{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocessing Tutorial \n", "This tutorial focuses on how to utilize {mod}`dynamo` to preprocess data. In the new version, we make {class}`dynamo.pp.Preprocessor` class to allow you to freely explore different preprocessing recipes whose step parameters that can be configured inside {class}`dynamo.pp.Preprocessor`. Existing recipes in preprocessor includes monocle, pearson residual, seurat and sctransform. Moreover, you can replace each preprocessing step with your own implementation with ease. For instance, {class}`dynamo.pp.Preprocessor`'s monocle pipeline contains {meth}`dynamo.pp.filter_cells`, {meth}`dynamo.pp.filter_genes`, {meth}`dynamo.pp.normalize_cell_expr_by_size_factors`, {meth}`dynamo.pp.select_genes_by_pearson_residuals` and other steps. You can replace the implementation and default monocle parameters passed in to these functions by replacing or changing attributes of {class}`dynamo.pp.Preprocessor`.\n", "\n", "In older versions, {mod}`dynamo` offer several recipes, among which {func}`dynamo.pp.recipe_monocle` is a basic function as a building block of other recipes. You can still use these functions to preprocess data. \n", "\n", "{class}`dynamo.pp.Preprocessor` provides users with {meth}`dynamo.pp.Preprocessor.config_monocle_recipe` and other `config_*_recipes` methods to help you reproduce different preprocessor results and integrate with your newly developed preprocessing algorithms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using already downloaded Arial font from: /tmp/dynamo_arial.ttf\n", "Registered custom font as: Arial\n", "\n", "\n", " ███ ████████ \n", "█████ █████ █████ █████ ███ █████ \n", " ██████ ██████ ██████ ████████ ████ \n", " ___ ████ ███\n", " | \\ _ _ _ _ __ _ _ __ ___ ███\n", " | |) | || | ' \\/ _` | ' \\/ _ \\█████ ███ \n", " |___/ \\_, |_||_\\__,_|_|_|_\\___/█████ ████ \n", " |__/ ███ █████ \n", "Tutorial: https://dynamo-release.readthedocs.io/ \n", " █████ \n", "\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
packageumap-learntyping-extensionstqdmstatsmodelssetuptoolssession-infoseabornscipyrequestspynndescentpre-commitpandasopenpyxlnumdifftoolsnumbanetworkxmudatamatplotlibloompyleidenalgigraphdynamo-releasecolorcetanndata
version0.5.74.13.24.67.10.14.479.0.01.0.10.13.21.11.42.32.30.5.134.2.02.2.33.1.50.9.410.60.03.4.20.3.13.10.33.0.80.10.20.11.81.4.2rc13.1.00.11.4
\n", "
" ], "text/plain": [ "package umap-learn typing-extensions tqdm statsmodels setuptools \\\n", "version 0.5.7 4.13.2 4.67.1 0.14.4 79.0.0 \n", "\n", "package session-info seaborn scipy requests pynndescent pre-commit pandas \\\n", "version 1.0.1 0.13.2 1.11.4 2.32.3 0.5.13 4.2.0 2.2.3 \n", "\n", "package openpyxl numdifftools numba networkx mudata matplotlib loompy \\\n", "version 3.1.5 0.9.41 0.60.0 3.4.2 0.3.1 3.10.3 3.0.8 \n", "\n", "package leidenalg igraph dynamo-release colorcet anndata \n", "version 0.10.2 0.11.8 1.4.2rc1 3.1.0 0.11.4 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "warnings.filterwarnings(\"ignore\", message=\"numpy.dtype size changed\")\n", "\n", "import dynamo as dyn\n", "\n", "dyn.configuration.set_figure_params('dynamo', background='white')\n", "dyn.pl.style(font_path='Arial')\n", "dyn.get_all_dependencies_version()\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Glossary of keys generated during preprocessing\n", "\n", "**obs**\n", "- `pass_basic_filter`: a list of boolean variables indicating whether cells pass certain basic filters. In monocle recipe, the basic filtering is based on thresholding of expression values.\n", "\n", "**var**\n", "- `pass_basic_filter`: a list of boolean variables indicating whether genes pass certain basic filters. In monocle recipe, the basic filtering is based on thresholding of expression values.\n", "- `use_for_pca`: a list of boolean variables used during PCA dimension reduction and following downstream analysis. In many recipes, this key is equivalent to highly variable genes.\n", "- `highly_variable_scores`: a list of float number scores indicating how variable each gene is, typically generated during gene feature selection (`preprocessor.select_genes`). Note only part of recipes do not have this highly variable scores. E.g. `seuratV3` recipe implemented in dynamo does not have highly variable scores due to its thresholding nature.\n", "\n", "**layers**\n", "- `X_spliced`: unspliced expression matrix after normalization used in downstream computation\n", "- `X_unspliced`: spliced expression matrix after normalization used in downstream computation\n", "\n", "**obsm**\n", "- `X_pca`: normalized X after PCA transformation\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Predefined (default) Recipe Configurations in Preprocessor\n", "\n", "Firstly, you can just start with the inclusion of a preprocessor, so that your life can become much easier. With just three lines of code, the preprocessor can handle the entire process of data filtering, manipulation, calculation, and conversion. You no longer have to worry about the headaches associated with these tasks." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 4181 × 16940\n", " obs: 'split_id', 'sample', 'Size_Factor', 'condition', 'Cluster', 'Cell_type', 'umap_1', 'umap_2', 'batch'\n", " layers: 'spliced', 'unspliced'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "adata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read zebrafish data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n" ] } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "celltype_key = \"Cell_type\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import `Preprocessor` class" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from dynamo.preprocessing import Preprocessor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "{mod}`dynamo` provides users with {meth}`dynamo.pp.Preprocessor.preprocess_adata`, a simple wrapper, to apply preprocess steps with default settings. In this section, we will go through recipes in {meth}`dynamo.pp.Preprocessor.preprocess_adata` and observe how preprocess methods can influence visualization results." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Monocle Recipe " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Running monocle preprocessing pipeline...\n", "|-----------> filtered out 14 outlier cells\n", "|-----------> filtered out 12746 outlier genes\n", "|-----> PCA dimension reduction\n", "|-----> X_pca to obsm in AnnData Object.\n", "|-----> [Preprocessor-monocle] completed [3.4155s]\n" ] } ], "source": [ "preprocessor = Preprocessor()\n", "preprocessor.preprocess_adata(adata, recipe=\"monocle\")\n", "\n", "# Alternative\n", "# preprocessor.config_monocle_recipe(adata)\n", "# preprocessor.preprocess_adata_monocle(adata)\n", "\n", "default_preprocessor_monocle_adata = adata # save for usage later" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----? adata already have basis umap. dimension reduction umap will be skipped! \n", "set enforce=True to re-performing dimension reduction.\n", "|-----> [UMAP] completed [0.0024s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 430 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(adata, basis=\"pca\")\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8,show_legend='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Pearson Residuals Recipe\n", "\n", "Please note that pearson residual or sctransform transformation should only be performed for adata.X and not applied to different layers. This is because RNA velocity do have physical meanings, and otherwise spliced/unspliced data will reseult in negative values after transformation." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n", "|-----> gene selection on layer: X\n", "|-----> extracting highly variable genes\n", "|-----------> filtered out 350 outlier genes\n", "|-----> applying Pearson residuals to layer \n", "|-----> replacing layer with pearson residual normalized data.\n", "|-----> [pearson residual normalization for X] completed [1.1498s]\n", "|-----> PCA dimension reduction\n", "|-----> X_pca to obsm in AnnData Object.\n", "|-----> [Preprocessor-pearson residual] completed [6.4230s]\n" ] } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "preprocessor = Preprocessor()\n", "# preprocessor.config_pearson_residuals_recipe(adata)\n", "# preprocessor.preprocess_adata_pearson_residuals(adata)\n", "preprocessor.preprocess_adata(adata, recipe=\"pearson_residuals\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----> [UMAP] using X_pca with n_pca_components = 30\n", "|-----> X_umap to obsm in AnnData Object.\n", "|-----> [UMAP] completed [11.4033s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1wAAAJWCAYAAABMCYYWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAYmwAAGJsBSXWDlAABAABJREFUeJzs3Xd8VFXawPHfnZreC0kghF5C74o0FVEUsBd0xc4KKKvua9/VXXXXXrDr2kDFgkpRpBeRJr0HCCUQQkJ6n37fP0KGxExLD/B8Px90Mvece89MIJnnnnOeR1FVVUUIIYQQQgghRIPTNPcAhBBCCCGEEOJcJQGXEEIIIYQQQjQSCbiEEEIIIYQQopFIwCWEEEIIIYQQjUQCLiGEEEIIIYRoJBJwCSGEEEIIIUQjkYBLCCGEEEIIIRqJBFxCCCGEEEII0Ugk4BJCCCGEEEKIRiIBlxBCCCGEEEI0Egm4hBBCCCGEEKKRSMAlhBBCCCGEEI1EAi4hhBBCCCGEaCQScAkhhBBCCCFEI5GASwghhBBCCCEaiQRc4pyWkZHB66+/zuWXX07r1q3x8/PD39+fNm3aMG7cON5//32KiooadQyff/45iqKgKApvvvmmz8cakt1u5+233yYzM7PRriGEEEIIIWqSgEuck4qKipg2bRrt2rXjkUceYfHixZw4cQKz2YzJZCI9PZ2ff/6ZKVOm0L59e7744ovmHnKj2bp1K4MGDeLBBx/EZDI193CEEEIIIc4ruuYegBANLTU1lTFjxnD48GEAjEYj48aNY+jQocTFxWG32zl48CA//vgjO3fuJDc3lzvuuIP9+/fzn//8p5lH3/BmzJjB1q1bm3sYQgghhBDnJQm4xDklKyuLiy++mOPHjwMwfvx43n//feLj42u0feaZZ/joo4+YOnUqNpuN//73v3Tq1Ik777yzqYcthBBCCCHOUbKkUJxT7rnnHmewNWnSJObOnesy2Kp033338d577zm/fuSRR8jPz2/0cQohhBBCiPODBFzinLFixQp+/vlnADp27MiHH36Ioihe+917771ccMEFAOTn5/O///2vUccphBBCCCHOHxJwiXPGjBkznI8ff/xxjEajz32nT59OTEwM1113He3atXPZZs+ePUybNo1u3boRHBxMYGAgnTt35q9//Ss7d+6s9/gb2h133IGiKNUSgrRr1w5FUUhKSgKgT58+ziyJR44c8Xi+Q4cOOdvec889zueTkpJQFIWrr74agI0bN3LttdcSFxeHwWAgMTGR22+/ne3bt/s07rPtfRZCCCGE8EQCLnFOKC8vZ/HixQDVPvz76sYbbyQrK4s5c+Zw/fXXVzumqipPP/00vXv35t133yUlJYWSkhLKyso4ePAgH374IX379uWJJ55AVdWGeklNYtKkSc7HX3/9tce2X375pfPx7bff7rLNzJkzueiii/jpp5/IzMzEarVy/PhxZs2aRf/+/Xn//ffdnv9cfp+FEEIIcf6SpBninLBlyxZnyvMePXoQGRlZq/6elh4+9NBDvPXWWwCEhYVx55130r9/f6Ai5fqnn35KQUEBL774ImVlZc62ze3BBx/k6quvZsaMGaxcuRKADz/8kJiYGAICAgC49dZbefTRR7HZbHz11Vc89dRTbs/31VdfARWzZMOGDatxfNeuXSxcuBCbzcZll13GjTfeiMFgYPHixXz99dc4HA6mTJmCn5+fy8QkZ+v7LIQQQgjhkSrEOeB///ufCqiAeuuttzbYeX/99VfneQcOHKhmZmbWaJOVlaX269fP2W7ZsmXVjn/22WfOY2+88YbPxxrKpEmTnNc4cuRIjePjx493Ht+6davLc6xfv97Z5p///Ge1Y23btnUeA9RXX321Rv958+apOp1OBdSoqCg1Pz+/2vGGeJ+FEEIIIVoiWVIozgm5ubnOx1FRUQ123sq6XAEBAcydO5fY2NgabWJiYpg1axY6XcWE8Ysvvthg128Kd9xxh/Nx5SzWn/mynBDg5ptv5pFHHqnx/Pjx4/n73/8OQE5ODp999lm14+fD+yyEEEKI85MEXOKcYDabnY8DAwMb5JyZmZmsWbMGgLFjx3pML9+9e3eGDh0KwKpVqygpKWmQMTSFq666yhmkzp49G4fDUe241Wrl22+/BWDo0KF06NDB7bmeeOIJt8ceeOAB59LNX375xfn8+fI+CyGEEOL8JHu4xDmhapDVUHW01q9f73xss9mYO3euT2Ow2Wxs376diy66qEHG0dj0ej0TJ05kxowZZGRksGrVKi6++GLn8UWLFpGTkwNUT7LxZ61ataJXr15uj8fHx9OhQwdSU1PZsGGD8/nz5X0WQgghxPlJAi5xTqg6K1IZHNRXenq68/HcuXO9BgJVnTp1qkHG0FTuuOMOZ1r9r776qlrANWvWLAD8/Py48cYb3Z6jc+fOXq+TmJhIamoqpaWllJaWEhgYeF69z0IIIYQ4/8iSQnFOSE5Odj7eu3dvnc5hsViqfV1UVFTn8RQXF9e5b3Po27evc3bqhx9+cC7RLCwsZMGCBQBMmDCB0NBQt+cICQnxep3K7Ihw5v09n95nIYQQQpx/JOAS54Tk5GTCw8OBisK5mZmZtepvtVqJi4tj6NCh/OMf/6C8vLxacPD++++jqqrPfzwtvWupKpNnFBYWOvdY/fjjj850+56SZQDOdp5U7rlSFMWZuv98e5+FEEIIcX6RgEucEzQaDRMmTHB+PX/+/Fr1X7p0KXl5eaxbt45Zs2bh7+9fLVNeRkZGg421pbr11ludGQArl/XNmzcPqNifNWbMGI/9jx8/7vUahw8fBiAyMhKDwQBw3r3PQgghhDi/SMAlzhmTJ092Pn7llVd8mnGp9NJLLzkf/+UvfwFg8ODBzucqCwd78thjj3H33Xfz3HPP1XqGrSWIiYlh7NixQEUWwZKSEpYuXQrAxIkT0Wq1HvsfPHjQ456qtLQ0jh07BsCoUaOcz59v77MQQgghzi8ScIlzxpAhQ5wBQ2pqKlOnTvWp3+uvv85vv/0GVOxD+tvf/gZAhw4d6NmzJwC///47a9eudXuO3bt388orr/Dpp5/y8ssv+7SfqaloNGf+mf855fufVS4rzMvL45lnnqGsrAzwnJ2w6rnff/99t8fffPNN5+NrrrnG+fhceZ+FEEIIIVyRgEucUz744AMiIiIA+PTTT7n66qs5ceKEy7ZWq5Vnn33WWZAX4J133nHuLQJ48sknnY9vuukmdu/eXeM8p06d4rrrrkNVVQCmTJlSbV9Sc6s6Fm8p86vW5KrMWti7d2+P6d6r+u9//8uSJUtqPP/tt9/y9ttvAxX77a6//vpqx8+F91kIIYQQwhVJCy/OKW3atGHhwoWMGTOGwsJC5s2bx6JFixg3bhwjRoygVatWlJaWsmPHDr777rtqwdi//vUv53LCSjfffDO//PILX375JSdOnKB///7ceuutjBgxAo1Gw65du/j4448pKCgAKoKJf/7zn035kr1q3bq18/FDDz3EtGnTAFymeK9ak8tmswG+zW5VMpvNXHHFFdx2222MHj0am83GL7/8wpw5cwAwGo188MEH6PX6av3OhfdZCCGEEMIlVYhzUGpqqjpixAgV8PonNjZW/e6779yey2azqQ888ICqKIrH8wwZMkTNzMys0f+zzz5ztnnjjTd8PtZQ9u/frxqNxmpjVRRFLSkpcdl+69atznY6nc7la6qqbdu2KqCGhoaqzz33nNv3KSIiQv3tt9/cnqe+77MQQgghREskSwrFOalDhw6sWrWKNWvWMH36dAYPHkxUVBR6vR4/Pz8SExO5+uqr+eSTTzhy5Ag33HCD23NptVpmzJjBtm3bmDJlCt26dSMkJAS9Xk9cXBxXXXUVX3/9NWvXrq2Wca+l6Ny5M8uWLWPUqFGEhobi5+dHu3bt3GYV7NmzJ4GBgQCMGTOmVq/p6aefZtmyZVxxxRVERERgMBjo3r07TzzxBCkpKQwbNsxt37P9fRZCCCGEcEVR1dMbIoQQAli0aBFXXHEFAHPmzOG6667z2D4pKYm0tDRCQ0OdS/6EEEIIIUQFmeESQlTz8ccfAxVp4sePH9/MoxFCCCGEOLtJwCWEcPr222/56aefgIq6Zn9ObiGEEEIIIWpHshQK0cIsWbLEWf+qPi666CJnindPRo8eTWlpKTk5ORw8eBCAqKgopk+fXu8xCCGEEEKc7yTgEqKFue+++0hLS6v3eVauXMnIkSO9tvPz82PZsmXOr7VaLR9++GG1emRCCCGEEKJuZEmhEOe5Sy65hKioKAIDA7nwwgv59ddfufbaa5t7WEIIIYQQ5wTJUiiEEEIIIYQQjURmuIQQQgghhBCikUjAJYQQQgghhBCNRAIuIYQQQgghhGgkEnAJIYQQQgghRCORgEsIIYQQQgghGokEXEIIIYQQQgjRSCTgEkIIIYQQQohGIgGXEEIIIYQQQjQSCbiEEEIIIYQQopFIwCWEEEIIIYQQjUQCLiGEEEIIIYRoJBJwCSGEEEIIIUQjkYBLCCGEEEIIIRqJBFxCCCGEEEII0Ugk4BJCCCGEEEKIRiIBlxBCCCGEEEI0Egm4hBBCCCGEEKKRSMAlhBBCCCGEEI1EAi4hhBBCCCGEaCQScAkhhBBCCCFEI5GASwghhBBCCCEaiQRcQgghhBBCCNFIJOASQgghhBBCiEaia+4BCCFappPZVrLzbAT6a0hKMKDVKs09JCGEEEKIs44EXEKIakxmBz+vKiLjlNX5XIC/hiuHhxAXo2/GkQkhhBBCnH1kSaEQopolawurBVsAZeUO5q8sxGJ1NNOohBBCCCHOThJwCSGc9h8p5+gJm8tjZovKnlRTE49ICCGEEOLsJgGXEAIAi9XBkrUlHtts2llGmUlmuYQQQgghfCUBlxACgANHzKiq5zYmi8rGHaVNMyAhhBBCiHOABFxCCAAKil0vJfyz/UdkWaEQQgghhK8k4BJCABAR6lvSUqvVexshhBBCCFFBAi4hBAB6nW91tgwGqcclhBBCCOErCbiEEACkHrP41M7PKAGXEKI6s9nMzJkzue6662jXrh3+/v74+/uTlJTE9ddfz/fff4/N5nrZ8rPPPouiKCiKQmZmZhOP/NySl5fH1KlTadu2LUajkVatWnHllVc6j8+bN4+hQ4cSHh5OUFAQnTp1YuHChdxxxx0oioKfn18zjl6Ic5cUPhZCAGC1ecmYcVqbVoZGHokQ4mzy7bff8tBDD3Hy5Mkax9LS0khLS+OHH36gT58+fPnllyQnJzfDKM99drud0aNHs3XrVudzWVlZzsc//vgj119/PWqV7EipqalER0c36TiFOB9JwCWEAKB1rJ6jJ7zPcvXp5t8EoxFCnA0effRRXnnlFQACAgKYOHEio0ePJjExEYfDwb59+/jiiy9Ys2YN27dvZ9iwYaxYsYI+ffo078DPQYsWLXIGW5dccgmPPfYYgYGBBAUFAfDf//4XVVUxGo28+uqrDBgwgKKiInr16tWcwxbivCABlxACgO4d/diwoxSb3XM7h5ThEuKs4CgpwbxnD47iYjTBwRiTk9Gc/vDdEN58801nsNWzZ0/mz59PUlJStTYXXnghd999N2+++SYPPfQQ+fn5XHvttezevZuAgIAGG4uAlJQU5+MPPviAjh07ujx+/fXXM23atGrHPv/8cz7//PNGH6MQ5yvZwyWEAMDPqKFVlN5ru4IiLxGZEKJZmffsIXPKFFLj4kgbMoTjo0eTNmQIqXFxZE6ZgnnPnnpf48iRIzz++OMAdOzYkaVLl9YItqr629/+xl//+ldn37feeqveYxDVlZaeqZHo6ntRedzT90kI0Tgk4BJCOLVN8L4/KzRY2wQjEULURd4bb3CkZ08K3n8fR0lJtWOOkhIK3n+fIz17kvfGG/W6zosvvojZbAbg1VdfJTY21muff//7386kDB9++GG1vUSi/hxVlh/odDUXMFW+366OCSEalwRcQgin5I5+BAW4z0IYF60jOkJ+WQvREuW98QanHn4YvAUyqsqphx+uc9BlNpv56quvAOjatSvjx4/3qV90dDRPPPEEzz//vLO/KykpKdxxxx20adMGo9FImzZtmDhxIlu2bHHZvjLLYY8ePbBYLDz00ENERUURGBhIcnIy33zzTbX2+fn5PP/88wwaNIjQ0FD8/f1p3749d911V7WEE3+WlJSEoii8+eabOBwOPv74YwYPHkxISAgRERGMGDGCefPmOduXlZXx3HPP0b17d/z9/YmMjOTqq69m27ZtHt+nFStWcPfdd9OlSxdCQ0MxGAzExsYyatQo3nrrLcrLy6u1HzlyJIqi8K9//cv5XGXWx8oxK8qZn+v/+te/nM9VLiN0l6Vw1apVzrY5OTnk5OTw6KOP0rVrVwICAoiMjGTMmDH89NNPHl+TEOc9VQghqigstqk/LMlT35p5qtqf2T/nqcWltuYenhDCBdPu3eo+RVH3ge9/FEU17d5d62stX75cBVRAnT59er3H/swzzzjP98Ybb6gGg8H5ddU/er1e/eabb9z2T05OVm+66aYa/VatWlVt7DExMS7PD6iKoqiPP/646nA4alynbdu2KqC+9NJL6uWXX+72HO+++66alZWl9ujRw+VxPz8/df369TXObzKZ1Ouvv97teSv/9OzZU83NzXX2GzFihNu2lWN29+ezzz5TVVVVJ02apAKq0WisNqaVK1c6265evVqNi4tze66pU6fW9a+AEOc8CbiEEC6ZzXZ1/5Fydef+MjU909zcwxFCeHDy/vtrF2yd/nNyypRaX+v11193fsj+9ttv6z32qgEXoAYGBqqPP/64umLFCnXhwoXqPffc4zwWGhqq5uTkuOyv0WhUQB09erS6dOlSdeHCheqDDz7oDJ62bt2qBgYGOoO3adOmqUuWLFHXrVunvv3222piYqLzOk8//XSNcVYGL5GRkSqgjhgxQp0zZ47622+/qc8995yq1+tVQA0JCVGHDBmiajQa9f7771eXL1+u/vbbb+p9993nPP8FF1xQ4/zTpk1zHh83bpz67bffquvWrVMXLVqkvvzyy2qrVq2cxx955BFnv4MHD6rbtm1TJ0+e7Dy+bds2ddu2beqOHTucjyuPTZ482flcZeDmS8AVGxurajQadfLkyerixYvV33//XX3hhRfUgIAAl8GtEOIMCbiEEG5l51nV5euL1O8X5au/rC5U9x8pV+32mnd+hRDNx15crO4PCqpTwLU/KEi1FxfX6nrTp093fsBet25dvcdfNeAKCAhQt2zZUqPNE0884Wzz+eefu+2fnJysms2ubxANHjzYGWwtXbq0xvG8vDy1T58+zuBt165d1Y5XnS0aN26carNVn/F/6qmnqgWOH3zwQY1rTJw40Xm86ixVVlaWqtPpVEC95ZZbXI4/MzNTDQsLUwG1Q4cONY5XfR9cqTz2zDPP1DjmS8AFuJxhnDdvnvP4Pffc4/LaQpzvZA+XEMKlg2lmvvkln90HTWScspKaZmbRmmI+/i6XXQfKvZ9ACNEkzHv21EiQ4StHSQnmvXtr1aekyrUiIyPrdF13HnzwQfr161fj+fvuu8/5eK+H8d5xxx0YDDWT/2zYsIGNGzcCMH36dC699NIabcLDw/nyyy9RFAWHw8GMGTPcXufll19Gq62eQOjqq692Pu7UqROTJ0+u0W/s2LHOx4cPH3Y+3r17N+3bt8dgMPDUU0+5vGZsbCwjR44E4MSJE27H1liGDh3KTTfdVOP58ePHO/8e7N69u6mHJcRZQXa/i1qzl5RgTk/HUVaGJjAQY+vWKFot5vR07CUlaPz8MCYkoA0Obu6hijqy2VVWbizG4WLvvdmqsnJjCRoFkjtJEWQhmpujuLhJ+1cNNCwW78XSa+Oyyy5z+XxSUhI6nQ6bzUZeXp7b/gMGDHD5/PLly52P77rrLrf9k5OTueCCC1i3bh3Lli1z2aZVq1Z07dq1xvNxcXHOxyNGjHDZNyoqyvm4ahr3iy++mP379+NwONBo3N8Lb9WqFYAzQ2RTuuSSS9weS0pKIjc3t1owLoQ4QwIu4ZVqt2PLzwdVxWG1UrZnD84sWDk5mNPSQKOpVhHXfOwYAd27Y2zduplGLeqiqMROQbGNHfvKMZldRFtVbNpdRveOftWyXwkhmp6mnje3ats/IiLC+Tg3N7de1/6z1h5+ZxiNRmw2GzabzW2b+Ph4l8/v27cPgODgYJfBUlWDBg1i3bp1HDlyBJPJVCNzX9u2bd2Or5K7NPlV26gusklWBluqqpKRkUFqair79+9nx44drFu3jh07drjt29gSExPdHgsMDATw+L0R4nwmAZfwyJyRQfn+/ahWq+eGVYKtSmX79qGPjkZT5ReMaJnKTA6WrSvm6Anf71YXlTgoM6kE+kvAJURzMiYnowkKqtOyQk1QEMbu3WvVp0OHDs7HGRkZtb6mJ8E+BH+egg13/SsDw6ioKK83iaKjo52P8/Pzq81cAQQFBXkdY11rXS1ZsoQZM2awevVql7NFGo2m2eqXVQZVrlS+p801NiFaOtnDdR5RVRVbQQHW7GwcPixHsOXnU7Z7t/dgy/0FsWRl1a2vaFI/ryysVbAFFZOaBp0EW0I0N01QECF/+Uud+obcfjsaHwKIqgYOHOh8vGbNmlr1XbFiBU888QTLly/HZDLVqq8v3AVTtQkE7Ha7x/M1VuHghx9+mDFjxvDLL79QUlKCRqOhS5cuXHPNNTz//POsXbvW5b4wIUTLJwHXecJWWEjR2rUU//EHJdu2Ufjbb5Tt24fqYmaqkiktrd7XVWV5QYt3IstCZk7tv08dE43o9RJwCdEShE+dCrVd3qsohE+ZUutr9ezZ0znrU3VvlC++/vprXnzxRS699NJaB2v1UbkMMicnx2vb7OxsoCLYCgsLa8xhOf3000+8cboQ9ZAhQ1i0aBHFxcWkpKTw448/8tRTT3HhhRdSVlbWJOMRQjQsCbjOAw6LhZItW3BU/UGtqpiPH8d06NCZpxwObAUF2IqKUFUVe5UNvXWla6JfVqLu0mo5swUQHqJl2IDa3RUXQjQeY3IyMa+9Vqs+Ma+9hjE5udbX0mg0TJw4EYADBw74HHTl5+fz7bffAhXZDSsz7jWF5NOvszKI8eSPP/4AoE2bNjX2bzWWjz/+GKjIlLhkyRLGjBlDQEBAjXbHjx9vkvEIIRqWBFznAcuJE25nmszHj6Pa7ZiOHaNw9WqK//iD4g0bKFq79kxijDrShoWhr7K5WrQsJrODn5YWsHlP7VK89+jsxy1XhRPoLz8+hGhJIh56iJjXX/c+06UoxLz+OhEPPVTna02fPt2Zfv2BBx6g2IdMh4888ohzX9L06dPR6/V1vn5tVU0D/+mnn7ptt3v3bmf6+IsvvrjRx1Xp0Ombnx06dHC7Dy09PZ21a9c6v5YEFUKcPeQT03nA7mEjtWqzYT5+nPKUlGp7tRxlZdVnxOrAcDp9rWiZFv9exPHM2u/Py8mzodPKUkIhWqKIhx6i3a5dhE2ZUmNvliYoiLApU2i3a1e9gi2omP355z//CVRkABwzZgzp6eku29rtdh599FE+++wzADp37szDDz9cr+vX1uDBg50p4998801WrlxZo01BQQG33347UJH6furUqU02vsp08Xv27HH5Publ5XHLLbdUSwff0Cn5hRCNR7IUnsPspaWY09OxFRa6b6QomBs4y1QlW24ueEgjK7wzFxSQv2sPtpISjFGRhCcnowuof+2r/EIbaRl1S4aSWyB3VYVoyYzJybR6911iXnoJ8969OIqL0QQHY+zevdYJMjx54okn2LlzJ9999x3r16+nS5cu3HbbbVx++eW0bt2asrIyNm/ezCeffOJMyx4dHc0PP/zgMeNdY/nf//7HkCFDMJlMjBkzhvvvv5/x48cTGBjIli1beOWVV0g7vXf58ccfd1vTqzFce+21rFu3jvLyckaOHMnjjz9OcnIyxcXFrF+/no8++qhGRsiioiKXyw6FEC2PBFznKEtmJqW7dnldFqjodHVKJewLSQ9bPwX7UkhftKRayv1TGzbS7obrCKjn7GF+kd17IzesNliytohLhgSjlZkuIVosTVAQ/oMGNd75NRpmz55N586defnllykrK+Ojjz7io48+ctl+8ODBzJo1i06dOjXamDzp3bs3v/76K9dddx15eXnMmDGDGTNmVGuj0Wh49tlnefrpp5t0bNOmTWPBggWsXr2aQ4cOce+999Zo0759e+666y7n2FJSUpyFkIUQLZssKTyLqarqcm+WarNRunevT3uw6pzy3QfaBryTer6xlZVzYvHSGvXNVIuVI9/Oqff5Q4K09eqfctjMuu2lmMwOtu0tY9m6YtZvL6WwuO6BnBDi7KPRaHjuuec4cOAA//73vxkxYgQxMTEYDAb8/PxISkri5ptvZv78+axbt67Zgq1KI0eOJDU1lWeffZZ+/foREhJCQEAA3bp1Y8qUKezcuZN//OMfTV7Q3Wg0smTJEl555RX69etHYGAgOp2O6Ohohg8fzptvvsmOHTuYOnWqs3jy999/36RjFELUnaLKNESLpjocoKoo2jMfkFW7nfJDhyqSYVitaPz9MbZti9/p5XuWkycrZreamRIYSECHDrKXqw5yt+/g5PKaewwqhXTtQuKVV9TrGt8vyudkdt2XB+q0gAJVY36NAqOHBtOlXdNk9hJCCCGEaOlkSWEL5TCZKD9woKJwsKqi6PWoioLGYABVxVElZbujvNyZ9MK/QwcsubkNOhbFaCSwRw9UhwN9WBglO3Zgy8vz2k8tLaV0504c5eX4tWvXoGM615lOZXs8XpSyH+oYcJWbHOxJNWGoZw0tm4vJLIcKy9YVkxhnwN9PJtCFEEIIISTgaoEcVivFf/yBw2RyPle59M/hISuR6fBhNAEBWE+ebNgB2e1oAgLQ+lcka9DHxvoUcFUqP3wYY+vWKE2YAvhspw8N8dqmJD2doNata3Xe3AIbPy4toNzUeBPbdgccSDPTu0v9k3sIIYQQQpzt5BZ0C2RJT68WbPlMVSnzIVFGrU9rs1F+OsOULT/f+dhndjvW/PwGHdO5LryH92KkBXtq+X0AVmwobtRgq5LJ7PDeSAghhBDiPCABVwtkrcXsUVOx5uRgLy+ntLbBlqgTjc775HPRgYO1OmdRib1ee7Zqo1WUzGYKIYQQQoAEXC2To2XODpTu3VvnFPIaP0miUBu5W7d7beOwWMjd5r1dJbPF88yW2ez5r97AHv6MHBREmzjPwVRspI5EL22EEEIIIc4XEnC1QMrplK8tjb0eyTjK9u9vwJGc+xw239L152zaUpHJ0gfhoVo8ZTrW60Hj5idCSKCGjGwba7eWkJPveZaszGznYJrZpzEJIYQQQpzrJOBqYVSHA2tOTpNfVxMQgKF1a9DWrz6TO/b8fOyNVGD5XBTeo4dP7azFxdjKynxqm19o97i9z12wBVBU6uBElhWrDa97wIpLVBatKeboCQm6hBBCCCEk4GphbLm51QsbNRFju3YoGo3nT931ZDp2rNHOfa4xhocRkJDgtZ2i1VaUCvCBxdq0S1U37/YtEBRCCCGEOJdJwNXCOKy+LSVraOV79mA+dgwa8frWrKxGO/e5qN1N1xParZvHNiGdO6H1MeCKjtBVFCtuIplNlKBDCCGEEKIlk4CrhdGFhjb3EBqNarVSvHkztsLC5h7KWUFRFNqMHUOPR/5GaLeuLtsYw8N8Pp9Br8FoaLp/8n7G+hVWFkIIIYQ4F0jA1cJoAwPRx8Q09zAajS0vj+JNm7AVFDT3UM4aqsNB6fHjLo+d2vAH1pJSn85jMjsoLW+6ZYXdOkhmSiGEEEIICbhaoMCePTEkJDTqfqpm5XBQfrB2NaTOZ6XpJ7C5C6ocDp/rcWk0eMxSCGCzNswWQqNBYVDPwPqfSAghhBDiLHeOfqI/uylaLYHJyYSOGEFgr17NPRy3zGo2qupA9ZT6zg1bfj6q3d4Iozr3qF4iIF9TyBv0GqLDPRdU1unBh5rLXvXoZESvlyWFQgghhBAScLVgGr0eQ6tWBPbp0zC1ubRaDG3aNNjMmY5AVBwo3qZNRL0ExMeheIiCgtq29flcEaFNkzUjO8+O2dIyC3gLIYQQQjQlCbjOAoaYGEKHDSOof38Cevasc8BkSEjAEB2NNiys1n110dFoAgOrrUnTKgFolLpNh+ijo1EaqebXuUbr50fUgP5uj2euWetzLa6gwKZ5z4+dtLJkbXGTXEsIIYQQoiVT1LqsBxPNypqbS+nOnai1TeGu1UIdlvEZk5II6NwZqEhbbzp0CHN6OjjqNoOh6PUEDxyINiioTv3PV7nbd3By5WqX77shLIxOd03yOtuYk2/j65/z3R5XFDwWR66t2yeEExbSAGsUhRBCCCHOUjLDdRbSR0YSOnw4hvj42nX0JdjS6dDHxKCLjEQbGoomIADLiRMUbdyI5eRJACyZmXUOtoyJiQQPGSLBVh3oAgLdvu+WggJKjhz1eo6ocB39k/3dHte6+YlQ11WjuQWyT08IIYQQ5zcJuM5SilZLQHIyxlrs3/GFISaGoD590IWGYi8sxFFWhmq1Yi8spHTXroqZNYulTufW+PkR0LUrWn/3H/iFewV79ng8XuxDwAUVBZAD/V3/07fZK4KrqgFWUICGuu7SCwqQHzFCCCGEOL/JWp+zmKIoBHTpgiEhgeI//miQfN76qCgcZjOmI0dcHrfl5tb53Ia4uDr3FXjdu6cxGrye4vBxM4vWeN5bparQvaMf7RIMGA0K5SYHv3rp40p0hI7YKH2t+wkhhBBCnEvk9vM5QBcURPjFFxPQrRu6iAi0wcF1Oo82LAx9TAzWnJyG3cgDaIKD8WvXrkHPeb4J797N4/Govn28nmPDDt+KJBeX2umQaKR1K0Od0ruHBGm4YlhIrfsJIc4On3/+OYqioCgKn3/+ea37P/vss87+mZmZte5/xx13oCgKSUlJte7bmFatWuV8Xd98801zD0cI0UJIwHUOMbZpQ/CAAQQPGYImIMD3jlotfu3aEdyvH4pGg8NkavCx+SUleUxtLrwL7tAevYdguvREhsf+dodKTr5ve6qCA85kM6xL0HXFsBDCQiQLpRBCCCGEfAI+BymKQlDfvpRs346j1PuMRsgFF6AoCqrNhmqzYTp6tMHHZMvLwyhLCutF0WjQ6N0v0cvbuYvQzp0AsJWVkbttB8WHD6NoNIR06oimXXefr9Wjk5/zsU6r0CpSx/FM37Ni5hXZZTmhEEIIIQQScJ2ztIGBhFx4Ibb8fOzFxZQfOOBymaA2KIjS7duxl5QAVBRYrkPqeG+UBiq2fL6zlpa4PWYrrthnZS0p5fDsb7EWFTmPlWdmodm9H632Yuwaz4FQ9w5+tIqu3iYyrHYBlyTLEKL5qTYb9pISVLsdRatFGxTUYlYaPPvsszz77LPNPQwhhGgSLeMnr2gUiqKgj4hAHxGBNiCAkp07qwVTip+fM9CqpJrNjTIWQ6tWjXLe841fZBRlGa6XDhqjogDI3rCxWrBVyZGfQ+vA/aQF9vB4jb2HTERH6ujd5Uw2yY5t9WxPKfdpjFotxEbKjxYhmou9pATzsWOYT56sfgNNq8UYF4cxMVFKcwghRBOS29DnCX10NKHDhxPQrRt+7dsT2Ls3msDA2p1Eo4E63B01JCSgCw+vdT9RU9SAfq4PKApR/foCUHQw1W3/aPNxn67z++YSys1nan6dyPJ9dstuhz92lvncXgjRcExpaRStW1dRnP7PqxXsdszp6RStW4cpLa15BiiEEOchCbjOIxq9HmObNvh37IghNhZ7YWGt+hvi4/GvRaZBxd8fQ5s2+HXsWNuhCjdCOnUk7uKRaIxG53PagABaXzGGgISKQtiqh6LUGtW3gtV2R0UKeaj4/8advs1uVdp7qOETrwghPDOlpVG+f79Pbcv372+UoOvo0aPOLH2bN29m7ty5JCcnYzQaSUhIYNKkSYBvWQpXrVrFhAkTSExMJCAggB49evDKK69gtfp2A+jAgQNMmzaNrl27EhAQQHBwML169eKxxx7j5MmTXsf/+++/k5eXx9/+9jeSkpIwGo3Ex8czceJEtm/f7tMY8vPzefLJJ+natSv+/v7ExMRw6aWX8sMPP3jtu2XLFu666y7at2+Pn58fYWFhDBw4kOeee45CN7+/q2ZJzMnJ4aOPPnL2T0pK4vHHH6/W3uFwMGvWLC6//HJiY2MxGo3ExcVx9dVXM3/+fJ9eoxDCO1n3cx7T6HQ4fKzdpQ0Jwb9TJzR6PaZjxzwuPdRFRGDLz0ctL8dy/DiW48fRhoYS1KsXGil6XG+RffsQ3iOZ0hMZFbXYWieg0WpxWG1YiooIbNPa7SxXvn+Cz9ex2+FUrpWFvxXhIYZzyWRWsdtVtNq6lkwWQtSGvaTE52CrUvn+/egjIxtteeHChQt59tlnUU/vH87IyEDjw35eVVV56KGHeOutt6o9v2fPHh599FHmz59PfHy8x3O8+eabPProozWCs127drFr1y7effddZs6cybXXXuv2HJmZmUyaNInDhw87nzt58iSzZ8/m+++/54svvmDixIlu++/Zs4eHH364WnBnMplYvnw5y5cv58EHH6zxGitf/2OPPcarr77qfO8AzGYzmzdvZvPmzbz99tv8+OOPXHTRRW6v/8EHH/CPf/zD+XVaWhr+VX4H5+TkMGHCBNatW1fjdc+bN4958+YxYcIEvvrqKwJruyJGCFGNzHCdx/ResgYqfn5ow8Lw69CB4MGD0ej1OMxmz/u8tFpseXk1EnTYCwspXLMGaz0KJ4szNHo9wUltCWqbiKLRkLV2PSkffkzq5zMrgi0XH2p0QUF0vngAWh+ztSfGGdieUl7rYAsgIlQrwZYQTch87Fjd+h33bZlxXfzrX/8iJiaGTz/9lDVr1vDCCy8wefJkr/1eeOEFZyCSnJzMzJkz2bBhA1999RV9+/bl999/Z86cOW77f/TRRzz00ENYrVYiIyN58cUX+f3331m5ciVPPvkkAQEBlJaWcsMNN7B06VK355k2bRqHDx9m2LBh/Pjjj6xbt46XXnqJkJAQbDYbf/nLX1i9erXb/s8//zwnT55k4sSJ/Pzzz6xatYoXXnjBGfTMmDGDZcuW1ej31FNP8corr6CqKm3btuWdd95h3bp1LFmyhKlTp6LT6cjOzuayyy5j9+7dbq//zDPP0LFjR7799ltWrVrFo48+6pxhtFgsXHbZZaxbtw69Xs+UKVNYuHAhf/zxB99//z1XXXUVAPPmzWPixInVAj8hRO3JDNd5zC8xEfORI26PqyYTdpMJe0EBttxcAvv29X5SLxkOS7ZvJ/ySS2o7VOHB8V8WUrT/YPUnHQ40RgOoONPCRw8ZjCEkmEkJdvammigqcVBUYifdxf6s5I5+hIVoycn3bQb0z/on16IOnBCiXlSbrSJBRh2YMzLw79SpUbIXOhwOfvjhB4YOHQrgcTamUkZGBv/9738BGDBgAKtWrXLOrgwePJjrrruOsWPHsmLFCpf9c3JyePjhhwFITExkzZo1JCYmOo+PHDmSG2+8kREjRlBYWMidd97J4cOHMRgMNc6VlZXFjTfeyOzZs50zcxdccAGXX345Q4cOpaSkhIceeogtW7agKK5vMH3wwQfVgswRI0YwYMAAxowZA8BXX33FpZde6jy+d+9eXnrpJQD69u3LihUrCAsLcx4fPXo0EyZMYOzYsZSXl3PXXXfxxx9/uLy2TqdjyZIltDu9FWDEiBHOYy+99BLbtm3Dz8+PxYsXM3z4cOexgQMHcv311/Pvf/+bZ555hvnz5/Pjjz9y3XXXubyOEMI7meE6jykGA3io61SVraCAsn370BiNaENC6n5Rux1LVlbd+4tqig4frhlsneYwW0gYM5puU/9KwmWXYgipKJocFKBlUK9ALr0wmGsvC2PkoCBnkeKQQA0X9Qvk4iEVS4wC/Gv/I0Krhc5JRu8NhRANwl5SUvdyHnY7dh/qNdZFcnKyM9jy1TfffENZWUXSnffee6/GUjaj0cinn36K1s1U/f/+9z9KT7+e9957r1qwVal379785z//AeDEiRNuZ8siIyP56KOPaiyD7NWrF0888QQA27ZtY9u2bS77DxkyxOWM3mWXXUZSUhJQEWBVNWPGDBynlxXMnDmzWrBVafTo0Tz00EMAbNq0qcaSwKrt2rnYd22z2Xj33XcBuP/++6sFW1U99dRTdO7cGYD333/fZRshhG8k4DqPKYqCn4tfRu5Ys7JwWCz4d+7scsmar2wl7mtJido5tW6Dx+PlJ11vRq+qVxd/bp8QwQO3RXHHtZH0Sw5w3q3t0bH2e+7sdsjKrdvMmBCi9tR61k5UfdzLW1sDBgyodZ/FixcD0K5dOwYOHOiyTdu2bd0GCcuXLwegVatWjB071u11Jk2a5JzVcrWsD+Cmm24iNDTU5bHbbrvN+XjRokUu21x22WVur9/xdDKpvLy8as9Xjn/QoEH06OG+hMe9997rfOxu/O7e/+3bt5N1+sbnxRdf7PYaWq3WOfu2bt06n5OVCCFqkoDrPOfXrh0GL5uPnVQVh9mMPiKC4EGD0MfGgptlFJ7ogoNr3Ue4ZjqV7fG41s/P+bigyM7arSX8+lsRG3eUUlJW/UPan5fEpB4zs++wiUD/2n+PNbJ9S4gmo/i6MdNd/0YqhuwtsYUr+08n/ujVq5fHdv36uS6RsW/fPgD69+/vdpkfQGBgIN27dwdqzjJVGjJkiNv+iYmJREREABXZEF1p3bq12/7G05lmbVWCXavVSmpqRcIjd8FmpU6dOjlnv9yN3937v2PHDufjcePGObMauvrz3nvvAVBeXu42m6QQwjvZw3WeUzQaAnv0QBMYiOmg66VpThqN8wO8LiSEoN69Kfz9dxxlvtdcUnQ69NHR9RmyqEJrNGI3uU/BHta9KwAHjppYsra4WgKMrXvLGTcqhDKTg90HTZSUOYgM09K3WwD7DpnYk1r9vIoC4SEa8go9Z9EIDtQQGyU/WoRoKtqgoIq1vHWZ6dJq0TZSBrrgOtxcy86uuIlUGcy4Exsb6/L53NOJmWJiYrxeK/r076L8/HyXx+O8JJaKjIwkLy+PU6dOuTzuy+uvmoyi6myXr+MvKChwO35318+tY/KqgoIC2rRpU6e+Qpzv5FORACpSxHtjjI9HqbLny2E24yivRX0mrZYgL3cdRe2EdetK7rbtro/16I4+OBizxcHy9cU1sg1abSoLVhZhtZ35hV9QZOfQMYvL86kq5BU60GnB5uZznUaB4QOC5HssRBNSdDqMcXEVxY5ryRgf32gzXHX5OeBrH52bMdcmm579dIDq7prurlGpcq+V3se90N7UNhOgt/G7e95eJTCfN2+ey31urnSUmppC1JkEXAKoqJ3liSYwsEYBY1tBQY30764oQUH4t2mDIS6u0X6xn6+iLxhCaXo6puycas8Htk0kYXTF2vtDxyxY3WzRqBps+erPwZaigNGgkBhnoG83f2KjGubDhxDCd8bExLoFXC1sxiI2NpbDhw87Z7rccTerExERwcmTJ732B++zaX/eX/VnOTkVP3fdzbbVVnh4eI2x+XJ9b7OBnq4THR1Nnz59atVfCFF78ulXAKANDMQQH48lI8PlcUdpKaU7dlTMUJ1OmOFL8KQLDyeoX7967zEQrun8/Wh/y80U7Euh5OhRFK2W0C6dCe7Q3nl302SpQyEtHykKTLg4lMT4mimVhRBNRxsUhH+XLrUqfuzfpUujFT2uq27dunH48GG2bt2KqqpuZ2l27drl8vnk5GROnjzJli1bPPYvLi527vfq1KmTyzY7d+50Wxj50KFDFBYWAt73m/nKaDTSsWNHUlNT2bRpk8e2KSkpFBUVAe7H707l3jWoyHJ4wQUXuG377bffcurUKdq1a8eYMWMabDZPiPONJM0QTgHJyRWzWG5+Qdny87FWWauuCQx0H3QpCoE9e7Kx/CR3PTyOy27szl//71o2bnFfJFLUjUavI6JXDxLHX0WbK68gpGOHah8yEmIa7xekqsLmPb7v4RNCNB6/tm3x79LFp7b+Xbrg17ZtI4+o9saPHw9U1ONyl30vLy/Pmc3wzyqz6p08eZJff/3V7XVmzpzpTFjhLlPf999/71w2+GezZs1yPh43bpzb69RW5fj/+OMP9uzZ47bdJ5984nzsKdOgK4MGDXLu7/r000/dvsbi4mImT57Mgw8+yP333+91iaUQwj0JuISToigYExI8LhO0nl7mUH7wIEW//+46nbCiENC9Ox8t/IT7HpnA6nW/knpkH0tW/cTE+0fx3fxPG+sltEjZOZkcOXaw2rr5phQbpadtfOMFXRmnJFWwEC2FX9u2hFx4YcVSwT+vLNBqMbZpQ8iFF7bIYAvgxhtvdCazmDJlSo2EFA6Hg7/+9a+Uu9k/fNddd+HvX1HOYurUqZw4caJGm507d/LUU08BFZn8rr/+epfn2rt3r7MIc1VbtmzhlVdeAeCqq66ibQO+l1OmTEFRFFRVZdKkSc5ZtKqWLVvGm2++CUCfPn3cpsh3x8/Pj3vuuQeoyFj45JNPumw3efJk5/Xvv/9+2ZsrRD1IwCVqzXz8OKYjR6iRhQHQt2pFyJAh5Othxsf/qnFcVVX+8+YjlJvO/VmRpavnM+SKBAZfEccl13Wmz8XhfPr1m80ylrHDQwmsQxFjX6hq7Td7CyEajzYoiIBu3QgbMYLgwYMJ6t+f4MGDCRsxgoBu3VrcMsKqwsLCeP311wFITU2lf//+fPjhh2zcuJEff/yRUaNG8f333xMQEOCyf3R0tDMYOXr0KH379uXll19m7dq1rF69mqeffpoLL7yQwsJCFEXh888/r1Fcuaqnn36aW2+9lSVLlrBu3Tqee+45RowYQVlZGYGBgc5rNZSePXvy+OOPAxWBXZ8+fXjvvffYsGEDy5cv58EHH2Ts2LHYbDb8/PyYNWtWnQKhf/3rX3To0AGAl156icsuu4zvv/+ejRs38u233zJ8+HBmz54NVCxBrCy0LISoG5kfFtVojEa0oaHYXdxVA9DHxFDuIX28otWiDQ5m2eIvsdldZ2ooKi5g7cZlXDpifIOMuSWa/dNHPPWfydWeKy0r5vk3HiIz+wRPTn+lScej1ysY9FDqY1JJvR58rXGpqlBY4iAsWPbpCdGSKDodOjeFe1uy2267jfz8fKZPn056ejp//etfqx3v2bMn11xzDf/+979d9r/vvvsoLS3l0UcfJTs7m8cee6xGm7CwMGbOnMno0aPdjuP222/n119/5euvv+brr7+udiwqKopffvnFGbQ0pBdeeAGLxcJrr73G0aNHmTp1ao02CQkJzJkzx2NxZE+Cg4NZsWIF48aNY+fOnSxdupSlS5fWaNejRw8WLlzonDUUQtSNzHCJGgK6dAFNzb8aushIdNHRHutu2UtLK/7vJtiq5C4YOxeUlpXw7CsPuD3+vy9fpajYdUBbX7bSUiyFhS5nnMwW32ehfA22Kukk1hJCNKAHHniAbdu2MXHiRJKSkjAajXTo0IEnnniC9evXe61x9dBDD7F7927uv/9+OnXqhL+/P+Hh4fTv35/nn3+elJQUr3uvunXrxvbt27n33nuJi4vD39+fHj168PTTT7Nv3z4GDRrUkC/ZSVEUXn31VTZu3MikSZOcrz86OpoLLriAt956iz179ngszOyLxMREtmzZwieffMJll11GTEwMOp2OsLAwLrroIt5++202b94stbeEaACKKmuBhAv24mJMaWnY8vNRdDoM8fEY27RB0WgoWL0a1Wx22U/fqhVBvXqRln6Ii6/thE6j44o+oxjR7UIU4LeUDazcu47VP6cREhzWpK+pqfy85FsefOpmj22uHvsXXv/XzAa7pik7h5MrV1F6vCIttCE8nNihFxDapTN2k4nUvVks3uN6CQ5AcKBCcWndfhTEReu44fJw7w2FEKKFO3r0KO3atQPgv//9r3N5nxBC1IcsKRQuaYODCXSzVMHYpg2m1FSXxzRGI7aCAtq27sBto25hZMcB9Gmb7Dw+otsFTL7kdvzrUP/pbFFmKvXaZvlvCziReYyEVr4VnPTEWlzCke/mYDeZnM9Z8vM5/vNCCg8epPjQEQ4Zu0NgT7fnqGuwZdArjBjYcveDCCGEEEI0N1lSKGpNGxKCxs2GZXNaGsV//EHh+vVMv/j2asFWpZiQSMoPHGjsYTabIf1Gem1TXFLAiAntee39p+t9vbwdO6oFW1UV7T+IarOhVRtuCadRr9AqWkffbv5MvCqcmEipyyKEEEII4Y4EXMJnqqpSunMnpVu3etzHBeAoLvaYOcleUtLQw2sxElu358YJd3tt53DYeffTF5i/eHa9rld6wnWx6qpiTGmgNkwBZLNV5drRYQwbEERIkGzeEkIIIYTwRAIu4TPLyZNYMjMb5Fznej2PF574kC4d3S/hq+q/b/1fva6l9fPz2sbfUUrHkm31uk4lnRa08pNDCCGEEMIn8rFJ+MyS4X0mxVe6qKgGO1dLpNVquWr0TT61PZWdQWFRfp2vFda9m0/tEstT6J+3mLjyVAxK3ZcYdk7yO+cDZiGEEEKIhiJJM4TP1NrmCndHo8G/ffuGOVcLtnXXep/aqagcPZ5K7+SBdbpOSMcOhPdIJn/3Hq9tQ205hBbnYO+XxOp9tb9WeIiWC/u6LxIqhBBns6SkJCnkLoRocDLDJXzWUAU0dZGRaIPO/cx2R475nhjEarPU+TqKopAwZjQ6H95TRaOh1agR9Orfis5JxlpdJzJMy01jwwnwlx8bQgghhBC+kk9OwmfGtm1B6zpJgmL0/cO7LSfHbVa9c0lwoO8B6r0PjyP1SB2mnE5zWK3YvCQi0YeG0Pneu4nq15dys4qfQcFQiwSDA3oEYNDLUkIhhBBCiNqQgEv4TBsYSHD//mhDQpzPaQICMCYl4deuHfq4ON9OpKoUrV2LOT29kUbaMlgsrotDu1JYlM/fnp5IVnbd9sll/r7WaxtrYRF2swmzxcEPiwvYecCEpcoqUa0GRg0OIiig5o+Fdq0NdGpbuxkxIYQQQggBiiqLlUUdOEwmbAUFlO3fj2r2PbD4s8DevTHExjbgyFqOLhcYsNpqt+9Np9Xx8P3P89dJj/ncJ3/vPk78utintm2vu4aDpdH8vtV1cWZFgbbxBhRFJa/QjkGvoVcXP7q190OjkdktIYQQQojakhkuUSeKTkfZ3r31CrYASnfuxF5c3ECjalmCg2q/581mt/HyO4/z+8ZlPvfJ37nLt4aKgl9kBEdOuP+eqSocPWHhSLqVwmIH2Xk21m8rJSun4QonCyGEEEKcTyTgEnViOXkS1dYAH8JVlZJdPgYMZ5kJV9xW575f//iBz22tRb4FrKFdOqMPDqbcVLtJ7TKTyoKVhVisMhkuhBBCCFFbEnCJOrGXlzfYuRwlJdiKihrsfC3F9HufIblL3zr1PXEyzee2xqhIzw0UhdCuXUi47FIAbLbaB04mi8rBo+d+ohMhhBBCiIYmAZeoE21AQIOeT7XUPS16SxUSHMacT9YxoPdFte7bqX13n9tG9e/n9ljM0Avocu9dtLnyCjT6ipSEdZ2nKipx1LGnEEIIIcT5SwIuUSeGVq1Q9LXIKe6FNji4wc7VkhiNfgzsO7xWfXRaHZNuetDn9kFtE0kYMxqtn5/zOa2fkfjRlxAzZDD6P723MRF1q3ceHuq6JIAQQgghhHCvbp+8xHlP0ekI6teP0h07cNSzppbi74+mFnW8zjbdOvXyuW1IcBgvPPEhPbv1r9U1wnskE9q1C2XpJ1CBwIQENHrX/7z7dQ/g0PHazSgGBmjoKGnhhRBCCCFqTWa4RJ3pQkMJGjzYbTFkXwUmJzfQiFqejMxjPP783T63V1WVAX1qvwQRQKPTEZTUluCktm6DLcBjlkJXwkO0XH1xKDqtpIUXQgghhKgtmeES9VK6fTvY7XXrrNEQ2LMn+oiIBh1TSzLpgTGUlbuueeVKcUkh38z9mOn3PtMo4zl0zMzm3d4TnvTr7kdMhJ7AAA3xMXoURYItIYQQQoi6kIBL1Jk1Lw97YWGd++tjY8/ZoscAp3IzOXQ0pdb99h3YXq/rOqxWyjJOoipa1PAY/Px0GPQVAdOuA96DLa0GBvcKQq+XIEsIIYQQor4k4BJ1Vp9gC8B68iRlej3+XbqckzMob3zwjzr1i4mKr/M1czZvIWv9Ro7qOnDcvxsWbQFajUrnJD+GDQiiuNR7psFLLgiWYEsIIYQQooHIHi5RZ4rBUO9zmI8do+j337EX+1a892yybPW8WvdRFIUbJ/i+56uqgn0pZK5ewyF9Fw4F9cOi9QfA7lDYd9jMvOWFhId6/iffq4sfXdv7eWwjhBBJSUkoiuL888MPP/jcd9++fdX63nHHHQ02rmeffdZ53szMzAY779nu888/d74vGzZsaO7hCHHekYBL1JkhNhZFV/9JUkd5OcXbtqE6zp06T3a7ndz87Fr10Wq1/PORt+jR1X1dLU9yNm3Bpug47t/N5fGsXButovS4m0zs3dWPkYPOzfT8QojGNXfuXJ/b1iY4E0KIc4EEXKLOFJ2OwJ49QfOnv0Z1yFqomkxYT51qoJE1P61WS6d2vhcv1mp1XHPFXxjQdxhp6YfqdE1TTg4lunDsGvf10dIyrAQFuP5nn19kR1XrWhZZCHE+++WXX7DZbD61/fHHHxt5NEII0bJIwCXqRR8dTeiwYfh37oyxTRsCunUjZPDgOp3LUe49ocPZ5J7b/u5zW7vdxpyfP2fcrX0ZdU1HJtw+kB17NtXqevqgIHQOq8c2J7KsbvdxHcuwcuyk5/5NxXLwINlPP03mX/9KwWefnXN/N4RoCnarmeLsNAoyDlCcnYbdWruSEL6Ijo4GID8/n9WrV3ttf/ToUbZt24ZGo0HXACskhBDibCA/7US9aYxG/JKSnF87zGbQ6cDHu53O8wQENPDImtcN4+/k1xU/sGrtL7Xuu2vfZm6fNpqFs3eS0CrRpz7hvXpiXbuOIGseJfq6pdo/km6mbXz99+bVR/5775H1wANQucT0ww/Jff55ElesQN+2bbOOTYizQVl+JidT1pJ9aAsO25kgS6MzEt2hP3FdhxIQ3qpBrtW3b1/27t1Leno6c+fO5ZJLLvHYvnJ2a9iwYWzevNnnWTEhhDibyQyXaHClu3fXPtjy80N/+k7pOaUeS/SKSwqZ9f27PrePHtgfXWIHuhVvQO8w1emazb2NznLgAFnTptUYiPXwYTL/+tdmGpUQZ4+MPavZPu9VsvavqxZsAThsZrL2r2P7vFfJ2ON9NsoXiqJw9dVXAzBvnvdEQZUB13XXXdcg1xdCiLOBBFyiQdlLS7Hl5taqj+LnR1C/fih/3gt2DsjIPFav/jt2b/S5rV3V8JvjAlKCB9Oq/DChliw0XpYY/llCrPv9X43NtGMHaZde6jZILV28GNvJk008KiHOHhl7VnN003zA240elaOb5jdY0HXNNdcAcPz4cbZs2eK2XWZmJuvXr0dRFK699lqv512zZg233noriYmJ+Pn5ERkZyfDhw3n77bcxm+u+PHLFihXcfffddOnShdDQUAwGA7GxsYwaNYq33nqLchdLmI8ePerM8rd582bKysp4/vnn6d27N0FBQYSFhTFs2DA+/fRTHF7uXG3ZsoW77rqL9u3b4+fnR1hYGAMHDuS5556j0E25lVWrVjmvn56ezrFjx7j77rtJSEjAYDDQtm1b7rvvPg4fPuzTe3DixAmmTZvmHEN8fDwTJkxgxYoVXvuuXLmSm266iTZt2mA0GomMjGTYsGG8+eabmEyub/ZVZkkMCgpCVVVeeOEF4uPj8ff3p1OnTrz11lvV2lssFt555x1GjBhBVFQURqORNm3acMstt/Dbb7/59BqFaElkSaFoUHXZa6MNDEQbFNQIo2ley9f8zIHDu+t1johw32f9Uo+ZMVlUTPpIivWRtb6WVgMdE4217tcQyjduJG3kSHDzyxoAVcWWk4MuLq7JxiXE2aIsP5OjmxbUqs/RTQsIi+9S7+WFw4cPJyIigry8PObOnUv//v1dtps7dy4Oh4MhQ4aQkJDg9nx2u50HHniA999/v9rzZrOZNWvWsGbNGt59911+/vlnOnbs6PM4zWYzt912G3PmzKlx7NSpU5w6dYpVq1bxySefsGrVKiIiXC/NzszM5LbbbmP//v3Vnv/999/5/fffmT9/Pj/88APaPyWQUlWVxx57jFdffbVagiKz2czmzZvZvHkzb7/9Nj/++CMXXXSR29exZ88e/vKXv5CdfSYT7rFjx/j444+ZPXs28+bN4+KLL3bbf/Xq1fznP/+hqKjI+dzJkyeZP38+CxYs4NVXX+Xhhx+u0c9sNnP33Xfz1VdfVXs+Ly/P+drffvttfv75Z7p1c50tF+CJJ57gpZdecn6dmppKWFiY8+vDhw9z5ZVXkpKSUq1feno633zzDd988w2TJ0/mnXfekX2A4qxx7k0piGZVl31Yttxc1HNsHX9ZeSkvvf1Yvc9z/bg7fb+mqX7rAQf1CkCrbZ6Cx6ceecRzsAWg02Ho1KlpBiTEWeZkylq8z2z9mUrm/rX1vrZOp2PcuHGA5/Twvi4nfPDBB53B1tixY/nuu+/4448/WLRoEVOmTEGv17N//34uvfRS8vLyfB7n3//+d2ewNW7cOL799lvWrVvHokWLePnll2nVqiLw3LVrF//5z3/cnueee+5h//793HTTTSxYsIB169YxY8YMoqKigIqllV9++WWNfk899RSvvPIKqqrStm1b3nnnHdatW8eSJUuYOnUqOp2O7OxsLrvsMnbvdn+zbtKkSWRnZzNhwgQWLlzI77//zpNPPonRaKSkpIQrr7ySgwcPuu3/+OOPU1ZWxpQpU1iyZAnLli3j0UcfRavVOoPCPwc7AHfeeacz2OrRoweffvopGzZs4Oeff+a2225DURQOHz7MyJEjOelmNUJZWRkvv/wy/fv3Z8GCBSxfvpwHHniA66+/HqgI3kaOHElKSgqBgYE89thjLFu2jI0bNzJr1ixnIPrhhx/y0EMPuX2NQrQ0cmtANChtQAD66Gis2bWrQaWqKs3zUb/hFRTmMfH+UaQe2Vuv89w18SFGDR3rc/vo8Lr9czboFfp196d/sn/F98Fdoa5GkvP885Sv9f6hTxcbi8ZPijIL8Wd2q5nsQ+6X8nlyKnULbftfhVZfv9ntq6++mi+++ILdu3dz6NAhOnToUO14fn4+q1atAjwHXGvWrOG9994D4KWXXuLRRx+tdnzMmDFcf/31jB49mrS0NJ555hnefvttr+M7deoUH3zwAQC33HILX3/9dY3z3n777XTt2pWCggLmzp3Lq6++6vJcWVlZNcZ2wQUXcNFFFzFgwAAcDgdffvklkyZNch7fu3evc1anb9++rFixotqszujRo5kwYQJjx46lvLycu+66iz/++MPt9R955JFq4xs6dCijRo3i8ssvx2Qy8eijj/LTTz+57K/RaJg/fz5XXHGF87lLLrmEDh06MHnyZGw2G99++y3PPPOM8/iiRYuYPXu2872aN28eRuOZvzNXXnkll1xyCXfeeSenTp1i+vTpfPfddzWuraoq0dHRLFu2zPn6q87G/d///R/Hjx8nMjKS3377je7dz5RXGTRoELfeeiv33nsvn3zyCe+88w533HGH2xlVIVoSmeESDS6gRw/Q+74XSBsSgqYW7Vu6tz95jpSDOz22iQiPxt8voKJeV/tkunbqRZv4dnTv0peJ105m3szNPP3Q67W6blqGpU7j7d/Dn+x8G+/NzuXdr3L4eVUhuflNM+NYunw5Of/4h09tQ++9t5FHI8TZqawgs0aCDF85bGbKCrLqPYYxY8YQcHqFg6tZrvnz52O1Wunbty/t2rVze57KvTz9+vWrEWxVGjVqFHfccQcAn376qU/7uXbv3k379u0xGAw89dRTLtvExsYycuRIoGKPkztt2rTh73+vWfajb9++9OnTx3m9qmbMmOHc2zVz5sxqwVal0aNHO2dtNm3axLp161xev2vXrrz44os1nr/00ku56667gIr3Oycnx2X/G2+8sVqwVWnSpEnOIGrv3uo3DN98800AAgICmDVrVrVgq9Idd9zBDTfcAFQUtz5+/Ljb67t6/Tk5Oc4ZtH/+85/Vgq1KiqLwxhtvOPv/edmpEC2VBFyiwWn0eoL69fO5vf85tkxs/uKvvbb55yNvsWdNKQfWW1n87W4Wfr2D1fMO8/OXW3n+iQ/o2a12d+wKiuxs3Vu3WlXrt5Vx6JgFhwMcKhw+buH7xQXkFzZ+0FVw+o6zV4pC+NSpjTsYIc5S9a2vZbfWLatpVf7+/owZMwZwHXD5spzQ4XCwdOlSoCKo8qTyWmVlZWza5L1m4cUXX8z+/fspLy8nOTnZbbvKZYWegrhRo0ahcZPkqTKYLCkpqfb88uXLgYpZmh49erg9971VbiwtW7bMZZu77rrL7d6l2267Dah4L5csWeKyzWWXXeby+crEFEC1pZpWq5U1a9YAcNVVVzlrr3kav8PhYOXKlS7bDBgwwOXzq1atcr7vnvagBQcHc+GFFzr7CHE2kCWFolHoQ0MJ6NmTsj17POYaN7Zrhz6y9gkeWrLS0mK3xxRFYfq9zzJ+zC3OrxvCoeMNW9DUYlXZsqecSy8MbtDz/pl53z7fGqoqmnMwsYoQDaG+ywG1+oZZqnvNNdfw008/sW7dOrKzs50fzEtLS50f/j0FXEeOHHEmcnjttdd47bXXfLrukSNHPCaZqKoyUFJVlYyMDFJTU9m/fz87duxg3bp17Nixw3ncncRE97URAwMDAarVF7NaraSmpgIwcOBAj+Pr1KkTYWFhFBQU1JhlqjRkyBC3/Stn2AAOHDjgsk3r1q3d9q+cuao6/rS0NMrKygDv4x80aJDzsbvxx8fHu3y+8r0H6Nmzp8frVB2bEGcDCbhEozHGxaGPiqLwt9/AbnfZxnAO1t4a3H8kq9f96vLYLddM5sF7/1ntuaLiApavWUBRSSHdO/WmV/eBGI21+wDUGPWz6rpE0Vf5H32EZc8en9pqIiJk/5YQbgSEtUKjM9ZpWaFGZyQgLLZBxnHVVVeh0+mw2WzMnz+fu+++G4CFCxdiMpno3r07Xbt2dds/t5YlRSoVFBT43HbJkiXMmDGD1atX15iFgoqAzFOwBWeCKlcqb6JVPUfV2aKYmBivY4yOjqagoID8/HyXx+M8ZGoNCQlBr9djtVo5deqUyzbBwd5vpFUdf9Xvi7fxh4aGOq/vbvzurl+X77/NZqO4uNin1yREc5KASzQqjV5PYHIypTtd72kq2bGD0IsuQvlT+tyz2QN3/4P1m5ZjsVYPWEKDw5l00wN89cMHHDqaQteOvTBbynlxxqOUm8qc7fR6A3fe/DcemfI8ep33vW0FxfZGCY4Upe5Fm72xZmSQdf/9Prc3+ni3U4jzkVZvJLpDf7L2u97z40lMx/71niGrFB4ezsiRI1m2bBlz5851Bly+Zie0V7kx949//MOnWl2AxxTzVT388MO88cYbzq81Gg2dOnWie/fu9O/fn1GjRvHll182+L4gbwHcn1W+D+5WQHhLhV65V0zfQHujazv+yuu7G7+756t+/zdt2uRzyveAOmRHFqKpScAlGp0uPNztMdVsxpKZidHHX5hng369LmDC5bfx/YJPqz1fXFrE2Im9sds9742yWi18NOtlNm5dhUajwWIxM2zIGO68eTrRUWfq5RSVFPLTL1+zYv0RQsOSad9uDBpNwwWu0RGNk8hEtdlIu/DCWk3LhUnCDCE8ius6lKz966ldaniFVl2GNug4rrnmGpYtW8ayZcsoLS1Fr9ezcOFCwHvAFV7ld4W/v3+15XH19dNPPzmDrSFDhvDss88ybNiwGh/WP/roowa7ZqWqryvbhwy+lcku3NUBy8vLIykpyeWx/Px8Z+ASG9swM5dVx+Ft/Hl5ec7ruxu/O1Xfp4SEBI8zeUKcbSTgEo3OXlbm8fi5FnBt3LK6RrAF4HC4Xlbpzo49Z1IC79m/jbm/zuL7/60lIa4tq9ctYtoTN1BadmZJTHh4J269ZTk6XcMsvevVpXGW8OW+8gq2Wqy7N3TrRsjpzFdCCNcCwluRNHAcRzfN97lP0sBx9S56/GdXX30106ZNw2QysXTpUvz8/CgqKqJDhw707t3bY9/27dvj5+eHyWTymghj48aNrF69mvbt2zNixAiPiRwAPv74Y6DiQ/2SJUvcLkFzl1mvPoxGIx07diQ1NdXr60pJSXHuY+vkJqHUzp076ecmMdXWrVudj3v16lXHEVfXvn17/P39KS8v9zr+qqns3Y3fnapZCTdt2sT48ePdtv3www9xOBx06NDBbRIQIVoSyVIoGp23vTf2oqJaL1loyb6b/0mjnDfz1An+O+NRCgrzmPr49dWCLYD8/IMcPuI6K1VtRYZpaRvfMMuMKpm2bCFvxgxyXnjB5z7BN9xA4ooVKAZDg45FiHNRfPIIkgaOB69VDRWSBo4nPnlEw48hPt6ZOGH+/PnMn18RAHqb3QIwGAwMGzYMqNj3lZGR4bbtE088wWOPPcYNN9xAYWGh13MfOnQIgA4dOrgNttLT01lbpSZg1cQR9XXppZcCFQHJHg97Vz/55MzvD3eZ+r755hu3/WfNmgVULLO75JJL6jLUGnQ6HSNGVPxdWbBggdt083Bm/IqieM00+WdVsz9WBsiuHDlyhKlTpzJlyhT+/e9/1+oaQjQXCbhEo9P6+6O4qNlRSbVacZTXLaV5S3TkmOvMUA3h1+XfM3fRV5SVl7o8vn79f+sUvHYo3oLWYQUgPETLVSND6zXOqhylpRwfO5ajAwZwavp0KHU99moCAmizZg0J332HrlXD3oEX4lwWnzyCPhP+TquuF6LRVf+5q9EZadX1QvpM+HujBFuVrrnmGgB++eUXFixYAPgWcAFMmzYNqEjLftttt1Hu4nfDBx984Ew5Pnr0aDp27Oj1vFFRUQDs2bOH9PT0Gsfz8vK45ZZbqqWDt1gabm/slClTUBQFVVWZNGmSyyBx2bJlznpXffr0Yfjw4S7PtXjxYme9qqp++eUXZs6cCVSkjvf392+w8Vd+X8rKypg0aZLL9+aLL75gzpw5AIwbN87tskd32rRpw4QJEwD4+eefnYWqq7JYLNxxxx3OZYtTpkyp1TWEaC6ypFA0CV1YGNYs98U1z6WkGekZRxvt3Kqqsmnbb26P5xccIjc3haiobj6fM8ySSdvyFEIoIXbsVXRqa2ywdPUApx55hNJfXWdtdCdx4UICfEzzLISoLiC8Fe2HXEfb/ldRVpCF3WpCq/cjICy2wRJkeHLNNdfw+OOPO7PktWnTxms68Urjx4/nxhtv5LvvvmPlypX06dOHRx55hF69epGTk8MPP/zgDCoCAgKchZK9ufbaa1m3bh3l5eWMHDmSxx9/nOTkZIqLi1m/fj0fffRRjRm1oqKiBkvI0LNnTx5//HH++9//smXLFvr06cP//d//0a9fP0pLS5k3bx4ffPABNpsNPz8/Zs2a5fHn8KRJk1i/fj3XX389Go2G+fPnM2PGDFRVpVWrVjz33HMNMu5KV155JbfccguzZ89m4cKFDBw4kIceeohu3bqRl5fH7Nmz+fLLL4GK4PbDDz+s03UqM0jm5eVx//33s2LFCm677TZiYmLYv38/r7/+OjtPJ+G65JJLuOWWWxrsNQrRmCTgEk1C8ZZtqAE/4DennTt2k5PnPrBsCA4PySY0Gj3+AZHotGDzYctYgK2Q7kXrAQgvTycxuBRFabi9W46SEgpPfzjyVeBVVxEwovHuvgtxvtDqjQRHu68Z1Vg6d+5M9+7dnXWYrr322lrdxPniiy/QaDR88803HDhwgMmTJ9doEx4ezpw5c+jWzbebS9OmTWPBggWsXr2aQ4cOVSswXKl9+/bcddddPP3000DFfqpWDTjD/sILL2CxWHjttdc4evQoU10Uc09ISGDOnDkeiyP/9a9/ZebMmbz77ru8++67NV7DokWLCAsLa7BxV/rss89QFIWvv/6anTt3cuedd9Zo0717d3788cc6v2+tW7dm5cqVjBs3jmPHjvH999/z/fff12g3fPhwfvjhhwa9OShEY5IlhaJFUBtw6UZzyTlZxifPed5Q7MqgPiNo27oDBoMf/n7u67tUSohr6/ZYfNwgokKOc9NY95khAcItJ+lZsJrBeb/g5ziT1KQ8s2GDRdupU6i1XC4aXYs9XkKIlqlyWSH4vpywkp+fH7Nnz2bZsmXcfPPNJCYmYjQaCQgIoFevXjzxxBPs3bvX7R4nV4xGI0uWLOGVV16hX79+BAYGotPpiI6OZvjw4bz55pvs2LGDqVOnOov/uvqgXx+KovDqq6+yceNGJk2aRFJSEkajkejoaC644ALeeust9uzZ47GwMcCIESPYunUrN910E9HR0QQFBdGvXz9effVVduzYUetkFb4yGo189dVXLFmyhBtuuIGEhAQMBgNxcXGMGjWKTz/9lC1bttClS5d6XadXr16kpKTwxhtvMHz4cCIjI9HpdERGRjJ69Gi++OILVq5cSWhowy19F6KxKeq5lK1AtFimtDTK9+93fVCrJWzECO+zYC3cV6/sZuXSdfxW8DdsauPsSTPoDbz6r5k8+OTNbts8cv/zTL3rKX5YnMeJUzWnuTSqnQty52J0mGoca3vt1QS3S2qw8TrKy0lt1QrH6axbvgh/+GFiX3utwcYghBBnu1WrVjmTUMyePZubb3b/O0AI0fLIDJdoEob4eBQ3RRiNrVuf9cEWwBe/PM2K/MmNFmwBPDbtJS4ceAkGg/t9GAN6X4TJ7MCSn0egraDaMY1qo3vRWpfBlj44mKC2Dbv8SOPvT9h999WqT8npIqlCCCGEEOcCCbhEk9Do9QT174+m6gZkRcHQujX+jbT8oSn9+MtMUkvnNeo1FEXhjY+e4b9v/R8TLr/VZZvB/UYwuP8Iduwvp8ikY2DeQnoU/kbb0t10Kt7MhTlziTHXrDOj9TPS5qorUDQN/yMh8qmnarVHT7XXrl6ZEEIIIURLdvZPK4izhi4khJAhQyhLScGak4Nqt6OazdiLitA1wgbfpjT7p4+8tjHq9Jht1jpfQ1VVSkqL+OHnz4mNTuCe2x7hhwWfk1+Yi5/RnwmX38pTD70OwJF0C2ZtIIX6GGLMx10GWVGDB+IwWzCGh+MfFweqHbvFgraBa17Zc3OhFiuXg8aNa9DrCyGEEEI0Jwm4RJNRHQ6Kt27FXlDgfM6anY01J4egfv3QR0Y23+DqKevUCa9tzDYrUSGhWK02Ct3U0fL5etkn0OsMrP81g+yck4SFRhIYEOQ8XjmflBI8mL4Fy6olxlCB+ItHEdm3N6bcXE4sXsrJlasA0BgMRPbrS8yFQxos+5PtdGpoX2hjY4l87LEGua4QQgghREsgSwpFk7FmZVULtpxUlfIDjVcsuCnYHb4tg8spKqx3sFVp/qKvMegNJMS1rRZsAXRIrNjjVa4LZmPEVaQEDyLDrwNHA7qT0+c6Ivv2xm4ycfT7Hyg/mens57BYyN6wkeyNtc+26Er2P/7BMTfFO53XBOzGAELuvJOkjRvRJzZ9GmshhBBCiMYiAZdoMtacHLfH7MXFOMzmJhxNw/lu3ieczKq5ZK8udFrXiUVcOZGZxvNvPOzyWM/OfkSGVRSTtmv0ZPh3IiVkCFnR/ek/OB6A/L37sJWWueyfvWEjtvL6fT8K/vc/cp9/Hmw2j+323/wGHQuKiP/0U/Rt3ae8F0KI89XIkSNRVRVVVSVDoRBnIUkLL5pM6a5dWE6edHs8dMQINEb32fdakuycTNZuWs6CJbNZ+fsvDXJORVEIC4kgvzC3Vv2WfLeXju1qFv80WxxsTyknNc2MwwFtEwz07eZPcGBFIJb+62IK9u5ze97Atom0u/7a2r2IKg736IFlzx7PjYKC6ZRxAm1wcJ2vI4QQQgjRkskeLtFk9LGxbgMuXVjYWRNsvfT243z69etY65EAwxVVVWsdbAH8unwOD9zzjxrPGw0aBvcKZHCvM8WUVVUlJ9+GooCuasZIF0rTjmHOy8MYEVHrMQFYUlK8ton5zwsSbAkhhBDinCYBl2gy+uho9NHRWLOzqx/QavGvZ2X6pvL1jx/y4cyX6nWOIf1HsmHLqoYZEJCTl+VTu4NpZtZuLaGoxAFAK/8EurPFY5+yzKw6B1yKvz9qSYnLY9qYGOI++4ygsWPrdG4hhBBCiLOF7OESTUZRFAJ79yagWze0oaFoAgPRRUdjbNMGe2kpqpe9Pi3BF9/MqPc5NmxZhVbbcPc6Zn3/LjO/e9f5taWoCHNeHlVXCx8/aWHRmiJnsAWQWR7MgeCBeFpTrPP3q9OYStaswdanr9vj4Q8/LMGWEEIIIc4LMsMlmpSi0WBs0wZDXBzFmzdjy87GdnrGq0yjIbBXLwwxMc08SveOHGuYbIp2e8MGl8++Mo0LOg5As+8w5ZkVM176kBBiL7qQsG5d2bKnzGUprHT/ziiKSqeizS7Pq/FSk8ths5G3bQcF+/ZhN5nxj4zA9p8XMJWVot51Lw6rFeWPjSinL65qtTguG4PqcHg8rxBCCCHEuUICLtEsijdvxl5UVP1Jh4PSHTvQXXQRGn//5hmYF4mtO3A4bX+d+gYGxhIQEEt29s4GHhXEBIZTvOJ3DIrW+Zy1qIj0hYvQ6PVk5Ya67Vsc1h7cBFzpvyyi8z13omhqToarDgdpP82n9Ngx53P2/zyPJu0o6hVXgkaD44abYOTFKPtTQKdDTe4BwcE4QoJqnE8IIYQQ4lwkSwpFk7MVFNQMtiqpKuYT3osIN5e/3DC1zn1LS7PIy9vP5WM+JCKiYfesXdlpWLVgq6rsjX/g7+f+n3qs6r4wsbW4mJxNWzj6w0+kfPgxh76aTd7OXaiqSlHqoWrBFgX5KGlHAVDMpjPPR0ejXjQMdcgFcDpBRvCYy3x/cUIIIYQQZzEJuESTM2dkeDxuLy5uopHU3u03TuP2G6fVub/dbmbv3q+5esJsNBrfa255Pa+HwsvlmVl0b18zA6RGtWG0l5EQ5jnbYtbvayk5moatpJTyzCwyli4nY+lyig8drtZOSU9HqXy8bSu4WTao9zMSIMWNhRBCCHGekIBLtDgav7olamgKiqJQ39J1x47/RlBgHB07eE4aodP5HpDN3PkLDy56hR2ZNfeYKXodvTsbSEqo2I+lc1joWrSeYdlzGJr7E9oDrpcTepK/azd2U5VZLLsdqmSfVPLz0cyfWyPo0hgMJF5X99peQgghhBBnGwm4RJPTR0Z6PG5MSmqagdRBSWkxs3/6qF7n0GoNKIqGsLAOHtvZbFYm3/4YMVFxPp33aEEG//7tY44XZlZ7XrXaOPTZ54zuYWbCJSFcYF5NvOkwWipmxexmc51eh8N+elatsBDta6+g/WVB9QYmE+TnVzy22zEYDHS47Rb8W8XW6XpCCCGEEGcjCbhEk9PHxLgtdmts3RptC02YAZCSuhNbPQsed+o4DkVRKCxK89guJiqOv095gQ2/ZvDFlIcJD/SeaMKu2gk01CxobCst5dj8Xwg3ZaAvdrNnS1Eq/vioNK1i/5Zmzncop6rXAnMMvQjHzROhMrjWarFYLJxYtKTeM4RCCCGEEGcTCbhEk1MUhaABAzDEx8Pp7HeKwYB/164EdO/ezKPzLDQ4vF79g4LiufCCJygtPUVq6s8e20666UG02opEGH7+QYzvP8jr+fu26kqEf4jLY9bCQgr37nPfuS6BUFERSkr1c6paLY7RrpNilGWcpPjwkdpfRwghhBDiLCVp4UWz0Oj1BPboQUC3bqg2G4rBgFKL2ZXm0ia+HZHhMeTmu8/sV5XBEEx4eEe0Gj2JiSPo1fNObHYTc+ffgt1esZSvdVwSVpuFrOyKZCIGvYGJ193P5NsfdZ4nqn0/RptK0CgK87f8QW6J68Qikf7u078D3utf1SLoUlIPoqxa6ayx5RQXD0GuZzABSo8dJ6RDe5+vI4QQQghxNpOASzQrRatF0bpOZ96S5Bfk8p+3/s7PS7/BXDXluRcWSzFZWduIjxtMWVkOS5f/jaNHl6OqZ7IKZudmsuLHgxw6mkJJaRH9ew8lOrL6Pqc2vUdTeDKVS3rAqO49+WbdGhbu2FLjemmFJz2OJyy5O0Wph+o2m1WFsnwZ2l9/AUCNiETt2RO0OpSUvWDxvCdMo2+47IxCiOaRlJREWloaGo2GDRs2MHDgQK995syZww033ADAypUrGTlyZCOPUgghWgYJuESzshUUYD5xAtVqRRcaiiEhAY3B0NzDqsZms3H7tNHs2b+tzufIOLmRjJMbXR4zW0x8NvtNnvzbq27764wB9LzyAd565T60ZXkkuEk8sj83jRu+f4xw/xAubTeIa7qOQq+t+Gce0DqBkA7tibt4JCeXr6zWT+tnxG61VWQb9KagAO2ihQDYx1yBesmlzqWhjL0SZesWOHECEhJcdg/t2rA1yIQQzcfhcHDfffexefNm5xJoIYQQ1ckeLtFsyg8doviPP7CcOIH11CnKDx6kaN067CUlzT20apasnluvYMsX//vqNd7+33Me22h1BmI7D+GtRQv4eMUSt+3MdguZJTl8uWshz6/5BIfqIKhdEonjrgIgsk9vOt5+K5F9+xDSuRMxQy+k0x23Y4zwbX+asm0rqCqO7smooy87E2ydpvbrj5KT7bIOV/TgQfhFec5SKYQ4u2zfvp0333yzuYchhBAtlsxwiWZhLy7GdOhQjedVi4XSvXsJGeQ9QURT2bB5pfdGDeCND/9JcUkhJnM5sTEJXHflJFrFVJ8lumbsX/ji2xmkHvGQ/KKKbZkpPLDsDVYvOl7teb/oaOIuHlntOWN4OObsHO8ntVoAMF14Ae7mItXefQAwhIehDw5BF+BPeM8eBCW28WncQoj6s1ssmHNzcVisaAx6jJGRaBtpBcEzzzzDDTfcQKIUNRdCiBok4BLNwnzS/V4je0EBtqIidCGus+01pROZx5i/eHaTXe9/X73mfPz2x//i9ee+Yuwl1zufC/AP5OsPVvHqe0+yYPFsyk1l6LQ6bHab23OeyMtgxsf/5sDh3cTHJnLT1ffQIalrjXa+Ji3xG3oRW9ctxj8mjCQvbS35BSRcNprA1q6XFwohGp4pJ5e87Tso2LsPh/VMGQuNXk9Y925E9OndYDPNBoMBi8VCaWkp06ZNY/78+Q1yXiGEOJfIkkLRLFSb+wABoHTXrhZRr+n/np1EUXF+s1zbYrXwyDN/Ia+g+qxTVEQMLz79P3atLmbfWhO/fL3D43mu6ncBI0N0DI0MY+Wy2Vx+cw9+WjirWhuH1UaRixnHP9MFBWGKiOD1znqOFHlO0FEpa90Gn9oJIeovZ8tWUr+YRd6OndWCLQCH1Urejp2kfjGLnC1bG+R6I0aMYNDpFQkLFizghx9+aJDzCiHEuUQCLtEs9OGe9ws5Skux5eY20WhcO3o8lQ1bVjXrGMxmEz8v+cblMY1Gg9FgxGAwejzH6F4DCA8M5qKuPfn4vkcZ3qUXT/7nPvILzry/JceOodq8J8zQBQawJz2FLI2VBft/w+bw3sdeVua1jRCi/nK2bCVz1W8+tc1c9VuDBF0ajYYPP/zQmTBj+vTpFBe7LlvhiwULFnDttdcSHx+P0WgkJiaGMWPGMHPmTBxuylrccccdKIqCn5+f2/MePXoURVFQFIUXX3zRZf+rrrqKwsJCbr/9dkJCQggJCaFfv36sWLGiWvuMjAwef/xxevfuTXBwMIGBgXTp0oVp06Zx8OBBt2OovP6cOXOw2WzMmDGDQYMGERoaSnBwMAMGDOCNN97AYrHU4h0TQpwNJOASzUIfG4vGwy9HAGstAi5bSQmWU6ca9MN91qkTDXau+sjNz/Z4PCjQ/dLLhPAoklu3c36t1Wh4+KqbUO12Fi7/3vm86kN2QkWjwZxXQKm1HIDU/OO8sm4mueWFzjYllnK2ndxfrZ9/q+op7oV7trIiSo7tpezEARw2+dAlfGfKyfU52KqUueo3TDn1v7HVp08fpk+fDsCJEyd46qmnan2OsrIyrrnmGsaPH89PP/3EyZMnsVgsZGdns2TJEiZNmsRFF13EqVO+1UCsC5vNxpVXXsmsWbMoLi6muLiY7du30779mbqB3377LV26dOGll15i586dlJSUUFZWxoEDB3j33XdJTk7mnXfe8Xid0tJSRowYwfTp09m0aRNFRUWUlJSwZcsWHn74YYYPH05paWmjvU4hRNOTPVyiWSgaDf7dulG6zX32P1+yFVrz8yndvh21ytIZbWgoQX371ju9fId23dBoNG7vqjaVXt1d17c5ln6YtPRUElt3YEDvoWzesbba8eTY9vz78vsoO6ai0dkxhGrQByuE+AcwqENXiooLnG0D27T2Og7V4QCHhS6RbdFrdFgdNtan7+SPE7vpGtUOvUbLvpyj/Gvk5DOdFIXA1gmk/TQfa3ERxogIIvv2ISAhvk7vxdnKWpxH6fG92E2l6IIj0RiMOEyl6AJC8Y/vhKLRkr97FaVpe4CKpbSKVk94jxEEtulW7Vy5meWYSm3EJgai08s9M1Ehb7vnpcWe+sVfenG9r//vf/+bOXPmcOzYMd59911uv/12BgwY4HP/G2+8kV9++QVFUZg4cSI33HAD8fHxZGZm8t133/HVV1+xfv16rrzyStauXYuhEZJ/LF26FIfDwS233MLkyZPJz89n8+bNJCUlAfDrr79y6623YrfbCQwM5G9/+xujR49Gp9OxZs0aXn31VXJzc3nggQfw9/fn7rvvdnmdxx57jKysLEaPHs3kyZNp3bo1e/bs4fnnn+fIkSNs3LiRV199lWeeeabBX6MQonlIwCWajS4szONx1UugYy8vp2Tz5hpFfO2FhRRv2kTo0KH1Gl9keDT+foGUlvm+PEaj0eLwYZmdr7p07MmooWOrPZdfkMv//esOVq79BVVVURSFAP+gam0GxHfnH8PvQTErOACHGWylDowRCn7RGvokdWJg32HO9jp/f0I6d6LogPvlMJVCjEFc2eki5u5fBYBddbAnu2L/V+/YznSPPn03WKMhtEtnTixe6uxrys6h8MBBIvr2IWbQAHSBgXV4V84uJWm7yd+1ispA6s80+9biH9eR0rTd1Z5X7VbydixHHxyBISyWzGMlzHk7haN7K2YUA0P0jLqhLSOvbdu4L0C0eHaLhYK9vmUu/bOCvfuIHX5RvbMXBgYG8vbbbzNhwgRnba5Nmzb5VJtr1qxZzmBr9uzZ3HTTTdWOjxs3jtGjRzNp0iQ2b97M22+/zSOPPFKv8bricDgYPXo0X331lTOJ0NVXXw2AxWJh8uTJ2O12QkNDWb16Nb1793b2HTp0KBMnTmTYsGEcO3aMBx98kPHjxxMdHV3jOllZWdx///289957zucGDx7MmDFj6Nq1KyUlJXz55ZcScAlxDpHbo6LZKFptjRpOVWn9/T32Lz94sEawVclRWkq5D0kgPCkpLa5VsFWhYRN93HHzdDR/eo+mPn49K37/2ZlURFXVauPUKAp/G3ILCjWzDprzVOwWlZ7tuzKgd/WANKJ3LwxuCirXGFefcdzWcyxhfsEA+OuMjO10EU8Nu8vZJrxHdwr3H6jZWVXJ27qNlA//R8ayFV4D65bMUnCK/D1ryN2+jPy9ayg6tJXyrCOoqgO7pZyyk4c8BlsADkt5jWDrDJWStN2UFln58IltzmALoLTIys+fpPLbT4exlRdXSzLjsFqwlRWd1e+t8J05N7dGggxfOaxWzLl5DTKO8ePHc8011wCwbds23nrrLZ/6Vba7+uqrawRblW6//XYuueQSAN5///0GGK1r9913n8uMrT/++CPHj1eU13jhhReqBVuVEhMTnWMrKyvj448/dnmNgICAGvvIABISErjssssASE1NxWQy1fl1CCFaFpnhEs1G0WgwJiRgPn7c5XFjgudU4rZ8z9kDTYcOoYuMRO9lJs2dAP9AQoLDqi2986ahlx9+P+8Tkrv0pUfXfgDs2rfFayKPzhFtCTEEuT1uLVad5wOwm0yk/TSPsgzfsg4CaBQNNyaP5rpuF1NkLiXQ4I9Bq6/WxmG1uSx+7KSq5O3YidbPSOxF9ZuNbA4FKespTt3s8piiM6DabaD6+vfBfUBmKy1gx9IMigtc7+laMfsAbbW/YAgKxS+2HebcE1iLc0BV0RgDCenQl+D2fX0chzgbOSx1C7bO9G+4/YIzZsxg2bJlFBcXO2tztWnjvv5eTk4OW7ZsAeDiiz0vbRwzZgzLly/n0KFDpKen07q196XQteVuGeTy5csB0Ol03H777W77X3HFFSQkJHDixAmWLVvGk08+6fIaIW7KnrRrd2bPbWlpqcdEIEKIs4fMcIlmpQ0NdXvM24cARef9fkHpzp21HlMlrVbLNWPd/2JtClt3ref6uy5g1dpfAUg56P31aDVelvCoEBhzZhlaxrIVtQq2/nytcP+QGsGWxs8Pv+gon86Ru31nRXB2FjHnnnAbbAGoNkstgi3PdIFhHN9f5PZ4SamesjIttrJCSo5sx1qU7Zz5dZhLKdj7O0UexirOfhqD3nsjj/0bbj9U69atee655wAoKSlh2rRpHtvv2HFm79kDDzzgzOTn6s+jjz7qbHvkyJEGG3NV8fGu95fu21exZLNLly4EBwe77a8oCgMHVuy73bt3r8s2nopDB1ZZZm3zUj5FCHH2kIBLNCvLCfeZAE1paR77Gj3cNa2kmkw+ZeBzJSfvFGs3LvXesJFZrBb+/fp0VFWlVYz3AsIH847hUNx/2NcFawlMTAbAVlZO4cHUBhsrAIpC0jUTCOnQwafmDrMZqw8JUlqS0vSUprmQohDUtieBoe4/UGs0Dvz8Pf8dLz60FYeH4tji7GaMjESjr1vQpdHrMUZGNOh4pk2bRr9+FbPo8+fP56effnLbNreO5T8KCgrq1M8Tg8HgNhlH5ThjYmK8nqdy31a+m1UYgR72rlZdztgSalEKIRqGLCkUzcpTGnd7QQGmY8fwc3M30Ni6NeVHj4KXde7lqakEdOlS67G98MbDpB6t20b0hnb02EFSUncxdNClREe2Ijs3021bi93KxlM7uSC6T41juiCI6j8craFif5ytrNTzsj9PigpRNv2Bkp+PGhOLOmAgBAQQM/RCAuLjAAjv1ZP8nbs8nkbRatEFeN6v19I4LOUNer7MLD+ysv3p2T3fua1RVfQcSO/Ie3ftwWFz/8FLr1dd7NarzmE1YyvOxRAmKfrPRVqDgbDu3cjbUfsZ/bDu3eqdMKPGeLRaPvroIwYNGoTD4eDBBx/k0ksvddnWXuWG2Pvvv8+QIUN8ukbVpXe+8GW5t6u9W5VqE/xUviZP5xNCnF8k4KoHq6mE7MNbsZYXExjZmojEHmi8LecS1WgDArCZzW6Pl6ekoGi1LvdzKRoNAd27U7bVc/FOc3o6/p06oXhI0FHjuqYyfq1Sp6olcDjsaDQabppwD+98+rzHti8un8lL1wSRHNoRuxkUHRhCFfxijKg2K6rDgaLRoA8JQaPX127DvcOBkrIPzcwvUGxn+qlLl6B9+O/EDD6Txj7+0ovxi4wgd9t2LAWFrs5GaNcuaI2eize3FA67jZKju7CZGq5GTtrxQJYsT0CjUTEa7LRPKsZs1vDd3HaUlCiA5w+KQYFWfEgEh6I/O95jUTcRfXrXKeCK6FMz+UND6N+/P9OmTWPGjBmkp6fz9NNPM2zYsBrtwsPDnY9DQ0Pp06dPra9VGdh4CorqU4wZICKiYhYwO9tzXcSqbSr7CCGELCmso9y0XWz5/nmO/jGPE7tWcGDVTLZ89xyFJxt4edY5zuhhLXslk4e1+gZffqHZ7Tg8BHWulJQWY7G2nMKzAQFBxMdWvFeD+o3w2l5F5dGf3mXOkSWEdtYS0l6LX6QG7FYKU9aRu20xUHFnPLxncu0GY7Wi+frLasEWgFJehuN/H1bLjKcoCn6xsRijojBGRfLnqZiAhATiRnl/PS1BWdYRTiz6kMJ9v2MtbJjiq3YH/La2FQA3XnuErp2LMBhUtu6IoqTE9f2w2DYB1ZJ7FhfrsVo930nXB0fisJpRT5csUFWV8lNHyd/9GwV712LOdz9jKs4OflGRtBo5vFZ9Wo0cjl+Ub5lJ6+L5558n4fTNsnfffdeZHKOq7t27Ox9v2rTJ4/kWL17MG2+8wdy5cympsgxZd3o/r8VicTuTlZ6eXuvxV5WcXPFzMiUlxWPwpqoqmzdX7Jns1KlTva4phDh3SMBVS6qqUlaQxYHVs3DYq3/gtJqK2bP4fQ6s/lL2S/jIEBuLX8eOHts4yspQ3WweVjQajD4sLbHm5NRqXFERMSQmtK9Vn8ZUVlbCbVMv5fv5n3H8xGGfxqbX6rhmkOsPYOUnUynYtxZTznFihl2EoW1ndxn2qzFGRqDs2onibhlnVhbla9ZgKSrm1PqNpHz0P4588x3FqYcw5+SCWrGEMKJPb9rdeD3tb76hxc5uqaqKOT8TU046NnMZuZt/abBEGJW0GujVI4++vXIJDjrzdzztuPssk4V5lmqrQC1WLdt2ebjxoChYi3M59ft3ZCz/nOIjO8jeMJecPxZQcnQHxYe3cmrt9+TtWlX/FySaVVT/fj4HXa1GDieqfz/vDeshODiYGTNmABXL7F577bUabRITE52ByezZsyktdT177HA4mDZtGg8//DC33HJLtWNhVTLRHneT9Xbp0vrtx61cEmmz2Zg1a5bbdgsXLuTkyYokRN6yLgohzh+ypLAWsg5s4MSuFZiKPW/yzTmyDb1/MIGRCZQXnEKj1ROe2J2gCO8JD85H+ogIPO7C8lKvy69NG8xeMlY5ymu350ZRFO6/4wmeeOHeWvVrTPsObOex5yrqXFVk7dKgeggAuiUkEhrgfnN28aGtFB/ail0TzK+LwrmgnZYAP8/JF8x5+SheElwUHjlK7tYdbveGqXY7JWnHiL9klMfzNCdT9jHydq3EXnY6O6CicVvzrb4iI8z4Gau/71pt7a61fmMMVouGCwZlO/+pWKwKGScDSEo88wHWYS6jYM9vLs9RmrYLv8jWBMR7vgEiWrao/v0IatuWvO07KNi7r9pyYY1eT1j3bkT06d2oM1tVXXvttYwbN44FCxZgdbN0edq0aUyfPp3MzEzuu+8+Zs6cWaNg8pNPPklqasUKkr/85S8EBZ25KdGjRw/n4/fff79GjatNmzbx4Ycf1ut1XHPNNcTHx5ORkcFTTz3F8OHDq10XKoK9KVOmABWJMe666y5XpxJCnIck4PLRyX1rOLJxru/t91b/UHN8+yK0ej/8Q2MJadWe2E6D8Q+tWYH+fFR+8KDH48a4OI/7rzR+fujCwz3W5dJ6yArlzk1X31ORIfC16dhb2IxlxV4Fzx/KHV5TKVTQOoq58rISTMd9yOaoqqht27o/HBZGbl6B1+DEkp9P+alT+PuQ8aupWUvyydn0s3P5HdDgM1tVFRfr0eurn79ThyJycl3X37FZXH2fFDZvi2b/wVBaxZZTbtKRfiKAsFALSRMPUVSsY/uuSE6cCODqq47h7yar4f6VGygP82PAJXEY/GQ/6tnKLyqS+EsvJnb4RZhz83BYLGgMBoyREQ2eIMMX77zzDitWrHA7ezVlyhS+/fZb1q1bx9dff83Bgwd54IEH6Ny5MxkZGXzxxRfMmzcPgNjYWJ5/vvoe1quuuoqgoCBKSkp4+eWXKSsr45prrkFVVRYvXsw777yD0WgkICCAvLy6FXk2GAx88sknjB07loKCAi644AL+9re/MXr0aLRaLWvXruWVV14h5/RqijfffNNj/TEhxPlFAi4fOOw20ncsq/d57FYTJTlplOSkkbF7FQm9LyUkNpTCk2uxWUoICOtIVNvLMAS0vA+hjUW1Wj0GSopOh7+XdfD2sjLwUJNLMRgwtGpVp/H95YYpREXE8sATN+L404duf78Ayk3usyw2t73HD5NZkEersAhUh4rDUpE8Q6OrGYgZA1SsAWD35eW0a4/avgPK4UM1DqlXX+vzTJDdVLt9dbXhsFspP3kYu7kUQ2gMflG+F0gtObqzerDVyMrKtOQXBBMbfWaet0/PPA4dDuZUTvXsjYEBNkrL3P9dLy4xUFxy5gN1QICN3Dwjc+a1xWSq6GcwuH9tdnM5P763n/W/nuD+//YjILh+9Z1E89IaDATE1e1nX0NKTEzkX//6F3//+99dHtfpdPz8889cd911rFy5kk2bNrksLtymTRt+/vnnGqnZIyMjef/997njjjuw2+28/fbbvP32287jISEh/PDDD0ydOrXOARfA5ZdfzuzZs7nzzjspKSnh+eefrxH8GY1G3nnnHe655546X0cIce6RPVw+KM09gdXU0HWCVE7sWMLx7e9RnL2d8sJUctMWcXDdU5QV1vwge87ykjZXGx6O4qG+jMNkoviPP7C5yRyl+PkR1K8fii9p3Ny44pLr+PSthQzsOwyNRkNoSDjXj7uzRQdbAA5VZcavP1B2yk5RqoOSNAfFhxyUnrC7TDOu1fuewth+5904+vZDPf2+qno9jgsvwtHdxwQcioJ/TOPM8JpyjnNy2efkbV9C4b61ZG/4iazfv8Nu9m1ZqbWodvv9qiooK2H2htU8O/cr3vltOfuzvBeU7t83j8JCA6eyz8xoGQwOrr/6KBcOziI+rpS4VmVcODiLvr1rN7ZWMeX8vj7GGWwBZGW7T8FfeezkkRKWf3u0VtcSwpPp06fTu7f7jIjh4eEsX76c77//ngkTJhAfH4/BYCA4OJiBAwfywgsvsGvXLnr16uWy/2233cbWrVu57bbbiIuLw2Aw0LZtWyZPnsz27du55JJLGuR13HTTTRw8eJC///3vJCcnExgYSEhICL169eKxxx4jJSVFgi0hRA2KKpX1PDIV5bB70ftYygoa5fzGkCL0fiasJj8cVh2K1kFwTAxdhj/XKNdraezl5ZRs2YLDTT0u/27d8POwLKPswAHMR4+6Pa4YjYQMGoTGv/51nrJzMvn3a9NZsuonrLZapFFvRvf0vZrxXWpmAdQYIChJU61OTHGaHYfnkmY1lZZAYRGEh0Mt3uOQzp1IHHdlLS/mnd1i4uSKz1FdfH/8YtsR2W8MJYe3U3piP6rVgjEynuAO/TFUWd6bs3UR5Rmel7m6cigrg4dnvkNBWfWbM1NGX81NF3rePJ+eEcD8hW3o3SOPvr3yCAiomIWyWqHq/YbsHCNff+9bQWkAf38rJpMOVT3zfW6XVMz4K2omFrBaFb6e056QYCsD+uYQF1uOMSiQwDbdCO44AI1WFkQIIYQQdSEzXF4cWPN1owVbAHarltLsKMxFIVjLA7CUBJF7uJSTKa43tp9LylNTKVqzxm2wVdnG7iFJgy3XcwIT1WymzMseMV+YzSYm3j+KX5Z91+TBVuu4JBSl9v9Ugw0BjOlwgctjDgvYTr+tqkOlKJPaB1sAgUEQH1+rYEsXGEibq8bW4WLelZ3Y7zLYAjBlHSV73U8U7t+ArSQfu7mUsoyDnFo7B3NehrNdUGIt0+Sf9sqC2TWCLYD3l84jPddzGvnY6HJ69cinW5dCZ7AF1YMtgOgoM0ltfa8nVF6urxZsARw5GsyvS+MpKDhz8pxcI3N/SaSgwEDvHnm0SShDp1OxlpVQsH8TOX8sqFXhVyGEEEKcIbcs/6QktyIFdGBka3KObKMkO61Rr2cz+YH65w/TCkc2zCeybV8M/sGNev3mYjl1CtPhw94bWq2U7t1LyKBBro/7sFTQmpXlLPRbV/MWfcWhoyl17l9XSYmd+GLGEn5e9i3vffo8pS4+0LvtGxaPUed+g7zdpIICZRkOb/k3GlT7iTdXm1lrSPZyT8GIiqUwq+azDhv5e3/HP6YtZSdTwW7HENYKS4HvtamO555i3wnXPytUVJbu2sydI90HmXq9ykVDfKvtNXZ0Or+tiyVlfxg2e93+Th9IDeNAaigGgwM/o42i4jOp+bdsjyQ4yMq6jTHO9PTtk4oZazxA235d6nQ9IYQQ4nwmAddpJbnppK6ZTdnpD1mKRofqaILMdKq7gEHl4Jqv6TRs4jkZdJnd1EpxxV5QgL2sDG1AQI1jhlatKC8o8HwCVa13Su/3P3/Re6MGFBkew7VXTSIr+wSX3dQNs9lESHA4lw4fT0rqLtIzPKfBByg0ewvOVMoy1CYNtlAUdAH1X97pji4ovE79rAVZWAuqBGNlhWj0fqAoOCze936VmDy38Xbcle07I+jVI69GRQS9XuWSEZl061zA93PrUytOwWLRYrFU/xmUdcqfOXOTsFjPPH/oSAgf/yedh95OJDKu8b5/QgghxLlIlhQCVlMpe5d86Ay2gKYJtrwozDjA5u/+zf6VM1Hd1DRqqRx2M0WntnDq0HyyUn8i/8Rv2G1nlg463BXOdaN01y5Kdu7E+qfkGMaEBHThnj9ka8PC6pU041j6YdLSU+vcvy7GXXYzu/ZuYv6irzGbK96rouJ8lv0236dgC+BYYSYHc4+5PqiAWvEfnxzKSycl56hvjf9EVWHD/ji++70ru3K7YLHU6TQ+8Ytui6JrmMx6DqvJp2ALoH1MHMF+NW8IVOrd1nttK0VnoNxs4GReFPaYYeSpPUk77r6cweGjIT6NrbYcDqVasFXJVA6LvzqPEvoIIYQQDURmuIBTqX9gM7fQjHOqg9y0HWz8OoWeV0wlMLLlF0/OS/+NjL1foDqqp/3W7J1J616TCY0diDYoCIebmiyu2AsLsRcWYs3MxJCQQGByxT4bRaslqH9/zMePV9Tz+nNgqij4d/A9yYAr/53xf/XqXxehIeFs2LKq3ud5Y+NXPDdqCpH+odWe92+l+JYCHsguzef5Nf8jt7yQW3tczk09xtRqDIoCgzufRKd1sHtPBNlPb2PKS/3R6Rv2fk/5qaPkblmEam/6hCZGvYFbhl7CR8sX1DjWsVUCF3bp4aLXaYqC3aayanUE+1LCsDs0QC7tugUTOGA4VtMy9Nrqryk7x8jO3XWbzfPmz3u+qtq6Mov0g8V0HRjFwEvjiIr3R2+Qel1CCCGEJxJwAWV53lM311d9lyg6bGb2LPmAATc+06KzhRWc/IMTuz9yecxhN3F8+7v4D38Vi18OFaV5a/+h23LiBIaYGHTh4dhLS1F0OvzatsUQG0v5wYNYsrLA4UAXFoZfhw7oIyPr/Hpmff8ei1f+WOf+dREUGIK2gb7HrTt1Z/qS1xjVbiDDuw8lOTYGHHashSreSk0dyc9g88k9LNj/GwWnlyeeLPGcpMQdRYEBHbPo2+4Um1Lj2Lm2Df1GNlx9ILvF1GzBVqVbLxqNUafnm3XLyS4uxKDVMTK5L9PGXItOUzMoOX4igB17YsnJ1mKzKZSWVZ+ZO7KvmOJCG3c+eS0Hlq8h1C8Hu10h5WAI23ZE4nA0zwKFU+llnEo/xm8/HUNRoEv/SMZO6kB8+3Nv6bMQQgjREFruJ/cmpA9onKU5VTVEIVWbuYy8Y7uIate3AUbUOE7s+djjcVW1cSr1R/JPrCGAJEKVgWiVivpDDtWClXyMSqzX65QfPIjDZEK1VQSxmoAAFIMB1WpFHxWFoXVrDFFR9X49n85+o97nqK3W8UkNklSiR7f+fP3BSufXptw8Dn31NarV+zrCA/Z8/r74lRrP7805jKqqdR6fVqsyuHMGhzYdatCAqyzjQLMGW5WuHzKSawYNJ6+kiEA/fwIMRjR6P1TVgWo7s5Zyb0ooS1fGA57fx5yMct59Yh9lxWFAWGMOvU5UFVI253J0XyHT3xhIdIL7ZZVCCCHE+Ur2cAGxnQZDHdJu107DZCYozW/82bi6KM7eQcrqh3DYfEgwkLcXUCnjCCfVOWQ7lpHjWM5JdQ756gafrmcvKXEGWwCOsjLsBQU4SkuxnjpF6datmNPT6/pyALBYLaQdr9verYF9htX5uglxbcnI9D2piCtt4tsx44VvnF87HA42zPwfqtXLLKuiENqtKwtPbHZ5WKep/z0aRYEoTf2+N39mb/DC5HWn1WiIDgkjwFCR+c8vug2tL59M3MWTCO0yBP82ffj9jzZotSrBQRa0Ws/7M8uKm38/qTemUhurfmjcjK5CCCHE2UpmuAD/0Gg6XngDh9bPaZCZqMbkFxLtvVETK8lL4ejW10D1LbGHw171A6QDM2dqINkoarBxlR84gKFVKxRd3f6aG/QGQoLDKCouqFU/rVZLeT32BC7/bQG6WiR+aN+2Cy//83MOHNrFyazjdO7Qg8tGXYO+yjne/+g5htmD3U6oBHdoT1j3bvjHxmAIDaVj6gpWrFtYo12vmE4NMvsWFlj7rH2eGILrP5vZWLR+FanVdQEhhHQayP4tWQzqs4zuXQswGByYzRp27Q1n/R8xOBzV39vgIAtdOxfiZ7RzMiuAQ0eCPe6xak4Ht+c19xCEEEKIFkkCrtOi2vejJPcEpw5uxNEClia5puAX2Dgb5WvDZikh99hSik9txWYtxVqeTW1m8DRaPe7CWh1n9oHoIiO9Fjb2RLXZsOblYYiJqfM5/P0Cah1wjb3kBhYs+cZ7Qw9stSiufDhtP9/M/YiX//mpy+MmUzlzf/6cEaOmuz2HxmAgtHMn59e3Xnc/s75/l3JT9cAxvahmHau60OsaNhe9f1wHNClBOMpbzkwXAIpC4J8KKRvy1tGn15ngxGh0MKBvLgH+NpauPJMUp0f3fEYNO1klLXweOblGflzQlvLylvej2+jf8sYkhBBCtASypPC0g799RWbK7y042AJQ2bPkA04d/KPZRmCzFHNow7OcSv2B8qIjWMtPUdvlkjZzEe6mWoL9emOIiyN48GCC+/cnsE8ftMGngzBFQRcTU7EmzVf1qL/lcDjIys7w3hDwM/rTs9sAXv7nZ8S1SqzzNetqzoLP2J2yFQBbaSlFqYcoTU9HVVWOZxzhUNZRThZnu+0f1Lb6mNsktOOj1+YTG3ZmP51Bq6djRBvUetY0A7CXN9wMl7U4j6w13zZbsBXceTCR/cei/XO9PI2GiF6XoK9SG8xSlIPO7Ho5ZdfOhYQEV+zzCg8z/ynYqhAVaea68Ufp2T0Pg6H6bQutTkGjbb7Zrz4jvO+9FEIIIc5HcksSKM3LIDdtZ3MPwzeqypE/5hHZrg9anaHJL5995GcsZZneG3qgOszEJF5L9rF5qM65LoWQwH7EX3gPmio1swwxMRhiYnBYrSgaDYpWW1GPK/P/2TvrcKmq9Y9/9p6eOd3Nobu7pLtBMEAU/dkX8+o1L96rXrwG1xYLAwEBAwWlRLrj0M3hdHdMx++P8RQTZ04Bynyex8fD3mutvWbvifWu932/rwdzEEWkQUH1nqcoivj7BVJcUuj0vEQipVfXgcy9ZT7jhs8AIDH5PIsWv1jvazaETVt/JCijhMJjxyvrtsn8/VD164lEImH5yQ082f8Oh36lghn/tm0cjg/sM4KPHljF2QOr0Zn1tA2Ox0/hui5UnWgEow1Am5VI/qFfGmUsZXhzlCFxFJ3aXqd+MrUf6siWqCNbos9Lw1CQgShToI5qjURRU0TCUODagBdF6NFXAP9mxIdccDC2KggOMjJ8SBYD++WwbkMsaRkaBBEs5qtZwbomzdr5M2hy7DW7vhcvXrx48XI94/VwAcVZV7eobUOxmPQUZ5y/JtcuyTrYCKMIlKecqWZsAdgwlKejPXfaaQ9RJqssXqxu2xaJj0+tV1G2aIEoa1gR3OkT7nR5zmIxM3Tg+Epjq7SshDkPDScrp3EFITylPC2dgoSjNYpkm4pLKNu6m6H9xrI9+Qiv7fqSy4XpABjMRjYn7idi8nhEF3lu8pg2dAprSe+ojh4ZW6Lcw00AseGeGItRR/6R9Q0eB0AV2YrQ3hPxbd4FTUz7OvWtfr+VITH4t+mDb/OuDsYWgChTuB2rw4Bo4lqKBGicG/nVUSisTJmUTrue/p6mTzYJggjpiaX8Z95u1iw+R3nJ9Rwl4MWLFy9evFx9vB4uQCJ1vwiqDUGU1Ftso771uXIuHsInJA75VZC0r47N1nBREREV5ZxxOG4gi7y0X5GofDBlZWGzWJAGBKBq3RpRUfWMRIUC3379MOXkYC4qsotiCAKmnBwsOh0StdpelysyssFzfey+f7Hh9+/IzHZuRC3+6jVun/4AFouZB56aRlZOeoOvWV/yU5NYdO44IeoAJrW5iUCV/b1hNRp5fMwDpGRcZs/lY+xJO4ZSKseCjX//40Oat+rgcswOfSP4dFV7+kc5Pi9nWI32kDhlaAj64hIwGp22E+ogCuIKbdo5x0LX9UQZEoMhPx1t5kUQRdTRbdHlpmAz1h76qAyJ8fg6qvDmCFJ5DYn4CnR6GYd/PsWAvrnYPNwKk4pmNEIG0Eiex3pgs4LZaMVstLJrbRqnDuYx9x+diG3jX3tnL168ePHi5QZAsDVGQsafALNBR+bZXRQk28OtAmPaE9lxCHKVLyaDlsOr/nWFet5VRBA9VvirjkzpQ8exD6EOuHq5Exd2PYu+rP6S5TYbiIICGwan50UURIm31DwoCGi6d2+Uulp1JTHpHHc9Mpa0zCSXbXzUfvj4+F0zz5YzBATu6DKeKW2H8t2Z39iScoSC8kKiI+Np1bw93Tr3Y+q4OUR7kG+2c4+NpW+dYmTLkwSqtKhkJgJUtRsiqogIdC5CPwM7dSR6zKg6v67qFJ3eTWnikQaNUYE8IAJjUc25yvxCMZW4znurIKjbaDQxbT2+ljbzEvkJG2oYiyazyJ59oQwZVHdRkl37wjiccP2pNEa39GXWo+2JbuktiOzFixcvXm5sbgiDy2zUcfLX99FesaCSyBQ07zeDkPiu5CYe5tKe1Y2WW1IXRKkcq5Mdb08IiG5Hh1H3NvKMnGM2FHNm6yPgUmOwcYgW5iBcWRdNFAkYOrTeEu/14cz5Y9xy302UlTeeVP3Vpk1wHOfzUxyOv/rsx9w2/T6PxzlzHj77Go6fgpvizzEtpvZQPqmPDzazGYte73AuoGN7oseMbpDEfHnaOQqObqp3/8ZCGd6c0N4T69THXF5MWeopzNoSsjMlrP7KQv++OXRoW1zn6/+4Lo6U1NpDbK8Faj8ZTy/uh4//1c839eLFixcvXq4XbogcrswzuxyMLQCLycDFncs5tPJfiKKULhMfI7h5t6tQBLkmVrOR2G5j8AmJRSJTINShuGxR+lkMZUVNN7lqlBedxxNjqyE2q4xAR2MLwGrFkGkv+mwpL8eQloYxM7NG8ePG5o0Pn/tTG1uAU2MLYNHHL2I0eW7kt28Db70Cm3+EF//XlpBePWvtYy4vp8Vts/Bp1szhXNGpM5xa9A75CUc9nsOVqCNbIVFd3ZBaZ5hK8jCW5FJy8TCll49h9kAtUarxJ6DdAEJ6jOVSRjPKymX4aOr+Xs7NU5CSeu3CCWtDW2Ji76/XLszWixcvXrx4uR64IQyu/CT3CoRmo5YLO5djMeoQRUm9wvsaSmluMq0G3UZMl5GENO+Gywq1Tjj685uUZCc22dwq0JdlNvk1VDR3eU535gzFe/ZQsns32tOnKT9xgqLt2zFmNv68jCYjO/ZuaPRxrxfyC3I4eeZwvftHDBlM67vvQhnuusaZMiQERVAQ+twcl20yf99GaYpzo7A2LIZyZAH1r7HWWFh0pWTv+Jbis3soOrWDzN+/ouSS+1DHwhw9uelabDYbgeEqAPLzXeeSSlR+qKPa1EhZS0nT8NMvcdTlu+Ja8PvqJHLT618I3IsXL168ePmzc0OIZpj0ntXnObPlc67V4qUo/SxH08/WOCZT+WHS1e5hsRh1nP39S3rOfBFJI4gROENfmkbuxe89atuAKDFKOILRmk2QMBhRcAxDspZd8SwtFspPnkTi41NVr6sRuAEibZHLXS/wLRYLkmry/M5QBAYQPXokicu+raHUV0FIrx4YS0owa93ne6Wv30S7+/+v1vnabDa06ecpSzmFsTDzqmyMSDWBmMtrVwysgc1K/qkdbD1+kDNpiQQHhDJl3GzCQiJJPlvMmo/Pk3re/rkOiVIxYlY8CpWEYyeD6NShEJnM8b2nlbVFEdmVZW+LqBU6SstkFJdc+zA9iVSoVY7eZLDy5avHeOrD/ldpVl68ePHixcv1xQ3h4fI0xs1qNrnNpRJE9wvQxsakK8EnxLPaNmZDOQUpJ5psLnnJGxpFodAT9KRTaNvveQebDUNa4wpWKOQK+vYc2qhjXk80i21Fx7bdaxyzWq18tmwRN01pTut+Um6a0pzPli1ya3yqwsII6dObK4tGyf39UYaGoMsvqHUu5rIyytPdF5g25KeT8dsSCo5uwliQftW80DLfwNobXUFeaTH3LP4vj//nAT75+nUWvvsUgyc145vlS/jkhQSOnNzBufLlXNatIyMth1XvnmHELfGYbGrWro+luKRq08RsFtmzP5TF/y3ntXv3YEFFWobmujC2pDKBuLaehXRmJ2s5uce1p9PLnx+r1cqaNWuYN28e7dq1IzAwEIVCQWRkJKNHj+add94hPz/f4/HS0tIoLS11OB4fH48gCIwdO7Yxp3/NsVgs/Pzzz9xzzz107doVf39/ZDIZYWFhdO3alUceeYStW7e6HSMpKQlBEBAEgddee63GubvuugtBEFAqlU35Mrx48eKCv7yHqzQvBZPe8Uu7PtRX+r0h6EtrX7BWoC1sWEFid+iKmz5kscb1SMJi64VEUHnU3lxU1KjXLykrJjX9stNzAX5BFJVUPRdRFPm/OX+nXasuPPfqvegNtSv4NQb+voEUl7r2vnTt0IeuHfvw9er3axyXyxX8++kPHAQrXnpjPt9892Hlv9MykvjP20+SlnGZl556z+k18g4eJnefo3FsLC7m8qrv8WnhOkS0OmnrN9L2/+Y5PWfRl5F7cC0289Wt7yQPjER0UkurNt5c+y1JuTU/iyaziZfevg8/SUuKzFU19I6XLqan31OcPRTAi18N4uTeXAoKDagjDOxdl8zJozZMJvtGj80GxfmG+oqaNjpSuYTLpzwX+di5No1OA659CKiXxmf37t08/PDDHDt2zOFcVlYWWVlZbN68mRdffJEXX3yRJ598EtFFZW+r1coHH3zA888/z/Hjx/FtxMiF65UNGzYwf/58Ll50rAmam5tLbm4ux48f57333mPIkCF8/PHHtG3ruTKqFy9erj1/aYPLajFzdsuSJr2GTOVLWKvelBdlU5R6qn6DCIJLL5zZUO7xMFnn9hDRrj8KTd135WtDKr/a4gQ2zJQhwTODy1Jairm4GKl/49T+Wfnjp6RlODe4unTozUtPv8+WnWsRBZFRQ6YQExVvn7XNypML5np8na4de3Px8lnKtXXbFIiObMaMCXdx8OhOyrVlREfGERPZjMTkc0hlCsYOm864ETdzYmc+kvOTKMwxYBBy8GmRwd0PT6Ntq041xkvPTGb5D4udXmvZ9x9x3x1PExVR09tq1mrJ3r3H5Rwtej3Fpz2r32UqLkaXnYPKSU5YWcrpq25sgT1HzDe4K+XJJz3uk1dazP6Lzot3W22WGsYWgAU9B0sWEnyiPYLYne5DIwC4eKyAhIPOyy/YrPWoJCEAjRQlK5EKWK029OV1E/lIu/jnFqDx4pzly5czb948jH/U3BsyZAgzZ86kffv2+Pj4kJaWxqZNm/jmm28oLS3l6aefZteuXaxatQqFwjGsefny5TzyyCNX+2VcMxYuXMhzzz1X+e8hQ4YwdepU2rVrR1BQEIWFhSQkJLBs2TJOnjzJ9u3buemmm9iyZQudOnVyM7IXL16uJ/7SBldByklMuvp5t2RqfyQSGfrSfFytVARBxGzQUZKViLUOxYvlmgDkKj9EiZSA6HYUpZ9tFNELi1HHiV/eo0X/mwmKdV3Mtj4ExgyhLN/zhWdjUGDbSaCtP0rRXsA4ozCbqEDXNccMyclIu3RplGtv3f2Ly3O7DmwmLroF99z+uMO5/Ud21Dr2gN4jiIqIY9yIm5FIpNw1f0yd5qZQKMnMSuXdz/5VeSwqIpa/P7wQmVTGzv2bWbtxBVtXZiDN6Q5IEFGjIh7L+XhSD2lo26rmmHsO/o7VRRFhi8XCnoNbuHnSXTWOl1xKxGZpPK9vycWLTg0uc5nnXt7GxKItRRXRApl/GKZix3A4Qa5EGRiFrtpnt6CsBGsd8/9smLlcvp5/zYmi75hoxt7Rgswk93mnbboHce6w5/clppUvaRcax9NfW86WK6wWG/mZOoIjPdtE8dJwzFYDWn0OZqsRqShHrQxDKrrO3awrW7Zs4Y477sBqtRIcHMzSpUsZN25cjTZ9+vRh+vTpLFiwgGnTprF///7K0LlvvvnGcc5NqDx7vfHFF19UGltRUVEsXbqU4cOHO7QbM2YMTz/9NG+//TZ///vfycnJYe7cuRw8eLDWXNsKvvzyS7788svGnL4XL17qwF/a4DLUNdm9GjKFDx1G3cOhVS+7bGOzWcFmpTQ3qU5jG8uLMJYXAVCScxmZovFq6Bi1xZzd8jnxfaYQ1eGmRhvXP6If5fmnKUhzH0PemFgoI4/NBFoHkZ5t4+6Pn+Dx8fcxtddYJH/k05VoSynVlxMdFIHZSbx/fZFIXH80pBKp0/pRK374hFU/feZ2XJVCxdIPNlf2/3r1B7XOpb16HnF9i8nMTiXQP5jtTtQTN/z+PYu/fI2MrBRW/vQZSjGYscG3ONWA+W1lEmEdSthxcC0ms4nhgyagULiP61cqnCySXRho9cVmdb6Ql6iuTUiR1DcQQZQQ1m8qRWf2oE0/h81iQuoThF+rnkhUvpRePAyiBP4IN44JDkMlV6AzOi/s7QqtNQddmZlt3ydTmKOj62D3xcz9guq2aE67WIpCJcGgu/ph0RWYDFZeu3cPHfuH4h+kICRaTc9hEah9m0bo50amXJ9NeuEBsouPYrFW5SVLRDnh/t2IDuyDRun+PVYbhYWFzJkzB6vVSkBAAHv27KFNmzYu20dGRrJlyxbGjRvHzp07WbZsGVOnTuXmm29u0Dz+rGRlZTF//nwAQkJC2L17N/Hx8S7bi6LIE088QVFRES+//DIJCQl8++23zJ49+yrN2IsXLw3hL21wqQMi6t1Xrvbl5K8f0JA4HKlCTVib/mSc2OK6kc3WaDlm1Uk5sp6wVr2RyhtnN1kQBKI73UN54XkM5Ve3rk4Re/lqRwo6k57//PQuS7atoEfzLuiMOvacP8TQDgP4zy3PIjoJT6kv40bczO4Dvzk9N3rYdBKTz3HqXAJhIZH07TEEgDc/fL7WcQdHd+Xyt6uImzKZfSd28/p7/3DbXiWGcdn4I2e2FtU69hffvkNRsT0pPVzeG1Fw/vE+kv8Bq+6pUpx877N/M2bYdFRKNTq9o3y3j8aXoQPHA/Dd2i9ZuvoDUjMSiY9uxaiAdgyO6+7Qpz74tWzh9LjUJ7hRxq8rvs27ASDKFAR1GUZgpyHYrGZEqRxd9mVy9/3oEArsHxLNHbP+xiffvOUwniAILgVI/KXxlX8f25nD8Fnx+AXJKSlwFPEJj9Nw+VRR3V6MjWtqbFVOwwYn9+RW/nvjN4ncs6ArzTsGXLtJ/cVIzd/DpWznhcktViMZhQfIKDxAy/BxxAYPqPd1Fi9eTFaWPVfx/fffd2tsVaDRaPjss8/o3LkzRqOR5557jhkzZjSoAPqflYULF1Jebk8ZeP/9990aW9V55pln+PDDD8nPz2fZsmVeg8uLlz8Jf2mVwoDotqgC6reLJ1f7oy/zXFHJGWaDFpPW86TyxsRqNlKUcb72hnVEpgxq9DFrw4aFI8lVtdSyinP59egWtp7eg8Fs5OgfOTaK6OhGu+aMCXfSs+tAh+PBgWEUFOYwamZ7Hnvhdm5/YBgjbm7L+i2rKSzOcztmjF8Yc7qMR5uRyfm1P/HQP2ag1bnO0VMKQVhsevTmIo/mXGFs2XG+sE/Tb+eizlHef+PWHxg2aKJDIrsoivzzyXfx0fjy2nv/4Ol/z+PEmUMUFRdw9PQB3tjzNT+eabjX079tG9RRkQ7HrWYjRadrD9NsTARRil/rPvjEdbziuIgotasDFp3Z4zTv0lSSx8Mz7uPu2x+v4RXs3rkfN0+8y+n1ZIIvccrRNY4lnS7mrhe6oPGv6f0JCFUy99nOaEuvfk5bU6AvN/PlK8fISvasdIcX97gztq7kUvZ6UvNd52C6w2az8eGHdoGd2NhYbr31Vo/7tmnThnnz7AI5Fy5cqFTe27ZtG4IgVJ4DaN68OYIgcNddd7kcb8WKFQwbNozAwEB8fHzo1KkTL730EiUl7nMGy8rKWLhwIX379iUwMBCVSkXLli255557nIp/VFChAvjdd9+xa9cuevfujVKpJDw8nIkTJ2Iw1O7d1uv1fP311wC0bduWWbNm1dqnArVazX333cfs2bO55557PO5Xm0qh2Wzm66+/Zvr06TRr1gy1Wo1KpSI2NpZp06bx448/3hDlUrx4aSr+0h4uQRBpP/L/OL9tKWV5nhdXDYrtiLY4u8HXF6WKa7tz1wRfjgFRAynLbzr5eVf4qlTkuLBdfZQ+KGJjOZ2fwqfvPMLRE/sICgzl5knzmD3jQaTSur/NFQolS9/fzPIfPmbd5m/RG3QM7juaC4mn2Lan5oImKeUCTyy40/nc5Co6hrake0Q7hsX3QiWze+HWb19DWbnrBUGgtC1KMZhMo+cLIrlcidGoByDLsB+LzYjkilpmSbpfXfY/c/4o3y/ZxzerPyAp7SLxMa2YM/NhunbsTUZWKp8vc/TaAHx9fBOju47Fx2IGAWxm554URXAw0WNGYjEYyT98BF12DjIfDYGdOhLUravTPtqMC9hMHobniVKoQy5ldVSRrdDEtsdmtaAMikaUuw6xNGuL3eaVmfJTeeHxRcy/50XOXTpJcGAoLePbYTKbkMrkrP7pc8wW+zx9JNH08nsWhVhT7EWlkRLX1p8XvhjIsV05FGTrCIvR0Kl/KOUlpqb4aF8zykvMvPnQfiKb+zDtgTa06NT4oj83AuX6bI+NrQouZa8nSNOyzuGFZ8+eJe2PUhzTpk3zOI+ogunTp/Pxxx8DsHbtWqd5S7VhMpmYOXMm3333XY3jp06d4tSpU6xYsYIdO3YQHu742g4fPsykSZPIzMyscTwxMZHExES+/PJLFixYwD//+U+X109ISGDRokXo9fbv3JycHMrLy50KgVzJjh07KPpDWXfKlCl1Xif85z//qVP72khNTWXcuHGcOuUo/JWWlkZaWhpr1qxhzpw5LF26tFGv7cXLjcJf2uACUPoE0WXio5z67TOK09wrpvlFtCKiTT8EiYTz25c1+NpBcZ1Q+NYtHEoiV2MxOoZ11RlBICCq9hCPuhIQNYCSnMOUZB9s9LHdMa7bUN7f4PyZTJt4JwcKkrj/71Mw/aFml5mTxqlzCew9tJXFb/xQr2sqlSruvv0x7r79MQD+8/bfHYytCioMnSspM+oY07I/vaJqipjka4vcXltnyafQfK5O860+B4OtiIMlr9Hb75kaRpfe6tprm5OXQdeOvena8UuHc9v3rMfiQiDDYtPz2Log9m68BVNpKYkrVmG6Mp9OFIkcNgR1pN2L5RvfzKPXZPGgaLkgUyDKVVj+yIusC6JSg2/zbvi26IYgeOjwr63dH4snf79A+nQfXHlYJpXx6rOLefTeBRw9cYAf301HbWjjsNiSK0UunSjg8O+ZhEar6T8+hl4jqrx/X75yHF3ZX09YIPNyGZ/+8yiPv9OHsFjNtZ7On470wgP17tcmclKd+uzZU7UR1KtXrzpfc+jQoSgUCgwGAwcOHKgcJyEhgZ9//pkFCxYA8MsvvxAVFUVQkGNkxe+//w5Ahw4deOKJJ2jfvj1JSUksXLiQkydPcv78eZ588kkHYY5Lly4xfPhwSkpKCAkJ4dFHH2Xw4MEoFApOnjzJO++8w8mTJ1mwYAEajYYnn3zS6Wt47bXXUKvVvPPOO/Tq1YtDhw55HBZY/f6NHj3aTcumx2q1MmnSJE6dOoVcLufee+9l7NixhIaGkpWVxfbt2/nwww8xGAx888033HLLLUycOPGaztmLlz8jf3mDqwKZrPZif5qgKGw2K+e3Oion1RWJTEle4hHqmgMW0XYANpuFjJMNC9PyC2+BtB41hGpDEEQi299BSfZh4OoUA5ITzuz+wzh44TT7LyXUONenZTfuGDuX6U9NqDS2qrNp24/sOfg7A3rXfQe1Oq+//yyfufDw1MaFghQHgyuulvxCvc19eKInZBh2sDZ3D201t9Mjag5xrUIpyOvJtoNJTtu3b9PN5ViuauZUIJRZOP7VT4j5SWCzIVGpsBoM2KxW1FFRhA3oh0+zuDrNX5eVSFlS7d5Um9mIxVMvWDUkSg2RI+7y3ND6A6nK16VyIYA6spXT4xWEhUQyetgUYjR5fP2fE5hNVZ8jQbSLS+zfaN95P3ekgL3r05nzdCc6Dwwj6XQRqedde0aHTIulXe8Q/IMVLPnXMfIyrk5NuMbCZLCy8+dUZjzc7lpP5U+F2Wogu/hovfpmFx+lRfjoOqkXpqRURYy0bNmyzteUy+WEhYWRmprKpUuXAPDx8aFbt24cPXq0sl2HDh3cGjHDhg3jl19+QaWyh+8OGDCAadOm0blzZy5dusR3333HkiVLkMurNp3uu+8+SkpKaNmyJTt37iQysmozo1+/ftxxxx1MnTqVDRs28Nxzz3H77bfXaFOB1Wpl8eLFlTlUAwZ4ng93/nxVuH997l9jsmbNmsoQyvfee4/77ruvxvkpU6YwZsyYykLTa9as8RpcXrzUgxvC4DKUFZKX5DomuwJ9SR75yQ0Pl5PIVFhM9VvomPQl6Fws5OpCqwGex4TXlUt7XseslyJILUikjZyIbxMQbEpsgg4EUBJLkDAQUSrn3TtfZfuZPWw7sxeAIe37M7T9ANKyUriUdNblkJu3r2mQwZWUepGPv3693v39nahQWhpQuVYqSunVfTD7DtdulFsxc8Gwgvdfe4Hmca3pe/oZdt39U2VIW3Xum/OUy3GGD5qIKMqwWh2N2iifCD6akI2QV+Wpseh0IIrE3zITn5i659YZCrPIO7zes2JT9Yyv82vTt87GVgWBHQeTu/8nbFfcR1VkKxQhsS561aRDnxD+/mFf9m1IJzdNi3+IgoO/ZWIy1HzNFrON1e+fpV3vYHLS3Hu/t/+YSnG+kVsea8/wWfGsetvu1c/R+XOmKI5Cgw8qqZHWfuk0983Ck0gmN2UCa8XHX0ZZcd3yzVLOXZu81z8zWn1ODTXCumCxGtEacvFTxXjcp6CgKqTWv561DysMrqIGFK3/6KOPKo2tClQqFXPmzOFf//oXBoOBS5cu0b59ewBOnDhR6RlbtGiRU0NKoVDw8ccfEx8fj9Fo5PPPP+eFF15waOfn51en3LXqVL9/YWGui4Hn5uaSnu5epKpVq1b4+NRf6fjixYvExsZisVhc5oSNGTOGgIAAioqKap2PFy9enPOXFs2ooCjjnEcLN6lSjbEWKXmpQo0m2P0PU32NLbArK3q6CBSlJiRyA4Lo+NqaQjDDpC/jxK9vU5hiQlcUiDYvBG1BIFZLI76NBBs2QYdE8CPYNoIQcRjiHyFxUomEEZ0G8/LMp3l55tOM7DQYqUSCNNB9zkdDE32Xrv7AXgKgHggItA6q6dnxbdWSzxJ+ctq+dURzXpjqWN+rOtP6jOe2afe5bVMds9nEkuX/Y9/hbahVGt5/bTWR4VVGQVBACK8++zEjh0x2OUZoSARTxixweu7pgXOc5yBYreQfOuzxPKtTmphQx8q+niP1CSKg4xBsFjMll45gKq27OI4iKIrwQbegie2A1CcQeWAkgZ2HEdxjTJ3yMUKi1Ey8uzXz/tmV+PYBDsZWBdoSE+cOFxAYXrun/uiObH765DzdBocjCJBcFsbm9B6kloeht8jRmhXsy2nPgdy2Hs2xY/9QoppXLehcvbzOA0Jo3TUQhUpCULiSMXNa0KpL3UV2ctK0FOU5D9H14hxzPY2tCiyWunmIdbqq3zhPcpacIZPZBWHq+/0cFxdH27bO38OtW7eu/Lu6cbNx48bKv93ljcXFxVUaadu2bXPapnv37nXOXauges1Dd69/2bJldO/e3e1/hw4dqtccKnj66adJSUkhNTXV7euJiLBHZXgiCuLFixdHbggPl+CmplJlG1FCaIte5F50/eXlExJHZIebSDniWnigIUgVakJb9QZwWwhZlJpQ+pcgkdl31202MGlVGEp9qSi8lLj/RzLP7MQ/sjVRHYegrGMumTPObf2a0pzUGscsRjm6ogA0wY1YnFYACyXkC1uQW8MJE10XBhbkclq16UKLZm1JTHae8zRqyNQGTefU2SP17mvDxpOb/0ensJYEKv1ILcvh9yfTaL6mPUdP7q/R9snxD3D7wGnsPuc+Py4+JIbWQXXzGi3/4WOWff8RYFfM+/q9TRSXFmI2m+jaqS8Kee2Lpjdeep6dezqTnf8BgpBI6+AA5nbtSYtA13MpT02r0zwr0Od6LnJTZ6wWu/LhHwud4jO7Uce0I6jriDp5vGS+QQR1HdFo0zLo3edlGXRmOvYLITRGTW4tnq5DW7IYNjMemUrK4cTWSAULN0UcJVxdiCiAwSLhfHEshQYNgQrXSpkAQ6c3I769P8V5egx6C4vmH8BsdDQML58u5oUvByGV2e/hpZOF7N9Y991wk8HKDx+c4+4FzoVUvDgiFeW1N3KDRFI3o8nPz6/y7+Li+nkkCwvtm5v19ZDFxLje+KxuBFYvpFxdfdDX17P6fpcvX3Z6PCoqyqP+zqh+/3JycmjevHm9x2osKsLGTSYTycnJXLx4kTNnzpCQkMCOHTtITk4GahqLXrx48ZwbwsMVFNMBUeK6uKZErqLt0LkERLVGE+w6HCisVW8u7lyOwY1CWX1R+oXSYdR9yBRqwtv0c+1FE6yoAosqjS2w7zjLNToUvtUEBmxWdMU5ZJ3dzfF1b6MtzGrQ/MryUinJvuT0nNUkw2xsmuKlRrIxuslnkvj4IAgCzz++CJnUcQ6jh05lYJ+GLYrDQhzDTurKyZxL7ExJoFPPQQDM/7+a6lfxIbHcPnAaAD1bdMHfRbFfiSgytH1/lKVahgwY5/H1q3voEk7s485HxtCxbXf69LjJI2MLQBThh68n07H1RvTlF1g48k66R7rPtTFYTJSWVeUcWS1mjEU5mN2US9DnpWIzN2zH3h1mbbFDjJw27Szr3vyZdUsuUJx/bXZwW3Z27akVRYGWnQPRlpjQltQeomc2Wfnf/P3kFUkRBRszmu8iUmM3tgAUEgudg5Kw2tz/BPQZFUl8e/uCWKaQsGFpolNjC6CsyMSFY/bvxkNbMln87BGKcl3fS4nUtSfwzKE8yoqb7j3wV0OtDENST6NLIspRK0Lr1Kd63lHFQrwumM3myjywVq3c5zy6wlODqboHKT+/7t5sVyGPnl7fGdVfc0ZGhst2jz32GDabzeG/1atX1/vazjCbzXzyySf069cPjUZD69atGTduHE888QRLly4lOTm51jxeL168uOeG8HBJFWqa9Z7E5X0/cqWIRXjbATTvPRnxj8V6i37TOL3pY4ck/PC2/clPOVHv0LIKQlv2RJDIkMoUBMV1xmwoR6rQ4BsWXxmKJJEp6DT2QTJP7yIv6SiG8iIsRnsIh0ylR5Q4n4NMpcNQpoErFlFmg5bkI7/QfoTnNTuqY7NZST3uXkjEapaCvGlqA5XbziMXQpyek/0h+Tts4Hi+/WQHnyx9g2On9hMUEMqMiXdxx8yHG3z9WVP+j3WbVzZ4HICZk+4G7PNd+MJnvP7eMxQW59GjeefKNkqZgicm3M+/vl+E9Yr32z1DbyciIIxdp/aTkZVCr26DOHR0V53nkZGVwrrNK5kx0bmcvStiouDXVXDiNFg3ScFJLlh11p36ndUT/8lHr/9A50A/ShMTsP7x2ZIHRRLUZTgyn5phZ+UpjtLEV4P4qCy+Wu7LkW3Z/O3NngSFNU7RcE8Ji9HQY1gER7Y6bo70HRtFQKiSFYtOUe6BwQWg11rwk1sYE3MQqZOwY4AghfOi6xKpwM3z21WqI2allPHxswmUFrk3gow6CyajhZ8/u+A2IlShktC8oz9nDznfvLJZQVtqwse/YZ6bGwWpqCDcvxsZ9VAqDPfvVifBDID+/ftX/r13716mT59ep/7Hjh2rDEvs3bt3nfo2hAql1dDQUDZt2uRRH1dhdg0p+dKnT5/Kv3/77TcGDnSs+Xi1KCsrY/z48ezcubPymFKppEOHDnTs2JE+ffowatQoZsyY4VQ23osXL55xQxhcAJHtBqIOiCDr7G70pfmo/EKIaDcIv/DmWM0m8pOPYzbq8AtrTtfJT5J5ZhdluclIlT6EtepNcLPO7P366QbPQ5TIaTng5hrHygszKUo/izogAoWPfZdbIlMS2WEwSt9gSnKTyDpjX1SLUtcLXEG0IUosWM2OO1GFaWewmk2VhqUn2GxWBEGkMG07+tLzgOt8DFGsq3iGgKcKjuUkIlrV+AmdEYRqP34SCYpqYSXdO/fjo9cdi/o2lEF9RzL///7Je5+9TF1VJ6/ks+VvMbi/XQb4lin3MHbYdH75bRUtfWomTk/sPorowAhW7FlDYk4KkQFhzOgzgaEd7EpYu84d4ELiKQb1HcVX723kzvmuwy5dcepcQp0Nrgo6d4CMjNYUHHMtMpNYmM6qU5spN+l48KmprH7kn6gVVTlIxoJMcvauIXLobERZ1YLPVFZUrzk1FF8fuyFTkm9g8/LL3PJYh1p6ND63PN6eoHAle9enU15swi9IzoAJMQyfFY/JaOHYzroL6qikrg00Z2tGjb+Mu//ZlWbtqkK9vnv3bK3GlkQq0KJTAIkni9x64Zq18+PWJzpy4WiBS4PLJ0BGUPjVNXj/7EQH9qmXwRUd2Kf2RlfQvXt3YmNjSU1NZeXKlSxcuLBO9Q6rS7VfTcW7wD/yfcvKyujSpcs189qMHDkSlUqFTqfjhx9+qJTBvxY8//zzlcbW3LlzmT9/vtP8tLIyb3FyL14awg1jcAH4R7TEP6KmBGth2hnO71heo/ZVcHw3Wg++DfGK3C+JTInZ4D7foTY0wVX5LkWZF7m89zt0Jbn2A4JAcLMutBp4C8WZF7iw69tKz1YFNjcCFTYb2Kwukl5ttlpNBZvNRln+STLPrkVbmImhzIZUFoE6qBCJ3IQgMWOzOL5lBNGCRFG38B+ZOhylTzSl2UdAqG1mVko5jsmWT4hQFR6oauNYw6ipePz+f7Fm/TekprvOravCtTG5a/9mcvOzCQ0O54Mlr/LpN29SUlqERqFm07PfoqxmeHSP70z3+M4OY1zISmTtkc2V4738zEd069TXISesNsJD65+DABDavx9lySkYi+zhgXnaQi7kpyIRJRzOPM3vlw9hsNjfF2XaMn4/dYSJPWpKJ1sN5ZSnnsG3RTfAHu5nqvg8XGXyC6qMwRO7c66JwSWRiIy9oyWjZ7fAoLOgUEkQ/4gD1OksLsP5GopMIdK2ZzAd+4bSdVAYcmXV90h+po6kM7Xn6QycGINvoALbJfcLM5WvjNBoNX5BcrasTHIawjlkerPKXDAvnqFRhtMyfFydih+3DB9X56LHYPfuPPDAAzz//POkpqayZMkSBzlxV2RkZPDFF1/Yr9+yJSNHjqzz9etLhw72z7ROp+PkyZN06dLFZdvXX3+dwMBAOnTo0OgeKD8/P2677TaWLFnC8ePH+fbbb+uteNgQLBZL5bMYOXIkX331ldN2RqORnJyGqyd78XIjc0MZXACleSnkXjqMxaBD5R9GytENDvkc+UlHkSpUtOxf0xPlG96cwpST9b62XO1HaIsemA1aLuxcTuGVhZhtNvKTjmExGe0qgzZHr5GxXIPNKiL3KXcILTQbFNiszhcp/pGtkLjxbtlsVlKPvU9xln2HVCIDdaA9HNGgNSORgiqwCF1BYA2jThAtqAKLPJKXro5Jm0VAeG8iBt5M6rGP0Zclo7BFobCGIiDDQhl6MROzWFTZR086Bls2CmkUyubNUcZ6Jr9dG2cvniAjK4XWzTsQG+06ednkQa0nERmh8q5kG52Lr9hsNt799F8EBYby3mf/rjxebtDyyo//46UZTyGttrNow0aOrhgfUU52cS7vb/qCPecPYbJUeRAyslJ44fH/Mfdvo9DqPNsQkIgSpo2/w6O2rpBpNLS4/TYKjx+n9HIyuSn5LNz9hcv2uSVFTo8bq5VBKDjesPpzJouZnWeOk1aQS3RQCIPbdUHuoVc34XiVB/da5IUb9RZkChFBEBBFAZWm5teztYFqm+5o2SWQu553vvjUlbkPYZQrJYy6vTlDp9vVOJt3CkCplqDXOvd6nz2UT0G2juQzxY55WgIMmBDNsBmeFcb2UpPYYPuGhidGV8vwcZXt68MjjzzC+++/T2ZmJk8++ST9+/enc2fHDaLqGAwG7rjjjkqhjVdeecVh06wpN9FGjhxZ6U369NNPee+995y227FjB//4xz8AmD17dpOE/L300kt8++23aLVaHn74YXr16uVRPpvNZmPHjh2NMoecnBxK/yhS361bN5ftfv7558oQ0OoiJF68ePGcG8rgSknYQNqxzR61zTm/n/jeUyqNlKL0cxSmnq73tX1CYmk16DYkMgWnN39KUbrrulFF6WdcngMBk06N2aBEFVRQWQfLYpJiKPZz2kOUyIjrPt7t/ApSt1YaW9WRKoxYTFLAikRqQROah9mgwGqWIkrMSJWGOhtbFeReXouhPIOYbg9QdHQ75uKq8CIpfmisvmhJxCRWiWaY/MoJ7z0EoQ7hKxXsO7yNQ0d34ecbwPiRszAYdDz2wu0cPr4HsP/Qjx46jdf/+QW+Po73sl/PYaxZXzOXTSEEIggCJpuWUFk32mlup8Sc7NLgAlj2/UdOQ1nWH9vKhazLzOgzgeigSFLy0vjpyGamTLuHNz98zulYoijSMr4dYSGRrPnqIP997x9s2bm21nsRHhrdKGIgUpWS0L59CO3bB1V2fyQ/LKzMk7iSluFV3t2TqYks3bGJE6mJ+Gj8mDHl/3jwrmcxNkDc5VJ2Bv9YvriGYRfq689/Zz9Q49qCTIEgiFj/8B4bTQIHD4dy9nxAZZv2vRuu6ukJNpuN7T+msOvnVIpyDfgGyOk3PpqRt8YjkdR8j5za1/Bi2K44ezCfM4fyaN/LMVcyvJkGta8UbanzhdbMR9vR/aaqQt4KpYR+46LZ9r0LpUkbbFmVxP4NTsQCbHDmQD7W+2yIkqvjvf6rERs8gCBNS9ILD5BdfLRGfS6JKCfcvxvRgX3q5dmqjo+PD9988w2jR4+mrKyMIUOGsGzZMsaNcy7mk56ezty5cyvrYM2cOdOpV6e6wmB5ecMiSq5kwIAB9OjRgyNHjvDRRx8xZswYh5DGoqIi7r///sp/P/TQQ406hwpiY2NZvHgxc+fOpaCggF69evHZZ59x8803u+yTkJDA3//+98p7CA0zUAMCApBKpZjNZrZs2YLZbHYIDT1x4gR/+9vfKv9tNHrFbLx4qQ83jMFVmpfisbEFdo+PtjAT39A4Ms/u5vK+H+p13Wa9JhEY3Q51oH1Boi3McmtseTw/q4hIR8JatiQlYTcmLVRIwldHpvKl/cj/w6eW2mFFGa6FFwTBis1mz/cQBJApDUDjKLmV5BxGm3URH6uj2p2AgMoag0nIq3xpMt+AOhtbpWUl3PfkZPYf2Q5Ax5i2HPrtZ4pNWg6f3FPZzmazsXHrDxw6uov4uNYM6juKOTc/RHCgXcHrgTuf4acNy2qoXgXJOlBsvoSIARtWrDYLscrhnNeupMziWhLdlbTuxewk/rv2gxrHjp85iChKsFodDRmpRIa/rz0voVXz9gQHuS6iWZ3MnFS0unLUKo1H7auTcGIfnyx9g6Mn9xEYEML0CXdy5y3ziQyPYfzIWazduMKhT2xoFAPadsJgNvHfn5ax5WSV1H65Qc+HX/yHvYd+Z9GMufWSTrXarLy48jMHL1puaTEvrPyMZfNfRPxD8l0VFk9Q1xEUpyTz86dnOXtaitFY5VVUaqSMuq1xZZoNegun9+ei15pp0TGQ8Dj7fV/7+UV2/FhlmJQWGdm8/DJ5GVpG3dacy6eKUWokdOgdUu9wwrAYNTnp2lrTD1e/cwa1rwyFSkK3IRH0HxeNVCYik0sYOr0Zv37lqFIqlYukXyylZadA/IKqFsrt+4S4Nriwh2y6ojBHz4VjBbTtcXWM3r8iGmU4bSIn0SJ8NFpDLhaLAYlEgVoRWmeBDHcMHz6cFStWMGfOHAoLCxk/fjzDhw9n5syZtGvXDqVSSXp6Ops2bWL58uWVeUDjxo1zGb4WHl5lCL722ms88sgjaDSaynDAhvLZZ5/Rv39/DAYDU6dO5e6772bGjBn4+Phw/Phx3njjjUop+Hnz5jFgQP29gLVxxx13VHq4iouLmTlzJm3btmXOnDl07NiRqKgoCgoKOHfuHN9//z27d++u/P1Rq9W88sorDB48uN7XV6lUjB07lnXr1pGQkMDo0aN5+OGHiYmJIScnh19//ZWvvvqqRt21kpISNyN68eLFFTeMweWuvpYrrBYzJn0ZSQd+rvd1/SNbVRpbANqizHqPdSVl+bl0bPE4l3bvxdVqSqrQIFxhiNmsVvKTjpF3OQGLxURAZGvMBjc5GqINXWEgqkA9glChlhiKxaTFam74DqTU5roOi4gCCWos2HPsApsPqfP4/3n7SfYf2U6oXzBv3PYinePaV547lXaOp5e/TFZxVd5QfmEO+YU5HD62m1VrPmPVZ7tQqTTs2r+Z+NjWXE6pKiqdadxd+Xe28QA5xsP093+ZwQFvcrzsQ9INO/FEaKNtbAhqhYzzafmU62vuIP62/SeXBprRZGDLrnWMH2HfFc0v8CzO3mazcTnlPD4aP5rFtHTaxmyxcSnFQGm5lSB/CfHRcnbu28h9T07GZLaHmWXnZvCft59k36GtfLroZxY+/ykCAr/8trLS09Wjc3/efOFTFClHeXzxKxy45HzDIeHEPhIGjaJnWN0kqgEOJ54nvdC5ByijMJ9Dl87Rp1V7BIkU35Y9EEQJAfEtmPpkNL+vSuLYrhwsZivteoYw4pb4SoOoMTi+O4dV75xBX17lIep2UxgT5rVi99pUp30StmWTsC278t+iBEKiXItI6Mmh0xA1hZf8KS8U0GvNlW+7nFpqdlVQUmCkpMD+3ks+W8Lpfbn837+7IZGKDJ8Vj1QmsvX7ZEoLq96fZqOVbd+ncPj3LB5+oychkWoAYlr6ug0rdOUtq2DD0kusevsMSh8pvYZHMnhKrDenqx5IRQV+KvebbQ1l5syZtGzZknvvvZcjR47w+++/1/DAVMfX15fnn3+ev//97y7V/3r37k1YWBg5OTl88803fPPNNwwePLjRwui6d+/Or7/+ysyZMykoKODTTz/l008/dfq6Fi9e3CjXdMf9999Pr169mD9/Pnv37uXcuXO8+OKLLtsrlUrmzJnDc8891yj1u959910OHz5MZmYmW7duZetWx7DuUaNGERsby5IlS0hKSkKv16NU1l6E3YsXL1XcMAaX+QrxiVoRBNQBYRSknMJmrX/MslRW80tJrgmo91gO2GwICGiCoigvcF5gVFeUxbG1i1AHRtKs5wREiYz0k1treNmKM86jDjbgqlSZ1SjDYpRTli1HkKgRRAk+ISpstsYSN3BvkFTIfYTEjUehqVsYnFZXzk8blgHw5uwFdIppW+N8x5i2vDXnJWZ/4Fw+PjMnjaf+dRfHTh1Ap6994WrDwqGS/zIx4iNeGD4PP+UYjBYjRquFH8/8zoZLe2q079AsjEem9SMy2F7TxWA08/Pes3zzW1WBTmfGVrMwf+4Y3Z1uLSMQjT+TdiKfsFY306VDb49CCgEmzekBQNtWnXn+sUUM6jsSQ34BeYePkJFRzhFJTwxU7YYH+En44cc3K42t6vy+ax07923ipv5jePuVZTz9t9e4kHiK8LBo2rWy53Xszc9yaWzJJFKenTqbHqHO5f9rI6e40O357D/OB3Qehtyv6hp+QQqmPtCWqQ+0ddW1QeSma1n2+kks5prv8aM7ciguMDgcd4XVAjmpjt9hZeZ0jpQuIs90jF9Xg79fIK1UNxNnndXgXJgLxwo5tiuHHkPtG0Y3TYtDoZaw+l3HZ1haaGT9V5e44xn7s1aopAy7OZ71Xzup3eeBQGnqeXteSXG+gV++uMj5hALu/Xc3b5jhdUqPHj04dOgQ69ev59tvv2X//v2kpaVhMpkIDg6ma9euTJgwgTlz5lQqBbrCx8eHjRs38uSTT3Lw4EEsFkujh7ENHz6cixcv8v7777Nu3TouXLhAaWkpwcHB9O3bl3vuuYfJkyc36jXd0bNnT/bs2cPevXv57rvv2L17NxcuXKCkpASNRkN4eDhdu3Zl5MiRTJ06lbAwzyIZPKF58+YkJCSwcOFCfvnlF1JT7ZtAYWFhdO3albvuuotp06axceNGlixZgsFgYO3atcycObPR5uDFy42AYLM1YSb2dURdwwJDW/ai9eDbyDyzi8v7f6zXNTXBsXSd9JjD8aM/vYm2sOGeLv/INsg1/uRePNjgsUSpCU1IEVBzcW+zga4gEIvpino4ghWf0DwEseFvH4lNg6+lk9NzFrSYAsoJbzsdv9BudR47PSuFwZOa0SWuA1/c/z+X7e799O8cSXItcV5XglQBvDnqUULUATWOLz70Hb9etHvFQvzVvD9/IiqFo6W7ZP1hftrjPvS0ZVQQ94zrScd4+4+vTBlMYLtHGD+nL4XFdSvwKZfJWf3mBiSHTmM2WdgTPBWjxNGjkpWdwLcrnUvQz57xIC8/86HLa7z54fN8+MV/nJ57eMw0ZvUbVqc5V+d0WhIPfr7I5fkP73mcjjHN8WnRHanSB3lQJIqAhuWweMLazy6w/UfXoXUNwWTV8lvBPeisjhsfHTX30FZzW4Ov0al/KDfPb8fR7dmUl5g4cyiPtAuua3ct/GFYDaNo97o0tv+QTEG2HqVagk+AnLyMOm5+/cGU+1sjV0hQ+8ho1zsYmdyFIqsXL168ePFynXHDeLjCWvYk4+Q2DGXO675UJ6hZF1r0nwFAQFRb6lIzqgKJXEWL/vZikDabDavZiCiVIQgibYfeyenNn3g0F3dYLIZGMbYArGYZusIgAuPU6EvtC0SbVYGuWOVobAHYRMwGBTKVvsHXtgjlGIRsFLaaC2AbVnTSNGLaPYC+NInLSRsQRCn+Ef0IiOyPINa+4AoNjiAoIIRmIe7DauJDYxvV4CrQFbHq9GYe6lVzF3Bmh5FsuLQXq83K2N6tnRpbAJMHtOfnvWdpGxvC2RTnoXKXMgr419e/8+YD44gL88ekz4eyY3zz4Rb+8co9nDxz2OP5Gk1GcnbuJlzqQ66imVNjCyAivDthYV3JyTnmcM6ZR8VqtfL7znXsObiFU+cTKo9HBgQzvns/Qv0CSM3LYUL3/g5960KHmHg6x7bgRKqjbH/HmHg6xthDb8oSq+agDI0juOc4RGnTFdfNz6qfceEJKfrNTo0tgIva72mlnoFEaNhrK8zR88qduzGbas8fs1psWK01xS4GToxhwIRodGUmUs6X8M1/61849aePL1T+rfaTcduTHZyKfHjx4sWLFy/XGzeMwSWRKek49kESfngNmxPxAQCJXE3L/jdTmHaak+s/QK7yRarUIJHJsXggCV6dFn2n4hMcS8apHWSe3oGhvBCpQk14m37EdhtDj+nPkJ98gvM7vnGQpfeUspzkevVzhdkgwT98GkExoAmOoSw3i/Pbv3HZ3taI0tk6SRJmawlyWyiCTWY3wsQsrOhIOvQa1Q3e0tyjFGXuIb7HEwii+7ewXCZn7qz57Nj0ndt26QX1V8dzxd7U4w4GV7A6gEifENJLc2gWHuCyb4i/mncemkCziAAeeudn0vOcexUMJgs/7TnD/Kn9ACjNPU77/tP5+etDzLh7AAkn9no01yCVP+FSHwD0ErXbtr6+MU4NrlFDptT4d2lZCfMeGcuRK+YwvGMPnp92Rw35+8bg5Vvu4ZUfvuZQ4rnKYz1btOWFac7l7/W5KRSd3kVQl+GNOo/qyBVNl3dUaD7v8pzBVoTWko2vtGGlEzIul3r8OW/VJdBpnpXJYGXpwpNcOOY+7FPlI0VX5ln4trbExNf/OcE/PulPQIg3l8SLFy9evFzf3DAGF4DSJwh3EZQWo5bz27+u/HdD5CDyLh9DW5RD+oktlcfMBi3pJ35HV5xLu+F3EdK8G7riHFKPbmzAlRqXi7u+BUDlH0bzPtNAEF1YVrZG8W5VxyQWYMKZ18/xmZXlHacwYzdBMbWLaPztnhcoLSvmUk4yLcMc6/uU28z0GDyGiwVp5Bc2XnFHsxPD3mazoTXZ71t+ifucsGYRAQAM6BjH6u2uPQPnqnnAxGqJeDFR8R4bXBKhaqGsMbsvclta4uhFGj10KoP6jqpxbNHiFxyMLT+Vmmem3N7oxhZAoMaXt+54mOS8bNILcokKDCE+NMJtH23aOQI6DGoyL5exiQoVAyhE12IzAiJy0XmZCGeIEgGrpebnzDdQXkMgwx1SuciYO5yLr2xanlirsQUwYlY8R3dmuwxZvBKTwcr+jRmMmd3Co/ZevHjx4sXLtcIr+9RE6EpyyDy93em5gpQTpJ/cRtLBtQiiSFyP8UjkrhXIrgW64hwu7v6W0JY9nZ6X+5QhXON3T1HmntobYa9V9fzjb9Fi5Dj0Qs1FpahWEzloCE89/B/WfnOEmZPv9lhsYOq42Qwd4LzmDEDvKEcZY62PnL4D7IbJpkMXsVpdbwAYjGZW/H6cX/dfcNkGwFddZSz4R/Tj3MWTLHj9b+zYu6G2l1BJrrYQ3R/bL8HGDNQujK6IEAufvPk1E0bOIjqyGZ3a9WDB39/lwbue5el/zWPK3N488NR0tu/dyHdrv3ToP6xjDxSypgvhA2gWEs6ANp1qNbYAbFYzFoNnKn71weBCpa8xaKYcg7NSEAAR8n5uDbIrmXh3Kzr1D0WpkeIfrGDojGa06R7kto9SI0UqE2nfJ4SHXutBfHvn1zuwufZ81Wbt/Rk8JZZJ97RGKvf8iyW/nvlgXrx48eLFy9XkhvJwWcymeofv1QWtVoE6SIXV4rpQafKhakpygoA6IAJtXZUUmxijthj/yFbIVX5kntmB1WwCwYpMpUeuabpFqqdoC85RmnsM39CuHrUPiojBFh6NOT8fi1aLRKVCGhJSaWBFhEXz3xc/5/t1X7r1hEqlMmZMuJOXnnqP0vISJs7uQ05ezfBOuUTKrI6jaxwr0JXQ9fb/48PIh1my4m1ee/dpPl53kHsn9EJarcit3mjmclY+/12xi8Ky2r2Iw7vbd/g1ge3YdTqDv780xmXxYVcEB4ax4sxm7mo1ElEQ6Fq0lVP+gyiRVeXIJF7exO+/LWbNVzt5b+HKyuO/bvmOmfcMxGyxh4OdOHOITducC834qdyHK9YZlx7YKmT+YZiKnXsuBakcidKncedUjajmPlw42rBcTVf4SZvR1echjpV9SHUvsI8khm6+j3g8TkwrXwZNjuWmqXE1ju/40S737gyFSsKLXw9CoXTvqbSYrWhLHFUtryTtQglJZ4pp2TmQB17tzicvJmDU1+4dDHYjle/FixcvXrxcL9xQBpdRW0RdxS/qg0plIOWiiRD3G8RV2GyNolrYFOhL8mjWczzqYAkZp5YhiFYaqDbdaNhsZpIT3qbVgFdR+kR51EcQBGQhIbhQwOfUuQSkEhlGq+ucvaEDx7PwBXvdFoVCyTcf7mbUjFdB+B5BMBIsi6fAfJK39y1jRPM++Co0nMtPYdSc+/CPjCInL5PX338Gs9nEhoMX2H8mlfsm9CY2zJ9V206w44TnuXldmocTGqDh01+P8I9nXuaFp7vU2dgCe+2xNYd/5XzKWWZ1HEXboGbElixnR14OB/IyyM47TVGRPZRw/+Ht9O1pD+U0mowseP3hSmOrNk6lJbk8Z7PZ6i5lXouxpfUNIyctkXhf50aVT1xHREnTfQ32HBnRZCqFAC3V0wiX9yFFvxmjrYQgWUeiFYM9FsvwD1HY5dZFx/teUuj6M9BlUFitxhaARCoS3kxDdrL7AG2L2caGpZd4+PVeZCWXe2RsyRQifcd49rn34sWLFy9eriU3lMFVlHau9kaNgCBASFDjizBcC4oyLhAU2xG/kM5kSa6/CgI2q4mClM1EdbizQeMkpV7k+OmDPL/wfoy1CKRkZtUsVtuqeTRzZnzIp19/yMioI0SoCykzp3NZv47Vx8+hs+ZjsBSy840zJJw5iFrtg9FoQCYVMZmtFJbp+e/KnfWa9/HL2Ry/bC+Q23Ld15Rry+o1TgWncxN5advHbtskJp+jb88hWK1WPv7qvx4XWwY4cvk8ZzJSaB8V53CuoXWjriTLZOOFN5/is/ufct5AEPBt2aNRr3klR37Prr1RA/GRRtPB56569b3lsfZo/B2NM4vFyoFNGS77yT0wtioYfnMzVrx1utZ2l08VY9CZSTrrPocQQCoTGDQxhuzkcvwCFd76XF68ePHi5brmxjK4Mq6OwfVXoiw3iePr3qblwFsIiBpIUcauaz0lB/SlqbU3ckF6VgpPvXQn+w5v87hPXIxjkv6LT0F5iQnxpF0cQC7EYTE+SFb5DgRxP6J0AwUlWj5fvoibh3bn48cnExHkS1GZjg0HL7Bq20ksbvK5akMikfLBF686PScKAkPad2NYx+7IpTIOJp5lfcJ+dEYjIGCjbh6xmOjmmMwmHnp6hkORZVEQsbrxOrWNa0WG0UrqsYMM7dgduVRKqV6LyWwmyMdzkYfaKPUJ59anb+WW/m5qe9lsGIuyUYU3b7TrXsneX9OabOyGEhqrpk33YKfnspPL0Za69loW1EHu3j9YQbtewSSeLKzVc6Urt6DxdeV/rsJssrH1+xS2fp+Cf4iCOf/oRPMOAR7PyYsXL168eLma3FAGF2LdVB4EUUpQXEfMBh0mXQnqoCiiOtxESsIGitLdF6Wt1/SkCqzmusnPXy0u7V5Fl0mPIVeHk5f0K1bz9ZNvJlV6GrtZE5PZxB0PjyQpxb0oxZXcPv0Bh2NyObzyAvzzVkgrD2ZXVifMNilgX/AL4lGU6rHcMTqCmUOqxDQCfFTcOqwLMSH+vLGq/sasxUVIn4jAv2fdw+B2XSqP9W/TkVv6jSar0IBEpicxzcjKvb+SVnKlzLhItGIQ0YqbEAUp2YaDiGHJDOozkqWrP3AwtgCsNis9ItpxNPu8g+Hlr9bwybxH+GjzT3y7ZwvvrP+OQB9fCspK+PWZ1+v92p3x88Ht2Gw2DCb3+UNCE4YTGvUWDLqmE81oKHFt/MhN1xIa7ZhXt2GpoxJldUKias/F02vNLPn3MRJPFFUeEwT3abT7N6TTc0TdwjCL8wx8/tIxnv1sABq/2o01L168ePHi5WpzQxlc/uEtKEw56fK8JjgGmUIDokhwXGdCW/Z0mt8R3qZfkxhc16uxZcfGud+/pOfMFxAlSrLOLbvWE6okKNaNF8MNm7etqbOxNWrIVAb2GeH0nNpXRkjzIFb81hmLrWbIlc3aDbn4IVMGrHbad1DnZqzafpLk7KI6zQfsoXiuRD66NW9dw9iqIDzAFz//cgyydGLioXePQSxYInAu2+4FDvCJoKfPP/C3dq7sE6UYRHCwDF2ZmR9/XepyPlnl+czrNplfEncwvns/wvwDScrNRPbHZ8lkthuHZQYdZQa74V5u0KNRuKinJErARe08Z0jUfpSa7NfYfuYYfxsz3bkMvSBScHI7qrBm+DbvjlTVuOIZh36/PvMyKzi8JYvDW7JQaaSExWnodlM4fUdHYTJaOXPIteCPIED/cdG1jr/2sws1jC2oXbPo1L5cxsxpwYR5rfjli4uevAwA9OVmDv6WwdDpjmUfvHjx4sWLl2vNDWVwhbToSdLBn12e9wtvQfM+U1yeryC4WWfC2w4g+5xnsuRNjX9UW6xmI6U5l5v0OobyQkqyL+Mb0pms6yE6UxCJaD0Ln6D29ep+6lyCx21Dg8N5aN7zzJ7xoNt25qi2DsZWBR3iYpHLXOe+dGsZUWeDS6lQoTe49jaG+LiWBpdYgkBmF+hQqQ08OGkAj31mf7BdZc/ib+1Iti6Ac8UxlBrV+Mp0tNGmsnnFZYpLXddVKjNqmdJ9ILdNuKnSyAK7KIbFauVo0gW6NmvFrf2H0yoyBr3JiFLm2jMR1GU4hoIMytPO1jC8FMExWIxazKVVKoBStT8hvSfSQwsrfvyEgrISPv7tZx4eM81xYJsVS1khZWWFaNPPEz7gZqQaz6XUa2P/+vRGG6sp0ZWbST5TTPKZYg7/nsmsR9q71SJp3jGAsFiN2zENegtHttU9j9VisbFpeSKpF0pp1TWQix7U76ogN+3aK6d68eLFixcvzrihDC65yoegZp0pSD7h5KxAWKveHo/Vsv8MitLPYSjLb7wJ1guBlv1noPAJJOGH19CXNu18itLPEtN1FP6R/SnO9KyobmMgV4UR1no6CnUEpXknECUK/CP6IKtnOCFAaHDtdZoAunTozTcfbsFH41trWyOuQ60MJhcenMrzdQ8/c2dsAQRqXHttpBIpt/x7JXeO6c6YXq1o3sxI84CuRNhuJljWkfPF0RzIC0Km+DdS+Ur0gpaswpHkL7+TnsMGuvQOdo9qi1+0HOEK5TtBEDCajMSFhPPijDuReBDi69OsM5qYdmhi2hHYeSj63FSsBi0y/zDkfvb8I31eGuayQiRqP5ShcQiCwMRRt/D+kldITr3Iqn1bOZuRwuSeA+kYG09UYIjDdawGLcXn9xPcfbTDufpQXmIiPbFhAiaeIpEKWMyNI2iTdqGUUwfy8AuSU1LgvOixb1DtCoi6UhMmQ92LPudnadm0rH4bR0ERXol4L168ePFyfXJDGVwALfrNQFeci66o+u6rQHzvyWiC6iYxHNa6N6kJnheXbQoUPoGU5aVis0Hz/jdzZvNnYGu6vJG047+RdW4vMV1HIFflYdTVLSTPU6RyfyI73Ik6oDU2qxG5KhThj0rL6oBWFKSc5OyWZZTlpSJVqAht2Yu47mOQyByNGpvNhiEvFUNhFqJciTqqNRK5iiljZ/P6+8+4NVrkcgWf/++XSmPLarXy+851HDq+Gz+fAKaMm010RJXiXrs2rl/TsQvNKSjVE+SrxGKxsu9MGudSc/FVKxjYKY69p+suHy6KEqwuwu1EUYLUTY7S0aSL6E1mPl53kH2nU3jxjmHcFLKA0hI/jBYJR/LCUKoHIkqqwmelsp85W7aJOzp9xi+bvkVvrFknTCpKuGvAeAdjqwKVXMGj4272yNgC8KmmIigIIqqwqpAxq8mALjsRq9mEMjgGmW+V8a1QKFn+0VZefO1Btu35leMpl0grKeazB593eS1d5iXo7tG0aiUzqbRxBvKAYTObERiq5NiuHPIzdZQUGOpl7FRwYncOw25uxk+fOP9sH9uRQ1h0ImPmOIrHVOAbKEfjJ6PcRQ0uV7lcZmP9DEeJTKD3yMh69fXixYsXL16aGsHmrsLrXxSr1UJB8nFKcpKQyu2LdZWf4653bVhMek5u+Ijy/KunROZeWEPgatQZqyAwpjUm067Gq8slSAhuNhqJREFZ/in0panIlEEExQ4nuNnoSoMrN/EIF3Ys58rX6hPajM7jHkYQq8L2rEY9uQfXYiysMrAFUUJg1xFootuyeftPPPyPm93Wkfr6/c0M6juSwqJ87nxkDCfPHK48J4oiXTr0IS66BUMHjmfYwJkMGiuSm+9o6EhlixnU/RXundCLl5duIyWnSv66sZ+cKIp88Np3XE48QV+1SIhvzVA5s8XCE0s/4FhyVZ7M7UP6oT/zMiCQVBrOvsJNyJVPOh2/TYvRLHjs7/zrX/dyPt8eltg8IJq7uk6kX8f2KEPrJlDjCq3JTJpETb+Rs9Goq7x15WlnKTyxFVu156aOak1Qt1E1nj9AXkEORcX5xEa3oOjgWoyuat6JIrHjH26UeX//wVn2/tqwkMKY1r5kJZVjNrk3njoPDOXO56ry9Apz9Gz85hKn9uehKzODAFKpgNnk2TssMEzJ818MZO1nF1yKV8gUIi9+NQj1H4qCZpOVYzuzObXPnvvVsV8IeRlaNq9IcnkdiVRAqZa6NMo8RRDg7gVdad+77t/hXrx48eLFy9XghvNwgX3nP6R5d0KaN2w7WyJT0mnsQ+RcOEB+ygmw2SgvysJiaLpcAvfCGrUsqAQr2ATsy3tqlwyrBV1xAUgUyJSNI/YR1nIqEpmGzDNfVx4zlGeQefYbdCVJxHZ5AJvNSsqR9Th7rWW5yRSknCI4vtri89SOGsYWgM1qoeDobygCIhg1ZAoP3/0C73z6kst5VXi3/v3WozWMLbB7vI6e3MfRk/v4eeNyOrR5E5nKH0H8HzZrxfvLhES2FJnyUQ6cNXIiMRudsaaBV5+nIAgiNhfJNjKpnDHDpsGwaXy+5FXkqUcZ1LYzUomEEymJLNn2aw1jC+C3Q2kM0tjfG1abgES63uW1LyRuplfvdax8eyPHvl+FxWImVBMIQG5BMbGhgU771bW4sVompQ1G/v74GO59+E16dOmPsSSPgmO/Obx3tRkXkKj9CWjXv8bxkKAwgvyDKE89jcXgugCvKqzx5OFzUt0X+vWEtAueeclO7ctDrzUjk4t8//5ZDm3JwvpHiQGNn5TQWA1Jp2qvbVVB844BAPgEug4dNBmsXD5dRMe+oRj1Fj7951EunyqqPH98dw6iCCqNFF25880Mi9lWOc+GcPP8dl5jy4sXL168XNfckAZXYyKRKYjsMJjIDoMB0BXncHLDR5h0Jdd4Zo7INWXI1XrMRjkq3xhCmk/+w1NUP/Sl+fhGdMNqPogorX8IkyDKiO54N/4RfTizdb7TNkUZuwiJH4+2KBWLJR1RJsFqclwQFmWcqzS4rCYD2kwXIY82K2Wppwlo15+Zk+/m/SUvY7E4huY1i21F1459KC0rYf0W5wqD1Tl9/igACvVkzIYnsdrCkEp/QipfVdnmSmOrvrgytsAuE19h3EycfDeDJsYhASSiiM7kPDcnrzyb49YPaaW+mSGDIjiy0bWQhUQqRRRE/Nu1pf+jj1N0+gzm8nKW/vwRn+/5gbfmPkTXZq0c+gmCgMVq9TiksIJpPfrzwFPT2LUuhfLkky43CsqTT+Lftm+lNxTAajGRu2+Ng+FdY15SOX5t+tRpTu4IDFMBRY02njusFhtGvYXfvr3Mgc01vXflJWbK62BsCSKMm9sSALnC/TPa9l0yYTEaju/OqWFsVc7LiktjqwJdWcM/C79+dYnQaDUtOjk38r148eLFi5drTePE/XipROUfRvfpzyJTNV4R18ZAECWENO9CQHQ/WvS9l3bDXiS0RU9aDb4Nmap2MQhX2MwmRFnD7PbI9nMJjB5MeeF5rGbX3sHLBxeScfojVP4laIILUQcVIIg1jaTqdZUsBq191ecCi94uahAVEcszj7zhcF6t0vDs/Dd466MXmD6vL0YXhsqVmAzz0Zddxmx6DKv5doz6lejLt2KzNa7suDs0al8WLX6RC5fP8MDfp2KxmDFazC6NLQArJi7qfmBj/mxy/d5jUJ/pLtuOvmkKkj+k1mU+PoT26U1wz858f3wTJquZZ1d8wsZjBzBWSMDrdXy7ZwtvrVtZZ2MLoH10MwoKc9iycy1mrWsDwmrSY7viNZYlnXBtbIkS1NFtCR84E3k9wopd0X98dOOF2tZCaIwapVrCvgaqIgoCzJzfnsAwex5k5wFhSKSuX8Tl08V88PRhdqype+5hY1JebOKLfx9Hr22cjQwvXrx48eKlsfF6uJoAqUxO5wnzSdyzmqKMK4vJ1qTpih1XeAAERImMNkPmEBTXyaFVWMtehDbvQebpnaSd2IL5j5ArQZRis9a+gCnLS0cTYkas5ztJEKquIwiuJdMBLKaaIVYSuQllQDG6giqxhJDm3arOq3wRpHJsZudGhsw3uPLve25/nB6d+/Ptmk/JzkmnXesujBk2nUeev5X0zGSPX4/F0hOT4W2u3MuwWoZi0v8XuapxcoRqo7i0kA+WvMoHS16tc18bNpb/8DH3zw0gM2cYl1O31jgfoPRlsm9H8hOOEdy9a+XxkvP7CNL4kltSRLlBz3/WfMO7678nyMeX7OJCDGYTcwaNqtfrKdVpsdpsZOekI+3cHXKdL/JFhRpBpqhxTJfpup6TKFM0mjJhdZq182fcnS359ctLjT72lQyfEkRpoQm9tu5iOVK5SFC4ktjWftw0NY7ollWbL35BCibMa8XPn7oWxikr8mwTwhVypQSjvuEiP7pyM0e3Z9PPg/pgXrx48eLFy9XGa3A1EUqfIDqMvh9DeTFmQzkKTSBZ5/aQe+kwVrMRn9BmRHcehiYomuLM85TlppJ1YR/GMs/rzrhD7lOGTG1E6dOG+B73ofBxvXsviCJRnYYQ0WEQxZkXKc9PQ6byJSVhIyZtUa3XMhsVyKXu5cmrXY3qGUs2m5nMM19h0uUS0WYWUrk/ZqPnIVBSuQlRasJqlhHepj9+1fJwRIkUn2adKb102KGfKFOiia1Zv6t7535079yv8t8vvPZgnYwtAIvx/wCRAN9i/DWlZOSFYTLbQx/NpjuQKR9HEBq2SL1aLFn+Pu+/dohjO5eybfcK9BYj3cLbMqnNYIJVAWT+vhWJxoeANi2x2WzospMY370f5zJTK8eoXtwYILekqF5zWX9sPwDtW3fFp1knypKPO/Ve+sZ3ccgRs7kRRHF3rqG4UmqsL35+BnQ6KSaTfWNCFG107lBAoPESP37Uo5bejogihEaruGlKHL1HOVdovWlqHLGt/fjgacfPUGPQGMZWBQXZnn4HefHixYsXL1cXr8HVxCg0/ij+KKYa02UEMV1GOLQJiGpLQFRbyvJTKWgkg8tilKPw0WLUnubSwQ/oMGxBrX0Kkk9wef8aTHq7J0mUKhClcqwuPESeIwIVi2PnuTd5yRsIiR9LZPs7SD3+IW4rr16Bb3gUEW3GE9ysi8M5/3b9sFlMlKWcrFygS30CCe42Goncfd2ejb9/7/EcKgj2C+Dh6W/Rp8NRJKKNcq2KX3aN4NNfbgF8weYHQl6dx70WmMzlHFj3CbGmjrw28hGnbS5t3EPPNi0r/z2510BOpl5m84lDTttvO32Uh8dMx1/tvnBudU6lJfHF1vV07diHvj2HABDSYxwFx7dgrZClFwR84jrh26qXQ39laBwmF/XplKFxTo83BtkpDRfOqE5ZmQyrtVpumlXg+KkgMrPV5OR6vklR1R8yL5ez8u0zZCaVMfle5zUNmncMQKmW1MuD1hho/GWUF9euZBga4/l7yosXL168eLmaeA2u6wiFpvGSvm3WqvA8i+ECBenHCYp2NEgqKM1N5vyOZTUMHY9CHQUbosSModQHsCJT6xElVxpLHhhPNiuleScIihmCXBVCXtIG9GWpyBRBqPyakXt5ncuuLfrcgsrfucKcIIgEdhqCX+s+GItzEGUKFIGeFTw2muoW6imViLz2wEZiwqoWhxq1jlmj1xGmKmTh9xNAuNaFsj1HJpHQt7WRhHP5QDWBEhGUwQJyfwFBUkT6xk+x2awIgojVZmNIh25olCpyigvZc/5kjTENZhMvrPyUV265163RZbZY+O3EIXafP8mecycZ2HcUry/4svK8KqIFUaHN0OelYDWbUARFIVU5z5HzbdGN8vRzWK9QDxUkMvxae17svK4EhrovdF1XqhtbFdhsAjm5DS/4u/PnVAZOikUQYN+GdHLTtARFqOg3NprQaDXdh0bUSeZeLrMQEa7DZBLJzFZRqYzqAQGhCnwDFcgVIslniz0ytvyCFXQbHObxNbw0nKFDh7J9+3aX56VSKUqlksjISLp378706dOZNWuWU5XSimP3338/ixcvbrI5/1U5c+YM7du3r73hFTTmM/RSOxX3u23btpw9e9Zpm7Nnz9KuXburPDMvVwOvwXUdEdamL5lndzVIqr0CUVbTK5V4/JBbgyvz9M46eZUqryM1oSusyqGyGBWoggrrJRhQkLqVvKQNyBQBhDQfj29IZ8Au416UtR+TLtehjzqgtUtjqzoShapG0VxP8PUJoLTMc7XJgZ3iahhb1RnQ5yDddhk5q/3zlL3r37odarmCiNAyoOoZa2JEpKqqB2w12b1MuSVFzP/iHTKLqoxKuVRaKZxRwfGURGa9vYB373yEttHOPUxSiYRx0x6kQ7mef0XF0yympUMbQSJBFV77szfryvBv0xddbjKGnGRsNhvKsGb4t+nbqEIZV9J7dCSbv718NUvj1Rub1V477MLRghpfA7t+TmXS/7UmqoUv/iEKivNq34Ro16aQYTdlIZfZX3hxiYwt2yJJTfdMNMZssvLIol789769HtUOC45UcdcLXZAp3OeAerm6mM1mysrKuHDhAhcuXGDVqlW8++67rFu3jsBAr6JkY1BSUsKzzz7Lhg0buHSp8fNFvc/w6nHhwgUeeOABYmNj+fLLL6/1dLw0AV6D6zpCExhJywGzuLR7ZYPGkWvKkPvUDGey6N3vTmuLXEtmuyIgtgNFqadrHFP4ldZbnU1XbBc3MJSlUpZ/Ak1Qe+J7PY0oyojv+XeSj/wPo7Zqniq/5sR1cy4j31D0eh1ZOXVTfWsb43rxLlcY6REn4mJT65ojk0gwVZPFbxcVzZxBQ5Eq9LRuVYhNkQImBTJtLFJVzSLK5zJSWHNwF4k5GTWMLQCj2ey0XliXTn3p1n8CupQTLufkK5MysI9jCG4FOr2WtZu+5dTZI4QGRzBtwlyiI6oMOGNxLvkJGzFXhOkKIpqYdgR2HupQHLkpCApTERKpIi/DfW5R3zFRXDhWQEGWvsnn5I7zRwocjlnMNtYsrhL+UftKCY1Wk5FYhsnofIPGbJZUGlsA/n4mxo5M45uVLdHpXZcaqKC82ET6xdJa7xuAX5CcZz7t791xv8YkJCQ4HLPZbOj1ei5fvsyiRYs4fPgwe/bsYdasWWzevPkazPKvxxNPPMHnn39Os2Z120x0hvcZXlvGjRvHpUuXuPPOO6/1VLw0EV6D6zojvHUfLu1ZXS9vE4AgmlH4OuaOqFXnKM07Uek1uhKFJgBtYabTc07b+wRRml3T2BIlZiSyxhMhKC84Q/aF74lseytKn2jaDH6dsvxTmHS5KDRRaIKazu1+5PherNa65ayUaGvZ/TeGIZPKMJlrD5G62swfcyeF5cmU6fW0iYyifXQsck05Ct+yqkYyM1KFoYbHZuOxA7z20zKsbryyNpuVoQPGk5x2EY3ah8ljbmfOzQ8hsRjcGlxSdYDLc0mpF5nz0AgysqrUCt/99F+8vuBLpo6bjcWgI2fvDzUVKm1WylNPI0ikBHYa4vZ+NBYd+oay40fXsumiRMBktDTQ2LJRl5C9uqBWmVGrzBSVyDGbRbSlZnJStZhNrr+fSstqGlWnz/qzfXcERqNnRq7NBj98eM6jtjqtmZJ8A/4hjRu++VfBYtZjKEvDatYjSpUofGKQSBv/XnXr1s3luf79+zNjxgyGDBnC/v37+e2339i4cSNjxoypbGNrhKiOGxGzufF+bxv6DL3UzrZt21yea8xn6eX6xFuH6zpEHRBe774yjes6VvnJm1yeC2/Tz+U5dWAk1Rd0muAYmvcbhdV8xaJLaPwfzYLULdVk40V8gjth0mu4tGcjB1f+i1ObPqYwrfHdRqvXLqlzn21HL7ss+5WZFkGhoey6NLYA3tnwJcdSkugYE0v76FgQrMh9ypy0rHrGWqOBt39d7dbYqmDETZPY8v05fl56mP+b8yRKpQqZJsClaIWo0KCOdAwjrOCpf91Vw9gCMFvM/OPf80g5d5DMrV+7LAdQnnoaax3z8+rLqNvchzy26RFIwvbsWscR3H5TN76xpVabmDg2hXvmnmf2LYn839zzDOibjSDY0JWb8QlwLDpeQXBQlfGYkaXit21RHhtbFaSc9yyU16S3sqcOuWU3CvrSNNJPfcHZrX/j0r6XuHzoNS7te4mzW/9G+qkv0JemXdX5KBQKXnvttcp/r1zZsCgOL1cf7zP04qVheA2u65DIDje5OCOgCnAj+CBYEaSuF/SGctcerKC4TsR0HcWV8YChLXvRddIT9JjxLO2Gz6PLpMfpOulxdMWnEa+4liBYGyP9rAZWsw6LuSq06PL+H7m0exVleSmYdCUUZ5znzG+fkn1+X6Ne9/ylk7U3uoKswjKWrk/Caq15D8tKNezdMhBLyLHGml6jY7FaOXL5Ei//uIpjyZeRyAxOQ0ONYlXI4L4Lp9AaPTNcklIvctcj4/jbs7dw9OT+yuNB3UcjD4qs0Vai9iO076QaRayrcznlAoeP7XZ6zmQ2sfLrhS6NLbBLwZu1nufmNQSVRkpQuGuPQn6m3iNndj0d3vVCEGxMn5RCy+ZlVNSoViis9O6Rz8B+OQCERqud9hVFG906V4UmJhwLwmZr2nC/5LN1V2j8K5OXtJ4Lu5+lIHULVktNz6nVoqcgdQsXdj9LXtL6qzqvIUOGIJfbDfWTJ+v+/erl2uN9hl681B+vwXUdEt66D7HdRiNWW3BKFWpaD76NTuMeRuXv6AGTyJS0HjINtZ+vw7kK5KpQt9eN6z6WHtOfI773ZOJ6TqDrlL/TevBtCKKI0jeYoLhOiBIpacc2U5B6BLlGS6XHQ7CiCiyud/6WSwQpl/a/QtKRReQl7SLr7B6nzZIP/4KlEb1HURH1kwv/Yd9uXlqczOEDLTh/qg17f+/PyqXD2J72GRlG53O/nrBYrazev5fTGc6Nc4tQigG7eInB5Nn9lktlfL7sLXbs3cCvv61i+rx+zH/uVgAkchXhA24mbNAsArsMJ6TPZCKHzUXu5/q9ml+Y4/Z6haW1LMAFAYny6kiIlxcbKch2HS6Ym+baI32taNm8lOAg54Z0l44FyOUW2vYMpv+EaAfPm4/GyP5DoZw8HcClyz5cSvRr8vmmnCvmvScPsn9jOlbrjR2alpe0nsyzy6hdqcVG5tllV9XoEgSBkBB7nmtxcbHDOUEQeOCBB5z2zcrK4oknnqBNmzYoFApCQkKYNGlSpcJeu3btEASBl156qUa/oUOHIggCjz32GADfffcdQ4cOJSgoCD8/P3r37s0XX3xR2d5isfDuu+/So0cPNBoNAQEBjBo1iq1baxZ/v5KysjIWLlxI3759CQwMRKVS0bJlS+655x6OHXO90Vbxur/77jvMZjPvvvsuffr0wd/fH19fX3r16sX//vc/jMaaG0gvvfQSgiDw1VdfAZCcnFw5VlMKLnjyDL/77jt27dpF7969USqVhIeHM3HiRAyGmt8pW7du5ZZbbiE2NhaFQkFwcDCDBw/m7bffRq93H2JtMBhYtGgRvXr1QqPR4OvrS//+/VmyZAk2m40HHngAQRAYOnSoyzHWrl3L9OnTiYqKQqFQEBYWxpgxY/j666+xughVueuuuxAEgYkTJwKwa9cubr75ZqKiolAqlcTHx3P//feTmJjotH/F+7G6CmHFseRke83Pr776qvJeJiUlOYxRn/v25ZdfIggCPj4+2Gw2Xn31VaKiolCpVLRu3Zp33nnH5X3y0nh4c7iuU2K7jSGi/WBKMi8iSKT4R7ZGIrXnRnQe/zcyz+6mIPkENpuNoLiORLYfhEzpg0RqI/3kp07HDG42stbrKn2DiOromN9is9lI3PcD2ecqjAYJPuFGFH4lGEr8kKn0CGITLHZsZozl6RjL08m/fBZwblCaDVpKsxMJiG7bKJe9ddp9bNm5tl59j2Xu5NjaXQRK2yIKUgpMZ7FhZrD/6EaZW1OTlJtFu/B2mC0pSCU1LWjRpkKKXTSjR/PWiILgNKTQZrM7SwM1vhSWlzqc/2XzSkYMmsjU8XMAUASEo/AwlLZNi44oFSr0BueiCm2j3BvLqoiWSBTOPTReIDzMtViFTGYjItxIZISBLSvTsF3hzS0pVVBSquDSZT+aMresOka9leSzJSSfLSHxVBG3PdGxya95PaIvTSPz7PI69ck8uxyf4M4ofWOaaFZVmM1mCgrs3s/g4GCP+x09epRRo0aRl1dVvzA/P59169bxyy+/8N///rfWMWw2G/fccw9LltQMFT906BB33303Z8+eZcGCBUyYMMEhz+a3337j999/Z/Xq1UyfPt1h7MOHDzNp0iQyM2tuUiUmJpKYmMiXX37JggUL+Oc//+lyfuXl5QwZMoQ9e2puyh0+fJjDhw+zcuVKtmzZgkZzbWvNefIMExISWLRoUeXiPycnh/LychQKBWA3lu655x6WLVtWo19BQQG7du1i165dvPfee6xbt86p1H1hYSFjxozh4MGDNY7v27ePffv2sXbtWrfvL61Wy+zZs1mzZk2N47m5uWzatIlNmzaxePFi1qxZQ1iY61ITb731Fk8//XQN4yw5OZlPPvmEpUuXsnHjRgYPHuyyf11p6H2r4Nlnn63xmbl48SIBAQGNNk8vrvF6uK5jZAo1wfFdCIrtUGlsgd3bFdt1FF0nP0G3KU8S130sMqVdcjkoZggh8eNrJH0IgoTw1jPxC+tZ77nkXDxYzdgCEDGUaZDIjYCAKLk2RVFr0IhruxGDJ/LIvQsQxfp+RGwUms+SbzqJDXsO2sjBkwkMaDoZ8sakXHIWqeC4H6O2tETyR02ucP8gJvcc6LS/QB8+uudpSnWuPTgffVWVD2C1mClPPUPR6d2UXj5WVdDYCX6+Adw+w/lOuEquwFfl2piS+YcR2Hmoy/MNRa81c/j3THavSyMrpQxRKja+17eJ0evd51v17p6Nb8km7r79HH175eDam3L1X/jhLVk3bIhhfspm6l6DwEZ+6m9NMR0Htm/fXrkI79Onj0d9srOzGTFiBHl5echkMh5//HG2bdvGtm3beOKJJ5BKpTz99NNcvnzZ7TjLli1jyZIldO3alaVLl7Jr1y7effddfHzsv5tvvfUWkydPZtu2bdx6662sX7+e3bt389xzzyGKIlarlUcffRSLpebv3KVLlxg+fDiZmZmEhITw8ssvs23bNvbu3cunn35Kp06dsFqtLFiwgLfeesvl/P7xj3+wZ88eRo0axXfffce+ffv4/PPPad7cngO6f/9+3nzzzcr2DzzwAAkJCUyaNAmAyMhIEhISSEhIYPLkyR7d2/rgyTN87bXXkEqlvPPOO+zevZt33nmHxx9/vPL8vHnzKo2GTp06sWTJEvbt28e6deuYM2cOgiCQmJjI0KFDHYxYm83G5MmTK42tqVOnsm7dOvbs2cOiRYsICQlhzZo1LF261OVrmDVrFmvWrEEQhErD68CBA/z888+V19+7dy8TJkxw8CxWcPDgQZ566ikiIiL43//+x969e1m/fj1Tp04FQKfTMW/ePIf3izM+++wzEhISiIy0h9ZPmjSp8llGRUU1yn2rQKvV8vrrr9OzZ0/Wrl3Lli1bmD9/PjfffHOt8/TScLwerr8gke1uJ7jZaEpzjyEIIr5h3ZEpAho0Zva5vQ7HTOU+mPVyEKxYzU0vsy1VGP4osAyCxAI2obLAs1Shxi+sRaNe77H7XmLmpHnMfnAEKekNr3GSnplCYVFe7Q3rgEQixWJpXHWj5hEBhAdpsNnM/OebHYzv25qoED/KykR6RtbcYX10/M1EBgbzw4EdZBcXVh436J5GF90Vs/V1l9fJL7CHBppK88nd9xMWQ5W6ZvG5vYT0moAyJNZp32cfeQOpVMYXK97GZKr6UdQZDTz1zUc8MXGWgzGoDG9OaO+Jnt+IOpKwLYvv3j+LQVf1IxsSqWr0vMam5uwFf/r3yUHi5CNttUJMtN2IViis9Oudh9UqcPCI+3Dlq8nJvbk0a+dfe8O/EBaznqIM53mNtVGUvouINrc2iXph5TWKinjiiScq/+2p9PWLL75IQUEBoijy448/MmHChMpzQ4YMYdSoUUycONHlwriC/Px8evXqxfbt21Gr7RsyAwcORKVSce+992KxWNiyZQvPPPMMCxcurOw3YMAAAP7zn/+QlpbG8ePH6d69e+X5++67j5KSElq2bMnOnTsrF80A/fr144477mDq1Kls2LCB5557jttvv71Gmwqys7N58MEH+fDDDyuP9e3blzFjxtCuXTvKysr45ptvWLBgAQARERFEREQQFGSvjyiXy92qDDYGnj5Dq9XK4sWLmT17NlB1DwE2bNjAihUrABgzZgw//fRTpecLYMKECYwYMYJ58+aRk5PDo48+yqpVqyrPr1ixgl27dgHw9NNP1/DU9O/fn+nTpzNgwAAyMjKczm3p0qX88ssvCILAihUruOWWW2qcnzRpEqNGjeLOO+/k0KFDvPfeezz55JMO4+Tk5NCsWTMOHDhQwws2duxYpk+fzo8//silS5fYt28fAwc635SsoFWrVgCVuXFBQUEOz7Kh960Cm81GaGgov/32W6VXa/jw4W7n56Xx8Hq4/qLIVSEEx40gKHZYg40tAKPW+a6xzSIHbJj0SgexiMZGlFpQBhSiCc3DJzQfn7A8VIEFiBILzXpNRJTWXuOnrkRHNuOdV1c0Sp2fdb+taIQZ1aSxjS2A7q3sC4LC/CCy0mJ56eut3LfoJ5b/dtqhrSiI3DpgBKse+xdzb7JLBFutMVjMk/H1a47gxssRERYNQN6RDTWMLQCb2UTe4fVYXeTlSSQS/m/2k06LhNuw8dGmNWgNVV4yZVg8wT2aTsI4K7mMFYtO1zC2APIya68lVW+a6ONWXi7jt21RThU3nTl8u3UpQCI2nqqHxl9GXBvPcr/01kLKzOk16rz92QzcxsBQluYgkOEpVoseQ1nDlB6PHj3q8N/hw4fZtGkTr7zyCp07d+b48eOAfaFe3WhxRXl5eWWO0ty5c2sYWxWMHTuW+++/36M5vvzyy5XGVgUVHgkAPz8/p2F/48ePr/y7enHhEydO8PvvvwOwaNEip4aUQqHg448/RhAEjEYjn3/+udO5qdXqGgqAFURHRzN6tD0U/eLFi7XmNjWExnqGfn5+3HrrrU7Pvf3224D99S5durSG0VDBXXfdxcyZMwH4/vvvSU1NrTz3wQcfAHYj5dVXX3Xo26xZs8prOKMiV2nq1KkOxlYFc+fOZcQIe/3Hjz76yOVYL7zwgtOQw3nz5lX+3VjCIg29b9WZNWuWN4TwGuH1cHnxCHVgpEujS5QZEQUBXUEgqsAiRInniy+5OgKlbxwl2QepCIexGKWIMrPTUCyZsuYCXKowIY/UE9ysg8fXrCtfrny3UerE5ObVvbj0tWDN7nMknFATK8wmVNSQwTHMaLmYlY7RbEYudf61cSEzDas1GoP2Z3w0Mvr2BD+/AIpLCp2279FlAIbCLMyljgV3AWwmA7qsS2hinNdb27JzrUuZfa3RwMHEc0ye8TDK4Bjk/k3rgdm3Ph2r5Sqv9JvwcmfPB5CRqaZ92yI0ajMhwXoiI5wv9tQqC76+JoqKHRcBnmKxGUnXbyffdAqF1pfugTdhtsUgFVRO25eaUzlW+h45pgTAhloMp51mDvGqcXTs9+cI221MrOaGLcStloZtDHhiQAFMnz69hhfHHVu2bKn0XN1xxx0u291zzz21jimRSLjpJkf135CQEGQyGSaTiT59+qBSOb7fKkQiwG4EVrBx48bKv915CeLi4mjfvj2nT59m27ZtvPDCCw5tevXqhZ+f802GirDCiusrlU3jiWysZ9i9e3ckTtzjJpOJnTt3AjBx4kRCQ11/J997772sXr0aq9XK1q1bmTt3LgUFBezfb1e4ve2225C6+B2aNm0aQUFBlblmFeTl5XH48GGgdq/OmDFj2LJlC5cuXSItLY2YGMccxwqj7EqqP6+yMmelVepGQ+/blfTq1avBc/JSP7wGlxePiOo4hKL0cziu8mwoNHqkCiMWkxSzXo4otSCRmWqpHQSiREmLvi8gUwRgKM/mxPqFCGI5osSCzSYgeFjXy2ouozBtG6EtJtXrtbmjrLyUdZu+bfA4apUPWl3Dv3xFlFhpul1OAKvNyuXiw1zmcOUxASlF2jLe/nU1fxszDbWi5o/++Qwr248vwGyaAsh55H6QSLUujS2AtMwkB8/WlVj0rs/X5t0zW8z4xHVElLquGdVY5Gc1oSfrGlFSKmf/IfsO7sB+2S4NLqsV9Ib6hxTrLHnsLPo7ZZaq2lBnD9i9wVGKm+jq8zAqiT0JXioXCW9l5cv9T1Nqyq1sr7Vmc6T0LZq1DaZ5B+cLob8yYgPDAUWJc8O2IUilUvz8/IiJiaFv377Mnj2bIUM8Lzhe4U0B6NGjh8t2Xbp0QS6Xuw0rDAkJcfBuVSCXyzGZTISHOxftqe5NqL7xVl190NfXtTpwdVzlmsXFuRb6qS6UcbWL49bnGVbPO6pOcnIyWq09HLl3795ux6ieH3b69OnK/1fkRLl7P0ilUrp161bpfayg+vOaP38+8+fPdzuHCi5fvuzU4HL1zBr7eTX0vl2Jq+fjpenxGlxePCIgqg2tBt1C0qF1mPV2w0Gq9CGm803YhFQKUn5DIjMjkXn+BRMcP6Yy3NFq1qLwLQZb/aTdtUUX69WvNvILc+octnffnKdYvXYJhcX5qFUa5HIlRcX5tXd0g4CEbj6Pc0G3kjKL81CBpqRC+OOXhL1sOn6Q6X0Gk1aQy8FL55BK5Ai2WzGbbyE+RsLg9plEGoo4vd8HiUTiMnHYbDYh9wvBHhvn3Lh255ka0n8soiBidVKkSi6R0qd9D4zFuSiDo+v8eutKaIyGMwcb9oyvZ3bvC+PIsWDatiqmT688VMqqZ5qY5IteX/+fkqOl79UwtqpTYk5EqLZzYzZa2XF0JaW6XKftj+V+hc32TKOEAP+ZUPjEIEqU9QorFCVKFD4N+4w0RgTAlWRn2wuCSyQStyFQUqmUoKAgsrJcRxBUiGO4w5XHxBX5+XX/vBcVFTk97k59sPp7uSnuc2OP7cr4rH6/3Kn/Afj7+1d6HgsL7Zt2Fe8HqF3l0tn49Xle4PyZKRQKp148aPzn1dD7diWebg54aXy8BpcXjwlr1ZuQ5t0pzUkCwDcsHlEipTjrIAUpjkpXFdLgzlBoogiOG0VO4s8Upm3HqHWndlY7ElntP6j1ITyk7rtBPboO4ImHXiEvP5stO9ey4PWHGzwPGxYSyt6sveFVwGQxs3JvVV0ao9kEfE5M5Cb6yN/FdtmX/Zdh/0ZoFjCAxPydTsfZc3ALi1e8x63de6HLuOBwXuYfisKFaAbY8+vmznyIL1e973Bu9qBR+EoEcvf+gMw/jNDeE5u09lb/cdHs+DGlyca/9gjodFKOnggmNU3DrBmXkcts5BfI2brTTTH2WjBYi8kyOgryVBAk64hSDKxxLFt7wmX7xORz5BfkERJ8/Yh4XA0kUiUBUQMpSN1S574B0YOaVDCjvlR4rGw2GzabrUFGdF2NKU+o2EgKDQ1l06ZNHvVxtUj/K+HqOdXV+KiQW68Yr7oH01WdLHdU3/j76LzFYlgAAQAASURBVKOP6Nevn0f9qocIXgsaet+u5EbbjLqe8BpcXjzGZrNhMenxCY1DUi1Myy+sBzJlMEZdfg0Dy9nnWukbh194b0KajSbtxCeU5Bx2bFQPAqMbr95FdZRKVZ2VAB9+5mYG9xvD5eTzJKc1jefteqSgLJXLtrW01dxeeayF7S6ylScp1zvutlmtVhYtfpFu766nfUw7tOnn4Q9vlTK0GUFdR9T64/DPp96jRWwrvv72HdJzM4gLDmNG3yGM6VoVWmEqziH/6GbC+k1tnBfqhNBoNQq1BIP2OiiP0MTkFyrZ9Hs0omDj0mW/BonlmKxl2HC3eHK8n3LRtaCGiIwf3rnMff++sQwugOC4URSk/k7dNq4EgmNrr894LajwYlitVgoKClx6NaxWq0vPUVMSGGjfCCgrK6NLly4NKCFyY1ChqAj2mlfuKCgoqDSQKvpVf/7Va7I5w5k3q+J5gd0T1NSqjo1FQ++bl+sHr8HlxSNyLx0m9dhm9CW5CKKE4PguxPeajM1aRn7qFixmo0tvltUiIkqsSOR+tBrwKoIgUJx1wKmxZTFLyEiNwmySEhGTiUpdM0RGEKXYrDWNn9AWk9AEORdWANiycx2rf15CfkE2ndv3Yu4t84mPbeXxa+/asQ9Hju+pvWHFa7BY2Lb7V4/bX2sUciUGN3Wv6kKW8WANg8tP2oyxkR+zIfseyrWOBZABlv34KR+9/j0B7QdiLitEovJFqvZMpQ5gzq2PMufWRylLPknhia1O2xjyUjGVFSLzCXR6vjHwC1KQq3Vdd+yvxKVEz5+PO9SScBRiIAar8/CXQKljAc845ShS9M49CjHKIZw/XErS6SLiOwQ0yhz/LCh9Y4hsdzuZZ5fV3vgPItvdflWKHteHLl26VP597Ngxl0IHZ8+ebVL1Pld06GAXatLpdJw8ebLGfK/k9ddfJzAwkA4dOtQqE/5XpUWLFqhUKnQ6nUPR4is5cOBA5d+tW7cGHN8PM2bMcNrXZrPVyP+roOJ5gb2O1m233eby+hs3buT06dM0b96ckSNHehSS2lQ09L55uX7wbsl4qZWcCwe4sHM5+hL77orNaiEvMYHjv/yP87ueIz95I2aDa0EIQbBhs4HCJ5oLu5/h9JYHSDn6rkO7pAvxrP5iFr+vG8mOjUP57otZHNrVC4ksAIVPNGEtp9F2yNvEdH6AwOghBDcbS8v+/yaijXN5V4BX//ck9z4xiU3bfuTw8T18ufJdJs7uxsGjuzx+/b26DvK4bQXRQaE0C4lwK4t+vdBYxhaAhCppfrNVx2XdOo7nrHYrGJKZbc9JkyjUKIKj62RsVceidy9KYtE5N/gag30b0slN+/MZW3KlSEi0mm43hTF8ZrOrfn1RkNJaPdPpOQEJcUpH70uYvDutVY59fCVxdPKxS4RvWu6+EO5flZD4cUS2m03tNQMEItvNJiR+3NWYVr0YOXJkZW2iihpEzli+fPnVmlINRo6sem9++umnLtvt2LGDf/zjH9x3331uZcbrw58pPEwqlVYKbqxdu9atl6pCPl8QBIYNGwbYa49VKCmuWrXKZVjhli1bauR7VRAXF1dphKxYsaKG4mR1rFYrf/vb33jiiSfcGmWNjatn2dD75uX6wWtweXGLzWYl9dhmp+eM5SUYtXYnaUUBYmdYrSLa/FCKUpPQl6ZjMTkujAtyAzl7oh3xrZKIiU9BEKxYrRJOJXQmr/Qp2gz6L+GtZyBTBBAYPYiYzvcS1X4Oan/XxY5PnzvK58sXORzX6sr5538fqu2lVxIX7XkMd5e4Fnx2/9Msn/8iXz/8HCse+SfDO7pWVGoMVErn6lv1QSZo8JU0Qym6T0p2RbTSLr1cYDrLhvw5JJS+zYXy1W7j0Nu07FSva12JtBbvlVQT0CjXuRKr1caGpYlNMnZTM3RGHDMfacfspzsRHtd0OW7uaKOeRUfN/yEXqgxtAREbFnJNR5326eRzH0MD36WFagpxytH09H2K4UEfVeZ7nU8oYPOKG9foaj1wIUFxIxElNXOzRImSoLiRtB648Lo2tsCuLDhr1iwAvvjiC7ZsccxPO3jwIIsWOX7HXw0GDBhQqZb30UcfsW7dOoc2RUVFNeqEPfSQ5787nlChoOjKeLje+Nvf/gaAVqvlzjvvdKos+dVXX/Hdd98B9kLE8fHxleceftieD33u3Dlefvllh775+fmV13B3/aysLO677z6ngk7PPfccFy/aUwHuuOOOq+bdcvcsG3rfvFwfeEMKvbjFUFaIocx5nSQAk1aFKLVgNUldKhSatCqsZhFDqR9WsxSlf5WnoUJYQyY3MXb6hsrjZaUatv4ynILcEHb9nMZNU+u++75u80qX585dPMGFxNO0blF7/a6xw2/mhdcerLVdXHAYr89+EJW8SkY4MjCYF2fMpUyv48ClM55NvI4olWp0+sbxrphs5bRSzqCtaja5pgRyTUfJM56gwHyq1r5hiq7EKUdTZs5gd9GzmGy1e5RkUhl33fJI5b8NBj1yuaJeO7fqiFYUK/c49XSpwlvU23NWG78suUhZkWtJ6uuZTcuSYFkSwZEqptzfxp1gZJPSVnMrrdTTMcoyaDGojIyyw/j6+DN+2CgubPXl2I4crFb7xALCZJxI3kCsagRBMtef323fJ3PT1FgUqhvvZ07pG0N0h7uIaHMrhrJ0rBYdokSFwif6uhTIcMVrr73GunXrKCoqYsKECTzyyCNMnDgRURTZtGkTb731FjpdVUmGq+3x+eyzz+jfvz8Gg4GpU6dy9913M2PGDHx8fDh+/DhvvPFGpRT8vHnzGDBgQKNev0LKPi8vj0WLFjF48GCioqKIjm56Zdb6MGHCBG677TZWrFjBr7/+Su/evXn88cdp3749BQUFrFixgm+++QawG9wff/xxjf7z5s3j008/Zf/+/bz00kucOnWKu+66i+DgYBISEli4cCEpKVXiRVe+Hx566CFWrlzJnj17WL58ORcuXGD+/Pm0adOGjIwMvvrqK3766SfAfm9feeWVJr4jVYSHh3Pu3Dk2bdrE2rVrCQ0NpXPnzmg0mgbfNy/XB14Plxe3SGQK3IWnWM1ydAVBGLUqjOWOtVxMOgUmrbrav1VYzVXeMEEAq0XA17/mItnHt5yRk35DlJgpyNZjNtVdlai2UDlPQ+mCAkMYPmhire1u7je0hrFVgSiIzB40yqNr1YfCIvcJxHXlTPnXbCq4ixzTEUSk2LDQvZN7Raexw6ax9MONpMqXsangTo+MLYAH7nqWDm27sXLNZ4yY0Zb2g1T0HBXCa+8+jV5ft9pWgkRCaN/JDp4uZWgcQd2aRhigMEfPjjV/fnXC/EwdSxeeuCbGVgUSQY7KHE/2zs60MT3GlN7P07tnP2Y/1YmnPu5LZHP7TnNhtpHDpW+RrNvk1nNq0FlIu9R0YaR/BiRSJeqAlvgEd0Id0PJPZWwBREdHs3btWgICAjAYDLzxxhsMGTKEwYMH8/LLL6PX63n11Vcr21evmXU16N69O7/++itBQUFYLBY+/fRTxo4dy6BBg3jooYcqja2ZM2eyePHiRr/++PHjK42KJ598kj59+lz3i+0vvviC22+35/keP36cefPm0a9fP8aPH8/SpUux2Wx06NCBXbt2ERFRUwFVFEV++uknOnbsCMDq1auZMGEC/fr148EHHyQlJYW77rqLtm3bAo7vB6lUyrp16yrD7Q4ePMjcuXPp168f06dPrzS2YmNj2bRpU60y7I3JhAkTACgpKWHy5Mn079+/stAzNOy+ebk+8BpcXtwiU/oQENWm1nY2iwyjVk15XjCGUg2GMg3l+UHoiwOoabAJmA01vwSNZc5d9iqNjvhWyfgFK5DK6v5WHdx3tMtzYSGRtG3V2eOxPvvfWqaMm4Popppzh+h4l+fax1z9/JiGoLVmckG7iiTL97TuHIYgcX//85LPsOfI5xxJX0ZdVu2Hju7k469f59lX7+VyynkAiooL+GTpG9z/1NQ6z1vmG0zEkNmE9p9OUPcxRAy5ndC+UxBlTbMQO7k3hyYsjXNVMRnqvqnRFFgtNsryTpN97CO2f76QtONb2LM2hczL9k0ZQRCQCT4cLn2dS7of3Y6lvAG9W381Bg0axKlTp3j00Udp1aoVSqWSoKAgJk+ezN69e5k7d25lW3f1rJqK4cOHc/HiRf7973/Tp08fAgMDkUqlhIeHM3nyZH766SdWrVpVmY/WmPTt25cVK1bQpUsXlEolgYGBlJZe35sMCoWCZcuWsWnTJmbOnEl0dDRyuZzIyEiGDRvGkiVLOHz4cKXRdCXh4eEcOnSI//73v/To0QNfX180Gg0DBgxg2bJlfPHFF5UFh529HwIDA9myZQurV69mypQpREVFIZfL8fX1pXfv3rz66qucOHHCrQhKU/Dkk0+yYMECmjVrhlwuJyIiooYqYUPvm5drj2Brykp6Xv4S6EpyObXhQ4zaklpa2lAFFAKx6Ipcx5QrfEuQa+zeC7NBhq4oAN9w53KnCfu6E91+BiNuia/zvG02G7MfHM6+w9sczv3nuU+4ddq9dRrvgaems2mb6wXem3MeondL52qJOcWFzHx7QZ2u92dDKZOjN9UttM5H44cgCJSWFTs9v2LxNvr2HNIY02sStn2fzLolN470/9UiJiadPv2PVf577ZrRmEx248lgLWZz/t0YbcWoxXDGBH+NIDjmkIbHaXjqI89q7Xj583L8+HG6du0K2MUUZs50LsLi5cYhKCiIwsJCHnroIT744INrPR0vXgCvh8uLB6j8Quk65Sma9ZyA0jfETUuBgOiBdJnwLFKFKyEHG1Klwf6XVcBQ5gs2waWXICQmjmE31887JAgCn7/9C/fNfZqgAPu8O7XrwfsLV9XZ2Dp78YRbYwtg/dF9bs7td3nur0JdjS0AjdrXpbEFsPuAY0Ht64m2PV3UBrJZyDTs5ZL2J3KNx5y2aQpUPlKX5Rn+TKSlRZF4KQ4Aq1WoNLYAjpd+hNFmf8908rkXZz9jCqXIzEccJeW9/HnIzc1l3LhxPPLII5w44brY9fbt2yv/7tzZ86gFL38+5s6dy7333svPP//sss2JEycoLLSXmfC+H7xcT3jjLbx4hEyhJrrzcGQqXy7u+tZ5I0EgqsPNSGQq4vtMsbe7wpKSqeyeLZNOibFcg9UsRSI3OF0kitJAxt49DVGs/wpSpVTzzPz/8sz8/2K1WutVnDInL5N5j9Su6LXl5BF6tmjLhO79axw/cvk83+xyrvTY2FitMYhi2lW5VmMwasgUvvnuQ5fnVapro5znKZHxPvQaEcmhLZmVx4pMF9lb/E901pzKYwHS1vT3fxmVxN2GRcMxGawIItj+9PWXBY4e6cjxo+3w8ytDIjFjsUgxWbWkG+wL7Jaq6cQohzrtHRHvQ3x7/6s4Xy+NTUBAALt27WLDhg1kZWWxatUqhzYZGRm88cYbgL3uULt2rusxevnzk5OTw8aNG/ntt98YMWKEQ8igyWTiqaeeAkAikTBu3PWtxOnlxsIbUuilTljMJo58/yomJzWNguI6ERjbAaO2BE1gJKJMzvnt72E1iwiiBYtRClwZ+mND4VtaGWJYgVwdQbPuj6L0jW26F+Mh8x4dz/Y96z1u3zGmOUM7dkMmkbLvwin2XziD7SqpERj1zyCVf4koZjXquEGaAO4fcQdjugxFKVNwIPEon/6+jBOpnikvhsi6kmeq6ekZPmgiH77+PWNu6UhyqmNYniiK/P79BeJiXEv/Xy3Kyks5c+EY/r6BtGnZscY5q8XGzp9T2ftrGvk5pfyaPRudJd9hjBBZF24KvDYS1n8VtJZsNuTPBmBc8EpUEtflC15aPhgf/8bPm/Fy9XjggQcqRSDGjx/PnXfeSVxcHKWlpRw+fJj33nuPjIwMwF6sdvRo13m7Xv78fPvtt5W1sTp16sT8+fNp3749NpuN8+fPs3jxYg4fPgzY5d2rC6p48XKt8RpcXupMeUEG57Z9hb6kSh3PJzQObVEOVlOV8p/KP4zAOF9Kc/cAoC/VYCp3JpBhQxOSjyi1b8sr/VrQqv+/rouijulZKdw0Od6tGtr1RFzURC5dHoxM8Y9GG9NHoearB98lPrSm8Ws0G3lwyTMcTa6SjO/RuR9nL57g/9k77/Aoqi4Ov7M9vZOQQEjovffeexMFAaUrFgQFOxYUwQYCIiIiIIKABQWR3nvvvbdAICG9bbbO98eaDcuW9FC+eZ+Hh+zcO3fuzM7u3jPnnN/J0Fpy+JSCN418PqKEqg4JhvNE63YRERxH30EjaNfD8sO57/A2Xhjb3U7a/s1XJzNq2PhCO4/8IIoi0+d8zM+/zSA9wyLaUK1SHb7++GeqVKxl13/yxzOZv+51p+O195+HtyKiqKb7hCNiFs2sjx9Ipjmep4I2IrgQsXnnx8aUKPVoe0glXJOSkkKPHj3YuXOn0z5qtZrZs2czfPjwYpyZxMNi7NixzJgxw2WfV199lRkzZqBUKotnUhISuUAyuCTyhSiKpNy9gl6bgtozgHOb5mIy2MusewWFo/G7hzb5Oun3Ap0WSFZ6pKPxypaGr9LmexTqhx8SdOzUfp4e3iTnjo8IbZp1o1+vibzyTr1CG/P5Zk8ztutIh22Hrhzn5QXZxp2Xpw/PdvuCk+vuIRdkhKga2gkaeHkLfLCotY3y5PWoyyz+83vOXzpBicBQ+vd+8ZEQy5j98xdMnW1v9Pn7BrLpz/P4+WZ7WO5cT+PFoa9zNn2B0/Ea+0wkVF24tXj+37iY8Qen0+bSPfBvVDLHtdXkCoHJy1vnS91U4tHCbDazdOlSli5dytGjR4mPj8fb25tSpUrRuXNnXnzxRcqXL/+wpylRjOzatYu5c+eyZ88eoqOjUSqVhIWF0bhxY0aMGEGLFi0e9hQlJOyQDC6JAhNzcT9X9v7ptD28fndizq9Bl+b8VpOrdbj7JVlfV2j+NRrP0MKcZr5ISk6gSbcwdLrc1ex62Mhkcr6dtJTVm35nw7a/C2XM74d+TuMKzg24xh93x2AyWF9rhCC6Bi1zOWb3EeVp3efRlsrXG/Q061aK+ETHCprvjfmakYPetr5e+8tlFi9azIGUiU7H7OD/M16Khx8mWxjozWZU+ciJLAzOpf+KHBUVPfo5bK/fLoT+46o5bJOQkJCQkChupMd/EgVGl57ksv3m4dX3GVsicnXmf3lbaQhySxihTJ6d5S9XeqJyDyqi2eYNXx9/nuk+7GFPwyGOHpWYzSZGj3+WU+cO4+nh+Ol/XtHfZ0w9iMFoQBRt6zfpxHi0JudlAQCObY8plLkVJTGxt50aWwBnLhyzeR0blUFJdVPcZcEO+5dQ1XtijC3goRlbAFU8nmfUS28QXM5+DpHVfCRjS0JCQkLikUJSKZQoMO5+JXPXUTDj7peIXGW0blJ5pqNL9UTplu1BCozogkyW99jr31dcYtnfl7h5K42wkh48+1R5nnumYoFzwT4cNx2j0cBfqxdiNBlz3qGYcHVa0XdvFtpxNp/aRcvKjusZbTu7F6PZVhJPxMyl9C3U9O7pdMzM9MK/jvfiY9hzcDNKhZKWTTrj5Vkwg9PHxx+VUoXeidx9iQDb+z72VjoyQUFT3885kPwpqabs9yBQWYsG3g83H+1JouVT4XTsX55OA6pw7UwSx3beRTRDo86hlCpXOA8aJCQkJCQkCgsppFCiwJjNJo4un4w+w3k9JQCNdzJKd+eheYLcjaDIrpQo1zvPRtKMOSdYuOy83fZ+vcszfmzh5DPFxt1h7eY/+eaHD0nPsFdpzC+iCGZzVWSys49kDSWFTM6iMT9QKcg2BDA+LZHhP47lVsIdu31Mhu50CPwAX7VjT1eDDiV59o2qBZrX6fNHmf3z5xw4sh2jyUh6Ripms8Xb5uHuyfjXv2FAH8e5Z7ll7EfP88/6JXbbBUFgzdKjVC5fG4Cj2++ydEq2eIgoisQZTqI1xeKliMBPWaFA85DIRqWR8/lfrR/2NCQkJCQkJHKNFFIoUWBkMjklq+SQpCqIKNxc50FVaDqJ4PJP5dnYiovX8uufFx22LV91hdt3XIe35ZYSgSUZ2n8MC2euR63S2LX7unviqXHL87iCADLZ5UfS2AIwmk0kBDXDvWpVFP7+yH18MARFMvtgnENjC8BgeIU9MdUwmh0UpXWT06pPeIHmdOTEXvq90Jz1W/8iMTme1LRkq7EFkJ6RxodfvszBo87VzXLDx29+S/Uqtga7TCbw/ODO3DOu5mrMJkTRzMGN0TZ9BEEgSFWLcLcOkrFVyOgzTdw47/rhjoSEhISExKOEFFIoUSh4lXAtgCAIZpcGhSBT5jtv6+DRWIxGs8M2s1lk36G7PNOzXL7GdsSvy2ej09sbj0kZaXSoUZ9Npw7neUxBcBy29qjwxQwVXdeWQl2qFLPnw+RvwGQqh0pzAoXqJ2s/mSBQO/xp9p/tSKJewZboOtQJuEwJN8sCuWwNX7oPK09IuKPyALlnyvfvk6nTuuwjiiKL/pxFw7ot830cP98AVi48yNbd/7J6+yxUbmYaN66Gf4APJrOOm/E7MYtGUhP98n2MxwlPXyVpSc5z+oqL1MRH+/MiISEhISFxP5LBJVEoeAeXRe0VgC7VvuArgGiWYTbJkMkdG0ae/tVc1tRxxOlz8fyz7hrnLyW67KdWFa4jd9ueNU7bDl67iCAIhVq3SxRd52sVNWZTDS5dKc+5C5CcChO/zmqRoc+ci0H/JnLFWmpHXuHljnr8Pb1IbjuRM8n9kXlXpWHd+tSpZkAQwN2r4HVRUtNSOHgsd56razccez7v5+qNi5y9cIyggBAa1m1p52GVyWTUrlMJRaDjPLboxEOUqtydmJuF40l9FJHJBZ57pxoh4R5s//sml44nknTv4Sh3CjIILVswg11CQkJCQqI4kQwuiUKjWoeRHP9nCmaHwhIC+nR3NN5p9i0yFaVqvJinY/289Bzf/ngyx34atZyWTQsuL6/NzGDDthXci7uDaHZsNAIkp6U43C4IMjs1v/txZVQ9LGNLFNWAiD5zGmAxtn793UE/cyWM+kpcvqOnfLXfUGrcqVGuAV1svJ6uDS2T0cy92xlo3BX4BtmHa96PTCbLtVEbXsq5ZzM9I403Jwxi4/aV1m2R4RWZ9cUfdkWNU7RRTscxiwbqdVFxfKuAyeh8TjI5mE0gU4D50dFeyRVmk8jOf25y4+x997cAFFEGsEwGfiEa4qPtjbraLYLxD8576K6EhISEhMTDQhLNkChU9BkpHP37S8xGncN2lUcaKo8MBJnltlO5hRBe5zXcvCNyfYwbUan0HrTWoSz6/QgCvPd6XZ59qmA5NPuPbOfVd58mKTmhQOMo5AqHKodGQ3cgDYVye4HGzw8CvogkOWwzGjph0E1AFMvj4R7IiZ0Cg1+BvQedj3f9JGjUeZvD7n+j2PL7dVIT9WSaE/GP1PL8qFZUrOY8z2vI6E7s2r8xx7F/nb2Fpg3aOmxzJogR6B/M9pVXcHfzsG6Lit/LlZh1DsfR6w1EXwxkw4Yt3L6cRoi8GaU0bZAJts+zQiM9SE02kJoghcPlRFApd2o1L8HVM4lcPZWdr6XSyPH0VRAQ4kHDjiWp0yrkIc5SQkJCQkIid0gGl0Shk3T7Amc3zXXeQRCRKQz4lapBpVZ5V5GbveA0c38547S9fFkfykf40K93eerWKlg9r5S0ZJp3Dyct3bHnqjAQRTn6zJmoNOMQBMeGqvN9NUBmvrxgCrkCgWYYTDsctptNFRBktxAELV6ekbw7+l3OnH2J+YsdjxdZBvblbAPZsH/dbZbPOo/enMqx1BlE63YhYkYmKOnV6TkmffA9bhp3u/3OXTxB/5dakZrmXDyhXGQVNv1x1mHbvbi7NOte2qnM/xcfzuPZXiOsr3XGVPZf+gZRtJXA12p1fPP171y9aivDH6SsTVPfz5ELKqfzkyg4TbuF0efVyg97GhISEhISEi6RVAolCh3fsEpUbPk8Ko9sIQGVhy/u/mEoNZ54+IVRpl5/KrZ8IV/jp6W79hB88k4DvpzQpMDGFsCq9UtzZWxp1PZGwYOo1Y7DoATBhEozGoPunTzPTxSDscR2OWt3vF0hV/Dt5N8QueV0X5n8EoJgEaZITbvGh1+8jLfPdKcerJfzWB/abBbZ8ud1APYnT+C2bgcilrBLs2hgxfqFvDlhMKIoYjTaGkZVKtbin0WHKRUa4XT8FwaOc9p2/dZllzXVrl63LTGgVnhRqWRvhAe+MjesPWxnbAHcMxznqnaV0/GLk7CS6XTvfJOhz13imd7XqFg+6WFPqdDYu+Y2t68UXokGCQkJCQmJokDK4ZIoEgLL1iEgshYZiXcRZDLcfQsv9KderRIsXX7JYZuPt4ryZX0K7Vi379zIVb9MXUaOfRrVacnO/RsctgmCGQ+P9URGtOHilW25np9o9kOmcD5HQQCD/iWUqh9tthtNRo6f3o9GrSct56lbmffr2/gGfEVKWjJmcxBG/WuoFK/z2gtqhgzI/TgAaUl6EmMyiTecJc7gOB9v/da/qNxMg8Ggp3G91rz+4ic0qtcKgIjS5fn523X0e6E5icm2Yi0N6rSgd9dBTo8dGhLuMg8srGSE3bYQ39r4uIdzN+kYOmMq7spgdmya7/QYUZlbqeD+jNP24qBShSQ6to1G9p+d6ONtIKykFj9fPQcOl3iocyssTu6JJayc18OehoSEhISEhFMkD5dEkSEIMjz8QwvV2AJo3SyUyhV8HbYNHVAZjbrwniOUj6xSKON4efpgNJlc9qlUwczzz/TN9ZgmY3urB8oVRt17GHRj7bb/8vt3pGU4F4NweEyziZS0GCATmSwKleZdGjXszusv256bTq9j3da/WPTH9xw9uc/hWGp3BXKFQKLhgstjGgwWj+b+I9sZ/FoH9h/Zbm0rF1GZVYuPMPTZMVSIrErNqg0Y/8Y3/DJzA2qVrSvObDKSeu0EsXv/QnF5Py1qN3N4PE8Pb3p3eS77nI1mTuyKYf3iKxzfkkGIRysqh/bm2u4wtJnOrVWj+HBU/LKQyURaNo2xGlv307hBHH6+Orz8Hn7Io0+gmj6jKuV7/31rb/Pli3tZOefCQ1NOlJCQkJCQcIWUwyXxWJKUrOOb2cfZsPUmer2ZkBLuDOlfiQFPVyzU42Rmamn9VHli46Jz7uyC3l2eZ/eBTcQlxOR7DINuFAhGBMyYjD0wGbuhdm+HXLHd6T4mYyN0GfuBTDQeFZDJnYcQFoQ5U1bQsXVvAA4e28Vr7/W1OVeFXMEzPYbx9qgv8PMNsG5fOuUM/6xfxqGUybk+VrVKdfl28jLKlsn9e202Gbl3YCX6+wo1J6WnMv73BZyJumLd5u8byKwv/6RxvdYAxN/RMvejY8TfyTZs1W5yhnxQg9ULLrPi2Dvc1mVL1PspKuOjKItJNFBK05qS6ka5nmMWSqWIweA4TNTXN5OkJDWuwkizCAtN55lezr2fe/aX4PCxwDzPzxmC4DyE1RW1WwYz8O1qvNNja4Hn4OWr4rVv6hMQIqkYSkhISEg8OkgeLonHEl8fNZ+934gdq55i0989WfNbt0I3tgA0GjcWzdqIn2/+F6YatRvVKtclLiE2b/vJVdZltUyQIZfHYdB9gj5zLiZjD0CG0TDC6f6iqMGQOStrNHTajYhi0WjMb/pPWj0lLZkXx/WwMyyNJiO/rfyJAS+3JkObXa+qx4sVqF2hPSrBO9fHOnPhKO2fqUTPQfU4ccaFZOJ9pN88Y2NsAfh6eDF7+OvMfWcaH46dzszJv7FndZTV2AJYOvWMjbEFoNOaWPT5KbSpBiq5D0COGpXgTUvf6bTxn0Vd73E08Hk3z8aWIIg0qG3Gz0VEbHJy7owtctFLpZEhkxfO/dB9eHla9HauKumKCrX9kMkENB7yAs8jNUnP5t+uFXgciZxp3bo1giA4/adUKvHy8qJixYo8++yz/P7774VanzCvLFy40Dq3/fv327RFREQgCAKdO3d2uO/OnTvp0KEDgYGBuLm5ERkZybx584pj2oXKuXPn7LZdv37del2+/PLLhzCr/DN06FCX96BCocDT05OyZcvSq1cv5s2bh8Hw8Au3P65kXW+NxnnpFkf3mIQFyeCSeOQwm0UuXUniynXnCnRZuLkpCApwQy4v2K18/hIs/wd274MHy2xVLFeNXatuoFLlTu/cT1GJsm698JKHUyIwhBJBoUyePo68FC3yUnmQadJb9zCLZmSK3/HwbAVkGQA6BCHGoVfBbCpPZtpJzOb61m2iuQpmY9dczyEv/LXmF54e3oSvZ77rUjnw4pXT/L1mkfW1l6+Kt79ryXsv/IRKkbPwyP2cPn+Uwa915PZde9GKB9HeueK0rbKnG8MHvkH3js+iVmf/kNy5nsaN847PJTPDhJe/Gl9lBZr7TaGp72QCVTXyNP/7KVPKzGvDzHRsJbqU1c/LevXOXTe0WudGTHxqAGGFUEBYpZHToEMo3YaVo2Xv0ijVuf8slijtTp1WIRzfGUNmuvOQ2+DS7ngHqPHyU6FUyZArnRuKp/fey9P8JYoGo9FIWloaly5d4o8//qB///40b96cxETXheofNQ4cOECHDh3YvHkz8fHxZGZmcv36dXx8Ci9XuKhJSUlh1KhRdO/e/WFPpVgxmUykp6dz7do1Vq1axYsvvkjNmjW5cSN3udkSuefu3bs8++yzvPrqqw97Ko8skmiGxEMhPcPAlp23SE7WU7NaALWqWzxIm7ZHMWPOCW7fsXhBIsO9eHtMXZo2KJp6Oymp8PI42JodFUZkGfjpW6h+X/rWzHmfotfnRrJdRiOfj3GXBwNwM3MTR+Km5HleRieVcUXhIgPrvcXB2yZup/2NILMsLg2Gp8FcATBiMvbAbGrpcH+zuS5y1uR5Prnh2Kn9HDu1P8d+2/es5flnXrG+VihlDB3Zj5792vL3mkXcir5GWnoqf6/5JcexUtOS+fXP2bw72vWTWdHsfDH/oNR7Finxrt/vsHJe3LmeRgBVc5xnTty4JXD+MtSvJVKyhMjN2wJaUxwiJuu9ZCH3HimTWcbu/SVo3/qOXdmAU2d9uXBaBAqm8KdxlzN4fA08vC2FrXu+WJH67Uqy/terXDmZiE7r/LpHVPVhyAc1UWnk7Ft322k//xANr33TAI27HOG/E5nxxkFuXXI8dylGvvg5duyY3TZRFMnMzOTatWtMmzaNI0eOsHfvXvr168emTZsewizzx9SpU9HrLXmkkyZNom3btmRkZFC3bt2HPLPcM27cOObPn0+ZMmVy7vyYsmbNGkJDQ222iaKITqcjOjqa2bNns2XLFs6fP0+XLl04ceIESqXyIc32yeP5559ny5YttGrV6mFP5ZFFMrgkip2tu27x0ecHSM/INioa1i3Bc89U5N1P92E2Zy+Zrt1M5fX3d7F4dnsqV/RzNFyBGPeBrbEFcO0GDHgBDmwGdzdIz0hj6V8/5Gq86h4jbBbI4ZoOpBlvcz7j1zzNS+ukcDTA+YS1BHjIic7IfpJv1H2MaK6Z47iCcJdA/+Bc55KJItbF+v1/FwRnnkJ/30BeeM4i5W40GklOSWDLrn9zHO/UucM2r1dtWMayv38k+u5NKparzvCBY6laIhx90l2H+2uCHC9CQsp4IJMJNvfj/Vw8Gk/tlsEc2nTHYXveENi0U2DzTpE4w1lOpv5AotEiTe8tj6S654uEqBvmedSz5/1IT1dSp1Y8gQGZpKUpOX3Oj9NnfQs845AyHoye1gC1JtuLlhBjyXlLS8o5bKdhh1C8fC2iHa7ELhLuZvJRvx34ldDQ6qlwmvcsTdWGgU4NrnI1fPN2Ik8w6RlpXLp6hrT0VDw9vKhQthoe7gX3aj5I7dq1nbY1adKEp59+mlatWnHgwAE2b97Mhg0b6NSpU6HPI79cv37dadv585bPYbNmzfjggw+KaUaFy4NlNe4nIiLioYZ6FhZVq1YlIiLCaftTTz3F008/zYoVKzh37hwLFizgpZdeKr4JPgEsXLiQhQsXOmxzdY9JWJBCCiWKlTsx6bz76T4bYwvg4NFYJn1z2OHi1mAws/gP10p2+eH2HVjr5EHrvThYtc7yd9R/HhdX+Mkr0dJ3OhU9nrVrK+vWI9dzEkUBg861S/58/HVO3bMNkRPNucmfSUWu/J2BT7+MWuU8BluhUKPXfoIu4w+0qffITNtDRuo1MtMuo9P+hNlUITen4pRu7fvl2EehUPDD138z7uXPrF4NZ/j7Zddb++Lbt3njw4EcOLqDqOhrbNn1L8+/2o4lv/xMylUzaVEmrt68y+ZTRzh67SKiIMOnouNcK59ADbVbBjtsA4i/m1lIxlY2ycab7E5812psAaSYrrEv+SPi9afzNeaNKE9Wri7DvF8q8dtfZTl91o+8eMocoXaTM3JSHRtjC2DrnzdyZWzJFQJVGmSLp5SMyNkISIzNZOWPF9mw5CoVavs77ZeW5LpO3/8DF6+c4aMvX6Vxl5L0GdaYwa91oM+wxjTuUpKPvnyVi1ecF44vCtRqtU1+0O+//16sxy8I6emWaAtXi3mJRx9BEJg6dSqy/2RbH6d7UOLJQDK4JIqVlWuvYTCYHbbdi3f+lPvMhYRCn8u1G/b5Wvdz5b/c+0D/YOQy1wn9lT0HO83h0cgDkJE7+W3RXAuD7ntMxqa56p+FTH7WdQfhOhqPRshlaZQOjaRF445OuxqNOlRun6BUTwZBi9ncFMQIRLEcJsMLZKYfA7Gty8MFBTgOAW3TvBud2z6d4/mAxeg6d+lEjk9f+/awVFy+HnWZeUu+sWsXRZEft/9KUloqn21YwLCfP+ezv39h7KJZDJ47lYt3nEvjPzO6MnXbhCAU0zflpYzlmLD/HIiYuJCxrHgmkQt0WhMZqfaG1dmDcbnav8OASLz8sj2dLXqXzvU13vH3TU7udi5Ac+N8Cslx/7/y8POXTqfLgBos+esH0jPSbNrSM9JY8tcPdBlQg/lLpxfrvFq1aoVKZfkePH06fw8PHgbm/34kFAopIOhxp2zZspQtWxZ4vO5BiScDyeCSKFbu3E3PuZMD/HxyJ1iRF8JLuQ6RK1Pa8n+gfwmqVXYdr39Lu5V7+uOkGW1l1+/pj3Mg+TPM5O6pu0H/JgAmJzlYzlCopjlpMaPUDMXNMxKZ/Bxm0czbnw7l+JkDuRjVDGJpB9s90KbPdLqXh7sn333xB9M/W0KbZl2pULYaTeq34fPxc5kzZQVyee7V6A7cV3PLES8NftdqPG7e8Y9T4yxVn86UvYvYf/uUzfab0dcZNqaz3cI0C5VGzsC3qtFjePlcz7kgJBicex7iXbQ9DKaOOsCiL04Rdye7Fpmjml/WNrlA+Vp+DBlfg/b9I23aylX3o/uICihVOf8k6TNNXD3tWnhBm/7/Gd4yf+l0Jk8fl+NDClEUmTx9XLEaXYIgEBhoydVNTk62axMEgeXLl7N7924aNGiARqMhODiY7t27o9PZhlhv27aNZ599ltKlS6NWqwkICKBFixbMmDGDzMy8G9sPqhTer9yXJbDwyy+/WLd98skndmP8+++/9OnTh9DQUNRqNSVKlKBTp04sWrTIarQ9SJbqW/fu3UlOTmbw4MF4e3vj7e1N3bp12brVtlTC1q1bGTFiBJUqVcLHxweVSkVwcDBt2rTh22+/Rau1VVT95JNPEASBX36x5MPeuHHDeg5ZoWGuVAqzlChfe+016zl26dKFEiVKoNFoqFixIm+++Saxsa4VeI8ePcpzzz1HWFgYKpWK0qVL88ILL3Dt2jXu3r1rPf727dtdjlMYlChhKfj+4D2YdQ9MnTqVc+fO0bp1a9zc3AgMDKRt27bcvWsbkn7kyBGGDx9O2bJl0Wg0+Pr60qBBAz777DO7sR/EbDazYMECWrRogbe3Nx4eHtSuXZtp06ZhMBj48ssvEQTBpVd1165dPPfcc4SHh6PRaAgICKBly5Z89913dp+XLLLuh+rVqwNw6tQphgwZQunSpdFoNISFhfH8889z/Phxh/s7UinM2rZjxw4AduzY4fL9zM912759u3XMuLg45s6da90/IiKC9957z+l1epSQHtlIFCuRZZzLfysVMgxGxz9MvbpGOtxeEMJLQfvWsGmbfZufL/S+T9Cve4dnOXn2kNOxovRbiNJvASBIWZt63u9yOeNPLmv/ztVcRFGNUT8ck+F5QI9SuSD3JwIolH8hmsdh0H0C/HeNhXhU6pEoVPZziIuPQSaTY3YhJmE0OA/9E83VMJuqI5PbPyVMz0hjyOiO/DlvD/NnFEygw93dk4Qkx16T8pFVbcQyzKILdyVwOvayw+3xiff4d8My+j/1otN9PXyKp0CwUuYFTt4SleBVLHPINSKc3B3LtTNJjJ3ZEG9/NTWalmDXP449hm37lqHzoHIO225dTmHz0msY9K7fwyyirzo2kAE8fZUEhuZN8fJJ4OKVM3w+48087fP5jDdp0agjFctVK6JZZWM0GklIsEQqBAQEOOxz7Ngxpk2bZjWaYmNjSU9PR622PHDT6XSMGDGCJUuW2OyXkJDA7t272b17N9999x2rV6+mSpXCKVqfExkZGTz33HOsXLnSZvu9e/fYuHEjGzduZM6cOaxcudK62H8Qo9FIt27d2LNnj3Xb8ePHrd4YnU7H888/z/Lly+32jY2NJTY2lu3btzN//ny2b9+Ov7/zkNv88vrrrzNzpu2DtkuXLjFt2jQWLVrErl27qFy5st1+ixYtYvjw4ZhM2V9st27dYv78+fz+++/89NNPhT5XV2QZh87uwaioKFq2bElcnOV3JzMzkxs3bhAcbAkvF0WRd999l6lTp9o82NDpdBw+fJjDhw/z3Xff8ffff9O8eXO78XU6HU8//TRr1tj+Np44cYI333yT5cuX06ZNG6fzN5lMjB49mh9+sM0r1+l07Nq1i127dvH999+zevVqypd3/qDwt99+Y+jQoTbGWXR0NEuWLOG3335jyZIlPPusfYpEfinodctizpw5fPTRR9bXN27cwM3t8ai7KHm4JIqVXl0j8fR0rAzUrk4mDaraez+6dyxDz86Fb3ABzPgcGtSx3VYiCBbPAc/70krat+qV6zHvGY6zM3Fsro0tAEHQoVT/gJtnABqP2giyvNXsAlCqp+Pm5Y+bZzAajxq4eYY6NLayEEWRgPvyn+xxnucFIKIhMtxx7TOdLpMfFn6Rm2m7pHVT5zL2z/Z+weZ1uxbOc+U0chVmF0/9r1w/77QNoEqDwDzJneeXcE0H521uztseJqmJevb8a/HstnmmDH7B9vdNUCl3WvRynmf49+wLufZKqTRyl/L4bZ6JQKH8//tpW/zn93kWPxBFkV+Xzy6iGdmyY8cOqyHVsKFjAZgvv/wShULBt99+y549e/j2228ZO3astX3YsGFWY6t69eosWLCA/fv3s3r1ap5//nkEQeDq1au0bt2aO3fyn18ZGhrKsWPHOHbsGCVLlgSgR48e1m0vv/yytW+/fv1YuXIlgiBYDa+DBw+yatUq65z27dtHt27drGqHD7Jp0yb27NnDgAED2L59OytWrGD8+PFWD8dbb71lNbZ69OjB77//zt69e1m/fj1ff/01ISGWEO5Tp07x+eefW8d9+eWXOXbsGD16WL4bS5YsaT2Hnj175vp6LF++nJkzZ1KxYkV++ukn9u/fz8qVK62KdHFxcbzyyit2+23cuJGhQ4diMpkIDAxk2rRp7N27l3///ZfevXuTlpbGkCFDcj2PgnL58mUuX7Y8eHN2D86aNYukpCQmTpzI7t27mTdvHh988IE1l/iDDz5gypQpiKJImTJlmDVrFnv37mXjxo2MGjUKhULBvXv36Nixo8OwxREjRliNrZYtW7J8+XL27dvH3LlziYiIYN++fUydOtXpOYwZM8ZqbHXt2pU//viDgwcPsn79el599VWUSiUXLlygffv21gccD3L79m2GDh2Km5sbn332Gbt27WLLli288ILlN9VkMvHyyy/n6KkDmDhxIseOHaNevXoA1KtXz3qP1a+fXZamoNctiwkTJlC+fHl+//13tm/fzjvvvFOs91BBkDxcEsWKv6+GWV+1ZPxn+4n+L7xQJog0LBdH1yrXUchFmkX4c0tsipuXL+1alaZ29fwXHc6JAH/49zc4eAROn4eQEtC+FagecGhElC7P092H8tfqhbkaN8PsWBEvJwRZAgL5z1cTBBMIsQjkbLCJopkF365lz8EtfD3L3iUvV2zEqH/LyYHuIpOdQKcr6XT8nMIBc8JoNLJr/waHbYH+wTz/tO0PfLmIygx8+mWW/jXHrv8zVduz9PQ6p0ZX6TDXBr27l5KuQ8rxz9xLuZx9/ojQdCFWf5ho3W6b7YHKmlR0L7ynjYXNxeMJdBlSDm9/NWOmNWDXPzc5cyAOmSBQvUkQLXqVxt3L8YOWhBgtNy+k5Oo4Ko0cTx8lCZmO3YByhUCrp/JXgPlxJj0jjZXrFudr3xVrF/Hu6K+KRL0wi6SkJMaNG2d97WyBZDabmTNnDs899xwATZtm57KuX7+eZcsseYydOnXin3/+sXq+ALp160a7du0YNmwYsbGxvP766/zxxx/5mq9KpbIqL2blnfn7+9upMS5evJg1a9YgCALLli2z8wj06NGDDh06MGTIEOsT/DfftPdCms1mOnTowJIlS6wL+969ewMWj8ycOZbvtAEDBrB06VKbfTt16sTgwYOpXLkySUlJrFy50rpgDwkJISQkxOrxuv+88kJMTAz169dn+/bteHh4WLd369aNpk2bcujQIbZv386tW7coVaoUYPn+fuONNxBFkeDgYPbt20dkZPb3bPfu3fnwww+ZPHlynueTH3Q6HaNGjbK+dnUPTpw40apI2axZM2vb2bNn+eqrrwCoU6cOW7duxdfX19reoUMHevXqRdeuXdFqtQwfPpyDBw9a2/fu3Wt9YNC/f3+WLFliFfFo3LgxzzzzDC1btnRqcOzatYvZsy0PSL766iveeecdm/ZOnTrxzDPP0KFDB27cuMGECRP47rvv7MZJSkrCx8eHAwcOULFi9kPTtm3b4uXlxfTp00lKSmL16tXWz6IzwsPDCQ8Px/O/J9Senp5291hBr9v9KBQKNm7caL2XHicZ+v+/x4ASD53a1QNZvawbP3zVkBfbXmbiMycY3OIaCrllMVwxOIEu5fcy7tVaRWps3U/DejD8Oejawd7YyuKLD37ijZGfEuhvCS3w8bYP2xBFOUZjKwy6URgNvRHF3OcrFTcatRuR4ZWoEOm4jpRMvgmZfLPDNqV6Ah5u9TCLjkNkADzcCxYCt3nnKm7cclywOCHpHvGJ9gVuP3t3Nt079re+DvYI4KMWL9CvWgcahlZ3OJanhze9Orv+UQFo0SucQR9URKd0XjOqoMgEOY28J9DU53PKaLoQrulEI++Pae47BblQ+HmMhYXqPrVCL18VXYeU5+3ZjXnz+0Z0er6sU2MLLDlZrvD0VRIU5k7DjiV58/tGBIY5Dxf0K+HaK/ukcunqGad5iDmRnpHG5Ws5iO7kwPHjx+3+HTlyhI0bNzJp0iRq1KjByZMnActCt06dOg7H8fb2pn///g7bZsyYAYC7uzuLFy+2MbayGDp0KH379gXgr7/+IirKuSBOYfDtt98CFuPIWfjV4MGDadeuHYBdGNj9jBw50qEi6+nTpylbtiwqlcqpLH1wcDCtW7cGLN6LouCLL76wMbbAsvgdNGiQ9fWZM9l5ptu2bePcuXOAxTi439jKYuLEidSokf+C8fdz9uxZu3vw6NGjbN26lW+++YbatWuzceNGANq0aWM1aB0xcuRIh9tnzpxpzcdbtGiRjdGQRYcOHaxe2UOHDrF3715r2/fffw+Aj48Pc+bMsRpbWfj5+bFggfN0gqz7rW7dunbGVhZt2rRh6NChACxYsMBpPtdrr71mY2xlMWzYMOvfhSUsUtDr9mA/R/fS44BkcEk8FGQygTLeUdQpk4C/p32YhS4tgdR7j1Y1eIVCwZgXP2b/umhObk9h4bfrbNpF0Qswo1DsQKGaC6I3RsNgRLEQilf9h8lU1hpOlZNcOuBS/l2v1xEVfY3aNRo7HEsQQO3eA4XqcxAsdbsE2RGUmv4Iwl3i7v3LzZvODRW9Qc/1KNu8KZPJxN5DW9mwbQX34rK9gBu3r2TAS61p0CmY3kMasvzfhew7svXBIa2YzWaHi0RBEPjk7e9Qqy3nHZMez/YbRzgTe4UB1TsR4Rdm09/P25eZE77F28vX6bHAEnq1+Y8rvPJ+b2JSC7Y4zQlBEAhRN6Se95vU936bME1LZMLDMdxLlHZHrsj5PqvZ1FVoag7HKOWBT4BzY/JA1Bwu3zjDoU132P7XDRp1DHXat1HnMKdtTzI5la0o6v3r1Klj969+/fp06tSJjz76iFu3LCGnffr0sT6hdzaOI1Edg8HArl27AItnJCjI+f324ouWXEyz2cy2bQ4SdAuJuLg4jhw5Alg8A67Iqjl25coV67V4kPvDr+6nbdu2XLhwAa1WS7VqznPtssIKnS2wC4JSqaRlS8dCTvcvftPSso3+dessv49qtZp+/RznA8tkMqtxUFC6detmdw/Wq1ePdu3a8dZbb1nrqTVv3pw//vjD6e9nmTJlnN5fW7ZY8rQbNmxoFZ5wRNY9CLB5s+WhpdlsZsMGS8RGz5498fHxcbhvgwYNHBqhZrPZWjDcVY4XZN9vGRkZHDrkOPc86yHAgzh7PwtCQa7bgzj7nDwOSCGFEg8Nk8H1D4NJX/g/HIWBTCbD08OL0JLZBXMtRYGzFy2CYEChWlToxy5ZQosgC6VqpTpUrViHsJBwJk57g8zMDIf9jSbnNZHMopl5v07l8w9+QiFXYDDa9xWETFSaD1BpPkCn/RjR3Amj7nNk8gMo1Z+C6I3J2AS5Yp/dvjH3bjNoVHs2/3ketVrDvsPbeGvCYO7EWhYcSoWS/k+NpHRYWZtk//iEWN6ZOAwhh1pRwUG2i+v0jDQ271xFckoiowe9zYyfv8BoMrLr5jF23TxGoH8wi2ZvIinxNru3fIuHPI2GlUuh0m3m0u4zhNd5A42n4wX76gWXWbJ0EXczjiKo1C5zrR4mhVWcOouBb1dj+XfnnRYZzmLHiptUaRiIf3Dek5dlcoGOz5Xlz5nn7NoSDRe4qP2d65nraB8wn31rIaSMJy2fCmfnips2fWu1KEHL3o5UNZ98PD0K5k0u6P6OUCgUeHt7U6pUKRo1asRzzz2XY/hPaKhjY/rGjRtkZFi+4xo0aOByjPtzc86eLbqHIydOnLD+PXr0aEaPHp2r/a5du2YNu7sfZ+eeRZY3RBRFoqOjuXz5MhcuXODEiRPs3bvXOp+iKGIcHBxsDa18kPu9XvcXv83yaFauXNmlqEFO72dBkMlkeHt7ExISQoMGDejbty/du3d3+bDS2ftgMBis+V85zblChQr4+vqSlJRkvQejo6OJj48HLB4qVzRo0IBTp2wVda9du0ZKiiX0+ptvvuGbb+xLoDji2rVrDkUowsMdh147ez/zS0Gv24Pk9Dl5lJEMLomHhk9IOZwFfMgUKryCythsi0/I5G5sBmElPfAtApn4vOLt6YNG7UamTluoi1xXKBRKIiMqsW33GrbttiTeKhXOw7VEUXS5CD90fDfJKQkOja0HMRktieIa97bI5NkiE5bfdxlgrzB3+84N+r3YAh9vPw4c3YHBkO3NNBgNLP7ze5RKxz/kIs4XDnVrNKFS+ewnZRu2reDtT4eSlp6dC1S/bCWqhJUhKT2NciFh9B/8PiXK1eDqwVV0qh0AZKtU6dLvcP3IVCq1mIrwQM21tGQ9u1dFcUdnCXG4o9/P7cydhGlsn/iKoujyh1ylkecYPlcQzKKATCjcxdYP7x1Fl5HznBNiMvl9xjle+cL1QsIZjTqFolDCvKkb8BDCMZjTuZm5iTPpPyNiRicmcUO7nooez7J/3W3e/L4RjTqGcmpvLCajSJWGgYRXdK6A+qRToWw1PNw98xVW6OHuSXknYcW5pbAW+V5ejg2/rIUq4FTpLwsfHx+USiUGg4HERNflAwrC/XPKC0lJSXbbVCqVU4Mmi40bNzJz5kx27Njh0PMgk8mKxNgC7EIJ7+f+77z7jx8TY4mKcKYGmEVO72duuXbtWqEUp3Z2D94vQJGbOQcFBZGUlGS9B7OuB+TvmhTm/QbO31Nn72d+Keh1exBn78/jgGRwSTw0vIPL4htakaToi3ZtJau0QKG2PBVLSdUz6ZvDbNl5C5NJRKmU0a1DGd59vS5umod3C6vVGp7qNphlf/9YbMeMjrlJdIztk31nxlKAXxCRZSpx6NhJwLEoQVy8jN5DGiITZDnKqssENxTq4TbGFmQZc873PXXusMtx7zfCckNgQAjTP8uWhb5x6wqvf9Af/QPjHL56gfDAYN7qYckJMVw+jDbQj/QEe08KgEF7j5R7x/AJtg1ZuH42GZPx/h8ekQMpkyitb0u4pj1KwYM4/UmaR3YnNtb5wqQojS2jWUAhK/zFVm6MrSyunEwkIUbr1MsVdSmFhBgtJUp5UDLCXqDBMzSDDfeGI0OFGQM8YHAnGi3fE4mxllpDweEeBIc/nrH8hY2Huye9uwxiyV/Oc4Sc8VTXwUUqmJEXnD2wyOvCLytfJDdh1/nlfpnzH374gcaNG+dqP0f5JznNc9y4cUyfnl0zTSaTUaFCBapWrUq9evVo06YNv/76q8scseImS5HRWQ2yR5XCugez7o+s8e5XqMzPNbn/fvvoo4/o06dPrvYLC3u4YdYFvW4PUpSf6aJGMrgkHiqV2g7j5pG1xF4+hMmQicrdh9BqrShZNdt7MPaD3Rw5kS2QYDCYWbn2GmnpBqZObOZo2GLjrVc/Z9nf83BaPOkhIJfLCQ8rR6B/MB7unpgMfVGo5jvsm5I8kEzdZzmOGeDhi2/pX7h8c1VhTzfPvPXKJBtVwd9XzrMztrJYd/wAL7XviUapwmzIJO2O6yRgfYa9uqTa3eLxKqluRpQuK6/MTFTmZqIyLXHm/spqxMY6r1t2PzK5gNlUuMZRURhb+SE1UW9ncCXEaln8xWmiLmYb/RVq+fHcu9XRuCs4tTeWmxdS2L/xOgrcMeI4PFYt8wUshpaEPYP6jmLp33PytMARBIHnn3m1CGdVONxfV+rePXuxnPtJSEiwLtqKoh5VFn5+fta/fXx88qX+lxtWrFhhNbYaN27MJ598QosWLXB3txWPmTt3bpEcP79keXGy6lk5I7+em+Lm/vc7p3sQss876x6836uVn2ty//Hd3NyK7H4rbAp63Z4kJINL4qEiV6iIbNSbMg16YNJnolC7IQjZWi7HT8fZGFv3s2XnLW7cSqVMqYK5mFMSdGxado0Tu2Iw6M1UqhtAhwGRhJXLedzfV+zkUTK2wBLid+3mRa7dtHgEDPoDCLKryBW2CeQmY2eM+rGoNDkbXPHpSZT0+NEiO/8QkclkNK5nmzAcdfuq0/5avY6k9DRCfC1f3nKF6/dU5RZst61sdV98AtSY45pTQlmXWMNRm3Y5amp4joQccs6yyI+xVdi5WUXF1TNJlKmcnQwuiiLzPzlBzI10m36XTiQy/5MTpCToSI7LytWU0yVwKbuS3iHJaO/1LqPpDECL3v9/su+5oWK5aox/4xsmTx+Xc+f/GP/GN8VS9LiglC1bFjc3N7RarVMRgCzul5OuUKFCkc2patXsMMxDhw4xYMAAp303bNjA2bNniYyMpH379lYJ7dyQVRjYz8+PjRs3Og2pKmpFxrxSs2ZN9u3bx8WLF9FqtU7zuI4fP168E8snarWa8uXLc/ny5RzvwfPnz1vzrbLuwXLlyuHh4UF6erpN/p8jHF2TsmXLotFoyMzMzPH4Bw4cYMeOHZQtW5ZWrVq5FJkpagp63Z4kJJVCiUcCmUyOUuNhY2wBnD3vvCaVKMK5CwWL0U9PMfD920fYt/Y2GalGDDozp/fd4/t3jnDrsuvaQBu3r2T2wjEu+5jNxf+Uxmy2NYqU6o/Ra39Gl7Eco34wRv0QdBkr0GWsRiY/metxL8ZfRiVzniejcJFLVlj06TaE8FJlbbaVLVPJaX+lXGHNBUvV6vn4xxMs2nqNdQcvkpFpG4ppFn1JS7f/kpfLZfR7owpqjZImvpOo7jkSH0U53GXBlFa3p7X/dwQoi3bRmmJwJ93gOsfjUeDwFkux2aR7mexff5t/512yM7ayiLqYcp+xZUEp86SpzyQEm58mgeqeIwn2qkSD9iW5eDSB32ec5dTe2EL3FD7ujBg4lg/GTssx7EYQBD4YO40RA8e67PeooFAorIIb//77r0sPwfz5Fm++IAg5qrkVhPDwcOuicNmyZaSnO77PzWYzr732GuPGjXNplDnjyhVLaYxy5co5NbZu3brFnj17rK8fFDt4GGFYXbtaitbr9Xr+/vtvp/0erCv2KNO+fXvAYtTfL4H/IFn3IGQrWMrlcjp27AjA6tWrnSoAXrx4kcOH7cPwVSoVLVq0AGDt2rVER0c7Pf7777/Pu+++S9++fXNVvLgwcHWPFeS6PUlIBpfEI42/n+u6Ov5+BRPP2Lf2FvF3tXbb9ZkmNi295nS/NZv+4JV3+pCW7vqpokzm2GAsotxmhyiUG9B4NMRsroE+8xf0mQsxGXsDAkrVl7keR28y0CaikdN2V4pGRsNTZKZvQJt2Hl3G35iMeS9WGBwUyufj7cNmnu39IhqV49pMBpORV+dNY9uZo/Sd/ilrt7/OX9v2MuffQ7w4bSXnb1q8pylJXvy7tDXTxxxh4aSTGPS2RmulugG89X1jIqsEUtG9H+38f6Rz4BIa+LyHj6Kso0MXKheTS7EmqjEm86Pt5kq4q2X+p8eZNHQPy787z86VeX/qrpH709J3GuXcnqKy+yD6V/2NyZM+I7KaL4c23+HgxmgObbrDL5NP8dPHx+3eq/93Rgwcy7plp3j+mVftcrM83D15/plXWbfs1GNjbGXx2muvARap6yFDhtjkxGTxyy+/sHz5csBSdLgwRBRyM6e7d+8ycuRImzybLMaPH29VaRs0aFCevFsAgYGWWpRnzpxxKCmfkJDAgAEDbOTgH7w2WTXLnBmFRUHXrl2t1/+9995zWB9s1qxZNobio86rr76KIAiIosiQIUMcGjObN2+21oyrXbu2jZx+VuHlxMRExowZYxf+q9VqeeGFF5yGBWfdbzqdjueffx6t1n7tMmfOHGs5hA4dOlC+fPm8n2g+cHWPFfS6PSlIBpfEI03r5qH4eDt+sh9W0oP6tQumcHT+iPP4cWdtoigybc5HBVLwye8DR1HMnxdJkMWi0oy6b0siKrdByJXrcz2Gh1LDoFod0Wd+hij6Opqdw/30mRPRa//GbOqIaK6EyfgUuoytGPW983IKjBz0DgqFfRR0dMxNPOXO5cAT0lOZ9NdStAZbafM0rZ7PFh1g/Yq2rFj8NEkJlljz0/vuse4X+4LLASXdGPhmtdxGDhYaSXp3KvlE0T38ACbx0f7KNujNnDtY8JyMAFV1anmNoqrnENp1bUhyvI4LR+wfXlw6nsCufBh1TzoVy1Vj4rvfs3/dHVYsPMDi7zezYuEB9q+7w8R3v38swggfpFu3blYP0dq1a2nQoAELFy7kwIEDrFu3jsGDB1uLtgYGBvLjj0UvZvTqq6/StGlTwOKpadKkCYsXL+bAgQOsWLGC3r1789VXXwEWafVJkybl+RhZ4gharZbWrVszb9489u3bx8aNG/n000+pUaMGu3fvttknKywri+BgS6h0XFwc06ZN49ChQ0VWIDkLhULBrFmzEASBW7duUb9+fWbOnMn+/fvZsGEDQ4YMYcwY2wiRR10QoUaNGrz33nsAHDlyhNq1azN79mz279/Pli1bGDNmDF27dsVoNKLRaFi8eLHNObVr185amPvnn3+mQ4cOrFixgoMHD7Jo0SIaNmxorTcH9tejZ8+e1ppm27Zto3bt2sydO5f9+/ezevVqhg0bZjXq3N3drYWSi4Ose+zEiRMsXryYgwcPWnPRCnrdnhSkHC6JRxqNWsFXE5ow9sM9aLXZHhQfbxVfTWiCTFawD6Vc7nx/mZO26Jgoa35UcSKKavTaZag0kxFkR/K8v1yxGY1HZUTRH13Gr8jkjiu5O6NTuaZciy+DUd8Xo34cKrfOKJSWH4fgwFBi4uxDHMzmcIz68Q5GkyGTX8j1sZvUb8PAPi/ZbT98Yg/PvdwWg9G10qFRdNyepkvm2JXbhKptSxDsX3eb9BQDqUl6QiM9adK1FAEhbgSGutOhfwSbll3P9dwLiq/KsYhEUWEWjaQab+KjzIfnrpA9t4GhbjTpGsbcD4857XN46x3a9oso3AM/IXi4e1KrWsOcOz4m/PzzzwiCwNKlSzl58qTVwLqfqlWr8vfff1sLARclCoWC1atX8/TTT7Nt2zYOHTrE4MGD7fqVLl2a1atX50sC/bXXXuPff/9lx44dXLlyxaY4bBZly5Zl+PDhfPjhh4AlF+b+8+/atSufffYZoijy5puWmocfffQREydOzPN88kK3bt2YMWMG48aN4+7du7z++us27X5+frz44ot8/fXXQLaX5FFm8uTJ6PV6vvnmG65fv241cO4nLCyM5cuXOyzy+/PPPxMbG8uOHTvYsmWLtShwFh07dsRgMLBt2zaH1+OXX35BJpPx22+/cfHiRV56yf530c/Pj+XLl1OlSpUCnGne6NatG4sWLcJgMFg/A/Pnz2f48OFAwa/bk8Cj/bhUQgJoXD+Etb91581Xa9P/qfK890ZdVi/rRvUqrmtZ5IaazZ3/ANZqbi+gAKBRuxX70xdRVJKZdhST8Sky0zcz4KmXyI+rRSa/gFyxD5Xb22Smb8SgeyXH8Ea5IKNj2cYMqN6NZcezChe6I5Nle4wiSvelasWmdvuajD0Bud12mXw/MrljeXaAZ3oMo03zbrRv2ZOpn/zCzzPXo1bbh5dOn/NxjsZWTujM9p4Tvc7Mka13uXg0ge1/3eSbUQe4ctqSL9jp+XKUjHw0ZLQLk3j9GQ4mf06K8TreiqKVW/cP1qBQur5/G3Uuyagp9XH3UpKR6rxOnDa14MU5JR4P1Go1S5YsYePGjfTt25ewsDBUKhUlS5akTZs2LFiwgCNHjlCpkvO8zsLGz8+PLVu28Oeff9KrVy9CQ0NRqVR4eXnRoEEDJk+ezKlTp6hZs2a+xler1WzcuJEpU6ZQt25dPDw8UCgUBAUF0bJlS2bMmMGJEycYNWqUdYH+559/2ozRqFEjli1bRs2aNdFoNPj5+ZGa6rqYeWExZswY9u3bR//+/a3vV1hYGC+99BKnT5+mRo0a1r6u6n09KgiCwNSpUzlw4ABDhgwhIiICtVpNUFAQTZo04dtvv+XMmTNOywR4eHiwdetW5syZQ9OmTfH19bWqDs6aNYu1a9dai1w7uh4ajYZly5axefNm+vfvT3h4OGq1Gnd3d2rWrMn777/P2bNniz0Hql+/fnz33XdUrFgRtVpNYGCgTS2tgl63JwFBLKpKeRISjwEGvYkfPzjG9bO2McU+AWpGTa2HfwnHykqDRnVgz8HNBT6+2eyFIKQiCAJqwQeDmIEZWwNCNJdAl7kQs7ELAC2awJ8LYeHv3zFxqmvRDleYTPXRpe9BqRmDUmUffhPsVo02kZ2pUSIUPzd/5h9sxq5rWaISejQe5ZDJLTkFBv1LGHVv4xfQjkz9DesYBt3rGHQz7MaWK1agdndeR+S9MV8zctDbLudvNBqp1FRV4OKMbfy+x0+Z8wItKMydd35szKFNd/jjW+fG4oM06FCSQ5vuFGSKRUqmKYHrmeuI05+iqe8kZELRBD64eSrQaU1WoQtPHwVpyc6NpVIVvHhpUh3cPJUsnXqGo9vsJfsBqjcJYuiH+VvMSkhIPFxmzpxp9XzFxsY+VEW9R4W6dety7Ngxunbtypo1ax72dCQKCSmkUOL/GqVKzkuT6rB/QzQndsVg/E8WvlmPUnj7Ow9vmPDWTAa81Ir4xJzrSrhCJkulrFsvKrr3w10ejFHM5FbmNk6l/YjO5IU+cy5mY0fAksemUsJblrxZhj47mvj4GGYv/BxRFBFFFWBEEHJXVFEuP4xc8ReGzCnI5VuQyS2J3aKoQp/5HddShnMtJusrQsTWo6YCSgAWg0s01UYUy5EQd4EuHf/E13c99+LvUiIgiGV/ioiirTfDbKqJKAoIgmNjqXxkVYfbba+dDKVC6bQGVxYCMnwUZUkyXrZrC1LWyZWxBXDvdga3LqeyZ7V94roj3L0V9HqxIjWbl+D03li06Y+euIPBnMFl7d+kGK7T2OeTIjO2ALRptsaVK2ML4NalVNb8fJlnRlehdZ9wTu6Jxai3vbflCoE2z5RxMoKEhMTDYsOGDfz4449UrFiR999/Hx8fH4f9duzYAVhygJ50Y+utt94iLi6O1q1bM3ToUId97t27x9mzZwFsvH8Sjz+Sh0viieBOTDp//nOFC5cSCfDX8FT3stSpUbRf3vfi7rLk7zn8s24pN25dytcYFd2fpbqnfUx+ouEC2xJHk5GSAVgMvwplYepnUK+alvSoWwgyGZ5lwrkRfYNX3jrJ+avvIpPZGxWuEEUBUQxBJsv2wOi1P2A0vGzXVxBugJCMaK4MQiJunqURBANmc0ky0y4CljA7P184uRuU/+l7vPcpLHSg/KvxqGA18h6kRGBJWjXtwsmzh0hJTaJ+7ea8NOgdqlaqbdPvjQ+fY9UG57LCAcrqVPYYhL+iEkdTpxOt24WIGRDwUgVTWTOCUupWduUInDHso5r8Nv2snfFggwCNOoXy9KhKZKab2LvmFgc3RZNwNzNXx8gLglC8ipdFgVItw6Bz/JBApZHz/rwmXDqeSPS1VM4fiefudYsKVmikJ91HlKdinYKHFktISBQu+/fvp0mTJoBFjdBRzs62bdvo0KEDJpOJF154wVpz7Enl5Zdf5scff8TLy4uLFy86zDN84YUXrPLou3fvplmzZsU9TYkiQjK4JB57TpyO49W3d5CeYbsIHjOyJsOfK/qk0Va96xF1+2jOHYFSoREE+JXgxJmDyFDRNfA3a20rUTQBMmt+2N7EKVyNXw+k0L3zJeZ9W4/Yvfu5d+gQotHiLZGp1axJ6sO0Jbdx86xX4HMRzQFo026TZeQBCLIzqDQvI1fs/q9PCczmCsgVezCZ6qHXLkI023qkTu+DwP9KkIkiTJ2VybTZ1xHNJZDJz6JQTUehdF6bxRFqtYZfZm6gYd2W/40rsmrDMiZ89SopabYhoWX8GlNb/hFyWfZ5mEQdOxPfItFoGw5YUtWURj4TkAn2uWYP4h2gwqg3k5ycRKY5ATdZEAqZbdhpk66hPD2qCqlJer5/+zBx0fbSvU8yMrmQp/pYvkFqku7pnLbfb5DJZAL12gXTYUBZ/IMdh/tKSEg8fMxmM9WrV+fcuXOoVCpGjBhB165dKVGiBLGxsWzatImffvoJrVaLv78/Z86cKRahk4fJvn37aNasGaIoEhERweuvv06tWrVQqVRcu3aNBQsWWCXdBw4cyJIlSx7yjCUKE8ngkngkycgwcOZ8Aho3BdUr+7sUqegzZB1Xr9sXKRYEWLWkG6XDilbgoF77iiQmO/ZwiaIMEBEEkYZ1WjJ/xhrcNO7MXzKNlX+up4rpfRIM5zmbvpBY/VFkyAlVN6ea5zBuZ57kRPJxZPL9dGnXicmDPuX2hk024xvNMvoveYEU/RE0HgWvW2EytkSXsSN7gxCHm0c1BFmsXV+99kuMhnfttgf4w4ldcL+Cu8kE9dukcC9xFkrVFwgyx0Ufc6Jm1Qas/OUgMfeieWFsd85cyFavUypUVKlYmwF9RtKh6bMsm3KBa2eSrO03hGUciZnvYFSo7TmGsu49czy+0azlRNpsojI3Y8aAXNAQoelMdc+RyAVL2Gf9diH4ltBwYlcs924Vr8Lg44h/sIaEmLx5/3q/VJHmPbNLAWRmGJHLBZTqnI1mCQmJ4uHMmTN06tTJpQR9qVKl+Ouvv2jY8MlR03TFtGnTePvttzGbnYf+9+nTh19++SXPNdskHm0kg0vikcBsFlmx5ior117l+s1UMrRGTP89JS8d5slHb9WnYV171cALlxN5dsRGp+OOGlGdFwcXbc2ZIa+9zK4Djmu+GA3PIpOdp3O7SL774g+Uiuw6WjE30xn/wiJ2Jo7FhO0Tfo0sgFLq1lzW/gVA1Yq1mdz6FeQptgv46BQfBv82DMjAzSsUQShYVXmTqSK69Gy5doXqK1Sa9xz2NZvLkJl2lQfFTju0gcVz7PvP/xU+nTIEhWpRgea4f100Y8b35+CxnXZtgf7B7Fp13apoeOtyCrG3MvAPdmPY+HrcuGVfXwvAX1GV1v4zczz27qT3iNUfttteWt2OBj7v5/FMHh7NupeiXE0/Dm6M5uKxhDx5pIqCvIZGBoW589YPjTiwPpp9625z51oaMplA1UaBdBtWnqAwx4WwJSQkipeUlBR++OEHVq1axdmzZ0lLSyMoKIjIyEj69u3LkCFD8PPze9jTLFZOnDjB7Nmz2b59O1FRljqCoaGh1KlTh6FDh9KtW7eHPEOJokAyuCQeCT764gD/rr/utF2jkfPH/E6El/Ky2X7s1D2GvbbV6X7DBlbm9ZdqFdY0HXL1+mU69K2PiK2xI4pueLstZ9533jSo3dzhvu06tuJaor3hAKAUPDGI2Z6gEh7+fNH2NYI8sn+cUnVqnlk0EpMoR6H6GpXG3uOUF3TamZgMo62vVW59UChXOO2fkRoNYkm77W+8DO+Ntd0WfTeK5j3KcH+xJjd3NW4aNQkJ9h5KZyyZvZXnXnUueTv9syX06jzQZpsu00T9DoGkZyY53MdTXpqOAT+7PK4lr84+D8GCjE4BC/GQh7oc42HjH6Kh90uVqNow0Lpt5Y8X2L0qd0IgxYZgkWhx9uskCODmpSQjxV4u3stXxdjvGroUvZGQkJCQkChOpDpcEsVGeoaB5BT7XI1T5+JdGlsAmZkmfl9pL7BQuYIfnp5KB3tYaODAK1bYlI0oz/df7UCt7GxV4zMZ2xBecisblnd1amwBRKcfctp2v7EFEJuewPzj/9hs81LraBZp8doY9e+g087FbLJIt4uiL0pFWK7PQxQ9bYwtyzbnwiOiqAbR22Hb7PlwL9522/a9a8kytgICfHhtTF9mznqTqdPHULde7pQCa1ZtgFbnOkwv6vZVm9cmk5l5Hx/Dy1zZ6T4BypxVERMMZ120mkkwnM9xjIdNo45hNsbW7Sup7FvrPNzHFW6eeVM0DI30JDS39ctE1x4vUcShsQWQmqRn75pHzICUkJCQkPi/RjK4JIqcazdSGP3eTlp0W0GrHisZOHIjew5kq+Jt3527Bd/Fy0l229w0CkY4EcaoWzOIJvWL3uAC6Ny2Fmf3rOOnb9L46I1Uls/fyo5/GxOSw+Hd3fIW+nTg1im0BlujdXTT7bipLgJgMrxIZvpFtKmpjB8dz45/DlCzagNHQ9kgiu4Y9YPstpsMw5zuYzL0BRwXqtQbYNfe+8cXEf6TlddoVLzz/iDq1quEXG75CurZuyUKZc75N091HURkeEWXfcpF2t4Pp/be49qZZCp5DEBwUAlDjoYK7n1zPHaWuInTdsF1+6PAhiVXuXI6ketRl5ny/Ximf7oMkzHvQQ6hZT15e04jnhlTmdwIPKo0MoZ+XBP/kOIRurh8IjHnThISEhISEsWEZHBJFCmxcVpGvL6VXfvuUCYghUHNr9KuzD62Lf+VA/ssHoHcBrVmaI1M++E4f/17hYyM7KfbwwZW4YNx9SgValn8e3oo6f9UeWZ91cKl2EZhIwjQvpU7w57zpEHd3O3TrcOzeTqGSTSjM2XXnTKYjKy48Dsm+VjkyjnIFb/RsP569m7wpEuHm2Ro07npJG8JQBS9MOhGo9fOQRRL27WbTY3RZ050sL06et00l3PN0N5l/OSR1GjlRYXGClau+xW5TE7TZjUICvK16RseHszrY5+lRLDrWP4N2/4mMrwCrZt1ddheKjSC9i1txS/OHYoDIEBZjaY+n+GjKGtt81NUprnvl3grIlweF6CkuilKwbGB6SYLooSqTo5jPGzMJpHp38ykQ9/K/LDwC5Lu5vzh8/RVEVQq+8GAT4CK9v0j8fbT0LhTGM26lcpxDH2mmb2rb1OuZvHkamjTHHu/JCQkJCQkHgZSDpdEkTJz7kkWLDlH26p3eabRTZs2g0lOrS4vcCPBnyGjtuRpXD8fNbO+bkm1yv7WbaIokpZuwE2jQKF4PJ4l3IuP4dmRLbh+M3d1vCpEVuX7jxfz7eevYzSb2HdTJCZhKaIYae3j73eKiMixnL+c8zUVRXdAD6gQRR8y0y7hyGslyE6jUP4KQjJmYytMxj5kFWPOQiZfj9nUHlCgUiZTOqI+d2Jsw0BlMhndejTjqT6tnM5p7JjpJCenO20/t1uLNjOD1z8cwK792YIpXh7efDB2Ov16Dbfp/8eMsxzcdMdmW4YpBgE5bvJAAkLdiM+ldPsd3X4OJE/ETLbRqxDcaeozmUDVo1+kUmtKICpzEyHqRigFTxSCB0qZa6+TI5l3QQbPv12d8rX8cPNUMnXSXJZv+o543QXUMl8iNJ2p5DHQqtwIUL6WH0M/rMnnw/eQkeq66HFBUallfLqspaRaKCEhISHxSPB4rEolHluOnIjFz0PHUw1u2rUp5SYu7/mTmtX86dwuPE/jJibreHvCXszm7IWgIAh4eaoeG2MLLLWlmtRra1XVy4kxL04gonJNDiddZf3lY9xN+NvG2AJISKzB8ZNv5Go8QchAEIwIQgYy2R00HnUB0wO9RERzdQy6LzFk/oDJ2AFbY0uHQvU1avfuKFTfAmAW5tkZW2CpzXLmVJTT+ZhMZvQG54txhVyBTC7H18efl4e8h1pluW7+/t64ecp5b9IIZsz9xGafGs1K2I3jLg/GTR5Imco+dBtSzunxHqSkujEdA36hiscQwjWdqObxAh0DfnksjC0Atcybih7P4q2IwE0emKOxBThUMBTNsPir00wYuItXB3/KnNUvE6c7g4iRTHMc5zN+ZV/SR9z/PM/TR4XGXUHl+oF24xU2ep2Zq/eVBJCQkJCQkHiYPD4rU4nHEk93JXUiEpA7udP06Qmk3rvB5A8a8d4bdalQ1ifXY0ffTefZERvYuTe6kGZbvBiMBgaP6sCyFT+i0+WuDlFU9DUUCgWvDB2PyfCMQ4VAALOxKyZT7TzPSSa/iEI1GUGIAtLRqEWaNRIIK6knMPAoCkUSEPDAXmrAgCCYUCh/AkCucC7Vf/XqdfR6xyFfJ45fQpvhvAhu5Qq1UCqUiKLIB1+8RGgpfz78eBhTp4/hy69H8cVXr7LvxB9cu89jWLl+ADWa2ot/qN3k9HyxQp4X5u7yIKp4DKK+99tU8uiPRvbwJY3L187dHGRC3oQucsIsmth5+XuHbbGGI8Tqj1hfu3srOHswjlLlpNoyEhISEhL/X0gGl0SR0rVDGdQK5wX+AM6fj0Uul9H/qQr8OL11nsa/dDWZMe/vYvkq53lKjyobtv7NybPOVQod8fWs97h09SyD+42iVZPXXfSUoUvfhjkfRpcgu/1fPpcHmTqBPQfg9h0VcXE1MBp9He5j1I9CFN0QZBbjVxSdS3KLopI1q+yVG+/FJrL01w0u53bmwlG27VnL6fNHSc+M4613nqNsuWwlxuAQf156pQ9b92XX+hIEgUHv1eCZ0ZWJrOZDcBkPGncOZcy0+ty+ksqxHTEuj/koo9LIeOnzOrw8uS7PvV209eYckWK8SqY5zml7jP6g9e+9q2+z4NMT7Fp1C7Vb0Yf6xd2Rik5LSEhISDwaSAaXRJHSuV04eDgPF8w0yDh0IXvxde5C/tTFZs07iU73YCjco83ug5vytd/Kdb8C0KNz/Rx6+qLT5qPIsNO0Tufy++CLaC5nNfBMxn4uhvfk3397MHniXxzYG4e/RxXKlujClC9+y7EelyiKzPt1KtrMDNp3aICbm71hJ5MJmNVR7D+yPXubXKBx5zBGfV2ft2c35pnRVdj1TxR/z75AevLjK7CgzzRz55qlfICIxQArTmSCq3sCNG72obKJsZmo3eR5lpXPK//+dJnUROfeUgkJCQkJieJCMrgkihS5XMZzg9tw5pbjUMHNp0ui0mQroC1Yci5fx0lK1nPyjPMn7Y8iWflHeSUlNQmAHp0hKId0GNFcA7Mpl5KJ2TP7738tCuUPqN07oHZviyDb52IfE4IQi1H/tuWVoT8mg2MlQZnMYlRfuXKOH3+cw2cTvyfQvRamXNrLZy8ep1qlmlSsaK+qmEVk2VBeeqs3aempdm2iKBJ9/BilNHsY1P8y7dtE4eF7B7P4eBpeG369yrdjD7J0yhn0ma69yYWNtyICL3kZp+1BYguH21MS9PQZVRH/ENefAZWbnEadQyEfYqNGg5nDW+/mfUcJCQkJCYlCRjK4JIqcapX9WXu+NptOhZCus3iz4lLV/L6/DOtOhNGpTfbC+eTZeGfD5IhMXnwS8IVBXiXhs6j/XyFlNw0s/Qm8vVz3F8UHc66yttt7h4z6ZxFFXyADtXs7VG6vIldsRpCdB5zn3sjkG9HrJmEy9vhviwKddiWlQ+ZjMrbHZGyCKDqe6JGTe/n6+/dJTM7dex/gG4RCKeDh4VzwIT1NS2paMqs3/mbXlnBsI6ZbuwkrqcXfT0+1yqkMeiaG2x7vcDp1HmbR1vJLNd7iqnY1NzO3YDA/emFqOq2JqIv2hmVRoHa3DwWs7TUaOfb3Uuemw/BTVnA6VmqCgXHfNULjYMws9FoTN84nZ9XLzjPJ93KXGykhISEhIVGUFG1Mh4QElhya98c1Ysx7elYeKY1KbkZnlAECrwyrTnip7IW4r4+ae3G5k+i+n6AADTWrFb36WWHSsE4LBjw1kmUr5uZ6nwqRVenS7hnr6xpV4Ydv4LmRzvbIRCY7arNFFGXotbMxGS1FjQXZReSKVYjmcpiM/ZDLL+Mf8D2ZhmyPll67DNHsTIkvHbOpHZiylAszcPPoh1yxicRUDUb9Yszmsrh5Olfy27FvXQ5nns31W1dYtX45IeWDMYmOQ8b27jkJwJ0YW0XEzLhbZERftOuvVqp4pXNXhs/5ijjDSVr7z8QsmjiaOoWbmVvIWvErBDdqe71BuKZdruf7JFG3VQh3olK4fjrbwAtS1aaN/2wySmwihUsE+Jegb8/h1IroxPQxB52OVaKUBxp3BY06h7Hjb3sVU4CQCA/uXndeIiAnQspIAh0SEhISEg8fycMlUSw0rBvM7ws60b9PRapXC6Fz2zL8OK01Lw21TfTv2Tkiz2MLAhiNIm17reSN8bs4VQAvWXET4FcChdx1HkwWkeEV+fWHraiUtvWv2raE4BKOpdYVqh8RZLbXQ5+5EJPxJSzS7ipEc3WM+vGYjM8CAiZTJAjZynNmU3XMJud1s8ANW5l4dxAOYhb1pKWnoNS8gUCSy3MTzbkPhTObTbw/aSSCLgJdpt6u/ezZa6xcsROAiuWqW7dfO5PEwRX7nY5bLjiMMP8gEoxnOZv2C+fTf+Vm5mbud68YRS1HUr4i2Xg11/N9YhCgXodANka/Rorxuk2Tt6IMIQkv0K/6z/z87Vq6tnuGsHJeRFbzdThUiVLuVKxrqaHXrHspp16u1n3KIOTzV8rLT0WdNiH521lCQkJCQqIQkQwuiWKjTCkv3hldh64dyhAVncZHXxzgtXd3cvBotkrcC4OqUrdm7j1VdcJMvN0onomNbvJ2nTsQdZnhY7Zw6Oijrzz3y+/fMWvBJIymnHOHFHIFP32ziqCAYLs2QYB3Xt+PXLEMrAV5k1CovkCpHodCrmD0Cx/TvmVPmtZ/G5NhUE5HQ5uZ7WU0m8vm0P/BrxETCNmhXDLZNdQePTGb7eeeRcM6rgw6e8xmE3/+uYYKYe1YtXIXWzcfZvu2I4x/dzZTv1qC4b9aXmu3/ElCUhxXTicyZ/xRUuJdh5jJBUtY6uWMv7im/ddhHxEzV520Pcn0erECB86t5M4VLd6KCId9ju+M5c6NNOvrwe9XJ7Kabf5maKQnwz+phUxmudb+wW6MnFyX0hW9rX18g9Q8+0YV6rcrme+6XT1frIBaIxU+lpCQkJB4+EgGl0SxMnHKIT6bepgz5xOIvadl9/47vDRuO2s2XgfATaPAz9e5pPiDdItIpGYJPX4aM2X9DLxQO5nnqyTx7dyTRXQGhYMoisxfOu2/vyEzfS36zKmYzWHWbVkoFEq+++IPykZUcjreMz17UibiHdy8QtB4VMbNKxSVZjyCYMbXJ4Dv5k1k885V7NiT8wJUkJ1BkMVaX8tkF/J0boJsC4Jgm1MkCInIZI6N4CHPjmbEc+PydAyAjdtXElmiAx+P/pO7NwUWLVzH3bsJNn3WbVnOsDFd2LD4CiajyLUbzkPMbsXHcjPect5GMtCJSU77ppvu5Hm+jy0C9HihPC16hbN192r8lVVddt/xV3Z4oJefmlFf1+eNGQ0Y+FY1XptSj3GzGhFY0t1mn/CK3rw+vQHvz2/KW7MbMX5+Mxp0CAWg5wsVUCjz/lN15WT+FE8l8s7Ro0d56623qF27NkFBQajVasLCwmjcuDETJkzg3Ln8iSHllaI4zvbt2xEEAUEQ+O0325zQ1q1bIwgClStXzvU+Wdy6dYvU1OLJvcyJc+fO8fHHH9O6dWuCg4NRq9V4eXlRvnx5+vTpw7x580hLS3M5RkGuhYTE/wOSwSVRbJy/lMiKNdfstosiTP/hBAajmQNHYtiy83auxlMIIqGe9tJ27SIySIiKISHp0U2YT89I41b0dQB0GWsRzdUQhFsg+mEy1sOg/wCddh4G/TDatehBpzZPuRxPrVJTPrKqxbCRX0AQsj1UcQn3Gzo5edPMKNUTbLbI5BeQKz/Pxb7/9Zfdy7GPUqmiQZ0WzJ36DxPemkml8tUJCshb+JdOn0n35+ty6OhePh+/0C7UMotT5w6z94hFgv/GTU9u3PSw62M0m5izeZXNNo3M1+mxveSlcjXH66nBbLpdl5XXm7D9Tk1itM7HfFSQyaH9gAhCynigUMlAhC2/X2ftwsvIZSqMZtc5lrG37HOuSlXwpm6bECKq+rrcNyDEjZAynjYCOEFh7oSWzXsuVnK8JAlf1Oh0OkaOHEn9+vX55ptvOHHiBHFxcej1eqKjozlw4AATJ06kRo0avP766xgMRaMEmpKSwqhRo+jevXuRjF+YmM1mvvvuO6pWrUp8/MMNf79z5w59+/alWrVqfPbZZ+zYsYPY2Fj0ej1paWlcuXKFFStW8OKLL1K+fHl++eWXhzpfCYnHGUk0Q6LY2LEn2mlbXEImr769g0NHY532eZBmpbV4qx3n/tQL0SGXPbqqhe5uHvh6+xOfUBVRjETjUdcm10quOILJ2AZdxjI6tt6Y43jXoy6zJxd1veTKvzHovsbxsxYDSs1AFMq/7FrUbh9gVs9Hl74BUSzvdHyZYjlq9+cdtr016nNKlYzAzzeQpvXbIpffV3/t0km6tu/HL7/PzPEc7ufcxeO89FZvQoPD0Rvs87mySDKfJ4SGgMC/60pTt3Y85Srcwt3NxNnbN1i6exPHb1y29q8VXIHqQRVYcnqt3VgCCiLdethtf5AjceU5l5QtmZ5mdOdWeiBNS5ylrPejK1duNsG2P29gMma7WTNSjWz98wZlKg1hq+45aotjEATHny/foPyVO3BFeEVvbl5wXaPtQXyCcu8pl8gfw4cPZ+nSpQC0atWKgQMHUrlyZdzd3UlMTOTgwYP8+OOPREVFMXPmTBISEli8eHGhz2PcuHHMnz+fMmWclyh4VFi6dCljxox52NPgxIkTdOzYkdhYy29u6dKl6du3L82bNyckJASDwcC1a9dYtWoVK1euJCYmhqFDhxITE8M777zzkGcvIfH4IRlcEo8MeTG2vFUmhtRIdtoeVtITH+9Hd8Elk8koG1GZ2JgBKNUv2wlbAMgV25Ar19Kl3XM5jnf+0klEpwWL7z/uNRSqzzHqP3ygxYDKbYBDYyt736uo3PujSz9s16ZR6BlU7wAdK17HWz2Vi/E3+fPsZg7fOQtA43pteOG5N+28UFG3r/H6hwM4fvpAjnN3RXSMY5W7LCLLh8F/jlOTWcaho0EcOhrEydQfuKy1PecANx9eqd+XIPcA9l6RcV27FhGLYa8SvKjjNRZvheuFXarejXNJjgp+CxyJq0AZrxjkQj61zouB+42t+4m7qKFBtY7E3zpNoMqx6mTd1rnzVEZfTUWfaSKsnBdKtetQ12Y9SnNgYzQGXR7EVZycw/8TeoNIQpIRvVFEpRDw91WgUhbOg6jNmzdbja0PPviASZMm2fXp0KEDY8aMoXv37uzcuZNff/2VgQMH0qVLl0KZQxZGo7FQxysorVu3dvp9/CjM9c6dO3Tu3JnY2FgEQeDjjz/m/fffR622/c1s2bIlQ4YM4dixY/Tu3ZubN2/y/vvv07ZtW+rXr5+rY7m6FhIS/09IBpdEsdG6eSg//Hy6UMbKMMrINMpQyR0vwFo81bBQjlNUZGjTuXD5FIJ8P3LFDqf9fH3/RqMeluN4Mlnuo4NVmo+QyQ9iNLyEaC6FRnMLM4uQK5wbW1nI5UcQZEcQzfWyjy2Y+bLrCqqH3CHrK6VKUCQfthzB1L2L2R11nJaNX7IaW9ejLrNuy3IydVr+/HcBd2Nu5Xru+UGlUjP27VdYOvkmSffVZUoyXMHDM51qAZFkGvQEefpQ3acibSMa4qlyIyrOizpeb1DJfSBxhpMoBDeCVfWRCzkb8lHpQTir1qszq4jV+lLS/fHLMRJFiMh4mfOm9XibI1DJbGurla7gTUqCjuS4THwCHXu6rp9N4s/vzhNz0xJ66OapoG2/CNo87aKAcpg7wyfU4q9Z54mLzl3ZiNz2exKJTzJy8oKW81d1GO4zPJUKgcpl1dSs5EaAb8F+/hcsWABAqVKlmDhxotN+Xl5eLF68mHLlymE0Gpk9e3ahG1wSeWP06NHcvWvxsn/33XeMGjXKZf86deqwYcMGatWqhV6v5/3332fTppwjKiQkJLKRDC6JYqNSeT+e6laWFWtsJbUFwVYkIjcYzQLLznrxYu1kHowcFCIrU61eZAFnW7RcvnaO9IxUFMolOInMAiCyTO6ehtas2iBPx1co/0WhzFba83LzQiFvSIbWA8QkjOZjTvdVKW7QpJQnPm5azseGUMIz9T9jyxaZIGNQrW7sjjrOHytv8PJQmPbDR3z/8+Qie+Lp7elDSlq251MhV/DVRwsQ1JmI1f7mwt6TiCmB+Hup2HNvsc08ouJi6N6tOZ4qNwxGGceuWlQV3eUlCJe3z9M8cjo7UXx0w11zQpsmUsatk8O2qEspRF1KYeWPF2nbtwydB5WzaU+MzeSnj4+j02bnXmrTjKxZcBk3dwWNu4Q5PW6FWv68O7cJty+nsvz789y65FpwwMvPcU7fk86xsxnsOuK4dpnBKHLqYianLmbSop4Hdaq6O+yXG7IEKiIjI3N84BMeHk7Lli3ZunUrp08XzkM3ifxx9OhR/vrL8nCtc+fOORpbWVSuXJkRI0bwww8/sHXrVu7evUtIiFR2QUIit0iiGRLFysdv12fCOw2oUdWf4CA3WjQpydPdc5Idd8yuKHe+2OvP0btq4jLkXIhXMueoD6nhtQt30kWAn08AAILgOkSqX69uuRovpEQYlcvXzNdcRFEgPSODlLSDGE3bXBpbIDC9xxk+bL+O0c228/1TvzGq6XanvUt6BhLmFcSFyxXYtH0NsxZMKjJjS6lQsvKXQ3w0bgZ9ew5n9IiP2PLXRZRKFZ2frcbPf0zjzK3NnE35jd23F9nNQ28yMm3rb8QY/FhzpBwJaW75nkuYh/NkeJXMQAm3pHyP/TDJrSPVbBLZ/Nt1TuyyVabcu+aWjbF1P9v/vpHjuIIgUKqCN6XKeeXYt2HH0NxN9gnClbH1ILuOpHPsbEaBj3n69Olcqe198skn/PHHHy5zuLZu3cqIESOoVKkSPj4+qFQqgoODadOmDd9++y1ara3X8pNPPkEQBKuYw40bN6yKeAsXLrQb/9q1a7z++utUqVIFDw8PvL29qVWrFu+//741l6kwcKTMl7Vt2LDsiIXIyEgEQWDo0KF2Y6SlpfHFF1/QqFEj/Pz8cHNzo1y5cowYMYITJ07ke25z5861/v3xxx/nad9hw4bRsmVLvvrqK5TK3NWPzI1K4ZEjRxg1ahQ1atTA398fpVJJYGAgTZo0YdKkSSQlJeVpnhISjyKSh0uiWBEEgae6leWpbhYj6/CJWN54f3eu9nV3k1M+0pfT5+PJqpN7Ll7NuXjbEK8XNI/+bV06LJLSoZFERdurNmYRGlKGp7sPzfWYn733A4Nf64A2M6+LKAFBcLwIfpAGoTWoGGC72A30cL3AyzSUwGzswR+rnsnjvPJG766DiAivwLDw163b0jPSeO+zERiMuVNHS0hLQd4sgL4dG7N3zS3i72iRyQWir9pLIptEHTJUDsUjfFXpVPC+xaUUezXD2gFXUMhyn4v0qCBXCKg0crRpuc9B2bvmFrVaZNdfu33V+cI8LlpLZoYRjXvOn98mXUtxYGM0opPL2O7ZCCrVDcj1PJ8E4pOMuTa2sth1JJ3wUFW+wgtr1arF8ePHSUxMpH///vz000+Ehjo3clu0aOG0TafT8fzzz7N8+XK7ttjYWGJjY9m+fTvz589n+/bt+Pv753m+P//8M6+88go6na165cmTJzl58iSzZ89m6dKldOuWu4dcRcmRI0fo0aMHd+7YRg5cvXqVq1evsnDhQiZMmJBngwng338tkQ0hISE0btw4T/s2aNCAHTuch8DnFVEUeeONN5g5014sKT4+nvj4ePbv38/cuXPZsWMHkZGPduSKhIQrJA+XRLGh1RpZv+Umy1dd4dqNFD6ffoQXxmwjLT13i+EMrYmTZ7ONLUcEB7lRs+rjsdAaP3aa0za5TM7i7zfh4Z57Oey6NZtQpWKtPM8jJy8bgCjKCHFvy5tNBuRp7AvxN7iXkU6F8inci3euUllQwkqW4dO3Z9lt37xzFWnpeVO3y9BpqVQ3gI4Dy1Khtj9BYe42YZ/XtevYFD+cf+51Y3VcH06l/ohRtC9B0DDoAg2DzuOnTkEt0xPslkjrkieo6JO7sgcPG78SGpr3LEW1RoG0fCqcN79vhNmUN+9kQoztdXEV5qdxl6NU5+4nKaycF/1er4rKQWFjN08FwaXtpf+fdE5eyF/OWn73GzVqlDWUcO3atURERNCjRw/mzp3L1atXc9jblrfeestqbPXo0YPff/+dvXv3sn79er7++mtr6NqpU6f4/PPPrfu9/PLLHDt2jB49LKqhJUuW5NixYxw7doyePXta+/3xxx8MHz4cnU5HtWrVmDNnDvv27WPHjh1MnjyZwMBAUlJSeOqpp9i/f3++rkdO1K9fn2PHjvHpp59at61Zs4Zjx47Z5MBduXKFtm3bcufOHQIDA/nss8/Yvn07+/bt46effqJ69eqYzWYmTJjAN998k6c5XL9+nehoy/dw+/btnSqNFhfTpk2zGlvNmzdn0aJF7N69m82bNzNr1izKlbOEJEdFRfH2228/zKlKSBSYR98VIPFEsHlHFJ98fYi0tKKpw5JFcqqe85cSqVop709Ai5tOrXvTtnl3tu5ebdc2fOBYIsMr5Gm83Qc3c/TkPpttouiN2dQISEUmP4CQR2U8XcbPiAQjmqrSo9Zl3JWncr1vhiGTn478jUx2k8YNZiGT1+Tk2UN5On5uuRMTRXzSPcJCbJUBU9OcK1k6QqFQ0KB2C3asuMm/8y7ZtV/KWM6ptDnW1wYxlUvaP0kyXqaF3xSbvoIAFX1uPzYGlg0CvPxFHQJCbHN8fEtoiLmRey+KSiNn5Y8X8AnUUL9tCI06hnJki2NJ/PrtSiKX5/4ZYIP2JTGbRP6caVvsVptmZNm0M/iHuBFRxSfX4z3O6A0i56/mr+7Y+as6mtX1zLN6YYMGDfjqq6+sC2GDwcDq1atZvdryfRYeHk7btm3p1q0bXbt2xd3dcb5YbGwsc+ZYPlMDBgywKh9m0alTJwYPHkzlypVJSkpi5cqVTJ06FbB4aUJCQqweL5VKRe3atW32T0lJ4aWXXgKgd+/e/P7776hU2YZ/lhJfkyZNiIqKYuTIkZw8eTJP1yI3eHp6Urt2bY4fP27dVrVqVSIiImz6jRw5kpSUFMqVK8euXbsoWbKkta1x48YMGjSI3r17s379esaPH8/AgQNt+rji4sWL1r+zjJmHhdFotBrPLVu2ZMuWLSgU2UvSdu3aMXz4cKpXr87Vq1dZs2YNRqPRpo+ExOOE5OGSKHJuRKXy3sR9RW5sAWRmmvhyxtEiP05h8f1Xy3l5yHvWnK6SwaUZ//pU3hvzdZ7H2r3ftl6XPvNTtKnR6DI2osvYR2baJUzG1rkeTxTdMBl7YTZ2QRTLcDPJuRGrN8G3B/7iUPRZLsTfYNWFHbyxYSoXEyxy7WcvraRdix4onRQnLihms5lLV87YbW9Q23kYkyOef2YU6LxZPd/e2DKJOs6nL3G43z3DMWL1j899lxONOoXaGVsATTo7F7VwRMzNdHavusWaBZeZPHwv2nQjnQeVtROKiazmS5cheV8A7l/v2JgVzbB7VVSex3tcSUgy2qgR5gWDUSQhOX9S5W+99RYrV66kVCn70NmbN2+ycOFC+vbtS8mSJZk4cSJ6vX2tvNOnT1O2bFlUKhUffPCBw+MEBwfTunVrAG7fztsDjEWLFpGUlIRKpeKnn36yMbayCAsLsy7+T506xe7duQtzL2xOnTrF1q1bAYv3x5EhpVar+fHHHxEEAb1ez/z583M9fkJCgvXvEiVKOO1nMpk4fvy4y383b7ouxZETFy9eJCQkBDc3N9555x2HhpSbm5vVU5mZmfnQC0VLSBQE6VGBRJHz5z+XMTpdDIg4k8/OLyfPxnM3NoOQEvlX4Cou1Co177z2BW++Mol0bRpeHt75DvO4E5str27QjcGot43vF8Vy6DL+ReNZHZnsxn3b3REE+7wvo34k4AeYUKimsPP2Aoboh+Kpsr+ue265sfnqcbZcc7xQySpQrFYVXW20kGD7RV+l8tXp3PZp1m+1l7z3lkeiIw6dKZUSgaEMeXY0Lw1+h41LrjlUzUw0XMQg2ucgBasaUsm9P/7KqoVyHo8CPV+09a7qtEYS72mp0iCAW5dLcnhLdm6JIFgMpluXLXW1srY9eA2NejNLvj7DR4uaU6tFMMd3xqDTmqhQ24+Kdfxzfd+nJ+s5dzges1nk7g373LosXLU9aegLWHPMYMj//r169aJbt26sX7+ev/76iw0bNtjlHqWkpDBhwgRWrFjB1q1b8fPzs7a1bduWCxcuYDabXaodZoUVPpiDlRPr168HoEaNGgQGBjrt16lTtvLm9u3bad68eZ6OUxhs2LDB+nfbtm2d9gsPD6dKlSqcPXuW7du38+GHD9ZVdIz5vnh8V+JFqamp1KlTx+VYQ4YMcShMkluqVq3KmTNnchRRul8JMa/vvYTEo4RkcEkUOVcvu3oiWTQx5Dpd7kQgHhXkcjnenvkLf0pLT2XomM4cPbkXsCx0jfpxTnp7YtS/gkrznnWLIGRgNpdEEGIQBDOi6I1R3x9BdhW5chFy+SYUql/RmuDTHXN5u+lgSnhYvF1mEQ7c8mX6tm5kGmsjk91AoZqDXLHN5qhZP6o6fdH8YNat0YTK5R0X4p3+2RLCQsrwx6r5pKYl4+vtT8cmg+jT6k1KV/LB3deEl6ePdbF3+4pjYQe5YF9XqqbnKMq59X7ouRCFicpdgVqjQBRFdq2MYuOyq2SmZ3+e3DwV9HihPAadGZlcoEbTEgSFuaNNN3L5eALxd7WsXnDZ4dj6TBMndsbQuEsYHQbkPQF++983WLfwCqZc5JL5lXBcB+xJRKUo2P2nLGAxZIVCQffu3enevTsAZ86cYcuWLaxfv56tW7daF8rHjx+nX79+Dms4ZX3+RFEkOjqay5cvc+HCBU6cOMHevXutynx5VTnN2u/IkSO5/pxeu+ZczKgouV990MsrZyVOyNtcvb29rX8XpipjQbj/PYmJieHy5ctcvHiRU6dOsW/fPg4dyg5DN7tK4JaQeMSRDC6JIsdfnQA49mwIiIj5MLr8fNUkJjlevIeV9KB0WO7FJh53Pp/xptXYsuCDKDovIms22cvHy2R3EEUwmyoCKhSquQgCyBXrEITscKML8TcYuXoSNUtUwFvjyYWYalyLXYglOjkIk7kRJmM/lOp3UKqn2B2nKIgIr8CMSUudtqtVaj4Y+w1vjfqcpOR4/HwDrUWYHRF1ybHIhq+iPJ7y0qSZLKFq9Tzfpoy743pUjyKCDKeqfvfj4Wn5WVi94DI7/rYPG9KmGfl33mVGTalHZFVf63Y3DwU1mpXg3KE4l+OnJduHlT2IKIpcP5vM1TNJRF1MITleh0oj58rJ3BeLbtLV3uP5pOLvq0CpEPIVVqhUCPj7FO5SoFq1alSrVo0xY8aQkJDAF198wTfffIMoimzevJm9e/fStGlTm302btzIzJkz2bFjB2lp9t5JmUyWr5IS+QlDe1gy5EU91/Lly1v/zhLPcISvr6/Ta+3p6Ul6et7UMF1x8OBBvvnmGzZt2kRiov3nO6cabxISjwuSwSVR5LSukcraAyrMDoq9WoytvIUVensp6do+nHVbbpKQaGt0CQK8OqI6sgerIT+hZGjTWbnu1we2pgFJgK/DfQTZLcfbBRDkFxEEAVG0KBMa9cNRqufa9DOLIsdjLMnXOu1oHKWCGnSTkSuXIJMVjTJhwzotadqgHZXK16Bdix65SqRWq9QEB7muzZSSoCMtyXGuoSAI1PUay57k8VR06/dYGVsAcoUMoz5niys1Uc8Hfbejy3DtJf7nx4u88W1Du+2hZb2QyQWnioZh5V0/ub9xPpmlU88Qfyd/6nkymUD7ARFUbeg8fOxJQ6UUqFxWzamL9mqZOVG5rDrPghlarZY7d+4QFxdHw4b298D9+Pv7M2XKFHx9fa2hb1u2bLExuMaNG8f06dOtr2UyGRUqVKBq1arUq1ePNm3a8Ouvv/LDDz/kaZ5gyUcC6NKli43CoSt8fB6O2ErWXIOCgti4cWMOvS3I5fZKnc6oUKECvr6+JCUlsWXLlnzNsTD59ttvGTt2rNW4EwSByMhIqlSpQt26dWnVqhUHDx5k/PjxD3mmEhIFRzK4JIqcCpXL4KlJJEXr2KsQHORO2Ugf9h10rF72ICmpBpYstxc1qFbZnxcGVaVN87wl9j/OJCbHk6mzXZgKggmF6meM+rEO9jCDkITR0AmFcoNdq1oVgk5veR9Mxp6IZtfFlEWzMwNGicnYB5nKXqq9MIgMr8iYF/NegyYnFErXT1MDVTVp7/cz7vLCWcx7eFqeFKenFb2MeW6MLQCjwUxuypZFX0/j2pkkkuIzObEzFr3ORIVa/jTqFEq9tiEc2nTHbp+wcl5Urue8bENasp55Hx9Hm553EYeWvUvjF+xGjSZB+Ab9/4QTZlGzklu+DK6alfJe4HvcuHFWZcG4uDgCAnIuxTF69GirwXW/d2XFihVWY6tx48Z88skntGjRwk7V8P6CvXnBz8+PmJgYTCaTnYLho0ZWbltaWho1a9YsdO+OXC6na9euLF26lGvXrnHs2LEcc7WKisOHDzNu3DhEUaRy5cpMmjSJ9u3b2xm7u3bteijzk5AobCSDS6LICanSHLVyFTh5YC2Xyzh24l6Bj3M7KvGxy90qKEEBIfj7BpKQZBvGpVR/gNlUFbPpfi+MAYS7YC6DQmNvbAFkZEQgV2QbXCZjZ5TiGzZhhVmIohtmU2vnkxOdL3otXrT8J+p3aN073/s6Iv6OlqPb75KZbkSmALOL9b6HIqjAxwsOiaVGrfN4e1tCp2Jj/di7uyFmU+6fVheEwDA3TEaRxJi8L9CzMBtFvn/niM22i0cT2Lv2FiMn1ubqqSTi79p+6EtX8HKZR3NwY3S+jC2AGs1K2IQ4/r8R4KugRT2PPBU/blHPI19Fj+8PTdu4cSMDBuRcn8/NzQ25XI7JZLIpkPzTTz8BFmNj48aNTnOXoqLypzpZtWpVYmJiOHr0KCaTyalHKC4ujtmzZxMZGUnDhg2pVKlSvo5XEKpWtQjvaLVaTp8+Tc2azh94ff311/j5+VG1alWaNWuW62O8/PLLVun98ePHs27duoJNOp8sWLAAs9mMXC5n/fr1lCnjOAw+v++7hMSjhhQcK1HkqD18adfGueRzWEkPMgvBUEpKF3lv4j7Wbb6Rc+cngC27VjNmfH80anvVQEHQovHojNq9OUr1RyjVY5ErvwexNArlL07HlMmPIVpDP0UQS2LQfWHXTxQVdG49A3DuCpErNhAWUsZOCl6jdnNpbKlVGt4fM4WenZ9DIbdfDLZq2oXWTbs43T8vmM1mZk1dxPCB41gwbyHb/r6C2QhJhktczljB9YwN3M7cxeWMFZjF/BkCD+Ljm0yTZkesxhbAndsl82RsyeQFC5mNu60tspC7xJhMfv36jJ2xBbB/fTQbfr3C3A+P8cEz25k8fA8bl17F8N/nPyYqf7khSrWMUuVyJzLwJFOnqjst6uXOW9qingd1quZPybVbt27Wv7/44gu02pzDPzdv3mwNmWvRIrtcw5UrVwBLXShnxtatW7fYs2eP9bXRaPtZdGXEt2/fHrAYVCtXrnTab/bs2UyYMIHBgwcXqVclN3OFbEPUETt37uTdd99l5MiReQ6zbNGihbVQ9Pr1621COXNi//79haYUmPW++/n5OTW2UlNTWbt2rfX1g++7hMTjhGRwSRQLSgdGAYCnh5LDxwtXLemrmceIi89f/sfjwmfTxvLiuB5s3L6C6BjH9VBqV29ERJk7KNWTUKpnYDZ1tTQIzhOzBUFHlsCJXPEPAEb9W2Smb8Vo6IfJ2Aijfhh+Xhv5bHxvvHxmOh5Hdhh95kSSEy8zqE8Uo4Z/Sqc2fahTo4ldCOSD1KvZlBcHvcWMz35l+YJ9dG3fl5ASYVSuUJPxr0/lx6krCyXU5vbdm3R4ujrTfh/CqbQ5HEiZyPr459iRMJatia9wMu17jqZN4UDKp6hk3siEwgkIkAlmZDJbg/P2rRAnvR3jLD8qLxTEw5gTzpQeATYtu87FYwnotCYSYzLZuOQa37x2gNP77+Hjn7+yAR0HlkWpLh7v4KNOnaruPNfDjxoVNSgfUC9UKgRqVNTwXA+/fBtbAJUrV+bZZ58FLLWjevXq5VKE4cKFC9biw3Xr1rXW1AKsUu1nzpzh1i37/NKEhAQGDBhgs9B/sJ6XWm25bxyJOYwYMQKNxuJtHzNmDFevXrXrc/ToUb7+2lL70N/f33puRUHWXMF+vk2bNqVu3boA/PDDD9Yi0veTlJRkvZYAr776ap7nMHfuXGvttHHjxvHSSy+5FMJITk7mgw8+oFWrVlajp6DKrFnve1xcHEeOHLFr12q1DBs2jLt3s1MNHNVxk5B4XJBCCiWKnFvRaQ5zrgAydUaHNY8KQlKyju4D1/Ddly1pUMd5ccfHldPnj/LzshkO20qHRvLhuBk0qN0cXx9/Yu5FM+HrUWzeuQpEywLLbGqCXHHA6fiCkIkouiNXrEYmX4fZ1AWzqQ16bZv/emipVX0W0+f8hkmci0pzGYN+HKK5mnUM0VwfkfrE3oNZP5XA2+s9kA/CaN6X4/n16/2C9e+aVesz64s/cr4o+WDM+Ge5duuczbZMcwKZ5gS7voFKx5Lz+SEx0ZfDB2vg45NGeMRt1Go9ZnPxirwEh3tQr21J9q7OWxHZoiIuWsvCz07iE6hGJgezC4d3yQhP4qIzMOjN+AdraNs3gsZd/n/yNnNDgK+CNo28aFbXk4RkIwaDiFJpUSPMq0CGM3766ScuXrzIsWPH2LRpE5UrV+aZZ56hU6dOlCpVCkEQuHnzJhs2bGDp0qXo9Xr8/PxYtmyZzTh9+vRh7969aLVaWrduzXvvvUe1atVITU1l3759zJ07186YS0lJscnxCg4OBiyL92nTptGiRQtCQ0MJCwsjODiYadOm8eqrrxIdHU29evUYN24crVu3xmAwsGPHDqZPn241OKZPn55rSfb8kDVXgC+//JIxY8bg4eFhDSecN28eTZo0QafT0bt3b4YPH87TTz+Np6cnJ0+eZMqUKVYp+GHDhtmpPeaGkJAQtm7dSufOnbl69Spz585l2bJl9OvXj1atWlk9Tlnv3z///ENqavZDlF69euVagMQZffr0sYY2duvWjffff5969eqh1+s5evQoP/74I5cv25aXSElxrCArIfE4IIhF+ZhTQgJYuOw8M+acyLljIRMU6Ma637ujUDw5jtyEpDi6DahFTJzzp8nvjf6akOBSVK9cj7JlKrL/yHYGvdqejPR5mAxDEYSraDzrIAg5/3iJohKj/lWMhiEg+iGT70GpnsILg9ryxz/zSEvP/hHOSN0LYhMXo+nQeEYik9mLKWShUqk5sTUJtbpoRQ/OXDhGj+fr5thPhpIymo7U8HwZhSz34gKiKObqCbBcbqRRk2PciirJzRvFJ2Ner00IfUZV4oNnduR6n/7jqvD37IvW4sauUGlk6DPzVzPHw1uJLtOIUW/70xRQ0o2WvUvTtFspzGYRg86M2k3+RNVAe9xISEhg3Lhx/PKL8zDlLOrUqcMvv/xCjRq2Dy90Oh2dOnVixw7n92LZsmUZPny4VXRj27ZtNl6yAwcO0KRJExuv7UcffcTEiROtr7/55hvee+89p2FpcrmcL7/8krfeestm+/bt22nTxvKwadmyZfTv39/a1rp1a3bs2EGlSpU4f/58rvZJS0ujXLlyNnWwWrRowc6dO62vt27dSt++fUlIsH/4k0Xfvn359ddfUamcl7jIiZSUFD788EPmzp2bq1DBJk2a8N5779GzZ0+7trxeC1EUee655+wM8PsJCgriww8/5PXXXwfg559/ZujQoXk5RQmJR4YnZyUq8ciSlJz/xPyCcC9Oy77DuVM+fFx459NhLo0tgC+/e4c3PhxIh76Vee6Vtrz67jOYzCaUqi+BZESxLLr0zZidKgxmIwgGlOpvcfOsi5tXJGr355HJT3D27GDiYteRmfEXet3L6DMngdg4h9HUmPRDXfbo3fn5Ije2AG7fyTnPT0BBU9/J1PEemydjC8Ak5i7PwWRScHB/HcpVuI5SWXzhMpdPJaJUy/HwVuaqf9WGgZSu4JMrYwtyVnt0RXqKgb5jqvDM6Mp0HVqOFz+rTc8Xy+NXQsPFYwlEXUpBLpehcVdIxtZDxt/fn4ULF3L8+HEmTJhAs2bNKFOmDO7u7nh4eFC+fHn69evH8uXLOXjwoJ2xBZYQu40bNzJlyhTq1q2Lh4cHCoWCoKAgWrZsyYwZMzhx4gSjRo2yhuP9+eefNmM0atSIZcuWUbNmTTQaDX5+fjYeGYA333yTM2fO8Nprr1G5cmU8PDxQqVRERkYyfPhwDh8+bGdsFQWenp5s2LCBtm3b4uXlhbu7u12oXNu2bbl8+TITJ06kYcOG+Pn5oVAoCA4OpmfPnvzzzz/88ccfBTK2wFIIeebMmVy/fp3p06fTtWtXSpcujVqtRqPRULp0aVq2bMmECRM4dOgQe/fudWhs5QdBEFiyZAnz5s2jadOmeHl5oVAo8Pf3p3HjxkycOJGzZ8/y2muvUbJkScD+fZeQeJwoFA9XbGwsM2bMYNu2bSQnJ1O6dGl69uxpEzvtjIYNGxIfH29NoJR4csjMNPLmR3vYk0u596Jg0vhGdO8U8dCOX5jcvnuTlj0jCpR7YzbVwKCbhMnYFZliLRr3Xg77iaIcQTAhipb6XPejy1iEyTgoX8eXybei8WjnsE2lVHFmV0ae6srklyvXz9OhbxWXfSI0XanrPc5lnzj9aTLN8YSqmyETFBjFTBINFwhS1crTfCLK3sDHJ5UTx6qRl5p0BeHLlW3YtPQaW/647rKft7+aMdPq8+fMc1w46vyJ+4M0616Kw1vuoNPmXRCn5wsVaPlUOJeOJ/DzZyfsvGWV6/sz4pPaksElISEhIfFYUOAcrj179tCrVy8SExOtC8ELFy6wefNmpkyZwtKlS13GGEdFRdm41iWeDG5FpzFw5EZSUnNR0Ccf+Pup6di6NCE+MGPhZYd9BAFqVM25Pszjwu07NwosdCCTn0Lt3guzWY4u4zgmU0Pk8oN2/Yz6N5ArV9Cw1jKOnNiE0bQPUQzAoH8B0dzCwci5Q5A59yx99dGCYjG2AMpFVKZZww7sObjJaZ8wTSunbaIocl27juNp3yJiQiX4EKHpSkWPvnk2tgCuXw3/76/iMSB8g9QolDI6DIwk9lY6p/Y6L8vgE6jGN0jD1TNJeTpGUJg7rZ4uw8Zf7UUKcsLTT8W8Ccc5f9ixwMv5wwnsWHGD1n0i8jy2hISEhIREcVMgg+vu3bv07t2bhIQEvLy86NSpEyVLlmT37t0cO3aMmzdv0qZNG37++WcGDhxYWHOWeAz4cPL+IjO2ACqW8+W9N+oBcPh8Orv32+cFdWhdmjKlnxyp6IjS5a11bAqKaG6AaK6OLn09Ks045MrfEIRMzOaSGPVjMerf4qmuXZj5ZUNadGnIpbyvmR1gRqGcY7fVw92Lt16dTK8uzxXGQXKNTpdht81HUR5PWSjR+t3IcR5uJwgCEW5dUMg03NBuQCP3p5rnMAQhv6F0xeupCSvnxbGdMdw8n4y7lxK5XMDkRPkw6mIKd66lQh5t/YCSbuiuOVcrdEZgqBu7/rlJ1EXX++5cESUZXBISEhISjwUFCil89913mTJlCuXLl2fjxo1ERERY21atWsWLL77IvXv3kMvlLF682CZxNIuSJUsSGxtbKItIiUeDG1Gp9Hp+bc4dC0jbFmHExmnx9lJhNJo5cToend6ERiOnZ+dI3ny1NuonTCp6zAcDWL3xtwKPI4pydBm7MJuyRC7SEYRERDGErOcwpUpC/6dh6qwCHw7IRKkZh1L1A6IIMrpQtswAmjaoxOsvVcPfL3e1gwqLPQe3MGhUds2biu7PEqpujr/SEmaYYYrBYE7HR1m2WOf1KOPKKHsQhVIgKMyDO9fTcu78AIIMxFzobcgVAl/90zbP40tISEhISBQ3BfJwrV27FkEQmDVrlo2xBdCzZ0+qV69O+/btuX79OkOGDMHf35+OHTsW5JASjyCiKLL/cAwXryQRFOCGn2/BEnlzy9ZdtpLWKqUMjVpOw7rB9OlW9okztgA+Hz+XzMwMi8x7ARAEE0r1R+gyNv+3xQNRtDV6bt0pqLFlQqH8GkF+HYXibwRZHKI5mMyMNYjmepw6DadOw58rYN530LRhQY6VN/Yf2WbzOtKtBx7y7FpY7vJgePJunwKRW2MLwGgQ82VsgWNjyyTqkKG08SD6BuWvZpeEhISEhERxUyAPl5eXFzqdjoyMDBQKx7bbjRs3aNasGdHR0Xh5ebFr1y5q1qxpbS8uD9eFCxcYN24cixcvxt/fv0iP9f/EvXgto9/dyflLSdZtPt4q0jMMGI15v7VCfIyEB5o4eKVgiymNRs6CmW2pWunJe6+NRiNNu4URl1Cw3EdRFNCmZgBFpAooROHmWRFByFapzExfj9nUya6rjzcc3gZenkUzlQf5YeGXTPn+fevrlr7TCVQ5rrWVW4l3icLnVuYOLmQsJdl4BYXgRrimA1U9hqOSefLs2Co0aJ+z0qaEhISEhMTDpkCy8EajEU9PT6fGFkCZMmVYt24d3t7epKam0q1bN27fLv5im19//TVr165l7ty5xX7sJ5mPPj9gY2wBJKfo871AvZusICq+4NUKMjNN/PDz6QKP8yiy7/DWAhtbFkQEoQg/i2JpjIYR1pdmc1mHxhZAcgqsWF10U3mQHh37I5Nl32fXMtc47fs4G1ve/sXjbS4Kbmg3cjDlM5KNFgVbo6jlqnYVu5PeoXmvkpKxJSEhISHx2FCglW1oaCjJycncuOG6pk2NGjVYtmwZcrmc6OhounbtWqwVw+Pj41m8eDFgKX5oMBSdmMP/EzdvpbL/cIzDNoPBTP3aQahVeY/LupOUu9pAObH34N0Cq/o9iiSnJBbKOIIAGs/KqNz6oFBNQS7PuXhpXlErXrL+LZrDXfSEW67LixUqpUIjePe1r6yvozI3cznjL8TcJA89RqQkFF9tr8JEFE2cTV/osC3JeBFFxKninZCEhISEhEQBKJDB1bx5cwDGjx+fY98uXbowffp0RFHk9OnTdOrUiXv3nEsRFyZz5syxyk2npaXx119/Fctxn3TuxtqrvN1PreqBbPyrBz/Pakup0OIVRQBQyGWPtXfCGXVqNimAGp4tMpkJhXIFKs07KN3GAbkJ7RUBI7mRrQsPq878GWvo3/tFenWpjyA4H1+jKRQpxFzz4qC3eP+5vymj6UywqgGZ5kQyzbmvM/X/TInS7pSp7I2j21AmL/hnLs10G63ZuRd37XrnHkkJCQkJCYlHjQKt2kaPHo0gCPz222907tyZtWvXcuvWLaf9X3vtNcaNG4coihw8eJC6devaVYMvbPR6PdOmTSMz05JHkpmZyeTJk59Iz0dxU6aUF3IXiyu93oyXp4o6NYLI1BW/CmW7VqWK/ZjFQUZGWqF5Yu7/HMhkCQjy/TnsYUaunI67txKNR3kUqo8A5x5jvUFgx66uBPjMpUTAl8gVhx32E4QoYuKm5uMMCkbSxZLU836LZr5fUN3zBdzkgcU+h8eRtCQ9fV6tzOip9alQ2x9BsKgLVq4fwLCPauITWLAcTLngev/Ya8YCjS8hISEhIVGcFMjgql+/Pp999hmiKLJp0yZ69OjByJEjXe4zdepU3nzzTURRJDo6mowM116SgvLnn3+i1Wpttl24cIF9+/YV6XH/Hwgu4U57F0bN4j8uMHTUFi5eSSQ1rXjDOIMCNIwaUb1Yj1lcrFz3a5GNrXbrBbgK95VhMozDaOiJTH4VlWYSavfGgP3nWBCuc/X6Bub8DFO+g1lz5RgNjYD/sXff8TVf/wPHX5+7sxPEFrH33lSCmrW19l6lqGpLtaXlq9RWVO1ZW1FKjdQesWpvahMSRMjOHZ/fH/ndK1fuzbwkOM/Ho4/efD7nfD7nXhn3fc8573ck8DJglBQX0Do34nFo0kuTX4fYKPHGPS2iwg1M/+I4ty8/p9+4CoxbX4ef19ehz//KU6JKNr6cUZXSNb3TfH1nZQ6yqEvZPe8eWQNTKrImCoIgCEJGSve6pO+++47169dTsmRJZFkmT548yfaZPHkyS5cuxc3t9RallWWZcePGJQq4jEYj48ePf633fl+0b12Y7Nmc7J4/d+kpXfrtIvYNznB91CA/qxY0JE+uN5Ty7g0Lj3ie5HmDvgNxsSOR5dT/fCkUT3FyLYxCtQ6wv//HEPeZ5bFSdQqdS02Uqo1ANBCGUj0fjXMDTCZbud5dQLqExuljtM41cHItg0J5meKFy6V6vOlVsJTXG7/nu0KWYcui6zx9FI1Gp0T9/2UYTEaZ9bOucCEwfUvGy7t+jlpK/D1cyKkVOd3KOGTpoiAIgiC8Cemqw2XWpk0b2rRpw927dzEYUvaJcbdu3WjRogVz584lMDDQEcNI5NChQ9y4cSPRcZPJxPbt27l9+3ai+mFCyh08GsRXIw+j1ye9vC0umfOOplYp8M5qPwh821Uu/wEr1s+2ec5o+IC46BWAEkPscBTKw0iKGyhVO1Cq/kaSkv+3kBSP0Tm3x6CvQ1z0XpttZDm/1dcK5Vm0zh9bHTPE9QDsBDRyaeJixqFQ/ocsz0ep2ourU/9kx+Zoddvm5/yREPSx71ayjDdFNsHpfY+o36GA5diZg8FcOJL+/bme6sJ8mGU+t6K3EKq/jEbhho+uIbm01angnyPd1xcEQRCEN8UhAZeZj0/SWche5enpybfffuvIIViZMGGC3QBQqVQyffp0pk+f/tru/y4zGk1Mmnk62WArIzwLi83oIbxWjet9jHfWnDx++ijROUPcV7ys2Osan4bdCEb9AFSacWh0I1N8H9lU0+45heJS8v3lZNJ2y8UxGYoTZ2gG0l0C9vgwoHfSXRwtl68r/cZV5O8l/3HrYtibvfkbIssyBjkKlaRDkhxfzTk60vp37On9tjOX2qNUSRjt1OxzVnpTyrWX1THvvM407lYodYMUBEEQhAzk0IDLloiICM6cOcOjR4/QaDTkzp2b8uXLJ1m7yxFu3brFzp07MZlsBwRxcXHMnz+fn3766bUvbXyXbN15m6Wrr/DfraSXtWWkMiXfvWLHCWnUGlp/1JX5yycnOmcylrXRI55B3xu1ZjKSImX/dpLiqp0zJlSaGcn2l0lF4Cv78OjNJC1NxLeEBwMnVSIqXE9UhJ4JfY+kJAFjpifLJq5H/cF/0X8SY3qCRvKggFNTSrh0QyE57vdvwVKeVl/HxaRu+bDRINO0ZyFuXHzGleP2s0RmzanDr7UPlT/Mhdbptf/pEgRBEASHcUxuaRsuXLhAixYt8Pb2xt/fn/bt29O6dWuqVauGt7c3ffv25dGjxJ/QO8q0adMsqeCTsnjx4tc2hnfN8nVXGfnzsUwdbHm6a/i4+bv/6XfNKh/aPC4p7BcylqSHgP1CuLJsvSdGpd6AWjsU64QYoWh0vVCqDiY5PlkGZCNqXT9U6t9IOhFHPM8M/tzD2U1N1Av9OxFsAZyLmMuN6M3k1zWkjGt/vDXluBa1ln9fTHDYPfIWcaNEVevMjkXKpWFfnCSRx9c9ySafDC5BrWb5RLAlCIIgvHVeS8C1YsUKKlasyN9//01sbCyyLFv99/z5cxYvXkypUqVey/6tFy9esHDhQuLiki76GR0dzcSJEzEa33zK8rdNdIyBeUsvZPQwkhURpWfpmisYDJlvqaMjPXhoO6OfSj3fbh+VZj6SIqlpJJlXqyUUKvSIj5pG0qzFC0qWjEGhfARSGLJs/WGGLGsw6BthMvkiyzokSYFGNx21Zj4ap0E4uRZFUiRdrLZShSRPvxEeWbU2a0u9baKNTzHJcTTKupxSrr0o4vwJ1Tx+5MMs83isP8sLw+1036NoxSx8+lMFFArrQL3GR3nx9E5dWvgc+VwoWc1+Sn5XTzWFSosEJ4IgCMLbyeFvLc6ePUuvXr0wGAwULlyYefPmceXKFZ4/f05oaCgXLlxg5syZ5M+fn2fPntGmTRuCg1O35j85CxcuTHHB22fPnrFlyxaH3v9ddOlqKBGRmT+FtsEg8/uaq0yfezajh/JanThje4ZJpVmJSjMz0XGlehEq9dwkrylJ8f/Jshp97HAa1b9Jmza/UL4ClC0bS6s24XTr/gilogYxkVeJi/kfBn1HjPqGgAqVeicKxW0ghoRp3wEkRTBapy5J3r9DmyRPvxEe2XSUrJK6Wly5C2a+bJjPDTco7/Y5ilf2bLmrfKng9gUhcafTfY/bl56zetolju54wIl/glg+4TwrJp7n2qmn9P+5IuX9cqBIwZYxtUZBobKe5C/uQcU6OROdlxTQ8tOiIiuhIAiC8NaSZAdXAO7atSsrV66kVq1a7Ny5E2dnZ5vtIiIiqFevHidPnmT48OH8/PPPDrm/0WgkT548qQriKleuzIkTJxxy/3fV+ctP6dp/V0YPI8V0WiUBG1rg7mZ/Cd3brOfgJuw/ssPueZOxBEZDK0CBUvUXCmXSs0sJxcVMoETxL2jewnZR8uMnpnPzv6PcvBGAQrUTnXPTFF87OuIUsinxVFbrZjBnaoov81qFh8WxaPQZ7l9/+fy1TkpcPNSEPoqxHFMqJVr2L8q/ux9y90rySybfpAjDA1xVtkt0mGQj92P24eNke1mqIxQq60Wf/5VDoZD4scN+YqOTnnFu1b8oHzTPh8kkc2TbA44HBPEiNJY8hdyo08aHwuXe7X2ZgiAIwrvN4QFXwYIFuXPnDpcuXaJYsWJJtj179iwVKlSgePHiXLqUfNazlNiwYQNdunQhJiYm0TlJkrD1dFUqFceOHaNixYoOGcO7yGSSqVh3XUYPI1UWz6xHxXJpL76amY2f+Q0LbCTNSC9ZhuiIJ3TqrMTX13ax6oiIhyxcXA59zEYUqrkoVQEJ+jshSdE2+wHERO6kSIGG6HRw5Rrkygld20O/HvCa8+ikiizLXD/zjHvXX+DmqaHsB9nROau4dTmMQ3/d4+nDaLLkcKJinZz8teAaocGJf99kJFk2ISWxNjLOFIlG4fJax1CpXk7aDynJjC9P8OCG7eDdrEApDwZOqvxaxyMIgiAIGcXhSwofPnyIh4dHssEWQLly5fDw8ODOHdv7UdLi559/thlsqdVqZFlGp9PZ7Ddx4kSHjeFd9Oo+jbeBu/u7ObsF8NGHnyTbRpaV6GO/xGhMTRIRHchZ0ensfw6j1XoAICn+QlJcsTqnj/1fEuPRkN1bQm+EsxfAxQWaN4beXTNXsAXxH84UrZCFD9v5UrVhbnTOKmKjDfy96D/OHgjh/vVwzh0KYenYc8S9waLeKZVUsGWU4157sAVwcs8jZnx5nAp1sifbVtRBEwRBEN5lDg+4cufOTUREBC9eJL/EJi4ujujoaLJmzeqQe//777+cP5946ZROp6N48eIAlChRAq3WekO3wWBg48aNPHz40CHjeJdcufaMr0YeolaTDRk9lFQLDolKvtFbqlypqtSp9VEyrUwoVbtQKhMX/zZ79Y25JMUgKa5x/579zTdBD83Lb5XIJl/LcaOhGoa4rzEZbc8Uy3JWnoQe4+at+K9Dn8Gv86HnwGSeRiaxd/0dbl9OnKEzIkwPb9HnEUrpzX0Q8eBGBCf+Sf73atGKYsng2+zUqVMMHTqU8uXL4+3tjVarJU+ePFSvXp1Ro0Zx+fLl13LfHj16IEmS3Q9ShdcvJCSEKVOmUL9+fXLmzIlGo8Hd3Z2SJUvSt2/f15IYLSFfX18kSaJx48ZWx5cuXYokSUiSxNGjR1/rGAQhJRwecH3yyScYDAbGjx+fbNvFixcTFxdHq1atHHLvCRMmJKq7pdVqqV69uqXA8fr168mfPz9qtdqqnVKpZObMxMkG3meHjgbRuf8/7Dn4gMiozJ8w41W/vOOJM2ZPWE++3AXsnpckOcm9W4V9SzBtzHK0Gus3K1rnupy/VJ7Y2MTLwEwmE4GH3IiNXo4+rj/62M8s5xTKMzi55sZoLIdB/5Elk6Esu6KP64lRXx9kTyQpyOqaew/CkbdgC+XJPfbLWGTJLt7w2RN8N+kPPtyzaPigeb43NBrBkWJjY/n000+pXLkyU6dO5ezZszx58oS4uDiCgoI4duwYY8aMoUyZMnzxxRfo9baXKQtvH71ez6hRo/D19WXYsGHs3r2b4OBg9Ho94eHhXL58mYULF1KrVi3atm3L8+eZt5yMILwJDg+4Ro0aRYUKFZg0aRLffvstUVG2/9guW7aML7/8El9fX0aPHp3u+z548IBNmzZZpXhXqVT4+vry119/WQIsd3d39uzZg4eHBwrFy6cfGxvLrFmziI62v//kffL8RSxDfwzEaHx7ixL9d/M5/90My+hhvDY6nRMd2/RLc/+hA3+mZeNOdPvkBnExYzHqGyHLEgpFEM+f32Ljnx/zIOiYpf3jxwbW/+HJrZuNMOq7IJsqYzK2QB87GFnWIEmxSIpg1JolKJSXiI48R3TEaYz6j1FrlqDWLkfj9Dk61/yoNNYfyOzcBXFx8DQU7NQqz3AxSWTpjIp4/R9IuHm+e0tkvfM4M3ByZdyzpC6NvJA59OrViwULFiDLMv7+/sybN4/9+/dz4sQJAgICGDt2LPny5cNoNDJz5kx69eqV0UMWHCAiIoLGjRszZswYoqOjyZUrF9999x1bt27l+PHj7N27l4kTJ1KwYEEg/oNuf3//FK18EoR3lcN3TowcOZKKFSty7tw5Jk+ezJw5c6hVqxa+vr4olUpCQkI4cuQIDx7EF2hVKpU0a9Ys0XUkSeLw4cMpvu+MGTNQqVSWgEuhUODl5cWePXtwc7OuqJonTx727NlDtWrVrAIso9HI77//Tr9+aX8T+65Ys/E6MQ7am+LspCIqOmNmyCLewpm51GjdtBuTZn1r85wsuyJJEXb77tizgYZ1WrFzT24McSNQuZRHkl4G2MEhZ/hjfXOcnbNjiPuNsFBb+8ac0cfOwGhohda5MZIUX/tOobiNWr0WWc6CSrPMqockGdDovsdkrIDJGL8M5O9/4Pd1EBUFefNA/57Qp2sqX4zXyGSUUWkUEGn7fFLBmC0qjYJazfNw7uBjnoWkLOFGeFjSdQXfRpXq5SRrTqeMHsY7KzbawKM7kcRGG9E6KcmZ38VhhaN37drFqlWrABgxYgRjx45N1KZBgwYMHjyYZs2aceDAAVasWEGnTp1o0qSJQ8YgZIyuXbuyZ88eADp06MDChQtxcbHeF1qnTh0GDx5Mz549WbNmDWfPnqVv376sXbs2I4YsCBnO4QHX9OnTrbIBhoeHs2PHDktdrFezBN64cYMbNxLvMUlpHS2AyMhIZs+eTWxsrOWYVqtl79695M6d22afMmXKsGXLFpo0aWJZ5hAdHc2ECRP49NNPU3X/d9H+wKDkG6VQRr2UGrWCYoU9M+bmb0iObLlwc/UgPOLlcg1ZVqCPnYBR3wInt+J2+27ZuZpK5WoREdkfpMcolLaXYEZFhRD1ol6S4zAZ62LUd0elWWA5plRtAewvJ1Np5hAXHR9w3Xvw8vj9BzByLEREwJDP7HR+w07vf0T4M8cEPAol1GqWh4Ob7mN6i2eQ00uhlKj8Ya6MHsY76dGdCA5vvc+pvY+IjX75wZnWSUnFujmp1SwvOfOnr37c4sWLAcibNy9jxoyx287NzY3ly5dTqFAhDAYDs2fPFgHXW2zVqlVs2rQJgFatWrFixQqUStt7fnU6HcuWLePSpUucO3eOdevWMWTIEGrUqPEGRywImYPDA65u3bq98WDl999/t9q7pVar2bp1K6VKlUqy34cffsiCBQvo27evJeh6+PAhAQEBNGrU6LWOObN78jR1aa6VCgmjyfabx4za/6VWK3DSZbL0dw4myzJqlfV+RH3seAxxw+LPm7IgKUJt9jWajPww4TOcnaagc3ZFliWrGS5ryc9CGPTtrAIuGRUKhf0MpEmdA/htIfTtDi62S/m9UXs3OC6TqskI+zfec9j13kZKlUS7L0rg6S32vjnagT/vsmXRdWwVfImNNnJk2wOObn9A895F8Gvtk+b7mBNhFChQwGp5vi0+Pj74+fmxZ88eLly4kOZ7ChlLlmVLcK3T6ZgzZ47dYMtMo9EwduxYWrRoAcDcuXNFwCW8lxz+bnTp0qWOvmSSTCYTEyZMsCwNVKvVLFq0iHr1kv5E3qx79+7cvn2b8ePHExsbS2xsLD///PN7H3CFR9jf3KyQQKVSEKePD3K9szlRpIA7gSdSXmz6TTAY3v3Zg2fPnxIa9sTytSy7YogzTwvFQBI1scyiom+gSPpvJgrlQUzGhslcyfrNs1H/CZLagKQ8bbO1yVQyyauFR8CFS1Atg8szmYwyIffsrCUUUqxoxSzk9HHB1UNDpXo58cgmgi1HO/DnXf5aeD3ZdrKMpV16gi6ACxcuEB4enmjp/qtGjx5N//79yZXL/qxmUFAQCxYsYPPmzdy6dYuYmBh8fX1p0qQJX3/9NXny2C7mbXbs2DGmTp3KgQMHCAsLI1euXDRs2JChQ4dSpEgRS7sdO3ZYZtn+/PNPm4m7hgwZwowZMwDYvXu3zfcUXbt2ZcWKFVSoUIFTp05ZnduzZw8rV67k0KFDPHr0iOjoaLy8vChZsiStWrXi008/xcnJ+oOs27dvU6BAfCKkEydOULJkSaZNm8Yff/zBjRs3UKlUlClThp49e9KjR49Ege6+ffuoW7cuAI8fPwZg0qRJ/PXXX9y9excnJycqV65M//79ad26dZKvpS2BgYFcvXoViP9wPWfOnCnq99FHH9GjRw8qV65M/fr1bbaJi4tj/vz5/PHHH1y8eJHw8HCyZ8/OBx98wGeffYafn1+qxysImclb//H/jh07CA6Of6Ov1Wr5/vvv6do1dZs/fvzxR27cuMEff/xBTEwMhw8f5tKlS5QsmfQbwneZwWg/c0EBX3cWTq/H2YtPcHZSkS2Ljo977HiDo0uZ8mWyZfQQXjtnnQsatYY4ffxyN5OpGBD/xkel+SXJIsRmsixhMvphMpZFUjxAqdqCJOmtzqu1Y4iNqguo7V5HqdpueWwylscQ9xmynAutUzcb91RgiBuc7Nhc07fqySEe3YnAlPlKbb11cuV3pXmfIsk3FNLk0Z0ItixKPthKaMui6/GBcBqWF5YrV44zZ87w7NkzOnTowIIFC+wu4QeoXbt2ktf7+++/6dSpU6LECleuXOHKlSssXryYzZs34+/vb7P/1KlTGTZsmNW2hdu3bzN//nxWr17N1q1bLW/a69Spg5OTE9HR0ezdu9dmwLV3717L44MHDyYKuGRZ5p9//gHiAwqz2NhYunTpwvr16xNdMyQkhJCQEPbt28eiRYvYt28fWbLYLonw6NEjunTpYglwzA4dOsShQ4f466+/2LBhg90ZpkuXLtGhQwercjfR0dEEBAQQEBDAwIEDmTVrls2+9uzcudPyODXLQpVKJUuWLLF7/ubNmzRt2pQrV6zrOt6/f581a9awZs0a+vXrx6xZs1BltqKNgpBCDs9SmBb79u1Lc9+ff/6Z2NhYdDod7du354cffkj1NSRJYtGiRVSrVg2tVoskSUyaNCnNY3oXVC5vv1hpraq58PLUUqdWHqpWzMGxk8E2l69kJKVSok+XEhk9jNdOp3Oicb2XySwkKQQwoVLPRaP7Ptn+sikHMRHXiI3ahz52JnHRG4iNvIc+th9GfTNMplxIkoxSdRit80dI0iXbF5KeoFAewGSsSFzMz8RE7gfcMOq7YtA3s0o9L5uyEBf9OyZj9STHVqwIlLK/Be2NUakzxa/JTCE9q8Vjow0YDZk0BeU74PDW+6n+PSzLEPj3/TTdb+DAgZYZlm3btuHr60vz5s2ZP38+N2/eTNW1jh8/TosWLXjx4gXOzs5899137N27lz179jB8+HA0Gg3Pnz+nTZs2PHqUuDxDbGwsQ4cOJUuWLIwbN44DBw6wefNmyyxOeHg43bt3x2CIX96u0+moU6cOgCX5Q0JPnz61qul58ODBRG3Onj1r+bA3YcA1dOhQS7DVvHlz1q5dS2BgIDt27GDSpEmWWaHz58/z888/231N+vTpw9WrV2nfvj1btmwhMDCQmTNnki1b/AeJmzdvZsWKFXb7t2vXjuDgYPr168fOnTs5dOgQ48aNw9k5fo32b7/9xv79++32t+Xs2Zf7fGvWrJmqvvaEhoZSp04drly5gouLC8OHD2fXrl0cO3aM5cuX88EHHwAwb948vvzyS4fcUxAywmv5qCA6Opo5c+Zw+PBhwsPDMRqNVp86ybKMXq8nKiqKu3fvEhYWZvlFmBrnz58nMDAQtVpN9erVWbhwYZr3j6nVarZs2UKVKlW4fv06q1atYsqUKZZfbu+Tw8cecvd+4hpMAG6uKjp+bP0ptTqTvSEtUtCDzz8tS5WKOTJ6KG/EiCFTuXDlJDfvXEWhuIdKMwK1dmqK+sZGL0eWC1sdM5lyYIqdC4Ti5BZflNxkLI+kuISTWymM+vro477GZKwHxKBUr0WhuEJsVOI3JQCGuOmM/9mZQd8cxyRrMBnqokBDAbeH5HIKxSgruBORg0fRLz/pdXeDX8al6eVwuOz5XHD1UBPx/P2uIZQ1l45Px1Zk4qdH0pTs4+iOICKe6+kxsuxrGN37LTbawKm99uvEJeXknkc07Vk41dkLq1SpwsSJExk2LH6/qF6vZ+vWrWzduhWI37dVr149mjZtykcffWR5o29L//79MZlMuLi4cPDgQSpUqGA5V7duXSpVqkS7du0IDQ1l+vTpTJgwIdE1cuXKxeHDhy1L8gBatGhBp06dWL16Nbdv3+bw4cOWGbImTZqwfft2Ll68yOPHj/H29rb0279/f/z+WLUavV7P0aNHMRgMVrMr5tmeLFmyUL16/IdHISEhzJ07F4COHTtasjiaNWrUiG7dulG8eHHCwsLYtGkTU6ZMsfmaBAcHM3HiRL755hvLsRo1avDBBx9QuXJlTCYTK1asoHv37nb7r1mzhvbt21uO1apVi9KlS9OyZUsAVqxYYXfG0JY7d+L3smq1WrJnt/+hbGoMGzaMe/fukTVrVg4cOGC1sqhq1ap07tyZvn37smjRImbNmkWPHj2oVKmSQ+4tCG+Sw98pR0VFUaNGDYYNG8amTZvYtWsX+/btY//+/ezbt499+/Zx4MABjhw5wtmzZwkNDU2UuTClJk2ahCzLFCpUyKrWVlq5ubmxZ88esmbNil6vZ/bs2em63ttGbzDx5chDDPzmAA8e2t6zEh5hoM8Xe9iy4xYAIU+iOfpv+vZuFczvnq7+CXl76/hjSWP8athf2vKu8c6Wk60rTjPhh0UUL1IWjW6C1ZJAe4zGIpiMDew3kCIAd2IiA4iJPE1MxE3iomeCIgyt8yc4uTnh7O6B1ulT1NppqLXfA4k/ODEZC/Ht6FwY9C0xGZqgUShpnPdfauW4REH3RxTxCKJ+ntPUyH4JkGn5Eez/GyqWS/NL4nAff54JptoykNZJQcNOBbh66ilZc6U9jfuFI4+5cf6ZA0cmAJbU72kRG20k+G7a9igOHTqUTZs2kTdv3kTn7t69y9KlS2nbti25cuVizJgxxMUlzvR55swZTp+O3+f53XffWQVbZm3btqVatWqA7RkpiK8BmjDYMvv0008tjy9dejlD37hxfIZUWZatlg/Cy1U3HTp0AOIzIb+6RysgIMByHfNM34ULFyhYsCAajYYRI0bYHGeOHDkss2vm8ji25MuXj6FDhyY6XqFCBcqXL2+5nz21atWyCrbMWrRoQdasWZPtb0tERHyZEXvLIFPryZMnrFy5Eojf2mFrG4ckSfzyyy94enoCMGfOHIfcWxDeNIcHXHPmzOHcuXPIskzRokVp3bo1WbJkQaFQ0K5dO5o0aULevHktQVbr1q2tpu5TKiQkhDVr1pA9e3Z2796d7IbdlMqdOzd79uzBycmJ6dOn2/wD8a6av+wiew/a/wNg9uBhFD+MP870OWfoPXgPu/YnvyRFrVagUiaefdRpleTN7WKjR9o8eRzD8xexyTd8x+h0TtT7oBk3b19JvrGZnD/J05L0gLjoOQmCMi0G/efERp4gOvwBRkMDZPllMV5Z9sLepHnYy6z1lM1ykyy6xDOohdwfMqTDY+b9Arky2eRkmRrZ6fpdaZzdXj4/lUZBvXb54Q0mZc1f3AOPbFoKlvakzifpS3aQGrHRJlZPvczG367y+L79VP8pcenYk+QbCamS1mDLEf1btmzJrVu32LJlCz169LCZFOPFixeMGjWKatWq8eyZdcC9ffvLvZ+dOnWye581a9Zw//59jh8/bvN8w4a2k/okTJYRGhpqdbxQoUIAiQIu89etWrWyFO89cOCA5XxUVBSHDh0CrJcT1qtXj6tXrxIdHZ1klmTzssKEpWxeVbduXbvZH82BpTkAsuXDDz+0e87X1zfZ/raY94s56n3Rvn37LK9BUonO3NzcLEsY07MFRRAyksMDrj///BNJkujbty+XL19mw4YNtGnTBpPJxPfff8/ff//NnTt3mD17NpIkJblpNCkLFy5Ep9OxZ8+eJDfqpkXp0qXZunUr4eHhbNy40aHXzqxMJpn1fyWuh5aU39dd496DlP3C1v9/RsNcOV4uKylVPAtzpvgTG+e4fR0ysHPP+5ly+8CRHZbkGSkhKa4D9l97lXoZRkNbO2c9iIteSVz0WmTZC33sD5ZU9La9nMUu6PbQbitvyf65jFbugxyMWePPV79W5bOJFRm9sjYfdS9MmRreyXd2gFrN8tB+SAkadipArWZ5adSpIJU+TFmWsMxEYeODFyF9tE7JpBl9zf1VKhXNmjVjyZIlBAUFceHCBWbMmEGTJk3QarWWdmfOnKFdu3ZWfa9fj0/04e7ubnOGyszX1zfJLIW2ZtkAq/u/unXBnPghYcD15MkTLl68iCRJ+Pn5WWbWEu7j2rdvH3FxcSgUCstMWULmQEmWZR48eMD+/fuZP38+AwcOpEKFCsybN89y3h4fH/sfqJiLDCe1FSO9/W0xv1d79uxZmlcmJZRwT1iZMmWQJMnuf9u2bQNeLmsUhLeNwwMuc5aZhMkrqlatiizLVr+w+vfvz+DBgwkLC0vT0r2BAwdy6NChZGttpVW9evU4ePCgzexF76KYGAPPwlI3M2SyU3fLHoNR5mFwFB/652XHumasnNeACmW9KVHUK1XXSU5qn8e7IrX7FxWKOyhVm+xc6z6S8hxJZSWErBgNrYgOf4A+NqkEHTLmaSBJCkajtP9pelho5t8nlbugG4VKe6Fzjp/tatarCK6emmR6pV/QrUgm9T/KHzOvsHzCBcZ0O0Spatnwb53vtd/bkcrUfDMB6vskZ36XNAdNWiclOXwct8oAoFSpUgwePJht27YRFBTE0KFDLb+fdu3aRWBgoKVtSEgIgGWZW1potdoUbSl4NUgwB1xXr14lKCgIeLl/q2TJkmTLls2S2fDQoUOW/ub9W1WrVrU57oCAAJo1a4a7uzt58+alTp069OvXj9mzZ3PmzJkU/a42B0W2mPsnFfSkt78t5hlBk8lkM3lJaj19+jTVfQwGA+HhtveYC0Jm5vCAy5xlKOGnTeZ1ueZ12maff/45sixbLSlIKQ8PD8qVe72bPKpXr45O937UinFyUqF5Q8kvdu+/z/7AIMvXjvikLKGSxR0bwL0t/Gs2QalM3cZ3jVMvFKptVscUiitonRuhVFwHkpsxM8+QJfVzEv/HXan+HZ1rfp7q7WQ6BEKiPZMbcqaTNZcTQ2dXw6eY4/Yi2nLrYpjV19ERBlZOuog+9u3J/FelQS58inlk9DDeOVonFRXrpm22s1K9nKlOmBEdHc3NmzftLu9LKEuWLEyePJmffvrJcmz37t2Wx2lJmOUoderUscyAmWe5zP83J5Mw77cKDQ217AEz799q2rRpomt+9dVXNGrUiL///puIiAgUCgXFihWjdevWjB07lsOHD9OvX7/X+rxelypVqlge28rcmJTZs2czadIkTp06ZfmbbzS+/PDtxIkTnD59OkX/JZWARRAyK4dnKXR1dUWvt/6UunDh+Cxor9ZYKFCgAM7Ozty4kbqlbILjSZKE6Q3mdt+49SbtWxch9FkMqzakrnZMcmpVtV9Y810W9Oiu1R+wlJCk5+icm2IylsBkKotvPh33Hi6zpP9Wqldj1NvKghWHpDiMbKoLJJ9EQVJcQ6PrhSQZuRq5khoePxFpfMitmL+JMNzDRZmbPNoW7D9ciz43oEihVD2NDOfqoWHwtCrsXX+Lv5ekLiV2ehgNMmcPh7yx+6WFq6ca7zwuVG2Qi8r138+fzTehVrO8HN3+IFWp4SUJaja1vRQvKV999ZUlG9+TJ09SNDv1+eefM3LkSADLbBJgSYaQcH/Vm+Ls7Iy/vz8BAQHs3buXzp07W1Klm2e2ihcvTo4cOQgODubAgQO4u7tb3ssk3L8F8VsqfvnlFyD+A9vRo0dTu3btRAHC/PnzX/dTey0S7pPbtWtXouWhSZk2bRo3btxAq9Xy+PFj3Nzc8PJ6+eFonjx5kiyKLQhvO4dPafj4+BAVFcX9+y8TKXh7e+Pm5sbFixcTtTeZTKneuCk43sGjQRgMby7gevw0viDvoWMPLfu7HEGjllAo3s89Iqv/nE/CvVKpoVBeRqVeS65cN/HN9zLlrkY3EKXqLxs9lP8fbKX0+ruQpPhg8FHcMfY/G8Ku0N5cj1rHw7gj/Be9gf3PehMr/cWWzFdDO0XiYoycOfD4jd83MpOnqx80uTIDJ1WiSoPcaS7bISQvZ35XmvdOXWHp5r2LpKnosflDVHg525McJycnS9KFhPuuS5SIr5f4/Plz7t69a7f/7NmzKVCgAPXr10/TUjR7zMsK9+zZw7NnzyzvUxKmSzc/3r9/v2U5Ya5cuRJlVFywYAEAXl5eBAQE0KhRI5uzMffuvZ37jEuUKGFJyb527dpECVDs2bVrl+WD9UaNGlmSnCXMSnjixIkkrzFv3jzmzJmT4u83QchsHB5w+fv7I8tyogLEJUuW5MWLF5bMPgBHjx4lJiYGDw+xxCSjrd+c8lnG7NmcyJMrfWv+ixbyBOCenXpfaZUta9pTVr/tgh7Zf7OSUv41OlG62I+83HMVida5JTqXUqi1g4Gw/2+Zuv0iRn1PTKaXWRFDDZcwvZpCXjKgcerDo5C37wMYfayRud+f5MENsbcgoTyF3ciWWyz/eVP8WvvQok+RZAtUSxK06FMEv9Zpy3SZcCnd+PHjiY6OTrbPrl27LDPwtWvXthw3L9kD+OOPP+z237p1K7dv3+b8+fPp2u/1KnPAdevWLVauXGnJsGzOJAgvA64DBw7wzz//APHp4F/9AMEcVBQqVMhu5uT79+9z+PBhy9cZuaQyLcx1wV68eMHgwYOTbR8dHc2QIUMsXydMdZ8wE6M5WLXl1q1bDBw4kAEDBjBmzJg0jlwQMpbDA67PPvsMhULB77//Tvny5fn333+B+F/QsizTo0cP1qxZw6pVq+jUqROSJFmtCxYyxsOQlKV6zpPLheVz61O+dNoLQksSdOtQHL3eyIYtjl1+5ZMn9Z/WviuKFEhcwyQ1VIrGTPqlN3/82YLYqPWYjPEJaWRZgWwqiEH/OeD5/62NKFWr0Ti1QuvcEJVmEi+DMVucMMQNSHYMkhTOpu1/cTf5SgOZyondD7l7VQRbCXll1/H5FFGg9E3za+3D179Vo2bTPIkSaWidlNRsmoevf6uW5mAL4pfZmWs8nT9/npYtW1otE3zV1atXLfuWKlasaBVk+fn5WWa5xo0bx7Vr1xL137Jli2Wvt71Cv2lVrFgxS3bEiRMnWsaUkHm8Dx8+ZPPmzYDt/VvZssX/Xbx48aLVKh+z0NBQOnbsaJUO/m0rPdOuXTsaNIgvFbJixQr69etnN+B++vQpLVu2tMwadurUySrYzpcvn6UI89atWy3LVBOKi4ujR48elmB9wIDk/44IQmbk8D1cxYsXZ8qUKXz99decP3+e4OD4oriDBg3it99+49atW3Tu3BmIT5YgSRJffvmlo4chpFLhAh5c+y/M7vl8uV35pGUhWjctiLubhs5ti7Jzz10MxtQvYatcPjsli3qx73AQoQ7OKHj0ZAg/TTnBD0PfvyC+8yefsWL9bGJik/+02WTywRD3KQrlMUCNUd+WOOpiMMRn+jIa2mA0tAHpEchOQMJZaCMap49RqTdbjihV/6BULyU20n5CDJOxWoqeR1TUc2bMhaljU9Q8U7gQ+OaXEmZ2bl4aVOr0pRsX0iZnflfaDChO056FCb4bXxTZnI0wtQky7FmwYAHXrl3j9OnT/PPPPxQvXpxPPvmERo0akTdvXiRJ4u7du+zcuZNVq1YRFxeHl5cXq1evtrqOJEnMmzePOnXq8OzZM6pVq8awYcPw9/cnMjKSgIAAZs6cCcTv8/n++6QyoqZN48aNmTNnjiVISricEOJX6Hh7e/P48WNiY2NRq9WWoCOhNm3aEBgYSHR0NHXq1OHbb7+lVKlShIeHc+TIEebPn58oMDUnGnubrFq1itq1a3PlyhXmz5/P1q1b6dWrF7Vr1yZLliw8efKE/fv3s2DBAsvyz2rVqtksWjxz5kz2799PaGgon332GXv27KFLly5kz56dq1evMm3aNM6dOwfE1xbr2LHjG32uguAoDg+4AIYMGULVqlWZPXs2xYoVA+I3xu7cuZNOnTpZMv24uroyZcoUm7+4hDer08dF2LHrDvYyvd8LiuD4qRA+9MuLu5uGksWyMHlMLUaOO0pkVOqWRJw4HUKfL/bStGHShXfTasOWm7RsUoCypdI+C/c2yp+3EPOmbOLbn3rzMCT+jYNGo6VH+8G0adqdjX8vY8vOI9y+0wKToQmyXJKXk9x6VNpvwTDV+qKyeVnNYyA+nbdStcYq2DJTKK4AUYCdNw+yFoksxMZ2R62ZgSTZ3rtnNPqzY/fbFXCltkTC+yDscUxGD+G9p3VSvbaskG5ubuzatYuvvvqKZcuWER4ezpIlS1iyZInN9hUqVGDZsmUULVo00bnatWuzbt06unbtSlhYGCNGjEjUxsfHh7///tuSZMORmjRpYhUMvBpwmY+tX78egFq1auHunjgr6aBBg9iyZQv79+/nxo0b9O3bN1GbggUL0qtXL0sCkStXrlgtX3wbZMuWjcDAQHr37s2ff/5JUFAQY8fa/4XdrVs3Zs2aZXOZZd68edm7dy/Nmzfn7t27/PHHHzaXlvr5+bFhwwaxD1R4a722POA1a9ZkxYoVVptry5Yty4ULF7h48SJHjx7l0aNHfPrpp69rCEIKRUXpefAwkhzZk/6U7fCxh/T5Yi/hEfFLIOp+kIdOnyT+45kS/916ztPQ1/eGbMfu9O9nehvVrt6QA3/dZuWcPcyfspnAv+/z7eBJFC1UitYfdeN5+Bm0Tt/g5FYGnWsRlKqVSNJdNE5tUWvm2b2uSjvB8lit/dFmG0mSUaoX2b2GyVSdyBdPMcROw6jvabONQd8O2ZS+pZEZoWSV9Af3zm5p//xLpc58b0I8sr0fJTXeZ1myZGHp0qWcOXOGUaNGUatWLfLnz4+zszMuLi4ULlyYdu3asX79eo4fP06ZMmXsXuvjjz/m2rVrfPnll5QoUQJnZ2ecnJwoW7Yso0eP5uzZs5QuXfq1PI969eqh0cTX0vP19SVfvsS17RIGYa9mJzTTarUEBAQwefJkKlasiIuLCyqVCm9vb/z8/Jg+fTpnz55l4MCBlnT0Se1by8y8vLzYuHEjx44dY/DgwVSuXBkvLy9UKhVubm6UKlWKAQMGcOrUKZYtW2Z3TxvEvze8cuUKv/zyC35+fmTNmhWVSkXWrFlp0KABy5YtY+/evWK/v/BWk2RHF0HKpA4ePIifnx+PHz+2rLMWYNs/d/j5l5NERKY809mwzyvQ+f8DrWs3wmjXa2ea7v2hXx7+PfOY5y8cv4bdr2ZuZo6vnXzD90TIk4d81LEsoWFPEp2TZQlJkpFN2YmOCLbR24hK+y2G2G8BNUrVP6g001CqAhO1lGUXosNfkPxnOQbU2jGo1LORFE+RZU8McZ+ij/0J0NClHUz5KZlLZCIxUQZ+HfovwXci03yNjl+XZO30y5hSuUxXo1NQ6cNcHPn7QZrv/Tq0H1KCKg1yJ99QEARBEN5xb6bSrZApXbn+jB/GH0tVsAVw9sLLN+1FC3nSrlXhJFrbdz8o8rUtxSpcQHwSltCqjfNsBlsQPzMFYNDbXhsvSbcwxE4GsgLuGA0fExu1H4P+40RtTcbKpOzXigp97BiiIx4SFf6I6PBg9LETAQ3ZveGL/il6WpmGzlnFwImV8G/jg6e3Fp1z6vYuqTQKSlX3pkCp5L9vK9XLScEynuTydaVm0zx8ObMaBUp4pnHkr0cOHxdRc0sQBEEQ/t9r2cN1/vx5xo4dy8GDB3n8+DEmU9J1liRJeutSo74L/tj8H8Y0JL3wcNNYff39l5UoVyor42ecIiIi5cHbnfvhqJSOj/klCTq2SV09mnfdybOHkzwvm7KgjxuZ6LhOF01MjK2AWoU+ZhpK1Z+WvVgmU1biYn5O5cjUIOeIv6IKunWAgX0gz1v4Xt3ZTU3z3kUstZDOHAxm66L/LHuZPLPrePEkBlu/Div650DnrEKlSvrnQaNT0PqzYuicrX91u2fRoHNWEhOVusLXjiZJUKZmdj4eVFzstRAEQRCE/+fwgOvMmTN88MEHREdH856sVnxr3b2ftnpHt++Fo9cbUSfIQNa0oS9+NXMzYfopdu69i8EgI0mQ1LdATIyRGlWyceSErWVsadeuVWG8s72/9bhs8XTPknQDKQxJuoUsWy+31RuuAuVtdpFlH0ymSkjSY+Ki52Ey1ic9k+ZTfoIObdLcPdMpXzsHZWtmJ+hWOAqFRK4Crpw7FMLa6ZeJi3kZGBUp50WLT+OX6BatmJWrp0JtXk9SQPfvyyYKtiA+OUL7ISVZMekCxjdYwDzh2PqPq0B2H1fcPDXJdxAEQRCE94jDA65Ro0YRFRWFTqejS5culs2vQuaTL48rJ06H2Dzn5KREluODoledOB3CvGWXGNTHegO0UiHh7qZBo1ZiMBiSDLbMOrQuwrGTIQ5bWqhUSgzpV84h13qXtG7ajb93rbN7XpJM6JybEB1xHfCyHJflO9gLuACM+ioY4maS2kLICXlngyGfvVvBlplCKZG38MtsZuVq56BoxaycPxxCVLge35Ke+JZ4uYywasPcBP59n6cPrVP7SwroMaIMxSrZL/haplZ2hs2pztEdQdy6GMaTh1FEPk/dcuG0Kl3Dm0JlkwnqBUEQBOE95fCA69ChQ0iSxJo1a2jRooWjLy84ULuWhdm8/ZbNZYV9upTk7v0INm+/ZbPvhr9uMKBXaRSK+GVDsizz+XcHOXkmdfWIihfxIns2Jx6lsPBycoxGmdg4I04OqjXzrqj3QVNKFavIxaun7LaRFE9RaZZiiHtZF09SXgJjS9vtpQcY4n4kuWBLJRnI7xqCizqG53HO3IvIjun/Z8K+Hhi/X0vzHk2KOLmoqNrQdjIJJxcVAydVYsfvNzh9IBh9rIlCZTxp0LEAhcslH9Bky+1Ms17WS0CjI/RM6BtI5IvXs2w7h48zbT4r9lquLQiCIAjvAoe/K42OjsbFxUUEW2+B4kW9GPNdVcb/csqSOEOhkGjdtAA9OhZn0PCDdvs+ex5LVLQBV5f4QrnHTganOtgCmDzrNCWKejks4PL1ccPTQ+uQa71rZv68hvqfFEtyqa9Ccdrqa9lYHaV6BUZ9l1daGlGoNmDUD07ynnndgulY+R80SgMhwdmIjnYiQn+DPUHleaF3Qad7v4KtlHDPoqXdkJK0/aIEJpOMMp37HJ1c1Ti5qV9bwNWsdxHcvMTPnCAIgiDY4/CAy9fXl//++4+4uDhLXQsh82rawJe6tfJw8OhDoqMNVKmYgzy5XID44OXIiUc2++XwdsIlwV6StNa92rX/fpr62dO7cwmHXu9dYTKZmDL7+2T3VcqydbYKk7EuKlV/1LqjGOJ6I8u5UChOo1IvJC52qp2rxJMkAz/3moGrc+z/j0Hiv+u+XDhXgto5L/D3vWpUFKs/7ZIkCaXSMYknqjbIzbalNxxyrVfFRIiER4IgCIKQFIeniOvQoQNGo5GNGzc6+tLCa+LsrKZRPR9aNS1oCbYA2rcqjFpt+1uk48dFLVnIbt99wbZ/7ryRsdqjVEq0bVmIjxrkz9BxZFY79/3J9t3rk2wjywoM+p4olWvQupTGyc0LnWseZFMlTIYGqLXj0Dp1Rqk6QlzsLJB9k7xejeIXLMEWgEIhU7TYLXwL3MVLG0Htss+pVc0Rz05Ijn9rH9y8HP8BmCRBvmLuyTcUBEEQhPeYwwOub775hlKlSvH5558TEBDg6MsLb5CvjztT/leTrFl0lmMqlYIubYvSvcPLPRvL1lwhTp906v/XzWiU+WPzDboP3J3qumLvg23/2E+YASDLKuJi5qPWfonWpSNK5UUkKQyFIgit06coVWuJi15PbNRu9LFjQE46b7uH8zN61PvL5rlCheOD868/jbV5XnA8pUpBv3HlHX7dcrVzkC2XSIokCIIgCElx+JJCnU7H9u3bKVOmDE2aNCF79uwUKlQoyeWFkiSxe/duRw9FcAD/WnnYUTUnx0+FEBVtoGJZb6sADLCb6TAjXLgcyqwF5/h2SKWMHkqmEh2T9B652KiVaHQ/oFBes3lepVmNQT8Qk7FWiu7XvOofZHN/bvOci2sUkgSFSrqm6FqCY+TM70axilnspp1PDaVKolqj3DTvI+rdCYIgCEJyHB5whYSEUK9ePZ4/f44sywQHBxMcnHSdJVEgM3NTq5XUqmZ/RsM5k2UE3Bpwh28GV7RkUBSgVtX67Dm01eY5o7EMWuc+SFJ4ktdQqv5MccB19nZB2tS4avNcRIQzJatlwzuPmBl50zoNLcWyn89z80JYuq5ToU5O2gwo7phBCYIgCMI7zuHvlH/44QeuX78OgI+PDyVLlsTDwyOZXsLbrEn9/Fy7ce6N3U+tksiZ3YV7QbYLN0dE6onTG9FpM1cgmJE+ad6TFetnc+vuqzNYSmRTfiTl+eQvIr1I8f0ePnuKSZZR2Pgw5eRlPb1+zJ7iawmO4+KhYcDESty7/oK7V5/z8FY4R3c8TPV1RHFjQRAEQUg5h78j3b59O5IkMWbMGL7//nsxe/Ue6PhxEXbtv8/FK+lfqpQSVSrmIIuXzm7AVaSghwi2XuHm6s6aefuZOnckW3auJjomisrlP6Bft1EMG/0VYSmIpZSqv0H7CQb9IGRTbZKqv/XkeXWW7f+ZjrX80Knj35wbjCZ2nrnI6lP/8GJBNsZ9/6VICZ9B8hVxJ1+R+GQXD25Gcu9a4m8AhVLCZKNGH0Clejlf6/gEQRAE4V3i8Heljx8/Rq1WM3z4cBFsvSd0WhVVKmR/YwFXnVq5mTjDfgHf3l1KvpFxvG28s+VkwsiFjB+xAKPRSGRUOLOX/ExEpO2lfwkZDdWIjTqKJN0D6QrJFTtWKO+y++I5Aq9foayPLyqFkvP37vAiOn4v2ZqNQez4B+b9AjWrOuLZCWnVZXhpFv54hscPXu7zc3FX06p/UbYsvM6L0Dir9h91L0TO/GL/nSAIgiCklMMDrly5chEcHIxKJWYY3ifnLz1N9zWqV87B8VMhmEwyEmDrs/WihTyZMe8cRjtJEZVKiWqVcqR7LO8ySZKIjYuhQz9/rv6X9FJCWZYwGj4hLnrV/3+dD+R8yd7DZCqJLGuJjovl2H+JE3GYjOV5/AS69YdjuyBrlrQ9FyH9suZ0Ytic6lw6/oTgu5F4emspWys7aq2S4pWycuKfh9y99hwXdw1V6ucibxGRBl4QBEEQUsPhUVGrVq2YMWMGW7dupVmzZo6+vJBJubmq09W/QplszJ1ah6ehMYS9iEWjUvD9uKOcv/Ry1iyLpxa9wUhklP1Cq0ajTNCjSLw8tekaz7tu/ZYlyQZbTrqSPA05AGRN/Q3krBj0vVBr5iQ6ZTL5YjR8AkBEJKzbBJ/1Sv0tBMdRKCVK1/CmdA1vq+NOrmr8Wvtk0KgEQRAE4d3g8DpcI0eOJFeuXPTu3Zs9e/Y4+vJCJtWskW+6+nfvGJ/xLGsWHYV8PciX143lcxqwfM6HlCkR/4Y/NCyWW3eSyaSngJzZRfa75Ow99Lfdc7IMsVG/ozSdIU3B1v/Tx0xHH9cPWX65UctoqEls5C7gZUB8K2NrZguCIAiCILxWDp/hWr9+PZ07d2bKlCk0aNCA3LlzWzIV2ltmKEkSK1eudPRQhDfoQ7+8tGjsy187bqep//FTwdSplYfHT6O5fiOMLF46ihfx4r9bLzh/OeXLFevXyZeoTpiQmEKZ1B4sJUZDB5yd0zdrCRr0MXPRx45BobiILOdENpVI1KpA/nTeRhAEQRAEIROTZFm2nYYqjRQKBZIk8epl7SXQkGUZSZIwGo2OHEYiBw8exM/Pj8ePH5MtW7bXeq/3jckk8zA4isdPo7l8NZSJM0+n+ho+eV2pWNabrTtvY/j/zGglinqhkODi1WcpuoZ3Vh0bljXB3U2kvkvO2k0L+W5cX5vnTMaSxEZt5vuvCzNuSuqvrdNCTGzK2188IvZwCYIgCILw7nL4DJefn5/ITvgWkmWZJ6ExuDip7M5sxMYa0WgUln/fQ0cfMnvxOS5dDbO0Ses/fdjzODZtu2V17PK1Z6iUKbtg1iw61i5uJIKtFGr1UVc2/v07J84cTHROobyEk1tRjKYfafnRaDZvS/l1O30CIY9h1/6Uta9bWwRbgvC2O3XqFKtWrWLXrl08ePCAFy9ekC1bNvLly0ejRo3o0KEDJUoknt1Orx49erBs2TK0Wi0xMTEOv76QvJCQEH7//Xd27NjBhQsXCA0NRafTkTdvXmrVqkXPnj2pWbPma7u/r68vd+7coVGjRuzYscNyfOnSpfTs2ROAI0eOUL169RRfc/To0fzvf/+ze16hUKDT6ciaNSslSpSgSZMm9OnTB1dXkb1VsM/hAde+ffscfUnhNdu07SaLVlzm3oMIVCoF9WrnYeigCmTP5gTA+r9u8PvaK9y9H4Gnh4bWTQtSrLAX3445kuhaaZ0vjYzS2zxusFMH6FVlSmQhi6dYSphS129e5NHj+0m0kJn6WzT6VMxUAWzfBc/CUt7+3n14GiqCLkF4G8XGxvL555+zcOHCRKtagoKCCAoK4tixY4wbN46BAwcyZcoU1Or0LlUWMgO9Xs/YsWOZPHky0dHRic5dvnyZy5cvs3DhQj755BMWLlyIh4dHBo3WsUwmE1FRUURFRXHv3j0CAgKYNGkS27Zto3z58hk9PCGTErnb33Mbttzgpyn/Wr42GEwE7L3HlevPWLuoESv+uMZvC19mswt7HseSVVdw0iVdhyk18ud15c5920WMU2p/YBDnLj6hbCmxXDQ5kVER9BzcmKfPHtttI8uAFAbEAcnMGkr3UKrmYdQP4FlY7lSN5b9bMHE6TBqTqm6CIGQCvXr1YtWq+JIR/v7+dOrUieLFi+Ps7MyzZ884fvw48+bN4969e8ycOZPQ0FCWL1+ewaMW0isiIoKWLVtaEqPlypWLHj16UKtWLbJnz05kZKTl3/7mzZusX7+e69evc+DAAdzd366yEgsWLKBy5cqJjsfFxREcHMyKFStYt24dDx8+pGHDhly9ehUvL68MGKmQ2YmA6z1mNJqYv+yizXN370ewadtNlqy8bPN8dEza99yplBIF8rvj6qLGr2ZualbNSYc+AWmeHYP4AGHRisvMGF877Rd5T/y1Y1WSwRbELw1Va+YDCvQx01AozyHLHsim4okby/kw6semeTwbtsDE/6V9OaogCLaZDHHow0ORDXFIKg1qtywoVI5Zdr1r1y5LsDVixAjGjk38O6BBgwYMHjyYZs2aceDAAVasWEGnTp1o0qSJQ8YgZIyuXbtagq0OHTqwcOFCXFxcrNrUqVOHwYMH07NnT9asWcPZs2fp27cva9euzYghp1nhwoWTnLVq3rw5uXPnZvr06Tx+/JhJkyYxfvz4NzdA4a3h8ICrV6/UF9SRJIlFixY5eihCEqKjDfww/hjBj6Ptttl78D5R0fZrXqVFxXLefPVZOQBmLTzPzPnnmLXwPO5uGp6/iEvXtf89E+KIIb7zbt65muK2KvVCVOpVSNILAIzGSsRFL0Q2lXfYeCKjwGAAsdJIEBxDH/6U8Nvnibp/Bdn4crm2pFTjnLc4br5lULulveQDwOLFiwHImzcvY8bYn6J2c3Nj+fLlFCpUCIPBwOzZs0XA9RZbtWoVmzZtAuLrrq5YsQKlnay3Op2OZcuWcenSJc6dO8e6desYMmQINWrUeIMjfv3GjBnDokWLCA8PZ+3atSLgEmxyeMC1dOnSVCXNMGcpFAHXm/Xd2KPsO/QgyTZnLqQ8HXtSNGoFhQp4UL1yDlo1LUh0tIEeg3YT8/+zZEajnO5gC8DFRbxjT4l8eQqkuK0kGYAXlq+VypPonOsTHXkR5BwOGU+l8iLYEgRHCb95mrBLh2yek416Iu+cJ/LOeTxLfoBbwQppvs/ly/GrHwoUKIBCkXRJTx8fH/z8/NizZw8XLlxI8z2FjCXLsiW41ul0zJkzx26wZabRaBg7diwtWrQAYO7cue9cwOXm5ka1atXYtWsXt27dIioqCmdnUQ9UsObwwsdVq1a1+1+lSpUoUqQIarUaWZbRaDQMHjyYb775xtHDEJJw4/bzZIMtgLg4k0PuF6c3cfnaM5asukKrLtsY+M1+S7DlSB/VFwWdUqJVky64uqR9Hb2keIpKvTBVfUYMtZ0YQ5LgywFpHoogCAkkFWy9KuzSIcJvpr6Ex6suXLhAeHjSBekhPvPbunXrktzDFRQUxP/+9z8qVqyIl5cXTk5OlChRgq+++ooHD5L/m3Xs2DHatWtHzpw50el0FChQgH79+nH9+nWrdjt27ECSJCRJsszWvGrIkCGWNublc6/q2rUrkiRRsWLFROf27NlD7969KVasGB4eHmg0GnLkyEHdunWZMWNGokQTALdv37bc899//yUqKoqxY8dSrlw5XF1d8fT0pHbt2ixevBiTKfHf53379ln6P3nyhCdPnvDNN99Y9tVlzZqVRo0a8eeffyb7WtoSGBjI1avxKyS6detGzpw5U9Tvo48+okePHsyaNYvvv//eZpu4uDhmzZqFv78/2bJlQ6vVki9fPjp27MiBAwfSNN43KXv27JbHz58/tzyuU6cOkiQxaNAggoKCaNGiBS4uLnh5eVGzZk3Onz9vdZ1bt27xxRdfUKJECVxcXHB3d6dcuXJ89913hIQkv4rnzJkz9OvXz6p/tWrVmDp1qs1Mnr6+vkiSROPGje1e0zyRIkkSR48etdl/ypQpXL58mTp16uDk5ES2bNmoV68ejx49srTduHEjLVu2JGfOnGg0GrJly0aNGjUYO3Ysz54lXf4nKCiIb7/9lnLlyuHm5oaLiwvFihVj0KBBiX6+EzKPe/369Rw6dIgqVaqg0+nIkSMHzZo1IzY2lZnB0sHhM1yv/mPYEhMTw5IlSxgyZAjnzp1j165djh6GkISLV0JT1V6pAKNjYi9kGZ6GOv4bvGQxL/p0Lenw676L3N08WTD1LwZ91zbZvVz2KJSnUtz2q4HweV9oWBdGjYf9h+O/D4oWhm+HQH3/NA1BEIQE9OFPUxxsmYVdOoTO2ydNywvLlSvHmTNnePbsGR06dGDBggXkzm0/aU7t2knvr/3777/p1KkTL168sDp+5coVrly5wuLFi9m8eTP+/rZ/YUydOpVhw4ZZZUu8ffs28+fPZ/Xq1WzduhU/Pz8Ay5vC6Oho9u7dS6tWrRJdb+/evZbHBw8epF69elbnZVnmn3/+AeIDCrPY2Fi6dOnC+vXrE10zJCSEkJAQ9u3bx6JFi9i3bx9ZsthO0fro0SO6dOliCXDMDh06xKFDh/jrr7/YsGGD3RmmS5cu0aFDBx4+fGg5Fh0dTUBAAAEBAQwcOJBZs2bZ7GvPzp07LY9TsyxUqVSyZMkSu+dv3rxJ06ZNuXLlitXx+/fvs2bNGtasWUO/fv2YNWsWKlXmTD1gDoYkSbKZNOPFixfUqVPHEhxERUVx/vx5ChYsaGmzZMkSPvvss0RBwLlz5zh37hyzZ89m1apVNG3aNNH1ZVlm7NixjBo1KlHG0OPHj3P8+HEWL17MP//8k+TPaVrdu3cPPz8/njx5AsS/z79z5w45cuRAlmW6devGihUrrPo8ffqUp0+fcvToUaZPn87OnTupVKlSomuvXbuWPn36EBFhnVzt2rVrXLt2jfnz5zNt2jQGDRpkd3ynT59m2rRplqAzJCSEyMhItFptep96ijl8hisldDodn332GePGjWP//v389ttvGTGM95aXZ+q+wfLny9xZhQb3LcOSXz/EVSwpTLFqlfw5tOUuv/68lh+/nsHQgT+j1b6aVt/+0mCJ7HbPJeTmCkP6xz8uVhjWLIJLR+H0ATjwN3zUII1PQBAEK+G3zyffyIaINPYbOHCgZSnhtm3b8PX1pXnz5syfP5+bN2+m6lrHjx+nRYsWvHjxAmdnZ7777jv27t3Lnj17GD58OBqNhufPn9OmTRurT8zNYmNjGTp0KFmyZGHcuHEcOHCAzZs307p1awDCw8Pp3r07BkP8nmSdTkedOnUAbM5ePX361Grm4eDBxPUKz549S3BwMGAdcA0dOtQSbDVv3py1a9cSGBjIjh07mDRpkmVW6Pz58/z88892X5M+ffpw9epV2rdvz5YtWwgMDGTmzJlkyxafiXfz5s2J3sAm1K5dO4KDg+nXrx87d+7k0KFDjBs3zrLU7bfffmP//hQWTEzwnM0cVVsrNDSUOnXqcOXKFVxcXBg+fDi7du3i2LFjLF++nA8++ACAefPm8eWXXzrkno72/PlzjhyJL5NTtmxZdLrEJWpWrlzJ9evX+eKLLzh48CCrVq1i1KhRlmQj69ato1evXsTGxlKqVCnmzp3LkSNH2L9/P+PGjSNbtmy8ePGC1q1b25zYmDp1Kj/++COyLOPj48Ovv/5KYGAgW7ZsoW3btkB8EN62bdtEAZkjzJo1i7CwMMaMGcOhQ4dYuHAhI0aMQJIkFi9ebPlebd26NRs3buTIkSNs27aN/v37o1AoePr0KZ06dcJotF79tH37djp37kxERAQuLi6MGDGCffv2cejQIcaPH0/WrFnR6/V8/vnnSW5NmjBhAiqVihkzZnD48GFmzJjxxr+fMvSjgv79+zN8+HCWLVvG559/npFDea/UqJyT7N5OhCSRMCMhD4/MW0zY00NDl3bF0Ggcl6b+faHV6mjaoJ3l6/Yt+7B5+0pCnj6kVLEKLFm1nTMXf7fZ99cJvfhhXCzBIQmD9zDABYgPfD3cYds60Lzy7ePl6chnIQiCyRBH1P0ryTe0IfL+FTxK1Ex19sIqVaowceJEhg0bBsTXXtq6dStbt24F4vdt1atXj6ZNm/LRRx8luaelf//+mEwmXFxcOHjwIBUqvNxbVrduXSpVqkS7du0IDQ1l+vTpTJgwIdE1cuXKxeHDhylQ4OUe1RYtWtCpUydWr17N7du3OXz4sGWGrEmTJmzfvp2LFy/y+PFjvL29Lf3279+PLMuo1Wr0ej1Hjx7FYDBYza6YZ3uyZMliKaobEhLC3LlzAejYsaMli6NZo0aN6NatG8WLFycsLIxNmzYxZcoUm69JcHAwEydOtNpyUaNGDT744AMqV66MyWRixYoVdO/e3W7/NWvW0L59e8uxWrVqUbp0aVq2bAnAihUr7M4Y2nLnzh0AtFqt1RK69Bg2bBj37t0ja9asHDhwgJIlX65UqVq1Kp07d6Zv374sWrSIWbNm0aNHD5uzIBnFZDIxZMgQIiMjAez+e5hMJvr06cP06dMTnXvx4gX9+vUD4hORrF27Fk2CP5x+fn50796dGjVqcO/ePT799FPOnTtnOR8UFMTo0aMBKF26NPv377eaOW3WrBmDBg3it99+IzAwkJ07dya5hDAtTCYTY8aMYcSIEUD895qZeRlx48aN2bhxo1W/Jk2akDt3bn788UeuXbvG0aNHLX3j4uLo168fRqMRDw8P9u/fT7ly5Sx9a9WqRadOnahduzZ3795l8ODBtGjRwupnOeH45s6dS+fOnQHHfWCQGhkyw2Xm6uqKu7t7oilz4fUxmWR27rmbqgrFikycr7t96yIi2HKQrF7e9Oo0hG8/n0ipoh04dnw6RqP1HzZZliicfzItGlfh5F4ty2bDN4PDmTnxCdv/8KRvNzWtmsL08TBrEqxaD9PnwJ17GfSkBOE9oA8PtcpGmBqyUY8+PHXLzM2GDh3Kpk2byJs3b6Jzd+/eZenSpbRt25ZcuXIxZswY4uISJ0c6c+YMp0/H7yX77rvvrIIts7Zt21KtWjXA9owUwKhRo6yCLbNPP/3U8vjSpUuWx+Y3nLIsWy0fhPi9UBCf8hwgMjKSU6esl1EHBARYrmOe6btw4QIFCxZEo9FY3ni+KkeOHJbZtaT2peXLl4+hQ4cmOl6hQgVLmvKkEpDUqlXLKtgya9GiBVmzZk22vy3mJV32lkGm1pMnT1i5ciUAP/74o1WwZSZJEr/88guenp4AzJkzxyH3Tqn//vuPM2fOWP13+vRpDhw4wOzZs6levTpLly4FoHjx4vTv39/utcxB1at+//13wsLC0Gg0LFiwwCrYMsuTJ49lRvT8+fMcOvRy+fC6dessAd/cuXNt/vuMHTvWsnzO3s9QeiX8WUvIPCudcPlkQv3796dv375MnDiRHDleJuPauHEj9+7Fv3kYN26cVbBl5uPjY/meiIqKYsGCBTbv4e7ubvl5zigZOsN1584dnj9//s5UH8/sZFnm+5+OsmPP3VT1O3n2MblzOhP0KOo1jSztPDPx7NvbbMqvYDR6YYw8hlK1FYVyP7LsgdHQiUuXixD6DLJ4QaMPoWI5N06fd8NohDHfQ3gEdO4LJxLsx580E0YOhQG9M+45CcK7SjakL8trWoM1gJYtW9K0aVN27NjBhg0b2Llzp9W+IYj/BH/UqFH8+eef7Nmzx2qPy/bt2y2PO3XqZPc+a9asQa1WkydPHpvnGzZsaPN4kSJFLI9DQ0OtjhcqVIgbN26wd+9e2rV7OdtvDsBatWrF4cOHuXnzJgcOHKBq1apA/Bs78xvehMsJ69Wrx9WrVzGZTElmbjQvK0xqw37dunXtXqNAgQKcOnUq0Z6WhD788EO753x9fXn69GmS/W0x7xezFTinxb59+yyvwat75BJyc3OjZs2abNu2zRIMvyl9+/ZNUbuSJUuydetWnJycbJ5Xq9WULVvW5rkdO3YAUKZMGcuSUVsaNWpkebxv3z7Lckvzz1D+/PmtZpYS8vT05OTJk+TOnfu1FGbOnz+/zZklgGLFinH16lUWLVpEqVKl6N69u1XdNm9vb+bPn5+o3+7duwFQqVR069bN7r2bNGlCnjx5ePDgAbt27bKZmKVChQrJZtR83TIs4AoODqZnz54ANj/REhwv8PijVAdbZkGPohyaPMNR/tp+m45timb0MN4poc/grx1GlKqtSIpLyCYf9LHjgPg/JAYTPA2NT+Xe7TM4euLlhGnB/FCsiHWwBWAywZhJUL0KVLT9N0cQhDSS0lnMWFKmb/+rSqWiWbNmNGvWDICLFy+ye/duduzYwZ49eyxvqs+cOUO7du0sySYASxIBd3d3mzNUZr6+vkmOwdYsG2C1Kd68h8usSZMmzJo1y2qG68mTJ1y8eBFJkvDz86NatWrcvHmTgwcPWmac9u3bR1xcHAqFwubSLHOgJMsyQUFB/Pfff1y9epWzZ88SGBho2QuV1F4aHx8fu+fMb1ZffT6O7G+Leebk2bNnlpI+6ZFwT1iZMmVS1Me8rDEjSZKEm5sb3t7eVKpUiRYtWtCuXTvUSdQ3yZYtm82ZK3j5Opw8eTLFr+mtW7csj80/Q7ZmgBIqVapUiq6dFkkl4vjiiy/YunUrsbGxDBw4kK+//hp/f38aN25MkyZNKFasmM1+5tITxYoVw83Nze71JUmiSpUqPHjwwGoWO6Xje1McHnAlty7SZDLx4sULbty4gcFgQJIku9OsgmP9sy9967oyW7AF8PRZ4jSnQvos/P0mKm0TFMprlmOyyZvY6L8wGavj7gbublCjITx5pVTbzTvx/9mzer0IuATB0dRuWZCU6jTNVElKNWo3xywRMytVqhSlSpVi8ODBhIaGMn78eKZOnYosy+zatYvAwEDLewVzdjfzMre00Gq1Sb7ZNXs1wDEHXFevXiUoKIjcuXNb9m+VKlWKbNmy4efnx+rVqzl06JAlyDDv36patarNcQcEBDBz5kz2799vcxZJoVAkm7gg4QzAq8xvypO6Rnr721KoUCGOHj2KyWTi0aNH5MqVK1X9X/X0aeprfRoMBsLDw5N8A+5Ie/futSwBTY+kxpuW1yEsLMzy2BE/Q+mV1POrV68eK1asYNCgQYSGhhITE8POnTvZuXMnX375JcWKFaN79+588cUXVns9za9LSvYLmmfX7KWXf1PfL0nJkLTwCfXv39/mOmPB8eL0mTBiSqdcOURxQUdbt7WDVbAFICkeo3VqSXTEHZo31vHrgsTBVkoEJ19GRBCEVFKoNDjnLU7kndRnHHTJWzzVCTOio6N5+PAhT548sSyzsydLlixMnjwZT09PRo4cCcQvFTIHXKmdZXGkOnXqoNVqiY2NZe/evXTu3Nky22VOJmF+sx0aGsqlS5coVaqUZf+WrfTcX331Fb/88ovla4VCQZEiRShZsiSVKlWibt26rFix4o3vRXKEKlWqWPZcHTx40GoZZnJmz55NREQE9evXp0KFCkiSZJWR7sSJEylO+f42FhVOaubK/Do0adIkycyVCSXcivO6f4Zs1Xx7VXIzcx07dqRFixZs3LiRjRs3smvXLsuHEVevXuX7779n8eLFHDx40LLkNjUfCJhfQ3vjSO9srCM4PODq1q1bkk9MkiS0Wi158uTho48+slkwUHg9alXNybZ/Mn463pHKl7a/3llIvQtXThEadsLmOUkRgkrzJx+36EjnlC1rT6TM61vRIAjvNTffMmkKuFx9U7aUK6GvvvrKko3vyZMnKfpk/fPPP7cEXEFBQZbj5mQICfdXvSnOzs74+/sTEBBgCbjMqdLNNbuKFy9Ojhw5CA4O5sCBA7i7u1vqRSXcvwXw559/WoKt6tWrM3r0aGrXrp0oQLC1X+VtkHCf3K5du1IVcE2bNo0bN26g1Wp5/Pgxbm5uVnuJ8uTJk+4Zs7eVl5cXwcHBGI1GS0KU1PD09CQ4ODhNP0Mpme1MSWHzlHBxcaFr16507doVvV5PYGAgf//9NytXrrQsvf3mm2/4/ff47MjmJayPHydfL9TcxlEJXV4Hhwdc5mwtQubTsG4+ps0+w9Nnb66y9utWq2rKKt0LKRP0KOk9fjm879Kma9qurdFA2HO4dAVKFk/bNQRBsE3tlhXPkh+kqvixZ8kP0lT0uHDhwpbHAQEBdOzYMdk+Tk5OKJVKjEaj1X6KEiVKAPG1jO7evWt379Hs2bOZPHkyhQoVYu3atQ5bPtWkSRMCAgLYs2cPz5494+LFiwBW6dL9/f1Zt24d+/fvtyxdzJUrV6L95+YMaV5eXgQEBNhdxmTOvPa2KVGiBJUqVeLkyZOsXbuWiRMnpigBw65du7hx4wYQn/jB/LokzEp44sQJWrRoYfca8+bNw2QyUahQIbsJUt5WJUuWJDg4mFOnTmE0Gu0md3jy5AmzZ8+mQIECVK1a1bL3qUSJEgQHB1vVjrOlc+fOnD59mho1alhqVplnFc0FgW25f/9+Wp6WxdOnT7l06RJlypSxfMCiVqvx9/fH39+fkSNHUrFiRW7cuGFJIALxS5OPHDnClStXklxGKssy//77L2CdJCezydC08PZUrVqVQoUKZfQw3jlqtZI2zd+t17VA/sxdlPltU6Rg0lNQD4NTOkUVjkJ5CEnxMu1wXBwsWg71WsL/JqZjkIIg2ORWsAKeJT9IUVvPkh/gVjBtCasSLqUbP3480dHJ13TctWuXZdlP7dq1LccT7o/5448/7PbfunUrt2/f5vz58w7dq9KkSRMgPgnBypUrkWWZokWLWpY1wcvg68CBA5aEH40bN060msccVBQqVMjum8P79+9z+PBhy9cZuaQyLcx1wV68eMHgwYOTbR8dHc2QIUMsXydMdZ8wE6O9dN4Q/28zcOBABgwYwJgxY9I48syrfv36QHxAtWnTJrvtZs+ezahRo+jWrZtVMW7zz9DNmzc5efKkzb6xsbFs376dy5cvW+0rNAdAd+/a/7B1165dKXwmiR05csSyF9JcEPxV7u7u1KhRA7AO/Myvi8FgsNTysmXbtm2WzKhJZbvMaJky4Lp37x63b9/O6GG8k6Kj365f7klRKiWcndOXXUuwVsCnCPU+aGbznE7rg0JxHaXqD8DeLKmMWjsaJ7c86Fxq4+RaBp1LBSSFddrCOYvhn30OHbogCMQHXTn9O+Gav0yi7IOSUo1r/jLk9O+U5mAL4pfZmfdenz9/npYtW1otE3zV1atXLcmxKlasaBVk+fn5WWa5xo0bx7Vr1xL137JliyX1tb3CsmlVrFgxS3bEiRMnWsaUkHm8Dx8+ZPPmzYDt/VvmlN4XL160OSsQGhpKx44drdLBOyrF+pvSrl07GjRoAMQXTu7Xr5/dgPvp06e0bNnSMmtoLlJrli9fPksR5q1bt1qWqSYUFxdHjx49LMH6gAEDHPp8MoPevXuj0+kAGDx4MDdv3kzU5tSpU0yaNAmIXzaXMPdB7969LTOvAwYMsNTkSmjEiBGWhBIJf4ZKly4NwO3bt61ml8x+/fVXzpw5k8ZnBpUqVbIktJgwYYJVsg+zp0+fWlLAJ9xm1Lp1a8ts+IgRI2zWjbt3757le8LFxYVevXqleayvW6YMuITXJ3++lGdqye/jyuBPy5JEOZE0qV09F9N//oAsnulLZVz3gzy4iIDL4aaNWU59vxZWn946O7kSE3sXje4rtM7tcHL1QaE8mKivSjMFtfZ/SNLLNd8K5Rl0zg1Asl6HvWbD63sOgvA+U7tlxatMHXI36EX2Wm3xrt6K7LXakrtBL7zK1EnTMsJXLViwwLKk7p9//qF48eL06tWLtWvXcvjwYQIDA1mzZg09e/akbNmy3Lt3Dy8vL1avXm11HUmSmDdvHgqFgmfPnlGtWjV+/vlnDh8+TEBAAEOHDuXjjz8G4vf52Kqxk17m1O7mICnhckKIX/JlftMYGxuLWq22BB0JtWnTBoif1alTpw4LFy7kyJEjBAQE8L///Y8yZcpYFayF+Jmit82qVasoXjx+Xfj8+fMpXLgwP/zwAwEBAfz777/s2LGD7777jmLFillmBKtVq2YzUcjMmTMt+24+++wz2rVrx19//cXRo0dZtmwZVapU4cCBA0B8bbGULF992+TIkYNp06YB8fsbK1WqxE8//cTBgwfZs2cPo0aNok6dOpZA6pdffrGaQc2bNy+jR48G4Pjx41SuXJlFixZx7Ngx/vzzT9q0acPUqVOB+H2HCfceJnw9O3TowJQpUwgMDGTr1q107NiRwYMH2y1YnBIajYbhw4cD8TPAFSpU4Ndff2Xfvn3s37+fOXPmUL16dcsMlbmtue+iRYuQJImwsDBq1KjBDz/8wIEDBzh8+DCTJk2iYsWKltm56dOnky9fvjSP9XXL0MLHwpv3UYP8/LboPGHPk/9UbUDPMjSq58PsRecxkbr0sUkJDYvF00NL4YKeHD+VtrR1eXO7MHSQqN/2Ori7eTJ/6mZu3/uP/25eYt7yyRw/KSHLOVEoTqNQ/oekCEHr3ILo8DuAeVmnAbVmms1rSoqnqNSLMMR9azn2+Mnrfy6C8D5TqDRovV7PPlc3Nzd27drFV199xbJlywgPD2fJkiUsWbLEZvsKFSqwbNkyihZNXDexdu3arFu3jq5duxIWFsaIESMStfHx8eHvv/+2LIFypCZNmlgFA68GXOZj5iVRtWrVwt098XL2QYMGsWXLFvbv38+NGzdsFs0tWLAgvXr1siQQuXLlitXyxbdBtmzZCAwMpHfv3vz5558EBQUxduxYu+27devGrFmzbC6zzJs3L3v37qV58+bcvXuXP/74w+bSUj8/PzZs2JApss29Dp999hlRUVF8++23hIWF8eOPPyZqo1QqmTBhgs0iwN999x3Pnz9n0qRJXLlyhT59+iRq4+/vn+gDj4YNG9KvXz/mzZvH8+fPGTZsmNX5YsWKsWLFCqpUqZLm5/bll19y/vx5li1bxu3bt20uRVWpVEyePNmyxNescePGrF69mp49exIREcHYsWMTfa9ptVpmzZpl8zlnJmKG6z3j4qxm1kQ/cuW0zpqUxUuL+fdYwfzuTBxVg0b14jcvVyxnu3p4WplMMj0G7k5zsDX40zKsXdSInNnfvtSwbxNXl8IcCKzNwUNriY06QFz0OmIirxIbtQFZdkGSwlCq11jaS9JDJMUju9dTKE9ZfV2u9GsbuiAIb0CWLFlYunQpZ86cYdSoUdSqVYv8+fPj7OyMi4sLhQsXpl27dqxfv57jx48nWdz2448/5tq1a3z55ZeUKFECZ2dnnJycKFu2LKNHj+bs2bOW5U+OVq9ePUtRWl9fX5ufkicMwl7NTmim1WoJCAhg8uTJVKxYERcXF1QqFd7e3vj5+TF9+nTOnj3LwIEDLQWZk9q3lpl5eXmxceNGjh07xuDBg6lcuTJeXl6oVCrc3NwoVaoUAwYM4NSpUyxbtizJOkhly5blypUr/PLLL/j5+ZE1a1ZUKhVZs2alQYMGLFu2jL1791qlQn8Xff3111y8eJFBgwZRvHhxXFxc0Gg0FChQgF69evHvv/9a7YFLSJIkJk6cyNGjR+nSpQv58uVDo9Hg4eGBn58fixYtYvfu3TY/KJg7dy6bNm2iUaNGZMmSBScnJ0qVKsX//vc/Tp48abeoeEopFAqWLl3Kli1baNOmjWVsLi4uFC1alAEDBnDmzBmrvX4JtW/fnuvXrzN06FBKlSqFi4sL7u7ulC1bluHDh9sNMDMbSU5t5bs3IFeuXISEhFjVaEivgwcP4ufnx+PHjy3rrN9nRqOJY6dCePo0mhJFvShc0JPIKD3R0QayZXWyanvidAiffb0PgzH5bxVXFxVKpYLnL2zPoEkSKBQSxhRcyxadTsnBra1Rq21n8REcY95SGDcF4uzUUVWql6N16oYhrgNxMeZPzCJwcsuGJNne36WPHYw+dgYAzs6wexMUyO/woQuCIAiCIGQqYobrPaVUKqhZJSfNGxegcEFPIH7269VgC6BKhezMGF+b4kXi20kSlCzmhZPOOujJmkXHopn12LKqKV8NKEfB/O4knP13dlLRpH7+NAdbAJ80LySCrdds/2EYNd5+sAVg1HdGH9sXJPNG+ThAxqjvYLO9LEsY9L0BKF4UVi0QwZYgCIIgCO8HsYdLSJFa1XJRq1ouQp/FoFIpcHfT8PxFLNv+uUPQo0gK5HenyYf5cXKK/5bq1r443doXJ+RJNMf+fYRGo+SD6rlY/9eNNBdfrlohO5/3LevIpyXYsGRlSlop0MfOR6FajcapM0rVeiQpDqOxPEZjYZTK/ywtZVmBPmYGn7Qoy8A+UDzzlskQBEEQBEFwOBFwCamSxUtneezhrqXjx4k3QCeUPZsTzRsXsHxdrVKOFN2nTMksBD2KIjragK+PG326lKCeX+bNPvMuuZPimpzP0ehGolC8TGGrVJ5BlhUY9I1BzorJVAqjvhOynJ8P/UWwJQiCIAjC+0cEXMIbVbyIF/X987Jrv/3K5YULeDB7sj9urulLGy+kTaECcDlxKZxEVJrFVsGWmSSZUKl3IMsSxpj5yHL82sFsXo4eqSAIgiAIQuYn9nC9J65du5ZpKtqP/7EGn3YvRRav+CxNbq5qvLPpKF7Ek4G9S7NkVj0RbGWg3l0hJZl3Fcq9SZ6XJBmNbgjwAp+8ULOaQ4YnCIIgCILwVhEzXO8Bg8FAnTp1cHZ2Zs6cOTYLNr5JapWCAb1KM6BXaWJjjWi1IglGZlKjCkweA6MnQETigvUJuCR7LUmKxM19K3OndXJ4AW1BEARBEIS3gXgL9B5QqVSsXr2a27dv07BhQxo0aMDVq1czelgAItjKpLq0g7MH4dsh9tsY9R3tn0xgxNcxVCw5WOTJAAAvbElEQVTnmHEJgiAIgiC8bUTA9Z7w9/dn5cr49HN79uyhdOnSDBgwgNDQ0AwemZBZubhAx49BaScmNhqaY4jrkui4LL8srKhUKmlQp/7rGqIgCIIgCEKmlykCrkOHDmX0EN4L7du3Z9q0aahUKgwGA4sXL8bHx4cZM2ag1ydRdEl4b+XIDk0b2jsrERfzO7FRf2LQt8VoaExczASiI/5FluNXK3f++DPy5PR5Y+MVBEEQBEHIbNIVcLVs2ZLnz5+nub/JZOKHH36gbt26VsfbtWtHt27d0jM0wY4vv/ySgQMHotVqiY2NJTIykm+//ZbChQuzdetWZDntRYmFd9OUn8C/lr2zEkZDK+Ki1xEbtR1D3HCQi6BRVWHkl78waujMNzlUQRAEQRCETEeS0/EOW6FQ4Ovry5o1a6hatWqq+t65c4dOnTpx9OhRAIxGY1qHkSIHDx7Ez8+Px48fky1bttd6r8zOZDLRvn17tm7dSkxMjOW4RqOhSpUqzJkzhzJlymTgCIXM6PwlWLICVm145YT0EJX6dyTpASZTWYz6DoArV46Dp0dGjFQQBEEQBCHzSNcMl5eXF7dv36Z27dpMmzYtxf1WrVpF+fLlOXr0KLIsU6xYsfQMQ0glhULBypUrqVSpElqt1nI8Li6Oo0ePUrFiRXr37k1ISEgGjlLIbMqUhP+NgDy5Xh5Tqjbi5FoAje5b1Npf0Tr1RedaDElxhZjYjBurIAiCIAhCZpGugOvUqVNUqVIFvV7PsGHDaNWqFWFhYXbbR0RE0K1bN7p27crz58+RZZl+/fpx8uTJ9AxDSAONRsO2bdvw9fVFrVZbjhuNRgwGAytXrsTX15cJEyYQGyveOQug10PfwfDg4f8fkJ6iceqCJFl/fygUQWicunDi1JsfoyAIgiAIQmaTroArf/78HDp0iIEDByLLMlu2bKFChQocO3YsUdvjx49ToUIFVq5ciSzLeHt7s3nzZubMmYOTk1N6hiGkkbu7O3v37iVLliwoXimSFBsbS3R0NP/73/8oUKAA69evF/u73nN/bYd9CfLbqFRrkKRom22VypMcPHLuDY1MEARBEAQh80p3lkK1Ws2vv/7KmjVrcHV15c6dO/j5+TF16lRLm59//pnatWtz8+ZNZFmmSZMmnD9/nubNm6f39kI65cqVi3379uHs7GzzfExMDA8fPqRLly5UrVpVzEa+x/4OsP5aUgQn2d7JSSxJFQRBEARBcFha+Hbt2nHixAnKly+PXq/nm2++oXnz5tStW5cffvgBvV6PVqvl119/5e+//yZ79uyOurWQTsWLF2fnzp1oNBq7bWJjYzl16hTVq1enU6dOBAUFvcERCpmB3mD9tclY2X5jWUOPjmVf74AEQRAEQRDeAg6tw1W0aFGOHz/Ot99+iyRJbNu2jQMHDiDLMtWqVePkyZMMHDjQkbcUHKRmzZqsW7fOaj/Xq0wmEwaDgQ0bNlCgQAFGjRpFVFTUGxylkJHq1bb+2mhoisloO5ulf82eFMgvPlQRBEEQBEFweOFjo9FIXFycZU+QLMtIkkTDhg0pUqSIo28nOFDLli2ZMWNGkjNdEJ/NMC4ujkmTJpE/f35WrlyJyWR6Q6MUMkq71lCiaMIjSmKidmLUN0WWJQBk2Qlvr8+ZN1XU3xIEQRAEQYB01uF61b///kvXrl25du0asizj4+ODt7c3J0+eRJIkypUrx5o1ayhatGjyF0tGUFAQgYGBKW5/+fJlfvzxRxYtWoS7u3u67/8umzp1KqdPn05xdkKdTkeRIkWYP38+1atXf82jEzLSszCYPheWr4WEk5uSdB9JeojJVATw5NguyJ8vo0YpCIIgCIKQeTgs4Bo/fjyjR4/GYDAgyzLt27dn7ty5ODs7M2zYMGbOnIkkSTg7OzNjxgx69eqVrvv16tWLJUuWOGLoggNIksQHH3zAgQMHMnoowhswZhLMXmT//KaVUD2JLV6CILzd6tSpw/79+wFSnMF26dKl9OzZE4AlS5bQo0cPh4ylR48eLFu2DK1WS0xMjEOuKQiC4Eiq9F7gwYMHdOnSxbJXy9XVlVmzZtGtWzdLm+nTp1OvXj169epFaGgoffv2ZefOncyfPx8PD4803XfOnDmMGjUqxe2PHz9Ou3btOHXqFFmyZEnTPd8HRqORDh06cP78+RT94VIqlUiSRK9evRg3btwbGKGQGZRIYpJarYZCBd7cWARBEARBEDKzdAVc69evp1+/foSFhSHLMlWrVmXVqlUULFgwUdsWLVpw6tQpOnbsyJEjR1i/fj0nTpxg5cqV1KhRI9X31mq15M+fP8Xt7969C0C+fPnIli1bqu/3PpBlmb59+6Y42NJoNNSqVYtZs2ZRsmTJNzBCIbNo3gQmzIAHNpJVftICvLO++TEJgiAIgiBkRulKmtGuXTuePXuGJEmMGDGCw4cP2wy2zHx8fDhw4ADDhg0D4Pbt2/j7+/PTTz+lZxiCg/z000+sWLEi2WBLp9NRoEABNm/ezJ49e0Sw9R7SaWHdYihb6uUxpRLatoLxKZ94FgThNYqMhFNn4UBg/P8jIzN6RIIgCO+ndC8p9PHxYfny5dSuXTv5xsQvQZs4cSJ169ale/fuPH78mNGjR/PDDz+kdyhCOixevJixY8ei1+vtttFqtWg0GsaPH0+/fv1QqdL97SO8xQoVgICNcOEyBIdAyeKQK0dGj0oQhCvXYclKWL8ZIhMkt3Fxhk9aQs/OUFwkDRYEQXhj0j3Ddfbs2RQHWwk1btyYM2fO4O/vn54hCA6wfft2+vfvbzfYUqlUqFQq+vfvz927dxk4cKAItgSL0iXgQ38RbAlCZjBvKdRtDstWWwdbEP/1stXx5+ctzYjRCYIgvJ/SFXCtWbMmzUkvAHLlysWePXvE7FYGOnHiBK1bt7YbbKnVaurXr8/ly5eZPn06np6eb3aAgiAIQorMWwqjxkNySQNlOb5dZgm6Ro8ejSRJlC5dGoDz58/TvXt38uXLh06nI0+ePHTp0oUzZ86k6frDhw9HkiQkSeLjjz/GaDQCsG/fPsvxJ0+e8OTJE7755huKFy+Os7MzWbNmpVGjRvz555/J3mPv3r20b9+efPnyodVqyZo1K7Vr12b69OmJlumHh4ej0WiQJIkhQ4bYvN6mTZssY/vxxx9ttlm0aBGSJKFSqQgNDQXis0dKksSgQYMA2LJlC02aNCF79uzodDqKFi3K119/TUhISEpfPkEQHMDhhY9TS5IkRo8endHDeC/9999/1K9f32a9LZ1OR7Fixdi5cyfbt2+ncOHCGTBCQRAEISWuXIfRE1LXZ/SE+H6ZyZo1a6hSpQq///479+/fJzY2lqCgIFauXEnlypVZu3Ztqq43bdo0Jk2aBECTJk1YvXo1SqUyUbtLly5RtmxZJk+ezNWrV4mOjiY0NJSAgADatGljCWBeFRsbS5cuXahXrx7r1q3j/v37xMXFERoayqFDh/jyyy8pVaoUly9ftvRxc3OjVq1aQHygZkvC4wcPHrTZZufOnQBUr17dZvblL774ghYtWrBjxw4eP35MbGws169fZ9q0aZQqVYorV67YvK4gCI6X4QGXkDFCQkKoU6cOka/sotbpdHh6evLrr79y8eJF6tatm0EjFARBEFJqycrkZ7ZeJcuwdNXrGU9aPHjwgB49euDk5MRPP/3EwYMH2b17N3369AHiy5b079+f58+fp+h6y5cvZ+jQoUD8zM+GDRvQaDQ227Zr147g4GD69evHzp07OXToEOPGjcPZ2RmA3377zVJ3LKGePXuycuVKAEqXLs3ixYs5evQoW7dupUuXLkiSxM2bN6lTpw4PHz609GvSpAkQP5v35MmTRNfdt2+f5fGxY8cSrUIxmUzs3r0bgI8++ihR//Xr1zNz5kyKFi3KggULOHr0KJs2bbJs43jy5AmfffaZ7RdOEATHk98TBw4ckAH58ePHGT2UDBceHi6XLl1aVqvVMiADslqtltVqtfzNN9/IL168yOghCoIgCCkUESHLBcvLco6iqf+vYPn4/qnl7+9v+fuRUkuWLLH0WbJkieX4qFGjLMc9PDzkq1evJur75ZdfWtqsWLHC6lz37t1lQNZqtZZjW7dulVUqlQzI1atXl8PDwxNdc+/evZZrAvKaNWsStdm8ebPlfJ8+fazObd++3XKuUaNGckxMTJLPuW3btpbj586dsxz/448/rPo8efJEliRJliRJViqVMiAHBgZatTl69Kil/+nTpy3HE/67VK5cWY545R9Xr9fLVapUsbS5d+9eojELguB4YobrPaPX62nZsiXXr19Hr9db1n83a9aM69evM3HiRNzc3DJ6mIIgCEIKXf0vcYKMlIqMgqs3HDue9Bg0aBBFiyaurN6zZ0/L4wsXLiR5jcDAQNq2bYvBYKBChQps374dV1fXJPvUqlWL9u3bJzreokULsmbNavO+06dPB8DZ2Znly5ej1WoT9e/Rowdt27YFYMOGDdy7dw+AMmXKkCdPHgD27Nlj1Wf//v3IskzZsmUpVSq+9sarywoDAgIAyJMnD+XLl7f5nMaPH4+Li4vVMZVKRdeuXS1fX7x40WZfQRAcSwRc7xFZlunRoweBgYHExsai0+koXbo0+/fvZ+PGjakqJC0IgiBkDhHprK+VmepzffjhhzaPFyhQwPI4IiLCbv8LFy7QrFkzoqOjKVGiBAEBASlK9mTvvgC+vr6J7qvX6y1BULNmzfD29rbbv2/fvkD8MsCEe7MaN24MJN7HZf7az8+PypUrA3DgwAGrNub9W+alia9Sq9X4+fnZPJfS11IQBMcRAdd75Pvvv2fVqlUYDAayZcvGwoULOXPmDDVr1szooQmCIAhp5OqSfJukuKShvyRJ6bqnvf4+Pj42jyecqTEYDDbbGAwGGjduzLNnz4D4up8pzaRs774J753wvnfu3CEqKn5asUqVKkleu2rVqpbHly5dsjw2B0tXrlzh0aNHluPm/Vv+/v5Uq1YNgMOHD2MymQB48eIFx44dA2zv3wLIkSOH3f1qKXktBUFwLBFwvSdmz57NhAkT0Gg0jBgxgjt37tC5c2cUCvEtIAiC8DYrVji+qHFauDhDsUKp75fwzbw5zXpyEqZHt7X8Dki0BM4sYYAm28kOYjQaefDggWVsFy5cYNq0aSkam737Jrx3wvs+ffrU8jh79uxJXtvDwwO1Wg1gCQYB6tevb6lpaV5W+OTJE8syPz8/P8ssVVhYmGVJ4+7duzEYDGg0GurXr5/m5/PqcxIE4fV5b95tmz/lsveJz7vMYDAwdepUOnbsyM2bNxk9erQl85IgCILwdnNxgU9apq1v21Zpm+FKOHOU0mVp4eHhNvs7kre3NydOnKBkyZIAjBkzhtu3bzv8PqkNVMyzUwmDHQ8PD2rUqAG8XEa4b98+ZFmmZMmSeHt7U7x4cXLkiK8qb17CaN6/Vbt2bbHnWhDeEu9NwFW2bFmCg4Nxd3fP6KG8cSqVikuXLrFq1SrLJl1BEATh3dGzM6R2lZ8kQY9Oabtf3rx5LY8fPHiQoj63bt2y2d9RFAoF//zzD2XLluXXX38FICoqioEDBzr8XgnrXj1+/DjJtqGhoZZZwFfrZZmXFZoDLnPq+YT7r8yp3M37uMwBl73lhIIgZD7vTcAFyU/7v8vsLd8QBEEQ3n7Fi8Dob1PXZ/S38f3SomzZspbHp0+fTlGfkydPAvF/j4oVK5a2GydBrVZTrlw5AOrVq2fJOrht2zbWr1/v0HsVLFgQJycnAE6cOJFk2+PHj1seFyli/YKbA64bN25w9+5dyyyWOciC+BpiEB9w/ffff9y8eRMQAZcgvE3eq4BLEARBEN5V/XrA/75LfqZLkuLb9euR9ns1aNDAsjzut99+S7b9tWvXLIFJ3bp138jy/qlTp1rSwX/xxRe8ePHCYddWqVSWoGjLli02ixebLVq0CIhfTli3bl2rc+XKlSNXrlwAbNq0ifPnzwPWAZf58aNHj5g1axYQn2mwePHiDno2giC8biLgEgRBEIR3RL8esHdL/FLBVxNpuDjHH9+7JX3BFsTXf2rZMn7j2JEjR/j222/t7msKCwujR48elvNDhgxJ381TMcYff/wRgKCgIEaOHOnQ6w8aNAiIX7bYvXt34uLiErVZtmyZZXatefPmlhTzZpIk0ahRIwAmT56MyWSicOHCliAMoGTJkpYVOnPnzgWgadOmDn0ugiC8XiLgEgRBEIR3SPEiMGEUnDsE2/6AP5bG///cofjjaV1G+KoZM2ZY6k9NnDiRqlWrMnv2bPbs2cPx48fZunUrI0aMoFixYhw5cgSAfv36WQKMN2HIkCGUKFECiJ+J+/fffx127aZNm9KxY0cgftlilSpVWLp0KceOHWP79u1069bNUrA5W7ZszJs3z+Z1zMsK79+/D1jPbpmZ93TFxsYCYjmhILxtVBk9AEEQBEEQHM/FBSqWTb5dWvn4+LBv3z7at2/PhQsX+Pfff+0GNEqlkmHDhjFu3LjXNyAb1Go1v/76K/Xr18dkMtGvXz+OHz+OUql0yPWXLFmCJEmsWrWKc+fOWQKshEqWLMnGjRvJmTOnzWs0aNAApVJpSaxhK+CqU6eOZabMyckp0dJEQRAyNzHDJQiCIAhCmpQsWZLTp0+zevVq2rZtS6FChXBycrIUHa5UqRJff/01Fy5cYPz48RlS+/HDDz+kXbt2AJw6dcqSwdARtFotK1euJCAggLZt25InTx40Gg25cuWibt26LF68mJMnTyaZJMTLy4vq1atbvk6YodAsYRBWt25ddDqdw56DIAivnySLqneCIAiCIAiCIAivhZjhEgRBEARBEARBeE1EwCUIgiAIgiAIgvCavJcBV/v27ZEkCUmSWLduXbLt79y5Q9asWZEkiebNm9tNfSs4zqpVq5AkiW+/TWUlT0EQBEEQBEHIRN7LgGvevHnky5cPiE9Re+/ePbtt4+LiaNeuHaGhofj4+LBs2TJLsUfh9Th37pylvokgCIIgCIIgvM3ey4DL09OTFStWoFAoCAsLo0uXLphMJpttv/76a44fP45KpWLNmjVkyZLlDY/2/XL8+HE+/PBDnj17ltFDEQRBEARBEIR0ey8DLohPu/rdd98BcODAAcaPH5+ozbp165g1axYAP//8MzVq1HijY3yfmEwmZsyYQe3atXny5ElGD0cQBEEQBEEQHOK9DbgARo8eTdWqVS2Pjx8/bjl37do1+vTpA0CzZs0YOnRohozxfRAYGEj58uUZMmQIcXFxNG/e3G6BSEEQBEEQBEF4m7zXAZdKpWLVqlW4urpiMBjo2rUr0dHR6PV6OnToQHh4OPny5XP4vq0ePXogSZJVocNXVa9eHUmS6NGjh9XxOnXqIEkSc+fO5enTp3z11VcUKFAAnU5Hvnz5+PTTTwkODgYgOjqaMWPGULJkSZycnMiSJQstWrTg9OnTdu97+fJlvvjiC8qVK4eXlxdqtZqsWbNSq1YtpkyZQmRkpN3nM2TIECIjIxk+fDgFCxZEp9NRoEABunTpwpkzZ+zec926dZw/fx43NzdmzpzJ5s2b0Wq1Sb+IgiAIgiAIgvAWUGX0ADJaoUKFmDVrFj169ODatWuMHDkSjUbD6dOnM/W+rZs3b1K2bFmCgoLQ6XSYTCbu37/PggUL2Lt3L3v37uWjjz7i/PnzKJVKdDodz549Y8uWLezatYsjR45Qrlw5q2tOnz6dr7/+2rKfzdnZGY1GQ2hoKIGBgQQGBvL7779z5MgRXFxcEo0pIiKC2rVrc/r0aZRKJa6urty+fZvbt2+zdu1aFi9eTNeuXRP18/LyYujQoQwfPpxs2bK9nhdMEARBEARBEDLAez3DZda9e3fat28PwMyZM5k0aRIA48aNo2bNmhk5NLumTJlCXFwcmzZtIjIykoiICMaMGQPAf//9R5kyZXjw4AErVqwgIiKCiIgI/vzzT3Q6HdHR0YwdO9bqeoGBgXz11VeYTCa6du3KnTt3iIyMJDIykjt37liWV54/f545c+bYHNPSpUs5ffo0w4YN48mTJ4SFhXHp0iVq1qyJwWCgZ8+enDt3LlG/UaNGMXnyZBFsCYIgCIIgCO8cEXD9v7lz5+Lj44PBYMBkMvHRRx8xbNiwjB6WXbIss2rVKlq2bIlCoUCj0TBixAh8fHwACAsLY8WKFXTu3BmdTgdAq1at6NKlCwAHDx60ut5vv/2GLMuULl2apUuXWq4D4OPjw/z58ylWrBgAhw8ftjkmo9HI0KFDmTRpEp6engCUKFGCgIAAihQpgtFo5Pvvv3fo6yAIgiAIgiAImZkIuP6fs7Mz3t7elq8jIiIydYHj3Llz06BBA6tjCoWCkiVLApA9e3aaNGmSqF+JEiUAePz4sdXxUaNG8ddff7Fo0SIUisTfFpIkWa4dHh5uc0yurq6MGjUq0XEXFxdL0pF//vmHFy9eJPf0BEEQBEEQBOGd8N7v4TL75ptvOHnypOXrAwcO8PPPPzNy5MgMHJV95uDnVR4eHkD83jRbnJ2dARLVHStatChFixa1OhYSEsJ///3HpUuXOHHiBAcOHADiZ7JsqVWrFq6urjbP+fv7A/GFpM+cOYOfn5/NdoIgCIIgCILwLhEBF/DXX38xY8YMAEaOHElAQADHjx/nf//7H/Xr108ym2BGMQdW9mg0mlRf89mzZ/z2229s3bqVS5cuJZrJMs982Zv58/X1tXvtXLlyWR4/evQo1WMTBEEQBEEQhLfRex9w3b17l549ewJQtmxZfvjhBzp27EilSpWIiYmhc+fOnD59Gnd39zc6LnuzSGYqlWP/6c6dO0ejRo0swZC7uzs1atSgePHilC9fHj8/P8aPH8+6devsXkOpVNo9l/D5pCUYFARBEARBEIS30XsdcBkMBjp27EhoaCjOzs6sWbMGjUZDyZIlmTx5Mp9//jk3b95kwIABrFixwmH3Ndf0enVZX0Jvep9Tp06dePToEQUKFGDJkiXUrl070V4ue3u3zEJCQuyeCwoKsjzOnTt3+gYrCIIgCIIgCG+J9zppxogRIwgMDATia1CZE0oADBo0yJJ0YuXKlQ4NuMxFfe0FVdHR0dy+fdth90vOpUuXuHjxIgBjx47F39/fZuKMCxcuAPaXFB45csRuELl3714gfuasfPnyDhi1IAiCIAiCIGR+723AtWPHDiZPngzAxx9/TN++fRO1WbJkiSVz4cCBA7l165ZD7p0nTx4Abty4wcOHDxOdX7p0KXFxcQ65V0oknLmyFzDNnTuXe/fuAaDX6222efDgAcuWLbN5/alTpwLxr7VYUigIgiAIgiC8L97LgCsoKIhu3bohyzI+Pj4sWLDAZrscOXKwcOFCIH42qlOnThgMhnTf/6OPPgLilzR26tTJMpsVHh7OlClT+OKLL95oUFK6dGlLdsGRI0dy5MgRyyzWzZs3+eqrrxg4cKClfVRUlN1rffbZZ8yZM4fY2FgAzp49y4cffsjt27fx8PBIVHBZEARBEARBEN5l713AZTKZ6Ny5M48fP0apVLJy5Uq8vLzstm/RogX9+vUD4OjRo4wePTrdY6hUqZLlmvv27aNAgQJ4enri4eHBsGHDqFGjBv3790/3fVLKxcWFKVOmAHDnzh1q1qyJs7MzLi4uFCpUiF9++QV3d3datWoFxCcasbWssGDBguTMmZMBAwbg7u6Op6cn5cuX58SJE2TLlo0tW7aI/VuCIAiCIAjCe+W9C7j+97//sW/fPiB+NueDDz5Its+0adMoVqwYAOPHj7fUo0qPOXPmsGrVKvz9/XF3d0ev11O+fHl++eUXdu/ejZOTU7rvkRr9+vVjx44dNGrUiCxZsqDX61Gr1VSsWJHvv/+eixcvWmannj17ZtmTlZC3tzf//vsvAwcOxNvbm9jYWIoVK8Y333zDuXPnqF279ht9ToIgCILj9e3bF0mSkCSJHj16pKhPWFgYPj4+SJKEt7c3wcHBr3eQqXT58uVEx/bt22d5nmvWrMmAUaXP0qVLLeM/evRoRg9HEN5rkmwvA4IgpFCPHj1YtmwZ1apVE7/UBUEQ3nEvXrygVKlS3L9/H4Dt27fTuHHjJPt06NCBtWvXArBx40Zat2792seZEo8ePeKLL74gJCQk0QeJ+/bto27dugCsXr2aDh06ZMQQ02zp0qWWsjdHjhzJlDVFBeF98d7NcAmCIAiCkHbu7u5We58//fTTJEuZLF++3BJs9ejRI9MEWwBdunRh3bp1drPvCoIgOIIIuARBEAThHRQVpef8pacc/fcR5y89JSrKdobZtGjcuLFl9uTevXsMHTrUZrvbt28zaNAgAHx9fZk5c6bDxuAIjkiEJQiCkJz3uvBxWnzxxReWT+pSK1++fJw4ccLBIxIEQRCEl/679Zy1f17n74A7REW/DCicnVQ0bZif9q2LULiAR7rv88svvxAQEMCDBw9YsGAB7du358MPP7ScNxqNdOnShRcvXqBQKFi2bBlubm7pvq8gCMLbRgRcqfT8+fM0b/bV6XQOHo0gCIIgvLR83VWmzT6DrRVyUdEG/th8g/V/3eCrAeXp2q5Yuu7l4eHBvHnzaNasGQB9+vThwoULuLi4APFJpg4fPgzA119/jZ+fX7ruJwiC8LYSSwpTaenSpciynKb/zPW23jXm10QkzBAEQcg4y9ddZepvtoOthGQZpv52huXrrqb7nk2bNqVbt25A/PLBkSNHAnDq1CnGjBkDQNmyZZOtwbhnzx569+5NsWLF8PDwQKPRkCNHDurWrcuMGTOIjo5O1Of27duWLHz//vsvUVFRjB07lnLlyuHq6oqnpye1a9dm8eLFmEwmq749evRAkiT2798PwP79+y3XMmcyftWzZ8/4/vvvKV68OE5OTmTPnp369euzYcOGZF+nkydP0qtXLwoWLIhOp8PT05MqVarw008/8fz5c5t9EmZJvH//Pnfv3qV3797kyZMHjUZD/vz5+fTTT7l582ay9wd48OABgwYNsowhd+7ctGzZkj179iTbd+/evbRv3558+fKh1WrJmjUrtWvXZvr06cTExNjsY86S6OrqiizLjBs3jty5c+Pk5ESRIkWYMWOGVfu4uDhmzZqFv78/2bJlQ6vVki9fPjp27OiQ7NCCkKFkQRAEQRDeatdvhsnl/dfI5fxS/l95/zXy9Zth6b53aGionCtXLhmQFQqFfOLECblcuXIyIGu1WvncuXN2+8bExMiffPKJDCT5X5kyZeSnT59a9b1165bl/JYtW+RixYrZ7d+yZUvZYDBY+nbv3t1u271798qyLMt79+61HBs5cqTlOdr6b/DgwTafn8lkkocNGyZLkmS3r7e3t3zw4MFEfRPef8eOHbK3t7fN/q6urvLu3bsT9V+yZImlzYQJE2R3d3eb/SVJkqdOnWr336dz585J/tsULFhQvnTpkt37u7i4yMOHD0/Ub+nSpZa2N27ckIsXL57kffr16yfr9Xqb4xSEzE7McAmCIAjCW27tn9eTndl6lSzDuk3/pfveXl5ezJs3DwCTyUTDhg05e/YsAD/99BNlypSx23fo0KGsX78egObNm7N27VoCAwPZsWMHkyZNImfOnACcP3+en3/+2e51+vTpw9WrV2nfvj1btmwhMDCQmTNnki1bNgA2b97MihUrLO3HjBnD6dOnqVSpEgCVKlXi9OnTnD59msqVKye6/tixY3n48CGdOnVi69at7Nu3j3HjxllqZs6cOZNdu3Yl6jdixAgmT56MLMvkz5+fWbNmERgYSEBAAAMHDkSlUvH48WMaNmzIhQsX7D6/7t278/jxY1q2bMm2bds4dOgQ33//PVqtloiICJo2bcr169ft9v/222+JiopiwIABBAQEsGvXLr755huUSiWyLDN8+HCuXLmSqF/Pnj1ZuXIlAKVLl2bx4sUcPXqUrVu30qVLFyRJ4ubNm9SpU4eHDx/avHdUVBSTJk2iUqVKbNmyhd27d/P555/zySefABAaGkqdOnW4cuUKLi4uDB8+nF27dnHs2DGWL19uqZc6b948vvzyS7vPURAytYyO+ARBEARBSLvIyDi5RqP1qZrdMv9Xo9F6OTIyziHj6NKli9WMhJ+fn2w0Gu22Dw4OllUqlQzIHTt2tNnm0aNHsqenpwzIhQoVsjqXcIYLkCdOnJio/6lTp2SFQiEDcv369ROd9/f3lwHZ398/0bmEM0yAPHfu3ERtdu7caTnfo0cPq3MXL1603LtChQrys2fPEvUPCAiwvAZVqlRJ8v5ff/11ov7//POPrFQqZUBu1aqV1bmEM1wKhULetm1bov7z5s2ztBk9erTVue3bt1vONWrUSI6JiUnUP+E92rZta/ect7e3zecvy7Lcq1cvGZCzZs0qX7x4MdF5k8kk9+7d23Ktf//91+Z1BCEzEzNcgiAIgvAWu3H7hVU2wtSIijZw4479Glqp8dNPP1l9PWjQIBQK+28zLly4QMGCBdFoNIwYMcJmmxw5clCnTh0gfg+SPfny5bOZmr5ChQqUL1/ecr+0ql69Ov369Ut0vGHDhvj6+gJw6dIlq3MzZ8607B37/fff8fT0TNS/QYP/a+/eYqOq9jiO/6YpjgzYqmVQrFzbWm0FmxIImtBSykVTjB4DxRrM1CblYMvDAWJSTyJRo8EIWKwkQKEgFlMMGKVeEiZqvcQ2SiAZTJOW0DREwgPiUFtbLq3d52Eym4GZPb1M97E1309Csmfvtfb67ykP889a+7+WmrM2J06cUGNjY8TxH3zwQb311lth55csWaKSkhJJUn19vS5duhSxf2FhoZ544omw8x6PR06nM2L8O3bskCS5XC7V1taa7UIVFxdr1apVkqSPP/5Yv/76q+X4kZ7/0qVL5gza5s2blZGREdbG4XCosrLS7L9r166IYwCjGQkXAABjWHeM+2v19IzMXlSvvfbaTZ9ffvll9fT0WLZfvHixWltbdeXKFWVmZlq2Cy4rvHbtmmWbvLw8y+Ru5syZkqQ///zTsv9Ali1bZnktNTVVUmBpXKivv/5akjR//nw9/PDDlv1LS0vN40jLEiWppKRE8fGRC0uvWbNGUmA5p9frjdjGKv5gYYpb4+/t7dUPP/wgSVqxYoXcbveA8ff396uhoSFim0jLNKVAYZDg33Xx4sWWY9xxxx167LHHzD7AWENZeAAAxrAJrnEx9Xe5Yv8p8Omnn+r999+XJCUkJKizs1NtbW2qqKgYcLPjYKJkGIYuXLigs2fPqrW1VT6fT42Njeb7YEaUl9SmTZtmeS1Ypj6WTY7vv/9+y2vBmZ/Q+/f29urs2cD7cfPmzYt677S0NN15553q6OgIm2UKWrBggWX/4AyeJJ05cyZim6HGf+7cOTNZHij++fPnm8dW8d93330Rzwf/tpKivusX6ty5c4NqB4wmJFwAAIxhKTMS5BofP6xlha7x8UqZnhDT+BcvXtTatWslBZKtxsZG5eTkyO/3a+fOnVq5cmXUPbi8Xq+qqqr03XffRZyFiouLi5psSTeSqkgcDoek6AnbQAazYXPo/UNniyZPnjxgX7fbrY6ODl2+fDni9SlTplj2TUhI0Lhx49Tb26uLFy9GbDPU+H///XfzeKD4ExMTzfGt4rcaP3Scwerr61NXVxebaGNMIeECAGAMc7nGqWDZdB051jbkviuWz5Arxhmy0tJS/fbbb5KkN998U5mZmdq+fbteeOEFGYahkpISnT59Wi6XK6zvxo0bVVlZaX6Oi4tTWlqaMjIyNHfuXOXl5enQoUNj7r2doSZ3f/31l6QbyeGtrJYTBgXfFRs3Lra/ZdBQ4w+ObxW/1fngc0uBd9gGes6gSP+XgNGMhAsAgDFu9b/SdLS+bUil4R0OqfDp1JjGrampUX19vSRp0aJFKi8vlxQopnD48GEdP37ccmnhJ598YiZbCxYs0KuvvqqFCxeG/Ziurq6OKca/w1133WUeB5PRaILFLu6+++6I1/1+v1mc41aXL182E5d77rlniJFGFhrHQPH7/X5zfKv4rYR+T8nJyVFn8oCxjKIZAACMcakzE7WxLGtIfTaWZSl1ZuKwx2xvbzcr7E2cOFH79++/aSZj79695rKvnTt36vvvv7+p/969eyUFfnR7vV4tX7484syFVeW70czpdJrFNE6cOBG1bUtLizo7A5Ui09LSIrY5ffq0Zf9Tp06Zx3PmzBlqqBHNmjXL3GNsoPh//vln89gqfiuhVQkHGmfPnj3atWuXZWEQYDQj4QIA4B/g+cJ0bSrPksXqLZPDIW0qz9LzhenDHqu/v1/FxcXq6uqSJL399ttmNcCgqVOnauvWrZJkLi0MrVrY1hZYApmSkmL5Ps758+f1448/mp9jKXwRidVSt5GwZMkSSYGEpLm52bJdTU2NeWxVqe/w4cOW/WtrayUFltnl5+cPJ9Qw8fHxys3NlSR99tlnluXmpRvxOxwO5eXlDWmc0OqSwQQ8kvb2dpWXl6usrEyvv/76kMYARgMSLgAA/iGeL0zXkQOPq/DpVLnG3/zWgGt8vAqfTtWRA4/HlGxJ0vbt280Zq/z8fK1bty5iu7Vr15pJRHBpYdCkSZMkSc3NzTp//nxYX7/fr6KiopvKwV+/fj2muG8VrNDX3d09oveVpLKyMjkcDhmGIY/Hoz/++COszVdffWXud5WVlWVZXOT48ePmflWhvvjiC33wwQeSAqXjg7NSI2H9+vWSpJ6eHnk8nojf/cGDB3X06FFJ0pNPPmm57NHK1KlT9dRTT0mSPv/8c+3evTuszfXr11VcXGwuWywrKxvSGMBowDtcAAD8g6TOTNR/N8zVf/49R23nOtXT0yeXK1CNMNYCGZL0yy+/6JVXXpEUqD5361LCUA6HQ/v27dPs2bPV3d19U9XCZ555Ro2Njbpy5YoWLVqkiooKZWZmqqurS01NTaqurtaFCxduul9nZ+eIFkwIvvPk8/lUW1ur9PR0paSkKCkpKeZ7z549WxUVFdqyZYtOnjyprKwsvfTSS8rOzlZ3d7eOHTum3bt3q6+vT7fffrtqa2ujzrh5PB41NTVp5cqViouLU319vaqqqmQYhu69996wjadjVVBQoKKiItXV1enLL7/UvHnztGHDBj300EPy+/2qq6vToUOHJAWS5z179gxrnGCFSr/frxdffFHffPON1qxZo8mTJ6u1tVXvvPOOuaQyPz9fRUVFI/aMwP+NAQAAMAjXrl0zHnnkEUOSIcmorq4eVL+qqiqzT0pKitHd3W1cvXrVyM3NNc9H+jdr1izjjTfeMD83NDSY92xvbzfPb9myxXJsj8djSDKcTmfYtY8++ihszJqaGsMwDKOhocE8V1dXZ3n/goICQ5Ixffr0sGv9/f3Gpk2boj5jcnKy0dTUFNY3dPx169YZLpfL8js6c+ZMWP8DBw6YbSLdPygzM9OQZOTm5oZdu3r1qvHcc89FjT8jI8NoaWkZ9viGYRg+n8+YNm1a1HFycnKMjo6OqPcBRiuWFAIAgEHZvHmzuVntsmXLVFpaOqh+69ev18KFCyXdWFrodDrl9Xq1detWZWdna8KECYqPj5fb7VZOTo527Nghn8+n8vJyc+nfkSNHRvR5CgsL9d577+mBBx6Q0+nUpEmTLPeSGg6Hw6Ft27bpp59+ksfj0YwZM+R0OuV2u/Xoo4/q3XffVXNzc9SNjSUpNzdXp06d0urVq+V2uzVx4kRlZ2dr27Zt8vl8Qy5WMVhOp1MffvihvF6vVq1apeTkZN12222aMmWK8vLytH//fp08eVLp6bEtUZ0zZ45aWlpUWVmpnJwcJSUlKT4+XklJSVq6dKkOHjyohoYGJSYOv8gL8HdyGEYMOwECAABgxH377bdmEYq6ujo9++yzf3NEAIaLGS4AAAAAsAkJFwAAAADYhIQLAAAAAGxCwgUAAAAANiHhAgAAAACbUKUQAAAAAGzCDBcAAAAA2ISECwAAAABsQsIFAAAAADYh4QIAAAAAm5BwAQAAAIBNSLgAAAAAwCYkXAAAAABgExIuAAAAALAJCRcAAAAA2ISECwAAAABsQsIFAAAAADYh4QIAAAAAm5BwAQAAAIBNSLgAAAAAwCYkXAAAAABgExIuAAAAALAJCRcAAAAA2ISECwAAAABsQsIFAAAAADYh4QIAAAAAm5BwAQAAAIBNSLgAAAAAwCYkXAAAAABgExIuAAAAALAJCRcAAAAA2OR/Bu45mF+hU3wAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 430 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(adata)\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8,show_legend='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Sctransform Recipe\n", "\n", "Here, you need to install the [`KDEpy`](https://kdepy.readthedocs.io/en/latest/) before to run `sctransform`. you can use `pip install KDEpy` to install it.\n", "\n", "Sctransform transformation is only applied to adata.X and not applied to different layers, as stated above." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n", "|-----> Running Sctransform recipe preprocessing...\n", "|-----------> filtered out 14 outlier cells\n", "|-----------> filtered out 12410 outlier genes\n", "|-----? Sctransform recipe will subset the data first with default gene selection function for efficiency. If you want to disable this, please perform sctransform without recipe.\n", "|-----> sctransform adata on layer: X\n", "|-----------> set sctransform results to adata.X\n", "|-----> PCA dimension reduction\n", "|-----> X_pca to obsm in AnnData Object.\n", "|-----> [Preprocessor-sctransform] completed [15.9547s]\n" ] } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "preprocessor = Preprocessor()\n", "# preprocessor.config_sctransform_recipe(adata)\n", "# preprocessor.preprocess_adata_sctransform(adata)\n", "preprocessor.preprocess_adata(adata, recipe=\"sctransform\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----> [UMAP] using X_pca with n_pca_components = 30\n", "|-----> X_umap to obsm in AnnData Object.\n", "|-----> [UMAP] completed [11.4976s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 294, "width": 283 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(adata)\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Seurat Recipe" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n", "|-----> Running Seurat recipe preprocessing...\n", "|-----------> filtered out 14 outlier cells\n", "|-----------> filtered out 11388 outlier genes\n", "|-----> select genes on var key: pass_basic_filter\n", "|-----------> choose 2000 top genes\n", "|-----> number of selected highly variable genes: 2000\n", "|-----> PCA dimension reduction\n", "|-----> X_pca to obsm in AnnData Object.\n", "|-----> [Preprocessor-seurat] completed [1.5014s]\n" ] } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "preprocessor = Preprocessor()\n", "# preprocessor.config_seurat_recipe()\n", "# preprocessor.preprocess_adata_seurat(adata)\n", "preprocessor.preprocess_adata(adata, recipe=\"seurat\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----> [UMAP] using X_pca with n_pca_components = 30\n", "|-----> X_umap to obsm in AnnData Object.\n", "|-----> [UMAP] completed [11.4430s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 294, "width": 283 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(adata)\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customize Function Parameters Configured in Preprocessor\n", "Here we are gong to use recipe monocle as an example. In recipe monocle's selection genes function, we can set recipe to be `dynamo_monocle`, `seurat`, `svr` and others to apply different criterions to select genes. We can set preprocesor's `select_genes_kwargs` to pass wanted parameters. In the example below, the default parameter is `recipe=dynmoa_monocle`. We can change it to `seurat` and add other contraint parameters as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's call {meth}`dynamo.pp.Preprocessor.config_monocle_recipe` to set `monocle` recipe preprocessing steps and corresponding function parameters. The default constructor parameters of {class}`dynamo.pp.Preprocessor` for preprocessing are from our monocle recipe used in {mod}`dynamo` papers." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n" ] } ], "source": [ "adata = dyn.sample_data.zebrafish()\n", "preprocessor = Preprocessor()\n", "preprocessor.config_monocle_recipe(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`preprocessor.select_genes_kwargs` contains arguments that will be passed to {meth}`dynamo.pp.Preprocessor.select_genes` step." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'n_top_genes': 2000, 'SVRs_kwargs': {'relative_expr': False}}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preprocessor.select_genes_kwargs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set the preprocessing steps and their corresponding function parameters for the monocle recipe, we can call {meth}`dynamo.pp.Preprocessor.config_monocle_recipe`. By default, the constructor parameters of the Preprocessor for preprocessing are set to the monocle recipe used in report the Dynamo cell paper dynamo.\n", "\n", "If you would like to customize the dataset to better fit your preferences, you can adjust the parameters before running the recipe. Here is an example.\n", "\n", "To begin, you can create a plot of the basic statistics (nGenes, nCounts, and pMito) for each category of adata. - nGenes: the number of genes - nCounts: the number of cells - pMito: the percentage of mitochondria genes." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 141, "width": 462 } }, "output_type": "display_data" } ], "source": [ "dyn.pl.basic_stats(adata, figsize=(2, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can visualize the rank of the fraction of UMI to the total UMI per cell for the top 20 genes" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 286, "width": 726 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dyn.pl.highest_frac_genes(adata, figsize=(10, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get rid of any cells that have mitochondrial gene expression percentage greater than pMito or total counts greater than nCounts. You can adjust the threshold values as per your requirements.\n", "\n", "Note that in our particular case, our data doesn’t have mitochondria counts." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 221, "width": 462 } }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Create the first figure\n", "df = adata.obs.loc[:, [\"nCounts\", \"pMito\", \"nGenes\"]]\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(6, 3)) # Adjust the figsize as desired\n", "\n", "sns.regplot(data=df,\n", " x=\"nCounts\",\n", " y=\"pMito\",\n", " ax=ax1,\n", " scatter_kws={\"color\": \"black\", \"alpha\": 0.1},\n", " line_kws={\"color\": \"red\"})\n", "ax1.set_xlabel(\"nCounts\")\n", "ax1.set_ylabel(\"pMito\")\n", "\n", "# Create the second figure\n", "sns.regplot(data=df,\n", " x=\"nCounts\",\n", " y=\"nGenes\",\n", " ax=ax2,\n", " scatter_kws={\"color\": \"black\", \"alpha\": 0.1},\n", " line_kws={\"color\": \"red\"})\n", "ax2.set_xlabel(\"nCounts\")\n", "ax2.set_ylabel(\"nGenes\")\n", "\n", "# Display the figures side by side\n", "plt.tight_layout() # Optional: Adjusts spacing between subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And modify some values of parameters based on the information above." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "preprocessor.filter_cells_by_outliers_kwargs = {\n", " \"filter_bool\": None,\n", " \"layer\": \"all\",\n", " \"min_expr_genes_s\": 300,\n", " \"min_expr_genes_u\": 100,\n", " \"min_expr_genes_p\": 50,\n", " \"max_expr_genes_s\": np.inf,\n", " \"max_expr_genes_u\": np.inf,\n", " \"max_expr_genes_p\": np.inf,\n", " \"shared_count\": None,\n", "}" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "preprocessor.filter_genes_by_outliers_kwargs = {\n", " \"filter_bool\": None,\n", " \"layer\": \"all\",\n", " \"min_cell_s\": 3,\n", " \"min_cell_u\": 2,\n", " \"min_cell_p\": 1,\n", " \"min_avg_exp_s\": 0,\n", " \"min_avg_exp_u\": 0,\n", " \"min_avg_exp_p\": 0,\n", " \"max_avg_exp\": np.inf,\n", " \"min_count_s\": 5,\n", " \"min_count_u\": 0,\n", " \"min_count_p\": 0,\n", " \"shared_count\": 40,\n", "}" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "preprocessor.select_genes_kwargs = {\n", " \"n_top_genes\": 2500,\n", " \"sort_by\": \"cv_dispersion\",\n", " \"keep_filtered\": True,\n", " \"SVRs_kwargs\": {\n", " \"relative_expr\": True,\n", " \"total_szfactor\": \"total_Size_Factor\",\n", " \"min_expr_cells\": 0,\n", " \"min_expr_avg\": 0,\n", " \"max_expr_avg\": np.inf,\n", " \"winsorize\": False,\n", " \"winsor_perc\": (1, 99.5),\n", " \"sort_inverse\": False,\n", " \"svr_gamma\": None,\n", " },\n", "}" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Running monocle preprocessing pipeline...\n", "|-----------> filtered out 111 outlier cells\n", "|-----------> filtered out 13042 outlier genes\n", "|-----> PCA dimension reduction\n", "|-----> X_pca to obsm in AnnData Object.\n", "|-----> [Preprocessor-monocle] completed [1.4155s]\n", "|-----> retrieve data for non-linear dimension reduction...\n", "|-----? adata already have basis umap. dimension reduction umap will be skipped! \n", "set enforce=True to re-performing dimension reduction.\n", "|-----> [UMAP] completed [0.0016s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1wAAAJWCAYAAABMCYYWAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAYmwAAGJsBSXWDlAABAABJREFUeJzs3XdYVEfbBvB7l7L0XgQFUezYFbtiJxbsmlhifaOJNWqiJibRRI1GE2OJUWPsPfau2BtWxK4odlQEpHd293x/8O0RZJe6yyLev+vK9R7OmTkze5ZX9tmZeUYiCIIAIiIiIiIi0jqpvjtARERERERUUjHgIiIiIiIi0hEGXERERERERDrCgIuIiIiIiEhHGHARERERERHpCAMuIiIiIiIiHWHARUREREREpCMMuIiIiIiIiHSEARcREREREZGOMOAiIiIiIiLSEQZcREREREREOsKAi4iIiIiISEcYcBEREREREekIAy4iIiIiIiIdYcBFRERERESkIwy4qER79eoV5s+fj08++QRlypSBiYkJTE1N4ebmBj8/PyxduhRxcXE67cOaNWsgkUggkUiwYMGCPF/TJoVCgcWLFyMsLExnbRARERFRdgy4qESKi4vD6NGjUa5cOUycOBFHjhzBy5cvkZqaipSUFISGhmL//v0YOXIkypcvj7Vr1+q7yzpz7do1NGjQAGPHjkVKSoq+u0NERET0UTHUdweItC0kJAS+vr54/PgxAEAmk8HPzw9NmzaFi4sLFAoFHj58iJ07d+LmzZt4+/YtBg8ejODgYPz666967r32LVq0CNeuXdN3N4iIiIg+Sgy4qER58+YNWrdujRcvXgAAunTpgqVLl8LV1TVb2WnTpuGff/7BqFGjIJfLMXv2bFSsWBFDhgwp6m4TERERUQnFKYVUovzvf/8Tg61BgwZh9+7daoMtleHDh+Pvv/8Wf544cSKio6N13k8iIiIi+jgw4KIS48SJE9i/fz8AoEKFCli+fDkkEkmu9b744gs0btwYABAdHY1///1Xp/0kIiIioo8HAy4qMRYtWiQeT5kyBTKZLM91x40bBycnJ/Ts2RPlypVTW+bOnTsYPXo0qlatCktLS5ibm6NSpUr48ssvcfPmzUL3X9sGDx4MiUSSJSFIuXLlIJFI4OHhAQCoXbu2mCXxyZMnOd7v0aNHYtn//e9/4nkPDw9IJBJ069YNAHDp0iX06NEDLi4uMDY2hru7OwYOHIjr16/nqd8f2nMmIiIiygkDLioRkpOTceTIEQDI8uE/r/r06YM3b95g+/bt6NWrV5ZrgiDghx9+QK1atbBkyRLcv38fCQkJSEpKwsOHD7F8+XLUqVMH3333HQRB0NZLKhKDBg0Sjzdt2pRj2Q0bNojHAwcOVFtm3bp1aNasGXbt2oWwsDCkp6fjxYsXWL9+PerVq4elS5dqvH9Jfs5ERET08WLSDCoRAgMDxZTn1atXh729fb7q5zT1cPz48Vi4cCEAwMbGBkOGDEG9evUAZKRcX7VqFWJiYjBnzhwkJSWJZfVt7Nix6NatGxYtWoSTJ08CAJYvXw4nJyeYmZkBAPr3749JkyZBLpdj48aNmDp1qsb7bdy4EUDGKFnz5s2zXb916xYOHjwIuVyO9u3bo0+fPjA2NsaRI0ewadMmKJVKjBw5EiYmJmoTk3yoz5mIiIgoRwJRCfDvv/8KAAQAQv/+/bV230OHDon39fb2FsLCwrKVefPmjVC3bl2x3LFjx7JcX716tXjtzz//zPM1bRk0aJDYxpMnT7Jd79Kli3j92rVrau9x4cIFscxPP/2U5VrZsmXFawCE33//PVv9PXv2CIaGhgIAwcHBQYiOjs5yXRvPmYiIiKg44pRCKhHevn0rHjs4OGjtvqp9uczMzLB79244OztnK+Pk5IT169fD0DBjwHjOnDlaa78oDB48WDxWjWK9Ly/TCQHgs88+w8SJE7Od79KlC7755hsAQGRkJFavXp3l+sfwnImIiOjjxICLSoTU1FTx2NzcXCv3DAsLw9mzZwEAHTt2zDG9fLVq1dC0aVMAwKlTp5CQkKCVPhSFzp07i0Hq5s2boVQqs1xPT0/H1q1bAQBNmzaFp6enxnt99913Gq+NGTNGnLp54MAB8fzH8pyJiIjo48Q1XFQiZA6ytLWP1oULF8RjuVyO3bt356kPcrkc169fR7NmzbTSD10zMjJCv379sGjRIrx69QqnTp1C69atxeuHDx9GZGQkgKxJNt5XqlQp1KxZU+N1V1dXeHp6IiQkBBcvXhTPfyzPmYiIiD5ODLioRMg8KqIKDgorNDRUPN69e3eugUBm4eHhWulDURk8eLCYVn/jxo1ZAq7169cDAExMTNCnTx+N96hUqVKu7bi7uyMkJASJiYlITEyEubn5R/WciYiI6OPDKYVUInh5eYnHd+/eLdA90tLSsvwcFxdX4P7Ex8cXuK4+1KlTRxyd2rFjhzhFMzY2Fvv27QMAdO3aFdbW1hrvYWVllWs7quyIwLvn+zE9ZyIiIvr4MOCiEsHLywu2trYAMjbODQsLy1f99PR0uLi4oGnTpvjxxx+RnJycJThYunQpBEHI8385Tb0rrlTJM2JjY8U1Vjt37hTT7eeULAOAWC4nqjVXEolETN3/sT1nIiIi+rgw4KISQSqVomvXruLPe/fuzVf9o0ePIioqCgEBAVi/fj1MTU2zZMp79eqV1vpaXPXv31/MAKia1rdnzx4AGeuzfH19c6z/4sWLXNt4/PgxAMDe3h7GxsYA8NE9ZyIiIvq4MOCiEmPEiBHi8bx58/I04qLy22+/iceff/45AKBhw4biOdXGwTmZPHkyhg0bhhkzZuR7hK04cHJyQseOHQFkZBFMSEjA0aNHAQD9+vWDgYFBjvUfPnyY45qqZ8+e4fnz5wCAVq1aiec/tudMREREHxcGXFRiNGrUSAwYQkJCMGrUqDzVmz9/Ps6cOQMgYx3S119/DQDw9PREjRo1AADnzp3D+fPnNd7j9u3bmDdvHlatWoW5c+fmaT1TUZFK3/3f/P2U7+9TTSuMiorCtGnTkJSUBCDn7ISZ77106VKN1xcsWCAed+/eXTwuKc+ZiIiISB0GXFSiLFu2DHZ2dgCAVatWoVu3bnj58qXasunp6Zg+fbq4IS8A/PXXX+LaIgD4/vvvxeNPP/0Ut2/fznaf8PBw9OzZE4IgAABGjhyZZV2SvmXuS24p8zPvyaXKWlirVq0c071nNnv2bPj7+2c7v3XrVixevBhAxnq7Xr16ZbleEp4zERERkTpMC08lipubGw4ePAhfX1/ExsZiz549OHz4MPz8/ODj44NSpUohMTERN27cwH///ZclGPv555/F6YQqn332GQ4cOIANGzbg5cuXqFevHvr37w8fHx9IpVLcunULK1asQExMDICMYOKnn34qypecqzJlyojH48ePx+jRowFAbYr3zHtyyeVyAHkb3VJJTU1Fhw4dMGDAALRr1w5yuRwHDhzA9u3bAQAymQzLli2DkZFRlnol4TkTERERqSUQlUAhISGCj4+PACDX/5ydnYX//vtP473kcrkwZswYQSKR5HifRo0aCWFhYdnqr169Wizz559/5vmatgQHBwsymSxLXyUSiZCQkKC2/LVr18RyhoaGal9TZmXLlhUACNbW1sKMGTM0Pic7OzvhzJkzGu9T2OdMREREVBxxSiGVSJ6enjh16hTOnj2LcePGoWHDhnBwcICRkRFMTEzg7u6Obt26YeXKlXjy5Al69+6t8V4GBgZYtGgRgoKCMHLkSFStWhVWVlYwMjKCi4sLOnfujE2bNuH8+fNZMu4VF5UqVcKxY8fQqlUrWFtbw8TEBOXKldOYVbBGjRowNzcHAPj6+ubrNf3www84duwYOnToADs7OxgbG6NatWr47rvvcP/+fTRv3lxj3Q/9ORMRERGpIxGE/18QQUQE4PDhw+jQoQMAYPv27ejZs2eO5T08PPDs2TNYW1uLU/6IiIiIKANHuIgoixUrVgDISBPfpUsXPfeGiIiI6MPGgIuIRFu3bsWuXbsAZOxr9n5yCyIiIiLKH2YpJCpm/P39xf2vCqNZs2ZiivectGvXDomJiYiMjMTDhw8BAA4ODhg3blyh+0BERET0sWPARVTMDB8+HM+ePSv0fU6ePImWLVvmWs7ExATHjh0TfzYwMMDy5cuz7EdGRERERAXDKYVEH7k2bdrAwcEB5ubmaNKkCQ4dOoQePXrou1tEREREJQKzFBIREREREekIR7iIiIiIiIh0hAEXERERERGRjjDgIiIiIiIi0hEGXERERERERDrCgIuIiIiIiEhHGHARERERERHpCAMuIiIiIiIiHWHARUREREREpCMMuIiIiIiIiHSEARcREREREZGOMOAiIiIiIiLSEQZcREREREREOsKAi4iIiIiISEcYcBEREREREekIAy4iIiIiIiIdYcBFRERERESkIwy4iIiIiIiIdIQBFxERERERkY4w4CIiIiIiItIRBlxEREREREQ6woCLiIiIiIhIRxhwERERERER6QgDLiIiIiIiIh0x1HcH6ON0804kbt59CxsrGVo3Lw0zMyN9d4mIiIiISOsYcFGRunP/LX6YdQlPnseL5yzMjfDLdw3QunmZbOVv33uLTTse4kFIDBwdTNG9U3m0b+VWlF0mIiIiIiowiSAIgr47QSVfWpoCX089i4DLb9ReNzSUYM+GTijtYi6eO34mFJOnB0CuyPor2r93JXw7uo5O+0tEREREpA1cw0VF4qtvT2kMtgBALhfw59Lr4s/pciXmLAjMFmwBwMZtDxDyOEYHvSQiIiIi0i4GXKRzt+5GIvB6ZK7lTpwNRVx8KgDg+q1IRLxN0Vh2y86HCHuTqLU+EhERERHpAgMu0rl5f13PUzmlEvhy4mkolQLS0xU5lt2+7zE+6bMf3m23Yf7fQUiXK3O4rwB5DteJiIiIiHSFSTNI50Iex+a57N3gaOw99ASpaQoYGEigUDOlMLP0dCXWbX2Al6+T8MeMplmuvXiZgL/+vYnjZ15CoVCiQV1nfDW0OmpXdyjQ6yAiIiIiyi8mzSCda9NtN95Gp+q8nS3/tkeVirYAgDcRSeg//Cgio7JOSzQ2lmLFn61Qi0EXERERERUBTikknWvTomjSuF+4EobwyGQ8D43Hxm0PsgVbAJCWpsTytXeKpD9ERERERAy4SOfq13EsknZWbbqH9j33okv/g9iwLVhjuYtX30Cp5MAuEZG2pKamYt26dejZsyfKlSsHU1NTmJqawsPDA7169cK2bdsgl8vV1p0+fTokEgkkEgnCwsKKuOclS1RUFEaNGoWyZctCJpOhVKlS6NSpk3h9z549aNq0KWxtbWFhYYGKFSvi4MGDGDx4MCQSCUxMTPTYe6KSi2u4SOe27Qkpknbi49PFY2UOOTKMDKWQSIqgQ0REH4GtW7di/PjxeP36dbZrz549w7Nnz7Bjxw7Url0bGzZsgJeXlx56WfIpFAq0a9cO165dE8+9efNuO5adO3eiV69eyLySJCQkBI6ORfOlKNHHjAEX6VTE22Rcu5l7Svii5FnOCt0HHsLrsCSU97BCt47l4GhvCiNjKRrUcYZMZqDvLhIRfRAmTZqEefPmAQDMzMzQr18/tGvXDu7u7lAqlbh37x7Wrl2Ls2fP4vr162jevDlOnDiB2rVr67fjJdDhw4fFYKtNmzaYPHkyzM3NYWFhAQCYPXs2BEGATCbD77//jvr16yMuLg41a9bUZ7eJPgpMmkE6teifm1i18Z6+uyEyMTFASormlPM21saYPLYuOrQtW4S9IiLSPmVCAlLv3IEyPh5SS0vIvLwg/f8P39qwYMECjB8/HgBQo0YN7N27Fx4eHrmWLVeuHG7fvg0zMzMAGVMKf/75ZwDA69evUapUKa318WPyxx9/4JtvvgEAPHz4EBUqVMhy3dLSEgkJCejfvz82bNigjy4SfbS4hot06sKV4jMfv2Uz1xyDLQCIiU3DD79ewq27b4uoV0RE2pV65w7CRo5EiIsLnjVqhBft2uFZo0YIcXFB2MiRSL1T+MRBT548wZQpUwAAFSpUwNGjRzUGWwDw9ddf48svvxTrLly4sNB9oKwSExPFY3Xvhep6Tu8TEekGAy7SKSOj4vMrFvwwJk/lFAoBm3Y80G1niIh0IOrPP/GkRg3ELF0KZUJClmvKhATELF2KJzVqIOrPPwvVzpw5c5CamrHdx++//w5nZ+dc6/zyyy9iUobly5eDE2y0S5lp8bKhYfYVI6rnre4aEelW8fk0TCVS+1ZFkxI+L16/Scpz2fsPo3XYEyIi7Yv680+ET5gA5BbICALCJ0wocNCVmpqKjRs3AgCqVKmCLl265Kmeo6MjvvvuO8ycOVOsr879+/cxePBguLm5QSaTwc3NDf369UNgYKDa8qosh9WrV0daWhrGjx8PBwcHmJubw8vLC1u2bMlSPjo6GjNnzkSDBg1gbW0NU1NTlC9fHkOHDs2ScOJ9Hh4ekEgkWLBgAZRKJVasWIGGDRvCysoKdnZ28PHxwZ49e8TySUlJmDFjBqpVqwZTU1PY29ujW7duCAoKyvE5nThxAsOGDUPlypVhbW0NY2NjODs7o1WrVli4cCGSk5OzlG/ZsiUkEok4LROAmPVR1WdJpkxRP//8s3huzZo1AKAxS+GpU6fEspGRkYiMjMSkSZNQpUoVmJmZwd7eHr6+vti1a1eOr4noY8evOUinevp5wv/EC9z8wKboPX0ej4NHn6FjO67lIqLiL/XOHYRPnJivOuETJ8K8fXvI8pk18Pz58+L0NF9f3ywf5nPz008/5Xh9y5YtmDx5MtLS0sRzoaGh2Lx5M7Zv347169fj008/1Vh/4MCB2Lp1q/jz3bt34eLiIv584sQJ9O3bF+Hh4VnqPXnyBE+ePMGaNWswefJk/PrrrxpfV1paGjp16oTDhw9nOX/mzBmcOXMGS5YsQa9evdCmTRvcvn1bvJ6SkoI9e/bgyJEjOHnyJBo1apSlfmpqKgYMGIDt27dnazM8PBzh4eE4deoUVq5ciVOnTsHOzk7jc9CFu3fv4rPPPsuSjTI5ORn+/v7w9/fHqFGj8NdffxVpn4g+FBzhIp0yNTHE8j9b4tsxdVC5gvUHk45dEICf5lxGeGRy7oWJiPQsesmS3Ee23icIiP7773y3dePGDfG4SZMm+a6fk/Hjx8PIyAhTpkzBiRMncPDgQfzvf/8DAKSnp2PEiBF4+1b9F3j37t3D1q1b0a5dOxw9ehQHDx7E2LFj0aJFCwBAUFAQunTpgvDwcBgZGWH06NHw9/dHQEAAFi9eDHd3dwiCgDlz5uQYGM6dOxeHDx+Gj48Ptm/fjjNnzmDGjBkwMjICAHz33Xfo2rUr7t69i6+++grHjx/HmTNnMHz4cAAZgdeECROy3febb74Rgy0/Pz9s3boVAQEBOHz4MObOnSsmE7l16xZ+/fVXsd6///6LoKAgjBgxQjwXFBSEoKAg7N27VzxWGTFihHgur6OTANCnTx+8efMGI0aMwJEjR3Du3DnMmjVLTH6yZMkSnD59Os/3I/qYcISLdM7UxBB9e1TElp0P8/15QJ/kciW+nHgKDnYmKFvGEr27VUAlTxt9d4uIKAtlQgLi1q8vUN24devg9Ntv+cpe+OzZM/HYzU2708bNzMxw5swZ1K1bVzzXoUMHODo6Yvbs2YiNjcX+/fsxaNCgbHWVSiW8vLywf/9+GBsbi3VVvvrqKyQmJsLIyAgHDx5E27ZtxWuNGzdG//790bp1a1y/fh2//vorPv30U1SvXj1bO2/fvoWfnx927doFA4OMbUSaN2+OlJQUzJo1C3Fxcbh48SKWLVuWJQhq3rw5EhISsGnTJly4cAFRUVHiKFV4eDiWLVsGAOjbty82bdqUpU1fX18MHDgQVapUQUxMDHbv3o3ff/8dAMRshJmzO+aUdr9UqVIFSsv/5s0bbNmyJcsIY9OmTVG9enV07doVALBhwwb4+Pjk+95EJR1HuKhIXLwahhcvE3IvWMw8fhqHy9fCsW3vI/T7wh+Hjz/Xd5eIiLJIvXMnW4KMvFImJCD17t181UnI1Ja9vX2B2tVk7NixWYItFdXoEJAxtU2TwYMHi8FWZhcvXsSlS5cAAOPGjcsSbKnY2tpiw4YNkEgkUCqVWLRokcZ25s6dKwZbKt26dROPK1asmCXYUunYsaN4/PjxY/H49u3bKF++PIyNjTF16lS1bTo7O6Nly5YAgJcvX2rsm640bdpU7XTOLl26iL8HmadQEtE7DLioSLwKS8y9UDEnVwiYOf8qkpPl+u4KEZFIGR9fpPUzBxqZ11ppQ/v27dWe9/DwELPrRUVFaaxfv359teePHz8uHg8dOlRjfS8vLzRu3BgAcOzYMbVlSpUqhSpVqmQ7n3mtmKZRHgcHB/E4cxr31q1bIzg4GMnJyfDKYU2dahRLlSGyKLVp00bjNVWq+YQCBv5EJR2nFFKRKOtmpe8uaEVCQjrOXHgF39bu+u4KEREAQGppWaT1Mydr0LSeqqDKlCmj8ZpMJoNcLodcrvlLL1dXV7Xn7927ByBj8191wVJmDRo0QEBAAJ48eYKUlJRsmfvKllWfTEkmk4nHmtLkZy6jLi2+VCoVr7169QohISEIDg7GjRs3EBAQIK6f00dKfXd3zX/3zM3NASDH94boY8aAi4pE/dqOqORpjQePYvXdlUJL4ggXERUjMi8vSC0sCjStUGphAVm1avmq4+npKR6/evUq323mxDIPwV9OwYam+qrA0MHBIdesio6OjuJxdHR0lpErALDIw3q3gu515e/vj0WLFuH06dNqR4ukUqne9i9TBVXqqJ4p91YjUo9TCqlISCQSLPi1OapUtNF3Vwpt6arb8Ot3AAuW3UB0TNFP6yAiykxqYQGrzz8vUF2rgQPzlTADALy9vcXjs2fP5qvuiRMn8N133+H48eNISUnJV9280BRM5ScQUCgUOd5PVxsHT5gwAb6+vjhw4AASEhIglUpRuXJldO/eHTNnzsT58+fVrgsjouKPARcVGddS5tjyry9W/9UaP09pgK4dy+m7SwUSHpmMFy8TsGbzfQwefRwxsQy6iEi/bEeNQr733ZBIYDtyZL7bqlGjhjjqk3ltVF5s2rQJc+bMQdu2bfMdrBWGahpkZGRkrmUjIiIAZARbNjY2uuyWaNeuXfjz/zeibtSoEQ4fPoz4+Hjcv38fO3fuxNSpU9GkSRMkJSUVSX+ISLsYcFGRq1PDEV07lMO0b71Rv7aTvrtTKM9exGPTjof67gYRfeRkXl5w+uOPfNVx+uOPfG96DGRMa+vXrx8A4MGDB3kOuqKjo8VNie3t7cWMe0VBlYhCFcTk5PLlywAyUt6/v35LV1asWAEgI1Oiv78/fH19xf2tMnvx4kWR9IeItIsBF+mNVCrB4t+aY0i/KrCxzp7G90Nx8myovrtARAS78ePhNH9+7iNdEgmc5s+H3fjxBW5r3LhxYvr1MWPGID4PmQ4nTpworksaN26cuFFwUcicBn7VqlUay92+fVtMH9+6dWud90vl0aNHADLWx2lahxYaGorz58+LPzNBBdGHgwEX6ZWpiSGG9q8KJwdTfXelwJRcJExExYTd+PEod+sWbEaOzLY2S2phAZuRI1Hu1q1CBVtAxujPTz/9BCAjA6Cvry9CQ9V/+aRQKDBp0iSsXr0aAFCpUiVMmDChUO3nV8OGDcWU8QsWLMDJkyezlYmJicHAgQMBZKS+HzVqVJH1T5Uu/s6dO2qfY1RUFPr27ZslHby2U/ITke4wSyHpTXq6AkdPhWL1pnt4+PjDzV5Yo5p2N/4kIioMmZcXSi1ZAqfffkPq3btQxsdDamkJWbVq+U6QkZPvvvsON2/exH///YcLFy6gcuXKGDBgAD755BOUKVMGSUlJuHr1KlauXCmmZXd0dMSOHTtyzHinK//++y8aNWqElJQU+Pr64quvvkKXLl1gbm6OwMBAzJs3D8+ePQMATJkyReOeXrrQo0cPBAQEIDk5GS1btsSUKVPg5eWF+Ph4XLhwAf/880+2jJBxcXFqpx0SUfHDgIv0Ii4+DV9OPIW7wdH67kqhedf5sNehEVHJJLWwgGmDBrq7v1SKzZs3o1KlSpg7dy6SkpLwzz//4J9//lFbvmHDhli/fj0qVqyosz7lpFatWjh06BB69uyJqKgoLFq0CIsWLcpSRiqVYvr06fjhhx+KtG+jR4/Gvn37cPr0aTx69AhffPFFtjLly5fH0KFDxb7dv39f3AiZiIo3TikkvVi66naJCLYAoJaXg767QESkF1KpFDNmzMCDBw/wyy+/wMfHB05OTjA2NoaJiQk8PDzw2WefYe/evQgICNBbsKXSsmVLhISEYPr06ahbty6srKxgZmaGqlWrYuTIkbh58yZ+/PHHXPfq0jaZTAZ/f3/MmzcPdevWhbm5OQwNDeHo6IgWLVpgwYIFuHHjBkaNGiVunrxt27Yi7SMRFZxE4C51pAfNOu1EQkK6vrtRaE4OpvDf0UXf3SAiIiKiYoojXFTk0tMVJSLYAoAJI2vpuwtEREREVIwx4KIiZ2RkgCoVbfTdDa1w/ICzKxIRERGR7jHgIr0Y2r+avrugFY+exOLW3bdITVXouytEREREVAxxDRfpze4Dj/Hn8huIjf0w9xKRSADV/3usrYwxbEBVDPy0in47RURERETFCgMu0qs34Uno+Nl+KBQl49fwh4n10auLp767QURERETFBKcUkl45O5mhYT1nfXcjX8zMNG9ft2bzPfA7DCIiIiJSYcBFepeertR3F/Js8tjacLA10Xg99FUiYuM+zCmSRERERKR9mr+qJyoij5/FFWl7UqkESmXBRqF+W3Q9x+smMgOYmfL/VkRERESUgSNcpHdWlkZav6ehoUTjNaVSQKXy1jA3M4SLsxnKlbXSWruftHGHsbGB1u5HRERERB82fhVPemdhpv2ASy7PeQTrweNYAEBikhwAYGAgKXTijkoVbPD1l9wImYiIiIjeYcBFeheXoP81T6pgy9BQCkEQ8hV8uVgoMGqUN3zblYeREUe3iIiIiOgdTikkvYuITNF3F0RyuTLfWQablklCI6c4BltERERElA0DLtK7lFS5vruQhTIfSRONpAJauCUhJTJSdx0iIiIiog8WpxSSXj17EQ98oNtWmRgqMbJuDOxMlTCysNR3d4iIiIioGGLARXq1ZedDFDBDu15YGCnQuWIirIyV8HZNgamhAEilsK3upe+uEREREVExxICL9Co4JEbfXcgXI0MpOldIFH+WGBigdPu2MLax1mOviIiIiKi4YsBFemVvZ6LvLuSLIJPBvasfksPCYGBqCpsqlWFobq7vbhERERFRMcWAi/Sqe+fyOHrqhb67kWeVPW1gVcETVhU89d0VIiIiIvoAMEsh6VUT71Lo0/7DGeXq1aWCvrtARERERB8QBlykd76VbuHH7jfRodZLNK4YAQNpPvKyF7FrNyP03QUiIr1bs2YNJBIJJBIJ1qxZk+/606dPF+uHhYXlu/7gwYMhkUjg4eGR77q6dOrUKfF1bdmyRd/dIaJiggEX6V1acjxcbFLgV/clPm/2BLXco/XdJY32HX6KdHnxDQiJiIiIqHhhwEV6Z27nmuVnG7N0PfUkdwmJ6UhMLL79IyIiIqLihQEX6V3pGq2y/FytTIx+OpIHTo6msLI01nc3iIhyJcjlkMfEIP3tW8hjYiDI5frukmj69OkQBAGCIKBUqVL67g4RkU4xSyHpnX3ZmijfqCeeBx2CPDUJVV3jUME5DiFvrPTdtWz69qgIqVSi724QEWmkSEhA6vPnSH39GlAo3l0wMIDMxQUyd3cYWFjor4NERB8ZBlxULJSq0gROFbwRH/EMAiR4tv6qvruUzcDPKmNw3yr67gYRkUYpz54hOThY/UWFAqmhoUgNDYVp5cowKVu2aDtHRPSR4pRCKjakhkawdqkAGxdPVKlsV6h7mZkawtNDeyNkxkZSjPlfDUgkHN0iouIpx2DrPcnBwUh59kzrfXj69KmYpe/q1avYvXs3vLy8IJPJULp0aQwaNAhA3rIUnjp1Cl27doW7uzvMzMxQvXp1zJs3D+npeVtH++DBA4wePRpVqlSBmZkZLC0tUbNmTUyePBmvX7/Otf/nzp1DVFQUvv76a3h4eEAmk8HV1RX9+vXD9evX89SH6OhofP/996hSpQpMTU3h5OSEtm3bYseOHbnWDQwMxNChQ1G+fHmYmJjAxsYG3t7emDFjBmJjY9XWyZwlMTIyEv/8849Y38PDA1OmTMlSXqlUYv369fjkk0/g7OwMmUwGFxcXdOvWDXv37s3TaySi3DHgomInJjYVD0LU/zHJC4kEaOztDEiAsm6WMDMr/EBuWroSZy6o/wNNRKRvioSEPAdbKsnBwVAkJOioR8DBgwfRo0cP3L17F2lpaXj16hWk0tw/dgiCgK+//hqtWrXC3r178eLFCyQnJ+POnTuYNGkSWrdujeTk5BzvsWDBAlSvXh1LlixBcHAwkpOTkZCQgFu3bmHu3LmoWLEidu7cmeM9wsLC4O3tjYULF+LZs2dIS0vD69evsXnzZnh7e2PTpk051r9z5w68vLwwe/ZsBAcHIyUlBRERETh+/Dh69eqFcePGaXz9kyZNgre3N1avXo0nT54gNTUVsbGxuHr1Kn766SdUrFgR586dy7H9ZcuWYcSIEWL9Z8+ewdTUVLweGRmJ5s2bY+DAgThy5AjCw8ORlpaGsLAw7NmzB127dkW3bt2QmJiYYztElDtOKaRi59CxZ0hNe7fuoIxdIjrVfolqZWKhVEpw/Zkt9geVwdsEmdr6ggAcP/Myyzm30hZ48bJwHyzeRqUUqj4Rka6kPn9esHovXsCsalUt9ybDzz//DCcnJ8yePRsVK1bEmTNn0Lp161zrzZo1CwsXLgQAeHl5YfLkyahUqRIePXqE33//HefOncsxcPvnn38wfvx4AIC9vT2+/fZbNGvWDOnp6Th69CgWLFiAxMRE9O7dG4cPH0a7du3U3mf06NF48+YNmjdvjvHjx6NUqVI4e/YsZs2ahbi4OHz++ecoXbo0fHx81NafOXMmAKBfv37o168fLCwscP78ecycORPJyclYtGgR/Pz80LZt2yz1pk6dinnz5gEAypYti2+//RZ169ZFQkIC9uzZg+XLlyMiIgLt27fH5cuXUb16dbXtT5s2DRUqVMCsWbPg7OyMgwcPiiOMaWlpaN++PYKCgmBkZIQvvvgCnTt3hoODA549e4a1a9di//792LNnD/r164fdu3dzhgdRITDgomIn4u27wKaMXSImdLwHE6P/3/vKQEDDCm9R2TUOv+3zQmxS3jIGvniZgB+/qY8/l91AQkLB0rpXrWRboHpERLokyOUZCTIKIPXVK5hWrAiJofY/DiiVSuzYsQNNmzYFADRr1izXOq9evcLs2bMBAPXr18epU6dgbm4OAGjYsCF69uyJjh074sSJE2rrR0ZGYsKECQAAd3d3nD17Fu7u7uL1li1bok+fPvDx8UFsbCyGDBmCx48fw9g4+9+SN2/eoE+fPti8ebMY4DVu3BiffPIJmjZtioSEBIwfPx6BgYEagxHVKJOKj48P6tevD19fXwDAxo0bswRcd+/exW+//QYAqFOnDk6cOAEbGxvxert27dC1a1d07NgRycnJGDp0KC5fvqy2bUNDQ/j7+6NcuXJi2yq//fYbgoKCYGJigiNHjqBFixbiNW9vb/Tq1Qu//PILpk2bhr1792Lnzp3o2bOn2naIKHecUkjFTuUKNuJxp9ov3wVbmdiYpaONl/p5/5rcfxiN339uAhOZQb77ZGVpjBrV7PNdj4hI1xQJCVmzEearsgIKHU0Z8/LyEoOtvNqyZQuSkpIAAH///bcYbKnIZDKsWrUKBgbq/x3/999/xSlwf//9d5ZgS6VWrVr49ddfAQAvX77E9u3b1d7L3t4e//zzT7bRtJo1a+K7774DAAQFBSEoKEht/UaNGmUJtlTat28PDw8PABkBVmaLFi2CUpnxN2/dunVZgi2Vdu3aiSN4V65cQUBAgNr227VrJwZbmcnlcixZsgQA8NVXX2UJtjKbOnUqKlWqBABYunSp2jJElDcMuKjY8SxnBQkEAEC1MprXclUrnb91XunpSjSqXwpbV/qib4+KqFPDATW97OHsaJpr3bj4NDx7EZ+v9oiIioJQ0GBLVV9H+3PVr18/33WOHDkCAChXrhy8vb3VlilbtqzGIOH48eMAgFKlSqFjx44a2xk0aJA4qnXs2DG1ZT799FNYW1urvTZgwADx+PDhw2rLtG/fXmP7FSpUAABERUVlOa/qf4MGDTROFQSAL774QjzW1H9Nz//69et48+YNAOQ4xdPAwEAcfQsICMhzshIiyo5TCqnY2borBAIypmcolBIYGQhqy9lYm+Trvk0bugDISKQxeVzdLNdehSVi7eb72Lo7RGP9p8/jUNbNMl9tEhHpmkTDaE+e6+tgOiEAuLq65rtO8P8n/qhZs2aO5erWrYuTJ09mO3/v3j0AQL169XJcc2Rubo5q1arh+vXr2UaZVBo1aqSxvru7O+zs7BAVFYUHDx6oLVOmTBmN9WWyjDXI8kzBbnp6OkJCMv4GaQo2VSpWrAgbGxvExMRo7L+m53/jxg3x2M/PL8d2VJKTkxEWFgY3N7c8lSeirDjCRcVO0M1I8fj6M83rpirXa4iVi1rBs5wVDKQSGBpI4F5G/WaeNavZo1Wz0hrv5VrKHOVzSSPvUso8x+tERPpgYGEBFDToMjCAgblu/m2ztMz/F1QREREAADu7nLcGcXZ2Vnv+7du3AAAnJ6dc23J0dASQkbpdHRcXlxzr29tnTDMPDw9Xez0vr18Q3n2hmHm0Sxv919S+6hnlV0xMTIHqERFHuKiY2x9UBlVc42Bj9t5UBpkDXKo2g5uxKXas6ZDl0tFTL7B60z3cDY6GtZUx/Hw98NXQ6jA01Pz9wtMXITh7eRrik3ZCgBKGBnUgM+oNA2nGt3m1qtujkqeNtl8eEVGhSQwNIXNxQWpoaL7rylxddTbCVZCsdnmtY6ihz5kDmNwo/n8qpqY2NbWholprZWRklOc2c5KfvgO591/TeUWmKah79uxRu85NHdU0SCLKPwZcVKzExafheei7tVJRCTL8ttcLrb3C4FUmFgqlBEHPbFGjWTs0MVa/9qpdSze0a+kGpVKAVJr9D05aTCzeXr+BlIgIGJqbI9nZGv2/64q30RFiGbniMuSKWzA3+QUVy3thzk+Ntf9iiYi0RObuXrCAq5hNEXN2dsbjx4/FkS5NNI3q2NnZ4fXr17nWB3IfTXt/fdX7IiMzZmNoGm3LL1vbdzM68tJ/Vfu5jQbm1I6joyNq166dr/pElH8MuKhYOXjsGdLSs2YljE02xq6r7th19d25dr1yT9GuLthKfBGKZ7v2QJlp8e+y9duzBFvvJKOG13ls+Hui2nsRERUXBhYWMK1cOV+bH5tWrpwxHbEYqVq1Kh4/foxr165BEASNozS3bt1Se97LywuvX79GYGBgjvXj4+PF9V4VK1ZUW+bmzZvo0aOH2muPHj1CbGxG4qbc1pvllUwmQ4UKFRASEoIrV67kWPb+/fuIi4sDoLn/mlSrVk08vnLlCho31vyF4tatWxEeHo5y5crB19dXa6N5RB8bruGiYiXsTVKuZZwcTdGiSf4XYwuCgJf+R7MEWwAQ+Pqexjp3gk8y2CKiD4JJ2bIwrVw5T2VNK1eGSdmyOu5R/nXp0gVAxn5cmrLvRUVFidkM36fKqvf69WscOnRIYzvr1q0TE1ZoytS3bds2cdrg+9avXy8e5zXxRF6o+n/58mXcuXNHY7mVK1eKx3nZTDqzBg0aiOu7Vq1apfE1xsfHY8SIERg7diy++uqrXKdYEpFmDLioWClXNufEFTbWxvhzZjMY5bAeS5PksDCkxWRPJW8o1bzY3MiQ3+YR0YfDpGxZWDVpkjFV8P1EGgYGkLm5wapJk2IZbAFAnz59xGQQI0eOzJaQQqlU4ssvv0RycrLa+kOHDoWpacZ081GjRuHly5fZyty8eRNTp04FkJHJr1evXmrvdffuXXET5swCAwMxb948AEDnzp1RVovPcuTIkZBIJBAEAYMGDRJH0TI7duwYFixYAACoXbu2xhT5mpiYmOB///sfgIyMhd9//73aciNGjBDb/+qrrwq0Jo+IMjDgomLFt7UbHO3Vp3uvXMEGR7Z1gVeV/M1XV1Gmqd9DpHGZWjn0p2eB2iIi0hcDCwuYVa0KGx8fWDZsCIt69WDZsCFsfHxgVrVqsZtGmJmNjQ3mz58PAAgJCUG9evWwfPlyXLp0CTt37kSrVq2wbds2mJmZqa3v6OgoBiNPnz5FnTp1MHfuXJw/fx6nT5/GDz/8gCZNmiA2NhYSiQRr1qzJtrlyZj/88AP69+8Pf39/BAQEYMaMGfDx8UFSUhLMzc3FtrSlRo0amDJlCoCMwK527dr4+++/cfHiRRw/fhxjx45Fx44dIZfLYWJigvXr1xcoEPr555/h6ekJAPjtt9/Qvn17bNu2DZcuXcLWrVvRokULbN68GUDGFETVRstEVDAcH6ZixURmiL/n+eDb6QF4+vxd8oymDUph9k+NIZMVfL8Z01LOkBoZZZtS2K1KS1wIvYmX8Vm/SXVxdsPooT8UuD0iIn2SGBrCUMPGvcXZgAEDEB0djXHjxiE0NBRffvlllus1atRA9+7d8csvv6itP3z4cCQmJmLSpEmIiIjA5MmTs5WxsbHBunXr0K5dO439GDhwIA4dOoRNmzZh06ZNWa45ODjgwIEDYtCiTbNmzUJaWhr++OMPPH36FKNGjcpWpnTp0ti+fXuOmyPnxNLSEidOnICfnx9u3ryJo0eP4ujRo9nKVa9eHQcPHhRHDYmoYDjCRcVORU8b7FrXASsXtcLsHxth+5pPsGSeD6wsjQt1XwOZDPb16mQ7byUzx6J+MzH2fz+hcoUaqFiuGkYMnIzday7DxVnzxpVERKQbY8aMQVBQEPr16wcPDw/IZDJ4enriu+++w4ULF3Ld42r8+PG4ffs2vvrqK1SsWBGmpqawtbVFvXr1MHPmTNy/fz/XtVdVq1bF9evX8cUXX8DFxQWmpqaoXr06fvjhB9y7dw8NGjTQ5ksWSSQS/P7777h06RIGDRokvn5HR0c0btwYCxcuxJ07d3LcmDkv3N3dERgYiJUrV6J9+/ZwcnKCoaEhbGxs0KxZMyxevBhXr17lZsdEWiAR8rvxA9EHTBAEvL16DZHXrkGekAiJoQGsq1SBi09zGJion8pIREQfh6dPn6JcuXIAgNmzZ4vT+4iICoNTCumjIpFI4OBdD/b16kCelAQDmQxSprklIiIiIh1hwEUfJYlUCqNivHCciIiIiEoGruEiIiIiIiLSEQZcREREREREOsKAi4iIiIiISEeYpZCIiIiIiEhHOMJFRERERESkIwy4iIiIiIiIdIQBFxERERERkY4w4CIiIiIiItIRBlxEREREREQ6woCLiIiIiIhIRxhwERERERER6QgDLiIiIiIiIh1hwEVERERERKQjDLiIiIiIiIh0hAEXERERERGRjjDgIiIiIiIi0hEGXERERERERDrCgIuIiIiIiEhHGHARERFRvnh4eEAikYj/7dixI8917927l6Xu4MGDtdav6dOni/cNCwvT2n0/dGvWrBGfy8WLF/XdHaKPDgMuIiIiKpTdu3fnuWx+gjMiopKAARcREREVyoEDByCXy/NUdufOnTruDRFR8cKAi4iIqARSpKciPuIZYl49QHzEMyjSU7XehqOjIwAgOjoap0+fzrX806dPERQUBKlUCkNDQ633h4ioOOK/dkRERCVIUnQYXt8/j4hHgVDK3wVZUkMZHD3rwaVKU5jZltJKW3Xq1MHdu3cRGhqK3bt3o02bNjmWV41uNW/eHFevXs3zqBgR0YeMI1xEREQlxKs7p3F9z+94ExyQJdgCAKU8FW+CA3B9z+94dSf30ai8kEgk6NatGwBgz549uZZXBVw9e/bUSvtERB8CBlxEREQlwKs7p/H0yl4AQi4lBTy9sldrQVf37t0BAC9evEBgYKDGcmFhYbhw4QIkEgl69OiR633Pnj2L/v37w93dHSYmJrC3t0eLFi2wePFipKYWfHrkiRMnMGzYMFSuXBnW1tYwNjaGs7MzWrVqhYULFyI5OTlbnadPn4pZ/q5evYqkpCTMnDkTtWrVgoWFBWxsbNC8eXOsWrUKSqUyx/YDAwMxdOhQlC9fHiYmJrCxsYG3tzdmzJiB2NhYtXVOnTolth8aGornz59j2LBhKF26NIyNjVG2bFkMHz4cjx8/ztMzePnyJUaPHi32wdXVFV27dsWJEydyrXvy5El8+umncHNzg0wmg729PZo3b44FCxYgJSVFbR1VlkQLCwsIgoBZs2bB1dUVpqamqFixIhYuXJilfFpaGv766y/4+PjAwcEBMpkMbm5u6Nu3L86cOZOn10hUrAhERET0QUuMei2cXz1ROL96Qj7+mygkRr0uUHtly5YVAAi+vr5Cenq6YGdnJwAQfvjhB411li5dKgAQGjVqJAiCIJibmwsAhEGDBmUpJ5fLha+++kpARuSo9r/KlSsLDx8+zNbGtGnTxDKvX2d9bSkpKUKvXr1yvC8AoUaNGsLbt2+z1H3y5Il4fd++fULlypU11u/atasgl8uz9U2pVArffvutIJFINNZ1dHQUzp49m63uyZMnxTKHDx8WHB0d1da3sLAQjh8/nq3+6tWrxTJz5swRrKys1NaXSCTCH3/8ofb9S0lJEfr375/jsytfvrxw9+5dje2bm5sLkydPzlZvzZo1YtlHjx4JVapUybGdESNGCOnp6Wr7SVQccYSLiIjoA/f6/nnkPrL1PgFhwecL3bahoSH8/PwA5JwePq/TCceOHYulS5cCADp27Ij//vsPly9fxuHDhzFy5EgYGRkhODgYbdu2RVRUVJ77+c0332D79u0AAD8/P2zduhUBAQE4fPgw5s6di1KlMta13bp1C7/++qvG+/zvf/9DcHAwPv30U+zbtw8BAQFYtGgRHBwcAGRMrdywYUO2elOnTsW8efMgCALKli2Lv/76CwEBAfD398eoUaNgaGiIiIgItG/fHrdv39bY/qBBgxAREYGuXbvi4MGDOHfuHL7//nvIZDIkJCSgU6dOePjwocb6U6ZMQVJSEkaOHAl/f38cO3YMkyZNgoGBAQRBwOTJk3H//v1s9YYMGYKNGzcCAKpXr45Vq1bh4sWL2L9/PwYMGACJRILHjx+jZcuWeP36tdq2k5KSMHfuXNSrVw/79u3D8ePHMWbMGPTq1QsAEBUVhZYtW+L+/fswNzfH5MmTcezYMVy6dAnr169Hs2bNAADLly/H+PHjNb5GomJH3xEfERERFZw8LUW4sP67fI5uZfx3Yf13gjwtJd9tZh7hEgRB2LVrlzj6EBISkq18VFSUYGRkJAAQHj9+LAiC+hGuM2fOiPf57bff1LZ94sQJwcDAQAAgjB49Oss1TSNcb968EQwNDQUAQt++fdXeNywsTLCxsREACJ6enlmuZR7h0tS3a9euCVKpVAAgtG3bNsu1O3fuiNfq1KkjREdHZ6vv7+8v9tHb2zvLtcwjXACEiRMnZqt/9OhR8bl069Yty7XMI1xSqVQ4ePBgtvrLly8Xy0yfPj3LtUOHDonXfH19hZSU7L8zmdvo3bu3xmuOjo5qX78gCMLQoUMFAIK9vb1w586dbNeVSqUwbNgw8V5Xr15Vex+i4oYjXERERB+wpJiwbAky8kopT0VSzJtC98HX1xdmZmYA1I9y7d27F+np6ahTpw7KlSun8T6qtTx169bFpEmT1JZp1aoVBg8eDABYtWpVntZz3b59G+XLl4exsTGmTp2qtoyzszNatmwJIGONkyZubm745ptvsp2vU6cOateuLbaX2aJFi8S1XevWrYONjU22+u3atRNHba5cuYKAgAC17VepUgVz5szJdr5t27YYOnQogIznHRkZqbZ+nz590KFDh2znBw0aBJlMBgC4e/dulmsLFiwAAJiZmWH9+vViucwGDx6M3r17A8jY3PrFixca21f3+iMjI8URtJ9++gnVqlXLVkYikeDPP/8U66tGQomKOwZcREREH7DC7q+lSFef6CA/TE1N4evrC0B9wJWX6YRKpRJHjx4FkBFU5UTVVlJSEq5cuZJr/1q3bo3g4GAkJyfDy8tLYznVtMKcgrhWrVpBKlX/8UkVTCYkJGQ5f/z4cQBAgwYNUL16dY33/uKLL8TjY8eOqS0zdOhQjXuYDRgwAEDGs/T391dbpn379mrPqxJTAMgyVTM9PR1nz54FAHTu3Fncey2n/iuVSpw8eVJtmfr166s9f+rUKfG5t27dWmMblpaWaNKkiViH6EPAfbiIiIg+YAZG2Ucb8lffRCv96N69O3bt2oWAgABERESIH8wTExPFD/85BVxPnjxBXFwcAOCPP/7AH3/8kad2nzx5Iq7tyY0qUBIEAa9evUJISAiCg4Nx48YNBAQE4MaNG+J1Tdzd3TVeMzc3B4As+4ulp6cjJCQEAODt7Z1j/ypWrAgbGxvExMRkG2VSadSokcb6qhE2AHjw4IHaMmXKlNFYXzVylbn/z549Q1JSEoDc+9+gQQPxWFP/XV1d1Z5XPXsAqFGjRo7tZO4b0YeAARcREdEHzMymFKSGsgJNK5QaymBm46yVfnTu3BmGhoaQy+XYu3cvhg0bBgA4ePAgUlJSUK1aNVSpUkVj/bdv3xao3ZiYmDyX9ff3x6JFi3D69Olso1BARkCWU7AFvAuq1JFIJACyBmyZR4ucnJxy7aOjoyNiYmIQHR2t9rqLi4vGulZWVjAyMkJ6ejrCw8PVlrG0tMy1D5n7n/l9ya3/1tbWYvua+q+p/YK8/3K5HPHx8Xl6TUT6xICLiIjoA2ZgJIOjZz28CVa/5icnThXqFXqETMXW1hYtW7bEsWPHsHv3bjHgymt2QoVCIR7/+OOPedqrCwBKly6dp3ITJkzAn3/+Kf4slUpRsWJFVKtWDfXq1UOrVq2wYcMGra8Lyi2Ae5/qOaiCt/dpmk6oolorZmRklK92Nclv/1Xta+q/pvOZ3/8rV67k+jpVVGsHiYozBlxEREQfOJcqTfEm+ALylxpeglKVm2q1H927d8exY8dw7NgxJCYmwsjICAcPHgSQe8Bla2srHpuammaZHldYu3btEoOtRo0aYfr06WjevHm2D+v//POP1tpUyfy6IiIici2vSnZhZ2en9npUVBQ8PDzUXouOjhYDF2dn7YxcZu5Hbv2PiooS29fUf00yP6fSpUvnOJJH9KFh0gwiIqIPnJltKXh4++Wrjoe3H8xsS2m1H926dYNEIkFKSgqOHj2KEydOIC4uDp6enqhVq1aOdcuXLw8Tk4z1ZLklwrh06RLmzp2L7du35ymIWbFiBYCMD/X+/v5ZsipmpimzXmHIZDJUqFABQO6v6/79++I6tooVK6otc/PmTY31r127Jh7XrFkzv11Vq3z58jA1NQWQe/8vX74sHmvqvyaZsxLm1s7y5cuxdOlSjYlBiIobBlxEREQlgKuXDzy8uwBQP2XrHQk8vLvA1ctH+31wdRUTJ+zduxd79+4FkPvoFgAYGxujefPmADLWfb169Upj2e+++w6TJ09G7969ERsbm+u9Hz16BADw9PTUuN4nNDQU58+/2wg6c+KIwmrbti2AjIDkzp07GsutXLlSPNaUqW/Lli0a669fvx5AxjS7Nm3aFKSr2RgaGsLHJ+N3Zd++fRrTzQPv+i+RSHLNNPm+zNkfVQGyOk+ePMGoUaMwcuRI/PLLL/lqg0hfGHARERGVEK5ePqjd9RuUqtIEUsOsa7OkhjKUqtIEtbt+o5NgS6V79+4AgAMHDmDfvn0A8hZwAcDo0aMBZKRlHzBgAJKTk7OVWbZsmZhyvF27duLoUU4cHBwAAHfu3EFoaGi261FRUejbt2+WdPBpaWl56nNejBw5EhKJBIIgYNCgQWqDxGPHjon7XdWuXRstWrRQe68jR46I+1VlduDAAaxbtw5ARup41aiUNqjel6SkJAwaNEjts1m7di22b98OAPDz89M47VETNzc3dO3aFQCwf/9+LFu2LFuZtLQ0DB48WJy2OHLkyHy1QaQvXMNFRERUgpjZlkL5Rj1Rtl5nJMW8gSI9BQZGJjCzcdZagoycdO/eHVOmTBGz5Lm5ueWaTlylS5cu6NOnD/777z+cPHkStWvXxsSJE1GzZk1ERkZix44dYlBhZmYmbpScmx49eiAgIADJyclo2bIlpkyZAi8vL8THx+PChQv4559/so2oxcXFaS0hQ40aNTBlyhTMnj0bgYGBqF27Nr799lvUrVsXiYmJ2LNnD5YtWwa5XA4TExOsX79eY3IJIGOT4gsXLqBXr16QSqXYu3cvFi1aBEEQUKpUKcyYMUMr/Vbp1KkT+vbti82bN+PgwYPw9vbG+PHjUbVqVURFRWHz5s3YsGEDgIzgdvny5QVqR5VBMioqCl999RVOnDiBAQMGwMnJCcHBwZg/f744pbJNmzbo27ev1l4jkS4x4CIiIiqBDIxksHTUvGeUrlSqVAnVqlUT92Hq0aNHjsHD+9auXQupVIotW7bgwYMHGDFiRLYytra22L59O6pWrZqne44ePRr79u3D6dOn8ejRoywbDKuUL18eQ4cOxQ8//AAgYz2VaiNkbZg1axbS0tLwxx9/4OnTpxg1alS2MqVLl8b27dtz3Bz5yy+/xLp167BkyRIsWbIk22s4fPgwbGxstNZvldWrV0MikWDTpk24efMmhgwZkq1MtWrVsHPnzgI/tzJlyuDkyZPw8/PD8+fPsW3bNmzbti1buRYtWmDHjh35+r0i0idOKSQiIiKtUk0rBPI+nVDFxMQEmzdvxrFjx/DZZ5/B3d0dMpkMZmZmqFmzJr777jvcvXtX4xondWQyGfz9/TFv3jzUrVsX5ubmMDQ0hKOjI1q0aIEFCxbgxo0bGDVqlLj5r7oP+oUhkUjw+++/49KlSxg0aBA8PDwgk8ng6OiIxo0bY+HChbhz506OGxsDgI+PD65du4ZPP/0Ujo6OsLCwQN26dfH777/jxo0b+U5WkVcymQwbN26Ev78/evfujdKlS8PY2BguLi5o1aoVVq1ahcDAQFSuXLlQ7dSsWRP379/Hn3/+iRYtWsDe3h6Ghoawt7dHu3btsHbtWpw8eRLW1tZaemVEuicR8rvBAhEREREVmVOnTolJKDZv3ozPPvtMzz0iovzgCBcREREREZGOMOAiIiIiIiLSEQZcREREREREOsKAi4iIiIiISEcYcBEREREREekIsxQSERERERHpCEe4iIiIiIiIdIQBFxERERERkY4w4CIiIiIiItIRBlxEREREREQ6woCLiIiIiIhIRxhwERERERER6QgDLiIiIiIiIh1hwEVERERERKQjDLiIiIiIiIh0hAEXERERERGRjjDgIiIiIiIi0hEGXERERERERDrCgIuIiIiIiEhHGHARERFRvnh4eEAikcDAwABXrlzJU53t27dDIpFAIpHg1KlTuu0gEVExwoCLiIiICkSpVGL48OFQKBT67goRUbHFgIuIiIgK7Pr161iwYIG+u0FEVGwx4CIiIiqBFGlpSHr9GgnPniPp9Wso0tJ01ta0adPw/Plznd2fiOhDZqjvDhAREZH2pES+RdT1G4i5ew/K9HTxvNTICDbVqsKudi2YONhrpS1jY2OkpaUhMTERo0ePxt69e7VyXyKikoQjXERERCVEZOA1hKxdj6gbN7MEWwCgTE9H1I2bCFm7HpGB17TSno+PDxo0aAAA2LdvH3bs2KGV+xIRlSQMuIiIiEqAyMBrCDt1Jk9lw06d0UrQJZVKsXz5chgYGAAAxo0bh/j4+ALfb9++fejRowdcXV0hk8ng5OQEX19frFu3DkqlUm2dwYMHQyKRwMTERON9nz59KmZInDNnjtr6nTt3RmxsLAYOHAgrKytYWVmhbt26OHHiRJbyr169wpQpU1CrVi1YWlrC3NwclStXxujRo/Hw4UONfVC1v337dsjlcixatAgNGjSAtbU1LC0tUb9+ffz5559I0+HUTyLSDwZcREREH7iUyLd5DrZUwk6dQUrk20K3Xbt2bYwbNw4A8PLlS0ydOjXf90hKSkL37t3RpUsX7Nq1C69fv0ZaWhoiIiLg7++PQYMGoVmzZggPDy90fzWRy+Xo1KkT1q9fj/j4eMTHx+P69esoX768WGbr1q2oXLkyfvvtN9y8eRMJCQlISkrCgwcPsGTJEnh5eeGvv/7KsZ3ExET4+Phg3LhxuHLlCuLi4pCQkIDAwEBMmDABLVq0QGJios5eJxEVPQZcREREH7io6zeKtN77fvnlF7i7uwMAlixZgqtXr+arfp8+fbB7925IJBL0798fu3fvxuXLl7F3714MGDAAEokEFy5cQKdOnXQ2AnT06FGcP38effv2xalTp7Br1y58//338PDwAAAcOnQI/fv3R0JCAszNzTF16lScOnUK586dw+zZs2Fvb4/09HSMGTMGK1eu1NjO5MmTERAQgHbt2mH79u24ePEiVq5ciXLlygEALl26hN9//10nr5GI9INJM4iIiD5girQ0xNy9V6C6MXfvwblFMxgYGxeqD+bm5li8eDG6du0q7s115coVcaphTtavX48DBw5AIpFg8+bN+PTTT7Nc9/PzQ7t27TBo0CBcvXoVixcvxsSJEwvVX3WUSiXatWuHjRs3QiKRAAC6desGAEhLS8OIESOgUChgbW2N06dPo1atWmLdpk2bol+/fmjevDmeP3+OsWPHokuXLnB0dMzWzps3b/DVV1/h77//Fs81bNgQvr6+qFKlChISErBhwwZMmzZN66+RiPSDI1xEREQfsNS3b7MlyMgrZXo6Ut9GaaUfXbp0Qffu3QEAQUFBWLhwYZ7qqcp169YtW7ClMnDgQLRp0wYAsHTpUi30Vr3hw4eLwVZmO3fuxIsXLwAAs2bNyhJsqbi7u4t9S0pKwooVK9S2YWZmlm0dGQCULl0a7du3BwCEhIQgJSWlwK+DiIoXBlxEREQfMGVawYKtd/W1N0Vv0aJFsLS0BJCxN5cqSNEkMjISgYGBAIDWrVvnWNbX1xcA8OjRI4SGhmqht9nVr19f7fnjx48DAAwNDTFw4ECN9Tt06IDSpUsDAI4dO6axDSsrK7XXVNMKAXAdF1EJwoCLiIjoAyY1Nipk/cJNJ8ysTJkymDFjBgAgISEBo0ePzrH8jRvv1pCNGTNGzOSn7r9JkyaJZZ88eaK1Pmfm6uqq9vy9exlTNitXriwGlOpIJBJ4e3sDAO7evau2jGqtmzrm5ubisVwuz7W/RPRhYMBFRET0AZPZ20NqVLCgS2pkBJm9nVb7M3r0aNStWxcAsHfvXuzatUtj2bdvC5YlMSYmpkD1cmJsbAxjDcGnqp9OTk653ke1bis6Olrt9cxB1fsyT2cUBCHXtojow8CkGURERB8wA2Nj2FSriqgbN/Nd16Za1UInzMjWHwMD/PPPP2jQoAGUSiXGjh2Ltm3bqi2rUCjE46VLl6JRo0Z5aiPz1Lu80LSHV2bq1m6p5Cf4Ub2mnO5HRB8XBlxEREQfOLvatQoUcNnVzp78QRvq1auH0aNHY9GiRQgNDcUPP/yA5s2bZytna2srHltbW6N27dr5bksV2OQUFBVmM2YAsLPLGAWMiIjItayqjKoOERGnFBIREX3gTBzsUapli3zVKdWyBUwc7HXUI2DmzJliAoklS5aIyTEyq1atmnh85cqVHO935MgR/Pnnn9i9ezcSEhLE84aGGd8dp6WlaRzJKmySDS8vLwDA/fv3cwzeBEEQ9yCrWLFiodokopKDARcREVEJ4FCvbp6DrlItW8ChXl2d9sfS0hKLFi0CkDHN7o8//shWxt3dXQxMNm/erDEzn1KpxOjRozFhwgT07ds3yzUbGxvxWFNWxKNHjxbkJYhUUyLlcjnWr1+vsdzBgwfx+vVrALlnXSSijwcDLiIiohLCoV5dVBj0Oexq1cyWSENqZAS7WjVRYdDnOg+2VHr06AE/Pz8AQLqGvcJUmQzDwsIwfPjwLOu6VL7//nuEhIQAAD7//HNYWFiI16pXry4eq9uj68qVK1i+fHnBXwSA7t27ixkMp06ditu3b2cr8+LFC4wcORJARmKMoUOHFqpNIio5uIaLiIioBDFxsIdr29ZwbtEMqW+joExLg9TYGDJ7O60nyMiLv/76CydOnNA4ejVy5Ehs3boVAQEB2LRpEx4+fIgxY8agUqVKePXqFdauXYs9e/YAAJydnTFz5sws9Tt37gwLCwskJCRg7ty5SEpKQvfu3SEIAo4cOYK//voLMpkMZmZmiIoq2CbPxsbGWLlyJTp27IiYmBg0btwYX3/9Ndq1awcDAwOcP38e8+bNQ2RkJABgwYIFcHNzK1BbRFTyMOAiIiIqgQyMjWHmUkrf3YC7uzt+/vlnfPPNN2qvGxoaYv/+/ejZsydOnjyJK1euqN1c2M3NDfv378+Wmt3e3h5Lly7F4MGDoVAosHjxYixevFi8bmVlhR07dmDUqFEFDrgA4JNPPsHmzZsxZMgQJCQkYObMmdmCP5lMhr/++gv/+9//CtwOEZU8nFJIREREOjVu3DjUqqU5I6KtrS2OHz+Obdu2oWvXrnB1dYWxsTEsLS3h7e2NWbNm4datW6hZs6ba+gMGDMC1a9cwYMAAuLi4wNjYGGXLlsWIESNw/fp1tGnTRiuv49NPP8XDhw/xzTffwMvLC+bm5rCyskLNmjUxefJk3L9/n8EWEWUjEbizHhERERERkU5whIuIiIiIiEhHGHARERERERHpCAMuIiIiIiIiHWHARUREREREpCMMuIiIiIiIiHSEARcREREREZGOMOAiIiIiIiLSEQZcREREREREOsKAi4iIiIiISEcYcBEREREREekIAy4iIiIiIiIdYcBFRERERESkIwy4iIiIiIiIdIQBFxERERERkY4w4CIiIiIiItIRBlxEREREREQ6woCLiIiIiIhIRxhwERERERER6QgDLiIiIiIiIh1hwEVERESFolQqsXv3bgwZMgRVqlSBra0tZDIZXFxc0L59eyxcuBBv377N8/1CQ0MRHx+f7byHhwckEgk++eQTbXZf7xQKBfbu3Ythw4ahVq1asLa2hpGREZycnFCrVi2MHTsWJ0+ezPEeT58+hUQigUQiwZw5c7JcGzx4MCQSCUxMTHT5MohIAwZcREREVGDnz59H3bp10b17d6xZswbBwcGIiYlBWloawsLCcPToUXz99dcoV64c5s2bB6VSqfFeSqUSixcvRrVq1fIVoH3IDh8+jCpVqqBr165YtWoVbt68ibi4OMjlckRERODmzZtYvHgxWrdujZYtWyI4OFjfXSaifDLUdweIiIjow7Rp0yYMGTIEaWlpAAAfHx/07t0bVatWhYWFBUJDQ+Hv748NGzYgPj4ekyZNwrlz5/Dff/9BJpOpvd/YsWOL+mXozezZs/H999+LP/v4+KBbt26oUqUK7OzsEB0djaCgIGzcuBG3b9/G6dOn0aJFCxw/fhzVq1fXY8+JKD8kgiAI+u4EERERaZdcmYqklHDIlWkwlBrDzMQJhtLsQU5BHT9+HO3bt4dSqYS9vT3Wr1+PDh06qC37+vVrdO/eHZcuXQIA9O/fHxs2bMhWbs2aNRgyZAgA4MmTJ/Dw8Mhy3cPDA8+ePYOvry8OHz6stdeiD6tXr8bQoUMBAK6urli/fj1at26ttqxSqcSCBQvwzTffQBAE1KlTB1euXIGBgYFY5unTpyhXrhyAjEBuypQpun8RRJQnHOEiIiIqQRJT3uBl9GW8ib0OhTJNPG8gNYazdW2Utm0AcxPnQrURHR2NAQMGQKlUwsbGBgEBAahUqZLG8i4uLjh+/Dg6dOiAs2fPYuPGjejWrRt69epVqH58qMLCwjBmzBgAgIODA86fP58tuMxMKpViwoQJiImJwYwZMxAUFIQtW7agf//+RdRjIioMruEinXobI8fxC/HYuC8KO/xjcDckBRxUJSLSjRdvA3Dl8V94FX05S7AFAAplGl5FX8aVx3/hxduAQrWzbNkyhIWFAQD++uuvHIMtFXNzc/z7778wNjYGAHz//fcf7d+D2bNnIzExEUDG88sp2MpsypQpsLe3BwBs3LhRV90jIi1jwEU6E/omDVsPRuNOSArexijw8k06jl2Ix57jsR/tH1kiIl158TYAj94cylPZR28OFTjoEgQBf//9NwDAzc0Nn332WZ7rVqpUSZwy+PDhQzHz3qlTpyCRSMRrAFCuXDlIJBIMHjxY4/02b96MVq1awdbWFhYWFqhevTqmT5+OuLi4HPuRkJCA2bNno2HDhrC1tYWpqSk8PT0xbNgw3LhxQ2M9VRbA7du349y5c/D29oaJiQmcnZ3RuXNnpKam5voMUlJSsG7dOgBA5cqV0adPn1zrqJiZmWH48OHo378/hg0blud6uWUplMvlWLduHXr06IGyZcvCzMwMpqamcHNzQ/fu3bFr1y7+3SYqBE4pJJ05dSkeckX2889fp+PQmTh09LEu+k4REZVAiSlv8hxsqTx6cwh25p75nl54//59hIaGAgC6d++eZR1RXvTo0QPLly8HAOzbt0/juqWcpKeno3fv3ti+fXuW83fu3MGdO3ewefNmnDlzBs7O2V9bYGAg/Pz88Pr16yznHz9+jMePH2PNmjWYNm0afvrpJ43tBwUFYf78+UhJSQEAhIeHIzExUW0ikPedOXMGMTExAICuXbtCIpHkWiezX3/9NV/lc/PixQt06NABd+7cyXYtNDQUoaGh2L17NwYMGID169drtW2ijwUDLtKJiLfpiIrVnPo35Hkabt5PQs0qZkXYKyKikull9OUC16vk4pevOgEB70bG6tevn+82W7ZsCZlMhtTUVFy+fFm8T1BQEPbu3Ytp06YBAA4cOABXV1fY2dllu8eJEycAANWqVcOECRNQtWpVPH36FLNnz8bt27fx4MEDTJw4MVtijkePHqF169aIi4uDg4MDxo0bh+bNm0Mmk+H27dtYuHAhbt++jWnTpsHc3BwTJ05U+xrmzJkDMzMzLFy4EPXr18fVq1fzPC0w8/Nr3759nuroilKphJ+fH+7cuQNjY2N88cUX+OSTT+Do6IiwsDCcPn0af//9N1JTU7FhwwZ8+umn6Ny5s177TPQhYsBFOvHgWe7TKk5dSURsggLN61sWQY+IiEomuTIVb2KvF6jum9jrKO/cPl/ZC58/fy4ee3p65rtNY2NjODk54cWLF3j06BEAwMLCArVr18b169fFctWqVcsxiGnVqhUOHDgAU1NTAECTJk3QvXt31KhRA48ePcL27duxatUqcc0YAAwfPhxxcXHw9PTE2bNn4eLiIl5r1KgRPv/8c3Tr1g2HDx/G999/j379+mUpo6JUKrFs2TIxaUWTJk3y/PofPHggHhfk+WnT7t27xSmUixcvxvDhw7Nc79q1K3x9fcWNpnfv3s2Ai6gAGHCRTryOSM9TuaB7KTCRSeFdw1zHPSIASEpOxPXbjxBw2Qnx8aVQrTLQtSNgor1M0URUxJJSwrMlyMgrhTINSakRsDItk+c6UVFR4rG1dcGmhqsCLtXUuoJYunSpGGypmJqaYsCAAfj555+RmpqKR48eoWrVqgCAW7duiSNj8+fPVxtIyWQyLF++HB4eHkhLS8PKlSvxww8/ZCtnZWWVr7VrmWV+fk5OThrLRURE4OXLlzneq0KFCrCwsChQPwAgJCQEbm5uUCgUGteE+fr6wsbGBjExMbn2h4jUY8BFOpGftbUXriehRiVTmMiYw0VXFAoFfv97KtZu/RspqfEQBCmU8o5IS1mO3xa4YusqoKJ+v2glogKSFzDYUlEocp+RkFlycrJ4nJc1S+oYGRkBQIETMbi7u6Ny5cpqr1WsWFE8zhzcHDlyRDzOad2Yu7s7qlatirt37+LUqVNqA646derke+2ailL5brp9Tq9/48aNGD9+fI73OnnyJFq2bFmgfgDApEmTMGnSJCiVSkilmv8GlypVCjExMXlKCkJE2THgIp3wKG2M1xHyPJfftD8KQ3rY53vxMOXNrAUTsWbLQvFniUQJA6P9kEnb4FXYTbToZISG9YGxw4HWLfTYUSLKN0Opce6FcmBgkL+gycrKSjyOjY0tUJvR0dEACj5CVqaM5hG5zEGgXP7u71Dm7IOWlnmbyv7kyRO1511dXfNUX53Mzy88PFzcrFifVMFWeno6nj17hpCQENy7dw9BQUE4c+YMnj17BiBrsEhEeceAi3SiRiVT3H2Ugtj4vP3jnJAk4K+NkahWQYbWDS0ZeGnB+cvHce7SUSiUCqz/7y+1ZaQG92FoPAvy9C9x8UopXLoKLP0D6NapiDtLRAVmZuIEA6lxgaYVGkiNYSZzzFedzOuOnj17hnr16uWrvlwuF9eBVahQIV91VfIaMGUeQXr79m2+29E05TGv7auT+TW/evVKY8D19ddf4+uvv852fvv27ejdu3eB23+fXC7HqlWrsGrVKly7dg3p6dmXBEilUgZbRIXAgIt0wkQmRS9fW5y8FI/HL/L2IUAQgDsPUxH8OBVtGlmgTCljmJsVbMrGxywlJRlfTOyC85ePAch4rjnFr8YmP8NINgsKeR+kJS/DrD8s0aUDkMPsEiIqRgylMjhb18arAmQqdLauna+EGQDQuHFj8fjChQvo0aNHvurfuHFDnJbo7e2dr7qFoVBk7FPi6OgIf3//PNXRNG2wMF8KNmjQQDw+duwYmjZtWuB7FVZCQgI6duyIs2fPiudMTExQrVo1eHl5oUGDBmjXrh169uypNm08EeUNAy7SGXNTKdo0ssTjF/n7VlGuAI6cT4BEAlRwl6F1IwvIjPnpP68WrJguBlsAIE/7EkayZRrLK5WOkEojYGi0CUACXrzcg+CHQFX1yyOIqBgqbdugQAFXadsGuRd6T506deDm5oYXL15g69atmD17NgwN8/5xInOq9qLMeGdrawsgI8ioWbNmjmuWdKlt27YwNTVFcnIydu7cKabB14epU6eKwdbAgQMxZswYtevTEhIS9NE9ohKDn2JJp0xNpHC2L9golSAAD5+l4tDZOC33quQSBAHb9qzM9LMZ0lPnQKmorqG8FGnJa8SfDY32QiK9BwN+FUP0QTE3cYanc4d81fF07pDvTY+BjNGdL7/8EkDGprmrVq3Kc91Xr15h9erVGe17eqJt27b5br+gqlWrBiAj6cft27dzLDt37lysWLEC58+f13o/rKys0LdvXwDAzZs3sWXLFq23kRcKhUJ8L9q2bYu1a9eifv362YKttLQ0hIeH66OLRCUGAy7SuY4+BVsUrfL8VToiovKegONjlpaWiujYdyOKSmVVANaQp3eFIGSdAiMIEqSn/gmloiMUinebl7q6BKISMxYSfXDc7JvkOejydO4AN/u87x31vrFjx4pp1SdOnIhbt27lWic1NRWff/65mGhj5syZ2abm6XL9bubgbsWKFRrLnTlzBpMnT8bw4cOxdOlSnfRl+vTpMDMzAwCMGjUKISEheaonCALOnDmjlT6Eh4cjPj4eAFC7dm2N5fbu3StOAc2chISI8o4BF+mcpbkByjgbFeoeL8IKl/b4YyGTmaCceyXxZ4nkLQwMN8LYZBYkkqzphwXBDPK09gCQZQQsMdEJS1flL7U/ERUPbvZN4F1+NFxtG8DgveyFBlJjuNo2gHf50YUKtoCMjYo3bNgAAwMDJCQkwMfHB4cOHdJY/uXLl+jYsaO4D1bv3r3V7mOVOcNgYmJiofr4viZNmqBu3boAMvbw2r9/f7YyMTExGDFihPjzyJEjtdoHFTc3NyxbljHVOyoqCvXr18f27dtzrBMUFIS2bdti8eLF4rnCBKg2NjbiVNDjx4+rDaZu3bqF0aNHiz+npfFvMVFBcOIQFYl0ReE+vZ8LTER0rAI+DSxgaMAMhipKeRqSXgYjNeo1pMYmMC9TBQN6fYUZ8zP2bpFKn8LI5Ee1daXSRJha1kN66gykp6yAoKgPA+NZiIlrg59/A95GAT98U5Svhoi0wdzEGZVc/FDeuT2SUiOgUKTCwEAGM5ljvhNk5KR169bYvHkzBgwYgOjoaHTs2BGtW7dG7969UaVKFZiYmODly5fw9/fHpk2bxHVAHTp0wNq1a9Xe09n53RTHOXPmYOzYsTA3NxenAxbWv//+i8aNGyM1NRXdunXD0KFD0bNnT1hYWODmzZuYN2+emAp+yJAhaNKkcIFpTj7//HMkJSVh1KhRiI2NRe/evVG5cmUMGDAAXl5ecHV1RVRUFIKDg7Fjxw6cP39ezLpoZmaGmTNnonnz5gVu39TUFJ988gn279+PoKAgtG/fHqNGjUKZMmUQHh6OgwcPYu3atVn2XYuL4xR/ooJgwEU6F/omDW8iCz8N4U5ICiQSoHWjgqfjLUnkSbEIv7ALiuSMKSGJqclIvHEKLsj6rbZUqn4fGQCQSJJgbDIRUul1pKdNgSK5IYCM+fsr1gIjhwF2tjp7CUSkQ4ZSGaxMNe9XpQ29e/eGp6cnvvjiC1y7dg0nTpwQR7HeZ2lpialTp+Kbb77RmP3P29sbTk5OCA8Px4YNG7BhwwY0b95ca9Po6tSpg4MHD6J3796IiorCihUr1E4v7N27tzgCpUsjRoxA/fr1MWbMGFy4cAHBwcH48Uf1X5IBGRkEBwwYgO+//14r+3ctWrQIgYGBeP36NU6ePImTJ09mK9OuXTu4ublh1apVePr0KVJSUmBiYlLotok+Jgy4SOee5DEtfF7cCUlBo9rmMDP5OGfDpqal4t+Nf2D73lWIiHiJCs6lUbFUaVx7+hBPI8IgCAKcrW3hbG2LN7HReb6vofF6GBqvR3ral0hPqQdAgtQ04FIg0KHo1rQT0Qeobt26uHr1Kg4dOoQtW7bg0qVLCA0NRXp6Ouzt7VGrVi106tQJAwYMEDMFamJhYYEjR45g4sSJuHLlChQKhdansbVu3RohISH466+/sH//fjx8+BDx8fGwt7dHw4YNMWzYMHTp0kWrbeakXr16CAgIwIULF7B9+3acP38eDx8+RFxcHMzNzeHs7IxatWqhbdu26NatG5ycnLTWdrly5RAUFITZs2fjwIEDePHiBQDAyckJtWrVwuDBg9G9e3ccOXIEq1atQmpqKvbt26fVfcCIPgYSQeBKDdKts4EJCLqbnHvBPPJ0M0KnljZau9+HQhAEDBvfGafOH9RpO6nJK6BI/x8AYO1SwLe1TpsjIiIiKtE+zmECKlLlyxjnXigfHr1IR+ibj2/h7rlLR3UebAGAkfFc8XjJv8D/7xVKRERERAXAgIt0rrSzMSqU1d5CbQDYfTQWtx5ob9TsQ3DiXPaMWrogkYYAyFjcfjkQOJp9Sj8RERER5REDLioSnzSzRMWy2hvpUgrAyUsJuH4vSWv3LO4kkqL5v6tEIsDAaKf48wntrFUnIiIi+igx4KIiIZVK0LaJFext1GemKqizgYmIjC75GzHeD7mFsxeOFFl7EkmEeGxYuC3UiIiIiD5qTJpBRSo5VYmL1xNx/0kq0tO186tX2tkIPdvbaOVexVFMbBTa9q6CqOh3QZCjUW2UN+0KcwMXJChe4nHyXkSm39BamymJZ6BUZOzvsnM90KSB1m5NRERE9FHhCBcVKVOZFK0aWuKrzxzQpZV29tN6+SYdySlKrdyruLl28wK6DfLOEmx5mnZHM5t5MJSY4HnKMcTIQ1DTYiTKm2onjbEgSKHai8utNIMtIiIiosLgPlykN8FPtZdpMCZejsgYQKkEXByNYGwk0dq99eX2/WvoP7I1UlNTxHPGEmtUMf8c52K+RUT6dfH8g6TNKGfqByOJJdKF+EK1K5EoYWwyBimJgfj6q0LdioiIiOijxymFpBdyuYDlWyOh0MHAlJGRBA1qmKGel5n2b16EvprUE0dO7sxyrqzJJzCWWuJh0ja1dRyMaiIy/aZW2ne2DcGJvZ4wNdHK7YiIiIg+ShzhIr1ISxd0EmwBQHq6gPPXEmFmIkVVzw83Wgi4cjzbuVj5YyTKX2qsk6h4rbX2B36WAhPtZvMnIiIi+uhwDRfpRXySHEY6DvcD73zYKeNNTbKP0MXIHyAdiRrrpCijtdK2UumGn3+rgrbdUhEdo5VbEhEREX2UGHBRkXv2Kg3bDsciXcfZ3KNiFfhQZ8xGRIahnU+3fNcTkLeHmpEYQzNFehcABrhzX4bW3U4gPFJ7I2dEREREHxNOKaQiJQgCTl9JgLKIkgoKggCJ5MNIoJGUrMSeY7fw4EkMEpNi8fBhKgwMZFAoUrXeliC4QCLRPDXRwPAgpAatIJXeQ1ScO7p8HoOAA/chlfI7GiIiIqL8YNIMKlKR0XJs2q952puzvSESk5VISNJORFamlBF6tLPRyr10KS5BgY17w5CuMM5y/uWrS9i5qzcUihQNNXOn+n+4Ku4UhHfH+dGmeResmL+nwP0gIiIi+hjx62oqUkplzvG9g60hhva0x5gBDlppLzQsHRv3RSExuXjv03UuMD5bsAUApV0borpX/0LdWyLJGmAVdMDv+Nl9ePzsQaH6QkRERPSxYcBFRcrB1hDmppp/7TxKZwQd4W+1t8DrbYwC2w9HIzWteAZdyclJePBUc4KPShW7FmFvciLg+Jm9+u4EERER0QeFARcVKalUgsZ1zNVec3UyRFlXI1wISsTOo7FabTc2QYl/t71FQFBCsUuksXbbEkilRhqvGxoWn9T2AorXsyMiIiIq7hhwUZGr5mmCTi2tUMrBEBIJYGYiQT0vU3RtbYOA60m4cjsJ6XLtf7BXKIGrt5Nx4LR2g7nCWr52NkJDz2u8/vzF6SLphyBIkZb6LQTBVGOZNs39iqQvRERERCUFsxSSXni6yeDplnVX3eRUJW49SNZ5249fpOPF61S4ueh/V98T5w4gNi4aFy7NRQ+XbTAwyLqOKzHxDYKur9B5PwRBhtTkHVDKOwGCPYxNpmQrI0/7Elt2VMHoLwBrK513iYiIiKhEYJZCKjaePozErWPXYaJMQoKhDV6blIdcqpugyN5aiv5d7HVy75xEvH2DnQfW4sWrJyjvXhmnAw7h7CV/AEDp0o3RuOEklCnTFApFGh49OojzF35FbOxTnfdLEIDUpN1QKroAkMDAcBsMjRdAanAPgrIs5GlfQp4+HIAE1SoD+zYD5upnhhIRERFRJgy4qFiIuR+M0INHAOFdYot0iTGu27RCvJF2MhZmJpEAYwY4au1+j589wPEzeyFAQNvmXVDeo3K2MmcuHMFXk3ogOSVzggwJ8N66KAMDGQRBAaVSxztDq5Ge+gXSU5f/f780++U7YPjgIukSERER0QeNa7hI7+RJSXh52D9LsAUARkIavOLOv9tISosEAbhyK1Er9/r597Fo26syZi/6FnMWTULb3lXQqIMr5i35HmHhGZsLJyUnYuzUz94LtoD3gy0AUChS9RJsAYCRbAUMjNblWu7w8SLoDBEVWy1btoREItH4n5GRESwtLVGpUiV8+umn2Lp1q8aERao6X375ZRG/ipLh3r17BaqnzfeQcqd63lWqVNFY5v79+0XYIypKDLhI72LvP4CgUKi9ZqZIgE16uE7avXA9CdFx+Q9sQp7cw2fDfVChoSHKe0uwduvibGXCI19j6ZrZ6NSvFu6H3MKRkzsRFx+jhV7rlqC0AxABifSKvrtCRB8wuVyOhIQEPHz4EP/99x8+++wzNGvWDNHRmje+p/yJi4vDqFGj0LlzZ53cn+9h0Xn48CHatGmDOXPm6LsrpCNMmkF6J0/OOVGGkTI1x+sSCWBuKkVCUv732bp2NxltGlnmuXzIk3voMrA+UrKNVKkXHfsWv/w+Fq2adsp33/RBIo2Csck0pCRezbHcJ22KqENEVOwFBQVlOycIAlJSUvDkyRPMnz8fgYGBCAgIQJ8+fXD06FE99LLkmTBhAlauXImyZcsW+l58D/WrQ4cOePToEQYNGqTvrpCOMOAivTMt5azxmgAg3sgux/qCAHi6GeNGcEq+2777MAWebsawNDeAnbUBJJKc1y4tXPFznoMtlYuBp9C/18h8901fJJIkGBnPR1pKRnZEqcF+SA1uQpH+OQTBDdUqA/1767mTRJQrhTwFqQmhUMpTIDU0gcyiDAx0sK9f7dq1NV5r3LgxevbsCR8fH1y6dAnHjh3DkSNH4OvrK5bhNLWCkcu1N/W8sO8h5e7UqVMar2nzvaTiiQEX6YSgVCIu5BFigx9AmZ4O64oVYFOtKiQGBlnKpIRHID0xAVJjYyjT0rLdRwKgWlwAXppWxBuTchrbi4pVPyUx134C2HsiDgBgY2WA5vXMUa6M5syIJ87uL1A7XpXrwLWUO16FPS9Q/aImNTwIY9N+gGAKhaIhjE2mAiY/oVHdP7B03jhmKCQqxlLiQ/H2+VHEvDoPpeLdF1FSAxPYuDaFvXs7mFiWKbL+yGQyzJkzB61atQIAbN26lR/WPzB8D4kKhwEXaZ1SLsfTHbuQFPpSPJfw5CleHjsBQ1NTCEoFpEbGUKSmQpma83RBALBJj4CJIhHhsrIQJNmXHVpbGsDCrPDLEWPiFDhwOg4929vAxdFIbRmDTAFjXpVx9YCrs7uahBnFl1T6ClLpZgCAIVb9/1kFLl77Gp+PWo8ZU/5GLa8G+usgEakV+fQQXt/fBHUJeZSKFES9OI6oFyfgUqUfHDw6FFm/fHx8YGxsjLS0NNy+fbvI2iXt4XtIVHBMmkFaF3ktKEuwJVIqIU9MhCI5BelxcXkKtlRMlEmomJB9XZGxkQTtm1qiUjntTJNRKoFrdzUHRp+07pnve3416Du8evMc0TGRhelasXH7fiAGjGyDkCcFy4xFRLqREWxthLpgKysBr+9vROTTQ0XRLQAZmQgdHDK2+IiNjc12LacshWFhYZgwYQIqVaoEmUwGBwcH+Pn54fTp0wCAKlWqQCKRYPr06VnqqbLCff311wCA7du3o2XLlrCzs4OVlRW8vb2xevVqsbxCocCiRYtQt25dmJubw8bGBu3atcPJkydzfG0JCQmYPXs2GjZsCFtbW5iamsLT0xPDhg3DjRs3cnwmEokE27dvh1wux6JFi9CgQQNYW1vD0tIS9evXx59//om092Z/TJ8+HRKJBGvXrgUAPHv2TLzXmjVrcuxrYeTlPdy+fTvOnTsHb29vmJiYwNnZGZ07d0bqe3/vT548iU8//RRubm6QyWSwt7dH8+bNsWDBAqSk5Lw8IDU1FfPnz0f9+vVhbm4OS0tLNG7cGKtWrYIgCPjyyy8hkUjQsmVLjffYt28fevToAVdXV8hkMjg5OcHX1xfr1q2DUql+PfjgwYMhkUjEJCXnzp1Dr1694OrqChMTE3h4eGDEiBF4/Pix2vrqshSqzj179gwAsHbtWvFZPn36NNs9CvLc1qxZA4lEAgsLCwiCgFmzZsHV1RWmpqaoWLEiFi5cqPE5kfZwhIu0Lur6TZ3c113+FHU/aYP7T+VISFLAwdYQXhVNYW4qhSAIqOwhQ/DTvAdxmoRFaJ5LPe6LaTh6ajdi4/OepenW/UC8DHtW6H4VJ4lJCVi5cT5m/7BC310hImRMI8wY2cq71/c3wcK+RpFML5TL5YiKigIA2NvnfdP569evo127doiMfPeF1du3b7F//34cOHAAv/32W673EAQBw4YNw6pVq7Kcv3r1KoYOHYr79+9j2rRp6NSpU7Z1NseOHcOJEyewbds29OjRI9u9AwMD4efnh9evX2c5//jxYzx+/Bhr1qzBtGnT8NNPP2nsX2JiInx8fBAQEJDt3oGBgdi6dSuOHz8Ocz3P5c7LexgUFIT58+eLH/7Dw8ORmJgImSxjqn5qaiqGDRuGjRs3ZqkXFRWFc+fO4dy5c1i8eDH279+PqlWrZrt/dHQ0fH19ceVK1ky6Fy9exMWLF7Fv374cf7+SkpLQv39/7N69O8v5iIgI+Pv7w9/fH8uWLcPu3bvh5OSk8T5//PEHJk2alCU4e/bsGf755x+sX78eR44cQfPmzTXWz6/CPjeV7777Lsv/Z0JCQmBjY6O1fpJmHOEirVPk8u1UQdlU94KTowlaeFugo481GtQ0h7lpxq+wRCJB+2aWaN/UEm4uRpAZ55z8IicmMs11S7uUxaEtt9CgTgsYSPM2vfC/Pf/i79W/Frg/xdWloNP67gIR/b+3z48i95Gt9wl4++KYLrqTzenTp8UP4Q0a5G068ps3b9CmTRtERkbCyMgI48ePx6lTp3Dq1ClMmDABhoaGmDRpEp48eZLjfTZu3IhVq1ahVq1aWL9+Pc6dO4dFixbBwsICQMaH5y5duuDUqVP47LPPcOjQIZw/fx7ff/89pFIplEolxo0bB8V725c8evQIrVu3xuvXr+Hg4IAZM2bg1KlTuHDhAlasWIHq1atDqVRi2rRp+OOPPzT2b/LkyQgICEC7du2wfft2XLx4EStXrkS5chnrli9duoTff/9dLP/ll18iKCgIfn5+AAAXFxcEBQUhKCgIXbp0ydOzLYi8vIdz5syBoaEhFi5ciPPnz2PhwoUYP368eH3IkCFi0FC9enWsWrUKFy9exP79+zFgwABIJBI8fvwYLVu2zBbECoKALl26iMFWt27dsH//fgQEBGD+/PlwcHDA7t27sX79eo2voU+fPti9ezckEokYeF2+fBl79+4V279w4QI6deqUbWRR5cqVK/j2229RqlQp/Pnnn7hw4QIOHTqEbt26AQCSk5MxZMiQbL8v6vz7778ICgqCi4sLAMDPz098L11dXbXy3FSSkpIwd+5c1KtXD/v27cPx48cxZswY9OrVK9d+UuFxhEvH5KnJCH90BQmRz2Eks4BTBW+Y25fWd7d0ytjaCqmRb7V6T6tKFVGqRbMcy0gkElQpb4Kyrsa4eicRdx6mIC09/21V9cx5euLOA+twOehMnu+naXpCQUhhDCXU/xEoahbmVvruAhEhIxthzKvzBaob8/IcSlX6TCfZC8U2YmIwYcIE8ee8pr7+8ccfERUVBalUil27dqFTp3fba/j4+KBdu3bo3Lmzxg/GKm/fvkX9+vVx+vRpmJmZAQCaNm0KU1NTfPHFF1AoFDh+/DimTJmC2bNni/WaNGkCAPj1118RGhqKmzdvok6dOuL14cOHIy4uDp6enjh79qz4oRkAGjVqhM8//xzdunXD4cOH8f3336Nfv35Zyqi8efMGX331Ff7++2/xXMOGDeHr64sqVaogISEBGzZswLRp0wAApUqVQqlSpWBnl5HB19jYOMcsg9qQ1/dQqVRi2bJl6N+/P4B3zxAADh8+jM2bM9YG+/r6Ys+ePeLIFwB06tQJbdq0wZAhQxAeHo5x48bhv//+E69v3rwZ586dAwBMmjQpy0hN48aN0aNHDzRp0gSvXr1S27f169fjwIEDkEgk2Lx5Mz799NMs1/38/NCuXTsMGjQIV69exeLFizFx4sRs9wkPD0fZsmVx+fLlLKNgn3zyCXr06IFdu3bh0aNHuHjxIpo2baq2LyoVKlQAkPEeAoCdnV2297Kwz01FEAQ4Ojri2LFj4qhW69atc+wfaQ9HuHQoKeYNgnbPxdPLexD5OAiv753FjX3zEXrrhL67plOOjRtp9X7l+38Gd79OkBrm/v3AzeBk/Lv9LYLuFizYKutqjFqVTTVeD331FH8snZr/G2uJEmkwkOjug1F+dP2kv767QERARup3RcFmFigVKUhNULPmNh+uX7+e7b/AwED4+/tj5syZqFGjBm7ezJhqPmjQoCxBiyaJiYniGqWBAwdmCbZUPvnkE4wYMSJPfZwxY4YYbKmoRiQAwMrKSu20v44dO4rHjx49Eo9v3bqFEycy/pbPnz9fbSAlk8mwfPlySCQSpKWlYeXKlWr7ZmZmpnbD29KlS6N9+/YAMqZ+5ba2qTC09R5aWVnhs88+U3ttwYIFADJe7/r167MEDSqDBw9G794Z+47s2LEDL168EK8tWbIEQEaQMmvWrGx1y5YtK7ahjmqtUrdu3bIFWyoDBw5EmzYZG00uXbpU471++OEHtVMOhwwZIh5rK7FIYZ9bZn369OEUQj3hCJcOPQr4D+nJcdnOPw88ANsyVWFum/0f6JLA1NFRa/eyKOcBs1Kl8lT2dXg6Tl1OyNf9a1c1QWqaAAj/n+3QXIrIGDmc7dVnKVy9eYHe94xRCOr/6LbyqgMjA0OcvBOEdIVu9/RoXL81BnxAe4sRlWRKeeE+iCsVOW8+n5u8BFAA0KNHjyyjODk5fvy4OHL1+eefayw3bNiwXO9pYGCAFi1aZDvv4OAAIyMjpKeno0GDBjA1zf5lmypJBJARBKocOXJEPM5plMDd3R1Vq1bF3bt3cerUKfzwww/ZytSvXx9WVupnDKimFaraNzHRzRdu2noP69Spozabb3p6Os6ePQsA6Ny5Mxxz+JzwxRdfYNu2bVAqlTh58iQGDhyIqKgoXLp0CQDQt29fGGr4ArZ79+6ws7MT15qpREZGIjAwEEDuozq+vr44fvw4Hj16hNDQUJQpk32Noyooe1/m9yshIX+fR9Qp7HN7X/369QvdJyoYBlw6khwXifjwpxqvR4Rchbm3X9F1qAgZmubvD4KRlRWkRkZIfZt1GqKBiSzXaYSZ3XyQ/w8N5Uobw8zUAAdPx+He43cJN1wcDdHJxxpm/5+Q41noI0gAXL5+Nl/393CriKcvHua7XwXx4NULbBr7E/o2bYPxa/9CTFLh/7HPzMrSBpU8q6Nf9xHo1P5TGBmqD0qJqGhJCzkdUGqgeVS/oAwNDWFlZYUyZcqgYcOG6N+/P3x8fPJcXzWaAgB169bVWK5mzZpiqnJNHBwcso1uqRgbGyM9PR3Ozs5qr2ceTcj8ZVvm7IOWlpYa285M01ozd3d3jXUyJ8oo6s1xC/IeZl53lNmzZ8+QlJSRAdjb2zvHe2ReH3b37l3xf1VronL6fTA0NETt2rXF0UeVzO/XmDFjMGbMmBz7oPLkyRO1AZem90zb71dhn9v7NL0/pHsMuHREnpqY4/XkmDcQBCUkavaV+tAZmJjAqoIn4kIe5VxQKoVT44ZwbNgAglyBqJs3EXs/GMr0dFi4u8O+Xh0YW1vnud24hPxvfnz7YQrCIuWIT8y6zup1hByHzsbBUHkQ85f+gBevcl6UnZmZqTm867TA4E/HYeWmP4os4HodkxGwlndyxaj23TFrt+aFwwURFx+D67cuY9LoeQy2iIoRmUUZSA1MCjStUGpgAplF4dYV62LU/82bNwAyRqdymgJlaGgIOzs7hIWFaSyjSo6RE00jJpq8fZv/dcoxMTFqz+eUfVAieZfESZezK7R1b03BZ+bnlVP2PwCwtrYWRx6jozMyAqt+H4Dcs1yqu39B3i9A/Xsmk8k07smp7fersM/tfXn9coC0jwGXlkQ+vYFXt08hMeoljE2t4OhZD1JDYyjl6r91i355D9d2zEb5Rj1hW6aK2jIfMtd2bZAS+RZpGv7AyOzt4TmwP6TS/88yaGQIh3p14VBP8zdXubGxMsDrHFK6qxP+NnuwpfLyTTo2bpqNiMi8B1vGxiZISk7E6YBDOB1QdHvcAEAZ+3f/GPt41cYfB7YiJV27CTbkijQM/GoWDv+3D+66zyRNRHlgYGgCG9emiHpxPN91bUo302nCjIJSjVgJggBBELJ8kM2v/AZTeaEabXF0dIS/v3+e6mj6kF6SaHqf8ht8qJJNqe6XeQSzIImoMmcMXLp0KRo1ytta88xTBPWhsM/tfYX5/xEVDgMuLXh97xyeXNol/pyaGI3Qm8dgYumAlHjNm92mJkTh/onVqOU3Hma2eVun9KEwNDNDxSEDERfyCNF37iA1MgpKuRxGFuawr1cHttWqFei+yvR0xD9+AmVaOszcSkOW6ZvPmpVMce9R/vbhMjTM+R8fS8syiIjM+8LXtDTdLWoGAEOYQw71o6c9G7xboyAzNIKZsUzrARcAJKedwFcTgQNbtX5rIioge/d2iHpxAvlLDS+BvVtbXXWpUFSjGEqlElFRURpHNZRKpcaRI12ytbUFkLFOp2bNmuKXh6SeKqMikLHnVU6ioqLEAElVL/P7n3lPNnXUjWap3i8gYyRI11kdtaWwz42KDwZc+aSUpyMlIQpGJuYwMrGAQp6OF0GH1ZZNiY+Eocwc8rQkQMO3FIJSjtf3zsKzSW9ddlsvJFIprCtVhHWlilq5X2zwA7w8egzK1HdBhE21qijdvi0kBgZwdjBCuyaWOHEpHnnY/gISCVDeTYa3MUkay0RFF810wLxSF2wZSKXo1bAlunm/22TxdcxbRCdqdw2XSLBA4HXgzn3Aq+QNzhJ9kEwsy8ClSj+8vr8x98L/z6VKvyLZ9LggatasKR7fuHFDY6KD+/fv6zR7nybV/v9Lw+TkZNy+fTtLf983d+5c2Nraolq1armmCS+pypcvD1NTUyQnJ2fbtPh9ly9fFo8rVsz4/PD+70PPnj3V1hUEIcv6P5Vqmb7kvXLlCvr27aux/SNHjuDu3bsoV64c2rZtm6cpqbpS2OdGxQe/kskjQVDixXV/XNk6Hdd3z8WVLdNwY+98RD69AXma5mQN8tREjcGWSmxYiLa7W+KkRETixcHDWYItAIi5ew9vAi6KP1f1NEHX1rmv+5JKgdaNLFC/upnGjY4jI+8gJiaXdWg6JgiWGn99zIxNUNnFDW72TgiNCsfFh+8WyW4JOAEh35ug5o08PeMP1YtQndyeiArIwaMDXKr0B5DbtCEJXKr0h4NHh6LoVoG0bdtW3JtItQeROps2bSqqLmXRtu27kcEVK1ZoLHfmzBlMnjwZw4cPzzHNeEF8SNPDDA0NxYQb+/bty3GUSpU+XyKRoFWrVgAy9h5TZVL877//NE4rPH78eJb1Xiru7u5iELJ58+YsGSczUyqVGD16NCZMmJBjUKZtmt7Lwj43Kj4YcOXR0yt78OL6ESjS332Tlhj1Eo/OF35eVU4BG2WIunET0PAPbPTNW1BmGtJKSMp9freRoQRVy8tgZCiBX0trmL4XdNlYGiA9eX/hOq0FEkk8NP1NTUpLQfDrF3gaEYbzwbcxedMy/HN8H5Ye3Y3dV/KXTTGvlIpqSE/7EQBQ0VMnTRBRITh4dEDFprNh594WUoOsa7OkBiawc2+Lik1nF+tgC8jILNinTx8AwOrVq3H8ePb1aVeuXMH8+fOLumsAMjb0VWXLW7p0Kfbvz/73IiYmJss+YSNHancrDVUGRU3BQ3EzevRoAEBSUhIGDRqkNrPk2rVrsX37dgAZGxF7eHiI10aNGgUACA4OxowZM7LVffv2rdhGTu2HhYVh+PDhWdZ1qXz//fcICcn4Evzzzz8vstGtnN7Lwj43Kh44pTAPEqMf4/Xds1D7raGQ/8Wb2W6Rl/lvH7lUDRl3AECRkgJFUjKklhn/MFpZ5L4wOTVNwIa90fBrZQ0XJyMM6WmPR89TEZ+ohJ21ATxKGyOqxSRcDTqAR0/va+116NrGc0e1fk9BAARlNcjTh0OeNhSAJVq3ADz1u5aYiDQwsSyD0tUGo1Slz5Ca8BJKRTKkBqaQWZQulgkyNJkzZw7279+PmJgYdOrUCWPHjkXnzp0hlUrh7++PP/74A8nJ776wLOoRn3///ReNGzdGamoqunXrhqFDh6Jnz56wsLDAzZs3MW/ePDEV/JAhQ9CkSROttq9KZR8ZGYn58+ejefPmcHV1RenShcs6qSudOnVC3759sXnzZhw8eBDe3t4YP348qlatiqioKGzevBkbNmwAkBFwL1++PEv9IUOGYMWKFbh06RKmT5+OO3fuYPDgwbC3t0dQUBBmz56N58+fi+Xf/30YOXIktm7dioCAAGzatAkPHz7EmDFjUKlSJbx69Qpr167Fnj17AGQ825kzZ+r4ibzj7OyM4OBg+Pv7Y9++fXB0dESNGjVgbm5e6OdGxQMDrjx4cX09cp+iUXCK9BS8fXoT9h6a54B/7IytrZEI9TunS42NYZBp7y9XJyM42BogMjrnQDYmXon1e6NRuZwMPt4WqFwu6wcRBzsn7Fl3FVt2rcC6/xbj+cvHhX8hWlDZxR3Br5/nXlBLDKRuSIi/I/7cogmwZF6RNU9EBWRgaAIzmw93KLp06dLYt28f/Pz8EBMTg3nz5mHevHf/+EilUsyaNQtTp04FkHXPrKJQp04dHDx4EL1790ZUVBRWrFihdnph7969sWzZMq2337FjR8yYMQOCIGDixIkAgB9//BG//PKL1tvSltWrV0MikWDTpk24efMmhgwZkq1MtWrVsHPnTpQqlTWZmFQqxZ49e9CmTRvcuXMH27Ztw7Zt27KUGTx4MC5cuIDg4OBsvw+GhobYv38/evbsiZMnT+LKlStqNwd2c3PD/v37c03Drk2dOnXCmTNnEBcXhy5dugDImB6pWrtYmOdGxQOnFOYiPSUaceGa9/fQltCbx3TexofMrlZNaJpbZ1vdC9L30v529LGGuVnefr2Dn6Ri9/HYbOlXFQoFFq34GX8snZrnYMvQQLf/lzIyMETvRi112sb7LCwSMPCze2hQF6hfB3AvA9y8k+vSRCKiQmvWrBnu3LmDcePGoUKFCjAxMYGdnR26dOmCCxcuZPnAnNN+VrrSunVrhISE4JdffkGDBg1ga2sLQ0NDODs7o0uXLtizZw/+++8/cT2aNjVs2BCbN29GzZo1YWJiAltbW8THx2u9HW2SyWTYuHEj/P390bt3b5QuXRrGxsZwcXFBq1atsGrVKgQGBqJy5cpq6zs7O+Pq1av47bffULduXVhaWsLc3BxNmjTBxo0bsXr1anHDYXW/D7a2tjh+/Di2bduGrl27wtXVFcbGxrC0tIS3tzdmzZqFW7du5ZgERRcmTpyIadOmoWzZsjA2NkapUqWyZCUs7HMj/ZMIutxJ7wOVlhSHF9f9Efn0esaaLUEJXY5wqTQcMAcG3FBWo6hbt/H6xEkI8ncjV5ae5eHWuWO2gAsAlEoB6/ZEIS4hb9M+/VpZoVyZd9+Izf3rOyxbO0f82dO0Bx4l7yzEKyg8IwNDbBk3DX0WTIOiAHuRFIQgWCEl8QwEZa0s57t3zhjpYjZkItKXmzdvolatjH+b/vvvP/TuXfIy/lL+2NnZITo6GiNHjsSSJUv03R0iAJxSmI08NQm3D/2FlPjM+zgUwbxwiRRSacnfFLEw7GpUh1WFCoh7GAJlWhrM3crA1FnzkL9UKkFpJyPEJeRtb65X4eliwJWYlIAN29/9Q21hUAYpyrztVC8IlpBIdPMtY7pCjkdhL+FdvgouhtzNvYI22kz9OVuwBQC79gON6idjUF/TIukHEX08IiIiMHDgQFSsWBFffPEFatSoobbc6dOnxWNNZahkGDhwIGQyGfz8/MRpd++7desWov9/zTd/H6g44QjXe55dO4SXepjeZ27vhlp+Xxd5uyXdk9BU7DsZl6eyjWubwbuGOeTJybh/+ADe3LoJI6khrocF41RwCl4mPkFEelCu91EqPSGRREAiyVu7+VWxVBkMbOGLH/9bqZP7vy8pLgqArdprDva3cDuAf9SISLvS09NhZ2eHhIQE9O7dG//991+2Mq9evUKjRo3w4sULVKxYEQ8ePNBDT6mofPLJJzhy5Ag8PDxw+/btbFMG09PT4efnhyNHjsDAwACPHj1C2bJl9dRboqwYcL0nYO03elmcUq5RT6TEhiM69B4kUinsytaAazUfGJkU/Zz0kkQQBBw8E4dHz7OnUc1MIgEGdbODuZEcjzdtRWpUVJbrj8ONsfziJdxLWpdrm/L0fkhP+RUmFuUhkWRM+zM0kEKu0N4UwLIOzohJSkBskm7TAQuCFMnxmpOPSKQ3EXDEFOXcuckiEWnXl19+KWZc69ixIwYNGgR3d3fEx8cjMDAQixcvxqtXrwBkbFbbvn17fXaXdGzLli3i3ljVq1fHmDFjULVqVQiCgAcPHmDZsmUIDAwEkJHefdasWfrsLlEWDLgyCb15HM+vHSz6hiUGMDAygSIt64dnUytHVO80FkYys6LvUwmiVAq49ygF9x6nICZegeTk7FsCN6tnjrrVzBBx6QrenDuf/R4CsP50aewK6w8l0jW2JQhSyFMnQKFoARPzLihr7YKmdUqhc9MKOBH0GA9C38LKTIaE5FScuvFUuy9UR1ISLkOp9FZ7zcBoBVYstEXHNr2KuFdEVNLFxcXBz88PZ86c0VhGJpPh77//xtChQ4uwZ6Qv48ePx4IFC3IsM3LkSCxYsABGRlwTT8UHA65MArfNRGqi5v2e9KFMrXZwr/OJvrtRYqRERCLizgOER6YhQuqItDQlHMKvwyr9LUxdXJCeEA95fEK2enKJIR4oK+FKRCquBM9GVMQNpMrT/o+98w6Pouz68D3bN70nJCSE0HtvKlUQAbGgYBfE+trFBvq+6oe9gh1RVERAAQEFEZDeOwQINSEJhBDS22b7zvfHmk2WLemhzX1dXrLz1J2d7M6Zc87vYLVZsbmYb3bDa2Srfjza4xb0LXfjq3FWqEpMyeL1n1wLeV6KWMy3YXIrFlKGxrcnNw3vhK+PH0nH9hEWEsm4Wx5i5FApcV1CQqLu2Gw25s2bx7x589i3bx95eXkEBATQtGlTbrzxRh555BFatmx5sbcp0Yhs3ryZmTNnsnXrVjIzM1EqlcTExNC3b18eeugh+vfvf7G3KCHhgmRwVWLX/NexGL2HaOn1arTa6okwCHItPkGh6PIyar0nbVAU3W59qdbjJSrIXLue/AOJ1e4viiKJ50+QWFxMk15voFAHIxMtdC/4hwCLPeSwzGzgaE4qVtHG3EN/k1p41jFeKVPw0c0P0byH3YCzWm3sOn6Ws7nFRAX7sXpvMokpDV9yoC7IZTKsNhsW03jMxrcQxVgABNkhVJqnkSs2uh133x1PMPUVSR1KQkJCQkJCQkJSKQRsVgslOemofIOqNLhOHGtO07hzhIYWVTmvyWDER6bEJziKsoJa3liLjSP9faVTePRYjYwti83K+1t+ZFdmEvfevR6F2i4a0USf4jC2AHyUGnpEtwPsku1vbKgobmm2WfgtcQOTe/TkTHYRU+esJ7uw4vpSK+U0CfHjXL6rR+1SQa1QMqBdF1YmzkaQncBsfB3RloAgZCKKIR7H/bLoa+4Y/SCd2/dsxN1KSEhISEhISFx6XPUVdLKOb2fPgqkkrfyasvyzVfbv0u0YISFVG1sASqWNrJRs2gxyrQheXYKbtq/1WIkK8g8eqlH/vZlH2ZWZRER4Z8LDOziOhxs9eyu7RLZCq3CubH808yxJaed5Z+5GJ2MLwGi2XtLGFkDr6Dj+M+xWROu9GMs2YbPeiCi2xmYdjkm/GJPhQ49jF/82rRF3KiEhISEhISFxaXJVG1x56Yc4tX2RW69WSnIsJpPdAXhh0KVQk7JcgojZWILKN6jG+1P5BBLdYUCNx0m4YtHVTM2vZ3R7WobE4uMT7nRccJOvVY5McP1zKjSW8uqsNZzLb5i6XA3N6Zws1Ep/zIbPcecQt5hewmZ1X9m+NDcDfXa62zaLxcLKdYv5+sf3+GPlPIxGA6LNiiHvLIbcDESrZ2VECQkJCQkJCYnLias6pPDs4fUe24JDilGpLEANDawL8PcvI3nLrwQ3bc/549uqOUrAJziKFv3uQOUTWPvFJRxowsIwFRRWu79cJmN06wHMPLQWm82CTGb/U8lVxxBsPu92zOHsZPSW6uX3XS7k60pYuE3AaisDwQRilEsfq+V2ZPJ3XY73btEO3ZkjaCOc66CcSjvOg8+O4ExmquPY20FhvHv3o7SNsM8vU2kIbHsNfnEduBCrQYcgVyBTOnsTRasVQS4VD5eQkJCQkJC4tLiqDa7SXM/hYdUNG6wOhuJcDCX5qPxCMJXmVz0AkbKCcxz55zs6DH8cv7DYetvL1Upo924Un0yu0ZhmgU3Q6bI4dmwR7dvfBUCmpiXR+mR8rc5FjY0WE3MOXoSSAo3Aol3voPV/CgCrpR9m46fYrH0d7aKodhnTOa4FfVq1w2YsczouiiKPv3ybk7EFkFeYy5Sfv+C3595EpVBiMxkoOLgOBAFzSR6G7HREqwXRasFm0gMC6tAY5Bo/DNlp2CxGEEVkKi3+zbvg36IHguyqduBLSEhISEhIXCJc1XckCpWm8RYTbZhK8/EJjkblG4TaNwj/iOYotf4IMvdP5a1mA6d2uJPjlqgpco2rUVAV4T5BjGs/jF1b3+Bw0i9YrEasMiX7godxxBpAoaGUMrOB7RkHmbL2SzKKz9MmtBktg5o2wDuwo2rMa/ZfivTnHP+WK7aj9hmKIDtS6djfTv0HtO3Mh/c+bg+xvMA9vGvfJpJTj7pdJ19XwuZjB52OFRxcT+mpA1hKC7DqS/41tgBEjHkZlJ09hs1scMT92kx6io7vID9xTW3froSEhISEhIREvXJVe7iCY9uTk7y7UdcsK8iseCHICIxujcWgo/DsMbf9S3NPYyjJQ+Mf2kg7vDKxGmoe6uev9uW+ziMZ1qIvU9ZO5eCe6Sh9o9HpzlNYlOp2zPE89zlL9UGTyFh+/mI1k995mL2JrsWZGwtB0KFUfYLJMAu54g/kih1O7cM690Krshu4xryzFJ/cTUAre+Hkc+dSua//DQxq1xWFXM6ulKOsStzNgHad6dqsFeEBQc6L1VKls+zscQJa9kTp71lJUUJCQkJCQkKiMbiq63BZLSZ2zn3tkpde73LzC/iGRF/sbVy2WA0Gzv6zluITJ2s9R5GhlG8OLGZb2v563FnN6NSuJ3kF2WRmnW6U9UTRc/6izRaPxTQepfpdBMFcqUWgfdOv6NNSzc099IT42ewPFtr0xSe6FWe2LERhKrtgLhuyBgj/C2jdm8DWfep9XgkJCQkJCQmJmnDVhhSKNhs2i4kW14672FvxilIbgE9Q5MXexmVN+pI/nYytMqMMk6VmSih+Ki3b0w7U885qRlFxfq2NLaFWzmytxxaZLA2V5v8uMLZAJsSTkR/C77t8eepHf7KLZCDaKDq2jXMb5rgYW/a5GuZryFTb2ncSEhISEhISEvXIVRdSKNpsZBxaS9bRrZgNJchVWoKbtqckJw2L0fVm8GIT22WYxxwviaopPXOGssxMp2MmiwIftalG88hlcmSCgPUiOYRlMhlnz9UsXFEh+GIR7XL4MuRYsVRrXMe2PTCa9Bw5dh1K1cwaralVP+r4d4lBzdytNp4f+a8kvq1xPcmG3Ax0Z0/gG9O6UdeVkJCQkJCQkKjMVefhOrVzCWf2r8RssN8EWk16CjKO4B/RnM6jn6fDjU8QFt8NqIMWfD2gCQij5bV3EtX2mou6j8udssxzTq9zi9UE+tTM2AI4lJ2MtQahp7J6NJIVCiXPPfp/WG01q01VbmyFKbsgE5Qe+1X2foWHRtG1Yx8iw5thNryPzdrFpb/Vch02W7zLLCrFGETRhM2W6zi69UTNxUrqDdFG/v5VnN+yELGRjT0JCQkJCQkJiXKuKoPLqCvg/IkdbtsKziSBKBIY1YLWg+676IZO64EPENGq90Xdw5WAQuOs6qczqLzWVXOX0iiKItm6fIRqGuFyuZzxdz6NUJcCbpV4+N4XOJtVezGOUGV7otX9Pbb7y2Mc/87Jy+KXRV+zZeffCLJMDLptGPXfYjHfjMU8BmPZXIxl6zAb/s8xRiEfiELWDZPlD8qMb1BqeJoy40fYxGKs1ov74ALAVJhF8YmdF3sbEhISEhISElcpV5XBVZx1yqtARkHmcQDOn9xF1rGLpwIHUHw+pdp9TfoSSrLTMZXVX+2wK4WA1q0QFBXeJq3ags1LVKCo8sWM8zUiCALXN+/NB2P/S9Mm8V7Xk8vk3DriPl5+6n1+/OxvtFrfumwfgFPpx/h9+exajzfZimnnex8aWZhLm588FrXMvZKfUvUx4IPV/Cgm/R+Y9L9jtdwDCCjUXzr62WzJWGz7gHIPnIjFupcy4wd0b15zb2JDUHxqP2INPYQSEhISEhISEvXBVWVwyRQqr+356fYaQOeObGqM7XglbfcyUrb/7vUm0Wo2cHLTPPYufItDKz5nz8K3Obb+J8wGXSPu9NJGodUSc8Mw+FeYISJQT06Rj8f+oR3boPTwZ9FOFc6sD5aiVHoOk7ParPy+fDaPv3QbEeHR6PV1/yxWb1iKxWKuuqMHMoybUMkCGRz8Ja20Y/GTxxIgj6etz330CXidXHOi23EK1U8o1VOAkoqDQhYq7T3I5RXlFGziWbfjbbYUujbbx+nc8+xMPkJmQa5Ln6KyUo5kpGFt6JA/m5WcPX817BoSElcRgwYNQhAEj/8plUr8/f1p3bo1d955J7/99pvbCILG4qeffnLsbccO50iX+Ph4BEHgxhtvdDt206ZNDBs2jLCwMLRaLc2bN+f7779vjG3XK0ePutZATEtLc5yX999//yLsqvZMmDDB6zWoUCjw8/MjISGBW265he+//x6zufa/pVc75edbo/FcD9TdNSZh56oSzQiKaYtcqcFqNrht1+WdpSQnnbKLrm5mQ6Ywcv74NsoKz9N+6EPI3dzkn9g4l4KMigK0iDby0w9hLium06hnGnG/lzZB7dqijYyk4NBhTMXFKPAn/+BRAjR6Rx9RBHWLDshknkPgRKuVjSsXYjZXXdNr47a/aRHftl72X1fMYgn7ij+hZ8ArdPJ/jE48BoDFpmdb0X8R8WzsKNXvo1B9hc1yHQhGZPJNCEL1xDcA/j7wBxGBI+iZ0BarzUZiejIJkdH4a+xGr7/Wl/ZN/er2BquJMTsdQ24GmrCGK0wtISFhx2KxUFpaysmTJzl58iQLFizg888/Z/ny5QQHB1/s7VWbnTt3MmzYMEymCm99WloagYGBF3FXNaO4uJgpU6awcuVKUlKqHz1zuWO1WtHpdKSmppKamsqff/7JJ598wsqVK2nWrNnF3t4VRVZWFs8++yzZ2dmsX7/+Ym/nkuSqMbj0RdlkndiBQu3j0eACOLTiS+BilyaTYTOrAZGS8ynsXfQ2XW6ehNq34kdKV3DO2diqRElOOkVZKQRGtWik/V7aiKKIWVeKT0w0oT27o/T1xTaqP0fXJlGWegq1v5ZWw3ujDQkke4f3XJ/9x6pfKHvD1hV13Xq9kWFcT0H+ceI1I/GRR1BiOU2a4W8MtrwqxwpCCXLl37Va98YuvenTsh0AcpmMTnEJ/HNwD2sO7aFYX0bH2OaM6T2AmJDwWs1fU/TnUyWDS0Kintm/37U+oSiKGAwGUlNT+fTTT9m7dy/btm1j3Lhx/PPPPxdhl7Xj448/dhhbb7/9NkOGDKGsrIzu3btf5J1Vn0mTJjFr1qwr2sj466+/iI52rlcqiiJGo5HMzEy+/vpr1q5dy7FjxxgxYgSJiYkolZ7FpCRqxn333cfatWsZOHDgxd7KJctVYXDlnNpH8ub5iNVRmbukiiDbvS0WYxkHl39OjzteQya3f2SluWe8jizNPS0ZXNhl4c+uXI252B4WJ8hkBHfqSJMhg+gwrCPQ0al/UNu2ZG/bYXd5XYAqKIh8qvZulXMuO8PNURkaTTBabQhFRWnYbI0X3qCzZpKka7wwGLVCydBOPR2vRVHk3SW/8M+hPY5jxzJPs2L/Dj594CnaxTT8zcBVXOdd4ipEV1bKyVNJlOpK8PP1p1VCB3x96t+j3LVrV49t/fr14/bbb2fgwIHs3LmTNWvWsGrVKoYPH17v+6gtaWlpHtuOHTsGwLXXXstrr73WSDuqXywWz1EJ8fHxV8T3Yvv27YmPj/fYftttt3H77bezZMkSjh49yg8//MBjjz3WeBu8Avjpp5/46aef3LZ5u8Yk7FzxOVwWo56UbQurZ2xdwpj1xeScqniKqNR4/9FUqusu1nC5Yyou5vSSPx3GFtjrsOUnHiT9j2Xos3NcxqiCAoka4KroJ1OpiLnxBm4fcif3dx7JC/3u484ONxCi9RxWcmH+VudOE3j80aM8/uhRxt+/lYcnHqBd20u78HZlfLTVv1FTyBX8d8wD+KgrYr13pRx1MrbKKTMZmb5iYb3ssSosukJMRa6fu4TElcSJlCT+9/4T9B3RhDEP9uWBp4Yx5sG+9B3RhP+9/wQnUpIadT9qtdopP+i3335r1PXrgk5n/x73djMvcekjCAIff/wxsn/zuS+na1DiyuCK93DlpSdis1waSmmeEalO3a9T2xei8QsisEkrgmLaoNT6Y9aXuPSTK9WExndugH1eXuQnHsLmIUG29FQqpadS8Y2LI270SOSVkkDDenbHp2k0BYeSsJTq0ESEEdK5E2WZ52ibaaZt+2GOvmPaDuGdzd9zMDvZ615aJIxgyOAPnY6pVP6Eh3ckOWUFZnNpHd5pwxMZHk1Mk+bsO+hZvbNl83Z0iGtJhErOjZ16EOoX4NS+Psk17KicY5mnOVeQR5Pg0HrbszuMOemczzlNcOfB+MV1aNC1JCQuBrPmTePd6S+49VroykqZ+/s3zFs8g1ef+4SH7nm+0fY1cOBAVCoVJpOJw4cPN9q6dcX2r6CPQnHF3y5d8SQkJJCQkEBycvJldQ1KXBlc+R4uk77qThcRmdKEOqB6cu6izcqxdT9hMZYhk8lpPfB+FzENQaagVf97kCs9q8hcLRhzq85P0p0+TcbK1S7HfaKiiBl2Pc1uu5nIa69BplTa+12gpldm1tMkIAK1SoNcJsfPN8BlLoDu3f7j+Hdx8RnS0tawaPFtbNr8+iVvbAGcz8n0amyBwOwXP2TSoGHcd80QwvwDHXXIRKuIqdiGvsz7gw9joz0YESk4vBHrJf7dICFRU2bNm8Y70yZVGSImiiLvTJvErHnTGmlndg9DWJi9NEVRUZFLmyAILFq0iC1bttCrVy80Gg2RkZHcdNNNGI3Oodzr16/nzjvvJDY2FrVaTWhoKP3792f69OkYDJ5ztD1xoUphZeW+9HR7DcTZs2c7jr355psucyxbtowxY8YQHR2NWq0mIiKC4cOH8/PPPzuMtgspV3276aabKCoq4oEHHiAgIICAgAC6d+/OunXrnPqvW7eOhx56iDZt2hAYGIhKpSIyMpLBgwfz2Wefodc7f6e9+eabCILA7Nn2siLp6emO91AeGuZNpbBcifKpp55yvMcRI0YQERGBRqOhdevWvPDCC2RnZ3s9v/v27ePee+8lJiYGlUpFbGwsDz/8MKmpqWRlZTnW37Bhg9d56oOIiAjA9RosvwY+/vhjjh49yqBBg9BqtYSFhTFkyBCyspzF1Pbu3cvEiRNJSEhAo9EQFBREr169eOutt1zmvhCbzcYPP/xA//79CQgIwNfXl65du/Lpp59iNpt5//33EQTBq1d18+bN3HvvvcTFxaHRaAgNDWXAgAF88cUXLn8v5ZRfDx072lMpDh06xPjx44mNjUWj0RATE8N9993HgQMH3I53p1JYfmzjxo0AbNy40evnWZvztmHDBsecubm5zJw50zE+Pj6eyZMnezxPlxJX/CMbv/BLO0nUZlZiU8kR5BZEa9Ufh9VsIGn1t7QZNJ7AqBZ0GzOF7OTdGIqyUfuHEtGyF2rfoIbf+GWA0r96YZUlKacwFRWhukB1ShRFStPSKTubibGgAPGCGOW8skJe+uczcvWFjmOlumK3a4SHd8RgLGLNmudIOfX3ZR/ieiHNI5pgyU51OW4qtKHPFkGEjoGt2YB7L1dkYDCxoZENvc0KbFb051Lwa9ax6r4SEpcBJ1KSeHf6CzUa8+70F+jf5wZat2h4b6/FYiE/Px+A0FD3nuz9+/fz6aefOoym7OxsdDodarX9waLRaOShhx5i7ty5TuPy8/PZsmULW7Zs4YsvvmD58uW0a9euAd9NBWVlZdx7770sXbrU6XhOTg6rV69m9erVzJgxg6VLlzpu9i/EYrEwatQotm6teKh14MABEhISAPv7vu+++1i0aJHL2OzsbLKzs9mwYQOzZs1iw4YNhIS4r61YF5599lk+//xzp2MnT57k008/5eeff2bz5s20beuqzPvzzz8zceJErNaKEjcZGRnMmjWL3377je+++67e9+qNcuPQ0zV45swZBgwYQG6uvYyJwWAgPT2dyEj775Moirzyyit8/PHHTg82jEYje/bsYc+ePXzxxRcsXryY6667zmV+o9HI7bffzl9/OZcpSUxM5IUXXmDRokUMHjzY4/6tVitPP/0033zzjcu8mzdvZvPmzXz11VcsX76cli1bepzn119/ZcKECU7GWWZmJnPnzuXXX39l7ty53HnnnR7H15S6nrdyZsyYwf/+9z/H6/T0dLRabb3tsyG54j1cuaf2XewtVIGAWeePaK3uRyFSVpDOweWfUJKTjM1aTEzHQbS87i5iuwxD7RuEaLNis9mNg9LcM2Sn7KHoXPIVkRhbE4Lat692X2NBgdNri97AqXm/kr54KTk7d1F84qTLmMXH1jsZW94o1WXx99+Pkpzy1xVnbAEMatfF5ZilTER/XnSIfg5s1p1mgU3cjn9w0Ejkssb9Orr0Q40lJKrPnIVf1fg7XhRFfln0dQPtyJmNGzc6DKnevXu77fP++++jUCj47LPP2Lp1K5999hnPP18R9vjggw86jK2OHTvyww8/sGPHDpYvX859992HIAicOnWKQYMGce7cuVrvNTo6mv3797N//36aNLF/Z40ePdpx7PHHH3f0HTduHEuXLkUQBIfhtWvXLv7880/HnrZv386oUaOcpOUr888//7B161buvvtuNmzYwJIlS3j11VcdHo4XX3zRYWyNHj2a3377jW3btrFy5Uo+/PBDoqKiALvH4t1333XM+/jjj7N//35Gjx4NQJMmTRzv4eabb672+Vi0aBGff/45rVu35rvvvmPHjh0sXbrUoUiXm5vLf/7zH5dxq1evZsKECVitVsLCwvj000/Ztm0by5Yt49Zbb6W0tJTx48dXex91JTk5meRke/i/p2vwyy+/pLCwkKlTp7Jlyxa+//57XnvtNUfExmuvvcZHH32EKIo0a9aML7/8km3btrF69WqefPJJFAoFOTk53HDDDW7DFh966CGHsTVgwAAWLVrE9u3bmTlzJvHx8Wzfvp2PP/7Y43t45plnHMbWyJEjWbBgAbt27WLlypU88cQTKJVKjh8/ztChQx0POC7k7NmzTJgwAa1Wy1tvvcXmzZtZu3YtDz/8MGA36h5//PEqPXUAU6dOZf/+/fTo0QOAHj16OK6xnj0rRLPqet7KeeONN2jZsiW//fYbGzZs4OWXX27Ua6guXNEerrLC85w/vv1ib6OaVH2zqfQpQ+WrQya3IYq5pOx4G7nSgkobQWTrcWgDmpF1YgHF2fuwWURMuiaYyyq8MtrACNoMHo9PUFRDvpFLBlM1vizKUQU4hwKeW7cefdZ5r2N2na1+DPju3Z+RfvrKrE3RLqYZd1871OW4qdD55k+tUPHOkCf4OfEvNqbvw2g10SIymvv638CQDo0vsawOia66k4TEZYCurJSlf8+p1dglK37mlac/aBD1wnIKCwuZNGmS47WnGySbzcaMGTO49957AbjmmmscbStXrmT+/PkADB8+nD/++MPh+QIYNWoU119/PQ8++CDZ2dk8++yzLFiwoFb7ValUDuVFlUoFQEhIiIsa45w5c/jrr78QBIH58+e7eARGjx7NsGHDGD9+vOMJ/gsvuHohbTYbw4YNY+7cuY4b+1tvvRWwe2RmzJgBwN133828efOcxg4fPpwHHniAtm3bUlhYyNKlSx037FFRUURFRTk8XpXfV004f/48PXv2ZMOGDfj6VkSOjBo1imuuuYbdu3ezYcMGMjIyaNrUXnbDYrHw3HPPIYoikZGRbN++nebNmzvG3nTTTfz3v//lnXfeqfF+aoPRaOTJJ590vPZ2DU6dOtWhSHnttdc62o4cOcIHH3wAQLdu3Vi3bh1BQUGO9mHDhnHLLbcwcuRI9Ho9EydOZNeuXY72bdu2OR4Y3HXXXcydO9ch4tG3b1/uuOMOBgwY4NHg2Lx5M19/bX9A8sEHH/Dyyy87tQ8fPpw77riDYcOGkZ6ezhtvvMEXX3zhMk9hYSGBgYHs3LmT1q1bO44PGTIEf39/pk2bRmFhIcuXL3f8LXoiLi6OuLg4/Pzs3x9+fn4u11hdz1tlFAoFq1evdlxLl5MM/RXt4fJUp+pyROWrQxNQgkxu944IAsiVdmPKpM/mTOJXJG9/neLzu0G0YigKdDK2wF6L7Mg/32OzXtnynTarlYLDSZzbsKla/X3jYlFXCsGw6PUUHT9Rr3s6eqx2P/yXIhG+wfSP60b3qLbIBBnPjRyL2k09E6vJ9Wl7gNqPp3rfya+3v8ffr3zID49PvijGliY8DnXw1fHgQeLK5+SpJHRltcsF1ZWVkpxat9/KAwcOuPy3d+9eVq9ezdtvv02nTp04ePAgYL/R7datm9t5AgICuOuuu9y2TZ8+HQAfHx/mzJnjZGyVM2HCBMaOHQvA77//zpkz3sun1JXPPvsMsBtHnsKvHnjgAa6//noAlzCwyjz66KMOY6syhw8fJiEhAZVK5VGWPjIykkGDBgF270VD8N577zkZW2C/+b3//vsdr5OSKtQv169fz9GjRwG7cVDZ2Cpn6tSpdOrUqV72d+TIEZdrcN++faxbt45PPvmErl27snq1PV978ODBDoPWHY8++qjb459//rkjH+/nn392MhrKGTZsmMMru3v3brZt2+Zo++qrrwAIDAxkxowZDmOrnODgYH744QeP+yq/3rp37+5ibJUzePBgJkyYAMAPP/zgMZ/rqaeecjK2ynnwwQcd/64vYZG6nrcL+7m7li4HrmgP15WDiMpXV2Ufm8WeMGs1K7CaVG57mXQF5J8+RFhz9z94lzs2i4X0xUvRnXFXA8sVTXgYTUc414PxVIfrQvrEdOTPE9Uz6uqzmLYgCBclPFQhk/NUrzsZFN8DmWD/oSg0lBAT6F4aX6YEm4eyZQqlDK364n39KAPd51JISFyOlOpc1Wobc7wnA+pCxowZ43hC72keuVzuctxsNrN582bA7hkJD/dcKP2RRx5h4cKF2Gw21q9fzwMPPFCtvdWU3Nxc9u7dC9g9A94YPnw4a9euJSUlxckLVJnK4VeVGTJkCMePH8dms7ncoFemPKzQ0w12XVAqlQwYMMBtW+Wb39LSCqP/77//BuwlAcaNc1/+RCaTMWHCBLdev5oyatSoavW77rrrWLBggVvjFqBZs2Yer6+1a9cC9nDEcuEJdzzyyCN89NFHAKxZs4ZrrrkGm83GqlWrALj55psJ9PC72atXLzp16sShQ4ecjttsNkfBcG85XmC/3mbNmkVZWRm7d+92mxNV/hDgQjx9nnWhLuftQjz9nVwOXNEGV0hsR9L3LL/Y26gzMqUZQVb9G2ybxfUHqzL6Iu+KQpcz+QcOVs/YEgSajbkVv2ZxTl+8NouFwqPHqrXWbe2GsOn0fgoNdbtZqSl+vgF0aNOdHXsbN0RxQpfRDGney+lYkMYf3Vkb/s1lyJTOP2DqYBmWUvf5aqpgweMPXmNQkrwH39h2KCWBGYkrAD9f/4s63h0KhYKAgACaNm1Knz59uPfee6sM/4mOdh/mm56eTllZGWC/IfVG5dycI0caLsolMTHR8e+nn36ap59+ulrjUlNT3Rpcnt57OeXGliiKZGZmkpyczPHjx0lMTGTbtm2O/TTEw7jIyEhHaOWFVPZ6VS5+W+7RbNu2rVdRg6o+z7ogk8kICAggKiqKXr16MXbsWG666Savvz2ePgez2ezI/6pqz61atSIoKIjCwkLHNZiZmUlenl05uXt371EdvXr1cjG4UlNTKS62i3J98sknfPLJJ17nqDzOncEVFxfntr+nz7O21PW8XUhVfyeXMle0waUNDCe8RQ9yUvZe7K3UDbFmkZ/lYYeeUPsGU3huO/ln1mHW56H2iyEs/kb8Qi//ukSFx6pnLCGK6DOz8I93VrE0FxVjq+YTwlBtIK/1f4iX/plew13WjZLSokY3tjQKFcMS+rpvFMFUJKIJc/4RU/gIaMIFDLmik4NPGSCgDrl4xlY5eftWEtXfffiShMTlRKuEDvj6+NUqrNDXx4+WzasvMOSO+rrJ9/d3b/iV36gCHpX+ygkMDESpVGI2mym4QAypPqm8p5pQWFjockylUnk0aMpZvXo1n3/+ORs3bnTreZDJZA0W+XBhKGFlKhsvldc/f96eA+1JDbCcqj7P6pKamlovxak9XYOVBSiqs+fw8HAKCwsd12D5+YDanZP6vN7A82fq6fOsLXU9bxfi6fO5HLiiDS6AyNZ9G93g8o9ojr44F0sdPB+CTI5os8uo2iwKrGaFI2frQkQbCJVsMrnKjExhxma5MK9GRK5Uknv6F6zmij8Ckz6bkpwDxHSYSEisd1f1pY7VYOTguRjOFgUSE1hE5yae49lz9+4hvF9vpy8YuVZrT5Dz8EUj99FiLauoddImtBntw5pzJNdVEv1iI4oyBKF+FBHDfYLRKl1zJsqxGt2fL3WIDGWAiKVURBTtRphcXbWxFdZrNDKVhpKUfZgKz4NChbW0gPoMzTQX5WDRFaHwdR/aISFxueDr48etI+5n7u+ec4Q8cdvIBxpUMKMmePI81PTGrzxfpCG96JVlzr/55hv69vXwQOoC3OWfVLXPSZMmMW1aRc00mUxGq1ataN++PT169GDw4MH88ssvXnPEGptyRUZPNcguVerrGiy/Psrnq6xQWZtzUvl6+9///seYMWOqNS4mJqbGa9UndT1vF3IxI2PqyhVvcF2MXJfQ5l1o0vZarCYjxzf+TFFmzQQYwpp3I6rtNRz++yvHMUNxAD7BBS6hhSadD3KVEbnM6nRcE1SI1ajGYlRjNakqKRyKWM3uVhU5d3w+QdHXIJN7vrG+lElLs/DO8ms5lR1Ecl44IJAQksP/3bCMJgGu9bFsJjOpCxYRP+ZWZP+KPggKOdqICPTn3SsUVja2ynmi11heW/c1RcZLq4CxKAYjCLV7KnYh+fpizFYLSrn7r4z9Gcl0CI0nWON67cgUAqqg6n9JBnUchDYyHgB1z5EAGHJOk7Pzj5pvvArMJXmSwSVxRXD/2CeZt3hGjX7zBEHgvjueaMBd1Q+V60rl5OR47Zufn++4aWuIelTlBAcHO/4dGBhYK/W/6rBkyRKHsdW3b1/efPNN+vfvj4+Pj1O/mTNnNsj6taXci1Nez8oTtfXcNDaVP++qrkGoeN/l12Blr1Ztzknl9bVabYNdb/VNXc/blcQVrVII4BPUiMVU/8VQnIcgyFCotTTvfSsKlWv8sto3mKi217oc1wZFEt/7FgIiE/ANjXUct5mV6HJDMZb6YDGqMOs1lOUHYSzxQy0PIEDoRpDQGx95S0BArrCh8tXjE1KIb1gOmoBSZHLvP8Q2SxmlefWjStPY5O7dT9b873m5/wpm3D6PH8f9TLfo05zKD+e/q27xqIFRlnGW85vtxSYLko5w/NvvPRpblZGpK8I/moXFcmuX4V56Xxxksvr7IdOZ9Ww9c8B9oyBw23P/R+c7XiTmxseIuO5OrHLv4TEKD7lTge2uxT/eVbWq3Ntb38g11SuOLSFxqdO6RQdefa56eR3lvPrcJ41S9LiuJCQkOPKAdu/e7bVvZTnpVq1aNdie2leq81jVnlatWsW0adNYunRpjYUIygsDBwcHs3r1aoYPH+5ibAENrshYUzp37gzAiRMn0OtdH1SWc+DAgUbaUd1Qq9WOQsJVfd7Hjh1z5FuVX4MtWrRwhPFVzv9zh7tzkpCQgEajqdb6O3fu5MMPP2TRokXVMnIakrqetyuJK97DpdT44RPchLKC6hVB1AaEExzbgcykDbVeU+NXYdH7BEXSadSzZBxaS0HGUQRBRmizTjTtfD0qn0AiWvUm59Q+rCYDgVEtCI3vguxfL4KxxPkpiGiTYyotj1+1WxCRwc0JUbSp1An8hNZklm7FqFcg2mTIlGZUvjoUKreurQvWuLzc/2A3lLI2bMSv0j1+bFABb9/4B/9ZfA/pBaHsOxtLj6buf5DyEg+CXEbenuoXyVaYzficPIYiNo7Q8Y/yWtDj9N70B2s2/ck/G5ZSqnP1qDUUcpkCq61+pf5jouI4m3Xa6di3e38nwjeE9uEJjmOCXE709UPQ/Pv0TqZQoQ6K4PXlixCKs4kJCeNMXg5lRgPXtumETBBo2q4vt4+6D8P5VErTD/0b1heEX/POaCPiAdBnp6E7cxSbyYAqKAKfmLYIcgViPZY0kPsEofANrrqjhMRlwkP32GWV353+gldPlyAIvPrcJ47+lzoKhYKBAweycuVKli1bRm5uLmFhYW77zpo1C7C/x6rU3OpCXFwcrVq14uTJk8yfP5+33nrLbV6MzWbjqaeeIjk5GY1GU+Mb4JSUFMB+w+4pfyUjI4OtW7c6XlssFhSKitu7ixGGNXLkSL799ltMJhOLFy/2WM/pwrpilzJDhw4lOTmZXbt2kZSURIcO7h9WlF+DUKFgKZfLueGGG1iyZAnLly+ntLTUUbuqMidOnGDPnj0ux1UqFf379+eff/5hxYoVZGZmehSQmDJlCuvX2/O8T5486VXVs77wdo3V5bxdSVzxHi6AhL5jgOp94fiFxbn1PNWEgKgWTq+1geG0uu4uet/1f/S68w0S+o5B5WMPY/ILbUrzXjfT8tpxhLfo4TC2DKWFWEyenwrJFFZCIhSEaNu4tKmEMIJkPbBZ7AaX1ahGnx+M2eA9VFCQq/ELrVvy9MUgd5frlxOAWmHlto4HADhX7CVszGazG1tlOoQd2xHWr4XUU17XNOXmUvrttxT+9zVS27TBvGcPI4bczidvzmblb4cZct1NBPgH1fId1Yz6NrZeffZjOnfo7XJcZzYwee0XTE9cRFivHmibRCECZ1f/w6n5CyhJSwdAbyhj6+61bD52kF+3rWPr8UPsTzvJl6sW8/nK31mw/g8EQUAblUB4n1toMuQBwvvc7DC2CpI2k7trGfpzyRjzMihJ2Uf2tkX4RLte63XBWlZI5pofKDy67aKEHktINAQP3fM8f88/xH13POGSm+Xr48d9dzzB3/MPXTbGVjlPPfUUAGVlZYwfP94pJ6ac2bNns2jRIsBedLg+RBSqs6esrCweffRRpzybcl599VWHStv999/v9ibbG+WGZVJSEhkZrgq8+fn53H333U5y8Beem/KaZTpdVeVl6o+RI0c6zv/kyZPd1gf78ssvnQzFS50nnnjCUZZl/PjxFBUVufRZs2aNo2Zc165dneT0ywsvFxQU8Mwzz7j87uj1eh5++GGPv0fl15vRaOS+++5z6zmcMWOGw9gaNmyYw7vU0Hi7xup63q4UrngPF0BAZAI+wVHV8nIV56RhKius9VrBse3xC3WVfK0uVrORlG0LyU3z7nKWK834yz0bRwHaJmQVHUWk3GMlYCzxQ6E24ulBRETCaOTKyyvEymoyYaykgnMhrcPsEvj9E5K9ziPs24ts4W+cUJlZFg5nUyCieVtGdLqejhGuX1hCZqbj37b8fM6OGUOL9HSSUg7x6As3k5XdMMUnGxIBgfvGPsFD905i1L1dPfbbkbyXopPJmAsrvjTLMjNJX7yUuFtGo4pp4rVWmEzw/JzHWJBFaeoBl+OixYSpKJvgToMpObUfi66wum/LK6LVTEnKXgSZjMA21Ut6l5C41GndogNTX/mKV57+gOTUI5TqSvDz9adl8/aXjEBGTRk1ahR333038+fPZ8WKFfTq1Yvnn3+edu3akZ+fz/z58/nll18Au5Hy7bffNviennjiCX777Te2bdvGvHnzOHnyJE8//TStW7cmMzOT2bNn88cf9tzTyMhI3n777RqvMWbMGLZt24Zer2fQoEFMnjyZDh06UFJSwvbt25k5cyaZlX6PAIqLi53CDiMj7akVubm5fPrpp/Tv35/o6OgGFVRQKBR8+eWXjB49moyMDHr27MmUKVPo3bs3RUVFzJs3jzlz5jiNudQFETp16sTkyZN577332Lt3L127duWll16ie/fu6HQ6/vjjD2bMmIHFYkGj0TBnzhyn93T99dczduxYFi5cyI8//sjp06d58skniYmJ4dixY3z00UdOxYYvPB8333wz48aNY8GCBaxfv56uXbvywgsv0LlzZ3Jzc/n999/5+eefAXuB8PJCyY1B+TWWmJjInDlzaNOmDS1atCA0NLTO5+1K4aowuADC4rtyuhoGl7Ekj9OJa5xUAquDTKEmomVPmvUcXZdtcnLLfPLTD3nvJIgofXXI8FzbQiaTI5MpsNoqnnSJVgU2i6vaoUIdTFTrcQTH9K/xfm0GA1adDplGg9yLdGxDYCoqIn3Jn177+KkNvD/idwI1Bs+d8vOQ/TqPdcE2psWD7d+/8+M5x9i87hgPdbuVW9pUqh9jsyHbtMFpCsu5cxT+sZRHfniO8znOP36XC+FhTThweCd3PTbQbWipVqHmljaDuKlNfydjy4Eokr11Gy0fuI/+fYezcdvfNVrfUlZM7p4VHtvNxTmoQ6Lxa9YRY2E22Vt+q9H83ihJTcS/ZQ9k8guVPSUkLl98ffzo4sZbfbny448/IggC8+bN4+DBgzz44IMufdq3b8/ixYsdhYAbEoVCwfLly7n99ttZv349u3fvdltoOTY2luXLl9dKAv2pp55i2bJlbNy4kZSUFB555BGXPgkJCUycOJH//ve/gD0XpvL7HzlyJG+99RaiKDqKDP/vf/9j6tSpNd5PTRg1ahTTp09n0qRJZGVl8eyzzzq1BwcH88gjj/Dhhx8CFV6SS5l33nkHk8nEJ598QlpamsNrVZmYmBgWLVrktsjvjz/+SHZ2Nhs3bmTt2rWOosDl3HDDDZjNZtavX+/2fMyePRuZTMavv/7KiRMneOyxx1z6BAcHs2jRItq1a1eHd1ozRo0axc8//4zZbHb8DcyaNYuJEycCdT9vVwJXRUghQGTba1D7e699UE5x5nHUHpL6BbkCn+Am+IU3I77XzfS68//ofvur9LrrTRL6jkGuqP0Nm744l/x076IVMoUZbXABcoUVM55FEcwWvZOx5YnAqH60GfBxjY0t0WpFd+gQRZs3U7p3L8Vbt1K8axdWL8mx9c3pP5ZjrELhKCawiJ6x3pOJhTNnMGDjm9gKY6sysxOXUVAu8V9Sgmz+XIRTriGHSZtWX7bGFkB2biaHju5h9/7NHE9xvg5VciVvDf4P93S6kQCVZ8PakJOLRafj5SffQ6lwL5yxa/8mVq1f4nRMtFnJ2bEUm9F7yIvNYr+m1UERBHUYQHVDhatCtJiwNGLenYSERM1Rq9XMnTuX1atXM3bsWGJiYlCpVDRp0oTBgwfzww8/sHfvXtq0qd/wY28EBwezdu1aFi5cyC233EJ0dDQqlQp/f3969erFO++8w6FDhxwiEjVFrVazevVqPvroI7p3746vry8KhYLw8HAGDBjA9OnTSUxM5Mknn3TcoC9cuNBpjj59+jB//nw6d+6MRqMhODiYkpLal62pCc888wzbt2/nrrvucnxeMTExPPbYYxw+fJhOnSpEkrzV+7pUEASBjz/+mJ07dzJ+/Hji4+NRq9WEh4fTr18/PvvsM5KSkjyWCfD19WXdunXMmDGDa665hqCgIIfq4JdffsmKFSscRa7dnQ+NRsP8+fNZs2YNd911F3FxcajVanx8fOjcuTNTpkzhyJEjjZ4DNW7cOL744gtat26NWq0mLCzMqZZWXc/blYAgXkXJC6ayIs4cWE1Oyl5s7rXRnZCrfLCayhyvNf5htB54H35hsV5G1Z7ctERObPjZY7tSq0MTWKFwJMePSGE0MsHVyMsqOkqBzln0QJBb8Q3LdQkp1Aa2JKH3q8gqKcsZSjMpOrcNq8WAX0g7/CO6IVQKBSs9eBBzVhYAomjDyDks6FBrmhDe/zYEWcPa8rqMs6T+trDqjtVAWL+ObduW8V4Lz32e0Ecw0hiAkJqK4CZOH+DAa//h1VWNXwdFpfLFZGrY2PwbW1zDE73GVqtvuycfR6ZW03VwMCU6N54wYPB1o5g1bbnjte7sCfL3r/I6r0ypIXrogwiVpOktZUWUph9Gl3EMm7HMy+iqiR46UVItlJCQkGhEPv/8c4fnKzs7u1EEHi51unfvzv79+xk5ciR//fXXxd6ORD1x1YQUAqh8AmlxzVgS+t1B8ub55JzyXhC5srEVGN2GdkMfdjx5aJD9ab1X0JYpnW/0rZSSK64lmH4oBbsohE00kV92ysXYAhG1f4nb/C19UTL5GRsIa3YDeedLOZc0A9F0wNGel74SbUBzmveajCjaKMlKRH/uGGqaYKGYPHEjVv41BPVQtGUf8X1eRqluuPpGJg/V02uMToewaSPGSs6Y5kHRxPhHkKXLIznf7h0z5WYjO5/tcRpNnz6EDbsRLoLB1dDGFoDBYmTL6QP0bdoJhUzusZ9vszjkGg0Gg96jsQWQk+sc3msu8nxuy/Fv2cPJ2AIQrRbUwU0QZAqKT+7yMLJ6CF4KO0tISEhIVJ9Vq1bx7bff0rp1a6ZMmUJgoPv7gY0bNwL2HKAr3dh68cUXyc3NZdCgQUyYMMFtn5ycHI4cOQLg5P2TuPy5qgyucgRBoGX/u7FaTVXnS/1LUeZxUrb+RkK/25F7CJWqTFnheQzFOaj9QvANsUt3Wi0mzIZSVBp/ZG5CD/0jmqMJCMdQ7Ek21tUZabTlkGldhkYZjAwFJvKwaSyorD5Y9FpnWXi1Z69eYeZO/prjR1zsr4RFuopQ6ItTObXrXYylmYhi+TwKBAREnOc1lKVzJvErEnq/6nG9uqLwII9bI0wmZPN/QVZSTGcVhKoDePG68XSoJHt+Ii+dD7bOpltxgcdpfIYOJfqXX4gNC6NZ0xakZ6TUfW+XGBvS97IhfS8RviG8OfAxmgY45yLk6gqJDI2kyUB7aKpGoyWhWRtOpR93O1+71l2dXsvUrnVlKuPXojsBLbo7XlsNOvL2r8KYV3/iJPqsU/jGtK63+SQkJCSuVgIDA1myxB46Hhsb6zZnZ/369Q5RkdGj65b/fjlQWlrK7NmzWbx4MTfeeKPbPMMpU6Y4FCevhnNyNXFVhRReiL4om/1LPqjRGE1AGB1vfMIh634hZkMpJzfNpTDzhOOYX3gztAHh5KUfwmYxIldqiGzTj7juI5Bd4C3Q5Z3lyD8zMRsqQgdlcgX+kQkUZR5Hrjah1OgRZCJWkwpTmRZNYDFKTYUkrMWoQqawIJNXv6ZWaUkkxw7G0vNa9xLrtaHVte+h8a/f8Etdxlmyt21Hd8ZVHrdaiCIcOoiQlYVs5w6EokJH09kXnyUyKt5lSE5JHlH/97bbbKGQyZOJeO89x+stO9fwwFPDare3y4S4wCi+HPGK4/WRnFP8kryORbO2oqr0FPO3P2Yx5e2HXcarlCqWzN5Nu1YVOQ1Wg47MdT+BG7EOpX8oUQPvcTqWtfm3annFKiPIFIjeJPTlKoI79scv9vIrjSAhISFxKWGz2ejYsSNHjx5FpVLx0EMPMXLkSCIiIsjOzuaff/7hu+++Q6/XExISQlJSUqMInVxMtm/fzrXXXosoisTHx/Pss8/SpUsXVCoVqamp/PDDDw5J93vuuYe5c+de5B1L1CdXtcEFsP3nV7zfhLkhtFln2gwe77bt8MqvKc6qnocjPKEHrQbc43LcajaQk7KPssIs1L5BhLfoic1qZt/v77qdRxOcj7KS90qXF4JCZULtX/2K9of3tiemWSbBYYXVHlMVcV2fJTCqFxnJxRjKrDRt6Y/Gp/ZOVd3ZTNIW/o7oIYeqWpxKQfH1ly6HxWbxWJ9+1s2Afzl0EPncXxAs9vMsCgKqm0aT8MdSJ/nStz59nh/nT6/9/qpAofBBqwnGbDFgMHgXDGlI3r/+adqHJ2Cymnl9wwyO5Jxi+S/7ad+mq1O/mXM+4qsf3qGk1B5eGNOkGVNf+ZrB1450mVN39jj5B9aAWGF0ydQ+hPe5FVVAheCNIe8sOdsXV2ufgkKJNqI5Pk3bIFNqyN5add5faI+R+DTxktB3BXL6RDGb/zhNZmopAcFq+twYTdf+kRd7WxISEpcxSUlJDB8+3G0NrnKaNm3K77//Tu/eV46apjc+/fRTXnrpJWxuHi6WM2bMGGbPnl3jmm0SlzZXZUhhOblpiTU2tgDyTx/GYtKjUDnLspfmZVTb2ALIObWP2K43oAkIczouV2qIanuNS3+VT5DbGmGGgmCEkAIUKjOiTcBmVmIyKxDkVpRavce6W5Vp2T4Fmaz6HrHqkJul4ds3tpOdYc+FU2vlDLgtjhvuaV6rGgvnt2yrm7F17CjyWd+5bRKrerLWqTPW199ASEoCqxWxdRtC77vH5X0kHt5Z+/1VA6vVwNg7/uTY8d/Ztt29Ad4YnCk+T6GhhEVH1pJcYM9zO5OZ6mJwPXr/S9x3xxOsXL+Y0xkpdOvYl+v6uPcA+sa0QR0Sje7MUaxGHaqAMHxi2iD7N4T3zNlUsnLOEo4Zz1lk4Ne8K8qAUBQ+gWhCK+rMWPTVU+UqSdl7VRlcB7dm88sHh7FZ7c/ezqfrOHkgn7SkQm59vPHU3iQkJK4sOnTowJEjR/jmm2/4888/OXLkCKWlpYSHh9O8eXPGjh3L+PHjCQ4OvthbbTQmTZrE9ddfz9dff82GDRs4c8b++xkdHU23bt2YMGECo0aNusi7lGgIrmqD68yB1bUaJ4o2rCaDi8FVncLKF8xE0flTLgaXJ0JiO5B13F1VdgFjUQCK8HKPh2g/VhyASeeLQmVErjKh1BrdjLWj8dJWG1S+LZj1Vi4mQ4URZ9Rb+WdeKmqNnEG3N6vRfCXp6ZRl1DKMEODcOeSzvkPw5NAt8Jyj5cDHF7HXv0/hRBHd6TMEtWvr1CUkuGGTfkXRxs5dn3BNvyns2j0Ni6XxZPgr89XuBS7Hmse55j8ZDHpemTqRFWsXOgohN4loyrS359G7m2spAoXWn8DWzk86s7LP8vLUB9my8x97H7mCYZ168PzIsaiVrvmUmtAYtFEJiKKI1aRHJlciyBUYcryXByjHVHi+Wv0uV5KO7+ebn95jx571+Gj9CDH1p5lwO0qZ89PULcsy0JWYGTm+JcERGgBsNhGZ7MorSCkhIdEwBAQE8Morr/DKK69U3fkqoUuXLo1SmFvi0uKqNbjMhlL0hVm1GqvyCXSbw+Upr8sbCqWm2n0FheePy2ZVYCz1QakxIFeZsJrsimuiVY5Z74PFqEahMVbp7RJFXPq4O+YNpTaOVYuHYTK4N+I2LT1N/1tjkcurp/ho0es588fyqjt6o0kTxAEDETZucNssnDwBubkQ5sb4LSlGWLcWmieAxYoYFwth4RQdP0HMcGdvze03TWDNJu/FmOtK0pF5WG1mBgx4iy1bpmIyNUz9qEC1H0XG6oWl9us5hNYtOrgcn/rJs/y1xtk4O5edwcPPj2Lt7ycJD/Uetma1Whn/1A2cTD3iOGaxWvj7wE7MVgv/G+Mc2ivX+KKJaEbp6SOUJO/BUlaEIJOjjW6FKqhJtd6LTOW5oPjlzvZdG5nw7HDMFvvfZn5hLhmkka7YzsDg6SgE5++j/RvOc2J/Pm17hJK0MxeDzkJcmwCuvzOeDn2ubEUxCQkJCQmJ+uKqKXx8ITK50qmuVE2I6TTYbZ2pwCYt0VSzuDKAQqUlqGk79MU5nNqxmMRl0zmyeiY5p/bhLrXOWoX8t6nUH13uvwaD4Bx6J9rkmHU+VJWxJwhQUlRRi8hqEaptbPmHdyO+5ysk7r+P0yc8e8yK802U5FddlLmcwiNHsZmrrptWFbaBgxH//dzE0DBsbdsh+tjfqyCKyGf/AJVENAAwm+HMGQSNBiwWxM6dIcx+o2lzE944fPBt3HP743Xea1UcO7aQdeteRCZTIJPVvti2N0J9glyOxQVGEX7B8U7tehIb05yBtyQw+LaWvDv9RXLyzlNYlM/iFe7rypXqSljw56wq97Bm059OxlZl1h3ex7lC5zw2/xY9KD2dRMHBtVjK7Hljos1KWcYxSlMPUJ1Cyb6x7arsczmSc7aMSS8+4zC2KlNkSea03r3HX1dkZu+6LAw6e/j16ePF/PTWQfZvqN0DKwkJCQkJiauNq9bDJVeqCY7rULUsvCBQbqUo1L7EdBpCk3auoVD2rjLaDJ5gVxmsKl9EEGhxzTjK8s+StHomtko3QYWZxynMOEbL/nc75wgJhVW8KxGVnw6ltgyZXMRmFTCX+WAxqVFqDCh9yqplPJUW++HrZ59Drqi+pkpI7BCsYiv2rt3mtZ9CKUPrV/1Lz5DtSSa/hgQEQGAgFBQgtm6N7faxkJWF4mO7UqVw7hzyd99G7NwFMTwcoaAQW69eCPoyxLh4xNatQV6RPSQIAqkLfye0ezcCWlRIyb89+RtuHXEfy1bNZ8mKOZTqGsYDBWAwuEr41xenClxDOHPLCvls+Evk+wrYWsUREhTG/97/D4eOVqhbfj/3E1atX8xbU2ZgMnk2vFNSj1a5h8rzXohNFDl5LoMmQRUPOeRqHwqSNrntb9EVoG3SCv25k17XNORmIIq2Wj+QuVT58f1tnNcf9NieadpGgs/N1ZpLFGHlnFN0HRhZq3xMCQkJCQmJq4mr1uACiO95M6W5ZzDpCj32Seh7O0FNWmExG/AJikIm937KfEOi6X77a5w7sonT+1Z47Ndm0HhCm3Ui8c9PnYytcnJO7SW8ZU+CoivyYkTxLDKFGZvFvUdDG1SIQlPhOZLJRdT+OtTUrDBuk9ia57CofCLxD+/CoW252GzejbQu/SNQay/CpWexgP7fnKdz58BoRBYfj+y1/2HZtRNh506E4iKE/fsAEENDUeyuEMEQAwOx3ns/JNgFFUSrFd3pM+hOnyFq4ADCelbUierZ5Vp6drmWpx76H1PefpgN21Zgs9lQKlXEx7bi9NlTGI0XJ/+qLpSZDTyx4j2+eGsuN9wwjslvP0x2rmvu4pnMVNZsXIpcLsfqQegkpknVeXxhId5DDoN9K9Vjk8mRqbTYjGUe+wsyGaE9RlJ8cjdmD/XuzEXZ5Oz4g4h+t1W5v8uF7AwdGcneHwIJ1fD+VSYvS8/fP6fQtKU/STtzMRmstOwcTM/rm1ycv28JCQkJCYlLlCvrEW4N0fiH0OXmF4jtdiNKbYBTm1ylpcW1dxLVph+agDD8QptWaWw5xiqUNO18PWHNu7ptD47tQGizTuiLc9Dle5ZLzUtLdHotU6hR+5cgKMxcWARZrjQ5GVsNiUzhnOOi9o0mvseLCELVnquAEBU3P9yqRuv5NY+v6RbdIhw+hGAw2F8EBoJCgc1gwBQcgm34CKwvvYKtVSvE4GBssXEIec7hakJRkV3lsMT1xvX81m1Yy+euRHhoJN9PW8bmP9NZ/OMOdqzIZNVvhzm0oZi1v59g6itf0bZVl3p5f42F2WbhuakTOHx0L/9sWOqx35pNyxh0jav8O4BSoWTs6IlVrjV6+N2oVGq3bbGhEXSMbe54rQ5tStEx795VQaHEp0kLwnrd5LWfMS8DUw3rfNUXhryz5O79m6zNv5G3bxXG/Mw6z5maVIhKFkCosqPHPk1U/Wo877oF6fz87mH2rs3i0NYclnxzgmnP7KI4v35FeCQkJCQkJC5nrvrHkEq1D7FdhhHbZRhmgw5DSS4qn0DUvkF1nrvldXej8gnk/ImdWM0GZAo1Ea160ayH/WbPZvGel1S5XbRZKcvToi8IcdtXrm4cYyuqzX2EN78RXcFxjLosVNpwfEPaOcKKWnQMJihcQ2GOq/Ehkwk8M60nvoGuynLeCGjZAplajc1Yh5u4khJkS+21m0S5HBRyhIOJiJ27gM2GbMVyhF07EYxGRLkcwYNqoWA0IuzehTjkeqfjosVCSWqai2phOU0im9IksqnjtUKhoHlcK5rHteKTb/5b+/dVB8rz+WoTEWYw6rn5gZ5e+2RlZ1BcUkB4aBQ5eRX5Phq1lg9f/5G4pgleRtsJDQ7n4zdm88Ib92Ou9PcQ6BfI6+MeRhAE5Bo/BKUaY056lfP5/OsxFi1V/73oz6ehCoyosl99UpKaSGGlkEhzUTZlmScI7jQYv2auxpKhzEL60SIUKhnx7QM9CtHkZtq9qR39HmFLwctYcf5bClK0Jk57Q728h9xMPctmneTelzwbdxISEhISElcTV73BVRmlxhelxrfqjtVEJlcQ3+tm4rqNwGQoQanxR66oCAf0CYpE5ROI6d/k/gsJrBROmHlkEyXZXmTnG6l8dWHKBqyn81EFReKf0BXlBSIhpWUCfW5vz7qfEjEbKkLJBBnc/lRbgsJqrgAnUyhoeuMNnP5jWa33Lfw2H6HUrrgnWK0Ie/fC3r2IGzcg+vkhO1aRTyRUUetLyD7v/nTXsoa4Suneg9NQiKIKm7ULgiwDmaympQxqRpleR5lex/DBY+jYtjtBgaGMGjqOoED3Dw7ccdMNd9Ktcz9+X/YTWdkZtG7RkTGjHsDfNwDRasaQd5a8PX9VOY9vXEdHXS6Fb6D9ohQ9155r7Nwkq1FP4VF3ZR+g4NAGCg6tR6bU4NO0LYGte7N+8TnWLUzDqLdfr4GhasY80YYOfV3VA7Mz7GHFocoODAz+jBNlv5JjTkQhaGmqHkxrn3EuCoV14eCWbMY9Y0Wp9lYxTUJCQkJC4upAMrgaAZlCicbP9QZTkMmJ7TaclK2uNY18gqOdQhKzjm/3uobZoEHlp3PrraiprLs3rCYdZkMe5pI8dGePE9ZrFNrwZphM8OYHMP930OuD8VP15YZOmXRtXUpktIY+w6OJalb7qukBLVvgl9Cc0lOpNR9sNDoZVJURMs7UMHMFCHbzWcrl+MXXrLZYOSOHjmX2b1/UamzNERAEE3LF7gZfSasNQ6Xyo6wsh7Wb/+T1SdNpEhVbq7liouJ45pHXXY4LMjX6KoqNq8Ni8Y/vjDaqwqMmyOT/CuJ42X9U4xY/1melgM2TsW/fqM1soDT1ALvWZPPP6iCnHkV5Rn5+7xDPfNqLmBYVuW2rfjlF0o5cx+sgZUt6BzasV9VqETEZbZLBJSEhISEhgWRwXXQiW/VBrlCRcXAtZQXnkCnUhCd0J67HSKecMWOp98K8olWBSeeD2s9VMKA+H9QrxEq5bjYrp9YuY0tiAkfzOrNwUxOsov0Gq9SkYfHeBE6UwerXwY2Kfo1R+vrUapyw5PeaG1WeUCiw9e7jcjisV08UPrXb3xMPvsaGrStIz/BuONQPDe8KVan86NblMfYnfkdRUZrj+I13d+aXr9fQqV0Pj2N37t3Isn9+xWjQc03v6xk5dBxqDzlcAKLVgrmKv43gjgMQ5CpK0g8jU6pR+ARQdi7Zi3Fjx5B7BqV/9T1xdUWsYj+V2b3TvafYahHZsuwMdz7XHovZhqHMwvpFVYda1jcRTX3wDajw5hfnGykrMRMW7YNCeVWnDktISEhIXIUIoruCTxIXBavFjEwmd6nxZTUb2DX/9SpvyAS5Bd+wvHo1sJzmF1UEWDshXGCnz/m1BfkFagqMfvxztjsmm7OK4s8z4IbBdV//zIqVFB09Vr3OoghFRQjbtyLbtBGhHup4Cb6+NJk9G3OLluQnHsRcVIwqOJjQ7l0J7tC+TnMXFOYxZ+FXrNn8JzpdCamnT9R5vxeL0aNms2btJPSGPJe2mCbNmP72POb9PoO0MyeJi2nBvbf/h+6d+/Hau4/x2x/fO/Vv16oLv3y9luAg1/p2xsLz5O5e7lWVUKb1R+kbhDH3TM3fiExOzLCHkDVSyKe5JJ+sjXOr7GexCHz1nedaYSqNAMgwGawoVTLMJs9hkw3FPS92oPvgKPLO6fn962Oc3J+PKIJvgJKBt8UxZFx8o+9JQkJCQkLiYiEZXJcBWce2cWrH71X2U/uXoPL1fPNZa0RQiEFobfHIcb35nLewOTm59ifuxwqbsie3jVP7c4/D5Ofrvo3Uhb+jO+3hxtliQfbxBwj5+RASCkWF1TayRLyXww1+/nnU7dvjP3Ys8sDAGu+7NvS8IYL8ghyUMgV9YjoSrA3gVEEGSTmnGnztkKBwunfuR0raMVRKFRHhMWzesapaY8NC29Oz5zOsXFWz4s+CILgt9g1w5y0P895/vwPsOWGHj+3DR6MlOCPRq7EFoAyMwFwHtcGA1n0IbN271uNrSt7+1ZSdPe61jyjCzB9bYzBemgEKox9qycAxzTCUWfj4iR0U5riK3YwY34LrJaNLQkJCQuIq4dL8xZZwoqQa6msAcnXD2M4KMQg/Wxu3bSWlCnLzKpLtE/yzXAyu4OC678FmsaA760UeW6FAUCoRbDbIda6vJFYqXu3OsBL79IVdOxHc3PAH3H03kZ9+WuX+RFFENBiQaWsuCuKOwdeM5OTurbx0zXgCNRW5b8dy03h78/cUG2tWW60m5Bfm8MrTH9Ai3q64aLaYue6mOCelQU9ERHZBp6u634V4e+7zx9/zmDr5a96d/iIL/piF3mB/783CInlx9F10jvOQayXI6mRsAejOHmtUgyuky1AUvkGUph/CZiyjrEzOnv1hnDwVgNUqEB9bSq/uuXTvmsu2nVGNtq/q0mtoFNeOjmXbXxlsXHLarbEFsHHJaQbcGotSJeV4SUhISEhc+UjB9JcBCrX33KDyGmI2c8MYXBahCAulbtt27A5HFCvMGKXMQuU8IaUSbhtV9z3YTCaoQj3Q1rmr+wZBQGzVGtttt2N97D9Yxz+IrWMnxy6FlGTEhBaIvhUKlYK/PyEvv0yTn37yuqZoMpHz+uskR0VxwseH5Ph48qdP92pAVIfH7p7Eq/0fcjK2ANqGxfNcn3vqNHd1OHO2QpxEqVDy0Rs/oVFXbUzqy3LRal3D/+qCwVTGgNHxzP7tc4exBZCee56X584gsyDX/UAvCoTVxap3f903FIJMRmDr3kQNuh+9ScWCpfHsPxhKaakSvV7B0RNB/Lq4Oc1idcTGNO7eqiI0RsO1o2P56uU9LP76OHnnPBf2Lis2k5PRAN54CQkJCQmJSxDJ4LoMiGjZy2ObX1gcVpP9xsasrx/viguCSKn8GAbhHDYsAFjQkaM/w5Fjzu6rHEMg5X4kuRw+mgoRrirVNUau0SDTVCFb7cYgs/Xph/X1/8P22H8Qr70OsVVrxE6dsU2YiO3ue+3hhLm5yFKSEXQ6Yv74gxYZGbTKySHigw8QVN5rhmXecw95b72FNdvuSbGkp5P9/PPkvPRSbd8qADkHD+KjdP9+uzdpS6Rv/Ro1F7J5x2qMpgrvxIB+w1n1WxI3D/du7KWlr2PL1qleetT8K0clBHI+1713U28ysnT3lhrPWW1qIGRRr8say0hMDKSoyDWE12SSs2tvOLeNPs1to9Pp0TWXZrGuxbgbm7yzBqY/u5szJ6q3F62fsupOEpcF+/bt48UXX6Rr166Eh4ejVquJiYmhb9++vPHGGxw96l4ltr5piHU2bNiAIAgIgsCvv/7q1DZo0CAEQaBt27bVHlNORkYGJSUX/+8W7Oft9ddfZ9CgQURGRqJWq/H396dly5aMGTOG77//ntJS7w946nIuJCSuBiSD6zLANySauO4jXY4rtQEYy4qwWe25SlaTCmNp/dURc0KwYpCfplixl0L5TkoVh1H4ZaJUVQoZEqDDoHhuuwmefBg2Loe7xtTT8jIZYT26u2+0WJAtWoBszWqnw7a27bCNHQd+7uXoxR49Edt3cLzW9OiB3+jRKGNikKmrFkow7NtHye/uc+vyP/8cS1bNQ+vKOX5wl8c2mSAj0k2Zgfrkx1+n89gLt2A2m9m5dyObd6wmMCCE6W/PZUDf4R7HiaKVsrIcj+1Qc6+TSXRfp66c4+dO13jO6iIoalaku76Qa3w4lebvsT013d4WGaEHAbJzG+hhSwOR0CmI4Aj7A4Xje/OY9X+JfPDYdr5/4wBH93jwWEpcchiNRh599FF69uzJJ598QmJiIrm5uZhMJjIzM9m5cydTp06lU6dOPPvss5jrQbzIHcXFxTz55JPcdNNNDTJ/fWKz2fjiiy9o3749eXmuwkKNyblz5xg7diwdOnTgrbfeYuPGjWRnZ2MymSgtLSUlJYUlS5bwyCOP0LJlS2bPnn1R9yshcTkj5XBdJjTtfD3BTduRnbwbi0GHX3gcFpOBM/v/dupnKvXDotegCSxCrrI0zGb+jSAUBBg8ch2rl44gPMaHGx9IoMt1YQ2zJhDepxel6acpy8hwOi5bvAjZrp2u20w+ieyL6dgeeBAhJxsxIBAiIpz6iN26Ix5JQjt8OE3nzKlRsVvd6tWeG81mytavJ+Duu6s9X2WOnD1Oz6AEt2020UZWacPflG7asYq+I6MpKKxYS6PWcsfoiTwwrhVLVsyhpLQIP197SGuprrhe11cJgWhkIRRbvddeC/EN8NpeFzThcQ02tzdkChUylXePrsUisPjPZmTnXF7GVkCIijuesj8F37T0NH9+d9LRlpNRxrE9eYx6sCWD76hdXTuJxmPixInMmzcPgIEDB3LPPffQtm1bfHx8KCgoYNeuXXz77becOXOGzz//nPz8fObMmVPv+5g0aRKzZs2iWbNL/5qZN28ezzzzzMXeBomJidxwww1k/xudERsby9ixY7nuuuuIiorCbDaTmprKn3/+ydKlSzl//jwTJkzg/PnzvPzyyxd59xISlx+SwXUZ4RsSTfPetzheH/77K7f9RJsMmbKBjK0LiGqaxXMfa4lp27dGxkptEASBhDvvIOPvVRQe+Td0pLgYYY/7Ir6CxQLnziF/9y2Ef8MNxeYJWO+6B0L/DclTq5GPuon45ctqvp8qQhyFOghoHCvLotSkx0/lOsfuzCNk67zXnqovKhtbAAajnl8WfUVEWBNKSu2ep/o2tMoxizoEW9VfUXtOHWPp7s2M6NYXtUKJxWbFKihQC3XPadRnnUK0WhDkjf9V2XlgHP/Md++9S4gv4WR6+GVlbGn9FAy9qzm9hjbBx1+JrtjMitnua8+tnJNCz6FN8A+6OB7GKwWTWSS/0ILJIqJSCIQEKVAp6+d7es2aNQ5j67XXXuPtt9926TNs2DCeeeYZbrrpJjZt2sQvv/zCPffcw4gRI+plD+VYLI3ze1ddBg0a5DGP91LY67lz57jxxhvJzs5GEARef/11pkyZgvqCyI4BAwYwfvx49u/fz6233srp06eZMmUKQ4YMoWfPntVay9u5kJC4mpBCCq9AZCpzg9XiuhBBAEPR6gY3tirj16zC6yCcy7QrE3pAMJkcxhaAkHoK+cxv4N8fPSH5JFp57f4M/G+/3Z6o5gZZUBC+N9xQq3kBbr7pAd7a9B15eudwukPZyXy2c36t560vsnPPNfgaIhaMYtUhN8X6MqatWMiDX7/HIzM/Yuynr5NnrqfcK9HGuU3zKD2dhEXnPbSxvul/Szxh0a4GlcZHxshHunKutK2bUZcu973SkYG3xeHjb8/dOrIrF4uHGmFWi0jSDm+hqRLeyCu0sH5nCbMW5bFgZSFL1xSxYGUhsxblsX5nCXmFdb/p/+GHHwBo2rQpU6d6ztv09/dnzpw5KBT2hxZff/11ndeWqBtPP/00Wf+GvH/xxRe8+eabLsZWZbp168aqVatQqVTYbDamTJnSWFuVkLhikAyuy5jg2A7uG8TGM34AzGWNm3OhqaTCIfp7znPxhJCXh3DoIOTnI+zaibJp01rtQxkbS/hbb7k2yGREfv45Mh/v6pLekMlkHM1N5eE/p/LO5ll8tXsBL6yexmvrvqLUJKm7ueNsQS4JkdHk60rwi2lVb/NadUUUHFzHufU/k5+4BtGLgV+f+PgreerjngwcE0dwhAb/YBW9hjXh2el98AmLJOVQYaPso76Ia+Ncw85m9X4erRbpqXht2H+kjLnLCjh0woD5gnNotogcOmFg7rIC9h+p2/dIuUBF8+bNkcm830rExcUxYMAAAA4fPlyndSXqxr59+/j939zjG2+8kSeffLJa49q2bctDDz0EwLp16xwGm4SERPWQDK7LmKg2ffEJcq3FYzXLaUwPviBrXLUxTVgYfvH/xupHxyDG1NxgEvbvQ/7NlwgGA2KffpxdvYacnbux6GpW3yp0yhRiV63C77bbUHfvTsC999Js61YC77+/xns6eiKRGbM/4Okpd/L2tEkAWEUbO88eZlXKdk7mN5w4xJWCv0bL6IE30773jQ2Sf6U7c5TiZPchrA2BX6CK0Q+14rUfr+WNX/pz53PtCY7QMPO/+9GXXvzQpJpgNjp7HVt3C/VacVyplpF8sABrFYaZRAX7j5SxeW/1vsM279XV2egCuwFVHbW9N998kwULFnjN4Vq3bh0PPfQQbdq0ITAwEJVKRWRkJIMHD+azzz5Dr3cuNfDmm28iCIJDzCE9Pd2hiPeTm5IeqampPPvss7Rr1w5fX18CAgLo0qULU6ZMceQy1QfulPnKjz344IOOfs2bN0cQBCZMmOAyR2lpKe+99x59+vQhODgYrVZLixYteOihh0hMTKz13mbOnOn49+uvv16jsQ8++CADBgzggw8+QKms3u9+dVQK9+7dy5NPPkmnTp0ICQlBqVQSFhZGv379ePvttyksLKzRPiUkLkWkHK7LGLlSQ8cRT3L28HpyUw9gs5hQ+shASG20kEIALDaMmZnIVCoUISEIVTztrA9iR43g7Oo1FJ9Mxnr3vci//QahpPq5RLIjSYiA9abR5OXkQo7dS3d+23bib7ulwqCrBr433FCn8EGLxcKTk+/gn41/1HqO+sBH60tIUDjhYVF0aNOdXxbVPPQnKqIp7Vp3Yf2Wvxpgh1VToi/j/x6biiDICOt1E6Vph9BlHMVcXH9e2NK0QwS06oUgNOx1nn6siHUL00hNKkTto6DH4CgG3d6Mo7tzyT9vaNC16xufYJHV81JJ3HQek9FKyy4hDL0rHq2PAr3OveG4YLrdg6L1UzDumXZ0ujbCbT8JO3mFlmobW+Vs3qsjLlpFaFDNbwW6dOnCgQMHKCgo4K677uK7774jOjraY//+/ft7bDMajdx3330sWrTIpS07O5vs7Gw2bNjArFmz2LBhAyEhNVdp/fHHH/nPf/6D0ehcjPvgwYMcPHiQr7/+mnnz5jFqVD0Ujqwje/fuZfTo0Zw75xy6ferUKU6dOsVPP/3EG2+8UWODCWDZMnu+clRUFH379q3R2F69erFx48Yar+kJURR57rnn+Pzzz13a8vLyyMvLY8eOHcycOZONGzfSvHnzeltbQqKxkQyuyxyF2odmPUbRrIf9R6IkJ5G0vR812vpqogmzXk/Zv2EiNpkZc3gZwS37o/Z19b7VF3KNhribb8JUVET24RQK/l6JMqn6T/1EwPriKxB1wR5tNk7/uZy2/3kMmbJx/jyenDz2ohtbwwbdytSXvyIyvOKGSaPW8v3cT9z2FwQZopvCwreMuI+ZP3/QYPusig5Nm6OU2Z82CDI5/gld8U/oSu6ev9BnnaqXNWwmPTazCXkVKoJ14eSBfL5/44AjrK6sxMKaX9M4vi+fFp2CGmzdhiI/r4Adf1c8BTq+N4/kA/lYrVW74vWlFma/e4jH3ulGq64NWw7hcubgcc+FpqsaN7hPzUOzn3zySebMmYPNZmPFihXEx8czfPhwRo8ezdChQ0lIcK+y6o4XX3zRYWyNHj2a++67j9jYWIqLizl48CCffvopWVlZHDp0iHfffZePP/4YgMcff5xbb72V119/nWXLltGkSRNWrFgB2MMYy1mwYAETJ04EoEOHDjz99NN06dIFk8nEli1bmDZtGrm5udx2221s2rSpxoZIdejZsyf79+/nzz//5I033gDgr7/+Ijo62smATElJYciQIRQXFxMWFsazzz5L//79UavVHD58mM8++4zDhw/zxhtv4OvrywsvvFDtPaSlpZGZaa9pOHTo0EbNvXbHp59+6jC2rrvuOh599FESEhIwGAwcO3aMadOmkZKSwpkzZ3jppZfcGuQSEpcLksF1heEb2hGlJgSzIb9B11HYAvEXOuErd/5RldmUKLO0pJx/k6ZdHyMgoluD7kMVGIifrpDSGhhbglaL4omnsF5obP2L1WSm6ORJgtu3q69teuTkqSP8s3Fpg8wtiiCKcchkVYcivvLk+07GFsCrz33MHaMfZM6CL9l7cBslumKiI2MZc9N4IkKj+O/7/+Hc+TOA3TibeM/z+Pn4XzRFqjC/QIZ27ok6NMalLbDtNRjzz2Ez1e6m1AmZnPJYOKtJjyBTIFPUb1jt8h+S3eYwnTlRTFjM5aNMCKCznMNX0cTleHWMrcos+Owor/14bX1t64rCZBY5dspYdUc3HDtl5NrufjVWL+zVqxcffPABL/1b5N1sNrN8+XKWL18O2A2eIUOGMGrUKEaOHImPh5zW7OxsZsyYAcDdd9/tUD4sZ/jw4TzwwAO0bduWwsJCli5d6jC4oqKiiIqKchgsKpWKrl27Oo0vLi7mscceA+DWW2/lt99+Q1WpoH25El+/fv04c+YMjz76KAcPHqzRuagOfn5+dO3alQMHDjiOtW/fnvj4eKd+jz76KMXFxbRo0YLNmzfTpEnF307fvn25//77ufXWW1m5ciWvvvoq99xzj1Mfb5w4ccLx7xYtWtTp/dQVi8XCu+++C9g/g7Vr1zqEVQCuv/56Jk6cSMeOHTl16hR//fUXFovFqY+ExOWElMN1hVF0bnuDG1sACjEQH5n7sDuZoMLHFk/GoZnYbA1T6LIyymrcKAQ98QRhb79Ni4wM2pSVIXTv4bGvIEDODs+Fh+uT+UtmVt2p1vhhKD2GUT8Tm9X7j+vDk0bz0psTOHrC2XBt3aIDb035hhXzE9n8Zyq/fbeJO295iMHXjWLTH6nMn7GBWdP/YvuKs7z4xDtYrBcnr8hf68OXE58jMDwWTUS8S7vSL5jI/nfhn9ANpX8ocm0danfZrGSu/o6zq78nc/X3nF01k9w9K7CU1Y88flGugbMpnnNiMlNKaYSo3XrBbNNhrKJwdXUpyDbw+1dHOZdWWi/zXUnkF1pcBDKqi9kikl9Uu7/bF198kaVLl9LUjfDQ6dOn+emnnxg7dixNmjRh6tSpmEwml36HDx8mISEBlUrFa6+95nadyMhIBg0aBMDZs2drtMeff/6ZwsJCVCoV3333nZOxVU5MTIzj5v/QoUNs2bKlRmvUF4cOHWLdunWA3fvjzpBSq9V8++23CIKAyWRi1qxZ1Z4/P7/i3iAiwnOIrtVq5cCBA17/O326bjnFJ06cICoqCq1Wy8svv+zWkNJqtdx8880AGAyGi14oWkKiLkiPCq4wCs5uapR1rDIdguBeEh1AIQRiNZdQmnuQgAjPxk19oO3bF1QqcPNjDqDu3Jmor5xrlhXr5HjzSRRmlVCWlYWPBy9YfXE+p2Y3DzVBEEoBAav5EWzWQWh8OyII7s9R2pmTpJ05ybJ/fuW7T5fRv8+wKueXy+X06THQ8To59ShJx/fX1/arTWxoBNMnPEtc214Ete9PWbGZrDM6AoLVhMdUPFVXaP0Ian8dAPkH16M77VktTRRBp1Pg62vxkA8pVnjLRBv6rBRMheeJHHB3nUMNk3Z5zzc7f7pmeTqNRUSclrS0NLRCOCBy3rSHJN0PdPJ7rN7W2L4ik+0rMgmL1vLoO90Iibi8vH0NhamOio5mc+3H33LLLYwaNYqVK1fy+++/s2rVKpfco+LiYt544w2WLFnCunXrCA4OdrQNGTKE48ePY7PZvKodRv37XXxhDlZVrFy5EoBOnToRFhbmsd/w4cMd/96wYQPXXXddjdapD1atWuX495AhQzz2i4uLo127dhw5coQNGzbw3//+t1rz2yoprHqLRCgpKaFbN+/RKePHj3crTFJd2rdvT1JSUpUREVGVfoNr+tlLSFxKSAbXFYbV3DhPf61CGaIoeowBt1L6734a/uZQptUS+vLL5LkpvAkQ/uGHLsfybVFEkuG2f3GZiqIyFWkLF6Pw9SWwTWvCenZH7qVOSW2Ry2sWihbpG895XR5QtSqYzdYUsN/8i7ZWmPS/odI+iCAUehxjMhmZ+vEz/LPwaI32tWXnGh55YTRGY93EHBSCDxax+sppb774BXeNug+FxgebqGDpzBPs/uccFrP9xqJ5h0DufL49YU2cw5nkau+S/YVFKrbvCmfkDdU3iK2GUnSnkwhoWbcHDImbztdp/MUi+7QeH1kkAOn6NewteR+Ac8btRKi61+tauZl6Pn1qF1N/7V+lJPnVgEpRt1yc6kQJeEOhUHDTTTdx0003AZCUlMTatWtZuXIl69atc9woHzhwgHHjxvHPP/+4zFH+OYqiSGZmJsnJyRw/fpzExES2bdvmUOarachy+bi9e/dWO2cpNTW1RmvUF5XVB/2rWfKkJnsNCKjw7NenKmNdqPyZnD9/nuTkZE6cOMGhQ4fYvn07u3dXqMLaGqkkh4REQyD9Ul1haAMbJy7bhh4D7kMKRNGKTkwGBHyC2zTKfsLfeouwt99G8PV1HJOHhhI9fz5+lZ5clqMIj+VMrusPms0Gu5OboFVZsZlMmAoKyNmxk9TfFmL14EGrDTaLhYJjxzGlpNVo3HldGtUxtgCs5rucX1tuRV9yFmPZr5hNj3ocl5J2jOPJ1a+VI4oi//vgP3U2tgLk8fQP+oReAVPwkVXPs/jmx08z7N7u/LxoBktnHGf7irMOYwsgNamIb1/bj9nkLEnuG9sOb1KeSoWN+LiaP7ww5rk34mvC5aZA6I5m2qHEaW5AQEGMZmDVA2qBQWdh7odJWC3STVhIkAJlLY0upUIgJLB+n7126NCBZ555hhUrVpCZmcmLL77ouLFes2YN27ZtcxmzevVqbrrpJgICAmjatCmDBg3iscce4+uvv+bAgQO1FnioTRjaxZIhb+i9tmzZ0vHvcvEMdwQFBSGKotv/fCv9xtYHu3bt4s477yQkJISoqCiuu+46Jk6cyLRp09ixY8dFywmWkKhvJA/XFUZY/I0UZm5FtNWfceCJPHEzgZTiS2tkgt1TYxPNFIhbsaIjqMk1qH0iG3wf5YS99hphr72GKTUVzGaUrVp5/JHuPqQJ781pRqvIXFo2KUCttJJb7MPh02GYrTLCApzFFQw5uRQcPExYz7o/qS9JSyPjr5VYDQbGthvK6pTtdZ7TPe7CL3ywWsaiUH3jdaTZUv3r59DRvaSfSa7h3pxp5zuBdr73ARCsbEVT9WBKrGeQoSRFv4QU/RKPY89kpvLBp28wKqId7p4hFZw3cGBTNr2GVuRDKHwCCOl8PfkH1+KuaJ2fn4V2bWqeeyTU0GPpjvCmPhRkX/5GVzvf8cRqBhCm7NhgayRuzqakwMTD/9cVlcZziPOVjkop0DZBzaETNb9u2iaoayyYodfrOXfuHLm5ufTu3dtr35CQED766COCgoIcoW9r167lmmuucfSZNGkS06ZNc7yWyWS0atWK9u3b06NHDwYPHswvv/zCN994/95yh9Vqf9gyYsQIR55WVQQGBlbdqQEo32t4eDirV6+u1hi5vPrXfatWrQgKCqKwsJC1a9fWao/1yWeffcbzzz/vMKoEQaB58+a0a9eO7t27M3DgQHbt2sWrr756kXcqIVF3JIPrCkPjF0N8jxc5e+QnTDrPT7DqBxtF4l50pOAvtsdELmWkIsjlhDa9kag2dzbw+u5RVaNWh3+QinGTOjH/o8MknQl3HPdRmRnW1X2IRvHJ5DobXOaSUk7/sRzRYk9SD/cNIso3lCxd/ScDK1RfIIotsJieBBQIsiPI5GuRK/9ErvBcSyUsJIa2LTtXaw2j0cDu/ZvrvNds0x6HwQV22fkAhV2URSsL9zTMQYCiOYh2Y0tnPcepsj8otqajkYXSXDuSs8lNnQwusHu51GFNKcs4Rtn5VMyFzqF8tXmgbiw4R96Bf/BP6IoqoOp9u6PP8GhO7Gt44ZuGxlceia+84R+4nDpcyIbF6dxwT/VlyK9EOrfR1srg6tym5nlwkyZNcigL5ubmEhoaWuWYp59+2mFwVfauLFmyxGFs9e3blzfffJP+/fu7qBpWLthbE4KDgzl//jxWq9VFwfBSozy3rbS0lM6dO9d7uKxcLmfkyJHMmzeP1NRU9u/fX2WuVkOxZ88eJk2ahCiKtG3blrfffpuhQ4e6GLubN9f990VC4lJACim8AvELbU+b/h8S0/ERZPKGqxVUjoVCLJQQKHQnQnYT7QZ/SXS7+5DJ6lcqu77p2j+SV3+8jutvDaNzexP9u+RyW7/jBPu5T8ytj9CGgsOHHcYWgEyQcWfH2hdN9oYggErzHBq/Zmj84tH6dUCtfQaFYo3XceNufrta0ru/Lf2efqNieGf6pDrvNc98mMSSr7CJzqqW54zbOKL7scrxRlsBNtHM7qL3WZV3Pyf1izhv2k26YSUbCp5hW/LPbscptP4EtOpF5LV3IFN5z+uqDjZjGWUZxzi/ZSGGnNqpeJmNUohcTdm7Nutib+GiExqkoH+PmoV79e/hW6uix5VD06rridFqtQ5vTOUCyd999x1gNzZWr17N8OHD3UrInzlzpsb7BLs4A8C+ffscHiR35ObmMnXqVObMmcPx48drtVZdKd+rXq/n8GHvYd0ffvgh3333HVu3bq3RGo8//rjj3xfTc/TDDz9gs9mQy+WsXLmS22+/3a1nsbafu4TEpYZkcF3BhDQdSNvBX9RLHlUgfRDwHLpQRhoyQYUSf0TT5XPDGBiqZsQjXXjgoxHc8u6dBCXEeuwb0KLuVe6NBYUux65v3ptb2wyq89yekMkykcnSq+xns4UiExfzxMQJXvuV6XVM/eQ5przzCIVF9eeJSdEvYVnObewp/ojDpd+xLv8Jthe9jo2qSwsUW9PYXPAKZ4zujcnFm98nIzPN43hDzmlspuqLdVSJzUpBUu0UQ0sLGz4c+EpDVyydM4Bu7X2qbXT17+FLt/a1e8gwatQox7/fe+899Pqq69utWbPGYfD079/fcTwlJQWw14XyJBSRkZHhZFhYLM4y9t7yu4YOHQrYDaqlS5d67Pf111/zxhtv8MADDzSoV6U6e4UKQ9QdmzZt4pVXXuHRRx+tcZhl//79GT16NGBXcKwcylkVO3bsqDelwPLPPTg4mGbN3JeYKSkpcRSyBtfPXULickIyuK5w5AotsZ0eQ65080PmRda9Mlri8Je1QfASgSpS8UVYlpRU431eKkRedw2CG++OKjiYkC7VC7PzhirIfW5AfFC02+P1hc3aAaP+e/SlhzDoNmAxPYgoVvzwi7ZwjLodPPHgbfh4iDASRZEvf3iHbkNC+OnXz7yu5+fjT6xPSI33acXAacMqTpT9RqHlhEu7N6M/z+K5WKnNZuPPVfM9ttfWG+UNS2kB5pKah4rGtqlDjbCrlKs5f+tCurX34d7RwXRqrXER0lAqBDq11nDv6OBaG1sAbdu25c477SHjhw4d4pZbbvEqwnD8+HFH8eHu3bs7amoBDqn2pKQkMjJcRWfy8/O5++67nW70L6znpf5XQVanc1XFfeihh9Bo7JEezzzzDKdOnXLps2/fPj78V802JCTE8d4aAnUltdsL93vNNdfQvbs9bP2bb75xFJGuTGFhoeNcAjzxxBM13sPMmTMdtdMmTZrEY4895vbclVNUVMRrr73GwIEDHUZPbUVMyin/3HNzc9m7d69Lu16v58EHHyQrq8J77a6Om4TE5YKUw3UVoPKJoEXfN8hOWULx+b2IiASEdyOi5RiU6kCKsvdTmnsQc0EuZkM+FgoQsSKgwJeWBAp2mWs1TdCT5nYNDRX5MZaCAsx5eSirEdd/qeETFUXC3ePI2bmb0vR0ZAoFgW1aE96nN3JN3cMzgzt2JHfXHsQLQltah8bVeW5PWC0DMZb9DdgtKREwWQcit9yASns3JsM72CyPMOGecEYMg+emwN5E8NWCvz/k5IJWC3LVAxw58UuV6wUHhrJ6wVG+/OEtfl3yHUZT/QlAiHgKCRL+fWeeKSn1LIJhszRMgW6xFjLGLToGE98ukLSj9VMw+GqgpMBEcb6RgJD6L91wORIapGBwH3+u7e5HfpEFs1lEqbSrEdZUIMMT3333HSdOnGD//v38888/tG3bljvuuIPhw4fTtGlTBEHg9OnTrFq1innz5mEymQgODmb+fOcHH2PGjGHbtm3o9XoGDRrE5MmT6dChAyUlJWzfvp2ZM2e6GHPFxcVOYYeRkfZcwdzcXD799FP69+9PdHQ0MTExREZG8umnn/LEE0+QmZlJjx49mDRpEoMGDcJsNrNx40amTZvmMDimTZtWbUn22lC+V4D333+fZ555Bl9fX0c44ffff0+/fv0wGo3ceuutTJw4kdtvvx0/Pz8OHjzIRx995JCCf/DBB53ER6pLVFQU69at48Ybb+TUqVPMnDmT+fPnM27cOAYOHOjwOJV/fn/88QclJRXquLfccku1BUg8MWbMGObNmwfYPaZTpkyhR48emEwm9u3bx7fffktysrMYU3Fx/RSXl5C4GAiipLkp8S+GtDT0J05gE83YMCBDC9goEQ+h4xQ2jNhvap0vGQElEcIIlEKQ45g6Ph6f1q0bc/uXDblHj5K8dAl+lXKGEs+f4M0N32IV6z8cU196CNHmXilOpRmLybDQ8Voms0vjX4hMvhaN71DXBje0btERXVkpZ8+l1Wa7NcZHiCZK05tT+qVe+/0wfQWDrh3htq04ZR9FR6uXCyGK1RPUkGv8aHL9eATBcyBBYY6BbX9lkHasCB8/JT2vb0LHfuGUlZhZ+MVRkrbnYrNJX9HV4Z6XO9B9YMMWKpdwJj8/n0mTJjF79uwq+3br1o3Zs2fTqVMnp+NGo5Hhw4ezcaNnIZ+EhAQmTpzoEN1Yv369k5ds586d9OvXzynP9n//+x9Tp051vP7kk0+YPHmyx7A0uVzO+++/z4svvuh0fMOGDQwePBiA+fPnc9ddFeU2Bg0axMaNG2nTpg3Hjh2r1pjS0lJatGjhVAerf//+bNpUEYK8bt06xo4dS36+55DtsWPH8ssvv6BSqTz2qYri4mL++9//MnPmzGqFCvbr14/Jkydz8803u7TV9FyIosi9997rYoBXJjw8nP/+9788++yzAPz4449MmDChJm9RQuKSQQoplHCgio4GhQKZoEQh+CMgkCP+QwlJ2NADNpyNLQENMYQLNzgZWwCCVIzUI2Ht2vF24q98vH0O3+5dzIurp/G/9d80iLFls7b1aGwBmI1vOvf3sAW5ckG118zMOt1oxhZAmXiOaN/eXhW9WjZvz8BrbvTY7htT/YcDggA6XdUhbIFt+3o1tjKSi/nkyZ2sW5jOqUOFHN6ew09vH2Th50fx8Vcy/tXOPDCl4STVLyWUqrp/X5w6VFAPO5GoCSEhIfz0008cOHCAN954g2uvvZZmzZrh4+ODr68vLVu2ZNy4cSxatIhdu3a5GFtgD7FbvXo1H330Ed27d8fX1xeFQkF4eDgDBgxg+vTpJCYm8uSTTzrC8RYuXOg0R58+fZg/fz6dO3dGo9EQHBzs5JEBeOGFF0hKSuKpp56ibdu2+Pr6olKpaN68ORMnTmTPnj0uxlZD4Ofnx6pVqxgyZAj+/v74+Pi4hMoNGTKE5ORkpk6dSu/evQkODkahUBAZGcnNN9/MH3/8wYIFC+pkbIG9EPLnn39OWloa06ZNY+TIkcTGxqJWq9FoNMTGxjJgwADeeOMNdu/ezbZt29waW7VBEATmzp3L999/zzXXXIO/vz8KhYKQkBD69u3L1KlTOXLkCE899RRNmtgjaC783CUkLifqxcOVnZ3N9OnTWb9+PUVFRcTGxnLzzTc7xU57onfv3uTl5TkSKCUuLub8fHQHDyKaTOjEFApEz0/9o7gNhcx96EVAv37IGzAs43JnyYo5vPDGAw2+js3aGYMusYajROwhehUo1RNQqqt+ih0cGEpBUf1L3FeFjyqIPr2uZf3Wv9y2KxRKvv14KYOvHQnAubRS9m/IQq+zkNAxiM7XRpC9eS4WXWG11tuxO4y+vXIdr5UBYVgNOmwmA6qgSAJa9kAb5V2m/PNJuzl93H2IzGPvdqNpywDembAFQ5lnZTWJCiLifHj5m34XexsSEhISEhIu1Nng2rp1K7fccgsFBQVOxesAYmNjmTdvntcY4yZNmpCdne1VrlWicRFtNnIO/0VR5lYMuCYxl6OiCeHC9S5P8dXNmuHTpu7KiFc6X3z/FtO/fQOxityjumA2Dcds+BOo25NQuWIuap/7PLb7+4YTGfohyacfrNM6DUl8XCvWLjrOP/NTWT3XudZaVDNfxk8Kw3Ds7yrnEUX4YU4rRo84Q0S4AWQyovrfhdK/+jmLeVl63ntom8d2ra8CtVZOYW79KIJdDWh85Ly9cNDF3oaEhISEhIQLdYrjyMrK4tZbbyU/Px8/Pz/uuOMOnn76abp27Yooipw+fZrBgwc7EiMlLg9E0UJuzl8YOOu1X3KK2tnYksvx6dxZMraqydMP/4+B17jPKaoroihgMd+O2bAIhDxk8i0IQu2V+KzWoYii+zC6AL9YsrP2kXSs7nWsGpK00ydZ8/cWF2MLICtdx+rFBkK6DkVQeDdOMzJ9KNUpKSlVIlP7EtZjZI2MLQCTwfsDJr3OIhlbNcQmpSNLSEhISFyi1MngmjZtGnl5ebRs2ZLExEQWLFjAZ599xt69e1m6dCnh4eGYzWbGjx/Pr7/+Wl97lmhgdAXHsZpL8ab6lpKZz9M/vcM7SyvJg1utCNJNT7X54IvJbNi2ouqONUAUZZhNEzGUJmPS/4hK+xhavzg0vv3R+MWj1o4G4SRyxc9ADWqaiJEghrttKioaiyg2xWa79EVSDm73XCD34NZsRHUEotWuWGi2uCpj5BeoWLrcrijZctB1RF8/AW1kzeuzRTT1ISCkbl7Hi4/r37pMsCGXXZw6fBFNa1b0V0JCQkJCorGok8G1YsUKBEHgyy+/JD4+3qnt5ptvZvv27cTHx2O1Whk/fny1K9JLXGSqMJqMZgs//G2vm7F49wp2pex3tJm9qCpJVFCm1/HD/OoXnKwuZuNbmI3vIIoJqLX3oFDOQxDK66aIyJXLUfvcg9UylgvztLxTCoJ7UQKL1e6JkcsbrlhofRAVEYO/4DmvymoRyUs54bj+lQr7/61WyMlVs3JNNL/81gKbTUaLtgqadmpZa3EYuULG0LvrXkj74uJ6/XSOz8Zfe3Fq5Qwa4754qoSEhISExMWmTgZXWloacrmcIUOGuG1PSEhg/fr1REdHYzabGTt2LAcPei5O2pAcP36cUaNGeZVZlbDjG9IGmaIiPKxUbyT5bB5Z+SWsP5DKyzNXcTitQtJ2ZeJ6x78FuVSAtDocPLIbs7l+b0ytlj5YTJNBjEKQJSFXuhbNBJDL9yCTbwOXIsKeDW2F8mcEwX2Im9UyAoRslJqGV/iqLYIg8OIT7xLbMshjH/8gFSpbjstxuRzCQo3o9QpEUaBZXAlDrzlMcco+9KVmNi05zY9TE5n3URJHduVS3bTYa0Y2pUv/iCTfQ0sAAJDTSURBVNq+pUuSA6lRFOrqXq+upvS/pSldB0RW3VFCQkJCQuIiUKfCxxaLBT8/PxQKz9M0a9aMv//+m/79+1NcXMyoUaPYsWMHMTExdVm6xnz44YesWLGCmTNnMnny5EZd+3JDJlcT1XocmUd+AqCgxMALM1Z67K8zljn+rYqS6uBUB63Ge75T+T17deo9iSJYLXdi0s/A7nUoRSbf63WMTL4Hm/X6C44KgJULDTGZfD1Kzctu54mLHsCxYyNQKGciCBfHs+ENuVxO1459eXz8ZK7vfxOFuQa2Ls/AoHMNpxxwWxwYXfO7wP453DDkLAajnNAQ+/s8u/8Ai/8qoyC7whDdtyGLntc34c7n2znEgzyRdrSIxM3ZXvtIVI/oFpIiqoSEhITEpUudPFzR0dEUFRWRnp7utV+nTp2YP38+crmczMxMRo4c2agVw/Py8pgzZw5gL35oNpsbbe3LldC4oTTrPgkVkcSEhhLq7zk/okfzLgCoY2NRBAU10g4vbzq374W/b6DHdqt5PPqSUkzGFxBF73+mggByxSK0/qFo/RWotGNB1HkdI4qePCt2Y+ua3kWotW+j9hmExncIguA8X0hQGI8+8DJm09+ADIQyN3NdfFrGt2fuN+u4vv9NAASFaXhkalcim1Vcz2qtnGF3N2fQ7XFYjXqPc/n6Wh3GFsDGjcFOxlY5e9aeI2lHrsvxC9m1yrsojUT1WfXzqYu9BQkJCQkJCY/UyeC67rrrAHj11Ver7DtixAimTZuGKIocPnyY4cOHk5PjGr7TEMyYMQP5v6FupaWl/P77742y7uVOQER3mgSPI055D48Onui2T2xYU2674W58u3bFp127Rt7h5Utu3nnK9KVu2yzmmzEZvgR8sRg/xmx8vcr5BMGKINgQBBsK5Uo0Pi+jENwr54miP1bzHV7nO58dyFcftkKr3e50PDa6Oet+P8mef3J46sEPSDll99RZLRd6yy4Njqcc4sFnRmA0VRhGzdoG8tLXfZn0RW/+80F3/vfzdQy/LwFBEJBrqie8YDLJOJXm2avy83uH+PGtRE6f8PxgqSivYVUI66JfUw/lGRuVwlwjBTmejWUJCQkJCYmLSZ3qcO3Zs4e+ffsiiiLDhg3jmWeeoXPnzjRt2tTjmBdffJFPP/0UQRCIjo6moKAAvV7fYHW4TCYTTZo0ccrd6tixIwcPHqwy5EcCTOfPo0u0F85dumclP2z8lbP555DL5Ay7dhSvT/6aqIjGDQ+9Elj454+88laFEWs2PoXN1h2btTeirYNzZyEbrV8TBKFm6m9dIluRnH8GndngOCaKGoz6hdgsN3kdGxoCSdshJzeLpX//Qk5eFh3admfE9XegUtrV9SwWaN0Lyv51bqm041AoF9Zoj43FO1O+5e4xj1bZr+TUfgqPbKmyn65Mzqo1MXTuWEBQkImiIhWJh4I5c9bPqZ9CKfDI291o0THY6fjp40Us/faEx8LH9UGOPoBgdSkKD6qBNhFkV9BX4O1PtaHfCM+/PRISEhISEheLOhc+fu+993jttdccxsvw4cNZscK71PVLL73EJ598giAIiKKIIAgNZnDNnTuXRx55BL2+4umnUqlkw4YNXgsyS1RgPHMGfXIyotmMzWYj36QjtGMXQhJaXuytXbYsWvYTL0+tKBJs0G3CZu3vsb/WLwxBllejNdRyFbNufp11qbtZmwInc3pjMT8IYpMqx44YCj9+VfUaL70Oc34rf2VCqf4/ez6XLBdR1CAIBm/DG41+PYcw95u1VfYTRRt5+1ejzzzptZ/VahfTuJBNWyPZf9DZs9i0lT/PTe8NgM0mMveDwyRuufi5W4VGH4LUl2YoaG0Ib6rl5Rn9pAdpEhISEhKXHHUKKQSYMmUKixYton379oiiWC0xjI8++oiffvoJf/+GTXQWRZF33nnHydgCsFqtvPfeew269pWEOjaWwAED8OvZk8A+fWh5020ExcRiPHsW49mz2IxSgdaaMvCaEQ5PEYAgS/HSOw+LZQhG/Ts1ChMzWk2sT9vDrW0H8cWoQUwf2Zxb22fRO7ZcGML9ZHI5PPVI9dZ4dRJ0dESSqjAb30FfmoVR/znQuMaWWgimm//zxGqGIkPp1GYwVs+wEAQZYd1vxCfae00xT/f01/TJRqNxFuTIOFlCWYk9b3TWmwcuCWMrVx+A1UMh68uVnAw9x/bU7KGEhISEhIREY1BngwtgzJgxHDp0iLS0NKZMmVKtMQ888ABpaWm8++67jBo1qj624cKWLVtISXG9kbXZbPz999+kpaU1yLpXIoJcjjIkBEVwMIZTpyjatImypCTKkpIo2rQJfXLyxd7iZUV4aCRPPPia47VCOQNwH/olCDmYDQuwml/FYn64RuvM2r+UV9d+yc6zh2kbcZ6nrt1I08DyelquVoNMBjOnQ4+u1Zs/OAhWLICvP4Zxt0GLhH9Q+wxBrX2mWgqL9YlRLCBC1Z1eAZMZEjIDtawijK9TywE1mktQKL22eyq/pVCIJMSXuO7NYGXzH6c5vvfSKEshCCKhGtd9euJyyenauPj0xd6ChISEhISEC/VicJUTFxdHQoLnwqIXEhQUxOTJk/nzzz/rcxsO3n//fSwWV/lnsMtFT58+vUHWvZIxnTuH4dQp54x8UcRw6hSmc+cu3sYuQ5555HW+ePc3enS5lvDwFEJCXwbKkCl+RaH6GEgBrIhiWwBk8o0IgoI+vaYQEBD37yxVWzWHc1J4Z/MsFiT9w4HMpiw72tlj3/+bDKNuqNn7UKlgzGj4/H2Y/p4WuWJTzSaoR0qtmQAEKJrRxe9JADSyUIb3HV+jeXLOehZgMJu9n3O53NU40Zea2bT0TI320JD4KmsmMFHfYXpyRcNY42dPVd+IlJCQkJCQaCzq1eByR2lpKVu2bGHRokX8+eef7Nmzx6MRVJ+kpqayatUqbDb3XgOTycTMmTMpKZF+oGuC4bTnJ8iGM5fODeXlwqhh41j4/Rb2rM7hvf91Iyg0BI3P3ag0L6H1b4napzdgQql5DI3vIFq0OE6/fs8zccIenvxPGt6KFV/I3EOrmfx3X8xWz3XzZHWMMuvV9TruGP1g1R3/RaNRERkZUrdFK+Erq6gDF62+jhj1IIaEf0bnHq75hlarjfOndRTlOoc+ijYbR/eWkJOrdrvGwaRgPHytIIqQftrP5fi+DVkUZF8a+WwAGnnDfwd7w2ppGI+ZxWTDbGqYfGAJCQkJCYna0mAG1+HDh7n55psJDw9n4MCB3Hnnndx222306dOH8PBwHnnkEbKyshpqeT799FOHFLw3fvjhhwbbw5WIrcxzLoxN5732k4RnklOPMumN+zGZK/Lh7PW19qH27YxSNRMAX9+K+lk2W81umkUsiDLvgjYnkiEjs0bTuvDmS1/g7+elxpjlGoz6n2gavYQPPn6FHj3b1m3Bf4lQ9cBPUZFDKhMU9An8L0NH98Q3UOXUd+vyM7zz4DY++s8O3hq/lW8m7+X8afv1azPpUSosLF7WjKPHA7FY7N4Yk0mGwSCjVYsS8guc5yvn8JEgiktc247vyUOhbPDnW1c9ZpONtx7YwpZl0sMfCQkJCYlLhwa5A/jll1/o3r07f/31F0ajEVEUnf4rKirihx9+oEOHDmzbtq3e1y8uLub777/HZDJ57afX6/nggw8aTCHxSkSm1daqTcI7b0973mOejEyoCNXMzjns+LdK5YdCUbNzLuC96Pfs+dBnKLz8ul2Jrzb4aH35/J1fUas0Lm1m4/MYy7aCeC/PvXQCf3+R6wZ0qXPIWrCiDT0DJjsds4oG/ENUZKWVsnPVWawWu1tq24oMlnxzguJKdbBSDhXyzZS9lBSasNmstGpRjNksY/W6GH5ZkECpTo5KZUOjsVFYpGLjliZ8PqMdX33Xlt//aMbpDC2bt0WwbpN7BUibTaxO9KdEPVBWYmHpjBPs39hwD/QkJCQkJCRqQr0bXImJiUycOBGLxULLli359ttvOXbsGEVFReTn53P48GE+//xzmjVrRkFBAWPGjOH8+fP1uofvv/++2jdwBQUFLFu2rF7Xv5JRx8V5bLMWF6NLSmrE3Vw5nDx1xOWYKAZj0P2DzdbFcSw3N4n09PWAXVGvZQvv9bSc5xOwWkZU2c9qhZ9/gy9mVntqFwZecyOb/khl3C0Po/xXgMJma4rZ9DIK1TSaxDzIgf3r0euNREWFMmhI91qtoxB86BvwFoNDvkIjc651VWI5Q0m+ieSDhSz8/Biz/i8Rs9HKugVpbucqLTSzc+VZipP3otVaGdQ/CxDp2rEAP1+79Xkq1Y+ly+PIyPRFFAUsFhkZmb4sWdacfYlheLKqopv7YzHVrI6aRN3Y8LskoCEhISEhcWlQ5zpcF3L//fczd+5crr32WlatWoWPj4/bfqWlpQwZMoS9e/fyyiuv8O6779bL+larlZiYmBoZcT179mT37t31sv7liCiKmDIyHBLvcj8/NPHxKEND3fYvO3ECoxeFR02rVmibN2+g3V6ZjLqnK0dPJjodM5Qtw2a5CaX6ZZTqjxzH1aoAhg39jISEGzl2fBGr/3m6WmuYTU9gNlSjuNa/RITD/o3u603VhJLSYm4Y156zZ/sgV67CZu2K1TIWRBW+fusZe5eOX+f/bfcC1QJ/eTy9AiYTpLTnaZlspaTol9JSeytKmXM+1aiJLfnrB8+Kmm17hjK873awWigqViCKAv5+Zsc5+Hl+CwoK3ed2SVxaCAJ8uGyIVJdLQkJCQuKiU+8erq1btyIIAt9//71HYwvAz8+P7777DlEUWbp0ab2tv3TpUoqKity2efrhPXDgAPv27au3PVxulCUlUXb0KNbiYkSjEUteHqV792I8e9Ztf22rVp4LEQGG1FSPbRKulOl1WK3OoYE2WwtslpEAWExPIooVOVFGUzHLVzzIT7N7s2+v9zwuUQSbtQ0m/eeYDV+66+FxbHYOFNeDpsy582c4n3MWmWIFJsMXGMu2YDE9i8X8H4oKFvDjd5Md799ma4LFNAGL6QFEm3uD/0JKrGmsK3icf/IeYkP+M/ydezdqWZCLsQVwbE8ugpdvPa2PDKvJgtUKgQEWggIrjK2iYmW1jS2lWrrJv9ho/ZWSsSUhISEhcUlQ7wbXuXPnCAwMpE2bNlX27dKlC4GBgaSnp9fb+u+++y4Gg6samEKhQBRFNBrXvBKADz74oN72cDlhKSrClOleJUF/4gSim0Qe0WTCawVei+WyqdtzsSnT67h94rWcOLUDi/lGx2kVra0p//MUxWYYdauxWns4xom2KHKzX+F02nOIoq/H+QUBDLqDWMxP4xrupnNzrAIfLfi72iw1Rldmt9psljuwml0VDK2W/piNb2AyvIehNB2T4UdMhtnoSzMwGV6v1hoqIQiZIEcrD+PaoHdI0LoPtbRZRdr3CvM4T7cBoRQVq9x69WSy6l/TFrN0/V9sug+KqrqThISEhIREI1DvBld0dDSlpaUUFxdX2ddkMqHX6wn1ELpWU/bs2cOhQ4dcjms0Glq3bg1Au3btUKudn1JbLBYWL17MuauwjpQ5O9tjm2g2Y853LdQqVCPGTHqyXD3m/T6D48n2UEKr+VGMujVYLQOw4fxgwGbrjVG3B33pCfSl+9GXnsZifvLfcf/f3n2HR1V8DRz/3t1NNp0QCJ0Qeu8dJAlIlaa+AtIDiiAgooINFeQHIkVERKo06YgogpSIhBoQpBcBpUMglBAI6Zu97x9xLwnZTd2QAOfzPDxs7p25M7tJNnvuzJzpaPP65sQqgPWMemA7UANo0gAMtjPI26Sq8OdfsOUPCLsJlcvXxNHRCZOVYMvCFP8mpvgPgeQbDjthiv8cU0I3AHQ62z9T8WoEnRt8wBsDulKmtK/NcuVredF5UAXyF0p946VJhxK45TPgld96sh13NxPeBTO2f5Uqy7VyXdteMq35cTl06BAjRoygVq1aeHt7YzQaKV68OI0aNWL06NH8/fffOdJuYGAgiqLYvJEqct7NmzeZMmUKLVu2pEiRIjg6OuLh4UGVKlUYMGBAjiRGS87X1xdFUWjbtm2K44sWLUJRFBRFYd++fTnaByEywu4B1yuvvILJZGLChAnpll2wYAHx8fG8+OKLdmn7yy+/TLXvltFopH79+nz77bcArF27Fh8fHwyPfJI0GAxMnz7dLv14UphjYzFFRKRZJt7KtELFYABd2j86iZIiPkM2/vGj9tjgOAmz2Y+46B0kxKy1Wl41l0c11yJ5YJIQ/yGqaj2oSoh/P8XXOv1WHIyfYHCcCKSdOnvS2Aw9hRT+OgyNW0PnntB3MNRtDp9+4UzFMr1Q1cJp1LQ9lJYQ9zFAumu8Gvb5l5L1b1Cp7UVQUpfNV8BIk/Yl8CrkzHvfNeTFgRWo0bQQDVoXY9AXtXn5zYpcOJH6BkNyzRrfQLFybZG3KDpwcMrm4kORrri4ON544w3q1avHV199xdGjR7l9+zbx8fGEhoby559/MnbsWKpXr87bb79NQkLaWVLFkyMhIYHRo0fj6+vLyJEj+eOPPwgLCyMhIYHIyEj+/vtvvv/+e5o2bUqXLl1sLvUQ4llh94Br9OjR1K5dm0mTJvHhhx8SbWPfpsWLF/POO+/g6+vLmDFjst3utWvX+OWXX1KkeHdwcKBUqVJs2LABB4ekD6j58uVj27ZteHp6phiFiY2NZcaMGcTEZOwO9pMu/vp17u3cienu3TTLJYSHo1rZ5dWxWLE068WeP5+t/j0rYpJNf9Ub9uHo/DKK7myyEukPlajmKpji30RVH/46q2p+4mO/IjGh739HIjG6BODo/AaKcgOd/ihObtVRdHutXjOfBxTL5Iysm7egxwC4mCw5nMkES1ZBTNRcFF3qTIzJnoXtM+a0f9YAalavjbNz0sh1oUrhNOh/HM+SSaPsit5M+QYKgyfVxe2//bicXAw816kkfT6uTte3K1Ou5n+bLzu42tzwGODsOU9UVUZv8zqdTiHybtrbgojs69+/v7YW29/fnzlz5rBjxw4OHDhAUFAQ48aNo2TJkiQmJjJ9+nT69++f210WdvDgwQPatm3L2LFjiYmJoWjRonz00Uds2LCB/fv3ExwczMSJEylTpgwAa9aswd/fP0Mzn4R4WmVhwlDaPvnkE+rUqcOxY8eYPHkys2bNomnTpvj6+qLX67l58yZ79+7l2n8jJ3q9ng4dUq+3UBSFPXv2ZLjdb775BoPBoAVciqJowZWHh0eKsiVKlOCPP/6gUaNGKQKsxMREfvjhBwYOHJiVp/7EMMfFEWVl6qVVJhOqyYTimHIExejjQ/zVqzarxV+/jqOPDw75bG+AKyDyfhvgYXZCg8MG9IYNgDsQj6rGY0p4m8T4IahqIcAFiAAs65BMOLmVQ6d7GOWYE8uQEDeBRNPLJAUyCvCAuOjNgJGH67YicXQaRkJcflQ15ebD3raXOdm07EfbSTbO/KNgNgUA8die4midTn86zfOOjkaGvD4CeDhtqVClcApVCscUp0fRm6ni8yIFPNPfs6xG00IsG1OYDm0up1rHdeu2kdNn5ef5SZBoUln0v6MM/6ZhbnclV8XFmLhxKYq4mESMznqKlHLF6GyfP/tbt25l+fLlAIwaNYpx48alKtOqVSuGDRtGhw4d2LlzJ0uXLqVHjx60a5f+9hQi7+rduzfbtm0D4NVXX+X777/H1TXlFPWAgACGDRtGv379WLlyJUePHmXAgAGsWrUqN7osRK6ze8A1bdo0FEXRkiZERkayefNmbTTp0WQK586d49y5c6muk5k1QFFRUcycOZO4uIcbmTo5ObFt2zaKFy9utU6NGjVYt24d7du316Y5xMTE8OWXX/LGG2881WuQbGUftEZxdERxcEh1XOeY/ofmB0eOkN/fP1N9e5b8ex7OnXsbo+sSdLqH6weTfvQitceOxmkkKLdRExticJyBTn+GmMh/UdWy6A0bUgRbADr9eYwu3TCZihEffQwoAFjbkNed+NjvMTiOwxQ/OsWZktZ/bdL091nb5+LiwcPd+7+ALGXQVb4seLjrOHjEel2D49cPHxt0lClbgtBrt4iPT+S5Bq0Z+ton1Kxan33/TCXOlHLaisGYiF5nxNu9aoaeQ/5CTlTyq8Ha9QoN6tymeLFo4uN1nP4nH/v/8sZkypG94kUOuPrvA67+c58S5T3SL/yUuXHpAXs2XOVQ8A3iYh7O+jA666nTvAhNO5SgSKnsZcRZsGABkHQDc+xY2/OP3d3dWbJkCWXLlsVkMjFz5kwJuJ5gy5cv1zJLv/jiiyxduhS9jXXdTk5OLF68mFOnTnHs2DFWr17N8OHDady48WPssRB5g90Drj59+jz2YOWHH35IsXbLwcGB9evXU7169TTrtWrVijlz5jBw4EAt6Lp+/TpBQUG0adMmR/ucmxIzMaxv9PGx+v1MjMxAvvC4OBKjo9GnsT3As+zoCVDVYsRF7cbB6VP0huU2s+0bHJYSG/8GpqjDGF1eRFHuoKplUXRJUzdNCf+HKf4NVLU4inIHc2IxoFwGeqHHnJh8FMAE6GjSIPOBRdE0lmjp9TDrK3h3FITdehhs1a4BP8wGL094qRfsT7E7QyIGx/9hcHi4ns1kMnP2zGWqVS/D9ImL8fV+TjtXpURXjl9egsn8cJqmTjFQuXgXDPqM753V8tXSFCzqzNLJJ9Oa6SieALeuRT9zAdfOny+zfv4/VhPJxsUksnfjNfZtukbH18rj95LtjezTY0mEUbp0aXTprOn18fHBz8+Pbdu2ceLEiSy3KXKXqqpacO3k5MSsWbNsBlsWjo6OjBs3jk6dOgEwe/ZsCbjEM8nuAdeiRYvsfck0mc1mvvzyS21qoIODA/PmzeP555/PUP1+/fpx8eJFJk6cSFxcHPHx8XzxxRdPdcClc05/ahWKgrFECZysbGBsjokhKoN/NM2xsRJw2VDgv2VDqlqG+JhlOBiLp9jgODlFAUen4cRFHyQ+Zh6qmlTZbK5AfOwUTPHvaWUzGyOYE5vg6PQqCfEjUM31cDBAt5cy/3xe/T+Y9wNYWfJH2+fheX/4Kxi27oAbYVC1EjR4mOmeX1fApSvwx0448+9hNgf3JjLqpNW2Thw/z7FDl/Bt8zDgyufiQ8Py73Aj4gjRcbdwcvSkSL46GB3cM/1cavkXYcuy89y69mys6XxaFSiagfe6p8jOny/z6/f/pFtOVdHKZSfoAjhx4gSRkZG4u6f9ezZmzBgGDRpE0aLWRtuThIaGMm/ePNatW8eFCxeIjY3F19eXdu3a8d5779mcsWLx559/8tVXX7Fz504iIiIoWrQorVu3ZsSIEZQvX14rt3nzZm2U7eeff7aauGv48OF88803APzxxx+0aNEiVZnevXuzdOlSateunWovz23btrFs2TJ2797NjRs3iImJIX/+/FSpUoUXX3yRN954A+dH/hZfvHiR0v/9zT1w4ABVqlRh6tSp/Pjjj5w7dw6DwUD16tXp168fgYGBqQLd7du307x5cwBu3boFwKRJk/j111+5fPkyzs7O1KtXj0GDBvHSS5l/kw8JCeHMmTNA0s31IkUyttD3hRdeIDAwkHr16tGyZUurZeLj45k7dy4//vgjJ0+eJDIykkKFCvHcc8/x5ptv4ufnl+n+CpGX2D3getw2b95MWFgYkJSR8KOPPqJv377p1EppzJgxnD9/njVr1hAbG8uePXs4deoUVapUyYku5zqjry9x6ex95vHcc+htBGbRp0+jJpu+mRbFmPGRhWdNs8bglR/C/8tboprTTmOt0x9Gpw/BnNhEO2Y2tcOM9T2nMs6DhLjJOLq8QFzUXsZ85EYh78xfpXIFmDgGPhqblCzDolpl+HJM0mMHB2hn/e8tAKVKQv+eALUZPmgzTTuUtFn29+2/0qlNzxTHHPQulCzQxEaNzIm4HYeTUwKxsQbS2q9M5F3Fy2Y+2H5S3bj0gPXz0w+2kls//x8q1PHK0vTCmjVrcuTIEe7evcurr77KvHnzKJZGMqVmzZqleb3ffvuNHj16pEqscPr0aU6fPs2CBQtYt24d/jamqX/11VeMHDkyxbKFixcvMnfuXFasWMGGDRu0D+0BAQE4OzsTExNDcHCw1YArODhYe7xr165UAZeqqvz+++9AUkBhERcXR69evVizZk2qa968eZObN2+yfft25s+fz/bt2/Hy8rL6fG7cuEGvXr20AMdi9+7d7N69m19//ZWffvrJ5gjTqVOnePXVV1NsdxMTE0NQUBBBQUEMGTKEGTNmWK1ry5YtW7THmZkWqtfrWbhwoc3z58+fp3379pw+nXK97tWrV1m5ciUrV65k4MCBzJgxI1WGaSGeFHliQcL27duzXPeLL74gLi4OJycnunbtymefZWyj1OQURWHBggU0aNAAo9GIoihMmjQpy33K63QODticuwboPTxsBlvmhAQSbt/OcFsxp9LKTPds0+nAOVk8mmhqleZ+0oqi4uTaFKNLc8CyVilzqa8VG+NfqloSc2Iz3DyW8VqvTF0yhd7d4MA2+HQkvPUGLJ4JQWvBOwtb7SUmmtI8n2DK2RTTRmc9qllH2sGWzDnMCwyGBNw9Iinpc5U6dY9RvETSh8zDO8JyuWePz54NV9N8/7BGVSHkN9vJj9IyZMgQbYRl48aN+Pr60rFjR+bOncv5TGap3b9/P506deL+/fu4uLjw0UcfERwczLZt2/jggw9wdHTk3r17vPzyy9y4cSNV/bi4OEaMGIGXlxfjx49n586drFu3ThvFiYyMpG/fvpj+uxPk5OREQEAAgJb8Ibk7d+6k2NNz165dqcocPXpUu9mbPOAaMWKEFmx17NiRVatWERISwubNm5k0aZI2KnT8+HG++OILm6/J66+/zpkzZ+jWrRvr168nJCSE6dOnU7BgUkajdevWsXTpUpv1u3btSlhYGAMHDmTLli3s3r2b8ePH4/LfjJPvvvuOHTt22KxvzdGjDxM8NWlinxtb4eHhBAQEcPr0aVxdXfnggw/YunUrf/75J0uWLOG555JmMcyZM4d33nnHLm0KkRty5FZBTEwMs2bNYs+ePURGRpKYmJjirpOqqiQkJBAdHc3ly5eJiIjQ3ggz4/jx44SEhODg4EDDhg2ZP39+ltePWdZ91a9fn3///Zfly5czZcoU7c3taWKOjiatv8zmNEav1ISENOs+yhQRgTk+PkNJNp41V0PhWrLPDqpaDnNiXfSGg2nW0xu24+g8mPiYZZluU00jeHAwd6ZggR+A7GXpLFoYhryerUsAUKKYL+VKV+bfC9Y3TW3e9AWrx+2lTvMi7Pw57b3K3N3iiXwgo7i5S6VV2x04Oz9MA+9b5ir//hPOhVPFqPe87SlsT4u4GBOHglMHIhlxcNsN2vcrl+nshfXr12fixImMHDkSSNqXacOGDWzYsAFIWrfVokUL2rdvzwsvvKB90Ldm0KBBmM1mXF1d2bVrF7Vr19bONW/enLp169K1a1fCw8OZNm0aX375ZaprFC1alD179mhT8gA6depEjx49WLFiBRcvXmTPnj3aCFm7du3YtGkTJ0+e5NatW3h7PxzW37FjB6qq4uDgQEJCAvv27cNkMqUYXbGM9nh5edGoUSMgaQRr9uzZAHTv3l3L4mjRpk0b+vTpQ6VKlYiIiOCXX35hypQpVl+TsLAwJk6cyPvvP9xLsXHjxjz33HPUq1cPs9nM0qVLbc7oCQsLY+XKlXTr1k071rRpU6pVq0bnzp0BWLp0qc0RQ2su/Tczxmg0UqhQoQzXS8vIkSO5cuUKBQoUYOfOnSlmFjVo0ICePXsyYMAA5s+fz4wZMwgMDKRu3bppXFGIvMnuI1zR0dE0btyYkSNH8ssvv7B161a2b9/Ojh072L59O9u3b2fnzp3s3buXo0ePEh4enipzYUZNmjQJVVUpU6YM69ev1/bayioPDw+2bduGl5cXCQkJzJw5M1vXy6uUdIbk1bg4m98TnbNz5qYJqmpSgCdScXJKfSwuegtmc/pBvt7wIyi3MtWeo5L2vkRuhvxUrZS30p6/P+RLqwvyq1SoRee2Pa3UsJ8X+pbDLV/avyuRD+RGQu5TiLibj4MHqrNnVz1OHKtIVJQz5cpfws01Irc791hYUr9nRVxMImGXs7ZR/YgRI/jll18oUaJEqnOXL19m0aJFdOnShaJFizJ27Fji41O/Bx05coTDhw8D8NFHH6UItiy6dOlCw4ZJyX2sjUhB0h6gpa2sOX7jjTe0x6eSzbho27YtkHQDOPn0QXg46+bVV18FkjIhP7pGKygoSLuO5T3qxIkTlClTBkdHR0aNGmW1n4ULF9ZG166lkTG4ZMmSjBgxItXx2rVrU6tWLa09W5o2bZoi2LLo1KkTBQoUSLe+NQ8ePACwOQ0ys27fvs2yZUk3Dj/77DOryzgUReHrr7/G09MTgFmzZtmlbSEeN7sHXLNmzeLYsWOoqkqFChV46aWX8PLyQqfT0bVrV9q1a0eJEiW0D/QvvfRSiqH7jLp58yYrV67E29ubbdu2pbtgN6OKFy9OcHAwzs7OTJs2zeofiCedzsmJVJsMPcpa5gOS3vwcvDO3wCdDSTqeQd4FoEmDR48WIC76N1Q17TUVipKAoqQ9+vIoo8FEISfbG10Xcz3Dm/1yNojJrJb+nVj8bRCN6zXHoDfg5VmQft2Hs3x2ME5OOftzZXDQMWrxc3h6p3WDQdZ25TZHYxx799Tn0sWShN0oxNkzZdm6pRm3bnnhU+rZmFKY1WDLHvU7d+7MhQsXWL9+PYGBgVaTYty/f5/Ro0fTsGFD7t5N+R60adMm7XGPHj1strNy5UquXr3K/v37rZ5v3bq11ePJk2WEh4enOF62bFmAVAGX5esXX3xR27x3586d2vno6Gh2794NpJxO2KJFC86cOUNMTAxVq9reisIyrTAujdkkzZs3t5n90RJYWgIga9JKHObr65tufWss68Xs9blo+/bt2mtgLSmJhbu7uzaFMTtLUITITXYPuH7++WcURWHAgAH8/fff/PTTT7z88suYzWY+/vhjfvvtNy5dusTMmTNRFCXNRaNp+f7773FyciI4ODjNhbpZUa1aNTZs2EBkZCRr165Nv8ITyJDOa26KiLB5LjETb9KK0YhOEmfYZC2+cXQahaKkfI0TTX4kxA8kMaEdqqpDVR1R1VKZautBghOlPDajU1IHXeU8rlGo8GHq1WyaqWs+Dk0bPM+yWds4uy+Bv36/xafvfo2Hu+djadvBQc9H85ug5InVrsKa+LjUo4yJiQYOHaiOi3vm1jg+qYzO2Xue2a1vMBjo0KEDCxcuJDQ0lBMnTvDNN9/Qrl07jMne/48cOULXrl1T1P3nn6REHx4eHlZHqCx8fX3TzFJobZQNSNH+o0sXLIkfkgdct2/f5uTJkyiKgp+fnzaylnwd1/bt24mPj0en02kjZclZAiVVVbl27Ro7duxg7ty5DBkyhNq1azNnzhztvC0+PrazR1o2GU5rKUZ261tj+ax29+7dLM9MSi75mrDq1aujKIrNfxs3bgQeTmsU4klj948Rliwzn376qXasQYMGqKqa4g1r0KBBDBs2jIiIiCxN3RsyZAi7du1K8y5SdrRo0YJdu3ZZzV70pFITE4k5d46Ibdsw3Up7OlpaiTES0wjGHuWc7O6iSO2Xjcm/MoNyHZ3+j4dHzMWJeXCQuOgdJMTOJi5mI7EP/iEh7n1QM5eJQtH9xcnYfhhdq2Bw/Bydfit6w2qcXV6hnOeP9B789G6FkB16vY58BazM/xR5gIqtUcaoKFei4nwfa29yS5FSrlkOmozOegr7uNq1P1WrVmXYsGFs3LiR0NBQRowYoa2v3rp1KyEhIVrZmzdvAmjT3LLCaDRmaEnBo0GCJeA6c+YMoaGhwMP1W1WqVKFgwYJaZsPdu3dr9S3rtxo0aGC130FBQXTo0AEPDw9KlChBQEAAAwcOZObMmRw5ciRDa80tQZE1lvppBT3ZrW+NZUTQbDZbTV6SWXfu3Ml0HZPJRGRG9gEVIo+xe8BlyTKU/G6TZV6uZZ62xVtvvYWqqimmFGRUvnz5tHnMOaVRo0Y4WVto8wRSExOJPHiQ2HPnUDNyVyuNPwhKBtfKORYrhmMae64ICE6R/EqHg/EdFOXhH8H46J9QzXVS1FHVMpjiP890WwbjeCAORXcDR6cxOLm2wujSDcXwE2d102nZwvqUHAEN29h3FF3YS9ofXA3Oz8b3zehsoE7zjO2J9Ki6LYpkOmFGTEwM58+ftzm9LzkvLy8mT57M//73P+3YH388vKmUlYRZ9hIQEKCNgFlGuSz/W5JJWNZbhYeHa2vALOu32rdvn+qa7777Lm3atOG3337jwYMH6HQ6KlasyEsvvcS4cePYs2cPAwdmLzFRbqlfv7722FrmxrTMnDmTSZMmcejQIS3QS0x8OJX1wIEDHD58OEP/0krAIkReZfcshW5ubiQkpEzXXK5cOYBUeyyULl0aFxcXzp07Z+9uiEfEh4ZmamTKsXBh2+eKFbO5j5fO1RW9uzvGokUxFCyY5ayRzwqHFL+BMaiJjVHNW0GJJSHuE8zmhjZq6oB4DI6z0BtWoSgxJJpaYYp/G1W1Pu1Gb7C+2BwgNjaK26HReBe3753up0XzV0rx1x/XuXNdNkJ+kvhU9MjtLjw2TTuUYN+ma5lKDa8o0KS99al4aXn33Xe1bHy3b9/O0OjUW2+9xSeffAKgjSYBWjKE5OurHhcXFxf8/f0JCgoiODiYnj17aqnSLSNblSpVonDhwoSFhbFz5048PDy0zzLJ129B0pKKr7/+Gki6YTtmzBiaNWuWKkCYO3duTj+1HJF8ndzWrVtTTQ9Ny9SpUzl37hxGo5Fbt27h7u5O/vz5tfPFixdPc1NsIZ50dh/h8vHxITo6mqtXH+7t4e3tjbu7OydPnkxV3mw2Z3rhpsi8+LCMLx53LF4cQz7b2eqcy5RB75H6g4yDtzcejRvjVqMGDt7eEmxlQPsUg0p6TAlvEx83idgHJzDFf5hmXb3DYhydhqM37EWnP4KDcTIOTkOA+6nKKrq/QLWdUc/NKZEdP8wl4rYEFNYYHHQUKiF3VZ8kOj24uGcvc+2TpEgpNzq+lrkp3B1fK5+lTY8tN1Hh4WhPepydnbWkC8nXXVeuXBmAe/fucfnyZZv1Z86cSenSpWnZsmWWpqLZYplWuG3bNu7evat9TkmeLt3yeMeOHdp0wqJFi6bKqDhv3jwA8ufPT1BQEG3atLE6GnPlSuYSHuUVlStX1lKyr1q1KlUCFFu2bt2q3Vhv06aNluQseVbCAwcOpHmNOXPmMGvWrAz/vAmR19g94PL390dV1RRruCDpF+v+/ftaZh+Affv2ERsbS740PtwL+0iMSj/tr87ZGZeqVXGxkpo1OcXBAfcGDXCpVg2HIkVwLFoU11q1cK1VC8VGViVh3btDoJg2EygpIEpM6I+q+qZb99ERq4S4T4mP+QVIHQyr5nqYzWVtX8zchQS9if2/2h4Fe9a5eDw7H96fBu6ez17Kfr+XfOj0evm0ZoQDSSNbnV4vj99LthMrpCX5VLoJEyYQE5P+jZqtW7dqU8iaNWumHbdM2QP48ccfbdbfsGEDFy9e5Pjx49la7/UoS8B14cIFli1bpmVYtmQShIcB186dO/n999+BpHTwj95UtAQVZcuWtZk5+erVq+zZs0f7OjenVGaFZV+w+/fvM2zYsHTLx8TEMHz4cO3r5Knuk2ditASr1ly4cIEhQ4YwePBgxo4dm8WeC5G77P7p+M0330Sn0/HDDz9Qq1Yt/vrrLyDpDVpVVQIDA1m5ciXLly+nR48eKIqSYl6wsD81MRE1A2lcXWvVwli8eIZGphSdDmOxYrjVqIFr9eo4FiokI1pZUKIYbFyd5pI565Tb6A0PM2iaEyuTEJf2H6K4mE2YEyumOp6Y2ICzlyfzweLhHD0li5FtqdHUPht9ZpRZhZsx+QiN9iLe/Gxk27OnyIh4u2RSe9L4veTDe981pEn74qkSaRid9TRpX5z3vmuY5WALkqbZWfZ4On78OJ07d04xTfBRZ86c0dYt1alTJ0WQ5efnp41yjR8/nrNnz6aqv379em2tt62NfrOqYsWKWnbEiRMnan1KztLf69evs27dOsD6+q2CBZP2UDx58mSKWT4W4eHhdO/ePUU6+Cdt65muXbvSqlUrIGnj5IEDB9oMuO/cuUPnzp21UcMePXqkCLZLliypbcK8YcMGbZpqcvHx8QQGBmrB+uDBg+36fIR4XOy+hqtSpUpMmTKF9957j+PHjxP231S2oUOH8t1333HhwgV69kzKha2qKoqi8M4779i7GyIZU0wMGZnYLwFT7iiYqZu1Kjp9EI5OQ1GSbWRsSsjA/llqAUwxIbSpP5Ctx8MBPYkJL2FKCASciTfB8t3PMzJz3X9mVKpXAKOzPtt7HmVEaJQXx+6WJjzWAzM6DIqJKvkvU8PrQo63/bRQzUn/lGcwVi1Syo2XB1eifb9yhF1O2hTZko0wswkybJk3bx5nz57l8OHD/P7771SqVIlXXnmFNm3aUKJECRRF4fLly2zZsoXly5cTHx9P/vz5WbFiRYrrKIrCnDlzCAgI4O7duzRs2JCRI0fi7+9PVFQUQUFBTJ8+HUha5/Pxxx/bpf/JtW3bllmzZmlBUvLphJA0Q8fb25tbt24RFxeHg4ODFnQk9/LLLxMSEkJMTAwBAQF8+OGHVK1alcjISPbu3cvcuXNTBaaWRGNPkuXLl9OsWTNOnz7N3Llz2bBhA/3796dZs2Z4eXlx+/ZtduzYwbx587Tpnw0bNrS6afH06dPZsWMH4eHhvPnmm2zbto1evXpRqFAhzpw5w9SpUzl27BiQtLdY9+7dH+tzFcJe7B5wAQwfPpwGDRowc+ZMKlZMuqPu6enJli1b6NGjh5bpx83NjSlTplh94xL2ER8WRlRGdpNXFBTZLytXGAzg1wR27Em/rN6wBKOLlTu8asaSA5jMXty/9xFx0XWsnr9+15sff4EuL2bocs8UvV7H89182bgoZ5P8xCUaKOQcQVvXg8QlGjh7rwTHwstwLLwMRl0CFT1T3zkXqZWv5YVO/2zfRDI6G/CpmDNT9t3d3dm6dSvvvvsuixcvJjIykoULF7Jw4UKr5WvXrs3ixYupUKFCqnPNmjVj9erV9O7dm4iICEaNGpWqjI+PD7/99puWZMOe2rVrlyIYeDTgshxbs2YNAE2bNsXDyjrmoUOHsn79enbs2MG5c+cYMGBAqjJlypShf//+WgKR06dPp5i++CQoWLAgISEhvPbaa/z888+EhoYybtw4m+X79OnDjBkzrE6zLFGiBMHBwXTs2JHLly/z448/Wp1a6ufnx08//SQ3hsUTK8cW3DRp0oSlS5emWFxbo0YNTpw4wcmTJ9m3bx83btzgjTfeyKkuPPNMkZFEHTsGiRm4I6+qxF+7lvOdEla9PwyMjumNQkbj6Dzc6hmdYWeG2/rnRsk0z1/P/vYqT63mr5SiRZdSOBhzbq2iUW/CoDNrj6t7XaS+9xkA/o7wyVQWumeVokDrHrY30RX24eXlxaJFizhy5AijR4+madOmlCpVChcXF1xdXSlXrhxdu3ZlzZo17N+/n+rVq9u81v/93/9x9uxZ3nnnHSpXroyLiwvOzs7UqFGDMWPGcPToUapVq5Yjz6NFixY4Oiat+fP19aVkydTvkcmDsEezE1oYjUaCgoKYPHkyderUwdXVFYPBgLe3N35+fkybNo2jR48yZMgQLR19WuvW8rL8+fOzdu1a/vzzT4YNG0a9evXInz8/BoMBd3d3qlatyuDBgzl06BCLFy+2uaYNkj4bnj59mq+//ho/Pz8KFCiAwWCgQIECtGrVisWLFxMcHCzr/cUTTVGfkUnuu3btws/Pj/Dw8BSpSJ9mUSdPZiqIMnh64t6gQQ72SKTl0FF4452TXL1mWWelJ/k+Qw5OPXFwXG61rqrqiY36C9VcK9v9+H0tVM+Z/cSfGtGRCfx77C7LJp0g0ZTzb6FmVeHni02JSTTStfR2HPU5P63xSeb3Ykk6DUg9kiKEEELkBkkp9xQzZTBlq8UzEnvnWdWqqAx+ozhGp3kkzfZNOXVCrz9stV6SRJxcWqI3rAGynvVKr4fKqfNqiEe4uDtQrIzbYwm2AHSKirdTBA66h6NfwjonVwOtepTJ7W4IIYQQmhwJuI4fP063bt0oVqwYDg4O6PX6NP8ZDDmylOyZZo6JwRwdnak6Dt7eOdQbkR6TSWX6gkg++18+4mLftFrGnNjIZn1zYj1iow6SaOpEdpZmJibC3YgsV3+m5CtgxMn18b13JZgNlHG/jk6RGyO2uLg78PqYmjg/xu+LEEIIkR67/1U6cuQIzz33HDExMTJikovi0kjRa4ujBFy55tS5WH7dYMRksr0gOCH+HfQOK1CU2BTHVVXBFP8pqloq2/1wcwUra8GFFQ6Oehq1Lc72ny7leFvRJkfMqkKtAjmbsONJ13dUdXyreOZ2N4QQQogU7B5wjR49mujoaJycnOjVq5e2+FU8XubY2PQLPVonPp5nMINynnD+ShwXLqS9IFg1Vycu+jccnYah0yfta2I2lyQhbvx/I1vZ1/UlMD57+8VmWbs+ZYiOTODA76E5lszCrCrEmBxpWfxw5vdre8b8sfoi0fcTqP6Y90wTQggh0mL3gGv37t0oisLKlSvp1Mk+HwJF5und3DJdR+fklAM9ERmhqmAwqCQkpP2J2pzYgtioEyi600A8qrkq2ClMbtYYRr1nl0s9M/QGHY3aFuPgtus5tp5Lp6gUcHqQI9d+2pw9FM7ZQ+H4v+xDx9fK53Z3hBBCCCAH1nDFxMTg6uoqwVYucyxWLFPlDfnzo3d1zaHeiPT4lnCkcpW4DJdXzZVQzTWwV7DVuD78uAhcZTA604KWX3hsyTOyJi/3LWfsWHuZm1eicrsbQgghBJADAZevry+xsbHEx8fb+9IiM8yZyGSm0+GaQ/ubiIypWs6JTh1iyZ8/6xkGH1LJ7IfswjIDK8v+ORKe212wSXkGgy2LI7vCcrsLQgghBJADAderr75KYmIia9eutfelRQbF3bjBg+PHM1zeoVAhdM7OOdgjkR5HBx0vtsxHrVqxlCuf+fV3KSk8mlI+Pe1bZ7PJZ5jBIW/uruGZT8W/iZnM/iw8LRITnt1gUwghRN5i908K77//PlWrVuWtt94iKCjI3pcXaTAnJBCxfTvRx46RGJ7xu+4JYWFEHT+OOSYmB3sn0nPrto7gYDf+/efxrqVr/hy0a/lYm3yq1GxWOLe7kEqFMmZcnODQ8bwZDD4OFet65XYXhBBCCCAHkmY4OTmxadMmqlevTrt27ShUqBBly5bF0dF26jNFUfjjjz/s3ZVnzv09e1CzMpVTVYm/fh3T3bu4N2qELo3vlcg5xYqAgwMkJOR8W/nygW9J6NIZ+rwKshVe1rXpWZp/joRz92Z2RybtQ69XOXv+2Q20ACrVK0CZavlzuxtCCCEEkAMB182bN2nRogX37t1DVVXCwsIIC0t7Lr0iuY6zTE1MxHT3LnFhYRkPthQFazmszbGxxF29inOZMnbupciIAl7QqS38tD7n24qJhmXzoKAMAmRbvoJOvD2tPiG/XeXkn7eJj0mksI8rNZsV5reF/xJx6/EGYomJz/b7afNXfGjTq2xud0MIIYTQ2D3g+vTTT/nnn38A8PHxoUqVKuTLl/b+QiJr4q5eJfrMGUhMzHglG8GWhenOHZCAK9d8OQZu3oZde3O2nfgE+HUT9O+Zs+08K9zyOdK6Rxla90j5u1Ohthf7Nl3jzy3XCA/LGyNgT7O6LYrQvp+kgxdCCJG32D3g2rRpE4qiMHbsWD7++GMZvcohCbduEX3qVOYrprc7q+7ZnoqU29zdktKzHzoGh44kTTH87AuIy4Gkn/fu2f+aIiVXDwee7+bLc51KMPvjw1w5ez+3u/RU86koN/eEEELkPXYPuG7duoWDgwMffPCBBFs5KPbixRy5rmPhvJcA4FlUp0bSP4DDx2BlDiT9rF/b/tcU1hmdDbw5oQ4Htoaye/1Vbl2Nzu0uPXUUBSrWkTmyQggh8h67D2cULVoUvV6PQVbh55j4sDBMd+9m7yL61BvmGry8Mr1hssh5lSrY/5r1a8Nzje1/XWGbo5Oeph1KMmxqfRydrG9YrTfITaqsatC6GAWLyc7dQggh8h67B1wvvvgisbGxbNiwwd6XFkBiTAxRx47Z4UKJKI6O6JydMeTPj0vlyrjVqYMiUwrznK4vJk01tJeWAbB0rv2uJzLH2dXAK0MrodOlDK4UHSSaZO+orKjaqCD/N7RSbndDCCGEsMrun64/+eQTihYtymuvvca2bdvsfflnXvy1a+mvw8ogNT4ec0wMDgULYixZUoKtPMorPyydA0UKpTwe0BSO7IIlszN+rSoVk66Vz8O+fRSZU6d5Ed79rgHPdSpB5QYF8XvJB1cPh9zu1hOpUr0C9P24RqoAVgghhMgr7D7vb82aNfTs2ZMpU6bQqlUrihUrpmUqtDXNUFEUli1bZu+uPJVyYnPimPPnkwIumQaaZzWsBwe2QfBuuH0HalSFapWTzjk7gbMzZORHY+KYHO2myIQiPm68OLAiAGcO3WHnz5dzuUdPnkr1vHj981q53Q0hhBAiTXb/hD1o0CAURUH9bxTm2rVrXLt2zWYCDVVVJeDKjJwYhUpMJOHuXRy9ve1/bWE3Dg7Qunnq4/k8ILA7zFqQdv32baB+nZzpm8i6IzvDWDb5RG53I1dExLngacx6AhFHo9wkEkIIkffZ/a+Vn5+fZCfMIQl37iRNKcwB8j17sn0yAhwdYeEyuB+ZlLHN3Q1i46BoYejVFd7sn9u9FI8yJ6psWPAPqjm3e5IzVDXpZ9GaiHgXTkX40KTw6Sxfv7CPa5brCvs5dOgQy5cvZ+vWrVy7do379+9TsGBBSpYsSZs2bXj11VepXLmy3dsNDAxk8eLFGI1GYmNln7vccPPmTX744Qc2b97MiRMnCA8Px8nJiRIlStC0aVP69etHkyZNcqx9X19fLl26RJs2bdi8ebN2fNGiRfTr1w+AvXv30qhRowxfc8yYMXz++ec2z+t0OpycnChQoACVK1emXbt2vP7667i52XGxtXjq2D3g2r59u70vKf4T89+G0vamGAwYvCSd8pNMr4eP3oFhA+HSZSjgBYULpV9P5K5r5yOJuBVn87zeoPDSmxUpVNIFU7yZTT+cf6L28rIWbCWa4VSED8fDyxBQ9GiWr+1gVGjYVrKq5qa4uDjeeustvv/+e21Wi0VoaCihoaH8+eefjB8/niFDhjBlyhQcHGSt4tMgISGBcePGMXnyZGIemc+ekJDA33//zd9//83333/PK6+8wvfff0++fE/HPnlms5no6Giio6O5cuUKQUFBTJo0iY0bN1KrVq3c7p7Io2Q+xhPCHB9P4v2MfdByKFKEhBs3MnxtQ8GCkjDjKeHqAlUkWdtTo97zRWjUtrj2danKnqz46gQnQm7nYq+yR6+D6l6XqeJ5Bb0uawmAnFwNBI6qjmdBJzv3TmRG//79Wb58OQD+/v706NGDSpUq4eLiwt27d9m/fz9z5szhypUrTJ8+nfDwcJYsWZLLvRbZ9eDBAzp37qwlRitatCiBgYE0bdqUQoUKERUVpX3vz58/z5o1a/jnn3/YuXMnHh5PVsamefPmUa9evVTH4+PjCQsLY+nSpaxevZrr16/TunVrzpw5Q/78+XOhpyKvk4DraaPX41KtGtE6HQmhoRmqYnhK7joJ8aQpXsYdT28nIm5Znw5V47mUG5EbnfT0/qA6U4f9SdilJ3vz5KwEW0VKudK2VxkqNyyIXi83idJjNsWTEBmOaopHMTji4O6FzuBol2tv3bpVC7ZGjRrFuHHjUpVp1aoVw4YNo0OHDuzcuZOlS5fSo0cP2rVrZ5c+iNzRu3dvLdh69dVX+f7773F1TTm9NyAggGHDhtGvXz9WrlzJ0aNHGTBgAKtWrcqNLmdZuXLl0hy16tixI8WKFWPatGncunWLSZMmMWHChMfXQfHEsHvA1b9/5heKKIrC/Pnz7d2Vp4rO0RG9h0f6o1yJicSePYuxaNEMBVyJZjOOhWTumRC5QadX6PhaOZZOOpFqHVflBgWpUDv1VF+9QYdvJc8nPuDKih4jqlKsjHtudyPPS4i8Q+TF40RfPY2amKAdV/QOuJSohLtvdRzcC2SrjQULkrL0lChRgrFjx9os5+7uzpIlSyhbtiwmk4mZM2dKwPUEW758Ob/88guQtO/q0qVL0eutb+Tu5OTE4sWLOXXqFMeOHWP16tUMHz6cxo0bP8Ye57yxY8cyf/58IiMjWbVqlQRcwiq7B1yLFi3KVAIGS5ZCCbhsMyckEHf5MonRGfuAFXfjBnr3jH0oWfPXJga1bZud7gkhsqFms8K4eTqy/adLXP0nEtd8DtRrWZRmnUrafC+9eTXqMfcy9/lU9JBgKwMizx8m4tRuq+fUxASiLh0n6tJxPKs8h3uZ2llu5++//wagdOnS6NKZku7j44Ofnx/btm3jxIlnMyPn00BVVS24dnJyYtasWTaDLQtHR0fGjRtHp06dAJg9e/ZTF3C5u7vTsGFDtm7dyoULF4iOjsbFxSW3uyXyGLvPyWjQoIHNf3Xr1qV8+fI4ODigqiqOjo4MGzaM999/397deGqoCQk8OHCA2HPnwGTKWKX4eKJPnkyziNlsZsK6bwk696cdeimEyI6y1fPz2phajF7WjBEzGxHwcin0Bttvz+75jY+lXwGvlMTBMW9M3YuNNhF1PyH9gs+wtIKtR0Wc2k3k+cPZbvPEiRNERkamW27MmDGsXr06zTVcoaGhfP7559SpU4f8+fPj7OxM5cqVeffdd7mWgQy9f/75J127dqVIkSI4OTlRunRpBg4cyD+PJJzavHkziqKgKIo2WvOo4cOHa2Us0+ce1bt3bxRFoU6d1PttbNu2jddee42KFSuSL18+HB0dKVy4MM2bN+ebb75JlWgC4OLFi1qbf/31F9HR0YwbN46aNWvi5uaGp6cnzZo1Y8GCBZjNqVObbt++Xat/+/Ztbt++zfvvv6+tqytQoABt2rTh559/Tve1tCYkJIQzZ84A0KdPH4oUKZKhei+88AKBgYHMmDGDjz/+2GqZ+Ph4ZsyYgb+/PwULFsRoNFKyZEm6d+/Ozp07s9Tfx6lQsplC9+7d0x4HBASgKApDhw4lNDSUTp064erqSv78+WnSpAnHjx9PcZ0LFy7w9ttvU7lyZVxdXfHw8KBmzZp89NFH3Lx5M91+HDlyhIEDB6ao37BhQ7766iurmTx9fX1RFIW2adx4twykKIrCvn37rNafMmUKf//9NwEBATg7O1OwYEFatGjBjWT5BNauXUvnzp0pUqQIjo6OFCxYkMaNGzNu3Dju3r2b5vMKDQ3lww8/pGbNmri7u+Pq6krFihUZOnRoqt/v5Cz9XrNmDbt376Z+/fo4OTlRuHBhOnToQFyc7aRV9mb3Ea5HvxnWxMbGsnDhQoYPH86xY8fYunWrvbvx1Ii9coXEBw/sft270fdYs38DE0bNs/u1hRA5q1HbYhzbnf4f3+zavuZKjreRUTevRLNt9UU6vl4+t7uSJyVE3slwsGURcWo3Tt4+WZpeWLNmTY4cOcLdu3d59dVXmTdvHsWK2c4a2axZszSv99tvv9GjRw/uPzJt/vTp05w+fZoFCxawbt06/P39rdb/6quvGDlyZIpsiRcvXmTu3LmsWLGCDRs24OfnB6B9KIyJiSE4OJgXX3wx1fWCg4O1x7t27aJFixYpzquqyu+//w4kBRQWcXFx9OrVizVr1qS65s2bN7l58ybbt29n/vz5bN++HS8bGYJv3LhBr169tADHYvfu3ezevZtff/2Vn376yeYI06lTp3j11Ve5fv26diwmJoagoCCCgoIYMmQIM2bMsFrXli1btmiPMzMtVK/Xs3DhQpvnz58/T/v27Tl9OuUWEVevXmXlypWsXLmSgQMHMmPGDAyGvJl6wBIMKYpiNWnG/fv3CQgI0IKD6Ohojh8/TpkyZbQyCxcu5M0330wVBBw7doxjx44xc+ZMli9fTvv27VNdX1VVxo0bx+jRo1NlDN2/fz/79+9nwYIF/P7772n+nmbVlStX8PPz4/btpIROsbGxXLp0icKFC6OqKn369GHp0qUp6ty5c4c7d+6wb98+pk2bxpYtW6hbt26qa69atYrXX3+dB498Fj579ixnz55l7ty5TJ06laFDh9rs3+HDh5k6daoWdN68eZOoqCiMxsdz8xJyYIQrI5ycnHjzzTcZP348O3bs4LvvvsuNbjwREsLCcuS6f1/7h//rEEjXzq/lyPWFEDmnQu0CFCjqnNvdeOwO78yZ98OnQeTF4+kXsuJBFusNGTJEm0q4ceNGfH196dixI3PnzuX8+fOZutb+/fvp1KkT9+/fx8XFhY8++ojg4GC2bdvGBx98gKOjI/fu3ePll19OccfcIi4ujhEjRuDl5cX48ePZuXMn69at46WXXgIgMjKSvn37YvpvloiTkxMBAQEAVkev7ty5k2LkYdeuXanKHD16lLD//j4nD7hGjBihBVsdO3Zk1apVhISEsHnzZiZNmqSNCh0/fpwvvvjC5mvy+uuvc+bMGbp168b69esJCQlh+vTpFCxYEIB169al+gCbXNeuXQkLC2PgwIFs2bKF3bt3M378eG2q23fffceOHTts1rfm6NGH2zjYa2+t8PBwAgICOH36NK6urnzwwQds3bqVP//8kyVLlvDcc88BMGfOHN555x27tGlv9+7dY+/evQDUqFEDJ6fU2VOXLVvGP//8w9tvv82uXbtYvnw5o0eP1pKNrF69mv79+xMXF0fVqlWZPXs2e/fuZceOHYwfP56CBQty//59XnrpJasDG1999RWfffYZqqri4+PDt99+S0hICOvXr6dLly5AUhDepUuXVAGZPcyYMYOIiAjGjh3L7t27+f777xk1ahSKorBgwQLtZ/Wll15i7dq17N27l40bNzJo0CB0Oh137tyhR48eJCYmprjupk2b6NmzJw8ePMDV1ZVRo0axfft2du/ezYQJEyhQoAAJCQm89dZbaS5N+vLLLzEYDHzzzTfs2bOHb7755rH/POXqrYJBgwbxwQcfsHjxYt56663c7EqepVqZNpBdZtVMmRr16ej/id2vLYTIeffD4wgPSz0lKa8zGBJw93iAoqh4et7Hq+BdrlwqTtiNjCXuSYhNTL/QM8hsiif6atY2kI66epp8lZtkOnth/fr1mThxIiNHjgSS9l7asGEDGzZsAJLWbbVo0YL27dvzwgsvpLmmZdCgQZjNZlxdXdm1axe1az9cW9a8eXPq1q1L165dCQ8PZ9q0aXz55ZeprlG0aFH27NlD6dKltWOdOnWiR48erFixgosXL7Jnzx5thKxdu3Zs2rSJkydPcuvWLby9vbV6O3bsQFVVHBwcSEhIYN++fZhMphSjK5bRHi8vL21T3Zs3bzJ79mwAunfvrmVxtGjTpg19+vShUqVKRERE8MsvvzBlyhSrr0lYWBgTJ05MseSicePGPPfcc9SrVw+z2czSpUvp27evzforV66kW7du2rGmTZtSrVo1OnfuDMDSpUttjhhac+nSJQCMRmOKKXTZMXLkSK5cuUKBAgXYuXMnVapU0c41aNCAnj17MmDAAObPn8+MGTMIDAy0OgqSW8xmM8OHDycqKmldra3vh9ls5vXXX2fatGmpzt2/f5+BAwcCSYlIVq1ahaPjw99HPz8/+vbtS+PGjbly5QpvvPEGx44d086HhoYyZswYAKpVq8aOHTtSjJx26NCBoUOH8t133xESEsKWLVvSnEKYFWazmbFjxzJq1Cgg6WfNwjKNuG3btqxduzZFvXbt2lGsWDE+++wzzp49y759+7S68fHxDBw4kMTERPLly8eOHTuoWbOmVrdp06b06NGDZs2acfnyZYYNG0anTp1S/C4n79/s2bPp2bMnYL8bBpmRq5Pz3dzc8PDwSDVkLpKoiYmYc2B+qU7RUaFK6jnnQognQ9T9hFRZDfM6RUmkgHc49yI8CL/jxZXLxYi870bjpn9RrPj19C8AlK8lG7RbkxAZniIbYWaoiQkkRIZnqe6IESP45ZdfKFGiRKpzly9fZtGiRXTp0oWiRYsyduxY4uPjU5U7cuQIhw8nrSX76KOPUgRbFl26dKFhw4aA9REpgNGjR6cItizeeOMN7fGpU6e0x5YPnKqqppg+CElroSAp5TlAVFQUhw4dSlEmKChIu45lpO/EiROUKVMGR0dH7YPnowoXLqyNrqW1Lq1kyZKMGDEi1fHatWtracrTSkDStGnTFMGWRadOnShQoEC69a2xTOmyNQ0ys27fvs2yZcsA+Oyzz1IEWxaKovD111/j6ekJwKxZs+zSdkb9+++/HDlyJMW/w4cPs3PnTmbOnEmjRo1YtGgRAJUqVWLQoEE2r2UJqh71ww8/EBERgaOjI/PmzUsRbFkUL15cGxE9fvw4u3c/nD68evVqLeCbPXu21e/PuHHjtOlztn6Hsiv571pyllHp5NMnkxs0aBADBgxg4sSJFC78cCuUtWvXcuVK0rT28ePHpwi2LHx8fLSfiejoaObNs75MxsPDQ/t9zi25GnBdunSJe/fu5dk5ublJNZl4cPRoxhNlZILi4IChQPZSAgshck+BIs44uT4575uqCnqHRMKuF8ZsTlpzkpDgyJm/y3P8aBWqVj8LpD3NxcGo4/luvjnf2SeQakodyGSqfhaDNYDOnTtz4cIF1q9fT2BgIEWLFk1V5v79+4wePZqGDRumWhy/adMm7XGPHj1strNy5UquXr3K/v37rZ5v3bq11ePlyz9c8xceHp7ieNmyZQFSBVyWr1988UXtQ2LyxA3R0dHaB97k0wlbtGjBmTNniImJoWrVqjafi2VaYVoL9ps3b24z+6MlsHx0TUtyzz//vM1zvr6+6da3xrJezFrgnBXbt2/XXoNH18gl5+7uro1IWILhx2XAgAHUrl07xb86derg7+/PkCFDOHDgAABVqlRh48aNODtbn+rt4OBAjRo1rJ7bvHkzANWrV9emjFrTpk0b7XHy18HyO1SqVKkUI0vJeXp6cvDgQcLDw5k0aZLtJ5xFpUqVsjqyBFCxYkUA5s+fz8yZM7Xg0MLb25u5c+fy/vvvU65cOe34H3/8AYDBYKBPnz42227Xrh3FixcHsJkTonbt2ulm1MxpuRZwhYWF0a9fPwCrd7SeVarZTPSZM0Rs347pv8WH9uZSqRJKOml8hRB5l6OTnuc6ph5VyKsUBUzx1qesXThfEgeHBFxdbW974VnIyKAv6lC8rKSFt0bJ5mbGit4hW/UNBgMdOnRg4cKFhIaGcuLECb755hvatWuXYlH6kSNH6Nq1a4q6liQCHh4eVkeoLHx9fbUPVdZYG2UDUrRveuQGpiXxQ/KA6/bt25w8eRJFUfDz89NG1pKv49q+fTvx8fHodDqrU7MsgZKqqly7do0dO3Ywd+5chgwZQu3atZkzZ4523hYfHx+b5yzrfh59Pvasb41l5OTu3bt2WQeUfE1Y9erVtYxy1v5t3LgReDitMTcpioKHhwdly5ala9euLF26lCNHjqT581uwYEGrI1fw8HU4ePBgmq9B8mmcFy5c0B5bfoesjQAlV7VqVasJPewhrUQcb7/9Njqdjri4OIYMGULBggVp27Yt06ZNS3OGm2XriYoVK+KexlZHiqJQv359IOUodkb797jY/RZpevMizWYz9+/f59y5c5hMJhRFsTnM+qwxx8by4NgxEiMicqwNhyJFcLRyB1II8WRp3bMMpgSVPRuukBCX9+YXmlXQZWBLRrNZz91wT8xm6zeBFB0MHFcH7+Kyr40tDu5eKHqHLI1UKXoHHNztO1WzatWqVK1alWHDhhEeHs6ECRP46quvUFWVrVu3EhISon1WsGR3K5CNWRdGoxEHh/SDxkeDhHbt2jFjxgzOnDlDaGgoxYoV09ZvVa1alYIFC+Ln58eKFSvYvXu3tm+oZf1WgwYNrPY7KCiI6dOns2PHDqujSDqdLt2AxRIUWWPZny+ta2S3vjVly5Zl3759mM1mbty4YXU0MzPu3LmT6Tomk4nIyMg0P4DbU3BwsDYFNDvS6m9WXoeIZJ8T7fE7lF1pPb8WLVqwdOlShg4dSnh4OLGxsWzZsoUtW7bwzjvvULFiRfr27cvbb7+dYq2n5XXJyHpBy+iarfTyj+vnJS25khY+uUGDBlmdZ/ysib18mZjTWVv0nGE6Hc7JhmuFEE8unU6hQ/9yPN+1FKcO3GbFFOt39h43RycdJSt5cu5IxtcFxUQbiYlJPRVH0cFLgypKsJUOncERlxKViLqU+YyDriUqZTphRkxMDNevX+f27ds0aNAgzbJeXl5MnjwZT09PPvkkKVHTH3/8oQVcmR1lsaeAgACMRiNxcXEEBwfTs2dPbbTLkkzC8mE7PDycU6dOUbVqVW39lrX03O+++y5ff/219rVOp6N8+fJUqVKFunXr0rx5c5YuXfrY1yLZQ/369bU1V7t27Uo1WpmWmTNn8uDBA1q2bEnt2rVRFCVFRroDBw5keHnJk7ipsK1N7AHtdWjXrl2amSuTy5cvn/Y4p3+HrO359qi0nh8kJZHp1KkTa9euZe3atWzdulW7GXHmzBk+/vhjFixYwK5du7Qpt5m5IWB5DW31I73+PQ52D7j69OmT5hNTFAWj0Ujx4sV54YUXrG4Y+Kwx3buX88EW4F6vHvon8I1KCGGbs5sDru7Zm1JmLy+9WZ6mHXzY+/stKwGXCqT+2+DiEs2lSymng+l00PwVX+q3KkrBYvKelRHuvtWzFHC5+VbPdJ13331Xy8Z3+/btDN1Zf+utt7SAKzQ0VDtuSYaQfH3V4+Li4oK/vz9BQUFawGVJlW7Zs6tSpUoULlyYsLAwdu7ciYeHh7ZfVPL1WwA///yzFmw1atSIMWPG0KxZs1QBwty5c3P6qeWI5Ovktm7dmqmAa+rUqZw7dw6j0citW7dwd3dPMb2tePHi2R4xe1Llz5+fsLAwEhMTtYQomeHp6UlYWFiWfocyMtqZkY3NM8LV1ZXevXvTu3dvEhISCAkJ4bfffmPZsmWEhoby77//8v777/PDDz8AD6ew3rp1K91rW8rYK6FLTrB7wGXJ1iIyLu7q1RxvQ3FwwPDfHzYhxNOlYHFnFCUpOUVucvkv8KvZOD+rv9ajV5KncVd4NOjS6RJRVbgbnnJdQf1WxWjXt2zOd/gp4uBeAM8qz2Vq82PPKs9ladPj5Avbg4KC6N69e7p1nJ2d0ev1JCYmplhPUblyZSBpL6PLly/bXHs0c+ZMJk+eTNmyZVm1apXdpk+1a9eOoKAgtm3bxt27dzl58iRAinTp/v7+rF69mh07dmhTF4sWLZpq/bklQ1r+/PkJCgqyOY3JknntSVO5cmXq1q3LwYMHWbVqFRMnTszQmqCtW7dy7tw5ICnxg+V1SZ6V8MCBA3Tq1MnmNebMmYPZbKZs2bI2E6Q8qapUqUJYWBiHDh0iMTHRZnKH27dvM3PmTEqXLk2DBg20ZBSVK1cmLCwsxd5x1vTs2ZPDhw/TuHFjbc8qy6iiZUNga65m8zPqnTt3OHXqFNWrV9dusDg4OODv74+/vz+ffPIJderU4dy5c1oCEUiamrx3715Onz6d5jRSVVX566+/gJRJcvKaPJk5oUGDBlr2oKddYlQUiZnMFJQVjqVK5XgbQojcUbCoC5Xq5W7mUYODjgr/pW13cTPgU9/XSqmUI1xms56YmJR3/wv7uEqwlUXuZWrjWeW5DJX1rPIc7mWylrAq+VS6CRMmEBOT/p5wW7du1ab9NGvWTDuefH3Mjz/+aLP+hg0buHjxIsePH7frWhVL4owLFy6wbNkyVFWlQoUK2rQmeBh87dy5k99//x1ISgf/6GweS1BRtmxZmx8Or169yp49e7Svc3NKZVZY9gW7f/8+w4YNS7d8TEwMw4cP175Onuo+eSZGW+m8Iel7M2TIEAYPHszYsWOz2PO8q2XLlkBSQPXLL7/YLDdz5kxGjx5Nnz59UiRxsfwOnT9/noMHD1qtGxcXx6ZNm/j7779TrCu0BECXL1+22a6tzH8ZsXfvXm0tpGVD8Ed5eHjQuHFjIGXgZ3ldTCaTtpeXNRs3buT69aStRdLKdpnb8mTAdeXKFS5evJjb3chRpvv3ub9vH/f37CHx3r0cb8/pvzSwQoin06vvVqVMNU+7Xc/gqFCuZn4q1M5YVqvmr5TCNd/DqY3vfO6Lz3NViEx0T3PkrWnHElSuX4Bqjb15ZWgl3v66Pm758sYUySeRe5naFPHvgVup6qmyDyp6B9xKVaeIf48sB1uQNM3Osvb6+PHjdO7cOcU0wUedOXNGS45Vp06dFEGWn5+fNso1fvx4zp49m6r++vXrtdTXtjaWzaqKFStq2eUmTpyo9Sk5S3+vX7/OunXrAOvrtywpvU+ePGl1VCA8PJzu3bunSAdvrxTrj0vXrl1p1aoVkLRx8sCBA20G3Hfu3KFz587aqKFlk1qLkiVLapswb9iwQZummlx8fDyBgYFasD548GC7Pp+84LXXXsPJyQmAYcOGcf78+VRlDh06pKVz9/LySpH74LXXXtNGXgcPHpwq7TrAqFGjtIQSyX+HqlWrBsDFixdTjC5ZfPvttxw5ciSLzwzq1q2rJbT48ssvUyT7sLhz546WAj75MqOXXnpJGw0fNWqU1X3jrly5ov1MuLq60r9//yz3Nac9ORu5PEXMcXE8OHgQNSHre59khmOxYjb38xBCPB1cPRwYPLEul8/cI/inSxzfk/68d1sUHXy8oCke+Y1c/fc+Zw8fsFEQivm68VznkjRolTrt7rCPipL4flH2br/Hb98dJiEuMcX5ao296fxGBXQZSWcoMszBvQD5qweQr3ITbVNkSzbCzCbIsGXevHmcPXuWw4cP8/vvv1OpUiVeeeUV2rRpQ4kSJVAUhcuXL7NlyxaWL19OfHw8+fPnZ8WKFSmuoygKc+bMISAggLt379KwYUNGjhyJv78/UVFRWsY/SFrn8/HHH9ul/8m1bduWWbNmaUFS8umEkDTly9vbm1u3bhEXF4eDg4MWdCT38ssvExISQkxMDAEBAXz44YdUrVqVyMhI9u7dy9y5c1MFpvfv33/ikkAsX76cZs2acfr0aebOncuGDRvo378/zZo1w8vLi9u3b7Njxw7mzZunZZpr2LCh1UQhlmyO4eHhvPnmm2zbto1evXpRqFAhzpw5w9SpUzl27BiQtLdYRqavPmkKFy7M1KlTGTx4MKGhodStW5d3332XgIAAEhIS2LFjB19//bUWSH399dcpRlBLlCjBmDFjGDVqFPv376devXqMGDGCatWqERoaypIlS/j555+BpHWHydcedu/eXVsK9Oqrr/LJJ5/QpEkTwsPDWbZsGStXrqRMmTJWg8CMcHR05IMPPmDEiBGcO3eO2rVr8+6772rbAJw6dYqpU6dqI1QffPBBirrz58/nhRdeICIigsaNGzN8+HBatWqFXq9nz549TJ48mdv/baE0bdo0SpYsmaV+Pg4ScOWCuCtXHluwpXN2xjkPz2kVQtiXT8V89BhRlW9D/yL0gvXpyvkKGnlxYAXMiSrLp5wk0fRwCEqnV+g5sioe+ZP2LypRzoNOr5dn/fx/UoxUFfV1443xtXH3TPsDvF4Pzz2fj4qVGrDzl8tcPHUPZ3cDdZsXpX7LohJs5SCdwRFj/iLpF8wCd3d3tm7dyrvvvsvixYuJjIxk4cKFLFy40Gr52rVrs3jxYipUqJDqXLNmzVi9ejW9e/cmIiKCUaNGpSrj4+PDb7/9pk2Bsqd27dqlCAYeDbgsxyxTopo2bYqHh0eqMkOHDmX9+vXs2LGDc+fOMWDAgFRlypQpQ//+/bUEIqdPn04xffFJULBgQUJCQnjttdf4+eefCQ0NZdy4cTbL9+nThxkzZlidZlmiRAmCg4Pp2LEjly9f5scff7Q6tdTPz4+ffvopT2Sbywlvvvkm0dHRfPjhh0RERPDZZ5+lKqPX6/nyyy+tbgL80Ucfce/ePSZNmsTp06d5/fXXU5Xx9/dPdcOjdevWDBw4kDlz5nDv3j1GjhyZ4nzFihVZunSpts9VVrzzzjscP36cxYsXc/HiRatTUQ0GA5MnT9am+Fq0bduWFStW0K9fPx48eMC4ceNS/awZjUZmzJhh9TnnJRJw5YKEHNxnKzmn8uVxKlECJQP7kwghnh4OjnoGTajDph/OcSj4BnExiRT2caVaY29qNC2UYgPh4mXd2bc5lDs3ovEu5kLDtsUpUCRlina/l3yo0qggh4JvEBtlwreKJ1UbFUSvz/jIuXdxF/5vSCW7PUeR+7y8vFi0aBHvvPMOP//8M1u3buXq1avcunULRVEoWrQoderUoWvXrnTu3DnNtN//93//R8OGDZk6dSqbN2/m0qVLqKpK+fLlefnll3n77bdzJNiCpHUfjo6OxMfH4+vra/UuefKA69HshBZGo1EbkVuxYgVnzpwhLi6O/PnzU7lyZV5++WVee+01TCYT//vf/4iLi+PHH3+0yz5Pj1v+/PlZu3Yt+/fvZ9myZYSEhHDu3DkiIyNxdnbGx8cHf39/Xn/99VTJRR5Vo0YNTp8+zZw5c/j55585efIk9+7dI1++fNSpU4devXrRq1evp36mznvvvUfHjh359ttv2bp1K1euXCEhIYHixYvTvHlz3nrrLZtZDBVFYeLEibz88svMmDGDHTt2EBYWhrOzMzVr1qRv37707dvXakKO2bNnazcdDhw4QExMDGXKlKFr166899572c5SqNPpWLRoEa+88goLFy7kwIEDhIWF4eDgQPHixWnZsiWDBw+matWqVut369aN5557jmnTprFp0yYuXryIXq/H19eXdu3aMWjQIHyfgGUzimqP7cLtrGjRoty8eTPFHg3ZtWvXLvz8/AgPD8+xnbYzIu7KFaLPnIEM7GuQHTpnZ/IlmysthHg2mc0qiSYzDo7WM18JIYQQImfJCNdjFH/9OtF///1Y2jJKVkIhBEkbJOsk2BJCCCFyzdM9PpvHRGdx0WFmGX19cbKxl4kQQgghhBDi8ZGA6zFRExNRraTqFEIIIYQQQjy9JOB6TGL+2xAxpySqDzeLi796FdWO69+EEEIIIYQQWSMBVw5TExNJjI4mLoc3cn6gnkJVkxJxqCYT5kc2Uzx79uwTt6O9EEIIIYQQTzpJmpFDEh88IObsWRL+25AtJ6mqygP+xYmSGPEGvR6d48O9cUwmEwEBAbi4uDBr1iyrGzYKIYQQQggh7E9GuHJAYnQ0kQcOPJZgC5L2X1BQgKQRLseiRVGS7bVgMBhYvnw5Fy9epHXr1rRq1YozZ848lr4JIYQQQgjxLJOAKwfEXbqEmpDw2NpLUO8BZhwpmHTAyk7sAQEBLFu2DIBt27ZRrVo1Bg8eTHh4+GPrpxBCCCGEEM+aPBFw7d69O7e7YFcJjzmIua8exUOphaIkjWrFX7uWag0XJO3WPWXKFAwGAyaTiQULFuDj48M333xDwmMMEIUQQgghhHhWZCvg6ty5M/fu3ctyfbPZzKeffkrz5s1THO/atSt9+vTJTtdylaLL2ThWVVUgaWTrnvkwzooPbkrFhwXMZhJtfF/ee+89Bg0ahNFoJC4ujqioKD788EPKlSvHhg0btGsLIYQQQgghsk9Rs/EJW6fT4evry8qVK2nQoEGm6l66dIkePXqwb98+ABJzOI35rl278PPzIzw8nPz58+doW7EXLhDzzz852kZ63OvXx2DjeZrNZv7v//6PzZs3Exv7MJ28o6Mj9evXZ9asWVSvXv1xdVUIIYQQQoinVraGYvLnz8/Fixdp1qwZU6dOzXC95cuXU6tWLfbt24eqqlSsWDH9Sk8QY8mS6Fxccq19nbMzek9P2+d1OlauXEmtWrUwGo3a8fj4ePbt20edOnV47bXXuHnz5mPorRBCCCGEEE+vbAVchw4don79+iQkJDBy5EhefPFFIiIibJZ/8OABffr0oXfv3ty7dw9VVRk4cCAHDx7MTjfyHMVgwKlcudxpXK/HpVo1FCuJM5IzGo1s2rSJkiVLYjA83B0gMTERk8nEsmXL8PX15csvvyQuLi6ney2EEEIIIcRTKVsBV6lSpdi9ezdDhgxBVVXWr19P7dq1+fPPP1OV3b9/P7Vr12bZsmWoqoq3tzfr1q1j1qxZODs7Z6cbeZLe1fWxt6k4OZGvSRMcMjhl0tPTk+DgYDw9PdE9su4sLi6OmJgYPv/8c0qXLs2aNWtkfZcQQgghhBCZlO3sDg4ODnz77besXLkSNzc3Ll26hJ+fH1999ZVW5osvvqBZs2acP38eVVVp164dx48fp2PHjtltPs8y3bnz2Nt0rVoVXSaD1xIlShAcHIyTk5PV87GxsVy/fp1evXrRoEGDp240UgghhBBCiJxkt3R6Xbt25cCBA9SqVYuEhATef/99OnbsSPPmzfn0009JSEjAaDTy7bff8ttvv1GoUCF7NZ0nqSbTY23PsVQpHAoUyFLdatWqsXHjRhwcHGyWiYuL49ChQzRq1IgePXoQGhqa1a4KIYQQQgjxzLBr/vIKFSqwf/9+PvzwQxRFYePGjezcuRNVVWnYsCEHDx5kyJAh9mwyzzJ4eT2+tgoXxjWbiUf8/f1ZsmRJmkGX2WzGZDLx008/Ubp0aUaPHk10dHS22hVCCCGEEOJpZvcNoxITE4mPj9fWBKmqiqIotG7dmvLly9u7uTzLwcvLZlp2q/T6dM+71a+PS7VqOBQpgt7dHUOBArhWr45bjRrZ6+x/unXrxpdffomjo2Oa5eLj44mPj2fSpEmUKlWKZcuWYTab7dIHIYQQQgghnibZ2ofrUX/99Re9e/fm7NmzqKqKj48P3t7eHDx4EEVRqFmzJitXrqRChQrZbuvmzZvs3r07w+VPnTrFp59+yuLFi3Fzc8t2+xmhJiYSf/06CXfuQDovs2IwoBiNmKOiUp3Tu7vjWLQo+seUan7s2LH8/fffxMfHZ6i8k5MT5cuXZ+7cuTRq1CiHeyeEEEIIIcSTw24B14QJExgzZgwmkwlVVenWrRuzZ8/GxcWFkSNHMn36dBRFwcXFhW+++Yb+/ftnq7233nqLGTNm2KPrwg4UReG5555j586dud0VIYQQOSwgIIAdO3YAZDiD7aJFi+jXrx8ACxcuJDAw0C59CQwMZPHixRiNRmJjY+1yTSGEsCdD+kXSdu3aNXr16qWt1XJzc2PGjBn06dNHKzNt2jRatGhB//79CQ8PZ8CAAWzZsoW5c+eSL1++LLX79ddfM2bMmAyX37t3Lx07duTff//FM41NgXOCajZzf8+eNBNpuNWrh8Hd/TH2yrqEhAQ6derEsWPHMrT/ll6vR1EU+vfvz/jx4x9DD4UQQgghhHhyZCvgWrNmDQMHDiQiIgJVVWnQoAHLly+nTJkyqcp26tSJQ4cO0b17d/bu3cuaNWs4cOAAy5Yto3HjxpnvuMFAgUxk5bMEdl5eXuTPzNoqO3GtXp3Yc+esnnOpVg1jsWKPuUepqapKr169OH78eIaCLUdHR5o2bcqMGTOoUqXKY+ihEEIIIYQQT5ZsJc3o2rUrd+/eRVEURo0axZ49e6wGWxY+Pj7s3LmTkSNHAnDx4kX8/f353//+l51uPBGcypTB6OMDiqIdUxwdcatbN08EWwAff/wxP/30U7pTMpycnChdujTr1q1j27ZtEmwJIUQeFBUFh47CzpCk/60sERZCCPEYZHtKoY+PD0uWLKFZs2YZKq/X65k4cSLNmzenb9++3Lp1izFjxvDpp59mtyt5mqIouFSqhFPp0pju3UMxGDDkz4+SLADLTbNmzWLq1KlpJsowGo04OjoyYcIEBg4ciMGQ7R8fIYQQdnb6H1i4DNasg6hkO3e4usArnaFfT6j07CQNFkKIXJftEa6jR49mONhKrm3bthw5cgR/f//sdOGJozMacSxUCAcvrzwTbP3666+8/fbbNoMtg8GAwWBg0KBBXL58mSFDhkiwJYQQedCcRdC8IyxekTLYgqSvF69IOj9nUW70Tgghnk3ZCrhWrlyZ5aQXAEWLFmXbtm1P/ehWXrZ37166dOlCQkKC1fMODg60bNmSv//+m2nTpj32hCNCCCEyZs4iGD0h3V1IUNWkcnkl6BozZgyKolCtWjUAjh8/Tt++fSlZsiROTk4UL16cXr16ceTIkSxd/4MPPkBRFBRF4f/+7/9ITEwEYPv27drx27dvc/v2bd5//30qVaqEi4sLBQoUoE2bNvz888/pthEcHEy3bt0oWbIkRqORAgUK0KxZM6ZNm5Zqmn5kZCSOjo4oisLw4cOtXu+XX37R+vbZZ59ZLTN//nwURcFgMBAeHg4kZY9UFIWhQ4cCsH79etq1a0ehQoVwcnKiQoUKvPfee9y8eTOjL58Qwg7svvFxZimKkqlsg8J+zp49S5s2bayObDk5OVGxYkW2bNnCpk2bKFeuXC70UAghREac/gfGfJm5OmO+TKqXl6xcuZL69evzww8/cPXqVeLi4ggNDWXZsmXUq1ePVatWZep6U6dOZdKkSQC0a9eOFStWoNfrU5U7deoUNWrUYPLkyZw5c4aYmBjCw8MJCgri5Zdf1gKYR8XFxdGrVy9atGjB6tWruXr1KvHx8YSHh7N7927eeecdqlatyt9//63VcXd3p2nTpkBSoGZN8uO7du2yWmbLli0ANGrUCC8vr1Tn3377bTp16sTmzZu5desWcXFx/PPPP0ydOpWqVaty+vRpq9cVQthfrgdcInfcuHGDgIAAoh5ZRe3k5ISnpyfffvstJ0+epHnz5rnUQyGEEBm1cFn6I1uPUlVYtDxn+pMV165dIzAwEGdnZ/73v/+xa9cu/vjjD15//XUAEhMTGTRoEPfu3cvQ9ZYsWcKIESOApJGfn376CUdHR6tlu3btSlhYGAMHDmTLli3s3r2b8ePH4+LiAsB3332n7TuWXL9+/Vi2bBkA1apVY8GCBezbt48NGzbQq1cvFEXh/PnzBAQEcP36da1eu3btgKTRvNu3b6e67vbt27XHf/75Z6pZKGazmT/++AOAF154IVX9NWvWMH36dCpUqMC8efPYt28fv/zyi7aM4/bt27z55pvWXzghhP2pz4idO3eqgBoeHp7bXcl19+/fVytXrqw6ODiogAqoDg4OqoODg/r++++r9+/fz+0uCiGEyKAHD1S1TC1VLVwh8//K1Eqqn1n+/v7a34+MWrhwoVZn4cKF2vHRo0drx/Ply6eeOXMmVd133nlHK7N06dIU5/r27asCqtFo1I5t2LBBNRgMKqA2atRIjYyMTHXN4OBg7ZqAunLlylRl1q1bp51//fXXU5zbtGmTdq5NmzZqbGxsms+5S5cu2vFjx45px3/88ccUdW7fvq0qiqIqiqLq9XoVUENCQlKU2bdvn1b/8OHD2vHk35d69eqpDx755iYkJKj169fXyly5ciVVn4UQ9icjXM+YhIQEOnTowPnz50lISNDmf3fo0IF//vmHiRMn4p4HNmAWQgiRMWf+TZ0gI6OiouGM9S0ic8XQoUOpUKFCquP9+vXTHp84cSLNa4SEhNClSxdMJhO1a9dm06ZNuLm5pVmnadOmdOvWLdXxTp06aXt+PtrutGnTAHBxcWHJkiUYjcZU9QMDA+nSpQsAP/30E1euXAGgevXqFC9eHIBt27alqLNjxw5UVaVGjRpUrVoVSD2tMCgoCIDixYtTq1Ytq89pwoQJuLq6pjhmMBjo3bu39vXJkyet1hVC2JcEXM8QVVXp06cP+/fvJy4uDqPRSLVq1dixYwdr166lVKlSud1FIYQQmfQgm/tr5aX9uZ5//nmrx0uXLq09fvDggc36J06coEOHDsTExFC5cmWCgoIylOzJVrsAvr6+qdpNSEjQgqAOHTrg7e1ts/6AAQOApGmAyddmtW3bFki9jsvytZ+fH/Xq1QNg586dKcpY1m9ZpiY+ysHBAT8/P6vnMvpaCiHsRwKuZ8hHH33EypUrMZlMFCxYkPnz53PkyBGaNGmS210TQgiRRW6u6ZdJi2sW6md3WxNb9X18fKweTz5SYzKZrJYxmUy0bduWu3fvAkn7fmY0k7KtdpO3nbzdS5cuER2dNKxYv379NK/doEED7fGpU6e0x5Zg6fTp09y4cUM7blm/5e/vT8OGDQHYs2cPZrMZgPv37/Pnn38C1tdvARQuXNjmerWMvJZCCPuSgOsZ8d133zFx4kQcHR0ZNWoUly5domfPnuh08iMghBBPsorlkjY1zgpXF6hYNvP1kn+Yt6RZT0/y9OjWpt8BqabAWSQP0FQb2UESExO5du2a1rcTJ04wderUDPXNVrvJ207e7p07d7THhQoVSvPa+fLlw8HBAUALBgFatmyp7WlpmVZ4+/ZtbZqfn5+fNkoVERGhTWn8448/MJlMODo60rJlyyw/n0efkxAi5zwzn7YtUwosb3rPEpPJxNSpU+nevTvnz59nzJgxWuYlIYQQTzZXV3ilc9bqdnkxayNcyUeOMjotLTIy0mp9e/L29ubAgQNUqVIFgLFjx3Lx4kW7t5PZQMUyOpU82MmXLx+NGzcGHk4j3L59O6qqUqVKFby9valUqRKFCxcGHq7jsqzfatasmay5FuIJ8cwEXNWrV+fmzZvpLpx9GhkMBk6dOsXy5cu1RbpCCCGeHv16QmZn+SkKBPbIWnslSpTQHl+7di1DdS5cuGC1vr3odDp+//13atSowbfffgtAdHQ0Q4YMsXtbyfe9unXrVpplw8PDtVHAR/fLskwrtARcltTzyddfWVK5W9ZxWQIuW9MJhRB5zzMTcAFpLmp92tmaviGEEOLJV6k8jPkwc3XGfJhULytq1KihPT58+HCG6hw8eBBI+ntUsWLFrDWcBgcHB2rWrAlAixYttKyDGzduZM2aNXZtq0yZMjg7OwNw4MCBNMvu379fe1y+fMoX3BJwnTt3jsuXL2ujWJYgC5L2EIOkgOvff//l/PnzgARcQjxJnqmASwghhHhaDQyEzz9Kf6RLUZLKDQzMelutWrXSpsd999136ZY/e/asFpg0b97cZkIHe/rqq6+0WS1vv/029+/ft9u1DQaDFhStX7/e6ubFFvPnzweSphM2b948xbmaNWtStGhRAH755ReOHz8OpAy4LI9v3LjBjBkzgKRMg5UqVbLTsxFC5DQJuIQQQoinxMBACF6fNFXw0UQari5Jx4PXZy/YgqT9nzp3Tlo4tnfvXj788EOb65oiIiIIDAzUzg8fPjx7jWeij5999hkAoaGhfPLJJ3a9/tChQ4GkaYt9+/YlPj4+VZnFixdro2sdO3bUUsxbKIpCmzZtAJg8eTJms5ly5cppQRhAlSpVtMQcs2fPBqB9+/Z2fS5CiJwlAZcQQgjxFKlUHr4cDcd2w8Yf4cdFSf8f2510PKvTCB/1zTffaFP1J06cSIMGDZg5cybbtm1j//79bNiwgVGjRlGxYkX27t0LwMCBA7UA43EYPnw4lStXBpJG4v766y+7Xbt9+/Z0794dSJq2WL9+fRYtWsSff/7Jpk2b6NOnj7Zhc8GCBZkzZ47V61imFV69ehVIObplYVnTFRcXB8h0QiGeNIbc7oAQQggh7M/VFerUSL9cVvn4+LB9+3a6devGiRMn+Ouvv2wGNHq9npEjRzJ+/Pic65AVDg4OfPvtt7Rs2RKz2czAgQPZv38/er3eLtdfuHAhiqKwfPlyjh07pgVYyVWpUoW1a9dSpEgRq9do1aoVer1eS6xhLeAKCAjQRsqcnZ1TTU0UQuRtMsIlhBBCiCypUqUKhw8fZsWKFXTp0oWyZcvi7OysbTpct25d3nvvPU6cOMGECRNyZe/H559/nq5duwJw6NAhLYOhPRiNRpYtW0ZQUBBdunShePHiODo6UrRoUZo3b86CBQs4ePBgmklC8ufPT6NGjbSvk2cotEgehDVv3hwnJye7PQchRM5TVNn1TgghhBBCCCFyhIxwCSGEEEIIIUQOkYBLCCGEEEIIIXLIMxlwdevWDUVRUBSF1atXp1v+0qVLFChQAEVR6Nixo83Ut8J+li9fjqIofPhhJnfyFEIIIYQQIg95JgOuOXPmULJkSSApRe2VK1dslo2Pj6dr166Eh4fj4+PD4sWLtc0eRc44duyYtr+JEEIIIYQQT7JnMuDy9PRk6dKl6HQ6IiIi6NWrF2az2WrZ9957j/3792MwGFi5ciVeXl6PubfPlv379/P8889z9+7d3O6KEEIIIYQQ2fZMBlyQlHb1o48+AmDnzp1MmDAhVZnVq1czY8YMAL744gsaN278WPv4LDGbzXzzzTc0a9aM27dv53Z3hBBCCCGEsItnNuACGDNmDA0aNNAe79+/Xzt39uxZXn/9dQA6dOjAiBEjcqWPz4KQkBBq1arF8OHDiY+Pp2PHjjY3iBRCCCGEEOJJ8kwHXAaDgeXLl+Pm5obJZKJ3797ExMSQkJDAq6++SmRkJCVLlrT7uq3AwEAURUmx0eGjGjVqhKIoBAYGpjgeEBCAoijMnj2bO3fu8O6771K6dGmcnJwoWbIkb7zxBmFhYQDExMQwduxYqlSpgrOzM15eXnTq1InDhw/bbPfvv//m7bffpmbNmuTPnx8HBwcKFChA06ZNmTJlClFRUTafz/Dhw4mKiuKDDz6gTJkyODk5Ubp0aXr16sWRI0dstrl69WqOHz+Ou7s706dPZ926dRiNxrRfRCGEEEIIIZ4AhtzuQG4rW7YsM2bMIDAwkLNnz/LJJ5/g6OjI4cOH8/S6rfPnz1OjRg1CQ0NxcnLCbDZz9epV5s2bR3BwMMHBwbzwwgscP34cvV6Pk5MTd+/eZf369WzdupW9e/dSs2bNFNecNm0a7733nraezcXFBUdHR8LDwwkJCSEkJIQffviBvXv34urqmqpPDx48oFmzZhw+fBi9Xo+bmxsXL17k4sWLrFq1igULFtC7d+9U9fLnz8+IESP44IMPKFiwYM68YEIIIYQQQuSCZ3qEy6Jv375069YNgOnTpzNp0iQAxo8fT5MmTXKzazZNmTKF+Ph4fvnlF6Kionjw4AFjx44F4N9//6V69epcu3aNpUuX8uDBAx48eMDPP/+Mk5MTMTExjBs3LsX1QkJCePfddzGbzfTu3ZtLly4RFRVFVFQUly5d0qZXHj9+nFmzZlnt06JFizh8+DAjR47k9u3bREREcOrUKZo0aYLJZKJfv34cO3YsVb3Ro0czefJkCbaEEEIIIcRTRwKu/8yePRsfHx9MJhNms5kXXniBkSNH5na3bFJVleXLl9O5c2d0Oh2Ojo6MGjUKHx8fACIiIli6dCk9e/bEyckJgBdffJFevXoBsGvXrhTX++6771BVlWrVqrFo0SLtOgA+Pj7MnTuXihUrArBnzx6rfUpMTGTEiBFMmjQJT09PACpXrkxQUBDly5cnMTGRjz/+2K6vgxBCCCGEEHmZBFz/cXFxwdvbW/v6wYMHeXqD42LFitGqVasUx3Q6HVWqVAGgUKFCtGvXLlW9ypUrA3Dr1q0Ux0ePHs2vv/7K/Pnz0elS/1goiqJdOzIy0mqf3NzcGD16dKrjrq6uWtKR33//nfv376f39IQQQgghhHgqPPNruCzef/99Dh48qH29c+dOvvjiCz755JNc7JVtluDnUfny5QOS1qZZ4+LiApBq37EKFSpQoUKFFMdu3rzJv//+y6lTpzhw4AA7d+4EkkayrGnatClubm5Wz/n7+wNJG0kfOXIEPz8/q+WEEEIIIYR4mkjABfz666988803AHzyyScEBQWxf/9+Pv/8c1q2bJlmNsHcYgmsbHF0dMz0Ne/evct3333Hhg0bOHXqVKqRLMvIl62RP19fX5vXLlq0qPb4xo0bme6bEEIIIYQQT6JnPuC6fPky/fr1A6BGjRp8+umndO/enbp16xIbG0vPnj05fPgwHh4ej7VftkaRLAwG+37rjh07Rps2bbRgyMPDg8aNG1OpUiVq1aqFn58fEyZMYPXq1TavodfrbZ5L/nyyEgwKIYQQQgjxJHqmAy6TyUT37t0JDw/HxcWFlStX4ujoSJUqVZg8eTJvvfUW58+fZ/DgwSxdutRu7Vr29Hp0Wl9yj3udU48ePbhx4walS5dm4cKFNGvWLNVaLltrtyxu3rxp81xoaKj2uFixYtnrrBBCCCGEEE+IZzppxqhRowgJCQGS9qCyJJQAGDp0qJZ0YtmyZXYNuCyb+toKqmJiYrh48aLd2kvPqVOnOHnyJADjxo3D39/fauKMEydOALanFO7du9dmEBkcHAwkjZzVqlXLDr0WQgghhBAi73tmA67NmzczefJkAP7v//6PAQMGpCqzcOFCLXPhkCFDuHDhgl3aLl68OADnzp3j+vXrqc4vWrSI+Ph4u7SVEclHrmwFTLNnz+bKlSsAJCQkWC1z7do1Fi9ebPX6X331FZD0WsuUQiGEEEII8ax4JgOu0NBQ+vTpg6qq+Pj4MG/ePKvlChcuzPfffw8kjUb16NEDk8mU7fZfeOEFIGlKY48ePbTRrMjISKZMmcLbb7/9WIOSatWqadkFP/nkE/bu3auNYp0/f553332XIUOGaOWjo6NtXuvNN99k1qxZxMXFAXD06FGef/55Ll68SL58+VJtuCyEEEIIIcTT7JkLuMxmMz179uTWrVvo9XqWLVtG/vz5bZbv1KkTAwcOBGDfvn2MGTMm232oW7euds3t27dTunRpPD09yZcvHyNHjqRx48YMGjQo2+1klKurK1OmTAHg0qVLNGnSBBcXF1xdXSlbtixff/01Hh4evPjii0BSohFr0wrLlClDkSJFGDx4MB4eHnh6elKrVi0OHDhAwYIFWb9+vazfEkIIIYQQz5RnLuD6/PPP2b59O5A0mvPcc8+lW2fq1KlUrFgRgAkTJmj7UWXHrFmzWL58Of7+/nh4eJCQkECtWrX4+uuv+eOPP3B2ds52G5kxcOBANm/eTJs2bfDy8iIhIQEHBwfq1KnDxx9/zMmTJ7XRqbt372prspLz9vbmr7/+YsiQIXh7exMXF0fFihV5//33OXbsGM2aNXusz0kIIYT9DRgwAEVRUBSFwMDADNWJiIjAx8cHRVHw9vYmLCwsZzuZSX///XeqY9u3b9ee58qVK3OhV9mzaNEirf/79u3L7e4I8UxTVFsZEITIoMDAQBYvXkzDhg3lTV0IIZ5y9+/fp2rVqly9ehWATZs20bZt2zTrvPrqq6xatQqAtWvX8tJLL+V4PzPixo0bvP3229y8eTPVjcTt27fTvHlzAFasWMGrr76aG13MskWLFmnb3uzduzdP7ikqxLPimRvhEkIIIUTWeXh4pFj7/MYbb6S5lcmSJUu0YCswMDDPBFsAvXr1YvXq1Taz7wohhD1IwCWEEEI8haKjEzh+6g77/rrB8VN3iI62nmE2K9q2bauNnly5coURI0ZYLXfx4kWGDh0KgK+vL9OnT7dbH+zBHomwhBAiPc/0xsdZ8fbbb2t36jKrZMmSHDhwwM49EkIIIR7698I9Vv38D78FXSI65mFA4eJsoH3rUnR7qTzlSufLdjtff/01QUFBXLt2jXnz5tGtWzeef/557XxiYiK9evXi/v376HQ6Fi9ejLu7e7bbFUKIJ40EXJl07969LC/2dXJysnNvhBBCiIeWrD7D1JlHsDZDLjrGxI/rzrHm13O8O7gWvbtWzFZb+fLlY86cOXTo0AGA119/nRMnTuDq6gokJZnas2cPAO+99x5+fn7Zak8IIZ5UMqUwkxYtWoSqqln6Z9lv62ljeU0kYYYQQuSeJavP8NV31oOt5FQVvvruCEtWn8l2m+3bt6dPnz5A0vTBTz75BIBDhw4xduxYAGrUqJHuHozbtm3jtddeo2LFiuTLlw9HR0cKFy5M8+bN+eabb4iJiUlV5+LFi1oWvr/++ovo6GjGjRtHzZo1cXNzw9PTk2bNmrFgwQLMZnOKuoGBgSiKwo4dOwDYsWOHdi1LJuNH3b17l48//phKlSrh7OxMoUKFaNmyJT/99FO6r9PBgwfp378/ZcqUwcnJCU9PT+rXr8///vc/7t27Z7VO8iyJV69e5fLly7z22msUL14cR0dHSpUqxRtvvMH58+fTbR/g2rVrDB06VOtDsWLF6Ny5M9u2bUu3bnBwMN26daNkyZIYjUYKFChAs2bNmDZtGrGxsVbrWLIkurm5oaoq48ePp1ixYjg7O1O+fHm++eabFOXj4+OZMWMG/v7+FCxYEKPRSMmSJenevbtdskMLkatUIYQQQjzR/jkfodbyX6nW9Mv4v1r+K9V/zkdku+3w8HC1aNGiKqDqdDr1wIEDas2aNVVANRqN6rFjx2zWjY2NVV955RUVSPNf9erV1Tt37qSoe+HCBe38+vXr1YoVK9qs37lzZ9VkMml1+/bta7NscHCwqqqqGhwcrB375JNPtOdo7d+wYcOsPj+z2ayOHDlSVRTFZl1vb291165dqeomb3/z5s2qt7e31fpubm7qH3/8kar+woULtTJffvml6uHhYbW+oijqV199ZfP707NnzzS/N2XKlFFPnTpls31XV1f1gw8+SFVv0aJFWtlz586plSpVSrOdgQMHqgkJCVb7KUReJyNcQgghxBNu1c//pDuy9ShVhdW//JvttvPnz8+cOXMAMJvNtG7dmqNHjwLwv//9j+rVq9usO2LECNasWQNAx44dWbVqFSEhIWzevJlJkyZRpEgRAI4fP84XX3xh8zqvv/46Z86coVu3bqxfv56QkBCmT59OwYIFAVi3bh1Lly7Vyo8dO5bDhw9Tt25dAOrWrcvhw4c5fPgw9erVS3X9cePGcf36dXr06MGGDRvYvn0748eP1/bMnD59Olu3bk1Vb9SoUUyePBlVVSlVqhQzZswgJCSEoKAghgwZgsFg4NatW7Ru3ZoTJ07YfH59+/bl1q1bdO7cmY0bN7J7924+/vhjjEYjDx48oH379vzzzz8263/44YdER0czePBggoKC2Lp1K++//z56vR5VVfnggw84ffp0qnr9+vVj2bJlAFSrVo0FCxawb98+NmzYQK9evVAUhfPnzxMQEMD169etth0dHc2kSZOoW7cu69ev548//uCtt97ilVdeASA8PJyAgABOnz6Nq6srH3zwAVu3buXPP/9kyZIl2n6pc+bM4Z133rH5HIXI03I74hNCCCFE1kVFxauN26zJ1OiW5V/jNmvUqKh4u/SjV69eKUYk/Pz81MTERJvlw8LCVIPBoAJq9+7drZa5ceOG6unpqQJq2bJlU5xLPsIFqBMnTkxV/9ChQ6pOp1MBtWXLlqnO+/v7q4Dq7++f6lzyESZAnT17dqoyW7Zs0c4HBgamOHfy5Emt7dq1a6t3795NVT8oKEh7DerXr59m+++9916q+r///ruq1+tVQH3xxRdTnEs+wqXT6dSNGzemqj9nzhytzJgxY1Kc27Rpk3auTZs2amxsbKr6ydvo0qWLzXPe3t5Wn7+qqmr//v1VQC1QoIB68uTJVOfNZrP62muvadf666+/rF5HiLxMRriEEEKIJ9i5i/dTZCPMjOgYE+cu2d5DKzP+97//pfh66NCh6HS2P2acOHGCMmXK4OjoyKhRo6yWKVy4MAEBAUDSGiRbSpYsaTU1fe3atalVq5bWXlY1atSIgQMHpjreunVrfH19ATh16lSKc9OnT9fWjv3www94enqmqt+qVStt1ObAgQOEhIRYbb9SpUp8+eWXqY63bNmS/v37A/Drr79y+/Ztq/W7du1Ku3btUh3v27cvRqPRav+nTZsGgIuLC0uWLNHKJRcYGEiXLl0A+Omnn7hy5YrN9q09/9u3b2sjaJ999hlVqlRJVUZRFL7++mut/qxZs6y2IUReJgGXEEII8QSLyub+WtHR9tmL6vPPP0/x9UcffUR0dLTN8i1atODMmTPExMRQtWpVm+Us0wrj4uJslmnevLnN4K506dIAPHjwwGb99LRu3drmuXLlygFJU+OS++OPPwBo0KAB1apVs1l/wIAB2mNr0xIB+vfvj8FgPbF0r169gKTpnEFBQVbL2Oq/JTHFo/1PSEhg165dAHTo0AFvb+90+282mwkODrZaxto0TUhKDGL5vrZo0cJmG+7u7jRp0kSrI8STRtLCCyGEEE8wVxeHbNV3ccn+R4FffvmFRYsWAeDh4cH9+/c5d+4cH374YbqbHVsCJVVVCQ0N5d9//+XMmTMcPXqUkJAQbT2YmsYiNR8fH5vnLGnqs7PJcYkSJWyes4z8JL9+QkIC//6btD6ufv36aV67fPnyeHp6EhERkWqUyaJRo0Y261tG8ADOnj1rtUxm+3/p0iUtWE6v/w0aNNAe2+p/sWLFrB63fG+BNNf6JXfp0qUMlRMiL5GASwghhHiClfX1wMXZkKVphS7OBsqW8shW+zdv3uSNN94AkoKtkJAQ/Pz8CA8PZ8aMGbzyyitp7sEVFBTE9OnT2bFjh9VRKJ1Ol2awBQ+DKmsURQHSDtjSk5ENm5NfP/loUaFChdKt6+3tTUREBHfv3rV6vmjRojbrenh44ODgQEJCAjdv3rRaJrP9v3PnjvY4vf7ny5dPa99W/221n7ydjDKZTERGRsom2uKJIgGXEEII8QRzcXGgfetS/LjuXKbrdmjji0s2R8gGDBjArVu3ABg/fjxVq1blq6++ol+/fqiqSv/+/Tl27BguLi6p6r777rt8/fXX2tc6nY7y5ctTpUoV6tatS/PmzVm6dOkTt24ns8FdYmIi8DA4fJSt6YQWlrViDg7Z+15aZLb/lvZt9d/WccvzhqQ1bOk9TwtrP0tC5GUScAkhhBBPuG4vlWfNr+cylRpeUaDri+Wy1e78+fP59ddfAQgICGDIkCFAUjKFlStXsmXLFptTC3/++Wct2GrUqBFjxoyhWbNmqT5Mz507N1t9zA358+fXHluC0bRYkl14eXlZPR8eHq4l53jU3bt3tcClcOHCmeypdcn7kV7/w8PDtfZt9d+W5K9T8eLF0xzJE+JJJkkzhBBCiCdcudL5eHdwrUzVeXdwLcqVzpflNi9cuKBl2HNzc2PBggUpRjLmzZunTfuaMWMGO3fuTFF/3rx5QNKH7qCgINq0aWN15MJW5ru8zGg0ask0Dhw4kGbZ06dPc/9+UqbI8uXLWy1z7Ngxm/UPHTqkPa5Ro0Zmu2pVmTJltD3G0uv//v37tce2+m9L8qyE6bUzZ84cZs2aZTMxiBB5mQRcQgghxFOgd9eKvDekFjZmb2kUBd4bUoveXStmuS2z2UxgYCCRkZEATJo0ScsGaFGyZEkmT54MoE0tTJ618Ny5pCmQZcuWtbke5+rVq+zZs0f7OjuJL6yxNdXNHlq2bAkkBSQnT560WW7+/PnaY1uZ+lauXGmz/pIlS4CkaXbPP/98VrqaisFgwN/fH4D169fbTDcPD/uvKArNmzfPVDvJs0taAnBrLly4wJAhQxg8eDBjx47NVBtC5AUScAkhhBBPid5dK/LjwrZ0fbEcLs4pVw24OBvo+mI5flzYNlvBFsBXX32ljVg9//zzDBo0yGq5N954QwsiLFMLLQoWLAjAyZMnuXr1aqq64eHhdO/ePUU6+Pj4+Gz1+1GWDH1RUVF2vS7A4MGDURQFVVXp27cv9+7dS1Vm69at2n5XtWrVsplcZMuWLdp+Vcn99ttv/PDDD0BS6njLqJQ9DB06FIDo6Gj69u1r9bVfvHgxa9asAaBjx442pz3aUrJkSTp37gzAhg0bmD17dqoy8fHxBAYGatMWBw8enKk2hMgLZA2XEEII8RQpVzofH79Tl+EDa3Du0n2io024uCRlI8xuggyA48eP8+mnnwJJ2ecenUqYnKIofP/991SvXp2oqKgUWQtffvllQkJCiImJISAggA8//JCqVasSGRnJ3r17mTt3LqGhoSmud//+fbsmTLCseTp69ChLliyhYsWKlC1blgIFCmT72tWrV+fDDz9kwoQJHDx4kFq1ajFy5Ejq1KlDVFQU69atY/bs2ZhMJpycnFiyZEmaI259+/Zl7969vPLKK+h0On799VemT5+OqqoUKVIk1cbT2dW+fXu6d+/OihUr2LhxI/Xr1+edd96hcuXKhIeHs2LFCpYuXQokBc9z5szJUjuWDJXh4eG8+eabbNu2jV69elGoUCHOnDnD1KlTtSmVzz//PN27d7fbcxTisVGFEEIIITIgLi5OrVmzpgqogDp37twM1Zs+fbpWp2zZsmpUVJQaGxur+vv7a8et/StTpow6btw47evg4GDtmhcuXNCOT5gwwWbbffv2VQHVaDSmOrdq1apUbc6fP19VVVUNDg7Wjq1YscLm9du3b68CaqlSpVKdM5vN6nvvvZfmcyxevLi6d+/eVHWTtz9o0CDVxcXF5mt09uzZVPUXLlyolbF2fYuqVauqgOrv75/qXGxsrNqjR480+1+lShX19OnTWW5fVVX16NGjqo+PT5rt+Pn5qREREWleR4i8SqYUCiGEECJDPvvsM22z2tatWzNgwIAM1Rs6dCjNmjUDHk4tNBqNBAUFMXnyZOrUqYOrqysGgwFvb2/8/PyYNm0aR48eZciQIdrUvx9//NGuz6dr1658++23VKhQAaPRSMGCBW3uJZUViqIwZcoU/vzzT/r27Yuvry9GoxFvb28aN27MN998w8mTJ9Pc2BjA39+fQ4cO0a1bN7y9vXFzc6NOnTpMmTKFo0ePZjpZRUYZjUaWLVtGUFAQXbp0oXjx4jg6OlK0aFGaN2/OggULOHjwIBUrZm+Kao0aNTh9+jRff/01fn5+FChQAIPBQIECBWjVqhWLFy8mODiYfPmynuRFiNykqGo2dgIUQgghhBB2t337di0JxYoVK3j11VdzuUdCiKySES4hhBBCCCGEyCEScAkhhBBCCCFEDpGASwghhBBCCCFyiARcQgghhBBCCJFDJOASQgghhBBCiBwiWQqFEEIIIYQQIofICJcQQgghhBBC5BAJuIQQQgghhBAih0jAJYQQQgghhBA5RAIuIYQQQgghhMghEnAJIYQQQgghRA6RgEsIIYQQQgghcogEXEIIIYQQQgiRQyTgEkIIIYQQQogcIgGXEEIIIYQQQuQQCbiEEEIIIYQQIodIwCWEEEIIIYQQOUQCLiGEEEIIIYTIIRJwCSGEEEIIIUQOkYBLCCGEEEIIIXKIBFxCCCGEEEIIkUMk4BJCCCGEEEKIHCIBlxBCCCGEEELkEAm4hBBCCCGEECKHSMAlhBBCCCGEEDlEAi4hhBBCCCGEyCEScAkhhBBCCCFEDpGASwghhBBCCCFyiARcQgghhBBCCJFDJOASQgghhBBCiBwiAZcQQgghhBBC5JD/B+H8WY1FlCpdAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 430 } }, "output_type": "display_data" } ], "source": [ "preprocessor.preprocess_adata_monocle(adata);\n", "dyn.tl.reduceDimension(adata)\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8,show_legend='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customize and run each functions directly.\n", "\n", "We understand that some of you may prefer to use the each function by calling your own customized parameters. To cater to these needs, we have prepared the following guidances help you utilizing the conventional steps with our new preprocessor class. This way, you can still take advantage of the benefits of the preprocessor while also incorporating your own specific requirements.\n", "\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> Downloading data to ./data/zebrafish.h5ad\n", "|-----> File ./data/zebrafish.h5ad already exists.\n" ] } ], "source": [ "pp = Preprocessor()\n", "adata = dyn.sample_data.zebrafish()\n", "pp.standardize_adata(adata, 'time', None)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----------> filtered out 244 outlier cells\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3937 × 16940\n", " obs: 'split_id', 'sample', 'Size_Factor', 'condition', 'Cluster', 'Cell_type', 'umap_1', 'umap_2', 'batch', 'nGenes', 'nCounts', 'pMito', 'pass_basic_filter'\n", " var: 'nCells', 'nCounts'\n", " uns: 'pp'\n", " layers: 'spliced', 'unspliced'" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp.filter_cells_by_outliers(adata, max_expr_genes_s=2000)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----------> filtered out 13890 outlier genes\n" ] }, { "data": { "text/plain": [ "tmsb4x True\n", "rpl8 True\n", "ppiaa True\n", "rpl10a True\n", "rps4x True\n", " ... \n", "cdc42ep1a False\n", "camk1da False\n", "zdhhc22 False\n", "zgc:153681 False\n", "mmp16b False\n", "Name: pass_basic_filter, Length: 16940, dtype: bool" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp.filter_genes_by_outliers(adata, max_avg_exp=2000, shared_count=40)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3937 × 16940\n", " obs: 'split_id', 'sample', 'Size_Factor', 'condition', 'Cluster', 'Cell_type', 'umap_1', 'umap_2', 'batch', 'nGenes', 'nCounts', 'pMito', 'pass_basic_filter', 'initial_cell_size', 'spliced_Size_Factor', 'initial_spliced_cell_size', 'unspliced_Size_Factor', 'initial_unspliced_cell_size'\n", " var: 'nCells', 'nCounts', 'pass_basic_filter'\n", " uns: 'pp'\n", " layers: 'spliced', 'unspliced', 'X_spliced', 'X_unspliced'" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp.normalize_by_cells(adata)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "pp.select_genes(adata, sort_by=\"fano_dispersion\") # \"cv_dispersion\" or \"gini\"" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3937 × 16940\n", " obs: 'split_id', 'sample', 'Size_Factor', 'condition', 'Cluster', 'Cell_type', 'umap_1', 'umap_2', 'batch', 'nGenes', 'nCounts', 'pMito', 'pass_basic_filter', 'initial_cell_size', 'spliced_Size_Factor', 'initial_spliced_cell_size', 'unspliced_Size_Factor', 'initial_unspliced_cell_size'\n", " var: 'nCells', 'nCounts', 'pass_basic_filter', 'score', 'log_m', 'log_cv', 'frac', 'use_for_pca'\n", " uns: 'pp', 'velocyto_SVR', 'feature_selection'\n", " layers: 'spliced', 'unspliced', 'X_spliced', 'X_unspliced'" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp.norm_method(adata) # log1p" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> X_pca to obsm in AnnData Object.\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3937 × 16940\n", " obs: 'split_id', 'sample', 'Size_Factor', 'condition', 'Cluster', 'Cell_type', 'umap_1', 'umap_2', 'batch', 'nGenes', 'nCounts', 'pMito', 'pass_basic_filter', 'initial_cell_size', 'spliced_Size_Factor', 'initial_spliced_cell_size', 'unspliced_Size_Factor', 'initial_unspliced_cell_size'\n", " var: 'nCells', 'nCounts', 'pass_basic_filter', 'score', 'log_m', 'log_cv', 'frac', 'use_for_pca'\n", " uns: 'pp', 'velocyto_SVR', 'feature_selection', 'PCs', 'explained_variance_ratio_', 'pca_mean'\n", " obsm: 'X_pca'\n", " layers: 'spliced', 'unspliced', 'X_spliced', 'X_unspliced'" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pp.pca(adata)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----> [UMAP] using X_pca with n_pca_components = 30\n", "|-----> X_umap to obsm in AnnData Object.\n", "|-----> [UMAP] completed [25.5451s]\n", "|-----------> plotting with basis key=X_umap\n", "|-----------> skip filtering Cell_type by stack threshold when stacking color because it is not a numeric type\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 299, "width": 430 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(adata,basis='pca')\n", "dyn.pl.umap(adata, color=celltype_key, figsize=(4,4),pointsize=0.05,alpha=1,\n", " adjust_legend=True,arrow_scale=8,show_legend='upper right')" ] } ], "metadata": { "interpreter": { "hash": "c0f224693fc3f3b337b469fdaf7389d3b291b17a90dca45f35bda4453932d9dd" }, "kernelspec": { "display_name": "omicverse", "language": "python", "name": "omicverse" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.17" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }