{ "cells": [ { "cell_type": "markdown", "id": "d3c7cb6b", "metadata": {}, "source": [ "# Concious Self-Organizing Map" ] }, { "cell_type": "markdown", "id": "d8c1ba78", "metadata": {}, "source": [ "The concious self-organizing map of cSOM is a modified version of the Kohonen SOM which include parameters to generate a bais that prevents a single neuron from winning too much and thus generating a more faithful representation of the density distributions of the original parameter space. It works by generating a bais term that gets added to the distance calculation when determining the best matching units.\n", "\n", "The parameters that control this will be refered to as beta and gamma. Beta controls how we deal with the winning frequency calculation as is cumulative throughout the training in the bais matrix. Gamma on the other hand is a multiplication factor that influences how much we will add to the distance calculation to deter the same neuron from winning too many times.\n", "\n", "Values for beta should generall be 0 < ß << 1\n", "Values for gamma are typically < 10 but I have not fully examined the limitations." ] }, { "cell_type": "code", "execution_count": 1, "id": "875a2d98", "metadata": {}, "outputs": [], "source": [ "from sciSOM import plot_SOM_gird_neurons, calculate_u_matrix, calculate_density_matrix, display_density_matrix" ] }, { "cell_type": "code", "execution_count": 2, "id": "519ac447", "metadata": {}, "outputs": [], "source": [ "from sciSOM import plot_SOM_gird_neurons, SOM, affine_transform\n", "import pandas as pd\n", "import numpy as np\n", "import random\n", "from scipy.spatial.distance import cdist\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "86180bd5", "metadata": {}, "source": [ "# Loading data\n", "As with the Kohonen SOM example we will use 2 datasets. One will be a 4 clusters centered around 4 sets of 2d coordinate with gaussian noise. The second will be the penguins dataset, I data set that has been used to replace the Iris dataset. Similarly to the Iris dataset this one has 3 clusters, one of the being fully separable from the rest but not the other two." ] }, { "cell_type": "code", "execution_count": 3, "id": "a5f0ab45", "metadata": {}, "outputs": [], "source": [ "# Lets make a simple dataset which we understand\n", "# I will generate 4 data classes centered at 1,1 1,2 2,1 2,2\n", "# Add some gaussian noise to each of those classes and see\n", "# If the SOM was able to separate them!\n", "n_samples = 2000 # Total number of samples\n", "centers = np.array([[1, 1], [1, 2], [2, 1], [2, 2]]) # Centers of the 4 Gaussian distributions\n", "std_dev = 0.1 # Standard deviation of the Gaussian distributions\n", "n_centers = len(centers)\n", "samples_per_center = n_samples // n_centers" ] }, { "cell_type": "code", "execution_count": 4, "id": "a34ec841", "metadata": {}, "outputs": [], "source": [ "data = []\n", "for center in centers:\n", " samples = np.random.normal(loc=center, scale=std_dev, size=(samples_per_center, 2))\n", " data.append(samples)\n", "\n", "# Combine all samples into a single array\n", "gaussian_data_4_classes = np.vstack(data)" ] }, { "cell_type": "code", "execution_count": 5, "id": "f38c0ff1", "metadata": {}, "outputs": [], "source": [ "gaussian_data_4_classes_norm = affine_transform(gaussian_data_4_classes, 0, 1)\n" ] }, { "cell_type": "markdown", "id": "e7a4271d", "metadata": {}, "source": [ "### Constructing parameter tables to train the SOM\n", "We will opt to use a decay schedule rather than the decay functions but the setup for both methods will be as bellow" ] }, { "cell_type": "code", "execution_count": 6, "id": "159b9215", "metadata": {}, "outputs": [], "source": [ "# First we need to define datatypes as the SOM expects a numpy structured \n", "# array for parameters\n", "dtype = np.dtype([\n", " ('time', 'i8'), # Unicode string of max length 10\n", " ('alpha', 'float'), # 4-byte integer\n", " ('beta', 'float'), # 4-byte float\n", " ('gamma', 'float')\n", "])" ] }, { "cell_type": "code", "execution_count": 7, "id": "da0166a5", "metadata": {}, "outputs": [], "source": [ "dtypek = np.dtype([\n", " ('time', 'i8'), # Unicode string of max length 10\n", " ('alpha', 'float'), # 4-byte integer\n", " ('sigma', 'float'), # 4-byte float\n", " ('max_radius', 'i4')\n", "])" ] }, { "cell_type": "code", "execution_count": 8, "id": "44f5fad3", "metadata": {}, "outputs": [], "source": [ "parameters = np.zeros(1, dtype=dtype)\n", "parameters_schedule = np.zeros(4, dtype=dtype)" ] }, { "cell_type": "code", "execution_count": 9, "id": "2db78586", "metadata": {}, "outputs": [], "source": [ "ksom_parm = np.zeros(3, dtype = dtypek)" ] }, { "cell_type": "code", "execution_count": 10, "id": "47fdf624", "metadata": {}, "outputs": [], "source": [ "ksom_parm[0] = (2000, 0.3, 0.3, 3)\n", "ksom_parm[1] = (8000, 0.1, 0.3, 2)\n", "ksom_parm[2] = (20000, 0.05, 0.3, 1)" ] }, { "cell_type": "code", "execution_count": 11, "id": "9e44ae59", "metadata": {}, "outputs": [], "source": [ "parameters_schedule = np.zeros(4, dtype=dtype)\n", "parameters_schedule[0] = (2000, 0.5, 0.0001, 5)\n", "parameters_schedule[1] = (8000, 0.3, 0.00008, 1) # 0.00009\n", "parameters_schedule[2] = (20000, 0.05, 0.00005, 0.1) # 0.00008\n", "parameters_schedule[3] = (100000, 0.005, 0.00001, 0.01) # 0.00005" ] }, { "cell_type": "code", "execution_count": 12, "id": "dc551e40", "metadata": {}, "outputs": [], "source": [ "# We can define a save schedule which lets us access the \n", "# SOM weighcube at different points in the training\n", "# This is particularly useful to aid in diagnosing issues with training\n", "save_schedule = np.array([0, 100, 200, 300,\n", " 500, 1000, 3000, 5000,\n", " 10000, 20000, 30_000, 40_000,\n", " 48_000, 49_000, 49_999])" ] }, { "cell_type": "code", "execution_count": 13, "id": "d81f4302", "metadata": {}, "outputs": [], "source": [ "SOM_grid_dim = 7" ] }, { "cell_type": "markdown", "id": "add60ba3", "metadata": {}, "source": [ "# Big current issue\n", "The cSOM learning n_iter needs to be set to a number not module 10. I have 0 clue where this bug is comming from but this needs to be fixed ASAP" ] }, { "cell_type": "code", "execution_count": 14, "id": "e99819ad", "metadata": {}, "outputs": [], "source": [ "# Define the SOM model, details regarding each parameter can be found in the documentation\n", "som_model_simple = SOM(x_dim = SOM_grid_dim, y_dim = SOM_grid_dim, \n", " input_dim = 2, # dimensionality of the data\n", " n_iter=40001, # number of training steps\n", " learning_parameters=parameters_schedule,\n", " som_type = \"cSOM\", #neighborhood_decay='exponential',\n", " decay_type='schedule', mode = \"batch\", #neighborhood_decay = \"none\",#\"geometric_series\"\n", " save_weight_cube_history=True,\n", " weight_cube_save_states = save_schedule, # When should the SOM save\n", " #gamma_off=True # Turns cSOM to a kSOM with radius set to 1\n", " )" ] }, { "cell_type": "code", "execution_count": 15, "id": "9979cb19", "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Train the SOM model\n", "som_model_simple.train(gaussian_data_4_classes_norm)" ] }, { "cell_type": "code", "execution_count": 16, "id": "fde708c1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(som_model_simple.learning_rate_history)" ] }, { "cell_type": "code", "execution_count": 17, "id": "7cfbf308", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The radius of the cSOM does not change over time\n", "plt.plot(som_model_simple.learning_radius_history)" ] }, { "cell_type": "code", "execution_count": 18, "id": "dcf29980", "metadata": {}, "outputs": [], "source": [ "def plot_2D_SOM_weights_plus_data(som_dim: int, \n", " weight_cube: np.ndarray,\n", " save_schedule: np.ndarray = None,\n", " is_single_cube: bool = True) -> None:\n", " if is_single_cube:\n", " som_2D_fig(som_dim, weight_cube, save_schedule, )\n", " \n", " else:\n", " #num_weight_cubes, _, _, _ = np.shape(weight_cube)\n", " for k in np.arange(len(save_schedule)):\n", " som_2D_fig(som_dim, weight_cube[k], save_schedule, k)\n", "\n", "\n", " #plt.savefig(f'figs/SOM_weight_cube_time_step_{save_schedule[k]}.png', dpi = 200)\n", " " ] }, { "cell_type": "code", "execution_count": 19, "id": "83bbecaf", "metadata": {}, "outputs": [], "source": [ "def som_2D_fig(som_dim, weight_cube, save_schedule, k = None):\n", " N = som_dim\n", " \n", " #for k in np.arange(len(som_model_simple.som_save_state)):\n", " wcube = weight_cube\n", " # Create the plot\n", " fig, ax = plt.subplots()\n", "\n", " ax.scatter(gaussian_data_4_classes_norm[:, 0], \n", " gaussian_data_4_classes_norm[:, 1], alpha=0.1,\n", " color = 'red', label = \"input data\")\n", "\n", " for i in range(N):\n", " for j in range(N):\n", " ax.scatter(wcube[i, j, 0], \n", " wcube[i, j, 1], color='blue',\n", " alpha = 0.3)\n", "\n", " # Connect adjacent neurons\n", " for i in range(N):\n", " for j in range(N):\n", " # Horizontal connections\n", " if j < N - 1:\n", " ax.plot([wcube[i, j, 0], \n", " wcube[i, j+1, 0]],\n", " [wcube[i, j, 1], \n", " wcube[i, j+1, 1]], color='black')\n", "\n", " # Vertical connections\n", " if i < N - 1:\n", " ax.plot([wcube[i, j, 0], \n", " wcube[i+1, j, 0]],\n", " [wcube[i, j, 1], \n", " wcube[i+1, j, 1]], color='black')\n", "\n", " # Customize the plot\n", " if save_schedule is not None:\n", " ax.set_title(f'SOM Weight Cube Visualization {save_schedule[k]}')\n", " else:\n", " ax.set_title(f'SOM Weight Cube Visualization')\n", " ax.set_xlabel('Dimension 1')\n", " ax.set_ylabel('Dimension 2')\n", " ax.grid(True)\n", " " ] }, { "cell_type": "code", "execution_count": 20, "id": "15f47e52", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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i1qxZuOyyy/DUU0/hxhtvxNy5cwEAn3zyCQ466KCy23/yyScAaJZYDocffjimT5+Oq666Cu3t7bjooot2+ByPOeYY3HPPPXjnnXfw7rvvFkihADk3yWQSH374Id5++21oNJqC48NRhUcffRS1tbWj9qvRTO7w41n7SMiyvFP7mzNnDlatWoXu7m40NjZud/2xnMZsNjvmuY0Hvn+//OUvx/z++XsYC1qtFueffz7+8Ic/wOPxoKurC1u2bMEvfvGL7R7/qquuwplnnom///3veOGFF3D99dfjtttuw6uvvopFixaNu202my35/9Zbb8X111+Pr3zlK/jpT3+KiooKqFQqXHXVVduNPo2FX//613jiiSfw2GOPjbo/jz32GC699FJ8/vOfx/e+9z1UV1dDrVbjtttuK+Gg7QwmOjmY7OexHNxuN3p7e0ct7+/vBwDU1dUV1itePnJdXm9H9qlg34bi3CjYZ8BkPzYiy5Ytg1qtxqOPPjomqfiRRx6BRqPBaaedNuZ+L7zwQvzsZz/D3Llzx3xJjodiUvF7771XQkKtq6tDc3Mz3nnnHbzzzjtYtGgRTCYTAGD69OkAiOQ5lqDgWGhubkYul0N7e3tJhKO4amtnsCNRqzPPPLPw8rz22mu3u77T6UQgEBi1vLOzE9OmTRu1nCMzDFmW0dbWhgMOOACAuH82m22H718xvvjFL+L+++/Hk08+ifb2dkiShAsvvHBC206fPh3XXHMNrrnmGmzZsgUHHXQQ7rjjDjz22GMAyl9zKpUa9RJ9+umnccIJJ+CPf/xjyfJAIIDKysodvqa33noL3/3ud3HVVVeVTa89/fTTmDZtGp555pmS7/zGG28sWW9Hngd+Jrds2VKYeACAx+NBIBBAc3PzDl/HruKggw7Ca6+9hlAoVEIAfv/99wufA8CCBQug0Wjw0Ucf4fzzzy+sl0qlsHr16pJlE92ngn0bSlpKwR7Ha6+9Vnb2xjn92bNnA6By0Msuuwwvv/xyoaqjGPfffz9effVVfPWrX0VDQ8OYx7v88stx44034o477tip862rq0NrayteeeUVfPTRRwW+DeOoo47C3//+d2zatKmkZHrp0qWw2Wy49dZbyyope73eMY/Jper33XdfyfJyCs47ArPZXNYBKYdzzz0XCxcuxC233IL33ntv1OfhcBjXXXdd4f/p06fjP//5D1KpVGHZv//97zFLZx955JGStNfTTz+N/v5+LFu2DABw8MEHY/r06fjVr35VVkV2vPtXjKOPPhotLS147LHH8OSTT2LJkiXjPi8AKfdyGqL4+qxWa0nKYvr06XjzzTdL1nvggQdGRW7UavWoZ/6pp54qGyHYHvr7+3H++efjmGOOwS9/+cuy63DUpPiY77///qjvkR3xiTwTy5cvBwDcfffdJcvvvPNOABi3km934dxzz0U2m8UDDzxQWJZMJvHQQw/h8MMPL0Qc7XY7Tj75ZDz22GMlz9yjjz6KSCSC8847b4f3qWDfhhK5UbDH8a1vfQuxWAxnn3025syZg1QqhXfffRdPPvkkWlpacNlllxXWveuuu7Bx40b8v//3//D8888XIjQvvPAC/vGPf2DJkiXbdVqam5vLapHsCI455hg8+uijADCqfPioo44qkJaLnRubzYbf/e53+PKXv4zFixfjggsuQFVVFbq6uvDss8/i6KOPxr333lv2eAcffDC+8IUv4O6778bw8DCOOOIIvPHGG9i8eTOAHZtxj9zvyy+/jDvvvLPgtB1++OFl19VqtXjmmWdw8skn47jjjsP555+Po48+GlqtFuvXr8fjjz8Op9NZ0Lq5/PLL8fTTT+O0007D+eefj61bt+Kxxx4rRGBGoqKiAscccwwuu+wyeDwe3H333ZgxYwa+9rWvAQBUKhUefPBBLFu2DPPnz8dll12G+vp69Pb24rXXXoPNZsO//vWv7V6zJEm46KKLcOuttwIAfvKTn2x3m82bN+Okk07C+eefj3nz5kGj0eBvf/sbPB5PSdnz5ZdfjiuvvBJf+MIXcMopp2DNmjV44YUXRkVjzjjjDPzkJz/BZZddhqOOOgpr167Fn//857IRre3h29/+NrxeL77//e/jL3/5S8lnBxxwAA444ACcccYZeOaZZ3D22Wfj9NNPR3t7O+6//37MmzevxFE0Go2YN28ennzyScyaNQsVFRVYsGABFixYMOq4Bx54IC655BI88MADCAQCWLJkCT744AP86U9/wuc//3mccMIJO3wtY+HNN98sOI1erxfRaBQ/+9nPAFB7k+OOOw4ApZ3PO+88XHvttRgcHMSMGTPwpz/9CR0dHaOiZLfccguOOuooLFmyBFdccQV6enpwxx134NRTTy2J/O7IPhXsw9ibpVoKPptYsWKF/JWvfEWeM2eObLFYCq0YvvWtb41SKJZlamlw1113yQcffLBsNptlk8kkL168WL777rtHlY/LsigFHw8TLQVn/P73vy+UL48El6MDKHv+r732mrx06VLZbrfLBoNBnj59unzppZfKH330UWGdcuW+0WhU/sY3viFXVFTIFotF/vznPy9v2rRJBiD//Oc/H7XtSIVivsb29vbCso0bN8rHHXecbDQaZQATKgv3+/3yDTfcIC9cuFA2mUyywWCQFyxYIF977bWj2lvccccdcn19vazX6+Wjjz5a/uijj8YsBX/iiSfka6+9Vq6urpaNRqN8+umny52dnaOOv2rVKvmcc86RXS6XrNfr5ebmZvn888+XX3nlle2eO4PLePV6fVll7JEl2ENDQ/I3vvENec6cObLZbJbtdrt8+OGHy3/9619Ltstms/IPfvADubKyUjaZTPLSpUvltra2sqXg11xzjex2u2Wj0SgfffTR8nvvvTfq3kykFJzbkZT74ZLuXC4n33rrrXJzc7Os1+vlRYsWyf/+97/lSy65RG5ubi65hnfffVc++OCDZZ1OV7KPcs9kOp2Wb775Zrm1tVXWarVyY2OjfO21145SgR5rDI683rHAxx7vGhnxeFz+7ne/K9fW1sp6vV4+9NBD5eeff77sft966y35qKOOkg0Gg1xVVSV/4xvfKJEj2Jl9Ktg3IcnyJLK7FChQsFuxevVqLFq0CI899ti4pcwKFChQ8FmGwrlRoGAfRTk9jbvvvhsqlaoQllegQIECBaOhcG4UKNhH8Ytf/AIff/wxTjjhBGg0GqxYsQIrVqzAFVdcoZAaFShQoGAcKGkpBQr2Ubz00ku4+eabsWHDBkQiETQ1NeHLX/4yrrvuuknXyFGgQIGCqQTFuVGgQIECBQoUTCkonBsFChQoUKBAwZSC4twoUKBAgQIFCqYUPnOJ+1wuh76+Plit1p0WQlOgQIECBQoU7FnIsoxwOIy6ujqoVOPHZj5zzk1fX59SaaJAgQIFChTsp+ju7t5uC5XPnHNjtVoB0M0pboo2GUin03jxxRdx6qmnQqvVTuq+FQgo93nPQLnPewbKfd5zUO71nsHuus+hUAiNjY2F9/h4+Mw5N5yKstlsu8W5MZlMsNlsysDZjVDu856Bcp/3DJT7vOeg3Os9g919nydCKVEIxQoUKFCgQIGCKQXFuVGgQIECBQoUTCkozo0CBQoUKFCgYEpBcW4UKFCgQIECBVMKinOjQIECBQoUKJhSUJwbBQoUKFCgQMGUguLcKFCgQIECBQqmFBTnRoECBQoUKFAwpaA4NwoUKFCgQIGCKYXPnEKxAgUKFExZJJNALgeoVIBev7fPRoGCvYa9Grl58803ceaZZ6Kurg6SJOHvf//7drd5/fXXsXjxYuj1esyYMQMPP/zwbj9PBQoUKNinkUgAfX1ARwfQ3k6/+/pouQIFn0HsVecmGo3iwAMPxG9/+9sJrd/e3o7TTz8dJ5xwAlavXo2rrroKl19+OV544YXdfKYKFChQsI8ikQB6ewG/n6I1djv99vtpueLgTD6SSSAep98K9kns1bTUsmXLsGzZsgmvf//996O1tRV33HEHAGDu3Ll4++23cdddd2Hp0qW76zQVKFCgYN+Fz0cOjNMplul09OP30+d1dXvv/KYSEgm6n+EwkM0CajVgtQIVFYDBsLfPTkER9ivOzXvvvYeTTz65ZNnSpUtx1VVXjblNMplEssi7DoVCAKhraTqdntTz4/1N9n4VlEK5z3sGyn3eM9il+5xKAYEAvViz2dGfGwz0ud1Ozs5nHLt0r5NJSvUlk4DJBBiNQDoNDA8DkQg5kArPCcDusx07sr/9yrkZGBhATU1NybKamhqEQiHE43EYjcZR29x22224+eabRy1/8cUXYTKZdst5vvTSS7tlvwpKodznPQPlPu8Z7Nb7vGXL7tv3fojdcq8//XTy97mfY7LvcywWm/C6+5VzszO49tprcfXVVxf+D4VCaGxsxKmnngqbzTapx0qn03jppZdwyimnQKvVTuq+FQgo93nPQLnPewa7dJ9TKaCzkyIG5SIzqRRFGpqblcgNduFe78h9BkTF2mf0nu8u28GZl4lgv3Juamtr4fF4SpZ5PB7YbLayURsA0Ov10JcJFWq12t1msHfnvhUIKPd5z0C5z3sGO3WftVrA4SBuTTkbyFwcs3lSznGqYIfvdSZDvw0GQJJGf24wAKEQMDBA6yp8HACTbzt2ZF/7lYjfkUceiVdeeaVk2UsvvYQjjzxyL52RAgUKFOxl8MvT76cIgizTb7+flldU7O0z3P+hUpGzMhbnIxwGvF5ycJSKtX0Ce9W5iUQiWL16NVavXg2ASr1Xr16Nrq4uAJRSuvjiiwvrX3nlldi2bRu+//3vY+PGjbjvvvvw17/+Fd/5znf2xukr2BUopZQKFEwODAagvp4iNMkkEAzSb6eTln9GowaTCr2eojDRaPnP+/spilZTQ6koSaLfTqeosFKwR7FX01IfffQRTjjhhML/zI255JJL8PDDD6O/v7/g6ABAa2srnn32WXznO9/Br3/9azQ0NODBBx9UysD3J+yuUkpFmVXBZxkGA1XrKONg96GigiZkfj+l+bRaiuT4/fSb+TYjYTaTvUsmle9kD2KvOjfHH388ZFke8/Ny6sPHH388Vq1atRvPSsFuA4uNJRKjjUMgALjdVGI5UQOQSlEJZiBAfyt5bgWfdSgvz7GRTJKd2FlwhIwnZ7EY2Ru7nT63WMpvp9XSurnczh9bwQ5jvyIUK9jPUU5sLJcT+hGDg+TgbM854VTWli2CwFdVBVRWkrHx+2mGpYTkFSgYjc9adKc4WszOzcAA2YwdtQ/lImQATdLS6fLVUek02SXVfkVx3e+hODcK9gySSTIuxVUbiQQZmWSSKj5YhGw85yQYBDhVGY+LvHYsBng8QG0t/a8osypQUIrPorruyGgxV5RxtHdnJ0AjnUKrlWxOOecmGiWb9FlwJPchKK6kgj2DXI4ManEpXyBAjo3dTkZHlgGNpjwJjxsDrlkDbNtGy/r7aX2tlvaRTNI+gdI8N0MhMSv4rOKz0n9q5BgvjhYz0RegydRkEn2VirV9DkrkRsGeAYdtIxGa5SST9DerRGcyFLbl0G2xcyLLZIBDIdpHVRWVXQaDtL5WS4baZKJ9JpNkyDjP/VmcsSpQUIyp3n+q3BjX6ej/scRaJ5PoOxYfx+lU7MxeguLcKNi9KDY6fr/owWIwkOOhyT+CsZiYTQKlJDy/n/Zjs5FDw9Efu51maaEQOTwaDf2fy9Fx0mk6bjhcnsSs8HIUfBZQLiVcjP29moejUqEQjWWDgSY9w8PA0NDY1z3ZRF+lYm2fguLcKNh9GJnvbmwEenqA7m6KssgyORjpNBkBh0NsyyQ8dlDMZlpfpRJqoUYjGZJolBwdSaLPvF4yahYLOUPZLJVpyjKdi0ql8HIUfHZQLiVcjP25mieZpDR1dzfZA47mWixkY9JpsgWNjcJW8HYaze4h+ioOzT4BxblRsPtQLhTe2Egpob4++iyVIufC4SiNoDAJT6sVhlmSyGgxr8Zmo+19PsDlIkcpEqFtHQ6gupqOE48Da9eSg6TRlBq//XnGqkDBRFCsrru/V/NwVITHfU8PjW29ngT0KiroWoJBsi9Wq5hgcfduux345BOyBzNnKmN/ikJxbhTsHnAonFNFHKI1GKiiyWwmA6TTkeOiUlFkJZ0m54RJeJJUapgdDpplArRNMTEwFqPZW2OjWB6L0e9IhPbjdlN0Jxik8zKZ9s8ZqwIFEwWr6+7P1Twj09vbtgken99P6eVQiCZC1dXkwASD9HlfH9DWRhMgjg77fDRJqqqifSup6SkHxblRsHsQi1E1kySJdJLFIiI0FgsZIrebnIzhYTJEWi0ZoWISXrFhNhhohjY8TLO3YJD2UV1Nxs1up30EAmTANm+m/bpcgoej09F6Q0N0DvvKjFXJ1SvYXRhLXbd4IrGvoji9rdGQ5AOfN6eso1GyMwDZBKORxv/GjZSm1ulo+2AQmD5daNwEg0pqeopCcW4UTD4SCXJsIhFyZoxGES1JJChyw6HyiTgWIw0zv/gtFnJaGhvJeLW3k/EbGCCjF42SkxWLiRx7RQWJ/e1LUKq5FOxu7GvVPDviyBent7u6hJp5NkuOi0ZDP+m0sDOsXr5hA203Y4aYZDGMRtpmeJjsiDKhmFJQnBsFkw+fjwxJXR0ZGpNJaNEEg2Sc9HoyLkNDIjc+ViXTSMPMKqPV1WIGlkySsR4aImMVj5MBt9no+LEY7be9ndaPx0UJ+d5MS43XkkKp5lIwmdgXqnl21JEvrvRKJik6q9ORMyPLYuIkSfRZICDkIlIpWo+3dbmE7UilyCbo9bS+kpqeclCcGwW7jpFS5GyMjEYRCjaZhOBeXx8wbRqtO1HtjWLDnEpRzr22VlSA6PVk7DZuFI4Nz8zMZjKAlZUU1ZFlcoz0etrXwADNBPeGEzFZ+iNKSkvBRLG3no8dceT5eU4mRUEBCw3qdDSedTqavPT0iPHS3U12xmCgfbe0lFZVcv8njYbsEqex95XUtIJJg+LcKNh5lJuFcVmpxUKzqdpamk1FIoJYbLHQTC0YHK1BkUzSfjOZ8uFivb68IUokyHgFAoIgaTLR+fl8ZOQsFjKEuRzN7NjxicXI6O7pKMlk6I8oKS0F+wvYkTeZ6FmVZXquix35iorS5zmbpc9YlM9goAkJR17Vahq/2Sztq7qa1tFqRfSYozlcwACQDWFtLSUlNSWhODcKJo7i6ACrBpebhXm9ZMCsVlEdxduyRo3BQEaMIy+JBBEFmasjy6JSatq08V/UrHXR309GyuulY4XD5NCwMnIuR8ezWMgBstlEWsvvp+2ZD7QnjF08Tuexs/ojSkpLwf6CZJJSxlw8wHaEiwzMZvo8EKCxX/w8Dw3R+J49m9aPx8mZGR4mm2G3k61Zt47+djjot99P60kSrZtM0k91NUVrVSpRPq5gykFxbhRsH+WiAyyGVVsr1tPpyFgEApR6mj1bfMbOgt9PURWjUZR453JAZydtwwJ7/JJua6Ptyjk4ySQ5Mn19wKpVtK1GI4wl95jhaqvOTkpNORxCB8dgEKXi3d2i0mIyoh9jpYr4fg4Pk0PF92Sk1s/29EemuqS+gqmDWIzGqU4n9KaKiwxqauh5tVopRczQ6UiAc/NmGr8ciRkYoLEzPEyOjCxTYcHcuaLlCtsVs5nWCYWEjEQkAhx8MK2vTACmJBTnRsH4KBcdiETIUFmto1/IABmnri6aVbEQ38iy02LtDZ7VcdhZlmlZfT2t5/HQcUa+qPv6xH41GnJcwmFBKtbr6VxtNjqWJIn8erFjMzBAv9VqUaLe309GdHtRo7Hu2VipIkDcT6uVnMPh4dJKMj7eePojU11SX8G+gcnicgUC5MywPQBKiwxY1LPYsWEYDJRWHhykZzoSoeX19TS2LRaRttJoaNngoODgmEx0bLVaVEq2tJAN4Eaa+zMUvl1ZKM7NVMNkP+jlogMajXACAoHS6A1AL+2qKjIyyeTYZacVFbR9ZycZLA4fx+N07mazkFAvx79JJkXayWym7bkior2d9snh7nSaroPLRd97D1i8WER3zGaa2Q0N0fa5HDk4iQQwb97EHZyRmhw6neANxON0jsX30+kU4fJIhNZzubavPzKVJfUV7H1MJpeLiwCqqgTPpRgmE3HhrFZB+C3eNpejcVRZSeOnvh5YuJA+6+6m8zGbKYqbSNC6skz75LSUyUT2KJ2m/coy2YhsdrSu1s5iTzsZCt9uXCjOzVTB7njQx4oOcPdujUZ04S4ezOk0GZOGBvp/rAFvMNBMra1N6FWYTKIJZihE+2ajxC9qLudkdWGNhq6V+Ss2GxlQbq+wZQvtc9o0Uf7d0UH7qakh4xYICIeEK7s0GnK8ABL+GmmUy8Hno5koMJpbwGXsTU2l94BJ134/RZF0uu0b3Kkkqa9g38Jkc7nYEa+spChscfVkJkPjltXH+XlOJEQhAm8P0BisrKR19HoaJzzeHA6yGUYjtVeIRCg1Xl8vjuf307qRCG3Ly3aFo7Y3nAyFb7ddKM7NVMDuetDHig7o9aLHk0o1OjqwPTn34hmOyUTnzORevh42ah4PfW610nbFx+O+UyoVrZNKkYFJp+lvt1uktA49VERxUik6v3CY7g+npwwGMp68n1CIfm/bRuczY8b4BovTa+EwnWOxAWcp+GhUOH0MdnAcDrqn3D5iPEwFSX0F+yZGRmt5vLJe1I5yudgRV6vLV0+azeSw8AQllyMnP5kUY2h4mKItQ0OlUWRus8JcuVyO1unvp7FssdD4MplEoQJA58Cpab1+5zlqk2V7R0Z9thcFUvh224Xi3EwF7K4HfbzogMNBL/FwmF7e5fpCjUS5GY5OR4PYbhfpGe4SrtHQuh0dZJyMRvqtVtP+0mlaptORsTIaaf3+fooEcaXFrFni3lRW0jmEQnSMwUFhRLnSyu+n7Thd5XbTvjye8Q1WLkf7zuVKnRPmFni9ggdTbns29EbjxL6f/VlSX8Huw66kR4qjtSOjJ7w/TuVMdN/FjrjTWVo9ySXZnLLu7aVoKbdMyWRorLJ8RFubkG1QqUojnx4PpaL0ehrnnPJlnk4mI6LQ8TiNM76GneWo7artHWkTMxn64chxuSiQwrebEBTnZn/H7nzQy0UHio2S1Uo/AM2cxpNzHznD4c6+AwNkaJxOSh8lEhTBkWVyBgIBOgZvo9fT9QC07UiHxmwWpaCsa8HpM42GDIhGQ8axuloY7EyGjEw6LVo1qFSUr49GRc6ejREbrOL7wbwe5g0wd0elElUiKpXogTUSOxpt2dck9RXsXUxGeoSjtdksOQvF0RNOIfn9FF3cEXsy0hHX6UY74gYDOSW9vULKQaUS5d2MDRtEpNViofOz24mU3NhIY/OTT0TxAKsR87UAdO7s/LNQYDxeGoXenpO4q7Z3pE3kdhKBAJ0n2xiOAnE6rljYsBwUvh0AxbnZ/7G7iaVslAYGxMs7laIBVlFBZFsOB483U+QZDje049lgJkODt7KSnBq/X+TQ02laXlNDjkg0SsdkQ9fbKxwHvhccwWloEBGdgYHSXLvZTLwXr5f2ZbGQMQTIMQiFxCyvtlaEyjmyEg7TOUajpS8SdogiEfps5HasjGyxTF60ZV+Q1Few9zFZ6RGO1nLkstgJ12qF6CW/gCf6zE3UEWfiMFdN8r65qlGjofGdzdL1tbWJyUgsBsycSeOrslKkpoJBkU7T6eiY06eT4zcwIHiD2axITbOdG89J3BXbm0ySMxYKkX0DRNWmXk+fBYNkL7Raikj19tJ1FQsb8uSyGArfDoDi3Oz/2N3EUoOBwsMeDxkHvZ5+bDYadMPDYkYxFniGw00tR84GtVqqXGhpIU2LVIp+ilM8TA4uNhRsmDweEeFxu0W/qMpK4NNPqSydm2za7SLd5fWKGSg7cG1tZHC4DN3nE71rADpXv5+MDTD6RRKNklGSZaHnw4ZMryfj29AgHCM28iYTXefOlqYqDs1nG5OVmmbFYK9XcOCKEQySLfn0Uxr7nCbml78kjV9AMJYjzsuK7VWxTQkEaB2nU6Szu7rofHI5Gve1tTRWBwZovY4OOk+jUfSWi8WEvENbG23LUZNMhqJC3Jahvp5siFpd3kncGdtbrHHV1SWcOJOJljEvyGYT96Ori37X1pLtUKlKhQ1HOq0K3w6A4tzs/9gTxFIu33S7S41SIkH5cZ5RbG+GE4/TC53JwUwGbmmhAT8wICIpkQgdt6KCjp3JiCotjux0dYlZ2PAwOUQ9PfQ556ubm2k/Xq9IQ8VitC031+vsJAPIzfdSKTKmLAKm0dDsqrOT7sHwsIjq8D1nAcO2Ntq+uVlEb1QqMurhMJ2T3S44RjwLTqVopqmUcyrYUUx2atrhIIc9GhWCe9EolV0PDdHf8Ti9WKdNo2e1q4v6unGj2vGe43KClsXtFlgWgqsKWSaBCc0WC41nj4ccAW7HUFVFpP9wmPbLvJyODlo/FhP3aNUqOlZjo7BF9fWijFyno/U9HhrnTmd5FfOJ2l4e6/39tH9ZFu1qgkH68XpFtacs0zVHImJCGY2KcysWNmxtVfh2ZaA4N1MBu5NYWmw4iwcwh4m5RNtgoAFfboaTTpMB6+ykwdnZKQwtl2a7XGTQvF4yCJkMDXI2Djyb0uvJmQLofOrrabtUSpSCDw2RIamvF7ygQEC0ZdDphFELBul8h4boGl0uirJ0dJARrasTFRhr1wLvv0/LZ80iY8/y8dyZnOXhATK2XN2VyYgSd752WRYzbqWcU8HOYkfSIxNJX5pM5MSzBlQwSC/lUEi0RnA66ZibNonO2qEQTSBmzBCp1/Ge4+JUmlpN67IkAqd+m5vFmOEIan8/RWTUanHswUGadAQCIjrECumcQnO5xHkMDYnoKncN52M4nWRPKivFOTkc5Ghs3SoqOLkSS5LGtr0mE9kT5gX6fCKdNzRE69hsoi0FV1IysTiTEVpe0agoohgpbMjVaArfrgDFuZkK2J3EUjacuZwo3dTrRZjY5aJj8oyCX9iZDBm6QEBozWzaROdjMtF6bW1kMLJZWnf6dJoVsZiX00kDnpviORx0zOFhOjenUzhcGg05L0x4ZL0L5g9UV5PR4+7fGo0Q+mMytCyTceK8fCQiRMG44iIcpvPgtFWxsrAs075raugamIAJiFJ3frkASjmngsnBRNIjnK7ZHo8EENVGfr/owzQ0RGM9FqN9sOp3ZydNBGpq6GXLE4VkksZEPD72c1zMw+N0NU8W2Jnq6qL/2QYEAuRg+HyioshioWNJEu3H56OIEjtPLPzncgnuXVOTSEVx6p15dDU19JvT5z6f6HvF6sjxuBi7bjfdTy5WYNvLqSbWz+J0ezBI985up/sZiQgeYzxO23E1Vzot+EScwmI7bLWSLamrEw2FP+OpqGIozs1UwUTy2Tvz8KdSQuG3OBceiYgXeCYjOCyRiCinNhppAOt0tK7JRLMek4n2yeWZPAvs6CBjywS74lw1l56GQrQdz5oYGo0wlizEp9PRzCYeFyRBs5m2Y50N1rph4h6nwzT5odHfLyouamrIaA4N0blKEm3HJbNOpxAVZPXlZFKEzoeG6J6oVEo5p4LJw/bSIzwu1OqxI4QjuTIcDQ4EBM8GoGeSG1UWc+ByOUEA5rRzIED7KX6Oi7k1/Pz7fKPJyzwR4Kiu1UoTpMFBofydTgsOXG0trZfNksPFlVTBoGiOKUlCoVirJRvB94C5eIODNP65aa/dTg5TLidkJ7gKUqej/TscdOx0WqTVbTbRUsLppGOEQrTPujr6m5WTUynaVpbJHnZ2CucnkRAOWS5HzhoXLuj1dE7FJe0KClCcm6mG8fLZO8rnSCTohcx8GXZCAgGakWg09HkmIzRgWOwrmxWhXq5S4FYKmzfTOTU3i+gKd+zmSMqcOXQO06YJ8m0wSPt1OAQRmXPSbJB4tsP7ZaPs9ZIRYe4N6+mEQjRLtdnoHDm1xr1wuOmeJAmnC6DjRaO0PYesnU7hCLHBttkEcXpgQJS5y7JSzqlg8jBeaprLpstFCAcGaFwxqbbYRrDT094uIgkWixgPvIyRSgleHIvmcdQlFiObwbaInauaGsGnKQZHijm6wfaEeXos08CifDy+OjrIFqlUNK5lma6HOYLs3BiNgg/HjYBjMVonkyHbpNVS6rm9naLKLBrK9xugcc4NQTm6w8rH0ajoZcWVpiw2yty/ujq6To7ccAqNCxy4bx5A99JqLW9PFIyC4txMVWyvx9FE+BzcSsBgoIHk9QoxPZ+PZjlVVaIxHRtXDtk2NZEx8/tpMA8P0z4GB0UnX+bLVFeLHlJsdHiGWFFBBoNnlg4HsHKlqDIKheiHDaROR8dmRWKrVZR3B4O0TK0WkaZiAUGedQ0Pi/Ayl3FzPy2jUWhncLiceUU1NWRcvV4670yG1mXOjcFA67lcSvsEBZOHsVLTPNGw2UZvk0gIIc6ZM2kfqVSpWGV9PY1fj0coCLOMA49HRipFzzynp/mlnckIIm1x810uwU6naZyx0x8KiRQQVyDydhwlLT620UhVTj4fXbfJRNuw/dq6lSZLPPEA6Hh9ffS3JNHfTOxPpWgbi4XOr79f2D2NptRu6nRUtcR98DgNxec+fz5FlVhzx+MReluckquuFjbQ6SR7pFLR+YRCtH+OYLFzFYuV2hMlfT0KinMzVTFej6NkkgbVeANiZCuB+noRQWHiniwDCxaIEsaBARp8bW3CofL76cftpnX4Zc4zmVhMhFg5/8wvfoBCtAMDpb2deAaqVovqCZtNbG+30/+ca+dqCoOBzsXrpeu3WunYHDJm0b9QiK6Vw+sVFYJ7VEwa5iqsaJSWNTTQPeUqqc5OoTZaWUlGzmgUJbQ6neirMxJKOaeC8VAu1VwuNc0RkHIRwkCAnmmdjp7JTEZsFwjQ+Jk2jcYuTw6MRuF8cHqJUzUc5QREdWM8LiqDiiNHTPRfu5a2ZVvETXM5wsLRp2CQXuZcTaVW09iOx0mjats2kQ7maibm5nk8gsPHTt7mzUL0k6uOtFqyM9xaxuOhe8DtWTiKUhxl4nYvej2dVyhE58n6Oh0dtJ7ZTOvx9XHJPXMSuWP5vHlkozo7aV2Hg35zb7pEgpwg1vtSqZT09RhQnJupiO31OOKml+Uk1NkwcjqpuJUAG4hEQszKWCSPeSQ8eFl9mF/ixZVKPLMKhUSlVSgkCMLxOLBunXCCIhEyEgcdREaQtWDmzSMjwOWpNhtVQdXUiMiLRkOlkkw85IiQWk3nyA4Y58DVarrebdtoWUsLGVSezVVUiFx/dTWdh1ZL++byUa6I4BkYV0sNDIg+NkwU5NlrRYVSzqlg+5hIqrl4TCeT5SOEXF4ty6Jvk8NRaifa2kQDV7udoiMsmBePU7QjmyUHyGYTFZOsLq7R0HLm+hRfg8dDY5rLoDnKxFw9vV5sYzCItPL06XQtPT2iqW0gQMeqqhIViSoVXQdfI7dw4XvT20u2Yvp0cm7SaRGhDYXE+EskRISLo0/JJN1zg4HuXUWFKPVmjiFLQ3AqjiPLGg3ZmcFB+t9qFY4T30duR9HURNfMuj7cVZ0J1ACdj5K+LgvFuZmK2F6Po0BAfM4YaTRjMTIgbnfpvrkXlM0mKi84vMqGtKmJjNfQEM2u7HYyDJmMqHZKJGjA80woFCJDGonQvru6aOCzkqjPR6mozZtFOHpoiGY7nLdmA5VI0HlZrTT4AwFR3cSzpHSanBPmDXAOn2e5VVVkcDhMzxGdwUE6v5YW+pz1f7gyhHtasVYIIO5TezsZxOpqMevKZErvhVLOqWAs7IwK8VhkY04rDQ+L552h1dJY7O2lz+vqRGuEUIiOpdPRM28w0BjlCqPBQUHAbWwU6Vt2VFhCgnkq8+eTkxIM0phvbKRxyA5EPE7b8qSAX/pqNU02urronHjSxGklo5HGmM0memHZbLSu2UyNdLNZOg8ucmBZCJdLRLl53HOEmSMo3NwzkSBbwJGmYsmMigraJ0d0GhpECr2mhu6fRkP2iSdn7HSy/eACDp4Mcb8sjtQo6esxoTg3UxEjexyNBFc7MfG2nNHkyoK+vtIZDyBeyhwG5pJoNgJcJZRIkAGaPp0Gq98vejyxg8GpF5+PZoY1NXR8nuEMD9N15HJkyGIx2p/JJJSNfb7SUm7WyeEyc67UMpvpepgYWFFBESIOnZtMotN5U5Po0u3xiHJvn4/uAbd54PJ1g4GuJxAQsy+OSEWjIpLG1RL8EqqtpftiMpWKgylQMBI7Kx1QjmzMbU+SSSLPjgST6aNREbE44AAxrmWZnn+u5JEkEaVkyQWerAwO0kSpsVGkYbiqCqDlM2YAq1eLNNDwMP1d3G6hp4eEArkwwemkyYQs0zVarYLjw84H62hxZSdzblpa6Lq49Jorn7q7aR2XSxQYaDRkCwYH6fyrqmhca7UigjM4SOdQzG1Sq2kiw1VYzH0ym+kzJkRXVtK5AcLpZBKxTidSXnwuxT2wlPT1mFCcm6kIrVaQA0dWIQC03GAQkYVyRtNgIKPT00M/TU0iZM38lWRSlEjHYjTgOZLDM4lQSISEMxmaXTY0iNC0wSD4LKEQHdNiIQPA23LZNncfB4CFC8kZ8njIWEqSiCb19JAxamggIS+bjYwLG4riNJAsC74PGw2DgQwYR3qmTxcVHlxVtWABGTYOxwMi1dXYSMfbulVUgTGxOx4XhGvejkXExmvQp/SN+mxjV6QDxiIb19TQc837LG70ynwPHpfMpWG+CINTMm43OfBAaVWhTieiQJIkStL5BR4Oi3YpHHXll3kgIOQamGBsNpPjw/aG+8RxVRj3hOrro+uoqBAcGCb01tTQ59GoEBK12+law2HRbJc1eiRJpISyWbIrHElh5WC7fbSTEYvRtfN343aTvSguieeIMU9IObXH1aAA/WbuDQsZsnOqpK/HhOLcTBUUDxYe1NyEsphzUyzwN57eCmtdsLHg3lDptGDsyzI5Eum0mHGxyqdaTQPZZqOZCUuPs2ow5+S57wtHPvR6MXhDIToOE33NZtrHtm3k3HCInPPqFRXEr/F6RWpKpxNhW5Z357Ta0BAtr6oS4eOWFuFwMUeIicc8S7JaBffH5xNGjY/HUSdOa3GFB6fQJIn+57z5WGXfk9HlWcHUwK42yC1HNq6tpWe+v5/W4ZROMkkvU35pckR0rONyWoXHByCeeZZ26O0lVWG7XYy3aFSkkpjzMzgoKqg4CsrEXKeTHBOOznBKqthh4glWJkP7YF4Lj82+PopArVkjroFFOnlywxVSBgOtz9w6LhufNo3GciBAx6ivF2KeZrOwsyw8Go+TQ8TRGBbh4zJ6v58+Z/4MO0zcpNRqJQeOeU4ckVfS1+NCcW72d4z1ArRYRKiTIx9MpgWE/gL3iSmXwuKBOTQkiHq9vWKmVlVFjsbWraKU0eejfVssQjPCYqEZE7dG0OloXbNZVC4Bor8Kh4g5QsTqoYODgswLiNlgXuxKTiThS5iRMDlgSHtQkUxB4ioONnwcNWKSn1ZLPB7eZy4nFES5C3mx4ZFlOg/W0uCwNjftq64mYzUwIKI6XArLOh1GoyASj5U3n6wuzwqmBiarQW5xZEGvpyjjxx8LSQMmx2u19Mw2N9M+yx03kRCCnYkERVRqa4VYJ0crczmhV8OVhZEI/V1fLyZCKpVohtnSInSpeCyZzTT2KitFSoqdGYeD9s9ODTtIdjutz+RlBuvNbNtG/8syXYfNRraNCcQszsmkZZWKjss2NhIh++BwEAGbo9TsHBbbsG3bKI3O0a/iqBGnE30+oSXGzUu5b18uJ6rXRlIFFIyC4tzszxjvBcizIZWKZjssD84OTyJBA5HFopJJoZvA4EHJwllcsdDYKPopzZtHx129WlQFcV7d4aCByJGZhgYyesmkOFdW/eSut5kMXRPP5Fg5tK+ProuVOwGRanK50B+zY6V3Brp6m5CUDNCnq9A0GMXiFgPc89zkdDB3wGQiI9PWRs5WPE7nyeqig4NEcuQUVCZDvyVJ8GY4qsN8oWCQzt/tptLUoSEhBMYS75IkUmAcHQLK582V1gwKirG7GuSyfopKRc8k80xY0E6vFxIK5XrLeb303DMBv7+fxg8XM3C5eVWV0I+KRmmbzk5qYNncTGOE+yRZLCLCzBErQLR+yOWEs8KTM0CkmDl9xUKE3M6hrY24PYCwMWq1KGtnuQqeWPG1FwuMstOXyZAdYmE9JgP39AiNnXSabF5FBV03p7sTCVo3FKLPuEs5QGPa5RL8JI6kKYUGOwzFudmfUe4FyGFVrkYwGEQnbhai4lJubv6WTAqNGibHMrJZMggc9na56IchSaKE1Oul/7nkmmdzbjcN1kQCeOstkeZKpWhb7n1jtdJ6Ph8Zn2KRPub3cFoJKHBt+kNmrPAdgIDGCfecKIyWFOKRNDZ5XfC8bcWyVhnuWkmk6np66Fq0WkpjcYM8nm0yoZEJmMW8AIeDeDxs3LmdA6s2swOk0QgBRE4BcMpueJicLSZfG42lefMp0JqhuCco0wK4gl/BTmKyG+RydINVwDmayBHeujr63OUafVyvV0QWeFJkMlHkpb+ftuFop1pN9ojtht8vIkScrmLnzO0mQcFcTvRl02iEMF4sJs6Rifr8uSSRM8FpK9aaeecdipowofjoowWXz2QSE7v58+nvDz8UzgQ37ezpoXOuq6PfnDJn+8TChnzuxcRrHgichi5ODcZi9FNc1cpRHa6MUvh2OwXFudlfUe4FyC9czpnncoLsy6WbPNMpdohYHMvrpUHNhDk2Lhx+9njIYHDEhfkuPT2CqOhwiCZukkTLtm4lw8azLu4rZbPRdkajiHpMmybKyHmffj/ts6ZGqHvmz0tOpbEyWYsAjJA1b+PWf67AAXUHYcmcE1DlrEF/nwEr/y+M5fM6IKXyZejMszEYhFFWq0U3Yq7mMBqFPo0s0/GdTrouSaLz5R47LBrIYWY2zg0NYkbMHZY3bRLtF5jY7fOJWdmu8iv2Mvr7qWq/q0v4X01NwOLFo5UFFOwAJrtBLj9nrAQ+8kUqy4LvVl9PX2wwSOt5POWPy81lWeQyEBDaVT09os9aMCgKHywWGoOVlaLwgBXVw2HR78npFMUGTKjl1FZjI1U6cRsU7tc0OCjS8lxaDggxTq6cZFIv62H19dG52e1k+4p1d8Jhslc1NbSsvV1Uj8Vioqee3S4KHpqaxD0qdlJ4MjTWREVxaHYainOzv6LcC5BLsLm1AUcQampEKoM5KMUwGGiw8gu+uCEbR3kMBqHN4vWSceKUEUcfWH+B+T15Aq/s88O3wYN4QkLc4YZRk4Ex040KWYbEZD+bjQwbK5ZaLILAbDbTW9FuJ6dncBCRSASvZ7N4r2cY/w4/j57cQ+iPewAA64Y34/G1fy1cnkatg9NkhEOvhU2SYDebYXM6YTcYYFOrYQdgr6iAzW6HPR6HLZeDPZOBLZWi5TYbrHo9VJs2kfHiDsRWq2gqWkw61Otpna4u+ryxUaQIMxm6zoYGuiaLZTSXZrL4FTuIkdEWrtTdEfT3AytW0CPhdgsfeNMmsvPLlikOzi5hvAa528PIbUY+ZyP3w89ZKiXI8ckkOQxDQ7Q+Ox5qNTW2DAREuxXuhM1pcoDGAnfWBsREYdYsegB5gsaCfpWVdCx2Apj0zFIWTGj2+4VieH09cXba2+k8mpuJV8ddzgGhEMx2i7W/6uvFpIsrqJgzxL22OLXPSs5vvSU6drOOVUuLmEAyYbgctjdRUSI3Ow3FudlfMdIwsfgTl36z/Dm/AM1mckiYC8PqoQzmxPA0m0sumTDLHBOe+XD5YyRCBsnhICeqp0coFqfT6E+5sLJ7Adb6GrAt4ERIZYe1Qotp2h4ckO7BYlcC7roshae3bKHjWK2i/NHvx1AigZXbtmFlMIiV27bh454ebPvTn8a9PQaVDokcGdRMNgVvOAVvOP+h1ytk0ScICYBVo4FNp4PdYoHNbCYnSaeD3eGA3WiEzWiEfdYs2LRa2FUq2KxW2FMp2CIR2G022K1W6AMBSDU1ZHDZWJXj0jC/QpZHG7ed5VeMYyjLRVsaG8Xn2WwW6XQaqVSq8Lv473Q6jWQyhTffTGPr1iSsVi8effSPiMWCOOWUy9HQMAdr1xqQSBhx6qkGGI0GGI1GGAwGGAwGqBQRsh3Djnz3xUUH8biQTeDI43g8HqORnAuuSOLKSJ48GY00dtvbRTfuigrBe0mlREST088AbeehyUihrYPRSM/1li2Cr8JpXZuNzrO3V2hXpVJkgzi6o9EIwU9WEmYHRZYFwZiPHwyKKkeTiaLLVVUUAaqrE6Xp6TSNm7Y2UWEqy3R/OM3d2kr2jytIu7vpXJxOsqMOBw2okdG1sSYqSqXkLkNxbvZljOe1jyQYjhR/Yilw3i4WA9avF2FiVhxtbhYDntNNHNlhsi33pkqnySAEArQNT/O5AabVSvvMq3X2R6xYscaOrng1+tMupFVAZW4Q0WEr2lUmJAZt8HgkLDvcB3eYIhcDBgM+Xr8eKyMRrAyFsLK3F13cI2YEWiwWLLRUIJaagXcCbxecGa2kwRMn/RLIpOFVmeBJq3Gc6z+QNBGEBgYQTCQQSqcRlGUE1WqE9HoEo1GEkkkEg0GEUikEUymEcjkEk0mks1nIAEKZDEKZDHpisZ3+SrVqNexmMywmE6wWCyxWKyxWK8x6PUw6HUx6PQw1NTBoNDCEQtBnMtAZjdAZDNDq9dDq9VBbLMjabEjJ8piORsmyeBzpaJR+p9NIpdO0rSwjlckgFkvD76f1JSmNbJa2S6dTkOUkMpkMcruQAtu8+f3trqPT6QqOTrHTs7v/1uv1kKYyGYiLDoJBoaWSStHLt79fkFnH4vHwPpxOmrSkUuQUMcmfu2F7vbQuV1hyDyjmymk0osUKt25hwj63LInF6OXd2yuI/UNDtF1tLe2TNW64UpHtHHfSZuHM/n5yCJi7UldHzhRXTLHUBBdccGEAp9K5opHTdum0SFnzRGRoSKSjVCpBOO7upuNwU0xJooi0LNPEsdg5KTdRUSolJwWKc7MvYqJeezHBkLVVuA0BaywANNBWrxZhXoAGaH8/DfCFC2kAFw80v18YL62WftRqIUDHpFaVigYwN7rMC13JTc1YucoNfyKInNGMTEJCndQHlU6CQy+jL2qFPzGILt9avNS9BeH0p1gZCqE/mSx7S2Y6nVhcUYGDm5pwwPTpGDzuOJzz4ouI+Pw4/NUPkMil0KyvRn/Kh5ScwYd9q+DK6tCRqkK9bRjJ2DpkEnFkMhloMxnYVCoY1GpUyDJS4TBSajXSBoNwGPR6pC0WJBMJxKNRxLJZRONxxGMxxNRqJIxGJGQZybyjwD+ZTAaZXA7ZXA7ZbBa5XA45Fh4EkM5mMRQKYYgJiQoAoOCMhfbCfdkbTpXRaIRGo9n9jhVX8nGFjskkZCIGBmidefNo3I7k8ZjNgjQ/MjLMqZvNm8lGud30dyBAERC3m5wJrtrk/lJcrl1RIaInLGypUpE9stmItJ/NClI+Ow7V1eT0MNl2cJCuh0utnU7IDY3w9SWQ8IZhyNhRIakgqdWiYhGgc4tEaFujUaTH2tqEQyZJtF9uF8E2Np0WFVORCEV7LBbRPT0cFnwdJmQnk+TgqFSiP1Y0SvvjZqTcbmFnKiWV9NUoKM7NvoYd8dpHEgy5j1JdnSjVBihcPDxMeW1W602laFCykm5ra2nFRSAgDFGxcinLmXNXXg4580wwX87pgwtdW9OQch68070Rb/TcjizSkKCCDBkqqJBDtuwtMKjV0Gs00Gk0UINSQv5YDM9HIvhnZyfSb7yBzIMP4uIR23UmBwt/37r+4Un7SspiEl/CGrUaKkmCSpIgSRIkAJIkQZYkyAA5SOwsFTlKuwqVSgWjwQi1xgKj0QKj0YyBga1IJmPQaPTIZNKQ5fLfEfLnWFFRgZqaGtTV1cHlqkcw2ID6+kbU1zfBZLJCo9EhmYyjr28L2ts3oqNjPfz+tejv7y27vxkzZmD27NmYMWMGWltbUVdXh2w2i0QigXg8jkQiMSl/y0X3kZcHAoFJu7cTgUqlKjg6AOBwOEocoF12oNRqGIaHYUgmYZRlGFwuGNJpGFUqqLVaioawTk1r6+gXJEdgWGG7ODKs14uXN6d99HrRFoV5Z5GISDuxdhSntLhSiNWJuZM3Rzu0WhH94ApH5v319Ykqxlis4Hz0ZyqxsnsuuuJVSEbC0G/NomlgCIuz/XBbDYJzwxy/6mrRNoajNHV1dI6s69XZKRqG+v1CHoMnfNxPjkU9uTFwXx85MqzZ4/dT3pc1fTIZ2s+aNYLoZjbTfS9WeS7GyEpJJX01JhTnZl/DjnrtxQTDYi0X7s7r8xG/hHUm9HoxoKNREcGZMUM4Ttzckn9zGJqbPMoybXP44fT31q2FvHjW48FHfX148t21+L+t/eiObIMM8SKRQemNsRwbAEhks0hks3T8HYAGKuQA5JCDDlrYVDqY1DkY1TK0AHQqFXRqNf0NQJvNQpdfrtXrobNYoFWrocsv1yYS0GWz0JpMtK1eD60sQ2c2Q2u1QldRAZ1WC63ZDF1rK/1Wq6Gtrqb1zWZoq6qgCwbpM5MJOr8f2lgMOpcL2kAAaq8XUjRKRluSRJ7f6yUj2dgoxMMsFqQ0GoRiMQRtNpFGC4UQDAZL/g6FQgj6fAh5PJRyi0YRDIcRDIcRCocLDlM0FgUQRSjkKbmX6XRiu/dblmUMDw9jeHgYGzZs2KHvaqz9bdmyBVu2bClZbjAYYLFYYLPZ4HQ64XQ6odfrodPpoNVqodPpoNPpYDabC38X/xSvw/+r85FGdnL4fsiyXHAk+SeTySCTyeRTdWkkk0kkk8mdcqwSCXFfc7kcYrEYYvk05/AY6dfdAY1aDYNeD6NWC4PRCIPFAqPJJBwjvR4GrRaGXA5GiwUGnY4cI5OJlssyjKkUDMEgrW+zwSBJYvngIAwqFYzDwzD4/TDEYjC63dDrdJB0evg6w0iE0zBU21BR74DkdNCLn1PiHg+VVdvtxMHh8muuBA2HyR6q1YUJYb+2CSsi0xDQWOGujMBYFUVcNmBTfyU8OALL6rtQGc071UajqEzUaGjiV9xAl6Pg3AahqgoYGoKcTMEXNSDhl2CwqVGRTlEVZiYjelpxJ3S2l8xxYm6N3S72zc6dxUIOEDsqarWoJitGMQFZSV+NC8W52ZewK/omrI1gNJaWirJgXGOj2EavF/1WWDyruprWSyQg9/TC98FWJMJZGCQVKrK9kKqrRFiWlXbz5c6DW7fh/1ZtxotbNuLN9o3wxaMlp6aR9MjIwlGh6E15Doddp8MsgwFzDAbMM5uxwGxGnd2OoKER7w3NQzSsQZ0jgZ5TU7j957dDhozzbSfjrjlmuK1R3NLuwfXb1uJUmwP/bKyBlEyIAc68JC7D5pA5zypZvZjLVYeGxKySVUeZkM1aNy4X8ZZmzKD1LRZB1KyooH21t9O9Zk2ggQFRMssl43Y7HcdmEyH4vj5av6mJvqdgEDqdDpUmEypbW4Wy81iIx0uPnYcsy4jGYgiFQujc5MHfPrRBbYhBlkP429/uwObN/4EkqXDyyZfAbg8jFGrBtGlZqNWpQvpoJLeHf6LRFIaG6G8ghVyOuDupVAq5XAqynEJyB51WdgqGuHfRXoYkSWWdqIk4W+xYqdVqSJIElUoFWZbR09ODpqamArGaOU7sdOWK0pzsbPEPfxfsePF3kYjHkYhGkUwmEU+lkGYyL4BMNotILIYIUKrcuwegkdTQqnTQSDpoNTqYdFrYDRKs6pxwtgAYrVZypOJxcpjicXLIHA4Y1GoYwmEYczmK9Gay+EQ1E/3ZAbhMa/HWmo2Y5mjGcXNOxAxVHG3+OqwcAk4xbBUnwu0ZnE6KMhWPTS7SYK2tbBb9yQqs1B2CrlAdkikJ+lgWTXIHFqs/gdtIPMOCfbFYRDUp2/TiPnOsg5NIiI7sJpNoCRONlrZoKT5ndpKGhxWhz3GgODf7EiZD32RkqWgkIqpuRoLVd7n3VCKB/lUDWPlWHF1r6pDUWKh4Su7AYvs2uCuJcJwF8OHgIFbcfz/++cqbWNPXVRKdMan1OMxZib6UCptD3cjISaihw5HGk3GUeSm0WTW6U3aoVCsR1PUgnNkAj9yNDeEwgqkUPkyl8GFR2set06PBOAinLobDHDYkczb87nd/hgwZx1nm4DDLaVjl64LbugFHqGlmvDkRhJR1iX5SiUSp+ipXm2k0ZHi4AzlQKoZms5ETwfLsNTWigoQ7Kjud9N2Uk0ZnR5DbTnDZvcdDofbBQdGXi8Px0ajoepxM0v/ch4vl5idSXTRGSbkkSbCYzbBotXAvtsBnasWmbTrMmAEcddQX8KMfHY/169+EVmvAl770OajVy3H66doJi/BtT+dGlmVks9lxnaRUipyg7u5urF+/Hp9++ik2b96MLVu2IM4Ve0XQarVwu92oqalBVVUVXC4XTCZTWZI1/0QiKQSDKcRiKWQy5IgB5JRlMmK9TJFTAND5c/Rmf4BGrYZOq4XZaIRWo6EftRoaAGpJglqjgVqng0qlggqASq2GpNFAUqkg5XKQ89cpa7WQEwnI6TRyKoqSZnM55NJpZLJZZHI5ZACkczlk8s5WKpNBMk/IZ2TkLDLZOIA4kAF8CaBnUrK8G0v/7QJ+ve5R2PU22IwVMBmrsdCRRPqRR7Dl009RZzKhtroaNdksavR6VORyUDF/sadHpNYyGfR3Z7AisBCBnB1uow9GfRTxtAabgk3wSDYss66BO9EutHRsNnJuDAYxyQwGyba0t9M4Z/0cQETVuQI1nS5t0cIo7t+1nwt97m4ozs2+hMnUN+EHmnPW3d3lO4QPD1NUx2ZD/386seJvcQSCWrhVYRgxhHhMh01eE7YkLVBb3sR7Q1vx4vr1GC7WqgDQ7GzFwdULMF3bjA89bXh7+BVkcmlIkHCg6UjMV38R2lwlonIWUZhgMGVQq5qJFrMTp1Wl4a5sQUytxpotW/BxOIyPkkl8HIlgQzyO/lQS/aktALbgRa84plvnxLdaP4d01IeulBu+8BYsyEdp2lIpxFUqGE0m0TyT2zxIEt0LrnDgnjjczZzL0SVJ8I2YT2A00v/9/TTT43BzRQW9uYvDwIkERV82byZnxmIRkR12KFmKXpJEhQUgwuE+H/3PqSlWUy3GWGTCCUj2S04nFh+ug8dHXEq3W8J//ddNuOGGE/HCC3/EOeccjKVLd0xd2O0Gli8fW6FYkiRoNBpoNBqYyj2T4yCXy2Hbtm346KOP8OGHH+Kjjz7CypUrEYlE0NXVha6ursK6VqsVBx98MA499FAccsghOOSQQ9Da2gpJksbU4+GvtViPJ5fLjeskbS+atb11EokEtmzZArfbXRKJ2dnjyCMmMplsFplsFrGilNi+CgmAWqWCRpKgVqkKXDRks8hJEjlU2SwysoysLKPMlK0E2VwWvrgfvrgfwFZs6AWwfiWeKbOuWpLg0OvhslrhUqlQpdGg2mpFldGE4WA9EomNmOPIoS+hRUVOh0pLBWbIg2gLVWOltwHLNZ9CstlEAQZzckIhwYkBaKLDRRiscJxI0DKdTmh8sS4P261iJer9XOhzT0BxbvYl7K7+MfX1FG7dtk20V+DWCFYrMG0a5EAQK18aQiBgxozWDHL9GmzZ+CE+3vY+PvKux9ZQV8kurXo95jhmoca0GMfOn4d0NoV3Nr+O+7b+EdEMzaxnWxrxg+YWZNLzsCnoQU9ShjdthFnlR6VuGE26dszDp0gm4ujoyECKx1GnUqHeZsNZdjukVAoxkwlvp214eqsawXQb2uJ98CYDAICLKo9ANOJDTtLCm9WiO5RArUaGS6PBcCaDd3M5HOB2Q4rHAaORfsdiVKGi10PKp+6kfCm9FIsB8TikvPGRKiuBigpIdjswOEjbGY2Q8orG0syZgNkMKa+uLOVTdpIkAYkEpG3bgJ4eSBoN4HJBypeTSsPDtH0+ZSjV1tL3HYmIqglWYLVYKFrEn2cyogSWOVXjkQknINnvNtDLnKMtFsvxmDHjOLS1vYlnnnkGF188krq9fXChyWRDpVJhxowZmDFjBi644AIA9LLbvHlzicOzatUqhMNhvP7663j99dcL2zudThxyyCFwOg+FyXQIjjnmEJjNDRTNslB2sa2N7sXy5XQdKpUKer0e+t00A06n03juueewfPlyaMd6WU0QxVGxggPk9SK1YQNS/f1IBYNIZTJI5dNX6TyPKyVJSCUS9HcsRr+NRiEdkEggFQjQ/rRaWpZKIZXnIqViMVonGkUkp4U/kkMslkI6mUAul4acSyKZySInp5BIx5CWM+XPHyhEgArOwB5CVpYxnEhguKwTuJJ+9Ykl/1x0AyS1Cm5jAF2YDt/0AFzzamhMRiI0odRqBR9y1iz6zeM3EiGv2majcR8KiUIQ1iJj+Y2RStScMtvDQp/7EyR5pJs/xREKhWC32xEMBmErFrGbBEyKkRqLJMYvo2KS2PbK/4qZ9CyAlX/Rw2ymgTZtGuBwYPjjDvz1wSAcDVY8/erP8cyrf9j5G6Fgl8DlwdLI/8f7na+yKvm/+HNZHv153vAVr0fWQEImk0Y0StE5h8NR4IhM+Hz28m9ZlpFKpQpk3ng8jmQyOSqqwVCp1Jgx4xBotXpIkg6yrENTkxYWy2guTTmC8o78PfJ/AHjzzTexfPlymEwm6HS6XSsTL2cXEgmSg+jtpWWBAEUN+GUZCNDLtrWVHOhkspSnJ8uiKshioW1G2pxwGP1bY1ixqgYBP+DOdsPYuxXxlBprfA48v/kFdAQeQjA/ORkJjUqLbC6DseIxVTodWux2NGq1aEgkUGswoDLfJiKp1uATzEFfSAdHdgC9KR9ej2yEChKOrzsUsaQZZk0IVdYQuqqrUNHVhQzLOGQySGQyiOWjvUlZRjKbRSqXoxSbLCMrY9R5/fO4XwIGA7LhKDpCLpx30BbUN+f1fLq6xL21Wsmx4V528Titw1HZlha6r6zMXlkp9HlcrrFtPDcTLubcMHj5XuLcTKbDXowdeX8rkZt9DRPpHzOR8r+RTlJjo+B6aDT0P5dFJpNI+ONISkYYNWnYjPYJnaoEVT50rEI6m4IMIgvqVVqqOoEKWikDSZILL5XCb/qnYC4Kv/MGvWS5LCMnS6DXs4xsnoysQvG6csl2+zNK7hEt2GvnAmCPl0jvDeRy2VFig+vX76WTyWOHnSWNhqr8APpbp4PWaITOaoVOr4cuFqP1ZBm6QABanY7W02qh1WigS6Wga2ig6sBMBrrOTqog1Gigi8Wo6g+ATpKgq6iA1m6HrrKS9q/VQhWOYOUGIwIBCTNmqyB5TQh1hfHU+r/h+fbXkcyOz1HK5NKFvx1GIxbX1eH0adNwmN2OBZkMHEzmV6moPJvVuw0GQKdDf0KHFfJiBNJmLHf54fE8ik9D7UhHTLii6QycNqMNldOMeO6447D8oYeg5dQ6c6eiUdHdnJv0ZjIYlirxV+MlsNeb8Z91T+OeTX8BAIRggdWgRVxXAX0uDUM2CrT7aPuKCrKzajVFXrVaSkc5HGR3EwmaZAYClAvV60s5NJx+Gi9auCONVD+DOjiKc7MvYrz+MRMt/xurpLyxUTScY+GsXA4Gkwp6ux7xQS9OazgG1UckMNPeBF0sCbVOj3goh7C9BeedHEaNLY3A+gE8vWYWHPoELPo0Yp4eyBYzzNABwSAiGQMCaRPOb/wPXMFtdDy1WuhL+P00E9Ro6P9USoRXWXGUe7pkMujfGMSK5AkIqFy4red6DKX8uGnR1TBHpsOpCuI09ydw64aBbBYPBAL4+scfY2lTE1YsXw45rxgqz5gB2GyQe3sBrxey3Q4MDJAzkcmQM6FWQ54+HdDpIOv1QDQKOR4HcjnI1dUkUDhtGnDAAZBbWwEAciAAtLTQ/gDIsRiwbh3k9nZAo4FsNNLvdBoIhSDnZ1Wy0wm0ttJxh4Yg5zsLy3lhM7m6GrDbIefLSuVYDNDrIdtsQFcX5MZGwGoVjiA7RfkeQHJ9Pa0/0rGc4O+3334bX/va16DVavH888+jJq+9sbP72xu/yy0LhYDXX5fzWnY+rFv3BpLJGI444mxkMilEo2mEQikcdFAKen16TK7LWH/vzHrptHixM0QFWnTUZ/sqNGodNBotNBot4vEIsrny6ScA0Ko0aLS40Vw1HRptCzTZHgxE1mNVfz8C8The3boV73Z04MzmZnyxqgqnVVVBz6lYbpuQH7vIZOCOD2OZyouVmgPRJbdiiescfBq6A/8JvYVfxxJwd6eRTtcCxx0ndGu4cSYTb7lRryQVGgpXDA2gKfg+Pgwfj63xysL5vxE9ELWqNFRyFoe29qCi1Q5sGyI7x46XyyWql0IhKmvnqDlAk02vV6g4NzaSA1RXJ8rRx3JIJmsiPEWhODf7Mso90BPRwXG5xmbSJxIiH8wEVp0OFeYkmmokbHo9hhn6CI5pPaows5C7uuGJ1GL2tBTqM4OQfDIqK4Cmigg2DVViRq4bJkkHgIi7ciaL/kwVZtv6UGHPAkmDkFvX6+n4Pp9oismaDsXXzF2A8yWZ7joJy+rDWNmph7qf1gkEU1isbcPiqm64jRFgOADkcliYv+51g4OQ0mlI1dWi14wk0cDu6aHQMfewSiQoJMxCiGo13UfWA+JGe243/XATUouFjFgwSMaJjYYk0T6qq0tJfyxklslQ+Lmqivbd0CDKQ/llxkaXHVwWZ0yl6P60tJQ3UNzNubl5++Xi42DatGm4++67sX79ejzzzDO49957d3pf+xJYb27TJuLYHHvsf5V81tZGlf7MudndSKfTePbZZ3HqqacW0mk77Cx5PEgFAkjrdAU+TDpPTk6Fw0gDBU5MOpEgzk08jhRINTuVStFnkoRULkfLAeLSxONIZbP0PxOes9mS0nJGJptCJpsCRgRprBozopk4csih2TQf35x9DlqtdqTUNvSnK+G0pnHazG1waw7AVlnG4//5D/68fj02hUJ4ats2PLVtG5waDc6tq8NFLheOq66GKhwWlUV5jRm3JoHluRXwGRpwpsGBVYN2vB8N4uFQGxbZGkSUxu8ne5RKUUS7p4fGbyQiigry4oNScxPqPXH8X7AanVFBgM9lQ1jTVQ+XKYbPHwJIFjON/0xG8GH6+2mssuox83BaW4WNa26mcW+z0U88TiknFkgczyGZjInwFIXi3OxPmKgODvdZ4RlE8cM+MCCa4DErPxqFFI1gsWYLPLYKtGXnwC33wRgMIp7QoB/T4TQNY7G1GxJIuVRSq7F4egiesAltsTq4k3EYdVnEcyb0a+fCqRrCYusWSNkMDViNplS4KpUSTfG4HFulomXxODkPrI6s0QCzZ8N9wDQsr9mGqrVpeOLAYdJbWF7vguSqAAyVNLjDYczPVwj0JhLwh8NwAjSQjUYRPTKbaZDb7aJEe9o0cmw++YScEr2ellss9JbLZsWsq7OTtq+tpTchE8HjcXJadDrxPbBzw7o6Gg05H2bz6OqmWEzkyblaYqTRCgbpeGORBSeJTChJEi644AJcf/31+MMf/oBrr70W9fX1u7TPfQGSRGXpHg9XiJVWSzmd9PmebDklSRK0Wi20Wi3MY43vsZBMklAnO+AjkY/kFTy3qip6pgYH6VnhcmWtltapqKAfn4+ewVyOtuEedvm+TrLBgLTZjHQ8jlRNDQbW9eKZt2wwm9LQ61LYsOV99HWux2FVB+BX/74J4UwU04xzcNMh/42ItgbdGQ30cgqzXV4sruiE25ABwnFMNxpx/ZFH4scLFmDV2rV4vL0dTwwPoy+TwR+6uvCHri7U63S40OnEF6urcaDZTMUCeckHSZbhyg4CiWH8rKkOp3waxAM+H37Y1IRKbhMTCol2Eql8p/FAQGjQSFLhumVnBXqzNajNtcGCTwu31Z/w4AB7BiqzAb1+Mw40JSlRnkySjdFqyR7399NxdDo6x/Z2ut+SREKF+YKDgqbN5s30Xba2Ttwh2dmJ8BTWwVGcm/0JEyn/8/tpMA0MiMZxFgvN+AMBGnjcK4bLo3U6YHgY7mQHlh0qY+WQCV199fAE9NCnQpg9J4PFZh/cQxsARysNFoMB7gYrlkW3YuU2O7pUDfBktdBbjZhdOYTFmna49RKgypO+8qkUJBJ0DZyOstnIkLIhYFFBrgzjvjR5JWVJq4HZqAMCgMaYgWQ2lRLxHA7YurvRrNOhM5XCuu5uHJtP30CrFb237HZyEoJBOo/aWjJ4vb2CLBmPC0eSZ6nRKFWZcdiZdYKKjcbwsOjtNTAgKpvicTKo7LBxA8GxcuVcVcGzrlSK1mENDVaYHomdraorgwULFuDYY4/FW2+9hZ///Oe45557dnmf+wLc7tIKMY+Hbtfs2UKPZ7/BWHaBZ/PsmHMFTjRKz1RVFb3ghodpucNBz9OBB4qJkdNJNycWE6KWKhWg00GKx6mpqyzDbDTCMaMSBw06sKnTgPraDBrcM5HwD+Ha28/CUHQYVcZ63Hr0V3DezE/hz/YioTbDYNejItJFYpt9cXquBwcBvx+SSoXFdXVY7HDg9nAYb3i9eDwSwdNeL3pTKfzK48GvPB7MNRrxxYoKXKjTYZokCScsk8FJ1dU42mbDO6EQfu7x4Ee2FgCAL+dAZawfgWwWg9ksBtNpePr7MQhgMJWCJ5fDoN+Pwd5e9Kcy6E89j4RcGo7yRv8Xh7b+F6KSFV2DTvh0WbhCeUFErZbuaSrfoyqRIPvmdovScJeLvovWVlElNTAgJEG4IfFYDsl4PJpdEYSdIlCcm/0J29PBCYcpf1tVRUaJ0ynBIA2odJpejCM7hgOFl7+7SYvldb3w1ctIuIdg0MuocMqQElYgYqDtuVWAxwO3xovlB0TgM8hI+OMkp16pghSrB1JVFIb1++kYjY1iFskCVlzarNXSQO3rE4q9TqdQ/GTOjtMJQ372lTCZyCBwrxq9vhBZWWCxoNPnw9pYDMcyq16nIwdvcJCO6XbT+XCjUBbbamkRpEK9Xgj5cQM/j0ek2PiFwNBoaGYWCND3lc3SNXHUx24XXdglib4XJh4W58qB8fPpADliI8mELCOwo7P/MSBJEq6//nqceuqpeOCBB/DDH/5wSkRvgO3r8ew3GGkXEglR/VTs+FRW0osxHhcvRpuNlrNeEyD4blptqbil1UrPaixG3JGBAXpBG43kjDgcWFwdgWewAW1tGtTU5vCbh/8HWz2bYdY7cM3hP8Rxx+qh0mbgkmU6TiwGbM5PKHjSEQiISUc+ba3WanGiyYQTNRrcGwxixeAg/uzz4d9+Pz6Nx/Hj3l78GMARej2WO504wmJBJh6Hp7cXc9VqvAPg3t4+POdbg+x3vgNf9zAimUihOGFnMM3phpTLwZgLwRPWIgEvYINIbwE0vvV6uofpND10tbX0d1OTuN+sc8XpMu7lVQx2SIJBsk/j8WgUHZy979z89re/xS9/+UsMDAzgwAMPxD333IPDDjtszPXvvvtu/O53v0NXVxcqKytx7rnn4rbbboNhCucOC9ieDk5nJz2sDodoMRCL0eDx+QSXhHUUisHRCosFktkMV0UcsKboZZpO07atrTTwmPyoUpF+i9kMl9UATLPTftNpwJMRHcO5NYTTSfvxeAS3hKMXHLlQq8kAVFWVig62tVHVgVpd+K4TkiRKWjkilNfvWajR4FkA6wIBMjDx/KyQo1k8c2KjzxwaVg7laJfZLFSJOQJTUSHuA3fyBUSOu6tLaFSwGF9dHTkrnFNn55KjRuVmX+Pl04FS58fvp98APSMDA6JqYxfHxpIlS3DcccfhzTffnFLRG2D36fHsURTbhVyOvnvuAK7R0ItVpaLnw2IRXLCRzxSXD+v1IrIbCIhmmRxd3baNfnw++mltJWcnk4Fbr8eyiiaszDbizkfvxQefvACNWoebzrsVX5yhhnu6CTDOFvt65x0ad/X14vlVqWj89/VBlmUEXS54dDqKpESj8Hg8GMxmUa3V4tSqKmyMRtEbjyOWy+E/yST+w93ORyAHGW3xrUB76XK7VodarQbVAGoAVOv1qFapUCNJqNbroZfs+Ci8BB36Djw8uKKw3dH1hwBqLeIRQK/OwKBKi7YufX1CyE+no++H09xuN9mFmhr6bjZtovsej5NtzEfGR6WVOTLf3S360I2VtppMQdj9FHvVuXnyySdx9dVX4/7778fhhx+Ou+++G0uXLsWmTZtQzWzyIjz++OP44Q9/iP/93//FUUcdhc2bN+PSSy+FJEm4884798IV7AWUK/8Lh8mx6e2lAdPdTUaMBwzP4CIRIq6ykF8xjEZ6yRfrJnCPE27TwGJyOh05DCqVaF3g8RBnpaVFdBMPBkX+mtfLN6Ar5LmzWRr4BgP9rdPRcZgLY7WKHio9PYAsw5A3tkmNhs45Hhfqwmo1kMthQd4xWhsM0vGsVrqmSEQQ/Pr6iMxnNgsHSK+ngd/QQPtmfpBeT+vkKyjQ20vH48ovh4PuQVcXLXe76cXQ2SkiPtwziiM+rDi8vfLMsT5j5ycYpO/cahWtICaROChJEm666SaceOKJUy56M2XAdqGzk757l4vGYChEtqC2VmhcMcdmZLqzOCXK/J2+PhqLoRCNw+5uGofsKDFvLxQqpGjds3PoWPe/ePXDPwIAfnfxlfjqwTKk/i5go4S00wlvMAjPli0Y3LQJg7kcPB0dGJRlDALwhEIYjMXgCYcxmE4jvYtSCCpIsKrtCGYDAIDvfOc7aPzbIBxqG7yahZhvH8Ry2zuQ4jFB9s/l6F45nZC9Q+iJDeBW7ysl+9XmADmXQb/XgNmuHlTUaIG4VrR3YecmEiFbki/eKDg8zPEZGqJxa7PRsoEBcj5HXndeBBRWa2nX8HJpq90lCLsfYa86N3feeSe+9rWv4bLLLgMA3H///Xj22Wfxv//7v/jhD384av13330XRx99NC666CIAQEtLCy688EK8//77o9adsuDyv/5+eqklEvQ7l6MHvqaGXr78WW0tPcRcNsldb0ciGgXmzaP9bt0qSK8+nwhfM28nEqHPucKHKwBY9dhgoM/8fpHCYUIjq38y10aWhbPEuQHupeR0kmEdHiYjmu8TZcgP+ngySeuwcWXnRKfDwqoqoKMD66JRyIEAJK+XjsPtE5gonEjQzIlLQ9m4JRIiZeb1FpwmGI0ikjJrluAIDA3RvYrF6NrZ6Pt8dL8DAXKI6upEk1JZnpzQcDRKx9iewdsFHH/88VM2ejMlYDDQC7S3t0CsL3SgZj4HO9O1tSKtUa58GKDnPx6n5zoQoPE9OEjODv+fF/mT1WqEg0EMqlTweDxY8d57uPUf/wAAHD5jBl7c8D4effcFDPr98ASD8O9ETy6bRoMaoxHVOh2qDQbUWK2oNhpRnUyiJh5HtSSh2ulEjcUCx9AQtsTjeDwexyNDfrSnEwXHBqBswbVVy9CatcEg9aNLmg6ftg0uc1ik83lcZrNIWcz4bep1pOQUtJIOaTkFAEhqHGgLVsCp78Hiym7iDTHXxuUSEztOH1VX0w/bCE5X5xXPC5MzdkBHNs7k9H450T5gNI9mR3RwpiD2mnOTSqXw8ccf49prry0sU6lUOPnkk/Hee++V3eaoo47CY489hg8++ACHHXYYtm3bhueeew5f/vKXxzzOyAZ3oXxDRu6iO5ng/U32fkuQTIoZeTZLA0CWKX87NCRSJVarUMG02+mzbJacjYEBMoRuNw2mvH4K6upou48/pvU4kqLV0sva66XPmfWvVtOgaW4WVRe1tYI7U1kpcsfRqMjhO51kGH0+wREChEFmFVQ2qMwRkmWgpQW6doorR7VapINBkU5izoDbjWnxONQffYRAOo0OoxEN3F+Ky6RZEl2vpxcCn5vNJpprbtlCx+UUFJ+bw0HL02kR8u/upoqVlhbRJoErs3Q6umae7bK2RoqMJHI5kerbUXCVB0e+RoKNJEfCdgAjn+cf//jHBe7NNddco0RvJgmTZjdUKpHS4IkMz8y52WoqJdI+dnsJQTh/EkAyiUxXF4a6uzGYSmGwvx+D/f3wdnTAMzQEbzQKby4Hz6uvwhsKYTAaRaJMWTgAvN/Whvfb2kYtV0sSqvR6VBsMqLZYUGW1osZsRpXBgGqVipwVAFVqNaqrqmDgCi+OJLPKcn8/2RA+f60WmaYmtKpUuG54GJfZ5uA3/rn4NPkWng+uhQx699zc+w/YNSYcaZ2N6cYzEJrbBJspQPcikxGcGZcLP3r5ZayN+OHQGyBnJATzwywe12CWuR0HzfGj0qRGGg4xcZo9m2z04KBopOtwiImMLIvUNDfJ5JRVMknLfD5RFRmLlVaVlhvr/P3yd8wCgpyyZptts9Fzwmmr3YDd9S7ckf3tNedmaGgI2Wy2IAzGqKmpwcaNG8tuc9FFF2FoaAjHHHMMZFlGJpPBlVdeiR/96EdjHue2227DzTffPGr5iy++uMNN+yaKl156abfsd1yUMSAA6KHu7RX/swMQCNBPMT4VZY4Y8b0AGHvGUKyl0l6U0DaZKLoxyfBu2AAA2NDUhOfOO2/M9eo++gjd3d14+KSTsHjx4kk/jxJMn04/I8H3hptrbt06ep0tW3bvue3iMfh5lmUZ8+fPx/r16/GNb3wDV1xxxWSdnQLsfrsRj8cRDAYRXLECgUCA/g4Gy/4dDofHbFUxFvR6PdLpNHK5HGw2Gw499FBUVFTAbrfD4XCU/LZYLFCNw/eQAXjyP7uKozIZvH7rfyCvBDQaDaZNm4b+/n4Ew2E8718F+Ffh8R4njjzySBx99NGYO3du4dxWr16NO/NS1f999Xfwq1/9Csj7FQ3/bUZW68DH4x187tyxP+PCAhbbK9fTKm/rStDTM/4Fb9s2/ud7EJP9TMdisQmvu9cJxTuC119/Hbfeeivuu+8+HH744Whra8P//M//4Kc//Smuv/76sttce+21uPrqqwv/h0IhNDY24tRTT90tvaVeeuklnHLKKZPaT6OAgQFySJgMHI+T42KxiKgHRwG4+mHbNkHaZc+fzy2RoGjNoYfSDCKVopy9Xk/78XhomdFI665cSVEPLq3mTtUmE802YjFKmXk8tIzTPn194vw7O+l8uMrIaKQZBc8wNm2ia7HbaX8eDx3DZqPjShJe6e3F8wDq2tqw/JFHaJZksdD+vV7abnAQj4XD6AZgfOABLOcUF5dkGww0e43FKMJls5GiG1dwcVQlkwEOOAA4+mi691YrOShtbcI4hcMU9WFRQrebHEFJohlZMim4RYsX0/X4/XRvuGqBU3LcT2ai+fDi72w8jZPm5p2K3Ix8ns1mM0499VS8/PLL+O1vf6tEbyYBO2s3stkshoeHMTg4CK/XC4/HA+/WrRjs7cVgJILBoSEMDg3BOzyMwaEhxOLxHTovlUqFSqcTVXY7amw2VJlMqNZqUR2JULTFbEZNPupistlwxp//jNWDg5hdXY03r7gCTuZNcsqMxzNLLnR3k23gCRc/81yNyZHooSH6n3WiOFrL0UqOhnAqmaNUmQxy4QhO9xuxMrEVOkmDn82/DLNuPh2ZX63G2sHNWOHtxPrwSvj9fjz33HN47rnnUGcy4QszZuCk5mb87rXXAABfPvJEHNwxsyRyoL97Axap1qHGlRatEgwGURHJKSW7na7bbhdCn04n2TqTiVJUI99FqRTZDtbn4rE78h1QDF5enMraS9hd70LOvEwEe825qayshFqthsdT6pt7PB7UjvHlXH/99fjyl7+Myy+/HACwcOFCRKNRXHHFFbjuuuvKzgTG6ubLglm7A7tl3+w8WK3CGGi19DfrofDDzQRBSRLN2ZjDwg4Qh0+5DQI3zANouccjUjCAIAP7fGSUmptFJU9XlyDNpVJkfLxeMmIskMekZiYtGwzkrGSzNGDjcXJQOJrG4VWuNmKBsUwGpvz1pyMRaHU6EX4Ph2kdiwXweHAggKcBfJrvqVOoxOJSzWCwtBRdpSpUgBUcHL+f1mfOzNAQzaayWYrUsIOTSAjeTzhMBsZoLE0FWCz0vfAytZq2k2X6Xvne5XKigmR7RGBWWPb7y6sRs4jXLpSGFz/PJ598coF7c8cddyjcm0mEVqtFJpOhaqDBQQwODpb9m38PDQ0ht4N8LaPRiJrqalQ7HKhxOlFdXY3q6mrUVFSg2mIh3ordjupZs+CqqIBarRYlylu30ljfupXsQb6jddbnw9lPPonVg4Oosljw3Le/jWq2ucmkaKei0VAaqa9P2JeqqlKJBbYRBxxAYzUapW17eoRTVFzirFLReXA5NU8W8lVCPw4F8UqiDypI+LLtIjTEqH1CKmeDTX8KrmwJ48QjTsX6oXX4a38//r5qFfqiUdzzySe455NPAABOoxm1ltOxplO8X7SSBlsiLfBmLFim+hDuzCAdu7qazp81xebPFwrk7Hip1UIzyOcTlWwOh7BDiQTdm8pKlKCqimxDKERjOpcTyuY2G32+m95rO4PJfhfuyL72mnOj0+lw8MEH45VXXsHnP/95AEAul8Mrr7yCb37zm2W3icVioxwYdf5FN+Wbm5fTLdDr6f9t2wSRjQm2wWCp1opaLcjBHG3J5Wh5KCSqdtRqUdlTnLbT6YTacX09vcQDASESGAgIR4FJilVVtJw5MUYj/ZZl2odaLci4PT10DkYj8Yd6esRMLJWigezxAFZroVoqwVUJ0aiYvTkcdHyjEQvy1QdrUylBXmZ1ZptNzPC4GoyrzPhesOMB0DaSRFGSYueFr9dgEE6jSkXbpdP0PUQiwIIFglidTAqhsWRSGDCTidYHRE+YiRCB9yBxUJIk3HjjjTjppJOUyqkJIJfLwe/3j+uweDwetLe3IxqNIsJcjwlCkiS4XC7hpNTUoDrvqNRYrah2OlFdWYma5mZUz5wJS2Xl+N2kPR4ROU2naZLCExMm/8+fT/+3twPhMK55+238q68PBrUa/7zqKkybNo2ePY+Hnm21msYwy1SsXk3/t7YWml7Cbqe/QyFKZU+fLioAmXfCkVGuZmI7I0liTLHoXSyG34VCuCXfyuR2az3mqnLojmpgAhBM6DHbHcJiVyfc1VY0V8zC8gsvRFKtxosvv4yfPvMMPsyn8/3xKH750jWwq4U91Ko0mKHvRlusAisH3FieeA+S1UJODPPgWAHdaiW7YrcLIVHmPfX2kiJxOEznXV9P11hRQX+PBBeU9PWRo1ks/8ATLQUA9nJa6uqrr8Yll1yCQw45BIcddhjuvvtuRKPRQvXUxRdfjPr6etx2220AgDPPPBN33nknFi1aVEhLXX/99TjzzDMLTs6UxXi6BaxpU6xbIMs0uNhpMJsFEZZnCtms0LTgSiCrlWZXuZzQtwBEJKW2VpBka2roONzIjonber1wZjQacmDY+YrHhbCIx0ODNJWi5VYr7W/jRhHKZiPB5LrKylKdm1iMDHBzszhuXgxsYWUl0NWFDckkshoN1ImEICuzkezuJkPMqSBOpYVCdA+am+k6mRit0YgISSYjqrvYSZFlmr1xjxmu4OLvpL+frk+rpXNgFWYWBTSZ6GWyIwqiE2mgN4k44YQTpqRq8USRSCQKaaDtRVi8Xi+y5cif40Cv15OTUuywjPibf1dWVkKjGcOMl9NH2p5yLRPfBwaE880TIX4+TSZ6rrJZ3PvKK/h1npPyyLnn4ojmZkGO5fLmcFiklrjakh1wduw5VT1tmtjGYBC9kViojqOu7Azw5I1tSH5i9/dYDN/Mp+FuqqnBd7WAnHkFgxUz8R8cjLMNK1AtZSDl7MBmVWESpdfr0ZJK4ZO8Vs6XWudiY9CGtYHVCGYF30MNFSSdFm5LBF3DVfBZ7XDpNaKhp9NZqgNUVyd62vX1CUKx3U42gSstfT5g0SIhnmgwjN0/zmolW8P3IRql+zXFe0ZNFHvVufmv//oveL1e3HDDDRgYGMBBBx1U0n24q6urJFLz4x//GJIk4cc//jF6e3tRVVWFM888E7fccsveuoQ9h3K6Bcyqb2oiB4JnMOk0GYTKSoo0MN+D0ywVFcKJ4X3zfWY9Gk7HGI008Fksr65OvMxjMZHeyeXomN3dIpIQiYhz5aiIzUZRjP5+OjedjpZxyJb5K6kU7Y9bGzA3ZmgIRi4F1+nIIIbDgnPkcBQchNZsFqbVqxHL5dCWTGI2OxTJJF1/Xsei4PhxlMRioWPyrIjPhyvHqqrEPamspOsdGqLrGBqicHpjo1AQ5lAy8184lRiP02dcBs+GivuC8Wx3PJl1hsFADhpH24zG3aZhwbo3UyV6I8syAoHAdtNA/PeO5P0ZTqdzTIfF5XJh69at+NznPof6+npYrVZIkyGTXO77n4hyrdVKz3YoRJMZlkjgEub8C/fZQAD/8wppv9z25S/jvOXLha6L2Ux2yesle8TXw2PWZhPtBnjC5nLRsbkJrc1GvBSOzHKlITs0zPlTqYRzkEzinVQKF8bjyAH4msuFG6qrqR9ePI6KJNm8itwQJEON0KiaPRvQ6xHv7saFTz2FZDaL5fPm4bYzr8TT79WjMrUBV350K6IZcpg0khah/ghMmTCSmTok0kXqztx2IZWi6AprWnH5vdFI98VgEOrPs2bRNTIXj7lFRuPo6C1Lao8s+viM9IyaKPY6ofib3/zmmGmo119/veR/jUaDG2+8ETfeeOMeOLN9ECPTD9w1Wq0WMwOtlgYOD3xuzhgK0Ys8mRSOislEL2m9ngZTX59wLmSZcutut1A0ZscJoJc3h6qrq+mcuE0CR4CSSRpoPDNhg8Tl0w0NQqnYaqX0GrdB4C7dlZWiH1N+dmbIzzoTHIHimaZKRb8BwGqFqqYG861WfBgMYl0wiNlmsyhJZ0VjvZ6MBJdGcpjc5aLrZ6Kg30+fOxwi9RUOi7JKn4+ObTDQfe3rI9JxMinKwgMBMavjqJHPRy+BUIh+2BBms7TOwIAQO+TZq9ksZmt6vUhhjSfHPskojt7cdtvPcfPN9+xTLQxSqRS8Xu+EHJbBwcEdLlnVarVjRlVGRlgqKyuhG4fMnU6n8dxzz2HGjBm7jQdYwESUazUawX9LJoXsBLdE0eux+u238V+//jVysoyvnngifvD5zwtbwClxdor4gWDBQObPhcPk3Ov1oq1DVxc9y0ajaHTLKXHuM2c2l0ZqrNZCSvjTbBZner1IADjTbMZ9LS2QWCxPpxPRaG4c7HLROeQnKN995x2s9/tRYzbjoVNPhbqpGvo2G1Z89HHBsQGAlKzH27GDYVVHUGGMwqDLAaEo2V6XiyabqRTZlkiEbF48LqIxDgdFcbjRLt8bLuYIh+kcR0ZvlZ5RE8Zed24U7ABGph/Y6DCRzGCgh7q4MSM7GtyThMmsnAKqqCCjxeFfs5kGvdFIueB4XKjwbt1Kg5O7BldWirxwdzcZNrOZtmF14a1b6dhaLZ1bPk9f4AeZTHRO+RRSIdxcU0PLuP9SJlPgx+jzRjkZCAiRvEiEjAqXVOZDtgtsNnwYDGJtNosvVFcLkjL317HZCumuAhkvk6HPamoo9+920zmxdL3HQ9dfnO9nBeTqajLsed5PgQDOZOPGRrrvPLtloS6jkV4EAJ1HNCrC8cyjiURoJstETJNJOGqyPL4c+ySjOHrz+98/gPr6H8JorIdeT77aZDeflGUZoVBoQkTbwcFB+FnwbAdgt9sn7LDY7fbJia7saUxEuZZF5ex2ET3kCr9gEL0eD8645RZEEwmcdMgh+N03vwlpaIieP1mmZ7ytjcZ6XZ1I9QYCQhdr40ahowWI9ieJBD2zdXX0Nzsj3GSSW8q4XKIyMpMBolH0qdU4rbcX/lwOR2i1+IvVCs3QEH0uywUCdAGBALBwYUGx+Z9r1uC+fIrtT+ecg+pkEnK8FzZLGv/XQyXNBpUTiZwfKikLk1WFTYHpaM11IakxA8acECBlgjPzlDIZ0cA0EBA9vlgclLVouLKS+Yns7DCUnlEThuLc7G8Y2W+IS6b5BcbCUcWVUsX9kJJJetHKMr3Qm5qEQ1BMMOT00fr1wAcf0KDhcup0mmYdnFsHBBGXf/t8pK3S1UUDl1MmFRW0fUcHOQlz5ggCLkDnzc4VVxTFYiJyEgwW0lKJTIbuBSsn88ucib+hEBZWVADd3ViXTtMxmHcE0H3K5SiVBIjO4dxXSqUSTfw4wlRVRUbI4yGnpKqKjKzTSX83NNA+i9NSAF0/R6W4ozcbKG4SGAzSsYHS0nD+n0PYgOBAtLfTZ7NnixfFJKsTj4U5c07AzJnHYsuWt/D66z/Hf//3PYjHyf/yeKjr9ngOTiaTKURXJuKwFItxTgRqtXpCvBX+KVdVOSWxPQJ6ZaVIFxXfE4cDEZ8PZ1x1FXr9fsxtbsbT11wDLTd/NZlojGm1wolQq4Xqd0WFiDaazSKlzX3vuCJzwQJBqvX5RHsVTn1zuXgqVWiPErRYsGzrVnSl05il0+FfTidM2ayoGpVlsnuctjWbRdHC9OnoU6nwlXyK7eqDD8bSadOAzk5I8Rie3/BHJLNR2DWzYVVr0JP0IyfnEEiZ0KwfgD0bwKrITLhd6yFx1MXlEhIcrIbOUab2djHOuZcdIJTgWQW9r0/YIYbSM2rCUJyb/RVsdNxu8RLVaOitEgzSg19dTYOMyw4tFqHFMGOG6EXE1UgjYTAI5V+e4cgyOQXJJO13zRoiATY0CJ2ZRIJ+cwk0R0fYgbHZ6Fx6eoSaJ3ff5rAq8204bZTJ0LXF4+A4RJyrvdRqciY4NWU20wtdq8WCbBZYswZrmWRbWUn3iVWCh4bofnGoPJEQvaeyWTpPdiL7+ugzLtnMZsU1HH44/R4aos+LJdSrqkSnX1YT1uvp++E0UjAohP6Y1Dlylslltfwi4kgSp7xGSijsxhC1LAOrVkk46aSbsGXLSXjlld/jvPOugc1WCbPZg9WrB9HePoiGBg+83vKOy3CxszZBWK3WCTssTqdzXKG4zywmQkCPRkV0Jz+RysoyLrztNqxub0e1zYZnv/lNOHhCw1VAmzYJLlptLW3Pzk06Tc97NErPJve4yuUECZ8JxpzimjOHjs/PitEoJgUWC+B2I2m34+x33sEnoRBq9Xo8P28eKnmyw+ldjmQwX4onAMPDyFksuHj1agwnElhUXY1bly8v2KhPBgbw+EdvAACWVX8RL3n+FwAQzQZQn+3CdF03dDqgS90KX0USLnuG7msySXYgHhfFC0NDwMyZdN59fcImsM6WwSA4T3a7aIRcPHaVnlEThuLc7O8oNlRtbUIvgY0DIMrA9XqhCWGziX5R/f3lw5zhMBkql0sYA4CcDU4VcYdrh4MMU08PDUquXismYXCqTK+nF/7wsKikSqdFDr23l87TYhEzlMpK+judhiF/HgluzpnJ0OccHUok6JgWCxa6XMC//oW2WAxxkwlG5gZZraUdyeNx2s/MmeLc584V1Usmk2iOabFQ3oUrzCorBe+IZ5jcaqG2VoSk02lRncUGrKWFHMOhIbon9fW0PWvvAGQoi0vz+T6y0bbZhFhgsVHbjSHqjRs9WLFiJYaHP4Zeb0YyGcXXvta6w/tRqVSoqqqakMNSVVW121TFpzxGktK313G+okKIauY/v/qee/DvV1+FQa/HP3/+c7S6XGQL2PFmh6W/X2ht8XjhyEU0Sty6nh4aM01NtL3bTevIsmgoyVWZlZWimpB5f3Y7MG0acrKMSx95BK8NDMCi0eC5RYvQypOH4WEhvSDLdHy2YSwQmM3iV2vW4JXOTpi0WjxxxBEUwQsGIVdX4+rHH0dOlnFgxeE4f7Yd//GnMRwHABmHNHshZbXIanTwhPVIRLNAPM/5Y0I/H5Odv2CQrsfpJBvq9wv7p9PRPWTCcU2N4D2N/G4+wz2jJgrFuZkK4EqZ4WF6QXJKiqMfVVX09+bN9FLlrrFcFj5WmJOdFxb/Y7CeBCA4M5xOamggJ4uJhQBtzzMpi0WEmblPFUADVZLonFwuUVGk0Yiu4rNmAckkDJ2dAICkLItSal6XZ4b5yqyaXA4uoxHD8Tg+VauxGKDPQyHaL1do9PaSQcnlqHSTZ5DRKDlgBgNxBRoayJiwCnGx0TGZRB6GCd0NDcC6dcQ9isVoWza+XAnFBo+/FyaJ83fC+jnMP2D+ER8DEOsUYxJC1LIso7OzE+vWrcPKlSuxcuVKrFq1Cn2sOl0Ger0JDkcNDIZqzJpVjebmsR2WChaKU7B7sD2y+Xgz/CJO0W+eeQa/+dvfAACP/vSnOPyQQ4QMQzotSPKxmJBUiEbJ6eYUTDJJY4kdd5OJ1h0cFKkag0HocZnNItXFEVxJKrEb33vmGfxlwwZoJAnPzJ+PRRyplCSh58VRWR4zAN2PXA4fZbO4Lm9Pfr1kCWZbrcQHqq7GvyIRvLJxI3QqNb5QcxYSOjtanPXoiPdCJ2kgVVYC0SjicTX0BgmGuB9IDIsiCK2WOHsOh6iO8vuBAw+kiFRHB/Duu4IozT/hMH0/M2fSuY4c13tY+mF/heLcTBVwisZmE0JWrCnB0YSKClL+rKoSpYlDQzQIuSFdMTQasd/iz5iwzLMRrpqKRuklzukVjYYGNZN3WVGTSyK5e/jMmbRPrgKoqSFHTaejF74k0Wwvv09j3mlK8IyT00TcbI5nfVYrpHAYC6ur8XpnJ9b5fFjMHZFZs8PppJlSfb0Q1eKKjkiEjFEkIsiPLFDG6adiFIeMmWDM6qQ8s2KidbEqMVBK/B0ZeuZyV1ZrZt6O1SrOhbs+F2MHQ9S5XA5tbW0FJ2blypX44IMPEOaS+CJIkoTq6tmYPn0xNm9+C0ND3fj856/BRRfdDIPBjEiEHr/zzxeyRgr2MBKJ0kKBHSGb+3z0jM6ejX899xy+c999AIDbr7sO5554Io3Vmhp69lj4kxt3mkzksLDUgsFAz/nQEO23oUFUS3V00PLBQSGrAIgox8AAnX9tLX0WixXkIe588EHc+dRTAICHjjsOp9hstD6LDnIJeiolIq9sx9RqRLRaXLhpEzKyjC80NOCrBxxA5xqPIyXLuObppwEA3znmaCyub8amQQdMZgcAev6hUkHW6dE/ZMJsfTsqLCmguomcNJZ94OhqTY1oNdPURH/PnUvnyKTobFY4b9XVoot7ucnJ9iJvChTnZspgZASGO3QnkyJMXF8vOmEDgnTK/JCRYc5MhvbBlTus5stRBC6Z1mrJULGUOGvPcHsBzn1zlIX7wXBpeDotOEH5ygcYjULll52NPDlRnzfIca4Q4m7f3I+GyYtDQ8DwMBZYrXgdwFoWEksm6Vx0OtHtm0u8WTQwL1IGgIwIp+g6Oiiyw47USLLuyJAxK6lyZKa6WogA5nKi5cXIypuR+zGbyeHTagWhEqDfg4PCMPI9206IOp1O49NPPy1EYlauXInVq1eXVcjVaDSYP38+Fi9eXPhZuPAAvPmmBR9/7MV775Hexpln/g8MBnNBq3D2bCVCvlfBjn5xocBEyOZF5car1q3Dhf/zP8jlcrj8oovwvf/+b3IeOHXMCsJM9mZHhh0oi4UeAo4gNTaSTWHCcnFVYF+fcEycToqgRCKUumU1dpMJSKXwl1WrcE3esbl96VJ8afFiOieeUMVi9JPNiqgNt5wBAKsV39q6FW3xOBqNRvzh1FMhOZ2Fvla/fftttPl8qHE68aOLL0Z0MA3Phzn4EvTKTMtZRNJ69PsscOqGsbjOA6m5Scg0cJFHLCYmODw2u7poLLtcIpXOQonFTgqrSI/ntCgOzZhQnJupgvGIZpmMKGUeORhY1I6dmOIwp9FIqZhVq4CPPxYl4AC9UB0OUtPkrraxmChzBsiQqVSUt+cIDvdYqq2lgW610kBnwT8m6gL0dy4nyqnzVVWGvHhVIpsl4xAMCsIhl3TLMjkiAwNYmCdLr4tEhNowQPuWJDG7HB4WfBZWTOVzYPExrpJi0u/IfPjIkDEbb95m5EyZxbq2F3ounr2x9g5rfTQ20ncVDtM91WrpvuRD1IlEAmvXri2JyKxdu7Zs9ZHBYMCBBx6IxYsX44ADDkA0GsXXv/51WDi1UITFi4H/+79nIcsyWloWoaKiEZEIOTZOJ32+P1ZLTwnsih5KfuLR4/XijEsuQTQWw8nHHov7br0VEvO/iqPCrBcFiBRQXZ2oDoxGBZlYp6OUcF8fOThWK41Xt1tURnV00DhsaKD/AeEM6HR49cMPcfGttwIAvn3oofgeN6MtLrfmqiqe9KTTJdVST/r9eHhgABKAx449Fs6ZM+mh7evDkM+Hm//1LwDALVdeCZvTCZvsw7LpW/DntTG6RXIOXn0lZs8LY7GqD+4Fs2jiwgJ+3GzY4RCR7cFBkZaPRgWpmFu9MDeJ+UoKf2aXoDg3UwnliGbJJP1fWVm+kyynObi/C4c5OYys1dJbio3Rtm006LhBXDF/hMmrLPgny+RMZLP0At+2jYxeYyMda3CQiIXhsGiyWVND+85kBE+A1Uq9XsBkEr2lWOSOHZRp00QzTu5Mns1iAQC8/z7WhsPAQQcR98hsFl3SuTcWS86r1XRNTKZmca1MhtbnWWBxR+JiFIeMmV9QzC8qxni8mJGhZ06JsWYR59lNpsJLJByNYvXWrVjZ1YVVW7Zg5Zo12LBhQ9kWADabDYsWLcKiRYsKEZnZs2cX5PxZXG6sEmm3GxgY+CcAYN68s9DRQbdp9uzJ17lRsIPYFT0UlQrheBxnXHIJ+gYGMG/WLDz9wAPQcpPbSESodG/eTMs4+gAIngunghoaRFVhcfo0l6NtZ84UVVWSRNw6Ftxjkm06DYTDWOPz4exf/QrpTAbnLVmCu5Yvh5RKEWcnm6WfigqR/uYKQ1Zht1rh8Xjw/U2bAADXzZqF49xuUSGpVuPGN95AMBrFQTNm4NJjjilEfNzVflSoBNfslDlrMceUgpTLR7DNZhrnTFbmFNPWrUJElRWfWfRzaIiWc+6WRUHr6xX+zC5CcW6mEsoRzTgd5HKVHygjX67FIdHikHZVFaVjYjFydFgZd/16ISDIHa9tNjqPUIiMTjpNpecGA+1Dr6djulz0eSQiKpTYKHN1EOf+ORWjUsGY54BkZRlprRZau522Z+PGfJd0GmhuxoK8U9cbCsHf3AynzUahYVYpZR2byko658pK+unvF7Mt1p/gaA6Tfscj6+r19MM6PbI8OvQ8EV4Mf2Y0ljigQz4fVq1ahVVvvomVn3yClRs3YktHR9ldVFZWlqSVFi1ahGnTpu1SqXQikcAbb7wAAPjudz+HWbP2HYXizzyK09TlnrtxnOqMWo0Lvv99rPn0U1RXVuLZRx6BnfksyaRw1nt6BEGeCwJYXJKroebOpYkGQBMXv19EepqbqXqQG/ym06Lx5PCwcODzY7KzpwfLfv5zhGIxLDn4YDzy7W9DxY1pARpHkQg5XQ4H2RaPR6TXa2qQyWRw9913I5jN4ki7HTc2NdG15HtCrdu4EfevWwcAuOvzn4eaNbDyJe/BImdQFe2BVNlM/0SjdK7Ms2EpCeYTVVcTuRig/7mlhEpF9oGFDlmEdX8nqjGXkCkFewGKczPVUI5oNjwsxORGotzLdayQtk5HzgaTXLn8ua9PGCebTZSgs6FhLo3bTU4Dl3OmUqLMk2c8PLg5tcIpr7o60trp7YVhw4bCKSUcDminTaNtIxEyqosX0/X4fIBWC1smgyabDV2hENb19uLYadPIwHBkxm4no5xM0v0oFt5Sq1F4aycSgp9U3NuF021jOSgmE4Xa29uFw8McArt9u6FnWZbR399fklZatWoVurq6yq7f4HZj8cKFWDR9OhYfdhgWn3wy6uvrJ11R99VXX0UsFkNDQwOOP/4gxaHZl8DPV3u7UMHllDDrr5RxqmVZxlVXXYXn8iXf/7rnHrRwKpcdE06dcK8p/j8SobGcStEzzY1z+fiAqGJiQVHWx6qrE1Fan4/Gc28vjc90GsPDwzjtwQfRHwhgfmsr/n7jjRTBdblIZJQ7b2cygudXTNjPdzi/detWfPrpp7Cq1fjz7NnQsI2LRiFLEq5+7z3kZBlnNzXheC5zV6sLPeUCrNUFwG+3k9MUi4mGvBqNqDLlCVFFhRDZZP0vutn0HXR2igisw0HH6+ykz/e3JpjMrQoE6P/OTrqmvRCFUpybqYpd0UUoDmkXO0msZ8EiVLmcmMUxaZb1G3w+mjWNrAyKRktbNlRVkaMBCK4LR2La2+l8WU8DAKqqoOcZEICEXg+rWi0MQ18fnSenzQDA5cLChgZ0bdiAdVu24NhFi4Djjxe9nSSJ7sO0aWSs2trIIZwxg2aPXM3ARGDmDiQS5LSM18+JlYUNBlGSzyrRFRV0zKL1ZVlGe3t7CdF35cqVGOR7NAIzmpuxaP58LD7wQHJoFixAFc/6uGKD5QEmGf/4xz8AAGedddb+2YpgKoNVx5msy4KQHElobCzrVP/mN7/Bb3/7W0iShMceegiHHX44jQGWb6itpTHZ3S24ItyXLRikZ40J/nm9GOh0tFyno+PG45TOYg0crmLy+YRMA3MInU7EQyGc9eij2Oj1osHlwvO33gqHxSJ0YNavFxFNbnvAchBchq3T4e1kErfmJ0b3zp2LVhYN7eoCNBo8l8vhpY4OaFUq/HLhwlLSr0YDhEIIMF8PQGDePLouju6w1EMmQ/ebHbri8cjtGYJBUfbOE8B8pVaBMxgKlW+cua+iuDqvuPJzN7eCGQuKc/NZwI7qIjA5r6dHODeZjFDS7O+nQcq9pLjckfPHxaRi1qjhmVV/Px2ftXiYgFccXeK0Es/4ODyd179Q6fXQarVIp9NIuFyC4zM8TOfV3l7SHRxqNRZMm4ZnN2zA2nicSjGzWTIaw8N0jKoqoSuh15Px5fPhSq1MhvZZWyu0dbZXYssVK6weXOQsZsNhbFq9Gqt6e0siMkHWByr5SlSYO3duSVrpoNmzYff5hHL0yOjRbhTxy+Vy+FeedHnWWWdN+v4V7CKKSrkL5F+uFuLeRfyM5p/Jfz73HL7zne8AAG7/2c/whSVLyF6wDgu3TWDSMFc6cgNertKUZXJcOCXLLRi4GsluF/2rvF6qhkqnyelinl99PVBfj6zDgYt+8hO8298Ph8mE52+5BQ3z5wvCfCJBEWGHgyYlHR10LJuNPs9HiQN2O774178iJ8s4/vjjcWFTE0VrHE74tLUIB+L4n1efAABcNWsWpnPPtt5e4QxWVSEYixVucYDFQo1Gso3BoJgwskgqq4eHQkLtnIsUcjn6nhwOIfjHVanptCgS2F+aYBZX5zHHT6ej69gL3coV5+azgh3RRWDnxOsVBDjuAxMI0MBraRHiXFySPTxMD3cmQ+FmbgmhUtGArqykZVu2kIFjpyEcJqcnkRAOEwvcsQHg2ZnBAORyBecmnkwKReJcTnTg7e8Xxi+dxsKGBgDAuv5+MQvV6QTfZ3iYjAzPoBYuJOfO7yfjycrOeeGuQpkmo1yJbVF6L5VKYf3mzVi5di1Wrl2LVevWYc2GDYhxNQiKd6XDwoULS4i+CxcuHK3OGwwK8iLzJ3i2ajDs1j4zH3/8Mfr7+2GxWHD88cdP+v4V7AKK08o6nZCE4HHPcgj8Mg6H8fEnn+DCSy6BLMu44pJL8N3zzxeRXlYKj0TIeWhpEeRgbnbJzXLDYRpLHR00YZg2jcZhKiW4bbW1onfdxx+Lxq9VVeKlXlUF2eHAtx54AH9ftQp6rRb/uPtuzD/sMOLqcCSKhTgTCdqeKydrawuRJbmxEV9/+WV0RaOYZrfj61//OrBmDfp7sli5oRpdqVq82P0itoYDsGtM+GrlfKCmUlR05m2FnMkgUCSV4OfJGfOEWFtHqxWyGdw3rqtL6GWpVEJslFtPFMtS8PfE0eH9oQnmPtitXHFuPmuYyIPF0YCqqhLRLGi1xPx3u+nzUEiUH7OTwaFZs5kGbzRK4WOuWHA6aVbH3a79flEh0N1Nx2cBwnBYNPfkgZ8vQ9XpdIjFYkgwzwcgA9vUJEpNATKukQgW5B2RtR0dkONxSEwOliTK+Xs8dDy+Ni7LZF0OdgaTSVp/nEEc9XjwyZYtlFZ6+22s3LQJ6zZtQjqdHr260Uil14ccUojIzJs3D7pylVXFSCTIsWEStcNBTmXxC2QMXsVk4J//pCqp00477bPTcHJ/QblKqeLvSJZp3HV3A5KE7mAQZ37rW4jF4zj1qKNw71e+AikUKu1VptORU7FpE00cOPKSTFKklKMUajXtO9/3qZAO5XNhYUyXi85z3jx6jjdtElHePFfl1iefxO9WrIAkSfjzD36A4044QfDxip21hgaKtKZSokcV97IyGvFwdzf+un49NJKER086CV6jEZ6EAy96mhCIq2GR2/FyHwn2neL+L7wTWwybOQG3xSg0uNRqJOJxpIrGcCAUEqTtYtI/gxv/cqSXU8vcJDSdJhvLVaxcDp7JlKrH7w/90fbBbuWKc6OgFOyBcySkOKStVtOgjMXImHATOm5GWVlJA5qJcpWVNKA5ZcJqmyyYV1kp2hKkUjSwmXDH+jYWCxlCr1e0P3j/fWjzgyjBRoJ1LaxWmllqtULXwmrFnGOOgVqtRiAaRV8qhfqmJjp3g4Guj3s18cyqu5v2NW1aqcEaMYgDwSBWr19PEZl167Bq3TpsbGtDrswgdtjtWLxgQYEbs3jOHMx0u6GePn3HHRAOATc3k7PF12qz0cy1s5Mcvd2kk8HOzec+97ndsn8Fu4CJdI4OhwGrFWGzGWdcfjn6PR7Mnz0bf73vPmi7u8s/j8xL83hoH8PDdKyaGnKqQ6FCpLSQgmH+CEtG+P30vHKJN1dYMW/N6wVUKjz8xhv48V/+AgD4zdVXU4qM9XIGBshG8DZaLTk1PT1CriE/njdHo/jWv/8NAPjJwQfj0Lo6PAdgdXQ6AiktZlR68Pt1zyOSjaPFWo+LZh6A9pALKwclLG8dJl0fux2IRhHIR6olSYIsyxTFmUgTy+KJHfMVuTozkaD12O5IkqgM3Z+aYO6D3coV52aqYLJkuItf3pIkQtosPBUMkkPCnYDtdjKULhcZGLud1h0aonw/d8ZmByIWo3A0l5bGYqKBHDfH41piJiRyt9zqahr0Bx1UiBYkuBSUq6xMJqGcajTSC95sht5iwazGRnza0YHXNgxiWeVsVNizkDg91dIi1E2Z+AiILuAAPB4PVr3zDla+9hppyGzciG35vjQjUVNTQymlmTOxuLUVi488Es0NDaXEW79f5Nt3BOXSDsX3mGfQrEM0yejo6MAnn3wCtVqN5cuXT/r+Fewittc5Os8ly1it+K+vfx2ffPopaqqqqOSbhT654eTIZ9NiEWrYKhWVeg8MAP/5j2giy/2lOC3jdNLLrbZWqIA3NtJ6LJYZjxccrhUvv4zL//AHAMAPzjoL35w5k+xJICD0r+rqyNZwYYReT5y54WHar8uFVDKJi/70J0RTKRzf3IzvH3QQcvnIS0/YDndVCPd9+Ge80PkmAOCrB30RGpMJbk0SXcMu+DwDcFmlgtMRyL+YDXo94okEAoHAxIs1mBbgclGhAkemBwZoIpVOi2pSFvqTJMHn4VTXvuro7IPdyhXnZn/H9hrj7SjKeeDcqTcQELoWebXgwsufCYFz55IT0tVFMzynk2Z2ZjOdJ0dfolFaNm0aDV4uD9frRYk5N8+Mx4WjlJd058hNXJLoHkgSGYeKCsGhAQozzP5tcVSapgPowFMrOhCOLENTdRyL9SG46ytEBVcoBNntRnc0ipWrVmHVmjVY2dGBlatWoa+/v+wta66tJSdm1iwqvz7hBLiPOEJ8P1xBwPn4Xe3gOzIEXNxqg1WX2WnbDeCozTHHHIMKRUF138R4L12dDrLFgm//9KdY8eqrMBoM+NfDD6O5oYGeIZ1OPEsjwUrDAL2sWWG7oYHGH/fe0GppssKp6jxXrpCOVqnIYYnHBVfP48GHK1fi3PvvRzaXw5cPPhi3HXkkradSkTPDPD9uRWIwCK6b3Q4ceSTwySdANIrr//lPfNzdjQqjEY+efjrUajVy+Shs1BvAS33CsZEg4YCDlwJeL4xZwDOkQiKYBJz5alCNBoGBAQCAyWRCPJGA3+/f8WINfrlzs+OZM2m74m1ZKyebBdasEdVHFRWi/9a+WB5e/Mzx+TEnay+oLSvOzf6MXWmMNxbKeeA8y2DtBoeDogRcfmmxCIIiR02qqoSWBQ/a5mZydDo7hVAVV0o1NdEMhpt0ulyiLFKjoZ/BQTKQ8XiBk5Lg6FJxUzyA7kUqBWzdiv6UCys+roK54mAAryAUXANHvB+bPrWjX1OPOapu9La9gZXr12Plp59i1bZtGC6jCyRJEma1tmLx/PlYVFODxWYzFs2YgYqFC+m+hUIincYDend08B0rBMyGk3P9uykEzM6NUiW1D2O8585sxt0//zl+98gjxGe5914cetBBtJ1eT9uObPnBiEYpOhoKkRPD3B3WuXE66YcLBLjsmSMPPIPPZik9w+kpsxltmzfj9D/+EbF0GqfOmYMHTzqJIp3Tp4vqoqoq2hcXNzAviAmrbjfQ34+XP/gAv8hX8z34hS+goamp4Aht2bIFd354L/pDIuraXDMdUr4SMh6WodfoYKh3AchHlWtrEcj3gbNYrRj2+Shyw/d6vGINXh4O0z1iwb/iiWh1tbCV/f2iwzr33ON+Xayhsy/q3xQ/c3xvuI+fonOjYIews43xtodiD1yjEVEh7tzL6qScJw6HRRdbQJSH5iuUSga8x0M/HLlJJoVQFnv2waBosOl0itkkQNfb3y84N16v6Ckjy8Io5OXW5WEfVnqnIRDV4YCFs/H828CHne/D8u6d2OZtw1bPNiQz0VG3QKPRYP706Vg0Zw4WH3QQFk+fjgOPOAIWJhJ3dpJjGY1SKot1dTjEXnzvJ7uD714MAQcCAbzxxhsAgDPPPHPS969gEjHGc/ePf/wD19x+OwDglz/+Mc5etqx0O61WdOCWpNHRRo2GCMCs2cIpFI9H9Jrijt+cYuH98QyeX+B56YjB7m6c9rOfwRuJYFFLC57+3vegy2Qosssv944OEU1imQdOnTFhVZbhlSRc/Kc/AQC+ftppOPvEE4GqKsS0Wlz/0EO4+6mnCpw4laRGTs4ink4AJhPkTBb9QS1mN0ZRMaMCiGgLqszBvIq63W4HAOHcMEaON46qDw1R+qmnR6T6q6vpnLlPF+tdDQ+THQNEKxu+Xi6T53TVvqh/w8+c3U5Vsc3NYxdf7GYozs3+it1ZelfsgXu95GyoVLTPigp6sbL+jNFYarxkeeyXK1f4aDQ0uFmlmMse3W4yeEND5ChwiNZoFL2lQiHAbi9EbuKsghwOi7Jzu5226emBL6xFV4cMo7EPL775GAAgmgjj36v/VjgtrVqHhXX1OKylgYi+zc1YUF0NA0CRJotFlKjzvU+niTfA3ISaGqHPww7fyFz5ZDobOyrMOEl4/vnnkclkMHfuXMxkXSAF+zaKnruPPvoIF110EWRZxpUXXYSrzz9fVCDx82O308s2Fhsd9TGZgA0bRBWl2Sz6MqVS1D9Oo6FILE9mEgl6ifMLWZJo3XwblEgqhdNvuAFbPR60VlXhueuug5XbqDidYuICiD5v7FSxs5MnrMqyjK/efDP6h4Ywd8YM3PnLXwKRCN78z3/w1TvvRBtXZObxueNvxN9euwHeQD8Chgp4e4xwNiSxeNYgpHiMrq+ujtJSGzcCABx5h8M/luo7IKLqbLMGB+kec886n4/sAkevEwmKULEdGx4WvbpY9JP731VXC9ufd7T2OfCkazelxicCxbnZX7G7S+/YA+ccN1c7sXQ4Kw7zrI2NVzIpBLRGwucT5ZrcsTeXo0Fa3EAuGhXCXqtX07kMDdHy/DkV0lIqFRkDi4VC1swFyhP1hgY1+Ptzt+DNtQ8hkRICXMfNX4rFlXPQUjUbmUgLLpj5CepdCSEOxryCXI4ME6fLmDuQy4l0Gf/NyGZFWJ61fHaFBzXW9zPZ6a4JQKmS2n/R1dWFM888E7FYDEuXLsU9v/89lXyP9fywOGZxtLG9nZ65GTPIsU6lRNUTKxmzzhI3i+WZPKdpubAgk0E6FsN5d92Fj7ZtQ6XFguevuAK1HOGx2WjiwhMETn9brbRcpRLR4vyE6r5HHsG/Xn8dOp0OT9x3H7I6Hf7fvffid3/+MwCgyuGAPxJBJpPBNy78GpYefxn+9dYtyGSS6OjqxeJDW7B4fhLuyrmlmjWShEC+6op5ZqMiN8Xo6yPeod8v2spwB3AWOORJIiurA6LZJtuUZJLsDxdLqFSil1dPj0gjKhgFxbnZX7GnSu9sNnIa/H4yUlu3kjHk6EBPj+iAW19PEYzilysbRy4/ZQVjroL6/+ydeZxN5R/H33f23cwYs9j3JRQSSVmyZBkMkpAo8iNb9iVJIkkhCaVEQvbs+1hKIVv2fRvMvu9z597z++OZ59zZzTAr5/N6eZm59yzPOXOe7/k83+XzlTo5cXHCjRkTIwynnZ1JjMvT09R8LqXEVA1LgTie9AClEBt9eDhLfX2Ztm0HwVERAFTwqMbdwOuUsHdlbKepEBNDjIMnEaEGbMo8gNh7wnjLXlMlSogVk5RNlzF+aVRTYvBpjGxCgrgnMTHCEyUF0PJDgjyvw12PgOwSDlq+TXFDVFQU3t7eBAQEULduXdatW4eF1HLK7vlJnzsiWyNIb2FkpJgHskqpVCkxR2RLeDl/pTdTykFER6Po9Xywbh27//sPWysrtg8bRnUpK+HkJBYacXFiHsbFmRKWIyPFnCpZUtidlATWC3fvMmbCBAC+GjUK/6AgOvXvj18KcejTvj2+x4+TnJxMh+bN+Xb2J5i5uVHp60pcv36F2pUv0aFtWXRmFoBFWgkIRSEiRTm8VKlSgCA3iqJkbD0SGSnUkpOSxDhdXYX9kp5raZelgrNMlJYeYUlipCq89HJJmy5JaFJSgav+FicUXNG5hryFZP6xGfNFAPG57Hb7pJBkRaczJRHL/lFOTsKF3aiR+Fe6tKmx5MOHpoaRt28Lb4YUnANBlMLChKEsV85kAENDTb2XvLxMAoKpQnDScxOYYEWowRklPEKokYaFsXHXLmoPHszQVasIjorAy60C73ZczP/ajQfA3tpBVEU5OuEfZU/5UnEivu7paZJTl94lZ2cTeUod43dwEIZJJktKyKqy0qXF/dfpxPhdXEwx+LyGtbUYcz6XWR45coTIyEjc3d1p1KhRvp5LQ94hOTmZt956i/Pnz+Pp6cn27dtxksKXkPPnx2g09YxKTjZVNlasKMT4ypUTx9HpTFIEnp4mKQeDIY0n+ZMVK1ixcyfm5uasmzmTxm+8IfL0ZF6JFLKTfaykQJ+E9Cbb2hKfmEivfv1ITEykVePGnDl3jvbvvIPfw4dUKl+eXcuXc/PhQ/zDwihbtiy/rlmDubs7OhSqVakIQGjUfXTJGYU2AdHCIUWd2D2lMXBycjKxmdlfWf0le27JPEjZhkJ6rGV7Gbkwk9cmu4RHRIjtJcmS7V5kLyoXFxNh1JABmuemOKMg8y5knFyWKBoMYuVUurT4l9pbk1kVV0yMqWt3uXImUS+ZV2M0CpJUtao4h6MjVKokCFJgoJj8Ka7zwFBLldycvmPLurPVKG8bjP76MWb/NJtjV68CUMrVlU/796fTS53Zf6Esf58+AIAdlsTEgH+kFS4OwTRwvoXOaGO6pwaDuFYrK7GKdHQ09YiRDQDNzcU1xseL65cGKjhY3BdJ4FKjECTI8xIyJOXt7Y15SnKlhqINRVEYPnw4e/bswc7Oju3bt1NeCljmFmZmptCz9DiAmA8lSpgkHKpVM+XcSKT2JBuNLN69m5lr1gCwZPx4vFu2NM172XtJKmynlGKTmCiOUaOGSeMpKQlCQhg/cyYXrl+nhJMT565f50BYGDqdjpF9+vD5iBEMnzWLY//9h4uLCx9//DFOyclq09vKKY0tb/n5CWLi6ppxfsbGEpHSKsXNzQ0LCwuSk5OJiIjAQYbuQYxRFkvIggt532S7Bik4Kr+XrSPkgkmW4stQn/RcSe+wXHQVgupvcYJGboozCiLvIjVRKV/e1EclMlJMxrJlMya1ZVbF5egoSMCtW6aqpvLlTauY6GgxwUuVMnWzTkwU1xERIdy8UVH4G9zZd66UGpayd0omNuYSE9Z8zcVruwCws7Vl7ODBjB08GEcLC4iIoL11MJeuCPlzMxyJsPagRlkDDcqE4RUdCsFWps7mckUFYpwy/0B2/A0KEiSmVCnTqkp6s6ShyuzeF2NjpCiKVgJeDDFv3jyWLFmCTqdj9erVvPjii49/sNTeYimwaWcnXtgy7056YTMhB7LIYPO6dQz98ksApv3vfwxs185Uel6qlDhGUpLJEyRFBTMLnYWHs233bhauXg1AZIpqeq1q1fj5009p8sorzF23juWbN2Nubs7qFStIlMrrKUSqckpV563Ll8Viyt9fjEPagpTFYmRKR3AXFxdcXFwIDg4mIiKCsrIqFEweGWdnYQ/s7U0Nh2NjTbbRw0OtwsLR0aQVJhvzyr5TAQHiPjs6CjsrF06yr1dxac9QCNDITXFHfuddZEZUZLJfeLipukIiqyquhAST0vGZM2ISp6gHIysjpLcjNQmQlRJOTijxCZw+Z0VEtLnquTl1bi9b9i3GqBgxMzOnbdO3+XnOCEqXS2VwPD3xckmk0mEh7Fe1rDVvNbyFq5c1OsUIRnvhUZIJf6lzaOQK1dxceJVKlhTbgjBQ8pplXtGNG+L6M/PcFIIEeV7hwoUL3LlzBxsbG1q3bl3Yw9GQA2zevJmxY8cC8M033+RNErj0FoPJ6ypFOCtVMimUy2a56TzJR48epXdKg84PunZl6tixaZOGZYuG9N7PzGxaYiIPrl+n9/jx6kfm5uZMHDqUKSNHYmNmxu79+xk3eTIAc+fOpVW9euw8fVoc29wcEhKonGLbbgUFifPKNhAyzzBFOC8ihTg5Ozvj7Oyskps0kLmQUuZCenRlonVwsKkPn52dKU9RJgnLdg2SyLi6in3c3DLa9uLUnqEQoJGbpwX58YA/Trl5ZlVcCQliBZKYKAiN7AR+/77w/lSsaJrgkJYESKXhunUJc4rh3jlzPMvH8s8v/wBwL+A6AC+/7EP37rOw13tinRyQ6XAjw8SxPMuXoqR9AgSECfIizyfzamxsTHo5MvySOswn9TkkUjfNK1XKpHuTzeq1uEF6bdq0aYN9IelWaMg5/v33X/r06YOiKHz44Yd89NFHeXNg6S22tTUJe+p0YmEgk4iz8CRfunWLTp06kZCQQKdWrVj0wQfoLl0SdsTZ2VRWnlVIPd0C7u6dO7zo40NMnKiCfOG55/hl3jzq16kDwNUbN3h79GiMRiMDBgxg+KBBJN+6lfaYERFUdnMD4FZAgJjbXl5i/oaFmTzOmKqjJLmBTMrBU2tQyXwjGdJOTBT2wcNDeLxlOwZZcJD+uq2tTSrQMsSvKAUi+fA0QCM3GrLG45SbZ1bFJfseyb400o0r48jpyxklCYA05CrByolER1tsvazVnA9LC2s+/2wPz9VtjsEAd67rScAmYx5SWJjqVnYuWVJ8rijC0Eitnhs3xDmlQJiNjakBqAzzxcdnf0/c3EwCivI8T4Ex2rJlC6CFpIoD7t69S6dOnYiPj6d9+/Z8++23GSt6ngSP8hZn8t2DBw9o164d4eHhvFyvHr9/+SUWjo5inoSHi/wXR0fhHZVFCRLpWswYdTqWbt3KyE8/JTElmfajgQP5asoUNVwdERlJ5/79iYyOpmmTJnz//ffopD2TSEyEmBgqVa4MQFhUFBFRUTgbjcImlCyZpsdWanLjkmKfMi0Hl94tqf8lS+plmEo2Co2OFiGn7FIJCkny4WmARm40ZI3HKTdPr54bFSUMl14vfo6NFYSiQgWxTUyMqYGklGeXJCAdubKxVrC2UohPtuLFF1/k3r17NK3fkeeqvwwIW2JtDTaezmCmpG394OpKRAoJK2FjI9y+Tk4mz41sAijzfmRSYfoqkkfdE3NzU6VU6vMXY2P08OFD/v33X0AkE2souoiMjMTb25vAwECef/55fv/9dyws8snMZ+eBTPVdZGQkHTp0wM/Pj+qVK7Ptu++wk7l0er2p9FsuktITm1TFCTcfPGDg2LEcOnZM3eSzoUOZmhJ6AjAYDLz94Ydcu32bcqVLs3HzZtFoVyYkS6ToVTk4OVHKxYXg8HBuBwRQv3Zt8X26xVtmnptMyU16QiJ7/pUrl7lMxqNSCQpY8uFpgUZuNGSNx5X5lyuXgAARoomIEOTFYBDeG6lNIfcNCBDb2NunJQHSGKUQCVcXhfJlDVy7Za52BbexEZoQSmIS/lfiqVE6CteEaLBIKcF0dhaeGGtrIlM6ApeQn8v+UzKhWebc3L1rUkZOL76Xk3vi5vZUGSOpbdO4cWM8ZS8fDUUOer2eHj16cOHCBby8vDKWfBcCEhMT6dq1K+fOncPT05PdP/6Im5ubKUwtVY6Tk036MCVLmvL4UnL+DE5OfPvTT0z56iviExLQ6XQoikLXtm355KOP0nhqJ0yfzp5Dh7C1sWHLxo14yNw4OXclUulVVS5ThuDwcG6Fh1NfztVUi7eEhAQSpOc3u7CURE4ISW5tQjG2IYUBjdxoyB6PU24uVy6RkWLlY2EhjJeTkzBastIiPl4YMiurtJUREumIhE4HDeroCQoxV3vD6CysiYlW8L8ahYtdAg3qg865hGmM0sUMprCUTFJWFEG00ndCNjcXJMzCInPxvZzek6fEGG1PUWbVQlJFF4qiMGzYMPbt24ednR3btm2jXLlyhTomo9FIv379OHjwIA4ODuzctIlKJUqIeZKYKGyBrIyUrQju3xdCd1JPKzqaiw8eMKBvX46fOQOAl7s7/kFBlPXy4qfp09GVKiWOGR3NitWr+eannwBY8dNP1H/55bSDkuFuWS1lbw+hoVR2d+c4cEvm+EGaxVtkYCAgmuc6OjpmH5ZKjafEBhRHFL+yDQ0FC0lUZAPLyEhTp9fs1HZ1OmE4nntOxNGlDoac7DKvJXVlRGaGQHpNUqTevdwNtGkSq5KbmCRbIh7GUaNsLO06WuBV1jxL4TxZ7VDC3V01hqqRtbERZMfe3qS/k5X43uPek2KIhIQEDhwQ+kAauSm6+Oabb/jxxx/R6XSsWbPmyUq+8wjjxo1j7dq1WFhYsGnTJhHuiY01tTMJChKl1/Kfv7+Ycym9qvSJiXy+cCENOnXi+JkzODk6MqhPH/yDgtDpdPy2YAGuqVo8HAsMZNBnnwHwySef0KNPn4yDSp38L9WVgcopydC3/f1NHbhTLVQiU9SJnZycMDMzyz4spaFIQPPcaHg0HifmK/NlSpQwJd+m1sVQFBOxyS7JNpOEOg8nsVIFqFFdx1stg3H1sERnnYl+TKqKLmmgnGvUEOeUYSgQKqh2dqbS79TXl1lV2JPEwYtRuOrs2bMkJiZSuXJlastcBA1FChs3bmTcuHGA0LUpCiR07ty5zJ07F4DlP/5Im9q1BXkJD4dr14RnVOa+Sc9ucLCYl8nJnDp5kveHDOHc+fMAeLduzccjRtDunXcAmDx8OM0bNlS9Pvfv36drz54kJSXh4+PDtGnTMh+YVPNNShI2KGUMlevWBeDWzZumhYqsTkpMTJNvk/r/bJtnaihUaORGQ86Rmxdx6sRbGxtRFimrpuSKyd5eVE49ytORnkgYjRhSqh5KOJlR0kkPVnaZ75sqKVCSmxJlywpiI8srk5PFsVML9mVxjCe6J+mqPvKloWYe48SJE4Dw2uRpxY2GPMGJEyd4J+WFP3ToUEaMGFHII4I1a9YwZswYAL6aOZM+zZqZQrjlysGVKyL8lLoxb0plUYLBwGfffMOc33/HYDBQ0sWFBRMn0qNnT1r26EFkVBSN69fn09GjhS1xcSHeaMTHx0ftm7Vy5UrMMtOSki1hQMzbEqbwtSrkFxhoEtELCFDnacTNm4CJ1OQ4LKWh0KCRGw35g/SJt5I0yBi77J8i1U5z8nJPlegnw1LmFhY5ruiShqiEu7swrJJoyPJu2SQ0/VjyQnwvs5YU+dVQM49gMBg4efIkoIWkiiLu3Lmj6sZ06NCB+fPnFzoB9fX1pV+/fgCMGDGCsf36iUWNzHVRFBGelsq/gYEiAd/JiaN37jBgxgyupohk9uzZkwVffYW7Xs/0OXM4+u+/ODo4sHr+fCxTpBoUFxcGDBjAqVOnKFmyJFu2bEnbDiE1wsJMnhsrK1P42sqKyilJx3fu3sUQGIi5Xp9mnkakkCLnlARtLSxV9KGRGw35h9SJt+bmQpBPNprz8jJpwjzGy10lN1ZWOaro0puZEZci9uUs5ctTe4Nk/5bMxpAX4nuZKT3LhnpSF6eIdfc9fvw4UVFRODs78+qrrxb2cDSkQkREBB07diQoKIgXXnghf0u+c4j//vsPHx8ftWpr3pdfort3L60IqNFo8lRGRYGZGTG2tkz++WcWbtiAoih4ubmxaOFCfHr2BOCory+fLV4MwOJPPhFEJMXjOXv+fNasWYOFhQUbNmygUqVKmQ9OCpLaZe7hLVOpEpaWluj1eh7cu0f5554zfWllRUSKp9g5ZX8tLFX0oSUUa8g/pE68DQoSVRBmZsJj4+oqDNRjdstWyU2Khk3qpGO1i3eqpEAZkgIy74js5fXIYzw2cqP0XISwbds2ANq1a6eKo2kofEjycOnSJUqXLs327dtxTF3iXAi4e/cu7du3Jzo6mubNm/Prr79iJptIphf5lPPJ3Z39589T9733+G79ehRF4f1u3bi4Ywc+Pj6AIHF93n8fo9HIO7160Wf4cKFoXro02/btY3KKvs13331HixYtsh7gIwRJzW1sqJiSVHwrJCTD92oxQopEhea5KfrQPDca8hc2NiJp+OFDk3R4UpJIHpT9Vh6jW3YacpMDFc/IBw8AsLe3z3yFm59KoI+j9FwEIEvAO3XqVMgj0SAh2yns378fe3t7tm3blrZxYyEgNDSUdu3a4e/vT+3atfnj99+xCQsTnlqZROziYmr46OBAxIMHjF26lJ9TCHSFMmX4cc4c2j7/vOolVRSFwYMHc/fuXSpVqsT3S5aosg4XL16kd+/eKIrCkCFDGDx4cPaDTJ0DmBn0eiqVKcP1e/e49eABLdJ9HSGLERwdwWhUc26ioqIwGo2Z5/hoKFRo5EZD/iMuTnhtZAhJVkdERpo65BoMuXq5pyE38MjqJbVSKrOGlhL5pQT6OErPhYxr165x9epVLCwsaNu2bWEPR0MK5syZw08//YSZmRm///47DRo0KNTxxMfH07lzZ65cuULZsmXZ/ccfOMfGinnt6CiSc0NDTXPd05OtJ08y5OOPeZjiIRnWvz+zxo7FAdJ4SX/99VfWrl0runmvXq16XENDQ+ncuTMxMTG0aNGCb7/99tFzVuYAptaxSY3YWCpXqgT//MOt27czfB0ZHQ2k5NyYmVEiRWRQURQ1dKuhaEEjNxryHxERpmaT0nthaSnyXCIjBfGR7RdyCFkKbp5aTh2yJCNqMnHqDuZZIa/Lsx9X6bkQIRtl1q5dO2f3TEO+Y8OGDUyYMAEQJd+F3QrDYDDQq1cv/v77b5ydndm9ezdl7exMnhowaUElJhJ8/z4jPvuM3/fuBaB6uXL8PH06rzZqlKFy8Pr16wwdOhSA6dOn83KKGJ9er+ett97i1q1bVKpUifUrV2IZHJyzCkRXV1FhBcJ7bGOTRnyzcorUQWbkRu0IXqoUWFtjDdja2hIfH094eLhGboogNHKjIX+RmCgMSalSJg2Z1LCzy7qLdjaQnpucuoPVMvDCelE/jtJzIUKSm0aNGhXySDSASO7u27cvAMOHDy/0km+piLxlyxasra3ZunUrtatWFX3kUueW2digeHjw+9q1jPjqK0IiIzEzM2PckCF8+vnn2NrZZfC4JCUl0bt3b2JjY2nevLlK6ADGjBmDr68vDg4ObF2/HrfExJxXIErP7OXLpoaYqULPlWvUAODWgwcZ5mlEipfJOVXSv4uLC/Hx8VreTRGFRm405C9kvombmyj7TC3kl5wsXu6Wlhm1ZR552HRhqUcgR2Gp/ERmOT0GgzCgJUsWqTLwkJAQjh49CsBLL71UyKPRcPv2bTp37kxCQgLe3t7MmzevsIfEF198wZIlS9DpdKxatYrXXnvNJKmQKrfsgb8/QyZNYtu+fQA8X60aP//wAw1btszy2FOnTuXkyZO4uLiwcuVKdY4vXbqU7777DoDffvuNOl5eab1E8OgKRLmAqlDB1Fsq5bPKKd3Bb/v7i2Omyr2LiI8HUjw3KXB2dubhw4cauSmi0MiNhvyFzDcxN08r5BcfL76ztxdJglmUaGaF3JKbXIWl8gty5ShDcXFxYtUZECBIXhER89u5cydGo5Hnn38ed3f3wh7OM43UJd/16tVjzZo1OX7m8wu//PILU6ZMAWDBggV0795dfJEqt0yxtOTnNWsY+/nnREZFYWlpySfDhjHhvfewql49y2MfOHCAr776CoCffvpJ7Y/1559/qmGqGTNm0KVdu4xeotR4VJGClVWGBH9JboKCgohxcsKhZEnVqxSRWkYiBVo5eNGGRm405C9S55u4uAiCkzr5Ly7usfJNip3nRiIhQRAbmXBZBMX8ZEhKq5IqXOj1et58800uX75MmTJl2L59e9YCdQWEnTt38sEHHwAwYcIEhg0bZvoyZa7fPn+eQTNnsv/PPwFoVL8+P3/9NXU8PLKd6yEhIfTt2xdFURg0aBDdunUDRJl59+7d0ev19OzZU5R/JyTkeQViiRIlcHV1JSwsjNu3b1M3pSUDZL440lSKizaKTnmGhqcX6XVorKzECk+K5j1Gvolsv1CsPDeQVswvtUrqY+r95DUSEhLYvXs3oJGbwoQscT5w4AD29vZs376dMmXKFOqY/v33X3r06IHBYKBv377MmjUrzfdGo5EFa9ZQp2tX9v/5JzbW1nz9ySf8vX69IDbZzHVFURgwYAD+/v7UrFlT7UsVGxtLly5dCA4Opn79+ixbtkyoMOegtPtxKhCl9+bWrVtpPs9scaRp3RRtaORGQ/4jH7poP67nplDJTTEQ8zt48CCxsbGULl2a+vXrF9o4nnXMnj2bn3/+GTMzM9auXUu9evUKdTw3btygY8eOxMXF0bZtW3766ac0rR6uXLnCa6+9xsixY4mLj6d5kyac37qVMW+/jbmslMxmri9ZsoStW7diZWXFmjVrsLe3x2g00q9fP/777z/c3d3ZsmULdjJ8LT3CUvE8PWJjxfe59AhnRm70ej2xKefRwlLFB1pYSkPBII81ZLIsBc8CRSIsVQzE/GRISmuUWXhYv349kyZNAuDbb7+lY8eOhTqewMBA3njjDYKDg2nQoAEbNmzAKkXSQK/X8/XXX/PZZ5+RmJiIg4MDc+bMYdCgQZjp9Tma6xcvXmT06NGAIHWSyM2YMYONGzdiaWnJ5s2b1fwbFflQgZgZuclK3VwLSxVtaORGQ8Eij7RcclsKXiTCUkVczE9RlDTkRkPB459//lFLvkeOHJk2p6UQEBMTg7e3t6ors2PHDrXVw9mzZ3n//fc5c+YMINp0/PDDD5QvX17snIO5npCQQK9evUhISKBdu3ZqifumTZv49NNPAeHVeeWVVzLunA+q4rI3VWpyI22Ho6NjGnVzLSxVtKGRGw3FEsUyLFXExfxOnz7Nw4cPsbe3p2U2pboa8ge3bt2iS5cuJCYm0qlTJ7755ptCHY/sYXXy5Enc3NzYvXs3np6eJCYm8vnnnzN79mySk5NxcXFh/vz59O3bN9fevvHjx3P+/Hnc3d1Zvnw5ZmZm/PfffyrB++ijj3j//fezPkAee4Qz89xI8pLe66uFpYo2NHKjoVii2FZLFWExP+m1adeuHTY2NuizStbUkOeIiYlJkzi7evXqQi35VhSFDz74gN27d2Nra8v27dupXr06x44dY8CAAVy6dAmA7t27s3DhQjw9PXN9jh07dqi6NcuXL8fDw4Pg4GC6dOlCXFwcbdq0Yc6cOTk7WB4tCFStm9u31Z5RWZGbEiXE70FBEYSGiqmrRXKLDrSEYg3FEsVS5wbyJbk6r6CFpAoHSUlJzJ49m6tXr1K2bNkiUfI9ZcoUVqxYgbm5OevWraNu3bqMHj2aV155hUuXLuHh4cGGDRvYsGHDYxEbf39/+vfvDwjvTPv27UlKSuLNN9/k7t27VK1albVr12be5DYfUa5cOczNzUlMTCQgIADI3Hb4+8O1ayLnxs8vgnXrYOdO8bmGogHNc6OhWCI35EZRlKLjuYH8a9D5BLh79y5nz57FzMyMDh06FOpYniUoisLQoUM5f/48Dg4ObN++ndLpVXULGIsWLeKLL74ARL6Lvb09devWVUM17777LvPmzcP1Mb2MsgoqJCSEF154gS+//BJFURg+fDhHjhzBycmJrVu3qgm7BQlLS0vKly/P7du3uXXrFqVLl85gO/z9YdcuCAkRv+v1ETg7w9WrQoS9fXvw8irwoWtIh1x5buLj4/nrr79Ul2RqJCQk8Ouvv+bZwDRoyA65ITfx8fFqiKXQPTepYW0t1JmLQMPMbdu2AdC0aVPc3NwKeTTPDmbNmsWKFSswMzNj1apVvPDCC4U6ns2bN6tJzBMnTuTkyZO8/vrr3Lp1i7Jly7Jz505WrFjx2MQGRNPPffv2YWtry+rVq7G2tmbRokX8+OOP6HQ61qxZQ61atfLqknKN9Hk3qcNSigKnTwuh9Zo1nQGIiQnHwQGqVhWfnz4NKcWcGgoROSY3165do1atWjRr1oy6devSvHlz/FP54CIjI3nvvffyZZAaNKRHbsiNXHmZmZkVuru/qEILSRU81q5dy8cffwzAwIEDad++faGO56+//qJXr14oisIbb7zBb7/9xg8//ADA4MGDuXjx4hOP8fTp02qZ+7x583juuefw9fVl5MiRgCgFL2zPYXbkJiwM7t0DT0+FO3fOAZCYGMeNG6fR6YTH5t69Qtfi1EAuyM2ECROoU6cOQUFBXL16FUdHR5o2bcq9e/fyc3waNGSK3JSCp66U0rRbMiIyMpJDhw4BGrkpKPz999/069cPgBEjRhT4C11RIDQUHjwQ/1+8eInOnTuTmJhImTJl2LNnD/fv36dKlSocPHiQxYsXp9F4eRzExsbSq1cv9Ho9Xbt2ZdCgQdy8eVNVPX7nnXcYO3ZsHl3h4yM7chMVlcRff/3KlCkNmDWrq7rPw4fXAOGIlY3KNRQuckxu/v77b2bNmoWbmxtVq1Zl27ZtvPHGG7z22msZpKpzg++//56KFStiY2ND48aNOXHiRLbbR0REMHToULy8vLC2tqZ69ers3Lnzsc+voXgiN56bIpNMXESxZ88e9Ho9NWvWpHo2TQ015A1u3ryplnx37tyZ2bNnF+j5/f1F8uu6dbB+Pfz44wNatHiD8PBwLC0tefDgAWZmZowZM4Zz587RokWLPDnvyJEjuXbtGmXKlGHp0qVER0fTuXNnwsLCaNSoEUuXLi0Si4+syM3Jkydp0qQiq1f34/bts1hYmOQcGjfuAohCSGvrQm8Pp4FcJBTHx8enyVzX6XQsXryYYcOG0bx5c1avXp3rk69du5bRo0ezZMkSGjduzPz583njjTe4evVqpt2Ik5KSaNOmDe7u7mzYsIEyZcpw9+7dopEkqqFA8ThhKY3cZA4tJFVwCA8Pp2PHjoSEhNCgQYMCL/mWybARESKEYjRGMn58a0JC7gNC26Z27dosW7aMRo0a5dl5169fz88//4xOp2PlypW4uLjg4+PDpUuX8PLyYvPmzdgUEUaQWsjvypUrHDlyBEDtuebq6sXLLw/Hw8OKX34Zi05nhrW1LYoi7m+NGoWq6KAhBTkmNzVr1uTkyZMZEr0WLlwIPJ5hnDt3Lh988IGaq7NkyRJ27NjBsmXLmDhxYobtly1bRlhYGH///TeWKRL2FStWzPV5NRR/PA650UhwRuj1enbs2AFo5Ca/kZSURLdu3bh69SrlypVj27Zt2NvbF5ieUOpk2KpVIS4uiuHDaxEeLnInzcws6NlzMsuWTcbGJu+S3O/du8egQYMAkaTcsmVLPv74Y7Zt24a1tTV//PFHoVeIpYYkN/7+/mnedxUrVuTzzz/ntdfe4sABK377bQIAFhZWxMQIYuPiAg0aaHo3RQE5Jjddu3ZlzZo1qnJkaixcuBCj0ciSJUtyfOKkpCROnTqlJpeByJ9o3bo1//zzT6b7bN26lSZNmjB06FC2bNlCqVKl6N27NxMmTMjyJZeYmEhiqkaEUVFRgDDqeW1U5PE08bP8hV6vV8mNoiiPvN+hoaGAkE/X/jZpcejQISIiInBzc+PFF19Mc3+05znvoCgKAwcO5NChQzg6OrJ582ZKlSqVxg7l930OCwM/P+GxCQl5wMCBVVAUMY/Klq3J0KErcXZ+gchIMDfPm7EYDAb69OlDREQEL730ElOmTGHlypVpSs3r169fYM9Ydvc6MTGRtWvXMn/+/DSfOzo6Eh0dzaJFi2jdujUAbdvqWb78DgAWFrZERuqpXh3q1QM3t6yblT8ryK9nOjfHyzG5mTRpUhoikh6LFi1i0aJFOT5xSEgIBoMBDw+PNJ97eHhw5cqVTPe5desWvr6+9OnTh507d3Ljxg0+/PBD9Hq92ockPWbNmsVnn32W4fO9e/eaOszmMfbt25cvx9VggiQ3J0+eTENeM8Px48cBkdCo5Welxc8//wzA888/z549ezLdRnuenxzr169n1apVmJmZMWrUKO7fv8/9+/fTbFMQ99nLSzTCHDVqlEpsKlSowNy5MzE3fwA84NixvDvf2rVr+euvv7CxseH9999n8eLFTJ48GRALZhcXl0KZk6nvdWRkJLt372bXrl1qfo1Op0NRFIYMGcL69euJjo7m0qVLJCUlqfuFhJwHwN7eHC+vnRgMcOpUgV5GkUdeP9NxcXE53rZYifgZjUbc3d358ccfMTc358UXX+TBgwfMmTMnS3IzadIkteMsCM9NuXLlaNu27RNn/6eHXq9n3759tGnTRg2bach76PV6tSv4K6+8wmuvvZbt9tIT+NxzzxV6mWlRgqIojBo1ChClvunvjfY85w1+//13Vq1aBYgu3//73//SfF9Q9zksDL755jjz5/dErxcLgmbN3mbMGKFPFhsrBLO7ds2bnJF//vmHdevWAahejyZNmpCUlET79u0LpcVE6nt9/fp1vvvuO1atWkVCSnlTmTJl+PDDD/n777/ZsWMH1atXVxdPHTp0oGrVquqxxowZA4Cnp6dmV9Ihv55pGXnJCQqN3Li5uWFubk5gYGCazwMDA7OU8/by8sLS0jLNhKhVqxYBAQEkJSVhlUkzQmtra6wzEUmztLTMN0OSn8fWICA9N1ZWVo+81zExMQC4uLhof5dUuHjxIrdv38ba2poOHTpkeW+05/nxcfToUQYOHAjA6NGjs+3ynd/3+dChdXzzTS+MRiM6nY4RI36hVStRjp46Gdbd/clzRiIjI+nXrx8Gg4HevXvTq1cvWrZsyYMHD6hZsyZr1qwplARiRVE4e/YsixcvTuOpfPHFFxk9ejQ9evTA0tKScePGsWPHDm7fvk10dDQApUqVSvP3CQkJAaBkyZLa/MgCef1M5+ZYhdZbysrKihdffJEDBw6onxmNRg4cOECTJk0y3adp06bcuHFDfbGBEBf08vLKlNhoeHphMBgALaH4SSCrpFq3bo29vX0hj+bpw40bN+jSpQtJSUn4+Pjw1VdfFco4FEXhiy++4O23e6YQGzP69dtM48b9MBggJgZu3Mi7ZFgZzrlz5w6VKlXi+++/Z8iQIRw7dgxnZ2e2bt1a4JWLCQkJLFu2jAYNGjBt2jT27NmDTqfDx8eHI0eO8O+//9K7d2/15SnLwa9du6YeI/WYk5KSVC9CqVKlCvBKNOQUhRqWGj16NP369aNhw4Y0atSI+fPnExsbq1ZPvfvuu5QpU4ZZs2YBMGTIEBYuXMjIkSMZPnw4169f54svvmDEiBGFeRkaCgGazs2TY8uWLYBWJZUfCAsLo2PHjoSGhtKwYUN+++23QunynZSUxKBBg1ixYgUAFhYW/PbbLhwcWnPvnuiFZG0tPDYNGuRNT6SVK1eyZs0azM3NWbVqFb/88gvLly/HzMyMdevWUa1atSc/SQ4RFBTE4sWLWbRoEUFBQQDY2NgwYMAARo0aRZUqVTLdL73WjZ2dXRqvwf3799XQeGayJRoKH4VKbnr27ElwcDBTp04lICCAevXqsXv3bjXJ+N69e2kUaMuVK8eePXsYNWoUzz//PGXKlGHkyJFMmDChsC5BQyFB07l5MgQEBKiJ1t7e3oU8mqcLsuT72rVrlCtXjq1btxaKZywsLIyuXbuqOi1WVlbs3buX5s2boygiBychQQjOubrmTfnyjRs3GDp0KADTpk0jKipKVR2eO3cubdq0efKT5AAXL15k3rx5/Pbbb2rOTNmyZRk6dCjlypXjrbfeyjbEIcmNVOBP7/VNrcyf17mbGvIGj0Vurl+/zsGDBwkKCkoTIgKYOnVqro41bNiwLOPQUhI+NZo0acKxvEzn11AsoencPBm2b98OwEsvvVSkNEaKOxRF4YMPPuDw4cM4OjqyY8cOvAqhRfT169fp0KEDN27cAMDW1pa9e/fy6quvAoLIlCyZt+fU6/X07t2bmJgYmjVrRvfu3WnSpAlGo5H3338/3z3siqKwd+9e5s6dy969e9XPX3rpJUaPHk337t0BclSdVaFCBXQ6nZponN523L17V/3Z0dExD0avIa+Ra3KzdOlShgwZgpubG56enmnksnU6Xa7JjQYNjwMtLPVkkPk2Xbp0KeSRPF2YMWMGv/76K+bm5qxfv566desW+BgOHz5M165dCQ8PB8De3p59+/ZlmcuYV5g6dSr//vsvzs7OfP/993Tt2pXIyEheeeUVFi1alG+tFeLj41m1ahXz5s3j0qVLgNBM69q1K6NGjeKVV15Rz51TnRQrKyvKli2Ln58foHluiiNyTW5mzJjBzJkztVCQhkKFjHdrnpvcIy4uTtWf0PJt8g6rV69WF3fff/89b7zxRoGP4ZdffmHQoEEkJycD4sW7d+9eGjdunK/n9fX1VXtkLVmyhHHjxnH16lXKli3Lpk2bMq1YfVIEBgaq+mqycsnBwYGBAwcyYsQIVWn4cVG5cuUsyY3muSn6yDW5CQ8Pp0ePHvkxFg0acoycdgU3Go1qVYPmuRHYt28fCQkJVKxYkTp16hT2cJ4K/PXXX2ohxNixYzNo2eQ3jEYjkydPTtOE09nZmX379tGwYcN8PXdoaCh9+/ZVVZhPnjzJ7t27sbW1ZcuWLRmEWp8U58+fZ968eaxatUoV1StfvjwjRoxg4MCBeTbPK1euzOHDhwHNc1MckWty06NHD/bu3cvgwYPzYzwaNOQIOQ1LRUdHq14ejdwIpG6UWRS6MBd3XL9+HR8fHzWRuKC7fMfFxdG3b182bdqkfubi4sL+/ftp0KBBvp5bEpqHDx9So0YNGjVqpPaRWr58eZ6d32g0smfPHubOncv+/fvVzxs3bszo0aPp1q1bmsbOeQGZVAzZkxvNc1M0keunoWrVqnzyySccO3aMunXrZsg418qyNRQEckpuZEjK2tq6yHQdLkwYDAa2bdsGaCGpvEBoaKha8v3SSy+xcuXKR3oT8xIPHz6kc+fOnDp1Sm0ZULJkSfbv30+9evXy/fw//PADf/zxB5aWlkyaNEklNlOmTOGtt9564uPHx8ezcuVK5s2bp7blMTMzo3v37owaNSpf84gqVTKRGyurEiiKSMRWFEUjN8UAuSY3P/74Iw4ODhw+fFh12UkI1UuN3GjIf+SU3GjJxGlx4sQJgoODKVGiBM2aNSvs4RRrJCYm0q1bN65fv0758uXZunVrvvWrywxnz56lU6dO3L9/H3NzcwwGA6VKleLAgQMFksh86dIltX3HpEmTmDhxIklJSXTp0iXTfn65QUBAAN9//z2LFy9O0/j2gw8+YPjw4VSsWPFJh58t/P0hIMBEbu7ccWbnTqEFZGERQnx8vPqdFpYqmsg1ubl9+3Z+jEODhlwht54bjdwIyJBUdu0WNDwaMhxz5MgRnJyc2LFjR5ZtY/IDW7dupXfv3sTGxmJtbU1iYiLu7u74+vpSu3btfD9/QkICvXr1IiEhgVatWrFz504CAgKoU6fOE3mv/vvvP+bNm8fq1avVyqaKFSsycuRI3n///QIhEv7+sGsXxMSkDkvZc/WqED0sU+Zemu01z03RxBMFKWUugxa311DQyC250SqlBFLn22h4fEyfPl1VHd6wYUOBJWYrisLcuXMZN24ciqJgb29PbGwsnp6e+Pr6UqtWrQIZx8SJEzl37hxubm44OTlx4MABSpYsydatW3P9sjcajezatYu5c+fi6+urfv7KK68watQofHx88jyfJisoCpw+DRERUK+eqa2Cv/85unYVbSpu3rybZh/Nc1M08Vj0+tdff6Vu3brY2tpia2vL888/z8qVK/N6bBo0ZAktLJV73Lhxg0uXLmFhYUG7du0KezjFFr/99hvTpk0DYPHixQWmuqvX6xk8eDBjx45FURRcXFyIjY3Fy8uLQ4cOFRix2blzJ99++y0g1K03b96MhYUFGzZsyFX5dVxcHEuWLOG5557D29sbX19fzM3N6dmzJ8eOHePo0aO8+eabBUZsQKg237sn2lCYmZkW7Q8fXkenE59fu5bWc+Pg4FBg49OQc+T6qZk7dy6ffPIJw4YNo2nTpoAogxw8eDAhISFqDFaDhvxCalXsR7m/Nc+NCdJr07x5c+1+PCaOHDnCgAEDABg/fjwffPBBgZxXSnDIRsPu7u4EBQVRpkwZDh48WGD9mgICAujfvz8AnTp1UntWLViwgBYtWuToGA8fPuT7779nyZIlhIWFAcL7MWjQIIYPH0758uXzY+g5QkICJCaCrS2Ehweonz/3nFB2trWFoCCT58be3r5AE8g15By5Jjffffcdixcv5t1331U/69y5M7Vr12batGkaudGQ75AdwUHz3OQGWkjqyXDt2jW6du1KUlIS3bt3Vxv65jdu3ryJt7c3V65cwdbWFhcXFx4+fEi5cuU4ePBgls0f8xpGo5F+/foRHBxM9erVOXToEIqiMHjwYIYMGfLI/c+cOcO8efP4/fff1XyaSpUq8dFHH/Hee+8VidwVGxvRSDQ+Hi5ePKJ+Xq+e8M7Fx0NUlKZxUxyQa3Lj7+/PK6+8kuHzV155BX9//zwZlAYN2SE35EZLKBYIDQ3lr7/+AjRy8zgICQmhY8eOhIWF0ahRI3799dcCWbH/+eefdO3aldDQUDw9PbG0tMTPz48KFSpw8ODBJ1bhzQ3mz5/P3r17sba2Jj4+nujoaJo3b86CBQuy3MdoNLJjxw7mzp2bplfgq6++yujRo+ncuXOhdEvPCq6uUL48XL0K588fUj83N7dAUUSycWysVgZeHJDr2Vm1alXWrVuX4fO1a9cWaCt7Dc8uHofcPOthmF27dmEwGHj++efzvYz2aUNiYiJdu3blxo0bVKhQocBKvn/99VdatWpFaGgozz//PFZWVvj5+VGpUiUOHz5coMTmzJkzTJw4ERDVS35+flSsWJENGzZkWnUXGxvLokWLqFmzJp07d+bQoUOYm5vTq1cvTpw4oZK2okRsQOjYNGgAzs5w+rRJ6iQpyZIbN8DFBcLCTGEpzXNTdJFrz81nn31Gz549OXLkiJpzc/ToUQ4cOJAp6dGgIa+hhaVyDy0k9XhQFIX333+fv/76CycnJ3bu3Jnn7QTSw2g0MnXqVGbOnAlA+/btuXjxIvfu3aNKlSr4+voWaF5KbGwsvXr1Qq/XU6lSJa5evYq9vT1bt27Fzc0tzbYPHjxg4cKF/PDDD2rjTmdnZwYNGsSwYcMoV65cgY37ceHlBS+9FERg4CX1s9hYC+rVg1q14gkNDVY/1zw3RRe5Jjfdu3fn+PHjzJs3jz/++AOAWrVqceLECerXr5/X49OgIQO0sFTukJiYyK5duwCN3OQW06ZNY/Xq1VhYWLBx40aee+65fD1fXFwc/fv3Z/369QAMGTKEHTt2cO/ePapVq4avry9ly5bN1zGkx6hRo7h69SolSpRQdc5+++23NEKBp06dYt68eaxdu1Zt2lmlShU++ugj+vfvX+wqiq5eFfk2UhyxY0dLXnnFVCkltYU0clN08Vg1di+++CK//fZbXo9Fg4YcQQtL5Q6HDh0iJiYGLy8vXnzxxcIeTrHBr7/+yvTp0wFR8t26det8PV9AQADdu3fn33//xdLSkhkzZvDdd99x//59atSoga+vL6VLl87XMaTHhg0bWLp0KSA8OACff/45Pj4+GAwGtm/fzty5czlyxJR826xZM0aPHo23t3eRCzvlFDI/SJIbNzcLdDpTTylnZ2cCAwO1sFQRRo7ITVRUlPpHlB2Ws4L2x9aQ30hdCv4oAUktLGUKSXXq1EkrW80hDh8+zMCBAwGYMGGC+nN+4c6dOwwfPhw/Pz9cXV1ZsGAB48eP5+HDh9SqVQtfX98CVUAG8PPzU0vd7ezsiIuLo0ePHowcOZKFCxcyf/58bt68CYCFhQU9e/Zk1KhRTwWBluRG2heZVyTJjaOjI4GBgZrnpggjR+TGxcUFf39/3N3dcXZ2zvSFoigKOp0uzapag4b8gHzGzMzMHklunnXPjaIoWr5NLnH16lW6du2KXq/nzTff5IsvvsjX8+3cuZOJEyeSkJBAjRo1+Pbbb+nfvz8BAQHUrl0bX19f3N3d83UMINR5w8KE1oulpYF33nmHiIgIbG1tiYuLo06dOpQpU4by5curiwYXFxf+97//MWzYMMqUKZPvYywIBAcHc/HiRcCkwi/Jzd27IpnY1tYW0BbzRRk5Ije+vr64uroCcPDgwXwdkAYNj4IkNzlxeT/rnpuzZ89y//597OzsaNWqVWEPp8hDlnyHh4fTuHHjfC35VhSFBQsWMHr0aIxGIy1btmTGjBl069aNwMBA6taty4EDByhVqtSjD/aE8PcXbQfu3RMidr6+X3LkyBHMzc2Jj4/H2tqaS5cuceHCBQCqVavGRx99RL9+/bC3t8/38RUkZIitdu3aXL58GUBVSZaeG2tra0BLKC7KyBG5ad68eaY/a9BQGMgpudHr9Wr33meV3EivzRtvvIGNjU0hj6ZoIyEhAR8fH27evEnFihXZunWrukLPa+j1ekaMGMGSJUsAaNOmDTNmzMDb25vg4GDq1avHvn37MlQj5Qdko8iICFEpdPfuP2zfPhUwzbXExEQAWrZsyahRo+jYseNTG+I8fFiUgDdv3lz14KQPS0nbo5GbootcP527d+9WxcAAvv/+e+rVq0fv3r3V0j8NGvITOSU3MiQFz677eMuWLYAWknoUZMn30aNHKVGiBDt27Mi3UFBERAQdO3ZkyZIl6HQ6Zs+eTfv27enQoQPBwcE0aNCAAwcOFAixSd0osmpVuHv3KFOmNEdRUrc4Madv376cPn0aX1/fpz53S+bbvPrqq+pn0nMjw1IyXPWs2pXigFw/oePGjVOTis+fP8/o0aPp0KEDt2/fZvTo0Xk+QA0a0iOn5EaGpBwcHAq0+V5RgZ+fH2fOnEGn09GxY8fCHk6RxqeffsqaNWvyveT71q1bvPLKK+zbtw97e3v++OMPWrRowaeffkpoaCgvvfQS+/fvV9MA8ht+frHs3LmT/ftH8eGHNZg06VUMBr36feXKLzFjxj3mzfv1mZD6CA0N5fz58wA0adJE/dzS0hKj0Yifnx9gKmrQPDdFF7m2+Ldv31Yn/saNG+nUqRNffPEFp0+fpkOHDnk+QA0a0iO3nptnNSS1bds2QLRGKYi8jeKKFStW8PnnnwPwww8/5Ftu0tGjR/Hx8SEkJIQyZcqwbds2DAYDbdq0ITo6mkaNGrF37958fV4NBgOnT59m37597Nu3j6NHj6p9ntKjbt2WfPrpXvz8LEhIyLchFSnIfJtatWrh4uKifm5hYUFAQAB6vR5zc3MSUm6IRm6KLnJNbqysrIiLiwNg//79agNNV1fXR5aJa9CQF5CrJq0jePbQqqQejUOHDqnlzpMmTeL999/Pl/OsWrWK999/n6SkJF588UW2bt3K/fv3adu2LZGRkdSsWZOdO3fmC7G5c+eOSmYOHDigduKWsLcvRXx8OEZjMpaWNuj1CXh5VWXixA0kJVlgbS0aSj4LkPk2LVq0UMUIQXhuZL5NmTJliImJAbSwVFFGrsmNbHjWtGlTTpw4wdq1awHRMbeglTM1PJvIbVjqWfTcREVF4evrC0CXLl0KeTRFE1euXFFLvt966y1mzJiR5+dQFIVPP/1U9Qx169aNX3/9lXPnztGuXTuioqJo2rQpw4YNy7MXZWRkJAcPHlQJzfXr19N87+TkxOuvv85LL7Xm1Kl7bNo0B1CwsytDXNwDbGwcmTJlKw4Orty4ATVqiIaSzwJkvk3z5s1Vj5ZOp8PMzEwlN+XLl1erqDTPTdFFrsnNwoUL+fDDD9mwYQOLFy9WtQ127dpFu3bt8nyAGjSkR27DUs+i52bv3r3o9XqqV69OjRo1Cns4RQ7BwcF07NiRiIgImjRpwvLly/M8STY+Pp733ntPXQBOmDCBL774gn/++Yd27doRExND8+bN2bx5cxqF39xCr9dz4sQJlcwcP348g4r3yy+/TJs2bWjTpg2NGjXiwQMjffoM5ujRXwDw8noNf/8/AR2tW68BaqmNIhs0EA0ln3aEhYVx7tw5QJAb6blJr3FTvnx5jh8/Dmiem6KMXJOb8uXLs3379gyfz5s3L08GpEHDoyDDUprnJmtoVVJZQ5Z837p1i0qVKrFly5Y8L/kODAzEx8eHY8eOYWFhwY8//sh7773HkSNH6NChA7Gxsbz++uts3boVKyurXB1bURSuX7+ukhlfX1+io6PTbFO9enWVzLRo0SLNHAgODsHbuzsXLhxBp9PRtu0H7N37EwCNG3+JmVlHLl6E9u3hxRdFefizgD///BNFUahRowaenp5qH630GjdlypRRvTqa56bo4rFKSIxGIzdu3CAoKCiNFD6IviIaNOQntITi7JGcnMyOHTsAjdykh9FopH///vz99984OzuzY8eOPE+2Pn/+PN7e3ty7dw8XFxc2bdpEixYtOHToEB07diQuLo7WrVuzZcsW7OzsskzoTY3Q0FAOHDjAvn372Lt3r/qilXB1daV169YqoalQoUKmx7l8+TIdOnhz584tbGwcadiwA3v2/AhAlSov0rWrN/b2CvHxOl5+GQqgGr3IIHW+DZCl5yb181LcGoI+S8g1uTl27Bi9e/fm7t27aq2/hNZ+QUNBQAtLZY+jR48SHh5OyZIl05SzaoCpU6eydu1aLCws2LRpE7Vq1crT4+/atYuePXsSHR1NtWrV2LFjB9WqVePAgQN06tSJ+Ph43njjDTZv3pyttygxMZG///5bJTOnT59OY2+trKxo2rSpSmbq16//yPmwd+9e3nrrLSIjI3F09MTFxY2//lqrfn/z5ikmTqxNyZJlqVKlDfb2bXnrrdYFordTFJA63wZQSWd6z03JkiUB0W/rWZSYKC7I9V9m8ODBNGzYkB07duDl5fXI3j4aNOQ1UveWyg7PalhKVkl5e3trxjcVfvnlF2bOnAnA0qVLadmyZZ4e/7vvvuOjjz7CaDTSokULNm7ciKurK3v37qVLly4kJCTQoUMHNm7cmEEtWlEULly4wKFDh9i3bx+HDx9Wq1Il6tSpo5KZZs2a5artwffff8/IkSMxGAw4O7sQERFAdHQANjb21Kr1KhUrPs+tW2e4dOlPQkPvExr6CydO/MKwYTrq169P27ZtadOmDU2bNlVbDzxNiIiI4OzZs4CJ3KT33EhyI+2JFpIq2si15bt+/TobNmygatWq+TEeDRoeidyWgj9L5EZRFC3fJhP4+voyaNAgAD7++GP69++fZ8dOTk7mo48+4vvvvwfg/fffZ/HixVhZWbF79258fHxITEykU6dOrF+/XiUHAQEB7N+/nz179rBjx44MCu8eHh4qmWndujWlS5d+4rHpdDoiIsIxN7fg5Zf/x6BBU3FxMSkxJyTEsX//XwQH7+XGjb2cP3+e06dPc/r0ab788kvs7Oxo3rw5bdq0oW3btjz33HNPxQJX5ttUq1ZNvc+pPTfR0dHq30eGorRk4qKNXJObxo0bc+PGDY3caCg0aGGprHHlyhVu3ryJlZUVbdu2LezhFAlcvnyZ7t27k5yczNtvv8306dPz7NiRkZG8/fbb7N69G51Ox5dffsm4cePQ6XTs2LGDbt26kZSUhI+PD7/88ovqmdm7d6+qhCtha2tLs2bNVEJTt27dJyIOkZGRdO3aNU2zY0VRePPNN/nooy+4erUaISFgaQm2thAfD/7+drz8clvatWuLlxf4+/uzf/9+dcyBgYHs2rWLXbt2AVC6dGmV6LRu3bpAupfnB9Ln20Baz4302ri4uKj2R/PcFG3kmtwMHz6cMWPGEBAQQN26dVWXncTzzz+fZ4PToCEzaDo3WUN6bVq1aqUlOwJBQUFqyfcrr7zCL7/8kmcl33fu3MHb25uLFy9iZ2fHb7/9RteuXQERGnzzzTfR6/XUqVOHiIgIPD091QaUEg0aNOD111/H0dGRUaNG5dkL89KlS7z++usEBgaqn7322mt89dVXvPzyywBUrmzqBB4YCNbWQtOmQQNThZSXlxd9+/alb9++auhs79697N27lyNHjvDw4UNWrFjBihUrAKhXr55Kdl599dVi06w1fb4NpPXcpNa4kZVpGrkp2sg1uenevTtAGiVPnU6HoihaQrGGAoHmuckamiqxCfHx8XTp0oXbt29TuXJl/vjjjzx72f7zzz/4+PgQFBRE6dKl2bZtGw0aNMDPz4/Zs2ezaNEiNQH4woUL6n7lypVTPTOtWrWiVKlS6PV6du7cmSdjMxqNfPrpp3zxxRdq+LZy5crMnz8fb2/vNJ4gLy/o0AHCwiAhQagQu7pmrWmj0+moW7cudevWZcyYMSQkJPDXX3+pXp2zZ8+q/+bMmYONjQ3NmjVT83We1BOVX4iMjOTMmTNA5uTG0tJSrZSqUKGCqsSvhaWKNh6rt5QGDYUJzXOTOQIDAzl27BgAnTp1KuTRFC5kyfexY8dwcXFh586deVbyvWbNGt577z0SExN54YUX+Oijj1i+fDm9e/fm6tWraba1t7fn9ddfVwlNjRo18u0Ff+DAAQYMGKC+iC0tLZk1axYjR47MMrFcp4OU4p9cw8bGhtatW9O6dWtmz55NYGAgBw4cYO/evezbt4+HDx+qXh4AT09P9T60adMGT0/PxztxHuOvv/7CaDRSpUqVNCr7MiyleW6KJ3JNbrLST9CgoaCQE3KjKMozl1C8Y8cOFEWhYcOGqnL4s4opU6awbt06LC0t2bRpU56oNCuKwrRp09ScHVdXVy5cuMB7772XYdu6deuyYMECmjZtmiF0n9f477//GD9+vEoiQFRWHTx4sEDLuD08POjduze9e/dGURQuXbqkEp1Dhw4REBDAypUrWblyJSDukfTqvPbaa9jZ2RXYWFMjs3wbyNxzU758ec1zU0zwWMHnlStX0rRpU0qXLq3+0efPn6/G+zVoyE/khNzEx8erK69nJSylhaQEli1bxqxZswBR8p3+pZVb3Lx5k++++47y5cunSUYOCwvDYDBQpUoVWrVqpeby9O/fnzNnztCiRYt8JTb37t2jX79+1K9fPw2xGTNmDP/991+h6tPodDpq167NqFGj2LlzJ+Hh4fj6+jJx4kQaNGgACLHDb775hnbt2uHq6kqbNm346quvOHv2bAZx2PxEZvk2kLnnpkKFCprnppgg1+Rm8eLFjB49mg4dOhAREaG+aJydnZk/f35ej0+DhgzISSm4DEmZm5vnSg+kuCI+Pl59wT3L5ObAgQP873//A+CTTz6hX79+uT5GeHg4GzduZPDgwVSuXJmqVasyYsQI7t+/D4iqpu7du7NkyRJu3rzJ1KlTOXjwIEajkQEDBvDzzz8/MmT6JAgPD2f8+PFUr16dX3/9Vc3tsbKyYtWqVXz99dd53ifrSWFtbU3Lli2ZNWsWp06dIigoiDVr1vD+++9TtmxZEhMT2b9/PxMmTKB+/fp4eXnRp08fVqxYwcOHD/NtXFFRUZw+fRrISG5Se260sFTxQ67DUt999x1Lly7Fx8eHL7/8Uv28YcOGjB07Nk8Hp0FDZsiJ50aGpJycnIpkEmNeY//+/cTHx1O+fPlntmLx0qVLasl3r169+Oyzz3K0X1JSEseOHVMTY0+ePJmp58DGxoavv/6awYMHq8/eL7/8woABA1AUhUGDBrF48eJ8IxYJCQksXLiQL774QtVcsbKyIikpCXd3d/74449io0hdqlQp3n77bd5++20UReHq1atqfs6hQ4cICgpi9erVrF69GoDatWurVVi5FTDMDkePHsVgMFCpUiXKly+f5jvpuTE3N+fBgweAllBcnPBYCcX169fP8Lm1tTWxsbF5MigNGrJDbsjNsxiSehbIXHoEBgbSsWNHIiMjadq0KcuWLcvyPiiKwpUrV1Qyc+jQoQy2q1atWlSvXp19+/YRFxdHlSpV2LFjR5rcnaVLl6rCgB9++CHfffddvhAbo9HIqlWrmDJliupBKFeuHAEBASQlJVG3bl22bdtWbPMhdTodNWvWpGbNmowYMYKkpCT++ecfNV/n5MmTXLx4kYsXLzJ//ny19UTbtm1p27Yt9erVe+z7nlW+DZg8N0ajEYPBgKWlJR4eHprnppgg1+SmUqVKnD17NsNE2r17d573adGgITPkhNw8S5VSRqORbdu2Ac9mSEqWfN+5c4cqVapkWvIdHBzM/v371RemXIlLlCpVKk3jya1btzJixAgMBgPNmjVj06ZNak8hgCVLljBkyBAARowYwfz58/OFVO7du5cJEyaorQHKlClDw4YN1fxGb29vVq9e/VS9aK2srGjevDnNmzdn5syZhIaG4uvrq3p27t27x8GDBzl48CCTJk3Czc0tzd+uXLlyjzyHokBoKOzdewiAZs2aZ9hGem6SkpIAQSjNzMw0z00xQa7JzejRoxk6dCgJCQkoisKJEydYs2YNs2bN4qeffsqPMWrQkAaa5yYt/v33XwIDA3FycsqQN/C0w2g08u6773L8+HG15NvNzU3VYJFkRpIDCWtra1577TX1hfjCCy9gZmaGwWBg9OjRLFiwAIB+/frxww8/pOmn9P333zNs2DAARo0axTfffJPnxObMmTOMHz+e/fv3A4KkjxkzhnPnzrFhwwZAJA7Pnj07X/N7igJKlixJjx496NGjB4qicP36dfXv6uvrS0hICL///ju///47ADVr1lS9Os2bN89UzHLvXrh+PYb//jsJgNHYHH9/k3ghmDw38n+5oNc8N8UDuSY3AwcOxNbWlilTphAXF0fv3r0pXbo03377LW+//XZ+jFGDhjSQ+RCa50ZAhqTat2+PlZVVIY+mYDF58mQ2bNiApaUlc+bMYevWrezdu5c///yThISENNu+8MILKpl57bXXMnTljoqKolevXuzcuROAWbNmMWHChDTE5dtvv+Wjjz4CYNy4ccyePTtPic2dO3eYMmUKq1atAoQXY+jQoQwcOJD333+f48ePY2FhwZIlSxgwYECenbe4QKfTUb16dapXr86wYcPQ6/Vp8qX+/fdfrly5wpUrV1iwYAGWlpa88sorar6Ou3tdAK5fh8DAoxiNBtzcKhARUZFdu6B9exPBkZ4bqSotc3I0clM88Fgtg/v06UOfPn2Ii4sjJiam2PYT0VA8kZOu4M+Sxs2zWgL+9ddfM3v2bEAk+w4cODDN97LvkWw86eHhkeWx7t69i7e3NxcuXMDW1paVK1eqauwSc+fOZcyYMQBMnDiRL774Is+ITVRUFOPHj2fRokVqGKR3797MmDGDqKgo2rVrh5+fH66urmzcuPGJy9ufFlhaWvLaa6/x2muvMX36dLXkfN++fezZs4c7d+5w+PBhDh8+zJQpU3B0dKVu3ZrUrx/ArVvnAHj++RZUrQo3boh2FB06CHFD6bGRJFl6brSwVPHAY5EbCTs7u0ITXtLw7CInpeDPSljq1q1bXLhwAXNzc9q3b1/Yw8lXxMbGcvjwYfbt28emTZvU5FoQq2k7OztatGihrtJr1aqVI/Jx/PhxunTpQmBgIJ6enmzdupWXXnopzTZfffUVEyZMAIRA4PTp0/OE2MTHxzN//nxmzJhBXFwcIPqCzZ49mxdffJGtW7fSu3dvYmNjqV69Otu3b6datWpPfN6nFS4uLnTv3p3u3bujKAo3b95UvToHDvgSHR3G33//zd9//63uY2lpjU4nPDb37ol2FCVLmjw38fHxgOa5KW7INbkJDQ1VdR2CgoIylEyGhYXl2eA0aMgMWkKxCdJr06xZM1xcXAp5NHkLg8HA6dOn1ZfT33//ra6mJVxdXfnf//7HG2+8QZMmTXIdllu3bh39+vUjISGBF154gW3btmVISP3iiy/4+OOPAZg2bRqffvrpk10Y4tpWrlzJJ598ournPP/883z11VdqN/c5c+YwYcIEFEWhdevWrFu37qn7G+cndDodVatWpWrVqgwZMoS7d5OZN+9vAgIWcfbsHa5ePQ5AlSpCVNDWVjQQldFM+azJSrry5cuTlJSkhqk0clO0kWty07dvX27cuMGAAQPw8PB4JstONRQucpNQ/KyQm6clJHXnzh2VzPj6+mZYLJUrV47w8HBiYmJ4+eWXOXToUJpk35xCURRmzpzJJ598AoiqozVr1mRIPp0+fbpKZj7//HOmTJnymFdmOu/u3buZMGEC58+fV6+pW7duzJ49G2tra5KSkhgyZAjLli0DYMiQIXz77bf53sbhaYeDgwU1azahZctwevfuwIcf1uXBg6t4elYBID5edEaXhXbScyPJTWp1YtDITVFHrsnNn3/+yV9//cULL7yQH+PRoOGR0KqlBMLDwzly5AhQfMlNZGQkBw8eVKtfbty4keZ7JycntfHka6+9xsCBA/Hz86Nq1aps3779sYhNYmIiAwcO5LfffgNExdOcOXPSPE/p+0jNmjWLiRMnPsGVwsmTJxk/fjwHDx4ExLP58ccf87///Q9fX1/MzMwIDQ2le/fuHD58GDMzM+bPn8+wYcO0RWQewNUVypYFg0GUgjs6itL++PhoFAX8/aFGDbEdmDw3kuSUK1eOwMBAQOR4aWSzaCPX5KZmzZpqDFKDhsKAFpYS2LVrFwaDgTp16lC5cuXCHk6OoNfrOXHihEpmTpw4of49QfxNX375ZTVv5qWXXsLCwgKj0chbb73FiRMncHV1ZefOnWl0Z3KK4OBgunbtytGjRzE3N+f7779X2zVIKIrCJ598wsyZMwGRbzNu3LjHvuZbt27x8ccfq6XKVlZWjBgxgkmTJuHq6qq+RK9cuULXrl25efMmjo6OrF279qnPoypI6HRQrx6cOgW3boG1tUgIDg+P4sYNcHGBBg3EdmAiNQDu7u7Y2tpqycTFCLkmN4sWLWLixIlMnTqVOnXqZGCv2h9dQ35D89wIFIeQlNQlkaGmgwcPpnHtA1SvXl0lMy1atMjUhkyaNImNGzdiZWXFH3/88VhJtZcvX8bb25tbt25RokQJNmzYQOvWrTOMd9KkSWoV1ty5cxk1alSuzwUQEhLCjBkzWLRoEXq9Hp1OxzvvvMPnn3+eQQT1zJkz9OvXj8jISCpVqsS2bduoXbv2Y51XQ9aQBXPVqoG5uXjOQkOj8PYWxCYznRvQkomLI3JNbpydnYmKiuL1119P87miKOh0ujSrMA0a8gOa50aopu7atQsoeuQmNDSUAwcOqN6Z1FVNIETZWrVqRdu2bWnTpk2Gnj7p8eOPP/LVV18B8PPPP/Paa6/lekz79+/nzTffJDIyksqVK7N9+/YMiuqKojBu3Di++eYbABYsWMDw4cNzfa64uDjmz5/P7Nmz1ZX+G2+8wezZszMN5y9ZsoTPP/8co9HIq6++yqZNmyhVqlSuz6sh52jbFtaudeL0aahWLUot/06N1J4b+YzKv6dGboo+ck1u+vTpg6WlJatXr9YSijUUCnIi4ve0JxQfPnyYqKgoPDw8MpQtFzQSExP5+++/VTJz+vRptVM1oPYCkt6Z+vXr57gX0N69e/nwww8BUan0zjvv5Hp8P/zwA0OHDsVgMPDqq6+yefNm3Nzc0myjKAqjRo3i22+/BYQKsTxvTmEwGFi+fDlTp05VO1nXr1+fr776KoOHCMTLc9SoUSxcuBCAd955h59++umx8og05A46Hbi7C89NcnJUBmIDaT036dWJtQhF0Ueuyc2FCxc4c+ZMmgZyGjQUJB4l4mc0GlUj9LSGpWRIqlOnTvnWhTorKIrCxYsXVTJz5MgRVaNFok6dOiqZee211x6ri/OFCxfo0aMHBoOBd955h6lTp+Zqf4PBwNixY5k/fz6QNXlQFIURI0aoJOOHH35QG2LmBIqisGPHDiZOnMjFixcB8TKcOXMmvXr1yvTvExkZSc+ePdmzZw8gqlB/+umnZ05hujAhCYr0xqRHZp4bLSxVfJBrctOwYUP8/Pw0cqOh0PCosFRUVJTqOXgaPTeKoqjkpkuXLgVyzoCAAPbt28e+ffvYv38//v7+ab738PBQyUzr1q3xSp288Jjn69ixI1FRUTRr1oyffvopV17i6Ohoevfuzfbt2wGYMWMGkydPznAMo9HIsGHDWLx4MTqdjqVLl+aqrcGJEycYN26cWrXm6urKxx9/zNChQ7P0wNy8eZNOnTpx+fJl7OzsWL58OVZWVpoXvIDxKHKTmedGSyguPsg1uRk+fDgjR45k3Lhx1K1bN0NC8fPPP59ng9OgITM8itzIkJS1tfVT6eI/d+4c9+7dw9bWllatWuXLOeLi4jh48CDLli1jypQpXLhwIc33tra2NGvWTCU0derUybOXc1xcHJ06deLevXtUq1aNTZs25erv6OfnR6dOnfjvv/+wsbFhxYoVvPXWWxm2MxqNDB48mKVLl6LT6Vi2bBn9+/fP0Tlu3LjB5MmTWb9+PSBKg0eOHMnEiROz9Rb++eefdO3aldDQUMqUKcO2bduoU6eO2s9KQ8FB89w83cg1uenZsycA77//vvqZTqfTEoo1FBhySm6e1pDUli1bAGjbtm2G5o+PC6PRyNmzZ9VQ019//aX2OAIxx+vXr6+SmVdeeQUbqXaWhzAajbzzzjucPHmSkiVL5rrk+99//6Vz584EBATg4eHBli1baNy4cYbtDAYDH3zwAb/88gtmZmasWLEiR/k8QUFBfP755yxZsoTk5GR0Oh39+vVj+vTpGZSN02P58uUMGjQIvV5Pw4YN2bJlC6VLl86guqyhYPAocpO68apGboofck1ubt++neeD+P7775kzZw4BAQG88MILfPfddzRq1OiR+/3+++/06tWLLl268Mcff+T5uDQUTTyK3DztlVJ5VQJ+7949NdR04MABQkJC0nxfrlw5qlevznvvvccbb7yRIQk3PzBhwgQ2b96slnxXrVo1x/tu2LCBd999l/j4eOrWrcu2bdsylFyDeH7ef/99fv31V8zMzPjtt9/o1atXtseOjY1l3rx5zJ49m5iYGEB0Yf/yyy8f6a02Go1MmjRJrfjq0aMHy5cv1/ryFTIeRW4kkbG0tFSffS0sVXyQa3KTmbF4Eqxdu5bRo0ezZMkSGjduzPz583njjTe4evVqtt3G79y5w9ixYx+rLFRD8cajGmc+zZ6b+/fvc+rUKXQ6HR07dszVvtHR0Rw6dEj1zly9ejXN9w4ODrRs2VIt0a5UqRK7du2iQ4cOBaLGumTJEr7++msAfvnlF1599dUc7acoCl9++SWTJ08GoEOHDqxZsybTF1BycjL9+/dn1apVmJubs3r16kxDVqm3X7ZsGdOmTVPzjBo2bMhXX31Fy5YtHzm2mJgY3nnnHdXb9sknnzBt2rQCTwLXkBHZkRtFEfo3AM7OLoAIuWqem+KDHJGbrVu30r59eywtLdVVY1bI7Wpy7ty5fPDBB7z33nuAMHA7duxg2bJlWcqdGwwG+vTpw2effcaff/6prtQ1PBt4VCn401gGriiiW/Fvv4kE2SZNmuAhFcmyQHJyMidPnlTJzLFjx9LkEZiZmdGoUSOVzDRu3DgNiSnIcMmePXsYNmwYIPo59e7dO0f7JSUlMWjQIFasWAHAyJEj+eabbzJ9NpKTk+nbty+///47FhYW/P7773Tv3j3T48qk7YkTJ3LlyhUAKlWqxKxZs+jRo0eOyEnq3B9ra2uWLVuW4+vSkP+Q9iE9ufH3h9On4f59QWTMzd3YuVOI/Gmem+KDHJEbHx8fAgICcHd3x8fHJ8vtcptzk5SUxKlTp5g0aZL6mZmZGa1bt+aff/7Jcr/p06fj7u7OgAED+PPPP3N8Pg1PBx5VCv60haWksb13D379VSwuqlfvjL9/WkVVEJU4ksz4+vqqRE+iSpUqat5My5Yti4R36/z582rJ97vvvpvj5pQhISF0796dI0eOYG5uznfffceQIUMy3Vav19OnTx/Wr1+PpaUl69aty9KW/fPPP4wbN46jR48CQnRw6tSpDB48OMel2idOnKBLly6q3fzjjz9o0qRJjvbVUDDIzHPj7w+7dkFEBCQni4aZzs5uXL0qOoaHhmqem+KCHJEbuVJO//OTIiQkBIPBkGEF6uHhoa6W0uOvv/7i559/5uzZszk6R2JiotqiHkwPsl6vz/OVqTyeliCYv5D3V6fTZXqvZSdpJyenYv+3CAyEffuEsXV2juH69QMAeHi0Z/duPQ0bhnHx4kEOHDjAgQMHMuTEOTs707JlS9q0aUOrVq2oVKlSmu+zuz8F8Tz7+/vTsWNHoqOjadasGYsWLUrjXcoKV69excfHh5s3b+Lk5MTq1atp27ZtpmNNSkqiT58+bNmyBSsrK37//Xc6duyYYdtr164xZcoUNX/P1taWESNGMHbsWJUo5+RerFu3joEDB5KQkECdOnXYvHkzFSpUyHJfzW4UHFLfa5mMn5SURExMDFZW1pw6BZGRUKUKREbKJpnWVKmi59YtCAoS7w9bW1vt75UN8uuZzs3xcp1zU5iIjo6mb9++LF26NMfJjbNmzeKzzz7L8PnevXvzLaFv3759+XJcDQJ3794FRN5VZiW0Z86cAUQbgKehxNbVVfw7fPgwyclJuLq6cvPm52za9B83b95Ms+AwNzenZs2avPDCC9SrV48qVaqoIZrLly9z+fLlXJ8/v57nhIQEPv74Y/z8/ChdujQffPAB+/fvf+R+586dY/bs2cTGxuLu7s6UKVNITk7O9G+t1+uZM2cOJ06cwNLSkvHjx2NmZpZm24iICH7//Xf27t2L0WjEzMyM119/nV69elGyZEnVg/MoKIrC2rVr1QaZDRs2ZMyYMVy8eFEV98sOmt0oOOzbty/NvNm4caPqxZQ9aOPjBZEJCroI7KRyZYiLCwDg4sWLebrQf1qR1890erHQ7JArcmM0Glm+fDmbNm3izp076HQ6KlWqxJtvvknfvn1zrXPh5uaGubm52kZeIjAwEE9Pzwzb37x5kzt37tCpU6c0YwKwsLDg6tWrVKlSJc0+kyZNYvTo0ervUVFRlCtXjrZt2+Z53FSv17Nv3z7atGlTIAmYzypkcmb16tXp0KFDhu+3bdsGQL169TL9vrggLAw2b4YSJcBoDGfBgh4pn4exYcMGdbtq1Wryxhutad26Nc2aNcPBwSFPzp+fz7PBYOCtt97i5s2buLm5ceDAgQxzNzMsW7aM6dOnk5ycTJMmTdiwYUOWfZgSExPp2bMnJ06cwNramo0bN9K2bVv1+5iYGObOncu8efOIjRUhiI4dOzJjxoxcN62Mj49n0KBBrF27FoBRo0bxxRdfZNsiREKzGwWH9Pfa0dGR6OhoGjVqhL19VTZvhgoVQKcztQ+pXLkpOl0HjEaIiRHvmzZt2miabtkgv57prCrbMkOOyY2iKHTu3JmdO3fywgsvULduXRRF4fLly/Tv359NmzbluhzbysqKF198kQMHDqjxb6PRyIEDB9TkwtSoWbMm58+fT/PZlClTiI6O5ttvv81UZyIrITdLS8t8MyT5eWwNqOrDWd1nWdFQsmTJYv13SE6G+HiFK1dW8dNPwzEYhEvWwsKKpk3f5Pnn2+Dq2poPPihLmTL5N478eJ4nTpzItm3b1JLvmjVrZru9wWBg4sSJajVV7969+fnnn7PU2klISOCtt95i165d2NjYsG3bNrW/k16v56effuKzzz5TF1aNGjVizpw5NGvWLNfXEhAQgI+PD8ePH8fCwoLFixczcODAXB9HsxsFB3mvnZyciI6OJj4+Hnd3S6ysID4eoqNvqNv27TsLnc6S+HhITBQv1+JuWwoKef1M5+ZYOSY3y5cv58iRIxw4cCBDCaSvry8+Pj78+uuvvPvuuzkfKTB69Gj69etHw4YNadSoEfPnzyc2Nlatnnr33XcpU6YMs2bNwsbGhjp16qTZX7oS03+uoRgjMRGMRjAzg0yI6bOic+Pnd4UlSz7k2rWD6meenlX4/vtLWFpaERMjcnHyQUsvX7F4rtjGcwAAubpJREFU8WLmzp0LCLvStGnTbLePiYmhT58+aqXmZ599xieffJKlpzg+Ph4fHx/27t2Lra0t27dv5/XXX0dRFDZv3sykSZO4du0aAFWrVuWLL77gzTfffCyF5f/++49OnTrh5+eHi4sLGzduzFGJuIaiAScnJx48eEBUVBSurlC+PFy9Cteu7U3ZQoeHRyUUBe7fT0avF8J+WkJx0UeOyc2aNWuYPHlyphP39ddfZ+LEiaxatSrX5KZnz54EBwczdepUAgICqFevHrt371aTjO/du6dpQjwrSEgQsZjoaDAYwNwcHB1FwkmqN3hOS8GLQiXQ4yAuLo6ZM2cyZ84c9Ho9ZmYWGI3JODi4MHv2USwtrVAUUdlRo4a4PcUFu3btUr2yM2bMeKR43v379+nUqRNnz57F2tqa5cuX8/bbb2e5fVxcHJ07d+bAgQPY29uzY8cOmjdvztGjRxk3bpxahVmqVCk+/fRTBg0a9Ngry61bt9K7d29iY2OpXr0627dvp1q1ao91LA2Fg9QVUzqdKPcODIQTJ/4CwM7Oibg4M/z9wdY2Wt1PIzdFHzkmN+fOnVMVNjND+/btWbBgwWMNYtiwYZmGoQAOHTqU7b7Lly9/rHNqKGJISIAHD8T/9vZgaQl6PYSHCz9xmTIqwXlUKXhx1rnZsWMHw4YN486dOwA0bfo6J078g9GYTO/eX+Pk5EFMjCA2Li7CGBeXfov//fcfb731FkajkX79+qmie1nh1KlTdO7cmYcPH+Lu7s6WLVt4+eWXs9w+NjYWb29vDh06hIODAzt37sTNzQ0fHx81T8vOzo4xY8YwduzYx865UxSFb775hvHjx6MoCq1bt2bdunW4uLg81vE0FB7Sl4N7eUH79jBt2tmU78sSESEWEe7uYhtra2ute3sxQI5dImFhYdmKhnl4eBAeHp4ng9LwDCIsTBAbFxewshJvbCsr8bv06KQgT8NSiYmkBNOf+BKeBH5+fnTr1g1vb2/u3LlDuXLl2LRpE46OVuj18dSt24IXXniPO3dQjW27dhl1booqHj58iLe3NzExMbRo0YIff/wx2zDQ5s2badasGQ8fPqR27docP348W2ITExNDhw4dOHToEI6OjqxatYrffvuNOnXqsGXLFszNzRk0aBA3btxg+vTpj01skpKSGDhwIOPGjUNRFAYPHszOnTs1YlNMkZnWjaenQnCwkFRo2LA2b70FHTqYPDea16Z4IMeeG4PBgIVF1pubm5vnSJ9Cg4YMSEwUoSh7+8y/t7cX3ycmgrV13jTOzGEILL+h1+v59ttvmTZtGrGxsVhYWDBq1CimTp3Ktm3b2L17N9bW1qxf/wNubjoSEsTwXF2Lj8cmNjaWTp06cf/+fWrUqMGmTZuyXPkqisJXX32lqpO3a9eOtWvXpiEjUq1Z3gtLy2g6dGjP0aNHcXR05M0336RXr15q2aiPjw+zZs16ZNLyoxAaGkr37t05fPgwZmZmzJs3j+HDh+dZN/QCxSPy2p4VZEZubt++rTbNfO21F5F9W+U2GrkpHshVtVT//v0zrTwC0gjladCQKxiNgmBklftgaQlxcWI7svfcJCUlER8fD2TjuXlUCMzNTXiN8tnwHz16lCFDhqgVgK+++iqLFy+mTp06hIWFMXLkSEBUBNaoUT3fxpGfMBgM9O7dm9OnT+Pm5patlyMpKYkhQ4awbNkyQISr582bl2ZRlVqtWbyfI1m6tD1XrvyDra0tFhYW/PLLL4BoUTFnzpxHJiznBFeuXMHb25ubN2/i6OjI2rVrad++/RMft8BRREh9UUFm5ObUqVPqz9Wrm+adrMLUWi8UD+SY3PTr1++R2+Q2mViDBkCQCHNzQTAyW9Hr9eL7lByb7MhN6nYDWRqh1CEwCSsrQZ7u3hXEx80t3wx/aGgoEyZM4OeffwZEWelXX31F//791TyicePGERwczHPPPcf48ePz7NwFjbFjx7J161asra3ZsmULlaVCWjqEhYXRvXt3Dh06hJmZGd9++22GPLzU0vheXmA0RjB1altu3foXnc6M+Ph44uPjqV69Ol9++SU+Pj554lXZt28fPXr0IDIykkqVKrFt27Zc6+AUCeQir61IIR+9TJmRm5MnT6o/p35etaaZxQs5JjdyNaRBQ77AwkIY2czyumJjBRFJMWzZVUtJcuPo6Jh52CqrEFhCAgQECGNvNAojb2aWp4ZfimCOHz+e0NBQAAYOHMiXX35JSen7Bg4ePKh6L5YuXVpskxe///575s+fD8CKFSt45ZVXMt3u2rVreHt7c/369Sy9IooiPDYREVC1KkRHhzBhwqs8eHA15Xsjzs4efPHFNAYOHJBn2hqLFi1ixIgRGAwGmjZtyubNm7MUDSzyyIrUW1mJ5zwsDEqXLrzxpScxBeBlyozcHD9+XP05dbsSrWlm8UKxar+g4SlDauMVFwfBweLtVbo0ODgIohEba0oySYEkN5lVSz0ymTirEFhEhDCuJUuK8ShKnhr+8+fPM2TIEFXKv27duixevDhDyCQhIYH//e9/AAwZMiRLQlDUsXPnTkaMGAHAzJkz6dmzZ6bbHTp0iG7duhEeHk6FChXYvn17pppVYWEiFOXlBSdObGXWrG4YjcKDZ2VlS6dOE2jadAxvveWQZXQzN0hOTmbUqFEsXLgQEF7pH3/8McuwfJFHLvPaChSZkRhLS7GokGPLJy9TenKjKAqnT58GRM5eai+N5rkpXtAEZJ41FJHqINVFHh4ujKm7u1DQAhEaCgoSY3RxyWDIsisFf2QyceoQmERiIsTEgJ2dkAU2M1NDYEBaw59LxMTEMG7cOOrXr8/Ro0ext7fn66+/5tSpU5nmgsyYMYPr16/j5eXFrFmzcn2+ooD//vuPnj17YjQaee+995g0aVKm2y1btow2bdoQHh7Oyy+/zPHjx7MU40xIELf/wYOTzJnTUyU2TZp0Z+nS27zzzqfodA6k5IE+ESIjI/H29laJzaxZs1i+fHnxJTaQs7w2g0HNayswpLcDJUqI/+/eBT8/sLV9ZPXkkyA9ubl165ZKYtJrFmnkpnhB89w8KyhqiYSZucidnMS/wEBh5MqUybVC8SM1bqytxXWHh5vye4xG8c/CAqKiTAZWIl1Cc06gKAp//PEHI0eOxM/PD4Bu3boxf/78TNuEAFy4cIHZs2cDsHDhwmKp0/PgwQM6duxITEwMr7/+OkuWLMmQ92I0Gpk0aZKqm/X222+zbNkytUtzZrCxgbNnf2P16oHo9YlYWlozcOAC2rcfBAhuam395I/yrVu38Pb25vLly9jZ2fHbb7/RtWvXJztoUUAu89oKDJnZAUUxjSUiAtL3GcxDL1N6cpM636Zq1appttXCUsULGrl5FlDUEgkf5SJ3ccnWS5IducmRxo2rq7ju8HAxBp1OEL7QUBEOS+/1yaXhv337NsOHD2fHjh2AiNsvXLgw2yaeRqORDz74gOTkZLp06VIsX6gxMTF06tSJBw8eULNmTTZs2JAhXyg2Npa+ffuyefNmAKZOncq0adOyTfw1GAzMmjWRFStEX6mXXvJmzJhV2NmJl0xeqTX/+eefdO3aldDQUMqUKcO2bduoX7/+4x+wKCEzUp8a6fLaCgRZ2QG52HByEqw1PYl5jMVGVkhPblJXSqVPfo9OsS2O2ZBwDUUHGrl5FlDUEglz4iKPiBAGFzIY3Jx4brLVuLGxEYQutSfL0lKQF0/PjEQvh4Y/KSmJr7/+mhkzZhAfH4+lpSXjx49n8uTJ2NnZZbvvkiVLOHbsGA4ODixcuLDYaacYDAZ69erFmTNnKFWqFDt27MhQ8v3w4UM6derE6dOnsbKyYtmyZfTp0yfb44aHh/P222+zd6/o9dOx48e0aDEdo9EMg0Fw1LxQa16+fDmDBg1Cr9fTsGFDtmzZQunCTK7ND6Qn9XKRk0leW4EgKzuQOiwsiU5qpF9sPEE1VXaeG5XcpHi9o/z9xT7JyfDw4TNbPl9coJGbpx1FMZEwOxd5QoJILJZq17a2GcJnT+y5AXGs0qVNhrFMGQgJEcbfzCzXhv/QoUMMGTKEK1euANCyZUsWLVqUI+G4Bw8eqKJ1s2bNomzZso/cp6hh9OjRbN++HRsbG7Zu3Zph1XvmzBnVq1OqVCk2b978SP2ZS5cu0aVLF27cuIGdnR3Lly/n1Vd7qDo3gYHika1RQxCbx1FrNhqNTJ48WQ0H9ujRg+XLlz+SjBZLpCf1cXFiHrq45N+LOjvikZUdsLYWHtSQEFPVYmrIxYaiCJKRWahdp8sR4UlNboxGo5pMDCnkJpXXOzolwdmxRInce7010cQCh0ZunnbkRiCvoCZgVi5yWY4dHCw8KKVKZRo+e6Kcm8zGAoJEWVvnzvAnJhLo78/YyZP5bc0aANzd3Zk7dy69e/fOsfdl+PDhREdH8/LLLzNkyJCcjbsI4bvvvlP7yv36668Z2iRs3bpVVQx+7rnn2L59e5oS28ywdetW+vTpQ0xMDBUqVGDLli288MILgJDCT61Q/LhqzTExMfTt25c//vgDgE8++YRp06Y93Y1605P6/JrrOcnxyy5U5uws2KvBIP64ipJ2sWFnl3moPSAA7twR5MjC4pG5hZLcxMfHc+XKlTQ6WZUqVUrj9Y5OUbx2dHYWdiEnXu+iluv4DEEjN087cpJImJwsjEJSUsFNwMxc5MHB4l+pUuKfrJBIFz7Lic7NY3UEz6nhT0jAEBzMjz//zOR584iIikKn0zFk0CBmfvllrs69efNmNm/ejIWFBT/++GOWLSWKKrZv385HH30ECK9Tjx491O/SN5hs27Yt69aty5Z4Go1GZs6cydSpUwFo0aIF69atS6Mto9NBKlmgx4Kfnx+dO3dWu43//PPPjwyRPVXIz8VLbnL8sgqVxcdDhQpiu8TEjIuNzELtRqPJ82tuDmXLZjxvuvmVuvLp77//Vn+2sLCgbKlSomIrxesdFRMDgJODg9joUV7vyEixv14vxlnYuY7PGDRy87TjUYmE0kiYmxdssnF6F3lEhDin9NikP2eKIVESEklKEp6b2FgzFCXtqj1XTTOzQnaGPyGB03v2MOSTTziR0jahQZ06LPn4Y1566aVc3auoqChVhXf8+PHUrVv38cdcCDhz5gxvv/02RqORAQMGMGHCBPU7vV7Phx9+yE8//QQIzZ4FCxZk258uJiaG/v37s3HjRkC0X5g7d26eCfJJnDhxgi5duhAQEIC7uzt//PEHTZo0ydNzPNPITY5fTkJl6RcbWYXapVaVp6f4PylJbJ/6vOkEGC0tLbG1tSU+Pj6NeF/FihUxl4UGKc9fdAq5cZTkJqvEZumtuXFDjMnZWXienJ3F9RQV0cSnHBq5eRaQXSKh9O0XRrJxak+JTB6WHpv0sLTE/24Spy9BWJggN8eOmVOiRNp8iyfy3DwCUVFRfDJ6NAt/+QWj0YiToyMzxo/nw379hMcll/dr8uTJPHz4kKpVqzJlypQ8H29+4v79+3h7exMbG0urVq1YvHixGoYLDw/nzTffxNfXFzMzM+bOncuIESOyDdPdvn2bLl26cP78eSwtLVm8eDEDBgzI83GvW7eOfv36kZCQQN26ddm2bRsVKlTI8/M8s3icHL9HeUzTLzYyC7Wn1qqysBD2LjXpkOfNZNHj5OREfHw8Z8+eVT+rXLlyBq93Bs9NZlWU0msVFSW+d3cX9iwyUnwnCxYKUzTxGcFTHFzWoEKujmSJdWSk+N/OTsSms0qWfQLxulzB2lqcy9Y2rbheKvg/MLLrqCNXr5uj0wly4+hoztWrot9QSiFD7nNucgBFUVi7di01a9Zkwc8/YzQa6dWpE1cOH2b4+++bQkm5uF///PMPixYtAuCHH37IVuOlqCE6OppOnTrx8OFDatWqxYYNG1Tvyo0bN2jSpAm+vr44ODiwdetWRo4cmS2x8fX1pWHDhpw/fx4PDw8OHTqU58RGURSmT59Oz549SUhIwNvbm6NHjz67xCa/xDyfRCzQ2tqU+5YdMhPiTK1VlZkQZzbnlXk3Fy9eVD+rXLmyyeudsvDK4LmJjRXfpx6v9Fo5OZmUli0tBalKTBSenEfdBw15As1z86wgs9WR0SgMXA67cecrsgmfKQqcPmkkItGOKrXNCQt7CIBeH0rVqsL7e/p4Eh3aGohIqbLKK3Jz/fp1hg4dyr59+wCoVro0i0aNonWjRmJgUVGmMnIrqxzdr6SkJAYNGoSiKPTv35/XX389T8ZaEEhOTqZXr16cPXsWd3d3duzYoXrJjhw5QteuXQkLC6NcuXJs376d559/PstjKYrCwoULGTVqFAaDgYYNG7J58+Y8rxaLj49nwIABrElJ+h4zZgyzZ88udvlNeYL8TnAtCLHAzGyFJDPJyWIOphfizOa8qZOKzc3NMRgMpmq/FK+3ISSEOFktJb3a6asoU3utFMU0Hmlf7exMuj06XeGIJj5D0O7ss4bUq6PMVkCpUdCqpdLAhoeLeLmiQFISYXeiuBdih1dlW+Ljo4mNFQTmxIkd6PRJeFmHce9sGGFn7xGZQm6cn9ATkpCQwLRp06hbty779u3D2sqKzwYP5txPP9H61VfFRrduwZkzcPOmSBy8f9+0aswGX3/9NRcuXMDNzY2vv/76icZZ0Bg9ejQ7duxQS75l1dOKFSto3bo1YWFhNGrUiBMnTmRLbBITExkwYIDalLJv374cOXIkz4lNQEAALVu2ZM2aNVhYWLB06VK+/vrrZ5fYZNbqIDzclAD8pEjn7ciAzLwdj4P0tsLKShwzIED8nz4sLc8rkZSk/phacVh6UFVyk+L1jk61AHSSbSDS5yOm9lrJcvaUCitAeJWkhymv7oOGLKF5bp5lpF4BKUrGeHdBqJam9iRlkVyYYONMoq0ztiUs8fe/re566+ZplJAQbA16Ao0OxFs6EpHS/6VEXJwpnyiX2Lt3L0OHDuXGjRsAvNGiBQvHj6fqCy+YStUTEsQ9A/GztbUgOKVLmz7PBNevX2f69OkAzJ8/P0038KKOBQsW8N133wGwcuVKGjdujNFoZMqUKWofrB49erBixYpsw2z+/v5069aNY8eOYWZmxtdff81HH32U58KF586dw9vbGz8/P1xcXNi4cSMtW7bM03MUKxSUmGdBiAVmZitsbU3FCGZmacvHQVy7DAvdvSsIkKtrGnIjZSbS6DTpdESnJMJbWlpiXb165jYxvdfK2VmcMzJSeG0URZCfqCgRtipo0cRnDBq5edZhZyd0IW7fFhNW/pNx4ryYgJklCmbnHk8XPrOJscbaQdjLU6d2AaDT6fC7f4Wz532pVqsD1rZmGJV41TiVsLIyGescano8fPiQUaNGsW7dOgBKly7N/DlzeLNBA3SSJDk7CxITFibuT1ycSPhxcBDjj44WwmLpROxAhGH+97//kZiYSNu2bendu/eT39sCwrZt29SS79mzZ/Pmm28SFxdHv3792LBhAwBTpkzhs88+y1Yn5vjx43Tr1o2HDx/i4uLC2rVradOmTb6Mt1evXsTGxlK9enW2b9+eoRHiM4WCEvNMTBQvcTc3QSrySyxQnqdkSfFPzu+EBNFGJTpanNPcXJCehARhQFJr7ISH4383iagIB/Ww8SmhJzu7ymlsVNTVqwA4ypBTZkgfLrOxEQnEEREiHBUeLu6Bh4emc1MA0MjNswxpCGxsxIpHtl6OihKTr3LlJ5uAWREYOztx3hz2unK1Eg3Dr16F06d3A1CzZk0uX77M+n2Lea9kJ2pUTcbcXCQTm5ubY+/mJhROZUloNvkFycnJfP/993zyySdER0djZmbGiBEj+Oyzz3CytBTET7qldToxZoNBeHFSjCEeHqaOxTduCIObLu9nxYoVHDx4EFtb2zTVRUUdsuRbURQGDhzIuHHj8Pf3p0uXLvz7779YWVnx008/0bdv32yPs2LFCgYNGkRSUhLPPfccW7ZsydCc8EmRXlunVatWrF+/PkMriGcOuRHzfBxkNdc9PcWLPq/EArOzKXFxps9BnE+SrPh4MT/ld1ZW+EfZs2t/Momxab2MdnauHD1ki9PzD/FyigV7e6JTvnOytxchvKwkMtJ7raytTSqTJUsK7Z1i2BC3OELLuXmWId3Unp5QrpxgEJUrQ+3aJq/E4yJ1fB9MiX/h4XDpknDVuriIz6VYnyQHYWFpDqXTiXJvW9s4zp8/BECvXr0wN7PgwrW/CQ37hwZ19ERGi/4wJRwd0RmNwoMSFpZtfsHx48dp1KgRH330EdHR0TRu3JhTp04xb9484a5On5ckKzLs7MR4K1QQBsvDQ3hvSpYUxi0kJM01BAUFMWbMGAA+++yzDO0JiiqCg4Px8fEhLi6O1q1bs2jRIs6dO0fjxo35999/KVmyJPv378+W2CQnJzNq1Cj69+9PUlISXbp04dixY3lObJKSklTypSgKgwcPZteuXRqxgfzNr8sulyckREzgvCI2mZ0nIABOnzbl25QoIQiP3D4kxOSxSqkOUxISOX3BkogEW2wshN3Q6cS1ly5dmYiH8Zw+o0NxFjZKVSd2csrURqnIqjLVwwOqVMl7YpNfVW9PATTPzbOKzNzUqQ2QTvdkbuqwMDGxQXhppNvYykoYoTJlMt8vC/e4lxc42uwjOTkRV5dy1K1bl8YvdOfvM2s58d9cvDyWc8dPGCnnEiWEQUtOFqsmSaxS5ReE37rFpAUL+PHHH1EUBRcXF7788ksGDhyYNqyS3tVsZiZWf5GRJgNaooTpHMnJpkTCVNcwevRowsLCqFevHqNGjcr9/SwEREdHM3PmTPz9/XnuuefYsGEDu3fvVsM9NWvWZPv27VSpUiXLY4SGhtKzZ08OHDgAiC7gn376aZ63OAgNDaV79+4cPnwYMzMz5s2bx/Dhw4uNdyzfIcXsQkPFnEg/p58kv66gcnmyOg8Im+HsnHGu+/ub7FxAgPgZCL8cwL1Llni5W+PnL0JOOp0ORQFP94p4OcVwL8yBsPAkSroqRKWQGSc7u4ySD+lD3gXR4kJr6/BIaOTmWUV+uqkTEwW5iI4W+0threRkYeyiowU5cHfPOOkzO2/KRD5+YD0AHZs2QqfTMWfyQF59ax37/9zHfxcvEimTiR0cTG0c0h1fURRW7t7N2C++IDjFYPXr14+vvvoKd3f3zK8nvavZ1laE7iRZS70ai4sTRtbcXL2GPXv2sGrVKszMzPjxxx+zVektKkhOTuadd97hzp07uLu7s337dpYtW8aYMWNyHO65cOECXbp04datW9jb2/Prr7/SrVu3PB/rlStX8Pb25ubNmzg6OrJ27Vrat2+f5+cptkj9IgwOFi/8UqVEyMbcPOeJvpm9rHOay5NaMuFxXvSJiWLcZmamhFz5eUyM8JiGhYm5aWNjOoeDg/De3Lwpzp/y4k/EhsSoRGzto4mJjQDAzMwMo9GAh3tFbC0NBEabkxCVBEmhRPv5AeBobi4Iol5vCqdn1zsrP5Cb9hbPMIq+ldWQP8hPPQqjURgaozFtSaalpfg9IMD0/aPOKydyZCS7Dx8GoPOLdQB4ydWMHq1bs27fPr787ju6tGsHQAkbG3EuN7c0h758/TofTprEoX/+AeC5WrVYvGQJzZo1y/560ldmWFiI8en1wt1sZSV+joszlYACmJkRGxvL4MGDARgxYoRo0VDEoSgKI0eOZNeuXVhZWbF+/Xpmz57NDz/8AMCgQYNYuHBhtm0RNm/eTN++fYmNjaVSpUps2bIlX9pL7Nu3jx49ehAZGUnFihXZvn07tWvXzvPzFFukfhE6OYmXYUiIIDkREcIl6uaW/Yo/Oy+BrACytMyc/BgMgpQkJIhtHsfDEBEhQtnnz4u5Jud2hQri94QEsXAKCRHns7UVc9DZWfyflCTGVqWKanOs7c2xdrImPiySSqVr4R9yl1KlKuDvfwNPzyrE682xVhKwiQyExFiiUrw0jo6O4nr8/aF6dRHSL1GiYMlFQXnKijk0cvOs4lE9p9K7qXPiYpXbxMSIyefgkHEb6ekIDBQGwdY27bHj4tKeNyW8dePGDW7cv4+lhQWvt2jBn5GREB3NpB49WLdvH+t27KCCR0UA7BxLonh6oUtOhvh44hITmbF4MV//8AN6vR5bGxumfvgho6dNwyq19kV2SO9qdnQUJA2E0TczE9fl7GxKXrS25rNPPuHOnTuUL1+ez6dMEd/ld9f1J8S3337LokWL0Ol0DB48mM8//5z9+/ej0+n4+uuvGTVqVJbhHqPRyPTp0/nss88AeP3111m3bl2+lLwvWrRI1clp2rQpmzdvTtNgUwOZvwjLlRNe07Aw8RynfhGmn+eP8hK4uQlicf9+2n0dHMTcDgoS9sDLS3yWWxIQESHyacLCTBWJkjBFRUHFisKTkpwsxivz5GS7AwcHMWY7O/FZyvlcbBMo7xTB1TtOBIXdB0CvF3l4HqWr4R9mQw3z67gmBYGLO9Ep5MZJdiMPCRH3VKcTtjI3ncJzgqzsbUFVvT0F0MjNs4yc6FHkJLabfhu9Xhg0EEYlPczNTYmA0gjJ1ZWrqykfR05kvZ5df/4JwKv16gn585SwVj2jkVYvN+fAscP8vkd4ZMLiPNh5yJYGLnc4decfhi9axJ3AQAA6tWnDgrFjqVinTlpRr5xCGoxKlQRRi4oSRlx28IyMVDUszpw5w9y5cwFYPGMGDnJlWYTj41u2bGH06NEAjB07ljVr1nD//n3s7e1ZvXo1nTt3znLf6Oho3n33Xf744w8APvroI+bMmZPnYbjk5GRGjx6tau68++67/Pjjj1g/48Y8A7J7EVpbi1BOYqKprDosLG3IpWRJMTez8xKEhoq5HhwsvBgy/Jy6I3blyqa5llsPw61b4hoqVxbnCA0V1yOrIa9dE3MoISFtmNvWVhCjkBCx6ChXTowpJXSti42hQYUEAkNK8SDoLgAREUEAJPg7U9b6Pg0s/0F3LgZKlSI6ZSHjGB0t7FaFCqYeeKn7RllYiHE6OJhCZ7nBo+xtfle9PUXQyM2zjEd15IVHx3Yz2yYmRqw4wsKEAXB2FpM+NlZ4bKSL+t49YVSdnIQxKFFCjEmWpyuKOE9CArtOnQKg3SuvmMYfFIT/9Rhe8urLAQ5z7/5pAEpYW3HsbCCfHP6CM7cPAVC+ZEkWDBhAFx8fcR7pMXrcF6K8dzqdWLWmGE0cHaFECZKTk/nggw8wGAz07NiRDg0amPSDimh8/NSpU/Tu3RtFUejcuTPLli0jNDSUsmXLsm3bNurVq5flvjdv3qRLly5cvHgRKysrfvjhB/r375/nY4yMjKRnz57s2bMHgFmzZjFhwgQtcTgz5PRFKLWaAgPTtmZ5+FA8q1lVtdnbizlsZSVyeOLiTPl1FhbCLri7Z1QLlvtm5WFI7QEOCkpLwiIiBLmQIpH374vwkCRwMTFiHJGRYuEhCYJeL8iHk5M4hoUFXl7wcr2HxCeJuZucnISZzpxGznE0qhGPl64kGJwhMJCoW7cAcJLl5kFBwp5JyYfgYPG5jY2pkKJUqdwtYHKSS1MQ7S2eEmjk5llHdpn9Dx+KiWZnJ4yEopiqLuTKCzKu7Bwdhbv45k2xjyyJDA0VE9bFxbTCi4oSxsbS0tRvJSlJGK+SJUGnIz40lEOnBXFp/9JLwgAAyvUbnL5WiVLWNaldqSEXb58EIMD/EnOOtSVRH4+5mTmjO3nzqY8P9pGRcPky1K0rjHleeFAURRxDJi+bmUFsLN/NmsWpU6dwLlGC+ePGFfn4uJ+fH506dSIuLo46deqwe/dukpKSqFq1KgcOHKB8+fJZ7rtv3z569uxJeHg4Xl5ebN68mcaNG+f5GG/duoW3tzeXL1/Gzs6OlStX5kuC8lODnL4IAwOFYq+NjVhkpE7+v39fzI/MvBBGo3ihV6kiji/F6uLjxbFdXcWLPzPimU3hgOq1SO0lCQ0VdsHTU+wXE2MiOi+9JLYJDhaenqQkcd6yZU3k5s4dQYKkbVMUcHYm5vIxAFydXQmLCKOciyuda/uhq1IZHqZ4n+PjiU6RjnCUooGxsSY9MJ1OjDsmRniInJ1NrSFys4DJaS5NbtIJnmFo5EaDQGarp5AQMTlTl3LLRD17e/E5ZB7ecXYWq7boaDHZoqKE0bG3F8ZAlkrL1YkkOH5+whhFR8Pzz0N8PEcOHSI+MZEyrq7USUoi2c8PypUj3FiCe2GOeFk9pMfz3VRy898NEZ6qWfEl3mw1g496uGJvHSMMYWiouKbSpZ/cgyKNkYdHmo/vBAYyZd48AOaMHYtnVp2ni0h8PCoqio4dO+Lv70+pUqW4cOECAD4+PvTq1QsvL69M91MUhfnz5zN27FiMRiONGzdm06ZNlM4Hsvbnn3/StWtXQkNDKVOmDFu3bqVBgwZ5fp6nCjnJq7OzM8251FV/MvlfzkkvL3G81IsgWQqdWo1Xfq/Xp90+PbIqHEjttTAYxO9Xroixybwte3vxu729IBTSwxsSImyMk5O4LunNKVVKkJu7d01z1cJC5PIFiVBUKScHwiLCqOpaAl1wEDil2DR/f4iIIDpFldjRysqkeOzoKOyJDDcbjYIMli0rxi/vfU4WMLnJpSmI9hZPATTflYbMIV3VsbEmI2ltLTwwAQGm3BoZn08PGxsxyR0cTD1dbG2FUXJ3F8c3GMQxk5KEgbCyEkbUwkKswE6fBkVh1/XrALSvVQtdcLDq9k2MSiRRb4ZtSTuer9BQPbWZzoyRnafyxQfLKelQjQQlxciamZnyiGSzvSyEA1VkJZKVhTFSFIUPJ08mLj6eZi++yPsdOmQfFpBGsZCQnJxMz549OX/+PNbW1gQHBwMwceJEfv/99yzzWBISEujfvz+jR4/GaDTSv39/Dh06lC/EZvny5bRq1YrQ0FAaNmzIiRMnNGKTU2TRjFbtam1rK57jzDwzVlZiroaGmua9n5/p3717Jm+lhGzM6+RkIjeZhUjSN45M7bWQwp4lS4pFx/37GcUHrayEd6l8efG9DKHJxOWEBDE+2UamcmXTognEfbC15WYKubFNmaOVJfm5e1cok9++DQ8eEJXiuXGSITtbW3Fd/v7iPDqd+F0u3gICTEQttSZOVshJCFHaiqyEAjNr5vkMQ/PcaMgcERHCWMjVG5gMRWSkICMyWTgrt7e5uTA2UvdFumvlZJcrL4NBHMvcXBgGW1tx/KAg0OnYdf48AO1cXMT2KY3wrI3xWFspxMcbcbBOxsvRE//oAOqXqk0rr0bEBEVhHR2Hjf9DsIg0VVpAWkKRmQflMRP71m3dyi5fX5F38vHHmBXh+LiiKAwfPpzdu3ej0+lITEzE0tKSH3/8kf79+6PPQs32wYMHdO3alX///Rdzc3Pmzp2bL4J5RqORyZMnM3v2bADefPNNVqxYgV1mSeoaMsej8uoe1Qlckp7r18Xcl79HRYk5IHu4eXpm3NfSUpwjLk7M66w8DNl5LcqWFXbjzh0xbhsbUzjb2VmM6fZt04vfwsK0GEn9/FpaCtLj4iKIh04HSUncuHRJfJ9iDyqXKCGOLTWA7O3BwoLolDYrjrKflb29qcQdBGEsXVqE4+UiMCJCeIpykuCb21ya9OkEcpGp5Z6p0MiNhoyQ/ZhkkmB6yXA7OxHfrl3bJLOeXfzX2VlMdDkxLSzEfjKZ0dLSVG0E4rOkJNDpuHX+PNcePMDC3JzWjRqZmvEBLokBlLcL5mpMJaqWiMenrg+L/16CmcGAEh2Df7gbNdyCcA26AtFRwgCXLm3qGixhaSnGJ7sHK4rJRW5hIa7NYHhkYl94RAQjpk4F4OOhQ6n53HPiu9jYIhkfnzdvHkuWLAEE0XF1dWXTpk00b948y33++ecfunXrRkBAAK6urqxbt45WrVrl+dhiYmLo27evWnmVk6acGrJAdnl1Op0g7fKFnh4yDOLkZKpKMjMT29raijkRFWValEjNp5gY8XvlyqaeT1k10MzOa2FrK7xHV6/CuXOC2NjYmHJbDAaRbyP71YWHi8+srAQBuXtX2JLkZJMeDog8I09PbqRUQcWneFYqy7kuJR3Cw8HRkaiURZGTh4dpIWZhIe6DbK9QubLpvtrZiXtgb5+zBUxupTkkFMUkjJrbSsz8VFAuAtDIjYaMkMbGzU0YgcjItCrDsbHiZ2dnYXweFf/NrIWBs7MgELIyKiV5WFX+TXHz7r52DYBX6tShRMmSwsimTH5dCSca2IYReN2FGw+ccbUtC4BffCg3bupwqRRJg+ox6OxdIcBfrNhk6Cu1hyY42OS2t7YW1yOTp9PnGyUmimvOJLFv/MyZBIWEUKtaNSb07WsyMrIfTiHHx2W1b0IC+Pr+ofa6AnLUOXvZsmUMGTKEpKQk6tSpw5YtW/KlR5afnx+dO3fm7NmzWFtb8/PPP9OnT588P88zh8xeYNbWwjty7VrGeR4XJx4WNzdRMaUoJi9BXJypQigoyBSmkeTH3d2U/OvqaurcnZmHISuvRepwsYODKWnfaDSFnvz9RYGAp6cYjwxN2doKcnHzpkk13MPD5GlJIQU3U8hNaIp0RWUXFzFP5XxNkXuQOjeOZcqIsUZFCdvo7CyIVno1dOlBkho/OSEPuc2leVyl4mekdYNGbjRkhDQ25ubCaKSugpBxZTc3YQitrbN3e+t0Yj97e3Ecf38xCaVrOTxcHFOWj7q4iMlsaQnW1uw6cwaA9g0amFZLsppAr8fLTU975Qan77hyThHkJig+mMrOD2lcKRAvnQJhCSbvjPQ6ydh6QICI18tVqay40OlEPN/DI612hxxryZJpjNHh8+f5afVqAH6cOBFruXJ8VFiggIyJv79IYbp3D65d+5cFC95Sv2vZsiUbNmzANQuipdfrGTNmjKor061bN1asWIFDZiKNT4h///2Xzp07ExAQgLu7O3/88QdNmjTJ8/NowLRyL1lSvKCl4J7MKzEzM3kpJSGRL8bERBMhSU4Wc0K+ZK2tTf/LF23JkuLZT6+jI+dAZl6LiAhxHgsL8b1cTFlYmBYjZmbi/BERYhtLS5OnJiJC/CzDR1ZWYg47OICNDdFxcQSm5O+FREUBULlqVUH2YmPFWBVF6NykhLgcDQZxjyIjxT1ycYE6dUxkz8bG5OmNiREkL6cLmNzaisdRKn6GWjdo5OZpQF67F1N7Wlxc0lZBZKYiLD0vMhdCitpJFdGEBJNORUKCMKIyz6ZSJbGPvb3YB9Qk34SwMHxTKnfa1a4tCFVUlCmWnkJIvMxi6VDuAY1rlWfGURviEhOo2SAIr7p1TSrCZcuKfV1chBG6e1cYjqAgcV0pZEoldVIsrFQpU75AiRKm8tOyZcX3ZcqQ8PAh/5s8GYD/de7Mq1WrCqMaECCMpKtr/jfSywb+/rBrl4wM3mLx4hYYjeIevvrqe/zyyxJcXTNxhWOqpDp06BAA06dP5+OPP86X8NC6devo168fCQkJ1KlTh+3bt1Mhq0ozDY+PzFbutrYivBMbm5Z8yIaT0qsiCYfUdpHExdJSHM/NTbzQIyPFsTw9xf737olzp9bRCQkxhXPSey2MRtML19wcatUSY42NNXmHLC1NCc9JSYL8GI1iXH5+QvZBEhCDQZAic3MxjqQkbkVEAODi4EB4TAwl7OxwAbGtp6fqcTKWKkXMuHEAOEVHm0iAu7vYNjBQzOeYGPEzCFtWvbq4tuzIQnqbkNNcmsdVKn6GWjdo5KY4Iz/di+mNjaKIiRYfryrwZjkGo9H0YgfxnRTrMxjEvra2YsJKpWKZBOjsLAxkeDh/XbhAXGIiXiVL8kK5cmICSgMAJm9PuXLodDrcbGyo4enBmbt3uZaURE0HB2E8pbFMTBSESnqQZO8rS0tBYkBsYzCYDLS/vzB0ZmbiGmQytUxmdHRk1s8/c/X2bTzd3PhyzBjh8cnvFVEOiZKiCI9NRARYW19ixIjnMRpF/kCfPp9Tv/7HXLigo3z5jPbzv//+Y+zYsQQFBeHg4MBvv/1Gly5d8u4a1DEqfP7553z66acAdOzYkTVr1og+PhryFlmt3GXoo3x5U+hYPlexseI5VhTxArezE2RCzm95DGdnU76czDmRjS2vXxfkSQp6yrCX1NepXDmt10KSGFk9JVsdlCghnnudThxb5gWGh5v6SMn2L9JOubqa1JQluTEauXHjBgDujo6Ex8RQ2cMDnZubqXrT3h48PIhJReQd27Y1hbeio8W9/OcfMY46dcT/kZEme5fd3yE72/2oXJrHUSp+xlo3aOSmuCK/3YvSRfrwoVh1pVPgVcdw65Y4n1QYjo6GU6eEgXnuOTHBwNTgLiJCkAVJHpychLEIDze5egEqVmTX+vUAtGvYEF1CgjiWophc105OJjd1SuVGjdKlBbmR8XcnJ3FvpNfG2VkYXkdHcV3SJZ6UJI4hK0CSksR13b4tJrsMr0kdDQcHMBq59M8/zJozB4DvJk/GObWaa36siHJJaMPCxGU6OUXw4YcvqsTmww+X0K7d/4iJEd+HhZlkRAA2bNhAv379iIuLo0qVKmzZsiVfGlLGx8czYMAA1qxZA8Do0aP56quvMJcvIQ15i0et3GNjMxYQyIVOQIBJuE6GaV1dxfMnyYAkJZaWptYNQUGCLDk6mkQ9ZS82vV6Ucku1bxcXdW5haWkK8cgQjZmZeM71elOIuHRpcY67d02LKkdH8b3MBZK/y2pJS0tu3Bc9pRxTwquVJZGS+9naQlwcUSn5OBbm5thIGYvERGEH4uLEPYmOFrbQw8Pk8ZI5QdI7LZGV7Q4MFH+fUqVMBC0vlYqfsdYNGrkprigo92IWCrzcvCkMWkiI+D42VvyTpd2yZFyvN8XCpchWTIyplDQ0VMT7K1Y0kZ9y5cDGhl3//gtA+6ZNxTFv3hTGzN5eJOnZ2YljJCQIlVRra6qnXPPVBw9MqsphYSbXu0xwdHYWxC0y0rSKlJM/MVEYS9n129ZWjNPfX5zb1hYePsRoZsagzz5Dr9fT6eWX6e7jk/k9zKsV0WMQWsGFwvjll7YpjQF1vPPO57Rr9z9AXIrsiAGi/PrTTz9lxowZALzwwgvs2bMHj3RChXmBgIAAfHx8OH78OBYWFixevJiBAwfm+Xk0pOBJVu6yQeSDB2JuyHmQmhDIl7wsy5ZEQoZ4Zb6N9DjKnLTQUEEMJPmQhF3m6cXFiYfU3t60HwiblJws5nNSkpjLMn8ITL2o5DaOjqaedxERajKxJNKVPT3F/pI4KArcu0d0SqjJ0dYW3a1b4vMyZUwd0StVEjZG2jOZiC1LyUHYKzk3U9tuqVMjRU4jIkRlmKurqes55I1S8TPWukEjN8UReelezC68kYUCL/HxcOyYMDhlRRKvalxCQ02VRbGxwgDIXBwLC1O5ZkhIWjJRurQYd4rRvHvnDpdv3sRMp6N1eLgwfhERYsK6u4vjBQaa1EIvXgRra2qkrDqv3bkjyJA0oDY2wgvj7GwKM1lbC/0MFxdhKKS7PDpajLN0aRM5kqvUwEDV87N0yxaOnj+Pg60t3/v4CO9SZvc7qxVRbnNwHoPQxsaGsGRJG+7fP4uTkxvTp++jcuV6af6UMtIXFRXFO++8w7Zt2wAYNWoUr776apaJxk+Cc+fO4e3tjZ+fHy4uLmzcuJGWLVvm+XmeGuRFvtbjrNxTE+qqVcV8koKbCQkmr62Fhai4ktVG8fFiTiUkiHnn7i7G7uSUtvVKaKjJm+vlldaLIVWHpR0zGk0yDTY24ljSy2RjI+zU3bsmaQk3N+EV0ukEGUntDXRy4kZICABJKcy+cs2aYv7IxU5KYnJ0SrzW0dZWjFnm6skQmQzRWVuLOSh75CUni99lCFx6p6KjxTECAsT3ciFVsqRpISXD9Z6eaRcsT6JU/Ljl5sUUGrkpjniUkTIaxYMq31yZ4VHhjawIVEKCMGKyosnJSRgtGbKRbRRcXEwJwsnJ4ufYWGE09HphAGTZtewqHBgINWpAfDy7f/gBgCblyuEiy7LlCk3G+kNDhWGVaskNGlDd2hqWLeNqcLAwRLGxYgUkRbwsLU2eDhcXcYyEBHHN0piGhJjczOXKieNLnZ6UVenD+/cZv2ABAF8MHkw5R0eTwUuPzKTmc5sr9RiENigoiDffbM39++dxdPRg5swDVKhgCi3JnO8aNSA09Do+Pl24fPky1tbWLF26lLfffpudO3dmfr4nwLZt2+jVqxexsbE5KkF/ppGXeXWPs3JPT6g9PEyhJZmDFxIi5pSlpUmkU1ZSSkVxmasHYh7KJrJnz5paN6QOXcsybqlCLENTMpdGkjxHR5NH1c7ONLdTJxzLMLPMpwOoUIGbKWXmkSnkplKlSmmLB65cgchIolIqqpx0OmH7XF2FbUlONqkUg/g9ONhUsWUwiP/1etPf0cXFpO8lNbukMGB8vPg8Pt6UsySJn0RqAmprm/tKzGeodYNGboojstOFiIgQD66Me4eHm/JMUmu7PCq8kZBgIjCpV41BQeIcpUuLigQ5BlkdJMulk5NNybyS+MjKB2nYDAbhWlYUYSwcHcW5Ll1i18GDgGi5gIODOK407ilVDoSECAJiYyPCWjExVE9JHAmMiiLS358S0mvk4iKMpJOTMEAlSoiJXLMmnD8PFy4IY5KUZOqHBabGnrK6q2xZiI9n5Jw5RMXG0qh2bT58801xL2SJbHpCmXpFJO99VJTJo2RmlnloKfV9z+WqOyAggFatWnHp0iU8PLwYPtyXpKSaqrZafLywyaLt1x4aN36biIgIypQpw+bNm3nppZeyVCh+XCiKwjfffMP48eNRFIVWrVqxfv16XFJ7ojSYkNd5dblduWdGqCURiYgQz5p8yZubm3JLFEX8HhIiyIIM28TGmkhGiRLiuozGtMUJAQGmMnP5rEsbU7my+MzOzpREfPeueJCdnYWdcHMzhb8tLcXckSXZsgIsPp4Ea2v8UsJS/ikkp7L0QoO47nv3IDycaJmbI++1VEmXvfHu3hV2RSofOzuL88gSeTnRoqPFGOUCSqczVVrJv4+/v7CxkgDKBG5JDB+lVPwoz14RkaYoCGjkpjgiMyOV2jAYDKYVwt27pqQ7NzfxAGcV3pBL+eBgk7rn9esmr4e5ufhOrm7k6kKWLErFUFlJIN3QSUnCPSwF8FKXnErDaG0txvjwIUmBgRy4cgWA9hUrmuL9MhHRIuWxjY8X11KmjNop3MncHC97e/xjY7kWHMxLpUoJQ+rvL7YpX14kOkutDOkuNhpNE14aFEkmZKVVZCSUKsXWe/fYcPw4FubmLP3kE8yjo01JgDIz19JS/C7ZhDTgMkHb3NxEBGUzUnk98m8kV+uyjDUuTozrEavuBw8e8Prrr3Pt2jXKli2Lr68vDg7VVJ0baU+rV1c4ceIbZs6cgNFopEmTJmzatAnPzKT0nxBJSUl8+OGH/PzzzwAMHjyYBQsWYJkVWdOQP3l1uVm5Z0WoJcGRyuNeXoLcSwFA+ZKWzSNlOMlgMHXQTkwUz70sLpAl3CEhpjyckBCTYKDMfytTxqS5FRMj5rZMTP5/e98ZHld1db3u9F7VRsWWZblhqjEmhhACodmBF/gIEEgoeUl7gSSEBAKBAAmdhIQSSiAhpEBIA9JMNXEIvdgGA8ZNllVHbWY0vd253489W2ckS7YkS7Itn/U8emzN3Hp0z7777LLWli10jPZ2URit19P+775L99vYCDid2NrWBk3T4LDZEE8moSgKZjJJJx+ryH0T5bQUzz2uKVq/foDkDx0d9O/s2TSvYzG6r8pKupe+PiHF0NMjKCIsFsEHxPWKbGttNhqDzk4hTjpS6mgsqaSxOkR7KaRzs7diqJHiycEdBizUVl4uUlThMBmjfH5wmyJHfPr6aJKmUmQEcjmasDzZOOfMaabKSpp8XI/CHDGsI5XLAZs307bBoDBEpdEbTRPdTqoK9PfjlY0bEU+nUeFy4WCLha4pEhFhW365p1Ii4mOxDEQu5jqd6EwksCEcxmE2G52nvl7QwLe0CMp5RSEj5HAIlV+bjWpxUilRnJjNElPpW2/hkpUrAQDfXbYMB6oqGevSlRUbL053GY2iqLnYfjqICba/n7b1+Wg8IxExLqnUYBLF3l7izxi6wioavdbubhxzzDHYsmULZsyYgX//+98DLMLLl4v3paalcNVVX8Fjjz0GALjoootw3333jSiUuSvo6+vDGWecgf/85z/Q6XT42c9+NilaVNMKk9W2O3TlHonQHHC5Bhe9AjtPY/FCo79f1KWZzUJyxOMRCx1FEalfPm5dnYg2bt1KzkIyKYp+83k6d1mZ0LAqLyfvPJGgKCp3LLW20jm4fsVqpcUZ81i53XS+TAZwOtFUXDxV+/3YmEyizu+HqaODzptO07EcDiAWQyybBQC4XC7R6s33W1ZG19HeTvu0tYm0HLfBAzTvuT6HCT65JhEg2xcKiW4rXhxx231PzwD54LCpo/E4KtPQoSmFdG72VpQaqb4+ch4sFprETJbH9R92O31WUSGMGvf9lkZ8MhnBsBkMCmIsRRHid243OQeqKhwGNoDsRNXV0eRMpUR6yu8XOfhgUOTEOT2laWQY8nk8y8R9s2dDx/wU0Sjtl88Lgx8MCobjmhr63eHAPJcL/wkGsTEUomvkfD2/EFpaREg/nRYOBdcT6HTCsWPF5GLB8bUrVqAtEsHsigpct3QpGZQZM8R1GY1kUPll4XCIVAJLWTQ0CFKZUjFSzsE7nULgj1e4NhsZ0M5OusaGBnHs4qq7ORbDscuWYevWrZg1axZeeukl1NfXDzwyLLTc2tqK008/He+++y70ej3uvvtuXHzxxZPibHz88cc4+eSTsWXLFjidTvzxj3/EsmXLJvw80w6T2bbLL0i2E6wUzlFDdnB2lsZiT9ntFsziHIXo6yPHJxoVc6+hgWxCIkHzpbyc5iLXrGQydB6DgebBBx/QQzt/vuDaYjmXXI7Gp/QFzZ1VXOeSz4vUUCpF0Zh0Gjj+eGxZvRoA4CmmdxrKy8khAkQ6vrioiBUjOE5uQ49GhdPCDQtMS8HyMcwJxHIQHIHiFCMzOHMkh/WpTCbRhdbVRcfitHVFxfYO6D4ipTAeSOdmbwaHF202kRZSFBEiZvDkZk2Wnh6aeE6nYBxlETyuC2E2T16Jce2J2UznAeg4gOCsaW4Wbd+5nCDGmzOHvu/uFl0QCxeKyEVfH03meJwkF4qGZ1lNDd1fMCgmr8kkHAOOTjH/TbGYZG5xUm8Ih4UB7+gQxSa8wuNCaL6G9nZR08Ph6VhsYDzeyudx75YtAIAHzzgD1vJyUexosdD98r7MnwOIlB/z+OTz27+0WBYimyUDVnocFvVk0b9wmP7G1dUD+fKm/n4cc9JJaGlpwezZs/Hvf/8bdRx1KsErr7yCM844A93d3fD7/fjLX/6CT3/602N98rZDqW4VvztffPEFnHnmmejv70d9fT3++c9/TgpXzrTEZLbtltbyuN07ruXZURqL/9heL80tXkTYbDTPt2wREi5MSsc8Wd3d9Ayzc5LL0f85StndTefibkiA5saGDXS+8nKh8cSdRr29dP5IRNgvi0U4O3x/xx+PLevWAQDMxchJg9UqhDm5YzKVAtxuRIsNDC69nsatuVloz7HzwU4ct4Ozw1NeTvO6rIz+39YmmiAqKuj+WlvJPvl8IjUXjYrGDI7ycucUR2mYbHAfkFIYD6RzMx1gtQoOCM4HG0r+tFzVz/UdFgsZEJNpcH0Jv3itVmFscjmahG43TSSzmbYNBsl4sM5Kfz8db+ZMYTS5gLC7m/7lnDjn1D0e+tzpHODDaU2n8cHWrdApCo6fM2cwBw07BOy4MSMpn8NiAaxWzCtutzGVEpGoTIZWiFxcyJ1TVqsgKeQ8fXGlBo9noHU1pyj48u9/Dw3A+YcdhuO8XmE43G7hWMbjZGjDYTo259TZsWQnkR0/hsFA+/J1xeOi5TSbFaRigIjE+XyA14tNLS045vjj0d7ejrlz5+Kll15CTU3Ndo/Jww8/jEsuuQS5XA4HHngg/va3vw2K7IwXpbpVnCX54IMH8ItffAOqquLII4/EU089hfKh9ywxMiazbXdHNXehENkJLg4ergCVa8B4QcFOeKkOnU5HTkB9vSiI5xo0TRNMxWYz7aeqIoqTz9M84PtmNmIm1Uyn6fuODpojnZ1Ct4o7JMvLhQPAzORcvA+gqbgwK7CmlF4vuGq6uoQNTSYR6+sDADgVhdJLkYiQeujtpfNyHRGn+O122sZup3sOh8UiLZWiKA0LldbV0efbtglHqLKS7pGdQl5glrIW9/YKVfQd8eHso5DOzXRAqSG02US3EjsDyaRovc5m6aVoMIgJyfnhREIUtxYn9ABrbz4/EFlBZaWomUmlaDXi81HEgcOsTGPObd6VlbRNVZV4wQOi1qXYHfDsCy8AAJbU1sLPRHtcaMcdX3xfJpMwMtxWnk4PRG42JpMo+P3QcQg7laL7djjIaeHaGp2Oro27pQDBhJrNAgYD7ly9Guu6uuC323Hn5z9PRnW//USYHCBjxfUyTA5otYq0EhcFsoDf0Lobq1WMG5MTMiMyIFbxZWXk9CQS+DgSwbHHHovOzk4sWLAAL7300nYFwblcDpdddhnuv/9+AMCZZ56JX//617CPVM8xBpTqVgUCgMmUx8MPX47nnru3eK7z8bvfPTQptTzTHpPRtjtcLU9p+3UmIyKynALhCDFLj4TDNC+bmwcc7AFiTNahMxjIEcjnBZESO+sOB0VzNU1Ef7i9e+tWsg8Gg0gzMSu5xULzOBqlFnJVBd58c2CODqScEwnhEMVioinAYBhYkGwptnfHi63hDTabsIdMTOr3QzOa0JOkbXSxArRcHgpr5/FY6fV0DWYznVdRRIpIUcjR0uno/2VlNG7l5SIKo2k0hlu30pgvXEi2IJ8fzIq+ZQvZcZaTYbu2Mz6cfXTuSedmuoANYTJJD3MiQQ84/86ppERCdE1xZxSno/ilyORboZAIvXZ1kXEoKxPdVAYDHYcF6piIr61NFM5WV4uVm8lEk5rVfZ1OQahXTAc9++abAIBlCxcOXr2xg2U2i3SUooioDAvd6XSY5fXC8NprSObz6NDrUetwCCNaUSFaOLnt22wWhFzF82iKDiGLH+m0CR2xCH743/8CAH521FEos9koOsOq2JEIGcRQiMaCu8Q4asMFw4pChqyqSnR7lHJyNDbSPl1dwuFh7g+dbjDHh8OBD99/H8d+/evo7u7GAQccgBdffBEVTHBYRHd3N84880y8/PLLUBQFN910E66++uoJqa8p1a1qbATi8TBuvvkcrFnzHABg+fJbcP75V8FkkoXD48JktO0OreUprbmz2QRXDEcxhtamcW0YM5fncoKmIZ0WL1lVFXYmFhNEdhz5bW8XiyRODbOuXHf34CiF0UjfsYPArMMscKtpIprJC4POTjp2Pi/awovRbVVV0VyUhekuLmYadDo6F6e5VBWd7QWsdn8CG5KUJt8YrMEK76FYVNGGgK1Yg8ipa14c8gKSOBbo+/p6wXXj99M9xuO0TW0t7csszsMxgZfWRNEKQtBqeDxisTgSH84+CuncTBeUGkImnevpIWeirEwUpfGKz2IRoWcuJOSuJo4isMFiSvHycjJKxVz0IOVwTaOVhaaRcUqlRKGwySQKirlw2WQiJygcHghP5+JxvPjOOwCAZcccIxhMTSbBi1HaYWAwCP0adpAyGRjjcTQ4HNgYi2HDhx+iduFCmvgGg6jZKeXi4dBvkZSwU1+L1ZFZaGl3Ip1V8IsPrkc6n8dRDQvwxWOPFYW8xY4LNDWJ62InhqnjOaXX3y+iZsztwWk5JjjjEHIqRSvQlhbalw20203HSybxfk8PPnPxxegNh3HwwQfjhRdeQFlZ2aBHYs2aNTjttNPQ0tICp9OJxx9/HCeffDIAIJ/PI51O7/AnHo/j9ddfRzgcHnb7cDiNDz9MQ1HS2LZtNbZuXQMA0On0mD9/Kfr7P8SNN16Axx7TwWbTQ6fTbfej18vPVVWFxs/0cPN6Itt2h9bylKp8AyId7fPRnOfUBqeyALoOdqKZCgKg4zCLeE8PPdPspORydMzKStq+pYXm0YwZg+v52FngYzLtRDZL18O0FFxwy23ivIhzuUSdHNf/sM0pzqWenh7kNQ1mRUFncaHUEArRdRa7mTp1NXgmshCRhAt5jRwhn9+FDdpcdGXnYllFKwIb/yMiI9yAYLWSreHUOds8j4fGPZ8XqTpeVOZydF6/n+67rU3YPK9XpN5YMJP/jmzDSkVKS2uYppGUwnggnZvpBDaErK8SiYic80grvkCAJgx3NHB7d0+PkCTgmhoO9XLqq62NQqn8eV8fGZfGRjp3ayvlkfN5MobFtNFAOovrSoqEX6/19yOaTKLM6cShFgs5D6pKBrC9XbzkOU3Dq7HqahHm7ukBUinMKysj58ZgwGe4VTyfFw5XMknH4ZRXsf2yM+HCM6F6RBImBNCCNzqew4aetTDoTFh+wPcRVFUESskMe3uFdk04PLiIkVtjuZNE04DaWmh6PfLhMNKpFNL5PNIGA/1/0yZyHHp6kP7oI6Q//BBpTUPaaERaUZDJ55F+/nk0JRJ49PnnkcpkUF5ejv333x+XXXbZIMejtbUVmzZtgqZpMBqNsFqtuPDCCwe+V5mpdRJQKKj46KNXALwCAHjrrUk71bTDlDhV+Tx0hQJ0BgP0+Tx0ej39KAp9bjJBb7VCB9CP1QpdNkvHyWahMxjoR9Ogy2SgU1U6vt1O2+v10MVi0JnN0Mdi0KXT0JlM9J3JBJ3dDr3RCN2aNdDZbNAlk9CFQtDl89B3dtK+ej10qkrbh0LQKwp0uRxdX3U1dN3d0DU3Q6fX07HyeegsFjpHPg9dKgV9oUDXmM3SZ/E4Cjod3ixGh8sNBrTlcrApCloyGXRkMtBls1BMZryS9qM5n0V9/l1EsiEAgM1pQqOtHZsLC7A62ojllregcKqelcp9PuK6YaK+eJxsrMEgouYcsTKbyS4Gg2TLystFc0gySfu4XIJni0kJAdqXyU1dLtEwwphmUgrjgXRupiN44rAw245WfEND36pKq4yKCvqOQ8Mej2gR7+mhtJPBIIj1OPfMeWJAtJB3d5MTVFsr2h1LmUiL+epnN24EAJw4dy50779PxsHjEaKcLLvAdTHBIBmOJUvEZzU1gMuFeZEI/rF1KzYC5ByxInFHh8jP2+0iL242Q3O5sXqjB5GIgsaqMF7fshY/3/AEAGBx7SF4c+Pr2NidRn11PzKpFNJ9fUhHo0gDSBcK5KioKtI6HX2Wy4nP8nmks9mBfwsTFC7u6enB73//+x1uk8vl0N3dPeL3RqMRFotl0I/ZbIbZbEYymUR1dTWsVuvAd4WCBdEo/XR3W5BIvI/W1r8DUHD44afhwAM/jUKhgHS6gGSygAMOUGGxFFAoDP5RVXW7z3b23WR/PhnnGAt4X4kdoNixOCq0tm7/2bvvAgDaigzcSU3DYo7CDuAh+mez+OS1Tf/Fp2aUIVBlR8tGN0JOK/zcTMCSCfm8cHSKdgU2m0jZcU0S60txV6bbLZTAXS5RM9PfT//n+r1SG848Qn19wo6xPM00k1IYD6RzM90xGs99pNB3Rwc5BMxb09pK0Yp0Wqh963TkZCSTtCph4czKSpqwOp0Ia9fUCAbPtjbanpVzTSY88/rrAIBlM2fS8fJ5wbfDhbjMQwPQ716vqB1iNlSfD3OLbdgbmptFkaDVSvdhNgtVcouFQuS5HELWWrR0lKNK14X/fPgKfvrOQwND9EbLmwDenNi/Dfg2TMKxMBhgURRYzGZYTCZY9Hr612ZDPJ3Gf997D7l8HoGyMpx51llw+/0D+2qaht/85jdYV2xzPeOMM/C1r30Ndrt9O+el1IlhVeShyOVyWLFiBZYvXz7AJFxaQFxVBbz6ahMeeuhAAMBRR/0MF130rYEM5+bNpFu1fLno3t8XoWnaDh2iTCaD559/Hsceeyx0Ot3UOG/pNAp9fSi0t6MAoKDXQzWZULBYUNDrUdA0FBIJFPr7oRqNKEQitF0mg4LJhIKqQs1kUODzqCoKHg8KAFRFQSEcRiEapePodCikUijkcuLcPh8KLhd97nZDzeVQ6Oyk8xiNKGSzKKTTUAsFOmcuR+dRFBTsdvo8Hhef8XkMBqg6He0DoGC1ivvW6aAWCmjL5ZBIJGDR6ZAuFGBVFPj4njUNeeiR1ozQkEday6EAShlqKQXRhA62vjZk9Gak9QVADZMzwRFzTusbDLRA5PQzOyYffSS6xrimkDtLIxGRMnS5hJ3i6M/QBgDuUNu2jfZjJfJpKKUwHkjnRkKg1BEa2lXh8VBtCbeKOhyirZNJqXI5UbDIE9Tvp8nb3CwE7goFQYxXLL7t2LAB7wWDUACcUFFBk5pTSCUO0AALMyAmL4d/zeYBLpt5xdvY2NZGkaNkUshDZLNCjZijQU4n0ooFTe3r8a9tv8D6yODVYcBVjQb/bCTzLsyqUFFuzsJdSMFiNJADoiiw5HLkNFitsJSVwWI0wuJwwDJ/PizZLP3udsNSKNDvM2fCvGQJdLyya2+na2KBPa6dSqfxytatWH7NNcjl8/jUgQfin//4B5wzZgxc34YNG3Dqqadiw4YNsFgs+NWvfoVzzz13Ip+O7QqINa2AlSu/hHw+gaqqo1FX9w1s2kRNZMEg3cKiRfu2YwMAiqJAr9fv0Il0uVyoqKiYfDmKoQuYrVtFzV3p/GeBXLOZavNYQoDlAKqqaF6zjAnbgRkzhKp3OCwYg3VFYjsW2+RW5+pqIunr7AQ+/JD2YULM5mZBhcCFz9xZWVqkzM0S6TQtmBSFFjuNjcBppwlxXL0euVgMn3z+ebz11ls40mbDyngc/2e3486KigGJiD5jFZ6InYjfxP+It5MboYMOBRRQMHwCryQXwZmMwWfqh8XQDeT7Rf0L18V4PCJyzszKbjct6AoFUSAdCtF1zptH41BaLM3jFQ4DCxbQTyKxfedcKkVjzizOuRx9t69POkjnRmIkDO2qKBWE++ijwV0BPBHjcZpozO/i8dC/HR1kjNatI2Pl94tCxLo6QNPw7CtUn7G4pgbl3N6YTNKxuEaGiwK5+JLrfLiuyGql7xUFc4uh/eZYDJlgEGaHQxDhhUKiS8lkAior0afT4QfPrsCjmz6ABg1mgxln7ncqnBYnHnjrV+iMdmD/yvNQ674A+9fG4c93Y4Y5iEX2jQiobaJzigsYHQ66nv32o3HgIm2uT1JVIiQDgIMPFuylPh9dJ499eTn+8/LL+Oz3v49EKoVjP/EJ/P3++2Ev6apYsWIFzjnnHESjUdTW1uLpp5/GoYceutM/saZpSKVSSCQSiMfjSCQSg376+/vxxhtvYMuWLUin0+jtTWDt2gSABFQ1gTVrnkMsFoKi6GA26/Df/56GVav08Pv1cLt18Pv1WLlSP6jmg1/yw/1/V7+fyGNNxLn2KHmJkZhsvV5Rc8fFu7kcRQM0TXCocIq7WNM2sPDh7imdTkgS5PO0rdcruqyYk4rnXKHIEVNeTguZ7m6R1mEW7mSStmfeKG4pNxoFE7DTKfTXCgVRuM/M36pKzMg8B7dsQbAomJkq/n0aDAa6Z4sFsNvhtQJ/73my6NgYMEN3KJoLb0IzBmFzm7ChdzZm5ZqQ6U8BlY7BbO9OJ0VsnE7goINo/N54g1YFHKWx2QTvVT5P9+b3k4PjcJDt0zTatrycVgjcUDFS5xwgmYqHQDo3EgKlq7qhXRWFYpu01yvIpdhQcUdENEoTlDkfmI68r0/U8HCXVV+fENLLZPAssxIXu4EGVh6scG61CjVgbgWvqKBjAPQ9d1MUCqhUFLj0ekRVFVvefRf7NTYKR4xZQD0e5Csq8Iu338YP1q5FuFi3c3D5Ubh06dmoqKgDDHp0JtN4+oPH8OKmn+D0/Suw0DUL6XAKG7p96CrMwbLqFAKRLhGxYuFLv1+8PKxWQSrG92Iw0LWsXUv7uFw0nlwo6HbjxTffxP9cdRVSmQw+uXgxbrvsMnzQ3o5EOIx4PI4nnngCTzzxBDRNw8yZM3Hqqafid7/7HR588MFBjspwzksymRy5S2cM0LQCtm3798DvLNEjgVE7R9lsFg6HY3KcMgC6dJr+NZmgNxioQFdVoTeZoLfb6f+qCh0AvaJAn8tB53BA/9JL0HNRci4HfW8vdJkM9JkMFQwXCtCbzbStqlKBsqJAH41C53ZDHw5Dn0hAZ7VC73RSka+iQL9pE3SFAvSbN0PvdEIXi0Gfz9P3BgP0sRj0oRB0ZWXQx+PQRaPQV1RA73DQfm439Ok0XUMqBZ2mQW+x0P56Pd1DOAwll4Pi8ZDNURQUNm4ccG5CxWd/ls9HczKRIImVYCeej7ZCgQ6HWn4Ah24TmpNvIpztRUTxYKYvBneugDW5/RHIvANFrycnprKS5rfNJnjFurooIhsO08KP+bU4is0OYiQinBkmRnS5aPHHnWyl5QNc18iLv1L1eC5AZjb4fZSpeI9wbu677z78+Mc/RjAYxEEHHYR7770XS5YsGXbbhx9+GL/97W/xQVF/6NBDD8Utt9wy4vYSo8BwqzpWvw2HadLyyiybpUn68cf0Gad1XC5yGNaupcmUydD/UylBIc7dV1w4p2nApk3Ix2J4ofhGXMZtjRy65ZwzOzg63eDJrtPRNjU1dG1FjhglncZckwnvpFLYEAxiP175pNMDRF+r2tvxzZdfxrpYDABwoN+PGxafiHD4KET6KmBTUrD4bGj0fwN17iRa+5/Cio+vxRGzfoi51io0xpuxOV6Jd8P1OMbfjWShgHhPDxKRCBKBABKFAhLvvYdEPE7OSCyGBIBEOo1EMkk/AG2fzyOuKEgUIymJeBz98TgyxaJHAHjlnXew5POfH/HPuG3bNtxzzz3jegSsVivsdvt2P/F4HLNmzYLT6YReb8e2bXa43Xa4XHZs3fo+tm17H5/61LlwOLxIpVTE4yoWLSrAYlEH6j5K/x3N/yf7+4k41midQt4+V/J3HAm9vb3j+ttJjIDVq4G//Y26wHQ66HU6KKqKbDGq+3FRH+r8lhaYAOg1DQlNQ7j4vV3vxJbcL5ApUAv8lvjb+JyxHfMcXTCpabSEAgipbvhZCJN5rZj/Kxgk+6dpYqGTy5Ejw5p63PzR3y86orhFPxDYvih4OFvNNphTXRwV1+mEMGpRPHdfwm53bv74xz/i8ssvx4MPPojDDz8cd911F0488URs2LBhO0IyAFi1ahXOOeccHHHEEbBYLLj99ttxwgkn4MMPPxyWcl5iJyjVmbHbBa13R4cQnevuFv9y1xJTsLPQHatec1h42zYRxXC56LP2dkFI1d4+QHr1RjiMSD4Pn8GAwywWOlYiIQwCt1H7/SKUDog6H1UVjMIcFjcYMM9gwDsA3s5a8am4Gb7eZiihPrSkUrgikcCfiqsfn9GIm2bOxFfmzYNBiaLT9jJWawejJTMfoVAVWmNufG7+N/D3LRuwpfcjfPcfV8Jn8UDN55Au5JAt5KBh1yMgO4PVYoHd4YDFYkFvby/S6TQURcH++++P/fbbb5BT4nA4hnVWhvveZrNBNwwfxtCCYk0DVqygbFpj4+C0/r5WQFxaJLyrjlY2m8XLL7+MpUuXQlGUiXHEslmouRwV6kYiUBWFCn15W02jbbNZKvR1OulzVaV9YjHap1hkq5Z+rml0/EyGCnsLBajpNFSAjlUsMFYzGSo6BqAWClANBhSMRqiaBjWfRyGfp3Pq9fQ9IM4F0DE0jfYH6P+FAm1bvK7RoKBpKKgq8iPQH/SxZtsQxNV+AP3iOMhjf9P7cMIE1WhAF2xIK1Za/NntosuJtayY94a7nXQ6WuSVyl+wlAS3gA/tWGUmZNb8K7XVLNPS0SFYz4Htmc83bxa1j/sQdrtz89Of/hRf+cpX8KUvfQkA8OCDD+Jf//oXHnnkEVx11VXbbf/YY48N+v2Xv/wl/vrXv2LlypU4//zzp+SapxWGTrSWFpEy4hXB1q3CgeDIC8sxcEg1EqHVgs1Gk9pup0mr1wObNtEqprZWhGX9/gFWzmeKK9YTysuhL007sdAen5u5cdhIlZXR9TsctC1rF7lc6Iw5AN18AG9jZdyDus5PojLzMd6IP4+fJ/uQ0jToAHw9EMCPZsyAv1AY4OAJVCtYnnsXIW8ETfaF2NrVj1e3/Qpbej8Sw5aODDucNqMRdpMJdquVfoxG2FUVdr0edq8XDrudvnc4YC8ro38NBvq+vBz2mhqsXrcO19xxB/L5PD776U/jtz/4ATwzZ0I3ezZefvllfO5zn0M6nUZ5eTn+8pe/4FOf+tREPxXDQlEo/d/VRfYyEBBapJ2d+1YBcWmR8K4WAedyOXR2dmLJkiW7XlA8dGXPQop1dUKbrBRMuulyCR6o0mjAECkPBIPUWMA1dmVlNO/b2+knFKLPmOCTi3nTaXpgZs2ic3R2Cl04t1sIxKqqSF1zAW15Oc3xEPHNwGajur9YDIX+fhSSSag+H9TycnLkQiGoFRUozJlDTpHVioLXC/W99/D7NWtw7fvv40C/H+/39aHCYsHzhxyCf7e14butrVABfH7GDHxhv0/gpQ3V2BB6Ayv634AC4DTPoXBkCoAhj1QaMOfjsJQ5qK4uGqXrY3vFrd6aRtfLzMmA4KVhaQW3m3i6OIXd0yP0oXp7Rf0Mj2OpJhjLybBkxuzZ4jujkexsWxsdRzo3U4dsNot3330XV1999cBnOp0Oxx13HF4vtgXvDMlkErlcDr59vKd/EEbLZsodUawavmULGShm+jQYyDHJZkXXEhf15fOiJZxXUMyIyTpKzHHD7KG5nDCGvMqJx/FsSwsAYJnfL1q07Xa6JibqSyToOxbpAygqlMsJvp2iAenM+PBM3ywoOgXA2+hX27Ap8SauDf0HIS0CAPiUxYJ7KitxUG2tYPNkIsNMBjmHA890rMOP3/kd3g+2DQxZg68BAYsXp85dBoveBDVjQsY2A58/uh912SB0LDGRTJJh8XjohfDBB2JM9Xpy9Lh1vbycDJbBgL8899yAY3PWSSfh9z/8IYx+P1BTgwceeADf/OY3kc/nccghh+Dpp5/GjJKOqalAIAAsWyaEMru66E87bx45NoHAlF7O9MdYmIlHWtnH4/SCq6vbvvYiFhMvRq93sH4V67/5fOJzQEihmEw05zhCEIkI5XoWpeV0MDssgJBxcLlEIX5tLaWWOzrISVAUcoRsNiEQ6XTSvOrspG0LBejefx+6bBYGdrZUleaT201jV1tLNsdiAebPR7RIk+A1OwD0ocHuQX8uj6vb2qACON/lwq8XLYJSXY5tvTrcu5UY08/3HoEzyg4naZZEAp3xAOaV9cLX4KExUFXRTcbiuy4XXYPTSdGdWEzw1RiN9Hs2S5On2AiB/n66R5NJ6Ohx91lPD5UElEKnEx2gzORcKrTKIqS8aNyHSP12q3PT29sLVVVROURPo7KyEh9vR6o0PL73ve+huroaxx133LDfZzIZZDgSACBaVIHN5XKjyoOPBXy8iT7uqJHJDFaNLe2IGO6hjkbJmLBuyfr15KhwzUwySceqqyOD1tFBn3M6iKnUVZX2Z+IoVvZlZ4fbE1lUk+UPzGYE83msLhrRY30+5JhSnGt4OBrEhXPl5cgVZQpybEBmz6brjESgacC7idnot/txcKUJvw8DGzOd2JD5GwDAo3Phq65D8CP3NugcdvpblaiLh+JxPByN4oH169FRrMUx6Y1YHPgMzm08HHXemoE0m2YwoqlZh4VoQyARgprNQO3rozHizhObjYxtXZ14wZjNItzM7d7V1fjTa6/hgiuugKqq+PzRR+ORr38dSKWQSKfx7UsuwcOPPAIAOOuss/DQQw/BZrNN6rM20vNcVgYcfzw9amwvvV4htSMxNgw7zmOdywDNLaY8AMTcqaoip2c47SImtWTpjkKBzsWq2txJxdfgctHx+vsp9RyL0bxngUufj7blqI7TSbbB5aLvW1roeWfJAWYb7+0VNXSpFKVkvF5aILz3nnBc0mm6//JyWnilUqJTksfPZKLr6uuj/ebMISfHZMKHUXoX9CWI4iKZ9WP56veQ1jQsdzrxwNKlUNNpJHq6cdemlcgjj/mWeTi+8lioViClsyOoeOD1pHDQ3DzyNqtgb4/Hyaa2tNC4+3xkW3ix5nDQvYfDIvVUXU32lrufeOHHUWj+e9jtdNyhoqcsBspODZcSMBIJMcbcrTYFmKx34ViOp2gT0S4xTnR0dKCmpgavvfYali5dOvD5lVdeif/85z8DNNkj4bbbbsMdd9yBVatW4cADDxx2mxtuuAE//OEPt/v88ccfh431PyR2G1566SXcc889mD17Nu68884JOWY8Hsd///tf/OMf/0BHsVDZYDDg9NNPxxlnnAHLMJ0D7e3t+Mc//oGXXnoJ2WLXlNfrxfLly3HiiSfCxQZikrBq1Srcc889KBQKOOaYY3DppZdCr9cjEong9ttvx/r166EoCs477zycfvrpe1absYTEXoLLL78cTU1NOPjgg7F27VpYLBak02ksWLAAN9xww4B6/b333ouVK1fC6/XirrvugnsfS+nsqUgmkzj33HPR39+/U5u8WyM3ZWVl0Ov16OrqGvR5V1cXqobmeofgJz/5CW677Ta8+OKLIzo2AHD11Vfj8ssvH/g9Go2irq4OJ5xwwoS/sHK5HF544QUcf/zxk0/GNRTBIK0KeNVWCv68dEx5+/Z2irQ4ndQBxaHfdFrUusyeLYqE99uP9nv7bVpBmUy06opGaQXjdIqoj81GaalS5W2HQ9CSWyx4rMhvc6bJhOUPP0yrLYOBzpvJiNQO545NJuTKyvDC8cfj+D/+kca5vh5qeTlefP99PPTy23hm04fIFwZ7+MfaFuHUN2fA9O5raM5U4nTnSlS54liVTOLu7m6sKJEnOLihAd885RSctWABTP39QE8Put5pw9poPdpyAWR0FpijPajVWnFwdTcqrVFR8Fco0CrRbqewOktQbN5MkZyZM4WC8IwZgM+H3zz3HO6++25omob/PeEE3H/lldAZDFjd0oJLr7oKbcEg3E4nfnvvvVg2wcR8O8JufZ73IWw3zmOdywA9e83NIr0xFKkUzXWPR6RGmS+mvHz4fdJpmtP19aJeY9s2ivC6XHQtXHe3eTPN9f5+mvezZlEkJR6n5z8YpDnh94siWha+TSbJvuiLumyBALD//vR7e7ugTzAaKR/a3i4iuYkEnaMYZYXDIdJdzBtVVYWgdRZ+9d4haN1G83zr+lDxFtOot1Xii/gybDe/jRNsr+Kx/ghWrl8PHYA/feIT+NS6DxC21SCTVWBOhOD166BsbRLcVUz9AFC0KhCg+2A5hLo6uncm4HM6qXspENieOHFHf8NgkCJtCxZsXz/14Yc0BhUVIo1pt4u04HDPzCRismwHZ15Gg93q3JhMJhx66KFYuXIlTjvtNACkrbJy5UpceumlI+53xx134Oabb8Zzzz2HxYsX7/AcrJEzFEajcdIM9mQee1iwM+F0kkEYCnZYCgWhUst5XRZny2ZFsbBORw4Ls2ZyAbHFQpPK4SAnhIvmuGiRBd+YgCsaFQJwgDBeRaOkmkx4MRwGAJzs88HIOWkW1mRmU1WlSR+PCypzAEa9Hk0AHn3+efz2ww8H0kgAUOeowSfth+CDSDfWZd5Ce8qPV7SD4NSn4NKH8fdCKx7e2oL3iylLBcAps2fj2yecgKOPPBKK1UqG3O8HkknU2ntR09iHEDSko1lY0hH4THEomg6Ah06azZJxq6ujFEF/P117fz8Zfrd7QHkcfj8wYwYeevJJfO3aawEA/3fiifj5978Pnd2Ox//1L1x0881IZ7OY19CAvz30EObV1oq/4RRiyp/nfRRGoxFGTgONdi4zCgXBR1Vac8EwmWg+BwKDBRibm7ffJ50W6RNOA2WzopuyooJSJIpCzzvXdXg8tFBi512vF+kkFnrkmj1O32YyND84dQOI7kvmfUqnqeaku5ta9QwGOk5fn+jOZMXyWIzsDkDX53ajM+nGU2tq8E6bhpwah6Io6M9QnZ9RseOyed9CRTSM1lQ5Vqs6fKOocXddYyOOUxSgswOVxqJ2XiQCBHViwabXi24ll4vuLRYjG1dfLzi1fD5ROFxbO3xx787+hi4X/U0SCfq+tD6qrk4QhFqt9D1TdXBqfDfM4Ym2HWM51m7vlrr88stxwQUXYPHixViyZAnuuusuJBKJge6p888/HzU1Nbj11lsBALfffjuuu+46PP7446ivrx8gZHI4HHBwcdq+hqFswkPB9S5crc/bs3MTCNCEDIcpOsKFw263IITKZsnz59ywtdgC6fPR5Oa8M688OdtpMonWRGYCLbIDv9XainA+D4/BgMMrKwXLqKYJB6e3l35XlAGF3P716/FcIoHbnnkGb/T1Ddymz+HAuUcfjTmmz6BvawNCnWn4DW8BmbfQq30A6Pvw98RatOafRlKjtkmbTocvNTbiW4sXY05tLRngzk7Rmmm3k9HOZqFk0vDX6gBDCmjvBRJ5MUbRKBm28nIhG9HeLoqv2SljhfXaWtz36KO49PbbAQDf+NSncPd556GgKLjynnvw49/+FgDw2SVL8Ngdd8Dd2CheAjvCWApQJfY8jHUuM8xm0aE03IuRVaKHRquH7sMyB1wPVlUltgmFhKYcP+McdeEi2ooKsg/BoIimmEwU/a2upk4r7kxUVbomTaMfJgh1OoUUiccjxHW7u4VQbyZD5+CxMplE9xEvxFwuaFCwerMLff1GqDqq4yytxDjE9QWEQtWYoa1BPG/DRcH3kVBVfLqsDNfOmiXujxcl2axYePH1MycXt3/rdELwkhsrrFa6/8bGkeflzv6G+Tztzw7UjliKpc7U7nduzj77bPT09OC6665DMBjEwQcfjGeffXagyLilpWUQB8cDDzyAbDaLz33uc4OOc/311+OGG26Yykvfc1DKJqxp27/cuBuIx5G357QTFxBarTRJWeGbVyfcLaGqwpGpqBCGp7ISOOwwUWCYTtNxWe+JVzXJpNBXCQTwTJFE64TGRhgsFjo+T1Im+YvHAYsFql6Pl6JRPNrejieDQaSLxl2vKFhWUYELFyzAyV/8IswWCzo2JXD7xxa05HyYZ5+NVQmgK9+KhyNXQgWlq8r0dny3thxfPWIpvIsW0TlbWkREq66OUkjV1XTv/f1k1EpXTByK1jTRCZVMCgculRL3xC3yRcN8929+g8sefRQAcPmJJ+InF16ISCiEc7/xDTz73nsAgKtPPx03nnUW9L29opB0pILAkej191HDttdiKDP4UAydy6Xw+eiZG6o/tCOV6KH7sBPDhaqsj2QyUfQkFhOpmEKBto/H6TNVFVEcg4EWJuyklZeTveCI74wZRDHBWlIc/WXCudZWOq7JRE5MPi8I75j1XFUFtQQL7Or1dIziNYdUN1oSftToO7G24/5Bt66HAUealqI7bkWPoxz/TPwLH6VjKDMY8NicOdAbjSKyZLXSPbEjxgsW7sqKxWg8QiG6Ru5M406y1lYag50tOHb2N6yupn9HWsQMJ4C8j2K3OzcAcOmll46Yhlq1atWg35ubmyf/gvY2cMvg1q2i4p7FLT0ewRLMD3rpCqGE6h8OB+XKWUuGJ3VDA01SrqPhSEowKLoiqqvpnE1NNLFTKQp563R0bUUOGVitA9X/zxSjLiexKByT/vHKBMDmbBaPtrTgt+3taC3pequrq8Ml8+fjgsZGVOl0ZOw6OgBFgTmkosrsQtLTjJc6/jiwj4ocZpmq8VnnoZhnPATnzPoQXj5XWRk5M+ygGI0iLA8Ig9nRQWMACGKuigoat0iErqO7m+5xxgxRt5BKDeji/GTFClxR5Gu66qyzcMspp+DjQgGn3nwzNnV0wGo04tff/jbOPuYYGpPeXvrbHnDA8MZquBZgflnsw/TreyVGG4EZ7jmwWOhvPZL+0HDPQOk+HR3EH8MimAaDiJ6woxOL0fPMbLw2m6ih43ZjdljSaZFCyufJXiiKqEVJJsk5URS6Z9Zcam0lB4ZT4hzdAegz5n/hyMjQLiBeuGWzSG9uQybUi5nuCKDGikNsRiaTQZmlFlaHGdG0HS/G2/Fy/6sAgN8tWoRqg0FEmLgNMJOh62AKDINBOFmcQo/FaM4ZDMLuaRpdJztDO1pwlP49+vpEp6nfP3i/HTkt+7BDU4o9wrmZNih22QyEMacK6bRoiSyqbAMgA9DVRS/toas2XiHwPhytYZ4IdpjsdnpZc72L3y+Ki41GMjwVFfQit9mEc5VMChG4SEQYBZsNWiqNDSkr3ik6NydmskAyMRB1ilmt+NO2bXi0uRmvcHQEgMdgwLkzZ+KLc+ei66tfxWdXrYIxFKL7zGapqNFgwOYuBX9rX4W3e19GQaMIj1Ex4DTHQfii53AUrA4058uQdvgBLUv3breL1k3m/mlqImesvp6cn97eweF5XtWyCi/XIoXDNA5z5giDBwAOB2556ilc84c/AAB+8IUv4IeXXIJ/vvgivnDbbYglk5jh9eJvF12Egz/xCdqHo2s76o5iIkabTaQLOGLG11tsn5fYCzCeCAyjVH9otKt3PmYwSM97RQU9y4kEzf1olOY3O16caunvJ3vAJHI+H9WTfPSRiD7l83Q8q1W0gRuNQveIGwZyOXG90ahIj3s8Yn5x+onJ8dxuUQejqoI1HaBrT6dh0ethzsWRhgUNjgoEU01YsGAB1q5dC4++Av15G9riIbwc/zUA4Hvz5+Ok/fcXfDrsxPHihh2OTIaukaOyLHPA45PP04LEagUWLqRx6eujMRjLgoM5dEoWdhKjg3RuJgKcEmDSq23baFJOVUqAHYC5c0UHQ6FA51ZV+nfodfAKQVFo0rEcgt1OkZe6OlFQnMuRw5PL0badnWRoKiqEEeZz1NfT9/39lK7SNMrbF7upOpVqrFbr8eemrQCAWnMN1rQdAK2mGxt73sevN27EX7u7kSyyEOsAnFhTgwurqvA/Xi8sZWXImc1YoSjkfASDZBDLytAWi+Hmd9/Fr1rbkCs6NYe65+Cc2s9grqliIAqTslXAnDPAggxgNAmBu/JyMo51dSK3Xl0teEIyGcp5c51Pfb1QIu7sFGR8qkqGb+tWwTPi8eBHv/89rv/LXwAAP/rCF3DtNdfg1t/8BtfecQc0TcOn9tsPf/nOd1DOq15mia6qIgeVjWrpyyqTIacrlaLrGhq1s9vJudrHCLz2aownAjMUY/1bM3Ee8+D09tKzVyjQ3Mhk6Bnk59lqpcXE1q2CJZdT2YA4Vne3cExqa8kJYoZx7tjiDspolH5Kozrd3fRsNzSQM8P6cYWCqMsrprfhdgvCz+KizefVMCPWgw2heoRSHcVLo4WCCXVoT9iwLn0ZUloaS71e3Lj//iIKxcfkTq1EQjAnMx8Pc++wreWot8FA11pTQ/akqopsBEeDRlpwcBS2v19wAbEIZmcndasO10W3M+yDqSrp3OwqSlMCpSHDqUoJlLIMc1Ee03jzip+7Eoa+FFMpUaRaVSVqNQoFEdVRVdHxtG2bSEU5HDSRuYMilRKTn4siufAYAFQVnXEnnkl+ChHFgk3RJwEA86zVuLvtfaz+6DX05SMDlzfPbMaXAgF8ce5c1Didg1tF2bkoGslOvR63fvghftHSMiCKd7BzFo6yn4bjGgNQ1DwZTZMJmsGIzowP86wt8Kk9QMwlyL8SCXp5sJq530/G3OUS6Tceu/5+If1gswlWZ4D2D4UGCik1oxHX/frXuKno2Nz62c/iG6edhrOvvBJ//uc/AQAXn3wy7lq2DEabjQyp202rv7IysWoerqCYV5gcZSvVlEmn6QXDhdoSew/GE4EZL9iGsATLli10LlayZ2c9k6EWbVa8zmYphcROEL+8ue7MbhdOeTRK/1ZU0HHq68meZLN0Xm7nZlZyo5HGoK6OHKhgkOa/Xk/HyOcFUajfLxjU2ZEq1sEpeh0WOTaiK+tFWyoCAEgVNeVm2r2I5m5DR64ZHoMBfzjwQBgVRaTFudMonabr7Ouj43MrPf9dNI0+Y5JFHkeuvcnn6b5sNsFcPtKCIxQSczeToePabHRNPT0UFVu0aPTvlH24Fk86N7uKUm0mXpGYTGQYpiIlwC83nW77VTsz4ZZ2V5Q+7Nu2iSgTi7/l8xT9WbOGcvBuN0kHFApiwnd20rG2bRMpL7udVnK5nOC56O2l1s3ubmh6A1Z3LUIkn0WVZxveDFPR7MrI2wO3YtOZ8IXaAP63zI/DdTooPKm5TTSfJ0eyOM7dsRh+Ggzi/vb2gQLjo8vL8aN58zDHORfPrPdgc6cdAXMfrIkUUrCis+CH1x3GoroeKK5i5ElRRE7f7ab/s6YN81VwDr2nR1wPt2xGo4I5tK+PxldVAUWB1tyMq/71L9zx3HMAgJ8sW4YzDjsMR3znO3i/pQVGoxH3XXklvnLkkcDGjfRiKSuj6+CibWYgHa6QlNleOXwPCOeov5/+Bh7PlDGTSkwwpmKVPVyHFkcuuVOyv190KfGCTlUp9cqNArz4KBTI/kUiootQryc70dBAn/NLdutWisCy1pTdLtKqAM2r2lqK4ASDZNtqa8letbQIHSZO23LrudM5MAcChTYc5dUQb6MW8Ugxwm4ztuOf3S8BAH59wgmYWV0t6oY4TRYOi7ZtRRF2lJnaa2pE8bXDISLaPT00Btx1yU4NO0alWlMMdjJZQBOg87Nd5+Lqzk6yrzvDPl6LJ52bXQE/jKV02KWY7JRAOk0POtfDsAPAnn9Vlei+0OkGP+wGg6BO5yI9Nm5cw8ORCa4/4by6202fRaPk+CxcKIj3slkyLGwQizUsoYIXLYU6BHIt+Pl7f4AKmtgKgINsM/FJ92I0upbii2Uvw+8pOomRCB3H4xHh8XAYfVYrfvvb3+LcV19Fsmgglno8uHHOHBxrMEAxGgFdF5ZV9GF1rBEtcT+60pUw63OY52rBokAfAn4zEJhB5wiFqB3eZBJq5sxVwQWTOp2otXG7aWxjMSE1wQWAqkr7zJgBzefDd+65Bz8rMm3ffeaZOLC2FovvvBN9sRgqvF48+aMf4cj99hM8JOEwHdtgEI4NMHwhKb94WMtqKHeGzUZ/s4qKfSYUPa0xWVEcthHxuJBV4aJe5kvx+eh5bG2lfQoFIeAYCpHtaGggZ5q7JF0usgFGIx2TmxYAel4/+EBoyHHBPdfUcP1eOk3Hi0RE11axcWAgkjM0KsHHz2Roe1VF0krOgkNnQW9RqPcfHasAAP9bMxenlZfT9qyNVV9P98z2kguDAbofp5McDE0TmlrFhoGBImSOYieTojYHENc6dMHBEfP+fmF/uEuLGzpSKZrT1dU7fwZKF94MHsN9oBZPOje7gvFyUkwUQiGaANXVghmUV+0shsd8NGYzGQV+2Pv7xQuTtVj6ifsFuRy9YHt6hDI3ICat3S4iBtGoWHnxpCktRiwWCaejWWRUA7rRjbfimwEAfoMTdzReiHKdDarRguasE+loFkBMFPI5nQMtqmGHAz9tbsZd69cj/jZFfA6zWPCjQAAn1tRAqaoS9QE6HQI+I5bvF0IoHEa6rRcWJQOfIQrF6AVCRYbTigpRy8I1MvPmiRy6oohx7uuj1Rdr36gqGXMOj7Oop04HzWLBNx98ED8vOjb3nXwyCpqG4+6+G2qhgENnz8ZTV1+NuspKEXVjkT+AnJZwmM43UiEpP39lZXTf/AywMUwkhJMksfdiMlML7DCZTHQOfqacTnKamY7B76fnrLmZojRz5oj943Hx4na76TgffyzYeLkmJx4nmzB/PqVau7roWIEAzadIRNSz1NYK5nN+qXNUiIUizWbqIORoKe/LizymXigU8E6SHAGnwYd4tgMKgJSWQq2tHku8X0Fn87sIKEGye8zk29pKTg4XPzP/FxONcucuk/l5vfQdR1/tdjp/eTlFSVhANJ8fvuONywhCIfp/6WKFdeqSSRqn0fBd7c6F9x4A6dzsCnaFk2JXUfrwWq2i5Vivp0keDtMkmzlTpCh29LBbLMK54dBwJiNy5X4/TahIhI7H4VNu5Wxqov3Kymi/5mZxPIMBlngvtGQ3ftz5F+RRwCHmWlxf/f+gS+YBq4pUHjDrM7BYFbp+VSUDaDIh2t6Ou5qa8NOtW9FfrI9paGjAnQYDTs1koJhMgnWZFcyLnRNKPgd/mRkoKycj2BMXrZXJJI3TzJkijcgtr0zfDpBRZgeWmYaZ2dlkou8zGRr7ujoUentx8f334xdr1kBRFNx36ql4t7kZv1q7FgDwhWOOwcNXXw2rqpLRs9nEaryUHTYYpOMPbQNl8POn15NB5mLyIkniwN9DaqjtvZis1MJQhymfp/93dQnhWkUR53W5hKI119jwnONtAKGOzc8id2By0S9vywKfDQ2CBJOdJKdTzNGuLnqW2T5xHQy3n7MwJdejdXfTcUtICbXyCrzaTK86n15BJwANgFVnxrVz/h8S+gBW5/bHcnM3FFYv58hUNCrsaykxnqrS/KytFYtLrh/iTkW2EVVVwjkCRu54Yx6fSGR7gVOAjsGkobnc9hIMpdjdC+89ANK52RXsCifFrqL04VUUmkBdXeRUpNP04POKIZWiVQgrYAMiRxyP00Tj1T5Ax2WDCgg685oakS/mEGwsRhEh7iyyWGg/llIoOl/eZAr/2Po4OjI98OntuLxqGXR6PaDmoWVz6My6MM/RDF+qHUjTKi0ejeLetjb8ZMMGhIpOzf52O65rbITxhhvw2bvvhtLcLFaX/f2CxDCfF1EM7mJiAi6nk/4muZxwKJhjx2SisWQNHHY0mHGUlYtZxbiqisa/mM5SAXz18cfxyJo1UAD87DOfwe9Wr8brLS3QKQpuP/10fOfzn4dSXU3Op9U62EjxMdnZqqgY3tABg58/r5f2K01dJJOT9/xJTA0mI7UwksOUz1O0tq9PpIdcLvrhgnZe8XPRcTpNDkU2K9i943Gac/E42Z2uLnop77cfdRvm8zRfmH6hsZHmE7dZMwkms33rdINbxVWV5qdeL1LlRqPovspkRDu914uQUoZNiW4AQF8+MTAMF9ctR7XVj7jWg5ZeO0J2HfxsK51OmovRqFBH58aBbJbGgOvzFEXoPcXjNF65HO3vdouUGhcbs/bUcKisFHPaaBR2mQlEWb5iZ1Qju3PhvYdAOje7ilJOCn5gWetkZ5wUu4KhDy+ncXw+mhzsqHBnA7OLchrKbKZJtmULTWAudEulKAqTyVBreaFARieVEu3lsZgIofp8gvQrmaTvi6zCsFppLFpa8OuuLvy7/yPooOAc13nQwwPVAKR0LnQmXPAihEWZ16EUUkgWCri/sxO3v/MOeov3Md9mww/r6vC5mhqoJhO1gnNOnYudOQ/P3DLMZMpOSnU1GWDO7XN3g88n+DyYaRUQjobHQ/tz9wiPPRv9UAjo7oZqteJLDz2E3735JnSKgus//Wn8+K230B6NwmOx4InzzsOJhxxC11aUDRk4F2Oork93t2A5Hs4gDuVEMZlGz4kisWdjslILIzlMVVWiDdtiEV06nOLhxU5LCz2/s2fT85UtckVxGpudJKYn4JRKT4944TscYlHCi4v6enr2uY6NHRl2Kpg9nIuauTuR+XbKywUnV1FXClYr0vlydOc30q3nKYLkNFhxtGsBYLfDmsmhK29GWmcTvDKhkBD99HhEq3smQ99lMuI+mBvI4xHRYB5DVaXfuXWc5WV4ITgUNhvZ3ZYW4WRygwp3kHm9O3dKdufCew+BdG52FaWcFMxzk8lMvqbH0IeXc9/cNcOsw/zwMrtoOCwiAZWVtF9PjxCq4+PMni3YehWF7q23l4yI1SpWD9wqbrHQ9+k0GSaTifbR6fB+aysu3bIFAPC9igYcaVTRknegK+uC2aBinmETFhnXwavrw93JFG4NBtFVdGoaLRZcf9BBOMdqhT4YpOgI3xMX+DGhHhdFcntmNitWgdxtBJCByWbJwLDD0t0t7n/DBvqMC3qZZdnrpXFiXhlusd68Gfl4HOf/5S/4w9q10Ot0+NqnPoVb/vtfZPJ5LCgrw9++/nXM4RZOLmI2mUT7PLBjXZ+RUhATwYkisWdiMlILO3OYqqpEWqm/n+YyH7+8nPYNBGje9PTQ8bi1+b33RBs2d1txlIUjQUwl0dhI862lRczfTIbOwfO2r4/sFxfubtpE58lmRYSEKSn8ftq2UKA5w4zBOh0smX70ZWgxoYFsxpcbTh6I7KbggLnaAovPD5hUclQ4+szOXkXFYF0urr8B6FychsvlKCoFiLo35sphgsING+j4DQ3bz0+zeXCEnKPmHGkHKNU8GqdkV8ggpwGkczMRYE4Kt5sm4MyZIxuPiUTpw8u5bU0jo2Q2Dy4k5Qp/Dmfb7bRNVZXoCmIyLX7JM+tuQ4OQU4hGhaqt0ShaL7NZcpaiUdHKmcsh1t2NM1takNY0LLPZcJMuASX3d4QMFUhnrLBkM7Dr+/FIRsXNnZ3oKDo19VYrrpszB+fNnAmD203n6esjA1Eqf5BIiOvkGp9S7SyjUXR9dHcT7wSvhqJR0ZHBSsZeLxltg4EMZmWl4NhIJKjouLdXrFI9HuRcLnzhpZfw57VroVcULJ81C/evWgUAOGXuXPz+uOPg2n9/kbvPZukFwWH9Ul0fru9xOAbr+uwoBTGVnCgSU4ddTS0M9zzszGFiUjrmmvH56Hlnp16nI2eDn1EWyXW5hGJ5IiH0qZjBmxl2y8rENfBChCNILpc4h8VC52GHIJEY3KbNXVI6nUjdcIqenZziQs2p0yOcC9OQaSrKy8txdO0SoKCDZjKj09iAeRXt8LktgM0qFM2rqmgsolFR78JkhNwmzhGZ7m6yP/G4IO/jv5Gq0lhlMoJluauL7PNw85ntOkfX2JZxR9ZonZJ9fOEjnZuJBBug4QzRZGCoDgmv4rzewW3EgOCfqaqiyVv6sM+bJ8j4WDyyvV2EYc1mYMkSiua8845Q9+aXb2enIBJMpQYUcDUAX3vzTWzMZlGr1+O3Lhd0RU4KvyGJXKoPj4YjuCmTQUsxPVNnteLaRYtwYV0dTJzaYkNoNgv+B0A4c3q9CGUzv08iIboYuEVdVQX3BCsbc6FgTY3g8eCwc0cHsG4dFTazojFHx4rcN9n+fnz+8cfxVFMTDDodFlZU4B/FKNUP/t//ww3HHgsdr37jccE4PGOGMNw2m0hV8YqQw/Y8/qNJQUiHZnphvKmFHXVX7chhSqeB9evJwaitpee1pUWcJ58X3ZKKIsR2OVIdCJDd4HQSp47jcXqWEwnaxukUdTSZDM0Flk9IJMjJ4aL9bdsodc48O5zy56JnFvo1GIT0ApcEzJ4NNDWhpacHBRSgQIEGDUuXLoXWryFu8qCzxwlvTQKLfNugzJxF98bEhA4Hpcpmz6Z5WlVFc3XtWrK3mkb329kpyD/7+ui6Uimaz4GAWNBUV4uCaCYF5IgTg/WrysqEneao83ickn144SOdm70d/PD6/TQxWfZgKNhAud1CyXbow84dP6kUGZxShXEuiOMiYQ79sr5KJCKE8YxGYMsWPPzxx/hDXx/0AJ6or0eZwwHkcsgbjfh9IoEf9fZia1GPq9poxPdra/HlWbNgZp4X5nlgzRi7nSY6F+AyFXo+L+pvALENr6o8HpGW4+Jri4VWT1u3kpEG6DiqKlZ+/f20vcVCBiyZpHEpGqaM240zn3gC/2hqglGnQ5nDgfeCQdhMJvzmrLPwueXLhfyF10vjxYzDFotgNq2qEhIOuRw5VezEsIyH2y2ZhvdFjDW1MJruquEcpnSaHJmWFrIlXFNXlE1BWRl9HgzSPODINJNZclSS5yGT6nFqSlFoDrhcYm47nYIZXVHoHHV1IrXzxht0nSxDwGlwnp98vtIupEiErk/TBqJPW4r2TSkmpY444ghsWzEDpkQO89SPsEgXQsBqAvQBEc11uUQnamUlOTTRKEWvw2Ead+a/ikaFg8MpOWZ15/KAri66HpdrIF02UCTN4z+cQ1pVJbiGdsUp2UccmlJI52a6wGwmJ4fZdXdmCId72DlCkEiI6EQp8nla0eVytJrZvFl0W3V00P8rKgCvF2vfew/ffOcdAMCtc+fiyBkzoOr1eGLDBvwwGMSmYnFipV6Pqz0efLW+HlYu7OUCWtaOSaVoFVVeLlaPABkeh0PwwSjKYMPAirrl5WRUbDYao8pKYRi55ZSZnNmw+XyCAI/J+mpr6byahhSA/3f//Xh240YYdToYFAWd0Sjq/X787ZJLcCC303M7LNfslEbUOLyezYoCRlY4Zkeuv5/uiYvBp3F3g8QwGGtqYTTdVcM5TD09NPesVppHHGGoq6Pnsq2NnmedTmjQAaLwl50Nrv/TNDoPNzPwi5w7kaJRSjv5fHQdNhvty9EYgKKmvb3kJFRW0jWbzULDidM9++9P18T1KTabaHDQ67Gl6PwUANQ4nJg7dy4OTXbDbgZ8Hb1Qkgkg5xK2xmqlMQ6HhUwNd1cCgmmY5W7yebKF3EDBXZsu10Dd4YATxGPF2lhDyVVHckj3QedkVyGdm+mEicix+v1Cv4lDwyzJYDKRo8DHB8joJBLQZsxEyFaHdCyHXGccZ77+OjKahs96vfi2348/RSK4YdMmrC/WxfgNBnzP48HFM2fCzg6FzSYMBKebolGhVM4dS+zcGAzCiNfU0DWx/gtHpjgEzgrDFRXAoYcCq1eLcLrFQsaRV4Z9faJDhLvIwmGKuABIZrM49Re/wIsbN8Kg0yFXKCAH4JjZs/Gnb30LZawtFYnQPj6fqLFhY1naqp1IiLqn/n6Rh2eNK4COxS3sEvsWRptaGG13ld8/2E5wd14gQE6MqoroLovwBoOiQ8nvF4SR7Ohks2QffD5yOD7+mBwmj4ccpOZmOl99vVhocV0Ja6JxE0Jfn0jZhMM0D/r7RaE9O1llZTQ3u6nNe4BsMJUS6a9sFlv+/OeBITh9dgN0Oh0ClSqMXV1ARTlgriW25HicWrptNorocm0c8/qk04Jewmym//f10XXxWJjNZGOAgS5KKIr4cThE1xenpErJVRn7EJPwZEE6N9MNu5pjdbupk2HbNiEQyekcRRH6LqnUgPp358YYVsfnoiXiQrovjse23I3NsRgCJivOWrAAi9atw7qiM+Q1mfDdBQvwDYcDTmbh5BC43U7Mp0y3zrTt7e3UYcBcNFys5/XSd+y0cPEwd1Nwlwbr29TUiHQVt6eyw8Hptnye9uVVFr8oYjEgFkNc03DKjTdi1ccfQ68oyBfDyt9YsgR3fulLMLIsBXet1dTQC4HD65x/z2RoHPmFU8orwrIYXEfAuXuDYVozikrsBDv7u4+lu6pYFzdQSA/Qs8cdUJkMvbizWXIiVFWQ9gGCY8ZopGOZzUKkVa8nTpuODlEMzHU0tbWDi+kBQWPBBcYcMfF4RCcWUydw9JLTUdxaXVlJjQ/l5WS7UimgqgpaQcOHofjAEJx+4EGIAWKBUSpyycdliRWWPnA4yC5w3Qynu9kmcss2jyt3QVosdC/d3bRfMkljUlZGkjU+3+5hEt5H6m+kczNdsSsPLae3enpo4vNLOJulycy1KIEAOvW1eKY1hkhEQcDWhf+kX8a74behQIeC4sQFr70GAHAZjbj8wANx2X77wc0OiMUi1HKZZI8nHBcsl8oJcLiWoxmccuLurP32o+vq7CTDWFsr6oY46mE20zljMeKT4CJFVjRm5s9gULSrFvksYlu3Yvkf/4hXPvwQOkWBqmkw6fV44Pjj8b/HHSdC55zWYsFNh4NC86HQ4L9LKCRIwioq6FoDAUE5Xyp3UVMzWLhPQmIoxtNdxc8jR0wdDvo+GKQ553aLAl2nU0RTrVZ6QXs8NEdZFZyfWb2e7AgrdXNKduZM0ZHIXY+ZDNWWeL10HL+fivdTKUGGV1lJ++j1InrLdmDWLFGIr9NR9GXzZnS+143V/Q14u5cWVja9HXHdCbQPUzxwFxPXIzqdYg7ncmRDPB6hZ8W1MuGwaJnv6hL1f7xwMpuFIC/XDDK/VkWFaAPnmqSpYBLexxTCpXMjsT04ysGU4kxx7vGQISh2JWjpDFZvtCCiKmisaMeWjvV4+IM/0HcooCvTDavBjG8vXYLvHnAAvGFqxxyQb8jnaRVjtdL/q6sF3wU7WHq9UN51uwUPDF9nWZng2WHjaTIJo2uxCB0oVu/O5+memBad2Y03bhQ1MIpCBtVkAnp60F9VhWW33YbXm5uhAChoGqpcLjx51FFYOnMmXRMXV1dW0ni5XIJ7x+0mx4XbRpk5ORym6+J/+XpZNZjD8NwJImtuJEbCeLureL+uLqHg3dMj6muSSXp26+qEUKtON1i8kVmBmXwSEK3knHLhqA2neNjR4hoUbhTgAn5OU4dCNH9YdykcFunimhr6Wb+ebEEx6tuJAJ5pcyMMLyJpEso8uHoRtmAeGtCOLn0NasOrhTPC6TQmQHU46F5ZGqWsjObnxo00Jsyjw1HZWIz+X14urp0bGXI50tPKZqkzlckSNU04nJPNJLwPKoRL50ZieJSmiVjxG6CCwOKKK9SVR0uLgoCxFx92fYTr1/4chaLat1lvxgkL/gdHeZfhfz8VgfegYl47EhGcDVyY7PXSKqiykoxfSwtNvr4+qlnhaApTohdVfQdUw+vqKJdfVib4KLxeuu7SFRF3fTmdZJg5YqIoIi3E52EphngcYQAn3nkn3i4K5WkADps9G09dcAFqMhlx3RzWbmuj49vtdO3J5GCOIU0Tonhcc8MpqK4uQUwGiG6LkcT2JCRKMV7iNt6Pu408HtE5yangdJr+X1YmtJwYZrNoX45ERKrVZhPcNqxV1d1Nc4QjHMwpw23l7ChpGkVwkknheDmdgo+LlbmZQsHtBsrLoYUjWP2+HZG4EZ6ZnShodJ0nLj0dDc4eAMDaJgdqTBqUdJpsgF4vCpq3bKHUls8nHBmnUwjUplLkpMTjdJ8c2eYGCNZ0CwSEKDFz3wQCIsLFkhGJhKCIGIqJYhLeBxXCpXMjMTw4asArJkAUABZXEuk0kMnpYLXrsL65GbkCEfAtm/VpfP6gs+Cy+tEctCCdi4kw9Pz5orWxo0Oslmw2clpMJpGeYgIwzo1zLptbPxsbBeV5IkGO0sEH07UzszK3ZBoMZHDY2LNR4eOXlVGaillG/X7A6URfRweO+8lPsJZZRwGcf/LJ+MV3vwsLqxQzt0ehILo5mHrdbheGbKiCMkDXxcrJrCfV0yPSgDsT25OQKMV4mwp4P0WhKEhPD819v5+eV65L8XhGjib4fEIpm1NFnJLhurbXXxfRTD6m2037cbqJu6d4AcT1LtEo3YfTKaQPOAKyYMFAOjtkqkKL6kbA04wXt/wHAKAoOhxYvxhKfwgagLb1CYQO9MLvtAwWBt6yhZyvXI7uwWCg37kOzu0WEVlFoWurrBSs7d3dNHdZwbu7m665poaiyj09dO+BAF0/O57Mbs9dohPJJLyPKoRL50ZieAzN36fTol20GMmx9MRh1s9CylmJMz/9FYTzCRzsbsSSuUdR8W1chdlng6WxFnBmhco4RyUyGTJkzIjMERmjUUxsLu5jbRk2MAAZiNIIiMtFx29qotVcby8ZvlmzyHFhI8H1MAAZx44OIU6XyQy0s/f09ODTN9+Mj4rFjDpFwZ1f+Qq+ddxxULZsIeeKa35YToFXotxtxtwg3ApbKIgUEyBYRysqxCoREPpcXi85XtM0Ly4xCRhLU0HpNhYL1YL4/fTccbQEoGeZaQxYqHXoMbkbiMk/OXVTWyvkGUIhirQCdHwu/G9uFhFVTmV1dAgBYK+XIroAzfvDD6co8saNQhy46ASle5PI9Cqw2gtoMFVgQcV8GA0m6JMpaE4ngBgyGQ1pgwOor6Xr5VRcMknzjSOuHF3JZqk13esVCyhFEcR9XCNUX0/3zJI2TieweDE5X5EI/dTVCckV1vQq/XtMNJPwPqoQLp0bieFRmr/nVtBYTISOs1n4jDHMqExhQ7sLjVUqvnrsNwdWaJrNjs6ID/OqEvC5VcBa7ETq7KTJXV1NL/n33yfjsGABveAtFuqMCoUoJaXX04qnq0tw4LDGCjsMNTVkBLZsIWOXTtM5WKGcCfJYt4UFRg0G+v7jj6Hp9Aj55iDt1MOipZD7aD2OvP8+NBXrhFwWC/769a/juE9+kvbt76cxKWViDYXouux2ukZ2vhIJsRrV6URxNEBGhVeDXHBYVydqAaZ5R4PEJGJHz82OikvdbmDRIvHCdjhElIEFgoeLJrDjXlsrasZY562jg+Yvdw1yPYrLJcg/bTbalhsOHA7RyeV00rzo7aVrfucd2icWI6ent3eA6duStsPsmYWUrx4HRsM4sPECOk9XF2A1ArDC7DLDUuOn+5gxg46TSND/eTGXTguaBqeT5vy2bXR9vODihVJjI23b3S0aJGpryTGrqhLknB7PYFkcBndOBQITP+/3UYVw6dxIjAzOw2/cKIoUEwkyEjodFI8Hi+al0BWxYPM2AwK+Aqx+P1KdEXT2OuA1hLFoTh5K3WwyPnq9iHTk88Jx6ekh52PhQnJwqqooNM7dGiztUKqyC9C2gQAds7+fuCnsdvo8Hqd9uPuotZW+W7iQ9mXl32QSnVE7Vvc3oCXqRSarIN29Hne8dA/CGerGaPT78eyVV2L2QQfRseLxAQ6NgRVnXZ0Q5OTWeTYWPI7JpJCGYJIxDvWzc+TzDW/89pH2TYkpwGiLSxsahAPU37/zaELpS5SfUWY+DoUEUV9Njag949o3TjdXV9MihevszGahUJ7P01w3mahmBxBdnbxosNng86iYobVgwwcuNMb7oHCKN52GZqQ5WeuMwKckgGy5KOjn1nXWq+KoKfNedXfTv/39ghOrrY0++8xnyDGaNYsiUcx2Hg6T81ZRQc5abe3wY8fRE26tn0iMttAcEC3y08DGSOdGYmSwEi0XGXLY2eEgI9DXh4BXwbJFOazurUNLpxtdnXmY0xbMm5PFogU6BD59AB2nqUno1fT3CyZkq1WEoevqyAgwQdYrr1AUJ5EQejI+HxXzAWRM8nkyMJwrnzdPdDwwRw/zx3DuHqB9wmF0pjx4pudQRHrzCBi7EEu04pqV30YySyvGo6pn4V8XngNnYyPtxy2zViu9IJiqntvRmRoeEIrApXUQbPCSSTLUTicZZ9bHMRrJyPILZB9r35SYAoy2uHSsnFnDvUQjEVFbk82KGp5kkn7a2sgmZDI0f5mSgdm6rVZBC8F1bf39wsHgmrV0mhZdfX1Q8nksiv0HXT3zsVk3AwFvAdZ8DKlQFsFsFRpQwMGuZigtSSCTFvpPXO/GQsDl5aK7a9s2wdfDzOMeD83vpiZKWX3yk9s7Lx4PjUFNDf3LNXRDMdnRkx0VmnOhd3PztLIx0rmR2DHicTIwM2cOLvQFiIW0UEBgoQ/LG6oQihqQ7o3DEorDZ9dBqWkU7c7ZrEgFqSpNrHicHCV2bhwOQe4Vi9EEDAQEg3BLC33OdSkdHeQMcUFcOExGyOEQBH2AYFstLd6LRKBVVGL1yw5ENCcay7aguWU9rvjnVciq5AAdNeNUXPGJ0+Cwtgs9HU5l6fU0HoAQ5eQ8PYerS4v0SjXA6upER0lrK+1XXi4YV3kF7ffTqnEfat+UmGSMp7h0LKv40peowUBzHBCLDHZyWC6B55JeLzhn+vuFFhPLmNhsdGzm08nn6fg2mxDWZSbjtjYEbDYsswaxWncoWjLz0AUvzIkezHFugYpZqCxXAdUg+GqY0ZiVvlkWIR6nl39Hh2hKKCujSDQTjVZXC4qJofORiUA9HrGwGUub/kRhpEJzq1XITkwzGyOdG4mRwcVtTOw1tCCttnZgRaOoefgrLYDPDmw1AOm8SK8wtTqvAOvqyCgZjWLisC5UKkWrJybGmjeP9uvqon14dVVTQ8fq6aHJyNGlpiZR85JMDoSqB8jArFb6vKoKobwLLUEDAo4Y1mxYgx/9/WoUNBUKgP/75MX45KyT0davIGTIwc9cNZxuKhSEQWQWVi52ZmXyoe2ygIjueL2URmPW5VKjxivopiaxbel307h9U2KSMdnFpaUv0bY2eoYNBkFoFwySc9PWJhwoTaM543LRfGpuFizfuZxwevr6yD7wXMtkaB9OafHcLHZIBipMWO7eiBB6kdbbYUmF4ay24BnMEukX7qCsrBTdWdEo2ZN8nuaZw0HXyOmxTIZsTGUlXSMvUlivrnQulzot423TnygMF4njMZ2GNkY6NxIjo1AQmkxcRFcKVs3lan/Oy8+cSROdDYjDQftu3UqppFJacw4H22xCWby9nZyZ+no6LrOeVlWRkWBmUjZ0sZgg/EokyHgzi3I+TxEfbtns7KRrjMWQ7tuKTLgG1mwPcvF+FDQVep0e1y27AYc0LoWqM6Ara0YaPUC0U5D+GY2Cc0fTqAWdic3YsHEb90hh5mJR9oBExFAYDGQwZ80afv9p2r4pMcmYiuJSflF3d9M88XhEnU1Li5ByKBREhJL5YLgo32IhG6BpZE/0eoqWcKFyOk3X2tUlorwsZslOjs0GxWKGPxcBkh2A14ucvnhfPT1ki1gLiokHZ86k43Gam1PL9fV07KoqobHFdq9QEGl2VkUfzmmZCO2/iUAp8eI0bhGXzo3EyGBDWBouLpVD6O+nSb7ffjQxS/PypbUiySQ5Fuy8MGldIkGOjKoCBxwguhS4swIQ9OSlBqKUJ4ZJwcrLyYhyNIdTYN3dZBRraqhAknl0IhFYwlGYDVVImVw4vPZQfOvob6ExsAAzyxuAXA6pnA5mnx2WSjfQ00nOWVkZGUC/n66TW8eHGqadhZl3toLm9tORcvTTtH1TYpIxXhbjsSIUomd01iwhellTI4rwueORmXy5hfzjj4XWHDtEbW00jzkiajQKRe7ublHgzxxTpSKVrPXGzho7Mcy5xTxYqRR9zvw5Lhc5Yn19wIEHkt1as0Y4O6WRjmSS7rO8nJyaHRVf76r230RimreIS+dGYmSUGsKqKnJO4nERkTEa6UU/NKIDbD+J+UXd1CQKhJlVlM8TjZJBYZXdeFyEipkMjJW/58wR3RSc22exO6aMZwHOigpqNS8vp/O2tgIOB3yVPsyI9GFDfg4avVl8pvGYgc4JrawcnREX5gV64dP6KD3GnRrsXM2cKfLVPB6jDTPvbAWtqvS5qg6/P5MNcleJhMRoMdnpkdKIACvbc1q5spK2aW0VbefJpIgMcx1eVRXNOVUlByYSIafBYCCemQ0b6DuOAsXjwhYwHw8zLDOpJkskALSYmjsX2LyZFj9Go4j0cq2P1yvqAD0e+iwSEe3ayST9breTreNFz1i4hVi4d6IdndEcc5q3iEvnRmLHYEPINOweDzkqLC63s3wsT6xwmP5/xBGi+K5QEFo0LFjHejFM6MfCl62tZExiMVGkWOokMSmfyQTsvz/9PxSi6Ep1tVADZ+VvRYGiFbDI24yudD029wcQSPTDmkgjlTGiU3XCW67DogUpKP4iF8aCBUK8cqQI1WjDzDtbQefz5JTl84M/T6fJoDK7s8VC47GXdzZITCEmOz1SGhHIZslOmEz0LHMEx2wWn2ezovaso0MwenPBMItSrl9Pnx92GD3zb79N8zqdFkXKHg8dhx00l0vQQbDUAkCpZI7stLYKlvREghYxvJiaO5ccrVCIagw7O+knFqN7KC8nh6aiYvvauaEY2vmYz4vCaNbK2tUupbF0V05VFG83QTo3EjvGUEPIE6aycvSTcGhul9k5UymKwrhcZKx6e4UYJiBUyS0WCk13ddHqbvZs+r6zk9JaJpOoheEcOgt9MnmfySRWZjbbwIosYAth2YwmrN5oR0vYhS6jC2aDinmVESyqDyFQZiYDVygMX1y3K2Hmna2ga2pofPh75tWIRITqeWl31V7c2SAxxZjM9AhzznDRcDotnB2/n87NbOIccWUKhVxO0EFEo8IWcFOC0Uhzd8ECSm8xw7nFQt/V1oqOzESCfq+tFfxSDE0jpyabFcR92Syln0Ihmku1tfRyTybJiQoEKJrU2Slq+lhJfGe2cCi3kKqSfZvIuTwecczdXeQ8iZDOjcTOMR5DWLrtSLldbrkEhDo3K3FXV9N3waDoelJVMo6lRbb5PBke1phiHZt4nM7n9YqwNJMQOp30nckE1NcjUGnD8ooYQvsB6ZweFqThm+2Foq+iY/b30+ptR8V143kxjGYFbbGI7zs7RYrQ6xXpqGnQ2SCxmzAZq3LmgenpoWeVSfQ6O2kuxmLkUPD5IxF6zlMpmv9cqBuL0VzV6eh4JpPgmbLZyMHp7aXvS6M/RiM5LrNnAwcdRHPKYBisU8XRmoYG0Q4dCglxTLOZPo/HBakfNyNwNIg18kYzhkO5hYJB0TnKvD1VVbs2l8cjjrmnFDlPAqRzIzF6jGYSDxcW5ZD00Nyu2UyrMDZQnFoCaDuPh5yZeJyMEBcKp1JCc4Yp2dlIxmJCcqGsjAxGIiFWJ1ar0H7iTi9FgeJywp/pEWR82YzofmCNKi6ankjszHHk77u7qe2e5S+6u4V6s8Wy13c2SEwjhEL0TJaXi5cli9l2dAxm4XU4aK7b7SJSkMmQM8FSC1Yr2QHmt+JaNLOZnKGi7AKcTtqO1c3r6ijqCoi5ZTAAq1fTeWfPFpEhLhJOpej/LHDJBcTV1YMlKDgSUjrXRprDQyPXQwV0ub6Q5+545vKudD7tSUXOEwjp3EhMHEYKiyYSoji4VCQOoJczi3E6naLoL5UiI+Z2C82aefPIGLH8QlWVELaz24VDxOkpjs4weZaqCoPicpEhdLvpO1YJLxX1tFoFMRg7ULzSm2jsLFff0yNWtkaj6FZLp0WL/F7c2SAxTcAvWSbc6+oip5xbvrmAmCkg6uooCuL309zt6qKmA52OPquuFurirAjObOVms1ARt9uFzlM6LZjBC4XB85UL9E0m0QVaqoHV1SUcG9aXYqdq5kwRAS6NhOyszmVo5HqogC53a/HcHU+X0kR0Pk0Dh6YU0rmRmDjsKCzKufehud1Uigyc1UpGjXVl/H4yDpw7BygdxWRbsRgZo1xO6E41NgpdKRapdDrp/PG44K2oqaE2UM7Ds9p4ZSVFdADRVcHRJs73s/r3VK5uQiEKpXu9os3VaCQD3t9Pq1Sfb6/ubJCYJih9ySqKIKGcMUN0FPb10RxsaqK51Ngo5lJlpZAC4IUIq4vPnk37JZN0DJZDYN6sbJa2s1ppEcIClMPBZCInptS5iUTouBYLXY9eL2xQezt9PnMm7c+REF747KjOZWhXEqfjuTMrnx+coh9Pl9I073waD6RzIzEx2FlY1OejAkFm+Bwut+v30++cBuJ/mfCvslI4IbGYEKN0uSgEzrnz5mYyOrNmCWfA56Ptcjn6fP58cd02G12b1UpGiVNo3HrOxYx6PbWg9vfTtlOhv8Lj6vXSWPT3D26955C2otC4TLPVl8RehtKXbKkGE0cUmCncZqOU0bZt5FR4vcIZcbspSsuOABci81zjtmxOL5eK1nLnJTMisyYeOx2xGF2HwUB1L1VV9H9mNwdEujyZFKksVvXmKClHQlgeZWd1LqVdSXx8nsvJpCiqBsbXpTTNO5/GA+ncSIwOO8vH7igsmsnQd4UCGQcuMuZVRKFA23AnVDZLZF6sR8NGjSMU3G3FbMjV1TShg0HaJxYjg+fzCeNWUUEOiaLQuTj3bDbT6gqg47tcdF3RqIjolJfT96xkzi2kU9GlVDquHo+oJ2IyxSIh4aD2VwmJ3YXSlyynZJhRWKcTNS0su8BM36ULnqoqkWIayea43cAhhwAffUQRGJ7L7Ei53eQQMX0EH5slYbjDKpkUiuPcnh2P03fcqchR22SSrt9sFtxb3KBQCraVvDjKZLbvSnK7hWwDC3ByO/t4u5SmcefTeCCdG4kdY7S8CcOFRZmThYvlVJUmcSBAhquvb/BxjUZB1lVeThEWFrBLpcjhYJ0agIygzUbX0dlJx+PCX79/cOomnSYjwqu50twzdwzodGQo9XohcMkOEiuZZzKiSHoqupRKx9Vi2Z5MUVXpvurq9urOBolpBH7JskacptFPNkvPqtdLCxHmuHI46MfjGSx4uzN4PMCiRTT3o1E6x9CIqsczeGHGvFGc4uW5FI/TXHI6RU0Qc28ZjWK+ZTK0fyIhotC8oCu1d4WCiB5VVND5hlJqcA0Rd3juapfSNO58Gg+kcyMxMsbCmzA0LJpOkwHjtE8+T6ulZJLqanji83HjcUr5BIPkKJQ6CxzC5ZVeWRmFkA8+mOpoNm+mYzKzqF4/mPyutBtBUYbPPbN2VabYJcWEXNyZZLNtHz4GJr9Laei4soPDBjsapXTUcCzREhK7A7y46OoSBHsccdU0YONGIUJbVSVI+oYW/472XLNm7TiyXPp7Nkv/Mkkgz6WyMprfPT1CK4ojR8zTo9eLlnTm4woGySYWCoPtHRcJRyLkfFmtI3clTWSX0jTtfBoP9p3qIomxo7RAmEnwTCb6nSM6peDVASt3p9PCKeD0DuvBdHXR/7mjorWVctodHcJIlMJmo22Zd4LBDhIXCdfXkxFiGQeADA2HxzmMzBOetayam0k7Kpul/cJh+j/TuycSIuxdCqNRpNwmC6Xjms0KcUAW8NvHws0SewF4IbBkCRUMOxw0/w0GWqhEo/QZ25aRbMpowbw0O3uRlxbtlu7r8QguK2ZF525NTmX7/SJiU1MjCPwSCXJiOLXOxdS5HDkamjb4voZe62ivfTLGYxpDRm4khsd4eBM4LNrZSc6KXi8mPPOx8IoilxOaMZom2redTjIE7e2DeSQMBjJMvEoCRFi7qkp0AzBLaVMTMaTOmEHHV1UyqKXOwEiRqXyePotGRc0LFy0PDe1ORReCDDdL7E0otR1cQBuJ0PPb00POQWktHWMio6AjRS44Zc6sw6UoLxdpomxWSMT4fLRoqqmh+V5VJa7b5xNyKJz2zufp+Ow06XSSg2o3QDo3EsNjvLwJnDbp7xdKv6UTmplAWXohn6e0itVKx+RwcSZDzkVpMW+hMLi9s9SAlnYfmM2C3I+JuDye7SUjRmpdr6oix8lmo/9zR8NwTsRUdSHIcLPE3oKhtoNtgtUq6lqy2e1ty0SoUI+2RtBs3r7wNpMhJ8blElFbdsLYSclkBi9kLBaqIezupuuOxUTHFy/ohqvzk5h0SOdGYnjsCm8Cc01wCzUjnSYjEI0KSQSmOGfSPI7qsIid203H4LZMv18cs9SADu0kYsE9ViKuqxtclzKayBQbskCAIjx7QheCdGgk9nSMZDt4vrNzPtR27GoUdDQ1gno9bVtdTXaoNBLKtWuplEiDly4iwuHhFzI2G9kIQESYS7fZBzlm9gRI50ZieOwKb8JI+3JeOp8nw5JIUMSFC37ZIBUKZGC4roSdoZkzBzsSpQZ0aCcRd2dVVZHhGRp1GUtkymqVaSEJidFipPnP/C6trbTYGGo7djUKOhptJY4Em83DR0LZQUomhT3aWYt26f0ObQvn+2JnSaampgzSuZEYGbvCmzB0Xy4cDgZF6oeZPUMhOqZeT05EICDaKjla09hIxshiEcWATic5PmxASzuJQiG6hlKRzVKMNTIl00ISEqPHSLYDEA4Ap6YmIgo62hrBoV2Fw+ksjWchM9L9ssOlqvT9SGkyiQmHdG6mM3b1RbwrhaxD900kqJjQ4aCCX4AiOFu20DFZsHLmTJG7rq0lR4e5bIbC6yUDOdSgsKAkh4pHGo/xRKakQyMhsXOMZDuqqkgaYSi53q5GQVMpmrO7oq1Ueu1jXcgMd7/cmGCxUB3Pjqg0JCYc0rmZjhhtUd1osCsRi9J9IxHqXmL+GIAiMqXOBdfbhEKC1bO2duS8ObML78z5Gmk8bDbJ6CkhMVnYke0YSq433kUDz+2+PurS5LoYLuZljKfuZazXNPR+g0FhjxhTRf4pIZ2baYexEO8xRmNkdiViYTbTyoW7EGw20WpZX0/X2tVF20YidH0zZtDv2SztP1zeHNi587Wz8RiOol3W0khITBx21aaMZm47nRQV6usTjOSlLdsciR0uSjvRYGK+bHZsVBoSEwrp3Ew3jKaojlcLExnh2Rl0OjpuOEzGR6cTHVNc+Gu10nX6/UKXpTSMPFLeHBjZQOxsPJJJWUsjIbEnYmf2aejc9nqFblw8TvObifemOhI7XioNiQmDdG6mE8ZCvKdpY4/w7ArMZqIrZ1kEPk+hIFh/mf/CYKDthraLjtUgjIeIUEJCYvdjZxHXsrLt53Zpx2Q4LJoXShXFS5mJJwIjLYp2hUpDYkIgnZvphLGsFpjddyrzwdxRkE5TLQ0rfTOLqc9HPDjM8DlUx2msBkGuniQk9k7sLOLa2zv83GYHx+Mh21JXt71kykRgZ1GlXaHSkJgQSLdxOqF0tTAc2DnI5UYf0ZhIcEcBGyybTRgnv19oPgWDw+s4sS7UaPPmox0PuXqSkNhzMJqIazJJTsVIc1uno+3GKsQ5GnBUKRwmO8WLsHBYRJuA4TXhuLtTNixMOmTkZjphtKsFFnvcHRGNoQXADQ10XbEY1eJYrULDSacjgzDeDia5epKQ2PswmoirXk/2IJGY+rk92rpGqQm3WyGdm+mG0RDvKcruzwez0bFaaeVTmrtmFd2RDMJY8ua7QkQoISEx9RhtvYrfT+mp4ea2opBtmeh6urHW8Unyz90G6dxMN4x2tbCnRTSGnmuiDIJcPUlI7D6MZw6PNuLK6aChxHn5PDUldHZOfAfoeOv4pEMz5ZDOzXTEaFYLe0NEY6IMglw9SUhMLXaVZmK09ql0bieTwqHZmXDmeCG7oPYaSOdmOmNHL/CJjGjsLU7DnnxtEhLTBeMhEh2Ksdons5kI/DRtdMKZ44Ws49trsEe4l/fddx/q6+thsVhw+OGH46233trh9n/+858xf/58WCwWHHDAAVixYsUUXek0A6966utJYLK+XhTCjQbpNNDRATQ3A1u30r8dHaJbQEJCYt9DacGtyUT1LyYT/c4RndFgLPZptLUw2ex470pAdkHtFdjtzs0f//hHXH755bj++uuxevVqHHTQQTjxxBPR3d097PavvfYazjnnHFx00UVYs2YNTjvtNJx22mn44IMPpvjKpxHMZiq+G8tqY7TtkBISEvsOxlJwO1qMxj6NphZGVSemA7SU0iKToS7PTIZ+l2KYewx2u3Pz05/+FF/5ylfwpS99Cfvttx8efPBB2Gw2PPLII8Nuf/fdd+Okk07CFVdcgQULFuDGG2/EokWL8POf/3yKr3wfx0StziQkJKYPptLJKMVUc1rtatRbYtKxW2tustks3n33XVx99dUDn+l0Ohx33HF4/fXXh93n9ddfx+WXXz7osxNPPBFPP/30sNtnMhlkSlYJ0WgUAJDL5ZCbYCpuPt5EH3ePQzYrBC5VdfvvmXnY7Z4Uobp9Zpx3M+Q4Tw2m1Tiz05JODz/3OS1UKEysFIJOR6SgkcjwjMSxGODxIKcoACZwrEslYqbD32+CMFnP9FiOt1udm97eXqiqisrKykGfV1ZW4uOPPx52n2AwOOz2wWBw2O1vvfVW/PCHP9zu8+effx42m22cV75jvPDCC5Ny3L0OmzZN6uHlOE8N5DhPDfapcZ5k27Az7FNjvRsx0eOcTCZHve2075a6+uqrB0V6otEo6urqcMIJJ8Dlck3ouXK5HF544QUcf/zxMI4Ulp0OyGaBbdsoBz7S6iyTAWbOnLTIzT4xzrsZcpynBtNunDMZaizIZITESi5HHU9mM6VvJqubKJOhur+hLejFDqZpN9Z7KCZrnDnzMhrsVuemrKwMer0eXV1dgz7v6upCVVXVsPtUVVWNaXuz2QzzMBPJaDRO2sM9mcfeI2A0Uug3HB5eu4VrcUYqKpywy5jm47yHQI7z1GDajLPRCMyYIdq4MxnBKDzZxJlGI+Bw7JSeYtqM9R6OiR7nsRxrtxYUm0wmHHrooVi5cuXAZ4VCAStXrsTSpUuH3Wfp0qWDtgco9DXS9hKTBNkOKSEhMRJ2d8HteDpAJaYVdnta6vLLL8cFF1yAxYsXY8mSJbjrrruQSCTwpS99CQBw/vnno6amBrfeeisA4Fvf+haOPvpo3HnnnfjsZz+LJ554Au+88w4eeuih3Xkb+x6krIGEhMTOIJ0Lid2E3e7cnH322ejp6cF1112HYDCIgw8+GM8+++xA0XBLSwt0Je17RxxxBB5//HFce+21+P73v485c+bg6aefxv7777+7bmHfhZQ1kJCQkJDYA7HbnRsAuPTSS3HppZcO+92qVau2++zMM8/EmWeeOclXJTFqSIdGQkJCQmIPwm4n8ZOQkJCQkJCQmEhI50ZCQkJCQkJiWkE6NxISEhISEhLTCtK5kZCQkJCQkJhWkM6NhISEhISExLSCdG4kJCQkJCQkphWkcyMhISEhISExrSCdGwkJCQkJCYlpBencSEhISEhISEwr7BEMxVMJTdMAjE06fbTI5XJIJpOIRqNScXYSIcd5aiDHeWogx3nqIMd6ajBZ48zvbX6P7wj7nHMTi8UAAHV1dbv5SiQkJCQkJCTGilgsBrfbvcNtFG00LtA0QqFQQEdHB5xOJxRFmdBjR6NR1NXVobW1FS6Xa0KPLSEgx3lqIMd5aiDHeeogx3pqMFnjrGkaYrEYqqurBwlqD4d9LnKj0+lQW1s7qedwuVxy4kwB5DhPDeQ4Tw3kOE8d5FhPDSZjnHcWsWHIgmIJCQkJCQmJaQXp3EhISEhISEhMK0jnZgJhNptx/fXXw2w27+5LmdaQ4zw1kOM8NZDjPHWQYz012BPGeZ8rKJaQkJCQkJCY3pCRGwkJCQkJCYlpBencSEhISEhISEwrSOdGQkJCQkJCYlpBOjcSEhISEhIS0wrSuRkj7rvvPtTX18NiseDwww/HW2+9tcPt//znP2P+/PmwWCw44IADsGLFiim60r0bYxnnhx9+GEcddRS8Xi+8Xi+OO+64nf5dJAhjfZ4ZTzzxBBRFwWmnnTa5FzhNMNZxjkQiuOSSSxAIBGA2mzF37lxpO0aBsY7zXXfdhXnz5sFqtaKurg7f/va3kU6np+hq9068/PLLOOWUU1BdXQ1FUfD000/vdJ9Vq1Zh0aJFMJvNaGxsxKOPPjrp1wlNYtR44oknNJPJpD3yyCPahx9+qH3lK1/RPB6P1tXVNez2r776qqbX67U77rhD++ijj7Rrr71WMxqN2rp166b4yvcujHWczz33XO2+++7T1qxZo61fv1678MILNbfbrbW1tU3xle9dGOs4M7Zu3arV1NRoRx11lHbqqadOzcXuxRjrOGcyGW3x4sXa8uXLtVdeeUXbunWrtmrVKm3t2rVTfOV7F8Y6zo899phmNpu1xx57TNu6dav23HPPaYFAQPv2t789xVe+d2HFihXaNddcoz355JMaAO2pp57a4fZNTU2azWbTLr/8cu2jjz7S7r33Xk2v12vPPvvspF6ndG7GgCVLlmiXXHLJwO+qqmrV1dXarbfeOuz2Z511lvbZz3520GeHH3649rWvfW1Sr3Nvx1jHeSjy+bzmdDq13/zmN5N1idMC4xnnfD6vHXHEEdovf/lL7YILLpDOzSgw1nF+4IEHtIaGBi2bzU7VJU4LjHWcL7nkEu3YY48d9Nnll1+uHXnkkZN6ndMJo3FurrzySm3hwoWDPjv77LO1E088cRKvTNNkWmqUyGazePfdd3HccccNfKbT6XDcccfh9ddfH3af119/fdD2AHDiiSeOuL3E+MZ5KJLJJHK5HHw+32Rd5l6P8Y7zj370I1RUVOCiiy6aisvc6zGecf773/+OpUuX4pJLLkFlZSX2339/3HLLLVBVdaoue6/DeMb5iCOOwLvvvjuQumpqasKKFSuwfPnyKbnmfQW76z24zwlnjhe9vb1QVRWVlZWDPq+srMTHH3887D7BYHDY7YPB4KRd596O8YzzUHzve99DdXX1dhNKQmA84/zKK6/gV7/6FdauXTsFVzg9MJ5xbmpqwksvvYQvfOELWLFiBTZv3oyLL74YuVwO119//VRc9l6H8Yzzueeei97eXnzyk5+EpmnI5/P4+te/ju9///tTccn7DEZ6D0ajUaRSKVit1kk5r4zcSEwr3HbbbXjiiSfw1FNPwWKx7O7LmTaIxWI477zz8PDDD6OsrGx3X860RqFQQEVFBR566CEceuihOPvss3HNNdfgwQcf3N2XNq2watUq3HLLLbj//vuxevVqPPnkk/jXv/6FG2+8cXdfmsQEQEZuRomysjLo9Xp0dXUN+ryrqwtVVVXD7lNVVTWm7SXGN86Mn/zkJ7jtttvw4osv4sADD5zMy9zrMdZx3rJlC5qbm3HKKacMfFYoFAAABoMBGzZswOzZsyf3ovdCjOd5DgQCMBqN0Ov1A58tWLAAwWAQ2WwWJpNpUq95b8R4xvkHP/gBzjvvPHz5y18GABxwwAFIJBL46le/imuuuQY6nVz7TwRGeg+6XK5Ji9oAMnIzaphMJhx66KFYuXLlwGeFQgErV67E0qVLh91n6dKlg7YHgBdeeGHE7SXGN84AcMcdd+DGG2/Es88+i8WLF0/Fpe7VGOs4z58/H+vWrcPatWsHfv7nf/4HxxxzDNauXYu6urqpvPy9BuN5no888khs3rx5wHkEgI0bNyIQCEjHZgSMZ5yTyeR2Dgw7lJqUXJww7Lb34KSWK08zPPHEE5rZbNYeffRR7aOPPtK++tWvah6PRwsGg5qmadp5552nXXXVVQPbv/rqq5rBYNB+8pOfaOvXr9euv/562Qo+Cox1nG+77TbNZDJpf/nLX7TOzs6Bn1gstrtuYa/AWMd5KGS31Ogw1nFuaWnRnE6ndumll2obNmzQ/vnPf2oVFRXaTTfdtLtuYa/AWMf5+uuv15xOp/aHP/xBa2pq0p5//nlt9uzZ2llnnbW7bmGvQCwW09asWaOtWbNGA6D99Kc/1dasWaNt27ZN0zRNu+qqq7TzzjtvYHtuBb/iiiu09evXa/fdd59sBd8Tce+992ozZszQTCaTtmTJEu2NN94Y+O7oo4/WLrjggkHb/+lPf9Lmzp2rmUwmbeHChdq//vWvKb7ivRNjGeeZM2dqALb7uf7666f+wvcyjPV5LoV0bkaPsY7za6+9ph1++OGa2WzWGhoatJtvvlnL5/NTfNV7H8YyzrlcTrvhhhu02bNnaxaLRaurq9MuvvhiLRwOT/2F70X497//Pay95bG94IILtKOPPnq7fQ4++GDNZDJpDQ0N2q9//etJv05F02T8TUJCQkJCQmL6QNbcSEhISEhISEwrSOdGQkJCQkJCYlpBOjcSEhISEhIS0wrSuZGQkJCQkJCYVpDOjYSEhISEhMS0gnRuJCQkJCQkJKYVpHMjISEhISEhMa0gnRsJCYkJh6IoePrpp3f3ZewQq1atgqIoiEQiu/tSJCQkJhjSuZGQkBgVLrzwQiiKAkVRYDQaUVlZieOPPx6PPPLIIB0kAOjs7MSyZct205WODkcccQQ6Ozvhdrsn9Twvv/wyTjnlFFRXV+8VTp+ExHSAdG4kJCRGjZNOOgmdnZ1obm7GM888g2OOOQbf+ta3cPLJJyOfzw9sV1VVBbPZvBuvdOcwmUyoqqqCoiiTep5EIoGDDjoI991336SeR0JCQkA6NxISEqOG2WxGVVUVampqsGjRInz/+9/H3/72NzzzzDN49NFHB7YrjVA0NzdDURT86U9/wlFHHQWr1YrDDjsMGzduxNtvv43FixfD4XBg2bJl6OnpGXS+X/7yl1iwYAEsFgvmz5+P+++/f+A7Pu6TTz6JY445BjabDQcddBBef/31gW22bduGU045BV6vF3a7HQsXLsSKFSsADJ+W+utf/4qFCxfCbDajvr4ed95556Drqa+vxy233IL//d//hdPpxIwZM/DQQw/tcMyWLVuGm266CaeffvpYhlpCQmIXIJ0bCQmJXcKxxx6Lgw46CE8++eQOt7v++utx7bXXYvXq1TAYDDj33HNx5ZVX4u6778Z///tfbN68Gdddd93A9o899hiuu+463HzzzVi/fj1uueUW/OAHP8BvfvObQce95ppr8N3vfhdr167F3Llzcc455wxEkS655BJkMhm8/PLLWLduHW6//XY4HI5hr+/dd9/FWWedhc9//vNYt24dbrjhBvzgBz8Y5LQBwJ133onFixdjzZo1uPjii/F///d/2LBhwzhGTkJCYtIw6dKcEhIS0wI7UgE/++yztQULFgz8DkB76qmnNE3TtK1bt2oAtF/+8pcD3//hD3/QAGgrV64c+OzWW2/V5s2bN/D77Nmztccff3zQeW688UZt6dKlIx73ww8/1ABo69ev1zRN0w444ADthhtuGPaaWd2YVaDPPfdc7fjjjx+0zRVXXKHtt99+A7/PnDlT++IXvzjwe6FQ0CoqKrQHHnhg2HMMRem4SEhITB5k5EZCQmKXoWnaTmtXDjzwwIH/V1ZWAgAOOOCAQZ91d3cDoDqVLVu24KKLLoLD4Rj4uemmm7Bly5YRjxsIBABg4Djf/OY3cdNNN+HII4/E9ddfj/fff3/E61u/fj2OPPLIQZ8deeSR2LRpE1RVHfZ8iqKgqqpq4HwSEhJ7BqRzIyEhsctYv349Zs2atcNtjEbjwP/ZERr6GXddxeNxAMDDDz+MtWvXDvx88MEHeOONN3Z6XD7Ol7/8ZTQ1NeG8887DunXrsHjxYtx7773jvc3tzjf0uiUkJPYMSOdGQkJil/DSSy9h3bp1OOOMMybsmJWVlaiurkZTUxMaGxsH/ezMiRqKuro6fP3rX8eTTz6J73znO3j44YeH3W7BggV49dVXB3326quvYu7cudDr9eO+FwkJiamHYXdfgISExN6DTCaDYDAIVVXR1dWFZ599FrfeeitOPvlknH/++RN6rh/+8If45je/CbfbjZNOOgmZTAbvvPMOwuEwLr/88lEd47LLLsOyZcswd+5chMNh/Pvf/8aCBQuG3fY73/kODjvsMNx44404++yz8frrr+PnP//5oA6t8SAej2Pz5s0Dv2/duhVr166Fz+fDjBkzdunYEhISw0M6NxISEqPGs88+i0AgAIPBAK/Xi4MOOgj33HMPLrjgAuh0ExsI/vKXvwybzYYf//jHuOKKK2C323HAAQfgsssuG/UxVFXFJZdcgra2NrhcLpx00kn42c9+Nuy2ixYtwp/+9Cdcd911uPHGGxEIBPCjH/0IF1544S7dxzvvvINjjjlm4Hd2zC644ILtOrEkJCQmBoqmadruvggJCQkJCQkJiYmCrLmRkJCQkJCQmFaQzo2EhISEhITEtIJ0biQkJCQkJCSmFaRzIyEhISEhITGtIJ0bCQkJCQkJiWkF6dxISEhISEhITCtI50ZCQkJCQkJiWkE6NxISEhISEhLTCtK5kZCQkJCQkJhWkM6NhISEhISExLSCdG4kJCQkJCQkphWkcyMhISEhISExrfD/Aa4huxYzIKJIAAAAAElFTkSuQmCC", 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot SOM history to see how it evolved over time!\n", "plot_2D_SOM_weights_plus_data(SOM_grid_dim, som_model_simple.som_save_state,\n", " save_schedule[:10],\n", " False)" ] }, { "cell_type": "code", "execution_count": 21, "id": "13e172f1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# There seems to be a bit of an issues of twisting SOMs with\n", "# The cSOM we will leave it at that\n", "plot_2D_SOM_weights_plus_data(SOM_grid_dim, som_model_simple.weight_cube,\n", " is_single_cube=True)" ] }, { "cell_type": "markdown", "id": "0091a9fc", "metadata": {}, "source": [ "## cSOM diagnostics" ] }, { "cell_type": "markdown", "id": "025f5caf", "metadata": {}, "source": [ "Here I will show some of the diagnostic tools that are built-in to the SOM class. These can be helpful to find issues if you beileve the trained SOM is not adequent" ] }, { "cell_type": "code", "execution_count": 22, "id": "f876c8f3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1502., 947., 1379., 91., 1363., 1166., 1433.],\n", " [1028., 631., 967., 65., 823., 547., 1018.],\n", " [1314., 943., 1090., 78., 1303., 1011., 1220.],\n", " [ 125., 78., 39., 33., 36., 16., 44.],\n", " [1561., 783., 1302., 39., 1208., 863., 1256.],\n", " [1019., 635., 864., 16., 951., 671., 969.],\n", " [1358., 1001., 1207., 57., 1637., 902., 1412.]])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Shows the number of time each neuron won the BMU\n", "som_model_simple.weight_cube_history" ] }, { "cell_type": "code", "execution_count": 23, "id": "e73d2460", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n", " [0. , 0. , 0. , 0. , 0. , 0.5, 0.5],\n", " [0. , 0. , 0. , 0. , 0. , 0.5, 1. ],\n", " [0. , 0. , 0. , 0. , 0. , 0.5, 0.5],\n", " [0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n", " [0. , 0. , 0. , 0. , 0. , 0. , 0. ],\n", " [0. , 0. , 0. , 0. , 0. , 0. , 0. ]])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Shows the update radius at each step, the cSOM is normally limited\n", "# To only updating the emmidiate neighbors\n", "som_model_simple.save_neighborhood_function[:,:,4]" ] }, { "cell_type": "code", "execution_count": 24, "id": "284d3352", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'bais matrix values')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zrm6A87mgCSANDQ0NDWAucFbOi8iFOvXpAuJonnq0dNY0cwC9YMLcJmBb58ey0nvBYkdVFWS5hCyXqVQmKRQOk0w9TTa7Z1HLjk5nxOe7ixb/q7HZOrFYQlitbVekfs6lQKnJ1CYKiCNZalNF6jNFlGJ90bE6mxHjSg9Kt4uZkIWjsSJDBybJ7KxzYCrLeGpxy5vFqCfstrK21cXPbYxwZ38LLpsRUMhkdpHJ7KBQOMJQfIJj9fQiVh0wGJy4XBuwWloxWxpp+y7XRgTnegyGS1Mk8kqiCSANDQ2NGwRVUamN5ajHyqiSiirJKIU6UrpKPVFGzooLs4ROx6jD0tkoFmjwWjF6regFEwaXGYNw/j2vVFVGUWpUKhMUiwNUKhNUxVlSqWcQxeiS8yzmEC73ZpzONbjdW/C4b70ubsDNgo3jeaSsSG2q0Ej1n8gveN11Jj2mdgHVZ2HMBAMlkZ2JPE8nslQPpOHA0uuYjXq29/pZFRa4rdfH2lY3IZcFnU6HKCYQxVkKmaeZGT9IMvU0tVp80evodAYEYQOBlvvwerchCBuvaI2iy80r55loaGhoaDRRqhJSsoKcryElytRmS4jDWZTC4paF0zG4G8GyxqAdc4eAtc+DwWVGZzNeULyOqsqIYoxC4Sj5wkGKxQHK5TEqlTFUdXnLksUcwu7ow+e7E4/7ZlyuTej1pmXnXCuosko9WkIczVEdTFObLKBWF3++ersRfbeLfIuVo1Kd54tlDsYyDI+XkJdoP9HitLA63Eg9D7usBF0Wtvf58TssGE4LHhdrSSan/o3Zme9QLA0uuI7B4MDnuwu3ezMOe//JBqptGI3CNRHwfbnQBJCGhobGdYiqqEiJMlKy0mjkma6iSgpKsY6UqizpQsGox9rvQWcxoDPo0NtNjZYGrU6MfmujMvIFpJcrSp1SaQhRnKVWT1OpTFAuj1IsHlu29UMDPU7nagRhLSajG5drI37/3RgMDnS6i28yeiVQZRUpXUFKVpASFcoHE9RnS4ta1AxuM6awAyVk5+VChafiOR5LF8geXVhjByAoWNjY7ua2Xj83dXlZ2+rCbNA3M7GgYV2S5TKiOEM2O0O1Mkkuf4BsdheVyvysN6PRg93ejcu1AY/7Fvz+V1837sJLiSaANDQ0NK5xVFWlPl1EHM4i52qI43nq08WzztM7jOgd5kZqecSB+WQ7A731wj/6T6U9l8tjFIuDlCtj5PP7KZVOnGWmDqs1gtt9Ey7XJqzWCE7HSszmIHq95bpzrSg1mdpYnupAGnEkRz1eXrRRqM5swBi2I7Y5KLQ7OFars2Myw/7JJCODC1tlWIx6NrV7uK3Xx4Z2D6tCAp3+xbPSCsUBMukXyGR3UygcWbLeDoDDsYJw6C2Eww9gtUYu/Im/gri+3nEaGhoaNwByoUblaIrqQJr6yVYQi6KjUSgw0HBV6R0mdGY9poAdg9eCwWlefN45oCh18vkDZDI7SWd2UqulUJUaYi2xZDaQXm/Gbu/FaHRjMQdwOtc0O5lbLEH0+gvfz9WimZEVbbgQ5ayInKkipRZJszfo0PmslE160n4ze4wK/zWZZmQyg7pE6aGI28qvbetke5+f/oCAawk3oyyXKRSPkc3sIZvbTTa7F1leKIL1eisWSxibtR2Hox/BtYEW/91XtVDjtYomgDQ0NDSuIlJOpDaWb/S8SlaoTRcbwchnYtBh6XVjCje6b1t6PZiCtkvQsbxxYxXFONnsbnLZvdSlLLVaaslaOjqdGbu9u3mTtdt78HhuxWbrRKe7uHYUVxtVVZHTVWrTRYo7Z6iNLsyGOoVs1pNusTDhNLBHrvOjqQzZxMmU/Jn5Y00GHX6HBb/TzG29fjZ1eNjS4aHda1tS8GSyu0mnnqNQOEK+cABFWSiEBWEdXu/t+Ly3IwjrrplCjdcDmgDS0NDQuAKoioo4mkMczjb7MknJpWN1TGE7ln4v1lVejD4rBrcFnfFixU6VTGYnudxequIslcoUhcIhFGURwQXo9RZcwkZaAvchONdiMFgxGJzY7V3o9dd+1tXZUCWlEbOTriKO5anPNHqQLRCgBh1ywEZCMPJiqcLhTJndlSrpmrpA6AC0e22EXFa6/HZWhwXuXxem02dfVphIUolk6kmKhWPkcvvI5fejqvPfG3q9DUFYh9u9Bb/vrpOCx3MJXokbk2tCAH3+85/nU5/6FNFolE2bNvHZz36WrVu3Ljn+O9/5Dh/5yEcYGxtjxYoVfOITn+CNb3xj8/F3v/vdfPWrX5035/777+exxx67bM9BQ0PjxkZVVaREBSlTRRXlk4UCxUaF5KkicqYKS2SYG7wWTBEn5oiz0QaiU7go95WqqlSrk1QqU5TLIxSLA1TFGTKZ3Yu6r4xGF3Z7DxZLmEDgddjtPRgMdhz23uveonMmSrlO5XCK0stxamO5Jf8mNZeJIYeB/5SqPJXIUYvm4IzM/L6Agw6fnZBgpUUws62nEaTstCx+a20EKhebwrNSmaBYOkG5PEqlMomqzrfwGI1uAoHX4hI24PbcgtOxSrPuXEKuugD69re/zcMPP8yXvvQltm3bxqOPPsr999/P4OAgwWBwwfgdO3bwq7/6qzzyyCP83M/9HN/85jd54IEH2LdvH+vXr2+Oe/3rX89XvvKV5rHFcv1/W9HQ0Li6qHUFuVxHKTeaTdYmCtSnCg0rQkZcNAh2Hnod1lVeLD1u9DYjBk9D+BgcF5bWLUkFKtVpqpUpxFqcamWSTHY3pdLQovEh0Egr93i34rD3Y7W2YrW24Xbfct0FIZ8r9WipETQ+U6Q6mFnUuqP3WUnYDOyRauzPV3iuWCaXV+E075dRr6M/6GRtxMWbN0ZY3+YmICx/XxHFGPHETymXRykUDlMqDS9ZtRrAZPLi992N4FqP17MVp3OtJnguIzpVVc/yP/bysm3bNm699VY+97nPAaAoCh0dHXzgAx/gz/7szxaMf/DBBymVSvzoRz9qnrvtttvYvHkzX/rSl4CGBSibzfK9733vgvaUz+dxu93kcjlcLtcFXUNDQ+P6RFVV1KqMlBURR7LUp4rUJhqF65YtEghg1GH029BbjehtRkxhOzqrEVOLDVO7cLJY4IXV0alWZ1HVOlUxyuzsf5LPH6JcHlpyjk5nxGptx2IJIQhrsdk6cdj78Hq3Xzep5eeDnBcb5QBSFWoTBaR0tVEaoCItHCyYmA5a+ZdigSfjBeqL3AbdNhN39rdwe7+frd0+uvwOzGdxQaqqSi63l1LpBIXiUaLR7yHLCyszGwwOnI6V2Ozd2KwdCMI6bPYu7LaeV6wQvVKcz/37qr7StVqNvXv38sEPfrB5Tq/Xc99997Fz585F5+zcuZOHH3543rn7779/gdh5+umnCQaDeL1e7r33Xv7mb/4Gv3/xZmyiKCKKc98K8vmlg940NDReGSiijFKsUZssUD2eoR4vo5TqKMU6an3xztoA6EBnMWJwmzF6rVhXeDD4bRj9VoweKzrTxYuLSmWSeOIxqpVparUkudw+xFps0bFGo3BS6ASxmEM4natxuTcjOFe/IuJ0luJUDFV9pkj1RJbqwOI1dFQdlP0WEjYDe/Uy35rNMFuQoDB/XIvTwhvWh3nVygAb2tyE3daz7qFanSGVfu5kXNV+RHFmQWFHq7WdQMt9OIU1OOy92O29WtzONcJVFUDJZBJZlgmFQvPOh0IhBgYGFp0TjUYXHR+NzjlnX//61/MLv/AL9PT0MDw8zIc+9CHe8IY3sHPnTgyGhf7sRx55hI997GOX4BlpaGhcy6iKSua7JxrpzJnFA39PoTMbMPqtWPo8WPo9mAI29DbjBVdDPhNJKiKKcSqVcSrVKUqlE+SyL1GpTi5qNYBGrE4jMHkDra2/iNtz8zXd1PNSopTrVI6mkRJlxLE8tfGFX1QLNgMxExxWZYZliaPlKpOqQjm58Hq9AQevWxvmrVvaCLusuO1LuyFVVaFcHiWXe5lM9sWTMTsT1OsLRZdeb8btugmHcxUez60EA697xcVRvVJ4RdrafuVXfqX5+4YNG9i4cSN9fX08/fTTvOY1r1kw/oMf/OA8q1I+n6ejo+OK7FVDQ+PKUd4bo/zSaZYUow6jz4alx4W5y4XRY0EvmDG4zOiXCGQ9V8RaknotRb2eaVRGLo9Rl3JUqzPk84eoVieXma3D6VyF17u9WdPF57vrhqnWq6oq9dlSI1uuWKM2mqM6mFlgmUsbYUaWOaBKvIDEwYoMi5Qo6vLbWREU6As4uL2/hZuXCFRWVZViaZBi4RjF4jFEMUapPEK5PLxkppzV2kaL/158/ruw27qxWtswGM5uPdK4+lxVAdTS0oLBYCAWm2/ajcVihMPhReeEw+HzGg/Q29tLS0sLQ0NDiwogi8WiBUlraLzCUWWFzH/OVStu/chtFxx8vBiyXCGT2Uk+f5Bo7PsL2g8sRiNOpw27vQeHvQ+nsBaXsB6LJYzR6Lxke7vWUaoS4lCWerxMbaqIOJJdtGdWRq+yW6kzgMLz1JmV5mJ3/A4zr+tqYV3EzcqQkxbBQsBpodNnn9cyAkBRamSzL1EoHGmUAyiPUaunKZWGlgxS1umMOBwrcLk24vXchs3WjsOxAqNRuLQvhsYV46oKILPZzM0338wTTzzBAw88ADSCoJ944gne//73Lzpn+/btPPHEEzz00EPNc48//jjbt29fcp2pqSlSqRStra2XcvsaGhrXEYl/OtT8PfA7Gy9Y/Ii1JFOTX6VcGaNeSyPJBaR6gao4u6Bui8nkw2BwYDa3YLO1YzYHMJt8WG3t+LzbMd8g7qvTUWoyUqyMOJqjPluinihTn1qYsVZH5RgyOVQmUHgeicOKjAqsCDrZ3hZgbcTFpg4PK4PCsi4sWS5TKBylUp0ik95BLP6TJatZ63QGHI5VuF2bsNm7TsZVrcJu77kuK1lrLM1Vd4E9/PDDvOtd7+KWW25h69atPProo5RKJd7znvcA8M53vpO2tjYeeeQRAP7wD/+Qu+++m09/+tO86U1v4lvf+hYvvfQSX/7ylwEoFot87GMf421vexvhcJjh4WH+9E//lP7+fu6///6r9jw1NDSuHsmvH6U21ogZMXgsWLrdZ51zykpQKh1vurOKpePk8/uXnGM2B3C5NuHz3UFr+K2adQCQ0lXK+2LUporUZ0vIucVdSTEUDiEzjsxBZI4gU9NBT4sDv8NGxGHiHatD3LsmSItzeYu9qqpkMjtIpZ6hUDxKNvvSAnFqMDgRnGtOVrLuPSlSO3A612gurBuEqy6AHnzwQRKJBB/96EeJRqNs3ryZxx57rBnoPDExgV4/l1Vx++23881vfpMPf/jDfOhDH2LFihV873vfa9YAMhgMHDx4kK9+9atks1kikQive93r+Ou//mvNzaWhcQOSe3yc6pFU8zj8v26Z97ii1KnVEiQS/0My+RS1ehJJKlGrxRZtPQBgsYQJhx/A6ViJwWDHZPJiNLpwOPpu6IBXVVGRc436SLXJAoXBNLrEQktLAZUTyIygMHhS7Eyg4HOYWR0W2Nbh4U9XBtjS6V029VxRJKrVSUrlESqVCXK5fVTK45QrY8jy/EajDYHTicPeTzD0Jnze21+R5QA0zp2rXgfoWkSrA6Sh8cqguHuW7HfnauW0/e0dFCvHiUW/TzrzAsXi8QWWgdMxGt24hA3Y7J0YjW5stg68nq3YbN1agTqgnihTOZikOpqjMlvEUFqk5g4wgsz/UOcEMkMoKDYjq1oFWt02VocFNrS7WR124XOc3cVUqUySzb5EIvFTUulnlhSpOp0Jr2crfv/d+Hx34nCs1P5mVwFZkYmX4xxLH2M8P85kYZLh7DCThUkeXPUg79v0vku63nVTB0hDQ0PjcqEq6jzx4/vDfp7feQe1WnyR0Tqs1git4bfhcm3AZPJgMDiw2/u0wnSnUU+UqU836u6UhzJwWpf60+1eo8gMo/AyEhmvmdUbQmwJCby7w02bx47VpF9WjCiKhCyXEcVZKtUpspldlMojlEonqFan5o3V6Uwn23iEcDpW4nbf3CwqaDBoVv8rRbqa5mjqKNOFaU5kTxArx9gb3UuhXlhyTkkqLfnYlUD7n62hofGKQ5VV4p9/uXkc/pNb2D/2znniZ8WKD+Pz3YnFHMRgcGhC5wxUSaE0UyQ1kCI7mMaUquKqLiwQeZBGCvq4CfztLvq6PQS9Nm5pc/NGwUJAsJyT5UUU4+TyL5NI/A+JxM+WbOUBjQ7oLtdmWsMP4HJtuqHdjlcDVVWpSBW+c/w77IvtYzAzyHRxesnxOnS0OdtY6V1Jl7uLTqGTsCPMGt+aK7jrhWj/4zU0NF4xqLJC9USW1L8eaZ4zhuxEK/9JLrcPaMSC3L79Wc06cAYjUzlmds1Qmypiy9doLSkYaVh2Tq+hP4LMMWT2IDHrNLJ2VQu/tq2TDW1ujIZzj6kpl0cbQcqFIxQKRyiWBheM0enM2GxtuIRNCK712G3dOBx92GydF/18Nc6dnJhjJDfCwcRBjiSPsD+xn9nS7IJxHUIHnUInfZ4+wo4wq32r6XZ147P6MOivPZGqCSANDY1XBKqqMv3nL8w7VwwdZHbLF1COV5vntt/2xA0tfpSqRH22RC5VIT6SoTSWp5at0q7o6GahpeYoMmMOPYYOATVsx+K2sCXs4j0dnrP2xjpFvZ6jXB4lnz9AMvUU5dIwVXHmjFE6bLZOXK5NhENvwee7HZ3OrMXtXGFqco0XZ1/khekXGEgPECvHlrTuCCaBX1z5i2xt3cpq32pabNdXWQdNAGloaFz31KYKxD+3v3msF8ywocC08+/hNK/NHbc/d0MVGKzLCtGJHLNjOcSpAsJEEX9Basocz8kfaAiZhAEmfSaMfitqm5OO1X5e2+45LxFSqUxSKg8Ti/2QcnmUanWGWi2x6Fi7vZ9g4LXYHf34fXdhNi/er1Hj0lNX6gymBzmaOkqykiRWjjFVmOJg4iBVubpgfNAWpMvdxfqW9az2rmZr61a8Fu81adk5VzQBpKGhcV1Tj5fniR9TuxPz2+vse3kuu2Tt2k8TCr7xFV3IriRKTGbKPLV7itzxNJ0FmT4R2tATOWNsDoVpVPImHSmvmc4eD9u3tNLW5WbLeVpcFKVGoXCUdPo5kqmnl6yTZDa3YLf34RLW4/VuxymswWpZuoK/xqVBVmQSlQRD2SEOJg7ycvxlRnOjxMqLN9cF8Fg83NV2F5sCm+j19NLt6iZgD1zQ+pWazES6zGiyxEtjaY5F80ymKxRFiffc3s0HXrPiQp/aRaMJIA0NjesSuVQn9bWj85pi6t+QZ8j0Yaovz2UKrV3zd7SGH7gKO7y8qKrKk8divPzsBGq8TFdZYStG3ty078y5p+J6lYxVT9xjQupz42l3cVuvn4Bwfq5AUUxQLB6jVB4mm91NsXgcUZxZkIputbbjdK4iGHg9dnvPyQ7oZy8+qXHhVKQKR5JHGMoOESvHiJaiHE4eZjw/jsri1W6sBitr/WvpcnURtAcJO8J0u7q5KXQT+vOskaQoKrFCleF4iXy1zkS6zP6JLC8MJSmIi5dHqNQXtju5kmgCSEND47pClRSyPxqh9OL8IMyZ1/49BfkgnPaZunbNJ2ltfesV3uGlR1VVxlNlHt87zcRIBjFToaOocKdi4FfQ0whVnnNFlG0G5E4BR4+b8JYQ7e7zj3mSpBK53F4KxWMUiwNkMjuXdGXp9WZcrs143LcQDL0Jwbn6Ap+pxrkiKRJ7onvYE93D/sR+jqWOUawvnTkXtAVZ6VvJba23sdq3mg6hg5A9dEEurFy5zgvDSXaPpjkyk+NEvEi2vHQ9LYD+oJO1rS5u7fbS5XcQdFnOWtH7cqMJIA0NjesGOScy+8jueeeMARuZN3yXQvRg81xX1+/S3fW+67IVhaKonIgWmDqRJh4tkp/O40mK9Ch63tC06swJHlkHpbANV5ebwMYApnYBvfn8bmr1epZ8/hCZ7C5yuX0Ui4NIUnbRsWZzAEFYh8Pe1ygjYAnjcPRrVZUvI3Wlzq7ZXeyO7iZaijKRn2AiP7FojZ1t4W1EnBHCjjCtjlZuCd1Cq7MV43mWeajWZYYTRdKlGrO5KrlynUK1zsHpHC+NZSguYdWJuK0EXVbCLisrQ0629frZ1uM7rwzBK4UmgDQ0NK4bzhQ/oYduIm/ay8yBbzfPvfqeo+j1136Wl6yojKdKjKdKpKYKiJMFTPEKvlydkAKr0LOqOXruo1o06VAdJowtNjybgrjWt6C3ndtHuSyLVCrjVKvTFIuD5PIvUyodX7Jzvcnkw+PZitXais97Bw7HCmy29ot74hqLUq6XmS5Ocyx9jIH0AMlyknQ1TUbMMJIbQVIWCg6X2cVtrbexrXUbK70rWedfh8lwYU1+FUXlwFSW/zkaY/9Ell2jKZRl+kS0eWxs72uIm5UhgYjHhmA1YjVdP0HRmgDS0NC45lFlhdhn5gobCq/uwH1/N6qqsP+p9zTP33H7c9es+KnWZfaNpdm9b5bkcAZDoU6nquMWjKzg9G/Hjd9rQN6iQ7IbsXS76VzTgrPLheE83FmimEAUZ4nFf0I8/t8LqiifjsHgxO+7C7fnZjzum7Fa2zGbfRf4bDXOhXwtz49HfswPhn7AsfQxZHXpmBinyckdbXew3r+ekCNEt6ubPk8fZsP5BfYXRYkDk1nGUiWeO54kVqgym62SKIrIZygem8lAxGMlKFgJuixYjQY6/XZu6vSytceHQX99lyjQBJCGhsY1i6qqyBmR+BcPoBTmAm3d93eTzuzk5Zd/vXlu9aq/wWo9M9/p6pGOFRkbSjM9kqUwmceZr7MKA7+IjobImRMyCpCx6Sn7rQh9HnpW+rC1u9Bbzu/btCyXyeX2k0w+QSL5BNXq5IIxBoMdq7WtUXNH2IDLtRGHY8U19dq9UkhWkkwVphjKDpETcxRqBURZJFFJMFWY4kjqyLzxDpODLlcXq32r6XX34ra4cZvdBOwBVvtWn7Mbq1yTSBREDk/nmUiXKdckxlJlRpNFDk/nl5yn18HWHh/3rApy14oW1ra6XtF1mDQBpKGhcU2hqirlvTFqEwVKu6MLHg9+ZCM7X7yfcnmuz5fN1kUk8uCV3CYA2XKt4TKYzJIt1zBWZLqny2ypwAoMBIFgc/Tcx23JY8YWcSKEHVi7XFh63HSeZ9xOqTREoXCUSmWcUmmIcmWUYnEA9Qwrgsnkw27vJRx6C4HAfZjNwVf0Te1qkawk+cnIT5goTBAtRTmROcFM6cxijwsJ2ALc330/b1vxNvo8fef0t0kWRY7N5pnOVJjJVojmqySLNRIFkWRRZDa3sI7P6QgWI2siLtZH3GxsdxMULHT47ARdFizG68eFdbFoAkhDQ+OaonIwQeY/Tiw4bwzZEX7bz3O7bpp3fv26zxAK/dxl3dNMtsKh6RzRXJVUqcZkusz+ySyjyUYzxxA63oaZX8CM9bRsrLROJWMzoHotBFZ46VvdgqVdQHeOFZRPoaoqklSgVkuQSj1NPPFTcrm9i441mXy4XBsJBd9EIPDa6zIQ/FpGVmRGciMcTR1ltjTLSHaEffF9S9bVCdqC9Hh6aLG14LF4sBgsuMwu2oV2OoQO1vjWLCp6iqLEzuEUw4kilZrMUKLIcLwRlBwviGfdp0Gvo8tnZ12bG5fVSKvbSk+Lk5UhJ/1BpyaC0QSQhobGNUQ9WSH9b3M9oZx3tmFud2LbFGB29j94cdcvzz3mWMUtt/wnBoPtku4hmqtydDbHnrEMx6MFDkxlSRZrC8b1oOf3sXCn3kyHMnczqVsN6G4K4t7eSnvAcd7rq6pCqXSCYnGAfOEw+fx+yuUx6vX0grGCcx12Rx8ORz92e0/j2N513mtqLM1gepDDycMMZYcYyY2wL7Zv0UrJAN2ubu5su5MOoYM2ZxsbAhvwWZeOo6rWZZ45niCeFymIEvF8lZlclSPTOUaSy3dKb3Vb6Qs4iXisRDw2/A4zAcFKQDDT7Xfgc2htRM6GJoA0NDSuCZRyndjfvdQ8bvmtDVh6XaQzOziw69col0ebj3V1/jb9/f/7otcUJZmRRImfHolyZKbhUjg6uzBGwgDc4bbzGpOV9WWVloqM4VS86MlWG6Y2J847Itg3Bs7ZwlOv504WFhyhVDpOoXCUcnl0UbHTQIfTuZpQ6M2Egm/SMrIuEZIika6mGcuNcTxznOniNDPFmWW7nK/xrWGFdwV+q59NwU3cHLwZj9Wz7DrlmsShqRzHYwX2T+Z4ajBOurRQXJ+i1W1lXcRNQLAQdlnpCzpo99rp8NrwX+UaOq8ENAGkoaFx1SntjZH5zvHmsefn+7D2eRgY/CjT09+YN/amm76F13PrBa1TkxT+/vHjHJ3Ns38iQ746l1qsAzzo6EPPdqedtQ4L/UYTLVUZc74OOQWYn4ps7nZhvymItc+D0b+8JUpVZarVaQqFo+QLh8ikd1AoHlkQswOg05lwOlfidK7B5dqE4FyLw7ECg8Gufau/CCbyE0wWJomX40RLUWZKMxxLHWM4O4ykLl7XRq/TszmwmR53Dyu8K+hydXFr+FYsSzTUVVWVsVSZiXSZdEkkURAZTZbYN55lMLawbo/LauSmLi82k4GAYCEoWPA6zNzR10KX/5Xz95YVmapcZaowxWRhkpdiL/HQTQ9hNVqv2p40AaShoXFViT26l3q03Dy2bwni3B6hVBqeJ34CLa9lzZpPYjK5Lmidal1m9Uceax7rgNXo6dMbebXdxk01HebaSXNOESjWgdOq2xr1mNudWPs9WNf4MQZsyxYclKQi2dxLVCqTjS7oySeQpIXWJZPJi+Bch83eieBch8PRjyBsuKE71l8q6nKdHTM7+O6J77IntodCbaEAOZ1WRyv9nn663d0EbUHahXZuCt20qBtLVlSmMo0eVydiRU7EC5yIFzk2m6daVxa5egO72cDGdjdrW93c0u3l3tXB66p2znLU5XqzsepAeoDp4jTRUpQjqSNMF6dR1Pmvy2xxls/c+5mrtFtNAGloaFxFxPH8PPETfP9mzO0CklTixV2va56/bdtPcTj6L2qtB7/8Irdh5K2YaDea6FR06BS14cIqqnCyX5LOYsAUtGMM2DB4rZhbHRh8VkwBG7plblT1eoZcbj+FwmHyhUOk088t6JEFYLf34nSswuu7HY/7ZpzOVYtcTeNckRWZycIko7lRhnPDzd9nijMLApN16Brixh4kbA/T6mylU+hkY2Ajbc62JdPMq3WZF0dSjKfKDETzjKfKHJjMUqotXrdHr4Muv4PQyXYPEY+NTe0eNra7affarnurjqqqDGeHGS+McyJzguHsMMO5YSbyE4jy8gHaNqONNmcbQXuQ39v8e1dox4ujCSANDY2rgjiRJ/HFA83jto/fiU6vQ5KKPPPspub5VSs/dtHi5+svjpOYzPHvnMyIkgBUMOgwtTqwdLow97ixrfGdc/yOLFfI5w+QLxwmFvshhcLhBWNOZWTZ7b34vNvx+e58RXekv5zU5TqHU4fJiTlSlRTDuWEOJw9zLHVsyaBkaNTWeXPvm3l9z+tZ41uD3WRfcqyqqiQKItF8tSl29oxlODabp1Bd6CLT6aDDa2d1WKA/6KSnxcH6Njc9LY5XjFXnFMlKkp0zOzmSOsKzU88yWVhYYwrAoDPgsXjodHWyxreGgD1At6ubNf41uA0ectM1EmMFsrEypnEfXMVam5oA0tDQuOLIeZHEF+bEj+u+TnR6Hen0C7y8/53N8+HQA7S3//pilzhnqnWZf/jeEf6LuXRwz1v7sXS5MLbYzlnw1GpJ0ukdZDI7KRSPUSodR1Hmf9s1Gj24XBvwebc3moN6btV6ZF0g2WqW56afYyA9wGBmkH2xfdSVpRtu9nv6aXW00i600+fuY5VvFT6rj4gzssCyM5Upc3Qmz2yuyol4gXxFYjZX4ehMfkmrjstqZFOHhxVBgd6Agy2dHlaGBEzXYI+rS0GykmRfbB9HU0cZzAyye3Y3tdMsmgadgRXeFUQcEVb7V7PSu5Iedw/drm70Oj3VUp30TJHERJHY7jzPTk+RjR9HkeaqTddEmd4tgavx9ABNAGloaFxhEv9yGPF4pnnsvLMN4d5Ocrl988SPx7OVdes+fVFr1WoSox/dMU/8CPd24NzWuuQcVVWpVCbI5w9QKB6lVDpBPn9w0cwsg8GOy7UZr2crweCbsNt7rnv3xtWgLtd5KfYS3xz4JmO5MVKV1KKNPm1GG73uXlxmFxFnhNW+xo13Q2ADJv38Hli5cp2js3l2Ds4wnalwPFZkLFViOlOhsEQjz1N47SY6/Q5aXVZu6fZya7ePtRHXK1bspCopDiUP8eLsiwxnhzmeOU66uvD93uZsY0twCzeFbuIN3W/AaXYiSwrVUp1Cukpsb56fHD1IbKxAtbh8d3jglNf5qqEJIA0NjStG7qdj88XPHRHcb+pi9543Uywea57v7/8gnR3vvai1vv/UCDf/dBqBOUFiXefH/brueeNEMUEuv49yaYRs7iXy+UPU66lFr2kxh/D6tuPz3olTWIPTsVKz8JwHNblGrBRjsjDJsfQx9sT2cCJzgkQ5gbrI3TBoD3Jr+Fa2BLbQ6+llc2Dzos0+lZMBybtG0jw5EOfgdJbJdGXZvawKCbR5bfS2OGj12DAb9fQHnNzc5cV8noUqrxdqco14OU66mmamOMOBxAGemnxqyVT/NmcbmwKbWOdfx/qW9axzb0AsSYwdSvHT7w+SiZYQS8uLyTMx24wEuwQsdhO9m6+e9Qc0AaShoXEFUFWV1NeOUj02963S86cRJmL/xN6nvjNv7JrVnyAS+cULXiuer/L8x3ey9bSPt4QBNv3VHej0Omaj36OQP0SpNESxNEitllhwDZ3OgNO5GkHYcDIraz12WxcWS3DBWI3FOZo6ysHEQYayQwxnh5koTBAvx5ccbzFYuLfzXt7S9xZC9hBhRxjBvLCKdTRXZf9khpcnsgwniowmS4wmS4t2Lm9xNooCdvrsrGl10eW30+610+ax4bZfWNf064Xp4jQH4gcYyg41u8xP5ieXTPfvFDrZENjAemEj1oqL9kofupKF7PEymdkSe9NFdlaeO+u6Or0Oi92Iw23G6jDhCdlxB+14w3b87U4SksRQvEhRlKiGrm6moyaANDQ0LjvFF2bmiR/XH7Wwa//r5o2xWtvYtvW/MRrPv3ryKRIFkUMff3Ge+Cn1u9j83o3U62mee2brovMcjhXY7T3YbJ20+F+DIKy7qH3cKNTleiPNOX2EyfwkBxMHGcuPMV2cXjJex6Q3EXaE6XZ1s6FlAzeHbqbL1UXAHkB/hjWtUK1zeDrPy5MZRhIlDkxmOREvLnpdvQ66Wxzc0dfCvauDrGtzERSuXo2ZK0VFqnAwcZCpwhTpapqJwgTHM8c5mjq66Hij3ojP4iNoD9Jm7KRHXEd7ejW5fRKljEhOVskBMWaXXddo0uMJ2RH8VsJ9bnxhB76IA6fPwnS2yrHZPMdmC/xkJkd0MMnEzjK5Sh31NKH6/lf3s77NfQlfjfNDE0AaGhqXFVVSyP1opHkc+ehtPL1rXfM4ELifcPjnCQbuv6h1Hj8a4xtf28/fMJflE/7wNoxOM7Jc5bnn58SPyeSjp+cDCM61OJ2rtH5Z50BVqhIrx8iJOcbz4/xw+Ifsie1BUha3KBj1Rm4N3cpK70r6PH10u7tpd7bjt/nnCZ18tc6ukTTZ8jSZco2pTIVortqozJ1d3I3V2+JgY7ubDe0eelrsrAgKhN3WV2yMzulMFiY5nDzMi7Mv8uTEk2TF7KLjdOjo9/azzr+OsDGCq9pCS74DW95DbKhAPlmhVm787aZYXFSejrfVQbBLINTtontjC4KvIS5ncxWeOBZneDzGgeezDEYLSwaSAxj1OlaGBPxOM52+pTPyrgSaANLQ0LhsyDmR2Ud2N49b3rOORPHxZvXj7u7fp6/34YtaQ1VVXvP3z9CaEPnEaeLnVFo9wPETfz13vu3trF71Vxe15iuZUr3EWH6MocwQU8UpjqaOMpGfYCw/tuh4HTp63b30efpY41/DSu9K2pxttDnb5lX5TRZFnjwa59DUUUqiRLwgMhQvEs0v37nc7zCzrs3N5nY3vQEnW3t8RDyXtv/btYiqqhxNH2U8N85Yfoy9sb0cSR2hVF/YI8xldrHOvw6fzUero5WQMUIw3os0ZmHy2QzVYp08kKcMlBfMP4Xdbcbf5mxYdnxWHB4z7hY73g4HM9kqA9ECT8cKDP/PMQ7P5JnJVigvInb0OugNOFkXcbG21UWX30Gbx0bIZcFlM10zJQI0AaShoXFZkDJVop/Y0zy2bfUxY/oao4c/2zzX2/PQRa3xlRdG+dgPG6b+L5yW6RX4vU1N8TMx8c/MzHwLAIslrImfk9SVOkeSR5gsTBIrx5pBscczx5ecY9QZ8Vg9hO1h1rWs4639b2WNfw16nR5VVZnOVhhNlvjpUI5obojJdJmpTIVYvjqv7ciZ+B1m1re5cVqMtHtttDgt9LQ42NDuJuR65buxcmKOE5kT7IntYSA1QLqaZrY0u2iHeR06+jx9rPOv467Qq2gt9JE5UWfy+QxiqY5YkUkpKilyy65psRsJdrvwRxyEety09ruxu8ykSjX2T2T594EYQ8NFUqUaE6ky0mJBVidZHRbY3uenN+BkS4eH/qDzmhE5y6EJIA0NjcvC6eLHcUcr+4UHUMbmXBpbb/3hRWVQ7RhONsVPBB3Ok9le3l9aiaWz0S7jwMH3kUz+rDnn5pu+dcHrXW+oqoooi0iKhCiLxMvxhjWnMMFLsZc4nDy8oDXBKQSzQL+nny5XFz3unmaNl4gjQrnWaCA7ni7xgz05vlY6zEyuwpGZ/LKNPaHhurprRQttXhs2s5HelkaA8iuhOvLZUFWVqcIUs6VZJguTTBenGc2NcjR1lJnSzJLz1vnX4TcE6dL34Zvqxhz1ojthpFqqM1SRGWJ82XWtThP+NgdCwEbdoqdmN4DPzFS1xuPRAhOxOMmhSao/kclX69TlxYWOTtfInOsNOOjw2dnY5mFVWCDgtFy3AeWaANLQ0LikqIpK9ntDzWPhng5ifd9AmZwTPzff9G0EYe2Fr6Gq/No/7QIghG6uwjNg39zI1Nr38q+Tyexsnt+69cfYbB0XvOa1jiiLDKQHGEgN8IORH3Aic4KKtHwquFlvZn3LekKOEBFHhE5XJ1vDW2lztiEpKvGCSKUmcWQmz1efmGU4cYKRxEIXzCl0Ouj02eltcdAXcBJyWekPOol4bPidZlpe4R3M63KdslSmWC9yOHmYQ4lDzJZmGc2PMlWYWvbv4bf62dCygdZyD9aMl0pCxhVrRZ+fc/eJgIjEmU15oZFeHuhwEugU6FzvR+cxs3cmx2C8wH8MJjh2ePmg5tPxOcy8elWQbT0+Qm4rbZ5GuQC9/pUlUjUBpKGhcUkQR3IUXpimemSuho5kznPM+7uUJufcKve+euiivu1PZyvc8f89CYAe+M/TxI/3bSvQGXQcOPjb88TPq+8ZQK+/Pr+lnkldqZMsJ8mImWaq88HkQQ4mDiIv0ln+FE6Tk25XN72eXlb7VnNT6CZWe1dj0BtIl2qMJkukiiL/sSvPkZm97BhKLhnM6jAbaPfauanLS1Cw0CJYaPfY2Nbrw25+Zd9WVFUlUUmwN7aXY6ljDGWHGMwMUqgVzio4jTojYUejB1lAbcVSdOIvtuNLdlKbbVRPPsViUlFv0OFqsWF3m3G4zPg7nNjCdrIWSNckpjIVvjeSYvC/JpjNLYytMhv0dPrt+OxmzEY96yIuNrS7CbusCFYTNpOBoMtyXbivLgWv7HeqhobGZUdVVNL/Pkhl//x6OtObP0Mx+DKcZjDYeusPLlj8fGPXODuGUvz40Nw32T+xOeHkPce2OYCyOsVLe/+AXG5vc8w9dx+6LsVPRapwOHmYrJglVUkxW5plx8wOhjJDS9ZysRltbAluocfdw+u7X0+fpw+zwYxRZ6RQlZnOVkgURJLFGj/YXeAvxnZxIl4kV1m6aq9gMRJyW7mzv4W7VwboDzpvCJfVKWpyjaHsEEdTR3l8/HGOpY6RETPLztHr9LQ721nlW8WmwCbsFRfigJX6kA2laKBWkVBOczXlkYE5sWmyGHB4LHiCNjxhB639bgIdTqomHalSjZcnshyMFXj28BjDTy1tkev221kREljb6uLnN0fo9r/yrDgXgyaANDQ0LorEPx2iNjoXcOnYFibZ912KyZeb52y2Trbf9uQF3zQf+PwL7J/MNo8j6HhE8NBXmLtpuB5o49kdm+fNe/U9g+iX6PB9rVGX68yWZnly4kmemHiCw8nDSwodHTq8Vi8he4h+Tz/rWtZxa/hW+t39VOoKo8kS+XydZ6NFBmMFfnhghtHk0jdKaPS6avPa6fTZWB12cUu3l9v7WjDcQDdMRVXYG9vLkxNPcix9jNHc6KItIQC6Xd3cHLqZdqGd9d71+PQBClN1SuMq0aECxUwNSZQpivJpSebKyZ8GOj2YLEbMVgPesJ1Qr5vglhYGsyWeGkgwEM2TPJGiPqCQr9ap1heP2Yq4rbR6bAQFC+vb3M3sq+A1GEBeKeRJToxRzKTxt3cS7O69anu5Pj4ZNDQ0rjmUqkRpT7QpfiRznqnX/n+oOolacq7i7z13H8JguPB6H3/wby/PEz+fvr2PbTsScJr4CX5gC5Mz/7d5HGn9Zbq6fueaFD+SIlGsFTmaPsqJzAlGciPNisln4jK76HZ147P6CNgDrPat5tbwrbQ52hlJVphIlZnNVdl7KMvXHosykR6hUl/aDea1mwgKVrwOExGPjfURN5s6PKxtdWEz3xhuj1MoqsJsaZZEOcHBxEF2zOzgROYE8crCatWCSaDd0cFK2xo2shUhFUKftJA5XKKQqrK3WoazBCPr9Dq84UZFZJ3HTCVsIarKRAsi05kK+yfTxHbMoL6w/L6dFiP9QSdrWgVu7fZxe18LYfe1I3RUVaVWqZCZnWbm+DHio8MU0iny8RiFdBK5Xgf06AxBttx/ryaANDQ0ri+UqsTMX87F2Cj6GsP3/AGc4Um5844dFyV+9o5n+MGBuQyZox94FenP7m8eW1d5cf98H7HKfzE61kivt1haWbPmkQte81IhKzKHkod4dupZjqWPES/HyVQzpKqpJbOvjDojna5O3tz3Zl7T+Rq6Xd2oKuwaTbNnLM3/HM/xpcQ4U9kBatLi14CGNSfksmK3GGl1WdnU4eGtW9quqRvllURV1WaV5MPJw+yJ7uHF2RcXjdmxGqzc1nobWzy34M+2URuxkj8kUy02hGUCSJwlxdzuMuNpd6B3m5FterJeE0cyJcZTJUZiUdIjy2fL9QUcbGr3cOeKFto8NpxWI1aTgTaP7ZqKz1EVhcTEGNnoDHVRJD0zxcALz5JPnJG+r7Og03vQGzdjFlagN4YBKBWWFutXAk0AaWhonBdSukr0k3Mp7oaAhcEt724et7TcR2fHe3G5NmEwXHjWzw8OzPAH/zbnRjvyF68j/bEXm8fun+tFuLON3XveQqFwpHl+7dpPXfCaF4KsyBxIHGA8P87R1FGmi9PEy3Gmi9MU60tX2A3agqxrWUe3q5t+bz+rXTczkdRTlyBdrvGN50pMpPeycyRFYZEaOga9ji6/nS6fnbURF+siblaGnARdVgSL8YaJ0VkMWZGJlqMcShzimalneGbqGQq1hd3ljTojPqsPt95LqNpJd2Y9LfEepN06KjWFKQCWFisKKlWfCSliY9QgkZQV4kWRdLlIeSYHS2e30xtwsLbVRchlxWkxsjbiYkObG6/dfM1Y41RVpZhOkZmdppBKIpZLiKUS1WKB6cGjJMbHUORT700DelMXeuMqTI6t6A0CepMTsKMqC8tdWOxGwr1Xz/oDmgDS0NA4D6SsOE/8mNZYOdb9m834zUDgfjZu+MJFr/PlZ4f5+E8GmsePvnUDmdPEj/dXV5H2/Te7n5xf1HDtmk/i826/6PUXQ1EV9sX2kagkGEwPcjxznEw1w2BmcNm+V+tb1nNvx730e/sRzAIOvZ/BGUgVJNLlGtHxKt9/KsV4av+Sa5sMOu7ob+HWbh/r29y0uq30tDhuiNYPSyEpEtPFaSYLk0zkJ8jVckzkJziSOkK0FF3UuuMzthDSt9KrrmalshFvpoPY7jyyNBeQXEWF0zrTy6hUdCpqixnFb0G2GRiS6pzIlZnJV0GpwtRCcQWNrCvBaqQv6GRNWGB9m5vegIM1ra5rJltOlupko7NUSyVSU+PER4fJxqLUq1WysVnKuezCSToLOr0bnb4Hk8WLxdmLLAdQlfnJBqcbOq1OE56gnc51PlZuDSP4rVc9IPva+AtoaGhc89SjJWKP7mseO+6KsM92P5zMZjGZvGxY//mLW0NW+NB3D/GdvVPNc1/9ja2seWKm+T3c1GNjd+ZelNT8G9zdrzp4UQ1MVVUlVo5RrpdJVpJMFiaJlqNM5CcYyg4tWyHZbrSz1r+WHncPq7yrCDlC+KwtBM3dlGowGC3w3IEsPzsWYzgxteR12r02Wk/2tIp4bPQHnXT57Gzv8+Oxmy/4ub0SyIk59kT38MLMC7wce5nxwviSfchO4ax56citpie5idZ8LyZlziJZASqnubJUVESgatFR9xg5bJQ4XquRPxVTVRchulDoCBYj69vcrI24WN/mwms30+61EXBacdmuDUtcLh4jE52hkstSzudIT09RymWp5HOkZ6epFvJnzDCCzoxO78BgWY/F4cXiaEVRnNRFAUWeb6GSTup/i91I13o/gU4Bp9eKyWrA6bVgc5qxCaZr4rU4HU0AaWhonBWlJs8XP9vClDbvgsGG+HE6V5+s7HxxH3Bnip+n/tc9hKZKpMcbH9A6l8rh/l+B08ry9/X+L7q7f/ec11BVlUK9wFBmiN3R3c2KvEdSR856QzVgZIVnHWHLapzqSioVF1XRiizZIG7g6ESdXVWJWF4kWRxnqcDYFqeZTe0efA4zXoeZdREX23v9BATLNXeTuFKoqspofpRCrUBezDNRmGhWTh7ODi/ai8yoM+HXBxFqHpyiD3PRgTvTircSxlMJoGfuRq2iUj9pzSnrVPJ6qOpVEnqFYatKVa8innpfiSd/TmI26PE6TITdNlxWI2GXldeuDbG+zU2L04LZeG1Y4lRFIRubJT42SmZ2mtTUBNGh42RjZxZBNKEzeNHpXegMazA5wxhMftA5ACOo89+DigqVM7y5JqsBb9iB02vB1+qgY42PUI8LwzXyWpwLmgDS0NBYljNjftxv7MG01cC+HR9pntu29ccXvc7+yew88fPMn9yD6/lZ0jvnPryP3/z7oGvcpLze7WzZ/FV0uuXjJVRV5Xef+F12ze5CVdVliwVCow2E2+ymzdlGqyOCXgpjqveSzLg4MCGy59jpzSRlGoWOlk4xd1qMBAQLmzs83Nbr4+6VQUKuG1foQKOY40h2hKyYZSQ30qianDzEaG502Xk+KUR3cQ2+eDf+UgR3NYCehTdcFZUqcMJUZ8KoMGNUyOmB5V5ypdHEM+Sy0uK0sC7i4s2bIqxpdeFzXBvWt7pYJTU1Sb1aoVIsUMnnyERnKaaSpGemyMxMI9UXxizpDH4cvk0YTEGkug9ZWiIY/owuGGabEX+kIXKsTjPesB1fq4NgjwujSX/dv4c1AaShobEoqqQQ+z97kVJzFWUtazzMtv4rkzu+0jy3bdtjF7VOSZT45q4J/vYnx5rndv/5azD+ZJzSy3MpyfnX/Q/KyU7WN235N7zered0/fc/+X5emF6YW2wz2tjWuo01vjW0WDrwm3pxm4KURDg8nWPfeIb/nsqRLIo0hM5c8TurSU+338HaSMPlEXJZcFpMWIx6fA4zbruJDq8dl82IxXhtBLReLcr1Ms9OPctAeoBCrcBobpRDyUNU5YWVinWqHqfoxaiYcFX9uMQWhKoPZ81DsNiNs+ZpjlVRkYE6KuWTlpycXiVlUjluUhDPvJsDFqOeVreV9W1u+gJOwm4rHpuJoMuK22ai3Xv1sqwUWaZaKjb+LeQpplMUMinyiQSFVILZE4OkpyfPeh2dzoK7dSsmWzsGg5dy0UqtApLU+DmF2WrAFbDhbrHhbXUQ6BRwB21YbEZMFgPma8R9dznRBJCGhsaiRP/uJeRsww+goiDdNcag7a/gtM/g/r4/xelYccFrvPULL/DyRHbeuX9+1y2Yn56meJr4Cf/FrQzufDcAHs+2cxY/R1NHeXbq2ebx47/4OIUKDMfqHJup8Pxgkl3pMvGCCIyd/JmPUa+jN+CgP+jkjv4W7lsTIngDu6qWoi7XGcuPMZ4f53DyMLOlWY6ljzGRn1jU6maSLThED/a6i3ChB1+5lbbcSmySszlGRqUOFPUqSb3KuEmiqFcZM8pMG1Xks/wJelocvH1bJ1t7fHT67Lht104cilSrMXXsMIVUkqE9Oxk/tP9kjZzlsdgdOLw+zFYrVqeAzRXE4uikJgqIFRuzJypUKyrV00Lk9HodLR1OOtb68Lc5Cfe6EXw3ZkmE09EEkIaGxgLS/z7YFD96t5GRV/0vRDE6b8z2236G3d5zwWu86192zxM/DrOBf3n3rfQ+PUvx+Jy1JfKX2zk4+NvN43PNMivXyzz4owebxy/9+kv824sz/OXJDvJnYjXp8dnN2C2NGI91ERc3d3nZ2uO74QOQT6cu14lX4gymB5ksTHI8c5yR7Ahj+bEl0/7tkouu1HqsdQeC6CNc7iastOMOOLA5TcymckxVa4wYVOLWGtMGhaRRpX4OWsVtM+Gxm1gfcdMXcOC0GlkddnFbr/+aic2RJYno0HFmTwyQnJqgkEwwdezIaSnkc+h0egwmE4Lfj+AP4AoEEfwtODxB3KFeilkLM8ezFNJV8qkq0YlTLi8VTlpIbYKJnk0BBJ+Flg6BtpVeTJYb2xK5GJoA0tDQaKKqKvmfTVDe17C+qKgc2/br8wJCuzrfR2/vQ+j1Fy4KDk/neOb4XO+wwx+7H6fFiFyoMXt8TqCE//etpApPk0o9A4BL2IjJ5Dnr9fO1PHf82x3N44dvfpj/2hubJ37uWxPkvjUhVoUFelocmshZhFQlxdHUUZ6afKrR9DM9SFkqLzler+jxVEIEi90Iohd3NUhLKYK7GkSHDlfACk4Tk+Uiz8sisUSVRFohZVZhiZffbjawIuik3WvHbjbgdZhZGRJYFRJYG3FdU6068skEI3t3Mz14lHIuQzmfp1YpU0gmURcpfmm22Ql09dC6YhU9m28hsmotkqhSzIrkkxUKqSqzQ1lO7MtTzIgsFVTvcJvxtjqIrPDQsdZHqNt1zVi6rmU0AaShodEk+U+HEEfmUoP9f94JJ+Ofnc613HrLf12S9hIP//v+5u/DH38jBr0OVVKY/dtdzfNtf3sHyfSTHDz0vua5zZu/ek7X/+Uf/nLz91u8b+S/X1jN7tFDzXNP/vHd9Aaci0294YmWojw58ST/PvjvDOeGlxznqrbgK4dP/tvIvAqVO3G4bCiqSkGWydZl4rLEQYtE3CATFStU6jTuPGe8jXQ6uKnTy6qwwIqgkw0nU8uvlXo5p5ClOuVcDrFUpFouERs+QWJijOjQcVJTE0vOM1lttK5YRainD3cogjsYIdS9kkJGZOilOPsez/OTf3weeYl+XwAGkx7BZ6VjtZdQrxt3wIYnZMfquP6a/V4LXFvvLA0NjatG9NMvISXmAgdCD93E4MSHm8fbtv7wkqwjyQrHYw1XyW+/qrf5DT75r3PVnJ13toFenSd+tmz+GiaT66zX/9n4z5guTgOwxrWdp3a8CphraPnsn7yaTv+Ft+d4JVCqlxjPjxMrxTiRPcH+6AESpQQz5Rny0vw2D5a6nc7sWiL5fvylCM6aF4ciYHNYMJr0FESJWL3OjCKxxyKRlXLEDCrKIiLnFA6TgZVhgXtWBVnf5qLTZ6fTb78mAsZVRWF2aJDkxDhSTUQslymmU8THRyimUxQzaVAXBlifwtvaRs/mmwl09WD3eLDYHFgFAXCTjVWZHc7x0n9HqZYaTTUWw2w1YHOZ8YYdtLQ7aV/lxROyY3ebNcvOJUQTQBoaNzhyocbsI7tOb1JN64e2YXCZiR39AdAIPL4UfP6pIT7108Hm8Z/cvwqA6nAWcSgLgNFvxfNzvRw+8kfNcevX/QM+3x2cjSfGn+CPnp6blxz+VU7FRWzq8PD/3rsVwXpjfVtWVZWZ4izf3fsj9sVfYrh6nIyaWmaCjpZSGz3pTazO3IrLGqJm0ZNVJNImiWNKnRNGkYKuiiSzqDUHwG020u9z0B9xsrbdTdhtI+SysjosXBP9rMRyiWImTSmTJj42QnToOMnJ8WWtOKdjFVyYLBY8wTDh/pWEelfQtmoNFqeHiSMpYiN5ju/NkU+kqRRiKMrioslg0tO20kPPpgCBTgF/mwPjNfD63AhoAkhD4wYn9ujeeeKn7ZE70el07N7z881z69c9elFr5Mp1Nv3V/8w7t63Hh8mgpzqcJflPc+6p4Ae2MD7+ZWKxhvjS6y2EQm866xr5Wp6Hnn6oefw64R/4z5M1ex7YHOHRX9lyUc/hekBWZKaL00wVpjg8fZRnx15gsHSUqn5h3I617sBR8yCIXgLFLjxSC3bZj04Kc0IysF8n8aRJBSXXKJt8ijPau+mBTo+NFSGBVREXq1sFIh4bm9o910x8jlguMXHkIOMH9pGYGCcfjzYsOUug0+tpXbEawefHaLbg8Hho6ejCHWrF7nLjCgZRJBjaG2d2JEdytsTQgQqKdASxIi2opwMNoeMJNlxWnWv9dK7zY3eZ0Ol1mlXnKqEJIA2NG5jqUBal1MhEMXe5CLxvI7JcZGT0HygUDgNgt/disQQveI2BaJ7XP/rcvHOf+ZXNvHljhMx/naC0ay67zP+ONRwc/O1m0DPA7dufYTlUVeU/TvwHf7Vzri/YLwf/iX9+Zs7K8fe/vPmC93+tkq6mGYgd59nh54kXE8yWZhkUj1DXnVEI72QilLcSZoW6iYi0DqsUoVZ1MlkWGayIDBiU0zKuFDA2FLGg6PDIOgRFh1+wEA7Z6WwT6OvysK7DjdVkwGM3XXXXlaLI5GJRMtEZiqkU5VyWxMQY6ZkpSpk0lQWtHhqYrDZsggtva4TW/pUEe/rwhiN4I20YjHOWwkqxRmw0T3S0RHw8RSE1RXx88f5fAA6PhY61PlranQQ6BAS/FbvbjOEG7t12LXJNCKDPf/7zfOpTnyIajbJp0yY++9nPsnXr0nU+vvOd7/CRj3yEsbExVqxYwSc+8Qne+MY3Ljr2d37nd/jHf/xH/s//+T889NBDl+kZaGhcf4gTeZL/d87y4v+tVex+6S0Ui/PTxG/b9j9nTj1nDk5lecvn5ooQ3r8uxBfefjMGvY7Utwao7J+LgfA9uIqo/VukRucEz7at/43FElh2jfc9/j52zu5sHvcqvz9P/Oz60GuuetPFC0VRFSbjswzEBzmaOMpYeoIT5UESSpSqbpFsLF2jmKCr2oIg+vCV+9BX+4iJIcYVAxPN+68EZBu/nrwLOBUIynp6DGZWRwS2dXpx2E14ww5CPS4cbsvC9a4QqqoyfewI0ZETVPI5CukUtUqZSj5PpdA4lkRx2WsI/gDdm2+ibdVa3KEw/vZOrA5n0/qiqipiWSIXrzB+KEtiqkBsNE8hVSUXLy8a9mMw6una4Kd7Qwu+iAOLzYjRbMDh0WJ1zkalWMPmvLqZl1ddAH3729/m4Ycf5ktf+hLbtm3j0Ucf5f7772dwcJBgcOG3zh07dvCrv/qrPPLII/zcz/0c3/zmN3nggQfYt28f69evnzf2v/7rv3jxxReJRCJX6uloaFwXyIUaiS8cmDv+lVGefvbd88ZYre2sX/eZC/4g/+RjA3zh6bksor9481rec0cPtakCs186AKd14A595CZ27X8dYmbOGvTqe44tm2ovKRJfOfyVpvhRVR2Rwsc4MD035/E/ehUh1/VR8K2QrjI8NsnT009xLH+EqcoUUf0ENcPCismnWjrYay5aSp24Kp3U61bUSjtFMUJZp2fIqMyvo6NviBybqiMs6fEoOvwY2LLCx6Z1AdpXePC2Oq6KlUJVVUqZNNVSkUIyQT6ZID42TDY6QyWfp5BOUS0ubXEBMBiNuIJhPMEQdrcXi91OZNUa3MEw7lAYm1NolHlIVsknKhx5LkUuMUW9KlHO1chEy1RLSxcitLvMhHpc+Nuc+NucCH4rgU7huhXXVwpVUSnna8TG8sRG85RyIrl4mfhYgTf87ga6N7Rctb3pVHWZcPYrwLZt27j11lv53Oc+B4CiKHR0dPCBD3yAP/uzP1sw/sEHH6RUKvGjH/2oee62225j8+bNfOlLX2qem56eZtu2bfz0pz/lTW96Ew899NA5W4Dy+Txut5tcLofLdfasEw2N6wWlJlN+KUb2B3PCxPTWOodLv9U8ttm62Xrr9zEaLzxN/NP/M8hnnxxqHn/4TWv4zbt6UaoSM3+5c97Y1r+4jad3rp537rZtP8Xh6F/y+n/74t/yrcFvzTv3gOf/8fWdc73EnvvTV9PhuzazvWRZITaaJxZNMxg/wYHZgxwR9zPpGUAyLOzl5Kh5cFUDOOphpHIIqdxGud5CRmcmr5/7CA9LOlyKDrOqQ1B1eGUdPouRsM9Oe9hJZ5uA2WbEYNQR6HThbbVfccFTr4kMvPAMk4cPkk8mKKSSVAp56qeXLl4EnV5Pz+abcQWCWOxOBL8fi92B3e3B4fHhCbdiMDa+08uSQnqmRHqmSC5RITVdopwXySWrVPILX9/TsdiNCH4r7oCdYLfQcGH5rHhC1+Z76Vohn6wwfTxDtSSRS1Qo5xq1jLLxypKp/Wtub+Xed665tPs4j/v3VbUA1Wo19u7dywc/+MHmOb1ez3333cfOnTsXnbNz504efvjheefuv/9+vve97zWPFUXhHe94B3/yJ3/CunXrzroPURQRTzOf5vOL+4s1NK5X5GKNxD8enJfmrqJifGOdw6W5Kss33fQtvJ5bL2qtf39pcp742f3nr8Gv6ol/8QC18bn/W8K9HSi3JueJH7f7Fm7a8v/Q65fO1Praka/NEz9GnZHP3fXvvP0fjzfP7f/oa6+JwobxYpwnhp4mUUgxW5jlcPowyVocSZGoGaoo+pMtIpwnfwBLXaAluRWxFqAs+cmKYQo6E6fX4TaqEFb1dEk6vIoOr6InKOvoCTpp6RCIrPAQ6nHhDdkxmq9cfI6qqkiiSDGTolosIpZLlPM5CskEpVyGXCzK1LEj1CqLue90mK1W7C4PrkAQf0cnvkgH7mAIi91BoLMbk3Vxa56qqMTHC8ycyDK0N7ZsfA7Q7GAe7HZhdZqwOky4Wmx4w3Ys9ld+D6yLQZYVUlNF8skqpaxIJloiOpIjNb10Q2AAV8BGsFPA2+rA7jLja3XQ2u++QrtenKsqgJLJJLIsEwqF5p0PhUIMDAwsOicajS46Phqd+3j4xCc+gdFo5A/+4A/OaR+PPPIIH/vYx85z9xoa1z5qXSH1jWNUB+ZnvIjBMcY2/2UjFOQka1Z/4qLFD8Cf/sfB5u//80evIihYSX7l8DzxY785hPkuPTt2zrWqMJl83HLzt5e9drwc51Mvfap5/N03/ZSXR2Xe/o9za77wZ/deUfFTq0oU0lWik2lenNnFoexBTshHiOtnqBoWuSkYTv6cRC+bMYtBauVuStUuCoW1JDGACjYV/Iqe1pOByA5Fh++k2HH7bPjbnYS6BXwRJ20rPVjslz/FX5Fl6mIVWZIoZdIkJsYYP/gyE4f2U8xmlq2RcwqL3cHaV91LoKsHwedHaAmctOAsv39VVSnnapTztUaV5JEc8bE8qZkiYml+WwmDSU+gw4k7aMcfabisrE4ToW6X1hbiLNRFmUy0RDEjUsqK5JIVsrEyhVSVfLKCVFvcouNvd+IN2zFbGo1WXX4bLR1OXH4bBlPD0liX6xxOHebH0d3cEr+ZLaFbruRTm8dVjwG61Ozdu5fPfOYz7Nu375xV/Ac/+MF5VqV8Pk9HR8fl2qKGxhUj9pl9SMk5q491jQ/x3qOMnfjL00bpCIcfIBL5xYte7/v7p5u/f+03trIyJCAXalQHG7299E4T/neuxdwh8ORTcy6u/r7/TWfnby243pm87/G5wojfe/OPec0nX573+O+/uo82j+1in8YCalWJWkWimBEZTUywM/oCQ5khosUYZblM1VQkb0lRN4qNrKvTvEr2motgvg9jXcAohiiLrUT1RnIYkBQHKGb0qh6/oqNT0rOqbiAk67GoYHeYMBj12L1mPCE7oW4XwS4Bd9B+2YOST2VWzZ4YZHrgKInJMcrZDIVUEkVe2Nz0dAwmE3a3B5PFit3lxuoUcAdDuAIhXIEgXes3LWnNORNVURk5kGBgZ5TZoSxieWH/LGgEJId7XXSs9dF/cxDBZ0WvZV0tiqqqyJJCMSOeDPSukE9WqZbqFNJVUlPFZXWswaTHH3Hg9FkR/FaCXQKRfg9O7/y/aU2usTu6m537dzKUOc5Ybph4JYV0si3I29o3sCX0zcv5VJflqgqglpYWDAYDsVhs3vlYLEY4HF50TjgcXnb8c889Rzwep7Ozs/m4LMv88R//MY8++ihjY2MLrmmxWLBYrl6Gg4bG5aB6ItMUPyoq1Xe+wFDim8gn5twPK/r/nM7O37gk64mSzB9+a3/z+FUrA9RmS8Q/s695LvRHN6NaqvPET1vkV+nq+m2WoypVeWT3Iwxlh1AVI7f63sJrPjmXwdbtt/OWTREeft2qC96/qqiIFYl8ssLsdIpdU7sZzo4QE2cZMxwnZ03Mj8/RAcL8a5gkB/b8CgzlLpRKF9W6hwR2Yie/i5lUcCg62mQ9myQ9PkWHXdURkHVYrEa8ITtd6/20r/bibxew2K7MR/SpWJxcbJb4+Cj5RIyJQwcQy8u7NQwmE/72TlraO+ncsJnODZswW21Y7I6L2k85XyMbKzEzlOPwM9OUsvMzvKwOEw6PGU/QTtsqLy0dAi0dTkxX0N13vaDICtlYhZH9caKjjZ5iuVgZaZmWGzAXC+XwWHD5bXhCNlwtNpxe66KxYzPFGV6eGmYsN8pI+mWOJQ9xopigpixcx6RTWWWR6XX6LulzPV+uqgAym83cfPPNPPHEEzzwwANAI37niSee4P3vf/+ic7Zv384TTzwxL6D58ccfZ/v27QC84x3v4L777ps35/777+cd73gH73nPey7L89DQuNaQcyLJf27U8cmHdjG76Yswv5k727b+N07nyoteS1FUXp7M8LYvzsXtffZXG0UHTxc/wqs7KEqHeWnXfEvTqlXLu58H0gP80g9/CVWFemY7Yuzneeq0x1+zOsg/v/v8XHe1qkQpKzJzIktqukQymmMwNsQJ+34mPMeICWOgUxtF/878bqTq8IsdWCsdlMt+UqqNqmpFlVwo1VbS6LHr9bRhoLuqEpL1tMh6bCoY0WGyGGhf7cXps+IN2bE6TbS0O/GE7Jc19kRVFAqpJJnoDPlknNTUJDMDR0nPTC0tdHQ6fJF2WvtXEVm1Bm9rBLvbgzsYxmAwoNNfmIVFqskU0lUSkwXGD6UoZkRURaVek8nFK9TF+RYmnV5H300B1t4eobXffUXjmq4npLpMfLxAdLjhGkxHy+QSZRRpcXOO3qDDG3bgizhwB2zYXWYcbgvukA1fq2PB+7EiVRjODnNwOk6ykmQoO8SJ1GHGciMka4u/hyw6lTVWmT6LQqvFQI93M+s63kaL/05MJu8lfw3Oh6vuAnv44Yd517vexS233MLWrVt59NFHKZVKTbHyzne+k7a2Nh555BEA/vAP/5C7776bT3/607zpTW/iW9/6Fi+99BJf/vKXAfD7/fj9/nlrmEwmwuEwq1Zd+LdDDY3rAVVRSf7LYcShLGXPINF1X6HumK981q17lGDgdej1F2/1/OLTw3zisfnxett6fLx5U4TZj881NnW9vptY29eZ2PvPzXM+7x1s3PhldLrlb2a/9MNfopa6CzG+sBr0797Tx/9+/epFZi1OLlnmc//nu0yahhCNZarGEinHNAnXBJJ3fgq0RbbTIq1Gp3iQlRCxbDv5sglVtlFQ52JV9ECnrGeFaKBV1uNSdFhV0J3MVRd8DRdBuM9NqMdNqMd12VOnq8UihXSS8QP7GD+0n/jYCOVcdsnxOp0eoSWATXDR0tmFv72TcG8/bavXoTecv9g45S7MJcoUMyJSTaGUFUnPFklOl86aiQWNQGV30E7nWh/rX9WG+QpZw65VpLpMYqJIOSciViQqhRqVYp1Cqko2VqZSrC/5uuoNOnwRBytuCeFtdeDyWxF8Voxm/Tw3Yb6WJ16K83xqBwN7BoiX42TEDLlKnGQlRbpWXHJ/elRajCoBo0qLSU+fu5uN4btYH9iEzdaO3daNwWA76//3K8lVf0c9+OCDJBIJPvrRjxKNRtm8eTOPPfZYM9B5YmIC/WnfMm6//Xa++c1v8uEPf5gPfehDrFixgu9973sLagBpaNxoyDmR2Ud2N343VJjc+si8x1et+mva237tkq23fzK7QPz82rZOPv7WDeR+OoZ88sNYF4TD5ndSmZzrsbR69cdpizzI2fj+0PeRiv0LxM9//+FdrA4L52UxGRue5c3Pvw6WMXop5U5q+Q3IpZUUakGSLLx+i6yju26g46QLy6Po0KMDHbj8VnwRJy3tTlwtNjrX+nB4Lr17XVVVCqkkifERCskkifFRCqkE2dgspWyGWmXplHKnz48v0o7D66Nrw2YCXT14WyOYLBdWL0lVVZJTRaaOZUjPFklMFEjNlBZtB3E6BpMed8BGuM9Na68bk9WA3qDH5bfiarHdsIHKjVpFFTKzZTLRMvlUhdmh7FmzrE5hshgI97oIdLoI97nxhuy4ArZ5ojtbzbIz8QL5Wp6x/BjJSpKDiYMMZYeWuXIDh17FY1BxG1T8RoU2k0qXZxWbWu8m4t+G3daJxRJBr7/q8uKsXPU6QNciWh0gjesJVVGpHkuR+vqxxjEKx183F9fT1fk+enrej8Fw6eqYPDkQ4zf+9aXm8TN/cg9d/kbch6qqTH/w+eZjg699T8OddJI779yFxXz24mcj2VHue/SnKNW5hITHHrqL1eHz+z+pKiq7fzzKn079Dmn7LABm0Uex3A+qCaXmQ650olTbsBuMBBQ9xpqCVdXhlnW4VB0mFeyqjhZZT4tgoXO9H4vN2HAXBG04vRb87c6LrqmjKgpiuUwuHiU9M0U5l6OYSTUad6aSZGZnKKZTSPWzW1BMFiue1gh9N2+je+MWhJYWnF7/BVl0TlGrSqSmio2st9E8mdkSiYnCooHJJqsBm9BIdzZbDVgcJrwhO96wHV/EiU0w3ZDp5qqqUqvKxMfzjB9KUcqJVAp1xHKdarFOuVBb0mVlshrwhuzYBDNmmxGbYMLpacTk2JxmBL913utarpeZLEwynB0mXU0zVZxiKDvE3theJGXxYHKrTsVnVOkwK0RMCla9ilOvEnKtol3oxm/1Y7a0YLWEsFrbcbk2YDQKi17ranDd1AHS0NC4OFRFZfpDz887N3HPXE+sQOB19Pf/6SVd8wcHZviDf5vLvvr9V/c1xQ8wr7Hp6B0fbIqfQOD1rFv7dxgMZ8/SkhWZN379QyjVX2+e++d33XL+4kdV+cLvPUXcMU56Y0P82IrdxCd/h7WCDYuiwymqBHIyQUmPoM7dkF0tVlraBXxtDtwnLRIOj4VAl3DRQkeW6kwPHCMzO0UuHiMzO0M5nyM9PXnWisdNdDr8bR0Ni05bO97WNnyRduwuN55Q6zlnWS25x7rC9IkMsdE88fECyckCxczi7SYMJj3hnobFwd/mJNLvuSyWr+uRU66r1HSR0QNJZk5klkwjP4VOB+5gQyy6g3Za2p209rsRfNZFRaMoi+yY3sHPDv6MifwE+VqeZCVJvrZ0TTu/QcFnPGXJUQkYFVZZZQRDoySFy7UBv//V2G1duN1brimRc6nQBJCGxnVM7LQgY4Dqm1+mKo4BYDDY2bjhi5d0PVlR54mfD79pDe+9swcAVVZJff0o4kiuMdZYpuZoiI577j58TsLnFH/5/KeoTs+Jn70fvg+/8/xuqKqq8oXffYqKscB3N/598/zdx36Hbsl2shXWqW/aBvQGHa39bno3B+m7KXDJ0sylWo1atUI2Okt0aJDoyBBj+/cu2aATwGix0NLeieAP4PB6sbs8WBxO3MEgvrYOLDY7JpsNk/nS7LFarDM5kKacr5GabrizCpnqom4sq8OEJ2TDE7TT0iEQ6HQS6nFjMN7YKeeqqpKeLZGLVSjlRFIzJaLDWdKzZVRl4QtpMOrpXOcjssKD1WHC4jBhc5qwOk04PZZFA70rUoXjmeMMpAYYy48xnB1msjBJtBRFUhe36Fh0DYHjMyoIepU2s0qvWabVpGKzteNybcLpXIXd1o3R6MRu78dqjdwQ1jlNAGloXIfUpgrEv3gA5MYHq8FrQfq1o4yf+ExzzKvuemmp6RfM9keeaP7+xbffxBs2tDaPk189gng80zweftUfAbBm9SPnJX72xw7z9Z9saB7/9QPrz1v8APzXp/dRMRb56q0fbp7rHv21hvgBNry6Hbtgwt/WyMBytdgu+CZeKRaYPT5AemaKfCJOZnaaUi5LOZellEkvOsdosdC2ai2ulgB2t7dhxQlHaOnsuuB4nLNRLdWZOZFlZihLbCRHMdNwv8jS4hYJu8tMuM9NoEPA22on3OPG7r6xG32qqkqlUCc+lidzsjhg+qQrsFZZXISYrQZ8EQeRFV5W3BrEHbRjNOmXfR2TlSQH4gfYHd3NwcRB0tU00XIURV3ib6XXs8Um0mVRcBlUBH3DuuPQg06nw2brQBDW47D34xRW4xI2YrW2LnqtG4WLFkCyLHPo0CG6urrweq9uSpuGxo1A5WiK1Nfmd2zXvSvO8aN/3Ty+844dlyTL6xRFUeIvvn+EeKHhAukLOOaJn3q8PF/83PXHqEaRjRu+REvLa85pjWgpyvsf+yte2jMX8NwbsPCO27rOe7+7fzjC6NgMX731z+f2mF/L66PbAHjte9ey8tbFa40th6oojUado8PERofIzM6QGB8hMztz1rlWp0Cwuxd3KEzXhi303nzrJbPgLEYhXWV2KEt0OEc6Wm4Wu1sKd9DWrJgc7BJo7ffg9FjQ3cDNPus1mdRUkenjmWYGVjZeplJYvGmqTq/D39Zo9XCqCnJkhQdP0L7o65gTcxxMHORo6ijDuWGipShZMUuynKRQX9wVatXriJhkWo0yAZNKq0nBb1TxG1R0OrBYwrT4X43V2t6w7Ni7sVgiGAzXjktSVVVUUQYd6C1Xzw5z3is/9NBDbNiwgfe+973Isszdd9/Njh07sNvt/OhHP+Kee+65DNvU0NAAyP5wmOILczdb4dUdGG6X2LXn3c1zt237KRZLaJHZF8YLQ0ne/n93zTv3+B/dPbenn4xQfHauAvSJV/8eiqlMf9+fEgi89pzXuevv/5N6aU78eBwKP/ujcxNPp5NJlNnz4zH+dfuHmuekUg8PDr6T1n439717La6WxS1SiixTLRbIJWJU8nnKuSz5ZJx8MkEpk2b2xOCSNXNsgovWFatwh8K4AyG8kTYsdife1ggWux294fL2mKoUaoweTDJ+KEVqpkguvngmmNNrobXPTWu/B1/EgcNjwepo9MO6UZBlBbEkocgqdVEiF2+4rQrpaqN+zkyJallasoknNF7HYLerURzQY2n2tlqqRlFFqvBy/GVGc6PESjEOJQ9xIHGAurJ0B3qvycQ6u4leYwGvoY7rZLwOgE5nwGIJY7W24XZtwSmswWHvw+lcc01Y6OSciCLKKFUJOStSm4hTG8silxXknAqyDtt6M/5f33bV9njeAug//uM/+PVfb/jmf/jDHzI6OsrAwABf//rX+fM//3NeeOGFS75JDQ0NyD0+Pk/8BH5vE5ZOF888e1Pz3M03//uyXdTPB0VRueuTTzGdnbuRhlwW/t97tzVTakt7Y/PET6bjZyimMk7HKrq63rfgmkvx/p/8HfXSXFfo16538OW3331eH+SqqvLFZ4ZRvzXBYGD33J6jr+Gto2/hptd3sf2BPmSpTnJyvJFVFZslNTlObGSISiFPPplAXaRy7Zn42zsJdvfib+/E2xqhfe0G7K7L39ixLsqkZ0ukporExvLMnMhSLdVRJIVadWF7CnfQRqjbRWufG0+oEVAr+C6Pe+1aRaxIpGdKJCcLxEYbfcMys+Ul3X5nYrEb8UUchHvc+E+WN2hpdy6bpi8pEgPpAZ6depbd0d1MFaaIlWOLjg2YzXSYZMKGCi0mFfvJrCufUcV+mkfWYg7REngtTsdKfL47sFrblm0afCVRJYXKwCyV/QlqkwXkQh2UpfemoiNr0lEZn8LPdSSAkslks+3ET37yE37pl36JlStX8hu/8Rt85jOfOctsDQ2NC6G0O0rhibk6Oq0f2kq2vpvnn3x381xb29vxuG++JOv9/ePH+YcnTsw7943f3MYd/XPp67XJApnvzHVgH77rj5FsKSKRB1mz+uPntM6BxAE+89LnePLZB5rnjv/NazEbz6+ZabUus+bDj3GTaKDLd4Sn+r/RfOyto28B4Laf7yUTneFf/nD5thvQsOY4PF7sbg+CP4ArEMDh8eEOBGlftxGj6fLceGpVifRsiWysTDbWKCJYzFSpFiWy8fKyFgloZK71bA4Q6fM0mlAuYel6JSKW64weSJKcLFLMNl63fLKypLsKQK/XoTfqcLXYsAkmBK8VX5uTcI8Lh8eCydJI5V+OWCnGYGaQ0dwoR5JHSItphjJDpKqpBWNdJhs9VgMOJUPQpLLaKhMyljml8w0GB3ZbN2ZLAIsljM3agcO5ArutC7u9F53u6gSay6U6tekctfEZ6jMJahMplByoqhUMTnQnhZgMFEw6ihYzFYOOPFUqOpm4scaoHbJWPTOCmRNeF2WzmffVFK5mG/LzFkChUIijR4/S2trKY489xhe/2MgyKZfLGC6ivoSGhsbiKKJE5rtzYiTw/o3sH3oP2ex8t9SqlZfmo+TrO8fmiZ9tPT6+8ZvbMJ6W+l2Pl4l/fn/zeGz7R5BsKXq6/4Cenj84p3VGc6O8/ce/TnHg/2ue+517Os5b/IynSnzkr57nj0UL39r8CMdt8eZjP3+4sZcHP3wLI/v28L1PzpUI8IRb8UXacYfCBLv7Gs06W4I4PF6M5svfTV5VVOITBdIzRcYOpoiO5CifQ4Vki91IS7sTd8hOa6+bQKeAwahvuLGc14ZF4HJTztdITBbIJyokp4skTqbpL1XVziaY8IYdhHpchHpcuAN2/BHHOcU3leolds/uJl1NEy/HmShMEC1FKdQKpKtpEpXEknM3CC422A0EdXm8+gIu/ZzYMRrdBINvwOlcjcPei8OxArPZf9UqJcvFWqN/YDRDPZpFSpWQkkVU2YbuZBJD3ggzNiuzjg5EAZIWHaNOPWMOPZM2HWnrmXtfviecpf/SWKsvlPMWQO95z3v45V/+ZVpbW9HpdM2+W7t27WL16nMvSa+hoXF2pHSV6Cf3NI/971/FjqHbUJS5G2Wjk/pvXhK//7v+ZTfPHJ/7QP/Zw3fTH3TOG1MdypL8v3O1fmbXfxlRmKSn5yF6ez5w1jWy1SwffeEveHxggsrknPjp8lv43/dvWGbmQvb/bIJ/fO4rTK3czcvOiXmP/fzhP6TfsIZ3f+kO/vvzf8/RZ59sPrb153+Ru37t3ee11sVQq0hMDqSJjxeoV2Uy0RLJqSLV4kLrhNVhwhdx4ArYcPmt2AQzTk+j4KLd1SiAdy3EeFwJqsVG1lp6tkh6pkQh3bDsLFWPyB2w0bnej+C14vRaEFqseIL2c4pvEmWR4ewwA+kB9kT3MJgZZKowRUVauqr2KSI2Nx69RLshS8DYyMLqNitY9OXTRumw23sItLyWQOB1CML6K14tWS6WKL14nNpkHilZQilJKKIFVTagOy1pQtJBzmRhymPlRb+RXX4jw04dJdO5WaBsej1WvQ6XQY9ZBx4UwqqMtVzEWMhhSyWwp+Js51boi1yup3tWzvvV/8u//EvWr1/P5OQkv/RLv9Tsom4wGPizP/uzS75BDY0bkdpkgeLOGcr75qwZxttgx/Ht88bdc/ehS1bh+fWPPstAdC7z5Hu/f8cC8QOQ+vpcBlqy9/vkIzsAzip+9kT38OjeR9k/M01p+E/mPeayGnnmT+5bYubifHvHi3zj4GcZ7T244LHf2PUJDGKC7b+p8PJjP5wnfm558y9cVvGjKCqxkRzHd8fIxsvkk8tnX4V73URWeOje4McdtGN3XX7r07VGbCzP5NE0pazYDEauV2VyiaXFhytgw3Myc80XcRBZ6cHlX97lp6oqU8UpjqWOMZYf43DyMFkxy3h+nHR18XIFACF7iH5PP26zixazGQ9p1NIBTPU4LoOKxzgndMzmIIKwFkFYh9XSisUSwmIJYbN1YzQubxG5GFRVpT49Q20ijjg8jZTIIedlpEQBVXWjt/rBaEOnN9Do3CVQMMKw28Ahj54Rp4G8rkbKKDPsdVA1LW6Jsup19NoseIwG7DrwKXXa5Rr6ZBxHLoNSzFMvlRBFkcoyLVkkGlnkV5OLaoVRrVaxXmS10WsRrRWGxtWkHi8T+/u9884Jd7dz2P0uqtVGwLHPdxebN33lklkC3vHPu3juRLJ5PPDXr8e6yAdgbbLQdH0lVnybdM9/A7B+3T8QCi1sVnqKg4mDvP0nb0cRWyiN/K95j73vVb188I1rlpg5H7muINZk/u4LL/Ez50fJ2Ocavb5u/J0YyzbCaSdK7j8Wnf+7//SNSxKsLNeVZkPKfKraLHiXmS0tedN2ei10rPXhcFsw24y0dDgJdrmw3ABNPqvFOrPDWZJTRcq5RhPParFGKVejmBWRxKVvhK6AjWCXgDtgw9/mxOGx4DkHoaiqKhkxQ7KSZKowxWOjj7Fjdgc5MbfkHKvBSo+7h7W+Faxz+Qkbath0FRxIFEvHKBSOoqrzrXZWaxs2awce722Egm/E4eg7vxfnLKiyjJRMIg4MoJTLSJkcUlpEimWRMmXUqglVsaF3daO3zr9fycC4Q8+EXU/RBFN2PTmDzHGnykG/HfUsnx8Bk4GVFiNrDSorpSqudJxMNEqxWCSbzSJJi9c9Oh2j0YjdbsftduP1egkEAgSDQdxuNy6XC7v90rXogcvcCkOWZT7+8Y/zpS99iVgsxvHjx+nt7eUjH/kI3d3dvPe9773gjWto3OhIqco88ePYGsa+OQjtdarPN8RPa/htrF37yUuynqqqvOpTTzGZnrtpn/jbN2A6o9WDqqpUDiVJf3Ou+Wm6+zEA1q//LKHgG5dd5+0/eTu19G2IsQea595xWxd//cC5NTGeHcrys3892rSkeHQSmdsa4scltfILifdhnfGiKgXE3D/Nm9u+prHGrW952wWJn8REgbFDyWZwcikrLhtYC43u25EVHvpuCuIO2PC1Ol7xBQRVRSWfqlIt1hvd4LNVMtEyUwMZEhPLt/fQ6XV0rPE1a+i4g3bMFgPCycaoy1GoFRjPj1Oql8iKWYazw4zlxjiWblh5zsSgM7DSu5J2oZ1+dw8hixVBmsSmFrDUxqlUhpHEvZCAGo2f0yWT0SjgdK7F57uDSOTBc+prdy6Iw8NU9u9HPH4CcWgcVXYiF+ugOtGZnehsPnRWF3qhFZ1OT94IE216pmx6MmYddT1UDDriFh1ps0LcqmdIMCGfJc7JhUqnWqetUsRYKmATq9iKOYRMEqU252ofXmK+IAh4vV78fj+RSASLxYIgCFitVnw+X9NLdC1y3gLob//2b/nqV7/KJz/5SX7rt36reX79+vU8+uijmgDS0LgIEv98uPm75+f7cG6PUK/nePa5uVTR1av/5pKt9xc/ODJP/Bz/m0XEj6Iy/dEX4LQGjdG1XwGdyooVH15W/NSVOr/3s9+jnr1lnvh59+3dfPTn1p7THkcPJvjJF+ZijsqmPF+75SPN47e+/H6skhNJPIhU/lnz/Gt/+/1sfM3rz2mNU1SLdRKTBWZOZElOFkhMFCjllg5MNlkNOL1WWtqdzWrJvlYHDq/lovuFXauoikopVyM+nid7shJyNl4mPVNaNojb4Tbjb3fS0i5gE0zYBDN2V+NH8FkxL2MJq8t1RvOjxMtxxvPjpCopJgoTDGeHz9rBXDAJeKweNgc288aeN9JrUShmn6VQOEIu+2PUky0kTomdU1itbbhcm7BYwhj0VqzWCB7PrdjtfectZOV8nsqBg9RnZlAKeeRCEaWQR0pXkAsgZ4ootf+fvbMOk6s83/9nZs6467olG/eECE7wUrRFCrRUf3WlSpHSAqUttPBtqVGhUKBIW4oVa7DgEHdbl9ndcZcjvz/OZiaTlSSQQGj3vq65ds97dGZ2z3uf57mf+9GiczWh885E6z8agKQe+sxatjl09Jg1dFm1bLPrGDBp9klsdkMH1CJhEYtYsyk08RiGXJaG6CD2XAa9PHr0bXe9oSAIOBwO3G43drud+vp6XC4XNpsNr9eL/u1URCoKhHeCb8qB73sQccAE6K677uL222/npJNO4vOf/3xpfN68eWzdunWcPScwgQmMh8iD25EiaoTDurga25G1KIrCypeWlLapq7sErfbgaER2DCS569XO0vLOGz5QUekFI0XYAENTHiBe/wIL5t+Fx3P0mMeP5+Mcc98xFJMzyfVfVhp/7YqTqHbuO3UuFiQe/MlbRPrKxoPrDTleWVQmP5NC8zGLNhSlWEF+jrn44/tFfiRRJhnO0bczxqaVfQx2jOzPpdFqqG11Uj/Dg7vagsNrxmgVxmxM+d+GdCzPQEeCwY4EwfbEuC0fNFoNVqcBvVGHxam6IQea7DTN8e3Tf0hRFLqSXXQmOulOdrM5vJl4Pk4kF2FnbOe4YmSHwYHH5MFtcuM2upnjn0ON2c1MqwVBGiKd3kk6vYNU21fYIlZ+xxqNgMM+B7fnKIyGKqy2qVgtkzEYPPv1+SiFAlI6TaG9nfRLL1Po6QZRKqWuxFAIKSqhddShtdegtfrRmN1gbkK2+hjwaOiaoWWrQ0fMoKHNqiVs1JDTqeRHHudvzKHT0mAUCKCgKeSR8jk08RhyeAhzPocrm8SRTaMbReni9Xrx1FVjsVgQBAGn04nX68VoNGI2mzEajVitVkymt/l3LuahkAapAKkBiHZAvAcSfdD2PAxshBOvguO+va8jHTIcMAHq7e2ldZTSNVmWKRbHDwtPYAITGB3xJ9rJrFKN0kRDjOLReUKhbtatL0dZzeYmpk299h2fqyDK9MaynHLLi6Wxld9ZPoL8KIpSQX5kXY4dJ6kPPX7fKeOSn454B2c+dBZyvppcT5n83PmpJfskP8HhHlVP/WFjxfgdrQ+S979UWp7dfxxHt5+NVNyOUnymNP6xn/6SQPOkMY+//rluhjqTpGJ5gu2JEfoTs8OAr95G/TQ3/iY7Vc0ODKb/fp1OJlEg2BYn0p8mGcoSG8wS7k2Rz4xOdhw+E1XNDixOIw6fCXeNldrJLnT7WSkUzoYJZoKEs2F2xXbxWNtjbI9uH3N7QSvQZG+i3l6P3+KnzlbHJOckWu01WKQguVwf2VyX+jPzCMmhTbSNchyNRo/PdxI+7wnY7bOx2/etP5NSKQo7d1IcGEQM9pNZs5Ziby/F3l6kyG7xtAa8k5G9LaRtbqLeapKTjyO6uJo2m46wUcOgSUvQpCFq0BI37B+pMGs1tBoFWnQaHGIBVy6NKxQk3NGOkk6NuZ9Wq8VkMuGtr8fj8WC32/H5fHi9XgKBwDtPTeXiENoBkTb190wYUoMwsAkGt8A4WqsSCvuusDuUOOD/6pkzZ7Jy5Uqamir78/z9739nwYIFB+3CJjCB/xXkOxMkX+gBIOlfRd+CX0Flqy90OhtHLlvxjiMO2YLEjGuerBi75syZNHgqhYj5tjihPaq9ss5ddB/xUwDc7qOYM+c3Y55j20CUM37/CFLmJxXjf7jsCI6f6h9zv3Q8z1++O9JJPqSVuds9iGkP8lMba2bx+iJ56VcV21ZPnjIu+Xn1oV2sfqpzxLjDZ2LyggDTj6rBU3PoKnXeS6RjeVLRPPFQhkQoRy5ZRBRlYgMZQt3JMYkOqJ+Pv9FOoEl1lfY12Md1Qt4bqUKKHbEd9Kf62RTexCt9r4yautJpdLQ4W6i2VtPqaqXeVo/b5MZr9jLXPxeNXCAafYVw+AUy2efJ9tzNjlz3mOc1GWux2aZjNNXisM/CbG7C4Zg7anNeRVHIrVtH6sUXye9qG47cRCkGgyiZDKBBY/GiMTnQGGwMemt465ijCdY00u/xscVrodes3e/UVOk9Aw0mPa068MgidqmIt5gnPTRItLMDR6qSSIhAaK9juFwunE4ngUAAv99PY2NjybD4bSMZhPAuKGZBzKpRnMEtEOtWSU6iZ78PpShQkHWkRAPRgplI3sJgzkrNxgEWHVjx50HFAROga665ho9//OP09vYiyzL//Oc/2bZtG3fddRePPfbYobjGCUzgvxaJ/3SS+E8XCjK9C/6PtH9daZ3dPhuNRofB4GfunN8dlHTLRbe/WvrdrNdx7oI6PnVMS8U2yRd7iP+7vbSsINO15DrQQHPzl5k86RtjHr87kuG0W14BKithbr5gHqfMHL0/WbEgcd+PXh9RKt6vk9lkENnmimNqvrE0/pGXz8EUX4tCuS2IYDAy6/gTOe7ST455bauf6qwgPydcOg1PrY2qFkeptcd/C4oFic4NYfp3xhjqThLpS49LcHZDbYTqUFN9PhPeOtVNel8+Ooqi0J3sJpqPsj26ne5EN8FMkMHMIAPpAXpSo0+WXpMXm8FGjbWGRVWLOH/q+XiMLjKZXWSzneQLIQqFrUR6XuKVbTsRxdGjCmZzMyZTDSZTHRZzE0ZjNU7nIiyWkY10FUkit2ULhc5Ochs3klmzFjEYRIwn0WBBa69Ga69BcS1icHoNkSVOBmxmBqxGgmYd7TYtu2xaIsbxI11ORYNfq8UqaKk16ajRyFjyGeyFPOZsGjkRJxONkIlFEXOVf/u7k3S7a5gEQcBqtWKz2UpRnMbGRgKBAHq9/u3pcEBNUfWuVtNSoe3Qv1YlPdko5GL73l+jRVFkRFmDomiQFC0p0UB/1kZvxklaNBAuWEiJo0d9ndJ7a/nwtsrgV65cyY9+9CPWrVtHKpVi4cKFXHPNNZx66qmH4hrfdUyUwU/gUEORZPpveB05I6Igs/3UT1WsnzfvT/i8JxzUc0qywuTv/xuAIyd5+dtnl43YJvlSL/HHyomDeO1KgrP+DBqFo458EbO5bszjy7LCpOHjA9RWDfC7Cz7EjBrHCGH1nvjzt1dWVFXttMNDuiwg4ph6E4quPOnVx6Zy8itlE7xJCxdz2he+PmZ1V3woy4bnewi2xRloL2s/PvmzY/5r/HbiQ1kGOxNE+tNE+9NE+tJEg5lRtzXb9djcJpx+MzaPCb1Bi8mmx9dgx1dv269UX6aYoTPRyWBmkIyYYe3gWv7T+R8Gs4Pj7uc2uqmx1TDJOYkl1Us4uu5oPAYr8fgqkqkt5LLdZLNdxOKrkeWxUyO7yY3HfSQWSwsWa2upEkvO55FicaSwqr0RBweR4gkKXV0Ue3spdPciRQvIBgvh+hnEqlvprq6ly+smaNET12tI6DVEDRoGTBrEfRDjxiLMz4oYNAX8hSQBOYU2myYTj5NOxPerTHw39Ho91dXVmM1mLBYLHo+HqVOnUlVV9fYffhRFJTLFbDlFFW2Hgc0q2elfD+M0Y8VgBVlClorkRB3Jop6MqCclGuhKuRgq2IgVzEjKvtOeTn+AmqkzqJ48FXdtLXqDEbsvgKvqHUaq9sKBzN/vyAfovxUTBGgChxLFUJaBm98qLXcuuZ6cq5wOOP64tQiC/aCf95RfvMCOQVUzMJrPT/jeLWTXl4PrHcuuIe9Q3ZWPOfo1jMax01d7kisAY/VDbPv6H/d5Tf/+7Xra16nn1Oq13GxJI2kAXRr71Osqtq2NT+HEV3MIsnqz/dStv8ddMzYh694c4ZFfrh0xfuGVi/E3HPzP91BDkmT6tseIDWQY6koS7ksT6UshFkbvD2Yw6Wia48PXYKO6xakSnP30HFIUhbZ4G1sjW9kV21VqATGQHqA/3Y/CyGlDr9XjNrlptDdSb6+n1lpLja2GgCVAi6MZmxIlmdpCPhckl+8nmdhAMrUZRjkWaLHbZmA0ViEIDqzWKTgMMzHknEi7Bihs2Yo4FEIpFpEzGQodHRS6ulD2iKTIgolE65GEm+Yy6HKztdrPNp+dpF5Lp1VLWtg3qRAAr0aDCwW3LCIUMrjyWTzJKPpgH/rUSNH8aLBYLJjNZmw2G06nE5vNhsPhwG6343K58Hg8ByY2zidVMtO7So3cFDIqkcmnoJCEdEhNYSWDavpqPyHJkJKMxAsmQnkLnWk3kbyFWNEEjH9tgsGIVqfDZLPha2iievJU7D4/JpuduukzMdvenf+5Q+oDNIEJTODto9CTZPC2taXlxNSX9iA/Gk46cfyS3reLR9b1lcjP9Gr7CPJT6EtVkJ+uI35SIj/HHvPmPitiplz1GKASE62xj8c/vm9X+Cd/v6FEfgBusqSRNQBSBfmpjbdy1uYvIeXeQpRVHVDr4mXjkp9X/rGTNc+UW2NUtTiYvCBA6xGBw74bej4r0rstSqQ/zVBnkvhQhkyiMLb3kAbc1Vb8jTY8NVa8dTZsbhOeGgva/SzF70/1szO2k12xXbza/yprBteMW3Vl19ups9dhESx4zV6Oqz+OkxpPwqa3kcv1IEkZimKCfK6feOI/7Nj1KMXi6E7LesGDTWrCIHowSm5Mkh9rqg5xwyDF7h7Sr7xCNvoE2b2e1QuCnr6aRtLOAIM1M+iffyphXzVhu4Met4Mem4G8buxJW6eACw0tej3NZgMBrYRZykEuizaRQAkPkuvpQiyM35/N7/fT0NBQKgnX6/U4nU6sVitutxu9Xn/gERxJhHiXqrmJtKkpqmxUraTKxlTSoxyYi7KsQF4WSBcNpEQDAzkbQzkLg3kbsqJDQkdaFFCU0a/VZLFQP2MmFpcPraDDVVWDu7YOm9uLv7EZjfb9Z/twwARIq9WO+2W+19bWE5jA4Qoxli+Rn5R/DZH5j5LVlNNNy0/YckjO+/LOEF/925rS8r++NLJ6a8/GpttP+iyKTr3pH7nsP2OSn7ahFJ+58y3aQml2kx+NEOX173wYv3V8wvTI/62he0u0tHyLMztMfkTsM64qjTdHZnPa1s8gi12IWZX8GMwWzvnWVYyFDc/3VJCfs786n4aZ+1fS/G5BURSS4RyRvjShniTRgQz5tEgqlifcmxo9KILaCDXQZMcz3P7BU2PFVbV/va5ArbzaFt2mlpZHd7JqYBU7YjtIF9Ojbt/saGaScxItzhbq7fU0O5ppsDdQZa1CFJPk80MUixEy2Q56228mFFpBPt8/6rG0mLAUqtHFBHRRGU1bBuN2ULZH0CibAFXgm9BoaHO56aqqY3tjC4kTzyLprqFgsiKa7SRtNoJWE72W/RNh+2UNfkFHlUZDi0aiyShjFAvYB/tIxmLEhl8yMPqnoJIcj8eD1+vF7XZjtVpxOp34/X4MB9o4V1GgmIHBrWo6KheDTBQyISikINoJfWvVSM6+IJjU40l5irKWgqRDUjSIio60qCdWNNGddtGVdpGW9q/qSzAYS42CrS43jbPn4W9qwRkYXcP3fsYBE6CHHnqoYrlYLLJmzRruvPNOfvjD97Kx/QQmcPhCEWWCP3kDUMlP74L/q1h/9FEr0WoPfifvX63Ywc+fKZcW3/fZZSOiP1IiD5I64w5Mu7tEfhYtvB+LpVIgvRvBeI4Tf/5CxZhGl2Dt1WfhNI7ttiwVZf51y2qCbeXUwS3OLKIGNLoUtqllk0db3s1pWz9BPnZLxTHO/c7VjIZcqsiL929nx5sDpbFP//zY/SYHhxKyJDPQkSQRyjLQkaB97dCYDT1Bbf/gq7fhrrYQaHRg8xixOAyYHYZ9GizmpTyD6UE2hjeyPbqdzkQnu2K76E/3jxvVqbfV0+JsYa5/LkdUHcEc/xyMuvKkqSgSkcgrDHbdys7IS+TyfWMcSYMgW9AUNGjjIPRK6DcWML8hoZHVfWSNhpzBSLvXx86lcwm1ziTsr2Gjz8dOlwNpP6MJgqxQlVewyAoNeYVqRcGplbDLRRzaDGYxQTYRJxqNkk6r9GZ0eqamqdxud8nkLxAI4PF4aGxsRKc7wA7t+SQEN0IqqEZwUoMQ64LBzWoV1f5EbzRasHhBMJY1PIAoawjlLYTyNsJ5M/GimVjBxFB+ZN++vVHTOo36WXOwOJwYrVZMFhsmmw2d3oBOEDDZbDj870Bz9D7DQdMA3Xvvvdx///08/PDDB+Nw7ykmNEATOJhQZIXgzW8hRXLk7B10HnltaV1r6xUE/B8YV1z8dvHTJ7fy2+fLBva/vHgBZ8+r7LwsxvIlYgaw7ZRP4HQtZMH8O8dssqooCq1XPoEkq7cOvesN9M63eOajt1NnH/993Hfd64R7y8/ZPx+O/MyoV+ixX1Eat+adXPB8K0iVBb/nfPtqWo9Yyt5QZIXffPG5irFLf7QMV+Dg9hkaD4qsEOpJkY7nScfyRAcyhHtSpGN54qEsslh5q9VowBmw4K214q6xYnWpJMdVZcFdbRl3EgqmgwTTQcK5MJFchO5kNxuGNtAWbxu3qSdAk6MJn9lHva2eWb5ZzPHNodnRjM1QOYFKUp5stoNMuoPBgX8zGHoChcqJWyPr0OWM6NI69EEd+nYZ4/NZtDkNChByeQh6fHTVNLC9dQYDTVPoc7roNevHNfjTKgr+nMLUpEx9Vsap1WIzCWiMIOglTEoRTWKQ8K5N5Iv5fclTSvD5fDgcDvR6PT6fD5/Ph9VqpaqqCofDsf8Tv1RUSUlqAOLdKsEppFWy0/Omqs2R9yWA1qh/BACKgqQo5CWBjGggUjDTnnKTFE2kRQOSokFWNIgaA+nC2GTMbHeg0+sR9AZMdjtmuwN3TR3VrVOpmzYDhy+wf+/vEEPOZFBEEd0hmF/fEw3QsmXL+OxnP3uwDjeBCbzvISXyRB/aSW6LOiHJunwF+Vm44F7c7pGT+TtF21CKO17u4K+vlUu+V35n+QivHzkvVpCfaOPT1NVdPG6rjXi2yBHXP1MiP4JjLaaaf3Lfmfftk/yseaargvz8Ypj82Dyb6LH/tTTuS/g442ULKGXy0zR3AedfWSmK3g1FVvj9V8vRKJNNz4e+tfCQkR9JkskmikQH0vRuixIfzJIIZRnqTqHIYz9PCkYdvjorNo+Jmskuph9ZvV9VV7tLzLdFt7F+aD0v9LxAe7x93H0ErUDAHCgRnN3pq2prNXZDWYyqKAqKUiST7aQ3+Abpto3kIh0kle3knLHdmc0SNDkwbdBi3KxB2KAnozEz5PYTtTvImK301TbT8clJdDY00+mwkN9HtMosKrSmZBqzMn5BoFHUMC+nUGVWCMlR+lJDDKbDhDJRUmNVVGkoRW70en3JyXi3w7HdbsfpdFJVVYXZPH5fMRQFZEklNYWUKiYO7YDBTWrkJjUI6UH151h5yn1AUiBVNBItmIgWLPRmHQzlbEQLZpT9ZHIWpwtvfSPu6lo8dfVY3R5qp04/bAjO3lBEkezateQ2b6HQ0U780ceQk0l8X/wC/q9+9T27roNCgLLZLL/85S+pqzv4T7ETmMD7EalX+og9Uo6+FI1R2o8pW77Pmf3rQ0J+CqI8IjW1d+sJKZ6n/8Y3KraJND3J0LT7OGn6WC0PVcz74dPlBU0RU+0DbPj4hlG3VRSF+FAWRVbYtLKPdSvKhnW/cGaRNKCz7kBTVSY/Lf0+jltjQTM8EVicLi669qe4a2pHHH/3Oe7/8ZtIoloJ5a62cPEPlh60EL5UlElGcoR6Umx7PUioJ0kqMnbqSqPV4K2zYrbpsTqNBJodOANm7B619Hw8UbKsyMTyMdpibfSn++lL9dGb6mXN4JpRm3oGzAF8Fh9ekxef2cdc/1xanC00O5pxGV3otGqkQJZFIpGV5DOrGAh10p5sJ5NqJ1foQdLkRkZPXOVfizk9UsRILmplc/QI+q3T6K9rpG+Gi57LrPtMVWkUhUBOoSqnMC0pMV3SErDqCegkTJo8Gq1IUp9lKB8hPBQmHInwzDg6UoPBgNfrxev1YrVaaW1tpbW1dd/ftySq6ajerWo7BqmoEp18AvrXqWLj1IAaxXmbxAaG5TiKhqykJ1E0Es5bGaCOlGInU4BUDtI5ibHyLoLRqEZtqmvwN7XgqWvA5vFiMJrRCjq0Wh02jxebx/u2r/FgQ87lEAcGKAYHkBJxpHAEcXBQtSGIhJEiUfI7diAnR2qahINcAn+gOGAC5Ha7K/7YFEUhmUxisVi4++67D+rFTWAC70coilJBfvSNFrZN/0Rp2elYQCBwYE069xc/e7Lcj+/kGVV86pjmSvKTGEl+wi2PEpryD2qqPzTusa95uNyaQmfZhaXpD6y4YMWY2999zWskhkZqTv5kzyELSSwNd6Izlw3yTn+tiupI+VrPv+p6mubMH/eaXnu4jXCPWt2m1WneFvlRZIV8RiQdV3teRfvTDHWnSEVzJMM5ZGnkbKXRgNGqp3aKC2+dqtVxBSy4qi3oDePrRdrj7QxlhhjMDhLPxwlnw4RzYV7re42+9Fi6Gmh1tTLTO5NFVYs4qfGkCq2VFIuR620ntXUjkdSD9OW7yUshiroEWWsYRT8KqRjmLllMpIs2ogNV9MvNDDgmETI10a6vo8+kR6nTwDjPtraiQk1OxiRBdVamAS2TBC31RoVqWSQpJuhPDRHLJwhHIwzl82wa9xNS55mqqirq6+upr6/HarWWIjxjQpZV4XDnq6rHTS6uRnCi7aoe5wDKwceCokAkbyYhGokVLCR0frIaO6GMQLaoJZ2VkKTRbAkqP3+tToczUI3DHyDQPIma1mkEWibj8AcOK/2Noiiqf1JnJ3Img5xIkm/bhZxIUOjsIt/ehjS0ty/16NCYTFiWLMY0dSpCbS2W+fMxzth3G5JDiQMmQLfcckvFF6TVavH7/SxduhS3231QL24CE3i/Id+ZYOi3ZTdn/xfn8FrHcrW8BfB5T2TWrF8cknNv7kvwx5fU1Eijx8IfP35ExXpJytN306toUCfoeO1KBqbfjSKoEY3xUl+JXLGicaql6Q/cesKtBCyjh9yf/P2GCvKjMWqJFkX+aS0Q0SnYp95Qsf0Jq30l8qM3mvjsb/6CyTa+qPOvV71S4R79mVuO2+fkIUkyG57rIZcqEg1mGOxKkI7mx3wiB9AKGmwuI02zvLQs8OOusmB1GtHswyQvL+VZNbCKrZGtRLIRMmKG9UPr2RbdNu5+DoODqe6puIwuGh2NzPDOYGn1UlyCndymTUh9MfIvPEh/ZydiLk60uJZUVT/ZRbJ6RzcPv4ahAFnRQrinhm6piV3CFDI46fFMZtDsJKXXgwFoGPeyqMrKHB0SmZqUqVU0NEjgKOZISkkimhT9UoSe3CCKBnpQX2PB7Xbj9Xqx2Wzo9Xo8Hg9utxu/34/L5RpbdJyNQiYC6SFI9qsuxuGdqntxaPzPFQCNTv1ElNG9k3ZDlCErGejNOOkTq0hrHGrpeExGGoUQqwSnTHK0Oh1Wlwe7z0+geRL+pmaMFhs2twe7z4fN40WrPUBh9SFGvq2dzJtvktu8GSWXRQyFyW3Zskevs3EgCOirqxG8XrROB4Lfr758fgSfF53bg3n+PLTvtP/YQcYBE6BPfOITh+AyJjCB/w7sSX6MrS42hb+MONx92mRqYN68PxyS877eFuai218rLf/jC0eN2KbznvsxFNWqrkTNK4QXPMTkpm9QXXUOBoMPjWb0dMauoRQf/u0rpWXrlOs4o+UMTmo6acS2iqLw+G/W07khXBq7yZlV0yxm0Agx7FPKPcICESPLV/sxDws7T/3cV5m9/JR9Epmn/7ixgvyc/70j9hl5CfeluO9Hb4y5Xito8DfYCTTasXlNuKsseGptOHxjG9TJikxvspdN4U0E00GSxSS9qV42hTbRmegc1TAQVJLTYG8gYAlgN9ipslTRYG/g5KaTsRvsKIUCYjhMsT9I7sUNpFf/iMHVb1JQQoh+hfwMmcJkhWyzjiH89HIECRyEZT/pgoeEEiCm85DSWggJdvJ6HYxe0Ke+d0XBk1cI5BVmJGWaZQ01okhjvogmEyecjxKX0sTEJHFNhphG2btdnQqN2rbBaDRit9ux2WxYrVaqq6txu93Y7faxS8fzKQjvgPVPgJhTyU5+WIczuAmGtsMY5fojLmKsNNZw9ZWsQLRgJqH1kzHWUjS6ycomsrKJRE5LZ0c/YmFv3yV1X61OINDcgtFqw1VVjd3rx+bx4qyqxupyY3N7EAzGwyqSsxtSKkWho5P89u0U2tvIbtxIobMTcSgE4zQzNzQ3o3O70RiN6Kur0dfXo3M4MM2Yjr6hAWEvt2pFUSgUCmSzWVKZDIVCgfDGjcTjcQqFAoVhb6XW1lZmzpx5yN/3WNgvArR+/fr9PuDcuXPf9sVMYALvVyiKQnCP1JLt1GpWcTqUrW44ctkzo+z5zvH8tkE+cUe5a/uPz5uD3175pBXtX41hc3kGdF80k5nVbzIeFEXh83ev4qlN5bJynXU7WiHN5+Z9btR9drw5UEF+frGb/AAgYtuD/LhSds54TfXnmXrksZz4ic9ide07irzjrQF2vFVuu/DF3yzfZzQmEcpWkB+H38zMo2sINDlwVVmwOAzohPH1LJliht5ULztjO3m9/3UGMgOsG1xHsji2X4vD4GBh1UIa7A1YBAtVRh8zNbU09osUe/sorG6j2B9Eyfcjhp+lf+hm+nI5Nd1gUii0KBRbFDLNWnac3MxblhPoppEkDmK4CeFD0exB/HRURH/2hFVUaEjLzItJ1GRl6jMKXp2IQ1NE0mZJCVn6pQjB2BBpschOYIQt5/BHJAhCqV1DS0sLtbW1WCwWXC4XFss4FWzFHBRTkBn2uxnaCp0vqzqcyGi9298OVPKT1fsZFCYRl52ERBfhpEQmJ5JMZMln906HpYZflbC63DTMmkugeZJKcgLVVE2ajE54760V9oQiSUjRKGIkghSNkd+5g/z2HYihEEqxgJLLIw4OUujoGPsgWi2mObOxLlmCzuVCa7Ojr6/DPGsWOperfC5FQRRFUqkUA7EYwfZ2elauJJlMks/nyWQypNNpZHn8KBuo1gOHPQGaP38+Go2GfVXMazSaCSPECfxPInznZqREAQWZ9NQ1bKOyS/nRR710SHx+Qql8Bfn5xYXz+NDC+optpGye9P+Vn5ydlwewB44d97jJXJE51z5dMaY19WCu+xs/O+5nTHKO7LiuKArP/LkcF7jNoQqdARZOidOuv5ndleBzOiaxaLN6r7D7/Jz19e/u873GBjI8+qu1FZGfT/7smH2Sn0h/mr/98PXS8jEXTGHeSWPne4pykVd6XyGajzKYGWRHdAfbo9vpSHQgj5E6meKeQqurFaveSsASYLp7OlO01Th74xR37CK7di35bVvJt7WDJJXSQwqQ82uJtVoYnO5h6OR6Ek4rcaeNHns9MVzEcNNFM6Jm9L8fQVaYlJLx5RX8eRl/XsFVUMXHDlHBl1ewkUeUc6SVLAk5Q78SoV0bZ6dm9Pej1Wqprq7G7/fj9XoJBAL4fD6MRiMmkwlBEMYmObKskpnQdtj1rPp7PqW6GKeCY37uBwpZZ2Ko4CJtqCbnmExS6yGc0pBO54kMhknFd/eQyw6/9nqPwzocm9uDyWZHbzJhcbqwub3UTJlGzZRph0UURy4UkKIxpHCIQk8P2XXrKHZ1I+dzKMUiUihEvqNz3AjOntBaLBhnzsDQ1IR59mwMkycj+HwIHg9apxNZlsnlcuTzeSKpFOH2dqLRKKlUir6+PoLB/f8OtVotGoMBUW+kaDCSsdpJaAXiGi15YFBj4T1sBr9/BKi9ffySywlM4H8Z8ac6yG2NIAkZ2o/5DpKh/CTpdh/JwgWHrjjgnNteLv3+u48u4vTZlVUV6XQbwVvewDisYtXMz2APTBv3mJv7Epzxy5UVY9Yp16EV0jTYG/hAywdG7CNLMvffWO5v9qypQHY4WrBo7iq2Fx8sZSU8cX2J/ABc9IOfsC+M1tfrA5+fs8+Gpm8+3s4bj5bvX8deNIW5y1XyIysyyUKSZ7ueZUdsBzujOxnMDLIrPnYlnF1vJ2AJcHTd0TTaG5lsaaQ1akTbP0T2lbVk16yh0PUUUipFslgkCUhaLUGPj6jDyc6jlxMJOIm3+OmsqmGzpYXiGMRmb+hkmRMGi8yNKVTnVJJTm5WpzqnF05KgUNCKJMgSkuKkNDnSFGnTxkho9yAAw9+Lw+Fg8uTJOBwODAYDFosFk8mEz+fD6XSO7XCciUA8DMH1ajPNfHK4NHxYl5PsB2n89hHjQm+B+sVg9YHZDa4mFGc9iVSR4FCWzs5BIoMhQp2d5DO7if3g8KsSFqcLX0MTFqeLQMtkvMNVVTa3B5PdfljpcBRFodjZSaGzk+y6deS2biO3cSPi4PhNZveE1ulEZ7ejb6jHOLkVw6QWtCYzCDpwOBFrqik6HASDQRKJBOl0msHNm8lms2QyGTKZzH4HMbRaLXaHA5fPh+D20m6w0CXBgFYgqNExiI78viJljnfPp2s07BcBampqOtTXMYEJvC8Re6Kd1As9KMjsPPGLFetmzbqV6qqzDtm5f//CLnpj6sR2/FT/CPKTSKxn49PfpTH1fQBEa5Tmj5w95vEkWeGlnSE+/udyqkiwb8Bcfw8AGjT87YN/G3XfR365jkhPmfitMkocO8XHLZdMZvkD5b5g1SEjJ7+lWurrjSY+8qOfjWuxH+lPs2llL+ufLUtqZx5dw/GXTNtnn6uNL/ZWkJ8l5zXzmOWv/G1lkq5kF9sj28lJuVH3degdzLBPxqW1UatxUxWRWBB14M0IiAMDiIPrKfQ+gdjfTx+QNZoIuTy019YzNH8pEaeLiMPJYGM126qayAj78J8B7HIGXzGLuyhjEjW0xE3UpQXsokINEo35PBljgUQhTV4skJPybJDSrNFLRLQpcpo9IgBaSm0bprnrKxyOrVZrieyMG+GQJVV3s2sFDGxUq6l2uxq/E2gN4KwH7yRw1ILJBbYA2KqQbPWkzA1kUhmCbTtoX/0midBWYsFnkUbxATKYzTj9VZgdTkw2O77GJhy+AHavH19jExbH2K7k7xWkRILc5i2IQ4OIoTBSOERu23ayq1cjp8fWOOk8HoRAAGNrK6YZ09G5PWj0AlqrFeOkSejr6kAQGBwcpK2tjXQ6TTweJzQ0SCwWIzsi7Tc+DAYDeoMBu8eD1mona7EyqNWzxeamTdYQRccIQ4gxGIVJq8Gq02LWanHrBepNeqoMek71vbdGw2/bB2jz5s10dXWVxEy7cfbZY99gJzCB/xYookzy+W5SL6gT88CMspeN3T6bIxb9/ZCkvHbjin9u4G9vlPtd/Wmviq9g8GE2b/guU98qi67rLx8pWt6NvCgx7aonK8aMgccweNX+W1+c90U+N+9zaPcSSgfb4jx865qKjuSvzDPR8YUTufKlK1n+wCOl8TNeqSYQU7VJZ11+BVOXjuxJtifSsXxF6grg6PNbmX9y47j7bXs9yM5Vg3Ts0dz1kZm38bvgDhgleu/DxtJ0NTW9Waq7MziCSWr7IhjEkdUvg1odGZOJtVNn8vpJZ7K9cRL9/irSpvEJjk4pYidJHT1UEcRWEKjKwrywjml9kzFpXGCUyQNZuUhGzBHN9RDRpOjWhunVKLwFkNn7wLu9cXwEAgH8fj9OpxO32019ff2I61BLxVOQHYB4EiLtaqqq501I9Ko+OJmwmrI6wGab6vUYwVEH9mqweMDVRFrnJY6LZE5LOJYlW9CQCA2S25Yim0oiFnrIp7dSzOVR9lGd5fBX0Th7HrXTpuNvbMHf1HzY6XFAJTnZdevIvLVK9caJxSh0dlLs7UMupeZGh2HyZEzTpmGcPl0lO7NmIvj9aLTaCnFxf38/4XCYUChE6D//IRQKkcuNTuh3Q6PRYDKZ8Hq9+P1+9Ho9VreHNp2BLUWFkEbHdhGCkkIGDaN+G2N8RRqg2qAnYBAIGPVMt5o4xedgvt2C4TBtlHrABKitrY3zzjuPDRs2VOiCdj9JTGiAJvC/gOg/dpBZoz4JD069j3iD2oZBr/eyZPGhawejKAqX/fkNVu4oT+5Pff04hD2iIanUdjZt/BbTVvy5NOY6ZzKC1TrqMdtDaZbf/HxpWaORMFQ9gsGtko/1l60fNVKQSRT4x89WVYzd5smz+fPLufax7/BI+InS+Ix2O4GYkZnHncjpX/zGuJGHoa4kKx/YTv/O8kQxeaGfhac1EWga+4kxHc/z4I/fJB2vfChb0XoXfc4dpeWahI6zXhFp7ZWojoKhGENLDFCzdFG7k80tLWxtaaWvtoG4w0nMW0Wny0PcMPZkq1fy1NBHgAFcRNWXkqAlYWRWTMGacWOOtaJk5pPUFunXRBlU4jyqXUtBI44kN4JKbuoCdaW0lMlkKjXiFAQBm82mtnCQiuW2DPk+GFoPnWGQ8iAWVFLTt0btRSWOP0mOCqMdjA6w+sHVBCa7GrmpXQD+6WCvAYOFbLbAUFcHkd4eujatY+ClnSSG9r+IBkCj1WJze7E4nTTPW0jt1BnYvT7ctfUI4/kAvcsQw2Hy27ZRDA5Q7Ouj0NFBfudOir29o5r+7Qmdz4exuRmdz4fO5cQ4uRXjlCnoZkwnkk6Tz+dJ5HLEYjE6nn2WwcFBUqkUxf3Q+Wi1WlpaWkpmkVqniwHBSNhgZmNBprNQJC5KDBZE0qJMITeatnfk/6cGMGu1WHVamswGWi1GJltMBAwCU61mFrzH6ay3gwMmQF/72tdoaWlhxYoVtLS08MYbbxAOh/nmN7/JzTfffCiucQITOKygiHKJ/HQuvp6cu1wrM3/eHw/ZefvjWY76ybMVnjXrrjkVp0WdFAqFCCtfWgyKhskvlJutGltd2I4c3Un5lV0hLvlDOcoS8IbIBsr/x/8651+jkhVJlLjjOy+Vlp81FWheUsX57vuYe9d3Krb92JON6GQNJ336G8w/dewoFKjOyw/8uLI6bdm5k1h0evOY+yiKwpaX+3nu7q0V46vrnmHI2kW7R52Af7jw+2S/fy+dtZMY8hlZM6uaSKAa2WqlYLETstgY1Osp7IfwVVCKLOUVFvMafoaoLcZwxuvR56oh50NOu0iJfrLJqaRkhTXaNClNlgxtKPpKjZHRaKSxqhaHw4Hb7cbpdOJ0Okvdxysg5lXPm8QO6N+plof3vKVWU+0jejIutHrwTVWbb9oCUDVTJTr+6eq4YBjuYD9ENpEg0t9LYnCAxGtBkuGNRPp6SMeiiPnRXbJNNjvOQBXeugasbtUfx+pyYzRbMVosCEYjJpsdnV6PyWo7LMTHUjJJsa+PYm8vUiKBksuRb2sjt2Ej+V2qGeB4EKqqMC9cQL6hgZBej+xyofF4yOl0xPN58vk8hUKBXC6HmE6RemklqSefGPeYu6HVarFYLNQ3NGByexg0mukx2ejTCPTIGu4XZTKSTEFWkKIKkBt+jQ2DRkPAIOAQdMyxm5luNTPJbGS23Uyd6QA73r9PcMDNUH0+H88++yxz587F6XTyxhtvMG3aNJ599lm++c1vsmbNmkN1re8aJpqhTmAsFINpBm5dDUDXETeS9ZTN145c9p8xu6e/U3z7wXU8uKrSWm7rdadXdHZf8exkAOpXfQtreDYAQsBC9eWLRhxvXXeMK/+1gY295Zv4pNa3GNL/vbT85qVvYhJMFfvlihJ3Pbad4lPlntqb9CLf+N5Crr79bDZNqnzyPe/1U/GkXTTPW8i5l39wn+/z4VvX0LNV9Q6YeWwts46pHTfqk8+K/PEbL1aMdVWv56nGu5B0RQStwDPnP4PX5OULN9zCv44+cZ/XAOCT4tTQTaN2J24iOIhTSx8uothJokNEzjWQirXQ31NNLG2miDxqU86amppSasrr9eLxeNDr9QiCgNVqxWw2q7ulQ6rPTXgnJAfUZpuRXWqaKtmntnDIhEee4EBg9kD1HPDPAE+zGtlxNUL9YnJ5icGOXSTDISSxSDGXI9TdRSoSIpdKkggNkYnH9nkKu9ePp66e2qnTqZo0hdqp0zHbD7/7qFIskm9rJ7dxo0pykknEYJB8WxtSOIwUi427v6TVkm5uJtdQD04nss+H7PaQsVpIiCKhaJRMJkN+DFI4FkwmU8kg0uFwqCaRjc20awRezRbZlhcJyRoGCiKFA+xlbtBoqDIKWLRa6k0GplpNzLCZmT3883Agnu8Uh7QZqiRJ2O1qMz2fz0dfXx/Tpk2jqamJbdv2w4lzAhN4H0JRFLIbw0Tu2QJAuPmxCvKz/IRtaLUHrbdwBZ7aFKwgPxcvaeTH582uuFlt2/5DALRFS4n8oIWqry8ccbwH3urmO3+vTEuYG//A0B6RiZc+8tII8rOlP87NN77OwkL5fUa0Mp/8TCMPfO9jbDq5TH7Of/k4vJqz0Wj0nH/tEVS17HsC3PJKf4n8BJodLL90+j73efzXZeNJnaDl6M82cMmarwFqafoDZz5AcdMWbr/hcv71uctL2542kMChpKjS9KA39SFZu7HpQngJ4SGCQVtOo4l5C0VJRzZnJ5OpYigzjaHBFmS5/DlotAotzS3U1NRgtVpLvjgOh6PcgLOQUUXEmXZIhCHRN5yW2gLxLrWa6p3C2QiBGWC0gc6ganE8k1TRcWAmRaObfDpNcOd2erdtpm/bOhJDT1PI/YrCfopkzXYHrqoa7P4AnppaVXzc0Izd58fidGKyju/gfaghhsMUOrso9vUhRcJI8QTF/n6kaFT1yhkaQk6nkVIpGKvBKiBrNCTq6kjX15N0uwmaTUT0eiTNGNqYTEZ9jYLdKUxBEDAYDKXUpU6vJ6MTiMgaojod/YKZnYqGqCgTzBcJF0U1khPc93ej12iwC1o8eoHJZiOTLEaazUYmmY1UGfX4DAJuQfdfQXIOFg74jj179mzWrVtHS0sLS5cu5Wc/+xkGg4Hbb7+dSZNGeoNMYALvZ8iZIpkNIWIPldNcnUt+RM5VNm1bfsLWQ0Z+XtkZ4nN/Lets1lx9Cm5rORytKBIDA4/R03MXAL5d55XW1V1X9shRFIXrH9/CX17pKHVyB1gy2cBm4Xtohif8RVWLuOWEWyr6TAH074rz95+/ycI9Jn3THBdfOb+GX37nkzx4cm9p/ONv3oBZq06CF1+zFE/t6Nqj3Qi2xXn0l2sp5Mr6wXMvXzDuPrKsEGyLl3RCNa1OFvw/D2f/q1yE8ZfT/sbPV23l8U072L4H+blDuRhDYGSZtixryeVsxNM1pFJuMmkXsVg1sqxHo9HgcDiwWCxUBfzMnOFVBaRWK4FAgIDfhy4zpOprMlHI7oL1L8LAJsgl1Aqq9NC472lM6M1gsIHBqpaImz1qBZW7GSw+cDWQxkE0o6FQlEnHo8QHgkS6eogPDFAsvEIulaSYyyEWxo9GWJwu3MOkRqcTsPt8uGvqsLo8CEYjVZNaMdvs4x7j3YAiyxS7uih0dVEMBil2dZFdt578rl1jtm4o6PWIgoCi1SBrtGTdbiSLGW11DbnGBiImExmtloxORzKfp7gfelaDwYDP58NgMCAIAmazGaPRWEpfut1uzFYrvYqWldEUr8VS7MzkGCqKpPMy+ZL+RkHtlzM+CbbqtAQMAnVGA7UmPUc6bcy2m5lkMWIdq33IBMbEAd+1r7rqKtLDpXo/+tGPOPPMMzn22GPxer3cf//9B/0CJzCB9wpSukj/deX2EopGZMeJn0fRlZ8alyx+5JBVe+WKEpf8sazP+eNlR1SQH4A33/owyaTajd2QqsXddQoAgs+MRld+0jv7tpfZ0FtZffLh5Tt4OvinUtbme0u+x6UzLq3YppATeeDHbxIfzOKhLLS+9EfLsHv03HTZOTx4Wpn8zA4djVlUyc+nf34sJuv4n024LzVCSH3xNUvHbWux8cVeXri3Mtrceqmxgvx81n02U19Ro3U0lR/MrlGuxIBKfrJZO+m0i0zaRSRSRzLpBbRotVpqa2uZN7eVar8Hv7GAK7kdbSoI6Q7IrYNdbarfTSGtVky9k0abGi1Y/OCqB2tATUv5p0LDMqhbBAZVXCqJIuGeLtrXvEWkq5v8tiypyBpS0RWko/vRr2kPOKuqqWmdRsPMOfgamzFarZjtjsOubFxRFJRMhmJ/P/kdO8ht2Upm9SoK7R1I4ZHpwKzJxFBjAzmvj0LAT8pqJa7Xk9Vqye8rXTSKwFgQBKqqqnC5XFRVVTF58mRsNhtarRadTleK7sWKIq/F06xPZnkhmqQtkyfTn6PQN3Zz272hBQSNBoegw6rT4tLraDEbqTHqWey0crTLhlN/aB60/ldxwBqg0RCJREZ0iX8/Y0IDNAGA3mtfRcmpZKdQ1Uv7vCsr1p+4fMeY/bPeKURJpvXKsiDy6jNn8uljyvoiWc6zatVHSCTXoxEN1K39KtbI7NL6qssXoQ9YiGeLXPT7V9kaLD9Z3nLRbP7Y/iW6kuXmpr844Rec0nRKxTVkUwX+/K2XKsY26UVuvelE3nr0fu55+Y+8uKBcjTY5tICTd1yGBi1TFldx6qdnjfsec6kif/pW2XBx3skNHHXe5DH9fSRJ5uUHd7Lh+XI6UKPVED9iG/fqfl0au2wF3HbpH8kb1JL7qqzM8ugQx9R8H/dwtVd/13Hozaer0Ru7AU+uE1u+H2NuEH2yB83gluHWDO/49liGyQVVs6FhsZqSsvigapYaydGpRDGXThEfCBLt7yUZCRPu7iIa7CMTi5IIDSKPE5Wwuj1Y7A7MDmfJANAZqMLidGO0WDBarBhtNoxmC9rDJFqgKApIkuponEioPara1PYghc5OMm+8gZxOowCyVktRrydnMpG024m63eS9XrJuFxm9gZygI7+P9gu7iYtWqy1V0e3WY9XW1uL3+7Hb7TidTiwWC0ajEY1Ox0vRFGsSadYmMkREiWhRZLCgpqdEZayOb5XQAG5BR4PJQL3ZwBSLiUUOC0c4rbgmUlMHDYdUA3T33Xdz3nnnYd2jpNbj8Rz4VU5gAocxov/YgZITUVDoPeFm0oZNpXV2+yyOWPSPQ0Z+1nbHOPfXZYdnv924F/kpsnnL90gk16Mtmpny3G8r9nee0YI+YGF9T4yz93CKBnj5yvmc/s/TK8aeOf8Zqq2VJoqZgsj117407B8Ng1qZRwIy//nSQq6/4nwen9VOYUF5spkUns8pOz5RWj7xsvH1O+tWdPPSg+XS9MUfbGbJWWOn0Hu2Rnj41rUVY+d8YwH/SN/FvRvKlXdfflTi76ddUyI/c6MSv2x/md4FalVcfV8WT0LPiZZBNOFboK0P8uP7sowJraCSF4NNfdn86k+LVxUWeyernjh6C4rFh6RoEAsFcqkkklgkGRqi//m3GOy4n0RoiMTgALn0yH5UFafUCdRMmUbz3AUqmbFYcVVV466tPyxSU2NBzmYRBwdRCgXyO3aQWbuWQmcnuY2bKiI5CpA1m0nZbIT8PtIzZpB02Im53RT3VQI/TH7cbjfV1dU4HA7sdjt2u51AIIDL5SrrsXafT1HozRd5LZpiVTZPeyZPX7xA/+AgGUkmK8vk5f0jOACCBtyCwAKHhYUOi0p2TAYmm434jIdPCf+7CTmfJ7p5MwPt7STSGbKFPEOxGKFUmgXTp3PkRRe+Z9d2wBEgv99PNpvl7LPP5qMf/SinnXYausPkaeJgYSIC9L+N1Ov9xB7aScE8RPux365Y1zr5uzQ1ffaQnTuRKzJ3jx5c1Q4TL3/vRHR79Lt6442zSaY2oS1amPLcb0rjGrNA1VcX0K/I3PLMdv65ppyaspsEVnxrGSf945jS2CzvLO44/Q7Me7kU7xxMctbNL/LlhDrep5M5///V8uyN30FB4c4zuiq2P2/D5VSlVLf48765gOrJLrTj9Ofa/HIfz/21XLJeP93NWV+dP+Y+298M8syfKnuPX3LtUqSutSzf8vnS2Lf+6eK+sy9nzSSVLLYmJe7YtJ6updfjiRSYtTWJQTzAiI41oLZkMNjUcvCW41RiYwuAvRZ0lc+QsiwRCwaJBfuIDw2QCocY7Gynb9sWCtnRBbJ7QzAa8dY14vQHcNfWDZeOe7G6XHhq69EcZqZyiqIgxWJIkQjFvn6KwX5ymzdT6OhAiqkmgGJ/v1o1ZbWScDjIWC1IWh1FvZ60zYooCBQMBuJuN0Vh/Odyo9GI0+ks9Sez2Ww4nc7ST4ul0o8mWhTpyRbYlM6yKpFmcyrHUEEkJUnEitJYvn6jQgd49AJevUCz2cAcu4Uak8B0q5lpFhNW4b9rLhwPSqFAcXCQzJq1xPv6SKRTZIsi6WKBTDhMJpMhIgiEnE6KY7RVmac3cN6V3z+o13VII0D9/f08+eST/O1vf+PCCy/EYrFwwQUXcOmll3LUUUe97YuewATeayiywuBv1lLoSTAw4y7iDc+X1gmCi+OOfeuQhqk39MQ567ZyyunyU6bylRNbK86ZSu8gmdqEJTyLhlVlcmZsdeH/zBxW7hjiY396o+K4XzxhMl85qYVlf1tSGrto2kVcteyqEdfwi6e38dsVO/l6okyKvnblMp64RW1nsWZqrDT+uZmfo/iXSRgktVrs0h8uw1U1vhla345oBfm58PuL8TeOHrko5ESevXMLu9aUxcOn/b/ZtC4KkHr1Vc5Z9Tmwq59NuPbnfPfrgYr9L7d9hq6lCRq7M0xpH418aMFgBvdksFeBo2Y4RbVE9cDRm9XXXkjHoqRjUaJbXiUdjRDp6yEZCZNNJoj0dO/Rn2p06PR69CYzBpMJf1MLtVNn4Kmtx2S3429swWg5PA3lpFSa7JrViOGwWi6+q430q69SDIeJO50kHA5CPh8FgwFJ0FEwm5GtVopNTRQXH0HObEbZz/8fh8OhpicDAWw2G3V1dQQCgVK6ak8M5AtsSuXozObZ1RNhQ6qXgUKRgXxR9cHZz/enA+yCDo9eR41Rjdw4BC2TLSYW2S2lSirt/0iqqlAoMNTTw8C27Qx2dxGOxcjkcojFIlIuR0qnI28woIxGyJ1O9bUHTMUizmIRoyhhKRawiQWmnXTKyH3fRRwwARIEgTPPPJMzzzyTTCbDQw89xL333svy5cupr69n166xGwlOYAKHKxRFoffql1HkIttP/UzFusbGz9A6+XuHlPw8vr6fL927urR8waJ6vnrSlBHbdXSoWpfqjZ8ujVmXVuM+bwpbg4kK8nPyjCq+cmIrAXeWJfeWW2Usrl48gvwoisIJNz9PZCjLZ5Pl8vfmuT4KiU5CXR28PDvMjkY1RWPRWtH8aSa7n+uWnNWyT/IjiTIP/bzsE3beNxeMSX5y6SJ/+mZlQ9ZzL1+ATxchctdTPPrgjUTPV5+2c5YjkQWV/FhFBYuS4Ye6L1GTjWLKy6OTnw/+AhZ/euQ4qg4n1NlBIjREtL+XwfZdJENDJEJD+yQ3ABqNFk9dPc5AFXavH7vPT/2M2XjrGxAMRnTjdVJ/j6AoCko+jxQOI2ezFHp6yG/dijg4RGFoiMGBAcKJOHlBT8FoIGO2kLLbyCxdQsq+/6k3QRBKFVJGoxGdTofT6cRqtSIIAn6/v9SiIS+rpeCRgsjOoshjQ0l2pHP05AoMFIqEiiIpUaZ4AEkMs1ZDlVFPrdGATy8wyWLg3ICbKqMe9/+IwFiWZTKZDAMDA0TCYYrxOOntOxhKJomKRQqSRFaSKIwVadTpYG9XeUXBqtFg1GiwarRYzCY0egG9Xo9eq6DXyMR6ewj27CAjiUSHd7Omo4y8y717eEffuMVi4bTTTiMajdLZ2cmWLVsO1nVNYALvKiL3bQNJITy5so3FUUe+iNlcN8ZeBwe/eGY7v1xR1sPcetF8zl0w+jkHgo/S+OaV6POq7s75wUnYj61j+0CS028tE4Y/XnYEJ89Um4zOufPY0niVpYrfnPQb9saZv3qJad1F5hXK5MdoEdAqz3LPD5/hpfkhOmrLROKDa75U+n3SfD+LPzi2AWQ0mObF+7aXPH4ATv7EDGqnuEfdXpbkCvLjccMS+wYyn/kh/zYM8soMM0+eX041JL1fwCAXWPHi65gm7SKjfYBpu8YgKqf/FBZ/hqIkEe/qoG/HNqL9vSSGBknHosQH+kntR0XV7iacrppaHP4qnIEqrC43FqeLmtaph2V/KkWSKPT2Etu6leTWrRSjUVLdPaSTCWKiRNJkQtZpEXUCRYMeSacjazKTdrtQvOPrPHeTl4aGBlwuV6kkXBAEBEHAYrGUWnjsSf4SosjrsTTbs3l2Zgts6E/R0x4hWpQO2ORPBxh1Wnx6gRqjnmazgfl2C5MsJqqNeqZYjP/10RtFUYjv2sXA4CDdvb2Eo1Fy+TxSsYhYKJARRRKiuO+03zD5EYpFnMkkdp0Oj9GIw2rFZHdgCPixTmpBVGRSoUGKmTS5ZJxwbzfxgQH6wiEY5/uze/24a+uonzl7zG3eDbwtArQ78nPPPfewYsUKGhoauPjii/n73/++750nMIHDCIoo03vtqyDKxGtXEp78KKCmvI4/btU+9n7n6IlmKsjPnz9xBCdOH9kdPZ8fZP2GL+BpPxNzrPzMZDuqllAqz6m3lN2Qf3vpQk6eWcWGoQ1c8u9LSuMXTr2Qq4+8esSxn9oUpHZnlnl7GBzWTnHQ9sYNxHoL3H9KN0V9+Wb26dd/hl5WRcZnf20+DTPGnhz31vsANM7yMm1Zzajbp+N57r761dJyU+xNJj//F2JG+H9fESjqBaBcrpxyXcStq6N8JHWeWmbTPvKYgNp1/PMv88rjT7Dt/i8TDfahjFMxZHG6Sm0baqZMw+7z466uRW80YXG50A+LrA9HFINBclu2kA4G2b6rjchAkHShQEKrZcjnQ95Ts1lfB+yb4GsAv8eDJxDAaDSW2nbsFhjb7Xa0o0QMJFnmiVCCbekssXSK7u4IA3mRwUKRSFEkK+8/ydECZp0Wt143THIMzLKZOMZtY6HDetg23HynkCSJYrFINptFlmUkUSTV00PP2rUM9fURKxbJSxIJIK/TjZ6SGgWWdBpnPI4gighWKw6HA7+gxyLoMPl8FDUKktdFRiwS6e8lE4+TzEWR0yGU3h1En/jHuL5SVpcbq9uDu6YOT20dNreXqslTCDRPOmwioAdMgD7ykY/w2GOPYbFYuPDCC7n66qs58sgjD8W1TWAChxRiOEvwprcAkIQ0wdl/Kq2bN/f3h/z8W4OJiqjNa1ecRLXTNGK7YjHOSy8fqVZ87fx6abzuhmN4vTPCR24vexXdcN5sPjCnhp++8VPu3nJ3abzaWj0i7RVN5fn541sRXhhi/h4Gh/VTV7Hz9RcAeGNmtIL8XLL6GvSyEYvTwAXfOwKbe+T17kbb2qEK8tM8x8vScybhqx89ZdK3M8ZDN5fTgFZnAc2Wv/DsXA2/+2CluDRrO5G5cSu/fyuFX3dexbqETUDIaLHIqt9Px8xv8/QLu0h+8rKK7QSDEXdtHVUtk3FV1+LwqekqT00dFqdrzPf1XkKWJHKhEOlgkP7ubkKxGKlsllQ8TiaRIJHNqpOgRkPBOEzS9u4nBgiKgk6jUSM1JhNWm43q2lpsLhc6QcBkMpWMHne3Y9ib4CiKQqgo0lMQ6Q4n2ZHJsj2dpy2bZyCvNtxMSvsnMdYBeq0Gl6CjxWKk1WJiktnADKuZZouRBpMB3WEyaR4KKIpCIhJhsL2d/p07CfYHiWfSxIpF9pl01WpLEZvdsGSzuFIp/LkcFllGp9Gis1owCAJWnQ6zx03eESDaUE1RpyVbyCOJIgNikaGO7aQ3vj7GySqh0+tpmjMfs8OJ1eXGXV2Lq6oGZ3U1do/v7X0Y7yIOmADpdDoeeOCB/8rqrwn870BRlBL5Aeg6+rrS74sWPYDLObJ/1sGCKMn86LHN3PVq2YfnunNnjyA/xWKczq7b6ez8HUBFuXvVNxfxVne0gvx86ugWPryoimtfuZZ/7PhHafzL87/M5+Z9ruLYiqJw23dWUiNrYQ+Dw3z8j+x8PYGsUXhi2QBD7vIT3mdfvQUtWmomOznvWwvHfYq777o3CPeWS7ov/sFSPDVjO0K/9MAO1j3bXVoesmzn9um/RZ5ZeYsqGlpJ+7/Hv17uZZHySXXm3L2P18D6mXZmbklRk8rD1NOJLbuKf1xxxYjzXXLDz6meNOWwqqiSZZlYLEZocJChzZtJDQyQiEZJ5/Pks1kykkTKbEYaq0pKqx2hzTAqCs02G67qahw+H02zZ1NVXY3+ALuqd2bzrE6kWZfM8kY8TUc2T6IoMXYjiUoYNBoErQa7TotbL1BtEGixGDnebedEjwPDGN5P73cUCgW1H9jQEH0bNxLq7iFbyBPL5RBFCUmRyRWLpID8GJVSu6GRZQRRRKMoaGUZqyTht9pwOuy4zWbctXWYfR6yOg3xwSCZeJRosJ+haJRwTxfi4ED5YN1jn2c3XNU1qijfasNb34DV6cJgsaDV6tDodOiNJvyNTRjMh6dof39wwATonnvuORTXMYEJvGtQFIXB/yuLca2nVVFQggD4/aceUvIjy0qFwSHAdefM4mPLmirGisUoL64sC5f92z5S+t1+fD2Cz8wFP3+uNPbbjy7gz+1fY/E9lemmNy59Y0SZezSc4d4rX6twdi4qaaTYHwCZF+eFaKurfO68dNUP0A5vPx75iQbTPPXHTRXk55gLp4xLfvp2RCvIjzF2P/848pXSsqTzoFHyZO2n0qA5h7uebafJUClgXj3DQ20oxfKXwmgVKJ7zB15YNcS6PcjPMRd/nBnHHI/d63/XQvC5XI5MJkMikWBgYIBwOKymMxIJkvE4sVQKURSRRBFJUUavktJoYJTKMGsuhzeXxyaKmLVabC4nnhkz8S1ZjMHhQBAEXC7Xfr3XpCjRlsmzNZ2lI5tnezrPrmyenlyBjCTvV6m4FrAJWqoNemqMeprMRuqMBj5c5aLefPimDN8J5EKBXDBIZPt24p2d5ENhBhMJhnJZkjodQ/uqfNNoYA/iY0mnsRcKBPR6PEYjNpsNv9uNxWTG4PEgeDwYJ7VQMBro3LSegbadpOMxusO9rFn7yj6b1eqNJgxmMyabfbiHWxMWpxOD2YLBZEar02FxuqibPhOjZfwWNv8NOCxk77/+9a+56aabCAaDzJs3j1/96lcsWbJkzO0ffPBBrr76ajo6OpgyZQo//elPOeOMM0rrr732Wu677z66u7sxGAwsWrSIG264gaVLl74bb2cChzlij+yiGBye4PUaVisfKK2bM/u2Q3beeLbI4uv/U1o2CFoe+uJRzKqtLBeNRt9g9ZqLS8v2xGI8nWXzQucHWvjsXeXo1U3nz2V95q9sjZTJj9/s569n/LWC/OQzRVY81kb7s2V/oKC2iCv8KwAUFB4/OULIUCY/dsnFBW9dgUFWo1Of+cWxY06owfY4//hppW7qi79dPub2mUSBzS/38frD5b5qtr7vcvOHc6XloYa71EkCuGlNlhMHB6gzlcnPriYLHY1mTloZJiPqeXJoFsnqo+n5yV0V51r0wXNYeu4Fo17H20U+ny9pM4rFIrlcjmQySVtbG6GBAWLxOOn9bDAKlN6nJZ3Gms1iFwTsFit2hwOL242zdTKuQABvczMGq3VUzc2+EC9KvBRNsi2dZW0yS9swyckdgBbHo9dRZdDjEnQc67HzAZ+TGqMe139JFdXuirj84CCJoSHykQjhzk76BgaIpdMUcnmSOi0JgwFxtEiaXgB9ZZpXKBYxiiJurRaHIOAUBIzDInGjxYpz8mTqpk/DUlNDNp0i2t9HNpUkGR5iZ3cnQ22bSL0VJpdKIhYKyNLYsTe714+/qRlnoBqTzTaswanHW9+ITq8/bPQ3hwPe87/Y+++/n8svv5zf/e53LF26lFtvvZXTTjuNbdu2EQgERmz/yiuvcPHFF3PjjTdy5plncu+993LuueeyevVqZs9WFeVTp07ltttuY9KkSWSzWW655RZOPfVUdu7cid/vf7ff4gQOI6Re7yf9aj8Aki7LzuVfKK2rq/soGs2hSet2RzIc+7NyxKbFZ+W5b50wYjtRTFaQH6/jZHxPf7S07Lx8IV+8ZxVPb1bD2S6LnvMX1TP3rrLe5/VLXseir4wYbH8jyDN/rjQTbNNlqA6pWqeZxy7n9YVJQnukzi5efTXOfDmPf+mPlmG0jJ46GepOVpCf1kUBjr942thkqS0+ogfYy41/ZcORZfITrfoBDhG+uznLqUERHVFqTR8rrd8yxUZfjYkj34jwcPcMdqaGrzVWrkb11NZz7neuxl3z9ir5ZFkmHA4TiUQIBoOEw2GSySThcJhEIrFfx9CJIoZCAWs6jSsWw5TNIYgiZsAhyxg1GkxTWnEcdRT22jpM1dUYmhrR7KfEQFEURAUKikykKDKQL7Irk2dHJk9XNk+wUKQvp4qOM/tBdHQaMGu1NJgMzLGZmWUzc6TLSoPZiFPQve8rqXKZDLH+fuI9PcTDYZIDA8T7+ohms2RkmZxWR8GgH928z2CoiNjshlaWscgyekHAIuip83pw2u3Uen3UtDRjaGpCazYjiSLRvh4G2neRCA0S7eslHw+y44XtvPbMw6SG/aT2Bza3h6a5C3DX1mNxOrG5vdROnf4/Ebk5WDgovcDeCZYuXcrixYu57Tb1yVuWZRoaGvjKV77C9773vRHbX3TRRaTTaR577LHS2LJly5g/fz6/+93vRj3HbmfI//znP5x00kn7vKYJJ+j/TiSe6ybxVAeSkKb9qCuRTLHSOpttJkuXPHrIzn3KL15gx6CaFppZ4+DRrxxT4e4MIEkZnn9hLrv7T82e/StMa2aSfE5ND/k/O4dpt1e2tlh7zSlc9erlvNCjipbvPuNu5vnnVWyz4fkeXrxve2k5o1HoETcwRXyVpeddyJQlR/Gv0FP8fNXPS9t87tVb0AynvDy1Vs69fAFm28gbvyIrPPWHjRVmhad+ZhZTjhhZybYbbzzaxpuPd5SWDfkoD8/+M52+ssN0LHAF32ibxIXdasXXBqGNDwhfLa3vqzKyZZqdZa9F+P26o1Aof5Zmh5Pln/gs/oYmfI3NY15HPB4nkUiQTqeJx+OIokgulyOfz5NMJgkGg0Sj0TH3343dBEcnSpjyORyJBL6hEE6xiNtowjltKobWVgS3G8PkyQh+P4b6ejQHqMNRFIUNyQxPhBKsSWToyxcYHHY0PlCDa0EDFp2WBqOBRU4rp3odLHBYcel170uxsSLLiENDyIkExVCYVFcXyf5+cuEQoUSCkFZLRKMhIQikD8BoUiPL6GUZo6zg1Qv4rVbsXi9mt4dAwI+zuRmjy4XRYkGj0ahtTopFxGKR7s3rGWxvI9TdQXxggGwijlgs7Nd5LU4Xdq8fg9mMt74Bd00d3rpGbF4veoMRk832vtbeHEocUifog4lCocCqVau4Yo88vVar5eSTT+bVV18ddZ9XX32Vyy+/vGLstNNO41//+teY57j99ttxOp3Mmzdv1G3y+Tz5fFnsub9PdhN4/yB87xay60PIuiw7T/xSxTqf72TmzhmdPL9TFESZH/97S4n8fGxZE9edO7r3xZYtV7Cb/HiLp8ODtSS7VfKjdRv52DPlyEat08Q1Hwrwpec/yfqh9QDUWGtGkJ98VqwgP3+35pkafYrlDUbOv+pudILA91Z+j3+3/7u0zac3/LhEfk7+xIwxS9YB2teFKsjP8RdPHZP85LMi//jxq0SHymXsQctWnjzi7+T06jGKhinEqq5gdlzLhd2q71BE/xYf0F1b2qerzsSOyTacvSK/W3d0xTm+9td/IowjJpVlmQcffJC2traK//nxoJFlLJkMrlgMZyyOLZXCks3gjkSx1tdjWbQQfX0DOq+q0RCqqjBOmYLuAAwCK65RUWjL5nkxkuS5SJJNqSzRAywZ1wBGrQarTotT0FFrNDDJYuRUr5MTPDaEw0j8vb9QZJnMzp0MvfEGoWCQXDpNJhwmlkqRlRVyej1Jh52MxVIu9dfpwD3Sb0onipgKRUyyhE2WsVqtuGpqqGpuxlZVhcXrw+5xYxnu/L4bklhkoG0XyfAQoUiIthVbSEUjDHW0EQ32jet9sxuC3kBgUqvaw62mDovDicluR280YbbZcdXUYrLaDtrnNoGxccAE6C9/+Quf+MQnRoyLosjVV1/NjTfeuN/HCoVCSJJEVVXlDbOqqoqtW7eOuk8wGBx1+2AwWDH22GOP8ZGPfIRMJkNNTQ3PPPMMPt/oZXk33ngjP/zhD/f7uifw/kLiuS6y60Mkql6nf165kspqncriI/6FTnfoBJqLrn+GZK6cr//WadPG3HZgUI1qGuPN+F7/CEXKHdwvjYZpj5alqKed8BLffq3Sd+vhcytNHPOixC++8yK7n4HusuUwFjqZmt7JR36onutHr/6ogvzcFPgDu1Iq8Vh0etO45CefFXni9xtKy5+++VhMtpFRDbEgsfL+7Wx+ub9i/KlZfaxp9eIaLBOoeOCb3PNqgWnJIgbNdmKaEHN1Py2tD7v17Jhswzgk88Jjc0rj3vpGLrvpV2i1Y6eNOjo6+Pc//8ngHg84pmwOYz6HLZVCKIroJAljPo+hUMCeTOJMxLEJeswtLQg+L4bZszFNn4Fp+jR0bje6vez+x4MoK6XmmuFCkeciSdanMgTzRUIFkZio9qbaHwNAs1ZDjdFAlUGgwWxgqdPKLKuZwLCjsfl9VFWlKIoahevpYWD9BtJbNlNIpUkmEyQVSGs1xO12inr9SM2Nx6O+RoGgKOi1Wkx6PQ1OJy6rlZr6BvzNTXgaGtAaR/7fK4pCMZclm0zQueZNQt2dJMMhIr3dpGNRsokEijK+JFyj1aLTCVhcbqonT6Fu2gx8jc04fAEMZjNmh3NCh3OY4IAJ0Fe/+lUef/xxbr/9dtzDzHrbtm1ccsklhMPhAyJAhxLLly9n7dq1hEIh/vCHP3DhhRfy+uuvj6oruuKKKyqiSolEgoaGhnfzcidwCJF4qpO8ta+C/Dgc81m08D602kPj2LuqM8LTmwZK5Mdl0fPnTyzGaR79fNGo6rvh33oxnq7TSuPWZTWc/Np2wsORoenVdq44x8OXXyynh4+vP57rj76+JHje2Bvn109vx7IqxiRRJQRDWpljB/9BdX6Aj/30lwAUpSIPbn+wdJyvR3/KrlfLbs9Lzxm9O7uiDKe9VpeJy7EXTR2V/BSyIn/4xosVY9ZkF385v5mtzpn4uz9eGr828ACLnwli1z2B26Rqk/b8b93WYmW70UV2i5nuF8vEbNmHLuLoiz7GeFi/di3/3CtKfN4//omhqEajjFNaEaqqMc6YgWnWLIRAAJ3TgeD1ovN696tcXlYUokWJVYk029M5Bgsi3bk87dkCoYJIpLgfDrx7wSnomGE1MdduZp7dwgkeO17D4ecyPRqkRIL8zl1IsSjpoSEivb1kolEyyRS5bIawTkfEYCBusVDYO2pntaivUaBRFOwaDTatFr3ZjMvlwhkI4KiuxuF24/V6sdvtGPY6ZjoWJZdOkY5GCb66kkw8RioappDJMNTVQWJokEI2O67AGNRKKl9DEzavF7PdgcMXwFNXT1VLKxaXG+EAU5v/C8hJMjsyOV6JpejKFujMFchJMh+qcnNJ7UifqncLB0yA1qxZw0c/+lHmzJnDHXfcwfbt2/nOd77Dueeey29+M9Jifzz4fD50Oh0DAwMV4wMDA1RXV4+6T3V19X5tb7VaaW1tpbW1lWXLljFlyhT+9Kc/VaTbdsNoNGIc5WlgAu9/5HbFAOg4utxxeNasW6muOuuQnfPmp7Zx23M7K8bWXnPqqNuKYpJNm79FKPQfatZ/HkdwWWnd661WvvnattLyHZ9YzPrM3/jyi38sjb156ZuYhLJ/0G3P7uDBx3dyYdrIniY5lvBvWXLsUZz+xdvRanVsj27nw498uLT+nqMfYOXN5QjNh7+zaNSn1KGuJA/8+M2KsUkL/MxdXj/q+/vXLWW7AVGT5bYza0haPKDIeHvLqcif9F3CcTt+it300IhjJK06Yk49Tz43FzFbectqXXzkuOTnsUcf5a1VlWLrSbt2cUxzM54fXINx+gxMM6bvl+C4KCtsTWdJiBI9uQJrExk2pXKlvlTp/TT92w0NlFJUfoNAtVFPk0ntMD7PbsFvEA7byqpCocDAwACxjg4SAwOEgwNEYzEKuRwFWaJQLCIqitoYVaerTEm5nOprL+gLBWz5PGaLFb3NitlixeFx43C5CVRX4XK7sTgcmN3uMT3oZFliqKOdbetWEerupGfLRpKhIXKp1D4jN3tCo9HiDFTRMGsODn8V3voG7B4fZocDu88/bqTxfw1JUSImSuzK5MhJCjlZpi2bJ5gv8no8TfewlcJoWOh4b3VMB/zfNXnyZF5++WW+/vWvc/rpp6PT6bjzzju5+OKL973zXthdor5ixQrOPfdcQM3Rr1ixgi9/+cuj7nPkkUeyYsUKvv71r5fGnnnmmX26UcuyvN85/wn8d6AYTBP6wwYijU+VxpqbvnhIyc9vnt9ZQX6OaHKP2tQUIBZ7i1WrLwJAn/FXkJ8fehWe2VkmJI0eC15vkD++XiY/X5r/pRL5URSFF3eE+PMTO/h0ukyI8nISMXEPp37608w/9Qw2hTZx+fOX05fuK20zzTKzgvx87lfHI+hH3uA7N4V57FfrKsY+ddMxmO2ja25CPUmGutQ0XtCZ5w+nq5VYGjmLr+ezpe2a8nY+mP9Jxd1IRMdTyrGkq7opZgSCKyojtxaniwWnncnS8y4ccV5FFOn7znd5vbOD9XPmVKw7dfUaFvz4x5hnzxr1mveEKCusTqR5dCjOhmSGdcnMAelwQBUbu/UCtQY9tSYDky1GjnRamWQxUW8yoNcefqkQURRJBYNEurro2radbDJBMp0mkc+TlWXVtG+siJigA3SjVkoZFAWroDbItBiNuBwOAl4vNXV1+H1+zH4fOtv42hdFUVTH4s522ta8STIcIhOPk45FSIZDpPfRx81gNmO2O7A4XNh9fswOJ3aPF4c/gLe+EaPFitnhQG80/c+mqSJFkU3JLN15NXI5kC/Sny+SlWVERSEvK0SLIoMFkfQBCPAFDcyxWVjktOAW1NTtLJt53zseQrytx4vHH3+c++67jyOPPJLt27fzpz/9ieOPP57a2toDPtbll1/Oxz/+cY444giWLFnCrbfeSjqd5pOf/CQAl112GXV1daXU2te+9jWOP/54fv7zn/PBD36Q++67j7feeovbb78dgHQ6zQ033MDZZ59NTU0NoVCIX//61/T29nLBBQfXB2QChy8KPUkGb1uLpMsyNP1vpfHJk795yM65sTfOz54sR2xWfmc5DZ6xn3DWb/g8AKbYZJreKPfoWk6CYri83cNfOhqzdZAPP1qO2Nxx2h1Mc83ljfYIt7/Yxn+2DHB22sCni2XyU0g9jFLcRaC+kVknn8KNr9/IvVvvrbiGM+VLqF9R9sc64oPNI8hPbCDDfde/gVQsP8XNO6mBo89vHXWSUBSFSF+a+68vR4ruOLkcoa3u+2LJQVirKDzWt6m0bpfSyAuaZXTJ1di3rYGtlfcUjVbL1+95aMwncEVR6Lz0owTb21l/Rtnf6cynn6HmQx+i7pGHEYcjOZ3ZAuGCSLgo0pHNszWdI1QQyUgyKUnaJ9kxajUEDAJ1RgPVRj3z7GYmWYxMt5pxCDoMGg1W4b2PFCiyjBSPI8fjyMUisd4+BtevJzE0SCabJSeKxLVaEopC0mgkZxq7vcmeLRf0hQK2ZAqzBuw6AbvNisvrw2AxY62uxtzUhK2mBr1ej8lkwmzev8kul04x0LazRGiyyTi5VJrYQB/hnm5yqeS4+2t1Ar7GJqpaJlMzdTqBpkmYbHYsTid64zjv7X8ECVGiN1cgXBSJixLxokR/vsimVJb1qQw9ueK+D7IXNECz2YBHL6DXaPAb9DSaDdQY9RztsuEzCPj0wmFHKg+YAH3uc5/jzjvv5IYbbuDyyy9nYGCAT33qU8yZM4ff/va3XHjhyCey8XDRRRcxNDTENddcQzAYZP78+Tz55JMloXNXV1eFCv+oo47i3nvv5aqrruL73/8+U6ZM4V//+lfJA0in07F161buvPNOQqEQXq+XxYsXs3LlSmbN2vdT3wT+OzD0x40jRM9HLHpwnD3eOc75dblE/T+XHz8u+clk2ikWowhZbwX5+TP5UqvPk2dUcetH5tOR3MqHHy1HWG894VayySbm3PpMaeystJ5pxfJkW8w8h1zcxfzTPsgJH/9/HPm3o8iKZVO+M20X4H92EUapPCmd840F1E+rrJiJBtPce21lX6CzvjKPxlmj5+2zqQJ//tZLFWMPL7EiChqOseWR+m+mXSoiAK3ZBv7QZwedWun2ljKHxzQngyxj37a64hizl5+Cu6aOJeecP+p5d2PoF7ewIxzi5T3Izxc++lGqrr2WYL7IJza08WTowKo8dUDAoKfOpOd4t51ZdjMLHBZqjOO3Lng3oSgKhfYOop0ddPf2EYpGCceiRBMJCrKCrAFZqyVvNFamo8aJuOgLBTz5PC5BwGgy4bRYcJjN2KxWPIEA9qYmTFOmoN1PYjMasskE7WtXMdi+k3BvD8nQEOGern3up9UJVE1upXbKdJxV1VhdbmxuDw5fALPDgU7439DhxIoiSUlmMF8kWCiSECUG8kUykkxUlOjKFujNFyjICilJIinKFPdDZF9j1DPVYsJnEPAbBGqGxfV6jQadRu3Z5jMIOAUdTkGHVac97MjN/uCAfYBmz57NPffcM6Kk/Ne//jXf/e53SaVSY+z5/sGED9D7G8mt7bzVeRayvjzhe70nMH/en8bZ651h5Y4hPvanNwD46omtXH7q2NVe4fCLrF33SZC1TPvPn0vjPyDDiuHYyP99ZD7nzK/jyY4n+fYL3y5tc/Wyqzm5/lwWXlcmPyfIRhYnyg8JudivQcnjqqrh07/8A19Z8RWe73m+tP6OU+/g9R+WSUBNq5PjL56Gt65yMswkCtzxnTKZmXlMLcddPBXdOBVGv/vK8xWRoqfnm/n8h2dgzKzm289+lT8HB5iXH+mFksTKz/nsCPJjdOb5zP/djck8tq/QbgRff4M/PPpIRa+sD555JnWz57Lw1c3j7FmGFphkMdBoMnKs284ZfieNJsN7enNXCgUyO3YQ3bCBWCRCNJslmkgQy+fJyzI5RaEoyeSMhnID1HEPqGAVJWwmI2ajEYvJhNVkwut2E2hqwuX346qtHbVKan8hyxJ9W7cQ6e8ll0pSzGWRJIl8OkUiNEQmHiM+GCSfHr3Vp9nhxN/UgslixerxYLRYsbo8+Oob8TY0YjBb0I3VE+19DElR6MoWyA1XC8ZEkVhRIlQUCQ97PrVnC3Rk8/QNE523A6tOS5VBj0PQ4dULuPU6pltNzLKZmW0343+fCO1Hw4HM3wdMgPL5/JiC4W3btjFt2tg3/vcLJgjQ+xeprk5e33lixVhd3aVMab3ykJa7N3/v8dLvbT8+A+0Y2o4tW6+kr+8+AFpevAlDTnUm/w057kUlBjtu+AB6nbZCqCwXHcwRvsWGNjPpglQ63m8+OJv2e3aVlnOx20FJsfS8izjqwkt4ouNJvreyXDG27rJ1PH7bero2qVqJS65diru60jlWURRee7iN1U+Wm7Uec8EU5p00dmXk/7UHefU/nRy7Sp3Qttfquf8YG8/OaqDFa+X0uxbxQlfvqPvmMPB7LqXRZaBtD6KiM4p86te34LDPGPO8oGpW/v2lL7G6prJkv2fxcTxmGb1E+ly/i5l2c+nm7xIEWiwG/Ho9wrusyynk80Q2bSK0fTvRwSGK6RSZTIZoPk8ynyer05Gy2VD2x7tHUbAVRTxiEY9ej8/uILD4CExNTejMZsxmM06n8203ss5nMsQHgyqJiUWRJJF8KkVsoJ9EaIhcKkkunVLXifvXKtXu9TNp4RH4m1qwujzUTJmG1TXSu+f9jLQo0ZUrEMyrjtyDBZG+fIFoURUQDxWKtGXyJN8GodFrNLj0OuqNBmyCFoego8aox6rTUWfU02I2YtFpMWg1uPUCNp32sBXXHwwcUiPE8aql/hvIzwTevygUIhXkx206mgVH/gWN5tB6ojy9qexBde1ZM8ckP909f6Wv7z60RTPNr16PPqemkdqQSuTn0S8fg16nJZgOlsiPmJxOtucTqH3fJbQKTBK1nJc2VpCffPwOUFJcdtNt+BubiefjFeTntUteo2NduER+3DXWEeQHYMvL/RXkZ+qSqjHJT2wgw99uWYUQK3LsHuP3H23ic+an+Mu/7uSIVIIXkuXIcFFuYqhwPU/pN6HYIpy6ZDrzuhVWPf6v0jYmT44PX/vNfZIfgD9cfjkDe5CferOZqxafWuqttTc+WuPl5umH3uZClmWK2SxD27fTt34D23q6KRYK5CWZAgqiLJPTaCiOVjat06kNUPdyLbbIMg6NBqfBgNPhwGm1YnY6sXi92Fta8FZVYRpPw7MPiMUi4Z4ugju3qb43ySSyKFLIZQn3dDHU2b7fxzKYzVS3TsNsd2C229EJAjq9oZSmsrm9eGrrMVqt78v0yW7IikJKkslJMsFCkYG8WhW4MppiYzJLsFAgIR4YsfEOp5scwykmv0HAa1DJi9+gZ7LFSJPZQK3RgOMw0Jm9X7FfBGjhwoWsWLECt9vNggULxv1jXb169ZjrJjCBQ4kdm8oeVFXiRcw+6seH9Hy5osTdr3Vy/eNlh+ZPHN0yYjtFkdjVdgudnb8FBSatvBmdWCYe/w81avLWlSeRkPqYe+exKCgokplc3/mIqbJ2bWbAxge3SyPOUcy+RPO8yZzxlW9hstq46c2buGtzuSHor078Fc/dvpPODWV19Ye+tXDEcXa8OcBzd5dNSC/90TJcgZFaJkVWGOhIjOjnBRAy3YK/p4NPdvfRvFcUIF68lPXKSbxkXM/xp5xAwCjw3D/+xmB7mciZvDlmfyREddUH9j50CZnVa+i/6irWmowMzJ0LqI7NxpM/wFXS6JqUIxwWrppcyzLX23fZlRIJxFAIMRQiEwwSCkdIJ+IMJRL05fJkxSIFWaYgCOQMhpEkTKMZrpTaa1iWsYoiDo0Wk15AMBrx2B14AgGck1rwNDXh8XjeduRmb8iyRCoSJpdKEdy1g3Q0Qs+WDXRv2rjPcnGD2YzN48Pm8WKy2hD0epxV1TgD1cNkx4HBYsFdXYv2IF3vu4HisE4mK8nERInc8E9RUZCG+62lJIktu60PCiJb0zliooi0H3kUm05LrdGAR6/DaxDw6lUB/W5i02hWU68uQfeuRyH/V7FfBOicc84pRX52l6tPYAKHExRFIRj9JwCm2CRmnn7onb3n/+hpcnvoXR74XKUVQybTTibTzrr1/680Vrv+SyXysx6Rr5BBAtZdcyrfXPkFXg+qguNc8EyK0WMqjvfnyxax5ZflFJGiyEi5N1lwWg3HfOTKUmXU91d+n0fbyn3NPuA6h/SjHjo3hEpjZ391PiZrOfKQTRZ48Ma3SEbKzUjP+OLcUcnPaF5AGxoNHPPGH/n9h7YSU9IsyOUqyE9ansMa5Xj+o9eDsh5XPsWrv/rJiGNPOacDa3WWo49aP2LdbqReeIHOz3+Bp087lbjLVRr/w7FnIUojoynz7RZ+P6uJJvPY0WtZFEkPDVGMxcjE4iSGhsgODhJOp8ilM6TDYfLpFHG9AVEvIAoC2b17SukF9bUXhGIRZ7GI1WTCbTZT7XBgNhox2O1YPR6cLS04xnAmfjtQFAVZEokPDhLt70ESRXKpJImhQYY62xnsaCObTCAVR6/20RtNuGvr8NY3YvN4MRhNaAUBZ6CK6slTcQb2rcc63KAMl2/HRIlgvkhvvkB/vki4INKezdORLbApld0vgfB4cAk66k0GbDots+1mjnPbaTIb8ekFPHrd+zrS9baQT0G8BxI9MLgFghuhbw1E2kCR4JhvwEnXvGeXt18E6Ac/+AEAkiSxfPly5s6di2uPG88EJvBeQpZFnnu+nH5tsX0b7Rhdyw8Wzv31yyXyYzMK3PihOSxpUfUmicQGNm78KtlcZTWLo/8o7AOLAcii8EUy+GwGPnLaBo55sJyqynR9Cik9tbQ8p87JXz+xmHu+Xa4ykwpbKab/zYe//yOa55UjOVe+dGUF+fn0tuvQRxx0UCY/H7/xaGzu8mQbG8hwzw9eq7jWsSq9UgVxBPl5eImVGYb7uKn2LU5IZflMLMGcQlno3JN7jP/oN9ChG0RTLGBv24gkl4mjzihi9uZpPrkXl38Ki4/4J1rt2GRg15e/wmPnnVvRrfuepacg7lH5E9AL/N+MRo732EvdyxVFIfzGG3Ru3kKxkCeRTBJMJAmJRVJ7mvWNBrtNfe0FvSxjB+yCQK3NhtfrxeT1YfN6sXvcmFwuTE4nuneQlhoLyXCI+ECQaLCPbDJBOhohPjRA3/atZBPxfe6v0WrRG00IBgMNM+fga2hi0qIl+JtaDvuJWlEUiopCTlYYKhQZLIgkRYlwURUN78jkaM/mGciLJSHx/iahNKhExqLTYhd0mLVaBI0GnQYEjYZJFiOtFiNWnY4Ws5qK8ugFTFrNYf+5HRQoCmSjkIuDLKlERsyrY6lByEYgvBPaXoDQdnb3NxzzWO8hDkgDpNPpOPXUU9myZcsEAZrAYYMNG79Y+t0Smk3Nh04+pOd74M1u1nbHyue/9tTSjS+b7eLNt86t2N5hn4vDvhDr0yeUxj5KiguPqGcd3+XOzWVxcDExt4L8vPjt5RQ6UhXkRy52U0z/m0UfPKeC/Pxu3e94ZNcjpeUr8rcSjZRvyFOOCLD4zJYK8jPQkeDvP3mrtOxrsHHBFYtH6JhSosSvOgdw3FROjz03x8ym+gLPnjibU//5H57r7sW3l4gzXPgubwm76NAOUK/XEN+yvuJ2uOiSWiT7CgBaWr7OpJavMBZi/f08cM019H34Q+XPAvjDcWejDOu8ag16fjKtnlN9lU7DhUKBe77yVTpr9nKY12pGmPZpZRlzsYhRo8Gu1WLT6rC4XJgDAbyTJ+GsqUEQBDweD5YD6Cx+IMgmE2qURhTJJhKkIiGi/b0q6RkcINTVQS49fsWtRqstmfsJBgNOfxUWl5vaKdNwVdfgrKo+bB2NFUUhXJRIihKrE2lWRlPERJFwQaI7VyAuSmTlt1cBpaae9NSY9FQZ9FQb9UwyG5ljN9NkMv7vpp+kIsS61J/ZKCR6IReDdBhSQZXcZMIQ3gXpwf0/rt4KVi/4pkLtAgjMhKpZYHKB4X3mBD179mza2tpoaRmpdZjABN4LhELqBGpI1jMlfQMa4dCIniVZ4ZifPkt/vJwmavvxGRVPfa++Vm55UVd7MVOmXIlOZ2bbda/CcIn7NWRwVpl4Iv3R0raKoqEleyMb9iiU2njNqbx45xba15WjN7I4QCH1dz58xQ9pnr+oNN4R7+DXa39dWv7T1Ad4886yu/MXf7u84jp7t0V55Z87Gewsm8od8cFmlp41sv/XrzoHuKGtn68+EiuN7awWOGnwWe677Guc98xF/GJgqIL8ZKRjiRa/zP2GdSS0HTSnwoS3dpTWtyw4gtoT3iCdGf7uDL4xyc8DDzxAx65dZPJ5qKsrjfc7vDw5e2mJ/EwxG1m5rFI0rSgKr33zmzzlcMAe5KeqWMSs1eIzGKiqqaFm6jT8ixZisFjetaf4Yj7HQPsukuEQfdu2EO7uJJOIk47HyCX3z6vI7vPjqqrB5vFicTiwewP4m1rwN7eo0Z3DtC9VtCjSnsnTPVwJlZFkspJMf77ItnSODakMuf103TZpNVQZ9DgFHR69gE3Q0mI2Umcy0GI2EjAI2AQdLkGHSas9LN23DykkEYLrILRTJS75JMgiSAWV6MS6oW8t5PcdNayA3gJaPWh16svoAKsfrD6w10DNPGg5DtxNh+RtHQwcMAG6/vrr+da3vsV1113HokWLsForq0gmysYn8G4iFHq29HvDqm9hu/TA3cj3F8f97LkK8nP/Z5eVIiWyXGTtuk+iKKquoqbmfKZPvx6Ah25fzeK0Sn6iyGx0xcl6risdR0gdR7T7DMp91eGXS1u58/KVFecvJB9CFtu5/G+PVDTnfLL9Sb79Ytkr6Jnzn2HVX8r98j7982MrJvVkJFfRowvgqA+3suCUxoqxeFFkzsubKMgyF76UwplVCY4x289PPnUsD2X6WPiPZTzc209Lsaz36cz9i6f1G+gzvo6iUVjgNLFzS0dp/WU33UZP5FoikbJr9sIFZbfu3UjH4/z1V78iuJeQ2pTOcMfxZxK3lu81n6rz8YNW9buXUmlSK/5D/OFH2LVrFy8sP6G0nVaW+ca3v43dbh9xvoMJRVGIBfsYaNtJNpUkm4iTSSTIJtS2DYnQEMlwaNwUgN5oQm9SXza3F1dVNa7qWixOF566ejy19Vgc+9+N/lBCURSiosSmZJZNqSwDhSJJUSYqqqmpWFEiJytERbVn2v7615i0GmqNBo5125hpM2PTaWk2G3HpdcNpJy1GraaU5vyfhSxDIQlD2yHaDok+6F8L/esh2qGmqfYHGi2Y3SCYwVELtgCYXSqxsVWr5MbigdqF6vj7HAdMgM444wwAzj777IqbqqIoaDQaJGk/P+gJTOAdQhSTFQJjoeDCNG1035e3i4Io84W7V7FyR4jC8E271mnipe+euAf5yfPc8zMr9psx/UaKwTS7/riexanyBH5h/S/RWXehQZ37GrJXs6W7/BDh0Wj5itZB91PlUJAiJcgn7wMlxRduvxs0Gp7ueJo/bvgjWyJb9jwtn5r9KVJbtXQMV3vNPKa2Quycjue56/uvlJbnnljPkrMmYTRX3gpWDka4YJOqYaqNSEzrKwtma75nJHrnfM6TJT6y1/z9bPHHvGh6AQBNIU9NrJ+dW8oRrG/87V+88eaZpNM7SmMnLt9Zupds3LiRXbt2sXbNmhHKgVOffIrHlp3A7865pGL8mSOmMseuhtIHfnYTkT+r5pJPnXYqseUnlLY7/ogjOOGDHzzoEZ5CNsNQVydDne3Egr1E+/vo37GN7H5EcQxmS6nRZqBlMoHmSVicLhyBKsy2Q0vS9gVxmLAUZGW4EgpiokhbJs/mVI5d2Rz9uSI7Mvm3lY5yDwuGAwY9br0Oo1aDVy/QaDYy125mutWEYX+8j/7bIYlQTJdTULmESm6CG9QITnpIjeIURzeVBNRoTc08sFerBEdnAK0ARrtKcmoXqoTH4qtod/LfjgMmQM8999yhuI4JTOCAkMv18fIrZeeZujVfw37CwfV22dyX4Ixfrhwxvjf5efmV40rrBMHO0Ue9hJKVGLh1NXvKZj/ach2CSU1LLa5axrPPn0uJvihwg7+K2M4EGcpNewupfyEX25hz4qmc+MnP05np5sN/PQFplCe6j8/8OAu2nc5TL24sjU1bVql52VPvc+xFU5i7vPIzk0WRz9x2B/+ep4q160NFPrminCY7pe7jTL1/5MQuK2ZeKf6MFw1toCgEKJLdtYE9VSrfuPdhdu36aQX5WX7CFjQaDb29vdxxxx2Io5jnmXI5XLUtfOjHvxlRVr7ruDlYdTrEaJSdJywnbjDwwllnkjcaKxyhzznrLBYsWrT3oUeFoihE+/uI9veQT6fJpVMUMhnCvd3EBvpL2hxZFMln0mNWU2l1Av6mZhy+AEarDbPDgdXpwuJ0YXW5cVXVYPf531XhbEGW1R5oRZGEKLE+mSUlSUSLqhlfSpJJiRI7M3kKb0OgWmfUM9duoXa4dYJT0OEQdLj1qqjYplN9bbwGYcK/Zm8oilodtf1J6HlTJTWZkPpzfyM4BhtUzQZHjZqGql0ANfPBMwl0/73mh28XB/yJtLS00NDQMOKfVlEUuru7D9qFTWACoyEcfpF16z+DsscNwTawCNvQAhynHpxcczRdYMEerSYATHotf//8UcyocVQIhLdt/yGFghrhMJsaOeqo51BEma7rX2b37f1hCtw/9XaiOpX8fGPh5dzzdAsM+/+4LHquMLkI7SwTC1mKUUjcAShccv3PqZkyjd+t+12Fzgfg7Mlnc8mMS6jXtPD07zexqbOs+5l/SiM1k9UUiSTKPHzrGlJRlVxNXuCvID+KopBds4Yv/fsFnjh6OZaczLJtOY7eWk75LbI+yFSpfI1bBD/O1E8BE1u1aV40bKbV62TgpRWUm5Coep+TP/cxtu/8Ib2995TGT1y+A0mSWbt2NY888gh7onXHDnyhEIu++z3maEa6Ai91WvnnglZ0Gg25bdt481OfZsNRRzJYVVmirdPpuPrqq0fsv/s9F7IZhjrbifb3kUunSAwN0Ll+DdH+vlH3GQsGs0XV3jS14Kmtw9fYTHXrVPSGQ+c+vhtZSSY33Kl7IF9kdSJDd67AUEEkI8skh0u/O3OFt9U6Qa/RIGhAp9Fg1mlpMKldvKdbTbgEHdNtZgIGAYtWe1g0fz0ssFtbU0gNC4r7hqumRDWCk0+o0ZxMRNXkSHm1XFzMjX1MjU4lNSaHKiiuWwjWANj8YK9VtTZ6y5gGoBMYibdFgPr7+wkEAhXjkUiElpaWiRTYBA4pggOPVJAfe/8yajZ8jporlqA5SOLGG/5dmVb69DEtXH3mzBHbyXKBvr77S8tLljyCoiis/OHLTBqeZ56lyC+r/4ZBp/r32PR2nn9jJruGVNLkNuv5gc1J7/ZyrCQX/RUMt0S98Ac3UjNlGpc9cRlrBsu6nUumX8J3l3wXrUZLLl3kT9+sjFTtWeouSzK/+/LzFetP+VRlY+CXvnslF3zgQjh6Od6ExBefqBREnuy8lWlmNbXVpnXyd+liLkmdiQwoKKQa25jUlWDgpbcq9rvg6uvBuYY315TF4bKsJRG/hp/+9GfkcpU3/FkbNzJz02a0ioLmyqtGkB+nTsdLy6aXehU9f9119GzZys5TKiv/5s2bxzHHHIPHU06JFvM53nj470T7+8jEovTv2o6YzzMatDoBh9+Pw+fHYLZgtjswWm0Emidh9/gQjEa0Oh16oxGz3XnQ3YzzskwwXyQuqp26I8O9oPKyQlKS6MsX6cjmCRVE+vIH1r3bqNVQa9Rj0qrme5OGWyVUGfR49AJGrYZGsxH/sEHfRBpqL4h5GNgIXa9DvFslMNmo+spEhsvBg/s+zqjQQMNSaDpSjeTYa8BZr6audKMYa07gHeGACdBurc/eSKVS78iCfQIT2BdkuUAw+BAAdbWXYLnrBLSyAUOzA53z4DxpS7LC31f1ANDosfDCt08Yc2LbvLksPJ429wX64jrOv+kJ/omq3cigcGvLDRhMaslona2OqsS1vLCjrIn5SmYHvf3lyiWj/gFcrS0cf+mncFXX8FL8TT7z92/Rly5HJP559j+Z4p6Coig89PPV9O2IldbVTnHxgc/PKel+urdGeOTWtaX1Dp+JD31rETq9FkVReOWe+/mEu4HkBy4EwFBUKshPQL+TOZZ/M838An06HddZl1EXX8YF+aMA2BJ7jfXRF2CvDgnnfPtqWo9Yyuo1HyW649XSuMd9DE89NY1cblfF9oZ8nqWvv05tnxrBav/q5XyqvpKkvXnkTBpMBkRRpPuVV7nz8ccQ9XqYOqW0zXHLljF/yZIK4rMbt33yIuRRHtBMVhu+pmasLg8mqxVfQzNTjzzmoAqME8NRmLQkEyuqQuC4KBEXJSJFkbws05cv0pNTq6J684X9chfeG1adlgV2C61WE169DrdewKzVEjAI1JsMVBv12HUTTsNjQlFUTc3glrLmJhuB1ADEe1XCE9qxfykpo1MVClu8qtbGXg0GKwgmMHvA5FQFxRYP6IxqSbh/Bugn5tF3C/tNgC6//HIANBoNV199dYX/hSRJvP7668yfP/+gX+AEJrAba9ZcVvrd9NhitLLq3+K5YOpYuxwQFEVh+tVPlJb/8snFY5IfWS4wMPgYsqLhipevJ/T0OszAM5Qrky5ovQJZr6aM5vnncfPRf2TZjWrZ97SCjrMzBrKUyc/sY/o4/qO/Ky1vDm+uqO4CWPuxteiGvVuCu+IV5GfBKY0c9eHW0vL2N4M886eyc3TNZCcf+raqg2lfu54jozLUTS+td6UkvvJ4mfwcY/8T86yPARDRavms+yhOH1zOuYUlAITz/Sr52QNLz7uQuSedjsMfIJXaTjRaJj8zZ/yMFSuy5HI7y9u/9ho1ff0Yh40T7zntbO446wKkvfQKv5jWgFcW2bllF3ffPxx126PE++hFi6hvbWXGjJG9w7KpJH/66mdK5Eej0XLipz5P9eQpeGrrMJjfuRdJpCiyNfX/2Tvv+Cbq/48/s0fTvWkpZZRZ9l6KgCBDQQVx4h64cYt7r6974ERcICqigoAie++9oZTuPZJm5+5+f1zJNbSF4vj+/Oo9Hw8e5j7jcolp7pX39GAPCBxwutnv9FDqC1Dqk0WNu4kp3XXRawg2tkyoTfOO0MvBwolGAy0sJpJMBtItRqL1enQa/h2F+P4ooiingIt+qDwOBxdB2UE5W6r0oOyeOh06E6QPkl1RYbG1tW7iZTFjtMlWm8iU059H5f+VJgug7dtl87skSezevRtjneJhRqORrl27ct999/35V6iiAni8RVRVyxWIrf4M9GWya0QXY0Yf23DvpzNh4e5Cbv1K6WPXp2UMreIb7hlVWPQD+/bdC8Dn+yZR5pItPh+hZHPNjPspKH7iLfF8MeoLWj68EIBOPh2jXaHF9/pfGE+PkaFd7O9YqtTFuS7zOm7sfGNQ/EiSxPf/Ua735rfORm+U50RB5NMH1+KpUVwj/ca3osdIOUZq0ZadXOuoc0OWJK7ff5xmuxXx1sU6Pyh+8vU67kmI452s+9DXRjblOw+zpuT74PqrX3mHuLT04HEg4GDjJqWXV6uWvzBz5rd467icJs75Bq0kcSStJcu79+HbYWMabAw6r30zln/6AS/XqS4Ncv+s5lYrV993Hzp9w19l3z33GMd3hab8T539Y5OFgk8U8Ytyind+bQG+Ml+AYp8/aLE54vKS6/Gd9lwWrZaY2mDgE5aZuNpg4HCdFkttiveJAOIMq0kVNE1BFOVgYVeFHHNTUyzH3FTlyNYcr0OOvzlR1M9ZIsfinApbIkS1kK025kg5/TssQQ4mTugAUWmqO+ofQJMF0Insr2uvvZY333xTrfej8l/l8OHngo9TVipCO+m+Xn/ovGJtccOCOvV9uqdF1evrdYKjR18l+/h7AKzM68/qfNkV9AFW0mvFwR7LEebELwZgYtuJWO2TaPuobFkySISIn6FXt6dD/9DaRZIkMfr70ZS4ZdfZhLYTmNpzasia96Yo2Zj9L2odFD+SKDH9thUha8dP7c7X7mImLd6AVghgD1PSq+dvnsamrPugjuWqR9j3HGy2iEeiU3BqtPi0GuYefA09OkRJZEvZLxyrUXp1nX3ldSHip6bmIBs3jQ4ex0Q/wGeffRlyTRf88CNaSWLpsPN4dsLVnMzUFomkmo1cmhjFM888EzIXbrfTprCIsR99iM7WsEj1uV38+uE7IeInpX0nJj72LJurnRTVtk4o9vnxiRIeUcQeEOT2CoLEfqebIq+cFdVU4gx6kkwGEox6+kfZSDAaiDPKYy3MRmxqgPCZ4bHLQsZdAc4ycBTKQcIBryx2HAVQvFd2TQXcpz9fQ2h0csxNq7PlNPCkLhDfDgx//EeVyt+fM44B+vTTT/+K61BRaZTKyk2UlMjWE5O9BVpRjvdp9mT/Pxz4PGPtsRDx894VPRjdObnBtX5/dVD8OP0WPt93GQAXYqBTnT+lx5vLmVpXdriSipxRzNhS6/KR4O5q5Yt1wkM9SUwPjTORJIkx88aQV5MXHHu4z8Mha35+d2fwcViUiR51st9Wfn0o+DgywcKoaT0ZtnEfRSJgVp47xiHw8IqDbHKFWm3PjnqNaWmVHAtT3EJfHn4eq2imKCmfletPEjL3TiOjz4Dgsd2+O6QVSHTUJfz4o5KZ1nHvXjru3YdOFHnotgfYmNmdk9nQrwPpFhOSJPFsHfGTWFTE4FWrsbRsSasF8xu0jvh9Xo5sXMfCd14NGb/okzlMPVTA3av31tvTFLRAsslArFFPjF5PnFFPitlIvFFPc7OR7uFWEkx/z6rLfzsCXtk6U1Mii5qKLKg6DgEf+Jyy4HEUyQX9zgSjTXZB6c0QkSL/i06XxwxWORbHElVb3C9armKsM6rp4f9iftf/+S1btvDNN9+Qk5OD7ySz9Pfff9/ILhWV38e27ZcFH6duky0hlsxYtOY/9sVV6vDy7M9KxtexF0Y36nKoa9UIiDruXP5ScO5eFGExqv2toIGbOj7A8s2t2JajlIa4q0qUOy0CrXtG1xM/AJf/fDm5DmXPtqu2YdAqN9bdK/KCRQ4BrnlxYPDxwY1F7F2lFFBseWksndYrMUAAL25agc3Wj+LdLuwoNYKaWTayO9LNVS3yCWgV98B3B18lTLRwJGUfW9fMDznXLR98QViU7Io8mvUaubmfIQg1SBK4XFHEx9/ETz8p4qfXps20zsoCYPg7X9SL8+kSbuGJ1s2Icjr46bFH2WZTXIrhdjtDVqzE2rcvaTM/rff/yeOsYd6LT1FwSPn/KQGVHbox+5yJvLL5MCdzVrSNaIOeOIMevVZDuE6HRafFoIEog56u4VZiDXrCdFqMWg061eVxZjjL5Ho2ZYdkkVO8T46vKT9yehfUCYzhslg5ESxsS5QL+Fmi5F5S8e0gto38T6cKUJUz44zvIF9//TWTJ09m5MiR/Prrr4wYMYJDhw5RXFzMhRde+Fdco8q/mMoqpfN4s523ofdFEX9LF0wNiIemIogS187czKpDpcGxT08R8Oz1lgTFzy/Z5/DNIflzrgM+iYyBavnL/PaWzyOJRloG7uXVuZFAFTGChp5ePZ3dVeh0cfI+g5bzbmzA8lG4gT3lchFDo9bI5is3o9UoKci7V+Sxqo6F5+a3zw7Zv+zz/ZSFa5nX30ZRtB6KXcG5VnnHmaX3sFkcSPFupbBhG/NqDKmbeD7MS7FVaZ+hlTR8fPQpWfzEhYqfUbffS8fB5wSPj2a9Rna2bPWSJA07tp9HTU0coIifTrv3BMXP7fc9FSJ+LkyIYlRZDjmrlrFkgZ0lAHXEj9HrZaLTRerWLWhPar0T8Pv56dXnOLY9NP3eGpfAWxffRqVGB3UCkPtFhjGtVTJ9ohp2nak0EVGUm2U6CmVrTulBuZaN1yG7pMqPQMXRxvfrjLKFJiwewhPl7CdzpDweFlfbT6oZxLVp/BwqKn+QMxZAzz//PK+//jq33XYb4eHhvPnmm7Rs2ZKbb76Z5OSGXQcqKr+H6uodbNt2afA4vLg35vYxf0j8ADyzYF+I+JnYM5UhbeMbXJub+xmHDj8NwHF7alD8NEPDN4QHxQ/AQVGH+9DTlAQ0dBa0NBO0dPHV/onVih+QA5ZPxi/4ufFXpa3Hliu3hAgynycQIn4mPdoHvUGOKfH7BF56bTNzhodTGlX/T/quo3sYmtCfnxceBxTxc13C1WRHxXFJbOivcY2kYf6Btyn3FrBC8x3Fm5Ub2XVvfEB0cp2GpIUL2LfvC3y+BLKP9cDhCH0fTR4PGYcP02mvbImaNuU+9raWs/Y0QP7ZXfjmm2/YduAAJ2Pw+xk9dCjdhw2rN1ddUsSe5UvY8P2ckPE2vfsTe8EkJuSHdkofGx/JB53SVStOUxBFRdhU58pBxQGP7J6yF0DhTtmiI5w+8JuIVEjrJ1tsEjrIlhpLNCR2/le1XFD5e3LGAujo0aOMGTMGkLO/nE4nGo2GqVOnMnToUJ566qk//SJV/n1IksSWrRcHjxMOXAFA+NA/1u6ioMrNzHXZweN9T4/Eamz4z8DvrwyKH59g4OkNDwTnZuttJ5q7U6mzM1kQcGdPYZjbQA9f/fPZop10GNiJzLNS61maPtz1IW9vfzt4PK3vtJA1pTkOvnlesYRd9nhfYprJlhCP08+Vn25hTd/QoM1zN65m0pIFdB53AQv2dWALx4NzJo2DK+OnsE7XmbtilfpCoyoH0acmk741nTlg3MquY0tDznndmx8SndSMyspKsrKOsH3HB+TlpgLj6r3eyJoaRi74+YTHjx/PGs4bl14XzJwZGRfBBxnNePrpp0P2ddyzl8xevWh7y83oo6LqnRdg7TdfsWFuaPNUkzWMa19/H214JC1X7QqZKxjSVW2WeQJRhOocWcBUZkPFsdrgYq+cMVWZLcff1OvE1gAardwgMzypNh08DvQmuZ9UVBqk9JRbMqio/E05YwEUHR2NwyH/ikxJSWHPnj107tyZqqoqXC7XaXarqDQNR40SrBp/6BKic84FwJT2x7IPn/hJOe+ye89uUPz4fBWsXtM7eLy7rANvbJsSPJ6VGI2uWK4psyZsDw850wAdAz36EPEj+I4QlZTKyJv6kZhevzCfJElMXTGVpTmK0BiYMpDL2ssxT4VHqlj2xQGq6riykttEBsXPog92s3N/GWvGKdWSR65b4oIKdAAAx9xJREFUwZTvZxHpdKBpHcuCfaF1cS6Pu41ofQFvczUzm68Njr94/C66utrhDNjZZlzBkYObgnO9x02g4znnkpVfyKrZc6iuPlErKDW4Rq/XARpS4uLo+v4HmD2eoPi5YdoLHG2ejkGjoUu4hQfSEtDu2c6Lcz8PubaxP82ny/dzMaan13uvTlB4+GCI+Elo2ZpeY8aTPuBsdjpcTFitiJ9bmycwrVXyP1v8CIHaQn0lcnq33w0+l5zyHfDKgcRVuXLNG58LSg/Ic6fjhLiJrk0FN9pk91R4kmzJSegoixw17kblf5gzFkBnnXUWS5YsoXPnzkycOJG77rqLZcuWsWTJEoY1YKpWUfk95OYo2YYx2XL8zR+1/nj8Akv2yXEuQ9rFN1rn54T4OW5PZd6RMewuUyoSvxAbQVqxUgX2EWcaIKe3D/AqNwNv9Sdc9vTjJGe0a/R6Hlv7WIj4+XzU53RPkGODaiq9IXV+QG5sOnSyLGhWzznE5sPlvFdH/Hx//y1E11RTHZHO3g4XUZzYJzgXpcvjsri7mKs5j4PSBErCS/DpZBdGprMNXV3tKHYfZ0XR1yHPef2bH2GMiOTll1+ud/0WSzXR0S4GDbqNjh27IAkCBzplKu9j1148c/0d+A1GrkmJ44WMFDa++y6L55eFnCehuJhR/gAt1q1Fe4pq8jUV5cx69F78egMbu51Fi5HnM8PuwaLTkHeS1aelxcjjbZo1cqb/MQJe2UrjscvuqPxtULJX7gZeldP0gOITaHSK1SamFUQ1lwWOKRxiWstWG1uiKm5U/vGcsQB65513gv17HnnkEQwGA+vWrePiiy/m0Ucf/dMvUOXfh92+m6LiHwAIK+0aHI8ckf67z+n2CXR4fHHw+MWLujS4bueumwEQRG2Iy+ts9DyHFZQELIZiRydBWkDLBKfSikPyzWHotVc0Kn6O24/z+NrH2VaiCJwVl6wg1hILyDE9nz2sWGc6n5NK//GtMZjkmJ+vn9nI8TIX741XxM9N388iwuVie9c7qIxWqjsDdLT8StuIH3hWczsiOpJNZubEr1Pei5y78Wt8IeKneacu9Bp7IVv27GXNmjXBcZutnLCwStpkbCQt7QratX0dgLLSMkoHDw6u+2z0Rcw8fyIA96cnMf7Adt54/3WqI5QaRAAXOV10fvttNI0UMjxBSXYWkxcsYedNTyPVxo6sL6+N86nTCsui1TIqPpL/tPtjYvm/hs8pu5xc5bKYKdpd236hUi7eV1MiW3FOF29jjpJdUJZo2VJjiZZr2ZgjITZDjsHR6uWg4xYDVHGjosLvEEB1e+xotVoeeuihP/WCVFR27Lw++Dj+kNyjKu76zMaWn5a9BdWMeUu5iQ/vkEBSZH1LQ0XFWkpKl5LrSA0RP6/FxtCnPPRX9sU4SAhouawmtAdZbIqHSx/74JTXc9mCy3D4lWDkTVdswqKXY3hqKr0h4qd9vyQGTWiDViff9Jd/dYCdHi+f1hE/N/+wmH4Hvaw8642Q5+lo+ZUu1gXsNKTyEZMwmy0kGaN5Nfad4JqvjG+THX2QLduUbuyj77yfPJePz3/6OeR8Kal7adVKFm09enxNdFRv/KLE1Pm/cduDdwbX5SYk8dkYOX7r6TbN6P7h23yh00Ed8XO+wUjXW6egj67f6f1kVnz+ER9lF7Fj8Pmh12MyMCk5hhSTkQ42M60sJqIMf7OaLvYCOc6m4ih4a+QsqdIDULBNETlNxRIj17CJTJVdUOmDIS5DdkVp1SKLKipnyu/+tigpKaGkpARRDK2U2qVLw7+sVVSaQk3NQfx+2cwSfWwUJmcKiff2xBD/+/o1Ob2BEPGTmRLBh1eFVo/2+SrYvGU8a47HMX3nmyFzt6bE0idfMTE8ryljn8/MRJcJi6TElkhiDWIgjwkP3cip2Fi4MSh+hqQO4cE+D2LRW5Akiezd5Sx8T3HlNO8QzbBr5C70kiSxbUkOc46X8cNwJQ7q2gWLSPD2JatV6PNcE38dYbpKnuJu2rZrz8MXXUTFhmxGZE8Irpk5fAZbXvmYykKldlCbs4axYN0mnE5nyPm6dltEREQZWq2Z/v2XYjYlsa26BvfoUdxWrri01md2Z9ptD2DxuPlesrPt5U/4OTY2ON/W5eLCRx7BEnnqTD5REDi6dSMbFszj86T27K4jfjb260CC0YBF9zfJIqrKlSsSlx+G6jzZkpO3RY7JaQp6s2yxiWgmdwCPbC43zQyLB2u0nC4e107NmlL5nycgiHgDIhVOH3aPn5gwI8mR/39Vt89YAG3dupWrr76a/fv3I0mhmQIajQahgW7LKiqnQ5IkcnI/5siRF4NjcUfHo4sw/m7xc9fX2/lxh5Ll9OiYDtwwOFQpFJcsYs+e28mqasH0OpYngGkZSYw+rAQgXyI6uMIeSWiPcvA7l9B3fBf6XTTllL2bXt/6OjP2zAgevzX0reD6Lx9bj71MqUid0TuREdfLz7R3dT7f/3iYd8dEQX8lbmnaF7+hM/YNHre3LMWqraKP7Wt0mgBr6MWgwWcxbNgwvMeqeWrXcxABRr+Gi0p6s+Ke0IzNPjfdzdLVa0LGMjN/Iyq6CEmjwWHuidDqfV7MdfN+7g4emvkeI+uIn7VdevLETXfznFhD2qtP8uOgQVBH/FwyZgwde/fmdHhdLt6+9hIWDLuEA+dcETK3vHc7WlhMjez8E5Ak2UpTmS27onxOOWjY55QtNu5KORbHXSGLnerc01txwuJlN1REM1nsRLeA+Pay9SYsXq5Q/E8O1Fb5RyJJEhVOH6U1Xjx+Ea9foNLlo7Daw558O0XVLuxuD34hQI03gN0tYPeGfs4n97Tz9MTLGnmGv54zFkDXXXcdbdu25ZNPPiExMVFt1qfyp+Bw7A4RP/EHL0Urmn636+ubLbkh4mdsl+R64qe8fBVrtz7M2oLhzD18QXB87pQBdHQIlH+pVBX+j9/NFc5Qt1nAsw1L2CFu/PCN03YUn7FnRoj4+WjER8G/nQ0/HA0RP0Mnd6DDADl9ePPPx/hqSx5fj4kKOd/LC+fjMCpVoOt2bl/M2VQRQeo51zPs7HPwHK1i4exZrG2+nYxcGwN3xwJK0cPwpBTcrTqGiJ+kpEO0ydiERiOxJ3IqL9gHgRfYn4PB72Puo3cSY1du/Oe9+SkRHjcfblvBkbwc1g4aFHK9jz74IHrL6X/p7d20nvs37GDbLc+GjGuAbQM6kmwyNryxqYgiFGyXU77teXI38LLDchNNn1NuyeAqP/15TiYYUNxCDipO6CiLHGuM2ldK5X+KgCBSZPfg8Ys4nEUU2ys5XuZgf7Gf/CqBcqefIrsGl/9M3a6KVtBpAtgMTnQa7ynW//VopJPNOKchPDyc7du306bNP7dCp91uJzIykurqarXp63+JPXvuorhEvoEn77qZiCK5GWnqi4NPta0eoihx37c7+X674tbZ+fgIIq1y0KfD4+ftZUeYvzOfKmcl7kCocHnz0m4MlwxUzjkYHHvV76aNs256+wH8zoX0u2gSAyddddpryqrKYtyPSq2cXy7+hWY2OUPpi8fWYy9VGjne9r7SEX7fmgLeWJPFT30Vq89Nc2fRK34ouYWKELgibgpR+iJ+ZTDrkN17A7r1pUtWPOW+Cp70PkG3w1EIWokwr/I69CnpVEYoBRpP0K3bQswR1WylDx9q7sCL8lwmrYYn3n+V/tuVukTP3n43GWWF9c4DcPHFF9OpUye0p3Hf+L0etq5by3hi681t6d+RVPMfED4BLxxcBBveg9yNTdtjipQtNgazHHtjsMhixhQhBxsbbXIsTngyxLSUg41VVP5mCKLE0dIaqt1+Su0O8svzqXKWUF4jkFMpUOWW8AkSggiCqMHhNWD3GhCkprtbLXo3Vr0LvVbAoncTZbKTYC2lma2IcIMTk9GMRW8gyqolLiKe2MgUYiJaE2ZNw2ROwmxKOv2TnAFncv8+YwvQsGHD2Llz5z9aAKn8dxEEb1D8WMs7BsVPwp3120WcjhcXHwgRP69M6BIUPwFBpPOTv9ZZrYifCLOeTy7uSovVRVTmKAHKN4o1jK2T4eW1z8JkdXHpS2+RkH5S4E0DSJIUIn5mjZ4VFD/LvtgfIn4mPSq7h1x2H8u/PMCz0V6O1RE/b7/8PCUtbiG3jtY4J+IdovRFPM1diGjp2LEjgwcPZsZ3b/CabQsVUjmTlin1egRLGAFbFFJSc/yB0MDuxMRE2mS8xnFtOo9qPqz3Wj7r3JJhkVYO3yyLnxprGAvHjg4RPxaXC50gkNG5MyMmTcJyGquPx1nD4qVLebW0hsOtFOdiMgL3tk3jypSGK3Q3mep8eL1j/XFTBDTvI1ts4tqCLb62DUOC7JqyRKtuKZW/LZIk4fUW4vM7KayqJqukBLvLQXmNm7IaL1VugexKA4fKYqjxn5zwYaj91zhajYBZ50GvFQgz+IizukiPqiQtsoroMBOp0RairWZiw6OwWWLR6ZphMESh1RrR6yPQ6axotSb0+oi/tZfojAXQxx9/zNVXX82ePXvIzMzEYAh9Iy+44IJGdqqoNExu7ifBx3FH5OyhuOsyMTY7s35NeZUuPlyVFTyefWM/+reWLQo13gCZT/yiPI+ljOFpq+jVXMO4cz7EoNOS98gafIJiEP3M62GsWxE/fc+30O3c99Abm26N2FWmBDU/2f9JMmMzWTHrIDl7y3GUK26vW987J9jZ/oOH1/DFOREUxNb+bUkSz3yyiJIWtwTXW7TVjIt/nN+M/fnefwciWrp160bXc7oyZdkUjkYcZeyaJOLsivjpftVNrNpSm3pfR/yMHTuWrl0z2b//bgrLtDyqeSU4Z9NpGRRto3u4la8Kysm+/Q7Oqp37bcTwYEq6zeFg0Oo1tBg1iuSnnmzSe7Nmzhd8t34jX4+7Aepkxw8U3cwd1r9J52gUSYKPzpHdXXXJnABn3Q8J7Rvep6Ly/0AgUIPXW0KNqxCntwp/IECVy0WNq4rcCge5VeATJCpckFttpdARidNvxh2wIHHCWmOr/ReKThMg1lyJxeAm0uQixmrEbNDRItpPrM1IpMWMTqtFp9ViMUBsmJHU2BjCLOlYra3Q6/+5ffPOWACtX7+etWvXsmjRonpzahC0yu/BXilXZ9b6w7BUt8baMxFz29OnR9dl8Z4ibvlya/D4p9sH0iU1CoA1h8u48hPF9dEq8hiP9JXr15wz5ABarZbqFTlQK35KBJHtNQJRkuLjbtsnkV5jTg5/PjVl7jKuXHglAGGGMC7KuIj3piyvt+76/wxGo9Xg9wlMe2MjX0xQSk10rshh/BIbvvB+wbEOliW0jvyRt7kkpAZOXO84LvjhApoXW7hqWxq62iw1CQ2Gbv0U8QNkZmaSnJxMnz598PvzWLm6E8sZzicapbfWHWkJ2AMCX+YWE/bNHC5dv4KWeTkAOGw2vGYzkVVVjMrNI27kSGKee+6UhQwB/B4PNZXlbMkv4qqEzjCuc3Cun+jh7u4dGRQVfoozNIGDi2H2pNCx1sPgim/VdHGV/yqC4MXrLaKg7BCFVYWUOQSyyqHC6SS3So/Tp6XYoafSayMg6vEKJ35w6YGI2n+nRoNEnNVBpFnAZoJoq4Zoi5aEcAs9W0TQPS0Wq7kLen0kBkMUGo2aTXiCM44BSk9PZ+zYsTz22GMkJib+Vdf1/4oaA/TfQ/QGWLmqB6LOSezRcbQf+jjm1lFndI6PV2fx7M9KwPLV/Vvw1Dg5ePrkGkBnp65hcsdvABh6zhEQJHa/tYSYEsUd9mOVoiq6ndscg0lPz1Et0J1B2vW8w/N4fN3jwePH+z+O9odWFGUpgcNjb+9KZTMTP1ZUs/t4FWu0yvNqJYEday9mbv4HiHXM1VfE3cpifS8OILugo6KiMLYw8qHjQwRJIKbawAVrlQrIktlKTctQF9B1111HWppcwdrnK+OLNZN4RPNqg6/D4Pfx651X1xtfOGoUA3Ny6PX+dPTxTXNTleflMPPeW/l56AT2te0WMvd+xxaMTzwz0VsPUYAZIyFPiU8iPBmm7lWFj8rvQhQD+P3lCIILv78aSQogSQKBgAO/30FFTRXlTj/VLhdFDg0lNXoK7HqOVRhweLXYvSZcAQsB8cwLT+q1ImHGACadhnYJEGnRYDHqaB0fTpvEGNLiUrCZLcSHmzD8XUpC/A34S2OAysvLmTp16j9W/Kj8d9n5892IUXLNmQhL1zMWPz/uyA8RP/ee25Y7hmUA4AuIIeLn5i6f0idJdomcNXgbkl+k4PF1xNSJBVpql0WITlfMZU+NIzKu6Sn4Tr+TuYfm8sqWV0LG7+pxF7095/BzluwO05t03Pzm2Tx1KJfpO3PlRSd9f21fcjGVYpeg+GkeuZci8z7e0kxERL6ZX3LJJTiiHdzw6w2kllgYsi0OvaicqM8lV7J0t9JlXa/Xc9tttxFdp/jga2vu4I064seo0eCr/U3UOjebj59/OOS6DrRrR/OcHEYvWkT7/fua5N/fv3o5C995lcL4FL48KbvrCsHOq8PPamTnGfLN5FDxM2EGZF7c+HqVfy2i6MXjKcTvr0QQfLj9Lkqqyiix2yl1OKmsqaLKZaegWsLhs1Djs+ERjLj8VgKiDq9gwu4Lxy8mNPk5LXo/FoNIWpSbZhEakiNNJITriAyLITMtA5s5AqtJR7jJgF6nQa/V/K3jZ/4JnLEAuuiii1i+fDmtW7f+K65H5V/E4b0vURGluFJTho4/o/055S7u+npH8Hj+7YPonCpn4wiiRNtHlXNf2+mroPjp1nUGe/IF4t9X2kH4RIlf7AFE5Lo+U2Y+i1bXdKtBlaeKwXPqZ6x9MeoL0mnLV49vAOQe290e70GPVTspqBNvlFQRoH2ejxFbP2FS1I+Exfj5ruju4Pw2czlo5B8dw4YNo2XLlhAJl307iXFrk4muUeKSRJ2e3pdcydIde4Jj3bt35/zzzw/Jxrpn9xZmaR4MHt+QEsfHeaUY/X76HNjJM9NfC86VxMezfOg5TPj2O3SiSNstm5v05fzJrv18v20/B656AGdY6K+xY2d1+XOKGW76CJY+DV67MjatQC4mqPKvQBC8+HwlBAI1+HwluD35+LyluNzH8HlLKatxUWA34fbryHNEkF0VR6EzkRJXPE6/tTaOxkrdxIimYtYL2IwCcWECcWEiiTaR9klmmsfFExfRjLiIOBIjrFiMqhXy78YZC6C2bdvy8MMPs2bNGjp37lwvCPrOO+9sZKeKioLXW0xOsZJpNLDPaky2pqcSi6LEWa8o8TQ/3zmITs3k/dUuP12fVrK92kYfYVCKHAM0aNBGHL5w4l9Rup3n+US2ugScjtnoAoXcNuPrMxI/N/16E+sL1wePW0e2ZmK7iVze/nIKDlfx1Wuy+Kmyann7/CjYdTRk/9QfKrF5JS6wTqN5K9matdt1XnC+OmpPsITGfffdx/Li5Tyy+xGOZu1i8qoWIedqPXoCO45ls6KO+BkyZAhDhgwJHrsFkbard+GXlD//FyP0mO+5g+VHDnAy+zp2wOJyM/Gbb9FKEhlr16CzNR4YWeT1811RBc9m1WaHdRkQMn9dShzPZaT8sV+3kgTH18HM0fXn7s9Sxc//IJIkIAguOSDYV4LPW4LbnYvHk1/rgqpEEH1UuiTKnCJOn4FqjxGHV4/b58ATMFHti8DltyBIOgRRh9PfgmJXbyq9Uad9fq1GxGYMEGMViLbqCDOZSY6ykRqTQIzNTJhRR5TVgFmvw6DXEhtmJCnSjMWgUy01/6P8riwwm83GypUrWblyZcicRqNRBZBKk1izVrkpdvR/iNnW9M7dkiTx1rLDweO7h2cExQ/AUwv2Bh+nRxzngV5vAZDUdi3Pfn6Ma464MdUqimK/LH48Ve8RlxzHpU99hTmsaVkPFZ4K7l1xL1uKtwTHxrcZzzMDn+Gnt3Yw45M1eGr8SMDss2wcTVasNFpRpGVxgIlrazAIcH70kzQ3yeLHKUSzyn5zcK3PXMGUKVNITExkV+kufnr/P3TJCacLKcE1Fl04Z93zIN8t+CE4FhUVRWpqaoj4yXF76bNBcRkCXOv8hr5T5jX4Gg+3aUOro1mYvV5ib7yBuFtuQRvWsLjI9/gYseUQ5f763cnPrymhbWZnprZIQq/9nTcLSYKs5bDrG9g5u/78mNeg+5Wg/wsrRaucEYLgQRS9SFIAv78KtzsnKG5c7mxE0Y8oevH7K6iyH6HGK+LwheETjTh8NkpdcRx3pFJQk0qRsweuwO+rCg+QGK7DZtISG6ana/Mo2icn0DYxnPhwExaDjnCzHu3v/Wyq/E9yxkHQ/wbUIOi/lurq7WzZKvekisw7i16TP23y3i3ZFVzywXrE2k+tRgPHXhgTnJckiZYPLwQgwVrCC4PkmJNulmW4f8ypd74fq/wE3OvpOCiSc2+8vcnXMf/ofKatmRYytmziMuKt8aybe4TtS+TnCmjhxYujkep8sZ6928VZ++QU+DBtOdck3BBynneLvuXEb5MBV6TSdWAbtFotC7MWsuw/r5FcHppp1b7vCDbbK0LGbrrpJpo1CxWV3xdXcuu+48Hj1tIhHln0Oi3nVwXHihMS2NmtK47wcMbMX4DZ5yPpmaeJGj8ejaHhQM6vC8t58kgBVYHQDNDk4lw6H9jK85MmktrhzDLo6iFJ8Errhqs0d78KLnhbrdvzX0KSRATBid9fhddXgiQGECU/fn8lXk8JeRUVVLt9VNXkUVKViyDq8IkGqr2ROHxhBEQ9Dr8Nh8+GO2Ch0hOJ0x+GRzh1BmFdwk0QYdYSY9USZdUSZrJgNoYRH24i1mbCqNNi0GkwG3QkRJjplhoVrAem8s/mLw2CVlH5I0iCyJ51D0Dtj/TWUY+c0f4nftobFD8AH53U2LRuQPRNnT8H4KyBOyl+IrQeTK5PZJtLvmG37W0+I/HzxLon+P7w98HjNlFt+GzUZ0QYI7CXudm+JAdBA9NHR1JpC3Wl3fpzFbE1Ihnm1fSyfUOMPi845xbDmVHyGSf8Xc3aRdBtUAYajYZVeav4+uMX6FquWLoGJE9gR2snm8tLQ55j4sSJ9cRPjtsbIn5GSfO5eP5SWi6qCo5ltWzJ5r59AGh95Ahmn4/2e3aj0Tf+NREQJe4+kBsy1u7IbkYtn0tK8xZc9dKbjew8Q+ZeHyp+MkbA4PsgrW/je1QaRc5uqsDlysLjLcLnLcbnK0cQ3bWCxkcg4EAIOKl0eXB4NVS6RNw+icKaCAqdCbgCFpy+MPySHofPRrk7Gq8QjyCdqOzb7Xddm82kx2bSE2HRkxRpoUNyOB2SImiTYCMxwkyYSYfVqN66VP446qdI5b+GJIjkPbIGzwi5WGHU8eFEXpbe5P0uX4C9BXKg62V90nhmXCf0dYJolx0o5pM1x4LHLSNzqCz8NET8vOk6RrpPKQ44eKKFLsPubfI1TN8xPUT8zB8/n/RI+TVIksQXj67HY9DwykWhKd1x1V5uWexEg8RFMdNINobG2qyTerG9RBGDRrOO8Xf1RKPRsHvzSja8+jJdpEgEsxVvYnOiwprxi5QNdTRBly5duPDCC4PxCKU+P/cdzCXH7WO/Uym6+LLzLlq+FCCuVLEaLRk+DEMgQOddu2geHUOrc4YS89FHpxQ/R10eBm5UXsdFCz8nqTSfnj160eu5V0lo0fL0b2hTqMyGPXOV4ydP03z0X4wgeAkIDnzeYtzuPFyuo7hc2Xi9xbK4kQIIgosaZy6VHjPl7mhKXPEUu+Ip98Tg9IfjDlhw1RbZ8wpGXIEzi6fSIBFlETDqNERarVhNZvQ6OWYmMcKM2aDDoNOQGGEmymokMdxEfLgJm1lPjNUY8jetovJXogoglf8a5V8doDJNCU7OnPg8WnPTP4IXvqtkbT0ypkPwi9IXELl4+jp25ys3xpcGP0nxrx9yVp0GfNulQIj4Oe+mTFr3OH0aa5GziAt/vBB3wI0gKW6exRcvJsUmx+Fk7y5jwbu7WNDbyo5Wiik/obyUOxaU4jPLv4rbW5aFiJ+cjGdYur8VrjIltiE+LZyJD/eiOOsIX02biqTR4k9Mxx+t1Nspl5R2HWlpaUycOBGbzYZLFCnzBbj/YC6rKmsA0IgiqaXFaEWRDlWH6f1WScjrc1osnPvbUlLeeIPwkSOaFND5UlYhrx9XGqq2zj5A65xDDLp0Mn0vvOS0+5tE6SGYfyfkKAHmPHCs8fX/ACRJkK0zgUqEQA0u1zHcnjw8ngIEwYUk+gkE7IiSD0kSa48d+Pzl+P3V+AI+Cp2JFDsT8AgmnH4rftGAT4jE6W9GqTuW/Jpkqr0RdSoInx6LAWwmLREWA3FhBjo2iyYu3EKU1YjVqMNi0NEiNowIi4HYMLnSsIrK3x1VAKn8V3DvK6fmyFFKhyjBqyZb/caXDVHi8PDiwgMcLJZv+oMz4rCZ5I9uboWLwS+HVlee0mUGO9c+xa11mngucx3DUUf89L2g1WnFjyRJHK06yoU/XVhv7oT4kUSJ+W/v4NDRKv4zKSZkzZjVS7loXQHZ6XKMUjPDboZFvhOcn+6dgbg61FIU0yyMiQ/1wlFexlfTpuKNTcKXkBqyRqPRkJGRQZ8+fYiKiiIuLg5Jkmi2YicnB/RFOux88sJDxFZWNvwagTC3m+jLLyfivJGnfD9OsLeiMkT89N22ktvDdXR44kVSO2Y26RwNIgQgezUsfx6K94LfGTo/6mW5Ien/GJIk4HIdo6bmYG0BvSpEyY8g1OD3VeLxFuLx5OP1FiKKPkRJg1cwUuaOxekPw+Gz4fCF4Q5YECUtftFIlTeeam+E7IbyhwVja3xi0wPAtRqIshpJjbaQHhtGeqyVpEgLMWEGzAYd0bUtE5KjzESY1fgZlX8eqgBS+a9Q/vk+qtOVooS9en1/itUy3oDA0P+sJL/KHTI+4xq5aWiJwxMifnSaAO8MfZCP1z/Im6LSTmFe6VG0hrTgcWLLCHqNTj/t84/7cRzHqhWLw1mpZ/Fk/yexGW1Y9Bb8PoGP7lqJJMHM85Rgu9QaO8/95yncEYPJSR9JtC6XPravaWNRLFg/BMYjVirixxNWwKgrBtC+WwsKjxzgq6cewdusJYFIRSRGR0czbNgwMjNDRcZ3RRXcvj80wFsrCHz39L1ElxSHjHuNRjSShD4QQCtJaIDoK68k6dFTx2KV+wLcdSCHVRV2fHVU1m0zn+fB92ditPz+7BwAslbA5+MankvtA1fNA9P/X08iJZvJj99vr21EWYEk+hBELwF/lRxDI7gICE45INhbhNdbgiC4ADF4LkmCMncMBc5kch0pVHhSqfRkUuKKp8wdS0D6Y1/LJr2WdknhxIQZCTPpCTfpMei0RFj0xIaZaJcUTsu4MBLCTaq7SeVfzRn/pS1evBibzcagQYMAePfdd/noo4/o2LEj7777bkiVWRUVAF9+Da6ow5S1/Q4AgyGGyIiup9zz3oojvLz4YMhY20QbH1zVK1j2/aqPlVo+Q5uv4ooO3zHv0FjedLUJjv9S7Q8RPy0yYxlzW5dTPvf2ku1MWz2NvBolQLlFRAvePOdN9FrlT+bDu1bi18LXg8Mpi5THB+3YzDMfvMaRVuMoTunLlKSJ9c6/mS5kOcaciAPnmv/0xWQykrV1E/+59mEEswVvRug13nPPPSEZDVkuL48czmN5hSNk3d27N3HxgrkEckIF0fEWaWzs25cW2cfpu0l539rv24tGe+qboD0g0Gntnnrjlx7cxGOffXPKvU3C764vfrpMgs6XQJthf1l2l5zN5JYtMqIXj7cAn7cYlysbUfIhin5crizs9l0EAvXjjiQJqn0RVHsj8ARMCJIOl9+KTzQgiDrKPe0ocQ2i0htFtTcCnxiGIOmp8RkQpdMLD5tJT2KEqdatZCLSYsCo16LXaoiyGkiNthBmkkVNlNWArVboJEaY1Lo0Kv8vSKKEWONDsPsQqr34C50INX4kUcQX8OHxu3H73IhOP7hENF3C6Xhev9Of+C/ijAXQ/fffz0svvQTA7t27uffee7nnnntYvnw599xzD59+2vSUZpV/B/a12eT2eS54nNnp1JlBB4rsIeKnU7MIfrp9ELo6qeQbs8qDLrHuCTu5osN3ZNtTSSxvHlyzyyXgqbVWtO+fRP8L22CNOHUn9zX5a5jy25SQsd1X7w45LjhcyU9v7gQJfutqJTtRcQ9M+/QjCvqO5PyW04HpwXERDUdpwW/SINLaXopptdxyo22fRKryc5j19CM4M7pAyw4hz1VsKeaas68IET/3H8zli4L66eAfrFpA29lfUbcKT3VEBL+OHEFcWRnnLVpMhMNB1MQJRE26FHO7to2KH5cg8ujhPH4ps4fU9YkrL2LY2p+5dORI+t9yU8Nv4unwOaF4H5QegMpjsLpOH7JLZ0P7Boob/kECASd2+w7sjj2UlizGH7Djdmc3ul6SICDqKXbFU+ZujsPXgQpPNHk1zfAKZqp9MZS5o/AEfp9rSKOB1vE2WsaF0So+jJQoC81jrLSIsRJtNWLQawkzqgX2VP4eSKKE5BdxVzvwFNrxub3Yq6qQqvyIbj/UCBiqwVSjR0vjn1k9EI4GasMTDhbl0pH/IQF07NgxOnaUmyvOnTuXsWPH8vzzz7Nt2zZGj/7zv7hU/rfxl7jYb1YERUbGo8TEDDjFDniljvhZdNdgOiSH1nJwePxM+nBD8Pjmzp8BsOPg/TzokNPEfaLEMZ9IanuJMbcOQd+EMvSlrtIQ8XN3j7uZ0HZC8Njj9PPp/WsQRQkJ2NDOzJYMJeD562m3U971LM5t+VHIeTfRlYUMpZm+M2JeNNnFStPTXmNa8PHUK3Ge1By0yFxEmaWMRy97lG4JytxzRwtCxE//qDCeah5H1kvP03b+guD49u7dyEtNJczppP+69aTm5wPQ8vu5mDuGNkety7ziSqbUSZevS5tj+7jwl1kMv+E2up47qtFznJKiPfD+wIbnul7+p4sfQfCye8+tlJevCI6Vu6PJqm5BietcnH4rNf5wyj1xVHii8YsmRPQ4fXoCYtPcQzFhRqKsBow6LSa9HChs0GmxGHW0TQgnLdZCnM1ElMWIUa/FatQRH25SA4VV/mtIkkRADFDlraLcU47T78TutVPtq8Znd1NZXoZQ7CbCZSW1Ko4IrxVTwIhW1GAQ9JjF+j8cldxALXWbGYqIOHROyvRVZJsKKDVU4tf4ETUSOp0em9GGzqzHEG6mTUbj30X/Dc5YABmNRlwuFwC//fYbkydPBiAmJga73X6qrSr/MqSASP47S/ENKQDAqIsjrfm1p9xT4w2w9ICcpTSsfUI98SNJEjd/sTV4fHu3jzDoAlTXpPJgpVIjZ79HjrkYd/ewJl3rd4e+46n1TwWPXxz8ImNajQlZ8+Vj6xFFiV+7WdnYThY+ae5Cri2Yx4gtq0nuUYY1XrEW/SYOYac2AzEskbHdLmTj3FC31FmXtWXe60+FiJ+s8Cy2x8lp+9d2ujYofir9AYZvPki+VxFP2/p3pGjjevznTqKdW4mT2ntHEhH7ixj98y50oojGYECfmkrrhT+jMYZ+kQVEib1ON7+UVfNrmZ09NaHxVhlGLW0Wf0t63hFsLgcdBg35/eJnx2z44RblOCIFxAC0HQnN+8pVnP9ktm6diKNGrgx+pKol3x0ez+HKpqfnG3Sa2ngZM/HhJlrEWkmLsWIx6GgeY6VNgk0VMip/OX7RT42vhkpPJaXuUmr8NVR7q/EEPATEAG6fG8HhJeD1E3D50Pk16Dwg1vjRusHiMRAphGOQ9BhFAzbRSqRgoWUgCj2xQOpprwHAT4BqvYNCYxlenR/BJFFutSNawGcV0SaYSUxqhtloQa+NJsOUTjdDGLHmWBKsCRh1p7bA/7c5YwE0aNAg7rnnHgYOHMimTZuYM2cOAIcOHSI1tWlvoso/H0mSKHxpEwVdFDfQgEGrTruvoE7A83MXdq43/9HqLNYdlS0gUaYquifIgkOzXxErhzwCx33iaWN9TvDx7o95c5vilrs289oQ8ZO7v4Kf39vFziQ9885XspCSvKVs2nRp7UHoOb8WLuKArgUjRoyga8eezHxobXBu7O1dKcrfzdzlH4NZ+R2VE5bD9rjtNLMm8/rQN0iPas/KCgezC8v5oaQq5Pyb+nZgx9xvaflMaHf1qt5aOr1dFDLWfveuBl/35mon52873ODci21T6Xx4Jyveej041qJLd0bddk+D60+JKMLiB2GT0vuNEc/CgDvO/FynfBovDsd+PJ58HDX7KC39jazSatYVjGFF3iCc/tB6NmO7JJMUYcZk0JIcaaFZlJnECDN6rRazQUuU1UiYUacGCqv8afhFP0U1RVR4K/AJPvyCH7vPjlfw4gq4qPBUUOGuwCN4qHRXUu4sQ/QKaKsEYnwRpPoSiRDCiAjYMEh6LKKJuEA0qb5UDNLvz9Tz6v34bRLeWAl3vIg3WkQya9AbDNgs4YSFhxNmCSfaGkaaKZxu2n+G6D9jAfTOO+9w66238t133zF9+nRSUuQ6KIsWLeK88847zW6VfwvuXaW4heO4Y2R3VmRET3S606fo/rZfzlpqFRdGUmT90vjPL1Rq6DzcR7k596joAxpwCFLQ+tMi8/Rp9kXOohDxM2PkDHon9Q4eV5W4+OnNHXgMGuYNULKQbs2dzeNZ7wePK6OGcCQvAQ0C293nkR+/jwEDBtCvX3+m36pkql1wZyf27l3Khr37lIuQJHZH7+FQ9CGu7HAlD/R+gPO2HmKno75wGRIdzozWiRyceBEtj2YFx50pBiz5fqI2K9lGGqOR9G8bD1KuK34sWi1pFiMDIsOYHKhi4T3XsKLO2rOvup5eY+uXAzglAR+8kAqCN3R83HvQ/YozO9cpOHLkZZyuo5SV/UZBTSIbi3pytKolR6puwd+A6X5o+wTevLQb4Wpqt8qfiCAKVHor2VO2h+zqbPJq8ih0FuITfNT4anAGnJS6SnH5nMT5o4kQwogUwonzR5Hkj8MkGYgORNDZ24a4QBQRwplnPfoMAUQDCCYJwSihDTNgjLBgirBiCrdgsJgwGAxozXo0Zj26MAPaCCPaf2mn+jMWQGlpaSxYsKDe+Ouvv97A6qbx7rvv8sorr1BUVETXrl15++236dOnT6Prv/32Wx577DGys7PJyMjgpZdeCsYf+f1+Hn30URYuXEhWVhaRkZEMHz6cF198sV57AJW/Dtf2UrIHKb2yMjOb1hLhRPCz0xfaUHNfgZ3Rb60OHt/e7SPiLHJtm8pFk9HVdm/f75ELFfa/sHWTAkgfW/tY8PGSCUtICgs15az55jCihpDKzu9Mf4wJHRVr1taaC9lQNDl4XBG3GYCzBw/hg9tXBMcN2sPMfvkDXOlKoLO36gC/ZO7DEhbOivErCDNG033dPop8iqsr1WzArNHyVvMokrWw5eKLia+T5eU36AjLV9YbWrQgZvJVxFxRX2SIksSM/DI+yVPaZ4zZv5Gzs+Usr9Ljx1h40p6LHnqSlt17cUbs+R6+a8DdefNqSG6aZa4xSkp/oajoR/z+SqqqlIy2hceGM/fwBQ3uGd4hkU7NIrhjaBvVoqMSxBPw4A64cfgcFLuKcfqdBMQADp8Dj+BBEAUEScDld+EKuPAEPBQ4C6j2VhMQA/h9PqwOIwaPlnCvBZtgJUywECZaSBXCaSVmECZaSPTHYhFNmEQjNvHMS0ZIVi3GGAv6SDO6aDPaMD1akx50GrQWPfo4C4bEMDQ6NWj+TGiSALLb7cEslNPF+Zxp89A5c+Zwzz338P7779O3b1/eeOMNRo4cycGDB0lIqF+obt26dVx22WW88MILjB07llmzZjF+/Hi2bdtGZmYmLpeLbdu28dhjj9G1a1cqKyu56667uOCCC9iyZUsDV6DyV1Bs/zH4uHnzazGbk0+7Z+txpVjfbecoqexHShwh4kev9QddX5/9NJB7aQ+1P2CK/RIR8RZ6jGxx2ufbWbqTDYVyMPW5Lc6tJ34KVq/m+B4/b54vf6aNoo/nV74WIn4+LfkEl6i4xSpityLo3Vx//Q18/cxmxNrGZZLowlE5H1cHRUiUu7azonsWY1qN4cXBL5Lj9tJpVajVJ+usLmxavYoNixaxrayMrjt2Eu9UCgS6TSYsXsXCYunVkxZffNGg+FtUWsW1e7LrjXdYOZ/SeqPQc+yFnH3ldWeWibT1M/hlGvhqlLH2Y2H8e2CObHxfE6ioWMv2HZMbnFucPTRE/HRtHsWQtvEMzogjIzGcSItq7fm3IEkSdp+dImcReY48il3FVHgqcPgcVHorCYgBqr3V5DpyKXIWIdUtHyqBQdKT7I8jOhBBhGAjImDDKOkJF8IIl4z0DbQi0R9Lsi+OGOF3fqY1oLUZ0Fr06CJM6GPMaC16NGYdhngruhgzOpsRjUGLRq9Bo8aZ/SU0qRu8TqejsLCQhIQEtFptg1+IkiSh0WgQBKGBMzRO37596d27N++8I1fIFUWR5s2bc8cdd/DQQw/VWz9p0iScTmeIFapfv35069aN999/v956gM2bN9OnTx+OHz9OWlpag2vqonaD/2MEyt2s3KkU6xs29Ohp99g9fro8qbTJOPbC6ODn7OLp64Li6KI28xnV8je0GomPto7hikMxdI+VA503OQMU+iWmvHcOWu3pb9r9ZvXDWVttOGj9CfgI/PoM3y5qw87IlnwxJBxBp6FP9S5+2hEas7LecSXbnBcDUBN+BHdYAZmZmSQIXdi9XK4hJCES0NlxWNcihCnFGXfG7CQ7OptfL/6VOEscLx8rCqmu3NJiZHHXVnz6wfs0W7OWznvq1+EJaLXoRRG30UTi1ZNpds/URsXKhO1HWFNVEzLWb9sK+m9dgV4I0KpnH7qfdz4AsSnNCY+NO+37F0SSYO/3sPZNKNwZOnf5t9B2RNPPVYdAwIHDsR+n6wgHDz5Wbz4hYQzx8edS4Ijhoo+rguPrHhpKsyjL73pOlb8Pdp+dCncFpe5SSlwluANuqrxVVHgqKHeXU+2rxu13U+mtpMpThVfwIkgCPsEXKmpq0UgaIgUbYYKFZH8crTzNSfUlkOiPJSYQiU2SrTcG8cwcI5IeiNCjM+vRR5rRW4yyuDHr0Zp0oNOiNevQx1nQGLRorbLw0ehVS+RfwZ/eDX7ZsmXExMi/cpcvX36a1U3H5/OxdetWHn744eCYVqtl+PDhrF+/vsE969ev5557QgMxR44cyQ8//NDo81RXV6PRaIiKimpw3uv14q3zK1rNZvtj5Cz6Bmq9jZmd3jn1YuReXnXFz0Oj2gdv5HmVrqD4ubRnGOfGLgFgxp7L6bxtL91bKIUGS/wS4+7udlrx4wl4+Hzf50Hxc0/PexTrz4wR7D+cxPr4EXwzWBEs92XPDD52i+FsqZnILpcsGBwRB2nbL5Hx42/g0KZils7cj1/voDp6D5LuhGtKOZdL58La2soX/X/kw0I/b+eEioYpSVG03ryKTY/cyQB7NeGOUOFyAr0ocvfUx/jl5stP+XofOJgbIn5G715Dp7WLg8exqWlc+MDjpzxHPQQ/HF8He76DbZ/Xn7/mZ2jWA4y/r0J0Ts4MDh95rsG59u2fp1nyJaw5UsbC7eVMX6EI7DUPnqOKn78BkiRR46/BL/px+p2Uu8up8lZR6amk3FOOKIkIkoAgCtT4a/AEPFR5q/AEPHgFL4XOQvJr8k/7PCbRQEwgiljBRqSQTKovkWa+eMIFKyaNiXCdjWgxkmiPDavHhOYUNWpC0GrQRZvQ2YxowwxojFq0Jh0asx6tUYc+zowuyixbbsIMaJrwg0vl70eTBNDZZ5/d4OM/SllZGYIgkJiYGDKemJjIgQMHGtxTVFTU4PqioqIG13s8Hh588EEuu+yyRtXgCy+8wFNPPdXgnMqZ4S+r4XjCy8HjhITTB8ZPnrEx+LhLaiS3nN06eHzhe0r7iH7hdwLgDpjIL2jPSy0Uy8Kv1X76T8wgtX3jvaLcATdjvh9DqTvU4XNlx9r06+PrKcyu4bWEO1jUS8kY+mbp3Zyll1PTt9RMYGONElvTbISdocMuJzIykqpiF7/N3Et19F78ptDeWwFNgCpjFTtjd/LCmBfontif1qtDCywC3HhoC+ZFh+j50/xGX0dhSiz5XQfhuHIyi7t3aHQdwDGXl8/r1A2694PH0NYx+k566iVS23c65TlCcFfBwYXww5SG5wfcCb1vgOjTuyBPRhQD+HwlFBR+x7FjoTFjsbHnEBGeScuWd6HRaPh2Sy73fxfqLnx6XCdSo/9gSw6VRgmIAYqcReTYcyh2FVPkLKLAWSDXlPHZgynZnoCHYlcxNf6GhXtDmEQjcf4oooRwTKKRtkIzBvkzaR5IJlmII0aIQo8OPXqMgh5jwIBW1KAVz1x4aEw6tGY9hhQbhuQw9LFmdOG1QsegRRdmQGPSq/E0/wJ+d9MZl8tFTk4OPp8vZLxLlz8W4Phn4vf7ueSSS5AkienTpze67uGHHw6xKtntdpo3b97oepWGKZ99gOOeNxBbeABonnz9aeNHluwrZkNWRfD4+ylKkcQ9+dWUOmTLXNf43YQbZYvNsoPj+RLFlVkVkDAlWOk8JKXR51l6fCl3r7i73vjCixZi0BqgKoflX77OZed+HDK/8YeJtIhWuqfvdtUG2xuqufPNcWhrKyl73QE+f3o5FUmbQ/YbywqY230rPr38d7L5is2sqfaFiJ8Mq4khxdnotm6g244dtDt4KDgnWEHnUs636u33mTx0MJbTBPJW+wM8fDif74sVIXbXx08HxU94bDw3vPMx2jNJZ7UXwmvt64+3Hgo9JkOnM8wSq0UUA1RWrmPHzvpB0/36LiEsrBXegMDn644j5GbxxfrjIf3hrhmQTq/0aMZ2UZMcTofL76LMXUaxq5gqbxU59hwqPZVUeRUXksvvwh1wE5ACCKKA0++kxFWCK+A6/ROchFUwEy/GkK5pTttAOhGSjSgiCBfCsPpMmPx6rB4TYa4zsM6cjE4jixazDn20GX1iGDqbQXYx6TRojDr0MWZ0kSZlXEWF3yGASktLufbaa1m0aFGD82cSAxQXF4dOp6O4OLRhY3FxMUlJSQ3uSUpKatL6E+Ln+PHjLFu27JS+QJPJhMnU9C7KKvXxHK2iMmsLlf2XBMdat737tPtu/FwJTN/95IiQDJ1HflDiXqZ0kVusuL1h3JOvFOI75hVofm0nrugS3+hzZFdnh4ifznGdmTFyBiad3DOpZs86fpi5mvvGKFlrSBKbf5pI82jFWvRZyYe4xGjMXfO5cNywoPipLnPx6VO/UBWvuLK07hrMOQeZPfw4fj2gMXHPwOksLHdza51Ky3elxWP6cQ52u51zlywhpiLUclRX/OSsWsfNCafutZft9jJ66yEq/KF/h+esW4gxIIuwKR99hTXiDII3i3bDz/dCrmKpI7yZXLV51MtwBiJKFAPs3HUDLld2cMzjya23zhbWjoyMRwgLa8V/fjnIO8uPNHi+b27uT5+W/3sd4s8USZIISAHsXjuugIsaXw3VvmqqvFX4BT9+0U+lp5Iydxl2n51ydzkl7hLK3eX4BB+CJOAX/QTEwOmf7BToNDpSbalkGFrRTJ9EInEkauIId1sId1kw1mjRuzToAzr0fi2S3X/6k9aiMWrRhhlkV5NFjy7ciD7eii7SiD7SBHqtbJXRyplPGoMWrVFeq7YMUfk9nLEAuvvuu6mqqmLjxo0MGTKEefPmUVxczLPPPsurr756+hPUwWg00rNnT5YuXcr48eMBOQh66dKl3H777Q3u6d+/P0uXLuXuu+8Oji1ZsoT+/fsHj0+In8OHD7N8+XJiY09fD0blj+E5WMnxfk8Gjwf0X4lOd2p3xM+7CoOP37+yZ0hdliqXj525VQD0TtyKQSd/cccvvgtqQzyK/CK5kWYGdW48YHdHyQ6uWnRV8Pj+XvdzZccr5X412WtY/skmNlRF8+bFI4NrJi/6jud00zFEKTeLD4pn49EFuOaFnkRGDg2Ol5WVyQH8dT5ihvJitibu4PB5NXis/XDE3QbAtBwARfw8HgYlX3yEXxDoeOBAPfFTl/S539HhJPHjCAgsq7Czv8bDDruLAq+fQy5PyJrm1WUM/WU2CRXyj4aLHn6q6eLn8BKYfxfYT4rF6HQRTGx6zz+vt5SysqWUV6ymtHRxo+u0WgsZbR4iJeUyNBodeZUu+j6yEL+guOyax1jokx5LpMXAfSPbYjX+sc7p/y1qfDXYfXbZohJwUuQsosJToYgTwY/D78Av+HEFXBQ7i+U2BYKPKm8Vxc5iAtIfEy8nMGgNJFgTiLPEkWBNIMWSQpw/ijhfJBanEVPAgNVvwuDVofdo0Hu1GEU9evRoPCJCtQ+E0+XOCEjUinC9Fl2EEX2cBX2USQkEDtPX/teAPsqEPlaN3VL573LG3x7Lli3jxx9/pFevXmi1Wlq0aMG5555LREQEL7zwAmPGjDn9Sepwzz33cPXVV9OrVy/69OnDG2+8gdPp5NprZXP45MmTSUlJ4YUXXgDgrrvu4uyzz+bVV19lzJgxfP3112zZsoUPP5SrzPr9fiZMmMC2bdtYsGABgiAE44NiYmIwGv9epbj/CQjVXor3/Aq95C/FjDaPYLGcuiq4JEncNmtb8Pi8TMWC5/YJdHtasSRN7ihXGy9YncI5lrbyc0oSW70SN/2nb6O//o5VHwsRPyPThjM5oS9s+ggWPcDmmol82Ox8lg9T4lUmrv6NJ0wfBQVXQDIyo2QmVWEFjL22P5GRingoLipi+kmZh+biXH7qvA27TUN5ygdI2voisIdZj3RoL5UHdxLjcHDukt8afZ/CrhxD82kvB5uWugWRFRV2puw7jkds/CbU/vAuRi2fi15ULEG3fPAFYVGntiAFqTwOX00IHetyqVzB2da4te0EguCipuYQLlcW+/bf3+CaXj2/g1q3h9ncjPl7fDw75whmwzoEUeJAUWin+2X3nk2r+DMvDvdHESWRMncZATGAIAkExAB2nx2X30W1T64HI4gCoiRi99nJdeRytOqobJ2ptczYfX9eYoVFb8GsMxNtjsZmtGEz2NBr9YQZwoizxBFjjiHKFEWCKYFYXRThHivaMgGtXUCPHhNGhGofgVw3QqUXodpLA0lTdZAAPyKh1hyNSaekckea0Eeb5cDhE/E0eq08dpoGxCoq/1+csQByOp3B+jzR0dGUlpbStm1bOnfuzLZt206zuz6TJk2itLSUxx9/nKKiIrp168bixYuDgc45OTlBVwPAgAEDmDVrFo8++ijTpk0jIyODH374gcxMOe06Pz+fn376CYBu3bqFPNfy5csZMmTIGV+jyqmpmHOQyhbKL/u0tOtOu+fLDYol5LPrQotePrewTpVkJKwG2aqRVDE8aP1ZbA9w1UuDGhU/7oCbC35Q6sJc0nw4D62cAStnIPg1PGm7lU8GTUDUKe6biVsX85b4ApraIYcQz5el7zLq1p6kdwm1Mu3atYvvv/8+eGytSaO5UMLz/TbhsfbHEXdryPqPO6UzPDaCHcuWcvy1j+i0dy86UaQxAvESaQu+ITJSjql76FAeM/PLGlwbZ9AzONqGTa+jU0kueR+9jsUrx8h0PGsoOr2egZOuarr4Afi0TlPScx6FflPAdHrx4fdXceDAo5SU1neRR0b2wmiMISlxPPHxw9FodBTbPby19DBfbdzcwNlkJvZM5aWLuzSptEFTESWR/Jp8yt3lCJIQzEpy+pzkOHJw+p3k1eSxo2QHFZ4K3AH36U96GrQaLWadGb1WT4w5huSwZGxGG3qNHq1Wi0VvwWawYdAaiLXEEmeJw6wzY9FbaGZrRrgxHLNoROfWIHoCiC4/ojOA6PYj+UT5uEIgUOYmUOJCcPhAqgaq5dcM+Gr/1b845KymKFNQ1JywzmgterRmHWjleBpdpEm25KixNCr/45yxAGrXrh0HDx4kPT2drl278sEHH5Cens77779PcvLpi901xO23396oy2vFihX1xiZOnMjEiRPrLwbS09NpQmkjlT8J+/Jc8nQf4YyXM3LS0xv+/1gXt0/gsR/lBpU6rYaz24ZaFL7coFQ5TgvPCz6O03WX94sSbfonY23kl6Un4KHPV4qoejDzJq6c/yiSBHNqhnPX2Po1ZT5a9ATnW1eEjH1e+gHtBzSjRWfFvyWKIq+88gruOs1HrTVpbEn4lc8T91HW/FPQKH9WHcLMLO3Vlm3btrH51e+I+/FHTpcm4MkUCXv+Wo7Smp+PFvBuTkmD657PSGFScgxhOh2SJPHaZRdQLkknNCK3ffI1ZtsZWkxWvwZ75oK99n3vMgnObtiCU5fKyo3k5X1RT/iYjIlICGS0mUZS0rjg+MEiBx+vzuLbrXknn4qHRrUPNsHtnBJJTNifZ0E4UnmEC3/6fcHaJp0JnUaHTqPDorcQYYogzBCGRW+Rx7U6TDoTKbYUWka2JDksGZPOhNVgJdGaSLQ5VIBKooRY40Oo9smCxulHqPEjVHoQqr2IPhHJKyB6AkiefGrcARy+xkVzo+g0GOKtGJLDgoHBWpMOfYJVttDEmNBFmNRUbpV/HWcsgO666y4KC+XYjSeeeILzzjuPr776CqPRyMyZM//s61P5G1O16Bil21dR0U9pnpCSctlp9z01f2/w8YI7BoXM/bpPKWcQay7nif6vACB4rcQbowDI8oqMnNx4+vftyxQRNtAYz5XzH8WptTDFNo1fh5wVsvbRxSsYrv+M9lalr1a+ryM/VDzL9f85C7MttILwm6+/HiJ+wqvasbTFd+TEHqOseWg9nBfT4xmzfydzLn+SZvkFJJQqAdWiRhOSjl5xkx9fuoRkBntkV27JPw/y6zcq/al7GzqFW7DWFiSVJIms7ZuZ92JoGYcxd95/ZuKnOg++vQbyTrLEXCDXcRIEN7m5M/H66teMrqk5QFXVxpAxizmN7t2/aNAV+uOOfO76ekfIWIfkCKYOz+Dcjol/WkCrJEkcqTpCjiOHvWV7qfZW880hpTeaVqMlOSwZg9aAVqNFq9Fi0BpIi0gj0hhJjCWGjKgMWke1Ji0iTc4WPA2iT8Bf5ER0BRAL/Qh2L2KNHylQRoW/BKHKS6Dai+QOILp+Z0yPltraNDqlTo1Bi9YqF97TRcv1afTxVnThRjWdW0WlEc5YAF155ZXBxz179uT48eMcOHCAtLQ04uLOoHqsyv8skiCR/8RaCEjkDns+OD540CaMxlMHnEuSxPfb5KDa1GhL8Jc+wBUfb2DtEaVmzctnyTd1k70F6RuUG3zvKQ3bUPyinyfWPsHGQvlm3Mrn59m8I3Tr9x1FplAr07j1uVxaupZzIkPLI6yy38hu1yi6Dk8LET9r1qzht9+UWB2tYCSmtC/bk5ezp+1ofNaewbkMq4lVvdpyoFMmZUC3k67TbrMRUSPXSHH1E3ANEPG1kZD0CdzBe1T6Qm9Y7cPMPNq6GUOiw9Gf9Ct99ayZbP5pbvA4MjGJG94KTeU/LVkr4PNxoWOTvoLmfUBvpLT0V3btbqTuz0kkJIymdav7sFpD6wD5AiK/7S9m1sYc1hxRXHl9Wsbw8Kj2dE87A/fcKXD4HHy+73Nm7J6BT2zQ2QPAjZ1vZErXKRh0jYsaSZIQnX4CFR4CBXa8Dh+iO4DkE2SB45JdT5JPQHTLx4Ldd5p4mpMItkSoDQq2GNBHm9BFmdFa5WrBWqteFjthBvmxmvWkovKn8IdSKCRJwmKx0KNHjz/relT+5kiSRP4ja3BFHaKwy/tItcHC7do+fVrxA/DjjgJ8gmzGf/EiRci8vPhAiPi5sq0c+KwRDCHipxoaLXb42pI7mV+0Jnh8k7sZmQNeC1lj8Pt5c/EvXBTxCtRJhhIkHZ+WzMArRZDRO5FBEzIAqKqqYvHixaGFOSUNMaV9Wd6xmrWdQwOFB0TZ+LZNInnPKlWMBa2W3JQU0nPldO8T4qfkMR+BWq9xSfS1TK0aG3Ku61PieK5t48HkPo87RPz0HjeBwZdd3ej6BtnyKSy4WzlO6QlX/QDmCHy+MlYvax2y3GCIoVmzS+rVbJGA5qmTMZlC+/cFBJEPVmXxyi8H6z31rBv6MqDNn/OjqdpbzS1LbmFPef2WIQAx5hh6JPQgMSyRcS0uIMPQCiHfjdthR6jxIdh9srupxkegSg4MFp2y2DlTtGEGdJFGNAYduggjukiTHEOj06A16dEnWNBaDbL1xqq2RFBR+f/idwmgTz75hNdff53Dh2UTfUZGBnfffTc33HDDn3pxKn8/qn8+hqB3ktvn+TqjWlJSTt2OAaDGGwhxf/VrJQuZnblVvFenncG9aW/TMV3+bJlWvBgcP+gRiBvbqsFzV+74gi/riJ/yZq9zfZpyc+12cC+fLJxGSo8qOKkk1KLKB8jyymUUzrspk9Y95Jt4cXFxvQKakRWdMfqikYC1mS0BMPh9PPrNTAaUF6M/cphDfiVbxms08sNFFzJu3g/BMfv5AWpGKbEc1c2eYWphR+U59Dr2D8pEe4pf+c6qSt6/Wclwu+a16cSmNLF4pyjAmtdg2bOh4xM/g07jAcgvmMOBA9NCprt0nk58/On7es3amMP2HDml/+QYn3CznrPaxnP/iHakx4U1tL3JCKLAL9m/8MKmF6jyVoXMpdhSuKXrLfRL7hfS5NZ73E7p6zspopymog03orMZ0EXUcTdZZGvMiZ5OGos+mA2lizSqFhoVlf8BzlgAPf7447z22mvccccdwdo769evZ+rUqeTk5PD000//6Rep8vegct5hajYWcmTEbcGxpMTxtGv3ZJO+8Ls//WuwpstDo9qj12mpdvkY9+7a4Jp29gNktJLFkGb/hbQQZKtSjSCRdHEGnQbXr/Zc+clwrhbzwCi7MyqTnkHUy+LHLHh5dd7zDNNtJ6pHdci+zTWXsKlGjlmKTbVx6aNy4PT27duprq4OCcC3m8JomdsZrWjEp4dXL4jgxgWzuXD5Uizuxivk7s7MZOKcb9BKEmK0Dvt5XlyDRUQ0rI95hXnONhQWKlaGq5vF8lSblFOKH5e9OkT8JLbKaLr4KTsC7/SsP37LWkjKJC9/FtnZ7+L1KrFYSYnj6NjxP2g0jVsqcitcPPrDHlYeaqivvMy8Wwf8YVeXT/BR46/hs72fMWPPjHrzmbGZvDPsHWItodZI94EKKmYfQPIq77U2wii7lWwG2SITaZT/G25EH21GG6ZHF21Ga1Q7cauo/BM5YwE0ffp0PvroIy67TAl2veCCC+jSpQt33HGHKoD+oXizq3FuLKKw8wfBsYiIbnTo8CLaJgSHrj1SFhQ/reLDmNhTdu0Me21lcE2ip5hLon7AYBQRnDF0zFXiUlKubE9411D3CgDbv2KcpoDKWvETMDQnYExHI4ksfOI6ug87BieVrfml6l6OeJTg68ue6EtMsmyNWLBgAVu2bAlZ79Cl0fp4evC487Z7WPKbl5MJ6HSsH9Afj9FEmMtJvw0b6VVbGqLsXj/u1gH2kUkFsXyouR0qAZQb8mvtm3N5cuNuxIDPxy/vv8mBtcp71qxtByY88kyje0I4ugy+OCkDauJM6DgeCdiw4VxcrqyQ6Z495hAV1euUp92ZWxUiYk/w4Hly24yMBBvDOybWm28KXsHLkaojrMpbxZq8Newq29Xguhs738gNnW/AagituyQFRGo2FFK9IPR1xV7bCUu7f34FaRUVlcY5YwHk9/vp1av+F2LPnj0JBP6cSqUqfz+q5mfhs5TiSN4QHOvda+4pdiiIosQVHytZQsvuHQLA/d/upKxGCVS9pGgu6TcVAOD77cVgzR9/j0RsjbS6mLf0firjZdHgN7TAHn83XR0H+GXbzTBMWefEQqUUxZLSZ3GJ8o3PGmHk6hcHBuvLHDp0KET8+KQUomr0xDmVvmOpectIqVDETyDcxtbMzuQnJ+E3Gml74ACDdyiuuIiJF5I/cg+VvmPcpPmiwdfwUad0hsaEE6Y/taXh03umYC9V2sD0vXASgy696hQ7ahEFuXnprjnKWP/bYcSzeH1llBd+y8FDTyGKShXpdu2eoVnyBLTaxlPQfQGRd5cf4c2lSrbahd1TuHZgOp1TIn+3GyggBnh3x7vMOTgHh8/R6DqtRstLg19iZPrIes8l2H3UbCjAsSy0zUbMpe0wd4xVrToqKipnLoCuuuoqpk+fzmuvhQaXfvjhh1xxxRWN7FL5X0YSJPz5NRwfqtTPOWvw9ibt9QsiGY8otWGeGSd3Hu/61K9Uu5VYmfOLFhB/nnyzKthwA+dY5BuvT6eh1SVtGzz3wb3f8Hi8YjGpSn6WfhWH+WH3zcExAS37acPW6Eeo2a8E/+gMWq55cSAarZxK/uWXX3L0qBKHVKofTMc85aaq8efQ6eAvJJTtkOfj4lgzeBC+k3rIddmlNDkNv/NyDrSfieSDewl11wyLiaB3pJW70xvueXeCXb8t5uD61VSXFAXFj0aj5aqX3yI+Lb3xjdlrYNFDIHih7FDo3KWz8aR3Y8em0Tidh+ptHXrOITSahgXCtpxK1hwuY9WhUrYcD23d8cT5Hbl2YMtTvp7GcAfcrMxbyf0rG645FGOOIdYSS7f4bkztOZVwY3iD67zH7ZR+sAtOqpKtjzUTPqQ51m4NWBFVVFT+lTRJANXtlK7RaPj444/59ddf6devHwAbN24kJyeHyZMn/zVXqfL/intfGZ6IY4h62UKQmnIVBkPjzWXrctmHisUoJszIlf1asHR/cYj4SXHnkaHNIiXNSVXWIMwF/aC2hE3cuS1OPmWQx9c/A7Xet4qk50GS+GG3Eoj/E8PZRmcy2/SkZo0ScNuyaxyjp3TB6XSyYMEC9u/fH3LeAkMcXXMV8dN/w+NYPErQbFFiIivPGYJGFEkuKEDQ6WiZdYwWx4+jjYgg4a47Ke12mJ3Fs8klgyc1SiD3WdE2vunW5rTv25qvP2fjvG8anLt71rzGu7j73bD0Gdjwbr0p0WDh2NAxOLxzKV93R8hceHgnwm2dyMh4JET8iKLEm0sPU+LwUO32s3B30cmnBWD1A+fQPObUvd9OptJTyY9HfuTzfZ9T6m44dujtoW/TPaE7kabG+5eJ3gA1awqwLzleb06faCVyZDqWjmo/QBUVlVCaJIC2bw/9td+zpxxEeeIXc1xcHHFxcezdu7feXpX/ffLX/EhOvxeCx23aPNzkvSesBG0Tbfw69Wzmbctn6jc7QtacX7qQTjfI3b6d265maITysQw/u+E08M/yitlXK36cEReQKJrYtmpIcH6ttwfbTJ1BguI64ueSab2JTwvn559/ZvPmk4r+SSI51j70PKbcyPttfCoofrb27IHbbCE/NYWhvy0lvqxOa4ru3Wn11ZfsM1qZXbCZ1QWFrNDMqnfdMzJPbSERAgE+vPUaXNVVIeM9Ro+jZfdeJLdp27j42b8A5oRaYYVe11CeGM2h0pl4zTpwr4A6XR2SEsfRocMLaLWhlqwTDH55OflV9dtAXNQ9BYNOy8Oj2xNpMZyRu8vuszN1+VQ2FW2qN6fT6Li9++1c1v4ywgynzhKr2VCA/bccxJr6HcfD+icTNba1WgRQRUWlUZokgJYvX/5XX4fK3xTR5Se/5TvB4/btnkWna/hmeTKr6mQEzbimNwFBrCd+Lgs7Qu8b5NotjrzuDLIpH8nYazrVu7G6BZHzt+yh+IByo3/82FGusSvXmC8lssR0NgCDWk3gYLHcSmLIFe2ITwuvH+js9VBkiqJzcZ+QeOnMPR9i9JXjNRpZMuJcnDYbYRYrEz77LNjHS9u6NW2+nk212UKLNSdq0ESCZnjIdU9pHs8TbepnsJ1AkiTy9+9lzlMPhYxf8+p0YlJSTy8wlj0Hq15WjiNSyB98AQcc34IDMMuiyWhMIDy8I5ER3YiJGURkZPdGT/nhqqMh4ue+EbIrcmSnJDISG3ZBnQpJkph9YDYvbHohZDw5LJkrO1zJRRkXYTOeunp1oMKDa3tJg9YeQ5IVS5d4IoamNbBTRUVFJZQ/VAhR5Z+NJEnkP7MO4Vw5ELVF81ub1OriBJNnKL/wU6IsXPCOkikU6y1jalo5Cb0X4MprS8nOiXTytsZolG/04cPSsNQpeOgICLx9vJi3ckqw2Bec8JAxwClwjV2JMVpNb5ZqBtGxY0eGDRzN18/I1yCZ3Gw9tpSNhwPk5Ci9xlZm9KVNXjjdjoVWDW6e+yVbeydjj5QzmcaPH4+h2o72ZiW+yNitK0lffsWN+3NYWKak2OslP5FUcW5cBDe07Exm+OldQ5/ffztlucpN3Wixcvunc04vfLJWypldkpJNtq9DDMWJWkTHt8ExkymJVi3vplmzhnvogRzUvOxAMTPXZbMlu5JAnTiarOdHn1EzUkmSmHdkHnvK9lDgLGBf2T4qvaExQzaDjR/H/0iC9fRxOZXfH8abXU2gpL41KvbqjhhTw9GFq13HVVRUmo4qgFQaxbO/Am+4clNu1fqOU6wOZd52pQDeW5d1Z93RcnbnKyLhguKFRF9cgcZVSM6Kd+lh1ZFqVOrMRAxLwy9KlPhk90bP9UqHeItjafDxu7kFUGuQmsUFHKI1U6dOJTIyklVz5ABfUeOnPHozZaGZ0GxLOpsJqyXq9sdOLPyNkuRKtvVWrAieCy7hvbxipt6ndHifNXYCP184iYLVu+ueknHSd1zCbLp1nUFsbN+mvVcvPx0iflp06c7F054+tfipKYU5V0LuhpDhDT2jcIZpQVSEQu9e84iIaLh9iMcvcLS0hhlrspm7rX5jUoCFdw4+rfjxC37mHZnH4uzFZFdnNxrTA6DX6rk+83pu7nrzaftrlc3ci+dARb1xU0YUptZRhJ/dBOuYioqKSgOoAkilQfylLso/30dNK6XuyqlSok9m6pydwcfnd0mm5cMLQ+b731iJ1n2cg9+/D0DzOuKn2RP9ETXQd/0+CrxKfIfem0VU9Sw0ghx7MyXfjt4kWym2F7XjUFJr7rzzTiIj5YDZPZuO4LZWUBNxJHiOwwmp2I2xDN3qYGSRYuGwuEvpsns6C8cMRtTJNWt+7dibrPgU7vjwA65e8Wtw7XsXX8m3w8eATyn7EC2V8yTTiKOMoeccafJNefnMD8naqljKps7+sV6Mjyj6KS39hYLC79DmbKF5ThUxZaHp4ceaW8hKt6LR6mnbZhoxMWeh0egwm1PQauv/mfsFkQ9WHuU/v9bPAgPZ3TU4I56MRBtWo7JfEAUOVh7E7rOzNn8teq2eY9XHWJqztMHzAFzZ4UpsRhs9EnqQakulecTpizaKPoGCx9fVG4+7PhNDMxu6sNPXnlJRUVE5FaoAUqmHr9BJyZtyAb/yNvMAiIkedKotITz6g2IVmX5FDzZu2BYyf0+3Reiko5TslvtotTHVET9PDUBr0jH1QE5Q/Bg0GrSSh4jiJ0LOc41fsSjNTxpJUlISMTGy22zGR59TEh5q8tnSoh1ioCVjtrio2wis28632dgvnZ/HnoWk1eLX6ljXOpNjscnMfXAKMfaq4NrPR10oix/goignPSqfJIkCLMgZcoMGbjgji8S2RT8FH9/+6Tch4keSJHLzZnL4sNyywlYToO+2qpD91eF6dmRGEBbbkz7tniE8vMNpn3N/oZ1Rb64OGYu0GEiPtfLShC60SwwPvoaAGOCd7e8wa/8s0HDKujwnuLrj1XSI7cBZqWc1mq5+Kiq+OYhrW0nIWOLUHugTrKq1R0VF5U9DFUAq9XBukIsRFnVUatckJo5p0t63lh7myw1KjM15mUm0fXAD1FqPNEh0iF+EJEHVMVlUdbLIN31tmAGtSYcjIDC7UHZ7JBj17BqYydblX3NN7TnPOu7nRakIqyRR5InlS/PFiOgYO1ZuJrp+yXZy8hXxUxARi8HpZtwvG/FFKRWJI6uP4LTtYMmILqDRUBYWwc9dBuA2mplXlUPUbaEZVZc98yZFcXK8SpJRz8WVStmHZsmXkJExDb2+6Tf8Hb8qVrEpH32FyarECvl85axe0weTVyDBHiC+zEdSqVKA0dt9Av4OI9AkdaC/ORWjsWlVjT1+IUT8mPRaZl7bh/6tlTTxbcXb2Fm6E6ffyQe7PmjoNOi1ehKtiaTaUsmIzsAv+hnafCj9mvVDe4qWGY0RqPZS+sEuhApPyLi5QwxxV3c64/OpqKionA5VAKnUo+TwMkr7foM3Mjs4lpzcePDsCapdfl5borhUNk4bxorN+/DXcZ09Mmw33vJWHF8mp9JH10lTjpnUDoDRW5VzrOjemoIHH+Il2wJI06AXJN4VC4Pz75uvAjSMHj2a1NRUVv+yhaXrFwTn53YdzGuvPYMnfAA5aRcEx3tveYGFYwcCCczpNRS7JQxBq6PDsSO897JS8BGgsFkqkx9+gYBe/nN5MSOZ1EMDgvPdu31OTMzA074/JxAFgcrCfJZ+8l5wzBIegSDIcTui6Gf1mj60PO6i1fEG+oyN/g+mPjfStFw8mL0phy83HCenwoXDo7jtnrqgE1cPSA8eC6LAdb9cx7aSbQ2cBZ4Z+Azd4rthM9qIs/w5XdwBajYWUjXvSL3xZk/0R2tRv6JUVFT+GtRvF5UQ/OU15PV6OWTs7LN2NMn10PPZJcHHqx84B6NOw7XfZwfHPh2/gNKtWo7vlsVPc4OGHmHKR9CUEcVXBeUcdsmWjnNjI/A89ST7Vv/E/pvldV19ihXkIy4FNIw4dwR9+vRh//79IeJnS4t2PPveq+S0moLHoiS4G72rWTyqHzP6j8JnlGVE67zjXLdvGwNOKj449+4HeaddNwCsOi27eseycb0ifsLDOzdJ/FQVFfLTa8+DRkNp9kn9tq4JY9lypTii0SeSkesiLb+ONSQxE2JaQc9roM0wTseyA8X8vKuIwyUOduVV15u/qEcKEfHbuX3pf1iZtxK9Vk9ADG1lc26LczHrzHSJ78Kl7S897XP+Hkqm78R33B48NrWNJmZCW7ThZ1ZbSEVFReVMUQWQShBJksj78hfoLB+3ankPzZpd0iS3zprDZcG06etq2yF0f+a34Pyl7b6jcp+P0t3XB8fqip+oC1pT7he496DSu2m6zk3ujz+xu6dyI/xPqRwA/RPDyScZExEMGDgAj9PJnDlKr6utaW15+L23KUkeGSJ+KuI2Iegl5vQ6Nyh+bm8ez8VTQtP7Ex58kOmDhvNOnlLs8MCgTFavyAgeR0R0p1fPbzkdK7+cwZb539ef0EBi91IEk1KJ2ugVGLwxNF2cB46BtWkurkqnjx7PLkGS6s89PKo9gzPiMZpcLMv/icfXvR2cqyt+jFojay9bi1lvbtJznimCw4e/0Ilzc1GI+Im7LhNz2z/WLV5FRUWlqagCSCVI2Sd7KI+S41K0opmWLW877R6/ILJwdyF3fb0jOHZRjxQGv6wUzxzQbCN9dTUUrJsSHLtkXEu8K+W06xM3vvM3HQjOL+/Witz+chr5jBFyjNBAl5s4QS5AuI3OGHyRXHvDdQiBAC+98Dzo5cygTekdePzt/7Cr66P46wTh5qWuZ2n7nuTEJBJXVcHFGxZyecBJzA+KOMkbOpxfuvTmy/QuUEf8FAzpyp49yvvRvPm1tM149JTvjctezfQbQ+OIOg4+h1Z9OnOs5HYMVqV2T2anNwmztSPsraHK4ohUuPzrJomfd5YdZtWhMjZlh6aMj8pM4px2CQxuG0esTcfLm19mzsE5IWse6/cYLSNbkhaehllvPmXbiT+CFBApm7kX75GqenMpzw9CcwZ1hlRUVFT+KKoAUgHkis/O4zlUn7MCgIjIrqfd4/IFGP7qSgqqFVfNY2M7MvZtpRv6sLQVXNxsHccWPxMcu/jebng/UdqmmNtGU+z1s98pn+ecmHDMN91AgQ3umKJkRZ1f42Q1vdlMV8Kr2mH2JBKdYua5555FqhU/Aa2Wx95+FY0mOih+RE2AVV0qWd1+DBaPm9lPTCWpTlf1E2zo1I2HJ15fb3xt3/YcPPgopaW/AGAwxJ5S/FQVF1FdUsR3z4auGffEFeQUP0FejYChNt45KqovHTu8iMWSBru+AW+tRWTgXXDu040+xwkOFTu49attHCmpCRkf2SmR96/sGXQjvbvjXd7f+X7ImnBDOG8OfZPeSb1P+zx/FNEdoPD5jUh+URnUajC3iyZydEtV/KioqPzXUQWQCgBFr2+lsOv04HFGu4dOsVrmwbm7Q8TPI6M7kF3mDB6fl/4bFzRbx7GFSuuDi+7vQeAjJU0+5vL2FHh89KhT6PDeqyeyvpmHF+5QPp4p/gCRzo78xiD03kjMGgFdZhYvvLAq5Joum/01VZEZbOt2V3Dso5F6SiLboRVFFk69LmR9cfMW7I9PYv7g4WxrJ2cbdQm30D/KxiVJMTSXjrJ7x3l4PIprbuCA0BRygJ1LFrJ98QLK83LqzTXP7ETswO84XhQqiFJTr6Zdq4egcCesvAeOKDFUDH+q3nnqIogSORUuRrwe+vqfGdeJYR0SaRZlQZIkPt/7OfOOzONIlRJkHGYIY/aY2bSM/H2d25uKJErUrC+gev5JFSg10Oyxfmitai0fFRWV/z9UAaSC52gVnkA+rhg5FiUysmejlYNPcLjYwfydBcHj3U+OINxs4K4vlaJ+o6P3hYif/he2RvdLNiccP/o4C652UfRYp1iDbpn7Jblxbl6YpHw0B7rcDCzpw6H4sUQdsOA3OKiJPEJNnV6kVoedsT8vAjTsqCN+chJLKIlsD5LEwkduD45r09M55/7nELWhKduLe7alW4QVSRI5duxtNme/FTJ/zpB9IY1Dayor+OCWyTRERGIkloQaYgd8FxzT6Ww0T51Mq1Z3o9n5DTwbX3/jDcvgpABgQZR4cO4uShzekB5rJ7iwewpPXtCJCLOeWQdmsWnbJpblLqu3btboWXSO79zg9f5ZCHYfRa9uQfIK9eb0CRYSbu2G1qx+9aioqPz/on4LqVD20W6czZXKzZ07v3eK1TLXzlQ6qW9+ZDjhZgP7s/L4cY98c77NnE3u8geDa3qMbEH7ZCsVyxULya6r2zC5jvg5d8MqJv32M5MeVNxeL5aUcZ7TzfJB13HgOw1arQ9nrHKtpuJcUkvK6HbgKILOxKrBrwXnHBGH+OxsOY7o6dWLMVXJwcWG1FRGTXsJUVDcMbsHdiLeKFskKis3sG17aOxOaupkWre6Nyh+fB436775iq0//xCyrteFw0nJjCe7+PGTNQxpaTeQ0eZhWP8uLOoHZSdVYe48EfrfBs2UBqUBQWTJvmKmfNVwajrAM+MzuapfCwRRoMvnDQvXazOv5eYuN5+2w/ofQRJE/IVOSt7ZETqhhciR6dgGp6quLhUVlb8NqgD6l+PaVYqgc1PS4SsA4uNHYjKeusaLw+Mnr1KuWXPzWa2IDzfx9a+beWiZXL1XI4G1SKlIfN5NmaS3jqTwBcU61O9cG4E92cHjATu3cM1Pn3DXTTqk2pvktLIKxjhdzLbdRFpVC0TtESoSNgb36CuO0GfbAZpVO/EaI1k74PngnNdUxnd9WzE3wULMhAtDrv+Gp17HUdvGYkCUjbndWqPRaJAkkYMHHye/YHbI+j695xMe3lE+r8vJ8V3bmf/6iyFr0rv1ILLPVwQ0+zleohhwzObmREX2pHXr+zBnbYYnGwgwvmEppPSsZ/VxegP0fu43XD7FkmLUa3nhws6kx4XRMtbKEft+Nhb/xHW/bGdz0eaQ/bd1u40+SX3okdij/nP+QSRBxF/gxL2nDNeeMjR6LYHi0JpFlq7xRAxPQx9nUVPaVVRU/naoAuhfiiRJVHy1H/eeciraKLVzoiJ7nnKfxy/Q+UmlL9bUczP46aclPLRObihqEuFOuyU4f8NrgzFZDeQ/qfR1em9EPAGNHDvUrKSIC1b/RmLxQu6+RQcoN8pJjhq+5zz6nvsAC6fvoiJJET/U5BKTW0GzaicSsKGv0ibDbS1g+rmt2Dm8D7mdQ909k594ldw6PbxOiJ+Cgu/Yf+DBkLUt0++kVSvFnXZ060Z+ePmZkDXhcbEMuvYcCu2h42ZzCqmpk2mReh2sfwc+OA8qs0PfzKGPQr9bwRhqlSmxe6hy++vF9zx/YWcu7pXIuzveZfmRLFauWElDdInvwlejv2pw7s/AvaeM8i/3N75AqyF8SCqRI9L/smtQUVFR+aOoAuhfiv2XbNx7yhH0NVS0+hkAozGetLT6WVAnKHF46POc0vTyyn5pfP72dJ4vaQWAVoLbfH5AFkBJrSIxWQ348hxIHtmKIXaLY0at+Bm0YzPPfPAa/7lIy9zeiturv9vNu0WlvMvV3HjfM7zz2HycCdnB+fSjWfTdrFg7SuO7I+hk15TbUsiSbiaWDulJ1X33BdcExl3IiBETkGpjfjKsJn7t1Q6NRkNFxboQ8aPR6Bk4cG2IJczjrAkRP1q9RNpZFURl7KfQrmS9xcUNp2uX2vYRQgCebqCuzWVfQ7tR9Ya/3ZLL/d/tqjfev1UM0y4KZ0/ZWnp9+Xy9eYA2UW04p/k5DG8xnA4xp+8H9nsIVHoo/XAXQqVSjBKdBn2UCdugFPTxFgxJYehsTW+aq6KiovL/hSqA/oX48hw4Vsg1eEraKTVh2rd7ttE9T83fy6drs4PH3dOieGZcJl3u3xv8FN0l2tF55F5bSa0iuPiBngSqvCExIX0TPJyw8tw0bxZlEbCpnRKIPDu/iEyfj9e5nqvvfJQfZ62jJjK0TUKfOuLHp9Ozp9MNweP17UVmGkXsZw3G7ZAbdwrh4Zx73iXBNVNbJPJgq2QARNHH9h1XBed69fyOyEglBgdg374HWPSUkqWWMf4YYYmhPav0+kjat3+OxIQ6wmb92yFrOPcZaDca4tqEDHv8AlO+3Mryg6HBzeFmiIq0s8f0EJf/TD0e6vMQcZY4RrQY8Ze7mFw7Sqj4+mDIWPTEtoT1TGxkh4qKisrfG1UA/QupWqCkJbtb7IUAmExJxMcPr7f2SImD4a+FumIGZ8Tx8dW9+OyF53DoZbFwpTULfYHStHLULV2QJImiF5W4n3d62JBqb9SX/vITzUuKWPP65VAit5/YnJ2LWZL4nIu4+bapaCwW9hcobq8O+/bRYd9+NMD2th255+5HufPnQiJrM+/bHZnF0BVrqTrpNYx76o3g4/vSk7ivZRIAguBmxcrM4Fznzu+FiB9JktiwcSR75voAGwAx7atIaNWciPDOpKRcgUarxxbWHq32pD+limPw25PK8ZP121EIosQtX25lyb7QmkSW5jPQhR0GjRTyWqx6Kxa9hcs7XM4NnW/4XU1Hm4Iv14FjZS7uPeWg04AkQZ3yPZbMWKIntkVrUr8+VFRU/ndRv8H+Zbj3lePLlovtOQavxh+QKwe3bft4vbXVbn898bPh4WGES25mvvoGL9hlsdDBpyO5ShE/J+J+XLuVPPVvmhuYGS+LH5urhpt/kAONFxb9CFpo7/VhliTmMJaeY6/HHJvKm0/MhFrP2NnLVxBfUkJhbDx33v8UlRFRTNqwmUhnawB0ATcpeWuDz+eyhrGy32BenjA5GFz8U/c29ImyIUkS+w88TGGh0sbCYkknIX4kIDcjPXDwMQoLv6VwUzz2HNkVptFquebJ1ae3tlTlwFt1rEhXzQuZ9vgFluwr5o7Z20PGtaYirC0+QKOTA8wTrAk0D29OQAxwW7fb6N+s/6mf9w8i+UUKX9iI6KrTE0wI7amRcGd3jM1sf+l1qKioqPw3UAXQv4jqJcdxLJXT0AV9DQWWT4JzsTFnh6yVJImuTynBzlf3b8GjYzviKC7kyqdnsj2qW3BurEuJ+Zj0aB9MVgOiN0DFV0qg7Msd5b5S4VoN8+6/GQDbs3dxxPkuAIPcbnbQgZRIA516DeLjp+dTrTsuX1tpGQnFxXw8ciizx98IQITLTevclOD5B62TG6x+Pvoi5p5zHnZbaP+ytX3b09pqxlFzgG3bLiMQUHpQhds60bv3j7hcx8jPn01O7idIEmT/mkJ1dkRw3V1fzD21+Kkphdc7guBTxjJGQGu5vYVf9LPqcC7Xf1o/gDiszYtoDVVY9BY0WLmy45Xc0f2Oxp/rT0KSJNw7SvEcqcK1NdQSZWoTReTIdLQR8v9fnc2IRqdmc6moqPwzUAXQv4RAuTsofkSNnyNDlaKAgwauR6cLbXz50WrFTXZh9xSeGpdJ4eGDzHj8Yba3UAKl9XUMBBfc2Y24VNk6UL1MqZz8fEc5QHnPwEy038yhWBTRGQUeLH8DzHLtnTHVWtqwH+5cQ1FWNXni1uD+9gcPcKR5elD8ANzySyk6UX6u5rm/oRP9rP9wJp8K8nP1jwqjk81Cn0gb58SEE67XUW3fyZYtF4W8zm7dPkOrMbJ6TR/8ftkaJvi07P60Xci6Wz74Ap2+kcrFQgA+GAwl+0KGpfbn83XnETh2fsSczXkcPdKDk//kDDGrMSX8jEYDSyYsISksqeHn+BMRPQGEKi/erGqqfjpab14fbyHxnp5q6rqKiso/GlUA/UtwbS8JPj4+6mGo9XKkt5iCyZQQslYUJZ5fqDQmfX1SNwD+88wrzK0VPwkBDeOdRiIlJQ4ltYOc8VTj8OKsbXRq18P3zY2s79sB697dZD/7LGs6aZh3rp48s+zfauYXaXPeI9D9Sg4dyeKrWbOCJXF6b9xEal4+9945Lfg8fbL2Y/IpwbdpucuIu/MO3tHbQPATa9Azr7vStf0EdcVPcvIE9PoIduy4OmRNzvJkKg5FBY8NJjPXv/URYVGNdCk/vh4+PS9kaFbaZcy3ZLA1twAxKxfB1RIp0CdkTXjsHu45LwmbqSeDU+4m0Zr4lwkOSZRwbioiUOnBubEwmJF3MmH9kzGmhGPtmaCKHxUVlX88qgD6l2D/Tbb+2LutxBeQY3Os1la0bn1fvbVfbTwefPz1Tf0AyM8+ztxmckFBvcbPJGc4Zkm5SbbsGhe8aR6atY8Tkur5TmYGlhUSGD2VY0VFXPpw/Y/c/MtXgzUGSZKYNVsRPxaXi1bHjvHZ6IvY1qEzPbMP0Pv4AQy+CEAWQOcef53msz/BmdGOgrV7ALi/ZagVRRT9bNykZGeFhWVQWPhdyBqLpQU5qyKpOOQPjrUfeDaj77ivvhgQ/LB1JlVLn2CZAT60XkSJsxsAFd42ECzw3L7ea31gVEtuGNgWo35Mvbk/E9EnyNadgIhrR/3WGQBowJgajrV3IrY+yX/p9aioqKj83VAF0L+AQLkcVBswVVKY8GlwvE/vn+qtXXagmMd+VNpT9GsVC8C5H+wA9CBBa585KH72J6zlqTvuJDY+Eqcg8Mj+XO47JncmL7Jo+WRgIlkjJhMApl2jC3muSXYH9178PUZrjHz84WV0rBUNHfbto9OevTx/za0s6TsYgN7HD6ANCERVdANAj5+2i+bjEUQe3K+ItkuSYrDbd+Fw7ONo1qtB19YJnM7DwcdarZEe3b9GJ6Sy/g3FGnTTezMJj61fEbvEVcLPX43ibYMXX2Iq/upueMvG1VsHkJpQg0UbydjM1kRZDYzvlkLkX9gAVAqIOLcW49xchD+vpsE1tkEp6CKM2AY0Q6P/a7LIVFRUVP4XUAXQv4DqJcdxxG+loLtSl6ZL5w/Q6Swh67bnVHLdzC3B429v6Y8kSXy9IQufRuK8tN/Q7RtFR7/ysTmUuYbY+Mc44HQzZNNBpm9W2iGUpxeRNUKp0ZOVJIumGEFgZU4+2JKgWQ+yqrL4aedCOhYqFhNrUR6j3vgUv0EOwJ20+TfGzfuBg22vpVzWZLQd1AKAoZsPkuWWi/N1C7fic2xl67ZLT/meaDRmurabz6/vv8/H0x8Jmbv141lYwuXgZ7/oZ1vxNu5feT+egBtXwEPA0wlf/tmInrSQfZefFcCol4iwarmj/ygMur++27ng8GFfloNQ4cFzsLL+Ag1Ejm6F1qrH2i0ejU4VPSoqKiqgCqB/Bc6dBRScq4if2NiziYsbFjwucXi4ZsZm9hUqmVFf3dCXTjE6Bk77hgLJxtDm61lxbDh31BE/i9t9zA1dr0eSJIZsOkiUT6R3hRxfEjC7SXvh0eDaNyYmgUZ2vf2UVygPXreY5TnLuXPZnVycfXFwbb9167n+sTcRaoOOBx/aQbtjR6mI7kF5rNLaYvBlbRm66UBQ/Fi0Wu6POcjWbXc3+D6E2zqh1VlIT5/C/OfmsP39O+ut6THqAvIDJbz0670cqjxEhUe2Hvmru+IrG4roq1/4Ly3GyuNjOzK843+3KKAv10HJuzvqjWtMOmwDmmFMj8DcOkq19KioqKg0gCqA/uF4s6ooPNGaAeje7XNiYgYGj4vtHvo+vzRkzzPjMxnYJo57n/uIAqkZAMtyz6K7X3FhfdFvKk6NyCXtZvFuTgk6UeK35c7gvHvOPcHH+SObs65NYfA4QhSRLp7Balcudy27K0T8xJeUYK2uCoofvRDgwmWL6L5zF+v6PhVc1/6J7qSuUtpG6DXwbdjzVGfXbQiqIy5uCDHRA0hNvToYy7Nn+RIq8pUstcRWbRg25Q5mFc7jw9Ll7PlJFovugokINRlIQgQNcUmvVKae25bkSEuD838Vkijh2Vce0o/L1CoSY/NwwnonoY/7716PioqKyv8iqgD6ByO6/Bz++R1qOsluLaulZYj4AXh3udJmYmSnRO4YmkFmSiQ7s0uZ62gWnLOKMNwtu6NKwnJwakRu6XoLswvLee5IPpuWKDEn/ryNIMmWoIJLa5jaUhE/S3PyEe/PYvLKO9m1bRcXZiud2q1OJ0OXLefRW+4Njl266Te67tpNVvoYPBY5JqfPVe04/4AS8wPwmX4q1fac4HG4LZOePb9DV8cNJUkSWxfMY+WXM4JjN30xm0/3fMqI5eMBCDhbIXoG4y1pOEj5/rOT6J7Rgp7p0Zj0ugbX/JW495ZR/kVoHaGo81thG5jSyA4VFRUVlYZQBdA/mLxnV1E8XAl67tlzTsi8LyDy+XpZSPRIi+KDq3oBslVo3PubQtae71SKHW5PWSKvC7uAZw7kctNRpfBfoHgPni1ygcXy9l7ubhkVnGvh9xP5wDEuXnQ1R6uPEumyoEV2z0RXVHDur0tY1a0P6zr3AOC8PRvoueM4K896E0mjiI2JNcVglPddLn3GSBZCnQ7vCfFj6Nz5reCxp6aGdd99xfZF80Ne0+jHH2fA7AEA+O2d8BRMAql+I8+fxxswJ3egVVrq/2t6eOUPR3BuKAwZixjZgrABzRrZoaKioqLSGKoA+ociOHwc76e4jPr2WYjRGBuy5oOVShG8R8d2DD6++YsTRQglTjQuTRNkAVIQfoRjsbt4csRSbjtQQKsaISiAJMGHe70sPAyRAr8OVz5ed1RUMTmyA71mD6JFkZV2Phs9Srrgq020GvHrEu685wl2Z8iB0FevW0hykZuKmIkh1/zG+VF4asVPG+kgYwjNZOvV81siI3tQVVRI9s5tHN60lpw99TusHzjHxMwt1+POv4yAo0M94TMmtog2LZpz98VD0ej+f/9MJL9I+ewDePaVB8ciz29FuGr1UVFRUfndqALoH0rZ7rX4bPkA2GwdsNlCKxvnV7l5dYlcsCbMqKNHWjRZpTXc+tU2DhQ5alfVih+tE5DjSta2/J5nB73EzQcKAPhqnZL15VrxHABRrWuw9IV54VEADHG6uKLHHfQ79jldjkbR41AUklZHTTu59ozN7qDGbAmKn2H7t2Dx+zD4zwmeO2NcOtcaqhFqWzGMkn7icj4PeU0JCWOIjOxB0dHDfDVtar33xGkOsLFjBccTfPjKzyZQOArRG1r/5o30jYy98Un0/8/ZUpJfxJNVRcWX+5H8Yshc0kO90UeZG9mpoqKiotIUVAH0DyW77N0TDczr1fvx+AUGvrgsePzKxK7sya9m7NtrgmN6jR+taGC800iLgBJUm5PUi5tzZJdLmlPEUNsKw3toEaKjkNhuHhLa2xmWorhlxo54l35r7ye1xEqPQ1H4ouPxJrUIzvfZvIkLX/kQgCEHt5FRkkffdTlktZLnew9N5QKznROC7E3pZuJQGq0C6PXhdM58iyNbNvLjK88Ex2PatWaDcwd5CW6ORcTirx6F/2BoVWaAFcapND//YXS9nz7l+/pXI9T4KJm+E6HcU29OF2kicWoPtGb1z1ZFRUXlj6J+k/4DsVfvpsYmdxqPF8ai0SjWDEmS6PeCkvU1omMi53VKotW0hcGxNjWHOWLLYJjbQIuAEnuzqbUdV/SE4PGXG5SsL9++H/C2CzCnn8A6ayIlevmj1dyWyvQ97wMweFcs7uR0AlFKgcHUnFx+6zeYQO36Ids2krk7l51dlQrVD7QQoNbQdJ30fj3xA9C372KEQCBE/KzNLOdQSiHesuH4KwZCZWjQchQObtYv+L/2zjs8qipt4L87Nb33kEAgofcepCkoCCJYVkRW0VXX3lhdxYauux/WXRvqqrvqrgXFRSwo0hFpShOQXkICpPc67Z7vj0nuZJJJJVXO73ny5N5z3lPee+/MfeeU92Wm735iLrgVRtxU5zVtLex5FdjznMZO0ZpTWFOKaskEX5WEd79QdK3oRFEikUjON6QB9Bvk552ztOMe/e53z0vJp6DMGe5heNdgXr9uqJvxc2nFLjb7JmISMNTqejzeHr+RzGjXjq23/fPxsTvzrSc2EJRYwjUz/SioEVQ1rcQZE0xRgaB4N+Pn4u9XkREewaLfOeOLxWRnkHTE5mb8/HdqECllTj8/BmFjEs4F2Hq9Hw6Hc+dZ715/w1ZmZPHtLr3XDMvihLkfliMug62Kcbq9/FH/DeOG9Icpr4BvaC2Z1kQIgTWtmIKvT2BLK/YoY0oIIGxePxSjXkZgl0gkklZAGkC/MVLTXLu+Ig7+Ht+LErRzm0Plmn9uBcCoV1h6ezIXvrhBy+8VYqDkaBnF5gAeLHRNe30x7LSb8bO/+Gsqvp+onQco/yRlrJUCfSAA4XofilGpcFRO4wi48sRYrGEuR4FXLf2c3f0H8tKcmyn18gEg+dgpjveeq8nkjA0kJdA5etVP7OUe/l6Zo9eMH4chggVblzNo6YdauSPhXhB4O5aTrvb8KeUxw0fM1m9wxhrrOxOudPlHaguEQ5D97j6sJwtr5RkinddAUSD8tkHovOVHUyKRSFoT+S37G+Po0b9qx9E+7juohv5ltXb87JUDGP7XNeSWOndwxfgqTNq5mDcSbmNusVmTy/Gzsr+Hy/vy+qy3UXaHa+e29N0Y+pdxU7RrR9Lj4xdx3/r7AAiwBnDx2Yuh2uzTrGVfcKhrd/58+5+1NKNdcF1Ob/bg9B+0fJQv+2JdhR7hGXSoBAYOp7DQ6dfIKhSeO1TGjLVOY0gAX3dJ5pRxMJx0tbfeNJ8EXYbzxD8ahlwPF7qiy7cWwq5iSSmkZGs6ttPFOAqttWS8B4QRdHkP9P61t99LJBKJpPWQBtBvCIvFFfU7fvtjGAb5audnC8optjh95fSPDeAfa45qxg/AkOMreCPhNvxUiHE4R10cBgtvXRpFVXj2/TG56N9fRmn0UgDUkkzCuvyNMfEu42fByAWa8RNZ5MfY3Ivd+jh+w0bMVitP3ubyFD31TAWjN5exR7jk9se7DII3fN4gymcKUdFXsnfvrVr6gbd7M6PyWACfJt5ItsM1cpXkb+UFyzMu4+ehE2023WXLKiPz7zs95umDzYTd2A9jpK/HfIlEIpG0PtIA+g1xZv9S7di7MAm/C1w7sS59ZZN23DsqgM93ntbO71O28ErUNMwq3FbkWsPz6uUWhM5p/Bwe2x/7vO6URP+XqhUpBY7VrA1zLcy9uufV5FucATmjCkxckD9Fy+tx7BiDd+/B4HCwcvR48gOCiM/KYElRNBt2lVFeafyUmhXWDvRhnLKeqeIbrhn1T/x8nTvEUlLe0Orb/0GSdlyi9+G9+HlUDh4BsNV8N9G2PKha//1YBhhbP0SEcAjKdmeS/7kr4jwGBUOQF8FXJqIP8ZJb2CUSiaQD0O4G0OLFi3nhhRfIyMhg0KBBvPbaa4wcWXubchVLly7liSeeICUlhaSkJJ577jmmTZum5S9btoy33nqLnTt3kpeXx+7duxk8eHAbaNK+lBWlcrLwJQC8ChMImtkDQ6BzKktVBYXlzoXP0wdGuxk/7w3O56Y9Y0DAvUUuA6Es/BglRud9uD8uCPMHCyiKfQ9FX21kZsA6NvsGa+dPjn6Sgf8ZSNJpwciiyVRUVtft2DFiUk9zOiKK539/Gwe7J3H7/z5k3ribWbcrnYpK46fAR8drM4JYYribnj3uJTp6NUo1D9BZOesBKM81Y68w8G2vmaTYYnBUGzmK9XGwyXEDOqUyMTQRpj7basaParFTtOoUlhOFOAotqGV2t3zfkVEEX5lUR2mJRCKRtBft6u3t008/Zf78+SxcuJBdu3YxaNAgpkyZQlZWlkf5LVu2MGfOHG6++WZ2797NrFmzmDVrFvv379dkSktLGTt2LM8991xbqdEhSD3wvnac1Osx/JJdoz+rDmRqxwNjA7Xj7+8fx+INJ/BV4aFqi56Nvjm8Ndz1aNz37fXkHLtcM34cwsa7sfPY7OsayXj74rf5z4H/4Gv15ubN8VR4O+vzLi5iT6/ezH36ZW568kUOdk/is0fu5L57HuDb9S7jB+D16YFcFlDAxHE/EhNzjZvx8+6+dyku2oVD1fHlgam82fUWjlvdjZ9rY7LY6JjnMn5u+g7u2QlJ7tNwLYWjxMrZhVsp2XwWW3ppLeMn9Pd9pPEjkUgkHRRFCCEaFmsdRo0axYgRI3j99dcBUFWVuLg47rnnHh555JFa8rNnz6a0tJRvvvlGSxs9ejSDBw/mrbfecpNNSUkhISGhWSNARUVFBAYGUlhYSECA50jgHQmHw8KGjc5QFj75fUm+yj3m1YCF32vrf6rz3ZVhXLosh4cKqhk/fln4z/gPD6j/B8CkrB94+p0teA2/CwBv8QVBXp8xPCEIe+XaoO+v+p4AUwAXfjCW6WdmubXhe3g3L/3RFZLj328+x4SHH2Ll+4Vk2JyPXp6vjn9ODcRuUDg8tj+BRveByS1nt7B40y1EFE/gi2OX1dJj40MTCbJmEPjPoa7EW9dD7NBasi2FEIL0v25DLXVeV52PAb9xXfDqFYze3yQXNUskEkk70JT3d7tNgVmtVnbu3MmCBQu0NJ1Ox+TJk9m6davHMlu3bmX+/PluaVOmTGH58uXn1BeLxYLFYtHOi4pqO6PryJQWumJ6RYvfu+UdTC/SjB+zQYfF7gyrsOyOZF59aiG9gl1Rz/3jfiZ81Nvc5FhS5XSZB1Z9iNdw59SanixCvf/FAxFhmvHz3pT3iPaN5sF3r3czfkJyc8nBzpvzXIbsY2YH0z77hBPf79SMn0JvHYunB4Li2fi5ZdUtbDu7HdvRZ7A43NfOPDSlF38c3x2jXgevXVMto/UWO6tWB+X7cshfekRLM8X7E3Hn4FZpTyKRSDoMQoDqANUO9nKwljVcpj7MfuAV2LBcK9FuBlBOTg4Oh4PIyEi39MjISA4dOuSxTEZGhkf5jIyMc+rLokWLePrppxsW7KCkHfgAAFNpFLFj3UdIbn7/Z+24yvi5d1ISgTnHKDIEcHmZa6QiNvlt7sifASFGEIJ/7V9A98jplFWGovIzLOdRn4tY43tMK9MtoBuj/zuCGSlTsFeuhw7PyOS9CdM5HdVFk/NRHdwzZhi/rv2MDV+4nCG+P9kfFIW3+3XTjB8hBEcyi7lpySdklfTCXuLyQWQUVh6/fBDXje6G0VIA2b/Cx7OhyBn3jEHXtbjxo1bYKd54mopjBR4dF4b9oX+Ltieph4oiKE53nbsNYNcYzO5QeXWcqA6wlrjSao3HV0to6X7VGvxvTl49bTlsYCutTBPO/27HqvuxtdT5YtWuRVVdTT2v2RfRcFmH1fkyF6qHP+G8R6q9fv2bkt4SddRXt6W48vpWyYi6r0etY+FerurYVg4O10BBizB2Pkxe2LJ1NoF2XwTdEViwYIHbyFJRURFxcXHt2KOmUVSyH0zgMJZjjHJtrX7mmwOcLXQ6I/Q26im3ObdJ3XNRIq9cdzllMXdDuVO2y7hXWFnkQ1HIjShC5eN9f2Z4diyF6kUACCz8Sx/C15F7tPp/vPZHxn18AZ88r7J0dqX1U1rOM9f8Uds6D9DnbArfX3s56cfz2LDUZfysGuxDkY+e7t5mLo8IYlXKKvZnHefVZfGVEi4DCiAh4BSr5v8Bo5cXfH0/7HyPWlz299ppzcB6upi8pUcQdtVjXC70Cv7jYgmcmlA773wm/xQc/BoKTzcs2xhObAB75fV3WF2GrkQiaX8UHSj6huXqQncOZVuAdjOAwsLC0Ov1ZGZmuqVnZmYSFRXlsUxUVFST5BuL2WzGbDY3LNgBUVULZSbniFl8xb1aekpOKf/60eUNsMr4uaRvJB8+dBcfdpnD9ArX7feN2s93RTO4J/VDHjv5DiX2Symw36LlLzFu56S3TTv/2wV/Y+ySscz4WbBvoMtR4j8vvVYzfq79aQ0G1cH862+gMDOFZS+kaHIb+3mzvZcX3jqFH0f15tmfnuXDX5dSctg9GKnJfJo5PTbhbyoh6kQFRq87wVJS2/jpdwVc+Q7omx8vS6gCtdxOxYFc8v93tFa+Icwbn2ERmLsGYEoIRFFaIUSFEFCe3zjZ1K1QUdurdIMc+R4PQw1QmgunfgRDM7fpO6yuX52tjXeI69jtPtS4Jx0qr44TozdU211Jreeque3XyG9uXnPbVBQw+TlfcorifFmi1H2sNzjla9bh8dxT+w2VaeDc7A86Y+VLXefqm6Jzfq+YfOvoR13XsYH0lqijxqF2YvBy/ik121Pc9a9Ka0y+Tg/mAOd90lX+tYFrkdak3Qwgk8nEsGHDWLt2LbNmzQKci6DXrl3L3Xff7bFMcnIya9eu5f7779fSVq9eTXJychv0uGNyOtUVAiKsx1gAHKpgYrUQF9W5K76INzeYKA4P0hwe9h72HOq+cvYXOI0KmxpHgf0urcza0m8pDTWzKdrpS8igM/D0hke5Y5VK/7OhrJvcB4BSkxlR+eG5c9VnqGbnl/qBw+M4vPRtrb4Vw3zYlehFoEHPnjH9EELlo4MfUZHh8lzdJbKQ6SMPMtLysZbWc/AnzmH1RS7Hizx4DPxcnqmbii3lDGU7zlJ+0oo9t/bL26evCd/+ZvQ+CoYgPVDk/MusZ4Qj9xhsfB5MPk3v0OmfG5ZpbeweRryaSlBX6D29+cZUdfQmSJxUeaJAZN/Kl5FEIpE0n3adAps/fz7z5s1j+PDhjBw5kpdffpnS0lJuuskZlfuGG24gNjaWRYsWAXDfffcxYcIEXnrpJaZPn86SJUvYsWMHb7/ternm5eWRmprK2bNnATh8+DDgHD0615GijkZ29iqOnnDu1lLsXvj360FWcQWPLttXSzbMz8Tqey/gnVuvZWXCbdrOL29dAZPObHOTzbE9oR1vz1xK3zt+z2n7aqgcFLGrdm5dqzLwdDBrLpmkyW5KGgTA7PUHNeMnKuoIBzc+qflb+CnJzK5EL8Z7efPJqET+sfPvfHDgAyoyL8VeOAyA2CBvPpvenYOnXf0QpYnEBZrhGdcUGkN+79n4cdggdZtzztoDaoWKZdcu8g6NRFDXyJ+dUONzeJ/YCifqEOkIGH2h65iml9OboMeFnvO6DAefMM95DaEo4B8Dunb1sCGRSCQN0q4G0OzZs8nOzubJJ58kIyODwYMHs3LlSm2hc2pqKrpqX6Rjxozh448/5vHHH+fRRx8lKSmJ5cuX07+/axHqV199pRlQANdeey0ACxcu5KmnnmobxdoAu72Yvfvu0M5jj97JySGlXPTSRo/y2xZM4pXrLufrqMsYZHHOu/bzXsnEQFdA0P9Ez6DUNpEZp50+hI7ozjLosXvRhetYsnyJJjdxr8rYg2a+muXyr7MxaTApYTHc9+l7WKJczhG/jprJtD0uI+VkUh7vHf83l9oOk789n8vKMimwzOJDywRN5l3ro/gtO8pIvXOaRrXp8ffNgJ3jXQqZ/ODsL/Dm2NrKZtY2AAGsajdyrH9BJQQY55bnZdqNyZCCj3kzel0BSpUvISJr1dMobOUweC4kjGtYtiZhPSGkR+NkpaEhkUgkzaJd/QB1VDqDH6D09C84cPBBAOK3P4GvsR9jclwOJE16HVaHc0pn31OXsOPT99n57Ze8nnAHDxV4E6g/y+/DXdNcb3S5lm3ZA/hbwQAUxflSvXnAM+i9DaQVpwEQUiRY+IkPUXnFfHbtbK3sqr4jOBEey9Nv/530Xt219PJwHca0CUQXONcf9ev1f0wsdJ/i2ab25lrrk9r5T+Y7iFCasa6lLmKGUFI4iqL8C1FV92kTgykHU6SB4D9cjOItw1NIJBJJZ6dT+AGSnBv5BdsB8KrojndhDzZHugJh/eGCBD7+6RQ44JrhXTDYytn17Zfs8++HrwqRxiNcHfqwJj9mxIec8Inj20/+D2WEcxrrnm6LOGtPh6pd30Lw1mIHdn0ZKy+dqpU9Gh5LzOnTPPTff/LLMJfjQRFi57MeV/LgvgIAuph3M7HwZ6xdRvDfshS2m2BP1h/IqhiklVl5wRk2fxNDt0tcNvngfUXua/zGP9SoKR9hDKQ8pwt5y46C3d3G9xkeSdDlPdCZ2ncHgkQikUjaD2kAdULs9mLS052BTw1FTidSn2cWABDobeTW8Qn8e7NzB9jlATm8cctjWBQTG8PG83jFIa4Ode20WhM8isuyNzDv9FeIEf921q+UcszbOerzdHYuuzJjGbUrEDjDukkXURToclw175P/ojca2DTBNT11ODKO9b2Hcc0ml88cowgn5fpDzPjxEgj0xlY4hIoyl/FzW1AK3y/7iv7XZ5OHc/3QgF+rGT8xQ+GKf0J4z4avT0EFGc/+DBxxSw+a2QOfYZHS8JFIJBKJNIA6Ixt/cI20hJx0enI+gnO66+u7x/L4F67YaNv+9Q8UBEfjB3LEfAMmL1dIDIcCk/O3Mzl/OxWOAeRUpr8a9T/Aufkxelssc/eXACUA5Ie4th93/+lH4nKy+bTadNjywePICAzFbFXpdda5bd5XB+XXBTuNn0oqzrrK3HLq35hOWuh3i8vBYtzpciJyrc6Tuf+DpMmNujbCrlYaPy58k6MJmtEDRdcK29YlEolE0imRBlAn42TKYqg0dvwLR+BdmMhpvSC/MipoqJ+JtYeca4Hiy1Ix6+yMSszlT/p/uNVTLrzwpoI8QwAnSmKItsyjakPU6iDnrrDfR9xI0P53tTJbL7lUO/Y7tIu+OZkc/GsQVNpbK/uNIiMwFEUV/PmLAk12xYj3OHR4j3YeXn6zNrM2JWsV3moFYf3zNX9aMRWR9Dzxq/Nk0HWNNn4cpTbSn3HtaPMZFknw1Umt469HIpFIJJ0aaQB1MlJTXQZJ7L57ETj4X6V78pvHJvDC94e1/Iuz1zEz9gDxetei4p9KZnMixodC/xJOeceQuPwoyYcOIS7rDcCaQKcB8YfQe5n6gMur8owX32HcyX10zXU6ovRyCH7+3VAy97s8IaeERQPw0KYSLc0eVswh3R5UWxAVZ2bjo3ThRJnLWWFS6XH6XHscc6DLyWLvn351KdwIz87W08Xk/vcgjkKXm3ZjFz9CftfwdJlEIpFIzk+kAdSJUFUbdrszUOug/v+mYpVz4fOvOP+fyS9n5a/OuGi9AgTjgo4Q7+cyfj7NeQnj0A081e1aChTnVNa6/XMwDZ6ryXwQuJS794xg/Hcuw+ObK6cyxesrwnMrHfvZbeT0Gwalrr5tTBoMwD92lJKX4TRmFIPg3cQnEKqR0mPOoKjVI2nNPf0Jkf1K3IyfUTvytV1o3LapXk+j1tPF5H58CEeeu+M+78HhhF7bu85yEolEIpFIA6gTUWX8ABQciccLpzfiwzgYGhekGT8geMfxNPGRKZr83tJp+E78iO0hiRQoIfQ8dYJ//OMZFMDczemD54QxhTdeLQa2auVWzR3FUTWChP8dwxJZaQAZXCM4hV5+fDX4AkrN3iQW2Sk54RqF+TrpTVS7H6XHHtPShnkVEH5qO3EVZ/BSLXQZk0aV/+VJ3vPh7jngUy3MQQ2EEJTtzsKRV0HRmlS3PP8JXfAZEYUxrHO7Z5dIJBJJ6yMNoE6EzVYAgF7vw89r0hiHggXB4K7BFJRZNblfx2zCd5drB9SW4utJG5xGWEgq7+Ac2Xn9hScxOhwY5/8LTjhHkOy7P9HKFPj5880VZkIydfTK3Exx72FufdHp9OwOG8vWPi6nh49vKOC4cI7eWHUVpPpkuRk/g0IEI/Z85DxRIKpPDOUcBBUGcQllw50OLMvLc1l2dBnl9tqenC/+rg/+xe4+e070yGbv4DOo+t2QivNPIgGsDivr0tbh1cyQHO3hJq25bQpP8d1asRy00/Vprp7n0Ne2bvNc7klzaY/rc23va/lD/z80u91zRRpAnYizZz8FQIcX4yqcC3tPBRr4/PZkEhZ8C8Br3bfhu+strcynOS9yqEcKYbEpvM2ToCgMPbgPo8NB5ujxJFYaPzZsRB9zbp3fPGAoH9wxj2cfephtiVnYfAPdAvEdCjzEvpDj5MbP0NLCUm9ip3iYICIAWBx1BPtxl68hvc8Jjke8w4kp1T8oaXCmKl7Wj/DxqHr1fyFlPv7lrhfZysDNbPPfy3bTPjjQmCsokUgkko5C/ukT0L9hudZCGkCdBIfDQmrav5wnJf5a+rBZvdiTVgDAC4Y3mXF2k5b3Zd7TPO4bw8SBqbyp/BWA61Z9yRVrlpATF0ti1O812Ypv5mvHL1x/G0+9+ALbEp1BRy0x3bS87WHbORHmT2HkO1rahB1LGXf8BZTKiF+rQo9iL0vS8k2h6zFHfN9knbsFdGNsrDPUxbhtvYgvD9XyPrpiCygKSQwiiUF1VXFeoFosCKu1YcHzEHt2NsJiIQJ/EomgfN8+hN0OqgPsDhxl5c7jKmr9kBU10oXHbNd5rYSmydc4Veqpr9avbg+i1fc/CocDUeEh0K0n3YSond7EEQLlHAYxzmnf5jkOnpxL2+e837Sdrtm53KtzoftML5jasFxrIQ2gTkJ5hWteJ2aPc8hwJ3Yu7x3CFQu+5U79cn5ncBk/m4tuZIFvV5JHvcWGvEi6Fv+NHmmnWN27nNW9DHx3aKEmW7b5H2B3rt355xVzuP67ZdjVEsAZOkJUrvmx6CzsS7wZuzlRKzsuw8L4466AqALBIVsX0IGPSc83t/Rm6cOLgTgA4nv1oEfvL8gNc+6593Z4MzJ5JYqPy7gBMCgGjPrKdk8VkX32Fy0v9m9jeVjfjBhbHRAhBJYjR1CLncvDy3/Ziz0vFwDb2bNU7P8VxWSqs7wjNxdHQUFbdFUiaRuqRpuru6/wdFwtze3l34BsXcdKA/mejnXe3igGQyPbrfrXeL1cadWTqk7qKavTofP1cbXV6GvayHbqrJNa+R71rfzv360dh3+QBlCn4egR5wiOWR+FV3FXAL6L9yK5uIIZplX8zrQMKn0cbi6axyfKOF6d/CAPnPbBixTK9LCvmzN/ydHntXozUv6Hb/ZBAP5+3c2EFBYQkn6QrECn8VPUq7v2+J5OHInd7Nr2/tyecnqlWdlZeZ5nUPnA14K9ssD3948nfdO3GFTnyNADF2TgKNrCDxGhmACd0DFxistpY13kvOfaFh/zlzEoemcDFUeOYDl6tDGX75xx5OZRtnMnitHYsDBQsmFDo+TUkpKGhRqJzsenYaHzEZ0Ov/EuT+WK2YzfxIkoBj2KyYzOt+Z1q+MLneovBS2h7vNa/qfqk23NdlyHel9f0Os9lKvvBUgdL7v6+tD08oqioPN1j9cnkbQm0gDqJBQVOyOcG1TXDqlh/SP4+N372JGwmYRTLg/PH9suY8bld/NKlpkhJxMYfNTpYVk1mxgddzuBDj8AyirS8d3jnJo61LU7X4+bzENvPU652fmSF4oORedqb11EvHb85fo0Yq1BfFlWOX2gV/iXn2sHmEmvI8pXx2cfvw9AhKEM8o/yw7gwTabLi104tsgVUd4Til885t43AmBP38SJac4wHmpZGY68vAauWufClOA0LlVLBQGXTHG+IFQH3kOGoA+pe2ecYjDi3b9fvSNFEolEInFHGkCdALu9BLvd6c/nzJ6r6QL8kwpKVr/KmsStPJHp8qPzz4wl+IxYilHv4KV37TjOOEdI9g4cwEVz/4rlh0xN1rHSNQ328rU3cf87T2nn4Qk9KIjpAZVGhlVvwFH5y/HCg88QZr2PT4useFX+ZNxqcK1Bue7UJgYX7eLVGxZraT37nmF9ssv48dmsw34yA08YYkdg6jEJXVBXFJ0rblf5Tx+BUGvJ+4weXceVa1mE3YZXz54Y4+MbFgYMISF4D2p4fZLi5YUxMvJcuyeRSCSSJiANoE5Ayqk3teORWfF8gIUvjSfoE/cdCBPXlDmNmmJHOAVDlzM1YR2/ZE0k5swWZ/muXckYMtLN+ClZtUA7fvLW+7j3vy+TEh4EwJQhyRw6dZoTXq4Rlt3xPdHZcxl8ZgX3pt7DH2ylXKOatfytlTHGbt+7HKN/Oml+rtGIKK9iguOKKcHpnyfIOJi+lz8Jl9fW1VGiUvB17Wkhn2FehM752D1RUTAnJaHzln5/JBKJRNI0pAHUwRFC5dQp57b2M8XRpArBv8wn8e3+Ogcw83Cma+TlzbKbGZ74Lk/zNx5YvRAqd2Ud7NuHqSV9NLmSNU8gypwLbbf3G8QNX37AkWjnImShKJxZt5H9Y8Zo8oVePuzuEs+II/+H9dQdzKGU6ypcBk5G7ibuPHmSEZmHyAvSc9zf6Rso0FjOpTGHifEpZl0X5+hPbOxcevdyRaOvji27jNyXdmrnwVf3RB9kxtwtAMWga/Y1lEgkEomkJtIA6uBkZa/Ujrf/citrIpfgG+L01Oxj1/H7Mtc00nchARzmemI2v07vzS6DoW9YNwKKAwCwndqMKHGOBC264Xb8cv9ND0OcJqt26cXW3n5uffhk+GTCt6Sxr/Q2QCXarhDrcE1NPf73m1EUhfzsTD589kkt/ZbEHRT6G1g3xDX1FRTodKgohKB8Xw6OAgulOzJxFFsR5a51TP6T4vEd3j7TQgVlVnJLW29beVaRhX1nClq0zpb2R9fSu2Jbun/2ihJUa3mjK3fbMl6HeN2O4BouW3elnk+Ew16tPU9la26/r6t/HtLq2rJfU6zWFnyBcNjrLtfAdRb1nNXfFc+ZnptrzL2oq0fu15/6rn8d963urjQk05gPgCfdRMN9ra8u0cB9qTOrke005rMnVFDtHvMS+wzgussmecxrC6QB1MHJyV6jHa8J+BFT8DYQgj4WGy+f1kGlHbKg5EmOTBzGQcWL9R99qpU5ctU8hhUP1c4r9jq9PX94yWRS/N9h5i/dtLyJd83n63U/uLW/dNiFhKxLo1h1PSpXlrqmvsZclYg5rguZJ465GT+3JW6jfObz7Mh/3q2+iAhnRPnClSmUbDztUefAaQn4j+9S73XJKqpg09Ec1BofQItd5bV1R/E26usoWT9FFXbyWtH46TwIlAa+BE04iNCVNNr/SISuBBOevwjrI1BXQbBSjqOyJSMODO3luEQikbQYJ87mtGv70gDqwFituWRkfgnA1vwwp/EDvJyVw6Sycs34EULhxzA/HL5evPLSU6DoMfWcir73NIY5XNu2S9cuBIcVu07HdwO2M3dNNy0vYdIEPt+wGjMu42ZL9374bS8hs9L4MQD3l3ihCOeLqOfISIZcHI/NUsGHC+7Xyo0ITUM3bjZbqhk/xy238tq2IYz/4Ud6OxSusLkevQ0GB+UKfGt0kKsTVGw6BJsO1Xttsoot9eY3HoEPNreXfdVGXH+vpn88FCCcQvTUXqxdHZtDJSHMFx9zy34ENc8dqh19cSbommcIGkqzWq5TrYhqrL6Fve5t5Z6pR0ip86Rx5d3EPMgpCkJX/d7X15fGmpiKJu7ZPGxEG4qunmemMf1oQKbBKurewt+MyuqW19XUs6G6lKb13aOs5wqUhsopOtA15nuiMc9/E2XqymnUM1n9eus9lhnUM65WWlsiDaAOzOEjT2nHW6zFgB6d3eg0firJtCWyqns8Kd0GYbBbGXj8KP4z36pVV+nGRajF6QDcfL/C3DURCEA1e2ENi2Xv2VI342dd98GcOaTDUe09/kSRNyXVzhecPM0jjx/juqMur9CjQlM5NTYUm8k1dffL2cF8fSCGsaKQBSLarV9LDQdI0RUAEG+Hxu2vAiqXIHkZdeh1tT9YXkY9vqaGH+/igtzGttiy6IH89mm6pQkPD8fLq3Gxtmw2G3379q3t56YBhBB0794dU+VWf0VRCA0NRaeTa8MkEknzkAZQByY7exUAJ0vCSLOWAXDnyV5gOA7A25kfU9pvNW8mXIFN8eKDv8zH1Gemq7w+F//dq7GdWE/Vb8LHrtcz+HgUZfE9cfj4e7TKc7wCSDtgQFSz4OcXeFF9b5YdQW/7Toad3IxDZ8DuH0RMRB4lY21EmVxeq7OzulJxbAAviGCiRJCWvld/imKlgkJ9OsFN/SFXHUflXw1UGxSXNa0qg6HlPg5ms5muXbu2WH3NJSgoiMhmbrEPCwsjpB7/QwBGo7FFr5tEIpG0FfKbq4MihAMhnOslvs2OAcMxQsv8uM3gDHqqCh1+vTawKTKcIiUQgAQ1CHNP5xqbEl0Zv/7yKMNOOA0fFYWFv9cR5RhOhHe3WjaDEHDcEcpOfTzlBa7HYggqky1QfTjTp6uDM5Yd9HEUUZQ4GGEwotdbib3gR7c6t2yejZfdnxssY93S98Vmkh3gAIz00PVgzJgxTR4RaEn8/f0JDw9vt/YlEolE0vZIA6iDciz9uHZ8XH8CgOfS1aqd7SzPewZz1/fZ7PMSADd99RnmoddrZV7xf5V7jzmNH6vBwO8eH8icDVaUqG6aTJ6iJ0Q4KBUG/mcZhIqO6mtUfycyibSaoDxGSysKOEy2pdKfkN417dGnb/XF0wNISnyJPr29UV916WFKCCT0ut508ZceiyUSiUTSvkgDqIOy4ZdP6F65JEdVVKxZFzFK9z4AObZupNv6kvtjd8quD8TsEEwtCkQf7txu/nbEUu59+4RW13VPLSB555uYvAZS5TM6o9dAQo/sRxUKSy1D3Nq+ESMVpp+Iyxrjlh42Lp9I1cCZfWcptpkxlBahqyhl6n0XkF2YDgJiDt1JqH4yHClBLcnXlgL7T4wjcGq3Fr5KEolEIpE0D2kAdUBstgK6m/8DQJbViFCNJOb1pGqN8rK8/8MndBc7TcMB+GhLKd3CXcZKwK/bAbAajfzr6jlcs3EtRkdvrBHOaZ7DEV0oLqvA7DDzlbWvVq6f0PGq4ssq006KS2O1dIFgwPgYJpy+lV2nTZzK7EGV7+XpD9zDmcI7AQg+NRX/tJFYKaqlkzR+JBKJRNKRkAZQB+T0mY+040/yTJQcfoY/skRLs2FkcMHbLLj6M2LKVLqVuTa9Ph35Cr/bEcD3l4ymICSYEGFBhMZR3bPNqVx/zpb6sZ9ALS0KhcWKL0f0Z8hUCgkvdcawEggUFCZEL0cczmF95jitzB1vf0haymL8j4/GJ78XQacv1PJC5ro8T5u7BbTIdZFIJBKJpKWQBlAHJCt3DwDCpnA4cxR+ooyZ3l8BkGHtSXj/ryhfEwRC8NWmUq3cpb3vZPa+kWwZ29+tvlKHgXzViEXnw2lHIGdVd0/PEzDwDN6c0GWyxXgYn2LX7iUFhYtmBcDGZ1lxtreWfuWCp0nf9Qm+34/Hl/Fu9UXcMwRTrHsbEolEIpF0JKQB1MFwOMopKVwHwM8FYMmcxUbTn7T8k90N9PhhFc9fMJ/Q/O1APwCWBq9k+u5p2INdgUEP2CPYa4+hgkpniJVbv3yxEKYr5foLkjCsKGVygHNR8m41B4PVH99SlwF0xRyIWDuZdVndOVxUtVNKkGd9hcjvb9XkdGE6jMEBBE3vjjHKF4lEIpFIOjLSAOpAlJWlsHWbKy7KuqzJTK8oJcrL6cAw3dqb0oRsAl80sPUahUFnllFlAP07fiTPfvMaP09ybjn/ITuGE/7OdTxJxqWc6n4lF5w4QbBSToDOwsUXX0zBbi8G+Dsnx+w4KPTKJDzDNZoz9+nRKK9045Xj7tvYL57fh5BlLn9D3rO9CR0yvOUviETSTGyWCtJ+3YfDZvOYX3fsprpDbNSdVV+ZZrTT9A60eH11x0WrrwtN01UgsFVYEKrDVbbyv3tYKuGx/pplPPZDq889tlqVjN1mxWG1uuVXj9HmOqyeVqMuZ6FqYtX6KwTWinKEKqqlu65A0/Wocd7gNXH+d9jt2CyWythglf0VlVoLl06ierpWj0CoTj1Uh0NLF9UCjYkqOVG9r5X5bufCTf+RM6/mgtmu3cttjTSAOhBnz36mHacUhPF41j4mBDljd70VFMB/QsrQpXhR+pBCYM7rvHnyDQCKRCk91x/XjB+AcqOOi7PX0qPsCAeGx3LBqV1a6AyA/fv2U55ZSooZcBgpsXi7GT8XXljGyf8bwbqMkVqayduba//2BJbXCrU0Y6IPoUOG1atX6U8/YTl8pFnXpEm0dMTNuhtqo3ZoM52a88JrDKqqUmZxeS5vyUtXYbWQXZAHwOnsDO0lVlJeRlFpccs1JJFIWgVLmud4kG2FNIA6ENk5zsCnaUUGTm6/jJu9XwQgQ69ncXCQ8+VhUAi0+/FUyh1auR2OXAbEuHZemTLTuDpvB3n+Vj6fnMdlaa7RGYHTpWF6RrpmEIVnjafmip3eB+byjwzXgueLbryNvheN5sTiD/HHWZ8pwY/wmwe7lRNCUPjll9jOniXn9cWg1h8Tq6URQKnZiE1/7iESVEUhO8CH31LczcwAnyZHUGouAijxNjco15p4W214WZsegLU1rlH9z1HLP2TN1qGertRfZ9N10AnQV31HiPracK9b8Zxcf1kP9Ss42695b5TaYdRr1y+qyXpAqZTRCYFedR+Rqb+/NeuvO7Ou6+CpDYNDdfXV07Wo9iOoVpuaHqrHPFeZGv2qTFI8FQAihk2ou+NtgDSAOgiqaqWszOk0cE9hN16uNH4A5kT0pypw1DNpzzG8xF/L+1Wfxgmvo9q5f3Ym5DkdFa4Yk87UM1doeSNPpWJUFALsARiLnMFEc7y6cDTImW+y5NHXuoIelg18c7AfSTh/XfeLjsP2+Auc7X8V/tFO40cIldxXryf31RqKODzEpajq26VTG39BGkGRzUqZ6nq5ZVnKOViS16JtSFoGfSt5+nYIQbjZBy+9AR0Q5e005RVFIcbLD5O+6cFg28YreSu30RY6tHYbrV5/61bvbKN1G+nsz6rvkMGtVndjkAZQB+HXk2u14yuPK5rH52ftfcnxcho/V5/ox3CLy/hJ94KtuKaWuhw9RL5agaLTs/YCC6PzrsXL4VwDEZeaSsLWrW5tqoqeoxNcFszYrU8AkI8XSUohOv9oDJEDMHe7EnM39/6WfHNvncaOxRSI1eSP30UX4ZWUhPfgQRjCI6ARozI5accpK8xHqA72rf3SY7DL8hIbFSW5OGylHmpwYfKuP45VYxBCYPQKxss/umHhToJOb8I3uHubtWf2jcRo9m9YsAWoHq/ucJu0KJFImkv3wHDa00mKIlpr8r8TU1RURGBgIIWFhQQEtM3t+d/KCwkypVJgCeCKbSnoFJUMSzwX964ms+IKfLpfDMDoi/24bNNaoiq/8qd9s4Lvpl6CMBg91t8vvx+i3IGwuIyWQoM/NqPzF3OgegaDwYalrIxAoy/DQxM91lNEGakhgVjrMGbysiyUFtpw2FJB1G+g1MRWtgFEeYNyNVH0Ya4TYcfgPQadMQlFafqvf4lEIpG0DUOndiV5Vo8WrbMp7285AtQB2HUqm6DKCOo9CvLQKc458c9LzIBzquqDzwbjM8Bp/LzT3UT/o79qxo/O4WDVxRd7NH58SuLwLoslSzU5R5W8a4kAoDd2waSDkRF6TDrnkGdWeRrFtlwcAlKtKoVVy3ky3csKRx4O60EUxfk4CbW2J+imYjA7d7DpDcGYfHvXytfpFXoMjSIoOhGDsX3XmUgkEomk6YTHt83IcF1IA6idEcJBxvFrqqJc0O+Yc4fVKYOBwm4X8vGRifiq3pgGGFFRSdcVkFJcxujiY1od9gIbulBnYNJjAcfYG7KXd7stpeTUESpKChAV6VQcytfk021qtWjwdtSKreQqzh6crUy1qGXN0KV2Wnz/QU2qwzc4hCm334u+jpEsiaRNUB3OP9c+X9C2O9eRVn3rcdWx3QL2Jo5qtsWgfJPbaEafZBuyjYbw00G1iARtjTSA2pljx57DjHP0x6/EjqoKngwNZ7m/D98eulyTy1WK+cL8EwAJ1Xb4ihKX8fNT+E+k+aXR29KbfV+8R0HG/kb3wyLqNnh6DB/VYHmhqvQeO5GgyCgA9AYjYfFd0enkNFSHR1UhdStYWmnreGk2pG4DfTONWocNDn0NBm/cjQ88n9eXV+1f3bICbE3/ASCRSJrI2PkweWG7NS8NoHYmNe1f2vGI3QV84hPJFwFmJmT1ApzOoz50rMNSw7lyaHYOqk0lL9K5/qVUX8oZ3zNM2zGaiKx0CnAZP/G+zrhcxQ5BkcOKqPQMHahX8Nc7p7tCzTH0u38Gem/XI6HodATHxP42jBhVhcMroPCM87+xmd6qVRscW9OyfZM0ksKGRToiRh9oznq0Zu3waUaZZm/yaU5bbaRTW7YldWp+W220OaIupAHUjmSXZmjHQ38pQCfgDZ8kDPZT/Dl1DvhCmnrGzfjpeegwg375BVVR+N81v9Met18CjjFz750EZn2tyQZFJDLaOJ5AUzgVqmBN/mGMeueCMz1wSZDTEHLMOkn8yOtRdG3lIaYNKc6AbW/C5pfbuycdH4MXRPRtnbodNogaACEJzaxAgeCuENEH7UtW+5L2cF5fntt5HXk6I5h8qtVVvZxSx38853nYyShpOTx5TAZqe/t2ExNuGdby8lZzBiqpG6PJTHsudpAGUDvyxHcT+V3lTu2gQjuF9iiK/FJ56kMHyrAwSqhgtbdrM6/+TAEngqM4MikWXy9XPWdN+UzfNQJ7hcv4uWmCmbLUq7Tzw+UHceiTtPOLApy3/tTIZxg1/H+d1/gpywNriXtaeQHsfM85UlOQ6p6nN0PiZPCPgpjBzW83vA8Ed2t++Y6GwQxe7bkh9dwpysnCUlr/zkPV4eDE7p9RHQ4spaXYLBaEqiJUB6qq4rDbsJa71ux4Ci1QMzxCXWEUNJFacs7QA24v3Rov5Frtuye7v9yrv/Td3uHNr8fdkHCiOhzYLBWuhHqNjbr61Lh+1ds3yW+GkbN+x7g589qtfWkAtRPfnviWq3wsgA6dQ6AArxU9AzzDAEtfNhh/5bjetd1qe1xvdk/ozZUZq+h6PB1LngNT1mmsSjm9Srthr9iiyfbws1KW+rB2vq+sgBSb0/iJMij09dbjo1OwmfOpCDqOwdBOw5DWUihswBX6L0vqlkndCoVpjWqqPGwwRT2uoiz6giZ2sg5ygdzUekUqiotIO7gfvaHjf8zOHjlEeVFR2ziHawWKc7LbuwsSKm0YpXLEy+1ZquvBUkABUfm/TtxG7HSIqnMtuZ7CdU7n1PBPrNM5+14t2b1frjaFTu9eviFd6+iDQAGd4rpm9SCaPC1V8xo1Vl5xXouaeXXWU9d1qNRPy6s9Gnq64Nx3DJ8LHf+b+TeI1WFlyfr7mZfgfBgGHCziXetcPh32DLd+5+DUkIvcjB+lopTkTV9w0foKUJ3b3qtunHPv1i+abN+IgQzwvVQ7L7KrnLC65tB6e+sheic5/mnk9viSQQPfaUVN6yH/FLwysMWqs6nuHyy9opJWFsjJkhD2FkRhO2iATauAVS3WpqR1UI1mVKOp0fJCb8ARFa+NEhjNruHRWuMGlS8Ro5cXvkHB6PQGpzddRUEVAlUI55o3RUHxVL5Wfe4NCQ9pnuScXVFQdDrPbdRYry2Eis1u10aUROVIVFXASYfDgc1ur1FFzUXfNfOUaqNTNRr20AeEcF4/D6NDVahtHPpG0rkJT+rTru1LA6gdOLX8Fu4Kt1BSefn/c+o53hv4MuP2qfhaE9kc7Po163doF4qo+0tFbx6iHSeOGEmf8ijIqwCg0C7YUOLa8D6hTwH5XV/HEnCKiIhpJHdfi49Pt2bpkJOaQlbKiXpl9q/4BD9HrluaUbEzzOsXQvQFWlq5vf7H0C507Mjr4jHPpuo4VBiBTbgWmUZ0q3SspQMCILgdZ3ZUh53QuK4ER8c2qZwQAns9L5MSi5Vyq+dI500lp8Q1beQbFNImURRqkpaegepwYK8nlEpjacxVKQeKiprmqFPSvlSFfdDpdJhMJu28ejiIczmuqrfK+7yiKG5/1dP0ej1Go9FjXY1Nq16f2WyuFdbCU5iL5qY1tVzN61BX3xuTX1e9AKGhobX60JZIA6itOfkDPfZ/Seo45+6t/Nwg3h/wD2ZsFww6EsrBsUM1Ub+TaXQLPEaYdz9+MCeBzvVyMOakE2RMxjtwIL4BJmJ7BnFk/WlW2D1vZQ7usoNf9Z/CaYAgwhyXcjT9IHCwwS6n7v+Fs4cPoFTuBrPbrJQXue/I8TNYCDO7XigmnYNruhxqsO4t2fFszelKZPdE+o67kOAYz4ZOt3rqqFrZZPbxITqxF0q1D5gQgvz8fLKyssjJyWmwP4WFhZw5cwZDC05bZQFZJZZGy6uqyunT7RQluaik3myTqQyDwdrizRoMgAGqj/sE+zbeP4gqBMG+gQT6Vlm7imbIVZ/BUKj60q6e45RVUDAYDC4ZD1MInmxDpZ6z2uXrnx7xeFR5aNQb0On0zhzF1WdFUVBQMFbre00rtmarNfuhKO6SiufMGmU81KqAUW+k+uWtXqN7EZdArf501rnY84oaLiQaI2px/3niVXN7cxsjDaA2Rk3/hUNJrtjrz5dU8OlzKiW+vqyYcZGWHlluoix+C2rxTWwJyket9mrwTj2KyRKI6t+L0nwLpfkWsk7V7cMl2LEcv5SfoNp6+1N7/tJgXw2KysiwNKJUHQQ6n2FHVRWRzn9Gby8UBIHUDkJqrfwSs/l1wf0rVcUWmERRv5uJ8Q7hluhYvP39yS/4icKCb+vtk3OYv9oQvFXFnl8BqoBcyEoDm8NOblkBVruNgrLCuiurAy+vhmWaQkjoGZrqVCyqkaHHDLSciwKDaGAdglchiu63OcVR5d6w5U27NqTpQe8lknYlKm8O/eL/2m7tSwOojck4vor0WOcbtsRq4v/eUbGYTKyYcZkm4yvMHIqIp8fxlzgesYlrbMv50DjbmXf8EHq7AVPg1Zp8kjkHh4gAwKDAEN+38NFvRlHAoFRgVBr3tS6ACrPzJZgTaqLE10A2rpfi2ei6LAMFqG8o05Mn3H1QfD8U4xwiOVeq21cGMAY4zT3fc4+HKvGA3tG+/jskEknnx+Dt17BQa7bfrq2fhziyf4VY59s65jUVY4kXy6+8QssfYI+ntyOe5cc/xWzMgkNWPux1DYqqx7e4O96+493qG+GjJ8bkGi7w834Wg+EYdpsfDqseCMRs8EKPEbtexWqu+xf8rpG1R3Hag7S0voiGRiMaQYDRF1+9NwEmXwKa6/iwhdAJb/ytA+rMF6rAEOWL3qd+rxiKSYcx2q/ddmvpjV74B/RFacSuFYlEIunISAOojanQVVAVkVRkRrL8Ste01wB7PKPsSWzO2YpPhS9lJGAPDCAwfwAmq/tQhg5BV5OeGJP7i6ik/BFsXjlk9VoCuIwdh7GU8pDDNBZFNSEUO/7FV7rNx2fnB5Ob7z7ac7yocetVDIq+csun89zf149BfWvvBOsWVXcdYSGh9E7s5Zam8zag85KPskQikUgaj3xrtDGpAyvDsdtg3UXXAU5v0D0ckYyyJ7Hi7GfYfa7AVDkyaAK3hQm+Ohjla9BCWOR4p5La5z3QW0FRMHkVYfSq37eCw+HtebuqgILCSA4dnFBP6XIqV1J7JCIigiFDhrilBQYG0rdvK3kYlkgkEomkGXQIA2jx4sW88MILZGRkMGjQIF577TVGjhxZp/zSpUt54oknSElJISkpieeee45p06Zp+UIIFi5cyDvvvENBQQEXXHABb775JklJSXXW2RZkntmlHRfv70+Fj9P48RNeTLT149OTz1EUNRGH6TgAIRWh6FDQG6zYvfOo6L2MMda+VAAVQJFShj1hHXVN7hQURJKd3c2VIBTy82OwVFt57+3tjdHoPu0S0MC2cVVVGT9+vNt2xuDgYHr06NHQJZBIJBKJpEPQ7gbQp59+yvz583nrrbcYNWoUL7/8MlOmTOHw4cNERETUkt+yZQtz5sxh0aJFXHbZZXz88cfMmjWLXbt20b9/fwCef/55Xn31VT744AMSEhJ44oknmDJlCgcOHMCrpbf4NIHD+9doG7H2FLtGSS6xDuKbtLf44NJT+KnvsSAvD4dq4rhhOj37bMJsdkWmzsOz752izGByU5xbs4SqQ7V2Z8TMG0jsUfctjoqKIjIysgU0k0gkEomkc6GIdo4AN2rUKEaMGMHrr78OOEcX4uLiuOeee3jkkUdqyc+ePZvS0lK++eYbLW306NEMHjyYt956CyEEMTEx/OlPf+LBBx8EnL5dIiMjef/997n22msb7FNRURGBgYEUFhYS0NBwSBP4/MWLCR56guLiUPbsdo5YTbT2I1GNYlnFUwwedxqjUMjDH71/CUaj++6toFMXowBKgAnfAeFauo9PArGxcz06tpJIJBKJ5HyhKe/vdh0Bslqt7Ny5kwULFmhpOp2OyZMns3XrVo9ltm7dyvz5893SpkyZwvLlywE4efIkGRkZTJ48WcsPDAxk1KhRbN261aMBZLFYsFhcjuqKilonPom5i9OgcTicl72PPZZENYqVp/9N77mp2MwqNsCrhk+dwLSJRByai04YsY8KoNsVg1qlfxKJRCKRnC+0qwGUk5ODw+GoNQ0TGRnJoUOevQhnZGR4lM/IyNDyq9LqkqnJokWLePrpp5ulQ1Ow5MZgCskkNyuBKEcgo22JHC/Zg/9FhzhxYowmpyIIJ4AwRzBdcsfg7QhAMYAx1o/YmS0XP0sikUgkkvOVdl8D1BFYsGCB26hSUVERcXFxLd7O1Xd9gqoKHDYVo9npwbcrFwL3tHhbEolEIpFI6qZdDaCwsDD0ej2ZmZlu6ZmZmURFeXYGExUVVa981f/MzEyio6PdZAYPHuyxTrPZjNlsbq4aTUKnU9CZWy58gUQikUgkkqbTru5cTSYTw4YNY+3atVqaqqqsXbuW5ORkj2WSk5Pd5AFWr16tySckJBAVFeUmU1RUxPbt2+usUyKRSCQSyflFu0+BzZ8/n3nz5jF8+HBGjhzJyy+/TGlpKTfddBMAN9xwA7GxsSxatAiA++67jwkTJvDSSy8xffp0lixZwo4dO3j77bcBZ4Ti+++/n7/+9a8kJSVp2+BjYmKYNWtWe6kpkUgkEomkA9HuBtDs2bPJzs7mySefJCMjg8GDB7Ny5UptEXNqaqqbw70xY8bw8ccf8/jjj/Poo4+SlJTE8uXLNR9AAH/+858pLS3lj3/8IwUFBYwdO5aVK1e2qw8giUQikUgkHYd29wPUEWktP0ASiUQikUhaj6a8v2VIZ4lEIpFIJOcd0gCSSCQSiURy3iENIIlEIpFIJOcd0gCSSCQSiURy3iENIIlEIpFIJOcd0gCSSCQSiURy3iENIIlEIpFIJOcd0gCSSCQSiURy3iENIIlEIpFIJOcd7R4KoyNS5Ry7qKionXsikUgkEomksVS9txsT5EIaQB4oLi4GIC4urp17IpFIJBKJpKkUFxcTGBhYr4yMBeYBVVU5e/Ys/v7+KIrSonUXFRURFxdHWlrabzLOmNSv8/Nb11Hq1/n5reso9Ws+QgiKi4uJiYlxC6TuCTkC5AGdTkeXLl1atY2AgIDf5INdhdSv8/Nb11Hq1/n5reso9WseDY38VCEXQUskEolEIjnvkAaQRCKRSCSS8w5pALUxZrOZhQsXYjab27srrYLUr/PzW9dR6tf5+a3rKPVrG+QiaIlEIpFIJOcdcgRIIpFIJBLJeYc0gCQSiUQikZx3SANIIpFIJBLJeYc0gCQSiUQikZx3SAOoDVm8eDHdunXDy8uLUaNG8dNPP7V3l2rx1FNPoSiK21/v3r21/IqKCu666y5CQ0Px8/PjqquuIjMz062O1NRUpk+fjo+PDxERETz00EPY7XY3mQ0bNjB06FDMZjOJiYm8//77rabTDz/8wIwZM4iJiUFRFJYvX+6WL4TgySefJDo6Gm9vbyZPnszRo0fdZPLy8pg7dy4BAQEEBQVx8803U1JS4iazd+9exo0bh5eXF3FxcTz//PO1+rJ06VJ69+6Nl5cXAwYM4Ntvv211/W688cZa93Tq1KmdRr9FixYxYsQI/P39iYiIYNasWRw+fNhNpi2fy9b4HDdGx4kTJ9a6j7fffnun0PHNN99k4MCBmuO75ORkvvvuOy2/s9+/hvTrzPfOE88++yyKonD//fdraZ3yHgpJm7BkyRJhMpnEv//9b/Hrr7+KW2+9VQQFBYnMzMz27pobCxcuFP369RPp6enaX3Z2tpZ/++23i7i4OLF27VqxY8cOMXr0aDFmzBgt3263i/79+4vJkyeL3bt3i2+//VaEhYWJBQsWaDInTpwQPj4+Yv78+eLAgQPitddeE3q9XqxcubJVdPr222/FY489JpYtWyYA8cUXX7jlP/vssyIwMFAsX75c/PLLL+Lyyy8XCQkJory8XJOZOnWqGDRokNi2bZvYtGmTSExMFHPmzNHyCwsLRWRkpJg7d67Yv3+/+OSTT4S3t7f45z//qcls3rxZ6PV68fzzz4sDBw6Ixx9/XBiNRrFv375W1W/evHli6tSpbvc0Ly/PTaYj6zdlyhTx3nvvif3794s9e/aIadOmifj4eFFSUqLJtNVz2Vqf48boOGHCBHHrrbe63cfCwsJOoeNXX30lVqxYIY4cOSIOHz4sHn30UWE0GsX+/fuFEJ3//jWkX2e+dzX56aefRLdu3cTAgQPFfffdp6V3xnsoDaA2YuTIkeKuu+7Szh0Oh4iJiRGLFi1qx17VZuHChWLQoEEe8woKCoTRaBRLly7V0g4ePCgAsXXrViGE82Ws0+lERkaGJvPmm2+KgIAAYbFYhBBC/PnPfxb9+vVzq3v27NliypQpLaxNbWoaCKqqiqioKPHCCy9oaQUFBcJsNotPPvlECCHEgQMHBCB+/vlnTea7774TiqKIM2fOCCGEeOONN0RwcLCmoxBCPPzww6JXr17a+TXXXCOmT5/u1p9Ro0aJ2267rdX0E8JpAM2cObPOMp1JPyGEyMrKEoDYuHGjEKJtn8u2+hzX1FEI50u0+gunJp1Nx+DgYPHuu+/+Ju9fdf2E+O3cu+LiYpGUlCRWr17tplNnvYdyCqwNsFqt7Ny5k8mTJ2tpOp2OyZMns3Xr1nbsmWeOHj1KTEwM3bt3Z+7cuaSmpgKwc+dObDabmx69e/cmPj5e02Pr1q0MGDCAyMhITWbKlCkUFRXx66+/ajLV66iSaY9rcfLkSTIyMtz6ExgYyKhRo9x0CgoKYvjw4ZrM5MmT0el0bN++XZMZP348JpNJk5kyZQqHDx8mPz9fk2kvvTds2EBERAS9evXijjvuIDc3V8vrbPoVFhYCEBISArTdc9mWn+OaOlbx0UcfERYWRv/+/VmwYAFlZWVaXmfR0eFwsGTJEkpLS0lOTv7N3b+a+lXxW7h3d911F9OnT6/Vj856D2Uw1DYgJycHh8PhduMBIiMjOXToUDv1yjOjRo3i/fffp1evXqSnp/P0008zbtw49u/fT0ZGBiaTiaCgILcykZGRZGRkAJCRkeFRz6q8+mSKioooLy/H29u7lbSrTVWfPPWnen8jIiLc8g0GAyEhIW4yCQkJteqoygsODq5T76o6WoupU6dy5ZVXkpCQwPHjx3n00Ue59NJL2bp1K3q9vlPpp6oq999/PxdccAH9+/fX2m+L5zI/P79NPseedAS47rrr6Nq1KzExMezdu5eHH36Yw4cPs2zZsk6h4759+0hOTqaiogI/Pz+++OIL+vbty549e34T968u/aDz3zuAJUuWsGvXLn7++edaeZ31MygNIIkbl156qXY8cOBARo0aRdeuXfnss8/a1DCRtBzXXnutdjxgwAAGDhxIjx492LBhA5MmTWrHnjWdu+66i/379/Pjjz+2d1dajbp0/OMf/6gdDxgwgOjoaCZNmsTx48fp0aNHW3ezyfTq1Ys9e/ZQWFjI559/zrx589i4cWN7d6vFqEu/vn37dvp7l5aWxn333cfq1avx8vJq7+60GHIKrA0ICwtDr9fXWhGfmZlJVFRUO/WqcQQFBdGzZ0+OHTtGVFQUVquVgoICN5nqekRFRXnUsyqvPpmAgIA2N7Kq+lTfvYmKiiIrK8st3263k5eX1yJ6t/Uz0L17d8LCwjh27JjWr86g3913380333zD+vXr6dKli5beVs9lW3yO69LRE6NGjQJwu48dWUeTyURiYiLDhg1j0aJFDBo0iFdeeeU3c//q0s8Tne3e7dy5k6ysLIYOHYrBYMBgMLBx40ZeffVVDAYDkZGRnfIeSgOoDTCZTAwbNoy1a9dqaaqqsnbtWrc54o5ISUkJx48fJzo6mmHDhmE0Gt30OHz4MKmpqZoeycnJ7Nu3z+2Funr1agICArTh4OTkZLc6qmTa41okJCQQFRXl1p+ioiK2b9/uplNBQQE7d+7UZNatW4eqqtoXWXJyMj/88AM2m02TWb16Nb169SI4OFiT6Qh6nz59mtzcXKKjo7V+dWT9hBDcfffdfPHFF6xbt67WVFxbPZet+TluSEdP7NmzB8DtPnZkHWuiqioWi+U3cf/q088Tne3eTZo0iX379rFnzx7tb/jw4cydO1c77pT3sMnLpiXNYsmSJcJsNov3339fHDhwQPzxj38UQUFBbiviOwJ/+tOfxIYNG8TJkyfF5s2bxeTJk0VYWJjIysoSQji3OsbHx4t169aJHTt2iOTkZJGcnKyVr9rqeMkll4g9e/aIlStXivDwcI9bHR966CFx8OBBsXjx4lbdBl9cXCx2794tdu/eLQDx97//XezevVucOnVKCOHcBh8UFCS+/PJLsXfvXjFz5kyP2+CHDBkitm/fLn788UeRlJTktk28oKBAREZGiuuvv17s379fLFmyRPj4+NTaJm4wGMSLL74oDh48KBYuXNgi28Tr06+4uFg8+OCDYuvWreLkyZNizZo1YujQoSIpKUlUVFR0Cv3uuOMOERgYKDZs2OC2jbisrEyTaavnsrU+xw3peOzYMfGXv/xF7NixQ5w8eVJ8+eWXonv37mL8+PGdQsdHHnlEbNy4UZw8eVLs3btXPPLII0JRFLFq1SohROe/f/Xp19nvXV3U3NnWGe+hNIDakNdee03Ex8cLk8kkRo4cKbZt29beXarF7NmzRXR0tDCZTCI2NlbMnj1bHDt2TMsvLy8Xd955pwgODhY+Pj7iiiuuEOnp6W51pKSkiEsvvVR4e3uLsLAw8ac//UnYbDY3mfXr14vBgwcLk8kkunfvLt57771W02n9+vUCqPU3b948IYRzK/wTTzwhIiMjhdlsFpMmTRKHDx92qyM3N1fMmTNH+Pn5iYCAAHHTTTeJ4uJiN5lffvlFjB07VpjNZhEbGyueffbZWn357LPPRM+ePYXJZBL9+vUTK1asaFX9ysrKxCWXXCLCw8OF0WgUXbt2FbfeemutL4uOrJ8n3QC3Z6Ytn8vW+Bw3pGNqaqoYP368CAkJEWazWSQmJoqHHnrIzZdMR9bxD3/4g+jataswmUwiPDxcTJo0STN+hOj8968+/Tr7vauLmgZQZ7yHihBCNH3cSCKRSCQSiaTzItcASSQSiUQiOe+QBpBEIpFIJJLzDmkASSQSiUQiOe+QBpBEIpFIJJLzDmkASSQSiUQiOe+QBpBEIpFIJJLzDmkASSQSiUQiOe+QBpBEIpFIJJLzDmkASSSSDkm3bt14+eWXGy2/YcMGFEWpFZBRIpFIPCE9QUskkhZh4sSJDB48uElGS31kZ2fj6+uLj49Po+StVit5eXlERkaiKEqL9KGpbNiwgQsvvJD8/HyCgoLapQ8SiaRxGNq7AxKJ5PxBCIHD4cBgaPirJzw8vEl1m0wmoqKimts1iURyniGnwCQSyTlz4403snHjRl555RUURUFRFFJSUrRpqe+++45hw4ZhNpv58ccfOX78ODNnziQyMhI/Pz9GjBjBmjVr3OqsOQWmKArvvvsuV1xxBT4+PiQlJfHVV19p+TWnwN5//32CgoL4/vvv6dOnD35+fkydOpX09HStjN1u59577yUoKIjQ0FAefvhh5s2bx6xZs+rU9dSpU8yYMYPg4GB8fX3p168f3377LSkpKVx44YUABAcHoygKN954IwCqqrJo0SISEhLw9vZm0KBBfP7557X6vmLFCgYOHIiXlxejR49m//79zbwjEomkIaQBJJFIzplXXnmF5ORkbr31VtLT00lPTycuLk7Lf+SRR3j22Wc5ePAgAwcOpKSkhGnTprF27Vp2797N1KlTmTFjBqmpqfW28/TTT3PNNdewd+9epk2bxty5c8nLy6tTvqysjBdffJH//ve//PDDD6SmpvLggw9q+c899xwfffQR7733Hps3b6aoqIjly5fX24e77roLi8XCDz/8wL59+3juuefw8/MjLi6O//3vfwAcPnyY9PR0XnnlFQAWLVrEf/7zH9566y1+/fVXHnjgAX7/+9+zceNGt7ofeughXnrpJX7++WfCw8OZMWMGNput3v5IJJJm0qwY8hKJRFKDCRMmiPvuu88tbf369QIQy5cvb7B8v379xGuvvaadd+3aVfzjH//QzgHx+OOPa+clJSUCEN99951bW/n5+UIIId577z0BiGPHjmllFi9eLCIjI7XzyMhI8cILL2jndrtdxMfHi5kzZ9bZzwEDBoinnnrKY17NPgghREVFhfDx8RFbtmxxk7355pvFnDlz3MotWbJEy8/NzRXe3t7i008/rbMvEomk+cg1QBKJpNUZPny423lJSQlPPfUUK1asID09HbvdTnl5eYMjQAMHDtSOfX19CQgIICsrq055Hx8fevTooZ1HR0dr8oWFhWRmZjJy5EgtX6/XM2zYMFRVrbPOe++9lzvuuINVq1YxefJkrrrqKrd+1eTYsWOUlZVx8cUXu6VbrVaGDBnilpacnKwdh4SE0KtXLw4ePFhn3RKJpPlIA0gikbQ6vr6+bucPPvggq1ev5sUXXyQxMRFvb2+uvvpqrFZrvfUYjUa3c0VR6jVWPMmLc9z4essttzBlyhRWrFjBqlWrWLRoES+99BL33HOPR/mSkhIAVqxYQWxsrFue2Ww+p75IJJLmI9cASSSSFsFkMuFwOBolu3nzZm688UauuOIKBgwYQFRUFCkpKa3bwRoEBgYSGRnJzz//rKU5HA527drVYNm4uDhuv/12li1bxp/+9CfeeecdwHkNquqpom/fvpjNZlJTU0lMTHT7q75OCmDbtm3acX5+PkeOHKFPnz7npKdEIvGMHAGSSCQtQrdu3di+fTspKSn4+fkREhJSp2xSUhLLli1jxowZKIrCE088Ue9ITmtxzz33sGjRIhITE+nduzevvfYa+fn59foRuv/++7n00kvp2bMn+fn5rF+/XjNSunbtiqIofPPNN0ybNg1vb2/8/f158MEHeeCBB1BVlbFjx1JYWMjmzZsJCAhg3rx5Wt1/+ctfCA0NJTIykscee4ywsLB6d6RJJJLmI0eAJBJJi/Dggw+i1+vp27cv4eHh9a7n+fvf/05wcDBjxoxhxowZTJkyhaFDh7Zhb508/PDDzJkzhxtuuIHk5GT8/PyYMmUKXl5edZZxOBzcdddd9OnTh6lTp9KzZ0/eeOMNAGJjY3n66ad55JFHiIyM5O677wbgmWee4YknnmDRokVauRUrVpCQkOBW97PPPst9993HsGHDyMjI4Ouvv9ZGlSQSScsiPUFLJBJJJaqq0qdPH6655hqeeeaZNmtXepCWSNoeOQUmkUjOW06dOsWqVauYMGECFouF119/nZMnT3Lddde1d9ckEkkrI6fAJBLJeYtOp+P9999nxIgRXHDBBezbt481a9bIhccSyXmAnAKTSCQSiURy3iFHgCQSiUQikZx3SANIIpFIJBLJeYc0gCQSiUQikZx3SANIIpFIJBLJeYc0gCQSiUQikZx3SANIIpFIJBLJeYc0gCQSiUQikZx3SANIIpFIJBLJecf/A3UEnmjaKuszAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Shows bais matrix evolution over time, expect values between 0 and 1\n", "# Usually you dont want any neuron getting close to 1\n", "for i in np.arange(SOM_grid_dim**2):\n", " plt.plot(np.reshape(som_model_simple.bais_matrix_history, \n", " (SOM_grid_dim**2, (som_model_simple.bais_matrix_history).shape[-1]))[i])\n", " \n", "#plt.xlim(0,1000)\n", "plt.xlabel(\"training step\")\n", "plt.ylabel(\"bais matrix values\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "fe982af6", "metadata": {}, "outputs": [], "source": [ "# This is the value that suppresses neurons from winning too often\n", "supression_mat_vector = som_model_simple.suppresion_matrix_history.reshape(SOM_grid_dim**2,(som_model_simple.suppresion_matrix_history).shape[-1])" ] }, { "cell_type": "code", "execution_count": 26, "id": "358981d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Supression matrix values')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ax, plt = plt.figure(s)\n", "# Play with parameters until drop isnt as steep\n", "for i in np.arange(SOM_grid_dim**2):\n", " plt.plot(supression_mat_vector[i])\n", " \n", "plt.xlim(0,3000)\n", "plt.ylim(0,0.13)\n", "plt.xlabel(\"training step\")\n", "plt.ylabel(\"Supression matrix values\")" ] }, { "cell_type": "markdown", "id": "4f2d9b09", "metadata": {}, "source": [ "Value that is suppressing neurons from winning too much for each neuron.\n", "Typically we want these values to be between 0 and 1, falling bellow\n", "One is acceptable but it can sometimes cause issues which is why we\n", "Keep beta low." ] }, { "cell_type": "code", "execution_count": 27, "id": "3d8261e4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Supression matrix values')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "for i in np.arange(SOM_grid_dim**2):\n", " plt.plot(supression_mat_vector[i])\n", " \n", "plt.xlim(0,30000)\n", "plt.ylim(-0.25,0.15)\n", "plt.xlabel(\"training step\")\n", "plt.ylabel(\"Supression matrix values\")" ] }, { "cell_type": "code", "execution_count": 28, "id": "b5795b18", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U_MAT = calculate_u_matrix(som_model_simple.weight_cube)\n", "DENS_MAT = calculate_density_matrix(som_model_simple.weight_cube, \n", " U_MAT, \n", " gaussian_data_4_classes_norm)\n", "display_density_matrix(DENS_MAT)" ] }, { "cell_type": "code", "execution_count": 29, "id": "44cd8276", "metadata": {}, "outputs": [ { "data": { "image/png": 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SUm3fvl3l5eWaNWuWsd3tdmvixIlKT09XZWWlnnrqKS1evFjr16/3K1Za6AAAawpBCz03N1e5ubkX3Ga321VaWuqz7tlnn9W1116r48ePKy0tTUeOHFFJSYn27dunzMxMSdKaNWt088036+mnn1ZKSoo2b96slpYWvfjii4qNjdWQIUNUVVWlFStW+CT6r0MFDgCwJk8QFn1Z8X51aW5uDlqIDQ0NioqKUkJCgiSpoqJCCQkJRvKWpOzsbEVHR2vv3r3GmHHjxik2NtYYk5OTo+rqan3++eeXfG4SOADAmoKUwFNTU2W3242lqKgoKOGdOXNG8+fP11133SWb7cv5KC6XS0lJST7junTposTERLlcLmNMcnKyz5hzn8+NuRS00AEAEa22ttZIsJIUFxcX8DFbW1t1xx13yOv1at26dQEfrz1I4AAAawrSNXCbzeaTwAN1Lnn/+c9/1u7du32O7XA4VF9f7zP+7NmzOnnypBwOhzGmrs73zqVzn8+NuRS00AEA1hSkFnownUveR48e1VtvvaXevXv7bHc6nTp16pQqKyuNdbt375bH41FWVpYxpry8XK2trcaY0tJSDRgwQL169brkWEjgAAD8TWNjo6qqqlRVVSVJqqmpUVVVlY4fP67W1lb98z//s/bv36/Nmzerra1NLpdLLpdLLS0tkqRBgwbppptu0syZM/X+++/rP//zP1VYWKjp06cb94p/73vfU2xsrGbMmKHDhw/r5Zdf1qpVqzRv3jy/YqWFDgCwphDcRrZ//37dcMMNxudzSTU/P1+LFy/WG2+8IUkaOXKkz35vv/22xo8fL0navHmzCgsLNWHCBONBLqtXrzbG2u127dy5UwUFBRo1apT69OmjRYsW+XULmUQCBwBYVQgS+Pjx4+X1XvwRbmbbzklMTNSWLVtMxwwfPlx/+MMf/I7vq2ihAwAQhqjAAQDWxMtMTJHAAQDWFIKXmYQTWugAAIQhKnAAgDXRQjdFAgcAWBMJ3BQJHABgTSRwU1wDBwAgDFGBAwAsyev5cglk/0hGAgcAWJLH8+USyP6RjBY6AABhiAocAGBJtNDN+VWBFxUVafTo0erZs6eSkpI0depUVVdXd1RsAIDL2LkWeiBLJPMrgZeVlamgoEB79uxRaWmpWltbNXHiRDU1NXVUfAAA4AL8aqGXlJT4fN64caOSkpJUWVmpcePGBTUwAMDljRa6uYCugTc0NEj68t2nF9Pc3Kzm5mbjs9vtDuSUAIDLBLPQzbV7FrrH49GcOXM0ZswYDR069KLjioqKZLfbjSU1NbW9pwQAAH/T7gReUFCgQ4cO6aWXXjIdt2DBAjU0NBhLbW1te08JALiMeLwBTmKL8NeJtquFXlhYqO3bt6u8vFz9+vUzHRsXF6e4uLh2BQcAuHxxDdycXwnc6/Vq9uzZ2rp1q9555x1lZGR0VFwAgMscCdycXwm8oKBAW7Zs0euvv66ePXvK5XJJkux2u7p169YhAQIAgPP5lcDXrVsnSRo/frzP+g0bNugHP/hBsGICAIBZ6F/D7xY6AACdgRa6OV5mAgBAGOJlJgAAS6KFbo4EDgCwpgBb6IrwBE4LHQCAMEQFDgCwJFro5kjgAABLIoGbI4EDACzJ6w3wNrIIv/OZa+AAAIQhKnAAgCV5PJInKrD9IxkJHABgSV6P5A0ggfMkNgAALhPl5eWaMmWKUlJSFBUVpddee81nu9fr1aJFi9S3b19169ZN2dnZOnr0qM+YkydPKi8vTzabTQkJCZoxY4YaGxt9xnzwwQe6/vrrFR8fr9TUVC1fvtzvWEngAABLOvcs9EAWfzU1NWnEiBFau3btBbcvX75cq1evVnFxsfbu3avu3bsrJydHZ86cMcbk5eXp8OHDKi0t1fbt21VeXq5Zs2YZ291utyZOnKj09HRVVlbqqaee0uLFi7V+/Xq/YqWFDgCwpFBcA8/NzVVubu4Ft3m9Xq1cuVKPPPKIbrnlFknSr371KyUnJ+u1117T9OnTdeTIEZWUlGjfvn3KzMyUJK1Zs0Y333yznn76aaWkpGjz5s1qaWnRiy++qNjYWA0ZMkRVVVVasWKFT6L/OlTgAICI5na7fZbm5uZ2HaempkYul0vZ2dnGOrvdrqysLFVUVEiSKioqlJCQYCRvScrOzlZ0dLT27t1rjBk3bpxiY2ONMTk5Oaqurtbnn39+yfGQwAEAlhSsFnpqaqrsdruxFBUVtSsel8slSUpOTvZZn5ycbGxzuVxKSkry2d6lSxclJib6jLnQMb56jktBCx0AYEnBaqHX1tbKZrMZ6+Pi4gKMzBqowAEAEc1ms/ks7U3gDodDklRXV+ezvq6uztjmcDhUX1/vs/3s2bM6efKkz5gLHeOr57gUJHAAgCWdexZ6IEswZWRkyOFwaNeuXcY6t9utvXv3yul0SpKcTqdOnTqlyspKY8zu3bvl8XiUlZVljCkvL1dra6sxprS0VAMGDFCvXr0uOZ6QtdD7L/yfiPrtoSnUAXSA//dZqCMIrkh8LHLXf3OHOoSgOxvqADpA7H+HOoLg6cy/R6F4kEtjY6OOHTtmfK6pqVFVVZUSExOVlpamOXPm6IknnlD//v2VkZGhhQsXKiUlRVOnTpUkDRo0SDfddJNmzpyp4uJitba2qrCwUNOnT1dKSook6Xvf+54ee+wxzZgxQ/Pnz9ehQ4e0atUqPfPMM37FyjVwAIA1Bfgyk/b8trF//37dcMMNxud58+ZJkvLz87Vx40Y9/PDDampq0qxZs3Tq1CmNHTtWJSUlio+PN/bZvHmzCgsLNWHCBEVHR2vatGlavXq1sd1ut2vnzp0qKCjQqFGj1KdPHy1atMivW8gkKcrr7dz3tbjdbtntdiUpsvr3EVmBhzqAIIvECjyA4sSyIrICD3UAQeSV1CqpoaHBZ2JYMJ3LEwcypB4BJIpGj3RNTcfGGkpU4AAAS/J4pEAKcF5mAgBACHg9gXXOeJkJAACwHCpwAIAl0UI3RwIHAFgSLXRztNABAAhDVOAAAEuihW6OBA4AsCRa6OZooQMAEIaowAEAlkQL3RwJHABgSbTQzZHAAQCW5PEGVkV7IvEFCF/BNXAAAMIQFTgAwJICfh94hFfgJHAAgCV5PJIngAROCx0AAFgOFTgAwJoCbKEHNIU9DJDAAQCWRAvdHC10AADCEBU4AMCSqMDN+VWBr1u3TsOHD5fNZpPNZpPT6dSbb77ZUbEBAC5jXk/gSyTzK4H369dPy5YtU2Vlpfbv368bb7xRt9xyiw4fPtxR8QEAgAvwq4U+ZcoUn88/+9nPtG7dOu3Zs0dDhgwJamAAgMsbD3Ix1+5r4G1tbXrllVfU1NQkp9N50XHNzc1qbm42Prvd7vaeEgBwGeEauDm/E/jBgwfldDp15swZ9ejRQ1u3btXgwYMvOr6oqEiPPfZYQEECAC4/XgVWRUd4/laU1+vfj6elpUXHjx9XQ0ODfvvb3+qXv/ylysrKLprEL1SBp6amKkmRdQ9bU6gD6AD/L9QBBFkk/mUO5BkXVnU21AF0gNhQBxBEXkmtkhoaGmSz2TrkHG63W3a7XdsldQ/gOE2SJqtjYw0lvyvw2NhYfetb35IkjRo1Svv27dOqVav03HPPXXB8XFyc4uLiAosSAHDZ8fxtCWT/SBbwfeAej8enwgYAIBhI4Ob8SuALFixQbm6u0tLSdPr0aW3ZskXvvPOOduzY0VHxAQCAC/ArgdfX1+v73/++PvvsM9ntdg0fPlw7duzQP/3TP3VUfACAy5RXgc1dicR5L1/lVwJ/4YUXOioOAAB8kMDNRdJEcAAALhu8zAQAYElMYjNHBQ4AsCSv/i+Jt2fxt4Xe1tamhQsXKiMjQ926ddM3v/lNPf744/rq41K8Xq8WLVqkvn37qlu3bsrOztbRo0d9jnPy5Enl5eXJZrMpISFBM2bMUGNjYzt+AuZI4AAASHryySe1bt06Pfvsszpy5IiefPJJLV++XGvWrDHGLF++XKtXr1ZxcbH27t2r7t27KycnR2fOnDHG5OXl6fDhwyotLdX27dtVXl6uWbNmBT1ev5/EFqhzT9jhSWzWx5PYrI8nsYUHnsTmn3N54jeSrgjgOF9IukOXHuvkyZOVnJzsM2F72rRp6tatm37961/L6/UqJSVFP/rRj/TjH/9Y+tuxk5OTtXHjRk2fPl1HjhzR4MGDtW/fPmVmZkqSSkpKdPPNN+svf/mLUlJSAvhGviIphwIAIog3CIv05S8EX10u9vCxb3/729q1a5c++ugjSdJ///d/691331Vubq4kqaamRi6XS9nZ2cY+drtdWVlZqqiokCRVVFQoISHBSN6SlJ2drejoaO3duzcIP5X/wyQ2AIAlBWsSW2pqqs/6Rx99VIsXLz5v/E9+8hO53W4NHDhQMTExamtr089+9jPl5eVJklwulyQpOTnZZ7/k5GRjm8vlUlJSks/2Ll26KDEx0RgTLCRwAEBEq62t9WmhX+z9HL/5zW+0efNmbdmyRUOGDFFVVZXmzJmjlJQU5efnd1a4l4wEDgCwpGA9yMVms13SNfCHHnpIP/nJTzR9+nRJ0rBhw/TnP/9ZRUVFys/Pl8PhkCTV1dWpb9++xn51dXUaOXKkJMnhcKi+vt7nuGfPntXJkyeN/YOFa+AAAEsK5Bay9rTfv/jiC0VH+6bFmJgYeTxfHikjI0MOh0O7du0ytrvdbu3du1dOp1OS5HQ6derUKVVWVhpjdu/eLY/Ho6ysLD8jMkcFDgCApClTpuhnP/uZ0tLSNGTIEP3Xf/2XVqxYofvuu0+SFBUVpTlz5uiJJ55Q//79lZGRoYULFyolJUVTp06VJA0aNEg33XSTZs6cqeLiYrW2tqqwsFDTp08P6gx0iQQOALCozn4W+po1a7Rw4UL967/+q+rr65WSkqJ/+Zd/0aJFi4wxDz/8sJqamjRr1iydOnVKY8eOVUlJieLj440xmzdvVmFhoSZMmKDo6GhNmzZNq1evDuCbXBj3gQcJ94FbH/eBhwfuA7e2zrwPfJMCvw88Xx0bayhFUg4FAOCyQQsdAGBJvE7UHAkcAGBJvI3MHC10AADCEBU4AMCSaKGbI4EDACyJFrq5kCXwo3s2ytYjkBsErGXr0DtCHULQ3bo0sm676Ppv7lCHEHStBaGOIPjK1oY6guD7zoJQRxA87mbJvqJzzuVVYEk40itwroEDABCGaKEDACyJa+DmSOAAAEsigZujhQ4AQBiiAgcAWBKz0M2RwAEAlkQL3RwtdAAAwhAVOADAkmihmyOBAwAsiRa6OVroAACEISpwAIAl0UI3RwIHAFgSLXRzJHAAgCVRgZvjGjgAAGGIChwAYEm00M2RwAEAlkQL3RwtdAAAwhAVOADAkmihmyOBAwAsyavA2uCRnsBpoQMAEIaowAEAlkQL3RwJHABgScxCNxdQC33ZsmWKiorSnDlzghQOAAC4FO2uwPft26fnnntOw4cPD2Y8AABIogL/Ou2qwBsbG5WXl6fnn39evXr1CnZMAAAY18ADWSJZuxJ4QUGBJk2apOzs7K8d29zcLLfb7bMAAPB1SODm/E7gL730kg4cOKCioqJLGl9UVCS73W4sqampfgcJAEBn+PTTT3X33Xerd+/e6tatm4YNG6b9+/cb271erxYtWqS+ffuqW7duys7O1tGjR32OcfLkSeXl5clmsykhIUEzZsxQY2Nj0GP1K4HX1tbqwQcf1ObNmxUfH39J+yxYsEANDQ3GUltb265AAQCXF08QFn98/vnnGjNmjLp27ao333xTH374oX7+85/7XCpevny5Vq9ereLiYu3du1fdu3dXTk6Ozpw5Y4zJy8vT4cOHVVpaqu3bt6u8vFyzZs1q50/h4vyaxFZZWan6+npdc801xrq2tjaVl5fr2WefVXNzs2JiYnz2iYuLU1xcXHCiBQBcNjp7EtuTTz6p1NRUbdiwwViXkZFh/Nnr9WrlypV65JFHdMstt0iSfvWrXyk5OVmvvfaapk+friNHjqikpET79u1TZmamJGnNmjW6+eab9fTTTyslJSWAb+TLrwp8woQJOnjwoKqqqowlMzNTeXl5qqqqOi95AwAQan8/D6u5ufmC49544w1lZmbq9ttvV1JSkq6++mo9//zzxvaamhq5XC6f+V92u11ZWVmqqKiQJFVUVCghIcFI3pKUnZ2t6Oho7d27N6jfy68E3rNnTw0dOtRn6d69u3r37q2hQ4cGNTAAwOUtWJPYUlNTfeZiXWwO18cff6x169apf//+2rFjh+6//3498MAD2rRpkyTJ5XJJkpKTk332S05ONra5XC4lJSX5bO/SpYsSExONMcHCk9gAAJYUrEep1tbWymazGesvdlnX4/EoMzNTS5culSRdffXVOnTokIqLi5Wfnx9AJB0j4AT+zjvvBCEMAAA6hs1m80ngF9O3b18NHjzYZ92gQYP06quvSpIcDockqa6uTn379jXG1NXVaeTIkcaY+vp6n2OcPXtWJ0+eNPYPFt5GBgCwpM6ehT5mzBhVV1f7rPvoo4+Unp4u6csJbQ6HQ7t27TK2u91u7d27V06nU5LkdDp16tQpVVZWGmN2794tj8ejrKwsPyMyRwsdAGBJnf02srlz5+rb3/62li5dqjvuuEPvv/++1q9fr/Xr10uS8e6PJ554Qv3791dGRoYWLlyolJQUTZ06VdKXFftNN92kmTNnqri4WK2trSosLNT06dODOgNdIoEDACBJGj16tLZu3aoFCxZoyZIlysjI0MqVK5WXl2eMefjhh9XU1KRZs2bp1KlTGjt2rEpKSnyejbJ582YVFhZqwoQJio6O1rRp07R69eqgx0sCBwBYkleB3Qfenup98uTJmjx58kW3R0VFacmSJVqyZMlFxyQmJmrLli3tOLt/SOAAAEvq7BZ6uCGBAwAsideJmmMWOgAAYYgKHABgSbTQzZHAAQCWRAvdHC10AADCEBU4AMCSaKGbI4EDACyJFro5WugAAIQhKnAAgCVRgZsjgQMALIlr4OZooQMAEIaowAEAlkQFbo4EDgCwJK6BmyOBAwAsiQrcXMgS+KczfyB3TKjOHnw1oQ6gA5T9mzvUIQTV2VAH0AE+fCPUEQTfoVAH0AEc/x7qCIKnMdLL2jBCBQ4AsCSvAmuDU4EDABACtNDNcRsZAABhiAocAGBJzEI3RwIHAFgSLXRztNABAAhDVOAAAEuihW6OBA4AsCRa6OZooQMAEIaowAEAlkQL3RwJHABgSbTQzZHAAQCWRAVujmvgAACEISpwAIAl0UI3RwIHAFgSLXRztNABAAhDVOAAAEvifeDmqMABAJbkDcISiGXLlikqKkpz5swx1p05c0YFBQXq3bu3evTooWnTpqmurs5nv+PHj2vSpEm64oorlJSUpIceekhnz54NMJrzkcABAPg7+/bt03PPPafhw4f7rJ87d662bdumV155RWVlZTpx4oRuu+02Y3tbW5smTZqklpYWvffee9q0aZM2btyoRYsWBT1GEjgAwJJCVYE3NjYqLy9Pzz//vHr16mWsb2ho0AsvvKAVK1boxhtv1KhRo7Rhwwa999572rNnjyRp586d+vDDD/XrX/9aI0eOVG5urh5//HGtXbtWLS0t7YzowkjgAABL8gRhkSS32+2zNDc3m563oKBAkyZNUnZ2ts/6yspKtba2+qwfOHCg0tLSVFFRIUmqqKjQsGHDlJycbIzJycmR2+3W4cOH2/eDuAgSOAAgoqWmpsputxtLUVHRRce+9NJLOnDgwAXHuFwuxcbGKiEhwWd9cnKyXC6XMearyfvc9nPbgsmvWeiLFy/WY4895rNuwIAB+uMf/xjUoAAACNaDXGpra2Wz2Yz1cXFxFxxfW1urBx98UKWlpYqPjw/gzJ3D79vIhgwZorfeeuv/DtCFO9EAAMEXrAe52Gw2nwR+MZWVlaqvr9c111xjrGtra1N5ebmeffZZ7dixQy0tLTp16pRPFV5XVyeHwyFJcjgcev/9932Oe26W+rkxweJ3C71Lly5yOBzG0qdPn6AGBACA1PmT2CZMmKCDBw+qqqrKWDIzM5WXl2f8uWvXrtq1a5exT3V1tY4fPy6n0ylJcjqdOnjwoOrr640xpaWlstlsGjx4cHt+DBfld/l89OhRpaSkKD4+Xk6nU0VFRUpLS7vo+ObmZp8JA263u32RAgDQgXr27KmhQ4f6rOvevbt69+5trJ8xY4bmzZunxMRE2Ww2zZ49W06nU9ddd50kaeLEiRo8eLDuueceLV++XC6XS4888ogKCgou2rpvL78q8KysLG3cuFElJSVat26dampqdP311+v06dMX3aeoqMhn8kBqamrAQQMAIl+wZqEH0zPPPKPJkydr2rRpGjdunBwOh373u98Z22NiYrR9+3bFxMTI6XTq7rvv1ve//30tWbIk6LFEeb3eds8ROHXqlNLT07VixQrNmDHjgmMuVIGnpqbqw2FSz5j2ntl6flMV6giCb1SoAwiy8aEOoAMcjsDfh9+uDXUEwZf9jVBHEDyNHinz+Jf3RF/KdeX2cLvdstvtmiSpawDHaZX0H+rYWEMpoBloCQkJuuqqq3Ts2LGLjomLiwt62wAAgMtdQPeBNzY26k9/+pP69u0brHgAAJBkzRa6lfiVwH/84x+rrKxMn3zyid577z3deuutiomJ0V133dVR8QEALlOhfpmJ1fnVQv/LX/6iu+66S//7v/+rK6+8UmPHjtWePXt05ZVXdlR8AADgAvxK4C+99FJHxQEAgI9gPcglUvEYNQCAJQXrUaqRipeZAAAQhqjAAQCW5FVgbfBIr8BJ4AAAS6KFbo4EDgCwJCaxmeMaOAAAYYgKHABgSVTg5kjgAABL4hq4OVroAACEISpwAIAlUYGbI4EDACyJa+DmaKEDABCGqMABAJZEBW6OBA4AsCSugZujhQ4AQBiiAgcAWBIVuDkSOADAkrgGbo4EDgCwJBK4Oa6BAwAQhkJWgf/DjJGydYsJ1emD7rbVlaEOIei+MT7UEQRXt7WhjiD4BlcdDXUIQdf4jf6hDiHoBiy7LdQhBI37i1bpvm2ddr5Iv44dCFroAABLYhKbOVroAACEISpwAIAleSRFBbh/JCOBAwAsiQRujhY6AABhiAocAGBJTGIzRwIHAFgSCdwcLXQAAMIQCRwAYEmeICz+KCoq0ujRo9WzZ08lJSVp6tSpqq6u9hlz5swZFRQUqHfv3urRo4emTZumuro6nzHHjx/XpEmTdMUVVygpKUkPPfSQzp4962c0X48EDgCwJG8QFn+UlZWpoKBAe/bsUWlpqVpbWzVx4kQ1NTUZY+bOnatt27bplVdeUVlZmU6cOKHbbvu/J+21tbVp0qRJamlp0XvvvadNmzZp48aNWrRoUTt/ChfHNXAAgCV19m1kJSUlPp83btyopKQkVVZWaty4cWpoaNALL7ygLVu26MYbb5QkbdiwQYMGDdKePXt03XXXaefOnfrwww/11ltvKTk5WSNHjtTjjz+u+fPna/HixYqNjQ3gG/miAgcARDS32+2zNDc3X9J+DQ0NkqTExERJUmVlpVpbW5WdnW2MGThwoNLS0lRRUSFJqqio0LBhw5ScnGyMycnJkdvt1uHDh4P1lSSRwAEAFhWsFnpqaqrsdruxFBUVfe25PR6P5syZozFjxmjo0KGSJJfLpdjYWCUkJPiMTU5OlsvlMsZ8NXmf235uWzDRQgcAWFKwWui1tbWy2WzG+ri4uK/dt6CgQIcOHdK7774bQAQdiwocABDRbDabz/J1CbywsFDbt2/X22+/rX79+hnrHQ6HWlpadOrUKZ/xdXV1cjgcxpi/n5V+7vO5McFCAgcAWFJnz0L3er0qLCzU1q1btXv3bmVkZPhsHzVqlLp27apdu3YZ66qrq3X8+HE5nU5JktPp1MGDB1VfX2+MKS0tlc1m0+DBg/2MyBwtdACAJXkV2AtJ/E3gBQUF2rJli15//XX17NnTuGZtt9vVrVs32e12zZgxQ/PmzVNiYqJsNptmz54tp9Op6667TpI0ceJEDR48WPfcc4+WL18ul8ulRx55RAUFBZfUuvcHCRwAAEnr1q2TJI0fP95n/YYNG/SDH/xAkvTMM88oOjpa06ZNU3Nzs3JycvSLX/zCGBsTE6Pt27fr/vvvl9PpVPfu3ZWfn68lS5YEPV4SOADAkjr7Wehe79fvER8fr7Vr12rt2rUXHZOenq7f//73fp7dfyRwAIAlBfo+b94HDgAALIcKHABgSbxO1JzfFfinn36qu+++W71791a3bt00bNgw7d+/vyNiAwBcxjr7bWThxq8K/PPPP9eYMWN0ww036M0339SVV16po0ePqlevXh0VHwDgMsU1cHN+JfAnn3xSqamp2rBhg7Hu7290BwAAHc+vFvobb7yhzMxM3X777UpKStLVV1+t559/3nSf5ubm894EAwDA1+nsJ7GFG78S+Mcff6x169apf//+2rFjh+6//3498MAD2rRp00X3KSoq8nkLTGpqasBBAwAiHwncnF8J3OPx6JprrtHSpUt19dVXa9asWZo5c6aKi4svus+CBQvU0NBgLLW1tQEHDQDA5c6va+B9+/Y972HsgwYN0quvvnrRfeLi4oL+/FcAQORjEps5vxL4mDFjVF1d7bPuo48+Unp6elCDAgCABG7Orxb63LlztWfPHi1dulTHjh3Tli1btH79ehUUFHRUfAAA4AL8SuCjR4/W1q1b9e///u8aOnSoHn/8ca1cuVJ5eXkdFR8A4DLFJDZzfj9KdfLkyZo8eXJHxAIAgIFHqZrjZSYAAIQhXmYCALAkrwKbiBbpFTgJHABgSR5JUQHsTwIHACAEAk3AkZ7AuQYOAEAYogIHAFgSFbg5EjgAwJK4Bm6OFjoAAGGIChwAYEm00M2RwAEAlkQL3RwtdAAAwhAVOADAkmihmyOBAwAsiRa6OVroAACEISpwAIAl0UI3RwIHAFgSLXRzJHAAgCVRgZvjGjgAAGGo0ytwr/fL34ncZ9o6+9Qd6nRkfR1Jkrsl1BEEVyT+Nu52nw51CEHXGIH/odxftIY6hKBx/78vv8u5f8s7kleR+fc2WKK8nfFf4Sv+8pe/KDU1tTNPCQAIstraWvXr169Djn3mzBllZGTI5XIFfCyHw6GamhrFx8cHITJr6fQE7vF4dOLECfXs2VNRUYFMTzDndruVmpqq2tpa2Wy2DjtPZ+I7WV+kfR+J7xQuOus7eb1enT59WikpKYqO7rirsGfOnFFLS+BtwNjY2IhM3lIIWujR0dEd9lvbhdhstoj5C3oO38n6Iu37SHyncNEZ38lut3fo8SUpPj4+YhNvsDCJDQCAMEQCBwAgDEVsAo+Li9Ojjz6quLi4UIcSNHwn64u07yPxncJFJH4nmOv0SWwAACBwEVuBAwAQyUjgAACEIRI4AABhiAQOAEAYisgEvnbtWn3jG99QfHy8srKy9P7774c6pICUl5drypQpSklJUVRUlF577bVQhxSQoqIijR49Wj179lRSUpKmTp2q6urqUIcVkHXr1mn48OHGQzScTqfefPPNUIcVVMuWLVNUVJTmzJkT6lDabfHixYqKivJZBg4cGOqwAvLpp5/q7rvvVu/evdWtWzcNGzZM+/fvD3VY6AQRl8BffvllzZs3T48++qgOHDigESNGKCcnR/X19aEOrd2ampo0YsQIrV27NtShBEVZWZkKCgq0Z88elZaWqrW1VRMnTlRTU1OoQ2u3fv36admyZaqsrNT+/ft144036pZbbtHhw4dDHVpQ7Nu3T88995yGDx8e6lACNmTIEH322WfG8u6774Y6pHb7/PPPNWbMGHXt2lVvvvmmPvzwQ/385z9Xr169Qh0aOoM3wlx77bXegoIC43NbW5s3JSXFW1RUFMKogkeSd+vWraEOI6jq6+u9krxlZWWhDiWoevXq5f3lL38Z6jACdvr0aW///v29paWl3u985zveBx98MNQhtdujjz7qHTFiRKjDCJr58+d7x44dG+owECIRVYG3tLSosrJS2dnZxrro6GhlZ2eroqIihJHBTENDgyQpMTExxJEER1tbm1566SU1NTXJ6XSGOpyAFRQUaNKkST5/r8LZ0aNHlZKSon/8x39UXl6ejh8/HuqQ2u2NN95QZmambr/9diUlJenqq6/W888/H+qw0EkiKoH/9a9/VVtbm5KTk33WJycnB+W1dAg+j8ejOXPmaMyYMRo6dGiowwnIwYMH1aNHD8XFxemHP/yhtm7dqsGDB4c6rIC89NJLOnDggIqKikIdSlBkZWVp48aNKikp0bp161RTU6Prr79ep0+H53vVP/74Y61bt079+/fXjh07dP/99+uBBx7Qpk2bQh0aOkGnv40M+KqCggIdOnQorK9DnjNgwABVVVWpoaFBv/3tb5Wfn6+ysrKwTeK1tbV68MEHVVpaGjFvhcrNzTX+PHz4cGVlZSk9PV2/+c1vNGPGjBBG1j4ej0eZmZlaunSpJOnqq6/WoUOHVFxcrPz8/BBHh44WURV4nz59FBMTo7q6Op/1dXV1cjgcIYoKF1NYWKjt27fr7bff7tRXzHaU2NhYfetb39KoUaNUVFSkESNGaNWqVaEOq90qKytVX1+va665Rl26dFGXLl1UVlam1atXq0uXLmprawt1iAFLSEjQVVddpWPHjoU6lHbp27fveb8gDho0KKwvC+DSRVQCj42N1ahRo7Rr1y5jncfj0a5duyLiWmSk8Hq9Kiws1NatW7V7925lZGSEOqQO4fF41NzcHOow2m3ChAk6ePCgqqqqjCUzM1N5eXmqqqpSTExMqEMMWGNjo/70pz+pb9++oQ6lXcaMGXPeLZgfffSR0tPTQxQROlPEtdDnzZun/Px8ZWZm6tprr9XKlSvV1NSke++9N9ShtVtjY6NPhVBTU6OqqiolJiYqLS0thJG1T0FBgbZs2aLXX39dPXv2NOYn2O12devWLcTRtc+CBQuUm5urtLQ0nT59Wlu2bNE777yjHTt2hDq0duvZs+d58xK6d++u3r17h+18hR//+MeaMmWK0tPTdeLECT366KOKiYnRXXfdFerQ2mXu3Ln69re/raVLl+qOO+7Q+++/r/Xr12v9+vWhDg2dIdTT4DvCmjVrvGlpad7Y2Fjvtdde692zZ0+oQwrI22+/7ZV03pKfnx/q0NrlQt9FknfDhg2hDq3d7rvvPm96ero3NjbWe+WVV3onTJjg3blzZ6jDCrpwv43szjvv9Pbt29cbGxvr/Yd/+AfvnXfe6T127FiowwrItm3bvEOHDvXGxcV5Bw4c6F2/fn2oQ0In4XWiAACEoYi6Bg4AwOWCBA4AQBgigQMAEIZI4AAAhCESOAAAYYgEDgBAGCKBAwAQhkjgAACEIRI4AABhiAQOAEAYIoEDABCGSOAAAISh/w/EEWJTtjBq+QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow((som_model_simple.weight_cube_history), \n", " interpolation=\"nearest\", origin=\"upper\",\n", " vmax = 1700,\n", " cmap = 'gist_heat')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "1069ca20", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_SOM_gird_neurons(som_model_simple.weight_cube)" ] }, { "cell_type": "markdown", "id": "2397512f", "metadata": {}, "source": [ "## Experimentation with parameters examples\n", "From here we will show some of the different parameters I tried to use to show how if affects the cSOM learning. Feel free to ignore these and just treat the as examples but I believe the are informative to watch. Feel free to play with the different parameters and see the different results you get!" ] }, { "cell_type": "code", "execution_count": 31, "id": "1630d190", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'cSOM, neighborhood radius = 0')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "\n", "plt.scatter(gaussian_data_4_classes_norm[:, 0], \n", " gaussian_data_4_classes_norm[:, 1], alpha=0.3,\n", " color = 'red', label = \"input data\")\n", "plt.scatter(som_model_simple.weight_cube.reshape(7*7,2)[:,0],\n", " som_model_simple.weight_cube.reshape(7*7,2)[:,1],\n", " label = \"weights\")\n", "plt.legend()\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"cSOM, neighborhood radius = 0\") # decay -> none" ] }, { "cell_type": "code", "execution_count": 32, "id": "59c2d8ba", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(som_model_simple.weight_cube_history, interpolation=\"nearest\", origin=\"upper\",\n", " cmap = 'gist_heat')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "id": "a43f9f46", "metadata": {}, "outputs": [], "source": [ "def convert_to_float(arr):\n", " # Flatten the array to handle nested objects if any\n", " flat_arr = arr.ravel()\n", " \n", " # Convert all elements to float\n", " flat_arr = [float(element) for element in flat_arr]\n", " \n", " # Reshape back to the original shape\n", " return np.array(flat_arr).reshape(arr.shape)" ] }, { "cell_type": "markdown", "id": "e096916a", "metadata": {}, "source": [ "## Now lets look at the peguins dataset!" ] }, { "cell_type": "code", "execution_count": 34, "id": "32fb510c", "metadata": {}, "outputs": [], "source": [ "penguins_df = pd.read_csv(\"../../test_data/penguins.csv\")\n", "penguins_df = penguins_df.dropna()\n", "\n", "input_data= np.array((penguins_df.to_numpy()[:,2],\n", " penguins_df.to_numpy()[:,3],\n", " penguins_df.to_numpy()[:,4],\n", " penguins_df.to_numpy()[:,5]))\n", "\n", "input_data = convert_to_float(input_data)\n", "input_data = np.transpose(input_data)" ] }, { "cell_type": "code", "execution_count": 35, "id": "b3a297be", "metadata": {}, "outputs": [], "source": [ "data_normalized = affine_transform(input_data, 0, 1)" ] }, { "cell_type": "code", "execution_count": 36, "id": "2a2f1bb3", "metadata": {}, "outputs": [], "source": [ "parameters_schedule = np.zeros(4, dtype=dtype)\n", "parameters_schedule[0] = (2000, 0.5, 0.0001, 5)\n", "parameters_schedule[1] = (8000, 0.3, 0.00008, 1) # 0.00009\n", "parameters_schedule[2] = (20000, 0.05, 0.00005, 0.1) # 0.00008\n", "parameters_schedule[3] = (100000, 0.005, 0.00001, 0.01) # 0.00005" ] }, { "cell_type": "code", "execution_count": 37, "id": "356c647a", "metadata": {}, "outputs": [], "source": [ "som_model_simple = SOM(x_dim = 7, y_dim = 7, input_dim = 4, n_iter=40001,\n", " learning_parameters=parameters_schedule, som_type = \"cSOM\",\n", " neighborhood_decay = 'exponential',\n", " decay_type='schedule', mode = \"online\", #neighborhood_decay = \"exponential\"\n", " save_weight_cube_history = True\n", " )" ] }, { "cell_type": "code", "execution_count": 38, "id": "93f9a741", "metadata": {}, "outputs": [], "source": [ "som_model_simple.train(data_normalized)" ] }, { "cell_type": "code", "execution_count": 39, "id": "c2744fca", "metadata": {}, "outputs": [], "source": [ "wcube = som_model_simple.weight_cube" ] }, { "cell_type": "code", "execution_count": 40, "id": "73842626", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U_MAT = calculate_u_matrix(wcube)\n", "DENS_MAT = calculate_density_matrix(wcube, U_MAT, data_normalized[:146])\n", "display_density_matrix(DENS_MAT)" ] }, { "cell_type": "code", "execution_count": 41, "id": "e9af78b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U_MAT = calculate_u_matrix(wcube)\n", "DENS_MAT = calculate_density_matrix(wcube, U_MAT, data_normalized[146:146+119])\n", "display_density_matrix(DENS_MAT)" ] }, { "cell_type": "code", "execution_count": 42, "id": "8b0ffd6d", "metadata": {}, "outputs": [ { "data": { "image/png": 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Gjfr+B9q00ahRo7Rr165zHtPY2KiamhqvAQBAa+VT4v3mm2/kcrnUpUsXr+1dunRRZWXlOY/Jz89XXFycZyQnJ/sfLQCg1XAbDtPDjoJ+H++cOXNUXV3tGRUVFcE+JQAgDIRrq9mn24kuvvhiRURE6OjRo17bjx49qq5du57zGKfTKafT6X+EAACEEZ8q3sjISF1zzTXasmWLZ5vb7daWLVs0bNiwgAcHAGi9XGpjetiRzw/QmDVrlrKyspSamqohQ4Zo4cKFqq+v15QpU4IRHwCglTJMztMaNp3j9Tnx3nHHHfr66681b948VVZW6qqrrtLGjRubLLgCAMAMs/O0YTHHe9a0adM0bdq0QMcCAEDY41nNAABbchlt5DL8n6flfbwAAPjALYfcJhZIuWXPzGvPJV8AAIQpKl4AgC2xuAoAAAuZn+Ol1QwAQKtHxQsAsKXTi6v8bxebOTaYSLwAAFtym3zsI6uaAQAAFS8AwJ7CdXEViRcAYEtutQnLB2iQeAEAtuQyHHKZeMOQmWODiTleAAAsRMULALAlsy+zd9FqBgCg5dxGG7lNLK5y23RxFa1mAAAsROIFANjS2VazmeGrnTt3auzYsUpKSpLD4dC6des83506dUqzZ89W//791a5dOyUlJenuu+/Wl19+6dM5SLwAAFty6/uVzf4Mtx/nrK+v18CBA7V48eIm3504cUL79u3T3LlztW/fPv3mN7/RwYMH9bOf/cynczDHCwAIazU1NV6fnU6nnE7nOffNyMhQRkbGOb+Li4vT5s2bvba98MILGjJkiD777DN17969RfGQeNGstoldQx1CQI2+dVeoQwi49/7f0FCHEHCvftQx1CEE3KrSj0IdQsB8Z5yS9Kkl5zL/AI3TxyYnJ3ttz83NVV5enpnQPKqrq+VwONShQ4cWH0PiBQDYkvlHRp4+tqKiQrGxsZ7tzVW7vmpoaNDs2bM1adIkr9//MSReAEBYi42N9SkxtsSpU6d0++23yzAMFRQU+HQsiRcAYEt2fR/v2aR75MgRbd261eekTuIFANhSoFrNgXQ26R46dEjbtm1Tp06dfP4NEi8AwJbMPzLS92Pr6upUVlbm+VxeXq7S0lLFx8crMTFRt912m/bt26d33nlHLpdLlZWVkqT4+HhFRka26BwkXgAAzigpKdGIESM8n2fNmiVJysrKUl5entavXy9Juuqqq7yO27Ztm9LS0lp0DhIvAMCW3IZDbhOv9vPn2LS0NBnnecbz+b5rKRIvAMCW3CZbzWbuAQ4me0YFAECYouIFANiS+dcC2rO2JPECAGzJJYdcJu7FNXNsMNnzzwEAAMIUFS8AwJZoNQMAYCGXzLWLXYELJaDs+ecAAABhiooXAGBLtJoBALCQHV+SEAgkXgCALRkmXwtocDsRAACg4gUA2BKtZgAALBSKtxNZwZ5/DgAAEKZ8Trw7d+7U2LFjlZSUJIfDoXXr1gUhLABAa+c681pAM8OOfI6qvr5eAwcO1OLFi4MRDwAAkr5vNZsZduTzHG9GRoYyMjKCEQsAAGEv6IurGhsb1djY6PlcU1MT7FMCAMKAW23kNtEuNnNsMAU9qvz8fMXFxXlGcnJysE8JAAgDLsNhethR0BPvnDlzVF1d7RkVFRXBPiUAALYV9Faz0+mU0+kM9mkAAGEmXO/j5QEaAABbMky+ncgIlydX1dXVqayszPO5vLxcpaWlio+PV/fu3QMaHACg9XLJIZeJFx2YOTaYfE68JSUlGjFihOfzrFmzJElZWVkqLCwMWGAAAIQjnxNvWlqaDMMIRiwAAHi4DXPztG6bpirmeAEAtuQ2Ocdr5thgsmdUAACEKSpeAIAtueWQ28QCKTPHBhOJFwBgS2afPtVqn1wFAAC+R8ULALClcF1cReIFANiSWyYfGWnTOV57/jkAAECYouIFANiSYXJVs2HTipfECwCwJd5OBACAhcJ1cZU9owIAIExR8QIAbIlWMwAAFgrXR0bSagYAwEIkXgCALZ1tNZsZvtq5c6fGjh2rpKQkORwOrVu3zut7wzA0b948JSYmKjo6WqNGjdKhQ4d8OgeJFwBgS6FIvPX19Ro4cKAWL158zu//8z//U88995yWLFmiP/7xj2rXrp3S09PV0NDQ4nMwxwsAwBkZGRnKyMg453eGYWjhwoX693//d40bN06S9Otf/1pdunTRunXrNHHixBadg4oXAGBLgap4a2pqvEZjY6Nf8ZSXl6uyslKjRo3ybIuLi9PQoUO1a9euFv8OFS+a9d1XlaEOIaAO3NMn1CEEXGxpcahDCDh3qAOAbQTqdqLk5GSv7bm5ucrLy/P59yorT/9/YpcuXby2d+nSxfNdS5B4AQBhraKiQrGxsZ7PTqczhNHQagYA2JSh7+/l9WcYZ34nNjbWa/ibeLt27SpJOnr0qNf2o0ePer5rCRIvAMCWQrGq+XxSUlLUtWtXbdmyxbOtpqZGf/zjHzVs2LAW/w6tZgCALYXikZF1dXUqKyvzfC4vL1dpaani4+PVvXt35eTk6D/+4z/Uq1cvpaSkaO7cuUpKStL48eNbfA4SLwAAZ5SUlGjEiBGez7NmzZIkZWVlqbCwUI8++qjq6+t133336fjx47r++uu1ceNGRUVFtfgcJF4AgC2FouJNS0uTYRjNfu9wOPTEE0/oiSee8DsuEi8AwJbC9e1ELK4CAMBCVLwAAFsyDIcME1WrmWODicQLALAl3scLAABMo+IFANhSuC6uIvECAGwpXOd4aTUDAGAhKl4AgC3RagYAwELh2mom8QIAbMkwWfHaNfEyxwsAgIWoeAEAtmRIOs/7Clp0vB2ReAEAtuSWQw6eXAUAAMyg4gUA2FK4rmr2qeLNz8/X4MGDFRMTo4SEBI0fP14HDx4MVmwAgFbs7H28ZoYd+ZR4d+zYoezsbBUXF2vz5s06deqUbrnlFtXX1wcrPgAAwopPreaNGzd6fS4sLFRCQoL27t2rG2+8MaCBAQBaN8MwuarZpsuaTc3xVldXS5Li4+Ob3aexsVGNjY2ezzU1NWZOCQBoJZjj/QG3262cnBwNHz5c/fr1a3a//Px8xcXFeUZycrK/pwQA4ILnd+LNzs7WgQMHtGbNmvPuN2fOHFVXV3tGRUWFv6cEALQiZyteM8OO/Go1T5s2Te+884527typbt26nXdfp9Mpp9PpV3AAgNbLbTjkaO1vJzIMQ9OnT1dRUZG2b9+ulJSUYMUFAGjlWFyl0+3l1atX66233lJMTIwqKyslSXFxcYqOjg5KgAAAhBOf5ngLCgpUXV2ttLQ0JSYmesbatWuDFR8AoJU6XfGameMN9RWcm8+tZgAArMDtRAAAwDRekgAAsCVD5t6pa9ceLYkXAGBLtJoBAIBpVLwAAHsK014ziRcAYE9mH/to01YziRcAYEvh+uQq5ngBALAQFS8AwJbCdVUziRcAYE+Gw9w8rU0TL61mAAAsRMULALClcF1cReIFANhTmN7HS6sZAAALUfECAGwpXFc1U/ECAOzLMDF85HK5NHfuXKWkpCg6OlqXXnqpnnzyyYC/i56KFwAASQsWLFBBQYFWrlypvn37qqSkRFOmTFFcXJxmzJgRsPOQeAEAtmR1q/n999/XuHHjNHr0aElSz5499eqrr2r37t1+x3AuJF60Gu7Sj0IdAgBfBGhVc01Njddmp9Mpp9PZZPfrrrtOy5Yt0yeffKLLL79cH3zwgd577z09++yzJoJoisQLALApx5lh5ngpOTnZa2tubq7y8vKa7P3YY4+ppqZGvXv3VkREhFwul5566illZmaaiKEpEi8AIKxVVFQoNjbW8/lc1a4kvfbaa1q1apVWr16tvn37qrS0VDk5OUpKSlJWVlbA4iHxAgDsKUCt5tjYWK/E25xHHnlEjz32mCZOnChJ6t+/v44cOaL8/HwSLwCgFbD4yVUnTpxQmzbed9lGRETI7XabCKIpEi8AAJLGjh2rp556St27d1ffvn31f//3f3r22Wd1zz33BPQ8JF4AgD1Z/FrA559/XnPnztWDDz6oqqoqJSUl6Ze//KXmzZvnfwznQOIFANiS1W8niomJ0cKFC7Vw4UL/T9oCPDISAAALUfECAOwpTF8LSOIFANiTxXO8VqHVDACAhah4AQC25DBODzPH2xGJFwBgT8zxAgBgIeZ4AQCAWVS8AAB7otUMAICFwjTx0moGAMBCVLwAAHsK04qXxAsAsCdWNQMAALOoeAEAtsSTqwAAsFKYzvH61GouKCjQgAEDFBsbq9jYWA0bNkwbNmwIVmwAAIQdnxJvt27d9PTTT2vv3r0qKSnRzTffrHHjxunDDz8MVnwAAIQVn1rNY8eO9fr81FNPqaCgQMXFxerbt+85j2lsbFRjY6Pnc01NjR9hAgBaG4dMzvEGLJLA8ntVs8vl0po1a1RfX69hw4Y1u19+fr7i4uI8Izk52d9TAgBak7O3E5kZNuRz4t2/f7/at28vp9Op+++/X0VFRerTp0+z+8+ZM0fV1dWeUVFRYSpgAAAuZD6var7iiitUWlqq6upqvfHGG8rKytKOHTuaTb5Op1NOp9N0oACAViZMVzX7nHgjIyN12WWXSZKuueYa7dmzR4sWLdLSpUsDHhwAoBUL08Rr+slVbrfba/EUAABonk8V75w5c5SRkaHu3burtrZWq1ev1vbt27Vp06ZgxQcAaKV4cpWkqqoq3X333frqq68UFxenAQMGaNOmTfrpT38arPgAAK1VmLaafUq8L774YrDiAACgVeBZzQAAe6LiBQDAOuE6x8v7eAEAsBAVLwDAnsw+9tGmj4wk8QIA7Ik5XgAArMMcLwAAMI2KFwBgT7SaAQCwkMlWs10TL61mAAAsRMULALAnWs0AAFgoTBMvrWYAACxExQsAsCXu4wUAAKaReAEAOOOLL77QXXfdpU6dOik6Olr9+/dXSUlJQM9BqxkAYE8WL646duyYhg8frhEjRmjDhg3q3LmzDh06pI4dO5oIoikSLwDAlqye412wYIGSk5O1YsUKz7aUlBT/A2gGrWYAgH0ZJsYZNTU1XqOxsfGcp1q/fr1SU1M1YcIEJSQkaNCgQVq+fHnAL4nECwAIa8nJyYqLi/OM/Pz8c+736aefqqCgQL169dKmTZv0wAMPaMaMGVq5cmVA46HVDACwpwDN8VZUVCg2Ntaz2el0nnN3t9ut1NRUzZ8/X5I0aNAgHThwQEuWLFFWVpaJQLxR8QIAbOnsHK+ZIUmxsbFeo7nEm5iYqD59+nhtu/LKK/XZZ58F9LpIvAAASBo+fLgOHjzote2TTz5Rjx49AnoeEi8AwJ7MLKzyo009c+ZMFRcXa/78+SorK9Pq1au1bNkyZWdnB+Z6ziDxAgBsKVCt5pYaPHiwioqK9Oqrr6pfv3568skntXDhQmVmZgb0ulhcBQDAGWPGjNGYMWOCeg4SLwDAnsL0tYAkXgCAPYVp4mWOFwAAC1HxAgBsKVzfx0viBQDYU5i2mkm8AAB7CtPEyxwvAAAWouIFANgSc7wAAFiJVjMAADCLihcAYEu0mgEAsBKtZgAAYBYVLwDAnsK04iXxAgBsyXFmmDnejky1mp9++mk5HA7l5OQEKBwAAMKb3xXvnj17tHTpUg0YMCCQ8QAAcFqYtpr9qnjr6uqUmZmp5cuXq2PHjoGOCQAAz+1EZoYd+ZV4s7OzNXr0aI0aNepH921sbFRNTY3XAADgRxkBGDbkc6t5zZo12rdvn/bs2dOi/fPz8/X444/7HBgAAOHIp4q3oqJCDz30kFatWqWoqKgWHTNnzhxVV1d7RkVFhV+BAgBaoTCrdiUfK969e/eqqqpKV199tWeby+XSzp079cILL6ixsVERERFexzidTjmdzsBECwBoNXhkpKSRI0dq//79XtumTJmi3r17a/bs2U2SLgAA8OZT4o2JiVG/fv28trVr106dOnVqsh0AAFPC9HYinlwFALAlWs3N2L59ewDCAACgdaDiBQDYE61mAACsE66tZt7HCwCAhah4AQD2RKsZAAALkXgBALAOc7wAAMA0Kl4AgD3RagYAwDoOw5DD8D97mjk2mGg1AwBgISpeAIA90WoGAMA6rGoGAACmUfECAOyJVjMAANah1QwAAEwj8QIA7MkIwDDh6aeflsPhUE5Ojrkf+gFazQAAWwplq3nPnj1aunSpBgwY4P+PNIOKFwBgTyGqeOvq6pSZmanly5erY8eO5q7hHEi8AICwVlNT4zUaGxvPu392drZGjx6tUaNGBSUeEi8AwLbOtpv9GWclJycrLi7OM/Lz85s935o1a7Rv377z7mMWc7wAAHsyjNPDzPGSKioqFBsb69nsdDrPuXtFRYUeeughbd68WVFRUf6f90eQeAEAYS02NtYr8TZn7969qqqq0tVXX+3Z5nK5tHPnTr3wwgtqbGxURESE6XhIvAAAW7J6VfPIkSO1f/9+r21TpkxR7969NXv27IAkXYnECwCwK4sfGRkTE6N+/fp5bWvXrp06derUZLsZLK4CAMBCVLwAAFtyuE8PM8ebtX37dvM/8gMkXgCAPYXp24loNQMAYCEqXgCALYXrawFJvAAAewrQAzTshsQLALClcK14meMFAMBCVLwAAHsK01XNJF4AgC3RagYAAKZR8QIA7IlVzQAAWIdWMwAAMI2KFwBgT6xqBgDAOrSaAQCAaT4l3ry8PDkcDq/Ru3fvYMUGAGjN3Ib5YUM+t5r79u2rd9999/sfaEu3GgAQBMzxnjmgbVt17do1GLEAAODhkMk53oBFElg+z/EeOnRISUlJuuSSS5SZmanPPvvsvPs3NjaqpqbGawAA0Fr5lHiHDh2qwsJCbdy4UQUFBSovL9cNN9yg2traZo/Jz89XXFycZyQnJ5sOGgDQCpx9cpWZYUM+Jd6MjAxNmDBBAwYMUHp6un7729/q+PHjeu2115o9Zs6cOaqurvaMiooK00EDAMLf2duJzAw7MrUyqkOHDrr88stVVlbW7D5Op1NOp9PMaQAACBum7uOtq6vTX/7yFyUmJgYqHgAATjMCMGzIp8T78MMPa8eOHTp8+LDef/993XrrrYqIiNCkSZOCFR8AoJVyGIbpYUc+tZo///xzTZo0Sd9++606d+6s66+/XsXFxercuXOw4gMAIKz4lHjXrFkTrDgAAPDmPjPMHG9DPHYKAGBLZtvFdm0185IEAAAsRMULALAnntUMAICFzD59yqatZhIvAMCWzD59yq5PrmKOFwAAC1HxAgDsiVYzAADWcbhPDzPH2xGtZgAALETFCwCwJ1rNAABYKEzv46XVDACAhah4AQC2FK7PaibxAgDsKUzneGk1AwBgISpeAIA9GTL3Tl17FrxUvAAAezo7x2tm+CI/P1+DBw9WTEyMEhISNH78eB08eDDg10XiBQDYk6Hv53n9Gr6dbseOHcrOzlZxcbE2b96sU6dO6ZZbblF9fX1AL4tWMwAgrNXU1Hh9djqdcjqdTfbbuHGj1+fCwkIlJCRo7969uvHGGwMWD4kXuIC1uapPqENAK9PG1Sj96S1rThagVc3Jyclem3Nzc5WXl/ejh1dXV0uS4uPj/Y/hHEi8AAB7cktymDxeUkVFhWJjYz2bz1XtNjnU7VZOTo6GDx+ufv36mQiiKRIvACCsxcbGeiXelsjOztaBAwf03nvvBTweEi8AwJZC9eSqadOm6Z133tHOnTvVrVs3v8/fHBIvAMCeLH5ylWEYmj59uoqKirR9+3alpKT4f+7zIPECAKDT7eXVq1frrbfeUkxMjCorKyVJcXFxio6ODth5uI8XAGBPpu7h9b1aLigoUHV1tdLS0pSYmOgZa9euDehlUfECAOwpBK1mK1DxAgBgISpeAIA9Beg+Xrsh8QIAbClUtxMFG4kXAGBPFs/xWoU5XgAALETFCwCwJ7chOUxUrW57VrwkXgCAPdFqBgAAZlHxAgBsymTFK3tWvCReAIA90WoGAABmUfECAOzJbchUu5hVzQAA+MBwnx5mjrchWs0AAFiIihcAYE8srjrtiy++0F133aVOnTopOjpa/fv3V0lJSTBiAwC0Zm7D/LAhnyreY8eOafjw4RoxYoQ2bNigzp0769ChQ+rYsWOw4gMAtFZhWvH6lHgXLFig5ORkrVixwrMtJSUl4EEBABCufGo1r1+/XqmpqZowYYISEhI0aNAgLV++/LzHNDY2qqamxmsAAPCjDH1f9fo1Qn0B5+ZT4v30009VUFCgXr16adOmTXrggQc0Y8YMrVy5stlj8vPzFRcX5xnJycmmgwYAtAKmkq7Zx00Gj0+J1+126+qrr9b8+fM1aNAg3XfffZo6daqWLFnS7DFz5sxRdXW1Z1RUVJgOGgCAC5VPc7yJiYnq06eP17Yrr7xSb775ZrPHOJ1OOZ1O/6IDALRebrckEw/BcNvzARo+Jd7hw4fr4MGDXts++eQT9ejRI6BBAQAQrquafWo1z5w5U8XFxZo/f77Kysq0evVqLVu2TNnZ2cGKDwCAsOJT4h08eLCKior06quvql+/fnryySe1cOFCZWZmBis+AEBrFaaLq3x+ZOSYMWM0ZsyYYMQCAMD3wvTtRLwkAQAAC/GSBACALRmGW4aJV/uZOTaYSLwAAHsyTL7oIFzmeAEAsIRhco7XpomXOV4AACxExQsAsCe3W3KYmKdljhcAAB/QagYAAGZR8QIAbMlwu2WYaDVzOxEAAL6g1QwAAMyi4gUA2JPbkBzhV/GSeAEA9mQYkszcTmTPxEurGQAAC1HxAgBsyXAbMky0mg0qXgAAfGC4zQ8/LF68WD179lRUVJSGDh2q3bt3B/SySLwAAFsy3Ibp4au1a9dq1qxZys3N1b59+zRw4EClp6erqqoqYNdF4gUA4Ixnn31WU6dO1ZQpU9SnTx8tWbJEP/nJT/TSSy8F7ByWz/Ge7bl/p1Om7osGILVxNYY6BLQy3535d86K+dPvjEZTLzr4TqckSTU1NV7bnU6nnE5nk/1PnjypvXv3as6cOZ5tbdq00ahRo7Rr1y6/4/ghyxNvbW2tJOk9/dbqUwPh509vhToCtFK1tbWKi4sLym9HRkaqa9eueq/SfJ5o3769kpOTvbbl5uYqLy+vyb7ffPONXC6XunTp4rW9S5cu+vjjj03HcpbliTcpKUkVFRWKiYmRw+EI2nlqamqUnJysiooKxcbGBu08VuKa7C/crkfimi4UVl2TYRiqra1VUlJS0M4RFRWl8vJynTx50vRvGYbRJNecq9q1kuWJt02bNurWrZtl54uNjQ2b/7DO4prsL9yuR+KaLhRWXFOwKt2/FxUVpaioqKCf5+9dfPHFioiI0NGjR722Hz16VF27dg3YeVhcBQCATre4r7nmGm3ZssWzze12a8uWLRo2bFjAzsMDNAAAOGPWrFnKyspSamqqhgwZooULF6q+vl5TpkwJ2DnCNvE6nU7l5uaGvJcfSFyT/YXb9Uhc04UiHK8pFO644w59/fXXmjdvniorK3XVVVdp48aNTRZcmeEw7PpMLQAAwhBzvAAAWIjECwCAhUi8AABYiMQLAICFSLwAAFgoLBNvsN+laLWdO3dq7NixSkpKksPh0Lp160Idkin5+fkaPHiwYmJilJCQoPHjx+vgwYOhDsuUgoICDRgwwPPUoGHDhmnDhg2hDiugnn76aTkcDuXk5IQ6FL/l5eXJ4XB4jd69e4c6LFO++OIL3XXXXerUqZOio6PVv39/lZSUhDosnEfYJV4r3qVotfr6eg0cOFCLFy8OdSgBsWPHDmVnZ6u4uFibN2/WqVOndMstt6i+vj7UofmtW7duevrpp7V3716VlJTo5ptv1rhx4/Thhx+GOrSA2LNnj5YuXaoBAwaEOhTT+vbtq6+++soz3nvvvVCH5Ldjx45p+PDhuuiii7RhwwZ99NFHeuaZZ9SxY8dQh4bzMcLMkCFDjOzsbM9nl8tlJCUlGfn5+SGMKnAkGUVFRaEOI6CqqqoMScaOHTtCHUpAdezY0fif//mfUIdhWm1trdGrVy9j8+bNxk033WQ89NBDoQ7Jb7m5ucbAgQNDHUbAzJ4927j++utDHQZ8FFYV79l3KY4aNcqzLRjvUkRgVVdXS5Li4+NDHElguFwurVmzRvX19QF9vmuoZGdna/To0V7/XV3IDh06pKSkJF1yySXKzMzUZ599FuqQ/LZ+/XqlpqZqwoQJSkhI0KBBg7R8+fJQh4UfEVaJ93zvUqysrAxRVDgft9utnJwcDR8+XP369Qt1OKbs379f7du3l9Pp1P3336+ioiL16dMn1GGZsmbNGu3bt0/5+fmhDiUghg4dqsLCQm3cuFEFBQUqLy/XDTfc4HlP+IXm008/VUFBgXr16qVNmzbpgQce0IwZM7Ry5cpQh4bzCNtnNePCkJ2drQMHDlzQ82xnXXHFFSotLVV1dbXeeOMNZWVlaceOHRds8q2oqNBDDz2kzZs3W/56tmDJyMjw/O8BAwZo6NCh6tGjh1577TXde++9IYzMP263W6mpqZo/f74kadCgQTpw4ICWLFmirKysEEeH5oRVxWvVuxQRGNOmTdM777yjbdu2WfqO5mCJjIzUZZddpmuuuUb5+fkaOHCgFi1aFOqw/LZ3715VVVXp6quvVtu2bdW2bVvt2LFDzz33nNq2bSuXyxXqEE3r0KGDLr/8cpWVlYU6FL8kJiY2+cPuyiuvvKDb561BWCVeq96lCHMMw9C0adNUVFSkrVu3KiUlJdQhBYXb7VZjY2Oow/DbyJEjtX//fpWWlnpGamqqMjMzVVpaqoiIiFCHaFpdXZ3+8pe/KDExMdSh+GX48OFNbsX75JNP1KNHjxBFhJYIu1azFe9StFpdXZ3XX+Tl5eUqLS1VfHy8unfvHsLI/JOdna3Vq1frrbfeUkxMjGf+PS4uTtHR0SGOzj9z5sxRRkaGunfvrtraWq1evVrbt2/Xpk2bQh2a32JiYprMu7dr106dOnW6YOfjH374YY0dO1Y9evTQl19+qdzcXEVERGjSpEmhDs0vM2fO1HXXXaf58+fr9ttv1+7du7Vs2TItW7Ys1KHhfEK9rDoYnn/+eaN79+5GZGSkMWTIEKO4uDjUIZmybds2Q1KTkZWVFerQ/HKua5FkrFixItSh+e2ee+4xevToYURGRhqdO3c2Ro4cafzud78LdVgBd6HfTnTHHXcYiYmJRmRkpPEP//APxh133GGUlZWFOixT3n77baNfv36G0+k0evfubSxbtizUIeFH8D5eAAAsFFZzvAAA2B2JFwAAC5F4AQCwEIkXAAALkXgBALAQiRcAAAuReAEAsBCJFwAAC5F4AQCwEIkXAAALkXgBALDQ/wfN9LGis5eRIQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U_MAT = calculate_u_matrix(wcube)\n", "DENS_MAT = calculate_density_matrix(wcube, U_MAT, data_normalized[146+119:])\n", "display_density_matrix(DENS_MAT)" ] }, { "cell_type": "code", "execution_count": 43, "id": "0706ecf5", "metadata": {}, "outputs": [ { "data": { "image/png": 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8MhWrIpIJ8bI3+JR1nZKLTifx0A/HCI/NpZ27LVseH1Crnl/Hk/KZvCwCc6WcQy8Pw9XOdD+skiTx1Noz/BmZQWtna7Y+NfCGbb7/60pJrqmuJ93K4fhcZv90gnKVll7+rfhuZq9rrloX74nl039iAHjuznY8dUfdRnRX02h1/HAoic93xhDgYsMfT/Q3+Z9VpVrL/7acZ92JVEB/4p09MJBHBgbU6rPRXGh1En9GZrB0XxwxWfoFYCszBdN6+zFnUECL7dF1tcTcMr4/+O8VPYC7vQW/zm75jT8Nrc77XHJKqhj1VTg5JVVM6+3LhxO73PYxs386wa6LWbU+3tiKKtSM/PIAGUWVTO3py8eTbh2zRqtjyKf7SCuoaFZ3w7vayeQCZv5wjJJKDV18HPjp4d60sjFn0a5YvtilTywv3t2ex4cGGeT1UvPLqVBrm1Ujxb3R2Xzy9yUuXC4GwMnGnEcHt2FG39YtquJIp5PYeTGLJXvjOJumH2WaKWRM6uHD/MFtaO1smvcPMaSCMhWrj6Xw4+EkzBVy9r/YvC4YTUG9NlEeisvlge+OIkm33+gXn1PKHZ/tRyaDXc8Nbja9s44k5DFtxREkCZY90IMRnW5eknrlhmfONuYcfHlYs+zgDPppqwe/P0Z+mYr27nYMbu/KtwcSAHhpRHseG2KYxNKc6XQS285d5vN/YkjI1d+HyN3egieHtWVqL98WVVUmSRIH43JZvCeupspILoOxoV48NiSI9h7N58Kgvqo0WlLyylt0a6DGUu8d+p/+fYnFe+Ows1Cy9amBNy3dfWXTWdYcS+XOEHdWPNizQcE2tY+2R7NsfzyO1mb8/cygazo3XyFJEiMXhROdWcLzd7bjyQZMGZmC2KwS7l95tOa2AAALRgYzf3AbI0ZlejRaHZtOp7NoV2xNY1U/J2ueGd6W8V29630jKFN1IimfxXvjaloUAdwV4s7jQ4NM+qZcgvHUO7lotDru+/YIJ5IL6OLjwMb5/a5b9MopqaL/x3tQaXRsmN+XXv5135FvTCqNjonfHOJcejED27rw08O9ryvV23spm4d/OI6NuYLDC+4wiW6kDZWUW8b9K4+SXljBq6OCmTtIJJabqdJoWXM0hcV748kt1Sfktm62PH9Xe+7u6N7iqo3OpRexdF8c289l1ix8vzkmhFkDTG9rgWBcDeotll5YwahF4RRVqJk9IIDX/9NW/sroppufI5se7dcsf9HisksZ83U4lWodb4wJ4ZH//BJNWR7BscT8G77/5qysSsPlokqxiFlL5SoNPx5OYtm+eIorNQB08XHghbvat8h9I3HZJXyzL4G/zmaw67nBJnmbXcG4Gty48sqtigG+n9mTYcH6crayKg39PtpDUYWaZQ90Z0Qnz4ZHayRXOguYK+X88UT/mrYJJ5MLuPcb/Q3PDrw09P9FNY1wa0UValaGJ/DdwUTKVVqGd3Bn5UPNazq4LgzV7FVoeRq8+nhniDsz+/kD8Pz6SDKrd7xuOJFKUYUaf2dr7gxp3v2ZHujjxx3Bbqg0Op5ec4ZKtb51xLL98QBM6OYtEosAgIOVGc/f1Z4DLw1lVv8Anr+r7vuBmhORWISbMUhpyyujgunkbU9BuZqn156mSqNlZXXrjNkDA5v94qZMJuPjSV1wsTXnUlYJC3dcIi67hJ0XspDJEGsSwnVcbC14c2xIi7+lsCDcjMHu55KYW8aYr8IpU2np7e/EsaR8nGzMObxgWIvZA7A3OpuHfzwOQGdvB6LSi7i7ozvLZ7TcaQ9BEIT6MFhRfoCLDR9M7AzAser7QzzYwjaXDQ12Y0ZYa4CaFiaiRFcQBOF6Bt3xNb6rN1N66u+FYmkmb5Y71W/n1VEdaOOq36EcFuhEt3rer0UQBKElM/htjstVGj7aHk2P1q2aTfPGuorPKWXp3ngeHRJo8veKFwRBMAaDJxdBEARBaDmNkARBEASTIZKLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCiarSaHnnzwss+O0sVRqtscOpE6WxAxAEQRCuV1qlYd6qExyKywNAqZDx3j2djRxV7YmRiyAIzZpWJxk7BIPLK61i+oojHIrLw8pMgUwGvxxJYfPpNGOHVmsiuQiC0CzllFQx+6cTdHnrb/45n2nscAwmvbCCycsjOJtWhJONOevmhfHksLYAvLIpiujMYiNHWDsySZJaXtoXBKFF230xi5c2niWvTAWAtbmCTY/1I9jD3siRNUxsVgkzvjtGZnElXg6WrJrdhzautmh1EjN/OEZ4bC4BLjb88UR/7CzNjB3uLRl95BKdWcxdX+znhQ2RpOSVGzucRqHR6rhcVGHsMASh2atQaXn99yge+ekEeWUqgj3s6O3vRLlKy5yfT5BfnWyao9MpBUxeHkFmcSVBbrb89lg/2rjaAqCQy1h0Xze8HCxJzC3jxQ1nMfVxgdFHLrN/Os6ui9kAKOUypvTy5YmhQXg5WhkzLIN6aWMk60+kMaidK6+N6kB7DztjhyQIzc659CKeXnua+JwyAGYPCOCFu9tTodIyfskhUvLL6RvozM+P9MZMYfTr5jo5EJPD/F9OUq7S0tXXkR9m9qKVjfl1x51JLWTyssOotRKvjerAnEGBRoi2doyaXOJzSrnjs/3IZNAnwIkjCfkAmCvkTO/jx2ND2+BmZ2ms8AwiMbeMYZ/t48pPWS6Dqb18efbOds3+vQlCU9DqJJYfiOfzf2LQ6CTc7S34bHJXBrR1qTnmUmYJE5ceokyl5aG+rXl7fCcjRlw3f0Zm8Nz6M6i1EgPburDsgR7YWNy8kHdVRBJvbDmPQi5j9ew+9Al0bsJoa8+o6X1leCIAwzu4s3ZuX9bP60vvACdUWh0/Hk5i0MK9fLjtYrMe6n57IB5Jgt4BTozs5IFOgjXHUhnyyT6+2h1Lhap51a4Lpk+j1XE4LpfXNkcx9NN9LNsfb+yQ6i29sILpK46wcMclNDqJER092PH0oGsSC0B7Dzu+mNoVgJ8ikll7LMUI0dbdqogknlp7GrVWYkwXT757qNctEwvAA2GtuaerF1qdxBNrTpNdXNlE0daN0UYuuaVV9P9oD1UaHRvm96WXvxMAkiRxKC6PT/+5xJnUQgBszBXMGhDA7IGBOFiZ9iLW1bKLKxnw8V5U2n/f4/GkfN7bepHI6vfmbm/BC3e1597uPsjlMuMGLDRbWp3E0YQ8tkZd5u/zmeSWXntB9vQdbXlmeFtksubzGdtyJp3Xfz9HSaUGG3MF/xvXkck9fG75Hr7aHcvnO2MwU8hYMyeMntXnFVMjSRKLdsfy5a5YAGaEteatcR1R1PIcUK7ScM+SQ8RkldLb34lf5/QxualAoyWXL3bGsGh3LKG+jvz+WL/rPjCSJLH3Ujaf/RPD+Qx96Z29pZI5AwN5eEAAtrfJ7qbgw+0XWb4/gZ6tW7Hx0X41X9fpJP48m8HCHZdIL9Qv9Id42vP66A70C3K52dMJwjW0OomjiXlsPXt9QmllbcbdHT1wsDJj+YEEAJ4aFsSzd7ZrFgnm2XVn2Hw6HYBufo58ObUrrZ1tbvs4SZJ4fPUptkVl4mJrzh9PDDDJ9dv/bTnHTxHJADwzvC1P31H3xB+fU8r4xYcordIwd1Agr47q0Bih1ptRkkulWku/j/aQX6ZiyfTujO7iedNjdTqJfy5k8vnOGGKySgH9L86LdwczvY9fU4VcZ0UVavp/tIfSKg3fPdSTOzq4X3dMpVrLj4eTWLInjpIqDQB3BLvxyqhggtzEor+haHUSOSVVZBRVcLmwkozCCjKKKsgsqqSTtwNzBwWa3FXfrUTE57E1KoMd565NKI7WZozo6MGozp70beNc855Whifw3taLADw+tA0v3NXe5BOM/4KtyGXw5LC2PDksCGUd/n3KVRru/SaCi5eL6eRtz4Z5/bAyVzRitHXnv2ArMhm8Pa4jD/b1r/fzbI+6zKO/ngJg2QPdGdHp5ufSpmaU5PLr0WRe23wOn1ZW7HthSK0+OFqdxF9nM/hyVyyJuWW8ProDsweabqXEkr1xfPL3Jdq727H96YG3nPLKL1OxaFcMvxxNQauTUMhlTOvtyzPD2+Fia2GwmFLzy/F1sjbY85miVRFJpBdWcrmoQp9ECivJKq5Ec4td3L38W7Fkenfc7JtHgYX/gq01/+1obcbdIR6M7nJtQvmv7w8m8s5fFwB4dEgbXrrbtBPMoIV7+WJqV3q0blWvx6cVlDNu8SHyy1SMDfXiq/u6mtT7DXp1G59NCWV8V+8GP9f7Wy+wIjwRWwslfzzRn8Dq8mVja/LkotNJDP98Pwm5Zbw5JoRZAwLq9HiNVscfkRmM6uyJpZlhr0Yq1VqDPGelWsuAj/eQW6ri8ymhTOzuU6vHxeeU8uG2aHZdzALg+5k9GRZ8/Yinvtq/vp33J3RmUo/axVNbkiSx5UwGJVUaJvfwMfi/S11cfeK9mkIuw8PeEk8HS7wcrfB0tMTWXMm3BxIoqdLgamfB0vu716z9mbLQt//Rj1C6eNLvFgnlv348lMhbf+oTzLxBgSwYGWxSJ9yrlVSqG7xJ8GhCHvevPIpGJ/HSiPY8NiTIQNE13JGEPMIMVOWl1uq4f8VRjiXl097djs2P98Pa3PjLBrVOLseT8g3yi7fzQhZzfj6BvaWSw6/cYVJrJ+9vvcBro0Ma/DyrjiTzxu/n8Ha0Yt+LQ+o85RIRn8ff5zP539gQg/7yXznxTu/jx//GhmChbHgSKKpQs+C3s2w/p2+/4e1oxUsj2jMu1MsoJ665P5/Ay9EKL0dLPB2sav7bzc7yhoulibllzF91kktZJSjlMl4Z1YFZ/f1N9qQL+pNJfafxfo5I4s0t5wGYMzCAV0d1MOn32lC/HEnm9d/PIZPBygdvPD3dEmQXVzLqq4PkllYxoZs3n08JNfq/a62TS/d3d7Lj6YENnjqYsiyCY0n5zB/chgUjgxv0XIYW8MpWfp3dh35t6r+ortHqGPrZPlLzK3hrbAgz+9dtZNaYFu2K5cvdMUgSdPFxYOn93fFpVf9psjOphTyx+hRpBRWYKWQ4WpuTU1IFQKivI6+P7tAsRgLlKg2vbIpiy5kMAMZ08eTje7vctiS0ubpywgWY1T+AN8a07ATz2uYofj2agq2Fkt8f79di1zOPJuQxfeVRtDqJWf0DGNTOhbbudng5WBrl37fWycV/wVYGtnXhp4d717tk9kxqIfcsOYSZQkb4S8PwcDCtOW7/BVvxcrBk+zOD6l3y/EdkBk+tOY2TjTmHXh5mcguJ+y5l88y6MxSWq3G0NmPRfd0Y3M61Ts8hSRLfHUzk4x3RqLUSvk5WLJ7WnXbudqwMT+Cb/fGUV+/fGdHRg5dHBhPgcvtKH2OSJImfDifx3taLaHQSbd1sWTajR037jZZm9dEUXt0cBcDMfv4GHyWbEpVGxwPfHeVYYj7+ztZseXwADtbNZ0tDXXx7IJ4PtkVf8zUbcwVBbrYEudnR1t2Wtm62tHWzw7uVVa1Ln+uj1skl+I3tVKp1DWo58PjqU2w9e5mJ3b35fErXej1HYxr8yV6S88qZ0M27ZkNWXUiSxKivDnLxcjHP3dmOp+5oa/ggDSCtoJzHfj3F2bQiZDJ45o52PDksqFYXDQVlKl7YEMnuaH3LnlGdPfjo3i7YXzU/nl1SyRc7Y1l3PAWdpG/rM6Nva54a1vaGLS1MyYmkfB779RTZJVXYWij5dHIXk6rAMaS1x1J4ZXMUkgQP9dXvs2ipCSavtIpxiw+RXlhBL/9W3Nvdp/qEa4ujtWl/JutCkiTWHk/lYGwusdklJOaWodbe+BRvaSYn0MWWtu629GjdqkFVazdS6+RypcLLTCFj82P96eTtUKcXSs0vZ/Ane9FJsP3pgXTwNL3upSeTC5i87DA6CRZP78aYLl51evy+S9nM/OE41uYKDi8YZtIf2kq1lnf+usDqo/qdzEPau/LFlK63PPmfSMrnqTWnySiqxFwp540xITzQx++mJ6SYrBI+2HaRfZdyAP0+pSeHteXBfq0Nst7TWLJLKnli9WmOJerbEc0bHMiLd7WvUzlsc7H+eCovbzqLJMEDYX68M65Ti93MeyGjmHu/OUyF+tquGC62FgS52eiTjastbd3tCHKzxc3OotknW7VWR3JeOXHZJcRmlRKbrf8Tn1OKSqOrOW5AkAu/zO5j0NeudXKRJIn5v5zk7/NZBLrY8OeTA+o0J/32n+f54VASA9u6sOoRw74JQ/rsn0t8vScOBysz/n5mUJ2m7qYuj+BoYj6PDAjgjTENLwxoChtPpvHa5iiqNDq8Ha1Y9kAPOvtce+Gg00ksOxDPZ//EoNVJBLjYsHh6Nzp61e4CIzw2h/e3XiQ6swQAXycrXh4RzOjOnib7y6vW6li4I5oV1S2K+gY68/X0bgYtDTcVG0+m8eLGSCRJX+zx1tiOmCtbXiIFffPL306lEZddSnx2KRlFN2+dYmehpE316Ob10R1M+mKxrrQ6idT88upkU4KngyUTuhm2irROpcgFZSpGLgons7iSqT19+XhSl1o9rqhcTd+PdlOu0vLzrN4MquMcf1NSa3VMXHqYqPSiOq0xnUwu4N5vDmOmkHHgpaF4OpjeruCbuZBRzKO/niQ5rxxzhZy3x3fkvl6+yGQyckureHbdGcJjcwEY39WL9yd0rnOVn1Yn8dupND79+xLZ1Yv+3fwcWflgT5xN+IS99exlXtwYSblKi4e9Je9P6MTQ9m4t7up+06k0nt+gTzA25gr6BbkwqJ0rg9u64ufccvdGlVVpiM8pJTarlLic0pqkk5xfXnOHS4VcxsV3RrTYhNtY6rzP5XB8LvevPIokcdvd9Vd8sy+ej3dEE+yh31BoqlerV8RllzLm63Aq1bpaV3zN+fkEOy9kMbmHD59MDm2CKA2rqELN8+vP1Nz+YHIPH0Z38eSljWfJLqnC0kzO2+M6MqWnb4P+/cpVGlYcSGT5gXjauNqy5fH+Jn+ijssuYd6qkzWt3n1aWTGttx+Te/q0qM7Wf0Zm8Paf56/rS+bvbK1PNO1cCQt0brFVdFer0mhJyi0nLruUnJJKk6r6bC7qtYly4Y5olu6Lx95SyfZnBuF9i949Ko2OgQv3kFVcxaeTQw2+ga+xXNkPYKGUs/WpAbcsX4zLLmH45weQyWDns4OabanjlemvT/++xNUb2oPcbFkyvbtB70OTXVxJYYWadu7N42dVWqXhi50xbDiRSnGlvlWPUi7jro7uTO/dmn5tnE0+SdaGTidx4XIx+2NyOBCTw8nkgmu6G5gpZPRs7cTg9q4MautKB087k79YFIyjXslFrdUxaVkEkamF9PZ3Ys3csJuWtP12Uj/cdrOz4ODLw5rN0FKSJB764TgHYnLo5G3Ppkf73zT2FzZEsvFkGnd3dGf5jJ5NHKnhHYrL5ak1p8krUzG5hw9vj+9oEjt+TUGFSsvWqMusPprMqZTCmq+3drbWj2Z6+Jj0NF9dlVSqiYjP40BsDvtjckjNv/aOqq52Frw1tmOtZjCE/1/q3f4lOa+MUYvCKVNpb1p2K0kSIxeFE51ZYnLtF2ojq7iSu788QGG5mieGBvHC3e2vOyajsIJBC/ei0Ulsfqwf3fzq1wvJ1BSUqUgrqLhucV/418XLxaw+msLvp9NrGo+aKWSM6OTJ9N5+hAU6tairekmSSMor50D1qCYiIY9ylZa1c8MM1spEaDka1Fts06k0nlsfiUIuY/28MHq0vnY3dnhsDjO+O4a1uYKIBXc0y41L26Iu89ivp5DLYMP8vte9x3f+vMD3hxLpG+jMmrlhRopSMKZylYY/IzNYfTSFyLSimq8Hutowq38AD4S1NmJ0jadKo+VkUgE9/Z2azYyE0HQa9ImY2N2n5o5oT689Q3Gl+prvXynjnNLTt1kmFoBRnT2Z2N0bnQTProuktPoKFfRX92uq73g3f0gbY4UoGJm1uZKpvfzY8sQA/npyANN6+2FjriAhp4xz6UW3f4JmykKpryoTiUW4kQZ/Kt65pxO+TlakFVTw+uZzXBkIRWcWcyAmB7kMHqlj52NT89a4jng7WpGSX8671V1lAX6OSKZCrSXE055BbcVNvgTo5O3AhxM7c/S14bw/oRMz+/sbOyRBMIoGJxd7SzO+nNoNhVzGH5EZbDqlv3vcyupRy8hOns3+HiL2lmZ8NiUUmQzWnUjln/OZlKs0/HhY/x4fHdKmRc2tCw1na6Hk/j6tCfYwvU4UgtAUDDKe7dG6Fc9UL+i/ueUcxxLz2XJGn2RmD2zeo5YrwgKdmVt9c7JXNkWxZG8cBeVqWjtbM7KTh5GjEwRBMC0Gu1mYVicxbcURjiXmY66Qo9Lq6OXfig3z+93+wc1ElUbL+MWHatqYALw/oRP392mZC7aCIAj1ZbCVOIVcxpdTu2JvqUSl1TdEM+XbENeHhVLBl/d1xby6gaGLrQX31vIuk4IgCP+fGLTMw8vRio/v1fcbC3KzZXgLvOtbsId99c2V4JnhbY16S19BEARTZbBpsaudSy/Czd6iRfVd+q9KtVYkFkEQhJtolOQiCIIg/P8mdj8JgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIgmBwIrkIgiAIBieSiyAIggkrqlCTV1pl7DDqTCQXQRAEE1Wh0jL6q3CGfrqPjMIKY4dTJyK5CIIgmKjVx1JIK6iguFLDJ39fMnY4dSKSiyAIggmqVGtZvj++5v83n07nTGqh8QKqI5FcBEFotirVWi5kFBs7jEax/kQq2SVVeDlYMi7UC4D3/rqAJElGjqx2jJ5ctDqJPyMziMsuNXYojUaj1ZFZVGnsMAShRZEkicd+PcWor8L56XCSscMxKJVGx7J9+lHL/CFteHVUB6zMFJxILmBbVKaRo6sdoyeX5QfieXLNae78Yj/zVp1oVsO+2np1cxRhH+5m6vIIIuLzjB2OILQIf0RmsCc6G4APtl0kPqflXKD+diqNjKJK3OwsmNLTFw8HS+YNDgTgw+0XqVRrjRzh7Rk1uVRptPxwKAkASYK/z2dxz5JDTPv2CAdicprN8O9WEnPL2HgyDYCjiflMW3GEKcsjOByf2yLenyAYQ0GZinf+vACAo7UZVRodz62PRKPVGTmyhlNrdSzZGwfAvMFtsDRTADB3UCAe9pakFVTUnDdNmVGTyx9nMsgpqcLd3oJtTw1kUg8flHIZEQl5PPj9McZ8fZC/zmag1TXfk/C3BxLQSdA30JkZYa0xV8g5lpjP9BVHmbr8CIfiRJIRhLp6f9tF8spUtHO35Y/HB2BnqSQytZBlVy2AN1e/n04nraACF1tzpvf2q/m6tbmSl0a0B2DJ3jhySkx774vRkoskSXx3MBGAmf0CCPGy59PJoex/aSiz+gdgZabgfEYxT6w+zR2f7WP10ZRmMRS8WnZxJb9Vj1qeu6sd797Tif0vDeHBvtVJJimf+1ceZcryCA7GiiQjGF6Vpnn9ztTG4bhcNp5MQyaDDyd2wc/ZmrfHdQRg0e5YzmcUGTnC+tPqJJZWr7XMHhiIlbnimu/f09WbLj4OlFZp+GJXjDFCrDWjJZeDcblEZ5Zgba64Jjt7O1rx5tgQDi8YxtN3tMXR2oykvHJe3RzFwIV7WbY/npJKtbHCrpPvDiWi0uro2boVvfydAPB0sOKd8Z048NJQZvbzx1wp53hSAQ98d5RJyyIIj20Z04GC8a06kkznt/7huXVnWsR0Eeirw17ZHAXAjLDW9GjdCoAJ3by5u6M7aq3E8+sjm21S/etsBom5ZbSyNmNGWOvrvi+Xy3h9dAgAa4+lEJ1pupVyRksuK8L1o5YpPX1xsDa77vutbMx59s52HHp5GG+MCcHTwZKckio+2h5Nv4/28H31qMdUFVWo+fVICgCPDmlz3fc9HCx5a1xHwq9KMieTC5jx3THu/eYw+1vImpMpq9JoW8xJ97++PRDPG7+fQ6XRsel0Oi9uPNusp5ev+Gp3LMl55XjYW/Li3e1rvi6TyXh/QmecbcyJzizhy12xRoyyfnQ6ia/36NdaHhkQgI2F8obH9Q5wYlRnD3QSvL/1osmeJ4ySXC5llnAgJge5DGb1D7jlsTYWSh4ZEMD+F4fyyaQutHG1oaRSg1Iha6Jo6+eXI8mUVmlo727H0PZuNz3O3f7fJPNwf38slHJOpRTy0PfH+PPs5SaMuGEkSTLZD/mNbIu6TJ8PdjP0s33NehrlvyRJYtGuWD7YFg3A6C6eKOUyNp9O5+XfzqJrxgnm4uVivj2QAMA74ztiZ3ntRamLrQXvT+gMwPL98ZxMzm/yGBti+7lM4rJLsbdU8mA//1seu2BEB8wVcsJjc9l7KbtpAqwjoySXleH6D8jdHT3wc7au1WPMlXIm9/Rl57OD+XZGDyb38G3MEBukUq3lh0P6kdX8IYHI5bdPhO72lvxvrD7JPDIggAAXG+4KcW/sUA0iOrOY0V8dZMDHe1kVkWTSUxJlVRpe3BDJY7+eorBcTWp+BZO+iWBrM0rkNyNJEgv/vlQzF//CXe1YMr07X0/rhkIuY+PJNF77PapZJhitTmLBpig0OokRHT24q6PHDY8b0cmDid280Unw/PpIylWaJo60fvSjFv1oa2b/AOwtr5/NuZqfszUP9/cH9KMXtQmOwGudXAx1VZpdUsmWMxmAfsGqruRyGXd19LhuocsQDLXTd8OJVHJLVXg7WjGmi1edHutmb8kbY0LY+eygmhJEUyVJEr8eTWb84kNcuFxMemEFb2w5z9BP9vHLkWRUGtP6wEemFjL6q3A2VC8Gzx/choFtXahQa3l89Sk+++dSszzxgv7k9PafF/imejH4jTEhPDGsLQAjO3vy+ZRQ5DJYcyyVt/4836xGmQCrIpKITC3EzkLJ2+M73vLY/43riKeDJUl55Xy0PbqJImyYnReziM4swdZCyazqpHE7jw8LwtnGnPicMlYfTWncAOuh1snlzS3nDfKCqyKSUWl1dPdzrFmMMxVPrjlFhaphV90arY7l1UP3uYMCMVPUb3CorOfjbqWwXGWw5yqqUPPYr6d4bfM5qjQ6hrR35Y0xIbjbW5BRVMnrv59j6Kf6Kj9jJxmtTmLJ3jju/eYwSXnleDlYsmZOGAtGBvPDzF7MGaifmv16TxxzV51sNgUjV2h1Eq9ujuLH6l3q70/oxCMDrp1uHt/Vm08nhyKTwc8Rybz7l+nO1f9XRmFFTdPGl0cG425vecvjHazMWDipC6B/rwdjcxs9xoaQpH9HLQ/2bY2jtXmtHmdvacazd7YD4ItdMRSVm9bnttZnsFVHktlxrmFTBxUqLb8cSQbqN2ppbPE5Zby79UKDnmNr1GXSCipwsjFnSk/Tmrrr99Ee3vvrQoNb0ZxMLmDUonC2n8vETCHj9dEd+P6hXjVrY/8bG4KbnQXphRW8ujmKoZ/uY+2xFKMM3TMKK5i+4gif/H0JjU5idBdPtj89iLBAZ0CfxF8bHcLnU0IxV8rZdTGLiUsPk5Rb1uSx1odGq+P59WdYezwVuQw+mxzK/X2urzICmNjdh48n6k+63x9K5KPt0SafYCRJ4o3fz1Gm0tKzdatrKktvZWBb15pqqxc3RlJUYVon3qvtu5TDufRirMwU110U3M59vXxp525LYbm6JkGZijpdHr/8WxSXi+p/T4GNp9IoKFfj62TF3TeZMzUmmQxWH02pdxKVJKlmWuLhfv6NMnXXEOUqLSsPJjJo4V5e2XS2zidQnU5i6b44piyPIL2wAj8nazbO78fsgf+uK1maKXi4fwAHXhrKm2NCcK1OMgs26ZPMuuNNl2S2RV1m5KJwjibmY22uYOGkLiye1u2G1YkTu/uwfl5f3O0tiM0uZdzigxyIyWmSOOtLpdHx5JrT/H4mA6VcxtfTunNvD59bPmZKL1/en9AJgOUHEvh8p2nvldgWlcnu6GzMFDI+nNi5VuuXV7wyKhh/Z2suF1XW7OY3NZIksWi3Pik8EOaHs61FnR5/5eII4KeIJBJN6KKo1smli48DRRVqnlsXWa+SRp1OqikfntU/AEUdPiRNZd4gfcnwy79F1evGPPsu5RCdWYKNuYIH+/obOLqG++HhXvT2d0Kl1bHmWCrDPtvHk2tO12qtKbukkge/P8bCHZfQ6iTGhXqx9akBhPo63vB4SzMFswYEEP7SUF4f3QEXWwvSCip4+bco7vhsP+tPpDZakrl60b6oQk2ojwNbnxrIlJ6+yGQ3/9x19XXkzycG0M3PkeJKDTN/OMbK8ASTvLqvVGuZ/8tJtp/LxFwhZ9kDPRjdxbNWj72/T2veGqs/IX29J45FJlq2W1Su5n9/6KfjHx0SRFt3uzo93tpcyWfVa02/nUrjn/Om1/DxYFwuZ1ILsVDKmTOofrM5g9u5MqS9K2qtxIfbLho4wvqrdXJZdF83rM0VRCTksfxA3Vss7I7OJjG3DHtLpclNF13x3J3tapLos+vO1DmJXhm1TO/jd8OrY2Mb2t6N9fP7smF+X4a2d0UnwZ+RGYz6KpxZPx7nRNKNSzf3x+QwalE4B+NysTLTjwAW3df1ulLQG7E0UzB7YOBVScaclPxyXtp4luGf7zf47Vv/u2j/+NA2bHy0HwEuNrV6vJu9JWvnhjG5hw86Cd7bepEXNpw1qe4Q5SoNj/x0nD3R2ViayfluZk+G17GycGb/AF4f3QHQz9df6WVlSj7acZHc0ioCXW14fOj1e8Vqo0drJ+ZWXzS+ujmqzp+3CpWWuOySer12bXy9W/9zn9bbDze7W68l3cprozqgkMv450IWh+Nrv8ZUrtJwLr2oUcrxZVIdLsvWn0jlpY1nUcpl/PZov5tetd7IlOURHEvMZ/7gNiwYGVyfWJtEUm4Zo78Kp0yl5YW72tVU3NzOiaR8Ji2LwEwhI/ylYXg41P+D0lTOZxTxzb54tkVd5koe7e3vxGND2zC4nSsancSn/1xi+X59gUKwhx2Lp3cjyK1uV5BXK1dp+OVIMsv3J9DGzZZ1c8NuOZqoq6BXt6HRSXg6WPLF1K41ayt1JUkSPx5O4r2tF9HqJEJ9Hfl2Ro/bLiY3hcnLDnM8qQAbcwXfz+xFn3q+R4Cl++JYuEO/WP7aqA71vno2tKMJeUz99ggA6+f1pXeAU72fq0qjZdzXh7iUVcKIjh5880D36z5zOp1EWkEF0ZnFRGeW6P++XEJSXhlWZgqi3rq7TlNytXEkIY/7vj2CuULOgZeGNvic8cbv51h1JJkQT3v+fHLANbND+WUq4rJL//2TU0p8dinp1TM0d4a4s+LBng16/f+qU3KRJIknVp9ma9Rl/J2t2frUwJvuIr3a2bRCxi0+hFIuI/zloXg6WDUo6Mb228k0nt8QiUIuY/28vrWqapv903F2Xcxmak9fPq6uVGkuknLLWH4gno0n01Br9R+Hjl72KOUyItP0VzQzwlrz2ugOBiuPLldpyCtV4etUu31OteW/YCujO3vywYTOBhk9HorLrZlec7Oz4LXRHegf5IJLHefGDcl/wVbsLZX8NKs33fwaXnG5aFdszd6Y/40NYWY/f4Mm/PoY9tk+EnLKmNbbjw8ndm7w851LL+KeJYfQ6CQ+mNCZIDfbfxPJ5WIuZZZQdpNKUScbc3Y8PRA3A19Y3L/yCIfi8nggzI/37mn4e8wvUzH4k72UVGqY1ls/O3QlmRTcopLMycacwe1c+WJq1wbHcLU6JRfQz4OOXHSAjKJKJvfw4ZPJobd9zJNrTvNnZAYTunkb/A00BkmSeGbdGbacycCnlRXbnh54y01NlzJLuPvLA8hksOu5wbRxtW3CaA0ns6iSleEJrD6WQnn1L5q9pZKFk0IZ0cn0CjBuZP2JVCb38DHoyTE5r4w5P58gJuvf+4UEe9gRFuhMvzbO9Al0xsGq6aZBu7+7k59n9aaTt4PBnvOzfy7VtB4BMFPIUMrlmClkmCnkmCnkKBUyzKv/1v+/HHOFjOfval/vEeLN+C/YiqudBbueG2ywn+3Xu2P57BYFDOYKOUFutgR72tHBw55gTzvae9jhamth8GR7Mjmfe7+JQCmXse/FIfi0MsxF1ooDCbx/k3UXb0crgtxsa/60cdX/7WRTu9LnuqpzcgH9kHXaiiPoJFg8vdstNwqmF1YwaOFetDqJrU8NoKOX4X4hGlNxpZpRi8JJK6hgXKgXi+7retMP2HPrzrDpdDojO3nwzQM9mjhSwysoU/FzRDLJeWU8d1c7g33wm7PSKg2L98Sx71I20ZnXzsHLZdDRy4F+bZzp28aZXv5OtRrR11dMVgnt6ri4fTuSJPH5zhiW7ouv81rjigd7cqeBu0n4L9jK0vu7M6pz7YoUakOj1XH/yqMcTczH29GKYA+76gRiTwcPO/xdbOq9L62uHvr+GPtjcgw+06HS6PjfH+cpLFddk0QCXW2wNm+8z+SN1Cu5AHz69yUW743DzlLJjmcG4e1446mu97deYEV4Iv3aOLN6TliDgm1qp1IKmLwsAq1O4tPJoUy6QZlnWkE5gz/Zh1Yn8ccT/eni49j0gQpNKq+0iqOJ+RyOz+VwfB4JOdeWfyrlMkJ9HenXxpkh7V3p0br+6wVNraxKQ7lKi0anQ6OVUGn1f6u1uuo/EhqtrubrGp2Obn6tDL4WNfun46x4sKfBRww6nUSFWtuoyb82/BdsRSGXsef5wbR2rl2xSXNT75/w08Pb1pTRPbv2DGvmhl1XXlxSqWbtsVQA5pjgpsnb6e7XimeHt+XTf2J4c8s5erZuhf9/qo5Whiei1UkMCHIRieX/CWdbC0Z19qy5qs4qriQiPo/D8blEJOSRml/ByeQCTiYXkJhb1qySi42F0ugnXoB3xndqlHUfuVxmEu8PYHxXrxabWKABjSvNFHIW3dcVG3MFx5LyWXqDUsZ1x1MpqdIQ5GbL4HauDQrUWB4dEkSfACfKVVqeWnv6mlYmeaVVrD1+87b6wv8P7vaW3NPNm4WTQgl/aRjhLw1l4b1dmNDN+6YNFoVb87rJTEhLoS+TDzJ2GI2qQROMrZ1tePce/W7fL3fHciqloOZ7Gq2u5j7PjwwIMHgZX1NRyGV8MbUrDlZmnE0r4rOdl2q+99PhJCrVOrr46OfbBQHA18maKb18+WJqV8aF1q1xqfD/wz/PDGq2hT+11eDVqwndvBkX6oVWJ/H02tM1Tf+2ncskvbACZxtzJnTzbnCgxuTlaMXH9+oX3ZbvT+BgbC6lVRp+itD3SXt0cBujl24KgtB81LXbQHPU4OQik8l4b0InfFpZkZpfwf+26Nt5X7lny4y+rU2+dXxtjOjkwfQ++qZ5z64/w5K9cRRVqAl0sRFTH4IgCP9hkLo7e0szvpzaFbkMNp1O539/nOdsWhEWSvkN7wPdXL0xOoQgN1tySqpqWr3MGxxokn3SBEEQjMlgRd09/Z14srpVys/V00UTu/vUucunKbMyV/DVfd0wr66Fd7e34J5mPuUnCILQGAy6Y+jJYUHXtEqp670JmoMQL3veHt8RpVzG83e2x0LZ/Kf8BEEQDK3emyhvJjW/nEd+Ok7fQGfeHt/JkE9tUrQ6SUyHCYIg3ITBk4sgCIIgNE0jHUEQBOH/FZFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBEEwOJFcBEEQBIMTyUUQBMGESZKETicZO4w6E8lFEATBRGl1EhOWHmboZ/soKlcbO5w6EclFEATBRP1zPpMzqYUk55WzdF+cscOpE6Mnl9MpBfR8bydTlkew/ngqJZXNKzvXxv6YHB795SSbTqVRqdYaOxxBEJqJ7w4m1vz3D4eTSCsoN2I0dSOTJMmok3kzvjtKeGxuzf9bmsm5u6MH93b3oX+QCwq5zIjRNVylWsughXvJLqkCwMnGnCk9fbm/jx++TtZGjk4QmrfzGUVsPXuZeYPb4GBlZuxwDOp0SgETlh7GTCEjxNOeyLQi7unqxZf3dTN2aLVi1JHLhYxiwmNzUchlPDksiEBXGyrVOracyeDB74/R/6M9fLQ9mrjsEmOG2SAbT6aRXVKFs405Xg6W5JepWLY/nkGf7OWRH4+z71J2s1ysEwRjU2t1PP7rKZbui+fNLeeMHY7BXRm1jO/qzfsTOgPw+5kMotKKjBlWrRl15PLc+jNsOpXOmC6eLJ7eHUmSiEwr4reTafwRmUFRxb9TZKE+Dtzbw4exXbxoZWNurJDrRKPVMeTTfaQVVPDW2BAeCGvNnuhsVh1Jvma01trZmgf6tGZyTx8crZvHexMEY1t1JJk3fv83qax8sCfDQ9yNGJHhpBWUM/iTfWh1EtueGkiIlz3PrjvD5tPphAU6sWZOGDKZac/qGC25XC6qYODHe9HoJP54oj9dfByv+X6VRsuei9n8diqNfZdy0FRf3ZspZNwR7M4DYa0Z0NbFCJHX3ubTaTy7LhJnG3MOvjwMK3NFzfcSckr55UgKG06mUlKpAcBCKWdcqBcz+ra+7uchCMK/ylUaBn+yj5ySKtq52xKTVYq7vQX/PDu4RUyPvb/1AivCE+kf5Myvs8MAfcIZ9tl+VBod3z3Ukzs6mHYiNdq02I+Hk9DoJPoEON3wRGqhVDCysycrH+rFkVfv4M0xIXT0sketldhxPpPD8bnXP6kJ0ekklu6NB2DWgIBrEgtAoKstb44N4eird/DRxM6EeNpTpdGx4WQa4xYfYvySQ5xOKTBG6HWm1Ul8uP0iL26IbNZTmC1NWZWG7w4mEp9TauxQDO77g4nklFTh52TNb4/2I8DFhqziKj7YetHYoTVYSaWatcdSAZg9ILDm6z6trHm4vz8AH26PRqPVGSO8WjNKcimt0rD6aAoAcwYG3uZocLG1YNaAALY+NZAdzwxkzsAAJvXwaewwG+SfC1nEZpdiZ6lkRt/WNz3O2lzJfb392PrUAH57tC/3dPXCXCEnMrUQO0vTvwLT6iRe3BDJ8v0JbDiZxl1fHOD59ZGk5pt+VcuOc5kciMkxdhiNQpIkXv7tLO/+dYFJ3xxuUUm/oEzF8v0JADx/VzvsLM34+N4uAKw7kcrBWNO+8Lyd9SfSKKnS0MbVhsHtXK/53mNDgmhlbUZcdinrT6QZKcLaMUpyWXdcPxUU6GrDsGC3Oj022MOe10aHEOhq20jRNZwkSTU16Q/19ce+FklCJpPRo7UTX97XjcOvDOOLqaEEuZnuewT96GzBb2fZdDodhVzGgCAXdBL8diqNYZ/t4/Xfo8gqrjR2mDe0/ngq8385yYPfH+P9rRdM/iqwrjadSuevs5cBKChX88DKY82qjPVWluyNo6RKQ4inPWO7eAHQO8CJh6ov4hZsOktZlcaYIdabVifxwyH9Qv4jAwKR/6da1sHKjKfuaAvA5ztjTPp9Nnly0Wh1fF9dBTFn4PU/vJbgYFwuZ9OKsDST1wxj68LF1oIJ3Ux7ZKbTSbz2exQbTqahkMv46r5u/DK7D78/3p+BbV1QayV+OZLCoIV7+WDbRfLLVMYOucaZ1EJev2oheEV4IrN+OtHsdkDfTHJeWU311NxBgQS52ZJZXMmD3x0jt7TKyNE1TFpBOT9HJAPw8sjga84fL40IxtvRirSCCj75+5KxQmyQf85nklZQQStrMyZ2977hMff3aY2/szW5pVV8eyChiSOsvVonly93xRjkBbefyyS9sAJnG3MmdLvxD89YEnPLDPI8S/bqRy3TevvhbGthkOc0JZIk8eYf51hzLBW5DD6fEsroLp4AdPV1ZNUjfVg7N4yerVtRpdHx7YEEBi3cyxc7Y4y+STanpIr5q06i0uq4M8Sdr6d1w9JMzoGYHO5Zeoi47Oa9PqHW6nh67RnKVFp6Bzjx8ohgVj3SG29HKxJyy5j5wzGj/xs0xBc7Y1FpdfQNdGbQfwp6bCyUfHSvvmT3p4gkjiflGyPEBllZfeE9I6w1lmaKGx5jrpTz0ohgAL49kEC2ic4O1Dq5LNody+G4hs1lSpJUk2kf7Ot/0x+esTz6y0kqVA3bQX8yOZ8jCfmYKWTMHXT79aTmRpIk3v7zAr8cSUEmg8+mhDK+6/UXCWGBzmyY35cfHu5FRy97Sqs0LNody8CFe1m2P77BP+f6UGt1PL76FJnFlQS62vD5lFDGhnrx26P98Ha0IjG3jAlLDrEnOqvJYzOUr3fHcia1EDtLJV9M7YpCLsPTwYpVj/TG2cacc+nFzP7pRLPsFHEps4RNp/XrDC+PDL5hKe7Atq5M6emDJMHLG882q/d5KqWAk8kFmCvkPHCLdVqAkZ086O7nSIVay+c7DXPhb2i1Ti6SBM+tj6SwvP7TG0cT84lKL8JCKb/lIrexRGeW8NrvUTSkOntJdYXYvd198HSwMlRoJkGSJD7YdpEfDycB8PG9XW45fSeTyRja3o0/nxjA0vu708bVhsJyNR9tj2bQJ3v5OSIJlabp1jre33qRY4n52Foo+XZGz5qCiY5eDmx5oj+9/Z0oqdLwyE8nWLovrkGfA2M4npTP4upR8wcTOuPt+O/nL9DVlp9m9cbWQsnRxHyeWH262a0zffJ3NJKkP7F29XW86XGvjQ7Bzc6ChNwyvtwV23QBNtCVTZPjunrhZmd5y2NlMhmvje4AwPoTqcRkmV7BRq2TS6CLDZnFlby6uf4n3xXVo5ZJPXxwMsGNkHKZfiF0TXUZYF2dzyhiT3Q2chnMG9zGwNEZlyRJLPz7EivC9b8AH07szJSevrV6rFwuY1RnT/55djCfTg7Fp5UVOSVVfPr3JSqa6Mryt5NpNUnx8ynXF0u42Frwy+w+TO/jhyTBwh2XeHrtGaOMsOqjqELNM2vPoJP0FzZjQ72uO6aTtwMrH+qJhVLOrotZvPxbVLPpDnE8KZ9dF7NRyGW8cHf7Wx7rYGVWs6P92wPxnE0rbIIIGyY1v5ztUfoCjEcGBNTqMT1aOzGiowc6CT7cZnol2LVfc7mvK0q5jG1RmWw8WfcSuLjsUnZHZyOT1f6H19SuzGO+9cf5en0gv9mnH7WM7uJFgIuNIUMziMNxufUeKXyxM6bm/b07viPTevvV+TkUchmTeviw5/khvHtPJ14aEdwkG96i0op4dXMUAE/d0Za7Onrc8DhzpZwPJnTm3Xs6oZTL+CMyg8nLD5NRWNHoMTbUm1vOkV5YgZ+TNW+P73jT48ICnVk8vTsKuYzfTqXx/raLJj9CkySJj7dHAzClpw9talEpemeIO2NDvdBJ8NLGs006Qq6Pnw4noZNgQJALHTzta/24l0cGo5TL2Hspp8HLFoZW6+TSxceR5+5qB+hPvkl1XPz+7qB+1HJnB3eTLSOeNyiQO0PcUWl1PPrLKQrqUOGUkFPK1uorj8eGmOaoZfrKo/R4dyeP/3qK306mkVfLyqFFu2L5ao9+uuV/Y0OY0de/QXGYK+XMCGvNA2GNPzWaV1rF/F9OUqXRcUewG89Ul3Heyoyw1vwyuw+trM04l17MuMWHOGHCi8ObT6ex5UwGCrmML+/riq2F8pbH3xnizsLqfSHfHUysKUAxVbsvZnMiuQALpZyn72hX68e9NTYEJxtzojNLai6MTFFJpZp1x/WzJY8MrNuFd4CLTc3v0fvbLprUSLROpcjzBrWhT4ATZSotz6w7g7qWc7Y5JVX8diodgDkmvMgtk8n4dHIorZ2tSS+s4Nn1Z2r9j7VsfzySBMM7uNXpyqMpOduYU1KlYWvUZZ7fEEnP93cxcekhluyN4+Ll4htewS7ZG8cX1ZWCr43qwMP9TXPUeSMarY4nVp8mvbCCABcbPp/atdal72GBzvzxxACCPezILa1i2oojrD2W0sgR111KXjlv/H4egKfvaEt3v1a1ety9PXx4Y0wIAJ/+E8OqI8mNFmNDaHUSC//Wj1oe7h+Ah8Ot1yKu5mxrwVvj9KO4xXtjuZRpeusS8O+mySA3Wwa3db39A/7jqTvaYmeh5HxGMVsi0xshwvqpU3JRyGV8PrUrdpZKzqQW8vXu2i2WrTqSjEqjo6uvIz1b1+7DbywOVmZ8c38PLJRy9l3KqVkgvZX0wgo2VSfPx4YGNXaI9Xb8teFsfqwfTw4LIsTTHkmCUymFfPL3JUYuCqf/R3t4/fco9kZnU6nW8u2B+Jr9Ai+NaG/SFwY38tH2aCIS8rAxV/DtjB51noLzrW4tMrKTB2qtxIJNUcz47iirIpJMogOBRqvjmXWnKa3S0LN1qzqPmB8ZEMCTw/Sf1ze3nOPPyIzGCLNBNp9OJyarFHtLJY/WYx1zbBdPhndwR62VeGljpMkVMWi0uqs2TQbUa9+fk405jw7V/2w+/TvGZCrk6tW48s/IDJ5ccxq5DNbP60tPf6ebHluh0tLvo90UlKtZen93RnX2bFDATWXDiVRe3HgWmQx+erg3g9rd/IrirT/O8+PhJPoGOrNmblgTRtkwl4sq2BOdzZ6L2RyMy6XqqnlpC6W85v+fv7MdT9ZiOsmUbDmTztNrzwCw7IHujOhU/8+dTifx9Z5/R3BXtHWzZWiwG0Pau9LL3wkzRdPuSf5iZwyLdsdiZ6Fk29MD63V/IEmSeGPLOX45koKZQsbKh3pd13LEWCrVWu74bD/phRUsGBnM/HoWyWQVVzL88/2UVGp4ZWSwSRXbbIu6zGO/nsLJxpzDC4bVe3tGpVrLsE/3kVFUycsjgnnUBKbm690V+Uq7fJ9WVmx7euBNW5xcaYvt62TFvheGNqubf72y6SxrjqXSytqMv54aeE1p5xW5pVUM+HgPlWodv87uQ/8g0+7UfDMVKi0RCbnsvpjNnuhsLhfpN2Y9dUdbnruz9vPcpuB8RhH3fnOYSrWOx4e24cW7gw3yvHHZJey8kM3eS9mcTC5Ae9WUqZ2FkgFtXfTJpp0rbva1n76pj5PJ+UxeFoFOgkX3db3hXqPa0uoknl57mr/OXsbSTE4331bYWCixsVBgY6HE1kKJtbmi+u/qr5sra45p7WzTKIUZK8MTeG/rRTzsLdn34pAG7YtbfzyVl347i4VSzvanB1637lup1pJTUkVuaRV5pSpyS6uq/6goqdTw2ZTQhr6dG5q49BCnUgp5algQz9116yq429l0Ko3n1kdiZ6Fk/0tDr6vI1ekkSlUaSio1FFeo9X8qNZRUqnGyMWdI+7q14rqdeieXkko1o74KJzW/ggndvPliatfrjtHqJIZ/vp/E3DLeGhvCzGY0Xw/6D9ykZYc5l15MqK8j6+eFYaG89gO+cEc0S/fFE+rryO+P9TP5eyzUhiRJXLxcQnGlmj4BTs3qPRWUqRi7+CBpBRUMbufK9zN7NcoFTVG5mvC4HPZEZ7P/Ug55/yn+6ORtz7D2bgwPcTf47ROKK9WMWhROWsHNf/fqSqXRMefnE+yvRyPPJdO713RoMJTiSjWDF+6loFzNRxM7c189qhOvJkkSD35/jPDYXILcbGnjakNudRLJK1VRepseXdHvjjD4pu+TyQXc+81hzBVyDi4Yetu9Lbej00mMXXyQ8xnFdPC0x95SWZM8iivUlFRpuNnZfnA7V36a1btBr/9fty4ruQU7SzO+nNqVycsi2Hw6nSHtXa+7etp1MYvE3DIcrMyYXMs9EabE0kzBN/f3YMzXB4lMLeT9rRd5Z3ynmu8XVahZVd3n6PEhbZrVSfhWZDIZIV6mWZRwO0+tPU1agb4k96v7ujXaSNnB2owxXbwY08ULnU4iKl2/x2nfpWwi04o4l17MufRiYrJKWTajh0Ff+39bzpNWUIFPK6tblh3XhblSzvczexERn0d+uYqyKk31Hy1lKs2//6/SXvN3eZUGR2vDj1pWHEigoFxNG1cbg3RAl8lkfDChM3d/eYC47NIbtvkxV8pxtbXA2dYcF1sLXKr/dra1uOlJuSG+r7nT5O03TdaGXC7j1VEduH/lUS5eLr7pceZKOfaWZthbKbGzNMPeUklnb4cGv/5/1Tu5gH4Tz5PD2rJodyyvbz5Hj9at8Gn177zvlU2TD4T5YXOb8khT5etkzRdTQ5n14wl+jkimR+tWNUn0lyPJlFRpaOduy3ATv3HP/xfhsblYmSn49sEeODTCSe9G5HIZob6OhPo68uyd7cgpqWJ/TA57L2VzVyPcGXHz6XTkMv10WG06bteWQi4zmRvwrazerPvi3e1RGmgty9fJmp9m9eZQXC7ONtUJxM6iOoGYY2ehbLILxNT8crafq940Wcfy41vpH+TCDw/34nJhJfZWSuwtzbCzVGJvZVbz303VdqvBZ/wnhwVxIDaH0ymFPLcukjVzw1DIZZxKKeBEdZ+chxq4L8LYhgW78+SwIL7eE8eC36Lo4GmPbyvrmnYNjw8NapHdnZurTyZ3IdjDeCMvVzsLJvXwadR7Dj05rC09Wt+8kKa5q1Br6erryN032fBaX738neh1iwKkpnJl0+TAti4G/6wONfDaSX01+JJAqZCzaGo3bMwVHEvKZ9l+/WalleH6Ucv4rl6NvrjZFJ4Z3o4BQS5UqLXMX3WSleEJ5Jep8HOyZnQzqYD7/+DlEcGM6XJ965OWpLufY00JcUv28ogbN6dsCdZWb5qcZaLdSgzBIONNP2dr3q5ei/hiZwx/Rmaw41wmYNqbJutCIZex6L6ueDpYkpBbxmfVnUjnD25jsGG70HCmUILZ2Bbd163Ff+YGt3OlbxtnY4fRaEobsGmyuTDYJ/Te7t6M7uKJRifx5JrT6CT9B6Sdu52hXsLonG0tWHJ/d8wU+qspd3sL7u1hWvekEVq++uxnaW5eGtGwstzmoL6bJpsLgyUXmUzGB/d0xvOq9gwt8X4m3f1a8c74Tpgr5LxwV/vrSpMFQWi4jl6Gr14yJUPau5rczRINrd77XG4mIj6PB78/SmdvB357tGXs+7gRnU5q0VcdgiAIDWHw5AKQWaQvg7M2b57lx4IgCELDNEpyEQRBEP5/a9klJ4IgCIJRiOQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJxILoIgCILBieQiCIIgGJzS2AFotDq2Rl2mlbU5oT6OOFibGTskQRAEoYGMnlxWHkzko+3RNf8f4GJDqI8Dob6OhPo6EuJpj6WZwogRNlxBmYqjifl09LLHp5UVMpnM2CEJgiA0KpkkSZKxXrxSrWXgwr3klFThamdBTknVdceYKWR08LQn1EefbLr6OhDoYotc3nxO0NO+PUJEQh4A3o5W9Alwok+gE2GBzvg5WYtkIwhCi2PU5LL2WAoLNkXh5WDJ/peGUlqpITKtkMjUouq/C8krU133ODsLJfOHtOHxoUFGiLpuIuLzmLbiCAq5DBmg0V374/awt6RPoBN9ApwJC3QiwMVGJBtBEGqUVKrR6iQcrc2NHUqdGG1aTKuT+PZAAgCzBgRgppDTysacIe3dGNLeDQBJkkgrqKhJNJGpRUSlF1FSpcHWwugzerXy5a4YAKb39uOVUcGcTC7gaEI+RxPzOJNaSGZxJVvOZLDlTAYArnYW9AnQj2ru6uiOm52lMcMXBMGIKtVaRn91kJJKNTueGYS7ffM5HxjtDL3zQhYJuWXYWyq5r7ffDY+RyWT4Olnj62TNmC5egL4AIDa7FBdbi6YMt14i4vM4mpiPuULOo0PaYG2uZGBbVwa2dQWgQqXldEoBRxLzOZqQx+nUQnJKqvjr7GX+OnuZtm62IrkIwv9j646nkpJfDsCXu2L5cGJnI0dUe0ZJLpIksWx/PAAz+rau0yhEqZDTwdO+sUIzqEW79aOWKb188HK0uu77VuYK+gW50C/IBdBfpZxJLeRoQj4nkvMJ9XVsynAFodnZcCKVnyOS+XRyKO097IwdjkGpNLqa8yTA+hOpPDIggCA3WyNGVXtG2edyPKmAM6mFmCvlPNTP3xghNLojCXkcScjHTCHjsSG1WxuyNFMQFujM08PbsuqRPs2+Sk4QGlN+mYq3/7xAVHoRL2yIRKPVGTskg9p0Ko3LRZW42VkwpL0rWp3Ewh3Rt3+giTBKcllenY3v7e7TYqd9Fu2KBWBKT98bjlpaGkmSMGJtiPD/0Df74iit0gAQlV7ED4eSjBuQAWm0Opbu058n5w1uw2ujOiCXwT8XsjiZnG/k6Gqn1sll8+k0g7xgTFYJu6OzkclgzsAAgzynqTmakEdEQp5+1NIMKtoaKjW/nNFfHSTsw918vjOGrOJKY4ckAAk5pcz47igbTxrmd9eUZBRW8FNEMgD3dNWvx3628xIpeeXGDMtg/jybQUp+Oc425kzr7Utbdzum9PQF4MNt0c3iQq7WyWXBb1HEZJU0+AWvVIjdHeJBoKtpzR3mll6/z6Y+Fu3Wj1om9/TFu4WPWk4mF3DPkkNcuFxMVnEVX+2Opf9He3hi9SlOJOWb9C/BtqjL7I3ONnYYjUKnk3hhQyThsbm8uDGSv85mGDskg1q0KxaVRkefACe+mNqVsEAnKtU6Xvs9yqQ/c7Wh00ks3hMHwCMDA7A2169JPzO8HZZmck4kF7DzQpYxQ6yVWieXKo2Op9acplKtrfeLXS6qYMuZdADmDQ6s9/M0lsd+OYVK07B522OJ+RyOrx61DGljoMhM019nM5i24gh5ZSo6etnz6eRQevm3QqOT+OvsZSYti2D0VwdZfzy1QZ+bxrD17GUe+/UUD/94nHf+vNDi5uvXnUjlVEohAJIEz62L5Ej1Rt7mLi67lA0nUwF4aUQwMpmMDyd2wVwpJzw2l82n040cYcPsOJ9JfI6+knZGWOuar3s4WDKrv362Z+Hfl0z+M1vr5OJsY050ZgkfN2BB6YdDSai1Er0DnOjm16rez9NYjiXl885f5xv0HFcqxCb18MWnlbUhwjI5kiSxZG8cT6w+jUqjY3gHN9bP68ukHj5smN+PrU8NYGpPXyyUci5cLual384S9uFuPtx2kdR8409bZBVX8trvUTX///2hRB7+8TiF5ddv2G2OckuraloqvTaqAyM6eqDS6pjz8wkuZTZ89sHYPt95CZ0Ewzu406O1/jwS4GLD03e0BeDdvy6QZ6BZiKYmSRJfV49aHu4fgJ3ltb0W5w9pQytrM+KyS01+urPWyeWTyV0AfYLYd6nuUwlFFWpWH00BYL4JjloAZDL45UgKvx5NrtfjjyflcyguD6VcxuNDW+aoRaXR8dLGs3zy9yUAHhkQwPIZPbG5qpy8o5cDH0/qwtFX7+DVUcH4tLKisFzN8gMJDPpkL7N/OsHB2FyjTF9IksSLG89SWK6mk7c9X03rhpWZgvDYXO5Zcoi47OZ/8v1g60WKKtR09LLn4f7+fHlfV3r5t6KkUsND3x8jo7DC2CHWW2RqIduiMpHJ4MW721/zvbmDAgn2sKOgXM27f10wUoQNsyc6m4uXi7ExV/Bwf//rvm9vacYTw/RJ9ItdMVSoTGtG4Gq1Ti7Dgt15qK9+iPbChrN1Xp9YfTSF0ioN7d3tGFq9A9/UvHCX/sP6vy3nOZZY94qMKxVik3v6tMhRS1G5moe+P8aGk2nIZfDuPZ14Y0wIipv0eXO0NmfuoDbsf3EoKx/sycC2LkgS7LqYxQPfHWX45/ubfLTwy5FkDsTkYKGU88WUrowL9eK3R/vh7WhFUl459yw5zJ5o05/PvpnD8blsOp2OTAbvT+iMUiHH0kzBigd7EuRmS2ZxJTN/OEZRudrYodbLlYuaCd28r9vXYqaQ89G9XZDJ4PczGeyPyTFGiPV29ahlRl//m7Z7eSDMD59WVmQVV/H9ocSmDLFO6lSK/MqoDrR3tyO3tIoXN0TW+sqzSqOt+SHMHRRosr2zHhvShtGdPdHoJB779WSdrvBOJOVzMC4Xpbz2+1qak+S8MiZ8c4iIhDxszBV8N7PXNfPBt6KQyxge4s6qR/qw67nBPNS3NTbmCuwszZq0X1JCTinvb7sIwIKRwbR115+cQrzs2fJEf3r7O1FapeGRn06wbH98s1sYrtJoef33cwA80Kc1Xa/ahOtobc5Ps3rjbm9BTFYpc1adMLl1sNs5FJfLwbhczBQynh3e7obHdPV15OF++nWJVzdFUVZdqtwcHIrTt4SyNJMz+xaVtBZKRc2F8LJ98eTfoP+iKahTcrE0U7BoWlfMlXL2Xsrh54jaTR/9fjqdnJIqPB0sGRvqVa9Am4JMJuOTyV3o4GlPbqmKuatO1HrYeaVCbFIPH3ydWtao5URSPhOWHiYhpwwvB0s2Ptqv3qPPIDdb3h7fiSOv3sFnU0INHOnNqbU6nl13hkq1jv5BzjzU1/+a77vYWvDL7D5M6+2HJMFH26Orj28+J+Dl+xNIyCnD1c6CF/4zZQT6jtw/PtwbOwslxxLzeW79GbS65pFAJenfDYT392l9y9+x5+9qh7ejFemFFXy+M6apQmywr/fozyHTevvdtr3VuFAvQjztKanS1FSWmZo6b6IM9rDnlZHBALy/7eJtFwh1Oonl1eXHjwwIwFxp2je/tDZX8u2MHjjZmHMuvZgFm87e9gr2ZHI+4bG51WstLWvUsuVMOtNXHCW/TEVnbwd+f7y/Qdrv2Fma0aYJS9GX7I0jMq0Ie0sln04OveEtG8yVcj6Y0Il3x3dEIZfx+5kMpi6PILPI9PftJOWWsXiv/iTzxpgQHKxufNO9Dp72LH+wB2YKGduiMnn3rwvNYoT29/lMItOKsDZX3PZ3zMZCyXsTOgHww6FEIlMLmyDChjmWmF/Th3DuoNuvScvlMhZUn4dXHUkyiUKZ/6rXmX5mP3+GtHdFVYvy5J0Xs0jIKcPuFg0qTY2vkzVL7++OUi5jy5mMmr05N/Nl9VrLvd1Ne9QyYekhHv7hGM+tO8Pbf57nq92x/ByRxB+RGRyIySEqrYjU/HJKKtXodBJf7Y7l6bVnUGl13N3RnXXzwnBrRl1Zr4hMLayZy373nk54Otx875FMJmNGX39WzeqNo7UZkWlFjFt8kDMmfIKSJIk3tpxDpdExsK0LY7t43vL4fm1c+GxKVwB+PJxUc/FnqjRaHZ/+ox+BPDIgAFe72zetHdrejfFdvdBJsGBTFGoTL9u9MmqZ1NPnlp/Pqw1q58qAIBfUWonP/rnUmOHVS70aV8pkMj6ZFMrIRQe4lFXCR9ujeWtcx+uOu6ZBZVjdGlQaW1igM/8bG8IbW87z0Y5o2nvY1dwK4GonkwuazajldPW+h9pQyGU1UyZzBwWyYERws7pB2xUVKi3PrtNP/4wN9WJ8V+9aPa5fkAt/PD6A2T8fJyarlCnLI/j43s5M6ObTyBHX3V9nLxMem4u5Us474zvVak1zXKgX2cWVvLf1Ih9tj8bd3sIk3xvAptPpxGWX4mhtxpxaXNVf8caYEPbH5HDxcjErwhNMdi30TGoh4bG5KOQyHh1ctyrTBSODGfP1QX4/k8HsgYF08nZopCjrrt5zVK52FnwyST9n/uPhJPbeoDz5RHIBp1MKMVfImXmDsjpT90BYa6b19kWS4Mk1p0nIKb3umCtrLRO7e+PnbLqjFoDlM3rw8b2deWVkMPMHt2Fab19GdPQgLNCJYA87POwtsaiettTqJMwUMt6f0IlXR3VolokF4MPtF0nILcPd3oJ3x19/AXQrfs7WbHqsP8M7uKPS6Hh2XSTPr48k/gafA2MprlTzTnXZ7eNDgghwsan1Y2cPDGT2AP3C8YsbzhIea3rVVZVqLV9Wr5s8PiQIe8sbT/fdiIutBa+PDgH0lZxJuWWNEmNDXVkzuaerd51nPjp5OzCueh27IXsQG0OD70T51h/n+fFwEi625mx/etA1Q9bZPx1n18VspvX25cOJXRocrDGoNDqmrzjCieQC2rjasPnx/jUf8FMpBUxcehiFXMbe54eYfHKprUq1loJyFdbmypvO3TcH+2NyeOj7YwCseqR3zX106kqnk/h8Z0zNmoZMpm9fNH9Im2sqsozhzS3n+DkimUAXG7Y/MxALZd06aet0Ek+vO8OfkRnYmCtYN6+vSV39fncwkXf/uoCHvSX7XhxS507hkiQx47tjHIzLpW+gM6vn9DGpatULGcWM+iocmQx2PTe4XuuQqfnlDPtsH2qtxC+P9GFAW5dGiLTuGry6vmBkcHV5soqXNv5bnhybVcKui/oGlbMHmuamydowV8r55oEeeDpYEp9TxjNr/62wubKvZWI30x+11IWlmQJPB6tmnVgKylS8uCES0K8R1jexgH7x9IW72/Pbo30Z3sENSdK36LhnySHu+zaCfZeyjbIoHplayKoj+orN9+7pVOfEAvr39unkLvQNdKZMpWXmD8f5MzKjptuwMZVUqllSndCfGd62XregkMlkfDChM5ZmciIS8thwwrR2tS/Zp39/ozt71rvAxdfJmgeqtwV8uP0iOhOpAGxwcrE0U/DVtG415ck/HU4C/m1QeVeIe5NWBTUGVzsLls/ogYVSzp7obD7feYnTKQXsj8lBIZfxxDDTnMv9/0qSJF7//RzZJVUEutrw8ohggzxvj9ZOrHyoF/88O4h7u/uglMs4kpDPzB+OM+qrg2w5k95k/Z40Wh2vbo5CkvQbCq/ccK4+LJQKlj/Yg2AP/R62J9ecpvs7O5n143HWHU8xWiuVleGJ5JepCHSxYVKP+q8H+Tlb1+yLeX/bRXJKTKM1TFx2KduiLgM0eL32iaFB2FooOZ9RzJ8m0qS0wdNiV/x4KJG3/ryAuVLOigd7Mvun46i1Epse60d3E+wjVh+/n07nmXVnAPBzsiYlv5xJPXz4dHLT7dcQbu/Kv5NSLmPTY/3o4uPYKK+TUVjBdwcTWXMshfLq/VC+TlbMGRjI5B6+WJk33s3efjiUyNt/XsDeUsnu54fUqoLqdvLLVKwIT+Dvc5kkXLU+IZdBL38nRnTy4O6OHk1yf6K80ioGLdxLmUrLkundGX2bCrjb0Wh1jF9yiPMZxQwLduP+Pn44WJnV/LG3Mmvym/M9t/4Mm06lc2eIOyse7Nng51u8J5ZP/4nBp5UVu58ffN1IVpIkCsrVZBVXkllcSXZxJVnFVWQVVxLgYmPwGSaDJRdJkpj143H2XsqpqTTq7e/E+vl9DfH0JuPDbRdrSjcVchm7nxuMfx0WUYXGlVFYwd1fHqCkUsNzd7bjqepmho2psFzFzxHJ/Hg4qWa3tJONOQ/382dG39YG70KQWVTJ8M/3U1ql4f0Jnbi/T+06JdSWJEnEZZey41wmf1/I5Fx68TXf7+LjwN0d9YmmsW65+86fF/j+UCKdvR3Y8nh/gxSUnEsvYvySQzfdOGqhlONgZYaj9bVJx8HKjJfuDjboxUJKXjlDP9uHViex5fH+BrmleblKw5BP9pFdUsU9Xb1wtDYnu0SfQDKLKskpqUJ1k5F1vzbOrJ4T1uAYrmaw5AL6bqwjvjxAbqn+F+y7h3pyRwd3Qz29SdDq9El0f0wOk3v48IkYtZiU6SuOcDg+j66+jmyc3xelouk27VaotGw4mcq3BxJIK9C3DmqMC6zHfj3JtqhMuvk58tv8fo1eyZeaX84/F7L4+1wmx5PzufqM0cbVhldGdmB4iGF/z9u9th2VVtegQowbWX8ilT/OZFBUoa75U1yp5nZnwdj3R2JmwM/SK5uiWHMshUHtXPl5Vm+DPe/qoym8ujnqlsc425jjbm+Ju70F7vaWuNlb0t7drsGjw/8y6MYTF1sLPp0cyqwfj9PB095kG1Q2hEIuY9kDPdh1MYs7OrS899fcHY7Pw8pMwRdTuzZpYgGwMlfwYF9/pvf2Y2vUZZbtT2BGX8OOKgC2RWWikMt4/57OTVIi7utkzSMDAnhkQAA5JVXsupjF3+czORSXS3xOWaNM/6m0Ovq1cWZAA9aSbmRKT9+aOzpeodNJlFRpKL4q4Vz9p6xKY9DEArCx+n40Txp4vXZKTx+S88rIKanCzd4Sj6sSiIeDJa62Fk3WJcXguxqHtHdjz/NDaGVj3mz3RtyOlbnCpHuk/X/32ugOddrvYWhKhZzxXb0ZF+p12yvi+prV358Qr4a34akrVzsLpvX2Y1pvP4or1ey7lEPvAKdGea0X727fJGXDcrmsZhrM9/aHG4RaK9EnwIle/ob92SkVcl4Z1cGgz1lfjbJlXqxBCMYyNtSL+/uYRpshmUxGY5wbPR0seeYmXYGbkr2lWc0GPkO7u6O7Sd5Q0JCeHNb464HGZNA1F0EQGt++S9k3bEXUksRmldTcEqElWnUkmQf6+JnUhk5DE8lFEARBMDjT7n8vCIIgNEsiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGJ5KLIAiCYHAiuQiCIAgGpzR2ADFZJTy99gyudhb0CXAiLNCJzt6OmCtF3hMEQWiuZJIkScYMYPZPJ9h1Meuar1mayenRuhV9ApzpHeBEV19HLM0URopQEARBqCujJpfYrBLu/OIAMhk8N7wd5zOKOZaUT36Z6prjzJVyuvo6EhbgRJ9AZ7r7tcLKXCQbQRAEU2XU5PL8+kh+O5XGiI4eLJvRAwCdTiIup5SjCXkcScznaEI+uaVV1zzOTCHj0SFBPHdnO2OEXWebT6fx46Ekgj3s6enfil7+TrR2tkYmkxk7NEEQhEZhtDWXjMIKtpxJB2D+kDY1X5fLZbRzt6Odux0z+vojSRKJuWUcTcznaEIeRxPzuVxUibu9hbFCr5Pc0ire+P08pVUaItOKWHciFQBXOwt6+beiZ2snevk70cHTDqVCrDMJgtAyGG3k8s6fF/j+UCJ9A51ZMzes1o+TJInU/ArsrZQ4Wps3YoSG8cbv51h1JJlgDzsGt3flRFIBZ9MKUWuv/bFbmyvo7teqZmTT1dcRGwuj11sIgiDUi1HOXgVlKtYeTwGuHbXUhkwmw8/ZujHCMrj4nFJWH9O/zzfHhtCvjQsAlWotZ9OKOJ6Uz4mkfE4kF1BSqeFgXC4H43IBUMhl/PhwLwa2dTVa/IIgCPVllOTyc0Qy5SotIZ72DGrrYowQmsTH26PR6iTuCHarSSwAlmYKegc40TvACdCvM8Vkl3A8qUCfbJIKSC+soL2HnbFCFwRBaJAmTy7lKg0/Hk4E9KOWlrqofSwxn38uZCGXwYKRwbc8Vi6XEexhT7CHPTPCWgOQWVSJm51lU4QqCIJgcLVeQf72QLxBXnD98VQKytX4OVkzqpOHQZ7T1EiSxPvbLgIwtZcfbd3rPgLxcBCJRRCE5qvWyeWj7dFExOc16MXUWh0rwvWjljmDAltsddRfZy8TmVqItbmCZ+9sa+xwBEEQmlytz+46CZ5ee/q6PSd18dfZDNILK3CxNWdyD596P48pq9JoWfh3NADzBrURU1uCINSbSqNj2rdHGLUonJJKtbHDqZNaJ5e2brZkl1Tx7Loz6HR1r16WJIll+xIAeLh/gEm2c1myN67Bz7EqIpnU/Arc7CyYMyjAAFEJgnAzmUWVbDiRikqjM3YojWLx3jgiEvK4cLmYxQY4PzWlWieXJfd3x9JMTnhsLsvqsf6y91I2l7JKsLVQ8kD1orWp+eTvS3x/MLHejy8qV/P1Hv0H4Lk722FtLvapCEJjqVRrmfHdUV7ceJYPqtc4W5LzGUUsvSqhfH8wkcTcMiNGVDe1Ti7t3O14e1xHAD77J4bjSfl1eqEro5bpffxwsDKr02Ob0jt/XWBt9d6UulqyL46iCjXt3G2Z3NPXwJEJgnC1z/65RGx2KQA/Hk4iPDbHyBEZjlqr46WNZ9HoJEZ09GBQO1fUWon3tzafJFqnFfUpPX25p6sXWp3EU2tOU/CfBpM3czI5n2NJ+Zgr5DwywHSniuYOCgTglc1RNa1pais1v5wfDyXpHz+qAwp5yyyxFpqPcpWG7w8mEld9Am5JjibksbJ6lqGXfysAXtgQSWF57c5Jpm75/njOZxTjaG3Gu/d04s0x+nPKrotZHIhpHkm0TslFJpPx3oTOBLrYcLmokhc2RFKb7jHfVI9aJnTzxt3edBe4XxkZzP19/JAkeG59JP+cz6z1Yz/5+xIqrY7+Qc4MaSd21QvGJUkSL248yzt/XeDebw5zLr3I2CEZTGmVhuc3RCJJMLWnLz/N6k2giw1ZxVW8seW8scNrsJisEr7arZ8Oe2tsR1ztLAhys+PBvvrlhHf/uoBaa/prTHWuBba1ULJ4enfMlXJ2R2ezMvzWaxQxWSXsupiFTAZzBwfWO9CmIJPJeHd8JyZ280ark3hi9elaDbXPphXyR2QGMhm8MrJDi90Y2tJEphYSnVls7DAaxbrjqWw9exmAogo1D3x3lAsZLeO9vr/1AmkFFfi0suL1MR2wNlfy+dSuKOQy/ozMqPOsgynRaHW8uCESlVbH8A5ujO/qVfO9Z+5oh5ONObHZpfx6JNmIUdZOvTaahHjZ8+aYEAA+3hHN6ZSCmx67fL9+1HJ3iAdtXG3r83JNSi6XsXBSF0Z28kCl1THn5xMcS7z5+pIk/TsPOqGrN528HZoqVKEB9kRncc/SQ4xaFM7nO2PQNIMrwdqKySrhrT/1V/BPDQsi1NeRwnJ9grmUWWLk6BpmT3QWa46lIpPBp5NDsbPUr9929XXkyWFBgL5ZbEZhhTHDrLeVBxOJTCvCzlLJe/d0vuZC1cHajOfv0t9m5POdMdfd98rU1HsX4/19/Bjd2RNN9RV+Ufn1NdjpN2mrb+qUCjmL7uvGkPauVKp1zPrxOGfTCm947O6L2RxNzMdCKef5u9s3baBNTJIkisrVnEsvYnvUZb49EM8bv59j5g/HGP75fiYuPcQvR5IpNvF6/IScUp5ecwZJ0u/f+mp3LNNXHG22J6SrVaq1PLH6FJVqHYPaufLM8Hb8PKs3nb0dyC9TMX3FEWKzmmeCKShT8fJvUQDM6h9AWKDzNd9/fKg+kRZXanhxY2S9tkwYU3xOKZ/vjAHgjTEhN+zScV8vP4I97Ciu1PBF9bGmqkEt94sr1Yz56iAp+eXcFeLO8hk9rsm09W2rbyoq1Vpm/nCMIwn5OFqbsW5u32uaSWq0Ou7+8gDxOWU8OqQNL4+4dQ+x5iQxt4z9l7JJLaggNb+c1IIK0vLLKanS3PaxlmZyRnX25L5efvTyb2VS04SlVRomLDlEbHYpPVq3YnpvP/73h/5+Ow5WZnwyqQt3dWy+bYle2xzFr0dTcLG1YPvTA3G109/3qLBcxfQVR7lwuRgXWwvWzQtrFjMJV3ti9Sn+OnuZIDdb/npywA33yiXklDLqq3Aq1TreHBPCLBMuILqaVicxZXkEJ5MLGNTOlZ8e7nXT35uI+DymrTiCXAbbnh5IsId9E0dbOw2+n0tUWhETvzmEWivx1tgQZvbX/2MWlKno99EeKtRafp7Vm0HNdJG7tErDAyuPcia1EBdbCzbM70uAiw0AvxxJ5vXfz+FkY86+F4dgb2m6Jda1lZJXzqLdsWw+ncbNLvxcbC3wdbLCt5V1zd/erayIySpl3fEUYrL+rU4KdLFhSi9fJnb3Nnq3AkmSePSXU+w4n4mbnQV/PTkAN3tLkvPKeHLNac6m6Re9H+zbmldHdTDJjb63si3qMo/9egqZDFbN6sOA/3QcLyhTMW3FEaIzS3Czs2DdvH8/y6buj8gMnlpzGoVcxubH+tHFx/Gmx646kswbv5/DXCln65MD6tXbr6l9dzCRd/+6gK2Fkr+fHYS3o9Utj3/s15Nsi8qkb6Azq+f0MakLuCsMcrOwHw4l8vafFzBXyPnt0X509nFg0a5YvtgVQ0cve/56coBJvvnaKipXc9+KI1y8XIyXgyXr5/fF0dqcIZ/sJbdUdU1Sba7SCytYvCeWDSfS0FRnlf5BzoR42uNzVRLxaWWNlfnNT7qSJHE6tZD1x1P5IzKDcpUW0N+f5o5gN6b28mVwO1ej9JVbsjeOT/6+hJlCxtq5fenRulXN91QaHZ/8HV3T+y7Yw47F07sR5Gb6JybQl8KP+iqckkoNjw1pw0s3GUXnlVYxbcURYrJK8bC3ZN28MFo7m3aCySqu5K4vDlBUoebpO9ry7G1uby5JEjN/OM7+mBxCPO35/fH+mCtNt49hUm4ZIxYdoFKt4/0Jnbi/z+03mafml3PH5/tRaXQse6A7Izp5NkGkdWOQ5CJJEvNWneSfC1n4OVmzcX5f7v7yAAXlar6e1o2xoV63fxITl1taxZTlESTklNHa2ZoBQS78ejSFABcb/n5mkEl/eG8lq7iSJXvjWHssFVX1ovagdq48d2c7uvo6Nui5S6s0bD2bwbrjqZxKKaz5uru9BZN6+DClp2+Tndj2Xspm1o/HkST4cGJnpvX2u+lxL6yPJK9MhZWZgrfHd2RyDx+TvjhSa3VMXR7BqZRCuvk5sn5eX8xukbxzSvQJJi67FC8HS9bN64uvk2negO/qRNHZ24FNj/W75Xu7Iru4kru+PEBhufqWydbYdDqJ+1Yc4VhiPv3aOPPr7NqPQj775xJf74nDp5UVu54bbHIjbYPd5rioXM2or8JJL6zAw96SzOJKWjtbs/u5wS2m+3FmUSWTlx8mNf/fhV9TvWq4ndzSKpbti2fVkWSqqvsyhQU68fxd7enl72Tw14vNKmHd8VQ2nU6vqXIxU8g48dqdOFg37nRiUm4Z4xYfpLhSw7Tefnw4sfMtj88uruTZ9Wc4FKfvAj4u1Iv3J3SqqUwyNQt3RLN0Xzx2lkq2PTWwVokiu6SS+749QkJOGT6trFg7NwyfVqaXYFYfTeHVzVH1muLaHnWZR389hVwG6+b1bZTPdUOtikjijS3nsTZX8Pczg+qU5MtVGoZ9up/M4kpevLs9jw8NasRI685gZ30HazMWT++GUi4js7gSgDkDW1ZbfQ8HS1bPDsPdXr9I2rN1K+5uZou/heUqFu6IZtDCvaw8mEiVRkeP1q1YPbsPa+c23i9gW3c7Xh8TQsQrw1gyvTuD2rlyZ4h7oyeWsioNc1edoLhSQ3c/R94aF3Lbx7jZW7JqVh9evLs9CrmMPyIzGP3VQSJTCxs11vo4GJvLN/v1vf4+vrdLrU9ObnaWrJkTRoCLDWkFFUxfcZTLRaZVLZecV8Z7Wy8A8NLd7eu8djKysycTu3ujk+C59WcorUUxSlNKzS/nw+36Duovjwiu8+jR2lxZcyPCJXvjyCyqNHiMDWGwkcsVKw4k8P62i7jYWnDw5aEmN1QzhMTcMn46nMTMfv74N5MFUYAvd8XwXXhiTcVXFx8HnruzHYPbuRpl2kej1TXqxYckSTy++hTbojJxrV7Ar2uHiJPJBTy15jTphRUo5TIeHxrE3EGB2FgYvylpTkkVo74KJ6ekiul9/Phgwq1HZDdyuaiCqcuPkJJfjr+zNevm9TWJLhpancR930ZwPKmAPgFOrJkThrweLZWKK9WM/FI/ozK1py8fT+rSCNHWnSRJzPjuGAfjcunt78TaufV7f5Ikce83hzmVUsjEbt58PrWr4YOtJ4MnF0mS+CMyg7ZudoR4mWaJ3P9X/gu2AvrF6ufubMedIe4mvZbQUEv3xbFwx5UF/DB6tK7fqKyoQs2rm6LYGqXf8e5ia8HTw9tyXy/fWs3/NwadTmLmj8c5EJNDe3c7tjzRv94XcumFFUxdHkFaQQWBLjYsub87HTyN+7v77YF4PtgWjY25gh11nC76ryMJ+tJdSYJvZ/QwiVLzNcdSeGVTFBZKOTueGdSgqr3I1ELGLzkEwKbH+tHdr9VtHtE0DP6bIZPJGN/VWyQWE9TG1YbF07ux7amB3NXRo0Unln2Xsvnk70sAvDWuY70TC4CDlX7Kd8n07rR2tia3tIo3fj/HXV8cYFvU5Vr11zO0FeEJHIjJwdJMztfTuzVohsDb0Yo1c8LwdrQiIbeMkYvCeej7YxyOzzXKewP49G/9BsE3x4Y0uNggLNCZOQOrm9JuiiKnpP43PDSUD6q7erx4d/sGl4OH+joyqfrmi2//eaHOm0cr1dpG+ZkYfOQimC6tTvp/0a05Oa+MsV/rF/Dv6+XLhxM7GyyRqjQ61h5PYdGuWPKqCxO6+jryyshg+vxnx3hjOZNayKRvDqPRSbesfKurtIJyPtwWzfZzl2v2OHXxcWDuoEBGdPRo0vVT/wVbGRbsxncP9TTIv12VRsv4xYeIziyhXxtn7u/TGi9HS7xbWeFiY1GvKamG8F+wle5+jmyY388gv5PZxZUM/XQfZSotn00O5d6b3OlXrdURk1XC2bQizqYVEplaRExWCaO7eLLovm4NjuNqIrkILUq5SsPEpYeJziyhq68j6+aFYaE0/LpfaZWGbw8ksDI8oWYvz7BgN14eEXxNF4fGMHDhHlLzKxjdxZPF07oZfASanFfGyvBENpxMpVKtryT0c7JmzsAAJvXwveU+J0Pp+s4//PPMINwMuP5z8XIx4xcfqim5v8JcIcfT0RIvByu8W1nh5WiFt6Ml3o7WeDla4uVoZfC143avb2fbUwMJcjNcl4Rv9sXz8Y5o3Ows2PPCEKzNFCTklhKZWkRUehGRaYVcyCiuqQ69Wnc/RzY91t9gsYBILkIL8/jqU2w9exlXOwv+fGLADfszGVJ2SSVf7Y5lzbFUtDoJuQzu7e7Ds3e2w+s2u6zry3/BVnxaWbHt6YGN2hUir7SKnyOS+TkiiYLq3oFONuY82Lc1D/b1x8nGvNFe+6+zGYzpYvj9cYficll3PJWMwgoyCivILK68aSeKq516406Dvt+YrBLaGbhzQJVGy11fHCA5r5wAFxtySqpuWCFnZ6mki48DXXwc6eLtQBdfR7wcLA1+kSKSi9Ci+C/YilKuX8Dv2YT7GhJySvn0n0tsi9LfA8hCKWdmf38eGxxk8HLroFe3sX5+3yZbuK1QadlwMpUV4Qk1e7wszeRM6enL7AGB+Dmb3v6Y2tJodWQWV5JRWElGYQXp1X+uJJ/0ggq0ksTFd0Y0izXKf85nMnfVyZr/tzST08mrOpH4ONDFxwF/Z5smmQYUyUVoUfwXbOXdezoxI+z2LTQaw+mUAj7cHl1zm4aerVux8dF+Bn2NZfvjmT+46buMa7Q6tp/LZPmBeM6l6+8NI5fBu/fUrmVJcyRJEqVVGpPdQHsjW89eprRKTRcfR9q62Rptr6FILkKL8s6fF3hjjHFv2CZJEnsvZfPR9mheuKu9wUtfJUky+vuLiM9j2YEEwmNz2PnsoGbTg01oOiK5CEIjubIG0xymU+orNb/cZPuSCcYlkosgCIJgcC2n8ZcgCIJgMkRyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4ERyEQRBEAxOJBdBEATB4JTGDiA2q4Tn1kfSxtWGKT19CQt0Ri5vubeFFQRB+P/A6Lc5nvPzCXZeyKr5f59WVkzq4cOkHj74tBL35hYEQWiOjJpcYrNKuPOLA8hkMKGbNzvPZ1FSpdEHJoP+bVyY3NOHuzt6YGmmMFaYgiAIQh0ZNbm8sCGSjSfTuCvEnW8f7EmFSsvf5zNZfyKVw/F5NcfZWSoZ39WLyT186eLjgEwmps0EQRBMmdGSy+WiCgYt3ItaK7HpsX5092t1zfdT88vZeDKNjSfTSC+sqPl6e3c7Jvf0YUI3b5xtLZo67HqRJAlJQqwlCYLw/4bRkst7f11g5cFE+gQ4sW5e35sep9NJRCTksf5EKjvOZVKl0QEwtacvH0/q0lThNsgH2y6yMjyBgW1dmdjdm7tCPLAyF9N8giC0XEapFisqV7PmWAoA84e0ueWxcrmM/kEu9A9yoahCzZ+RGWw4kcqknj5NEWqDRaYWsiI8AUmC/TE57I/JwdZCychOHkzo7k1YgKiOEwSh5THKyGXxnlg+/SeGYA87tj89sMWuoWh1EhOWHuJsWhEjOnrQzsOOzafTSM3/d5rP29GKe7p5MaGbD0FutkaMVhAEwXCaPLlUqrX0/2gPeWUqvpzalXu6eTflyzep1UdTeHVzFHYWSva8MARXOwskSeJEcgGbTqXx19nLlFRqao4P9XFgQjdvxoZ6NZv1JEEQhBupdXLR6iQUBpi+WRWRxBtbzuPtaMX+F4egVLTMJgEFZSqGfraPwnI1b44JYdaAgOuOqVRr2X0xm02n0tgfk4NGp/+nUMplDGnvynN3tifEy76pQxcEQWiwWp/Zn1t/hoYOcjRaHd+GJwAwd1Bgi00sAJ/8c4nCcjXBHnY82Lf1DY+xNFMwuosn383sxZFX7+B/Y0Po4uOARiex62I2LXS2UBCE/wdqvaC/5UwG3f1a8VA//3q/2LZzmaTmV+BkY86Unr71fh5TdzatsKZg4e1xHWuVRF1sLXi4fwAP9w8gNquE/TE5dPAUoxZBEJqnOlWLvfvXBTp529OjtVOdX0iSJJbtiwfgob7+LbYUV6eTeHPLeSQJ7unqRZ9A5zo/R1t3O9q62zVCdIIgCE2j1vNSY7p4otFJPPbrKXJKqur8QuGxuVy4XIyVmeKm00QtwYaTqZxJLcTWQsmrozoYOxxBEASjqHVy+fjeLgS52ZJVXMUTq0+h0erq9ELL9utHLff19qWVjXndomwiW89ebtDjC8tVfLzjEgDPDG+Lm72lIcISBEFodmqdXGwslCx7oAc25gqOJuaz8O9LtX6RyNRCDsfnoZTLmD0wsF6BNoXHV59ixYGEehcufPZPDPllKtq52zZobUoQBOGK+JxSzmcUGTuMOqtTuVaQmy2fTg4F4NsDCWyPqt2V/pVRy7iuXng7WtUxxKb1/raLvPXHebS6uiWYc+lF/HI0GYB3xnfCrAVXwgmC0DTOpRcx+qtwxi8+1OwSTJ3PgCM7ezJ3kH708cKGSOKyS295fEJOKTvOZwIwf/CtW70Y2+uj9WskP0UkM/+Xk1SotLV6nE4n8caWc0gSjAv1Iqwei/iCINRdRHweb/x+juziSmOHYnDZJZXM+fkElWodGp3EG7+fQ1fHi15jqtfl9Ut3t6dPgBNlKi3zfzlJWZXmpsde6at1R7Ab7Uy8Amr2wECWTO+OuVLOzgtZ3LfiCLmlty9e2HgqjdMphdiYK3httFjEF4SmcCqlgJk/HGPVkWQe+7Xu68CmrFKtZd6qk1wuqiTQxQYbcwWnUgpZfyLV2KHVWr2Si1IhZ/H07rjbWxCXXcpLv5294TpFdnElv51MB27foNJUjO7iya+z++BobUZkaiETlx4mIefmo7OicjUfb48G4OnhbXEXi/iC0OiS88qY89OJmi7pJ5IL+GxnjJGjMgxJknh1UxSnUwpxsDLju5m9ePbOdgB8tCOa/DKVkSOsnXovDLjaWbD0/u4o5TK2nr3M94eSrjvm+0NJqLQ6erRuRS//uu+NMZZe/k789mg/fJ2sSMkv595vDnMyOf+Gx36+8xJ5ZSqC3Gx5uP/1LV4EwVhOpRQwbvFBvtkX3+DuGqakoEzFwz8cJ69MRSdv+5p14G/2xbM3OtvI0TXctwcS2HQ6HYVcxtL7uxPgYsPMfv508LSnsFzNh9suGjvEWmnQqnOP1k416xQfbLvIscR/T8DFlWp+PaJf4Db1tZYbaeNqy+bH+hPq40BBuZppK45eV8BwPqOIVdXv8Z1xHcUifjOTW1pFcaXa2GE0ivicUmb9eJyzaUV8vCOat/4436zm62+mUq1l7qoTJOSW4eVgyfcP9WJSDx8eqt4799z6M2RcdXPB5mb3xSw+2qGfCfnf2BD6B7kA+tmi9+7pBMCGk2kcT7rxxa4pafDZ8KF+/owL9UKrk3h89amahbVfj6RQUqWhrZstdwS7NThQY3CxtWDN3DCGd3BHpdHx2OpTrKzujabTSfxvy3l0kn6Dab/qD0FLIUkSReXqFnXFe7WTyQUMWriXfh/uYd3xlBb1PnNKqpj5wzEKy9X4OumrM3+KSObZ9WdQN+N1CZ1O4sWNZzmeVICdhZIfHu5ds5fs1dEd6OytvxB8cs3pZvk+L2WW8NSa00gS3N/Hjxlh124279G6FdN669tmvb75nMm/R4O03C9XaZiw5DCXskro5d+KHx/uzZBP95FTUsWnk0OZ1KN53NjrZrQ6ibf/PM/PEfpRysx+/oR42fPSxrNYmyvY/fxgPB1Mu8S6LuJzSnlqzWnOZxRjb6mknbsdbd1taeum/7udux1udhbN9j48cdmlTFp2mMLyf0ctg9u58tG9nZv9v2NZlYb7vj1CVHoRrZ2t+e3RfhyKy+X59ZFodBJD27uy9P4ezbL90sId0SzdF49SLuOnWb1rruqvSMkrZ/RX4ZRUaZg3OJBXRjaf4pr8MhXjlxwkNb+CsEAnVj3S54YzIQVlKu74fD/5ZSpeHRXM3EGmOytksPu5JOSUMn7xIUqqNAR72BGdWYKngyX7XxyKubL5TxdJksTK8ETer57vlMlAkmDByOBmOe13M5tOpfH67+cov00Ztp2lkrZu+kQTVP13Z28Hk+2+cEVWcSUTlx4mvbCCUB8HRnb25POdMag0OuwslbwxJoTJPXyaZeLUaHXM+fkEey/l4GRjzqZH++HvYgPA3uhsHv31JJVqHT1bt+K7mb1wsDIzcsS1t+ZYCq9sigLgk0ldmHyTxrfboy7z6K+nAPh+Zk+GBbs3WYz1pdLomPHdUY4m5uPnZM2Wx/v/X3t3HlZVnQZw/MtlX4QriBEIXiBzRyADwS3NSm1zGakmF4ISLad8HHvGpqammqdmSSudJvRJkRnNFMsWSR+Xyu0S4AYuISReFgFB1st6ufec+QNidAIVPBcv8vv8A9x74B44l/Oe3/t7z/u75v/RtqMFbRe2+5ZNxNtC7x1UdLGw3adLWLTpWNvXrz081KLvyO+KnZlFLNuagcEkEejpzK6XJtwWwbOuycjrX53h8+OFAEQEePD33wRR22Qk+5Ken0tryb6kJ6e0lrzy+nZvMrWzVvFI0J1Ej9UQNEDdzb/B9dU0NhMVn0JWiR7/fs5sXxSBh0tLxePypAxOFlQBMGmwJ+/OCsLLredU/smyzB93nGJLWgEOtiq2PDeGEL++V22TrqsgZmM6+saWC8B/x4T1iBZFP5wrJTbxKCZJ5sX7B7GstXKqI3/++gwbtTrUTrZ8++J4iz35wi/H7TRb0vJxsbdhx/OR121aK0kyT6xLIV1XydThXsTPu6eb9rZzFF+J8q+7sog/cB43R1u0KybjbN+pxss9wlFdBZt+zCNuYuBt0Rb/p+Ialnx6nPNldaisYOmUu3lh0l0dLg7XZDRx4XIdOZdqySmtJeeSnnMlenIv17VtE+qnJnqsP9NGeFlEoUOT0cSCDWn8mFtBPxd7djwfia+7U9vzRpPEJ4cvsGpPNgaThKuDDX9+bDgzQ3x6xChmzf4cVu7NRmUFa+eN5oFh7V+x/1Rcw7z1aVyubcLP3YlNseH4eTi1u60lOFtUw5x4LXUGE7NCfFgZNeq6x6PJaGJOfAqZhdWE+qnZGhdhEe/B9iRqdbzx9RmsrGD9ghsfaZ0r0TN99SFMkkxC9L1MssB5bcWDi9EksenHPIZ5uxHm33PKj3sjWZbZnJrPWzvPYjBK3OFqz+onQ7q0TAC09JBL1Or4JrOIZlPL2+oOV3vmhg/kqXA/+t2ipZslSeZ3n50gObMYF3sbPls4hhE+bu1um3NJz/KkDDIKW1ptTBnan3dmjrToK/ykowW8vD0TgLdnjPjVRPD/yyuvY+76VAoqGvDsY89/YsMY4mV5F0nF1Q3M/EhLSU0jEQEeJMaE3XCWIL+8nofXHELfaCRuQgCvWGCH8kM5ZUQnpGOS5C7Nn7zz7U+sO5iLr7sje5ZOtLh5NMWDi9Az1DQ288rnp0huLa+ePKQ/780ZhbsCcyal+ka2pBawKTWvbXkGO2sVj47yJjpSw8gB7Z/YzUGWZd7aeZaEIzpsra1IiA5j3KBrV/YZTRJrD+bywb5smk0ybo62vPnYcB4P9ra4UczB7DJiNqZjlGQW3xfIH6YOuaHvK61pZP6GNLJK9Lg62JDwzL1dWqfJXPSNzcxpTWEO6u/C9sWRnZ4jujJNv37BaO4fajnzL7lltcz46Ag1jUZmhw7gvTlBnX5v1TUZeWDVAYqqG1ky6S6WPzTYTHvbNSK49EIZBVUs2XKcgooGbFRWrJg2hJix/qg6SIN1lcEoset0MQlHdG3zGQCjB/YleqyGh4abP2W29sB53m3toPDhk8E8Huxzw9+bVVLD8qQMTl+sAeDBYXfwlxkjLGYUc6aomqj4FOoMJmYEe7MqKrhTx7C6vpmYxHSO5VXiYKvi47n3MGmwZaRX5m9I42B2WbspzM5485szJBxpmX9JfnG8xTTOnbzyB3LL6gj1U7Nl4Rjsbbo26vglgNpaW7F76QQCPV0U3tOuE8GlF5FlmfWHL/C33Vk0m2R83R1Z81Qowb5qs7/2ifxKErU6kk8Vt6XMvFwd2L10PGon81SYfXG8kGXbMgB4dfpQnpvQ+eKSZpNE/A/nWf1dDs0mGQdbFQsiNMRNDFRklNdVhZX1zPqXllJ9E5GBHmx85sZTRleqNxhZvOk4B7LLsFFZsTJqVKcCsLloViTjaGvN1rgxN1UcYjBKzInXklFYTYifmm0WMv+iWZGMt5sDXy0Zh2efrqeLZVkmNvEo32WVEhnoweZnwy1mdC2CSy8SuzGd/a3tMaaP9OLdWUHdXo5aWtPI5tR8NqfmEeDpwra4CLO8zpXpomfH+fPaI8Nu6uedLarh1S9b+j0BONtZEz1Ww3PjA8wWHDtSXd/M7HgtP5fWMsSrD9sWReDq0PXjaDBKLE/K4OuMIqysYEawD7Hj/Ducl+oOAa8ks27eaKZ0UJjQGQUV9Uxf3TL/snBCgEWsEDv0T7tJWhShyN84v7yeB94/QJNR6vTo3JxEcOlFNCuSsbNR8fojw3g63O+WXuE0GU1crjWYJU1xqrCaJ9alUG8w8dgobz54onPpoo7Issz350pZtTe7LVXWx96G2PH+xIzzv6kTfGdErU0h7UIFXq4O7HghUpEbPyWpZW5qo1bX9tiYAHeeHRfA5CH9FU+ZXk+iVqfogntXzr98Ml+ZoHUzskpqFC2i+Od3Oby3J5t+Lvbs//3E6140yrJMXnk9GYVVnMivIsDTmfkRGsX2B0Rw6VWmrDrA6idDGOZteZVBSskrr2P2x1ou1xoYe5cHCdFdSxddiyzL7Dl7iff3ZpNVogfAzdGWhRMCWBCpwcXM5feaFcn0sbchaXGE4lVemYVVrD98geTMYoyt9zL593MmZpw/s0N9cLLrubcWvPXNWTYcuYCdtYqBHk749HVkQF9HfNQtn/uoW772dLHv9mB6s5qMJqZ9eIjcsjoWRAzkzcdHXPV8RZ2BjIIqThRUkVFQRUZh1VUdKsI07mxbpGwWQQSXXsRokrCxgHyzOd33j+/Rldcz7E5XtsaNoY8ZRxOSJLPrdAnv78tuWzTP3dmOuAkBzI/QmK00dNCr35L4TJhZ+9kVVTWQmKLj09R89I0t6zW5OdrydLgfCyI1PXJpCYNRIjohDe358mtuZ2etwlvt0BZwfNROxI73N/tFw83S/nyZ336SisoKVkUFU15n4GRrMMmvqP/V9nY2KoZ7uxLsqyZM4860kXcquj8iuAi3Fc2KZAb0deSL5yPp36d7ToAmSWZnZhEf7MvhQuuNpP1c7Fl8XyBPh/vhYKtskNlxopCZId3Tr6+uyUjS0QI2HNG1naBsra14NMibmFs8L9MVkiSjK6/jYlUDhZUNXKxs4GLV/z4WVzfQXvPorLenKn4czeGlz07w1cmidp8L8HQm2FdNiK+aUb5qhni5mrW7iAguwm0l9O29bF8UQcAtKMk0miS+PFnEh/uzKahoafse7u/OVjMVLXQnkySz9+wl1h/OJV1X2fZ4RIAHyx68u0et13QtRpNESU3jVYGnst7AG48Ov9W7dkNK9Y1ExadQ22Qk2FdNcGsgCRqg7vbiHRFchNuK0hOlXdFskth+rJA1+3N4eergbhtldJeMgtZ5mVPFmCSZ+LmhTB2hbEpF6PlEcBEEM2kymrBRqTrs0dbTXaxq4PNjhdfsQyf0XiK4CIIgCIq7vUuHBEEQhFtCBBdBEARBcSK4CIIgCIoTwUUQBEFQnAgugiAIguJEcBEEQRAUJ4KLIAiCoDgRXARBEATFieAiCIIgKE4EF0EQBEFxIrgIgiAIihPBRRAEQVCcCC6CIAiC4kRwEQRBEBT3X/43v5a7DTwqAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_SOM_gird_neurons(wcube)" ] }, { "cell_type": "code", "execution_count": 44, "id": "9ce4c832", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'bais matrix values')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BpFKpOHToEF//+tdJpVIEAgGe//zn89GPflQscwkEgmc99XSZynyW8nSa0kSKWrjQeqBKgdqhR+XUo3bqUVm0aNrN6Iccz9rcnWqlTHx+juDoMZYmxkhHQsQX5qgUi6vGKlUq/APDZNs1TNjjLOpTLJZCxEsTzTFOvZPd/t1YtVY2uTfRa+tls3szKuWzU0xeai67D9CViPABEggEzxRqqRKFA1Eq81mqoTz1RGn1IJUC/bAT/bADbcCMyqFDadQ8a4XOSeq1KuGpCcYf28v80cOEpyegxS1TpdHQuXELxjYPIUeJvFNBTlvhYPRJjsaPrhrfZmrj5YMv5y0b34Je/ezNi3o6uGp8gAQCgUBwcaks5igcilKLFtcUPCpnoz+WrteKtsuK2qFDoXl2Rx1kWaaYzRCemiA2P0tsdpqxxx6mdopHHIBCocQ/OETXxi3o271MayIsqZP8KjXCI8GfUEvVILU8XqlQcnP7zVzffj0bXRvxm/xiWesKQQgggUAguMqphvNUZrPkD0SoTKdXPa9pN6MfsKPtsqLttqAyay/DLK8cZFmmUiyQCC6QDoeY2v84U/sfp1xY7VWk0enxDQyi3NJBqd3A0eIYj6SniBSeID4VXzXeY/Cw2b2ZgDlAl7WLWztvxW9au0pZcPkQAkggEAiuMmRJpngkRuHJKOWJFHJ5ZeWQptOCYb0TTZsJbeezW/CUC3nSkTCRmSlCE2NEpicJT08i1Vsnels8XqQ+B5LbSMotMalN8t+Jx4ik74bV2hKf0ccm9yYGHYPs8e/hGv81T/MrElwshAASCASCq4RaqkxpJE7ud0FqsVMSbxWg8ZkaJoM7vGgD5ss3ycuALEnkUgni83Msjh4nsThPYnGeVDhErVJe8zi9xYLObafQYSTboyOiz3EsdZxQ/nGQgejyWLVSzRb3Fja6N7LFs4WAKUDAHBDOyudBpVSknM+jNRjQGS9f7zEhgAQCgeAK5KTpYHUp1yhTH0+tzOdRKTDt9mPc7EHTbkape/bk8MiSxOjeB5k/dphEcIHQ5PiqXJ1TUet0OHxt+AaHUA/4qDl0PFE4zH/N/Zxs5Uhj0CmrWSqFih5rD26jm5vab6LX1ssW9xbsevvT+8KeoWTjMYJjxwmOjTB9cB/JpUWQZXbf+Spuet2bL9u8hAASCASCy0xlPktpMkUtWqQWLVBLlZEyqz1iANQeA/oNLiw3tT8rlrZq1SrpSIiFY4eJzk5TzGaZO3qIUnZ102qrx4uvdwBf3wA2rw93dy8Fo8Tvwg8zlhzjv2O/ZWx+DOZXHmfT2djm2cY27zb6bf1s8WzBZWjdPFuwNrIkUcxlSSzOE56aIDIzRXJpkaXx0VVjFUrlCouby4EQQAKBQHAJkWWZeqZCdSFHZTFL8Wh8bS8etQJtmxlNuxldjxXdoAOVSXNpJ3yJyCUTJIMLFHNZ8qkksbkZFkeOkQgurHBQPolSpWbzbc/H29uPp6sHT08fsUqc8eQ4j0YOcCzxaw49eIhsJbvq2HZzOz3WHn5/4Pe5sf1GzBqzaCNxntRrNSLTkxz85c8Yf/RhquUWNguAoy1A+7qNeHv66Nm2E4c/cIlnuhohgAQCgeBpRK7LVIM5ytNpyjMZqsEc9dTq5Rpdnw1tjxWN34TKrEHtNaI0aFConhk3Zqlep1IsEp2bJhlcZOH4EVKhJfLpJPlUknq1uuaxao0Wq8dL7/admBwurG4vPVu3E60nuXf2XsZCv2Hk2AgTqYmWx2/xbGGPfw9ug5vndj0Xn8n3dL3MZyT1Wo1SLkv6RFuPRHCRXCJGKrREIri4KqHcZHfgbO+kfd0G7L42AsPrrwjBczpCAAkEAsFFop6vImUrJ3J38lSXcpSnM8iV+qqxKqcetduAttOCeY8flfXqd6qvlIosjY2SS8aJL8yRiUXJxqJkEzGy8VhLE8FTsXp8mB1OdCYTzkAH/oEh2gaGsXq8KBQKspUsT4Se4OHYPu7/5T8xmZ5cdQ63wc0u/y46zB3s9O1ku3c7Ro3x6XrJz0hS4RCjex9kceQo0bkZcvHYGcdr9AYCQ+vY+rwX0rNtJxrt1fFZFgJIIBAIzpN6vkp5Kk1pJEFpLImUbZ23g1qBrteGtt2MJmBG12tDZbk683ekep1COkUhk6aUy5EILpAKBYnOTjF/7EjL5apT0egNuDu7aBsYxtc/iNXjxWSzY3a40OhXuiIv5Zb4XeQJjswcYSQxwsHoQWrSymjDJtcmdvl3sd61nh3eHSK6cw7IskwiuMDS2AjJpUWSS0FiC3Mkgwstx2sNBtydPfgHhrD7/JgdLtzdPdi9fhSXOZ/nfBACSCAQCM4CWZKpzGSoxgpUpjOUZzMtXZYVOhUquw5twIzaZ0TjNaJf57wq20pUK2XGH32YpfER5o8eJhOLUi2t7nt1KhqdHl/fAI62AHZ/AIPFisMfwObzozebUWt1q/JtSrUSU5lZxhbHCOVD7I/s51j8GIlSYtX5vUYvG1wbuCFwA7d23ioEzzkSX5xn/JGHCE9PEBwboZBOtRznbO9k+LqbCAwO4+zoxOJ0XzyRk1mC5AxY/ODsvTjnPA+EABIIBIJTkOsy9UyZWrRIeSZNLVZstJVYWu0SDKCy69AN2DGsd6EbsKHUXX1fq7IsU8rnSC0FSS4tEpoaZ2l8lNDE2JrH6M0WDBYLJocTZ6ADZ6CTwPA6/H2Da94oZVlmJjPDaGKUeCnOI0uPcCR2hFix9RKLUqFk2DHMNu82+mx9DDoG2ebZJpqFniOZWJSJx/dy+L5fEJufXfW8r28Ad1cPdl8bzkA7np6+i5ezU0jA4R/A0kEoJiGzCEuHABluvAtu/5uLc53z4Or7P1UgEAguErIkU4sWqATzVKbTVII5apECcmWNZRyVAm2HBW23BV2/HW2H5aqryioXCqQjIdKREIV0mtnDB5g9dKBlR3NoeOgM7r6ezo2baRsYxmi1YbBYzzoaIMkSE6kJ7p29l59N/Yz57HzLcXqVnl5bL+3mdnptvdzYfiNDjiHM2meXqePFQJZlQhNjLIwcJTQ+ysQTjyDVl/PQ/ANDDFxzLZ7uXgLD69GbLtJ7XCtDYqohcCJHYeLXED7ceqzJA6bLayIpBJBAIHhWIMsyuQcXqafKyPWGyWBlPgv1Fom5ihORnW4rmrZGd3SN14jabUChvvJzHWRZploukYlGmD92mIWjh0mFG6KnVb+rk+hNZiweL/6+AXx9g7QNDuPp6jnnpY9EKcH+cGMZ6+6pu1nKLzWfUyvUDDgG6DB3EDAHuKH9BoYdw8J35wJJBBc4+IufNaq0lhZX+SQ52zsZuvYGNt/2fKzui9CMtV6F0KGG2AkdhtmHIDpKw0L7NExe2PpacPaBzgJt28A9cOFzuECEABIIBM94ZEkm+NFHkIst+j8pFaiderSdFnQDdjQBMxqf8YrP2TmZwBocPc7SxCjp8BKpcIhCKkWtukYy9gl0RhM2nx+j1YajrZ3B3dfh7x9CrVudn3M2RAtRHg89zrH4MR4KPrSqHF2lUDHoGOTOgTu5c+BOTJrL1/7gmUK5UGD80YdYHD3O4uixVYnLKrWawNB63N099O/YQ9fmrefvdSRJEDwAU/fD3F6IjECmdaI0aj34NoF3HXTshsB28G+GK9BnSQgggUDwjCf6pUMrxI/19i4UejX6ATtqjwGF6sqP6mQTMUYeeoDg6HGy8RipcJByfu1oDjRugs72Tgb3XI+7s7vpz3K+Sx51qU60GGUpv8TPpn7GWHKMaCHKQm71zbDH2sOwc5h1znW8cvCVoo3EBVApFQmOHie5tEh0dpro7DTh6ckVFXcKhZK2oXUM7rqWwPAGXB1d6IwXUP5fSMD8YzD6Mzj2EyilVo9RG6DjGnAPgXc99N/WiPI8hdiRZZl8KolKrcZgsZ7/HC8QIYAEAsEzmvJshsrs8nJA+z/ceEWaC8qyTDGbIRVaopzPkQguEp4ab7R/OOGOfLqPjlKlxj8wRPvweuz+NpyBDow2BzqjEbVWe0GNJucyczwWeoxoMUq0EGU+O8+T0Scp1lrnCvVYexqGg217uCFwg1jSugAqpSLTB55gat9jBMdGSIWXWo4zWKwMX38z7es20LVxC0ab/dwvVs7BwmOwuL+xlJWLNBKVU6clS6t00HUt9D2nEdVx9oKtE54iIb1SKpJYmCcyO8XS+BjhyTHS0QiVYoEbX/sm9rzs1ec+54uEEEACgeAZSy1RIvqFJ5vbV4r4qddqxOZnmT10gKXxxvJVfHFhlaPu6QSG1tN/zR5sXj92fxsOfxtaw8Uz+YsVY/xs6mf8eOLHa7oqA7j0Lja4NnBb1210WjrptfXiNV6EvJJnEbIkkY5GKGbSJIILRKYnSYWXWJoYo5hJrxqvt1gJDA7jaGvH2d6Ju7ObtsHhc1/WSs5Aag7SC/Dkt2H6gbXHWgLQcwMMvxDWvQTUZzY4rFUqJ3KQGkuz0dlpIjNTLb2hFAolpXzu3OZ+kRECSCAQPCOR6zKRU8SP4zXDl038JENBgqPHCY4eZ/7YIVKhELLcutLM7HCiNRgxO50Ehjfg7e3H4nRjdrowO5wXZT5VqcpYcoxQLsR8dp775+9nJjOzyndnwD7AZvdmXAYXbaY2em29bPNsQ6O6uirfrhTKhTx7/+s7hCZGic3PnnEJ02R30LlxCz1bd9C1eSsW5zlUTElSoxoruwSJSYiOQXwc5h6F8mpxhckLgW2NXB3PuoY/j3cjmNaO4p3MQTv22/sY3fsghUxmTY8onbHh7N02OIx/YAhneyeu9k7U2strBioEkEAgeMZRjRQI//O+5rZhsxvT9qc3QiHLMplomPjiPLG5WUr5HPGFOYIjx1r+0lWq1Pj6+unatA1Pdy/enl6MNvsFLVu1IlqI8sjSI4wnxwnlQxxLHGM2s9oL5iQ91h5eNvgyXtDzAgLmK69/09VEKZ9j+uA+UqEgkelJZg7uX5mgrlBgtjsw2hw4Au20DQxh87XRvm4DBrPl3C6WWYLjP4WZBxpRnVILoXMSa3vjz94Je94Jnbuf8vQnTTGjs9PMHjpAYnGeem11xFKt1eEMdODrH6Bz4xa83X042zuuyGazQgAJBIJnHKeKH5VTj+NVQxft3JJUp5TNkggukI3HSC4tkggusnj8CLnkaufik7g6umgf3kD7+o0EBtdh9XpRXkRDv3w1Tzgf5oGFB9gX3sdifpFgLki+2jrKYNFY6LB04DK4GHIMcXPHzfTZ+nDoHRdtTs8mJKlONhZl7NGHCY2PkgwvEZ2ZWjXO7HSx66WvxNvTi69/8Nz7ZskyFOKNCM/CE438ndCRRoRnBYpGno6lDVz94B6Gti3QthX0trO6VLVUYuH4EWae3M/443vJxqIrr6BU0jYwzObn3kH78Hp0JnPDI+oMYkeSJCYnJxkZGaG/v58NGzac2+u/iAgBJBAInlHE/+NY87Fpjx/HywbP+1zFXJal8REiU438jFwyQXhy/Iy5C2anC3dnN85ABwaLFX//IP6BYfTmi2/ol6/muXf2Xn4+/XMeWXoEaY1ltSHHEOuc6+i19RIwBdjm3YbP6BOOyudBrVIhNjdDpVSkmM2QiUaY3Pcoi6PHWzZ7NdkddKzfhKe7l/Z1G/APDKPWnOUSYiUPsTGYfRiiI5CchcgxyEdbj/esh3UvblRjte8Ejb71uDO8tsXRY0zte4yJJx4hE42seF6l0TB83U20D2+gY8MmLG7PGQWcLMsUi3kikQmCwaOkUlNEY9PU60n0+izB4AuEABIIBIILRa7WCX7sseVydyXnLH6kep3w9ARjjzzE9IEniC/MrTlWb7bg6ujE6vbi6ujCGeiga/PWi76EdZJ8Nc/R2FEWcgtMpaaYzkzzcPDhFc1B1Uo1AVOA27puY5d/Fw6dgy5rFzbd2f3iFzQ4uZwZHBshvjBPNhYhn06RiUVJhYJrNnxVKJV4unvp27ELV0cX7s5uXB1dT738k481EpMX98HM7yA23sjfKa4dUcTkBc9ww3On9+ZGDo+l7az8dmRZJrG4QHR2inQ0QmhilPDUJNn4amGlt1jp37GL7s3b6N2+C53JQLkcplCcJZE6RLkcRqqXkeUapXKWWHSORDKILKXR6hLodMsRSJ0eOjqWz22zxZ9yrk8nQgAJBIKrHlmSWfzQwyv2tf/dDU95XCK4wNyRQ8w8uZ+l8RGKmcyq5GSTw4mnu5e2gSEsLg9Wt5fAuvXnvnRxDpxMUs5X8hyNH+Xh4MM8EXqCmrw658Kld/Givhfx0v6Xss657mmb0zOVYi7LkfvvJTh6nGq5RCmXJRuPrdkkFBri12izozOZMJgtuDq7Gdx1Hb6+AZSqp4iqSRLkwlAtNJaxDn0XjvwQ5Hrr8Sod+DdB13XgHmwkKfs3g/aphXa1Umbm4D4SiwsUs2mK2SzFTJro7PSay7Vag5GerTsY3H0dvsEeFNoE+cIY5dKTHB37MpnMYSTpzA1xTw92yjJIdSMKhQedzoXD2YvZ3I3Dce1TvoanEyGABALBVc/iX/2u+VjjN+F9z/Y1f3WHpyYYfeR3TO17rGWER63T0bl+E4PX3kDn+s3Y/W1P27xPJZQP8cDCA/x24bc8Hnq8pd+O2+BmwD5At7W7aTQoqrLOnVI+x9Hf/IrZwweZPXRwTfsBm89Px7qN2P0BzA4nRrsdm8eHs73z3JJ6s2GYf6RhLLjv61DJrh5jdIGjBzp2Qc9NYDuRqGzynLOLcj6V5MA9P2Xf3T9u4Qouo9JK6J01vANeTC4NFq8Bg0ONWl+nXJ2jWr2bcP27LB7JtDw/QLFoplrVU6tpqVb0SLISZCVqjR2frwuPuw+j0Y/bvRWzuR2lsvEZlWWZeCnOYm4RrcqN/Zxe2cVFCCCBQHDVIssy8W8eb27rhhx43rZpzfGp0BL/8YH3Lu9QKPD1DtCxfgO923fhaGvH4nSdc++r8yVaiPKDsR/wwMIDHEscW5HDo1Fq6LB0YNfZ2eHdwR09d7Detf6SzOuZRjGbYeH4kRPeSwdZHDm64nmrx8vQtTfi7uxGazCgN1twd3afu0uxVG+0jEhMQ3K6YSaYXmxUZZ0e4dGYwOxtRHe2vxGG7jiv1yZJdaKzMycqtKZIR0JkUlMYXCXsQ1XMfgmLV4fKkEOhqiIrCqA4mavUSNKuAJUi0CKwU6upyeVcVCoGCnk76bSPbNaNxWInEAjQ2dmJw+HAarVis9mwWJar1+pSncXcIr+c+G8mUhPMZ+c5GjtKvNRY+nr3tnfzzq3vPK/XfTEQAkggEFy1JL4zSunYch7BmcRPMhTk39/zR83t57zpDxm69gYsrkvXkbpar3I0fpRfzPyCvcG9TKWnkE9pHjnsGOb27tvZ5d/FNs82kaR8nsiS1FjWnBhl8onHiMxMrhpjsFhZf9OtDO66jo4Na39uzkgpDfGJhsg5/H0Y/TlI1dZj3UPQuafhpNx/GxgvzNMpPDXBIz/8FsGZJ1BqM+jtFYyeEr51eTotrSNap6ZoK5VGlEo31aqJQkFDLqugUFBSrhgpl8zUahoqFSO1mg6LxUJnZyfbtw/g9XpxOByYTI0luGwly3R6muOF48zPzhPMBVnKLzGXmSOYC1KRWvel8xq9qJWXV4IIASQQCK5KavEixSeXkzbbPrhnzbHlQn6F+Lntbe9k+x0veVrnd5LJ1CT3zd3HQ4sPcTR+lHK9vOL59c713Np1K9cHrmerZ+slmdMzEVmWWTx+lKkDj3PswfvJn5bjYvP68Pb007F+I4Gh9Xj7+s/dhqCUhsM/gPF7G9GdyLHVY9QG8G1slJ7buxtRnrZt0LnrnF+TJFWp1TJUqgkqlRi59CxTh+4jlTiCypDBtLXE0I5WRyrQ6zswGnswGvsw6HuIRJSMjS0yN5egUlEjSauXTZVKJRs3bqSjowOz2Ux7eztWqxWlUkm+mufJ6JPsze3l6NxRFrILzGXnWMq3btPRfDsUajqtnXRbutni2cI65zp2+nZi1Fw8B/PzRQgggUBw1SHXJEKffKK5Hfjb61DqW3+dRWen+cb//tPm9rWveN3TKn4q9QpPhJ/gwYUH2Rfex/HE8RXPG9QGdvp28nt9v8cO3w78Jv/TNpdnKrIkEZ6aIDw9caJn2gTR2SkqxeU1HLVGS9/O3QSG1jG4+3qsnnM0wpSkhovyzIONJazoKESOszKOAmjNDaHTfR1sfjW074CzzMmS5Tr5/CTF4izF4jzlSphKOUalGm9UWhWmkeXTIkpmsJyWZGzQd6E3dGAy9eOwX4fVuodQKMXBgwcJh8NEIrPU6yeX4AyNaWu12Gw2/H4/3d3duN1uAoEAWq2WSr3CWHKMn4d+zvjxcSZTk+yP7F/zdZg1Zrqt3QTMAbqt3dh1dgbtg7SZ2+i0dF72SM9aXJmzEggEgjMQ/uyB5mPLbZ0txU90dpq7P/0JEsHlTuWB4Q3c8OrXX/T5TKYm+eXML9kX3seT0Scp1UvN51QKFdu823hOx3PY3babdc51KBVXfvf5K4F6rUoukaCYSZNPJwlPTRCaHGfh2BGq5dKq8UqVms6Nmxm45lqGb7j53N2Ui8nGMtbUb2Hy15CPrB5jaYP1L4WeGxsOymbfWSUp1+tFSqUgxdI8xcIsqdTjxBMPUK+v3Q6jeWxZSb2qpJLTIFdNePw76Ri8Bad3G2bTAAqFinK5zOjoKPfdd5Sxsc8gn+ZJpNVq6e7u5rbbbsPj8aBWL/8/U5fq7F3ay0+O/IRHlx7lWPxYy4pDp97Jeud6BuwD9Nv7aTe3M+gYxK6zX5FOz0+FEEACgeCqIvzpfdQiBQCURjXW53WvGnPgnp/y6699acW+3m07+f33feiizKEm1RhJjPCt49/i8fDjhPKhFc/bdfZmHs9zu59Lu7n9olz3mY4sy8TmZhjd+zsWR48SGh9rUcXUQKFQ0ja0Dk9XN+7OHtxd3fj6BtDozsH8r1aBqfthbi8c/DbkQqvHtG2D/lshsGN5aes0JKlCvV6iXs9TraYoFKcpFKYpFueplMMUinMUi7Osih4BClSolX5qBQuJ2STFtEStqKJWUFPJaqnmTQzvuQlf/yCdN25BY7UTjUaZnJnnwKHjZLOPkclkiEZXevjo9Xr6+voYGBjA5/Ph9/tRqVRU61UWco3lq4XsAo8sPcKByAFS5dSK461aK52WTnb7dxMwB7g+cD2dlnOsfrvCEQJIIBBcNYQ/f5BqqNDcbvvA7lVfyCMP/XaF+Bm+7iZe8O67zt59twV7g3v55ewvWcwukqlkmE5PU6gtz0OBgh2+HdzWeRtbPFvY7N4sEpjPAlmWWRofZf7oIWLzs0SmJ1dE7E5icjgxWm0YLBYCQ+vp2rwN/8DQuXkx1SoNo8Envw1zjzRyeGqro0hYOxrdz4fugO4bQGtElmVKpQWKxTlyc78hn5+gXIlQqcQolRapVpNnNQWlQotG7YaajUrWSmpaz8yjUeT6SWHkRKM34Ax04Gz3U1ZpUXvbiFWqTEzMkjt4lHK5vOb57XY7mzZtYt26dbS3t5Ov5tm7tJcn4k9wePQwR2NHiRZbu0hrlVpu6byFXf5dXNd2HV3Wrmd8pFIIIIFAcFUQ//YI1fkT/ikqBe1/f8Mq8TP2yO/42Wc/2dx+x79+FZvXd17XK1QLPBF+gi89+SUOxQ6tel6j1LDNu43Xr3s91/ivEW7LT0EhkyYyPUkplyUVDpEKLxGaGFvlxaRQKPEPDDKw6zo6N2zG3z94YbYEuSg8+gXY/83WS1p6G3TfiDx0B+XeXeSkMIXCFJXKfkrjPyOfH6dQmEaS1hYep6LRONFqXZiMA6hVPnLhOtHpKLGJDMmFArWmgMmc+AOD1YZvYBjXwDB1m5PxiUkmQiGgCPHVTU1tNhudnZ14PB7MZjNWqxW1Sc1YZYyF3ALHIsc4PnKcg5GD5Kqr27YoUBAwB2gztTHoGOS6tuu4xn8NFu05Lhle5QgBJBAIrniq4fyKiq/2j64UP7Is89iPv8/vvvON5r7XfuQfz1n8SLLEeHKc741+jx9N/IjqiZJmpULJ87ufz562PTj1TtpMbQw5hkSUZw0ysQiZSITIzCTRuVlic9OEpiZa9soCaF+3gc4Nm3G2d9K5YTNmp+v8L17JN5KVY2Mw8jMYubv5VF1roty7g/LgDeSMCkqKEqVanEo1Ti73WWoHU2ueVqHQoNN6MJr6MZuGMJr6UautGAyd6LQ+NBobxWyB2OwMM4f2M3boANHZR1uey+zxobE7qWn1FDR6IuUqkaIEh1cmzLe3t9PT04PD4cBut2O1WlHpVCSlJOOpcY6mj3IoeoiZmRkWc4strxUwBdjo3sigY5Dd/t10Wbpw6p3is4sQQAKB4AqnligR/pflCpT2j96AQrky8nO6+HnjJz6Lt6fvrM6frWT5zfxvuH/+fn63+LsVDsxqpZqX9L2EP9ryR3RaOi/shTwDKeVyROemyUQjVEsl8qkEk/seIzo73XK8ye7A5mvD4nLjDLRjdrrp237NhQmeaqkhcsbvhfAR5PARKhoFJb2KilZJqtdIxmmhaDZSlrPAccgcPxl8WYVO58eg78RkHkKva8Ng6MJsXo/B0IFSqW2Oq9eqLI4c4/j+vQRHR0hFQhQzq6M1WrMVY1cvkslKtlQmU6mRPRnRkoByQ2Tr9Xr0ej0ul4v+/n6GhobQW/U8EX6Ch6MPMzo7ylymkbfTKkEZwKazsdO7E6fBSY+1pyl6rtQqrMuNeFcEAsEVTfRLy8tP9pf2o9CsXA4Ze/ShFeLnNX/7f89K/Dyy9Ag/HP8h98/dv6JqS6/Ss9W7lVcPvZrndT/vGZX0eSGUcjnCUxMkQ0ESi/NMHXicdLhF0vAJLG4P7o4unO2duLt6aBsYxtVx4SJSlmWk9Ayl2V+SWbqPcvhxKooyWYuaUreS0pCrRVVWHeTG8qlCoUGjcWA2DWI09qHTt6HVutBpvdjtu1CpDGted2l8lPHH9zJz4AmiczMtx5kcTnROD0W9iWixgqzVEZcVkDshrJVK/H4/Pp8Pt9uNx+Ohvb0di8VCXaozkhjhSOwI3zz4TR5ZemRFs9uTGNQGOiwdDNgGGHQMstmzmSHHEA6dQ3xezwEhgAQCwRWHLMvE/v0IlbkscrnhX2K8xof5+kBzTK1a5eHv/QeP/+S/mvve8qkvnPEmmy6n+cfH/5F94X0rlgzcBjc3tt/I7/X9Htu920VvLaBaKjF/7DDhqQnmjx5iYeRoyy7oZpcbu8+PwWJFqzfi6x9gaM8NmOyO8792NUmhMEOtlqFYmCMTvp94dh9SvYhEDelkBFALdCo56W1zKjqtD7XGisk0iN12DWbLBoyGHrRaF4qnSO6NL8wRmZ4kNj9LIrhIfGGOVHhp1etXaXXo3F403jZkvYlUuUKodCLHRwJ0esxmMxs3bsTtduNwOPB6vVitVqr1asMvKvYgo/tHmUxNMpeZW+Wc7Da42eHdwZBjiPWu9XRZuui2dl/VQkeSJAqFAiqVCoOhteC8FAgBJBAIrihkWWbxA79btd/xsoEV2//fn759hdvvGz/x2TOKn1A+xPN+8LwV+za5NvGube/ihsANz9qciEqpSGRqklwqQSGdZu7Ik8TnZ0mFVzv8muwOXJ3d2H1+OtZvomvT1vMSOpJUoVRapFCcpVwKUatlGmKntEA2e4xCYXXrCgCUACdu/DIYJSNmwwA6zza0ej8Wy0YM+k50Oj8q1dlXiBUyaeILc0Rnpjh03y9aNskFUKjU6HxtlLVGsiotskbbiDaVJSg3IkxKpRKPx8O6devYsGEDXq8XGZmF7AIPLDzAkSePMJmaZDo9vcoVHBrRnX5bPzt8O3hx34tZ71x/1YqdarVKKpVicXGRZDJJNpslFAoRiUSo1Wrceuut3HLLLZdtfkIACQSCK4rolw+v2Pa+ZwcajwGFavlX+y+/9NkV4ud1H/2nMy57jSRGeNVPX9Xcvj5wPf9w4z/gNly6PmCXG6leZ2l8lNj8DKHJCTLRMPGFOfKptUu4tQYj3Zu34e7qoXPjZjo3bH7q60hVyuUl8oUpctkRCsUZZKlCrZYlkz1MpRKnER45M5qKhLYqoS9LGIp13JohDN5rUXTsQhPYg8oUeMpIzlpUSkXCk+Mn/IaOEWuxnKWxOykqVNTVGiSNjrre1BA8p1SkDQwMEAgEsFqtaDQaLDYLKW2K4+njjFXGeGDqAeYOznEkdmSFbcJJzBozWzxb6Lf3s82zjQHHAJ3mzqsyAilJEqVSiXA4TDAYZGpqiunpaaQWUcOTVCqtPZ4uFUIACQSCKwJZlol++TCV6eVE0o7/e9OqMT/+5EeZ2vdYc99d3/7JU5ZJv++372s+/v3+3+ejN3z0qv1VfbZUyyUmHtvL4tgIkekJkktBSrlsy7FGmx1HWztagwFf3wCBwXXY2wLYfW1nfJ/K5SjZ7BHq9TyVapJY9F6SqcdWt29ogUJWYKiq0eeLaCs1VHUZfVnCWKhjT1fRmjoazUOHX9j405rO/72olFk8doT5Y4dZOH6UpfFRZHnljVlpMFJXaaiqNFRdPiTd8tKMxWLB6XSitWipO+rUdXUsDgtZOctjhceYT8+zL7yPfPXMrs5bPFu4PnA9A/YBBu2DdFg60Kq0ZzzmSqRYLDI9Pc38/DyLi4ukUilyuVxLsaNWqzEajXi93qZYbGtraxozXk6EABIIBJedWrJE6BOPr9gX+LvrV4177MffXyF+3vPNHz6l+JnNzDKTmQHgzRvezF/u+ssLn/AVRjGbITIzRXRmimwiTnxhjoXjR6hXVwoRjU6Pq6MTb08//sEh7L42XB1dGK1n9jCq1bKk0wdJZw5QyE9SraUpNt2NW6HAaOzFYOhGrw9g1LahKCQxRSMYj/4aVXIOdU2mKa3UemjbCsMvAs9ww3HZ3nXe70c6EmL20EFCU+OEJyeIL86tei8Uag1Vk4WawUzNZEXWLjtIWywWAh0BzENmouooB6MHeSDzAFPpKXiKzhVGtZGdvp049U4sWgvd1m42uDYw5BhCrz4Hl+orgGKxSCKRIBqNEgwGicfjpFIp4vH4mscYDAa6uroIBAL09fXR0dFxxf7YEAJIIBBcVkrjSWJfPdLcVprUtH3w2lVfmrVKZUW11599879Qa5/61/N7739v8/F7drznwid8mZFlmWImTSGTJjQ5zuH7fkFw7HjLsSaHk+7N2+jevA1HWzuuzi60+rWTTmVZolQKkk7vI5M9TCZzmHx+lFqtdeQIwGjsR6t1o1RqMRp7cZt24owXUAQPwKG9kLwPiis7s6M2wK43NCI8/s0N0XMBN0lZkhh/fC9jjzzE3OGDFLOra9xljZa6zkDNaKFutCAZGhGlqqmK5JMwuJVkVVnqmjpjxTG+Gf8m9UP1Vedx6V20W9oxqA1YtVbaze1YtBa6rF1c47sGu85+VZWd12o1IpEIsViMTCZDOp1mbm6OaDR6xuUrh8NBb28vPp8Pn8+HzWbDbDajVquvWMFzOlfPv5JAIHjGUVnIrhA/xm0eHK8aWvUFKtXrfOaNL29uv/mTnzurNgj/vO+fmUhNAPCa4ddcdbkVsixTSKeITE+yMHKU6Ow0iyPHqBRX55MYbXYCQ+uwuDxYXG56tu7A3dXTfC/r9QL1ep5yOUO9XiCV2kcq/QSF/ASSXEGSqpRKi2s259RoXNjt12AyDWLQd6DVuhuPk1F44muNflr530Lxn1u/GK0Z3IMw9ELY+Waw+C/4/YkvzDG57zEO3fcL0qclbUtaHXWDmZrZRl1nIGess2gKUnHGUOoSVJQVYvUY6Wq60aKrRYcIs8bMRvdGdnp3stG9kV5rL53Wq9cPqlKpMDc3RzKZJBgMMjc3RyKRWNU49VQMBgN2u52Ojg5cLhcOh4O2tjasVus5X79Wl1hIFilW64yFs2xut9HnMT/1gU8TQgAJBILLglSqEfncwea2+x2b0A+sriiSZZl/+YPfb24PX3cT7q6epzz/3VN387UjX2tu37Xzrgua79NNvVallMuRjUVJhoLMPLmf2cMHVyR7n4rWYMDsdNOxbiPbXvASPCfek2o1TTpzgGTi2ywemqJaiVMszZ91vypQYjT24nDswWQcwGrbhsnYhzoVgv3fgMQTUPgFZJcgG2rdT8u7sbGk1b6jEeUxeRqC5wIjA5lYhMWRYwTHRpg7foTEKcnLskJB1eqiarWTtSgo6CqU7CWWjBMsyotIpyZen5Z7O2AfoM/WR4elA6feidvgZr1rPT3Wnqu6H1a1WiUUCnHs2DHm5+cJBoNr5ul4PB5cLhdWqxWn00l3dzdWqxWd7hz6rZ1GrlzjwbEoTy6k2T+bYHo+TVtdQQdK9ED6mgB9r9x0Aa/wwhACSCAQXHJkWSb4t3ub287XDa8SP7VqlcknHuXuT//f5r6ODZt4yXv/z1ld4wMPfqD5eO/r9mLUGC9w1hdGtVwin0yST6carSEmx8nEopRyWSqFAtl4lHqttcOv2emic+MWfL39+HoHcPf6KVcXKRSmG5450i8YG4+SSj1GNnv0jPNQKNQoFCp0ujbstp3Y7DvR6XwoFRrUGhtm0xBKiUbj0LnHIfplmH0Ikq3dnQHovQU2vwratjRydwzn7wF0KrIsM3H0MIcfepDwyBEKwflVY/JmNQm7zEx3hYRtiiSnCb0TwQ2lQkm3tZtNrk1s9mzGprXRbmmnz9b3jOmBlU6nWVhYIB6PMzU1xfz8PPX6ymU8q9XaXLLq6+trJiYrL6DfWrUuEcuVCaaKHAtmeGIsRmoxiz1TpRMlu1DzcpQYWRntmc2sXmK8lAgBJBAILimyJBP6xHIis2GzG+NW74oxmViEr7z7bSv2GW12XvM3/5ez4cnok83HX33+VzFrL22YXZZl8skEqUiIhWNHGH34AWILc2v2wjoVvcWEZ8CKpU2JvauGxlJEJosk/YZy7W4moglGQ6sbXJ6KVuvGbt+D3X4NOq0Pvb7R0kGttq2dn1FKw+T9MP4FOP4TKLfoFdG5Bza9Egx2sLSB2Qu2jguq0DpJrVYjGo2STCSIzM8xtf8xUmPHkIsrl+SyxjqL7gJxa4WQq0TW1Fo0egweem297Pbv5tauW+m19l51S6BnolqtMjU1RSKRaHrtLCwsrBqn0+no7u5mcHCQQCBAW1vbeYudRL7CaCjLfLLAXCxHeCyJIlHGVqpjRoELBcOouBUlDXmxWmIozRrUTj1Ks5btWy6vDYUQQAKB4JJRmkwR+8pKnx/n69at2Jbq9RXix2izM7jnBp77tnee9XXe8D9vaD7e5d91nrNdm1q1Si4eo5TPkVxaJDo3QzGToVYpkwovkVicp1IsrjpOoVBidrmw+x24hiXMbjVKbR1UOSr1eWpSlFot1RxfkFmzZ5VG48Bo7EWn86NU6lCrzZhMQ7ict6DXB86ciJqPQzEJiUmY+g0s7oeFx0E+5Re5Sgd9t4BvEwS2Q2DbBVVmNS+dzxMOh0mn08TjcYrFIvOzM8SnJ9EmI6jyGU6fecJSYdFTZM5XIOporF/pVDoC5k42Gn34jD56bD302foYsA8QMAeuqkTks6FUKjE6Oko4HGZmZoalpaWWuTsn3abb2tro6+ujs7PznJKS8+UaI6EssWyJw9NJlpayFFNljLkazopEJ0r8KNmCEjMK1hI6dbUCRbsZs8uAtsOCrt+GyqFHqb1yDEefWZ8QgUBwxVKezawUPyoFgb+5bkVj01qlwhf/+I3N7a3PeyG3v+Pd53SdA5EDzccfvu7DF1SRkksmmHlyP+lImEIqSS4ZJzY/SyYaOavjLS4PZqedgWs30b6pF4UuRSr5COHI/yBJRXKwKh8FQKUyYzB0YjYPY7NuR6dvQ6lQo1Tq0GgcaLUetFrn2b+QSgEO/mcjwhM6DOnWTsdYO6BrD6z/PVj3e6C6sFuELMtEo1Hi8TiFQoHp6WmOHm201FBUK6jzGVT5DOpcGuMpvjySQiZlrjLRnmO8M4dSr6XT0skmSyfbvNu4PnA9Q46hqzo/Zy1yuRwTExPE43Gq1Sr5fJ6FhQWSydU5XGazmfb2dmw2G36/n97eXhyOs19+LFXr7J9NMraYITOWQBsu0pWr0YmSjSjZ2BypAFZHz2oqBXWPHoPPhMGuR23WovYY0AbMqKxXvr+REEACgeBpJ/foEqkfTTS3Lc/pxHrHyn5GM4cO8F//8KHmdtvA8DmLH4D/9av/1Xz8qqFXnWHkShLBRcJT48wfPUQmFiW5FCQTDa99gEKB0WrD7DLg6LRi7zCjVEsojQnQhKnJIWr1Wer1All+wsjUysNP5uBoNA40WhdGYw8mYx9arRut1nPeLsdkgo2ITnapsaw1/yhM/RZOb7ugtYDR0UhW7r0F+m4FV/8FJSpXq1UymQzhcJi5uTmOHz9OOp1GWS6iyqVRlksYSnmUlTKK04wIS5o6s/4Co91ZSg4NN3TcwB5zB398QvBcbR46Z0O1Wm166+zbt49gMEg+v7bRkNlsZmBgAK/Xy8DAAB6P56wFfjpdYmQqwdx8BkW4ANEi5UwFJ3AjKvTNuNtKWVBXgqRTobBq0ftNmAJmVE4DKosGbbtlVXPisyKzBGP3QPcN4Bk69+MvEkIACQSCp5VKMLdC/DhePohp9+oS6FPFj6uji9f9/T+d03Xy1TxfPfxVctVGfsxfXrO24aEsy5RyWRLBRRaOHWbi8b2EJsdbjcTT14Gnpw2zW4/aGkVlzKMzapFIky9MUC43OqI35YV06sZJFOi0XnR6P1bLFqy2bfh9Lz1/kXOSarER0YmNw9zDMP0gpNYwJ7S0wbbXQ9e10Lkb9Gc2P1wLWZZJJpOEw2EymQyRSKRpktdsbSDLKKoVVMUc6kICQyq9+jzIpM1VovYK4x058l41L+57Ma9s28Otnbc+o/J1oJHjtLCwQCgUYn5+nunpaQqF1XYGAHa7nd7eXoxGIxqNhkAggN/vx2KxnFHwyJKMVKgil+tkEkUmnwiRmE3hytXx1GTaUdC+4ohlCVBRK8j6DVgGHLRvcKO261Do1Ci0yovj65MNwbH/hkPfg8UnGvtufh/c9sELP/d5IgSQQCB42iiOJIj/v+WqJN+f70DjW5kwmwqH+OqfvaO5/cI/+Qs23HTrOV3nR+M/4sMPf3jFvj9Y/werxlXLJe75wmcIjhwld1p5ucZcI7DFhKW9hM6eA1UOSc4iMwI0VqoqAGXIniZwVCoTOp0XrcaNwdCFyTSA1boVnc6HSm1Gq3Fd2E1EqsPCE41KrOgoxMchMtL4byscPQ2DQY2p4b3Td2sjj+cck1/r9Tqzs7MsLi4yMzNDIpFYvRRTr6HOZ1EVMhjKJRTVEspaDcVp+SlhR4movULcWiZhrVKzqFjv28QN7TfwJtcGtnu3Y1Bfvs7gF5NarcbS0hJLS0tEIpFmsnIrdDodFouF9vZ2duzYgdPpxGJZuypNrsvUkyWqsSK1aIHqUp7sXAYyFVSVlVG1thN/DRSUkakpFeRMavJOHd4OCx0BK2qbDl2fbcVy9HmTjzeML5MzEDkOsVGIjsHCYyvH+Tc3PqeXkStCAH3+85/nk5/8JKFQiK1bt/Kv//qv7N69e83x3//+9/nQhz7EzMwMg4ODfOITn+BFL3pRy7HvfOc7+dKXvsS//Mu/8N73vvdpegUCgeB0CoeiJL410tx2vGJwlfiZeOJR/vuTH21u682WcxY/2Up2hfhRoOAHL/0BGuXqCMJ/fezDLI4cQ6mpY+ksYu+uYW2vo7WUkVXLUYo6NMunARQKLSqVDoOhB5fzJlQqE2qNFaOhB4tlPRrNxSn7BqCUaQibXARCR2DiXlg6BLXVSdVAI5Lj3wKObui6DgZuPy+TwXK5zOzsLDMzM4RCIUKh0JoRCkW1gqWcQ5lNUl+jmaqMTNJSJWYvU+6xUO9rw66z8xz/NWzxbGGze/NVm6hcr9dJJpPE43Hy+XzTRfnkvlKphTcSoNVqCQQCtLe309vbi8fjwWKxtKzKqucqVBZy1CIF6tkK9WSJQiiPnCg1bApO4fS04iIyJWQmNaDwm/B0W/ENOekfushVV5LUEDazDzXyy4IHoHKGCkX3EAw+H3a9HZxrNy++VFz2T993v/td7rrrLr74xS+yZ88ePv3pT3PHHXcwOjqK1+tdNf7hhx/mda97HR//+Md5yUtewre+9S3uvPNO9u/fz6ZNKw2VfvSjH/HII48QCAQu1csRCASAVKiuED+eP9qMrs++YkytUlkhfna++E6e86Z3cK587NGPNR//9M6f0mPrWTWmVq3yq698ntD0ITa+YRq1sbYi1aWhdRSYzcM4nTdiNg1hNPai1XrQaJyo1Rde5r2KagniE7D0ZEPwBA9CYmrtJSyteblHVttWcPSCfxPYu887bycYDHL//fcTCoXIZlu3u9BoNPT29uJ1OamHFpjev5d8KIzMCaEIFHQ1FrxFYrYKGVMVjc3MQMdGfn/9y7nGdw023fktt10JFAoFjh8/zuzsLPl8nmw2SzweX+WvczoajabpntzV1UV7ezsOh2OV2JFlmWo4T3kmQ2kpR2EuixwrrormQCMVWQFIyCwiMY3ELBLjSgmTy4DSrsPnMbGxy871/W42W87fxHAF5SzMPwZLBxsCvZSG8FGIHGsteDQmsAYaER7fxkZuWcdu8K6jXpXIxIsUxpIEBu2XtW2GQj6TB/YlYM+ePezatYvPfe5zAEiSRGdnJ3/6p3/K+9///lXjX/Oa15DP57n77rub+6699lq2bdvGF7/4xea+xcVF9uzZwy9+8Qte/OIX8973vvesI0CZTAabzUY6nT4vu2+B4NlMeTpN9EuHmtued25B17PyBihLEv/2jj+glG98eb7w3Xex4ebbzvlaByIHeNPP3wQ0Om3/54v+c9WYYw/ez88/9yk05iobX7+ci6TT+rBYN+F03IDZPIzZvB6N5mm6UReTED7WSFCeebCRpBw9DlJrDxv0toawsbY3StF7bwb38AVXZSWTSZaWlpidnW06A5+KxWKhp6eHQHuAqrVKODRJYWaB6Pg4TCdQnHK3KOhqjHfkCfXKbBrcTY+1h5s7bmadc91VnbCcy+WYnp5mZmaGYDBIKBRqWW6uVCpxuVxYLBZMJhN+vx+DwYDf78dsNmM2m1EqlciyjFysUVnMUQ0XqKfKZKMFKpky1UINTa6Cbg0tFURimjphZOInBE/VqcPiNdHvt9DpMLK9y06v24RecwHl5ZIEmYWGGI+ONpZas6FGFDIfg2xw7WM1phONbF/Y+Jw6+5C1FmKLOSIzGRLBPNVKnVS4QHKpQCm/3JR23XV+nvvmDec/7xacy/37skaAKpUK+/bt4wMfWHZsVSqV3H777ezdu7flMXv37uWuu1Za2t9xxx38+Mc/bm5LksQb3/hG3ve+97Fx40aeinK5TLm8vKifyaxhvCEQCM5INVJYIX5M17atEj+FTJov/OHrm9ttA8PnJX5+MvkT/vp3f93c/udbVvagyqeS3PNv/8LMk/ux9Wboff5i8zm36za2bv3KOV/zrEnNw/gvGrkPsw9D+HDrcVozeNY1/tq3g2sQXANga289/hwplUqEQiEWFhaYmppiamplKVpNUUPfo8fcbyZHjkcSe7l38nt0P2wgENdjLjZuESd/o2eMVSY78qgGfezc9Hz+pO1advp2olJeOd4u50I6nWZkZIR4PE46nSYcDpNKpVaNO9n4s6OjA5PJ1HRTPj2aU0uUqAZzVI8lSWUj5INZ6pEi6vJKhaMAdCf+AGrIHKfOUerMK2QyVjVKu56BHjvbO+10GbRY9Go6HAbsxvMsL6/XIBdqRB1Tc41KrMRkI7csNQdS9czHmzzg3dBYxtKZwT2E7N1AVtVHPFwhHSmQ/V2J0NQYicUcterajVQB1FolAzt95/daLhKXVQDFYjHq9To+38o3wefzMTIy0vKYUCjUcnwoFGpuf+ITn0CtVvNnf/ZnZzWPj3/843zkIx85x9kLBILTOVX8tKr2kmWZH5xS7aW3WHnNR87O3flUplJTK8XPc/4Zn2n5e+Enn/oY4489DIBnS5z265Z9e5zOm9iy5cvnfM2W1GsQHYFcuHFjmfpto8Il16J83uRtLF9510P/iaRkR+8F98c6lXQ6zfz8PAsLC4yPjxOPx5vPycjk1Dlirhg1W420Os1cfhZ9WYlrr46+RRObEzpMZU/zGEkBhTYtlQ4Twzuu4/rh7WxwbbiqlrRkWSadTlMul4nH40Sj0abYWVxcbHmMw+FgaGiIQCBAR0cHDocDhUJBPVGinq8iFyQKj4ep5aukgjmKwRy6bBXtaTf9kzaBAFlkjlFnhjoxZDBrUOvVGF0GBte56W6z8CaXEY9Zd+7LQuVsI6pYSkN6vhFpjE9CKdX4LKYXV9sgtMI12Ghn4uxrOHybPFRUDkraDuJJPXPHkiRG8uTTZfLJMrVqAmid3K3WqXD6jfh6bRitGvQmDXa/CWebCZ1RjVKluOxd4y97DtDFZt++fXzmM59h//79Z/3mfuADH1gRVcpkMnR2Xr0dfwWCS40syyx97DGkE+Ft8/WBluLn397xB5RyjVwTR6CDt/3LF1ed62x416/e1Xz87Rd/m03u5fy/A/f8lPHHHsbSmSOwJ4LBtfzFv33bN3A6bziva1LONfIe5vY2lgfi4428iFYtI6ARyem+Hjqvhd6bLoqL8klkWW567SQSCUKhEOl0ulmhVVPUqCgrZPVZ4rY4JUOJkDKEolDBndbimdMxnNZya7x79ckVCgIbNrLuuptYf/0t6E2Xr1v3uXIyITkUChEMBolEIivL81vg9Xrp7+/HarXidrvp6OhAr9VTixaopcpU9mWILyxRnM2gLK9eq1IDJ2u2JGRmTyxVRZCIKGQyNg3mTiu9bRY6nEZudRoZ9lkw6S7w9ptegIn74PH/D0KHnno8AIpG+xLvBiSTl4qug4Khn6JxiEzNQzJaIxkqkHgyT7VUo1qqU6uWgIm1z6gAu8+I3WfE6jJg9ejx9dpwtZtQX8iy3CXgsgogt9uNSqUiHF75aykcDuP3t65i8Pv9Zxz/4IMPEolE6Opa/rKp1+v8xV/8BZ/+9KeZmZlZdU6dTndBHW8Fgmc7kc8dRMo2bjJKqxbbi3tXjTlV/AD8wUfPzefnJPlqnmC+kZPwhvVvWCF+JKnOr7/2RQzuEv0vWtk484brf4de38ZZIcuNZqBT9zduMonpxvJBKxSqxrKAwd6owurY1fDaMZ6DU/NZEo/HOXz4MIcOHSKRSFBT1MhpcuTVeeL6OGl/mpKuRFaZRUYGGXwJHYEFPZvDdpzZ1ssnGr2BtoEhNtx8G307d2MwX9nNQU8KwMXFRebm5giFQmQyGYot2o+cxGg0otfr6ejowGq14vV68TjduA0O6qky1WCOymNZUveOUg3nUZZXRnOUQBWZGDIVZKLIRJDIIlOz65CdevR+E06PkTabgU1mLZsCNrTqC/R6yiw1llOnH4BiqlFino+vdvPWWRui2xpoRG/s3cjWAOmslkjKTjgEyZSWakVB7niJXKp8SqVj9sRfa5QqBVa3gcCgnbZ+GyabDqNNi8GiRaNTodFd2UJnLS6rANJqtezcuZP77ruPO++8E2jk79x33338yZ/8SctjrrvuOu67774VCc333nsv1113HQBvfOMbuf3221ccc8cdd/DGN76Rt771rU/L6xAInq3INYmljz2KVFhO5g381Z5V4+779y80xY/RZuddX/6P877mq3667O785zv/vPm4kI3xix/exrY/XumkOzjw17S1vRyNxn7mE1fyjXyd2Ydh/9ehEF89RqGE9p3Qtg3snY3kz85rQXNxk37z+Tzz8/Nks1ny+TyZTIbp6WmiqSgpbYq4Pk7IHyKhTyApTrlRy+BP6OhKWfCl9HhTenTllZFwo81O2+A6urdswxnooGP9RlTqK9t0sFgssrCwQDAYJBaLsbi4uKavjsViwePx4PV66fQGsGks2DUWFLk69WyFajhP9XCeSipHvZymlde3EiggE0NiAYkj1JnQgCJgwuMwsKvXSYfDyE63iXa7AeWF+udUS42IzvRvG87diemG0Cmc6NnWCoUS2TVAqf12km2vIFHykYwUycZLlBdrZGJFcsmT0c/Saf9toNYoMVi06ExqtHo1FpceV8CMu9OM0apFpVaiNzeWry4mhUKBaDSK1Wo9p9YdF5vLvgR211138eY3v5lrrrmG3bt38+lPf5p8Pt8UK29605tob2/n4x//OADvec97uOWWW/jUpz7Fi1/8Yr7zne/wxBNP8OUvN9b0XS4XLpdrxTU0Gg1+v5/h4eFL++IEgmcwsiyz+MGHVuwLfOT6VeNKuRwHf/Gz5vY7v/TN875mMBdkPtuI7Ozy70IlK3nkv75DcHwE2+5vYj1t5Xrzps/j9b6g9cny8YaHycLjjV/Xi/vgtPYMdOyGjS9r5OtYAw2vnaeBcrncEDjRKFNTU4zPjJNX5ymqi2Q1WbKaLClDirQ1jXSaCYxbsrIp5qUtYUC/WEQun5bMqlDQsX4j3Zu3s/7G52DzXt7E07WQZZlYLEYqlSKXy7G4uNhMSm5Voq9WqRnw9+C1uGh3+DErDWhrKpSpemP5arqMXEwDaVItrncyLlNBJonMNBJT1JlCIqNTQsDIoN/KTYMe3u4z0+EworoYRoHQcPCOjsDM7xqCe/yXa1cEArgGkde9hLK+k+CiilgUwsUewtNKykdqNDrmtl6KVamV+PtteLssONpMaHQqtAYVzjYTJvt55BudI5IksbS0xMzMDJFIpGkOCXDjjTeuClhcSi67AHrNa15DNBrlwx/+MKFQiG3btnHPPfc0E53n5uZWZNpff/31fOtb3+KDH/wgf/VXf8Xg4CA//vGPV3kACQSCp5foF5fzDtReI7737EChWvllevjXv+SXX/psc/tdX/nPC/rC/fBDy4aHX7r9S/zgox8kW9yLf9dykrNcM7Dnuu9jMvWhVLZY2r7v7xqCZ+Hx1c8Z3Y0lrJ4b4Jq3g9Z43nM9lXq9TiaTIRQKEYlEml4yxWKxEeHJZkjoEsyb5gkZQ+R71ugHJUNP2cP6SjudZSeWhEx8Ygqo0ligAaVKRefGLbQNDNE+vIHA8Hq0hovzOi4WkiQRDocZGxtjfn6eZDJJLpdbUY0LYJb0+GQbGyQ/dqUJh8aCDg3qqhJFWYbJkyNzyORWdyChEclJIzOPRAaZOSTmqbOoBm+bGb1Fx1CbFZ9Vxw0uE2/0mPBb9RcuDIrJRouSYrKRkBw51sghy0cb0R5OK61XqiGwHbnzWkrmYZIFB+msmljWQTKtI/LzDOXCqSJJavwpwOEzYnbqcfiMWN0GjFYtBqsWq1uP0aq9JLk4kiQRCoVIJBLN/Kt0Ok0ikWjpmaTVajEaL+/n8rL7AF2JCB8ggeDMVII5Ip9tdF1XWjQE/vra5eeKBe7/+lc4cv+9K47ZdseLee7b3sX5cih6iNf/T6N8fod3B1+86XPc/Z834xxc+cv3tlsnWt+8Qkfgd/8CR36wvM8SgPYdDffkrmsbFVoXwMmKo3Q6TTAYJBwOk0gkWFpaolpdGZmRkJi2TJPVZAmaghTVK/NXPDUrPTkH7RUH9pwGdayEnCtTL62+zTsDHQzsupbuLTtoGxhCo78yfHhOdjMvl8tEo1Hm5+ebUa5TUcsqzLIej2zBY3BiVhlw1c2YMmf+jS4roKBRkldCAomFco0ZucYsEvNIhJHIAkatilvXeen3mHGZtAz5LFzT40CjOs/8nGqxkQifmms8rlcaFVfphYYFwtLBhuA509y1FqrOTeRtO4npdnN8votsokwq3Np9+ySudjMDOz3YPEbMDh2eLgtq7eXJwalUKkxMTLCwsMCxY8daWgicpKenh66uLrxeL+3t7djtT48J4lXjAyQQCK5OToofgLYPLOf8nO7xc5Lb3/Futj7vhRd0zVOjP/+w6++4/95dOAeXRcXgwF/j87909ZfqfR+FJ78NmdNKnv90f8Oh9gI4uWwzNjbGwsICExMTq4TOSaqKKjV/jYwlQ1QZZbQ8uuJ5nUrHLv8ubnVcj+GxMGO//W0jGZsTlV0nximUStoG1+Hr7cfd1U3H+s042gKXraRYkqTmL/2TyxvBYJBcLrfcEkIGFUrcshW7ZGQzXVgx4tE7sKiMaLPQTGU67e3T+E2ovAZKLj1xZI5kixyN5/ntXIJIvU71tAIvm0HDhjYbzwlY2dppJ2DXs6ndhk59niJBkhpRnIXHYfR/IHykUXJ+egSn1aEGN2WFnaJkI1brI17rJpZzky5aSdf9MHfqv9kpuT4KsHuNuDvNWF0GLC49VnejukpnuLS3bVmWqVQqRCKR5jJWJBIhn8+Ty610gVYoFLS1teH1enG73fh8PnQ6HX6/H632PP2LnkaEABIIBOdEJbj8pWf7vb5mA0VZlleIH53RxMs/8BECQ+su+JqhfIjJdGO94zXxPfz6i6+l/frlO+UtNx9ErW5RufTE1+DB06rNNr0Cbvzz8xI/uVyOkZERZmdnSafTpFKpVcapMjI1W42iq0hCnyBNmqKiSLgYpibXVtzgtbKa52uuZYOuj7aCldmfPMF8+LvN5z1dPbg6u3G2d+Bq78TR1o7d13ZZIzy5XI5gMMjo6Cjz8/Mr2kKoZCU22YhB1uKRXXglG17ZhkU2oKSFQDvl/qnQKKk4dYQ1CmK1OgtynftrFUYzMVKh1qLSa9FxXb+LQa8Zl1nHlg4b6/3Wc09KluXlhOOp38DcIycMA2cbHjut8nOUarB1Iukd1GoKKjUduaqFVNlNpNTFXLqfdMW1+rhT0BrUWJw6TDYdrg4zbQN2XAFTY9nqMkR1SqUSuVyOaDTazMEKh8NnNAfWaDSsW7eOvr4+1q9fj/4KiT6eDUIACQSCs6Y8lyH6b082t83XLffZ+/nnPtV8PHTdTfzee//PRblmTarxvB88D29Cx42HXPRuOIz/+ljz+efcfByVusWvy4c/B79cNkvkLT9rVG/pzuxrk8/nSSaTzV+9iUSCaDRKMplcFeIvK8uUNCVM7SZUDhURTYSpwlSjTF8GTlnVUtcUbM4HWCd14izoMeRkUpOzwDwR5omccl5XRxd77nwV68+xMezFQpIkCoUCsViMWCzWXMqLx+OkUilUshKjrMUsG+jFg1uy4FHZcVfNqOS1l5UUOhXaDjNKsxbZoGauXmO2WOFAqcx/LyRJh1NrHqtUgNeiZ2unjc3tNja127hxwI36fJaxiqlG0vviPpj8dSOi81RGgWYf0sDzKbmvJa7cQLrqJbaYZ2TvEvW1XI8V4O+1EhhyNJKObQ1hY3Ub0BnUqDQXWCJ/jpxMKK9UKmSz2ebnOpFIkEwmV+VgnYpKpaK/vx+Px0N7ezs2mw29Xr+q6OhqQggggUBwVtQSpRXix/7ygWb0Z/7YYY7/7jfN517ynv99Ua6ZqWS44ds3sH7Gwp5jTjyb4/h3Loufa3Z+f7X4kST42gsa5cQn+cNfN8rXTyObzTZLqxcWFlhcXDzjr92KskLUFyVnzrGkWCJePaVUPrX8UKPUsM65ju22zXQkzdRGlogdOIpUrwMhyrAiYdfV0YW3p4+2wWEGdl2HxXWRu3a3QJIkMpkMi4uLzRtjOBwmmUySyWSQJAmVrMQqG3DIZqyygQ4pgF/agAXD6hOeyHNV6FWorFpUFi3aDguabgtBrYIHZhM8GckyHkkzv1AgW25d9XRdn4ud3Q7cZi1eq54upxGfVY/TpD23KqxMsJH3FT3e6GlVKzWET+gwxEZbH6MxgmcYqftmkvVOsqpeMkUTiZSB4GyZ1C8LyJJM4x871TxMq1fhaDPh6bTg77Niduox2XSY7LpL6pFTq9UolUoUi0XC4TChUKgpXk8Kn6dCpVJhsVhoa2ujo6MDj8dDR0cHBoPhsjs3X2yEABIIBE9JLVUi9I/LVVP2lw1g3t0wFZTqdb73keV+fn/8xW9ctC/Kl//wZdz+uJeOqB7/NRH8O5cFxw3XP4heH1h5wLGfwPfeuHLfH/2mUV0jy4yNjbFv3z6KxSKRSGTNX7xGoxGDwYDRbqRgLbCoWmSkPMJk7kTZ0Sn3bpPGRLu5Ha/Ry6B9kE3KPiyhOkuHDjPz5F6C0nJ0wGR30L5uI+7ObsxOF66OTqxuL2bn0/8rul6vEw6HOXr0KHNzcywuLGKsa7HJRkyyDhN6nLKCNnwEpHUYZR3aM90ilArUDh1KixaVTYemzYSm10bSpubAfJqZeIGD83Eef2KCRL71jddm0LCrx0Gfx8zuHifXD7gwas/ytlSrQGwMamWoFhp9rWYfhuRMY/9a/jknkG1d1GwD1FybyLtv5PhMgLmxPLmjZWr7T61aKnJqKE+hVGD3GrB5jRgsGnq3uOnZ4r5k4qBer1MoFEgmk8RiMZLJJHNzcwSDwTXzz07FbDaj1+sxmUy4XC6cTmfz72Rj12cLQgAJBIIzItckQv93WfxYntuFec+yo/KX371sMPrCP/kLzI6L44D8rX/6IC983IBCKTH0imkM7mWxcsMND6HXtXCL//kpy27WdnjvEWqSRHhxka98pXXzU4fDgaPNQd6YBwckFAnSUpr9qf0cix9DTq1MdvUZfbyo90VscW+hp+ikFE6QDC4QH10gNHmQw8lfrxhvcjjpWL+J4WtvpH/XHpRPY+PQcrlMKpUiHo+TiMepxIuUknkKkSyqbB2LbMAq67lB6kJHPxqeei4KjRK1z4jGY0Rp1aJxG6h0WpgplZlOFJhPFAllShw7OsfxX2Wo1FYvBykVcO2JyM6A18yQz4LPqsdh1Dy1cMhFGh3KK7lGInvkOISPNTqXV9ewC2jMHNnRTc25karWR7agJZdVEkramc0MkgzZTxsfXbFlsGhwBhqGgBaXHqffiLfHis1rvHDjw7NAlmXq9TrRaJTR0VGWlpaaLU+eCrVajcfjwe124/f78fv9GI1G7HY7BkOL6N2zFCGABALBGYn/5/HmY9sLe7Dcsuw2uDh6nHyy4cjr6xtgw0XKWRl79CGWHj+Azl5h/WtWlkzv2vXfrcVPchayjRYZ/P7nOaTawtgPf8iRI0dWDCtpSiiHlNQddfLkOVY8xvHE8caP/Bbmz3adnU2ujWw0DbNHuRFlvEjo4TEmj32DJ5Or3YgVSiW+3n46N26h/5prCQwOo1BenFyParXK9PR0s8LqpK9QtVpFkamhKSnxyla8ko2A5ECLATAAayypKUHtMqCyaFE59Ch1KlAp0LSZULWZOJoqcCxVIF+ps5AsMDabYP5ggaV0qfX5TtDnMTHgaQidHd129vS61u59Vc7C2C8a7sflNJQyjRLzQhyyS6ur905FbQCTB1mlQTb5KJrXE5OGWYxYCWYDRMckpPra1VoqjRK1VolGq8LdaaF/hwdvlxW9WYPBchbi7AKpVqtEIhEqlUpzSXJhYaFZTVerrW2OaDAYcLvdzejN4OAgNpsNo9H4jFuqeroQAkggEKxJeTpN6XjjJq/2GFaIn9j8LN/58Pua26//2L9clGtGI7/m4BPvY9sfp1Y9d9ONj6LVtriZyzJ8Zktzc95xLT/8fyvbbej1euxb7Xw+8nko0Pg7BZ/GTUfNRW/Ni6tsQhUroklVoVonn4hQri7wAPetunTH+k2YnS68vf14OrtpX7fxolRpSZJEIpFgfHycUChEPB4nshjGUtdjknXYZSN2yUynHMCAFrvceumiqpNRGFXo26zovCY0TkMjmmPWoLbrUGhUSJJMMF1kNJRlOpbntwdmOPiTFNnS2jdgl0lLp9NIh8NAl9NIr9vExoCNfq+pdcl5OQtzjzZ6WMUmGrk58YmGl85TYWkDkxtZb6Nm7CCj30yq5mepvpHgeI5kuEBtVaPSxrZCqcBk06IzavD1WQn023C2mzHZdJdE5JykUqkwPT1NMplkYWGBUChELBZ7yuOUSiX9/f10dHQ0S8ytVusKg2DB+SEEkEAgaIlcl4h+adnt2f32Zbf1H33iI0ztX14W+/2//OAF30gO/eoejj7+Bbx7juA6zY/Q6byJbVu/tvY1vv06AP6H5zBn2k7oFPFzyy23MDg4yL/P/zufH/s8G6esuNJaehVtaGoKlFUZqVimVirT6JU019JRGEBvMuPtG6B9eAMOfxs926+54MahkiRRqVQol8vMz8wRHl8ku5iglCqgqiowyFosaPDJLm6XBlCfYdlKadeiturQDdjR9dvRdlpQniinlmWZ+USRhydjHDo4x1Q0x3yiSKUukchXqEurIyU6tZItHTY6HEacJi0b2qy02fUMei14LGs0kJblxrJVer6xVJWabSxbjd+7dqWV0UW14yYKsotcVkGxaiKv8FBWOMkqu6kobVSKNaJj2dPckJdWnEZv1mDzGGgfduDuMOPwm3AGTJdkyep0stls0/H7+PHjTExMtExCViqVOJ1OVCoVarWatrY2Ojs7aWtrw2KxoNVqUamuzmajJ5FlmXxdYrpY5liuRLZe50CmwJ/3+BgwXr6y+QsWQPV6ncOHD9Pd3X1Zm5oJBIKLQz1TIfJvB6mnlm9WztcOo7brkSWJr773j0iHlzuj3/6OdzOw69pWpzprHv3x9zn4wL8x8JLlaMDCvJHkwK285/rPnFlchY/B2M95gF08xnY4JS3khS98IXv27OHx0OP88PgPeMsvTu3lleH0+IZaq8Pd1Y3N68fd0YW7qweDxYreYsHm8aG+ADO3SqVCLpcjlUgSnVoiu5hEjpXRpRU46iYMshYbauyYgLUTURV6FWqHHpVTj8ZvQuM2oDCqUbsMaNwGanWJpXSJyWiO0b0zPDIVJ1GoEkwViWbPUOasVNB9IpLT7TJx6zoPu3udZzYQjE82Eo6zoUY0J3wEElNrR3VMXvBvQnb2U9b4iUkDzAQdTE9ryDyw1rJahVPzcxQKMDv02P1GLE493m4L7g4LDr8R7SU2CYRG5VUkEiEejxONRolEIs1qutMxGAx0dnbicDgIBAL4/X68Xu8zbskqU6vzcDLHrxMZDmQKjORLVFs0nVArFHxmfddlmOGJ65/rAe9973vZvHkzb3/726nX69xyyy08/PDDGI1G7r77bp7znOc8DdMUCASXgtwjS6R+PLFin27IgWa9lV9+6bMc/vUvVzz3rq/8J0ar7byvVy2X+K+P/Q2LY0fY9ofLN81vLhh44Z4P8t51r1n74HoNfvwuOPw90pj5NTc2n3rDG96A2WzG7/fzz/v+mW88+TXeuEL8wPP/+M8wO11o9Qb0Fgt6kxmT/cJ+xMk1iWqkQGwuTCocJx1JUcuXIVtDWZQxyFocsol21IC95TkkhYxkVaE2a9E7TKjMWpRGNSqLFk27GV1Xw96/UKmRLFSJZErsm02yd+8ki6kis/ECxerq3kvQSEYe9lu5vt/FkM9Mn8eMSavGolfjs+rRqtdYVqkWG6ImeKCxlJWYhtAhmHlw7ffC6KFq6aNs6CZT8xCuDrFU20xhQSJ7qEQxe7JiqQ7UUSjA6jHg7bJg9RjQGTUolQoUSgVKZWMpyxkw4+k0X7bWD9DoTH/w4EEmJiaavkhrYTQaMZvNdHV1MTQ0RF9fH2r1M2fhpVSXOJYvkq7WKUkSR3MlfhlLcyhXbDneoFSwzmSg06DFoVbxurbL6yF0zv8SP/jBD3jDG94AwE9/+lOmp6cZGRnhm9/8Jn/913/NQw899BRnEAgEVyKVpfwK8aNf58TxqiFUJg2/+eZXV4gfg9XGH3/h/6FSa877evt//lPu/39fQqmW2PqOZV+WL0d1HJMV/Pvwq1ofWEjAvR+CA41lrh9xB0+yofn0u9/9bjweD7Is85e//Ut+MfMLXvvrjubz6264hRf96V+e169uuSZRixepRorUM2WkfJVSokA5koNYGeUpKxxWwNpMQl6JpJCp6WSwatB2mLGt96F1GVGbtSjN2qa/UqlaJ5gqMhbOMhbOkT2c4sDPUkzH8sTXKC2H5WhOn8fMjm57swfWsN+CRX+Gf7NapVFGPvu7RiPPuUcaS1iFFtnhJ98Tk4eKfSMFyUFWDhAqdDGT7CM61er2ckoFkwJsHgP+Xhs9W9x0rHOgN53/5+liUq1WSaVSRCIRUqkUhUKBeDxOKBRqKXhOVl25XC5cLlfTQ8dsPrPp5tVATZJZqlQp1iXStTpThTJPZgsczxc5niuRqrUW2wGdhp1WEzc5zOy0mejSa7GcbzuSp4lzFkCxWAy/v1GB8T//8z+86lWvYmhoiLe97W185jOfuegTFAgETz+1RInIZ/Y3t31/vgONz0S9VuM33/wq++7+UfO5N3z80/j6Bs77WpJU5z8/cBeR2Ql82+O07V5e3jhWVHKspOK/f/+/USpaRCNqFfjH3uZmDMcK8XPDDTfg8XhYyi3x/P96PgCepBZ9tfHF27NtJy/+s/dxJmRJpp4oUUuVqIULVOazlGczyOU6UqnWaMJ9GqfOtEKNvKKErFOiNmrRWHUoDGosnU7MTisatwFNwNwUOSdJF6ocXkwzeijLfKLA4zMJji1lOFO7arVSgc2god9rZkeXg929DgJ2AwMe81M7JNfKjYadC0/AzO8aHjr5yNrjFUpkzzpKui6KFT1xqY+peB8zc53UJls7IWsNakw2La52M442E2a7Dp1RjdGmw9VuQqu/vNGQer1OLpcjm80yMjLCxMQEuVxuVY+r07FarWzevJmenp5mFdbVvIwlyzIThTKThTLjhRLZWp2JQpmFUoWRfInKGT6EFpWSTr0WnVKJW6vmdpeV6+xmBo26K/49OedPn8/n49ixY7S1tXHPPffwhS98AYBCoXDVJ2oJBM9G4t8eofjksghxvHwQjc/Evp/9mN984/9bMfat//IlnIH2875WKZfj829/LShktv3RyIrnRktKvhLT8cOX/pA+e9/qg2UZ/t6zvN15LZ+bv665+f73vx+9Xk8oH2qKH4Cbn1w+5uXv/9uVp5TkZqVbLV6kGi5QT5VaipyTVKmRVRTJKIoUFRXK1KiaoG5VYu1y4u30MzQ8jNFoXPMc6WKVhyZijIayTERyPDaTWDM/R69R4rfq2dHtwG7Q0uM2srXDTqezkZh8ToSPwqHvNqqxgvsbXcxPR6lGbr+GsnmQlKKfSKWX+aCJXNlMarTSotpKAgV4Oi24O824O8xYnHqcARM2z9rvwaWkVCoRDAbJZrNkMplmw9ZEIoG8xs1drVZjt9txu93N8nK/399MTr7Sb+6nk6rWeCydZ7JQZr5UIViuMF+qkK9LxCo1cvUzfOgBh1qFXqWkx6ClU6/lGquJQZOenVYj2qu0Iu2cBdBb3/pWXv3qV9PW1oZCoeD2228H4NFHH2XdugtveigQCC4dxdHECvFj3OnDtNvP/3zuUxx/8P7mfp3RxBs/8VlsXt95X2th5Cjf/Zv/A0qZbX+4Uvz8a0THZFnF313/dww6Blcf/PhX4Wd3LW8Pv4ifWd8A841KtJtvvhmtTsuf3//n/GruV0Cju/ibHl2HotDIR9j10ldQfDJKbl+YWqVKLVtGkamhaFHpLSGRVZTIKArEFTmWlEnyihI1hUSOEk6Xk/Xr17N+/XrcbvcZG0BWahLTsTzTsTwH5pLsnYpzaKG1mV2bTc/GgJUel4kOh4EbBz30e0znfrOV5UYV1uzDDdGTC0N0pGEeeOownRXZs4G8eStRxUai0jpiCT3hkcwpOTonabyPGr2KwKAdm9uAM2DC223F2Wa65H2t1qJarTbLzBOJBMFgkMXFM3gJASaTCbfbzZYtW/D7/VitVsxm81UncgBytTr3J7I8kckTq9QYy5eYKJQotqjyOxWVAvoMOjaYDbg1arxaDQMmHT0GHetMelQX4b2Q5TrVaop6PU9dKqNR29HpPE994NPEOQugv/3bv2XTpk3Mz8/zqle9Cp2uUQqpUql4//vff9EnKBAILj5yXSb4tw8jn9LEsf0fbkShUvDoj763Qvy87P1/Q9/2XRd0vcO//iW//NJnUWrqbHnbWHO/3b6HceNLmZz/B/QqPS8bfNnKA6tF+Me+RqsDYIxeslof9b738vjPf94cdtttt3H9t64nW802970z/wKKyRMmjgoF2ze+gMR3lnONTt6ua9QJKpOElClyihIRRZq8oozOoMPn89He3s46Qw8qlQqr1UpXVxdWq7V5nny5xlQ0R65cY2Qpy0KyQDhT5ngow1yiQLpYbbmMpVUrec6Qh3V+C9f0ONnaacdmOIscGKneEDKhw40lq8wSlNKw+EQjP6pebZSby61/0dd9W8l2v4qRSRdPjvupzZ76bJ6TZXRKlQJPl6WRp9Nnw3YiMdnZbkJzGZOQoWEdkM1mWVhYIBwOs7S09JT9rsxmMy6XC7PZjMViafrqOByOq85TJ1+vEypXmS9VSFbrTBfLjOVLHM+XGM2vbVLp1arZYTXSY9DRrtPSZdDi1KgxqZT0GnQYzqex7GnIskypFCSd2U8uN0K5tESlmqCQn6RUDq4Y29Pzbvr77lrjTE8/57UA+8pXvhJohBVP8uY3v/nizEggEDztJH8wtkL8uN+2CYVKgSzL/O4732juf9eX/wOjzX5B18qnkvzyS5/BPpCh57nLX4BW63Z2bP9P3vKNhoFhwBxYffB339gUP9/kZUzS06iKPkX8/Pn7/pwX/NcLmuJHpVBxzyvu4T/f9g4AFAold/yfvyf9neUE7wfUx1BZtCjMGnBqsLscuHROus1mbvV68Xq9zR93pyLLMiOhLPeMzrOYKvK7iRj755JnzNMBMOvUtNn0DPrM3DzoYdOJbuZnRKo3ojeJyYavTjEJ8481OpiXUmc+9gQFwyBJzSYSeQepkoO5zACpkB9WBoIwWLV4OszYvEbMDh3uDjNtA/ZL2shzLWRZJpFIsLi4yOzsLCMjI+TzZ2qB0TC97Orqwul0Yrfb6e3txec7/+jlpaZYl4hVa0QrVZbKVaZOLFstlqqMF0osliucweAar1bNzQ4LwyY9AZ2GzRYjfp0G60VMQpZlmUolQj4/Qam8RKkUJJs5TCL5OyRp7QR9WYZ6oYdyqoec2QItVrsvFecsgOr1Oh/72Mf44he/SDgcZmxsjL6+Pj70oQ/R09PD29/+9qdjngKB4CIhFWsUDpxIdlVAx8dvAhol6V9/3580x732I/94weJHlmW++MdvpP36MJ7Ny74odtsudu78Dn+39++a++4cuHPlwcEDMHEvAEt4G+LnBMPDw8iyzD36e7jxBzeuOOzgmw6uqFgbfumrsX13ecnp17bjvO4v34ZGc+ZoS6la58BcinCmRDhT4onZJI9Oxcm0cEfWqpQ4TVq8Vh1DPgvtdgPtDgMb2qy4zTp81jUSQouphqgppSAfa1RcpRca/42OrW0cqNIid1xDTeslX3dQkOxE8x4W4m2k4lWqVQVlyUKN1maFerMGV7uJbbd30TZgR6tXXRHLPbIsN4VOPB5nYWGBaDS6Zp6Ow+Ggra2tGamz2WwYDAZMpvNYNrzEJKs1MrU6s8UKh3NF5oplRvIlpotlIpW1HbhPolMqcGvUdOi1dOi1dOm19Bt1XGMz0a3XXrTXL8syklQinx8nmXqUZPIR8vlJKpUYktS63F2WVCgq29FI11AvdVDJWamVDKRDOjLxKvUTP7589p6LMsfz5ZwF0D/8wz/w9a9/nX/8x3/kD//wD5v7N23axKc//WkhgASCK5zoVw83H7f99R4A4gvz/L+/eNeKcYHh0+yYzxFJqvPv7/kjQF4hfnq630Vf3108tvQY3x/7fnP/Wza+ZfngSgG+/BwAaij5Eq9vPvXhD38YhULBXb+5iwNzB5r7t7g386lNH+Vnn/0kIw/9trk/eXy5oqc2aOBNb/+jVXOVZZlcucZSusTBuRS/PBbigbEYlRaJoUoFbO9y0O00sq7Nws1DHoZ955AUGx2Foz+Cqd80xI/cuowYAK2ZunOYEnbKCjtFpZeFymamIp1kDkjUKq2XuXRGNW3dFsxOPTqjBrNDh7/Xht6sxmTTXVYfHWiYQi4uLpJOp8lkMszNzVEqlUgmky2jOyfdkr1eL4ODgwwODqLX669oT52yJDGSL3EsVyRRrRMpV5viZrpYJr1G+fipuDVqAnoNbToNvQYdHXot3XotQyY93YY1nLgvgFotS7kcIZ3eRyZ7lEolQjp9gEoluuYxen0XitoAVPpIzfeQXmgjE2XVZ1NCJqEsklbKJHQSdasGU7nMnov+Ks6ec/70fOMb3+DLX/4yz33uc3nnO9/Z3L9161ZGRkbOcKRAILjcxL5xjOpCQxDo1zlRmbXUa9UV4sdgtfGH//rVC/oFKcsyX3jH6ynlcziGlqMvN974KDqtm396/J/4+rGvN/f/5tW/WXm9/3g5AHFs/Ctva+5+5StfySOhR/jje/94xfV+eudP+fXffIz//MZ7mvu0SgO3dr0Ve3W5VUXP268BYCldZP9sir1TjUqsyWieRAtfHaNWxfo2K36rng6ngWu6ndw44MZwtgIiNQ9ze2HiV43ITnJmVXNPSWen5txITWkmJ3lIVbzkqxbi1Q6W0m1k5k5PRgZOeFgrFGDzGrH7jLgCJlwdZhx+I442E6qLkM9xMcjlchw/fpzp6WlSqRTpdPqMS1gqlYqBgQG8Xi8ej4fOzk7MZvNTRuwuJ7lanX2ZAo+kchzLF5kvVhgvlFu6H5+KTqnApVEzbNKzwWygU69lvUlPp15LQH/+ruO1WpZSaYliaZ5aNYUs15HkGtVqkkolSr2Wp1rLUK8XkOpFKpU45Uqo5dKVLEOt6KBe9KFVbUZZ3UQt304uriMdqVPIVcgBBaVMQSGTV1SoKaBkhIJRSVYpU1BCuFKlemoidrXGJvPljdKdswBaXFxkYGC1B4gkSVSrrf5HFQgElxupXGfp7x9ZkffjeOUg1XKJz77plc19u176Cm5+/Vsv7FpSnX953e8DYO3K0n1ro1+TQqFBp3VTrBVXiJ8v3P4FXIYTjrClNHzzZVQWn+RuXsAhlqNQuoCOpD3J/7r3f6243oOveZCHvvwVkkvL+UWDzuvZYbtpxTjda4f5ygNTfO2haYJrdDM3alV0OAzcNOjhpkE3Nw96zq6PVDkH8480RE50tOGtk5ptVF+d/v6gJKbYREweYjS5g6XyEPLsWoJq+Tu1a4MTo02L2aHH02nB5jNg9xpRreXefBmo1+uMjIywuLhIJpNhcXGxZUsIaLSF8Pl8GAwGnE4n7e3tmEwmvF4vBsNq88grBVmWCZarPJ7Oc288w6PpHIulKq2kjloB11hN+HQafFoNXQYtXq0Gt0bNZovhnIwBZVmmXs9RLkcolYJUqnGkeoliaYF8fpxicZZyOUK9XkSW187BaYVUV1NK9FLOtFEvuahmBkmk21mQ1CQlJcW6TF0BZYVMSimTUxQpKAuUlFA7UyrbaSt5KqWCXreJPreJbpeRPb3Oc5rnxeacBdCGDRt48MEH6e5eaSv/gx/8gO3bt1+0iQkEgotD4WBkRfUTQPvHbkRG4rOve3lzn9Fm56Y/eMsFXSubiPHldzXOYevN0Pv85WjHNTu/B8AnHvtEc9/Dr3sYi/aUZqL3/R0s7uNr/AFLNJJWJSSmuqZ4UvUk37rvW82hH77uw7xy8JUEx0ZWLHnphp7DjupyYF03aOfIdhdv/c5y81aAfo+JDQEbO7vsbAjYWN9mwaxTn13kS6o3el7NPwaT98GR/2o9TFaSrLUTrg4TrKwnL7mJVnsoy8tVZGqNErVOhcGixepq9LYyWLTozZrGPrces12H8gqJ6NRqNZLJJNFolHg8TiaTIRaLNR+3wu12s2nTJjweDzabDZvNdsWWmdckmXi1xuyJ5arxQomlcpWiJDFVaDTzLEqrlx7bdRo2mg1cZzc3vXI2mg3n9BrLlRiFwjSVcoR8fpxSKUixOEexNE+lEkOWnzo36CRKpQG9vh29vg2lUotCoUKlNKKQfKQW28mEzBQzOmYW1YTyMgmlTEIpEVXJpJUyaZUMykabkrPBbdZi0qnxWnTYjVosejUddgMdTiMuk5aA3cCg9ywMOi8h5yyAPvzhD/PmN7+ZxcVFJEnihz/8IaOjo3zjG9/g7rvvfjrmKBAIzoPyVJrco0srfH50g/ZGxZdCwd2f/qfm/u4t23n5B/72gm5IC8eO8N2PNKwwrN3Z08TP97Fat3Db924jWmzMZ8A+sFL8yDKZx7/Nt08RP4cchxi3j6+4zgbXBrwGL68cfCXlQp7vfHjZ2bk6uJvXnCJ+fjVg5PuZJEe/t9xnrM9j4s9uG+TO7U9h6Fivnuh7NdUoOS9nkOOT1OYOokqMoJRWJyjPl7eQrrcRqgyTrvtJ1LrQ2p307vDgcurpsmvZqlejUClQKhRY3Hrs3ivDLLAViUSC0dFR8vk8iUSCRCJBOBxeMykZQKfTsWHDBlwuF06nk56enjOaQl4Oiic6k88WyyyVq4QrNUqSxGShzIPJLOWn8MxRAJ16Lbe7rOy2mdhjN+HXas74/08jglOgUolRKgcpFmbJ5ceoVVOUK1GKxVlKpTP7FQGoVEZ0Oh86rQ+F0oBCtqFhPVK5A7nqoVTXky4oSOQV5Is1CrkKiXSF+VKZeLFC9v9n77zj7CjL9v+dPqeX7T29kJBGCb0LKoigCCi8YHkRFSvyWgELItafFUVQKQKCIqgUEekdTCgJIT3Zku3t9HOm//44m3Nykt1kA0FQ9/p89pOZZ57nmZmT3TPX3M91X7ftkhBdCgIkRQcEByao2NEW9TE97qc6ouPTZDRZpK06QF1IozqkURVQ0RWJqoD6liI2k8VeE6B3v/vd3H333Xzzm98kEAhw+eWXs2zZMu6++27e9ra3vRHXOIUpTGEvMV5R09qLlqC2FAmHVSiw4ZliIctwTR1nfPWK13W+5EBfifyIssuMt28rHVuy+LdEIsvYmtxaIj8AX13+1Yo5nv7tV3iAokDZw+P+5vvJKbnScVEQeezMx4jqUaAy2gRg1LVxnn1saf/heoWvbypXrQf4znv25+yDx68+bRs21tYVeB1PIbU/gtr/HMJOmggB2K5EcT2RYbuNPmsuWwvL6TIXI4gi4Sqd+PQADXV+li+oomlO9C0Z6QAwDINUKkUikSCdTpfckguFAslkcsJCn4IgUDtmF+Dz+aiurqa2tpZYLEYwGHzLVAXI2g69psWo5dBVMFmdzvF8MsvL6Rz2HqwLqhWZJr0oPp7m0/BLIlFZYlnYzyy/ji6JeJ6LYfRjWwMMpbrIZjeRzW3EtlLYTgbbTuM4eSwrgevmdpsevh2q0oAstCG6bQjONKxMPbhRBC9Ed0pk86hBV3+GvOlg2B5pwcUQICG6DEp9uLv7VROBcaRFVQGVOXUh5taHmFkbZGZ1gOk1ARoib9xSpOsaeJ6LJL15y52Ctzsq/1+KVCpFJBIhmUxWGJ5NYQr/Dkg/1U3y7i2lfX1enPDxrSXy0/7SSv501ddKxy/6zW3or6Noo5nP8bMPngmAIFUWNl20/6+oqSm6xX/qoU/x6LZHAVh9fjkTLdm5hl/99iZy+PDw6Ax2sqJmRcU5HjzjQeoCZR+Xlx64j4d+84vSvhWp4pjq02l2i1qi+xWHb1lloe1V79mfdy1uRHE81j3TS2D4aeSRNSiJdahGL6ozjF8YQhF2fUCZro8BayY5N0rGqSbhNJELLkSsn0e8KUIgqhGM6wQiKvHGALLy1nj4Q3G5ajupSSaTGIaBaZoMDAzQ1dU1oWngjmhsbKSxsZFoNEo8Hi8V/XwrmQeOWDavZvJ0F4rmgKszOV5J5+k2Jtal+iWRmT6NalWmTlWIKzJRReKIaJD9Q36UHbRftp1mNPE8udwWctkt5POdFIxeDKN3UqSmEgK61oAsziSdPJANXfX0jvrpz8rYtkQh7+C6Hi6QE4rLUVnRIyN6mJPk0RLgk0QCkoQsCSiySFvUz7S4n6qozqzmEFUBjZqQRmvcv0+jN65r43nFpTPPczCMfgyjH8tKkEy9SD7fRSr1MqY5yIzpn2P69E/ucc69wd48v9+6OYRTmMIU9hrWYK6C/NR8fDFaW/FLwHUdHv7tr3j5H/eVjk9fcsDrIj8Av/p40QRVjxeY976tpfaG+veWyM/DnQ+XyM8RTWXfHs/M86Pf/hEPnR5/N8/WPVsxd1SL8vCZD6OI5QwgyyhUkB83Usu58Q+V6nel8SrIz8tfO5GITylmpn38QT5Q/Smicm/lTYx9/1ueypA9iyFhAduEw0lKs5D9Oo1zYtS2hZnVFiIQ0d4yZR92hOM4DA8P09PTQ29vb+lnT8kpiqIQiUQIhUJUV1dTU1ODpmkl5+RoNPqvuYFJwPU8ugomTycy9BQsVmdyPD6aIbebOlYBSSQgidRrCvMDPpZHAywN+ZkX0Csic57n4romhtHLYN8KMpl1JJMvYJgDGEbfhPODgKLEUNUq/L5p+AMz8flaAZ3BkRCd/RKDowpdvQ4DKZferMmw7TCEQ670a+RRFLxb40ZodkRrQKMl6iMW1lFlkVBAoTnuozass39ThJqQRkh/YzLmPM8jn28nl9tKLt9RinTlspvIF3owzQFse3wd2HhIZidOr/9XYK8JkCiKuw3nOs7kBFNTmMIU9i3shEH/D1eW9usuORCluhheHunp5vrPVaaOn/zp/2PuYUe9rnM+95fb8Tf10TgtTXRmuQxFNLqc/fb7HgA5K8dnHimnp19xeHm57fGrP8n6SI5X4q/sMvc3D/vmLqUxNv3zWf7yg2+V9jOz9ud/nBMr+pxFhnOWt3LO8jZa4j5CuoLruPzlW3/nE/Vnl/qltP3Ixw9AaFiCWtOIr6EVrXk2DbJGA7D/a/tI/mUwDIONGzeyZcsW2tvbGRkZGbef3+8nFouV6ltJkoTf72f69OnU1NTsto7ZvxqO55GwHHoMkzWZPK9mCmzMFUhYDkm7uIw1UWp5TJaYG9Cp1RTmBXSWhPwsDPqoUcvCdsMcIp1ahZkapGNoiILRSy67hWxu8269bgAUJU4ksgxdn0nem0FPtprNwwEGsxoZw2UwUSCZNhnIGmRNm6zt4grjGwWyA3+OiiK1fo3WmI+gT0FWRAIhFVkWkUSBurDO3LoQEZ/CzNoAfvWNj1vYdoZEcgVGoZdMZj2Z7Aby+Q5sO4PjZPY8wY5zuTJD+SoKtsqoEWHD6Cy2pRvpSLXwoSMXsWThG3QTk8Bef5J33XVXxb5lWbz44ovceOONfOMb39hnFzaFKUxh79D/ozL5Cb99Won8PHrTr1l5758r+l5w9fWEq19fEcLnH72ETOguph1f2d7YeBbz530bANu1WX5rWZT8qxN+RbWvGoAVN3+Db/i2MuirfPBcuvxSzpp31i7nsy2rgvyYsVqOZAnq2NdYHy6bTp/GSwe1VqSud60d4Z6frODjO5AfFp5B+Izf8FZf4HZdF9M0yefzjI6Okslk6O/vp6uri66url3EyJIklbQ5DQ0NtLS00NDQ8JZartqOEcumPW/w2EiajTmDNZk8m3OFPWpzAOYHdBaH/NSqIoeHBRZoBTTRwnVzGEYfpjFIenAt3V3dbDUGMK1RbDuF645vf2A5MiNGNQO5GpJGBFOcg+nVM5SvJu+ESRkyORNGsiYZw6aokS7XTRsXY7+CQU8gJEnEdJn6qI+6qM7M+hDzGsPMnxalKrjvDQ13hGE7bOjLkLccbNclZzhkDJusaZPK27ieh+NayG4nfvcxfGwhJq9CEsZ3Ibddmd5sLUP5OAkjguUojBpR+nM1DOWrSJtBTEfB9SRcT8DxJDxEwKNRzRESTfyizYHaMDXu0Bt673vCaxJB74wzzjiDBQsWcPvtt085QU9hCm8C0o914RnF6Gvg0AbCx7QA8NvPfrTCH+eY8y7ggJN3/RueLDzPY/Urn2Rw8P6djojU172LtrYLCQbnllr/trVcs+s9s9/DYU2HAXDzrV/k2twzjPrKHjG/OP4XHNlc6d2zIx645iel7VzzLJRgDXOMcv2wZVccwYE76W88z+OvP3mR91WVCzU7B3wU6V3fn9wN/wuRSqXI5/MMDAzQ09NDMpmkvb2dXC434ZhgMMicOXOYNm0aLS0thMPht4wAeUcUHJfNeYNNuQIbswZPJdI8k5iYPIQkkTk+kbk+h2nSMFFvCMUZpYYhwm43oj2ImRimUNiG7Tk7lzYDwPUELEfBdBUyVoC02UjO8pNzpzFitow9wIPkLJ0tw9K4Pj5FmGM/O12jK1DnCMQcEZ8HuicQi2jEIhrT6oM0T4uwZEkdweBrMzS0HZeC7ZIzbXoTBQzbJZW3yBg2iZxJIm8xmjXJmQ6jOYusYZPMW9iui+V4JPMWhuWQt0zq/AOE1Cy1vkGmRTppCPTjl/MERAdZtKnSR5ElpygeGkPaDNCeamUgV01fto5tmUbSZpDRQpSCoxNQJeSxEjDVQZVITKa1USEsFJgmD9FobKXZ7qDB7CBs9KKl2hHMsejR9hVL5WLgiJ1v/V+GfRZLO+SQQ/joR3e1mJ/CFKbwxsJOGCT/1l7aj546E4D1zzxZQX4uvOYmgrHXZzy2Zcv/24X8tIR/xpwD37lL36yV5StPfqW0/43DvgGPfZ+vvPQod0c72bFM1cpzV6JKEz8o7rjycjpWvQCAq6jM8M/jaGNB6Xj4Cwci7iw+LiQZ+enZXFT/dLmtbv83nfzYtk02m6Wzs5OhoSFyuRydnZ309+9qmrgdgiAQjUZLupza2lqmTZtGQ0PDWyrDzPU8OgsmzyezPJPIsCVnsClnMGyN718j4HFoIM9cNtDgbqKVLmJOJ7axDdIupHcdk2aM3LgypqMznI+TtqvIOzHSZoicHaI91cb64Rry1uTJoCoJVKkKcUnC54DqgK/goeUdVE/A54HmCeieQMADEQFJFqmfEWb64hpmLqshGNMpWA69yQJ502FVX4qs6ZDImWORluIyn+t65C2HrGGTNx1GcmaJzGwfP5Qx2EM2/g7XblCtj1DjH2K/6BbqA/3E9QRV+ghBdWICvSNcTybp7E9OPAibJvLqUtRajQWFXt6upomrNrqTQSVHnZ5AS2yBRCek+yA7CDkL+pJgjvOftiNkHSQVFD/4opO7wTcI+4QA5fN5fvrTn9LUtAdfjSlMYQr7HH0/KGdMNVy6HEEQWPvUY9z30/KD/vO3v36PLttO095RFh+/+vuZtM0/ijkX70p+AH616lel7f93zP+DF27i/178C/fHyqUxTqo+nK8c/+0Jyc9TDz7AM7/9BYJTfoCGm5dztFUmP/5ltYTjO6XS2gZ8p5WqnSf8yN/3cJf7DpZlMTAwwPr16xkYGCCRSJBIJCgUxl+GgaJeR9M0WlpaqK+vp6amhra2NhRl9x4zbxYGTYtHRtI8MpxifbbA5rwxoYeOKkCrkqdFSlHrdbCw8FdmeGthB0mJ50HOVRjI1ZEyQ7hiNQWnipw3jZ50jG2pIP0ZlURewPUm/3kEVImIrhCURAKiiN8VCNugpR3EjE3cFYi6AgI7zykAMq4s4PpEHFUk4xfpDQj04DBs26RyI7hPD2M/8SquBxlj8maFk0VIk6kJqfhVlwVVG2kKbCKmjRJQkviEblRhYLfjBUFG15tRlRjh8GI0T8cvRJFSw4iFFKor4ctZCJkBsFeB9RwkfgTJbrAn0DHtDmoQYtOgahY0Lin+G2qA2v1Afet4Qu01AYrFYjsp5z3S6TR+v5+bb755n17cFKYwhd1j5A/rwS7GkwPL65GC6i4p4md+7arXfZ7BwQdZtbosol57+wwOP/0ilr1z4uW061+5HoAZkRm8LZPl809fxQOx8lfOH4+9iXmtE7vHr3z8EZ697qcVj6ShOYdwlnVYab/uc8tQ6gLlDraJe90JiP3lRZFBawaRT9yG2jSXfQ3P80gkEmzbto2hoaFSvatcLodt7/5BGIvFaG1tLUV1Zs6cSSSyu7oC/zp4nkfGcTFcD9N1SdoOtudhe5B1HB4cTnH/UJL2/K5LQxIu0+VRZgmdtHqbaLZfIGAmcUzImgHytk7O8tPtRejwjsOmGUdsYmuynnUDApnxpScTIqjJ1IQ0Yn6FsK4g2B6K6VIvSEQMDzlpI+YcxAGbYrbVzok6Eg4eOQEGJYchyWNYdMkLxdTzlOiRFShyIZciYduDDliTRUK6TEhXCI/9qyvFBCJJEJDE4k/Ep6DJIrGAStinEPUpKJJIUB6hxteF4vVgmd0YRjeJxAosa3yhO2w3SGwk4J9OLLAI1fLwOwFky0DPFhAGNxVLtfT/btwSLbtFpKUYudEjoPhAlCFYB/X7Q7ihuK34iz+h+jc9sjNZ7DUB+tGPflRBgERRpKamhuXLlxOLxfbpxU1hClMYH07aZOj6V7B6yjqK6Gmz6Fj1UgX5Of2LX6Nlv9eXz5RIrKggP4OvxFh2wocmJD8ZM8MRt5XX9b9y0Jf46F//h2dC5SjN1UdePSH5yefz3PvXv9BxZ/mFKt+yPw9Lh3CTVV7Ci58zv4L8mNkc6vcbdkywYWP+cKx3/ZqapkZeL1zXpbu7u+SI3NPTQ3d39241OpIk0drayrRp04jH48RiMaLR6FuikrnjeaxMZlmXLbA1b9BnWPSZFtsKFv2GhTlJi7h6r4eZ1gbqzG7MhIiVEilYOmlX5lmrlr7seaTMvZOb67JIbVhHkQTUsWwoAQGfJKDlXUhahPMeoulAFuRhi7BrE3MLKLtEccoYEV2GJY+M4DEsuSREj17JpSCCT5GI+hVkSUAWRWJ+hVa/Sk1II+JXUEQRWRLQFYmYXyHiKxKusE8pXaMkCPg1iZqgtseIned5eJ6JaY2Sy25hdPQZEsmVFLLbKBS62TbBOBGZaqGNIDE0z4eayxLq2YaaHkVwNkL+efB+v+cP2RcrEpfa/YqkRo8UyYsWBkkpHou0FAmO/tYg5vsaU0aI42DKCHEKb2V4lkP3ZU9XtDV963BW3v8XHvvdb0ptZ33tOzTv9/pzTNe8egl9fcXsz67H6xleG+Ozt/wZaZwHeF+2j7fdUXaED6khcmYGZweJ6Y1Lb2TZomUTnu/rX/86obXlZb3kwhO4KTubhwihjT3cfMtqqTpzh4hO1/Pwm/J5c06E+7yrmXP8UhYd27z3Nz0G27ZZv349mzdvZuPGjaTT4+sbampqaGhooK6ujqamJsLhMLqu4/PtXS2oNwremDZnfbbA6nSel5KjrMoY9E+ifrXoOaiYSK6F4IHrCqi5PIHBUYQhg9F0FMfbs9ZGk0V0RUISBUQBLMfDcT08z8N03GLVccdD86Da3S4uFpAA3YMGW6TBEZF2Q3C2I6mB5JMRfBJuUMIJKYhxjZbmENGxSFFIl4n5VXyqRFCTCWivj5Dmcu1ks5swzSEsa6RYad2z8VwLy07iWGmy2Y3YVhLbyeKy+w/fn7XxGS7+nINmuoQyNqGMjWx7k/gEAF8cAjUQqC7+G2uD+IwiqWk+8D+W1OxzI8RVq1ZN+uSLFi2adN8pTGEKe4+Bq18qbavTI1Sftx+O51SQn2M/eOHrJj+ua/PCC2eTTL0IwMj6CMNrY5z//Z/vQn7WDK/he89/jxcGXii1Hdl0JHNjc/n1K78GQHM0Tk+cPi758TyPVatW8eCDD6KMlvUMjQsPoDm7iJsQS+QnsLye2Omzy2NdD++OC0qRnx5zHsHPPcIZNZPXGmSzWbLZLMlkklwuV6p9tWbNGvL5sgZC0zQaGhoIBAIlstPU1PSme+l4nodljZAzRtmQzbEynWNjzmJT3qXfEhlyVLLerunWimsSzw+gGXmcnIdZULAyInYWrLwCTvlhu+PCUQEoEGTHIlICsJ3rjScDMmwXw97BsNCDKleg3hGJOhJxV6DJlgjtSdujifiqdII1OrFaPz6/QtivEAxrhKp14g0BJPmNTfu37TSJ5EpSqVWk02vI5zrI5jbueeB48DwUyyOUtYmNWgSzNuGMjWp5RbGwpIIcgGgLNLYV9TWiCIIEggiiBM0HFXU2ig/UAPir31Jam7cqJkWAlixZgiAIuy2AB8VMhSkjxClM4Y1DdkU/Vl9xyUVpCFB7YfGF44bPlpeo3n/FD2icM+91nWdw8AFWrf54RdvAqjgX/vJGgvFKafGzvc9ywQMXVLR9aumnWBabz4ce/kSp7ZTOU/jIx3a1yUin0/zwhz8sPghG+tEHisF/AZEjsyfs0j962qzSdu/mJC/99Oe8I9YOwMrMe2j77M8I74b8WJbFxo0baW9vZ9u2bSXNzkTQdZ1FixYxa9Yspk2bhqq+trTmfQHXtcnnO0lnN/FiYpiVaYMNeYHNVpispzFAHa4gAfrYz46DPYScXfxJW4gJEzFhkrQFYNfPSxiL2gm4FGnQHpZ0KIqYS+M9qEWiQZaICRL1kkwEEd0FxXAhbTNR7rkeVIjV+wnFdWRFRFIlYnV+6mdEqGkNjT/odaDoAD2I6xawM93YuW7MTAdufhg7P4BlDlGwh0lKSQzJZCKO5ss5+AsOiuUi2x6i6yF4IDseku2hW6BLcSQ5hKxXI/irkZQwYrAeWveHSPNYdlQctGCRzEzhDcOkCNDWrVv33GkKU5jCG4qda3zVXrQEgC0v/JPR3mIV6VB1zesiP5aVYO26r1akultZmTW3zuK0Sy7fhfx0Z7oryM87pr+D/zvw/9i48b4K8nN89/HIskxdXV3FeMdxiuQH0Ls3o6QTAATkCKe0fKzULy8LNJ+7H1prqLSk5Lked35/JedU/67ULzHrAg5o3n1pjx/96EfjEh5d19E0rZRuHggEaGpqYt68eWjaG2tWtyMKhR7S6VdJ5jrYnOji1USeV1JhNrjTGVRqKMh+CnINCLWVA3d4KAujBmLKQshYCAUHwXAQsg6i6yII7lgG1eSiJN5YP0UqinarAhrzG0LMrAkyrTpAXBBxhwwyfTnMtIWZtbAyNqM9O/v87CoKF0WB6pYgVc1BAhGNeGOAlvlx9MDrK+XgeR62nRpbisrjuRbOyHoKo69gmaM4hUGs/AAGWdJymry0B+W1RIVHDoBiusQSFuGMjS/vEMza+L1gUTvTsBiqGso6mqpZxW1/vBixmcJbApMiQG1tbW/0dUxhClPYDVzTqSA/dZ9bhjAW5n/ytptK7R/+0a92GTsZeJ7Hxo3fomvbDRXtWx9oIrk1PK7mZyA3wNv/9PbS/o1vv5Fldcso2AUufOkHpfZFw4uY4Wvhk5/53C4ZpFdcUSyLoQ73oqQTBOQIxza8n4Bc1id047L8W0dXnHvjin4e/PVLnFfzcULSMADuu6/h+KWHsTuMjIyUyM/cuXOZO3cuDQ0NBINBQqF9H1kYD8WHc5pCYRsDI6tIZdrpTXazLqOzotDAVrmZhBBjVFsKwgHFQeNxOtdDSFmIKRMhZSHkbYSCW4zwTHRuBLwxvY4mi9SFdfxqUZcjiwIRv0rcr9AU8xHzqzTH/MyvC+FlLNykSXrYIDmUJ5c0yXWlGBzoozM9sZZFECAY1wlX64SqfERqfPjDKv6wSqzeTzCqv+a6apaVIJPdSCHfSTK1inxuC0a+F9MYwPbyeExcH6z4Aex0ra6H5BSjNqotILsisuhHlAOocgRVrcKnNhLRZyH7G1CUSFEwrIWLWU9aGOQ3Lzo4hb3Ha1Z9vfrqq3R2du5STfjUU0993Rc1hSlMoRLJe3YgPxcfgFJbXLJ49fGHGewoRmiXvfPdyK9hecbzPJ5//mQy2XIV9/ywxta/N7PkuA9w2LfOGVfw/MMVPyxtX3LgJSyrW8YdG+7gG8+US+IsG1rG9PR0PvW1i3cRA99www3FDddBG+hGEdSKqA/AE4rLaV8ukhrHcnn8tvW8+lQvM7Wn+Hh9mWR5ooy46Iw93udPf/rT0v773//+3fbf01yJnMVw1iCZt8gYRbO7RM6iYJoI3jCiN4JtDeKaW7HtDP2WS58cJS37GZRrGRWqyLs1ZOSZOKoCCsWfHeF6CAUHMW8hFGyUkTyyKaLYHroDmlhMt9YVBT2sE6wtinkVUUBTRKqDGnVhnZAuo0oizTE/bdV+VElElUREUcAs2Bg5m74tSQY70liGg93rkEunSSSHuH8wj23sXtoQq/dT0xoiUuMjENXQgwpVjUHC1Tri3lYaNzLQ/wruwBryRjeZ/BbyRje2lcQQTfKyiSHaFBRnT6tyiK6HbLmIHgiegIaO6mpIShBFrUZR4gTlekJKM2p8AcL2KE2wdvcTT2HScPN5nNFRzK5tGBs2YPX04IwMY7S3Ezn1VOLnnPOmXdteE6AtW7Zw+umns3r16gpd0PYvtykN0BSmsG/hpE2yzxerUcs1vhL5GWjfwt+u/n+lfoe97wOvaf5nnj2BfL69tP/q72diplQOPeMDE87Zm+nlvq3FqvLLapdx/oLzGS2MVpCf2nwt09PTufjiSvJj2zb33nsvHR0d4NiENrzE7PABLKsq633+jsmJnzqI9zcVszjMrMHqr32M2cpGZsVEWrQdih/UzEf42JMgTfx1NjQ0xM9//vPS/tKl46fge55HX6pApmAzkDbYMpRlMFXg1d403Yk8GcNCcNMYVoKIOooqWqiSiSzaBJUsriAyoDWSUOOMKNUY4jRMfT5OQIE9RTocFyVrEUjbVLkSTZLEkniAQ2dWUx/RaYr5CO9llW/XcTELDqmhPJlRg+ymNC8/3Y+RtclnLIa60uRSu3r57AxRFojV+QlX+whV6YSrfGgBmVhdgEitb/dLVq4LjgF2ATuxFSfdiWtlSGRWkTN7cXK92MYwnpHCFhxyuoepitjbhcwi4Bv72Qma4eAruATHMqRU00UNtKCGZ6KoVUg1+8G0hcUlqEDNlDB4H8NzXdx0GmPz5iK56e/HHhjA3LwFs6sLN5vF243xZ2D5If/Cq90Ve02APvOZzzB9+nQeeughpk+fzvPPP8/w8DCf//zn+cEPfrDnCaYwhSlMGiO3rSP3UrlYaPzseXiuy19+eCWbVzxXav/Qj65B8++dYLJr2+/o7LiWglEul7H6xtk4BZmTPvYZFh77tnHHDeeHOfFP5Qrs3z3quzhr/spHHr+ypKU9rvs4YmaML37xi/h85SfX5s2b+d3vipodwSwQ3PwKB1e/k+mhslfRnzGZde4CamM+XvxHJ+ZD/4/l+vUcMN4y0IcfgNbl4xwo47nnnuNvfyvXJIvFq0jWLOLb960lmbPoTuRpH87SnypgOTurcj18ch6/nEeTTBxPHCu3UE1frhovqOD5Zdy4hhtW8MJKORVqHIgZE1/Bxu+IxDyRBr/KwuoQJ7ZVcUBDGHlvoyWA63oMdaUZ7c2SGMgz0pMlmzRIDxfIpc0JhcYV1yUJaAGFpjlRonV+JFlEDygEohqhuEa8IbD7SI6Vx8snMBPrMEbXUhh+iVx2I1l3iBxpLAksRcAejwRuj3wFYWehjeAJBL0IuhhF0xtQ5Ah+uQ5VjhIIzETzNRU9a/RIUTws61Mk53XC8zzcdBqrtxezvQN7YAA3m8FJJPEsC3toCLOzE3twEGd0FCYT9BAEpOoq9NmzUWfMRK6Ko7S2os/f742/od1grwnQM888w8MPP0x1dTWiKCKKIkcccQRXXXUVn/70p3nxxRffiOucwhT+65D429YK8uM/oA475PCz91cuMx/7wQuJN07e6yadXsOGjVeSSDxX0f7Sr+YBAked++EJyc/j2x7noocuKu2fPut0Ms8/zLefeZaNTUVtTWO2kZgZ49JLL60w+zMMo0R+AKLtGzmg5hSmBctlLc4hw2nHz2S2JfLri59grv4IJ0SvLx33EPHe8T1EXwQal0J1OR1+PPT391eQn4MOP4qLHsrDX18dp7fHrmsqAjnXT5YQyCJuWMULK7h+GS+qgrgr2fF7HvWCzDRFYVpAY2bIx9yQj/kRP3FN3mtfINdxSQ7mGexMkxoukB4pYOZsHNsllzIZ7Erj7qGEuqJJRGqL+ptYQwDdr+APqwSiGnXTw7uP4GQGoPMlGN4I2SHIDWNawxTsYXLZraSFETK6RzIs4+yYfl7i47uKfkUXFFcmYkfQpShKsAUx3IqgBPEFZ6FH56GqVShK1VvCR+k/BW42S37VKqz+fvIvvoSxfj1uNouTSuE5Dtg2TiYDe3Ax3xliMIja1oY2axZKUxNqWyvqjJlI4RBSNIoYCiGIb6w1wWvBXhMgx3FKYsHq6mp6enqYO3cubW1trF+/fg+jpzCFKUwGyX90kHms7AXbcOlyejs3cP0FlevlH/7JtcTqJ+dy7Dg5nnn2bRhGX0V7YtUBdK1MAwKfveUuJHn8h+EL/S9UkJ+T2k5i+uYG3ut8F7epLDj90sFf4uhlRyPu9IX3+9+X3Wln2RmW1p9LRK0utZ1AigLQtDLJ/e3biMsdnBAta3aMs+5Gm3/U5EzggBdeeIG//vWvpf2mw0/nooe62JnkeAJFUhNUkELgC5goio2jyOSVAAVl4qwynyjSrCvMD/o4sSrM3IDOwuBrNz/0PI9CxmLrqiE61wyTGMgz2pfdI8GRFZFYQ4BIjY/atjDBuIYvqBCtC6AHZKSxMgzjYrQD+rdCqgcy/XiWgZvuxO55Djc7iO1mMDSR4ZhKIqJQ0EVsbez/Ngo7C5cUW0T3fPi0JgK+NoLxA5HD01D1OlS9AVWr3vkKprCP4Zkm9mgCs72dwupVFNatx+rpIb96NViTcL8ExEAAuaEeddo0pGCRyAg+HdHvR5sxA7m2DikWQ66KI+j6vyVR3WsCtHDhQl5++WWmT5/O8uXL+d73voeqqlx77bXMmDHjjbjGKUzhvwqjd24saX4A6v/vQDauepZ7f/K9UlvjnPmc+bVvT0hWdoZpDvPEkwdXtAUCs1m04EZ++auPABILjz1xwvk8z+P8+88v7X994ddZffdqrm2+CVcpk5/PLvssx+5/LFAsHbF582Y2bNjAunXrii7Krku0v4OoO4NIVflB+F7SFIATcgqDiTS1ygbeV/XF8gWc+ye0WUdN6l4BVqxYwT33lAvArhDmcsND2/AQcFoDuFGVaDSNqehkdsg4s4HxEqIFoE5VaNIVFoX8zAnozPRpHBwJoO/lspXneViGQ3IgT/eGUfJpk9RwgZGeLKnBPLY1fvZSvDFAdUsQX0AlENNQNAlFk6hpCRGt8028ROXYMLIFzy5g5noo9DyBmdlKPrUBy07gWGksRcBURdJBGUsRi8tRc6BIbsYvcaTgQ5Pj+AMzCATnE605kkhkGZL05ppC/rfAsyzs0VGc4WGMTZsorF2HuXUrhfXrsPv6i9qrcSDF42hz5iBXVxM4/HDk6iqkSARB0xBkGUFVkauqEP3/+UuJe02ALr30UrLZor/DN7/5TU455RSOPPJIqqqquP322/f5BU5hCv9NMNqTFeTHeU+AP/3sG2xb+0qp7ahzPsRBp753UvM5jsELL5xNKl12c/f5pnHoIQ8gCBL3//LHpfZDzzh7wnm6M92l7Q/Xf5jVd69mXWQdGaVYFbIelb/9z3PI4g7FTv/4R9auXVva13u2oiSHkUSdJW3HldqPJoUDHJ6XWWoWx1eQn3d8D2btaog4Ef7+97/zzDPPlPbvMeYz5AVx4hrWQWXSNbKD+Z9PcJjvl1gSidKg+wjKEhFZol5VaPWpNGl7X43dMh2Gt2XIjBrkUibZhMFAR4rh7gz53aSOA/hCCjOW1tI6P064xke8MYA4znJbBfKjeBsewDIGSGfWksytJeMOUiCLqXiYioi3fQ4FKFk6jaMuBkBAFFRESUfTagmFFhCNHkwouB9+/zRk+V9jG/DfBtc0sfv6KKxZg9nZhT0wgJNO4YyM4hUK2KOjWNu24Rl7rhorNzSgtrbiP/BA1GnTUKdPR1+w379ltOaNwF4ToJNOOqm0PWvWLNatW8fIyMguVeKnMIUpTB6e4zL4q1WYnTvUmjozwh3f/UpFv7O/+X2a5s6f1Jy2neWxxytL01RVHcviRdeV/lbXP/0EALHGZsLV46f+Pt39NBc+WHaaTj6TZFQdZU18Tant3rf/roL8AGXy47rUm2myyWEEBE5v+0ypzwfJcFEkjtZRLDfRsl+cd70rAzeOdTjyElh+IZPFYCJdQX7+zjx69m8BD9zGMuFZGvJzQUsN9apCs67QqKnIeyIYY7BNh+RgHsd2sU2HXMoilzIx8zZGziKfsRhoT5EcyOOOVxNiDLIm0TAzQqzejx5QiNb6qK7xCEYkZMlBKCQh/Qr0bcXbPEzK7WfU20bBTWJZCSwvi+2ZeJ6N59o4IhT0HUhO6XYrI0OqLaIJQTS1Bj0wDTHQgOKrR5bD6L4mQsEFiKKGLIemvtPfAHiWhdnZidnZiWeY2MNDGBs3Uli7FmdoGKuvb3LC4jGIwSBKczPqtGlos2fhX7YMpakJpakJQZoyXdwd9poA3XzzzZx++ukEAuWMk3g8vpsRU5jCFHYHz/Xo/upTFW2Fg+EvO5Cfg059L0tOPJlwzeT8SSwrxeNPlFO9Na2eQ5bfX3pr9zyPe37yPWyz+BZ54kc/Of61eV4F+ZmbmEuPv4dn6sok4y/TzkKtq8zmuPPOO4sbrkto/Qts9wQ+bQfys7JO5SPZOCMdZcfgd56hIFx7cnmiYysJ4ETXmMrbfP+BdWxd8Rizx77Vbpx/HPnaXYsh/mRuA2c11u3SviNSQ3m6NyTIJg3MvE0hY5EeKTDSmyWX3HPa+HYoukSsPkAgouILKdTWC1SHhwm5r0BuC7lCJzl3BNMYxt40TN8GE1eEgi5hyQKuKGDJArYslLPLRHYx8dtZaKy5GkGxhrB/Hv7oQvTa5Wi+elS1Dkn617la/7fAsyycVAqrrw+ruxtz82asgQHM9na8goFn23iFPPZIcclqMlBnzkSfPx+5tha5Ko4YDCFFwog+H0pLK1I0gvQWDzx4nkeh0FN05bYTmOYQnufguTaeZxMK7Uc4/ObVD91rAvS5z32Oj33sY5x66qmce+65nHTSSUhTLHMKU3hNyK0eZOSWdaV9udbHlob1PHN7WTD83q98k2mLJ66evjM8z6kgP5HIgRx4QOXy9GM3/5YNzzxR2m+at4DxsKPZ4aF9h1JlVHFPW1lb8/M55zPj0EsAME2T9vZ27rnnHlKpFADBjvK9LYgejioWH77tKsSbYmx7uCj0nht4nOOjv0C4doew/rt+ukvZAM/z6E7kue7xLaztSyMJAs9sKT5QfJicpQ8B0B+KVZCfGd5GTgoOc9TMD3BMPISRs0j050vp4on+HJlEkexkRgukhib2LgFQdQnVJyNKAr6gQiRUIKSMEFISaPSh+UaQQyMITj+mNUTBS1LwMmRyMOBJuNLYQ2u7XMYPRWYzsX5G9ETibi0BL4ysxlF9DShqFYIvjqBFEfQIemQ+mlY3pcPZB3AyWdxsBjeXwx4cxB4YxB4axM1miz43nZ14RgE3m8MaGNi7zClFQW1qQqouam206TPQZs9CbWtDbmgoRm/e4sTGskbIZNZjO2ksc7RYjDfXTi7fgeNkcF2DfH4bnjfxcu+0to//exGg3t5e7r//fn7/+99z5pln4vf7ed/73sc555zDYYft3oZ+ClOYQhmpR7tI3d9e2leagvg+0Mwzn/h6qe2Mr36LtkVLJj2nYQzy5FNlc7FY9BCWLr25ok8umWDlPXeV9j/8k2vH/bLdmtzKja8W16IkV6I+X89d08vjfn30j1g+rajNcRyHb3/72xXjtb4OhEIxNd5Va1kYO6J07JWkgzNGfiQMTgj9qLLc+JJz4YDzd5yOv7zUzWdue2nc+64V0rxTK5OtR+cWCeBHzKtp1Ua54Ohb2fpygvu/uoJXBSbljVPbFqK2zsYvZwiqGQJKgoiWwMcQtt1J0u4gbw5gumlMVaCgiQxrEpY6kSi68utW9EQUwUdYqCumfPvqEUPNCEoAVa1G1xsRRQ1JDqLIYVS1FlHc66/sKewGnudhdXfjGQZWdzfpfzyI2d6OsXUrztDQXs8nRSLITY1o06YXl6FampHjcZAkBFkpZk3V1CBXV73ll6dc1ySf7yKX20q+UPzXNIewrSSZ7EYsa3KRLABFqUIUVTS1BlmJIAgSgiDj9898A+9gz9jrvyZZljnllFM45ZRTyOVy3HXXXdx6660ce+yxNDc3s3nz5jfiOqcwhf8oeK5XQX4i75pBv7aNmz/xoVLbBVf/dkJdzi7zeR6ZzDqe/+cppbZY7DCWLf1dRT/HtvnlR88t7Z/7nZ+Mm0b/xce/WHJ6Blg0sqiC/Fy05KIS+QH43vfKGWqiKFKVGaEwWvQw2i96GPvHjiwdfzhl4eyQoPKx+h3E1+/6CSw7fxczwb5kYRfyo0oitmPTKo5yjFouFbKmcTqjgTDXeucRULIce9Sr5JIe9/9qTEjugSpkqfb3UxXJUefrJKL0oQs9iG4PpmphaC6W7JDVHBxJIC8JJFWRDlnEEcHx70hyxom2eKB7PnQhjKSG0ZV6/KHZ+OKL8YVm4/O1IEn/+Vk2bwV4noeXz49FcQbIvfgSueefx+zqxOru2X3kRpKKWVHxOHJ9PXJVFVIkjFxXjzZ7NlIkjKAoyHX1KPV1COOUjHkrIJvdhGkO43k2rmtiGP1kc5uxrSSWncR1jaKWzHNxnBz5fDu2nd7jvLrehKpWoyhRJCmArjcRDMxFVasRRRVJ8hMIzN4lIum5Hqbh7M4z9F+C1/W/5ff7OemkkxgdHaWjo6Mi42MKU5jCxBj944bSdt0lB7LisT/z9B9uKbUdduY5kyY/AFu2/oj29qtL+9XVJ7Bo/2t26XfnVZeXtg84+d3UTa98A/M8jysev4L72svkJ1aI8WJ12eD0kIZD+NjiYs0ux3H48Y9/jDGWkRKNRnnPMceSvmkzkenvxfO8iujSxoJD2i0KgJef3MziF46D7atNy86HAz447v1d9pdyFtw3Tl3A1/66htn0cJDeVdHvsdmLWdfQyi1eMUvu0EMepJARuPnLDxMUU5wY+x6ZuX1YcjErypYFhjSRXlmoNPFDHPuZyGZAICw1EtCnoQbb0AKtqL5GNL0eXWtE1xsmGDeFfQ3PdbE6OzG7u3GGh3ESCYzNW7C6unCSScz2dtzszpXpKyFFIggBP75FiwkeeUTR1G/OHKTwrhqyfxVsO0Oh0FPUzHg2lp0kn+8cIyoOljVKLteObadwXQPbSuI4eSw7WerjeS6eN3nN2s4QBJWAfzqa3kgwMAdVq0GRw+i+VkLB+chyENdxSQ0VKGQtClmLzKhT2k4O5Mln1mMVbFzXw3M9bMsl0Z/DdTwOOmU6B58yfR9+anuH10SAtkd+brnlFh566CFaWlp4//vfzx133PGaLuLqq6/m+9//Pn19fSxevJif/exnHHzwwRP2/+Mf/8hll11Ge3s7s2fP5rvf/S7vfOc7S8e//vWvc9ttt9HV1YWqqhxwwAFceeWVLF++e8v8KUzhX4HMU93kXhwAQK728cQ9N/Hi3+4uHT/hfy9i8dveMen5stlNFeSnseFM5s+/apd+K+6+k85Xiunw/kiUY867YJc+l//tcv48+OfS/nHdx/Fw08Ol/U8v/TQXLLqAp59+mo0bN7J169byYA8++o7/YeT6V4moNQAV5OeRlEXd0hpOOayRtvoE/GwHXVOgBk4tmx4COK7HF/+0in+2j9AxXFxKqw1pfP/uFzhbexVdqHxzv2/hIQxXRbkz8jPiwfNIbz6Pp6/v5ITBJXysHvqrVV7ZL8w4CuISREFFloL41AZ0tRZfYCZasA1RVFHVajS1BlH0oWk1U2ng/2JYvb3kX3wRq38Au6+3WFxz/XrsgQG8SZj7CZqGVBVHbWsjeORR6AsWIFdXoba0ILyGIsJ7C89zsaxRXNfE8xxsO4VtpzCMAUxzENMapVDYRj7fhWUlKBS68Lx9U1tTEBR8vhZEQUEQZGQ5gq7PQJFrcW0V1/Tj2gIeEngioteAY0bxrAjGkE0qZTKYt7EtFyNrYRkO+fQqsiljjyadu4NV2DvH6X0NwdtezXSSOPvss7nnnnvw+/2ceeaZnHPOORx66KGv+QJuv/12zjvvPK655hqWL1/Oj3/8Y/74xz+yfv16amt3fQN++umnOeqoo7jqqqs45ZRTuPXWW/nud7/LCy+8wMKFCwG49dZbqa2tZcaMGeTzeX70ox/xxz/+kU2bNlFTU7PHa0qlUkQiEZLJJOE38Q1gCv95yL86zPBNO5RheG+U23/w5dLued/7GTVtk3sjKhh9dHX+ls6u35Talh/8N4LBORX9jFyOn3/ozIq2T994B4peGZZ+ZuMzfPTpj5b2jxiaxZPVm0r7T7//aQa6BrjrrrvIZDIVY2tjNZzaWylm7HWy3GyILPZU5hzVyBHvmwO9q+Dl38Ozvyh31MLwpc6KZa9Xe1Kc+vMnscfSyAU8goLBkcoWasXKt/nfH3Q8KV+A+2Z1srT1NOh5kczvP4eWWoMimCTCMpumB0hGytEcn9ZM27SPI0l+FCWCpjeiqXUoytTf+5sNt1DA3LKFwoYNOENDFNZvoLB6NWZ7+4RjBEVBaW4uLlFVVyPX1KDNnlU09AsE0efPQwyH96mweLsQOJ1eQ6HQQ6GwDcPox7JTOE4Wz7VxPRPTHMYwBl5TJEaSgkiSDzwJz5WRvGbAh+dKOKaEa1cjWNW4roZd0HAsH56t41gqZs7FcURcR8DIqNiGgud6uE7RiHNfQhAgENXQgwqKJqEHFDSfTLimWH5F8ytIsoAgCoiiQKhKJ1SlIyv7Xge1N8/vvSZA55xzDuecc84+y/5avnw5Bx10UKlSs+u6tLS08KlPfYovfelLu/Q/66yzyGazFS6vhxxyCEuWLOGaa3YN+UP5A3nwwQc5/vjjdzluGEYphL+9f0tLyxQBmsI+xehdG8k+VzY5jH1iPtf83wdL+x/56a+J1tVPaq7BwQdYtfrjFW0zpn+O6dN3TWe//uKPM9JdXio66+vfoXn+wtL+2rVr+es9f+Xm2rJY+rddJh9uKb8VX7D/BRzqHMq9995bMfd73vMeIkIA6ZaeivY1o0/znLiM9/3PAuYfNqYxuno5DK6r6MfBF8JJ32YgZ/PXl3oYyphc81iljlDB5mztJSSh8qvq1YY2np2xgJOrTX6x5HCE/Cj88nBIl6/FlgQeO7yqYtyypbcQi725VainAE4mg9XdTW7FCswtW7H6+0pVxCfS5agzZqDNno1cV4va3IzS0lI0+Gtq2qdRHMtK7UBokiXtTD7fiWUlsO0U6fSrFApde55sF0iAjOCpCEQRiCC4cTwrhF2IY6ZrMDJBjFSMVF8Yyxjf0XlfQdYk9ICM5lcQxTJJUXUJRZdQVAl/REUPqEiKiOqT0HzF/sV2BUWXkHZyIvdcl3wmTXp4iHRfL8bICOm+HpJ9vYz095IZHGDpaWdw4FnnTnBlrw17Q4D2egnslltu2XOnScI0TVauXMmXv1x+AxZFkRNOOKHCzGxHPPPMM1x88cUVbSeddBJ//vOfJzzHtddeSyQSYfHixeP2ueqqq/jGN77x2m5iClOYBLIvDlSQn/iH9+OX/1fOcjr50/83afKzbv1ldHffWtrXtHoWL/4NoeC8XfoWMpkS+Wmatx9nff27FW/Btm1z++230+vrLbWdNSLxj7ABFB8oPz32pxTWFLj3uTL5OeG449k/Ohtz8wjGc2XCMZDv5MbEEwQC7+bKq08oVt16/jq475KK6xrwzeRy4RO8snoGrH6cbaP5ce91rj/Hoe6airbuaDUPzj8QVcnzO+WzHL30abjmCOhbXerjiPDoEZU1p5qazqGt9aP4fJMvHDuFvYNnWeRXr8bq7i4uTZkmTiaD3dePPTKMm81h9/fjjI7imRNHRES/H2VaG9rMWcjxONr8eQQOPRSlbvf+Ta5r47p5XNfAslJj4l4Ly0piWsM4dgbPs3FcA8saxTJHcNwCnmdjmkMUCt04Tg7bTk3+nu04rtGMZ8ZxzWocI0whrWNkwbbAMf3YuRiu7cOxfODuzWO3SH5EUSAQ1fCFFPwRDVESkFWRQFhDUkRESUBSRDSfXCQwkoCqycjq9mMSqq9IUgRRQJJFtICMJAkTl1CZBCyjwMDWjQxv2cTIqlUMdm4lmU1hmhYFx8bbQ8Ct92/3wT4mQHuDN1WyPjQ0hOM41O30S11XV8e6devGHdPX1zdu/76+ygKP99xzD2effTa5XI6Ghgb+8Y9/UF09fhG+L3/5yxWkansEaApTeL0we7Ok/tFB4dVyymjTFYdz01c+Xdqfvfww5h1+9B7nMox+Xl51Iel0+UG/ZPENVFUdOeGYWy/9fGn7vV+9ooL8dHd3c91119Hn6+Pp+qcBiDoO52d7eGdLOTMsOhjhr88+jjBWRPSCcz6E+9sO0mysONcro0/yS9FjRtv7+fJnlxfP9aP9IdlZ0W9a4RYobL+OSuKzf1OEefUhDpgW4//d+TSHuuXvgRVtc1nRNo8jeZRv8zlOXPwdYqG/w9cjFXN0W3NZd3xlim5j49nMm/vNCT+nKUwOnuNgdnbiJBJF/5tt27B6ejA2bMDYuBGrv3+v/HAEXUdfuADfggUozS0ojQ1oc+ehNDWWflc9z8N1CxhGH5nR58nnO8nlt+LY2VJkpmD0UCj0Uch34bFvdCWO4cfKx3CMMJ4j43kinqNgZauxCxGsbBX5oVk45p61YLIq4gsoSLKIP6LiC6lIUjHasv2nGFWR8YdVfEEVWRPxBdUS8XmjfYE8x8ErFIoi8vb2ornj8AhOIkEqnaRvsI9UcpR0Nks2nyXrWOR3554+dkh2HHymjex5yIJISFYJB4JEqmuZ/qGPvKH3tCe8NXP29gGOPfZYXnrpJYaGhrjuuus488wzee6558bVFWmahqZNuaNOYd9j4CcvVOxXf2x/rv3UB8mMjgDgC0d41+e+PN7QCjhOjiefqvTZOvqoVchyYIIRsPWllYz2Fmt4Nc9fiKKWf8cdx+G6665jbXQtr8bKmqSzU+kS+RE9gfsGrsVbm+UjlGt3ub/tKM/jOfTmNvOyKHJVdH9imsJfLj8UEp3wxysryM+l1oe42XlbaX9OXZBTFjVy1JyiLq86qNIc8zOcMTjqynt53w6+Pn9ZfAS90Wp+432AgFPgiIFFyP/8IORHKu75mr7baDz6agIUCVBNzYnsN/97U4LlScLzPJxEgtzz/8TcugWrpxdzyxas/n7cVAonmdzjHILPhz5/Pkp9HWIgiKDISLE4SmMDUjRadDJubESqrsHVLExziGx2M4nMZgqFTeR7/4TVOYxhdmG7I8DkqpfvDNdWcS0dz5NwbQ2nEMYxA3iuPKahCeCYflwrgOdKuLaKmanDtXTsQhTXCiDJYmlZaPvSTzCmE6jTiks/moQoF8mLpIgIQjH6ovllQnEdVZfRQ8ouy0NvFtxsFnNbN8amjRgbN2IPDeEmUxjtW0lt20ZOgLwqk9UUCopMRlfJagqWPI7cZYz8SI5LuGAQQCJcX0+spo5IdR2h1laiM2agxOJFLdY+1mDtC7ypBKi6uhpJkujv769o7+/vp75+/OWA+vr6SfUPBALMmjWLWbNmccghhzB79mx+85vfVCy3TWEKbxQ8x2Xk9+UHuH9ZLcFjmrn9h18pkR+Aj11z06S+FLZu/XlpOxpdzqL9r94t+Rnp6ebOq75W2j/j0itK247jcMUVV9Dv668gP4sKBa6JRQGoNeP8vPereLmJHz7rk//kpZGHWRlZwtPxYiLEiq8eCd/aNdFgWqG4ZFcdVPnUcbN595JGov5dNRv/fHULd91+M+/TyrqHexceSk2kk297n2K/1k/QdvOlwCMV43rMedw18m0QHAJ1RTuOYHAei/b/5YTX/98Mz/PAtnEyGYz1G8g88gjGxg0YGzdhDw7udmzR96YOQdOQq6qKdahaW9D32w912jTkhgZcTyQ5mCeX7WNkYDPZ9BC51DB2/2ZcoQdpeBWiOoKo7NlrZjtcR8bOR3DMIGa6DitXhecoY2QmiJWpwc5XIUu1BMIBAlFfUZDrLzp2i7KAoBbJiaLJaD4JRZdRdAlVlxG3Lx355OKPLr3lHtgTwXPdos/R4FAxU66nByedKi5F9g9gplKkXJu8bZJXZNI+lZyqktVkTFnC9Yswp2m354hpfuLhCOFQhHBdPeHGJmJtMwg3NiHHooiBwL/N57UdbyoB2p6i/tBDD3HaaacBRRH0Qw89xCc/OX5tokMPPZSHHnqIz372s6W2f/zjH3vMRHNdt0LoPIUpvFHwnJ1qe8ki8TPn8qervsZAe1HgqwUCXPSb2yb1hWGaw3R0/gqAYHA+Byy7dbf9C5kM13+uXL/r5M98AUlWeP755/nn048zmChmcD1Z/2SpT61ls2osK6zainHj5m9VzHlr8Cku+fwleJ7H1R85G8e1cHHZ4m8rkZ+LD2xDuqrsf2N6Ehu8Fj5uFet/nX1QC9957/i29w+83MHT99wGVh51h4/k6RkL+FT8SprdbRwsnEbw5kvL88cX8diWY2k3DsL0AoSrdWae9GPyY5xt2dLdf07/ifAcBzedxtzWjVfI4+ZyWP39OKMJnJER8i+9VHwoJhKwU+q4h4At69haHK9xGs6cpYixOEIoglxfD7qGp3vknRy5/GYct4Bt2diWhWMncdc8AK8WENR+1GAfSnAQWR8jOBoINeO7KjmWhlOIYCSbMTM1uHYYWYqAXYVEC6KoI8ka/mCMYFBB0iWUcFGgK0pFwW642ke42oc/oiJOsqjtvyPs0VHyL79M5qGHMbduxUqMkk+nyWXSFESBgiKR0xQKsownCrhCsS3VEC4Xyd0N/JEosfoGIrX1hGvriTc2EaquobZtOqrvP8+4c68J0A033MAHP/jBXdpt2+ayyy7jqqt29R/ZHS6++GLOP/98DjzwQA4++GB+/OMfk81m+dCHio645513Hk1NTaV5P/OZz3D00Ufzwx/+kJNPPpnbbruNFStWcO211wKQzWa58sorOfXUU2loaGBoaIirr76a7u5u3ve+9+3t7U5hCnuFIvkpEwtEgdrPLeGHZ51S0e9D/++aSZGf/oH7eOWVT5X25829Yje9i3j0d78ubR/2vnOYd9hRPPfcc/ztb38rta+Nlk1LD6hayMrhV1iWmc8Hht7Bgvys0rF2cZCnlHV89otf4PvX3YHz+B/QxtJ576p/F9vGBMX7GSL7vfzJUk3O2+xj+JJdTKlf3BLlng8dTMS/6+Nvc98oN9xxL9LQpor2F1pms6G1gR9KnyJg5zjm6RGgnO6/KnsyT/T9b/lzOaSKyP7fIpksLjn6/bNQlEpt0H8CnEwWN53CSSSwh0ew+3oxtm7F6tqGNTBAfnM7VsHBE0RcQcKRdSwlgCUHcEUJR/Jj64vJzmygoFdhKRpOQMMNeohKATXUhxruRfGPIGlPIKlZJC2NrKURlR1eIIPF/2qJ3bkqFeGaVYjEkCQfkuxHFqvx6XPxqYvQlGY0PYYeVNCDCrIqIctFoe5/AzzPwxkZKVaH7+gYK8th4hkGTjKJPTyM2dFRrCCfzTLqmCT8OimfSkZXyekKTiAE7HmJV5IVqpqa0YIhqlvbqJ02k3B1LeGaWhRNwxcKI74B5TkczyPnuIxYNsOWzV39o6xK5+kumJxSG+Xrs3YfeXojsdcE6NOf/jT33nsv1157LbFYDID169fzgQ98gOHh4b0mQGeddRaDg4Ncfvnl9PX1sWTJEu6///6S0LmzsxNRLK+fHnbYYdx6661ceumlfOUrX2H27Nn8+c9/LnkASZLEunXruPHGGxkaGqKqqoqDDjqIJ554ggULxi/4OIUp7CtknytnU6nTI1RfsIDrLvpwqU0QRD527e/wh/f8cN68+Qe0d5SXcNraPkYksnQ3I4pZGWsefRCAUHUNh57xfvL5fIn8eHi01/6VVwNloejK4Vc4f+BUzh5+e8Vcz8ubWCV3cNypZ/Khi77BAckXS18YSTnMTKaxPC3yQCjBUv/TnCCV3aLFd/+cZ+fUEPEp+NTKL1XbcXlq8zCX3fB3jlM3VdQx74zX8cB+B3Gk+AhXczkN1Sez3503lo67nsQ9o1+ly1w6do8K+x2TJym+hx3lKQcfdBf/rvA8D7u/vxjJGRxmYM02Rl7aSKo3SdryUdCjFPQqHFHBFVVsZRGesAQvKsEBAB6CbKCF+hCVHKJSQPGPoEW70MIdCKKNX15BSM0iabt3SB4Xrobg1SJL1QiChCTJCKKELPtQlAiKEiYUmUsg2Ew4vOC/zlvJHh0l9/w/i1lwjg2Oi+c6uJksbj6HVzAwtmzG3LgJJ50Gd9c0d0sUSflU+iMBEn6dXFDFrJ04AqP5fASrqgnEqgjG4sQbm1F0H6IkoQUCVLe0Ud3Stk+WqGzXI+U49BoWm3MGWcfB9jx6DYvugkXKdsg6DiOWw4BpMWTaTJTIvyL5Gn7/9iH22gdo8+bNnHvuuXR1dXH99dezYcMGvvCFL3Daaafxi1/8gkjk3/+ta8oIcQqvBZ7l0n1Zeemr+rKlXP3hcp0rUZL53K1/ntRcljXK408cWNpftvRWYrE9O5n/6aqv0f7SSqDoKxSqruGKK8pRo0LVH7k3XCnIrLXi3LipvOT1qrSNNVIXSTHHOruGVYUaPtJ1U+l4f+ho/Moi7g46hOQeHtU+XzEfX94G2vhvpOt7Rrjil7dQJeSIieUMsLyi8tfFRzAaCPM577sst5/lyMI7kV4oexNtdE/igYFiCQ5/zToOOiNB//BvdjnHMUe/iiS9tZIazIKNZTgUMhZGzsLI2dgjo9iZHIXhFJnBNJmBDJnhLDlbw5R82LIfV9pVJyWqWXyxrWjRbiQthaRlUYMDSFoaSckjKnlEee9M9wRBQZYj+PQWAsGZ+H3TkZVwsUirHENRY6hKDEkKFI35/ovgeV5RAD46ij08jN3fj51IUHj1Vez+ATzbKi4xDg/jGgZuauIUeg9wRIGcWhYZ51QZK+Ajr2k4qoLpuRjOBD5IPj/1s+bQMGsOVc2txBubqWppQ1YmKtkyefQaJh15k/a8QXvepM+w2FYwGbJsEpaD5XkYrkvGeW2+RILnITugWh7TEy71eY8DWiJ87sQ5ex68F3hDfYBmzpzJU089xWc/+1ne/va3I0kSN954I+9///tf8wVPYQr/CShsKIubqy/YnyduuaG0r2g6n/j15DQpo6PP88KL5b+nI4/4J6oa3+0Yz/P4289/WCI/tdNnEq2r58c//nH5+gIrS+TH7+i8I3skRwwvYV6h7Dz9O+1xDMFClGTuzc1nxNH5RNd1peNa5KM8F1LoUkyWqV3cIe6QVBBpgXf+YFzy89iGQb5w85O8Q3yZWTtF2f+07GgGQzGO9B7hY97PiY+aLF2dAsrkZ0thOQ8kPoaoZKld9CeiM5+gf6di1I0NZzJv3pUIwhuXcVNMyfYwsjau4+G6Lp4LRs4in7FwbRcjZ5MeyjKyoZfUQIZ0ViBv78mkz4cgSShVDrKeRFN7CAYH0WOdKP5h1MAIomIgSDYIk8uKkuUwutaAMFbGw+9rIxJZhiyHEEQFVYmjKDFkOYIoqv92Ata9hed5xdTuMf2TWyjgptN4loWbyxVrhhWM0vKTm0ljdm2jsG4dXi63V+dSpk0jN62VBA5px8LyPLKuzXAhhzUBuQEP7DJx9UeiNM6Zz8wDDibW2EysvgFfOLLX/0/mGGlZnc6zLpsn57gMmTbrswUGLZu0XYzU7G1FC9H10E0PzfJQ7eK/8bRDJOcSzLuECh4+0yWU9/AbLrJTyowvYWk0tncn3cd4TSLoe++9l9tuu41DDz2UDRs28Jvf/Iajjz6axsZdq0pPYQr/DfAsl+HfFXU1UpXOin/+lVUP3Q9AdUsb5//g6t0NJ5VaxbbuWxgcfKDChK2p6dw9kx/X5fqLP15KeQd475e/waOPPkoikQBgQ/RlVsfa2T87m0/3fYBmc1dDuWflDSw77EDmLlzMMT9bieKafKKjTH6G/Yu4p07loc8cRM3PZ1QOfsf3YflHGQ9fvGMVt6/o4v1auaBpXlZ5duYCtlY1YCkqV3qXMI2t+HP2GPkpwowt4PGtx7O+cCyRGY/TcGBldfvGxrOorTmJqqo9+yjtDMdxyY4a2JZLIWMx0pslnzbJJk0yIwVs0ykVcCxk7WKb7RZf4yeNciRKlAvoWheBmlfRAv1IegZBthEVGzk0ihBMIgiTm1zT6gmHF6FrjchyCJ+vDVWrGYvS+FHVaiQp+F9BauyeHuyRUTzLxEkkcfM5nGQSZ2gYs30r+VfWYPX27iL63lsIPh9SNIpSV4cdCePEYwj19ZiaQs40MCWRkcQwydERsukU2dHuCedSdB/h6hpiDU3EGpvwhyOEq2vwR6Iomk60vgHNv2uWp+d5mK5L3nEZthx6DJOugsmI5ZCxHXKOS0fBoMewsF2PpF1cqppszEZDQDdcZMMhmPeoSjvUJB3COZdIzkVxPHSrSHaUSVbTEGWBYNxHKKbhD6uIskgwphGu9lHT8ubaU+w1Abrwwgu58cYbufLKK7n44ovp7+/nwx/+MPvvvz+//OUvOfPMM/c8yRSm8B8E13Toufzp0r5TD8/d9YfS/smf+cJux4+OPssLL56zS3tDwxnMm7t7h/JcKskvL6gce8HV13PHX/7Kli1bAPAEh6MLB/GpzR+gxay0i8hjskXqZ4PWxwc+fQFfu28jn/rpShDgw51l7c0W/0x87zyLF09uRfretPIEogKHf3pc8mPaLuf+8lGCA6t4n5ZFE4rfmBtqm3l4/oF8oqWWsxviFLZcTH7rRuKjJrO3lt+0e4+8mTv/WHwIBOpXV5Afn6+NxYuuIxCorGY/HjzPY80TPWxaOcBwdwZBANfxMPL2XpKZSgiugyjmkNQcippAU3pR5AyyfwTVP4QsZ5HDLrLuIfoMDN8w7IHgiKKGqtYWC69qtQT8M/EHZuLTm1HVKgRBRZaD/5EC74mwXRNl9/fjpDPYAwPkX3qJwtq1GOvWTaoQ6s4QNA1BURDDIUS1uK20tCDFosX2QABb13GjUYxIkK7BPnrbN+OYFtnkaJHcJLphyysTn0MQqZsxk5q26YSqa9ADQWraplPdOg3NP37KuON59BsWT2QLdIwM0p436Mib5F2XtO3SWTAYsV5bHS8NiNgCruXimQ6hvEd1yiaSc5nVYxHNuaiTmFqv0ojEdVRFQlZE9KCCL6gQqfXjC6loPplAVCMYLTpWv5UF7XtNgJ566imee+65UlmJ+vp67rvvPq6++mo+/OEPTxGgKfzXYfSODaVtuSHArfeU/Xc+dcMf9pg+uiP5qa87jXj8MGpqTpyUed+vPnZeaVv1+fnwj6/lp7/8ZdnywfO4oHDizobLPCOvp1scJSFkmTd/HonASRzwnceLBwVozXWiesVQvdG0Hxddcin7RSzYkfwsOw9O/dku1+S6LtfffBtrN7ezn2DCTktej85dyj+lJ4k/cgNa3yZkZxxS8PbvcOcNARBtWo/+If6acpbY8oPvIxicu8fPBqCQtbjxS09hW+O/A4uigKKAJLgEVAu/OIwmDiILw8jmAG6hDzc8giBbSF4eUbDxAg5ulY1TA25w94TGo9LGT5L8hIILCEcWoyhxFDmCIMrIUohgcC4+374Rqr5V4Lku9sBAcanJcfBsBzebxc1mitGaTBonkcCzLDzHBcfBNQpjposprN5erN5evPz4pVIAEEXkmhoEXUPUfUiRCKLPh1RTjdLYiDZzVrEYaiCAIMuIoRC2ZZIdHWXryysZ6e7CsW1s0yTR38votq0Y2QzeOOLkHaHovlL21HaCE66uoW7GLHzhCLXTZqL5K//2847LkGUzksnTU7DYkCswaFr0GTbbCibrcwVyk9TYqIJAWBCII6LYoNgeWC5a3kFL2ygpm2DepWHUJp5xEd1dl6DGgxSQqZ0VoTqqowUV4g0BfEEFX1glFNNRff85/sl7fScrV64c1zX5oosu4oQTTtgnFzWFKfy7wHNc8quGAJDr/Nzy9OWlY++46OLdkh/P89i46crS/sKFP6Ou9p2TPvc/774T1ym+si04+nje/onPcdedf8IwDHRPYZHdxiKnrdS/Tx/hJXkzA1YOUyiSmws+eiFf+lsnT7zUXurnd+HU/nLdry//cKx+2EM7pOAf9L9w8g/Hva5vX/UdbMskuMO37UAoyqqmmWypaWLjU+8g4BbGv6nquXgHf5Sb7ppPoG4lLUf/pOLw4kW/3i358TyP0b4cIz1Znr97C6N9ldqNJcfHIfUlBKGAV8jguUk8xcOTwY14OGOrjS6ws4x4dy/HihJHU2uQlchY9KYOTatDloJIchBJ1AgE5uD3T9vNLG9dOJksbjKB1T+APTiIZ1tFspLNYm7bVkzVzuVwEskimTHN4jJUJrNXpTEmhCgixePI8ThSOIw2Zza+pUvRFyxEbZ64EKrrOBSyGbo2rqPv2Y2M9nTTs2Ed6eHdmz1uhyCKBGJxGmfPo23RUkJV1Si6TnVLG3ogCBR/50asYubTqO2QdD26bIdb+5Jszg8wZNqYbpH4dObNSS1H1XgiwYKLL++g511CGQcl71CdcmkatlFtD2mShAbAlQQISog+CVWRCPkVgkGFSI2fUFzHH1apbg4SjGtIsvgfRcJ3h73OAvtvwFQW2BQmA89y6L6svPR1T9c1ZO1iLnZVcysf/OEvxh2Xz3fT3XMrHR3XVLQff9zmcfvvDMe2WHH3XTx5200E5Sjzo4cy/4CjMTaMYo09ppWdwi7b1H4umPEN3tv+3lLb7YVF6LbG6A6vQSdnFeak/oRdKOoX3vHJz7PfEcfAD+dBZqze3oxj4Ly/7HJdT28e4u/33oMw0l5qe2j/w9kSieOM+YuseepUquxyvvrmGSGqZn2EyOJPkTEFVj/1JF1bH8ZfswF/bTmyFg4vZtnS34+b3WWZDr0bE6RHCjx6y/pdjktqmoYFPSw+0c/mrXuuBya4EqKnIgshJNmPPzoTX6AVUVDG0r6DqFo1Af8M/P4ZyPLeC1PfirD6+zE2bsLa1oU9MIA9PIKxaRPG+vW4mcxrn1gQkMJhUBUESUZQFKRYrBiliceQgkFEfwAkCUGSQBKRIlHEYAClvh6loQGltRVxN9Xe08NDDHZsJTnQR3p4iNHebvo2bSCbSOB541MOSVEIxquYsfQg/OEIoiwTiMaoam7FH4niC4UZQWTUttmaMxi1HfKOS9J2MFyPUctmY67AS6kceXfyj1HJA9WDmOERSTtEkw7+XFFnE806NIw4SJOYzhXA8Ik4qoggi4j+YuV2KaQQjek0VPmYVRekujlEIPrWyop8I7HPs8CWLVvGQw89RCwWY+nSpbv9Y3/hhRcmPDaFKfynwHO8CvIzYvSVyI+i+8YVPTtOnhUrzySTeXWXY4cf9sSkz33zlz7LUFcHqqhzckvR8dnYMFo8907EZ41vMyuCa7g9/vcK8nOHsQDD08jv8A3w6YROTWwlAwNl8eb8ehe+Ea28gEM/xc54atMQl/72Po5W20ttvz36tIooytYn3obPLbYk5xyAdtoNzNBbeOXxbv581aO0HPdF8EP1TnZds2d9hdbW8Ysm/uXHL7Jt3ei4xzS/zLQTfoCgF6vJb95aPiYlJJqi70NraEOrakEUFGQ5jN8/HU3btZTHvys8z8PNZvEKBezBwVKxUtcwKKx5FWPdWoyt7dgDA+DsQQCiKMjRKHJjA6JezFoTFAW5vh5t5gzEcBgpFEL0+UCWkYJBpEikuDy1G/IyGdimycDmjfRv2UhyoJ98OkUumSCfSTPa20Mhvfvq7YFojNaFi6lqbiUYr6JuxiyqW9qwxojMoGUzYtqsyxu8ksnT3Z3mxXTfXultFA90F3QbBNslnHNpHrSIpJxSllQs4xLNTRwDKigCw2EJFBEtohCp9hEJqARDKuGYRmPcR7TKR0Qrlut4q9QY+3fFpAjQu9/97tKy1/aSFVOYwn8zeq54trQ9avTxYE9RoLvohLdzwv9etMtLwtDQI7y86n8r2oLBebS1fpS6ulMnHUHIJRMMdRWLkZ7cXC530SuMslUaYFBM0l3zB57TdbJSnqxU1E7MH51f6tvnBjEdP+4O350fba3jnAtbuflLPyq1feb/3odwy3vKnWLT4MLHQS8LcHuTeb5//3r+8mIn/6NvKbXfevAJJfKjuQYdT5wIgLnkDJRjLicYauHZP2/hpX88QrDxRVqOK0fLnEINqh6gofkYpk/7OKpaPe5ncdsVzzHcXTZSC1fr6AGJ+UdLCJFbSaVfIZfbIapmg/6yiDQCy69chyD+ez88PM8bW3ZKYI+MYPf3Y/X0YA8NYw8MUNiwHquza6+iN0pzczHq0taKXFuLUluLvmAB6vTpSKE3JmMnNTTI8LZO8ukUmZFhzHwOx7ZJDw2SGR3ByGWLv/O7W6wQBOINTUQbGgnFq9Fr6xHbZtIZiDIoqYy4Hp2Oi+15WJ5H34jFK52vMGTae9TB+20IFYpZUILp4jM9FLuY+h3Ku7QM2VSnHOQ9rG1ldIGRoERPlUzCLzISEvHCCvNqgiysDbKoJsTi6iDav/nv5b8TJkWAvva1oqjTcRyOPfZYFi1aRDQafSOvawpTeEvCzVn0fLNMfvrzHTzadxswseDZ85wK8hMMzuPgg/6KIOy97fwLf7ubaq2Z4xvLwult4jD3qy/h4XHn9DvHWoval5nJmcxMzyRklR9eA6kFmHr52/rmQ+ZyxGmzePj6X5XaPvrLG5B/ukOG1YlXwmGV9fme2jTEub9+hvnSAP+jd5Xa719wMClfUR/xuY4b+WTnrfTXqOjnPkAkspRCxuI3Fz2KpCepWfQAVfMeKI1tafw0c+Z9ZsL7dyyX7g2jrPhbewX5+cC3Gxke+QsdndfSXwB2khg1XKQgeEWSOeefz78lyY9rGLiZDJ5lYQ8MYHZ04IyMFL1rUmmcVBKrtxdncAi3UMDu68PdC38aMRRCaWxE1PXiMlRNNYGDD0adPh2luQUpGkEKBt+Qexvq6mDbq69QyKRJDPSRT6fIp5IlkjMZSIpCfMZstBlzycWqyfoCWL4A2/QQ2ySVfttl0LTJOS5514URD0bGjw7ujIDloZsuwUxRNBzNFgnP9H5rl3RvDyioAimfSE4TGAxLbKlXMBQBVyguTSUDElJMpdqvEgmrRP0K1X6VA30arbpKjapQq8oEx6uyPoV/GfZKBC1JEieeeCJr166dIkBT+K+D53oV5MdyDR7rux2Ape9417jkZ3j4CV56+YOl/cWLrqO6+rjXdn7LIfKcr4L8ADygvAzASLBc30t0Rd6+7e34nErXXn/scF4olBemfrBsJkecNovkQB8v3n83AK37LyG04Y7yoAsfh4bFFfN852/r+NVjGzlfX1nR3hOpor266Ad2WuI+zm7tRzru99S2HIsgCNz1wxfo2TTMjHdehhqsFKIesOx2otED2Rlm3mbl/e2sfbqXfHrXlOdzroqz8sWTd2mvih9FJHwQuXf/tER+Yuecs88jGZ7ngesWs5wMA3twCGdkuEhcMhns/gHs/r4xl+A0bj5fNNtLpfBMsygYHh3dYxX2CSGKSFVxlJpa5IYGlLo6xHAIddo09LlzUVtbEXy+N5T0WYUCm1c+x3B3F7lEAssokM+kMTIZBrvasfdQiDrS0IRT00B7yyzSwQg5RaVLCzKq6qQQMRCwvXGE6DaQscc2KiF4HvG0S/2ojW4VTftkx0P0QLM86hMOkaxDsFBsK92LBINhibRPZHWbxmhQpCcuk1cFAiGVcEQloirMCWjM1FRm+jWqFJk2n0ZYFpEFAfE/QBP234C9zgJbuHAhW7ZsYfr06XvuPIUp/IfAThr0XfV8ab8j8yrPDhYJw35HHstxH7xw3HE7kp9QcAFVVce+pvNn/9nH6J82EtPKBobrpR6ekNeCAEfwPF+t7i8dO73j9NK2Ifo47vDl5Au1fPqJshDmg0tbeO8Zcxjs2MpNXyjreo5590nwpx2Kt+5Efn7x6CaueWwzRynluRTR4+EZi1nTVDRIrPH6+f47LiCkF/U0lulw7WcfoumQ65i3tFInqGuNLFj4Y6KRA0ptjuPSvX6UZ+7azFDXrks4gahGfFoPMw5/npUv3llqr6k5kebm84hFlyMIIlvedSqiVXwYxc8/n9ovfXG8jxcoRmDswSGc4aGiE7Bh4I5lMjkjo9gjw1jd3biZLM7oKJ5h4OZyuNl9XM9IUZD8ftSZM5FrahB9PgRdQ4rFkKurURoaEf0+pFgMtbn5DSc325FNjJJPJRnu7qJn/VrSI0MkB/rJJkbJThDF8QBLUcmHq9Bnz0Oob6Y7XkeXP0xOlEmJMiOIZB13/Oyo8danPI9Qvrj8pFke8YxDbdIhmnEJFFw0u0h2dKtIbARJQIyp5DWRlOeRkjwGfCLttTKOWIzcbF+eSgZEqiM6C4M+WnSV2apMRJZo9anMDeg0aK9PyzQFcF0Hq1DANk1kVR3X8PFfhb0mQN/61re45JJLuOKKKzjggAMIBCovfipragr/abAGcvT/v3KkI2sleXbwbhTdx0W/+T2SPP6f0aZN3y1tz5//XRobznhN5x+8dhXGlnLmlOPZ3Kw/iTVmLHgqD3Cv2EBOKEZ2Fg+XCcuhx5zAScccwS+uXsn3usqE5ewlTXztzP350fvfXZElc9qhfmp2JD8fK9c2A8gYNjc98E/eq24hJBajMdUMs2lWA2saiuTnCPNl/njieSVd08r723nlubuYd8bPK+bStHoOO/RRRLGyjlFm1ODGL1eeF8AXUjjyzDlMW1xNd++v2bz5e/TvEDSZP+8qGhvPxPM8knfeSe9XLy2fa/ZsIu95D8k//wVr27ZSmrbV04OxeTNuKrXPiIyg68jV1Yh+P4KqIlXFkWtqkONVRSITjiCoRbO9ojeNghQMINcWIzhvZkaZbVn0rH+VRH8fo73dpAb6Ge3rIT0yTCaXI6/7MRWVvB4g6w9S0GOYLXW4bSJSMIzZNI2hYARLlHFEiVFBIjVRsrbHWEin/PsXy7q09VtoVpHg1CVs/EaR0EhuMfXbZ3oIgKyKqD4ZQRQQVBEx7iNbrbItJDIseXTgsEZ2SMvgTWDGtyTkJ6ZIzNYUDooEODYepk57/XW1/htgWxbZ0WGyiQTZ5CjpoSFyyVHMQh7XdjByWXKpJEY2g2vbOI5DIZMmn06VPJYOee/ZHH7muW/aPew1AXrnO4s+JaeeWinc9DwPQRBw9pRJMIUp/Bsh9XAnqQc6Svtb0qv451CxsvqnbvjDhA+r9vZr6Oi8trTfUP/ecftNBCdlMHTjq1jdldGPF4YfZLVvAMtXjATV089cbxMfrinX1GlLF71/lh27jBOPPJxrL3mc78np0vFPHjqdz508h199/PwS+ZEFhw/NX084sUOBreO/BvULK85/+Q9/wdvVyrf94/Qn+FbDDaX97eQnNZTnod+9iNJ8Gc1HtpeOq2oN+y/8+bjLXe2rhrj3F6tK+6Ik0LawiuPPn4/mV+jpvYOnnrkCxyl/LuHwEubO+Rrh8CLMbdvYfMLbdpnX2LiRre9+9y7tu0CSkKuri2namoYY8CNFo6UfpbERKR5HDAaRQiEEVUUMhRAUBUGWEUQRwe9/y6fF5zNpEn09JAYG2dzVwdrhUdoNmwHbJado5HU/lqKRr5tPYvZhGJoPS3nt0Q/B9QgWPIKFYp2oaQM2wUIxYhMoFDOkgoaLNMaFJEVEVkT8EY3YdD96VKU7KrFOdlgtu2yWXZJjguakveMzZ+elMIGgJDI/4KPVp3JA2M/ScIBqVaZGkdGnsqiAMcNK22KkextDne2khgZKovTR3h4c28ZzHTzXxXVdzFwOI/f6XxjcfeER9Tqw1wTokUceeSOuYwpTeEvB8zyS924l82Q5JfzF4YfYkFoBwGlfuHzCh1wiuZLNW75f2j/8sCf26oGYeqiT1D86dmm/fWsxomQ1LCVIhlZ6OJHHuUL6MI6/aFzYlGlC8RTec957mFk9lyu/8ji/lstk4SenL+Ldy1u4/xc/Li1biLh8Zt7TlcsNn1wB1bMByBUMnrz3NtpXP0uY8hLckTxHf0OQ4+bcUGp76bAFRfIznOfJJ08gvLiv4h4W7X8NNTW7EhTbdHjpoS6e+0s5k2zZSW0cenpRiO15Hp1d17Nx47cqxi2KfA/plQyJX/yY7mee3X2mECD4/YiaRvid70QMBpHralFbWlCam5HCYaRY7C0pkIbiZ5B3PYYtm0HTIue4DFs2adtl1LLJuy4Jyyaby2PYNmmnWARzxLIpmCaWZWF7HjaQlxQcUcJWglC7AGondw2CVzTKlNziMpSetfGZHuJYm9/wqEk6+A236HdjFetJqXbRtC9crROt8xOqj6BqEnpIQdVlfEEF1S+jBxSCNT5WFwrcOZDg1Uye9rzBgLmDE/R4LpVAnSozy69zcCRAlSrTqCnMDehM82lIb3FC+kbBdRzy6RS2aTDa28NIzzasQgHHtsilUiT6ehje1klmZHjPk40DQRAJxOP4QmHC1TUEIjH0UAhJlpEUlUAkii8cRlJUJElC0XT80Sj+cBRJUd70F4W9JkDTp0+npaVllwv3PI+urq4JRk1hCv8+cA2HgZ+9iD1U/tK9u+uX5OwUkdo6DnzXe5l5wMETjl+5slwO5rBDH0fXJ1ckOPNcL4m7NlW0Pe4ZmL1/YNjoAaBQ2wySxCVesUjpn6o+zbNq2UOoIdfAKf97CouaF3HOJf/gKbn8pDhydjXvXt5Cz4Z1rHnswVL7Z0/WYDvvqJkPH38KRInBwUGu+ePfcQa2X1OZ/Fzku4OzDvwir4r7l9qunNVEvaawdtXv2LzhenzxMvnRtekceuj9iGLlV056pMBgZ5q/XbO6ov30zy+jcXYUgJ7eO1i7tlK7M7/+m1g/foShxy9lMggefzx1X/g/1La2PXf+F8HzPBK2Q8F16cqbdBZM0o7LsGlTcIuGewnLYVOuwJa8gbEXZnuVEEHWiz8TIFAwqE4UCOcEAoaMboPPKKZ6xzIufsPFP1b5W9zNZSh6sT5UdUuY+hkRqpoCqD6ZUEwn6xfpcx36TYsey8H0PNK2Q9ZxSdgm3YUM60cL9Gw2x61MXqvKnFAVZmHQR7OuUq8p6KJIQBJp1N78h+m/ElahQKK/l8HOdka6t5FLjmIZBmY+Rz6VIpMYIZdM4OxlnTRJUahqaiXW0EiwqppgNEassQnNFyhGN0URURSRFIVANPaaqtO/lfCaCFBvby+1tZWvDCMjI0yfPn1qCWwK/9bwPI+erz1d0XZv17Xk7BTRugY+8tPrJhhZxODgP0rb+83/AT5f0x7PaScNBn/xMk6yMlPmC84ISzt/jTgWmrF9Qayqei5v+Sd0QsbfzP35PobD5be3az9/LRufGeTn33qIp6Jl8nP+wa184z1FsvL7yy4ptX/yf/ZHWDHmwRNphYuKWW5//tMfeWn1morrUTGJuEPIB7RyYeijvCqUyc9N+0/nEEHluv+7lRnv+Dq+HQrYH3vMWkRx1+WTx36/nlceq6yYrWgSb//owhL5Wb/h62zbVlkBvvYyheRwZSQoeOyxCJpG+v77K9rD73wHjT/4wT6P6nhjyy9Dpk1HwSRtFx/sg6ZdcgketmyydtF7xvY8UrZDynEYsRxM1x33IT8ZiK6DXsjhK+TRzAKamceXz6HYJpppoFgmMhKS4+ArFFBNB83RkIQYohBAQEVzNHQ3Uora7Og8LIgOkiKiaBK+oEKwXsMf0ZAkAUWTCEQ1fCEVX0ghXOVDDyqIkoAnCfSOuSa/ksnzvGnRa2QZytl0DJv0mZN/GMsCHBMPc1J1mOk+jfkBHzFF+o/NrvI8DyObxSzkySVGSY8MkR0dxbEtjFyORF8PqaEBsqOjZBOjWMYEpWQmgKxqqD4f8aZmIrX1yIqC6vMTrq4l3tQ8Vn0+iKJriOJ/T2r+XhOg7VqfnZHJZND1id8wpjCFfwcYGxOlbTcMd7/ycwpOca37tC9ePsGoIkYT/2TV6o+V9hsaTt9N7zKGb15bQX4+RZb+fBfv7SuXm3AVlXzbXC577yKEP/2I+ziG++02nm0qL0k/ftbjdK1K8Mjv1vGAr/yw+cvHD2NxW1EjtOHZJ0vt73v/cWgrdqg2f+FjMLSJwds/zUuD5QhXK9s4jJVM++KT/OXli7kjF+Bp4ajS8c1H7s/qe9r53f3tzDvzslJ7WDuPhcs+PC75ee6vWyrIT930MG0Lq1hwLCQSD7H6lScYGnoE1y1H4eK/kNHWCKWUdgAxEkGfP5/cc89VeOK0XHcdwSOP2OW8juexJpMn77hYnkfB9cjYTskgL7U9ImE5GG4xM8nxPBwP8q7LiGnTZ1p0FczXEZGphOR56K5DXSFHKJ9DzqWRslkkI4svmyCYSVIzMoBu5BBdF80sIACCVI8oVSNIMQQxBIIfQaxGEEMIQvmrXRAg3hgkENWKBCaiEohqyGqR4CiaVKziHZBL1bwngud5jNoO7TmDDstmcy7DmuE8W/IGazP5PZaEqFFlGjSFGkVBlwQ0USQmS/gkkQZNoVVXmR3QadZU5LdwFfHdwfM8CtkM1pgY2CzkMfM5jFyO1NAAI91dDHd1kh4eIp9OjRVi3b1NwHiQNY14YzP1M2bjj0bR/AFkRcUfjRKIxPBHIujBEJo/gCj995CavcGkCdDFF18MgCAIXHbZZfh3qHLrOA7PPfccS5Ys2ecXOIUp/Csx9NtXStsP9N5QIj8XXP1bwtUTCyU2bvw2nV2/Ke0vWXLjpM6XvH8rVldRoNyPyzlkaMxu4b0Dfy/1sUIxCo3Tufy0OQz/6WK+EHwPr8ReoSCX9TJfOfgrdDyZ5qk7NrFGsVmllSOx28nPk7f9jufuuh1ZcDh/xgtEX9qh/MZZN8MtZ/Cj7iUkKZOf090/8/Csr9Dw7ov4+7PH8Rl+VVGB8bEZ07jjsmfJjBaYc3o5lX72zK/T2vY/497zPVe/TMfqctTqQ987gqz5BH19N/LMs/eNO6b+swqiWTyxNm8ebj6P1dGBm0ySe/bZir51l146LvnxPI+2x15+zZGX8SAAzbpKRJaoUWVqVYWAJBKURLRMBqdviNxgEqdg4GZyCINdCMk+pNwgomOhWQaysychqIAghhGVRnzhmejhFkJVDQSjAbSAgh4o6mhkVUQQBURJQJIE/BENPVCs5i0pk4+AeZ7HkGXTkTfpMSzStsPL6RyvZvJsyBVI2RNbHssCNGlFEjPTr9GgKtRpRdO//YI+Yspbs5J4IZvBNk1c26YwlrXkui7umPDXyOUwshlyyQTZZIJcYpREfy/5VArXdfFcF891cBynmPX0GldCBEHEH4kQiMUJxuKoPj+SLOOPRKlpm04wXoU/XNTV+MORPU+4j+GaJl4+jz08gjM8hFsw8GwLZ2SEwppXsfr6sBIJrGwOx3FxnLHPxvNwbKfYNuaZ5bgOuRNP4sRvTm4Z+43ApH8bX3zxRaD4x7F69WrUHWq7qKrK4sWLueSSSyYaPoUpvOWRW1XOqe4Jd5DcWvTVOfHCT09IfgqFHlat/jjpdJk4LV78G6riuz6Ad0TGsOl4uIPIYz2lts/Qz3uFl4gPlLOgCvWtnPbRi2iLCFi/PpIzGxYxpK+omOvk6Sfzjqp3c8tPnmW1anO/vxz9eflrxRIUnuvy3F23Ax4nNWwgqlaG0L3bz+UWTiNJ2caiww7ybvtK/rDfjaxYuZLr+VyJ/JwQ87P//cM8eHvR06fhoOsRleJbrE9vHZf8eJ7H77/xXKlCuxrq44QLojyzYgHs5AKjbhKQBgW0tQK+l0QCBxxC41Xfpu/b3ybz4EMVfX0HHkD4He9Arqom9LYTigU1d0DadkjZDl/ZuK2C/Mz2ayiCQFiW0EURSRDQJYGYLOOXREJysU1CQBRAEoRS9lCtphAveKS3ZUj3JRno6CUzvI3s6DDpofWY+W7wLCRg97aLIoJYhazXo/mLYlEtUEWsoZra1lqqmuuJN8RRfRq+sIr4GqIinldckhuxbJKWQ5dhsjlnsDZTID0W/bI9j5zjknYckrazxxpYYVmkWVNp9anMD/iYG9CZG9CZE9DfMoJjI5crehQlRnBtB8exKKTTJAf7GezYSmpwELOQJzMyjFXI73nCvYQky4iSjKQo6MEgiqoRjFcRb24lWtdAdXMreiiEqvsQJQk9GEJ+nTXTdoQ7ZrDpDA/jpNK4uSyebRdNOy0LJ5nCSSRw0ymcTAY3mwPHxnPcolFnMombzeKkU7iWjVcwYC+W3gT2TDB6erbuoccbi0kToO3ZXx/60If4yU9+MuX3M4X/KDgZk5Fb15X2n3j5ttL2vCOOnnDcs8+9Hccpp4MeftgTexQ9b/j7FsRHthHZIZRyFilOlF8muLFMfvKNM/jYVy+nWsrATxZzXMP+DOlDFXO9a+a7+PJ+l3PTV57GwKsgP3d87FAivqKnySM3XUdINvjo7OfZGS4CD3IEmyibm95UOAAXkZ8c+yXSqRwe8KxQJHVLAjqHXrMNAH/tWuqW3YoWLgueDznkAXbG0LYM9/1iFemR4hdo4yHXEm79J1u2VfbTV4iE75GQBwSCxx5L029/TOrue8i9sJJNxx1f2XfRIuq/djm+BZXVU4dNm46Cge16fGRNO4PmrhGW3mMWT0q86Xke2YRB55oRhrrSZJNZBoYGWN+zmXxqC57Th+cmJxwvKlWoehg9EEDRNaL1zdS0zaCquQl/OIIeDBKrDyDJr1+jZLkeTycyrM/m2ZI36S6YrMnkGTCt1xT1qlZkpvlUQrJEk6ZyUCTALL/GvIBO4A0u4eB5XinlOjs6QmZ0BNswyKWTZMfqg+XTaVzbwjIMkoP9GNkstmlSyKSxTWOvozCCICLJMrKqovh8iGOiX0GUkBUFXziCPxzBFwrjC4UJVVUTrWsoZjPtIBBWfT78kSiKtqskxHMc3HwBbAt7eBhnaKTkIm44DgXLwkmn8Syr6BpeKBRJiWXjpFK4hTxuOoObzRa3U2k81wG7GKnyDAM3ncazbTxznFS5fYSCpJBUg2QUH44oYkgK24K1bIk0klF85FQNTTFQJAtZshFFD00yCGoZfIqBruTx6zr7LV6855O9gdjreOT111//RlzHFKbwpqGwcZSh35QjOI/0lsnPx6+7BUXVxh2XyWwokZ9Y9BAWLvwZqhoft+923PjIZo5/pIcd15GuDg3xNutlfFvLGWBL3nkaR5/zQeQ7PwKv/plPRw9gUK8slfDJJZ/kHcoZJfLz02j57ey2jx7CgdPi4HmYD32X49qv4rjZu17P4xzMwxxe0fa7wjLOmf9Hjmp+GkHweEI9l2ussp7phHuLy1c1i/9I1dxKsnPEEc+VjA2HtmX4y49epJCtFL+KSo5w6z9L+9IQqJtFojdJJX1P3dcuJ3nXn1m/aNcvSHXGDJp/9lO0mTN3OdaZNzj42bW7tANoooDhejx/yPwK8mNbDsmBPEbeJpso0LOhk+FtvYz0biM70ovrZPHcDJ6bAS897twgEIw3EojVEWtsomW/JbQunE+09o15UXQ8jydG06zLFGgvmKxJ51mVye1Wl6SJAlWKTFiWmO7TWBr2U68pqIKAJAjIAsQUGZ8kMsuvEdgHuhHXdXAdt+wh47gMb+sk0d9LanCA1NAg+XQKq5Aj0d9HZmQY13X3aGcwWYiSRDBeherzI4oSqt9HKF5NrLGJaH0j/jFSE66pQ/PvWspmR3iWhdU/gJfP4SSTOOk0zvpNeEYBN5PByWbxLItM/wCpTAY3ny9GYBKJYvkT28bL5/fZvU0WXjSGrfux/EFcScLGxfIgJ6sMizopVaMgSYyIfpK2huHJuIJARvGTVzTSih9TkrEFiayq4agideEBGkN9VOsjaLJBWM0Q1fo4TN9CxKcS0R1UNYQk+hFEGVmOIEk+ZLmZYHAu8dgRk0oQeaPxmhZkV6xYwR/+8Ac6Ozsxd2KZd9555wSjpjCFtxY82yX92LYKz53Vo08wUCjun3vVj8ddZ/c8j96+P1WkZi9devOEEQXP9eh/tJNND3VwvFPus/moetrmymi/ewhlpB+pUCRT8488luPP/1/Y8hiFV//KhdGjeCHWvsOE8OL/vMjffvEKd695GW8n8nPIjDiHzKgCz8P4/gK0XGWm1XbcwHtpp7W07yLQH89x9X7/hyIWoyZ3RH7FXalyNfZZGQ/fQJ6ZJ38ZJVA2RJwz52s01L8HWQ5imw4P/GYNW1+ujFYBzFxaQ2jhZyiMaT4bPqkguMXPJHTSSej77Uf+xRfp/8Y3K8YpTU2obW3UXHwxvoULdp4WgO9s6eXHHeVyIC26iut5zPbr3LRoOqLtsemFXv7+he/i2CZGLo/rFMBz8DxrjODs2dxNlFWitU00zd+PWQceSO20GQRi8X2aDpxzXJK2Tb9h029aDJgW7XmTYdOmz7B4LpktFvzcCXFF4pBIkGZdpc2nMs2nMduvUaMq+PaB6Z9tWVhGAde2sQyDzPAQZiFPNjHKUFcHw9s6cW272DY6QjaRqHAafy0QRLFIYnQfWiBIIBrFH46gBYIoml4iOcFYFbKqoPkDqD4/mt+PovsQBKFUr40xPcr2bdcwsPv6sFetxjIKpfpsxfZ+CuvXFWu5DQ/hDA3vW/Iiy0XHcE0DSUKQRBClosGmz4egqUXXcFlGkCUKokJa9pETJDKqn6QjMOCpjJgeGRuGchZJw6Lf1cgJCoYok1L9eMLe/b/Lgk1reBvTwh0cVL2OhkA/ES2JItoosh9db0SWI/h8zUQjRxEOL0bX65HlCMJenuvNxl4ToNtuu43zzjuPk046iQceeIATTzyRDRs20N/fz+mnTy7rZQpTeLPh2S7dl1aWW3ii/0/05IpRmM/ffs+EYx9/Yhm2nSrtt7ZeMOHDb8fq8dN2iPo4B9ay7JAYv/zsxwg4LqJdfpE48cJP07Hmj5z2z29QU3sQvYH20jHJlXjxgy9y/RefoidToF9xuTtQjrDMrQtxw4cOLooOf3JABflZn6oiHW7kPo7FpfLtvnWRQVv0D+XzSH6E5su4q7NMfs5bkWfu6Bqmve+qirGHHfoIPl8rhazFY7euZd3TvRXHl5zQwvzDaxF9W0gknmLzliLB1NYKJfLjP/ww0n//O+m//71ibOy8/6Hqf/8XpXb3Tn3Xdg1UkJ/vzmnm/KbitduWw4t/28ITt34fz/7/7J13lBvV2YefKerSStt3vfa6915wwTYYTO+hd0ioIQECBBIIJKEEJ/ARCL0303vHYMAUY2OKG+7da3t7VZem3O+P0Uor7xrblFCi5xwda+69M5qRtZqf3tq1GMxCknF6CvDkF1Jc2YuS3j3wFVpBqf7SMnwFRTs/xi4Q1g1WhGNsjidp1Qy2xJOsicTZlorR2ZlscMkyk/O99HTaGeJ1sYffQ1/3Nxf9M3SNZCyWdh+Zpomp64SaG4m2tRIPh9ESiVQgsIauacRDQWLhEMGGeqJtrd/5uu0uFyW9+pJXVExecQme/EJsdjsOj5eibhVI4QgiGgXDREomkJIasiQhDBOE5S7CMCxXUUxDaDHMzdUYra3ozS2EW1osi0xLixXDEgx+f8JFUVDy8pBcTtRAPrLPh5LnQ7LZUQIBqyK4y4laUoLi8VgVxb0+ZH8eIV0iKiTaVBchA2pDGg2RJIYp0A1B0jAIxnQiCZ3mSISWSIJgPElbzCScECR35tGTgO28brJk4LMF8dnDFDhbsMk6smTidQh8do0yb5B8jw+PqxS3w0OpT6YiX8Jt74aq9kdRjkRVfUiSDaezDJstv8uX/rkiCbF7n4wRI0Zw3nnn8bvf/Q6fz8eSJUvo3bs35513HuXl5Vx77bU7P8hPnGAwiN/vp62tLRfr9Aul4aGvMynvEry3bWa62OBv738Ctz/QaR/T1Jn76UQ0rSU91r//1VT2+HWXr6HFder+Pj9r7Bmf4IJTR/LBK/exet7HnfY57V+3U9yzNyMeH4En6SFiz1gkxpWM4+TYhSye3cJd/s7BiL0K3Xx4udVstekfoyjUMgGGW6M+6t2VvMYBnfabOPkpbErm27Ws303MMiZz86ZMXM8/1j1Cr77ZotDl6snECe8gyzbevvdrNixuQHEEkdUEkpKkaPAcygZEMdlGPFHN9nT7ow8SOmwXqyF7vdgqe9Djzjuxddt5EcnPWsMctSjjPlyy59B0P6embWGevu4zEq23Ze3jDpQzZK/98ObnYXc5cbgdePPz8RUW4/YHdtjf7dsihODztgirI3FWROIsaA2zMrLzgNIim5U2XmRXKbXbqHDaKLSpjMlz0z0ZRU4mMHSdZDRKtK2VWDhIMhYj1NRIqLEhXUemrb6WZCxKMvbNwb6SENgME0kIZNN6rpomTk1HNq0eXJKw/lWAPCHhkFVskoQdCXsqdgYkFFlGVlRkRYaUa05CWGLEMDHa2tCbmqxYlS6sWf8t5Lw81KIiq0+bx4vsdoNNRQkEcPTujb1nT9TSUjR/Pg12H1uDScJxHd00SWgmTZEkzZEEmiEwhcAwBaaAhGbQFtOoaYuzrj5M0vju1+h3tOGzhfHYovgdQQKOVvKdbTiUBG41TpGrlZJAMS67C7tqp8DrwW7zo6o+3K5KnM4e+HxDUdUfrwHpD83u3L93+698/fr1HHrooYCV/RWJRJAkiUsuuYR99933FyGAcvyyaX1rY1r8qCUu3tryIC2pG/Q5dz3SpfhJJhv5ZO6E9LbNVsBeU7/otA7ANAWfrWmg8tHV6bFZJDn6mqlcqAr+/afLsNdsyuwQKOTY319Ct/6DsDmdvPjlnSimkiV+bhh1A9MrD+SxK+fxlC+7Zsjg8jyOHduds6ZYQcytM8/KEj9fNZdTVmBmiZ+m/AL26/MoHncQSbJuToWFexMqvZzpKxNARvycIh7tJH769f0TPXueC8C7j88iJF6l72GfY3O3Zq2LdlHexL5Gwvu5D6LZAqDs73/DNWoUzkGDOu+0HQnT5MW6FsK6wV/XZcTVnD0GpsXPV7M28dkrG9DjmTR5b2EpZ9z8H5we705fY3eJGAZrIwlWhGPUJDRWReKsjsRp0fUuA7EBCm0q/d0OChUJnzAokaGHkaCvkSQQDWFoGuHaJuo3riOycSPhBkvULExqLMISI7IQuJK6JVwQpP47kYTALgRuQ1AgBBJWQ1GbYWITAjUtaKxaQQoSaiKJ9D2JESP1+DYofj+Sw4GkqlavNVW13ESSBIoCsoTsclsNZ1XVsrrkF6AWFSL78lDyAyh5eeguD0m7C91hJ5QwiOsQ1U1aojpN0SQhzaQ6aokYTTdJGiYtUY3GUIKEbmJWC/QtBrq5jWiy6ju/J3Y5aQUD2yN4bWEKnK3YFQ1ZMlAkE6cax6XGcasxfA6DfDe4bBJ+p0Ghx43f40dWXCiKG6ezBw77WOz2QhTFjd1RgsNe8rNzQ/2Y7LYAys/PJxSyAgErKipYtmwZw4cPp7W1lWiHQmQ5cvzUEIag5eW1RL/MuErWFH1NywIrFanvuAnkFRV32m/1mmvZuvXx9Laq5jF1SnbtmYRu8Mic9Zgb2thnY4zKDu6ueapB9xOHEGqs4a7bb8XdQfx4px3Kueefn3ahNW/9gr8vuw86fIdNapnO1nt8PMY8DAQtqbK9U/oVMfOs8Rn3mxCYd4wj0JyxhkR0lb4FYW7j7PRYjxEqUwP/6XA9PsaMfob/1Pm4c2Um0LrQaOZC+Wb6swaA8pKzCBQOSDd2Xfz+Zra2/BpX980UbveeKYob09RQmxXcszTksIRjlYTNW4LR0gJ6Rvy4J02k8uGHdzmGZk5TkJOWbug0fsvAHgz2uhBC8Mq/F1G9thVTr8FICSBJkjnv7oc67bcj4obJlngSXQgMIdAEtOk6ScMkEYvTFovTHEuwqb6B2tp6zPo6bLqOKx4nEGqjX7CV8cE27FoSVdfxxaK4DR27aaAKE0cygaTrCENPZyxJaXu8IErKq2EKBuj/5Qr7imKJD68X2Wt1rbcVl0Cq4SuyjKQoqOVlqIVFVtd7n9ealyRLUUly6l9Akqz9JMm6KgkUrxelsAjZ40FSlfQxJacTebt0cNMUNKasLJpu0hJN0hBKEE0axDSD1qhGKK5R2xanpS1J/dYEtW3NNEVqu7y8b4tDFeQ5kuQ7g9hlDVlK4LVF8Noi2OQgMgaSZCJLJjICrz2CS43RzVNLibsRu6Kl3l4vDkcxquLD5arEbi9Ckm143H0IBPbA4ShHUXKFhX9odlsA7bXXXsyePZvhw4dz3HHHcfHFF/PBBx8we/Zspk+fvvMD5MjxX0boJk1PrCS+KruLeeOENr545sX09hGXXtVp34aGd7PET3HxAQwfdnfWzXpVbZBLb5vH/bSblTNzrQV2jr/Cshxde+21eLdmxMlRV11P35GjUycpeO/pw7lE25xVaHDS1umM3HIEACaCf3cIdn7g9HFIiSA8fhTULQMj2VE3sS3qZb57KsvIWFR+9aujaGzKdKafMP4tmpVe9P9sJZA59jnibqbJmXo7I4Y/QHHxvgghCDbG+OCVf5LX98mslhd+3zQCBYPo0/tiwnPmUvu3v2E0NkKHeCMjlp3J1uP++/DutRe7Qpums88Xq6lOZGKeCmwKkwJepuX72C9p44lr5tPWEEMIAyOxBD32YXrtyf+4pdMxE6ZJfVJncyzBprYQX2+rZe22Otx11fjrG3Am4viiYRzJJL5omMraanrU1eDUfrgU429Card4uN0oHjeSakNSFJT8fNSyUiRFBUW2rACKYhVG9HiRnE5LXKiKFaviclmxLDZbWnhYAbhebN27d6ql9H0Q1wxCcZ14yjWU0A0aQgk2bQkRSVjjLVEtFQOTpCmSJJY0SOgGTZHkdwrjkSRwqjJ5TgWbIgi4BAGXhkdNEHAmCDhDqFIIU2/GpUbw2cM45RC6XoeMhiSZeNQoHluUnel0u70EVfXidvXC4xmOw1GKw1GGqnpxOMpxOsuRZefPuofWL4XdFkB33nkn8bj1RfmXv/wFm83GvHnzOOaYY7j66h+vomOOHF3RVbCz5FCwHVvC+zf8Kz32+0eezSoXL4Tg8y+OIBxekR6bMvkzHI6MhaghlOAfj36Fd1ukg/iBiFMm1N3LiKMH0r3A+hVXW1uL2pyxPB1y0eWW+DFNom9cyKTmjzA7fCF2D3dnr41Hkxfui6/AyVKf4IUOAahHjuqGS2uFm/t0uuamhIuFrRV8Wnp41vhBB+2XJX6mTvmcl7eZXLwpO2383+ICSrHO1eMZQK+SR/jypQY0/T3ivELh4LfJ65CBrtCNvaZ9QOzzhVSf/WfWhp7DDIezjmkfMAB7RQUimcQ1ejT23r3IO+SQXboJrI7EOX7xOuq2cyNd268bZxbmU7WimXevX8oLqXFTryEZejpr7X5nX0BZ3/40vPc+r774GqamIUejVFRvxR8O4dYSjE0kGLvTs+mMJiskbCqaIqHLEqYskVQVEqqC6XGjBvKxe70oLjeSy4nD7UZWbTh9ebjy/NjdbvzFJTh9eSmLScZK0u7yUfLzUUtKOllGfky2NEepao6yrSVGNKmjm4JY0qAmGKctqpHQTepDcWrb4iQNk9bo7jXm7Aq7KmOTJdwOlWKvg3y3DVU28DmS2KQwHluMAmcDTtaTZ6vDb2vGo1YjzAjwLRSUAyTJjstVic3WC1X14nJV4vMNxWbLR5GdqGoekmxDlmy4XD07NfzN8dNlt4Og/xfIBUH/cmh7dxOhD7akt8v+tAemS3DHGcelx359670UdOuetd/6DbeyadOd6e2RIx6kPjmWh+ZmYmviC+u4ElfWfoWnDsY1LJMllEgkePLJJ6nauBHfmkXp8cuefQMhBM1PHcevEito6SC+RjSNoFfzMLo1TsDpt7F4lJfXl2TiXCb0yueZw+xID2YsrkZeJQ8vLKWpZAAJdz5CtaXnZFlh72kr0PVMEcTCwn34qmAGf1mXyYqaLt7hN9yf3h448Hqc4gieveFzike8QOGg7AwtgAH65YQv+k+n8Y50u+02/Acd+I1rdkRTUmfop8uyxgYrNs79JEKwPooWs4SWkViKqddS1rQJWW+lW2uYonAMARmXzC7GtsRtNpKKTMjlxMREV2R0RcaQJaJ2G/FAHsUjRuErLcMVyMedX4CsKMiyjNsfIFBajqegwKoE/DNpLCmEIKYZRJMGLZEkdcEEW1qiaIZJYyhBbTBOcyRJTDNoCifZ1hojFN9ZC4+usasyeU4Vj0PFY1cp9zspDzhx2RR8Ths+p0q+207AbSPgtoPRimKsxcV6dH0byUQDyWQjSa2ZRKIW09z1PlqSZENV81BVHw57MXZHMariRbX5sakBnM5u2GwBJElFklTs9gIcjvJfdNDwD4kwBUZLHKGZCM3EjGoYEQ0zqmPGdBy98nD2/34zy37QIOh26uvrqa+vt4pWdWDEiBHf9pA5cnzvdBQ/FTdOIRps5d4zMm0a9jrl153Ej66Hs8TPPtNWc9M767j3o0+wA1NRUZG4poP4kQflExhdmiV+Wlpa+M9/LHFg72D9Oen6/yOpJxn7ZMrekBI/DsPBoVWHIsWKKW4bgttvZ1ZvhQUp8VNCCx+V3IKrGS9U0QAA2VVJREFUdgM8CHHsxHCyNrA372wrxejrseIuOjB27FiKS+4mElmTHisomMqQQfdy0LyMsPi9uIVJzAOsoo4jRtyPqnqY+Y876HvYo1nBzQ5bL/r1+wPh024nvLVr8SP7/RRfdCH5J5/8rU39Qogs8XO85KLvc9tQTWgG4q33pev25EdiTFrXOdNMsg7UKQ36hb2n03vbemSvB1dJMd7iYhS/HzwuPAVF+EtKKfF4UVQVp9dqV+D0+VBtdpT2OJifAaYp2NISpTWqEU0aNEUS1LTG2dISpbo1nhIyGs2RJNGd5llnI0vQo8BN93wXAbcdmyyhKjLFPgclPgdOm4LHodKr0I3bruBOiZ32z4MQBpHoBmLRzcRiX5NI1mOaCTStlWSyASMUp61uHbq+o+KTGVTViqVxOrvjdJTj9Q3G5axElu0oqgebamVCKYprp8fK8c0YEQ2tNoIZSmKENYRuWoImnMSMG1aGXyiJ0ZrATBhgfIONZVqP710A7Q67LYC++uorzjjjDFauXMn2xiNJkjC+ZRO4HDm+T/TWOLX/zGRplVw4GtM0uPe8jPjpO24C4w4/Oms/TQvy8Sej09sfNt3IWVdZlo8bcbEXNran6JIxOEs7/0JsFz9KuA1Ho3VzLqrsRbe+fRkzc0xWrA/AIVWHIAmJ4rYhjDmwkgH79+DaG94D4CzlTa62PUl9sJBGynmLfaih1NqxFdju5S844wQSahVbtt5EJLIpPT6454c8+txWTt+0GPzWn/8N4o/0ZiOSZGfynh+TTNazePFviASb6DYpu1fP5D0/QdoSYePBxyPiXadxV9xxO3n779/l3K4SN0z6fJxpCzJlk8bABZkYLkPbSEGokWFbG7AZJo4OQcLCbse1xzhsvjwKz/oN68Nhjq/LnGurz8/K4RX4iop+NhaanSGEYEtzjPWNYVZUB1lTF2JdfZjVtSH03exa73Oo5Hvs9Cry4HUo2BWZinwX5X4XHodCntNGud9FZaEbr+ObbyFCGMRiVeh6iHi8hi1bq4lE1hIMLiUcXsWuuqWczh7k+YbhcvfEYS/B7ijGpvqx24twuXqhKF1Xa/9fxCr0KDCjVl8vTMsSgykwYzoYJsIUiKSJSBhW76+kmRIrqbmEgZkwrH/jumW9CWsYwQQiuZtZgoqE7FSRFAnJpSK7VRSvHdmpYq/85k55PzS7LYB+85vfMGDAAB566CFKS0tzgVw5fnJodRHqbl2Y3rb3yiNmi/DgKSemx/qOm8BRl1+TtZ9hJLLEz6fbxjNzuZUuPRsfrg6KRSlwoha5cPYLdCl+Pvkk02ndvWVt+vn60SZHPTwMrUMsx6jGUYyV9kALBnBFrbo344/sS9+rrM7oE6QVDLU1cR0XI+jC8mCaSIaOkUiw74HT6DugiRWbTsQwMnE41Qt+Q0Tdn99H6mmZmPkVrAiN3mykW7cTaVzbj7mfTux8fGDggBsosU1l416/wgwGs+akvDz8hxxM+d//3uW+u4shBL06iJ9A2GCfBZYVwBfcxB5r78cMtXX1TlDy5z9ReOaZmKbJzJdf4pEFS1jVdxj4rWuepEd4bp/R2L5FU9EfGyEEmiFojSbZ2BhhYVUrW1uiVLfGWFsfZmtL1zV+VFmixOfAYVMo8Ngp9jroUeCie76bgNtGt4ALt12he74bj11B3YWK0aapkUzWEww2Eo/XEAx9TSJegyk0tGQTsfg2NK0Fw4iyfaPbjkiSitvdG7e7Dw5HabronsNejM2Wj8NRjMcz8BfrghKmQOhmWpzoTTGELhBJAxE30sJFaKYlRAzL2oIhOs/p7SIlma679EOhBBwo+Q4Utw3JqSLZZUvUeGxIqoTkUFALXchOFcXvQFJ+mn9vuy2ANmzYwIsvvki/fv1+iPPJkeM70/pGJkXau2c32nqFmHnhWemx8n4DOfKyvwBWIPOFTy/EbdM4pWemoOGmYHceXn4qMvCSw48rkflCKbt8HGph16b0RCLB2rVref99K4PK1pSpivz+2Hq2aJuhg/g5euPR7DNtH5Y/Y6ZtS8PO6M+Aq95goNLIOGUDNllhKYOzXidftBJM2nBtXI0kTHof/1sOOvxAFn2xD2vWW9YmU7fTsnZfmlcfwZIyDy+Pyw6gnRT7khOcDwJQXf1MJytSvLWC+sUnMP3kg/Cv28L68ztbdYouuYTi887t8r34Nqzd3MZeGzJWp/JmnbNmW4Kr5zAnPR74DySys93K/v53nMOH4ejbF+FwMH7ecqoSGhT0gw5ZaucYbVy//44b2/63MU3BhsYwbTGdxnCC+mCchnCS1bVB1tWHiSQMWmOpSsGm2GkWlCJLdM930b/ES2WBhwGlXsb3LqBHgRvbTkSNEIJEooZQaBvR6AZ0PYShR9CNEKYRR9PbMI04iWQ98fg2NK2VXbXeyLIdm5qPonpwu3rhdvfG4x1AwD8Wp7PHzy5ouN3C0u76af/XaE1Yj1ASkTQwYzrCSFleEgZCM9LCRcR1zKSJSOjfpA+/O6qEJKdi4GQJ2S4j2a06SpIqIzsVJFUGRUZ2qUiqtU5q37YryG4VyWZtK34HSp5lvfklsNtXMX36dJYsWZITQDl+ksSWN6aLHHomlKFM8fPCby9Oz0/41fFMOfF0AIJxjT3+8R42Ocm9+/0xvaY5HuD6z65gRlkRU2uT0EH8VMyY0qXV0zAMZs+ezWefWTVnokoUpXoFvg6Z91tKrV/oJdESymJlVEQqGFaxJ8ufsb4BBQLH2DpeeftzTnO2u2wyLpqkKfjK6MVM5a+8tG4wbsMSNN369WW//Sv56vOpJJP16fUb376dZExh5j4+NpdkXHcTxVzO5h5czmwXVrTB+psuqRhAaeAaSscHcB1tp/WFF9h6dba1DKDXM0/jGjWq0/i3wTQFz9/0FZePURA26/0duLme899ay/DhMSJL5iEe2oA9YaWfbyj2Exw1nONn3Ibi9bBpyUKeee55busxvNOxyySTN8cPocL9w9ZVEULQGtWI6wa6YVUEDid0WqJJNjVF2dQYoT6UoDWaJBjTWFUbIqF/u7tfvttG/xIfY3rmU+530qfYw4iKAH535v9ZCAPDiKJrdURC29D1IIYRQ9NaMYwwiUQ98UQtsVgVsdjmdGPfXUfGbi/EYS/B4+mPxzsARXYgyXZczu44nRUoiguHoxRJ+vFdjWZcx2hLgEi5hAQgLGuL3pwK1DUFGCJtUcGwXEntrh8zaWCk1n7vSKAWOJFcqiVAnAqosiVgZCklSOSUcFEtodJxzmbtowSclrCxp8RNjh2y2wLowQcf5IwzzmDZsmUMGzYMmy07JuKII4743k4uR47dwQglaZqZSelO9DR4+Ldnprd/9ee/0Wf0Hggh+GBVPWc99iUSJjfv9bf0Gk0dS7/ATcyVtkBtptaLEnBQdvkeXYqfRCLBjBlWf6xWeyuLCxcz+Qs7BaGMxeW1ydX0CvZiTNMYpJQrbVDePtR/ZcWuBP2rSLjqYRv4O3xnBWijkmpeSo7FTZS31Ev4z+rJiA7uuEln78EXXx5lvQeanW3zLiDWMAxhik7i56/iKgaSqlBteikvOQu3cyRe9xikQRL5ZR7klHsovmIFK4/OpM13pOCM03cqfsKffkrrc89/Yx+mZEynbmsIT9ViBkmC15+wxq2WDKm4nqWwfS7HhMeeoKiPJdiq16zivnvu5JETLkrPeyIhzpv1GBff9B8c7u/mPknoBluaYzSEEtQGY9S0xalujRGO68Q0g/pQgoZQgsZwgvhu3hgVWaIsz0nAbaM0z0mx10F5wMmwbn5K8hx4HSouu4IiS8iAptXhsSWRJRNND6JrW4knakgmG2mo0anRQ0Qia0kmm4nHt+xmhpSC3VaE01WB09ENRXFjswWQZacVQKx6UBUPbncfbLZ87PbiH9R6k3bxtP+bEiCkLDDtQkZoJiKuo7clMMMaZnuWUSrjqD37yAx99zT8TsiSJUoUGSXgQC1wWi4fh5IWJZIsgSojO1KCRMYSMW6bJVrcNstF1C5ocvzX2O1P7/z58/n00095++23O83lgqBz/Ji0vdUhYHc/H0/+K2PVGXXgYaiVQznqrk9ZvKUVAAmTBw/4Q3qN3z+OMUOfpHq7/l0FpwzCPbxzhWghBG9vfJsvvv6C9b71NDuaqfJV0a3BSUEo02ph7MgvqYocTX7CaujZ5m2j77rDaKq1/lZ0NWKJnxQuYhzCHHpTxWazhFu1Y3jYcRN2NF7fOigtfhSnwdBT1rJ+498QQmLr3N8RqRnZfnY8v6cnS/w8KE7BlSp2OGni+7jdvbp8HxMbNlB1xpnoDQ2d5grPPRffvvukxY8QAm3LFsIffYzZoc9U+P33iS1Z0uXxtyewk/mg044sBPTvR9GwEVRedhmKz0dbfS0PXnERr00+nNUdxM8f5Qi/nzYa52FTOx1rXX2YWctqEAJ007LSJHSrQF80aVAXjBPTDJK6VbcmktAJJXYv3duuyCiyhCJL2BSJQq+VFdWz0EOvQivuptDjIN9jZ3iFH7sqI4RA11uJxbYSjiwlHttGPFRDuCVE0EwQDq8kkfj2VY0d9lLsjmJk2YnN5kdVvNjtRTgcZTic5ZZbyt0bWd79YGLLamKiNcYRcd2yqqSsK5aVJSVUEjpCT4kZYVlajGASM6KlXUVCM9DqopaIiX//7iGpowhpL4+gSJZrx5Oxqkh2BcmpIMmyFd+SZ7eEimo9V/LslnWm3UKTo0t0U6cp1kRLooWEkSCYCJI0kiTNJJ/Xfs7Foy8m4Az8aOe323WAevXqxWGHHcY111xDaWnpD3VePyq5OkA/P4QQbLtyLgD2fn5mzs5UdTZH7kfb4H15YsGWrH0e2P9i5FTvAaezO+OHvEndPzO1enz79iBveiXSDuInjnjlCDa2ZWdJIeDMt3umN+2jIjQlsuNOXE0j8GoBNDVM0tlA1Js5rz9yH16sljKnJK9kiyjhY8clCAHv1vRnWVsZAKpLY9jp6xBCombBWQSrJnR4BZNZBzXxhX9geuQxcQIq1o18xPB7KS7uHM8TWfA51X/6E3pt1zfafh99hK20BKHrNN59Dy3PPIPR3Nzl2o54p0/HO2Vyeru+KsS8xXV8NsCB6GBRa83zc9G+k1h1y7UkUoUU4zYFu9vDOXc+jM3ppGbtKiKtLaxcuYIn64N8MiH7Om7sX8FvumeL1VjS4JzHv2RhVctup3q3o8oS3QIuyvKclPmdFHjslPmt2jXtz/PdNioCblx2y90jhEEy2YiuR4jGNhKLbsYwYxh6GE0PomnNqXiaIIlELULsmoVCVf1IkooiO7DZC7Dbi3A6ypEVJ7Jkx+nshstVicNZnk4FT6eeawZ6WypGJapbWT4RDSOqIWI6Zly3Upl104ph0VNZQXHDcgkJgTBJlxYQupUx9N9CsqfacMik4lpAkmUrTsWhWMG5PruVaeSx/m0P0lULnCjen04hyZ8auqnTEm+hMdZIS7wFzdSIG3GCySCaoRHVowQTQZriTdRGaonrcaJ6lKgWxRAGQghMTExhPeJ6nLjxzQ1/D+tzGDOmzvher+MHrQPU1NTEJZdc8osVPzl+fghT0PpKpsXEWzXvpZ+/XHY4W4PdoYP4OWgQnNDrL5ipTAmPZwAjHI9liR/XsEL8B/Tq8vVieozL3r8sS/xURCro1asX5SsTgGU5iZf3JJTIvhnn104k7ttCY/4KhJxtWZjOXLxEWWAO4l/aiSxiABsdJ5MwFO5ZOxFDZITYwOM2Elp7MdsWDUuPNfXfRENlK/WFgi+kTJHEB8UpDOp7Od26HZu6eWb/YhVCsG76dPTqGrbHOXYMpZdcgmusVbMo9MEctl5wQZfvi1pWhmfynultSVYo+M2vcfTunR5bsrqRA8u2wvjsfZfuORS1qY5HLjnfGrBbX01HXXENPUeM4f2H7mHxR+/zwmFn0phfQqz3BOidfYyvJw+l2G5LX1MwrvPM51XMeHtVp3Pda0AxPQvcaUtNntOGyy7jtquU5Tlx2hRcdgW/y0a+24bfZesyO0rXQ7S0LKCldQGJxmbW1IZJJpvQkk0ktcZUFtQuIAAho6r5uJyVeFx9cDm6Y6MQyXCgkodH6Ysq+5CwpVw/BiJhQlIg4pYgMeMGZjCJEUwQaQ0TbF1kWVbSFpYfMOJWlVEDjnTvLyRSAbjWtqTKlgVGwioiJEsobhuK356JdZEklDw7arGVQSS7s2NdctaWbyZpJNnQtoH6aD2aoWEIAxMTIQSGMIhqUaqCVTTFm2hNtNIcb6Yt0UYwGSScDCO+TbXsXSDgCOCxeXAqTrx2L6qs4rf7OXHQiTvf+QdktwXQ0UcfzZw5c+jbt+/OF+fI8V+gbdZGIp9bVgtDCJqWfQBAWHGz1WUVOdyzbyH9SrxM7luAWj81qyjwHkNfpeaGBeltz4QyAkd1DvIXQjD12am0Jdqyxo/ZeAyVlZX8+uBf8+/HrPYTAtACGfEjxQtwJwpoKctuogowiLX0pYo9WMoFyYto6nkIL5wzEfn137PkgzLeq+2ftX7scUex+dPBhJsz8R2z92njs5IxnY79rOuvTB63AFXtuvu5EIKmBx/sUvyU/u2vmKEwscWLCc56h5Ynnui0pvwf/8A1ejSOPr07zW3P/Pogv6remjV2ankBv6pazrPn3UgylhELfcaO54hLr0RRbdx147U8W9KXNede2+mYfknwl/49OLVbIaYpWFcfJpY0OPzOuZ3Wds93ccdJoxle4d9pqrcQJoYRRdPa0I0QTU0bCbYtQtPb0LQW4vFqEok6tGQzCAVF8yAbdiTDgaK7QDixU4kkZBThw2n0xJXshRoPIIe8yFEnCBkJBYQEGt/YOl0H2uhc6PFbocrILitI1kpjVpA9NhSPLZX1k0pltimZQNxULRc6CpqUFUZOWVgkm/KTTXf+uWMKk9ZEK1XBKtoSbehCRzd16iJ1VIWq2Bbexqa2TWwNb935wXZCviOfAmcBLtWFKqv47D5cqgu7YifgCJBnz6PcW06e6sFh6HgNAxWQU0U6rIcVsxZQXLi1OA49DrEWMI3UQwdhQCQMnaML/mvstgAaMGAAV155JXPnzmX48OGdgqAvuuiiHeyZI8f3T2RRPeGPM+0cXt/2SPp5n9MvZ97EYXQLZFLWV668Mn0bKSzcmxHD76Hu/zKxKsXnjcDR29/pdYQQjHliDLqZsdo4DAenm6dz3pXnYbOpvPmfTG+xaJ+hAMQHaRTMH0U0fzkRZ8Zd5HOqTI2/y1i+RkkFOrxjjCPc73CeOb4X0nUBlrRkix9fjwjJ0NUsf08CLPEjlWzkwWmlVEsZATJOLEDB4KKe5ezd97Uu3ze9qYng229Td8M/upwHqLv2uh3O5R1yCN3+OQNpJ72phBD8fV01923Njic6WLFzXaHOc3+7gO0l4cj9D2H6Wb+lsWoTN737PjMnHZk171ZknhnRh1F5buypisxVTVH2unnODs9j9iV70b80U3QtkWggEllLNLqB5pb5aFozpqmh6yESiRoMPYotWoKiu3G19scWKcUWL0TVS7CbdnxJL2oyD9n84QvwtcetSE4F2San41YkWbLcO+3WkZRlRfbaUPOdVlBuvhPJoXSIbZGtWi25+m0/Crqps7plNaFkiJpwDcFkEEMYGKaBIQyCySCt8VaCySAxPUZboo2YHqMh1kBM77rO0/Y4FAc9fD3w2rzIkowsySip1AtFkunhLKRYyBQaBgEU/KZJgZbAnYhQZEqomKAZkDTA0CC+GYwkaFFIBC0BY2gQbcTyh34Hpl4GvSbvfN0PxG7HAPXuveNfepIksWHDhh3O/1zIxQD9fNj650zBwde33ENUT9WMGTGaY/9yfdbaBQsOIRxZnd7ed5+1gJSOHXKPKaHg+IFsz5bgFi54/wI2BTcBlvA5eMvB9O3ZlzPOOINV8z7hrdtvAkBIErrHT7xHP4QkIZkSSJkviR7lJYyOzGFM8N3MeRsTmaGdzG+P3JvTJlRiXFvAy1uGsjmSKRGfV3kAydAwkHX8lQtwFa3ng17deFE5Putcn3JezbQJL0LCJPzJJ4hEykokBKEP5pBYuRKtpgaR3Ek3c1VF8XoRySSOQYOw9+yJMHQ8e+6J/8gjd3oD1U3BkYvWsiYSJ2Rkf0meFrHR57UZRDs0d0WS2OPwo5ly0unIssITV/6BTw2Flw/OVO7eL9/LKRVFHFwcsF7DMGmJaux7y4dZfancdgWbInPc2O5ccdAAMKOEw1+zde1z2Lf2QF4bQMg6klCQdSey4QChIAk5te1EEruf3STZ5JR1xap629FKIjkVbKUeK0Ylz46t2J1y+6TmlY5iJjUmtddkyYmVnzqGadAUb2JNyxoaog1p11J1pJrWRCtxPc6W0Baa4zuPmfsmCpwFlHvKsck2FNPAKyn0cRZToXroYfPTz+ajMBZC2TwPIg2W1SXSCLsonr4VNg/Y3ak2PJL1b/ohgd0DTj84A6A6QFZBVqx/+x8AQ4/6Xk/nB40B2rhx484X5cjxXyC2vDH9fHb142nxM3Tv6ex9+tlZa9et/78s8TN58qdIkkx8fWt6LP9X2W6vrxu+5uS3Tu70uodWHUqf3n0444wz0LQkb91+EwKI9eiH4Q2k10lCgJT5fbHf1IlM+eSErGMdlbiOxaIfj5y5B/sMKqHt5jE8uGpK1hp73pkkQwWAoPf+1+PwV/NXZrBeGpBe01tpYdaESURvGM26S6ZhtLayu1TccTtqURG2khJsFRW7vX87Qd1gwCdfdxo/+902TjqsmFn3XkG7s0t1OBi0594ccN6FmMB166p5oKoWde8TSDgylrt3h/VgRHFhenvWshrOf2Ih23PNYUM4a0pvNK2FjbMeY+uNyzGVJM5QJQUcu3sXImFZU4pc2CvzUAMOZK8tXSRO9tisIFtFttKdczVXfnEIIYjpMULJEFvDW4loEXRTJ2EkqIvUsaB2AauaV9EUa9rl+BkFiR6OfEpkB0VCwiasal+yEDglmQJU8k0Th67hNwzciTD5yRjdI204zEYwV4Kx6+UNOiEpEKiEvApwBcDmAncROPPA7rXEiSRb62QZHH5rjWK31it2S7yoDsjvBUrn9kA/F34Z5Rxz/E/SseZPc8KKYRlw0NEc9OvfZK3T9TCbN9+T3t53n3VIkoQwTBofyNyoJZtCa7yVbeFt/PmTP6ctPu0UxAuYXDeZfffZl733tjK77rnkt2h5BcQr+mStlQwbiuGiOK8bh568F+UVpSjXZ8oSLzd7ckzy78RxsN/gUvKrvuS2a+/CMLtljiH7sftORFJc5Pd7n9LRz7CZnlwlvQhAcXMTR384i8PzVcpaIlSf2zk4Wfb5sFdWAiB0ncTq1Z3WePaaSskll+AcPLjT3K4S0g1mNwV5tb6FdxozrTIKgwb7LYkyxuVi4hEqb9x2RXour7iUs+94EBM4ackGPmxJNb2UFYwO4ueV0f0YEcjEMP3phaU8+2V2Rt/Royv42+FD8SQNqp54GVZ6cRtjuzxX4dZxDPXg7d87LWbSFXM7VMSVXbac9eUXRNJI0hxvpinWRDQRYmt4CxvbNpDQ4+h6glgySCQRRDMSBLUIdYkWmvUISbHrWW49NY0KTcdvmuQbJiWGTolu4BSCIsOgu66Tb5iobP5+LspbCja3JUxUFygqeIqhZAiUj7SsL95ScBeA0m59US1hkyMngHL8POlo/Zlb9xIAIcXD4duJH4BP52XqwUwY/1bafdP2Zsaa+fmI9Zzz4o1dBhEe0/0YxCcCCQmv18vIkSN5/fXXWfTZfMyiHp3WS6Ge9LIP4NTrJ6GkrALmo5kCobOMPfitZvX1uv2k0VRsW8H7D91Nx+6oimMsNvfegGDAURcibBr/4i8slaxA54lfL2TG3Ten12/fL9s5aiTxxUswQyHiy5d3OkcAyeej5yOP4Bo2tMv5XSFqmNyxuY5bN9d1mhu+KcFRCyKU9fFRULKIN257NT038egT2PP4U4maJn0/zrYW2RNxjvzwJc7+49V09zh58YstPLltLbIE7yyvzSo2+NJ5E+kXFyQX1RG+ax6hJhmZoqzjuQ724iqrQPW5sXfrOhg8x4+PEIKkmbRSsA2NoBYkqkVJGAlaE620xFsIJUO0JlpJGkk0I0E8XEck0YqhJzBMnbgRJ2okME0r+8k0TUyhowtBkwz6d4h9KtF1igwDVYCKIGCYVOg60yMxKnSdgGni7BhRojpBtoGzwBIgTn/G9SMpYHNCXndw+CyLiyx3sLyo4Mq3rCzOgLXG4bNcTe0ixpmyzOT41uQEUI6fHUKILOvPtqjVbLTk5Ms7rW1p+Rw95RoryJ+C12vF+AhTEJ5nhUOH5Ch/026xMnFSlLhK6O3vzYHGgSz/ZHm6evP06dO57bbbrEW27ADgZfnLOLD2Ao6+bDyF3bwIIZj52WYi7/6D882PAGgWXs7XLsFlwmUDK4g9t4AP1z2UPobN+ytktQJJsiM7mykf9wSyLcEfuBs95ODfD12PAMasWZHexzlkCJ49J5Gs2kJ00SKMhgbiizsUIZRTvvhUkVLJ46HwrN9QvIN09l1hSSjKmV9vpCaRXbumKGriDhsc/nmEgoiJ3bmVTV89x6YOa4649Cr6T9gTUwgmfroscx3RCIe++jRvFhzM6+zN6//3Cd/EHH8RtvtWkLE3ZX7VxvLW4x5XTLd9D865pn4E4nqcsBa23EXxNtqa19ISayQWa0JLhAnFm6lOtBI34sT0GOuSLazW2jC+7zRsKfVI/f1KQlBgmHiFSZFu0FfT8JsmNiFQZQd5ih27zYNTVilRPZTY8ihUHDhlO7IrYAmadAyLAu5CcKUEjq88ZZFxZcROjp80OQGU42dHR8vNe9VWava9Pc9izaEZl0cy2cjyFX+kuTlzEx09+jGaYk28uv5Vhn5SQgVWttclvawA5hHFI9i7+96cMfQMJENi3rx5fPjhh+n9Dz/8cF59NWPFUMJtKLEIyypq+bpiI78JXck5M/ZFN0xueGMFD87dyI3qg5yvfpDeZ+/4nfw26MArZBJfNBMMvpGe61UwkFq6Y/fVUzntFlRnCKURvlw0lb+9dxdDN2a6yrdTcdut5B10EDV//zuhd9/tNA/QMedfcjoZ9NWX3/j+fhOaKbhkVRUv1LVkjcum4KzZQcpaM+6CQJmb2pXPpbftLhfH3Hgrs4WThxcs5pEOJXLKarfQukTmzYKDu3xdpyJzamkAd3WEAmSmoaK2ZQdyh4sWE61YgXNIgMEjbsxlOm2HYRq0JlrTFhRTmOhCJ6EniMRbMJMR9EQbph4nokWJaWG0ZIQ2PULSSBI14oSSIbREiJAWIW4mMU0dA4EJhCRIAhqC8Heo1yMJgUsInEKQZ5jYhcBnmgRMkwLDwGsKvKaJikCV7fjcRdgcAVS7G0Vx4HMVoroCyKoLWXUge4pRnPnkOQN093RDUmwZgSIpGavMzziWJce3IyeAcvysaHl1HZH5VryPbmo0JbbxYeFUFl1/ePqG19D4PkuXZncoHzrkVp5a+RQzPreqjr69+W4Aam2NbHPU8+IRLzIgPxNUfOO/biTZIVOqf//+vP766+lt98aVKPEIq3uEqPV7OX3RLbzXx8WL//qArS0xDpU/Y5Pz9qxzeKrhds43Min2ptGEMCzXkc/upNUxjkFHXIAcAvtKibxn7KghOJQFWcdxjRtL/kkngW4QfHsW2/5wSfb86NGoJSWE3nknPWbv2RPniBGU/vlPu/I2d8miYJSDv1qTNbbXsigT1iRwaoLhe1fg9tvpPqgAu0vl81ceoDZlqOt32rl80GcEY1anXJdCIDcmkBvjqFsitHYo8qgAh/m9XJKXh7YlhALYDQmqdSCVdu4xaSn4AM1dR1u3uZi2KHtNXYTN9vPP2hRCENbCrG9dT1gLUx2uTlfjDSaDaKaWLmwnEOnKu+FkmLAWpjneTDARJKKFMYWBkZrXdyOWZZeQ6Nird7sJC5sQqEKQZwr8QiJPkrHJNhyKgzLZQb5kx6Y6Cdi8jHIUU+oI4HHmo7RbWdoDcRW7FajbHrQr28DhhUBPy7qZI8e3YLcF0KxZs/B6vUyZYmWq3HXXXTzwwAMMGTKEu+66i/z8/J0cIUeOb4cwzLT4AXi3+jEa7YU09RiH12F9lOPx6izx4/UOZszoJ3h5w7tp8XNC44Hp+YX7VTN73GzKPFaLCdM0ufvuu7PED8DatRnri3PbBpS41Tk77B/H8JYjucsZgmqNvtI25jtmUC5lp7s+23gLLUYmXihfrSIWnkkSy4dv6z2FfhXX4L/Ohq228xd6bUERZWUlFE6dipIfoOnee0msXddpHUBs0aKs7bxDDqbi3//ucu3OSJomHzSF+OeGGlZFM2XtJVPwu7fayI+YlPfzM/7wPnQfaP3tCyH44JF7Wf6hVZE7abNznqcS6lrBFNgWNqE0dZ3FMhaF/+CBNqAtjEr2e9Hc823i/g2Eyr7IGp865fMfVfwYhk5SjxFJBgknQkS0EI2ROlpaN6Inw+imRlCPEjMStGkREkYS3dTQjAQhPY6WKmzXqIWpMaKYP1BFXgCXaeIzTRRAEQJVgEeY2ATIkowqKdgkmTwhYVNsuCSVPEnBJinkKS6crgLs3nJ8Tj+KqxDF5kaRFRyKA6/qRpVV3KqLElehJVQ8RVZgbk6o5PiJsdsC6PLLL+df/7IKvn399ddcdtllXHrppcyZM4dLL72URx55ZCdHyJHj29H2TiZz4pXNt5MwY7zZ/WRuPiITxLto8Znp590H3MzapJ2T3j6b1S1W9tMFtSdweEumN9e5e/8u/dwwDB566CEaGzMB1h2REnFcW9ehJOMkVZMnJyqEt+2LSgvHyPO4xX5vp30+bDuP5bEDcTtWcErgArxKI4Yp8XDViUQ1FwhB7wFRym13Ebg12wS/pkdv6gsKefas33HbH86C5kaaVqzo9BqevaYS+Tg7XsY5dCjevffGMXgQeft37vu1M95qaOX+LQ181hbpNHfIlxEmVGn8+qYp2F3ZXyHb1qzkmWuyY7EePOkSlM1hlOoocrBzv6uByJyBgwEo9BxUCB6dsOdrmhot12EssA7d3oZpz5yLJKn4/WMpLNybXj3P2/ULEwISIYSewIg2k0yGCCZbLbdOcCuRaCNN0XrakiFMYWDqcYSewBQGQphoWoyw0EgIkzYM6tHZIJk0/ADZYgWGQYFhUKIbFBkGDiFwCIHPFEjtVXeFZW+REdgF+A2DfNMkLyVyVMmOqjqQnX4U1UHA5kXtNhoK+1nBtUpKoBQNtOJXctlBOf6H+FZ1gIYMGQLAiy++yGGHHcaNN97IwoULOeSQQ773E8yRA6wmjuGPrQytqB4iYVqFvV684vB0hV9dDxGNrgegXurOH97/W9YxDmveK0v8lF6WiRnavHnzN4p3W1Mtznrr9Q1Z8PDIERjbJnONOpOz1Lc7rV8bm8J7bRfxmlvjjZJjWd5WwooWO/MbJ6YuaAMDa5vpW98KS6Hjn+Jrh+7NPfufSdzh5NFPZ3HHRb9Oz6llZbjHjAZA9geQPR6aH3wwPe+eNJHut96KEgjs8Fp2hm4KfrNsU9aYXRP0rUly9Ndxjv/daEp6+tJ9mYQQrIsmeOXpmcizMzFSmqRy76TfwSdBto+uqHTZuTCmMBE1HWDuv7CcmsjTbNn6qLWoe/Y+JSWHABIed196975o12N8TAO+eoS2pjUcUf0GbbKM8W2tEV3qg+xjeU0ThykoNAwKhYRDcWCTJJzI+LH+9SGjSjKK6sIt23HLKqqk4rF56GnLwy3byJPtSB0LykmpF5fVVNqz00qBtnuy41nsHsjvbQXmOnydTzdHjhzAtxBAdrudaNSKXnzvvfc4/fTTASgoKCAYDH7Trjvkrrvu4uabb6a2tpaRI0dyxx13MH78+B2uf/7557nmmmvYtGkT/fv351//+ldafGmaxtVXX81bb73Fhg0b8Pv97Lfffvzzn/+kW7duOzxmjp8uwhRsu2Zeent+vdXeYegJ59C/1IemBWloeJeVqzLxLf/e0kT7jcmtujkv/wwOWDk8Pd/tb5Os+i/Ayy+/zJIlHbKmOqJp+NZlzz3efx8mtyZ41Hlq1rghFD4LncbX0YN53ynxRUDnn/J93LY6u9S7YpgcuKxzQVHhkflq+ABuPcxqCDp0/Wp6PvFYer73Sy/iTP34AFg7bZ+szu0ll/+RwrPO6vo6dpEWTWfw3Exm1l7LYozYlGBs/0KmnzEc+xmZrwwtEadq/VpOWlvHYS8/gCdmWWh0SeGF/sfQoBVCTbYr8ZTSAEfU6VTEMkqirXwuDQOfxVidncxfkD+ZsrIjKS8/5ltdi2Ea/O6Vowk3rGSbqtKoKqB0DlqRhcCJhAMZv2zDIakUqW7csh1ZVpAVO7KkIMsKkqTitnvwKC5cqoMSRz69Av2oCPTG6y3DprqwKY6MIFFsOddPjhw/UXZbAE2ZMoVLL72UyZMn8/nnn/Pss88CsGbNGrp3776TvTvz7LPPcumll3LvvfcyYcIEbrvtNg488EBWr15NSUlJp/Xz5s3jpJNOYsaMGRx22GE89dRTHHXUUSxcuJBhw4YRjUZZuHAh11xzDSNHjqSlpYWLL76YI444gi+//PbZLzl+PFreysS6NCdqaExsJam6OOhoq0fU/M+mo2mZmJvlMZm4sG46n5zwCa4aiYb7lqbnSy8bmxY/S5cu3aH4kZIJvOuza9S8MjHIgFoXj7oybTY008ErzddTr/enpFcedzfXE5QFB0sLiG6JAO7USgXF1psDl2SCk02boO0EA/saidC6Ii4/I2O1milC2C+7FAD32HFZ4if8ySdZ4qfyscfwTNjxj4ZdZdgny9IGjcFVCfZeHuOU6yYSKLGuIawbfNTcxp1LVrIlGEYyTc584S4EsNw7iCZ7IUv8I7JKCpSqCueoLg6MS0h1Jh3NKBsm/xnNk7kOAJ9vOH16X0RR0b67fwGmyaYlM3npk7/xiD9l/XBm9+sa6evFfw58GFW1p+JV3LmMsRw5/gfZ7V5gVVVVXHDBBWzZsoWLLrqIs1K/OC+55BIMw+D222/fyRGymTBhAnvssQd33nknYAWh9ujRgwsvvJA///nPndafcMIJRCIR3ngjkz48ceJERo0axb33do7BAPjiiy8YP348mzdvpjJVFfebyPUC++lg6Do1V89Pbz+78V9sdXbjuttvRlabWL36GlparXaaApnPwxLPtNiZXrk/M6bOwK6pVF+b2T//hIG4RhaxfPlyXnrpJXb48RcC36qv0ptruof4qLIHV9abnGF7Mz3+QdsFbLYfwoA9yhhzUE9aDYP9ZrzJMcYc/FWbcSc0ylvD+HSN0mAEJZlJSY+NMWg52yAZcnKVci81noy74u2xAxid505vC8Mg+sWXmNEobS+/TGj27PTcoJUrvvMNfHEwypGfryGRMpD0r07y7Pj+lPcNIMkSQggO/XwlC6OWRUcyDY6Y/SwDNq7AROKdkv1Z5+mbdcwCJK7DxajtfmfFfZupG/Io8byNIFltSRTZCYCq+ru+FiEgWN25+WLzBqhbBitf53GC3CO1Ed4ujqVIN7h6yK9xVE5ifNl47Mo3N3DNkSPHz5cftBdYZWVllvho59Zbb93dQ5FMJvnqq6+48sor02OyLLPffvsxf/78LveZP38+l156adbYgQceyCuvvLLD12lra0OSJAI7iItIJBIkEpmslG/rysvx/bPpzk9wpD6mrzbO4t6eZ7P4+sNYu+o8mpo+zFp76RYHAgmvzcst025B2xik+v6MBcd/SG9aSzRuvq5zl3NJkujXr18628vdVJWe+3xwM0sCffmy6UO8tsxnY7HvL0y75o/IinXDra1ay7J7/8ir2lJmrx/A5DVbsZnb3bBTmC5By9kGZb2uYPrmCVlzV/YuzxI/zY8/Tt2NM7o8Tq9nnv7W4kcIwZ1V9fxncx1hw8xKaX5l3yF4/RKNWzbx8VOPckv5EDb0HIgUTOJoirDPvLeothfxTq/zO7l4foWNCahMSUX+JLxbMJUkjX1fIe5fj2mzXOhORzf6D7gap6Os6xOsWQrLXoS1s6G+62rW7XzicnJzWQkdrUv9HIVcOvICpg48NhfcmyNHjk7skgAKBoNpJbUzcbA7FpPGxkYMw6C0tDRrvLS0lFWrVnW5T21tbZfra2tru1wfj8f505/+xEknnbTDc5sxYwbXXnvtLp93jv8O8S1tOGozH9F/F07iyDHdkYwtWeJnUVTl5RYbIuW7+cf4G6i/bRF6XYdKe91dfJZYyacPfNrpdfbZZx+6d+/OzJkzwdBxb16NkrCCrINujSXykbxe9w5eh/XZ14WNhQNfZvzJqRYb9SsRL/yGsvoV2ISLR7eM5ZBVG7JeQys3iY8QaBUCvcJEL4WJE2Zz4QYJK+cbejrtvDl2AEX2zDWb0WiW+JG9Xux9+mBGI1Q+9DC20s5u4p1hCMEfV2/h6ZrOnalHr4/z7LGDePKK8wmGwzQUlLJo2AQ29ByIZ2ENRoMl6OYUTeu0rwt4CA+VKLT2/4BtrpWESxaCbJDnG4HbUUr3gqPJD0zA7e6DLHdReE6Lwbw7YM6NsKNUcNWZtTlfFVxQlnkfrh3xO3418lyknOjJkSPHN7BLAig/P5+amhpKSkoIBAJd/uIUQiBJEobxPRfb+g5omsbxxx+PEIJ77rlnh+uuvPLKLKtSMBikR4/OPZ5y/PcwkwaNd2Xids4PL8bw9mF0ZYD5n01Pj1++1YUmMp/HkwedzPjmIbTWWXFDtVIrC7tto7qxFrrObqdq/TrmvvQcrlALaiRb4NuL+rDKvDFdfw9Au7ya8V7LjbL+ifvou+4KJOCrpm5sXlbAITUZ8RM6wCB0pLF9ohBTJs/j9mqTtxqtQogFNoUFk4awPesPPSz9vM9bb+Lo06fTmt3h5CXr+aA5O9hYMQRTV8SYuiYK4gVOiI5kzRHnEvHkIddEUTeGcXxQg9GhB9eeqChADMGR2Jmg2Ol+wkDq2t5gdfIfIFniRZIU9pm2BknaQVuATXPho39ZombtDipZ95wClRNg1ClQaLnZ2hJt3LvkXp5c+WRWF+6b97qZg3of9O3foBw5cvzPsEsC6IMPPqCgwOpkPWfOnO/txYuKilAUhbq67EaKdXV1lJV1bRYvKyvbpfXt4mfz5s188MEH32iZcjgcOByOHc7n+O9ihJLU/CNT/Xh+/WssK5kGwLTey2lvg/VhSE2Ln2cPe5b+gf6EX91E6+eW+EkE4I34V9CUOXZ+fj4tLak2DqaBvaWe+pVfkm1TAEkpwZd3CJd5MllVUVGA48qvcTpsbJi/Fn3W3xggWfFAy1tLkOcoDNYzVhXDLwgdZWC3l5BM1gMwcNBNfMg0fr82xOsNrem1s8cNTD8XQhD97DMa77obvcYq/OjZa+q3Ej9Rw+Tgr9bgkCRWRGLoHYwqsin4zXtBylsMEtFZzB3gZ85kKwMNzURd2Ypa1bkO0Cx8eDsoOu9e3dlYfi3zG1O1iFJTDkc5E8a/2Vn8CAGNa+CVC2DbDhITnAHY5yoYf24nF5sQginPTOm0y23TbmN6z+mdxnPkyJGjK3ZJAO29995dPv+u2O12xo4dy/vvv89RRx0FWEHQ77//Pr///e+73GfSpEm8//77/OEPf0iPzZ49m0mTJqW328XP2rVrmTNnDoWFhd/bOef44Wl7Z1P6+abwcu7wWjf+J84oZc2KE9Jzr7TaOWnQSVyxxxWoskrzC2uIfmmJ41Ypwgvxz9Jrx44dy6RJk1i+fDlz5sxBjoXxbMp2s0pKNyTFj+oYh1ALOacsk369dvjD9D/6aESwhtqH/0Sf+idAAlPAwqpu2D6XcXawfjb8WaNoj6Oh7sW0+AkEJnD05sFUxbdkve6cPQZS4bRbwmf+fKp+0zmVvcddd+3We7gwGOG52hYe3da12euPL7Vgj6xFi75PTER57NDziPhK6F8VZcvKlk7rf42dydjog4w9pXDyDuhJbOhKlq07lURLxgXtjAmGlpxDoDUO7/wdWjZB9WKrszVAqKbT8Rl9GlROhII+UD7K6nq9A+5YdEf6ec+8nlw69lImV0zGoeR+xOTIkWPX+da9wKLRKFVVVZ1aBowYMWK3jnPppZdyxhlnMG7cOMaPH89tt91GJBLh17+2ir+dfvrpVFRUMGOGFQdx8cUXs/fee3PLLbdw6KGH8swzz/Dll19y//33A5b4OfbYY1m4cCFvvPEGhmGk44MKCgqw23MZID9lEhvb0iKmLraZpyPLqCo9mL8f1o9ETabQ5qPNPm7b5xamV1q/+OPrW9P7mZi84MiIn6lTpzJp3Fjmz3qT+fPn44yGsLV1MAtJDmyeQ4h4fbzR7xmq68awLvB7CKfmJ/2e/gcew9yHP2JK1RGUYwmfu9ZOYPyKOvLiScByDxlOCLxyNc3b7qWm7sX0S+QHJrKp9Hqq1mRcbIcW+7midzkDPU7q/30rTanPcEc8kydTccv/Idl2rVHj16EoN26oYc52bi5/KMwhCwU2Q1BR10Br+AU2OgtYO+BQ1iQLYQVAA1u6OObLeClGJqaHcA8tQ9iiBPvPpdH5GE3LLYtwXlAjL6QzoNqOFGsB/rlL54uvG/zuM6s55U4QQvDb937Lp9WZOK43ftU5ISNHjhw5doXdFkANDQ38+te/5u23O1e/BXY7BuiEE06goaGBv/71r9TW1jJq1ChmzZqVDnSuqqpC7hDMuOeee/LUU09x9dVXc9VVV9G/f39eeeUVhg0bBsC2bdt47TWrUN6oUaOyXmvOnDlMmzZtt84vx3+XppmZVg9fNr7DgpL9ABignE8sNf5Si43Hj1mEJEnE17TQ8so6jOZMn6pF45ohVcuvwEiw+IHbWHy/5ftxbfd6NvdBKI4hGJLBA55mzG1n8en0jSifpqwUnhLE1MtYccv1TAn9HwDrGvP5Yk1PJtXW4Enq6WPFx5cQPTVB3Ya/Zr1G794XI5edxyGfrUyP1UwbiSRJxJYuZeXxJ7A9pX/5CwWnndppvCsMIXhsWyOPVTexOhLPmhu7dB5lbU561layxmYw16WjFjnRC1LHzv79QgAJDcF0Q3ByopHm+DaWxrfQZlbT54gtuIpSAi4CJZsSjKmOkd+mdzhCB5dZt9FgaDD4CBAG9JxsVTAGS/Dk99ql6wNoijUx7blpWWOvHvlq14tz5MiRYxfYbQH0hz/8gdbWVhYsWMC0adN4+eWXqaur44YbbuCWW275Vifx+9//focurw8//LDT2HHHHcdxxx3X5fpevXrtuLZLjp80yS0hzKh1M13e8ilhvYVGRxEPHVdNrM1KS18ek1kneqYD8RsfXpZ1DPexvVj0xvsASHoSbW12IUNJDiApBSB0VPc+RFwytXlf8po+ANP08nH+DVR8mhFhW0vOpftNvRkKRJIq694txR4WjKI+67gV85/ji0VHZY15vYPZY9wr/H19Hfd3ED/Pj+yLJEm0vvgiNX+5OmufHg89iGfPPXcrtX30vOXUdxBi6CbdNm9i2vy3iVPGW8UTIS/RcTpN31Ta+L4FXo4fUc6m9W+w9GOriWm7naXPwVV0r7SEjSeiM2htmECwo+jpQP8DrDYMB/7DqoL8PbAltIVDXspY//r4+/DKka/kihfmyJHjO7HbAuiDDz7g1VdfZdy4cciyTM+ePdl///3Jy8tjxowZHHrooT/Eeeb4H6D1rUz21Iq2+czPH4/XYUBbxp3yUKODS8edDED9vZkKznn7VaINdHP7Q5lYGVfVGgBU94HISgBJ6QaSoDZvPZ/0epFmjxW0G9n0W0zdxn+kO6iMZTcb7b7xBuJBhapPijBCCvYOGUfxXl4KK0bS7Z8z+GL1Kenx4uKD6DvgRu7YFuW6RRv4KphJx7+uXzf2tMusHDIUOtQIKr3qSvJPO223buq1CY0b1ldTn9SR62Kom0PYgzF0Q6UZBy8VH9Vpn1EoHIedgSgUI6EgkX9sf7TeIR664A+pVQKHbFAxpYaC/kEK6Un/5TqOpm1dn8jYM60MrR7fvRJ1Y6yRW7+6FZtsY3Xzata2riVhZMTb6UNO54/j/pgTPzly5PjO7LYAikQi6RYV+fn5NDQ0MGDAAIYPH87ChQu/9xPM8b+BEILkRsu9sjm8AlMYLAyM5L69r0qvubnWiYnEEfHpbP1zdvdzx9Qy/j0jUy/H1tKAkohj8xyCYh9kvQYGAnh16J3pdaGVMxirr+Hs+Tdz8P6L0uOGgIa4lzVNhRTPze5gHnGqfHjuwfzxgpsAqKt/K92Etbz8WAYO+icVH3ZurzF3wiBKPprDmkuyC3mW33A9gWOP3eX3CqAuoTH1o2WMa9DovTlITdASCXqHP2lv6t8Y8BscnI4d02uHwfk4ClwEuvuwdfOyePXZLLiwhlJngsnFm+ntTQVBN6QedK4XROkw+NV9UDLkWxcZFEIwa9MsPqj6gJgeY+62uRhixy70UwefyuV7XL7D+Rw5cuTYHXZbAA0cOJDVq1fTq1cvRo4cyX333UevXr249957KS8v/yHOMcf/AOFPq9PPV7bO54OyqTxwQEYobE7IbNNk3jnyHSL/XJ8el2wy5ddM5J83Z8SPvWEbjsY6HIELkSQbpmQFuvQZ3o0/ezKWmkHbJnDzJxcTa7Yx6PhMZpJuyvxn9WQQgkOWZqxSVYV5tB5icmPiEhadfxJCCL5edgENDZn6NYMG3sBLddlZVH/pU84JZfmYN9/MtieeyJxnnz70ef01pC4adHbE1AxWbG4hppsg4J1PNjF/UzOaabB9vfRjsTMVlUEoeFLZWqu9Mg/3tfPC6HIuGdQdYi1QZ1VWbnn2akZsWsLYAV1XrM5izOkw5VIrduc7WGCCySB/+eQvfLj1wx2umVQ+iXFl4zCFyV7d92JA/gBU+VvnbOTIkeNHZkehKT+mNXe3v1EuvvhialK1Sf72t79x0EEH8eSTT2K323n00Ue/7/PL8T+AEILqtzbgSW23aY1MGLU4PZ8w4T/1Dl4+4mUCm9S0PaLorGE4+gX46KOPSGpWTIoSbsMbG40cGIAkycRc1Thj5Rxx4SheafkSUtpJxIv5+8xPiQk7vQ+pT9/PTWTuWH8CsJUJ6zOiLFEC754+klmb9+OawyciyxKrVv8tS/z0Hv4sJy+t4sOWTAbW4oXvIy+SO2V4lV75ZwrOOGOH70l0aQN1a5p5vb6Fo6s0AoALwd3EeRGt03pFCOb0qaBtWwwtorEsESdsJqkfuoBDom/y6Not2Dam0sSTmfPLh47dIxA2D1LxQDjqbijo0NtLVqzH98Czq57NEj+yJDO1Yir79NiHYncxE8sn5vp15cjxIyAMEzOmY0Y0jLCGSBhgCoRujYukiRnVMJOGFa9pCoQhEEnDepjCKuBuCsyEgdAMMKz9RbLzjyzftB74D+r1X7/OdnZbAJ16aiYzZezYsWzevJlVq1ZRWVlJUVHR93pyOf43WLGuGX/qb+PLxlmYSEzu+TkAEQP+Uu1i/54H0C+/H9V3Wentit+Bs38+AHPnzk0fK69lOIq9FwAmGs5YOSf9fTy/n/Mwy5IPptfddW8Mm9NE2bMMZ15G6NxXdTmmPo/+tc0UpjKqTI/gH4efwhfrxnDe3n04cXwlpqmzbVvGmrOm7yecsqweyIiLPz12Dy2ffdzpenu9+AKuoUMBEJqJVhtB69C2I7K6ieTXTdiAo1NjCQTTyU5tP9hoZd/J5UwYPoDQ6mo2zn6Kcvsqhvs+Zkx7X9WGDjtsV7KiOeFCAA7ZYKn/YPa46B5sTg8/FM+tfo4ZC2agi0wA9bOHPcuQws4VsHPk+CUihEDE9IxQEIAQiNS/7cIBQ1gWE1OAiSVA4jpmXEfELGFhRnVLsMQNRHuV9nYriyBrO8v40nFNB6FiRnTMqLbDDjS/RL6TTVkIgcvlYsyYMd/X+eT4H6M5kmTlQ0uZmPoobggtZepVJxBp+hsAjzY5AImJ5RMRQmCGLeuHc4hVmfz1119H160bqqtqDap9LwBMSSehJHhijz9x3zvZcSWHfVjM6MmryCuKAJkCfkvaBhGNzMMfjdO/gxvrupNO5IvGMZTlObny4MHU1r7G8hWXANZ3xT+9r7FsQyYrbIhd4bJrLqNPtVVVx3fggailJTj69iP/hOMx4zoN9y9Fb4ljtGQCfLtiZqWKWruZu5KZTvEFIsLNo+rZp7Ce+NbXcM+cZU3soJROHBfblAHMXaugmZa5J6Lb0YVCwaBWxh98DntO3LE16rsghOCtjW/xxIonWNaUnbF3z3735MRPjh8VM2mkREYHEWIIS2gYHa0ZOkZzAmGYHdam1ouUQEkYYJgIQ2DGUtYRU6SPb8Z09MZYOtP1p4zkUJA9NmS3iqTIIEvITgXZoSC5VGSniuxUkOwKyBKSIiM7FVAka1u2/pVdKpIigSIjO6y1Wa9j+3H79X0rAfTQQw9x6623pjtn9+/fnz/84Q+cffbZ3+vJ5fhlc/0bK3hy7kbew2pTslVfSt8D9LT4AVibULhy/JUcN+A4oosyIsO/f0/mzJnDV199ZQ0IgRLVwA6hvDUcfvjhPBe8BaMxW/zc92WYPXtWsT1Bw0HbXI2pWhW+eMbFdPoBV9HQWMCZ41o5cVSUefNvJBbbBEAdpVwq3Q2RzPrnexdRdND+6e2eTz+Fe/RoAMyEQd3tC9GqO7eXAJhfqKAjqDNM5kRjrFRNklUGkBE/w3xR3tDOgdXW9vb1kuuUEpYUDCJafDCbX3odU0iYZH/JSIpJ96l1BPq1MXzEvygvP4bvSlSLsrxpOaawfokmjAQfb/2YZ1c/22ntIwc+woCCAeTZd71xco6fH8K0frAY4WTGotFBNLRbPkTCSImN7HFMayxtETEtcSI0A5E0MxYSQXrOjGeEhxlPuWXiRkbopI+fsa78aLRrAUmynkuS5YpXM2JBSo0jS5YYsSsobhXJpiC5VWSbbK13qqljgITU4di0D2a/riRlpmwKklNBtisoeXZkr90SLf8D7LYA+utf/8q///1vLrzwwnT7ifnz53PJJZdQVVXFdddd972fZI5fHgurWnho7kb+0aE0YfOke/Dmx9Lbd9ZbMSsnDToJSZJoeWFNem5z3VY++uij9LZ39SIc3hNpKVzI7087hs2v3cNLpbOtyUQBf9+mcIT0FbYuuqJsieTx1Rc9GBjKDl5+eNxBNLgLmHmqIFn/V7Z10E3r6cdfpX+ltwtsCnO2rqT5tyelx0r+eFla/AhT0PjwsizxsyJP5r5+DhbmKwibxCll+Tz16FJEu2DZrkjhVNcmHk3+JevLbHHkcGQMnqjcj9PPPIm+koHj1Wf4+sVXgUzMTumYRux5SZz+JJ6yGKNHP0F+YOK3DkDUTZ0bPruBV9a9gl2xE9NjO93nuAHHcfGYi/E7dl71Ocd/D5ESFWZEwwglMVoTGKGk5VZpFxftlg5DIBIp60i7+GiPG4nqGKGk5UZpt578HGkXBQ7ZsmRIEpIqowQcyC41W6x0EC+yU7EsGrKEZLcEBTIpISOlrSr2Ci+SQ/nfKeWgxSHaCKZhFUQ1zdS/BrgLwVf6o52aJHazamBxcTG33347J510Utb4008/zYUXXkhj4w5abv+MCAaD+P1+2travrGJao5vh2EK+l71Ft2QeC5l3aju9gqhYa8AEDfh/kYHGxIKHx7/IYWuQsILamh92Wpy6j+0Dx+1LeLLL61Gmp51S7EpI4mVlXDMoeNZf/WpXHFWRtu/tLWG/lrnwOG6mJdn1w9nr1VbcHSoDvjWMSN4PH4U0wd/xKF9ZmftU1p6BA+Gx/FMdGh67NTyQm7MU1i/b6YRp2evqVSmAp+NYIKaGz/PHESVuODAAj7XLYUz1ufiN0vnc9ma4vQSWRgMqcjnj5N89F30L3pUv5V1Hh+1ncuy2EGAxPsjXLz424m8fusM1i6Yl7Wu/1Eb8ZRasUxud2969PgN5WW/QlG2r4m9c8LJMPOq5zFzxUwWNyzuck03TzfcNssuZQqTck85+/Xcj2MH7F6a//8iQgjQUy6UqG6JkoRlwbAsHKlA1JT4EGYq+DRhIkzTWqeZ2ZYWUyBMMGMaZlizRI2ZsYCYccu68kMipdwlOxIOkiwhOZXMnLydRaTdvSJJlmVCliyLh0xaoCCTEiEqkiqDYq2V3TYkW7t7Ru5gUbGyjySbbLlxUucjyf8jouTbIgToCTCSEGmA1s2WwIk1Q7ge6ldC8waI1FtV4I0kRJt2fLypl8H0v+54/luwO/fv3bYAaZrGuHHjOo2PHTs2HYuRI8c38acXlwLwkPBaDUWVeFr8AFxT7UITEtdMvIZCVyHRJfVp8QNgG1vIlzdZ4kdta0IVpciePRg+0sOSN2ZwXQfx85fGZvprGkJkZ27fuWoifba2sX/j5qxzu+moY1nr6sG/p2dXaI7gprXHXZyyNfsP6sb+FZzugLVT90qP9Xr2GRyDh1F/92LMuI5en7GOtLlkjpjkJpISP1JEp/GNz7jMlhE/PfQ6PtprCZFVX+F7M7uS9Wehk1kZ24+oaQWAGzJcN6WZBy46iVB9OL3Onpdk6KFF7DH9eWvbXozDUcy34f3N7/PM6mf4rOazLuefP/x5vDYvBc6CtPj5JSFMgdGaQCSNlIslJVbSQiMjXsyEYblVRMplo6eCVNvjTBIGZsyylBjBpBUzIrDcNzEdkdy9VkLfK6qM4lZR8p0oPhuyy5YWFkipdGVZQrLLlnBIiw8J2aEgu1TkPDuKx5a2hMgu2/+MO+UnSSIMpk7qQ0o6eEmYqW3TeiSCVtPi5o2WsNET1n7JMLRtteYSQUhGLFGzm8RwsVXuQYvkR8dOQrKjo9KrzUb/7/mSd4fdFkCnnXYa99xzD//+97+zxu+//35OOeWUHeyVI0eGF77ayqnY8UkSMSVM1fRMG5RHGu0c0Pswrp98PTbZhhCC5qdXp+fDR/h58KZMZWh7cz2Kc39aCxczvsHD9KGZtf+sb+TQSLST+Ll/9R5MX5wdB1Q9ZBTn9D+ZwYWruXZsxrVVowzhPe9VzAq6YGv2dbw0qh975ntZOWhwesx30HEkqrw0PZ1tiQG4fYCdmb3sCElCakviWx8i2RCnzpbJnvy16yv+Jm6BhR0jf6A6OYh3Wq9IC5+IWyLP08aQEV/yzj8WZ73OiLNWMWbswxQW7sW3RTd1nlz5JHcsuiOrEjOATbaxf8/9uXyPyyly/XQzP4VuktjQhtFmuXQSm4LWzXj7zJv2bUOk039JxaS0x5b815GxAkhV2XK7qJbgkOxW4KnU7lpR2ufbA1HVtAVFarekyBKyPRXU6krNyxKSTOb4imwJm/8Vt8zPGdMELQKtVRBvg2C1ZYkJ1ljWl1ANtG2z1pg/jFFCAFHJS2veYAybF11106oU0qqW0IaPsKZQ3xYhntAxTBPTNLuMt5Ly9vjpC6BLL80UpJMkiQcffJB3332XiRMnArBgwQKqqqo4/fTTf5izzPGLoSGUYBwK5+ME4OuxM9LJS8tjMkeNvJZjBx6fXh98N2OhKThpIA++fHd6W21rQolHaOtbx+CVi/i0ZTmcbn2kH66uZVw8SVy4ccpWinl93MMzG0aw/9LMMTWnm7sPuYhZZhFH9HmbI/tlmvz27/cXbmuYyhfBTNxOhcPGMaX5XNG7HFWW2HzGmQDIeRW4p/4BbP6soo6bPDIzhjjY5JJosklIYR33/DpMIWWF+IzSW7jZfSP9RabdxMb4HmwzB/BI98MJygHGjnJz8tgQwdjzLHq+hvpVURZmwqLoNbGQIfv3o++Ax7Dbuwh22gWEEBz80sFsC3due3Hq4FM5c+iZlHp+PJ/9NyEMgVYTJr6qmejiBvTGnccl7Q6yW0VyprJaOlpFOrhtZIdiuWDarSWS5QJKW0wUCcVrQ3bbUPLsSOlgV2u9EnBkAmBz7pj/HUzDEjNaFBrXQOM6aNuScSO1i5xQLSRCYHZ26e8OOgrN5BPFTVRyEZV9aM5CdHcpIbwkJDtJQyJuSJiSii47iOsSumkSSyRJJlPp8m3bH9kAWrt8TY/HQ3FxMT6fD1VVcTgcVFZWfqfr+K7skgBatGhR1vbYsWMBWL/eqipXVFREUVERy5cv/55PL8cvidjKJjZ8soXbUiUPG/q9gD9g3Wg3J2TOOXApLjUTm6I3xgjN2ZLefm9zxgXj3LYBW7AZ4ehG3GZwfe+DEIdnrD97JJIggVPK1NeZuXE0B3oybqJPy4dx054ncdawJ7g1fz15dmtOAM29n+GcTQ6ihiV+Bnuc3D64kuE+y8UT+mAOWy+4AGxuPPtdj+zNFgUr82T+b5CDJX4FKazj+LguJfnA7BDF3EOT+IP4hGPyMsIuqPTmKfVa/jmpB3G7FRBdImr5Nb9h7eYkdQsLqV9Vkl7vCCQYdeCRTDm664bCu4oQghGPj+g0PvPgmQwrGvaTrMSs1UVofHg5yHxjSQHnoAKEKbBXeFELnRmTYDrTBsBK21Xy7JYLR8pYSmSvPSdIcnwzQljxLpEGiLVagb9N6yxrTLwV4kFLzMTbLFeSFrXWmRro8d16KR2FmOxD+MoxHX6M/L7EbAW0KQXE1ABxxYNp82BKKnHNQNcNNE2nsbGRpuZm4vEOryewdEsk9ci+KEBLPTrj8XhwOBzIsozb7aagoACv10teXh75+fkUFhaiKAp2ux2Xa/fjDn9odukbbc6cOT/0eeT4hSM0g6bHVlAB6LYQmyddg+5sTc/LFRdniZ/Y8iaaZmYak7Yc5WPhrPfT27agVQ96XXkfZiWG4x1yTVpW/K45c9yEofDylqE0JDyMPc6BcrXV2qLOlc8NE87k9IHPMK4007crjpOzpCdhE3S02b4+pj8eWSL03nvU/OVqjGAYpWgg7imXZV3nnBKVK0c60WUJhMDzQS2G3tn22y+Z5HJzKQcGsl3JSw+4kwMSw9PbitB5mFNQsUzZWz4uo2llfnr+xJvPp6LysE7H3xmrm1ezqnkVn9d+jk22ura/uPbF9LxLdTH72Nl4bV6U76kC9PeN3pqg7tYu+g+qEvYKH44+fnxTK5Dd309X+hz/gwgBLRstC0ysNSNkok1WoG+4HsJ1EGm0rDPfYJkRpIQLThI4iOAiRDfa8NFMABMZExnD5iVuC2AobnQUrDh1GVNS0IVMPKlhGCmXUrsFJl0hJJh67BxVVfH5fGkR43K50mLF5/OlRYuiKCiKgsPhwOFwYLPZcLlcOBwO7Pafd8X2n95Puhy/SEIfb0Ng0tjvJZr7vJE1N6PGyVt7n5veFkKkxc9GuZ4VBbXUzMqUNHZvtOYSDi+zpOGUF71EWLa+ePaLRjlFy/yMeXj9OKKGnb0dGp6rV6bHL9vr94ws/pq9u2diddx9/8MpG7pnndslPUu5pGcpkZdeZNU1VraC5CrAd+Q9WevWemXOnuAmokqM9Lk4qbyQRR9v4dWU+FFNjQmRhewdnM/IIdOQmzaxR95zWcf41cj/ML+D+LGJBNfzJ1R0HI4eLHm4jHg4Y8E66z8PECjb9f57yxuXc+KbJ+50ncfmYf5J83+y8SBm0qD5mdXEV2SyS/IO6Imzfz6K346S5/gRzy7HT4L2AF89YVlcTN16HmuxgnnDddYj1gKhOjASoCchXAstm0GLWfsY7U2GFRLYiOHCSAmVJHaS2DCQieEjSDda8aHLLkzFiSnbMG1e4rKbiK7QHDMxdyWcrEuDi0lXQTSyLKcfdrudvLw8PB4PLpcLVVWRZRlVVXE6nciyjMPhoLy8nPz8fLxe70/2b/y/RU4A5fjBCc3dRnD2ZraO/T+ihRmrzvKYzBNNDm7Z956s3k/xFU00SkEWq5vYpDRA5p6Pa/MqlHiUhtIhPO+czO/z/s1jxdbPn+66yR9DUXxRK5NmVVsRMd3GgetrUCIZV9gbvSfx66mPM7hgbXpszNiXGbww8wUzzOti9rgBSJJE60svU9sufhx+vAdmgrABnuth46bBDpAknhzeG3ebzh8eW0RdqkN7T2r5yH2pVbWwGEh8nmnVDhw18nY+C4zMOuZ53M/+9sUUFe9H8zo78+/7jI5vxHn3Po43v2Cn731rvJX6WD2vrnuVx1c83ml+cMFg+gb60iuvFwBO1ckpg0/5yX0xCiEIz60mPL8aoznbXRA4si/eSd1+pDPL8Z0wTctqYmipVOoGCG61speEYYmQRMjKQtJi1qNd0AjTip0xdcsyE6633ErtmU1dvRwSBjIJ7MRxEMVFEB8xnERwE8ZPI9OIY2UpxXCiYSPJblg6OmqVRMfBDE6nE6fTic/nw+v1UlxcjN1uT4sZm82Gw+FIW2Q6zjkcDpxOJy6X6yf3d/pzIyeAcvzgNL+7CUmJZ4mfGTVO6nQZVVKZ2n1qejzyRS2vvvoqaxw1WcdwhyqhcRZKPEpbYU+ece/NEQV38lhpPTZNorLBxTPRtTiVTBrx58pkDl76RdZxnj16EqP3WoTXnjETDx3+IH/emkd78N5hxX7uH9oLSZKoueYaWp9/Ib3We/BN6eevVajcMNSJKaB8a5wRhsJZ72T6krXzjOOG9POEacUQKZLOa0XTmNn9UD4LjKRQNJDEzqG8ylUjjqCkyIoJmv/i08x/7sn0/j2GjuC4a/7xjV98QghmrpjJO5veYWnj0k7zl429jCP7HUm+M7+LvX+ahD/ZRttbG7PGlEInRWcMxVbyy0u9/9mixSzB0rrFsp5oMUuc6KnYl2ijFSMTqoPapRDsHGzfjgkE8RHCSxg3EdyYSAhkTCTiOIjhJIYTkxJMBhHHgY6CQEo/TCR07IRwk+C7WQdtNhs2my3tFnI6naiqis1mw+fzEQgEcLlcyLKVUddumXG73eTn5+PxeNL75/jxyQmgHD8owhQoSZNQSaYP1KVbXOlA4BePzMSdCCFY/vIC1tgz4kc13eQ1DkNKtpGMW1acmb6DuCDvFmaWWm6x4+d0Z7i7EWeFJX6ihsonhYdxxIijqHnDEkB6gaD+7xpT1Uz16DUMZIY8g+QyQcfMhdtattJ091vEli4l8tHHICnYeu2Fc2Sm+OcHJSrXDXNBwsD5YS0tQObIFkfIn/Jv2z3oksyLTTNo0PpgYGd1hY2Ph7qozVf5g7iJs8XNOInjcJQxZvSTuN29ANi46EvmdRA/h158BYP2zE5tF0IQ1izLUGuilZfXvswDXz/Q6f+h0FmIz+7j//b+PwYWDOw0/1NFmILg+1WE3s+ULcg/tj/OAfk5V9cPRaw1lYGUtNxGoVortTraZLmMmtZZYsZIuYjiwZQLKZEO5tVQSGJHQyWOAwMFHZUQHsK4U/Eu5SSpJIktta0QVQKEZD9B4SKk27ISBr5v7HY7DoeDvLw8vF4vbrcbl8tFIBDA7/enLS/t1hqn05kTLr8wcgIoxw/KgscfxZjwFHG/FXzcokvpL7XhRcPp4++TXhv+tJoPbBmhVFg3CVnYMPV6kiFLCJhIvOC8ijMrAARTtnqpUKIcWpHJANt89ImMeKeMmquuSo/V32A51SVJRSB4xX8Xz7cVZ7VJdsky9z9yO1s++9QakG249vwDaknnhp1XDlApX9xCS4cu7m4pyZHyJ5ymzGaIXEWz3c6GogCzFz4AqfYWnw1wMHu0lQV3XdESjqm4AFX1kecbkbbqaIk4r91yI5uWZAJ8z79vJp5AxmLz7qZ3eWb1M3xRm23h2p5zhp/DGUPP+Fm1nxC6iVYbwYhoND2SnVlacuFo7BXeHeyZo0uEgPoV0LDaqh0Ta4Zo6mGkCt5pcSv+JVSblZGkI9NEPo0UoKfETBAvSQpSosWyyCSwE8RLK3kkcKB/21uLkXqkkCQJn8+Hw+HA6/WmY1lkWUZRFDweD263Ox3v0m6Vabe+SJKUfu7xePB6vWkLjKrmbn//6+Q+ATl+MOpWzSZSeUPW2Kdh6yN3aK9DmbHXjPS4pmk8OPtJ4pIlVDzBPkimTLztARCh9LoR/hr+VZHEK9s4KKri/7qA0wZ9mp5fM6w/ymcarY8+lR5ruFwjYdh5bPkJXPHryzl04dqs+hXX9O3GIR/NRn/kIfTqlPXJ7sF3yK2drumqEU7mqga2ufV07By2l7mEx92ZAoqf7pFP3KWwYda1tIufFT3safHz1cRBVLhGARBsbGDVpx+x4OXnsDmd1K7rUNwH+NWf/4YnkI8Qgi/rvuSDqg94YuUTXb3lAPQL9OPUwadydP+jf1YxAsIUxJY30vzkqi7nSy8dm3N3QSrdutkSMm1brQwlI5lpRxBvS6VhN1nWmlgzJpDAgYmUzjaK4qKeIuooIkg+OkUIRliiRrYTxkODmYfBt7d6tMes2O12FEXB5XKRl5eHqqpZ2UWKoqQFjN/vJxAI4PP58Pv9OatLjh+MnADK8b0jDMGXH59EUGSsE3VmPx6o20qjLtO72c8/z8gEEre2tnLbbbelm3xKQsIVrUCLvJElfsYVbKG8YhuOQDFXYbLmje7sXZppkbGmjwfvuiNoe/Tp9Nhblw/k4Y0nE1nr4frTR1viJ4VHkXlqWC8Kjzua+LZMLIJasQeuPc5JbzfaJU6Y5CIY0egWNzAXZrKPeqphnlQvp3sHRTVnciGB4mmsmTONZNAKzl1fqvLinl4koHraSCRJ4vXb/sXazz5F7CBgU7U7OPeeR3F5fYSSIQ57+TCa481Za66ZeA0jikekLWmqrCJLcleH+8mzvauLVC8n757dyNunx493Yj8UpmkF7SYjlmvJSFjCpj21urXKcj1pUStmJtZiBQwno6BFMIGY5TxNZScpxLGEi55yOUUYSj2FbKWceLoS1a6cW+apqqqUlJSkM4t8Ph9utxtFUdLWFUVR0jEwXq837TqS5Z/nZzHH/wY5AZTjeyUer+bTeVOzxp5ttjM/Uk27JeR34y9Kz+m6YYmfFPmmB7V+FMIIYWqWWBHAO70P5TLnnzmgT3euKIiz7fFKzuv/GV7VshhFHDJG7ZQs8XPrfr/inbWTMXp6KRxWyOV16WIZ/L1vN078ah41e56QyTi1efAdmrH6RBE8303lrmIJ+0e1OICObf0uVx7kd+oHWdf61QF7MW3Sazz13Eqiq2vT489N8XG8V2Xgff/g9ocS6Frnfjo2p4uR+x9M98FDcXp8dBs4GF3oTH9+OvXR+qy1+/bYl4P7HMxBvQ7qdJyfE2ZUo/6+pYikkVXI0H94H3yTK37EM/sGhEhlIhmZVOlIKrhXj6d6KEUsoSKMTLaSMCAexGypwmzZhFm/Fs3QiOIiSqrmC44OMTEyMRxo2IhSRoJKmgnQgp84DgTfXly0ZxoVFRVRXl6O3+9PC5Z2UaOqKoWFhZSWluaETI5fJDkBlON7JUv8CIm/VDuJmJZpp7jFzpjV+ex/6jHpJTfccH36+TC9kmRLb5qFRiL4YHq8rWdP7vNdza8qy/lTWZxNb1dwVp/sAni12ih4LNM4dN7FFbwd3hdtnNWrqq5Do97/a61m7AEnkQ61lhQ8+1yEnDcYDcEcdK4j1UahGuyZzhYAlLjquVl/mL2VTIZVa8CFedrz6NUDuPu32YVD157fm1u/nEXVg2+yfb1Xu8vNidfdRFH3SqTtbjKmMBn/5Hj0Dv18JnebzD373fOzcm11JFkdxmiOE1/bQnx1C0Zr5+rNJRePwV7u+e+ckKFbhe6iTRm3UbTREi/t3a7jQcvyEmkkGWkjqCsksRHDiYGSTqtuj5WJ4EoLGA015Xqy4mWS2NHpCfQE9v5eLsFms+F0OtOp0i6XC6/Xm3Y5FRQUUFJSQvfu3dOxMjly5MgJoBzfIzU1mYyuvG1TOC+5Ck21goRHrw5wzrCzGHf2Mcgpn/4dN92fXl9hFNC7ZBTvxRdihuanq26UFWlc5n6CK4aU8Xu/hh6X+LU7U7l5U3cXtQMG4D83Y2358OJBXNv7anBkxw7838Ae7PnwfSSemAmSglIyGFvFHqiVE/kncRYTYhtdVyrLd7QysGAtl/R8hAmLW2kPizAVhaYpJ+OfeBsP370IY20maFeIBML+Cr3+r54qLVPZrM+YPZh+1m+RFRVPIL9LMbOhdQNHvnpketuhOJh30rysekk/ZZLbwoQ+2Up75TehmcRXNu9wvaNfAN/UCuy9/cj2HyDmo3kjfP08ItyIsfJNDEmhJZKkzXQRwkMreeioGMgpS4wz9TyPOMUYKGiotOD/TpaXrmivuNueUt1efbfdCuNyudKp1F6vl6KiIjweD6qqYrfbsdlyla5z5Pg25ARQju+FtraFrFh5RXp79ZaRaBWWlSY/aGNsVTFTbzwzPb9u2RaaohnTytTB+/PCsrcw7I14W+sACKkexh/2Oe/ZCzlQ0iEGB37RkI4VavLbWN/HQ94ztbQrkttPPZWXBx2adW7/HNCdMyuKMONxVj8xE4DgwTdzmR1aMIkQYntkYTKl6VOGxZYx6sxVjFrdhjtq4F3cIUWl914sq7ybT55dC89+nLV/zZQC8l+/utNxf/vAk7jzdpyRpZs6588+nwW1C7LGF5y84CfbkgLACCUxEwZaTYSWF9ci4t/chVotcaMWuXD0ysM9pgTF+wMJu9pliHsns4FKZnIMVjXK477TIW2pyrr2VGuAdqHi9/spLS1Nx8C0Zyu1C5uO2+0Cp90VlSNHjv8+OQGU43vhy68yN5XuX/yJP1Tckd4+Ym45J9yYyZDatLSRJ156KL19hm0/nvz6NUyjAe/mTAbQ2KOXk3TI6Uog079oTM+FDDuLR/gA8H6QEQYv73lI+vnjw3szrcCHXZYRhqDmhldxT/sLTQ4vJ9i7Djye3vYhvVo34TZjeEqjTDxoLaM+7dxbxxx9BvfO/hVifiaoWpgxQGfE7/oRv/FP6fHyfgPZ59fnUtq7X9r61ZHWeCsPfP0A82vms7ZlbdbcsQOO5eoJV/+kxU/zs6uJLqrvcs4zsTwrc8tW4cXRM++HPaHar2l7/Wri276miXye45Iul6mKQmFBAG+en0AgP13Arl2k2Gy29PN2QZOfn4/f7//ZuiBz5MiRISeAcnxnWloyXdrLl57Lx3qmNs5+X5TgKyymrG9/AFYvqOWll16CVN/TvkYZmyMbcVV9knVMT38Nd74Vh1OflAjMoz2Gms2RAJsPHInd0YDz6UxY8gWXXweSxATVwaMT+pFvt2Gags/uep7wlmJqKGZeQOftDo12jCIH+kA/5zx3C0cXLGJYcR1GiQ1JNlHRkZeRxfKKf7FgRQ9ib7sAgTAjGIllRI2F2DXrfL+4MbO+cthIjrvmH1nHMEyDrxu/JqJFmLNlDs+ufrbTe1rkKuL9497/yWZ0CUMQW9pA8/OrszKGJKeCSJp4p1bg36+n1VX9h8bQEHUrmPfV1wSXvslyrYIwo4HRnZYedNBBjBw5Ml0HJhcPkyPH/y45AZTjOxGJrGfholPS20bDMG4f8Of0dvcGF+c+8wgAumYw6/EvSRRnrAXTtCG8vOW27IP2luk3zUpvD1e7aH2rGycN6OASOvrfVJRs4t117zHt/db08Mre/bi5dzdO61UCwGW3vsmLdWC5PTINUtMMyEPr7ePCh2/goPzljMq34ohUkmwfClQ38BJe+mhPzNrMn4wQGom2+wCyOgUpNhuGpjHxmBOZfPyprGtZx+qWTKHGmStmsrwpu8AfQKWvktOHnM6+lftS7C7ufL4/MkYoSdvbGzGCSRLrWjvNV1w/+YcTPELAlgWYsVZaQjEefHsRmiGw/qMEOu1upOwq1x6nnaQhOOiggxg7duwPc245cuT4WZITQDm+FboeYt786WhaxgJTuO4ozumdKW6459ICJh9/atpd8MYDX9BS/GV6/tT4VJa1zEUTVkp4YrKDCcMWp+fDNS7a3i3itx3ET90hT2DvkWTdJ/cy7a+Zj+9RN91H3yVtnLbvaKLBMO9e/BAvlvZLz0uAXxi0qQp6sQu9t5dip8GdrjiH3nsv0s1902uXDPERdVsup56Vt/PYx2XkfZQRUE1emU8Hu9j3szvTf0CF3SvpM3Y8U088PZ3NlTSS3LnoTu5bet8O38d+gX7kO/M5fsDxHNT7p5PSrrcmaHpyJaS62Wt1UbpqZS05VTzjSvEf0htJ/n7cQm1tbaxatQpN01i5cqUVI7P1S0w9ThXdU6t2LLSmFrehDDqYKXvvm6v2myNHjh2S+3bI8a1YtvziLPHjq92DxJZJRPq9C0CPWhcDtvoYd4SV8r786xUsrp+VXj9B68/c6udoSmxDk200TSzkoGGZ9PH6qMT0r5sp6bMlPVZd2Q3f4H48+8VFiBcn0g1LTC3oM4z4wijvXLkf1S0Rpv3zQ5IdxM8LePnTeA/L81VUXaPvlnVcNnYoR3QvJfjxlUg3351eO29cPjG3QmHBfmxcdD4L32ghr4P16MVD8nnqwGFMevw+lgatWtCF3Ss585a7MYXJ/Usf4I0NbyBJEhvbspt3TiyfmH4ecAS4csKVFDh33tH9v0lo7jba3tjwjWsUv4O8/Sqx98z7Xiszf/HFF7z55ps7mC3qNDLY3cIBY3pB5SRwF6L6y/D5fN/b+eTIkeOXTU4A5dhtDCNBU5PV+jOe9DHio1uRhMq5vTNtL/ZZVMyJ196Emspwef7F59Jz47V+rF7/PIbQCfcbwWvqYG4a/vf0/FdfqFwRq6Vj4doNlS4W7/8KD37+Ed0+PYjLllh1guYPHMl1g09j2Z+n47ErHPWnV0g6A+n9fH18HNbfCrrdU8S5KV+m1z6Hs2nVPwk9fTd5kUxW18YeLhzlE/FF/sHH926GDs0u6gtUppzSn3cHFzPrvSd5cf1ztIxIIgFD9x7FCW+cwIqmTLf77Xnh8Bd+8k1Ig+9XEZy9OWvMVuHFf2AvACSHgr3S950DgGtqamhtbU1vz5s3jy1btnRaF6CNHlTjJUoFtaA44Vf3UFZWRn5+fq5FQo4cOb4TOQGUY7fZXJWp31Mw9x9IQiUix9jitNLaB272UtazHxWDrCaiHW92ByRHUmkWsVLohPuPBJvCTVP/DoChSYgFOleYmWwvgC+mDCQw4nYuWhJi9oXZ/bnu6H0k/zpmOF6Hys3XP8I6ZykA+6Mye+88Gpwuyuw2bhvcgwmuEC0t89jy2BH02xLLOk7bvufTa+o/qW4MMefaOWwotWoNtbgaCA5owyYHeenL9dDuwRuc2Xfd+lezjuVUnJw9/GzGlI6hb6DvT87KA9D05EqMYKYatd4QxYxmUteLzh6Oo4//O7u1YrEYWqoGUmNjIzNnzkSIrmsttXM0bzOcVZk+4I48OOB6GHvmdzqXHDly5OhITgDl2C0SyUY2brwNgLpIMXvplnXluuLb02v+tNfV7DEtU4tn7nuZuJ9Ks4g3W18nNGA0qkNn0p7PpOeWPtqfPw6cl95e5Cki6TUoe2k4qx64nNlLsoXRH6f+DldpCV9tbuVPL34NlKbnSnt6mVZWyLnF1XQXG0lsvJf1a16iclucbuHMjb7ZP4g38++m5qME0msfY4tGeWzCdvV7OpcJAqCfuzd79ppKoasQsCo3799zf3rm9fyGd/DHQQhB89OrSG4LYzRtX486m2/TdNQwDBoaGjBNkzVrrGauq1atora2dof79GBbhy2JI3mHQlot4XPWbECCksHgyHV/z5Ejx/dPTgDl2GVMU2Pu3Anpbc/qEwF4oWA2Swss10l/Z+8s8bN161a+XDYXAK+wfFo1ZW4UJcmkPTNusU2fByiyZW7M72vdKZqvkbfCTpR5VHY4j+rKgZw1xmpWOtrv5Lkvs90nj+FhzcBXOKLmDVyrQyTjBv03Rdme53x307C6HGjDA6wt/Ir3hz+enh9SOJJunmK2bliFd20YV0KhrNmJU3Zyzo13kV/+0+xVJYQgsa4VM6LR/MxqJLuCSBpdri08rYMpS5Zw9PEjO3b+tRAOh/noo48QQiCE4KuvvvrG9e2GJFPARL7iQD6mS9vSlEthn6tAyRUHzJEjxw9LTgDl2GXWrLk2/fyruhGc3DiWRrWVh0pfTo/ff8TD6edCCB58MNPTa4zemwZakGWdXr0XpcfXzS8kvLSE4QGrO5eRlOj2kkm63wTw7vgpLOs7AEP280HEEh77hr/kg6px6TUzcDEFFUfgavb+ONMuoyObneV87RxK89rjCNWWoMkJVpV8xqe9X8pad9rg07hi/BWs/GQOb727FrCqNx9+yZ8ZMHHKrr5l/xXMqIYZNzBCSeIrmwh9uDVrfnvxU3z+CCS7gq3Ms0suLsMwqKmpYdmyZbS1tbFt2zaCwc7FIcFq6+BwOHDLGj3UFpxNXzOZL3GJzj2/8JbBiU9BySBrW7HnhE+OHDn+a+QEUI5dIhrdxLZqq9N6KOll7ZLz+cy7lGt73Jte8+f4CRS5rGydtV/U8f4rn9NenmWk3ov+RjlPqx8xZuwbuFyWX6m1wUN4aQkeNcEB5esQAqq+yMTMrDqwjHuGnsvS/palwjF7G5IQHFL/Dp/7MtaoWfjwIlHI73DFswN5Rc892Zo0Ob/kVJqiAQ7/Isyabl+wuNv7mHJny8hd0+9ir+57ce/5pxNpyfSv2lkbix8SYQq02ghCN0msb0MkDYQpiMyrRmhdV7UGcPT1Yyv34p1UjmRXUHy73nJC13Uef/xxqqqqdrime/fu9O1rlRCoqKhgwIABsOB+ePvyzos9xdD/QPCVwdBfQdmwXT6XHDly5Pi+yQmgHLtE1ZZM6wpz/l/5G24O7iB+hq3P4/CLzgNg45IGZt03G70s45oap/fh6dZHcQxWcDgt8ZPQJTa9ZDm3ftP3S6KNNja/lykAmCwv4rdHZYKe7Z83UB6t5YSqlwlqlTSW5gMwAQUvEnbpa1wOS/wsG+SjeMyTXJOs5LWGNgCKtlzE/7d33vFxFOcffnb3uk69S5YtF7n3LmNaMJheE8BAMIQfhIQaei8JiQklgQCBBAIkJPRiiik2xjbFBffem2w1y+rX73bn98dKdzpLcsNN9jyfj3S303bm9u72ezPvvK8ianm7tYNgAF4c9yJj8sagCJjx+j/jxM8Fdz98WMRPpC5IcH0ttR+s32NZxaoiwgb2Hik4+6eTMCp3n3dslZeXs3z5cnw+H0uWLGmV37lzZ3r16oXT6WTgwIExPzueHVC5Ep75uRlBvZlTHoKULqbgOYLDeUgkkkOLoRsYhsBiPXzfC1IASfaIrvsoLX0TAFfZGLoF0/hvxmfR/LFL0xmt9ScpIxNPbYApL8xB8U+h3mJu+x4R7s4PSR8z7LRZce1aP0lExeDm3rPRFMGmGVlx+df8+r7oc9viKk5b9wVb7YU82/M3ceX+hGmwm2QxQ0rMHJOGZdA0xq3yoIVWYA+XklT9Qlwdt5aI3/Dx5IlPclKnk7CoFhRFIRwI8PfrLicSjC3Z3P7OZxxqhBBU/3c1gZXV8RmqgpZiB8DZ25wp01Id5gyP5ad5Yf7oo49YurT10qHdbuemm24iISEhJqj8dTD9YWgsh1WfgBFuVY/bVkNS3k/qk0Qi6ZgEvGFqy71Ul3qoLvNSV+nD1xBCjxiE/BH8njCjzunG8DMLD1sfpQCS7JG1ax+OPreVnMi5fW6Oy+9R6ub85x5Ej0T47/1/JFi/mM7dz2Un5rZ4fcQzZCbVRcv7DUjbEWZBdTa/6/MDYEY6ELp5A595wkn88RfXEGmaXchfv4YTF37DhwXnxZ03C4V7cWJHIdN2F43p65nZO5/Jzl/z6ZLVpO78G5ZI611IL6dMZvR5Mc/PAa+HtfNnsXLm12xfHR/8a+JTL+xa/aAjIgalD/4QF47D2smNa0gWicftv+G1YRg0Npqzb9u3b8fr9aLrOqtXryYUCsXt2Bo8eDAul4u8vDz69u1rxszauR7KFsOW72DRf9o+iTMNeo6H0/4ICen73VeJRHJkE/SFqa304asP4akN4q0P0lgdwFMbwN8Ypq6y9caTXfE1hvZY5mAiBZBkj5RXmAbCQX8yV+U/G5d39vc5XHDPw6yd8x3fvvk62c5Ccnv8nMXWLQDY0UhoIX7+W+Xkno0VbN5SyM295kTT6zc7o8//9POro+KneP2XuL4z4sRPNgp/wUUXNKzKWjJsjyK0BpYOyOB6XiHiqyStIjZ7BJDb0J3EQBqPHfcYPYab2+WFEKz69hu+/Hu8byGATn36c/HDkw5p1O/glnqq/7sawxM/m5L/x+NQtH2f3YlEItGt6Zs2bWL69Ol7Ve/ee+/FbrfHEupK4OtHYMUHrQtn9YNeZ0DeEFP4SCNmiaTDIIQg4A2jhw3CQZ2gP4KhC0K+CN76IJ66IJ7qAJGIQSRkEPSFiYQMGmsCBDxtzPrugjPRijvVQWbnRLILk0hIsWN1aFisKgkpdpzuw/t9IQWQZLf4/TE7nucbAjTvzOq11c3olWlkF/ag25ARfPO/f+PpMxwPAFuidfoPjTkJ9M3qzWvK9yyvy+bkbDPcghFWqN3kYsfimH1N2Goa6o787ksW+wZAi0mP/mi8RAIASZb/kGQxt9JXptnYlPs8oe0e0iseipbvWzGGYdtPJyGcTO/ROfQZYy7JBH0+nr/64rixpuZ1Iq+oF0PPPI+swm779XrtLyKsU/WPZXGzPo4+aWRM7LdX9UOhECUlJaxevTqa1t7WdEVRUFUVRVFMo2XA7XZHDZqj4scw4H8XwcZv4hvodhKEA3D2XyB77/onkUh+OpGwTv0Ov+l+wgDDMN1Q6GGDUEBH6AJdN/A3hvDUBDF0gWEIwoEI9Tv96GHT7iYSMvDWBwkH2naPsbc4E60kpjmwOS0kpjlISLGTnOkkIcVOWm4CCSn2PTdyGJECSLJbSsveiT7fFjLFz3nf5pLqsZGW14krHn+GSCCEJ2iBXfzVjRz5AXaHOQ2avaSRnsYc/r5xNH2TK7Gn6AgD1n6QG1fn1t89iL26kcQfy1imDoimJ4f9PGfNoGtTEMw8+y9QFdObs57aiY0XfcFfFlTRc9tDVJv6iHHrJtKjeigABX3TOOmXvfE3NjD3g7dZ9MUncef9xYN/onP/gT/x1do/qv65jOCm+uixa3g2Sad0xpLqaLP8/PnzWblyJVu2bInOUO3Ou7Ldbsdut6NpGieffDIDB7YxTiGgZC4secWc7XEkg782vkz+cPj5vyC1cF+HKJFI9pJIWGf7mlo8tUFqy73s2NqApy6IERH4Gg7OkpFqUdA0FbvLgmZVUTUVp9uKK9mGM9FGcqYTzaJid1qw2DVsDo30PDeOwzyD81ORAkiyW6qqzOCm20PmjTYhYCXVY87QXPX03/F7Gqn8w4/UpacAkGUkk1zTn0jPyVHx03N1IwtXducrTzo/L1hOF3ed2fbyWODKquRUnr3wStZXpqBsbsCjxtTUjWs+5+e9L8HS5Dov334eiqLju/JTXBk90JLyuObjOYxe/hELCswt2z2qhjHx5ItJzU0gp1syVZvX8Mxl57YaX7dhI7ngrodapR9sjEAEz/elNHwdv8XckuUi9cKiqH8eIQQ1NTV88cUXBINB6uvr43zw7Cp8UlNTSUpKols3cwYrOzub3r17t+6AEObOrWADrJ8KX8UvGcaJn9RCuPITSD3yPFxLJB0JYQj8njB1O3xUbW3EWxck4AsTCep460PRJSfDaP8HjcWqYnNaUFQFRcF8VBVTnFhVFFXBatdIynRitWmomoKqKSSmO3AkWM1jVcHqMGdt7E5T9PzksQmBP+KnMdSIwJyZMjAwhGE+Fwa60GkMNdIQamBO2RxuHXYrdu3wzRJJASRpl7U7FuDzbQRgoc98q5y80DRsvfaFV6mbuZWGr7bi02LTqDn+Tmy2VDO4vxn5vcHvwF3qYaMnHZcWoou7joZtDhpKnDRuM+1+PE4XlzzwLPYfdtByDahzQwVPf/c8uWfFwmykWSehKDqN17xDYsEJ1HrqueA/E7GIRSwoiPX9X9f/lfCOajbMn8X7v4/NYjWT2bmQU6+7idyiQx+g1AhGKHtkTqv0vN+PQbVpbNq0ifXr1xOJRJg/f3677Zx99tnk5+fjdpti0W63Y7Ptwc/PminwzWOwo/3AreQNhYEXQ/efgdUJKZ3bLyuRHOMIIaJ2Mb76IHpEEPJHCAUiBH0Rdm5rZOd2D57aIOHg3i052RMs5HZLxpVkI6MgkdTcBBwJFixWjeQs5wGxTRRCUOWvYmX1VhqCDehCNwWLYWBgEIgE2NqwlUAkQNgI0xBqIGJEosJGF7rpdV4PsrFuI3XBun3uQ6Wvkr+c9JefPJb9RQogSSsaQ42c+eGZXJtSTn7T/XSux8LDSyewtX42v33lTQLTKvH+WEFEMXjPHruZbwtqDDwnFkvr1EWl/GOj6Tn5+h7zqFycRM3a+LWy3154d5P4MRm0cw23L3iPzEgI91lPRtNd2le4tB8IjLqCxILTWVi5kKu+vKpV/z+/8HNq165n8hO/b5V34i+vYcjpZ6NZDu3UbdDjp/Sd5VhKQqjBmMgLWXTmKusocVRjPPWdmRZqe5o7PT2dcePGoWkaXbt2xWrdzRh2rIGGUihfAg3l5kzPig/b3q4OphHzmJuh/4X7O0SJpMMjDIGvMUTQ23SjNwTCMAWNtz5EOBDBMASGLmjYaQqenaUe6nf499x4C+wuC2l5CaTnuXEl27BYNVxJVhJSHbhT7CRlOlH3wku7EAKBiIoRT9hDuaecTfWbKPWUssO3g4ZQA4FIgCp/FdX+aiJGBF3oBCIBAvru4wLuDwoKFtWCqqioioqCYj4q5qNds5NkSyLdkc41A6454OffF6QAkrTiiXmP4TZqyLeZN+qKhjT+tuFu5pS+gTXhfFY/sYKssPlLZoUlZiRtRaH/+aYHYGGA2GrhHytM8VOYUIO3wh4nfj4ZdTKfukdQ5U2Ipl26YQoTV8xATcon4fTY9nuFRtKsz7HztN+TMeYW/rf6fzz+4+PR/OzGQu4f8CgnnziUsnVr4sRPz9Fj6dx/EINOPeNAvkwAeL1eamtrKS0tjUtfvXo1KQEnPSrTUAQkBxzsOjezRNvCAos5w0YbuqS4uBhVVcnLy6Nfv700NhYCnh1o7tzaHWNvgyFXQHr33ZeTSI5AhBAYEUE4pBNq2rmkRwyCvgiGbkQNhCNhnfoqP+GgTjig460PEgkZpqgJRIiEjJihcDCCvyGMHmnfs/rusNhU3KkOrHYNzaLgcNuwWFWSshwkF9gQ7iB+m5ewFsBQdQKROmpCJWwK1uGL+AhGgjRUNxCuCqOv0wnpIRpCDYT1MP6In4ZQA42hRnwRX3RJSdD+UtnekuXMIjshG6tqRVVUNEVDURQ0RaOTO59UazIWRcOp2EnQHFj8ERzbd2KrbkDRBapukBSxkooLTQdLSMfweszJfMMAYb7e0ee6gV5fj+GpJ6V2OVx6+DZSSAEkiWPalq8YEXifk3JiaWMXPMb761/C4jqFzgndo+LHR5DFls0AKIrO6OPfjNZZ9WkB4Qo3Kgan562jd1IVa96JOcX79c2PUlISEz6poVoemfMqPWvNeGAJP2vhe0hZQ6btLnyuNDLG3MJd397FF5u/iOafteo3lEw4jdE9silbt4a3Hrwjmnf2rXfTq/j4A/TqmBiGwQcffMDKlStb5RXqWeQaKRynF+BsJXnAqwbZlF3LDrcXQxXkhfMoKiqioKCA1NTUaLnk5OSYl+X2iISgag1smgm+atj8LZQtii+TMwBCXuh7nhlrK6sv9DoTLHsfEkMiOZAYurljKegLo0fMGRbDMAVN0B/G0M00PSKor/IR8kfQdXMWxt8Qor7KT90Ov3lTPUhYHAqKBkIRoApQQXMbqA4BmgBFEFHD6Kk+6tVqtrvXU2vZgS/iwxP2mLMshk5juJFIXQTqDkInhcCiQ3MXmx/dFhddEjpTZMkjW00hPWjFZigkCjtJQRVb0EBp9KIaAqdqx4oFDB0jEESvqyNSvZNIVRV6bR1Gw6w996OJPXv9aU149Kg9FzqISAEkiXLbzNuor/qCy5r81ykhFymlJ7Ju53LsyVcxzJ1CgS1mLPe28jVg7lQaNNi0+TF0WPBuN2wNdkBEHR2WzkmJ1nt/5Klx4ueknd8yaueSqPixdI7FiEq2/ItEy0esTOhO0e/mMHXL1Djx8/Old7K8WxFPZjj4+zUT4sZz3MVXHFDxo+s6U6dOZd68ebFEARY0uhqZnBhu+5dMKN9CsIeNxE6p9BrQjZ9sdRQJwfRHYc7z7ZdJyIQ71sMh9GMkOTYJB3Xqq3z4PaYxb/MSUdAXoX6Hj4A3TGN1AG99CL8nRMgXYTebFvcZoekI1cBQdHRLBF0LExERdCJEiOCx1eK11qOrEcJaEK+tDkMxMJQIQYsfQ9Gb/gx81gY89loMVccaEVgiMXGh0KSFDLDo4AyCVmYeW3VI8gmyvWCLgDUCCQGBZoBmmPUSwhruiIY7rOEIChTM7w5N0dAUFVUoqChoKNB0Ps0AzR8C3UAFFEOAAYowEKEwRCJtvCKNwMqmvzZer6Y/o6nk/mDJycHWtRDV4USxaChWG2pSIorVhmKxoCa6USxWczOHooKqxj1XXS601BRshYX72YMDgxRAEgBmlMzgu5KpPN7JtD8RuoVeM/8OwPfBZRSnpZDbYqfA1J3vY3QyZywyMreQmGjGzZoztRMJDaZV/6Cm6O7CgIatrmjd13LGRZ+fUP09AxpX0q2iAWvhCWhp+Vg7nxzNT7SYkebrr3yLce+fSm0wtjvpmnlPYDXsqCOT+eSemHfqxIxMugwYzOiLLt2n1yAcDhMOx69FCSF4/vnnCQQCCCFwCTu99DxsWOimZ5MpktpsK/HkAlSnhYTRuai2AxDrZsca+PZJCDbC+q/i8zSbOdOT1g0ye0OfcyDz0Bt3Szo+zYa7/sYQ/sZwU8iCEL6GEOGgjrcxiLcxQMgbIeCNoIcMgp798yVjEEFXgwgMhGIAgogaQCfUdKwTUhsJarUYio4gTFhrRBc1RKhEV7wIIqCEo4JBaRJWKsTSgqAFwR0yxYlFN8WJLaJgNRScIXCEY+n2MDhCkF6/f0th7RNp+vvp7I1+VGw21OQkNFcCamIiitWK6najJbpR3YmoTocpSDQVRdVAU7GkpqKlpWFJT0fLyEBLTkGxWVE0DVQNRVNRNA1lT5stOghSAEkAuHnGzfwhL2bIl7XhIgDe2/pP0lKvjhM/n217icquhdHjnj1nA/DoNgfnlZhb24/P3MzIjO2EvSobPo2tp11yxqMYTUExzyv/lM6B7biCIfqMuhfVGVsCAkizPgXAgwMvYPKXP4/LO3n95VgNO10mZDPq6buiXytFI8dw7u3mlu5IJEJtbS2bNm1qJWxaUlpaSllZGfX19W0XEDA00o2hetd222gm/Yo+OPqmR7ex/2QaK2D2c23P9qR0hrOfgR6nHJhzSY4KhBB4Gv1sqy5lQ9UmGhq9eL0+lAYD1Rsy1yo8KsJvw4hYwFAxwlaMsBOM/buxaZEAtlA91ogPRRgoQkc1Irh8lVjDXuzBWhzBWmyhBiwRP7aQB0VEOLzzk/sxDaUooJqzGJrbjWKzmeJA09CSk7FkZKC63abYSEgwRYamoagais2KlpyM4nCiJbqb0lWzTaVpdkQxHZWiqjQdoDodKA6HWVbVzO+WpudaohvFYon2SVEU0LTYc8lukQJIwicbP+EEd5jEpokKW2MnUreezveVH2JNnECaJfZBem/LU+gIRNMuqty8NRiqzjMVdrK2mrMhI1O2MlCroGJRErXrYkbP61I60WA3l76G1S+ne6iKzLCT47r8GtWZEi0XtH9HvjENh7aI6SMuZ/LO76J53XcO4eQNV7I9pQ67/QPW/j0WedyZmMT439zC9u3b+eCDD6it3cWR337gFDYuD7ZeRlMTrdi7p6C5bSSMysGSYgfLT/zSaayEBa+CpwK2/Qh6GKp3iQLf60woGAk9xpmzPpLDjgiF0L1eiEQQkQh6QwPC70dvaMDwBxCRMCIURm9oQI+E0ENBwn4vocZ6hK4jDB2hGwhDxwgGiHgaEYYBuo6h64QjQQyvBz0UQjcMAmoyhupACBVdcxK0ZhO0pYOwE7EmE3BkErY1e1a3AilNf3uHYuhYIj5s4UasYQ+qEcEerMMa9mINe6N5lrAPix7AEvHjDJhBe4UCQlEQCjGxoCgIh80UC1YFRbGgKKlNnxUlKgCUZiEAqKqGqrQQBzS1p4CiaqgJCebMRYv60XbU+Haj9SxWtKQkFKsFxWY3xUj0eZLZP5sdLSUZxWbDmp+PlpraJDzUWB8lRw2HXQC98MILPPnkk1RUVDBo0CCee+45Ro4c2W759957jwcffJAtW7ZQVFTEn//8Z84888xo/ocffshLL73EwoULqampYfHixQwePPgQjKRjsrLyR/wbb+PC1Nivoa5zHgOgPOTHZncwxGW+TbZ71xJRFbw9h0TLvmhdjb7dxaleHwM32xiZsxblKwubiY/sPjunH4+NmgjAlcLCdcnHQfJxrfrzTeELFNbP4NUEF984u+NpIX4uW/QQPouFneF/k7OplpbzNX1P+BnJQ0bz1F+faTXb0+wfp3v39nc8hcNh+vXrR7eCQoJzdxDa1giqQnBNvIjK+FV/HD1T22nlJ7DyI3jvqvbzO42AU38PXcYc+HN3YIQQ6LW1tGVUYvgD+ObNRUT0pm2JwhQWzbtTaDo2BCISwWhsQPd4MBo9YOgIQyB0nUgkRDDgAY8PYeig66bYafRCMIhSt7+WFLv0V9EwVCsRq4uI5iTgSCfgyMLnyqbR3YmwLZGAIw2h7N2SqqqHUEUES9iLpoewRryoRhjUCFbdg6Z4sQgPiqKjEsYuvFicYYw0O8LtxJaYjNXmxJWRgzutJ/bkNKx2JwmOJDS3G9XpNGc/LBa0xERzRkMKBEkH4rAKoHfeeYfbbruNl156iVGjRvHMM88wfvx41q5dS1ZWVqvys2fPZsKECUyaNImzzz6bN998k/PPP59FixbRv79pOOv1ehk7diwXX3wx11577aEeUodj6oKJDHTGbh5d5jwKwKyqWdgSL2Z8UuwtspkyvD0HR4+3uLegqwY3rrAQ3t6D4twNpG4JUo25DGYkCipFBi/2P4/5OX0BuBMH5ymtp9nXWOoYar+RuqDghpzmax8TMmeuuobNyTvotfaLuHp9jz+Zwaefzdzlq5g3dWpcXnFxMWPGjCExMZG9wbesip1/bDt+VsKIHFIvKtqrdvaJoMfcwdVS/BSMgoyekD/UXObqNBIcbdsaHWuIcJgtl10OTUuMgaXLDltfdr3VGwroKgSt4LObjx4H6JqCroDPrhK0p2FYUtE1N7otFUXLR1VyUJR01F1jybSLwGKPoGoCVRPYXBGcbgN3ihV7op30zASysl0kuROxWGxmIF1VQ0tNQT1KbDckkgOBInYXROggM2rUKEaMGMHzz5v2DYZhUFBQwE033cQ999zTqvwll1yC1+vls88+i6aNHj2awYMH89JLL8WV3bJlC127dt2rGaBgMEgwGIweNzQ0UFBQQH19PUlJR++NZ/POxWxaZtrW6FjpNf1vqBEHZUEPNYaLHg4VZ9ON5jvLatZaymJ13ZtZlLmIS7cKHCsLGZO+mcGWSrZMzTTbSxZcftMk6leYX7iqZjDJ0cBxXtOrsKfsa5T+G1jnrSbT0khPsYo7sjKY74zFv8rSe+CznoU1nMR5X/0nru99T/gZ4/7vt1jtDpYsWcLkyZOjeWeddRbDhg1DVffOvbsR0ql4Yn5cFHYtyYZrhLm0Zc1JwFawdyJqjwTqwbsTZv0ZlrX2UM1v5kB23wNzrg5OaOtWwuXlGB4P1a+/Tri0jEh5+T63szUTKlKVpuWZpj9aP/fZwW8Hr0MhopqCxlDNPIvFSthpI2I1l0OEqhC2a4ScFpwJKVjz8snQ87FVJ2OtScTmd6EF7aiGhhUbhkcl1Lh3RrWKAg63FZvTQkq2i+QMJ+n5bhIzHCSmOkjMcKBpPz10gURyNNLQ0EBycvJe3b8P2wxQKBRi4cKF3HvvvdE0VVUZN24cc+a0DhMAMGfOHG677ba4tPHjx8fd/PaHSZMm8eijj/6kNjoiq5ZcjKPpe1T/9jHWeGyUhyOMS0qMBmAXCKbYFlGh1kXrBfy1LOq6CE0Hx8pCEtUAmT+G2OLJjJb5U6+rouIH4H3FhX3NCiq9M+n70AQ6ffIM+KCXAu+43Fyb0Smuby+f9hrnrzHfnld88GI0PTE9kxHnXcTg084iFArx6quvUlISc/p3ww03kJmZyd4SWFfLzldXxKWlX9UPZ++0vW5jrwg2wqunQ+WK9sucdN8xKX6MYBDfjz8S2bGDxhkzAPB8PX23dcrS4I2fmW/e8jSFsvTdL70k25PRmpaOIkaEPml9KEwuRFNMWxOraiXZnkwnWyLZrmzsFjtWxYpbT8EdSSZYI6jb4SMc1PF7wnjrgtTv8KHXGkRCBr65oVY2tQLQm/7MTceYMZnSHNgTrCQk20jNcZGc5SI9z407zY7DZUW1SFsTieRQcNgE0M6dO9F1nezs7Lj07Oxs1qxZ02adioqKNstXVFT8pL7ce++9ccKqeQboaGbFmodwqOaX8uodnVAq0uhkFYxLioVXaBQ6cyOzqXC0DM2gM6XvN2g6/PIrMzjmyVu3EvbE3kpTOw9nTm7MJ87DOKkPBtlw3S+4Nn8L/PeCaN7XiYU8lhH7ZdzVUsRL5z3Po1tDQB0DVi8gt8r0sjzo1DMY93834Pf7mTdvHl9++WXcmCZMmNCu+BFCEFhVTaSuaaZPQP1nm+LKWPPdZP12MIp2gG4+QsCqj2HVZNPGpyU2txln69I3IWcgqBpoHTuycluISIRwRWWr9Nq33iSwahW+eT822eO0T0mm6WulMkXhs5EKO5MUKtNi16hHSg96ND3PcGYwIGMAERGhOLeYBGsCnRI7keYwBa0QgqqSRhp2BjAMg5Avgt8TJuhtCnFgCAzdoLTcx46tDRh6OzsD20DVFFJzXGR1SSI1JwFnkhWbw4KqKdgcGinZZjwnVc7eSCRHBIfdCPpIwG63Y7cfvoi0hxIhBOtK/ktl2f+iafqse7ABwxJib4eXI7U4698nkN8tmpacXM4Uhxm6od8mc5fJMLWUSE2s3rnnPE5Ys2A4NcIDU5m6KIw9bPALLcDsYdnw1LBo2acLLuZ1y9zYOUf/m9G9hrLa4+fjHWtJbKzj9FmTo/kVloRWMz4AnTt35he/+EW7tj7e+RXUfrC+zbzo2M7uRuLY/N2W2Wv0CGz8Bt78Reu8zN5w3SywOlrnHSL8S5dGZ1raIlxaRmD58gPi6yO4bt1elw1ZYF2+ws4k2JytUJIJK7vEdgEVJBbwp7F/IsOZAYDD4og+3x162KCu0kfJqmq+e2f374O2sDnNqNmpOa7o0pQr0UZKtgu7yxQ4zkQbriQbmkWKG4mko3DYBFBGRgaaplFZGf/rsLKykpycnDbr5OTk7FN5SWvWrnuI0tJYyIo3Fp3MCGHnjOTYW6HspATUb6fEiR+ns44FwkOlq9L0i7M+hUQC5C73YfoohQvPfYywaiFYnIVIsvLe917+E/bzHiEWXJ1GwlOxZa6zuhZTQkz8nLRhAiOvHMIZC9axuNF0ql68aGY031vYhw1btsSNxWazMWHCBLp2bd8/T90Xm/HM2h6X5hwUmyXSUuwkjy88cH571n4Jb13SOv3k+6HXGQdt63rdR5Pxfv89jTNmoLpc7RcUAr26+qD0YXeELDF7m2YcYXjuHJVaN6ztpBBucrfQN70vXRK70Bk4Lb03l/a6FKtqxbqPM2SGIXj/8QVUlbS9Syu/VyoWq4ozyYYzwYpmNb3VqqopevJ7ppKc5cRiPQCOLCUSyRHHYRNANpuNYcOGMX36dM4//3zANIKePn06N954Y5t1iouLmT59Orfeems0bdq0aRQXFx+CHnd8Kio/jRM/X23twYgNl6EClmb/GzkOpn/1d0RyTKzk56/kDVFJrb2Wy+obGVphYbVicJ5/LTURc+fKd10H4lcdRLolIpKsPLXYT1evQdbJBaxLnYPtrcsAqFdVxhd0wksseGivHSP5zVlXc/PqEhY3+tD0CBMmvxxd+jKsdgyn6T/o3HPPBaBbt26kpKS0O1ahC3a8sJhwmTealj6xL84+6T/hFdwNjZXwxV3mcldLLnwZ+v+8ybHZgUVvaKD8wYdo/CreM7Tu27uoPMkXXYjqSmg7U4/gHDIES8aeZ1gCkSCvrXwVwzBYXLUYtUkQG012L6XpCrWJrQXmZb0vowAoAPoJnbO7nc3grMF71ffdoYcN3p00n5oW176ZrMIkBp6UT6/RuT/5PBKJpGNzWJfAbrvtNiZOnMjw4cMZOXIkzzzzDF6vl6uvvhqAK6+8kvz8fCZNmgTALbfcwoknnsjTTz/NWWedxdtvv82CBQv45z//GW2zpqaGkpISysrMHUtr164FzNmjY3mmyDDCrFx5a/T4oVIHFy0ww0ec5I79Ln9/+SsEC5rEjxDkF6zgf3oVtY5aJu3YydleH09tPJ7OqX5qlsS27T7bx1zuifRI5NY1AU7aEWFt6iruXPdy1JmfR1EY2yXe2PnKBX8gMyWLn/krwQ+nfP8ZQ1fMjSsz6sprSc8voKioCFs7yzLCEIS2NhDc0oB/VTXhbfG/+nPuHoEl9QAtO0VCUL8NyhabAUgD9a2Fzy8/gu4/OzDna4Fv0SIaPpuCf8kSAqtWtcrPvOVmbN26Yyvsstt2bAUFu58p2g2ekIcybxmfbvyUueVzWVOzBpxNmQkthV7sef/0/gzKGsQFPS7AbXOT7z5Ay40t0CMGW1dU88VLy+PS7QkWfvmHYuyuo8/GSiKR7D+HVQBdcsklVFVV8dBDD1FRUcHgwYP58ssvo4bOJSUlcVuZx4wZw5tvvskDDzzAfffdR1FREZMnT476AAL45JNPogIK4NJLzXhQDz/8MI888sihGdgRhBCCVatup6Ly42jaM5V2OpUdj113cl5K7Kbg1/3UZSZHjx22elbs6ER1/joKQ2HO9vp4pfZUXu98Ce99+lC03G9Ovo3GtERCQ9MZWqtzxdYwKg2c4r8LmqJrbLJaOK9TLBq8jcFcNn8iSVYb9/3MRWHJOgav+pGiLTEDeDU1k2v+/AxJybE+7YrhCxPc2kD1v1uLAQDFqpL7wChU+z681T1VEPGbzvM2fG3a9ATqzec1m8C3s/26hcfDqY9C/rD2y+wjdZMnU/P6vwm2sznAMWAAeX/6I7YePQ7K7qFSTyllHvMHxYfrP+SzTZ+1WS7NkcaNQ24kNyGX3mm9AaK7qw4mW5bv5It/LMeIxG/DSs1NYPz/9SMtL0HuqpJIJK04rH6AjlT2xY/AkUxd/UIWLrw4Lm1jQOW5KgfXz3mWXKvCyCbDZ0MYTK74FzVdTbufhISdbPe7+abLFACmlZRS6inkf/7juWXpp/gqTaPxxcW9ue2SB8Bu2kl8MdNDdrCGHPt1qIqfDzJG81+Xlw1abDdN15rjGb/25wgRJOeWXnz6zr8ZuCbeAaGnx0Ae/uOfdju+SE2Aiifmt0q3ZLlwj8rBkpOAvVvynm9+wUaY83dY+ibUbtl92V0pGG3u4OpzDnQ5DnIH7ra4MIxoBGfd62XHn58whVYbeOfMJbJzZ5u7pNw/+xkJxcUkjCnGvhsP1/uLEIL5FfO5Zuo17ZZJsiWR5cri3O7nMjBzIEOzhh5SoeFrCDHv002s+q6sVd7JV/Sm79i8NmpJJJKjmQ7hB0hycPH5NrcSP78vc1Cjq5y29le4VaLiRxeC97c8SWOf4dGy4W1j+GaYufQ4uj7Mj1t78kOoD091eZ21leaNRU/RuO2XD4GikBQWfD7Tg8OAx06xsDL4Its0hYQdD8b1oXjLLxhYNpJI8D9E/DvZ+ii0lAzB9BzCKZmcdNr4dsdmhHR8iyqpm7wxmmZJd2DNc5M2ofe+GTSvmQJvX9Z2nsUJCEjIgk7DTaGS3h3yhkDXE8CWGLXtEZGIKVbKyvD88APBdesJbliPosU+Ynp9PYHly9s+116Qft11JJ15BvaePc34RAcBT8jDi0tf5K01bxE24kOKdE3uioKCRbXwxAlP0D3lwAuvveXzF5exeWn8TNzIc7oy6JQCbA75tSaRSPaM/KY4CjGMEHPmjose77CPYNKGFQgUMj0FdKsZxClNS18CwcKGb/HnFkbLbwhno/Z8BoCibW6y1nTnvwk96FrgoWJBSrTcr27+MygKv/3mXX4VPgOAOwfZmWFJxBH4hsQdr0XLFlgMimedRqLfSzDURmRzoLFoMFjMt+TYsWPbHlsgQtkj8Y4yE39WQPJphW2Wb4WvBj6+wYy8XL4M6ltsqVetMO4R6FxshqFoms2oeeO/1L/1EQIBLGn6i40NAcHVq/fu/G3g6N+fpBbx7FqiOh0kHHcc1k6dDpjoEUKwuX4zQT1IXbCOhZUL0RSNjzZ8RLm3tafln/f8OQ+MegBNPfy7oSIhnX/cPCsuLSnDwUV3DceVJMM8SCSSvUcKoKOQ5Stiu+h+DHfmzW0raY5cdOq6qzmnact7o+LnHftscADEdvv0C4R4M9FPYbmLYStzebnLBH6rfMx5n8yiPmwazjY6EyjJzefm797gyvD50bozM4MkVr+Gw/t9NM2uD+GUz2uA9U1ecU28Tjfbb/09E/Aza3LMUeB5552Hppk3W90TIrCmBqGbK7X1U2LOCxW7RtqE3nv22hwJQu1WmHIbbPmu7TKn/h6Kb0RvaKT61dfwL3+e4Lr1KBYLkcrWjvzaxWIBIbBkZuLo3RvX6FFYUlsET1UUnEOHojXZNakOB4r10BjnesNellUt4+ZvbiagB/ZY/skTnuTEghNxWpx7LHuwKVtfx3fvrmPnNk9c+nV/OxGr7fALM4lE0vGQAugoo6z8fXbuNMMI+NVU3qzYic2wclfp1fSu70+6M3bJP7bG2884XHVsKT8Bf6/70HQrvVf144vCE1hkuY7K95Ki/n50VeHa+ydx20evcIVrPM0WKnNSvWSU3hnXZteK/hy3ZCfNO4IUNZ0fRgxjYEYq/Tp1wpj8Ji1/z5922mkMGTIE39Id1H64ARHUaQst2U7uvSPbfyHWfglzX4C6bVC7uXV+7iAYdpU56zPwEoyIgWfq15S2cLGwK51eeH63zgHtPXti3cVT+eGmPljPD6U/8LfFf6PUU9oqP8uVRUgP0S+jH53cnXBanNw05CZs2pExmzJn8kbWz6+ksTpesKXnu7n0wd1cf4lEItkDUgAdRQghWL367ujx49v9WISVB7ZfxwhvP2jxQzlMhIBq2njYGqsYddaXPDz7Li5QtvO608rZ3/TGKEjjm8BtbPwodlPfnpPNY1feyP8evIX8s8fiJQUAvxLkT9mxALb2kMrZP+SQ6G+kWfxY3Rfwy+ev5DanldWrV/POO7FgoDabjdNOO41hg4dS+dxiwqXxv/StOS60NHMmQrEopF7YdmT2wI9f433nGfTNS/BW2FE1ATT5/lEtgDCjrW9U4fuZAIS2vUpkl3Aq9t69cZ98Egmji1HdCdi6dEFz72207kNHXaCOhlBDXJpA8OLSF1lYuZAKb+swMZ0TO1OYXMgzJz+DVT0yt4bP+Wgji77a2ip9yKmd6dI/nbyilEPfKYlEclQhBdBRREVFbBnpjWob9brK01t/R19/zKNzTVhncfV7bC6MeUMectLXTPrxZsaXFfD6qLtJ8Fn4sfBUpkbuYt2UmMO4HampbMztwkt/+SP2/hfg1U6P5l3U6zaEYi5Tnbwwky6VTT5mFCeqloXmGMJlj15Ckk3lmWeeoa6uLlr317/+Nbm5udR9vonSB36IG1P6FX2wFSahuduZkfDuhGXvQiRAeOEXbH6p2evzbqK3Vy5sN0tLTydt4kQyrru2/fqHEV/Yx18W/oXvtn+HJ+xpJX7ao0dKD7okdeFPY/+Ey7p//n8OBQFvmH/d3nqZ8txbBpPdNUkaOEskkgOG/DY5ili1Orb8tMinMdDbM078AHzbWE9tZizuWXJyBZO+e5irfX6+6PN7IjuO56ywyoPKnZQvjflvcQ3zkrUQsmp/xDHi11hb+Lm5qvuDCEWQHHZy/rRMlCZ7o4yut+CpM6edrn5iLM5EK2+88Uac+Pm/PheiP7eB7caGuH5q6Q5yfjcMpb3YSiEvoYd60bBR0OzIYeeK2JZHd1ESauEQbL0GYO+x591Kis1GQnExqvPw27vsSqW3klXVpp+jm2fc3GaZBGu8R2cFhVx3LjcNvonivGIclsMXe2xv8dYHef3ueAF8wR1DyemWjHqgQpVIJBJJE1IAHSWIFr5k3qy2YTcc/Lnk1mjaVs9KFGtv/A2voecNBsBiCfKprw8Ztm08qvaH0gfppOzgQfutBBs06jaYN1WRo+PwCHyqlYTxj6PaY7Mrv+n6GJW2arJq7JwxNyZ+htz8EKvfMJexzrphIDaXymOPPYaumzY9qqpy06gr8M5obZeSfetQrDnthGgACPvx31HIlqlth2lIPvdM8p54es8v2hHOj+U/tuuHR1VUHhr9EN1TutMvo98Ru5S1J8JBncl/WYSvIYSnNhhNH/SzAsZe3PYyp0QikRwIpAA6SggEYrYeC30av99+XfR4gWcVfZx9+Wzn1wQKYrMhyd1WsGlZbLt5P2UzU+z3U7M2gcrFsdmfvJ526oy7SezTM+6clxbdRb3FQ0qjleNWdGdJv/5sz+lMTtciOrUINj5l1rtUfbAjeqwoCr8ZdyXeT7ZF03LuGI5i11Dd1rad6UVC0FhO8PmL2PpeA3ooJn7cJ5+IJcsMc2LNzyf9/9p33tcRmF4ynXfXvsvsstlx6QMyBqAoCpnOTJ468Sksasf++Oq6wT9vmdUqfdjpXRh9/uHzMSSRSI4NOvY3qCTKS99fyUANdAGX7TiHod4+AASFwXB3X96vnE9jZ0CJzd48vez6uDZuzPqc2gWuOPGTMdiLJ+1/cW+UJa413N/5eQzFnHUavXow/7ziZibmpDImLFBe38BOn7l0FbbWU7czJn7ykrM53zmGYAvxk/vAqPZtfIRAvP9rjMXvUrfRxY6lybS05s79wyOk/KKN6OtHMCE9xMrqlUQM0yP0nLI50W3pK3euZNGORXHlHxz9IBcVXXRE+OH5KQghKN9Yz+wPNuD3hGmo8kfznIlWzrphEKk5LmnnI5FIDgnym+YoYEPtBpIiW0GDhrCVy6pjTvXsikpNOEAoMhsUM2ZayFD5KBTzv5zfo5aTHGs5Y8MPbFidFU13n3ABwbQzosc7Ghdz++D32GmrI6PWxqANyawpOpc3LjqBwsYanDMnY1SORWkRBLMhxYxf1cWVyxn24UTKfYSIGe5m/Kp/K/FjBIMYjY3oVdvZceP5eEqdQHz07tSLLyLrgYdQd7Mt/Ujj661f84e5f6AmULNX5c/tfi63DL2FLFfWngsf4bTlwLCZpAwHV/yhWMbrkkgkhxQpgDo4/oifCz65gL90MmdjiraeE837u/DxW8XF5+FvCHTrG01/M2QaMCuah8HZJZTkD+SP824gElQI+8y3hGPIRJS046J1AlXLueyUr9HUk5g4eRGaUPhuxDiW9T+BX879ioRQEFsoNSZ+Enyc/usBFBSOxft9Gd6p24jgi7Zn75FC2iW90BLjBUz9h+9Qdt8jLVJaGyV3//ILbIWF+/NyHVJ0Q6fKX0W5t5wrv7iyVX6aI41Uu+kkUVEUTux0ImDa91zc62JyEnIOaX8PBjVlXr5/fz3bVsWLvl6jc+g6MINOfdKwO+XXkEQiOfTIb54OzknvnARA2FCxawauGlPoPGt4uEFJYLqvBK16LaSZMz4bdNMnzth+T1KRcQJzHBfy3Y+/JOTRqN8c2x5t6WQ6mQuXLqRi6/v8/ME/gzKS215+hGav0kk2B9d8/ymaEDhCWSTWmhHAVU3hN0+fjTAEdZM34P0xZp/kHpNH4imd0RJiRruRkjVU//5mauduQ0Raj9HVI4PcF9/EmpsLmnZEzBREjAgb6zayqX4Tm+tjjhanbZ0WNUheXdN2eIzrB13PFX2uOOhR0g8XhiHYtrqG1T+Us3HRjri87kOzOP26/oepZxKJRBJDCqAOzLfbv0UNwgWh/ti1HwGw+rJ5VQQYFCjl+4CHHb5v8RbFlru+D3flmkEvMCC7juuVC8kMVdO5ooyNX8ScHapp3VA08yYemP8Pnv/LpVwVXEnqG59Gy9R360e3GlPY5OTkoi+J7dg549cDzDKfbYoTPzkD38cS9qF/FCHoCYGA6u+2Ur+outXYuoyrwnXi2TDmZjMu1xFESA8x4n8jMNqJ4r4rFsVCRET4Zd9fcteIuw5y7w4fvoYQX/5zOeUb6lvlpeUlcPaNg0hMO/K340skkmMDKYA6MC8tfYkntv4OS7+3ootLs0I2ginryRv+Hos+cOPtHRMPq8MZDB/wKBuzz+UF5RwyQjUsm30h66bFllrUlC7Y+1wAgHfG7/EcDz2nVeEui4XN8BT2QbWbS1NdunRhYO7JzF1ixui6+P4RZBYkUj91C57ZZdE6ObZrsKyrZMeyRKpXte2kUHNbyLrkZyTf8CiKK+VAvET7zPyK+VT6KgnrYb4u+RqHZt6wg3qQWdtnYVNthIxQXJ1EayInFZwUdTCYZEtiWLa5zNg9pftRsZTVHuGQTuWmerYsq2bpN9vi8hQFCvqkMfbiIlJ359ZAIpFIDgNSAHVQfGEfK6tWkJ46hPKMFQAEtx7Pd9p0+q9ewuIlLjy9BkfLL43kYh/5NSsTH6dWSeeGkjd5cPM/CNRbMCJNoSq6noxj0ATCZYtonHo/75w/ErE9j6SyLdF21g0YQ27EFABdu3ald9rxzJ1sip+EZCvqD6VsX1oFItbXHNs1WNRKdoYvpHrV3Gi6mmA6ZLRlJJF6ycUkTbjmkDgi9IV9fLj+Q74v/T5OzMyvmL+bWiYtyw/MGMh/z/zvEbEkd6gxDMFHTy2kYlNrT9TdhmQy9hdFcrZHIpEc0UgB1EH5YfEMPlvzPOtOuzqapmXPoc+XReho6HYnqKaw2aYnk1f0JR8kPQzA9dve4cHN/wDAUxq7SdkH/ILQphkEl73FqX/7Nxd/9hr59bHlqU433suJIQ01JBCNDjb/6GGjfyvDXRqaAjkK+JdUxfUzy3o9Vdt7UD/fgQjHxE+PWbOwZh+c3U2GMFhfu56gHmRt7VrKPeU0hhr5rvQ7nBYnG+o27LGN4txiBIJMZyb9M2I2K0WpRRQkFuC2unHbjrzYYIeKf9w0E0OPqVxXso203AT6n5BP96Edf9eaRCI5+pECqAMiDEHRZwabx8bsSSoWn0fFj+vMfEXF161fNM9nb6R/gSmGenk388imv0fzdq7JAgJo6T3xTrsf4a/ltL/9h6vee47UhtjOncG/f4W+n5eiVzYvtnnItgCJrd9CaqKFxPpJeNYsY+M6JxAfjb3blM8OmvgBOOODMyjzlu2xXLfkbvRJ78NJnU6KpuW6cxmUOeig9a2jIoRg7bwKlny9jertsUC1VofGxEnHyZ1cEomkwyG/tTogq9/8Dl+PDwm7zNkWPehix2JT/ERcifi79IqW3ay6uHLMa9ysv8yNZf/jgc3/BMAIK2yYVYwIbwEgHKxD9deyPTObs0pWkNpQg1NLpG9KMT1yRsBr69Fb9MHb9OvfkWDBZtPRIqUkJC1Fszaibf0fGz7NBhG/nJX/zF9x/+xnB813T8SIcMlnl8SJn3x3Pv6In3Gdx2HTbHRO6ky35G4UJBaQ5847KP04mvDUBpjxxhpKVrXtu+jav55wTC4BSiSSjo8UQB0Q/+Za6o/7FgA95GT9p7dihD9CKGqc+AmoOpeNeZn/cRX3b/4nV5V9jKfMTtm8FPSgBmyJllU95nbl2rwUiqZ9gFWxcW7n35qZvtje9NqIwQ8enZEXdmfoqZ3hs1th4ev4q61UfJWMogiMcDoI86Zo7dyZ7PvuxX3CCShqO4FNDwCfbvyU+76/Ly5t6ZVLUZWDd86jCSEEesTc1bby2zJW/VBGfZUfPdx6p9uQUzvTZUA6eT1SpPiRSCQdFimAOhgVngqMrh9Ej7d/fyOh+kUIwFfYO5q+yNmZNSO68QHjGFy3nqvKnqBuk5PyH1Pj2qvLKsRVvR2bboqc7ULnhJyLyXV1jZZp1AXrQhF2RASXTfQyYNGTsNUKjy7ECCtsmZ5JsK51MM6kM08n/y9/PaDjF0Iwt3wuTy94GptmziTt9O+k3FseLeO2uvn6F19L8bMXCCGY/eFGlkwr2W25gj6pDBnfhfyeqTIyu0QiOSqQAqgDYRghls4biyXPXH4ydA3/zp6Eten4ioZHywWFxo/DB0OTAHhv2e34a6xx4kcfcC6LHY0MWTQDrWltqyw9jYu7xfupqY4YzPH4+FXWVdjUAHwOQgfvDjs7V6Xjr7LHlU8+7zzc405B0Sy4Ro48oOMv9ZRy56w7Wb5zebtlnjrxKU7rcpqcmdgLKjbV88ETC9vNH3F2V3oMyyIx3YHV1rHjkEkkEsmuSAHUgViy9BosSmznzeavHiFilMUZPAO81fckuisbuFq8TM50NwGPhS1TM+PKaMs/YXiLY2FLoOfYSdHjoCFY6NPx6I2cn/YHbGqAcPJgKqfX07gh2Kpv1oICun3y8UHZxi6E4IEfHuCTjZ/EpV/S6xKOzz8eMENJDMkaQqKtbR9DEhNvfZAdWxuZ+vIKIrssb1183wiSs5yoqoJFCh6JRHKUIwVQB0EIndra2QBY/Rm4Zz6Gz7ODurzYlu55oQJWG9n8IvNdTudzeiz2YplvZ3NJ2zuudEVhc2YymUl9yO83MTprsiVosNSvMyzhPUYnvmme//4dbBgwuFUb7nGnkHXLLdiLilrl7S9ra9ayvm49AJ9t+ox5ZfOItIiRMTRrKE+f9DQZzowDds5jgfULKpn6yspW6aPP78aw0wsPfYckEskRiRACIUx3bkKIpkcQmOnschwxBNWeIFWNQQIRgzpfiIhu1jOEQAiBIcw6LY/75yczrEvqbnpycJECqIOweN0T0eeFsx+jVNeoz1gFmLY3Xm+E1VoOvVPXcTqf41im4Hu5/TdWdYKDVSO7c3bnOzHqY879vqoPExBwffqFeMvtbNs2kuBOg/Dbg6NlHP37k/PIIzj69T2gS007/Tu5//v7mV02u818q2pl+i+mk+o4fB+YjogwBG8+Oo+6ylgw2vT8BNI7ufnZlX3QtENnKxXUg2yu34wQYs+FJZIOiBACT8CgqjFCWG8SEgJ0YeaFdYE/JNANUwQYhkAX4A0aRPRmoWA+hiKCWq+OP2TQ4DeIGAKjuV6T8PAFDQwROzcQFSy0fGz6J4gXMs1lQhFBMBL/udQwsGA01waaI0G2fN52XnN6XHklPv/no/IZ1mX0nl7Sg4YUQB2AzRXTqC19BQAtmIyqO/jOmI2wNIufMJ8yBIDfDH4VS9ig0wdKNDyGmlKAUbeNRqeLlXkppJ3kZEjjrRSG7HHi55uGMMPd/6KnMY11H+Q2pW6P64u9qIiu77+3X+OYXzGfrQ1bWVOzJi5oaDOVvsq44+LcYnPMqsY1/a+hX0Y/nJb4JbYKbwWzy2bHxeV6ZfkrRIw2oqoeg7h9aZw65/q4tG9G/ov6RPO1/vOHh7Y/u15jScdACBWhu5p2dzb9CTX6XAgNjCZ7QNF8W2y+2zWXb35Oi3Ti8oRhA6E15alNbakIoYLhQIh26jc/Guaj0qKM0vTfJhQ0ATahogoNRVhRhIYmFCyGFUWoxEanYI2OQIk+Ng2s6VxWBCoYFrOvKC1en13FQPsotP9jYNffl23dsJN3Uz++roGGgdo0LlURWNHRzBcNRREoVjPdho4FgwQlhKocvB8r3rItgBRAknYwhMGmVbEbWN7SG9kmavCl+KNp72vFCBTOKvySMWsrsC9RKa1KAyCpTwYN68ybztf9unDugBNIqR4Wd44GXfBtY4SRvIr98wVsaYoYD6C4XLiGDyP9//4PNSEBR+/e7A/nTz6fjfUb96psr9Re/Gv8v0i2J1MTqOGbkm/YULehlQfnD9d/2G7E9WOZVF82OY3dOXHTJXHp9fYq3h7yR4QiwNdO5UNEmiMNi3psf/0IAQgVITQM3d50czdv+s2/nYVQ0cMJ6OEE87YlTOEhAGFYMJoEgxAqhm4zhUgbQkPEpTXfyGNlBAoiYkEICxgWhGFDMxS05vPpDtTojV1EhYIVnabeRG/WSpz0EagIrE2zCArNN/XmNmKzBDZ0NMXAhm62qwgs6NgVHQdhLIqBjQha3MyC+fynbUwUQGiPpVqh7vJ4DCJ2EV/RY2X35Zrzc9I5rBzb30AdgI8W3kZK0/PcZdfjqiviA9uMaP7sugw0V4QHezzJxJIV1G5wUbogJZrfsHonAJ+MHMpx55STsjAmfjZEBCW+CI0GdN36Gc7NC81fNE2kXnYZOQ89+JPHMLd8bpz4ObngZAxhcH6P88l158aVzXZls7p6NT9792c4rU7qg60ji7fF4MzBcUtj+e58zu5+9k/u+5GKEIJIIPalEvYa1JeEKZnlxb9Tb1U+udDKSdf25zzeOpTdjGIYBrU7atEjOhmODJSwwrfffks4HI5bDotN3bf+1RkMGxhi1y/clgft/1IVuxzELwG0+HoWu+9DNLXNLNG0FNH02HLpYddnIna0uxmAfUMAkb2eeWiJBT1ugwUQf2M/Su4UQtVQVCtoFlRVQVFUFFVFs9iwWDTzWFFAUVA1DU1rGriiREUfStMMkUVFUxU0RcFmUVGa0lVVQVMVLKqyWxOB9vIOVh1FUbDb7Wiahqqa47RardhsNhRFiaYpioLNZsPhcOByuUhJSYlr42jaYXuUvK2PTqr91TjrPo1+ESVVjGaDWkFQM6cst/pdrHN05Ytev6b3pkbqtjipaCF+mlkx8DjGdxlBxsK+0bQpdaHoV2Vy/Ua6bv4impf36L24xp6CNT//J49hTc0arp16bfR4yS+XoKmtdxhN3TKVMk8Z35d9z7zyeQCEgrFfZT1Te9IlqUurei6LizuG30GKI+Un9/VIRg8bNNYEAAh4w7vdvt5MWl4C3QZnMvKcrggB22v96EJQUR9geWndPvdBCAGGjmf7GiKe1vUFUFrnR1MUEoPxMeE00XGWJGOLGPvOXu+d6yD3EFXVzJueqqA23fxa/lksFqxWa1wa0OrYZrNhsVha1W9ZVtM0nE4nFosl+qhpGi6XK3oztlgsOByOaL2W9XdN2/XRZrOhHkRnrJKOhxRARzCnvncKT3Yyn2evvBqBYLZlTTT/e6U3T/Z/jF5rGlnzQW7clDZAyJlEQt5IirtdDOFY+tqAHhU/qh5i8NLnsKY5KXjjPWwFBSgHIFRFpbeS11e+zn9X/zeaNihzEK+tfC16/Pclf0dTNAJ6oM027h5xN2PyxpDqSD3qDZ8bqv1460JEQjpbV1ajabFruW11LVUljXvVjjvPhZpkZVsXO40OC/9YsRVtfQkbq7x7qCnootbiUNoWKvlqPZ21uj2ef08z2mGh4hHm+0tDUC0SWBXJbqdHrXHZNfrmJgOxX+PND1FLjaaMph/yMYsQJVZHBZw2S/RXuqqYyyiKqqCh4LRraGZllBY2JUrzTIDS4jjaroLLpuG0atgsKi6bBS16s6dJQJjn0VQVt8M8v6YqOCxaU3/3XRnta522yiuKgsPhiM4CqKqKpmlYLPIWcTTi1w0iosUuLUyj6pYG0mEh8OjmrKtBk2F2UzmjaapUBzwRvUVbZv2W5YSAkBD49NZe5Qe6nQxNTjiEI49HvruPULY2bOWClJihRmLFSJZqWwmp5vLGmkAKvxn2CiPWbKNus6uV+NmW340+I+6h0r4EZ9oPWEsU1Eobc5MHUd+0QmKP1HHG9tuwnXcKGX98+SeHqtANnReWvMDLy19uM39p1VKWVi2NSwu3VGbAOd3OQVEUbhl6C1muozequLc+yNyPNqJHDNYv2LHX9WwODRSFUDDCYpfB4iRBnS9kbi8F8PlN+56KtusrCrjtFnwhnRO6p5JuCaGGfTgqlqJG2haibSEUlWB6T2jDjsdp0yhIdWGx20lMz4mma1YbVvvu/UTZLCqju6Vjs7R+LyqA5RDuWJMc3QghaNQN9OYt2jTdvFvcuJtv8CFh7trSMcVDo64TNgR+w6AxoqMLzHYwHxsiOl7doDaso7fcmUVsS3ksreVxvLWMaNGv5vKNEYOwMGLnFNCg6+YOMWICxmjRdsvz6pi7zo4Ebu6cJQWQpDWzt01njNtUKopuQ9OdLLfHwhVcfsIrpAS9FOqNrF5oBvVUHCmIYAMIA2f3U/ik8j/0/uU3NATA8VY/Fg++leaIpjbFyzXFL6NMXAsW+66n3y2GMAjpId5b9x7PL34eX2TvLGov6HFBq7QeKT0Y12UcmqKR5co6YOvLwhB464NsX1OLYbT9aY+EDDYvrTqkTv+8dcHdzuYkZToRhiA500l6J3c0XVEUBpzSiQe+WM0nS8ug+ZI1v/RNL1uXdBcA4YhBn9wkumYkkOy0MqJrGrnJDrqkm1829fX1/PWvf22zD3369GkzPRKJcNppp5GSkoLV2jr0ieToxBPRqQyFiQiINP2S97WYGWg5g2Ag8OoGQUNEb8TRmzwtfMo0td3y5hwyBDtDEYJCmG03tacLCBgGlcEwdRG9zZt6S/HS3H5ECDwRPTob0VLcGM0/GCRtomL+WHKpKnZVNWdIm2ZVm/MUFFTApiokaJo5g4pZrvm50lwPSLCoWHb5fu+V4DjkY2uJFEBHKOVlH5DVdF/u+v3jfGtZRVAxZ0u6d/+BiunpnO3exqavWnh41uws7pxFZZITo/4bxMh86mefyo4t56APjv3y7uucxknjdJSzTLsfIQRvr32bSu+etyjv8O3g002f7vN47h91P5f2vrRVenWpB8/WIGGghLYjju8NkZDOwi+2olnMHS+Vmxv2u61DSUGfVPJ7pZKW56ZL//S4OFueYISK+gD+kM6jn65kweNrW9V/57rRpCXY0FSFwvSEPcbpikQivPrqq5SVlUXTXC4XkUiEoqIizjnnnKiNxaHArxt8X9uIt43p8Z/KNzUNhHYRv21J4V3T2rKlbr3bZc+03c7+tb1rWwdqHLqA+ohOfSTStNxBVNjoQhAWgmA7PyCORszt4fE3couikGQxl0S1puMUi4ZdVbEqCm5LTCRomGXsqkqqVSNB00jQ1BZLqLElVaXFSVseK7RYViWW1/zj0KoouDVTTKgKphG2qpCoadF6aos2mus27TFEUcChqjia+txatHQQA7UDgBRARyClpe8ySDNtfbRgEiKYxDrH4mi+WtnAcUY1NesS4oKQftY9IfYhcV+Itr6Qcoi7yicPWk7foYUw6tcA+CN+rp92PYt2LNqvvqbaU6kN1rZKv6z3ZQzNHsrw7OFYNStJtiR2bveYhrxCsPDLrdRV+gj6Dr5xbHKmk9QcV5t5AnCnOsjqfAhDaCiQV5SCO8UeN/skhODz5eXM21TNp8vKqfG2vTU3J8nB3yYMYURh6m6/rHRd59133yUcNoXzpk2bWpU58bTx9Bwa2xlYDRDY+y3BlaEwixvanwH8oqretKVpg1m1e2fXJDn8OFQFV9NN19okCCzNNk1NN08V085JU8DdYkYgesNvehu0ujkTu0E7VIVMmxVLUzvNbWuKQqbNQobVEj1vc9tqi7bUXXZrJWoaNlWJ5qktyqgKJGgadlVpJTIkxwaKkC5ZW9HQ0EBycjL19fUkJSUd0nNHdJ1Zs3pGj7Pm3ssHoZgzwiG9P2TD5E78MriM6tWxm/aMEaPxh8ydNxbn8VgcI6J53exzyTl5PD1P6k9CSmy56+HZD/Ph+nhPeFf0uWKPfVxXu44fK35sMy/ZnsyUC6aQbE9m+cztrPyuFEVVaKwO7FbsZB4AASKEIKtzIl0GZETbdKfaURQl6lm1JYYQzN1UjTfYetv4wWBRSS2fLCnDH46dzyoiuDBtbzzBtl+fRIcF3RB0z3RzzZjO7Ni0ksrKSjSt/aU7IQSVle3P6HkTk3lvyIkElCPDpsalqQxJbFuk/hQ0BU7LSN5jubZue22mtWVAvJ/ttXWvVdqoubftt5W4N3WTLRqJFo2U6CyHEp3NUBVIsWgkWTQpDiQdgn25f0sB1AaHSwD5fJuZM3dc9LjL3If5LFBJnWru4MnNXsUpG+aREw6wbWpatNwXx52C8GwBwJ5yA4piipwL0u4n97ixKCOvhUxTVAUiATxhD/9e+W9eX/l63PnnXjaXBGtrg7QKbwVvrHqDkB4ioAeYvGEymmGhU10vLIY5AzUqq5j8dYOxWs2bcmNNgHCgbWGRVZiEokBimoM+x+WS2yNln6KN+0N6u2JhV37cXMN/525lzqbquHQNg0zV0+TE7eCQrvhwKbHZFKuiU6DWEWnya6AALiXcTu0DR4PDxfxC067HZ7NTkZSOvot4sv8ET3JBQ3BCqpsUa9sTyi5V5fhUd5t5hU47/dxOHNK4WSKRHAD25f4tl8COIOavejH63F5fCA2dqHOYyxYpSaWMss8mO+AiVBu7aTaOfwC98h3TGC3pGnonLmCY402StEq0+7aC3ZxZmVEyg7fXvt1mnK2ZF88k1ZGK2s5swKnvn0qmpzPDtp9Gsr8bl9CX1MAuW5fXQyNt7yI6ZWIfXEk2FE0hp1tyu2KnMRDe7WzM96tKWDL1PdjHMBfdge672Hm3cvp2CLHTeoyq0xSeCqCqCroQhISI+7VuCAgaBhqCRruL5fld8Vt3b8Bek5CMz27a9OTYrJySnsjxqYkkW8xrkKCpDE9OQJW/7iUSyTGGFEBHCF+WbcDa8AEAnsYMti26gK8d30bz+w74FtutbrbrCmBO6etWB99XvI2KwJ5yI53tKxnnfgqASLeTKQ03QLiBmdtm8viPj7d53ikXTGHpezsoXb+uzfwqXxW/8v8Zm9G2YaxqUcjpGltiyOySSGH/dLaXllJdvRNnGlQE10KVueT0wXfbqSvdiGhjcn5Pk5Gq0vSGPYD3arc7Ebe77W2YkTaWzZrRhcBnGIgmI1JVMY1OfUa8Ma9Vj7ApIw+9hYuBOlcidU53i2M3EW3/P4rXdcrkuFQ3ufa2d2YlWzS6OPdtp99PIVJTQ3BDLGxJcP16wiXbDtn5JRJJx8BVPJrEk046bOeXAugIwbpmfPR5WVkRldrO6HFG8iby/mag6LHLZSgqy/JSEAjsyb9GUWxkOxZSYnPwYVom/xIb4YPTzfqeTvT2jibDm0//hjE47Q40RSMUCvHpvA273Q9qJ37pImSrxZdQAorAUCLoFh+VLW1ZVzT97YG23P/v7SSELacHl5x9KunuvbuplwfD1IZbz7pY7Xas9tZtbPAF+NOmcsqCP2F5Sgg0Y/e2RcentL0s1EzIEAxOcpHviHdMOTDRRY7NfC/k2q3tGhnHdSfc/lgMn4/GGTPwzJyFat93J5gNU6ehNC+pCYHh3ZPTRYlEIgHFbpcC6Fjnja1ryWt6XleTx44dXQFI8IVIts5n2MqtaOtjl6rbL6w8v64zQlHICRSRGpzL4p47uDO9gsEVv0Yt1zgF0AwrXatGNnlriOH3R4D4ZSSBTl3ast32M2L1wD4uHa2JZLaZPnTwIJyJ8euzdovGmf1zSHK272PG4XBga8NT9bJGHxct3kDCLrYtO8Om/5KfgrMd+xi/IThZ1RmzZAFJiqCz045z5QpS62ow5s79aSfdA56mx/UH9Sx7T1svsSWvc9Rw1gj4cQ0/DsWxe0eIEonk2MHWrd9hPb8UQIeZxQ0+xLpro0GENiw/A6GEyGqI4C9dRuFxZbg+iN3Uu17o4sfaUfi6pmA1OrNdqGwHrHVduGTbhN2eK2g3DYEDzkoMzbTXcdgddO/eHWuSQNVMQ9mQHuL9dR9i6A5KnDsY1+t0zi86v1V736/fyXPfbGiV7rZbUBS47uQ+5O8yOzGsMJWhnVP39uWJoyYc4Z2qOlZ6ArxbXk23qkqsEXNmoy6ik9FGnd5+H0PWrUIVCpn7YOcSNqC7y86IjasQAX+bZUJbNiN8rbeAd1QHa5bcTuYXkpaJXr33XqEBFGcKWkqXFsdpKFprISt3XEgkkmYUR8FhPb8UQIeZNzZs5CytFIDE0uPwN+0a8lauRAX6fuahEXN7cN5ZRSzmV8x2VpFW1739Rp0+ElJiNjuODIPkQgNFMw2iNS2FYcOGkZCQgH2XJaDlVcu57PPL8NTcj9DN8q+XwuvftBd807zJJTutFHdL58UrhuKZPp26yZPhvS/brLHX1iACFtQ0ojXtJosISABGAhPX7DkY6IFgb2WA4spASzY/zEIPYckbipbSBdW1p+hYRwiaLU6waGmti9i77Xk7uUQikewtljTpCfqYxTDCDKq4AZreA3VrTwOLOaOiRCKcc/wiGp9PJqLZ2dplPLP10dT6Pbj9MfET1HyUJq+ja3JXuiV3o0v/dPqN7bRX56/zhVizrY6qxiBvzN2KQZjZZXPQfY+CYQqjBJuGczdb1H0hnXd/PZrcrz7C98NHlHzlwbdgwX6+Iq3pvRdlFPvufQgJPYKWUoCakA37udvakjuobSMlzY6WWYRyhPjT+clEBM7+6Sh2C4nH56OlNkXetqnSD4xEIjmqkALoMLF6zf2Ulb1Npybxo+/swewm8YMQpLk1pi3/D+rxEQytyeYlAE5iv8I/7PcXdiRu5fbht3NVfzPO1tJtdVz+ylwsewhs6g/r/Li5rdATsThQuckO5tx7itm/xhDBTfU0TvsY3/zv4moETvkdbYXzdI6aQDWW3Qbeywjt3aKISLKBGnPSBqC6krF2G25Gr3ZacI/Ja78BBWwFiagO+ZaXSCQSiRRAh4WdO2dQVvZ29DgUdLJ4w8DosXPbenzW36Ioakz8AJrRiFMpYXmul6Xps6l0l9LZOZAu1jO54pV5bK/1saV67wKTtiQLCCMYrOj0UgU2zUaGLZHjNTsVT87H8OwkVFpGZNs8wlu/221b9kGXoahWtMzeqK50sndbOkadW8PntpJjs8ZPtOgGmef2wNH50HrklkgkEsnRjRRAh4GGhthuq3eWF5NX2wOAZMNFZPsyLKFslKZtzoOX/I2yRJ2iigqS33uXj7f35pMlLyF8AwiX/ppVwNWL57c6x/k2BwMsuxihRoLonmoEBgRMU92+W2aTXV/aZj/DQCjYgOGpaJWXcNr1KC1mmRSbC2u3IQRQ+bJPApN31kfzurvsPNWroE03/wBaip1Oh3ktWCKRSCTHFlIAHQZKKz4G4PuSmPgB6LS9ihJvHVrCWAD6V33M3CI3Z85fyHtPX8rrbyzC0B3AuLj2bEIQUhQmhDwUNdYzYPUUktvwQaPXbGyzP3sbCcuT1wmvENzx69vZnp3bfkHDC2nmW2t4kotnhxbtla8aiUQikUgOFVIAHWKE0AkFtgLQyfBFd0RdEhzDl97nUa1FaLaeXOC4k88jhazKLubTy8ew5bvYFmPVUkNq8jaOX61y0qpv6FXXel/V7kRNXaKFgE1FU1UMTSE/tRDtqqu4b33bM0GGorKkZx8a3Hu/DHVOZgqX5aZxcrpcupJIJBLJkYcUQIeYbz5+CZo0QUV5EQADI134ctPzGBhY7YNQ0AmtquOxob8yC7ZwrDuiYjX3zf8PDj3es6+1oDuKXSMYCaLrYaoG5DI9vQKLGrvE2zwVbM7rzZZOAxmbfzxb9AzW+4KxRoZ1jj7tneCIC2DZq8W57KrKlXnpJFra3h3m1jSsPyG4pkQikUgkBxspgA4lDeW8t62OX/QDXdcIh51087opL/0SVdGxJt+Goigct/WPXF70QLRapn8nF63/jn7VW+ixq72OauX5B4ZT6W5gQ90GdNE892PuyxKoCNVFXfYD6Nb8aLVpjQBBduXaThnc3y1PRueWSCQSyVHNESGAXnjhBZ588kkqKioYNGgQzz33HCNHjmy3/HvvvceDDz7Ili1bKCoq4s9//jNnnnlmNF8IwcMPP8zLL79MXV0dxx13HC+++CJFRUWHYjjt0lC+nlHZMwBQFEHPKp3ynTMBsCVejqIo2IL1XFt0Fb1rSpiw7muOL12GrUX0c2uXsdh6n4NidTEtcyevd66iJKFJyKSMjpZLd6YTFhpV1tjuspb8tiALVTGjgf8yLwOXpmJRwLaH7fMSiUQikRwNHHYB9M4773Dbbbfx0ksvMWrUKJ555hnGjx/P2rVrycrKalV+9uzZTJgwgUmTJnH22Wfz5ptvcv7557No0SL69+8PwBNPPMHf/vY3/v3vf9O1a1cefPBBxo8fz6pVq3A4Dt9uo/cXlNAldzMAiieHnTWrAFBtfVAtOQCstgQ4edtirlr9BYozFSW5M/Y+55rlkgtYl5HMX3vZWZGiEdQyaM9VYFvWPN2cdmaM7IVNUaRTO4lEIpEc0yhCiMManmfUqFGMGDGC559/HgDDMCgoKOCmm27innvuaVX+kksuwev18tlnn0XTRo8ezeDBg3nppZcQQpCXl8ftt9/OHXfcAUB9fT3Z2dm8/vrrXHrppXvsU0NDA8nJydTX15OUdOCMeO966AHGn/QWAK45dzJ7mTkGe8oNeDyb2eZ00TdUzXhPDbbOY1Ad5rn/2d30BVRrU/iwkxVdVbipcxa2vbCzUVAYn5FEP7cTVYoeiUQikRzF7Mv9+7DOAIVCIRYuXMi9994bTVNVlXHjxjFnzpw268yZM4fbbrstLm38+PFMnjwZgM2bN1NRUcG4cbGt4snJyYwaNYo5c+a0KYCCwSDBYMwepqGh4acMq11GdF0afW5UNEXJVpLou/qfBNyp9OxxESKhJ82lMqwqncbmcd2AnGi9u4FMmwW7XKqSSCQSiWS/OawCaOfOnei6TnZ2vL/g7Oxs1qxZ02adioqKNstXVFRE85vT2iuzK5MmTeLRRx/drzHsC4rPja5r6BV9WL1zKoYi6JeTT/2z95n5TX8ASRaNsWmJ0n+ORCKRSCQHgcNuA3QkcO+998bNKjU0NFBQUHDAz/PzG96KHfzygDcvkUgkEolkLzms6ygZGRlomkZlZWVcemVlJTk5OW3WycnJ2W355sd9adNut5OUlBT3J5FIJBKJ5OjlsAogm83GsGHDmD59ejTNMAymT59OcXFxm3WKi4vjygNMmzYtWr5r167k5OTElWloaGDevHnttimRSCQSieTY4rAvgd12221MnDiR4cOHM3LkSJ555hm8Xi9XX301AFdeeSX5+flMmjQJgFtuuYUTTzyRp59+mrPOOou3336bBQsW8M9//hMARVG49dZbeeyxxygqKopug8/Ly+P8888/XMOUSCQSiURyBHHYBdAll1xCVVUVDz30EBUVFQwePJgvv/wyasRcUlKC2mLH05gxY3jzzTd54IEHuO+++ygqKmLy5MlRH0AAd911F16vl+uuu466ujrGjh3Ll19+eVh9AEkkEolEIjlyOOx+gI5EDpYfIIlEIpFIJAePfbl/S2cyEolEIpFIjjmkAJJIJBKJRHLMIQWQRCKRSCSSYw4pgCQSiUQikRxzSAEkkUgkEonkmEMKIIlEIpFIJMccUgBJJBKJRCI55pACSCKRSCQSyTGHFEASiUQikUiOOQ57KIwjkWbn2A0NDYe5JxKJRCKRSPaW5vv23gS5kAKoDRobGwEoKCg4zD2RSCQSiUSyrzQ2NpKcnLzbMjIWWBsYhkFZWRmJiYkoinJA225oaKCgoIBt27YdlXHG5Pg6Pkf7GOX4Oj5H+xjl+PYfIQSNjY3k5eXFBVJvCzkD1AaqqtKpU6eDeo6kpKSj8o3djBxfx+doH6McX8fnaB+jHN/+saeZn2akEbREIpFIJJJjDimAJBKJRCKRHHNIAXSIsdvtPPzww9jt9sPdlYOCHF/H52gfoxxfx+doH6Mc36FBGkFLJBKJRCI55pAzQBKJRCKRSI45pACSSCQSiURyzCEFkEQikUgkkmMOKYAkEolEIpEcc0gBdAh54YUXKCwsxOFwMGrUKH788cfD3aVWPPLIIyiKEvfXu3fvaH4gEOCGG24gPT0dt9vNRRddRGVlZVwbJSUlnHXWWbhcLrKysrjzzjuJRCJxZWbOnMnQoUOx2+306NGD119//aCN6dtvv+Wcc84hLy8PRVGYPHlyXL4Qgoceeojc3FycTifjxo1j/fr1cWVqamq4/PLLSUpKIiUlhWuuuQaPxxNXZtmyZRx//PE4HA4KCgp44oknWvXlvffeo3fv3jgcDgYMGMDnn39+0Md31VVXtbqmp59+eocZ36RJkxgxYgSJiYlkZWVx/vnns3bt2rgyh/J9eTA+x3szxpNOOqnVdbz++us7xBhffPFFBg4cGHV8V1xczBdffBHN7+jXb0/j68jXri0ef/xxFEXh1ltvjaZ1yGsoJIeEt99+W9hsNvHqq6+KlStXimuvvVakpKSIysrKw921OB5++GHRr18/UV5eHv2rqqqK5l9//fWioKBATJ8+XSxYsECMHj1ajBkzJpofiURE//79xbhx48TixYvF559/LjIyMsS9994bLbNp0ybhcrnEbbfdJlatWiWee+45oWma+PLLLw/KmD7//HNx//33iw8//FAA4qOPPorLf/zxx0VycrKYPHmyWLp0qTj33HNF165dhd/vj5Y5/fTTxaBBg8TcuXPFd999J3r06CEmTJgQza+vrxfZ2dni8ssvFytWrBBvvfWWcDqd4h//+Ee0zA8//CA0TRNPPPGEWLVqlXjggQeE1WoVy5cvP6jjmzhxojj99NPjrmlNTU1cmSN5fOPHjxevvfaaWLFihViyZIk488wzRefOnYXH44mWOVTvy4P1Od6bMZ544oni2muvjbuO9fX1HWKMn3zyiZgyZYpYt26dWLt2rbjvvvuE1WoVK1asEEJ0/Ou3p/F15Gu3Kz/++KMoLCwUAwcOFLfccks0vSNeQymADhEjR44UN9xwQ/RY13WRl5cnJk2adBh71ZqHH35YDBo0qM28uro6YbVaxXvvvRdNW716tQDEnDlzhBDmzVhVVVFRUREt8+KLL4qkpCQRDAaFEELcddddol+/fnFtX3LJJWL8+PEHeDSt2VUgGIYhcnJyxJNPPhlNq6urE3a7Xbz11ltCCCFWrVolADF//vxomS+++EIoiiJKS0uFEEL8/e9/F6mpqdExCiHE3XffLXr16hU9vvjii8VZZ50V159Ro0aJX//61wdtfEKYAui8885rt05HGp8QQuzYsUMAYtasWUKIQ/u+PFSf413HKIR5E215w9mVjjbG1NRU8corrxyV16/l+IQ4eq5dY2OjKCoqEtOmTYsbU0e9hnIJ7BAQCoVYuHAh48aNi6apqsq4ceOYM2fOYexZ26xfv568vDy6devG5ZdfTklJCQALFy4kHA7HjaN379507tw5Oo45c+YwYMAAsrOzo2XGjx9PQ0MDK1eujJZp2UZzmcPxWmzevJmKioq4/iQnJzNq1Ki4MaWkpDB8+PBomXHjxqGqKvPmzYuWOeGEE7DZbNEy48ePZ+3atdTW1kbLHK5xz5w5k6ysLHr16sVvfvMbqquro3kdbXz19fUApKWlAYfufXkoP8e7jrGZ//3vf2RkZNC/f3/uvfdefD5fNK+jjFHXdd5++228Xi/FxcVH3fXbdXzNHA3X7oYbbuCss85q1Y+Oeg1lMNRDwM6dO9F1Pe7CA2RnZ7NmzZrD1Ku2GTVqFK+//jq9evWivLycRx99lOOPP54VK1ZQUVGBzWYjJSUlrk52djYVFRUAVFRUtDnO5rzdlWloaMDv9+N0Og/S6FrT3Ke2+tOyv1lZWXH5FouFtLS0uDJdu3Zt1UZzXmpqarvjbm7jYHH66adz4YUX0rVrVzZu3Mh9993HGWecwZw5c9A0rUONzzAMbr31Vo477jj69+8fPf+heF/W1tYeks9xW2MEuOyyy+jSpQt5eXksW7aMu+++m7Vr1/Lhhx92iDEuX76c4uJiAoEAbrebjz76iL59+7JkyZKj4vq1Nz7o+NcO4O2332bRokXMnz+/VV5H/QxKASSJ44wzzog+HzhwIKNGjaJLly68++67h1SYSA4cl156afT5gAEDGDhwIN27d2fmzJmccsoph7Fn+84NN9zAihUr+P777w93Vw4a7Y3xuuuuiz4fMGAAubm5nHLKKWzcuJHu3bsf6m7uM7169WLJkiXU19fz/vvvM3HiRGbNmnW4u3XAaG98ffv27fDXbtu2bdxyyy1MmzYNh8NxuLtzwJBLYIeAjIwMNE1rZRFfWVlJTk7OYerV3pGSkkLPnj3ZsGEDOTk5hEIh6urq4sq0HEdOTk6b42zO212ZpKSkQy6ymvu0u2uTk5PDjh074vIjkQg1NTUHZNyH+j3QrVs3MjIy2LBhQ7RfHWF8N954I5999hkzZsygU6dO0fRD9b48FJ/j9sbYFqNGjQKIu45H8hhtNhs9evRg2LBhTJo0iUGDBvHss88eNdevvfG1RUe7dgsXLmTHjh0MHToUi8WCxWJh1qxZ/O1vf8NisZCdnd0hr6EUQIcAm83GsGHDmD59ejTNMAymT58et0Z8JOLxeNi4cSO5ubkMGzYMq9UaN461a9dSUlISHUdxcTHLly+Pu6FOmzaNpKSk6HRwcXFxXBvNZQ7Ha9G1a1dycnLi+tPQ0MC8efPixlRXV8fChQujZb755hsMw4h+kRUXF/Ptt98SDoejZaZNm0avXr1ITU2NljkSxr19+3aqq6vJzc2N9utIHp8QghtvvJGPPvqIb775ptVS3KF6Xx7Mz/GextgWS5YsAYi7jkfyGHfFMAyCweBRcf12N7626GjX7pRTTmH58uUsWbIk+jd8+HAuv/zy6PMOeQ332Wxasl+8/fbbwm63i9dff12sWrVKXHfddSIlJSXOIv5I4PbbbxczZ84UmzdvFj/88IMYN26cyMjIEDt27BBCmFsdO3fuLL755huxYMECUVxcLIqLi6P1m7c6nnbaaWLJkiXiyy+/FJmZmW1udbzzzjvF6tWrxQsvvHBQt8E3NjaKxYsXi8WLFwtA/OUvfxGLFy8WW7duFUKY2+BTUlLExx9/LJYtWybOO++8NrfBDxkyRMybN098//33oqioKG6beF1dncjOzha//OUvxYoVK8Tbb78tXC5Xq23iFotFPPXUU2L16tXi4YcfPiDbxHc3vsbGRnHHHXeIOXPmiM2bN4uvv/5aDB06VBQVFYlAINAhxveb3/xGJCcni5kzZ8ZtI/b5fNEyh+p9ebA+x3sa44YNG8Tvf/97sWDBArF582bx8ccfi27duokTTjihQ4zxnnvuEbNmzRKbN28Wy5YtE/fcc49QFEVMnTpVCNHxr9/uxtfRr1177LqzrSNeQymADiHPPfec6Ny5s7DZbGLkyJFi7ty5h7tLrbjkkktEbm6usNlsIj8/X1xyySViw4YN0Xy/3y9++9vfitTUVOFyucQFF1wgysvL49rYsmWLOOOMM4TT6RQZGRni9ttvF+FwOK7MjBkzxODBg4XNZhPdunUTr7322kEb04wZMwTQ6m/ixIlCCHMr/IMPPiiys7OF3W4Xp5xyili7dm1cG9XV1WLChAnC7XaLpKQkcfXVV4vGxsa4MkuXLhVjx44Vdrtd5Ofni8cff7xVX959913Rs2dPYbPZRL9+/cSUKVMO6vh8Pp847bTTRGZmprBaraJLly7i2muvbfVlcSSPr62xAXHvmUP5vjwYn+M9jbGkpESccMIJIi0tTdjtdtGjRw9x5513xvmSOZLH+Ktf/Up06dJF2Gw2kZmZKU455ZSo+BGi41+/3Y2vo1+79thVAHXEa6gIIcS+zxtJJBKJRCKRdFykDZBEIpFIJJJjDimAJBKJRCKRHHNIASSRSCQSieSYQwogiUQikUgkxxxSAEkkEolEIjnmkAJIIpFIJBLJMYcUQBKJRCKRSI45pACSSCQSiURyzCEFkEQiOSIpLCzkmWee2evyM2fORFGUVgEZJRKJpC2kJ2iJRHJAOOmkkxg8ePA+iZbdUVVVRUJCAi6Xa6/Kh0IhampqyM7ORlGUA9KHfWXmzJmcfPLJ1NbWkpKSclj6IJFI9g7L4e6ARCI5dhBCoOs6Fsuev3oyMzP3qW2bzUZOTs7+dk0ikRxjyCUwiUTyk7nqqquYNWsWzz77LIqioCgKW7ZsiS5LffHFFwwbNgy73c7333/Pxo0bOe+888jOzsbtdjNixAi+/vrruDZ3XQJTFIVXXnmFCy64AJfLRVFREZ988kk0f9clsNdff52UlBS++uor+vTpg9vt5vTTT6e8vDxaJxKJcPPNN5OSkkJ6ejp33303EydO5Pzzz293rFu3buWcc84hNTWVhIQE+vXrx+eff86WLVs4+eSTAUhNTUVRFK666ioADMNg0qRJdO3aFafTyaBBg3j//fdb9X3KlCkMHDgQh8PB6NGjWbFixX5eEYlEsiekAJJIJD+ZZ599luLiYq699lrKy8spLy+noKAgmn/PPffw+OOPs3r1agYOHIjH4+HMM89k+vTpLF68mNNPP51zzjmHkpKS3Z7n0Ucf5eKLL2bZsmWceeaZXH755dTU1LRb3ufz8dRTT/HGG2/w7bffUlJSwh133BHN//Of/8z//vc/XnvtNX744QcaGhqYPHnybvtwww03EAwG+fbbb1m+fDl//vOfcbvdFBQU8MEHHwCwdu1aysvLefbZZwGYNGkS//nPf3jppZdYuXIlv/vd77jiiiuYNWtWXNt33nknTz/9NPPnzyczM5NzzjmHcDi82/5IJJL9ZL9iyEskEskunHjiieKWW26JS5sxY4YAxOTJk/dYv1+/fuK5556LHnfp0kX89a9/jR4D4oEHHogeezweAYgvvvgi7ly1tbVCCCFee+01AYgNGzZE67zwwgsiOzs7epydnS2efPLJ6HEkEhGdO3cW5513Xrv9HDBggHjkkUfazNu1D0IIEQgEhMvlErNnz44re80114gJEybE1Xv77bej+dXV1cLpdIp33nmn3b5IJJL9R9oASSSSg87w4cPjjj0eD4888ghTpkyhvLycSCSC3+/f4wzQwIEDo88TEhJISkpix44d7ZZ3uVx07949epybmxstX19fT2VlJSNHjozma5rGsGHDMAyj3TZvvvlmfvOb3zB16lTGjRvHRRddFNevXdmwYQM+n49TTz01Lj0UCjFkyJC4tOLi4ujztLQ0evXqxerVq9ttWyKR7D9SAEkkkoNOQkJC3PEdd9zBtGnTeOqpp+jRowdOp5Of//znhEKh3bZjtVrjjhVF2a1Yaau8+IkbX//v//6P8ePHM2XKFKZOncqkSZN4+umnuemmm9os7/F4AJgyZQr5+flxeXa7/Sf1RSKR7D/SBkgikRwQbDYbuq7vVdkffviBq666igsuuIABAwaQk5PDli1bDm4HdyE5OZns7Gzmz58fTdN1nUWLFu2xbkFBAddffz0ffvght99+Oy+//DJgvgbN7TTTt29f7HY7JSUl9OjRI+6vpZ0UwNy5c6PPa2trWbduHX369PlJ45RIJG0jZ4AkEskBobCwkHnz5rFlyxbcbjdpaWntli0qKuLDDz/knHPOQVEUHnzwwd3O5BwsbrrpJiZNmkSPHj3o3bs3zz33HLW1tbv1I3Trrbdyxhln0LNnT2pra5kxY0ZUpHTp0gVFUfjss88488wzcTqdJCYmcscdd/C73/0OwzAYO3Ys9fX1/PDDDyQlJTFx4sRo27///e9JT08nOzub+++/n4yMjN3uSJNIJPuPnAGSSCQHhDvuuANN0+jbty+ZmZm7tef5y1/+QmpqKmPGjOGcc85h/PjxDB069BD21uTuu+9mwoQJXHnllRQXF+N2uxk/fjwOh6PdOrquc8MNN9CnTx9OP/10evbsyd///ncA8vPzefTRR7nnnnvIzs7mxhtvBOAPf/gDDz74IJMmTYrWmzJlCl27do1r+/HHH+eWW25h2LBhVFRU8Omnn0ZnlSQSyYFFeoKWSCSSJgzDoE+fPlx88cX84Q9/OGTnlR6kJZJDj1wCk0gkxyxbt25l6tSpnHjiiQSDQZ5//nk2b97MZZdddri7JpFIDjJyCUwikRyzqKrK66+/zogRIzjuuONYvnw5X3/9tTQ8lkiOAeQSmEQikUgkkmMOOQMkkUgkEonkmEMKIIlEIpFIJMccUgBJJBKJRCI55pACSCKRSCQSyTGHFEASiUQikUiOOaQAkkgkEolEcswhBZBEIpFIJJJjDimAJBKJRCKRHHP8PzqvaFq//TuUAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in np.arange(SOM_grid_dim**2):\n", " plt.plot(np.reshape(som_model_simple.bais_matrix_history, \n", " (SOM_grid_dim**2, (som_model_simple.bais_matrix_history).shape[-1]))[i])\n", " \n", "#plt.xlim(0,1000)\n", "plt.xlabel(\"training step\")\n", "plt.ylabel(\"bais matrix values\")" ] }, { "cell_type": "code", "execution_count": 45, "id": "20e0f37a", "metadata": {}, "outputs": [], "source": [ "supression_mat_vector = som_model_simple.suppresion_matrix_history.reshape(SOM_grid_dim**2,(som_model_simple.suppresion_matrix_history).shape[-1])" ] }, { "cell_type": "code", "execution_count": 46, "id": "276a8d27", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Supression matrix values')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "for i in np.arange(SOM_grid_dim**2):\n", " plt.plot(supression_mat_vector[i])\n", " \n", "plt.xlim(0,30000)\n", "plt.ylim(-0.25,0.15)\n", "plt.xlabel(\"training step\")\n", "plt.ylabel(\"Supression matrix values\")" ] }, { "cell_type": "code", "execution_count": null, "id": "1fee201a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (venv)", "language": "python", "name": ".venv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }