LYtllU4nC7GjRuHUQ/LfljYYLeK9lhWcbDSw+NLy3H6Dfz5qkFcOyy9aaUSUlZRT2PPqTJyrCFDmJHYUUmULM+ncksZ+jAjkb3a98Ses+lYHajH6yNr40GOHCnl//7vQpISo/D7VRYt3kJGejw+nx9FAY/HR9++acTHR/L3l75lzZq93HvPJYwd2/hp4KWlNt55dwlut8LOnUNAgb/+bSMmE+j1CjqdDp/PT86RUg4dKqa0tOHbzQaDnpSUaNLT4hg1qhcTxmcSEyP9LLVSta2M6t0VQGB56NZOjNsys9mMuaErwqb4eYKo2bYNJ5pntm0TupucZlszMGNABM+trmT+Hg/ndjGREHb6SbiqztxgKn/itqbW2VYxoiqnHnRQFIXMzMzA9vpQ/LrTJ0eNOe7xH2DArzTy7/ksbmtz+Xl2TTU1fgsjU81cMzQt8IJOD7pGvoebsq2ia/zfRpO2VVpn21YkZ3eNhXe14q5wUbW1jLI1hejNesI6B8cIUXvRq2cKb7z+G57765fc/du36dkjhUOHitDrddx555S6+lyzWceVV4wAYPSoXrz8yn9Zt24vkyb1b/TPqrE7+fKrn/D79eQXBPovf/3NBnS6hkdR4uMj6dw5gc4Z8aSnxdEpLY60TrEkJFily0SQqN5bSUVWoAY0ZlgCoWlykSKCy/AUM33jjewo8fDBtmpmjozSOqQWY7FYeP/997UO46zy+VVeWFtJSa2fpDA9dw61tvuJv8FEkuMgED04Hp/TR83eSoqX55Nk1hOSrP2VU3sSGmrmiceu4ciRUtb/tJ9fXD2KjIx40tLicLk8J5RLnHNOBiaTgRUrdzJxYj8URWnUiSk6Kpzbb5uMz6fn7beSUIFf3XIeOp0Pv1/F7/cDCp1SYwIJcecEwsNbf+ataD57djWlqwsAsJ4Ti7VfrMYRnX01NTXs37+/7vtDhw6xefNmYmJiSE+XRQiCgaIo3DwgkgcXl/HjEScXdnOTKa3d2qwPtlWzrdiNRa/w0Jgowk0yyfpskuQ4CCiKQtyoJPxOH7U51RQtySX5wnTMce13UQGtpKXFkZZ2vD2bx+Nl1apdREeHM3hwV3w+P3q9Dq/XR0ZGPLm5ZU1aOMNqDeWWm8/D5YLFiwLPzZie0GDNsQhujsJaSpbngQrhPaxED+mYEx83bNjAxIkT676fOXMmADNmzGDu3LkaRSX+V9doI5O6hLD4kIPXfqribxfEYjFIUtXWrMxx8NXeQN3t3cOtpFulI87ZJn81QULRKcRPSMGSFIrq8VO46Agem1vrsNo9n8/P3n0FvPrad+zYcaQuMd6+I4fFS7YyZkxvgKMjvqdXWQmHDgUeNTWBx7HvDx0KvC7aBne5k6LFR1B9KqHp4cSNbv/9jBty7rnnoqrqCQ9JjIPP9AERxIXoKLT7+NfWGq3DaRFOp5OpU6cydepUnM5TTC5rBw5VevjHhioApvUOY1QnubOoBRk5DiI6g47ESZ0o+C4bd7mLwkVHSLkkQyb+tCKLxcTtt02mttbFPfe9w6iRPamxuzh0qIiM9HiuvWYMQKNHjxcvhs8+C3wdfrRV4xNPHH/96qsDDxHcvLUeChcdQfX4sSSGEj8hVVotijYhzKjj/4ZZeWpFBQsO1DI81cyAxLZ960pVVQoKCuq+bq9sLj9/+bECtw8GJZm4rt8p+v2KViVZV5DRmfQknp9O/jeH8NrcFP+QR9KUNBRZ1KHVGAx6fjfzMq69dgzz568j3Wxk8qT+jBjeHQiMGjc2OZ48GYYMafj1aGlGEvT8Hj9Fi3Px1XoxWk0kTOqETm5NizZkQKKZC7uFsuBALa/9VMWLU+IIM8p7OJj97wS8+0ZEoe+gd6qCgSTHQcgQaiDp/DTyv83GWVRLyY8FxI9L6bC3dM+WTqmx/Pbui094vik1x1FRgYdom1S/SsnyPNxlTnQWPYnnp6E3S8cQ0fbc1D+czYUuCu0+3t1k47fDo7QOSZzCv2QCXlDR/F//tddeo3PnzlgsFkaMGMH69esbtd9HH32EoignbUS/a9cuLrvsMqxWK2FhYQwbNoycnJwTDxLETNEWEiemggL2AzYqtzSw1KkQosWUbyim9kgNil4hcVInjBEy21+0TRaDjt8Ot6IAy7KdrM9r37W6bdnKHAdfywS8oKJpcvzxxx8zc+ZMHn/8cTZu3MiAAQOYMmUKxcXFp9zv8OHD/P73v2fcuHEnvHbgwAHGjh1L7969WbZsGVu3buXRRx/FYml7Re0hqeHEjkoCoHJTKTUHqjSOSIj2y7arHNuOcgDixqVgSWjCgg5CBKHecSYu6xVoCzony4bN1biJxeLsOVjh4R8/yQS8YKNpcvzCCy9w++23c8stt5CZmcmcOXMIDQ3l3XffbXAfn8/HjTfeyJNPPknXrl1PeP2RRx7h4osv5rnnnmPQoEF069aNyy67jISEtrk0c2Sv6Lq+qiUr8yVBFqIV2HaVU7a2CIDoIfGEd5GFeET7cF3fcNIiDVS5/Ly5sapdT2hra8pqfYEJeH6ZgBdsNEuO3W43WVlZTJ48+XgwOh2TJ09mzZo1De731FNPkZCQwK233nrCa36/n2+//ZaePXsyZcoUEhISGDFiBF988cUpY3G5XNhstnqPYBI9NJ6wbpGgQsmKfKq2l2kdkhDtgqqqVGwsrkuMI/tEYz2n4y3yIdovk17ht8Ot6BVYk+ti1ZG2V16hKApdu3ala9eu7WbuTbXLz1Mryil1+EmJkAl4wUaz5Li0IMFicwAAJz1JREFUtBSfz0diYmK95xMTEyksLDzpPqtWreKdd97hrbfeOunrxcXF1NTU8Oyzz3LhhReycOFCrrzySqZNm8by5csbjGX27NlYrda6R1paWvN/sVagKArx41KIzIwBoPynYsp/KpIRACHOgOpXKV1dSOWWwMVm1KA4YkYktpsPXyGO6RZt5Oo+gVHJtzfaKHc0vJx9MLJYLHzyySd88sknbbJE8n85vX6eWVVBbrWPmBAdj46LkQl4QabN/N+orq7mpptu4q233iIuLu6k2xxbqOHyyy/n/vvvZ+DAgTz88MNceumlzJkzp8Fjz5o1i6qqqrrHkSNHWuV3OBOKohAzPIHooYHykKrt5ZSuLED1S4IsRFP5vX6Kf8ilZm8lKBA7OonogfGSGIt2a1qfMLpFG6jxqPxjg5RXaMXrV/nrmkr2lnsINyo8Oi6ahDDpiBNsNGvlFhcXh16vp6ioqN7zRUVFJCUlnbD9gQMHOHz4MFOnTq177lgybDAY2LNnD2lpaRgMBjIzM+vt26dPH1atWtVgLGazGXMbWN9XURSizolFb9FT+mMBNQeq8Dm9JJwnfViFaCyfy0fR4iO4ih0oeoX4CamEZURoHZYQrcqgU7h7mJUHF5exqdDNwoMOpnSTSadnk19Vee2nKjYVujHpYdbYaOlMEaQ0y6hMJhNDhgxhyZIldc/5/X6WLFnCqFGjTti+d+/ebNu2jc2bN9c9LrvsMiZOnMjmzZtJS0vDZDIxbNgw9uzZU2/fvXv3kpGR0eq/09kS0SOKxEmdUPQKjjw7hQtz8Lvb1m0yIbTgc3opXJCNq9iBzqQj6YJ0SYxFh5FuNXJ9v8D7/d1NNnaUuDWOqHGcTifXXHMN11xzTZtdPlpVVd7bUs2KHCc6BX4/KprecdIqMlhpugjIzJkzmTFjBkOHDmX48OH8/e9/x263c8sttwAwffp0UlNTmT17NhaLhX79+tXbP+roags/f/6BBx7g2muvZfz48UycOJEFCxbw9ddfs2zZsrP1a50VoWkRJE1JD4yAFTko+D6HpAvSZcECIRrgrfVQ+H0Onko3OouepCnpmGPafv2iEE0xtWco+8rdrMl18fzqCp6dFEtSeHCvB6aqKgcPHqz7ui2av8fON/sCvYzvGmZlSHLw363uyDS9F3/ttdfy17/+lccee4yBAweyefNmFixYUDdJLycnp2499ca68sormTNnDs899xznnHMOb7/9Np9//jljx45tjV9BU5bEUJKmpKMz63GXOin4Lhufw6t1WEIEHU+Nh4L/ZuOpdKMPNZB8UYYkxqJD0ikKvx0WRbdoA9VuldmrKrB7pP9xa1p8qJYPt9UAMGNABOdmhGgckTgdRW2rl2GtyGazYbVaqaqqIjIy+PuduitcFH6fg8/hxRhpImlKOoZwqWMSAsBT5abg+2x8di+GcCNJF6a3mZXv2tq5qCHt5fcIZllZWU3avtzh46ElZZQ7/AxMNPGHsdHodcE5IdXhcNQt+rVy5UpCQtpOcrkuz8lfV1fiB67oFcZN/ZtfxjVkyJCWC6yDauy5SGZxtQOmaDPJF2egDzPgsbkp+C4bV6lD67CE0JyjsJaC7w7js3sxWk0kX5zRZhJjIVpTTIieWWOiMesVNhe5mbulWuuQ2p2sAicvrg0kxud1DuGX58giH22FJMfthDHSRMrFnTFEmvDWeMj/NhvbzvI2W58lxJlQVZXKLaUULsjG5/AFLiAvysAQJndUhDima7SRe4ZbAfjv/loWHKjVOKL2Y2WOg7/8WInHD8NSzNwxJFJaRbYhkhy3I4ZwIymXdiY0PRz8KmXriihemiedLESH4nN4KVp4hIqNJaBCeDcryZd0Rh8S3JOOhNDCyE4Wbji6bPE7m2xsKXJpHFHb9/2BWl5aV4VPhXHpFn4/KipoS1bEyUly3M7ozXoSzutEzIhE0EFtdjV5Xx2SMgvRITgKa8n76hCOfDuKXiFubDLx41PQGeVUJ0RDpvUOY0KGBb8Kf1tTSV51cE3sVhSF5ORkkpOTg370dd7uGt7caEMFLuwWyj3DrRgkMW5zZCilHVIUBWtmDJb4EIqX5eGt9pD/7WFihycS0Ts66E8uQjSVqqpUbSurGy02Wk0kTOyEKVraJQlxOoqicOcQK4U1PvaUeXhmVQXPnhdLhDk4LiotFgtff/211mGckqqqfLCthi/22IHABccN/cLl87aNCo53vmgV5vgQUi7rQmh6BPihbG0RpSsL8HulbY9oP/xuH8U/5FGRdbyMImVqF0mMhWgCo17hodFRJITqKazx8ZfVFTikxVuj+FSVNzba6hLj6f0juPGcCEmM2zBJjtu5QJlFKjHDEkCBmgNVFHx7GE9121gZSYhTcVe6yP/mMLU51aCD2NFJUkYhRDNZLXpmjY0ixKCwq9TDE8srsLkkQT4Vj1/lpXVVLDroQAHuHBLJ5b3CtA5LnCH5BOkAFEXB2i82sGCIRY+73EX+V4eozavROjQhms1+2Eb+14fxVB1d2OPizkT2itY6LCHatHSrkScmxBBhUthf4eHRpWWU1Wo7qdvpdDJ9+nSmT58eVMtHu7wqf/mxgh+PODEoMHNkFJO7hmodlmgBkhx3ICHJYaRO7YI5zoLf7ado4RHKNxRLmYVoU/xuH2VrCylemofq9WNJCiX1si5Y4tvOwgBCBLPuMUb+NDGWmBAdudU+HllaRr6Gk/RUVWXnzp3s3LkzaNqT5ld7efiHMjYVujHp4eGx0YxOk1U32wtJjjsYQ7iR5IsziOgZBUDVtjLyvjgoo8gi6Kmqiv2wjdz5B7HtqgAgsm8MSVPSpU2bEC2sU6SBP0+MJTlcT0mtn0eXlnO40qN1WEFh9REnDy4uI6fKS5RZx+PjYxiUJHMc2hNJjjsgRa8jbkwyCeelog814K32ULTwSKCzRW1wtfARAsBT46FoSS7FS/Pw1XoxRBhJvCCN2OGJKNImSYhWkRCm508TY+gSZaDS5efRZeXsLu2481U8fpV3N9v429pKHF6VzDgjfz0/lt5xsupmeyPDLR1YWEYkISlhVGwsxbarHPshG468GqKHJBDRM0qSDqE51adStbOcys0lqF4VdGDtF0vUgDh0Brm2F6K1RVn0PDkhhtk/VrCr1MOTK8p5YFQ0g5M71khpaa2Pv62pZG95YPT8il6BVm2yuEf7JJ8uHZzOqCd2RCIpl3bGdLQWuWxNIflfH8JRaNc6PNGB1ebWkPflQSo2FKN6VSyJoaRe3pWYIQmSGAtxFoWZdDw6LoZBSSbcPnj2xwp+PNJxFpbaVOji94tK2VvuIcyo8PCYKG7qHyGJcTsmI8cCAHNcCCmXdKZ6dwUVm0pwl7so/C6HsM4RRA9LxBhu1DpE0UF4qlyUrS/CkRu4ONNZ9MQMTSC8u1X6hgqhEbNB4aEx0byyvoofjzh5YW0Ve8o83HhOBGZ9+/y79Kkqn+6s4bOddlSga5SB34+OIjFMUqf2Tv4PizqKTiEyM4awrpFUbCqhek8l9sPV1B6pwXpOLNZ+sdI/VrQav9tHxeZSbDvLQSVQQpEZEyihMOm1Dk+IDs+oU7h3hJUoi45v99Xy7b5aNhW6+O0wKz1jW7fuNioqqlWP/78OVnh4Z5ON3WWBMooLuoZwy8BITO30QkDUJ8mxOIHeYiBuVDKRvaIpW1eEs7CWys2lVO+tJGZYAmFdImUET7QY1a9Ss7+K8qxi/M5AP9WQTuHEDk/AaO1YdY1CBDu9ovCrgZEMTDTzjw1V5Ff7eOSHcq7oHcY1meEYWyF5DAkJYfHixS1+3JOxufz8Z3s1iw46UAGLXuE3QyIZnyGtIjsSSY5Fg0wxFpIuTKc2u5ryn4rx1ngoWZ6PbVcFsSMSMcfJyUKcGWdRLWXrinCXBRr7G60mYoYnEtopXOPIhBCnMjjZzItT4nh3k40VOU7m7baTVeDinuFWOke1vTI8n19l4cFaPtpeQ40n0Et5TJqF6f0jiAuVO1cdjSTH4pQURSGscyQhncKp2l5O1bZSXMUO8r8+THgPKzFDEqTHrGgyr91D+YZi7AdtAChGHdGD4ojsHYMity2FaBMiTDruHRHF8FQnb2ZVkV3l5aHFZfyibzhX9gprMxPWdpS4eWeTjeyqQCvTDKuBWwdF0jdeWrR1VJLViEbRGXRED4wjooe1Lqmp2VeF/XA1UefEEtk3RjoIiNPye3xUbSujans5qi8wOhPRM4rowfFykSVEGzWqk4XMOCNzsmysz3fxn+01/JTnYsaACPrEGc+4DM/pdHLPPfcA8PLLL2OxtMxKdKW1Pt7fWs2PRwJ3rsKNCtf3i+D8riFtJrEXrUM+jUSTGMKMJExIxdk7uu52eMXGEmy7K4geHE94N6v0RxYnUP0q1XsqqNhcWldXbE4MIXZEEuZYWXJViLbOatHz4Ogoluc4eWeTjf0VHh5dVk63aAOX9ghjVJoFYzM/G1RVZePGjXVfnwm/qrK92M3Cgw5+ynPiVUEBzu8awg39IogwyyCPkORYNJMlMZSUqZ2xH7RRnlWMz+6ldFUBVTvKiRmaQEhqmEzaE6iqSm1ODRUbivHYAitrGSJNxAyNJzQ9Qt4jQrQjiqJwbkYI58Sb+HRXDcsPOzhQ4eWl9VX8a2s1F3UP5fxuoUSYzn4CWuX0sfSwg0WHHBTW+Oqe7xtv5OYBkXSNbnt10qL1SHIsmk1RFMK7WQnNiKB6VwWVW0vxVLgoWnQES0oYMUMTZFSwA3MWOyjfUISrKLBYgM6iD5Tm9IqWuwtt0Guvvcbzzz9PYWEhAwYM4JVXXvn/9u49qqkzXQP4kzuBhLtcRRSr6FTU1hkcdDw6R460VQvTy7SeFrVDrbrUdViMPaOztBY7a2yt9TJdntGFWkd7qp2b1qltHcdRi9bLCHiqVtFyEa2AolxCAiQk3/kjITaCgpALJM9vrSzI3t8O73759t5vvuy9g+TkZE+H5bMqK4HNm4G5c4HoaE9H4yjMX4Z5Y4LwnyO0+HupAZ9/a8CdZgv+93wj/nSxEZPi1Zg2NACx2geXIJs3R0MmE3jppbJ287ZsiYLZLMHcuZX3XV4IgfO3jDhY2oRT162jxACglkvwb/F++I8EfwzqpRcP1tTI8Ze/9MOzz95CeHirp8PxOSyOqcekcimCksKgGRqMuv+rQcPFWjTf0OPGvjJoBgch+PF+/BIRH2JqMOJOwU0YynUAAIlMgsBHQxGcFMb7FfdRH3/8MXJycrBp0yaMHTsW69evR1paGoqLixEREeHp8HxSZSWQmws8/XTvK47bBKqkeG64BulDA3D8WjM+vaJHWV0r/l7ahL+XNmFwiBxDQpUYEqbA0FAFojUyh0+TZDKBTZtiYTI5FodbtkRh06ZYzJv3ncN0k1mgvN6Ekjut+LbWhG9uGVGtvztKPCRUgdQENX4S5we/Xn6NTE2NAnl5MZg4sY7FsQewOCankalkCEuORODwENQW3rJetFdSD315AwKHhyBoZDhkKhZH3src3Iq6szVoKK4FLNZpmiFBCHmsH+QBfHPUl61duxZz5szBK6+8AgDYtGkT9u/fj23btmHJkiUejs63NTUBej3Q1NS7i72xkQFIjvDHxRojPv/WgMJKI65UC1ypbgHQAgDQKCUYHCLH4FAFHglRYnL6DdTqBbZujQeQC+AdrP+f/vjLrli8kHkd4566gc++MaG0zoTS2lZcq2+1jw63UcvlGD9AhX8f6G+/xZwwAU0mt67+Q2tu7t3/T2/H4picTqFVImJiLFoeDcWdf91Ec5UB9efvQHe5Dv4DAxEQp4FfTADvbuEFLCYzmr7Tw3CtEfqrOgiTtSpWx1pPq1GG8rSavs5oNKKgoABLly61T5NKpUhNTcWJEyc6XKalpQUtLS325w0NDS6P01f95Cdtvz3myTCc5uJ957wB4A38ZZf12cc7++Pjnf279JqXAXzQ89DIh7A4JpdRhasR9cQANF1vxJ0zN2GqM6Lxch0aL9dBIpNAHRMA/wEaqPtrIfdnV+wrWhtNMFyzfq14U6UBsNwdqlGGqhD6o0ioYwI8GCE5U01NDcxmMyIjIx2mR0ZG4tKlSx0us2rVKuTm5rojPCIip+sVFUl3L/TYvXs3ZsyYgfT0dOzdu7fDNvPmzcPmzZuxbt06ZGdnOzdw6pREIoF/nBbqWA2aKvUwVDTCcE0Hs74VhmuNMFxrBFAFVbgf/Ado4R+ngSJExbsY9CJCCBhvN1v/XxU6GO+0OMyXaxX2/51flD//d4SlS5ciJyfH/ryhoQFxcXEejMh7HTsGjB4NFBUVeToUl9m+PRJbt8ZAobDAZJIiK+sGZs+u9nRYLlVcrMarrw7zdBg+y+PFcXcv9CgvL8fixYsxYcKE+7bZs2cPTp48iZiYGFeETg9BIpXAP1YD/1gNxI8jYaxtgaHCOvporGlGi+1RW3gLco0C/nEa+A/QWost3tnA7YRZoOmG3j5CbDY4XhCiilDffTMTpGRB7MXCw8Mhk8lQXe1YjFRXVyMqKqrDZVQqFVQqlTvC83lqNRAQAKjVFk+H4hJbtkRh69YYzJv3HV59tcp+MZ5CIfDqq1WeDs9l/Py88//ZV3i8OO7OhR5msxkvvfQScnNzkZ+fj7q6unZtvvvuOyxatAgHDhzA1KlTHxgDz49zL4lEAlWoH1ShfggZ3Q+tBpN9FLn5hh6tjSY0XKxFw8VaSP1k0AwKREBCEFT9/FiEuZAQAs3VTdCXWr/50NJy9ypviVwCdazG+qYlTgOZn8d3HeQmSqUSY8aMwaFDh5CRkQEAsFgsOHToEBYuXOjZ4Mirff+uFG2FcNvPTZtiHZ4TOZNHj3DdudADAFauXImIiAhkZWUhPz+/3XyLxYLMzEy8/vrrePTRRzuNg+fHeZbcX4HAxBAEJobA0mqxjlhW6GCoaISl2WwvlOUaBQISAqFJCIIyhKNSziCEgPFOC/Sl9WgsbXAYIZapZfCP18I/zjqCzwsofVdOTg5mzZqFH/7wh0hOTsb69euh1+vtgxrkftHRwIoVvfc2bs5gNkswb953yMy8iv/6r/8GAKxevdpeEJvN3jtYEh5uwpw5NxAe3stvq+GlPFocd+dCj2PHjmHr1q04e/bsfV/3nXfegVwut38Xe2d4flzvIZVLETBAi4ABWgiL9aP9xtJ6GK7q0NpoQv3Xt1H/9W0oQ1QISLCOKPMeyg/P1GBEY2k99KUNMNUb7dOlSin847XQJATxlBaye+GFF3Dr1i288cYbqKqqwujRo/HFF1+023eT+0RHA2++6ekoXKvtCz6amiw4fvw4AOvgF+D9I8bh4a0P/IITcq0+9dmoTqdDZmYm8vLyEB4e3mGbgoICbNiwAYWFhV3+CJ7nx/VOEqkE/v018O+vgaXVAkNFI/Sl9TB81whjbQuMBbdQW3ALqkg1NAlB8O+vgSxAzlMvOiCEsN5lwpbDlppm+zyJTAJ1nAaahECoYzUcIaYOLVy4kKdREJFP8Ghx/LAXepSUlKC8vBzTp0+3T2t7FymXy1FcXIz8/HzcvHkTAwYMsLcxm8345S9/ifXr16O8vNw1K0MuJZVLoUkIhCYhEOYWM/TlDdCXNqC5yoCW6ia0VDfhNqyFnlyrgEKrhFyrvPt7oAIKjQISmfcWfpZWC1obTWjVGWFqsP3UGdGqM8GkMznccg0SQB0dYB19j9fym+uIiIhsPFocP+yFHsOGDcO5c+ccpi1btgw6nQ4bNmxAXFwcMjMzkZqa6tAmLS0NmZmZPD/OS8hUMvs5yq16E/RlDWgsbYDxTjOEWcBUZ4SpztjxsgFyW+GsgCJIBWWICspQFWTqvjHiLISAWd8KY20zjLUtMDXYit8GY7s7SrQjsd57OiAhEJpBgZCp+9QHR0RERG7h8aNjZxd6zJw5E7GxsVi1ahX8/PwwYsQIh+WDg4MBwD49LCwMYWFhDm0UCgWioqKQmJjo+hUit5IHKBA0IgxBI8IgLNZTB+yjpQ1GtNpHTo0QrdbC0qxvBe45XU2qktkKZT8oQ61FsyJY5dFTDCytFphqW6yF8J0W66kkd5phMd7/Fj8ShRQKrQJyrfLuiLntzYA8QMFziImIiDrh8eK4sws9KioqIJV670fh5DwSqQSKQCUUgcp284QQsDSbYWowwqSznXJQb4TxTjNMDUZYWsxorjKgucrwvRcEFIFKa8EcooJcqwQgIMwCENafwgIIiwAsAqLtYbY9F4BEYj3VA1IJJLbH3d8d5wHWC+WMtS0w3bGOCne8ooAi2FbAB7UVwUootApIVbI+MQJORETUW0mEEKLzZr6lvr4ewcHBuHbtGgIDAz0dDrmYpdUCU30LjHUtMNUabacsGGExmjtf2MVkfjJrIRysgiLEdhpIkNKrz52mu9runFNXV4egoCBPh9Nt3Ke6njd/Q15zczOeeOIJAMAXX3wBPz8/D0fkGY899pinQ+jzurpP9fjIcW+k0+kAgLdzI6JeQafT9enimPtUcpa2IpmoJzrbp3LkuAMWiwU3btyAVqvt0kfUbe9EOCrSMebnwZifB/Pl/AghoNPpEBMT06dPL3vYfao38OV+60rMq/P5Uk67uk/lyHEHpFIp+vfv/9DLBQYGen3H6gnm58GYnwfz1fz05RHjNt3dp3oDX+23rsa8Op+v5LQr+9S+OxRBRERERORkLI6JiIiIiGxYHDuBSqXCihUr+BXU98H8PBjz82DMD/VF7Leuwbw6H3PaHi/IIyIiIiKy4cgxEREREZENi2MiIiIiIhsWx0RERERENiyOiYiIiIhsWBzf48svv8T06dMRExMDiUSCvXv3drrMxo0bMXz4cKjVaiQmJmLHjh0O87dv3w6JROLw6KvfDb9q1Sr86Ec/glarRUREBDIyMlBcXNzpcn/6058wbNgw+Pn5ISkpCZ999pnDfCEE3njjDURHR0OtViM1NRVXrlxx1Wq4jKvyM3v27HZ9qC9+jWp38nPhwgU8++yzGDhwICQSCdavX99hu40bN2LgwIHw8/PD2LFjcfr0aResAfmy7vax3bt3QyKRICMjw2G6t2zXPfEwOe3KsdRbjiU94eyc+mI/ZXF8D71ej1GjRmHjxo1dav/73/8eS5cuxZtvvokLFy4gNzcXCxYswN/+9jeHdoGBgaisrLQ/rl696orwXe7o0aNYsGABTp48iYMHD8JkMmHKlCnQ6/X3Xearr77CjBkzkJWVhaKiImRkZCAjIwPnz5+3t1m9ejV+97vfYdOmTTh16hQCAgKQlpaG5uZmd6yW07gqPwDwxBNPOPShXbt2uXp1nK47+TEYDEhISMDbb7+NqKioDtt8/PHHyMnJwYoVK1BYWIhRo0YhLS0NN2/edNWqkI/pbh8rLy/H4sWLMWHChA7ne8N23V3dyWlnx1JvOZZ0lytyCvhgPxV0XwDEnj17HtgmJSVFLF682GFaTk6OGD9+vP35Bx98IIKCglwQoefdvHlTABBHjx69b5uf//znYurUqQ7Txo4dK+bOnSuEEMJisYioqCjx7rvv2ufX1dUJlUoldu3a5ZrA3cQZ+RFCiFmzZon09HRXhekxXcnP98XHx4t169a1m56cnCwWLFhgf242m0VMTIxYtWqVs0IlH9edPtba2irGjRsntmzZ0uE27K3bdVc9bE47O5Z687Gkq5ydUyF8s59y5LiHWlpa2n0EoVarcfr0aZhMJvu0xsZGxMfHIy4uDunp6bhw4YK7Q3WJ+vp6AEBoaOh925w4cQKpqakO09LS0nDixAkAQFlZGaqqqhzaBAUFYezYsfY2fZUz8tPmyJEjiIiIQGJiIubPn4/bt287P2A360p+OmM0GlFQUOCQQ6lUitTU1D7ff6h36G4fW7lyJSIiIpCVlXXfNt64XXdFd3P6oGOpNx9LusIVOW3ja/2UxXEPpaWlYcuWLSgoKIAQAmfOnMGWLVtgMplQU1MDAEhMTMS2bdvwySef4MMPP4TFYsG4ceNw/fp1D0ffMxaLBdnZ2Rg/fjxGjBhx33ZVVVWIjIx0mBYZGYmqqir7/LZp92vTFzkrP4D1I60dO3bg0KFDeOedd3D06FE8+eSTMJvNLovf1bqan87U1NTAbDZ7Xf+h3qM7fezYsWPYunUr8vLy7vu63rhdd1V3ctrZsdRbjyVd5YqcAr7ZT+WeDqCvW758OaqqqvDjH/8YQghERkZi1qxZWL16NaRS63uPlJQUpKSk2JcZN24chg8fjs2bN+Ott97yVOg9tmDBApw/fx7Hjh3zdCi9kjPz8+KLL9p/T0pKwsiRIzF48GAcOXIEkydP7vHrewL7D3krnU6HzMxM5OXlITw8/L7tvHG7diVvPZZ6Uldy6ov9lCPHPaRWq7Ft2zYYDAaUl5ejoqICAwcOhFarRb9+/TpcRqFQ4LHHHsO3337r5midZ+HChfj0009x+PBh9O/f/4Fto6KiUF1d7TCturrafnFV288HtelrnJmfjiQkJCA8PLzP9qGHyU9nwsPDIZPJvKr/UO/ysH2spKQE5eXlmD59OuRyOeRyOXbs2IF9+/ZBLpejpKSkw7/T17frh+GM7fbeY6k3Hksehity2hFf6Kcsjp1EoVCgf//+kMlk2L17N6ZNm2YfOb6X2WzGuXPnEB0d7eYoe04IgYULF2LPnj345z//iUGDBnW6TEpKCg4dOuQw7eDBg/Z3q4MGDUJUVJRDm4aGBpw6dcrhHW1f4Ir8dOT69eu4fft2n+tD3clPZ5RKJcaMGeOQQ4vFgkOHDvW5/kO908P2sWHDhuHcuXM4e/as/fH000/jpz/9Kc6ePYu4uLgO/05f3a67wxnb7b3HUm86lnSHK3LaEZ/opx69HLAX0ul0oqioSBQVFQkAYu3ataKoqEhcvXpVCCHEkiVLRGZmpr19cXGx2Llzp7h8+bI4deqUeOGFF0RoaKgoKyuzt8nNzRUHDhwQJSUloqCgQLz44ovCz89PXLhwwd2r12Pz588XQUFB4siRI6KystL+MBgM9jaZmZliyZIl9ufHjx8XcrlcrFmzRly8eFGsWLFCKBQKce7cOXubt99+WwQHB4tPPvlEfP311yI9PV0MGjRINDU1uXX9esoV+dHpdGLx4sXixIkToqysTPzjH/8Qjz/+uBgyZIhobm52+zr2RHfy09LSYt8mo6OjxeLFi0VRUZG4cuWKvc3u3buFSqUS27dvF99884147bXXRHBwsKiqqnLr+pH36qyP3dtv73XvFf/etF1318PmtCvHUm85lnSXs3Pqq/2UxfE9Dh8+LAC0e8yaNUsIYd3BTZw40d7+m2++EaNHjxZqtVoEBgaK9PR0cenSJYfXzM7OFgMGDBBKpVJERkaKp556ShQWFrpxrZyno9wAEB988IG9zcSJE+35avPHP/5RDB06VCiVSvHoo4+K/fv3O8y3WCxi+fLlIjIyUqhUKjF58mRRXFzshjVyLlfkx2AwiClTpoh+/foJhUIh4uPjxZw5c/pk4ded/JSVlXW4zPe3QyGEeP/99+3bWXJysjh58qR7Vop8xoP6WEfb9ffdWxx703bdEw+T064cS73lWNITzsypr/ZTiRBCuGWImoiIiIiol+M5x0RERERENiyOiYiIiIhsWBwTEREREdmwOCYiIiIismFxTERERERkw+KYiIiIiMiGxTERERERkQ2LYyIiIiIiGxbHRERE5FazZ89GRkaGp8Mg6hC/IY+IiIjcqr6+HkIIBAcHezoUonZYHBMRERER2fC0CqJumDRpEhYtWoTs7GyEhIQgMjISeXl50Ov1eOWVV6DVavHII4/g888/BwBs37693QjJ3r17IZFIPBA9EZF7/PnPf0ZSUhLUajXCwsKQmpoKvV7f7rQKnU6Hl156CQEBAYiOjsa6deswadIkZGdn29sMHDgQv/nNbzBz5kxoNBrEx8dj3759uHXrFtLT06HRaDBy5EicOXPGvszt27cxY8YMxMbGwt/fH0lJSdi1a5cbM0B9EYtjom76wx/+gPDwcJw+fRqLFi3C/Pnz8fzzz2PcuHEoLCzElClTkJmZCYPB4OlQiYjcrrKyEjNmzMAvfvELXLx4EUeOHMEzzzyDjj6wzsnJwfHjx7Fv3z4cPHgQ+fn5KCwsbNdu3bp1GD9+PIqKijB16lRkZmZi5syZePnll1FYWIjBgwdj5syZ9r/R3NyMMWPGYP/+/Th//jxee+01ZGZm4vTp0y5ff+q7eFoFUTdMmjQJZrMZ+fn5AACz2YygoCA888wz2LFjBwCgqqoK0dHROHHiBC5duoTs7GzU1dXZX2Pv3r342c9+1uGBgoioryssLMSYMWNQXl6O+Ph4h3mzZ89GXV0d9u7dC51Oh7CwMHz00Ud47rnnAFjPSY6JicGcOXOwfv16ANaR4wkTJmDnzp0A7u5jly9fjpUrVwIATp48iZSUFFRWViIqKqrDuKZNm4Zhw4ZhzZo1Llpz6us4ckzUTSNHjrT/LpPJEBYWhqSkJPu0yMhIAMDNmzfdHhsRkaeNGjUKkydPRlJSEp5//nnk5eWhtra2XbvS0lKYTCYkJyfbpwUFBSExMbFd2+/vd9v2sQ/a75rNZrz11ltISkpCaGgoNBoNDhw4gIqKCuesJHklFsdE3aRQKByeSyQSh2lt5xNbLBZIpdJ2I8Qmk8n1QRIReYhMJsPBgwfx+eef4wc/+AHef/99JCYmoqysrNuv2dE+9n77XQB49913sWHDBvzqV7/C4cOHcfbsWaSlpcFoNHY7BvJ+LI6J3KBfv37Q6XTQ6/X2aWfPnvVcQEREbiCRSDB+/Hjk5uaiqKgISqUSe/bscWiTkJAAhUKBf/3rX/Zp9fX1uHz5co///vHjx5Geno6XX34Zo0aNQkJCglNel7wbi2MiNxg7diz8/f3x61//GiUlJfjoo4+wfft2T4dFROQyp06dwm9/+1ucOXMGFRUV+Otf/4pbt25h+PDhDu20Wi1mzZqF119/HYcPH8aFCxeQlZUFqVTa4zv6DBkyBAcPHsRXX32FixcvYu7cuaiuru7Ra5L3Y3FM5AahoaH48MMP8dlnn9lvJfTmm296OiwiIpcJDAzEl19+iaeeegpDhw7FsmXL8N577+HJJ59s13bt2rVISUnBtGnTkJqaivHjx2P48OHw8/PrUQzLli3D448/jrS0NEyaNAlRUVH8Zj7qFO9WQURERL2KXq9HbGws3nvvPWRlZXk6HPIxck8HQERERL6tqKgIly5dQnJyMurr6+23ZktPT/dwZOSLWBwTERGRx61ZswbFxcVQKpUYM2YM8vPzER4e7umwyAfxtAoiIiIiIhtekEdEREREZMPimIiIiIjIhsUxEREREZENi2MiIiIiIhsWx0RERERENiyOiYiIiIhsWBwTEREREdmwOCYiIiIisvl/nhsaOJCrvUQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run ML-Gaussfit.py" ] }, { "cell_type": "code", "execution_count": 7, "id": "80e774fb-d7d1-426a-acca-8c4d516c0458", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*==* mnFit.mnCost: negLogL fit with user-defined density function'\n", "*==* mnFit starting fit\n", " Options:\n", " - MINOS profile likelihood scan\n", " - using -2 * neg. log. likelihood -> errdef=1.\n", "\n", "\n", "*==* mnFit starting minos scan\n", "\n", "Fit Result from migrad:\n", "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", "│ FCN = 648.4 │ Nfcn = 112 │\n", "│ EDM = 8.26e-06 (Goal: 0.0002) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ No parameters at limit │ Below call limit │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Hesse ok │ Covariance accurate │\n", "└──────────────────────────────────┴──────────────────────────────────────┘\n", "┌───┬──────┬───────────┬───────────┬────────────┬────────────┬─────────┬─────────┬───────┐\n", "│ │ Name │ Value │ Hesse Err │ Minos Err- │ Minos Err+ │ Limit- │ Limit+ │ Fixed │\n", "├───┼──────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ tau │ 2.0 │ 0.5 │ -0.4 │ 0.6 │ │ │ │\n", "│ 1 │ fbg │ 0.29 │ 0.10 │ -0.12 │ 0.10 │ 0 │ 1 │ │\n", "│ 2 │ a │ 1.00 │ 0.01 │ │ │ │ │ yes │\n", "│ 3 │ b │ 11.50 │ 0.12 │ │ │ │ │ yes │\n", "└───┴──────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────┬───────────────────────┬───────────────────────┐\n", "│ │ tau │ fbg │\n", "├──────────┼───────────┬───────────┼───────────┬───────────┤\n", "│ Error │ -0.4 │ 0.6 │ -0.12 │ 0.10 │\n", "│ Valid │ True │ True │ True │ True │\n", "│ At Limit │ False │ False │ False │ False │\n", "│ Max FCN │ False │ False │ False │ False │\n", "│ New Min │ False │ False │ False │ False │\n", "└──────────┴───────────┴───────────┴───────────┴───────────┘\n", "┌─────┬─────────────────────────────┐\n", "│ │ tau fbg a b │\n", "├─────┼─────────────────────────────┤\n", "│ tau │ 0.22 -0.038 0.00 0.00 │\n", "│ fbg │ -0.038 0.0109 0.000 0.000 │\n", "│ a │ 0.00 0.000 0 0 │\n", "│ b │ 0.00 0.000 0 0 │\n", "└─────┴─────────────────────────────┘\n", "\n", "Result of minos error analysis:\n", "┌─────────────────────────────────────────────────────────────────────────┐\n", "│ Migrad │\n", "├──────────────────────────────────┬──────────────────────────────────────┤\n", "│ FCN = 648.4 │ Nfcn = 112 │\n", "│ EDM = 8.26e-06 (Goal: 0.0002) │ │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Valid Minimum │ Below EDM threshold (goal x 10) │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ No parameters at limit │ Below call limit │\n", "├──────────────────────────────────┼──────────────────────────────────────┤\n", "│ Hesse ok │ Covariance accurate │\n", "└──────────────────────────────────┴──────────────────────────────────────┘\n", "┌───┬──────┬───────────┬───────────┬────────────┬────────────┬─────────┬─────────┬───────┐\n", "│ │ Name │ Value │ Hesse Err │ Minos Err- │ Minos Err+ │ Limit- │ Limit+ │ Fixed │\n", "├───┼──────┼───────────┼───────────┼────────────┼────────────┼─────────┼─────────┼───────┤\n", "│ 0 │ tau │ 2.0 │ 0.5 │ -0.4 │ 0.6 │ │ │ │\n", "│ 1 │ fbg │ 0.29 │ 0.10 │ -0.12 │ 0.10 │ 0 │ 1 │ │\n", "│ 2 │ a │ 1.00 │ 0.01 │ │ │ │ │ yes │\n", "│ 3 │ b │ 11.50 │ 0.12 │ │ │ │ │ yes │\n", "└───┴──────┴───────────┴───────────┴────────────┴────────────┴─────────┴─────────┴───────┘\n", "┌──────────┬───────────────────────┬───────────────────────┐\n", "│ │ tau │ fbg │\n", "├──────────┼───────────┬───────────┼───────────┬───────────┤\n", "│ Error │ -0.4 │ 0.6 │ -0.12 │ 0.10 │\n", "│ Valid │ True │ True │ True │ True │\n", "│ At Limit │ False │ False │ False │ False │\n", "│ Max FCN │ False │ False │ False │ False │\n", "│ New Min │ False │ False │ False │ False │\n", "└──────────┴───────────┴───────────┴───────────┴───────────┘\n", "┌─────┬─────────────────────────────┐\n", "│ │ tau fbg a b │\n", "├─────┼─────────────────────────────┤\n", "│ tau │ 0.22 -0.038 0.00 0.00 │\n", "│ fbg │ -0.038 0.0109 0.000 0.000 │\n", "│ a │ 0.00 0.000 0 0 │\n", "│ b │ 0.00 0.000 0 0 │\n", "└─────┴─────────────────────────────┘\n", "\n", "*==* unbinned ML Fit Result:\n", "parameter values\n", " [ 2.04952279 0.29330093 1. 11.5 ]\n", "confidence intervals\n", " [[-0.40510342 0.57553675]\n", " [-0.1168369 0.09874637]]\n", "correlation matrix\n", " [[ 1. -0.77785875]\n", " [-0.77785875 1. ]]\n", "goodness-of-fit\n", " None\n", "parameter names\n", " ['tau' 'fbg' 'a' 'b']\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run ML-Exponential.py" ] }, { "cell_type": "code", "execution_count": 8, "id": "22e11962-7d77-4aeb-9c9c-250d06900528", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run negLogLplot.py" ] }, { "cell_type": "code", "execution_count": null, "id": "2f41628b-3e3b-4353-8a2f-105322a9aa12", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 5 }