{ "cells": [ { "cell_type": "markdown", "id": "31a94bbd-34ef-404b-a9be-4f3a216a8c3c", "metadata": {}, "source": [ "# UQ of velocity fields\n", "\n", "In this notebook we show how one can use multiple batches of averages fields to perform a UQ analysis.\n", "\n", "For this case we assume that you have a set of files already. The visualizations here rely on you having an structured mesh" ] }, { "cell_type": "markdown", "id": "f9ad6337-6ba4-47c7-b687-0bf119a5b637", "metadata": {}, "source": [ "#### Import general modules" ] }, { "cell_type": "code", "execution_count": 1, "id": "8b4ca2be-46e8-443b-ab44-6d1a60abfec4", "metadata": {}, "outputs": [], "source": [ "# Import required modules\n", "from mpi4py import MPI #equivalent to the use of MPI_init() in C\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Get mpi info\n", "comm = MPI.COMM_WORLD\n", "\n", "# Hide the log for the notebook. Not recommended when running in clusters as it is better you see what happens\n", "import os\n", "os.environ[\"PYSEMTOOLS_HIDE_LOG\"] = 'true'\n" ] }, { "cell_type": "markdown", "id": "d8932a16", "metadata": {}, "source": [ "### Define inputs" ] }, { "cell_type": "code", "execution_count": 2, "id": "24a90c56", "metadata": {}, "outputs": [], "source": [ "query_points_fname = \"./points.hdf5\" # In our case this file contains the mesh and the mass matrix\n", "file_sequence = [f\"mean_field{str(i+1).zfill(5)}.hdf5\" for i in range(0, 10)]" ] }, { "cell_type": "markdown", "id": "7acdbf16", "metadata": {}, "source": [ "## Obtain the mean and variance\n", "\n", "For this case we can simply use the Non overlapped batch mean method, assuming that we have a number of batch means." ] }, { "cell_type": "code", "execution_count": 3, "id": "737dc147", "metadata": {}, "outputs": [], "source": [ "from pysemtools.io.wrappers import read_data\n", "from pysemtools.postprocessing.statistics.uq import NOBM\n", "\n", "# Read the mesh dat for latter plotting\n", "mesh_data = read_data(comm, query_points_fname, [\"x\", \"y\", \"z\"], dtype = np.single)\n", "\n", "# Compute the mean and variance of the specified fields\n", "mean, var = NOBM(comm, file_sequence, [\"u\", \"v\", \"w\"])" ] }, { "cell_type": "markdown", "id": "797fb011", "metadata": {}, "source": [ "### Plot it\n", "\n", "#### The mean" ] }, { "cell_type": "code", "execution_count": 4, "id": "d92f2b19", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysemtools.postprocessing.plotting import isosurfaces\n", "from IPython.display import Image, display\n", "\n", "isos = {}\n", "#isos[\"u\"] = np.linspace(-0.007, 0.007, 2)\n", "#isos[\"v\"] = np.linspace(-0.007, 0.007, 2)\n", "#isos[\"w\"] = np.linspace(-0.015, 0.015, 2)\n", "\n", "isos[\"u\"] = np.linspace(np.min(mean[\"u\"]), np.max(mean[\"u\"]), 4)\n", "isos[\"v\"] = np.linspace(np.min(mean[\"v\"]), np.max(mean[\"v\"]), 4)\n", "isos[\"w\"] = np.linspace(np.min(mean[\"w\"]), np.max(mean[\"w\"]), 4)\n", "pl = isosurfaces(mesh_data, mean, isosurfaces = isos, shape = (1, 3), window_size = [1920, 1080])\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "2c52544b", "metadata": {}, "source": [ "#### The variance" ] }, { "cell_type": "code", "execution_count": 5, "id": "088fc876", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isos = {}\n", "isos[\"u\"] = np.linspace(np.min(var[\"u\"]), np.max(var[\"u\"]), 4)\n", "isos[\"v\"] = np.linspace(np.min(var[\"v\"]), np.max(var[\"v\"]), 4)\n", "isos[\"w\"] = np.linspace(np.min(var[\"w\"]), np.max(var[\"w\"]), 4)\n", "pl = isosurfaces(mesh_data, var, isosurfaces = isos, shape = (1, 3), window_size = [1920, 1080], colormap=\"cool\", opacity=1)\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "b68099ce", "metadata": {}, "source": [ "## Rotate the fields and perform the same analysis" ] }, { "cell_type": "markdown", "id": "82a95460", "metadata": {}, "source": [ "## field keys\n", "\n", "The interpolated fields and also the fields read from nek5000 have a set of given keys. One could know what each of the keys represent by heart, but we have also provided some \"indices\" to help identify what is what.\n", "\n", "It can be used as folows:" ] }, { "cell_type": "code", "execution_count": 6, "id": "92631dfa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "u\n" ] } ], "source": [ "from pysemtools.postprocessing.statistics.file_field_index import file_field_index\n", "\n", "# Specify the source of the data\n", "key_index = file_field_index(source_code=\"Neko_old\") # Neko old alludes to statistics written between 2 files\n", "print(key_index[\"U\"][\"pynek_field_key\"])" ] }, { "cell_type": "markdown", "id": "f6e3a2a7", "metadata": {}, "source": [ "perform the rotations and write to file" ] }, { "cell_type": "code", "execution_count": 7, "id": "dc9daec0", "metadata": {}, "outputs": [], "source": [ "from pysemtools.postprocessing.rotations import cartesian_to_cylindrical_rotation_matrix as rotation_matrix\n", "from pysemtools.postprocessing.rotations import rotate_tensor\n", "import os\n", "\n", "# Specify the components of the tensor. This should match the key in the file\n", "for i, fname in enumerate(file_sequence):\n", " tensor_components = [key_index[\"U\"][\"pynek_field_key\"], key_index[\"V\"][\"pynek_field_key\"], key_index[\"W\"][\"pynek_field_key\"]]\n", " prefix = os.path.basename(fname).split(\".\")[0]\n", " rotate_tensor(comm, query_points_fname, fname, tensor_components, rotation_matrix, output_file=f\"rotated_{prefix}.hdf5\", output_field_names=[\"U_r\", \"U_th\", \"U_z\"])" ] }, { "cell_type": "markdown", "id": "943761d6", "metadata": {}, "source": [ "now apply the NOBM method" ] }, { "cell_type": "code", "execution_count": 8, "id": "bbd7f42a", "metadata": {}, "outputs": [], "source": [ "rotated_file_sequence = [f\"rotated_{os.path.basename(fname).split('.')[0]}.hdf5\" for fname in file_sequence]\n", "mean, var = NOBM(comm, rotated_file_sequence, [\"U_r\", \"U_th\", \"U_z\"])" ] }, { "cell_type": "code", "execution_count": 9, "id": "28ff2a3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.011690581479526809 0.04689160678188811\n" ] } ], "source": [ "print(np.min(mean[\"U_r\"]), np.max(mean[\"U_r\"]))" ] }, { "cell_type": "markdown", "id": "1f91f9e3", "metadata": {}, "source": [ "plot the mean" ] }, { "cell_type": "code", "execution_count": 10, "id": "629177be", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isos = {}\n", "isos[\"U_r\"] = np.linspace(-0.007, 0.007, 2)\n", "isos[\"U_th\"] = np.linspace(-0.007, 0.007, 2)\n", "isos[\"U_z\"] = np.linspace(-0.015, 0.015, 2)\n", "pl = isosurfaces(mesh_data, mean, isosurfaces = isos, shape = (1, 3), window_size = [1920, 1080])\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "129b6610", "metadata": {}, "source": [ "now the variance" ] }, { "cell_type": "code", "execution_count": 11, "id": "6aa54feb", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isos = {}\n", "isos[\"U_r\"] = np.linspace(0, 1e-4, 3)\n", "isos[\"U_th\"] = np.linspace(0, 1e-4, 3)\n", "isos[\"U_z\"] = np.linspace(0, 2e-4, 3)\n", "pl = isosurfaces(mesh_data, var, isosurfaces = isos, shape = (1, 3), window_size = [1920, 1080], colormap=\"cool\", opacity=1)\n", "\n", "for plotter in pl:\n", " # Capture the plot as an image and show it\n", " image_path = f\"static_plot_SME.png\"\n", " plotter.screenshot(image_path)\n", " plotter.close()\n", " display(Image(filename=image_path))" ] }, { "cell_type": "markdown", "id": "7ea92753", "metadata": {}, "source": [ "## Perform 2d plots\n", "\n", "In this case, we can average in the azimuthal direction." ] }, { "cell_type": "code", "execution_count": 12, "id": "32b88667", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAB9AAAAPoCAYAAACGXmWqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9bYwtW37Y9f+69+4+59547kRg5o7jTORAeIoCMThkNAm8iDQwEtFIfmcIis1AghIZlHiESIbYRubB8wJhTaQYjRKwAi9QjCJASGM5QgMRiuK/LJy/9ScC2zhOYsvKvXgwvmcyM/ee0w//F32qu7q6qnbV3vWw1qrPRzqaued07727995Vq9Z3r6qz29vb2wAAAAAAAACAjTtf+wEAAAAAAAAAQAoEdAAAAAAAAAAIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQIdF/a//6/8an/70p+O3/JbfEmdnZ/E//A//w8Hv+at/9a/GP/vP/rPx7Nmz+B2/43fEX/yLf3H2xwkAlMlYBABYk7EIAAA5ENBhQV/72tfid//u3x0/+qM/Oujr//bf/tvxB//gH4w/8Af+QPzsz/5s/Mk/+Sfjj/yRPxJ/5a/8lZkfKQBQImMRAGBNxiIAAOTg7Pb29nbtBwFbdHZ2Fv/9f//fx3d+53d2fs2f+lN/Kr70pS/F3/ybf/P+7/6Vf+Vfid/4jd+In/zJn1zgUQIApTIWAQDWZCwCAECq9ms/AKDbT/3UT8UnP/nJR3/3qU99Kv7kn/yTnd/zwQcfxAcffHD/3zc3N/Hrv/7r8Q/+g/9gnJ2dzfVQASArt7e38dWvfjV+y2/5LXF+7qRMXYxFAGAexiLDGIsAwDyMRaCfgA4Je+edd+Ltt99+9Hdvv/12vHjxIr7xjW/EG2+88eR7Pv/5z8cP/dAPLfUQASBrv/IrvxK/9bf+1rUfRrKMRQBgXsYi/YxFAGBexiLQTkCHwnzuc5+Lz372s/f//d5778Vv+22/Lf7W//H/iw996ENxdnM97IauXw76srObq2Ffdz3g6wbc56DbiYiz61eHv2jA7+L21fv9//5B/79HRNxeHX4sh+7n7mv6b+f25Qe9/37o93vw+6P/57058HNef9D/7zcv+5/b6w/6H9/V+4d/z4fvo/93dP3q8Ovv0G0MeRz3tzXgZ6q8+mDge7vDzcvTvn9t55e7UV9/8az763fPLw7c19Ph0+7Z5dO/uxj2dc3b2zfuf/fsWe/X7549fP35/uH/nz17/ujrzi5rt7O7bP/7iDi7qN3GxcNtnHXcdv1r4vzx7/V2d1H7/7XHvbtsfN3Dv92eN35vza89b3nudu3P2ZPbqvnqV78av+Mf/UfjQx/6UOfXcJyuscgv/l//l983ALxmLDKfrrHIL/3N/6/fN2xc6/HknDqOVU/Rd5y7pCsXBk7OfuRJVoxFoF8aW1ug1Uc/+tF49913H/3du+++G2+99Vbrp6wjIp49exbPGrElIuKt3/RmvPVNbz78xVV/5Du76R9QPgTqls1Ia6i9fP19feHweX/4vrmKuGh/XLcvG2G3cdaZvvB72/O76Avbh4N2TxTvu8+e7+v6Ofri9fX73ffVF3Kv3u8O1lctt3l24PZuex5HX5i+7nkc1z331xefX73f/X19Ibnv++4eT3+EvvrG4XB+deA+7u7n5uDXjLm99vvIN6jvRsT0/fPuodDusvv0VW3ft3+jEbZbHsdF4/ua4f/i+T6qZ6wK+a8iYteM5s8ftvO3tVC/e/4Qm6vQvq/93b72fdW/P/qelkh+dlkL5PtqW14P6BePvu5sX4vzr2/u7t9uqzuJiOtGXK/9rl/H9Ef/Xp8g2DeDejO4P52g6JtgcBrPflOORT70oQ/FW2+9NcvjBIBcGYv0m3Is8uGL23jrYvixFBs3cGFJkXZPP/idutuJQ/XRkXo//nc3+L4G/oxDbm+K+H11c/qNXC8Q4V9N8DiXdnE+fGyw6/nSfcftNEO7sQi0E9AhYZ/4xCfiJ37iJx793f/0P/1P8YlPfOL4G+0It30ryXujds8BRV8sPxjKWxwTliO6A3nv7fXE8c7vOyKKH7Oi+5ggPjaG991W32OYOoQvHcH7ovGh+H0oVA+J3odvY3jUfvlqfAD/xgxHLi8nPlC5HHIQceD3+Eb96OJrT1/Llx0f1KnsLnfxwYun39eM6m0Bvvk1fdG9L7ZfPP/Gw/fUVqzv7qP4w4ThriWw11exV4G9iuv3//b3v3b39V/76n1Yr6L67ddf3Afz2yqqv95u1oN6tf09e72tq0f5s5ur1zH9seoV0/ZM357vH7a11f3eXD2eILh+9WRi4cnXMNgsYxEAgIGmHIucf+O9ON/n+0Hh2Qw8syCcbMZjsmMC+qOzpDV0zjwc+nDBq28cfCzNY9OzaMwvdEX4vuPa2n0253jbvmd/1h/RD8XxQ9NHQ6L19YjPMw2J9ceG8uvbtAL7ridmt4X1eiSvr024OD+L69dPVH0abH9+Fle341erwxaZSYQF/f2///fjF3/xF+//+2//7b8dP/uzPxv/wD/wD8Rv+22/LT73uc/Fr/7qr8Z//V//1xER8cf+2B+LP/fn/lz8e//evxf/xr/xb8T//D//z/Hf/rf/bXzpS1867gEcWHU+WuLxvHdl+RHx/JgV5SmsJhfPh33fKSuul4jnY6wdz6eO5m23PSikd6h+1jc6PqZb/f66Qnr1WmmuML96/+pRIL9+efMkoje/pvpgRhXSr19e39/uq/evHkX0m5fX9xG9/m/X77+6j+jXL69id7m/f8/tnj+L61dX9xH9+v2XsXt+ef8eP7/cx9X7L2P//DKu3v8g9s+fPfq3+6+/ehXn+4v77dbZs+dx+/L9u4h+9TJif3n/37evXsXZxcXDv9fcfvD+4+99HdHPrl89nWS4fvlkckIIP93qYxEAYNPWHItc//o7cf3yzcNfyGx651VISvNYbrb7OWLF9pPbeDb8sdZ/rrOuaafeY86HD7N3hfKz6Inzu8vWedFHt1WbJ2uN7S2/s9ZZmNe3WQ/q9dvriuhtsbptyqgtWLdF8a743fr9HTH7qmOa61D8/uCqfT7u/Y6/b3p1s9xZSy7O28+C+Hz/+O+f1f67Htv3u8d/d3F+dh/Xq7B+cX4WUf3eT5hXg60wAwkL+t/+t/8t/sAf+AP3/11dk+t7vud74i/+xb8Yf+/v/b345V/+5ft//+2//bfHl770pfi+7/u++LN/9s/Gb/2tvzX+i//iv4hPfepTiz/2VrvLxU5pdXb5fPSB1tn+sjOiH3V7fd+zv2yN6H3fc/bseWtEP99fdEb03fPLzoB9frlvDd/75886I/pdNHt6e9UK1Lbbq1awNh/HfaBrCenVati2kF6tmG2G9Pqq2mZMr0fFZhSvr9JtxvTmit7697adbrse1Zsrhesr0ttO53316La7TwVexfW+U4lXt3Xo1OTV4z20grrp5avrzpg8VD3AnxK3j3HKYx/yuzr0e2977oasPo84ZQV6++ulfqr3+ir0Nm3Xch9izOQE6SluLAIAZGXNscj1b3wlrl+1n/Z9UVMvbmA2cwT/pcL0Yk4M4Kf8Pqqzn8XXXwy/j689/dpDEb/vGLj18b/+kHjT7e4iorHgqArtZ8351V11+bRXD99befn0g+VnjcP72/P93dnZ7m/vcUyvvv/QSvSIp/G8Gb7r0bwZy598bSN4N8N489+bAbwZvtsCd/N72kJ9W0C/6lgS//6IpfJdwb7u2b57jjAi4vnu8b/va/9dxfRqJfqz+/8+v//36u92Z2ex393970NMv404P+s97Tvw4Oz2NrFzVACTevHiRXz4wx+OX/u7vxhvvfWhu7/sOVjL4VTuEdOfzv3gbSZ0vfOINK55PuQ2Dz2eiONXrkccfw30yqFrmvetZh/y/fePZeDq9iHXSL//2iNWrI+5dvoU97eWvg8j9On7oMOQ227G8IfbPXwt9Ij266E/up3njz/d3hXL207Zfnf7T0/bfvf/nz359/tTvQ+9Jnp1/fPG9dAjHiYjnnx/7YC/mgx49Cn91xMGQ66F/ujvB14D/cWLF/H2Rz8a7733nutyz6wai7z7zjt+1wDwmrHIcqqxyK/++c/FW28WFi8zdmiugPHqx39zqx8rHmPsB7MHh/aeGN53G/cxfsT3tYX3tp/ryfe3Xcqs7Ti25fi46+u7jpWf/FvH8XU9otcjeD2eDw3nrx59/8P/r8fy+t/Xo3M9bDfj+AeP/u229XvqEbwZvuvf/7Lxb99ombd72RLD276u8vUjzmz5Zst80Ru1v7usxfbq7y9fB/Vn+/P72L7fncfz/fl9WP+my/19TG+G9Gf71/+7O4uvf9VYBPpYgQ5bVA2kWsJuNXhqC+n1wdmT8N28BlAtqLedtqiK6m0DxPvb7jpl0s3V0Z9Q7Vr1HXF4xXpEd/A+u7jojuw93/tosN247yenPq59/65lQF79XOff9PR3WgX3roOp6/dfxmXPatT9gZWsffE93nrz9de0/26rR9sa4j/0cHq9IQfXj2J8z7ivCvOXfV9z4IMBD7d1ONRHDI/tlUPxfor76HPKKe1TcWjleJuuld1Nzdg95DaaAfz+7y+bofzx+60exB++5vF7+VAcb/u6R3G9JZRH1LZDtW3Vozg+IJg/+veWaH73/1//fW1fMjqcR7TGcwAAiIh4/yu/ERcHjm2ZX98H9LmzPzaEv/jahI9hmvdK55nP/v7Tx9r7AYCvffXhNg/E+84437XA5fUlyVpv6/Vlyp78/evLltW/LuJh4U59vq+6lFnbbd///9eXN+vyKF03TgN/u7t4vLK8+jmrY/P6pdCuXx113Pwoih8I523R/FAwr8fytlDeFsnrgbwtjtdjdz2G1/++Hr3rUb0Zyl+2nEO+LZi3Rfculx0r0auofrl/mHeqx/M3L3cP/70/jzcud3G5O78P6vvdeby6uX0dy8/jQ5f7eHZ7frfqfB+xv7lbiW4VOhwmoMOW9cTbJ6cCummeYqgnfEc8DeqV12G981pAQ+wueleunz3/pt7V630xvD6gbQvtzU+X1oN7V9Sv7qfr06z3A/GeDwXcvny//5RSVy97P1RwHt3xPyJi95te30/PqvdK2+r3i7eeXkeuGbwv3/pN7bc3MFT3Rvr7rxl+ID70fiPGfTK+a0X9oRMFHlpt3/u9I36Wo+9j4AcF5tIVn0+6zYGnMD90KvSI9sj98P3d7922yYTmZEnbxEXb93UF8YinEwhPthcHAvmTv69/fVsov3sQ9/+3NZZHDAvmjcfX+u8dEwCulw4AQOXli2/EyyM+KGylNEt79eLrk97eMSvTX7Y8hmMvAzb0AwH7AXMb55f7uI7u9+Tu+WVEy7zV+f7iyZzX/bFsY76sflz7aKFNPYq/fP/x17169ej4+cm/X708fKr4xvF0/fTtDwuR9g+Llmqneb+tnaL9/jj4qv166X3aVp8fiudDwnkVuNtWmH9wH9GfripvxvK+UN4WyavI3RbH61H86x2x/YPa31+9erz/uG6c+77570PsWy4ruNufPfq3Z7VY/ubl7j6sV+G8Cur1mP7hZ/vaqd+vImIfb17s4vr2Nq5ubmPn+ucwiFlF2Ijb813cnu+7T9HeHFAdCOqV+u21RfX7r6uCd1dYr1y/PBjXz66veu/r7n76I3vE69Ae0Rnb+1aA339Nz0rw+6/pGKzefyr1wGr625fv955K6tHX9pxq/uzNh+XWnZ+sfbOxJLvl07ldJ7lu3uauvZc/fP2AWF+5uXrVGunbHDO5MSamV4YE/cO3Md1EzDE/Q2mOPZivjPmU/6FP4/c9lq7Ji65P0Q86BVxE64Fx8+ua25In/964jd7w3tgv3O4u7j8V/2Q73nO6udb9y6Fgfn+73dtG8RwAgLpv/D+/EftLZyxa2xIfAE/B0A9sL2HXc+m8Qd//+gPjY+dbqmPflz3Pef3YuW2O5MlxemMupnlsXp8bqd92Fd0fHY+/Du3NY/HOFeON/74dEajPLp8/XoSzv7yfF6vu634BzuXzh7nKlpB+f7x9/bI1orfe/83T66b3aV73POIhnvetOj8Uzk+J5l3BvCuWN0P511tCexXI6/G7CuOP/q4W4K8aH8S6etW/6vymZVX6eWP1+f7i4b/3r4P57nUA/+B1SN/tz+KrF7t49jqWv7y6i+kvr2/i6y+v483LXby8uokPv3kR731wFR9+to+vvn7JXZzfxLP9eezjLF7d3MazJ69moE06e3JgEYdWlt/rGgAODOvN2z4YvON1ZD8U2CPidnfZe831h697eGx912FvBpiu8H4f3Jsav8O+IP7o9E4Drvd0+8GBlefNr++53vojv+lDrY9p0H10RPon8b3+PW0fPuj5+nuvf57DV6Z+sO+4v7EOBf6hJzPru179VEpeETH1NdzGXqdt6HXZBl1W4ohrsY29DtvQa7C1fv+A67DdxuE43vp9AyJ579dGDDrNnGgO8OCqZeKzVHtzgMAAr158I15ebiPe5mrKy5J1GXrZrlMtfRa3vrO2DfnQQl/w7ztjXt8Z2+pn6Os6a1s1n9F17F/F964PqVfRve0D8YOf6ZZD5uY81Nmz50/mms4unz86XfqjAB6PV6U/+bfaivS2kH5/vN5yavdHEX2gvmPlvjHjfSBvxPPmdc6PDed90XzqYN6M5c1Q3hbJqzjejOBPVqNf90f0Prvdebz8xt3/31/s4uU3ru4D+/7i/P62d7vzuL66jatX1/HBxV0sv9xfx8urXXz4zcuoTsxwuT+PuLz7XX7T69O5v7q5iQ+ubmJ3tovd/vXzOf6qh7A5Zhlh44asLH/kUMytBdyhIeP+Oj1jrsEzYIV53W098ByI781BaG98f/1YmkZH+Lra737std6PCse/qbYyfcSq8Ef3eyjc14L9k++dIHbf39bruD8ozo+97SMf55j4/8TAD0QUszMfeWqxoca+jyL6w/Wx93HwdG09sf7g7Xdsb7u2q7e7fXQeIw8I4vd/37Wd7/lZe/cNI/YDYjkwhS1F5pIt9TwK9ZC3Vx9cx6ub4W/kmyNO9076PkjoeT2/nK5g9X34YMiHBprBf+hl1Opx/lCEH3J5tDa755e9Z907v9w/Wb2+f3755MyB++fPWleo1xclVCH/prE6vT5f1hq6a6vR67H8fp6qFtLbInoKru5Xk9/996F4PmTV+Zhw3rfSvC+anxrM+2J5e1x//F65/uAbMdTN1cs4rz3nu2dvRPWK3F9exPX1zd3K81fXsb/YxdXrx7W/uIvir78rIh5vxy731xGXEW/GXVh/43IXH1zdxPPdTUTHtdaBw8w8wlbsLh7CxIDwPHRl+RNDBn4jVrH33f+o4F53SnyvjIzwbTrD/Iifq/lzDAr0XW6ujgqNXQYH5980LnYfG/mPdf/hgJ4PATCPqQ8kh64mf/J9Y98XA7dpQ7Zh1baktwscOHPHofvp3QYfeA4Gbb+P2FaL41A+4ZocDX3dCu2Qpg+++kFc7NOJpxCN6D3X6vgxa+GrxzB0BX09tPetdN9d7ltXsldR/brlNPN9p46vr1hvi+JtK9Ov3v/g0Snfb1pWt1+///LxbV+96j3Fe1dEX1rrcX/bY3n9ddUxdzW2mSKe9606nzKc9600HxLNm8E84iGaP43rD++DZii/qc1vX78cHtGvX34jdpdv3N9GFdSvP/hG7J69EVG71Ej1yrx/hbdE9LvTuV/HG5e7+PrLu//9xsvruHxDOIdTmZ2ELWoOqkbE5IjDYaM3sEeMH0yeGNybzm4GXEP9kBGrzru0hvmmCUL9Ifch/9TfSdPFG6N/J0Mc9SGBQ69J5rVADD35PX1/Oy2nMR/yjUPez4/uZ9zjHbzdG7h9HbUdPfJ3K4JDGYRuGK/vfSOuw3puXl7H9YgV6Kzn6hvDj+H3b+R73LFrrECf8hT29Rh/6GwK9ZXwhx5DM/J3hfbmCvauler1qN5coV5F9bbTv3ed+v3m5dWT66o3I3pEPAnpYyP6Ylovtfb679rOHld9fW1u4P7vJojnY6513rbqfOip2oeG8yGrzQ+tNB8SzW8ac9PNYH499JKaEbHbX95//+7yjfvbPt9f3t/f/nVEv3q9Er3N/vX10CMiLvd3//vm6/9+43IXz6w8h5PlO8IApnMojkwc2NucvKp9qKuXs0WdwdeXH+OE1ehDDQr5Y9Si/xSBn4xN/drqMFU8j5gg+p6wvTr6vk/4+afeHj4KBhNHN8EBTiOEQxq63ov2czC/q29cxZVD1OKMie1LOxT3r484nXwzundpC+FdK9ybgb3v1PLN2+26zSqst50K/vrlVevp3quYPjakj43oOeqb97hthPFH/zZBPD/1lO1DV523XeO87frmbadqH7Pi/Jhw3rbCvBnN207lvnv2Ruv37RpzR+cdc0n7i9399dDrf7erDRzf7Hm/7nftEb3jr4EGw0bgsKFx5oTVxnNE7daAveCplG6r8+qM+BTiSfc34e/wpPg/9Up2ZpfESuGZ35uT/4wpRfuGUZEso6DW/LmEBrgjjEMZ2t7L9nWwjqsJVwGTvv1Mp02P6I/7x66c74ruQ8J6PX73nS6+HtQPXaf91ftXvbd1/f6rURE9a7V5jfql4Krrnz/5+/rX1y45d/81r+cK6vG8ufq8NZ5X12JfKJ63nbK9ur1j4vnQ65wvter82NXmbfE8Iu7jeXUa9yqeV1+/v7yI3e780crz/cV57C93d9dHf+3Z5S4uX8f1Ny53cbk7v/vf/Xlc1r7u4vwsLs7P49n+PPa7u/8GhilsLwWsaspwOsGpv5OIghERtQOCSValL+A28v5kLneSeQ8s+KGKJX7myWNVz+1VB7Sl2p9w4FY9D+ICpRPIYbt8eAymdfXBdVzlcUjOgo75wMQU0b0trp9yOvoqrA9doZ6q5urz+79vWX1+9/VP56/OG2G+ufp837iP5tc3b7N5+vbW2F3/9wnjeV2K8bwy5crz5r9XxlzrPGLaU7bX7faXrRG9K5hX3/Povw/E88r5/vxRPK9Wn1dx/c3LXevp2yMinu/O47nTuMNJEplZB+Z2e74fFZZWD70prmIuKepznBRflyOs+fpbLADV7met+Hy94di1Gzmx33yOjgnqV7eCAvkTyYEhrFIH5nD98ubwFw2wu9xOqKlH9zlXsK/t0OrzIdpWn0fEqNXna8XzvnAe0Yjnr0PosfH80W3V5m7uI/mheD7xNc9TO2175eXV0+1V22nbT3W+v7yP6LvLN56sQm8G8WZQb/57dTv12494HM4j4tHK87543rb6PCLu/65+/fNneyEdjlXuHh44ydyhbfVAf4zM42kJSv8AwuwBZeDtr7nqObX4/KrwFeCHjD21V9vzNyaqX93cnrQqHVInlANTE9UhT1NF65T0/UxbiuvHOmX1eWXo6vO+U65XhsTzQ7czJp6PWXneFs4j+uP5bKvOR5y2/eCq87s7vv+/a8XzypB4XqnH80o9njd9o+VSBF9v+bvmqdvr6qvNT7G/vLhfhb579sb9KvQqct9cvXwUvyOentb9UDCv9IXziMfXPD8Uz6vV55e7u///xus/l7vzeL47j/3u/NGczu7MABHGKrtEAMkqPYRyvN64kEl4SOm022sH6dQC9AQfRM7W7og5q67nb0xYr16DQ0O6iE5JBHNgDU79DukpMZiPcf3yppiIPvWK81PD+ZhTtk8Rzofcxqnh/JQV5xH9q84nPV17Szyf4pTto655PkM8b5sH6Irn1erzuvdbVok3V5/XtcX0Kewvd3H18jr2F+dx9eomzvfncXN1E/uLXVy9ur6P1tfXN/ch++rlq/u43RbSK21xvOm8edr22ine28L53fc8rDqv/r0vnr9RO217c/V5ter84vxh2yuiwzgKFsBKTKq3Syk+D7F2oK6sHapTD9O5va7qporJh56jMYG9/nobGtOvb8ef4h1yYZ/OGsbu23w4absEdVhfVzwuIayXEsab5jo1+ynB/Jjrmy8RzbuCecRyq80j1g3nEYfj+VGrziMmjeeVQ/G8ufq8T9vq80rb6vNK2+nYx7gP4fuzuL66fRTGm6dx74roEXEwpEfcxfRmED+keU306rbr99kM53dft3v0733xvFp9frk/f3Qq9/3ucUyvn9J9f342+myDsFUCOpAdk9SnyTkkRqQTrJvWDtgRaUTs3F9fKTrmd3pMJKm/fsbGdAdfbI2xCH1S3RfO+bjE+bwI6pCOUuNz6pa6bvmxsfyYUF5ZO5hHdF/ffOhq81Oi+d3fzR/O6/8+26rziEnied2QObWhp25vW31euZpogupyv4uXV9fx5uUuvv7yOi735/Hy6iaeXe7ig9rK9a6IXq3k7lqJfv94O1ak333vqycx/JD690c8BPOIx9H87r8fwnn1tVU4r76+L55Xq9Avd+d31zvf3V3zvJqnqVai74/frMBmCejApEwoD5PqxOpYqcbsSgpRO2L9sJ3i6y2V5yZFU8To5nM+NmxUr9ljTvsOpTG2ISLNfWlK+n4/4nr6BHWgBEtF8fv7W/Ca5U1DInllzmuZ3/97RzC/+97jo3lbMI84HM3bvrcvnNfjdsTwcB4x7bXO7/7/41O21//92Hh+yqnbx2o7fXuXKoaf4tFK8paIHhH3Ib0Z0SvNmP70gfa//pt2jYmU5m33hfPq6+urziOiN55Xq88j4v7a55Xq9O3VqdstfoBxBHSgl0nj/CdMRe7h1g7dEem83lJ6Xram7Xd/6kFO9bpaM2IMPX372Mdokp+pGftsRyr73NK1/Z5F9bQJ6sDUlo7bY00Rw9ssEcjr1o7ld99/2unZh64yv/v7p/dV//4xq80jhp+qPWKZVef1r0k1nvedvn2oNy538Y2XtVXmu/N4eX1z//eHVqF3RfSIaF2NXteM6RGnB7N6MH9y2z3RvHr81X9Xq84j4mA8r1afVy7Oz1pP3w6Mk/boBVhciZPGuU+OphzAU4qs4ndaz0eX6tRfpao+1Tu15nO7xKeGh64+9wlmSlDi+GeL1t4PM5yonhdBnVLsn+1ivzcVWrK5QnjTKadYj5g3kI+5n7liecT8p2bv+965VptHnBDO7x7I/f+dK57XNeP5EFOcvn0Kx0T0iLi/JnpE9K5Gj3g4rXvTVeO/h75bm7E8Ih7dfj3gHwrnEQ+rzu/+/+F4Xq0+r07ZfnH+8P8jHuarnGkQhjNqhA0rabI4twnT1KJ4auF17Ri+9usptecjovzwPZXm72muoJ6buVafwylKGgdtxdr7Z+ZVf37tD9ImqANjLRW2hzo1gB9yTCAfG8fH3M+coTyiPZY/fO+8q8y77ueU1eZt/75GOI8YH8+rfXTbuLlr9fkc9rvzuLq+iee783j/+iae7c/jg6ubljB+F8Kbq9AjxkX0iOgM6REd762Wl1xrVH992veIaA3unb+Dxnu67Tro9XAeEa2rziOi97TtzXheX30ecTcv1Xb98/35Wbwc/NPANqU1egEWkeOEcS4TpqmF8Yh0YuzWo3hEOs9FRRSfX/13vHZMHxMjcll9bsKeY+Q4DtqSFPbXrK/5OhDU0yaok4v9G3sr0AsydwSPOH6leNOccbzuUCiPWD6WR5x2LfO+72+N82PC+Yho3vrvCcTzurbjnCHzlKfMVVVh/OL8LF7d3Mbz/fmo66BHxMkRPSIGhfS2U7s/fTDtj7Ht9O99+q6D3hbNq99DRLSuOq/+vhnPLzsmb6rV583TtxtTwzhGjbAhOU0Ypz55mlooTyHMbj2Qp/AcVITx9EwVz48N1mvGc6vPSUVO46DSrb3PJj/Va8a+Ig/17a2YDmVbImIfa6r43eWYKF6ZK44/+voZQ/nd93eUxtdOOS171/cPCeYR0642b/33GcL5k68bGM+HXPc8Ytic1Zi5pIvz88GncT+0Cr1uaESv6wrpLT9h7f/Pt+2qx/KIqK2Ef/zvfeE8IgbF80Orz+vWXgABORLQYSNymDROdTI1pVieQqRdM5Sv/RpJ4fdfEcnzMOWq82MOdsaGhrXiOcwth3FQidbeb1MeIT0/VqeTkvPLXezazmPLquYO3V1OCeB9lojjEYcD+cNtLx/KK1Oflv3+a1eO5s37e3JfU6w6bzzmvnhe13fq9ohhp2+/uu78p0GqVejVadzrDp3KPeJxRI94HchrXx8RT1aj339dLR53rUq/0/VDnr5d6ArmEfEo7g8N5/d/NyKeV6vPq9O3N+emzNXAMAI6sKpUJ1ZTieYpBFvBPA2CeV7WDucR86w6j5gnnh8TQkzAQ1rW3mezLUJ6vgR1WMZaUXopc8XviGl/d3OG8cf30x/J77/uiNOvV/pCeUR3LL/7t2lPy15pRvOIZcP5k6/vCOd3/z1BPK/fXst1z+vmmtfsO0V7dRr31u97vQq9ri2iR8Sj07lHxMPp2l9PXPStRq80Y3rd05j+YH9xd3r3YzVvt7kavhnN7/7uIZJHxP21zh/9XU88b7o4HzHBA/QqezQFJCvFSVbR/IFong7hPB9TX+N8iXAekWc8hzGsPp/P2vtsuLq5tR/JnNO9s6SLZ/u4OLDalvHmjNnHmOvDA8fE8Ce3MTKODw3jj75nwGu8L5YfCuUR/bH87t9PC+YRw1aZ3//9gWje9jVzhfOI8avOIwbG85brntcdGpu3zfVNMQdWrSqva1uF3jyVe8TTiB7x+JroEdG6Gv3uC+P+3+++7+5r6qvS77+nI6Y39cX1Q9pOHd+83+Zq84h4cj3z5qrz+///+t+b8by++ry69nmX3blTucMYRo3A4lKbbBXOH7iO+frPAXlJJZpHpBHOI8Rz2IK199dQZzV6OaxOZ27nl7s4PzKMMJ21VsdPEcBbb/eIFeMR88Xxx/cx36ryu3/v/hkWDeb3D+i01eYRI8N5xMmrziPGx/Mxq8/nnOdquw56fRX6MRE9IlpXo1d/3xfSH773YTvfjOlzaQv0zftti+YR7eG8us1mXK/ieaXruufN07dfnJ8ZK8MRBHRgUalNuIrnD7Yez1NVBVor0dc3dSyvWzKcR6QRz09hQh3WYV9NyqxGL4/V6TBeaadunyt6P7qPIwN45+0tEMbv7qc/btfNGcoP3f6YYB4x8LTs9w/s8ErziPGrzdseR184j+hZdR4x7JTtESfF8zHj9GPG9G2rzLv+ve1U7kMjekQ8WY0eMSyk1yN8l76gPmalel3X7TVPL98WzevfXw/nj/67JZ7Xr3teObT6HBivrFEVQKb6rhO0lN35uhF9f362+sR8NfBc+7lo04y3gvp85gzldaeeNmvucB4xbzwXOSAva++jYQgRvVxiOlO4eLaLi4lj6VYtEbbHmDqCRxwXwp/cxsxhvDLktOsR84byyhTBPGL6aN72dVOH87v/bl913vzaueJ51+rzMfN9+13EVc9lwOvXQa+vQm+L6PWv7YroEREfXN20hvDmad0j4sn10SMaK9Jfawb1vmumn6LrNpsxvy2a17+uL5xHxJN4XqlO3V7/72r1OXAao0aARIjoj4PamhP19Wi49nPSpSvyCuvDLRXKK1NcZ+rYKDBnOI9YNp6bNAegj1O6l09M51i75xexu0wr/G7BHHF70P1OEMCf3OYRQfzR988YxyuHIvnd1xz+3Ry634Onh58xmPd9/RSnaW/9vmbwjuGrzp987dB4noDd2dn9PNOhVehdDkX05m13hfS21ejVvzVXgbcF9eh5yZ4S17tWvTfvvy2aRzw+/XtfPK9f8zwinpy6/fn+/Mmp3KvTtwPHSWuLDBQvhVXGdVX0SeVU7qlE9IqY/jQkrv38HDI2CpcW3JeO4n2mOkg5JQCMDecRacdzABjKavRtqGK6kM6WrBWklzBH9H5yHydG8NbbXCCMRwyL44+/fv5QHtEdyyOWD+ZdXz9ktXnr/RwI53f/PWzVecTIeD7xqdunNGYVevX1EdF5TfTqeyOi87TuEY9DekR7TI94HKu/Xq1ib5kgad7+sdpuu+3U7m3hvO3U7m2rziPa43nz1O1tq8/352dHzQ/B1pU74gKSlVpEj0grpKe0+llMf6otLq79PJ0ipeCcs6k/0XvqhH+K4TxCPGd5V/lunoEJWI2+HUI6Q5xf7ouOz3NbIm6PMXUIPyaCd1kijt99z/DnZO5QXpkqmPd9z9BoHrFgOI8YF88bj2toPO/Tdfr2Y9RP4961Cn1sRH98+3eTFlfXN/eRuC2k18N016nd7//96uk10NtWp0f0R/VjdF0H/clp3FtWmzcfx9h43vy+Stt8n9XoMI5RI7CKahJr7RjalFJIjxDT2zQnQFN4DfUNQNd+3pjeXAcca0TziON+nmPi+RRMisN6UvwAJAxlNfp2COn02T27jN2z6SIp/eZY6T3oficM4RHHxfCmueN45ZRrlD+6nRNC+f2/dwXziNGrzCMWiuYRg8L53d+dEM+bt9UTz5vmXH1eD+XHGLsSPeLpKd0j2kN6RPup3SPaY3pEe1Cvvr4reJ+qL5i3fU1zxXnE03Aecfd7q+ZumvG8fur25upzwRxOI6ADq0o9pEekGdMj1g2zbaFurajeNRmaymvq0GBVYE/PkgcYU0zmn/KB6SXjuXDB0qw+B+qsRt8WIZ2SrRWm5zR19O4yRQyvHBPFH753njhet1QojzgQyyNmD+b3/5ZDOB+x8rz13yc29FKSQ1ah393esJXozeuiR8RRIT3iabTuC+ptXz+lQ8E8on21ecTDzx3Rvuq8/vX1eF6prziv///m2HetBRGQo/JGXECr/dndn1Qnk1MN6RFPBxaCertmxFtzlXpE+mG9MjRgrv38lmaNT+FOOWG/dDSPOO0ga4qf3QQ4Y6Q63gHWJ6Rvy9WtMQQPdhf7IuPzkpYK3YdMGcIjTovhT29r/jgeMe65WCyUVyYM5n3f1xbMI0aeRv7YcB4xezxvWvoYp34a96ZjI3pE9K5Gjzgc0iPaT+9eGRrU+7y8ejqpOfT72wJ981Txh8J5xPB4Xr+trtXnrn8OxzFqhI1JOaJHpHWt6y6C+jBdg7NUw3pEuq+5iOOi59qvgaWkeEqqOSblTz3gOeX3tHY8h6FSHuMAaRHSt8NqdCq7Z5fJBOAtmTp2D7F2EG+aO5Df38+AUB4xYSzvuX75ods5JphHdEfziNNWm0ccH87bvnd0PG97PD1f05y/WmJusu8U74ciekT0hvT69x4K6W232XYt864V6hEPUb3LoVh+aBV72+NpXqN8aDivf29XPO9afQ6cRkCHDaomDlKfZG6bzEoxcOYS1CtrR9WUTv/elGtc7zJHWK5ePylG6zXNNfk+xaeE1wrnEdP9Xkx4M0Tq4xogTUL6dliNDnfWCNpjTBm/22//9CBeOfZ3OWccr1tiVfnQ21oqmPfe5hrhPGJYPD9wO0sd6zQj+dBV6BH9Eb3t6/uujX533+0hPaJ9VXpEPLr9sVH9GG33UWk+tojHP0NEeziPOC6e71t+pPr4tn6bxr0wTNojJmBWqa9Gb9PcwacYNduCUypRPaI9pqUY1Ss5xPWINF+Lc9h6OJ/7IGPK02qd+lyJ5+Qkt/EMkJ76WM6kYrlE9G07v9wnH49zNXf07r/v9YN4U0qB/P5rFwrlj74uhWgeMfg07Xd/Pyyct93GXPG86dDq8+YcX3NebX9+9ug2mtcn74vozX8bEtHvHtPw1eiV5qndI/pjev326w5F9am03XfE02geMS6c3/39sHhe/ffW5+5gKkaNsHH1yYMcJ59zCOoR3SEqlbCeYlSv5BDXI8ZNtKb6OmWdCfOUonnE6eE8QnhgWTmOX3Jk38WWNF/v9mtlEdEpzZrx+lRTxu8ua0bxR49j5kD+6PsmOv364NuK/lh+6Hb6gnnEdNE8Yp5wHjFdPG9z6vHO7nza+bOxET1i2Gr0iMdzkX2r0iPaY3rlUFRv+qDlmudNQ26n6/FEPH7sEd3hvH5fVTivf33badtb7+/1bbr+ORxPQAfu5XJq9z65nPa9kvJq9b4QJ66fRmxf19qT4HMcvAjnbFXOY5ac2BexdW3vAfu8vLku+jbtn19kHZtTs0T8bjP1WQRODeOVYwJ5xHGRfPBq8sqEsfxQKB96W8euMj9421OE84hBp2u///sB8bz9PgaG+JGaK8qn0DyV+5CIHhEHT+keEYNDevP22mL6/fd0TLy83zFZODSOD7mPSjOYRzz+WSK6w/ndv3XH88f3c/e/Q1afTzHvA1sioANP5L4qvamEqB6RTliPSPf66nWHImXKgb3u2MnZlF/jU0p98nrOT/pOeUquVOO5SW26lDA+ycFW9iVwDFG9DFajU4K1QvYxljqF/lRRPOL4MF5ZJJBXFl5VPub2ZlllXpkqmkdMvuq88+sG3t4xxz3HzM0dOo17xLCIHhGjTune9X31+Y6xMb3SjOoRh6P3KdoeQ8TTaB4xPpw3v2bsqdud0h2OI6ADvZqTCaVMWHdNbqU8UZxzWI9IK65HlBPYu5jAXcfcp8aa+qBnqk8fi+dQjpTHQpC6vvePsVm6RPTt2D17llVsTtnS15KfMohXTg3jlVlPs940MJAfcz9TxvKIdYJ5Ze5wHnHCqvMTHbr++VDN66C3aYvoQ75m6Gr0iMMh/e5rD8f05u1HdAftiPa4fkjf7dW1BfOI9vmc5oryY+J562N1+naYhIAOjNI2sVBKVI/Ib7V6RB5hPSKvuB4xbJCZe2TnNEsdiMzxSeEpT9slCLC0ksYdqUh9rAMlENfTJqJTmqUD91BzhPCmtcP4o9tYKJKPva+lY3nEiadljzg6mt/92/DTtB+6vc5TrJ+w8rzra1M87mmuQo8YFtEjhl0bvfreytCYXt1+U/P+Hn6OaSZ0umJ5pWs+Z2g4b35tWzwfcup24DhpjqaArJS6Sr2SY1SPSPv66k25xfXK0PG20J6vtT6tO9eBTy7h3AQ2bUobX6wph3EMbIm4ngYRnWOkGqqXskQQj5guilemiOMR859qfYr7WyOWRwz7Hc8Zze/+fZ1w3vv1A7+27dhn7jF827XTh5zKvevruk7pHtG+Gj0ijo7pd9/79PdzKHBPrW8upy+aV7pWnUf0x/M6q89hOtse5QGzqCYdSp7oLimqR6Qb1iPyuN76IWMHrYL7slI5qJjz08JThvMIk/mQmxzGKEA7cX1ZInrZzi/3mw/elaXCd5epg3jd6nG8kmAkH3sfQ2N5xDLBPOKEaB4xbTiPGBfPj7n9hHVF9IgYvBo94ukK8WNj+t33Lrc4Z8j8TTOAP3xvfzhvfm89knfF877HU/1bc17IeAcOy3MLDWSh9NO9NzUnsHKarC4prEfkFdfbCO7TSSWOt5n79FpTR/PK3JP1DuLgNDmNP4DTiOvzENFJ2drhu8+cUbySTByvLBjJI8aH8jH3NXUsH3zfCUbziAnDecToeD7H3Onu/OncUdt10LtWoUc8DeNtEb36+iGr0SO6Q/rdYxkW09tu9+ltLbNjHxPNI/rDecT4eD5k9bkxIgwnoAOLKv1073W5rlKvy+k08HWHBsa5B/amuSLx2mE+5fh9jKUO2HIN5xEmq+lW8njhVLmNLYBldG0bTJoOI6IztZTDd5+covij25wikB8Zx6d4HHOG8vuvn/BU7KMewwTB/O5rDtzOHOE8YrV4PteYf2hEjxh+Oveur41oX40e8Tgkj43p1e12ORTXx+q7r7quaB5xOJxHDIvndcZ4MD0BHVjVFk73XpfzKvVKrlG9ruTV61MqLWAvaalYXjdXOI8Qz1nPVsYHY+Q4dgDSIazDU7nG7bGWiOF1c4Tx+9teeQV53ZKR/Nj7m2N1+ajHslQ0jzg6nEcct+q89/smOm171757zrm4qSJ6RPsp3St9Mb0tpN89tv6Y3jQ0eE9hTDSPOBzOI/rj+aG5pzXmpqAkAjqQhP3ZNifJ6xNVOU+IlxDVK0MGlyI7dWsekMwZzSNMprOuLY4L2uQ8PgDy0dzWGANYhV6i3bOLomL50kG8aa5APlkcj1g1kN9//4KhPCKBWB4xWTC/+7rTovmh+zp2xfnB7z0inud8/FNF3jEhPaL71O4RT4PzoZXpTUPi+rH67reuLZpHjA/n7Y/h6anbI9oXw8w9dwSlEtABElFKTK+UFNWbtnaKeO6k8sndpQ58lpw4NzlNU86TR1MoYRwA5E1QvyOis7S1o3hEJivHm4TyYd+zYjCPSCeaR5wWzg9+fyHxfMwq9ErXavRD33doVXrEsKBeNzRyT6krmFeGhPOIp/G8b+V5VzxPZQ4LciagA8nY6ir0Nm3XICpByVG9buwgVXBPQ8oHF0t+WnjpCXKT0jRtdSxQ4n4fKEd9G7XVmA5jpRDD6+YM44/uZ45IPkEgj1gvkp9y38eE8ogZY3nE4GAeMeGp2SMORvMh97dGOD+k7/hnidO3981BHhvRI8avRq8MiekR7bH6UFSf0qFYXuk6hXzntcxHxHNgXgI6kIytTph3KTWiNzXDYIlB/RDBfRm5HWQsfYotk+GkYItjgS3s64GybC2mW4W+balF8C5LxfH7+ys4kkecFspPeQxLxPKI9YP53ddNF82H3O+s4TyiN56nsvJ8dx5x3dGXj43oEd0x/NBq9L7vrTTjc19QjzgctYcG9qFxvEvfddeHhvO2r23Oax06dTtwGgEdWN0WJ8uHqgZCW5pc74uGW4zrbeYKwamG+dzC97HWvCbVWpPfJqOp29J4YEv7daBsW4vp5O18f5FNEG9aOpBHpB3JK2uuKD/1/peK5RFpBPO7r102mkcMCN8RycbzXI4Zjl2NXn1v5VBMjxi+Or3LqWG8TV8srzslnEf0x/O+r63PNRmrwTgCOrCKLU2SM52uwCisT2MroTola0bziHUPnsRz6rYyLshlEgzgGNU2rsTJWavQmVsRK8griUXyiHVDeUQ5sTxiXDC/+/rlo3nE6SvOB93Gqavee6R23NC1Cr0yZDV6RHdIr99G3+3UdYXrY8L6UENjeaUrmke0h/Ou7zkUz60+h3kI6MBitjI5zvKEdXKwdiyvW3ti2wQ0daWPD1Kb/AKYW8khHfqssUq8y6yBvJJgKI/YViyPOPLxFhrNIxZacR5xcjw/5RhorrmuQ5eSPBTRI/pXo0cMC+nV7dQNCeqVsZF7an3RPGJcOI8YH88tjoHpCOjAbEqfEF+KiffjOR08a0opmFdMZJOakscK9t/A1pUW0q1C346UQniXRQJ5JdFQHpFvLI9YaHV5JZVgHpFsNB91WzPH8zmPI/qugx4xXUSP6I/eQ0N68zYP3e7SDsXySlc077uNthA+dkyV4rwU5ERAByZT8iT4kky4L0NcZ0qpH5SkNHFt4plKqeMG+3GAx65ubpMai7BdZ8+ei+NNE8fxupRCecS6sTyirGB+9z3TR/Oxj2WqcD74VOsTXHO9hGOgIRE9YlxIjzguptfNHdaHxvJKXzQ/dJtD4/mY1efGYjCegA4crYRBX2pMuqdhaAwV2rcn9VDelNoBknhOyezDAbqVthodhlg0hHeZMZBXpv45p4jlEXkG84hlTskeMfMq84h1o3nEoivOh97WkHnUQ8cUS8xDHVqFHjE8okccPq37/f0eEdOb97O2IdE8Ylw4jzgunuc2fwUpEtCB0YTz6Zl0z5PQXp4SDjBSnZgWz6kraSxhHw4wnNXopCyJ4D3UAmG8KdVQHjHNY8sqmEdkH83vbj/xcB4xyarziGni+RBDo/YUqmA71Wr0umaIPiaoL2FoMI84HPhPiefAPAR0YJCSJrpTYcJ9O46NssL79EoI5F1SnowWzymVfTkA5OPs8ln6kXyFMB4x/4cHpozlEeuvLo84PphHLLfKPGKBaB6x/mrziFXC+ajbm8BUc0SHroMe8TC/MOR4Z+xq9Ijxp1tvC9VLR/UxsbwyZFX82NOut8XzvtsAjiegAweJ56czwc4xTo29pQb4kiP4MVIO5xHiOU8ZVwBsW86r0K9ujW2oWSl2j7HkBwamjuQR0z3+LIN5RDHR/O4+MgnnEZPG86HHPlPNG46J2VMasxo94viQXjcmaPfF9mPC+CFzhPOI4SvPzZvBNAR0oJdJ7uOJ5qzNgLlcuUw6m2AGACAZu8ssovcQa66knyOUR8xwiviVTsl+//2JR/O775n3FO1397FuOB91uxM/1qXj+RyGXA+9bmzAr4fmU2L6IXNE8rox118/tFp8bDwfsvo8lzkkSI2ADjChlAe9QL5yPNgRzwEA4E7yp45/ba44/ug+ZvhdTLHCPGIb0fzu+4TzJyY+ZfvU8XzqMwwOOY175ZiIHjH+euxtEXrOqH6KMcG8cmw4jxgXz4cspjFfA8MI6EAnq8+HE86BqeUYzSsOxuizPytnjDHm2oAAwLqyuAb6hJaI4Z33PePvOZVYHnHiz3nCtbMXWW0eMetp2iPmC+ejbnuG0L/msc6o1d8zRvSI40N6XSpR/ZhgHjHN6vBTVp4DpxHQgU4lTXDP7ZiBJEBdzsG8IpyzVUI6wHAljHlgKWtG8EOW+DDCVLE8YppgHjHBz536avOItMJ5xOqrzsfc7ph51NyOHY495pkipNcNjdlDQvuxYfyQoXH72Hje+fUtN2fcBccT0IFeIvpwIjowRmkHMeI5Y5Q6vjAWACib8U7+Ug7SqVh6lf6UkfzR7aYSzCMWj+Z335vWadrvvyeFVecRWcXzMadvH3sN8iVNHdIPmSuOtxm7GnzIfFBfPLf6HJYhoAMHVZMEJU50T60+ADKBDkSUF8qbTCTDY8YCAN1KHxeRtpLjecqnpp8rkD+5n5SCecTip2i/+775V5vf3c/M4TxivlXnEbPE81yNOY175dSzb9Xjb6qxf4hjIvap4bzvfodc+xwYp+w9ADCpUleLzaU5KDKJDuXb0qSwcM6ptjCuENMBHmxpnAR1KcftKSwVyO/vb6JQHjHDc7NCNL/73oLCeUSW8TznU7cfE9Ejpjn7VjMGpxzUT1n1PXQMdGw8B+YhoAOjbGGyey6COpRly5PA4jlT2dK4wnXSgS3b8riJdJxdPC8+Zk9h6SDe+hgmjOSPbjehYB6xQjSPOCqc391fWqvOj7p9K887nRLRI6Y7xukKxEuG9Skj9ZjxzynxvGv1ufEXnGZbewJgElua7J6ToA7pc7DxmHDOHLY2rrAqHdga4ymYTwqxe4y5wnjn/SUWzCNWiuaVVFedH/E6njOe5+7Y66BXATeFkN40R1ifczX3lOE8wspzWIuADhylHlG2NOk9J0Ed1mFSt59ozhK2FtErVqUDpTPOIiVn+4vsgnNOlo7jj+57jjMLTLgCObdofne/R16HvYB4Pvb2xx7HTHHq80OOjegRx69Gj1j+w8IpheVjxjxTxHPXPof5COjAyaq4ssWJ7zlZoQbTM4k7jGjOGrYa0SOEdKBMpY27jI/YqjXDeN2sp9+f+HTdpwTzh9soPJxHJBnPlzB2zL87i7g+4jBhrYhe2cK85rFjnSHhPOK0eF7aOAzWIKADkxHS57OFQSdMzcHCeCaGYV1LrEYBmJsxGCwnlbh9qkWvTT/Tta1PjeYnB/OIo6P53f0vGM4jlonnR0j12ue5RvRKSfOap45zpornwPzS3CMAWRPS5+VU7/CUidrjieakZMur0CtWowO5Mh4jdWfPnhcTnHOyaBxvSjSWP9zOutH87jGccHr51ON5gqvPI47/0OxaET1iupAekWdMn2qMMzSeD7qtIx+SOSAYTkAHZmMSfBk5DjzhFCZnT+eACQCYirEZbM+qUbzNjKuGp4rlD7c30WPdSDg/+v4SjeeVpc88dUpEj5gnpEeku0ho6rHN2HBu9TmkQUAHKIiYTmlMyE5DMIf8OJ07kKotjs+MpchdcsF7jIVOqT11KH982/lH84gTT2++ZDwv2LGr0CNOj+gR84X0St8YY65joznHNcesOJ8inm9xrAZzsAcCZmUV+npS/RQndDHAn5aJXnJl7ACQHuM0OF7W8XpOK4bROWP53e1P+LOdGM0j8gznJ91v4qvPK0ufyj3iIc6mHtLb5DYWmTOeH3v6dmAcAR1gIwR11pbbwU6ORHMA4BTGa08ZX5Xj7OK5mD23xFYLzx3KH+4nrWBeWTWcR6wTz09w7H2u8QHgKqCmEtIrSwb1VB17nXOnbYf0pDWqAWAxgjpTMtm6DhO6UDancQfmYNwGDJZYEO+zRCyfNJTXJRTNIyaK12vF80xWn1dOHe+fsho9YrqQfv94avF4izH92Hg+6j4M42Ax+YyCgCw5BWs+1rjOEHkwyZoOwZytcBr3ByI6MJQx2/SMvUhSRlF7akutKL+7r5l/zxNG8wjhPGdrR/SI6UN6xLZi+qnh3OpzSNM290rAIkx8l+PQZJyJ/XyYWM2PiVugbdtt3wtlMlaDhGw05i1tySje/RgWeK4nDuYR0/3uJgvXJ8TzSaz4Wjr1A8BTRPSINEN6RLkxfYoV5+I5pMtIEJiFeL4tx070mfw/jonVsgnmcMcq9H7OHANpMT4rjzFZgc53ovgCUgjifRaJ5ZUEV5k/ur1Swnkhpjjz1BSr0SPmC+kRZcT0JU7V3nq/A8YmxqQwHaNGYHImuxnKoI6tMzELzEFchzvGmhzLGI2tSz2CD7VoLK8kvNL80W0mFs9LOH37FB8AniqiR6Qf0iPaQ3TKUX3qcG71OaQt/z0TkBTxHKCbyVgYp3rPGF9Mx2VZWIOQTU6M11hLKdF6DauE8ohZYnkl6WheSSmeJ/L+SSWiR0y3Gj1i/pBel2JUn2PFuXgO6RPQgcmY3AZ4zAQsTKP+XjLemJfQCWyVcVv5bncXInWGVovjbWYM5hHzfYgi1XAekdbK87Obq2QeT4oRPWLZkF7XDNhzBvW1Ts8OpCeNPQJQBNcqBbbKhCssx3gDgCkZx8FykorhQ8wczCtbDOcRacXzyhQRfarjlSkjekQZIb3SF7nHxvU1gvkxq8+HXP8cmFZ6eykAgESZYIU0iOgAnMq4Dk6TXQwfYqFgXpnzjAji+bpSi+gR84b0iPViepMV5MBUyt5TAQCMYCIV8iGiAzCWsd623e72ZUZfjrNwLK/MfRmBWcJ06vE80UszTBnRI2LSkD5lRK+svSodYGpGjcCkXKMUSJlJUyiLiA5AF+M+4JGVgnlFOM/HlNdCn/J4JfXV6BUhvd8xp28H1iGgA7MR04GlmCCF7TLeACDCeBBoWDmYV7IM5xGzxfPST93eJtWIHjHfavSIu1AsogM5294eC1hFczLDBDfQxeQncCzjDYDyGSsCTyQSyytzR/P7+xHPs5F6RI+wGh2gabt7LWBVfZMeJrshfyY2gRS0bYuMMwDSZhzJbHaX84XW65fz3O7WJRbGD8k+nOfq+tXk10Gf8jTulZQjeoTV6ABN9rZAcsZMmJgEh2mYqAS2QlQHWIbxJZuydOjNJdhnFsCPJZwnQESfxNwRPcJqdCAf9rpA1sR2tshkJMC0jt2uGlssw36vfN5L0/O+gcJtJEynbKlofn9/S8XzmU7fnqscInpEZHNd9Ihtr0avPkQA5EFABzZj6kkkE330MWkJUL6ptvVjxxT2MZTGaxqAHCwdze/vt5B4PkeMfmSGVegR6Uf0Ocwd0QFyIKADHCmHib6UB+NzyeF5AYA6+y4AgHStFc4jFj5t+9XL/FegZxTRpzTH6dzntNVV6K9ubq1Ch4yku9UH4GQm5AEAACDidmcalPE2E88XskiIziSiT70KfeqIbhU6sHXl7YUBAAAAABqOjaFn168mfiSkbM1ovqqFVp+L6A9EdIB0CegAAAAAAB3GBFWxPU+bjeYrSf2U6H1Sj+i52Opp3IF8nK/9AAAAAAAASnC7u3j0h/R5nl67ern2I5iWD7OQoGM/NOBMALA8AR0AAAAAYAaCero8Jy0WjOhnN1fz38lMEX3qx74/m/C2zie8MYANy/M8KQAAAHCiRSZuGS3XU7oCDFEPtk73vh7hPA2uh54+10Gf3qub27iY6YMOVze3PkQBEyl/Cw8AAEDShGzqcnk9bGHSHJjX7e5CRF9BDvF81X3M1cuI/eV6979RU14LfX9+FleuLw5wEkd7AAAAREQ+4RJSkPL7RdwHIBc5r0KHJV3f3p0RAFiGIyoAAIBEpRzogHStse0Q7WE8q8/psvrpwa1CH2T154lszXkad2Aatu4AAAATEbyBrTp2+yc8sFXi+TpyOH37FgnRd6Y8jfuUXAcd2CJ7JQAAgA6COMC8Dm1nBRUAAGBpjkIAAIDNE8oB0tS1fRbWgWOcXb+yCn2o0k7jvrHroO/Pz+LqxrLxlDmNO6TN0QYAALApYjlA/vq25eI6QH6cxh2AlNgjAQAARRPMOYlr1I6zoZVdpKu+3RdjgKZcVqELynnwPAGUyZYdAAAoknDOPRF8OXP/rjMIHqRFTAeacojnAG2ubyN2zvoOi3DkAAAAFEU43wBBfLvmeu7FlE0Q00nJ7e4izuzPSJ3roAOwUY4WAACA7InmhRASWMuUrz0T81mo9htCOmsS0eExp0OP2J9FXN2u/ShYyqub27g4t6QcUrTtvREAAJA14TwjAgFbMcVrXYRfjJDO2kR0AID0ODoAAACyI5wnTASA0x3zPhLdTyKksyYRfTmuf36Eq5d3/7vQqdxnX4U+w2ncU105vz8/i6sby9kBjpHeVh0AAKCHeJ4IE/2QlqHvSfGoV6oRhPJVYVdIn4dwPoEFr4eeY0SfktO4c4qrm9vYOy08nMwRAQAAkA3xfCUm86Ech97PCQeFpYjorMlq9OnlHM+T2x6VFNEnltvjBaCfLToAAACPmbiH7ep7/2ccocYSQliT1ejTyDmc1215ezTrz574KvTU7M4irq2Kn8Wrm9u4sGIcknO+9gMAAAAgISbrgS7Xr9r/FMpZT1jb7e7i0R+G8/uaUXVN9IXMui2eeB825WPdT9RTncob4Djb/OgaAAAATxUcwoAZNbcdBYWrLa/8JD1tUdgq9ceE84VUEb2E07lPvBLdfgOgDLbkAAAAiOfAdAoL6mIIKesKxlsK61uI5sluhxa+JnpEzPN7SPR07vuziCunTd+EMadxv769O6U+MK8E97oAAAAAFKOAoJ5svIIOpa9W30I0b0p2O1TKavQJI3qyzxWDXN88/u9dQRdCvrqd7vIAUDpbcQAAgK0raEIdyEC1zdlgAIM1NaPzmkF9iwF8CkmH2QVD+pYi+hSr0PfnZ3F1Yyl7XTOSD/nakkI6cFiie1sAAICnbs/396dvZELVRKGQDiypvs3JIKYlHa7gCFOc/l0IX17y26KFTus+2yndE4zoJXq1UtAfE87bvldEh+2w9QYAALIios9odyGiA+uwKh2SIYqnL/kwu/C10UuP6K6FPo1T4nnzNuYI6WOugw7Mz+dlAACA7Nye79OeNMyZSXNgTYl/iMcHuIBUnN1cpb1Nunr5cFr3mc3ye0h8fzTWfuNhdop43ry9qW8TSIuADgAAwGO7CyEdWM/1q6TDRdLBCticLEL6AlKO6FM8tn1B/XvJ07fPHbpFdCiXgA4AAGTLKvSZiejAmhKO6ACpSTqki+isYKm4bTU6lElABwAAACBNwgXAKCJ6mj+/VejLErSBUwnoAAAAAKRLRAcYJdnV6LlG9EL2Q1u4Dvqaq8GnuN+hp7e/Xu4s+LBZAjoAAJA1p3EH2IBC4gXAkpKM6LmaYD/k+Zj3+ucprDpP4TEA0xDQAQAAaCdYAbQSQYBcJLe9ynUVeiKcxr2dcA1MzVINAAAAnhLPyVyqE+fOmgHA0s5urux/pnD9KmJ3cdJN5Pxc7M7SPHV4avH8+iZiZ+kqZC/PLTUAAADzEM5JTKoh/Fh9P0+uE+oAMMrVy4j95dqPYpP252dxNeNp1AFK4cgMAADIWmlxbTXCOSvw/n2s+fsQ1AGYSs4rn3lsfxZxpYFHRHqrz4Fy2GMCAABsmXDOzETy49V/d6IHAKfaWkRP9edN9XExnVNO4/7q5jYuzl3sHtZmKw0AALBV4jlHEsWXV/3OTbinwfMAsFETXAcdgPQZ7QMAAGyReE4LYRwgb2cj9u+3IuDm+PBPOU45jbvroAMcZo8JAABk7fZ8L/qNJZ5vjvdIOTZ72lehjxOdXV+NistLaAvYqT1GgLrdWcT1Ce394vwsXon3QAY2eMQFAACURkRnq7zut2lzEV08p1BrxnKrz7cnqf3G/nLtR7C6ze3LATJjCw0AABRBRB9hd2EVeka8rgGAU2w11G715x6ilNO4784jrm/WfhRAiexBAACAYojoA4nnyfM6htcSXCUryFCCvtXvVqeXZcvbrNJXeZ9yHfRTpHYa9xQj+u78+O+9OD+b7oEARyt37wEAAMBT4nnShHOGKDkGPCLiweLE8zJsZj/BSUpZhR6RZkQH8nbC52AAAADIiniepLObq/s/cMhmooiIB4u63V2I55m7Pd/f/0nagtc/n+13MdGYeoqx336lxcq7E+93jlXWp6z6ntISj+PU3z9wWOJ7UwAoy5Kn1lrrIApgTQIkufBaZazkg8hGeB4ojWiepyy3RQuGc7Zr7ZXoqUR84HTezrCwH/3RH41v+7Zvi+fPn8fHP/7x+Omf/uner//CF74Q//g//o/HG2+8ER/72Mfi+77v++L9999f6NFC2a5ul/9T+s+X0s8PtDMW2TCrz1dnpTnHyjKUnELQK5qxSBqsOM9HfWV5FivM24jnndYeF+5PWAme4ir0iLuInWvIdv1zSEeGe1vI14//+I/HZz/72fjiF78YH//4x+MLX/hCfOpTn4qf//mfj4985CNPvv6/+W/+m/jTf/pPx4/92I/F7/t9vy9+4Rd+If71f/1fj7Ozs/iRH/mRFX4CSIcYm6epnjer6+E4xiIbJp4DuRD0imYssj7RPF1ZhvFDVgznRf4+O+zP1psn251FXJ9w3xfnZ/FqpuuwVxF9qRXpuUZ7oJ23NCzoR37kR+KP/tE/Gp/5zGfid/7O3xlf/OIX480334wf+7Efa/36v/7X/3r8/t//++MP/aE/FN/2bd8W/9K/9C/Fv/qv/qsHP50NObOSmSG8TuA4pY9F1l69kSzxPBnZrx5jcZt7rSQe9jb1XMxk1bHI9cuHPxtSrTS34nx9bSvJix4XWHWejVNWoUekuxK9MueK9Oq2c4nnFqTAcJm8rSF/L1++jJ/5mZ+JT37yk/d/d35+Hp/85Cfjp37qp1q/5/f9vt8XP/MzP3N/YPhLv/RL8RM/8RPxL//L/3Ln/XzwwQfx4sWLR38gFYInSxPa4UHpYxHxnBwVPWnO0Tb7uhD2ipfUWKQe0wsK681YLpgv51Ac39Q2fX+5ejzP7fc9xbFM7mF0iVOXTxW654rmTt8OaclrTwIZ+8pXvhLX19fx9ttvP/r7t99+O37u536u9Xv+0B/6Q/GVr3wl/vl//p+P29vbuLq6ij/2x/5Y/Pv//r/feT+f//zn44d+6IcmfewwhAhJzvpev7kfhEKl5LGIeE4JmhO9Xtfbk9tk/6REvk3IYixSj+i7/FbPnl2/Es0nsOnt8bGsNs/e/vwsrk44lfqpp3KPeAjIc53SvXIofLed8j2lFeanrvgHhknobQ80/dW/+lfjh3/4h+M//8//8/gbf+NvxH/33/138aUvfSn+o//oP+r8ns997nPx3nvv3f/5lV/5lQUfMSWzgpet8rpny3IYi4iMlGqTK9Y2avPPcyaxb9PP0YpWHYsUsCKdx4asEvdeH6FaaZ5YPN/yc3jqAoC1T+VeWXsldn2F+VKnZ5/yZz71eQTubHdvAgv75m/+5tjtdvHuu+8++vt33303PvrRj7Z+zw/8wA/EH/7Dfzj+yB/5IxER8U/9U/9UfO1rX4t/69/6t+LP/Jk/E+fnT/fez549i2fPnk3/A7AJgiCM0/aesWKdVBmLQL6sTi/Plif3H8kknjONLMci1y+zXIm+JbanC0gskJO2KVaiR9wF5blXoqdi7Q8MAO2sQIeFXF5exnd8x3fEl7/85fu/u7m5iS9/+cvxiU98ovV7vv71rz85GNztdhERcXu7jQEE87GaFubhfUWqShyLiIgD7S5EqsJYQZcnz01DRtslz9k0ShyLpKL0a57b160g0dXlJZvq2GbtVegR065ELz0uj/35nL4dlmOUAQv67Gc/G9/zPd8Tv+f3/J74vb/398YXvvCF+NrXvhaf+cxnIiLiu7/7u+Nbv/Vb4/Of/3xERHz605+OH/mRH4l/5p/5Z+LjH/94/OIv/mL8wA/8QHz605++P2CEQwQ8WFfzPWiFOmsyFtm4+qT69av1HgeLGRoWfBhleqLOAYVGPg7LciyS6Cr00mK57ebKCgnlXkfpmGolesS2VqMD6bBHgQV913d9V/zar/1a/OAP/mC888478e3f/u3xkz/5k/H2229HRMQv//IvP/pk9fd///fH2dlZfP/3f3/86q/+avxD/9A/FJ/+9KfjP/lP/pO1fgQSJ5ZD+gR11mQswr2uSXdhfZOGTDaL7O1M1I+UYfDzHE/LWGQaucZz76cVFRLI+3h9PdifnTZHuD8/i6sJgvXUET0iignppa+shxKc3TrfERTtxYsX8eEPfzjefeedeOutt9Z+OExILIfyiOnLefHiRbz90Y/Ge++9Z/84s7nHIqLeQoR1Bij1/WhCfiKC3yPGIsupxiL/z//x/4m3PvRN428gsdXnqcdz28yVbCCQd1ntNTfDe3HKn2WKecMpInrEdBG9LueQfmw8H3r69r7T8NfnnYxFoJ8RDUDihHLYjur9LqQDyembIBTXeW2KSd+5Irygs7LEg18Xr5uNSyycR6QVz70/ZrDhCH4sr8N5pbgSvZLrivS5V55PcQ174I49DEACRHKgzmneYbjmpFmpK2CTdsxkvuhOBxPhhUko9sEgovnT+7ddPkz4Xtzqr8sN7d+mjOgR84X0iLRj+qnhfOjqc2A6RkAACxHJgWPVtx9iOvTrmkwT1hMzdtJRcIf8ZB4XVo8zzC/BWF4RzVcggidvC6/Ls5uryX7OU6+D/ui2JoroEfOsRq80I3UKQX2KFefiOayj/L0OwMSEcGBNYjocR1jPnOAO+cg8nEdsI9Js0u4y2WgumJ9I/C5acq/PjPZzKUf0iPlCemWt1elzn6YdWEZiex+AZYjgQAlcMx1OJ6wXaujEptAO08koKEAKRPMRBPLNyer1mbhUI3rEvKvRm+ZenT5XNB+z+tz1z2Fa9kRAtkRwgDtCOkxvyKSdyF6AMfFCbIduBcVz0YY5rB3LK8m/voXyzUr+tVlJ5L28pjkiesRyIb2Swypxp26HdWWyZwJKJ4YDnM7p3WFZQyf6hPZCHJowFdjZosJCQjYBh+SkEsibkn1NC+Wbl+xrs0ui7/GhplyFHjF9RI94HIuXjukpGhvPh6w+N08E42S2pwJKIZgDzOvq1sERpMJq9o3omlgV1ilN5hGhS3Yxh9mlGsW7JPcaFsl5LbnX5hiZbQeWVAXbqUN6xLZjulXnkI6M915AbkRzgGU5tTvkQ2QvWNvEq6hOjgqOCFnHHUbLLYw3Jfd6Fco3JbnX35wy31Y0Tb0K/f52Z1iNXrelmH5sPHftc5jHhvZ4wNIEc4A0WI0OZRgzYSm2J85qdXJRWDxos6kYtHG3u30W8TzJ16RIXowkX1+pyWA7caxcI3plreulz82qc0iTPSYwKdEcIE1Wo8O2HJocFdgT1ZywFdRZQ8HhoElIYinZvdYE89ll95rYig3sA+eM6JW5Y3oJq9KniuZWn8N87KmBkwjmAHmxGh2IcMr4bDj9O0vaQDSoE684RfavH4H8oOyfY8bZ2D5wroh+f/szXh+9qS1EpxzVp1xtLp7DvIwEgKOJ5wB5EtGBIaqJYyE9MbsLEZ3pbCwYVISx7drcc7/BUL6555jjbXQfWJk7okcsuyq9ritSLxnW5z4tu3gO8zOiAEYTzgEAtkNIT5CIzik2HAyEtW0r9vkvNJIX+3yxrg3vA9e25Kr0LmOjdltwT+F65cfEc4soYDwjEWAU8RygDFahA2MJ6YkR0RlDMBDjSE+h4buL9yCryGz/t/T7ZIlV6E/uc6VV6cdIIZbXWXUOyzJyAQYTzwHKIqIDxxDSEyKi0yWzYDA34Y6TbSx2j+H9RXLsA0ep5gTWmPdNYVV6LsRzWJ4RDgAAAORIPKdOMGgl7nFvdymEj+T9Q7Ls8yZX/3D9mqvS7x+DqB4R04RzCyfgOEZBwGBrDqQAmIdV6MAQVpsnQCynjYDQS/xjy7z+yc6G92mpvV/XXJV+/xg2HtWtOIf1pbVlBrIhpgOUQ0QHKkJ5IsRyDtlwZBgqtRgBQ3jdkiz7ndmk/L5Pbf639Kg+RzQ31wPHS3frDGQjtcEUAOOJ6LAtQnliBHOGEC/gJLfnu6RDFTxim78JOW2TUliV3qYvOqcc160wh/Tls4UGspDqYAp46tQDCYP98ojoUDbRPBFiOWOJKKPlFCSADNkus2E5LaQ6Zt6qpLky8ztwGkcUwCyEdJhWip+aHfOYUjqAoJ+IDuUQzBMglnMscQbgeLahsIicYvpQpcxfmdeB0wnowKzadtalDKhgKinG8amJ7XkR0SEvQvnKRHKmJvwApbFdgydKO1uKOeB0mM+BaZS1lQaycGgnbnDFFmwhmh/r6uZWRE+AiA7pEcpXIpCztOo1JzjBtHYX3lcAC+qaUzD3Ow9zODAtAR1IztCdvcEWuRLPDxPRgS0TyhcmkJMqIf1oZzdXxa3sA6AcW99HWa0+LeEc5rHtLTWQtTGDA4MwUiGeAxAhki9KICd3169E9COI6ACQD2csHUc0h/k5kgA2QWxnbcL5eFahr89p3OF0QvkCBHK2wGr0o4jowBZ0beeMQ9NhX3S6KeYmcpjzNQcD6bDlBmgYMlDJYcBFOsRzgLKZnFyIUA5COsACSomdpfwcMBVxGhjDXhTgCF0DLmGdNseuoi41vFtVDuRMLJ+RQA7D1d8vYnqvarstJEGevHcBgDUYgQBMqO+TjOI6YwnNrM2ns9kyoXwGAjnMw6r0QZzOHabnPQUAlMooB2AhVq0DORHP2QqhfEICOazLqvSDRHQYx/sFANgqoyCAlQnrQGrEc0oikE9MJIc8iOmdRHS2zusfAOAwIyaARDkdPLAG8ZzcCeYTEMmhLE7x/oSITom8pgEApmNkBZAhq9aBqQnn5E44H0kkh+2xKv0REZ2l3Z7vjxqveJ2uo9T5Fcd9ADCMERhAQaoDoVIP9IDpmUAhd8J5D5Ec6CKmR8TDPkSgZAnNMYvX3XTMgQw31e/KceQ2OfY6je0+5MU7FqBAQjrQx2QHJTB585pIDpzKKd5hcSLKeOY30jL0+XDsmTbHVMsa+vu2j4A0eCcCFGx/5iATuGPiglJscpJHJAeWsOGQ7nTuLMlrrZ85jLIMeT4dq65jk8dVmeh6buw/YFnecQCFE9Fhu0xEUIpNTO6I5JxgqveISTkiYrMhXURnbl5fj5mnoNL3WnBMO71NHFsVyqVnYFneaQAbIKLDNphcoBTFT+qI5cXK/bU75eM3sVeADYZ0EZ25bP11ZT6CYzVfO455j5f7OJUHzedy6/sYmIt3FsBGiOhQJhMIlKLoCR3BPDtFvx4X4hqPBdlgSIcpbWk7Z86BubW9xhwTH2ZsWzYr02Ee3lEAABkxOUBpipvMEctXVdzraQP6njOTgInZSEi3Cp2plPw62noov7qZ5hewP3dwNwWr1LsZG2+LMQxMy7sJoHBbP7CFEpgAoFRFTOgI5rMq4jXC0cT1RNW3e4XGdBPQDLWF18kW5xSmCuRL3o8Y/6B6zW79ONo4epuMYWA63kkAGdjiASts2dYP9Clf1pM5gvkksn4NkIS215DJwhVsZFU627albcsW5h6WiuNL6/u5thrXtxrSjbMBprGdESBAArZwMAoMt7UDechyMkcwHyXL55hiiOorun5VXES3gmtbtvhclzQ/UWoUn0rb72dLUX1LId1YnAhjGJiKdxHAiUo66ATmsYUDdTgkm8kcwbxXNs8jvFZ/zZpInFmBq9FNQJfl9ny/6eezhLkLoXw6W4zq9feAY/QCrXkcV9DYB3iw3VEjQIsSDiiB9TgIh0yJ5o+I5JSq+dreckibVYEhHXKU+/yGWL685u+85KC+pVXpRUn1uK3rca04FvIhQDiddxCwCbkfOALpcIANBUl1AmZBYjlbJqjPrJCQbgKaXOQ87yGWp6n+vJQa04X0xOV+vFbIWAi2yhEAUIScDxSB9Dh4hg3IfTLmSII5dBPUZ1Lf3mY6gSyik5Kc5z+E8nxVz12pIb0ERYzzSz1GW2ksZPwCp/HuAbKR80EikA5xHDau1EmZFkVMosGKXD99BhmvxDIJzRJKmPcQycsmpDO5DR2fRUTWYyHYGiN/IDklHDACyxLFgUEKn5wRzGE+VqdPzOQxG1Dq3IZATsTd60BET0O2xwCFH5sddP3KOAgS54gPWE2pB5PA6QRxYHKFTdBkO1EGhRDUJ5JZSLcKfRvMVdwRyjmkpIh+dZvnPER2xwSFHZOdTESHpBn1A7Ny4AlE5HkgChSkgIma7CbHYGOc7v1EmYV08nR1a46iSSTnVCVF9NxkdXxQwPHYbER0SJajOmA2DkxhOwRygOllNSkG3LM6/QQZhHSr0MmBMM6SRPTlZXOcIJwPI6JDkoz4gVmI51AusRzISoaTNtlMiHHn6mX3v+0vl3scJEtQP0LiIV1EZ0liOKkTz2mV4XHYqmaK6MYscDzvHGBy4jmURTAHWI54vpC+6J3L/Yjz2Wp7n5vY7JB4SGd7xOxyXI94KneOiTuVEs9zmvfI4nhBPD+OleiQFEdowKTEc8hfTgeOAL0ymrjJYiIsRUuF8BSN/dkF96RZpX5AgiHdiq78XN3cCuCZGRO551R/HGL6A/F8eVkcM2R0DJYkER2SYaQPTEI4h7zldMAIUJosJsLWtuVQPpWu36GwniSr1DuYVIbFDY3YY8NyKnF8LDH9jnhOK/EcKIijL+AkwjnkyUEiULwMJm+E8xZC+fLafueiepJE9dcSWo1uFTpLSj04p/745tD8mbcS1MXzdSR/7JDB8Vc2fGAQkmCUDxxFOIe85HZgCFCy5Ce/liCUp01Uz8amo7rJZUa6ud1m5GU5VqfnI7c5kuSPH8RzoEAbOaoCgG3I7SAQYBaJTuAkP/E1B6G8HKJ6Nrq2NUWG9YRWowNUxPO0mTchCz4oCKsr8OgJWEI12LQSHdbhgA8gH5sJ52L59ojqWSl6tfqKk8xO4w40Xd+WG9FzP317jnMpyR9LJPrh5SJMNL4xVoHjeNcAJ2kOPAV1mF6OB3gAq0loAif5ya5jCeX0ab4+BPWkNbdTWU+uWqkFJKTEiJ57PGcGCR17Fcv4BlaT8ZERkKKu0CesQztxHGBCCU3gFBfPRXOOJahnJfug7pTu9Hh1cxuvbtKfnLgQKYtRUkQvIZ6bfwFgjMyOhIBctQ1SRXVK4kAMYGXi+fREc+bQ9boS1pOUbVBfeLWWU6MypRwi/xS28kGB69dPZ84hXTxfT9LHFQkdfxXPKnRYhdE9sJpDg1eBnbXleoAFsDkJTd4kPck1hGjOWoT1LGQV1E02Q9K6PihQaljPdTV6CfEcAI6R8JEOsHXHxEvRvRziNQCDiOfTEM5JVdtrU1RPRrXdSzakLxjRrUKHabSF9VKieq4RHZ5I6BhsM3wwEBZnZA8URXQFgA1JZOIm23AumpOrvteuuL6K5EM6kLUqqpcS0nNh9TmddhfJHIsBzMWRDQAAwJGyjOfCOSVzKvhVJRnSrdjiteubuz+V3fl6j4XjvLq5FdGB7TphTONMOTCedwwAAJCfBFY8ZBfPhXO2zKr1RSUX0kV0WtRj+lJE+9NZjc6W3J7v8zvmAChEIkcyAAAAA4nn4wjn0M+q9dkkFdJFdBJwbLQX3p+yGh0AmFMCRzAAAAD5yCaeC+dwmkPvIYF9sKRC+oycHpW5HArvAjvA9OrHfcns330gEBaTyLseAAAgbcI58IjTwo+2ekg36UyhmoF9K0E9t1Xou3weauwz+r3CFA4d6/mQHGyPdzwAAADAlJpxXVAHZrCVUN6UUzSPyCuckx7XQV9GFcf9roGKgA4AAFAKq88hTfX3pphuFRc0bDWED5VbMK/kGs6tPk9PkhF9d3F3ZpfCGJ8AFVsDgIkkN5CFGTiQAAA4kZi+Lqdxp0G8Tk+uwTwi32heEc/TlWxEjygypCfLGAYWYxYcKEJyA0go1FrvNeEeSEGSk1ZA3jYc061CZ2m7c7E8VYL5ukTzfCR7PFLoanRg2xypAMlJciAIrGqp7YJJXABgNRuO6cA25BzK60qI5hHCea6SjugRQjpQDLPEwGKSHNwB1By7nRLegSS4/jmUo3o/Fx7SrUKH8pQSyZtE87xd3UbsC/rRk43oEVajz8np22FRjlKASSU7eAOY0dBtnwligLKJgUzu6mXxER1IX6lRvE8pwTxiu9G8SURfkIgOFMCRPXCyZAdrAInp2l6KLTDSihMySU9UVZHNSvTV2J4zOfEcNmOLkXptJUXyiljeT0RfUH21tJh+uhNXnztOgfG8a4CjJDs4A8iQsA5HENG7CemQv42Ec2MdlnRxfiZSb0SJYbyLYE61L036+ERMP41Tt8MqHKkAgyU9EAMoUN9214QzxOoRPSLx8ZGQDnnZSDSvrDaWMQkNi9tS0J6bYH660lahV7I4Pol4uh8W1PsZt8BqzLwCgyQ/+OJ0BqzTM8hlRs3tsqDOZq18fb3kV6NHCOmQuo2F8wjjFsiNAL4OsZxj1PexyR+nRLTPnZmjNKcICXDEAlACA8s0zf28GExTI6izadX20Gr0fkI6pEc8X5bx86adnwnBrEcMT0OJK8/7NPe5yR+vVLa8Sn2GsYr5ITiOdw5wUDaDq5JsaWDI8aZ8nZhMLI6gDssT0oHBNhjOI4xHgLKI4nnZWjxvk83xSlPpq9TNyUGSHLkApKKkgR/5OfT6M5jPXnWAbOKaoq18OvdKFqd1jxDSYQ0bDecR2xiDbOFnhFyJ3dslnD+V3Wne23TNUyVwPHjQgnNsxiZwPO8egFTUB085DPbYlvprUkzPmpBO8RKK6JXkJ6WaQU9Qh2lsOJbXJTPmMIbdvP352WIR9ermdpH7WYr4TA6E8uNkddwyxJD9/RLHi8YdkL1EjmIAeCTnT1FSPjG9CGc3V+lMaMPUEonoleyuPSiowzhC+RNJjTGMV1mB4AzzEMnnVVxM77KRsUFS4zHIkHcQQE6GDvASigYUrnqtbeTgozQiOkVL+MwugjpkSCQ/KMkxhTEqQHZE8jS07deTP27hXpLjMsiMdxFAiYR2liakZ0tEZxMSjukRGa706AqJwjolEMpHSXoMsfC4NOnfBbBZYjRT6tvXZXEcsxHGJDAN7yTgoGqnayBUIKGdqbW9VkT15LkuOpvS3CYlto/LbnV6XVt4FNVJlVB+lGzGCsaftNifiYlNVx2Xak/h99T12FKUwu8L1iaury+bcRpkwjsKGExI37BTJ6ASixMsrPn8m9BMltXobFJGq9MrWY3FrFZnTSL5ybIbF6w0zszu9wSvpRx+U35swDjZH9MkzBgE5uPdBYwmpDOale7UWaUOm5TFgX3iq9MrWa9Sr1itzpSE8slksa3uYjwJANk4NObI8hhnAVmP1SAz3m3A0YR0YDKiOmxCdmOHajuUaEivFLOiw2p1moTxWRUzAbvymLGY3yMAJGTs/jXL458OxhaQBu9E4GTZTYaTpsTjBCuovybE9MU4jTtLuD3f5zVuyCSk1xWxSr3SF1HF9bwI4osrdp+eyNiw2N9voc5urvLeHx7g9Qhs2dzbwEP7D9tgKI93NTAZIZ2jZRQkWInrqAMpyDCkV4oK6nXHBlnh/XRieDI2M2Gb2PhvM793srHWvt17AdgC2zrYHu96YHL1AUUxk7PMa3eRZYxgRdXrJbGJVGC47Fah12Uc0ivFnPb9WKfE31zju+Cdtc1O2iY61tvs8wEtNjV+6GG7AABlsWcHZmVVOoMVECNYgdO8Q9ayjugRj7c7Bey/il2lPjUhmhkIL69lMJ7zXAFtSho32c4BgIAOLERIZzCr0TmWVenAmprbngL2ZYI6TEeM6JDZuM3zmLnrV4f3z5m9JmEOc4/5bEsByIG9FbAoIZ1BrEbnFEI6ZCX7VehdNhDUK0U+fzCSGDBQxuMzz/FG5Li/zvh9xTaNHTva/gKwBnsfAKBM169MJh3p7ObKJAWLKjai1xX84bDNX0+dTbBfPEJB4zDPP0mbe2xR0HuZPB0aV9pGn+7qdu1HMMz+bO1HAGyJvQsAUC4RHUjNRi5V4vTv5Mbk+4kKHm95bbB5KY5bCt7mMF7fOHNr2/BcQvixUv35hH0o07b2IADA9ojoR7EKHWa0kYheJ6izNvu0CW1kXOU1AwkrfRy1ke3sEkqN66mG5K2a6vkQ4iEt+e4lAACGEtEheZs4jXtdwad0H0JQZ0o5T4AnbaNjJ68nYHVzjA83uk3vU40/c9vui+flantuRXVYT157BwC2ZYMr9JiRiD6aVeiwAPu6iHAdddrZBy3E+MhrbSPObq6z2Ld4PTKLY8ebG9hH5BrS2Ya+D0yI6zAvewUA0iYsMCURfTQRnSVtbhV6xb6uVX3bs8nXRYHsT1ZmDPSE1yQpWmuf5/1Aqw2F9xxCutXn1FWvByEd5pHu3gAAANiczUZ0eonp6Ul5cnnTMgwWS/PahXYp7V+9TwvQFt4z2UflENKhTkiHedgLAKtw3UtGaR5kWaXHsTI5YIct29yYwD5tlM29PmZmYjhzxjWjeL1DPlLe39uWnCCzqJ5iSN+fbW8V+tXN+j/w/jyPMi2kw7TS2foDm+a6l4zSdoAlQNAm4YPxXKQ0WQBFsd8azdhwHNvvAhnXjOZ9AExtqvGI7dNrGUT1FEN67lKI4mMc83jXjO5XtyI6TMFWH0hW18DU5Cmt+g6wRIrtSOxAG+AJ+yQmZCK3YMY0J/HeAFI319xWEdu/5ng5kX2ikD5ObpF8al0//1JhXUSH09naA9mxWp3RxPWyJXIwDZyu6P25/U3SUr28kAnaDTGemYT3DL2uX0ZcvWz/t/3lso8FZnLMGCb5bWdiq9TXDumpnMZ964H8WM3f25xBXUSH0yS+dwQYpm/QmsoEKInqOugSOtJlgnkxyU+kQA7sT7J0aPs35fjStnaDjGUm5T3EJLrCei58AIAT9I1rkt3GJhDV1w7pSxLL59P2u83lmutQuvK37sDmDRnIiuw84Trr6TDJDMUrcj9sn1G0LUyUMhHjmFl4D0JD7h8AmIsPFpwsq7hejb9XCOlL/i6WXn0uni+v+p1PEdKtQofjJbaXA1iHFewMYrX6ckw2ry65yRCKVdx+1j4Btsv4ZTbGJcBRlv5gwcaCfdc4fvVt9kohfQlLxvOSwvn1gB9ll2Bkrj8HVqXD8hyBABxQH/gXN8nPNIYclG09qBR44ArAcuYcg60+yUuejG1m570JZOeUYF9QfG+O21bbnl+/Wmx/vcQqdPH8wZAgvuRtLhHfr25uj47oVqHDcRyNAMAShh60TRXaTepyAhPWLKW4D6Zt/cNSM5nrdWJbxyjGVovx3gQ2aWx8zyi4rxrUF1yNPmdE32o8nyOUz6Htcc4R1U+J6MB4jkoAICUmZ1mZSWs4kng+m2q7NEVIt41jMGOyxXl/AoxwKLgnHNjrY7rFtv0LrUZf+nroU1srnucSysdo/kxTBfVjr49uFTqMl+/WHACASeV8oA+U75SQbvvGQYL5Krw3AWbSFtgTjOqLxvSFVqPnGtGXjuclRvM+Uwd1q9FhfvltyQFWdHu+L+90s8Dm5XhwD0mx+nxRQ0O6bRudxPJVeW9CGtr2o33vz9LnQjaxbepatZ5IWK9eY4uEdGOBR5aM51sL512q38MpIV1Eh3ltYGQAAECbTUwSkaxiJmHF89V0hXTbNp4wSb4670tYz5gxVzHjsyPM8bNns+1LbLX6IiFdRL+3RDwXzbudGtJFdJhPJntxgDRs+WASKEc2EzkAA9im8YQJ8SR4b8IyzFOkK+uz5TSj+gpBffaQvtAp3VM2dzwXzoc7JaSL6DCPhPfSAOtw8AmUKukJGgA41oYnvlNinAGnMx+xLV3Pd5Lb0yqorxTSk/ydZG6ueJ5aNH818c95MXOonuLU7sA07HmATXJQCpTOBAMspAp3TuUOyxHMk2CsAeYWmEff62r1be9KIX3LEf1qhiBdYjyfOpSPuZ+5o/oQQ1ahX91G7Nd/qJCNbe51gOI5iAW2ZquTCZCM3YWIDnMSzZNgvEGJzB+Qk/rrddVt8gohfZaIvsHxxRzxfI1wvlQwH6L+WKaK6de3VqHD2hz5ANlykAtslclrSJSIDtPa4KR2aow5KMnZzZV5hEScLTBeut3APqT5el5lm73iqd0ncf1qU+ON3ON5StG8S/UYpwjpIjqsy5EQkDwHuMCWmbiGzIjocJoNTWKnxpgDtmuJoL20sT9TCcF91dXpC4X0rZ3KfcrTt+caz3OI5m2mCukiOqxnO3sbIGkiObBFWzrwh00R0WGcAqJFjoxDoGwlRvE5lRbcV4vpua9IL1SO8TzXcN405Yr0Q4ZcBx0YztESsCihHNgSE9MA0CHx8FAaYxIogyiejiHPRSqRvZqLWzykzxTRJ1+FPvFp3Kd6bFOuPp+ScH6cU0K6VeiwDkdQAABHMBENACMlEhJKZ4wCaRC7Obt+lUxEj9je6c+5M+Xq8znjeanhvOnVza2IDpmwxwQWY/U5kAuTCjC/2/N92WODtslSE+lsWUIBoTTGLXAcgZslVK+zVEJ6CRE95cef2urzHOL5VsI5kJ909zZAUYqeIAeyk/IBN2xJ9V7czDihOXFq4p6tSCQalMI4Bo5zdn0lmrOalEL6YhF9xtO4T2qi5yS1eJ6DrcbzY1ehA8ty1AUAFMOEMuSp+NXoXQR1tiCBUJA74xtgUdcv134ET+0yiLADpRLSS1iJTr/UV59vNZ4D+bCXBGa3yQlxYFIO7KF8m43odYI6pRHPj2LcAxuRYqhO1dDfVUahPYXro4vo00lt9bl4DnA6e0hgVpufCAd6OVgH6kT0hr5JVXGd1InnoxgTwQKuX4rWpet6fhMN66msRs/J5PvLhH734vm2OI07pM8RGgAwOZPAwLGa2w9BvUPXZJ+wTgoSmoxOmfESwELqYT3BmL5mSJ99FXou10E/wRS/P/GcqVzd3MZemIdJOFoDZmPCG8pkshdYkqA+krDO2sTzXsZRACtLOKZbkX7YpMG/sN+zeA4wLUduwGzqA1qT3ZA+E7pADqptlbHFSPUJQjGduRQ2ET0l4yyABDVP+Z5IUE/h+uipSi2ep7L6XDynYvU5TMcRHLCItgGliW9YjklboDSul36C3YWIzvRM9HcyDgPIREKr05dajT77Pqrg07eL58OI5+1c/xzS5ygOWE3XQNNkOAxnQhbYMhH9BCI6UxLPWxmnwXacXZc/HrndbWybVsX0BEK61eh3Ulp9Lp4PI54DOdvYyAfIwaFBqIlytsCEK8AwTul+AhGdU5nQ72QsB+k5u77aROiey6HfXbGBPZGQPpdJrymeA/G8lXgO8NSG9o5AKcYOVE2ok4JNHZACrMBq9COJ6BxLPO9k3AdsUV9gLyKuFx7SZzHh6dtT2beK58OI59PbOeM7LC6NPQ/AjJYeZJu834ZUDt4A4GRVCBXSGUo8b2V8CNCuqNXr1y8Xj+hbP417KqduF8+HEc8Pc/1zyENGoxOAPOQwcbblyJ/D8wPAcaxCP5HV6Ayx4Qn8PsaYAMfLbvW61ej5Ec+fEM8B+p2v/QBga370R380vu3bvi2eP38eH//4x+Onf/qne7/+N37jN+J7v/d741u+5Vvi2bNn8Y/9Y/9Y/MRP/MRCj5ZS3Z7vN/sHYOtKHouI5xPYXQiktPPa6GSMCeOUPBZheklfu74K6Tw10enbJ9nHiuePXN/OE88ZxupzyIejPFjQj//4j8dnP/vZ+OIXvxgf//jH4wtf+EJ86lOfip//+Z+Pj3zkI0++/uXLl/Ev/ov/YnzkIx+Jv/yX/3J867d+a/zdv/t34zf/5t+8/IMHALJnLAKMIpj3Es5hPGMRjlVF9CRXpGdsln2ZeP5ISvGcdR0bz4de/3wvzsOkzm5vb219YSEf//jH45/75/65+HN/7s9FRMTNzU187GMfi3/n3/l34k//6T/95Ou/+MUvxn/6n/6n8XM/93NxcXHcgO/Fixfx4Q9/ON5955146623Tnr8AFCKFy9exNsf/Wi89957m9o/lj4WsQJ9Qk7lvl2i+SDiOacyFll+LPL//uz/Em996JtOevxDbfl61UtJJqQvcBr3uV5P4vn8jyG1eD7nynOnb+83dzyPGBbQ97Uv2epYBIZyCndYyMuXL+NnfuZn4pOf/OT9352fn8cnP/nJ+Kmf+qnW7/kf/8f/MT7xiU/E937v98bbb78dv+t3/a744R/+4bi+vu68nw8++CBevHjx6A8AQOljEfEcTlCdnl3wOchlgeB4pY9F6s6uX436w3jJnNZ95tO4Z/VhDPH8kS3Fc/o5bTvkSUCHhXzlK1+J6+vrePvttx/9/dtvvx3vvPNO6/f80i/9Uvzlv/yX4/r6On7iJ34ifuAHfiD+s//sP4v/+D/+jzvv5/Of/3x8+MMfvv/zsY99bNKfAwDIU8ljEfEcjiCajyKcw+lKHoucSmA/TjIRPUOT79PE80e2Fs+tPu92Sjwfs/ocmJ6ADgm7ubmJj3zkI/Hn//yfj+/4ju+I7/qu74o/82f+THzxi1/s/J7Pfe5z8d57793/+ZVf+ZUFHzEAUJIcxiLi+UxE1TKJ5qMJ57CuHMYiSxDXu4noCRDP713dphfP5yaed1ty5fnY07cDhzkKhIV88zd/c+x2u3j33Xcf/f27774bH/3oR1u/51u+5Vvi4uIidrvd/d/9k//kPxnvvPNOvHz5Mi4vnw5Qnz17Fs+ePZv2wQMA2StxLCKez8iEfDnE8qMJ5zCtEsciKTgU0bM6BfiRzq6v1r0m+vXLRa6FPpVJ92/i+b0pwnnE9PHcqdvXcWo8t/oc1mcFOizk8vIyvuM7viO+/OUv3//dzc1NfPnLX45PfOITrd/z+3//749f/MVfjJubm/u/+4Vf+IX4lm/5ltaDRACALqWNRcTzGYnneauvMt9ANJmDVecwj9LGIrmwcp3ZpBLPJxjziOfHsfr8qYvzs8WveT5k9TkwnoAOC/rsZz8bf+Ev/IX4r/6r/yr+z//z/4w//sf/eHzta1+Lz3zmMxER8d3f/d3xuc997v7r//gf/+Px67/+6/En/sSfiF/4hV+IL33pS/HDP/zD8b3f+71r/QgAQMZKGosIXDMSYNPXfI48X5OwXYH5lTQWyV1JQX3V1ecRs60+n+PsAZPt5yaI55Psdyf4HaWy788tnvPUVOHc6nNIQxp7B9iI7/qu74pf+7Vfix/8wR+Md955J7792789fvInfzLefvvtiIj45V/+5Tg/f/hcy8c+9rH4K3/lr8T3fd/3xT/9T//T8a3f+q3xJ/7En4g/9af+1Fo/AsAspvq09pJcO4oclTgWaU54WZk+gzETk5lPwCdBBF9cKhPnsAUljkVY16rxfMbTtk8dz1M7bXsJp2yvpDifsVQ8vzg/swo9pr3WuXgO6Ti7vb21hYOCvXjxIj784Q/Hu++8E2+99dbaDwfITIoHgjkS29Pz4sWLePujH4333nvP/nFma49FBPXMlBrgRfEkCeesyVhkOdVY5P/92f8l3vrQN639cJKW2/XSV4vnGYXziLRWnUdMdMr2tR/Da1s9dXvTFiP6HKdpPyaejzl9e3NuylgE+jlaBIBCid/pqD8XYjosqz45JqZnILOJe/IjmsOG3VxHVGMB2wKOkVk4j5hov5dKOI8oMp6Tl7mub27lOaTHaBEAEuRArFxiOqzH6d5hu4Rz4JGuMcDGtxVn16+yWYW++OrzzOJ5cavOI4o9ZfvUq8/XsIVTuc8VziOOj+djVp8D4217VAgAMxHAGaJ6nQjpsA5BHcoklgNHE9azsGg8nzGcR5Qfz1MI55M9jsgjni99+vZKiRF9zmgeseyqc/NOMJ7RHwC0EMBZkpAOaRDUIU+COTC7DYX1lFehl7TqPGL6eJ5SOI8Qzw/eXmGxOeIhOOcc0ueO5pVT47nV5zC/8kZ5AGyW6E3unN4d0tI12Sasw7oEcyAZN1fFRXTx/DXx/GiTPRbx/Ci7s/VWoVfqETr1mL5UMK8TzyEPZY3wAEieyA3DiOmQLivVYX4iObC6DWyHUo3llcWjeYRwfqIS4zmnaQbqtYP6GsG8MsUp28VzWI69CABPiNyQFjEd0iaow/FMbgOL2vA2J/VYHrFSMI/ILppHTLz/FM975bT6vJLCKvQuc65OXzOO91nyWudtzCPBcbY7agTInMgN23R16+AHUlefsBPTQSQHEnG+W/sRLCaHWB6xYjCPmD2aRwjnR0nstWvubV6pBu8pTRnPrT6HZTmKBViIQTcwlWp7IqRD+g5NKArslEQoB1heLrE8YuVgHrFINI/YTjiPSDOeG4/cSXkVeummXnEunMM67E0AXhO4gdwI6ZC/vgk+cZ0UmZQGWE9OsTxiO8G8knw4jxDPRzBPyFhznKr91HhuvgiO58gXKI4BLrA1QjqUSVxnKaI4QHpyi+URCQTziCKieYRwfgzjmaesQl/GXNc4t/Ic1mWvAiRLCAcYR0iH7XBqePqYQAbIQ46RvC6JYB5RTDSPmGkfLp6PZk6SQ+aK5hXxHNaXyCgH2BKDUIB5Xd2K6LB1zUlEQT1vgjhAGnIP3qdIJpZHLB7MI+Z/7jcVziOSjuelqUKvleinmTuYV6YM5+aF4DT2LsAiRHMAgOUJ52kz4QuwnNvdxaYDeJekwnhlhUDetMRrZbZxwEbCeUSeY6n9+Vlc3Sw/Uep07uMsFcwrVpxDevLbwwDZEM0B1mMVOiCeryPHiVwAypJkFG9KIJLXLfnhik2G8wjxPAFWo3dbOphX5grn5oPgdPYywKREc4B0iOiwTcL5MCZdAUhRFvF7iMQCedPSZyOYddyRejiPEM8b1lqFXtl6SF8rltfNueLcPBBMI+89DZAE0RwAYH05hfOhk56n/ky5T64CML9igvUaEo/kEetdt36RMciE4TxCPK9saZ6zHpJLi+kpRPKmJU7TLp7DdIwQgZNsaVBJGdb4hK/rGLEmq9CBtZ0yySmAAzCV291eLB8rg0BeWfv69ouNWSaO5hH5hPPSrL0KvaktOOcS1VOM5ZUl5wTN/cC0jBoBWF1KBwxzWOLnE+kBOHbyc6qV62I3ACQmowA+1NqhvLLouGeGaB4x888w0/NU0urzHObCusL0UmE95TDeZ+k5OuEc5mGGAzia1efblcMgf2vGPCdi+/ZYhQ70Eb4BYAUFxu1TpRLHmxYfK80UzOtyXHVeUjzPXa5he05rzbWZ64H5mCkBjmJQWT6RvFxtz62oXjYHVAAAbN7uUrReSaphvGnVDxUuEM0j8lx1HlFmPE/tFO6Ms/Y8mnkemJ+ADsAjBu/bVD3vax8AMD0HVcCU6qd7t3IdALYnlxjeJZnxy0LBvJJrOI8oM55XRPR8pDRfZp4HlpHIiAHIidXnZTJgh/I4qIK8dV2bfMmJ377ro1f/lsxENABsQO4BewlJjk0WDuYRC/wevBYnUYVZ83JpSSmYR5jfgTUkOJoAYEkG6NRd3dwmd5DAcRxcQV76QvUpX1sZM4E69vbPbq7SnKgGgBYCdP6yGHeUGMzrFnoflbz6vElIX0+q82DmdWBdGYw2gJSkNLDkNAbkUC4HWZC+YyJ4yvcnogOQutvdXjxPXJZjiRVCeWWV39eC76EsXw8TENLnlWosr5jPgXRscy8EHEU8L4MBOJTNwRakaelgvgandAeActifv7ZiIG9a9TkRzhcnpJ8m9VBeZx4H0mRvBAwinufNYBu2wUEXpGMLwbyNCU8Atso+MFMJBfKmrQTzivdQu7YQbJ7vTk6RvM7cDeTBXglgA8YMKA3Cy5PrAQXDOPACUmHSE4CU3Z7v7au2JuE43kU0Z4iueZ7S5vRKms8ydwP5sYcC4JFjBqelDdDXVtIBAvNw4AXpm2IysGsVu4lGAGATMgzgYyUxrlshnDOPHMN6yXNg5m4gbwnsoQHIXcmDXUiFAy/YniQmVAEANhCyl5Lc+G7FeL7272JLl6scO283NLibD3zMvA2UJbE9NpCq/dm2BpYAKXDwBQAAE9ldCsEsbu1I3CqBFedJ/l64J4wPZ94GymVPBQCQAAddAAAAeUs2DIvmj1gkxLHM3cB2pLPXAgDYCAdcAAAA+UopBndKIJpHpPm7cqZNhjB3A9uW3t4LAKAgDrgAAGB9t+e7JEPeFM5urtZ+CEXJ+nUimg8molNn7gZoSn9PBgCQCQdcAADA0nKIlVPo+qDAVn7+VokE80puz4WIvk3mboAh8tqjAauqBhcGlgAOuAAAAJaUW5ydRWLBvJLzcyOib4M5HGCsfPdswGoMLIEtcZAFAAAF2F2kER+vX639CMhVCq/fFjnH84q5zjKZzwFOkf/eDViFgSVQIgdXAADArKaOoIJ8+RIN5xFlxPOKuc78mdMBplTOHg5YXN+gxIATSJGDKQAAoCjHxlXhPX0Jh/OIsuJ5xeUr82BuB1hCeXs5IAmHBjIGosCUHDwBAACM0BdnxfV1JR7OI8qM53VWo6/PPA+wtrL3dECyrF4HhnLQBAAAnOr2fD9p9Du7uZrstpIjri8rg2BeV3o8r4joyzHvA6RoG3s7ICtjBk0GspA3B0kAAECOTo2I2Qb4IbFXZD8ss2he2Uo8ZzrmfYBc2eMBWRs6CBPaYVkOkAAAALodEyKzie4i+1OZBvO6LcZzq9APM/8DlGp7ez1gk+qDOQNfmI8DJwAAgHl0BcxswnrdoaBcQmAvIJrzdJ5jC/OK5nYABHRgg8R0mJ6DKwAAgHW0hfUso3rdVNdhF7GZWG5nwzRfA3AcAR3YNDEdTuNADAAAyMHV7dPj/pKPZ4qM6hVRnAyUvH0B2AIBHeC1amArpMNhDgQBAIDcHTr+L+24p+ioDgAwIQEdoMGqdOhW2gQSAABAlyFzArkfI4nqDHV2c9X6egGAEtnjAfQQ0yH/CSEAyM0x4cKENsA6hs4V5HRc1bVPEdYBgK1whA0wkFO8s0U5TfIAwBRyjQO5Pu4+PhQAlKSE08X3bZdL3A9xx/4YgC2y9wMYqXlQK6hTihwmbACgzmR92VJ6fsUDYG5tcws5HaNZtV4e+z4AtsxeEOBEbQe0ojopyWnSBYDtMKFOTqZ6vYoRwBi5R/UIYT1n1XNk3wXAFtn7AczAKnWWkNvECQBlMfEN441934gWQFN9fiHnY0JhPR9COgBbZK8HsIC+g1pxnUrOkx8A5M1kNaRpzHtT2IDtac4nlHBM2bYtM05Jg5AOwJbY2wGs7NgDXOE9DyVMYACQDxPMsF1D3//CB5SrlNXpTX3bLWOf5QnpAGyBvRxApuY6GBbmH5Q04QBAPkwEA3MS2mEbuo7tSzvOHbKtMraah5AOQMns3QB45JSD6VPje2kH8gBQMXEL5KZruyWUkKurm9u4urk7aN2fb/fgs+24vfRjcZF9XkI6ACWyVwNgMqUfdANAxSQrsFXCOiWoQnrTVsP6Vlar9xHZTyekA1ASezMAAIAWJkk37vrVuve/u1j3/mGktm2miEJuusJ6xDbjurD+2BTbtC2ML/t+RvsFAHJhjwUAAGzaFiYyi7V25J7T3D+bQM8CmttX4YSc1eP6FmN63dXtdiP6sYw37ziLCQC5sGcCAACKZsIyMyVH8ZQc+3sW3jlBfXsslpCzq5vbzUd0hjEOHWbI78l+A4Al2esAAADZMzmZAWG8DEOfR6GdA8R0cletSBfSaWNsOr0pf6f2OwAcYk8BAABkxYRkQkRxugx5bYjsvCamk7OthnSnce9mrJq+U54j+ymAbbC1BwAAsmFCckHiOHMT2WkhppMrp3XHOHUbpn6e7esA0mTrDAAAJM+E5IyEclImsm+amE5utroaHWNVjnfsa8d+EWBetrIAAEDSTEhORCinVH2vbXG9GNW+QDAgB0L6thirsoau1539JMA0bE0BAIBkmZA8klgOd9reC6J61oR0UrLlQO7653eMVQGgTI42AACAJJmQHEEwh+FE9SI4vTtz2XIUP0Q0f2CcSkrsBwGmZ8sKAAAkx6RkD7EcpieqZ+3s5ko84KD9+Zk4fgTR/CnjVNZmnwcwP1taAAAgKSYlGwRzWIeonhWndodpCedPGaOyFvs2gOXZ8gIAAMnY/MSkWA5pa75HBfXkCOlwPNG82+bHqCzG/gsgDbbGAABAEjY5MSmYQ96sUk+W07rDcMJ5t02OT1mM/RRAumyhAQCAVW1yYlI4h3KJ6skQ0eGBSD7eJseozMb+CCAvttoAAMBqNjcxKZzDNjn1+2pEdLZCIJ/O5sanzMK+ByBvtuIAAMAqNjU5KZwX4djXrAlUnqi2CUL6IlwXHRjj9ny/rXEqJ7N/ASiPLTsAAMAcRPOkLTkxfui+TLpumJC+KKvRKdnV7cP/txr9dF3bCmEd+xGAbbC1BwAAmJJwPptSJ60FduL6lYi+EBGdLahiupA+vb7tR6njlC2ynwDAngAAAFhckROMwvlkinx9nKD++zChWzCr0RcjotNl6uBcXxW+BiF9WYe2K8Y3abI/AKCNvQMAAMCpxPOjmUwep/n7MulboPr2REyfjYi+Pfuz5UPykPtbIrIL6WkQ2Ndnuw/AUPYYANBi7ZUCjFOfCDrluTOhBBxFPB/EpPA8BPXCielQvKWOQa5uXSc9dUP24cZTwxgPAXAqexIAViVUM4WpXkfH3I6JJxivmIk/4bxVMc9vpqrfv4njAonpk7MKnS1x3FKGObZZuY/dbMcBmIO9CwCjCN7w2ND3hAkruJP7BN098TwiCno+CySkF8710icjogNbN2YbuMTYzzYZgBTYGwFslBAOyxrynhPZgdzcnu9F9ESZfN6I61ci+gREdIBhbCsB2Ap7PIDCCeWQj673q7AOpExEX49JbMTz6YjozG1rx+aOYSB9JY/h7dOBU9mKABRiawfjsCXN97fJKCA1Ivr0TPpxkHgOo1zdOm5e0lK/a8dGMMzWxuqn/rzG4oCtAEBmHPAD9e2ACSNYgeuftxLRxzMxx9HE81lYhQ75OWWOxLEUpTImP90xv0NjCCiLdzRAYgRyYAwxHSAvJtY4mXg+KxEdtuOY+RfHXKRIME/DkOfBGAPy4d0KsAKRHJiDmE7qTOyUzyr0p0ySMSnxHGBVVryTAuPtfLU9d44XIE3emQAzEcmBNYnpMBOnb2cAk2CQN6vQgTkMnSdy/EadWF6+rufYWATW5R0IcCSBHMiFmA4saSur0E1oMTurzQE2SWhnC2NpDmu+Dhx/wLK84wBGEM2B3F3dmmiBk+wurEIfoGtyJ5fJQJNTLEooB+AIY+eoHAdC3urHUo5XYH7eZQAjVAcbQjqQMxGdtWxlZTLdxk70TPl6McnE7IRwABJ2zFyW40ZIk9XpMD/vKoAj7M9EdADYLKvQF2MiiFUJ4sBGXN3kMcGxP1dzl+Z08svzgWOOUb1uHD/BdLybAI4kogM5swodTiSiQ/4EctiUq5vbbEIx7eZ4/kT5aVjdzmqWOibLZNx4dnMlosNEvJMATuCU7gAAkJhMJjgBWN8UUV6EP86huTSBnaQ+sDzmsaw8FhXRYRreRQATsBodyJFV6KyhqOugW4UOyxHFAUjU2AgvuA/TNs9W+vFrMcdJXbZy7NT1cy44nhXR4XTeQQATEdEBYINEdJiOSA7ABowJ7mL7Y815t9KDevYcJz3W/H3MPPYV0eE03j0AExLRAWCDRHQ4TBwHgNHE9n5bXKWePMdFwy0Q1EV0OJ53DgDABplUYE1Fnca9IqKzZeI4hTHRDORoSGzfQmSvR/XcjnuzPU5yHDSN+u/R+BpW54gAAGBjcptEgGyI6JTKBB4AFKEvspcY13OO6clz3DOv6vc7wTjcKnQ4jncNwIScvh1ImQkDADqJ5BARVp8D23VoBXvugT2XmJ78KnThfFkThnRgHEcFACMI5ECuUp4ggKJYhU7qTL5BJ/GcKV2bP1jVzvHP5NoCe65RPZeYngzHN+s7MaRbhQ7jeccAtBDKgVKYDIAVVJMaJppYm1gOg5lULt/Nrai9Jac+1wL8MM2onmNQv7p13Nwp4+OZpVbxLz5+uH5ljA8LcXQA8JpoDpTEBAAkQEhnSSbS4GjiOdB0SoDfcnzPNahXc4KpHEcnfxr3RKTwO+p7DLONL0R0WIQjBGCzBHOgNKkc7AMN9ckNMZ0pmDCDyYjnwNSGxPetRPbcgrrV6DUJHrekEMzHaD7eScccIjrMzlECsDnCOVAaB/iQEavSGcvEGMxGPAfWstXInkNQF9HTkls071P9LJONP0ZGdNdBh3G8W4DNqQ+CxXQgJw7iKcnmT0vYNdEhrG+LOA6rMHkM5KAtspcW1augnlpIT+GU7qseLyVwTFLysaKQDXnwLgU2TUwHUiWWswWbj+ht+oJqAhNZDCSMQzJMUAMlaUb1UoL61c1tchE9wmr0NWzl+HCy1ehO5Q6zcRQB8FpzQCyoA0txQM6WiegjDJ0YEdqPZ/IpCYLnHdvG43kN0ebVzW28uknjQP8iwVBInkpapZ7yanTH7PPa8pjHanRIl3cmQAdBHZiDA294SkSf2CkRuJT4LoSvyiTgNE75PW5pm+r1Ro6mCPkiPF3qUT3HmJ7iavS1Ivoqx0kLHg9sabzS5+TV6FahwywcZQAM1DVQFtaBOoEcjiOiJ8LECx1Eyrws/XyN3X57PcHpUllN30fkX18V03ML6amuRi/eQvHccV87q9EhLd6NACcaEstEdsiXIA7LqSYLTKjAMkzQMRWvJaBNX+QX15eV66r0lEJ68adyF8+TIKJDOrwTARYwdIAttBd+MNLDcz+frb6mIGdtEwYmWmA4k24ApE5cX0+OMT2VkF5sRBfPk3JURHcad5ico2qAhBQ5CGcQzz1AP1EdhHEAtkFcX05up3hP4froxUZ0AB5x9A0AAGSpLyaK66RKBAeA49XjupgO+XB8No5TucP6vAMBAIDiiOtMzQQWQN6ub+7+9NmdL/NYmIaYvk1Woecn6eOvq5fDv3Z/Od/jWIgwD8N5pwAAAJtyaMIg6QkeBjMxlJar7rPxZsvEOZTnUGCfgkg/jyqmC+nbkEJEJ1Njgnnf9xYQ04F+ZhQAAABqhobXOUN7yvG3+rlTfowMU2LUXtLcvz+BHso0NtIL7uNYlc5SllqFfnu+z/oDvkk99lPieddtzRjSR68Wv34VsbuY7fHA1pjxAAAAOMJWA/JWf+4UCeBlO+b5Fd2hPE47fzyr0stmFTqDTRnOu27binQojpkPAAAAWJj4zRxOfV0J8JCfZmAX1J+yKr1ca0f0Iq6Ffv1q7Ucwrznjedv9COlQDAEdAAAABhK+KdmY13f2wQAK1bZiXVR/YFU6bMhS8RwokoAOAABA0URvmN7Y95XgDuuporqQ/kBIv7PL+MdP4fTt9m0A5RLQAQAASJ4Ivq6rm3KfgBQm4LdgyHtYiACWJJ6v/QiOZ989od1Fuadxr06nvsRKdKduh+II6AAAAExG6J5fyTF7DXP9Pk3uj+cU8gDzE86nsdR+6Ozmapk7msnt+X79n2F/OV9EF86hWAI6AAAAj4jg0xO9t+eY5zylMJC65nZKUAc4LNd4ntr+0T4nQ1OvRl8gnN+ej8x3u4t5HghslIAOAACwAaL4cGI3azn1tZdaYFhS2zZO4AC6bPH07eL5NOxbxktiFXqlLXyPiepWnMNmCOgAAACJEbunI4azJUNf76nFiLmI6gDC+ZSW3ocsFp0XuA56UhG9qS+KV3FdOIfNEdABAAAWIoyfRgxfx3Viv/ZcQ0BKhryXUgwXU3Dqd2BLq89z3WemuA+yv9iowsL56NPCw4Z5twAAEbHgJ5sT4+ABmIIwPp4Yflhq4ToVS/xecg0OU9pKZBfUKd3ufO1HkAbRPA+p7lfsG6aR9Cp0gAYzxgCwEgcNaRj7PAjusD3i+HhbjuOidxmOfR5zjhbH6HqvpxpAhqi2+WIJORLLH2wpmEfkv/9Jeb+x5v5g0eC8wGncI0T0ocw9wfq8CwEogsE3Szn0WnOQA3kTyw/bUhwXwxlr7Gsm9+DRpYSwLqSTMqH8sa3F8koJ+5CU9wspbP8Xn+taMKJHmMvrYl4J0uCdCMBgBrZwWNf7xAEQpEkwf7CFMC6Ik5oxr8kSQkl9O5NyNKkT0lmbWP7UVoN5RBn7goj09wGb3uYvFNEjhPQ2R88d7S6mfSCAgA5QEgNOSFfz/Smowzq2GMy3EMYjxPG5vRr5Otpy3JjL0Nd4LnGluW1KPaYI6cxNKG9nf5LPdv2Q1LfzFdv5WDSiRwjpFfNEkBbvSIAFbH0ACDxV3y44SIJ5bS2alxrMtxrIx4brVKT0uLcWX/reKylHmLZtV4qx5epWXOE0Qnm/rW2zu6S8vR4rxW15m9S27avPJS4c0SMez42s/vMvzLwQpMe7EmBiWxvgAaezOh2mtaVgXlosLzGSpxSSt+rY56DEiNP1Hks11OS2Sh0iBPIxStzOHivV7fApctlmpxbOubOlVeknzwE5fTvMwuwswAm2MIgDlmd1OoyzlWBeQizPPZCL4dsy5vnOPQK1vTdTjDmpXEPdKnRE8uPkvq2cUorb2KkI5wVZYRV6U+kh3ZwPpMu7E6BDqQMzIC9t2yIHWGzdFoJ5zrE810gujnOKEmN76qvVq+3kWqFGRC+HGH6aXLZpS0tlWzmnXEJ5G9vvERKI6BHlnd7dvA6kz7sU2LQSBlzA9lihzpZsIZZXcormOUZygZxU9L0WcwhR9fd/CoFozZAuoudldy6Wj5HD9mgtKWz7lpZzLK/LaZt9e75PZ94ykYheaZsHSeZ3dcDkczhO3w6zMeMKbEIugyiAscR0SiOYpyeHWL7VOH59s/YjWF7p8Su3uJ5STL+6uS0m8MDcUtyepGLtbdnaSt2O5hTO65KL6BFJhfS6rvmQtX9/s87TiOcwK7OsQDHWHhABrE1MJ3elx/McgnnKsbzUSL7FCH6Ksb+vkoJ723sgpQiWQkxfYzW6VeikKKVtQyq2HsabSg3lTbbPM2hG20SDemXI3Mgpc8qrzb0cEc/NE8E43jFANgRygOHEdFhf6sE8xVieeyQXw9NzzHOSU3RvvmdSiWZrx3Sr0SlVKu/xtYnh42xxe1hSOE9qFXqbeshNPKZ3yW7OxMpzWERmWwagdEkPCAEy1dy2ZndwyCaUsPo85WCeWizPMZSL49vR91ynHtdTDOprxfQlV6Nbhc6pUnivrkkQP90WI3mXErfHyUf0SgExPXniOSzG7CmwqCwGewCFq7bFQjqpyDWepxrMU4rlOYVygZwhDr1OUgvsqZ32fY2YbjU6a9pqGBfEp2UbNkyJ4bwum4heEdOnJ57DohI7tIPy/eiP/mh827d9Wzx//jw+/vGPx0//9E8P+r6/9Jf+UpydncV3fud3zvsAZ3J2c5XXIA+6XL/K5w8cYNu8TamNRXKK51c3t4/+pOD69umftby6uX3yJyXXN/1/uNN8nZ/yZ4tyeJ2l8j5dcpu1xGsyp/3Z2lIbi4xxcX426k8Jdmfj/3DY/vxs8B+67c8e/pCw3cXDH8ab4HdnAQWMJ6DDgn78x388PvvZz8Z/8B/8B/E3/sbfiN/9u393fOpTn4r/+//+v3u/7+/8nb8T/+6/++/Gv/Av/AsLPdJpVGFGnCFLojRQoNTGIinHhhRjoFjeL4dweaop4/YS0Tv1x7eGFF+Xa7+Plw7prGvNscjY+F1qEI8Qw+cwJoiL4serB/MtRvPb833+IbQe0wX1fn5HsCoBHRb0Iz/yI/FH/+gfjc985jPxO3/n74wvfvGL8eabb8aP/diPdX7P9fV1/Gv/2r8WP/RDPxT/8D/8Dy/4aI8jmpMloZyNs83ejlTGIle3acbz1CJdKrE8Ip0Vq5WSAvmW4vEUSvv9pPYaXjukU75UxiKlEsVPNzaEC+Lz2now71JESK80g/rWo/EMv4NiXiuwMAEdFvLy5cv4mZ/5mfjkJz95/3fn5+fxyU9+Mn7qp36q8/v+w//wP4yPfOQj8W/+m//moPv54IMP4sWLF4/+zKkezAUYkmdVOXSyDS9fKmOR1MJ5KvHN6vJuOcZyUXwduf+uU3qdr/XeX2L7l8NroVSpjEVSccyp0YXxp44N3kJ4mgTzcYoK6U1bCesz/3zFvj5gAd49sJCvfOUrcX19HW+//fajv3/77bfj537u51q/56/9tb8W/+V/+V/Gz/7szw6+n89//vPxQz/0Q6c81F4CC9nYehgv8aCC2Z3dXDm4KtjaY5HUVp2vHVBSWmm5diCvWzsajrH2a4jxup6zVINJ/f2wW2n5Q7V9WPrU1de388bAq5vbWZ73q1vBp8/aY5EuWw3Pa0l1m8t0bAeXVx3Hb2Le9tT5riXmCxOZkzO/A6exAh0S9dWvfjX+8B/+w/EX/sJfiG/+5m8e/H2f+9zn4r333rv/8yu/8isnPQ4rzElO1ypyq8phErb1VFIZi0xprZWoKa0uj0jndOy5rCzPdTUzw+Xw/K79Hllje7H2tpL1TT0WObdq+2RWeJepuer71D+sp+gV6VPpWtk+5R+gCLamsJBv/uZvjt1uF+++++6jv3/33Xfjox/96JOv/1t/62/F3/k7fyc+/elP3//dzc3djMl+v4+f//mfj3/kH/lHnnzfs2fP4tmzZ0c/TuGERQndAIvJZSwytbVCWCrhJ5XV5anG8UqKwZR1NV8TqUSftVelL70ifc6V6HOtQqfbVsciKfLaL5eATcTGVqTTygcp4HTeRbCQy8vL+I7v+I748pe/HN/5nd8ZEXcHfl/+8pfj3/63/+0nX/9P/BP/RPzv//v//ujvvv/7vz+++tWvxp/9s382Pvaxj03yuAykmIwYDsVwKvcypToWmctWw3kKwTzlWC6Uc6wUg3r1XlsrpIvojLW1scgpvC63QexmbkL6NpnPgWl4J8GCPvvZz8b3fM/3xO/5Pb8nfu/v/b3xhS98Ib72ta/FZz7zmYiI+O7v/u741m/91vj85z8fz58/j9/1u37Xo+//zb/5N0dEPPl7WJ14DpCF0sciW4zmgnm7rYXyFF4HbZa+bvaSUgrqa61KX3I1+tzXRGc5a45FnEKcsQRuSlEPqmJ6mURzmJ53FSzou77ru+LXfu3X4gd/8AfjnXfeiW//9m+Pn/zJn4y33347IiJ++Zd/Oc7Pl10+cHu+N3DidHNe36eEOO/6R2TEQVfZUhyLTGWNYLrlcJ5aNN9SMF/7uR+j77GWFter1+Dace76ZvkV6UutRp8rok+9Cv3qVnTrU/JYhOONec9cNXYt3m8wTtcxv/nhPJnDgfmc3d7e5nP0DYz24sWL+PCHPxzvvvNOvPXWW51fZ5AEsG1bO+h68eJFvP3Rj8Z7773Xu3/kdNVY5Ff/Xv9Y5FhbWnWeQjgVzpeVwnO+tFLC+tohfY3Tui/13M0R0ad+voYEPWOR5cw9FlmDaAwsxZxxeqaavzEWgX7bmikFOlmJDrA9W4vmlGcr8XztiCqaz2/t5zglbb+LHKP62tfWXuP66DmvRF/7+WIZ+zPhGWCstnkDc8jzMlcDafBOBO6J6ABlcxBGSbZwyva1o6pwPo+1n9ccNX9nuQT1FE7rvvQp3ZeK6ADAevrmFo6ZWx4zV5Hi3LW5FiiTdzbwiIgOUAYHcDCtJeP52oE1pXCeezRf+7ksVf33mkOsXTuklxjR57oeOgBwmrnnIsx1AEuxtQGeENEB8uMgki1ZOqpuIZ6nFM0j8g3ngvnyqt95LiFdRJ/O1BHdadzLd3Zztdm5DscKAADjGD0BrUR0gLSZBIP5CefLEs05RS6r0kV0YA1rzu84bgEAcmQEA3RqHuQI6gDLMtkETy0VWcXzZeUYz4XzdKUebkX06TiVO6Rvzrkkx0sAwFyMMoDBug5MhHWA05j4gbSI58DcRPQ0TfW8XN1G7PP4kSFrU85HOSYDAOqMDICTCesAh5mQASjLxfmZVegJyyHaiujTsAqdwa5f3f1Zwu5imfthMinOYTmGBID12AsDsxHWgS0wqQHLyfE0332sPgfWtHREh01ZKtRHiPUFa5s/c/wJAMuwxwUWJ6wDKTIRAUQse/p27uT8wQir0DnVmqvQl5bDWQEgS6fEevE9O11zZ45nAWBa9qxAMoYM9kV2YCwTCUCKrD6H+Qm2h5VyKnencYcjTbFSXoRPgtXqADAte1EgK3MN/oV5SJ+Df4Dy5Lz6HKay9ip0p3J/bO3nA7IzJsKL7YuyWh0AjmdvCRDzHDyI8vDAATqQA6dv5xjValqncucUa0fbJSO6VeiwYW2xXVRf3NnNlWN0ADjAnhJgJlMcjIjwLM1BNMD8hNYyuR56Wpy6HSATXSvYhfVZiegA0M9eEiBhTllPhKgNsASrz5lCPdqK6esRzwEKIKzPrpobMucAAE/ZOwJskIMjAHLjWtnkRkxfnnB+GtdCB7IgrE9OSAeAp+wVAQCATVty9fmaIfX6ZrW77rQ/P9vEhyPE9PmJ53mZ6zrowIZ1hfUIcX0gIR0AHtgbAgAAsJqtRPSKmD4tERaAg5pxXVDvJaQDgIAOAAAkrpS4KpbS1Iy/XiPjiOcAHKUe1MX0TkI6AFtm7wcAAGzWkqdvp9v+dQgt5cMSx+oLwuL6nVKj+T6Rnyv366Bf30bs0vhVArm4fiWiH3B2cyWiA7A59nwAAAAbsDtP8zrodUJ6t6HhONfQXmoYHyKVeA4AbcRzALbI3g8AAGAjqpWluYT0CDF9rC2H6BylFs9zXn0OcBSrzzsJ5wBsmb0gAADAxuSwGr3SDIyCOqVILZ6XwOnbgVHE807iOQBb57PFAAAAC0htZfDuPM/Vpvvzs/s/kCuvX4CVieedxHMAsAIdAABgMRfnZ8ldozqn1ehNbRHSCnVSl2o8z/EDNQBHEc9bCecA8MBeEQAAgGKI6qQs1XgOsAnCeSfxHAAes2cEAABYUKqr0CPyXYl+SF+0FNdZingOsCLxvJN4DgBP2TsCAACbtXvds64XbqjV9dBTDekR5cb0JnGdueQUzJc+fftFRr8bIGOieS/hHAC62Uv+/9u7+1hb9rug/5/9ePbtbW9bqNxLsdCoVfLjocRCS00MMd5QFIOaGJA/aCUGH2LQpEqgBinEP0oRQw0QCAQ1JJIiCfIHGEx7A8bglYaWRhAxaqCA9l5oifdC23P20/r9sc/aZ9bsmVnzPN+Zeb2Sk/buvfbaa6+91l4z816f7wAAAKt3dDB+RI9IN6RH3A1qawnqWeI6dc0pluc59zmwCGL5XoI5ANTnVRMAAEja8eHBKLFyqmn0iLRD+tYap9Or1A2mQvsyzTmYZ00Rz4eaPj9axq8EqEMsr000B4B2vIICAADJGyuiRwjpdZhOr69paBXc07SUYL5l6hxImkDemmAOAP3wigoAAMzCmBE9Yrpl3SPmE9K3BPX+tA21wnu/lhbMs6aM53M49/mSf/eQFJG8F4I5AAzDKywAADAbU0T0iOlDesR8YnpEeaAT1ofTV/Rbeohfexxdajy3fDskTizvjWAOAOPwigsAAMzK2BE9YvqQHjHfmJ5VFO9E9bSsPTAvlSXbgdGI5b0TzQFgfF59AQCA2ZkiokekEdIj5rfEexVRHYaTSjg3fQ4LJZYPQjAHgOl5NQYAAGhoyvOjZy1hKr2Ic6pDe6lE84h5nPM8q68VGI7n9WNDPWL5oERzAEiLV2YAAGCWpppC30plGn1rSVPpeabUYb+UwnnEOPHc9DkMQCgfhWAOAGnzSg0AAMzW1BE9Ip1p9K2lTqXniepwI7VwHiGewywI5YMQxgFgGbyiAwAAs5ZKRI9IK6RHrCemb1WFRHGdpUkxnEfMN573tXw7JEksH4RYDgDL5VUeAACYvW34SCGkpxbRt9YW0/P2xUaBndSlGsyz5nbOc1g00bxXYjkArItXfgAAYDFMo9ez9phexPQ6KZpDNI8YN5ybPocKonknIjkAsGWrAAAAWJQUInpE2tPoWfnwJajfZXqdscwlmGfNPZ7DrAnmrYnlAEAVWwoAAMDipBTRI+YR0rcE9eaaRE+xnaw5BvOtsZdrHyqemz4neSJ5LwRzAKAJWw4AAMAipXJe9Ih5hvQtQb1fTYOp4L4scw7mWUuJ50M4ntFtJTFCea8EcwCgC1sSAADAoqUyjR6xG4HmGNMjisOZqD6cOsFVZE/PUkJ53tjhPGLYeG76nN6J4JMRzAGAPtmyAAAAFi+liL61hJi+VRbVhPVx1I21Qnv/lhrK86YI5xHzmjxnBo5OBO6FEMsBgKHZ2gAAAFYhpSXd85YU07OE9bS0ib2i+3oieZGpwnnE8PHc9DnMi2gOAIzJlgcAMLjLBp3EeSOBtVtqTM8S1uejSzxONb6vOYjXNWU4j5hvPLcdC/0RzAGAKdkSAYAFahKsU5PSbXcQFJYp5Un0vHxEWmpQ33J+9WXpM1TnY7wIPoypw3mEZdthrQRzACAltkwAYAApRWDaa/p7FNxhXuYU0rfWFtQjRHVuCObDWlM4t3Q7pEEwBwBSZksFAGoSxdnHUvVQLuXH/BxD+lZRcFpjVBfUoZ0UwnmEeA5rIJgDQzm4vpz6JjTmbyKkz7MUgMUQuJmTosdryoER1mDOIT3LlPojwjoUSyWcR1iyHZZACAKGMMcwXlfVz+ZvKqTBMxGA2RDIWTpRnaU7PpjH3/KlhPStNQb1Lcu/wyMpRfOtMeP50NPnttlYCuEGmMqSg3kT+fvB32WYhmceAMmYQ1SBsVU9LxyoZY7mEtEjdmPLUmJ6xLqDeoSozvqsPZxHWLqd5RJVGEKK2+r2fZdJMK+n6H7y9x+G51kGwGhS3AmDOcs+pxxQgGHl44ugvizOqc4SpRjOI8Rz0iNCsARLP97S189nv3l6onk/tvej1zAYjmcXAL1Z+g4bpExMZ07mNIVeZmnLvGdt49YaQ/pWNjyK6cxNquE8wvnOmdbm8FhoYHbmvs2cmrr3p33q/gjmwxLSYTieVQBUsrMG83O5scNP+pYQ0SPWEdIjxPQtMZ1UpRzNI6YL52NNn9vuAupYwrbvWuz7Xfm7X04wn4aQDv3zbAJYGTtssA4iOoxrqedL3zKVfkNMJzWph/OI5cdzYL0cX1mvst/92vfBxfPpHVxfiujQE88kgJWwYwfrI6KTuqVMoecdHx4sMqJHmErPEtOZyhyiecS0y7WL50AXS9w+ZRxrDuvieTpMo0M/PIMAABZMRCd1S47oEcucRt8S0x8R0xnSXIL51tTnOR87ntvOgvlY4jYn87B97C3xNUM4T5dpdOjGswcAAJjUUiN6xDpCeoSYnpWPnYI6bcwtmm+tLZ4D6VjqtiTLsrSQvrh4fnXR7/UdnfR7fcCoBHSAFbAjCUDqtgeRlvqatZaQHuF86XmCOnXNNZpHTB/OgWVa6nYhLCGkzzKe9x3Iu3y/keK6KXRozzMHYMHsbMI6zXknHJY8jR6x7POj5wnpxYoiqai+TnMO5lsphfMpps9tc8F+S96ug67mGtJnE8/HDuZNZG+bSXVIkoAOsBB2SmHd5rbDDVXWENEj1jGNHnET2ET0aqbU12EJwXwrpXAeYel2GMOSt81ganMK6cnG85Rj+T752y6oQxIEdICZsvMKzGHnGtpaekSPMI1OubLQKqzPw5JCeV5q4TxCPIcqS9+WgqW53KS9n59UPJ9zMN9n+7P1FNIt4w7teNYAzICdXiDlnWgYioi+PEJ6N8J6OpYcyYukGM4jxHOWaenbPkC11CP65JYczvN6DulAMwI6QILsMMO62VmGR9YS0SPWs6R7xG6ME9O72xdzBfZ21hbJi6QaziOmj+e215Zr6dsdQPpSjOiTTp+vKZoXubroHNFNoUNznjEAE7FTDkSkt1MMTGdt0+hbYvrwmobgpQZ3Qby+lMN5xPTxnHm63NgPZz6Wuk3o73d9KUX0yeL52sN5lml0GJ2ADjAgO+dAKju8wDyscRo9Kx/tBPVpCM3rlHo03xJfgFStdfutibr3kb/1N1KI6JPEc+EcSICADtATsRzWY+odWGD51jqNnieow7DmEs0j0ooptgVh+WyHTSt//6f0GjCmqV9vxPME9bCcO1CPgA7QkmAOyzD1DilAGRH9LkEduptTNN9aazgB+mObat62vz+vB+MRz4G1E9ABGhDNYT6EcWAJRPRqRSFQVIe75hjNt8QSWA7bNHSVfQwt/fVhymMao8dz4RxIkIAOUEEwhzSJ48CarP286E2J6nBjztF8K8U4YjuUNbMtQkpMpQ9DPJ8By7jDKAR0gAzBHKbjYCRANdPo7ZWFRGGdJVlCMN8SQxjC5fXG6ygs0BJD+lTHR0aN5zMJ59v7ZHMopcHaeNYDhHAOYxLKgaaOD7xWb2UPDIoA3VUFR3Gd1C0pmG+lHj9sxwKk6/J6k/zrSB3i+fSK7os698+okd0UOgxOQAcIB+ZhSA40An3wWn2XmD4scZ1ULDGUF1lC9ABgOnN/HVnNOc9nGM+bfK1JdVgOz2aAhxyYh+7EcmBIXqvLienj2hc0BXbaWEsoz5tL8LCdC5CmubyOFJn6tcX5zgHKCegAGQ7MQ3NT7/ABsCt/EFFQH1+dECqyr9daQ3nWnGMHAOmY6+tJCsdRRo/nMzCr+8Ty7TA4AR0gZ7sRK6RDuRR29gCop+zAorA+LZF9uQTyYnONHBG2fQFSM8fXlFReSyaLxIlPn88qngOjENABSphGh12p7OwB0I99Bx4F9umJ7OkRx5uZY+DIsw0MkI65vq6k8loySSQWzoGZEtABKphGZ81S2cEDYBpVByjF9XQ0DbqC+12ieL/mGjeK2B5eluuNv4Fz5+81c5PK64ip87uEc2AfAR2gBiGdpUhl5w2gLSvEpKEokInq89BnfJg6RAkpaVlSOAfSNPXrTh+8dnVzeb2ZxetNKsdeJo3ECcdzgDoEdIAGHLQnJanskAFAxN14JqgvnwiwbnMIGF3Y1gaGkH8TgNfSZlJ/7UnptUM8r7Y5PO79Ptocym2wJJ7RAA2J6PQlpR0rAOibKXVYjtSDRd9spwNj2QZ1Ib1a6q9DKb1uTL40+Qzi+dY2eLe9zwRzWDbPcIAWRHRS2jkCgLkQ1WEeUg8VQ7KdD0xBSC+X+mtSKq8bk4fziFnF86wm0+iiOayHZztASyL6/KWykwMAa1b3oKjQDsNJPU6Mxf4BMLXsEu9rj+mpvzal9JohnndXFMaz92tS4fzoZOpbAKuQ0LMeYH5E9GGltDMCAExLaIfuUo8RU7LvsXwX15u4aPAaceL5wsTWfL70lF+vUnq9SCKcR8w+npdJKpoDo/MXAKCjqg1ncT2tHQsAYPnqHHAV2VmDlONDauyzUKRJbJ8TbwyYrzUE9ZRfu1J7rUgmngMslIAOMKDUNq4BAGh+cFZwZw5Sjg4ps8/G2gzxxgBRfnxLi+cpv4al+DqRVDxf6PR5sizfDqMR0AEAAKBCk4O6Yjt9SzkqzF2KUQTmyNL441haNI9I+zUuxdeIpMI54xPPYVQCOgAAMCvHB06TQrpMt9NUyvFgyVIMI7AGVbFdXC8mnI8n1deGZMO56fPxdIznzucOzXnWAAAAs7M9uCWkM3d9HkAW49OUaiRYs1QDCaxdNq6L6TeWFM9Tfj1M9XUh2XAeIZ6PyeQ5TEJABwAAZss0Ojwy9IHptQX6lA/0016qkQTYtY3pQvr8pfx6muprQtLhnPEI5zApAR0AAJg1ER3GkfIBcKgj1VDCOK6ub/7tc3Q4/G2hPlPp85XqdkPKrwWzCeemz4fXYzy3fDu045kDAAAAwCKlHEpIU53I3pVI387F9WZVEX2uy7enGs4j0n1NmE04Z3imziEZAjoAADBrps8ByEo1kMBWPtIL6vWsKZ7PkXDejnhORAjnkCABHQAAmC3xHICtlAMJVNkGdSG93Nri+dymz1ON5ym/LgjnjBHNLd8O7Xn2AAAAsyOcAxCRdhyBprKT6WL6I+J5uoTzdmYdz53/vDvT5jALAjoAADAr4jnAuqUeRqAPptJvrCmeC+f9SPk1YtbhnPYmCuamz6EbzyAAAGAWhHOA9Uk5hMAYrq7XG9HF8zSlGs9Tf71YRDw3fV5PAhPm4jl051kEAAAkTzwHWIfUAwgMaa2hPGtN0XxrTvGcdhYRzymXQDDPEs+hH55JAABA0sRzgGUSy1kjkbzYGsN5hHjeF68nIzk6MYW+lVg0B/onoAMAAAAwOIGDJRPGm1trNN+aYzxPdfl2GMUMornpc+iPZxMApYZeYspGHQAwV11CoFUVWDqhnKURx7tbeyzPm2M8h4hY3xT6DKI5MAzlAmBEznm0K6X7Q8wHSJPQyD5zDHVzvM1deS4vzxofxyyTON4/sbyaeM7sLTmizziYO7YJ/fKMAshIKegyrja/exumADAccW5Zhv59CvT98dxjqY4OxfK+CeXA7M04mGc5Rgn986wCCOGcdrKPGxuqAMPIhhyBbJ7EOMbQ9nG21r8rnpdAXSI5UGgbnuc2ib6QYJ7lmCQMwzMLAHpwcH1pgxVgYPngs9bwNRXBjSVaUnj3HAXaEMjHZfn2YVxu0n4d3B4vWuQATz5IpxjUFxjNgeE50g+s3iI3XpmEiA4wLkG9m5QPMkLqPH+AORHJpyWaj2O7L5Dya/Tm8Hj5xyGLYvUUUX0l0dxxSBiOZxewaovfaGV028eUDViA8a09qKd8sBAA6I8gnr6lRvPL600cJ/74m8M0+uqOR2Zj9pAxfSXRHBiHo/vAaq1uY5VRmUYHmN7UQT3lA3cAwPSE8GVZajTPE9G7W/SS7vv0veS7aA4MxJF9AABgFbIH0erG9JQPvAEAwxG3qbKWWF5mLhE9Iu3t+VVOo+cJ4ECiBHRgtWykMiTT5wBpS/lAGgDQv5PDA1GcVtYey8vMIaJHmEYHoB1H94FV6xI5bdiuhxgOAAAA6yCY13d5fTPmnXpIn8s0eoTjjQCpUAQAWuozqto4Hp4IDgAAAGSJ5f2Y0zR6xDxCeoTjhex3cH3pmCcMxDMLIAFz2tCpu/E+p58JAAAAmA/hOz1zmUaPmEdIjxDTAaakbgDQiDAOAAAADE0kn6c5hvSI+cR0IR1gHCoIAAAAvVniQT1vIASA7gTxdZnLsu5bc4npQjp5lnGHYXhWAQAArIwDbs30eX85uAXAGonn6zSnafSsOSzxvsqQfnUx3HUfnQx33cAs2XMHAACYiVUdIFuopr9DwR2AORPOiXgU0rfmEtTnMJW+2POkDxnLm36/GcR1U+jQP88oAACACSzqABeDKXucOEAGQMqEc6rMMajPKabPej9j7HBeR/42JRrURXTol2cTAABAT2Z9sIpZEdYBSI1oTlvZoC6md7c5PJ7nfkmK8bzITII60I09awAAgAqzPPjEahU9XkV1AIYimtM3Mb0fs4rocwnnZbK3f+KYbgod+uOZBACM7nKz/zJzltJOM1DPbA4uQQuiOgBDEM8Z2tyWet8e60jlmEDyEX3u4bxIAtPpIjr0w7MIAIiI5UftMdW9L1PZqYY1SfoAEoxIVAegq6uS/R5hnaHMJainNJWebERfYjwvMlFQF9GhO88gAJgRkXtZyn6fU+9gwxIkeZAIEieqA9CHsrCeJ7TT1RyCempT6ZNbSzgvM+Jy7yI6dOPZAwA9Ebfpi7AOzYjlMBxRHYCh1A3tWaI7VVI+f/rlxj796uN5XkLnTgfustcLwKKJ2ixJ0eN59TvgrJpwDtMQ1QGYSpvoPjaRPw0pTqevdhpdON9vex/1HNJNoUN7njkAJEHohnbyz53V7YizWuL5hFI+AGZyYzKiOgDcmDryC/jFtkE9lZC+mn33lPcdUjRQSAeaszcLQC0CN8yDoM4aiOcjm9NBr6Lb6uDTZER1ABifc9BXSyWkjxnRN4fH4+5DzWn/IVU9hnRT6NCOZw3ACojfsE7iOdDK0g54iepJyR+8dTAPAKax9nPQpxLSxzBaPF/afkQKTKTDZOypAsyYMA7A2pg+H8AaD3SJ6skwpQ4A87HE6fbL680qIvrg1rhPMaaOId0UOjTnGQMwEfEbAJoRz3vi4FaxOveLyD4KUR0A5q0stKca1pc8jT7KPlTC+xdD/vyTbJ9eXdgngZHYAwUYiWAOAO2J5x0kfEBrdkT2yZT9DRDWgbourjdxcd1tx/xkgXENxlQU1lOK6mOH9DHPgz6YRPY1pthfrPqeg26jiugwCnuaAAMRzIEpzX4nHOgukYNZq5O/3x3cGtS+g6UCO9CnrgG+ijjPWmWjeioxfSkT6YNG5Qn3Nebw5ursbRxke1REh8HZkwTokWgOTE04ByJCPE+JoD6pOgdYRXYgBeI8pBfTxzg/+lBT6EuL53OI5mXyt723bc+GEd150KEZzxaAjkRzIAXCOcBMCOrJ6euArAOSQKqGjPNNCPk0kVpM56ER4/mco3mV7c/Vy7ajSXQYjL07gJaEcyAFwjnAzJUdhHQgbHZSPcgr7AOpSCXkp8ibC6ptY/oUIX3oKfRZTZ+PFM9T3abqW68hHeidZyZAQ8I5kALhHKh0dGIZ97mr+v2J6zSQykFoB4cByg3x5oIlRvkpQ/pczDmep7LNMrbOId0UOgzC3gtATcI5kALhnLXaHB6v9oBKayL6cplaZ4ba/g0X3gHaqRPl5xrZx17efYxzoSdtwH0K+3iPdDpHuYgOvbMXAlCDeA5MQSyHXSJ6CyL6uji/OgtU5+++yA7QTllkn1NYH2sqfYiInvw+v3A+uk4RHeiVZyJACdEcGFvyO8+QABG9hW1EFdLXR1BnJfKvCw48A3RTFNbnFNXXqtf9JPF8MkNGdIEe6vNMAcgQzYExCebQjojekpCOoM5KFL1GOFhMmavrqW9Bc0eHU98C1ij1qH61mde50fs+HjCHeG4frr5Wodsy7tArm1swsu///u+P1772tXF2dhZvetOb4gMf+EDpZX/4h384/uyf/bPxyle+Ml75ylfG008/XXl52rncPPoHMKTjg91/MIWlbIsIIR0cnTiwwo2ri/r/YOYOri93/jGdqbZFrq6L/81R2c+S+j+W5+J6c+fflK5WemxPPG/g8rz7v5Ekc5/BSgnoMKIf//Efj7e//e3xzne+Mz70oQ/F61//+njLW94Sv/u7v1t4+Z//+Z+Pr/3ar42f+7mfi2effTZe85rXxJd/+ZfH//k//2fkW748ojkwtHwsF8xJwdK2RUT0joR0mmgS2wV3ZkBMn8bStkVoZuqAL+SPY+qQvraInno8n/y1doj4PWJUt50C0znYbDYre0mB6bzpTW+KL/mSL4nv+77vi4iI6+vreM1rXhPf+I3fGN/yLd+y9+uvrq7ila98ZXzf931fvPWtb631PV988cV4+ctfHs8/91w88cQTnW7/3InlQF/E8Pl78cUX48mnnooXXnhhVa+PS9wWcUChZ8InqfDmDiYw5huzbIuMvy3y33/z/8bLVnRfMz5L6xcbe5n3oZZxP+7x5+jzmEJv+0MDxfNJjDglfsfxae9X2Xj7ZM929Pb61rotAnUZ2YCRnJ+fxwc/+MF4xzvecfuxw8PDePrpp+PZZ5+tdR2f/OQn4+LiIj7t0z6t9DIPHjyIBw8e3P73iy++2P5Gz5xgDjQljLNkS90W2e78C+k9yR5sEdOZUl+PPyGeBravJVY4GcZSt0Vgq+50u9BOX8TzjCmjedb2dvQY0ludDx3ozMs1jORjH/tYXF1dxZNPPrnz8SeffDKee+65Wtfxzd/8zfHqV786nn766dLLvOtd74qXv/zlt/9e85rXdLrdc5Jdll08h3UrWj69zj9YsqVvi2wOjx1U6Jsl3lmCpkvPD/2PWZh8udmFWvq2CNS1tqXmpz4v+lKJ5zHJeclrS/E2AY0I6DAT3/md3xnvfe9749/9u38XZ2dnpZd7xzveES+88MLtv9/+7d8e8VaOSzCHZWobv4VwGNZctkW2IV1M79E2pIvp0J1oPysielrmsi0CfVlSVJ97RE91+fYUjRrPUzeH2wiUclQJRvKqV70qjo6O4vnnn9/5+PPPPx9PPfVU5dd+93d/d3znd35nvP/9748v/MIvrLzsvXv34t69e51vb6qEckjb0ncEYc7WuC1iefcBbCO6KAfz0fb56k0zEWHZ1D5NvS1yudnE5cwj3hD6DIMMryiiWxJ+Pvo6ZpLi9LlwXuLyvJfl3G2PwPi8vMJITk9P4w1veEM888wztx+7vr6OZ555Jt785jeXft13fdd3xT/9p/80fvZnfza++Iu/eIybmhxT5jAek9+wXGveFnGgYQDZqXSRDZbJZPstb8Tqx5q3RVJ2eb3p7R/TmMOU+smM36ix2DeZzPG1fG7xfGuutxtWzpEkGNHb3/72eNvb3hZf/MVfHG984xvjPe95T3ziE5+Ir//6r4+IiLe+9a3xWZ/1WfGud70rIiLe/e53x7d927fFj/3Yj8VrX/va23OCvfSlL42XvvSlk/0cY9tGOQEd9hOxgSpr3hYxjT6wbESf48E4oLmy57o31VBhzdsia9Akoi82SjKpo54fViku3Z7i/kyKtwmgKwEdRvQ1X/M18Xu/93vxbd/2bfHcc8/FF33RF8XP/uzPxpNPPhkREb/1W78Vh4ePFob4gR/4gTg/P4+/9tf+2s71vPOd74xv//ZvH/OmJ+H4QERn+QRwYEi2RXan0R3oGYiYDuuWf94vJKhbOrUftkXYEtuHc3Wd1rLuY02fi+cNWLodYK+DzWYjR8GCvfjii/Hyl788nn/uuXjiiSemvjm9EdKZK4Ec0vDiiy/Gk089FS+88MKiXh9TNJdtETF9BGI6EDH7oN5XRLctMp7ttsiH/vfvxMte1u2+nvMy1Gshtt9YW0AXzxvoeZt8lP2oJcTzHs6DXnsbZM+21vZ6bItANW+dBWbJsu6kSiAHmCeT6QAjyR64n2FMN4m+bhcDn+dboO+ubLJdWJ/GHOM59YnnwJLZ4gdmLRsrxXSGJo4DrIPzpQOMZBvTZxjSYQh9BHoRvlg2rC89pqcwfT7XcJ7i5HlEutPnAEsmoAOLIabThTgOQJZ4DjCiqwsRHXrSJsKvLbpvY/oSQ7p43t7i43nPUr1dS2X1GxifZx2wSFUbquL6+ojjAJCAoxNTL0C5GU2jW8adpamK7kuO60sL6VPHc+H84fWlGs9th0+nh/OfA+OztQ+sTp0NWZE9bYI4AEMyTQEwIdPokJR9E+1LCOxLWN596fF8qPOcpxzPoRXbUNAbAR2gQNcNXgF+PzsVAKRIPB+YKXQ6Mvm7EjOaRmc+rjebuNrU21k/OrDDWldZYJ9rWJ9jTJ8yns916jwi/Xhu+vyh49OIy/Opb0V7ps9htux1Agygy0bzNr4LzAAwvs3hsYgODY39nBnj+4n0iUh4Gt2bOZatbmivY60xPh/W5xjU5xjTxzLncB6xsnjOdHqK57Y3YBqeeQCJEc4BgEUzhT4raz2AW/VzO4gJNNEkxi85tmeD+hxjeqrGnj4f63c3l6nziBnE8yVsd899Ch2YJXt9AAAAGabQRyCiJ8Njvbl995nA3rOEp9Chb1WxfUlxfY4x/fJ6k9wU+pjxfO7hPGKl8ZzpWLodZs9eHQAAQI6IPoJtEBPSB+MxPA3T6wMQ0aE0rs89rG9j+lxCegpMnTcz1BsfZhHPl7SdPacp9B7juW1HmI5nHwAAQIHtwQoRcmBCemceo/OR/V05IAr0IR/W5xrUhfR6lhjP5zZ1HuH0i5OZQ0Q3eQ6LYW8NAACgQj5yiZUDEdIb8Ticv4PrSxEd6N02qM81pFPOku3NzCmemz5vIOWILp7DothTAwAAaKAoeImZPXJ+9FIeZ8sjogNDEdL7NfX5z8XzZuZwvvMt23ctbEN1KiF9oHDeeBuxxulubHdCfZ4tAAAAHYnqPRPRb3kcLd/2d+yAZgXnP6cHl1c3//KOj8a/LWO62mxE9I7E837NLZxHiOfJmjqkmziHRbN3BgAAMABLv3ckonvMrIxpdJhGUVTfWkpcN40+X+J5feJ5xtq2occO6SOEc9uEMD3PQgAAgBEI6i2s+LzoHh+QNge212FpE+vbkB6Rbky/uN6MtoR46sTz+uYWz5dgc3ic3vZqPmz3HdRNnMOq2NoHAACYQDa+JHfwKTWm0VkBQbaE5dtJTD6qzzGopxrPI8Y7/3ZdUy3fLp7XN8d4bvp8JNng3SWmC+ewSvbOAAAAJiam17CiiO4xsD7ieQnxnBnIBvU5xvSUiOc3xPP6xHNqy8f0hKN4q+1C20zQuxFfjgEAANhnc3h8+48cB4ZYIM/1Ep7vwITE836I58s2222YhOM5kA4BHQAAIFFC+vqYSoJIPp77uwz9S2n6fA3xfAxzjOdDs53HPrYxIB2ejQAAAMzHipZyZ/kcJC2QeDyHInNZuj3Fc5+nFM4j5htmm0rtfgeA1NhTAwAASJhJFVge4bzATMK53x1bc4nmEWmG84j0Iu5a4jnlLN8OwJatfgAAgESJ57As4muBmYTzCL8/5inFeC6c37W05dtZj83hsX0WYJFs+QMAACTIgah1chBymYTXAjMK55A3h+lz4byeNcbzFH8PTaTwO2vD9h372F6EtHhGAgAATMwBtQac/5yZcTC0wAzjud/jus0hmG8J5wAA3dn6BwAAGJlg3sJKwrnHxvwJrSVmGM1ZrzkF8y3hvLm5TjJ3dXG9Sf53U+XyejPL391SVxla4s8EECGgAwAADMpBpR6sJJ4zX6J5hQWEc7/f5ZtjMI9IM5pHpB/OI9Ybz6l2uYk49tAAIAR0AACAXgnmPVtZPN+GOo+j9ImqFRYQzbf8npdprsE8It1oviWes3W1iTga6K6e6xQ6APNhLwAAAKAlkXNAKwvneUtd5nPuxNQKC4rmW37fy3J8NN9wnno03xLPWQJT6PXZVgWWzJ4AAADAHg4OjWjl4TwrG+88BscnntawwGi+5fdPCuYSziPmEc95ZKzzoJtC3+UNkgDzYW8AAAAgw0GtiQjnlcT04QilDS04mm95TDClOUXzCOGcZTKFvp/t0f4dXF/aBoGEeDYCAACr5cBPIsTzRsT05hyM7GgF0XzLY4UpzC2aRwjnS2AKnbZsfwJrYK8AAABYBQd6EiWedyKm3xA9B7CiaL7lccQUxHOuriOODqe+FfM1VEQfagp90GXcbVcD9MaeAQAAsDhrDomsV1/xb+znj2iZkBVG8y2PQ6Ywx3jOsixhCp1x2c8C1sLeAQAAMGsO4syQ6ZikCYkrs+JovuUxzxTmHM/Hiq5DSHXJb1Po3aT6ex3VCNvXi9jvujy/+d/j02lvB5A8ewgAAMAsLeIAzloI5pAW0fyWeM4U5hzPgXWa9b7XNpoXfUxIB0rYSwAAAGZl1gdv1kAshzSJ5neI50xBPJ+eaeVdlnEvN8R50AfZl7H9vasomFddVkQHCthTAAAAZkE4T5CDdZA+4byQeA7dXFxvIiIs5d4jy7inZxbxfATJ3+4mwbzs60V0IMfeAgAAkKzkD9asiVgO8yKclxLPmdLVZrPz33OfSJ9zSL98eNtTCulTRfQ5n9d+9QbeRk92f6xrNC+7PiEdeMgeAwAAkIxkD9CsiVAO8yacw6xsg/pSQnrE/GJ6itPoTG8W0+fi+TDXLaIDIaAD8NDlZv9laK7vHS6AJUr2wMxSCeSwTMJ5LabPSdVSQnrEPKfSU4rolnKnljXG8yHDedH3EdJh1ew1AExItF6+KX/H4j2QuiQPyiyFSA7rIp7DYuSXeI+Yb1TPTqVHpB/UU1rSfYqIbhn34cxtvye52ztWOC/7vkI6rJKADtCQ6M1cDPFYFeWBPiR3QCZFAjhQl3gOi7eUqD6XZd5TmUa/ur753yVNo19tIo6mv2v36vPYx9yWbk9qX22qcJ5nWXdYJQEdWDUxHJrp6zkjxMM6JXUwJgUiOQDQ0tyjeurT6WudRp/rFHoKv6fRLD2epxLN80R0WB0BHVgcURzS1/V5KsDD/CRxMGYqQjlAMg6uL50HncUqiuoR8wjrqQb1y8ztWlWkJU1LjOepBvMiIyzpbjsF0uGZCMySSA7rJsADSRLKAYAElYX1iHTjeopBfcqYPuZy7kNPoQ+xjHufy+6v7XiBcN6Cc6PDKgjoQLJEcmAobf++rG1HGqgglgOpuLpwHnSo4fLq5l+V46NxbktK5hLXUwvqUy3xPtZy7nNdyj01vcbpAfY/Jonncw7neQOF9FZT6LYHoXcCOjA5oRyYi7p/r4R2WBixHGBRLI9KmX2BvY4lRfiUz7OeSlCfIqSPNY0uoi/b6PF8SeE8b4CQblsFpucZCIxOMAeWrs7fOZEdZkA4BwAa6hLh5xDfU43q2aA+RfSdKqTPNaIPsYx7Xy43Ce6v97xfMmo8X3I4z7O0OyyKgA6MQjQH2LXv72JyO+ywJsI5MDeW7WzMZBcpqhPfU4zsZcvATxXWp4zpY58nfYxp9LlE9D7Pg75ko8TzNUXzIj2F9CG2VWz/QH2eKcBgRHOA9or+horqMDDhHABI3JzO457CtHoKMX0JIV1En1CP+yiDx/O1h/O8HkJ6o+DtDZXQKwEd6J1wDjAMUR0AAKhSFdhTiOv5qD5mUJ/qvOlLCenb+28N50VPchn3jgaL56L5fh1DuqlxmIZnHdAr8RxgXNm/u0vbwQcAgL5cbTalS43XkcJ5vrtKcXp9TUF9zOXdhw7pfd5XVw/vlr4m0Rc1hd7T9Pkg8Vw4b65DSK8d0U2hQ28EdKAXwjnA9MR06OjoxDLuAEChLvE9K+UQXxbYxwzrUy77PmZQHyumDxXSh5hG73s5d270Hs8TCud9/WyjT3dfnnc+PzowPAEd6Ew8B0iPmA4tiejAHJk0gtloEuJTie1FYX0NUX2s86ePEdPnEtL7iuh9TKEvcRn3ziaK50Ofu33f9Q8S2FtEdEu5w7g82wAAFm4b0+38AwDAfFTF9qnjempRfej7Y6zp9KFj+pAhfYkRfVI9vKm31/A8UjwfOpa3kb9NvUXsFku614rolnGHXgjoQCemz0nZ5bUHaFOz3rlkLyEdajKFDsyJA6RQy4PL6zi5vC79/L3jAU4WPaB9k+xTBPYpl4BfYlAfMqZfZZ4KfcX0PqfR+z4v+hr1FqIHDOcpxvI6sre7l5huSXdIkoAOtCaeMwYRfFxd728Bfh6EdKhBRAfmQDxvzRKo5D2oiOt1pBbgU5penyKsj73s+9BBfYyYnmpI7xLRu06hz3UZ95Tj+VyjeZneptMbTKNbyh3G4VkGtCKe04YYvnx1f8dCexrmejAAAAjxHBLTNMBPGdxTmV4fexn4MafUhzx/+lAxfYiQvoSIPokOb+TtJVAL561tf85OIb2PiG4Zd+hMQAcaE8/JE8ZpquoxM7sd25kT0aGE6XMgZQ6IdmJqixTUDe5ThPYpp9fHjOpjTanPLab3GdL7mkbv67zoS9c5Ugvnvem0zPvAS7qbYId6PEsAqEUkZyxFjzVRfVgiOuSI50CqhPPOHDBerweXmzguiNZniS29nlcntI8Z2cvi+pBhfcwl4IeO6kMu9d53TO87pE8Z0btMoa9mf7nHeJ5yND94uK+3GXGbqtVUeo2ILoTDsDy7gEZMny+fUE6K8o9LQb1/zosOIZwDaRPPO3OQmSL3W577PKXwXhXZx4rrqYT1MaL6UEE91ZjeV0jvYxp9qog+qpb7JJ2idQ/xfMxoftDDflvd6+gztDcO6QNPogPV7DkAtQjnyyOUM2em1IezmnfXQ554DqRMPO9MPKdvcwnvU0+wjx3Wx4jqQwX1oabTt/vPfYX0iG4xves0+hQRvc1+cspT2Ds6xvOhf84+Ynnf379rVG80Ob4noldel/OgQyf2HgBWQjBn6YY499taieisjngOpMyBz87Ec1LSJLyPFdunmGAf6/zjEcNH9TGCeh8xPaWp9K7T6M6Jvqt1xO4Qz4cK51MH8zqyt7FtTG80jd4logOteVYBLJRgzppZ8h2obQYHaIAVE887cTCZrIvr67i4Lg7FJ4fpLMeetS+2jxHYy+L6EGF9zGn1fFRPPagPFdNTCOljR/SxlnLfHB43j8wt9k3mHs/nEMyr5G9/06BeO35bzh1GZ08CYAHEcqhmOr05U+hASvo8SCeoMRvieSee6zRRFtb3mTq8TxnYx5xaHyOsDzml3ndQ73Op9xRCepdp9JQn0ZNewn3ieD73aF5l+7M1CemNz43ehGXcoTV7EwAzJpxDc6bT6xPRWbwFH7hJUSoHEdvcDiGO0TnQ2ZrnK2NqG94jxonvUwX2sabWh14Gfqgp9SGDetuY3mdIH3savU1EbzOFvpj945bxXDhvpm1Ir9yOqZhCt4w79M8zCmBmRHPol+n0aos5SAD0JpUQPqa6P7ODVnQmnLfm+cfc1I3vQ4b2sQP7GGF9yKg+1JR69jZPHdP72D/uOo2eckRvotUS7g01vv6J4vmg4fyq/TT9Xkfdl0xver70LhEd6Je9C4CZEM5heGJ6MRGdRVrR9ENXawzmbRXdV6IetYnnrXiOUdf51XUc7wnGQ5zXu6t9oX2KwD63sD5mVO8a1IeI6VNNpbedRh8zoq9Ki3ieXDgfMpY3+X4tw3rdqfS2Ed0UOvTLswkgYaI5TMdS78BaCeb9EtWpRTxvxXOJvlWd17uOKQL8FIG9anK9z7g+ZFgfKqr3GdT7Wuq9r6n0NvvEbafRx4roTafQU3pzeXLT7dmv7Sucjx3M68rfroZB/eDqontEBwbnGQiQIOEc0rP26fSUDhQA/RPNx5W9vx0YQzxvzvOGVHUJ8EPF97ED+xhT60X38xBRPdWg3uV2dZlK7xrSU43oq9Bw+rzNvkEv0TzVYL5P9nbXjOl1ptErI3qTpdyvLmxvQgv2OIC9LrXcUYnnkL61xnQRncWwfHtEiOapyP8ehMGVcTCzEc8PlmxffJ97YB96an2IqF40pR7RLWBng3rbmN7HMu9ThPQ20+hdl6GvY8gp9KHOg97oOlue97yuTuF8rsG8yvZnahDSW0f0Hi4PlPNMAkiEcA7ztLaYLqLDvInm6RPUV0I4b8TzgD5cXG92lrLeZ8hg10aKgX3ouN41rA+1BHxfk+opxPSpQvrQ0+im0Ntpuq/QOp4PHM4Prrrt82yOetjuaDCV3jqiN5lCBxqzBwJUMn0+POEclmMtMV1EZ9ZWOH0ums+b5d4XSDxvxOOeqTSJ7WXGjPB1lo/vO7IPHdfHCuspBPWpY/rYIb3tNPpQEX3O50Kv1GD6vMk+w9ThvGsg73L9reJ6jan0fUu6N5ksN4UO/fAsApiQeA7LtfSYPpsDBrBiwvnyOBg2c8J5Ix7rLEGbCD9kdB9zir0srg8V1rtE9b6Xf+86Fd5nTJ9DSJ9rRF+SQeN5D9F86GDeRP62NArqNUN61TT6HabQYTD2RoBSps+HI5zDuiw1povokCbhfNlE9BkSzhvx+GYo9y+v4/DyupfzbQ+pTnQfKrKPEdiHCut9T6v3FdWnjultv3/2cdj08dY0RLeJ6E1u11ARPfn94ZrT56nG85SieZVWQf3qvFVE77QfcHWxs01qnxH2s1cCFBLPhyOew7otLaYnf9AAsha+fLuDIJAY4bwx8ZwxlIXWpqYM8VNF9qHOKR4x3HLw+d93n5PqTX/urku99xXTx5hKbzqNPvSS7lNOom8Oj3vdTp9qm79RPG8RzscI5vmfodGkd+3vcfnwuvds0+yZRm8U0U2hwyDsmQB3iOfDEM6BvKXEdBEdYHjC4owI5415fDNHfYT4ISP8mJG9anI9tan1Ppd/nzKoZ2N6RLOgvqSQ3uQ2DRHR6+4L9x3R9+p5+nyoeN5XNG97TvYmX9c0tmd/tsqYXjGN3ng59+zXWrUKOvMMAhiYcL5sV369perumHJj7jFdRIdpmT5fJge9ZkQ0b8zjG+pH+KFC+xiRfci4XhTWp4zqfQb1MabTuy7vnlpIrxvRI+odr+g7oqem93g+UjhvG8u7Kvq+deP23qn0hhHdFDqMw94KwABE83kSw/vV9f5cc4Cfa0yf64EDVmLhy7ePPtXCYETFGRHNW/EYZyqXV9dxedVsavy4yXrSA6oT2qeI7EPF9S5hfaioPnZQn0NMb3Oe9CHPj95kSfe1q7PfkEo4nyqY19F0SfjKkF6xpHvtiA70yjMMoAeCeZoE8Xlr8vtbcmyfW0zfngZESIfxZQ+giOlpc7BrpgTzTjzumaOmwb3K0DF+imn2srie2tR6H1G9jyn17M/VNqZHtF/qfYyYXud3P+Q0epNJ9LGn0Ed7w2vN5dur1IrWA4bzwaJ52f3f0zZK9nZXxfSDq8vG0+i1lnPPTaGL7NCNZw9AS6L5dIRx8uo8JpYQ2ecU002jw7RMpE/PwaqFEM078TyAR9rE+CGi+xihfQ5T61NH9Smm07vE9FRCet2IXuc2TBHR9zo6GXzlrF72EWrG87rhvHMw7/ozNfn6mts225+pLHrvnUYvWdJ95zqaBvKrC9u20IA9GeDWpSi5l2g+HpGcvlU9puYY15sebJiCiA7T2h5MEdL7IQSugAOKvfBcIVUPrq7jsGbEPktk6fa60X3s0J5iXC8K61NH9Sb309jT6duYPtRUepPl3Zu8UbzvafS650RvuvT8UPZu148xfV4jng8azqfet8l//z3bPfum0ktDekFEr7WUu3OhQ2/s1QBUEMyHI5CTkrLH4xzCeupT6SI6TC8fs9Yc1IU9bonlvfG8Yonu97h0+9aQUb7JdHsfsX3fFHvbwN53XB8iqjcJ6m3Poz7mdPoYS7wPMZVeN6T3OY2eSkTvYt9+QNd4XieczzKaV2kQ1Kum0guXda8Z0atYxh3a88wBIsL0eZZo3h+RnLmbW1hPdSpdRIe01D2AMlVod4CHXgnlg/A8hebaRvm+w/sYU+1DTK/3db71rlG9y5T62EF9zJg+h5A+RkTft+/b9TRLXb6+UzwfO5x33A/ZnN/v9PVFDk7P6l0we9tLtpfKInjhNHqNiC6SwzA8qwAeEs7bE8pZm/xjPrWgnmpIB+bFQRhmRSgflL8HLMGDq+s4rHn+762m08pDaBLe+4zt+0J728Ded1zvI6z3HdVTDOpDx/Qm199mefc+QvpSIvoQhozntcN5w/tkiEje9Pvtjerbn6lgO6rRNHrTSXTLuEMv7AEBqyec1yeUQ7FUg3pKId0UOpM7Oolos1wgkA6RfBRiOTxSFFb71mekbzrl3iW4DxHY+4zrRWF9rKjedkp9rKCeYkzvM6Tvi+j7vt8YEb2tyvBecf7zqq9rtaT67dd2jOcNovnYwbyO2lG9Yiq9LKTXieg7lzeFDr3zjIKVW+vS7aJ5NaE8XVXnhEtNm3PULUVqQT2VkC6iMzkRHdIkjE/KwVaYVtNIP0VwbxPaqwJ7n3G9SVhPKaqPFdSbxPSI/cE7G9Mj9gf1uku89xnS606jV32/7T591b78YOdET2mfpWT6fKxw3iWabx4MsIz7vf3LuGdvc2VMLwjpTSN63Sn0nbh+dWHbG2qylwSsjnh+QyQfx5yCd9/6+tmXEOJTCeophHQRncltDxakclAKlsqBuSSJ5azZxdV1HLU8D3kdpz2fq7zMFMF9X2hvGtj7nF7vGtaniup9BPWI/T9nl+n0iGZBvSqm151KnyKkd51GT12r6fOKZdur4nkf4bxuNB8ikLf5nlVRffuz1A3pRdPoTSK6KXTol2cTsBrCuWje1Zpj+JSa3O9zie3Z5+IUO+ODvVO+7vcX0UmBkA7NCOKz5CAqjOe85zjfV5AfI7iPGdjrxvU2sXmr63nV25yjfKxl35tMp0c0W469aUyvE9Ijqu/3uiF9qIhetW9dtd+bwnnQR43ne37WMaP5pmCp+4MO5wvP36aioF45lX59uXcavely7kA/7EkBq7C2eC6U7yeGL1Od32tqkX2qmJ79uzj10u4wqXwUFNRZKgF88cRyqPap8+vYnFyVfv6x0xondx5RmyDfR3SvE9ybRvaqwN5XXK8T1oeYVo/Yv4/Z15T6zfeq/romQX3Ic6fXielNp9Ijyu/rfSF93zR6nSXd20T00ZSc/7ws0vcZz9uG8zrRvGkwL4rjQ3xdVXDP3uaqmL4T0kum0etG9NIp9Mwy7kBz9q5gxdZw/vO1hHPB/IYoTh1dpwmGNGVMH3uH3xQ6ySqKjKI6UxK+KSCWQ/8+dV4e14fWV7xvGt3bBvd9kb1JYO9rej21sD5WVJ8qqDdZ6n2ImN4lpLedRm8T0VOfQq+rz3i+L5zXjeZtY3kfyr53PqxXxfQ6IX1vRG/A8u7QnGcMsFhLjudrDObiOEOreoxNEdfHPm/6FOdHF9GZjaqAKa6TJ3jTMwc7YfnaxPs+ovtQwX2swF4nrndZDr4srEfsj+tjRfWmU+pjBPU6Mb2vJd6rQnqXafSxIvqQ+po+L4rnfYfzOtG8TTCvuzR8E4XnM99+v8xtrBvTS0N6JqJHPDov+k5ErzOFDrTmWQQrteTp8yWG86UHc3E8fdljDj2dim9WUphaH2s6fexpdBGd2dsXSwX29AneJMYBTxjG+eV1HDY8H3gfTlucU7yOthPzXcL7vuA+dmAfKq4PNbXeZr+y7L6quo+aRPUhgnqdmN5kKr1tSO8yjT5WRC+dQj86GXc/oo94PkA4rxPNh4jkTb9fUVTfF9OLJtLLInpELpDXiOi3LOMOrdkrAxZjSeF8acFcIC/W4pR2SRjjds8l0ucf22MF9aFj+hTT6LBYdeOs0F5M3GbhxHJYvvMeo30fMX7Iafc6E+11Insf52HvEteHmFpvGtb7nlavu/R730G9j5he5zrahvSqafSq66yK6CkrjN8F8bzxku0F8bxtON8XzdsE881FP/taByfF+yb525QP6kUxfXsfVE6jt4jot5c1hQ6deQbBCi1t+nzu4XwJsXyNgXyu8Xsumt6/qQT3Ngc+utr+DZlzSDeFvg523vcQimHx/B2Ead2/uIpNz+c57+vc5XV1ifFd4nud6J5SZE8xrjcN631Nq5fdF0MH9a4xve1UepeQ3nQavSyij72qWxQE5yHOrV4YzxtOnZeF8z6ieV+RvM33yIf17O0ti+n7QnqdiF54W/Z8fueyAzxOYEnsvcHKLCmezzmczzWaLzmUC+LzVvf3N0VoHyuqDzmVPsYBABF9HbbxyI46sHRiOaxD22XUm+rlfOcDx/eUInuXJeKr4npEdWBvsyR8UVjvcxn4usuu9x3Uu8b0rlPpVUuwl+3f9hnRC79v02Xce9Zl+rxuPG8SzrtE86axvK9l3svOf56/PdmgXhbT94X0OxE9YiekR+yfQr/1cBn326n0qwtv4IYa7NHBiiwhns81ms8tmC8hlAviFKl6XIwZ14de+n2IqfQxptFF9PUQ0oGlEcwhfZ88v4qr4+7B+yUjT51HdA/1XQN8nfjeV2SPqHd7u5yPfajAXhbXm4b1IZeBrzulXvc86nWC+lgxPf+1+6bR2yzpXjeijz6F3sYI8bzJxPm+yL0vmo9xLvSy73FnyjxzW/fF9KKQno3oO9f/cBq9dCn37XU//Lxl3KEbzx4geXOL5nOK5XMO5QI5fSt7TI0R1rPPxT5j+lAhPfkDAcyGkA7MlYORsF6fHGnqPK9LuO9jUn5f1G4y4b4vtvcR2qcI7E3jetPl4LsuAz/GlHr2NnaJ6W2WeG8a0tss6V412X7nthbsO0/1pvHSc5fvXKZGPB9g6rz06yuCeaNYvmfSvZXj3UnvottzG8j3xPRsSK89jV4W0aum0IHG7PHBSsxt+nxO0XwOwXyOoVwgn9fzoKuUg+zYU+tDxPS+Q/qQ0+im0NdJSAfmQDSHebu4uo6DAXY065yvuw99hfu2Ib7X6fGeYnuXZeOHCuxN43ofU+t1w3rbKfW2Qb1LTK87lT5kSC+bRi+K6E2Wci9SuIz70cnNUtsN1dqnKpg+v3M9LeP5UOG8MpoPEcmrlH2/TFgvnDYviOnZkL5vGj0/6d7kfOdAc/b+gKTMIRimHsznFMuXGsnn8DhOTZv7LIXonn8M933srO+YPkRIT+H3wHLk45SgDkxNNAf2qXO+7iG0DfddQ/y+AN902r2vyfay0L7v9rQN7BHFv4OmcX3MsF4UsetE9TbLvlfF9KLb0jamVy3vfrXZNDo/epNzo9eN6INPodcIx22mz/uK53XDeeNoXuPnHmNJ9zvnRM/frm0Ir4jp2ZBeNo1+J6I/nEKPyCzXnptCv7OM+8PzoAP12RMEJpd6bEw5mM8hli8pkqf+WF2bJr+PsSJv0eO9r6jeZ0zvM6QPEdFNobOVDVdiOjAm4RyW51M9nQO9L53PS97zznbdIN80wI8V3Nuep32oKfYmcX2osJ6P6kWT6nWiepsp9S7T6XViet2p9DbT6E0iev46ukT0win0IeSmz4uWbt8nH6f7DOdNo3mTUF52Tva6tiF73/e+DevZ25yL6UUhvWwafV9EB4bhGQZMJuUYmWo0TzmYzzmUp/xYpB9Vv+Oh4/oQU+p9xfS+QrqIzhhGO6AErJ54Doyhj/OSl2kT57sE+ar4PkVwbxvZ+5xibxLXm0ytNznPel9Rvc2UellQrzpvetUy722m0tuG9KZLuudNMon+UB/7S/umz5vG8zrhvM9o3jWSV6m67mxcL5o4z8f0fSE9P42ePS96PqLvm0LfuZ3biXRgL88UYFSphkrBvJm5xfJUH3ekYey43ndQL3vnfBN9hHTLuTMG50oHhuRgIizbxdXV7nrPM3FadJLnPYaI81VRvml8Hzq4t43sQ0yxN4nrQ0yt9xHV20ypl02R113mvY+p9KYhvcm50bN3WZdJ9L1angd9604M3zN93iSe1znX+Z3YXiecNzlfeo1Yfn3Z/v7b5/D4UZzO35bsxPjtx/IxvSSkF02jH+SWXy+L6EVEc2jHswYYTYoRM7VwLpi3l+Lja2ipPl666uNc330pe1z1GYqzz68uMb2vkJ5SRDeFThnT6EDfHFSE5fvk+XWcHI0X0PdNUtd1PmD0bxLn20T5LucXzyuL7nWC+5iRPR/Ym8T1IabW20T1PqbUs/uldWL6zddkbneLmN41pDdZ1r1oSfe8NvvX+/Zz7nz++HQnOHfZT+ozng8ZzsuieZ1QfnV//7nT6zg6O638nofHJ4VB/U5MLwnp24ge8SiUZyfR80vJ73yf3BQ60J49RGBwqYVN0Xy/1IN5ao+pPqT4OJhKk/tiqtiefwz2FY37iOldQ3rXaXST6IxFRAf6IJwDQ2k6Sd2XJuG+jzhfFeGniu752DxmZK8K7FPG9SZRvY8p9bLTjlVNkpdNp9eJ6UUhPWI3kHcJ6UXT6EWT6Pv2w/P7y32/abzJ/lHluc8bxPNOU+cdonlVMG8Syq/P691nh6ePthmrrv/o7HTntm2n1LM/Qzaml4X028tmlnTPR/Q6U+g7H7s8vz0XO7CfPUVgUCmFTuG8XMrBPKXHUBMp/X6XLJXYXvQ47RqRu8b0rudJ7zKN3mdEN4UOwFDEc1iX88vr2NRYojtFZefmLjJUuC8L820jfFl4bxrdm55//Pb7t4jsEXfvhybnRx8zru+L6vvOrd51Sv1sZ9K8fUyvu8x71bnSiybS8w+/spC+bxp9X0Svs1+d3+dt9EbhknOEF7oqv+yd6fOMtvF879T5vvBeM5pXxey6cbyOfde1DezZ25OP6RG70+n7Qnp2Gr1uRI/ITKFX6XBqAFgLe4vAYFIKn6nE89SiaorhPKXHzT6p/T6pVvb7Giqs9zml3ldMb/qzdplGN4kOQKqEc1in84uruB5xCfcq9xou717n3Nxd7Yv0bcN8n+G9KLrXDe5NJrpvv1/Bzte++6FJYO87ru9c356oPvSUelnobhrTm54zveh6iuJ40TT69rJ1ptG7RPTG+8pV50HPLeFeV93p87Jzj0d0iOcNw3k+QJcF86rAfXn/Qennujo+u1f4/Q9Pj+/E9IhHP8/ekN4mokdu4jyzjLvzoENznjHAIFKKoOL5XSmF85QeK2VS+t3Rv7HCel9BvUtMHzuk9xXRTaGTZ+l2oC0HDmG9Li+uIloE9OOTfs5lnvVgxOXd68b6rpG+LMD3Gd6bRPd8bG8T2usuG58N01U/b9243nZZ+H3XN3ZU3wb1sun0svOml03L14np+an0fedIb7Kse9WS7tsffXt35Pe990X0TlPoHVVNn2dlw3bd850PGc7LgnlVLL/s6RzoW8dnp4Xf7/jsXmXQz06mF4X0fETfqoroEVE6hV60tDuwnz1HYNHE813CeT2p/L6mlD1n2BDyS6ilaOiwnn0OdI3pY4b0qSI6bInnQFOiOdDF5UUaU+tF6sT9IWJ9UZTvEuCL4nvT8J6P03Vje5vQ3vb85HWn1/tYFn5fWB8qqpcF9T6m0+tMpudDepeJ9Pzl6kyjV2ka0XdkptCr4nrn8F4yfd5nPO8SzvNRuk0s72NZ9+1y7XWDfGVQf9i+syF96/bhkAnpZRE9Ioqn0AuYRod6PEsAViKVeJ5qOF9iNB86gnfR5bZNHd+LHitdo3rXmD5mSJ8qoptCJ0I8B+pzUBDIu7rcxMFluvtIWUc1N3zHiPtFkb5tlC+bhm8b37ORuO05zOuE9i6Rfd8Ue5vp9VpLuBfcp0NF9TpBvY+Y3mSZ97KJ9OzXNgnp+6bRqybR2y7nPuYUeh+axvNsLG46bZ4P521jedX507vIftf8lHo2pu8s854L6fum0SNiJ6JHxKPLZ6fQI26XcQeasUcJDOL48CCJUHp0kM4U+pTE82Jzj+YpB/IhNf25xwjuZUvPtdElprdd3j2/U7/3+7RY0l1Ep6s5HTwCpiGaA1XaLuHeRdvl369GCP1DR/o+w3tEt6n3rqG9zTR77XOflxywyZ9/vex2NwnrTaN63XOqV02pZ4N6UUyPaLbUe91l3vsI6U2m0avOi95kOfdU9nmbTp/3Fc+rwnmdaF4UzOtG8quLevubRyfHldd5dHa6e7srrmu75VoY0jOXKzovekTs/v/cUu4HEXem0A+uL2NzGRHHgjrUYe8SGIyI/sjJ4cGksfboMJ2Inoq5xfO1xvI+lN13Q4b1voJ6HzG9bkgfYxrdcu60JZ4DRQRzoInrq+u4qrFjfNR0WacKUy3/Xifc9xnpi2J8l5+9a3zPx/YUQnvTuF53cr3O1HrltHlFVK/6uqLbWDalXhTTI+pPp7dZ5r2PkN50Gr0qoudV7UtnI/rOFHrZMu7Hp3fOLz60JvF8yHBeN5jXjeM3X1++LHwftrckO5meD+nbc6Tnl3U/iChczj0i7k6hZ12dFwZ1oJq9TWBQIvojKUT0iGlDeiqPh4jpfx91CefDGTOs9xHU28b0oUO6iA7AWARzYAx1IvuU6gT+IcN9UdzuEuP7iu/Z21U3trcJ7fnztdc9r3mfcT2i3uR60W0bMqqXBfWypdf3Tad3mUzPh/SbyxwWLhnfNKQXTaNnI3pE7CzpXmc596rzoZdF9D4cZK+r4E3LZdPntx+rMXlepCyel4Xz/LR59nJ1g3ndMH7VwznS6yj6Lne2dDPT6LdLukfciegRj34/t1Po8ej3uzmyDQ1teOYAg0slmm43SqcM6dsN5TWH9OPcTsWUUvh97HN0cCCij6zo/u47qpe9a76u/E55HW1CeooRPZUl7RiP6XNYJ7Ec6NvlxXVsDqeZCK/juOT84HljBP6qSN/nku4R/cX3urera2hvGtnrTIgPPbleFdWrloCve071sq8rCuplS6/XjekRxedNz78RvCja75tKbxPS6yzpXnc596b7yVNNoefPw33nYwXLtu+bPG8zcZ4N53WDed04fnW/vzcp1JG/Vdmt4Ntp9CiP6BGxs5T77X/bnoZOPIOAUaQUTVMK6RHTxdvs/vAUMT2/UzDlYyOF30eV7Q6ZkD6dIaN6l5g+dEhvMo3e9LzoJtEB2BLLgTHcBPR+dn6PT/pb5n3rssP5wesaK9IXBfiuU/FtJ9/zE+5jhPaqyD52XH/s9KgyqredUr+5bblA3iCoV02ntz1v+tnxYaOp9C4hve40elFEz1+uLKK3nULPXnZzdLI7ZZ6/7J7PV8lOn9+qGc+bTp1vL5OfNs+H83w0zwfzumH84n55aL+4fxknZ+Xbrlf3L+LorN1S6dnvenx2b3eJ+rPcedEj7kT0iEdLuQPd2UsFRpViSI9IJ6ZHTBNw8/u2aw7qKfw+ymSDrZg+vezvoO+YPlZIn3oavW1EN4W+LjsHi4BFEMyBubu8SGeZ9yYxv+9IXxbkuwT4sun3JgE+G7/rTrgPHdqniut1p8Mjukf1OkG9bkyPuAnYTc6bng/hZVPpfYT0fdPoZRE9onhJ98YRPQo+tm8K/eg04qrdlHrR8u2Vly+YUs9Ont9+bE88rzNxno3m+4J5VRh/dJv2P/ebvOWgTVDfCenx6NzocRY750XfRvSs7O/q4PQstn/ZNtvLR8QmRHaow14rMImd8/okECjzsSeloB4xfsQt2l8dO6qXRbWxHy9l0XDqsF4WbIX1aeTfdd7VWCG96TR6ShEdgHkRzYGpXV9ex8FROuG7zOFx/SAeMU7ML4v0XYJ8n/E9H93bxO8hQvvYcf0lO9Phdy9zenzU6BzmEd2ielFQLwr6Tc6dXmep97Kp9D5DetGy7tnjAtnvWfe86HUi+q0GU+hNFcXvqs/dfqzoHOkP7l4+v2x7k6nzNuE8H833BfI6kT0eXqZsEv3B+VUclv2NexjUr84v4+i0fPs4H9FvPYzoEXG7nHv2r9d2KfdKl+cRFd8buOFZAkwutZgeURx+UovqEeNG3KrANmZcrwptYz5+qkLipOe4rwi44vrwsjvSfRgzpA+xpHuT86I3ZQp9XUyhw/wI5kBqLi+vOp0Dvewc3n27rnGO7S6aBvqI9pG+ajq+bXwvCu91o3ub0J7/vTdZNr5rXK977vVtXN8X1vNRvWxKPaLfqF40od5lOr1OTC+aSs8v794lpO9b1r3Jku5NInrRUu77ptCLlmnfHB3HwdUw+1dV0+d14vm+qfOycF43mu8L5FcN/jZdnV/FUUkoz86cVwX1fQpD+sPl3LPnRC/7y3RwenbzWMl/3P417GWPFlbi+ODmX8031E4mlWW8i1SFoKni+r6INVbIrRPexojsdWLhGI+pOnFxkqX6a4Zdob2bviN6RLPp76wm091DLOleN6KbQqcOER3SJ5oDS9b1HN59axv0+wz0+2L8lOG9bWgfcpo9O71eJ67XmVqPKI/rZWG9agn4PqP6lDG9KqRH7L45PH99bUN602n0phF9a+9S7hUfq7OM+8HpWeUUel3b6fOi857nVcXzoqnzOuG8KppXRfLLTzXb58xe/vixR9vC+bieTdhNzzq/L6Lvs30DxebI0u3QhL1bWJnttnrqIX0rlWnjffYFolQD+9YYMbdumIsYNrY3iXRDPsaaxtBRVxvoEH/XHN/7juZ5c43odYno1LGNc0I6TE8sB+bm+up6/HOTRfk5vbsaMujXjfNtY3zf4b0ouNcJ7X1F9ojy30fdZeLrxPWuS8JXTar3HdVPjw4Lw33hEu4dlnqviunZkB6xu7x7nfOkb0P6zefvfu2Dy+vSZd3rTqNnT6uWvS1FEb3wfOiZpdxvP1ZzCv2Ow+OIEfaz8tPnlwVhvU48bxrOs9G8KpJf1lnCveJrj0uWdd8J6vcv4+TsuHVIz0f0iCidQt9Z0v3qvHAaHShmjxdWKrvs7Vxiel4q08Z1tFnGeMzo3iaCDRl02x5f6PtYSNuYN8Tjrm2oHHvSvc+InHKMHzqWF+kSq6eM6EMu5W4Z9/US0mF8gjlAO23O6d1WX7G+bZwfMrxXRfc6wX3MyJ79PdSJ4RHdptbz15WP61XnWG8T1bdBPeJuVK+aHB96Oj0f07MhPWJ3efcu50nPhvQ20+h1l3TfF9FvFZ0P/WFEr5pC3y7jXiuuj6DonOdbZfG8SzgvC+VX593+Zl+dn8fR6eHt98gG9ctPXe5MqW9D+naJ94uH/31zPcXnSK8b0bfhfHN+f2cZ94OHy/4D+3mmAJXxYa5xfatpAE0luEd0D05DB/g+Jk/7jrt9HCvo49hGH1O0fT0W+5oQTnnJ+aXrc8q7riYRvdb1WcqdgWR3/MV06JcDa8DSXJ5fxGHjeb92jk+nmfAbItY3ifJtwnvf0b0stO+L7GXLxu+L7E0C+1RhvSyoR5RPqUf0s/R7fnJ86JieX+Y9G9Ij9i/v3uQ86fcvr1tNozdZ0r0qou89H/pD24/1Ecr7Wt49P31eFM/z5zyvE8/3hfN8NC+L5V2m0G9kl3J/FNSrbF816vyGyiJ6dtp8+3vaLvF+cHURm6Pc9n0Cb5yAlNkjBioVxfW5R/UqfYabqWN83xOfQwT5IcJg19Db9+p6bY9f9B0Ruz4eh464UwT6FA11Pw8Zpfteyh3aKop9ojrUJ5gD9OfyfDmhvkmUbzMB3yS614ntVaG9yxR708BeN6zXPed6H2G96tzqbabUX7IT4oun1POxu81S701ietlUetXy7k3Ok54N6U2m0dsu6d4ooj9Uayn3sin0h8u4b0P5wb2z2Dy4HwfHp7G5rD53epWrgnOcV16+ZjwvmjrfN3Gej+ZFsbzqHOm1bn/u/OdFQX07nZ6fSj+JuJ1Ir5KP6IcvPbn5ncXuFPr2XPQHZy99+Ls+vXlDRTgfOuxjDxlorM/lcsX4fowR64dagrlIl1g/RshrEnsHOt3drbrHMsZ4PHZ5HAqw/er6+x7icTvUFLpl3KlSFgSFdRDMAZagj1DfZ4SvG9vbLjW/L7bvC+xt4/rN9y7/2rrLw7eN6jffv+D6Cn7efFivE9Qj2k2p1132vSymR9Rb6r1pTC+aSq8T0iP2nye96BzpRSE9P41etaT79rqLlnRvFNErzodeuJT7glTF88udqfTrOx/Lf93WectTWWxl83R5UM8E/oKQvu8v/ParT0+P4/ryYmcp99i+CeJYKIe27DEDk0o1eswt7Ke65HHboDpmrC+yL+BPEXvLov3Qgb5I2TGR1B6HU68CMbQh7u82jydvfmCO+gyHSz4QxbII5sDaXT24H5vN+NuuR/ceG/17NtE0wvcR3OuE9j6n2btMru8L6zff9+7XphLVxwzqEcVLszeN6adHd6+vyTLvbUN6RPF50uuE9JPDR1PsXabRi5Z07zuid51Cb7OM+9HZaeG5zZsomz6/KJggrxvP8+E8H80/1WHC51NXl/FY9gDnxVWcPnyOPQrq1SF9G9Gz50bPu4yI47N7N/+RWcp9c34/Dk5Obn5n984ibh8f57fnQweq2YMGKJBq2B9TH28iSC2o7rPdUZk64Bc5OjoY/Lz2dZ0cprnkev4Yw9wef2Pr+uaLpuE8xecV9EGUbM6bDsbhsQmQhqsHn2r1damG97Lg3vdy8lWRvWlcrzu9XaRtWM9H9bpLwBcF9Yi790fZfVAVxSN2g/pR7uBX9mvzX5cN6vdyt7FoGjzibvy+uezVw8s9+lhZ8I5of870oUP6dn94O23e1zR60ZLuXSL6rT0RvY2Dk5PYXFw0CuqHp8e1l3Hfuqq77PvD33edeF4VzvPR/LzX41+ZN5NEdUi/9TCel73V6fD0OC7vP7i7lPvx6aPfz4P7cXB6tnse9A5L8sNa2KMGqCnFg71DHhhd45sIjnOFL7WVCKp+22NPWx9V1NCpQn/R8YgUQ/+ctZ02F8+BrLHCborbbm2J4QCkLhvWhz43ezYm97EcfN2YnpUP602CellMjxguqO9b7n3ImN7HVHpEvZg+VkjvMo2+nTovmkYvWtK9S0TfWbq9Yjn3XqbQH15/naB+fHYvLh+e33yfo9Pj2hG9SFU8r5o4z4fzptPojx0d7InvD99MEvVCetGS7kcnN29IKFrK/eD0LDYRsTk5ufm9nd+Pg7OXRkTchHT7F7CXZwnQyJIORC6B38ew+tjlH2uDNB//m+j7jQJtf+Ih3gRQFfqzUpnuryv/xoAUl1Fv+5C0cgDQl6Feg9tsfzlABbBcqU6Kj2noYD60y4urVhE96/ryutZy7zff72GUrQjpt5d9GPvKQvrWvjcVVIX0iEcxPR/S933tvph+mrtP2k6lRzRb4j0b0qvOkb69rjoh/fhoN4xH1JtG3152+/n8ku4Rj6bRi5Z07zWiZ7Rdyj2ragp9e/nD45O4vixZueLsNC47Lu3el7J4vi+cF0Xy08ODO19XHtRvlnbfnYo/jjoR/eoic5mz09vp/vwU+u0y7hEPf8fOiw512IuHlVtcgM0vUcQohnwczf2A88HYj8kW5zEa8lBHk99flzcB5DV9U0DXR9nUKwCM9QaAISfJ24bzNa6WAUxr7tsmAGt1dO8sDk/F7n1SjOFtp8yrdA3meXXjeVuX51d7I/rW1dV1q4n0iPYhPeJRTC86X3pRSH/JneB+tRPRI26i92P5y5WE9Oz1Zb8ufxt2Ppe7ruyS6xE3Ib3ONHo+okfE7TT6viXdb667fEn3qoh+c9kGEb3l+dCz8lPo24h+c+fsTqFno/v2POjbZdyzU+jbj1WdK/3o7OT2POhDqhPP9y3rnv386cPHRva6tjH9UWh/NI3+yE1EPz47vl2WPuLhMbyH50O/ykzxX57efGw7hX507+xmmfbTm3C+Xcbd+c+hPnv+sBIH15dpxPIZBO4k7qe+LOB8Ngcx/59hEMcl7xZN6PG7OTwe9w0EmZ2AIXYHqoLJ1CsApLS8/z4mzAEAWLsUI/VQhojfdfUdySO6hfI6E+d3vqZmNM/ad593vV/aTOyXTaPXjegRURjS60b0/G2487k90+hnme9TNI2+L6JnL7svomc/vi+i31x24IgesXcp94OTm79pm/P7hUu5b6fQ8xE94tEUevZjRyfHcXVxGUdn9+Lq/oOdZdxPzo7j4v5lHJ4exfX51e1/H53mp7iHURbPP/XwDRaP5Z5/ZTE9H9EfOzqI84v8NPrdiL79ebO2S7nvTKEf37/9HWyXcQeaEdCBdiYM4ZMF7oRi9FIi/+jT2Uty8anKT28SeEfpvkw62gRfTzsJ25+nl9vdQ+yvezvqxP2+l/EfmqlzAACaOj49icMVhOspg3XfhgjgeUNMjrcJ5RHtYnlE/d95nfuzaPK86XUUycfzvjSN6FlVET1iN4RXRfStviN6/noni+gRtc+Hfvv/MxE9InaWcs9OmW+n0LMRPSLi6v75nYge8WgKPR/Rs44fu4nNx2fHcXn/Mo5OD+Pq/Drz348C9enJ0Z3zoJ8e7jt3ebVPXV3fiehb2+vdieYlET1ie972RxE9IuLi/uXOUu5Hp8e3S7lnp9Aj4nYZd6AdAR24a8CoOXj4HTByjxmtJwvLV+m8SSDr4GoZbxgY09h9cXPUfJOi822se86mPW822Kr7poOy2906rLfYmWk13V/x85V9xjLFAAAsxeHR4aLichNjhOgxDb1cekT7CF56fS3jeES7N0X0EcvrXk/+3OdZZeE8P3n+6PLFHy+K4KcF90v+esvieRv5iH778T3nRL/5+KOIvlVnOfftx7aqInr+MmNH9IjYPR/6noi+dRxRK6JHRFydXxZG9Owxjavzq1YR/bGjR+ct30b07Me29gX2snheJR/Rtz/HUe7xe/mpyzsfu7lP7u187Pr88tEy7hG350HfnN+Pg8Pj2FydR5w4pQns46gorFmPkbaXuNxT/O47dA8Ws3uO1UNG5kknxROftt++y3bNDk7P4mCKh0iPcfd2h7DV197cjtpfnw//FYG/LOpn6SpSYAAAIkNJREFUv1ftyF0z1Gevr/S533KFA0EeAICpHB8fxdEMQvIYcXhO+g7Zjb53j/E1ovvqAG3eCFEnkte97qpQnjVkNI8oDudF15//+vztuvP5kd5gkw3uZRF9K7+U+87nCs6Jnl+ArveIHnEbxCOiMKLffq4gokdEHEbcWc49e6QgG9Fvf9aLu5F4K7+ce7nt8cXcdZ9f7UT0iJsl1rMRfSsb2Le2Mb1NON86rXGqu8v7j6bQ867uP9hZxn33Cx+dBx1oxlFMWIuri9bBvFOQ7hDFu4bwTtG3h7jdR9DuLVz3FKGHiMWbB8MH6E0iy++L7Y/kd6wG+R4dlqk6uFf/9hXtRFaqEZG34bxqF6oy3BdN52dCfeW0fdXt296nJX9T9gXymx3xZvFddAcAoA+njx3H0T3blkPrOzoPZazVCPqY/q8bwbt8/65xPK+vWB5RP5iXXde+cF70Pe7lviY/eZ5dvv0sc9ls5M5fRxNFS7nffu7hhHmR/FLuET1H9KuLm2MGD6fRs4rOiR4RsZ3VPoi4nV6/vWcyV3F9fhnHmUje9Ejm9gjq/iMOxSH9sZ1zqN89l3o+pkc8Cu1tbK8r+/XZ689PmpfF87aWcnpQGJKtRuBW4xfOFlGyzYtz44jcMn63Dd6tI3eL+6JLgO0SqrsG6L7C8eainzcUDBqyE4n1fdh3P40RwWvr4ZxOTX+e7A5hl+utCv1VIf+g7LoPjyOieKq9KMznl9+//VxBhN/sCecHUfD4z/9815f7o3gmsle9bojrAADUdXp2HMdnyz8H+tylvNx8l5Bdpc+fuW4Ij2h2XvKyWF18veWX7TOUl11f0c9VZ9p8XzSPiDvnPa8Tz/NLt2e/Jnu57PR50V1YNIVe9bmi0D5ERN9G8SL5Jd3ztz4b0rcT6fm9/MuIODx9OF1d4Oj0eGdp93i4tPu9zFT6xf27X3t8Fg+Xcz+Nq/Prnc9tY/rpSdyeIz07nb7V5XzpZeH8NPP34PjsOI5OHz1Gjh8rPgZSNp0PdOOoI6xY7ZjdIAg2CeSNwnPNKN4kgjf6/g1jd9NA2yRuN43ZbWJx01DdOki3jM1dA3gfU+/Xl8OsWX51P+0Af31+eWcprdQc5ZerqunwuNnBtH1T6rWCfEk8L/vasmhfdPmiMF90mw/zX3sbpe9OrB/c/ndBdM8F99sp98xO7p3QXvLzl+5+5qbXi15zRHUAAIrce+y49wk+hpFyRM9rEqybaBK3qzQJ3zfft9nl65xjvGpp9KZxfOd6S+6jNhPmEfWCeUR5NM9fb91wHlEez7MfL4vneVVLuVdqENEjdlfjqzovelZ2Gj2rKKSfPozmx2f34vL+g52Qvr1M9hzpV/cf7I3pEREXDx8f23OlR9ycWzwibmP19nzpERFHmfi+jepb2WXf28oG8+3U+e33Pj28/f/Hjx3H0elRnJwd35z3/ew4js5O4ujhMbqjs9Pb43U7x+3KjrscHkfzOX9YF1uNsCK14naNoFnnemrH6R7DeK3vWTOE1w20dUJs3eBd+3vWjNu1I3ODiN0kXDeN1E2CdNPIXPYu1X0u7z9o9XU3X9tfCG97+5tKLd63DeFVmsT/45rf/3jPO32rvmfZz1gU84vid2Foz+0c5S+Tj/B3Pp//+sz33V729pz3O7H6U7tLw+ciexyd7vyd3hyd3Mb1fPQ+KLjLNofHd09FUrAc/PY1SkgHACDrJS85jZPH+t/HSFVfAXaNmkbnPjQN13XUidtFmp4LvM791TaG1/76ktvcVyjPqlqmvSqaF12+auq8KJ5nJ8qzNzl7m/b13NIp9ILLFEX0iLgzjd50Rb86IT3rOOI2pMfZ6e150vMxPeLmfOkREVenN8f0js4e/vf9m+MJhw8fS9fnj5Zp30b17IR3PqpvZafV78XNFHsX2Td27Uybnx3f3p5tWC+K50dn9+Lo5PjmXPJnp7fHqA6PTx4dwzk5iYPj05s3OzQ8rR6smSOLsBIH13fP3RIRe+Ppvli+N1rXCOT74vje77HnNu6Lvn1F8L3fp0b43huo99yOOoG7zs9bJ2bXja114m/dUN0kSjeNzk3i8XZjvNn1t4/xVz0H9O1Ow5IcdViK8ahBVN+3LNZ2h+3u15UfqMsH9qJwf7MD9ELl1+W/Rz7CF4XwmysvD+4HJycRn3zx0cc/8fD/Z76m7HoPrh7dvs3RScTDv/WPdrjPb6fWD64udnbiNvmH/PHpzuvRbRzfvj4I6QAA7PFHXnYvTl+S0GmoFqhtsF2apgG6rT5Cf+vI3vANGl0n1SP2n1O8KIxHFMfxiHqBvOp7d4nlj25bVF4me1vqxPO28ku5Zz+2E9Ejypd0jxqnsMucI31zcRGx/e+H33f7+aOH0+yHL73Z198ep9weB9lG4u3xxMvM8ZGjh8fQrnJBPZ64OTZ3+sTucbar+xdx74l7O8u8X59fRTxx8z3yy79fne8eY9+G9raKlmXfTppHPAr+2//Oh/Pt5Pk2nh+eHsfJSx+/OVbzMJrf+b0UnLIPuMsRRVijDtG8MmZXxPKqSF55nR3ieFUo3hfEK693TwjvEsHb/jwR+6P3vkC8LzhXRe46YXvf9dcJ2HXCdd1QXTdK143NRedTKnN9XvKGlp6uv0p+Q38tjmoeFDipuaTjYcn1lX19WeAvivf5SJ+P8ndCeUWAz07HH55+ovA6sqH94N5ZbDLB/HYp9ePTiE/8we3HIzKT7J988dHHMn+ntmH94PTs0evK4fHt3/xtVN8X1DeHx7t/NzMxvU5IBwCAiIjXvurxOHv88alvBisw5fR/1zcx9BH/94XurbLgnVcWwHeuq+J7lgXmqtuZj+NV36foetrE8pvvu/ux/DnMq8J5dvI8/3XZ5dv3rixaFdEj7kyj315vRUjfLu++87GqmJ65jm1Qj4g4PL65ju0x0JMnXnKz3PsTj+8cd7y8/yDiiZfE5f3z2B4luD6/jHjZS+4cf9wea3wsdo8p5iN7XtFxuibH+4qOK2WPKW2PIz1aov3m+E42mkfETjg/Oju9mTy/dxYHL3kiDk7P4vDxl91Mn987izg8vvN7A8p5tsCaVITbVtG8JJi3iuUV379NVK4K5GXXVxXGK6N4m+9VEcOrQnhVZK4K1G3jd9V17gveVbF7X+TeF7f3Re19sbnOBm2dYF03Rjd5N2rTpZ+yS0d10XXJqZQ0Pa9hfjmuptdZ9m7hIkWBPb/TdHL2qZ3/zsf3bHTPxvZtaL948ZO3gfz8xU/uBPbbuP7iJ3Jx/eFl/vATt197WBLDN5fnEcent3/fDk7PYnNxcbPTm/3Y5fnNuc8e3N/5+tvrvHNPZM59nlvuPSITyx9+/4ib166dCfOri8LzpJtCBwDgVS87jccer15RimWrG3bnoG58bqNOsK6jKmrnNZ2i3ve7LAvgW/tuW9X1F4XviLuBvOqyRT9vVSwv+5r8cu1V4Tyi5uk9S9ye+7xgGj3v9vzoZy+9c8w3G9Oz50vfxvSIuA3qNz9EZgW8hx87jEfHXI8e3z3Oen15ESdPvOTm5mWOXd4J7Bn5Y6PXO/G8+Phnk9Up88dBy1Y3zA5Q7Aw+5GJ59mM70fw0M3V+crOE+zaeH5y99OZ3eHR687/Hp+Ec6FDN0URYi6vzuDkzy66yDacpo3nT6FwWy9tMkZd+TZvvUXJ7ywJ5mzjeJoy3ieJtY3hVCK+K4FXxuip+74vedYL3vti9LzQ3Cdp1o3XTqfHzi36mzD91tdl/oQk8tu+EXp+ofnPH6Un1O/KL4veDFx9dZz6mP3jxvDDCF0X3ot9l9vudnB3Hg8xlDk+Pbh/X2/i+fe4cnZ3cPseOTo9vn4tHZ/dun7NHJ8c35wLbBvXzy9udrMv757dBvXCDMPOG8fxPd/sbyIT02889DOn5iL5zmdOzm9eAhxPpj3bEH06kF0yj74TwqogOAAAFXv2ys3jJSy3hzvD6WFJ7SEO/kWBfvC7TJLhn1f15ymJ2Vp1T0TeJ4rfXW/K5qvcq1AnmZdedD+cRDeN5bgo9+/VNQnpEcUzPTpdv33C/yYTynWO9j79s57jD9pjuwUueeHQdD/9/RMRh5muP4+6x282D+ztHyIuO0xYdH+2ycmeR45KIfnhaHNEj4jaUR2QGFDIT+9toHhGPwvnpdvL8JDanL7n53+0xFKv4QSVHG4FBpRbP5xTOx4jmVdG+LJqPGcyHiuVjRPK+43ibKN5XAD+/njakn+Z2Bpv8XEWxPX9f5oN69ndSFNO3v9tsIN8+JrIhvehyl5+6vDOxfnV+dft9Lu5fli4DX/W5fbIRHQAA1ujJx0/jpS81gU5a5jgVXydEt1EnXu/T5LY1faNDWQTf+f57fp11vmfZzEDV9y8K5lul4bxg1bedy2Yi+vbz2evbZOJr/ttnj9psz5ceETvB9uDq4iaqb/+74Pzpt8dfH38YywuOuRYdGy46blt2TPiw4LK3R172nAJ03/css+9c8UVT97f//XBKPxvKI+JuWH8Yza+3b2x4OHm+OTy+GYY4PI6IeqethLUS0GFk3//93x//7J/9s3juuefi9a9/fXzv935vvPGNbyy9/E/8xE/EP/kn/yR+8zd/M173utfFu9/97viLf/EvjniLl+X2vDr5jz9cKuiO3Mbi3sv36PD0uDB8H5/da/yuxrLrOjo7rXXu8d2vuVf7PONdHZ4elUb0k7Pj1ucFP37suDKiH58dVwbwo9PD3pZOPzo9qhXRT0+OGkf0x44Oeonop4cHk0T0fDhvYu+UelRPoledM71osrzOBPq+pd7zcfyw5HPZJd33Led+8/HiZb8e3c7d5b+yX7M9P/p2Ryyi+F3Ot5/bsyO3c/mHO9/Zne5NZsfu0ce8I7pvtkUAgClNtS3yiseO42UF2+SwdClPxNeJ0l30tdJ92/uwxqGJHXXuj6pYntVmufZ8JM+G3IiIuDyvtwJcdko9IjZHd9/Qv6mzyunJYzufOzyrCL57ft46x3GrTrk5puwxlNuPZUN67newPW6yOTreOTXe9nO3v7OHv8/N4fHD39HuKQSBXbYaYUQ//uM/Hm9/+9vjB3/wB+NNb3pTvOc974m3vOUt8T/+x/+Iz/iMz7hz+f/8n/9zfO3Xfm28613vir/0l/5S/NiP/Vj8lb/yV+JDH/pQfP7nf36zb16woRJRsGG0/XjuHYGF15PZ0Mkv07Pd2MmHj9vrym9s5Zbw2bktmeV8JlESyw8q4nrE3Q2zo+2SRLmNscOXPrqP8lPq24iVj9ynmdCVDePZ5X/uRPZMMMtOqmejWfb6iqZVt7cjG+ciHk2rl53D5+r+g53Qt/O588s753h+9HUXERXTuPcqIue+85xfVHxtRHHszNo3xX7vidNG5xWvE+S3926T632s5ONNl4VPQVXULrPvfOhl5z/ves7zqhhedpk6YTxifxyPKA7k+cvkI3lEdSjPfmwbyncuF/WCeURJNI/Y2cG7/Xz+9SK7rFv+c2L7XpNuiwAAqzfltsgr7x3Fy856GHEFktE0UPdpyPhfN5J3kt1/LphGL3JQcqhkEw/303PHSati+0HJ/nvZ+MbB1UXp5wrlA/3Zy5p8de5793uu8LLl7m8/n/2P7XGSO9exe/9VHTvZ+XzV8RZgx8Fms0nzBKewQG9605viS77kS+L7vu/7IiLi+vo6XvOa18Q3fuM3xrd8y7fcufzXfM3XxCc+8Yn46Z/+6duPfemXfml80Rd9UfzgD/5gre/54osvxstf/vL4vY/8r3jiiZINhT3L0ex7x2LpMu1ZJe8qvPn6/Rshe79Hx3cZVr3DsGyZ+NrXXbJEUN2vj4jK31GXn22rbHn5rX1T6n2cB6hs+fkm36fuNH3VOd0fXVe9KfuqZevvXmfzpZHaTtkX2femgtQURed96i5xXvamjbI3etx8TfEbRPJvKLm57N03oOTfrBKxG7pv/nv3e+S/puj8V1v5NxrdeUNSjSXA8p87yO1wFYbxRzfm9v+WBvKIyuny2jt8O9dXHs2rdgZffPHFePKpp+KFF16IJ554ovRySzPltsjzzz23qvsaAKrYFhl/W+T/fNS2CLDfKPF6RG0m0UvVOQbcQq+3sa0Gy7X3Jj/h38De+F3jWMlat0WgLm8xgZGcn5/HBz/4wXjHO95x+7HDw8N4+umn49lnny38mmeffTbe/va373zsLW95S/zUT/1U6fd58OBBPHjwKPy98MILERHx4ic+GZvD+jHq4LpJaMtNcBbG8qo1kzJRp3SDac95yg7uVYf444qvvzqPOCub0y35dtnv1eBLa73ZIK/R7yJic9F8uaG2SxRt9oT3raLffv521p0b3feGhMKvOe+45HzFG0Ca6nxbiq4zkSWm+tTHqhMHpy3Ob1iyWkfd682G6PLLlP9sm+Pdr88++w/unUXROgWl11fyN79sSfTSd0CX3SfXua/JvCVzc328c7md68r+98PTEjx6fcr/Hc+fJ63o+f9oybEm757+gz/4g5uvWdF7SafeFtne5wCAbZGtMbdFPvWHf7C4MAYwlSSid68meIFocYwz88U7/3X3eMj+617jtgg0IaDDSD72sY/F1dVVPPnkkzsff/LJJ+PXf/3XC7/mueeeK7z8c889V/p93vWud8V3fMd33Pn4H///vrDFrQaAZfv4xz8eL3/5y6e+GaOYelvkT7zudS1uNQAsm20R2yIAMKU1bYtAEwI6LMw73vGOnXdnX19fx+///u/Hp3/6p8fBgbdaV3nxxRfjNa95Tfz2b/+2ZWtG5r6fjvt+Wu7/6bzwwgvx2Z/92fFpn/ZpU9+UxbEt0p6/CdNx30/L/T8d9/10bIsMx7ZIe/4mTMd9Py33/3Tc99OxLQLVBHQYyate9ao4OjqK559/fufjzz//fDz11FOFX/PUU081unxExL179+Levd3lhV/xile0u9Er9cQTT9hgm4j7fjru+2m5/6dzeFh1ipFlsS0yH/4mTMd9Py33/3Tc99OxLWJbJEX+JkzHfT8t9/903PfTWdO2CDThmQEjOT09jTe84Q3xzDPP3H7s+vo6nnnmmXjzm99c+DVvfvObdy4fEfG+972v9PIAAGVsiwAAU7ItAgDAXJhAhxG9/e1vj7e97W3xxV/8xfHGN74x3vOe98QnPvGJ+Pqv//qIiHjrW98an/VZnxXvete7IiLiH/yDfxBf9mVfFv/8n//z+Mqv/Mp473vfG7/0S78UP/RDPzTljwEAzJRtEQBgSrZFAACYAwEdRvQ1X/M18Xu/93vxbd/2bfHcc8/FF33RF8XP/uzPxpNPPhkREb/1W7+1s2TKn/kzfyZ+7Md+LL71W781/vE//sfxute9Ln7qp34qPv/zP3+qH2HR7t27F+985zvvLPXG8Nz303HfT8v9P5213ve2RdK21sdlCtz303L/T8d9P5213ve2RdK21sdlCtz303L/T8d9Px33PVQ72Gw2m6lvBAAAAAAAAABMzTnQAQAAAAAAACAEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQgYX7/u///njta18bZ2dn8aY3vSk+8IEPVF7+J37iJ+JzP/dz4+zsLL7gC74g/v2///c7n//Jn/zJ+PIv//L49E//9Dg4OIgPf/jDA976eevzvr+4uIhv/uZvji/4gi+Ixx9/PF796lfHW9/61vi///f/Dv1jzFLfj/tv//Zvj8/93M+Nxx9/PF75ylfG008/Hb/4i7845I8wW33f91l/5+/8nTg4OIj3vOc9Pd/qZej7vv8bf+NvxMHBwc6/r/iKrxjyR2ChbItMx7bIdGyLTMe2yLRsj5Ai2yLTsS0yHdsi07EtMi3bItCjDcBCvfe9792cnp5u/uW//Jeb//bf/tvmG77hGzaveMUrNs8//3zh5X/hF35hc3R0tPmu7/quza/92q9tvvVbv3VzcnKy+ZVf+ZXby/zoj/7o5ju+4zs2P/zDP7yJiM0v//Ivj/TTzEvf9/3/+3//b/P0009vfvzHf3zz67/+65tnn31288Y3vnHzhje8YcwfaxaGeNz/m3/zbzbve9/7Nv/7f//vza/+6q9u/ubf/JubJ554YvO7v/u7Y/1YszDEfb/1kz/5k5vXv/71m1e/+tWb7/me7xn4J5mfIe77t73tbZuv+Iqv2Hz0ox+9/ff7v//7Y/1ILIRtkenYFpmObZHp2BaZlu0RUmRbZDq2RaZjW2Q6tkWmZVsE+iWgA4v1xje+cfP3/t7fu/3vq6urzatf/erNu971rsLLf/VXf/XmK7/yK3c+9qY3vWnzt//2375z2d/4jd+wo1hhyPt+6wMf+MAmIjYf+chH+rnRCzHGff/CCy9sImLz/ve/v58bvRBD3fe/8zu/s/msz/qsza/+6q9uPudzPseOYoEh7vu3ve1tm7/8l//yILeX9bAtMh3bItOxLTId2yLTsj1CimyLTMe2yHRsi0zHtsi0bItAvyzhDizS+fl5fPCDH4ynn3769mOHh4fx9NNPx7PPPlv4Nc8+++zO5SMi3vKWt5RenmJj3fcvvPBCHBwcxCte8YpebvcSjHHfn5+fxw/90A/Fy1/+8nj961/f342fuaHu++vr6/i6r/u6+KZv+qb4vM/7vGFu/MwN+bj/+Z//+fiMz/iM+FN/6k/F3/27fzc+/vGP9/8DsFi2RaZjW2Q6tkWmY1tkWrZHSJFtkenYFpmObZHp2BaZlm0R6J+ADizSxz72sbi6uoonn3xy5+NPPvlkPPfcc4Vf89xzzzW6PMXGuO/v378f3/zN3xxf+7VfG0888UQ/N3wBhrzvf/qnfzpe+tKXxtnZWXzP93xPvO9974tXvepV/f4AMzbUff/ud787jo+P4+///b/f/41eiKHu+6/4iq+IH/3RH41nnnkm3v3ud8d//I//Mf7CX/gLcXV11f8PwSLZFpmObZHp2BaZjm2RadkeIUW2RaZjW2Q6tkWmY1tkWrZFoH/HU98AAGji4uIivvqrvzo2m038wA/8wNQ3ZzX+3J/7c/HhD384Pvaxj8UP//APx1d/9VfHL/7iL8ZnfMZnTH3TFuuDH/xg/It/8S/iQx/6UBwcHEx9c1bnr//1v377/7/gC74gvvALvzD++B//4/HzP//z8ef//J+f8JYBU7MtMg3bIuOzLTI92yNAEdsi07AtMj7bItOzLcKamUAHFulVr3pVHB0dxfPPP7/z8eeffz6eeuqpwq956qmnGl2eYkPe99udxI985CPxvve9z7usc4a87x9//PH4E3/iT8SXfumXxo/8yI/E8fFx/MiP/Ei/P8CMDXHf/6f/9J/id3/3d+OzP/uz4/j4OI6Pj+MjH/lI/MN/+A/jta997SA/xxyN9ff+j/2xPxavetWr4n/9r//V/UazCrZFpmNbZDq2RaZjW2RatkdIkW2R6dgWmY5tkenYFpmWbRHon4AOLNLp6Wm84Q1viGeeeeb2Y9fX1/HMM8/Em9/85sKvefOb37xz+YiI973vfaWXp9hQ9/12J/F//s//Ge9///vj0z/904f5AWZszMf99fV1PHjwoPuNXogh7vuv+7qvi//6X/9rfPjDH7799+pXvzq+6Zu+Kf7Df/gPw/0wMzPW4/53fud34uMf/3h85md+Zj83nMWzLTId2yLTsS0yHdsi07I9Qopsi0zHtsh0bItMx7bItGyLwAA2AAv13ve+d3Pv3r3Nv/7X/3rza7/2a5u/9bf+1uYVr3jF5rnnnttsNpvN133d122+5Vu+5fbyv/ALv7A5Pj7efPd3f/fmv//3/7555zvfuTk5Odn8yq/8yu1lPv7xj29++Zd/efMzP/Mzm4jYvPe979388i//8uajH/3o6D9fyvq+78/Pzzdf9VVftfmjf/SPbj784Q9vPvrRj97+e/DgwSQ/Y6r6vu//8A//cPOOd7xj8+yzz25+8zd/c/NLv/RLm6//+q/f3Lt3b/Orv/qrk/yMqRrib07e53zO52y+53u+Z+gfZXb6vu//4A/+YPOP/tE/2jz77LOb3/iN39i8//3v3/zpP/2nN6973es29+/fn+RnZJ5si0zHtsh0bItMx7bItGyPkCLbItOxLTId2yLTsS0yLdsi0C8BHVi07/3e79189md/9ub09HTzxje+cfNf/st/uf3cl33Zl23e9ra37Vz+3/7bf7v5k3/yT25OT083n/d5n7f5mZ/5mZ3P/6t/9a82EXHn3zvf+c4Rfpp56fO+/43f+I3C+z0iNj/3cz830k80H33e95/61Kc2f/Wv/tXNq1/96s3p6enmMz/zMzdf9VVftfnABz4w1o8zK33/zcmzo1iuz/v+k5/85ObLv/zLN3/kj/yRzcnJyeZzPudzNt/wDd9wu9MJTdgWmY5tkenYFpmObZFp2R4hRbZFpmNbZDq2RaZjW2RatkWgPwebzWYz7Iw7AAAAAAAAAKTPOdABAAAAAAAAIAR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIENABAAAAAAAAICIEdAAAAAAAAACICAEdAAAAAAAAACJCQAcAAAAAAACAiBDQAQAAAAAAACAiBHQAAAAAAAAAiAgBHQAAAAAAAAAiQkAHAAAAAAAAgIgQ0AEAAAAAAAAgIgR0AAAAAAAAAIgIAR0AAAAAAAAAIkJABwAAAAAAAICIiPj/AYORutuxYNjLAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import h5py\n", "\n", "# Load mass matrix\n", "with h5py.File(query_points_fname, 'r') as f:\n", " bm = f[\"mass\"][:]\n", "bm[np.where(bm == 0)] = 1e-12\n", "\n", "# Load the mesh\n", "with h5py.File(query_points_fname, 'r') as f:\n", " r = f[\"r\"][:]\n", " th = f[\"th\"][:]\n", " z = f[\"z\"][:]\n", "\n", "u = mean[\"U_r\"]\n", "v = mean[\"U_th\"]\n", "w = mean[\"U_z\"]\n", "\n", "#Average in the azimuthal direction direction\n", "u_rz = np.sum(u*bm, axis=1)/ np.sum(bm, axis=1)\n", "v_rz = np.sum(v*bm, axis=1)/ np.sum(bm, axis=1)\n", "w_rz = np.sum(w*bm, axis=1)/ np.sum(bm, axis=1)\n", "\n", "levels = np.linspace(-0.05, 0.05, 100)\n", "\n", "fig, ax = plt.subplots(1,3, figsize=(20,10))\n", "ax[0].tricontourf(r[:,0,:].flatten(),z[:,0,:].flatten(), u_rz.flatten(), levels=levels, cmap=\"RdBu_r\")\n", "ax[1].tricontourf(r[:,0,:].flatten(),z[:,0,:].flatten(), v_rz.flatten(), levels=levels, cmap=\"RdBu_r\")\n", "ax[2].tricontourf(r[:,0,:].flatten(),z[:,0,:].flatten(), w_rz.flatten(), levels=levels, cmap=\"RdBu_r\")\n", "#plt.show()\n", "fig.savefig(\"contours.png\")\n", "plt.close()\n", "display(Image(filename=\"contours.png\"))\n" ] }, { "cell_type": "markdown", "id": "51ea64bb", "metadata": {}, "source": [ "## Perform 1D plots\n", "\n", "Plot the rotated values in 1d, by averaging in azimuthal and radial directions. In this case, this might not be so telling, as the flow is not homogenous in the radial direction, but it have give an indication on how the flow behaves.\n", "\n", "In this case, we might have had too few points close to the wall, as we do not observe any peak in the z velocity component. Note that it would appear better if we take the square root." ] }, { "cell_type": "code", "execution_count": 13, "id": "854a7a50", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load mass matrix\n", "with h5py.File(query_points_fname, 'r') as f:\n", " bm = f[\"mass\"][:]\n", "bm[np.where(bm == 0)] = 1e-12\n", "\n", "u = mean[\"U_r\"]\n", "v = mean[\"U_th\"]\n", "w = mean[\"U_z\"]\n", "\n", "# Average in the azimuthal direction and radial direction\n", "u_z = np.sum(u*bm, axis=(0,1))/ np.sum(bm, axis=(0,1))\n", "v_z = np.sum(v*bm, axis=(0,1))/ np.sum(bm, axis=(0,1))\n", "w_z = np.sum(w*bm, axis=(0,1))/ np.sum(bm, axis=(0,1))\n", "\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(20,3))\n", "ax.plot(z[0,0,:], u_z, '-k', label=\"u_r\")\n", "ax.plot(z[0,0,:], v_z, '-b', label=\"u_th\")\n", "ax.plot(z[0,0,:], w_z, '-r', label=\"u_z\")\n", "ax.set_xlabel(\"z\")\n", "fig.legend()\n", "#plt.show()\n", "fig.savefig(\"mean_fields.png\")\n", "plt.close()\n", "display(Image(filename=\"mean_fields.png\"))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }