{ "cells": [ { "cell_type": "markdown", "id": "3844ce21", "metadata": {}, "source": [ "# Monotone least squares \n", "The objective of this example is to show how to build a transport map to solve monotone regression problems using MParT." ] }, { "cell_type": "markdown", "id": "b79a3293", "metadata": {}, "source": [ "## Problem formulation\n", "One direct use of the monotonicity property given by the transport map approximation to model monotone functions from noisy data. This is called isotonic regression and can be solved in our setting by minimizing the least squares objective function\n", "\n", "$$\n", "J(\\mathbf{w})= \\frac{1}{2} \\sum_{i=1}^N \\left(S(x^i;\\mathbf{w}) - y^i \\right)^2,\n", "$$\n", "\n", "where $S$ is a monotone 1D map with parameters (polynomial coefficients) $\\mathbf{w}$ and $y^i$ are noisy observations. To solve for the map parameters that minimize this objective we will use a gradient-based optimizer. We therefore need the gradient of the objective with respect to the map paramters. This is given by\n", "\n", "$$\n", "\\nabla_\\mathbf{w} J(\\mathbf{w})= \\sum_{i=1}^N \\left(S(x^i;\\mathbf{w}) - y^i \\right)^T\\left[\\nabla_\\mathbf{w}S(x^i;\\mathbf{w})\\right]\n", "$$\n", "\n", "The implementation of `S(x)` we're using from MParT, provides tools for both evaluating the map to compute $S(x^i;\\mathbf{w})$ but also evaluating computing the action of $\\left[\\nabla_\\mathbf{w}S(x^i;\\mathbf{w})\\right]^T$ on a vector, which is useful for computing the gradient. Below, these features are leveraged when defining an objective function that we then minimize with the BFGS optimizer implemented in `scipy.minimize`." ] }, { "cell_type": "markdown", "id": "e38bedbd", "metadata": {}, "source": [ "## Imports\n", "First, import MParT and other packages used in this notebook. Note that it is possible to specify the number of threads used by MParT by setting the `KOKKOS_NUM_THREADS` environment variable **before** importing MParT." ] }, { "cell_type": "code", "execution_count": 1, "id": "8c9e07d2", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:44.562465Z", "iopub.status.busy": "2024-03-21T17:44:44.562065Z", "iopub.status.idle": "2024-03-21T17:44:46.230254Z", "shell.execute_reply": "2024-03-21T17:44:46.229718Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kokkos::OpenMP::initialize WARNING: You are likely oversubscribing your CPU cores.\n", " process threads available : 4, requested thread : 8\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Kokkos::OpenMP::initialize WARNING: You are likely oversubscribing your CPU cores.\n", " Detected: 4 cores per node.\n", " Detected: 1 MPI_ranks per node.\n", " Requested: 8 threads per process.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Kokkos is using 8 threads\n" ] } ], "source": [ "import numpy as np\n", "from scipy.optimize import minimize\n", "import matplotlib.pyplot as plt\n", "import os\n", "os.environ['KOKKOS_NUM_THREADS'] = '8'\n", "\n", "import mpart as mt\n", "print('Kokkos is using', mt.Concurrency(), 'threads')\n", "plt.rcParams['figure.dpi'] = 110" ] }, { "cell_type": "markdown", "id": "c2f9ade7", "metadata": {}, "source": [ "## Generate training data\n", "\n", "### True model\n", "\n", "Here we choose to use the step function $H(x)=\\text{sgn}(x-2)+1$ as the reference monotone function. It is worth noting that this function is not strictly monotone and is only piecewise continuous." ] }, { "cell_type": "code", "execution_count": 2, "id": "de75209a", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.232452Z", "iopub.status.busy": "2024-03-21T17:44:46.232214Z", "iopub.status.idle": "2024-03-21T17:44:46.358457Z", "shell.execute_reply": "2024-03-21T17:44:46.357960Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# variation interval\n", "num_points = 1000\n", "xmin, xmax = 0, 4\n", "x = np.linspace(xmin, xmax, num_points)[None,:]\n", "\n", "y_true = 2*(x>2)\n", "\n", "plt.figure()\n", "plt.title('Reference data')\n", "plt.plot(x.flatten(),y_true.flatten())\n", "plt.xlabel('x')\n", "plt.ylabel('H(x)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a0790b63", "metadata": {}, "source": [ "### Training data\n", "\n", "Training data $y^i$ in the objective defined above are simulated by pertubating the reference data with a white Gaussian noise with a $0.4$ standard deviation." ] }, { "cell_type": "code", "execution_count": 3, "id": "675b776d", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.360349Z", "iopub.status.busy": "2024-03-21T17:44:46.360168Z", "iopub.status.idle": "2024-03-21T17:44:46.500261Z", "shell.execute_reply": "2024-03-21T17:44:46.499775Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "noisesd = 0.4\n", "\n", "y_noise = noisesd*np.random.randn(num_points) \n", "y_measured = y_true + y_noise\n", "\n", "plt.figure()\n", "plt.title('Training data')\n", "plt.plot(x.flatten(),y_measured.flatten(),color='orange',marker='*',linestyle='--',label='measured data', alpha=0.4)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7d7dbe5e", "metadata": {}, "source": [ "## Map initialization\n", "\n", "We use the previously generated data to train the 1D transport map. In 1D, the map complexity can be set via the list of multi-indices. Here, map complexity can be tuned by setting the `max_order` variable.\n", "\n" ] }, { "cell_type": "markdown", "id": "aecb0047", "metadata": {}, "source": [ "### Multi-index set" ] }, { "cell_type": "code", "execution_count": 4, "id": "93acf1d0", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.502183Z", "iopub.status.busy": "2024-03-21T17:44:46.502021Z", "iopub.status.idle": "2024-03-21T17:44:46.512196Z", "shell.execute_reply": "2024-03-21T17:44:46.511624Z" } }, "outputs": [], "source": [ "# Define multi-index set\n", "max_order = 5\n", "multis = np.linspace(0,max_order,6).reshape(-1,1).astype(int)\n", "mset = mt.MultiIndexSet(multis)\n", "fixed_mset = mset.fix(True)\n", "\n", "# Set options and create map object\n", "opts = mt.MapOptions()\n", "opts.quadMinSub = 4\n", "\n", "monotone_map = mt.CreateComponent(fixed_mset, opts)" ] }, { "cell_type": "markdown", "id": "87528a68", "metadata": {}, "source": [ "### Plot initial approximation" ] }, { "cell_type": "code", "execution_count": 5, "id": "2b1287fc", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.515513Z", "iopub.status.busy": "2024-03-21T17:44:46.515278Z", "iopub.status.idle": "2024-03-21T17:44:46.794581Z", "shell.execute_reply": "2024-03-21T17:44:46.793981Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Before optimization\n", "map_of_x_before = monotone_map.Evaluate(x)\n", "error_before = np.sum((map_of_x_before - y_measured)**2)/x.shape[1]\n", "\n", "# Plot data and initial approximation\n", "plt.figure()\n", "plt.title('Starting map error: {:.2E}'.format(error_before))\n", "plt.plot(x.flatten(),y_true.flatten(),'*--',label='true data', alpha=0.8)\n", "plt.plot(x.flatten(),y_measured.flatten(),'*--',label='measured data',color='orange', alpha=0.4)\n", "plt.plot(x.flatten(),map_of_x_before.flatten(),'*--',label='initial map output', color=\"red\", alpha=0.8)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5928e3f0", "metadata": {}, "source": [ "Initial map with coefficients set to zero result in the identity map." ] }, { "cell_type": "markdown", "id": "aa0969f6", "metadata": {}, "source": [ "## Transport map training" ] }, { "cell_type": "markdown", "id": "4b0c7550", "metadata": {}, "source": [ "### Objective function" ] }, { "cell_type": "code", "execution_count": 6, "id": "ea7aa543", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.796705Z", "iopub.status.busy": "2024-03-21T17:44:46.796300Z", "iopub.status.idle": "2024-03-21T17:44:46.799475Z", "shell.execute_reply": "2024-03-21T17:44:46.799004Z" } }, "outputs": [], "source": [ "# Least squares objective\n", "def objective(coeffs, monotone_map, x, y_measured):\n", " monotone_map.SetCoeffs(coeffs)\n", " map_of_x = monotone_map.Evaluate(x)\n", " return np.sum((map_of_x - y_measured)**2)/x.shape[1]\n", "\n", "# Gradient of objective\n", "def grad_objective(coeffs, monotone_map, x, y_measured):\n", " monotone_map.SetCoeffs(coeffs)\n", " map_of_x = monotone_map.Evaluate(x)\n", " return 2*np.sum(monotone_map.CoeffGrad(x, map_of_x - y_measured),1)/x.shape[1]\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "3879e7fe", "metadata": {}, "source": [ "#### Optimization" ] }, { "cell_type": "code", "execution_count": 7, "id": "8a2e831c", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:46.801362Z", "iopub.status.busy": "2024-03-21T17:44:46.800992Z", "iopub.status.idle": "2024-03-21T17:44:47.785078Z", "shell.execute_reply": "2024-03-21T17:44:47.784646Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization terminated successfully.\n", " Current function value: 0.175196\n", " Iterations: 51\n", " Function evaluations: 56\n", " Gradient evaluations: 56\n" ] } ], "source": [ "# Optimize\n", "optimizer_options={'gtol': 1e-3, 'disp': True}\n", "res = minimize(objective, monotone_map.CoeffMap(), args=(monotone_map, x, y_measured), jac=grad_objective, method='BFGS', options=optimizer_options)\n", "\n", "# After optimization\n", "map_of_x_after = monotone_map.Evaluate(x)\n", "error_after = objective(monotone_map.CoeffMap(), monotone_map, x, y_measured)" ] }, { "cell_type": "markdown", "id": "d5487550", "metadata": {}, "source": [ "### Plot final approximation" ] }, { "cell_type": "code", "execution_count": 8, "id": "74114454", "metadata": { "execution": { "iopub.execute_input": "2024-03-21T17:44:47.788115Z", "iopub.status.busy": "2024-03-21T17:44:47.787200Z", "iopub.status.idle": "2024-03-21T17:44:48.059623Z", "shell.execute_reply": "2024-03-21T17:44:48.059204Z" } }, "outputs": [ { "data": { "image/png": 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CQmIskE6n0dHRgQULFgyZwBqQpA2rVq3CkiVLxrsZEhISEhISEl9gvPPOO8NWSvnCk7bKykoAHKyamppxbo2EhISEhITEFwktLS1YsmRJho8MhS88abNMojU1NZg8efI4t0ZCQkJCQkLii4iRuGjJQAQJCQkJCQkJiQkASdokJCQkJCQkJCYAJGmTkJCQkJCQkJgA+ML7tI0Epmmis7MT8Xgcuq6Pd3MkJLYbmqbB4/GgoqICiqKMd3MkJCQkJEYBSdqGgWma2LZtG0KhEFwuFzRNG+8mSUhsN5LJJMLhMBKJBOrq6iRxk5CQkJhAkKRtGHR2diIUCqGqqgrl5eXj3RwJiR1GV1cX2tvb0dnZOaIQcwkJCQmJ3QPSp20YxONxuFwuSdgkPjcoLy+Hy+VCPB4f76ZISEhISIwCkrQNA13XpUlU4nMHTdOkf6aEhITEBIMkbRISEhISEhISEwCStElISEhISEjsfkj18yWRgSRtEhISEhISErsfGh4Etjw03q3YrSBJ2ziguTeG5t7YmF/3iSeewB/+8Icxv+5oceKJJ2Lp0qWjOqa3txcrVqzA6tWrd02jJCQkJCTGDskeIN4OxNqAZO94t2a3gSRtYwzTNPGDhz7EDx7+EKZpjum1Jwpp2x709vbi2muvlaRNQkJicEhz28RBrAVI9fIVax7v1uw2kHnaxhiN3TG0hZhqoaknhillvnFu0UCYpolkMgm32z3eTZGQkJDYeWh4EFAUYNaF49cGizQ6g+PXht0VqRDQ9qJ43w+ko3zf/T4Q2sD31UcBzsD4tG83gFTaxhirtvUhltQRS+pYta1vzK67fPly3H333fj000+hKAoURcHy5csz382fPx/PPPMM9t57b7jdbjz55JO46667oCgKOjs7c841f/78zLEW3nzzTRx11FHw+/0oLi7GWWedhfb29mHbtWbNGhxxxBHweDyYOXMm7rnnngH7rF27FmeeeSamTJkCn8+HPffcEzfddBMMwwAANDQ0YPr06QCA008/PdO/hoYGAMAVV1yBBQsWIBAIoK6uDt/4xjfQ0tIyyhGUkJCY0NhdzG3ST2twxFqArreBrY8CnW8AUHjPWv/JbV1vf+FVN6m07QC2DeOXFvQ4UORxoq0/jpueX4dYSkdbfwLJtAETwN1vNOCZVSQP3zl8BqaW+lDqd2WO7wwnkEgbBc9dV+IdVVuvuuoqdHR0YO3atbj//vsBICcbfnNzM/793/8dV155JaZMmYIpU6bg9ddfH9G533zzTSxduhQnnHACHn74YUQiEVx55ZU46aST8NZbbw16XDwex7HHHgu/3497770XAHDllVciFAphzpw5mf22bduGuXPn4uyzz0ZRURE+/PBDXHPNNYhEIrj66qtRU1ODxx57DKeeeip+9atf4cgjjwQA1NTUAADa29vx85//HLW1tejo6MBNN92EI444AqtXr4bDIX8CEhJfCFjmNoALv6tk7NtgEUeAxHE82rA7IzgHqDkeaHkWgApENgMOL8etZD5QewL3+QJjwq5Yzz33HH71q19h9erV6O/vR11dHU4++WRcc801KC4uHpM2/Nu9K4f8/lsH1uOM/adgVVMfXt/QhZa+GBQo0FTWe3yvoQcGTDhUBaua+nDyPnX44TH2hLz5hQ1YuaWn4LmfuuTQUbV15syZqKysxJYtW3DggQcO+L6npwf/+Mc/sGTJksy2kZK2K664Avvttx8ee+yxTC3L+fPnY8GCBXjmmWdwwgknFDzurrvuQnNzM9auXYvZs2cDABYuXIh58+blkLajjz4aRx99NACabg899FBEo1HcfPPNuPrqq+F2u7HPPvsAAGbPnj2gf3fccUfmva7rOOiggzB58mS88MILOPbYY0fURwmJXQ5pNtv5yDe3xdoAIzl+5rbdgTju7qg4EOhZCYQ3Awlh5THTgKcaKD9gfNu2G2DCmke7u7tx8MEH47bbbsNzzz2Hyy67DPfccw9OP/308W7aABw9rwrfPLAeLocKVQU0lcRNVQGHqqDc70aRZ3z5c0VFRQ5hGymi0Shef/11nH766dB1Hel0Gul0GnPnzkVNTQ3efffdQY99++23MX/+/AxhA4C5c+di/vz5OfvF43Fcc801mDVrFtxuN5xOJ37xi1+gpaUF4XB42DY+++yzOPjgg1FcXAyHw4HJkycDAD777LNR91dCYpdBms12PrLNbe2vAel+wIgDLc+PnbktFeJ93fIQyWI6ylf3+0DTk3ylhv8/9oVBtIlqZLIPUD18pWNAvA2IbRvv1o07JqzS9o1vfAPf+MY3Mp+XLl0Kt9uNCy+8EM3Nzaitrd3lbfjTtxYP+X1QEDFFUfDtQ6fh8Q+a0BFOwKmSK6cMA5UBN2791n5wOVT4nLnlsi4+atag5tGdjaqqqu06rqenB7qu44c//CF++MMfDvi+sbFx0GNbWloKXre6uhqpVCrz+fLLL8ftt9+Oa665BosXL0ZJSQn+93//F9dffz3i8TgCgcGfkt99912cdNJJ+OpXv4orrrgCVVVVUBQFBx54oKy9KbH7QJrNdg2yzW2GDuiCHGlewFMxNua2WAuw6W7e49J9ACMNODz02UqFAP9UwDsZCM6SKisARMWaUb2URA0AooJYR7YC/vpxadbugglL2grBKuqeveDvSozGr+yDrb2IJHSk0iZKijjsHaEEIgkd7f1xHDBjYEH6isDYRW9aZs1seDweAEAymczZ3t3dnXlfUlICRVHw85//HCeffPKAc1RUVAx6zZqaGrz//vsDtre1taGsrCzz+dFHH8V3v/tdXH755ZltTz/99OCdycLjjz+O4uJiPPLII1AFWd6yZcuIjpWQGDNIs9mug2Vu699om9t8nrEzt3kqAW8d1TU9RlNfMkby4Solcex+F+h5b3yjWncXlC8heS3eE2j6XyDZDVQfCaguILjHeLdu3DHhSZuu60ilUli9ejWuu+46LFu2DPX1ux8Tt3zTFteX4jLht3bT8+uwsSOC97b0FCRtOxsul2tU6pJlRlyzZk1Gufzkk0/Q2tqa2cfv9+Oggw7CmjVrcP3114+qPUuWLME999yD9evXZ0yk69atwyeffILDDz88s18sFoPLZQdo6LqOhx7KNSNZ3+f3LxaLwel05pBSKxBDQmJcIdMbjA0sc1tamNsAjr1lbtvVyk2sBXAWAYoKxFoB61+RqxwomgkUzQFaX+A2qbICmhso3Zvva74MmDqgebhdYuKTtvr6emzbRjv3l7/8ZTz44IND7t/f34/+fju54lilfjjnoHpMCnpwwoIaeF00g976rf3wzKoWHLtX9Zi0Yd68ebjjjjvw4IMPYvbs2aioqMC0adMG3f+AAw7AlClT8MMf/hD/+Z//if7+fvz617/OUcEA4Le//S2OOuoofP3rX8eZZ56J0tJSNDU14f/+7/9w3nnnDVrdYPny5bj++uuxbNkyXH/99TBNE1dddRUmTZqUs98xxxyD22+/HXvuuScqKytxyy23IJFI5OwzadIklJSU4MEHH8T06dPhdruxcOFCHHPMMfj973+PSy65BKeccgrefPPNTKSqhMS4wvK3imzlou4TLh3ZZrPgHoDzix0tt8OwzG1VS4FEB98rTiDZuevMbfmE3PLRUhRAFctuopOEvOej0ausX5SgFfnAMgATNhDBwjPPPIPXX38dt912Gz799FMsW7YMuq4Puv9//dd/ZVJaTJkyZbuc77cHRR4nvrZ4coawAYDXpeFriyejyOMckzacf/75OP3003HJJZdg//33x4oVK4bc3+l04vHHH4fH48Hpp5+O//zP/8Tvfve7AaTq4IMPxmuvvYZwOIzzzjsPJ5xwAq677jr4fD7MmjVr0PN7vV48//zzqKqqwtlnn43LL78cl19+Ofbdd9+c/f7nf/4HRxxxBC655BJ8+9vfxoIFC/Dzn/88Zx9VVXHHHXdg8+bNOProo7H//vujubkZJ5xwAn7zm9/gf//3f3HSSSfhlVdewd///vfRDZyExK6A5W/ln0rVxVPNl6uc22R6g52D8iXA1DOAqaeRELlKgJpjuK18F/3/z883picZAKFogJECFDcADej/DGh/efTBCV+UoJX2V2gi7Vsz3i3ZbaCYY11LaRdi5cqV2G+//fDoo4/itNNOK7hPIaVtyZIlaGxszJgDs2ElaB1KkZKQmGiQ83o3gZEG1t8C9H7CRVt10M8pMAOY/T1blRktvihKzGiQjgANwjWibH+gbJ9de7321+x8Y+ENvCeGTjOptxZwlQF9nwK+yYBfrD2xFltlnX5uYdKe7AHW3cz3cy/h+YDP573edBdTtAT3AKoOH3b3iYqmpiZMmTJlUB6SjQlvHs3GokWLoGkaNmzYMOg+wWAQweDncHJLSEhMPFj+VolOwDTpbA11x/2tdodyTbszxsI/KjvfWFLk2zRTgKsCKF8MBOcBmhOASoUVoCJnBScMprLmB620v/r5vdeGCILr/+xzTdpGg88VaXvzzTeh6zpmzJgx3k2RkJCQGB6Wv5VvKuCr43tPFRBav/3+VjJ9yCDIipB3b1+Ko1EhO9+Yu0oUqw9TSUv2AuUHAb0fkdSFN/MYPUaVNT+qNd9HLtFFgt/+Kk2IAFBzgq3YSXxuMWFJ26mnnor99tsPCxcuhNfrxUcffYQbbrgBCxcuLJh6QkJCQmK3g5XeoG81kA5x27Sz+Xl70xvI9CG7B7LzjUEF4i28r9FtJHLxFpvUJRu4b7IHcPgHqqzZQSumySTBipNErucjwBUEej+WpO0LgAlL2pYsWYKHH34Yv/71r2EYBqZNm4YLL7wQP/7xj3PSQ0hISEjstrDSG4TW29tUp53yYKSQ6UNGgCz37QJ5KXc6svONtf4TMGKAaQCai2paoSSy/ev4N19lzU4S3Ptpls9iCaC66R+X7GYAA2Df68+7b+PnvX8FMGFJ2xVXXIErrrhivJshISEhMf6Q6UOGR3bMXbIXcO/i3JjZ+caijQyESPUBioMJdrNJ3aY7uV/5AUDFAYVVVstHTn8fiG4F9Dj94xSV52x9nn3Mvtefd9/Gz3v/CmDCkjYJCQkJCYFsJcY0gXgnABNQfYB/GMf2LyLS41DrM9UH6EIBTbQDUAYqqqpjcJXV8pFzeAFPncg5p1C9Ux2AFgDcWff68+7b+Hnv3yCQpE1CQkLi84Dsck3hz7jNNwUILBibck27A0ZsLhsD8yhgm617PmKQgS6iISNbgW1PMpig+qiRncsyp5YfAMAAOt9lLdXQJtbmdBYDnj3se/158m0s1PbPU/9GAUnaJCQkJMYbyk74V1ywXFP/2JVr2hUYrc/SUOaybH8+V/GOt20ksMzWvZ+QJ1rXDW8Etv4NKJqRZwodIm2qZU5VnMC2J5g+xFvD3G9OH9XDyFbmNvNUMcI03AA4AhPXt9ERZNCFNUbRbUDHq4Dm49xI9tB/s+u9gf37nPq7SdImISEhMd4ITKfJzFmy/eewlJjKw+iUDtB0lg7tunJNuxqj8VnaHc1lltm6by2VNotAGGmqoJYps/2l4c9l+cg1P8u+mjoJihXEkI7wffsrAEwg2Q8oJpDqmbi+jdVHsIKEq5SfN/4F6HyL/ojOIuY3BIBtT7E+6RfAn0+SNgkJCYnxhruci43m2/5zWEqMbyrQ+Ci3lSziYr+96UPGE6MlYSMylykAzNyghF2NigOpsEV6bZJhpKiGbY/ZWnUD/mkkKdPOsoMYgnsC/ilU2Nr+BSRX2STRVT580t7dEd4a+32yB4AiqkkU22obQLUtu/Tb7kjgdxImfO3RCYlUvz3ZJihWrFiBQGD8JPb58+dj+fLlozqmoaEBK1asQHNz865plITE9sI3mRnfy/fb/nNYSoyaVctYc3HbWFQA2NmwSFiqlySsEFIhu1Zn9/tD1/DUk8iYH61M+2OBaBMQa6XSpnr40mMkFbFt3McyZwf3HP58nire4+CeuffaCmKoOpz7GHGSxEQn1VZP9cTzbez5CGh7iaZPaz44i+gLmA7Z/dPjuf0bydyZoJBK23jgcyDbXnDBBfjKV74y3s0YFRoaGnDttdfixBNPRG1t7Xg3R0LCRrKXJkxFAUoWjHdrxg+jzTc3mlQnVuQmwEV+rGCZrYvmAsXz+L5vNf9aZusZ52zHiZU8xVAEV1i+jUaKwQmASOY7AX0b+9bQh803hQ826aiYF2G+9CRVN8WR68+X7OXc0DwT159vEEjSNtb4nMi2kydPHrawrYSExAiR6AK63uLi80UmbaPNN5ed6gQqVTVzsFQn2cl1x9DIVL6EtUY9tYCqiW0HAKWLgLJ9t+OEZuH3VsJgiyRWLWV6EFcZVbgdKY22szHSIIHQepb46l7JsfLVApEk0L9WJBUuZg1XZ5CE1PLn0xNUGtPhievPNwikeXSsMY6y7fLlyzF//ny89NJL2GeffeD3+7FkyRKsXLkyZ794PI4f/ehHqKurg9vtxoIFC/DAAw/k7JNvHk2lUvjJT36C+vp6uN1u1NTUYNmyZejr60MqlcKkSZNw5ZVXDmjTWWedhX33Hfof1xtvvIHFixfD4/Fg/vz5ePbZZwfs8+abb+Kkk05CbW0t/H4/Fi1ahHvvvTfz/UsvvYQjjzwSALD//vtDURQo4p9cJBLBxRdfjLlz58Ln82HatGn4t3/7N/T19Q0zohISOwnhjfxrpnfuedUJVh3GImH+qQAULtjRbfTJyvZZykbFgVRX0iGWcur7GEh1D20OHEviormBScfYhA3g++01W2cCD/qRk7rEI+qpli8Bpp4BTD2NiXuDc1kabeoZ/G53QMODwJaHht/PWw2UzCfxdJXznpbuC5QtBqoPByoOAoKzgdrjgdkXATOWi7mjk8g5g0PPnWxMELclqbTtCJLDLOqahz9KS/LXY6LOXC8AE2h/jTZ7gH4IrlLAkeWInI4wyqgQtjNkvbW1FZdeeimuuOIKBINBXHHFFTjllFOwceNGOJ30jzj77LPxzDPP4Prrr8f8+fPx0EMP4eyzz4au6/jWt75V8Lz/+Z//iT/96U/4zW9+g7322gudnZ14/vnnkUgkUFxcjOXLl+Ouu+7CddddB1Xls0Jvby8ef/xx3HjjjUO297jjjsOCBQvwyCOPoKenBxdddBFCoVDOflu2bMEhhxyCf/u3f4PH48Hrr7+O888/H6Zp4pxzzsG+++6LW265Bd///vdx5513Yo89bMfsaDQKXdfxy1/+EpWVlWhsbMQvf/lLnHLKKXjhhRe2a5wlJEaFVGj4fUaK7BJNnuqdd96xgpVvLtIEJNqY4kLzFC6kDuQWZlc9AEyOZ745sJApccyQdz3Vlfu/fsNt/OutBepOHPpU6Swzr6IwpUc6zHECcisxlOxl7zva0mi7CqO1NgWmUyFMh4CWfwJGglHW3lqqbRZK9+Z62bcK6PmQ6ycAuCsGnzvZmCBuS5K07Qi2Pjz092X7A2X72JJ/2yuAqtp+Blvup4zrKqPNveowUVxYoP1VlisphO2cWN3d3Xj55Zex1178MXs8HhxzzDF4++23ceihh+Ljjz/GY489hltuuQXf+973AADHHXccmpubcdVVVw1K2t555x0ce+yxmWMA4Gtf+1rm/QUXXIAbbrgBzz33HI4//ngAyKh3Z5111qDt/f3vfw9FUfDMM8+gpKQEAFBTU4PjjjsuZ78zzzwz8940TRx++OFoamrCn/70J5xzzjkIBoPYc086+c6fPx/77Wc7fFdWVuKPf/xj5nM6ncb06dNx6KGH4rPPPsOcORNbTpf4gmEsIyN3BSwSlsrKNzeUT1ahGp5QmepidzEH5pO2we5RrHX058p8zjtnrIXriuoGKrZTYdsVuc5GmxQ32cN2aF4RQKIAkc2AfzLgriT5dfi5rzV3TGPwuVOoTxPIbUmaR8cCluTvLgc0vy3ban4StpL5lIHHALW1tRnCBiBDZJqamgAAr776KgDg61//es5x3/jGN7BlyxY0NjYWPO++++6LZ555BitWrMC7774LwzByvp81axaWLl2KO+64I7PtjjvuwKmnnorS0tJB2/v222/jyCOPzBA2ADj22GMRDOb+E+np6cGll16K+vp6OJ1OOJ1O3Hbbbfjss88GPXc27r33Xuyzzz4IBAJwOp049NBDAWDEx0tI7BB2ZgFzRbGjFMfSd2tnwSJhvilA5cF8VR/BbZECD7EZc+AZXGxdJUD5/gXMgVmkZqzNYP2rd965XFn/L608fADztmUj2QP0rwHCG7b/WiM1Yw6H0UT55iPZw7/VS+35YKWwSXTl7pvJVXgo96s5duDcKdSnCRRtKpW2HcHUrw/9veax31ccCFQeBIS32NsdQebbmXk+HUWzw7cBKm+DmUe3E9nkBwBcLvq8xOOMpurp6YHD4UB5eW4x5UmTJgGgUjdlypQB5/3FL34BVVVx991349prr0VlZSW+//3v4+qrr874jn3nO9/B8uXL0dnZiebmZqxcuRI33HDDkO1taWnBrFmzBmyvqqrK+bx8+XK88cYbuPrqq7HXXnshGAzij3/8Ix5+eBg1FMDjjz+Oc845BxdeeCF++ctfory8HC0tLTjllFMy4yIhMWHg8E+sXFz5CO5BshlpYnUHgD5ZfasL55uzzIFWiSiA/0vzzYE5BeO77CCH8YCZYgRr9hoxUvin2iRQT9jbs3OaAayGAGx/ndWdqT7lB5h4qkgy219lVO9QQQKFctJVHEwrVvf7HEtLbbRyFZo60P0erVpTTrXnTnafIo1Azwd8H29jH1XXbh9tKknbjmA0fmXRJj7d6THAV8dtoQ38p6SHAU8BCd+SfMcQZWVlSKfT6O7uRllZWWZ7a2tr5vtCcLvdWLFiBVasWIENGzbgjjvuwIoVKzBjxoyMSfXUU0/FJZdcgvvuuw+bN2/G9OnTM8EBg6Gmpgbt7e0Dtmdvi8fjePrpp3HTTTfhkksuyWzPV/sGw6OPPopFixbh1ltvzWx7+eWXR3SshERBjEUJnaGu0fsx/3prcpWZsW7H9qDxMaqFrqwHx0IkbABG47M21j5tBaAnto+05bQ9+39cnqqa6NiOc2dhZ9b2zI/yTXTTfK04hg8SUJ1A0Zy8nHRiPnS9LdrXBBTvYRP4ZB8Jm+rMnTvhjXafelfZRDK0gWtzxUG7fbTpBNTOJyiy/S5mnMfXUJL/OMEyCz7yyCM52x9++GHU19cXVNnyMWvWLPzqV79CWVkZ1qxZk9nudrvxrW99C7fffjvuv/9+fPvb386ocINhyZIlePHFF3MiOZ9//nn099vmjUQiAV3XM6ohAIRCITz55JM558pXFS3EYrGcYwHg/vvvH7afEhKDYmeZlbb7GmNISnZmXy0lJNZmO5KPGAXSX2TDnfXAuV1kaQfgLPSAX8ivbZT+iGYWadsZJvZ8M2ayh/dhJGbM4ZAd5RtvE0l/o0NH+VoVQsqGSTodz3uwT3ax3FXXOwP7FG/nmpvoBBxF/D7RDpb+6hp5tOk4QSptYwVLti3OymI9lOQ/Tli4cCG+9rWv4bLLLkM0GsVee+2FRx55BP/4xz9wzz33DHrcySefjMWLF2dSiTz11FPo7u7GUUcdlbPfd77zHfz+97+Hqqojqmjwgx/8ALfccguOP/54XHHFFejp6cE111yTo/gVFxdj//33x69//WtUVlbC4XDg17/+NYqLi3MUuTlz5kDTNNxxxx3QNA1OpxP77bcfjjnmGHz/+9/Hddddh4MPPhjPPvss/vWvf41+8CQkgO0zK/mmcBHJVpeGUrCGukZ25v9s89muwM524M5Wd5JFuRGWwyHb/KkUWNoUlRGWZmqHmjjuiGy232eTtlSIftM7gmwzph5npKa7YueoT9lRvg4RVJAOD530t2w/3q/hoqDzAzuMNKBHmEIn3zSbEgJAy3P8G28neTR1Kore2pFFm44TpNI2VihUYsaSbXezEjP33XcfLrroItx4441YtmwZ3n77bdx3332DRo4CwCGHHIInn3wS3/zmN7Fs2TK8/PLLeOCBB/ClL30pZ78999wTc+bMwXHHHTei5Lw1NTV49tlnEYvFcPrpp+M3v/kNbrnlFtTU5PpvPPDAA5g5cybOPfdcXHrppTjttNNwzjm5WcYrKipwyy234OWXX8bhhx+O/fffHwDw3e9+Fz/60Y9w880349RTT8XWrVsH5KWTkBgxtsep2RkEPDV2ri1gaAVrqGvosaz3UexSbK8Dd3ZOrMGc1GMtTInU89EI1Z0sAuOfVniXnRnwMRoUjBYdhaqWPV45RDzrHINlGhgNsvPkpSOcl0Zy56hP2dam4r0YKOATa8Bg1qbiPZhsOlslBUZwH7O+z+6Tq5zpQjQvHzKSPcyZZ5ocynSMZtP2V4H+3TMITTHNiR4fvmNoamrClClT0NjYWJBENDQ0AACmTZs2tg37nGLjxo2YPXs2Hn300ZyUIBJjCzmvdzLyyy91vM73lYfYStlonJqTPcC6m/l+7iVUsEZ6DTMNbBXuDeVLmHl/ZyK/He2vkShO+pLt5ztcX9ffaufE6v8M2Hw3F27Ny/O7Sqk8RrdS+Vj06+HJQioMbBEPW1NOG7jQ60lg8118X7V0bE1fVh62bGS3MZOnbTJQd8LAfdffygz/M84Dwpto9nOVMWmvlXoquAfzfVrYdDeVMmB0KaKMNLD+FpJoS2QI7kH1afb3GDS3PdATrGRQvKcdUGDodjRoIfEivJnkyi1IozVOnhpg8jL7s+YDpn/TPm7rX4FkN9/PutDuU3gz0L+OCl+yn+Oj+QCYgKdSEGOVc3P294Hpg6ej2pkYjodkQ5pHJcYEXV1d+Oyzz3Dttdeivr4eX/3qV8e7SRISOw/5JhiHj87W7a+Q0AxnVkrH7Bxj/vrCTuAjLfGUrdaNxLdttIEE+e1Ih5mdf9v/knQN19d8k2q2k3qkkcpHul9ksy9j9vsREaxhfNqsRRxgXc7dCUORKmu8ut6lIlR1RNaXQwRfKA4A22Eet8yYeow+X8DOqV2anfTXglUZYjCE1gORBtZt9U8lSTXSdoosRxF95AIzRtanZJ8of+WmqVyPAYFpgH8GCZwe58NGcA9g6u4pKkjSJjEmeOqpp/Dtb38bs2fPxn333QeHQ049ic8R8qPjLL+jVAwomjm8WSnZBWx7kirApGMEESpQLL3qCKD9ZV7D8vPRk1SmrGske0fX9tFmgs/vq2kKvqAC/inD97UQIc2pgtDJBdVXxHxr084eWbtUN9Momald78u3UzBCI1esBYi3co6ENrKMU+YU2dGjeaQtMA3o+5Tq3WhQqMC9p2p8apdGGvg3vJGBe4Hpud87/CRthXwYs5ExzR5hPzCkwkDXmyKtlkFV0UxT2Z32ze1XFHcxds9WSXzusHz58hEFHkhITFhYxCO8mcQDABT30NFxFiJbqQKENwONf+Vx6V7AXZWrpNWfzQW0+0MSPM1N01GO4/QoCqNvbyBBTl+7qIw5igfva75JNZ+QxttEXraQSAzsZNsSXUDbC0Dg28O3SXPR/8qI8xreSXk7ZI1L0cyR9XNnoWx/oPvdvI1DqKD545XoJMkIb2RKFDPFmqKa1z4mPyJWdTGB+2CRsoMprFbQnLeO11HdVFTHM2hu2Jq8wxBgq09Fc4EGEVDnqeVDg5FkKTCAFSl2VFHcxZCkTUJCQmJnINsE4yoTxMQY2SIQb7eLYysaEPqMC3I6BPin20qawyeu0Q1AoRqQb7rKdlP2Tx/0kgC2PxdXwUjAAvU+s69jmVQ1n+3kbhFSgKpJ2RKW+tO8VMvaXqAf1M6Gog2/z069Xj5BU3N97izfLMsvLdZC03r3e6J8U4pBJeEGqk+WI3392XSuT3YN7FP5/nwNhsEU1kJmTGDX1C4dzqyZj56PxAPMlNySVGZ6aDO/1afsZPXJHv7miuYA1UdStWz9FxDZtBuVPxsISdokJCQkdgayo+OMNBfStEg7MNJFIDAdSMdFFGWBgtedb3KbbwqVN2D0pqtsFSfeJvx8nKPLBJ/d11SIhCLWwm2F2pFtUo1uo8iU7qfaofmAuq+Q6Cb7gJAgaTVfZvJxT75iNhIUUF52p4Lxg6F/LUlbcA7NoJ1vUm00dMBZCsAQJFsRKmlL1sF5fU72AZEtJGYlC/K+G+dam1aRe+8oq1JkkulaDyiChLmrckmooyjXh9FCtjm5ZB7gPpxEefPd3GboLH+2G6XhyockbRISEhI7A9m5GLc9DUAHKg+jOjbSRSDZI0hQjCQGyFXSrGt0vEEnbqBAvsdhTEXZqld4k+3cPppcXNl93XQnTZOOoty6kPmwTKp9a+xUJLEWFv2uPIyqYVNWQuzej0hOR4pkD02jgG1+zUHWuOhRQN2F1Sry0f3+6I+pPwPofpv3Wu8FYo1U2FwVgKecqmxgZq4Sma02JbuBrreowOWTtpEorNFmnsNZtPNVpwyB3k7ynJ/0ItWfS0Ld5UB0C+dWNrIVT81P9S2byA0XGLEbQJI2CQkJiZ2BbLNSQiwg0a1A/TA1irORFKV9qpbaSle+kpZdvgcYWOLJVcZyPKZe2BfIUr2aHgc63wEcHiCykf4+2QENI+1rph3DLHiWSRWg35qRZIStkWIKi5L5eQeMckE3sgumD0Nco00knGOFAQl9DUYMO7wFdwfANmo+MNhDF/56SZINxUFVNt5qK0pFs3LVpmiTuLYYl0J+cnpqcIW1+e92W0aTMqQQ8k2XzgD9LVXX4MeMBon2XBKaQd4cUp3C9B6zzdMTLOuZJG0SEhISuwqjLcXkn0YzqKLRcd1RBEw9bXRO4IoCdK+0F/hCKkrFgUDz04ARA1KJnZcJfii/IsukWnEIAB2Id1DlSPUAG24HKg8a3BRqmiNIqDpEJCVPMszxY4xU/zCkrZH7eKqoDJoGCW46wrqiyd5clUiP56pNYRHBrMd4nlirrbA6AnxAAICW5wGYu7bWZr7/nLsSiK9mYMX2BIUoCklolwjuiDRSXTWSQPvrgObkOJUOodROMLJmQZI2CQkJiV0Fy8Q5UqhOoGQhVQNTp6I1omLpI4SltsTbSAQzC5fGTPDRbUD1l4CS7VShhkofUr6EZLTnY6BvFUmGvx6Iu0ky2l6mH5fmFBGP2YuqiWGVt5wyVoVqj2bnrxvjYkCar0B1imFIQ3Aex0tzM9jA4WcfnQEqlF3vUDG1EGstrDZ1vUt1adaFtl+haTJwBKBC6q3ddbU2C/nPmQYAw1YBB4PqZv60qiMHfhdrEcl3u/lwMmkp+7rlPt5rReG4ly/OOzB/bkws8ibLWI0HGhv5Ggf87ne/w9SpU6FpGk4++WQ0NDRAURT89a9/3SXXW7p0KU488cRdcu6JhrvuumuXl8f68MMPsWLFCkSju7h8kcTQsFIIBOfkliAaDFbNSM1LkuYsofmuaPbor60LMxowcFG0/Nm2/pXmM38926h6aK6LNQM9H47uehYxLZptF3svlCtOczOoovcjKoHhDVxwFScj9rrfp7qY7Bs+71ZBDBNooLnsAuQTAcluEUEcAzP2VzHa0QTN3ukofRKtUl/d79olwLrf56vzbRI8655YRdtTYZpHE51Aapii7TuKQqXOrFQ0w6ldwT2A4J52pY1seCcBwdmcfw6/+M0pgKnw9+OfNpC863GbPFu/kQkGqbSNNUwTOPtsTqaXXhrTWnhr167FZZddhiuuuALLli1DRUUFampq8Oabb2LOnDEs6fIFxV133YVAIICzztp1pVE+/PBDXHvttbj44ovh802gBerzhmxH65Ekr3X4SCi8k7hv78dAz/tUDKacPHB/yy+nECy1BbDLGFmw/NmMNBUQzWOnD/HtM3Qm+EFNn+J/WKJreOf24ByS0dBGRtdCoclPcQAOTZjNWmn+qzqscDsGRRYBCM4b+b5jgu2oPRqcA9QtY4BGz0f2uBtpBmiUzOc8sNSmSCPJi7ucQSXdH5EcmYZNmDSRMibdR6IOsLB6dqqW4R4wRoJCeflMw/afa3mOeeYsE+1gqBiESKZjwMY7gXgnAyUSncDWv/FBxF1GX7n8RLxALlGzoq8nmNImSdtYY/NmoEWEaTc0ANOHyaO0E7F2LaOMvvOd72DGDDs/zoEHHjhmbZCQ+GJALAT5UW2DpVYoW8xX/vGDwT8N6F8D+KYOvV8hWFGcyS7mgwNInMr3HzoTfCHyafkVpUOAt6ZwFQfLud0iA9VHAc3PkuTFW0jYvHVUTOKt9OVylQnfN/C74ZIEA7n+XYX2N/QCJsoxwmAEOx+aP/ezda/0uJ2w2dQ5PuUH0IxdMh/o/YTqm6qR8JoAzCRJfypMctP9Pse2/zPmJUuHeT7VxWOsQBfrPu8I8kudQeW9bv4Hz53oov/iYIl/LcTb2U7Nb5euApjDLtnF+qGpHo6Pww9A4f4973FOOovYfyu4YqgKEhME0jw61li5EohE+Fq5cswuu3z5cpxyyikAgJkzZ0JRFNx1110FzaPTpk3DxRdfjJtvvhn19fUoLi7GySefjI6Ojsw+kUgEF198MebOnQufz4dp06bh3/7t39DX17ddbZs/fz6ee+45LFiwAF6vF4cddhg2b96M7u5ufP3rX0cwGMTMmTPx8MMP5xz79NNP45hjjkFVVRWCwSAOOOAA/OMf/8jZ56677oKiKHjrrbdw1FFHZdp7xx13jKh9t912G+bNmwe3242pU6fiyiuvRDptR+WtWLECgcDAnFaBQAArVqwAQDPxyy+/jKeffhqKokBRlJzvTjzxRNxzzz2YOXMmvF4vli5dinXr1mXONZgZ++KLL84Ufb/rrrtw3nnnAQAqKyuhKIosCD9esMhB51sDTUOFYClfyR4uLOFN3G5FoebD4aef07D1QhWSpWiTTZqsKM7IVlF9wENSYakthWD5JeWbPmMtVAW7V7Kvvlq+Ot8Atj7KhTvWzGtvvBPY8hB9rwAupFoAUL1sJ0wqKK4yEhG/5UQ+0sV1kEoQlnk61lR43/FCtmlw1oV8TV6Wq3RZ90rz2PcqHSNZTnbzHIHpJCdGgsQu1kxzc1xUUXAVk9h0vkG/RVcxUHEwla6iOUD9mcxNVr4k9z4XTJsyQliKrn8q52m6j/c72c1tJfNzSdhg6FsNtP6TPpAAH2wCs/hgEe9kWxNdfOhQXeyPI8B52f0eVcho9pwuNEdURk5rPqB0n+3v8xhBKm07gq1bh/6+pAQIBoHmZuCqq4BolO8TwmRx883Ao4/y/Y9/DMyYAZSX28e3twPxeOFzTx3dE/ZVV12FuXPn4uc//zkee+wx1NTUYObMmYhECke3Pfnkk1i/fj1uueUWdHZ24gc/+AEuueQSPPTQQwCAaDQKXdfxy1/+EpWVlWhsbMQvf/lLnHLKKXjhhRdG1TYAaGlpweWXX46rrroKDocDl156Kc4++2wEAgEcdthhuOCCC3D77bfjm9/8Jg488EDU1zNv0ObNm7Fs2TL8+Mc/hqqqePbZZ3HCCSfghRdewNKlS3OuceaZZ+K73/0uLr/8cjz00EM4//zzUVtbiy9/+cuDtut//ud/cOmll+J73/sefv/732PlypVYsWIFWlpa8Je//GXE/fvDH/6Ab37zm/D5fLjxxhsBAJMn2zUB33//fWzcuBG//vWvAQBXXnkljjvuOKxbtw5ut3tE1/jKV76CK6+8Etdffz3+8Y9/oLi4eMTHSuxEpEI0ZwEkQ4qDC8RQyWuTPUzBAQDTvkXlYCiU7ctXIeT7CTU8CHS8yqStsy60ozi9dXZtyb7V/DtYgt7QekEeXLmmz+Ac1nNse5mL5mD1UNf8F2umlu1nt690sSCq3Tw23gY4iwFPJVCyNxd3zSuUmhHA4efxRpJqi0VoLeWo5riRnWc8ka9mWvdq6unCXy0E9K21TcipfuEzFrILvLtEOpV0lPPOGgdXuX1PyhbxZcEq+RXemGVe12m2315klzrTk6LUWYBzRHWO7ByWEhzdxj5GtzGNTrSR7XS4Afc0RooaKcBdCngquI/mIzkMZvmFZv82rBx0qsY5PEEgSduO4NRTh/7+e98Dvv1tKmr//CewTTB+q1j6a69xEjkc3Oeb3wSE+gIA+OUvgddfL3zu994bVVNnzpyJ2bM5effZZ5+MAjMYaTNNE08++WRm0d+wYQNuuOEGGIYBVVVRWVmJP/7xj5n90+k0pk+fjkMPPRSfffbZqH3kenp68Nprr2HePC4izc3NuOSSSzJEDgD2339/PPbYY3jiiSfw7//+7wCoNFkwDANHHnkkPv30U9x2220DSNs555yDn/3sZwCA4447Dhs3bsR11103KGnTdR3XXXcdTj/9dNxyyy2Z4xRFwS9+8Qv84he/yDEzD4U999wTwWAQgUCgoDm6ra0NL7/8cuYeLVq0CHvssQfuvvtuXHjhyHIkVVZWYuZMhs8vXrwYFRUVIzpOYicjJ6rNzUz2jsDQyWutagIjRbyTRErRgIoleV9mLUypfmbFj7awBFKyt3CC3smnAoH63LQi2X5JjU+QcAamA13v5ZLPikNISJO9QOtL3O6pZCqH8gNIzMKbhTLSRlJYvpj1VTvfAGAIYmZSoUyF6DzvDFJxTPXTHDxcAW9XKf+f6jGSz5L5eZGLWVaA4cp75WOoVCYjQfVRLMmVg/wKBgWiLLOTGDc+zvtVvj8QbyZBbXmewQaKllvg3V0OfPYHkY9NPLhlV9YAeA+NFOdmzwd2P9MRjqN3sihTFsg1MY4UOaXOfDaRjLXyfrvLhz+HhVQfsPk+jmGsmeOTjvD3lewmgdU8vI7Dx4cAV8lAv7Zs82isbbctVTUUpHl0LHDiiSRwLhegabkvhwOorASKC0THjCOOOOKIHJVmzz33RCqVQnu7ba659957sc8++yAQCMDpdOLQQw8FAHz22Wejvl5tbW2GsAHIkL4vfelLmW0lJSWoqqpCY1bkbVNTE84991zU1dXB4XDA6XTi+eefL9gGyzyc/fm9996DrhcOO1+7di06Ozvx9a/nJkf9xje+AdM08fpghHo7MH/+/AxhA4DZs2dj/vz5eOutt3baNSTGCME5VHVcZfTFcQZo4XOVU2WoOmJgaoVIQ9YHE8Oa71K9NBl1rxzacVzzCfNkH//Gmu3EuBZhA+zEuFqWMmv5JTXcB/R9QqUk0Q40PZFr+kx0kmilRTkrPcrrRbYCm+4CGu5npGg6zMW171OSsp6V9MMqmgtUHgLUHm+TxmQXzYD9a4HQuuFTQwyAaffBMk/HW63OFs6PNlSUb8ODNO1uNwqYeL019vumJ4F1t5CIZ5vSM/fKafuZqRoDEYwkiZ4jwMjdysPoJxaYAVQeDpQuYqSo6hH1SftyTeCdb1GB7f1ERBQ/CnS8TkKU6OTY935Ms/JQpv3BkF3qrOY4Vsso3RuAaScEHmnt0WSfaEeb7ULgKuacincK86iHvznL3J8KiVx2+aljBMYwCHBnQiptO4LHHhv6+5IS/lUU4Ac/AO69F2hrA5xCGk6lgEmTeB63G/DnOaH+4heDm0d3MUqstgu4XMxcHRftefzxx3HOOefgwgsvxC9/+UuUl5ejpaUFp5xySmafnXG9Qtut8xuGgZNOOgl9fX247rrrMGvWLPj9flx99dXYWsB0XVVVNeBzKpVCZ2cnqqsH+lf09DCyadKk3ISf1ufu7gK17bYT+W2ztrW0jFKBkRh/pPqBwDQ7qs3y4XKVkziENgE1efuP1n/I8nnrfJ2LeKHggOg2oPdTkqd0hIrbhj+TsJQspAk24whegCRafkmJTkDZSp8p1cFF0D/VNn22PMf9s5Uehx9oespO8pvsJYE101TvUn0kHkVzqYhZBLL8AKpInsrtW1QVUZNz2zNU96xAED1BchLeSJNhIeVosCjfnVGns1BfFNVWM1ueEwrhFpqEs03plYcB7S9x35J9gfB6EuRUH1+hDRzjad+gSRIA2l+lsqZ5qCa5yjnGVmUNT43td+mpyMrfZvDcqoPHeiq2P39btkq4+T6Om3+GUGvFw2hwhPkAvdUk9F0rgQQAmPQDNdIcW0cxkzMX78X9+1YLla87d+wLBSLoSWDzXfbmHa3+sIshSduOYDR+ZW+9BYRCQDIJlJZyW1sb0N/PaNLDDx94TIGFfHfBo48+ikWLFuHWW2/NbHv55ZfHtA0bNmzABx98gCeeeAJf/epXM9tjscKRWu3t7airq8v57HQ6BzUjlpUx/1RbW1vO9tbW1pzvPR4PUqncMjWJRGJUudKyFczsbYsXL85cAwCSydzcQjuTOErsJDQ8SBOi5WeUitAXLN4hTKfrcxf/hgeZcLbMSqBrDp+/KrKFRCwVsoMDrPPF2xghGN7ARdpMM0lpZLMojeSh87a3DvAK0pavpFhkwtTt3F96Aghv4UIc6wCCYoFUVJo7PbW55Kv7A7ZT76cpzFksTKQdgKrS5Fm2N/Nq6VGRo06z641a2e6tMRkOsRaSmI7XgUQP1UFHgNsAoO0lKoWuMiqb2WWzChEzS3UbSZ3O4dC/rvB2S83sXimS6BYDyU7blO6pZgRoQgSBtfyDDva+OjG3wuxfdBvQ/Dz7UH0UCZOR5DxQNZ538lftyhrZ5c3SUSqdPSuB3tV8yFAdzJ/nqwOKF46+v0BuqTOrjFeqGyg5idcCRhYVbKHsALZLj/J8mg+AQmXNN4Vqo3VvLPJful/uNbIJXOZ9NpHb/SHNo2MFy5R28MHA/ffzddBB3Pbaa+PXru1ELBbLqGEW7r///jFvA4CcdmzZsmVQs+Xjjz8+4PPixYuhaVrB/efOnYvKyko88sgjOdsffvhhKIqSMQdPnjwZyWQSGzduzOzzz3/+E2bewputEubjk08+wfr16zOf169fj08++QQHHED/k6qqKrhcLqxZsyazTyKRwKuvvjrgGgC2S+2U2AmwFv/+NVxYfNOoEngn08fLSHCBtUiStX+q11bbTHMESXUVLtZ6dGBkavkSYOb5jIRzlYhI02ISGGcAKNsHmP6toaP3LDKx6R4RpGDQTyjdT/LX/6ntB6U6uWhmm1t9k4H604Hy/UjYEt1UBxOdbIN/mp2pvutNktx8ZAdjjKTkUDoiyoYpVOo8VSRozqB4FdmRqYX6mx3lmwoBH1wBfPgzql7ZSWubnuQrFR6+TRYsU2F+/yw1M2NKD4qi8OVUMxXVJjjpCFWyRAfvTXgj36sayWj7S0DL/zFCVHML06i4J8luu7KG5sYAEty/hnneej/mPVI9NEu3vQSsv3nk/RwRhkmCPBiijWybmQbc1TStukoBV5DqsUXOAZv85wc8eKr48ACQlBZs3m4QWTwEpNI2Vrj4YmDyZOC00wAr6eljjwF//Stw8snj2rTtwTHHHIPvf//7uO6663DwwQfj2Wefxb/+9a8xbcMee+yByZMn44orroCu64hEIrjmmmty1LRs3HPPPfB6vdh3333x0EMP4dVXX8XTTz896Pk1TcPVV1+NSy65BJWVlVi2bBnef/99XHPNNTjvvPMwXeTYO/744+H3+/Gd73wHl19+OZqamvD//t//G0Bq582bh7vvvhtPPfUUampqUFtbi9raWgBAdXU1TjrpJPzHf/wHTNPEVVddhbq6Opx77rkAAFVVccopp+Dmm2/GrFmzUFFRgf/+7/+Gkmd2sfwCb7nlFpx88snw+XxYsGDB9g2wxOhhLf6aGwjM5OLXt4rqVskCwFfPhdkyf0W2UnlKR0Q0nPjf4KkC+ldTIbOQ6ieZ6F7JqgV6lKadZN/AyFRF4eJvpIW/WZSqmaeGpaLKD6Bv2WCwyERkq1DA3IwwTPaSeBbNHDowoOFhQFW4aCZ7mHJC89E85QySACZ7RXLffhLcRDcXX83yNxvEF2kwmKZNZN3VgmSG7fxmjgCJm+WcXigBLMCx3PYsc4EpCsmVM8iIRCvPmBVMAuE6sT0BCvF2nqfiQNuUbrXVXUH/ND1O5ctdLkiJSaIS3sT+ah4AKsmdHqW/WsN9nGvdH2RdLE+fyffz2nQ30PuhuGaUhD+y2TYx7iy4yvjbqFrKOdzzPuA9frijiGgjCVdpNVB5IIMv+oQyWLYYmPN9u8i95qNKWLCMXB5RHEDSzIH77EaQpG2sEAwC55yTu83nG7htguC73/0uNm3ahJtvvhk33ngjjjvuODzwwANjmqjX7Xbjsccew/e//32cfvrpmDJlCq688kq88MILeK9AdO2DDz6In/3sZ7juuutQVVWF2267DSeccMKQ17j44ovhdDrxu9/9Drfeeiuqq6vxk5/8JJNjDQDKy8vxt7/9DT/60Y9w8sknY9GiRbj33ntxyCGH5Jzrpz/9KTZs2IBzzjkHvb29uOaaazLn2XffffG1r30NP/nJT9DS0oIDDjgAf/rTnzJmUYDpRy688EJceumlKCoqwk9/+lPMnj0bf//73zP77LPPPlixYgX+/Oc/44YbbsCUKVPQ0NAw+sGVGDnyF/9kL02WUETUpGV262Gm/t4W2w/JUlasiMd4Bxemsv0E6ctSAxoe5LmMuDCnuYQ5rWtgZGqiW5DBEACTpEuP8HNoA53MXeWiKgHo45aPigOp6JgG99OjJCzeWmDOvxdWrAAS0GSvMN1uo1nVXU31K9FF9U+Pkww4/MzhBQAdr5GQjLYSgjX+0W0cQz3Jc6dDVMP0MCstWKZeK89cfgJYHx+g0PkGVScYAJy8B4kO3qdEN5VKy89r/a3DV7sAqOqYqcLfRZtyU3YAJOLpKAlyvAtwFfH6IeGTl+wFdJGY2Bnk34TI26bHCwQO5JsA8yKMNT/gqiSxjTYAipnlXzgJOwxXGe9J0SzRnISorztC02TFwXzgqVgy0Awfb6aS7atFJt9fyULb589ID/KAMciDgGnuzpxNkrYvEk477bQBJrtp06YN2FZokc8/VtM03HjjjZmcYxbyz/XSSy8N26677rprwLalS5cOOFehtu2///545513cradMwgRnj179ojak4/vfve7+O53vzvkPscddxyOOy43D1Q4nGs+qaurG1LZO++88zLJcQuhsrJygIkXAG6+Odd8cc011+Caa64Zsr0SOxHZi7/m45O/kWCNTcvEp6hcHHs/pgIEkEQ5SoHgTKoP4Y0kOM4glY5JR9vXyPa5qjwU6P4QgFk4B1dgBiPt9AgVG99UEoz+z0gGUv1UVjzVNC0NhmiTnUPNUyMUM5ESwlNhR5oqjlwfKWuxjLWQDE09XfhICWVEdTAYI9XPsUrHuHjrXcLfzQ2U5pPIIZQ2a/x7V/G6rmIAGpUx1U1CEpxHc3D7a0I5Mm01seVZ0DfKTR/AZC/vV2AmSWZ4s+1T5gjadTqHC1DISRNSqP1im2U6LZrLexfeyGMiDfSHTHYAoQhVNc0nUpvoIjBE4f0xkzyfw8pNNofRoYNCXFuPM3ltRASa6HGSXusBAiDhHdCfUSJDzpS8v8MoqL6pPNYt5pvl7+gqFxUdEtyWqVWb1a9+4UpSniUkRLexMoPmzbp2IaVt94UkbRISEhI7guzFP9rEBJ/mdKBvDWi6cgKGICamwQXH1AEYVDQ0DxdeI00Voe5EkoGO1+j7NekoEpO4CIjx1pFsxdtzzWlWDq54K49zl1M9qTyYyoS3TjihG0DHK0LZqRWLXwH35uyUDaqLn62ovOwkvJqH7QhtoppkJRR2FouC9POAtn8xA7/VvkgjExAnu20iEhUR36qLx3mz3RyGkD4yUa5dHENnENCCVK281VTCimYxcMI0RLkjASsBbP96Jv+NbQOgkZhZGfyT3aI+qkYlykqbYZm0gcIBCvnRqFYpK8v8az2Uli+xAzkSnRy3RCdJZNUi5tdrf5Hk1g0g7WIfFI1mUACINlNZVNTCNTf1GEmXRbisBNDJXpuUqi4SI8UBdL3DdrorbaVtJDV0B4VFhBSOZXgzPw5XtL02K4emnldHN5tcmWlgS5bvcU6AQ9Z+m+4mmas6rLC6nL//bghJ2iQkJCR2FNbi3/sJyY3lSwYASpJP/pb/oZmi4mUkAcPggu8IAIE5QJEgXh2vk0x1vMa/lkoHBWj9l0hc2kEy4gzm5eBSeW7VTR8xV4lI46DRV05ReE49CUCnubN/zcAkvdkpG9pe5Dksc1R51r6myesnOqkSaR5WX1AdbE//WrvWpLeaRdD1GIlBKsy2am6SBtUlCGkr6L9VAhTPHz4zf8WBQPPTVMoSnQA6GQzhrQUcwsVAdYiC6H02YbISwKb6BZkGSZqeBJQIj3FPIoHz1nJM+z8DGh6gwjNYrVUzlavCmWkRDasMNP9mK0jeatYFbXmW99FXR/Ns51sAEiz75fCRkDqKOKYKOOaRBhKu7DJjFrreJQmzCFesNSsBtBWF6eS8sNJouMrtclPbk/YkW5mzggS63+U9iItURkY+EctDOkKyqrlshRqwzfo518vqd8/7WV+Ie53sETkF+4F0PIvY5ZE0GYggITG+WL58OZYvXz7ezRgU22OyldjNYC3+eoJEJNFD8ySE+QomoBuAEWJ1Ak0kAIXCRckwGRiguUh0Yi0kQp1vkYgYOtNlOPzCnNXIxTA4j5GmmsvOweWfZjvk63ESJhhMO6EnROqNdkHcIrYZbMrXcnOXZadssJL/qhpQcWhuEl4jwYXdXcGqChbZAOxyVt6arGhVk2pQ55uCkOpsl+YlSUqF6bMXmD7yPF7RJvYzHWY7FCfHy9VGc6m7nOOTXzDeUhPL9iHJVp1Ax5vcnhbmZ18dx710AQlOe4im2MhWoSpqA30KzXSuCmelZwFI9Bw+5JCFGd+mCmgRCav8U+sLHItkN02z3mrOGehUa0sXUhWMNXOcCwUOFEoNUzSLASm9H1H5cgZtwgawiod3kq3abU/ak0LKnKmz3/mq42Do/oABOb4pQPXRnNumCUS3DH/9fMRaSNj0aG4SZcVBQh5r5vnz05DsaDWMnQxJ2iQkJCR2FNbiX3MsyUHn20AkzcXbUUKyk+wHjCj9j1w1AHQufqown6ZFUtzeT7mAeqtF4lkn0LMKmTJP3lrAVyN8dQw6eU/+Ko+NtVAJshzy9ThVBz1BxSvaCJpChY+R5UfnKuOi5ZwzgkUqT4nw1gh1McZj+tZRUQGoHgZn2QEVepxpJHo/FoTHCUCxgwRMnW1xVwC1X6FaZtUzHapd0UZRNcDFiN2KA4TCpZPEuMt5TssEa8FSE1ue530rnkc10kiQCEOzKzn4pwBuDZixnEpYqh9Ii3vsLAU8PhKr/rUDo1E732HOOkcRFdHA9NxxVB0k6dEmYQoX5Z8UjffRNAB3GVVPVyl9BePtVN70qCh5lRc44CqhYpmfGsZVQiK7cAWw/hZgy8PMn6YnOHYOnwi+6CGBdRaRrFr9aX+deQUdvoE1dC3kK3PeOj6MeGvZl8FUx3z0r+bfRCfvR82x/LzhtqGPs6DHmeRZc4sgIaGiRjaRVDr87EPdiYOfY4fMwjsfkrRJSEhI7Cisxd8RAFqfF47rGp3IYZA8qCqgFglH9iVAbCtVL8ucVTyPC2HZYmBbMxecVIikINHBKEjFQYLiraECUzzPzsHlrqCJsG8NzUeuYvok9X8iFmQnSUOyhwQAoLKi+en3ZmW9z16kCpZ1yiNtgVlsU9srot8mE8IConxUG1CyD4lBso+KX8/7JEP+qSQpehQ06wplsGgWMPkUJgg2Emz/UIunZa6Nt4mSRi5g0jG8H90iUCnbxOoX5kjNzTYku+3i66pGwmjE7e62v2STP8sUHs9K0eEMkmymelkOyqqtGd7MMl7xDuEf18tUIta41p9lk57ud5nKI7Se7a9eSnLrn8J+ucs5F1wljKaMNwNIAxCEODsxsVUVI9lNcqwnec1sM667nNGoqX4ADsBdYheYd5cxCCK0ISuQQhW+Y/fxfkw6evC0J/nKnLMIiEGkeunJVR1HAkuZGy2SfUCkieZYZ5EYv2I+rGxuA8oWDawDnHP8dpiFdzEkaRsGmqYNyEIvITHRoev6gDxyEjsAy5TY8zH/0aejgKKLAIM4FwtD58LhLCIRsVQgI0XCVTSLyoom7kuyj75miS6qcFqAxCvSwJe3hspF2QzubznkJ/vs3GIOH0mZ5qdKo/mBztdsspF9bWDgIrXlYRIldxUTuAIDE8UqCk1wCVHtoHw/1r0EqApFGhicUb4f993yKMldOkJSZdXCtKomaC72IbyJUaEAlayhFk/NzeP1uJ1OQnXQpNn7Qd6+IvDBQrbZTPUw8/6Uk7mwAySl7jJhBq61TeHpMPe37pWrlIRbUQGo7Fffau6neRlokOplBKOeEH1vBhyzSbCs0mSeSZwHTkGwFY3Ru94atrPnIwZ1WAStEGItJDq9q4R/WrEwt2eZcfUUSVnxfBLO4Gye28ofB41z1OGl32Gshe3WE5zXlYflpj2p/8bgee+ijRw3VxX96Swz9XDm0XzEOweauIeCtxqoOIiBHFBtsmyk+d1wJbp2RjWMnQxJ2oaBx+NBOBxGV1cXysvLx7s5EhI7jK6uLiSTSQSDu4ePxucK8TYutADgqhARoVUkR9EmkrfwRkE8ykhm9H67uLW7XDhCm6KSQg2PdZVSNXP4uV9kS5afWJYPTsWB9HnrX2Mna7WImauEbcjOB2Yl7I0Lx+7sRap/jU2UtLy6yNlQVO6naCQ3RTPtxW3qGSRtwT1sP7jivagqmWk7j5vipKJUcxyVuHg725oZ10EWTytHmx7leyNpp6zoeI33w6qxmp0TLD+3nqVGdb4hyEUw1/RXPI8+h4pmk9aqw20He81P5ctVzvtt1T3VXIDh4HaHX+wvEh9PPomEwTSY2NZCOsr2dK+kOddVzO3RbSSArjIR1GHncATAlCGVh5JAKSoDPsKbbAIP2Klhqo/m/XW4qbalQ4w+Vj3shyNIv0l3GccuvFk48YdFea0qEthskt+/LjfvnermWLU8x+P1GElgyUIRBAOSv6Yn+T57vAspvHocaHps4HaA8zkdKvxd+QGs4GH1wUiL30Q5v0vHgKb/ZbUPzU+F1qqNmuzjQ5PqHhhsUsgsPAaQpG0YVFRUIJFIoL29Hb29vYOWPJKQmAjQdR3JZBJFRUWD1lyV2AF4qunMrHkYXNDxEhUNzUMlQ08whYPqoAoWnEfVyXIgd+c9GFYcxFxVkS0kLXqEiWrNlF0cPLsqRrRJmFILELPIVhLC8oPsoIC+1UwX0fZPkqZUP9UMmDR3dosSSprbJkoli8R5Q3ax854PqbJ5a0guEsIZvu4kO5gh08atXPzSEZIXR4CLaKKHpl2Hj6ks9AiVH4DtLhSp6ZtCotDyL/rne6oEydgo2tFDAuH12EoWlNzceoqLZMjhBfrWcmH31eaZzRS7HZYp3FsLNIm8ibUnigS8Ho5lsg9QvYCznIEnqY2A008Tt2HY0aVNTwKVR+SOj1UcveU5EgaLcBlpuwxXoRJkipJbSqxY+EOm+nJTw3hrAe8Ump5dZYCxFvDXct7G2zimsWaOfzQKQOecTUeFYpzgOdteoLm+eyXnqMNHpbfpCd7PeAvHNNFFsqs6RSWPuE1EO98i4bYCOKzxtkzh2bCCJArBGbSV4Gz1LjCDrgKWj6DqAaKbeb/jM/nQoDiARJtIch3hNmtu6Akq5Y7igcEmg5lUdzEkaRsGiqKgrq4OnZ2diMfj0HV9vJskIbHdcLlcCAaDqKioGFACS2JnwLBrcQKAeTDTgABULUydC5hvMv/5F80CjBl5medFdGV4kzDBObiYWKa4dJhKSlokXM02V0Ybaf6rOspOnGvlVnP46Qvl8AuTpMh671hFtWXro1wo+9eKc20loXMGgE6HTRQCYrGyiE/X23a9SodvYHCDdxLNrHqCJDTZI7Lhg6pP8XwuuMkuFkP3T+N+ka12Wop0HCiaxuvmL56VhzJpbjqcl/OuEqj7CmtoAqJ4fC/HUo/aufV6VnGsdBEUofmZ3NgREKpbuZ1c1ypRVrq3nWvMQuneQPurop8H8F53f8QIzVQPiZqzBECE47LpbqBkLyBQoM5s+YGMnDQSA03ZhfKweWr4wJDsY/8dXvrGFaq00L+O5Nw/VaQ/EcEUsXabJOsxzolknyAtAeELWQ74Z3JubL6fSqIeJ+Hpfp9zq/MtzjfVBfgns93eSZzzfWto6raSMbvLAKUi10wZ2SICS9wk3MOle7FQMLhByc03qCeAxr8CMZOqYWQr2939nn1c0Sx7bnR/IPw/zdwE1kOZVHcxJGkbARRFQWVl5Xg3Q0JCYndHtglOj3GximzJrSupuUVeNrH4ZjuQA1xo3dUkbcleUeh7sb14mSaT4xZS5iwVqPMdJu4FcqMKKw60nfA33MZrly5ie1QnEN5CQpOOAHoRlbPgHCD0GassuMqApOiH5UPX/goARSg9DsBwAQ4XFaHADKHetXJhb38RmHwyTXOxduEvV8YKC9GtJJyWkuQI8H3vJ1wsrShSK42ItXjqcZvEWjnvjBRLG1UewhqaVi44q5KUaXIsOl+n+TbmEGazpPCp6wE+/SX3nXm+ndg4nV3lJPuhx7DHv+V5nl91Au5i3tuknxGU7jKS3YQ4X+0JVGA7X829j5FGjlkhxdQyo2ejdBGDO9pfJtmZca5dh7NoLs27LuGXt/l+ksui2Wx3opuv6Db7QcFdRdO9M0AfNGexXT+2dAEQ2SCiQYVfpTNAMh3eYo+3sxSAKhL7hkTql2rhJycIcaIXqD2Wc9TCxjv4IFCyEICeRdqGyJ+mednGaJNIqeKnO4GzmKqtlW9w8708j55kO4pmU9G0fPCsVCxWsImiFk5gPY6QpE1CQkJiZyHbF6frXUbgGYmBi2+yr/DiCwBb/wbAoG+Ys4RO5+kY0Pcxv684hOfzFHiQzAREfGBnm88mhZ5Kuz5qNqaeSeIQbeGCp0fBKNAK5vOKbqMCVTJfRFoK06ip26lF9CQX7WQXTYN1J/AcDQ8CXVlKhubiotj2Ui6ZVV00wWYrSYHpJL3JbqoeikZi6K21zYuWIqTHRM47kbzY3yoURUGuXOU2+QK4wFtKHgThVDUu3u0vC5WtTNSRLYBspVoRZkk9yn4kOqkS+acBNS5WXEh2cS5YUYzBeYMTgOzSVsXzRFmmtbxvhci6oth9sxLWBmZwu1Wr013ObS3/xzHtfodEyjJVJtp5HTMtAiGEUmuanINWd3s+oMlfUUjiNC/nlKeWJEfz0EfRGWTb02FGcFpl3tIhEqpII78r25vqX3gjP/d+Kn4fPcJnroPtHsxnDQA6XgUJokhtUv91kX/QUtS28NXxmvhNxhnNvPkezivrOIdP5IETwSaKgy/Nk5vA2qoGMg6QpE1CQkJiZ8FyTLcSmia6aKqyFl+A5spUxHbGzoZVGkl10dnZVSIUln6btCka1TJzO1w1UiHmvupfl7s93sZFykxR5UtHuS0doZ+Yw8frZidb7Xob6F1N3yUrojDVQ2KhRYH+DUJla89TMmCnfRhOSbL2izbaaURcpSQXka0c73SISo8VlWskSTZVJ/ex2IanSgSKdAEwxTnLhWN8nPvpMTqkp6O2/1hgOhDLi5jNjo4EbBUwO5DDqjbh8ItExqKvmgNQQxyr2La8cl0C5ftzrLpXknBZamb5YpbjSmc76itAoTJflplejwNd79Pkm+ikOqbHRXCHSADtmUSl0ee1C9tnm2Whivsr/MJUJ5BOcp9YC8/nLuN8dZazv6ZOc6u7yjZbAzRTeicz+CKukmj3fMRggd6Pec8cAY5b31o7gXG0xe6bu4LEyprHeoxttIJQtv2d/nNBEZzR9bZtdlU0krb+dSKXn8GHHaveqiNAgg+QVKsa2+LwZyWwlqRNQkJCYuLDKoFjJTQtnscFwF9vO4mXH8BFzlMlqiZkwTLxhNYDm+7iAtf5tq1qWArYUAhvGrym45ZHgb5PmJ8KKheodL9trqs6gk7+qR4SnFQ/lRWHn2Y3i1BZptHIVioRDr+IGPSKGpkVVNMsEmopGYoCdLxlR9jmk9nsgAzTLLyfp4rjY2WxNwzAWCXKefVyn+qjgKpDeZxVODzZnauOWabkyqXApj/b6pii2GW1AtNJGh1BjpMVhNHwoBiLUjuBq6LkkjlLJYo1U73K7yvA8fPW5t6jkkUk+iXzSWyyqym4ynMJW83xNCu3vzzIZIBI9fEmc/gFZlPxVJxAeD3bmvSSuKhOqmamwvmbTaZDG0Rd3SqqtckeUfWhLyvNSh9VVN9kJn9O9HAuRrfxnhXPByoPYtRt8z+Q8RMr3Ve4DBRxTpqGyE3YI/LflTAStmgmTZaAXTotU4rLDQRm2jnYkr3iNzaJPmqVRwD9t1N1g8k+GjHxUBXg8f3rSVg1DzD9PEY+W9UuNC9QfybvW3CPwcd6DCBJm4SEhMTOQCrEJ/rsFBJ6kgtanwhGCM7louCbIdJTRITpax2jOo0YF1Kr1mislQtfcA4j9BQAMAVBEYTGClCwMFjtxHSEi1xsG5CeQyXHIgDOYi5SgVnAJyu4zT2JqpBlwgutzzXNVRzI/va8D8RCIvggyMXXGWRaj54PSJrSURKUtpe4SFYfBZR7bNMdMDCjv+aheTG4FwmULvzJpp3NxTMwi2QrvJljkp3zzukHiubYlRgKjYtlStbfEelQhJqnCeKpJLj4Nz9N8lW2N4mZlebCCkpIhYD4O3aqC2cp/f6sgAxnMclSyfzcvnprcmu4WrBqwDp8wMwLSHCanxFzrNdWKx0BKnyhz/J87ay+CoLqDIiccEIR7f/MJoGWyuYqo3nUiujNJ5h6mvumw0A8zTZYeeQsM6IjIEiPj32zAlMCM+jb6SmnYhhrppnSUppjzZwrVu67tPhNxF4BoNLvzJ0XLZvssiuGWIE+RpLzzkjzeMs30jRJJJM9wszvolqb7hNBPRoTX2uiT9VfAkrn85xb/8q/ekz4luZFQo8DJGmTkJCQ2BmItSBTN1Nz86lfcwkzTHdufi3/9NxcUOEGkdfLR5VBdXDRb3mOqohD+A55KguQsmE+a36Sw5Two8v237GQ6AAmfQlofgpIhoR5yAHAEMXmXVzQPDVc8FIhYMtDjBRMRUiWzDQQT1CRi8REYlgRjekuo09WZCuPT3QCgWlckEPr2Yb8gAwIZ/7gXBIqyxpsLZ69q+gXZaVyMPVcE2uyOysiFyQ3mQLlWWNkJJjSIdt/TI/TvBZrtovIp6PIpAtJ9Ypr9YqyYlMAvAZApSO+Ne6an+qSJ490qJqdu840Wf0hHeEYA7bPYCoEtP3LJjiWCQ8AJh1rJ2IegKz+WSZ708zK3RdHxuTpqWYb+1azb95JJJPZBDM4B9j2NO+hkWaQi7eGPpfpiCheX805G2vmeWCyf+X7U7GMd3JM+9faFTsAPpSk+gVhi3LOOHxAWhFBMSH63xVN5322KlUAts9jtm9kdpStHuO5HT72q38t1WBPFRC2FEtdJK7WuI+VSgdAQbPzOEOSNgkJCYmdgeAcJua0Muk7g3b5nfz8Wr46QOSzpWKwFxWQRBcX7lQ/kOhjFQVXUOS6Urkgqm6WWYo1AV3vIHeB7s9SUSDIR1YaBz1h+/1Yi7+l/sVaqIT0fkiC6KvhQpqdwiMd4eIfa2EEYv9aOpW7q0Ty1T7WVlV9dqoHZzHJZngLCairlGTDMwmoPlKYhLfRxyobnkkkaBaRycemu0k06s+wE7xmm1hD60mCLTiLgERi4Hk81bwfgem2/5h/Ov3HTOH7Fm+1/aLKFpNcWOphvINExlnM+5NPHvwzBprBAfu+KQrHRw/yfqXC9r0IbaTDvKuYBDD7XiQ6aLa05ls2UiGg8z0g/BkVqHiHCNDoYp9MUPnSvFQwVVeu0pmd703VGDQR+owqbWQrzenRZpIhVwXHNrRepHIxhXk7JcZoC+eYt5pkMNGVm/DXXcpX/3peAw7OEUcR2+4q5TmcRcCMczg+Wx7gscP5RvZ9yvaULabvoLdO1PqNi3QmInF1YCrH11tD9dldKtpWxjELzCg8B8cBkrRJSEhI7CyU7wdsKRr8yd+CouYeZykG6RBNjbFtosB8mmqFHhbKgCoKgS8ReamQ67/W8KDwkxJmPlU4WCc6eB5nse33Yy3+nkmAv4Sks/Iwqn6KgyqKotr1STPmJoP7zlgONLioWkQagH4DrLOa5jlT/dw33i4S/iaEGSrL6dvUOWbd7+WOh2cS66FGtgIwsxQygWQP2+SfDkw6jgohkEs8Wv9FIuAQ5mNXmX1PPDW553KIhKzpCH2pEr0knDCYIy4VBpKrmdOrb60IzFBInHVhRnUW8b2nRpAJQR4SnSyL1fJc3mTJU0TbX7FVuunLOXaJdt4zq65tqs++Fw4fE9wWQrSZjv39q0V6ixRFIyMllDKF88ZIAuE471FgWuHSWN5ajoNFkBQF8NTR59EUiYKhCz/ACvqWle/Hh5D+tSSyisb+liygQtq/Orduq7uSv4FkD/0jFZV9d5VRjfVmKaZWehXr3gGcB9bDh0XcY83CdN1OU3nFISwzlxbKo+aiou2ZBAQXAoHJAwMNMqp23u91HCFJm4SEhMTOQv+64aMig3vk1r4E7AUxJXyTFA9g9oCLZZ9Iw5Hgwli1lMpAp1hQ3KKyhRUd1/kmt9V8idcKbwR6hW0xO7t+NhGzULJQ+Cr1Uk1JRwaamyz1sOpwoG8VfcoUBxUhIyFKZpVSnUroIOlKcXF3FJGrWKRR8xaOnrTa2Pp84e9iLSSyDo8o1RQTJFWYWNMR4aDuAVCRawp2lbLigXVvut6ys+in+kgk4x0kmq5ikWjXR/+8dEQQ4DoRCSpMoIGZAHThR+dmcIBVbQLGQPNo1VKSXYDEJ9pkEzZrPiiimoEizNSpsD2+gekD/diyEZwNzPkesPo3wodRqGsKyD80D4mUlaKm/zPhCxYh+bEIpeYF6k4UZuisoJDgHKDjTbYv2sg2liwg2SleAJgJ3tfgLBKf4r3o15noIlnTY8LnLcCHk1SI5HTSl2yVzyJfmtv2TUxHc9PVWNVHQhtJuKoOs4m7aQpXgD6qZU4/CWfRXOH7liQhV1RA7wOmXV4g0MAUcz4rUnicIUmbhISExM5C+yv8O1RUZP9amqMUzU7bYS2Ivjrhd5YUZhyT5sZoI4mPZxIXw0SXfU2LAG68gw7eyX4AJhe40Lrh/X4AZBZpS51Ih0TEqGegucny87FyWSWFcgGHndTUU00lxl3F6yTaSU6SnSIJryA7zqDIk5YHIzVwmxWw0fRkbpTmhtuA6BYSA0ttSQkn82SfXTIsgyw/pYYHST6s4AqLlHoqRLWJbYzerTiAY28aVJ6MBE2t1jjWnQRoTiZwbX+FJrbyA4D4U0winH1NV1luRn0jBbT8I7evsRaqeOmIbVJWVDtRbaEcf74popZmiMfVLWNJqUQ3oCQBpIUqZoqXwXN4qoFkB9Dbx2t5JokqEkpWdQHTJkieWlHhIc1jFZXBDpqPBCsdEiqWxmMAW1lOtJOs+6fzfpYtpirct4ZkyV/P8lrAwMCUdARouD+3z6pTmO1XsY2JbjvHnRUMlI5SITUMklBFFfO7iL5snjLOp5U/ACoO5Zj4JvMcqT4q2l3vMXhmpNUZdiEkaZOQkJDYWajYH0Aa8E4tXJHAgp7IDSjIXhAjm1nRQO+3TZh63M4nFWsB2tbyOlCAjje4rfdT21/ITJJsuMtIKoZT/yzzY6yZfwuRTovQWcTSWhwdfubdcpeJ7PqdooTUMvY92c2SQIpm5wCzFCNPJVWpfCS7hL+eQNlimraSfSy35SyyHesjm4WpTmG7XCVZ/ntRIBKhctbzkVCRrGuIyMd4B6+XCtkBJIFZHNfwJkGwHYARJfdy+ABdzR3HVDdQcSy3WT5mRtyu/RndZl+38tC8zop5YJFSgOQp2UVCp3ntuq+aVySdLZBgV3XyHljlyKqOsCtcWDnSUmIeKSn+dRWTKCV7RMWGUhIwyy/SEA8V/qm55dmsh4zKg23zvLuCfbdqt2aj92NbDdU8Ij9amvOg9itUM4N7MLo405+swBQ9JshvAaT62N+0qBuanQbEVcwxbH9VKL+dvBcOtx0IkexhlLarjIpibBuw54/FubN8ROMdQKC+cBvGEJK0SUhISOwsKNbClkXIBkRFQpCXLN+c7AUxMJ1P9oZOhcVdZpdYcpUyhUbH61SQiuZQCWh6gmY7RRCMVIhpFCx/KCgjy64f3JMO+J5aLuYJ4Q/Us9I2NyW6qVxY5YE63mAfPWVsc8aZ3ckAi8a/CWLTayfITbQPrhhZyHaw99QAMxeLskPPIhOlaSRExKEgLMkeHmf570GlM34qIkphTSJp6F0lzIO99LPzTeHCDQjTWYLpV4yU8F8zRSqXJJ3yLR84i9BGmwe238rVl+wGGu7Jysc2SEqW7LxjhqiYENokgiwMkoryJQD03AcAwC4EbxFRgL53RpzH+aZwnPo+oknQSiSc6AYc2zgWnkoqjFa7AZrIN9wGzLqQY2nNWeshY/LJNGHrMUbgTj2DY1vInNj1LsfPVycSHIPjn+jISqVhDDwuc6wOuAL8nE1wswNsrHq8Ripr7oPtKZlPYtr+Ek3N+a4Cviki6KTdJv/JrLGIbZOkTUJCQuJzAcs3yBxk0cmHXiCK0UKyR5h9igFf/UCn7NBndtSmtfgm+/jS3DT5GCJyT3Ew55inyk7j0P4Kc74VzRy4+GcTzMB0msfaXuTibpmbQp8BH1/FJLA1xwoCqoEpJDAwbYdlkh3KZDxSWPVCO16nedbyw8pEmZq5C7YR44Ic77LHtOcjmpC9kzhGepL3LdVPs1+02SZbDo9QoCppXou30n/NEAu5paIW78nPqVBetG6SKqjDZ0fr6nGqk+UHkEhYyM475i4TlQFEzjhHEb+zFCw9xtxpli9e1RFA6z+BrY9QcfVN5Xmqj+R90eMk+5ofgIuRo0ac983UeY3N95H4lew5MMVI05M8h5VixHrIUAWF6HoXcG0C6r9GMpVP2qwAj3iLSEFicDxDm9jukDCJFs2yFdzsY1MhEkhV5VjmJ9bNDrBJx9kfLQIkhFlacQHl1cCMbzPtiOVbB9gmbqusmbsc2PBnmrCTXfZY9HxoH1N9FBXJcYAkbRISEhI7ioYHRX6pItsMNCSGyP+U7KHyUba/7ftkkRyYorxUiPtFNpPMKU6hhCUBvYuKl5VEVNGEmShBH7lUCFA7RbJX4eBdtj//ZpNO07DLVVm55xxemkmjLTZJdJUy95zmHZjawjSA8gO531CJdAsiS5FKR0gcY81cWMMNgtxaS5hKImuaXLDVfrv6QVqYNZ3FIlnxZpo9A9NJgmLbSGgsEqh5+Rcm4Cgh+Yu38L66y5kKxVIBzaQomSXaEWuhGS/WaJvnADvwwjPJVvus/mWbyS3/w1RI1FwVBEfVcqOPu95FxudMjzMBb+cbbGO8XZT6itIEGd5CQugqEX6SKR7rm8r5WrYPld3QeiCy0a5Tmt1uzcdxyA5ase5vpmKDSoXKqsNqIdnD9oY3sa2JblEWqohjv+VhEsCimQOT6AIiYlb4KTq8IudadW5i3WzVzFT4cGMksnwjTdY//fRXvM+Wq4CRAqINJPVIc3v3BzTnusro0xmYzuCSng8Y5OOfSlOuc87Ato4BJGmTkJCQ2BFkm6T6X6YylnHgHgKeSVRuADsiU/Papqf5V9Px2kgCJXszyjHWxkUnHRM+cy47rYSZsstImWlGy6luEgoroS7A99EtgH+y7Vht5UIrmc8KBwAVmOBeolRSI5OjKhoJoR4BlEr6IhmxwfuoqKK0UZ55uJDJeCi0v8i/ofUkFHUnMrFvdr1QKCIqUuEirvlFwt1WkQA4SSXJTIt0I4ZI1REUUYoeoGQuzcL960Swh54bOFEyn2ZLi7R1vUvCPOdSfg7OIQnqEOQ13wQXnGMTn0KVK2KtVJ3i7WJOKCRN0RYGTDiLaJa2/KzSUb4PN+QmdTZE8EqiU6T/cLPdULICBkT1A8VBn8FIgwh80Aa2u2xxXr1TC6ZtTlUcJNVVR/D67a+wkHvPR8KUnbJLnpmGyMunCJWsBKg9gVGvfR8JcpcVaao4RFJgkXNO8zBYoFCAjaJSRU102couVP7Wwuv50VJ94x1ibotoU4dfVN+I8V64y4HAwbxnkUYAhmjn+BA2QJI2CQkJiR2DlSFfj9OMqfns4uiTTxVkq4DPU7baZiknNccBiJLQtL8sSl3FmccstIELpKUCGWkg3UVFIbt4vOLg93qCEYiuEpqM2l8T7W3lwh7ZStXD1KmGAbye6mZ/2l9k29MRqjWRLdwn3c9j9BgVmvB6+imVLBAKksDUM3jtng+3b1wLkRr/NDry+2cA71yQWy9UdXEMXaVAYC6Q7uUxySKa0eLtdnqQRBf3NYWZWvMy+KD2BBJKK6LVCtCwAifqz7LVM0thsgqpW8ECwTlA70fD5+qzO2q/jTZx7qguvormcE4luzgH/NNAc2eU999VSrN3+6tUhgASLjPNdBqGAWi9JPSxFhIyh0vM0ZDtA2jqrIJhkSUrnYhDqGslC4HO1+x26nE2u+WfnEd6ElDi9HW0CJ+rlOdJdIhxcpMUpXo5NxWniDYuY/LaoCBReozm63SESqOziMcbySzFsprzo1CAjaOI+QZjzbayW3Ukx7HrXY6lr55jqEd5bSMufP2E36ZpkPx5Kvk5vJnXCcywy7qNEyRpk5CQkBgtrDJDgPCFCnMxirXxn33n2ywNpDq5OOVDUZAhbdbi768nWQsJB+vwJv5N9nFxtRYxIylMULrtj6VqwjRkUlkzTZEiQnxvJOggDggVypObYLd/HZOrbryT6Rf0MDLmt2ijUDTaAajsjyqUj+YnRTBAhOY2ryBtVvkgV0nhlB6jQWCWWDTDJFele9v1M/WYXS800c4Fu2g2rxv+jNdW3VxsHQGqPvF2ocYV2X6BikOY+kKgehQSTvwinUoyLBTNDsCxSAR79NnkKdZsk7bQZ4XJxIDAiwKktGxfEo7QOrbVXcbgAMu0qHmocupJXrP1n/wb2coxSPXaRNE0wQhjkDyZOtvoKhO1U0W0bLSRDxi+qcJ/siureDz4XWhDrtk/2SeiYkVyYYvItr3I+emfCkw/l3nXej4U80Zhe/SUULU8PE518ThTF9GuEc67dAiATrKbFm3NKJZz7fEr5CsZ3pBbSUNz8aGi71P2p3wJlcnwZjEW/cjUa032iPZ5RUWKCFC8h0jU20aTrpV8dxwgSZuEhITEaGH5eoU2khikRLUCi6xYpMnKe5UP3xT6IAFZ5iUtVzGzYPnvpEJCiRDRf6oG2y9K5TbFycVR10kYHF5RQL2UvjsACYynkiqbZfJL9dD5uvVfog26rRgqGs1NVvtUjyhR1M99PNXMY5bt79T1Lsdgjx8MPY7uKkEGC0H0zV1Gvyc9ysXcNO00IYUWbM1NXzU9y+fJLVSocAMJZvEevC/Wsa5SoPHxXIJZNFc4zStUvOLtNPM1PSky64toUiSpilrO9LG2wduWE3gh+qe6gcrDSQi9NVTT1t9C3yqLgAEkkdFtVIocXpLQ/nXcZho8n5ni/Ul0CrVMsf3tTFENwVLSHB72K7RRpG7TRSCLmDPBPTjm8XZg2+M81jL7e6sFEe0XxFfM23gH51doE7Du/wnTdZxEzhQ502Cy2oZ3ksjVV0JTae9q2w8vHbX9+7resf0TsxVL07DT5OT7SmYrvgAjabNrivrqRPCICXz2J5GCJ00CaRrIVPZIi/YE51OhzK+YMA6QpE1CQkJitAjOoa9X4j6W5EmFRJ4skdJCUalkJXuAioMGOnD7pgyMMuz7RDhdCzXDShQLcJHqWy0ONuhsbcBW2VQnTWF6WCyERVxskj08t7cGgEZxz0yL9BZmVnb9CFWHaANVQ0eAfUz1kkRMcgF96+igbcSE0idKXZUuBCoPoQoB2Mph17tA/4bBx9A/jdGnvZ/S9JdfqsoZFDU+I4LYxuxFv+IQoPzloYMb8pMKGymSAocXqD2RplFFs6sylC+2j9U89LVqf5WfSxYIs15KBGa8SzJkKUzNzzOa0D+VY2KlTRlJ4IWqkURCZOIPNwiftihVMSNFQuUsFnnOvGy3onC74gS85VTxPNW8p11vs8/JHpI4S6VKR8SccYtUINNsk7GR4JirbpL60gUkc5GNQCoKJLbZZv90hC9AmOzjYmqmSKhTIeEbaWaZmNNCpdXsFBuhDRxH/zTum+wDVEWMtctO9Gz9rlIhRkJbiuWAVDpWYEieuu0uQ46y2fg3cV8X8b6pbkANiH0Ue3xcpSzJVb4PULqoQMWEsYckbRISEhLbg4oDmb+sfwN9cPQUUxK4iu1FJr9MlBVwEGsZmAQUGFgT1Ouhstb1Luto6jHQ1IQsdUUXDvgQ751U2ZI9Iupwhri2SMMQbaG5yOFjGoaON/ldaDMQ6+DCZySplqRConxVnKRMj5KQqm5AS7OOo6IJfyRB2izlUI/St2swpIXvkKuEfTayzG/eyUDdCexD3xqhXqaQKUju8FIlssYTGBjckF9MXBf+gaZJUtr2JjIm4FhT7rG+KTQ7WmOWDtnfly2mCgaItCIiGtM/lT5xDr9IDKwgQxQqDrDrq1ptToXYL8sHrPWfJFCh9STlwT2YAqPzbZpjNV+uKpnqIVFXnYCjnve+dCGvH9tGRc1ZxHtlpth/h59kJ9nN41SNgStGkvdAdXBuqk6bGDnLhcIrglkcPt7j3o85nqrLLsmV6heBBWVAZJMd/eqbLAijKbwCUlR6oYsyWCoy6WHMNP0vNS/nVHAe+wWQ5Jmw06ho3twgnuyo2mxYv5V8JDrZV08V70Nki5gjOuCezbkfmM5zqs6sfHLjB0naJCQkJLYHVhkndznVNiPFdA9migulb/JAx/NMtOElg6csyK8JmuzjQp7qE0qFU/ipCX8106S5S3NyXUpHaJIyU0BgATDpSJp0Ytu4GFnO386gqI+5xVax9BjPqSeFQ3g3F05VKDWuMpKJ4BzhVyZMZP2fDVQOAabSiLXwfbZyCJCAWApYxyvIWWz1GM2QLc+TLFiqTmQrsO1JEkU9PvT9SfZwH8VJYqh5OAZGmjVT+0UkYfFetvk0P2mrkaavV6IXiGwj2Z15IcmQpeBFRHqPsn1JMKJNogEm2xmYCRTPt0lb17s8Z/pNjs/M7/C6Vt1Z/zQSw0Q37735OueY5iURSodIOrUAgIgglwmqqZlzTBf3p882Y1uVHoKzgZb/YwoMy5zsLhdqbVIEVkRIPL21DFLp+YBqW/tr/N5I8tymkVuxweHn/fJPprlX3whAJxl0FpGc+aaIvHXtTLVhJEQprGLOQSPOPjpLOEeLZvH8VUfy2v1rgE138/5WHWYTtbJ9c6Nqs0tOmXrhwJb2F20Sr6iCHHt435M9QH+SxxYvGHqujSEkaZOQkJDYHlhJQIN70Fxmmna90FQfkCrOdTzP5LMCF80R1QQFyVvFwSRCViSewwOYASHmpIQJzQSJgkJlSdXsBKAl84U/l4jig0ETWLyURDMt1ApFo9Jh+ThZDveBmVQWjRT9xRwBmhSL9yQhULTCymHPhyQxrjJgytfsupIWOt/iOfMX22Q3U1B0r7RTUKgOKpFb/0qfIs070OycDf80qogJQQw0N9U50yD5i26l6TC6zSZt2Ulb/dOASUdxe9NTvEdW4fNkD4mydzLPlwrxnpo6y3dZMHWqOFZS2nTEJlapXrYrug1oecY+RnWS5DkDJNWb7+B2TwXPlQ7Qj8xVQkKcaGPfKg8DJi8DGh+jeTQlSKvm574pUeapbF9g0jFA99u8d6qThMkqxF48j4Q1tJHjbxq8XqKTQRbWPQrMFNGgfcyR5yqjy4AeZb9Ul02ErCTIEJG5gRkkfr7J3K66OI/NNMmds5imyeyEws3P8ndWtq9QcsE0NNbcibXZymi8TfjMWYETvRyj4J58wMqeI+kI0LUSCG/lvC6axXtrpEXEtJHrWzjOkKRNQkJCYntQvoRkokv47gA0aZbO52JtBSlYpC27PFBoPRWQ4aIMLeVHj3MhSUV4LV0HkGBeNv90LvyqZqsJvjqgaAYXNSv3V7IbmYLhpoPndFcB8W4AQl2zAiEURSh4kay+VVMtircB087iguufzoSjZrqwcqi6AVeU3xXNHEja4q25ZkjL/GYVKHeVklxpHpJMaDRDWlGtQ8FIiijQlPDxU0QUol8oSqJCgh6xVcLgXEFwNwtFKCjKSokcY8G5woTYTCWo8iBBpMMkcqGNrNZgOc5zMO2xSDWT3FgpYNzldq4+C3ocaH5aRIP226qladhmW1O3/R9d5Zx3yW6qkx2v06RsJEiqXKUid1+S4xttpJ9WrEmYI0UQi5XWpGiWSA0SoFrnKiNxSov5m+jgvLFMolZC5j1+yPvS+Dj92fS4UNc0UZe2h6Qx1kyy7iwS+dS6mTYmHefYKhWAx8vvrYeXdIRzPNWfS84im+1UNIpmj1X7K4L87sV7psc4FlWHiockYWZWnfRVUz1UFh0BkmNUi4oURXxgCkwbeq6NISRpk5CQkBgtslN+wODibhgikjTMf/wlC7iwFTIbhjdwscn32cmPMrSUn/BmLu5mWtQXNQA9DZhRblcUmrI8VSQ5Dj9VJX89AIWLaHSr8D+bDbgqSQatmqZQ2A8ryEEVSXFNU5hd06IEkVA1+tdRaVMdXDiBwsqhs8RefC2nfmCgGTK/bBJAUqhoVHashblkPs2ApfsOJG3Zvk0Ax0UPgyRVmJATbby2o0goRYGBfoQWUTCSIi3EJkZsal6hAFWI7xNA94ccO0eAYxdvY9HzyoNsU3CiE3j3Yu4f3mwTRj1NIqInbGUqOJf3PLKV53IW2aqlVSEh3c86n9DFtUVgQOu/xHcBu61G3E694qwh4S3bd6C/n+YTkc9ZDwyZ6M23gNgU9kPzipQxXpugeyeR7EG1Kz34p3Eex7wkl84SoPpLQNebfIhQVM5jgGTSNEWAgof33KqCYLUl3g60viDmp0G/TIBm6+g2O8jEWSJMm112kIZnUlbdV6Cgb1twtvADzApaSYXoO+mrw5AVTMYYkrRJSEhIjBZWyo/IVi447jIShEQHn9h9kxk1mo4WNhv2rRXbvLbPDjAwytBK95Hszsr67+e5kj2CqBhUFKoOpc9S6/PCX6iDZAvgQqsIX7h0FEg3cZHyTSU50908t5GkeVcRRMcyVaVC9AGzyJOV6ywb+UQAEPnBjIHljfJrRxYKxOhbR387Iy6ImIgujLcVTlbc9S4XbEvZjLUIQpQWBE+homLV2wRIOrWsagfeai7a3R/yXqoujqFVK7ZvFa+fXVHBVcp9UiHhI+YlKXGVkIS1vUTiF9smcoCJVBVpEdSRECTVWysIhkih0vAAyViRUIrMNM3NWiXNi4kuHucuJ5HseB2ASgKlOEjSDZ0kNzCLf4v34H1I9vDY7LQkZirvgSHrfiZ7OXZWTjPDsBU2K3Fu/1rOQctNoHwJ73H/Orbd4aX5NNbEbck+3iPTEH6WFVRjE912tKvlVxdrtasjpHpJ8i2iC4VzMSVMmorKcypOwD9laBP6YHNXT3LuKqqoW+se/hxjBEnaJCQkJEaL4Byg8gig/3YurEaSC6Ui1A/NQ6XHMrdlmw3bIsCaPqAnCnhLAc8mAJtyz28KJ3nFBUAHepNAwgmYMcDoAFQfF0FdBZw+Zr1XnyFRjKeAlApgY1ZpIgeQTgKJfgDdYmFLAx4FcPkAVAC9fczFGtBE1F8S0EzAqXNRNN6geVZzAL5/AMUNIlt9PxfIZC9JrLMY8IqlRU8DsU7A/RLNq9mIJYB4PwAX4BBBBVZKCiVKE1ZKJNR1uAF3CHBtBRIfAxWdtskP4DF9n/F4PQZARHQaSZHMtZ9j4AyI8lZpAJtJWBUV0IqA4m0AWknKwptFehGN/e1VAL0HCP6LxyejIhIyzmMUVfhwAVAigPYGiUigieMR14GYDhhuYeIOCwd8J+DVmH7EqwOe9QDWA2VxoGENTZKeaiphVv43Xw2Afo41APidgLcIaAtzf6wDjAgjmhUF8JUC3kbA2AL4GqnEmTrniDMJKGJuZrY1A0qbnUjWup9GCgjFOIccik3aI2EAfUD1k4D/IztIBiDBskziAZGfLR1iZLLqsqs/JEzAnQCK0oDhI3FKtADxJiD9Icm14aQp34gI9VcHVJMEz4SIXNXZP13MWf9aQNvEmqZlm+hfafnuZSPeRmJvGoBbzNu4yN1W9jGw+Clgn8/GtVC8BcU0C4VU7P549NFHcf/992PlypXo7u7GzJkzcdFFF+G73/0uVFUd8XmampowZcoUNDY2YvLkybuwxRISEp8r9K4G3v8BUn3rkU4lkVTcUI00TEVFUitBUi1Fp2dfJLQyVMXeglvvgQENFT9dCefGyHi3XkJCYoQwfQ6or/0YmHneLqk7OhoeMmGVtptuugn19fX47W9/i+rqarz44ou49NJLsWnTJvz2t78d7+ZJSEh83uHwwfRUo61pHRIpIG4Cfi0F0wRaUgY+jpXjzs6FOKH4NRxW1IKgFoG+BqjeLAmbhMSEQlyHsaUW6j47n7CNFhOWtD311FOorKzMfD7yyCMRDodx88034/rrr4fbvfvYoCUkJD6HiDaiD9XYmKiB1+xHytSgwoBfi8KAgsZkNbr1YjgU+v5sitXi6LvfgWqMc7slJCRGBcUw0frUatScPN4tAUZuR9zNkE3YLOyzzz6Ix+Po7u4ucISEhITETkT5EqwzFqElUQpVMRHW/WhMViOkB5A2HQhqYXiUJLrag5h6cwu++qOXUdYdHu9WS0hIbAcm3fEnwOkE6uuBDz8ct3ZMWKWtEF599VWUlZWhqqpqvJsiISHxOUVbfxxXPr4Kr27owALnNny1BNgUr8OGBMsc9emNKHf2okQL48SSV7HovTWYtqYFmjEh3YclJCQEzHQa5tZGdN11Pyp/v2hc2vC5IW3vvfce7rzzTlxzzTXQNG3Q/fr7+9Hf35/53NLSMhbNk5CQ+JxgVVMf3tzUjXjKxEfpuShxhFDl6IYB/t/5MDYHVekedKRKUdQfxj7vry1cQkdCQmJCwQTw8vR9sfK4b+PH49SGCWsezUZrayu+9rWvYcmSJbj88suH3Pe//uu/MGXKlMxryZIlY9RKCQmJzwOOnleFi46YAacKJE0n3g4vwKaEHfFlQENrqgI6NNQ1daCysxe7U3JOCQmJ7UPC4cLDl/0Glx03d9zaMOFJW19fH44//nj4fD48+eSTcDqdQ+5/2WWXobGxMfN65513xqilEhISnwcoioILDp+BGZXM19RvBLAhMbXgvtvqKhAO+GCqkrRJSEx0uNIp/D65alRpxXY2JrR5NB6P46STTkJbWxvefPNNlJeXD3tMMBhEMBgcg9ZJSEh8XvHB1l609sczn/ONnxvikzHL04S6bZ0IhKNw6DJkVEJiokOBia6H/oa6y34wbm2YsKQtnU7jjDPOwEcffYRXXnkF9fX1490kCQmJLwhWbulBPGUTMdPMVdJa0xXYp38t9vxkI1LO3H+zJmxjqQFAdwHwcrshvlFhZu2jQBdGESd0KABiposJ+RVAUwzYtFFBwsi2NphQYcAAi4KnDBc8agwOVYcKAzBNOJNgFniF7UqbgBFXkHY5kIImWmuf362moECHKdqkwIAJLe+6NtxqEk7o0KHAgAoHdKShIWU4YECFaTqgKLoYDWVAm2kQYr+jOut5erU4PGoCgIKk4YQBJe+YwZHfHo63kTPuOpTM2OhuIAUHTKhIGQrUBGC4WBHAoejQFI6lCUAT48T22PfQBKCJDzHDhbDug0vR4VLjcCmpzDEQ5zABpOFAwnBBhQ6nqiNhOGFChYo0nKoBBQZ0U0PatO+RW01mxoFXV6AbCuKGF041mTcOKZgAkoYTuumApqTgVRPQYCINBSY0pA0VDjUNAxpMU0HaFONl6tBSJlIuR2a8TUOFJ5UA3CYScA5yH0w4rbkHzh0ta5wAIAkHkoYDGgy4VI68CSAJJxSYUKHn3KeE4crcR6tf1lxSxUjwvC4YhvWb0TPj5BBzS89rr6E6kJqssLyu4UPI8GGLWYcnT/8p/mewyTUGmLCk7fvf/z6eeuop3HDDDYhGo3jrrbcy3+25555STZOQkNhlOOegengcKt7f2oOO5g+xl/YRSn1umACiyTSO96zCrE+6MGfTNvj7Bk/z0T6tAlt/WIeSohBa05UwoWKmczMSphObU/XwKzHoUBEyihBQI5jhbABg4qH+U1Hp6MIiz6fo0Vm306MkEDF8WJOcjbjJPJVJ8delsHbmw/2nYm/3JzjY+w4Wuj9FqdaDcq0HKgDDNKEqQNT0ojcdQKdRiacjX0K51os9XZ8BADan6rHIvQoBLZq5bqnWh7DuwweJBeg3cv/v+pUIDvCuRLHaj16jGB/F90KtsxXlag82paahMV2HxlQtEqYbs1ybhxxzl5JES7oagIJpzi042PsuABNN6TokTRYfb0hORgp835auRLnWA4eSzpzDo8RxjO8l1DjasDoxF6uTc5CEC9OcWzHXuQGlWi+ScKFLL8XWZC3qHY2ocPYibnjRkq7Cx4k98Ur/Isz3bYFbS0CBgQXutShR+5E2VXjVONKmEzHTAxeSmORsR8p0IG06UOnogmkCb8b2Q0e6HDoc+CSxB44NvAS/EoVfjaJIC8OjJKDCQI9egna9AjB5Tx7o+xqKtAhmuhrQkS7DDNcWRA0vdDjw99Ax+HrwCezn+RBdeika0lPRlS6FogBTHU14M7Y/irV+lGm9mXFY7PkIAPBefBESphsVWhcWuj9BtdYBp5JG1PSiI10Bp5JGr1GMlfGF2Nv9KQDg/fgC6LoBh6Zmqll5EEWZ0oE9PFuwJjkbXUZZZv5ZKFN7sL/nfUx2NkOHA316EQwoKFd7EHSEYJoKtiSn4tXYQZjqbEKtoxUVGmusbklNgaoYCKr9cEKHqSgIG76c+9+SqsS+nlUo0fpgQIVficKnRAEAW9OTsS09CX4lhqAaQodejha9Ggvdq1Gi9qJPD6LXKEGRGoYBBXHTizneZriUBNZjX7xlLkOTYx/8/Ph5Q87TXY0JW8Zq2rRp2LJlS8HvXnzxRSxdunRE55FlrCQkJHYE//nAoygKv4v9Zk7GgfVUgqDHgNZe4OI7gc+agKQ+8EBNAa4+GjhUAbx1LNydjgJN/8samjXHsKB2aIOovZhmkXCHB5j6dRboTvYB1UtZfzHezsLkRTN5HBSg6jBeq/0Vfj74Xp5n/S3AtmdYizG8GYAo8q06WevTVc7z6AlR21G03z8VCG1kPUyr0Hjfal678mDAk5duyTcV6HwH6HiZ9TkrD2EdyHgzi6OrTiAwk+ePNAw90LE2jmu0kXUwdS7GSPXZReYrDmKBcD0GeGq4j5GlMMWageZnWYC86gjWhXWVsLB6dCvQ+gLH3j8VcJcx6je6lbU/S/cGimYBJQuB3o85pqkIa4imegG36HuinTUsTZPtUBwcQz3OcXYEWNPTUQwcfB+Q7OIYRjbbNWoVhXVqk328Zv3XOXY9HwKh9Rx/fz3Q8hz3n3Y2sOku1rv11AKqBlQeChTN5rmDewDNT7PoujUOHa9zLngncez0GND7Kdumx9hnTzXP5SoHyvYDekn0UH0k4PCxT/3r7Dkf3iz6nua9Ld6L9Xc1j30PQhs4J/Q426OqnPepfs69sv14zyJbWKQ+HeJnR4BF3PUo4CrluRUl9/7PvABYeyMQaRS1XVXAWcpapskujr9vClA8n/c+0SbGwQSCs4DiPfk50clzRpvYpsmnAHtfx9/hLsAXooxVQ0PDeDdBQkJCIsufLev5t+td4O1tQFd/LmHLtjRCAd5YDxw+HyhfwsVRj3KB1NyAfzoX8WQ391Ud3AcqCY4e48IIkHiULOQi1bMK6KcyxqLnJpAKAYrGYtnRJqDhISDZw3MpGs9lpHg+UwHUEBDewgXTVcbi9KqDxcPLF9vEAADKDyAJK5rNBRSwF/NYGxdPQ6hdka1AZBvfuysBONk+swCpzYe3mgu+p4ZttxZQIw0oLl7fW22Pf/ECEhI9DvSuAqLbSAKSfbxe/zr2N9YC+OpIHj1VJE/pCCBMeFBdHN/AdHGbdX6fCgkS7QWK5uaS2FiLIEMVQP8acY9KeZ1oM0muMwC4y1kAPrSO549sEUTGyT4aKY5T+QE8R+kivgAg3GDPI1OQbt8Ue7yKZnNb6d78nIoCPR9xXukJIB3j3+RqjpHqJLlRNFH0PcH54anl+1hjFlHuJWlL9pFEJrsBh5/zw1kKdL1DoqU4Sc69WaSteE8gHQc63ySRMlIkX4oL8FRyTCObOHc1L6+jqoCZ4NibabavaCbHKh0HjDCJYTrE86hutln1cNxrjwfaXgKiDbzHCoC+Tzjv9aQ9j3pXA13vsT2OAMfWiAP9n5IUe6rGvWj8hCVtEhISErsHyMI0MwHAay/oS4qAY48E7nksN1LBcp1ZPAu4ZAYX3O6VQo2JAWaKi073+1wk3dVcJBQHFyLT5GJYspDXtohKOkJ1Rg/lLq4APzsCVFh6PuZiZ6QBdwkXtXjSXgzNJBdjPc5FUw8D0Km8xJq5LdFtKyiqRrJgEUhAHJ8E+j7lWDj8JFnhjSRump9qltfDa44UgelAooeLerJXKJApXs9SkdIREs/QBo5pKkQSG97APju8HItEG7CtgaQsHRGErof7Q+W4AFSAUiFer+ZYtj3VxzHV3CR7JXvbJLbiICDWRLKiqHyf6CRB8VaT4CgKx27rQ0DpPmLMxLX1GMmTde1EJ9Uvv/DbbnuZap6nhmpavJ3K34BpmTXpUmGS0bB4xVoBGLwHka28DkxA9bLfpnD+cpcCRozHu0ptghPZCsQ7+FlPcK64qzj/3GViHsYB/xR7flqINVMl1sNCrUuQ4Jk6x8DlABxBzjco/D04ArxPgdkk32aK5DfdT6KmR7m9403AFQQcsznP01Gqj9EmEkIFnLc9H3JcNTfgopkf4fWcW0lRUck0gKI5AHQev/VRoHw/qpbO8atBKkmbhISExA6Bi6NiKTOpPqCtB7hzI9BcPPhhsz2A0gKEE0L1MnIXkVgjFw53OcmJaQJli7nYOHyCFAgTHBQqF3qMr1SU7Wh/TZyrFfDVkghqXsA/DdAjQLyLZM3hJ6FRnVxAdYs8JPjXO4l/u94RylP5QAXFIk16jAun7xCgbxXQ8jzPXzSL6o7ipHLlFMTENKkmRRuHH+pkD5DoIAlTVPYj0S3ITbsws/UBiVbu768DvLVAxQEkvIkO9l/zACkFcCgkCL46jkcqzHNZ6hrAtid7OIa9nwhSY2YpNEmqNgAXdM1tK17RJkHGhF9jZBtJix4jQetdxfOmwyTlAFC1lO3TPFTtAJIki7SlQ2K+KCTziS5h+hsG3mqaBFNhtgEmr+GZxLako0B8G9uhOjnHEt1UUWGyn95JPFd4o1Dp+jhHVVUQuVbOI1Pn+BUvoDndTFONVMQ9TPeTINYcCkS3UDVMdALJfpI9Z4k9J9NJbtdcdCPwT+E5AjNI/pR+Knyal2qcM8g+GkkSes8kft/+GomoqwSYfi6w6U72xSn8MI00UHsg29LzPsfXXcy5biQ4R2tPAILjWzRekjYJCQmJHYAJwIkkihOrgZ4iLshru4H3u4CetlyVzQ7CBPRWIAYu8mq18N1JU0GxfNgcRSQAUWGachXzFdoAxNto4nMGqAgk2klmNDdfiQRJAcCFSXUDnW9wgVZdwofNR2JgmlSgnCVCWRJqnyPI/dJhYYZUuFi7K23fMYALJsMZaJqEAsz9d5rO0hGhxFQI85VQmSwTG0wqaD3vDz/YyR6ey1XGPloqVayNClLX20IdzFOETIPjmuhm/2Ot7LOriP02klSzvFVsl54kQfNOoo8VdG7rfJt9SEeyFJqNtk+VtxbQsupid77FexeYxWOMOMdVddvKY3gzrxOYA0xeRtIQWk9/xPIDqAyViyTw0SZBuEBFqGuIPKNdbwFVh4v5JuTdwHSg6wOh9qk8l2mQEKkuKljQAKSF2uUGVEFAXWW5BEdxcUxSfUAyRqKmutgvxQXEO4FtT9Kk6Kmm6ddbRaJd7eB8CcwAGrfZZuJkH4m1mQJMh2iHX8wxF+eX4qAf5+RlQEeZMEe3UiGObOV8jXeQsAFUC1tfJJF3lVOhm/sDPuT0fmQ/bBgpKm3B2UDvh5zbsWb+HnxTSewtM/U4QpI2CQkJiR3APpOLUdZjolJpBrrDXOgOnw40pYAHNgJp2GTNo9Hp2akAahxwigUNBhUTgETG4RP+TBW2/0xgBhfhwEyg9Xn6JyXaeayzCJhyOrD+j9zXXWaTAs1HMuGfyoXXVUrlIbxJOHh7hMO8yvN4a/idKhQXCFVJUQGtCECaC2g6CnS/Rx+oqiN43VRImBfB9kU22abaeLvw00pwn8hWLu7OYvuY4eCfxv6ko1xwQ2uFahfg4tr1rlCpfCSWFqFSRR+ttkBh39Nxfp/optlT0Uj60lEqgqX7UKEEGHigCRIda6Z6BJDAaH6qWJ4swpaOkMQYOkla+TwSxeI9bRNfso/tn/N9Bhoke4APf86+pKOcByXzOacAEo6RIntMU2Hej1Q/yaieFD5gMZvguCvZXoePRMxI8V4FZggTtFCDjTTvpergOCc6OEc8lhlUkHLdIuvlwKSjaV6MbiUZtfwDLfN9cA/6BJo60Pg454aR5rHOYs5bdwmgBUji/NNpeneVkEj1r+YDSzrEBx1VPESYBhBpBlLdfO/ws3+b7hImWmGKNlIkdcleID6J++pJjo+R4r1wFueaqccJkrRJSEhI7ABOWDAJ6NoLCLnt6L8+J7C5C1Dy/LXSBuB1AFPcwMF+qjX+euEkLwiDq4z7Wr5UzhLb+R8KScS0s0kUej4mEUn1AmX7A877qBxY6gE0ni8wgwteOsT3lr+Tp0qQMQ/VBCNOguOptpWhRDcXaG8NGNQQoYoS2cL2le0HTDmVZtCo8I9K9gBbHhBkSPgtJXvswAioQmXaBOiHAL5pueNk+YnpEUZIZkcpBvck4comaQ4/VaDYNi60bohABT/HyVXCa1lqWLKHipZpkqhlxgv0tUqFeD9UjyB2UeHX1kfCGm20ffgscm0REQupPiqU0Gm+DJ5AhSvaRNUmspWkyFlC4tG9Etj2FH3vgCwlcjuhZNXgjgslMtLANnlrSJJSvcLEmebLSLPdzmKgdIGIDO4Q0chpoGgPmktj20hsnEXCYd/ksclO3g/nVEAtFv6CMcBbb5NIi4wCJGupXjuwJdFp+8V5Khlhm+wU5tU5HCczxTG0oGq8pmn55JXw9wTQXBrZzGMMg/Mw1kzCF28DgvOA0oXsY6ofiGxk/12l/F2mhZnVUczfTraZepwgSZuEhITEjsBdxSd/U7ej/1ZtA97tBcJ5GZXSJhBKAc0AmjRgcjfg2MYFQXXRZ614L+5rpdJI9zMSEBApQZ7kez3GxUwHF5MtD9npQTw1AETqhWQXFzVX0DaruspJBFNREpLAAVSVnEH6JW38C49VVKpEZsomP6k+kpY2kcIiHeMiHN4kfLXCthlSUUiUVKdQBU3u6y5HJjqz9gSwE1lQNMBTAejC7y3ZR9KRFP5rzgCJR7RRBGDo9JlL9gGIkqAaCZtQlS4SqT8Uoez1U2HUvBz3aBP76yyiWTDZT+Wz9XkGFigisjcdo+kyP1jAClRw+HNTYKTCQsnr4NiH1nM8i+cJMhvjuGy6i32JNg407apeYMopIhglNwHskLDUOYB+WCXz7chX/1Rh6lQ4NmaaaTKSnRwT7yRg3k9oDm58jETSXUnCr8c4NumQbVq1thkpklB3Ba+baOd82/rIwMhTq42W/5/qIpmOt/IctV/J/R2kIlTsWv81sK/+aexX33qg4zWaOfW4IKIpZFJax1qA5ucAGIB3CueMq0REB88AttwvUp1MAsr2AVr+j+efdREQmEqSOc6QpE1CQkJiR+Cr5QLY/a4d/XdAGTDDBXwUy3ATuMCoRkMBZniAxU7655i6yI9WTnJmOcBbqTQ8k+xrJbvo9B7ZSoJR8yW+jzbRfy3VS4Vq5ne42FlpIbx1wLSzSEJC60kEfVPEIuuzlY7gHMA3GWj+O+CrJ1np+5RkIrIJ0KsA72QgukkEDijsc9OTXGxVJ4+z1ChdJ2H01pAMhDcxDQbSNqEKzrPzf+VDdVFVbHqKJKH3Ey7eMKl4JHqAVBugJUie9Cjb5K0WbROEKt5GwpvsBnwK+55oE0pKin13FHPh9k0Htj3B66RFhGMqTMKWCpMIWAQ2MIuEJt7OcxtpoH89netVJ9uvOIBEL/PvmQb906aewftopoBIE7DxDgwIRAmLfHj9a4DYASJicRDSpsdoui2ayfQhQN6+qp1SxEyzrYkeKmauEqDqSJIu3U9iGG8jOZp2NvsQa6X/n6cccOxH03F4A8fNEAqdngA0J1B5EB889ATQ9iLP1ffRQDIKAHUnCvVrm1BB6zgnHEW2qTaTUmYu509kc4F54iT51JM0macjtvna8k1QNOGPGOJvJ1Bvm74BqrveOqFUtwPdH4gAhAr2yVNReOzHGJK0SUhISOwA/t8/16M31I3zA5sxOd1GlaB0AXB5P/CdD4GQYG0GgIAGeFzADyoAX5Aqjm8yiVS8nSqWlaDWSqWRDf9Ubmt5FsyhVQ3E2gEoJDHFe3GR81QCyjygbhkjTKsOtc2qfat5nf61A3N7QRE+cHUkokaC5i9PDVM/mAbJjhUN6Srl/vF2EeHnodJnESpL9bLIUyFC1fSEnUvMQugzqifuCpJaXx2Q6rGVTEOoXukQB1Z1iXQoaSppgZlUiyyVRlFpXut41TZxQhWmYUFak512UmLNR180PQY0PChMZiUcq3RUpJmIA8V7UDXMThbsn0ozWzLEsfPWsJ+GSIvhE2ZmK/9aYCYVpv617Hu2s79vKlD3FTtiMV9pswJBut5lUMmsb3McIg3IIW2KUJmSPbZKmAoL8tbB96qD6qMVpLH5XhJ2zc2IzUSncPR3i/xqafZJ84l74CCZ9U3mWMXaRL40Ycq2UqhkB26kwsJXDiT9qV4RwRy3FTnrd2CpvIVgmc+tXHNqL/tgWE9MiojONTkWvqnApKNyz9HzXm7KlVS/HeUbb5WkTUJCQuLzgLWt/ejoCaF/doCRiG3dwP97BujoBRLWUz4AVQFCOhBPAKujwKFFXMg8lVzA8lW1glCYvqJnpZ1zK94qFIFpJIuKRpUr0UE1AeDiCeQmWw1tyFIjrNOrwgQZIkGylB9HERc1PWGfy/KLS4e43UyDjuoJIBbNVb0S3Vy8nUV0xHeV2oQq1monjM1G6/P8G97CBbTmGCph8Xb6mpkRYfLUSHTKDyApCm2kilW8R65amehgm3o/oqnYXSmc8GNAIk1HdMscHJhG5SnRw2PMtPDtc5GQGimSs2T3QHJdvpiKUHiTbY400zy28lAS6eAckUqlmuQy3kq1KdsfMT+xbmYiZaHrXapLRgLQksCG25FRloxE1mEaI1ljzfR9tBIBtzk5VhZBUpz0LzTjJFPb/k6Tb+WhHJfwRmE6biMh8tZy/kabAEX4K0Ya+ODhrRbzUWHfrYAaK3CjbF+OQ8s/ck3KhRS54FzeQysiNB+W+TzWIlwNNMDwAIggY3o3FEF6RaqUZK8w01vnEOQxP1FyvJ0+ciXzC197jCFJm4SEhMQOoBoNqHetRtw1CSg9GHjnX8C7jUBngpGiCpgNwwEgZbJCwutdwAEuRrxZ6kFwru3cnpNKIw/RJqFs9QG+Yi5kVn42K8FuoiP3mBH7QilA0QwuUL2fkCSVLmRpHz1BIuAqp6KW7BIEwxRVFBwAPOysIYiKFTnoKGakaWg9t1tRf/FmmvQGQzpi50Br/T+StcojmNneWcSggXinSM4qrhfZBEATOe7K7KS3alakqqlw32QPU0U4PIBaS2JScRBVyb7VNJElkryPRpxENhkCyvYeGHhgIdnDa0Ehf9LjDKhQnLy/meoGe/MVawM2/aVwYt3QepKgolm513BX2Ml4UyK4JB0SaUuEyc/IIuSpPo6du4L31sqRV/sVEst46/9n78+jK7nu62B0V9WdJ1zMaPTczW42yeZMkRQlUhRFWxNlSrYl25ISW1Y+24md2HG+xPnyVpL18pyVl+/l2VnPTuI4lu3IliVbkm3NsyhRnJsze2Cz527MwMWdpxrfH/scnLqFezF0Az1QtdfCAnCHqlOnDnD23b/fb/9IwiIJfvCI7+D8FV8gwXZb9GIz0gxFJ7cBsWGGSzVdFGpU+N7qaZKcvps47vo5Er30LiqoMuQ4/n7OjT9f0R8erhznmkuMkLAVX1yuPEtIDzppXBzJAI6lTHuhcZyS0LZmaZeSHFcm0eldwrduHMu6fUjLlasAIWkLESJEiEtAzGsgo1XhaaPcyB/YC5wtA1+aAJo20HRI3JIGkHKB6wzgl9MiJDdPx/zYQKdZrfQ6k71Dl6ApE9rRB5kPFk0rE9bWggqvrQqxgUWyIswIsbFpvpZKBW6o7UUSGiPJzbh+WllAQGcI1rOZw6bF2Oqn+JJQ9m7ndcT6aNsg1USpUGkRqh5+OE2xoZdUAnu0j0ULrgUc+Y+idVIOyPZxk66cECG2OhCpcMyyEhfgeKN5IOmJsPA2vr41TxI5dC+T8TVQ/TMrqluD5zJc6pqq32j+ls6cKP95nBaJkRGj+tecYZ5U/XQX2wivU+WRZLB2WnQPeEORNk3nfNstkd91jopnNKsKIaQ6ldmvTtGcFm2doiqnC2BuoxZRBRORJMPtdlMVKxjJTvUvtY1ER4uS+JhibWT38nvluChiifJ3q8p7mBjm+Sqv85ypca7z5Ci90crH+Lhcv9XT/J4/6OuqoPX+QJPZzaKN838jlMcUcwa1NImnLRRT1+RXY1KQQvF3tyxVAFyjQ/cpInkVICRtIUKECHFJIPnRAGFrUQMeHQJ+sAA06qoQoekCW2LAb0SY15YYEtV36c6NSbbBAjrtEQAqAX03cmPru5GbsVStojnmbekGVa0OBJS2+aex1O9z6B7V1keStiUVp8SxpXeQILgWVQqzKAryDNWv0ixwc66fIZFMjVMBkiqFHuGm6DQBxx+W9UhyJJwWvboaUyI3T2xTzSng3N8A+ZtF4rvIEYtmhVq0wLHH+oTq59FGw66RZKR3UX2pHAfsMsOS448AE38rjGUdkhbpndaao4WJa3HT13RBGFxe6+wPgB0/3dkMHeB5WnNAU1Rh9t/G+1h4mkS9m22EX+VZeJLXMXQfVZ6BO9XrMntF4ckkMP8U778WIZGSHSuMJMOqmqYqja0KCQo8kryiKPzQIlQadXEN8WEgleT1NS6I9lY6EN2ujmPHSZLjg4BzUNncxAdE9a5QuobupUIHcK3u+QQw+zif9xxeh1yXrXlBsvtEzqLFtRRJ+fzfwHsgP9Ds+zXm3EnIfL1YH+cgeyN7hqa2kPCXj5Kgtab5vBbp/LvT46pK2E8Mo33i7+LqQEjaQoQIEeKS4LP1MIvAQgv4/Qlgsgm0HfV0ywUmTeC/mMCveUD8lEic7hMeaAKyryU0ZacBANBpQwCovDS5megGlQapmC1DgLS1Zvm97yYShsUX1fE0rVP52f4hQUJmgdJLDGEN3k1C1F4kKYr3C5sRcYzaKaD/DoYal6wnxBjkpittGLb6rt1pClJyQeSbtThGPcpjWnXhmC9VwjTVs9IrDCNGM1QfjRRbaNXO+lTMUVY3ahqva88viSrIE7w2s0TSkrseGPsJEscjZ1ig4LSomslm6p7HOVx4lqRXErfYAJWnwbtF8vq4sBFJAlveyzwumb/XmCD5sqtK5fETdrfNx/zWHc1pQWgvkPgkxzmPzSmuG01j+Dp/kHMz821VaRwTClb5CM8dG2B+W+Y60XOzSTJ507+mujfxZWD66wxPDt/H9xZf5n0xF0naMruFlclJ1cLKiIuOFSm+Npqll19qnGQ5kqVymBgTrcfqyidNM/i34JjiHgtlue9Gnt8SHnpGkj15ESBt0Hj/+25gRWzlCEm6JebYrnB+7CqJuD/E7YriCKcRULoDtj1XGCFpCxEiRIhLgKRDOmwSoOnzwOFnRBN28aT0OW25wBsacEYDhkoAbCBaF6EgIcn5k7HdtlJFpH9bB3wKgGcDp/8US5uNXy0I5rRJsqdF+XMkzZCRzMXyKz9alBt3eieT9ccfAXb+HPD8b1AVssV44zkVDgSA3R8T3Ru+T+UrPsicJqsqCgggzFdrSk0pHBLVnQmOwxVVidGccOIv0CIDIsG/NcsN3WkJw1WPRCe9gx0MYgOdaor/upJbVcslIw7s/Uf83ncjN/h9v0riMvcDbvZOFEtViLpBIrvwDFWhkbfzuEsk2hdq8xPr/lsVCWvOLLc6WSLs8PmZ+e5dbj9tYVqzQrVsUAFtzfH5SE6RqexeEsWlSuMtwuLEUZW+psgHNFK0pInl1Xrb94+5/voOily3DLD4Mu9xehdfYxZF79NFjlMXFjZujl0KzJLoLlADpr8LTH2d78vsYpP75Div2SryXLI3qJFgGNlpi2rnOs+bu1EUhrhUzPxI7+JX/TznOjkGDNxGr7XzX1D5gn03iA8A1eXFCDt+loUsk1/j73aDH0yuIoSkLUSIECEuAZ7/g7geBd77EHCyAfz594CaMKCNR4EMGCL94Djw8HVg66pFbsxOQ1gyBJKx5x7r7GsZRJCM+cOqi8+TUGx5b5cEbvk+j2E+16QaktsvWlgF83t0FihEUyQzUmnRk0BE5Ih5jsp9S21nyLZ2Rvh5iQ1XkhK7xmKAaJrvGXobDX0XnhNhW5E07jSA6jmSJs/muA1hI+E6wtbBZsVm+QhDa7VTnBeZ8O5XU4JkqnqKJCExzGuXHnkASWBUhH5dm2FEWVXiuSSKVlmEi8siHzFwPwbvpopn13rfO9eiUmaWuldPRnMkyksVj/0cV3uhkzDJ9lOVN4DBt/D70L2q0thI8prtAsmV06Rypkd4TPSTVDcmSHoTY8DgXWq8dl0UVESEt12UpC2SZn6f04LKORNKZHIM2P1LtNc4+zlFSFuzLLJYIllJkkK7wZ6gelQZ+VZPkkimtol1IdZG8VUSQ0AVEzQnVRGBpvE40SzDvbIqdMt7gbkfAbPfU+tYYuobQOlIJ3EOksMrjJC0hQgRIsQlYNdgEol6Epm4qPzUNOBX3wP87dNAVahdtgdYBrAlA/zjDwKtN7jx5a4nWUiOUzGR+UGxAdVWyN/XsjEVSH73kQQj4dsUp0ngamcZovSTETlGgDlbjsnNWJKZ+LBoHF/yvVZsgNn9DLOVXhHGs0nA0bgxZq8nObDKALZyA5X5aqWjDAXOPSF8wEROm92gkmLXmKPVmuZ7jCzP55hAa1K424tKXM/mnMUHSJ5mv8dzR5KA18dNuDGpPLaCasrSHOjcvMuv8feTf8J8ufF3i7m5ILpLjFFhBARJbAOuLnIIr2N4NJYTXQECVbvxEd7Dxrnl90v+LIsdrIrInxOEXfqZGUmGmqP7SXD8+Ya6UL3ai3yd55LQNqdUyyxZaZwd5nELzwlivYPkyTVV8n9ynPM+/j7VOF2ivbhcBdz7Kww/1s/SA6+9wLUgTYutGq9joiaqQQUhrbwh3vM0SV+8n1/183yvkRHmuhmuYdciabTrXJtuE7jwN+oDjb+IJzi/g3fzKyYqiTXwg4TbUoqh0+K5z/4VzyXzKCVxnvgyi2ukbckVREjaQoQIEeIS8NF7dgClEn+ZLQH/9cvAfBlYqKgXuS5QcYCWAzw7B9yeEEnddW5MetRXsSlyqKyS6KM5qNSixkQnabMbKpzleb5N8QRVpHaB1XpmKUDcRMhO5q4BijxEs2zXU3hm+cXKNlquxdwjacuQ3UcFo/CMyMsqA2/8IR83y6yaXHyeJNETIU+A4537oapmNJLCi8slqYpmmCQfzQtj3wVBTGyRo9QkecvtF7501wHbfooqjvTYCqop0oh14svcvJfm7KjyvBt9iBv90It8vvQK1T7XUeNzLeZHZXbTEqVrta9HxUhW/HYY3op7kNzCCtuzf8Hq1bioeJWEfcu7O8115T0beRcw+gCVwDOf5v02EpzLaJ/y6wNYaTz2E/zZqjI0mdvH3+vnGAKPD5LApbZRJZUGwit5qLkOr7n8qrIsiY+IitM5rr/Jr3A8skgAUHmCmsGvmLi/iTGeI5LifWgXONeRjPIz1AzAjfJvKljE0wEx10acoX1JOBeeEWqsXzEsk+jLNnBj7yExXDICzvNvIrq/y3kuL0LSFiJEiBCXglg/VYvGeeDwOeCpY8BcGXBc9RpDAywXMF3g2Rbwk/ctJxVSQXGa3PScFtA4wY1r8C3d1aLWnPK4Mqsqj61yFGjOM9RYPgqc+UuGvKRaEKyGc5rMT8vsEQ23J3xPasz/GvsJbvAz3xHFAufplB/vZ87b/A+p4AzeKTo7CGuP5Chba0mPNn+o0HW4aVpV5hsZcRInpykqa0VOly6KAIwEH2tcUO9NjALbP0LlJDHORPT2/PI2YHJuonl+P/95KkF+Zct9g2PIHSBR2vdr3LTrZ0XulwyNiirS5hTQmO5d7WtVef7tH+qycHwh6qF72YHAbYvqSVsQ4zEWC/jfkxgD8hqw7RHm3535S66XxCDQAu9tc4ptzdK7GFodvEt5AI49zIIM2a1AjwqvPE31pm1O0ottSKzT9jzHFVQBa2dEH9Iy7216tyqSkes7Ilp+2TFl+OvarFKN9ZPcWXWuIfs0AJuEsW0IG5k2lhrPV1/nMaN9nL7YQG+/vI417iPLzcnlimFylGOSH1Q8U+QOznNdjr9PEecrjJC0hQgRIsSlIHc9v07+MfCOfcAv3Ad85kmg0QYqDe4XiTjQbwD3vxv4L/8PoPncclLhr9jc8pMi7HSOylVziqQtmMM2dDeVmIWneR6n6dso+8RGd5IFCpm9VBN2/wMs87uS1XJb3kNVo+kjbZpGsjTzHf4uSUS7wE031k91JS4c8nMHhA/WBXWM7D6SA5n/JTfNSIoh1/oZbo6tKZIiTedz0TyoatkqUR0e1Tcdoh2VB9glX66amCN/pwKnydw9PQbc9v/mXEx/g/MhQ7WuDURjnRu0EWcelK6THKa2kay2Swwp2zWSXake+puhA8D847xvsvigw0NPjLM5xXy+xgWVLN84w2NndjNJP55Xbyu+hKVwdXOaKmDxZapO6V0kULVTDEMP3M6QryRsgLJeqZ3l/UiMArv/IZUn2ZtW2pIM3sUPD9PfEF5vQmmzm0AkJlSuEcDtV16Bwd658WGqwXaD1wKQkBpJntu1SBqjOYZYnSbDo67FeUuOq0by7XmSzWiOY9Ci3cPfyW0kvBJOUynSfsWweop5lADQdzMAXaiLb3BttKb5IaCjK8WVRUjaQoQIEeIS8BdPn0WlZePRTBPbrOeBR7LAt4aAs4L4eAAsG9g6CHz608DsV/h4sP2Rv7IxPiiUBLHhR3uYe2q6CKd5/ErtFm2oykzuTowI36k2w7HNCZKEWF4RtYE7lFJk1UQu2grov4M5WjJcmdpOZSSzRzSFP6X6TErIKkOrLAoNRPWG6/JnPcZkcbsmkseHhUr0blafyrw3z+PY4yNUWeJ5+rM1/cniAWILMJeucIjN6q2qStCvnCTJAUgSEsPLN2hL2ERIw9bUNtpNtOdFBescr9tILm+9ZCT4upN/wnt1x3/xDVOMs3CI79EMEnYZymsJz7zGhFKTlnq4gt8H7gBGHuR5tQgwej/tW1ybYdduClG7wO+prVyDiXGRyxZRvWlzB9Tr5VxZNd7z2gkSzEhGjUuP8fx2TamNcn23F4RRcUv5wcnUgPROdswYe4hzVXmd6l1qq7rOWD+LY6wSEBsB8jex+rRX+LsbzFKPrguv8+8BHkmappOgWyWO267x3iwzRL5yCElbiBAhQlwCfnB8HnPVNh68qYhtxXng//MycKbGHqO62JjbNnB2DvjpnwH+nx8Ecj6VS0KPUpUoH+bGWj9PR3c9LhLLRfg0d0NnQnRrQXhXJYChu9hloXpCVFg2Rc5QPzd4uYm3F9Wm2JxXyld7fnnRAqDy3QDRRWBO5Cj18xpMUUUZs8XYAsRJqoiJMSDaYlUnQKKWGFV9OjMiz0qG0cqvM7Qq3++2qcK0F3j+/lu5mfbfCUwLm4bG+c5z23WqTk4dsKIsPnBa4hrqnUTCLHdu0LXTfE3/rZyzxAiv36zyu13lPUuOKX+6YHJ85QQfB2hZkhAEQ+ZUSQ+x3A0kvu1ZAB6JYv/tnS2U2gvqXskwc/9twMTfkVyUjopQrkXFrptCJI2M/ZW0rTnmSvp707oOyUvlDaA+ScKd3Seusc410ZwWVZ1QVaNBtdEscjnk72KxCEDC1ZwB8rdzjc/9EBh+gNeb2cU5nX9SEL4CSaTT4Hize7mmg0p1BwLean03io4U50R3BDF3rs1jSUTS/ModYCWtfK6bIfIVQkjaQoQIEeISMIpzGItMIuJUgWOzwOFFoGHzE/tgjvlsCxWg2Qaeegp47RbgwAS6Jq7LPoy1s/S2CuYQ2U0SOJkQ7drcuAA6548+zA24NUcyYIvcK13kMMlNvHqCGxjAEJMMF5WPkvQUX6FStO2D3JRlMjoglAlwI8zs5nkbF3jM1jQQ3SdsKASieaB/lMpSZi9JZaxfKJBC9WrNCuuIg2octTPMYaqfEa2+BqmESZXGKnEsQ/dwnhwLgE1CWD6iKgLNRY7LsQGtwWrT2e+SNPXdLOwuxDnNUucG7QjyKBUlp8Gem7ERXnM0S0VLhj0dc3lyfHNKEa3mhCJtfTeQ9BWeJ9FqTig3fnk/zAJw/u+Aymu01aid5XNahGRo4stUiCJZoH2EBQbRHOdINqFfRja6mMU2g1XJIDG78EVR1HEEGH0XsOsXOJ/1c1Te5p8UhKqp5iqoNqZ3MVy5/UNsDg+IDh4ZYOsHgfOf5WNHfhdLfxPthc5erGaRpMuIU1WLDy5XqjuuZ1KEcAVJ1CPCfLrJ93mOyIu0xDE0/u2lt3L9uCY/vAzcJfIj7+5+niuAkLSFCBEixMXCquJ2/TEkY9NIWjHg7hzw01uBL02TuNUawJ4xEpamCfzz3wZ+8i7g1P/k+4OJ67LxdbtAFUOSAVlJOPy2znCX01Rh1ZEHhZeYR0LQLjCE1S6QDFSOA6f/nGpR+XUqR26bIUeZc1V4jmTHNalgePbyooX+20XF5FPcAJ2mCqvNP9H52kgO2PkR/jz9bWHSup3Gt9BYGDH6IK/VaXY26k5vp5eb3eCY0js4Fs9jOG/gLcrlX9OAwrO89tF3cWzVk4Lg1VT+nufwGj2XZGP8/WLOxDmtcvcN2ixyvjyHNh92jef0NGFxIpRI1+Kmn9yicqiMlCJhxZfYY7MsSNjUt1g04rqAeZTXqUeB1E7OxdwP2HnCLNIOJpISbbqiwMJTvgKIOpYa0vffTqLr2j0UonU6/Kd38V5F0sydNIsk0ADVsvp5rh855mVq4ygLddI7qKq2ZpkrN/gWElY5fn8xhz+/s+8G/lw+yrGvFA4duEu1cJOWNACLL2rXiS4UU1RGZReG1ry4ly4/VABcO9C4jmK5zq4UVxghaQsRIkSIi0VzGuM4g8HIOaTMHJAeBv5BFnh8DqiarCCdKgCGAYwPAL/zO8DMl7q43vsgVR273tmoOz7UmWsEYCkhPbWdakL/bdxwojmSBSPOMFdrhpvh3ONg/0mHpKg1B5r8Log8pChz5LQoN6uZ7wLX/Qo6NnojDmRuFSQJVGlkWE0+tgQ/QdDUdckN2mnyeInhzlw6qaJEsiLZPq7Uu8YFbrr7f52WHYBob1TBkqmra/Ix2Y9Si4quDxZbNunCZ23gdjVm3QCG3x7YoMWYZYskaZ1RPcmwZ3uOpC0uPNBkzlljQuVQxYeUYjr/tEioXwAWX+JY7TrveXNaeJQlRBeILIlX300kXs1JQVjHOJbWHBXLsYeB4mFBHjVA80hAs9d1J6DZ6zv911aDHuV9KB8BZiap/sXz/Fp8kfOcGOwcc2wYGH6rsnLxF9A4TV4zgKX1EewE4c/v9BP5SFq1asvsVWFniY5Qqe+crs20A7vBe9h/O1W/8lHmtQF8bM8n+PPMt4HJb/D+SlPjbmkDVwAhaQsRIkSIi0VuP055NyHmLqJfT5EIHJ4FSrbiK00LMBxgsQh85feAA66veu0k84WMmEpcX6qcSwonfluRgaAf1VITcwEjDuz6KDci12YCOQBs/yCJTLvA8GD9AomAawNwuYlKQ9P4MENi5iJDVXYTgZPym7/6tBsG7hJtseTbNFXdKjdofz5Rt+O1CwxPyTCZK4yA24tA4yzz9ABuvo4gAqVjJHyuK0KrU0pN9GySi1g/cOCfdxLNaL53GCy9CxgY4TzqURIH2dYrvUeFdVvzJDeazsdKh/leaVScGAYSQ7RQKRziPOsRZeLb4VHWFsURo8CeX6Y6WzsDLL4CwOLx9Djz5MyCyM/yVHjSSKgKTD+kD9yq8JGe5CjD4XM/oBoYzQkrjiSgt8W9aQP6COcldwMw+k6g8LQ4gFBrtz0KvPrvgMmvc53NPS7yBn0h4aXxJwVZFQU9ukGVufQqz5e7YTlpk4on0EkU2/MinJ0Bdvyc6EGaJxGUfX9TO1SIeNfHqMi1F1T1dkjaQoQIEeLax6S3G7u8FxEpVIA/Og6cqgJNR3Q80oG+HOC1gVIT+NJfAqM3KuVl4VmqXrkDKnG9/CpDNaMPUqmonlSVcvULVFCWoKkq0MF7+ZARJxmR3RUAkqe+G4Ti8BpVotasUKdE6Cs5SqWnMcFNzkiJ3otz3S+8o6l2FwzcwY2v8DxfV36dzc5di6RJJuFPfJmKTeUYx+k/nqx0lGGy1qzIp6oC5/6Wlg3QxKYsKkhnv0M1rb2AJQsHzxYkxhb+b3GVQK9FmQw/cIewEPFPr7QPiQJ9B3zWGZpq6+VXg/K3MQScEIUJ9XO8v4kRAAaJsGtR1WkvirCmBtTOkZDadWUoDIjw3RxQfF51NnCawny5Sm+6+nl+l2FTGZ7UdIbTg4aw/qKSFREoJhm4k2pV+aiYW0MQZVkBnGDoWYajtz9KlbB8hO8vv057FBk2nvq6ULqOdVZ0yvHHh4GRB8Q45CegQKg+iI5r85O2BaVIG3HAloczOn3erCow+xh/dprCJ67J9VkVqu4V7owQkrYQIUKEuATkUERSqyN+sgS8uAgU29xb4jrg6EBFtPSJGcDN+0Xz87ZI3NaYVJ7aofKz0rvoXWakqTJkr1MeZgN3dZ7cKnWGGv3wq1xSXZFtjWTTbT1CchYfAUYe4sY5+z2RtySOL8coEc2IisCoCP91q94TaE0DxRdZJCA3Pj3G/LtIgp0SSq8AWoxVsNFMZ55fbh+Q3A6c+ysSIKcpbFASQPkVYOorIs9sv5jTJsmqHsVSb1C3TUUvtYXEzixSyVl8kcRt7GGeK7nCdXTDsv6soGmtfKy9QOJkNxRBXDwliOd5FhC4LUCLc57Nkqj0HQCG7+Pry0dJ6hZf5u/D97ObAMD1Uz0hSJLBdaUnqIwaaYbKuxnCSmKjJ4RpbYXzuRqaM8JMeJIWNIlRQWwcKn6yt2kkTfI59yQ/POz4CM9TfUN40QmV1anzOluz/D2Yv9l3A0PJHXMe4bh75ZjJQocg/B9gNI2qqh5TvnNL1zhN5VWaRy99uBL5g+kdV7wzQkjaQoQIEeISMBYvI2bpqLz9DmSa+4DPPSVsDJoAHCAdJ4F7dCfwvru5MTQnmQvktrjZNS5wExu5n2QgvYvN4iVkjpfTAJBVjzd9ocagMpLbv3zTloa3/Xdy47MqJG3nPgucnQYO/hthwjvBcFX9PDD9HV6H01KWCGWhdjmNzkrR7PVA9bjq6egJhSS1lRv83GMcpyE6GTimMOgdAJrneTx/np8eZUixfk55bMXzAPL83WkJlamf+Wjlo8LktgxER9SmnL8VuOP3gMP/gXllGgSROMENGeD8xgZpWLwE35x2hIG7eMEBrO6UMIskB0P3qhZSqa30nWvNCsKcFnlgFpDcwWvL39hpUDv4FmVAHM0pk+P+2wG8j+pl4WlBEuMkqfEhIL6l+xiLLwu1rkm/uZUgVT0jIXLuGoLsWBzjyP1A9QwJZPmICOFvYaGAVaSyNvqTVI9rZ7ie/GFQI8U1uPShQLQHS+/p3ukge53w7Guy48NKCBbQ+GHERL/fs52P5/azHdv0N8BPXoKQxga5xq6CzgghaQsRIkSIS8DPPPgwMB9nmGyHC3z1GWDOBlyZZG0BQ3HgA0NA7Q2gJsiJa3Kzc23m9bQXuEH038Lfu6F+hoRGhnDMRbUJll4TyejoHcIZvFtYQlRZtZgQm/vUV6n0nPtrbrj5W6mC1U7x8eQWINpPQhX/smhu3uK5aycZ4gSovgHcDM/9DZWSynFu8EYGS+HKwguA9hKJQN+NrDIN5vmlt7FCNHe9yg8DOhWZVFJ42UVV+632AtWfaB+QdLnZbnsUGLyDFZutaZLJ9E50kK/qG2xU7ydt0SxJrB7tDEsHO1NIeJb6Ob2LRHD8vSqsuutjtBmZ+S4w9Q0SO7sqxrMFGHoLvdokdIOKmR4BYrcy3Lw0BqHKWWWV82fEeX3QlSIXRGYX73c0DwyPdH+NvMbCIYbSc/uBWx7lmop/kyHN1DYgfrvwa5tiwYsM0bqm6pBgpLnWFl9ebmNTP8fxRvrYWcExhQn0JGDuWV4l6rnqQ4rX33vs3a4lCM/rzKNMC5IozYTNKiuLIxllHn0VdEYISVuIECFCXAqieW7EVgl44TBQaQFNWz1v2kBFA47OAneIcJRZ5IabHFc5WlFRCJDeiRVtGfwhHCOjNsHF5/j4SiEcme9WOKQesyviGB43/tig6FCwIIjRVvavdNts/n3+8yQzms73LTzLa0jvYHK4hFVSvnNOk5ufdJxvz9El3yxwLpqzy/P8Rt5BVU/TqLrUz5GQ+StqjaSw3aiqxHu7BoZ0NZGjpjHXauLLJHaJMV5fWVRclo+SGBYOMfR23S+ra0huUYnqHehB2vzQozyuv4WU02K4ePF5zjs0kh27wU4Dsby4/773dDSZ9xVueC6VUw0q5y+SZfiyOd1babKqIh/OIhGJZoHMdctfZzdU8YceF3mRN5Gky84a7QLvR2OK6zd3g8jRC9h+jDxAVbg5qUh3bEC0oBpmq62dP097k5U6HfjD9CspacF5AzrTByT568jLFH9zMoXAriqi7u/JeoVNdkPSFiJEiBCXgqG7+fXk/w38578DyiYQ05YK/BDXgYoNfGoW2H89kNVFEnqDapARE62dDPpK1c/z9/jA8lwjzwuEcERCPDQSIE1XIRyryrAnQNLlN0/192KMD1Lh0JPcRFtzwr/NBeByUx1+GzD5ZZJMq0oy5bkkSNF+qmLj71NVha4Il0nfufpZbvzxYR4jtY3HNkvc4I0EEE135vn136FCUY7VabYKKJNdIwmMvoPjcE3mwVVPUSFzmiIsd0aRzUGRF7jwFDdo1+Z9sKqshFyLvYNmCP+1xsqvm/shr1daXzSnWTFZPsx7HMvzu9Pg9VSO8rWxvKgmTnaSkw7S5lA5dVoiV9DgfZ7+FpW59B50hfTtkz1Fk+MinB0owpBVu5ohKphLVC1lZw7XBgb28bnGBFiMEBHWKnanybAHrue6UJQjOSA5SLKY2UWyl7+Ja6FXp4PYoFKSORm95z2SU3MuIQkawGuon+30hpO5fjKFQNq7AMt7sl5BhKQtRIgQIS4B3375BHKVJ3DLU99DaqEM2C6YtyU3FRdwPKBoAedTwAMHuWk2Jqk4OU2RwJ0QXQBOcjPO7GXIyJ9LJasbZQindkYQPvA4/hCOWVLvCyZc+3sxpraK5vIN5qM5DW6YRpLHbC9wU7ZrTNbX4xx3RKhtEPlpg/eQGNlVFjZIZHZTcZMVmNJxPnMdsPsTdMK368Ja4azK8zPnRYeBmGo7FDRbbU5zTDt/gWPJ7mGrpaP/SWz6Ov3oXI92GNA5VoDH9lzhaRcTIWtrub1D8WWRZ7VTVIGCRCOziy2e5n6w5rWC3H56gTktcf+FsWtsiKE4Iy16twqFauiGztCen8DJKti+m0hKAdHmShj0SpsRoLMqsvD0cnuNaJ6kGx4w+TVWGNtNEhi7zrVy8k943PJRErWh+9ghwWkB1dNAS/jIaYZQVTWVl9ZeEKF8QbqTYySp0QxD8ZmdKv+xZ6cDr7PHbGu6y2sEjETnXPm9Ac0SAG25N5xsfyZTCPpu7AxrB3uyXiGEpC1EiBAhLgHfefFl3OU+hgP7Z5B6ZBj42hxQNIGIBozoQNMF0gng5+4E7hsTG1tUfLI3mDzumeLTvoOlxuH1U9xI/BYYMmdMhnDMMpAVxq7Nmc4QTkf4KBBu3fJudi8oHQYSW7hpOS1utuldJBa1kyovSW5oZpFEwyyL0FG+M3S0NE4f0TCLPL6RWh5uKr/Cay4foxLjb4dUeR048h9pNbHnH5EAtKaFypXsVGT0qDAXvpXv9W/6qe0kQ+aCaBEmCI5VpjUINJFk3wQMt9Peoe8mhlYBzk3CR0arJztzDzVDEegOBBShkQdIiuZE9wi3Law+8orsLilUgeP5lTYJq6ZUUz2mwoDFl0iu5Bx0q4pcsgcRxswASej8E6J/aY7rVOae6XGOM38LPetS48x5yx8EqjGRfxelquWaXJPxAa5tQJHugbtUu7SX/gWJ9J3/tcvcCWwV+XSlI74HVwuP+l+aEKTcBs7+JVVZf1GEzKNMjDEfVK6jpfdHlz92hRCSthAhQoS4BDgwMOOMw/CeAz6QBr4fA+ZbADyg6jHnaiwH/OK7gPZZhmXMRW6Uhs6Nz6qKsFVdVGhmO0M3wa4Jawrh+MlCMEfOU3lirkmlJ9JHcjV4F7D1A1TMXJMEUU+IcRdXPq90q2/5vN2kstHtPYsvi3ZDKQBC9UqO87HKG9z0PZskIDFEQgUN2P0PqS4tkbMAMQraOdjV5SS3cpz+aFWX826kmL/mt3foZRzsecDs9wOP+RRPoPd7JeE2Ugw3NqfUXOvCP04qVCuRttz1/O62hHInVDFJyAqHSHxljqMMqXuuItVLYcybVSh618eF6npSdJSoq44c+RtJbLLXKRWqfJTkLzkO7PlFXoPnsuXVwtMkZLs/TuWqeopKWmKUH0aiA1wHVkVVxXbD5JfUh5mluViBtLXngHYJmH9czLkgaJ7Nauh2gWtdtt5aeJZjTo5ccUuP1RCSthAhQoS4BAxjEmlNhO+OLALFplDTAOaa6UBdBxZuBq7bSVUpuY0qV/O82GiF2azbIpmrHVcN3esXgEyAQKwlhBMMpQUhc5OgqzydaoOhrNaUeiw5xjEDVOH6DtJfq9t5K8fkCQV5MYBb/l8kD93Gmt5N8mUWuWlXToi8uRIJi5Fi2O7E/yTJcoUK51pUe0qvimsNkLZIptOKRKp3fuKY2gpMfEmQHTFmI9lp75AYU6FHPzG0KsvnUyJoOhwcmyTc+ZuFgulhKVxnLjK/ziwx19CvXgKBeyoIXf8tDJdfEJYcfTcKu5F+kecmchwze0RVZFnkAsapMMaHqChKDN3Lopb6OY7JrmOJ9OdvZxjfj4E7gME7WT2d3MLQ5Nb3A3aZhrpWhTmJ2x4B2n+l+rbqwtRY3tP2ItXSXvAcdHz46Eba4iPKDLpxzlewk2JepqYz19IsCJIcEX6GGr8P33/FLT1WQ0jaQoQIEeIS4MHDtspZJD43AZxvMxyq6yxGGEoAZR1YLAOPHQIe/g8kK9EB4MXfApoXuBlZJXqXGUkqCvNPc+PWdeYiFXOiB6VILpdVoH4EQzj+FldB0ib7cgIkYNt/hj9LBaxwSORA6cCef9h5jvzNnRWRvUJHhUN8//W/sfJYY7dS8Sm9QoNdt8U5cS0gmadHmVUWBFMku7cXSC4coWgGlbZYP+exPc/fc9cDyQeXE8fMdfRua80Blsnv8QGVGyjDwkGYhe6PBxufR1LLxyYJd3uR15HZTbIw+13Vk9NcXK6uAiRE4+/jvEb71OO5m4Dod0XLMY05cU4TSPlyHJeqIutUypwmSa9VVfMEkGBPf1eosG2ey7NIhqa+RlI9eJdSMjVdKZ6yije7TxSGSEIm5svzeM9mHxOdPo6oEKVsZwWolm5B6D5T3cQIUKt1Pp/dp0hbdl+n51p6uxqDWRLFFG2OzW0plfcqR0jaQoQIEeJiIJK79+mvYc+FkzBeawEVh+QragCmCZxvAdCAdA647TZFVia+wk0vuYUKVfUUQ4GRNF+jRYDsXpUY355jPltkPe1zNKX6bHlP51NOnSpSXoQaZUhNKmB6XIWWXBsrWpB0g10X5EhbWzVmY4LdCtpznBM9IVo4zQMn/odoB2WT1Bop5f0GMAcpqGYN38/5nf2+cNXXOomjTMxvzfJL9vw0kvS7a0wCow93qkq9vNn8iOY6k9u7Ei9BuJ02q4UXXyJpiGR4bX0HqGguPI1lhE/TOSeuzffKwpT2rCAhplojwRzHYEjdKisi5+88UHyVr/VsEq/kVpJUu0Yl1K6REEnIvDmApHvhaXGdCR8hO0HLFT1CU+DJrwELz4gOF2LtVV4niZVFGMkEVUBp8QIo70E9QTK/zM/Q33tU7yzYkbmMrVnOn10F2qIy1mkDqHC9SMPdK9yuqhdC0hYiRIgQFwPhl3ZAfwnmbTG0iluR+vY8AA+oO1TJkkkglwd+/TeAj3xEvVfaegzeC1z/m8CZP2fytzRPNWKCvIgQlhalUiArJ9cC2WQe6KwkBRgKKr4EVrn6wq6SVFZOqMf8m+aaz13m5mvXqRoO3L5ym6glkpAnYUlsIalqXBA+bqIAITnGjX7yS0D1dRLebjlI1eOKPAAMlfkhve4Kh3j85BYqUm5TkLgpVo0O3+t7Uw/S5rRIIgExvmBlZj8NdoMEwIirEG/bV8kYSZN8+e+dn/S+8Yd8/qb/i4pia151dchdzyISYHmOYzCkbqZUMYc/PLrjZ3jfCk9TofVsqqFWnWNMbmGRhF/pk2jPqZCkFmWI17NZQFA+ynW39f3A1keogFkNVgkD9KvzXFWEEcmxCGXuCdHjdIV7sDSnwdzPbgU7rwiPPF14/cVVHuXsD+kVdxW0q+qFkLSFCBEixMVA+KVVXj6EGKoo/+xepJ75IVBoAXVh0pbQgcEh4Dd/s1Opyd8EtGeA/reArXva3Awz++jMXxG5QMlxKhaesKeY+hqVlLWoAO35TtXHD2mwCjAUt2LfTa2zj6n/5+AxZRWj0yThbEwBFz5PM9n+W1fu1KDpVHl0g2a7ehyAwRyz6CzHYdeokmiaIEcRKknrzUOSXneORWKRu5Fh0eaMUj93/AxVztUgDYTNRdEKSypHxwFXFFf037qcAFhVeqoVXxFVsz6yZzepLsYGOy1IzCK/PEeFt6GR6BoJXof04wvmOAZD6tGcsteI+UxsjTiw9xOA2wAqp8FWTkkgpgPxvUC8n6/zq74yrJnZw3md+jqLRiJp5pK15qlsRfsA+BQw+wwf06Kcw2hWFWHYFc5PB1YhbbPf63xtt4KdxAg/SDi+UHasn+Q7t7/T6/AqREjaQoQIEeJiMXQvGl4aaW0RsdcLQNVmNwQZTWy3gIVZ4NlngQceUO8zS9ws2zNAQ2yCow8B2QPAiT8kaTOLAHRh42DzMbtGNaWXCuD34zLLQHov97nWvGo1NfqQ8PMShK4xsXqzdH9+UbeQH0D1ylzk5psYY3K60xTtii4wBLhSp4b8LcxxAqi09N/MsHHuAACXITxZABDt52afGqOaNPrOzuNJ5WslDN3LcFhxjnPddyvgtUk8dn1cJMX38EjzQxoIlw6Lxuki76p6mmRr6yPdCUBzGig8T2Vn6foP02LEaalqUr8FSXJcVegWXxXJ9ZpqXr+WXEP/9ehxfmAIXttS/lul06ZFdpqID6IjZC7D8Nt+WhRFfJEfPjSDJMmIkximt5Ms1U75FDBx/PJh5s6ZJRorNydV6FWSwlg/Q6Oa7iOtPS+we8HOnl/i45XjHKc8rpFa7nV4FSIkbSFChAhxsWhM4J17YtCaMWjPCJPcLRngXAnMJcuTuD3+w07S5m+p499YFp5haGb3x5lbExvk5lR6hceT1ZS9VAB/i6toFkhv5eMLTzHx3XOYr+VZStmZ+5FSlLopYZpG2xKJpcrYAHL72SvULHOTbhdEHlqaodJV1YtgXto7qMC0poUdiuiWIPP+zEVVZRmEv3K0FxoT4rjC8DWaBmpznXlgeox5VdA7e496XuexpH1Ka1r03rQEKe7vtKnwI7cfGH+PqoA1kiTd0g4mtYPq39wPSJjiw6IDgvQWE3liVlU1db9o9KhwDdq0FF9Z3l7KLCvFyiqrNSZNku26GF+LazI+yN6zweO3C+LDyuLycLYkhdt/luOARqK84iUJhbhXEUzhOY5bM4C8aFV2FbWr6oWQtIUIESLExaJxARFdB9o7gPkZYM8BoFkQpM0DBjLMbTt2FJieBrbIPpa+TdIftpIELrsfOPXHVK3iw1SV9BjJz0oqQEeLqy7u/06DBE4zfD1LX2A/zJXyeCJp0VdUWzkhP3uApNFuqgbv8KhkrKZe+I+b3s1k98JTDFnqMf7enOF8SSPebv0p14rGBV6PNHzd/jPA/I8688BS40Dqp5e/N0iQpH2KJICOSaJiFZkbt+Xh7mMYfCuJjFQ+dQPQYlQz0zs5J1qMJNCq0H5E3rfyMYbA48Oc3+Q6SZvriHvidrY4A3pbyqS2k1gBJDeZ3VR/pXHt5Nd4PNmqKpqnYpgYoe+eHuf96r+VKQL+4+/4MDD99eXtq/wVuf7WU1agcnQZVgmlyorZgTt75wFehQhJW4gQIUJcLAbvBm7KAY+fBp7/LWBhATAMsfkCODUDtC1gtgU8/zzwgQ/wfb2IjyRwtbMqfJTewY25PUeSspoK0K1izmlyg8zfQj80D1QFPY85XJrWWwnzPNEWqQJAE8Qk3f3ckbjqPVmf5+ujKebUrape+ObErilysP2n+b7sfuDsX5FYpXfQDDgx1PtwfpPbWBdiN3g3Q4OVE7xfwNrbFQXDic0Z0T4qyZCokeD1WhXmWclQdFDJbE4qsufZQHyUjdXtBseWGOXcD95FlVWLiDZiBSAzzOrW4bcrZWzoXqwZTkNVCCe3APDd016WMn2iP6jTAqa/zffJ6lu7QVXQbvD+pXezkro1TUU0miWJA4QtyN7O4/fdwE4RQSy1m9KBxVfUXEobkV7o1j1i6Zg1fhAavJPEtVce4FWIkLSFCBEixMXCiOOFynY4N2/DTZ/8FaQ/9cfA1BQT0BNRIB0HUnHgH/8q8Mgjaz+uPzw18g7g/N+IllL66irASi2uUtuFv9UZICaecxrL83j8zbY1TViPCKPXrq2aBOaFMpa/WeVexYYAaKuP20+EJv4eyFzPzgwDd/rUno8yQT4xxkR46QPWDUGT2yCMOI2Cl2wjvO55YJUTfC65Rc1LYpTqTOMCMPNdodq4JG2V13ns7H7RiWGBPVm7KZlyTrPX8x5E86pjRrSfOWzVk6rnq1UiCU2MsTglMcqQtFwv0Vzv+ViGQMh7LZD5jGaZa2z+CRKwJUW3SXuQSJYV0NEsCXxiDNjyE2pNrGaf4q/ItSq0g9FABbkxDUB0pJA5b0Fft1j/6udYygM0Oh+7StpV9UJI2kKECBHiEvCfv3kcTdPB//mhf4h3/PVfkbBpGhCPUWUbyQP/7Dc6N5H4IBWEXgiGp5LjotH2Fj63ElZqcbX4wvIE8G55PB2b/zp6PGb3kUzkbhKWIh7Pk9mz+rglibDrVGYWn2XbpI7kekMZua7UxihochvvpcitQlzMEjAnCjtG36VIm+exuKI5KZrdN6jcpHeqooFYH7+SI/y9m5I5eDfDsq7J9849Rl+0zG7g4L8hUZv5NgmozL+SRHzpvk2vfA1rgb/l10qQ5rbJUaq2i88B0IHBt/Dx2jlhVNtPUt2aIuFPDLIx/ILot9o1dOkbu78i13NIFu0aPfQ8hwSt+DJJu9/XbelQ65iH/M1rf+1VgJC0hQgRIsQloF+bR15vYOCF08DcnEjU14BoBKg3gVIdePYQ8E5fXlN6FxUeLdr9oF3DUwaVGlmd2AsrtbiSnmvdCJ1fCdNjwJgYbzRL9U7C9Zmp+mFVmS/nOawCdR0qIc0Jhkynv7WyVYkeY9FCc0qFwGQrLwktQgLreSuTXi2mjtGaJeHt+jrNVxTSZaP3t6vyk26nDrz278CcuL3qXLE856s5o9okxYd6VyQacSC3j+qcZijrjvztyvpi18d4vbIVWPC+tecYtlxJAe117RL186tXEAcxcBfQOLvcuBYajX/jgyRdVgVoFwO2M11Im98b0F+RCzCfsnJMGAs3SWxjea456evmh7wfveC/9l4WNlcpQtIWIkSIEJeAmyuH8NDffwk7F5tsqxOJAKkUsHUYmJojafvmtzpJm8RaXPYBrKsjwUotrpy26DXZhdD583j0CImGRIcS02MszWnRZHxRFAuM0TKiOcdwl11Z3aqk9Krwl5OeZac7rUoaF5hTFR9hmFe61/uPAZDILFXHPg4UXwMSw11Io9a7a8RKqJ5SJMPz1LnKx0jGG5McX2aPCCWuUJEoW4xpojWVHu00UdajDAv36t+aO8A8v9ppEreg/UlPrHXtdQxW/dia7mFcW6cKN3w/c9zKR8VbHXFOb23rXlbkthewZITr2VTW+m7iPfD7uvmxVuUQuHh18gohJG0hQoQIcQkYOzeBbcfOIVFvAdEYMDzMYoQzU0CrDSRiwK0BEmUkGNLR1vAv2LWUGrSqN9UqWEvPUoB5WPM/AuABW39qbcfO7e9UR+KDJFV6FBi4dW1WJZU3qNIsVUgep1WJzAeTJCuSBW76N5wXOYd+uxOnyfM7DTYtxxQw98PlpNFpqjBq1/y4HuRi8XlBDFsAXJHIDypfzVnOWyRHtTKaWbkisS76m66kDq1235aIx8UQsXXArzzKMHDQuLbwLH3WkmNUwwbvIWEevJtqWa9x+nPLgM6KXIhetHaNa0MzGIa1rE7bl9yNQOVo9+N3wK+arqLKXWUISVuIECFCXAJO3nIA45O34c6nX4cRTwKVCtBqAYk4MBAHPv4u4CMf7nyTa4sWOmv4F+xXAhIjGzv4nue0lSWCVIL83nK94FdHWvPcZPUoSdZarEpkharMV0tmae8hCd/sD0SPTYcqy7ZHlx/D3yC88ByJnxFlz8sgaWwv+qoRS8vH5VeE7JpS/cwyVTHXUXYcWoTFB3L80aRQyVapSHRb/N6aZXgYwLp7veJiSNtFEDzPVetg6G1UBLsZ1+YOiFApOsP6W97LscaHVx+PWeQ89t0MDN/HNZnbx0KM4fv4tzD7WMD25SLmofI6PxRcIwhJW4gQIUJcAmJo4ci7DuK2o5NAqQaUSuKJGDC6A/gPn6YVhh92FZj4O1Ybbn3fyifwE4deVhsbDdvngSXVPRlG3PXx3u9rTvP1ThPoG2c40ypRQVvN8mPwHuCNPyDhy+wlEdAirEyUhK98lCTLaXS2d5IYuhdYeBKYf5KqTuUNkVumMzw38WUWDWgaN/92wRfaPKzyrrrl3rXmlZLnOUBqmyK3zVm+3qqRnOgxHrd+Dpj6Bt+f2ds9H9FvTSLvdbBX7EqwmypMvFKe30ZAi/iMbn+Gc+CHX/3zEzNNp3rbmODP3UhSMCcvfxtV3r4bWdSQ3cev6gmSwPpZhtz9vm6x/rVeyBpfd/UhJG0hQoQIcQm4IfIKRk9egFGuAnVfqKXdBgqF5S2sANXMXTeXNwRfBn+Fo7uBI18rPBIdv6lpL0PbuSeA2kn2UM1ex1ZLVpGPnf0r5iL1Kkbwe5ZF8wyDVU+SJJ3+cyor5SOKZE1+DTj7WW7o+3+dx2xMiMT4syQHdlWE3XRacwCK+Np1Klv5W3iNxZfZZL6XyXBmN6ALJc/zSB4AsFNFnKSrOcXblb2eYd7yMRLXlYyLl6xJHqB65yfMa4JPlVvP+vATyBXXnw/+fp3uKoUPkSQw8k5hrjtGMl9+jcRvqIvq6g+9ynNVjlGx2/GzigzK71pEVRJLLDwlflhlHnQf9blcH4Q2CCFpCxEiRIiLhVlEGjUMnZyDBg/Yswc4Ivpnbh0HzBbw/a8tJ22V4ysrRj1xJUgb1FgB0SKqi2JmFlW/Ts/hhpscI5lyWrRrsGu9yYu0Kslez9y4sYdZIbnwDIsJ4FHtkvlusz+gJ1hsANj+IR6zcYGEcusHSNjqF7jp2xUwZLqNoVbP6wyjAnwt3EDuXUCR8RsXazH2wYzmgMx1NAE+/edA8wIVs74bhTFxpHc+n1kErDrPm92nCNtKdibLcJGqkaZjqTBgrRWUrVlfVe40kFmla0Bun/pZKraerSqsOwekfkxuY69Zz+5NRNdTbBCEHuUHA6vU2fj+GkBI2kKECHHtYqmB+HpMRTcQzWnclXQRK7WgbR8E4jm1GfUnmTD98g+BqUlgOKeqG0uvKsXI3xC8qwrl28yqJ5eHpDYLZpHn0+Oif6QYb/Flnxecb7zNabr2J0YECdWpcsX6AH2MfmUrFSMM3k2H+sQ4358aZz5Y/+0MY85+jx0DrEUqN+UjJGz5g+qYwTZgnsvzuzZz4Pyh1m5dI4LWHH7ylNzaaVyc289bUztFctF3E699KbFdY75aamvvfL7mtKiKbPOY6yJr8jSXEurzVj+GvypXdj8A2Ie0Ncefu61bz1Pmt3q0M/zZnF7eOsuP5qQam1XifVw2N1pnaFliLbmXweNcQwhJW4gQIa5dnP0sN5zrfuXyndO/iVkVpE4uAofLQKUIRISvmKEDJ88BbROYLACHDgHvvFHlRLUWlGK08BSP2SuEdkmb8iVg/knaSJhFhu1S2wFoVL6cBseb2qY83KwKKzD1JK1Fii/zdbFBKm5+wtQNRtwX7hIbtsyRcm2G1mpnhPu+R/Uulu+0fAi2AbPrVLCAThNhz+vdNcKfe5fc0rm2gsbFjXPA8T+gAlg+rLzZcgeo4HQ7ZmD9wDNJhMpHVIcE11lHS6qLXB+eR1sOeN3bfEn4q3L9PWvnhVFur3XbnASmvs6f93wSHWHcbmtadlvg4JaPdZkwp3XveiEfWxXXltWHREjaQoQIcW3CLKpP+qvmhW0g/JtYNAs88n5gIQ/89SFgoc4IZjQCZJJAKgZ87EG+xoiq6sbYIGAucGOPDTKBuqcKtYoB7GbALPO80Tx93eLD3cOIkUznXORvYUXm4nNUx4wU1TC7sbJXmYS8zqB3VrfWXE4TsIzuSfsrdYWQFhsrPd9rjEHjYs3gLTFiQEL0cM1erxLoux0zuH6MBL8Wnxeh8gGqemuGj6DILhdrgWtxfACw4+d6mx77q3KlVxpAr7xIYuV1K9E41/s5ifRuKtDd0I3kmeXOrheRVGcnjJX+J7iWKtowF7u/5ipFSNpChAhxbaI5rar91pUXdokIWEsUtVHgYx9A35dfg+7UuIk7LltYDWeBX3xIbToyJ8qWilGUuVe9HPOBTkVhJaVqI2EWqZIZcREerXYPI+qR5TYbcGnxEclxrtI7Sd6s4ur9R+V1pgLVhd1IWP0cx+Rv4ySxUlcIab2x2vMSzRl+jw0s90uzykyY1yK0vxh6K689MaLCu8FjBq1JZIjf8/je7L71dSfoaI/Wq11Xj/fJ+d7xkZVf68/li2QhFvnq6qnEsry0VdpYrQXlwyoUbZVI2mRzeS268v8E/4cCSUKvEYSkLUSIENcOgqElW/zTXjUvbIPh28S+98pZDB6bxQOLIolc14FMBmg2gZIOvHIGuEFsUh2Kkez9ObuyCmUWWbEJT/V+3Az457Y5zZCd06JS5LapJGX2AmYg5Off0GtnuPemd5K4tGb5/lt+lxtrL6+ypeuUykmggrIbCRu8l/MpW3P5sRYT4bWYDNt1YFJ4s215z3KritZcZ4GGJAmFZ4D+W3o3IPfPWUz0oY1mWKDSXsDF+62tg/j457tdUgbB3dB13XbpWdtzXFonUbrYkL9/jZaPco26NquW9RjD004L0N21/09IrVJMcZUhJG0hQoS4dhAMLclk5tXywjYachObnMYdf/Yi8ucXoTVN5rKlM8D+/cDZE/Rt++ER4Ofl+1YJ23Xb/JrTImzo0oV/s+CfWyMF9B3khlw/x0Tv+ACw5WEm3vvH2y102V6gd5k5z2O5Vnfysuw6BQEyEp3PdSNhbpukSDaY3wyl1R96lYn0fuJQPakS8wvPqfBe7vqVjxskQYkRoHRE9OmcW19BgqYLU190JuSvhoZvvkuvAPkbVnjtRazbjjFqgWvqQtqkmfNK6Oh60WB+nVUDqm+oEGl2H9MN1vo/YbM/4G0wQtIWIkSIawf+0JLnMX8KoN/WinlhGwy5ic1uwdDROSSrdbauGk4DsTRw4gRQrwKJKHDDNqUsrCVsByxXFF2TIabSESb5AxuvKHbrKODeyCrB+ABtNIbfRpXIP95eG/rk16jmxEBi1Q3LkvI9Erzqqc6eo92u0zUV6bic4XE/cQBUYn7hEEN2sYFOw9du6DZnp/8MWDzEOYusoxpa0/me9gLX1sAdvV/b0Z91URHOyvGV53ut67YDftVPC1Q9dyFtmtG9GtT/+uDfv2vSGsRpkPTFR5RiuFKu6JUq7tkAhKQtRIgQ1xZkaKlyCqi9wcdS24H0zZcv50tuYgdvwIvfOIo7fvgs4okk4pk02xe5NSChAx+9H3j/Xep9a+39GVQUo1k+vvA0UHxp8xTFYKgToHqRHFdzGxyvf0N3WiQF0RzvSXNGVX7KZPSgTYj/OrPXM8eo8jqrKYPX6ScdTgtwXebVXc7weAe51VT/Uz1G8pg/CCRHVz6GnLPUdlWFmdpKjzktSo+7CWPt1+O5WFNotENNTSvCWTlGA+Re62qt67ZzUL6ftdXHp8e7V4MG4V+jRpJk1UgKq5fr6J8XTa+SK+o3rF7FJPgqQ0jaQoQIcW1BhpbsMs1NAW7ma6lO3Cj4NrHnH3orbnr+FSQbJjAzTwUgmwV2b+ssQlgPgqqXnmBOWHyE3mebpSh2C3V2s63ww7+h1874Wj15DPtpRu9QVTd1D+hhdIvlJG/sQT5+ucPjQeIAkCQkhjstSHpBzlnljUC4fyfgNmmXUjm2juuRhGiVtRac78QgVVDZFWAj11VHDptOUjt0H3/vRkKt6vJq0KX3+ytRA2tUT/B3q0ICN/x2vm7VnDuByvHL5324AQhJW4gQIa4tyNDS8DtomwGAVXhrqE7caFgV7DhzCvF6C3rTUhuVaQLFGjB3PfDA/RdnmhokBvqIMGtdodL0UnGpuUsrkbBeoapu6l43o9tux08IRcsxL3N4vAe5hc48uL4b13ac4PV4DmBHASNDQrXW65G2Fd2KMoIIrisjSeK2UgXzxcBPzLQIw/ry76BbQY0McwL8gJIYBXZ8eHnlaXCN6lFgts1ijtwNwJ5P8PkV120YHg0RIkSIywMZWkrvAs7/NR/L38rk9ZWqEzcDZz+L2868AAAwt48jeeosH9+6FbAs4OnngHc+fHHH7kYMVqs0vVRcVO5SAOshYcD61b31Hn8z0Ivczv5QEKh1kAL/9egJQDM592u10/DDaa1h7Behpl4MIsK3z3OpIppFFQrOHQCgdYa7F19QOXb18zQsnvk+kL8ROPDP1XGDa9SIs8dpajuw6+OqOGmldetX7oJFL1c5QtIWIkSIawsytCTtPoA15NdsAswicP4k+qaLqA1mkMtmfX5sQzTYPfwycPYIsOum9R//UlWvi8FF5S4FsF5SsN7rvFykYyX0IreawTDdepTVbpWkaw3tBbGWUPzlWld6pLOrgzSz9aNbNSgANKaotlk1qod+0hZco/48OH8j+JXWraZTYXSa6/O2uwoQkrYQCle6j2OIENcSmtPAaycwdKoMrWID8SorSAHgjTeAVhM4fQz41jDwq/9t/cffCNXrSmC9pGC913k5yazm2yJjA+rnXuTWafJ7c2rt59iI61lPv83Lua78e4rMV5OPx/KBalBXdDjRAbvCULEWAeD2tnTp8PZrLH9+JSzl3F1bodKQtIVQuBJ9HEOEuJYQtKh46xiMR7cBX50GTA9oeyRu2SyQigIffTvw0C0Xd66NUL2uBNZLCtZ7nZeTdCSGGXKDtrYwWnyEPmv9K9huBLER1yPVpsze1V97udZVawF4+V/x57f890Bumq9IwR8ejg+TfNVPi7lIUIHrZeni9/azSvQU7L/Iv7drBCFpC0FcqT6OIUJcNHyfkLXL9K9smRVHBvj5m4AfLgCnyqIVURRot5e3sPpxwWaTgstJZjU90Mh8E3Cp1+NXm/SrKD+rcYH9ZwGgPhl4skc1aCoHtE4CjUkWK0QSvCa/pcvAW+hnBwgPQw/wLP5N2i0A3tpsUlyR/xf2Hg1xTeJK9XEMEWIjsJ5ejZeCQLWf116Ad6wOrWgCngfNAxCJsIVV0WMLq7svQzVjiM2B56nkfiO+eq7aEkFfRzupS0VzWozRvbr6aPpVsNYUq3u7hXH94eHMHvrFuRbfG93OPDe/pYse7/zglLseaF4QnTpO0RJnLTYpcizrDateYYSk7c2E9eakXS19HEOEuGRcRjXLF87xWrOYeux1jLQsRA0DSKaARx8F5ueBwy8BL5wMSdu1DLsGnPssf976U6t/OGjN8nvlODD4ls0bV6+OGeUj/Bm4Mv+7/eOqHFfVoKXXmKN24e/YLWL3L6r3BMPDxZeBdhFwauzuEBskiZOWLsNvo6+c31ZmZgGwm0Ast3ablKUChndu8CRsLkLS9mbCenPSgqGeSJpS+9yP+CnnchlVhghxLcHXd1T741cQL7Rh90Vg6C6MaJSEbXQUKI0AP3Hj+pLEQ1xd8Fc8rsVOY+m1m6zeBP93J7cBcNlDtPjylfvf7R+X5/hafD3PStjGFACDoVAZzQmGh3M30hqkbQJagn8/QUuXoO1L6TDPN3zf2mxS/CHlayx7ISRtbxZcTE5a0NixLjyPvBaQ2XX5jCpDhLgYGHE6yMNd9aUbCl/fUbxUQn6hAi+qwetLAPEk8PzzDI/2Z4BXnwJy2y/v+EK8+RH8391/Gx/v1UniSozLA/uB6hFW3noW88d0nTYemR5Vse15EiqnyXZUmrHc0sWfB5fMUGV06lQd12KT0pwWH6Y8oDkH5Dd4HjYRIWl7s+Bic9L8n1ikm7bnAUP3XD6jyhAhLgaaLgiUSyd0DF+e8/r6jnrHz6P5Z98DAMRTOUSSecCtAuk08NEHgLvL3EjC4p4fD/RseL4JuBpMhlcbl5FmvlljggUFRpIh09KrJFfA8jBua57fs9cDe36JRUZBCxR/HlxqJ3PeWrP8n9DLJiUYUnZMAB5Dt1IZvQbSgULSdi1jI3LS/J9YZOWR07i8RpUhQlwyLmPity+c4/3SO9H+myeRKtUQOzUJYBLo6wN27wY++Shw/n/yPWFxz48HZJ7U6EObf66rwWR4tXHF8rT+aFwQRQM3cD9aeJbKWLcw7sCtgDkHJMaB5FYWFgQtUHI3cJ+LZoHmBACduW/JcZ574svL975gSDkmcr/nfggUX7xm0oFC0nYtI7gIZfuO9TRP9n9isetMvHUswG1c/j6OIUKsB56LpdCo51yZIbx8BvF6C1HTAuCROzbrwNwEcOh5YNdWPh4W91y7WGtOollkKM8s0W9ss3ElOmZczLgKzwGnPsX5SW0DcvtEGLdHb9XkOFtS6TESNmC5BYq5SD+8xee592V2q/DrxN933/uCIWVZuBfJAPF19Hm9wghJ27WMjWie7K/cOf8F5h8MvIUy89Xsuh4ihD8x3CxekSFoL54CAJSH8hicKUCDBoxmgHYD+NFjwM2P8IXr+SAV4uqCVM+2Prry65rTbLvkNC6P99fV2jEjOK7EI0DtNHuLAgybriWM662gngf3vrTIG10tp88fuo3mGZ3S4xfX5/UKYR0N0q4+nDx5Er/2a7+G2267DZFIBAcPHrzSQ7r8GLqXvepac8DE1/hlFte+CGWoR49iKcSkx/iYEd/UoYcIcWnw/VNf6R/8ZmFqCtqpGVQHc7ASMRahaRowuhXYOgCcbwCVBP8WY4MkbNfIp/kQAmaJZNuqKGXGD6vKUNzEl6mmum1+aK6eUI9btc0ZW8f/bgGpSF3J/93BcTUmALPAfSWWp7JlllUYNwjNIJFa7Rrk3mdXVV6fXV157+soYNgCZPfyvvYay1WIa1ppO3LkCL72ta/hnnvugeu6cN3LXEV2NUAuwtasMnY0SxeX12CLfy7NSSB/EQ2uQ4T4ccILL0B74QzGFkrwIgY8w4Cm6cDJSaBVB6ZKwKFngXfsuzoSxEOsH2bZ1yZplYbn0awy4F18EaifDZVVYP1h3Fie4WVNYwpEL0Pji8npu1pDyuvANU3aPvCBD+DRRylZ/9Iv/RKef/75KzyiKwC5CAfuAowYf45muaDXuwjjQ6wgjQ9u/DhDhNhUXAGl7ZFHoD39fhj/+8tAywQcjzk4mRSQcIAP7QMeuo2bz9WQIB5ibfAXeJlF5lh5YIhPhuFlXmIwTJfZQyKn6VSWQmV1/WFcuw6c+ysAGrDl3b2PezEE7GoNKa8D1zRp0/VrOrq7MZCL0LUZqweA7T9D0rbuRXiNuQyG+PFGR0j0CqxdTQP+0QeBv/8eMFtiD8RYDGg1gMEk8Bu/Bux8H197jX2a/7FGUD3LXsfHC892z0v050l5Nsma02Qyfaisrr+3qgxJy5/jA91fdzEE7HL2rd0kXNOkLQTUIiy+qh676EUoNr4rkR90LWK9bcNCbB7kxnq58fzLQKECuC4ADTAMoGUDtQQwuwe4QVR0X2Of5n+ssd4Cr6vVeuNaRe20Ckk3p3uTtjcBAbsYXDRp+8M//EN8/OMfRz6f38DhbD4qlQoqFZVQOj09fQVHcxXBqgCNczQ/bM1c6dFcG1hv27AQbzrYzx6F3TAR0Q1o8QSMDzwClErAsWPAU88ADwq/rh+DzeRNhfUY174J8qSuOPwh6cIh1bN08UU2ggdCqxyBi44v/s7v/A7Gx8fx0Y9+FN///vc3ckybit/7vd/D9u3bl77uvvvuKz2kqwNnP8v+cAAl6SuNXtVaVwtk27Dm7NUxXyEuL6amgE9+EtqpSdRzaTTjSXiJBAnb6Ciwcyfwsz97pUcZ4mLhV88imZUrHgfvBnZ8BNj1UXplpsaprO74CJ8LsTpkSPr859lHNNbHr8LTfKzwLA2qQ1w8aZuensbv/d7v4dSpU3j44YexZ88e/O7v/i4mJiY2cnwbjt/+7d/GhQsXlr6ee+65Kz2kKw9JQPxdFa40zn4WOPe5Kz2K3pBtw6xS+M/kSsFIUPlIbd9Yc921fGB44QXgu9+F/u1DSJVrcNIRuNkU+45+4QvAuXPA8eMbN6YQlxd+9WzPJ/g1+g4+Vj/f+dqr1XrjWoIMSad3AOldTDmJ5kKrnC64aNKWy+Xwa7/2a3j22Wfx6quv4tFHH8Uf/MEfYPfu3Xjf+96HL37xi7AsayPHuiHI5XLYtm3b0teWLVuu9JA2Bh1l0eu8rZKAOA3Vv/RK4mpVsYKeTHaDX4svbr4nU4jl0CPMHWpcANqFjTvuWj4wPPII8E/+CdCfgRWPwY5F4CXiQCYDDA0Bv/7rfE2IaxOhenb5IX3XNA+IDjCXcDXftR9DbEj55cGDB/H7v//7eOmll/C2t70N3/zmN/HhD38YW7duxb//9/8ezeYa24CEuHhkrwO2fgAYf2Rtcf8gATFFA936eaDy+pUlIFeriuWX8BeeUv/MF54KJfw3C9b6gUHTgN/6LXh9KRiWjYGpBcTeOAVUKsDgIPCbv6l8E0NcewjVs8uPDuPbUSA2sLIJ748pLrl61PM8fPOb38SnPvUpfPWrX0U+n8e//Jf/Eh/60Ifw9a9/HX/wB3+Aw4cP44tf/OJGjLcDjUYDX//61wEA586dQ6VSwRe+8AUAwDve8Q4MD1+G/m9XC4wEHZ7XCn9ZuxYFzAXmENROAe1FAN7lNYX0J6L6w7RXU89Gf1WZ06bNiqZRwl9r27AQGwxJjDao4ll+YABWb/L+zDNAqYGoaUHzxBhaLaBQAJ59FnjggY0ZU4gQPw4ICzrWhIsmbadOncKf/umf4tOf/jSmpqbwEz/xE/jMZz6DRx99FJEID3vvvffirrvuws///M9v2ID9mJubw4c//OGOx+Tvjz32GB588MFNOe+bAn4CUjurbCtcm2aSl5uABL2RUsIq4Wrr2SirygovAu3DgBahyhm63V9+WBXAqfPnS+k9erEfGJ58EgBQGexD/3SBvpHbt5O4PfFESNpChFgP3gTGt5cDF03a9u3bh61bt+ITn/gEPvnJT2Lnzu4s+MCBA7jnns3ZzHbt2gUv9BQj7CZQfIk/998ORJKrv0cSkMoJwBaJ167FzgiXm4D4SaRZ5vUYyatPxZISvl0D9AT75Pkl/PDT4LWHi/nAMDUFHDsGb3wAVrGuIqGjwtPr2DFgehp4s+TMhgix2fgx9V1bLy6atH3pS1/C+9///lW7Euzfvx+PPfbYxZ4mxFpRPQGUD/Pn3IG1kTZJQOCRgABUGmqnNoaArNd81k8iayeBSI4b6NWkYi21DbtDfRpMjIQS/rWMoJmq0yJZ89zelWsvvAA8/jj0+VkMaYCn64CuQztyhErbuXOsJP3AB67IJYUIEeLNiYsmbR8I/xldxVij+igJyOC9AIRlQvko378RBGS95rNBFSuSvPpULCnh184A7Tk+Fkr4VwEuUXH3m6k2pqg8R0SoptsHhkceAY4ehfYHv4doow44LhCJAtksK0jD6tEQIUJsAsI2Vm9GrDVkLAlIJA3MCoPkwXtIli61rF1W4QGswlspoVtCksjUdiC7lz9fDSqWXzGUEr4cKxBK+FcK/nV+qWkS/so11+SHBnOx9wcGUT2Kv/xfwPQ8z68ZVNnGx8Pq0RAhQmwKQtL24wxJQBZ8BsO6AWSuu/Sy9vVU4UlIEjn/FMcBXB0q1ka3qwp7lm48LnV9+CvXWrP8uXyU33t9YHjmGWC+yEbxABCJAM1mWD0aIkSITUNI2t6UWKfqEHSTv9j2UcEqvNYc+/UVnl+bbYfbBjK7mRQucaVVrItRDFdD2LN04+H307oY+CvXTv8ZHxt6K8OmvQjhk0/CM014hg7HiMJ88F1IWy0WIYTVoyFChNgEhKTtTYl1krZYX+fvF2ufEKzCs8p8fPrr9IJbzbZDkpmrCRejGHaDJMKes/Ek8FrDhimNvnV+qevGX7nmCDPwaL77B4apKeDf/lvANOEN9aFt2rARhV6rATu2Ao1G2Hc0RIgQm4KQtL0Zsd78no2yTQlW4S0pdtrq/eP8ilY0C0RSGzOmi0E33y7P7fTtSoySxBlrqNIFFCEdfvvGkMBrGRulNMreo65Ff8FeWA9J9FygcAiABmx5T/f3i76jWFgAYhrMRAwAkHzlBeC5p9nG6vhxYP9VYFETIkSINxVC0vamxHpJ2AZ63fmr8NoLfCyaX71/nF/RgnNlSVtQMfRsoD0PzHyXSll6BzD4Vr5WW8OfUP08MPc4f/a81c1b38w5bxsZbjYSPJ5ZpCF0fKD769ZDElvzJO0ACxK6vV9UjuK//3fAriFZ4Ou9oWEgmwsrR0OECLFpCEnbmwXpHYAeYwVbcmx975WbqISRuPhx+KvwjBSVC8/uXoXnV7Tai0BjEohk2HOu+Ap/tmqXv3VVUDGsn+FYzCKQP0jFMNoHtKag2iitgNJh+s5ZVQAO0HcTH+9l3vpmznnbqHDzElZpY7VektiYABxBqj2n+/tl5ehf/zW0swVE2hZfXq0Ce68LK0dDhAixaQhJ25sFsfzFb4BSUZAYugQjW38VXnuBG58HwC4vr8LzK1pmiRudawHFCtA4T/WkObX21lUbqVB1Uww9TymGZhHoO0iS3HUsgRBrYgvgWIDVAOoXeK3RvuXdHjaj8OFK40r2lQ2SRE2YgfvXiH98zRnAEX8Pnguc+Qyw+AKQ2tFJMp95hlWiDVPR9lY7rBwNESLEpiIkbSGwXKW4BJXAX4V35i8BzwKGH2BlaLAKz69otQtU2ADASFPtGLhrfa2rNlKh8iuGsluEayrFEFAdKLqR3GCIdeA2vr9yjCQgkiExHLyzM2y84UrUGrGZIdnN6itrlumlBlCRlViJJB7/QwAacPt/ViTRPz4tSt/C9gJw4QuAXWdhgpFUJHOmAPz2/48ELR6FZwqlLZHgY7/928BXvhK2sAoRIsSGIyRtbxZ4HsN4nkeFai1trCSCdglWjZvdxWzgsgrPc0nYAH7vZdshFS23rRStVBLI3wbs/gdrP+9GK1R+xdBuAHYVcNqA21qb0W8wxKozWR2uSVKQHKHq05oFKsfZOgy4/EqUxGaGZP1zYbdYNKBFLr2vbIdVjat+7EUSZx8DFp+nwll5HRi8a/n4ACC9DVh4lqRZj/L1mqFI5vNtYHYGsCx4mg7XoHqnaR5gWcDsbNjCKkSIEJuCkLS9WVA+wk0FAMbfD0S2rv29fQeB2mn1++k/ZUeCS9nAPd8mGhvsfM6v6khFy2kCkSwfr59nftvcE8DuX1jb+TZaofIrhue/SLPfgbu4eecO8HwSntc9h8kfYq2dIZmMpGlePPxWILmF3R6KrwCVIxuvRK0VlyMkK+eicIjXqsWB7O6N6yvrr4D2kzDXAZoyZ9NjvmZyfHmhi/9e2U1QbdaosibH+WskS5L58+8FmneyEKFWAkwb0DR42SzQ1x8WIoQIEWLTEJK2NwOsCmD6DXEvoRrUrnMDj2Q2bgMPEhq/qiMVreEHWP2nRZhXVD6senv2wmbmSvl9u+R8ahGg/xb+LEOjK8EfYrXKostEjoUZQGe3h8IOpfRI+wpJEi5WiVorLkdIVs6FJfrKGomN7yvr/zAgSVjpNa4H+bhrc20H10h7Qd0rTaMy6lq8b81JjjfaB+Su57F/6y3A5z4HfXICuusC0QhgmsDW0bAQIUSIEJuGkLRdzVhrntHZz1KZSm+7yGP6NhirzIbtVukSN3A/cfQdP6jqSEUrmqPdQjQDFF8DInGGVVcK0/rDYLK6U9OB+Sd5DRulUNl1fu/ZKcJD1zzAXq2RWnPMxfJ3e5Ako3IKqL3Bx1LbgfzNG6NEBXG5iwPkXGT3A4kh/ryhfWW9wIcBQRKbsySKTpPrJZLh40EVU96f4fvZLL45ww8N7QLDsHpCdPkQJPP5s8DcHOC6vP2GDjTDQoQQIUJsLkLSdjVjLXlGkgSZBSpVkdTKZrndjlk7zRAdwM3NKnNDu5QN3D+G9ryyIQmqOn03KuKS2c3v80+QsMw9Dpz7XO/r94fBrAagi+UcSXMuLkah6kZq44O8hvXkCQLdWyMN3kOrkETAlmVJifIVPljVjVWi/AgSXqcF6PHNC8nKuSi+wrxAYGP7yiZGgbkf8WezpEji2MNAahvzBtsFAA7Pb2RoSSPXSHonxxcbZAcPOKwY7b+d79ej9BtsnOOcPfkklTVdB+ABN+wFhneELaxChAixqQhJ29WKteYZSRJkVfk9ksK6Pasqr4ucq0WG8KJ9JCmXtIH7xtCY5PGB3qrO0NuASEJZaNh1nrs5u/L1S4Wqfcxn5psTBrgXoVB1JcpCRetFhj2ve8GtvyhDQjdISIOQJGPkARJwQPi6uRukRAXQUblbpKrpWEBsG0OyI+9Yv9/fSpBzUT6iagYuua+s73605vhlxPhhQJLEWD8w9TVVZeq2+b34AhAfVmtEjq85w9/Tu4D0bmDHzzLECrCbxfHHgX/9KcBygLExeI0KXMtFdaGBxPVDSOzcGbawChEixKYhJG1XK1bKM+oW2nKa3Nxb8wB0YOfPL1fGeh2z7yYgf4wmsIBSmS6pus+vtBWAylFhqWCQkCXHOkmhVQWcOpAS5MQq0/ZjtTDtkkJVVQqVWbk4haoXqbWFnUTQz67btXZ9eg05hpJkZPYA5z4rHruXfWE3QonqhqXk+7OKKEZzPF/1FFA/u/HVpBvVMg3gPZcK8dyPuL76buz8MCDD5laVClt8RFi3zDNnrXIUyN+y/Nh6lEpbYgQYe5d6/FQL+N5jbGGVTMIdzKHasmEUCoj9/d8Bw2ELqxAhQmweQtJ2NWGteUZBSwMtQgWhNkdbCmhUbKL713bMSIahyfo5qlVSsYoPbUx1X3o7ydP0N5ivFstxI03vVqSw8jpDdJNf5nucJk1O7cbKYdqlQgaRiwRwThoT61eoepFa6ZBfPQEM38ef4yN8DdDbYHcJayAqUumxm+ox3bhEJWoV+Ct3/SHZ+lkAGsOBG15NuoGkzSxSQWtMiv6wDteuP6cxNsjXAUDuBhYSQGdLMqsILL7SnbT1gr+FlaYBMQu2C2iOCzfZBz2sHA0RIsQmIiRtVxPWakLarc2SrIwz0sDIg0oZW0bwDKpQM99jFWN6B9B3i1IjpPWGpm9cdZ9mkPgVX2D4qr3AcftJYfkIz+cP08b6qMqtVFggFSojCcz9gI+NP8Lw7loUqrWQWqclWnv5CIfMn4sP0cMNWKFgxPc+LUoS1LPRvO+1G6lKdYM/JCtVxPggPcqsCpBC7y4CVwMGbgfyt5J8WjVA11S+XHoHPwxk9jLUZYbV0QAAwUZJREFUCQ2w6uLvIMP1bIq+shPig8LoQ8vP4TpKaY2KvwvRwgpTU9CnCsh7LtrJBNzxvrByNESIEJuKkLRdTejwlzKB6mluAPEuYcpubZZcC+i7Gdj6SPdjSoJnxBmy7L+Zx7TrQFGoEdnrgb4bSLTigxdf3WckqODZNY5dqjquRVUnkuwkhQCQHGVvT6siNtccFUQvpTbhYJhWKlSVE+oxPbJ2hSpIaqNCBZz7ERW29A7h1RXsx+ojVKsVjPjJV2YXMPrOFQa0yUTNj6XK3Tww+SUm66d3k+TUzyqVs1sXgYvFwJ3A/I+oDl8KJNm2KlRk3TbgOEDtHGBWWaWauwmAw1BnJCvyJMsAXFZap7cBi4cCeZtZdQ49BpRe5WsAYNfHmTMqW1jVaoDtQAcQa5vQiqWwcjREiBCbCv1KDyBEAEP3Mo/GqgGtaSoddl31vJQItlnSE1TJommgPdv9mHZVhT8d3zGdNjfqwTu5kcs+prs+Buz4CB9bCValhx2GL4FfqjoDb2GIcfgdwOg7+Fj9vHpLZjcQH1UdEkqHWWEYvP5luEiyI0mtDKU1J0nW2os85/j7SCaDSI7TlDg2IIinKJjoBr/yklzFlqVDXXN7vmxDIAmvHlUq58Tf835YVd6D2ceAhSeB8msMYV8qpGp3qaRNku3Z7/PvRDdIqOwKu0tUjgDFl5Q6mBwlkdMiVDs9CCsXvfcHgpH7laeeH08+ye+7dgE6D1UdEOd54olLu64QIUKEWAGh0na1YYmMlXyJ9aXlYcpuHmAynBdUxrr10fR7TsETide+qkbPWXt1X0+lSZIVT6k6TgsovUIVw2/5UDkmrrXIpHinSQsKz2WeWf3c5lhfAN1Vy9pZEgEZugWYmO6/tvJhkmqzRGWyV8GEHlVzM/NdKk3Z/cDI25e/NpIWvVfrrOK9HNAjSuWERsKqG1R7jVTvLgIXA80gaQq2TlsvcvsZ1p35Ho8VH2Fxi1limkB2lwhh+wizESMhd5pc+1aJanBuv/pA0EGatcDvHjA1RVuPnTtp+QENmuahkU0hPbAFkWPHgOnpsO9oiBAhNgUhabvaIMnY4N2qd6emk8z4yZjfA2z2Bwx7jj3MzSt/a/dj+gmeVLf8KtfFoFfFpWOqwgDXVKrOqT9Vj3UjhWaRj4+/n7ltdo2bvFVdOUzrzxGL5td3DUFS65rc3JtTrC40Uvw9khOKogZMf5uVi05TqDf62nztmjNUbypHu5M2TRPkoo5NCZV286GTqldmN+e5egqoi7ZmsSHOf7RvY4x344OsxuyZ07cO9N1CDzXP5VicBudvy8NcP/mDvC+D9wDQgKmvKgUxtYMfIOx65wei+BCw7YM8frcCkxdeAB5/nNWjug5oGlwNGJxaQHSiAEyHfUdDhAixeQhJ29UGScYiWWD2u3xs9CFuLv7Een+bpbF3UbFaeIrqQXobKzSDx+y7EZj4EsnQ6DupduUOkBhd+GLnOIw1qiq9Ki5lQjigTHMBbqIrcZHEGFB9g0TKFZWwkRTDt605Jo13Iwz+EKS+zmUdJLWtWRJEt83qQnnoqa8BpRdZ6LH4IrD4Au9DejfJ0OxjJHwr+drJStSVkN1PMhgfXt91rAUr5d+ZRXq2OU3VRcCu855EMxtjvFs+RoUyuQ3Y+r5Lu5bmFPPu9Ihar9F+3rfEEO+NVeOYNU1VkaZ2MG8T4N8NoD4QGDGgbXNNuyaWFYb4q0enpgDXhRuLwkrEEE1mwurRECFCbCpC0na1QZKx+gX12GphSrvGakmJYNWhn+Bt+UmGPo2kqIgEN+fV4Fdo1lJxOXiX780+QhXNd+8pmruBIVK7QcWrflZVkBopoDnB53sRhmBYa63XApDUagbQmgEKz3E+Mrs4R54NFF/le/QYSWdihKHkqmg35dkin6oKZPctz4+ym8DZv1jbmIwkCzcwwJy6jUQvVVQSXrMIwAO2vJvzXDkuVMYan4v2A+lL7IUqjYY3osJSWq7I4hlA5KqVFQlzGlQ1ARJ/IwEkxhn+BajCDd/X+YGo+ga/MnsYPvVD01g9+ulPA44DzfMQc13ENA8YGgyrR0OECLGpCEnb1Yq1/uP3XODl/4ub/sj98sHer1+rbUNQEfIrNP6KSyNOK4X4YKcSk9zqvxj1Y2KUpK3jeQDZ6xiuyu4ngfITKz2xutGv53T+vFKie1BtMuIMi019jWQmkmHBhK6zcnDxJR4vmiE5a04BuX3A4nOdvnZapHvBhAxzrwQ5pu0/C0x/k4/t/CigX2S1ZrcwaC9VtCHIT3oXPcsye+iXZy7yvpaPU/mMt5j/dym+fc1pkuLGhdVfuxr6b2PxjJ+E9d1CYiZJnB/BvE1guReeayuLj16WK888w76j8nldB5oWUCiG1aMhQoTYVISk7VpHa54bKkCVarVk8cIh2n1kdgujUYiejCsgqND4bUTqF7jxWaVOs9zsXib3AywsiMmk+h4bYXILvwDajESzihBJwrSS0a8/JGouUg1by7VI4hK0RkmOkkS2XiOJjOUALaZsMBaeo6qoR4CEGLe/uMOfe7ea31pwTBKXothIErjzFwKqaJ3VwoUXlCoq+6DqUTaobxeUb58eBxKDzFG82E4Tfkx+BYDn+4BxCTDiy0lY+VVg6D4+B6zf6641oxQ8z+18/9QU8B/+M/DKK7T7kH1Hc0n+DSwWgW98IyRtIUKE2DSEpO1qhT9ReyXH/caEUsVW6z0KMOTlNHh8SdpkdWQvdFNoZMWl7KKgxYF4VREraTgrx5jZEzjoCoQkaPRrxFY3+vXnf1lVqi3dVMWV2oP5q0invyVIY5E5UppB4um2qSjOP8MwXP5Wvg9gGNQzuxRMrEIcOsY0rR4vvgoMv3Xl93aDnwRWjnf60LkmSfTkl7gG0juAwcA5JGkDRC9U0bczmP91MeOyKgA8FVLfDHSE+y+xmCO1lVYnegx4+Sjw3e8C8/NAJAIkEvBaDbiVJuBp0NJp6LfddmnnCxEiRIgVEJK2qxURn8lnMNTnzylrzVIFAVTvUddm+LFbdd9SS6Y3lE9aJN3ldS3gwpeo1nTLW2vNAvUJKjd6Yjmx8o/fD0kmmhOi0bogbzPfZwVsdh+JEqBylSIiLLmi0a+PBF74OypjMvwZzMGzapyHwvOd1ZDtBWD6OyIsOMKQrFUD4DKXLZoj6UluBbIi32nwHhJEzwJG30XlLdiJwd8w3j+/0onfP7+lVxSJlgreeuEngZFU9+4Z7UWS9vH3sTK0NaXeH8szVBrJAXt+ETj9Z3zcn/8l1d3UCr5zwRBtc1qsP0+N72JhVXhfu2EjO0mkdwB7P8Gfd3nA68dVC6vCAjxdQz0Rh+nFEf1nv4m+j3xk484dIkSIEAGEpO1qRUdoLLAJ+XPKtJgKPdZOMfTlOVSRgsn6VoUqxDK7hS6bnFkGms8y98hIkpxF8ypvDSDZG7iboSEjRZIoiVXfTf6LUT/6m657rlIRW3Mcd+V1EiIjonKV9ASw6xeUp9tKsOuqn6YMfwa7HthV5i1NfonjlsUNrVmOyZ/YHhsAFp7h3LXjJG/xIRK3vgMc/8DtJMqprfQKW4Ye89vq0rKs8BznIDbQWVyyGlYqDomkgeYcYEQ7u2fI/DtZUAGA3mQuQ6WZXZ1+av78r5d+h3Nx3woFFmc/S2UyvUuNyxEVmfXzne2j1msfcvazvMaMqNz1Vyt3zLfvZyPJdZEc5z0svcqf/ViJ8MkihL/+a+DCBaDVhua6iGg6agNZmP/HJ9AXFiGECBFiExGStqsVWoTdCIDlFWz+/Cu7CXhtPi57jw7f3z1Z/+xnqS4F84m6bVTJURKZ6W+xNZCmMRwo89bGHiaxqJ4CTEEE/Ga5Mpk7iNz1JFAcMABB2py6eo0/YdxpkoiuVkEr/eessvCHc1T4M5ivZlWo/jRngf7douvBGK8rmNie2w/U3uDc6gkAGgkXPJLC/M1q4+9V5OGf30iWRCazi3MpxyQrRVuLnNf8wZVVrCA6ikNSQGKYhHLhKaAxzeKPxBjVO7PI61hSRX3rK9ancrp6hbBrZ+g3B3BtZLoonzJE215gCL01x/w4aUVTOwWc//zF2Yf4w79aBMs7RwRsOrpCdutYZ9cJ2cKqXl86dtS0kKlXYR16Cnj0Z9d3vBAhQoRYB0LSdrWiXWD7IGgkFUHI/KvSkU71JL2bxqJByI1OqjD+kKjb7j6GwXvZCqj4GnO1ANXkffh+hgIXX1Cv9xMrWZHZXugsjkj4lKiODdNHEIbeCsz9kD8XDpGI+kOpQVhVJriXj5DkuRYVN3/4c/iB5V0PGhdYHTl4D3DqUzx+MLHdqjBMmBhV6ltihKqWzPWa/CptP8Ye7pK7B3SQiPROhhgBEkE5pnnRGsnzqLxldq+PUPiJae0sScVSiLcKxLIifBsHGucZHgVEuHlH57FkTpjTIGEOovSa6OEJhnO7kTYZotUjrPKsvM41LYmta/duH7USrArVXBlebU1jmZLpJ2qybRYA9N/O+dcM0XEktvwDUfBYxVfUh4zIA8C/+Bckbckk4Lrw4MCORJCoN5H4d/8BuPttYTeEECFCbBpC0na1wjWVetQN0sXfqqjWVK5FhcwuA/F85+vlJuo0RMGCj7R125gBVoa25qiCyRy1ZQUBK+UPdSFZ/k20FymJDfK7XRcWIrtJErq1iAJ4baVXuMEacdERwQMu/C0JUHoHN2fZ9SCaY66a51JVKjyjlJtotpNkZvZQdfOrbzs/SkIUSZGYrnSfgM5CktiA+tnfsswUJMhpipZYMzzHeiCJfPkY77PnkmD23w6MvAPov4Vk2K4A/XeIYpT9PnsXTY1BwhFhR7MkOm+cI+GzyryXU99QpGb3J5QnWmuW98VIiXmeo7qmGaJFlr2GfrI+yPDv1DcZCtVFdWj1pFJ1c9cL70HfmkyOUY3zbKAxSaKWHGMOopHwVTV3wdhDwMKz6vcXXwJmZwHLYiECAM31ANeDbjvskhB2QwgRIsQmIiRtVy38IR4by26V9LkaeUBtWo1JfpfJ+t3ynBxR3dhaUN0FekGewx8CTIx0FgSsqAb5GsYvPeQjbeihtAGiP+ScIJnl3n09ARKP4fuVIXFUEMz2olJz5DhHH+TP5cNUH902MPuELzHe6SRteqyLt1eEVZ3nP9+ZD1Y+1l1piw+oooipb1AR7L9NhSFHHlDqn1kEKm8AC0+TyO34me7X3A2SBNp1YZ6c4jEiBXYI0KNATbSnak5xjitHVNsmWdUZ7LeZ2EJFt35eVVJKIjr7A85hcguQ3sP2V/XzvAa3zTUy8x2g+LLI+9vGDxnW/PrsQ5rTJJwLT/H8smtE5Sg/dMQGqOImA6StY37O8Wv0Id6r1jR96XrZwwT7o77/PcCJ8yxEaDYBsw1oOqxkHFYyDu2Tv4xs2A0hRIgQm4iQtF218G08zRnmQPnhb01VOEQSkrlO5AjdKN4XSMCHTmWhdorEJda3cmL/0L1AvB+ARjXKSAE7f66zICA53r1a1Gmpzgd+49v5p3yX6CNtmsZLdlrAzLeBuSdILLSI8kZbqe9l/jYg+hWSH7sheoX2KTXHc3xdD54nwfVsEoD6aUVQ40OswAWo3OgJpdR0jLuLiihVqZWwRPI8YOsHeA8z1wHnPkMSMvwOFjlMf5PhV7+X3GqQ15Ac7wzldqu61aJA6xx/dn3XtsyKw6N6mb9JVEweEjmGMhfRJCnd/XHguk/yvk38HQ2JdUP4pRmsUE1tBwbu4Psiad7ftdqH5PaT6M4/QVJpl3lMJ83wef4gVWaAxTkybxHgffRcdtQAlO0IX9x5nvggMPLOzutfmjNRiPC5zwGvvcbwaMSAYdmo5zPAr34S2bAQIUSIEJuIkLRdrVjNtsDfmqr/Nn4vHwaaFxgmHX7r8gR8afcQzCeK5YGJv+88fjQPRBK+c9yinvMXBEgT02Qgj0eG+wBuqH7I8Fu3nDazLJqxvyzsM25gqHi1vp6tGdEM3GIo1HMZ1g02A5/6GlWs+hkWcUTSJEZ2lSSgXaAaKJWb7H5fYr7EJVhKFA7xWkeSJIz9t6rwdOEQuxMMv43hPxm+XStpk0R+/ilFqvzFIQAJjlMHommfN9xM57XlD6owp+cBfQdZATr6buClf06VSuZB6lGqi7uFLcbQvZxjpwk4ohgkfxsw/HZ2mbBELl1mPx9brRrYrxZ7LsmmXWIBhC7IdGaf6m+78+dZcFN6ieqmVRXkzUemFp9XP5deAYZ8IdpImkUcdl2YTgdUR9kNwXX5e0RHxLKRqLfgvPAysNXXZzdEiBAhNhghabuS6NZqaAkrEIPg+yIppQQVDgGtgjJl9RvGygbg0Du7C6y1tVU3uEJF6wh7Bsav+W0johyjawHbP6xyirLXMWyYHAVSO5VXmS6qAyMZqmu9EtdbwpQ2dwOvuT0vPNYcpeZIEtuYoNIWjXA8msE5SI6rsF/+IElQZg9Jnx+awWT8tcKqAOc+p3L0AKFoeSCZ8EgQKidY0ZrYwkpWPbq6wuiHJPIFXx6WvzjEqpKwuCaQLnMMrqnyAQFg7CcC4UKP1xvJ8J60ZoU5swghOzUS5vkfiZD2LEmiVFftJhWu2ADvgexcYaxSDSxRPQHMPS7yBsVYtChgFcXa84DoAol3fJBkzt9dwqqQpK8HpcMkrakdyzuMPPkkYJqiGwKg3bQPkbiL6OlZ4OUXgJ/60PrOFSJEiBDrQEjarhSsCnDqz4BIUuU7dTxf7eGphs7emWZJbDKvK1JgFlRYbSnZvQzoSUB3uKFa5ZXzifzhQKfta2gulDVJ9GRfzWXFDIGwkoRrc4ytOeD83wAHfouPp7YL3y4NzHXTGW6UikqsH9jynt6J67mDtOtI72WlayzPAobcfqo5cvxD9wJn/kL4eglPMs1S+UupbZyT639TEaT5H6nzxAZIUHsZu/ohz7n0vdzZvcLzBGfzqEi153hPrBKVy8G3dPZzXa81RhDNaRLA9jzXh5Hiz+c/z1BsbID2IP5G9Z4HzH6fSmTtLB8b+wkqb26La689D8z9CIDD0HN7gSFfXQfsFombM8X3564TYwmqlz1QOMT5Tu+gmXMkzfvaOM/nDVGEI/ukVk92drxYVh16kZgtAb/7T1mEMDoMVCpsGF8owbh1O2DawE9/cGPOFSJEiBA9EJK2K4WTf8LE6oG7uuctTXyJCsXI/eggQME+lXZNhbIkKbCqKqwm85xGH+QG3J6jEtIu+goWuniq2TXmKxkxqjCll/m4tN6QRHPJOuJM5/v94V2rwg0V4IZuldnHsnpKXbvTIjmrn6cqqOli069QUbEbzMXzE02/4hjLkfhJaxKAaoxUc078EfPJ+m8TJsSmyFUz+aXHgYRN5clpkPhK0pbeyfcAWLH9VlAdleayRppz6DQ7u1ec/jOS7fwtwry4j/PpWry25gxJR6yf1Z9djXt9kPPRC7n9zHUrifnUNNUdQXrDZfcEPPZ817T1Uc7f1keoVDoNYM8vU73b8h6a1bq2uH8Rcf8aijjHBqjKAapN1kqQa91IkZw5LWFX0+LY40MsQGmc55qSc2w3OGdzT5JYVl73VZaugtpZ9fcET63jw+eA7/8QWJgD4lHAtgWhXQS+NQ8M5IAz08DBXgcOESJEiEtHSNquBMwiN7bWgsi5CuQtmUVuQkvO9v6ihEDvTE9ToS1JCpymCqu5FjDyIBPAL3yR58nfQmVp8G6+T+Yg9eqUIC0t7LoieJJsjTzAwoGVyEzhBeVYXz3BY7hNEqEzf0kVZfShTp8xI85+okaCRCCzh8TPn7juVxyze0XuU5dqVrPIqsnSYeZjNSaoZOkRMYcJ0fh9hNdTOwWc/t9sqTV8X+e1rZRoHh/qPGdrjuTGbbIHqBHv7F5ReJ75ZeVjDDOmtlHhbM+zGKK9SLuOwTtJcOtnu6uyEnI+on1cP91U2sxuYdtR4LgArpH4EEmhVVWhZgCsKBWqYvkVdf7cPvWSrKiYlaH42e9TXUtvo6qbHAd2fZykTpK2tUCudbPMHL3SK8KmI8/1alU5tkiW99ZcFJYvfUB0B3DuL4F2md0mlipLu6Aj3SBAvOODQBXAQ7cAc3ngf/w3wFFrzI1qcJNpzH/0H2LgPe9FfO1XFyJEiBDrRkjaLidkUnXjPFA7SRWpOb08b6k5zc3baXHTsqoMHUoVzd+iqHaObZY0nfk3/qbmMqymxzuVsOKLzA0y/il/X3iG6kqwU8Ky8ZdVWFASTbuuCgv8FXv+za+9wHMuPi/G7jIsWTsNnPssN/XZH7DYwbVFvpQjCgocXndilB0iZOJ6UHGM5VUFqoS0KWlOk5Qlt1A9kwUN8Bgyzt8AGFlg7EEABosB4v0kBOXXO60f2gt83l9laaQ4Rj2mHpOEo3aKY5P+bHJ+7CYfj+5guK92ytdjVuO9TIzxvtbP8rFovnc1qX8+ktt4r4I+b54nPhBUubYiQ+q+WVVg9kdUNeU6SGzpbodh1YStSLxzLI0Jkur2opgLnXMoi0H8fnVyPEES3M2mpr3ANe2aJKJ9NwLNvAj7L5Jc5w+SuMk5rp3hBxojznzJ5Khap0Ey6yf/wfHlD6pCml99GfjM/wImRZGNpgGOi8VoFP9qywP4vZaD4Wj4LzVEiBCbh/A/zOWCVaWqNPt9Ep7WPDeh+hngzKe5iceHRIJ8ViWJ188zVFp6jZt3JEXnfYDErH4BgC5CSGlfcUKOIaLht1PRac4K2w9PEC+NBEC2Y3IaIvTkT7wWry08y83eaSpTU0k0z3+B49QjJED7fkW9V0I67i88zes2oiSXWlQQ0wrVH4AVsHZV5VU1p/h84wIVNplT51ccK2+wD6hUxPQEnys8T3IoN38jCZg1kuXK6zTx7b+NeVb7/gmv4eQfA0kfUTELy1tynf8874W01cjsEUplorMJfHNGzLFOEuU2qGrpBq9RTwCZvRxXZg+weIj3QdqAbP0A52r+KR4vhd7VpP75aBeW3wOAcyHDkn03UZ0EGC5vTHKMMv8R6FJcIlA5xk4Z8RFg+wfV440LnCsjQYWq7wY1liXbmVUQtKlJjZM4LjyjPOSsKnMbW1Mktk6TKmH9HAlee4HE0mmI1llivgqianTbT5HoFZ7jhwQ5Rvn34IckkTMF4F/+V+B8EWgrCxut0UbeKuJff+rfQn/fTcD1161+jSFChAhxkQhJ2+VCcxpoTnQ28471cZOzqtyg3Bzz3OID3KwiaVGNd0xtoK5DshMfYCi0fJSbUnxAbVgAVZncfnp+Wd8VgxCbjdMAoKlkcEeoZVZpebVcc5qkqHGehMlPGFsLzP+JDtBCojWjlKCgZcnOjwCLzwLWYzyfZ3N/TI4xdKvHSCgaF4Bov2r1tPAMiV5rlqHVpgjdmSVeq54ETv4RCUkkrbzVzDLJRe0U51aPM1neKlG1ifZT/bKCHR5WgbSCsET1Zd+NynusdpaEo3qK19aeJTkzF/ldiwjSq/OxSEaQVUFEPJcqmWuSzBZfArY8zKT/+tnlfnUDbyHRA4RaVuOx2gucX/cMH5O5ebrBHDBoImR+J9dCYwo4+xfiuK6vUX2PULCsDG3PkQjlrheWLBYrLmMDfK9ZFARuhN6Bdjl4oOXn8NvUOJayIzGSzK+M9YmQslDVBu5mGzFpKtyYZHjUs7lGNI0EvTHJ+xLL8wOS/PBhVTvTDYJ5b5JEfv8p4PnXgaYNGBqQjwG6Biy2EG1b2Hv6DZgvPhOSthAhQmwqQtJ2uSA3I89laxynyU/5rs1NdeQBAAaJRnafCOGUhIv8VnYlOP3n3HjO/AWQ3i5CUKLa0lzkMSNZbp7SnsFzgeppPh/NkgzIzgnH/xvfXr9AslY/32ks63kc98CdSm1yTDCsmOIGaCQBWCQy/vy85BYSR6vEjbMxIdRAEZpyWoBbIxHURQjrwt+SEGT3kSgacapOiWGOffYHVEfaCzyWbgARm2TOLJF0Jca48SZHOTduE4DOjdsViezJLUzsz+wi8XQdmsH6rUmWEAzflVUBiFUiwTrzaT639VGa4059k4QluUWEd0VYLtbPc8QGWTXsuby/rWlhdtzPuW7PM7xXPiL847K838DysPdSk/g0SaLncq7NIu/d2Ls6K06lfYZm8J4XniUxcU2Oxa5zrswicyUH3rJ8Svz+em57uToW7+dztVOqW4FZ6N15IAiZG7f4IkOeVlXlqqW2dx63/Do/LLQLAFz+TbgWx+G5olDnDf7sOZzHxCjHK9Vuf7qB0+B1564X1+rweHclgI/dCXz2BaBuAhUTGE7AHcrArNl45aE7sO/dP7m26wsRIkSIi0RI2i4nhu5l0r5V4WZspEBSEIGyugA38cVD3EQrrzPnKTHGXCGnIfK+kqIBd4bvjfUB2esZkmrNc8OvvE7FybNJpqqi36aR4HvOf47qT2yQSp1/M/Q3ds9dz5y09oIgTfOAkVHVgZ4jiEydRGLoHo5PkiDPo4JmVbhxO20SOavC66mdpmJmlngsu0YVx7W4WY8/QlWjfobvcU0eM72N16fpVGHS25UrPgAkBvna2hkSC8cSr9sN9N8siEuWxLA5CUx9tft9c1osJAB8xsAArDpQOsrWSLnrVTWmVeJcOSYNivU44Bm83/EBkvDYAM8fH2TouzHJnL7sdYC7h9eiRcS1ivPJIoNYP/3qht9GdXH6GxyLtLdoL/I1Q2/t9LQzi8q7zKopslU6wkrbWB/nszlNYhcbAKqvL58Pf4cLSez9Js4ysd+1SSa3vIevCVa3SsuTIKRNDTTOmczBM0TBiOHrgmAkeFzNoAmwHiFJi2ZJzuqnBWHz+GFCT9C4ef4J/v3k9vN1rRlg5vv8cOOaXP/D95HIyeKNj20FvvkqUDUBxwPmWkAuhepADi+++x7s03uEk0OECBFigxCStsuJxoQyuY0PCSJW4AbblKG0gmiqnQDsIjek6nFg6uui2CAjQnozADSRS5Ui8TLiDCflbwHG3wuc/SsSHzjczGrnANjMl3JN1WA9vYO9KduLgZZAIsRpFny+cWlu+A1fhaERpYrVLgCz3yP5yx8kOZIYvJvht2iOJCaSYpupxgWGWOd/SKLmtEkyozlei2uTTESSJEEDfSQe808KOxDpJ6eJkKKopM1dz/GUjwqy2+T8uZ4wg32aG3vuepGkXu9x0zQSmdoZVZ2YvZ73aPF5QXLzvJflIxyPDL3pEd4vuwroOZLZ9G6gfopjiw8I1Uvk+ElXf92gohTNk8BXTlB5Ahh+zB9UfnVSlWq9pkLjshpUtjOTqJ0lwQRI4ofuAvpuFon+pq+IJKEsQDK7Odb2nKqO9ZM2+UHDb+IcHMfg3b7w7Rqw1Ff3Hbw/809zvOYiQ7lGQngNVoH2S/y7gsYcvfIxEvDMdbyn5iJgNfjhJr2D5LQqwv12DXC2KfPkdoGviWYEsc6DOZ+ieOPwAlCyVNqbDmgtEwkYGDszjZXtYEKECBHi0hGStsuJxgVWNGbK3PQH7mAukB7lRmFXqQbFBlRVXaSP5MSqUr3yCkKNqqvwZHKcm1FrjurA8H1MbC+/xg1vqRm6pyr4HFOcw2WIq72gNtkl8iCqIV1hoCuVvNoZ5lvZDW58mkGiYiSA1C5u9qMPczN0hGWJEQd2fZSGulZN9KXMMKdt8TkSCrvGc9oNErPGBR6zfISKlNMU+UqiuMBzqDRJ1XHhGSp5UimMZIWlB/h7bIjkwyyQcKV3dSqKvZAc7axOdBpi/El+ZfeTCE59UzRTj4txxRh6dW2GaR3xvXYWgK6sVJwm51C6+seHqWa2F3hPrQpJPCAsOXw5eFKVsqq+14j1svAkMHC7qsZsTiufuPYccPT/5ly2FtQaAEgio1muA8/jnLbn1PE72o/JtT3BMHtrYfk4mhPAzPd4L1Jb+dzQfb0LHWQ7rux+4Pjvk8TrUV5vNMNzWRVgoU7yL9d06QgVMU947cUGee9dUayjR3hfonmSZ7sq2mI1RJeHJEnbyIO8dxKTF4DffwU42waaDqCDx03pgKEjVavj5qMvQnPqAAZXW00hQoQIcdEISdvlhPRFM0SIRlZjysKAgTtIYqonucHpCZIUt8GNT0JPcpN12oIcxEkWmicYarNrajN3WkK1EwTLbVOZc21FxmTSuFlW5CF3g2o5tPuXmPDddyNw9tMM49l1kg9zkedwWjy2WQCa81QHXZPXKg1ujTjzvJzT/N1cFJ5gGjfmSIaKWuMc/bU8ixusHuOxzLIICfcBg/cq9cdpiaIKj6Gu3A0kWsMP8PnqcTrzm/NUFBsTHJdUFFfq8xpJkTQv+ZuJYg85f8kxIJ4HFp7j/Gb3ipD1EMmpJ6pKnSbDu5ogPIlhVX3amBR5ecLV30jwupcUpwf4HG8+Cbr0q/OrUjLvsHxU2WH4882kogeQZJZeEwTL41xHRHWnHhWdNUp8LrWN90AqcVZF+fpJAte4QHKdGANu/vfAzHfUOEpHlGddrJ9z2pxe3pNWQrbjci1V7Zo7oOarOQcsPCGWrqE+4Hi28PXTOI9DbyWxn3+Kcy+tXFqz/LvTY3w8u4/X4bRJ5OKDXKd2k9d/2gNergDFJqB7QEwDbA1oAppnAjEd2g4HRmsGwI7eaylEiBAhLhEhabucMOLcENoF8ck+xtyqdlF5kmkRZRoaTwGpYQDCcNV1eAzX5Car6VSr3DZQPUtyYcQYVpShqJH7edzaGW7UrRkSOD3KTVePik3a4ibmtLnZ+/2zIglg8A5FbsyiIC9CBfI8jlszSA6sEhWl7H4g5bMhAToJUv8tAG4TVhQlYYshijM0jSrj8FupfiTHuSmXj4l2Tnnm5HngfEi1RYsBGVEFGkkCuz8OnPhvzEmTG3xuH+dYKoq9+rxG8zxva8bnbyaKPRpnSJIiaRKA/EGSbcfkea2i6HRQpapTfJEhuexemuUmxlVT9/QednSQql/uAMfmtFVO4/nPieduIimUfnVSlcrsAaa+wevTIhyzv9/q9DdIXGXHiNggFclYnmQ4MaJIkZFiON5c5NzEh7huZdh35vu8Pn+3juw+XkdiWHRxyCtbjtR2YP5xYc5cEhXKQWsNv8Gtb62kd5GI+edr7z8CnvtVqo2tOWXZocfE30SKX/VzIgdSKJnJEQCGCvcbSarHY0IVNks8zuz3eJzkOM/9rtuBU3PAZ5/g3+18g2H2dAJIaHAeGcfAx96L9NAN3ddRiBAhQmwQQtJ2OdDNMNQRHmx6nEqEritrhvgQ83GSW0hU4kPciO0qiUxzCnBEVVtylN/tEmC3WYSw+Byw/zepqkT7RNhwC0nEwlPKhDW9E4BHr7LiK9y0pamrH7LKUfYjNYsMnw28hX05jZRQpKrMeYskmVMkKzi7IbufCpJri44KrmjcLqpf9QRDadl9wtJkkJtr+SgJy4n/QZIkCyukYtk4p/LVsge48bfmOOeZ60hqSkeUkiTba0kM3svNPLVNVXgWX1aKz/D9fN5pAC1dqEGLvFeNSUV2Y0NAZgeJTGorCYRTE4UI2zvPqUc6H5v5Dn32dv08FSe/ka+mdzZal6oUQFsVAHjq45z3rLCfkPlmpaOdljDRLJ9rz3eSoqH7qUamt3P+zn+exHj0Ic5XNE2SI33TAGFhkuAacNu0+Zj5DkO9laPCd7DNe1af5IeIwbcCMaHu9TK41aPL56u9wDBs/RzXvOaJv4Ga6FM7ROVShl/1ONB/hyKl1ZN8b3KMpFePco3lbuQ1W2WSZUAZAP/Su4BvvwGcP80iBACw2tBGMoh/9BbExw4ARliIECJEiM1FSNouB4KWCIlRwFxgwn5rUagPQpGSNh6exs0jkhbhU5ebS2IIsBYARxQl6FG+HobypqqfB2a+yw199CFu/gAVEg20zmjOCJUtwg01miW50Aw+3ppVHl+V451N09O7gNROtiZ68ueEuW6M50vt5Ma37aeBxadFZ4e2MsVdUlg0ZapbO8PX5A6QaMwJVUaPcQ4SI9w89agiKG0xb5ooasjup/LXmuHmnd5Fz7vRB/n6aJZjyN9CwiKVpPhgp/qX3cs5l9B0jsttkxwO3S+S+T2qVdm9PNf0d3gt6Z0ksVqUZLlynK2oPIvkoTnlC/ldv7Z+mB3okk/mh1QEAUX2lvLefLlxNRGituvLSdHE35KUZfcsP5+0B4nmSF4rrwv7E5//4Mx3aaFSPqzyCmN5rqeFZ6j85g5wHmMHu3e3ANBTAW1OAaktQPO8UAzzXK9mke9JDKuiidwBkswOUvo2fqBIjPExmfPZmqLyXXhWnF6W7QJ4+QywWAAabd9cu0C5Cbw6AYyWurcNCxEiRIgNREjaLgeClgixfqCZE2FAERpNbqUSkBglISm/KloRDZOYtC5wo4ykacCKCMNdC08Drku1IZolCSg8RzVh8B4qRu0FoTj5wnzNCW6o6V1UkiJptjGKZnztrDxuxqXXOq9Hqh9WiXluhWep6BlJVpHqEcBaVK9feAoYfefyeTn7WbbzSo6TdG37IBXG1ixJZXKU4+uG0Qe56dtNkQ+XEvlq50maZL6aDB9WjnO8iRERop71KYo+cuB5vC/T3wKgUYkCSDTai7RiSW1nGNarkcAsvkibCc2j7UQsR8Vz+gKJi6yABZbbqvTqh2lXWPiQP8h1EMwhC8IsAdPf9hV/QJERmfc29FbVA7Z2loa9krgunVf4tPlJmFXh/BVf4THshrLakL552etU54uJr/A+6lERCtVJtNw251SL8PVZYUcS7Ke7GmmrviEUwoL4wBDlOfSYyL3rE2rfEEPhwfZZRhf1TsJpB16bBGZLwH/6PLBYAqI6YLuiuEWHV3Hg/vdjqN3xcWQ9DXpYQBoiRIhNREjaLhdkiKrwAl3k27PCxyohXOT7RauoFnPX4iOqp2Jzhsqc0xTtnHYA+VuZeyPDXbEB4RbfUJ5dA3dQ+Vl8Xo3DLDKvKZIjgem/nRtl7TTJAVxfOyuPxKp0mAoEoJqRx4cVGZBVpYAwNK0qA99eKL5IK4v4MF3/oQOFp/mcv0VRNC/sOAIbuBHnnC6+TKLSFgRDj3HTz+wWuU0ifFh6lc/LufBv2skxUamaIpFpXFA2ENWTDI9J24/FF6jexAao0tROiV6cDc5nYoRhwliec7H4LPMMZa6W9C5bslVZAZK0nf8818zI/d1Jm+xNWxCmzbJC1Kzwcdei111qm/jgAFZvJgY7Q+FOU3UWcBoiRL290/IEnjLJLb+uiJMWFe8TqqoRJ6FvXCAhs0qcJ7elqm4nvyLyKX0E0d/xYejtVNLgKnVS+uTZdZIxt81ze44ofEnxftnN3iFwrDWM6XHOny0BZQewbFYAR3RgIArUbcB2YS208L3P/Qjvuv1j6Mv2r/HYIUKECLF+hKTtckGGqJqTIvRZYzK3kWQfyMSw2HTbVCH67+CGrRskANJXLSrCqPmDQOkVbszRjKiaE0n8epTO+js+rHp6SqR3iZZJHgCX7bIyu0W7nxOC9JVI2mTYyix270s6eDePUz6iQk+Db+VxYQCFp8RLA0oWQOLXuMC8sfigyiEClE+ZPE/Hd4HaGTG+aVUcAPiMY2eAvoHl5w1i24eoyPTfxo3+7F90Pl8/w7H6bT+0KKtA5bn0hMgtbAMTf68IbPY6Kpr+9mJBWxVAVJLeBMyJvEdJTCI5nyFuVYSxfYn6Es1pksnFF0iWpKpXeZ35aukd7Kjhb3yv62qOpXlw+YjoJtBH4teaZnFDa4aKVeUESVRrRlQPn+G852/m+im/TlImrzGWJwkziyTTMlQOkERXT5IIprfT6iY+2NnxIXcA2PEzfP3JP+b3wiEAGok2wA8MRoLHdkd4nsxeRUCDSqLE4D0qDCrbhKV6VH4+8gjw4g+B//Y/gcUa11IyBng6vISLyjv7EL3Dgt6cBELSFiJEiE1ESNouF6QqldqhvM7mn1R9PyMp5fQ+/A5uvEv+ahBtqHLCxHaBG7JMkvacQIcFjUSiOamsIvyu/rJlUWyQ1Zi108oOxDNUOyuzzO+Or+ovtZ2bY3xQKCoJRdgAEoO+AwwXLkEStSrHXX1DtPFqq36a5SMkQWvN83IaJAOuzTy15BY+Xj7KfCrPovWHhNYjbmXEfc91IXZ+sidtP+qnOYfNSdFmbCcw8k6GTmXFYmKEOWz+ilOAZCioAOnJTkIlicn4+0TosCzMZEvdryG3n7mL1RP8XRI7PcZ5GX+f6oyQv5Vk30jRU88q8RzV4yRRekSptuXDXBvtgggzZ7nOZH5ccxqItriezRIJuA3lz1Y/z3XvtKioGnGGwm3RjSE+LOZxTuRqllgpKzs++Ls55A6QlMp8vfytwGAC2PfrwIUv8v2xUcCUYW9dqbUSekKEhz2eW2Kp8tjovgY0DfjX/xH41GfYes31gMU2oOvwBmI4/66daCMBby29a0OECBHiEhCStssFmVs1/xRJTv8t3AxlXlHhkMrDGbmfVYaNSRIBuy7IU4MkIbmFm2lzRqgyHslgYliFq+ya6EkpCFDQ1T+SYsh17pwysc3uE/0sn6NakhFJ+U5LETmnxfy0lKgsLL3ceZ0ydJbaKqosxfgAbtTtOXZmcKoi98hhYUT1BM8VzPOS+VndkN4FQAPydwCOsIzou5nESY8F2ib1IG2lI+xU4LSUz1kv+G0/4iO8rMYFKk/Fl0ToUuN15w+q6/aHj1tznNvcjcDW95MknfiffDw5KhrSF0nMozlByBu8p/XzwOz3ec7Rh1S1MUBlNZrtVPXiw8yRlN0T/POg6TRf1jRWxC48yb628iXRHO9NcpzrzYgJm4yUaMvliVD+PHMQt7xbmQVLfzYtwvO7FvP8tCgJmVXidfXdLEjbtG/MQ7QvkWO2qlTR+m8HZh9X68Gpia4R2c4K04gv7B0fEhXPghAnx5g7KnPfErK6eQXSfuIZ4N/8n8B8GZgvYqnHfdMGHA9600TylSZmbx0P+yGECBFi0xGStssFmVslQzJmUVkUGCluopIUtGbpayVhlRlKlT5tsTxgGUx8h0aClz/IY8SHSNz6byNRlLlcQVf/doGbT3yY5CY+xM25vcicOK/NzdZtc1OUCfS1MySAB35T9bqUiA1wLAAJWGo7VTUJWZDRmgMaLolB6RXlA5YVNiF6XCStC+z9R+hKuvQo8/Eye1WCvVPlnLptKi1L6LGlll/jWAvPdH/er9DJvCpJwuwGcP4LvJ7qSdEmS3joyRB0/maSS6lG9t9Bcp07wHGaRZKW4kskw/Jet+doXWLXhWffCElS4RCJd+5AZyP45vRyVc8sdXZP8MOqsoNBXdxPzwWg8xy1cxybZzMPLruHHxJcWxSciErg5qQweM7wnPXnqJTKnETP4zrzPJraum3hC1cQti4xcR6HKphmCHVXjDkxCpz+MyrEqR2izZnI15MfIqL9gepk3/2WiqUsrJEfTIwY53Xwbq612e+LOSl3KqsDdwB/8yfAU8eAuTILfgDF7VwPMD2MvjSNzG1VhG2sQoQIsdkISduVQpAAAEqhaC8sb1KuJ4UPVpkVo1aVSfqJMW5Y1TdImvb+KgAbGPtJsZH5NhIZ3mtOq7CpFhNVp0met36Bm2i0jwRMhu2WJdDry/PExh7ufq3+1w3dC0x+VSiFYhyaTnVF5nkFk+17tTuy64p8zP2ABCCzp3Njn/iyGH+7+zEAVpyuBUGj19aMCCmL/q5aDEBb+Oi1SYJTb+VrIzn2g60cV/1VEecc1M/wvhSe5X3Qopx/gHmMkQyVS6vCtRIMHQKqcMK/nuwGxya7J9gNVusCvNeNc1w3zWmGwDWduW52hR8Q4FHVy+zhtdsthkDnnuc1ZfeTUNo1YOLvRLeKfpJOgKTRaXLt1Cd4zdF+KnBOhR8A4gOsSJU+ffFBqq7181zPUiGuvgFWXgeqcM0y26NFkio8DAgbEqEMRtKqKrYxSYXz7Of4wSi7X+XHyb9JQHn1PXgT8Av3AZ95EmiaQLnOP6lEHBiIwby+D+c+PIyMVl3bGgoRIkSIS0BI2i4Hurm9d3N6lwpF5joSOH84M95P0lSZZ/GB2waiLlUQ2f2g/zZgx6O9xyGVPKuCJbmgXaCqBg0wRgVhcpkYbtUAOHxdMIG+epx5RRLxEeWYD4iem7JNlo+0TX2T6p/TVC2UrIrw2SqJPC+XhLRXDtfSvJY5h/UzKvfOtVSumGuz8jK9gyHAXuRspTZWErI4wF91KkmGkaRiGcuLUN+s8ITzVYhG0iTApZdJyBee4Rw6TaD8BhXOwiFeT2yAZsi1UywkWGrVpJH85W7gnPnXU//tyzstRLLsQyu7J9TOMY9Szk3tjDClrYo1ZfL90qfOSJAkGUlWHI/cz3Bp+agIefbxyzW5npNbeN1FsW49m2PxTKprRorra1AQ2XaBFaYjD7ASGgB2fhSoHFPeeEGFOFiFmxrvbPG2hIhqDxc0Jz77WeEFWCN5jQ1QfUttF90l9mKp7+7848AjWeDrGaAmPuh4AGwHGMih8B9/HW8cO4qiOwBND811Q4QIsbkISdvlQDe3925O77Jq0m0t36z6DnIjTIwBZhWAy9c1p0iW4kMM51hVKmcSUqWSobXWrDBGFXljdgOwxKaW2SuSxG0SvOobrGoEuLFF84pYyZY/Eu05JoQPvoUhstkf0tYj1s+xSyy+JMaQZ5jQc0RouMRcuuQ43+856j21s6pvqewuUT4mLEo04UNnkUhYItdJj/BYukFlavhtwMk/QXdz2hVIm0xSLxzi8YfvUyaq6V3AWIxVlWaBpDGaFWHF7cDYu4H6Kd85xHlMoZZKQp4cpsLVuMAKVj0uCLAj2nmlqbZVjtMwWJos7xSmydEcyVO39ZTZLYyB4ySTS9YdOklNahtz2ayyMlbW48xBG76fpKjvZuV/N/gWnq851ZmHlhjhOayKCE9bJFbQAV2E/yMZqlR9wpNPdreY+Y5vvn0dH6Q6Guz7Gh1Q+Z/+KlynJTqMvOqzPhGKsLnI+U1tZyi6Nc/7UTkuDJFjJN6pcX4B/BuYmgT+05PA2RKVNomWDZxbRP/v/Dmajz4Ity8SBkdDhAix6QhJ22Yj6Pa+EvQYAF1Za8jNym6S6BRfEiEvkb/lgc/ZCzx26TDVLz9pkwTDEWqaawLIqIKB5ryoJnWoEkFjmE8zSOyMJDBwFz29Fl/yWShoWEZ2nIZS117/PRY6XP+bahME+N5IkuSwZQuSdoB5Rc05QQzLncUIM99mftO2RznGuceBuR8Jz68USZLd5Ny0pvm7EWeYse8GldSe2Y2lXpqF51a+FwCvMZoTXmNVkkfPE75yEOaxaV6LP5dMrzIcl92jSFtrhlWyQHf1KJJhAQIaNE+OZnkths18rsxuXntzioTV2w+c/BQtYK77Fap8WkS1GpPwf2DI7OZ5iy8yb3GJSHokLemdrCh2LdU8Pbufdh+5fTxe6TW2kPJfr91gUUysj2S0IQoLXJv3WgPnw20DzihVRX93i6X10xQfTMTa9Pe69efr9V0PzFxYXoVrlhkmLr7caX1y7jO8Hj3J3MP2giCySa4fmY9o17gWq8e51p0WcHQKOLzIDzIShs5rajQQf+0CfvIDLdRv3INYJGDiGyJEiBAbjJC0bTaCbu8Dd3Wa3frhik/yMp9Jblaey1wcq0ZFy3OpGMg8J9fiORoX6PW18DSw/YMilCQ2vuQ4K/yclujLuU9UrpYBLc9N1ZxXG51VIoloTDCEteufkVDJnCigd1ixdoZhPXOR+WZ+ZHbS2LVyXFQiGkDtBKspo2lg+4eY7ybDkcFz5faDLbCqAGzR7irKTdptCWuMCuAmaUjbmgV2/hwJydi7lLda58HVj+ldVBXzN/OYjim8w8qsWAQ6Pet65Sbadc7djg8DZz4DwGHYb2keAuqR3STplZ0r7JpqUSYrLD2XpMyz+RroJDiy9dPeX1Z+ZoDI+RNjNks8dmY3yaI9S1JWd7kmEsIaRBYDlI+IEKcLnPoUj7Hl3cDp/81x9t3ENQTwNWaR6xsa15pZADRHFas4olNGeifVPT+MFO/3/JP8wLD/H3fel+Ac7/wFrqvmVKcPW3KUcxMbEMRdWKnYLVp1mGXRG9UWDeHH1HmNOOeo/yX27q2d5nvv6Qd+eivwhUlF3CIRYHgYaDShf/IRbPvpe0iMw96jIUKE2GSEpG0z0K1BPEClxUjweT26gh+ZCLTIzcqqMDQ49i4qTFaJvydGqK5E89yABu7g692WIjl9Nwq/Mo/ViLPfJ0mwynxej/A1kmhBU7lI0ERLphnghd/i+/QYc5u0LkobwMdKr4l8oQL7UN70rzqfz+zmBulaVJMAwDpDIjp4j+qL2Q1mkepWbABwm0ya9xwsNY6Pi76T6d1UlOwabT0KzwvrkjOdFZBAJ/nsv0N4hlVFKysA0El+nDaVnIZoFZW7vnduYv2Mel/5sKhWvIvPG8nl6pFXF0QjTeLktIQIZgpCJEi7ERNdGyY4huQW4Ew/sOeXhMlyUhFeq6x8zaonqEDNPyX8+0oiV078C5DqWmocGLib5F3TxYcGEapuFzm+voPA7o+z8hZgcUF6OwtMnAYAg9ceyTE8DpD8auC9a04Cp/6UZDqSJgGee4LFB30Lvv6j4r50KwAZuBNoben0YQP4dxDNsoCjMQWkt6liCVvMcTTNMdo1QeA0jrO9AEx+iaTbXATKCeDTE8xf8691ywLm52iw+74DqsI42C4rRIgQITYYIWnbDAQbxMvwoHR7j2SE/9UqJrLpXSQUlePcbLLXKW83TRdhHlEgMHRPYNMQm4xr05QUHpWeoC2EVeE43TaP3ZrmRq5FuKFaNb4/khXEKM7wVlYjgdv202wwbpbot1Y4xNdZVY6t+gbwo59h2Gn/P+U5TaHgWSUWMLgmCYFmkFgGVTb/9TSn+V67yjEaaREyFvlTkTRz5dJbqWSlxjnXpVep/rTmOdbUNl+HhwD5tBvsnzn1FRI0zwarGyMMA84/xd/NEue9Wy5Zcwo4+Uck0q15HmNOKDoj9y9Xj1ybxQmuyaITswzYEUE4hO2H5wKuIe67yXG2C3y8XWSXBiOpumA4TVUcMvsDfpCQfWTjQ5wnq8J5t8si52ucayCWZxjaLKmeolPfoNoYSShF1mkBxR/wmppTJGd2Q+RSuiRx8WG+Xjf4AQMQiqFU0kq8DlmQIvuPyueD+Z/FlwJdM3wwiyK/sMG1AZ2kSo8DaLD4xUiIQhmpbPezilV2bMhex5Dp6TLwwiyw2AAsXy6k5wFti2Tuq88Bv/ZeNqHvVeUcIkSIEBuEkLRtBvwN4j1PmZZG+4GIy3BOsO+k7OkJKPsGPUr1RHqQNS4ob7dIjpuMdJ/v2mMRVElKr/BnaYngD+VVT5EUui2eyzEhkpCEEqNT1ZL9OWvnAO1Jelxpmsqfa0wyF6j0qjKZ1aNU72Z+SMuH/jupFAUJS2uWie6tWeDUH/HYMhdPmuQWnuN4rIooPHBEg3pX+NMNk9w0J8Vm7LE4IZKm0rX4Io/fmuH8RTOKtEXSQmUEiWTxRZITI83cL7ss5qGPhMQuA1pcEIQykM4pAgAoKxIAaM4KCw0LSzlydqO7Qjf+XlYPx4cZsnPb4p7OCzVRFG1IohVJM7TYmASafyssRnawY4NV4ZoaeTuPXT+jFN7YANeopndXajVDqFJg2HbhOREqbvJ+uCbns/gKcyLNBdVqK9bHddluMafQSFPpbc+LvqYVAGLtW1Uqv7M/YNjfroqWXC+SNDkNkkIjoYi8XBe9YBaFd1yW16/HSNS8GtelY4owtMPxxQc5J60FLvtYlSQ1mgXu0YCP3An86TOALdaUbgAZg6HSRBzlhom/fOwkvtfej8/8ioNkLFTbQoQIsXkISdtmQTaIr5wS+UcgWYDBXLQg4sOKtLUWuCECnQ3AK2+oysst76YflvR269Vj0d8VIEgUxh6mWvHsr5LsZK8XRGSRZERuxDIUK013G5MMe9o1NvUGgPxNVEgKz3Gj1zRB+gwSNSMOzHwPGH2H6mRgVakKOU1WBDp1oHqax++7ieFHLcqxVN6gwiYLJJJjVGfMApPnxx4meVh8QShbDjff+CBw9jMM/2oR0Q0io8xZczcwHLjlJ3nt5z+v5mvwTqpOpYKwrhBENpKls352jzADTijSpseB1hmldmmGUJ/qJMZmEVh4Fhh+a+/q4faCr/PCqK/C12eAq0dFFXBMWadkrxOVoRqJWSQpXP/BMfTdxNcDyqdP9hrtv8XXSsvjmvIczm/tFF9nxIHkDpLWU/+L5MiqcT1mdrH3qB7hvLsOSeXgnRyXu6ezrZTTAs5/jqpl5XVRnBAjuTz7V7z2gbuA6/4PEsynfpHXL41yg5C+hq7D9eBBhcNlRwkjTiLvtMXa9Khw6nHVH9WsAOar/IDiWsDHPwB843Xg3AJgijC8rQHbM8An3ovafbcjcmIKSVR6dkoLESJEiI1CSNo2C7JBvF0RmyqER1qVG5yfYPUdZDhIJvk3LlAVsyqdVXBmkZuPHgXg8j3S2y3ax41O5jRZZT7v9ybrajMSZYivOUH1aEGE/rJ7GApsTlC5kYnd8LiRz/2I75c5SwBVs/knqZgAKmfPtUkAy6+xYlCPkviUDvt86PKAm+LG79kka4kxQZBGAe0OKiSLLzGUlRgBoJO4DN1DgofrgdgQCa8R4XNWRYQaa3y9PsD5lOasepQqTzwvLCp8MIscBzRBAizRK7al7CZyN5Kg1yfo6VU+IioUF3kf2gvC58whmYVH9VXTeX+69Vr1K5GJUWUUa5lCHdMFoSoJ1TUjvMbiQk2LkaDaTYY0AZLMxIhob3a6MzzeXuSYxt6pDJ2LL5PoDdwhLD5mOD8JS7S4skWVsbBWiWS5fl2HeWRWifdRWnIEw5lmWeTcVXieSEZVFTcu8BwDd5CwmUWl2vqLQABg/BFg6qvL27TFxbqsnxd5dh7/DtN7SLwiKT7WnBA2JVGus9oprm94QH0Q+P3vAVNVEjaJpgNM1oFvvQD91j24IfIa9kVeB7z3gvl8IUKECLE5CEnbZkE2iB99UFl+aBEqVEFVrHy4M/zTnqfVAlzaTPgNRSNZ0bJKfKyXm+Hc41hq2VM4xE34wG9h5dY68hiCzHULn05/h2TLLAJxkWAOkDgZCeDc51gRWD/HxG8AZDjitW6bBMM1ubmPvJ3zMPeD5bYXpvBd06JMbE+OUhkBWKnYmha5dwuqc0P/rVRyJHLXUYH0V2Ymx0QlpEgoNxK+Dg+3+LoLBHLbzCI3/GiWClVskOpce05Ux5ZIiifnee3NSealaeD4GxN8jVni+yM5EZ7Mk5wkt6rwnx9+RbQ1y59zB5SqWDvNcWg6r8MS+X2l10Q/WpPniA/68sYWRZsmu/P+agZw5rO8puaMKEiZ47zFR3icyjGqmgB/lz5sehRAgspw5ShVNz1G4ubUSY6a053Vojs+TDUzOUqyrUdFbt48r8W1qdwNvoWv9Twqr9EMOzhYpU7SlhxjiLiXCW9ijPNhJPgBQza9jw8Bw+8ASi+pFAND2JPoCT4/sRd4/qtAvaH+XLJRoGYCLQd46Rz6nv0C9u2rYsLZBc0qAbFhhAgRIsRmISRtmwXZID53ADjzv0nKRt5JQhGseANUn8SBO7gJ1s9zQ5UkxbW5USbHOg1Fgc4cqtaC6l+6mi9c6bBqyA10z7MaeqtQH0oqpwkaPdVKR1RBQO0MQ5iuS9UHOl/vuUJlqlMNXHyR5ywfVgnf1ZOiJZRNchdJ8H0yRHzTv1bmu3ZNhL9cEoP2osrnk5YkTWGZER8SeVUpUR3ZIgn0GxK7bZKgme+KUHRL+dOldwnLDIPz3ncDCUnhadFCaVEpYbCp4tREPlkyz9c4bRHOTPK40QxDsolBWmwkRlXvSwlJorUIiwUG7yQZyOykondWWIgYWRHua3AsdpXnAgC4qktDZi9VrNY8iWpiWN3fvoPMKbMbJJb5g7SMgcbjtQu8l7rBOYlmSVCtMucwkgAcG6i0RAg1QbLXnOIxGxcCFh++DxEDdwHzTyirFs8RRTAaz3nij0gYnSbH4ToqrA0IddV3zKCNCkClW/OovmX2UIGbf4JrcOR+YN+vqMroplBl4VJ5/di/Ak63gT/+CtAwyembNjAYB1ou8OgoIjcvImO2kXVL0FpTQDokbSFChNg8hKRtsyAbxEulo3CIflHdKt6WJa5XRU9OjRtZJAs0zpAcRNIkKVJtMJLCQ0yoAZ5HkmLXhW/WCmhNK8sNoHv4NJJgWK0xQeIRSVL5aM8xDyqzk+TLiFM5Kh8lMbWrgKvzmJpGgmSWGT5tTgmlJi7y0kQelh4RZEJnnhNAAmg3RXj1CIs5+m4QliIiv8tcZBsnz/b1jzT4FcuLnLIaCY4e7TQkzt0gqmvFPaqcoPI2cj9fO/x2WoBIIus0gZEHFfmWhFeqm/BIBBuTgCXyxiJJzo9dJSmtn6ZB7OA93VtrLZnkep33pDXL90x/XbXFsuuC0IhE+WiOZM1tC2XNImnb+qjIVSyQJBcPy5MJdXeRthtahGvQaQuC+hzJsd2iHUp2P+9je0FYZmSVwbBV5vxUT4ix65x7Sb6XSJZAc5Jk32mLDyIajx0fpjrduMAvI07CH82osHZsgPNfeYOq3MLTwhal2knYvSLXU2obDYLlsVtzwNlPA2M/wffaddG+S+PxJyeB//7rQHMRcP12Hy5QMoG4BjwQB7wmHM+ADg968RWgKXIZRx/ieEOECBFiAxGSts2GpilS1p4TifCpznBoa44KgUzcB6jwaB4QyXMjjQ+JcJjFzbf4Mjfxvpuo7DQE+WqcEx5gJSZ521Vu0t1yp/zoVZ1nFkV1oedLVNeV71Wf2IgH7mARQf0c0J7me6L9VNCMJMmDtQjABqBR0YHHjTJ/i1CINI7DrvDnWD9fl9vPc0IjGWnOiucHgcQAr3/habZd8tuk2HV6ubkWxxAbo7IVNCTuu1GRH0sSEpE7FSSyUhH1J8TL+2s3KPo4TZA0isIHWRjguaJN2BSJzbH/r8q98iM+xHnzt/KSaM8IYp7gutDb9B1zG0Ll7BM+eIK8yv6neoTEp/RKZ/5X+bDyrau+oXzZpH+aXQGsprJl2bJTkN84Q5qyi4EWEfl2msiPFAUj1ROqAjkxRiUyPsSuD61Zhsyz+5lGUDrCCmQjzhBuJAecFsa+wZ6j8rrmH+9cq1zEDHEO3UNFuHKY4WqZQ+i0VFFE5ZjIvwNV5Ox+/p2+NAM8fhIomgG7DwCmB9ge8P0L0H8qjpaXgqa50M5/lqrhwF1U2KP7ESJEiBAbiZC0XQ5IJcyqqJyc+acU6WrOUOmQ3lvRLDdZzyEJa06SbMQGgexehp8KLzJMZdeApfZULkM/do0b3vS3uEHrEW5Qfl+4kXewjyXADXXi77GMjAAkQY5FslR6hZthLMNxVk+SsGx9L0lm8SW+LrWT6mBzWoUnDaE6mEWVxL9kiDsKzP9I9JXMCl+tGH/O3cD3FF+iStScIRFNbuHxpJKTmAV2/CyLPM7+JTdPXSfhMtLcjPWo6LHZxebCKvPeOE2RJC/uk91QBR5+RdSfEL90f4tMzs/s5n1tz7HlVO0kScPA3ez/2S4wVzGSVqRtrZYWF/6OhCs+qJRYWWFqL3AdRSZJ7OKDvlC6Ty3qlv8VzQkrjPNcB6mdIhewxHVq18mb7YYKQ3omYBtUlOwW16gWIVE2klRe5YcQSbIWn+eaGrqbilZ8mFXJ7VmaD1/3SdWTtDUPXPibznCna9E4ObN7+Zxl9gL9d/H+ezbX0Ph7gF0fpZrqNEhS/UUR8W3MbWtOC0V4gMrqW/YCf/cksDjXOf8Glop4UXfhaRG0kYAGQGtcIGmWBRQhQoQIscEISdtmwd8VwYMwpxU5OfUL3Mydugp5prdTcXMaqsG344q2UzkqOJ6lPLLMgvDpSorihFup4LRmqGwkRYsrpw4MvI2bpl1XYVTZ3xFgQ/Azf8Gfg9V5epQbUfkokD0gDEgbAITdhlUmuYqkefzMHpXkPv+Ucu5PbSV5a891+soFLS6k7Uh7jsrO7GOi7ZfOVktmhYREWpnocZLO9C5g8uv8vX5e2aR4LgmYWVZ+bDI3sP9WoVjOi3BrUSmZc08oT7L4EDD2UGcYujWrxiBtWfQkCWXjglB1DjDPrXyYuWORBHPZXKfT/gLoVPBSW6k8nfucOL6ws3BaJK+yOljTqcQCnAOpVnoOCX27wNBhXOQAwqcYdcv/MpIiD25QHK9GIpPaLsx4hwSxjakwZGyA96N1kufVbc5FYovoI7uwvLG7hEwhmPku70ssj46epM2pTjNoV6i1RpLnWAyonnqUpF36GlolhqLrp4Ui1+VDSXsWGHqL8IrzzcVrs0ChCthu5+ul+JnQgD1JaLqOfEKHaaTZ3koWUIQIESLEJiAkbZuFYFeEgdv5ePmYKgAwklRmjLRKXJebhhYD2ue4AcnQk9MUOUYtQSZGuXlZE9zQXJMEJJrh77J/ZWIUgMbNcOFpqnBGWo1VhuLc9vLqPADMlRKWIm6LhE9P0APLqZKc5Q4wYT46oKxLtCjfq4kx6FFV+CANUO1qp8XFrf8ROPdZVkLWzjBkB5C4Dt8ncp3OAU1w00+MCj+2PNso2VWSTGmTUnqNKmAkwVy08lFFlBsTzImqnRYFEElhZ+FQRdQjJJqtOdFD0+XvZonvq59VxCXWz+cbF3gPI1lg7ydJWCKBsHTQ/iKo4C2+gI7uFjKc2ZwQfmZxKkJWjXPR0Bhm3PpBABZVzamvqbxGfxXp0jGLy7tjtOZ4PTJc2rigCg7+/+29eZRkZ33f/b331l5d1fsy+ybNppGQEBoJCRBgIUBYGJuAg5UYmcSYxDa2dRLHrx3HxiTBwYa8Tt7g5eTYgMGbsEVwkCUWCZCQ0L6NZqTZl57p6bW69u0u7x/f5+l7q7p6mZ7e5/c5p890V9e997nPc3ueb/1Wu6TWL8djK8Mq9s5jeZjqGEWiU1UZw3WuS22sRfFnwxe84XRgbE2ZzqXz/nPRvo/17YwQ16U86M9ZdcLP1s68rOoEWn7SglPxm9Q3fygJzoUR5nM9VgYeGwQiM2ReGwBu7gZuLiNkF9AeiwNR8G/UitMyntzW+lhBEITLYE2LtqNHj+KTn/wkHnvsMSSTSXzkIx/B7//+7yMen8PFtBwEuiIUTk+g8MITCI0NwoCNsJOH4dmwvCwMXICNGAAXIdRgwAYQQs2oIOqWYBbqcDCBespFGCXAqwBGBFWzC66RQdwZA1CDgyE4RgQRbxIuyqibRYTcMhwjiqG2l1AMZxCxv4OEw9i3uvUg2qsURGWrHx3V12DARjU0CU/VmipbffCMMAyvjpBTRNwdQtgtwYMJw3MQcbMw4MKFDdt4EaXICOpGG5L2eYTcEspWN1L1GjxMwjYfhwEXthFDNdSNTPQ8SmEDXZWXAc9B2K2ibmYw8s2voK/0lHotBMtzEXNG4CGLUuhxpGuDiLp5uIigVgCAM3A7JlC0xpCyzyPi5FCxCrCtLAAgVTsNACiEt6EYPon2WgkhpwTbPIpSqAgASNYtRN06bACe6cBwqwh7BdSNNOphC+F6FjD+LxwzDsfks2W5ZxFyCrDgwMMYbDMB22pDvD4JAMhGR5B98H+iGNqMjurhhkfDUGVMPIMxgmEnhzb7FMcZKqFupVG1nkXUGYfh1RF3RhByc4jaEwh7FbW+Nky3ijCKqBjdcKxxlKznUQ918Hzj4zC9GnLdh1EPXUAufAyG5yJlcz6i9hjizkXUrTaUTVol0/UC4nYG+XAKpXAWHdVRRJ1JGHBRNTuQD5uIuyMI2zl4MOAaYZi4iGroIipWH+J2FWGnAAMWKqE6suGzSNlFRJ1BlK0iqqGeqTlI2P8RZasfw8m3oL16FFEnA+BhFEP/gGJksxrjBHrKfC5MPIZUnR8GsuHTvEfnjHpORxFzxhFyS3zmEUIt3AXLPQvTrfF5Ngy4ZhiFUAm1HMvWGJ1tLeaiH/GTY+h5IgejWGtdMMcD6pUyTLcGF2GMha9HRyyKhFlVBaPPimgTBGFJMDyv+SP42mBychIHDhzAtm3b8Nu//dsYGRnBfffdh/e85z34yle+Mu/zDA4OYsuWLTh37hw2b9489wGXgmvDe/3/w8Tdv4fOE5lZK6YJxMPsleWE9UWr9Q7+h7QanwXPAEY/lkL0rTYyThp/PPohbOtux7+9sQ4jvZcxdFZ0pYcpCMIa4VJ0yJq1tP3pn/4pMpkMXnzxRfT08BN8KBTCPffcg9/6rd/Cvn37VniEAEqDyL96GG1j+VW5+axGZJ6uLFqt92p8BnTuAQDAAEKHgNpbwggbDm5JHsJ3x25Dxu1G16b3i2ATBGHJMOd+y+rkwQcfxB133DEl2ADggx/8IKLRKB588MEVHFmA0jkUXxqEWXbnfq8gCKuWoJAs74jg0Id3Yrjeg6oXxq7YIH4s9QTGxwdVCyxBEISlYc1a2o4cOYKPfexjDa9Fo1Hs2rULR44cWaFRkdHXT2Lwn9+L3YeeRr9dXZWWA0EQ5k/wb7iSiuJiuBeZWgdSVhGOa+J8rRdf/dEWHHn8JN5yVQ7/+QMH0JeepS6iIAjCAlizoi2TyaCjo2Pa652dnZiYmJjxuFwuh1wuN/Xz0NDQjO9dKOe/80PsOvwcEnZ10c8tCMLKUt0UwrbIEJJmBRknBdM0MWZ34MXSHjhw8MSJcbw8mMUd+0W0CYKwuKxZ9ygAGMZ0G5bneS1f13z+85/Hli1bpr4OHjy46ON6w7+5B4f+xSdQCZZtEARhzePEDSSjFWyNXETCKsMwXCTMKnpCkxgIjyMaMvGL79iFH9vXN/fJBEEQLpE1K9o6OzuRyWSmvT45OYnOzhatgRT33Xcfzp07N/X19NNPL/rYDNPEjf/j0zg/sA1rMjVXEIRpeCZQuD2Gwo/Fcaq6AT8sXI/H8m/E8QqzvTaGR7CzJ4mPvWXHrB8cBUEQFsqadY/u27dvWuxatVrFiRMnpsW6BUmn00in00s9PBz/xnewKTMi8WyCsE4wPMAuhHE+1I/Hczcg56bgwsQTxetwsroFJ6pbEPcqePHsJG7e2T33CQVBEC6RNWtpu+uuu/Dd734X4+N+ttYDDzyAarWKu+66awVHRvLf/T5i9apY2gRhneAZQLatDRk7jYRVxZjdAQ9AwWnDkcpO1LwwKnUHz56Z7gEQBEFYDNaspe0XfuEX8D//5//ET/zETzQU173nnntWRY22a/7rb+KFeBzhp59ChzOETgzDcuuwRquwCnUYngcXJkKwYQCoI6IKjXowvTqsGlCPhNn7EUDdNRGuOqhHLXimAc8zYBi+JHTdCGowYcFD0izwGIRhwoUT0OYGPFhwUXQTiBg1GIYH240C8BAzy4igDnapNGGqXpX66BrCMOEgBBeW4cH1gDpC8GCi5oVhGmzM6MFACI463oStzqBfs2HBRut4P8+1YJiOGitgwUEIDgx9Hx4QqTmwoyaqiMCDAbgeIlUHlXACMAHLrE27b8814SIEEw6iZoVjMbypdzgcOGAAjmdMXV+fw4I7JcBNYGqO+LPL1rAwp+bNU/MAAGHYqncsX7PUutU9Ay5CsGDDNDx4ngEXJspeFLYXQdicnsgSQV3Nq7bhunBhoYYw4HoI12zUIyHANBCBjQjqMKpAPWLBNQyY8GDBgQMDNUQQRxWGAdieP3YXIVTdEOJmVf1sooYQTHgIoQ5TzUTZi8OFgYhhw4QDDyY8GDDgoui2wYGBKGwYpg1LnccD4LmhqfXne2owTHfqGQ7BRdQsw4ILE07DPHswYcNiR4amz5yeZ6LqRRCFjahZVs+cDctgpyyvCrabUtf1YMKsuHAiFgyTq2XDgmtY8JIG3B4ApoGwUYdhGRjf0YUnb7oFWacdbdEKUpEBjLV9ADETeDcMWKaBG7d24sM3bYEgCMJSsGY7IgBsY/XLv/zLePzxx5FIJPCRj3wE/+2//bdLamO1pB0RNJOHgBd+nX09oypAuTrC/qLFUwBcIL4F8GrsfRjt4nvqWbbEsZLAtp8G4v0zX6PnzUB6H3D8T4Ghb/G1/ndM77M48gP2ZXzzl4CTX2TPzb53AOmredxr/y/fp8dQnVCN5qvsoWmX2Du0OsGejWaEPSa7b/J/7nsre58aYfZj1I3Kg43Sw+1+8/UgO+4FTn3R/zl/DJh8FUhsBq79XfYiPflF9snseAOQCjQi73s7e1xOvjj9vNE+YMsHgBNfBo7+kepJWQRcm/Nhhvi9GWWf2NRVbHLusuUUsod5zUg7e2wC7MGq58gwgfb9PEY3H0/vZw/aiWepGuIDbNxeGQbgsW9qKMn+oE4ZiG8CrBiQ2gX03AJkXgLSe/gawHOOPO4/R4VT7BWa3sM5j/VxrXKv8/12ERh5jL03o928R7vAsSS3AfENwOjj7BWa3sc+qaVzHMf2nwFGvsdeuUaIbdmifcDpv+I8hNv4zIXaeE47z+fVqbIX63W/B3S/iXOh+8dOYfKZCXcAPQeBs3/P+mZdbwK63qie08d5reJpPotunfOc3Abs+jk+F25t+jq3H+D4jv9ZoDdsNxDr5TM38Tz77EZ7uJZmWD2bdZ67+yb2op18lc9SrI9N6KsTnP+Oa4DuW/h8xDeykG546cMtBEFYv1wRHREAYPfu3Xj44YdXehhzU53gJuX0A207gcIJNsyujlMEWVFuqEXVIDuxWW2wZQqfSAebzjfjlLkhWzGey3OB6qgvhpqbvwcbk489Hdj0lG7vvoXXqY7xy7W5mcUHKC7GnqZgg8uf7TzPYRcpTuoF3kt1ghvt1g8Dg1/3rxNslN5xLb8G/w/HrDGaPPbJ7by/5E4gsZHCoPtmX/wFKZ8H8idmWIMRCpj0Hm645QucLzNMoWGXOL5wGtj5r9g8vucWiprKRf+a0V7g5JcBO6eOD6k52kjBNtWIveLfj2dTeBsW3xtKUDjApaCpTXIc8U0UEoUTbJZuWLzHuBJtNeV2S+2hwHBKQD3Oc9YmKMx0c/naBNfVMGmUq1zkeF1HWW8NoDLGNTMjFFBWHDDV+SrDFLbVCY4p9xqQrKlzguOK9XGcVoTz5qr77DgApK5uvQ4A77t4mh9Q2vfy+QEolsJpILGVcz/0MJB/nc9i8RznrH0/0HYVxWQr8sfVs3WA77eL/NszoxRtqTzvzSkDTgQIqb+reg4oX+RaJLdT2OZe5/0mt3PO9TNXGwfitwOv/C7v+cBvAUmxrgmCsPSsadG2Zui5mdYWK05hMfkKN3bDVKLKAEpD3Jw8j1aEWC9FkWFQtDQLMAAYfwbIHaNYqBe4URfPAo4SScWz3HQ9h2KlnvUF3dCDFBoAhUl1jJt3Pc8NLZQCSsqSE0pyIyyc5oZlmHyf53FM7QdojZh8iYLBsIDNd1NszsT4U/xqxgt0j3Do4kJiC8/JNzSKvyD542jsXNlE7giF5NX/huthl9T19DVDFKiFoxRAY09S7AD+NYvnlOBW89V2FX+2K9zwp4TVbm7k8Q0UcG4NiHZSVLk2UJ8ArARFjllUginEc9WLQNsA0Lat0bqqBeyWf0YLFjyKyI3vg3Lw8v0dB2jdrU1QRIfaOC6nAoTC/Lee8Z9BK04Lm2EC7ddQTNXzFG31HOc+voFrX5vk8U6V76+NU3AGBX7bDuDs3wLbPjJdhAdxK8Dpv6b1q/tGjnf4Ea5RbZJz7JQpuDyXltHsYeDkn3N9ZjqnYXAMxTMUzLUJWhLtPMV4KA5UipzPzut5nLakavEbbuO5AP7txTc2PnO1Sc6ZPlZEmyAIy4CItuVg4lluAgA3IDPMDcgI+cKmNMSN3fOA0iB/V5ug66qepwCrKItUeg9dVdVxCjFtNcoeBsqDtIwA3EgrI0D2NeXSSjUKuuD5sofo1gIaLTkVk5tx8SwAEyhdBMJxihSnwk2xdA7w6kBxkPdVOk+rXGyA75lt4wZ8cWbFgbP3+6+PPwPAUO7WCl1es6ICx2Y7v1MGxp8DHIdi1lRBTqZHi5EZ9Tdu7RoNnqM8yDUxLSCUBjpv4Ov1SR6nhVVsI98DABvfSytNz9uAk/+bc1mbAJwL1IuhJIVS6RwtYWaYrtO2gOsX4HhrkxTGlRGupVMDJp7mvQFcSy1YtOBJbKFgdUpAYhufmXqOc2rFaeEzLK7Tjp+ldat8gcLOrQJwlVBV8+G5FLPD3+e/8QGKOKfCe6lNKlHVqh18ALuohGGGAlp/KPFcJYg8PovRLn54qJq8hl6fmWjbSSv14D/6H0CiPbQGV8Y4pmgX3dD676/7ZoYq1LN0Sztlzm1iMxBqB8KdDB9IX81jqiP+B6DxHwEb3z3zeARBEBYJEW3LQf6Y/328H+h9C3D+QbURKcuMWwVgcsP2PLpw3Lq/Gede56Yd6aIYSu2mUHDKFGfRbm4mtQxdTB3XKWvJCF15E8/RGqAFXeEEEO4Ckptp/YnHKEC6b6TgqKq4q0g3NzcrrqwuHjdoM0IrkZ0Dsq9SJOhG2dURYPxpNaZOPz4uKJ6CBMWZo1xlQVducEOfDcOgTohvprjS5E5QGPS9lZt+9hXALXMcsX5fxBgG4wrrOb6vOqLGXQHOPcDvk9t4367Ne8+9xjnrfyeQO8xzNFsBtZUupCxYhgHENqk1zvmu0nCaQsGKcO6nxI+ilqX7d/JVAE7jWupYstgAr1fP85lqu4rPhRmhkLHzFO+1SV7LjPjPX6Sbz4sWLWYcMBN8RgsnOc5wGoj18FyFExynC74eSjW6arkordfKKSvLVpbrG7Qkey4tY6k9tPCNPcHzRLqBWDfXpzneL0g4rdz44DnadlKYFk776xxu54eLquqekt7Dv73CKb7HitL9274XKByjMMseASZfZqye5wY+AJ0BBr/B7/vf6X9AEwRBWGREtC0HzQHTkQ6KH71Zu8piYqm4G6fCT/GhFJDeSwFVy9JFY1h02xVPAfWyv0nmXufvKkN8LXyO56hNcOOrjKq4HhU07doUYxvfqzZf9Vp1gl/a0qDH74GbUXKris8K8VyTLykXrBYdFSVADQqD9D6KGyvWKM40rcSZ3tBbxebNJPwAtBQIXQe5WZfO8Pw6FsqMcJMOp7ihmyEg8zxQnaQLNL7ZjyUrD9GKWM8A5WG615wS73vyEMdkJYFNdzEOa8bnoMpYr1Ab53L0SSDzskosSAFtV6sg+Q5ahJotSkHXJ9C4ljqWLJL24/pSe4D2fcr9eYExW3WT7/UcjseNA/B4D/U8MPxdIPMin8X4BgqYWl7NraESZTp9d6gV43VL5+jujW+gtVGvR3ORWafCZzX7Ko+P9tG1Xzzrx3QOvEs912NqTcZ9gVrPcT20QI0HRJt+NgCg+2DgA8gYhZd25cYHGMPXLHaLZzhmbXEOt1PUOzUgd5TPj1OhW9+uNIrms/fzbyO9FwjvnvkZEARBuAxEtK0ExbMqxqmbG9z4U8qV5qmg9ZiyarRxY62qoHJ4tAoVTlB8hBIqALxCC4DBIhmIDVBYZJ7jz3rzrOd8V6Vb57GpPb5oq476QexWdLolJ9wOdN5EC8TY47RWxQZULF6dwtKKUNA5RVpnIp0Uh3aBoiC9j64oHc8WjLOrDHOMekM3Qv586Q3dzvkZqs0Y5nTv6Pmv+5a0yjAtKt03cS7LI8rq1QN0XK/EZYIiJBhLZkU5n9Uxbvzo4NzYJcYoOkVaMbtubL3eWkz0vpUxaNEexqSZz1NAxHoZMwiPc5HaTYtebADTXL7a9amTRfRaRnv4u9EfUkBrwaJdtMltwOQLQHIHXX6eDbh9Ki5vly+U69lG0WLAt7i5ZT6PlVGKHs/h8drqZIT5XGcP8/hN76cgzr7qjz+1Bzj/DcYfGkpARtK8p8JJ/lwaAvpuBTa8Fxj6J57TDKuYwrO0JjevEeB/KPBcWue0xbP3NmVpLPkuXDPC7O2IErvhNj6fpnp+bfW85E8qV3Gec2klKIKjnXwm6pNAbAOfoY13MctWEARhiRDRthKEkvyPvu/tDITOHVHxYQ6mqqI5ZVqqPJV96Nb5nvb93MSqo9yIYdCKZKhYueRWlmIonKBVpDrOY+2yCroPCIDh7/F1XTYjdTWFx8Rz/LmlJaeDG5gV5+YWcmnBMwxaq0JtdMHBoxVr890Uakf/BwWJU6LFJ/OSf5/aopc7ChSO020VSqig+DAtZcVTvJ/4Rm6wrVymkS6+L/uKisFT58+f4MY78gOOtTrKeXd+pMTPOHDxW9ywIx0UP9oipM8R7gRCOsZQjdmw/K/kToqhVuVGtJjoeILCJHU116l9N9B/OzMlQ0kK2QsPUjjp7EsjDNhZ37I4lZ1absx8rOcpdrTVMtLtCzaA4jCxla7CxBaKjEg/UBtW4tD0s2NHf+gnAcCiKDUtQNeHs+IqtkwJR8/2y58ErVflIZZPCdJzM8eRP0ELXuUiXwu10cIZ6fCtix3XAoMPqKSPMOfZqfC5ao73a8iMfrIxJMGKU6hnnuOzNHmIz2hiK133bTtURmlJZWwbSpDGgOFH6SavF/zn26nRRR1S7nUryn+7b56+9oIgCIuIiLaVIHUVhcf+/4f/+Ue7uWEYIVpwKiPK9ZTghj75Ajdrw1PZjBbLs1dHeYwZZXxa90FmcdYyKpatyM0ulKQlTJec0OUdCseA0SotFqEE33vt7wBP3DOzJadwktfsuAGIpGiZKw8BcHn+SCeD6e08xV7hDDdJndVql2gFGfsRrW/RPlotAIqAekG53lQ5jdgAECoxOcOK8zpOUwwUwLmKdABnn1HxXPVA9mScYyud5yYcSnLOguLHCPvipzapxh6wOloRP67PrdEK5dYp4jyH57zwfzmWoAs3KCaqGb8MRdebaGnqPujXCktdxWODGbTD30GDSzlY9qNdFZHWmY/lczOXe3GKvGenBDgF3woVCsTfJbZwjvLHOUbtRnXKgONRsCS2An1vo3XwzP38wKCFHNAo8LXVSZemKZ7lOTxXGY5rFEsTz6njPVqZy0NAYgPXKnvEXyMrqdzmRmO8Xyitat1pi+2Yf0+69lvhtIqhy/gfYgonec3RJ/msOTU+f4YHhDo4Z7b6csuA0ebHOhZP+xbR2iTvo3xefZASBEFYGkS0rQTa1WOEuNmEO4C4x9fNMFAvseyDW6XrM9ZHC0hljBYKO8eNx0vz2Oo4rTFuheU3CkcbY58i7SoOyaFQ6DhAK0Ito8o7TPob/OjjM1tydA2rnlv5c/41ngsm3587TDETTnNTgwOc+kvGgml3az0D5Ap+5qlhccOuDKs6b0kgVOH76wXAvaAskWXOjV2gQGvOfrXiHJMWSKmrVAkQqHIhKiYr1MYCqdri2Er81CZo6QrOoWcDpslxuQ4358oI584uMrZPo8uB9L3Vd/8aYSD7Mi2FpXPAxAsUf8kdFMRWhNbH5HbOX/ZVX/DpwrLRrunZqY7KAA2nmoLjz1KAlc4DiU2++Mod5fcNc6fiwqwExXF9ktNjJXgswA8LRljF43UAu38J6DwIHPpdzs3kIc5vvN8X+DrGcDwgpCsXaWmFy/HW87RomhF/DbMvA2f/jlmshuWvUcd1tA5Pvsw1CiUbraFOTb12xC/HEW735xwABu6ge9Yp8W+hcpF/B7FePp/hNhX7p8SdV+ffiBXnuWoZCtNIN7D9I8DmD9BKmz/GORfRJgjCEiKibTmZFkTv0QqQvhrIHafwCrcDHWkgC25qoSQ3K7cKnPoKN/JQGzeSHT8L9L4NGP0+cPERFaR9gacOxj7VMrRG1IfV5l1Tm1AbXVnFswzADz3ETR2YWcxEu7nBTTzD35lhIJzg/pze5x8TUcHqhukHo2t3a3WCotVTJSTKF2ilqKtCw6EExUhpULmJJygiXAdIblJlO56meOg4wFi6cAetQDoeSVvF6jk19wXASvH+dY25jmspgrQbsblob3AODYulH+oFerDDHcotbPI+My/zfkKqrIpbUeVElJAyXV9oOhVak8wwxUnXjRTC1VHVkUDVz9OCrzjo177Tgl9Ty3KMreIQa5MUueULfH2mbFMdzB/t5fPo2WpO04AV4lqW0hRxndfRCmaGuRaxXopjbR2sF1TZlEmuxdiTvpBObqWA81QpEDOqPpjYgOFwzdp2AeMvAJPPc8073qCskRY/vOz5FQb9mxafo6A1NNrD8IHMi/zQoO/PLjB8oHSe913P+X9boRRr5tVzDFkwQ6pjxHY+K8UzytVuK2t1iHF6A+8Arvo437/9Hv6NpPfO8scvCIJw+YhoWw7MGDfx5uzJygitHFaMwiYolMLtwPiztECFU/4GHooD/e/iBrb7F7l5dl7LIHfP48Y3/sT02KdQXLknc7QKtG3jplbP0m3n1lXAeGh6EHv3zdwEe95MF2SwfhnADc6weP3gMWaY7x353nR3qxWni7eepYvUtQH7DDdKw+QGDKjNNUWrlBWje9Wtcb7imxgkX7nIr3rWz8TNvESrpFPkfVptHFvxDOc0vgFIvLkx7qu5aG9wDqN9QLrXbzUW38D1iA/QMhXposUzPsAyINUR1k+LdKp2SRG645wKLVaeS7Fbn6RlSNeLcyrAxIuc5+xrXBun7Ne+s6KN1rFgRqkV5zoDnM94UpWBmVTPVIsYxeZgfjMMDNxJV/XID/m8AHwe2rY1WtBK53hfiU1+ay+9Vj230XpYDLhsDUu5tpXbPtKh3M15rrsVo4WzMszvawVavPQaGSYF49UfB059eXo2bayfCSHVUaDe5d9fSX0oGHtKWejifgJPMcN/7So/2ITiFKeGQVFfPq+ysCd5P6EUEE7yg5N2h5phoPMNEARBWGpEtC0HG98LnP7K9NIW5fOso9WqIGtqNy0kVlxtEBeVS9EDTAOI9/qxUGaYtaMA4Mzf8t9WsU8wVKxSnO4dz6WlwgwDHfuZ/RbM9NOYFjfl6gj7dxZON/0+rNpznWw8JrWLwrOVu9Wp0Uqhxzf6JO8xlABg0oJjJSkezDjnKqbKQ9TGucFGOlj7LPM6N+N6ni5Ew6B1xFMlKeIb/HIpheMUGkHB0nYVXw/SfQstNsE5HHgX8PofcZyGcgk7JRX/dhrsJ9pHURZup/D0PN6vLm0BD4h383un5lvfajlamWpZWqdCSWD4B6qmWNKvfZfYPL3UhbYImmHOcfGUH4fYeyvbd80UoxhEWz71WtsFClSA8XLhNEVouN2vARhW1jtd76w2wef0woMsP5N73XfZVkb4zNlFZowGcT0eN/xtltPQBMXqxvep9+oSOZFGa2jxpMrqLTYmK8T72Ye3OsFkBCuu2rCFVHxdmPfVeyv/1iae499FKKnaudX8Y8JtvhtX3KGCICwzItqWg0gHkNrLjQzwY8iMkMq6DE8vyGpnuYFEumhRcquqo0FZNcuus6BnczHPepb/aiEY6fTjxrpV5t74U9xQy0PKtRTjZt99c2vRZhdpvRj7EdB1M+uIBdFWombadgIXvsXvm92tZgjovFGJn5ISCCHVyDsNwOIcVT2KNLdCMWFFuHnWs6oZes23tmiLZjitsvqSqgSJSYtbKE2Blrqqse1Q2/ZG0db7VtWR4Cpu2G6dFpjkNs5R7jDXrlji3DkFWvqcop9JmdxOi1s9w3IZkU4lmlRAf7Or0i7xOYn3U7CPP+PHXVlxVarF4PUqF3m8FaO4vPB/VTzfJK1k5SE/DrF4dvYYxWAdOO1arylx1/lGX1xlD/Oa7QdYQqM8xBpq2Vcp9iLtqtzHGV5r5FFlQYz495o/pooLW0qYqRqFBnhv9SzX2oOfGGNnfbFaz1Nknfoqr91zSwuLchufV6fSeH89tzCxIfOien9NJZF4fF66bmR8Yf/t/P3ky7Qkhtvp9nRrXINIF8/dcS3dtoIgCMuIiLalpJ7nRgGoTTgQJF4Z5caV2Nz62OR21pGCy4KnnsfN3M5z0514jpv8TMU8tRAc+QHQ8UaWazMtirWJZ7nBh9sBeLRAaOtCy/tQrtnRoxRC+/+9/7vYBroEtXssSLSX1g4rNN3dWrlA8eVWVB21DAVP5/V+8LvnUvjUJjgXqatVVqhy5+r+j31vAcJnaA3SCQaezeQLz+H5tdsu0kmhHNzQvabibqOP8d/Ubs6/adFSBjWHVozHdF7vd3vIHaVQgUERUM9S/DhVoP/NzKTMH/eFWLOrsvctfBZKZyiKq6OcGxh+uyndIsxK+F0sDAuIKothag9FfCjhxyGWhvzfzRSjGETPcbiT1s7iKX/NktsobqJd/NrwXrpyPSUsdayalfDjyyr6PsBxegYQiihhVaOoq09SUIfTSpibquae4z8HVowiMHsEGHqIr9ul6Rbl7f8CgMk1DN5faZD3ouc/2knh6bl0naeupnisZZT1zOXfRcRVmdZqHiIdvkB0634XEEEQhGVARNtSUh6iVWvyZQqtZuuKWwPq7wE2/xQw+A+Nx5phbkLJ7SwwOtXaqp2biRmeu5hntI9iyc4x8zGUYLP6yjAD6WMbVSmRDEXH6a9SLKT38PhgZl69yH9Hfwic283M0fQeln8wDL4+DY/Ws6AVUSdjRHv9Aru6ZZKOsSvafH3gPUDqBVq1Yr1Aah8w/qQas6pfV5ugcNPWlnAHj63nfFdwcocfBxZOUUgntwUES5No0zR0svD8pIbkdlqh7BJQPMHz7/xXwBMfUZmeKvnDdWgl7b0V2PjjzP4delgFvd9IEeJWlcC5hsLg3NeVGMn6Q3NrtO7oNd31Mb/ExeRLFEU6DjH/GjMaQykK4/QBVRDYYDweMD3hIkjnDbSIOQXACwg602JrsHyb71buuYUWyLGXAJgq3rFGl3WkWxWnPaG6T1gUpJ4HJAZoea6OUqSZUSXQDFUjzQNgU0zVJwFnmGs19hSfm2BZk2aLcmIjcNW/4t9F5aL/vJXO0SUd6eIHnS0/ydZkudc4tnqWFtLJl/lzKOVnxNYL/t9u8RT/djMvMiRBuh8IgrCMiGhbStK7aY3IHqE1ZZp15W18T3W8RWYpuDn13KKKgp4CIr1A7lVu9J3Xz17Mc8O7gRN/zhpv7dfSihBKcPMJxemOdKt+OZHykF9mQm/m+WN+aQUrqmLbRoAL32DcVmwAePaXuGFueE+LQZjTX9LJGKndTZl/nQA6/U0xooqe7ryX8WJeHcioxAxPxTTpeLGL3wOcPN2ZXTdSkI38QGViDlBI5Y9RzPTeRsETFCzDjwA77gVOfbFxrMXT/vd2AcirzFodeD7xLH/2XCUkQ4BbUPFsfRRakU7eY2IDsOFdQEbdf6STwqZwXLkqx3jv+dcp7lyHQtYweR6nRuFtlyjytDvXLkx3r3t2IKnC5bOSPQSMBBJhmt3xrTBarF8tqzKYk7ReaVcsDNU9weK6T77i17FLbuNrTokW08QWuukzz/G57zjAc9Qm/ezNUEqVv3HUB5YRCkI7P91iDfBDh+6jGusDtn4QOP5nwMiTHNtVn2C259BDFHYdB1SbtauUkGyyeMf7KcwNj/dcn+Tr+m9343uk+4EgCMuOiLalpucWtflkpweC6//07QItVWZ0enum0qDfWDvVS1FXG+dXq2KeTpXWA7vCWmC5Y9zo03v8Da7rRr6e3AqUVOcAT9UeM0zfkuLavHa0V2Urmo2xVcXTFJyex3toJneEJSTGn1b3GSg0G06x1En2CKb6mOpraldo5wEW8C2dA8pjfscEV4kSM8z7LZwBQiHfnRbt5ryXNlA0n/yislLWGLTeLFhCaUzrkdlMsL0TwHnovIFlTqwos1U7ruV6aate0A2pMy7bDzDhYPs9wMXvAsOmKow7zBpi2UOq8HBJWZ1suh9NFcsX7wcufNOvq9eqB+vo4/73topra9XjtZn4ZjRYHfWcBD9QVIaACw9RFJXOqTivbo4zuV1lAQcKEKd3M7axMsK5t0sU4NVhVVctTSujFVPlQbKMTYx2KUunpbI7c3xmQ5HpFuuQqlEXbqMQi3So+wzcs1Pms3jqi3wWNrxHlRFRz7pnA47dOJ+pXbxuLU+RXxrkOaPdEs8mCMKKIKJtqSkN+q47nYnnqEBwXVD2+X9HK05ye+OGGu31i4L2v53Zi4MPKGsVWmev1bK0YGWPUFQZFoPxg7W5Ot7ATbJeoIXIcygkY/1qw/O4OelG4qVBZWmLUGDVc7xOZVRl39WVm8tqHIvncsOeeJ6bYj3Lzc+t0XJRGVVxQ+0UtOl9KjkiIHC12In3UyTp0h4wVRX7KmDYQKSP8XURFacHl+Ls4rf8mLx63j9fM3qNWjaiV0S7aA0Ld6gyLWGO1zBZSy+cBg7/N1r1ut/E1+oZ36o38GMcX3ovN/6Bd1DsVi7Q8tNzECjcTbGrs0u1yzHaRYtZdYIiMPsqpqxmray0QewcGnq8NndL0JTP0z07hbK0NZeqcSpMgnHrFGyuRzHnuaqjg8PXO2+kBWvom/57YwN8X3lYZcam6ZKMdFJgW0n+LVRH/MQCePxAY+cAN6Lc2h67GkSSTCzJHfGLVUc6VNayumczxteNiC/i6oXGe4PXeI8A57o+wTWM7OBYSoN81svngfCemZ8VQRCEJUBE21KjRVdqjx8TFdtNy0PlIoVbdVw1VM81bqjJbbRChNMM6tYdE3RMUvOn/Xqem6cV46biOhRbTo3iBh4tH7kjtFiFUyqeyOW1KyMUeeE2VfNMFRP1XLrqQirYXBdejaR9cWGGgcwLHIe2NBmGX78t85KKjStQROaOAZOHuTkD3NyDJTJs5S4LBTJjox0ATMbXwVOdDhzVNkvVb6tlWXokGI9Xvsjvx3/EcxdPNdY6M0zgpd+kUJ1VBGl3obJGuTXWoAPoek1uVWIXrHFmBSynhsFEhJNfpsXsxs/znjfcSRGke3fmj6vnxKOQSWymy9Qpq4zWHbRO6SLIdkm5aQ2/7Ised3P/1FZuxeA8wPPLfgDsCaqzM/W1QgmuS+6wykzNMIbNMFXZkRDFrF2ihWzyRd6TGQLaruaaTTzHsbk1JZYrFGj513n+yhCnONLNv5vqiCrpcYaizq2qNm0FftDRJWSMCi3WR/8XP7hEu9WzGeMHB32OSCev2X4NcP6bfuyibiqv//6qF/mcRjr5N2Fs5nNvF1lDLy2iTRCE5UVE21LTfZBB4qEOYPQHfK39WiA2TMF09mvclJyq78rSG2pqLzf+5sKdOl6pOXOtPMTNSotA0wLgUTi6Ni0QZlQ1A6/RYtR+DY/NHgacOq0XuoF9vQAgpMpmWCqgPEqrnV1UAeDKVTX+FOOYglX2deX/zAuqv2RU9eysqC4IalxmjK6rnT/H8RdOsW5Z+QLFamKLX8jViilhYVBIogrAoXWn8w1shF4eboyX02MsDVLA6f6rbcpKWT6v+qeiUQQ1u6q1u1Bnm2pxB/D6r39B1W1T4wunG0VAZZhC3Ur4brzUrsZr6Di69B5aV/veAbzyO6pEywXWG2vosznki6pmoaitrtUR3+UIqNppKp6xueZb4w0rQdRkoUtu4VwP/ZNyO9uYapoe6WC8mlPi9ayIX0/Qszne2gQ/DCS28nfFM7xOfAN7hcY38/kNp5iAEuuh9c2p8PkJtQHueR6TP8FzJ3eo2naP0srmFHie9mu4Tqe/yjmvTfA5yr6qMosL/LszQqyHF/zQlN7f1DKsRCFpRf2uFYIgCMuIiLalxopSdAQ32toYSzfkjlIsVNVG4hmM/3Lrfm/LZjqup/Ui0jn9d+ndwLZ/zgQEgCIjlABsAzBVPSq3qgL/u7ihaW9h9820TAx9my5FK8q4slCUFeVrOVpLem4B4DGmLli6ItKpXK+BorVOVRUpTfB3rh1oK1VXledrFFNn/0HVomvn2EIJWkfyx7kJx3pUeQcXDHoPMXmhWmf8nltjdmL5PAVPsFK+rttmmAzyL19gLJ8WbUHXYVAENcd+aZeanaP1MfO8b80yYxTcTk01GK9wvGNPAb1v5nFjT/E6Tsl34wXJHWVWY9suVZ0/QtGy9Z8zCcMI+RZLbTXLHaPocW3OW6TTH7fuGHDhQa5F23Yek1dFkKd1RDA5v7UM5z3cyXZlzRa6yFlg779jIkHxLI+LdtDt7tZUW7ajnHM7xd87qs6eW1NrbyorbJ33apqqXdY5ZUH1uA7xDYx/81w+LwN3UGTZBeWatym++pVQLZ7jB4/KEJ+5cBuFZWlQWalvZSLL2b/ns6ITOcyIqv33OK2ZZoT3E+1lnCGgSn3EaVnMHeY1gOm1EgVBEJYIEW1Lia7TNm2jPUqLim4HFWpTbabKqk9ojFaI+sT0c5pqyQxr+u8AxlEZJl2G4RQ3QjPOzVFnUbq2yv4769e5Su8BNv04cOIvVPxdVNVRqwPWGM+z62PA1g8D5/4BOPoFCrBqlDFa1fHGKvSa2oRftb54VgWgVyhQI2mevzzMez33ADfJxCaKoLEnOIduFTCvpSssvpmiw7N5n+3X+NaW4iBfiw00VsqvjlE4O2WVCRuhUNaV9luJIICiWQsdYHqyhXYVF05R2BaOUVjoGl+ew7kuX1DC4YJ/nYnnlZV1FNj0fmaWlgb53s7rWV4D4BptuINuyLEnlZXK8p+d3GG2ujJM5W7M+ULRivluV7uo3MQeRWMo4Qfha5Jb+VyO/tC3VFbHpgf+J7dSsBbP8lxWEkjuUoK0omqinVE1BbMcm2lS7DpKZLk1v/8qPMC1/K4WuqE8xoBan8qmtVnvT2etwlAWuUmuy9C3+EHHc/hMmGF+sHAqFLPVUYq49r38YFQ6y2tZET8JwfM45uoY4ydrGY4zaLUduINzMf4Uj09unblWoiAIwiIjom0p0XXatGtQb361MW4mVjzQe9QEvDI3m+R2tpUKut+mmKGmmKYyrPo6tgMJlQ1aP6OsEi43+5430xU0/rxvkYhvUqUlVCD5VOA+6BLqeAOw+5coGrveBMSU5SzWT6GVex2AMb3Kvhai9Twtf7FNHKN2I+o+olaclr1wBwBHtanqVjF3nkpAmOT9WwkANsVZtNu34ITbWKYh2smNt7lSfvmi3wnAc1Rge721CLKiFNe6w4SOX5paExW8rq1Z1TEgW1Zu44QqhFzgz4XjfukULaLGnmBclBVjtqguKAyoHp3qOtqSGeyzaRcBt8zz1zKqfVWbKlhbpqvbMNU8qaQSV8U0xjYwScVTbnMtsnUcnF0EYNLy6lT8UjWJrXRR2iWg66DqVlDgGoVTLKUSivHc/e9kUsHIo8zsjXQwzs2KcXx2iYWCrZiqV1jyY9wArp9T4TyUzqkYRpPjv/gdirVIO89TzvKc0W4K81oW8MZUceIqxWliC8V4LUNXcbQLqLarmnJtKrsXysKbovu3+02+W7e5vymgkkQ6566VKAiCsIiIaFtKdJ22Wo5WimBZi0Scn/LLQyqrs5OrUc/RNTP8GF1DzejYKy2omsm8wM2u842BCvgdLAMCqDZOO/l9RLlLU7u5cZ35KyY4uDWwEn9dxbblgNqoX2KkOkpRFeun5aFfZUFmXmpdZT9YtT65DTj/jxRg9byKD1O1uGqTym3YCaR7aPWIdAFwaRWLdKpCtHso1CrDfL9nc/NN71N170Ybr9m2k6K0MsJ7qOfphg0rIYcaBU75PMVcOM2MRLiq84SK00tuZw/ZqSKwKlsyPkDhmnmJFjFdkqRtBwVGeZCW1KA4jHT7Dc7j/byujpmrDNMlDFAAaeIDdFu6VYq84mneu+sCaAPifcyQdMqMy7PLShjVVb03XaTXoOU1f8zvr7rlp9RzpVzF4RTXxa1SkFpJAKbKOs5yLhNbgehJlQAyBsT2M9ar600UVblXKaLS+yi6PYfiMNbHYw2T81vLAu4EpkrKtF/DtXdVrKKV4Np3vZHjNyOAV1Xfhyn09/wa0H0TXfuDX+ccpPexcLUZY5Zo6SznIrWbIs5TgtYp8fu2nap1V3tjjbqg1VZ3RnDKfP9stRIFQRAWGRFtS03PLcrNl+MGVBvzN1PXpWBLXU2RUDjNjbWeB5CjqArWnQL8/pButfX1wim/On6wbVRiE61hdtHfePQ4KsMUXWNPqsbfpmqWPc5xWzEa+AqnKbo63+hfI9rNYqUDd9IKFyxaG+ulsNBV62Mb6UKsjmCqwr9hUqy4ZYoew1AthZTVznMpXjsOUPQYId8SpS0luuVRdZzXCyV5TRgUOvWiuu4Y39+9QwXET/pu3Xg3Batn8vqb7uZch1MUV/F+rpUWy7VJ/jv+DM+f3q0SJVR2Y3mE8xtOsSOCnj+jTLFo57muU+7kQCmS2rgf+2eXgYpar+EfqKzfNAWJ57KGWD3LazphIL1DzcNZxtUZBsVcPU9LWekshVOki2tdOkdRM/KYSlBQruLKiKoROEwRozM/jZByf55Wc9PHYzKv8PjkVo7fzqsMzyLFTT3nl/FIbmPx4eyrAFx+iKj3cIzVMZWsoRJOzDCAGO+l921A7pByVyoLaKSb59v0Pj5/2+9hLN74jygMY/0U8R0HmBS0419wbcafUW5ww7dCV0YosJ0yLXT6w0dDf1MVu1ZWmd+taiUKgiAsESLalprSoB/Xk9hEcVQ6xk2i7zaWVdjxs9ycLn4LOFtSLs0Cv1oFrM9Gq+bzO38WOPZngP0Cr6s3Hu2+M0x/sw53MP7I81SBV6i+k5v8OLpQzL9Gm7LaudXp141tmD4mw6LVy1AZqdFutcGPgRv41cC+X/etJhPPq7i4nUw4KJ1RLs0wEOvk2EIJCobqKMeWuprXLF+gZbLvrcwEHPonACatWxe/C3gTFLaRTorQ4inAHqVoyL7iu1F1mY2qcuvC4LlrWSU0xgF3O++rNkFBGt+gCsqexVQGrl1UFjwoi1mlyZ2shFswMaI2zvHYRT/rt2sPS4Vc/I66dkUleUwybs60KNTKwxSSiU0qKUTF/rXtoqAunOE8huK8Rukc1z+S9oWbW6cQ7b6ZLs3CSQqz8gXOZef1PGfxHNev600M3NelRvrfDvTfQeHz2h/ynFaUjeCdst8z1C4yYcKzVSZ1WRXajXJNzRj7iY4/xTlt20ELnKmeYS2edLeK6rB69kIUa8GyObmjKlyhC4ynS6j+t3kmWhTPTBdtAMe68+f4/cVv0VLZqlaiIAjCEiGibanRfTHb96vuCBFV4iDPXprX/LrqmJCnBSSUoJWhNklRpTMogUZX2XywkizoGkr6xWqj3cDWD/kxUJkXVXHbDBBylICrMmsU4O96bqLA0q18glYhXfqgpeWvRfxdcjswEAGyr7Ooql1kj8mIQ/Gw5acarSaJzRQAtQxdWvnXaV1J71HuSRW31H2zup66ZnMHgGA7sMIpxijV84ztG7iThYtHfqCSMMJ0o+luD6NPqvIY/Y2JBJOHuZbhdjZ8xxMUW+37gf3/Hjj9NxQw+aMUOgM/xusA3PSHHvbdyXaJCQDlC42JERPP0qpTVQkI0S623DJNWroM5bKMdvH3dkG5WlWAv+eyabznUAiZqihw/oRyxauszXCK1zHDKqvX4Bw7FaDzOgC2Kpa8Hdj+s8DJ/+3PJeC7C2FQPIfTjPfSQgn29J6n0V5V183ieiW28Xlq20mra3VMuWq3UWSOP8W/BStOS2Osl/F7tclG8RROs/MEDF8kB8vmJDZRnIaSAFwgusX/m6wX+EzoHrbpvUq4xoD4FlqVAT6b2cP8vSAIwjIhom2p6T7IdlI6cNuAX+up+yY/2Lk8BAx9RxUQDSQt6AxKnaUW6aSAmamNjhGmW6n/ndyw6jl+tW3nBh3byE0tPgDs+Je0ykR7mX1XHlPV9ztpufHqFJnNyQUNLZ+USPJaCLTg7zVm2BeRjrIqxvp5Xc+hCAhaTdqvoXWnlqE7Sltmet5My9HkIV/4JLbREhftVUV/lbXKLje2A4u3KauhC4RU/JJX47323ErrZ/s1wMm/4HjyRzmGSJc/9tNfpXWqNkERYZcoPMIpoO+dHH+sFwjfCiTOMraq63p/vbffo7JoVeut6hiD+AvH/fV3bZZgqQxTbFlRXiv7Ci15utG6GeGzkdoH5A/zPKWLzLaEKpxcz7N2maHiz6pjfB5DqsCythg6Vb9wsn5O23aAHSgsiu7qaGNrNcB3F1pJf50b6guafn1BTdtOxp/BYFupaA/dr7pFmRnlmLf+NC2V+VP8sJHcyrIiAIVgPdf49xDtokt6JjoOsKftq/+VPxuWGl+UruveNyvLcgjoexvnfvLFxmzbafcnCIKw9IhoW2qsKIVa9hC/nLISQ1Fg8iW6tgCKrL63UrAA3Dijvdykgllqky/Pfj3D8HVSbRJ49pcpSnpvm+6+bNvF13RZDLfWGF9nqzieackFLURbK+o5Fj3Vzc01tQzvO9JF69P2fwmMfh+4+IjqWBB0OalrJbfTAhQb4KYeG6D1bOhbfkHaepYWmnDa79QQ66M79Mxf0y028C4Gok88owRPmPOjiyDrWMBot3ILb2HMWu41lovIH+cclwa52XffwveMq3Ic8QG//hvgJyT03NQ4B2aY819Ulqq2HVwjnckY66dlK/ea6neZ4LkBVvGPdStrmkmRktoFdF7De3jh3wOWpZIt2v34RDtLUbXp/exPWjoPQCdAmLR0ujVVxmOAos6t8zlKdnDNiqcpCgG/tRrguwuro34R36lHxOXvNDoz1i4HEmpczkfhGOAgEPyv6vjpuMf0Xt/apee364bphabnov0a/wMNQHHouvzbrOf5HOnC0+17afHVglsQBGGFENG2HOhaXroSfDhNt1DmBYowbUXruI7NwKtj3OiMKIVTqyy1GS1bCrfOel1TAe3BQrFKCFkRCqf8MW7uG95LC4SOr5s8xE04ub3xmkbgsZl4npt3K/HmVpUADIg2p0zB1f8OACbFaPcbgc5rgd638hqd100/lxlWdbjsxtfa9/H8us5W4ZSK04OyVlVprayM0r3r1hhsrhudx7oo9oYeVu66QP07bRmyC6quXo2CT8fQRbp4H6bFmC4trrtvbJznmWjb4Ys2ALjq55kMooV7rM+3ksU3qOLIdYotw6Lr0VKFckvn6UJtv4bzYEQo+MNtFKepncwcNk1gz6+opJSCKjmjRB0susVj/UDXTZzrsScpfhNbWA4F4JzH3h5wfcJ3FxZO8plpeA5qjc+A7vfZfXMgdi/L+de/a9/nB/+HU3xP+aJKPkk0fojouWX63GYP828osbl1TGjmBVVIOcd5stoAFJV7usr5jqsyLOG0n/ktCIKwgohoWw6CNbZKZ7kZpq7yrUnaijb0bX+jSl1Nt1d+uDFLTVtiJl+mhaEZXetq9LGmdkfDtNQ099N0KspqFQP2/zqtLQA34YmXgImnAhYGJczCbdzQyudpMQToKrr4nenjSW4F+t7u9+hsbj6uiwWbYb93ZhAz4n9vWL5o0y5aw/LPuf2e6Z0QAIozz+W9jT+leq6GWcVfdy0wTLrB4jHfxacZ/oEq2dJOd2Bot1/3K/sKX29VAiJo9WxF6ipasdwaBaBOWtFFgENtfq21epaWtfqESj6osktEc+Hb4iDrz8HlOlkJZm3ayuUaG6ComjzEwrQD7+L1K0OcQyvKY00LuPqTtAan9zHTU1vIzGiL1mrKXVg6N0N9QUV1nHMHqOLPam3MMJ+R3DEKMl3aZuuH+QXwg8T4M9Mtv/njLAeiqYzQkgjw2Wsl2swwkNih6rb1AsnNFIXaPd1xgPN7/kG/XEnnDa2fUUEQhGVCRNty0baDG5Jd4ubafq1fDkFv9JWL/Lf9WuCqX+D3M2WpzVTyY6Ym4ZmXaDVpv8Z3aeVPAEMPYUpEBd0/ZpgWr8nnZ7ghbXXTVrvE9LdMbd4tkgOqE0ogzmGNinYxc9NWpUea79up++f0vOmdEABV220/LZkXvw3AZP203GHGjRnK4udUKH7iG/xxTWVtVulC3fwTtKoF637FVb234Uc5hi0/SbE6H4IiYOQx/pvawxi41FXA6b8Cxh7nHEZ7KXJqGZX1qcqd2EWgcJbHxpXLNNTG91sxVQ/PVu7bDbRCuVXOa9dBxmtZCcCZAGybltTiWWD4uzynGeY6a3HcGRBIrdDvmyLwffmCX/LFjAAb7+Trky/RalsZ4ePSrly9u/613yJq+z20AhZOzn59/cFlNroPAtd/Bhh5hOsZagOiA5zbxBa/FIvuTDHf8wqCICwhItqWi1qGAeCu6oQAjy6hoBWt/Q1A91G2BJopSy2xlWJBZ7c1E+mc3izdrbH8Q3WYm335ohKRRxszLJsFlC5cOpU1GjAbTbln1TGe2+KesywSm1HCL1jKYvRxVWrjzfOYPC0QAwVP9XWrI/45q2NNNbVS/jgqw9yMY32cH89WcXx1irrum31roGH4YrSeVb1auxncnthIYRes+2VGKa7P/B03+YlnlWibQ5A2k9hCUZjeT6tVKA503UihldzJawK0IOaP8Z6SO/h9+Rx/174PSO3gvVeGVGJBB+PFkttBwbqRVq5QQiVaHFcu5RDv0zD5Wn2SLdBgqBZZ6lnRPVhbUS801rKLdPC1zEt8zSnTMumqBIriWbp2rRjHFmmnNXHsCZYTGXqISQrhNuUOP0BrXpDJlxstbfPBijJRpJ7jvetC1maIPzcn3wCMSZ0twUEQBGGJEdG21Oig5vIFFT+T5iaaVK6Z3FG2M0puYzxRYgsAVezTMKdnqYWVOyzUwrIF0ELR7CI0o6pkRJhB86ld/J1uJwUEhFkAw6Cg0b8LtvDRzbL18TNZIXLHGjdsp6Y6LYwzzuzid2kFm7XhthaISrQ5FVqBsq8qF7C6dm2CVp7KMF16nddRPDkVCpuJ5xqzHs2YHzNWPu8LUbsMDD+iesaqGmhmBJh8RTVnrzOYP9jqaPs9FHPB4sJzibaxpynAE1uBnoN0j3qq3pp2U/feClz1CY5Rx9uldqtSKXHVrmyrb13VbZsA1WQ9SVd7YqNqb6USL8wI76tyns9IZdhPQDGgBO4A31sZUhZiHX82MfM9BYW5rjFYGWr8INF5I0VmeUgVAS5zPLpLRPEMhZytOhV0XOf39mz1nEx79uYplrX4CyZU5I/xGREEQViFiGhbaspqw6qO0ZKR2sKNUAd1R9r9gOcpq5XNY7S4aqDJwtXq9207aCnJH2cMUayPG6AZ4kZ96PeBcFy1NVIbXvEscP7/Uqj1vzOwOarrpa72A76DyQC2coFq1y7QGNNUODHd8lfPq9g+xxdeMzXcrhf8Ru06vq2WBarHgNpjHK+O68q8SCFoxSlAIh0UnX23U7Bod6nepM0wX9dFcHVSQO4Iy3xc/A7fo62cwfIrHddOdydPZeca/pxlX2l9X4DqHTrBr8TGQCmVgEXTilK0jP8ocFxWlbV4C+/jzN+wrExtnMIvuZWCRFsRq6MqkUJ1GPBqjbFwrqrhVhn3BVnb1XxW3CrFa3yT/6zkjwKD31Bz+U6Od/hRNQ+6K4bp1xj0bJbo0LFsobjqbGGytEYozfHp5u0w+FXPc3zB3p6RTl5z+JGZ53Xeok0lpCS2NVq2My/xg0/p7PzOIwiCsEyIaFtq0rtZzPbs/fw5sVllpw34sVSdyu2lC9UCTbXQAthF/jtTTFstoxpjj/vZqvr9RpgbUeZ5AAY3V715l84D577mZ7KGd9PKoRum63piHFyLCwdem8oAvJb32XEAmHiRokL3NDVVR4T4Bpa1yL3WJBYVut0VAPS9hZs2AIw8zg4HTs13zcZ6Od7UVYGyEIZvrXSqfnybGaao677Zr3uXU6Uswimg+1YWu/UMWkZjA0p0ds6/SXjHNRxTg1t3BoL3Wc8r657+82zKZkhuB9rbgXCCrljdnsvOqxi8cb+KP0wujZXgvLg1WrSifRSpia20Lnk2ANe/VnWMY6qNqz6eRT67dp5uQt0ZQQta3akgnPLnRovcxGa2lgqnVP/Ok3Q/xvqZMbz5J1iapnSe1/dqzAY2LT7Dp/+Klk39bKSumkO0zRM7T6FdOAp4t/NvbsO7KLYvfiuwNupDSHMSjyAIwjIjom052PBeutYqF1Uldq91tmFYFX31HMxoLdDWIG01akYXog0laaGBx8D2yVcY02YlGEhugDXJKkMqUzHNTTIoSDxXbd5l36IGzCAoA4H7U4kBSky17VDlQ8Z5vXAnN+xIF9979v5GsTgTOlMVaOxwoGPX3Brdx1P9PNHo6rKash51vN6mH2+s89VxHecp2uvHtJnWzOVXNM1Zk3OVipg2jzqObpL3pQvINq+1FpzjT1IoVUYASyUmmBHVczSq6tVl6X6MgMe4Du/DirPNmJ2jNdgMA5ZLcerZPLaW4bMYTlOsRroo/ut5PqvBZ2XDe/02YUE3eqSTHSfGfujHGrbtAdpMJU4rFIFund+bIZbfcCeVq7UGDH+P7bGCz4YRarT4zjqv82C2Y5ozngVBEFYIEW3LgVuhS8iM+jWn8sdbN5xuDvBfCLpBe7SfwmaqZlmFG3vXDTSolM4wY84pUBh0XtdakIw/w4SCWD9jr4Jji6mK+LaqBxeMadKUh5QQaPM3ck9ZdawwENs6s/WqVfcFoLHDgW5VNP4MhVttMhDzNw8r11Sig0WXno67Kw/xXkrnlftwSCVyNK1ZcJ5g0N0GcC11Y/loZ+tLTwm9pvUO3rfuGRqk6waKsKF/YmyeU2DbqdgAxXHpaZ6jbSeFvFNTnRLO81nseQsQitDVaRco9kJttDy5Vc6JU+FzZIToXrdi/thi/Y3PSnObMH1vbTvZZaI0COBxfoDY+gEmFEwV5J3gGnp11ZYsyefFLvJa8QHfGtt1I2uszSTYWs3lpTD8fbZK0zS3QxMEQVhBRLQtB7nX/P6Xm+7mazM2nG6RhXmp6Piq6hgtRrUsLSvRXgqP7Ot+lly0l65Gu8B6ckFBYhiNm1b+9emiLbGFvx/6Ns8RLDMy+QoFx+jjFFNdN6lyFRZdYNUMM1lTV89svQpSugCMqNip+Gb+Gwwi91yWNalNMFYOBrD7F2c+X3MMmS6CXDxLy5ph0ZVomLwvK0ErVasm4TprFfBd2JkXgNc+T8vRzX/SagC+0Nt0N+YlNq76uP99TIlyu8i2U2aEItPzuBbVUWZApnZyfLpjQecbgQ13qI4Ym1Tzd1Aste9nPFwoSQubEeLPxVM8NqSswc0fOBpEtBLyurVV5QIzQPOvqY4TEbqvdWZ0cgfbkr36X5ksUhsDEKIFNdoFlEd8a2ys3x+vJmiBBVRmqEoI0YWh50tQsAEU6VPJNvVLO5cgCMIiI6JtOdBWprarZi7lAfgWCmBmd01sgG7Wjutb/95KcJPpuY2i7eK3GK9ll2kNyx5WSQExtpCK9rBOV8WkZaVZkAQtZ9XxFmPzaJHKH+NmGuybOvEcsxrrBbotY73c+L06N+nKKM/fyuLoT4T/bTCoP3U1BUewKv/GuygGw50sMuuUgFqu9TwBftzX5CGWl4h2Mf6uOg6YCW7S4XZmYMb76OaLdLRuEq6tcoDfmmziOdWEPO+Xvwiif6e/N4yZLW9Tx6j7CadbWxvLF/m8heJ+WZMN72ax5Vg/Rde+f+e7+rbfw7XLvc75cEoUek6Z86Fd3O3XUtRHeznO5g8crTIxgx9Mum6c3kYtmBkd7eYHiVACcJVgs3MUeEFrbOpq1nQLEmoqhhzpBDa/v/X8zYdgrcOeN3MM9QLnPpiAMWvGsyAIwuIjom05KF/ghlU8AeDH+FrLhtMzFCRtyWyl9kHrUM8tFArt+4FzD7CFUffN3ODDHWxgfvJLPFekm0Kv+yAFhC4UWzzrW84Kp7hpeY7vOvM8ujU7r/eD6cNpisFQkqLCADe9kcco6LrexKKpwCwWx1YEXJ1W1I/5mnot4lv+3CoFSHNLpSDadZhQ2btuzS/Oa9q8z9oEEFVxWr23BZID4M8TwA092stj3DrnaeRxvm6G/PIXQaoTjR0rwukmy5sitoEW0vYDwPH/zdf2fLJRKHW/WbXrGqHL0zM4X9VxtugqnmbcYmIT72NqSsNKIKlxhJQQKV+kOEvuYJHbrltYHsSrA11vZneAoHjtPsjxt2ptld7bGJfXqqZf6Rw/cITaOYfxfpYfcUqN1lidSRzEWOT/xoJt5+CxfIxbUxbH0/OLvxQEQVgCRLStJuYVQD3XewIuv2DgvT63aSlrxcvAhSHVt1OJMqfEDb50nmKmMsSNSlvOimfopkps5gYbj/H4xEZV3uJVbs7li6oXZzuFlB2i5aZe4OYX26SC9NtaWxxnmhNjFlGrBZS2kGir4MijfhzhjNYRdS6nzOPqecCyGSsGUNC0sgaWhxqzJtv3MSZr8P+o+83TlWjF/fIXdon3YcVpMZ1yJb9KoavbONUDFkJ936ULwMj3+f2GdzUKpcIpNluvjqlabZuUO3Tc78Ppgb9rvg9Diazum4GdP8fvL34LGPsRrV3pvbQ0Vs6rA7zpHziakzwA/4OJ57KnrqZVckb3QcbcFc+qeSnTrQuouVLzr7OHg2x8z/TXiqpcR7TXr3k3X3TbucyL/OCRUh8OiucAuPPPHhYEQVhkRLStKgJCpNXmBPhFbYungZ4WcWCOiqcafZxfiS3Axvc2nWPEFxu1rC/KgnXIum4AshFag/Qmm9jilykpX6A7barYb9LPDjQTqhbbIK1LOkvVzgLlGkuOlN9FS0VLi2OQgHXNsGZ+W3mIMXSTrzS6aPPHZs5ObU76GH+GLlszQhGhxZLnto5lS++enjVZHlZuzyytVjpRQ8+tduXZRQo9fb7Jl1R27SgtRw0FXtUcVEd9y1z+JGvF6blrHkt1lOVdrDjf176fc1GbaHEfV7MPad87G9336b2qFVa8MY7skrMzm96f2Dz9LVaUz4qdVcK+j0V4e27mBwNtjY10TS/BMfEC0BvorFHPqfZsoFDXruNp10z6fy/NtO0ALj4CXHyUYtcMtc74FgRBWEZEtK0qAptbc5xOM7p+2lxM1TDb4Mdwpa7yN/hYlZaNUJIuUl2HrPtm4Nj/opuxOsYSEtHApnXuHxrHrFsbpfYC1/4nugaP/pGKBcoogeT5WaO511Q7pTnigrT4AvzSHsB04ZDezZpfJWUN0kIz3Mlm4K2sI7p8Sk3VNfM8ishNP87CtWM/5O/7bqfrt5U1sFXWZHwDLVrtbwDcEoWb6/hz63m+uErvpXWwMkZBHGmnQJh8lde0SxR8ntOY5JE7DAyqOdAWxOBYPNPvhpHcxkSASBfdi90HG+/BVG7l5mLBupgy4H9Y4ORPn4fZaF6roHs06GIef5pts8Ie76F8gU3bN/0EBWh6L+P0ppXgaAoVCNa8a6gv2MTWD/JDSytKqoOJW+G1Qm1+YsWM8ZeCIAhLi4i21cR8LBihFK0+oRnqf0W6VRHbqZPyn843+F0YgMYNPjYAINRYh0wHuesenpHOxl6pzXRcx9inxA6gbbsqEZFkI/N61q8951ZpGbHzFFg7/uXsws0LbMhzzU/HG+iGq47RtWnFKYSay1M0Ux2jpc4ucnzhdr/7AsDYvfSe1se2ypq0Eqy1Vh/ntZ3qdCuNnvvJEVoHaxOc4843UDDlDtMiGUrSbehWGy2ImZdU5mXAghgcS7yfBXSrIzx3dZiu8bYdjTXpAD9jsnCCBYw1bl1Z2AyKzql1mE8ZldkIrGnQxVzLsTSKm2RrN88GRp9gMoC2KJbGGktwhBK0Os/YE3SWZ8aK0cXfivIg4/dCKaD/Hbz+JcVfCoIgLD4i2lYVgc1Q9x5tJr4ByOenN7Oe+v3GRtHW6hyG0TrzMD/sizId5N59C+tkpfbQYqY3Ld2PVJe3MEPKWqOuF0rQ3WV4qu6X4QeMO3laMcqDs7ew4kQEvp9DLHi276INt9G1N1M9PKAxS9BK0Kri1BjIX8uw6Gt6jx/z1YpWWZOn/woYPE7LTJtqRRa00nie3zor3M751eVSqmN0DcY3YSp+auxp4OK3OYfaghjpZUeEoAUxOJaO63hMVgn13HEgFGu0Qmmyr1NE7/7lxtdrWcY4Ak1WxsuogwbwvnXyR9Ctm1A9d706x2SEmXwRtJBWxhr75YYSrZMTFoLuEwxwHJEuPheVC8BEnR+UNv74pTenFwRBWCREtK0mgq6cysXWsT+aeccVzfC+uUo06CD3wilaa2J9wKa7/KQB3fJJC0SnpNx3ZeD4n1FUtO9TbZVGVe0w1WYp3MGNbz4B3Q0iY44adk6JVqrUHmDzT1GMzmYdqQzzd/UcAE81LY8wAN+MMLYqsSXQEqsFrbImu26k+7fnzX48YXAcmtRuVVbDoaDNHaFbNHwOGEgHLHMme4/aJYo816YYbrYgBsdSHffbdCU2KTFbZHxbkFqGllC74FuwNNp9DNC9nnuN3y/U0qZj0cym/3Z6bqErevSHqtZclXMfivE5Pf03LPfScR2tf1aS4y6eZQwgoMrKXGIJjuHvcZ7a93HOykO0ShbOch61sBx7imNPbgU6PjrdUikIgrBMiGhbDlK7ab2Zi3Bq7vfMVeqjuVK8FneFE3SXxTdy45+rRIPOBtTizjDmSBowGmONwknGmHkuN0fDYgHYsmosb0bnF9Dt1v3NPrUb6HvbzO/tPsivSBdFZrCAa6t4tOIZjjfaQ7eyztj0PLoqo71+5uBMtMqa7L2VYmymuQU49+UhxmpVx2htq4xQrLg1FpQNJWmZq44o0VX1+9O2siAGx6KD9E2LmZDjzwKtwru0W7hVeZSgazqxiWumraYLQT8fA3c2vl4aVDGBpykITdU2DCYLFOdf5xxNHuI4um/kuQonOCeRrlkstrP8vei/ydHHuVbp3cDVvwic/Vsgf8K3aka7/QQcyRoVBGEFEdG2HLTtoPiYaq00A8Hkg5kyJfPH+G/hZOvfawuYfyL+Ux3j5h9p5wY0W4mGIDprsDre+Hpzn0073xhrZEYoHOwCBVQower0+ePMBiycnF9At2H6m/2On539vVZUtWGqBEqczCA0axnGaZkRjsHOU7zVchSc6auBq//tdKvQfJjP3Ha+wc8Q1V0iem4Fxh7na/EN/Ld4loWCAaB9T2NJjtniq4IfAMxIo2W2ub6cTlAZ+b7/jPa/c/o5dcP52fqpzkSws0awnAnADwbRbtams/OgZfFplhsJJSg645tULKWKUQynaXG0kvz9Yomp9v2MY9MJOAAFfWqXZI0KgrDiiGhbDpLb5he4HLRsXG7c0NRptCtLl6+Yw1I37XjVwL59X+PrWkh1KCFSONMYawTQ6pU/zg02vZduWK8OnPwyxdx8ArqD7aFq2ZlLoQAUgrobwVzzpzsY1DIUZuEOihIdB1c6Dwx+nWKh60bWm1tsPJfu33oOSGynO3NMjTvSwXmrjFBAdN/I0imzddRowAD63g4WTu70hVnpPMV0sL6cTm7IHea66OSGhtOZjUV5L5Vwe6CQcJNFT1t9U7uBE39Gq1vndUBpiCI81g/s/Bhw4k/9LF1PxUpGe/ihaLF48TcpnENJntuMcn0ka1QQhFWAiLblwLX9xIKFWG6CNNeomgvde1GXWShf4HjmPY4W4qeWAepFWl0yL3JTG3vCL0dRPEuXUz0HbHo/Ew6CrsJrfmMOwRGgMhyoTXacraHgsYRFcwyTvv5MNFuY3CpjoQyTm3F8o1/qI/MyY/Ni/cBNf7w0og0uhWjxHNtchTsDAuoIBXN1hJmws7WAaoVutA40WnDLg4xNDNZ0qxc4FitOwabdgGNP+89b/jhj2kIpYOO753d7wfk2I/76jHwPU/GJulxJ5xvoHg0mxyS2+G7gzLONWbpWwi9gXJtsmptAzFmsb35jBfzkE6fG85sxftAIxSRrVBCEVYGItuVg7AlueMntwIY7Z35fbcL/vlWWH8AswPqk3waqmXA7A8tTe2it0JYpneXplFSD8fbWx89E0EJXHuKGaecYtD/xnGrTpM5ZOEGXl1OmMJuPGzZIcLMvDfqb/cVv+5mC7ddMt/4FaZXE0dzBwIwAyU0ULZVRum17b6MVy4gw5qme4zWXos+k5/nV9z0lmuIDqlxKoJ9q9tXp7ui5qOeAF3+L37/xD6b/vqHkSw9QzQDRjqbkBs+3qPbcxudztrpnzTTPt34+skcoxJoLHs+WHDPxYuPvxn9Eq21lZHpbrEg7cNXH5z/O4HitKK1+lurduvVDjMWc74cMQRCEJURE23JQOM1/i6dnf1/DhtjCjakz/eo5X4RNQ1nGjHBjXNwlV7HXw1CJDdkjFA+AslLVeI1It7IGxZV1IkRLXqRr4YHbwc3esBo3++oIz125OF206Xu04q3jB5u7BsQ3UhRaSVpTGsbrqqB7UGBoq9WiosRG2w4K1fIFjt20uL46e9QuAqe+3FhceC4qqiMCMD0eEZhe8iXSPT25oZ4LxCmq562e5bl1p4fZaJ5vK8E4sWgvLZfNz8dsyTHJHcxm1b8rbebcVC7QrdqMjpubK/5Ol30Z/IZ6rtXzXhvnvZ7+KrDrY3N07RAEQVgeRLQtB+4MVrNpGAGLSgvR1pDpNzb990EGvw5MPAPs/ZUWl1mAgMsfA2pjvtVEW54qF5mFaZjcyCtDTLrQ5SYWQsNmD1UnzeGm79m0TLXtnPn42eL2GroG2LREOmVamNL7uXkDtIxqC1/mJZVpiln6ly4A7eKuZYDqZGOB3mBdN1fVn4NJV2Bz4/lW6GbrAMVuM3OVfEluA+D656jOwwrcCj3fg9+g2LLiqrXZlunPx1wJHJHA76yIKhZ8NbD57sZjPA84/ud8znf/kspEnQHdHP70X1GkOWXed1VZFS9+m2NIbFrctRcEQVgAItpWE2bId0dt+RBfm5bpN0mxkXkeGOzg68HNpD5JYXdRFUXtvAHofxsuO7EhvgHovsm3mkR6aI1wXQq3cDuFVC2jLIG5ywvcDoqraDc34toYBWPbjhmEmbpHtzJzceJWHQy0QJp80bfwOSXfwjf+I78na3P/0suh83qK79J5CoyZBFR1nOMxQsoN3dH6fMFnpXDSF53ZQ7y/eg7oVIVhZ7JqjT/DDweD3+A8hbtZEy53xO+E0Xf7/O+xubOGFWvsrLHQ50Ovv1uhi77/7YFrngVG1DwMvHN6bbog2j1dz3GsdoF/XzoO0LUZ3rDYay8IgrAARLStJuyS747SbsnmuKCw2kwyL3Mzb7WZlC/6sV/ZwxRt4RTF1UIxjEYhZcW56eePc4Pb+iFgw7uBLT9J4VAavLzA7VbiqnSKsVfledxH4RTLNEw77ywWJiPkW/g8l5aXcDtf131DF7NOV7Qb2PbTrDWWe61RQG16P3DqLzkHOjjeywETz3POgemWn+CzAviic+J5nscw/Wzfmaxa0R62AtPPW+c1/F3mJaB0RrmmR2Zu69WMnu/UHrqzwx20kl12YL83w/dgYoe2EBbPzizatn6Irt6+dwBDD/LvyXPp+tdxjLFeILlFarQJgrAqENG2XMwnkDyYKVkeUoKsKS6o7Spl8TC48erNRFtZMi/TGuOoeKzMi7Sa2AW6tawZei3ORbR7hj6bcYqDvreyHEViIzf0yw3cbiWuzvwNcOLPgbEn/XplDQSsiTO5gOcqKmxYvjANK9ET7Mm6FLQSULqu3sSzQHnYF2BjT8xs9Qs+K04NU2Im3s/5iPXP3mWj+Ry6JhoAhM9SsHUcmLvgcBA936NP0E0Z6QI2/8TlPx+TL/vfV8dmTl7JHvZjRZtFbqSTXzpr1Ur45VGcMsVbbRLofpPUaBMEYVUgom250G7PZoKbTWU4EEf1In8GgN63NcZhmREVh7XV30zyx2iZyR+jYNN9PieeZUX5cDs33OTW1uOYCd2APtI9u5WqPMSAdh0AfrmB263EVf87gfPf4P03F2gFmoLOZ7jHueKmGspOtIgvW8ySD8VznLdwanpSRVA8xQdoAYptoPVvNqtf0BqqExfcOsuJtO3AnB01ms9ROMXXnJLvmr6U50fP98j3VEeGuTprzBM3UN6llmlKXgn7IjfzAgXebO5N/Vx3XEvXamUYgEOrbm1CarQJgrBqENG2HASrwTcHkjdsNiF/sxn9IQCPm02obW4hEWqj1aueVc2u1TWcCuN+on2N9avmjdrkDWNuKxUAvPgfuacf+I+XViOrmVbiqpbhdd2qcvVe1/j7eD/YVH6OHqWzMa8A/UUid8TPKG5VvqTZHV0bp1ifzerXnBUK0J1az3J+UvNwa7ayqDoVXrs2ubBElqlYzS1zvnVBBEWu6wCeEnXRXmYStxK5k4f4dxkbALZ+mMkH9QyLKdeyQPEkxa5XkxptgiCsCkS0LQdGOOD2bAokb3BHKZen53KzMcDNRtehmk1IpHezanz2MN1Frk2BZTq83pYP+HFo1hzttGZiLitVLcO4J4DusC0fWNh1ggQtkbVJILEVgEfRqjM9W2b1LTDxYj7CdLHQXQpmYrakiZksPzOJzvMP0moULLQ743VbnCPay4zk2gQojC+BYFeLGUvVLIDmQtPNVkbPBeA11Z4LMPaE//1VH6eFOtpFq/LQg3wGut5El7nUaBMEYRUgom2pCIoNOw8KsljrQPLgZhPpZGacE6jT5TnzExKJzTzOrQJumG7E6hhFmxFW9dRCs5dAaEYX/C0NMttxNnRrKIBWocWgORGjbTtfnzGjM2AZXAjz7cm6GMzVUmwhVr+ZRGc9r7Jp5+EebXmOj1AkxTf6r82X4HNRnUOoXgraetf3Vv48k5Vxvu5NvfbBRBcrPnsRZ0EQhGVERNtS0Sw29MbSKpC8lUUlP9y42cxHSGSeZ6xPKEnB13k93ax2kdX9Yz2X3nvUMwC3xASIVjSXJNExefljc1jC5slMgfFObXpsV/ki5iVKVg1zuHEXYvWbMSu0l2VYtMVrNlqdI5xqXfNvJqa1DFOt3JzS4jwX8U0B650ShIvp2tZWPEP+ixQEYfUg/yMtFZciNhZrs4l2M1i9bRfQcQ2w/V8w02/8R9x0AQo4z5u/JWr8SQayD8zQfmu2VkWl84tT36plYHyL2C5tzQFw2XXplgPPnT2reDGtfrZK3CieuvRjAa7z5CFeP1gTbbb3B5+LgXfy9dJZdta43OeilvXXuz7JfxfLte25vhVv091zvl0QBGG5ENG2lMxXbCzWZtP7FpZTCLUBXW9k+Y2dH2VR3OIZBu/bOW5284ltqmW4OXp262xNoHWrolqGlh3TWpz6VguJ7Yp0Xd41lwVv5qzi1UY9T8E332SWS/nQcilj0Na7/Ou+VbeWa7TeBd23CxG59bxvxTPjl3asIAjCEnKJEcXCJREUG6E2fgWrwWu0RaXVZmNdQsanFWVBWdNi7FrwPGYk8MZ5ioTykC/yckdnfl/PLcwUtfO8XqyPGaszBYBfKkFL5M6f41e/qsqvC8kC8O/LXBvthrQ40J0ulhKnfOlN55uPBxgvqWsAzkXwudAfXOz8wp8Lbb07ez+t0JF2fuVe42vjTzHR53LR9RKd0uUVpBYEQVhkxNK2lCxn+YgplHCZFrs2T6E2U4za+NO+67M5FmkhlrBLYd6WyDVgsQoSdPHN1p5qMWgO2r9Ugv1G3fr8Pkws9nMxzXrXSwFZvgiEYpdn1Z2pOG/mxcDfsfQeFQRhZRHRtpQsZ/kITVVlbeqsz0tlphi10llaM1rFIi21OF3OjM6lJigO4FEcWJHZ21NdLsGSG94cyQ/zoVVP11YsxXMRDDmYUKLQDDNm7nKsug0twIzGDhRORXqPCoKwKhDRtpSsiNhQm7Iu2jp13XmW+Wi2ZsQ3UwCaYW7WrawZKyFOW+L6/5aH2OR+tdEsijfcQavobO2pFuOaZoQB+wsqsAw0ZuXO06K5FM9F0HpnhPmzW2fizaVa7za8l+7PUGp6cV64AAwWpdb1EqX3qCAIK4yItvWK2dRjtOMNQOGk+mGOTTdozfBsbrizVeJfjZawSy1tslzMFKDv1he3Kf00N3eFVr388YWV3PC8QBmMeVraluK5CFrv4AKl0/79Xar1LrmFX5rgcx8bAGA21ksUBEFYYUS0rTeS22llm7Z5XYKIWeoYtaWiIdliFTPfrOLLodmiF+1imZfsq3R1X7JFL5DpetUKxg4GrXev/heOy2oDem7j7y6Hyy3OKwiCsMSIaFuvzFaHba4abSuSQLEIaKsVsPCOCMvBcojiVqVYPIfCNr7h0i16TsWPi6vnAKvn8se4ENway9cUz/BZ1AkDTgkYepjfz9eCWDwL2AWWh4kPrN3nXhCEKwYRbeuNmdyCrq2axkcYCzQbqyZG7RLxFhB3tRIslzgIWvSMGJufG+bCS25MZboOsbvGShC0IJYGGxMGLjUmcOgh//urPr52n3tBEK4YRLStN3TD9txrQN/b/Ndr4+w9GkrPnZSwGmPU1hPLJQ6mWfRSl+buC8bFFc8ArmrAnnnB76yw3GUwghbEaA+FZGIrLYGXGxMoz70gCKscEW1XDKvY8rRY1BaxGflSslzi4HItetNaUb2dr4//aOkyXedD0IIY6aKLc7FjAgVBEFYhItrWGzrDz2puv6NF2yLU6Vqt2IWVHsHq4nItekvRimoxWKuJMoIgCJeJiLb1RuYllo/Y+dHG16sj/Ncu+AVd1xtGwO07TbRegSyGRW85Ml0vlcWKCZzxA44gCMLqZM32Hv32t7+Nn/mZn8GuXbtgGAZ+6Zd+aaWHtPLUMmzrU8+t3jplS0mwd2tI2g0tCvPtn7ucdB8Etn4Y2P4zQGIjv7bfw9cupezH+DPA+LNLN05BEIRFZs1a2v7pn/4JL774Im6//XZMTCywZdN6ozzkN7qujjX98gqIaWvgChStS8FqLIOxGBbEYGsvu7R4YxMEQVhC1qxo+8M//EN8/vOfBwA88sgjKzyaFaS58r1dpPtz8lBj5fsrgitNmC4D67UMhv6AA7C9lyAIwhpgzYo201yznt3FpTnDz4rxa+zxxsr3QVZz4dnLwa3439cmV66W2HpiPZXBaP6AE+5gjKcRXlhrL0EQhGVmzYo2QTGtwftG5bbaBYQTfoafFQfyR1d6tEuLF8iM9eyVG4ewOmn+gNN5nXr9POsarlQJE0EQhHlyxYm2XC6HXC439fPQ0NAKjmaRaG7wHu1mZlyw8n0ws3K9uhHn28hcuDJZrSVMBEEQ5smqEW3ZbHZeAmrHjh2IRqMLvs7nP/95fOpTn1rw8asSqVtFon3+92ulebywvKzGEiaCIAjzZNWItgceeAA/93M/N+f7XnjhBVx//fULvs59992Hf/2v//XUz0NDQzh48BLKBKxG5pPhZ4Z8UbNuLVKBjNH1GrcnXB7yAUcQhDXMqhFt9957L+69994lv046nUY6nV7y6ywr88nwswuqL2noyhBt69UFLFweq7GEiSAIwjxZNaJNuAzmleFnsJgoTAC/uIyDW0aC9bY8Z+XGIaxe1msJE0EQrgjWrGg7c+YMnnnmGQBAqVTCiRMn8LWvfQ0A8M/+2T9byaGtTmo5v5hobRKIdKzkaJYGfX8A4Er2qNCC9VTCRBCEK441K9oeffTRhhi4hx56CA899BAAwLsSWzjNRf41v5hoaXB9ijYz7PeTNNfsoy0IgiAILVmzwU333nsvPM9r+SUo6nkWDR38Bt0/To1fE8/7r9cLKz3KxSOU9PtJWomVHo0gCIIgLCpijljPBIuJOlUg0s7Xx55kYsJ6KyZaywZcwBkgFF/Z8QiCIAjCIiKibT0TLCbqeRRqoTYW2o12rb9iopVh3wVcHgISG1d2PIIgCIKwiIhoW+8Ei4mGkgA8wM6vn2KiwX6ShZN0/wLAxDOsuwVIP0lBEARhXSCibb2z3ouJBl3AMAIu4GcAr7b+XMCCIAjCFYuItvXOei8m2tBP0gDsHsAIsbQD3PXnAhYEQRCuWES0rXeuhGKiQRewpZIP1pMLWBAEQRCwhkt+CPNEFxPVgg3wi4la0ZUb12ISdAGH2vhVy/ouYEEQBEFYB4ilTVj7rHcXsCAIgiBARJuwHrgSXMCCIAjCFY+INmHtI/0kBUEQhCsAiWkTBEEQBEFYA4hoEwRBEARBWAOIaBMEQRAEQVgDiGgTBEEQBEFYA4hoEwRBEARBWAOIaBMEQRAEQVgDiGgTBEEQBEFYA4hoEwRBEARBWAOIaBMEQRAEQVgDiGgTBEEQBEFYA4hoEwRBEARBWANc8b1HbdsGAAwNDa3wSARBEARBuNLQ+kPrkdm44kXb6OgoAODgwYMrPBJBEARBEK5URkdHsX379lnfY3ie5y3PcFYnlUoFr7zyCnp7exEKLY2GHRoawsGDB/H0009jw4YNS3KN1Yjct9z3lYDct9z3lYDc99Ldt23bGB0dxbXXXotYLDbre694S1ssFsNNN920LNfasGEDNm/evCzXWk3IfV9ZyH1fWch9X1nIfS8Nc1nYNJKIIAiCIAiCsAYQ0SYIgiAIgrAGENG2DKTTafzO7/wO0un0Sg9lWZH7lvu+EpD7lvu+EpD7Xh33fcUnIgiCIAiCIKwFxNImCIIgCIKwBhDRJgiCIAiCsAYQ0SYIgiAIgrAGENEmCIIgCIKwBhDRdpkcPXoU73nPe5BMJtHX14df+ZVfQblcntexX/rSl7B3717EYjEcOHAA999//xKPdvFY6H2//e1vh2EY075ee+21ZRj15XP8+HF84hOfwPXXX49QKIQDBw7M+9i1vN4Lve+1vN73338/PvCBD2DLli1IJpO47rrr8Md//MdwXXfOY9fyWi/0vtfyWgPAww8/jNtvvx29vb2IRqPYuXMn7rvvPmSz2TmPXcvrvdD7Xuvr3UyhUMDmzZthGAaeffbZOd+/Umt+xXdEuBwmJyfxzne+E9u2bcPf//3fY2RkBPfddx/Gx8fxla98ZdZjv/a1r+Hee+/Fb/zGb+DOO+/E17/+dfz0T/802tvbceeddy7THSyMy7lvALjtttvwh3/4hw2vzbca9Erz6quv4pvf/CZuvvlmuK47rw0cWNvrDSz8voG1u96f+9znsG3bNvzBH/wB+vv78eijj+KTn/wkTp48iT/4gz+Y8bi1vtYLvW9g7a41AExMTODWW2/Fr/7qr6KzsxOHDh3C7/7u7+LQoUP41re+NeNxa329F3rfwNpe72Y+/elPz6thO7DCa+4JC+b3f//3vUQi4Y2Ojk699tWvftUD4B0+fHjWY/fu3et96EMfanjtzjvv9G6++eYlGeticjn3ffvtt3vve9/7lnqIS4bjOFPff/SjH/WuueaaeR23ltfb8xZ+32t5vUdGRqa99mu/9mteLBbzKpXKjMet9bVe6H2v5bWeiT/7sz/zAHjnz5+f8T1rfb1bMZ/7Xk/rfeTIES+ZTHp/8id/4gHwnnnmmVnfv5JrLu7Ry+DBBx/EHXfcgZ6enqnXPvjBDyIajeLBBx+c8bhTp07htddew0c+8pGG13/mZ34GTz/9NMbGxpZszIvBQu97PWCal/4ns9bXG1jYfa91ent7p712ww03oFKpYGJiouUx62GtF3Lf65Xu7m4AQL1eb/n79bDerZjrvtcbn/zkJ/GJT3wCe/bsmfO9K73mV97/xIvIkSNHsG/fvobXotEodu3ahSNHjsx6HIBpx+7fvx+e5636mICF3rfm+9//PpLJJGKxGG6//Xb84Ac/WKqhrgrW+npfLutpvR977DF0dXWhr6+v5e/X61rPdd+a9bDWjuOgUqng+eefx+/93u/h7rvvxrZt21q+dz2t96Xct2Y9rPfXvvY1vPTSS/hP/+k/zev9K73mItoug0wmg46Ojmmvd3Z2zvqJNJPJAMC0Yzs7OwFg1X+aXeh9A8Dtt9+OP/qjP8JDDz2EL33pSyiVSrjjjjvw5JNPLtFoV561vt6Xw3pa72effRZ/8Rd/gV/7tV+DZVkt37Me13o+9w2sn7Xetm0b4vE4brzxRmzYsAF//dd/PeN719N6X8p9A+tjvUulEu677z585jOfmXebqpVec0lEuEwMw5j2mud5LV+f61hPdRSbz7ErzULv+1Of+lTDzz/+4z+Oa665Bp/+9KfXvWt1La/3Qlkv633x4kV88IMfxMGDB/Ef/sN/mPP962WtL+W+18taP/jggygUCnj11Vfx6U9/GnfffTe+/e1vzypY18N6X+p9r4f1/s//+T+jv78f99577yUfu1JrLpa2y6Czs3NKdQeZnJycUt0zHQdg2rGTk5MNv1+tLPS+W5FMJvG+970Pzz333GINb9Wx1td7MVmL653NZvHe974XiUQC3/jGNxAOh2d873pa60u571asxbUGgOuuuw633norfv7nfx4PPPAAHn30UTzwwAMt37ue1vtS7rsVa229z5w5g8997nP41Kc+hVwuh8nJSRQKBQAs/6G/b2al11xE22Wwb9++aTFc1WoVJ06cmObvbj4OwLRjDx8+DMMwsHfv3sUf7CKy0PueCf0JZb2y1td7sVlL612pVPD+978fw8PDeOihh6YCtGdivaz1pd73TKyltW7F9ddfD8uycPz48Za/Xy/r3cxc9z0Ta2m9T506hVqthve9733o7OxEZ2cn7r77bgDAO97xDtxxxx0tj1vpNRfRdhncdddd+O53v4vx8fGp1x544AFUq1XcddddMx63Y8cO7N27F3/7t3/b8Ppf//Vf4+DBgw1ZmauRhd53K4rFIr75zW/ipptuWuxhrhrW+novJmtpvW3bxoc//GG89NJLeOihh+YMygbWx1ov5L5bsZbWeiaefPJJOI6DnTt3tvz9eljvVsx1361Ya+t9/fXX49FHH234+u///b8DAP7kT/4EX/jCF1oet+JrvuRFRdYxmUzG27Rpk3fbbbd5Dz30kPflL3/Z6+np8e65556G933sYx/zLMtqeO3v/u7vPMMwvN/8zd/0Hn30Ue9Xf/VXPcMwvIcffng5b2FBLPS+f/CDH3jvf//7vb/4i7/wHnnkEe8rX/mKd8MNN3iRSMR76qmnlvs2FkSxWPTuv/9+7/777/fe/va3e1u2bJn6Wde3Wm/r7XkLu++1vt4f//jHPQDeZz/7We/JJ59s+Mpms57nrc+1Xsh9r/W19jzP+8mf/Envv/yX/+L94z/+o/ed73zH+9znPuf19/d71113nVetVj3PW5/rvZD7Xg/r3YpHH310Wp221bbmItouk9dff9278847vUQi4fX09Hi//Mu/7JVKpYb3fPSjH/Va6eMvfvGL3u7du71IJOLt37/f+7u/+7vlGvZls5D7PnbsmPfud7/bGxgY8MLhsNfR0eHddddda+qP/NSpUx6All+PPvqo53nrc70Xct9rfb23bdt2Ra71Qu57ra+153neZz7zGe/666/3UqmUl0wmvWuuucb77d/+7Smh6nnrc70Xct/rYb1b0Uq0rbY1NzxvDTmhBUEQBEEQrlAkpk0QBEEQBGENIKJNEARBEARhDSCiTRAEQRAEYQ0gok0QBEEQBGENIKJNEARBEARhDSCiTRAEQRAEYQ0gok0QBEEQBGENIKJNEARBEARhDSCiTRAEQRAEYQ0gok0QBEEQBGENIKJNEARBEARhDSCiTRAEQRAEYQ0gok0QBOESyeVy2LZtGz70oQ81vP6Lv/iL6OzsxODg4AqNTBCE9YyINkEQhEsknU7ji1/8Iv7+7/8ef/mXfwkAePjhh/GFL3wBX/jCF7B58+YVHqEgCOsRw/M8b6UHIQiCsBa577778Od//uf43ve+h/e9731461vfir/5m79Z6WEJgrBOEdEmCIKwQCqVCm688UacOHEC3d3dOHToEDo7O1d6WIIgrFPEPSoIgrBAYrEYfuqnfgrVahX33HOPCDZBEJYUsbQJgiAskEOHDuFNb3oT9u/fjyNHjuC5557D/v37V3pYgiCsU0S0CYIgLIBarYabb74ZyWQSjzzyCN7ylrfAcRz86Ec/QjgcXunhCYKwDhH3qCAIwgL4nd/5HRw7dgxf+tKXEIlE8Jd/+Zc4cuQIfu/3fm+lhyYIwjpFRJsgCMIl8sQTT+Czn/0sPve5z2HXrl0AgD179uCzn/0sPvOZz+Cpp55a4REKgrAeEfeoIAiCIAjCGkAsbYIgCIIgCGsAEW2CIAiCIAhrABFtgiAIgiAIawARbYIgCIIgCGsAEW2CIAiCIAhrABFtgiAIgiAIawARbYIgCIIgCGsAEW2CIAiCIAhrABFtgiAIgiAIawARbYIgCIIgCGsAEW2CIAiCIAhrABFtgiAIgiAIa4D/H7Ja667xsnDdAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.title('Final map error: {:.2E}'.format(error_after))\n", "plt.plot(x.flatten(),y_true.flatten(),'*--',label='true data', alpha=0.8)\n", "plt.plot(x.flatten(),y_measured.flatten(),'*--',label='noisy data', color='orange',alpha=0.4)\n", "plt.plot(x.flatten(),map_of_x_after.flatten(),'*--',label='final map output', color=\"red\", alpha=0.8)\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "237dd449", "metadata": {}, "source": [ "Unlike the true underlying model, map approximation gives a strict coninuous monotone regression of the noisy data." ] } ], "metadata": { "jupytext": { "formats": "ipynb,py" }, "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 5 }