{ "cells": [ { "cell_type": "markdown", "id": "f1a2a98e", "metadata": {}, "source": [ "# Identify specific populations and expand these masks - multiobject\n", "\n", "Building on the principles of single-object analysis, this approach can be extended to simultaneously explore multiple objects.\n", "\n", "While single-object analysis can be repeated for different object types, it does not account for spatial overlaps or interactions between them—highlighting the need for a simultaneous, multi-object approach. \n", "\n", "The multiclass object analysis resolves this by generating Voronoi diagrams, which constrain expansions to areas closer to one object type than to any other. This ensures that regions around object type A are strictly associated with A and not influenced by proximity to object type B. \n", "\n", "We exemplify this approach using the previously defined γδ contours along with contours identifying CD8+ T cell regions. CD8+ T cell regions were defined using a kernel size of 5.5 µm to identify areas containing at least two transcripts of CD8, TRAC, and TRBC. These regions were further filtered to include only those with at least one CD8, one TRAC, and one TRBC, where the combined TRAC and TRBC counts exceeded those of TRDC and TRGC, and CD8 transcript levels were higher than CD4. \n", "\n", "To demonstrate the utility of this approach, we performed differential gene expression analysis between areas surrounding γδ T cell and CD8⁺ T cell regions, revealing distinct transcriptomic profiles in their respective microenvironments. " ] }, { "cell_type": "code", "execution_count": 39, "id": "b72cbc63", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "\n", "import os \n", "import sys\n", "import time\n", "import logging\n", "import re\n", "from tqdm import tqdm\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from PIL import Image\n", "import json\n", "\n", "from natsort import natsorted\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import matplotlib.cm as cm\n", "from PIL import Image, ImageDraw\n", "import json\n", "import math\n", "import matplotlib.patches as mpatches\n", "import matplotlib.patches as patches\n", "from skimage.measure import label\n", "import anndata as ad\n", "import seaborn as sns\n", "import scanpy as sc\n", "\n", "sys.path.append(os.path.dirname(os.getcwd()))\n", "from gridgene import get_arrays as ga\n", "from gridgene import contours, get_masks \n", "from gridgene.mask_properties import MaskAnalysisPipeline, MaskDefinition\n", "from gridgene.get_masks import MultiClassObjectAnalysis\n", "\n", "from helper_plot import plot_TRGC_TRDC_points_polygons, plot_TRGC_TRDC_points_contours, plot_TRGC_TRDC_points_mask" ] }, { "cell_type": "markdown", "id": "c1a926bd", "metadata": {}, "source": [ "define looger -- important to save info of the runs " ] }, { "cell_type": "code", "execution_count": 2, "id": "d772f3b4", "metadata": {}, "outputs": [], "source": [ "# define the logger : can be None, and is set to INFO\n", "# Custom logger setup\n", "logger = logging.getLogger('contour_logger')\n", "handler = logging.StreamHandler()\n", "formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n", "handler.setFormatter(formatter)\n", "logger.addHandler(handler)\n", "logger.setLevel(logging.INFO)" ] }, { "cell_type": "markdown", "id": "efb1559b", "metadata": {}, "source": [ "define files" ] }, { "cell_type": "code", "execution_count": 3, "id": "382f1de1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Final_label\n", "Epithelial cells 20558\n", "T cells 9436\n", "Myeloid cells 6688\n", "Fibroblasts 6133\n", "Other cells 4988\n", "Plasma cells 1656\n", "Endothelial cells 1508\n", "Name: count, dtype: int64\n", "50967\n" ] } ], "source": [ "cosmx_path_s3 = '../../cosmx_data/S3/S3/20230628_151317_S3/AnalysisResults/yxyz3r7ufm'\n", "\n", "folder_names_s3 = [folder_name for folder_name in os.listdir(cosmx_path_s3) if\n", " os.path.isdir(os.path.join(cosmx_path_s3, folder_name))]\n", "\n", "\n", "target_files_s3 = [\n", " os.path.join(cosmx_path_s3, folder, file)\n", " for folder in os.listdir(cosmx_path_s3)\n", " if os.path.isdir(os.path.join(cosmx_path_s3, folder))\n", " for file in os.listdir(os.path.join(cosmx_path_s3, folder))\n", " if '__target_call_coord.csv' in file\n", "]\n", "\n", "files_cosmx = natsorted(target_files_s3)\n", "len(files_cosmx)\n", "\n", "dapi_folder = '/home/martinha/PycharmProjects/phd/spatial_transcriptomics/cosmx_data/S3/S3/20230628_151317_S3/CellStatsDir/Morphology2D/'\n", "annotation_cellpose = '/home/martinha/PycharmProjects/phd/spatial_transcriptomics/cosmx_data/S3/Slide4_S3_CosMx_CellPose_All_annotated.csv'\n", "\n", "\n", "annotation_df = pd.read_csv(annotation_cellpose)\n", "print(annotation_df['Final_label'].value_counts())\n", "print(len(annotation_df))" ] }, { "cell_type": "markdown", "id": "30c6e76b", "metadata": {}, "source": [ "***2. Define GD***" ] }, { "cell_type": "markdown", "id": "d502d906", "metadata": {}, "source": [ "This intends to, based on defined genes, find γδ T cells.\n", "\n", "We need to define: \n", "\n", "1. Parameters for γδ contours\n", " * Genes to consider\n", " * density\n", " * minimum area\n", " * kernel size\n", " \n", " this will define for an overlapping area with **kernel size** a minimum number of **density** **genes of interest**. The contiguous area of the contour will have at least **minimum area**. \n", " \n", "2. You may also need to define extra parameters to filter out wrong contours " ] }, { "cell_type": "markdown", "id": "a7d17220", "metadata": {}, "source": [ "Define arrays for an example FOV" ] }, { "cell_type": "code", "execution_count": 4, "id": "6621fb71", "metadata": {}, "outputs": [], "source": [ "target_gd = ['TRGC1/TRGC2', 'TRDC']\n", "target_ab = ['TRBC1/TRBC2', 'TRAC']\n", "\n", "target_cd8 = ['CD8A','CD8B', 'TRBC1/TRBC2', 'TRAC']\n", "target_cd4 = ['CD4']\n", "\n", "target_tum = ['EPCAM', 'CEACAM6', 'CLDN4', 'CDH1', 'RNF43', 'SPINK1', 'SOX9', 'CD24', 'KRT19', 'AREG',\n", " 'REG1A', 'AGR2', 'PLAC8', 'CALB1', 'S100P', 'ITGA6', 'DMBT1', 'DUSP4',\n", " 'KRT8', 'S100A6', 'RPL37', 'RPL32', 'KRT18', 'OLFM4',\n", " 'PRSS2', 'CD55', 'EPHB4', 'ADGRL1', 'KRT17', 'ITGB8', 'ADGRE5', 'GDF15', 'IL27RA', 'AZGP1'\n", " ] # cadherin 'PIGR', 'LYZ','SERPINA1'" ] }, { "cell_type": "markdown", "id": "6f9cf631", "metadata": {}, "source": [ "T cells are usually between 5-10 um diameter, in CosMx this will be between 43 px and 85 px. \n", "We will find regions possible with γδ using the convolution approach." ] }, { "cell_type": "code", "execution_count": 5, "id": "a864cea4", "metadata": {}, "outputs": [], "source": [ "density_th_gd = 2\n", "min_area_th_gd = 5 # 40\n", "kernel_size_gd = 45 #90 " ] }, { "cell_type": "markdown", "id": "0c254808", "metadata": {}, "source": [ "***Multi class Object analysis - CD8+ and γδ***\n", "\n", "Following the same principles outlined in the single-object analysis, it is also possible to extend the approach to explore multiple object types simultaneously. While running the single-object analysis multiple times could achieve this, it does not account for overlapping areas between different object types. The multiclass object analysis resolves this by generating Voronoi diagrams, which constrain expansions to areas closer to one object type than to any other. This ensures that regions around object type A are strictly associated with A and not influenced by proximity to object type B.\n", "\n", "We exemplify this approach using the previously defined γδ contours along with contours identifying CD8+ T-cell regions.\n", "\n", "CD8+ T-cell regions were defined using a kernel size of 5.5 µm to identify areas containing more than two transcripts of CD8, TRAC, and TRBC. These regions were further filtered to ensure they contained more TRAC+TRBC transcripts than TRGC+TRDC transcripts, with at least one count of each transcript present.\n", "\n", "The analysis includes differential gene expression profiling between areas surrounding γδ T cell and CD8+ T cell regions, highlighting distinct transcriptomic patterns in their respective vicinities. \n" ] }, { "cell_type": "markdown", "id": "dc6e9924", "metadata": {}, "source": [ "define γδ contours" ] }, { "cell_type": "code", "execution_count": 40, "id": "18fe85f1", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n genes: 999\n", "shape: 4246, 4245\n", "n hits 2838781\n", "get_conv_sum took 0.4297 seconds\n", "contours_from_sum took 0.2267 seconds\n" ] } ], "source": [ "fov = 'FOV007'\n", "file_csv = [file for file in files_cosmx if fov in file][0] \n", " \n", "df_total = pd.read_csv(file_csv)\n", "df_total = df_total.rename(columns={'x': 'X', 'y': 'Y'})\n", "df_total = df_total[~df_total['target'].str.contains('System|egative')]\n", "\n", "n_genes = len(df_total['target'].unique())\n", "height = int(max(df_total['X'])) + 1\n", "width = int(max(df_total['Y'])) + 1\n", "\n", "print(f'n genes: {n_genes}')\n", "print(f'shape: {height}, {width}')\n", "print(f'n hits {len(df_total)}')\n", "\n", "target_dict_total = {target: index for index, target in enumerate(df_total['target'].unique())}\n", "array_total = ga.transform_df_to_array(df = df_total, target_dict=target_dict_total, array_shape = (height, width,len(target_dict_total))).astype(np.int8)\n", "\n", "# creating subsets \n", "df_subset_gd, array_subset_gd, target_indices_subset_gd = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_gd,\n", " target_col='target')\n", "\n", "df_subset_ab, array_subset_ab, target_indices_subset_ab = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_ab,\n", " target_col='target')\n", " \n", " \n", "df_subset_g, array_subset_g, target_indices_subset_g = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=['TRGC1/TRGC2'],\n", " target_col='target')\n", " \n", "df_subset_d, array_subset_d, target_indices_subset_d = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=['TRDC'],\n", " target_col='target')\n", "\n", "\n", "df_subset_tum, array_subset_tum, target_indices_subset_tum = ga.get_subset_arrays(df_total, array_total,target_dict_total,\n", " target_list=target_tum, target_col = 'target')\n", "\n", "\n", "df_subset_cd8, array_subset_cd8, target_indices_subset_cd8 = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_cd8,\n", " target_col='target')\n", " \n", "\n", "df_subset_TRAC_gene, array_subset_TRAC_gene, target_indices_subset_TRAC_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['TRAC'],\n", " target_col='target')\n", "\n", "df_subset_TRBC_gene, array_subset_TRBC_gene, target_indices_subset_TRBC_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['TRBC1/TRBC2'],\n", " target_col='target')\n", "\n", "\n", "df_subset_cd8_gene, array_subset_cd8_gene, target_indices_subset_cd8_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['CD8A', 'CD8B'],\n", " target_col='target')\n", "\n", "df_subset_cd4_gene, array_subset_cd4_gene, target_indices_subset_cd4_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['CD4'],\n", " target_col='target')\n", "\n", "CGD = contours.ConvolutionContours(array_subset_gd, contour_name='GD', logger=logger)\n", "CGD.get_conv_sum(kernel_size=kernel_size_gd, kernel_shape='square') #\n", "CGD.contours_from_sum(density_threshold=density_th_gd,\n", " min_area_threshold=min_area_th_gd, directionality='higher')\n", "\n", "### Filtering \n", "CGD.filter_contours_by_gene_comparison(gene_array1 = array_subset_gd, gene_array2 = array_subset_ab,\n", " gene_name1 = \"gd\", gene_name2 = \"ab\") # gene 1 > gene2 --> valid contour \n", "# G>0 D>0\n", "CGD.filter_contours_by_gene_threshold(gene_array = array_subset_d.squeeze(), threshold = 1, gene_name = 'TRDC')# >= 1\n", "CGD.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_g, axis=-1), threshold = 1, gene_name = 'TRGC1_2')# >= 1" ] }, { "cell_type": "markdown", "id": "526286d1", "metadata": {}, "source": [ "***contours CD8***" ] }, { "cell_type": "code", "execution_count": 8, "id": "df1c9988", "metadata": {}, "outputs": [], "source": [ "density_th_cd8 = 2\n", "min_area_th_cd8 = 5\n", "kernel_size_cd8 = 45 # 40" ] }, { "cell_type": "code", "execution_count": 41, "id": "0f25ffb3", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "get_conv_sum took 0.4386 seconds\n", "contours_from_sum took 0.2458 seconds\n", "total contours found 22\n" ] }, { "data": { "image/png": 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ymJYS6fGxatUqv+26devWBsvMmDHD7zi68cYbPcuWLfPs3bvXc+jQIc/PP//seeihhzyZmZkeAJ4WLVp4Fi9enNBvqqqq8nTp0sX7vYMHD/aUlZUFXbaystLz6KOPNugpd+jQIU/Hjh39evAcOnTIb5ljx455Jk2a5F0mKysr6OStHo+2eTDWXhd1dXWe3r17++VFl8vlt0x9fb3nscce8y7TuHFjz6pVqxL+7lh6fCh/jzzyiOf48eNB12d0OUREpDcGPoiIolBeXu7XYNy4caNm60408PHQQw95Pz98+PCgy+zYsSPiEBEAnpNOOsnz4osvJviLBPWJXlpammfTpk0hl73jjju8y1566aUN3v/pp5+87zdt2jTkyZXH4/E8+uij3mX79esXMW3BBAY+pk6dGvL75s+f711u3LhxQZeJJfChHr707LPPhl3WKIcPH/a0a9fOA8DTv3//kMupt9nYsWNDLrd//37vXY5atWoVdBl1nrj88stDrmvTpk2etLQ0TQIf6js2XXPNNXGvJ5hEAh/Hjx/3JCcnez//3XffBV3upZde8jRq1CjsMZ6Wlua5/PLLNSnDnn76ae96e/To4amuro55HS+88IJ3Hb169fLU1tYGXa6+vt5z7rnnepf9y1/+EnQ5LfNgrMGHefPmeZdv165dyGE9Ho9/XguWv/UOfAQLkqvJWA4RESWCk5sSEUVh3759fs9btWplUkoaatGihfdxYDoV7dq1w/fff4933nkn5B1oUlNTcf755+Pss8/WPI3XX389unTpEvL9hx56yHsnjLlz53rvqKF46623vI9vvvlmdOrUKeS6/vznP3v3z/Lly/Hrr78mknS0adMGt9xyS8j3zznnHO/QoVB31omFeiiAMmGl2Zo2bYqLLroIgBgqoQxJCCfUZLuAGJoxbNgwAGJyzfLy8gbLvPfee97H4SYL7dKlC6677rqI6YmG+viR6RhPSUnxmxQ51HE+adIk/Pzzz7jhhhtCruvkk0/GyJEjNRke9Oqrr3ofP/fcc9470MRCfWxPnjwZjRoFH4WdlJSEJ554wvv8v//9b8R1J5oHY6X+LX/5y1+CDilU/P3vf/f+1g8//BButzvh74/F//3f/4V9X8ZyiIgoEQx8EBFFoaqqyu+5Fndm0UpGRob3cWDAQO29997D448/ju3bt6NLly649dZb8fjjj+OBBx7AsGHDUFtbi+effx49e/bEyy+/rGkaL7744rDvt2rVCoMHDwYg7lDz448/+r2/ZMkS7+NLLrkk7LqaNGmCUaNGBf1sPIYNGxb29qTJyckoKCgAAE3ubNCzZ0/v4ylTpuDbb79NeJ3RKisrw8cff4xp06bhueeewzPPPOP9U8bx19bWYsuWLWHX07ZtW/To0SPsMt26dfM+DtxumzZt8r524okn4uSTTw67rrFjx4Z9P1rq41ymYxyI7jjftWsXHnvsMcyYMQONGjXCqFGj8NBDD+Gxxx7DTTfdhLy8PKxatQrXXXcdBg4ciF27dsWdnvLycu9dWtq1a4fhw4fHvI6jR49i1apVAIC0tDS/W3QH07t3b2/Qc/fu3WHzYaJ5MB6xlFN5eXneu2gdP34cK1asSPj7o3XSSSeFDUQD5pZDRER64OSmRERRCDwJcrvdyMrKMik1/tQnQaGuMN55553e22L+7W9/w4MPPthggsoffvgBF198Mfbs2YNbb70VSUlJYXs6xELdiA6lR48e+OqrrwAA69ev996OEgA2bNjgfRx4u8VgTjvtNLz55psAgI0bN8aW2AAnnHBCxGWUk1Itrtp2794do0aNwieffIJ9+/ZhyJAhOPnkkzFixAgMHDgQAwcORF5eXsLfo/B4PHjzzTfx7LPP4ueff47qM8rEjaHEss2AhttNvb8jnbxGu0w01Me50VfgI4l0nK9duxYXXnghduzYgW7duuHjjz9uMGnssWPHcMcdd+C1117DypUrMWjQIKxevdpvX0Trl19+8T4ONllvNMrKylBbWwtATFwbLsCoOO2007B161YA4tgOdeveRPNgrI4dO+btNdKiRYuQPevUTjvtNO9Esxs3btSlt10woSYTVjO6HCIi0ht7fBARRSGw2/vevXtNSklD+/fv9z5W3xlE8frrr3uDHtdccw0eeuihoHflOPPMM/H22297n99///2anfxFM2ygdevW3sfq3wT4TrQbN24c1ZV49bpCDQuIVjTd95OSkgCIIIIW3nnnHb8rxuvWrcNzzz2HSy+9FG3btkXPnj3x9NNPN+iJFKv6+npcc801mDBhQtRBD0BcqQ8nlm2mpENNHViJJu9oNSxFvR6ZjvHjx4/7BT4Cj/Oamhpccskl2LFjBxo1aoS5c+cGPblt0qQJXnnlFQwaNAiA6FmjvpNTLNTbJycnJ651xLqfgeiP7UTzYKzUZZY6jeFoWU7FItqgvVHlEBGRERj4ICKKQtu2bf0ai0r3bBmsWbPG+zjYVc4pU6Z4H99+++1h13XOOed4hxUcPHgQX375pUapjEyroEHgutQnN1aRmZmJDz74AMXFxfjTn/6E0047DcnJvir7p59+wr333ouTTjoJS5cujft7XnvtNbz77rsARG+Hv/zlL/jf//6HrVu34vDhw6irq4NHTISOhx56KOHfFS0t80Isunfv7n0s0zH+008/+W2TwON87ty53mEn5557rt/vCJSUlITbbrvN+3z27NkJp8/IY8zqx7aaWb9FXZaEY1Q5RERkBAY+iIiikJycjLPOOsv7fOHChSamxqeurs6vwanMk6GoqqpCaWmp9/kpp5wScZ3qZdRDDhIRzdVz9TLqCVvVz2tra8POYxLNuqykd+/eePbZZ7Fy5Urs378fn376KW655RZvEG737t246KKLIg49CeXFF18EADRq1AiLFi3CU089heHDh+OEE05A06ZN/U5yDh48mPDviZZ6n8WadxIxZMgQ7+PS0lLs2bNHk/Um6rvvvvM+zs/PbzCMQl0GGHWMq3toxDs/Rqz7OXA5mY5trX+LOhASTSDwyJEjUX1nPPQuh4iIjMDABxFRlMaMGeN9/Pbbb+Pw4cMmpkb44IMPUFFRAUA0lAPHiAcOVYnmqqIeVyHXrl0bcZmffvrJ+/jEE0/0e0+ZPBSI7s4p6mXUn7WyzMxMXHjhhXj55ZexYcMGdO3aFYA4eYrnqv2RI0dQUlICQATMTj/99LDLxzIUJlHqfabOF6FEs0w0TjvtNG9Qob6+Hv/+9781WW+iXnvtNe9j5U4kaurj3KhjXD3hbHFxcVzr6NSpk3dej9LSUu98H+HIemw3adIEHTp0ACCGrWzfvj3iZ8L9lmbNmnkfRzPkMJrv04LW5RARkVEY+CAiitK1117rnczt4MGD+Otf/xrzOo4dO4a6ujpN0uN2u/2GH1xyySUNusAHjpuP5uRVvUzbtm0TTKUwd+7csO/v3bvXe1W7cePGDSZLVO5+AABz5swJu66amhp88skn3ucDBgyINbmaU0/aqMX+z8nJwc033+x9Hs8teyPNDaO2Z88eLF68OObviFdBQYF33ogNGzb4TaQZzEcffaTJ96akpODuu+/2Pv/HP/6Bbdu2xbweLYOi06ZN8waokpKScNdddzVYRj1XhFHHePv27b0n6zt37vROTByLtLQ0b8Dt6NGj+Pzzz8Muv3LlSpSVlQEQd0UJNbGpVmI9bmMpp1wul/eYatSoEfr27ev3fnZ2NlJTUwGIyZ7DqaysxMqVKyOmT2talENEREZh4IOIKEpNmjTBk08+6X3+z3/+E9OmTYv681u2bMGAAQOiGqoRSVVVFa644gpvQ7Nx48ZB52Bo0qSJ3x1VXnrppbDrXbBggd9JpjIJYqLeeOMN7wlLMI899hhqamoAAKNHj24wgek111zjffzaa6957+oQzJQpU1BZWQkAOOOMM6K6g4He1Hfh0GMSw/T09Jg/06JFC+/V/tWrV4ftTn/vvffi2LFjcacvHldeeaX38d/+9reQy5WVleGNN97Q7Htvvvlmv3luxo4dG9NQjilTpmDy5MmapOWTTz7BHXfc4X1+2WWXBb2DjfqkecGCBWGHr9TX13uHOAGJHeO///3vvY//+Mc/Rpz0Nhj1sT158mQcP3485LIPPvig9/F1110X83fFKtbjVv1bnnrqqbCTfj700EPe3zpu3LgGd9Zp1KiRd0jSzz//HHafqstPM8VTDhERGcZDREQxmThxogeA92/ChAmebdu2hVx+165dnnvuucfTtGlTDwDP/v37/d5fuHChd12dOnUK+93Hjh3zvPnmm56CggK/NPznP/8J+ZkpU6b4LfvYY4956urqGiz3/fffe3JycrzLjRgxImxaIhkyZIh3XUlJSZ5TTjnFU1ZW1mC5l156yZOUlOQB4ElOTvYsX7486PrGjh3rXV9RUZFny5YtDZZ56623PI0aNfIu98knn0RMWzDqffLwww/H9FuD+fXXX73vjxw5Muy6nnrqKc8f/vAHz8qVK0Mu8+uvv3rat2/vXef8+fMjpjGY3r17e9fx4IMPNsgXR48e9dx1113efagsu3DhwqDrU94fMmRIxO9++OGHw65v06ZNnvT0dO8yjzzyiKe+vt5vmW3btnlOOeUUv7RF892RrFu3ztO8eXO/43LGjBkNvl9RV1fn+fTTTz19+vTxAPDceeedDZZR55Hp06dH/P6bbrrJ73f16NHDc/DgwaDLHz582JOXl+ddtnv37p7169c3WK66utpz4403+pUHS5cujbg9Qjl06JCnc+fO3nUNHjzYs3Xr1qDLVlRUeB599FGP2+1usI6OHTt613H55Zc3WKampsZz2223eZfJysry7NixI+j3aJkHPR6Pp23bth4AntatW3uOHDkSdn11dXV+x9TQoUM9FRUVfsvU19d7nnzySe8yjRs39qxatSro+h555BG/dR0+fLjB9z311FN++QRA0LJxy5Yt3vevu+66sL/D4zG2HCIiMkKj2EMlRETO9sorryA9PR0vvPACAGD69Ol488030adPH/Tr18/bRX/37t0oLi5GcXGx92p6UlJS2Bn1q6qq8Mwzz3ifezweHDp0CAcOHMBPP/2E4uJiv/HeGRkZ+Oc//4kJEyaEXOekSZPw3nvvYfny5QDEVdP//Oc/uOCCC9C+fXu43W4sXboUCxcu9KazVatW3lvgauHOO+/EP//5TxQWFuLiiy9GYWEh3G43FixY4NdF+y9/+UuDLt+KV155BcXFxdi+fTtKSkpQVFSE0aNHo7CwEEePHsXXX3+NH374wbv8bbfdhpEjR2r2GxLRrVs3dO3aFZs2bcKnn36KUaNGYdCgQX7j+K+77jo0b94cR44cwSuvvIJXXnkF+fn5OOOMM1BQUICMjAzs3bsXP/30E/73v/95u94PGTIE5557blzp+stf/oIrrrgCgLhq/PHHH+Pss89Gbm4utm/fjnnz5mHnzp3Izc3F6NGjDZ3zokuXLnjiiSe8QzseeughzJw5EyNHjkRmZiZ+/fVXfPjhhzh8+DDuuusu/POf/9Tsu7t3745FixZh9OjR2LFjB7Zu3Yorr7wSd9xxB4YNG4b8/HxkZWVh//792Lp1K7766iu/iSobNQrfvPriiy+8vZIAMTzr4MGD2LFjB5YtW4aNGzf6LT9s2DC89dZbfj0Q1Jo2bYqXXnoJl112Gerr6/HLL7+gqKgIF1xwAU477TSkpqairKwM8+bNw+7du72fu+OOO3DmmWfGs4kAiPJn1qxZGD58OKqqqvDtt9+iW7duOOecc9CrVy80a9bMOwxj8eLFOH78OG699dYG63jrrbdw/vnn49ixY5g1axa+/fZbXHzxxejYsSNcLhc+/vhjbNmyBYCYaPq1115Du3bt4k53LEaMGIHp06ejsrIS/fv3x9ixY9GyZUtvb6lzzjnHexed5ORkvP322+jfvz8OHDiARYsW4cQTT8TYsWPRtWtXHDx4EJ9//rnfUKMnnngCvXr1Cvrdt9xyC6ZOnYq9e/di0aJFOOmkkzBu3Di0adMGe/bswWeffYYNGzage/fuOPnkkyMOr4mFkeUQEZEhTA68EBFZ1qxZszwnnXSS35W2cH/Dhw/3/Pjjjw3Wo+5dEO1fenq659prr/Vs2rQpqrTu3bvXM3r06KjWffLJJ3vWrFmT8PZRX+E+duyY57LLLgv7vXfeeWfIK+qKbdu2+V1RDfaXkpLiuffee8Ouy+geHx6PxzNnzhxPSkpKyHQrV2kfffTRqPPBiBEjPAcOHIiYvnDuv//+sN/RsWNHz7Jly6K6Oq68r9XVdo9HXPVOTk4Omb5LLrnEc/To0Zi+O1q7du3yTJw40a8XUbi/li1beh5//HFPdXV1g3Wp80i0f6eccorntddei3hcKGbNmuVp2bJlxPUmJyd7HnjggaA9v+Lx008/eQoLCyN+b0pKSsheK1999ZWnTZs2YT+flZXlmTVrVti0aJ0Ht2zZ4mnVqlXINAXrvbN27VpP165dw/6WtLQ0z9SpUyOm8auvvvI0a9Ys5HqKioo8Gzdu9Fx33XUNypLA36G8H02PD6PLISIivbHHBxFRnC677DJccskl+OKLLzB//nx8//332L17NyorK9GoUSO0atUKRUVFGDBgAMaPH9/gTiXRaNy4MTIzM5GZmYmOHTvitNNOQ9++fTFy5EhkZ2dHvZ6WLVti7ty5WLJkCd5++20sXboUW7duxaFDh5CWloY2bdqgd+/euOSSS3DJJZf4TeqnhdTUVMyaNQuzZs3C9OnTsXbtWlRWVqJ169YYOHAgbr31Vr9biYbSsWNHLF++HDNnzsT777+PFStWoKKiwntHheHDh+P3v/89ioqKNE2/Fi6++GIsWbIEL7zwApYuXYqdO3eiurq6wXIPPvggRowYgQULFmDp0qX45ZdfsGvXLlRXV6Np06bo2LEj+vXrh6uvvhrnnHNOwul6/PHHMXz4cLz44otYunQp9u3bhxYtWqBz584YO3YsbrrpJrRs2RKfffZZwt8Vj7/+9a8YMWIEpk6dim+++QYulwutWrXCKaecggkTJvjNBaK1vLw8TJs2Df/3f/+HOXPm4KuvvsIvv/yCiooKHD58GFlZWWjfvj369euH8847D6NHj0aTJk1i+o6kpCQ0a9YMmZmZaNGiBYqKitC7d28MHToU/fr1i2ldl112Gc4991y89dZb+OKLL7B27Vrs3bsXx48fR3Z2Nk488UQMGTIEN954o/duHFo45ZRTsHbtWsyaNQsffvghVqxYAZfLhbq6Om85OGzYMFx99dUhe60MGzYMGzduxKuvvop58+Zh3bp12L9/PzIzM1FQUICRI0filltu8ZvI1Qj5+flYvXo1pkyZgq+++gpbtmyB2+0OOydOjx49UFpaijfeeAMffvihdz80bdoU+fn5OP/88zFp0qQGk1EHM2zYMJSUlODpp5/G/PnzsWPHDqSnp6OgoADjx4/HH/7wBzRt2lTLnwzA+HKIiEhvSZ5wJTcREVGchg4dim+++QYAwp4kEBERERHpiXd1ISIiIiIiIiLbYuCDiIiIiIiIiGyLgQ8iIiIiIiIisi0GPoiIiIiIiIjIthj4ICIiIiIiIiLbYuCDiIiIiIiIiGyLt7MlIiIiIiIiIttijw8iIiIiIiIisi0GPoiIiIiIiIjIthj4ICIiIiIiIiLbYuCDiIiIiIiIiGyrkdkJIOM0a9YMtbW1yM3NNTspREREREREBMDlcqFx48Y4fPiw2UmxLQY+HKS2thZ1dXVmJ8NPbW0tAKBx48Ymp4RIf8zv5CTM7+QUzOvkJMzv+pDtHM2OGPhwEKWnR3l5uckp8Vm7di0AoGfPnianhEh/zO/kJMzv5BTM6+QkzO/66NChg9lJsD3O8UFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW0x8EFEREREREREtsXABxERERERERHZFgMfRERERERERGRbDHwQERERERERkW01MjsBRERmcrkAtxvIyAByc81ODRERERERaY09PojI0dxuoEMH8Z+IiIiIrMXlAjZvFv+JQmGPDyLyitT7Id7eEWb0qoj2OzMygNWrfY/Z64OIyIe94shpnJTn7fJblYtY5eXW/h2kL/b4ICKvSL0f4u0dEc/nEo3eu91AaipQWuq/jsD15uYCrVsDvXqx1wcRUSD2iiOncVKel+G3atFbQ7mIVVnJXh8UGgMfROSVkSGi5RkZ8b0f73qDSbQyzsgANm4ECgr81xEsIBLv7yIisjuWj+Q0TsrzMvxWLYIvvIhF0eBQFyLyys0N30Uw0vtafi7Rylj5PqULp3q9paW+gIiSNjO7RtqlqykR2Y/Z5SOR0ZyU52X4rVoFX2QI4pDcGPggsiGtTqRdLqCsTDzOz49+XVp8vxaVcbB1hAqImIljU4mISGYM0MvHLvtEq+CLDEEckhuHupBjOGnGZ63GbLrdQGam+ItlXTKMGQ0nNxfo0kWeCpJXKYiISGay1+tWF08blfuEKDYMfJBjOKmC0LLbYFWV+ItlXTyRj41sgRgiO5Ah2C1DGsjaZMlD1dXAkiXivxlk2Q56iaeNqrS1qqvtvW2ItMLABzlGeTkwe7b4D9i7ElVOpIHEfmNuLtCvn/iL5aScJ/JEZDYZgt0ypIGsTY88FE/7Jz0dGDBA/DeD3Y+leC4YKW2t9HR7bxsirTDwQY5RXw+MHi3+A/avRAFn/EYiomBk6HkmQxrI2vTIQ4n0LjArL5v9/XpL5IKR3bcNkVY4uSk5RnIy8PHHorIHnFFROOE3EhEFI8NEdzKkgaxNjzwUb+8CM/Oy2d8vM24bougw8EGO0aEDcOaZvqEuTqgonPAbiYjIfhK5Y4Vd7nahF7YNiMiJONSFHIO9H4goHnaeD4hix/xgjESGanKYJ9kZyyCi+DDwQY4R7fjJkhJg0SLxn4iIJ1GkZqX8YOUTpIwMYPVqoLIy9vTzQgepWfk4CMZKZRCRTBj4IFuLp7KrqAD69BH/iYh4EhWe3U4qItEqPxix3ax8gpSbC7RuDfTqFXv6eWcxUrPycRDI5RLBwNWrfWWQ08pgongx8EFS0brwjqeyy8kBiovFf7PIWomxNww5EU+iwrPTSUU0tMoPRmw3qwftrJ5+0kaibSK75COXCygtBdq1E0FBpQxyWhlMFC9ObkpSUQrv8nJtTjLUlV20k50VFSX+vYnSejtoRekNU1xsdkqISBZ2Oakwml7bLbCu06IOMWuyUE7CSUDibSI75CMl6JGdDWzcCBQW+t5jGUwUHQY+SCpaF97qym7zZjmDCcEEbgdZZqiXoTeMHciyP4m0YIeTCq1Fc4zrtd30CJzLGowneYTK81rUdzyxF9uwoMAX9FBvS5bBRNFh4IOkomfhrUyUpjxO+HsqK4G0NCA1VXSFyMsDUlISTSaAhttBlkanDL1hZBJvg06W/UlE+jDzGNfjJJEnnhRJqDyvxbGgZ9vQKhciMjJEOtVBD6uknUgWnOODHCORidL81NUBL70kuj00bw40aSJq9WbNgMWLgePHtUqyl5UanTLMT2JUGuIdV2ul/UlEsdP6GI+lTNNjThrOc0OR8mCoPC97fWeV+THUx6Ay39rKldZIO5EsGPggqWl9AqtJBXz22cBttzV8/dgxYNAgYOBAwONJ4AsaslKjU4ZGhFFpiDc/WWl/ElHstD7GZShXATkC28HImi47iZQHQ+V52es72QMzwSjzrVVXWy/tRGZi4IOkplVjT2kUARpUwD/84H148ILx2PXfL1Ez8Gzf+8uXO3r2TxkaEUalQfYGHRFpL9hJtssliv7ly/U5+ZahXAXkCcAEkjVdVhQqiCRLHtSaFetxZb61bt2sl3YiMzHwQVLTqqLVtFFUW+tb74Tb0fZ35yB18dfA7Nm+Zfr1A+64Q4Mvsx4ZGhEypIGI7Ee5s0Jqqn994nYDmZniT4+Tb1nKNFlPfoNNCM4eIPEJ1V6SJQ9GS+9gpJmKioChQznvGlGsGPggqWlV0erVWGv9r0e8jyu7DfB/84UXtP0yibGRSUROUFYGNG4MrFjhX59kZABVVeJPtqCAlmQ9+c3N9U3+qEz4yB4g8ZE1uBUrvYORRGQ9DHyQI2jaWDvtNO/DJgvne0/6N1e3Re3Kn/yXvfJKDb5QfmxkEpHTVFT4Ar65uaKjX79+4j0Ggo2nrofscvJuBlmDW7FySjCSiKLHwAdRrFau9D1u3tzb2AKA7VmnoK5te9/7770H1Ncbmz4TsJFJRE6Qny9GO/btKwIfwQK+DASbQ10P2eXk3Y6M6CGq9PrJzxfBSOYDIgIY+CCKz+OPi/+nn+5tbOXni4bW3h824vCwUaYmz2hsZJJsOPyK9JCbCxQWAjU1YoJBK96+065YD1mDEYFBBh/thfU5aYWBD6IQwha0dXXi/zffILdNErr0ykRu82oAgPt4GlIf+atxCSXpKXnJip1/rNrgYMPXGFbNH4lQTrCLivznlQh8nyfgRA0ZERhk8FF/9fXGlf2sz0krDHwQhRC2oP3+e//nhw5h+78+waJForJ10kkARabkJT0CH3qfeFq1wcGGrzH0yh9WCaiof79V0qwXp/9+io4RgUEGH/VXX29c24D1OWlF+sDH66+/jqSkJO/f0KFDo/qcx+PBrFmzMHr0aHTq1AlpaWnIy8vDoEGDMHXqVLhjPFIPHTqEqVOnYtCgQcjLy0NaWho6deqEMWPGYNasWfB4PDGtr6ysDA888ABOPfVUtGjRAs2aNUO3bt0wceJELF26NKZ1kT7C3h5v8+YGy3e8+3IMvqo9Bg9JQvtLzjA2sSQ1JS8l61Diut3i1pqlpfqccFi1wcGGrzH0yh+JBlSMOglX/369j0XZWTVISkSxS042rm3A+py00sjsBISza9cu/PnPf475c3v27MH48eOxaNGiBq/v2bMHixcvxtSpUzFr1iz06dMn4vqWL1+OK664AmVlZX6vb9u2Ddu2bcPHH3+MV199Fe+99x5ycnIirm/69Om4/fbbcfjwYb/XN2zYgA0bNuA///kPbr/9djz33HNI1uNMiaKiFLBKI05p1JWXA7lZWUE/k7xrp/8Lqak6ppCsIjdX/K1dq/26MzLEiVZBgcijWjcMlLQTBaNX/kg0oOJXXut8ZVm9fj2PRdlZNUhKRLFLThbBCCIrkTrwceutt+LAgQNITU1FTU1NVJ85cuQIRo0aheLiYgBAeno6xo0bh27dumHPnj2YPXs29uzZgy1btmDEiBFYunQpTjzxxJDr++WXXzBixAjs378fAJCXl4dx48ahTZs2WL9+PT744ANUV1fj66+/xkUXXYSFCxciPT095PpmzpyJG2+80dtDpEePHrjggguQlpaGZcuWYcGCBfB4PHj++ee9/8k86sazX6Pu2DHfQu+8A1x9dcMPDx0KjB+vz2V+ot+oA3Q84SC7SDSgYsZJuNOPRQZJiaKj3HVGuQMRERlD2sDH7NmzMWfOHADAvffei7///e9Rfe6RRx7xBj06d+6MBQsWoKCgwPv+U089hXHjxmH+/PnYu3cvbrjhBnz33Xch1zdhwgRv0GPEiBGYPXs2mjVr5n3/4YcfxrnnnouysjIsW7YMjz/+eMi0VlRU4KabbvIGPf7617/ikUce8Vvm008/xbhx43Ds2DG88MILGDNmDIYPHx7VbyftBd4ez1tBqWuqsWOBGIc6EWmJJxxE/sw6JngsElEkRvVIIyJ/Ul6K3r9/P2677TYAwHXXXYdhw4ZF9TmXy+XXQ+Kdd97xC3oAQLNmzfDee+8hLy8PALB48WJ8/vnnQdc3b948/PDDDwBET48ZM2b4BT0AoKCgAO+++673+ZQpU1BZWRl0fU8++SQOHToEADj//PMbBD0AYOTIkZg8ebL3+QMPPBDq51KcYhn7HXJc4QsvACefDNx/PxCmhw8RkZNwgksiovA4LIzIHFIGPv74xz9iz549yMnJwbPPPhv155RhJwAwbNgw9O/fP+hy2dnZuOWWW7zP33777aDLqV+fNGkSsrOzgy7Xv39/nH322QDEUBulp4qax+PBjBkzvM8ffPDBkL/jtttuQ/PmzQGI+UU2bNgQclmKnSYTsHXvLgZzP/64ZukiIrI6TnBJRBQah7kQmUe6wMeXX36JN998E4DoPdGqVauoPztv3jzv40suuSTssur3P/nkE9TV1fm9X1dX59cTJJb1zZ07t8H7K1aswK5duwAAOTk5GDRoUMh1ZWRk4Lzzzgu7PoofI+3OxavRJBM75keWr0REoTE4TGQeqQIfhw8fxs033wwAOPfcc3HNNdfE9PlVq1Z5Hw8YMCDsskVFRcj67c4cVVVV2Bxwe9KNGzd6h6VkZWWhsLAw7PrU36dOR7DXQvVEiWV9FD/eFksuRp78scFBMrFjfmT5SkQUGoPDROaRKvDxwAMPoKysDOnp6fjXv/4V02cPHDiA3bt3e5937do17PJJSUnooroP07p16/zeVz/v2rUrkpKSwq5PPZfIzp07cfDgwZDrC5x3JNL6AtNGzmHHK8KBysqAmhrxX29scJBMmB+JiJzFDsHh+nrg+HF92qYlJcCiReK/1pzQpqbwpAl8LF26FC+++CIA4KGHHooYuAikDnpkZGQgMzMz4mfat28f9POBz9u1axdxXZmZmchQtV737NmT0PrCpY2cw45XhAPt2wds3y7+680ODQ7Sl5ENI63zY6S0s9FHRKS/RMta2cvq+nogJUWftmlFBdCnj/ivNSe0qSk8KW5nW1NTg4kTJ6K+vh49evTAn//855jX4Vbl4sA7r4TStGlT72NlWEui61M+l+j6wqUtnA4dOoR8b9euXWjdujXWrl0b9fr0VltbCwBSpUkm9fXAzz8DycmAzJuovl78JSeLv1i0bi0+U18v92/UAvO7fALz7vHjokF34ABgtZizkvZ9+0RPksDj0ejfxvxOsUikHjEb87q195/WEi1rZa+HPJ5aHD8OVFWt1bzd1rw5sG6d+K/1umVvU9fW1qJx48ZmJ8PWpAh8PProoygtLUVycjKmTZuGRo1iT5ZyNxcASE1NjeozTZo0Cfp5GdYXbl3kHFZpQCjR/7q62NPbqJH4fByHPVHCAvNucnJ0+VjGRr6SdiD48RjtbyMyQyL1CJmP+88nlrI2WF1ilbJaj/Tped4vU31N5jD9VOOnn37Ck08+CUDcMvaMM86Iaz3p6enexzU1NVF95tixY0E/L8P6wq0rnPLy8pDvKb1BevbsGfX69KZcHZEpTRQ73p4tOnbP7yUlontqTg5QVGR2aqITb97dvFl0mS0vF8NVZCLL8Wj3/G5XZuUfWfJtPKyS1/Xcxlbef2aSuS4JxSr53WrY20N/pgY+6urqcOONN6K2thbt27fHY489Fve61PNrHD58OKrPHDlyxPu4efPmUq0v3LqIZJObG31Dh40j+1q/HigoEP/1DnxolY9iybvq762ulndi0lh/E+nPSuWeMg6+vNzYtDLf6k/Pfcv9Fx9Ock1kHFM7/EyfPh0rVqwAALz44otRTUgaSps2bbyP3W53VPNi7NixI+jnA5/v3Lkz4rqqqqr85vHIDSj9Y11fuLQRWRknl7Kv9HQxHjmGTmpxMysfKd+bns6Jcil6Vir3eCJmX9y38uGk60TGMbXHh3pYxtixY6P6zDfffON3a9n9+/cjOzsbLVq0QF5envcOKJs2bUKvXr1Crsfj8WDz5s3e54WFhX7vq59v3rwZHo8n7C1tN23a5H3crl07ZGdnh1yfetlo1heYNruy0hUxip9VG152y596/J7TT/etU29m5SOr5l8yl5XyDa/c68+s+oT7loiczFZTvKgDHUuWLAm7bGlpKQ4ePAhADCXpEjCwrqCgwDs85cCBA1i3bl3Y9am/L1jAJZa0RbM+O7LSFTGKn3J1A5D7dm2B7JY/9fg9Rl65MusqWeD3+t128IcfgEGDgI0bjU0USY9XdUlN7/qkpARYtEj8N5vst2aVBbcTkf5M7fHRq1cvXHfddRGX2717N+bPnw9ADPsYMWKE9z31HVIuuugifPHFFwCADz/8EJMmTQq5zjlz5ngfjxo1CikpKX7vp6Sk4IILLsD777/vXV+4nhfq9Y0ZM6bB+3379vX2SKmoqMDixYtx1llnBV3X4cOHsWDBAu/z0aNHh/xeO7HSFTFKnFnjyONlt/xp1O+xW0+ZQEo+3rOwFBjRX7x44onAhg3iTJdTyMfN7nmHnEvv8reiAujTBygu1mf9sbBaXW8WI7cTy1ZyKlMDHxdffDEuvvjiiMstWrTIG/jo3r073njjjaDLjRs3DnfffTeOHj2Kr7/+GsuWLQt6l5iDBw/i5Zdf9j6/+uqrg67vmmuu8QY+Xn75Zdx+++3IyspqsNyyZcvw9ddfAwCaNm0adNhOcnIyrrzySjz33HMAgCeeeAKffvpp0O996aWXUFVVBQDo06cPTjrppKDL2Y2sXTBZQWgjcDtaLZAga/6Ml1G/x+6N3owMYOdPe5E/ImA21xNP9D2+6CLxf+RI4Pe/Ny5xFmdE3mH5TmbQu/zNyRFBj5wc/b4jWlar67USa9kS63ZKpOyye71MFIqtLkW1adMGt99+OwAxh8dVV13VYD6NI0eO4KqrrsKuXbsAAAMGDMDIkSODrm/06NHewMmuXbtw1VVX+d1tBRBzcVx11VXweDwAgLvuugs5IWqa++67zzt85rPPPsPkyZMbLPPFF1/g4Ycf9j5//PHHI/1s0pndhjiYJXA7suu3M9i90ZubC+SveD/8QvPmib/bbgOOHjUmYTZgRN5h+U52VFQEDB0qx23FnVrXx1q2xLqdEim77F4vE4Viao8PPTz00EP46quvsHLlSmzevBk9evTApZdeim7dusHlcuH999/3ToDaokULvP7662HX95///AcDBw7EgQMH8Nlnn6GgoACXXnopcnNzsX79esyePRvV1dUARO+MBx98MOS6cnNz8eqrr+Kaa66Bx+PB3/72N3z00UcYMWIE0tLSsGzZMsyfP98bRJk0aRLOPfdcjbYMxYsVhDa4HZ3Jbj1lgtq3z/f45ZeBfftwZPteNP7sI9SecwGaJh8DXn8dOH4cqKszL50WY0TeYblERHrQu2xJZP2OqJeJgrBd4CMjIwOffvopxo8fj2+++QbV1dV46623GiyXn5+PmTNnonv37mHXV1hYiM8//xzjx4/H1q1bsWvXLrzwwgsNlhs6dChmzpyJpk2bhl2f0mvkzjvvxJEjR7BmzRqsWbPGb5mkpCRMmjQJU6dOjeIXk96iqSC07C5t167XrGjJCuI6/mbM8D1+7jlg/Xrs3gyk/t8UbNwI9PCsRasIQXYyB8slItJKYP2hZ9lidtlVXw8sXy4e5+ezHCVrsNVQF0VeXh4WLlyIGTNmYNSoUejQoQNSU1ORk5ODgQMHYsqUKVi7di369esX1frOPPNM/PTTT5gyZQoGDBiAnJwcpKamokOHDhg1ahRmzJiBr7/+GrlRHvUTJ07Ezz//jHvvvRc9evRAVlYW0tPT0bVrV0yYMAGLFy/Giy++2GDCVZKXlt2lndb1OtaZzDnzOekpruNPmcMDAIYMAQBUVwPffgtkZ4vHRGRNrHOcJZH9LXv7Tcu8XF8PZGaKP1l/L1EgS/T4GDp0qHf4R7SSkpIwfvx4jB8/XpM0NG/eHH/84x/xxz/+UZP1de7cGU8++SSefPJJTdZH5tKyS6PTul7HOskWJ+UiPcV1/KnndXrpJQBAejoweLC4s23HdG3TSNqyay87uzK6hyXrHGdJZH/L3n7TMi8nJwO/3YcB+fkJJ43IEJYIfBDJTssuh2Z3XzRarA0F2RsWZG1xHX/KpNc9ewK/3WI9I0M0MgsLgVa7VIH7w4f9P9u0KZCUFH+CJWLVAAJPbK1Fy/0VzbpY5ziLnefO0PLOMcnJQJQd54mkwcAHEZkq1oaC7A0LisyqJ8ghPfus+L92LYAgv2/5dt+ybdr4f7agAPjvf4FgQxvT0kTkpJE1qmqrBhB4YiunUOWE0T0sWec4i533d6y/zaplOlEo1mhNERGRbdiqMXX8OLB/v99LDX7fgAG+FwJt3CjeDyUjA1i5EjjxRG3TrQOrBhDsfKJjZaHKCfawNJftAtcUkhllOvMX6cmWk5sSmUWLiaM4kZq1cH/FzqonyEE1agRcf7143LEjgCC/r2VLEeBYs8b3p0yHH4nbDXz/vebJ1kNuLtClCxurpA1blRM2IvsEnoline5jRpnudou5Q/73P6CkxLjvJWdg4INIQ1o0COzeqLAb7q/Y2e4EuWdP8X/7duAPf0Du1+/h6L4jKC1VNdyaNBHLKX99+wLTpgEnnww89ZToORL416yZaT+JyGy2Kydswu4BKb3rdAZWwquuBhYtEp0cKyriW0dJiVgHAycUiIEPIg1p0SCwe6PCbri/yG9+jldfBa68Eq3uvRF9+vg33L79Fnj3XfEfADBxIlBaCvzlL2IdgX/t2xv6MxRsmAfH7UJk/4CU3nU6L5aEl54ODB0KbNjgf8O0WFRUoEH9SwRwjg8iTWkxXphjjq2F+4swZgwwZ464xPSblj99g++LRcNNGbNcUgJccQXwxRe+j6rHMwNAWRmwb58YHXN6nX6VdEmJaBTm5ABFRf7v2WoOFo24XCJGVVAgto8R24Vj3YmMp3edzosl4Snb5Zxz4t8POTlAcXH8gROyL/b4IHIQXrFMnFW3oVXTbQmdOgELF4qhLr9pfNSNoVPHoujA995AQosWIujRoYPvo8p7ZWXixLq2VnT2yMwE6uv1S3K4K2JsmDfkdougx8aNxm0XXhkmsh+795hJlBbbp6hI9BoJDOoTsccH2Y7LJU4iACA/n5WLGq/kJs6q29Cq6baUDh3ErWmvvRY4dAj46CPgo4/Qfuh5OF4HjE0BmvTuAWzPQfWLJXDd9QSqs9p7b/ZSUACsWCG6+lZVAck6XpoId0WMvZgaysgQx1BhoXHbhgEoInvSszcXe4oRhcbAB9lOWZkv8AGIgt9KFYGeaU20IS3DdjQ7DVY9GbFqui3nsstEBv3HP4AtWwAATRYt8L3/2+N0AB3yWmHrXc+hSxffifXAgUBuqzqgf39g03rdkhntlTCzjzdZmBEMYgCKyJ70vBBhp4scrH9Iawx8kCNYqSIIlVYtKoBEG9IybEez02DVkxG90x1uzghHSUsDbrkFuOkm4M03/Ya/4G9/81v0yLYKbyBK2TduN5D61QJkr1jhWzA/X980h2H28aYlJzWinfRbiaxGzwsRdrrIYaf6h+TAwAfZjvocQXlspYogVFplqABk2I4ypMEIVjtxUeaMKC42OyWSaNQIuPFG/9fOOgt44QXg448BAM3LfkbzVnUAUlBSAqxZI4ZSNNuz3389Q4YYkuRgec5Ox5sMZahR4v2tVit34uWU30ly0vNCRDzrlvV4UNc/sqaRrIWTm5Lt5OaKgEfr1uJkbPNm8bpVJpMKNbGTDCcgWk/KFc+Em06ZGMxqExtyFvUonHMOMHcucMMN4vmaNcBVVwEQZVX//mKC07Qmqs/s3QskJWmelGDHXrA8Z6fjTYYy1Cjx/larlTvxUv9OTvxMTifrca+uf2RNI1kLe3yQLSkF5JIlYsLA0lLxuqyN92CR7MDXrDrEIhwnXYGNVawnLrFeDdHq6omyHvUQF16ZiWDMGOA//xGPZ80CevRAz5JdONCsPUZuW4msLz8Q77VtK27vooOyMrHqsjJ79u4Ixo5laCjx/la75wGF+ncG1kNOLb+c+rvJGse9FdJI8mPgg2xJKSBzcsTtBwsKRIUuS2Ue2MAIFgDQIyggW8OGFVlosZ64xJpftMpfRuVdWxk9Gvj8c+CCC8Tzv/4VLQG0DFxu1y5Dk+WkwAAF55Q8EPg71fWQkeWXTHWy2eW2TNvCaWQ47iPtfxnSSNbHoS5kK0qXVUB0jysqEmPma2rkOrkO7LIXLACgR1Ag3q6CenUFtlM3erPFml+0yl9G5V3bGTxY9PxISzPl6/PzgdRUU+dNJZJCYD1kZPklU/f9cL/biOFAMm0LMl64/c/haKQV9vggWwl2xUKPKLHL5btlbn5+7OsPbGAES6Me6U503Dev4Msr1vyiVf4yKu/qzfCrjU2bAh99BHg8wLJlwMknA1lZYuLT2lpxNxhlLhAdWHEfERnByGNDpiBxuN9tRBtApm1BxlP2f3k5sG2b//BZtkFJKwx8kC0oJy3V1dFXnImc6Ljd4tzkyBH/MfLRMuukg+O+iYKLpmGlS3AkKQk480zf89GjNVqx/bFrPMVCxvxilQCkEW0Aq2wL0oey/7dta3iHOLZBSSsMfJAtqE9aunSJ/TOxVrbV1cDateLzWVmxp9dq2CAhu4umYcWrTnLh/qBYRJtfZAyQGKmkRNxlSn3F3dsG8HiA1WuAw4fF7Mjt2ongrcslGkN5ebrchYoaMiufulzA8eNAsk6TJQS7QxzboKQVBj7IFgJPWqKpEBKJIKenAxddJCZOlW2MvNMbbUTxiKZhpS4zeJyZzylXAZnXtBFtfnF6QK2iouEVd6+hQ4Fvvw394eHDgS+/ZPDDAGblU7cbSEkB6ur0Wb8SbCPSAwMfZAuBJy3RVAiJRJAzMsQQl6NHfXN9yNJAcnqjjUgv6jJj82YeZ2az61XAYHf9Sk2V/7bssos2vygBkupqcZw7LeAU7Io7AGDBgvBBDwD46isxDjg1Vbf0WY1egUuzAr8ZGcCBA/r1+CDSE7Mt2ZKeFYJSiQGit4fLBfzvf6J7qAzMvgrK2bf1xe0rB7OPM7KvYHf9Ut+WnfSl3OUlPd2ZdxkpKhIdOxpceX/1Vd/j224DfvkF+PVXbP/frzj+5jsxf4/RdZkZdafLJQKWqana5yOz7oqXmws0asTAB1kTe3yQLWl9JVB9F5d9+4DmzYH164G2bcXNF84/H1izRjSUzL46ZOZVUKWSVxroTrpKZhR1jx7ludl5zons2tuAzBfsrl+A71g3Q+BVaycMv2FwU+XgQeDDD33PX3jBN6l8HpDkPoQOMa7S6N6pZvSGdbtFe2jjRqCw0JjvJKLQGPggioLbLebxAkTPDpdLRLzT0sTcXvPnAzU1QN++zjvhVzeA7VDJy9ygd7lEwG3NGqBbN/Eah1sQxUbmYxww5xbRwSa0VAs8aXTCkEoGN1XUs7i3bQvANwRr2zagbdPYVxlrYCnR41aLQFasaVDaRYWFzEtEMmBHJbItLbs1ZmQAVVXir21boGtXUZllZ4vJzXv2FJOBbdzovKtD6m7ZGRkiAGTlSj6wm7lM3G4xvOrkk329i3hFkig2Mh/jegpXJyoTWq5fH3yZwLLGCWUPhxUGuP9+8b93bwBiDpRvvxXtoJqN28R7SUlRT2wa61CNRI9bLYaGxJoGs4ajxIp5nZyCPT7ItrS8IqW+8qNE/LOzRSMxM1NMBHbCCeIqvOwVnNbUDWA7XCGTpUEf7AqsMqkuIAIgdtjeREaT5Rg3Wrg6UZnQUpnXInCZwLLGCWWPE3q1xGX+fCAnB93rge4Qd/dIPVgp3svNBRo31uVrZThujUiDGT3SmNfJKRj4IEuIpyLQq4JSN/iUW9nX1gIjRwKrVztvFnhle5SUiPk9QnWVtopgQa5o96eWDZZgtxS028mG2UMOInXvJ3uy23EUrXB1opL/XS7zTy5lIcOJtlS6dBH/a2uBykqk/PZyinqZPn10+3oZjlsj0hBNEELruot5nZyCgQ+yhHii0UZUUM2aAbt3A61a+SabdGrUPNiJutXFmu+0vGoS8paCGjE76ACYf5XJjnmWKNSxHU2dKMPJpSy4LQLccAPQvbuY4T2YRo2AIUOMTZMNRROE0LruslNel6FtQ/Ji4IMsQdZodHo6MGCASFuXLvKm0wh6n6ibIdb9qeX+17sHgtlBB8D848WOeVbBxp9zyXBskw0lJwNnnWV2KmwvmiCEneuuRLH8o3AY+CDpydyAD3bbQdnSaBQ7DhWIdX9qvf/1HIphdtABMP94sWOeVbDx51zV1cCnn8pxe3Ui0p4WdZesbWsZ7t5D9sW7upD0ZJ6B3yozdjuF3WYmV7qzVlRov27mXXtj48+50tPFcZ2S4psMmYjsLdb2TyJt6/p64PhxfdpaMty9h+yLPT5IemzAy00dnQfMvYJgt6vcduzOKutVJtkkup3M7k1D5snIEPmH+5/I3tT1RKztn0Ta1vX1IrDqdmtfzrDNT3pi4IOkxwa83NSVLWBu4MFuFaYVh2JEOmG3W3BKL4lsJ5mCkWS83Fxg4ED/PEBE9qOuJ2Jt/yTStk5OFrcx1qN8YZuf9MTABxElJLCyNTPwwArTfJFO2M0ITlmxl0ki2ykwGJmaKm41DcR/q2ansfr2sVpZaPXtbQd22Ad2+A2xUNcTRh7zycnizwnbmOyFc3wQUULU4yk5tpIinbCbkUdknicolES2k3ofZGQAGzcCBQX+v9+K20RPgePjuX2Mxe1tPjvsAzv8hliwzUUUG/b4ICJdOO3KCwkyXmm22xCoSILtg8BhD9XVwJIl9po/JhGBPZWclmfMxu1tvmj3gcx1O/MREYXDwAfRb2SuzK2IczmExrxmLBmDMUYK9vvT04EBA3zDYZzODrcmt3K5YsXtbTfR7gOZ63bmIyIKh0NdiH7jtC6SeuOVF38ul7j9W3098xqZj8env0S7jMtwK227lyslJcCiReI/mYdlh/FkKF+I7IA9Poh+w8o8PqGuMvLKiz+3W9z+TZkJnXmNzMTjM7ySEqCiQgwFiubuSjJcBbd6uRKqLlFeX78eOPdccYtvMg/LDuPJUL4Q2QEDH0S/YWUeH9krZKXR/NNPwOHDIq2DBxufjowM4MAB30zoMm4rIhIqKoA+fUKfZKsDIzk5QGWl+MvPF++bMezE6uVKqLpEeX39erE/opmXxsrDfogCWT2oSSQLDnUh22GXQGPJXiErjeYtW4ARI8yb0yA3F2jUSAQ+zMTjgyiy5GTg449DH69KYKSiQpQxvXoBrVv7TrLtPuxED6HqEuX1008Hhg6NrQcOtz/ZAe/eQqQN9vgg25G9B4LdyHqVUbniV14ObNsGtGgBfPGFyBtOxuODKLIOHYAzzwwdKM3JAb78UkwSW13d8IRd9oCwjELVJfHUMdz+REQUiIEPsh02eAjwneBv2ybuXnHCCSJPuN0iKOLUk34eH/KyY/f82loxIWW0c2XoyeUCysrEY2VISqjtHek4KSoSQQ8liNili//7sgaEncLK29+O5QCR0XgcUTAc6kK2wy6BBPhOXHJyfCcw7P7M4yMeRg0PsmP+rK/3DQkxm9sNZGaKv7IyoLQUSE0Nvr2jOU4YRCQ92LEcIDIajyMKhj0+iMjWcnL8T154okKxMmp4kB1PpJOTo5+QUm8ZGSLgsW+fGJ7SuTOwcSNQWBjf+qzcq4DkZcdygMhoPI4oGAY+iMiWgp2sqiceVD+XHbtsmiveBlSs+82OJ9KNG4sJKWWgbN/Nm0VPDyXokZvLY4zkYcdyIJR4jzserxSJk44jih6HuhBJhHfc0IbLJW4tuXp1w5NVGbo/xrqfZUizlqyWz+MdHmS3/WYXGRlATY0v6AGYt6+sdiwQaSne4072spXHNZGcGPggikNJiZiwr6RE2/XKXplbhdsNtGsHHDnS8D0Zuj/Gup9lSLOWnJLP7bbf7CJYIMuIfaWcDJWU+P6Hm2eEyO7iPe5kL1udUscRWQ2HuhDFoaJCTNhXXBx+uVi7Y8pemVtFRoY4ocjOFv8B/+EuZnd/jHU/y5BmLTkln9ttv9mZEftKORlaskTcaWrJEqCgILF5RoisLN7jTvay1Sl1HJHVMPBB9rNli7iUlpQknrdrB5x2mqZfkZMT3YR9sU6KKHtlLjN1kAkAmjYVWaFvX/G6TNvV6fs52O+XYsx2aSkwaRLwzTe+11JTxbiIQGvWAD17Gpc2srzAO03l5DQccuMEUhzrRDpyeh1PJCsGPkhqMTeQduwQfZgDLVgAnHuuZukqKopuOUb9jaMOMgFAr17if00Nt78VGHXnlLAmT/YPegDBgx4AcN55wOuv+7+WlgYMGiSCJTbGE9f48GRIkOJYJyIix2Hgg6QWUwPpjTeACRP8X0tOBurrUbFsEzynnmt4Iyvehi5PLGIXGGQqLwfy87n9rEKKIKF6QHavXkBlJQ53Px3pdYdxtCYJTQeeDjz9tHh/zx5g1KiG65g0CXjpJUOSaxa7n7iy/NWXFMc6OZZRxzfLESL5MPBBUouqgfTee+LK6//+5//6r78Cl10GrF2LVks+wa7C04Cx/XxDYCRm9xMLPQQGmbjdrEWKq+E7d4r/48cDM2YAAA67gD2/NV6b5gLIywOeeEJM9NOihe+z1dXA0aPApk3Gp1tHwRrvdj9xZfmrLymOdXIso45vliNE8uFdXUhqUd1G8sor/YIe9eechz3Pz4QruxuOogkAIPnzT9F+3JnA++/rnGJtBJ5Y8NZocuB+sLG6OjFvB+ANgLhcwMqV4uWKit+W++MfxRseD7Bvn+/v3nvDrt6qeSfY3Qnivb1vIozcfnYP7FiBVY8Xkp9RxzfLESL5MPBBtlLXMR9lr85H0hWXw+0GGt37Zxxv29G3wIQJwKFD5iUwSoEnFla4NZoTGqpW2A+BnLBfNLF3r+/xHXcAEPs5JQXo2lUV+PhNSQkwZw7wxRfRbVsz804ieUCWxruR28+MwA75s2JZS/Exuo4y6vhmOUIkHwY+yPpqa70Pq6+5yfs4IwPYdubl2Ld6m2/ZI0eAzz83MnWakOXkIxwnNFStsB8COWG/aO63mXGrq8X+/vFH/zs4uVyiF0iLFiIwEs22NTPvJJIHZGm8W/HYo9AinexyfzuHFeqocPmVFxeIrIOBD7K+ZF82znjiQXTIrEJZWcC4dPWdXoYNMzyJiTLr5COWCj1cQ9UuDQP1fpDtN4VKD08gonTsmO/xtGnAm2+iecVmXH01MGSIuJOTso1XrgTq60UMde/e6LatmQEEO+QBWQIwpI1IJ7vc3/GRrV6KhhXKp3D51QqBGyISOLkpWV9yMtCzJ7B2LQAgNScL/QB40tLgQRLQNB3Yv18s+/jjQOvW5qXVYmKZnCvchHV2nORLtt8UKj3KflEaxMFmmOfs88DezQfRSnny1FMAgBMAlH9UjIz+vQH4tvGaNUCbNkDnzkDbtr9tM4/HjGRHhZNJkmyscLJrRbLVS9HQqnzSsx4Ll1+Zl4msgz0+yB4WLgSaNPF7KenoUSQfrRYTD/52UrI7u7ulroSYLZYKvaQEWLRI/E9kPTIKdhVNtt8UKT28YhXekWMpQV/v8Mkr3kZ0eTkwe7aItWZlAU1qDiH3P0+KO0U98ohYKJnVKlEkRvTosGLvh0TJVi8ZSc96LFx+Ze8kIutgC43soWVLYMcOMdPgf/8LvPyy//uXX47tn/+MljeOdfTJXaxiqdArKoA+fRpOAhnremQky50twomUHl6xCq9Jr5OxeWM9Drz7GVBW5nvj3//2Bk737gVOOUUMc+nXD+jzyWRkPHa//4rOPtu4RBNRSE4M6FphWKxeWI8Zp74eOH7cWUFFsgcOdSH7aNUKOP988djjASZN8r13331o0r6IlaKOcnKA4mL/SSDtwg4NqnDdiZ0wFCJSN2ixDZKArheIF0491Xd72+3bgRNOQHo6sGcPkJ7+24emTPGtYMIE4PbbvROjEpG57FBux8OMoYvRDrHRM21OqMdkUV/vm9ib25yshIEPsqekJFEil5aKgfitWyMX8RXQnP8gOkVFsS1fUiJ6h+TkxP5Zo7FBZX0xj31fsQJITRWPO3UCAJzbpi2ODDwPx+59CPjPIv/l//MfTdNLRIlxarmtlHWrVxvXdok2yGTFOUjU2B4UkpOBujrnBRXJ+jjUheyrWTOgb9+EJzN1YndZI4QbGkPykqFLczxivvrbuHGDl1L27ELzD99E6zO6AjfeqG0CiYg0oJR1gHFtl2iH2Fi9Fw7bg0JysvhzuxNvC1i1TUHWxMAHUQRWr6hlZeehMXZm1YZfXGPfr702uuXat48rTUThhJswmigUpazLz5ev7SLb3FixYnvQp75em7aAVdsUZE0c6kIUgVO7y+pN9uEtFJyjGn5vvgm8+ipw4ID4O3hQzPeRkwPU1gIFBcDy5cDll5udUrIhpVdccTG72FPs2HbRnpO3qboMAkSPDy3aAoFtCpZ1pCcGPogsipUDmSGehp+l82paGpCXJ/4A4Iwz/N/Pzzc8ScFYeRvLlnZZ0qPuFSfz3AiybC8iil+k41hdBgEi8NGlS+LfG9imkLmsI+vjUBcii2L3QLIK5lX9WXkby5Z2WdJTVAQMHSr+y9zTSpbtRUTxKysDamr87+aulmgZFO1cHjKXdWR97PFBZFGsHLTFq5b6YV7Vn+zbONzxJVvaZUsPIHcXexm3FxFpS10G7d4t5vjYvDn6NlO0PTlkLuvI+hj4ILIoLSoHnuz7sHulftiQ0Z/s2zjc8SVb2mVLj+y4vayDdT6Fkp8v8ka0ozeVyU2jbTOpA6QlJWIOo5wczvdGxuJQFyIbiPd2YOyi7MOrlkT64fFlLN4ikoJhnU+BlLICiO2OO7FObqq+o48ycXNFRXxpJooXe3wQ2UC8vRV4MuLDq5b64VVGe0hkP/L4MpbVe7AF3kEiXL5zuXzzEuTnW/P3RqJVGco6nwLFW1YkMrmpeuJmIiMx8EFkA/E2Zngyoh2e3Idm9EkYu9Hqw+on005i9RPcwDtIhMt3bjeQmel7bMe8qdWxxzqfAplRVrBeJrMw8EFkA2zMmI8nhaEZ3bBSutEWFxvzfU5h9ZNpJ7F6nRCY18Llu4wM/x4fdsRjj/Ri9bKCKBYMfBARaSDWhqkVe4jEm2ajG1bsRqsPNpDJKIF5zW53gYi1LLXibyRrsWKbhChWDHwQ2RQrMWPF2jC1Yg8Rq6SZ3WiJSGYylqWytRlkS4/dyZgnibTGu7oQ2RRnb5ebFbsuWzHNROQsidzRxqi74WhRlmqdVtnaDOHSw7sWaY/1OzkBe3wQ2RQrMblZseuyFdNMRM6SyJVro656hytLo+3pEE9aw90BR7Y2Q7j0sHdCdGLpNROpfg+80xKRFTHwQWRTPEm1N3YDNha3N8mOeVRI5AQ+3s/W14s/lyvxbR/tSX08aQ13BxzZ2gzh0iNbkEZWWgaIAu+0RGRFHOpCRKZil9X4yNYt2e64veXBMiM45lEhNxfo0iW+E714P1tfD6SkaLPtoz2pjyetGRlAVZX4s3LQIJbf7uTyQssAEYNNZAfs8UFEpmKX1fiwEWIsbm95sMwIjnnUPMnJQF2dNttez54XsvXqiEW8PZqcXF5oub/V69q9W5t1EhmNgQ8iyTituzIb6/GxQgPWTnnZCtvbLEbvZ5YZwTGPmic5Wfxx++sn3gCGrOWFnepHIqtg4INIMk67OsHGun05LS87VeDYb70nwGOZQSQfvU/kwwUwwn23rOVFuPqRQREifXCODyLJyHp1gihW5eXA7NmcDM3u1GUW55kgcia9j/1w83pYsdyJ5q41Vvo9RFbAHh9EkpH16gRFx6wrNTJeIaqvB0aPBoqLzU6Jdci4HyMJLLPUQRCKjhX3O5GamRdtrHjBiHetITIee3wQEWnIrCs1Ml4hyskRQY+cHLNTYh0y7sdYJHJHDSez+n4na9PizifqY9/oO6nYrdyx2+8hkgV7fBARacisKzUyXiEqKjI7Bda7ki7jfiT9cb/blxXKIC3mY1L/TifN76TF/tUqj1ghrxGZiT0+iIg0pOWVmliumvEKUXBWu5LO/ehMiex3o6+uW5GZ28gKZZAWgTf173RSIE+L/atVHrFCXiMyEwMfRESSYiMmcU5qgJMzsZyIzMxtpEUZ5HIBy5eLPz2CN1oEXNW/00kBXC32r1b1FOs7ovA41IWIbMvq3T7ZiEmcFScLtnq+JWOxnIjMzG2kRRnkdgOZmb7HMpYLVixrtaDF79Zq2zl1HxBFi4EPIrItq48ztkIjpqQEqKgQE5jKMKeHUfQMTlg93yaCQZ/YmVlOWGV/WaEsDScjAygrE4/z8yMvb5X9QvbCfEey41AXIrItXgnVX0UF0KeP+K9m93kH9Ow6H0++tcv25rANa+H+MkZuLtCvn/gLdkIZePxzv5AZmO9Idgx8EJH1lJYCX30FHD8edjEnjTM2S6hb1tq9AaRnUC2efGuF7R1NcEbP7WqX4JBMGFyWQ+Dxz/0SHZYJ2mK+I9lxqAsRWcs33wBDh4rHKSkRgx+kr1DDW+zeAJKt67wVtnc0Q3j02q4ul4iXFhTIO0eCFcl2HDhV4PHP/RIdpwwrNGoICvMdyY6BDyKylpdf9j2uqwOSkoA33/S9lpwMnHsu0KaN8Wn7Dce56tMA4nYNzQoNTjODM263CHps3AgUFhr//UR6ssLxH0iG8twKAWMtBAvwyLD9iYzGwAcRWcPWraFndbvuOv/nAwYA33+ve5JCMesqkt0bMk65Ohctq+1vM0/OMjLEtiosNC4NVts/REZyu4HUVNETCzDnGLFiwCgegQEedQ+4sjLzyymWlWQUzvFBRPJZvFjMmDl9OrBtG1BbC7z+esjFazsV4HjnAl8vj+3bDUpocGZdRbLCPA+JcMrVuWjZfX9ryYz5frh/iELLyBA9sJThZ6SfwPJP3QNu3z6gpsZ31yAzKGVlWRnnXCF9sccHEcnn4ouBvXuBG24I/v5LLwG33AIkJWHzZlFhbi8HuqyYCYwfb2hSgzHrKpISGKiuFo0Hu109MWq7WuXqEwNBcuP+IQpNfRJu1zpLNsrt55OTRbupsNDcgIdCKSsB9uokfTHwQUTy2bs3/PuTJnkfVlcDS5aIirzZHsC8mT3MpwQGlGAQGw/x0WtIjdYBFad007Yq7h/nskrw1Gyss2KjBC5yckJPLB6Ocvv54mLRA0ThdoceSWwEJR+og8U8hkgPHOpCROb7+GMxSemZZwI9e/q/98wzfk+PnTvK+7ikBFizBsjOBurrgVYtPQYkVn680pwYvbYfhz6QWXjbTmPxWI8N66zoKIGLiorYP+tyAUePAl9+6X/7eTOGAYaiTktZmflDcMh+2OODiMynDE9Ztszv5d3T5iFv4ihg+HDgD38Ahg9Hk8ce875fUQH07w8sXQr0OqkajX53pZGpjor6qoVReKU5MVpuP5fL13Br1oyNezIHJwY2lh1O5I284h6szOUV/4ZyckRvDXXgIlpuNzBsmMiX6t4eRE7CwAeRzKqqgAceAFauBMaOBVq39r1XXw8MHgyceKJ56dNKdbX34dFeZ6DurKE43KkQyaMuBAC42vWC+90fRANI9bGcHHGzl1NPBQp3qe7isn27mLJcgvtWqk84yHncbiAzUzxOTWWDk8xhhxNxK7FD8NnsYJnZ3y+jeIa3KKxWBuTnmz8Eh+yHgQ9yLKmvJkydCtx1l/9rS5cGX7a+XgwTsaqdO70PjxWdjqr5PyA3F2imWiTobe/27kWRZxcwuFBM8FFe57/ec87xW7dZ1I0Ndnt2nupqYP164NgxEfSQsrwh27PDiTgZy8gT5cBJNzMywn+/1O03SVmtDLBaeskaOMcHOZa0Y3A9noZBD8VJJ4k/tfp63ZOk6/jwd97xPmxywTBvRaf+zsDb3lWu2o76Dh2BHj2AlBTg0kuBESP815vIpRENyTR+Vg+cOyC89HRg5EggLw/o1UvC8oaIKAgj666KCqBTJ9G5NTVVlJPhvl/a9pvEWFcTMfBBDiZtt79ggYzBg4F164BffgF++QW1J6j6y3v0n9BT10aG+vcuWRL0O3N/+Bj9H70QGQ//CXlP/wmtTz8ByUd9w2PwwQcN13vOOToklgKxARqeUs7k5Eha3hARmSwnR3Rq7dlTXOSIVE5K236TGOtqIg51IQeTthtdo4DD8rfARkkJULFINBBOmHALGv/tHvH+a6/53d5VD7o2MtSBjw0bGnxn5v6twJgxaAKgCT6PerWu390NGXev3bABGp605Qw14PTu807//WSeoiLRtok2/7FcjR3raiL2+CCSy65d/s9ffRUlJcCiRcDy5b7bmDW/arRvmVtvBT75RNdk6drl9dgx3+O33wYggjylpWJ+hNbLP4tpddu+LUPNMQ/cRxnXNYLdh/IkKlj3YnY5lpPTr4g6/feTuViXRC+eOoTbl4iBDyK5qO5ugiefBCZO9N63HVDdxiwvz/9z338Py0pJEf+HDQPOOw+A7171jf/9L//eLH//O/DzzyFXVXXl75F2UidbXdWIpoHDE2k5uVwigKeMWVckcoLJfa0fGa6Imrl/Zfj9RE4XTRnAICVRfBj4IJLJr7/6HnfpAiQne+/b3q+fuDtrejpQsaPG/3PLlxubTj2o7kyj/OaCl+7yX+b//k/0ifV4xBCZMWMAAMdPKsShcdej9vY/2e6qRjQNHDaC5OR2iwl5A8esJ3KCyX2tHxnKDjP3rwy/n8jpoikDGKQkig/7ghPJ5MILvQ/3duyFg5tFEEC5QcnmzaJCrJwd0OshK8vARGpswQLx/6uvcOT3f0RtLdC5MVDUFECtKsAzb57/55KSgI8+AiAKsuZGpNUE0TRw2AiSk3IL48JC/5NJ5bHSsI3lRJP72t64f4mcLZoyINo5TjhvD5E/Bj7IkmItzC1T+D/6qOjVAMDz+Rfo8OCJKC/3pVmpENt+/q7/56ZPB+rqfMNGrGTZMu/Dpq/9M/gyl14KjBplTHokE00DhxO9ySncflGu6qmP70TXSdbH/UvkbFqWAfHWM0R2xcAHWVKshbkVC/90d0WDqL+3Qux7CvC2auHsbN/jhx4C/vY3g1KpgXHjgPfeAwAcHX0Zjh8XN7ZJawIx8en+/cAf/mBuGskwlglSJohX9omISE9a1DNOqZPJGRj4IEuqrgaWLPltos8oWOYkY9s278Nmk+9Bl+a+ia78Kp2bbwbuvDP4Oh55xFqBjxkzxB+ANJOTwgrefFYMUsaDV/aJiEhPWtQzSp28erWvfURkVZzclCwpPR0YMED8j4ZlJm177TXf4+3bAYSY6CotTUzwuXMn8PHHwMsvG5tOm+LEkeazTJCSiIjI5pQ6GWD7iKyPPT7Ikmx7ctS7N/DjjwCAitT2OLRZ9G4J+VvbtgUuukg8Vm772ratMWm1Idvmqwhk6unCnhBERERyUOpkdfuIwQ+yKvb4IEuKtQdHNPdFl8IDD3gfHjqejg4dRK+WLl3Ea+rf4HKJu9h+8UXA3Wx37QJ27zYuzTZimZ5BGmNPF2eyTLlIRESmcmr7iOyFgQ9yBMuc2DXydcLKfeNpv94Hgb/B7QYyM8WNXDIzgX1//LtvPcXFBiaarM7qPV2MPoG3S8DAMuUikYnscryTNTH/EWmHgQ9yBMuc2J19tvdhxlN/RZetCwGISi9wyEtGBlBVJe5iW1UFHL/v/8xIMdmA1a/kGH0Cb5eAgWXKRSIT2eV4J2ti/iPSDuf4IEewzLwBzZsDf/wj8Nxz4vmwYcgFkJOUhCSPR7w2bRqQlITc1avR4Cc1aSJuAUuak2keDPJn9Am8jAGDePKnZcpFMoxM5ZwsaZHxeCfnYP4j0g4DH0Syue464IcfgKVLvS95gx4AcNNNkdfRrJkOCZNDSQlQUSFuZVxUlNi6YmlYO+U2q1YU7ARez5MmGQMGzJ/akuWkO1papdftBlJTgdJS8dzM3y5LnpbxeCfnCJX/rFZGEcmAgQ8i2Zx6KrBkCbBiBXD55UDfvqjZ4ULjZYuRVFfnt6j7oiuR3hSoPqK6GtC1KzBokPHpNkhFBdCnjzbTmMTSsE70qovLBRw/DiRzgKEhZDlpMgqvCmrLavmnrEzM9VRWllh6MzJE0KOgQGwD9rTQFk9WrUfLfablupQyavVq5imiaDHwQSSrvn2BLVsAAKmAaAF27Oh7f+5cHDlzNFy/VXgZDqnwcnJE0CMnRzx3uURjHwDy82Or+GNpWCd61c/tFhPRBsSuNKNlTxg7kPmkSY+TH16V1pbM+UcLofKg8lh5z0x2zNNWC6iRtvtMy3UpZRRgjzzFoCAZgYEPIqvo0AGYMUP8XXopMHo0cuG8CiLwpF65u43yOJbtYWTDOiMDOHBAvx4fWvaEIX3x5Ed+Vjvpzs8X+So/P/QyyolFdbUoL0L16rDab7cSuwfUZJXISbWW+0zLdSnHqV3yFOtFMgIDH+QY8VZ8UkWhx48Xf+SVkeHf40MvieaD3Fxg927t06UI7AnjdDI3ouzSUCUhUtlgRB0STbBCOSaWLBFBj40bgcJCfdJDwXG+BnMkUh9oGQjUI6hol0Al60UyAgMf5BjxVnwyn0BRw0pfrwak7PmAw1v8ydyIys0VV9y3bRP/ue/MofWEoJ9+Kp63bQucfrr/sBEZyg7lmEhOFkGPnBw5yzK7iSafRZtHGCCJj8z1AQl2CeCQ3DjNHjlGvBUfK0xr0eue98wH1pKbC3TpIm9DShmaVFFhdkrM5XIBmzeL/0bTqqzIyBCBhGbNgDZtgKoqMUGo8ptkKTuUY6JDB2DAACA93djvN3NfmymafBZtHtGrfrM72esDIjIGe3yQY8QbTWYU2scKV5v0OslgPiAtcWiSYGZvCK3KCiXdR48Cu3aJxwUFwMqVQFqaPhMOx1MWq+f4MCMQI0vPF6NFk8+irV9kCaIREVkRAx9EFDUZGq6RGvwMUJAVcHiLYOaJnNZj90eMEI/VAYazztJnwuF4ymL1Z7p00T5NkTj1pF32OSJIR1VVQJMmIiqammp8Nysi8sPAB5FOrNA7IlYyNFxlCL4QkTbseCKn/KbqauDLL8W5jsul7e+MpywO9plY6iktJni2274mCqlzZ9/M64rsbHFf+9NPBz77DGjE0zAiI3GODyKd2HEsrgzjZGUIvhAlwqlzHag5YRsUFQGnngoMG6Z9PRBrWRwqaBFLPWXHOo3i54RjOC7V1cCECQ2DHoC4p/3evSIiWlpqdMqIHI+hRiKd8ARdH7xqSFYnW68lM3qnybYN9CJLPRBqe8eSPll+S7xk6IUpQxq04pRjOCYHDgAtWjR8ffp0MdlPdTVw2WXiNY/H0KQREQMfRLoJPEEvKRF3cNBjojsiso7qamDJEnkmNjXjVppWP4mOlpGB2nD7J9T2jiV9Vg86y3CiLkMa4hWYv5xyDMfknHP8n7dsCXz3HVytC8W2Sz4Ci+12IlvhUBcig/D2lUQEiDkfzLidaChm3EpThmFzdqEMOSgrC71/uL3lOFGXIQ3hhBu+Enj8M08F8eOPvsceD7B3L1ytC1FaKuY23bZNtezBg4Ynj8jp2OODpKW+ugBYv3torLevdLl8Q0Tz8637u4nIn2wnP7yVprUpJ6SVlYlNXmp3MvRYkSEN4YTrkcLjPwoffACMGycmMP2N2y1ub71xI9AsRXW9uarKhAQSORsDHyQtdQUMiGi5MheUzA2HUGId3uJ2A5mZvsdW/M2kD57MWJvsJz+hWDXddqeckAYLkFt5aAUZL1xww+nHf6R61+UC6vc2Rh4AZGf73dYaAAoLgaS9qu5YHTsakWwiUmHgg6RVXg788INotHXvLoIeBQXAypVAWpr958rIyPDv8aEXnkRbD09miEgR7oSUV+kpFk4PboQTqd51u4GOrX57cuAAMkcMQE71ARxLy0Ra0xTR5bemxtA0E5E/Bj5IWvX1wOjRoq5QKpmyMmDLFuD88wPGSmpEpiCAUQ0QnkRbD09mGpLp2CWSBU9kQ2OZQbGIVO9mZAAu5KI9ANTVIW3VUgBAWrCF27YVV/KIyFAMfJC0AufEyM0VjZT+/UVPkFNP1f47nRgESOQkmg1H4wRua2V7cy4YIZpjl/mViBROrO/jxbIzchAxNxfA2H5ino/Nm4EjR8SGy8kBmjUTC6WmAmedJborN2liSLqJyIeBD5JWsGEsysn5OefoU/kafSXdiMZEpO9I5IogG47GCbWtOReMEM2xy/xKRAr2nIsey84oJSUBl1xidiqIKAQGPshS9O62a3S3YCMaE+G+I9HACxuOxgm1rY2aC0Z20Ry7WuZXXgElsjYOA4oe63qyItbTFIiBD7KEkhKgosJ+E5oa0ZgI9x2JBl7YcDROqG3NfRA9LbcVr4ASkVOwniEZRTo3UOrp1asZACGBgQ+yhIoKoFMnYOlSUcDFUnDJHPHVqzERaj6IQIkGXmTetmQdWuSjYOvQM3/yCijJhGUxETlNRQXQp4+YDzAYpZ4GeKGChGSzE0AUjZwcEfQoLBSNu1goEd9YP2dl0f7m3FygS5fE5/hw0rYl7WmRj4KtQ8/8meixQ6QllsXO43KJOTRdroavL18u/gLfI7KTwJsgBFLq6fx8XqgggT0+SGrKVaycHDGhqXJFKxZOvDJr1G924rYl7WmRj4KtI5r18kq5fTj5Dkcsi52HE16T04Ub+h5tz2dyFil6fJSWlmL69Om45ZZbMHDgQBQUFCA7OxupqanIycnBwIEDcd999+HXX3+Nep0ejwezZs3C6NGj0alTJ6SlpSEvLw+DBg3C1KlT4Y7xssihQ4cwdepUDBo0CHl5eUhLS0OnTp0wZswYzJo1Cx6PJ6b1lZWV4YEHHsCpp56KFi1aoFmzZujWrRsmTpyIpUuXxrQuO1NfxYr3CqsTr8wG+82hrg5p/T1EsdIiHwVbRzTrjeVKuR7HEGlHOeHLzLR/z4fAvMiy2HnCTXhdVSX+GAgjp1HKxrIy9oKjhpI8sZ6x6yA7OxsHDx6MuFxKSgruuOMO/OMf/0BKSkrI5fbs2YPx48dj0aJFIZfp3LkzZs2ahT59+kT83uXLl+OKK65AmXIpKYhhw4bhvffeQ06o/lYq06dPx+23347Dhw8HfT8pKQm33347nnvuOSQnaxeb6tChAwCgXBnwJoG1a9cCAHr27Bn0fV6N1c7mzb6rQ126mJ0aZ4qU38l4sZQxeh1Ddi3njM7vTurxwfJcLizbyUlkyu+B9adSNq5e7VvGKvWBjOdpdiPVUJeuXbuiZ8+eyMvLQ15eHlJSUrBz504sXLgQ69atQ11dHZ577jlUVlbiv//9b9B1HDlyBKNGjULxbzPdpKenY9y4cejWrRv27NmD2bNnY8+ePdiyZQtGjBiBpUuX4sQTTwyZpl9++QUjRozA/v37AQB5eXkYN24c2rRpg/Xr1+ODDz5AdXU1vv76a1x00UVYuHAh0tPTQ65v5syZuPHGG709RHr06IELLrgAaWlpWLZsGRYsWACPx4Pnn3/e+9/J2D1NO+wKTdRQLGWMXscQ7xCjDbvWF8ECYyzPiazHScFZo5SViV5+ZWVieyplY34+61ZqSIrAx7Rp0zB48GC0adMm5DLvvvsuJkyYgJqaGrz11lu4/vrrMWzYsAbLPfLII96gR+fOnbFgwQIUFBR433/qqacwbtw4zJ8/H3v37sUNN9yA7777LuT3TpgwwRv0GDFiBGbPno1mzZp533/44Ydx7rnnoqysDMuWLcPjjz+Ov//970HXVVFRgZtuuskb9PjrX/+KRx55xG+ZTz/9FOPGjcOxY8fwwgsvYMyYMRg+fHjI9BFFy64nBURG0esY4kksheN2A6mpwPffA+3b+06YZC7P7dqLSTbczsbRYltz/hX9BZaNrFtJTYo5Pi677LKwQQ8AuOqqq3DXXXd5n7///vsNlnG5XH49JN555x2/oAcANGvWDO+99x7y8vIAAIsXL8bnn38e9DvnzZuHH374AYDo6TFjxgy/oAcAFBQU4N133/U+nzJlCiorK4Ou78knn8ShQ4cAAOeff36DoAcAjBw5EpMnT/Y+f+CBB4Kui0hrnL+AyBxazs/A49g+lH1ZXQ1s3Cjyh1XmL+FdZozB7WycWLd1sLKY869oLz9fBIbz832vKdse4NxH5E+KwEe0zj77bO/jYPNtKMNOADHnRv/+/YOuJzs7G7fccov3+dtvvx10OfXrkyZNQnZ2dtDl+vfv703bkSNHMGfOnAbLeDwezJgxw/v8wQcfDLouALjtttvQvHlzAGJ+kQ0bNoRclkgrbEBRLII16vQ+6eZJfWQ8ju1D2ZeHDwNNmwKHDlnnhMkqvZisXqZYZTvbQSzb2uUCSkvFCbm6LM7NBfr1E388GddGsAsHwepBqx/rpA1LBT727dvnfdy0adMG78+bN8/7+JJLLgm7LvX7n3zyCerq6vzer6ur8+sJEsv65s6d2+D9FStWYNeuXQCAnJwcDBo0KOS6MjIycN5554VdnxOwkDJ2G7ABRUD0eS5Yw0Lvk26e1EfG49g+lH0JAO3aAWlp1pkXwCp3mdG7TNG7DrfKdraDWLa12w0UFIieWoFlMdu2+gtWD7L9QICFAh/KnBeKwYMHN1hm1apV3scDBgwIu76ioiJkZWUBAKqqqrBZ6RP1m40bN3qHpWRlZaGwsDDs+tTfp05HsNdC9USJZX1OoGUh5XIBy5eLv8DKJtx7ZjOyoGYDioDo81ywhoXeJ908qY+Mx7F9KPsyP1+cQBUUsNGuNb3LFJ5sxceqwYGSEmDOHNGe3LkTKCxsWBYzT+gvWD3I9gMBkkxuGkptbS327NmDxYsX4+mnn/YGALp06YIbb7zRb9kDBw5g9+7d3uddu3YNu+6kpCR06dLFu85169b53d1l3bp1futKSkoKuz71XCI7d+7EwYMHvYGVwPUFzjsSaX3qzzqJloVUuAmlZJ5sigW1M8g0QV20eS7Y5Ip6T7ioXr9M24ziw30YHWXbKNuKtBNNmZVIPmUdHh+r3o2jokIEKHfvBlq39k+7ko+qq5knwtGrXpB9QmgyhnSBj4svvjjs0I5+/fphzpw5yAgoMdRBj4yMDGQqZ7JhtG/f3hv4UH8+8Hm7du0iriszMxMZGRlw/xbC3bNnj1/gI9b1tW/fPuhnI1HuAR3Mrl270Lp1a+/9t2VQW1sLAGHT5HaLSiQR9fXA8ePicaNGgPrrwr0nCy22gZXV14u/5GTxZ1Wh8vvx40BKCnDggDz7WfY8p+c2s0t+M1uk8l3GfC872Y9LO4omn0bK69xvsamvB37+WZS/MrbJQmneHDhyBMjKEvPxqNOu5KO6OvFn5TwRTds9Xk6uF2pra9G4cWOzk2FrlmnSZWZmYsaMGfjhhx+CBg7cqj5jgXdeCUU9T4gyrEWW9YVbF8UuOVlMMpWa2vBEJtx7JIf6elER1tebnRJ9JCeLhpBM+U8JCMq6zfXcZlrmN9m3o5lkzPcyUfJObS3zkJmsnk+tWAYlJ4sLUVbb5o0bA+npYj6eYG1NK+cjo3A7kZ6k6/ExYcIEnHXWWQDEHVK2b9+OL7/8Elu3bsW1116LefPm4V//+leDHh3K3VwAIDU1NarvatKkSdDPy7C+cOsKp1yZCS0IpTdIz549o16f3pRocaxpYhdpZ7HL/o43v5th82ZfV+MuXYz/fjP3ufLd5eXiZCEnBygqim9dZm9HM1kpv8tCne9XrhQBuPJy4OqrnZmHrELmvO7kMoj0IXN+tzL29tCfdIGPMWPGNHitvr4er776Ku644w68++67WL16NRYtWoScnBzvMunp6d7HNTU1UX3XsWPHgn5ehvWFWxdZd/wnxccKYzOtHpwJTL/ZY9PNPMaV/LZtG9CnD1BcHP+6zN6OZC3qfF9dLeYLKC9nHnK6aOqXUMuwDCIiEizRkSg5ORm33HILnnnmGQBAaWkp7r77br9l1HN+HD58OKr1HjlyxPu4efPmUq0v3LqIFTnJx+oztQem3+y7g8hwjOfkiKCHKsYeM7O3I1mLOt936wbs3Qv068c85HTR1C+hlmEZpD+Z7w5IRD6WCHwoJk2a5B3i8t577/kFENq0aeN97Ha7o5oXY8eOHUE/H/h8586dEddVVVXlN49HbkANE+v6wqWNWJGTfGQ4UU+EbOmX4RgvKgKGDo1/mAtRrNT5nvmPFNGUz7KV4VqS/fa2yt0BMzOte/GDyAksFfho3LgxTjrpJABi5ttffvnF+16LFi2Ql5fnfb5p06aw6/J4PNi8ebP3eWFhod/76uebN2+Gx+MJuz7197Vr1w7Z2dkh1xcpbYHLBKaNfJVgSQmj7CQHGU7UE2H19BMR2VVg+RwsEGDnMlz2HpUZGeIuLlVV9gw8EdmFpQIfAHBcue8ogLq6Or/3evXq5X28ZMmSsOspLS3FwYMHAYihJF0CZnwqKCjwDk85cOAA1q1bF3Z96u9TpyOetEWzPqdTKsGKCudE2WW/4kFERET6kz0QoDXZe7Pk5oohaf362TPwZIaSEmDRIvGfSCuWCnwcOXLELwAReFvbiy66yPv4ww8/DLuuOXPmeB+PGjUKKSkpfu+npKTgggsuiGt9wSZo7du3r7dHSkVFBRYvXhxyXYcPH8aCBQu8z0ePHh32u51IqQRzcpwTZXdaQ4eIyAgMKpPVBAYCZMrDeqTFzr1ZKLiKCjG5eEVF8PdlyvNkHZYKfDz11FM4evQoAKB79+7e27Mqxo0bh7S0NADA119/jWXLlgVdz8GDB/Hyyy97n1999dVBl7vmmmu8j19++WVvD5FAy5Ytw9dffw0AaNq0KcaOHdtgmeTkZFx55ZXe50888UTQdQHASy+9hKqqKgBAnz59vMN7yEe560R6OpCf74wou+xXPIjshI0q55A9qJxIXmQ+tqfAQIBMeVimtJB1RZpcnPmM4mF64OO+++7DM888A1eYWrm6uhoPP/ww/v73v3tfC7yrCyAmAb399tsBiDk8rrrqqgbzaRw5cgRXXXUVdu3aBQAYMGAARo4cGfR7R48ejTPOOAMAsGvXLlx11VV+d1sBxFwcV111lXcOkLvuusvvNruBv1UZPvPZZ59h8uTJDZb54osv8PDDD3ufP/7440HX5USBDTinFXq84kFaUY6lb79lV9JQnFa+OJnsQeVE8iLzsTPIlIdlSgtZV6TJnZnPKB5Jnkizdurs+uuvx5tvvomUlBT06dMHvXr1Ql5eHtLT01FVVYVffvkFX331lV9viyuvvBLvvPMOkpKSGqzP7XZjyJAhWLlyJQAgPT0dl156Kbp16waXy4X3338fu3fvBiAmRF2yZAm6d+8eMn2lpaUYOHAgDhw4AABo27YtLr30UuTm5mL9+vWYPXs2qqurAYjeGd988w2aNm0acn3vvvsurrnmGm+g5NRTT8WIESOQlpaGZcuWYf78+d73Jk2ahJdeeimGrRme0kOmvLxcs3Umau3atQCAnj17Rlx282bRgCsvFwGAaO5rTySTWPK7npRjafZsYPRocVVl6FBTkyQdo8sX2cozLdIjS36XWTTbOZF9IVu+sivmdXIS5nd9yHieZjeNzE5AcrLodFJXV4dly5aFHJ4CAGlpaXjwwQdx//33Bw16AEBGRgY+/fRTjB8/Ht988w2qq6vx1ltvNVguPz8fM2fODBv0AMQdVT7//HOMHz8eW7duxa5du/DCCy80WG7o0KGYOXNm2KAHAG+vkTvvvBNHjhzBmjVrsGbNGr9lkpKSMGnSJEydOjXsupxGHd1lY44ofsqx1KFD+K6kWrLaMZuba2w6y8rEJM1lZXJsH6WnQHm5HOmxK/V2Vp4HHiOJ5EWj8zEREZGsTA98vPLKK7jyyiuxcOFCFBcXY+PGjdi9ezdqamrQrFkztG7dGj179sSwYcNw5ZVXonXr1hHXmZeXh4ULF2LmzJl45513sHr1arhcLmRlZaFbt24YN24cJk6ciObNm0eVxjPPPBM//fQT/v3vf2P27NnYsGEDDh48iNzcXPTq1QtXX301rrjiipDBmEATJ07E8OHD8eqrr+Kzzz7Dtm3bUFNTg3bt2mHw4MGYOHEiBgwYENW6nETdgFP3/mCjjig2yrEUcDMrXfFE2lrYjdgY6u3MY4SIiEg/pg91IePI2IUq3u5yVrt6TAQ4u3soj9nw7Lh9nJzfg4m0j2XIAyUl4i4KOTmhx9ZTQ8zr5CTM7/qQ8TzNbkzv8UEUD3bflaORTBQtHrPhcfvYX7DhTIHluNl5QLmFZHGxuekg7bCtkBhuPyL7MP2uLkQUXKTbEHK2fiIia5OtHI90C0mnM+z2wBs2AAF3JYyXbHnMarj9iOyDPT6IJBVsvLf6ygPH4FM8ePWKyBz5+eLYy8/3vSZbOa738Barlz+6z8OyYQMwYoSIrgDArbcCXbsCY8f6Z5wYyJbHrIbbj8g+GPggklSwylbd6OrSxZoNRzIXJ1AkMod6KIs6ABBskmGrBwhCsXr5o+tJcFUV0LMncPSo77WXXhL///QnIM4p+WQYQiW7wLltZBuCRkTa4FAXIkkpd91QV7i88uBwW7cCEycCSUnir7BQtNKKioCBA0XjuE0b4P77Q66CeSgxSlf3khKDuryTLUXqPm/X7vVWL3+C1cuaqajwD3oEOv10YPJkYPp0oK5OhwTIS+8hRsrcNhUV4rldjz87Mmz4GdkCe3wQWQivPDhUSQlwyikNX1+3zv/5kiXi/5NPAnfeCeTlNfgI81BilAbxkiXAgAHWvXJN5goVAFCuNFdXyx0giLdHCsuf6FQu24RDTVqhzT/vR9M3/iVeXLVK/AGiADrvvIYf7NpVBEhsRu+eQoFz21g9QOck6ryhPLdbTznSDgMfZBl27fpLzhNzXg4W9DjzTDHuu2VL4MgR4IcfgBkzfO/X1GiWXvJRGsQ5OWwYU/xCBQAChzPKyupDVmTXOj8DrXOz4Hr4GTT+ej4ab9vsv8C//y3+gvn5Z9vdi1ivQIRSFwfevpkBOutQ5w2WSxQJAx9kGSzQyC6UvLx6dZQBkJdeEpPcAcBFFwEff9xwmTvuAB59VFzxA8QVwRNO0DrplqZF8JQNYtKTVa40WyWdVlVWBjQF4K5vipa//z3w4L2+N085Bdi/v+GHduzwfdhmgQ+9yt3AdiUvsEXmcgHHjwPJkkyWEJg3WC5ROAx8kGWwoUV2aZQoeRmIMph39dW+wMcFF3hfdrmAlStFt/hu3YCijq19n7nySmDfPnFLxPbtgYsvFpeQ9+0Tdw7o10/ME+IgDJ5ai12O91hYJbAmQzqD5Y9QeSbevBTP57TIt+3aAeXKkKdfDyNf/eaqVUCjIM33li2DB0QopMB2JeuIyNxuICVFzmlmZCiXSG4MfJBlmFmgObEBLiO7NEqUvBx1MG/3bt/j7Gy4XOKi3o4dQG2t6Ka7Zg2Qk5MJv82iBEsA4O67gf/+F7j2WvG8fXtf9MUhGDy1Frsc78GwTklcWRmQmSn+K9swVJ6JNy/F87m48+3hw96Hu3bUI6MzkHxwP/L/+4j/cr9dav/2W/EdHToAgwfH8D06sWKeDmxXso6ILCMDOHBAnh4fRLFgtiWKAmf4loPdGiVR3SGgpATo3t33vGVLuN2iwZ+bK9rKv/wibvDidgOYNy/0upSgByCiJsrdYRYtSvCXWIOud2QgzdnteFdjnaKPUHkm3rwUz+fizrcLFngfdjqzLXLbJCH/9JYNl/ttgtPycmDECHni12VlYmqpsjKzUxI/1hGR5eaKDkcMfJAVsccHOVKsVybs3AC3Ekd2Y7zjDv/nZ56JjGO+IS79+okeH0p+xqhR2PfpUqS+8jwaH96PJquXi+Et4Zx9tuhV0qaNbj+DKFZ2Pt5ZpyQuP1+Ue/n5vte0zjPxrC/uNNx8M3DPPcHfU2ZuBLy3vO3QAfjiC/GfiIgiY+CDHCnWrqhaNKas2A2UJDB/PtC4sXj86qtAVhZyN27EyRmpaDvsBG8eVuepA93PRIfZZ4o7Q2TvA664AjVHarHhxqcAjwftsg6jxXWjxd1gFHl5wFdfAcOGGfv7iBzIzkEdo8SyDYMNi5FOZiawdSuq5nyF2ooDaFJ7CBkntgOaNAEuvBBo/dscTt98AzRvjsHZALJ/++zK46bP7xEsEOVUbO8RyYmBD3IkM6622Xm8OukoORlITRV9iH//e+DTT4GPP0YnANvueAaVV9/t17gqKQHWrxd/p58OMeHdl1+ifDOQ8tsdbvenAi0OHxZzgLz8su+7nnmGgQ8i0ozZJ4DK9+/bJ+IK0jvhBGTeOSH4ezk5QEUF8OCD4k8S6n0s8y2YjcT2nr9YJiIm0hNHaJEjBY7jdLmAzZvFfy0o6ysp8a2XXZspHiXrkrHh98/4XlDdyvaE5/+M3nMfgvuQx/taRQVw7rlAWlrDSduqqsRfdfVv+XPSSzh47e2+hbZs0fOnEJHDmD2XifL9LVuK+LGleyP84Q+R78TVrh3Qt68x6fmN2ftYRmzv+QuWR5hvyAwMfBBB+wJYWV9FhW+9nDSL4lFRAbR9/HYc6XBi0PdTHv87Wi72BUNycoDiYvEfALB1K/Dxx8ht6ka/3nXo1w9IT/flz/RXnvOtjJnT0bQOANsBt0lizD4BVL4/P98G9e8jj4jZrN3uhn/btgGVleK/QT9SOTaqq3mSH4jtPX/BygGzywZyJg51IYL2BbCyvpwcFuyUGCWQ0fHZGeh6RZ+gy2TfeR32dl2Kg227o039brQ9XIYjVU1woHg7sq+/2Ldg48bAM8+gevgdWLJEjKLZtXIXOinv79ih988hibF7dkPcJokxey4Ts79fc+npwV9v1szYdMD/2OAQFwon2HFou2OTLIGBDyLIMRM8UTBFRcqj3sBdbYFduxoudPAgWg0qRCvVS0FuggjU1gJ33oki3AkAOHzOGDTbuMb3/u9/r02iyZJ4Ba4hbhOi4Hhs6KukRPTKzMlRtwOIKBEc6kJEjmCLLut33SX+n3gicOedCa+u2f/mitscKG67LeF1OoUt8lMAds9uyEnbxI55mvTjpGPDDBUVQJ8+4j8RaYM9Pog0xFmq5WWLLut/+YsIeDRuLMap/POfwGefASNHNlz2qquAKVOArCxxB4DNm4Hhw8UY8H/8Qyxzzz2+yfLOOSd0N2pqQMlPq1fzmDcKy1d92aKMdDAeH/ozchs3mK+LiBLGwAeRhiI1HJ3cMFF+e3k5UF9vfPdN23TLbdLE/3mowdXvvON7/Oyz/u89/bS2abKxUMeskp8AniwahSfm+rJNGelQPD70Z+Q25vAWIu1xqAtRHEJ1CY7UcHTy7bvUDQYzum/atltu9+7A9dcDt97qe+3oUdOSI6NEuvCHOmaV/JSfz5NFozj1xNyoISi2LSMdwqnHh5G4jYmsjT0+iOIQKuofaVJTJ1eaym/v0IHdNzU3fbr4/+KL5qZDUurjtaIitgnjwh2zTu7BZQanThrNK/kUDaceH0biNiayNgY+iOIQbwDDyZWm8tt52zsykssFrF8PrFkDdOvmmzCuuDi6z4c7ZnlCSkZwcsDcSurrRc8cvQKhDLQSESWGgQ+iKAU2OtjwIL2xoZs4t1sMRwGA1NTEJ4xT32IwJ4cnpKQ/1jfWUF+vbyCUgVYiosQw8EEUJaMbHTzpJTZ0E5eRAaxcCVRXix4fiU4Yp+4xUlTUcL+oAyOcnI7IOTweYMkS/YZxxtLzh+0HsgLmUzIaJzclipLR3Y2dPBEqCezinrjcXBHwGDlSm7v1BvYYCZx4UgmMGD15LxGZKykJGDBAv7uCxzL5LNsPxjJqAmK7YT4lo7HHB1GUjO5uzJNeYhd3bWh5LAX24gjslZPoUBois/Dqa2KSk+Wps9l+MBZ7Z8aH+ZSMxsAHUQL0bCjGetLLRis5VaS8r2cAKbDhxuEtZFU8eUtMcrI8k3czaG4snsDHh/mUjMahLkQJkKmbnkxpkQG7njoH8z5R4njyRhSfWIYhEZF5GPggSoBMDUWZ0iIDngw7RzR5X69AGPMZ2QVP3oiIyM441IUoATJ105MpLTLQMhDEYURyC5X31XdYSU/Xpxs/A45E8mLZTURECvb4ICJb0vLqJa/qW5P6Dit6BSh4lZxIXiy7yYk41JcoOPb4IDIZr0jJj1f1rUl9hxX2iCJyHhnLbtb5pDdOVEwUHAMfRCZTV1AAUFYm/ufns8KSBU+atWVUw98Kd1hRD8exQnqJzBJPuSFj2c2TUtKbjAE/IzCoSJFwqAuRydQVlNsNZGaKP3bNJbti93Mf9XAcIhKCddW3S7nh1JNSMo5Th2DapYwg/bDHB1mWXSK7gVek1D0+iOyIDX8f9XAcIhICe0K63UB1tT3KDRl7oRDZAdsWFAkDH2RZduwuauUGUSKBKLsEsazEzG1u5XweTCLbksNbyCliOU4yMoDVq8XjykqgVy9R13fponcqiciq7Na2IO1xqAtZFiO7ckmkiyG7JxqP21w73JZEkcVynOTmAq1bi4AHwLqeiIgSxx4fZFmM7Bonmit1iQSiGMQyHre5dhLdluzxRE4Q7jgJdgwoyyvDPpWACY8RIm2YVfewziOzsMcHEUUUzZW6RCbTcupEXGbiNtdOotuSPUbICcIdJ8GOAfXyiR4jwSZLJXI6s+oe1nlkFvb4IEtitNhYTukdYGa+Yp52rvJy4IcfREOQcxiQE0XqDVJZKf7infTbjnOCESXKrLadXt/LdhRFwh4fZEmMFhvLKb0DzMxXRn93PFdAedVUH/X1wOjR4r/TlZQAixaJ/yQ/rcqESL1BevUSc37EWwcZfYLHspKswKy2nV7fy3MDioSBD7Ikp/RAIGOZma+M/u54GghsVOhDfUtbp58wVVQAffqI/yQ/I8oELcpGo0/wWFYSGY/nBhQJh7qQJXFiU9KDmfnK6O+Op4Gg/kxJiTg5zcnhLVkTpd5+mzc7u0u+OghE8jPiRMOK9T1PwIiMZ8WygozFwAcRkQPF00BQf6a0VFyZLy7WJj0cmyuoT5icuE0YRDNWonmMJxrBcbsQEcmHQ12IiChmWl+ZZ9dwQd0lv6wMqKkR/63M6cN3ZOa04455kYjIudjjg4iIYqb1lXl2Dbcv3lFDXk477pgXiYici4EPItJMsG7Tdu2ub9ffZRZ2DW8oP1/ksXhv4SkLp51cB9KyrNC63HHacef0vEhE5GQc6kIUI3aVDS2w27TLJeaCSE21X1dqu3cRd7mAL74A5szhrUXNYpfbSNvld8RLyyFLdi939Ob0vEhE5GTs8UEUINIVNXaVDS3waprbDRQUABs3AoWF5qYtlHivoNr9yqHbDaSkAF278taiRInYtw84eBCoq/N/PZ6yx+7lDlkP7/BFRFbBHh9EASJdUZOp4Slb75PAq2kZGeJKZ2GhvEGieK+g2v3KYUaGOFHbtEnuW4vKdgxowY6/yclatgSaNgWqq/33aTxlj93LHbKeigpxh6+KCpZdRCQ39vggChApsCHTmGjZe58E21ayzY0hUyBLJrm5wIgRZqciMtmPgXjY8Tc5WbNmwJo1IgDsdvsHhln2kNWp7/DFsouIZMbAB1GAWAMbZp7IW7HhLFvDSKZAluxkC1oB8h0DWmyj6mpgyRK5e9qYScZ8GE56OjB4sBjy166d73WWPWQH6uEtLpdc5TERkRqHuhAlyMzJ5qzY7Vm2E1WKTqiJas3u2izbMaBFeZCeDgwYIP5TQ1ab4NMKQ/5If2aXlUaQrTwmIlJj4IMoQTyRD62kBFi0iHcFsYOyMqBxY+DLL4HKSl/jXcs7VtiBFuUBy5TwrLZ9eDJIgAjUVVUB//sf60QiIjNwqAtRgthdOTRl0rPiYt9rsg11IX/hhhG0agVkZwO9enH/KQK3lxblAcuU8Lh9yGpcLhEw/vFHoHdvMedLTg7zMRGRkdjjg4h0o570TGG1q7VOE2oYQX6+GObSrZv//lNez89P/Lut2BXcasMuiEhbLhdw/DhQX+//mrosc7vF/C5paSL4oUx063RWLPOJyLrY44MoBlabVM9s6knPFLxaK7dQgalQ+03L/RltbyC9jsN41stAHrFecDa3G0hJEbf/Vr+mlGWA6O2xYwdw7rnAzp1AZibLDIA9QInIWAx8EMWAlTTZnZmBqWiDCHodh/GsV8/tFc8JNU/CjWd2wI7MlZEBHDgAJCf79nF1ta8sc7vF8EBAzIeUnx/d/ndCfmHgmIiMxKEuRDFgJU2kn2gngdTrOJTt+I5n4lgOvYldot3tYw3Ycd/YS24u0KiRCHwo+zg9XeSHsjJg/Xrg66/FsrEEMZyQXzjxLxEZiT0+iGLAYRqkJTtf0dPzt+l1HOqxXqP3sWzBGysIHJYQ6/6KNt/osW/sXIZYTX29GNJSWQk0awZs2ybuhJWfD+zeHfuk0DyWiYi0xR4fRJLj5F/2Zecrenb+bbFIZDtEM3FsYPnAK6ixU59g6plv9dg3PM7kUV8vjteNG4Ht24GCAtHbY9060Rsk1iBGYH5xuYDly8Uf2wNERLFjjw8iCamv4nFeEfuy8xW9eH6bHa9eJ7KPA3sSBG4flwsoLRUnWG63fbZZNLTMK4HbWfZjUv3b7VyGWE1ysjgezzxT3K62pkZM8N2unQiGJJpX3W4xKary2EnHOxGRFtjjg0hDWvXOUF/FY8PWvux8dT7a36Y+Zux49Trcdoi1vAjcPm63CHooJ1VOoldescIxqf7tVkivE9TXi7/aWuDjj0UQpEsX0Vtr40ZfcDIRGRlAVZX4c9rxTkSkBfb4INKQVr0z1MGOeOYdsOOVcy3osV24rROjPmacFuSLtbwI3D5Kj7DCQuflPavlFS3LCav99kRYpXytrxe3tG3cGJg4ESguFq8raVZ+QyI4xxgRUWIY+CDSkFYN0kQbOHYaHqNlw1eP7WKnbW2GRIN8VhZreeG07ROO1baFluVEpCFQdmKV8jU5GairE2ktLgZycnzvWS2vkjXY+bgn0gsDH0QakqWBY6crglo2fPXYLnba1maQ5ZgxQzS/PVjjVnmtsjL2O0WQOfQsJ6wSHIgkWF63SvmanCz+Bg827jt54utsdjnuiYzEwAdJT6ncq6uB9HRW8tGw08mklg1fPbaLnba1jJzeuHe7xZ0iSkvF89xcoKxMTHK4b5/8J4X19WIeE6fuP4We5YRVggORBDuRY/kaGk98nc0uxz3Aep6Mw8AHSU+p3JcsAQYMYCXvNHZq+CoT4Llc9vlNenN64z4jw3fnlrIysT327ROBj5YtxQSKZikpASoqRLf+oqLgyyi3+FQHbkhbkcpIq5xUBDuRs0rajeJyiXIAAJo1s8+JL8XOTm0jp9fzZBze1YWkpzSGcnLCV/Ja3VGFSC/KBHh2umuJ3ux0VSseubli8tKaGvG8QwcR8EhNFXeMMFNFBdCnj/gfSnIysGKFmPRROWEzk571hFF1UKJ3A5JVsDvUWCXtRlFuaZuZKXrA8o4+ZAdOr+fJOOzxQdKLNqrNiDHJTpkAj5V79Ox0VSteyjZQGof5+XJsk+RkcevODh3CL5OeDhw5IvK+2fSsJ4yqgxK9G5CVWDntesjIEAHEfftEAJRDgMkOWM+TURj4INtwcgPJzO7A7IocPWUCPD23E/eHfcnWOExLA04/HaiqEs9D5b2WLcUVamW5SKIZQhOvUPWEFseNUXWQk+4GZOW0RyuWvKdsj82b5R0CrOfxS/alPg4AtmNIHxzqQrYRrJusU5jZHZhdkeXC/WEtdhqiFyrv5efHNjQnmiE08QpVTyhpLyuLf38YVQc5ua6zo3jK7GiHABtFXY7pefzGmyaSn/o4KCsTwztXrgy/D7mPKVbs8UFkA2b2dnFyTxstaN1Dg/vDWqw8RC8/X6RfCWiEynuxXrXPyQGKi8V/o3owKWkHrLU/2MPL+uIps2XrCaMux9THryxpkmlbRctpx7b6OKisFK9VVzfch+rtouzj1audta0ofgx8ENmAmY0g2RpgVqN144z7w1qsHKjSK6+pu8crXfr1PnkJnEfFKvvD6id3ZI8yW33cmHmnKTWrHcuBnHJsqwMZ6rzjdgPduvn2obJcZSXQq5fvdSsGrMk8DHwQEZlIj8aZ064UWZkdTnoUejTUjT55sdr+sPrJHdmDjMeNjGmKhdHHtlnthmD1RrB9pwTBKyt92yUwYF1dLZZj24dCYeCDiEhj8UxWl6hvvxUVf4cOvj9e/SAj6dFQt/rJi95k3j4MwBLFz+hj26weJtHWG+HuahY46S/bPhQKJzclopA4cVR8zJhgtLwc6N1bTAZWXc2rwGQ8TrpJapxomcg6zOo9Fk29EW0QlT3gKBL2+CCikJWKU8aYai1S5avHldDaWuD558XtRdPT5RlnTUTOxJOQ6LBnjD6cul3j/d0y9x6Lpi2q/O7qat9rsv4eMg97fBBRyCtzbLjGJ9IVDD2uhGZmApdeKm4Bx/1FRGZjD6DoKLfuLCszOyX24tQeR3bMT8HaooE9kpX9XVHhzP1O0WGPDyLS7DaUFN3VFj0CSunpwPHjQOfO3GdERORsvHBjH8HaooG9QJT9nZPD/U6hMfBBRAxwaCiaLpl6bO/TT/d18/ziC2DXLqBtW/E69621OLWLNpET5eeL4z0/3+yUxE/GMsup7Ro75KdoBAa2nLq/KTYMfBCpuFy+ySG7dQOKivzfLykR3ehychq+R9qTsTEViZkThCmzmqekAG3aiP9ut3W2HQmcW4fI2sy4s5deovktLLOiY0SbRvb8pBWn/E7SFuf4IFJxu8XJYteuIsARqKIC6NMn+HtOpPddX6w4Rtfsce0ZGUBdHbBnj/ivVQAmcF/zjj/6YRdtInMp5du33wKLFomLHrGw0zwL0dTDLLOiY8U2DZGdsMcHkUpGBrB3L7BxY/AeHTk5QHGx+E/6X+VhYyp2ubnAiBHarzdwX/MKn354JYvIOMF6cirl2w8/AKNHi3rfqaKph1lmRYdtmuCC9YRxuXyBw/x85i/SBgMfRCrK1fraWlHoulz+hS2Ht/jTuxJnYyp6sXShjae7beC+ZgNOsOJwLJlw+5HZlJ6c6uCGUr516BDfxQ47zbPAelg73JbBBbuQ4naLu9Upj7ndSAsMfBAFceSI76q2OvrMBro/sypx7ouGYumBEU9vjcB9zQacwJ4vieH2I7MF68mplG9dusS3TpaPRNELdiElI0P0+Ni3D2jZku090gYDH0QB8vN93evUhbDbDaSmAqWl4nk8BbBRJ+x2DwzwZKmhWHpgqJe1e17RWzw9X2Tc5maliT2HyGzsyUlkrmCBQvWE7WzvkVY4uSlRgNxcoF8/8Qf4JnDMyBBzfxQUxD8xlVETW9l9Ai2eLDUUy6Sq6mXtnlf0Fs9ktjJuc7PSZPZkwEREJC+290hL7PFBFIa6Z4HS5VW5KhoPowpwu1cU7EasHbvnFRkZuc2j7cnBfEBERLIJ1t6TsdckWQMDH0RhBJ4MJHrCbdQJOwMDpIjUQIiUV+JpYAS7SwL5GHl8RjssjGUGERFZAYc7U7w41IUoDHbDJqtLdAhDPJ9X7pJQURHfd5J22JPD3lwu33BMEkpKgEWLxH8ispZoyjTWaxQvBj6IiGwksNGQaAMhns8Hu0uCLJx2osjgbeyslEdknC/GbAy8EllXNGUa6zWKF4e6EBHZSGAXUDOGZ8k8vIVdZCmSRPKI0WPPeeWzIZkDr0QUHss00hMDH0Q2x0mgnIWNhvCU7VNdLa7q87igQIkcQ1oF1qIttzk3S0MyB16JKDyWaaQnDnUhsjmrdYW2UjdzGbELaHjK9klPt9ZxYSXKMVxfH9vnZJmbIZFjSKvAo9XKbSIiItkx8EFkc1brAcAGPwH6B8CsdlxYiXIMxxr4sMPcDFoFHpk/tcNgOhERARzqQmR7Vus2yAa/vIwcNqX3XBzKOpUAm+xzOViJcgwnx3hphXMz+Fit3JaZ3eb1YdlDTsdjgOLFwAcRSUX2Br+TK1wjTyC0DoAp+626WgxzychI7PfY7WRKS8oxvHZtbJ/j3AykB7sF01n2kNPxGKB4cagLEVEMnDwUx8gTCK3nKlH2W0WFb/9VVwNLloj/sbLbyRSRXUVTllhpOAzLHnI6HgMUL/b4IKKo6N3TwSo9KZxc4creGyccZb/l5PjvvwEDxPNYWXlbEJE/K11BZtlDTsdjgOLFwAcRRSVUw1CrgIVVGp6scGMjS0Ar1H5zahCLnEGW488IifxWJwe0iazKSeUbaYNDXYgoKqEahloN/WDD055kHhqUm+ub68MKXdzJueIdiiHz8ae1RH5rtEPrrDQkhsjunFS+kTYY+CCiqIRqGGoVsNB6TgeSg+wBLTac9FVf78wTRa1PkOPNp7Iff1oy4reyvCCSh5PKN9IGh7oQUUI49IPCkT1/sOGkr/p6awxh05rWQ/fizaeyH39aMuK3srwgkoeTyjfSBgMfRETkWGw46Ss52Z4nipHGlmt9gsx8Kgen7AfOnUBEdsShLkRE5Cgcp2+c5GR7DmGLNOSBQ/f0w+NXfxzSQ0R2xMAHSY0NHCLt8HgS2Kg3j13yoNY9OuyyXYzA41f//MIhPURkRwx8kNQSbeCwMUnkwxMGgY1689glD2rdo8Mu28UIPH71zy/ssUREdsQ5PkhqiTZwtJ5gjiiYkhKgogLIyQGKisxOTWg8YRCcMk4/UXqM82ceDI7bJXo8fp2VXzjfCBFphYEPklqiDRwnNQ7IOIENsfXrga5dxX+ZAx88YaBY6BE4Zh4MLp7twhNC57LTcRQpH/MCFhFphUNdyNbYXZP0UFYG1NSI/wCQng7s2SP+E9kFA8dy4/AYsoNI+ZjlEBFphT0+iMhyzLrSqXzvvn1AZqbv9dNPB1auBKqrxbCXnBxt0scruvYm+/6101VlO+IJIdlBpHzMcig4M+uP+nrx53Jx35C1sMcHEVmOWVc6le9t2RJITQXy832Nj+pq4NxzxVwfWqWPV3TtLXD/cjJmigV7NBqLx6c+7JKPjc4fWrUP4kl3fT2QksK2CVkPAx9EZDlmXelUvjc/39dQUxof6enAl18CR4+KIIgW6eMVXXsL3L8MdBHJi8cnhWN0/tCqfRBPupOTgbo6tk3IejjUhYgsx6yur+rvVff0KC8HOnYUvT0KCsT8H126aPt9ZD+B+5eBLiJ5JXp8Bg5NkH2om5WZsW2NLr+1ah/Ek+7kZPHHfEtWwx4fRERxUPf06NJF/C8oADZutOaJK7txm88uXb6J7CjR4zPwyjp7kOjHjG1rVvmdaN1t5XqnpARYtEj8J4oGAx9ERHEIvEqSkSF6ehQWWrMBYeVGuJOCNmzoEVlTsDqDPbz04aRta+W6O1EVFUCfPuI/UTQ41IWIKA6B3UzNHpaSaNdeKzcUlYZfebk1g06xUBp6xcVmp4SIYiFbnWFnTtq2Vq67E5WTI+rCnByzU0JWwcAHEZENJHryb+WGopMafjI19DhHARGReZxeBhcVmZ0CshoGPog04PTKh8znpJP/QFYO2sRKpoaek3rakBxY1xL5WKEM5jFLMuEcH0QacPIYS5KDlScoIx8rzVdiVrDNStuItMW6lsjHChc8eMySTNjjg0gDVqh8iOxE5qtIiaTNClfwFGb1tLHSNrIamY8rgHUtkZpMvR1DlR08Zkkm7PFBpAE7XG3nVVSyEpmvIpWViTv8lJXF/lk2EiPjNtKPzMcVYI+6lvTFtow5QpUdWhyz3KekFQY+iBwiUsUhe4OXnCtY3pX95HfvXmDHjtgbanY+sdOq8WrnbWS2aI8rWU5EZEkHyYNtGXPoWSdzn5JWGPggUrFzIypSxSH7iSQ5V7C8K/PJb34+UFsL9O3LhpoaG6/yi/a4kmVfypIOkgfbMubQs07mPiWtcI4PIhU9xo7LMmY6UsUh01hRIjXZGz2Bx7hyHCmvhVvWSWTfjxQ9WfalLOkgebAtYz/cp6QVBj6IVPRoRMkyER8rDrIq2fNusGNcSbPSi0wJdBhZHsgWZJF9P1L0ZNmXsqSDyGiyle9EVsChLkQqenTV4xUpInsLd4wHdsU3sjzgMAAi49l5yCzJg+U7UezY44NIZ7wiRWRv4Y7xwECHkeUBg65ExtO7Vxev9BPg7PKdxwDFi4EPIp2wYOY2IAoV6DDi2GDQlch4ep+Q6hlYsUOdbYffEA0nl++yDCEn6+FQFyKdsBui/bYBuzBrg9vRfscGEQl633HKyNuGallWJ7quaD/vhLLV6XWok3u7UGIY+CDSiV0L5lgqXLttAyc0qGIRb+PLattRj0am3Y4NK3P6SQRZi5G3DY2nrA51PCVa7kf7eSeUrbLVoUaXoTLfzp7kxqEuRDqxazfEWLoYar4NamuBSZOAn38GBg8GDh4E1q0Dpk8HOnUC6uuB48eB9HQNv9THCQ2qWMTb3dRq21GPbrV2LR+syOhu007pik/WE1guRVNWu1zA118D+/cDRUVAWhqQmQmUlcW+rnAifV59XHXpEt93WIVsdSiHnpBVMPBBRGEFNtINr3D37gV69wZ69QLmzvW9/sMPvsddu/p/ZtIk4KWXNE+KkSerVjg5ijcvWO2kX7ZGZjhWyDeyMXr/WvkkoaQEqKgAcnLESW4kzI/WFk1Z7XYDNTVAv37Ar78CBQXxryuRtMRzXFk1f8pWh1qpjiRn41AXIgorsEul4V0M27YFtm71D3pE8vLLwJIl4hKURcnWlTUYp3Q3tdLvtEK+kY3R+9fKJwkVFUCfPuJ/NJgf7S8jA0hNBZYvF/s6P188z883Ph2xHld2zp9GDj+xUh1JzsbABxGFZXojvba2wUt12S3hfvAJoKoKGDpUvHjPPf79WwcOFD1BjhwxJp0aM327kyUx3+hHqxMJK58k5OQAxcXifzSYH+0vNxcYPx645RYxAtWs/B3P99o5f9o5qEMULw51IYqCVbtDasH0LpV33w08+6zfSymfzkPGgAEAANfMhb598+STwK23Av/+t5jrY/9+7P15F1r16xpszZrSOo+Yvt3Jkphv9GPlISpaiWZ4ixrzY3Sc3MYwk53yp+nDkoksgD0+iKLAyLmJnnlGXE5SOfTcv71XXZV9U1YGbC5Lhutv/wJ27PAue/iwMclkHiGyEbcbGDIEaN9e/KWlodOQTjjwwls8kSDNsf6gRJk+LJnIAtjjg6Qk29UPRs4bUvZRdbW4iUo0+yrm/Tp9OnDDDQ1ebppejwq3WMdPPwEffyzSMGHCb1djVfupWbPYfle8mEeIbOLIEeCOO4Bvv/V7OaV8G3L/fC3w4+eiMHvsMeCMM0xKpDXIVpdrRevfxfrD3ow4DpiHiCJjjw+SkmxXP5waOQ81pt3lAkpLxQRmFRXR76uY92uQoIcnORkV/Ud7K/fDh4FrrxV3sl29Gqis9J94r1WrKL8rQU7NI0S2849/iKDrbw7++33/92fMAL76CjjzTIMTZj1G1+Xh5mHRcrLHSL8r1u9i/WE9sexjI44Dq+chIydjJeeSIvBRU1ODL774Avfccw+GDh2KvLw8pKamonnz5igoKMD48eMxe/ZsHD9+POp1ejwezJo1C6NHj0anTp2QlpaGvLw8DBo0CFOnToU7xtLn0KFDmDp1KgYNGoS8vDykpaWhU6dOGDNmDGbNmgWPxxPT+srKyvDAAw/g1FNPRYsWLdCsWTN069YNEydOxNKlS2Nalx0xci2HUJW12y1uWbdxo5jkLtp9FdN+DTymSkuB0lIk7dyJvFsu8VbuHToAX3whxp63bg30arUdWWOHRfX7iIga2LnT9/idd7D37EvNS4vFmXWr4GBNPC1PPiP9Ltku3pD2YtnHehwHdgsU8JghIyR5Yj1j19irr76K++67DwcOHIi4bI8ePfDOO++gR48eYZfbs2cPxo8fj0WLFoVcpnPnzpg1axb69OkT8XuXL1+OK664AmVlZSGXGTZsGN577z3kRDHV+fTp03H77bfjcIjJB5KSknD77bfjueeeQ3KydrGpDh06AADKy8s1W2ei1q5dCwDo2bOnySmhYEJ1zzSk+/KxY0Bamng8bRowcWLoZevqgKNH4TqQitwOqf7vbdsGdOyoUyJjo1d+t2t3crI2y5bvv/898NprOHTJdaj+1xsAgOZjhiH9h4UNlzW3CUUBAstC9XMg+GMtyszAvM4y2f7M3sebN/smW1bf0M4IepTtZm9PGch4nmY3ps/xsWrVKm/QIzk5Gb169UL//v2Rl5eHmpoarFixAgsWLEB9fT1++uknDB06FN999x0KCwuDru/IkSMYNWoUiouLAQDp6ekYN24cunXrhj179mD27NnYs2cPtmzZghEjRmDp0qU48cQTQ6bvl19+wYgRI7B//34AQF5eHsaNG4c2bdpg/fr1+OCDD1BdXY2vv/4aF110ERYuXIj09PSQ65s5cyZuvPFGbw+RHj164IILLkBaWhqWLVuGBQsWwOPx4Pnnn/f+J/uTtcAPNeO5ITOhN2kCZGcDBw5g/YFcHFgu5utoMJ/InXcCvx0nQZNk1CQfMG8/WuVuE7LmcyI/GzYAAJrVH0KFW5xUuGbPh+fKi9D0u/kmJ47CCayb3G4xJLO0FCgs9J0gqk8a9SiL7HS3EArOiH0crs60W89oHjNkBNMDH4AIJtxxxx247rrr0K5duwbvr1q1CmPGjMH27duxb98+TJw4EUuWLAm6rkceecQb9OjcuTMWLFiAgoIC7/tPPfUUxo0bh/nz52Pv3r244YYb8N1334VM24QJE7xBjxEjRmD27NlopjqRevjhh3HuueeirKwMy5Ytw+OPP46///3vQddVUVGBm266yRv0+Otf/4pHHnnEb5lPP/0U48aNw7Fjx/DCCy9gzJgxGD58eMj0kT6MPkGzyolrIN23UyNRRDVtCtRnArt3AwMGiLk83G6gec1e5EQKDrZooUPCgjNrP8bTADIjCGHVfE4Os1D07Ej+6EM0//seAG3gPtYY2f/7ApvLgS6fPC8CroB/FwKSTkaGCHoUFIhdpZQ7Zp00MvhLsQhXZzJQQBQ70+f4uPHGG7F582bcf//9QYMeAHDaaafhww8/RFJSEgBg6dKlWLNmTYPlXC6XXw+Jd955xy/oAQDNmjXDe++9h7y8PADA4sWL8fnnnwf93nnz5uGHH34AIIIzM2bM8At6AEBBQQHeffdd7/MpU6agsrIy6PqefPJJHDp0CABw/vnnNwh6AMDIkSMxefJk7/MHHngg6LpIX0aPNbRq5F6X7bRxIzBuHDB8uJipFOImC1VVYj6R1avF3WpTU4G6xf7z4Rx/7Cnsee4dMTTmoYeAdeuA38oNI5i1H+OZ1MyM8bRWzeekDSuOSc8Z3hP45Rf/vKsagnr8tMjDZck8ubmip0dNjX+5Y9ZEkNGWu1oeK1Y87kiorgaWLBH/zcC8Q3ZjeuCjb9++YYeGKPr06YMzVLeNUwISasqwE0DMudG/f/+g68rOzsYtt9ziff72228HXU79+qRJk5CdnR10uf79++Pss88GIIbazJkzp8EyHo8HM2bM8D5/8MEHg64LAG677TY0b94cgJhfZMNv3W7JOEafoFl1Nm5dttMZZwAffgh8/bX3pW4Dc9Cvn28C0759gU2/Hkfjom5+H902/i9IuuoqMR/I3/4GdO+uYcIis9J+NCMIYaXtQ9rTM9gWSwO9pARYtEj8D+roUf8VX3klclse9+XdK6/0vt1o46/As88Cc+cCtbWJ/ATSSbByx4gTumDfEW25q+WxYvdJI+18cp6eLnq5RnGapAu75x1yHtMDH7HIz8/3Pt63b1+D9+fNm+d9fMkll4Rdl/r9Tz75BHV1dX7v19XV+fUEiWV9c+fObfD+ihUrsGvXLgBATk4OBg0aFHJdGRkZOO+888Kuj/SlNJQA+1aoWtDlRDbIsY0BA4BLLgH+9S+0feB6dOiYhCHnNEarASf5LcaT6ugxCEGJUJ9sRHviEXjSZ+TtRdUqKoA+ffxve+2nvt7/+erVQF6emCgZAFq1gkeZeBkA/vxn4OKLgauvjiPlZAYjTugS+Q4tA9N272ln55Nzs/ed2d9PpDVLBT6UwAEAtGrVqsH7q1at8j4eMGBA2HUVFRUhKysLAFBVVYXNmzf7vb9x40bvsJSsrKyQk6kG+z51OoK9FqonSizrI2OY0S3V8e67T1ze6NULOPVU3+tz5gCTJiF95pumJY2IBHXZGG05GRhsM/L2omo5OUBxsfgfVFoacMop/q/t3YvjZ56FfQuKgfXrkfTvfzf8XGlpzOkmcxhxQhfsOwLzvLrtoO6JpGVg2u5BbjufnJu978z+fiKtSTG5aTRcLpffhKZnnXWW3/sHDhzA7t27vc+7du0adn1JSUno0qWLN6iwbt06v7u7rFu3zm9dSRHmCVDPJbJz504cPHjQG1gJXF/gvCOR1qf+LBkr1m6pZk7a6HIByh2X8/MtXFE98YT4U3z4IWofexr11UfRZF3A3D79+wPt2onxLw8/bGw6iRwssGyM58RDyxOWWCb6KyqKsEBSEvDjj8Dnn4ueHL9ptGs7Wp7f9//Zu+/4KMr8D+CfTSAkYQmhbAjlJBRBiUCUJiBSBaRZwLOAInfoCfb76dl7O707PSzYRU9RESwoSlOKIDVSDSglBqQm1JBC6vz+GHayu9m+U56Z+bxfr7yyyc7OPjPzzPM8853neSbgxyorTdSosjk9Job09x2+ed6z7eDuiXRmfn4KUyzHMtLJZjk5LZG5maaOfvjhh1FxZvxs7969a/XA8Ax6OJ1OpKSkhFxny5YtlcCH5+d9/w406aqnlJQUOJ1OFJ0J4x8+fNgr8BHp+lq2bOn3s6SvcCtUEe44FBUB7mzvOXu96V15Jf7IuhKtWgG5e6rQdt+P8s4eORJo3Njo1IXF3ViqrvaaF5HItHzLxmjKG6GfSpCQAFx2GfIPS3C88zaaPvw3OM48kc2XVLcuUKcOTo6ZgNp9UYlqeOb5/Hx5/u4jR+SbFSF7IpHqIr1p5fl4ZEDg8ouI/DJF4GPevHl450y30ri4OPz73/+utUyRR19Z3yevBJKcnKy8dg9riXV97s/Fur5gaQumVatWAd87ePAgmjZtii1btoS9Pq25g1kipSkS1dU1F7NxcXKlaFScqrpavuMIyE+BNeku9au6GvjlF3kfb2nSBGjSRG6p7NtndNLCUlkJxMcDVVUVqKoyb34n8uRb/vkye/kOnDl3R/bCH0M3IP2TD9HixRe93t9/999x8LqJAORyd7+Jt5WiF01eLy+X80x1dU27oXFjnKkjtEilOEKVHXqmQ2lbhLHPq6vlOYwbNpSbH3a9L2mFsl1EFRUVqFu3rtHJsDThAx/bt2/H+PHjIZ250/LAAw/4nb+j1ONZTwkJCWGtu169en4/L8L6gq2LxFFd7b6grfnbqIo8Lk6+EyEKNRs2RjeOYhUXV5NHiKzCs/wz8/kZjPvcjasTh6ozT1vzVB1fB3XrWnsfEKlNlLIjUNvCX/vF/T9ADojyfI+MKMEusjehAx/79u3DpZdeisLCQgDA6NGj8fjjj/td1vORuOXl5WGtv6yszO/nRVhfsHUFsy/IHXB3b5AuXbqEvT6tuaPFIqUpEp7jPT27TLqfCGNnubncH77Mnt+tiuO2I+eeU6iyMvCcQpbL782bAT/9BHz/vXzVdsklSBp/Oxo0aMW8Y3PR5HXPebnS0+2Vf0Qvc/21X9z/W7VKftCcnds20eR3tglDY28P7Qkb+MjPz8eQIUOwZ88eAMDgwYMxe/Zs1KnjP8lOj8kViouLw/qOkpIS5XUDnzs5Rq8v2LpIHL5j1I2e50MkIsx7QhQOESYnNpuiIvnBS7baZ82aAYsXe/2r6Zkfokilpdm37BF6fh/4b7+4/+dysW0TDbYJSQRCBj6OHj2KIUOG4LfffgMgP8Hl66+/9hr+4atZs2bK66KiIpw6dSpkwGD//v1+P+/794EDB0KmubCw0GsejzSfEj3S9QVLG4nD966FyBW53rg/yCxEbJCJfkdUxH1mV6LnFQqM55GY+ddf+8XsbRqj97NR+8/o7SaxCDfK6sSJExg6dCi2bt0KAOjZsye+++47r8k+/WnUqBHS09OVv3fv3h10eUmSkJubq/zt+5QYz79zc3OVOUYC8fy+Fi1aIDU1NeD6QqXNdxnftJE43HdriorkwjU3V/5NROaRliZ3vRWpUeRZtohIxH1mV6LnFQqM5xHzr17sup/tut3kn1CBj1OnTmH48OHYsGEDAOD888/HwoULwx7qkZWVpbxetWpV0GW3bduGkydPApCHkrT1GXDWvn17ZXjKiRMnsH379qDr8/w+z3REk7Zw1kdi8Lxbw8KViGLlDqCWlgKbNsmPumQwlYJhrwESXbAbQ8y/+hBhP+fkAMuWyb/1IsJ2kziECXwUFxdjxIgRWLt2LQCgc+fOWLx4ca2eE8GMHj1aef3FF18EXfbLL79UXo8aNQrx8fFe78fHx+PSSy+Nan2XXXZZrfd79Oih9EgpKCjAypUrA66ruLgYixYtUv4eM2ZM0O8m43jerWHhSkSxcgdQi4uBkhKgRQsGUyk49hog0QW7McT8qw8R9nNBAdC9u/xba+5gG2D8dpM4hAh8lJaWYvTo0Uow4Nxzz8X333+PJk2aRLSesWPHIjExEQCwZMkSJYji6+TJk5g+fbry9/jx4/0uN2HCBOX19OnTlR4ivtauXYslS5YAAJKTk3HFFVfUWiYuLg7XXnut8vdzzz0XcDtee+015Uk23bt3R8eOHQMuS+IQoVIhInNzOuWeHvv3A6mpwPr17PVBRObGG0MEyBPDZmfLv4P1Aoq1Z0h+vvwAroMHa56cRAQIEPgoLy/HlVdeiaVLlwIAOnTogCVLltSaHDQczZo1w+233w5AnsPjuuuuqzWfRklJCa677jocPHgQANCnTx+MHDnS7/rGjBmDXr16AQAOHjyI6667zutpK4A8F8d1112nzAFy1113weVy+V3f/fffrwyf+e677/w+mnfBggV47LHHlL+fffbZUJtNREQWkZYGNG0K9OgBnDgBtGwp9/rYtk1uzHEuISJzs+M5zBtDBACZmcCAAfLvYL2AYu0ZUlQk5zWfSzYi45/qcuutt2LBggXK3yNGjMBHH30U8nPnnXcehg8fXuv/jz76KH744Qds2LABubm56Ny5M8aNG4cOHTogPz8fs2fPxqFDhwDIE6K+++67Qb/nvffeQ9++fXHixAl89913aN++PcaNG4e0tDTs2LEDc+bMQWlpKQC5d8ZDDz0UcF1paWl48803MWHCBEiShCeeeAJfffUVhg8fjsTERKxduxYLFy5UgihTp07FJZdcEnJfkL1whmprMvtx1TP9sXyXGfaze84g97zW27YB7dvXNBDt+PhLIquw6yNsyTqqq+Wf/Pzo83CwXkC+PUPcvTYyMsL7PqcTqFsXaNhQ/gyRm+GBj507d3r9/d///jesz02cONFv4MPpdOLbb7/FNddcg+XLl6O0tBQffvhhreUyMjIwa9YsnHPOOUG/p1OnTpg/fz6uueYa7NmzBwcPHsQrr7xSa7kBAwZg1qxZIZ8+4+41cuedd6KkpASbN2/G5s2bvZZxOByYOnUqpk2bFnRdZE9sNFmT2Y+rnumP5bvMsJ/9PfbPHawB2GXcjswQsKPwcNiHOfCcC6y6GoiPr+lZEY1gj7fNzKx5nZsLpKTIr8P9PrM/epi0Y3jgQwvp6elYunQpZs2ahZkzZ2LTpk3Iz89Hw4YN0aFDB4wdOxaTJ08O+2kxF154IbZu3Yp33nkHc+bMwc6dO3Hy5EmkpaUhKysL48ePx9VXXw2HwxHW+iZPnozBgwfjzTffxHfffYe9e/eivLwcLVq0wMUXX4zJkyejT58+sewCsjA2mtQnQgPH7MdVz/TH8l1m3M++jTg26OzHDAE7Cg8vyrSlVn0ezTknQltCD3FxQFWVfvW9Z48Polg4JPe4CrK8Vq1aAQD27dtncEpqbNmyBQDQpUsXg1NCdpabW9PA8XmytaqY3ylSZm5IM7+rx8z5wA6Y18WhVn0ezTmnV1vCaEbnd/exKS0FkpKsUy6KeJ1mNYZPbkpEZDQz9gIwOytP8KfmtvlOAGfl/UaBcXJIUkOs5UesT9vQg1r1eTTnHNsS+nDXiwUFgSdIJfKHgQ8iC7HjRZEa28yLCv0Fm9Hd7NTcNt+GtJX3mxHsWGaS/bjz+YYNQHl59I/4jPVpG3owsj434rvtWIa560WXi4EmigwDH0QWYseLIjtus5b0akRpfWfMyMagmtvm25DmHUV1sfwgO3Dn8zMPIYya59M2SAx2LMPc9WJmJm9aUWQsObkpkV2pcVFktrHkvBBUl16TKGo9wZ+Rk0FquW2cGFFdLD/IDtz5vEMHICEh+kkiPZ+2QWIQpQxztx337ZOf+uJyMb+QeBj4ILIQNS6KzPb0AL0uBM0WEIqWKI2oWFllO0hbDCSRHTCfR0/0ul+UY+tuO65ZA4wZI/cMIhINh7oQkRdeMPpnl+6keoxR1mMYCudtUZ8dx5ITkb3Zpe6PldMJbNokP+p28WIOhyIxsccHEXkR5e6BaEIFhES/KyQSs/UqIhmPm7WwzCIzMDqf8mZQeNLS5OOUlVXzOF+jjx2RL/b4IDI53oXVR6geBLwrFD42JM2Jx81aWGaFxvq1tlD7RO19ZnQ+Ze/B8PEpZCQ6Bj6ITI4Vixjc3TyPHGEjORQ2JM2Jx81aF8IMZIXG+rW2UPtE7X3GfGoennVEfr7cHlqyhO0iEgeHupAwtOgSZ4dudiI0Cuywn0Nxd/PkUAB1MW+RSKx0jnNYY2gi1K+iCbVP1N5nWudT1jHaKCoCWrQAdu0CzjtP/pv7l4zGHh8kjFjuEvjehXP/nZdn/bs1ItyF5V0xGRvJ6jN73rJSDwHiOW43ItSvogm1T8y2z8xex4jK6ZSDHp06yb9ZZpII2OODhBFLg9JdcW3aJAc79u8HevSQ32MjNXzR3vngxYCMd1DVZ/a8ZaUeAsRz3Mp459+ezF7HiMp9Drl7fvCcIhEw8EHC8CwkPf8Oxt1QKS2VKy4ASEkBKipqIs0sbMMX7UWaGS8G2Mg1BzPmLU9sVBOZA4OU9mT2OkZkRu9btvPIF4e6kFAi7XLoXj4pSe5amZEBFBYCdesy6BENO12ksXurtjjEQ2a2bt8kNp5X2nBPxLhpkz3qPyKr8iwj2c4jX+zxQUKJ9MLbd3mjo8tmZ6f9Z6cgjxF495RIfTyvtFFUBGRlcb8SmZ1nGcl2Hvli4IOEEumFt+fy7NJGkbBTkMcIbHAQqY/nlTa4X4msgecyBcPAB1kG74QRiYOBJRkDsqQmnlfa4H4lIPLymuW7eDzP5dxcXheQN87xQZbBKC8RicbfGGPO00BEJJ5o55njHBJi8rwuYL1LAHt8kIXwjg1piXd2KBr+ArLsneaN5xYZifkvNLvso1jnmSOxsPcH+WKPDyJBMTotFt7ZoUCCnav+nuridMpPjzhyhOc3wHPLasxWdzH/hWaXfRTpU7j41C7zYJCKAAY+iBSiNdbs0tAwC1aaFEi452pODrBsGVBQADRtKj9FwvczopVDeuC5ZS1mq7uY/0LjPiKzY5CKAA51IVKI1v2cDQ2xcCgVBRLuuVpQAHTvDmRnA506+f+MaOWQHqx2buXnA3l58uuMDGttWzjMVndZLf9pgfsoPGYeEmTmtBOFi4EPojNEa6yxoRE5VtxkhHDP1bg44Ouv5cBGoM+IVg5R5IqKgJSUmtd2K4tYd5FZxdqG2LAB+OMP4NgxYNQoIDNT/TRqxY5Bd7IfDnUhOoPd4MzPbF2sbe2xx4COHQGHA0hNlSe8sLjEROCCC+TfgVixHLLb8B2nEygslH8YwCIyj1jbEKWlQHw88Kc/yT38zIRBd7ID9vggIstgxW0SDof33ydPAi4XUF1d+z2LOXpUDgDk54cf3DB7Tya73Uk0oseD2fMIWYeZ82KsbYgOHYB164CyMrlKMxP21CI7YI8PIrIMK94tt5Ti4uAtyltvlW+ZWVRGBlBRAfToEdkdxVjvQhrd44IBSe3p3dvNPVFvTo4+30fmYeael7G2ITIzgUmT5B8zDXMhsgsGPoiISB+TJsnBj0Befx1o0EC/9OgsLU2e1LS8PLIgQKyBA6MvRBiQ1J7ewSX3RL1m685P2mOgk4hExcAHERHpY/Zsrz+rbrkVe5fuBnr39vhnFdCzJ7Bggc6J00c0QYBYAwe8ENGf3r1s9A4uuVzy04ni4uw1fwuFxkAnxcroXopkXZzjg4iItLdli9ef69ZKaNr0zMX4Dz8Ayck1b65fD7zyCjB8uL5pFIkkyS2/iora79WvL8+eFyaO3daf1ec1cXfjz8219nYSkf6sXn6ScRj4ICIi7c2apbw88vB/kZEhN2jy84Hcg0ko+uxXZM59BmV7DiF55WKgstK4tIrgzjvl4E8gr70GTJ2qX3ooInbpZWOX7SQi/bBcIa1wqAsREWlvxgzlZdMpVyl3cdx3dk637og9T/4P0oV9DEqgYNasCf7+2rX6pIOiYqXu/sG6nVtpO4lEZMdhHyxXSCsMfBBZjB0rSRJLyCc+3HST8rK0FFi1Sh690bYtkPTeqwCAsnLt02kKzz4LHDtW83PttfL/Lfz0GxKLlpPjsr7SD/e1ORk9OTWRlTDwQWQxrCTJaH6f+LBtm/w8VwA4fhyAHBjZvBlITQWSkgCsWYO4Y0cBAFXVrJ4AAMnJyK9ohHU75R9pzhz5/3l5hiaL7CNQt/NwL6SDLcf6Sj/c1+Yk6rCP6moG0sh82LIkCoOZ7pSIWkmSfbif+OByefwzNRWYMEF+vXo1sGULCgrkB7ps23Ymv37xhbJ46fMv65lkcWRnAw6HPMErgFOn5P1TUQGkpAAO92SnZWUGJtJ6zFTG6y1Qt/NwL6SDLcf6Sj+h9jXPATGpMexDi2NbXW2uQBrzNwGc3JQoLGaaYZpPcCCjuZ/4UMvAgcDTT8uvu3ZF1yv+ghMNz8KA1s2Rlv0r8NJL8ntnnYUmF56tS1qFc/PNXn+WJjZC+/ZyHKRuXaDs0stRb/5XQGKiMemzKDOV8aIIN2gRbDnPuX48/xZBTo7ca83lClKmmUiotoHe50B+vvydTqdYx92KtDi2cXHmClqyjCeAgQ+isPCuFEXLs3Fne4MGARddBKxcCQBo9OV7aORvucsv1zNVYtm1q+b11KnAuHEoLwf69j3TWMs6F5j/FXD6tFEptCSW8ZELN8gu2gV3uNxD9rKzjU6JPvQ+B0Q97iJRKzikxbGNi5N7opgFy3gCGPggCgt7UVC0PBt3BOCpp4D//Af4/XcgOVkZ0qEYOhSYMsWYtBmtuloe2+L21VdImzwZaeefD2zdCjTrUvOe1wQqFCs1yni73cF2b29pqTxHT6jtDrR/RL0g8TtkTydG5CU92jn5+TXTE9WvL+ZxF4lawSG2YbkPSMbAB5GKPCv1jAwWslTz1BIjGs9CGjBA/nHLzgaGDQPeegsYO9aoVInBd/DxgQMoueM+FH2+CGlduni/162bfumisJjlDrZaQzjc27tqFdCnT+jtDrR/RL0gMXJ4i1nyUqSKiuS5igAgIcFcPQaMIGpQkMisOLkpkYqKiuRJCE+e5EMXSJaUJF8UJCUZnRJBde8OHD3KoAcApKcDDzwgT26akAAASDxVUGvyuOJ7HgM+/9yABFIwIl+keE7s5/epS1Fwb6/LFftcH+TNqvvK6QQKC+Ufq22bFtSY2JSIarDHB5GKnE65YelZSRnRC8RuXa5F5tmANcvs53YlxHnz7LPyz/TpwK23oqLizAXCTTcBb7+N6j59cXjK42ibEN7qhNgmmxC15wLg3YNArSEckW6vyPtHNFbdV1bdLiIyB/b4IFJRWpo8CWHz5nKQA6jp2pmSot+Fb7iPGSTt8Y6NeYh03hQdKAQA1Nu2CWn7NgDHjgEAyirjI7pTKtI2kXE8A7AuF3DWWRx+pwU+MpOISFzs8UGkMt87Gk6nd48PPVi1myyRlkQ6byoPH635w2M+j6REICkt/J4cIm0TGcezXsrNNef8EWbovWTVuTlEZoZ8YUXV1XJZwv1OZsIeH0QaclfIGRlAz541lYPWd4XYy4AociKdN9VXjkNVQz8P+x0xAkD4PTlE2iYSgxbBMD16Opih9xIDjfozQ76Ihui9h6qrxdzvou83MhZ7fJAwrBi1D3T3x453hUQ/vqKnj+yl8aW9gILDQFkZ8McfwNtvA507A5MmAeAFVizsfq5rMc+CHnWaGfK83nNY2D0vA+bIF9EQvZ0YFxf9ftcy34q+38hYDHyQMKxYWAWqkK1aUQeSnw9s2wa0by8fZxGPb6j8Z4YGphnSSBGoW1f+Ofdc4MUXvd7iJIHRs2JdYzQ96jQr5Hm1y2jmZWvkC39EbyfGxUX/OGIt863o+42MxaEuJAwrFlaBupm7/w/Yo0teUZEc9Ni1S9zjGyr/+XanFbE7pVW7/BKpyYp1jdE4pCo8apfRzMvWZeVzSst8a+X9RrFjjw8ShlWj9sHY5W6N+1GunTqJu52h8p9vRS3isWMjmCg0O9Y1oQjVW+zgQaBJE+DIEeD554HUVKBxY6BXL+DCCw1OXGzULqOZl8mMmG/JKAx8EBnILheqVqjk/D2tR7RjZ4X9TET6EyaQO2MG8Je/BF/mrrvkgEhCgi5JUhPL6MgJFZQjIlPjUBciAxnRJU/EIRpmxO6URGQVwgRyly4Nvcx//wvUqwc4HMCCBZoniYzFIZxEpBb2+CCyGWHu7BERkRCE6YnQoYP33w0bAhdcAEgSsGxZ7eUvvVR+jyxLmKAcEZkeAx9EOhGlu2a4jQhR0ktE6svPB/Ly5NcZGTzH7U6I8n76dOCRR+TXF10ErFhRO59uWwZcey1w6FDN5159FbjtNp0Ta11C5AUPwgTliMj0ONSFSCeidNf0HaIRaOiLKOklIvUVFQEpKfIPz3HtmGVoYaTlvXu7cnJU2r4FC4Bbb635++ablXRVVAAnT54JgAwYIE9+umlTzbJ33AEUFsaYAHJj3R9Yfj6wbp38I/o5bWae5Qv3N6mJgQ8inYjaXTNQI0fU9BLFwiwXolpzOuVrxcJCnuNaMstFZKTlvXu7CgpU2r777qt5/cQTwPXXK+nKzweSk+W3cnLkES85dboC//qX/E9JAsrLY0wAubHuD4wBY314li/c36QmDnUh0omo3TUDNXJETS9RLDjHjYzntz7MchEZaX5wb5fLpdL2lZYCACq6XYg/rn4AzvyaNPXtK5+3paXA5s3yE2337gVw2WXAvffG+MXky+iyQbShNp6cTu+hV6QNz/LF3ZmL+5vUwMAHkc25GxbuaLpoDQ0iNZnlQlRkel6Y5OTId/1cLiAzU9vv0oLRF5Fa0Wq7jl99C1q1qYtNm7zzWFqa3FOrUydgzRo5eLl3L3CW+kkgg/kGp0UKhFj1fBYN9zNphUNdiMg03bHJmoINP1F7aAofQxw7PcuLggKge3f5t+g4jCp2iYnyBe+xY/LoFffddUC+8E1JAYYMkfNfi/3rDUsnaSM/HzhyRJ7CxR2cZvuEiNTCHh9ExLvgZKhgw084NEU8epYXLheQnS3/Fl2keVWkO9mG27kTAJDy2N1ISa6E9EddJG2JQ2nmIAAtvBatu3wx2twwBo7Tp+V/xMUBCQk6J5i0UFQEZGV5n0Nsn+jHTGWSO62lpUBSkjnSTMZj4INII2aqQNit0BhmyiNaCtawZaNXPHqWF2Ya3hLtBKH79tX8bfeyAMePA5Mno92ZP5ud1QbI3QnExyv7q+rap2uCHoD8eNuUFEOSS+rydw6xfaIfUW80+GsrudO6ahXQp494aSYxMfBBpBFRKxAzsmqAQIQ8IsK+DdawZaNXPyLkBTOLdoJQp1OMskBE8Xt/B/75T+Css5DSdTD27WuBjJwN3guNHWtM4kh1LO+NJeqNhrw8ObaZl1e7J1BcnBz8MEOvQDIeAx9EGhG1AjEjq14UiJBHrLpvKXLMC/ryvcgLpyywbHBKkoDTp4EXXgBuvRXYuBG45BL5vYcfBgA0BdD044+BYp/JHjp21DetRBZlpsCTZ1pbtZLnhcnNDVw2WrbspIhwclOyHFEmmOMkiuoRIUCgBRHyiFX3LUXO7HlBlLI/GuGWBZae6DExEXj0UaBJE6BfP+CKK2ovc911tf93+LD2aSPLMHM5YVcZGfI0Pv4eaeuut4DgZaOly04KG3t8kOXwrqX1mOkuhNlw35qDHnerzJ4XgpX9VrnbZ/bgVNjq1UP+G1+g6F8SnA0cSGvm8LvYqX++hgb9++ucODIzthHNx7Nu8i3L3T+hykbblJ0UFHt8kOWwcCMiq+HdqtCClf1W2X8i9BLTS1ER0OpPjoDHrGry31Bw1VR5kL8H3tGnYNhGDE3kcyhQWR6qbLRT2UmBsccHWY7Z71oSEfliYz20YGU/95/Y/PXIcR+zlON7vBfu2BFH35uL3XU6Ake8P5OfD2zbBrRvL6+PbQHyxTZiaCL3imFZTrFg4IOEZJVuyVbZDiKKnJrnPxvrseH+q02k+snfhZZyzAqSvRf+5hs0OftsnMyt/ZmiIjnosWsX0KmTrptgOuEef5HyCelD5OACy3KKBYe6kJCs0i3ZKttBRJGz2vkvcvdnipxI+TPohZbLBfToUfN3u3YBP+N0AuXlctDDsxdIbi6Qk2Pe/KvFuRfu8Rcpn5iF2ctKI4aFmH2fkTkw8EFCEjnaHAmrbAdRMGyw+Ge1858XQNYiUv4MeaE1dy4weLD81Jczc3r4+4zn/9zlUl6enG8LCsybf7U498I9/iLlE7NgWRk57jPSA4e6kJCs0pXNKttBFIzI44GNZLXznxdA1qJV/tRkaETz5sD330f0EXe5dOSInG9drpr8a7bhG1qce+Eef6uVY3pgWRk57jPSAwMfRESCMFtj3I0NFnvgBRCFQ5RAqLtcysionY5cP/ODiIznnrnweEWO+4z0wMAHEZEgRLlgiJTVGyxmCUiZJZ1kbaIEQvmUHyL/WFeQXXGODyIiQbAxLqZoxh4bMe8Jx0iTCIyYGDGQQOehSGkk0hvrCrIrBj6IiAShZmOcE46qxx2QKi0Nf59q1bAMdlwZOCPyxgs8otpYV5BdMfBBRGRBbPCrxx2QSkoKf59q1bAMdlztchebQT0KFy/wSG9mKJ/sUlcQ+eIcH0REFsQGv/oi2adazXui53EVdRy4WefCEYWox1ULVp9/iMTD8ik8diqHSBwMfBARWRAb/Oozap/m5AAFBfLjODMz9UuDqA14BvViI+pxJbIClk/hYTlERmDgg4hIJ9XV8k9+Pit6Cs19R2zHDuCSS4DsbH2/X9QGPIN6sRH1uBLpwTeQrDY7lU+x9NpgOURGYOCDiEgn1dVAfLzcULBLw4iil5cHpKQAZWVy0MPl0rd7sJ0a8HbC42o8dvM3TkEB0L27/oFkK4ql1wbLITICJzclItJJXBxQVcU7HBRafj6wfz9w9Kg8Cd2AAfLdSU5aS2R+ap3HZphIUzQuV00gmWLDXhtkNuzxQWQzvNNknLg4+Yf7nUIpKgJ69ADWrwdatqwZHqV2Q9OI8oBlENmdWucx50mInBbDW+yKvTbIbNjjg8hmrHLHmHe6yMqcTqC8XA56ZGXVnK9qP4bQiPLAKmUQUbTUOo95x702tg2C4/4hO2OPDyKbsUpDyT3/QV4e7ziQ9bjvpGl9vmpeHlRXy/3KS0qUfzU6DhxZBzToeT6ABhp9MZF/VupxxDvutbEXTHCx7B/3xLANGgB162qTPrVZ6Xyn2DHwQWQzbCgRmYfW56vW62/25pvAG294/a/RmR906AD8+ivgcGiXACIfvDC2Nqvc3NFKLPvHPTHs9u3qp0srPN/JEwMfRGRKGRlyhZaRYXRKiGS8s1Rb6rx53v+oUweorJRf79gBSBIDHxYk8rnAC2Nr482d4GLZP+6JYRuYqKMez3fyxDk+iMgv0ceBqj3XAVGsOHdFbfX27av545dfgIoKYNAg4xJEuhD5XGDdQRSdzEygUyc5Vl1drf76tWh38nwnTwx8EJFfIjdczUL04BGpi3eWajsxdKj84pxzlMcpnPjr/xmYItKD0ecCy94a3BekpqIiID6+JvChZv7y1+5k/iU1MfBBRH4Z3XDVip6VKINH1hMs//DOUmAl/YYp+604sYnRySEV+TsnjD4X3GVvXh6wbp38Y9cLJ9ZDpCanE6iqAuLOXEGqmb/8tTuZf0lNDHwQkV9GN1y1omclatXgkZ2J1Agz052wioqaC9ETJ4xODalJpHPCzV32AvLTv1JS7HsXmfUQqSktTZ6qyR34UCN/uc9HoHa7k/mX1MTJTYnIViKtRGOZpI+TrFmPSI0wM8xWn7poEQCg4fvTUDX3I5xfDdSRKgxOlbhEnhQ0EJHOCTfPx0Hn5cn/85wI2wznjlqEqIeqq4GTJ4FGjQxOCKlNjfyVlycHJ/Pyaq9LiPxLlsHABxHZSqSVqJ0ayG5mvPjSi0iNMBEvOIOJP34U8Z7/yMjgE118uMubTZuMPwfDLQdEOid8BUqb2c4d06qsBJYvB4YM8f7/yZPylS4RkY4Y+CAiYYh4wW3HBrIdgz1mJPIFp9u+Rx5Bq0OHgDZtgPPO837zwgsZ+DjDXfbt2wfs3QucPg1kZRl7Dlq5HDDDuWN6+flAs2b+32vYEGjcWH591lnA/PlAerp+aROEiG0eI2RkyPvBs1cWkRYY+CDSACuz6IjY0A7UQLbyMbZjsIe0cWzcOLTq0sXoZAjPXfbt3Qv06SP3+DD6HGQ5QFGrqAgc9HA7dqzm99KlwLXXap8uwYjY5jGC1oFIK7fXKDIMfBBpgJVZdMzU0LbyMebdUCJ9ucs+l0v+nZFh/DnIcoCiNnu215+HX56FZr0ycLSyISo3bEFikgMNmyUCf/2rfFUqSQYl1FhmavOYmZXbaxQZBj6INMDKLDpmamjzGBORWsxU9vni3VSq5dChmpdvfIW4Ky4D0oAmANCnIwA53zSqk4i6xqRQCHqe93Y+T9leIzcGPog0YOZGLIWHx5iIiHdTyY89e5SXcaNGKI8SLiiQf1wuIKluJVyHzjxzuA4vR7Rm5/OU7TVyizM6AURU8wzz/HyjU0JEZF8siyNnx7upzCchfP658jL55glo1Up+VOnmzfJcpgUFQIO4Yjiqq+WF2rY1Jp0WFChvWuE8zckBli2TfxNFg4EPIgG4I/HuuyJEVMNMFxmiplXUdImGZXHk0tLk61Y73VEtKgISEoCffgLWrQPc1+90RlJSzcvsH7HvTMeOTp2ANWvkHh+uJh47LTlZ5wRaV6AyzN95akS9EM13uj+zYwfQvbscOGOdRtFg3zIyPSuMW7RCJJ5IK2bqoitqWkVNl2hYFlM4nE5g2zb5XEpJAUpKgDjeSqyxcyfwxRfA2LGILzyBtv+8Gc1L5Ye9dKwLJH1fCcyYYXQqLSmSMsyIeiGa73R/ZscOIDtbDpyxTqNoMPBBphes8DNLUETt8Yc5OTXjaDMz1VsvkRHMdDEqalpFTZdo7DgW3Cz1pEjc+ykvDygslHt/kA93YXP6NPD220gCkORvuebNgTZtdEyYtUVShhlRL0Tzne7PXHBBzbbl57NOo8gx8EGmF6wQtVtE2N2A3bEDyMoCVq+Wgx922HayLjNdjIqaVlHTJRK7BoxFqSfNFoDxPKe2bDE2LUIaOBB48kng998DL3PBBcBNNwH16umXLlIYUS9E853+PsM6jaLBwAeZXrDCz253OT27A86eDTRqBGzYAAwfbnTKiIxhtospMk5BgTx+PDu75n92yD+i1JOiBGBIJXXrAo88YnQqiIgUDHyQpdktIuzZHbC0FGjXDti92+hUERlHq4spO1wQ243LVTN+3C0vT57DIS/Pu4u1lY69KPWkKAEYIrvTu4yzWplK4mLgg8hCPBuwHTrIdzA7dDA2TURG0upiinenrSfc4S089tEJdXEjSgAmGF6gkVX45mXPv/Uu43y/j+cZaYWBDyKLstMYdYqe1RsYWl1MhQqoWH2/WpXvccvIkP/OyKhZprQUWLXKu2cIhWaFgJHR2xBtucLyiHz55uW8PPmpO/n58g0zPXpf5efL33vsGHDkCFC/vvx46P37gR495DQyv5Ka+PAtIiKNmOE58+7GT1FRdJ83wzZqIS0NaNs2cKMs1v1KxvA9bv6Oc1IS0KeP/JvCZ4WhLEZvQ7TlCssj8uUvL5eUyGVdUlLw+k0tRUXyUMKMDKBpU/l7U1Lk7921y9xlBYmJPT6IiDRi9N3BcMTakDfDNhrB6AukSPGOsCyc42a2YysKMwxlCcXobYg272mVZ9UuN1gOyfTYD+71uoNhGRly7wtAv7LN6az5Tnevurw8eV7cs8+2dx4gbTDwQUSkETNcIMXakDfDNhrB6AukSDGAJQvnuJnp2PJC0rz8Hbto855WeVbtcoPlkEyv/eA5vKVvX6BnT+2+y59Aj6kl0gqHuhARaSTUcAgrsMM22gEDWNZklyEORg+5q6gAysqAnBz11mmGY6d2ucFySKbnfnAPbxE5nxGphT0+iIiIbM5MvRgofHa5kDS6p0B1NZCQID9JTS1mOHZqlxssh2S++0GrnltGDG8hMhIDH0REAbCbOJG+54FZzjmzpNN3HL/IaY2F0UGCuDigvFzdJ/0wCEBuWgX2mMfIbjjUhYgoADN0NSbSWlGRfDd72zbthxKY5ZwzSzoBbdKq1dASf+sN57uMHnJXty5Qrx4fI0/aMDqwJzKjh7mRuTDwQWQjrCAiI1Jjg8eOjOJ0yo8WbN9e+wt9kc65YNRIp17ntBb7VKvAj7/1minIRKQFowN7ImP5QJHgUBciGzF6HLTZGNENNFAXeh47exBxCIXncAmtAxJm6XqtRjr1Oqe12KdaBaj8rdcswTAi0h/LB4oEAx9EAtDrYsfpBDZtqnlthguMmOXnAydOADt2ABdfDJw+LQ/EdjiMTplf7ouhTZvk16WlQFKS/JuVu/WJGOASMRhjBWZusGsVoAr0eEvmO6La8vNrJifNyLDnecLygSLBoS5EAtCrq15aGtC0KZCVZZNugf/+N9CsGdCxIzB6NNCwIdCsGU79+a/CDhlxXwwBcp4oKKh5WgAvPK1PtIvh/Hx5bo+EBJuUGTpi93UiioZ7mFxeHpCSIv+wfCYKjT0+iASg58WOaBdWmrr3Xr//bjBnBoqHXgE0k4CuXYHWrXVOWGDuuxf79gFz5gD168vzK6Smyheg7mWCCXWHnnfwxWXk3St/+aKoSJ7bY9cuoFMnY9JFRASw7nJz3yw7cgQoLJT/l5FhaJKITIGBDyIB6HWxI1KjQfO0/PFH0LfTbx5T88epU8JFgqqrgTFjgMWLgeRk4PffgR495H0Wan+FGi4h4nAKMpa7Z4d7AlN3vnA65b87dRI3r7C7N0VC67pHpHrWalh3ydw3sFjeEUWGQ12IbESU2a9zcoDvv5fvVGiWlk8/Dfxekybef1dVaZSI6LlcQHa2PL9HVhbQsiVQXi7P9RHqSRChevXYqtcPhcWzZ4dnvjDDcIyiInb3pvBpXQ+KUs9aEesumRnKZSIRMfBBZCOiNBoKCoDeveU7zJql5aabvP6UEhKAunXlP44e9XrvyJ5ijRIRvcxMYMAA4IILau7stG0LFBfLARD3HW5/QjWK2GgiX06nnK9E7tkRiNMpB1ELC40v2yh6Zn68r57rtzPfuitUnuFj4InIE4e6ENmIKLNfu1zAnj3y9BqapSc11etPR3l5wEWT75gM/LQYqKyU/1FeXhMkMZjvMTt2DDh5UshOKmRiopQN0TBz2qlGUZE8iW64cxlFS+v8wvyoHw7rJKJIMPBBppCTI/cScLnkO+Fkbrodw4EDgaVLQy6WvHy+9z8SEgBJ0ihRoQUbI964sdyl3z2hGRGRFTid/ueZIQqEwzqJKBIc6kKmUFAAdO8u/zYrdrk0wNtvB37v0kuBBg2AG28E+vXTLUnh8Lzz6ZtfMjLk9ziDO5FxWJ6rLy1NHmpVXs4LVQoPh3USUSTY44NMwT3Ro8tldEoi43nnnl0utROwh0S7djU9N9atA3r1qnkvPb2m20SPHt4rHD1a0/SGEuzOJ7tRExmP5bk2WL6Fh0+OISKKHHt8kCm4J3oUfZiL711Az9nd2eVSO2HNot+zJ/DWWzV/z5iByk5d5OfEZmfX/P/CC4HHHjN0Eg3e+SQSG8tzMhKfHEN6Ye82shIGPohU5NsY8Wwcs8uldsK+CLnpJuCjj5Q/62zfCrRti+rEpJpl1qwBundHad/Bhlb0zC9kZvn58lzB1dVGpyS4aBv1PD/JSAy8kZqClYMMspGVMPBBBPUi2r6NEc/GcU4OsGyZ/JvUFdFFyPjxOP71Cq9/FT/2r1qLJW5aw4qeLEXPMqioCIiPFz/wwUa9PZn9LjYDb6SmYOUgg2xkJQx8kCVF2qhRq/EbrDFihQlaraLR6IuAuXOVvxss/gJ4/nnggw+Av/8dgDw1CCt6shI9yyCnUx4tFid4K4ONentiwMtYZg88WU2wcpBBNrISTm5KlhTpxHN6NH7NOkGrZY0eDdSpI/fHX7JE/vEQFx/Hip4sRc8yKC0NOHRI+++JFSfTtCcGvIzFyYHFwnKQ7IKBD7KkSBs1ehT6ok/MajsOB/DMM8C0aUBxMXDyJKobpqI6IRGOOAfiJ000OoVEqmIZRCQLVOfn5wN5efLrjAxeDGqFgSciMgIDH2RJjF5TWP7xD/kHACorkbe3jnIXqm1bY5NGRNbAR49qQ4v9WlQEpKTUvObx0gbbaLFjuUIUOcFH3xIFx3GipJo6dXgXiohUx/kktBHpfg2nveB0AoWF8g/rARKZWcsVttvJSOzxQaaWlyffncnLY8SbYse7UESkNqsHVI268xzpfg1nXgnWAeJjTwdZNOWKCPuO87uQkRj4IEs4dgxYt05+zXG5ROYhQkOM1JefL88brOVTXcySd6x+MW3UhUyk+zXSC0Wz5C+74YWzLJpyRYR9Z/VAMImNQ13I1DIygIQEoHFjuedHSor5uv0RWYlRj5ImsRQVAfHxQHW1tt/BvGM8s1zIRPpYTrPmL6sPJTBLfhORCPuOj8clI7HHB5maO+LtdHrPxE5ExhDxUdJmkpMDFBTIj5w181NYnE7gxAlte3wYmXdE6A0gQhoA6/Zo0St/qX0cRbirryWr5jc9cN+R3THwQZbAwpxIDCI+StpMCgqA7t2B7GyjUxKbtDTg0CHtv8PO49RFSIOV6ZW/1D6ODCZTIKIES4mMwsAHERGphoGM2LhcctDD5TI6JRSMCBeXIqRBVGa6wFP7OLIMpkAYLCW7Y+CDiCiA/HzvIVRsKJDWzDy8RQuiXsCKcHEpQhpE484vR44AWVnmuMCL9DiKek6Q+LQIljI/kplwclMiogCKiqw7aa7VJ8AjazDrBJNkDHd+AazbG4bnBHmKpC7XYmJR5kcyEwY+iIgCcDqBwkL5x2oNaDZWyAw4nIMi4c4vGRnWfXJEuOcEg9v+WW2/GF2Xs4wmM+FQFyKiAKzclZyNFXsyW7dkK5+DpD475Jdwt5HzOfhntf1idF1uh3OOrIOBDyIiG9KjsWK2i2w7sFqjnyhSIpdLaqbN6AtiUXnuF5HzQrgYeCAKH4e6EBGRJozugku12fFiyGpd2yk2IpdLaqZNi/kcrMBzv4icF4hIfcIEPvbv34+vvvoKDz/8MIYNG4YmTZrA4XDA4XAgIyMj4vVJkoTPPvsMY8aMQevWrZGYmIj09HT069cP06ZNQ1GEpdypU6cwbdo09OvXD+np6UhMTETr1q1x2WWX4bPPPoMkSRGtLy8vDw8++CC6du2KRo0aoX79+ujQoQMmT56M1atXR7QuEgcb2OLgsTCemS+yrZp/7HgxxIsb/ZjhvBG5XBI5bVYk8v7OyQGWLZN/E5E6hBjqcv/99+P5559XbX2HDx/GNddcg2XLltX6/+HDh7Fy5UpMmzYNn332Gbp37x5yfevWrcPVV1+NPPdzLc/Yu3cv9u7di6+//hpvvvkmPv30U7hcrpDrmzFjBm6//XYUFxd7/X/nzp3YuXMn3nvvPdx+++146aWXEBcnTGyKwsBu5OLgsTCembvgMv94M3OXcJEvbqzGDOeNyOWSyGmzIpH3d0EB0L07kJ1tdEqIrEOIwMfp06dr/a9x48Y4duxYxOsqKSnBqFGjkH2mpEhKSsLYsWPRoUMHHD58GHPmzMHhw4fx+++/Y/jw4Vi9ejXOPvvsgOv79ddfMXz4cBw/fhwAkJ6ejrFjx6JZs2bYsWMHPv/8c5SWlmLJkiUYPXo0li5diqSkpIDrmzVrFv76178qPUQ6d+6MSy+9FImJiVi7di0WLVoESZLw8ssvK7/JPNwN7NJS+a6XGS8SrIIXOxQL0fKP0YEHM1zQBiLyxY1ecnLkCymXC8jM1O57RDtvqDajyxIKj8slBz3CuJ9KRGESIvDRuHFjDB06FN27d0ePHj3QvXt3VFZWok2bNhGv68knn1SCHm3atMGiRYvQvn175f3nn38eY8eOxcKFC3H06FH85S9/wYoVKwKub9KkSUrQY/jw4ZgzZw7q16+vvP/YY4/hkksuQV5eHtauXYtnn30WTz31lN91FRQU4KabblKCHo888giefPJJr2W+/fZbjB07FmVlZXjllVdw2WWXYfDgwRHvBzKGu4Gdm2veiwSr4MUOxUK0/GN04IEXtPpS++LU8+6xlhe+op03VJvRZYknBmEC0zJASWRXQoyjePTRR7Fw4UI888wzuPzyy9GqVauo1pOfn+/VQ2LmzJleQQ8AqF+/Pj799FOkp6cDAFauXIn58+f7Xd8333yDNWvWAJB7enzyySdeQQ8AaN++PT7++GPl7xdffBFHjhzxu75//vOfOHXqFABg2LBhtYIeADBy5Eg8/vjjyt8PPvhgoM0lgfEigUgdvnMGmGEOAS0YXabYcW4QI6k9L4nn3WPOeWJvRpclnpgX9WHXepPIlxCBD7W4h50AwKBBg9C7d2+/y6WmpmLKlCnK3x999JHf5Tz/P3XqVKSmpvpdrnfv3hg4cCAAeajNl19+WWsZSZLwySefKH8/9NBDAbfjtttuQ4MGDQDI84vs3Lkz4LIkJi0vEliBkZ34Nozt2lBm4MFe1L44zcwEBgyQf4t04Uv6S0uTj31RkfHtCOZFfdi13iTyZanAxzfffKO8vvLKK4Mu6/n+vHnzUFVV5fV+VVWVV0+QSNY3d+7cWu+vX78eBw8eBAC4XC7069cv4LqcTieGDh0adH2kHc+ZtLUKMsSyXlZgZCe+DWM2lMkOtAx02S2IxpsFtYnSjrBbXjQK600imaUCHxs3blRe9+nTJ+iymZmZaNiwIQCgsLAQubm5Xu/v2rVLGZbSsGFDdOrUKej6PL/PMx3+/heoJ0ok6yPtuMdCFxRo1ziIZb2swMhOfBvGbCiTnfEiPjB/+yY/H9i2DUhIMP4iXyRsR9gL600imWUCHydOnMChQ4eUv9u1axd0eYfDgbZt2yp/b9++3et9z7/btWsHh8MRdH2ec4kcOHAAJ0+eDLg+33lHQq3PN22kLc+x0Fo1DmJZLyswIiL1mCmYIMqdehH52zdFRUD79sCuXbzI98R2BBHZkRBPdVGDZ9DD6XQiJSUl5Gdatmyp9Kbw/Lzv3y1atAi5rpSUFDidThSdqXEPHz6s9CiJZn0tW7b0+1nSnu9M2rE2DPzNWs6Z74mIxFBUJPcI2LZN/lvkspl36v3LzweOHJF/MjJq/u+ey6JTJ7GPazT4RBQioshYJvBR5BHi933ySiDJycnKa/ewlljX5/5crOsLlrZggj0R5+DBg2jatCm2bNkS9vq0VlFRAQBCpUltlZVAfDxw4gTAGJa9mTG/V1fLP3Fx8g9RuMyS36urgYoKoGFDOahghnK6qMgc6VRTsLKoshKoVw+oqpL3i+++0Xp/hcrrWpSjZmpbsB6xFrOU7WZTUVGBunXrGp0MS7NM8eN+mgsAJCQkhPWZevXq+f28COsLti4SV3W13Biprq75X1yc3BhjZU9mVF0tN6498zSRlcTFAXXrApLEclpkwcoi0etZLcpR0bfZE+sRIhKBZXp8JCUlKa/Ly8vD+kxZWZnfz4uwvmDrCmbfvn0B33P3BunSpUvY69OaO1osUppikZsrjzHet08eP0vkyYz5nd2pKVrh5nfmMQpHOPnEqLwUKq/bPY/bffutxoxtGTNgbw/tWSbw4fQY8FpcXBzWZ0pKSpTXDRo0EGp9wdZF4uL4a7IazkdDWnNPSrlvn7nyGi/m9BVOWSRqXrJ7OarX9pvxnDRjmonMygQd5MLTrFkz5XVRUVFY82Ls37/f7+d9/z5w4EDIdRUWFnrN45HmU3pFur5gaSNx2XWmdDM9FYG88dj5x/2iHxECxtEcbz5hRTwi5CUyjudExYaX3e3aAQ4H0LUrMGEC8n8vRt7G4yidcBMwahRw1VXAhg0sR4h0ZJkeH40aNUJ6erryBJTdu3cjKysr4PKSJCE3N1f5u1OnTl7ve/6dm5sLSZKCPtJ29+7dyusWLVogNTU14Po8lw1nfb5pIxKNqHfZKDR/x07tO1BmvKMVTp4243aJSIS74YGOd7BjzIts8YiQl8g4Tqcc9GjfXj5vDcsLVVVyJBUAtmwBtmxB2syZtZdbsADOX/Kxb18SyxEiHVimxwcAr0DHqlWrgi67bds2nDx5EoA8lKStz4QM7du3V4annDhxAtu3bw+6Ps/v8xdwiSRt4ayPSCS8ADAvf8dO7TtQZryjFU6eNuN2kX+BjnewY2zXHn4iYg8tAuRzsVMnoLzc4PaIJIW3XFER0t58ynblCM9XMoqlAh+jR49WXn/xxRdBl/3yyy+V16NGjUJ8fLzX+/Hx8bj00kujWt9ll11W6/0ePXogPT0dAFBQUICVK1cGXFdxcTEWLVqk/D1mzJig303isGthzgsA8/J37NQOZKmxPr3PrXDyNAN+1hHoePMYmwODkOSmd3vEb930zTc1r0eMAC67DLjxRuChh4BnnwWWLq15v6pKn4QKhOcrGcVSgY+xY8ciMTERALBkyRKsXbvW73InT57E9OnTlb/Hjx/vd7kJEyYor6dPn670EPG1du1aLFmyBACQnJyMK664otYycXFxuPbaa5W/n3vuuYDb8dprr6GwsBAA0L17d3Ts2DHgshQbtS+mWJiTFajdcFRjfSKeWwz46c/IAFhODjBjhvyTk6PP91N4GKAio+TlyT1M8vI8/nnmqScAgP/8B/lvfYXcR2Yg/46ngQceAH77reb9e+7RKaXi4PlKRrFU4KNZs2a4/fbbAchzeFx33XW15tMoKSnBddddh4MHDwIA+vTpg5EjR/pd35gxY9CrVy8AwMGDB3Hdddd5PW0FkOfiuO666yCd6dZ21113weVy+V3f/fffrwyf+e677/D444/XWmbBggV47LHHlL+fffbZUJtNMVD7YircwtyuPUOIosWGEgHGBsAKCoD0dKBZM/m1CFiXyBiEJKF89FHN623blElXf/oJWLcOKN565tokORlo2tSYNBqI5ysZRYjJTQsKCjBlyhSv/3kGGAoKCjBu3Lhan5szZ06t/z366KP44YcfsGHDBuTm5qJz584YN24cOnTogPz8fMyePVuZALVRo0Z49913g6btvffeQ9++fXHixAl89913aN++PcaNG4e0tDTs2LEDc+bMQWlpKQC5d8ZDDz0UcF1paWl48803MWHCBEiShCeeeAJfffUVhg8fjsTERKxduxYLFy5UgihTp07FJZdcEjR9FB33hHWlpepeTIU7sRonAyWKDCctJMDYAJjLJV+0AEDPnvp/vz+sS4iMlZEhn4cZGR7/bNhQeZnffQScifKkq2lpQEoKUFF+5s2hQ+Unv2iIk3AT1RAi8FFcXIzPP/884PslJSVB3/fkdDrx7bff4pprrsHy5ctRWlqKDz/8sNZyGRkZmDVrFs4555yg6+vUqRPmz5+Pa665Bnv27MHBgwfxyiuv1FpuwIABmDVrFpKTk4Ouz91r5M4770RJSQk2b96MzZs3ey3jcDgwdepUTJs2LYwtpmh4NhZ95rXVBe9eExFFzsgAWGam/APU9LQw+mLCsy6x2gWO1baHrMlvmfTzzwCAqusmoKgyEW3TAFRX4/hni5H4+3akvv0v3dLH4ChRDSECH2pLT0/H0qVLMWvWLMycORObNm1Cfn4+GjZsiA4dOmDs2LGYPHkyGjRoENb6LrzwQmzduhXvvPMO5syZg507d+LkyZNIS0tDVlYWxo8fj6uvvjro4249TZ48GYMHD8abb76J7777Dnv37kV5eTlatGiBiy++GJMnT0afPn1i2QUUgtGBB969JiIyp/x8QR6ZCe+6JDfXWhc4vGAjM8rPB9zZNf7jj9Ck/yhg03Kkvf8+0s70EFf4PFhBC2q1dz0DkURm5ZCkcJ+5RGbXqlUrAMC+ffsMTkmNLWcmgOrSpYvBKSHSHvM72YlV83turjxef9cu+dGZolyUW62HhJm2xzevmyntpK7cXKBtuxA3Qp1OoF074N//BoYM0SdhMfIMrBYVWbNsN5qI12lWY6nJTYmIiLTASSTJzemUn+JgZNDDX34084SBVtseEZ9CRfpwOoHc3RJOX35N7TcTEoD//Q8oLAQ2bTJN0AMwvqc0kRosOdSFiIgoEqHu0LLbvRhEuJMuwlBFq+VHM25PsK7/Rl0kBjo/RDhv7EIpHz6fCex4DKiqkjN3SormE5lqybPcO/OMCCLTYY8PIiKyvVB3aHm3SwxG3kkXqdeP1fKjGbcnWF4Mp7eKFvkpUJrYA8UAcXHAOefIMyI3bChc0EOk8oxIL+zxQaQi3lUhMqdQF14i3OW3u/x84MgR+cfr0ZE68eyV4P7bqLLeavnRjNvjWWZEE1DQopdLoHLMjIEl0pYZe1kRxYqBDyIV6V2RMNBCpA4zXnjZTVERkJWlf0PdXc6Wlnpf6PKiwd5i7fqvRTAiUDnG8o18iRwMY9uWtMLAB5GK9K5I2PgmihwbVebkdMrzAbpf63XsPMvZtm1r/i/qRQOZA4MRZCSR8x/btqQVBj6IVKR3RSJyxJ5IVGxUmVNamjHHzl85K/JFQ7g8e7IkJRkbCAwWjNQzUMmgKJlJfj6Qlye/zsiwTp5l25a0wslNiUzMzI/7iwUn5aJYsFFlXkYcO6uWs+4gUkGB8RNfBpt8U8+JOfWeBNSzLmO9RpHKywNOngQqKiLLs6LnNauWuWQ8Bj6ILE70Ci4anKGeYsFGlXr0Ll947NTjDiK5XMYHAoMFtPQMdhkxXDUhAdi2Tb6IZb1GkUpOlsvfSPIs21BkVxzqQmRxIj2JQC16Nk7Z9ZkoMLsPG4q0fBCpPBFpuE6wtOiZTiOGq27bBrRvDxw4YHwAiswlI0MuT84+O7J8y16PZFcMfBCZWDiNaN9H7pn9IkXvCwcr7DMRiHTBR+qxewM60vKB5Yk6rFKeuNNeVGStORqsRtT8Fm2gTqSgJ5GeONSFyMTC6a7o2TXcChcpenfRtMI+EwG71lqT3YeeRFo+sDxRh5XKE7ufQ2ZgpfxGZGfs8UFkYpE2oq0Q5df7wsEK+www/o4VL/jIiiItH6xSnhiN5QmFS426zyr5zeh2AJHR2OODyMTseKfIjtusBrXuWEU7mSWPG0Xl888BhwNo2BC47Tb558IL5f/dfz9w+DAgSUanknTG8oTCpUbdZ5b8Fqp+Zs8VsjsGPoiIbCDaO1a+DSk2nEg3FRXAuHHy68JC4LXX5J+1a+X/Pf88kJ4OtGghL0tE5MMqvTXCEap+ttO+IPKHgQ8iIhuI9o6Vb0OKDSfSzYIFtf5VPHh07eUOHQIuuUSHBJEarPiIdRKXWXprqCFU/WynfUHkD+f4ICLT47jV2Lj3X2kpkJTkvR99G1Kco4B006mT99/bt6O48Tk4uXQFWlxzMZCYCJw+Lb/n7gVCwuOTbYi0YYX6me050hJ7fBCR6XH4RWzc+6+goPZ+5B0iMky7dkBWFgCgeOBI5Dc+B2lpQJ2B/ZC7W0L+nlLg66/lZaurjUtnFOzc64G9xojIl7tMzMtje460w8AHEZkeG9LhyckBli2Tf3tyOoFNm+Sb55s2cT+SumK6yD/3XABAUv14pSFcVAQkJADbtgHHKxvI/ywvr+n9YQJ2DtYymEpEvtxlIsD2HGmHgQ8iMj02pMNTUAB07y7/9pSWBjRtCgwaJP82y360811zM4npIr91awDA6VMVSkN43z5gzhygqgoodni0jt94I6JVG5l/zBKs5TlGRHpwl4kZGWzPkXYY+CAyMTZKKRIuF5CdLf/2ZZYLMU92vmtuJjHlrTryVGTJxQVKQ7i6GrjsMvlJtgm9u9Use/BgRKs2Mv+YJVjLc4yI9GCWMpHMjZObEpmYFSeJ48RW2snMrHntu5/9TYoW7FiIcJzMGKyxo5gm3HM45N/Z2cCRI0DTpnC5gD17gK5dgbSEE7WXDRPzT2jcR8G5y8HqaiCOtxKJiITGwAeRiVmxUWrFYI6IwtnPwZYR4ThZYQZ7CmHkSOCpp+TXPXsCQ4eibSnwpwqgbl0AX31Ss+yYMRGtmvknNO6j4Nzl4C+/MPBBRCQ6Bj6ITMyKjVIrBnNEFM5+DraM53si9P7IyZHnLnG5vHu2kMn16gWkpwOHDgG//w68+SaSACT5LnfeeUCfPgYk0F5EONdF4i4HGfQgIhIfAx9EJBQrBnNEF+hiJtix8HwvN9f43h/uiVuzs435ftLQO+8As2cDkgQAKD0NVFYAdeoCSYmQu37ccouxabQwz/JBhJ5eaoslmOMuB7ds0SZtZG0MJBLpi4EPMgVWDiQSK+RHzwsYoPbFTCTbKEIvnWATt5LJjRwp/5xRq7cHacqzrBDhXFebFYM5ZA7Me0T6YuCDTIGVA4lEi/yodzDF9wLG92Imkm0UoZcOh7cQacOzrBDhXFebFYM5ZA7Me0T6YuCDTIGVA4lEi/yod3DP9wLG83V+vvwAjSNHgIwM7dNCROKyYrDDk9W3j8TFvBeaFXrYkjgY+CBTYOVAItEiP4oU3MvLA1JSgMJCnndERERkDPb4JjUx8EFEJAAG98iMor0bZ7e7eHbbXiKKnd3LDfY+JbXxAVxEFLP8fPnJHvn5RqeE1JCRASQkmKOhwbxnLPfduKIifT5nVnbbXqtQq3xhOUXRyMsDysvl33ZUVARkZQFNm9oz8EPqY+CDiGJmxUZ9fj6wbp38Y7fGaloa0LZt9A0NPRv5Vsx7ZhLtEK1YhnaJdBEZblpEGsqmNZGOT6wClS+RbiPLKbFYKY9amZ3KTdIHAx9EFDMzVE7RNFRTUuSfSBqr4XyP1RtdejbyzZD3PLmPfU6ONfJAtEGyWIJrIl1EhpuWWIOJZiLS8YlVoPIl0m00WzlldWbJo2bqfakFO5WbpA8GPogoZmaonKJpqBYWyj+RNFbD+R6zNLqipWcj3wx5z5P72BcUWDsPaEmki0iR0iIKK+2TQOVLpNtotnLK6oIdP5FuTGiVb0TaRiI9cXJTIrKFaBqq0TQ2wvkeK10Y+MOJWgNzH3uXy9p5QEsi5S+R0iIKO+wTO2yjlQU7fnZ4iogdtpHIHwY+iMjy9JwZPZwGMRvN9qX1sbf7UwD0wv1MZE1WvzEB2GMbifzhUBciG7Fr90arDy0hcmNe1wf3M5E12WFYkh22kcgfBj7IFOx6wa42uzbWeXeD7IJ5XR/cz0RENdhOJzPgUBcyBY5HVIddG+scWkJ2wbyuD732czRDajgMh+yGed54bKeTGbDHB5mCXS/Y1cbujURE5hFNLz279uwj+2KeNx7b6WQG7PFBpsC7mMbgXRQiIuNEczHBCxCyG1HyvJ3bTGynkxkw8EFEAbHrIhGRcaK5mOAFiDjsfCGsJ1HyPNtMRGJj4IPIg5qNFCs0eES5i0JE5JaTAxQUAC4XkJlpdGrIzLSup3khrB0R21ixtJlE3B4z4n6kYDjHB5EHNceJWmHMKecEsSbOvk5mVlAAdO8u/yaKhVr1dHU1UFlZu0x1XwiXlrLMVZuIbaxY2kx5eUB5ufw7WqzbxcwXJA4GPog8qNnDgb0l7MGMDQ02DMRkxrxkBJcLyM6WfxNFwvccU6uerq4G4uNrl6nuC+GkJJa5avM8dv7KTjuWp6zb2fam4DjUhSwl1i5uao4TFWXMKWnLjF2Z2TAQkxnzkhE4vCW4/Pyau8YZGcxLnnzPMbXq6bg4oKoqcJnKMld9nscuN7d22Wm28jQjQ05zRkb064gmn1ltaAjb3hQMAx9kKWar6Eh9elfiZmzQsmEgJjPmJTKeb5lXVCT/79gx+Wf4cKNTKA6tzrG4OPknULnKMldb/o6r2cpTNfJINOtgu5nshIEPshSzVXRGs1qkH9C/EmeDltTCvETR8C3znE7gjz+Ac88Fjh83OnViscI5pmW9bdY2gb/jaoVjrQe2m8lOGPggS2FFFxmjIv2BGldqNLpYiZMdmfWChWJXWgqsWuU950mbNnLQo0MH49JF2oik3o60XODdf5MrLKyZ9fnkSeDTT4GsLODIEaCiAkhNBa6+2quBxHYz2QkDH0Q2ZlSQIFDjSo1Gl4iVuLvxWV0td4cmUhsvWOwrKQno00c+9oCcFwYNkv9u29bYtNlFdbX8k5+v/fkXSb0dabnAGwcmtns30KULUFISfLnJk+UDPHq0PA7uhhtUSwID8CQ6NsGJBKTXbORGPa42UOPKqo0ud+OzutrolJBVWfXcodB8j71V8oKZnsoR6KkuWoik3o40L/AR9ib200+hgx5uRUXAJ58AEycC//iHakkQ8akyZipHSHsMfBAJSMTKQ02BGldWbXS5G5/s7UFaseq5Q5GzSl4wUz0Y6qkuRrFKXqAw1PHoxL9qlTzMZfNmeZhLYSFQXg58/LHcHczTV1+plgQRg65mKkdIexzqQiQgESsPO9Cqm6Z7+M2WLeqtUw3slkpkflYd5mSmejDUU120wjKcAMhdjj79tObv334DbrxRzh8nz5xDpUBRr2vhHHwt0lxSzZ2YPn1US4aIQ43NVI6Q9nj/kUhAvEtjDLvdGbDD9rKbK1mdVRv2rAdDM7IMZ9kqkHXrgG++qfn7ggsA1OSPDRuA77+XO34UFQH5BQ4UD71CXtZzVmQLYjlCnhj4ICI6w6oXEIHYYXvtENwhe2PD3r6MLMNZtgrEPbMxgIKnXpcnOUVN/igtBXr3BrZtk/+XlwdUV0nyByorDUiwvnJygGXL5N9kbxzqQkR0hojdNLXku71W7DYdy4WBFfcHxcZKecJK22JXRtZZdgicR8OQ8yo1VXkp3XxLrbebNAH27AG6dpXTtGdnORr88JX85ubN+qTRQAUFQPfuQHa20Skho7HHBxERAbDmHbxY7oZbcX9QbKyUJ6y0LaQ/9jTyz5Dz6sgR5aX7eOTnyz08EhLk9AwYAGRmAjh0CF3/MbTms0uX6phQY7hcctDD4qN6KAzs8UGmwbtTBESXD5h3wsM7eN64P8iXlfKElbaFSBSGnFdvv13zev9+oGVL5OUBdesC69cDffsCeP99YOpUoLQUCZ6fffllHRNqjMxMo1NAomDgg0zDqjPXW5GWgYZo8oEeeccKwRW7DfUJhfuDfGmVJ4woP9zb4p6k0oxllx77zQplO+nHkHrjxReBrCz5dXEx8vPl+EdaGtCyJZDWsAyYNMn7M/HxwMaNQOfOOieWyDgc6kKmwbtT+ot21nYtu3pGkw/0yDtm7TbOmfmJjGdk+WHWsguILe3hln1m3j8UPVPVja1a1bxeuBDSnM9xccHnaPj95+j4y+fAsGE172dmAjt3Anv3MuhBtsMeHySUYHdWQkXReVdGHZ77MdqeEloGGqK5m6LHHRizBubYk4pIXdHURUaWH+F+t4h1bCz7LdyyT61jI+L+o8DCyR/CHNM4j/vYd9yBZmdeNvG3bHY2kJioQ6JiJ8z+Jctg4IOEEstFGC/g1OG5H4M1+GIJUlmRWbfZrAEbNohIVNHURUaWH+F+t4h1bCz7LdyyT61jU1QkTzS5bVvNekNhOaeNcPZrOPlDmHOiUSPgL38B5s8PvExyMvDKK2EHPUTIe8LsX7IMBj5IKLFchJn1Ak40nvsxWIOPFZI1mDVgY8X8J0JDk2Jn1brIatuld9nndMpBj/bt5fPcrMEms3M/7STUcQgnfwh1Trz7rqqrEyHvCbV/yRIY+CChxNIQMesFnGjC3Y+skMhIVsx/IjQ07U6N4JNV6yKrbpde3PvOnb/CYcVyzmhFRXLQY9cuoFOn2NZl5XNChLxn5f1LxmDgg4iiwgqJjGTF/CdCQ9PuGHwiLUVablmxnNOTv0Cme/6yTp24b4Nh3iMrYuCDhGVEt292NSeyBxHP9WgbmkCGISEAAQAASURBVCJui1kx+ERa4rmqL3+BTF7QE9kXH2dLwjLiEXJ8bJ2+RHhcnAhpEIld9oeVznUrbYvR0tKAtm15YUTa4LmqLwYyicgTAx8kLCMqLFaS+hKhERhrGtQMFIgQdPB88oCVgx9WOtettC1EsRChDA2G56q+GMg0P9HPaTIXBj5IWEZUWKwk9SVCIzDWNKgZvDEyEORuXJSWypO+uWe8txr3dgLWOddZbpGhJAlYswbo3l0uTCXJ+0dHIgTTg+G5qq+cHGDZMvm3mfBiv0Yk5zT3G4XCwAcRGUaPRmCoijDWNKgZvDEyEORuXCQlyZO+lZdb866k6BdGntiII6EVFgJZWUBcHNC7N/Dzz8Cf/iT/7f4ZOBCortYtSSIE0+0s2jJLq7KuoECOxxUUqLterZmpntJaJOc09xuFwslNicjStH5Kg5oTpRk56Zpn48LKk7+Z6cKITxghYZ08CaSmhl5u+XLg4EGgZUvNkwRYu+wSRbAJWqMtszyHWALqHUOXC8jOln+bSaB6KidHDuK4XEBmpjFp01sk57SZ6ncyBgMfRKQLo2azZ0XoLdBxsMsFg5m2k3mXhPX7795/L12Kg7uLUZbcGHA4kHjiENKnXGFM2khTwYIb0ZZZpaXyaKlOneT1q1VGmzU4EKiecvdgyc7WP01mYKb6nYzBwAdRDPhouvCpcfc6mv3NitAbexGYh155l+WYmExzXI4eBRo3RnwnID9P/lfbOnsNTRJpJ1hwI9oyKykJuPhieX6pFi1iT6PVuMuCuDhz9mAhEgUDH0Qx4EVk+GK9e52fL3eDdU+6yf0dHfYi0J5pLljPYDkmJqGPi+ekpXXrApWVQCXQNFXO901PVxqWNKsSpVxRKyDruT1OJ5CXB5w+Lf92fw/J3GUBIM9JRkTRYeCDKAb+LiJFaZyIJtbGUlGRHPTYtUvuDkvRsUsPGCPPQyMuWGPZXgbDxFRaCqxaJejd3c2ba16npAAA0s78kDaEDoRFwXN72raV/z6TlXhzw4fTCWzaVPOa+4YoOnyqCwnLDE808H0iiLtXQkICZ5VWm9MpP2mkUydW+hSakbO7GxFIiGV7rf6ITTPUJf4kJQF9+si/TSs9HWja1OhUWEIs5YqI54Dv9pSWAtu3yz0+GIT1lpYmn0ZZWWxbEsWCPT5IWGa8uxFLrwT2FAnOLj0VSB1G9mIwIq+y10ZgZqxLgPCOqWH1xqhRwGuvya+7dcOxE3EoLZWDNI0beyx3zjlAvXo6Jsy6YilXRDwH3OlwX8gnJQEjR9akkW0ibyzjiWLHwAcJy4yFvNMpV9TR9EoQsWFCZFZ2C5TZbXsjYca6BAh+TN0XhUeOyHeBda83mjYFpk5V/mwcZFEynqjngGe7xzeNbBN5YxlPFDsGPkhYZizkY0mzqA0TIhID74AGFmzfmLEuCcV9UXjkCOsNCk3Uc8Dd7iktrfnbnU62iYhIbQx8EAlC1IaJyCK9EOSFo715Hv+CAvnH5QIyM41OWXh4BzQwu+0b90VhRoY9tpesyd3uyc2tff6yTUREauPkpkRkWpFO6GjkhJdkPM/jX1AAdO8u/zYL3gENTJR9o9ckklafkJbsRZTzl4isjT0+iMi0Im0ssXFlb57H3+UCsrMFfVRoACLdARWt95Qo+8ZuPU+I1CDK+UtE1sbABxGZVqSNpUiXz8kx33AICszz+LORHRte4PvH4CoREZGYGPggooBEu6urN/dwiOxso1NCJBZe4PvHO9dERERiYuCDyASMCkDY/a6uGYdDEOmBF/jisXugmsiOeN4ThY+BDyITMCoAYfe7unYc3sJGlFh4PChcdg9Uk1hYdumD5z1R+PhUFyITMCoAIfKTA/R6eoLd8Mk3YuHxsCYtyi+zBapZhlsbyy59mO28JzISAx9EJiByAMIobFRpg40osfB4WJMW5ZfZ6gmW4dbGsksfZjvviYzEoS4kHCt1j7TStohGlEaV7zGO5piLlE84d4NYeDysSZTyy0jcB9bGsouIRMMeHyQcK90FstK2iEaUuxy+xziaY858oi12qSfRiFJ+GYn7gIiI9MTABwmntBRYtUr+HYgRFzLRfCfvaFmf7zGO5pgzn2iLgSWKFYNnRERE5sahLiScpCSgTx/5QjAQI2axjuY72dXT+nyPcTTHnPlEW2YPLIk0FMqu1Kxz3MeztFSu7/wdV7scc7tsJxFph+UIhYs9Pkg44VykOJ3Apk3AkSP63YEz+8UTUTiseGfb7F3q2WPFeGqW/+7jWVAQ+Lja5ZjbZTu1FGuZbcUyn+xlyRJg5Urgyy+Zlyk4Bj5IOOFcpKSlAU2bAllZ+jWYRLh4YgOFtMYLEeMEOr+1CrqyPAmfmuW/+3i6XIGPq10C7XbZTl9qnnuxltks88nsjh8HzjtPPp+YlykYDnUh07Jjg8mIIT5kD57d7+12Xoki0Pmt1VAolifGCOd4GjH8zYgnUoXaTqt2YVfz3Iu1LWTHthRZS2Ym8OuvQJcuzMsUHAMfZFp2nBfBig0UqzZszcazId62rdGpsSe9z28rlicUvWguxrUOnlk1OKfmuRdrW0jvthTrfFLbxRcbnQIyCwY+yJKsWrFaMdhj1YatCCI5D3gRbDw1zu9IjrkVyxOKnohPpDKqXNK6DRHtuWeFtg3rfCIyCgMfZEmsWM1DhAtuKzQm/YnkPOBFsDWw7LMvrYedqPWZaNevZzkt6nkkaroiIUKdT+oK50lVRCLg5KZkSaxYtafW5GwiTBpr1cndeB7YD4+5ffmWY1abvFbPclrU80jUdEVChDqf1BXOk6qIRMAeH2RJvHutPSvceXKzQmPSH54H9sNjbl++5ZiVymhA33Ja1PNI1HSRvYXzpCoiETDwQURRsVKwwOqNSasO5SHxeOY10pdvOWalMhqwfjlNZFY8N8ksGPggy+LFnrYiqejMfCzMnHa3oiIgIQHYtk3+W+TtsML+NoIo+82zlwEZy0wXI6LkXyIisi7O8UGWZdV5G7Sg9VhwMx8LM6fdzekEdu0C2rcXfzussL+NIMp+s1ovAzMx85weouRfIiKyLvb4IMtiAzx8Wo8FN/Ox0DLtOTnyZGAuF5CZGftygbiPqRmGIDidwKZNNa959zc8opxjnr0MDh0yNi12Y+Y5PUTJv0REZF0MfJBlmambr1E8H0GmZaPTzMdCy7QXFADduwPZ2eEtt3hx9I+KM8sxSEvzvoArKKgJ+rhc7A4fiCjH125zfBgxRCPQd5o5eCBK/iWyEw4xI7vhUBeyBX9dgM3cLVgt7rkfCgqMrfjseixcLjno4XKFt1xSkj26g5eWAqtWyb/dQZ+CAnaHNwO7HSMjtjfQd/IxoUQUCbuV10Ts8UG24K8LsJm7BavF6ZQnvHTP/WDUfrDrsQh32Ip7ufx8897RjURSEtCnT83j8dzBITPf0bYLz2Nkh8a0EXmS5wERqYFlCdkNAx9kC/4Kd7sW+P66NhrdNd19hz9UzweRxDrvRjTs0h3c89xs29b7PbNvv9W7Ftttjg8jzkm7lAPhsvo5RfakR75mWUJ2w6EuZAv+ugCnpdXclbTTEAvfro0idI923+FPSjIuDZHyHIJB6hIhT2qFXYuJ1GW2cyonB1i2TP4N2Heop5HMsM/Nlq+JzICBD7IdzwrPjhWLiD1dRExTKOHOz2EkMzTu7MaMeZ1IZGY7p3yD5nZshxjNDPvcbPmayAw41IWEFktXv0Cf9ZxPwo4Vi4hdG0VMUyhaDm9Rq4urXedOEZkoeZ3DAwhgPtBKsP3qGzS3YzvEaLHsc73OGVHqCiIrYeCDhBbJhZtvZeR+Ysm2bfL77s97VnjRVixsLJKW1ApYsEFtHWqVOe71HDkCZGUxKGZ3VgiOirgN7jRt2gTk5cn/y8iQ0+cbNOcFrv5i2eci5jciCg+HupDQIrlw8+266HQCu3bVPLHETY35A8zQTZLMS62AhZXnyrAbtcoc93oABsXIGsFREbfBnSYASEmRf9hesAYR8xsRhYc9PkhokUTlfSsjLZ9YwoqPtMQ7gPYSTm8Otcoc93rcd5/J3qxQ1oiyDdXV8pxKnr1JnU7vHh9kfqLkNyKKHAMfZBn+KiOtKqiCgppHmUayfg6RISJfgbpO+5YXapQZbLST3ehV71ZX1z6PRTrf2P6wHx5zIm8c6kIUhWgfZcohMhQNPp3F2nx7c7iPd14eywuqwXIgOnrVu3FxYvcEFb39wfytPtGPOZHeGPggikK0jzLlEBmKBhsv1uY7Fwvn4SB/WA5ER696Ny5O7DmVRG9/MH+rT/RjTqQ3DnUhioLLBSQlRV6ZiNTtlcyDjRd74Twc5A/LgeiYud5Vc6hCsP0gwpAI5m/1mSXvi5D/yB4Y+CCKgl0eZ8bKSAxmabyQOrQ83jynzYvlgP3o1dYQoU3Dcs++RMh/ZA8c6kIUBbvcmWDXU7KanBxg2TL5tx3xnCYyD73aGlZv0+TlAeXlNU/YIbFYPf+RONjjgygKdrnzxsqIrMY9MXF2tjrrM9udRJ7T5mW2vEax06utYZc2TTR43mmP+Y/0wh4fRBSQ76SLRuFs76SWaCcmDsRsPShEOacpcmbLaxQ71n3qyMgAEhLk35HieUdkHezxQUTCM9v4T94hEldmprrrYw8K0gvzmv2Yre5Tk14Tu4bC847IOhj4ICLhma3hYefGquhycuThLi6XOkEQfw1qBr5IC2bNa2ZIo6jMVvf5E+3xF6Ue5TCM2PD8J5FwqAsRCc9s3fOt0Fi1KvccHwUF2qw/Px/Ytk3uVs2u0aQ1M3TDN0MaRWW2us+faI8/61Fr4PlPImGPDyIilfEOkbjUnuPDV1ER0L49sH490LIl73KRtsxwcWiGNJJ2oj3+rEetgec/iYSBDyIiso1gw1vU6JLrdMrraNkSyMoCNm1iN1/SjhkuDs2QRtIOj7/1VFfLP/n5oY+t+313jw/mBTISh7oQ2RBniieRGZU/1eiS6+6anpEh3+UC2M2XrIN1BwXCvGEMPfe7+7sqK4H4+PDrNQ53IVEw8EFkQ6yESGRG5U81u+T6BkDYzZesgHUHBcK8YQw997v7uwCgqiq8ei0/HzhyRO79yHqQjMahLkQ2xDGXJDKj8qcWXbLZzds68vOBvDz5dUaGPY8r6w4KhHnDGHrud/d31akDxMWFVwYWFcnDPo1+Og8RwMAHkS3xYoxExvxJIioqAlJSal7bMY/y3BSbkY8OZd4whpb73Tc/uX+2bAl/HQyIkUg41IXIJDh+lojIOE4nUFgo/1i1Ec96xtw43MQ4Vjx31Jz3yqigmBWPC0WPgQ8ik2CDhsg/NmxID2lpQM+e8o9V72yznjE33l3Xpj4IZ51mPncCbZ8V8pOZjwupj4EPIpMIpwLiBaC58Hipw64NG+YfUpsVLnRElZMDLFsm/45FsPPe6LvrIoi0PgjnuISzTjOfO4G2zwr5yczHhdTHOT6ITCKccZzuyouTSJmD5/Fy/23E2Gyzs1PDxnPMNc93UpsZ5mkwch6LWBQUAN27A9nZ4X/G37byvA8u0vognOMSzjrNcO4EYuU61PO4mLXsIPUw8EFkIVauvKzI83hp0Zi1SyWvVYNTxP3nmU94vmtLxOMvMr32l1kv/F0u+eLa5Qr/M/62led9cJHWB+EcFzMHNcJh9e1zM2vZQeph4INszWoNWytUXlY7JsH4Hi+1G7P+Knk77d9YidhI8rzoscL5LjIRj7/I9NpfZr3wz8yM/DP+tpXnvbr8HRfWk9Zk1rKD1MPAB9maUQ1bVqqB2fViQ4vGrL9K3q77NxoiNpJ40aMfEY+/yPTaX3Y6B+y0rSKJpJ60c3vObNvO84kY+CBbM6phy4vPwCI5JmardPXmr5K32sWclnmAjSR74/GPjB77i2U+6SGSetLO7Tk7bzuZEwMfZGtGNWwDVaps1EV2TFjpRs5qF3N5eUBKivzbStsVKZYdZAcs80kPkdSTVruZEAk7bzuZEwMfRAYIVKmaoVEn0gWWb6UrUtrIGDk58iz9Lld0Y+rNygxlh9VZofwRfRv8XWiJnmaKjlmOq9VuJkTCzttO5hRndAKIqIYZoufhPM9eL2lpNU9EcTeSREkb6SMjA0hIkH8DNY8mLCgwMlX6M0PZYXVWKH9E34a0NKBtW/l3fj6Qmyv39hI5zRQd0fMiEZkPe3wQCcQM0XPRLrD4eE978z1nonlkpBWYoeywOiuUP2bZhpwcYPNmoFMn+W8zpDkSZuntoCWz5EWzYd4iO2Pgw0CrVq3Ce++9hx9//BH79+9HQkICzjrrLIwaNQo33XQTMty3MIkEItoFFh/vSXYb3sKGq3rU3JdWKH/Msg0FBUDv3sDq1cCQIeZIcyQ4dM08edFsmLfIzjjUxQBVVVW4/fbbcdFFF+Hdd9/Fzp07UVJSghMnTmDLli149tln0blzZ3zwwQdGJ5VIeJ5dnyk4d9fw/HyjU6Iuuw1vsUoXcBHyo1X2pd24XMCePUDXrtYs+9nbgbTCvEV2xh4fBrjtttvwxhtvAAAcDgeGDh2KXr164fTp05g/fz62bt2KoqIiTJo0CfXr18e4ceMMTjERiSDWu9PR3ukRvYeB3Ya3WKXhKsKdR6vsS7uxes8u9nYgrTBvkZ0x8KGzBQsWKEGPevXq4fPPP8fIkSOV959//nk8+uijeOqppyBJEiZPnoyBAweiSZMmRiWZiAQR64VitBd5IlygBgu+WP0iyJdVGq4iBB1E35eiBx2JSCwsM4gC41AXnT300EPK68cff9wr6OH25JNPYtiwYQCAkydP4oUXXtAtfUR6EKGLuxnFeqEY7bAgIy9Q+eQG6+IwtdA4FMce1KwTWb/aG8sMosAY+NDRr7/+ig0bNgAAGjRogNtuuy3gsg8++KDyeubMmZAkSfP0EemFFXNk3A1ZwJgLRSMvUN15BZCDL6WlbNSTfYjQK4a0p2adyPpVHe56NyfHXHWOVcsMBvRIDQx86Ojrr79WXg8bNgzOIKXSxRdfjKZNmwIA9u/fj59//lnz9BHpJVDFzIrNPzs3ZN15JSNDDr4kJdl3X5D92L1XjJnqhOrq6NOq5sWqVS989eaudwsKgIQEYNs2c+RDq5YZdm4HkXoY+NDRxo0bldd9+vQJuXzv3r39fpbsQ+tGn1GNykAVMys2/+zckPXNK3beF0R2Y6Y6obo6+rSqebFqxIVvTg6wbJn82yrcdY3LBezaBbRvb458aFWs+0kNnNxUR9u3b1det2/fPuTynst4fpbsQ+tJJUWYtNITKzb/RJ+AUU9W3heclI7Im5nqhLg486RVbe5HimdnG50S9XjWNZ5lMxnDynU/6YeBDx0dOnRIed2iRYuQy7ds2dLvZ8k+tG70idaoZMVGdiZaIJLIaGaqE+Li5J4WdmT1R4qbKR8SUWAMfOioyKOPXP369UMun5ycrLw+depUWN/Ryj0LoB8HDx5E06ZNsWXLlrDWpYeKigoAECpNIioqArSMfWm9fpIxv1Mw1dXAL7/IF1BWyCLM72QXzOtA48ZAVZU1yi4KjvldGxUVFahbt67RybA0Bj50VFpaqrxOSEgIuXy9evX8fpaIiKwnLk7+ISIiIiJ1MfCho6SkJBQXFwMAysvLQy5fVlbm9dlw7Nu3L+B77t4gXbp0CWtdenBHi0VKE5FWmN/JTpjfyS6Y18lOmN+1wd4e2uO9JR15Pr7WHQAJpqSkRHndoEEDTdJEREREREREZGUMfOioWbNmyusDBw6EXH7//v1+P0tERERERERE4WHgQ0edOnVSXu/evTvk8p7LeH6WiIiIiIiIiMLDwIeOsrKylNerVq0Kufzq1av9fpaIiIiIiIiIwsPAh45Gjx6tvF64cGHQeT5WrlyJgoICAECLFi3QvXt3zdNHREREREREZDUMfOioU6dOOP/88wEAhYWFeO211wIu+9xzzymvr7vuOjgcDs3TR0RERERERGQ1DHzo7Omnn1ZeP/bYY1iwYEGtZR5//HF89913AICUlBTcd999uqWPiIiIiIiIyErqGJ0AuxkxYgRuvvlmvPXWWzh9+jRGjBiBYcOGoVevXjh9+jQWLFiAzZs3AwAcDgfeeustNG3a1OBUExEREREREZkTAx8GmD59OuLj4/H6669DkiQsWLCgVs+P+vXr45VXXsHVV19tUCqJiIiIiIiIzI9DXQwQHx+P6dOnY+XKlZg0aRLatWuHpKQkNGzYEJ07d8b999+PrVu3YtKkSUYnlYiIiIiIiMjU2OPDQH379kXfvn2NTgYRERERERGRZbHHBxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWU5JEmSjE4E6SMhIQFVVVVo3ry50UlRVFRUAADq1q1rcEqItMf8TnbC/E52wbxOdsL8ro2DBw8iPj4e5eXlRifFstjjw0bq1q2L+Ph4o5Ph5ciRIzhy5IjRySDSBfM72QnzO9kF8zrZCfO7NuLj4xlM0hh7fJChWrVqBQDYt2+fwSkh0h7zO9kJ8zvZBfM62QnzO5kVe3wQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXH2RIRERERERGRZbHHBxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXABxERERERERFZFgMfRERERERERGRZDHwQERERERERkWUx8EFERERERERElsXAB+lu1apVmDx5Mjp06ID69eujUaNG6Nq1Kx566CHk5eUZnTyyoP379+Orr77Cww8/jGHDhqFJkyZwOBxwOBzIyMiIeH2SJOGzzz7DmDFj0Lp1ayQmJiI9PR39+vXDtGnTUFRUFNH6Tp06hWnTpqFfv35IT09HYmIiWrdujcsuuwyfffYZJEmKaH15eXl48MEH0bVrVzRq1Aj169dHhw4dMHnyZKxevTqidZF5lJeXY8GCBbj33nsxYMAApKenIyEhAQ0aNED79u1xzTXXYM6cOaisrAx7nczrJKpt27ZhxowZmDJlCvr27Yv27dsjNTUVCQkJcLlc6Nu3L+6//3789ttvYa+T+Z3M6N1331XaNA6HAwMGDAjrc8zvZDsSkU4qKyul2267TXI4HBIAvz9Op1N6//33jU4qWch9990XML8BkFq3bh3R+g4dOiQNGDAg6DrbtGkjrV+/Pqz1rV27VsrIyAi6vkGDBkn5+flhre+9996T6tevH3BdDodDuuOOO6SqqqqItpvE9sYbb0ipqalB85H7p3PnztKWLVtCrpN5nUTWsGHDsPJ7fHy8dPfdd0uVlZVB18f8TmZ04MCBWmV///79Q36O+Z3syCFJEYbfiKI0ZcoUvPHGGwAAh8OBoUOHolevXjh9+jTmz5+PrVu3Ku999tlnGDdunJHJJYu46667MG3aNK//NW7cGMeOHQMAtG7dOuyeRiUlJejfvz+ys7MBAElJSRg7diw6dOiAw4cPY86cOTh8+DAAoEmTJli9ejXOPvvsgOv79ddf0adPHxw/fhwAkJ6ejrFjx6JZs2bYsWMHPv/8c5SWlgIAevXqhaVLlyIpKSng+mbNmoVrr71WuavSuXNnXHrppUhMTMTatWuxaNEi5b3bb78dL7/8cljbTeK75ZZb8OabbwIA4uLikJWVhd69eyM9PR3l5eVYv349Fi1ahOrqagDyObBixQp06tTJ7/qY10l0qampOHnyJNq1a4cuXbogPT0d6enpiI+Px4EDB7B06VJs375dWf7666/H//73P7/rYn4ns7ryyivx5ZdfIiEhAeXl5QCA/v37Y9myZQE/w/xOtmVUxIXsZf78+UqUtl69etK8efNqLfPII48oyzRs2FA6cuSIASklq3niiSekoUOHSg8++KD05ZdfSn/88Yf0+++/R9Xjw7P3SJs2baSdO3d6vV9UVCQNGzZMWeaiiy4Kur4LL7xQWXb48OFSUVGR1/s7d+70uoPy8MMPB1xXfn6+1KBBA2XZRx55pNYy8+bNk+rVq6cs8/3334e97SS2v/3tb1J6err07LPPSvv37/e7zIYNG6Q//elPyvHv3bt3wPUxr5PoPvvsM+nQoUNBl5k5c6aUkJCg5IMffvjB73LM72RGs2fP9soX7tehenwwv5NdMfBBurjggguUAuq5554LuJxnQfuPf/xDxxSSnUQT+Dh8+LCUlJSkfG7VqlV+lzt+/LiUnp6uLPfdd9/5Xe7rr79WlklPT5eOHz/ud7lVq1YpyyUnJ0sFBQV+l/v73/+uLDds2LCA2/Hcc88py/Xs2TP4RpNprFu3TiopKQm53Pr1672GG27atKnWMszrZCX/+Mc/lHxwyy231Hqf+Z3M6NixY1KzZs0kANLEiROlpUuXhhX4YH4nO2PggzS3fft2pXBq0KCBdOrUqYDLLl++XFm2ZcuWUnV1tY4pJbuIJvAxffp05TODBg0KuuwTTzyhLHvdddf5XebPf/6zssyTTz4ZdH0DBw5Uln3rrbdqvV9dXS01b95cWebHH38MuK5Tp0553U3ZsWNH0O8m6/G8O/fGG2/Uep95nazEs8fp8OHDa73P/E5mNHHiRAmA5HK5pCNHjoQd+GB+JzvjU11Ic19//bXyetiwYXA6nQGXvfjii9G0aVMA8pM4fv75Z83TRxSOb775Rnl95ZVXBl3W8/158+ahqqrK6/2qqirMnz8/qvXNnTu31vvr16/HwYMHAQAulwv9+vULuC6n04mhQ4cGXR9Zm+eTjNxz3XhiXicr8czjycnJtd5nfiezWbx4MT744AMAwIsvvogmTZqE/Vnmd7IzBj5Icxs3blRe9+nTJ+TyvXv39vtZIiNFko8zMzPRsGFDAEBhYSFyc3O93t+1axdOnToFAGjYsGHACSb9fZ+/c8Lzf57nT7TrI2tzNywB+G0wM6+TVZSVleGVV15R/r744otrLcP8TmZSXFyMm2++GQBwySWXYMKECRF9nvmd7IyBD9Kc56zq7du3D7m85zKenyUyyokTJ3Do0CHl73bt2gVd3uFwoG3btsrfvvnY8+927drB4XAEXZ/nOXHgwAGcPHky4Pp4jlEw+fn5WLVqlfL3RRdd5PU+8zqZXUVFBfbt24dPP/0UvXv3xpo1awAAbdu2xV//+levZZnfyWwefPBB5OXlISkpCa+//npEn2V+J7tj4IM051nItmjRIuTyLVu29PtZIqN45kOn04mUlJSQnwmWjyM9J1JSUryGiLkfMxft+niO2dfDDz+MiooKAPIdNd87dMzrZEaXX345HA4HHA4HEhIS8Kc//QnXXnutche4Z8+eWLFiRa2htszvZCarV6/Gq6++CgB49NFHQwYufDG/k90x8EGaKyoqUl7Xr18/5PKeY3DdXeiIjBRpHgaC52Oj18dzzJ7mzZuHd955BwAQFxeHf//737WWMTpvqr0+5nV7S0lJwSeffII1a9b4vZAyOn+qvT7md+sqLy/H5MmTUV1djc6dO+Oee+6JeB1G50+118f8TpGqY3QCyPpKS0uV1wkJCSGXr1evnt/PEhkl0jwMBM/HRq+P55j9bN++HePHj4ckSQCABx54wO/4bqPzptrrY163h0mTJinDtkpKSvDHH39g8eLF2LNnD2644QZ88803eP3112vd4TY6f6q9PuZ363r66aexbds2xMXF4e2330adOpFfwhmdP9VeH/M7RYqBD9JcUlISiouLAcgR61DKysq8PktkNM98GE4eBoLnY6PXx3PMXvbt24dLL70UhYWFAIDRo0fj8ccf97us0XlT7fUxr9vDZZddVut/1dXVePPNN3HHHXfg448/xqZNm7Bs2TK4XC5lGaPzp9rrY363pq1bt+Kf//wnAGDq1Kno1atXVOsxOn+qvT7md4oUh7qQ5jzH87kDIMGUlJQorxs0aKBJmogiEWkeBoLnY6PXx3PMPvLz8zFkyBDs2bMHADB48GDMnj074N1Co/Om2utjXrevuLg4TJkyRRnStW3bNvzf//2f1zJG50+118f8bj1VVVX461//ioqKCrRs2RLPPPNM1OsyOn+qvT7md4oUAx+kuWbNmimvDxw4EHL5/fv3+/0skVE882FRUVFYY0mD5eNIz4nCwkKvsa9paWkxrY/nmD0cPXoUQ4YMwW+//QZAfoLL119/7dU92BfzOlnN1KlTlSEun376qdcFFfM7iW7GjBlYv349AODVV18Na0LSQJjfye4Y+CDNeT41YPfu3SGX91wm1DPBifTQqFEjpKenK3+HyseSJHk97943H3v+nZubq8y7EIjn97Vo0QKpqakB18dzjAD5sYVDhw7F1q1bAchPtfjuu++8JoPzh3mdrKZu3bro2LEjAPlRt7/++qvyHvM7iW7fvn3K6yuuuEJ5epHvz8CBA5Xlli9f7vXeiRMnADC/EzHwQZrLyspSXq9atSrk8qtXr/b7WSIjRZKPt23bpjyfvkGDBmjbtq3X++3bt1e6dJ44cSLk8+c9v8/fORHpORZqfWRup06dwvDhw7FhwwYAwPnnn4+FCxeG3RWYeZ2sprKyUnldVVXl9R7zO9kJ8zvZGQMfpLnRo0crrxcuXBh03N7KlStRUFAAQI4Gd+/eXfP0EYXDMx9/8cUXQZf98ssvldejRo1CfHy81/vx8fG49NJLo1qfv0n8evToodzFKSgowMqVKwOuq7i4GIsWLVL+HjNmTNDvJnMpLi7GiBEjsHbtWgBA586dsXjx4lp31oJhXicrKSkp8bog832sLfM7iSwrKwsTJ04M+TNs2DDlM82aNfN6z/MJKczvZGsSkQ7OP/98CYAEQHr++ecDLjdixAhluXvuuUfHFJKd/P7770o+a926dVifOXTokJSYmCgBkBwOh7RmzRq/y504cUJq3ry5sv558+b5XW7u3LnKMs2bN5dOnDjhd7k1a9ZIDodDAiAlJydL+fn5fpe7++67lfWNGDEi4HY8//zzynLdu3cPsdVkJiUlJdLAgQOV43vuuedKhw8fjng9zOtkJY8++qiSD84555xa7zO/kxUsXbpUOf79+/cPuBzzO9kZAx+ki2+//VYpoBITE6X58+fXWuaxxx5TlklJSZEKCgoMSCnZQTSBD0mSpHvvvVf5XNu2baVdu3Z5vV9cXOwVvOvTp0/Q9fXq1curgi8uLvZ6f9euXVLbtm2VZR588MGA6zp8+LDkdDqVZR977LFay8yfP19p8ACQFi1aFPa2k9jKysqk4cOHK8e2Q4cO0sGDB6NeH/M6iey+++6T/vWvfwUN7JWUlEiPPvqocrEFQHr77bf9Lsv8TmYXbuBDkpjfyb4ckhRiJhoilfztb3/DW2+9BQBwOBwYNmwYevXqhdOnT2PBggXYvHmz8t4nn3yCq6++2sjkkkUUFBRgypQpXv8rKSnB/PnzAQDJycleXTXd5syZU+t/RUVF6N+/vzJ3QlJSEsaNG4cOHTogPz8fs2fPxqFDhwDIk4itWrUK55xzTsC0bdu2DX379lUmHmvevDnGjRuHtLQ07NixA3PmzEFpaSkAoHv37li+fHnQySk//vhjTJgwQZlgrGvXrhg+fDgSExOxdu1aLFy4UHlv6tSpeO211wKui8zlpptuwjvvvKP8fdddd6Fly5YhP3feeedh+PDhtf7PvE4iu/HGG/HBBx8gPj4e3bt3R1ZWFtLT05GUlITCwkL8+uuv+OGHH5T5CQDg2muvxcyZM+FwOGqtj/mdzG7ZsmXKBKf9+/fHsmXLAi7L/E62ZVTEheynsrJSmjJlihKh9fdTv3596b333jM6qWQhnr07IvkJ5ODBg1L//v2DfjYjI0Nau3ZtWOlbvXq11Lp166DrGzBgQNhDFt5++20pOTk54LocDod06623SpWVlWGtj8whVJ4M9DNx4sSA62ReJ1FNmjQp7DyemJgoPfXUUyHzAfM7mVkkPT4kifmd7ImBD9LdypUrpUmTJknt2rWTkpKSpIYNG0qdO3eW7r//fik3N9fo5JHFqB34kCRJqq6ulj755BNp1KhRUqtWraSEhATJ5XJJffv2lV588UWpsLAwojQWFhZKL774otSnTx/J5XJJCQkJUqtWraRRo0ZJn3zyiVRdXR3R+nJzc6X77rtP6ty5s9SwYUMpKSlJateunTRp0iTpp59+imhdZA5aBD4kiXmdxFRWViYtWrRIeuCBB6RLLrlEatOmjZSUlCTFx8dLKSkpUtu2baXLL79cevnllyMaNsv8TmYVaeBDkpjfyX441IWIiIiIiIiILIuPsyUiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4iIiIiIiIgsi4EPIiIiIiIiIrIsBj6IiIiIiIiIyLIY+CAiIiIiIiIiy2Lgg4goSgMGDIDD4YDD4TA6KaaSkZEBh8OBjIwMo5Oiu/fff1/JM++//77RybG1ZcuWKcfi8ccfNzo5RIr9+/fj73//Ozp37gyn06nk09TUVKOTRkRkWnWMTgARAVVVVVi4cCEWLVqEn376CQcPHsSRI0dQp04dNG7cGJmZmejduzeuuuoqnHvuuX7XsWzZMgwcONDvewkJCWjYsCFSUlLQsmVLXHDBBejWrRtGjRoVVUMqJycH7777LlasWIHdu3fj1KlTSEpKQvPmzXHBBRfgz3/+My677DLExTG2qqZNmzbhq6++AgBcfvnlyMrKMjQ9pI33338feXl5AMALchIC86R+fvvtN/Tt2xdHjx41Oimayc7OxrfffoulS5diz549OHLkCCoqKtCoUSO0bdsWvXr1wpgxY9C/f/+ANxYC/T8+Ph4pKSlo2LAhmjZtiq5du6Jbt24YNmwY2rZtG3Fa8/Pz8d5772HRokXYtm0bjh8/jvj4eDRt2hSdO3fGqFGjMGHCBDRo0CDidRORziQiMtTs2bOljh07SgDC+unXr5+0evXqWutZunRp2Otw/yQlJUnXX3+9tHPnzrDSWlVVJd19991SXFxcyHV369ZN+v3331XeW2Lp37+/sr16mDFjhvJ9M2bM0OU7tdC6dWsJgNS6dWujk6K7cI6h3vnKrjzLzMcee8zo5AiNeVI/Y8aMUfZ1165dpfvuu0964YUXpH/961/SK6+8YnTyYrJhwwbpkksuCbuN0qZNG+mjjz6Sqqura60r0vaOw+GQhgwZIn3//fdhp/fDDz+UUlJSQq67efPm0qJFi9TcVUSkAfb4IDJIVVUV/v73v+Pll19W/hcXF4du3bqhZ8+ecLlcAIDDhw9j/fr1+PnnnyFJElasWIHevXvj5MmTSElJ8bvuRo0a4cEHH1T+liQJhYWFOH78OH755RdkZ2ejuLgYpaWl+PDDD/HFF1/gxRdfxM033xw0zXfeeSdeffVV5e/MzEz069cPLVu2xJEjR7Bx40b8+OOPAICff/4Z/fv3x5YtW9CwYcOo9xMREZEdVFZWYtGiRQCANm3aYN26dUhISDA4Ver46KOPMHnyZJSVlSn/a9euHS6++GK0aNECycnJOHz4MH799VcsX74cZWVl+P333zFhwgSkpKRg9OjRAdf94IMPolGjRsrfxcXFOHHiBHbv3o21a9ciPz8fkiTh+++/xw8//IApU6bgpZdeCrpv58yZgxtuuAGSJAEA0tLSMGLECLRu3RqnT5/Gzp07MW/ePJSXl+PgwYMYNWoUVqxYgZ49e6qwt4hIE8bGXYjsa/LkyV53DG688UZp7969AZc/ePCgdO+990rJyckSAOn48eNe73vevQx1J/306dPSjBkzpHbt2nml4e233w74mV9++UVyOBwSACk+Pl6aMWOG37swK1eulFwul7LOxx9/PGhaKHzs8WEPvLuuD/b4CB/zpD4OHjyo7Oc///nPRidHNR999JFXW6Nv375+e666FRcXS9OnT5datmwpAZC+/PLLWst4ri9U79LFixdLAwYM8PrMhAkTAi5fWVkpNW/eXFn21ltvlYqLi2stt3fvXqlXr17KcgMGDAiaDiIyFgfgExngf//7H9555x0A8jjVt956CzNmzMCf/vSngJ9JT0/HCy+8gJycHHTr1i2m769Xrx5uvPFGbNiwASNGjFD+P3XqVGzatMnvZ+bOnavc+bj++utx4403+h1j27dvX/zzn/9U/l64cGFMaSUiIrKD06dPK6+TkpIMTIl6tm/f7tWb9MYbb8SyZctw4YUXBvxMcnIypkyZgh07dmDChAkxp2HIkCFYsmQJHnnkEeV/H330EV577TW/y69duxYHDx4EIPdKmTZtGpKTk2st96c//QkzZ85U/v7xxx+9jiERiYWBDyKdlZWV4f7771f+vvPOO3HTTTeF/fmMjAz89NNPqkyklZKSglmzZqFjx44AgIqKCjzxxBN+l927d6/yOliDBZCDH26xTtDm78kpn3/+OUaOHIlWrVqhXr16aNWqFa655hqsWLEi7PVKkoRPP/0UY8eORevWrZGUlITU1FScd955uOuuu5CTkxNV2jz5e2rE8ePH8eyzz+L8889Hamoq6tevj06dOuHee+9FQUGB3/U8/vjjcDgcmDRpkvK/SZMmKev2/HFPQOi5nbNnz8a4cePQpk0bJCcnIzExEX/605/QrVs3XH/99fjoo4+Qn58f3o4LYceOHZgyZQratm2LxMRENGvWDP3798e7776LysrKiNdXUlKCV199FcOHD0erVq2QmJiIRo0a4fzzz8f999+P/fv3B/28v6eo7N+/Hw888AAyMzPRoEEDpKSk4Pzzz8eTTz6JoqKikGkqKCjAs88+i4svvhgulwsJCQlITU1Fhw4d0K9fP9x3331YunQpKioqwkqPm/tpN8uXL1f+5+8YDxgwAAAwa9Ys5X/hliG///474uLi4HA4Ak6UHI6SkhLMmTMHf/vb39C9e3c0btwYdevWVc6hW265BRs2bAi5HrXOEX/mzJmD4cOHo1mzZkhKSkLbtm1xww03YN26ddFudlh+/fVX3H///ejRowfS0tJQt25dNGzYEOeffz6mTJmChQsXorq6Oug65s+fjwkTJqBt27aoX78+UlJS0LFjR/ztb3/D6tWrQ6bBHZj2LBN+/vln3HjjjWjXrh0SExPRpEkTDBw4EO+//37A9ESaJ/1ZtWoVbr75ZnTs2BENGjRA/fr10a5dO1x//fVYsGBByG2J5OlZ4Typx9/65s2bh6uuugpt2rRBYmIiHA5HrZsAOTk5uOuuu3DBBRcgNTUVdevWhcvlQmZmJoYPH47nn38+4I2DUNz7uU2bNsr/Pvjgg1r7edmyZX4/r0V+WbFiBW688Ua0b98e9evXh8PhUCbXjsRDDz2EkpISAECPHj3w9ttvo06d8EbaJycn48MPP8Qll1wS8ff6cjgcePLJJzF+/Hjlf88884zfQIVne6dHjx6Ij48PuN527dohPT0dAFBdXY3jx4/HnFYi0ojBPU6IbOftt99WukU2bNhQKioqUmW9kQx18TV79myvCcD8dRu98847lWWeeeaZoOtbsWKFsuygQYMiSosvzy7WZWVl0tVXXx108rL/+7//C7nOvXv3St27dw86WVl8fLz0wAMP+B3O4y9t/vh2pf/555+ls846K+B3ulwuacuWLbXW89hjj4U9gZvnsTt27Jh00UUXhfW58ePHhz4YIbz//vtSYmJiwO/o37+/dOzYsbCHuixYsEBq0aJF0HQnJSVJ7733XsB1+A4PWrhwodS4ceOA62vfvr30xx9/BFzfwoULpdTU1LD26eLFi0Omx5N7v4T66d+/vyRJ8pA197akpKT47YrtyzMvPf/88yGX9ycvL0+qX79+WGm97bbbpMrKyoDrUusc8XT69Gnp8ssvD3puv/DCC6oPdSkrK5OmTp0qxcfHh9wvL7/8st91HD9+XBo2bFjIz994441SWVlZwLRMnDjRq0x4/vnng6ZrzJgxftcXaZ70dPr0aemGG24I+dkRI0ZIJ0+eDLgtkQyzCeeYeq7v9OnTAeuUjRs3Kp957rnnwjquAKSKioqQ6fQV7n5eunSp1+e0yC+5ubnSXXfd5Xc9/oacBPPbb78pQ2QBSCtXrox43wTima5IJlLfv3+/VLduXeWz77//fq1lvvzyS+X9Sy65JOj6ysrKpKSkJAmAlJiYGHQ/E5GxOLkpkc7mzp2rvJ4wYQLq169vYGpkV1xxBdLS0pQJwJYuXerVuwAALrroIkybNg0A8N577+G2227zO7mqJEl46aWXlL+vvfZa1dJ53333YdasWUhOTsZll12GTp06oaioCIsWLcLGjRshSRL+85//IDExEU8//bTfdeTn5+Oiiy5S7ugkJSVhzJgxyMzMRGlpKX744QesW7cOVVVVeO6553Dq1Cm88sorMad93759GDFiBA4fPoysrCwMGTIEjRs3xp49ezB79mwcO3YMBQUFuOqqq7B582bUq1dP+ezQoUPhdDqRnZ2NWbNmAQCuvvpqdO/evdb3NG7cWHl9ww03YOXKlcp2Dh8+HJmZmXA6nSguLsbu3buxZs0a5Obmxrx9c+fOxV/+8hflznHr1q1x+eWXw+VyIS8vD1988QWWL1+Ov/zlL2Gt7/PPP8c111yj9BI555xzMGTIEDRv3hylpaVYs2YNfvjhB5SWluIvf/kL6tSpg+uvvz7oOjdv3oxbb70VJSUl6Nu3L/r164cGDRpgx44dmD17NkpKSrBr1y5cf/31WLp0aa3P7927F1deeSWKi4sByHdphw4dirPOOgtxcXE4evQocnJysHLlyrB6jvh66KGHcPLkSbz++uvKMfnXv/5Vazn3kLh69eph/PjxeOWVV1BYWIgvvvgiaLdwSZLwv//9D4D8yMdQ+yuQ0tJSFBcXw+FwICsrC+effz5atWqF5ORkHDt2DOvXr8fy5ctRXV2NV199FUlJSXjhhRdCrjeWc8TT+PHjve5MDx48GH369IHD4cC6deuwcOFC/OMf/8Bdd90V1fb7U1FRgREjRuCHH35Q/te5c2cMHDgQ6enpKCkpUSZtLCgoQFVVVa11lJaWYtCgQdi4cSMAoE6dOrj00kvRrVs3VFZWYvXq1cr633//fRw9ehRz584N2RPi7bffxrPPPouEhASMHj0aXbp0QXx8PNauXYv58+dDkiR8/fXXePbZZ2v1kog0T7pJkoQrrrgC8+fPByDfbR80aBB69+6N+Ph4bNiwAfPnz0dlZSW+++47DBo0CD/99FPAY6qVO++8E7NmzYLT6cSoUaNw7rnnoqysDOvWrVMex/7555/jgQceUD7TvXt39OvXDy6XC5WVlTh8+DA2btyIdevWRdWrDajZz+7eTu7vufrqq72Wa9eunfJaq/zy/PPP480330RCQgIuvfRSdO3aFYD8OPW6detGtF3ffPONMkQ2MzPTqzeoUVq0aIHRo0fjiy++AAAsWbIEEydO9FrmwgsvRHx8PKqqqrBs2TJs3rxZ2Q++Xn/9dZSWlgIAxo4da5nJaIksycCgC5HtVFVVed0tnj17tmrrjqXHhyRJ0mWXXaZ8ftKkSbXeLy8vl8477zxlmbPPPluaMWOGlJubK50+fVrat2+fNG/ePOniiy9Wlrn66qulqqqqmLbL8+6cw+GQOnXqJOXm5tZabtq0aV53dLOzs/2u74orrlCWy8zM9Luu999/3+vu3rx580KmzR/fRwwnJCRIH3zwQa3lDh8+LJ1zzjnKch9++KHf9UUyuenOnTuVZdu2bRu0F8PmzZulzz77LOj6gjlx4oSUnp6ufN/kyZNr3fU6cuSIsr/cdwAD5dPc3FzlEYLJycnSJ5984ne5n376SZlI1+l0SocOHaq1jOc+A+ReVgsWLKi13I4dO6RmzZopy61YsaLWMg899JDy/pQpUwL2ZCgrK5Nmz54tbd++PWh61Hic7aZNm5RlBw8eHHRZz/w4cuTIkOsOZO/evdITTzwhHThwIOAyW7Zskdq2basc70CPzFb7HPn000+VZRITE/2eu0uWLJGcTqfXnehYe3zcc889yrpSUlIC3hmvrKyU5s6dK82fP7/We3fffbeyjhYtWnj1OHBbsGCBMsE1AOnVV1/1+z2ed/DdZd2uXbtqLffVV18pjycP1mso0slNPcvjBg0a+H2EaHZ2tpSWlqYsd88998T83ZH2+AAg9e7dO2he7tu3r7LszJkzAy537Ngx6aWXXoqpzvv999+V75o4cWLQZbXMLx06dJB+++23qLfDbfTo0co6b7311pjX58kzvZH0+JAkSXrppZeUz7Zp08bvMn/729+UZVJTU6Unn3xS2rZtm1RUVCQdOXJEWr16tTRx4kTl/MnMzJQOHz6swpYRkVYY+CDS0b59+7wqa38N0WjFGvh49NFHQ15A7d+/P+QQEQBSx44dAzawIuXZSE1MTJR2794dcNk77rhDWXbcuHG13t+6davyfnJyspSXlxdwXU8//bSybM+ePUOmzR/fi7pp06YF/L6FCxcqy40dO9bvMpEEPjyHL/3nP/8JumysXnzxReW7LrzwwoAN/+PHj3td6ATKp5MmTVKW+fzzz4N+94IFC5RlH3nkkVrv+wY+5s6dG3Bdb775prKcvyFTI0eOVN4/evRo0HQFonbgQ5Ik6YILLpAASHFxcdKePXsCLnfjjTcq650zZ040yY/Ixo0ble974IEH/C6j9jnStWtXZZnp06cHXNfMmTO9vjeWwMe+ffukhIQE5RgsX7484nUUFBQow8Ti4uKktWvXBlzW8wkZLVu29Du0wvNCNiUlJegTw6699lpl2W+++cbvMpHkyfLycq8nYgQL8K9YsUIJQCUlJfk9r7QMfDRt2lQ6cuRI0HW6h3V17tw55PfHKtzAh5b5pV69eqoEPSRJktq3b6+s95133lFlnW6xBD6WLFmifLZOnTp+lykrK/MqMwP9uFwu6e9//7tqw5aJSDuc3JRIR8eOHfP6u0mTJgalpLZGjRopr33T6daiRQv89NNPmDlzZsAn0CQkJGDYsGEYOHCg6mm88cYb0bZt24DvP/roo0pX3Llz5+LUqVNe73/44YfK65tvvhmtW7cOuK577rlHOT7r1q3Db7/9FkvS0axZM0yZMiXg+0OGDFGGDkU7QZ4nz8kK3d1wtfLJJ58orx999FGli7iv1NRU3H333UHXVVRUhI8//hgA0K1bN1x55ZVBlx82bJgyOe+8efOCLnvBBRdgzJgxAd8fO3as8trfMdBzn0bCPXyourpaGcriq7i4GHPmzAEglzujR4/WPF1ZWVnKsXEPuQom1nNk27Zt2Lx5MwCgefPmXk+S8HXdddfhnHPOCZmmcMyYMQPl5eXKei+++OKI1zF79mxlksUxY8agZ8+eAZcdP348zjvvPADyRL2ew2v8mTx5ctAnhoXK95H6/vvvlSdiZGVlYdy4cQGXveiiizBy5EgA8jk1e/bsmL8/ElOnTg1ZD7vPe5HOeS3zy9VXX40OHTqokk7PtoSo7Z3KykoUFhbWWiYhIQEzZszAkiVL0K9fv4Dr6tOnD4YPHy7EsGUiCo6BDyId+VauajyZRS1Op1N57Rsw8PTpp5/i2WefxR9//IG2bdvi1ltvxbPPPosHH3wQgwYNQkVFBV5++WV06dIF06dPVzWNl19+edD3mzRpolx0VFRU4Oeff/Z6f9WqVcrrUBfU9erVw6hRo/x+NhqDBg0KOj46Li4O7du3BwBVnrDSpUsX5fWLL76IH3/8MeZ1+nP69GnlYikpKSnk7PtXXHFF0PdXr16NsrIyAPLcJuFwb+uWLVuCjrEfNmxY0PU0adJEmSPF3zHw3Kc333yzak/CidX48eORmJgIQH4ShD9z5sxR5h0ZP368auPQq6qq8Msvv2DWrFl444038J///Af//ve/lR/3k2127NgRcl2xniOeT68YNWpU0CcxAKHLk3B5Pmkj2nlTIimbAO9gRaiyKVS+97zIVSNPa7ktarv00ktDLuM+73ft2oWHH35YiMeVarmPw9kn4fJs84ja3gECt3lWr16NZ555BitXrkRqaiquv/56PPXUU3j88cfx5z//GUlJSZg7dy6GDh2KiRMn+n2SFxGJg5ObEunIt+IvKipCw4YNDUqNN8+K39+kpYA8EdzLL78MAHjiiSfw0EMP1bq4WLNmDS6//HIcPnwYt956KxwOR9C7uJHwvPAMpHPnzsodrR07dng9ZnHnzp3K66ysrJDrOv/885ULyV27dkWWWB9nnXVWyGXcjbFoJsb0dc4552DUqFGYN28ejh07hv79++Pcc8/F8OHD0bdvX/Tt21d5BF8s8vLylMbeueeeG/IxhWeffTbq1aunBDd8bd26VXn93HPP4bnnngs7LVVVVTh+/DhcLpff98M9BseOHfN7DG655RZMnz4dp06dwnfffYdWrVph4MCByqSNvXr10n1yRkDuSXPFFVfgk08+wa5du7By5UpcdNFFXst4Pjr3xhtvjPk7S0pK8Nxzz+Gdd97BoUOHQi5/4sSJkMvEeo54nt+dO3cOua5wlgnHr7/+qrzu0aNHVOuIpmxyC1U2hdqvnheBapQ9Wm6L2tw9koK59957lV4rzzzzDF577TUMHz4c/fv3R+/evdGlS5ewHrWrJi33cTj7JFwNGjRQHu+qRt5Si2+gw1+b5+OPP8Zf/vIXlJWVYcyYMfjf//5Xq7124MABjB07FmvWrMH//vc/nD59WpmAnIjEwx4fRDry7ep59OhRg1JSm+ez5z2fDOL27rvvKkGPCRMm4NFHH/V7R/XCCy/ERx99pPz9wAMPqNbgCaerbNOmTZXXntsE1Fx81a1bN6y7T57rCjT8J1zuO/LBuBvP0plZ8GM1c+ZMr7uB27dvx0svvYRx48ahefPm6NKlC1544QW/3XzD5XlBG87xiYuL8+pm7CvWc6KkpCTge5EcA89hLW4ZGRmYP3++MkSqoqICixYtwv3334/+/fsjNTUVY8aMwbfffhtl6qP317/+VXntGeQAgD179mD58uUAgK5du3pdBEWjoKAAF154IZ5++umwgh4AAga6PMV6jkSaF9Xqeu/Os3Xq1Amat4OJNO2RlE2h9qvnRbu/fB8pLbdFbeHceBg7dixef/11JUB04sQJfPrpp5gyZQqysrLgcrlw0003YcuWLVonV6HlPlbzZoxn2kRt7/hrD2zfvh2TJk1CWVkZ2rdvj1mzZvndLy1atMA333yD1NRUAMBnn32GFStWaJp2Iooee3wQ6ah58+Zo2LAhTp48CQDYuHFj0Dkr9OQeGw/4v0P44osvKq9vv/32oOsaMmQIzj33XGzfvh0nT57E4sWLQw5xUItaQQPfdel9R08NKSkp+Pzzz/Hzzz/j448/xtKlS7F582bl4mbr1q2477778NJLL+GLL75A7969I/6OaPZ3sM94DlUJ9MjeYKK98AxX3759sWPHDnzxxReYO3cufvzxRxw4cACAPOznm2++wTfffIMRI0bgs88+023c96BBg5CRkYG8vDzMnj0bL7/8MpKTkwHIw1/c+9z3MdXRuP3225WeOW3atMGtt96Kfv36oXXr1mjYsKHXhXb//v01G2blK9K8qGZZoTezl02ejNyWQPMR+brlllswbtw4fPzxx1iwYAF++uknJWB89OhRvPPOO3j33Xfx8MMP48knn9QyyVGJZB+Hu0/Ccc455yg9TNyP3RWBZ3vH3/w3r776qjJvz0033RQ0eNi0aVNce+21eP311wHIwwqDzQlCRMZh4INIR3FxcbjooouUO8JLly71GntrlKqqKq/x8b6T8xUWFmLbtm3K3+6J0oI577zzsH37dgDe3XJjcfToUTRv3jzkMm6+F8GNGjXCoUOHUFFRgVOnToXs9RFsXWbSrVs3dOvWDYB8LFeuXIl58+bh448/xsmTJ3Ho0CGMHj0au3btUu5chctzv4RzR6+6ujrosAfPO4Rdu3bFPffcE1F69JCQkIBrrrkG11xzDQBg9+7dWLJkCebMmYPFixdDkiR89913uPPOO/HOO+/okiaHw4FJkybhscceQ2FhIb744gtMmDABAJQJT+vWrYvx48fH9D35+fnKBJRt2rTBxo0bg94hdgd59RBpXlSrd0GTJk2wf/9+VFZW4vjx41GVFb5pb9GiRdDlRS6bIj0OobbF80JdkqSgF+7BenzFqmnTprjjjjtwxx13oKqqCps2bcL333+PmTNnYuvWrZAkCU899RQ6dOignHtaMUt+6d+/vzLp9NKlS3X73lA8e2X4m4zYsz0UbnvHTa32DhGpj0NdiHR22WWXKa8/+ugjFBcXG5ga2eeff46CggIAciPT94ksvkNVwrkrp8VdvHC6EnvOEXH22Wd7veeeGBEI7+kFnst4ftbMUlJSMGLECEyfPh07d+5Eu3btAMgNY/dTPyKRkZGhTEj566+/Bp1cFJAbhcGGPXiOL9d7osNotWvXDjfddBMWLlyIOXPmKPn9ww8/1PX8vvHGG5W7te7hLj/++CN2794NABg9erRXl/doZGdnKz2GJk2aFDToUVFREdakpmrxPEc9y4FAwlkmHOeee67yev369VGtw0plk9rb4tlrKtSwyT/++CN0AlUQHx+Pbt264b777sPmzZtx1113Ke+98cYbmn+/WfLL6NGjlfIwJycHP/30k27fHciBAwe8ngA2aNCgWst45jOj2jtEpD4GPoh0dsMNNyiTSp48eRKPPPJIxOsoKytDVVWVKukpKirCo48+qvx95ZVX1hrq4juG+Jdffgm5Xs9lQvXSCNfcuXODvn/06FHlTk7dunVrDZPo27ev8vrLL78Muq7y8nKvxlGfPn0iTa7qPJ94ocbxd7lcXo/8jOaRvYmJicrkeiUlJfj++++DLv/VV18Ffb9///7K3DGLFy9WhpGYxZVXXqk8JrW8vBx5eXkRryPa43zWWWdh8ODBAOS7q3v37vV6yosaw1xCzQXk6dtvv9X1EaCe5+i3334bct+Fyovh8pxA2fOR2ZGIpGwC5GC1mx5lUyR5Uu1tadasmfI6VCBt4cKFIb9PbQ6HAw888IDyd6yPPg+H6PnFrWPHjl43e+6+++6QwXF/1Awg/+Mf/1Am5G7RogX+/Oc/11rGM0BsVHuHiNTHwAeRzurVq4d//vOfyt///e9/8fbbb4f9+d9//x19+vQJ+sjZcBUWFuLqq69WGmp169b1CoJ4ptnziSqvvfZa0PUuWrTI60kHao13ff/994NeSD7zzDPKuNwxY8bUGsri2f34rbfewp49ewKu68UXX8SRI0cAAL169VJ1pvtoec48r8UkgElJSVF97tprr1VeP/XUUwEnSDx58iReeumloOtKTU1VhpCUlZWFnE/Gk4hzNkSzT2M5zu5JTqurq/HGG28ow1LS09MxfPjwiNPiyzPYsWHDhoDLlZaW4sEHH4z5+yLRqVMnpZw6cOBA0GFGs2bN8iqjYjFp0iTl8cAff/xxVJMbXnXVVco8AnPnzsW6desCLvvpp58qvVVatmypBLu0FEmeHDx4sHLxt3HjRq+Lbl+rV69WAsxJSUm46qqrai3j+dSSYBf5GzZswNdffx00bXqIthyNhOj5xdMzzzyjzDe0fv163HTTTWEHP4qLi3H99ddj8eLFMadDkiQ89thjmDlzpvK/hx9+2O+TuDyfzvTOO+8E7aVYUFCATz75RPmb83sQCUwiIkNMnjxZAqD8TJo0Sdq7d2/A5Q8ePCjde++9UnJysgRAOn78uNf7S5cuVdbVunXroN9dVlYmffDBB1L79u290vDee+8F/MyLL77otewzzzwjVVVV1Vrup59+klwul7Lc8OHDg6YllP79+yvrcjgc0nnnnSfl5eXVWu61116THA6HBECKi4uT1q1b53d9V1xxhbK+zMxM6ffff6+1zIcffijVqVNHWW7evHkh0+aP5zF57LHHItpWf3777Tfl/ZEjRwZd1/PPPy/dcsst0oYNGwIu89tvv0ktW7ZU1rlw4cKQafTn+PHjUrNmzZT13HzzzVJZWZnXMkePHpUGDhyoHMdg+XTXrl1SSkqKsr6rr75ays/PD/j9P//8szR58mTphRdeqPXejBkzlPXMmDEj5La0bt06YNoGDx4svfLKK1JBQUHAz0+fPl35vpYtW9Y6R8JJzwMPPKAsM3v27JBp9nT69GmpcePGEgApPj5eWc8999wT0XoCOXbsmFS3bl1l/d99912tZQ4ePFjrWOt1jnz88cfK+0lJSdL8+fNrLbNs2TKpQYMGXmkL57uDueeee5R1NWzYUPrqq6/8LldZWSl99dVXftN19913K+to0aKFtGnTplrLLF68WHI6ncpyr732mt/vmThxorKMvzLO0++//64sO3HiRL/LRJonp02bpizfoEED6Ycffqi1zIYNG6T09HRluXvvvdfvuvbs2aMcq/r16/st29evX+9VlgU7pqHykKe8vDypX79+0pw5c6TS0lK/y5w+fVqaMGGCss5rr7025HoDCedYuBmVX6Lx0UcfeR2biy66SFqzZk3A5YuLi6Xp06crx/TLL7+stYzn+kKl+YcfflDKpHD2788//+xVPlxxxRVSYWFhreX2798v9ezZU1nO5XL5XY6IxMDJTYkM8sYbbyApKQmvvPIKAGDGjBn44IMP0L17d/Ts2RMulwsAcOjQIWRnZyM7O1u5o+1wOILOvF5YWIh///vfyt+SJOHUqVM4ceIEtm7diuzsbK8xrE6nE//973+DdoWfOnUqPv30U+XO0kMPPYT33nsPl156KVq2bImioiKsXr0aS5cuVdLZpEkT5RG4arjzzjvx3//+F506dcLll1+OTp06oaioCIsWLfK6+/yPf/zD646NpzfeeAPZ2dn4448/kJOTg8zMTIwZMwadOnXC6dOnsWTJEqxZs0ZZ/rbbbsPIkSNV24ZYdOjQAe3atcPu3bvx7bffYtSoUejXr5/XGPiJEyeiQYMGKCkpwRtvvIE33ngDGRkZ6NWrF9q3bw+n04mjR49i69at+P7775Vu6/3798cll1wSVbpSU1Px+uuvY+zYsZAkCW+99RYWLVqEyy+/HC6XC3l5efjiiy9w9OhRXH755di4cWPQ3jbt2rXDzJkzMW7cOJSVlWHWrFn4+uuvcckll6Bz585wOp0oLCxEbm4u1qxZo6zrqaeeiir94dq1axduv/123HXXXejRoweysrLQvHlzxMXF4eDBg1i8eLHXxHZPPfVUVE9IGD58OJ577jkAcg+O5cuXo127dqhTR66yW7ZsGfApSfXq1cP48ePxyiuveA1JUGOYCyBPjDh58mS8/vrrqKqqwogRIzBkyBB069YN9evXx7Zt2/DNN9+guLgYF198Maqrq7Fy5UpVvjsc1157LT777DN89dVXKC0txaWXXoohQ4agT58+cDgcWLduHRYuXIjq6mrceeedmDZtmirf++yzzyI7OxvLli3DyZMncfnll6NLly4YNGgQ0tLSUFpait9++w1Lly5FQUEBXnrppVo9cJ555hksXboUmzZtwoEDB9C9e3eMHDkS559/vjIB9Q8//KCUr6NHj8aUKVNUSX8okebJ22+/HQsWLMD8+fNx6tQpDBkyBIMHD0bv3r0RHx+PjRs34ttvv1Xu/Hfr1i3g+XvWWWfh+uuvx//+9z8UFxejb9++uPLKK9G5c2eUlZVh7dq1yhC7++67D88//7xq2y1JElasWIEVK1bA6XTiwgsvROfOndG0aVOcPn0af/zxB7755htl8tDExEQ8/PDDqn1/MCLnF1/jx49HdXU1brrpJpSVlWHlypW48MIL0b59e/Tv3x/NmzdHUlIS8vPz8euvv2L58uU4ffq08nl3Pgvk7bff9pq0taSkBCdPnsSuXbuwdu1aHD58WHnP4XDg1ltvxX/+85+A67vgggtwxx13KOXDl19+iWXLlmHMmDFo3749qqurkZOTg2+++UYZzudwOPD666+HnDSdiAxkYNCFiCRJ+uyzz6SOHTt63YkI9jN48GDp559/rrUezzun4f4kJSVJN9xwg7R79+6w0nr06FFpzJgxYa373HPPlTZv3hzz/vG8O1dWViZdddVVQb/3zjvvlKqrq4Ouc+/evVK3bt2Cric+Pl667777gq5L7x4fkiRJX375pdedfN8f952vp59+Oux8MHz4cOnEiRMh0xfKu+++K9WrVy/g9/Tr1086evRo0F4VnlavXi2dffbZYW1DcnKy9NFHH9Vah5o9Pnx7SAX6SUxMlP773//6XX+46Rk7dmzA9ffv3z/oNmzatMlr+Z49e4bc7kiUlJRIgwcPDroP+vXrJx0+fNiQc6S0tFQaPXp0wLTFxcVJ//znPyP+7lBOnz4t/fWvf/W6Uxzo59VXX/W7juPHj0tDhw4N+fmJEyfW6lXlSe0eH5IUeZ707QkR6Of/2bvz+Cbq/H/gryS975bSlhblKKCCSMWigIKIgqCiSFFODwR3FxSV1V0RVkH9LuLxk3U9EA+8ReTyAgRXUGGBAqKVFRAoQoVelN5N6ZHk90eY6SSZHG1zzGRez8eDB01m8sknc34+7/kco0ePdnv9qaystAwcONDlOffuu+96tE9b0+KjoKDAotfrPTrvO3XqZNm6davbNF1pTYsPiyUwx0t7/Pjjj26vHdJ/vXr1snz66aeyaXmahvBPp9NZrrvuOsuWLVs8yqvJZLLMnz/f5f1W+JeQkOA0n0SkHGzxQRRgt912G8aNG4evv/4amzZtwn//+18UFxejrKwMISEh6NChA/r06YPBgwdj4sSJDjOVeCI0NBRxcXGIi4vDeeedh0svvRQDBgzAjTfe2KrpS5OSkvD5559jx44d+PDDD7Fz506cOHECNTU1iIiIQGpqKi677DKMGzcO48aNsxkQzxvCwsLw6aef4tNPP8U777yDX375BWVlZUhOTsaVV16J++67D1dffbXbdM477zzs3r0bK1euxKpVq7Bnzx6cPn0a4eHh6Ny5M6699lr8+c9/Rp8+fbyaf28YO3YsduzYgZdffhk7d+5EYWGh7ACS8+fPx6hRo7B582bs3LkThw4dQlFREerr6xEVFYXzzjsPl19+OaZMmYLrrrvOK3m75557cOWVV+LFF1/E5s2bUVRUhLi4OFx44YWYMmUKpk+f7vbJndTAgQNx8OBBrF69Gl988QVyc3NRWlqK+vp6xMbGomvXrsjKysJ1112Hm266yWYcAl/Iy8vDN998g++++w579+5Ffn4+zpw5A4vFgvj4eFx44YUYPnw4pk+f7jBAcGutXLkSb7/9NlauXIn9+/ejsrJSHJDPnX79+uHSSy/FTz/9BMB7rT0EkZGR2LRpE9599128//77+OWXX2A0GpGSkoI+ffpg0qRJmDp1qjhIrb9FRETgiy++wKeffoq3334b+/btQ01NDdLS0nDVVVfhvvvuw6BBg/Ddd9959XvDw8Px1ltvYfbs2XjnnXewZcsWnDx5EtXV1YiJiUH37t0xaNAg5OTkyM4kAVhbT23atAkbNmzARx99hB07dqCkpAR6vR7p6em4+uqrcc8992DQoEFezbsnWntMhoeH44MPPsBf/vIXvPPOO/j+++9RVFQEs9mM1NRUXHnllZgyZQpGjx7t9rvj4+Px/fffY9myZVixYgUOHDiAhoYGZGRkYMSIEXjggQdw0UUXeX2fnnfeeSgsLMTGjRvxww8/IC8vD8ePH0d1dTUMBgOSk5NxySWX4KabbsKdd96JmJgYr36/O0o+XuT0798f//nPf7Bnzx589dVX+O6773DixAmcPn0azc3NSExMRGZmJgYOHIixY8e2abwMg8GAmJgYxMfHo2PHjsjKysJll12GUaNGoVu3bh6no9fr8X//93+45557xOP3t99+Q2VlJfR6PTp06IC+ffvi+uuvx913393qqeCJyP90FosCR4MjIjpn2LBh+P777wFAkYNXEimNxWJB165dUVBQgIiICBQVFbFQTkRERJrGWV2IiIiCyHfffYeCggIAwK233sqgBxEREWkeAx9ERERBZNmyZeLfM2bMCGBOiIiIiJSBgQ8iIqIg8eOPP2L16tUAgD59+uCaa64JcI6IiIiIAo+DmxIREanYK6+8ArPZjGPHjmH58uXiNLYLFiyATqcLcO6IiIiIAo+BDyIiIhWbPXu2w3s5OTm47bbbApAbIiIiIuVh4IOIiCgIREVFoWfPnrjnnnswa9asQGeHiIiISDE4nS0RERERERERBS0ObkpEREREREREQYuBDyIiIiIiIiIKWgx8EBEREREREVHQYuCDiIiIiIiIiIIWZ3Uhr4uOjkZTUxNSUlICnRUiIiIiIgqQ0tJShIaGoq6uTnZ5dnY2iouL/Zwrz6WlpWHv3r2BzgZ5AQMf5HVNTU0wmUw4e7YR5WcaAp0dzQiDoV2fb4SpTenKfS7ETWOyZpidLguDAWHQ2byn17VMPtVkaVkWeu59s8V2/UZYnOatPZI6hAMAj2sKKjyu1cWTa723r31qxONandpS5lCb9p7D7T2221NGE4TBAINdWc1ePZoBABY0o6nJ+e8pLi5GUdEppHVqXznWF4qL1H+8UQsGPsjrUlJScPZsIz78YB1uu/WHQGdHMzJN8e36fL6hSvb9IU2dXH5uW2hRq/Pi7LuEz6abo2zeSzNbb/KpOj1KYEaqznrTTom23lRL66yXshKL9Wa9L6TC7fe0xYcfDAUAHtcUVHhcq4sn13pvX/vUiMe1OrWlzKE27T2H23tst6eMJhjS1EksmzmzKvw4AKCuYbHb9NI6GXDg2Plu1/O33t0LAp0F8iIGPojIpUK9MdBZUCRvFByIiIioBcsc6sD9RGrEwAeRAnmjUp1ujnIbjRdaRrj6bvvWF0q42QktO2DX0qNYzybNREQUfNjSRzn44MMHLADMyuvqAgvgpkcPqQgDH6QqvNkQERERERFRazDwQUSqI7bsONeiRXithNYoROQeg9hEpBRtuR7Zt4b19HNEFDgMfJCq9G9OdLsObzREROQKAy/UWt4+ZnxR2fbVcctuNmTP+/tbB51ZiX1KlJgnaisGPkjVhNk9BPaFAjXfiFtbwGnLb/XkM/atKHy9TV2mbzdmiX1LDzXvbyIiT/A6R8FMC8e3Fn4jkRIx8EFEXtfemzoLBURERETe560yFstqpDYMfJCq2LfwSIlutnmdVhvOcR6CkHBz5U2WiIiIKAhZ2K2EfIuBDyKiNmAQhoi0oj3jW3A8FSIiUgIGPogUKJAFQRZCSa1YwdI27n8KZjx+A8/dNYYtjomUjYEPUpUSi9n2jTr7Q9i6XJj9xdkAodtCi7ydNcXJN1SxoEREpDBqDtAEalYRUi/OCEOeUuasLhRMGPggxZPeNOXG+Ch1CH4QEZHAk4qHvym5osPKPZG2eHJOZ5riHa4NaZKZ5oRZ5ohIuVhjJJ/QATBA77TA3daCY56u3uZ1Wm04ivWS9xQSLFbiE70hTZ1cLtdCKxgiIoDBC2o9bx8zvpqCPhCUmi9vEYIe0kAH0PIwzqE1MhEpEgMfpCr2Nx17hXoj8g1Vbp/YqUGwFySIiLTAPhAud3/i2ABEyiQNerDVsW/pGD8iH+PZSuQHbDqtbkLFxQC9zWsB9x+ROiixNV5bBMvvIO9xdUykm6NcBtd4vBCRFjDwQaoi9KF01fJDif3ZSTlYYSAiIiIi0hYGPkjTONq4rUAHBQL9/UREraGVa1Z7fkewbAMlaE+rDiVSa2vYlOhmAEByghFAlHWGQckDObXtB0WwQJiYUVksUMz4gdR+DHyQX6j15kZEROqg1fsI769E/tE7oxoAkJRYAwCIT6xGUkUckitikVIZhWLGO4gUjYEPCkqezFAiNzWZFCP2ROrCCh6pgdy9RS3HrqfTfrY3DS1z16oDUFf5JJj2d1mlY5mxvCIWZZVR1kFOdU0ByBUReYqBD1IN6VRiNiNrn3uvPXOox3eMwNwVVyOlSwwajNYmjPt/KsGTf/5OmU3viIg8FEwVD1fkKoxyU1BKFesbHCqRWtleROS5Yn0DUusiz71qCYCIQQ9qN50l0DmgYMczlXzCAsAEs1cKkLJpuJnWtjUGjT0fj68Z7vB+14sTcf3tPfHIw5vxzls/e+37AsVZKxihsuCsBYyaniwRkTY5u34JU1CWWBjBDhRPppdnsEnZWrt/PGlRq6Z9LpSD0prPlT3PBTpK6+LOXVus15dCg3U9Nf02Ii1h4INUxVUlvK0V9InzLrF5fXBrCS66JhUAEBZuwP89fQ1+WPZ7q25kvOkREfmPs5YdqTo9UqKbUVKrl/mUf2jxfiCt9MrtFwbUiYjI3xj4IM3reVkyAMDUbMYz6V+grqwBMakRuOnNbPS7KQNxiRH4zx93o+/FS1Fb29im79BiwTeYCPvPdO6pDvcnkfIIQQ6p5IRaJCXWIFnSD1+u9Yfazmm15Zd8z1UrCh4vbSfddmJAz4utjqmFjg3zyMcY+CBV8sXgcIYQPa5d2Adf3L8PtSVnsXf1H+h3UwYAIDktCt9tvwvZWW+26zso8FgAJCIirfL14LNCNxdXY+uwxQ8RBQIDH6Rp9jffQbN64s379iJVp0fuihPIWXQJEtKtEf4LLkwWCwzBWnkO9GwDwbpdyTnOAEFqxuOT/Em4RwfLcafW3+FsMH21/h57vC9TsGLgg/wiUBdJd9PCFeqNuCxiKX48O9NheXOjGX/N+BzLLZPE91758kbcP2a9T/JKyiJ37BigF5cp9cbPAgsREZH3ORsk3l+E+7u0LCKl+vu7mdO6kG8x8EGaJe0Pu/eHU8gemgGz5KIrTJl75Jti9ByRBgC4alQX/2eUgoq7wAQQBIUXUgytBsKSE6xPxpMSa3Be95OIr4hDUkUckitikSKdftIcrvpm90rbh0rLDxEREcDAB6lIewtTrqZW+275MWQPzUB5fq3DAHlfjfsWV/1rEAZM747CEzXtygMR4H56R1YcSMnaG0zxVTCmxGIWp5kErOdYWWUUyitixb8BOAxwmm6OCspzTqtBL7XjfiEi8g0GPiiouZtSD7Ad1yK5ZyyeMU9A5bEavH/FepjOmgAA+d+WYMD07oCFzfCIiJRGvI4L1/k6afEmSmwBQv4X6LGjyP8K9UaXLam4/0mOjkVs8jEGPogApHaJsXmd0D0WKSO6IO+TAgBAVBAHPFgAISIib+J9hZSKLaGItIuBDyIAhmSDw3t97uiCI0erERYVgszByQHIFREReSLfUGVTYZFWbtKNUUirlQa3zTazMqh9jA8iIiJyj4GPc95++23MmDFDfH311Vfju+++c/s5i8WCVatW4cMPP0ReXh5KSkqQkJCAnj17Yvz48Zg+fTpiYmLcpiOoqanB8uXLsXr1ahw5cgSVlZVITU1FVlYWpkyZgttuuw06nc7j9I4fP4433ngD69evR0FBARobG5GRkYGhQ4di+vTpGDRokMdpKYm3B4hsbjY7vNd3dDr6jk5vVb6IiIiIlMrXLRrYYoLazLEoTuRVDHwAKCoqwiOPPNLqz5WUlGDixIkOAZKSkhKUlJRg+/bteOmll/Dpp58iOzvbbXq7d+/GhAkTcPz4cZv3CwoKUFBQgC+++ALLli3DJ598go4dO7pN75133sHs2bNRV1dn8/6RI0dw5MgRLF++HLNnz8aSJUug1+vdphfMQkJbfn9NeQNik+THA1nz2UHe1Im8iOeT/zgbVFeYGpGIiIj3Zd86deoU9uzZg71794r/l5eXAwC6dOniUA/01L59+7BixQp88803OHXqFKqrq9GxY0dkZGRg0KBBGD58OEaPHo3Q0FAv/hp1YeADwH333YfKykqEhYWhsbHRo88YjUbcdNNN2Lt3LwAgMjISOTk56NWrF0pKSrB69WqUlJTg999/x6hRo7Bz50707NnTaXqHDh3CqFGjUFFRAQBIS0tDTk4OUlNTcfjwYaxZswb19fXYsmULxowZg61btyIyMtJpeitXrsT06dNhOTc2Rd++fTF69GhEREQgNzcXmzdvhsViwb///W/x/2DkaRNmi2Qa25mXfIbo+DDEJYejqcGM6PhQnP7DiNV/HEZTE8PRWiF34zedexyh5EKBkvNGREQUCEJLYWcBYDV0eRPu72ooi5C8uXPn4tlnn/VqmpWVlZgzZw7ee+89sd4nOHXqFE6dOoXdu3fjpZdewpEjR9CjRw+vfr+aaD7wsXr1aqxbtw4A8Oijj+Lpp5/26HNPPfWUGPTo1q0bNm/ebHMgPfvss8jJycGmTZtw5swZ3HPPPdi2bZvT9KZNmyYGPUaNGoXVq1cjOjpaXL5gwQKMGDECx48fR25uLhYtWuQ0r6dPn8a9994rHvyPP/44nnrqKZt11q9fj5ycHDQ0NODll1/GLbfcgmuvvdaj3x6Mdm89hSkP9AMA1Nc0obyo3mGdplAGPQLB292aAk1NeSX1D4Sn9Pz5ivR35xuqPLqOEBFRgFgAnVmBEwl4OUtnz551eC8pKUls8dFaZ86cwYgRI/DTTz8BACIiIjBs2DD069cPcXFxOH36NAoLC/Hf//4Xp06dalfeg4GmAx8VFRW4//77AQB33XUXhg8f7lHgo7S01KaFxEcffeQQPYuOjsYnn3yCiy66CMXFxdi+fTs2btyI0aNHO6T35ZdfYteuXQCsLT1WrFhhE/QAgB49euDjjz/G4MGDAQAvvvgiHnzwQSQnOw66uXjxYtTU1AAArr/+eoegBwDceOONWLhwIR577DEAwLx585Cbm+v2t6uZs2h+vqEKx77Owx8316DgRBV+azgDaLcVmMfUXiEMJG4bUrP2Hr+BOP61eM5p8TcTESlZUlISRo4ciezsbAwYMADZ2dlobm5Gt27dWp2WxWJBTk6OGPQYN24cXnnlFXTq1El2/Z9//hlpaWntyr/aaTrwMWfOHJSUlKBjx474f//v/2H//v0efU7odgIAw4cPdzpAaEJCAmbOnIkFCxYAAD788EPZwMeHH34o/j1r1iwkJCTIpjdo0CBcc8012Lp1K4xGI9atW4d7773XZh2LxYIVK1aIr+fPn+/0d9x///1YtGgRampqsHv3bhw5csRldxw18rTgZ7EA32w+5vXvD/bggLMmowK1/z4iIiKiQJOWJ4VxmaTvtbW8NaRJvpIstS20qF1pb4HjzIla9cQTTzi819YxPZYuXYrvv/8eADB+/Hh8+umnLifAyMrKatP3BBPNjmj2zTff4L333gNgbT3RoUMHjz/75Zdfin+PGzfO5brS5V999RVMJpPNcpPJhI0bN7Ypvc8//9xh+Z49e1BUZL1AdezYEUOGDHGaVkxMDEaOHOkyPSJX0szhTv+5C4oQtUemKd7lPyIiInuFeqPsP/spsSkAzAr8p1AmkwmLFi0CYK3PLVu2rFWzfmqVJlt81NXV4U9/+hMAYMSIEZg6dWqrPi80KQIgdj1xpk+fPoiPj0dVVRWqq6tx7Ngxm1YVR48eFbulxMfHo3fv3i7Tk36fNB9y73kyVe3gwYOxZs0ap+lRcAu28TMoeNkfq/aBNTUMTCf9De4Cg3K/h+ciEbkS7K1M3XH1+4Vrrqt7hda3H6nH+vXrxTE7Jk+ejKSkpADnSB002eJj3rx5OH78OCIjI7F06dJWfbayshLFxcXi68zMTJfr63Q6dO/eXXx98OBBm+XS15mZmW6jddKxRAoLC1FVZXsRlqbnyai90nXs80ZERETaxFZVFOzSzVHiv0xTvM1rtlolJdu8ebP49/XXXw+z2Yz33nsPw4cPR0pKCiIiInDeeechJycHn376qcNsL1qluRYfO3fuxCuvvALA2s/KXeDCnjToERMTg7i4OLefycjIEFtTSD9v/zo9Pd1tWnFxcYiJiUFtbS0AoKSkBPHxLQWQ1qaXkZEh+1mlY9SdiNzh0ztbzn6vScnteYnHMREFPR0AnQLr5krtPCKdkOL888/HsGHDHGYPPXnyJE6ePIm1a9fiX//6F9atW4fU1FR/Z1VRNBX4aGxsxIwZM2A2m9G3b1888sgjrU5DCDgAcJh5xZmoqJaosdCtpb3pCZ9rb3qu8uZK586dnS4rKipChw7JSOoQjlXrhnqcZjAyuGlUFegKh7v8Ac7zaIAeYRbntwQTgAd07R8stz159LakDuEAEBTHdZjF9WBjjTqTy+Wt4Y3zwD4Ng92xZ7IrMZlg9sn3tiUNubTs8++QrkwJ0FfHeTAd162hpGuLK4G6jyj9/uWOUo9rX25Xte+z9mrtOd2W+0qgSPOa0ME69eDzX1wqvtfWvLkrCwBtL8sJae+5MwQ1Z5rblAbJO3r0qPj3/fffLwZCRowYgUGDBkGv12PPnj3YuHEjzGYzdu7ciWHDhmHPnj2IiYkJVLYDTlOBj//7v//DgQMHoNfr8eabbyIkpPU/X5jNBQDCwsI8+kx4eLjs55WQnqu0iKTkCgh6u1i42dsTniP4C2qB4q6oY4Be1dveAL3L4IJcYEF2PRVvAyIiIjVoMifg0JlXAp0NB03mKSgrLXL5wPfkyZN+zJF1Bs/q6mrxdW5uLmJiYrB27VqMGDHCZt3t27djzJgxqKysxKFDhzBv3jz8+9//9mt+lUQzgY/9+/dj8eLFAKxTxl5xxRVtSicyMlL8u7Gx0aPPNDQ0yH5eCem5SssVVyd5586dcfZsI8rPNOC2W3/wOM1gpPQmyq0Z3FRu3f7NiTavi/UNNq/bOgWaUglPDoPhuL6toavL5ftCKrx2fHrjPGjL4Kau+mgLo/j7k1IHNw2m47o11DK4c6DuI0q/f7mj1OPal9tV7fusvVp7Trf2vhLI7SfNq9DS4283t0xKoOTpbGvMbO3hTXV1dTCbbR/KLFmyxCHoAQBXXXUVXnvtNUyePBkA8NZbb+HJJ59EYmKiw7paoInAh8lkwvTp09HU1ISMjAz885//bHNa0uZBdXV1Hn3GaGy5cMbGxioqPVdptYcO1ieucjehYL/xSmnptypRsBQCg+V3EBEpCa+tpBbSY1FoieiN49OXD6iEtBsb3HedDdVX4sLE+32Wl7YK1VeiU6dOfm/V4Yr9g+qOHTvi7rvvdrr+hAkTMHfuXBQUFKC+vh5bt27FuHHjfJxLZdJE4OOdd97Bnj17AACvvPKKRwOSOiMdFKa2thY1NTVuAwbCdEP2n7d/XVhY6Pb7q6urbcbxSElJaVd6rvJG5ExbnlYTBUqaOdztOqzgEJE3CbOE2BOuR8X6Br/cK93dr7V+7ZNuH7l7BcszpDQGgwERERE4e/YsAGurDlfDN+j1egwZMgQfffQRAODnn39m4COYSaN0t956q0ef+f77722mlq2oqEBCQgISExORlpYmzoCSn5+PrKwsp+lYLBYcO3ZMfN27d2+b5dLXx44dg8VicTmlbX5+vvh3eno6EhISnKYnXdeT9OzzRuSOfdcWoYCg9YKUWqXqWsZxcVZYDtS+tf9ed/lQ4nSb0jzzHCEi8q72XlflyjT+6vIJ8L6g45BaHktLS8Px48cB2M7Q6Yx0nbKyMl9lS/E0EfjwtqysLHz99dcAgB07drgMfBw4cABVVdYLWWxsLLp3726zvEePHuL0tJWVlTh48KDLAMSOHTts8iGXN7l125pesGBzVnme/m77J1f2T0XsCwtEFNx8fU3lNTvwuI3Vh/usddcObi9Sqz59+oiBD09IH6q7esAe7DQR+MjKysJdd93ldr3i4mJs2rQJgLXbx6hRo8Rl0hlSxowZIwY+1q5di1mzZjlNc926deLfN910EwwG27kUDAYDRo8ejVWrVonpuQp8SNO75ZZbHJYPGDBAbJFy+vRpbN++HVdddZVsWnV1ddi8ebP4+uabb3b6vUREauOqiXKh3oi082Kwbv8kNDeZ0a3LS2jwoB8ykb+xckakHAzKkhL0798f69evB2A7bIEz0nU6duzos3wpnSYCH2PHjsXYsWPdrvfdd9+JgY8LL7wQ7777rux6OTk5ePjhh3H27Fls2bIFubm5srPEVFVV4bXXXhNfT5kyRTa9qVOnioGP1157DbNnz0Z8vOOFNTc3F1u2bAEAREVFyXbb0ev1mDRpEpYsWQIAeOaZZ8QTw96rr74qToeUnZ2NCy64QHY9Igo++0IqHN5z1xc82Hx97E7x73VfTsBNo1bAbPb+lMxERAKhhWQgZpYiUiyLxfpPaZSYJ1gffj/99NMAgP/+979obm52Os6HxWLBDz+0zG6VnZ3tlzwqkSYCH96WmpqK2bNn4/nnn4fFYsHkyZOxefNmZGZmiusYjUZMnjwZRUXWEY0HDx6MG2+8UTa9m2++GVdccQVyc3NRVFSEyZMnY9WqVYiKaqmE5OfnY/LkybCcOwEfeughpxG7uXPn4s0330RtbS02bNiAhQsXYuHChTbrfP3111iwYIH4etGiRW3aFsGCEXz33D09J3Xx5zHti+9q7zl79U1dbV4PGdoFVca5AIBdXxbAYgF+L6jES4/txIGm8nbllZSJ13UiIlKjyy67DH369MGvv/6K0tJSvPfee5g+fbrsuitXrkRBQQEAICEhAcOGDfNjTpWFgY82euKJJ/Dtt99i3759OHbsGPr27Yvx48ejV69eKC0txapVq8QBUBMTE/H222+7TG/58uW48sorUVlZiQ0bNqBHjx4YP348UlJScPjwYaxevRr19fUArJG6+fPnO00rJSUFy5Ytw9SpU2GxWPDkk0/is88+w6hRoxAREYHc3Fxs2rRJDKLMmjVLdu5nahutDGDV2pkyGFwiJXnkhSudLhs45nwAwCCcjz1bT+HAegY+iIh8rT3lBOGzzlouBsMDGmG8tTCLtdv8kKZONsvZikhbFi9ejDFjxgCwPhDv0qULrrvuOpt1/vvf/2LmzJni6zlz5iAmJsav+VQSBj7aKCYmBuvXr8fEiRPx/fffo76+Hh988IHDel27dsXKlStx4YUXukyvd+/e2LhxIyZOnIgTJ06gqKgIL7/8ssN6w4YNw8qVK21ag8iZPHkyjEYjHnzwQRiNRuTl5SEvL89mHZ1Oh1mzZuGll17y4BcTqU+wFACC5XcoSXRsqPj3J5N3Iu6SePS4MhlNZ8048WM5hs3sgaj4MIRHGlykQkT+4ovgOa+t5A/OpjYWBENQxhu0MKvL6dOnbQIRgLWXgHT5+PHjHT63evVqh/duuukmzJw5E0uXLkVtbS1GjhyJESNGYNCgQdDr9di9ezc2btwIs9m6YYcMGYJ58+Z5+RepCwMf7ZCWloatW7di5cqV+Oijj/Dzzz+jtLQU8fHx6NWrF3JycjBjxgzExsZ6lN7AgQOxf/9+vPXWW1i9ejWOHDmCqqoqpKSkICsrC1OmTMGECRM8Ho13xowZuPbaa7Fs2TJs2LABBQUFaGxsRHp6OoYOHYoZM2Zg8ODB7dkETlkAmGBmoSJI2d+kedMmJZO7DiWltBRCjx6rwbEVx22WXz7xfETFh4ECx92YM7y/KIO3AhJKnIK6PfINVTxGVYD7iPyprq4Oa9ascbrcaDS6XG7vlVdeQWRkJP71r3/BbDZj8+bNNhNXCG699VZ88MEHTscB0Qpt/3o7w4YNE7t/eEqn02HixImYOHGiV/IQGxuLOXPmYM6cOV5Jr1u3bli8eDEWL17slfSIKHjJFQDtKyP2r4Oh0GgI1Qc6C37hrGJpgDZ+P5EWBcM1Ohi4ekDkabdgrQ1ATu7p9Xr8v//3/zB58mQsX74cW7ZswalTp9Dc3Iy0tDRcddVVuPvuuzF8+PBAZ1URGPggTXB34w+2J03exoITBZuyYiOS06Jw6KtCVP/3DFJ1rPy3hq+vCbzmKIu7yhhb/ZFSODsWeU1xTjFjsGmgq0vXrl1b/ZDdE5dddhkuu+wyr6cbbBj4ICIizRGmrd377u8BzgkRUesopqKqQdy2ROrFwAeRhDf6lHvSFJE3zsDSysw75FxKejQAICxa/jYYeW58j9v/cjGM8Sbx/SNHyrH9hwLfZ5CISGM4rk9g9G9OdLmc252CBQMfROBFnUhLBg7KEP+O7xzpsFyn10FvsA4i3f+qdPS/Kt1m+efrDuGXX0odPtdwthk/fH8CP+0r9nKOiYioPdhKRl6mKd5lV88Si/v+J/bT6tr72sO86LzfA4TIBgMfRF7Gvs7ytFqoIN9oz/HUPTNJ/NtY3miz7KqLTwEAdv/9e3SZcSlCwlums+3cNwEAcMutF+KWW51PUZ7d7w389tuZNufPHRbgbXF7EAWH9pSftDCWW6HeiHxDFR7Q9QQAbAstCnCOiNSFgQ8iahNWJkitPv5wP5a9dRMAoLC0HiUWs8MTr4L1v+PrN1qCFyUWM545fBNSe1qnJy88WIXKU/Xi8pBwPXoNSQEADDw/vd2BD1dP0NLM4dgXUtGu9INFpiner83jGWQJHG5bUiseu0TKwMAHkYqw0K0d3Ne+VVpYh5T0aIxfnIXUXnEo+PwUTh+qkV03JboZqAvBxglb0eXei1D63zMo/Dy/Ja066630iTO3IjIxzC/51wIe4+ogPIVuL+5vIo3TwKwuFFgMfBBR0LMPItg/IWb3JO0xNVtLWKk9YzH+mX7AM/2wKP1zl5+pOFKDH2btRapOj5Rof+TSu5xVLE0sbRIRKQIDgES+w8AHKdaQpk5IM4c7Xb4vpII3CCIfC9Zz7LkXdmDJv6+3eU/fIxrlv8eKr1OimwEAyQlGAFFITjAitS4OKdHNSE4woqzS/QxORMEgWK8DpC2+nHWPrTSJlI+BD1KkTFM80szhNv3uhUoIYG1abn8DU8pNxd2NNVCtCwJ9U+YUssrhbgR2IPgHTXvrjX04srQYtzzYG/e+MAAAMGhqV9R/bcTpPSUBzp3nOP0jkfbwvCZvEmZucTa7i1B+8+lxZ4Eyu7pwppmgwsAHkYQ3LupygQ37yolcEIAFGf+x30fc9tpkNluwbsmvuOPJLEREh+LqP/UA/tQDv/xrH2r/qEGKMQzG0rNoOvIHul/ZGR3LtyMpsQbxidWIS6xGdUUcAKDq3P86lpDaJNBBWX/Ryu8kaiueA4EhDJYtF0gvNLArMAUPBj6IqNVYgHfEFi3qI7RqefTRb/Hne/qjd3/rrCyXPNRfdv3STQnY87dvZZfFdE9CRKLzrnneIHT9S9XpxQKqfXfAYn2DT/NA/qWF6wrvJ+QPSjyOlHDsO/sO4R7jrFWh9HNuW4jytkQKwcAHKZrQlx4AkhJbZlxIrogFTsUBZg5MSdrALg2+s/ytn/D9smO4d95lGD2xF3Q66/vdLky0WS/l+n6ATOAjtmcyhq65U3zd1Nj+9rr9LJEO76XECN39zEirlZ/SVovXQy3+5mDky/EXiEjpdNBZdIHOhAwl5onaioEPUgWheblUSmUU0mqtTzsDXfCVRu2dPYm1F+g8U2B58iTXV98pPTalfXqFfr7SdbVS0cg3VGHus1sw99kt4nsPTrocT709HHq9teBTW2hEeUUsyitiAWSIg5t2mdTLJq3VOw+1Oz/SfSGqk96yldgZ2v/8fXxq5XxQAnf30GDcF0poAUBEFKwY+CBqA1fTo6aZw9ncnNqNBdzA++rD37B94wnc9XAWpv2tP2LSo1B7fjcU7DwDoCU4kWBuCULcOmYlGhtN7f5u2WuIm4ogEbUNAw7cBlrEsixpDQMfREFOuLE5a0ashZYnLLBRW1WeOYvfD7V0KZm2YSj+mfY5mhscW1wcO1iB/3xzzJ/ZIyKNYHdH8hdxVkUnwXaflRvZkJF8jIEPUqR0c5Q10lwbjtS6OKRURlnH9TjnwKm4c3+1/SrJpxtE6uPP81ZI6+0v83Dlxi64fnQPRMSHYcaO6xARE4Liw9Xod2OGuH50bKjXvpuIiLzLl+U6NZcZ+zdbx7MSur6mxDQjOaEWKee6c+6vlZ/mlkhtGPggRbKJJpvDgboQlNbFiW/J9X9vyxSxwsVeTro5yv1I1TKK9Q2KbEXhLE/+ulmruVAQbGyar0qe6ARLs1ZvB0eqqxtw/6yNOPL7bABAl0vPFRJ7xtqsl9o5plXpeoNSp2ZmYJmISF3EsnVdCIAolJ4bV6pYXx+4TBF5EQMfpCj23TKE5nYp0dbZDErr1HnIygUdWPCnQHEWBFNiwE4piotq8eLfd+D6CT3Q5zLrtLeni+rQsVN0gHOmflq5Fmrld3rCkwHBxYGXnTS3D+btKfdQJlWnR1qzdVvIzehEvheo6aXtv9cAvc37QXMusKsL+Zg6a5FEXpBujrKZ0cJesR/zInB3U003R7FyqlBBU/AIIt7uE7/g399jwb+/R1qnGJSfqUdjowlpnWIQFxuGjinR+O/2P9qTXbfsW+TwmAssf7Rq0cI+dnpP42C+FOSUfH6X1oWILUAKDcpsWUjUWgx8kGIJT39KLGZxGkfhIuytJvkp0c1ITnBS6DoVh0JTPC/wMrhNSMuKi2pt/i4uAg4fLvfqdzDASVrj6pgXygPSViHSwBPvSURE5A4DH6QK9gGP9lQKhMJSmjkcyQm1SEqscVinvCLW4T1X5PrZsyBGgPeeCvvq6TGPU2XiflEWufPYvjsCW+R4F4N/nmlryzZXU5kC6t/+HGdIhSyBzgAFOwY+SDPsxw9J1emRlFiD87qfRGxiDWoqYhF7LghSUxGLpMTOwP8yUNKcKPanFW6UgbphFuqNPvvuTFO8ywKUL79bKzgdIRGR8ijl2ivkQ/ZeYdf1p7MuGv/adRO6XZKI+qom/HG4CrWVjUjqFAWdDti3+RT+b942j7/blwMlByIIwfstEdlj4IM0Jd0chX6WSKREN2NA/4PolX0ICRcUIiSlFs2l1hkZGspigSPpAc6p9/DmTkRqwCe0LTwZRFFKrpInrchqadsFK2mLonxDFb78dQrOy7QeJzEdwnHRoBSb9bv3S8KqTw8if7939j3Pz+DjLNAmjnGns12PSO0Y+CBF8sesE3GJ1YjsUIOQviWo7t+EyCJra4/oohKEJ1v/Lq+IBU7FBe2govYj69uPqq+m6U2VWCgTWtEI29V+MF1x4LAgPLaIqO3cPa3mNUPbEhMjxKAHABgrG/Hj2pOoPGXE+Zcmot9NGQCA8AhDoLLodUq8x5N36cy6QGeBghwDH6Ro9hVxe9tCi9qcdnVFHMqOpCM8uQZxKAFKrNNSNpfGoPK39HPdXWqAU3Ft/g4i8i5PCrcsAAce94FnnFXmhHtfsb7B7X0w2IMgckF5e1o73q4Y2Fn8e+XUXfj54xPi6x0A+pknBCBX1FpKCea0pyxNpCYMfJCiBKLwEpJSa9PiI7SoDgmS5Sm/pwLBXa4kL5EbLC7NHO5y2mQiIq3RWqCitdxVRMs//bv497HvSn2dHU1QShCCiHyHgQ/yG0/6LPvzxlJVEYe4imo0l8YgsqgGoUV6NHUyi8sjO9QgtrwGyQlGpNXG+CV/gbixSivnKTHNNstS6yIBAHm6er/nq61aO6CZNws79t8tbtdo63YtrVPvJTeQhcIhTZ1cLndWSWBBlXzJvitgsLe8IOW4pPfrOHjkPgAA4+r+46584auWE/b3MhPMsu+rHmd1IR9Tbymcgp6/LugNZbGILrJ2dQlFHVASjYayWNSfiUVNK6e1JfIFPokiUjdn57BQkWLQhFrDbHZeQ4ztFCH+fdbY7HQ9IiKtYeCDNKfEYgbqQpBcEQsc64y0zEJEl0SjuTQGIYA4uwsAcXpbIiJvYjBLXeT2B/eR/zAw5NzDR26ERRIICYtsKdp///sfgciSIvCY8Q/ey0hNGPggzasrj0XkgU6oPxOLyLIa1J+JRV25tbVHdUUcDpyKA2B2m04wsO+KIc46YjDy5uWhfpZI8W9r1yEzkhOEAlgU9te2tEtW06w5RNQ2maZ49G9OlF0mjv9jZkWNPHemzIjqM2cR1yECoeHyM7eUnqhFfX2T0zT8eU8PRPmBZRbPKSJ4YQGgxFld2P0mqDDwQX4hTOvpiq8LffmGKvHinWmKR15hFNJOdkJ5RSy6HTsFwDrFLWCd8QWwjgNSYjGjWN8Q9IVSIcghJVTMWYDwjtK6EBTrW8ZLEY4pbl+i4Cc3yLEw/k9abXir7jHSdaX3NtKGhgYTbrn4Ywzsk+50ne0/n4SFlTZFkRsA3V6wlzWJAomBD9IkaSHxgGS62qRE26lry4N8jA+lFJa98bRBKb9FqqUFjbVwU2Ixo9CgnkKNdL+wgOZIEU/Jggi3V4t9IRUArNvEk4HBSXsqys5i4/fHnC739vkU6PMz0N8vx36aZblz1Vv5lqZtgN7hPSVuHyKlYeCDFM2XF3Ih7bTmcOBc8COl0rFyF6ytPYQbpqspV4VWIJmmeN5U20EIgBTr67kdiUjkybVB69cMrf9+Z7hdAkcIeNiXmzhYcTtpo1c5BRADH6Rp+YYqpJujUHzudVptuMM6hSG8gVFwUtqTZGf5EQqZwTQmilBAtn9iKIcVnBZsZUNEwUIuQMJrGJHvMPBBfuMuAh6oi700X1q8CRXqjSjUG+W7MqioW4agtfvLm/t3W2gR0NTJa+mRlbTZfzCSa23lbDBMqWDdHhRYDC4FhieBaCVve7Xn35O8OZQR7QPXChybk4haMPBBRKRwSigsajEoSIHnbjBAtTQpL9Y3OFaSpFhhIlI83vN8jIPxko8x8EGaxxuZLXdN77m9iNrPpsIuc85JW4E4mxGL5yKRNrFVDikFjzVSEwY+KKiwMEC+kmmKlx1JXcBji4iIiNSG5RfSCgY+yC94USW1kWtib7DoxL+dNbHfFlrk87wRkWcCHQwXvt/Z9UItXXXsBXq7EvmDs+PcWSs8d3heuGFmnz/yLQY+iDTK/sYtNz1bMfyDhQFl4n4h8h61jZPjqnLXvznR5SxLSv5dRN7iLHDpi+Nfmqbp3LyvPM+IWoeBDyKNsr9hC6+lhd1APo0UnrQ4K3wLeeONnwKFx57/9bNE2rxOa7YdH0W6TzJN8U4DvID89Mjcp+6lm6OsAXIn40EF07TTRHJY/iBSJwY+iEix+jcnyk71CVgrPMX6BhY82oHbLnCEbZ9vqJJtTm0znS1b/4pSoptt36izLcYMkUwnnWYOd7h+lJx7Ukr+w24xROQRC2925FsMfJBisbBEpK3zIJh+S2to9Xe3RaldoKPEYhfI0Nl225MLlDh8hmy4Ox7bOr4Buab264Da809EwY+BDyJSDGklv39zIvrGmJGcUGuzTlmltdBdUivfEoSI1M1dsA+QCXgQERERucDABxHZkI7roYQnOEmJNbLvp9bFOe1jTuQr/mqB449zT+gWEmYx2LwW+HOGIvsuKvb2hVT4LS9EgLJb2ynh3kwk5ep8OQA9mtnNkBSAgQ8KKiwMkK8U6o0w6Szi3zzWlEfJFRXynNy4PkL3ipToZofuLkREpHIWQKfE2Igl0Bkgb2LpgYgURajgpOr0SE6oRXxitc3y8opYv+RDrpLMKeSIfEdo6ZES0+y4rDa8TbOFyI0JIqTjj1mrgvVaId2O9gI5GxiRNwXr+UukVQx8EGmUmm7ocZLgR1JiHAAgpTIKqAtBpileVb+FlIWtRJQtOcFaiRa6tlnH/IkSZ3PhWB++4+rYdxXc4DmjHm25/nkyBg+PASJSIgY+iLyIBYK2yzTFI90c1dK//9ysZlUVceI6VRVxOPx7KgDrk1x/VXqE/WqA3ua1oC2FQ7UcB8HyOyg4HDgVd661QT0AoNBgWwGXzjgid33YF1Lh9pjlMe+a1n8/KRvPXxUzczpb8i0GPkiz7Afys+fPgf1I3oFTcUipjELyue4tZZVR2H9uNpdifb0YHCEibRC6WAgtDuwrMfmGKo8C0AL7dW2Cr4Bsdw5WnFqH24uIiJSAgQ9SLBaWtEkY2DAl2trPPznBaDuzS21MILIVMDwPiFqnLeeM0FIkzRxuO7iqmyAIERERqQMDH0QusMlkYAhBD3tlldbKCSsggSXtTiCH5wW1h+2ApNZjzd+DkhIRkZ9xBhXyMQY+iCighOCS0MQ8JaZZHNAQaAl2ANYKUbG+nhUfciCMEeOMt46ZYArqCN35HtD1tHkdqLxIrwWCtNpwZx8hL2GAX55WfzdRW7g6X5qbOQg1KQMDH+QXWitY8Yk4kf9xpgkrtV9v3QWpnF1flf67iIiIKHAY+CBFkhtwTkquYMxCb3CwNnOPkn1dYjFzQFOyERsbhof/PgijhvdARGQITCYLGuqb0fdy6+w/9cYmREaFWteNeCaQWSU33F3D3QWUiUj5fB2Y5YMnFeOsLuRjDHyQ4qV3icWqHycgOj4MJpO1udz/dpfinmvWwWRih0AtEPr8C91cWHAhwQv/GonJU/o6XS4EPQAgMjIE9fW248eo+VhyVoGQFvzV3i1MzfuHSOl4fhGRljDwQYrWLSIO645OFV8bDNbR9vsNSkN2Zhr+OFSlqIK9s0KEtCIi9zSChQ/fCVSz/2DZp0r/HeedF+fxuqUVf0PhqRqb9w4dKsNtt65CY6NJ9V1EAsGTqWO53dSN+5iklL6vlVQmJCJlYeCDFCuxYyTe//U2m/f+ffMPeOCLoV5JP5AD+SmNEip8YmHFHA5IZnUosUgGxQpQK0jh95tgtnntbaxgtF5YqAEAsGn+L/jumYMOy6++vBSjds0WX6dnxNosT8+IRf/L0rBr5ynfZtQFJZx/ZFWsb0Cx5HWhoaUSxf1AwYjXH1IMC7u6kG8x8EGKtPnonUjpEmPz3okdZSj/oUx8vfCLa/HtB/l44Z87/Z098qFifYM1+CF9fQ6f5JC9AVdkAAAuGpGCA//eb7MsOcGI9LTfsfqyD9HQvZvDZyetHAy9Xge9noUtrRIqdVqv3LkbF4HXXlIiuaBNMHX1IyLvYuCDFMk+6PFk0lqcrWyCPkSH2tNnEdMxAp0y4zB14aX4ZMWvOHms2if5UHNh2FutBwIxUJizYEcwDXrmrsAGKLfQppTzIiEhQgxaFO4sBQBxKuSkxBrEJ1aj2+W/AQD++K1U/Fx5RSzKKqNgMQ8CGPQgIi9iyz3vcrU9081Rir1PEpHyMPBBilRaUIuU863Bj49u+y/imuoRF21d9tktW5B0c1fcMLc3AGDBsmtw74jPA5VVaidpAZCFQc9ouWmy9LenRbUESA+tOg4AKKu0DR7Vn4lFdYXn44AQaQ1n0yFv0PJ9ibzE7H4VovZg4IP8orU3vNmXfYmVpycBADr0iIHwrDY5wQjLH0bsfMooBj4GDMtAl9BYoEk5N1al5MNTrgq2aeZwVT5REQph0t+W5qQLjdJI8ymHT7kcNdZaZ2uxb/ER2aEGcYktLcKqNBAE8WYrKSUJpt+iNawUExFRoDHwQYrU1GAS/x71TD/88PxvsJgtAKyV2DMhLdPYvvDIdpxoqrFPglrBVUU7Vaf3Y06IPBcR1XILu2z2RSg/XIWqXflIizqCuMRqxCbWILp3EdLOxCK23HqNiKuoRvmPFwUqy0REmubrIFewBn6lwUMD9A7vAcH1e4l8gYEPUqRj9dWor2tCZHQoAGBR8+0wNZvRWNOMsJgQNDe2tIfb+c0fgcomEXmZJ/3jBQnJEeLfl80WghkDsXv8i0Czb8b9URIWcomUyd/jSXnaooaDgZJiWaDMWV0s7lch9WDggxRr/KUr8fmvkxESao1sG0L0iEwMs/597r362iaUnKwLWB49FUwVlP7NiTav5QbkDKbfS8olDYBK1XS+Cr+tyUNSYg2ik2pQV94yha0hJgqDnh+KHhMvcPgcj9vW4zYjIn+QCyZJW6syaENE7jDwQYp16vdq3NVlFXpdnoy4DuG4eEgqRtzdU1z+6n07sfbzQ6itbnSZDkdYd8/leBduxptQOmeFIRaS1O9/e0qRFfoaxt7QC6cOV+PNg+MAAIPmX4I1a/IAAHXlsaipOBf40OvQ69WHEdGpJXhXX9+EX/JKHdL2J61ff0jZGMxuO2fdSIVyiRK2a7B2DSEissfABymSePM9Dfy6/gwAoNfPHWwCH1s/PoYztfWByB6RT9gHY7wRnNHCoIK7vzpp8zqqo7ULTHlFLA78eBHKzwU+otKjcYkk6PHuCz/hhbd2orbWdfCUKNgFw3WAtKdY3yDeJ7VwDAutXgznuoTItYLxZDsos1ygg8WswK4uUGKeqK00Ffg4cOAAcnNzsXv3bvzyyy8oKSlBWVkZjEYj4uPj0atXLwwZMgTTpk3DBRc4NoOW6tq1K06cOOHxd+/fvx8XX3yx2/VqamqwfPlyrF69GkeOHEFlZSVSU1ORlZWFKVOm4LbbboNO5/lJePz4cbzxxhtYv349CgoK0NjYiIyMDAwdOhTTp0/HoEGDPE4r0A7/cgb/GL0ZQ27rivVLf4OxugnguJtOeevGVaxvsElLzVMbKunJVqC/P5gI+3XWjV/itfVjAAB/mFNgLGuEpTge0AHmZgsGje0hfqbPBa+h4AT3AbXOkKZOLpdvCy3yU05IqXht9y5uTwo2p06dwp49e7B3717x//LycgBAly5dcPz48XZ/xx133IEPP/xQfL1gwQIsXLiw3emqnaYCH4MHD0ZVlfwFtKysDGVlZdixYwdeeOEFPPDAA3j++edhMBj8lr/du3djwoQJDgd8QUEBCgoK8MUXX2DZsmX45JNP0LFjR7fpvfPOO5g9ezbq6mzHwDhy5AiOHDmC5cuXY/bs2ViyZAn0emVGEOxveF/95yi++s9R6wtlZpnI57Tc9NzV7zYebJkNat6pW1ym09wsPz4IkafkujFwlgXSKh7r3ie9nqSbo8RrjjdrJp48zOK+9Z65c+fi2Wef9el3bNy40SboQS00FfgQZGZm4pJLLkFaWhrS0tJgMBhQWFiIrVu34uDBgzCZTFiyZAnKysrw/vvvu0wrMTER8+bNc/udnTq5fkp06NAhjBo1ChUVFQCAtLQ05OTkIDU1FYcPH8aaNWtQX1+PLVu2YMyYMdi6dSsiIyOdprdy5UpMnz4dFot1OOK+ffti9OjRiIiIQG5uLjZv3gyLxYJ///vf4v/kX8psahg81Lz9Apl3NR+XZac97xpkMPi3+apat6uSxkhS6zb0NyVuJ+4bIkfuztV0c5S2xiNT4qwuXnb27FmH95KSksQWH+1VW1uLv/zlLwCAsLAwNDayK6+UpgIfb775JoYOHYrU1FSn63z88ceYNm0aGhsb8cEHH+Duu+/G8OHDna4fFxeHRx55pN15mzZtmhj0GDVqFFavXo3o6Ghx+YIFCzBixAgcP34cubm5WLRoEZ5++mnZtE6fPo17771XDHo8/vjjeOqpp2zWWb9+PXJyctDQ0ICXX34Zt9xyC6699tp2/w5fY+HJN9g8m4JBU5MZA7Pfwq69MxyWVVaeRUJCy/S3fxQE/3S3RESkXO5aW6SZw8XAhzQAIrRtdBcUcRZYEb5XU0EVhUhKSsLIkSORnZ2NAQMGIDs7G83NzejWrZtX0p87dy4KCgrQoUMHTJw4Ea+++qpX0g0Wmgp83HbbbW7XmTx5MvLy8vDcc88BAFatWuUy8OENX375JXbt2gXA2tJjxYoVNkEPAOjRowc+/vhjDB48GADw4osv4sEHH0RycrJDeosXL0ZNTQ0A4Prrr3cIegDAjTfeiIULF+Kxxx4DAMybNw+5uble/V1EvqbEJ5sUWL/+7zRiI54JdDaISMP8fe/x9Pt4T1Q3+64u9oETBjKU74knnnB4zxtjegDAf//7X7z22msAgBdeeMFr6QYTTQU+PHXNNdeIgQ9/HDTSflizZs1CQkKC7HqDBg3CNddcg61bt8JoNGLdunW49957bdaxWCxYsWKF+Hr+/PlOv/f+++/HokWLUFNTg927d+PIkSPo2bOn0/VJWQLVBJ2tQ8iXWDAPDAP0stcUPhkkIiXgvaHtpOODAECqzjpIXlpzOFJ1epRYzCjWNwQqey049FabNTQ0YMaMGbBYLBg+fDjuvvtuDmYqg4EPGdJ+VlFRvp3BwmQyYePGjeLrcePGuVx/3Lhx2Lp1KwDg888/dwh87NmzB0VF1oppx44dMWTIEKdpxcTEYOTIkVizZo2Ynje67SiN0m+WHFiKiCj4sYWa9sjtU+lxIHdM8DggotZ68skncejQIUREROD1118PdHYUi4EPO8KYF4KhQ4e6XL+8vBw33HAD9u3bh/LycsTGxiIjIwNXXXUV7rjjDrfTxR49elTslhIfH4/evXu7XF/o6gIAP/30k8Ny6XueTFU7ePBgMfAhlx4RqRsL0dqgpEFIKbjYH1tywXolTRVOpAaZpnjZmaEEci0whPecjfHh6blXYjG3pGcOR7G+ga36VCwvLw/PP/88AOAf//gHW++7wMAHgKamJpSUlGD79u147rnnxABA9+7dMX36dJeframpsWmxUV5ejvLycuzfvx9Lly7FmDFj8O677yIpKUn28wcPHhT/zszMhE7nekTjHj16iH8XFhaiqqoK8fEthRJpetJ1PUlP+lki0iZ/tkAa0uR6tistT9tLyiTt6udJsElr0s1RLq8haj+n2WqHyIc0MKuLt5lMJkyfPh3Nzc3o06cP/v73vwc6S4qm2cDH2LFj8fnnnztdfvnll2PdunWIiYlxuo5Op0P//v0xYMAApKenQ6fT4cSJE/jmm29w4sQJANaBSwcNGoRdu3YhMTHRIY3i4mLx7/T0dLf5jouLQ0xMDGprawEAJSUlNoGP1qaXkZEh+1l3Onfu7HRZUVEROnRIRlKHcKxa57rFjJYZYO1jaXByoTfpLC1/y3R8FD7vitzngom7beDu97f280kdrE9ngvm4DrMYXC436SxeO678+V2B1t5jtb3pu/qOpA7h0AF4/otLHdM9d32SXo88TdfbfL0Nfc1f+ff299inJ3fPEo4PZ/cz6Xr+2k++uF57Y9uq/Tgm7zBAjzAX54vQquN23fk2nwGA2A7W6pv9Ndv+2JGWM+XutiZYB0o1wbfX+Kl3LEH5GQWMIRKEXnjhBfz444/Q6XR44403EBoaGugsKZpmAx/OxMXFYdmyZZgwYYLL1hePPPIIxo4dKxsAMJlMeOONNzBnzhw0NDTg8OHDuOeee7Bu3TqHdYUABgCHmVyciYqKEj8ndJNpa3rSMUzs0yIiW8IVwVnBNRgKrK4KP9R2aj02hONBrfnXIu4rIvKUEPQI9HWjSR+P/6U9F9A8yGnST0ZZUZHLB74nT570Y45aHDlyRBzA9C9/+YvNcAgkT7OBj2nTpuGqq64CABiNRvzxxx9iS40777wTX375JZYuXYq4uDjZz99///1O0zYYDJg5cyaSkpIwceJEAMBnn32GvXv3Ijs722bd+vp68e+wsDCP8h4e3tInUPr5tqTnKi1XXJ3knTt3xtmzjSg/04Dbbv3B4zS1ytVMCoK29r0M9ma37W123NrPr103DADwt5vlx8NR0vZu67bx51gR7OriPe3Zb6vWDYUBeqfHtavPkufU2k2iNWN8uOsq589zWmjp4aoc0tp94o19qNbjgLwr0xTf6m5hwrEjtPSwv2a7uq8HsgtaXYOHrT3Y1cVjFosFM2bMwNmzZ9GpUyc888wzgc6SKmg28HHLLbc4vGc2m7Fs2TI88MAD+Pjjj/Hzzz/ju+++Q8eOHdv0HRMmTMDSpUvx/fffAwDWrFnjEPiIjIwU/25sbPQo3QbJBUT6+bak5yotIqVjAZGISLlcDd4I8BoupbQZ3higUR5hmwutM4JpH4Saq3BxkfLGpwg1V6FTp04Ba9XhzLJly/DDD9ag7ssvv2wz7AE5p9nAhxy9Xo+ZM2eisbERDz30EA4cOICHH34Y77//fpvTHDdunBj42LVrl8Ny6RgidXV1HqVpNLY8/Y+NjW1Xeq7SIiIibTDBHFSFaFI3Nc1S5C5goZR8epMWf7Oa5RuquE+CyMmTJ/Hoo48CAMaMGYOcnJwA50g9GPiQMWvWLDzxxBOorq7GJ598gqVLl3o8/oa9zMxM8e/S0lKH5ampqeLfhYWFbtOrrq62GccjJSWlXemdOnVK9rOkfLyJERGpB6/Z6uGsYi99vz3Tf8qlL20dw6lF1c2brWXk0hLGGcs0xQfPdcUCZXZ1UeCwZ3PnzkV1dTViYmLw6quvBjo7qsLAh4zQ0FBccMEF2LNnD5qamnDo0CFcdtllbUrL3fS0vXv3Fv8+duwYLBaLy8/k5+eLf6enpyMhIcFpetJ1PUlP+lnyn6C5aZFLbDbse1rexsH820hZ5Crl0uPPky4bRFrHaza1ldDtpra2Fueff76bta2efPJJPPnkkwCAfv364eeff/ZV9hSNgQ8nmpubxb9NJpOLNV07duyY+Ld96wwA6NGjhzg9bWVlJQ4ePOgyALFjxw7x76ysLIfl0vek67Y1PSLSFn8WxraFFvntu8g/tBx8sqem7hqutCaP9k3qPdkG3iT9PulTcUF7t7c06KOGfUdERC0Y+JBhNBpx8OBB8XV6enqb01q7dq349+WXX+6w3GAwYPTo0Vi1apW4vqvAh3RKXLkBWgcMGIC0tDQUFxfj9OnT2L59uzh7jb26ujps3rxZfH3zzTe7/0FE5wRDBUcNeSQiIlKrYCgrkJ+YFdjVRYFGjRqFrl27ul3v559/Rl5eHgBrKw/hAbenrUSCEQMfMp599lmcPXsWAHDhhRe6nLvZlTVr1mDr1q3i61tvvVV2valTp4qBj9deew2zZ8+WHZ03NzcXW7ZsAQBERUXJpqfX6zFp0iQsWbIEAPDMM89g/fr1st/76quvorq6GgCQnZ2NCy64oBW/jpzhTZ7UiMctERE5I+3CJDdbj1rGJeG9jtRu7ty5Hq23cOFCMfAxduxYLFy40Ie5UgfNBD7mzp2L5ORk3HnnnbJdTgCgvr4eixcvxtNPPy2+9/DDDzusl5OTgxtuuAG333677EwoZrMZb7/9Nh544AHxvRtvvBEDBw6U/d6bb74ZV1xxBXJzc1FUVITJkydj1apViIpqucnk5+dj8uTJsFiso+w89NBDTqfZnTt3Lt58803U1tZiw4YNWLhwocPB/vXXX2PBggXi60WLFsmmRUQt1DSFnBrySL4nLeTLjb1QqDeKXQKItIbXyfZzN2VxujlKNUERf89Ww+OPyL80E/goLi7Gs88+i7lz5yI7OxtZWVlIS0tDZGQkqqurcejQIXz77beoqmq5CE2aNAnTp093SCs/Px8zZszA7NmzMXDgQFxyySXo0KED9Ho9CgoKsHnzZhw/flxcPzMzE++++67L/C1fvhxXXnklKisrsWHDBvTo0QPjx49HSkoKDh8+jNWrV6O+vh6AtXXG/PnznaaVkpKCZcuWYerUqbBYLHjyySfx2WefYdSoUYiIiEBubi42bdokBlFmzZqFESNGtGJrkq/xZkhERKQdxfoGANZgZFvKAN5uycByCPmdAmdQ8bbTp09j5syZNu8ZjUab5ePHj3f43OrVq32eNy3QTOBDr7c+0TKZTMjNzUVubq7TdSMiIjB//nw89thjLmdYqa+vx9atW226s9i75ZZb8NZbbyE5Odll/nr37o2NGzdi4sSJOHHiBIqKivDyyy87rDds2DCsXLnSpjWInMmTJ8NoNOLBBx+E0WhEXl6e2NxJoNPpMGvWLLz00ksu0yKi4Ne/OdHlchaCiai1eN0ITnItONTSqoMokOrq6rBmzRqny41Go8vl1D6aCXy8/vrrmDRpErZu3Yq9e/fi6NGjKC4uRmNjI6Kjo5GcnIxLLrkEw4cPx6RJk1wGKtasWYNt27Zh586dyMvLQ2lpKcrKynD27FkkJCSge/fuuPLKKzF16lRceumlHudx4MCB2L9/P9566y2sXr0aR44cQVVVFVJSUpCVlYUpU6ZgwoQJbqfIFcyYMQPXXnstli1bhg0bNqCgoACNjY1IT0/H0KFDMWPGDAwePNjj/BEFq0D0+fV3k1ryHvYR1wbu58BR07ZtS0sKNf0+aj1v7l+5tNTU7ZZISTQT+AgLC8OIESO80qUjMzMTmZmZuPvuu9ufMTuxsbGYM2cO5syZ45X0unXrhsWLF2Px4sVeSY+I2oYFFCIidQjE9drbgTYG1z0TLIO2BgOLBmZ16dq1qzjUgK/JjfGodZoJfBARkXJ5o9DPgnzgcR+04LbwP+k2t38qnmmKd3mdCYb9paVKvLt7BuC/fcrWYUTqwMAHEbUJb+TyWAAiIl4HnFNShZV8r62DtRIReRsDH0REJM4oQERE8oY0dXK5fFtokZ9y4n/BErwIlt8RlCzB39WFAouBDyIv4021/fi0lJTMXd95QDnHqDQfzvIkdAkgImotpVzrvEGuK1Aw/T4irWPgg4hII1w9rexniUSert6PufE9Nqn3LgYklY/7SDn8vS+4b7WJ5zyR5xj4ICLSuDRzOEpgRqFBfuA7Fpzaj4VTouAnPc/lWoYF0+CiRF6ngVldKLAY+CAizQtEpZMVXfUKxsqLAfqAzXih1KAQz1EiIqLgwcAHERERBYy7MVMYgCAt8PZxrvTxKpQa8PQmXtuIlIWBDyIiCjgWAInIl7RwjdHCb/Q2b2wzbncvsECZs7pYAp0B8iYGPohI87w5CCYLQBxUlJTLX8cmj2/nuG2UIdMU77JFgtBiRKn7S6n5ckXY3mnmcJvXUv7a7lpocUNkj4EPIgqImrOPiX/HRy2G2ay9sDoLHsFP2MfOKhjBOF4IUbDaFlrkcrkngTXSpnRzlBjwSNXprW+eew0AxfqGQGSLSFMY+CAin/KkIPjKolF48e87YJHEPljpJ6XisUlERG2VEt1s/aNOUg2TBEH8FRB3NwYJ4M/7nU6hs7ooMU/UVgx8EJFfhYbpsafuLzbv3fFQFu54KAt/5LfcYFevO4An/vGdn3MXGBwArfXYWobIEY975VD64KJSaZJKtzNKzbsa9G9ORKpOj5QYa8CjV7cSAEByRSwA4MCpuDanzf1C5DkGPojIZ2JiwpAaG4OSk7UA5IMeUudltlRmH/zrQHz4j59xGJW+zqZmuGumHWzaUiBkQMU5Lf92Ui9/ntM8R4KPu7FQgOC4tzL4RVrAwAcReY20gKnX6/B13h1IyYjBj5tPIW9LEU6UVdusv/+9o/jju2LoDC1NCeO7xmDwP/pBr9dBp9NxRG0KCs6aLiulIGmCOWB50eo4JwyyEQW/dHOUtbVHdDOSE6zXuvjElrJQ+blWH0ogjj0C2HS9Efj6mmRheY98jIEPImoXaeFd+lQkIzMOKRkxAIDLRmbgspEZNp97J+sLVObXOKSXemkSBv+jn49ySySPg5ASkdIEMjjmrgVAe7+bgT0i8jcGPojIJxJSI1wuj2wsR0hCE8oq3Q+u5W/OKr8G6GXfJ/Wzn2bQHgMfvsMKEBEFI+HaltYcfm4gU+t9Jqmi7WN6EFHbMfBBqsamwsryf1+PQP8RGSjKr0anzJYb+5NJa3Hp1K64+d/9xfdiQ8qBRCgi8MHjxLvUuD3TzOE2g8/ZKzZaj1M1/jZqwf1HZJVvqBLPB7kWb0IQOC0As40Eq1JhFpffU23ey9PVo9DQsm39cZ2S/Q4PxvnwKQtnUCHfYuCDKAD8GbDxZDpZb3xfRrc49B9h7c4iDXqUHqrG2com7Hr1CKr+MKJDjxiUr96Lrudb+7gm2/VvvfH9W9qdF7VgJSz4cR8TkdKJs45EtwR+kxNqxb/LKqNQLIl5cCay1iuxmFteSKaxLbGYbYIeROQ7DHwQ+VFSUiTGjb8IdYfOoq6myWbZyWNVqCpvCFDO2q+sqM7m9c4Pj+PEvnLUfl0gFqbK/nMCBz4PQe8MC6rONfWUtviITotEfNcY8XWXCxLw26EKP+ReG9hCioiIyD+EGWFsBg21U6xvCNi9l/d80hoGPoj8YNnbN2HylL5u17um03JUlJ31Q468L6NbSyuP5dN2Yfu7vwMQRgm3fbqR4qR7S5PRtpvBmp8nIjbiGe9nVmFY+Gg9bjMiIu8o1jdYuznUSasFLffp0roQQNfk+EHySJ6u3umyYJgK12vM7OpCvsXAB5GP/VE8BwkJrgf6FHS5IAEVZcU+zpFv/PW5weLfRb85ztYiZ+A/+uL8SZchPC4U383YjIvvz3JYR2ilwIou+UqmKV6mmbdd02NjqLguwOPRn7TcUknLv91buI2oPaRjoQQzLfxGIgY+iHxMLuhxaNVxbPrzTljMFjRnp+GR/wwHAOig3mh3YsdI8W/DqbNi005pZbK8OQwx0SE4GxmK4vB49PzzQHHZsLdGOqR5YF+pD3NMRBQ4rGgQqUtbApFqGhCW1yQKdgx8EPlQWJjB5vVj+pUAbIMB9dUtzUcv6t8RP/1XXc0ehRuldPranlPOx/pnDgAAUs69l/XnXrjmhQGtSvuVx3O9kkd/8qRgxKe4yiH0wXamZQwaz5p5+2swYfIf7lMKlEAeV6UyA3AG83HuyXlOvmXhrC7kYwx8EPnQgievtnktBDykzejLfmopSPz9xauw4ePDQKX6Chf19S3BnF83t3TXEQpPA//Rr1Xp3WB4N2BPSpwV7kwwy75P6ldiMcv2bxcL/+zfTkRERKRaDHyQqin56UOmKR4PzLlCfL3l4T1iwCMpsQbl56ZxNZssNp+b+9IQ3HbXav9l1EsiQ6yXk0PrC1G/r9Kmq0vnIamITAgT113/+iHc+JcLnaZ1U9h7vs0skZ1ifQOko+uk1YYjVadvmYLw3IMo+9YhSr4GERG1hs2UqxKBnHlEjYTWI85aE6qp+wtRMGHggwKmtc2H1dg94If1xzH0xq44srkYeW8cRnKC9f34xGpxHfsZTnR1FmSa4hX5e1ypLD+LjG5xOLzJdnDW08YQzNlwnc1782dvwb8W7cKMmf0x4bFLbJblfvWHQzCIiIiIfKO1M4uorXxCKsFZXcjHGPgg8qGhN3YFAPQcmWbzflVFnNji47TR9jS8/p5eePTP//FaHvxdQKmxmG2eGkVE2/6+R+Zsto6SXlqF009sx3NP/hcPv3Aljm87g7O1zdj/Q4lf86sl3j4W1BiMJCIi8gdnLTt4byQKDAY+KKBcDSoIqPvmoNfbRq6TE4xISrRO8ypt8RFSkWiz3pcfHPJ95nygz2XWYUynvJyN7lcki+9HxLZcZhY+/h2WLf3R5nMmkwXPzdnu9lhwhpVvIiIiChbSco1c2cgAvbgeyzhEnmPgg8hHzGbb7hoHTsWJ3VqSK2LF2SLqsiJt1vvnfT/4J4M+NGhqV9n3P1/3m9PPyD0Z4Q2diLR8HdDybyciDbEAUOKsLux5HVQY+CDykdAwvc3rX8MaUFIbCgBIrYsTu4OEV9vOFrGr+k/i31MnrXUZLFCSqvKziE+KQP6v5dj7wymbZR1So3Do5BkcPVpu8z4L9aQEckG3Qr0R6eYoFBo4CB0REbHMQqR2DHyQaqitW0xnXbT49zvTc9GnMRwpMcJ0trXoDaCsMgql/2tAyYEqpPZ27LLx4YpxiI14xl9ZbperU5e7XK60/RNI7d0W7N7jPd7eVtz2wYf7lIiISP0Y+CDykQsHdhT/HjDhfBx+5zhK64RTriWIkxLdjI+v+AoNibHoNboTOmTG4Oq/X+Tn3JK3sJJE3sIAFxGRf/B6GngWJXZ1oaDCwAeRj2zPa+nu0fXyDjYznaAuBCnRzTbrV52sx543jwEABs7qgfCYUJz6vRpqwUIDudPaKawD/V08pomUg4FA8qf2HG88FomUiYEPIh+pqWxAwdEqnN8jHmv+/jNSdXrZ9YRWINLASHiMdSyQjG5xMBh0MJk4uhIREQUGgw5ERKR2DHxQwLS2oORsPnQ1uHl+H5SvOGLzXnKC8HuiJF1grI7vPYOu2R0AAEOu7oLvthz3Qy6Dj9rGhVEbbr/WYeWRWsufraSIiALK7H4VovZg4IMCKtgLbDWVDQCAxC7RCE8MQ0NFo83ypMSac39FAZLgxwejfsDjZbcCAGKiQ/2SV18b0tTJ5fJtoUUep8UKZPBwF5wCuD/JllrOf2/lkwFcIuXwx/nIc5rINxj4IPKhp2Z+h5V7bgcA3Lz2Wnx65y6cPiQJdjhhLG9EVclZxKdG+CGXJEeu0mKAXlzGggkRucKAhXKpJXimdd7cT97e5/46v+XSMZ1rGsHjlKh1GPgg8qHighqYms0whOjROTsJfz1wg83ys2X1OP7VMST0TUOz3WjWMR3C/JlVv+tnibR9w65FSKHeGNQ3dW+2gCHvY8WIiIjIjzirC/kYAx+kGmqraOQbqoAq4KGcjVjw6jAkd452WCciORIX3t3HZTolJXW+yiKplNrOBSJyJA2u9W9OdLpeqk6PPF29P7JE5HUcp0a5GOAnrWHgg1RFjRfpbRtO4M4uq3Dz/Rch+bxoVJ8+i9RuMbjxLxfarPfsnG2w2E3e8uOJYuzZXejH3BL5V5o53OVyNQ9q3F5KvJ6piav7Rbo5yu2xxe2vLRxviIgouDHwQZqghIDJF68ctHndd2gazu+dAAB44597seKV/QHJVzBjH3tlkdvenlQ2vPVdpA6ePCH2lLOWFKk6PdKaw1Gsb9B0cE1NlHROK6FMQb7lbh/66t6lZRYzu7qQbzHwQeRjzm6eD0/dhL/MuQynDlfj9ef2+DlXyuPuyT8LkuRvrrofpJujOA6LSqTq9OidUW3zXlJiDcorYlFWGYX9tYnYF1IRoNxZper0TpelRDcDPojNaK3yLv29rLQSEWkPAx9EfiBXgMw/UIUj95zxWx60VsgFtN1NgpRHbedYsPbNT0qsQXxiSyAktS7OpiLc1uuG/fayD+YW6xtanWaJxQzUhaAwwNtZjfuZiIhIioEPogDSUmHSvjKR1uy6hQcRkZz2XDeFoEecJPCRUhmFtNqW65E/A6ZCwCUlull2eUmtHiUWs6buFURKxnPRV3QKndVFiXmitmLgg4hUxx8FD7nvMMHst+/XCg4wScHKvvuM/bHszbFMqHXYGlAdvHn99/a9hPcmIvVh4IPICS12DfGnQPepDzSOD6Fs+YYqjgMQxGITa8S/kytikVoXJ772ZMYXX0pOaPluIV/S+5Fw7+E9ingMEBF5joEPIiIiGe4G3A1WQmXKWeCHT8u9b39ty+CmQrCjxGJGsb4+UFki8goGX5RLSfvGAsCiwK4uFrCzSzBh4INURUkXaSJqP57T7gXrIKO+JrbaMYcjpdIuiHPM+l9VRRzKKqOsg4ieU2gwcnv6WKBbKrhrzcXgXnAICdFjyh19cWn/NBQW1qLwVDV+/70STY1m/P57BU6Xcj8TaQkDH6QJ3ihE2U9tKVdwYvcFZWHlhdoq0xTvcopRaUVZKQJdmVSibaFF1u1Sa71+p9bFIaUyCskVsX75flcVbHalUhZpsEOp54r9OW5/DDFgY+v3kw8iISFCdtnZs83o3etVBj+INISBDyJSBKUWNEm78nTOuxkUGlhY9hVfDEIoHRcj3RiFtNoYr35He9lMdXuui1WxvsGnFVmtXXOVPFCmwF3wMtDjz6iFTgd8/skEp0EPAIiICMGQruchr6hYc+eCIlkAmBXYqcQS6AyQNzHwQT6n5aeQSvrtwbydicj7nFWw1H4t8VXFUbpd5K796eYozY4bQ+RPR36fjdS0luDmgW+L8cJ1W8XXyy2TApEtIgowBj7Ir+QKftKmmoX64OlbnWmKd9mUmU9tiIj8S2n3F5uWHnZ4jyDyjDTQOGBYhk3Qw1jegB8W/uqy6yIRaQMDH+RT9pX/NHM4UnV6pEQ3t6xUK/8ETGkFVGofre9PJbX+ISIiUgtPBngWjJ12kfj361d9ixM7ypyuGxsf1q58kZcpcFYXCi4MfJDPSVt4CEGP5AQjkhJrAACl/8toWVmyblsrgt6aAcF+HSUORMfKNBFR6yn52ii09HCXRyX/BqJAeeKeb3Hj5F4AAFOj60GoYxj4INIUBj7I74SgR3xiNQAgJTq1ZWFdCIoDlC8t4fSYgeVJEC1Ytz+DdcrHfeAfzgYv1eL2d3dN1OI28YT98cPt1DolJ+sCnQUi8iMGPogUrDXNO0l5pPtPKNgL3b0A+SlR2a9fOcERV/uCAxMTqZfazinp/UMO7xvyLro5HV2uTEZzgwnNDWZExIXikgnni8vNZk7ZoSQW7g7yMQY+iDy0LbTI4T37CppcRZeI1EdtFSNAnXkOdq4qpFqurPJYJV+xWKwBDb1eh+H/6ONy3YrTzqcsJ6Lgw8AHkUq5C6xouVBNJFBK6xEiInfcXY+CdYppbzKbLfjkn3m4anxXhIYb0CE9CrXVDag8Y51ByWQyY9//irF21QFs/b0AMAQ4w0HC1b32ADijDikDAx/kc9Lp+vpGhYrje8SdG+OjV7cScbnNQKdBQClN5YmIyH+cXd953SfyvQ8X/owPF/4MANDpgFM6joXiDUOaOjldJnTD2hdS4fBg7oingQ8zZ3Uh32LggxQlJboZkIkVqHEwzkK9UXF5ImovX7SgsC8k2b9m6yUiInKGZS0i8gQDH+R35RWxTl+X1oUAuiZ/Z0lxhMqls+4s3qgIchR9/7LZZ+eejEhbQ2mF3HEnHbCPQQ4KFuxmpQ1y+zndHCVe1+Su83ww0jqt3VbctkQkh4EP8ql8QxXyDVViwaC0rgOAKJRVRgG/t0xjW1pnPRTzdPWyg4iSPHalIa1goE79GAggIgpOwmx10qCfwADA5EEaFgu7upBvMfBBficEOaSEaT0LDe1/2hushWf7G4n9az4pVw/hCaDcPgvW41fg6+PUvnLNbjPKkGmKdxm84n7RtmC/7hEFK6EsmhLTbH1dGy4GQYCW8j2REjDwQaRBLGT6h9x25rZ3z74SzG1GasCgG/kKr4GkBskJRqTWxVnH6xPUhUAPC8DWHKQADHwQtYOvCyPOCsosQBP5F7tpkJSzcR2ISJl4DfeOfpZIm9dCS49e3UoQn1iNA6fi2p44gyPkYwx8EKkUn4oTucfzhHxNCHjYdz8UaHEQYyKl4ThRviVMVFBiMQOSLu0lFjPM0Hk0xgeRr2kq8HHgwAHk5uZi9+7d+OWXX1BSUoKysjIYjUbEx8ejV69eGDJkCKZNm4YLLrjAozQtFgtWrVqFDz/8EHl5eSgpKUFCQgJ69uyJ8ePHY/r06YiJifE4jzU1NVi+fDlWr16NI0eOoLKyEqmpqcjKysKUKVNw2223QafzPCJ6/PhxvPHGG1i/fj0KCgrQ2NiIjIwMDB06FNOnT8egQYM8Tssb8nT1su97Y2wPIiIif5IO5Cft1y5QSv92Pu32HWczVYnHgzmcwa924vGrDIV6I9Ka7QK8YpCj5TyQXveK9Q1oNFtghsUPOSRyTVOBj8GDB6OqSv7iWFZWhrKyMuzYsQMvvPACHnjgATz//PMwGAxO0yspKcHEiRPx3XffObxfUlKC7du346WXXsKnn36K7Oxst/nbvXs3JkyYgOPHj9u8X1BQgIKCAnzxxRdYtmwZPvnkE3Ts2NFteu+88w5mz56Nuro6m/ePHDmCI0eOYPny5Zg9ezaWLFkCvd6xwOYLzrpouLtp8abmGp9kkL/44liSXheC/VhlAV79pAO1Siu4Qr92uQG8ich/5K6z0hZZDES1Tb6hyrG8abYdzNQhAOykJZwDC2AxK7Criw/iNadOncKePXuwd+9e8f/y8nIAQJcuXRzqgc6Ul5dj06ZN2Lp1K3766Sfk5+ejpqYGMTExOP/88zFo0CDcddddfn/IrWSavDtnZmbikksuQVpaGtLS0mAwGFBYWIitW7fi4MGDMJlMWLJkCcrKyvD+++/LpmE0GnHTTTdh7969AIDIyEjk5OSgV69eKCkpwerVq1FSUoLff/8do0aNws6dO9GzZ0+neTp06BBGjRqFiooKAEBaWhpycnKQmpqKw4cPY82aNaivr8eWLVswZswYbN26FZGRkU7TW7lyJaZPnw6LxXrG9u3bF6NHj0ZERARyc3OxefNmWCwW/Pvf/xb/J+XwR+WHFSztcDceQVsDkq39Tm+lTRRo0lYeQsAjOUE4j6JQWheCEosZxfoG8fziMe+aWq8Zzq6fxcIfOna58ydnM0gJFXKltMIKdsJ1MQVAWK0OJigwqBEAc+fOxbPPPtvudGbMmIH3338fTU1NDssqKytRWVmJX375BcuWLcO4cePw5ptvIikpqd3fq3aaCny8+eabGDp0KFJTU52u8/HHH2PatGlobGzEBx98gLvvvhvDhw93WO+pp54Sgx7dunXD5s2b0aNHD3H5s88+i5ycHGzatAlnzpzBPffcg23btjn93mnTpolBj1GjRmH16tWIjo4Wly9YsAAjRozA8ePHkZubi0WLFuHpp5+WTev06dO49957xaDH448/jqeeespmnfXr1yMnJwcNDQ14+eWXccstt+Daa691mr/2UGthxhu0/NuJiKRcDcrMayEFEwY6lCklutnaNUOmFUKmKZ77qR2sLd2iWgJLkpZvHN+jxdmzZx3eS0pKElt8eGr79u1i0CMyMhKDBg1CVlYWkpOTUVFRgW+//Rb79u0DAKxduxYnTpzA999/b1O31CJNBT5uu+02t+tMnjwZeXl5eO655wAAq1atcgh8lJaW2rSQ+Oijj2yCHgAQHR2NTz75BBdddBGKi4uxfft2bNy4EaNHj3b4zi+//BK7du0CYG3psWLFCocDs0ePHvj4448xePBgAMCLL76IBx98EMnJyQ7pLV68GDU1NQCA66+/3iHoAQA33ngjFi5ciMceewwAMG/ePOTm5rreOAowpKmT7PtCc2NnY4gAwLbQIl9lyy94QyY5Wgmuefo7guX3Bptg3C9Caw+hpUdSYo1kaRRKav3ThZTc08p10lvUuL2GNHUSy4I206mK5N4jRdHArC5JSUkYOXIksrOzMWDAAGRnZ6O5uRndunVrdVpZWVl44IEHcPvtt8sGNFasWIG77roLTU1N+PHHH/HPf/4TixYt8sbPUC3elWVcc8014t9y/ayEbicAMHz4cKd9pxISEjBz5kzx9Ycffii7nvT9WbNmISEhQXa9QYMGiXkzGo1Yt26dwzoWiwUrVqwQX8+fP182LQC4//77ERtrHYV59+7dOHLkiNN1iahFpine5T+iYMDjvHXKK2JRXhGLskprVxehm0u+oUqRFUUiovYq1jegxGJGicWM/bV67AupwL6QCuTp6pGnq0eJxQwTLDBxcFMAwBNPPIFNmzbhn//8J8aOHYvOnTu3KZ0333wT+/btw7Rp05y24pg0aRIWL15s8xmTSdvtbzTV4sNT0uZGUVGO/QS//PJL8e9x48a5TGvcuHFYsGABAOCrr76CyWSyGTDVZDJh48aNrUpv69atAIDPP/8c9957r83yPXv2oKjI2rKhY8eOGDJkiNO0YmJiMHLkSKxZs0ZM75FHHnH5/UREreHLgXf9+VSSFVeSKtY3WJvLn2veLSWM78Eu7d6lxlYIFHgtY+8IohymW9Wy1p5Xcq2nGQj3P1f1O6k//elPePTRR9Hc3IyysjIcPXrU45lLgxEDH3aEMS8EQ4cOdVjnp59+Ev8Wup4406dPH8THx6OqqgrV1dU4duyYzSCnR48eFbulxMfHo3fv3i7Tk36fNB9y73kyiu/gwYPFwIdcekTtwYIqqYEnhTYeqyQlbVLvrGJVLPtJIgqEA6fiAODcoMMt3aILDc7HHiJ/0sGiyK4uSsyT52JiYpCcnIziYusdqbVjiQQbBj4ANDU1idPPPvfcc2IAoHv37pg+fbrNupWVleLBA1hniHFFp9Ohe/fuYpoHDx60CXwcPHjQJi2dzvUJJh1LpLCwEFVVVYiPbym0S9OzH3fEXXrSz/oLp2El8g5X51K6OcrlwJLt5WrWmDRzuE+nDuzfnOh0mfC7eR2h9pAe3+nmKIyICkWvbkWIT6wW36+qiBP/3noyBsX6ekWNK8VzwHc82bZ8CNA+3D5EbdPU1IQzZ86Irzt06BDA3ASeZgMfY8eOxeeff+50+eWXX45169YhJibG5n1p0CMmJgZxcXH2H3WQkZEhBj6kn7d/nZ6e7jatuLg4xMTEoLa2FgBQUlJiE/hobXoZGRmynyV1YaGgbVgYJaLWKq0LQXJFrM175XaviShwSuuk1RtrEF7o0uLLQLxWuS0rabs3UUB99dVX4uwvqampHj0UD2aaDXw4ExcXh2XLlmHChAmyrS+EgAMAj6cEko4TInRraW96wufam56rvLniajCeoqIidOiQjKQO4Vi1bigMLsbQNVh0MOmcD3hksrtahlkMsusZAOihwwgXgyc9oOvpdJmvuPrtgOPvCzZK//2tzV9SB+sUeM9/cWmrPudt0nwbzjUNtT8zhOGrhPPLl3ny5jne2u8Nc9E01gTr73f3He6OA2tawXuuCsf1qnW2XTuVfv76i/35FgodDHoL9JLjOlFyHGac2yyBuOcEs7Zer92VQ+Q+29bvd7aOcJ12di1U2rmkpnNfyGuYRQe9TLcEg94Ck1mHfk7Kh9J9oqTf5Yqza3Zb+GNf774jBOVnXAecmsNjkD/k4XZ/l7c1v7gbZUVFLus9J0+e9GOOPNfU1ITHH39cfH3PPfdAr9f2vCaaDXxMmzYNV111FQDrDCl//PEHvvnmG5w4cQJ33nknvvzySyxdutShRYcwmwsAhIWFefRd4eEt84VLP6+E9FylRURERETaZrAPMOtsK0+BDBgIedOfC0i6Ihd4Ukuwg6i15s2bh19//RUAkJaWhr///e8BzlHgaTbwccsttzi8ZzabsWzZMjzwwAP4+OOP8fPPP+O7775Dx44dxXUiIyPFvxsbGz36roaGliin9PNKSM9VWq64im527twZZ882ovxMA2679QeX6Qxp6uRyuX0f6dauT4Gl9K4krc2f8HRl7s15rfqct7kaU0NgP6aHL/Pkaju6G1+kvbO6uBrjQzqdqLt03An0sepLwnFtf71W+vnrL/ZjfPSzRCIlutlmHWnT+o0Ga39qrWwff2nr9dpdOcSb3+9sHeH67OxaqPRjRcnXAnflQsD5dgeUv+3lePPY9se+rWtw370opKEWmd+/2O7v8raQhlp06tRJsa06nPn444/xwgsvALCON/nee+8hISEhsJlSAM0GPuTo9XrMnDkTjY2NeOihh3DgwAE8/PDDeP/998V1pGN+1NXVeZSu0dhywY2Nte0HHOj0XKXlL8Lo+LKaOtlUXBjYICVQY0GJiIi8R25Aael7vhxQmigYWVw32CEP/ec//8G0adPE14sXL8bIkSP9mgeDwQCLj3ao2dz2VloMfMiYNWsWnnjiCVRXV+OTTz7B0qVLxfEyUlNTxfVqa2tRU1PjNmBw6tQp8W/p5+1fFxYWus1bdXW1zTgeKSkp7UrPVd7Iu5T8xITIV3w5q0q+ocrtzFDUdrwmkZLweKS24MxergnbJtMU7zaYx4ePyrdjxw6MHTtWbPX/j3/8I6BdXHQ6ndcCIN5Ii4EPGaGhobjggguwZ88eNDU14dChQ7jssssAAImJiUhLSxNnQMnPz0dWVpbTtCwWC44dOya+7t27t81y6etjx47BYrG4nNI2Pz9f/Ds9Pd2h2ZI0Pem6nqRnnzei9mJhg9SAx6kyKTlYbDtrRMuMEQCPJyIKPmnmcEVfkwnYu3cvbrjhBrHF/5w5c/D0008HOFdwWa/1NwY+nGhubum/azKZbJZlZWXh66+/BmCNrLkKfBw4cABVVdYLQWxsLLp3726zvEePHuL0tJWVlTh48KDLAMSOHTts8mFP+p503bam52uFeiPSzOFOl6eZw9lclMgD/hzTw14gCzvurg8siFF7SY+hfEMVtp3721klQHifx562pJujXJZnAP8dE6ygkhpZXMzSRq7l5eVh5MiRYp1z5syZePHFwI+ZMmrUKCxdujTQ2RAx8CHDaDTi4MGD4uv09HSb5WPGjBEDH2vXrsWsWbOcprVu3Trx75tuugkGg+2kkwaDAaNHj8aqVavE9FwFPqTpyQ3QOmDAALFFyunTp7F9+3Zx9hp7dXV12Lx5s/j65ptvdvq93mQ/UFyqTm8zUJz9kzQiLZOeL8JAnvZj4ghPm/eFVPgvY0TUJqyUEhGRt/z6668YMWIEKiqsZcB77rkHr776aoBzZRUVFYXzzz8/0NkQsYYp49lnn8XZs2cBABdeeKHD3M05OTl4+OGHcfbsWWzZsgW5ubm44oorHNKpqqrCa6+9Jr6eMmWK7PdNnTpVDHy89tprmD17NuLjHQtGubm52LJlCwDrgXTrrbc6rKPX6zFp0iQsWbIEAPDMM89g/fr1st/76quvorq6GgCQnZ2NCy64QHY9omCl1gqGtFk9YJ29BFDv76HWY+WZyL/cnVPp5ijxWgxwcFN/Yas/0rLffvsN1113HU6fPg3AWqd88803FdW9REk0E/iYO3cukpOTceeddzoMCCqor6/H4sWLbfpDPfzwww7rpaamYvbs2Xj++edhsVgwefJkbN68GZmZmeI6RqMRkydPRlGRdSCgwYMH48Ybb5T93ptvvhlXXHEFcnNzUVRUhMmTJ2PVqlWIimoZUCg/Px+TJ08WB3V56KGHbKbZtf+tb775Jmpra7FhwwYsXLgQCxcutFnn66+/xoIFC8TXixYtkk2LiLSHlWp5nkybyMHfggPPASJ14LlIWnXs2DFce+214riTt99+O959913o9U5myiTtBD6Ki4vx7LPPYu7cucjOzkZWVhbS0tIQGRmJ6upqHDp0CN9++63YNwoAJk2ahOnTp8um98QTT+Dbb7/Fvn37cOzYMfTt2xfjx49Hr169UFpailWrVokHYmJiIt5++22X+Vu+fDmuvPJKVFZWYsOGDejRowfGjx+PlJQUHD58GKtXr0Z9fT0Aa+uM+fPnO00rJSUFy5Ytw9SpU2GxWPDkk0/is88+w6hRoxAREYHc3Fxs2rRJDKLMmjULI0aMaNX29AahP2xKTDOSE6QR+5aAT0ktT14iIgocZzMHCe/zyT4FOwYXyC/MbKXgqYKCAgwfPlycnXPcuHH46KOPHIZUIFuaCXwI0S+TyYTc3Fzk5uY6XTciIgLz58/HY4895rSpUExMDNavX4+JEyfi+++/R319PT744AOH9bp27YqVK1fiwgsvdJm/3r17Y+PGjZg4cSJOnDiBoqIivPzyyw7rDRs2DCtXrrRpDSJn8uTJMBqNePDBB2E0GpGXl4e8vDybdXQ6HWbNmoWXXnrJZVq+VKxvAGrDgdoY2/fOKQzhNGRERESkLCybEFFrnT59GjNnzrR5z2g02iwfP368w+dWr15t8/raa6/FiRMnAFgnz8jOzsa//vUvt98/evRo9OnTpw05Dw6aCXy8/vrrmDRpErZu3Yq9e/fi6NGjKC4uRmNjI6Kjo5GcnIxLLrkEw4cPx6RJk5CcnOw2zbS0NGzduhUrV67ERx99hJ9//hmlpaWIj49Hr169kJOTgxkzZiA2NtajPA4cOBD79+/HW2+9hdWrV+PIkSOoqqpCSkoKsrKyMGXKFEyYMMHjflszZszAtddei2XLlmHDhg0oKChAY2Mj0tPTMXToUMyYMQODBw/2KC1qP/tCkn1TavvXLFQREfmeXBcm6ewc0mC8v7nrXlWo58MBNXDWakiK+5ECKd9Q5fIYdNf9jzxTV1eHNWvWOF1uNBpdLhccPXpU/Lumpgbz5s3z6PuTk5MZ+NCCsLAwjBgxwutdOnQ6HSZOnIiJEyd6Jb3Y2FjMmTMHc+bM8Up63bp1w+LFi7F48WKvpEdERBTsbGZOkpmilN1biHyPY+1oiEWh09laAp0B8ibNBD5IueyfpkkLlGq+qTE6TuR7ar5GkGtK37fCvUrp+XRFrRVLJeZbSdtKSXmh4MBjyju6du0qjrHYHt5IQ4sY+CC/0/LF011zVz5FJClPgmeBbIZPRK2n5XsgERFRoDDwQUSkEvtCKhzeYyVKm7jffUMY2yMlprnlzTprUSkluhml5/6WC2JznwQfJbYsCTb249hIx9cRupzl6erF9/iAKIgpsasLtYmn41H6GwMfRERkQ+2FeaGy4qyFVVu7KGwLLWpfxkg1hAAHAJRYzNY/6kJa/lZmmY58ZNiYrpj38lA8MX0Ldn17MtDZ8TsGgEjAY4E8cezYMQBAdHR0gHNii4EPChheHImISOnE7mTmcPFvpT119qRbHO+5rZeYHIGpD2Vh+qP9AQCvf30z8nYV47efy7Bo9g8Bzh0RkTKdf/75Du/V1tZi9+7dOHr0KCoqrC2YExIS0LNnT1x++eWIiYnxeb4Y+CC/Y7SY1CjTFA8D9OLf9njcEgUnoel9qk7PGV40ZtL9l4hBD0G/gWnoNzANuz8uAHYeB8DrP2mTu3HrWnteKHJWF2q3n376CYsWLcLnn3+O5uZm2XVCQkJw8803Y968eejfv7/sOt7AwAcRUSsYLDqXN3tnN/rQUD2m3nUJHvn7YJx/vjVwcrq0DgDQ3GzGT/uK0S8rFeHhIejd61XU18vfHIjIu2QDFzIBjkBg96rAEILbXdNtg9wlR2uQ2iMWAPDCDzfgk9f2o7qiAUvezcXJP6r9nk81E7axTWARLePrlNaFICXa+ndabbimB/K2f9hi/xCGgTdSqmeffRaPP/64GPBwNvZHc3Mz1q5diy+++AJPP/00Hn30UZ/kh4EPogCRK2wH681L6618Zt0/AM++cJ3D+x1TWvo+dkqPFf9e/Px1ePD+r/2SNyXS+vGiBsG0j+TyKr0+i4FOs7YrX2rjqoWewN1xerbOWljf9fFxvDFlJ3Q64G3zJHH5xFl9AQBX53TF3x/5j8Pni4tqceDX06o6H5REGGunWF8fFNNHE2nJSy+9hHnz5sFisUCn0yE0NBRDhgxBVlYWOnToAAA4c+YMfv75Z2zbtg1NTU0wmUx47LHHEBYWhjlz5ng9Twx8EPkIb84EWFt62Ac9zlY3Yc9bx/D796WADug8IAnD5/cRl7O1B1FgyLXmkj6RLvZ3hlRCLrgg3ZZygSRnXYTk7p2BHsMkAjqxRcJ7Y37AXV8OtVl+wYXJ+PyribKfvfnGFdj67XGf5Y0oaJjZ1SVYFBQU4LHHHhODHvfffz8WLFiApKQk2fXLy8vx5JNP4pVXXoFOp8P8+fORk5MjO1ZIezDwQZqhhCeUDIZoT1OT2eb1kriPkBxvLfALt/hTPwKPPf4/PGOeAAA4P8Ha+oPHCxH5kreuMa4CRkBwjYNyfHuZw3v11U0O74XHhECv1yEzM8kvgQ/7aWHtFeqNvKcQkV+8/vrraGiwtpB8/vnn8de//tXl+klJSXjppZfQpUsX/O1vf8PZs2exdOlSPPPMM17NFwMfRET+ZHG+qOb0WcR2jMCYOy5E7391RF1dIwpP1TgET4jIN1xW0M3hnMZWQ5yN5RQWbVt0Prjydzw/cZfDegv2jUKXSxN9krdgIp01CQBwrnuLOHU0wPOOSGU2bdoEi8WCiy++2G3QQ+qvf/0r3n33Xfzvf//D5s2bGfggEiihBQeRJ04crkSXXglobjAhOcGIpMQam+XxidZB8fav/AOD7+8JAMj9cYbNOl3S/4UThQ8BAO6csg7r1hzyfcZVrjVN6YncKdY3aGpsJl/pZ4kEAKQ1yw8gq6TtGZsUBgCIS48U30vsGm2zTreR6X7NUyD4cp/Yn1NCd7JCg+37SjoutMxX+8ECwOLiwVCgWMC4W1scP34cADBq1KhWf3b06NH49ddfceLECS/nioEPIo8Fuo8xqVP37ono0isBAFBdWO9y3Z8/PC4GPuwJQQ8AeP+jW7H9jhN48O9f4/Dhcm9lNWjwPCSt4THvG9dMzgQAdB+Wgmuf6IOqU/XIeXOA7UpOZimgwOBDMaLAMxqtgcuEhIRWf1b4TG1trRdzZMXAB/kdbzqkRvmGKphgBnR6j/ur6/U65B34i/i64ngdkhJrxBYeAJDR/RSik2oQl1iNP47VIPf5Trjibxe7TfuqUV3w46g/o6iwBr26v9L6H0REHpGe72q/fwWyUih0HRGmKBW6NEjZdG9QgLqqRkTHW1t9XLdQ/rpsNgX+MXWmKd5mTBV7nI1IW5yd520ZWNgVtV8PyXc6dOiAwsJC5Ofnt/qzR48eBQB07NjR29li4IOCh7P+uNLlrRlgTbhxCOnaFyqEgkQwDdpG7plgdnmztx9grqaiAbGJ1mPn50e/RYSb9Hc8lYfdL/wPDXGx6JSqw5TtNwAA/vilEuddkuCwfqf0WPx92iCsffsAjupZCCEiai/hGj+278d49uOROK9LPJI6RcJY04TaikYc31+Bs2jGNbd0x6+fnQpwbtXJ/j7KSjRZLGw9FSz69euHoqIirFu3DosXL/Y4iFFWVoZ169bBYrGgX79+Xs8XAx9ERD708ZM/48//ugIAYG42I6RXTyReHoOyXQWoPXoGcRXW1h/VFXEor4hFaV0IUtCMM6drYShuxlMDNsFituDEvgpxOsXYThGYd+oW8TseXzoMf+RX4egPwVFwZAFYHptwE/nX6SIj7rnmM6Sbo6DT2Y5B8Ofl1uv6gOndcXR/pc3nOmbG+GVgU+kDGuH+IKW0FjTUNvbXdhPMsu8TKUVOTg6+/vprVFZWIicnB1988YXbbi+VlZW49dZbUVVlPa5vvfVWr+eLgQ8i8jkt35yP/HhG/Pu2fVNtli2MX4PyilgkJdagvCIWZZWOrZaO7y1Hqk6PVJ2+pYl4dS3W/nkPxi1r6WuekhHjmx9AJCPQ5zTHXFIWuZaPzroI7a8VAgKOlXJnXTLasi+9WTkUf4vkgfT+E6dxCy4CAEz6V3+nn21uNrX7+4mI1OSuu+7C888/j99++w3bt2/HRRddhL/97W8YP348zj//fJt1T5w4gTVr1uC5555DaWkpAKBXr1646667vJ4vBj5IMziHPQXCgR2lOPDfEvS+MtVh2cKqHLw/4CugoUYy00sUkhOM4v+pdXGy6e558xgqGkyY/u5AAEBqRrTsekTkOd4j2kaL2+3D93/BZZd1QnJHx2tvWqdo6HU6/LSvGOu/OuKX/OTpHAfPFmZG0eL+aSv77qr2WJb0FR2gyK4uSsyT8hkMBqxbtw5Dhw5FWVkZSkpK8Mgjj+CRRx5BQkICOnToAJ1Oh7KyMlRWVoqf0+l0SEpKwrp16xAS4v0wBQMfREQ+9u4/9uG5raNllw17IRv7Zx+WXRYWH4YLL01H/pYSNBkdnxr+sqFQ/Lve2OydzBKRIrBrU2C53b4ngdtzVvsnM0REKnPhhRdi165dmDp1KnJzc8X3KysrHYIdgssvvxwffPABevTo4ZM8MfBBqsVCX/ALlubs//uhBGtf/B/G/dVxVoDzr07DF6UZaKqzBi7KTeEIaTCgOiQMD+y7BYYwAwCgudGEHU/l4ceXDoqfPa9fSx/y8AiDj3+FOrHy6B/czuQpVzOMqH2wcJ4HvsNtS6Q+3bt3x44dO7B582a899572LFjBwoKCmzWOf/88zF48GDceeeduP76632aHwY+iOy4m83F3WeD8ebLAkf77fryD9nABwDcXzzB7edDwgwY+n/9kXZVJ0AHnNxbjkumdhWX/7q31FtZDTruZnzi8UvkP66CGzwXqb14DKmUBbCYFditJPCzVQeFkSNHYuTIkQCA5uZmVFZWwmKxIDEx0SddWpxh4IOIPNK/2fkI9ULFcltokb+yozp/HKyCyWSGwaDHW2/sw4w/OR8Mz5Veo6z9j3tdb9sPeffWU4DKG320J8Dm7LPp5iikmcNdPmUm0opAVgpZISXyD2fnGs9BUoKQkBAkJycH5rsD8q1EPtDaC7qrihLQ8lRK7U1vyb+cBn8qgfPSliCpQyROHK/CK/ftQmJyBLYW3SO7+j/v/x57vy/EnMWDMPTGrlj79gF065KAS69LBwD89J9CNDWaAAuw5uODsmkQkW+wFRwpibNyCo9DIqIWDHwQEflJTU0jamoaxdcVZWdl13v+zh+wasWvAIAHxm6wWWYwWJuCmkwt7S/zDVWqb+1hT66FkbTLSmtaF6Xq9ICLLmusHBAREQWWRZGzupA3FRYW4uDBgzhz5gwAoEOHDrjwwguRkZHhl+9n4IOIKIB+3FaIy4aki69/230aWz86Bujl15cGPIJJpineJtjRN8bssE6xxhtfMUDTgtuCXMk0xcNw7iIq1zqnrcePJwNu+xPPAyJSurq6Orz++utYtmwZjh49KrtOZmYm/vSnP2HmzJmIiYnxWV4Y+CDNsC+w2A94yC4t1F6taf4u/D1sxHuOK4Z6NVuaIw2gpOr06J1RjZTKlvO9tC4EJRbHwAoRERERecePP/6I22+/Hb///jsA26lrpfLz8/Hoo4/i9ddfx+rVq3HppZf6JD8MfBARkaZIAyGpdZFAk+1AsRykl5SAT/OJ/C+Yr/+KH5uIXV2CyoEDB3DdddehqqpKDHikp6cjOzsbKSkpsFgsOH36NPbu3YvCwkIAwPHjx3Httddix44duPDCC72eJwY+iHxE8TcYFeA20pZUXUv/nuSEWscVjK1vClNiMdu09rCXEt2MtFrO+tJePFdJKTJN8Ug3R8FwrhLlz9ad0vNArgwgfY/njHdwunIi5bFYLJgwYQKqq6uh0+nQt29fLFmyBNdcc43s+t999x3mzJmDX375BVVVVZg4cSJ+/vlnr+eLgQ8iO0KhiDfLFvmGKreFCyKlKq2zv9VF2b3Hbi+kPAyeE7Xg8U6kHp9++ikOHDgAi8WCoUOHYvPmzQgLC3O6/rBhw5Cbm4tRo0bh+++/xy+//ILPPvsMY8eO9Wq+GPggzUtzMdsD4L+brdILucHc/JP8x9000sLYG/KtNJqcpis9PxyCdOZwm9YkREREpCyc1SV4rF27FgAQHh6ODz74wGXQQxAWFob3338fvXr1wtmzZ7Fu3ToGPoi8xb65Kwc3VQalB4BInVKim8W/kxOMACTBkboQFPs/S6RivA4RERHJ27NnDywWC6677jqcd955Hn+uc+fOuPbaa7Fhwwbs3LnT6/li4IOIiBRnf61jC41t4W1rdVSsb7AOYiqy7+pCRERERN5QWloKAMjKymr1Z7OysrBhwwYxDW9iyY+IghJbjqhH/+ZEcdrZ3jLLyyqtgQphn3LfEZErhXojTDqL+LdUe64fvPYQ+Q5nmQ8eJpMJABAdHd3qz8bExAAA6uvrvZongIEP0hAWWIiUq8RiBk7FOV1WrPf8Big7Ho1kytp+Nq0/iMgf3AWjAd6nSb14fBO16NChAwoLC1FWVtbqzwqfSUpK8na2GPggIvIWFmrUIU/nGETh4L1E2sJWgaQ1PKbJX/r06YOioiLs27ev1Z/dt28fLBYL+vTp4/V8MfBB1E6M8hN5R4mTdq7F+gYOPkxEHhHut6Zz01QH6v7L+z5RK3FWl6AxfPhw/Oc//8H27dtx5swZdOjQwaPPVVRUYPv27QCAa665xuv5YuCDyIvSzVGy0+NKp9fkk2VSk2AJ7LUncDJE0k1GDs9p8gUln1fBcl0g9eNxFjhsNUXOTJkyBU888QSam5uxbNkyzJs3z6PPvf7662huboZer8ekSZO8ni8GPoiIiIjIKfsKjjSYD3A6eCIiatG5c2ecOXMGZrMZoaGhHn/uoYcewn333Qe9Xi8OcupNDHyQ5iklIq2UfAQat0Nwk9u/0kqUXIspX30vEbWOcK46O08ZACGitrKwq0tQaUvgIjIyEpGRvhuAnoEPCjg2lQs87gPl4z4iIiIiImobBj6IqM2UXBlnIECdivUNDu8V6o1e2Z9KPl6J/K0154N9S49Und5m3WIv542IiIJHfX09KioqkJiY6NMWHe4w8EEU5DwZhI4okDg4KFHwY2CRyIpBeHns6hJ8Vq1aheeee06cohawTnV733334c9//jN0Ov/ucwY+iIiI3HA19kimKV6zBVUKTvaDl0pbeqRENwOwnXo6rbbl/HA3zgcrfRSMlH7c8rwjf/vHP/6BRYsWAQB0Op0Y5Pj1118xa9YsbNu2DR999JHNZ+bPn4/ly5ejQ4cO2L9/v9cDI3r3qxARERGR1qVENyM5wejwL1WnR6pO77PBiX0h31Dl8h8REbXN1q1b8cwzzwCwBj169OiB8ePHY/jw4QgNDYVOp8OKFSvw7rvv2nxu8uTJKC0txYEDB/DDDz94PV9s8UEBlWmKd3iyJKWGEeJZQAqsQD3F8KQLUSCPDW9tFx7f1uuQqwpd/+ZEbifSlLJK2/t2icXaAqRY38BzgUgjXJXfgVaWHywAlNjVxRLoDKjTK6+8Iv49f/58PPXUU+LrvLw8XH311aiursaLL76Iu+++W1zWp08fdOvWDceOHcPXX3+Nq6++2qv5YuCDyIv4pIh8IRgChMHEfmBHwDbQFKzXgCFNnVwu51gtgeerQLAw6HBqXSSAKJTW2RcfzQ6fUQo28SfyDZY9yJmdO3fCYrGgb9++ePLJJ22W9evXD7NmzcKzzz6L//3vfzhx4gS6dOkiLr/88svx+++/Y+fOnV7PF7u6EBEFuf7NiQ7/hjR1Ev8REREREXlDeXk5AOCaa66RHadjxIgR4t+//PKLzbLMzEwAwG+//eb1fLHFBwWcq4gxn8T4B7ez8vE8IaJAK7GYgboQsWuLQG4aaiIiz+lgMSuwqwuUmCflS0xMRElJCVJSUmSX9+zZU/y7pKTEZllsbCyAluCJNzHwQURtxgq3Nqm16bgv8mWd4QJIN8p3RVLqtiBl8ue51Zq0bAKv5nAGOoiIyKlu3bqhpKQEf/zxh+zy5ORk8e/a2lqbZUaj9X4TFhbm9Xwx8EEU5FjxIvINYYYLAEirjZFdR+nnX6YpHoZzvV7lKt1Kzz+pk7tBEQEeexS8eGxTsBs3bhxyc3Px5Zdf4qWXXnIIYkRERIh/m0wmm2UHDhwAAHTs2NHr+WLgg4iIyA2bJ9zCDC91IQDcV+CI1MZVxay9Axqy0kfkf0o/7ywALAqc1YWTurTNjBkz8Oqrr+LEiRN49NFHsWTJEo8+V15ejo0bN8JiseCKK67wer4Y+CAiWUqfrrUtgvE3EVHrefNaoNauX20RTL+FiIh8IyEhAatWrcKYMWPw0ksvoaKiAs8995zTMT8AoL6+HnfccYfY1WXChAlezxcDHxRQgSpEaamg6gm57WHfFFmp05YFal8p7RgZ0tQJaUJLBNhOudq7czXKKqOwv5YTebWF/TTVwvmSbo5CWm24s48REREFLaWVg0g5hClsb775Zrz99tt4//33sXLlSlx11VW4+OKLER/fUu/YvHkzjh49ii+//BKFhYUAgKFDh2Ls2LFezxcDH0TkIN0cZVOJlhPIQIjWWm605bdIZ11IqYxCaV0IivX13swWacy20KJAZ8Fr3F3jivUNqryGqDHPvhbs2yTTFO92zJRgOncpiLFfSdB46qmnYLHY7tCGhgZ8++23+Pbbb23e/+abbwAAOp0OOp0OgwYNwpo1a3ySLwY+KCh5UjEONK1V3knbgul4zzdUufw9aZz1QrXEllLmcA72SqokF9CTHss8honI13S61o3XEhoaiuzsbMyYMQN33XVXqz/vKQY+iMgj7lqAsDClXPtr9SjW1/OpH5GEtDuYQJieGHUhSDdHKbaLHxERkVJt2bLFo/UiIiKQkJCAbt26ITQ01Me5YuCDiNPqEbUSzwf3XSVYYVa2NHM4UmKaHd4XpicurYvzd5YA8NwiIu1S4qwu1DZDhw4NdBZkMfBBRBSkbJ5om8MxpKmTzXL7yrlWKl3eGtzYVXcWtWzLfEMVTDCLf7cXB44mTwTyOOAxSkSkTQx8EBEFGSHgITbbB4C6EKRaIgHYDnwqxQI/EREREQUjBj6IyEGaORx9Y2wrx0ITcMHWkzE2r9VQaVZDHr1BCHj06lYivpdcEduy/NwsL+AgnKRRxfoGpNZFyiyxdn0ssZgBD1tda+W6Ekz6Nyc6XSZ0f+WYSET+xa4u5GsMfBCRQ8E93RwF1NqOX9AXtmOhsMIceJ7MlFIuCXholf12sh/Xh+NxEGmDMPVrqk5v2yLuHCEgTEREwYeBD9IkPqFzTa4i6PB0VNfkp9w44v5zVKg3tuy32nNPM39PtRbkz+mdUe2172M/eVKzQr0RkOnxlXYu4MvArvrYX5MMsHb5E8Y2KtQbkW6OQj9LJHpnVCMpsQaAfXA4CiW1jrP9KFm+ocrmeutJQLw16/JaTkStZTAYYLFYfJa+2SzfZdsdBj4oKLm6UWea4m1u9nz6S+QbvgqOKCHowutEcBICHsL+ZaUveAgzMaXENCMpsQbxibaB4GBpHcdjltTKYmZXl2Cj03l/n7YnoMLAB1GAqK1wYj8gZqGBFT8id9Nhq+08DyauAmTp5iiXwSvuN3VLN0fBcG68AOm006k6PZITaluVlhICrUREajJs2DCftvhoKwY+iIiIWkmo7DgLfAjvy1WKWJHyjC+b4Rfqjcg3VDn9DuF97gv1k07rnRLd0toj7lyLj6qKuEBljYgoKH377beBzoIsBj5I8+yf+rGgS84IfcadVZaUduyU1oXYtNRJqYySfV9r3HVTkdu/Stu3SuWr7aSmljUMbAWW0KXFcO51SnSzOCtZt+6nEJdYjdjEGkQn1YifqT4X/CirdH2cEZEPcVYX8jEGPoiIgow4MKP9dLXiTD1mm7EMhEqlqwobK2ttx1lliPwrVaeHHjoY9Bb06lYijueR0f0UAIhBj7ryWFRXxKGqIg7lFbHnBoN2HRRWUxCOiIhaaCrw0djYiC1btuDbb7/Fnj17cOjQIZSXlyM8PBypqanIzs7G+PHjMXbsWISEuN40Xbt2xYkTJzz+7v379+Piiy92u15NTQ2WL1+O1atX48iRI6isrERqaiqysrIwZcoU3Hbbba0aKOb48eN44403sH79ehQUFKCxsREZGRkYOnQopk+fjkGDBnmcFrWNGkdNtx8lHmjdSPEUWEJFWmjO7wss/LuXZg4Xp8+0fx8I3plD2OKBAi0luhkGvQV6nQXxidXI6H4K0Uk1SLigEADQUBaL+jMtg5mWV8TiwKk45Onq3Y5fleZmulse30REyqSZwMeyZcswd+5cVFZWOixrampCbW0t8vPzsXLlSvTt2xcfffQR+vbt69c87t69GxMmTMDx48dt3i8oKEBBQQG++OILLFu2DJ988gk6duzoNr133nkHs2fPRl1dnc37R44cwZEjR7B8+XLMnj0bS5YsgV6vrunblM7VrDECtT3lZWFOebhPPONuO3kzqGc/kKLQ7F4QrMEOrXN3zVfb9V7tkhOMCDGYodebkdr9FJJ7FiI8uQYhKS0Dm/6++wJUV8Th92MZLUEPHwaLicgFC2BRYlcXH4zPeerUKezZswd79+4V/y8vLwcAdOnSxaEe6DaLFgtWrVqFDz/8EHl5eSgpKUFCQgJ69uyJ8ePHY/r06YiJifH+D1EhzQQ+fvrpJzHoodfrkZWVhUGDBiEtLQ2NjY3Ys2cPNm/eDLPZjP3792PYsGHYtm0bevfu7TLdxMREzJs3z+33d+rUyeXyQ4cOYdSoUaioqAAApKWlIScnB6mpqTh8+DDWrFmD+vp6bNmyBWPGjMHWrVsRGRnpNL2VK1di+vTp4oi6ffv2xejRoxEREYHc3Fxs3rwZFosF//73v8X/yf1TbICVTdIm++CA3FPPYKzUe3JNIHWSa41jj9d79XA1WC0AMejRXBqDhrKWLi5llVEosZhRaGDQg4h8a+7cuXj22We9ll5JSQkmTpyI7777zuH9kpISbN++HS+99BI+/fRTZGdne+171UozgQ/AGkx44IEHcNdddyE9Pd1h+U8//YRbbrkFf/zxB8rLyzFjxgzs2LHDZZpxcXF45JFH2p23adOmiUGPUaNGYfXq1YiOjhaXL1iwACNGjMDx48eRm5uLRYsW4emnn5ZN6/Tp07j33nvFoMfjjz+Op556ymad9evXIycnBw0NDXj55Zdxyy234Nprr23371ADNRRs2FTclre3hxq7HymNXJCDT7WJgpsa7001FbGIPhMLHLC+rj8Ti7ryWPx+LANllVEorQtBsb4+sJkMECXuL6JgdvbsWYf3kpKSxBYfrWE0GnHTTTdh7969AIDIyEjk5OSgV69eKCkpwerVq1FSUoLff/8do0aNws6dO9GzZ892/wY100zgY/r06ViyZInLVhKXXnop1q5di8svvxwWiwU7d+5EXl4e+vXr59O8ffnll9i1axcAa3BmxYoVNkEPAOjRowc+/vhjDB48GADw4osv4sEHH0RycrJDeosXL0ZNjXXgruuvv94h6AEAN954IxYuXIjHHnsMADBv3jzk5uZ69XeRtqmxgEze5at9rKRjx1WwJ9USiTRzuM10mpC8LvZ15jTOn12cpNyNAQEo6xgm1+z3FVuBaRvLNr6jyK4uXpaUlISRI0ciOzsbAwYMQHZ2Npqbm9GtW7dWp/XUU0+JQY9u3bph8+bN6NGjh7j82WefRU5ODjZt2oQzZ87gnnvuwbZt27z2W9RIM4GPAQMGeLRednY2rrjiCjEQsWvXLp8HPj788EPx71mzZiEhIUF2vUGDBuGaa67B1q1bYTQasW7dOtx7770261gsFqxYsUJ8PX/+fKffe//992PRokWoqanB7t27ceTIEc1HAomIWsNd83qboMc5wlTCwiCKLCjL88d2YSul4FRWGYWeZh0APf441hkAEFtufSBUUxErrmOdxaXt5IJc0usBz20iknriiScc3mvtmB4AUFpaajNMwUcffWQT9ACA6OhofPLJJ7joootQXFyM7du3Y+PGjRg9enSrvy9YaCbw0Rpdu3YVAx9taXrUGiaTCRs3bhRfjxs3zuX648aNw9atWwEAn3/+uUPgY8+ePSgqKgIAdOzYEUOGDHGaVkxMDEaOHIk1a9aI6Xmj244rjJSTmpnOTXPI49SR1mc6EJ4CC9uhb4wZvbqdEpeXn6tspVRa19tfG/gBpYXrsQF6m9dSwb7ffCFYuoHJHQ/S1g5K/U2FeiNK6zrAbNEB5nPn3rHOiE+sRlVFnLje/lq92MWFg5qSlrAsrn7C2I8AMHz4cKezdCYkJGDmzJlYsGABAOvDdgY+yIYQOACADh06uFy3vLwcN9xwA/bt24fy8nLExsYiIyMDV111Fe644w6308UePXpU7JYSHx/vdjBVoasLYB2TxJ70PU+mqh08eLAY+JBLz5vcDSSn1EIUUbDzpJATzNMZB2MhL9iut8G0jziItu+VWMwwmXUwQYcDp+KQUhmF5IpYlFW2bPu2DsYs7b6WEtPssLzYaP0OtZ1jRIFm8cEMKsHqyy+/FP/25KG5EPj46quvYDKZYDAYfJo/pWLgw05paanNgKZXXXWVy/VrampsWmyUl5ejvLwc+/fvx9KlSzFmzBi8++67SEpKkv38wYMHxb8zMzOh07nu3yZtxlRYWIiqqirEx7dUSKTp2Td5cpee9LPkPc4KPyzYqoO0wi/3ZJz7kaSEClFyQsu0meWSCpfQ0mNfSIVijp2wc/2q+zcnOixLN0dhW2iRw/ve5ssnkM7SFgIQrKB6xn5qZntK2o7F+gaYz81DWWIxo6RWD9TG2AQ72npc7wupaGnhVSuzPQLfmIuIgpz0YbX0obicPn36ID4+HlVVVaiursaxY8c0O7QBAx92/vGPf6CpqQmAtcWEqxYYOp0O/fv3x4ABA5Ceng6dTocTJ07gm2++wYkTJwBYI3KDBg3Crl27kJjoWKgsLm4Z3k5uphl7cXFxiImJQW2ttVBdUlJiE/hobXoZGRmynw2kYGiCp4Y8ErWHXCVHSRWfQBHG70iRPFm2HUvAHIBc+Revf6QVqTo9UqJtW32k1lkH0U9rbgmK8JwgIm+prKy0qbNlZma6XF+n06F79+5isOTgwYOqC3xs3rwZK1asgMViwbvvvtvmdBj4kPjqq6/w1ltvAQD0ej1eeOEFp+s+8sgjGDt2LDp37uywzGQy4Y033sCcOXPQ0NCAw4cP45577sG6desc1hUCGAAcZnJxJioqSvyc0E2mrelFRbUUzu3TckXudwuKiorQoUMykjqEY9W6oeL7BuhhcDFis0lngQlm8am60/WCrOIg93ul28mkc2z7561t4Mtt7c20vZ1Pd+lJ05Sum9AhFADw/BeXtvm7g5XWzlsp6bVNaDwaqgf0587dTIsOJrN1ufAUepKuq0+3iQF6RFic7xMzLGjUWWCw6BCVbC0KTFvf3WG9JljwgM73BSRXx4/BopO9DgrcbUdnaQv7rD1py32H3H1O+h3ufk9rvteX7LebwaKDtHG0yW594R6uFJEdrMf17RvOl13+ANp2XEvP91DoYNDb7kvpuT5J19X6nh+3S2vub9R6SrjXJXWwBtWkZezWkDu3peyvT+39TVPvWILyM667lpmjolB+5x3t+h5fMH/xOUqLilzWe06ePOnHHNk+qI6JiUFcXJyLta0yMjLEwIdSHnS3xv/+9z+8//77DHx4y8GDBzFlyhRYznUwe+yxx1w2Hbr//vudLjMYDJg5cyaSkpIwceJEAMBnn32GvXv3Ijs722ZdYWAaAAgLC/Mor+HhLU8RpJ9vS3qu0qLAkd50WEDx/jZQ0jZVQiGKtMGmgmbWwWCxBmpaM4FgmMV1v+BGnX11WLmE6yzPMc9J9663K0eBpPZggX3gzf4sdQxS+TxLpAL2AXuRB0FhCpy2PjQXtOZBd7Bh4APWSN3o0aNRXV0NABgzZgwWLlzY7nQnTJiApUuX4vvvvwdgHYHXPvARGRkp/t3Y2OhRug0NLVFT6efbkp6rtFxxFd3s3Lkzzp5tRPmZBtx26w/i+54Mtuduakgg+JqMBvL3am1bt4V0GwktPf52c0vfyvZuo2DZB8HyO+R4MrCr3KwugtK6ELELjDDGgK/Hzcg0xWO0yXZwbmmT/NK6EOTp6pFmDseMjd0AABtuOuGQTp6u3iavQ5o6ufzetv4uV9vY3WCg7mbk8Mex2Zrv8OR4UsL5Yp9P+/1g37VNCXmWEp6GS8shzrRmn0jLMv0skQ5dXYRubSUWM/aFVNh81lek+Zcbi8V+IFe1j9ujda05tuUI+0Z635J225Iew6k6PUosZqeDAXtyHahrcD+QsN5oROJ7H3r+I/xEbzSiU6dOfm/V4Yq3H5prieYDH6WlpbjuuuvEMTmuvfZarFq1CiEh3tk048aNEwMfwhS5UjExMeLfdXV1HqVpNLZcZGJjY9uVnqu0iMiRwaJzWRFjYU575Pa50M8/mMkNdMmBfz2btYWCQ4nFDNSFOL6Hts8aQ4HFgI17vpm+XgeYldgUSXl58vZDcy3RdODjzJkzuO666/Dbb78BsM7g8sUXX9hExdpLOuBMaWmpw/LU1FTx78LCQrfpVVdX2zRxSklJaVd6p06dkv2sr7ga/JA3EyL10vr5a//7C6Gs2ZxSopuRnCDNUxTssyhU2Gwor8xHfqL1c5pI68RWIHUhgCTYIcxeJnvPIJ/z9kNzLdFs4KOyshIjR47E/v37AQCXX345NmzYYNMHyhvcTU8rnTXm2LFjsFgsLj+Tn58v/p2eno6EhASn6UnX9SQ9VzPYeAMLUUTyPHlCzPOHWsumUFoXAqDlOCutCwF0Tf7PFJHK5RuqZLu9iBgspFZQcwuTVJ3eJiBiT8l5VzPpg+ra2lrU1NS4DWb4+0G3Umky8FFTU4NRo0Zh3759AIBLL70UmzZt8kkE7NixY+Lf9q0zAKBHjx7i9LSVlZU4ePCgywDEjh07xL+zsrIclkvfk67b1vSItMKTwocJZkCn99q0rUKh2VmzUTaVVh+lFPTyDVW2FTJzuEOTfEHTufiIMB6BfTr+4O572tN9RCn7RBCo/LS3gqW07UhEwcXiYuZHapGYmIi0tDRxdpb8/HyXdTiLxWJTH/X1g24l01zgo66uDjfccANyc3MBAH379sU333zj0HLCW9auXSv+ffnllzssNxgMGD16NFatWiWu7+qAlE6Je8sttzgsHzBggHgynD59Gtu3b8dVV10lm1ZdXR02b94svr755pvd/yA/YOHKO9T8FEELhjR1EgfGS06odVh+4FQc1DfhGJE28XpKRMFEGOjU2kUyyiZwnhLdLA6ASoGRlZWFr7/+GoD1IbarwMeBAwdQVWW9R8XGxqJ7d8ep671t2rRpXk3v119/9Uo6mjpq6+vrMWbMGGzfvh0AcNFFF+E///kPOnTo4OaTbbNmzRps3bpVfH3rrbfKrjd16lQx8PHaa69h9uzZiI93rLTm5uZiy5YtAKzTEsmlp9frMWnSJCxZsgQA8Mwzz2D9+vWy3/vqq6+KM9lkZ2fjggsuaMWvI2/x1awg0iekzloosLDuuUxTPAzQOx3c1FutQIi8RTpzg7NZtYr1DeJUl0q9Hig1XxRc3LUqkjsOpd1eiLRIGO9DZNeCleeHb4wZM0YMfKxduxazZs1yuq70oflNN90Eg8H1tPTe8P7778Ni8e50yO6Gj/CEZgIfjY2NGDdunBiI6NWrF7Zs2SLb/cSdnJwc3HDDDbj99ttlu8eYzWa8/fbbeOCBB8T3brzxRgwcOFA2vZtvvhlXXHEFcnNzUVRUhMmTJ2PVqlU2443k5+dj8uTJ4kH00EMPoWPHjrLpzZ07F2+++SZqa2uxYcMGLFy40GF63q+//hoLFiwQXy9atMjj309E7dfPEoneGdbAY1Ki45zqJSdjUGhgMIW8x1lwzqTzvHBiH0whCgbBVDkr1BsVMdVwWwJJauUssCzljymEW0s4Tgr1Rmu321pr0KJYX4+02vBzQQ3r75JO25ycYERygmN6ZZVR4kCore2qa4Eyu7p4t+ruPTk5OXj44Ydx9uxZbNmyBbm5ubjiiisc1quqqsJrr70mvp4yZYrf8uiNQIW3aSbwcd9994mRMQC44YYb8OGH7ueLvvjiizFq1Cib9/Lz8zFjxgzMnj0bAwcOxCWXXIIOHTpAr9ejoKAAmzdvxvHjx8X1MzMz8e6777r8nuXLl+PKK69EZWUlNmzYgB49emD8+PFISUnB4cOHsXr1anHe5ezsbMyfP99pWikpKVi2bBmmTp0Ki8WCJ598Ep999hlGjRqFiIgI5ObmYtOmTWIQZdasWRgxYoTbbUEUrNwVWnzRmiMlulkMeMQnVsus0cnr30ltE0wFdLXiPiBfU3NFXYl5YytIdZEGzPINVS1jkJ0Lhti27JA/V9j9xX9SU1Mxe/ZsPP/887BYLJg8eTI2b95sM5uo0WjE5MmTUVRkDboNHjwYN954o1/yJ3247g07duzAN9980+50NHOEHjlyxOb1v/71L48+d9dddzkEPgT19fXYunWrTXcWe7fccgveeustJCcnu/ye3r17Y+PGjZg4cSJOnDiBoqIivPzyyw7rDRs2DCtXrnQ7+8zkyZNhNBrx4IMPwmg0Ii8vD3l5eTbr6HQ6zJo1Cy+99JLLtIiohUlnkS3QtbXgGZ9YjbjEasTatfrou68nUJsoPjVRYsGWtI3HpDxuFwoEjuvlHdxOtsSWG9IuLHbjfZDnTp8+jZkzZ9q8J51q9vTp0xg/frzD51avXu3w3hNPPIFvv/0W+/b9f/buOz6Kav8b+Gd3AyEhpAFJCKhAEJSigCCC9KKgNA1cEFCU4vMTReVerl1AvSLeIraLolTBggSQIghKE5QqEPDSQwmQBqSQXnbn+WPZyfbdJDO7M7Ofty9e7u7MnpydOTNz5junHMK5c+fQrl07jBgxAi1btkRWVhZWrlwpDoAaFRWFhQsXSvxrXJsxY4ak6X3wwQcMfPjLqlWrsGvXLuzZswfJycnIysrCtWvXUFJSgsjISDRv3hz3338/xo0bhw4dOnid7n333Ydjx45hwYIFSEpKwpkzZ5CXl4eYmBi0b98eY8eOxahRo7xuOjRp0iT069cP8+fPx8aNG5GamoqysjLEx8ejZ8+emDRpErp161bdzaBarBzIj9u4auIS0hBS3zbw0bJZJnA+FrGFIUjWFfspZ+SK2sq4u/wYYXK5jIiItMXb65OrVjuWgdfj7GYLs5lCvRqU2NVFaoWFhVi1apXL5UVFRW6XWwsLC8OPP/6I0aNHY+fOnSguLsayZcsc1mvatClWrFiBO+64o9r51oqACXzs2LFDsrQSEhKQkJCAJ598UrI0LerVq4dp06Zh2rRpkqTXrFkzzJkzB3PmzJEkPTVIMEagY0WUy+WxOr3bG0ml3bAQERFR1RmgV12Q0p43Y+ko/TcogdrLgRJl6EttWoJYj+vBrk6+ERcXh+3bt2PFihX4+uuvceTIEWRlZSEiIgItW7ZEYmIiJk2a5HRMykAUMIEPIqrkqS8zwEqALxVmO16QsnPqIaswCJmCqVqDnFpX8ryZhYb7m0jb1HiMW85jrh5mWG600vRFTn+fq1m4LHhzRv6mxuOSqq9p06ayzHYyevRojB49WtJ0tYiBD9Ikh+m1rMTUrUBcQdVHnFYb6wodL6yeuasAWwb6ktKxAj2OHWuEWF1jtD7X2GFml+NXwiX9e0REStej3HZQ57ibT5PbhZmb0B8rcH1tJyLvuKrPWAKMzurHcaZgHArKEd978wCtSgSFdnVR6rQuVC0MfJAmxdStQINI5zey0VH5yPqzsdhHUe0Y1FAnS3DOMruL48wujcVXap5tQAnYxLl6uN0okLD1B1HVuerewutDYNu5c6ck6fTq1UuSdCwY+KCAYrnBjKkbK07RZU3rrUD8Tc1dbFIMeeIgkFLk0TLOTFxBMHA+Fg1y2P+SiIi0QanXcjmkGPI09XvjTI71Y2ta+70kvb59+0rSpcdkknbwdQY+KKBYpg5tEFmE2EInXQk8nOx9NcgYn7Rqn/WTkdjCEACeg0Js+eE7UndtIiJl4/mTyM+U2NWFqs3bWUgBQBAEh/WtAydt27bF+PHja5wnBj5I86zHTgiPuoF6UfmIjspHTK75JjKrkIdBoGOFl5SOwVAicofnACJSipkzZ3pcx2QyIS8vD6dOncKuXbtQVFQEQRDw2GOPoVWrVjbrPvDAA3jggQdqnC/e8RGR5FgB816avghpKAJKbD9PqV25Ddn6QHlYxomIKBBYxiRz1eqU10OyN2PGjCqtX1RUhLlz5+Ktt97Chg0bMGHCBPTr10/yfDHwQZqTYsjDz0WhiCsIAwDEWs2O0frmOArXckPF0eEz9MXi8upMG0okJWcVC8tncSbtz0YUaNiSg0g+Rp3gccYupVNDHtWA21H5BGmHcyAVCQ0Nxeuvv47GjRtj4sSJGD16NP7880/ExsZK+ncY+CAKQKwAaJM3LUPsbwIs09e5epKzq1Z6zTNGRAHJfnpae2n6IlmvR0aYeL0jIlKJJ598Eh9//DGOHDmC+fPnV7nliCcMfBAR+ZF9wMHTaOrV4W6KOW9m2vEHtoQge2opE2rJpxK5CrSuLL/5QvrTI1HAsT4HWZ+vDgXlALCtF6TpixRbTyBt6t+/P5KTk7Fu3ToGPoi8satWungytzlhX7GeyYVt6kgdrAMX7pptExEREamRwFldCEBUlLkl8sWLFyVPm4EP0ixnT9XiKvi4yJ/4pLMSt4XvcFtXj1a2m6+mISci0gJ3rUSJ5Hb58mUAwPXr1yVPm4EPCiiWZnzWlHxS99S8UMl5J+l56g+vxdlfeAyQUrALCxERkbwEQcCwYcNkSdvvgY9z587h1KlTCAkJQadOnRAWFubvLJHGSFkZ9VXFVo0VaN4UkJYorbxKmR/7Y9UAvc3nzv6Wp0EqOQguERHVBLu6EADMmzdPtrRlCXyUlJTgm2++AQC0adMGXbp0cVjn6tWrGDt2LLZu3Sp+VqdOHbz88suSD2RCRETyYMCLiIiIiJzJzc3F3r17kZ2djaioKHTq1AkNGzb0S15kCXxs374dkyZNgk6nw08//eSwXBAEDBkyBAcOHIAgCOLnxcXFeOutt1BSUoLZs2fLkTUiIkVzNnhpdYMHWukm4mmmG1e/Qw1jO/j77xP5UnWPZaVRw7mFSCosy1QdJSUl+Nvf/oYFCxagvLxc/Fyv12PEiBH49NNP0aBBA5vvXL58GYWFhQgJCcGtt94qeZ5kCXxs3rwZAFC/fn3079/fYfl3332H/fv3Q6fTITg4GH379gUA/Pzzz6ioqMC///1vjB8/Hq1atZIje0QUYAKlVUJ1fge7KBCRXOzPL1och4hI63xVh2JXF+0QBAFDhw7FL7/8AgDQ6XQ2y77//nscP34c+/btQ0hIiLhsyZIlmDFjBkJDQ3H16lWbZVKQJfBx4MAB6HQ6dO/e3eaHWixcuND8x4OCsH37dtx3331twAmBAADNkElEQVQAgHXr1mH48OEwGo1YtGgR3n//fTmyR0SkGFoJukjFUsHqWGGezixWp0frJjfE5ddyb7ZiKah8csxtGBjUsp/Vkk8iIp6vSA5LliwRh7MICgrC+PHj0bFjR2RnZ2Px4sU4f/48/vzzT8yePRvvvPOO+L3Jkydj1qxZKCoqwsaNG5GYmChpvmQJfGRmZgIA7rjjDodlhYWF+PXXX6HT6TB06FAx6AEAQ4cORYcOHXD48GH8+uuvcmSNiCRmuVF11a3CWdcNIk8y9KXmF6ZgxORWlq2sQstly+T7TBGRrNiFhIhI/b766ivx9bp16zBw4EDx/QsvvID27dvj/PnzWLhwId566y3o9eZB1mNjY9G+fXscOnQIP//8szoCH1lZWQCAyMhIh2V79uxBRUUFdDodHnnkEYflPXr0wOHDh3H27Fk5skYUcFxVJK0DFa6CE6xgBpZA6RJEgUVp5ZbHGRGRI3Z10Y6jR49CEAT079/fJugBAGFhYXj22Wcxffp0ZGRk4MSJE2jTpo243NII4o8//pA8X7IEPsrKymz+b23Pnj3i6z59+jgsj42NBQDcuHHDYRlRoGEFmMisQaQlOHczYGdp+WEKRoIxgscKyc6+jNkHMJwFNAK1XHoKuLMlIJH6aGXAdJJfUZH5HH/PPfc4Xd6jRw/x9f/+9z+bwEeTJk0AAOfOnZM8X7IEPqKjo5GZmYnz5887LLMMctK8eXM0atTIYbklWBIUJEvWiEgmbDVCcsjQlyK2MASWgIelq0umwK4u1WU5Jl3dnFo+tz52tTIILltbaAP3IxGRcsXExODSpUuoW7eu0+W33Xab+DonJ8dmWWioub6Xn58veb5kiS60adMGGRkZ2LRpE8rKylC7dm0AwIULF/Dbb79Bp9OhV69eTr97+fJlAPDb/L5EROQ93mAQERFRzegARXZ1UWKelK9Nmza4dOkSjh8/7nR5RERl8LqwsNBmWXZ2NgC4DJrUhCyBjyFDhmDr1q3IzMzE6NGjMWPGDBQXF+PFF1+EyWSCTqfDo48+6vS7f/zxB3Q6HVq0aCFH1oiIAoZWghKZgkns2mJp6SEOfuqGVn4/kVZYWga6OjbVMt0tzy1ERK6NGTMGmzdvxvr165GRkYG4uDib5ZZGEYB5eltrBw4cAFDZ5UVKsgQ+Jk6ciH/+859IT0/H2rVrsXbtWnGZTqdDu3bt8NBDDzl878qVK0hOTgYA3HvvvXJkjYgCECupRIFBLTfORJ6wOw8pBcsaVdXYsWOxcOFC/PrrrxgzZgw2btyIOnXqePze//73P+zcuROCIKB79+6S50uWwEfdunWxfv16DB48GOnptv2CGzdujBUrVjj93ldffQVBEKDT6dCvXz85skZERApmqWClGPLEin+avqhyUDWrVqccIJHIvziIKRFJQlDorC6C51XIkU6nw8qVKzFy5Ejs2LED99xzD959910MHjzY5TieycnJGDFiBEwmc8vep59+WvJ8yTaCaIcOHXDy5El8//33OHLkCEwmE+666y6MGTMG9erVc/qdY8eOoVevXqhVq5bLMUCISFn4JEA+fOJHvsQR+x25OwbjTaG8sZeY2soYz9FERI4sM7eaTCbo9XqcPHkSjz76KEJCQtCyZUubMT4+++wzLFiwAKdOnQJgDpo899xz6NChg+T5knXqlHr16mHixIler//NN9/ImBvyp5pUDlixqBluHyIiIiIi8oVff/3VYewOACguLhaHtbA4d+4cdDqd+G/69Ol47733ZMkX54wlClAMiJA9lgki+QXCceZpEFMiUh85j2cByuzqwp4u1aPTebcvg4ODERkZiZYtW6J79+6YMGECmjdvLlu+GPggooBg33JokLG+zXvLbCEWK4MvyJ0lqgJnXQoC/aaqpq3hLMuNMJf9QOi2IWWZSdMXOaRnv0/s3wd6mZUKt6NveDNYMPcFEdmrqKjwdxacYuCDiAKC/fgFMXVtT8qZBXpfZoeIiMjvOI4NEQWKGgU++vbtK77W6XTYunWrw+fVZZ0eEWmD0sZraRBZWaGLLQy3WZZgjOCTLFJcmSUiIv9gCxh52TW8JZJcjQIfO3bsgE6nE6egtf+8uuzTIyKqLktFJc4UbPN5g8gCNGt+BXk55oBHa7vvZV6OsnnvbWWGN8pE/sPji7SCZZmsWdctDNA7fMbyQuRZjbu6WEZstR+51dlIrkREShCr0yM6Kh/hUTecLs/OcT7lNhGnfCXyLwaXyZ7ayoTa8kukFTUKfJhMztskufqciEhpXAU/Yq+E+71/c6BXfgL99xMpXaAfo4H++4mkpMRZXah6du7cKUk6vXr1kiQdCw5uSj7BygEpQazO3Dw0pm4FIqJuIC4hTVxWLzsf+VYtPWLqxgIc040CCM/TjrhNtMf+abt9Ky77YDfLQNUEwjgYnlr+Aer/jc4Ewr4lafTt21eS3h9SN6Zg4IMUjydRIkdsKktERES+EqgBH6qeqozX6Wx8TzmGzVBs4IMDnBKRlDL0pYBlgNPCIPy4605xYFMLy9ge13I9X9yp6gLhaVGP8kYe19lVK12Sv6X2baVF3CekJWn6IpZpIqqymTNnerVeSUkJUlNTsW3bNmRmZkIQBEycOBG33HKLLPmSJfDx/vvv4+WXX67298+dO4cnnngCu3fvljBXRETKwRYbRETkb7zWkFJwjA/tmDFjRpXWNxqN+PzzzzF9+nRs2LABGzduRIcOHSTPlyyBj1dffRWbNm3CsmXLqhyxWbx4MV588UUUFBTIkTUi8iN/VrBs+m3fbPlhPXtLdFS+r7NEJCsG14iIpBdnaT3qgj8HRSdSI4PBgGeffRaRkZF44oknMHz4cCQnJyMyMlLSvyNbV5ddu3bhrrvuwqeffoqxY8d6XD87OxuTJ0/GDz/8wG4uRCQZdzd32y+HiQOe4ko4MgXzIEoZ+lIA1Wvmy5tJbeH+JHKOgTUKNJYy7c1YF3L9bQAwwuTwmUUgdCkl7Ro7diw++OADHD58GPPmzcNrr70mafqyBD46dOiAw4cPIy8vD0888QQ2bNiAzz77zGXU5qeffsLEiRORkZEBQRBgMBgk/6FEnrASFzictf4AKgMeRK6kGPLcnissTwJZlojkwWsx2VNbmVBbfn2FXV0IAPr3748jR44gKSlJHYGPffv24c0338S//vUvmEwmfP/99/jtt9+wdOlS9OnTR1yvpKQE06dPx2effQbAPKBpQkICli9fji5dusiRNSIiG9Y3qJzGUB6WQIGrp2T+aBbMQKc8uF2JiIiouqKjowEA58+flzxtWQIfQUFBeO+99/DQQw/hiSeewMWLF3H58mUMGDAAL774It577z0cO3YM48aNw6lTp8TpaiZNmoS5c+eibt26cmSLiAKc/U0Xb8ICl6emyiwbpBQMJkmL1wF5cXv6jrNzg/W1jWONkBpdvHgRAFBeXi552rJOZ9ujRw8kJydjypQp+Oabb2AymTB37lysXbsWqamp4g9q2LAhFixYgCFDhsiZHSLNYp/OwMP9WXPuBqhLMEZwGxMRVUGgBOk8BRTU/jtd7Ufr3y3Hb2RXF7p27RpWrlwJQRBw2223SZ6+rIEPAAgPD8fy5csxePBgTJkyBbm5uUhJSQEA6HQ6PPzww1iwYAFiYmLkzgqRanmqTMSbQhnZJ0Vw9wQqzhSs+bEvDgXlAFBnxTdQblq0SCnBb7akIiKiqhIEAb/88gteeOEFZGdnAwAefvhhyf+O7IEPi9LSUhiNRpvZWnQ6He677z40bNjQV9mgAMDKO6lBIJbDDH2p0wBdIG4LIiIiIi2yHtPTHUEQUFBQgLNnz+LGjRsAzPGBhg0b4qWXXpI8X7IHPnJzc/H//t//Q1JSEgDzD4yJiUFWVhYA4M0338RPP/2EZcuWydKkhaimvJm2jDduRMpnHRSNMwVXTmV8k2U641id3i/TFUqN5yUiIunx3CoPdnXRjl9//VUcw9MbOp1ObBzRqlUrrFy5Eg0aNJA8X7IGPrZt24Ynn3wSV65csZmm9s0338SiRYvwt7/9DYWFhfjtt99w11134eOPP8b48ePlzBIREZGNmLoV5heFQeL7uILK8T/k6kbG1mmkZiyfFIiUft6WexwOIm9Y9/DwtF5YWBhiYmLQvn17DB8+HCNHjkStWrVkyZcsgY/y8nK8+uqr+PDDDyEIAgRBQLNmzbBs2TJ069YNAPD000+jb9++GDduHPbv34/8/HxMmDAB69evxxdffCFOZUPkK7xAEBERaYMB5hZdrm5Uec0nIpJHRUWFv7PglCyBj06dOuHPP/8Um7iMHz8en3zyCcLCwmzWa9GiBX777Te8/fbbmD17NoxGI9asWYPff/8dixcvxoMPPihH9oiIyIeU+AQqQ18KWGZ1udnSw9LVxfze5PK7SvkNSsRtQ4FAKYPJEvmCT7p8Cwrt6uJ9bw1SAVkCH8eOHQMAREdHY/78+UhMTHS5rsFgwFtvvYWHHnoI48aNQ0pKCjIyMvDwww8rNlpEgcFSsXF1wtf6LCpKb85JJDd3090CPAbIN1jOiMgZnhuIqka2MT769++PJUuWID4+3qv1u3TpguTkZLzwwgtYuHBhlQZEIQp0afoiXgDdYBCn+rS67WwClzcDHOJUux4CHkREcpCzJYkSWqkkGCNUe80AzPl31/pBKw/E1LyPiNyRJfDxn//8B9OmTavy90JDQ/Hll19i8ODBePrpp2XIGZE6SXUR0upNLHnmq33vrzJUnd9nX0m1f++pxYfW8PhXL6XsO6XkQ0s8dTPwxTZXQtCEtE4HmBTY1QVKzJPyVVRU4KGHHkJ5eTkaNWqEb775xul6+fn5+Oabb3D06FHo9Xq0b98ef/nLX1CvXj1Z8iVL4KM6QQ9rw4YNQ9euXSXKDQUaXnyJiNSPgVoi71gfKx0rohyWZ+hLxUBuhr5UMy0TApkBerfnSJ4fyZ927tyJrVu3QhAEvPvuu07XOXXqFPr3748rV67YfD5jxgxs2LABHTp0kDxfsk5nWxMxMTH+zgIRANdNF3lRqRqt38Ro/fdpgbf7wFNLENIePtEmNRtkrC++bt3khsPyb9PkmRrSWqB0AyEiz7Zu3QrAPF3tE0884XSdUaNGIS0tzWHq24yMDAwZMgSnTp1C3bp1Jc2XYgMfRFRz9pV5+0oJKyJEvr+hZZCMpNSjvJHb5btqpYuvWfZIKdRaFt3Vm1IMear9XUqgyFldqFr2798PALj77rvRuHFjh+UbN27EsWPHIAgCOnfujA8//BAhISF4++23sXbtWqSlpWHhwoV4/vnnJc0XAx9EREREpCnGm1NS80aTiMi3zp49C0EQcM899zhdvnr1agCAXq/HihUr0LRpUwDAd999h6ZNmyIjIwPr169XX+AjPz8fK1aswO7du3H69Gnk5uaipKTE4/d0Oh1SUlLkzh4R+VCdkCBUVJhwsOj/nC5fveg4ho2/AwaDHq8+/jM2fXfGYR1WYonIGp+wkq+xTBERuXb16lUAQJMmTZwu37lzJwRBQPfu3cWgBwDUrl0bgwYNwpIlS/C///1P8nzJGvj4/PPP8fLLL6OgoED8zHqaWkufHmdT19r39yGqqapWjgO9YiPl79frdThSMsXjeo9OaC2+nvlFH2z+/ixMJvmmtlbCaPmkXNz/RIGD47xQVTmrQ2ixS7Gvyj27umhHRUUFAHMgw156ejrOnTsHAOjfv7/D8mbNmgEAsrOzJc+XbIGPOXPm4PXXXxeDGnXr1kWtWrWQm5sLnU6HW265BXl5ecjLMx9MOp1O/JyItKX/gOYul5UVVqB2XcdTUZ2QIHz09SDs33cFyz5MljN7REREfifnDWaGvhSA+UZcrr/jafwLtdPCbyDyhfDwcFy/fh2ZmZkOy7Zv3y6+djaLqyVY4ixoUlOyBD7Onj2LN998E4IgoH79+li0aBEefvhhzJ07F3//+98BABcuXAAApKWl4fvvv8ecOXNw9epV9OjRA/Pnz0dISIgcWSMiQJzWzvJ/C8uTCkvlxXKRl6MpeUWJEZ/dthKRtfMBALll9VBRZERQiAET/hyGujEh6DGiKXqMaIrdP6Xi/MmcKv+NmuRPa6q7DbjtiLTDUys3QF3HvLtrkwF6H+ZEPkrYH97kwZsWM/7ArnBEvteiRQtcv34du3btcli2Zs0aAEBQUJDTwEdubi4AeWZ4lSXw8dlnn8FoNEKn02H16tXo0aOHy3Xj4+Px4osvYsyYMejfvz++/vprFBcXY+XKlXJkjXyMFxz/cTW1XJwpGLE6PTIFk9NlgPRNM7f+cg6pJ3Jx652R4mdBdQyIrJ2PZs3N83fn5YSLy/ZP+BZlfbvhwb/eAQAIDZN/Kj5SN55LtMfTPk0wRkCv16FlVKT4WUW5CUU3ysX3Wmhmrlburv/xplCftA4wCDq3+dDKecP6ep55Ocxh+a7gCz7MjfxYtzQP3qul3ykAcDLygd8pMEuq0LNnT+zfvx+HDx/GunXrMHToUADA3r17sW7dOgiCgJ49ezqdrvbkyZMAgNjYWMnzJUvgY8eOHdDpdOjSpYvboIe1mJgYrF69Gm3btsXq1auxdu1aDBs2TI7sEZGPGY0CXun7E75JH+3V+kWpuVjz0hEx8EFEZC+olh5Jh0ehaasom8+/m52Mr948XKW0tHQDQYFnpQICGzyG1IcBJJLLhAkTMHfuXFRUVGDEiBEYMGAAAGDbtm3i+B8TJ050+J4gCNi9e7c4za3UZAl8XLx4EQBw//3323xuPWBpeXk5atWyfYrbokULDBw4EOvWrcNXX33FwAdRDbl8omYKRoa+1KGrixxiYusi5aLjdFQmownXckMRbdXSQ82qUkFgZSOwcf/WTIIxAkFBerzw9y4OQQ8AGP3a3Wh1b0OEN6iDWc9tR8pBbW/vXbXSvV5XiS1gOMh0YFLrfrW+fnvTdYwoELVq1QrTp0/H+++/j4qKCmzatElcptPpcO+992L0aMeHob/88guuX78OAHjwwQclz5csgY8bN24AABo2bGjzufW4Hfn5+YiOjnb4bocOHbBu3TocPly1pzVEpCyWrjaDhzhvtXHm65M+zpFzrHQTqU/f4c3w+FsdxPcz22/CW0cGie879I8HACzbnYh6dd7zef7IkfW51jrobv3aMgAnkVrZBxdZh/AeZ3XRltmzZ6NOnTp4//33UVJSIn7er18/fP31105ncA0PD8eXX34JAOjTp4/keZIl8FG3bl3cuHEDpaW2F7DIyEjx9aVLl5wGPoxGIwAgIyNDjqwRyUKNT/AtY30446n/dVWERlS27Pqg9UbcuFIMk1FAl+apaBBZD7c0vwwAuGHV8kNXy4BHB7Kbiz+psUxT4IiOrbyJ/uqZA7iUnOu/zJDXLEGOWJ0esH59E2t+pAQ1GZ+GiCrNmDEDf/3rX3Hw4EEUFxejVatWaN7c9UyPXbp0QZcuXWTLjyyBj9tuuw3Hjh1zCF7ccUfljcyePXtw9913O3z32LFjAOSZwqasrAzbtm3D1q1bceDAAZw8eRLZ2dkIDg5GbGwsOnXqhBEjRmD48OEICvJu0wiCgJUrV2L58uVITk5GZmYmIiMjcfvtt2PEiBGYOHEiwsIcB5pyJT8/H4sWLUJSUhLOnDmD3NxcxMbGon379hg7dixGjhzpNELmyoULF/DFF1/gxx9/RGpqKsrKytC4cWP07NkTEydOdDqarlbYX7i0OLe6GoRFVh7Luks5iAAAHRARZW4ZVi8qX1x+6VwTAMDd/3gQTYa2ET+/rC+Q5UZbLTfvDEIQOXfh4HXs+PwsAODMb1dx+/0NPXyDiC39SBrO6pEsO0S2wsLC0Lt3b39nA4BMgY8OHTrg6NGjSE5Otvm8bdu2iIqKQm5uLj7//HNMmjTJJsBw+PBhrF+/HjqdDnfeeaekeZo/fz5eeeUVcYoca+Xl5SgoKEBKSgpWrFiBdu3a4euvv0a7du3cppmZmYnRo0djx44dDp9nZmZi9+7d+Oijj/D999+jU6dOHvO4f/9+jBo1Spzq1yI1NRWpqalYt24d5s+fj++++86hG5EzixcvxtSpU1FYWGjz+ZkzZ3DmzBksWrQIU6dOxdy5c6HXa2PaN3fY/NA/rqcVAwDSjthOR5uXE47snHq4cq4xQm5rgPoTH0L3u2IQcZtjoLCwsMwneSUKZGoPsP27/3b8J3UowhrWsfnc+ncp/TeQskh1TKj92HJFq7/LXWBMrtnvrCl1amC5BVJXl6ysLCxatAhbtmzB8ePHkZOTA4PBgAYNGqBdu3YYPHgwxo0bh3r16vk7q5oiS+CjX79+WLp0Kfbv34/c3Fyxi0utWrUwduxYfPrppzh27Bh69eqFKVOmIDo6GocOHcI///lPmEwm6HQ6jBo1StI8HT58WAx66PV6tG/fHl27dkVcXBzKyspw4MABbNmyBSaTCceOHUPv3r2xa9cutG7d2ml6RUVFGDx4MA4ePAjAPH5JYmIiWrZsiczMTCQlJSEzMxPnz5/HwIEDsWfPHtx+++0u83fy5EkMHDgQOTnmm8O4uDgkJiYiNjYWp0+fxqpVq1BcXIxt27ZhyJAh2L59u82YKfZWrFiBiRMnQrg5N1S7du0waNAg1KlTB/v27cOWLVsgCAI+/vhj8f8UOCz9qF01K07TF9lUWGpSeakoM3dfczJ7ruier55zm0Z6WkG1/z5RILJUnF1V4C2VdrlvTLypwFvy0KO8kdv1rAfxHDbe3IK0aaf6qBtVG4U5ZSgvMeLd2LXIFEwY9NKdGPl+e5QUV9Qg99qjxBvRmLqV+yiuwHHAbXd5drfMCBOg0zs9Bu4WzPWnuArz37MfW0SJ24mqh/uSlGb58uV49tlnxTExrV26dAmXLl3Cxo0b8c4772Dp0qXijChakJaWhhMnTogDmNavXx933HEHGjdu7JO/L0vgY8iQIahVqxbKy8vx1Vdf4fnnK2d0mDVrFtasWYMrV65g79692Lt3r8P37777bjzzzDOS5ysuLg7PP/88xo8fj/j4eIflhw8fxrBhw3Dp0iVkZ2dj0qRJ+P33352m9fbbb4tBj2bNmmHLli1o0aKFuPz9999HYmIiNm/ejOvXr2PChAnYtWuXy7w99dRTYtBj4MCBSEpKspnbeObMmRgwYAAuXLiAffv2Yfbs2XjnnXecpnX16lVMnjxZDHq8+eabePvtt23W+fHHH5GYmIjS0lJ88sknGDZsGPr16+cyf9WlhAsOm7Ta8lUXnzqhQWjTPgbtesU5Xb77z8bIFEw4fuVOdLf6POdaMdIu5KNxs3BE1q+DFd/9DzducMA7Il9T8rkztG7l2EG9/68FfnzvuO3ym13s6oQEof39cTjyG0eP8DW35cMHM4oRESlNUlISnnjiCfEeLSYmBg899BBuu+02lJSU4MyZM9iwYQPKysqQnp6OwYMHY9euXbj33nv9nPPqKywsxOeff4758+fj7NmzTtdJSEjA008/jWeeeaZKQ0RUlSyBj4iICOzYsQM3btxw6JIRHR2N7du34/HHH8e+ffscvjto0CAsXboUwcHSXhQnTpyIuXPnum0l0aFDB6xevRr33nsvBEHAnj17kJyc7DAWSVZWlk0Lia+//tom6AGYB3j97rvvcOeddyIjIwO7d+/Gpk2bMGjQINhbv369GACKi4vDt99+axP0AMxT/X7zzTfo1q0bAOCDDz7ACy+8gAYNGjikN2fOHOTnm8dNePDBBx2CHgDw8MMPY9asWXj11VcBAK+99prT/REoqvJUUi085VfuppRbLz+JuvUqx/cwlTtv8qE32DZt7NNosc17tW13IpLfv6f/hk/WPQwASJx9NyLjQ/D11D/E5ZlnKscOmr10AB5qsczneSTXrFtYxBaGWH1eLOnfMcLkNNhvaekhvrcKxLQLMyGuoKk5bzcHXs20arJ4KMi22yb5HusF0lDadtR6Vxej0Yjnn39eDHo8++yz+Oc//4nQUNuHDJcuXcLIkSOxb98+lJWV4eWXX8b27dv9keUa++OPP/CXv/wF58+fBwCX41SmpKTg5Zdfxueff46kpCR06NDB6Xo1JUvgA4DbQTNbtGiBPXv24I8//sD+/fuRk5OD6Oho9OjRA23atHH5vZro3LmzV+t16tQJXbp0EQMRe/fudQh8WLqdAEDfvn1d/tbIyEg888wzmDlzJgBz0yZngY/ly5eLr6dMmWIz+421rl27ok+fPti+fTuKioqwZs0aTJ482WYdQRDw7bffiu9ff/11l7/1ueeew+zZs5Gfn4/9+/fjzJkzbrvjkLyq0sxbDayDHgBwS5f6aNrOgIJL5huSoNB6uKXnLcj+9Zo/skdEKrZr00Wb9/2ea4k/N6cj40dzy47flp7HhEXmkeHjb6uHHw4/hpTD1/Gft/Yg7aL5HKS0Sj9RoFHjGCEZ+lKH7sBE3ti3bx/S0811+YSEBHz00UcwGAwO691yyy02D9V//fVXlJSUoE6dOg7rKtnx48fRv39/5OXliQGP+Ph4dOrUCTExMRAEAVevXsXBgweRlpYGwDwpR79+/fD777/bTIoiFdkCH9645557cM899/gzC041bdpUDHxkZ2c7LF+/fr34+tFHH3Wb1qOPPioGPjZs2ACj0WhTyI1GIzZt2lSl9CxRv7Vr1zoEPg4cOCAeVA0bNkSPHj1cphUWFoYHHngAq1atEtObPn26279PVBOP/D4a5zZfQfMHXfflCw2rhaKCcp/lyVnlxboyZv3aAL34WU0qPawwEVVfiiEPCcYIXD6XhybNK4/PF9b3wtd/+Q1IugwIwIXdV9G0u7nVadO2UWjaNgrZxaV499md/sp6QHN53rNqDMjZ1siVBGOE2+53DEaQ0qWmpoqvO3fu7DToYZGQkIC4uDhkZGTAZDIhJycHjRq5f0CqJIIgYNSoUbhx4wZ0Oh3atWuHuXPnok+fPk7X37FjB6ZNm4ajR48iLy8Po0ePxpEjRyTPl18DH0plCRwA5kFX7B0+fFh8bel64kqbNm0QERGBvLw83LhxA+fOnbNpVXH27FmxW0pERITLwVSd/T3rfDj7zJupart16yYGPpylR95R48VW7jy3b/M5bhXqoaSoAu8u6Y/Ovc3BDndBDwA+DXqQa2os02Qr3hRq04TfntpvMhfMOYRZX9hWosZ+fz+WTN6PkGITdv7zpBj4sGhYLwTxplDV/3a1Utp5pV2YYxfMls0ygfOxAIAGkQU4fiXc19mSnRa790qJ5wc/EBTa1UWQLinrFhuWwT1dKSsrQ15envg9Z/ejSvb999/j+PHjEAQBPXv2xJYtW1C7dm2X6/fu3Rv79u3DwIEDsXPnThw9ehQ//PADhg8fLmm+fB74KCgoEFtR3Hrrrb7+8x5lZWXZDGjavXt3m+W5ubnIyKgcJC0hIcFtejqdDs2bNxeDCidOnLAJfJw4ccImLVd9nyysxxJJS0tDXl4eIiIqL2DW6dmPO+IpPevvakFVpplzd4Ng6YscyJWA6khJyQGM5krl5AFrkTj0DtzRpSHqRtTGQ/+vlbjeis+O4fSx6/j1RCr270uDySDhVUYjWPaIHP2w+AT2L7yIAU+2wLSFldfqJ790PQicscLN9FIUMCzXdevxRSwa5HD6SKVyF8gFeK0kZbvvvvtgMBhgNBqxY8cOp+NIWnz22WfisAqJiYlugwZKtHr1agBAcHAwli1b5lX+a9euja+++gotW7ZESUkJ1qxZo/7Ax/z58/HSSy9Bp9OhokJ508y98cYbKC83P3Hu2rWrQwsM66BHWFgYwsM9Pwlo3LixGPiw/r79e2czzdgLDw9HWFgYCgrM03tmZmbaBD6qmp719EH2eaPAJUe/21XrTgLrTgIA3nxhG/QGHVL0eSh3MegpEVWfJZhrGZzRnrOzvVpvGn5echZpZ2/g2U+7omm7KKfrpBy+jpLCCmycf8rHuSM1u5YbikzBZDMYa3WOE7UeW/7grDuL5XzWLsyErELHWxfrwWel4O/9JdXfV+MYKloWFxeHSZMmYf78+SgvL0fv3r3x17/+FSNGjMCtt94qzury+eefY9ky84Dcbdq0wQcffODnnFfdgQMHIAgC+vfvj1tuucXr7zVp0gT9+vXDxo0bsWfPHsnz5ZeuLpbRbJVmw4YNWLBgAQBAr9fj3//+t8M6loADAIeZV1yxHq3X0q2lpulZvlfT9NzlzZ0mTZq4XJaeno769Rsgun4wVq7p6XWacrGMy+B2HUEHVz3tjDf//7xO3oFfawuu+/r54u9b87TNjPCukiFVOr7mKt+R9c1TaP5rXQfF5l3L1Fqe/KG2YIABgB7OWxEOgACjToARJkTXNz9FtT9fK217P4/Kc6AlbwarptHnLp1CqS4Wrdo2s/ne8eSzyEg3D6L88Gv18TDqi7+dtMtSruesc3yiaik/tW+Wn1pWRT3IYMLtpspy1cmoR7lVe3dfXovl4k29yBfHh7N8WB/TRp0gfmaAeT8ZTY7nNBMEGKGNfeMNV+dse0o5h497fC6yr5e6XUcXXge13xjgk/xUhW70Z0hPT3d733P58mWv0/v4449RWlqKJUuWIDc3FzNmzMCMGTMc1mvYsCEef/xxvP32217fHypJVlYWAKB9+/ZV/m779u2xceNGMQ0peT7zBYgTJ05g7NixYlDm1VdfdTp+h6XZEQCvmx1ZT81r/X0lpOcuLa0wwuT2HxGR1phv7IFyCE7/eXPjr8Zzp7MHK/541mKA3u0/8q/Kcmx+uGE06cR/Jic31kREUqhduzYWL16Mbdu2uZ2Aolu3bhg4cKAqgx6AefIOwPuH+tbCwsIAyHNfysFNYY7UDRo0CDdu3AAADBkyBLNmzXK6bkhIZX/QsrIyr9IvLa2Mclp/XwnpuUvLHXfRzSZNmqCkpAzZ10sx8pFfvU7TXyzTyLrqO3ooKAeA/E0ClTSdrVTNI9XazNJVvv+1zjyv+N+HHlZs3rVMaeVJafmxVpUZECxPDdVwvrZwte0b3RqGBb80QONm5m6oZw5ew+yhfyAn07YCJfcMEEouG4HCm3Jtue7eLbiu/yTrilU3nbwn1uXT1XnCMsCnr48T6/xY8uBNV5cMfaki95Mc5wJvz9n+OA85+5s3KspR22W7ajPhRglK3/5F8vzUlHCjBI0aNapSqw5P9uzZg3fffRe7d+9GZGQkhgwZgpYtW8JoNOL48eNYv3491q5di7Vr1+KJJ57AggULUKtWLcn+vi/Ur18faWlpuHbtWpW/a/lOdHS01NmqeeBDEASPA3IqWVZWFvr374+LFy8CAPr164eVK1ciKMj5prFEoQCgsLDQq79RVFQ5OnS9eraDZvk7PXdpBRpXfeEtF2G5K6pKvGDXFCv3RORL6akFeLjlcseZW+xO7zw3kTV3Y0SkGTjDh1x4HJI1Rc7qIrFvvvkGEyZMQGlpKYYOHYqvvvrKZqxGwDx5RWJiIvbu3YuvvvoKJSUlWLFihZ9yXD1t2rRBeno6Dh06VOXvHjp0CIIgoE2bNpLnq8aBj/vuuw9Lly7FHXfcIUV+fOr69evo378/Tp0yD3bWvXt3rFu3zqb7h73Y2FjxdUFBAfLz8z0GDK5cueL0+/bv09LSPOb5xo0bNuN4xMTE1Cg9d3kjIiJHlidanA3Kf7hdibxn/xTeulVFnCnYZvBWpcrQlyK2MMRpkEoN+feHjhXOB3u2xnOp75w4cQJPPfUUysrK0KJFC6xYscJmiluL+Ph4rF+/Hrfffjtyc3Px/fff47nnnnPbNUZp+vbti19++QW7d+/G9evXvZ6ONycnB7t37wYA9OnTx8PaVVfjwMeBAwfQoUMHvPXWW/j73/+umtYfubm5eOCBB3Ds2DEAwL333ouNGzfaDPbpTFRUFOLi4sQZUFJSUtwO3CIIAs6dOye+t58lxvr9uXPnPLagSUlJEV/Hx8cjMjLSZXrW63qTnn3eiAKVq4qAZVwDVhTI06wpMAXbtjggn+IxSt6wtLT01CVAa+zPTWo5V9nPsGOhlvxrmfUDAXsnXQyyHWg+/fRTcRiCyZMnOw16WDRo0ACPPfYYPvvsMwBAUlKSqgIfY8eOxYwZM1BRUYH58+fjtdde8+p7n3/+OSoqKqDX6/HYY49Jni9JxvgoKyvDq6++itWrV2Px4sW48847pUhWNvn5+Rg4cKDY/KZDhw7YvHmz11092rdvj59++gkA8Pvvv7sNfBw/fhx5eeYKWL169dC8eXOb5S1atBCnp83NzcWJEyfcBiB+//13m3w4y5uzdaubXiCwXDDjKly09OH5mojsWIIerRvfcL7ClXCfdZNzxd3NAAMDRKQ2GfpSp+c1ns+8Yx+ot1yjLC1DXLWccdcV2xLwsKTh7GHATuhghKdRpnUK7eoiXZ6sp2dt27atx/Wt1zlz5oxk+fCFJk2a4Pr16zCZTFUan+TFF1/Es88+C71ebzN8g1RqHPh466238O6776KsrAwHDhxAx44dMWvWLPz973+HXu9Y+J9++mmMGDGipn+22goLC/HQQw9h3759AIB27drh559/dmg54c6QIUPEwMfq1asxZcoUl+uuWbNGfD148GAYDLaD+xgMBgwaNAgrV64U03MX+LBOb9iwYQ7LO3fuLLZIuXr1Knbv3o3u3bs7TauwsBBbtmwR3w8dOtTl3w0Erk74gfgkgZUIoqqJjqqcDjwi6mYw5Eo44iqCHcab8MXxxWOYyD1PA3wG4rVfCZydu3g+qx6Heq1910wlxhk0zHqoAm96SFjPUqaWHhXWqhO4CAkJqdJkG1VV4znV3nzzTRw8eBD33HMPBEFAaWkpXnvtNXTt2hUnTpxwWL9evXq47bbbcNttt9X0T1dZcXExhgwZIvYduvPOO/HLL7943e/IIjExUWyetG3bNjGIYi8vLw/z5s0T348dO9bpeuPGjRNfz5s3T2whYm/fvn3Ytm0bACA0NBSPPPKIwzr2TYPee+89l7/jv//9rziTTadOndCqVSuX65J0EowRbv+Reqh1X/oq3zX5O57WTzHkOfwjIqqONH2Rwz+eW0hJrK+Flmmx5apvxJmCbf6ppW6jdA0aNBBf//nnnx7Xt16nUSP3Mz+SdySZTL5t27bYt28f3n33XQQHB0MQBBw8eBAdO3bEnDlzYDK5Hi3bV8rKyvDoo49i+/btAICWLVti27ZtDoODeiM2NhZTp04FYI7GjRkzxmE8jaKiIowZMwbp6ebmYd26dcPDDz/sNL2hQ4eiS5cuAID09HSMGTPGZrYVwDwWx5gxY8To34svvoiGDRs6Te+VV14Ro2wbN250OjXvTz/9hJkzZ4rvZ8+e7elnExER0U3ugnruphImIvfU+lBBK2J1ept/8aZQm39yEQSd4v5JqXPnzuLrBQsWoLTU9aC8V69exbfffiu+V9P4HkomyRgfgLmlwauvvorhw4fjqaeewv79+1FaWorXX38dq1evxpIlS/w6eOazzz4rdk8BgIceegjLly/3+L22bdti4MCBDp/PmDEDW7duxaFDh3Du3Dm0a9cOI0aMQMuWLZGVlYWVK1eKA6BGRUVh4cKFbv/OokWLcP/99yM3NxcbN25EixYtMGLECMTExOD06dNISkpCcXExAHPrjNdff91lWjExMZg/fz7GjRsHQRDw1ltv4YcffsDAgQNRp04d7Nu3D5s3bxaDKFOmTMGAAQM8bgut4tMcIqqOTMGEmFznlcBrLj6nwGBpMUCkdFKWVU9BCTmPCX/+bSX+XX9xNuuOEQLKYPRDbpRl/Pjx+OSTTyAIAk6fPo3HHnsMS5cudRhjMi0tDY888ojYA6Bhw4Z49NFH/ZHlart48aIk6UjdQ0SywIfFnXfeiT179uA///kPZs6cieLiYrErzIwZM1x293Dm1ltvlSxf9oPCfPjhh159b/z48U4DH2FhYfjxxx8xevRo7Ny5E8XFxVi2bJnDek2bNsWKFSs8TvfbunVrbNq0CaNHj8bFixeRnp6OTz75xGG93r17Y8WKFR5nn7G0GnnhhRdQVFSE5ORkJCcn26yj0+kwZcoUfPTRR27TChSBdnHSAqVWdIiIiIi0wH7adk/j45BzHTt2xPPPPy/ed61ZswY7duzA0KFD0aJFC5hMJvzvf//D+vXrxYfdOp0On332mdcTcChF8+bNbcYoqS6pe41IHvgAzDtp+vTpGDp0KCZMmIDff/8dpaWleOONN/DGG294nUZFRYUc2ZNMXFwctm/fjhUrVuDrr7/GkSNHkJWVhYiICLRs2RKJiYmYNGmS14X1vvvuw7Fjx7BgwQIkJSXhzJkzyMvLQ0xMDNq3b4+xY8di1KhRXg9wM2nSJPTr1w/z58/Hxo0bkZqairKyMsTHx6Nnz56YNGkSunXrVpNNQEQBQKsBpur+rhRDXmVlr8Aypa35fYPIIqv/hyLm5joWHDCRiKqrJucsCjz2s7HUtJuQZcYW62CHJSgSq9M7be3hLQFQ5KwuNb91t/XBBx8gLCwMc+bMgdFoRE5ODpYuXep03cjISHzxxRdITEyUOBe+UZUBWQVBcFhfisCJPVkCHxYtW7bE+vXr0blzZ5w/fx6A5x+h0+lk+aE7duyQPE3AnN/Ro0dj9OjRkqRXr149TJs2DdOmTZMkvWbNmmHOnDmYM2eOJOmRvDxFzll5IVIGmwCGKRgotFxOzccwu7oQkTM9yt0PUuhu6lDWEUipMgWTy9kRTSbp7+vUSq/X4x//+AcmTJiAxYsXY+fOnTh16hRyc3Oh1+tRv359tGvXDg8++CCefPLJKs06qiRPPvmkx/t5k8mEvLw8nDp1CqdOnQJgjhM8/PDDLsexrClZAx+bN2/G5MmTceXKFQDeRW7kCHoQkfJotRWBL3nz9IbbUR6W7ZpiyLMZzDKuIBixheF2a/t/gG+1YdkmrbGUaftuA9Zc3TiS8qixDuN1iyC74Fyc4LnMuhsrpqKU10B7zZs3xzvvvOPvbMjG09iW9i5cuIB3330XixYtQnJyMtatW4f27dtLni9ZAh/5+fmYNm0aFi9eDMAczIiKisJHH31kM3UrEREFNleVR+snm2rrHmLf3DdDXyr+BiVWhomIiPxNiV1dyDeaNm2KL7/8Es2aNcObb76JRx55BMnJyQgPt3+QVDOSBz6sW3lYWm8MGTIE8+fPR1xcnNR/joisqPEJhJqpdXv6Kt81+TvWwQ41bGd3wRm1BW6IAoEazitE7sSbQnG3EAIAyKyIclhuaY3hrvuUMy6vWZbWSoxPkExeffVVLF26FGfOnMGXX36Jv/3tb5KmL1ngIz8/H3/961+xaNEiAJWtPD7++OMqzeRCpHWsbBERqR/P5UTysBxbrh7mWD4PpGPQ+rcab3afTNMXIa7CdTcUKf4WkS/pdDo89NBD+Pjjj7F69WplBj62bNmCyZMn4/Lly2Irj6FDh2L+/PmIjY2V4k8QEVUZW8BQoOCYGEQUyAL1/GaZacUpU7Cqxo1hVxcCIMYOUlJSJE+7xoGPp59+WhzARBAEREdH4+OPP8aYMWNqnDkiInc8VXQ83QwyMOKZ9cCdzrAbB5E0GLwiJarKdZLl0/9i6lZUvikMAkzBNvuQ+4iULjMzEwBw9epVydOuceBjwYIF4hS0w4YNw+eff85WHkREGuIuuKHmSpRUeWfFn0heDFLbcjUzTCB2ASH5Wc9iRiS31NRU3H333bKkLUlXl6ioKHzyySd47LHHpEiOKKBYV+icPVnnE3UiIvd4Y0xq4a7rgafrvWWQSrZmJM0RFNrVRfB3BgLPqlWrZEu7xoGP4cOH4/PPP0dMTIwU+SGN0AGoLRicXnx5wXXNWaVHq9tLCb/LXRcOCyXkUy1Y2SapsKyQ1vCpubYobT9auri0bJYpftYgpx5ickOBAvOML5agm9LyTuQrNQ58rF69Wop8EDnlzfgCPIHXDG9W1UsL+0Ypv4HHARGRb3kzrg15r0FkESKibjh8HlsYbn5hCmYrYvKJnTt3SpJOr169nKZn+byqJJvOlqimrC+AHW/ORx6r04tR7KzCyuKarCv2beZUgjdnRERERNqXYsjDppuv44tCEVcQhmu5t9usY113VjrBpMCuLlQtffv2FWd6rQmTyeQ0PcvnVaWeo4E0yxLwsG7ZYZmeK6ZuBRpEFuFarucuCYGOT6yJiEjtnF3LrOsHfGIdOFhvIVIvna5mgSz7wIklvZoEVBj4INkY4HoMBV7MqLqknFrPmzE+AoG7bRpvCuWNhgrwnEpEFHjsz/2xhSF+yonrusRx6H2cE/K3mTNnKjI9Bj6IKGDxht4zjqND5J5Ure14nJk5C0hbT9/K8zaRckg5M6EiZ3WhapkxY4Yi02Pgg4iIiIgUy3oKWAaIfIvbW10yBddjH7ibSpkoEDDwQYpieaoTE2Ye0LRBZBGio/JvLg1V1SBN3mKlgoioZngepUDC8k5EVHXau4skIvISK48EeDdtNhERycfTmFv212sO6G7L8ns9Xa/k3C7WXdKsnYQOBnjuxiLBJCBEbjHwQbIp0wk1vmG4lhuKa7nmlh6ZggkZevM0trtqpUuRRULgVQ5IPloqS64qcNa09HuJiHyN51BpKWl7WmZnjBVCsBs66HWMapD/MfBBimEdJLEfldpdn0UiV/hEiLzlLkgbyC0+PB1DAI8jIiKiQNOnTx9Z0xcEATt27JA0TQY+SJGSdcU279MM5hsPNVWwfX3TraZtQ+Rr1Zmy11OrDx5zpAZqCgB7yiuDkK4paT8SVYeJs7qoyq+//gpBZf2TGPggWQgAjDB5dSGW8mLNioH2cR8SERERKYvNrDFWDw6MAMCghubodN7vU0EQPK7vzTo1xcAHEVGAYzCpUseKKADm/smW2aWsu94l64rFliDuAq3cpoGD+1pa7lp1cFsTKYunY9Kb8bJInSoqKjwuf/nll/HRRx8hJCQETz75JIYNG4a77roL9evXBwBcv34dR48exdq1a7F48WKUlJTghRdewPvvv49atWpJnmcGPoiIiEjzvJm9hzfWROpU1VlhlIBjKFUSoIOgwFYhghez0ZBzY8eOxcqVK9G2bVts2LABt956q8M6sbGxGDBgAAYMGIC///3vGDJkCD788EOkpaXhu+++kzxPDHyQogTKCZ5ssYsSKUmsTo+YuhVoEGl58lxZoY4r0NbTqwRjBAzQi6/tuRr/hIhISp4CF4D7usCA0FpW52zgWq7t+eznolDOCEjkI0lJSUhKSkJoaKjLoIe92267DRs2bECbNm3w/fffY+TIkUhMTJQ0Xwx8EBFRQLN+0m/p6mLNujIdWxjOWaaIiCRW1QCrfRAkq7A+rIPU5HuuAlNGk2Ae54MCxuLFiyEIAoYPH+5V0MPi1ltvxbBhw/Dtt99i8eLFDHwQERHJKaau+36rNgO4oeZPKkmb2Iyd/IHljpTAUsZSDHkoK/Uu7KHEri5UPUePHgUAtG7dusrftXwnOTlZ0jwBDHwQkYaxcicPnQ5Q2QxmisfuXlQT1ZmumYiISA7Xrl0DABQUFFT5u5bvXL16VdI8AQx8EMmGNyqkFZabKr1eh0Olz9gse3nsFsxb9Yc/slUl1Tker+U6tuTIFExIMwTOTSQH/FQHd62OLLMqqCH4wbLmGrcNEalFgwYNcOXKFWzZsgWzZ8+u0ne3bNkCAGjYsKHk+dJLniIREWlCgjFCnAkj3hTqEPQAgPe/fgB16jCGTsoXbwpFnCnY5T9vuiwpnbPfZS/FkGfzj4hICQRBp7h/VD33338/dDodDh06hHnz5nn9vU8++QSHDx+GIAjo3r275PlibZU0hZU4IumFhAVhVd44l8tXLhuB18f/gsL8cgDqPg4PBeUABY4DnFpT8+8jIiKyxq6WJLVnn30WK1euBABMnToVZ8+exRtvvIHo6Gin62dnZ+Ptt9/Gxx9/DADQ6XR49tlnJc8XAx9EROTWk7Pvcfgs50oRohqbn5D3HtIMP51/Aj0aLPR11oi8lqYvUkV3DyKqukzBBBS6ua3RlfsuM15iQIG0qkePHnjxxRfx4YcfQhAEfPjhh5g3bx569OiBdu3aoX79+tDpdLh27RqOHTuGX3/9FeXl5dDpzK1s/va3v7HFBxFpEy/+yjbgyRbi6+zLRdj4wiGc23EVQ5fci/ZDGgMA6kUE46vdj2L21F+RclTd+9N+1hYiJXH2dNbSpSVWp+d0y6RKNa0HrAy+IE1GyG/YtURb/vOf/yAkJATvv/8+TCYTysrKsHXrVmzdutXp+jqdDgaDAa+88grefvttWfLEwAcREblULzIYderWEt9Pv2UtYnXm4aEWjt+LT7Ir51i/q0scBo9thR+Ppvg8n1KpSeVbr3deaTOZlDsFToohD0aYxNdERMRpgYmk8I9//AOPPPII/vnPf2Lt2rUoL3fe8qpWrVoYNmwYXnnlFXTo0EG2/DDwQaQgvNCSr/Uob+RyWZwpGLfdHyO+v7jhHPo0KUB0VL742c5hSxD3aGfUbd0ITTpHI9xQWyzHai2rVc13iiEPb87qiekvdXMa/MjMKMCD/ZYjJSVHqiySCqit/LOfv/x8sY25n7TLUn4MN+emsC9P3PekRPfccw9WrFiBwsJCHDx4EGfOnEFOjrk+FBUVhZYtW+Kee+5B3bp1Zc8LAx9ERORS50FNxNcHZu1xWF5wPhv73/gd7d5/AE06Ox+0Sut6lDfCY8PbumzxERsXhke6t8K/U/a6TIMVVqqJDH2p0xlcLOJMweL4Jq5uvi2z2nAcFCLyOQEQTArs6qLcBpuqU7duXfTq1Qu9evXyWx4Y+KCAwadZRFUXVLty1vOe8/phc+J6p+tF3qr+qUClsP6dP3Fk/RXx/f99dz8aNg/zY47Ujedt74jBClMwx6hRMZZ3bQnk/Wn57fGmUGyDwc+5ITJj4IOIiFxa9+kJPPDU7QAAXUgwruU6BjgadIxB0+4NAQCCENiPR66eK8D5A9nie0vQo2Ej+ZtwkntavsmwyNCXumyxYfn97m7G3LUasU7Dl9x1xwPMQZ9A2LdSC+SbciJSroULF+If//gHBEHAhQsXJE2bgQ8iIjuuKoSWfrWBIkNfirSjOXj+uU34+NNBaNguCjeCQpB1xXzpiKlbAQDoPPZu8Tvrfzjtl7z6U5NWEQgJc385rR8b4qPcEBFRTSQYI8SuX85orTuYUoJcnNWFACAvLw+pqamyPEhj4IOIiNzKy61sOt/l/xKw8/2TNsvDGpsriGf+vI6Dv6b5NG/+9sbMnnj51fs9rleQV+aD3JAzgfJk29Jaw1WrjXhTqHjD5uymLs4UbJ6x6eb32WVGm2XH0oLGVTk5FMRBmIlIGrt27cJPP/2EU6dO4caNGy5ndbF26dIl8XWfPn1slj355JMYP358tfPDwAeRFU9RfoDNainwbNxwBhXlJgTV0mPge3ej/1ttkX4yH7fcFWmzXvKeDP9k0E8SjBH4f0/fI743mQTkH8oVp/sFgIuHsnFbx2hAxydZREREpH2CIGDUqFFISkqqUTo7d+60ed+7d+8apcfAB5EdT32ctdbEkRy5Cn4ZArQZZklJBX787CSGPd8aABBU2+AQ9ACAY/syfZwz/8vOKkZk/ToAgA/u2AhDei5ibg7nEdY4FA2bmt/EhIUgwRjBoCk5qOoYFq7KkOW85ekaRkSeuavr8TwuD3Z10Y6FCxdi1apVAABdNR78WLq5VOe77jDwQaQgvJiSr+2qle7Vel/NOIwzh67jllYRKCsx4vG3OojLMi8U4K33duLb7/5EhcEkV1ZFSml+HhSkR/M7o8T3008/jBUPbEHanqvo+lo73PfqXeKyetG8GaVK1mXYWaDCH91MMvSlNrPCMMgvPU/nJk/nNgpslvJjhMnmPZHSrFixAgAQHh6ORYsWoVevXoiOjvYqkPHBBx/g73//OwRBgNFolDRfDHwQeaFdmNXNXEGUQ4sAb28evaWUGzsiiy0lqdjyXar4fvonW/HEk3dj4ZeHUF4uf7BDaRKMEWgR7XictnuuDY78stsm6AEAP6494zIdd3isk7e8DVQEQplKMEaIg1E7O8YCYRsQEfnLsWPHIAgCnnjiCTz66KP+zo6IgQ8KGKzoEEmnqKgcn8876O9s+NWNa6WYOeQXDHn2Dtx+TwNENKwDXVgQMgXbQNCDzb5C5uUCP+VS3QLlvG09LgwAcYBRC6VtBwbs5KHG7cay4JrUv92yrV0F9ZS0rS15STHkoazUu6f27OqiHbm5uQCAhIQE/2bEDgMfRERE1XRg42Uc2HgZo169C+P/0VH8PPVIDm5tH4W1nxyHIdWEeDiOG6OkSippj7uxPqxneLFm/ZlSyqfULSrJzFV3KqXsdyJSL8vsLUFBygo1KCs3RApjeQrXILLyaW1sYThihRAAEJ/sKjnqTlXnqsm4USf9nOKkDUG1zecKy4P79BM3cGv7KDffICIipeE4K1XDFj+kJgx8kCx0MDfFY99a9VPyRU3JeaPAUj/e3KLjjt6xWCQ85ufcqBOP55qxbloOuN+enJbdO95uIzWVXbagCUxKL6MCAJMCu7rwcVf19O7dG4IgoHHjxlX+7i233IJevXrJkCsGPojIA1dTu1r4+2LpjtIv9ErPH3kv5fB1p59nXeDYHv7G44js8dxLRCSfrVu3Vvu7I0eOxMiRIyXMTSUGPoispBjybCo8lspR5mXrJusmsQuM5f+uggOsPCmLt0EcV/vNMoUcEWDbJWrBl4dx+FQmYpuEYcJLHZHQOhqF+WWYP+8QKvQsN+TaoaAch3NTmoFTyRIREUmJgQ8iIlIVJQYUBQE4uDMNAPDj16f9nBtSOm/KsJpb2xERVY1OobO6KDFPVF0MfBB54VBQjs17TxXSmmKFligw8Fgnkl6KIU9soefsGOMAlt7jtiIirWDgg0hF2C+ZSBm8OdZ4w0De4rmb1Ipll4jUgoEPIiIiGfCGgLQkNq4ubr01AteuFeHI8WcAAGfPZuP4n1fx+qvbcOF8rn8zSKRxlmuKu9ZMaqbMri6kJQx8ELnhbKBToHJQQ+suL9YDHfobW4YQEalbTcf4kPo8f/bC8w6ftWgRjRYtojF0eCtcv1aErvcuRHoaZzKqCW9aivEaLh9u26rh9iI1YeCDZCHAHJHmCVFerirGls+lCMYoKaBjz1P5YlcDUqsEY4THG99dtdJ9lBvf8OX1gsFh6dVvEIrT56YCAKZO2Ygli5L9nCPfYXmRH4/ZmqlpfYnbl7SAgQ8ickvNFzs1552IyFuWmxZXwTJLAFuKc2JFmRH7vk1F5ukbAIBBL7dGSHgtm3U+mfcQli5OhiDU+M/JgtcGdeJMR/LrWBHl9HPLtpct4C4AghJnflfoOYyqh4EPIgoYSqsUKS0/SsKnT0TKEBIShO27xovv32y7CThbiNaNzYGPpK/2o17TcHT9qD9iO9YX1xs5qg2+/+5/Ps8vERGRMwx8ENWAdTcQ3ogRUSBhcEpe/u5mmGCMgE4HTH/rfrRpGwMAyD5fAJwtREzdCkRH5SM7px4AIP/CDXzT6ydk3xaFd/58CACwcMlQ7Nh+AVmZhX77DVR19se1fSsLf5dLIqLqYuCDSOXiTMFuP2MlhSiw+CogwWbn2ndfv1sw9vm7xfcr+vyEmLoVaBBZhIgoc4uPiKgbyMsJBwBkHQ/CljeP4YF32gEA2tVrgAtpQSwLROQRZ3UhuTHwQUREXnN3Ux1vCnUbaOPND/mDszKr1Bm5lKZhfOV2+m7MHoQZcxAWCURH5SP8ZuDD3p7/nhEDH6QuzgZVtn+4wuOFiLzx7bff4ujRowCAESNG4J577vH4nV27duHnn39GZmYmwsPD0bFjRwwZMgRhYWGS5ImBDyIV4Y0jEZG82JLFUcapG0j+LhWtG5vfR0TdQL2ofIf1YnJDEVxX7+PcEamXmroMxpmC0aO8kcvlUg6iTOo3ffp0pKenIzw8HK+88orbdXNzc/GXv/wFv/zyi8Oy2NhYfPHFFxgyZEiN88TAB5EL3kyFypM7EREREVHNmNjVRTMOHDiAjIwMAMCkSZMQEeH+nsoS9NDpHMtAVlYWEhMTsW7dOgwcOLBG+WLgg0iDMvSlAMzRdwZnpGWA3m1QTM7traYnQ1QzKYY8h/1pv//t33P/e8+bgan93fJDafszUzABV8JtPrOM7WEZ5LR2eC10ff0un+dNS5S235WC20Velu0bbwrF3UKIw/JYIQQxYRVoh1rIKgwynw+cYFcoAoAdO3aIrx9//HG3665duxZbt24V37dt2xZ9+/YVl128eBFGoxGTJ0/G6dOnERLiWD69xcAHkYqpoSLAm3UiInlZzqNSn0/b3hsLAIhrFY63jw7Cye2ZAABdSh7ydhYgO8fc7/pabiiaDWyMx1f2tvl+ztViSfNDgY31BfntqpUOuOjOElcQjHZhzgMe9ix1v3hTKLbBIFn+SB32798PAGjSpAnuvvtut+vOmzdPfD169GgsW7YMer25y+T777+PxMREbNy4EVeuXMHKlSvxxBNPVDtfDHyQIvFmmSiw8RjXFi2f07X825rfESW+btIuEk3aRYrvlw4txc7kywDMrQynPmB7s7R60XHkZZf6JJ+kHlo+XgJJrM7JWD5OZhmsCs7qoh0nT56EIAi477773K5348YNbN++HYIgwGAw4N///rcY9ACA2rVrY8GCBWjWrBlKSkqwfv16Bj6IiIj8iZV50poUQx5+2pmCTr0ai58d/OkyOg1sAgAY/kUnGF+rjYLDuThyJBsRdWrbfP/y/lyxuxDLv3qwqwIR1VRaWhoAoHnz5m7X27NnD4xGIwDgvvvuQ6NGjq2NYmNj0bdvX2zatAmHDx+uUb4Y+CBSOVYoiciar84Ju2qlS5KOv8fSINfen/0bkt75E20a1odOD2SnF+O7rNEIr18HEXEhmLCoCwBg7sTd6PZ4M5vvHj2bxZtoDbDfhzweA4v1dMaxOj0aRBYAsD1nZxXydpJs5eebZ/2Kiopyu56lSwwA3H///S7Xa9euHTZt2oSrV6/WKF8BV1KvXLmCAwcO4ODBg+L/s7OzAQC33XYbLly44FU6TZs2xcWLF73+u8eOHUPbtm09rpefn49FixYhKSkJZ86cQW5uLmJjY9G+fXuMHTsWI0eOdDrirSsXLlzAF198gR9//BGpqakoKytD48aN0bNnT0ycOBFdu3b1Oi0iIneVXlaIibQnxZAHWOqaeuDjGfvw1zndYAjSITjEXI2ctrC7w/fuaBwNU4XnMT543iAyC/QgMLu6aEdwcDAqKipQVlbmdr1Dhw6Jr++55x6X61kCKEVFNQumB1Tg45VXXsH777/v72y4tH//fowaNcoh+JKamorU1FSsW7cO8+fPx3fffYeGDRt6TG/x4sWYOnUqCgsLbT4/c+YMzpw5g0WLFmHq1KmYO3euTX8qIiIirajqzYLWby48cdZty/qGLOmL/yHpi/8BAI6UT3Gaxor3juLsygxxHABnN3RsDaI8gV72/UFt2/xabqhDCw/LDC8Z+lIe11V0+fJlfP3119iwYQPOnz+Pq1evIiIiAo0aNUL79u3Rr18/DB48GNHR0f7OapVERESgsLAQ58+fd7venj17xNfuAh+WgEdoqPvgoCcBFfgoKSlx+Cw6Olps8VEdUVFReO211zyu56zPkrWTJ09i4MCByMnJAQDExcUhMTERsbGxOH36NFatWoXi4mJs27YNQ4YMwfbt291O57NixQpMnDgRgiAAMDcRGjRoEOrUqYN9+/Zhy5YtEAQBH3/8sfh/Oai533uKIc9j/olI3bw5xpV8niJtUfM109rSNw6Zm8jbDYAY52HwQ7X8Pql4s795jiKlyBRMgJOpbDP0HMS4qgRBwD//+U+8/fbbDq0Yrl69iqtXr+Lo0aP46quv8OWXX2LSpEl+ymn13H777UhPT8f27dtdrrN3715cvXoVgiAgNjbW7Xggly+bB9KOjY2tUb4CKvARHR2NBx54AJ06dULnzp3RqVMnVFRUoFmzZp6/7EJ4eDimT59e47w99dRTYtBj4MCBSEpKQt26dcXlM2fOxIABA3DhwgXs27cPs2fPxjvvvOM0ratXr2Ly5Mli0OPNN9/E22+/bbPOjz/+iMTERJSWluKTTz7BsGHD0K9fvxr/DiKtM8Kk6kqmVm6sApGnfcN9Ky1ur6rb8NlJfPXmIY/rxer0bmeAUOq25zGmfNxH3vG0nVy13MgAALseKVK08hCgzK4uggxpmkwmTJw4EUuWLAEA6HQ63HvvvejatSsaNmyIvLw8pKen48iRIzh27JgMOZBf586d8euvv+LixYtYtmwZHn/8cYd13n33XfH1gAED3KZ38OBBCIKAhISEGuUroAIfM2bMcPjM2zE95LR+/Xrs3bsXgLmlx7fffmsT9ACAFi1a4JtvvkG3bt0AAB988AFeeOEFNGjQwCG9OXPmiIPKPPjggw5BDwB4+OGHMWvWLLz66qsAgNdeew379u2T9HcRAaxkSInbkoiU6n+7MzHvub1Ol1laeli6vsTUrQAszeVNwXxiTKQgafoij/UNb8cjSTHkoazUKFnetGDWrFli0KNt27ZYsmSJy24ely5dgslkcrpMyUaOHIn//Oc/AIBnnnkGJpMJY8eORVBQEHJycvDGG29g48aN4vrupqhNS0sTA0AdO3asUb4CKvChVMuXLxdfT5kyBZGRkU7X69q1K/r06YPt27ejqKgIa9asweTJk23WEQQB3377rfj+9ddfd/l3n3vuOcyePRv5+fnYv38/zpw5g9tvv71mP0YivMEjItIOLZ/Tlf7b5HwCvuHrUxg8thUA4JdlZ6uVhlpbf1D1cH9qg3UrD+5T7yUnJ+O9994DACQkJGDXrl0u7/sA4JZbbvFRzqTVuXNnPPDAA9i8eTOKiorw1FNPife4WVlZMBqN0Ol0EAQBPXr0QP/+/V2m9f3334uvu3d3HEi7KjiipZ8ZjUZs2rRJfP/oo4+6Xd96+dq1ax2WHzhwAOnp5ikGGzZsiB49erhMKywsDA888IDb9IjItQRjhMd/FBhSDHlu/xFp0X/+/rv4euuuC0jTF4n/MvSlyBRMDuMBEBE5YxJ0ivsntffeew8VFRUAgHnz5rkNeqjdF198gdtuu02cjbS4uBjp6ekwGitbAMXFxWHZsmVu01mwYAEMBgPq1auHPn361ChPbPFRQ9nZ2XjooYdw6NAhZGdno169emjcuDG6d++Oxx9/3ON0sWfPnhW7pURERKB169Zu17d0dQGAw4cPOyy3/sybqWq7deuGVatWuUyPiEgt2LdbnbhflM/l093sPPTpsRTNgsKReob7kcgVtT4I4flZOteuXcOaNWsAAC1btrR5+KxFt9xyC3777TdMmzYNa9assQl4AMDQoUPx6aefonHjxm7T+fPPPyXLEwMfNZSfn2/TYiM7OxvZ2dk4duwYPvvsMwwZMgRLlixxOQ3RiRMnxNcJCQliVMyVFi1aiK/T0tKQl5eHiIjKk6l1etbrepOe9XeJiLQuwRjhtp+y1NPyMTBDWnTwQBpyjIVOlzmM3WHp0mI1M0Ssjo2PiQBeA7Rux44dKCsrA2Aeg9Hy2WeffYbff/8dWVlZiIyMROvWrTF06FA8/fTTDmM+qk18fDxWrFiB7Oxs/PHHH7h+/ToiIiJwzz33ICYmxuf5YeCjBnQ6HTp27IjOnTsjPj4eOp0OFy9exM8//4yLFy8CMA9c2rVrV+zduxdRUVEOaWRkZIiv4+PjPf7N8PBwhIWFoaCgAACQmZlpE/ioanrWUTbr7xKRb/GmWDtc7UtLkEXqgAqRlKpzrnH2HevPnAUZ7Qc6ZZcYosAmyDGFioJYTyJx9913Y+rUqfj0009t1snKykJWVhZ27NiBf//731i9ejW6dOni66xKLjo62uPMLb7AwEc1TZ8+HcOHD0eTJk0clhmNRnzxxReYNm0aSktLcfr0aUyYMEFs3mTNEsAA4HVULzQ0VPyepZtMddMLDa2siNin5Y6z322Rnp6O+vUbILp+MOasu9vrNImULrq++WnlyjU9AQAGL4ZJMsK7yryntLxNRyl/xx8M0MPgpk+uUWeuVVl+o1zbwlW6lrxZ8iHV3/P0dz2lb1+u/ZEHko8S9onl2DTcfK+3mg/ToBdgNOlgggBLQ2jrY6S6+ZOyXFsoYVuSa95cA/y1j6SsL0hRtn1Zlsc9PhfZ193P3BQUVQu3f9lWsr8plaBxtZCenu72vufy5ctepXX2bOUA0F9++aUYCGnXrh0GDRqE8PBwnD59GqtXr0ZBQQHS0tLQt29f7N27F+3atavZDyEADHxU23PPPedymcFgwDPPPIPo6GiMHj0aAPDDDz/g4MGD6NSpk826xcXF4uvatWt79beDgytHP7f+fnXSc5cWERGpB2+6SOnEwAYqAxsmk/m9q4CgkvAYUz535SjQ9x8Dd/6Vk5MjvrYEPebMmYOXXnrJZqiD2bNn46GHHsLRo0dRVFSEcePG4ciRIx6HQyDPGPiQ0ahRo/DZZ59h586dAIBVq1Y5BD5CQkLE15Z+X56UllZGTa2/X5303KXljrvoZpMmTVBSUobs66UY+civXqdJpHSWpyuWcu3NYGXeNhtnV5ea83bMDsu2lGubV7erS1X/nlT5ty/XNcFyXD1ybjel7BNfHRcWUpZrUgellHVnpKwvVLds+2v7FJa6b+0BABU55TgzWbpBLKVSkVOORo0aed2qwx3rVvkAMHbsWLz88ssO6zVu3Bhr1qxBmzZtUFJSgqNHj2Lz5s0YOHBgjfPgT5cvX0ZmZiYKCwsheNmvqVevXpLmgYEPmT366KNi4GPv3r0Oy8PCwsTXhYXOBwezV1RUWTmoV69ejdJzlxYR2VYULE9LLJ/Fm0I5XgMBAHqUNxJfx5mCHZYfCspx+IyIiIgACIBgUmCLBgkbotWpU8fm/UsvveRy3ebNm2PEiBFYvnw5AGDjxo2qDHycOnUK//rXv7B27Vpcv369yt83maRthcTAh8wSEhLE11lZWQ7LY2NjxddpaWke07tx44ZNxNB+RNyqpnflyhWn3yUiz9L0RXyCHeAsQTBLsCNWp0dMWIW4PKvQfJmNN4UizhTsOMsFkcyUfo6yb4lF2mUdIHaG11TPEowRDg9hrHH7KZf1A+aoqCjcddddbtfv1auXGPg4cuSInFmTxTfffIMJEyaIPRCq2lXH21YhVcHAh8w87eTWrVuLr8+dOwdBENx+JyUlRXwdHx+PyMhIl+lZr+tNetbfJSJSG19X+Ky71ljPUNEgsrIVUFZhuE/zRETeU3LXCCLSlri4OPG19ayarlivc+3aNVnyJJfjx4/jySefREVFBXQ6HerWrYs+ffqgZcuWCAsL89t4JQx8yOzcuXPia2fzFbdo0UKcnjY3NxcnTpxwG4D4/fffxdft27d3WG79mfW61U2PiEiranpTY2nFAUBs5dEgsgjRUeYZsrJzbLsPZuhL+USTSGMYPCFvsBx4ooPgZkYe/5EuT23atKnaX7YKDqhtYNN//etfMBrNw1mPGTMG8+bNU8SQCgx8yGz16tXi63vvvddhucFgwKBBg7By5UpxfXeBD+spcYcNG+awvHPnzoiLi0NGRgauXr2K3bt3o3v37k7TKiwsxJYtW8T3Q4cO9fyDyK9YwdIu7jv1itXp0SDS3AXREvSwlimYkGaoXnN+d8c8x5ghNeE5jogCWceOHcXXVR2OoGHDhrLkSS47duyAIAho1aoVlixZAoPB4PlLPsDAh4xWrVqF7du3i+8feeQRp+uNGzdODHzMmzcPU6dORUSEY2V337592LZtGwAgNDTUaXp6vR6PPfYY5s6dCwB477338OOPPzr9u//9739x48YNAECnTp3QqlWrKvw6IiLl4c1VzdQ0uMrtTxTY3J1DAnWcIylndCH16tmzJ6Kjo5GdnY3s7GwcPXrU7TgfO3bsEF/bzwqqdBkZGQDMD+mVEvQAGPiolsTERDz00EP4y1/+4rTZjslkwsKFC/H888+Lnz388MO47777nKY3dOhQdOnSBfv27UN6ejrGjBmDlStXIjS0clrGlJQUjBkzRhzo5cUXX3QZ/XvllVfw5ZdfoqCgABs3bsSsWbMwa9Ysm3V++uknzJw5U3w/e/Zsr38/UU14GtxsV610H+WEiIj8ia0YSUpaLC/2daY4UzBq3+wS0rEiSuxC6Q2lbx+TIru6SCcoKAiPPfYY/vvf/wIwdwdZtmyZ03XPnz+PpKQk8f3w4cN9kUXJhIeH4+rVqw5jUfpbQAU+rl69imeeecbmM+vpXK9evYoRI0Y4fM+64AHmIMSkSZMwdepU3HfffbjrrrtQv3596PV6pKamYsuWLbhw4YK4fkJCApYsWeI2b4sWLcL999+P3NxcbNy4ES1atMCIESMQExOD06dPIykpCcXFxQDMUb/XX3/dZVoxMTGYP38+xo0bB0EQ8NZbb+GHH37AwIEDUadOHezbtw+bN28WgyhTpkzBgAED3OaPiIiUheOFaAf3IxFpgbNg5nHooZdwrAw1e+ONN7B06VIUFBRg+fLlaNu2LV566SWbMTzS0tLwyCOPoKSkBADQp08fl8MWKNWdd96Jq1ev4tKlS/7Oio2ACnwUFhZi1apVLpcXFRW5XW6vuLgY27dvt+nOYm/YsGFYsGABGjRo4Dat1q1bY9OmTRg9ejQuXryI9PR0fPLJJw7r9e7dGytWrLBpDeLMmDFjUFRUhBdeeAFFRUVITk5GcnKyzTo6nQ5TpkzBRx995DYtIiJy7/gV8+wtMbmV5+aswiAk64rF8T2I/IUtK4iI/C8uLg5ffvml2Ir/lVdewTfffINBgwYhPDwcp0+fxurVq5Gfbx4vrGHDhli6dKmfc11148ePx65du7Bu3TrMnTsXtWvX9neWAARY4EMqq1atwq5du7Bnzx4kJycjKysL165dQ0lJCSIjI9G8eXPcf//9GDduHDp06OB1uvfddx+OHTuGBQsWICkpCWfOnEFeXh5iYmLQvn17jB07FqNGjfJ6ZN9JkyahX79+mD9/PjZu3IjU1FSUlZUhPj4ePXv2xKRJk9CtW7fqbgaigGB9Q2CEyeEzUhepbwAz9KXAzZldAACFlZfVTMEk5YDwsgsONqBJnOP0uzlXi1GYX+6HHBGRlhwKyuH1sxrirK8xTlR3myotIHqzIbrmjR49GuXl5Xjuuedw48YNHD16FEePHnVYr02bNvjhhx9wyy23+CGXNTN+/Hh89dVX2LlzJ1566SV8+OGH/s4SgAALfDRt2lTs3lETCQkJSEhIwJNPPlnzTNmpV68epk2bhmnTpkmSXrNmzTBnzhzMmTNHkvRIHZR2MSPSImf9qjOsl1dzJhd/MBj0+PPkFMQ1CnNYVlJUgec6rEXa2XxV/BYib7E8E5E/PP744+jbty8WLFiA9evX48KFC8jPz0f9+vXRsWNHjBgxAuPGjUNQkDpv1fV6PVatWoXExER8/PHHSE1NxaxZs9wO5uoL6tyaRBRwfBHM8fQ3DNCLrT6ItHLTZIAeYSGhToMeAFAnNAgt7mmAtLOOU/WS8jg7j8WbbLvH+nIaZEt+4k2hDk+uY3V6c8sooEqDNCqJt+cBPpAgqVjGy4jV6QFTsNOyVd3yZH+ukCpdctS4cWPMnDnTZrIJrejTpw8AwGg0QqfT4YcffsAPP/yAuLg43HLLLR6HbAAAQRBsZraRAgMfRCrCCw6RZ+5uMCyVOl/cYElRgfTZMW/VJefc/uv4aPBOdB55K8b91zyFXlwz50ERIiJSnwRjhNNrlCU46Y9phwWNz+oSSH799VenvSwyMjLEqW79gYEPIiKiGtBEQNKqfrLib4eRf7UUu5ecEwMfGefY2oPkEavTm1+4GMdAE8dXAOH+csRtQoHG2/EofY2BDyLyqV210mX/G2xSTFR9qYdzAABlRUZkXypE9C11A2bQOWd4PpGPpZsLoN6uLkRq5KzrGVAZiPTfM3nSgoqKCn9nwSkGPoiIVI43ZkTy89R1CZD3WPN0nMv994nI93bVSnc49sfdbKKXrCtW3Mxhzs5BFRWex0YTAJgU2NUlgGP+msTABxHVGCvkROqmN+jF183urY/SAvP0tUHBBn9liSRk35KC5+PAxGt1JT4wIAo8DHwQOcELojZ588SWtM1yA8hj2FZoaB3x9Uvb+voxJ8phPxuJOBaFFUtXDXbRICWyr8vEm0IRFReC29pE4lxyNk7n5sJk4jNtpbO/Xhl15n2m1POOfbk7CQbQSRkY+CDSIN7UEZFU0lPzsX3PRWQptJJNRJ6F1A3Cq1/2Qo+RzWw+f6jFMmSlFQIAKso5XXsgcTpzy81xP9IMvj/fB/JYUuQbDHwQkSr4Ipjj6W8YwUohaY8RJlxJz0KvHqvR3BgBwSTYVED5RFhdPLVs8/VTYst51dX51ZvuF1rgzwcSUQ1DsD3tKafLNp59XHx9Kvka7rt/oVdjMpBncrUettRF5ChTlmAIH6BRTezcuVOSdHr16iVJOhYMfBARkaawwlY95eUmVBh5w6N2ngIbPD4Cz6ojo7xar9XdDdCn+a04dyKH5YSIqq1v374QJGjCYzJJWydh4IOIiEgGarxxUGOeSd1qUubcPVE3wHFMlkDUqWc8omMqWwEtumstygsqEBGcj4roGOj0OhQGBePp7RzbJ5AocXwQQYGzulD16XQ1259SBE7sMfBBJAEOhqos3N6kNpxtwT1/nmPFG4Sbfd+tOe0jT6QgMY3riq9//9tO1MrJQi0A9cLykZ1aDgFAuSkwuhvJydk5yrrbmdICDe7OmQnGCCQYI9CxIsrpcst5b1etdFnyRuo3c+ZMr9YrKSnBpUuXsH37dqSnp0MQBDz55JNo2rSpLPli4IOISOWUdEOshiCgGvJIyuMsyOHLWYJYLp2zzLpjr/bNp8c9yhshTV8U8Nvv6rkCpHx/2umyWiGcdcNXPI3BI3U5lep6ZzOr1c3jzTrtQD++yNaMGTOqtL7JZMLixYvxwgsvYO3atfjhhx/Qo0cPyfPFwAcpBm9G1Iv7hoiISHn6P5oAAGjYPAy3jO2Iw/89KS67lmu+CQ/tECl+lnomMK7nrLcoj4ldXQKWXq/HxIkTERcXh6FDhyIxMRHJyclo1KiRpH+HgQ9SPF9Hx+VK01s9yj0f5GxeWD2s6BCRt6zPF748d/AhAEmpdnBla477Xm5rE/iwZ6wwcUYXqjH7c1RZhdFPOSG1efjhh9GjRw/8+uuv+OSTTzB79mxJ02fgg0ghLJXdOFOwbZNCK5kCKyREFFh6lDdy2pXBGoMB0mLwRRtSDHl4c/YOLGs1HE2aR8BQx4CsQkvV/+ZDJR3QfuxtfssjEZG1Hj16YNeuXVi/fj0DH0SBIKZuBRpEOg6EFXOzWeqhkghWPElTeKNFVWEfHHZWfgK1zATq7ybnDh5Iw9v/twNfbBmGWiFBeM/kemrb0qIKH+ZM+6wHNOVx6YEAKPLZnvQTi5AHISEhAIDU1FTJ02bgg4iINMlVMMXSfU5po+xTzXjqFgnw5oMC08UzeSgvM6JWbfeDmL71zA4eI37iy27dnv5WvCmU10fym0OHDgEAateuLXnaDHwQERGRqsTUtX0yHV9kO7MHp5n1zF0rKzXc+HhqJcZRBSr9nn4FA5t/hfim4U6XCyYBPx5N4fgePmAddLA+Z4mt2Ox2gdKPQyIpWWZ0EQQBd955p+TpM/BBJAE+ISFfYZcQbeJ+cy9DX+p2nA9PY4AQSUWt5+D91zKAaxn+zoZm1WS/x+r0YjA3rsDxXCZ18MNyvozV6RFX4XxcubiKYDGAnKYvsgnYpBnkCcYInNVFM3bu3OnVeoIgoLCwEOfOncOmTZvw008/icumTp0qeb4Y+CAiIskotdJvzVMl0vrGRg2/h8xsKu9OAiF8cqpNafoip/v2L7pbAShnFjS1BkxIWtZl1VnA1j4IUdNQlX25si+H7cJMaBBZIL6/lhtqNQBuZRosn1QVffv2hSBUfYAUnc4c/Jo0aRJGjhwpdbYY+CDl4EmV/M1TxdQAPYz27VBVhBVvIiJtkfK8HujXCE+/H9D+NiCSiiWI4S1BENC0aVO89tprmDhxoix5YuCDFC/QLjIZ+lLEFoZAnGrOihiFdz8+GRFpTKDfkGiJNzdXRKRN1l1GLK07bGfyc2xxEQgEACYFdnXhpC7VM3PmTK/WKykpwaVLl7Bjxw6kpaWhYcOG6Natm2z5Crwji0ihLDcuKYY8pBkjEF/kZNRtXbmPc0VE5F/OujGYg8PW1NsSy54Sglhp+iJF5MPfnAWp7GfEYBcqqoo4U+WYGq0b3wAAREflIyLK/BrnGiOr0PkgtERqMWPGjCqtLwgCFi9ejOeffx6dO3fG+vXr0adPH8nzxcAHkQKxPyURkZnTc6F9nEMHm3E9OKuLf/mrhVLHiijxdW3B3DSyR3kj8TOljPdBRESVdDodJkyYgJiYGAwbNgyJiYk4deoUGjZsKOnfYeCDiIj8To4bIU9pssuBtlgHO5w9hWcwmYiqwr51jz0pzyl5OeZWHtdyQ5EpVEZ20wzSt74Sz5WmYKAwCNZdq7MKg2z+vi9VYyxM0pjBgwfj/vvvx+7duzFv3jyvu8x4i4EPItIUjoVAJA8lHVuuuhdYblRc3bDw+K+k9m3hLP+eblSJ/C1DXyq2TovJZXklsterVy/89ttv+OGHHxj4ICIKZGq/WSHpxZtC3d7wcbwG5ZH6SbKvZqNQUvDLX+yDboHwm0kelkFMrcf0yBRMOBSUI76Xo3zZlGFTMDILKqfQzdAXm7sO2q93E88BJLeQEPMYXufPn5c8bQY+iFSCFxt14bR4ysftry6+2F88z1byNLAnB/WsmkAqO+QdZ11KMvSlspYV67SVViaVOKsL+d6hQ4cAmAc8lRoDH0REN3mqBBhVPnOE0io5RERUM1Ke13mNICJ/WrNmDX744QcIgoA2bdpInj4DH0Qq4suBtsh7liej1vsnzskME3xCqn7+asnjKU2ObUBEVDO+qEN5qgewnkBasHPnTq/WEwQBhYWFOHfuHDZu3IjNmzeLyyZNmiR5vhj4IJIAm0eThSXgEaur7DNrPc0mKzUktXhTqE2gzR7LnLLweqAe3FdkzRJgjjMFI1anR6bV9MmA7UMOV2UnxZDHcuUCZ3XRjr59+1arq4pOZ+7u9Nhjj2HChAlSZ4uBDyJSPjUEljpWRCFWp0dMWAUaRBYhOipfXJadUw/Hr4SLARD7G1GOB0LVlWCMECvhzvhrWkIKbP46X+2qlS6+fl53u8NnRETkG5YgRlU0a9YML7/8MiZPnixDjhj4ICKV0OmA6JgQXM8s9ndWvBIRdcPmfUxuKFAY5DL44Q67OFGCMcJpOYgzBaNdmAm4Of6MZZYAJVFD4JJ8T+6ArwF6j3+HZa9qAu1Ydvt73LSyIwp03k5Dq9frUbduXcTExODuu+9G27ZtZc2X8mpIROSSu+bsgPyVDlc3XxZSTZtpXbm6r18TfP7TUJvlJpOAd57ZgTWLTtT4b0nN0toj3C7w0SCnHoBQm2njiLTOm3OGlLR240VEFCgEzuqiGTNmzPB3Fpxi4IOIvOaPsQT+++Ngh8/0eh2emt7BaeBDaTc+9W52eYmOCgcAxBaG80kRSSqrMEjs0pKht20RlWaQJhgJKO/YUjOpt6Wv9o31OZ7lgdwJtNYhgYL7jdSMgQ8ilUgx5AXkzA0Gg/MWErfeHokj5VMAAF9/nIx//e03cZkSLsw3csyBjnpWY33YizeFcuBJIgVRwrmDSA081Ud4fSMipWHgg4gUa9j4O7xab+zzd9sEPpSkbrQ58GEZ88N+rA+As24QkfJ4E2hnoIiIpGLirC4kMwY+yGc89fUGOPq6J4F2g7x/+2Wb97uXnEMdQYe0Q9m4c/StuP3+hn7Kma0UQx46VkQhUzCZAxtWCrPrAQDybrYAIXXjjR4RERGR+jDwQeQl9lf1vfTUApv33Z9sbn7xVDM/5Ma9yulEnU8fmp1Tz3eZoYCSKZiQoS8F4BgcDbTzEs/TRCS3NH2R0wdRPL8QKRsDH0TkN65uUiwtg9L0RTiXnI3md0d7TMsy3odFbPS/UVRUXvNMeilZZx5UMq4gGCgIQ+wV2xYe1262BFHidKOkXvYBD1a8iYjkwfOrjARAUGJXFyXmiaqNNXAiO9Y349ZdcyyzmVhuNIDA63riD//bnelV4MNe8v/+D7c3+0SGHHnHMsuGpaWHJeBh+dyap8oUK1uUYshTbTlwd55U628iAgKvhZHWfo9SeSpXRFQ9DHwQqYgSKh3WgR97UuXP+un1W3/fiZBGtdH/0QSbdYpzyrDp5WTkXSpCjiCg5+QEdEq8RVyeeaHAofLgi+1nv30sLT2cBTyItE4J5yxSJrnLhvFmt0OWQSIiAhj4IKIq8MfgsxXlJkwftRkA0P2uJvj0j6EAgJCo2ohuXhcHFpxDpmDCX3/qbfO9Zwdv8HVWnbK09MjQFztdzlZDZNGjvJHb5Wn6Islu4qyDggboHT7z982iN088/Z1HIqKa8Ka7b6AQoINJ0Pk7Gw4EKC9PVH0MfJBmyN3ktF2Y+elRbGGI+FlcReWUpKyEy+/ckWy8O3I7Xl/ZBwDQ+5XWCLu9Ht4dv8Nmvbcf2YqiAt+N70FERNUTaN1FtIJdNIlIbRj4IEVjhYjs/bb6IpbPOoxxszoAADol3oKXgnrZrDNjTT/8vagnXnviF2xfe94f2RRZBj3lVM1EpCY8Z2kXW1QRUSBi4IN8Rs2D85H/OCszH7y3F5dP5eGVb3sDALoOuxXr3v4TQ2e0FdcJCa2FgYMScGpNpk+aiwZSk1QiIiIiKSlyVhfSFAY+iLzkbFYOdwN9knxMJgG/fn8B/Z64jM6DmgAAfv/qPH75+BRiEuph/BedccvdUT7NE4N6RP7H41A7OlaYz+HWs6tZY4sUIiKqCgY+iMhvanqTsuS1P8TAx5yzQwAA+ddKUaceT21E5B67UkqH25ICBbsJEakX7w5IEZQ0srX1Bcvm4mWZcYEDPCvGpZN5KMwrQ92I2uJn9RpUDjibnpLvj2wREZEb1td8Zy061NJ1kDe4JAdL+ZeifKkpKMmuLiQ3Bj7I7xKMES6bssaZzDexaqkEkbwcglIC0KHDfAy8qzki69dBaL3ayLxUAKPRhKL8chzanQ6TXlDUhZ2ISE5qutEh0jp3x2O8KZT1WyIfYuCDFMUS6LCI1ekBBOac5uSd9LQC/Hrpor+zQaQa3jTVlvtvcCpMqgr7ugFgW8ZYXnyHgTXppOmLuL2IfIiBD1IUS6DDIqZuBQAgrsBzyw+5Lx4cSI20pqoVWFZ45cVzDAUiZ9f1FEOey5agasBzJVHVmQT2JSd5MfBBimaZSSVDXwyAlQUi8r8elvF+XGAAI3DxhpfUgOWQiAIRAx9ERESkCQw8UHWx7BARaRsDH0SkeqyQEhEpk7MuK9afuerCat1yyhfj0hDJwZsuW6zDmHFSF5IbAx9EpCl8akdE3uC5QDrOtqW7KWstg5Vm6EvlzRiRxHjeIFIvBj6ISJM8PWVh5YWoZjxN0whwJi5yzhLwUOusFp4C7JymlORkgHkiAFflUI3HFJEvMPBBfpdiyKs8SXsYNJAoULElCxF5g+cCIvl5e032dwBMTecDE/u6kMwY+CBF8fcFgohI6+wrwkaYnH5eE5ZzuZoq3aRcai1HWmx5WJM8ezNWixq3CRGpAwMfpCi84BEpF49P+fHGgEj91NqFh4hIyxj4ICIKUNYVc2c33NafsRJfiS3TyBUeJ1Wj1BYR3szEQTWj1H1P/iEAEKDzdzYcsPeNtjDwQUREVAWskCsX9w1VF8sOEZG2MfBBRIrCQTypKlhe1I37T/vYQooCGc9hRMrBwAeRFVbCiYhIK/x5TfMmbW/GtCHypR4eZhfk+C3y4awuJDcGPoic8KZ/Ly98ymTZL9w/FEj8cYPLY4wCVU3LPse3oJqQYyYuokDAwAcRkQqwgqN8bDGmbVLvX09PlnfVSq9SekRVxXNW9XHbEKlPwAU+rly5ggMHDuDgwYPi/7OzswEAt912Gy5cuFCl9ARBwMqVK7F8+XIkJycjMzMTkZGRuP322zFixAhMnDgRYWFhXqeXn5+PRYsWISkpCWfOnEFubi5iY2PRvn17jB07FiNHjoRO5/2oxxcuXMAXX3yBH3/8EampqSgrK0Pjxo3Rs2dPTJw4EV27dq3S7yUicsW6Eu3siaZ1X39WGokqxZmCHT7jrErqx/1mK9C2BwNLVcOeLiS3gAp8vPLKK3j//fclSy8zMxOjR4/Gjh07HD7PzMzE7t278dFHH+H7779Hp06dPKa3f/9+jBo1yiH4kpqaitTUVKxbtw7z58/Hd999h4YNG3pMb/HixZg6dSoKCwttPj9z5gzOnDmDRYsWYerUqZg7dy70er3H9IiISF6sCBMFBnapJSJrCxcuxKRJk8T3vXr1crjHpJoJqMBHSUmJw2fR0dFii4+qKCoqwuDBg3Hw4EEAQEhICBITE9GyZUtkZmYiKSkJmZmZOH/+PAYOHIg9e/bg9ttvd5neyZMnMXDgQOTk5AAA4uLikJiYiNjYWJw+fRqrVq1CcXExtm3bhiFDhmD79u0ICQlxmd6KFSswceJECII5ftquXTsMGjQIderUwb59+7BlyxYIgoCPP/5Y/D/5Bp8AEBERKfd6p9R8aQm3MVGl9PR0TJ8+3d/Z0LyACnxER0fjgQceQKdOndC5c2d06tQJFRUVaNasWZXTevvtt8WgR7NmzbBlyxa0aNFCXP7+++8jMTERmzdvxvXr1zFhwgTs2rXLZXpPPfWUGPQYOHAgkpKSULduXXH5zJkzMWDAAFy4cAH79u3D7Nmz8c477zhN6+rVq5g8ebIY9HjzzTfx9ttv26zz448/IjExEaWlpfjkk08wbNgw9OvXr8rbQaksfaedNR8GgENBOeLr6lx8OTAZaQ3LLBHJjYF/InIlkGd1efbZZ5Gbm4vatWujrKzM39nRrIAKfMyYMcPhs6qO6QEAWVlZNi0kvv76a5ugBwDUrVsX3333He68805kZGRg9+7d2LRpEwYNGuSQ3vr167F3714A5pYe3377rU3QAwBatGiBb775Bt26dQMAfPDBB3jhhRfQoEEDh/TmzJmD/Px8AMCDDz7oEPQAgIcffhizZs3Cq6++CgB47bXXsG/fvqpsBiJZsOJLFDi0cLwzEO7IWYAj3hQqPozI0Jc6LLceA4iIKFAkJSVhzZo1AICXX37Z5YNtqrmACnxIxdLtBAD69u3rcoDQyMhIPPPMM5g5cyYAYPny5U4DH8uXLxdfT5kyBZGRkU7T69q1K/r06YPt27ejqKgIa9asweTJk23WEQQB3377rfj+9ddfd/k7nnvuOcyePRv5+fnYv38/zpw547Y7TiAIxAoqkZrxmNUutg6oOW4joqrhbErkSzk5OXjuuecAAOPHj0ffvn0Z+JARR7SshvXr14uvH330UbfrWi/fsGEDjEajzXKj0YhNmzZVK721a9c6LD9w4ADS080n7YYNG6JHjx4u0woLC8MDDzzgNr1AlWLIs/nnTLwpVPxHRORP9ucsb85hRHJIMEbYXB8t/+JMwYjVaa/amWCMcPuPiLwjKPCf3KZNm4bMzEw0bNgQ//nPf3zwFwMbW3xUw+HDh8XXlq4nrrRp0wYRERHIy8vDjRs3cO7cOZtWFWfPnhW7pURERKB169Zu07P+e9b5cPaZN1PVduvWDatWrXKZHhGphzeVbN4Ey4fbVh5K6Uoi9d+xfrKsthtkd/lV8sMApbQi8se5wlX3Iwt2NSLyrZ9//hlLly4FYB7CoH79+n7OkfYx8FFFubm5yMjIEN8nJCS4XV+n06F58+ZiUOHEiRM2gY8TJ07YpKXT6dymZz2WSFpaGvLy8hARUXkxs07PftwRT+lZfzeQsXJAVHPOjhMGBoic47FB/mB9nmYZJPKdwsJCPP300wCAAQMGYNy4cX7OUWBg4KOKrIMeYWFhCA8P9/idxo0bi4EP6+/bv4+Pj/eYVnh4OMLCwlBQUAAAyMzMtAl8VDW9xo0bO/0uEVFVseKsPUp5Qk5EpDY8P1ZNIM3q8tprr+HChQsICQnBZ5995u/sBAwGPqrIEnAA4DDziiuhoZWtBSzdWmqanuV7NU3PXd7cadKkictl6enpqF+/AaLrB2Plmp5epyml2oIBAGBwsfwxXVPxtREmm2UGJ0PfGITKljhGnWDz3vKZzXu7NEkbouubZyTwV7n2xFnZtceySfbclWtPZUrO8mT52/bnW/Fv3zzv+rtM+3Mb+Yu732zZX/bXXz10MOgFGE06mCDAaLfcqBMk3VbOyrUc+0ot+18t+fQVNW8PpddF7I17fC6yrzvO5GStTn0DHvqqqW8yVAULnzAgPT3d7X3P5cuXq5Tmnj178OmnnwIwzzjqqfcASYeBjyqyzOYCALVr1/bqO8HBwU6/r4T03KWlZmU6+yqVtBjoIH/xdMNhXzaJ1Mwg6FwGsHHzBttoFRdh8E/ZrIMevI5qC489Is/KysowadIkmEwmtGvXDtOnT/d3lgIKAx9VFBISIr4uKyvz6julpZVRTuvvKyE9d2m54y662aRJE5SUlCH7eilGPvKr12kqRXXG+FBrc0YOhlk1lqcr/izX7spnnCkYGXrHpypa7cfN8isNd+Xan11dLLODxJmCnS63lPWqDhLKMlFzngY3TdMXOQxyatmPlv1mfy2Ver84K9dylGe1dAeTO5+W9N0NbpumL/L59nD1uy35dDVum1L2mzNKqItURWGp+9YeAFB83YgfB1+QPzNVVCwY0ahxoyq36nDlH//4B44fPw69Xo8vv/wSQUG8Ffclbu0qCgsLE18XFhZ69Z2iosqTar169RSVnru0iCjwqKUSXxVa/E2BwN1+iTMFizfS1vvX080M+Ya7gBXgnxtgokDG66D/HTt2DHPmzAEATJkyBV26dPFzjgIPAx9VFBsbK74uKChAfn6+x4DBlStXnH7f/n1aWprHv3/jxg2bcTxiYmJqlJ67vFElrT4xJyIiklKgBZ1YJ1CuVnfUx3tv9MX+HVdw+dwN7P3lEgQB6NK3Ce5oEo3SYiPWbjyF4sIKf2eVNM5oNGLixIkoLy9H48aN8e677/o7SwGJgY8qioqKQlxcnDgDSkpKCtq3b+9yfUEQcO7cOfF969atbZZbvz937hwEQXA7pW1KSor4Oj4+HpGRkS7Ts17Xm/Ts8xaILE2rXQm0Ch2pS4a+VBFdsfhkiaTE867yeDqGvely5A+BfO7R4m/vUd7I7fKNR54EAAwY0UL87Nv/HsVjz94lvr9zaQxmTtouS/6oarQ8AszixYtx4MABAMCnn37q1aygJD0GPqqhffv2+OmnnwAAv//+u9vAx/Hjx5GXZ77Y1KtXD82bN7dZ3qJFC3F62tzcXJw4ccJtAOL333+3yYezvDlbt7rpqYHUN1nuKtlarDgQEdWUP8fW6FgRhXZh5ipzg0jz+ftabmV+jhXoXQYFiSiwWAc9AGDY+DuxYflpHNhxxcU3iGrOeoyQRx55xKvv7Ny50+ZheE5OjsMDb6oaz0Mwk4MhQ4aIr1evXu123TVr1oivBw8eDIPBdnx6g8GAQYMGVSu9YcOGOSzv3Lkz4uLiAABXr17F7t27XaZVWFiILVu2iO+HDh3q9m9TpQRjhNt/REQUmHh9IPI/V42nSwsrkJtejIOLK1tj93ukufOViUhT2OKjGhITE/G3v/0NJSUl2LZtG/bt2+d0gJq8vDzMmzdPfD927Fin6Y0bNw4rV64EAMybNw9Tp05FRIRj5Wjfvn3Ytm0bACA0NNRpxFCv1+Oxxx7D3LlzAQDvvfcefvzxR6d/97///S9u3LgBAOjUqRNatWrl7mcTEVGAYSs3qi62niR/uq1tlPh6+3vHseX1YzbLm3SKRqenzAGPrzf8KWmZ5OxS1SN4XkW12rdvj/Hjx3tcLyMjA5s3bwZgHntx4MCB4rLatWvLlr9AwcBHNcTGxmLq1Kn417/+BUEQMGbMGGzZsgUJCQniOkVFRRgzZgzS083T7HXr1g0PP/yw0/SGDh2KLl26YN++fUhPT8eYMWOwcuVKhIZWjjWRkpKCMWPGQBDMp4UXX3wRDRs2dJreK6+8gi+//BIFBQXYuHEjZs2ahVmzZtms89NPP2HmzJni+9mzZ1drW/iTp6nT2KyZiCiwXMs1Xw+yCiurNxn6Ys4iUkMct4c8UVIZiDMFo1n9yokHapeXI6Zu5QCmWYVBuGNIvPh+7+/STFVK5Mrw4cMxfPhwj+vt2LFDDHzccccdWLJkibwZCzABFfi4evUqnnnmGZvPrKdzvXr1KkaMGOHwvaSkJIfPZsyYga1bt+LQoUM4d+4c2rVrhxEjRqBly5bIysrCypUrxQFQo6KisHDhQrd5W7RoEe6//37k5uZi48aNaNGiBUaMGIGYmBicPn0aSUlJKC4uBmBunfH666+7TCsmJgbz58/HuHHjIAgC3nrrLfzwww8YOHAg6tSpg3379mHz5s1iEGXKlCkYMGCA2/yRNimpokLe4T6rxG2hfd7sY8u0qQ0iixAdlW9+nWM129qVcMRVBHudnpTcDZYNsAyT9iilTN/Rp3LWw/xi22BopmBCWbC5t/+lk3koKVHmrC6uAo4GjlRAVC0BFfgoLCzEqlWrXC4vKipyu9xaWFgYfvzxR4wePRo7d+5EcXExli1b5rBe06ZNsWLFCtxxxx1u02vdujU2bdqE0aNH4+LFi0hPT8cnn3zisF7v3r2xYsUKm9YgzowZMwZFRUV44YUXUFRUhOTkZCQnJ9uso9PpMGXKFHz00Ude/GIiUiopK5pKqbRKSYu/KdBZ79N4UyhiC0MAuL8uEpG2WYKgsTo9osJqiZ+fXXISMXUrbIIfFpdO5voqe+SBlmd1IWUIqMCH1OLi4rB9+3asWLECX3/9NY4cOYKsrCxERESgZcuWSExMxKRJk1CvXj3PiQG47777cOzYMSxYsABJSUk4c+YM8vLyEBMTg/bt22Ps2LEYNWqU2+lurU2aNAn9+vXD/PnzsXHjRqSmpqKsrAzx8fHo2bMnJk2ahG7dutVkExARERGcd7+03IgB5ummA4VSgo0G6NlNJ0A1vicaAJB/tQTlBZUtOm65Nxot24Zj0Et3+itrfsFyThRggY+mTZuK3TukotPpMHr0aIwePVqS9OrVq4dp06Zh2rRpkqTXrFkzzJkzB3PmzJEkPa3jhYGo5vx1HPEGh6jmnB1H1sEcjp9FatCsh3kcvHoN66DtkwkoTC/G/Q/einsnJ9isZzJqeUhNIrIWUIEP0iZXlTDe5BBpi6fARrwplDdlfuSv8Sx21UrHLgAJJRGIT3OSB10x4F1DSVIhd+MgGASdX84L1Q0esd5SNbtqpdu8t251VVpcgeAQ823OgE/uc/huRbkJ6Sn52LzwjPwZJa9I/GxalXr37i35Q3qqxMAHkR1vnhqzckJEVMmf50Trmx3rriXWfNnNxNVNLYNyyuMpWAcwGKFWj4QtxxPvdMDo1+52WLbk34fx0Wt7Km+0Db7JE8sbkX8x8EHkJ5znnYi0IsEY4bZSL8dNv/2YGnGmYLQLqxwez2YgQ5N/ZnUhIv/55u1k/G93FurUDUJhXhl2HEgFABwrvgY5J0bheYZImRj4INXihYWIiEh+1oErXntJ6cTyagRSf67sysKy65xSxsfirC4kNwY+iIhIkewrY/YtCth1QFlcdTOxkLvynKEvBQqsZ1EpFl+nGfxTVhgwICIiUgYGPoiIiIj8zDrQ56zbkBKCKL4cwFYpT6FJPXxZJnxRPl2lYWTbCKJqYeCDiHyGFVki0iotnb9cBTgsrXrU0trKqBOQpi/yuG+sf699yyX7WWG0tJ+penqUN3Lbwu1QUI7Tzz0FDtVyXMlBuPlPaZSYJ6o+Bj6IFIwDoBJ5z5sbHCJyj8cQERFpEQMfRKRJbF2iPfZPw7gPPfPlceBuylhfP8mM1enFmVycYdnRDk/dAbzd15Yn+LE6u+k+qtHKxdnfZJkjIvIvBj6I/KiqzR592b9aav6Y7pKItM/pucMU7DYQY40t6wKX0/3qYZBeouryVM8J9PMMRy4huTHwQWQn0C88RGwtQ1WllDJhfWPBYKpvqDkgT8rH6xERSYWBDyI/4cWa3GFlj8g9HgNEysdrWeU2cBUk9HeQNhD2ARHAwAcRkWapvcKp9PyRLe4vIiKqLnZ1Ibkx8EFEREQ1pvZAm79Zbx+lbivLk2ml5o/IV6zHEHI2ta03YwcRkW8x8EFEpBH2FS1nzWr93aSWiJRPCYENf+XB2aC4nCqbrO2qlW7z3tsgh6vrL8sWkW8w8EGkYFq7GLq76dbabyUKNHq9DrVq66HT6QAAgiDAZBJgMgowGgU/545cYUudwPiNRErHqwTJjYEPIvIbzgZQPZbtZr/9LM1tvZ3Gk7TPV8dQfsmrbpd/8e5BzF/xB06fzvZJfnjuoKpimaFAxMAnBRIGPohURM0XIF/nXc3bikgtEowRqFVb73G9p1/vhKdf74QOtefhrF5Zx6b1ucLVTYDlc55XiEgrEowRbh9AsWssaQ0DH0R+xEo0udOxIsrp5+3CTMgqrI9MwXYM9FjdzRtQU3CNWn2wXAaOBGMEDNCLr+15Uxa6DrjF5v2eeWdwaOkFPLtvgMO6b8/tgzF/+6F6mSVF4vmC5MTyFTg4qwvJjYEPIiIFSjHkuXwSE1sY4uPc1Byb02rX3l8u27y/8PFvCC8sx7Jbv0Sdts0QVMeAR1b3AQDc2jrSY3osK0RERCQ1Bj6IiDTKWTNV3jSS1MpKjdj2wzn0Hd4cx5aeRUVhuXmBAFzelQkA2P3WEXSf2d5/mdQIb2aP4DFOSsLyyG1ApBQMfBD5kZaebLJCLi/LwKUAEBNWYX5RWHkKzxRMiKlr9bnV+pbvu+v+wn1DNZGXYy5bYY3cD1jcpJV30z4SVYWz6491Fy6e30hOLF/SEDivC8mMgQ8iIo3IuhkIyRRMyNCXOrT44EBlJJfMSwUAgArocS23MvhhKZM5Oebe2/XjQ9HurhgcO5rl+0wSERFRwGLgg4iIiGpEEMxP6moHCWgQaR1gMwdBrqw9B3zYEQAQH1+PgQ8F4dNqIiIKBAx8EJHfsMLtPcuMLTF1K8Qby6zCcHF5hr5U7N7irLWHhbup6wD594mrmWos+UrTF7FcqNhtfRtBH2yAqdRo83lwRG0/5Ujb/H08E5G6uWsJ6svzhwBlzurCzjfawsAHERER1cjpY9fF1wkjbsf15KsAAH1+HQBAtzfvFpefOnUdSqWWQIEl4BFnN5aPhVq7tWlp3CtSLo5JZhYIv5HIGgMf5FOs1JC/qLHsWd+8xFXcvMEpDIKl+4BFTN0KxBUEi61C7Ac2VetNECmf5bhJ2XAEczEIAHDfnB4u1/9jVxounM/1RdaIiIiIRAx8EBFVk9zBFOvvi03aTcHILLgZ4LA0DC0MQoa+2Kari9JYfounpvnkWymGPBhvlqOaltflXx3FuCfucrm8qKAc7/5rl1d5IiKiwMJuJSQ3Bj6IiFQsVqd32+JDiUEQ0qZnnv4RH/7f7y6Xm4wCzuhyfZchDWJQiIjkpMbWsUTeYuCDyI+0dAHR0m9RIlfdVWKFEPP/LUEPJ99LMeRx/5BPVJR7GJ7O4Jt8UGBxdn6TqiUTERFpAwMfREREZCNQnvoFyu8kIu8F6mxJCcYIt7+d44WR2jHwQRTgWPEn0iZ/zFzA8wXJwZuxgVj2iNRNidPZkrYw8EFEFED8dXNguQl398SINy7qx0Cqb7k6nqy3M/dJJW4L/1PDVLKupom28Hf+iKh6GPggIk3pUd7I6eeWisyhoBxfZkcy4rSh9hWu8kaIKwhGdZ+V8EbANW4b9dL6vlN7/l2p6u9y1xLEAL04zgeRNU/ljLOPEWkTAx9EpGhS3cBYZjdxtn6CMcLt30kx5CHBGAED9DZ5sq4c+bPvq7uZW7R6gyQnZ/vXGvs5ExFRVWk9IFtTgk6BE9oqMEtUfQx8kE8F+kmdtMX6Bphlm4iIqPoCdVBRIvINBj6IiFSMrQ+IiIhIChyHi7SMgQ8iUixOreYZKyLqwqbO8mI3JSIideKIPCQ3Bj6IVII3TETkKzyfEFGgCtQAKc/7pHUMfJBP8eadiMg3eD71jNuIiNSKdWqiqmHggyjA8cJIvsByFhgCYT97utkAAmM7+JJU25P7RXpVPR7UsA/UkEctYlcXkhsDH0SkKbtqpfs7C6rCCh5pkaum6v4q7/58MqvlY9zdbzPyNoqIiKww8EFEiuaLEca9SSfFkCdWpLV8I0GV+5f7mYhI+dTSCksJeSAKZAx8EGkU+34SERGRWrBeEriEm/8pjRLzRNXHwAdpDm/4iYj8g+dfqi45yw7LJZE8eGyRmjDwQeQGT+j+xe1LWqP1Mh1vCnW7XO7fr/XtSzXj7/KpJZb6kattqpYpYXuUN3K7nOOGEWkHAx9EKsEKWWBSS9/lQMFgKJGyWY5RA/Tie8vNeZwpGBn6Ur/lTYviTMEe19H6eZHXBWlwOGKSGwMfRBRwGEwgIl9iSwNH9udh+22klhYD5ChWpwesAiL2+zoQyzsR+R8DH+RT3l7sGD0nIiIlqu71x92T8QRjBK9rpEpOW9CwZY1bUj184TmDqGoY+CAiRWCwi4i0wv58FmcKRruwyobcWYW21a+OFVE8xxFRQOMMKiQ3Bj6IVMpToCDeFMqmwkRERBLz5ww0NU1fi7g9iMgbDHwQaVSavkiWyoCzSpl132xnwRZWSogokNiPV9EuzISWzTIrPzgfa7M8s0Dvi2yRHzCQQUSkDAx8kOawAkFESsOuXETys57BxSDoANgGoTL0pWwJSZqipWsLZ3UhuTHwQeRGdS8YWroQBSpn+9B6ekTuQyJHu2ql+zsLJBO5r2v2AQmeY5VNK/uHgbCa0Uo5oMDAwAcRkYKxUkFE5D3LjaxRJ9i8B3g+JUdSlAlLGrVrG9DurhjodDqE1auN56Z2xtWrRcjNKcEdrRvgXEoOPv/vQZhOGmv8N5XKWYD0OPTQQ+eH3BDZYuCDiFSvqk8ivanoeNMv29fYksj/uI3JG/ZT1zaILEBE1I3KD+zG+AhEWjqW7Md0sV+m5VYFzvajlvZtVazf9Bi63X+L6xUGAE//3z0AgN0/XcTODRewcv7/fJQ75ROUGBvhRDOawsAHKVKgXjSJiEh7ruWGAucai++P2Q1mmqEv9XWWiEgC1g8k3AY97HQfeBu6D7wNt3SKxLP/t1GOrBGRHQY+iEgRGOwKbGzNQlpiH8iILQxBVmG41fJim+VabhFA8uBsMcqVk1mMv/fciLvr1UPaoRwAQEzdCjS8Kwrd3rgLzQc1EdcdObI1Ppj8G/cVkQ8w8EGkUrxIEhGpQ6ZgO19BmoEDeaqZnPuLZUGdomNCxNdRsSFIO5uPhkKFzTpC6hX89vQVrM0NxbT8sQCAP366InaV0sq+71gRZfP+gk4Hvd5znxET+5WQzBj4IKIq0cqFWQvc9SsHAmNf8aknAcprMWTfgsPbGUuU9juI1MSfx8/7Xz8gvi64Xoo4UzBiwioDHw0iixAdlQ/A3PXtxLfncedjzZCbVSJbnojIFgMfRFRjrIwTucdjhCgwpemLePwHgM69K8fwWdBnO2J1ejSILBA/i47KR0TUDeTlhDv7erWxbBF5j4EP8rlAeKKlhd8gtarud38/yXeWthEm2f8uERFVj/W5medr8odVryVDOH8dMXUhtvAAgIioGwi3CnzUbWTuGhMWVdsv+VQaAYDJ41q+x8432sLABxHZCITAFBGRN/x1PlRiNzae+4lcy8suQUR0HZjSStAg0ty1zXoK63Cr1/VbR+LW3nEAgHsebAwtSTHkOZy/TCYdTEYlzlVLgYaBDyKNYgDDM24jIpJDIJ475G6lx/N14FDbvg6PCkZEdB0AQMsH43B061Gn64XcfivajeuLW0fcJX5Wu47BJ3kkIgY+SCY6AAbonV684k2hnLpPJtbb29kTQ61ud6VVguSSYshzWyHksUUUONR2c+iOL3+LHH9LTduapJViyEPtksrgRcIDcfhurOM4Hh2e6YnbX+tr81nG+Xy83Ocn2fOoFgI7lpDMGPggRVFi814tcredefNM/sBjm+SkpSAB1ZynugZgWyaUWH7UXGa9aR1UnTSs96sv6zFlZUZs3HAGDw2+HXuWXxA/P37FHADRG3R43C7ocfxQFqaP2oy0K/mA3mdZdUuJ5ZxISgx8EBGRbFiRIiIirSstNU9dG9cqHB3G3WazrNWgRuLrX3+8gIcTv61caNfTRQvXzF210m3eF5ZWuFiTyLcY+KiBJ598EkuXLvV6/U8++QTPPfec23UEQcDKlSuxfPlyJCcnIzMzE5GRkbj99tsxYsQITJw4EWFhYV7/zfz8fCxatAhJSUk4c+YMcnNzERsbi/bt22Ps2LEYOXIkdDoOOESkRs6eaKmhUqRmWqiUapGn7S7FE2ZfYPkhLbMch+5a3NSkpYb1d319LBmN5m4a7QY2QruBjVyuN2r8Kl9lSXWUOKsLaQsDHwqSmZmJ0aNHY8eOHQ6fZ2ZmYvfu3fjoo4/w/fffo1OnTh7T279/P0aNGoULFy7YfJ6amorU1FSsW7cO8+fPx3fffYeGDRtK+EuIiHyDN4qBg0EnIvVw1xUlzhSMDH2pr7Mkq6+WJuOuO2MRFlLL6XKTUcDCDw6hoKDMxzkjJSkrK8O2bduwdetWHDhwACdPnkR2djaCg4MRGxuLTp06YcSIERg+fDiCgnibLjVuUYm89tpriIqKcrtO9+7dXS4rKirC4MGDcfDgQQBASEgIEhMT0bJlS2RmZiIpKQmZmZk4f/48Bg4ciD179uD22293md7JkycxcOBA5OTkAADi4uKQmJiI2NhYnD59GqtWrUJxcTG2bduGIUOGYPv27QgJCanGL6+6NH2RbBVUuUeVp+qr6nbnfiIiIjnEmYLdLuc4V1RV27dewF86rnC7Dus1gW3+/Pl45ZVXkJub67CsvLwcBQUFSElJwYoVK9CuXTt8/fXXaNeune8zqmEMfEhk8uTJaNq0abW///bbb4tBj2bNmmHLli1o0aKFuPz9999HYmIiNm/ejOvXr2PChAnYtWuXy/SeeuopMegxcOBAJCUloW7duuLymTNnYsCAAbhw4QL27duH2bNn45133ql2/t3hgKXqImdgiqiqtPKUXyu/I9D4a7+wPBCpD4/bmjFpfFaXw4cPi0EPvV6P9u3bo2vXroiLi0NZWRkOHDiALVu2wGQy4dixY+jduzd27dqF1q1b+zfjGsLAhwJkZWXh448/Ft9//fXXNkEPAKhbty6+++473HnnncjIyMDu3buxadMmDBo0yCG99evXY+/evQDMLT2+/fZbm6AHALRo0QLffPMNunXrBgD44IMP8MILL6BBgwZS/zzyEznHf1DCTZwUeVB7JaWqMxMQEclF7nMNz2VEpHZxcXF4/vnnMX78eMTHxzssP3z4MIYNG4ZLly4hOzsbkyZNwu+//+6HnGoTAx8KYOl2AgB9+/ZF165dna4XGRmJZ555BjNnzgQALF++3GngY/ny5eLrKVOmIDIy0ml6Xbt2RZ8+fbB9+3YUFRVhzZo1mDx5cg1/jZkAwAgTKyo+xu3tHSkDN74OAtmnZx/8sH/PMkGkTUo/tqtybvTlb0kx5HkVNCb/UXrZ1jK20pbPxIkTMXfuXLdDC3To0AGrV6/GvffeC0EQsGfPHiQnJ+Puu+/2YU61i4EPBVi/fr34+tFHH3W77qOPPioGPjZs2ACj0QiDoXIuLKPRiE2bNlUpve3btwMA1q5dK1ngo7p4QiXyToIxAvGmUJd91bU2cBxRTfDaQjXB8lN1HSscx72L1enNL3TAIRfjqHi7reXYJ0pozepPVf19Um8vQeOTTHbu3Nmr9Tp16oQuXbqIrff37t3LwIdEGPiQyLPPPovjx48jPT0dtWvXRkxMDO69914MHz4cI0aMgF6vd/ndw4cPi68tXU9cadOmDSIiIpCXl4cbN27g3LlzNoOcnj17Fvn5+QCAiIgIj/3CrP+edT5I29Rw8VbL9JPkXnXLmqdpD5Uw+CC7GhGpk6fzR6Adt4F+w68k3NYEAE2bNhUDH9nZ2X7OjXYw8CGRjRs3iq9LS0uRn5+PlJQUfPvtt7jzzjvx3Xff4a677nL4Xm5uLjIyMsT3CQkJbv+OTqdD8+bNxSDFiRMnbAIfJ06csElLp3MfPrUeSyQtLQ15eXmIiOANJxGRM6yUEpG/uQtUxJtC3QZ2/HkOyxRMishHVTHITb6Wnp4uvq5fv74fc6ItDHxIoHnz5ujWrRsSEhIQHByMrKws7Nq1C3/88QcAczCia9eu2LFjh0MzJ+ugR1hYGMLDwz3+vcaNG4uBD+vv2793NmiOvfDwcISFhaGgoAAAkJmZycAHkUJ4qtx6mpKRSEt4Y1E1rfRR6Ng0Fv/30b3oOKAxPpz8G47/lgUAEEwCDp7LwFk9tymZcWwH17y51gby9pGCAGXO6uKPHGVlZdkMaNq9e3c/5EKbGPiogYceegjPP/88Onbs6HT5jh07MG7cOFy5cgVFRUV45JFHcPr0aYSGVl5cLAEHAA4zr7hi/X1Lt5aapmf5nn16rjRp0sTlsvT0dNSv3wDR9YOxck1PGOC6mw9gHgRVKp7+lrO/58v8qZGz7WOw6ohp1DleFqTYxt7sy6qmWZP8AEB0fXPlZ+WanjVOyxvu0jYIOhhcLgWMN///vO52N2spl+W3G1x0+rWUO38en1U53yj5POOsXJO61a5dC3373Wvz2Ytf3m/z/mpmNv44dAJy8XeZd1eu/Z23mvJ0bXB2XbZw9ttqCwaP15MyndHNGo5qC+5SBP6iu7VK6fmC/Xa1XH9qwfx/+xtz6y3iy2utnOfsqhwb3q477vG5yL7Occe89cYbb6C8vByAeSIKTmcrHQY+auAvf/mL2+W9e/fGtm3b0LlzZ9y4cQNXrlzBvHnzMH36dHEdy2wuAFC7dm2v/m5wcGXk2fr7cqQnBV9WIJReWQlEBuhd3rwCzgMnRBauyocUx7ovb37kCoBJkT5VjdJvmg0GvUPQw5nwyDAf5EaZqruPtH4s6uHqWi2Iv13Nv4+Uq179IExf1srf2XBw4PEgpKenu33ge/nyZcn+3oYNG7BgwQIAgF6vx7///W/J0iYGPmTXsmVLTJs2DW+99RYA89S11oEP6ymNysrKvEqztLQyamo/JZLU6bni7iBv0qQJSkrKkH29FCMf+dWr9PyJg3q5V9PtY5l9xJU0fZHTNOTcL9VN2/J0xbpc+yufnpolW/p4q7X8+uK4lKJse+KLfNb07zgr1+Rcdc9nvtSiRTQO/9lVfP9OwzUoLzbCUNt843rHw/EYtew+FORWyLrP/X1tlaNc++qYr0k+qjLGhyWdjhVRaBdmQoNI2+9dyzWX9azCIGwyXHf4vjs9yhu5Xb6rVrrb5f5gv10tx/rdgrlubD1GCWA7e5ovf4+c5+yqHLferltYytYe3jhx4gTGjh0LQfj/7d15eBRVusfxXycSkkAIyBYWh1VUFEQHRUAENzbBDeeqiIMILqAoKi4gIuB1xWHcwB1k3AVlRCCAC4sIIgoqDigY0CskEEBCSAKEpOv+kUnRnfSWpNNdVf39PA8P3anTp093v7W9deqckgs+48aNCzrpBSqGxEcEXHnllWbiY926dV5T0NaufeyKS35+fkj1FRQc2zGlpKR4LQt3fbGKe12dLZy/X7Rjwd8BbrTbFSp/B06l66AVZm8Jh2ifBFoV30v1ejTt3yrYV3IR5GhBScf8wryiaDYpZlklaeJPg7oFOr6ev9udk9W0IHBCxanS3DXVqPZ/15n8MqdN7pqOmzo+WjF4cF+Rpg78OSrvHcjB4iI1adYkrL06fNmxY4f69eun3NxcSdLAgQM1adKkan3PWETiIwI8Z2opLi7Wn3/+qYYNG0qSGjdubC7Ly8vTwYMHgyYfdu7caT72fH3Z55mZmUHblpub6zUuSKNGjYK+pqLsdmAbbNDIWNzxw3rs3qMDQPVzF0XvVkK2TbHNij06EF6s4+GRnZ2tiy66SL///rsk6cILL9ScOXN03HGcpocb32gEBJpStl69ekpLSzNnY8nIyFCnTp38ljcMQ9u2bTOflx3wxvP5tm3bZBhGwPfPyMgwHzdt2lR169b1WxaB2S3BY3V8X7HNDokdK7cN0RPtfUGTZsd6fg6Zd64KygwqWKdJaLe0wvkC9W5NrZerP/eXXIhrULdAaXneY8I4cfvn7zM1zmediYRYHD1m3759uuiii/TLL79IKpnBZf78+V7jLyJ8SHxEgGeiIj4+Xscff7zX8k6dOmnx4sWSpNWrVwdMfGzatEkHDpRsmFNSUtS6dWuv5W3btjWnp83JydHmzZsDjgbsOV1SoPcFAAD+BZvyMlK9BWslHxvYvFWPhn7L5e53Vhf9WBIo6eDEhATgRDk5Oerdu7c2btwoSTr77LO1aNEir9k7EV4kPiLgo48+Mh//9a9/Ncf3KDVw4EAz8fHRRx9p1KhRfuuaN2+e+XjAgAHl6oqPj1e/fv00Z84cs75AiQ/P+i677LIQPg2ASOEA1n5iZcySUAXr/RBsIEZU3PZt+83Hn0zfrMP55cf0yDWOavbHP0SyWbCwxq6qTR/vdD+4fM94mBkf/cGMYU8HDx5U3759tX79eknSGWecoSVLljDWYjUj8VHNMjIy9M9//tN8fsUVV5QrM2jQIN1zzz06fPiwvvjiC61du1ZdunQpV+7AgQOaMWOG+fy6667z+Z5DhgwxEx8zZszQ6NGjlZpa/uBz7dq1+uKLLyRJycnJPtsWC9hpBRaO7yfUEeb9iXbXcUSWZ/frM4vqlVserZH0ATv45Zd96lRjhuVnn4F17DbcapRTPl72+vhbLGEdiSy3ojcmUSTl5+erf//+Wrt2rSSpQ4cO+vTTTxluIAJIfFTSww8/LEm66aab/M7tvHLlSg0ZMkQ5OTmSSgYevf3228uVa9y4sUaPHq2pU6fKMAwNHjxYS5cu9RoUtaCgQIMHD1ZWVslBfrdu3XTJJZf4fN9LL71UXbp00dq1a5WVlaXBgwdrzpw5Xl2nMjIyNHjwYHPKpDFjxpgDrgLhFGyqWn9JDQ44UN3sEmN2aaeVhTN5GiiRmxlXEHRWsEipasIZ5fG9AaiKQ4cOaeDAgVq1apUk6ZRTTtFnn32m+vXrR7llsYHERyUdOHBAzz77rB555BGdeeaZOvPMM9W0aVMlJiYqOztbq1at0rp168zyiYmJmjdvntd0s54mTpyozz//XOvXr9e2bdvUoUMHXXXVVWrXrp2ys7M1Z84ccwDUevXq6fXXXw/YvpkzZ6p79+7KycnRokWL1LZtW1111VVq1KiRtmzZorlz5+rQoZKue507d9aDDz4Ypm8GABBN9JCqPnx3cBKv5FheTcljANPGO+tot3FsuMldcUe4LQ2ogsLCQl155ZVatmyZJKldu3b64osvqmVGTfhG4qOKDMPQd999p++++85vmVNPPVVvv/22Tj/9dL9lateurYULF+qaa67RihUrdOjQIb355pvlyrVs2VLvv/++Tj755IDtat++vdLT03XNNdfo999/V1ZWlp5//vly5Xr16qX333+fgXTK4EqZffU42iTgcm6NsJZg61OwASPtwg6z1MA5iDMgPFiXIsfpN7rcdttt5piOktS/f3+99dZbQV932mmnqW/fvtXZtJhB4qOSJkyYoJ49e2r16tX69ttvlZmZqb179yo3N1cpKSlq0qSJzjnnHF1xxRW65JJLAk4pWyotLU3Lli3T+++/r7ffflvff/+9srOzlZqaqnbt2mnQoEEaMWJEyAPfnHPOOdq4caNee+01zZ07V1u3btWBAwfUqFEjderUSdddd52uvvrqkNpWFXbbaditvQBgV4w1gVhh9Tj3HDtJkuSu6fU3ensAVbN161av588880xIrxs6dCiJjzAh8VFJDRo00BVXXBH2AUFdLpeuueYaXXPNNWGpLyUlRXfddZfuuuuusNQH/6x2UEN3dwCIPH8niGxzYTWBYrJsHBO/AOyOxAcQASQhAMDZKjOQM9t+VCeOPapHsO9V4rutDLfL2Te7LF++PNpNiHkkPgDAxjiwjS4OgAOz02dnXUKsIrYBxAISHwAiqk1xasDpHrmPGJ4H4RyQA5FB4gcA4GQkPgBEXEVnzeGAGwAAwJkMSW4LzutivRahKkh8oNrEKy7gFSQ7nMzSjd2Zyv6uvnqgBBvYjaujsCpirzy+EwAAYhuJDwCOwq0y9kZCCQAAAOFG4gPVwiUp3nAFHMshI/5AxE9yOKlyPn5DAAAAe+G2ElQ3Eh+AQ5EAACInUJJXYn2sLuFOZgf7HZu6kys8RpFdEMMAACcj8YGoipUDLad8DgBwqqbuZKW5a/pdXpnb6Nj2xwZ6k8aWWP89by9sHXB5evy+mP+OYE0kPoAI4uAI4RTK4LuoXqyzgH1ZZZ9cXQOps31CdWpUq8jn35sWlFzUrFj8GZac1YUbcJyFxAeAiOJADHbm7wSltPdaOAfXtcpJWayw4sDIFY2BqpxAW/HzAwAQLiQ+AMBmSk9uAt0qxkkMgHAiEecM/I4AYhWJD1SbYpdh+5MvDgACs+sBVNl20YUYAAAgeqx5qwuchMQHLM2uJ9ZAZRDvsfEZ+Z1hd5EcmNxq64uv9nh+H3a/4AMATkXiA9XCkFQst+UO4K3WHlRedQ0GBwDh4rmd8pUsKHuSzDYLQCjiFac2xal+k5Cl2xa2KcAxJD4QVVwZiTwSBkD4cZAZHXzfAOAM7mg3AI5H4gNRFeyglek6AQCRkBF/IOg+ycmJFvbHled5EcfJMQJIUnr8PknHpq0ti4uasCoSHwBgMcHuny8V6OCCg2+U5e/ENV5x5nLiBog81jvYSWm8ErewGxIfsLxIDqJW3ezU1lKBrvI1dSdbMrNv95hJc9cMWsYK37vVBh2MhEh+Jid+f6iYaMSAv/W6dLtqhW1PuLCOAdZgSDIsOKuL9VqEqiDxAQA2kxlXwAG7DZWeUAYbjA7O4flb+0pohvs3r87tAuPYAADsjMQHYHPRHKw01k7AE4x4SVKPo018Li/9PvwtL/Vljaywtw0AgGBiaZ8NAJ5IfMDS2EEHFmgqM4kryHZTGu+hjvFhBb7aWnplO9CtULG8bvOdOI+/BHTpurAr7kgkm+MoVlsvrNYe2E8s3iYaCjc3lqCakfgAUGnRHEvDDgcG/sbqKD3oscNnCKb0MzZ2xalRrSJJUoO6eZKkvTnJ2phXT1LJiR+JuOjztc7GGy5zmRNiUrLOiUVpwsNpse+UOAHsqljukGaiAnAMiQ/YStmD9jR3Ta+/lT24jIUdQrCBMJ12wA0AduRrWxwL+ygAAKyAxAcQY8J5oB0s6cJBPQAAsItojpsW69wubnVB9SLxAdiM5065qTtZjV1xXst3G+5IN8k2ziwque3C3y06Vhl0lF460WWV2yQAu2HdQSiIEwDRQOIDtkevg+oV6Puz0yCcdmC3g8GM+APHYsBdU8ov3aUQF1bkL36K/3uVjYQbJOttZ6pL2dm3yh5LrD9uv9fzWPleAMCpSHzA8nwdbHiecHv1eGAEfcj/ASqJGkQTJ06xpzSZxG8PAIHRXxnVjcQHIqIqV7LL3tohec8kEevK3trimfTJjCvggDuMCl3FknzfElMap22KU31eOedqOirCbr1/ED52/u2jOdOXL/GKCzjVMBdJ7MXO6waA6CPxAUvxtVMrHZdBKkl07DbcZsKjUa0iZefHbhhzgo1o84q3/yYkd+cdS0h6Tufp9IPScByUl9YR6ASSdRyouLLrVGNXnLnNAiLJ6ftCwKpi94wRMY2rBogEzxNUp8dUZlwB03XagK/fo/i/HYyd9FtF+rM46btzoqbu5HJjeDSqXWSOS8Sg4ED0ucWsLqheJD5gK7sNd8kVZI8ry7viDh0r4Cr5L5auiJb9rJE8AI+l7xm+xcoJH+PDAAAA2BeJD8SkUE5ifJ3Q0VMEAADrKt1PxytO8YbL7O1ReossvTtQ3ThWBKyJxAdiUrApcK3ck8FKO0wrtSUUvgYlrQ5WG+APFRPK7+Or67wnz7FN4Fyc4HgLFu+x/n3F+ue3A36D6DG41QXVjMQHAAAAYspGj1tlM+OdP/hyMJFMysT6dw0gOkh8wJY8p6Cr7FX8QFPhNnUns2NGxBFzAGA9kUgK0FMQkUTvI8QiEh+wPM8kh0TXcVgTBwkIp0DbOWINQCxi2+dchqw5q4v1WoSqIPGBiAh1Z+WrHDu6yiGbD0SWZ5K2NHER7vWM9db57PwbB2t7sP1SuBW7DHNd3PXfv2XGM+12JHEsAsAqSHwgJnlOieuTK3JtAVBej6NNAi6P1EC1AOzPswcVJ9qRx208AKyAxAcAwNFCucrMgTcqgxM6oPrQWyS2WPFWFzgLiQ8A1YYTTjgFcQrYQ+m6Wiy313MgUog5wJpIfCAmfVkjq1L3GrMzcyYSNKgMBiAFKsaO60Wb4tSAPXsqMuC6nT4/vZkAOA2JDwAIMw4Iq+50Iyng8i+rWH9VD+r5jSHZc5Yxbh+AL/zuzmDfCzmGRW91sWKbUFkkPgAAAMKEK+WojOqKCxJd8IXfHbGIxAdiFht9IHaluWuqsSvu2POi8rM8sY0AIHFbGwA4AYkPwKE4GAPsh/UWgJOwTQsPz5478Yor9zcnfM/WvNUFTkLiAwBgObsNt99ljV1xAbtvV/QAsFGtIinfe3foebuCEw4oASBa2IZGVrDb7SR+E8QmEh+ADXHPLqygOuNwV9wR/wvd5W9LqWg7mrqTj9WTz64Q9sS+AKX8xULpSbAdB+K1skite6Xv45nMiDdc5t/K/q5N3clKC7KPJBYQqzjaAwAAqAQSC0D1Yf2KHYYktyvarSiPm2+chcQHgGrDQQuA6tamODVo1+4va2RFqDVwmljdj8Xq57YCz94kpdu2YL04AARH4gNAzOMAz3oCnagG62IcCq+uvr4OKC145QkIB7Z31YvbjwDAmkh8AAAAhEk4T2yDnUT7uscf8FQaH05OuJBsOiba2wNfv8UmxSkuhKsJzOqC6kbiA4iAUK5Qx9KOGYi2jPgD5joXjh4kAIDwJyGcmtQI9LkYkBaoHiQ+AIsgOWIP8QrvVKqxhBgHEG09jjYJuDzU8WCYRaXqnJrUqA6eM50Vu0p6RmTGFfAdARVA4gMAYCvhPtALd32+Bqbz5HlCxEErgFgVbFBito+VEyzpFonv1XNa3a2KU3wIr+FWF1Q3Eh+ADXEwEH0csMXGZ4T1lL1K7HmALXlfGXW6QFd82xSnRqR3Wixctff1GT33AVbo3eGE79lOIvV9+4qtYrkj2gbAKUh8AIBFVObgmgOf2DjxAgAgGPZ3gH8kPmB7jBtgDZx8AoiGzLgCbh8CHMKz91ab4lS/twt6/t1fD0wr9MRB6Iq51QXVjMQHUAkkW6qGJAkAwIliYfpYVK9AMdSmOFXxijMfl0XcAf6R+AAARESwcVG4Ogd4s/pJjL8r8qVYpxEJ/uLM6uuPE/n6zovdhoqj0BagLBIfQBhVZcDLUHqRAHbm2YXZFyefJAX77BygA0DsYJvvzZA1Z3WxXotQFSQ+gBhi1VtM7DRDSrHclmqPnXjOtpHmrqnGrjiv5U3dyV6x8GWNrIi1Dc5k99sSrbrN9scOCb5wJVidPq5MZWMv3N8Fg3oDCBcSH4BFxNqO3PME19fBspOv/iN2+IpjYhtOU7oNL5vMlMe23SpxH2v7Wivzldym9yuA6kLiAwAqgYNn+ENsIJZ4JTTKJLE9e3nZkd163MCaYjGOMuIPmJ+r8EhoI3xY8VYXOAuJDwCwCCce/Hg63UgyHzeqXaQGdfO8C+ysox9chypcr9O/t1gUiycK4Rap7+jMonpmT49GtYu8ljXOT9Juw237BAgAwP5IfMD2OAC2Bn6H8OPkz77K/nZlx7GxSrd/ALAS9msAqguJD6AS2DHDqkiWIByIIwBWFqvboIz4AyqW23zsJMUud7SbAIcj8QEg4py2s/aHk0cATpYRf6CkN1Pp2B75HFYCAKyJPVQMWL16tWbOnKmVK1dq586dSkhI0F/+8hcNGDBAN910k1q2bBntJjqG009kOZFHKPzFyW6j5GrOrrgjSsurqcb5dSLZrKgqe2sL64p9sR0EUFag7UJTdzK3N6Iczs8ij8SHgxUXF2vMmDGaPn26DOPYSMkFBQXKycnRjz/+qOeee04vvPCChg4dGsWWAnCC0gO/suNZANFi9ySE3dtvN+Eam8cJyTErtNEJ3yNCZajYkrO6hL9NnJ9FD4kPB7v99tv10ksvSZJcLpd69+6tLl266PDhw0pPT9fGjRuVl5enYcOGqVatWrrqqqui3GJUNysdJHi2xUrtCodgCYBYuPKTVmZaS0nmzA+l3eJ9zeDyZY2sam0XgPArnbVll49lmfEFjtvGo3p57kN97UukYzFHbFUPkk7Vh/Oz6CHx4VCLFy82V6qaNWvqww8/1CWXXGIuf/LJJzVx4kQ98sgjMgxDI0aM0Pnnn6/69etHq8mwsWBX+NlBAoC9+TsRKj0xtcqUtaXtjFec13NPoe6TuEUN4ZAZR/IPJTg/iy4SHw714IMPmo8nTZrktVKVmjJlir755hstWbJEBw4c0FNPPaUnn3wyks10vOrMmJONh92U9vDIjC85mSBG4Q+xYR/rj9svid8s2nocbRJwOb3pgOjj/Cy6SHw40M8//6z169dLklJSUnT77bf7LTt+/HgtWbJEkvT222/riSeekMvlikg7AQTGiYS1BEs2Ssd+M347AABCY0iWHOMjnC3i/Cz6SHw40Pz5883Hffr0Ue3atf2WPe+889SgQQPt3btXO3fu1HfffafOnTtHopkAqgEn3AgH4ggAgPDh/Cz64qLdAITfhg0bzMfdunULWr5r164+XwugajLjCnz+y4g/wIklAABAjOD8LPro8eFAmzdvNh+3bds2aHnPMp6vBcriZB2h8DdrTSzMZgPnYzsIoCy2C1VX7LLerS7hxPlZ9JH4cKBdu45NKNe0adOg5Zs1a+bztYE0b97c77KsrCzVr99Ax9evqTnzzgupPqeKD9KpqlhuS9ZdUVZqS3U6vn7J7AXB4jpWvo9Agn0Hkv2+hwQjPmiZQldxBFoSXqHGNWKbXbZrpe2sW7+GJGnq/DPKlbFKW8Mp2PbpDteJEWpJ1ZX+hvGGS/4+VbFKTpSd+FsGE4ltdjjX9yHX/1N/7rPGrE/RFInzMwRG4sOB8vLyzMe1atUKWj45+dhUpAcPHqzy+7vdbu3bt1cDBlwit9vZ2dtggg1DVJVvpzrrrigrtaU6xcWVfNJYj+tYFcqwYnaMDOIaobDLdr60nYHi2iptDadgqWa7pgfsEneRZLdt9v79+4L+Tq64PCXUmhaR9lSEqzBPWVl5AS/47tixI6S6on1+BhIfjnTo0CHzcUJCQtDyNWvW9PnaQAKt5LVq1VJBQYH27durJk0CT68G2ElWVsl0gMQ1nIS4hhMR13Aqu8V2fHy8EhNr+F2elpYWwdZUTJMmTZSdnR2WuiJxfobASHw4UFJSkvLz8yVJhYWFQcsfOXKs+1lSUlKV3z8/P9/MjIaaBQXsgLiGExHXcCLiGk7ltNj+9ttvo92EiIj2+RmY1cWRPKdHKl3BAikoODbgYEpKSrW0CQAAAABiEedn0Ufiw4EaN25sPs7MzAxafufOnT5fCwAAAACoGs7Poo/EhwO1b9/efJyRkRG0vGcZz9cCAAAAAKqG87PoI/HhQJ06dTIfr169Omj5NWvW+HwtAAAAAKBqOD+LPhIfDjRw4EDz8ZIlSwLeR7Zq1Srt2bNHUsmc0p07d6729gEAAABArOD8LPpIfDhQ+/btdcYZZ0iScnNzNX36dL9lH3/8cfPx4MGD5XIFmzEdAAAAABAqzs+iz2UYhhHtRiD8Fi1apEsuuUSSlJiYqHnz5qlv375eZSZNmqTJkydLkurUqaOMjAw1aNAg4m0FAAAAACfj/Cy6SHw42C233KJXXnlFkuRyudSnTx916dJFhw8f1uLFi/XDDz+Yy959911dffXV0WwuAAAAADgW52fRQ+LDwYqLizV69Gi9+OKLfsvUqlVLzz//vIYNGxbBlgEAAABAbOH8LHpIfMSAr776Sq+//rpWrlypzMxMJSQk6C9/+YsuueQS3XzzzWrVqlW0mwgAAAAAMYHzs8gj8QEAAAAAAByLWV0AAAAAAIBjkfgAAAAAAACOReIDAAAAAAA4FokPhM3q1as1YsQItWvXTrVq1VK9evV0+umn68EHH9Rvv/0W7ebBxnbu3Kl///vfmjBhgvr06aP69evL5XLJ5XKpZcuWFa7PMAx98MEHuvTSS9WiRQslJiYqLS1NPXr00LPPPqu8vLwK1Xfw4EE9++yz6tGjh9LS0pSYmKgWLVrosssu0wcffKCKDqX022+/afz48Tr99NNVr1491apVS+3atdOIESO0Zs2aCtUFayosLNTixYt17733qlevXkpLS1NCQoJSUlLUtm1bXXPNNZo7d66KiopCrpO4RrRt2rRJs2bN0siRI9W9e3e1bdtWdevWVUJCgho2bKju3bvrgQce0C+//BJyncQ1rO711183j0lcLpd69eoV0uuIbSDCDKCKioqKjNtvv91wuVyGJJ//ateubbzxxhvRbips6P777/cbV5KMFi1aVKi+Xbt2Gb169QpYZ6tWrYx169aFVN/atWuNli1bBqzvggsuMLKzs0Oqb+bMmUatWrX81uVyuYw77rjDKC4urtDnhnW89NJLRt26dQPGTOm/Dh06GD/++GPQOolrWEFqampIcR0fH2/cddddRlFRUcD6iGtYXWZmZrntec+ePYO+jtgGIo9ZXVBlI0eO1EsvvSRJcrlc6t27t7p06aLDhw8rPT1dGzduNJd98MEHuuqqq6LZXNjMmDFj9Oyzz3r97fjjj9eff/4pSWrRokXIPYoKCgrUs2dPffvtt5KkpKQkDRo0SO3atdPu3bs1d+5c7d69W5JUv359rVmzRieeeKLf+n7++Wd169ZN+/fvlySlpaVp0KBBaty4sbZs2aIPP/xQhw4dkiR16dJFy5YtU1JSkt/63n//fV177bXmVZkOHTqoX79+SkxM1Nq1a7V06VJz2ejRo/Xcc8+F9LlhLbfeeqtefvllSVJcXJw6deqkrl27Ki0tTYWFhVq3bp2WLl0qt9stqSTev/zyS7Vv395nfcQ1rKJu3bo6cOCA2rRpo44dOyotLU1paWmKj49XZmamli1bps2bN5vlr7/+ev3rX//yWRdxDTu48sorNW/ePCUkJKiwsFCS1LNnTy1fvtzva4htIEqilXGBM6Snp5vZ35o1axoLFiwoV+ahhx4yy6Smphp79+6NQkthV5MnTzZ69+5tjB8/3pg3b57xxx9/GNu3b69Ujw/P3iOtWrUytm7d6rU8Ly/P6NOnj1nm3HPPDVjfOeecY5bt27evkZeX57V869atXldgJkyY4Leu7OxsIyUlxSz70EMPlSuzYMECo2bNmmaZzz77LOTPDuu45ZZbjLS0NOOxxx4zdu7c6bPM+vXrjRNOOMH8rbt27eq3PuIaVvHBBx8Yu3btCljm7bffNhISEszf+/PPP/dZjriG1c2ZM8crBkofB+vxQWwD0UHiA1Vy5plnmhu+xx9/3G85zw34fffdF8EWwokqk/jYvXu3kZSUZL5u9erVPsvt37/fSEtLM8stWrTIZ7n58+ebZdLS0oz9+/f7LLd69WqzXHJysrFnzx6f5e6++26zXJ8+ffx+jscff9wsd/bZZwf+0LCkb775xigoKAhabt26dV63EH7//fflyhDXsKP77rvP/L1vvfXWcsuJa1jdn3/+aTRu3NiQZAwdOtRYtmxZSIkPYhuIHhIfqLTNmzebG72UlBTj4MGDfsuuWLHCLNusWTPD7XZHsKVwmsokPmbMmGG+5oILLghYdvLkyWbZwYMH+yzzP//zP2aZKVOmBKzv/PPPN8u+8sor5Za73W6jSZMmZpmVK1f6revgwYNeV2O2bNkS8L1hb55X8l566aVyy4lr2JFnb9G+ffuWW05cw+qGDh1qSDIaNmxo7N27N+TEB7ENRA+zuqDS5s+fbz7u06ePateu7bfseeedpwYNGkgqmaHju+++q/b2AZ4++eQT8/GVV14ZsKzn8gULFqi4uNhreXFxsdLT0ytV38cff1xu+bp165SVlSVJatiwoXr06OG3rtq1a6t3794B64NzeM5aVDqujSfiGnbkGcvJycnllhPXsLJPP/1Us2fPliRNmzZN9evXD/m1xDYQPSQ+UGkbNmwwH3fr1i1o+a5du/p8LRAJFYnXU089VampqZKk3Nxcbdu2zWv5r7/+qoMHD0qSUlNT/Q466ev9fMW+598815PK1gfnKD0IleTz4Jq4ht0cOXJEzz//vPn8vPPOK1eGuIZV5efn6+abb5YkXXzxxRoyZEiFXk9sA9FD4gOV5jkye9u2bYOW9yzj+VqguuXk5GjXrl3m8zZt2gQs73K51Lp1a/N52Xj1fN6mTRu5XK6A9XnGfmZmpg4cOOC3PtYllMrOztbq1avN5+eee67XcuIadnH06FHt2LFD7733nrp27aqvv/5aktS6dWsNHz7cqyxxDSsbP368fvvtNyUlJenFF1+s0GuJbSC6SHyg0jw33k2bNg1avlmzZj5fC1Q3z3irXbu26tSpE/Q1geK1orFfp04dr1vBSqepq2x9rEuxYcKECTp69KikkqtvZa/mEdewsssvv1wul0sul0sJCQk64YQTdO2115pXhs8++2x9+eWX5W6TJa5hVWvWrNELL7wgSZo4cWLQxEVZxDYQXSQ+UGl5eXnm41q1agUt73kfb2nXPCASKhqrUuB4jXZ9rEvOt2DBAr322muSpLi4OD399NPlykQ7DsNdH3EdG+rUqaN3331XX3/9tc+Tq2jHYbjrI66dobCwUCNGjJDb7VaHDh00duzYCtcR7VgMd33ENuzmuGg3APZ16NAh83FCQkLQ8jVr1vT5WqC6VTRWpcDxGu36WJecbfPmzbruuutkGIYkady4cT7vBY92HIa7PuLaWYYNG2benlVQUKA//vhDn376qX7//Xf9/e9/1yeffKIXX3yx3FXvaMdhuOsjrp3hf//3f7Vp0ybFxcXp1Vdf1XHHVfwUKtqxGO76iG3YDYkPVFpSUpLy8/MllWTCgzly5IjXa4FI8Yy3UGJVChyv0a6Pdcm5duzYoX79+ik3N1eSNHDgQE2aNMln2WjHYbjrI66d5bLLLiv3N7fbrZdffll33HGH3nnnHX3//fdavny5GjZsaJaJdhyGuz7i2v42btyoJ554QpI0atQodenSpVL1RDsWw10fsQ274VYXVJrnfYKlCZBACgoKzMcpKSnV0ibAl4rGqhQ4XqNdH+uSM2VnZ+uiiy7S77//Lkm68MILNWfOHL9XFqMdh+Guj7h2vri4OI0cOdK8dWvTpk265557vMpEOw7DXR9xbW/FxcUaPny4jh49qmbNmunRRx+tdF3RjsVw10dsw25IfKDSGjdubD7OzMwMWn7nzp0+XwtUN894y8vLC+le1EDxWtHYz83N9bp3tlGjRlWqj3XJefbt26eLLrpIv/zyi6SSGVzmz5/v1ZW4LOIadjVq1CjzFpf33nvP6ySLuIaVzJo1S+vWrZMkvfDCCyENSOoPsQ1EF4kPVJrnDAMZGRlBy3uWCTbXOBBO9erVU1pamvk8WLwahqFt27aZz8vGq+fzbdu2mWMx+OP5fk2bNlXdunX91se6FHtycnLUu3dvbdy4UVLJbBeLFi3yGjjOF+IadlWjRg2ddNJJkkqmuv3555/NZcQ1rGTHjh3m4yuuuMKcqajsv/PPP98st2LFCq9lOTk5kohtINpIfKDSOnXqZD5evXp10PJr1qzx+VogEioSr5s2bTLnt09JSVHr1q29lrdt29bsEpqTkxN0/nrP9/MV+xVdl4LVB/s4ePCg+vbtq/Xr10uSzjjjDC1ZsiTkbsPENeyqqKjIfFxcXOy1jLiGUxHbQPSQ+EClDRw40Hy8ZMmSgPcDrlq1Snv27JFUkmXu3LlztbcP8OQZrx999FHAsvPmzTMfDxgwQPHx8V7L4+Pj1a9fv0rV52vAv7POOsu8CrRnzx6tWrXKb135+flaunSp+fzSSy8N+N6wrvz8fPXv319r166VJHXo0EGffvppuatwgRDXsKOCggKvk7Sy09oS17CKTp06aejQoUH/9enTx3xN48aNvZZ5zpBCbANRZABVcMYZZxiSDEnGk08+6bdc//79zXJjx46NYAvhRNu3bzfjqUWLFiG9ZteuXUZiYqIhyXC5XMbXX3/ts1xOTo7RpEkTs/4FCxb4LPfxxx+bZZo0aWLk5OT4LPf1118bLpfLkGQkJycb2dnZPsvdddddZn39+/f3+zmefPJJs1znzp2DfGpYVUFBgXH++eebv+Upp5xi7N69u8L1ENewo4kTJ5q/98knn1xuOXENu1m2bJn5W/fs2dNvOWIbiB4SH6iShQsXmhu+xMREIz09vVyZhx9+2CxTp04dY8+ePVFoKZykMokPwzCMe++913xd69atjV9//dVreX5+vleSrlu3bgHr69Kli9cBQn5+vtfyX3/91WjdurVZZvz48X7r2r17t1G7dm2z7MMPP1yuTHp6unnAJMlYunRpyJ8d1nHkyBGjb9++5u/Yrl07Iysrq9L1Edewgvvvv9+YOnVqwAReQUGBMXHiRPMETJLx6quv+ixLXMNOQk18GAaxDUSLyzCCjIQDBHHLLbfolVdekSS5XC716dNHXbp00eHDh7V48WL98MMP5rJ3331XV199dTSbC5vZs2ePRo4c6fW3goICpaenS5KSk5O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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 929, "width": 543 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "total contours found 22\n" ] } ], "source": [ "CCD8 = contours.ConvolutionContours(array_subset_cd8, contour_name='CD8', logger=logger)\n", "CCD8.get_conv_sum(kernel_size=kernel_size_cd8, kernel_shape='square') \n", "\n", "CCD8.contours_from_sum(density_threshold=density_th_cd8,\n", " min_area_threshold=min_area_th_cd8, directionality='higher')\n", "\n", "CCD8.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_cd8_gene, axis=-1).squeeze(), threshold = 1, gene_name = 'CD8')# >= 1\n", "CCD8.filter_contours_by_gene_threshold(gene_array = array_subset_TRAC_gene.squeeze(), threshold = 1, gene_name = 'TRAC')# >= 1\n", "CCD8.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_TRBC_gene, axis=-1), threshold = 1, gene_name = 'TRBC1_2')# >= 1\n", "\n", "# gene_counts_ab > gene_counts_gd\n", "\n", "CCD8.filter_contours_by_gene_comparison(gene_array1 = array_subset_ab, gene_array2 = array_subset_gd,\n", " gene_name1 = \"ab\", gene_name2 = \"gd\") # gene 1 > gene2 --> valid contour \n", "\n", "\n", "# CD8 > gene counts cd4 \n", "CCD8.filter_contours_by_gene_comparison(gene_array1 = array_subset_cd8_gene, gene_array2 = array_subset_cd4_gene,\n", " gene_name1 = \"CD8\", gene_name2 = \"CD4\") # gene 1 > gene2 --> valid contour\n", "print('total contours found ', len(CCD8.contours))\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(7, 14))\n", "\n", "CCD8.plot_contours_scatter(path=None, show=False, s=0.05, alpha=0.5, linewidth=1,\n", " c_points='blue', c_contours='red', ax=axs[0])\n", "axs[0].set_title('CD8 points and CD8 contours')\n", "\n", "CCD8.plot_conv_sum(cmap='plasma', c_countour='white', path=None, ax=axs[1])\n", "axs[1].set_title('CD8 points density and contours for CD8')\n", "\n", "plt.show()\n", "\n", "print('total contours found ', len(CCD8.contours))" ] }, { "cell_type": "markdown", "id": "7aa8d179", "metadata": {}, "source": [ "***Multi class object***\n", "\n", "We have now CD8 and γδ contours, we will use the multiclass object analysis to derive the masks and their expansions without overlapping. \n", "\n", "For this, MultiClassObjectAnalysis, uses the given contours and derive Voronoi polygons based on the centroids of the contours. The expansions, 10 , 20 and 30, are allowed fo reach contour only inside its Voronoi polygon. " ] }, { "cell_type": "code", "execution_count": 42, "id": "e4698dd2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-06-16 16:32:13,042 - gridgen.get_masks.GetMasks - INFO - Initialized GetMasks\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1201, "width": 1431 } }, "output_type": "display_data" } ], "source": [ "# Initialize base mask handler\n", "GM = get_masks.GetMasks(image_shape=(height, width))\n", "\n", "# Multiple contours per class\n", "multiple_contours = {\n", " 'gd': CGD.contours,\n", " 'cd8': CCD8.contours\n", "}\n", "\n", "# Instantiate MultiClassObjectAnalysis\n", "MCA = MultiClassObjectAnalysis(GM, multiple_contours=multiple_contours)\n", "\n", "# Derive Voronoi polygons \n", "MCA.derive_voronoi_from_contours()\n", "\n", "# Generate expanded masks limited by Voronoi partitions\n", "binary_masks, label_mask, label_reference = MCA.generate_expanded_masks_limited_by_voronoi(expansion_distances=(30,))\n", "# Define colors for plotting (used only for visualization)\n", "mask_colors = {\n", " 'gd': (255, 0, 0),\n", " 'cd8': (0, 0, 255),\n", " # Optional: add more if multiple contours per class\n", "}\n", "\n", "# Plot with Voronoi edges and color-coded masks\n", "MCA.plot_masks_with_voronoi(mask_colors=mask_colors, show=True, figsize=(20, 20))" ] }, { "cell_type": "markdown", "id": "fe207cb1", "metadata": {}, "source": [ "***Explore full cohort***" ] }, { "cell_type": "code", "execution_count": 43, "id": "b46eb0f2", "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Processing Folders: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 75234.15folder/s]\n" ] } ], "source": [ "# Custom logger setup - Will set to warning\n", "logger = logging.getLogger('contour_logger')\n", "handler = logging.StreamHandler()\n", "formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n", "handler.setFormatter(formatter)\n", "logger.addHandler(handler)\n", "logger.setLevel(logging.WARNING)\n", "\n", "save_path_ = 'results/multobj_cosmx2/'\n", "if not os.path.exists(save_path_):\n", " os.makedirs(save_path_)\n", " \n", "for file_csv in tqdm(files_cosmx, desc=\"Processing Folders\", unit=\"folder\"):\n", " start_time_lap = time.time()\n", " logger.info(f'Processing folder {file_csv}')\n", " base_name = os.path.basename(file_csv)\n", "\n", " fov_match = re.search(r'FOV\\d+', file_csv)\n", " fov_part = fov_match.group()\n", " if fov_part == \"FOV004\":\n", " continue\n", " save_path = os.path.join(save_path_, fov_part)\n", " if not os.path.exists(save_path):\n", " os.makedirs(save_path)\n", " if os.path.exists(os.path.join(save_path + f'/{fov_part}_mob2.csv')):\n", " continue\n", " \n", " df_total = pd.read_csv(file_csv)\n", " df_total = df_total.rename(columns={'x': 'X', 'y': 'Y'})\n", " df_total = df_total[~df_total['target'].str.contains('System|egative')]\n", " \n", " n_genes = len(df_total['target'].unique())\n", " height = int(max(df_total['X'])) + 1\n", " width = int(max(df_total['Y'])) + 1\n", " \n", " # arrays\n", " target_dict_total = {target: index for index, target in enumerate(df_total['target'].unique())}\n", " array_total = ga.transform_df_to_array(df = df_total, target_dict=target_dict_total, array_shape = (height, width,len(target_dict_total))).astype(np.int8)\n", " \n", " df_subset_gd, array_subset_gd, target_indices_subset_gd = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_gd,\n", " target_col='target')\n", " \n", " df_subset_ab, array_subset_ab, target_indices_subset_ab = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_ab,\n", " target_col='target')\n", " \n", " \n", " df_subset_g, array_subset_g, target_indices_subset_g = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=['TRGC1/TRGC2'],\n", " target_col='target')\n", " \n", " df_subset_d, array_subset_d, target_indices_subset_d = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=['TRDC'],\n", " target_col='target')\n", " \n", " \n", " df_subset_tum, array_subset_tum, target_indices_subset_tum = ga.get_subset_arrays(df_total, array_total,target_dict_total,\n", " target_list=target_tum, target_col = 'target')\n", " \n", " \n", " df_subset_cd8, array_subset_cd8, target_indices_subset_cd8 = ga.get_subset_arrays(df_total, array_total,\n", " target_dict_total,\n", " target_list=target_cd8,\n", " target_col='target')\n", " \n", " \n", " df_subset_TRAC_gene, array_subset_TRAC_gene, target_indices_subset_TRAC_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['TRAC'],\n", " target_col='target')\n", " \n", " df_subset_TRBC_gene, array_subset_TRBC_gene, target_indices_subset_TRBC_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['TRBC1/TRBC2'],\n", " target_col='target')\n", " \n", " \n", " df_subset_cd8_gene, array_subset_cd8_gene, target_indices_subset_cd8_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['CD8A', 'CD8B'],\n", " target_col='target')\n", " \n", " df_subset_cd4_gene, array_subset_cd4_gene, target_indices_subset_cd4_gene = ga.get_subset_arrays(df_total, \n", " array_total,\n", " target_dict_total,\n", " target_list= ['CD4'],\n", " target_col='target')\n", " \n", " CGD = contours.ConvolutionContours(array_subset_gd, contour_name='GD', logger=logger)\n", " CGD.get_conv_sum(kernel_size=kernel_size_gd, kernel_shape='square') #\n", " CGD.contours_from_sum(density_threshold=density_th_gd,\n", " min_area_threshold=min_area_th_gd, directionality='higher')\n", " \n", " ### Filtering \n", " CGD.filter_contours_by_gene_comparison(gene_array1 = array_subset_gd, gene_array2 = array_subset_ab,\n", " gene_name1 = \"gd\", gene_name2 = \"ab\") # gene 1 > gene2 --> valid contour \n", " # G>0 D>0\n", " CGD.filter_contours_by_gene_threshold(gene_array = array_subset_d.squeeze(), threshold = 1, gene_name = 'TRDC')# >= 1\n", " CGD.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_g, axis=-1), threshold = 1, gene_name = 'TRGC1_2')# >= 1\n", " \n", " # CD8\n", " CCD8 = contours.ConvolutionContours(array_subset_cd8, contour_name='CD8', logger=logger)\n", " CCD8.get_conv_sum(kernel_size=kernel_size_cd8, kernel_shape='square') \n", " \n", " CCD8.contours_from_sum(density_threshold=density_th_cd8,\n", " min_area_threshold=min_area_th_cd8, directionality='higher')\n", " \n", " CCD8.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_cd8_gene, axis=-1).squeeze(), threshold = 1, gene_name = 'CD8')# >= 1\n", " CCD8.filter_contours_by_gene_threshold(gene_array = array_subset_TRAC_gene.squeeze(), threshold = 1, gene_name = 'TRAC')# >= 1\n", " CCD8.filter_contours_by_gene_threshold(gene_array = np.sum(array_subset_TRBC_gene, axis=-1), threshold = 1, gene_name = 'TRBC1_2')# >= 1\n", " \n", " # gene_counts_ab > gene_counts_gd\n", " \n", " CCD8.filter_contours_by_gene_comparison(gene_array1 = array_subset_ab, gene_array2 = array_subset_gd,\n", " gene_name1 = \"ab\", gene_name2 = \"gd\") # gene 1 > gene2 --> valid contour \n", " \n", " \n", " # CD8 > gene counts cd4 \n", " CCD8.filter_contours_by_gene_comparison(gene_array1 = array_subset_cd8_gene, gene_array2 = array_subset_cd4_gene,\n", " gene_name1 = \"CD8\", gene_name2 = \"CD4\") # gene 1 > gene2 --> valid contour\n", "\n", " for var_name in list(globals().keys()):\n", " if (\n", " (var_name.startswith('df_') or var_name.startswith('array_'))\n", " and var_name != 'array_total'\n", " ):\n", " del globals()[var_name]\n", "\n", " GM = get_masks.GetMasks(image_shape=(height, width))\n", " \n", " multiple_contours = {'gd': CGD.contours,\n", " 'cd8': CCD8.contours}\n", " MCA = MultiClassObjectAnalysis(GM, multiple_contours) \n", " \n", " MCA.derive_voronoi_from_contours()\n", " masks_MCA = MCA.generate_expanded_masks_limited_by_voronoi(expansion_distances=(20,))\n", " mask_definitions = [\n", " MaskDefinition(mask=MCA.binary_masks['gd'], mask_name='gd', analysis_type='per_object'),\n", " MaskDefinition(mask=MCA.binary_masks['gd_expansion_20'], mask_name='gd_expansion_20', analysis_type='per_object'),\n", " MaskDefinition(mask=MCA.binary_masks['cd8'], mask_name='cd8', analysis_type='per_object'),\n", " MaskDefinition(mask=MCA.binary_masks['cd8_expansion_20'], mask_name='cd8_expansion_20', analysis_type='per_object'),\n", "]\n", "\n", " # 2. Initialize and run the analysis pipeline\n", " pipeline = MaskAnalysisPipeline(mask_definitions=mask_definitions, \n", " array_counts = array_total,\n", " target_dict = target_dict_total,\n", " )\n", " results = pipeline.run()\n", " df = pipeline.get_results_df()\n", " df.to_csv(os.path.join(save_path + f'/{fov_part}_mob2.csv'), index=False)\n", " del array_total\n", " gc.collect()" ] }, { "cell_type": "markdown", "id": "68e247a3", "metadata": {}, "source": [ "***analysis of results***" ] }, { "cell_type": "code", "execution_count": 18, "id": "8b2c3a00", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mask_nameobject_idareaperimetercentroidmin_xmin_ymax_xmax_yvertices...NRXN1CCL26RSPO3CYP2U1FZD7TTRRPS4Y1LGR5per_objectselection
0cd816624.0579.906638(np.float64(52.421195652173914), np.float64(55...49576031096624...00000000TrueFOV001
1cd8_expansion_2014842.01087.753355(np.float64(57.93411813300289), np.float64(557...48606131194842...00000000TrueFOV001
2gd11290.0142.000000(np.float64(183.5), np.float64(80.0))591691021991290...00000000TrueFOV001
3gd_expansion_2011748.0365.656854(np.float64(184.36899313501144), np.float64(80...501601122091748...00000000TrueFOV001
4cd823826.0368.509668(np.float64(43.46602195504443), np.float64(248...244882541813826...01000000TrueFOV001
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5 rows × 1012 columns

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" ], "text/plain": [ " mask_name object_id area perimeter \\\n", "0 cd8 1 6624.0 579.906638 \n", "1 cd8_expansion_20 1 4842.0 1087.753355 \n", "2 gd 1 1290.0 142.000000 \n", "3 gd_expansion_20 1 1748.0 365.656854 \n", "4 cd8 2 3826.0 368.509668 \n", "\n", " centroid min_x min_y max_x \\\n", "0 (np.float64(52.421195652173914), np.float64(55... 495 7 603 \n", "1 (np.float64(57.93411813300289), np.float64(557... 486 0 613 \n", "2 (np.float64(183.5), np.float64(80.0)) 59 169 102 \n", "3 (np.float64(184.36899313501144), np.float64(80... 50 160 112 \n", "4 (np.float64(43.46602195504443), np.float64(248... 2448 8 2541 \n", "\n", " max_y vertices ... NRXN1 CCL26 RSPO3 CYP2U1 FZD7 TTR RPS4Y1 LGR5 \\\n", "0 109 6624 ... 0 0 0 0 0 0 0 0 \n", "1 119 4842 ... 0 0 0 0 0 0 0 0 \n", "2 199 1290 ... 0 0 0 0 0 0 0 0 \n", "3 209 1748 ... 0 0 0 0 0 0 0 0 \n", "4 81 3826 ... 0 1 0 0 0 0 0 0 \n", "\n", " per_object selection \n", "0 True FOV001 \n", "1 True FOV001 \n", "2 True FOV001 \n", "3 True FOV001 \n", "4 True FOV001 \n", "\n", "[5 rows x 1012 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "save_path_ = 'results/multobj_cosmx/'\n", "\n", "dfs = []\n", "for file_csv in files_cosmx: \n", " fov_match = re.search(r'FOV\\d+', file_csv)\n", " fov_part = fov_match.group()\n", " if fov_part in ['FOV004', 'FOV020', ]: # 'FOV018','FOV019'\n", " continue\n", " base_name = os.path.basename(file_csv)\n", "\n", " df = pd.read_csv(os.path.join(os.path.join(save_path_, fov_part) + f'/{fov_part}_mob.csv'))\n", " df['selection'] = fov_part\n", " dfs.append(df)\n", "\n", "full_df = pd.concat(dfs, ignore_index=True)\n", "full_df\n", "\n", "full_df['mask_name'].value_counts()\n", "full_df.head()" ] }, { "cell_type": "markdown", "id": "f4062633", "metadata": {}, "source": [ "Transform into adata object" ] }, { "cell_type": "code", "execution_count": 20, "id": "625677a2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n" ] }, { "data": { "text/html": [ "
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areaperimetercentroidmin_xmin_ymax_xmax_yverticesBoundingBoxmask_nameper_objectselectionobject_id
06624.0579.906638(np.float64(52.421195652173914), np.float64(55...49576031096624[(7, 495, 109, 603)]cd8TrueFOV0011
14842.01087.753355(np.float64(57.93411813300289), np.float64(557...48606131194842[(0, 486, 119, 613)]cd8_expansion_20TrueFOV0011
21290.0142.000000(np.float64(183.5), np.float64(80.0))591691021991290[(169, 59, 199, 102)]gdTrueFOV0011
31748.0365.656854(np.float64(184.36899313501144), np.float64(80...501601122091748[(160, 50, 209, 112)]gd_expansion_20TrueFOV0011
43826.0368.509668(np.float64(43.46602195504443), np.float64(248...244882541813826[(8, 2448, 81, 2541)]cd8TrueFOV0012
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" ], "text/plain": [ " area perimeter centroid \\\n", "0 6624.0 579.906638 (np.float64(52.421195652173914), np.float64(55... \n", "1 4842.0 1087.753355 (np.float64(57.93411813300289), np.float64(557... \n", "2 1290.0 142.000000 (np.float64(183.5), np.float64(80.0)) \n", "3 1748.0 365.656854 (np.float64(184.36899313501144), np.float64(80... \n", "4 3826.0 368.509668 (np.float64(43.46602195504443), np.float64(248... \n", "\n", " min_x min_y max_x max_y vertices BoundingBox \\\n", "0 495 7 603 109 6624 [(7, 495, 109, 603)] \n", "1 486 0 613 119 4842 [(0, 486, 119, 613)] \n", "2 59 169 102 199 1290 [(169, 59, 199, 102)] \n", "3 50 160 112 209 1748 [(160, 50, 209, 112)] \n", "4 2448 8 2541 81 3826 [(8, 2448, 81, 2541)] \n", "\n", " mask_name per_object selection object_id \n", "0 cd8 True FOV001 1 \n", "1 cd8_expansion_20 True FOV001 1 \n", "2 gd True FOV001 1 \n", "3 gd_expansion_20 True FOV001 1 \n", "4 cd8 True FOV001 2 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs_columns = ['area', 'perimeter', 'centroid', 'min_x', 'min_y', 'max_x', 'max_y', 'vertices', \n", " 'BoundingBox', 'mask_name', 'per_object', 'selection', 'object_id']\n", "counts_columns = full_df.columns.difference(obs_columns)\n", "counts = full_df[counts_columns]\n", "\n", "obs = full_df[obs_columns]\n", "\n", "\n", "adata = ad.AnnData(counts)\n", "adata.obs = obs\n", "adata.layers[\"counts\"] = adata.X.copy()\n", "adata.obs.head()" ] }, { "cell_type": "code", "execution_count": 26, "id": "e3b7b5e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "sns.boxplot(x='mask_name', y='area', data=adata.obs, showfliers=False)\n", "\n", "# Overlay the points\n", "sns.stripplot(x='mask_name', y='area', data=adata.obs, alpha=0.5)\n", "\n", "plt.title('Boxplot of Mask Areas')\n", "plt.xlabel('Mask Name')\n", "plt.ylabel('Area')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "67f52b9a", "metadata": {}, "source": [ "Normalization\n", "\n", "We will normalize the values, as it was single cell data" ] }, { "cell_type": "code", "execution_count": 28, "id": "32304c03", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/scanpy/preprocessing/_normalization.py:243: UserWarning: Some cells have zero counts\n", " warn(UserWarning(\"Some cells have zero counts\"))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Elbow at: 13\n" ] }, { "data": { "image/png": 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tbdGjRw+cOXPGnNUkIiIiBTJryOnZsye2bNmC8+fPIyEhAZcvX8bLL79c5THR0dFYsWIF1qxZg5SUFLi5uaFPnz7Iy8szZ1WJiIhIYVRCCFFTF/vmm2/w4osvQqvVwsbGRu99IQQ8PDwwY8YMzJkzBwCg1Wrh6uqKqKgoTJw48aHXyM3NhZOTE3JycuDo6GjyeyAiIiLLMeZ3vsbG5Pz111/YtGkTgoODDQYcAEhPT8eNGzfQt29faZ9arYZGo8HBgwcNHqPVapGbm6vzIiIiIjJ7yJkzZw7s7e3RrFkzXL16FTt37qy07I0bNwAArq6uOvtdXV2l9yqKiIiAk5OT9PLy8jJd5YmIiKjOMjrkhIeHQ6VSVfk6evSoVH7WrFk4ceIE9uzZAysrK7z++ut4WA+ZSqXS2RZC6O0rM2/ePOTk5Eiva9euGXtLREREpEDWxh4wbdo0jBw5ssoyPj4+0t/Ozs5wdnZGmzZt0LZtW3h5eSE5ORndu3fXO87NzQ3AgxYdd3d3aX92drZe604ZtVoNtVpt7G1U6tChQ0hPT0evXr2k+gDAhg0bMHbsWJNdh4iIiMzL6JYcZ2dn+Pv7V/lq1KiRwWPLWnC0Wq3B9319feHm5oa9e/dK+4qKipCYmIjg4GBjq2q0NWvW4PXXX8dXX32FwMBAbNu2TXpv1apVZr8+ERERmY7RLTlyHTlyBEeOHMHTTz+Npk2bIi0tDf/85z/h5+en04rj7++PiIgIDB06FCqVCjNmzMDSpUvRunVrtG7dGkuXLoWdnR1Gjx5trqpKPv30Uxw7dgyOjo44e/YsXnzxRRQWFuK11157aBcbERER1S5mCzm2trbYtm0bFi5ciIKCAri7u6Nfv36Ij4/X6V46f/48cnJypO3Zs2fj7t27mDJlCv773/+ia9eu2LNnDxwcHMxVVYkQQpqOFhAQgH379qFPnz4oKSmpdEwQERER1U41+pycmvB3npPzxBNPYPfu3XBxcZH2ZWZm4rnnnsO1a9f4QEIiIiILq5XPyakL5s6di8uXL+vs8/DwwE8//YRRo0ZZqFZERERUHWzJISIiojqDLTnVFBkZidWrV+vtj4qKQnR0tAVqRERERNXFlpxygoKCkJycDFtbW539hYWFCA4OxsmTJ01YUyIiIjIWW3L+hooBBwDs7Ow4hZyIiKiOYcgpJz8/32CYKS0t5cwqIiKiOoYhpxyNRoPFixfr7Y+IiIBGo7FAjYiIiKi6OCannFu3bkGj0cDR0VF6KnNycjLu3LmDxMREnefnEBERUc3jmJxqat68OeLj4zFs2DBcuHABRUVFCA0NxfHjxxlwiIiI6hiGnHJiYmKg0WiQkJCApKQk9O7dG+PGjTM4GJmIiIhqN4accmJiYpCamorDhw8jKSkJK1assHSViIiIqJoYcsqxsbGBp6cnACAwMBAFBQUWrhERERFVl9lWIa+LtFotzp07J00jr7gdEBBgyeoRERGRETi7qhwfHx+oVCqD76lUKqSlpZmiikRERFRNxvzOsyWnnIyMDEtXgYiIiEyEY3KIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkRhyiIiISJEYcoiIiEiRGHKIiIhIkcwacoYMGYIWLVqgUaNGcHd3x5gxY5CZmVnlMSEhIVCpVDqvbt26mbOaREREpEBmDTk9e/bEli1bcP78eSQkJODy5ct4+eWXH3pcv379kJWVJb1++OEHc1aTiIiIFMjanCd/++23pb+9vb0xd+5cvPjii7h//z5sbGwqPU6tVsPNzc2cVSMiIiKFq7ExOX/99Rc2bdqE4ODgKgMOABw4cAAuLi5o06YNQkNDkZ2dXUO1JCIiIqUwe8iZM2cO7O3t0axZM1y9ehU7d+6ssnz//v2xadMm7Nu3Dx9++CFSUlLQq1cvaLVag+W1Wi1yc3N1XkRERERGh5zw8HC9gcEVX0ePHpXKz5o1CydOnMCePXtgZWWF119/HUKISs8/YsQIDBw4EO3atcPgwYOxa9cuXLhwAd9//73B8hEREXBycpJeXl5ext4SERERKZBKVJU4DLh9+zZu375dZRkfHx80atRIb/8ff/wBLy8vHDx4EN27d5d9zdatW+PNN9/EnDlz9N7TarU6rTy5ubnw8vJCTk4OHB0dZV+DiIiIar/c3Fw4OTnJ+p03euCxs7MznJ2dq1WxsjxVWdeTIX/++SeuXbsGd3d3g++r1Wqo1epq1YeIiIiUy2xjco4cOYI1a9bg5MmTuHLlCvbv34/Ro0fDz89PpxXH398f27dvBwDk5+dj5syZOHToEDIyMnDgwAEMHjwYzs7OGDp0qLmqSkRERApktinktra22LZtGxYuXIiCggK4u7ujX79+iI+P12l5OX/+PHJycgAAVlZWSE1NxRdffIE7d+7A3d0dPXv2xObNm+Hg4GCuqhIREZECGT0mp7Yzpq+OiIiI6hZjfue5dhUREREpEkMOERERKRJDDhERESkSQw4REREpEkMOERERKRJDDhERESkSQw4REREpEkMOERERKRJDDhERESkSQw4REREpEkMOERERKRJDDhERESkSQw4REREpEkNONX333Xf44YcfAABJSUl466238Pnnn1u4VkRERFTG2tIVqIsWLFiAPXv2oKioCPv27cORI0cwcOBAxMXFITMzEwsWLLB0FYmIiOo9lRBCWLoSppSbmwsnJyfk5OTA0dHRLNcIDAzEiRMnUFhYCDc3N1y7dg3NmjVDXl4ennrqKZw+fdos1yUiIqrvjPmdZ3dVNdjY2MDa2hqOjo5o3bo1mjVrBgBwcHCAlZWVhWtHREREAENOtZSUlEh/r1u3TvpbCIGioiJLVImIiIgqYMiphkWLFqGgoAAA0L17d2n/xYsXMXr0aEtVi4iIiMrhmBwiIiKqMzgmx8wiIyOxevVqvf1RUVGIjo62QI2IiIioIrbkVENQUBCSk5Nha2urs7+wsBDBwcE4efKkWa5LRERU37ElpwZUDDgAYGdnB4VlRiIiojqLIaca8vPzDYaZ0tJS5OXlWaBGREREVBFDTjVoNBosXrxYb39ERAQ0Go0FakREREQVcUxONdy6dQsajQaOjo7SFPLk5GTcuXMHiYmJcHFxMct1iYiI6juOyTGz5s2bIz4+HsOGDcOFCxdQVFSE0NBQHD9+nAGHiIiolmDIqYaYmBhoNBokJCQgKSkJvXv3xrhx4wwORiYiIiLLYMiphpiYGKSmpuLw4cNISkrCihUrLF0lIiIiqoAhpxpsbGzg6ekJ4MGK5GVLPBAREVHtYW3pCtRFWq0W586dk6aRV9wOCAiwZPWIiIgInF1VLT4+PlCpVAbfU6lUSEtLM8t1iYiI6jtjfufZklMNGRkZlq4CERERPQTH5BAREZEiMeQQERGRIjHkEBERkSIx5BAREZEi1UjI0Wq16NChA1QqFU6ePFllWSEEwsPD4eHhAVtbW/To0QNnzpypiWoSERGRgtRIyJk9ezY8PDxklY2OjsaKFSuwZs0apKSkwM3NDX369EFeXp6Za0lERERKYvaQs2vXLuzZswfLly9/aFkhBFauXImwsDAMGzYM7dq1w4YNG1BYWIgvv/zS3FUlIiIiBTFryLl58yZCQ0OxceNG2NnZPbR8eno6bty4gb59+0r71Go1NBoNDh48aM6qEhERkcKYLeQIIRASEoJJkyahc+fOso65ceMGAMDV1VVnv6urq/ReRVqtFrm5uTovIiIiIqNDTnh4OFQqVZWvo0ePYvXq1cjNzcW8efOMrlTFJROEEJUuoxAREQEnJyfp5eXlZfT1iIiISHmMXrvq9u3buH37dpVlfHx8MHLkSHz77bc64aSkpARWVlZ49dVXsWHDBr3j0tLS4Ofnh+PHj6Njx47S/hdeeAFNmjQxeIxWq4VWq5W2c3Nz4eXlZda1q4iIiMgyzLp2lbOzM5ydnR9a7qOPPsLixYul7czMTDz//PPYvHkzunbtavAYX19fuLm5Ye/evVLIKSoqQmJiIqKiogweo1aroVarjb0NIiIiUjizLdDZokULne3GjRsDAPz8/ODp6Snt9/f3R0REBIYOHQqVSoUZM2Zg6dKlaN26NVq3bo2lS5fCzs4Oo0ePNldViYiISIEsvgr5+fPnkZOTI23Pnj0bd+/exZQpU/Df//4XXbt2xZ49e+Dg4GDBWhIREVFdY/SYnNrOmL46IiIiqluM+Z3n2lVERESkSAw5REREpEgMOURERKRIDDlERESkSAw5REREpEgMOURERKRIDDlERESkSAw5Nax///6WrgIREVG9YPEnHivZ8OHD9fYlJSVJ+7ds2VLTVSIiIqo3GHLM6Oeff8bAgQPx7LPPAgCEENi/fz8GDhxo4ZoREREpH5d1MKNbt25h6tSpcHNzQ2RkJOzs7ODr64v09HSL1ouIiKiu4rIOtUTz5s2xZcsWdO3aFRqNBvv374dKpbJ0tYiIiOoFdlfVgFdffRU9e/bEhAkTkJuba+nqEBER1QsMOTXEw8MD3333naWrQUREVG+wu8qMIiMjsXr1ar39UVFRiI6OtkCNiIiI6g8OPDajoKAgJCcnw9bWVmd/YWEhgoODcfLkSctUjIiIqI7iwONapGLAAQA7OzsoLFsSERHVOgw5ZpSfn28wzJSWliIvL88CNSIiIqo/GHLMSKPRYPHixXr7IyIioNFoLFAjIiKi+oNjcszo1q1b0Gg0cHR0RPfu3QEAycnJuHPnDhITE+Hi4mLR+hEREdU1HJNTSzRv3hzx8fEYNmwYLly4gKKiIoSGhuL48eMMOERERGbGkGNGMTEx0Gg0SEhIQFJSEnr37o1x48YZHIxMREREpsWQY0YxMTFITU3F4cOHkZSUhBUrVli6SkRERPUGQ44Z2djYwNPTEwAQGBiIgoICC9eIiIio/uCyDmak1Wpx7tw5aRp5xe2AgABLVo+IiEjROLvKjHx8fCpddVylUiEtLa2Ga0RERFS3GfM7z5YcM8rIyLB0FYiIiOotjskhIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRWLIISIiIkXiwwBrmSNHjuDXX39Fx44d0aNHD0tXh4iIqM5iS46F9e7dW/o7ISEBL7/8Ms6fP48JEyZg/fr1FqwZERFR3caWHAv766+/pL9XrlyJPXv2wN/fHzdv3sTzzz+PiRMnWrB2REREdVeNtORotVp06NABKpUKJ0+erLJsSEgIVCqVzqtbt241UU2LKL+AZ0FBAfz9/QEArq6uaNCADW1ERETVVSMtObNnz4aHhwdOnTolq3y/fv0QGxsrbTds2NBcVbO49PR0DB8+HEIIXL9+Hffu3UOjRo0AAEVFRRauHRERUd1l9pCza9cu7NmzBwkJCdi1a5esY9RqNdzc3Mxcs9ph5cqV0t+DBg1CYWEhGjVqhMzMTLzwwguWqxgREVEdZ9aQc/PmTYSGhmLHjh2ws7OTfdyBAwfg4uKCJk2aQKPRYMmSJXBxcTFYVqvVQqvVStu5ubl/u941aezYsQb3e3h4YMmSJTVcGyIiIuUw26APIQRCQkIwadIkdO7cWfZx/fv3x6ZNm7Bv3z58+OGHSElJQa9evXSCTHkRERFwcnKSXl5eXqa6hRoRGRmJ1atX6+2PiopCdHS0BWpERESkDCohhDDmgPDwcCxatKjKMikpKTh48CA2b96Mn3/+GVZWVsjIyICvry9OnDiBDh06yL5eVlYWvL29ER8fj2HDhum9b6glx8vLCzk5OXB0dJR9HUsJCgpCcnIybG1tdfYXFhYiODj4oQO1iYiI6pPc3Fw4OTnJ+p03urtq2rRpGDlyZJVlfHx8sHjxYiQnJ0OtVuu817lzZ7z66qvYsGGDrOu5u7vD29sbFy9eNPi+Wq3Wu0ZdUzHgAICdnR3K58/Dhw+jbdu2cHR0xL179xAeHo4jR44gKCgI77//PhwcHGqyykRERLWe0SHH2dkZzs7ODy330UcfYfHixdJ2ZmYmnn/+eWzevBldu3aVfb0///wT165dg7u7u7FVrRPy8/MhhNCZSg4ApaWlyMvLk7bfeOMNqVVnzpw5uHPnDmbNmoXdu3dj0qRJ2LRpU01Wm4iIqNYz28DjFi1a6Gw3btwYAODn5wdPT09pv7+/PyIiIjB06FDk5+cjPDwcL730Etzd3ZGRkYH58+fD2dkZQ4cONVdVLUqj0WDx4sVYsGCBzv6IiAhoNBppu0GDBtJU+l9++QVHjx5FgwYN0L9/fwQFBdVonYmIiOoCiz/x+Pz588jJyQEAWFlZITU1FV988QXu3LkDd3d39OzZE5s3b1Zsd0xUVBQ0Gg2+//57dO/eHQCQnJyMO3fuIDExUSpnZ2eHCxcuoE2bNmjWrBny8/Ph6OiIoqIi3L9/31LVJyIiqrWMHnhc2xkzIKm2OH36NHbv3o3ExET4+PigU6dOGDVqlM5YncTERISEhGDMmDEoLCxEYmIiBg4ciP3792PQoEGYNWuWBe+AiIioZhjzO891AywsJiYGGo0GCQkJSEpKQu/evTFu3Di9wcgajQa//vorhBBIT0+Hu7s7/vzzT0RGRjLgEBERGcCWHAtr164ddu/eDU9PT6SmpmLy5MlISkqydLWIiIhqJbbk1CE2NjbSQOzAwEAUFBQYLMeHBhIRERnH4gOP6zutVotz585Jz8SpuB0QEAAA+Oqrr5CcnKx3/PTp0xEcHIzZs2fXXKWJiIjqAIYcCyssLMSAAQN09pVtq1QqpKWlSfvlPDSQiIiIHmDIsbCMjAxZ5eQ+NJCIiIge4JicOqLsoYEVVXxoIBERET3A2VV1xK1bt6DRaODo6GjwoYEuLi4WriEREZH5cXaVAjVv3lxaif3ChQsoKipCaGgojh8/zoBDRERkAENOHSH3oYFERET0AENOHRETE4PU1FQcPnwYSUlJWLFihaWrREREVKsx5NQRch8aSERERA9wCnkdIfehgURERPQAZ1fVET4+PnrPyClT8aGBRERESmXM7zxbcuoIuQ8NnDlzJl577TV06NDBrPUhIiKq7TgmR2E+/fRT9O3bF0888QTWrl2LO3fuWLpKREREFsGQozAtW7bE9evXMXfuXHz77bfw8vLCq6++iv3791u6akRERDWKIUdhVCoVbGxsMHz4cOzevRtnz56Fv78/3nzzTfj5+Vm6ekRERDWGIUdhKo4j9/LywoIFC3D58mV8+umnFqoVERFRzWPIUZiRI0dW+l6vXr1qsCZERESWxSnkREREVGdwgc56LDIyEqtXr9bbHxUVhejoaAvUiIiIyDLYkqMwQUFBSE5O1lu4s7CwEMHBwTh58qRlKkZERGQCbMmp5wytTG5nZ6c3KJmIiEjJGHIUJj8/32CYKS0tRV5engVqREREZBkMOQqj0WiwePFivf0RERHQaDQWqBEREZFlcEyOwty6dQsajQaOjo7o3r07ACA5ORl37txBYmIiXFxcLFxDIiKi6uOYnHqsefPmiI+Px7Bhw3DhwgUUFRUhNDQUx48fZ8AhIqJ6hSFHYWJiYqDRaJCQkICkpCT07t0b48aNMzgYmYiISMkYchQmJiYGqampOHz4MJKSkrBixQpLV4mIiMgiGHIUxsbGBp6engCAwMBAFBQUWLhGRERElmFt6QqQaWm1Wpw7d06aRl5xOyAgwJLVIyIiqjGcXaUwPj4+UKlUBt9TqVRIS0ur4RoRERGZjjG/82zJUZiMjAxLV4GIiKhW4JgcIiIiUiSGHCIiIlIkhhwiIiJSJLOGnLJBsOVfc+fOrfIYIQTCw8Ph4eEBW1tb9OjRA2fOnDFnNYmIiEiBzN6S8/777yMrK0t6vffee1WWj46OxooVK7BmzRqkpKTAzc0Nffr04QratVhpaSk+/fRT9OrVC61atUKrVq3Qq1cvfPLJJygpKbF09YiIqJ4y++wqBwcHuLm5ySorhMDKlSsRFhaGYcOGAQA2bNgAV1dXfPnll5g4caI5q0rVNGXKFGRlZWHWrFnw8fGBEAJXrlzBunXrcOzYMaxfv97SVSQionrIrM/J8fHxgVarRVFREby8vPDKK69g1qxZaNiwocHyaWlp8PPzw/Hjx9GxY0dp/wsvvIAmTZpgw4YNesdotVpotVppOzc3F15eXvX2OTly/fXXX4iOjoanpyemTZuGRYsW4cCBA2jXrh0++OADNGnSRPa5WrdujYsXL+rtF0KgdevWuHTpkglrTkRE9VmtWYX8rbfeQnx8PPbv349p06Zh5cqVmDJlSqXlb9y4AQBwdXXV2e/q6iq9V1FERAScnJykl5eXl+luQMHGjRuHv/76CwcPHsSgQYNw4cIFzJo1CyUlJUa3mKlUKty+fVtv/+3btyt9MCEREZG5Gd1dFR4ejkWLFlVZJiUlBZ07d8bbb78t7Wvfvj2aNm2Kl19+GVFRUWjWrFmlx1f8YRRCVPpjOW/ePLzzzjvSdllLDlUtLS0NO3bsQHFxMdzd3ZGVlQVra2v0798f7du3N+pcc+bMQVBQEIYNGwZvb2+oVCqkp6djx44dD/1nhYiIyFyMDjnTpk3DyJEjqyzj4+NjcH+3bt0AAJcuXTIYcsrG7ty4cQPu7u7S/uzsbL3WnTJqtRpqtVpO1ckAIQSKi4ulta1UKhVKS0uNOsf48ePRu3dvbN26FVevXgXw4J+BX375Bb6+viavMxERkRxGhxxnZ2c4OztX62InTpwAAJ0AU56vry/c3Nywd+9eaUxOUVEREhMTERUVVa1rkmGdOnXC8OHDUVhYiH79+iEkJARDhw7Fjz/+qLOIZ0JCAjZu3IiMjAzY2NggICAAM2fORGBgoM75fHx8MHPmzJq+DSIiokqZbUzOoUOH8H//9384efIk0tPTsWXLFkycOBFDhgxBixYtpHL+/v7Yvn07gAetCDNmzMDSpUuxfft2/PbbbwgJCYGdnR1Gjx5trqrWS+vWrcPTTz+Nvn37Ii4uDqNHj8aGDRtgZ2eHTz75BAAwf/58fPrpp3j22Wfh4OCA3r17IyAgAEOGDMHOnTtlX4eIiMgSzDa76vjx45gyZQp+//13aLVaeHt7Y+TIkZg9ezbs7Oz+VwGVCrGxsQgJCQHwoPtk0aJFWL9+Pf773/+ia9euWLt2Ldq1ayfruvV9FXJTatu2LX777TdYWVkhLy8PL774In766Sekp6dj6NChOHny5EPP0aJFC6kLi4iI6O+qFauQP/HEE0hOTn5ouYoZS6VSITw8HOHh4WaqGQFAZGQk7O3tMX36dJ39UVFRUKlUmD17NmxsbGBlZQUAaNSoEf766y8AD7oVi4uLpWOGDx9u8BpCCOkYIiKimmb2hwFS7fTVV18ZDKHTp09HcHAwZs+ejc6dO2P8+PHo378/tmzZgp49ewIA7t69i/v370vHfP/991i5cqXe84+EENi/f795b4SIiKgSDDn1mK2trd4+Ozs7qXVtzZo1WLp0KTZs2IAuXbpgzpw5AIDi4mJs2bJFOqZDhw7o2LEjOnfurHe+BQsWmKn2REREVWPIqafy8/MNPn+otLRUWifMzs4Oixcv1jvWwcEBQUFB0vaqVasqnTGXmJgoqz5hYWFYsmSJ3OoTERE9lNkX6KTaSaPRGAwwERER0Gg0AB6M21m9erVemaioKERHR0vbnTt3xqOPPmrwOi1btpRVn40bN8oqR0REJJdZ166yBM6ukufWrVvQaDRwdHRE9+7dAQDJycm4c+cOEhMT4eLigqCgICQnJ+t1axUWFiI4OFiaXSVnEDMAPPnkkwbrIoRAamoq7t27Z+K7JCIipTHmd54hpx47ffo0du/ejcTERPj4+KBTp04YNWqUFGqCgoJw6tQpg8eWf09uGGrSpAm++uornUcIAA9CzogRI3Dz5k0T3yERESlNrZhCTrVbTEwMwsLC0KZNG/z+++8YP348hg0bplNGzridMg8bxAwAHTt2hJOTE4KDg/XKVrYyPRERUXVxTE49FRMTg9TUVBw+fBhJSUlYsWKFXhk543aA/4WhiiqGobi4OLRt29ZgfS5fvlyd2yAiIqoUW3LqKRsbG3h6egIAAgMDUVBQoFcmKioKGo0G33//vcFxO2XKwlDF6eIVw5C3t3el9WFLDhERmRpDTj2l1Wpx7tw5qQWm4nZAQACaN2+O+Ph4nXE7oaGhOuN2APlhqCrr1q3DpEmTpO34+HikpaVhwIAB6NChg7Q/IiIC8+bN+7u3T0RE9QAHHtdTPj4+emNtyqhUKqSlpemN24mNjdUbt1PmYYOYH6b8GlfvvfceEhMT0aFDB2zduhVz587FW2+9BeDBciHHjx+vxh0TEZEScOAxPVRGRsZDy5SN2/H09ERqaiomT55sMOTIGcQMyF/j6ptvvsHRo0fRsGFDhIWFYciQISgoKMD8+fMNjv0hIiIyhCGHKiVn3A4gPwzJXeOqtLRUKuPm5ob//Oc/6N+/P0pKSiptfSIiIqqIIYcqJWfcDiA/DMld46px48bIyMiAj48PAMDR0RE//vgjnn/+eZw5c8Zk90dERMrGkEOVKiwsxIABA3T2lW2XjdsB5IchuWtcRUREICcnR+f9xo0bY8+ePVi1apUJ7oyIiOoDDjymv03OIGYiIiJT4MBjqlFyBjED8te4qkrFqeZERESVYUsO1Ri5a1xVpfxUcyIiqn/YkkO1lpw1ruRONSciIqoKQw7VGLkLfsqdak5ERFQVhhyqMXLXuJI71fz+/ftYv349GjRogAkTJmDbtm3YtGkT2rdvjwULFnA9LCKieo5jcqjG3Lp1CxqNBo6OjgbXuHJxcQEAHD16FO7u7nj00Uf1zpGWloaWLVsCACZPnozs7GzcvXsXTk5O0Gq1GDFiBLZt2wY3NzdONyciUiBjfucZcqhG/d01rsoLDAxEamoq7t27BxcXF9y4cQN2dnYoKipCp06dkJqaaoY7ICIiSzLmd75BDdWJCDExMdBoNEhISEBSUhJ69+6NcePG6QWcyMhIrF69Wu/4qKgoREdHS9s2NjYAgEaNGsHPzw92dnYAgIYNG8LauvKe2MDAQFPcDhER1XIck0M1Ru4aV1999RWSk5P19k+fPh3BwcHS83SEECgpKYGVlRV27NghlSsuLkZxcTEA4Mknn9Q7z8WLF6X9R44cMcWtERFRLcSQQzVG7hpXgLyp5h9//DHu378PKysreHt7S/uvXr2Kt99+G8CDGV1PPfUUxowZAyEEhBAYNWoUli1bpnNurVYLtVotbW/duhW//PILOnbsiJCQkGrdLxERWRZDDtUYuWtcyZ1q3q1bN4PXadmypTQ4+cSJEwgLC8OKFSuwbt06uLm5wdbWVmc2FwB0794dx48fB/AgPK1btw6jRo3CZ599hmvXrunNCCMiotqPY3KoxpQt+Dlw4EAMHDgQd+/elbYHDRoklSubal5RxanmVVm3bh0AQK1WY/ny5Xj33XcxePBgxMXFGSxfvoUoLi4OP/zwA+bOnYtdu3Zhy5Yt0ns7duzAn3/+CQC4ffs2RowYgZYtW2Lo0KHIzMyUVTciIqoZnF1FtY7cqeZVMbT8Q2FhIWbNmoWkpCScOnVK570nnnhCasnp3Lkzjh49Kr3XsWNHnDhxAgDQtm1bnDlzBg0aNEBISAg8PT3x6quvYteuXdi3bx++++67v3XvRERUNS7rQHVa8+bNER8frzPVPDQ0VG+qubHLP9jZ2WHt2rUGjzl//jyefPJJCCFw8eJF5OXlwcHBAUII3L9/XyqnUqnQoMGDBtBTp05JLUNt27bFxo0bpXIvv/wyXnvtNQwePBhWVlZGfwZERPT3MeRQrRMTE4OwsDC0adMGv//+O8aPH29wFtbfXf6h/IrmP/zwg857ZeOBbt68icmTJ0v7XV1dcejQIXTv3h2enp64ceMG3NzckJeXpxOGEhMTceHCBUyaNAljxozB+PHj4e/vL/9DICKiv43dVVTrtGvXDrt379aZap6UlKRX7qmnnsKqVasMLv/g5eWFa9euVXmd6qxonpqaiqFDhyI4OBhqtRp79uxBz549kZKSgnnz5uG1114D8L8uriNHjuBf//oXNm/ejICAAIwfPx4jRoyAvb29UdclIqIH+MRjhpw6rfwYGEPbZeQs/1BVl9auXbuQn5//0PqUb/EBgLt37+LLL7/E2bNncf/+fXh7e2P48OHw8vKSypQf41N2zNatW/Gvf/0Lx48fR05ODtLS0jB//nx4enri/fffx9SpU3HgwAG0a9cOa9euRYsWLR5aNyKi+oYhhyGnTgsICEBCQoI04+nll1/W2S6bai6Hvb19pV1aM2fOxO3btx96juq0+FQWzID/BbDevXujV69eyM3Nxb59+9CrVy+MHTsW33zzDRITE7Fr1y6jrklEVB8w5DDk1Gk+Pj56z8gpo1KpkJaWBuDB8g/29vaYPn26TpmoqCioVCrMnj1bdpeWqVt8Nm7ciDFjxlRZPigoCKdOnYIQAo8++qjOFPQOHTrg5MmTD70mEVF9w5DDkFMvBAUFITk5We/pyIWFhQgODsbJkydlr2huiRafdu3a4fTp0ygsLISbmxuysrLg4OCA4uJiBAYG4ty5cwAeLFOxcuVK/Pvf/0ZGRgZsbGwQEBCAOXPmYMCAAbKvR0SkBJxCTvXGw5Z/MNSCU6Ys4AAPWk46duxosHz5px0bO23dkLIWnwEDBuCpp56CVqvFhAkTMHLkSPTs2RM//fQTnnnmGan85MmTIYTAP//5T8THx6Ndu3Z47LHHEBYWhuvXryM0NFTWdYmI6huztuT4+PjgypUrOvvmzJmDyMjISo8JCQnBhg0bdPZ17drV4IKNhrAlp/7w8/PDpUuXDC7/0KpVK6Slpcnq0gLkDWIGTN/i88033wAABg8ejOPHjyMuLg4tW7bE1KlTpWsEBATg7NmzAICioiI899xz+Pnnn3H79m08++yz0nulpaX4/PPP8dVXX0nnb9GiBUaOHInx48fzeT1EpAi1qiXn/fff1/k/zcaNGz/0mH79+iE2NlbarviDQgT8b/mHiutKlV/+Qe6K5pZq8RkyZIj0d6dOndCpUye9Y6ysrKTV1ouKiqTxQc7OzjrBZcqUKcjKysKsWbPg4+MDIQSuXLmCdevW4dixY1i/fn2l91gmLCwMS5YseWg5IqK6wOwhx8HBAW5ubkYdo1arjT6G6p+oqChoNBp8//33Bpd/KCNnRXO5LT6rVq2Cu7u7wfqUv6YpH1T4/PPPY+DAgXjuueewc+dO6cGIOTk5KC4ulo756aefcPHiRZ3zBAQEoF+/fmjduvVDrwk8GDBdFnLi4+ORlpaGAQMGoEOHDlKZiIgIzJs3DwBw//59rF+/Hg0aNMCECROwbds2bNq0Ce3bt8eCBQv4PyhEZFFm767SarUoKiqCl5cXXnnlFcyaNavK//CFhIRgx44daNiwIZo0aQKNRoMlS5ZUul6RVquFVquVtnNzc+Hl5cXuqnri9OnTOss/dOrUSWf5BzldWoC8QczGMOWDCoUQ+Pzzz3Hq1Cl06dIFr7/+OoAH/+zn5ORI/260adMGBw8ehLOzs865bt26heDgYCkAPfnkkwavKYRAamoq7t27h/feew+JiYno0KEDtm7dirlz5+Ktt94CoPsMoMmTJyM7Oxt3796Fk5MTtFotRowYgW3btsHNzQ2rVq2q9B4DAwORmppa5edARFRRremueuutt/DEE0+gadOmOHLkCObNm4f09HR89tlnlR7Tv39/vPLKK/D29kZ6ejoWLFiAXr164dixY1Cr1XrlIyIisGjRInPeBtVScpZ/kNOlVaamW3zkdmmpVCq8+eabeuXUarVO+J8zZw6CgoIwbNgweHt7Q6VSIT09HTt27ND5d+TChQv46quvYGdnp3fdESNGAHgwVujo0aNo2LAhwsLCMGTIEBQUFGD+/Pk6n0dSUpIUjFxcXHDjxg3Y2dlh6NChOl1vhoLVxYsXpf1HjhwB8CC4lf/3fOvWrfjll1/QsWNHhISEAHiwEvwzzzyDZs2a4fbt25g6dSpSUlIQFBSEtWvXwsPDw+DnSkT1kDDSwoULBYAqXykpKQaP3bp1qwAgbt++Lft6mZmZwsbGRiQkJBh8/969eyInJ0d6Xbt2TQAQOTk5xt4a1TGPP/64uHbtmhBCiNOnT4unnnpKr0x2drZo27at6Nq1q5gxY4aYMWOG6Natm/D39xc3b96UyrVs2VKUlpbqHV9SUiJ8fX2l7fbt24vCwkK9cgUFBSIoKMio+tvZ2YlPPvlExMXF6bxiY2NFs2bNZJ3j448/1tlOS0sTy5YtE9OnTxfTp08Xy5YtE2lpaTplevToIX799VeD5/P09BRCPPhsy8vJyRHBwcHi/fffFx07dpT2l/+7Q4cOOseU327btq148803RWJiojhw4IDYv3+/cHNzEwcOHBAHDhwweL6YmBjRvn17ERERIZ566inx/vvvCyGE8Pf3FyUlJUIIIcaOHSvCwsLE2bNnxYcffigGDhxYySdFREqRk5Mj+3fe6JBz69Ytce7cuSpfd+/eNXjsH3/8IQCI5ORko67ZqlUrERkZKausMTdPdVtVP6rlnTp1SkRFRYkBAwaIKVOmiM8//1wvqLzxxhvSj2h5ixcvFiEhIdJ2+/btK61P+fciIiLERx99pFcmMjJSREVFCSGECA4OrvR/CMrCxsN4eXnJKldeRkaG+Ouvvwy+p9VqhRBCdO3aVaSnp+u8l5eXJ4KDg0XDhg2lfR06dBDFxcXSecvcv39ftGvXTtq+d++eePfdd8ULL7wgsrKyhBBCJzyWP1+ZJ598Uvzxxx9CCCFyc3Ol87Vt29Zg+YrbL730kti+fbtUPyJSBmN+543urnJ2dtbr85er7DH3lTXjG/Lnn3/i2rVrRh1D9YNWq8W5c+ek7pOK2wEBAbJXNJc7iDk/Px9CCINjfPLy8qRtObO65A5iNubZPIcOHUJ6ejp69+4NV1dXaf+GDRswduxYAIC3t7fB8wH/m8kYERGBnJwcnfcaN26MPXv26Iyz+fjjj3H//n1YWVnpnPfq1at4++23pW21Wo3ly5fjl19+weDBgzF16lSD1y//uZaUlEhT+h0cHGBt/eA/V6ZeCV7uGmJyHsrIafxEtYvZBh4fOnQIycnJ6NmzJ5ycnJCSkoK3334bnTt3xs6dO6Vy/v7+iIiIwNChQ5Gfn4/w8HC89NJLcHd3R0ZGBubPn4+rV6/i3LlzcHBweOh1+Zyc+kPO8g9yVzQHHj6IGQDGjRsHX19fvTE+S5YswaVLl6RHH5Qt2WBIVe8ZIvfZPGvWrMGqVavg7++P5ORkrF+/Xgp0FRcMLQtDvXr10pnJWD4MmUthYSFmzZqFpKQkvc/B3t4ejz/+OIQQuHDhAv744w84ODhACIHAwED89ttvJl8JXu4aYqGhoRBCYMCAAToPZYyMjMSUKVMQGhqKSZMmISsrC5MmTdKbxu/m5iZrGj8RVc2o33lzNScdO3ZMdO3aVTg5OYlGjRqJxx57TCxcuFAUFBTolAMgYmNjhRBCFBYWir59+4rmzZsLGxsb0aJFCzF27Fhx9epV2ddldxWVJ7dLa+3ataJJkybiySefFI6OjpWOATPlGB85XVpCyO/Wat++vfTP/ZkzZ0Tr1q3Fxo0b9e579erVolWrVmLQoEHC2dlZ517Lj4k5ePCg2LRpk9S9VCYuLk5nW245OcrG6JS98vLyhBBCZGVliTVr1kjlCgsLxWeffSbeeecdMX36dLF8+XK9/06Uv5eyY7744gvRo0cP4ejoKO0v62YsLS0V7u7uOseUH2dVvptMq9WKZ555RgjxoAu/7L1WrVoZvK/S0lLh5+cn6zOYP3++rHJE9ZVZx+TUdgw5VF7btm3F2bNnxZkzZ8SZM2f0tsvIGcRcxlRjfOQOYk5JSZHGplR0+fJl6e/AwECd965duyb8/f1FXFyczg++nDAkNwjJLSeEacOQHJUFWiF0P7fHH39clJSUiLy8PGFvby9yc3OFEA/GFfn7+0vl2rVrJ43vycvL07m/svFCrVu3Frdu3dK7XnZ2dqUBqKKK46y++uorsWTJEnHixAmd/UuXLpX+LioqEqtXrxZr164V9+/fF5s3bxZDhgwR7733njTOypDy46aI6gqzjskhqksKCwv1FrEs2y6/ormNjQ08PT0BPHh+S0FBgcHzmXqMj5xp63KfxmxtbY3s7GxpWrmnpyd++uknPPfcczrP5RFCSE28AQEB2LdvH/r06YOSkhKp++/TTz/FsWPH4OjoiLNnz+LFF19EYWEhXnvtNZ26yS1Xvivtrbfe0ulKW7VqlU4XmZyuNDll3nnnHVmfm9w1xOQ8lFHuNP6qnlWUnZ0tbZd/XlH//v11nlf09ddfSw9l/Mc//iE9r+iXX36BVqvF6NGjsW3bNsyaNQurVq0y6TR+ojrDvHmr5rElh6rDEi0+cqety+3W2rx5szh48KBeuczMTBEaGiptd+zYUadrTQghrl+/Ltq2bSsaN24shJDfKmTK1iMh5LUMGdN6JNfOnTvFzp07RWlpqTh69KiYNm2aWLFihU4rSGlpqfj000/FtGnTxIYNG6T99+7d0/k85Uzjd3JyEj/88INe99z+/fuFi4uLVC4wMFCqQ1ZWlujSpYtYsmSJ3udW1iJz9+5d4eDgIA0L0Gq1OrPSTDWNXwghtm/fLj0O5NatW2L48OHC19dXvPjii+L69etGff5ExmB3FUMOGcnb21v4+PgYfJUPHKYc42PMtHVTPZtHCHlhSE4QMqacKcOQ3MAkRM13kckl51lFQpj2eUWmnMYvhPznFcmdyn/58mUxYsQI8e6774qCggIREhIifHx8xKBBg8SVK1eqPJbqF4YchhwyE1O2+MgdxGzKZ/PIJbdVyJStR0LIC0NyA5M5xgvJKfftt9+K77//XgghxC+//CL+8Y9/iM8++0ynvJxnFQlh+ucVCSHEzz//LDp37ixiY2MNhpzyn02nTp103qv4gEdD+ytuOzs7i8DAQOHq6ipmzpwpzp07p3/TQohevXqJxYsXi9mzZ4vOnTuL2bNnizNnzoiIiAjRr18/6X6WLVsmgoKChJOTk3B2dhbPPvus9HlT/cCQw5BDZmLqFh85g5hN/TRmU4YhuUwZhuQGJlPPNpNT7r333hNPPvmk6NChg3j33XfFM888IyIjI8XTTz9tsNXuYfbt2ydOnjyptz8/P1/qthJCiEOHDhl8COvly5fF559/rre/oKBATJkyxWCAtrOzE126dBGdO3cWjo6O0kDs0tJSnZalHj16SN/poEGDpOCXm5urU67ssz58+LCYOHGiaNKkiQgODhaff/65yM/Pl8rJmeX25ptvivHjx4uEhATxyiuviEWLFon4+HjRoUMH8cknn0jlS0pKxCeffCJ69uwp/Pz8hJ+fn+jZs6dYv3697IdDcpZb7cWQw5BDFianxUfutHVTP41ZThiSG4RMHZjkhCG5gcnU44XklGvXrp24f/++yMnJEba2ttKYldzcXL36yGnxsQS50/hPnz4t/Pz8xJgxY8Sbb74pPfIjICBA+lyEkD+VX84sNznT+IUQYuLEiWLIkCHihx9+kP69++GHH8SQIUPEhAkTZH0Oxs5yq+4MNzIeQw5DDlmYnBYfuYOYzbH+VmXK3pPbKlSbW49MPV5ITrmK4am88oHJmBYfuWFITjlTBys5zyuSO5V/1qxZolu3bqJjx47i7bffFgMGDBDLli0T/fr1k8KrnGn8Qsh/XlGXLl0Mvjp37izUarVULiwsTDz99NNi2rRpws3NTaxcuVJ6r6wOkyZNEsOGDRP9+/cXI0eOFEOHDhXx8fFi+PDh4h//+EflH6LgVH5jMeQw5FAdILdLSwjTrr8lJwwZ0yokt5ypwpAlZpvJLVf+nstfu7S0VAQEBEjbclt85IYhOeXMEazk+OKLL2SXfdgst3fffVc8//zzYtmyZeLpp58WH3zwgRBCiDt37ug800ju84pMOctNzgw3IQwHK7VaLf1d5t69ezp1//rrr8U//vEP6eG5ZerjLDeGHIYcqgPkDmI29dOY5YQhua1Cpmw9Kvv7YWHIErPN5Jbbvn27zjiTMufPnxeLFy+WtuW2+MgNQ3LKmTpYCVHzXW5yp/F/9tlnwsPDQ0ybNk0sW7ZMLF++XEydOlU8+uijOvUz5Sw3OTPchDD9VH45s9yUNsONIYchh+oAuYOYTf00ZjlhSG6rkClbj4SQ35X2sDJCWKaLTC65LT5yw5CccqYOVjXV5WZo4LQc6enpD31ekSlnucmd4WbqqfxyZrmZcoZb2T3JmeVmigHghjDkMOSQgph6/S0hHh6G5LYKmbL1SAh5YchSs81M2ZUmt8VHbhiSU87UwcoSXW5CWGbAtpxZbsbOcDPVVH45s9xMOcNNCPmz3EwxANwQhhyGHFIQUz+NWW4YktMqJLecKcOQJWabyS1n6q40uWFITjlTBytLdLn9nSn65VsiTFHOFEwxlV/OLDdTznATQv4sN1MsWGsI164iUhBzrL+VmpoKT09PpKamYvLkyXrrb8ldo0tuuebNmyM+Ph67d+9GYmIifHx8EBoailGjRums3yVnzS+564Ll5+dDCCGtx1WmtLQUeXl5OvvkrCEmt5ycMpGRkbC3t8f06dN1ykVFRUGlUmH27NkAgBdffFHvXADQpk0bhIWFSdtyysk916JFi1BQUAB7e3vp8wUerHM1evRoabukpET6e926ddLfQggUFRVJ2zY2NrC2toajoyNat26NZs2aAQAcHBxgZWVlVLkdO3bgxIkTKCwshJubG65du4ZmzZphypQpeOqpp7BgwQIAwPDhw/XuMykpSdq/ZcsWo8oZ0r9/f+zatavS9+WUsbOzw9q1aw2+98MPP+hsl/1zfPPmTUyePFnaHxgYiNTUVHz55Zc4e/YsXnjhBXh7e+ODDz6Al5cXABj853jMmDEYM2aM9N8PQP46blZWVigpKYGVlRWKioqQn58PAHB2dtb5TlUqFW7fvg1nZ2ed69++fVvv30tzYcghquUyMjJkldNqtTh37pz0H7SK2wEBAQDkhSE5QcjYcqYKQ3IDk0ajweLFi6UfvjIRERHQaDTSttwwJKec3HN99dVXSE5O1rv/6dOnIzg4WAo5csOQnHKmDlamDkNyyskNTD///DMGDhyIZ599VjrH/v37MXDgQJ17kltOThgydWAq/89oeW5ubpg6darOPltbW4wfP77S88tdrDY6OhrffPMNAGDw4ME4fvw44uLi0LdvX51rylmsFpC/YK1ZVbu9qJZidxXVV3IHMsvp/pI7DkhuOVN2pVlitpncckroSjP1gG1TdrnJ7UrLzs4Wr7zyipg+fbo0ldvHx0fv3HLLubq6inHjxom4uDgRFxcnYmNjhbOzs7Qtt4wQQrzyyit6r8aNG0t/V6W2dLnJneUmhLwB4MYy5ndeJUSFdqw6Ljc3F05OTsjJyYGjo6Olq0NU6/j4+FTaVFzW/RUQEICEhASpFejll1/W2S5rFZJbrmPHjjhx4oR0nYrbZdq1a4fdu3frtAwlJSUZXabM6dOndVp8OnXqpNfic+vWLWg0Gjg6Ohrs/nJxcZFdTu65/Pz8cOnSJYMtPq1atZK6EIKCgnDq1CmD91b+PTnljDlXcnKyXrdbYWEhgoODcfLkSQDyW5lMaceOHejTpw/s7e119l+4cAFff/21TksTAGzatAkrV65EdHQ0xo8fr9M1Y0y5W7duYerUqXBzc0NkZCTs7Ozg6+uL9PR0o8oAD1piKrYezZo1C8uXLwcAjB07FoDh1qNdu3ahf//+AKrucjNUriI53W3GlKtJxvzOs7uKqJ6R0/0ldxyQ3HKm7EozZuyRKccL1ZeuNEDeuCJLdLnJ7Uor8+qrr6Jnz56YMGECcnNzDR4rp1zz5s2xZcsWbNq0CRqNBtHR0Xqfo5wyAJCamoqpU6fi2LFjUhhatGiRFG7KmLLLrbaMUTpy5Ah+/fVXdOzYET169KiyrMn8rTajWojdVUS1jym70iw126y+dKVZ4gGPcsvVhmcfXb9+XQwcOFA0a9bsb5X597//LTp37iz27dtncAq5Kbvc5HalmbrLrVevXtLfW7duFV5eXmLixImidevWYt26dZV+Ng/DKeQMOUR1kpwwZOqV4OWGITnlLPHgRrnlLPFMIyFMu0SIJZ59ZE6mCENyyllijJIQuv/OPf3009JDCG/cuFGtRyqUYchhyCGq9+S2+JhykLUlHtxoTLmafqaREKZdIsQSrUdCmPZBkNUhJwzJKWeKwCSE/DBU/vk8FZ/VU3HbGAw5DDlE9Z4pu8jkllNCV5oQlglDplxTzRILzFpq9pqxTBWYhHh4GGrSpIl45ZVXxMsvvyxcXFx0nghdcT0wY3B2FWdXEZFMcmabyS0n91ymnG0mt5zcc1UcsB0bG2twwDZQ87PXxo0bB19fX70B20uWLMGlS5cQGxsLQP7sNVPOcrPU7DVLzHIrLzMzExMmTEBycjJu376t896GDRt0tgcPHoxHHnkEmZmZWLt2LZYsWVKtaxr1O1/tKFVLsSWHiGq72tyVZupWJiFM1+VmidYjIUy/plplLD1g29KtTHJxWQciolrM1FPv5ZQz5TR+wPRPu5ZTzpTLgxhTTs6Uf1M/FgAw3XIjcqf7W+KxAObG7ioiolrKEl1plnjAo9xypu5Kk1vOlA+CtESXmykfKln2t5wuN7nljMWHARIRKYDcdcvklJN7Lks84FFuOUu0HgGmfRCkKVuP5JYz5UMly5hyUVtzYsghIiKJpcKQnHLm6EozVWgy9RO2TdnlZsrABJgnNJkLu6uIiMhsTNnlZuquNEusqWaJLjdTznAD5He5yS1nLGN+5xlyiIioTjD1uCJThiZTj1GSG4bklqvpMUrGlDMWQw5DDhFRvWXK1iNAXhhSwoBtSw3sNhYHHhMRUb1lygHbgLzxR0oZsG2Jgd3mxJBDRERUhdo8e82UA7YtNbDbnBhyiIiIaoipw5CccqYMTIBpW5nMjSGHiIioljFll5spAxNg2lYmc+PAYyIiIpLN1AO7jcWBx0RERGQWph7YbU4NLF0BIiIiInMwe8j5/vvv0bVrV9ja2sLZ2fmhI6uFEAgPD4eHhwdsbW3Ro0cPnDlzxtzVJCIiIoUxa8hJSEjAmDFj8MYbb+DUqVP49ddfMXr06CqPiY6OxooVK7BmzRqkpKTAzc0Nffr0qbF1LoiIiEgZzDbwuLi4GD4+Pli0aBHGjx8v6xghBDw8PDBjxgzMmTMHwIPR2K6uroiKisLEiRMfeg4OPCYiIlIuY37nzdaSc/z4cVy/fh0NGjRAx44d4e7ujv79+1fZ9ZSeno4bN26gb9++0j61Wg2NRoODBw8aPEar1SI3N1fnRURERGS2kFM2NSw8PBzvvfcevvvuOzRt2hQajQZ//fWXwWNu3LgBAHB1ddXZ7+rqKr1XUUREBJycnKSXl5eXCe+CiIiI6iqjQ054eDhUKlWVr6NHj6K0tBQAEBYWhpdeegmdOnVCbGwsVCoVvv766yqvUXFevRCi0rn28+bNQ05OjvS6du2asbdERERECmT0c3KmTZuGkSNHVlnGx8dHGihc/omGarUaLVu2xNWrVw0e5+bmBuBBi467u7u0Pzs7W691p/w51Wq1UfdAREREymd0yHF2doazs/NDy3Xq1AlqtRrnz5/H008/DQC4f/8+MjIy4O3tbfAYX19fuLm5Ye/evejYsSMAoKioCImJiYiKijK2qkRERFSPmW1MjqOjIyZNmoSFCxdiz549OH/+PCZPngwAeOWVV6Ry/v7+2L59O4AH3VQzZszA0qVLsX37dvz2228ICQmBnZ3dQ6eeExEREZVn1mUdli1bBmtra4wZMwZ3795F165dsW/fPjRt2lQqc/78eeTk5Ejbs2fPxt27dzFlyhT897//RdeuXbFnzx44ODiYs6pERESkMFygk4iIiOqMWvGcHCIiIiJLYsghIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRWLIISIiIkViyCEiIiJFYsghIiIiRbK2dAVMTQgB4MFS7ERERKQsZb/vZb/3VVFcyMnLywMAeHl5WbgmREREZC55eXlwcnKqsoxKyIlCdUhpaSkyMzPh4OAAlUplsExubi68vLxw7do1ODo61nANqQy/B8vjd1A78HuoHfg9WJ6c70AIgby8PHh4eKBBg6pH3SiuJadBgwbw9PSUVdbR0ZH/INcC/B4sj99B7cDvoXbg92B5D/sOHtaCU4YDj4mIiEiRGHKIiIhIkeplyFGr1Vi4cCHUarWlq1Kv8XuwPH4HtQO/h9qB34Plmfo7UNzAYyIiIiKgnrbkEBERkfIx5BAREZEiMeQQERGRIjHkEBERkSLVy5ATExMDX19fNGrUCJ06dcIvv/xi6Sop2s8//4zBgwfDw8MDKpUKO3bs0HlfCIHw8HB4eHjA1tYWPXr0wJkzZyxTWYWKiIhAly5d4ODgABcXF7z44os4f/68Thl+D+b18ccfo3379tJDzrp3745du3ZJ7/Pzr3kRERFQqVSYMWOGtI/fg/mFh4dDpVLpvNzc3KT3Tfkd1LuQs3nzZsyYMQNhYWE4ceIEnnnmGfTv3x9Xr161dNUUq6CgAEFBQVizZo3B96Ojo7FixQqsWbMGKSkpcHNzQ58+faR1yOjvS0xMxNSpU5GcnIy9e/eiuLgYffv2RUFBgVSG34N5eXp6IjIyEkePHsXRo0fRq1cvvPDCC9J/vPn516yUlBR88sknaN++vc5+fg814/HHH0dWVpb0Sk1Nld4z6Xcg6pknn3xSTJo0SWefv7+/mDt3roVqVL8AENu3b5e2S0tLhZubm4iMjJT23bt3Tzg5OYl169ZZoIb1Q3Z2tgAgEhMThRD8HiyladOm4rPPPuPnX8Py8vJE69atxd69e4VGoxFvvfWWEIL/HtSUhQsXiqCgIIPvmfo7qFctOUVFRTh27Bj69u2rs79v3744ePCghWpVv6Wnp+PGjRs634larYZGo+F3YkY5OTkAgEceeQQAv4eaVlJSgvj4eBQUFKB79+78/GvY1KlTMXDgQDz33HM6+/k91JyLFy/Cw8MDvr6+GDlyJNLS0gCY/jtQ3AKdVbl9+zZKSkrg6uqqs9/V1RU3btywUK3qt7LP3dB3cuXKFUtUSfGEEHjnnXfw9NNPo127dgD4PdSU1NRUdO/eHffu3UPjxo2xfft2BAQESP/x5udvfvHx8Th+/DhSUlL03uO/BzWja9eu+OKLL9CmTRvcvHkTixcvRnBwMM6cOWPy76BehZwyKpVKZ1sIobePaha/k5ozbdo0nD59GklJSXrv8Xswr8ceewwnT57EnTt3kJCQgLFjxyIxMVF6n5+/eV27dg1vvfUW9uzZg0aNGlVajt+DefXv31/6OzAwEN27d4efnx82bNiAbt26ATDdd1CvuqucnZ1hZWWl12qTnZ2tlxqpZpSNqOd3UjOmT5+Ob775Bvv374enp6e0n99DzWjYsCFatWqFzp07IyIiAkFBQVi1ahU//xpy7NgxZGdno1OnTrC2toa1tTUSExPx0UcfwdraWvqs+T3ULHt7ewQGBuLixYsm/3ehXoWchg0bolOnTti7d6/O/r179yI4ONhCtarffH194ebmpvOdFBUVITExkd+JCQkhMG3aNGzbtg379u2Dr6+vzvv8HixDCAGtVsvPv4b07t0bqampOHnypPTq3LkzXn31VZw8eRItW7bk92ABWq0W586dg7u7u+n/XTB6qHIdFx8fL2xsbMTnn38uzp49K2bMmCHs7e1FRkaGpaumWHl5eeLEiRPixIkTAoBYsWKFOHHihLhy5YoQQojIyEjh5OQktm3bJlJTU8WoUaOEu7u7yM3NtXDNlWPy5MnCyclJHDhwQGRlZUmvwsJCqQy/B/OaN2+e+Pnnn0V6ero4ffq0mD9/vmjQoIHYs2ePEIKfv6WUn10lBL+HmvDuu++KAwcOiLS0NJGcnCwGDRokHBwcpN9hU34H9S7kCCHE2rVrhbe3t2jYsKF44oknpGm0ZB779+8XAPReY8eOFUI8mDK4cOFC4ebmJtRqtXj22WdFamqqZSutMIY+fwAiNjZWKsPvwbzGjRsn/XenefPmonfv3lLAEYKfv6VUDDn8HsxvxIgRwt3dXdjY2AgPDw8xbNgwcebMGel9U34HKiGE+JstTURERES1Tr0ak0NERET1B0MOERERKRJDDhERESkSQw4REREpEkMOERERKRJDDhERESkSQw4REREpEkMOEdVJISEhePHFFyt9Pzw8HB06dKix+hBR7cOQQ0SKNHPmTPz000+WrgYRWZC1pStARPVLUVERGjZsaPbrNG7cGI0bNzb7dYio9mJLDhGZVY8ePTBt2jS88847cHZ2Rp8+fbBixQoEBgbC3t4eXl5emDJlCvLz86Vj4uLi0KRJE/z4449o27YtGjdujH79+iErK6vS6xw7dgwuLi5YsmQJAP3uqrLureXLl8Pd3R3NmjXD1KlTcf/+falMVlYWBg4cCFtbW/j6+uLLL7+Ej48PVq5cafLPhYjMjyGHiMxuw4YNsLa2xq+//or169ejQYMG+Oijj/Dbb79hw4YN2LdvH2bPnq1zTGFhIZYvX46NGzfi559/xtWrVzFz5kyD5z9w4AB69+6NRYsWISwsrNJ67N+/H5cvX8b+/fuxYcMGxMXFIS4uTnr/9ddfR2ZmJg4cOICEhAR88sknyM7ONslnQEQ1j91VRGR2rVq1QnR0tLTt7+8v/e3r64sPPvgAkydPRkxMjLT//v37WLduHfz8/AAA06ZNw/vvv6937p07d2LMmDFYv349Ro0aVWU9mjZtijVr1sDKygr+/v4YOHAgfvrpJ4SGhuL333/Hf/7zH6SkpKBz584AgM8++wytW7f+W/dORJbDkENEZlcWGsrs378fS5cuxdmzZ5Gbm4vi4mLcu3cPBQUFsLe3BwDY2dlJAQcA3N3d9VpVDh8+jO+++w5ff/01hg4d+tB6PP7447CystI5Z2pqKgDg/PnzsLa2xhNPPCG936pVKzRt2tT4GyaiWoHdVURkdmXBBQCuXLmCAQMGoF27dkhISMCxY8ewdu1aANAZH2NjY6NzDpVKBSGEzj4/Pz/4+/vjX//6F4qKih5aD0PnLC0tBQC9c5epbD8R1X4MOURUo44ePYri4mJ8+OGH6NatG9q0aYPMzMxqncvZ2Rn79u3D5cuXMWLECJ2QZCx/f38UFxfjxIkT0r5Lly7hzp071T4nEVkWQw4R1Sg/Pz8UFxdj9erVSEtLw8aNG7Fu3bpqn8/FxQX79u3D77//jlGjRqG4uLha5/H398dzzz2HCRMm4MiRIzhx4gQmTJgAW1tbqFSqatePiCyHIYeIalSHDh2wYsUKREVFoV27dti0aRMiIiL+1jnd3Nywb98+pKam4tVXX0VJSUm1zvPFF1/A1dUVzz77LIYOHYrQ0FA4ODigUaNGf6t+RGQZKsEOZyIig/744w94eXnhP//5D3r37m3p6hCRkRhyiIj+v3379iE/Px+BgYHIysrC7Nmzcf36dVy4cEFv0DIR1X6cQk5E9P/dv38f8+fPR1paGhwcHBAcHIxNmzYx4BDVUWzJISIiIkXiwGMiIiJSJIYcIiIiUiSGHCIiIlIkhhwiIiJSJIYcIiIiUiSGHCIiIlIkhhwiIiJSJIYcIiIiUiSGHCIiIlKk/wfuI9iXDL3+4wAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/anndata/_core/anndata.py:1138: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[key] = c\n", "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/anndata/_core/anndata.py:1138: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df[key] = c\n" ] }, { "data": { "image/png": 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CCCGEEEIIIYQQohFJUFYIIYQQQgghhBBCCCEakQRlhRBCCCGEEEIIIYQQohFJUFYIIYQQQgghhBBCCCEakQRlhRBCCCGEEEIIIYQQohFJUFYIIYQQQgghhBBCCCEakQRlhRBCCCGEEEIIIYQQohFJUFYIIYQQQgghhBBCCCEakQRlhRBCqDa/Ad/fDPmpTd0SIYQQQogWz+FwcmL3GeL2p6AoSlM3RwghRD2ToKwQQgjIS4YVD8PuL2Dre+q2rDhY8QjE/9mkTRNCCCGEaIkyT+eRHJfF6WMZ5GYUAnC60MK2tBwK7Y4mbp0QQogLJUFZIYQQ4OoPMSPA1Q/ajFa3rXgENr8O3y5Qf07eB9/eAIeXN107hRBCCCFaCA8/F0yuBlw9TLh6mgFYcyaTfdkF7EjPBSDtxFGOrFtJUU52E7ZUCCFEXeibugFCCCGaAZ0e5v1Qdlt4bzi0DML7qD+vfhKOroCTG6D94UZvohBCCCFES2J2NdJrTNsy2wLMRk4XWghwMQJw7Pc1OB12ANoNH9PobRRCCFF3MlJWCCFEeSfWQZsxcP8J6DoLck9DhwmgN0PsFU3dOiGEEEKIFsXpcJARd4Lh3iZmhnkTmJOK027HLyoGrU6PT2RUUzdRCCFELclIWSGEEKUURYGDP6L5ah7ojNBzPmx7DzzD4Z790Ovapm6iEEIIIUSL4lScnPxzI8kH9+Hi7YPeYCQvLYXAth1kdKwQQlzEZKSsEEIIANKL0hn37Tj+uenRki0a4O+VfmXFXyGEEEKIxrb59CF6/u8uVpzaCYAGDUpJv0xRpH8mhBAXMxkpK4QQLVnSDrAVQdRgjmcf53TBaX40wKTxT9A/ehz4tYHWo8AjGJbdrY6eDeigjpjVaJq69UIIIYQQlxRFUchKycfsZsTVw8SfZw5T7LDxhv0wvw6/k+DQSDQaDbnJZ9AaDBz+fTVbrX5ERoYxrF1AUzdfCCFELUhQVgghWqrUQ/D+aFCcMPd7+saM4Nbut1JsL6ZXj9tAa1DLdZgAP98L2z88e6yLDxjdIfUA9P0HGFya5j0IIYQQQlxCUuKyOLEnGY1OQ5+x7ZjfaRQ51kI6+UUS2bpDaTm/qBj++uZzinKyKC40s2DNaTY/NJIV+1NwM+mY2iO8Cd+FEEKImpCgrBBCtFSFGWpAFuDn+9G0Gsgtk1+ruGz0UNixWC2vKJCyHzb8BxQHOG0w5N5Ga7YQQgghxKVq/5lcXIACi4PZ72zmip7hPDbwqgrLeodHUJSTxd5CM1qthu//SuTZXw8DEOXnRo9In0ZsuRBCiNqSoKwQQrRUniGoqcWdkHlMfQR2gAG3QVEWFKSrgdsNL0OPa+CRFHh7MKQdhMO/gncEZMeDf7umfidCCCGEEJeEDIOOxfvPkGaxk2axsz0xhzGdggjxciExqxCDTsvKAymsO5zGwvHd6dipDz8+sxpwcjA5H5Nei0mvJcjT3NRvRQghRDUkKCuEEC3B3m/g4E8wfCEEdlS3+cbAdb/AX5/A7s/VbUk7oSgb3hoEuUng2xoyj0PqQYidrAZsN/0X+t8CnaZCcU5JcFcIIYQQQtSUoii8+tePZBTn8WDf6bgb1CDqjN7huJp0vLLyCGlpdjQoxCWlkZrrwfS3N6PTaii2qTOdfFwNvDijG1f3i2RnfDY3DInmX5fHotNq8HIxNOXbE0IIUQMSlBVCiJbgp7vAmqcuzjVj8dntrQZASDc1N2zGcdj3NaTshfxUdX/mcTB6QPer1Z97zlUffzO6NtY7EEIIIYS4ZOzLiOftPcsB6OTXitkdhgCg0Wi4vGsobQM9uOb9LSwISMO5+Seyg9tgcyjYHAo6LXi5GJnYVb0x/uzULk32PoQQQtSdtqkbIIQQohF0uRJMXtBxUvl9Rle4aT30vlb9OfMkzPwENCVfEf1vhhEPNVpThRBCCCEuddFeQXTxb0Womy99Q9qW298+2IPt/xzDgCB1HJWvpogbh8YA4HDCG1f3ZHj7wEZtsxBCiPqlURRFaeyT5ubm4uXlRU5ODp6eno19eiGEEBUpzoWt70B4H4gZDsfXwOld0PdGMLk3detEE5Dv65ZD/tZCCNE8FWZnkn7iGAFt2uPi6cXnf8aj12qY2SeiqZsmmoh8Zwtx6ZCgrBBCCCEqJN/XLYf8rYUQQoiLg3xnC3HpkPQFQgghhBBCCCGEEEII0YgkKCuEEEIIIYQQQgghhBCNSN/UDRBCCHFpSMhNIOfnnwm1uuAzdy4ardz3E0IIIYRoStuTj7IucR89A2MYGdmtqZsjhBDiHBKUFUIIccGOZB1h1k8zUex2nlvsYFBICJ6XXdbUzRJCCCGEaLE+P7ieJ7d8CYAWDX9c9QI+Zlm8VQghmgsZxiSEEOKC5VvzsSsOHDoNhV5mTNHRpfv2pO1hV+qupmucEEIIIUQLlGXJL33dyjMQN4MZAEVRWJewl/jctKZqmhBCCGSkrBBCiHNk5FvwdjWi02oqL7T3G1j5KPScB8MXAtAzqCdvjHoDR1ERQ6cNROfhAcD+jP3M+WUOCgqfjP+EHoE9GuNtCCGEEEJcEpyKk6zifPxcPKss98RP+/ltfwrPTO3M8PaBAPyjy1hC3HwJc/elR2AMRp16+f/R/tW8sO1bvIyurJ/1HGa9scHfhxBCiPJkpKwQQggAPvrjJL2eXsW1H22tuuCuzyE3CXYsLrN5aPhQRrQdWxqQBdCiRaPR8Pd/QgghhBCi5v5vzbsM+vJB3tuzospyn22JJym7iKW7TpduM+r0TGs7gH4h7THqDKXbtZqSPplG+mZCCNGUZKSsEEK0MOlF6Vy/4noUReHDsR8S4BoAwN6knDLPlRp6PyhO6HYVnN4JOhMExcLqJ2HrezDmCeh9PQAd/TryxcQvcCpOOvt3btD3JYQQQghxsSosjCc5eRkuLmEEB1+BpiRgui89Xn3OiK/y+H9d3pGVB1NZMDiajUfTaRfkjr+bgQMrfqIwJ4vYMRNx91dH0M6PHUkb7xCiPINklKwQQjQhCcoKIUQLcyDjACdzTgKwN30vIyNHArBwfAdCvMwMaxdYdQWtBsC8H+DUJnh3BGh1cPMfsPdrsOTC/u9Lg7IAsX6xtWpf+ltvYTlxkqCFD6L386vVsUIIIYQQF6OCghM4ncUUFBxHUaxoNCYAFo24gTUJe7iq/dAqj587IIq5A6J4ddVRXll1hFAvM6tv603OmSQAshLjS4OyGo2GwWE175/l24p57s+v8Ta5cW/vKWg1MuFWCCHqgwRlhRCihRkQOoA5HefgVJwMCRtSuj3Qw8z9YztUfmBBBnw8CRxWmP8jOGyAoo6addph/Auw81MYdFed22ZNTCTt1f8CYGodg//NN9e5LiGEEEKIi4W3dy8cjgLM5jC0WlPp9u6BMXQPjKn0uNyMQg5vS8Dd24UO/SKwOZwAWB0KJndPInv1oyg7i6D2tbtJfq7lJ3fw7dFNAIxu1Z0eVbRHCCFEzUlQVgghWhiD1sCDfR+s/YFndkLqfvV1wp/QaSrMXwZ6MwR3Vh/tx9eoqnxrPsWOYvxd/Mu2LSgIt4EDsBw/gduQIZUcLYQQQghxaTEYPAgOnljr4zKT87BZHGSl5GO3ObhrdFs6h3nSKdQLrVZDRPfeNa6r0J6PXmvEqC2b0qBvcDsiPPzxMbnT1ie01m0UQghRMQnKCiHEJS7np59Ifek/+Myehf8tt9S9oujh0O8WcFigXUnwNbr2gdOs4iymLJ1CrjWXDy77gJ5BPUv3aQwGIj/8sO5tFEIIIYS4CDy5+UvWJezlyUHX1CqVwPlCYnyxFtlw93HBYFQv78d1Dql1PYlFcfyS8g0uOjdmhl6HSWcu3RfpGcDK6U/VuY1CCCEqJslghBDiEpf93XfYU1LI+urrC6tIp4fx/4bLXwGDufrylciyZJFZnIndaedU7qkLa5MQQgghxEVGURSWHN7A6YJMlp3YdkF1mVwMtOsdTmjrC8vDn2PLQkGh0JGPxVl8QXUJIYSoGRkpK4QQl7iAW28lXavDa+rU8jszT0JuEkQNbrT2xHjF8J9h/yGtKI1JrSc12nmFEEIIIZoDjUbDQ31nsD5xL9d1Gl2+QOJ2MLpDYBW5/utZB4+uOBQHHnovPA3ejXZeIYRoyTSKoiiNfdLc3Fy8vLzIycnB09OzsU8vhBACoDATFnUFax5MeQu6X137OpwOOPAD+LWBkG713kTRtOT7uuWQv7UQQjQTx1bBp1eCzgi3/Qm+tV9UK6vAyqqDKQxrH0CgR91nN4nmSb6zhbh0SPoCIYRoqRQFFIf62mGtWx1/vg3fXA8fjIWi7BodciTrCEO/HMqVP15Jga2gbucVQgghhLgUOezqs9OhPurgvq93c/83e7j1079qfExu7n6OHXuVlJQVdTqnEEKI2pP0BUII0VK5+cE/1kB2PLQbW7c6TCV3541uoK3ZV8rOlJ1kWbLIsmSRkJdAB9/Gm5onhBBCCNGstR8H85aqfSz/tnWqwsOs9sk8XQw1Pqag4ATgoKDgGFDHfqEQQohakaCsEEK0ZIEd1ce5bEWw4hEwusLoJ0CrK92VVZzFwg0LcTO48ezgZzH3nAtBseAZBib3Gp1yUutJHMs+RqBrYKUB2Z+O/8SBjAPc3O1mvExedX57QgghhBAXnZjh5TbZ04vI+S0Oczsf3HoHl92ZfQqO/AT+HSBmNC9M78ZVfSPpGu5d41P6+Q1Eq9Xj5lZxINjucPLammOYDFpuGdYajUZTizckhBCiIhKUFUIIUdahn2H7B+rrtpdB9NDSXRuSNrDp9CYArupwFX2C+0BYr1pV72pw5ZH+j1S6P6s4i0c2PoKCgqvBlTt63FH79yCEEEIIcQnJXZdA0Z50ival49ozCI32nKBo0lZ14da8MxA9CqNeS78Yv1rVbzT6ERQ0vtL9K/an8OrqowD0iPBhQOva1S+EEKI8CcoKIYQoK6Iv+ESBwQ2COpfZNThsMP1D+uNmcKOLf5cGOb270Z1Ofp04nHWYXoG1C/gKIYQQQlyKXDr5UbQvA3MHn7IBWYCwvpCfrI6UbaARrLGhnvi4GjDpdbQOcGuQcwghREujURRFaeyTymqBQgghyEkE9yDQlc93pigKdqcdQwX7ROOR7+uWQ/7WQggh7E4HqYU5hLr7Vrzf4USj0aA7PygsGpV8Zwtx6dA2dQOEEEI0gqJseGsQvNIFMk82aVOyv/mGE2MGk3tPL/h0WoVlNBqNBGSFEEIIcUkr2r2bIwMGcura61BstiZrh6IopKau4o8D/2Xessd5e/evFZbT67QSkBVCiHokQVkhhGgJUg9Cyj7IiYf4LY17bltRmR8z3v8AS0IGmYfcIeVA47ZFCCGEEKKZyN+4EUdWFoVbtmDPyGjUczvt9tLXDkc+ubl7CDMrDA/04EjW6UZtixBCtFSSU1YIIVqCiH4w+G4ozoHYyQ1yivSidPzMfmVX4930Ovz2CHS7Gqa+BYDfDQvI/OQTfIeHw8wFtTqHYrWS+fnnGFu1wmPEiPpsvhBCCCFEo/KZPRtbfAKmdu0wBAfXe/02p4N8axE+Zvcy2w/8toyshFO0GTKSoHYd0enc8fTsRnZBAmF+0dzUdmStzlNgz+Nw/j6iXNvgawyoz7cghBCXNAnKCiFES6DVwujHG6z6l7a9xMcHPmZa22k8MfCJszviNpQ+ZxdnE58XT9fp0/GePr1O58n68ktS//08aLW0WbO6QS5ghBBCCCEag97Pj9Dn/90gdSuKwuxlL3AgI4EXhl7LpNZ9S/flnEkCIDf5NG5uHVAcEBg5ikCgXR3OtSFjJaeKjnO04ACzwmp3w10IIVoySV8ghBCiDJvDxv70/dicNc9tdiBTTUNwIOO8dASXPQN9bsA55S1mLZvFNb9cw8f7P65z24xRUaDVog8KQuvuUed6hBBCCCEuJs5CG7bkghqXtzntHMk6jYLC/oz4MvvajxhLSGwXfAL7sPxaJyuuc5J5uO7rf3sb/Mo8CyGEqBkZKSuEEJc4a3w8yY8/jjk2lsD77qu8oMMGWj2PbHyEX+N+ZXz0eF4Y+kKNzvHYgMf4/uj3jI8eX3aHfxuY+B+cTjt5W/IAyLHk1PWt4D50KG3WrkXn7obWza3O9QghhBBCNKWigxnkrU/EfUAIrt0CKy3nsCpotQopr+7EkWPB58q2uPWpfqaQUWfgzdG3sDPlOPM7lU1H4BsZhW9kFBkHFBS7EwBbft3fS3/fYcR6dMNd71n3SoQQogWSoKwQQlzisr/9joJNmynYtBmfufMwBFXQ8Y/fgvOTKeDTirSYDoCaI7amWnm24q5ed1W4LzWvmAe+2UN38wtcNjCTiTHjKyxXUxW2XwghhBDiIpK3NgFrfB65BbZKg7KHvnCy912F6PEOQgrVGUyOXGuNzzEkLJYhYbEV7ksusrDDI4/IRWYiC90I6qWpsFxNeRq8L+h4IYRoiSQoK4QQlzjP8ePIX7MGc2xH9AH+FZb5648V9LQXQdoh/j3lDdbmHWNkZO0WeajMz3vOsO5wGgC3DRuGQWcoW8BugaIs8JD8sEIIIYRoGdz6heAosOE+ILTSMke+UVMKJKzX0fXtrtiSC3DtUT83p/dnFZBabCXb3Ua/bu7l9ucUqUFgLxdDuX1CCCHqhwRlhRDiEmfu0IGYn34sv8OSD0k7ILI/K10nsN1+mERtKI8G92R2WO96O//ojkH8sDOJEC8X2gaelwfW6YB3R0DqAZj2LnSdeXafUpLbTHNhIzeEEEIIIZobt15BuPUKKrf9TH4myYXZ9AiMweAGlkzwiARjhAfGiPrLp9/Oy5Ucq50YT5dy+06mFzDptY0A/HTHYKL9z6aMUhQFjfTNhBCiXkhQVgghWqolc+DEWug6m9smvsFn3k8xOcoHva5+14CM8HVl6e2DK95pt0DGUUCBlP1nt2cnwAdjQKOFG1aBZ+WjSIQQQgghLgX51iKmLH2GHGshzw6ex5in+5O4QaHVZfUfBI1wMxPhZq5wX0JmIfkWOwCJWYWlQdnM5DwOb0vE08+VTgNb1XubhBCipZGgrBBCtFTFJQtunfoDd73CTcNa17qKrSczcTPp6BTqVbc2GF3h6iWQtAOl1w2ceXAh1lOnCLt9HIa8M2qZlAMSlBVCCCHEJc+uOCmyWwBYG7+HaaMG0PGa2gVk7Q4n6w6n0TnMi2CvioOu1RnaLoBnp3YBoF2ogTm//Ad/F09u952I4lTISSvA4XCiq+cb+UII0dLIp6gQQlwk1sSv4brl17H61Or6qbDzdPU5JwESt5ffn3kSNrwMWXEVHr7ucCoz39nM5Nf/4ERaNUv2KgpsXKTW53SW3dd6JAy9H2tKFjlLl1K0axc5B4pgyH0w9AFoPaLWb60mLCdOULR3X4PULYQQQoiWYdGqI8z94M/q+0I14G1yY0BoRwDWJVbcRzlTaGF/Vj52p1Lh/hdXHOaGT7Zz5Vubqj1fscPJ1rQc4vKKyu27ul8kV/eLZHX8branHGN53F8U+FsIauVN255hDRaQ3RaXSUJmYYPULYQQzY2MlBVCiIvE27vf5mDmQXKtuYxqNariQr8uhCO/wuWvqMHOqnSeCvu/BbM3hHQ7u91uhY0vw+4v1IDs0ZVw/a/lDq9VPrHjq2HVY+rrwFhoP65cEWNUFF7Tr8QWdwrPCZMgPKzm9deSNT6ek5OnoNhsRHzwPu6DBjXYuYQQQghxacopsrFo1VEAPt0Sz6OTYsuVsTmtLE/9HqvTwrjAqbjpq84LO7/TSOJyUxkT2b3M9uSCLBbvX0uwTz8UNFidTnr4eZavoKR7VpNu2t6sPPZnF3CAAq5xM2HQlg+0jm7VnZWnduLv4kVsSCSGMF31FdfRtzsSuffr3XiY9Gx8cCRerrLImBDi0iZBWSGEuEjMaD+DD/Z+wMx2MysuoCiw9V1QHLB7SfVBWc9Q+Mea8tv3fgXrnjv7s19MhYcPaxfA1zcPwM2oJyag/Kq9Zfi3B1d/UJwkGSJxZhYS4etapohGqyX06aerrqeeKHYHSsmIXcVibZRzCiGEEOLS4uViYEavcHacyuKK7hWnWkqzpnC6OB6AxKJTtPfoXGWdA0M7suLKJ8ptf3nHDyw7sZ1/9GqPt9kHT0PFl/L3X9aevlG+dA6rPrVUoNmIhgL8TAYOZyQS4emHl8mtbBlXLz4ad1e1ddUHi13tm9mcThxKxSOBhRDiUqJRlMb/tMvNzcXLy4ucnBw8PSu4uyeEEKJutrwFR5bDmKcgpGvd6jizGz6aACYvmPUJhPaECkZO1JrDxv6kbCa/vQ2tRsMvdw6mTWAVo0WcDtDW/2gMm9NGoa0Q46E4HHn5uA+WUbKVke/rlkP+1kII0TAcioONGauwOi0M9R+LSWuqUz1fHtrA45s/Z2Rkd54fugCPSoKytWV3Ovn04Fr+vfUbwt39+G36k2g1Fff7HE4nuvroE1agwO4AFDYdySDC14UOwfJdVBn5zhbi0iEjZYUQoiKKAvZiMLg0dUtqp/8t6uN8+WmwfCH4t4PhD1ZdR0g3uP8YaPWgq+G0MWshFGWBVxUpB3QGsiyakhxoCjlF9orLWfLgvZGQlwzzf4LQ7jVrQw3YnXauWnYVR7OP8tKwlxjTbUy91S2EEEKIhuUsyaOq1dZu8aumpNPoGOY/tsJ9qUVW9mTl09bThVbuVfc5Z3cYwuWt++CmN9U4hVSxw4EGDaYq8r/qtVoyi/MAyLYU4FAUKvr17k0/xbXLFxHi5sOSyx/AzVC3RcQqcrywmPE7jqBDw4re7Yh0qVvgWgghLjYSlBVCiIosngjxW2D6B9BpalO35sL99THs+0Z93XUm+EZXXb66YHTiDvCOAPdAcNjgnaGQcQymvQedr4T934F3K4joU+awwW39eWduLww6Db1a+VRcd3YCpB8pOc+2eg3KFtuLOZ59HKfi5GDGQca0kqCsEEIIcTEosjhYuy8TRVEY1tkXd/PFfyn7V0YuZ4qsZFls1QZlAdyrCIQW2xzsScyha7gXZoOObIuNnxLS0WjgiogAFLvCr/vOMKRdAGHeZc91W7eJRHoE0Nm/FYZKZintTD1Oga2YY9lnSC7IorV3SO3ebBWOF1rILUldcKrIKkFZIUSLcfF/kwkhRH2zWyHhTzU366nNl0ZQtu0Y2P4R+LcFr/ByuxWrFcvx45jatUOjqyZlwLb34ed7wT0Y7toDDitknwIUNZi640N1v84Id+0Dj6Ayh4/tFFx1/UGxMPY5yE2C7lfX8o1Wzd3ozisjXmFf+j7md5pfr3ULIYQQouHkFdux2NTAXW6h/ZIIysZ4uJBpsdHas+KAbLalgMziPGK8quk7Afd8tYtf9iYzoUswb17Ti3y7A7uigKKmBnjq+338sjeZjiGe/HrnkDLHmvQGprerOp3TlW0HkpSfSZi7b70GZAHG+HnyZJtQdBoNQ3yrXghNCCEuJRf/N5kQQtQ3vRFmLIa4P2DIvTU6ZNGORXx5+Evu6XUPM9tXshBXUwrpBtd8DZkn1LQE50m85x7yV63Ge9YsQp54vOq6irLVZ2s+OO1g8oBrvoEzu6DPDXBkhbrf6Kb+LutiwK11O64GhkcMZ3jE8AarXwghhBD1L8DTSKcId5yKQohP9SMpFcXB6dPfYrVmERIyBbM5qNpjGls7Lzfc9DoMFeRpLbRZuOKHp0gtzOHlYQuYENO7yrpyimxlnsPdzAwK9EKj0RDiasLbVe2T+brVMDXVedwMZh7qO71Ox1ZHo9FwY0Rgg9QthBDNmQRlhRCiIh0nqY8aWh63nAJbAb+d+q15BmWLsuD90WArgPEvQL+byuy2n0kGwJZ8pvq6Bt2lpiYI7KgGXgFihqkPgM7T1BG5bgHgUkmKAiGEEEKIWtBoNLQLc6txebs9n6KiRAAKC+OaZVA2saCYlacz0QBXRAbgazobMLU4bGQV5wOQXJhdbV2vzu7BmkOpjOxwNrjZzuvs7+vJKzpxZc8wOobIwlBCCNFcSFBWCCHqwcK+C/nx+I9c1+m6eqvzrd1v8e6ed+no25Hnhz5PhEdE3SvT6NRFu2xUmC827NVF5K9Zg+f48dXXpdND1xlVlwnuUusm2hxObvl0B3EZhbw9pydtAmX6mhBCCCHqxmDwwtd3MDZbJl5ete+XVERxKqR/tI+CuCx+75/LzLGXYa7rrCBAV7Jgl+ac13/zMbvz0dg7OZ6TzLS2A6uty9/dxMzelfcV9TotvVr51rqNeTY7q09n4qLXMSrEF/1FtMiaEEI0dxKUFUKIetAQU+JXn1qN3Wlnb/pe/vvXf3lx2It1r8zsCTdvhJxEaDWg3G5jeDi+8+ZdQGsv3KmMQlYdTAVg1cHUskHZjOPgEQJG1yZqnRBCCCEuNr6+feu1PqXYjuVoNno0pO5PZGmbP5nVfkj1B1YixNXEpAh/9FoNXsbyl+a9g9vSO7jthTT5giUWWMiy2smy2sm22vA3q0Foh+Ig15aNt8EXjUYCtUIIURflk9cIIYRoFh7s+yDBburCDv1D+l94hd4RFQZkm4vWAW7cODSGMbFBTOsZdnbHn+/Caz3V9AtVyUmCzJMN20ghhBBCtFhaVwPmiRH84XeaFQGn6BYQfcF1+puNeBvrlue1MUR7uNDK3UxHLzf8zkmvsCrtJ746/SGbMtdWeXyWxUaxw9nQzRRCiIuSjJQVQohmqk9wH1ZOX4nNacOgbb6d9b+9ue4Yr60+xu0j23DbiDa1Pl6j0fDwhI7ld2SeUJ+z48HphAoWwyDzBLw5EJw2uH4FhFe9GEY5uz4Hhw16za91u4UQQgjRcvgPiWLm4FZcqUxHr9U1dXOqpCgKN696k52px/nviBvpH9qh1nWYdVpGhpRPe5Bry1Kf7dmVHns8t5DfU7Jx0WmZHhWIvqI+XCVsTieHcgrxMxkIda1+YTchhLgYSVBWCCGauYshIAvw695kimwOftl7pk5B2UqNfAS8wiGyf8UBWYDiHLAXqa8L0mtXf9xG+OEW9bVHCLS7rO5tFUIIIcQlT6PRoNc074AsQL6tmPWJ+wBYn7i/TkHZyowJnExc4VHaunWqtExhyQhZq9OJQ6ld8GFfVj67MvPRauDqmGAMtQjoCiHExUKCskIIIerFPyd25JMtp5jbv1X9VmzygIG3V10mtAdc/RVYC6D9uNrV7xkKRg9QHOAdWfd2CiGEEEI0Ix5GFx4bMJtdqSe5ttOoeq3b2+BLd69+VZbp5O2GSavB22jApKtdUPXvHLseen25RdCEEOJSoVEURWnsk+bm5uLl5UVOTg6enp6NfXohhGi57Fb48mrIOgmzPoPAc0ZMKAo0QKd3X1IO+5JymNIjDLOhmY4qKcxU37+bX1O3pFmR7+uWQ/7WQgjRdE5lFLDg4+0Eepj48No+ZftLDdQ/WxO/B6fiZHSr7vVed30psDkw6TS1SnvQEsh3thCXDhkpK4QQzcCZnCJeW3MEs/tJpnSPoWtA14Y5UVYcHFupvj7629mg7MkN8PksikI6o5vzA0ajKwDJBckk5iXSO7iWOVpLWOwOZr2zmQKrg8SsIm4f2QaHU8HN1ABfP3++o6YxGHw36GqZ8sG1fK40IYQQQrRsOWeSSDlyGJNfNMGtwzG5NExKqd+PpHEsNb/00TnMS92x8y/YthV7l+7o+vdDUxKczbCmokGDrzGgTufbkXKMW1e/BcDisXfSIzgavUaPrp5TMuTbinln93La+YQyqXXfWh/v1lxv5gshRD2RoKwQQjQDi1YeZcn2RNDA0uTrWTtrDZ7GBrjz7d8WBt0JmSeh2+yz20+u5xhW5miScPl+PF9N+gZPkyezls0isziThX0Xck3HawD4fmciaw6lcffotsQEuFd5Or1Wi6+7kYLMIswGLUNeWEuhxc7/FvTDqSj0iPRBp62H0R8J2+DXB9TXPtHQdcaF1wmQdQp++ydEDoABt9ZPnUIIIYS4KBzdsAZLXi6cSiE3sz9dhkY3yHkmdQtly8lMgjzMxIac0/87dYoUcyDHUzzw3HSKzoOiSLGcZumZzwG4MnQefsZAFKfCvg8UbPnQ9RYNenPVfStPoysGrR5QcOrz+CT+dTwN3gxym0lOoZNOoV718r4+PbCW9/auQIOGfiHtCXStn3oTik6yP3cnnT17Ee5Sz2mzhBCiEUlQVgjRLG0+vZnV8auZHzufCM+Ipm5OgxvYxo+vd8SjcT2Ol8kTo9bYMCfSaGDMk+W397uZY5n7KSjYR0FxJkn5Sbgb3bE6rABYHJbSog9+sxerw4lRp+U/M7tVeJrtcZm8uvoo03qGsez2ISRmF2K1O3nptyMA3P/Nbo6nFTCjVziFNgeRvq48OO4CFp/wiVIX6bIWQFDlC07U2p9vw8Ef1UfPuWp+WyGEEKKl2voe5CbBsAfB4NLUrWlw3qHhpBw+AAYfDOaGu3T2djXyxtU9y+8YOIj87afApiE/qwhFUXAoDhTUDIQOxQFAxn449Lm6zTcWosZWHJT94tB6Vsfv4d5eU/h12uOAQprjGM5CJ9m2TKa/s57kLA2vzumBq4+J1p4uxHi41vl9dQ2IwqDVE+UZiJex7vWcb0vmejJtaRQ6Cgh3mVtv9QohRGOToKwQoll6aMNDZBRnkFmcycvDX27q5jS4yd3DGN85hFN57QlwWYBZb27cBrj5M3ra/7hz/2LcDG50D+wOwGcTP+NE9glGRo4sLTqxawgrD6QwJjawXDVOp8L93+zhtwPJ5BXbOZycx9Qe4XiVjIx4ekpn8ort/LAzEYD9p3M5cCYXgCt7hhHt7163kbPuAXDXXnA6wFCPv7sOE2HftxDZH4xVjwoWQgghLmmpB+GX+9TXnmHQ9x9N255G0GbwCKL7DaEo34arp6nxGxAYSMRIX3THM/AOcEOj0RBqjuDyoFloNVoCTSEAeEaDVwzYCsC/S/l+VKHdwbrkLPZmO9h8+jAfmlbx4rDrAAhyemJX7OjsXryUmwAoZGudZBZayLDYiPFwxeFU6tQ/GxjakT+vfgmTzoCuHvPCtnWPZVfOn7Rx61hvdQohRFOQoOyl7uBP6siumOEXXtfGRXB6J4x9FrzCLrw+IarQN7gvv8b9Sp/gPk3dlHqT9eUS8latIvCeuzHHxpbbb9RraevTtglaptJr9dzQ5YYy22K8Yojxiimz7ZVZ3SutIyGrkG//UgOu7iY9V/WNLN2nKAodQzxpG+TOFd1D+eNYOm0D3blryS4ifV35dEs8H2+O477L2nPbiDa1fwPpR2Dru9B1NrQaUPvjKxI1GO47Uj91CSEEgK0I9n4DEX0hoP2F1WUthOUPgt4MY58DnXTtRQPyDAPfGMhLgbBeTd2aeuFwKjzx034yC6w8M7ULXhXkjNUZ9Lj7NN2/LaNZT1SnoDLbwlwiy5Zx13DZB5XnX00oKCalyEpbvw508m/HpNZn+9cKChEu0QSZQvnqpnCSsovoGO7NtvRcYtxdmPzGHxxOzuWja/syoHXtF0RNLXZypiiXbr4euOrrJ0dsd6++dPeqfY5aIYRobqTndik79AssmQNo4OaNENz57D6nE365V82XOPl18Aytuq78NFj1mPraNxpGP95QrRYCgBeGvcBTg5/CpGuCUQkNJOW551AsFjK8vAj7z0tN3ZwqWe1OvtgaT0yAG0Pa1nwRiQgfV67uF8mx1Hxemt6NSL+zU9VeXHGYN9cdJzbEk1/uHMLM3mpaivX3jwBg9MvrURRYfyStbkHZXx+EuA0Q9wfcsb32xwshRGNY9QT8+Ra4+sMDx8vuy0uBpbeBZwhcvgi01QQwDv8Cf32ivm4/AVqPaJAmCwGA2RNu3wFOO+gbKM1SI9uVkM0nm08BMLiNP7P7RlZzRNNKzS3mu51JjIkNonU1ef3PFelmJs61GLNWyxcT70CnOTvq9efkr0m1nqGrZ28GRI6gR6QPAK09XUnNLWZ3QjYAW09m1joo61QU1iVnlSRbgAGB3rU6XgghLnX1N4dAND8u3qDRgt4ERrey+9KPwPYP4fhqdbRGdVz91M6+R4j6LEQjuJQCsgA+s2ehDw7Gc9LlTd2UMv635RS3fraD+IzC0m2fbI7jsR/3c+1H20jNK65xXVqthmendmFSt1D+s/IwSdlFpfuyCm0AZBdZWbE/mX1JOWWOfXZqF2b1juCxSeVHEdfI38GI+pgZAOCww+onYc0z6o0sIYSoD66+ZZ/PdWApHFupBlqT91ZfV+QA8G8PId3UhxANTau9ZAKyAB1DPOgf40v7IA8GtfFv6uaUUhQHaWlrSE1dhdNpL93+0Hd7+fevh7jts79qVZ+LXsfoUG/0xp1syVxbmosWoNip9tXybYX8sDOJ1Nyz/b5ATzPPTevC/AGtmD+w9gtqaTUaQlyMaIBgl/rp1xfaHfyRks3x3MLqCwshRDMnI2UvZa0Gwq1/qkFZn/O+RP3agHcryD4FqQdqVt9VX9R/G4VoQYIeeoighx5q6maUYbE7eHTpPhQFfN2MPD2lCwCRvq5oNBDgbsLNWLuvigKLnX/9sA8APzcTj5YEWf91eUd6RHiTmlfMTf/bgVGv5Y8HRxLgYSI938Krq4/g5WKo1ciPMobcCwPuqPxicfuHcGKdOtLfN6biMuc6shw2/Ed9HdkP2owmr9jGroRs+kb7YqqnKXhCiBZm2APQeqTaFztf61FqKgJ7MWQch9DuVdflEQK3b22QZgrRErga9Xx5Yz2lPKpHhYXx5OTsAsDVNRJ393YAtPJTB9pE+tZ+0ayEopPsy9sBqOkPolzVz6CJQTM4XZzA278U88POXXQO82TZHUMASCmy4BbswtTWPni71i0YPzbcH4eilBmd+zen4mRz5jocip2BviPRa6vvc+7JzOdIbiFHcwtp5e6CXquh0OKgyOrAz+PSuWEghGgZJCh7qQtoV/F2nV4doZF9Sk1hUJXTO+GjCWoeqZvWlx91W1tHVoDdArFXXFg9QogLZtLrmNglhM3HMxjbKbh0+2WdgtnwwAg8XQy4mWr3VeFq1DEmNohtcZmM6hh4znY9M/tEsHRXknpunRZ9yaIRaw6l8sexDADmD8imX0ztc5YBlQdkHTZYdg+gkKANY3XIjVzeLRR/90pGbaQdgfxUcA9Wpw8HdgLgxk92sPlEBtN6hvHyzO51a6MQQoT3rni7m6/6eQWQcbTqOra8Ccsfhq6zYNo7F9Yehw12fwmBsRB+aeQKFeJiZjYHYzT6oyhOzOazaeb+dXlHru4XSSu/2gdlA43BeOt9S1//zdPgjafBG5NuDwAuhrM3nQ/nFJJhsZFlsdHdz6Oub6fCgCxAUvGp0kBxQHEkvo4gAiO80VSyqNiWM4cpdBjQaswEu5jQazVY7U7W7MnA5lDo2dqTVgEudW6nEEI0NgnKtmRT3oZ930C3q8rvc9gh7wx4R8CGV8BWqF4cZByHkK51P2fidvh8pvp6znfQZlTd6xLNQup//kPR7j0EP/44ppjopm5Os5djycGpOPEx+zR1U0r1iPThWGo+dodSZnu4T9Ud/hNp+Tz47R46hXrx+BWdSrdrNBrem6cGHHacyuLd349zVd9IPMzq4hmTu4cR4etKgLsJHzc1iDqyQyCD2/jj6aKnW4R3Pb67EjoDdL4Sjq/h5pND2L/9ABuPpXP94GgC3E20DTrnQsNaCO+PAksujHocBt8FJRcTxXZ1ul+xzVH+HEIIcaFcfNSZSWf2QP9byu+3FqgP90B1AVYU2P/9hQdlN/1XTdeid1EXNzR7Xlh9omlZrbB2Deh0MHwE6OWSrzq2lBR0np5oXZpHQE/BxCubuxKfWciiWVoiSrKdaDQa2gRWPaPot7idvLt3BXM6DmdKm/6l21317swKXwDAsfyD2BU7HTy6lO5/akpnrugeSpdwr9Jt7b1cybbaiXQz1+O7OyvAGIyvIQDFqiH7LydZyhmsVhtHTcl0D4zG13y2f7Y9+SjXLl8EwFcTH6RroBqsVhQ1dy2A47y+rBBCNHfyDd2SBXaAkf+seN9X8+DwzzD0AQjuAgeXqmkQ/Fpf2DnNXqAzgeKoOJeauKjYs7LIeO99AJKfeJywRYvQ+zSfYGNzk5CXwMyfZuJQHHw+4XPa+NRhMau6SD8Gv78A7cdDp6nldr+17jjp+RYWb4pjRIfACiqo2Ld/JbItLottcVncMrw1QZ5lO+wOp8K8D/6kwOrgTE4xj006G7jtGXnO/yfpR/E3efLpDf1q/95q47KnwZJLyC+57M9Ipdjm5Or3/sSk1/L7AyPOtl+jBV3JiFuja2lAFuDdub3ZdDydkbX4PQkhRK20G6s+zlecA28OgPwUuOYbdeHV/BQIaH/h53QvWdndxefs55+4eCXEQ9xJ9bU2AYbPr37RuBYs95dfSLr3PoytWhHz41I0xsb5N7DqQArL9pzm5uGt6RBc9kbIyfQCvt+pziz6Ze8ZbhpW82uwD/atZF/6Kd7ds6JMUPZvycVJrE5fBoBZ51KaxsCo15bm1VUUhQyLDT+TgSsia77ga22ZdS70dBuLm4eZBGMaNoudHxO28dqpZXT0Def7yY+UljXqDGg1GjRoMJ5zo8Fk0DKssy8FxQ5CfC6t9SiEEJc+CcqKiv2dZzb1AAx/CAxmaHvZhacu8G8Ld5Ss2uoroyovdjpvb7xnzCDnhx8o/HMryU8+SfgrrzR1sxqEPTOT/PW/4z5sKHrfut1QSClIId+WD8DpgtNVB2XtVjizWx2Zrr/ADua659RR8QeXVRiUvWNkG77Zkcj1g2v3b3JK9zA2HE2nU6gngR4mdpzK4h+fbKdDsAefXN8XvU5LhK8rh5LziPav5LPj6Er4bIY6KuuOv8CtgRbZyE+FN/qBJZc3Zn/F0dGDOZaWz8Zj6YA6yqKUwQw3b4DMkxA1qEw1AR4mJncPa5g2CiFEVYqyIfc0oED6URh8j5qCqsv0C6+7xxwI6Q6eoepnoLi4hYVDgC8k/gkbPgVPoPf1Td2qBmFLLsCWUoBL5wA0uoqnvFfHcvwEKArWpCScFgu6qoKy1gIozlbTul2ghd/tJT3fQr7Fzvvz+5TZFxPgzoxe4cRnFjKxa0it6p0XO4K3dxczN3YkAAey89mRnkcnHzd6+nniqnPDoDHiVBy46ypOSbA9I499WfkEmY1MiGi4BdDWJ+zj5lVv4m4088ukR3HTuPDrnp0AnD/mtWtAFN9f8TAajYZ2PmV//16uBrxcDQ3WTiGEaCgSlL3UZcVBwlboOAkMtZiOM/MTOPwrRPSDd4eB4lRX+K0P3hH1U4+oVz8d/4n39r7HvNh5TG9Xsws8jUZDyFNPYktKpGDTZgwhodUfdJFKuudeCrdswW3gQCI//KD2FaQfo7dfJ54e9DQ2p42h4UOrLr/0Ntj7lfpvd9andWv039qPh0PL1LoqMH9gFPMHRtW62rZBHvx4++DSn38/kkZmgZVNxzPIKLAS5Gnm3bm9ePG3w3i5VNJRzk8BFLDkgzW/4YKytkK1fhRMxRl07uBF5zAvAt1N+HuYCPY6LwjhGao+hBCiISRshcJMaD+u5sf4tFK/D7Li1BlHn88EV3/oOa9+2hTcuX7qEfXr0I+QfRI6TgOvGvahzWYYNwZefwgUa70EEJsjp9VB6pu7UawOPMdZ8Bxey2sMuxWy4vBbcD1aFzPm2Fh0HlXkTXU6YOvralC2/RUQcWHXRuM7B7NkewKjOwaV26fTanhxRrc61Tsxpg8TY84GeePyirErCnF5xfT088TT4M0472tJSC9EZ/OFCu79F5Wkayp0NGy6poziPBQUCm0WLBoHAR4m/tV/JsPDO9M9sPxggfa+4Q3aHiGEaGwSlL3ULZ4EOfHQ8QpI2QcR/WHqWxWXzUuG1U9BRB/oda06Qi/pL7UDgqKuBFwVRYHCjIYLqogG9dmBzziZc5JPD3xa46Ds38LfegtrXBymdpUsLHcJ0Hmo+bu0VXXWK7PpdfjtEQjpxuSbfq+67LFVsO0DNaczQEF67c93vi7T6zaSqigLlt0NLr4w4cVqpz7OHdCKhKxCYkM8S1MBfLQpjp92n+HnPWcY2ykYs0HH6ewiim0OYgLcodvVoNWrAVCfqDq8uRryiYJ5S9XPuXN+FwPbyOeVEKKRZRyHD8epgdUe8+DEWhh8N/RZUHH5U5th+4fq/o6Xq9v+eFV9tlvUeqpit6o3ply86+0tiEZit0DCZnBq4MzOmgdlQU0Tdts2sOSAb0zDtbEJaTQaNEYtitWB1lyH9AxL5sDRFWgH3oHfDU9XWTRp707yUpOJdhZj0lByo/fCPDWlM09Nqf3NkD15hTx7/AzjA7yYH1Z9P6a3vyf7s/Np53l2rYCDp+zkFmopLs5jWCd1BpjFko5O54pe70q/AC8CzEZCXRs2HcDUNv0xaHUEuXkT7qEu8mrUGRjVqm4BaSGEuNhIUPZS93e6gZxEyDyhPsY9V3HHfPPrsOtT9dFpqpr/NawnXPuzmm4gciDEbVRX5q0oH+wPt8DuL2Do/ZXnqm1hciw5uOpdMegadjqNU3Hy0vaXSClI4V/9/4W32bvWdbgb1aBjmEftR1NoTSbM7eshp10zFvriixTt2YNLtzp0ErNK8rplxVVf9rdHIXU/BHeFy1+BduNrf776cmCpuoAMQLfZENG3yuL+7iZentmdDUfTeHv9ceYPiGJQa38+2xJPn2gfTHotiVmFjHn5dyx2B1/eOIC+0b5q3Y0hekjjnKc6BRmQdghaDSyTr1YI0ULoDGreVnsRnFwPOQmwY3HlQdnlD6rpbNKPwE3r1W0DbldvNgV0UPtoJzeoM5p053XtbUXw9mA1zcHVS2SB1b/lp6mDCBr4M7gwJ5tVH7yJV2AwQ6+5Dk1tz6fRQ3JrKLRBVGTtG+Dmpz4uURqDlqA7e2LPKsYUWYfF6TJPlDyfrLKYraiIuK2bADB3GEBUtC8Ed6/9+erJm/GprMvKY0tOfo2CsoEuRgLMPhzJLeRobiFtPV0J8jKSW2gnyEtN1ZCXd5iUlJ/R6Vxo1ep6TDoTHb0vMG1dDWg0Gia1rrp/2Vjyi+w4nApebpIGQQjReCQoe6m77hc1L6x7ECxfqKYjqGykROtRsP0jCO8DxnNGA/6dU3HV47DxFQjoCLdtKX980o7SZ8uJExTt3InnhAkNtoqpPSODxNtuR+NiJvy119C5V70SaWPbmLSRO1bfQbhHOF9P+hqzvnyOtvSidPxdLnyk3tGso/zvwP8A6BnUk2s6XlPrOrIsWQAU2YsuuD2XIq3ZjFvfajqNxbnq8/mrVo96VL14bjWo3CHldJ0BG5Og+9VNn/+t9UgI6qzehAnqVGXR42n5+Lga0es0XL94GzaHQrHNwV2j23HoqXFoteqFaL7FTrHdgaJAZoG1TB1LdyXx3C+HmN03grtGX7qjrvlgDGQeh2ELYcRDTd0aIURj846EWzeBJU+9ab7lLRhwW+Xl20+ElAPQYeLZbVodxE5WX783Uu2D9b0JJrxQ9tiibHVkLgok7+FUkR/WwkLa9htY3+/qrLg/4Kc71QDw+Ocb7jx1teoJ2PiyOlOjgtljDrsNa1ERLh51CPKd58CGtRz9Uw3mdRo2Cv+IVrWrwGqFIrv6uqBhp5FfrHQeRnQeVS/MlWa14aXXYdRqy+6Y/RkcWQ5dq745rDeb8Y2MIi89Fd82XSCodjle69v0YF+25RRweaB3leUURSHTYsfLqOdMoYVNqTkAeBh0dG7lQadI99IbBQ5HYcmzFeW80fdbUnOILyhmYKAX4W6XZs7p/GI7q/dk4FRgcEcfArxkwUMhROPQVl9EXNRcfSFqsLrA1pxvYdgDlZdtPQIeToJ5P8D5nRZQcz5C5dN1pr2rjtzwb0fOwxM488g/SX254RZ9SvxjFSmHd1G4eQtFu3c32Hnq6lDmIeyKnfi8+NLFnc719JanGfHVCJ7787kLPleUVxQDQgYQ4xXD4LDB1R9QgWcHP8t1na/j0f6PXnB7Wgqn4mTJoSX8fOJndbTFK53hlU4lF8DnMHvBwDvUkefVGXw3LDwF/W+peUMKM2vX8JryjoRb/oD5P1W5yN+K/cmM+s96xry8HpvdSbiPKxoNtA4oSfmgPTsyqEOwJ59c35c3ru7JuM7BcGIdfHkNnFjPNzsSSc4t5sutCbVuaqHVTrGtggvW+D/VkanNibWg5PnCpz4KIS5SvjEQ0k0NtF67TM39XZnhD8Kj6ZX34arqn3mGwIyPyOt9D7/8ZeWbp//Jjy8/y7FtFdxcrye5m/6HLe04/Pk2OOwNdp46O72z7PM5HHY7ny68i7f+MYcjf/5xwaeK7tEbn9Bworr1xDu4DnnKXVxg9GXQqzd06XrB7WkpivLz+PP7rzh95CA/pGTR9Y/9jN1+BIdy3tJRAe1h0J3gUT6n67k0Gg0dx0yk71XX4VnDgKzd4SSv2FbXt1Cl0X6e7BjYiSfaVD277c/0XH5MSGPNmUzcDTp0Gg0GrQY3vZrq4dyR215e3QgMHEdY2Ax0Olf2Z+Wz7kwWBTYHh3IKKLA7OJFX+4EbFocT53m/d5vTSXKRpdz2puR0grOkOQ5n82lXS3PttdeqaUnOexw7dgyAhIQEFixYQGhoKEajkVatWnHnnXeSkaH29VNSUjAYDHz6acXrcdx000107Xr2s/Tbb78lNjYWk8lEbGws33//fblj3nzzTaKjozGbzfTq1YsNGzaU2f/dd98xduxY/P390Wg07Nq1q55+G5em5vY3/v3335k0aRKhoaFoNBp++OGHcnU29N9YRsq2BJZ8KMpUAyw1dXQluPhAeO+z2y57Sp2+XNkU5tAekHYYvr+JwA5QEO+Pzsf7gppemWNZx7gq90U0d5h448RgXPv0qf6gRqQ4HIx5dxc99rmT968bKxwNeyDjAAD7M/Zf8PlMOhPvXvbuBdXR3rc97X0v7RQE9e23U7/x9J9qDrJOXe4hyqKOQCDzJPi1brgTWwvgy6vVYGxgJ9jzBQz8P/XfaD1IyCwkxMuMXlez+3YpuWq+6ZwiG3anwi//N4ScIlv5xbNKDGkbcPaH3/4JyXshJ5H/G/s9Go2GK3vWLoXG0ZQ8pr65CZNey8//N+TseTcuglWPqZ99d+5pPqkCrv8VEndA7BVN3RIhRFNRFPUzXHGCe0D15QFsxeqijRF9y/bp5n6njk49dyTtuTpN5Y/1pzj4xyoANBot5gaaXbRn9QpWLk3Ez30Q868dieb8dApNLC8jne93B2Gyj2fq/Hs5fyyc3WohIykBRXGSevIE7frVYIZLFfzCIrj+lbcvqA5iYtSHqLGNX3zMnlXLMbq4kvOvRSjAsUILxQ5naUCyIRzJSuKedR8Q7RnEkb3tOZ5ayDtzezGqgoW8asvhVLDYnLiaat7+wpKb1QV2Bz4mAzOjA9GgwVRB/06j0eLpGQuogdSt6ersLzeDln4BXiQUFNPZp3afG0dzCtmYmk2Q2ciEiLPXQmvPZJFUaKGtpwuDg3xqVWdD8XTVMyTWB7tDIdinYfPoXiwcToWtJzNJzSsm0MNM32hfdNqG70uPGzeOjz76qMy2gIAATpw4wYABA2jXrh1ffPEF0dHR7N+/n/vvv59ff/2VLVu2EBQUxMSJE/noo4+YM2dOmTqKior48ssvefLJJwHYvHkzs2bN4qmnnmLq1Kl8//33zJw5k40bN9KvXz8AlixZwl133cWbb77JoEGDeOeddxg/fjwHDhwgMlL9Hi4oKGDQoEHMmDGDf/zjHw3++6lviqKQnmuj2ObAbNDh72mofaqdWmpOf+OCggK6devGddddx5VXXllhexv6b9y8ekqi/n01Hw78oL4e9++ajb47+JOa+F6jg9u3nQ0uGVyg68zKj8tLAYcVTJ4oBjeCF72DuU81K8xX5+gq+O4GiBkBM87+wz1TcIZihwV0wO3z0RqbdoqJNTGRtEWv4jZgAN5XTsOelkbhytW4ApH78mFk+WOeGvQUPx3/iStaXxyBmXxrPgcyDtAjqAcGreRaAojwiMCoNWLWm3FpPwEmOtQL7YbO2Ze8Tx1hCuoNF4DEbfVS9QvLD/HmuuOM7RTEO3NLbsrYimH/dxDaEwI7lDvmmn6tMOm1RPq6lS7w5WKs4UVD5+mQFQ+dr6RPlC+fXF/7vGJHU/PJt9jJt0BCVuHZoGxxtvpsyVMDH5qGuxCrFd+YS3bRFSFEDRRlwztDIDtezS17/YqazaRY+S/Y+i54RcLde89u9wqHbrMqPy71IGGhXuzXaAjv0InRN9yGX3gtV6k/39pn1bQLox6FvmcvULLOJAGQYzXh6H9Hk19oxO3awd51q+g9cQohbdsTv283aYlqG1OKzJz/WzC5ujH5vn+ScuIovSZObfwG14HNlovDUYjZHNzUTWk2/MLVYIlfWATXtgrCrNXS09O1QQOyAKtO7eZY9hmOZZ/BmumD0+nG7sScegnKbjiQRVa+ja5RHrQOVhfsOpNTxO9H0hjbKRhv1/LXQgODvAjOMxLuqvaLzLqavX+jVkOEm5m0YisRbmaCXeqWXzatWE1TlW6xoihKaaDH4nCWPDevEan+npKy4G/L953hiZ8OcCbn7ELfIV5mHpsUy7jODZu+w2QyERxc/vPstttuw2g08ttvv+FSkh4xMjKSHj160Lp1ax555BHeeustFixYwOTJk4mLiyMqKqr0+G+++Ybi4uLSQN6iRYsYM2YMDz2kphJ76KGHWL9+PYsWLeKLL74A4OWXX2bBggXccMMNpcesWLGCt956i+eeU2e7zp07F4C4uLgG+X00pKTMYvbE5VFsdZZuMxu1dI3yIMy34VKVNKe/8fjx4xk/vuo1XBr6b9zUfSXR0E6sPfs67VDNjtGX5IDVGdRV0WvC6YT3RkBuEgx/GM2Qe3DRGbCdPo0tORnXnjW42DjXykfVoJNXpLoC/P7v1fQIJQtmDQkfwpMDn0Sn1dEnuOlHyWa89z65y5aR+8sveE2+AkNwMH633Izl0GG8Z1S86n1r79bc1euuRm2n3WlHq9Gi1dQ+c8ltq2/jr9S/mNFuBo8OkBQHAJ38OvHb9N8w6Ax4Gj2hzw2Nc+KwXtDrWnWUVb+b4fAv0GOOOlJ9/fOscb+cj0+Hs2BwNEPbVTwCa9me0yzbtIc7fLbQacy80iDhkRR1+uvRlHOmwa57Vl3p28UH7j8BWi1Op8KS7Qn4uhkZ2ymYWX3qsAAJwOC71Ecdfb3lGO8t28AkQxx9B42hT9Q5ixAOf1hdBCe0h5p/UQghmoPsU2pAFtSb2VknaxaUNbiUfa6JlAPwzhC6OB10eHoZ+taD1MDImd1qfy+gFvm7Lfnw7QK1zZknwZKr9s/OCcoOuHI2Lh6ehLbrgN7Q9Ddw1yx+h6wzpynMyWLWY/+mTZ8BtB+4A5OLK6HtOlZ4TOtefWndq3EXHrI6neXzndaAw1FEQsInOJ1WgoIm4uEhM54Aeo6/gja9++Pq7YNer+O+6MYJWE9t05896XG09gqmc+8B7Dudwz+GRLN8XzLL9pzGq4sfSTh4qm04EeaKA4Av/3aYDUfT6RHpzQPjOmA26FAUhbyS3MJ5hWdTgtz0vx3sScxh7aE03p7bC1ADnkdyCwl1MeFnNhDrXftR8RqNhtGhFSzqXAtrz2QSl1+MQQNDgn3KjLwbFepLUoGFSPdLMz/txW75vjPc8ulfnB8yT84p5pZP/+KtOT0bPDB7vszMTFasWMEzzzxTGqz7W3BwMNdccw1LlizhzTffZMKECQQHB7N48WIef/zx0nIffvghU6ZMwc9PXfxw8+bN3H333WXqGjt2LIsWLQLAarWyY8cOFi5cWKbMZZddxqZNm+r/TTaypMxith7JKbe92Opk65Ec+rajQQOz52uKv3FzIUHZS92VH6gr+vpEwZB7a3ZM29Hwj7VqHkyfmi5IoIC95E6a0w46A478Ak5MnYYzJ4eQp5/Ce3rFwcly7BY1AARqLtxOUyFmeGlA9m9T2zafEQzuI4aT+/PPuA0ahEav/rMKvPPOSsvvTtvNm7veZHz0eKa0mdIobTyadZT5v87H0+TJlxO/xNvsXWlZZ3Ex1hMnMHXogKbkIqHQri4AUGAraIzmXjT8XBpoVePME5B6ENqNKx9Q1Olh0qtnf/57Mb5vrod93/KCtR+HnCayCq2VBmX/9cM+sgodOOI1vMejMEvNy/PUlE50DfdiTOw5ozpcSqaWmb2xOhTeXXeUjzedIi3fAsCKu4bSPtjj/FM0ig82nuSIPRCTJp/XfPYD5+RU1huh7WXqzSn3wLPv4wKlv/se9uRkAu+9B61bw69MLIS4xIR0g7HPwcn1ED0MYmvYnxn1mLooa1Dnmp/LYQWnA1Aw6BQ1jUvcH7B4onrj/dbNal+rJuI3q4siAQy+BzKOwoA7yhQxurjSd3IN+3uNoF3/wez4ZSlt+6rfkyZXVy6/s/L1FfasXs7RPzcxePY8gmLaNEobvzyTwT2HErjM35PFXaqZRWHNB1sRuKnf7YrixOl0lLy2VnVki+MZENgg9eZmFoICnn6u5faFuPvy9uhbS38e30UNXP3zh72kWexYQtQ+dRvXdP7ZunyO4YNncvnvGjWv4s6EbKL83Zg3IAqNRsPADt6k51qJDjp7Xi8X9drI29VAUbrCnt+TOdj1FIoSiVmn5aqYphk9XexwEJevXhfaFPA0lA05uOp1BLoYSS6yEOlmrpep0rYChb3vKriFQPvZsmxOXTmcCk/8dKBcQBZAATTAEz8dYExscIOlMli2bBnu56TYGT9+PPfddx+KotCxY8U30zp27EhWVhZpaWkEBgYyb948Fi9ezGOPPYZGo+HkyZOsX7+e5cuXlx6TnJxMUFDZUexBQUEkJycDkJ6ejsPhqLLMxUpRFPbE5VVZZm9cHqE+pgZJZdBc/sbNhQRlL2bxW+DbGyCiH1z5fsX5EtuOUR+1VdmIjR2L4dQmdbqaV/jZ7VodLFgJyXugwyR1m9OBVltEyMBM9EnfAzXspOtNagD5xDp14bDQHrVvfwlrXBz2rCxce9S9jprwGD6c9ttrPn38/T3vs+n0Jg5kHGi0oOz+jP3k2fLIs+WRkJdQZVA24ZZbKNy8Bd/58wl6SL07+PrI19mavJWRkRXkYqgHiqJgPXECY2QkmmYwuqZJ2a3qatpFWTDyXzD0vpod12EiHFnB9KBc3sk0Mb1XeKVFp/QI49stR5io/ROiJpduD/Fy4f9GnXeBPvhuiBoCvjEs2Z7AS78dKd3lYtTh41rJ36s4F365D0ye6grcDTBa9eZRsXyw/E9uCrNC9+vKF/h2ARxfowYy5n53wecrPnyYtJdfBsDYOgbfa6654DqFEJeYLW/BxldgyH3Q78aKywy4VX3UhlYHMcPKb3fYYNXjavqcMU+UvYkd2h2u+1UNzkYPUbfZiwAFnDY4trLmQdlWA6H9RPW4QXeCi3ft2n+uhK3g6tew+deBwbPnMXj2vBqXX/fx+9gsxRhd3Zh014MN2LKzNmbl4wR+z6pm8UdbIWx+RQ3KdpsLAR3R690ID5+N3Z6Lm1vDBJGdTht2ez5GY/PI/dmU8rKK2LchDoAuQ6Lw8C0fmK3IxC4hfLUjkY56I+l6hQn+XhWWi/Jzo0eEN3uScjBoNXQN9y7d5+dhxM+j7Ojad+f2Zv/pHLpHeLP1SSdHfY9h65aHXonErYqr/EPJubyw/DAjOwQyp39NB+DUnFmno4OXK6fyi2nj4YKPqWw/0e50siwhDatTobefB118L/zG/slfFY7/qIYSQwYoeLZqJusIXGS2nswsk7LgfApwJqeYrSczGdC6YQamjBgxgrfeeqv0Zzc3N+Lj46s8RilZNO7vAOKCBQt4/vnnWbNmDaNGjeLDDz8kPDyc0aNHlznu/IDjuWk2alPmYpOeayuTsqAiRVYn6bk2ArzqP61Hc/sbNzUJyl7MDiyFnAT1cfnL6sjWhmQtgJ/uAhR1xNn458vu92tdpnOt8/Qk6r6xGPa+A1nL1Kl6NV1sbNSj6uMC2FJSOTFlKkpxMeGvv4bHef9Am9IVba7gYObBRs0nOyF6AqdyT+Ft8qZLQBd2pu7E7rRXmP7BnpKqPqellm4LcgtiUutJDda+1H8/T+bHH+M+ciQRb77RYOe5aPydOqSmKUQAOl8Jna/kBqC6RAqPTerEY5M6gW1czabCliz6FxPgRKcBo17LoLb+PDGpE4GelUxtOfgT7FlS0rZp6gV9PZvSI4wpPaZVXkBvLvt8gYzh4Zjat8eekoJr797VHyCEaHl2fgr5KbDr08qDsvXp2GrY/Lr6OmpQ+QW/Wg0o+3Ob0RDUCVL2w5/vQP8aBoeNbnDV5xfe3gNL4at5YHCF/9sJHs0nF2q3yyZweNMGYocMb7RzLowJwU2nZbSfJ4rTSf6aNRhjYjCdv7iXw1YyK01Rc6WXMJuDgAvPWVqZxMQvsVrT8Pcfjrd3LdORXWLKXMfX4qL+icmdeWJy9SPcXYw6vr9tEA6ngt3pxFRNDlwXo47eJWmbvKKcmH/qgqHrWqK6JNLXt/L0bu+uP8GaQ6n8fiStQYKyAAMCvRlQ6WBlDVqNBlDqbbRlQFcNBg8Ft2Bwbbh/Dpe81LzKA7J1KVcXbm5utGlT9iaT0WhEo9Fw4MABpkyZUu6YQ4cO4ePjg7+/uqBc27ZtGTJkCB999BEjRozg448/5rrrrkN7TpqY4ODgciMmU1NTS0dW+vv7o9PpqixzsSouWQSwvsrVVnP5GzcXEpS9mPW9EbLi1JGyDR2QBbXz3G4cnPpDnRJck0MGXA2nfobAjuBRfppOg3E60S27nrbj40jc6IPTYmm8c9fAmFZjGNOqDiOYayHfms+ahDX0C+5HkFsQRp2RO3uqKRUOZBxg/q/zUVD4cOyH5QKzEW+9Sf7GjXhNrGQl5wZgTUwEwJZQ9V2yFkFvhBvXQfoRdZG7yhSkw+Ffod1YdXp+XdQmNyEwqI0/mx8ehZtRj5upmq+Q6KEQGKuOlA3uUro5OaeY9HwLh5PzGNEhEF+3BlxY4cr31Sm3kQOqL1uRtCPg5g+u6kWP1s2NmKU/1F/7hBCXnlGPqgty9avB4qr1IbS7mhdcUdQFGWui703q6NpuVzVky8rLSYSfS9JpOWwlqRWaj2FzrmfYnOsb9Bz29CKsCXm4dPFHo9cSbjbyfHt1ybGMDz4k9cUX0bq70/b39WhdzxmJafaCHgugOAtCGnYG2N8URcFuV3MO2mzZjXLO5szd24Wuw6JLX1cmp9BGToGdcD8z2joEHXVaDbpazi7qdJ2WqPFeuARMQaur+pyTuoWy6XgGo2PL9h2zrTZsiVqK4zSEDdNUW09d6bUaJkUEkGezE+JqqvXxTkUhy2LH26gvDer6tNMw5UdZP+BCBXrUbBBDTcvVFz8/P8aMGcObb77J3XffXSbnaHJyMp999hnz5s0rMwJywYIF3HLLLUyePJnExESuu67sjLoBAwawcuXKMjlHf/vtNwYOVAeRGI1GevXqxcqVK5k69WyaoZUrVzJ58mQuZmZDzf6t1LRcfWiKv3FzIUHZRpJdaMXFqKv2jmet+EbDVV/UX33V0Wjg6i+rL5dxHDzDwGBWLxTu2V9lcWtcHMnPPItLj+4E3FrLqXyVKc5Gm7ABTBBy/QiMjRhcbC6e3PIkv578lY6+Hflq0ldl9um1erQaLU7FiUFbfuq5sVUrfFs1zJ3zyoQ8/hg5PXvgPqJh0iPUlDUxkaR77sUQGkrYiy/UWyqFX/eewcNsYHBb/5od4BVeNkVIRb77hzo1P2oIXLvswhtZQzXuiHlHqPkKz3EiLZ8J/92AxeZEAYa09efhCR0J9XYpzY1Wr4xu6qiwutj3rZqn1z0Y7tgBptovliGEaObyU9X8nPU5la3dWPXRWDyC1RGnVbFb1RlL/iUjU3rNVx9VOLb9T3b+upSeEybTule/+mlr4nYoSFNfj/s3eIXVT70XkdR3duPMs+F+Oh/viWVHw2qM6k1KjcEAFS385VtNztl6ptFoCA2dTlFREl5etchl3ACO79jK7599ROzQkfSbMqNe6nTYnaQn5eDh64qrR82Cg1UFY0HNyfn7/izsDoVCi4MO4Y3Xd3ALrtnn2IgOgWx5eFSZbUdzC9mYko0mS4vrc/50TtUQOMWBr8lQMqq1frkbdLjXMeCzJTWHw7mFRLqZGXWBC5KJsvpG+xLiZSY5p7jCvLIaINjLTN/oxv+9v/766wwcOJCxY8fy9NNPEx0dzf79+7n//vsJCwvjmWeeKVN+xowZ/N///R833XQTo0aNIioqqsz+O++8k6FDh/L8888zefJkli5dyqpVq9i4cWNpmXvuuYe5c+fSu3dvBgwYwLvvvkt8fDw333xzaZnMzEzi4+M5ffo0AIcPHwbUUZrBwc1nJsi5/D0NmI3aKlMYuBi1+Hs2bkrBpvgb5+fnc+zYsdKfT548ya5du/D19SUyUp3l3dB/Y8mC3QjWHkql19OrGP/qhgYbAt5sbPgPvNYTPqn53aOsL76kYMMG0v/7Go6c8isA1lbR7t0UHjgB41+ErrMwXvn0Bdd5MXIzqAsQuRrK57tq59OOryZ9xZLLl9A9sHsjt6xi+oAA/BYswBQT3aTtyFu5iuI9e8hbvhzLiZP1Uudv+5O55bO/mPvhnxw8k1svdQLwd17g+hgpf3wNvDcKtn1ATqENh7OirljNvbXuOP/6YR/5FnuZ7VmFNopLArIA6fkWxr+6gSte34jz73Oe2QNLb1fzV9eA06k0zGdr7hn1uShTXYBQCHFpWfkovNRW/by51H0+A17vBWufrfEhm776lPh9e9j01YWnLFAUheM7tpLp2U0dpTvgduhdQR7wFkBrVANRWlP5gJTv3DlEfvwx0d99i9bcPFamN5uD8fHphVZb+xGN9WnPql/JTEpgx7Lv663O+IOpHN91hn0b4+qtTg2gLxlhatBf+KX2e3tWMGvZC/yVcgKLreockNWxOi1syFjJrpw/y+0rtJcsGOfuBL3CsbbZ/JSQzqbUs9dmJ/KK2JSSXVq2Og5FwalcWH+yIgUl5y+oYTtEzem0Gh6bFAuo/y+f6++fH5sU22CLfFWlbdu2bN++ndatWzNr1ixat27NjTfeyIgRI9i8eTO+vmUDxa6ursyePZusrCyuv778DIiBAwfy5Zdf8tFHH9G1a1cWL17MkiVL6Nfv7E3IWbNmsWjRIp588km6d+/O77//zi+//EKrcwYv/fjjj/To0YOJJYPAZs+eTY8ePXj77bcb6Ddx4TQaDV2jqs7l3CXKo9FzrzbF33j79u306NGDHiVrEN1zzz306NGDRx89m0qzof/GGkVpgE/KauTm5uLl5UVOTg6enp6NffpG98baY7y44jBaDWx9ZDT+7k3UqTm4TJ2GG9m/ZuUTt8OXV6t5x67+Wl3xvTo/3KbmUHMLgPuPVV8eNYh6+oEHcenRg5Dnnr2gf/zFhw5xctqV4HQSuXgxbv3raWTHRcjmtLErdRcdfTvibpQRfjVlS0nhzEMPYwgLJfjxx9HoLnx0+7a4TGa9sxmjXsvKu4cRUcOFIaplt0DSX+pieIZzLt5+f0ldZGbYA+piLDXx6ZVwbBXf6C/n/oKr6Rnpw7e31G1qx+HkPMYu+h2AxyfFcu2gaLK++oqUfz+Pz+zZ7JwwlwKLnVBvF9YcSuG9DSdxM+rY+ehlGPVaWHw5xG0A/3Zwe9UL6FntTqa88QfHUvP54NreDGkbUKc2V8hhg12fq+04PydjC9HSvq9bshb5t/74Cji5HgI7wa01uwlU32yWYo5s+YPwjp3wCqzhaIut78Hqp9SFwoYvrNkxr3SBnHjoPB2mf1CjQ3at+JmtP35Dvykz6DZmQs3OU4m/flnK2o/fw+jiyk1vf4zRXLvUOZcSR4ENe0ohxmjPZrfYSHMWv283G7/8hNghI+k+tn5mwCUcTiPhUBouHiZ6jKy/RecsNicFFge+7mdHmTkVJ7eseovdaSd5beRN9Amu2QJ7XT6+A5vTzl3tFhCki6B9mBuxEXXr1+/N3cGmzDUAzAi9Dl+jP2vSfuZU4TGG+o3HZg/DrViPa4aRTR7ppFtshLmauCzMD6ei8MmxMyhABy9XBgR6V3mubKuNnxPSS1MVuNbjbNEiu4OT+UVEuJnxMLTMib8N/Z29fN8ZnvjpQJlFv0K8zDw2KZZxnUPq/XyiaSRlFrMnLq/MiFkXo5YuUR6E+TaPG4MtQcv8FGtk1w2Kwu5QaB/sUbOAbFGWupBWfdr3HXxzHWh0apCjJqvdHv1NXagiPwUKUsGzBjlhL3sKAtpBdAWrA1fkt3/hkrKf1kverfkiYFXRaEunIGrqM1VEM7Pq1Cq+PPQl13a+lsFhgyssY9AaKlzES1TNEBRE5Ic1u2CtqT5Rvqy8Zxhmg46wCqa9vfrXq/x84mcW9l3IyMhapG/QmyoOFu7/Aaz5sP/7mgdl+9wAOYns0U1EyYe9STnYHU70upqN8kgvSuf+9ffjbnTnif7PEhviyZmcIvpGqyuz5v22EqWwkNxff2XcA/eXHtcj0psofze6hXtj1GvJLrTyU1prrmEjllYjqO6yPafIxsHkXBQFdpzKuvCgbPoxOLMLYierK5hXM723xmxFtc7fK4RoYJe/Ajv/py6SWA2n04Gt2ILJtZ5uqpVY98n77Fm1HK/AIG54rYbfPfu+BUsO7P265kHZq76AY6ugx5zqyxZlw4+3093kRff/vqt+Fl6gv29warVaNOXGX11C1jyjfodMeAl8Kk4DpXMzoItphLUgLjGRnbtx9dP/qdc6I9oH4B3ojot7+dz2isOJ7a9TKMU2DD1boXWr+aAak0GLyVC2/5RjKWR94j4A1ifsq3FQ9oYuY1h1ajdh5lDsNsjKt9W4HQDOzAJsB06jDfQgpFU4Zq0L7noPPPRqIO94wSGcOIkvOsaIgHbqQcEwwuZDfIGFaHc1MJNmOYNGm4bi9CPEpfq1ADItdqxOBatTIddmv+CgbHKhBYeiEOZmxkWvI9b7wgecOBUnCk50GgmJnG9c5xDGxAaz9WQmqXnFBHqoKQuaYoSsaDhhvmZCfUyk59ootjkwG3T4exrkhmEjk0+gRuBq1HPn6Jp98fLrQvjzLeh/G4yr+RSzaplK7qDpTeoq5JknYd1z0HoUdJtV8TG9F0DmCXWkbE0CsqAuhnN+EMhWDMsfVAOm455XFzECyE6ATf9VX+/8FEY8XPv3dS5Fwdwmhuhvv0Gx2XDp0qX6Y+rB4czD3Lv+XmK8Ynh5+MvotQ3/z+q1na9xIucERfaiSoOyNXEk6wgf7/+Y8YF9GOzfTc1TLBpE64AKOo9OJ2i1LDm8hDxrHkuPLa1dULYyY5+GbR9Av5tqfkz78dB+PHcVWHFff5R+5gT0xVng5lejw/9I+oPtKdsBOB57iF/uHFJmf8Bdd6F1d8friivKbDcbdFzT7+yF61/xWfwr4zIeZxRvRPdhnCVfHa0a2R9CupY7b4CHiZdnduPA6VyuG1TJ/78OO+QnV5+j1+mAD8ao6QpSD8Kof9XgndfAN9erQZTxL6orsSsKHPxJbU9Yy17JWogm5dcaRj9ebTGnw8FnD99DWvxJJt3zEG371N/IeZOrmmrIWPLM0VWw+wsYeIeal78iox+HTa9Bz1rcNArurD7OUVxgJW5/Cl5+roS0Puez/tDP6mcUQPerIKru/QwAHDZ6XDYR39BwvINCMDTWtPzDh2DbVujUGXo0wmdtXgr8/oL6esdiGP1YnavKXb6c/PW/4z9zNMb23UsXmxT1z8On/A1Tp1OBfAvO9Hz157S8WgVlK+JjdufhfjPYkxbH3NgqFnE9z509r+DOnleQlW8jIbmAUKsDxaGgqeEiXPaETJS8Yhz5xfi17cz8yLLpWob5jyO+8AQ9vMvOpHQ36In1PntNc7zwEMW6HaDVEOJ6OwWFKaRm7CE0qB8mY/mRmlHuZnJ8PTBoNQS7VPy7szmt2BU7Lrqqb3alF1v5NSkDgLFhfoTWYXGw81mdFr49/QmFjgImBc8i0BSC1WklrvAooeZI3PVVT+1uCXRaDQNa1+w6QFy8NBoNAV4NuOiyqJYEZZubxK1ln+tL29Fw80Y1OOsVpuZP27NEDRR0mVHhYgIPr0rl251X8soYTya8XLKC+vW/1n4U77GVaucUoN24s4tfeIaqo1NSDqij0i5EcQ68Oxzy0zBf9zOEdLuw+mphbcJaTuWe4lTuKVIKUwhzb/hFK2a0m8EnBz5hWttpF1TPKzteYWPSRv48/D2rklJgwW8Q1queWimqtO19+OV+6DGHe3vdy69xv7Kgy4I6VVVkdfDw93vRaODZqV0wxwyHmOF1qsvXzcgDyofw+/twpIv6uVEDw8KHMShsEB4GD7oFlP/359K5E+GLXqm2noGt/ZneKxyHU2FYu0BY/TD8+baaP/fBuAoX45naI5ypjo9g/f/UUWPn59j9fIaaM3fUYzDknirOrgGDqxqUNbpV29YaO7lBfY7boAZld30GS28DnRHu3AOeMg1MiObMZikmLf4kitNJyvGj9RqUHXLVfGJ69cU/ouTm1M93qwtyFaTB/B/LH2AtgF8fgNzTEDkAvr4WOkyAK9+v9blPH88g80wemWfyCIzyQff3zIjWIyG0J5g9IaR7nd8bAAnb1HUGvMJpdePa+v1src6Rw1BQAAcPNE5Q1i1ATQ/x92yLC3D6gQdRrFbY+RmhY1zUhdxktkWjuO3zv1ixL5kXruzCpFZ+KMU2dKHedarLllpI9rITmGK88BwewbzYut9493E3YFl6jOK0InIGh+F9ec0WfdO38sNWYEEXWHG6jHbunWjn3qnaejp59CDHlkWQKRSTzsyfe58hvyCJzOwj9OpyW7nyWo2GLj7u7MrMY29WPl18yg5OKHYU8fXpjyh2FHF58CxCzJXfONdpzo6v19fTCL4Cex659mwA0izJBJpC2JixkqMFB/A1BDAj7Np6OY8QQlRHgrLNzRWvqaPCul9d/3UHnzNytN1YNSDb9rKKV3dFXS3eYneSvG895CYBSZB66Ox06f0/wMaXod/NKF1no6mkHiL6QVBnNZgS1vvsdq0Opn9YL2+N7AR1VC9A/OaKg7JOp5qSIbAD+ETVz3mBqW2mcjDjIK29WzdKQBZgTuwc5sTWYApiNYaFD2PL6c2MKMwDpx0KMuqhdS2D02olf906XLp3xxAYWPsKjq4CxQlHV3LlFa9xZbvqp89WZv2RVL7fmQTAhM4hjI4NqrTsibR8Aj3NuJuq+Ph3lizO5bBXXuY83mZv3h594cnOzQYdL80459+vZ9jZ58o64tnxsOwu9bVbQPnAa8oB9Tn1QNUn12rhxnXYUw/x8A4PMhZv48UZ3fB1u8C7x1e+r446G1By0fJ3jme9WQ3MCiGaNZOrG5PuXkjy8aP0nnRhN0PPp9FqCe9wTkCk4xVqztgOl1d8QOZJOLNbfb3/O7AVwIGlZYOyKx+DuI3qFPqwHpWe2y/Ek4zTeXgFuJ4NyIJ6o+jGtRfwrs5SEv5kZ4oXprQsOuUlV5w+qyhbvWkVMxxM9Tg6rVdv0P4FHTrWX51V0WprnK+3Ou6jRpK/8jfcQ4uhqFjNIS9B2RqxFtnIyyrCJ8gdbQ1TMJ1r7aFU7E6FDccymDar+wW1JX/zaSxHsrAcycJ9YGjpIm/nszucnEgvoHWAe9XTw/9eELUWi7FqvV0xDWxTm2ZXyMvgw/igs31VF7Mv+QVJuJgqH6xzMq+IvVnqaONgFyMB5rN9niJHIYWOAgBybJlVBmV9TAamtAqgwOZgZ2YeXgY9/QIuLCezj9Gfwb6jyXfk0d5dnUVg0KrtM2qlbyaEaDyy0Fc9+2FnEkdS8rhtRBvcqgp6XASW70vml71nuH1IGO12v6COPhv5z7OBkfdGQdJ2rEUunFzbilb/+x/m9u2aprF5KfCf9oACIx5RFzg634aXYfUT4OoH9xw6m0ZBwJEVYCuETlPLbN58PINPNscxt38rBrbxb6LGNU9nHn+c7C+XYGzTmtbLltW+grTD8Md/1d9529EX1JZnfj7Ap1viiXR3sMT/Q7wHXgsdJ5Urt2RbPA9+u5coP1dW3TOs8nyxtmI4ugJCeoBPJbmeHbZ6yTNYIykHwDuSZYdzySu2M7tPRNmOuK0Y3h8Nmcdhznfl8+wm7YCjK6H39eBeQQDdkgff/gNQYNp77Ex1MPVNddGfZ6Z2LpNeod4k7VADyPWRS7sBXcrf16KsS/pv7bCpix+avdXR6he731+EnCTofZ2axqDtWOg6Q91nLYRnS0bfaw0Q0B5uWNVkAb1D63/j5zfVVFXXPPMywW0q6Cd+MgVOrIX2E+Gqzxu3gc2Zw6amsgjoCBFl1wjI/PQzinbuJPC+ezGEyGyLc/216hjFBVaCo32I6Vr7382K/cmsPpjC7SPaEulX9xzSDqfCn7vTKUouxHAyg/dMNp64ohMxFaSzuvPLnSzddZpZvSN4fnr5VE2ldeZYKD6Vi7G9D4YKrjMVRcHhVGq8HsCFcDhtFBQmYzIH8uXhjbT2DmFwWGyZMlkWG78kpmPSaZkUEYDpvHYdLzhEgT2fzp490WrKt9mZW4RtfxJaHzcMHULYk5nHjow8AKa1CsTLWL/X2k7FSXJxIv6mIIzaJlqYu4Yu6e9sIVqYiztq2Mwk5xRz95JdKIC7Wc+twy/8ruT58i12bvl0B1a7k7fm9LrwEVxVGNc5mHGdS1YCDn+pfIEBt+Jc+QzpW9Nx5uZSuPMvcr77Dnt6OsGP/gudVyMuYmD2VEe/ZseXjpIt2refpHvuwRwbS9jL/0Gj0ZCm07Lc1cDwvEQifGo27adF+DulxHme/eUge5NyOJVRWC5HaKNa8Yi6aNWEl9Rpms2ARqsr81xrAe1hyhsX1AZnURHJzzyLbmcylk6T6Gw6gHfCKlh7psKgbEJmEQDJucXYnQqVrrlgMKuLA341Hya9Wn6xqyVz4eCP6jTUuUvLXSxWKekvddSrR+WjecsJimVPYja3f74TAG8XA+O7nHOhZTDDLRvVkb26877W8pI5ro1mp8ccLjf5UWEmw5Mb4MivJa9/p2Ob8YzqEEh6voUR7eswCroitmI1j7ebv5orUtKECNF49n4Da59RX4f1gvAG+PeXvBe+v0XNEz3p1cpH9teHoWcXSyyXtsDoCgNuVz/D805Dyj5I2a8Gb31jLijPaV34RLZGbzRhMJlw9y3JTbhjMax7Xp09MPB20GhILnLnzAkrnS3FGEyy4jOg3vjsOa/cZkd+PilPPw2APiCAoIUPNnbLALUPknDLrTgy0gl/6y2M4dXkbW8kf//Tq+soyrGdghnbKfiC2lCUb+HI7mRyLVDkY+azE1a2H83gf1tO8dik8qkCEjILAYgvea5MvlHLFSv2kfmtlSU3DSA29GwwLqfIxlUfrWbE0EOEeHgwI/waTLqa/VtyKA5SLWcIMAah19bshrtOa8DTPYL39/7GS9u/R6/Rsn7Wc/i5nG2Tj8nAVTHBaCj791AUhTM5xbgYojDoqDAgC+BIzELJLsKRXYS+dSCt3F04mV+Ep0GPh6F+FnTOs9nZm5lPhJuZCHczoS7N+2a5EOLSI0HZevTSb4dQUPPedAv3rpc67Q4necV2fEqCr9vjMtlwNB2AP46lM6lbDRfgagidr0Tb+UpMnh/im5GBuW1bUh5/AgDX3r3wueqq6utw2GHlv9RpWWOfVYMrdWFwgVs3gyUf3NXV1/NWrsQWH48tPh7HIw+jH3gnj2VsZkP2QX7auJCvJn1Vt3O1INNamchILOLybu2btiHbP1KnaO5Z0myCskEPLcR92FDMjbSgXEXyVq8h55tvmAykdu7DNX3D4UCkOnqqAreNaIO/u5Eu4V6Yq+vMnlgLKHDy9/JB2eMl01qtBWqu1poGZXd+BktvBVd/uGtPrXIL+rub8DDrsdidhFWwKAdQPiC75yuUb29kpu1dMpxuHDqTyz8vV0dxHErORafR0DbIQ13Epu1lajqJ6CGYDTo+uLYWgeaqOB1qQCRpB/yxSN3WapAs8CVEY7EVw/rn1deufuBTTyPfrQXqon2mklFve76ClL3qY9Sj6g2YpjL2GRj2IKx9Vk0XELcRDvyg7ut+NfhXv/hsXmY6v3/6EcGt29FrYt3zowZFt+bGtxaj0+kwupSMOtz5qRow/usTGHg7zmkf8NVvC7DFFZP79ecMm3N9nc/XEmjd3HC9ciyWDdtxHz68ydphOXqUwi1bACjYuBHj7NlN1pZzdRocRUF2EV4VLbDaSJKOZVCQXoAn4BHsQfsQNzKLirmikuu2V2f3YPm+ZCZWM7I3IbOQUxlq4HZPYnaZoGxCZiFacwae7jYKlEwybemE6GoWKF+fvpyjBQeIdIkpk6KgJlp5BqJBQ6CbN64VXMdpKwiOL/x2L+tOpHPTlPZoNBpGh/oS4WZGURRyMwpxcTdhNOvRhfvgzC5E6+OKxqDDC5gcWT83y60OJwV2B3uy8jmRV8SJ/CLmuMuocyFE45OgbD3aGZ8NQN9oXwbVYKq33eGk0OYgLc+Ch0lPoGf5L7Ir397MnsRs/jOjG9N6htM/xo+JXUOw2p0Max9Q32+hTvwWqJ1nZ1ERrn37Yk9Lw23gwCqPUaxWMj//HBePTFz3vqlujB5Sbvp8rRhcykzP85k5A8uRI5hjY9EHqL+rkMAukH2QELeL70t3W/I2CmwFDI8Y3ijnKz54kAH/vIGBej3Rt//QKOes1Lhn4cCPMPiuxj/3+hfVUZTjni8TfNQYDLgPG9agp07OKebJZfuJDfHk9pHlL6INPbvywQwv7AYdT996Be7+wXBZ5bmGXYw6rh0UXen+tDwL//xhL5G+rjw87X00R36FQXeWLzj9Q3WFaY8QNSVAVc7sgeUPQZuRoCuZCmYtUKdl1kKotwsbHhiB1eEk0KOGN29S9qPRKHgqeWTghpeLOvpjV0I20978A61Gw7L/G0yHYE+45utatadSOz9TAw3DHoA2o+CnO2Hn/yB6uJoCxsUXfCv/Gwgh6llRFmTFqa/73VyzYKm1ZLRa+mHwb1f+BlJ2PLwzVL3pcsNqCGinjmhM+ksdhduUAdm/mT1h/L/V1ykH1NGpfq3Bu5qgdO5p2PkZOw9rOPTHeg79sZ6OQ4bj6ln32U8u7ufliR3+EGz6L/S5AQCNqw/u/kFknU7Ew6959G1ryqko/JiaTYyria4edZ/qXhs5ObuxXReJ+aYeuEX2a5RzVsTcqRM+c+Zgz0jHc9y4Rj23027nyO+rcVittBs+GoP5bP/faNJjDKrH3MQVKD6eTf6GJNz6BuMSW351eg8vLan5+3D1CaB7bCyDYn2rrC/C15V/DK18Bl9KkYVdmfm09nDhX5fHkpZnYUqPsutYdA7zYnK7PhRm7aJ3RCDBpqrXuTiWW8jhnEK6+bpjcRYDlD7XxphW3Vkz42k8TK641DA13KHkXKw2B04n6HVgLMmje/pYBqcOpGI06+l1WVu0ni71kg9XURRyfjqBLa0QnyvbovMy8WNCGnk2BzEeLmiAUNfmna5ACHHpkqBsPXppRjeeXnYQs0HLsdQ82gRW3iGwO5xMfuMPDp7JxamAh1nPmnuHE+Bx9gvBandy8HQuigJ7k3KY1jMcs0HHG1c3wgiro6sg+xT0nM/ao5m8ue4Yc/q3YnL3yr/gtS4utPrk4xpVn/Xll6T++3l0ZoW217VFo3FAeN+KC+/9Rn3uMr1Wb8EQFkbEW2+W2fZI/0eY2X4mMV4XV+qCI1lHWLBiAQoKr498nWERNQsGFm7bRu6vv+IzZy6mmNoFgmzJyShWK4rVij09HWNERF2aXj96Xas+msL6f6sLX217v3bT9OvBZ3+e4pe9yfyyN5kZvSMIKrlx43QqvLLqCCfyd/B7G3WRhPH5uxnrf2HT7b77K5EV+1MAmNVnGG0uv6zigu0uUx81se09OLVRffwzFTyCwa8NuHjXuF1Wu5O0fAth3rXMiTjkXjC6871/FMfde9IzUj1nsc2BU1Evpi02Z+3qrM66f0NOvJq/ss0oNcABYM2DB06CRtuw05qFEGV5hsCk/8LWdyA/GYrzwFxFwCbjOLw3Qp3BYy9WFytd8FvZMpkn1WAvQMYxNSjr3xau+7nh3geoC5bu/ATcg6H9OPWm4cn1MP4FCIqt/LigWLhzV83O8fO9cPgXYgyd2OcRRUjb9uWDqoDNamHv6t8IimlDWPtaLqTVZpT6KKHRaJjz7MvkZaTjF35xTR3+MCmdfx5NwqzV8NfATvgaanZplfX111jj4gi49Va0bjWfNQJgs2WXPOeiKE40lUz9bmganY7gfz7SJOfOS0sl4+QxADLj4whq10iLuZXI/e0U1lO52DOKygRlM4vzeGXHUgbmGfAsTqfgTBq24gEYzBeWkmN3Zj6nCy1kWWwsGFx5f/4fg9sBNVvfY2dGHvklI0VHhkwgrvAYES61u1bItRRiVxyEuFcddD7ff2Z258fdpxnk40mItxlvk3rT3OFQ+2ROhxNFqb/ukiOzmPxNan+scEcqbiMjKLKr53LT65jXJqTCEb1CCNEYJChbj4K9zOyIVzvpaw+n8eL0rszoXXEgq9Dm4FByXunimQUWO4VWO3A2KGvUa3lvfm+2nczkhiH1M7Lq8R/3s/5IGs9O7cKA1uXv7ALqCJDPZ6hTeYHXt3dkx6ksMvKtVQZla8MYFQU6HRqfQJwLfkLnXkmH9OTv8O0C9bWbv7oy7wX4/ODnbE/Zzr297iXCswmDjBXZ+406TX/w3eUWfnLRuWDQGrA5bbgZat55P73wIWxJSVgTE4l8910AFJuNM//8J/aMTEL//Rx6/4pH9HiMGEHIc8+hNRlx7VH56s2XvMH3qCNlmyAoPLpjEN/uSCQ21At/97OfDeuOpPLammOgNdChezvczNAzsHY3a/Itdn7afZr+/8/eeYdHUbV9+N6+yab3XgmE0HvvHUFApQiCCvpi7w3RF3t59bMLdrGDCoig0pHeO6GGJIT03naTrfP9MSHJkk2yqYDufV17bTJzzpmzO7Mz5zzneX5PlDeRPhooSmOE8wV+8dUQ5q0hzEv0+DFbBLafy6F9oBsB7o2YVHSZCSn7xAm4XNXgxRWAWz/fy6GLBUzqEsSAGB+m1XJfrYHaDYY8iQdQXUGyb5Q3P9zVB6lEQpdQjwb3p076zIeDX1V5EE9ejOXkKnKDh+MrkTYpU7ADBw4aiUxRoa16Eo7+CHf/DX6xtsvmnoPyoqr/SzJrlokaImqcmw3QtukegiajmTP7L2ExC8T2DkWprmV4fnyZ6H2PBO7dBVtFXVEOfA4T3m1yPwDRM/jsn4RER3Lfwh9qLbZ/1c/sXbkcuULJfV/+2CQdWLPJyPYfvsZisTD8jvnIlddYItZ9eyEvFwYNBlfrhDpuFeLszjIpCjvv74bUVDKf/y8Acm8fvOeKkkPGtDTSFz6HMjycgEX/RSK1bWz19u6PXO6Kk1PQVTPIXm1cfP3wCo/EbDDgGdoCyTjrwbmbH6bcMpy7W+vjf3pyGz+f38dhi4L/OnfC3S8QuaphHphlxYUUpafhExWDXKnkdN4llAho5Cpi3KoWp/VmC1llBoKcVcilDR9bxHloOFOkJdZdg1rmRKxrw+S4snSF3PjbKxgtBl4bdgOdvdrbrcfaxs+Fx0bVNB6HtvXF2VWFxk2NtBGfqTZknmqcuvhiytbh1MkHmUTCuBBvssoMhGnUDoOsAwcOrir/zid5C+HromJgmypD59FLhbWWdVMr+Hhmd+4bGs1rUzry/bw+hHvXNLYNaevLE2Pa4eHc9AGq2SLwzZ5kknK1rDqSWntBlauouyaRgkc4t/UNI8LbmTn9whEsFrT79mMqKLCuoy+FL0bB+11FL5N6cBk8mDZbthC9dg0yhQD5ibUU9Ae5E8jVomdIEygzlfHmgTfZnLKZ705/16S2inRGbl6ym0kf7SS3VN+ktirZ+proTbjl5Rq7Qt1C+W3Sb6y4cQU9A3rW2sTB5HwmfbSTj7eK3gPOfcSwNk2fqvC28tOnKVr9O9qdOynZtMmq/vZzOfR+dRNP/nIMAI8pk3Ebf21ouF41hi+Ee3ZCeL9WP3SXUA92LxjBF7f3RFYxOC0qM/LMihMAeKrd+Xzkd6y4cQW+zvaFfJrMForKjLy85hQLVp5g9pf7RO+rz4fT5o+pbOqxj6/u6IVSLj4e3t14jjuXHuCmxbsa9yHC+8ED+2Hs6/x1IoP2z6/joZ+ONKiJ81lipt3Vx9J56tfjbD+X07i+VGNAG5+aC1N5F2DLK5B9pvEN938AHjoMHW8S/3cN4OnTkfRenMCLX/7a+HYdOHDQeML7iXIrAMYyyDlde9mYMTDqZVEXdtxbcNsK2+V63y0mqqrFcNYQSgvKKM7VUVpQRlGutvaC7qEgkYmRBho/6HW3aETtPEM0JCf+XVMaJuM4vNMBvp0EJkP9nRn1Ijx8DKZ+A6XZ4ssGbn6iMcrF2xuZ3L7EQLVx8fhRjm38ixOb15N09GCT2iosTuTvPc9wNP5zBEFoUlsAlJbC0SNw6RLmUzWvm2kBXvzVoy1besXiWmv2TLiQqWPriTyyCvXIvb1RtolGolbj1KVzZZmiP/5Et3cvhcuXY7h40bqBQwfhm6/hzGmkUiWenj1Qq68/Ka7mQiaX037keDqOn1ylVdyKuPQNJOj5vrgNq1ok3ldYysclIZSE3IpLYAQ9ps8hdsRYuxdjzSYLZrOF+HVruLDrb5L27eRsfiq3rHmDeza8TrRzCd28qxYFNqbnsTkjn93ZhY36DB08Xbg5wp8oVyf25RTxbUI6ZwrruP9cQa6umCK9lq4hLlw0HufPrF8xWuy4x9SBRCrBJ9gdJ1drQ/aO8zm8v+k8xeUNk76q3q73rbH4P9wdhZ94vXgqFRwryOPXi1kcK0hvUr8dNB933HEHEomkxishQZzbXrp0iXnz5hEUFIRSqSQ8PJyHH36YvLw8ALKyslAoFHz//fc2258/fz6dO1fdd1esWEFcXBwqlYq4uDhWrVpVo87ixYuJjIxErVbTo0cPduzYUbnPaDTy9NNP06lTJzQaDUFBQcyZM4f0dMc1VRvX2jnevn07EydOJCgoCIlEwm+//Wa1vzXOscMo24zIZVK+v6sv38ztzT1DonnUxgpgdZyVMobH+jGzTzj97dCgbSoyqYRnxsbSP9qbO/rX4Xnr5AkPHBAH5TEjmdIthL+fHMYdAyLJ/ehjUm6/neQrxfxzzkDqfihIEr1b7UDh74fUSQ2fDYUPuok6jBUIRiOpDz1M0vxnMdzyh9iX2rxa7MRJ7sT4yPH4OvkyMmxk/RXq4HBKAYcuFnAstYj9SflNaquSwIqbR/YZKCussTvULZQYz7qTc3y75yLHUot4f/N5AIJee5V2R4/gPW9eZRlVbCyuo0bh1L07LsOGWdX/43gG2SV6VhxOxWxphsnMPxj9+fOkPfUUJVu2tupxC3UGcioWAh4cEUOol/2TEaPZwoQPd9L95Y2VA1tvjRIQQDCLhS6/V2CpmNTauhwMJgvx6UV2XyvLDqRQZjSz9njDHmJf39mbuQMicFLIcFLICPJooczcvz8E29+CVfOtNi/dlcSSvy80+jdxOkWUhDid7BigOXBwVfCMgMfPiN6tI1+E9jfWXtZiAvdgUeO+z3/sSorVVNy8nfENdcc7yBVP/zqSE0UOEsdDDx4Wk5re8LY4XgvrAz9OFw2vfz5hXSdhIxSnigbb4joW5KvjGSEulr/fBd7rbL1QVXARPhtKp8ylzP2/D5n9xvtIZU3Lgh7Qpi2+EVH4hkUQ1MQw9IysA+jKsknP2oPJVHcme7vQaMjzD6dY5cpRie3Fz25uzgSo6jZMn03TUqg1cSFTh9TJiajff6ft/n0496iK43AbMxp15864TZyIMuwKj8OzZ6C8HM6fa/JH+qdjzizCcOwSFm0zOU3YSYJOjwmwyJx5qf9c5FL7fxe6Ej0H15/j0IbzyJWiQVKhdsIiCAiIYw+zYL/cUqFeS2KRDS//WjhfXIRZgLPF9s9pOviE8faQuQwOEiO1XBXuyCTNH4RbbjQzb+lB3t10jo+3JFRuN5gtHMotJqmkrFHtGgWBcrMMkHCh1DE+s4nFDEk7xGjOpB3i/63A2LFjycjIsHpFRkaSmJhIz549OXfuHD/99BMJCQl88sknbN68mX79+pGfn4+/vz833HADX3/9dY12y8rKWLZsGfMq5sV79uxh+vTpzJ49m2PHjjF79mymTZvGvn37KussX76cRx55hIULF3LkyBEGDRrEuHHjSElJAUCn03H48GGef/55Dh8+zMqVKzl37hw33ljHOONaQ7CIz/zMo+J7A+41jeVaOsdarZYuXbrw0Ucf2exra5xjh3xBCzCkrS9D2tbttbbtXA63f7UfiQT+eniQmGimFZg/JJr5Q6LrL+jkKb6uwFImPvgE3RUPwKDu0P8h0OVBxwZk7TQboKhikpCfVLnZkJxMyQZRw61k93G85/awVbvBvDn4zWZpp38bb27pEYLJbGFocyVcixwM8asqMsg3zvgzs08Y57JKGNuxwqs4NwHp6vvAvwPc8A5IJEiVSkI+/MBm/bsHR5GnNTCkrU+lZ6YD22S/9z6lmzej3bUb1+E7W+244d4aPp7ZnY+2JPDSmlMopBJm94uwq65Wb+J8dilmi0AbXw2/3T+ANn4uIJXBXZsxZZyEmNFWD4ZZfcPw0oie+kt3JTGnX0RlSNkDPx5mw6ksZvYJ47Up9Ye9KSu8iBp6ZfUI96RHuCcPDI9BEAS8XVooGUNAR9FbPaDqs+xPyueFNacACPd2ZnynhnsmvTvWhzVbtnNTz4jm6qkDBw4aQ++76y+z9RXY9b7oifrEuVbRgJbKpMR0t1MeyqMW+RZDhYeb4QpDZLc5YqIvn7bg1QA9/ZIMMOqq/r68MH72L0g/AhzBc+jT0EANSls4u7kz503b45KGEhY8jFJdBh5uUSgaIPdUKxIJF+L6k5avx1vTeI/gmCBnUnLKifIXF1JLNm8md8kSPG+9Fc+pUwFQhocT+fNy2w306w9nzkDXro3uw78F4/FUMFswCQLKrq2nUTw9wIsinQ7ZRx/C45sp++YbnDp1tKtuWYkec4XGaZs+o1HIynHx9UcikbDshqcwmIz08LdOeNXHw50sfRl70vdhMgQwPEx07tAZ9Uxc9TI5ZUW8M2Qe46Nqj7C7jFl2ALMQgCArAuyXd5sQ1QvoRYmpCLXUGWkLyGkoZVKi/Vw4k1lM+8Cq+XJ8oZbjBaVIgEBnJeoGLg6pZVLC3bLILCuhZ0Pujf8WTv0O656uyo0A4BYkJj6Oa1mDo0qlIiCgZoTs/fffj1KpZMOGDTg5iVIeYWFhdOvWjejoaBYuXMiSJUuYN28ekyZNIjk5mYiIiMr6v/76K+Xl5dx2m5gU+b333mPUqFEsWLAAgAULFrBt2zbee+89fvrpJwDeeecd5s2bx1133VVZZ/369SxZsoTXX38dd3d3Nm7caNXPDz/8kN69e5OSkkLYlQts1xrZJ+HsWtBXk21SuUO7CeBn3/2rMVxL53jcuHGMGzeu1r62xjl2GGWbgQKtAZ3R3KAkNGq5FIkE5FIJStn147Ds++gjqDt0sAq3AsTwvdE1w+7rReEEc36DtENWmp3K6Gg8bp2BMS0NtxtuaFKfWwKVXMbbU7s0b6M954JHmJgZ2YZB3B76Rnmz7pHBVRtO/AyX9omvgY/VPpmroI2fC1/cXv/g7XoiryyPozlHGRg8EJWs+Yx5rsOGot2+HdcRI+ot29yM7xTIf1efBGD3hTy7jbIezko+ntmd+PQi/jM4Cld11QQzXeLHjStVWIS/WX3/AEK9nCnSGRn//k6KyqrCxQp0Rk6mFTGjdxiZxWKW3ozCaos0O/4P9n0KwxZCj9utjn/v0GhySvSMirPWYLOXy8ZhezCZLRy6WECHYHdcVHY+6sa9CQMergpzBsK8nPFxUaI3WmhblwdbHcT0vYHH+l579zEHDv7xFFyskGRqQBIaRUX0gcLp+krKN/NnSN4B7a6YWLj4wi1fNry9qCFw0+cgCBBdLaqm401wYbM4OfdvuQlbY9E4+9GryyPN2mb3aHdCfPT4uDVeSiwmUENMYJWROH/pN+hPnSbv8y8qjbJ1Ehklvv5B6AryMei0eAQ3b44HaYAblowiZL51JPRrAeRSCfOEchLXrcEClJ04brdR1ivQlfAOfkilUrwCPaz2hZi9OXvgEic8kuk0KAKJREJOkYGdpwsQsPDF+S2UmIvZP3gqLiWpGMMGU6gXF2kydYWAGPW0NaOAfL2RYYGe+Kitr+VeXtGcKT1Bd4+BjfrsrnJ3u8saigWKL4J3R+ySdpBKJay+fwBFZUarhNg+agUSwEMpR9FIGZkR/s3j9POP49Tv8PMcajgJFWeI26d92+KG2SvJz89n/fr1vPrqq5XGussEBAQwa9Ysli9fzuLFixk/fjwBAQEsXbqUF154obLcV199xeTJk/H2FuXL9uzZw6OPPmrV1pgxY3jvvfcAMBgMHDp0iGeeecaqzOjRo9m9e3etfS0qKkIikeDh4dH4D9waZJ+E4za04/VF4vbOs1rUMHslV+McN5bmPscOo2wTyS3VM/KdbZSUm/huXm/6R1vLEJSUG/nv6njcnRQ8PyGu0vuwT5Q3ax8ciEouI8q3cRP9q4FUqcR9QuONCyazBfmVRuiwvuKrGhKplMBFixp9nOuWNrZlFY5kH0EukdPJt2Ei/HSaChe2iJ6y7iHN0MFriIJk2PMxtBtvPWG8gns33cvp/NNMbjOZlwc0YuGgFjxuuQWPWxqetKopWCwCBrMFtULGu9O7sj4+k7sHNWySNrZjQJUndTXOZ5dW6iOfySwh1MsZg9lCmUEMVXJWSDELsOl0FvHpxSTmavl2bm82nc7ihs7VvEePfA+lWXBsWQ2jbPcwT367f4D9nTUZxKRZXlHQdnSDPueLa07x3d6L9Irw5Jd7+ttf0S3I6t8AdzW7Hu2DxSLg5Nq6EzwHDhw0gfObxKSlzt5iiP+Vi52ZJ0UN93bjre9VQ56G8P7g27rZ3JuMWyB0ntb4+hazGDVRHVvtufjBrF8af5zrELlMQpBXTdkci8VM4uGD+IZF4O7XsMVGrzlzyNVq8bz11ubq5jWDdvduSjZvwevOO1CG2B57GnRajq3+BYvZRMyQkfi1addsx1d2DoXOrZvM12CyIJGAKiYG/+eew5SViceUKXbXl0gkBNciZVecp0MQRO1ps8mCXCHDYBa9aiVIUMuUeDp5oUncCAi4K134esxDJBZlMSVGzIegM1lI0YoL6Ze05TWMsnFuXYlz62p3f7OKy/n1UCqj4vxp69+wsdGWBy2UpEDcHAkd7rRv4Uspl1oZZAFCNWpujvDDSSZFdj0toF3rWMyih6zNqE0BkMC6ZyD2hprPjGZi7dq1uLhU2UfGjRvHE088gSAItG9v+9ncvn17CgoKyMnJwc/Pjzlz5rB06VIWLVqERCIhKSmJbdu2sW7duso6mZmZ+Ptb37v9/f3JzBSlP3JzczGbzXWWuZLy8nKeeeYZZs6ciZtb60RCNwrBInrI1sXZteAbJ+YZamaulXPcGFriHDuMsk2kuMxIUZkRQYD0wvIa+/86kcmqI2kATOwSSI/wKm+NDkH2ryo2B4dTCth6JpvZfcPxc2uAJqO+BA4thdC+ENqr0cdfuOoEP+5PYeH49txVlyHp+M+QfRoGPSZ6uPzLOZR1iDvW3YEECcsnLKe9dwMmij4xcNem+stdj2x6QZR7OLkCnqolURxUhlK1REhVa2IwWZiyeBfns0r5/PaeDGnry6CYZpLOAAa18eHJMe0wWwSGx/oB4Ouq4ud7+pGSr2NoW1/MFoG/Tmby9oaz3NQtmFAvZ+4ccEXo6qiXxPvFgEea3qmDX4oDP4kUHjkp6jzaSUmFZm5JualpfchPRPXZUHEcOv/vhoX/1kVxOnx3E8hVMHtVwzz5HDhwUD9FKeKkQ5cnjmOuNMrueh/OrYMLW62NshKJKCfUmhz/BUrSoe99ILM/RD4/PY2EA3toP2gorl6NzE1gLBMTteYniveisD42i5lNJg6s/hWVRkO3sRMbd6x/GHtXLGfPrz/i7O7B/E++QdoAA4XbmNG4jWnYYuP1Qtpjj2MuLMSUn0fIu+/aLlTNiGZvIqxrlQs5pUz5eBdqhYy1Dw7E77ZZzdp+cBtvBIuAq6cTcoV4jQV7qenTVjRWDuryBC4KNZKzv0FeAvh1pKd3DD0DqvSwXRQyunq5UKA30da96bIeC1edZNPpLFYeTmXz40MbVNeotX5vLIklZWzPLMBTpeDGUJ9mu46yDgrsf92Cfy8JvZ+5vucOjeLibmvJghoIUJwmlosc1CJdGDZsGEuWLKn8X6PRVGq41tqrihwYl6+DefPm8eabb7JlyxZGjBjBV199RUhICCNHWjtAXXndCIJQY5s9ZUBMCDVjxgwsFguLFy+u51NeZQqSrSULbKEvEsu1gLzHtXaO7aWlzrHDKNtEonxd+GJOT3JK9NzUrcpgUG40s/JwGgFuKtr4ueDhpCDSx4VbP9vLxTwtX97Ry0oXpzWY/90hckr0XMzT8cGt3eyvuPV12PsxKDTwTEqF5mnD2XYuB0GA7edzbRtll80SQ+/KK24QSg0MfqJmuQbSlB8elzP3XsUBo1QiRYKYlfB6Nyw2K+EDRKNsRN0DgiUjl3As5xj9gxrgLdkKlBvNPP7zMfQmM/83rSvux76Av9+AgY/AwEdrlC8pN3IqoxhBgMMXC+rVrW4oUqmE+4e1qbG9a6gHXUM9Kv+f2SeMmX3q0M5pP1F8NQde0SCRskUxjOKzZUzuXbUrIbuExVsvMLZjAKM71PT8fWVKJwbF+NIv2rtpfchPrLon5SdaD0zMpkbfD0nZU5UBPuMoRA9vUjcdOHBwBd3miO/uYaI0UAXFudkkHjpA24ixOCdtF+9XuQnw/U3gGiAaJpXNoEVqL9lnYKWoVYfao0aEQV2sfe8Nci4mkXrqBDcteLFxxy/NgqwT4t8pe2oYZQ3lJuJ3JaPX6dj/+2qM5SUERLclMKYZPBsFofHjK4tFlM66ikgrji+RSJA0WC39n4tznz6UrF+PpnfvWssonZzpMnmaKF8QdG1FchlzdBSsPI8y2BWPCVE8svVzDmYl8PaQufQNrHndn84oprjcRHG5iaRcbcMcX+xAoZIT2anmOKfKe7vC67VD3Z7y3bybb94Z7athyykz3crOknrKh5C4aiHO2fHiK3KoqM19BcPel5J3SiBkSNN+M3l6IwJQqDdiFgTk1e4lFkFA2sh7y6W/Bcrz4eIGgZ5PCkhl/7LfdmlW85ZrBBqNhjZtrOckSqUSiUTCqVOnmDx5co06Z86cwdPTEx8fcYEyJiaGQYMG8fXXXzNs2DC++eYb7rzzzsr7Nogh8Vd6TGZnZ1d6Vvr4+CCTyeoscxmj0ci0adNISkpiy5Yt17aXLIChuHnLNZBr5Rw3hJY8xw4LTzMwor0/M3qHVSa/AXhv03meXXWCh5cd5a+HB/Hrvf0p0BnYk5hHelE5287ltHo/4yqMwB2CrC+g/G+/I3nGregOHrRd0avCE84zovEGCGM533U4xMK4HJ67wYanp0EHZ9aKxg8nT5ApIbjxOj9lx45xftBgLkyYyJkOHUl/7jm765qLi8lZvBjdlt/g/9rBux2hpPEu7k2lm183frzhR5bdsIx2XvVMggSh+TJjmgygzWuetlqC3ndjWZDBPfqHGPjmFo5dKrRZzFPtydDQoShljdeCazA734PfH4Iy230CMYHUHycy2HQ6m7/PZose4uWF4rsNvF1UvDe9K/MHRzFvkPibLDOY+XpXEocuFjT/Z2gCl1cym0zb0Zy69QBzi+fxyMqzrDuZUbnr/zacY+WRNJ5ecdxmVReVnJt7hBDUAK1vm0SPgHH/E1/R1fSDT62GV/3hO/vDE61oOw663Qa97qp3YcGBAweNQCYXtdpjrD0m1rzzOpu/WsL6TSfhibNww9uQ9DcUXhT113NbObu9i5+oYy1TgW9s1XazCX67X/SoL7E9+fUMEOVWPAKDbO63C4lUlHDoMlP8vq6gtLCMslIDFoscj6BoXDy9GhyqX50j69fy0dzp7HlpBrzsA0d/srtubkoyu37+Ae3Rw/Dl5/BHPaGXLUyfKdO4ecGLzHrtXST1GIiFZsxmbTIYMBkMzdZecxPy/nu027UTT7kUVq0Evd5mOWcPz1Y1yGpNZp4+e4l3kuse0+sOZmFIKqZ0ZxolBSWsSz5Mblkxmy8es1l+bIcAHhvVluduaE+fKHEhuLy4iLQTR9BrS5v9czSWZhubAQvGt+fTHuUEnljDL688h66osGrnqRWQeQQu2I7UcwmWED5KikzZNGNnZ08Xuni5MDzIC3m139/enCK+ScjgeH5Jo9ptN11C0ADo9qDk32eQBXCx8/5ub7lmwtvbm1GjRrF48WLKyqwTjmdmZvLDDz8wffp0K0esefPmsXLlSlasWEFqaip33nmnVb1+/frVSOC0YcMG+vcXHXmUSiU9evSoUWbjxo2VZaDKWHf+/Hk2bdpUqWd6TaO006Bob7lm4GqcY3tp6XPs8JRtIS7r3ni5KCt1bqJ9XXh4RAwX87RM69myWkfbz+Xw5K/HGB7rx+s3iUm5vrqjF3ml+horuDkffoilpIT8b77BuWfNJE8ng6fxiY8nHdq0497Gdmj3h0QefIW7ZUpwm1xzv9IZbvg/MRRi2PPg6tckT5XSbdsw5eRAjmj8Lt36t911cz76iIJvv0MfacK5T7a4MfuU6EHTCLaeyeahZUcYFOPD4lmNMzR39LFDZFuXD58PEw2Bc9eBXxP08MxG+HSQODmduhTiJjW+rRYk1yBlXbw4uN5wKpMu1Tw6rxq5CbCpQg/Zuw0MeMhmsR7hngxt50u50SzKELi/CHuXQM95YgFjGRSlihIUFUzqGsykrlUe+R9sOc+Svy/gpJBxdNEoVHL7QifNFsHmvaCplJQbmbJ4N7mlepb9py+xAU1/kLv5BqFRJqA3Waz0xIbH+rH5dHajk4bZjUQCfebX3J6wBSwmSNou/l4aEHIMiPe8SR83Tx8dOHBgN84eooyBs3s1OYNOUyH1ELj6Q2DXlu3Atv/B/s9h5AvQbZYoXfLgYTCVW8uYZJ2Ao9+Lf59aDX3+U6OpG4aGMkCmx7NfeOP789t9YpRScE9Q17xne/i5EBjlhSAI9BjzHHK5DJm8gfe7apzZtR29VsvphHL6RZkgYSN0tU9X9Y8P3yY3JRn/fkNp46SBtFQwm6GBWdcr2fIK7FkMIxfZvs/Xg0QqJaJr/eO6srI00tNXoFB4EhJyK1Jp46dfusJ8jv3+K1KJlC6Tp6F2vTa9saT5eZCfL/6TkwO1aMu2Jr9mFfBNuuhsMNLbjc6uzjbLOXfzo/x8AcoQV1w8XHi2z1QOZV3g9g5iREu52YLZIqCpkBKQy6Q8NCLGqo2zf2+gNCebgtQUOo6zfwxtslgwC6Bq5iTQ2foM/sj8GVeFB5MDZiKXNv43fJmw0CCOA06urshV1fRefeMg8yj4NJ9OsC1UMindbXj/ppWKcoJpOj2dvRoug+caKmHAKy2jlXpdEN5fzK9QnIFtXVmJuD+89SMQP/roI/r378+YMWN45ZVXiIyMJD4+nieffJLg4GBeffVVq/JTp07loYceYv78+YwYMYKIiAir/Q8//DCDBw/mzTffZNKkSaxevZpNmzaxc+fOyjKPPfYYs2fPpmfPnvTr14/PPvuMlJQU7rnnHgBMJhO33HILhw8fZu3atZjN5krPTC8vL5TKVnQKagieEaByr1vCQOUulmtFrsY5Li0tJSEhofL/pKQkjh49ipeXF2FhYa1yjh1G2RZi3sBI+kZ5EeLpbOVB++iotnbVLzOYUcqllYnBLmPR6SjZshXnXj1R1OF2vfZ4OlnFepYfuMSrkzshlUqQSSU2jTDec++k6I8/8Jg23WZb3++9yNpUJ9ampnD3iA41E3XZwGQx8WfSn0S6RYrJqS5727oFiRmNbdHrLvHVDHjMmIEh+SJyPz/MRUW4jR1jd111W/EcGZ06wqBuotdu5NBayxfpi3BTutUqkbDpdBYl5SbWnczEaLagaOaBViX5SaLuC0Da4aYZZQ1aUZdKsIjJUK5Ro6yfq5rHR7XlRFoRs/o0YVLanLiHiJPbgqQ6dQk1KjlL76wW2hc52Lr8NzdC6n7KBz/HUtlN9I3ytpIRAAj1FCcUge7qBmWenbv0ANvO5bBgXCzzh0QD8NuRND7amsDcAZGV8gSGlBRSH3kERVAQIe+8g6Seh87FPB0J2aJXyKGLBU0yylosAu9vPo/RbGHjo4MxCxDqVTWBmtozlKktvLhVK/G/wZHvxIWaMa833CDrwIGDq8bER54hNyUZv8joqo1qd5iypPZK1TCU6VA62TDmFKZA6gGInSBqRdfGke9Amw3Hl4lGWRAXaZRXtOnXQZRWKMmEduNsNiXd8RZeBcmw+wNoN9au/qPNhdO/Q8wYUafbO1o0ynpH2ywulUpshk43lkG3zuHg2t/o3NYThHZi/gA78Q2LIDclmWxPD9pExkBQUO0GWUEAgwFUdZyL+FWisOWp1Y0yytpLWVkagmDCYMjBbNYhlTb+2VhWVITFaMQC6EtLrlmjLBGR0LYtyOUQGFh/+Vagj4cGX6Ucf6WCKKfarwtFgAb/h7pX/j8nbjhz4kSDrM5kZtXFbIwWgRF+cjTmZNzc4pDLrZM2q13cKM3JbtD5KTdb+O1iNgaLhTHBPvg7iWOuXXmbSS+/xBCfMfipxO9yQ3wmr/15mpu7h/DgFQZhW2SUp2IQDOQZstGaS3GXetZbpzZyDEbeSsqka0R77nz3E5zc3FGqq83tOtwivq4Ce7OLKDaZ8VYp6OPburlb/jFIZTD2Tfh5DiDB2jBbMdcd+0aLJfmqi5iYGA4ePMgLL7zA9OnTycvLIyAggMmTJ7No0SK8vKzzMzg7OzNjxgw+++wz5s6tGQnSv39/li1bxnPPPcfzzz9PdHQ0y5cvp0+fKhmfy8d56aWXyMjIoGPHjvz555+Eh4vzztTUVH7//XcAunbtatX+1q1bGTp0aPN+Cc2FRArtJsDxH2ov025CiyT5qourcY4PHjzIsGFVScMfe0wcl9x+++0sXbq0Vc6xRGjOWAY7KS4uxt3dnaKiomtfb+MqsDcxjzlf7CFUXsja2eE4xVSFtqYveJaiVatQxcQQteb3Wts4n1XCG3+dYWg7X27rG94k8fNDF/N5duVJBrf1YeENcXbV+Sb+G94++DYqmYrNUzfjrnKHgotiFmSVS/0NXGWMWdnIPD2Q1mOE+urkV7x76F1Gh4/m/4b+n80yl/J1vLX+LAPaeDO9Vx1anI0h5xzabyeSp9bgM3cTzoe/Ez1mhz1b96TQHs6th/Sj0O8+R8I1e0jYDPs+gd7za4TLNor/RYMul4NeE7glfSauajknXhAXF/ZcyOP3Y2ncOSASuVSCv5sajapqjW3PhTxe/+s0EzoH8p/BNSfavV7dRE6Jnkldg3h/hqgvPfnjXRy9VEgbPxc2PTYEgLylS8l+400AIlevRt2u/kWlJX9fIKdEz5Nj2uGktG/AllqgY8uZbMZ3CsTHRbxud5zPYfaX+wH4ZFZXxnayP8lXi/Pnk7D/M5DK4dkMkF+jq+DNgON5/e/Bca7rZ9/K5exc/h0dwuSMfX4JuFUzNr3bEYouQZ97YNybtTcS/xsc+V40Rob1a5pm/b5P4cAXMHQBdLzJvjo/TIXzGyCkl5gI1GKp0MuOvCqT7IYgWCyU5Ofi5lNTp7IGf6yF1EswaDDEdbBdJmETHP4O+j3QpES2tihas4bMRS/g1K0bwZ99TH7+HpRKL9zdOzepXUEQyDh1AqlMSkCsHVFUDkhLyKUkr4yIjv6oNU17XhfojfyWIkbhxcmO4205hUbThsDAGwEoKjqGwVCAl2cf9CU6nDy8rOZgX5/cxNrEAzzZcwp9g2Kt2i7UG1lV0fYAP3faumswWgx8lfI+AB1cuzHQWxxfzl16gC1nsvHSKDn8/Kh6+6236DlQsAN3hSed3OyP2tMnF2HKLcO5mz+SilD+Vy+k82FKNhIgfkAHvJTXzsL0qovZFBpMBDgpGRfSyOSH1wkt/sw+9Tuse9o66ZdbsGiQjbux+Y/n4OqQfRLOrrX2mFW5iwZZP8czprVweMq2NDnnRO/FmFE1Bt7Ff/2F1M0NlwEDrLYfTy3EYJFwweBJ3rZPCalmlJU6iZ6uEqe6dRJj/F358o5erI/PpN1z6+gX7c03c2sX3L/MoYsFrDmWzm19w2njJxpPe4R7sf7RhmUi9lKLqxguChcUl0NkPK8RT0Y7UPjbMeAHjueIepbHc23rWoLo3ffBcCVseRpk46H7bLv7kViYyIKdC2jr2ZYX+79YI9FXyamVuJZkoimBlYcWc9NA+7Vz66XtGPHlwD42vwgZx8RwnyuMspfydagVMqvw+3qZvRISt3HaMATSU4nyqZLzeGrFMS7ll5FaUMZ382pmyv52TzLHU4tIzNHaNMp+OrsHf5/J5ra+Vb/Je4dGs+TvC9zRP6Jym9v48ej27EURHIQqpmYSMFvcO9S2t1Wddb4/zIm0Irafy+GL28WJcbsAV4I9nJhjWMaYFbPg4p3gEgAdJoOvHSFxidvEcOCmXsMGHaTuh9A+VV7+g54QvcljRv+jDbIOHPyjSd4JCmcI7m693aAVtb3D+9e416SeOABAWkYJHPvJ2svz8v2htmigy3SYLL7WL4SlN8CIRWKCx/o4+hPknIHBT1YtbveZ33APT42v9btUCj723d+vNhKp1D6DLEB2hQ5vVlbtRtk2I/nNtQcrswp4xF1Ldzf7ZbOK//qLnI8/xnPmTLxmzqyxP++rr7DodGh37cJw6hy+nYba3XZdSCQSgjo0zbD7b8JkNHMxXpQiU2kURHa8wus765Q4P7FTMs1TpWB4oCd6swVNaTllZaBQiF6nRmMROTmbAZDLNXh61jT0f3LsL4oMOr47/XcNo6yHSsFgfw90Zgtt3ETPeYVUSXf3fqSXp9DetUtl2fmDoyjVm5jc1b4Fa5VUVWnQtRdzqYGcz0+AWcBSbsZ1oHisgZ6ufJGaw71+XqxJyaGblysC0N5dg7KeaECLIJBcWoa7UoG3qmnGXK3JTKnRhH81r+d+vq6cLyqmg5fDS7bJxN0IsTeI0oKlWaKGbHj/a37xzkED8esoSo4UJItJvZRuomSBI7l4q+IwyrYkZYWixqehVNRLrRaaX7xhA2mPPgYSCVG/r0YVUxV6MqtPOIVndxKVs4WQvtZJZPwXLMB15EjUHWoZYF7BjvM5GMwWdibkYjBZUMrr/oE98csxknK1XMgptWnsscWhi/nsuZDHbX3D8XAWDRQToyfS1rMtvs6+OCtsaza1GJknYM0j4oNj9Msteqgnez1JqGsoI8JG1F1w57tw9k+4sKVBRtl1yes4lXeKU3mnuK/LfQS6WIeAKbrNZvuRL0jESLtIR/b2q0qXmeJq8hXaeAeT85n+2V6cFDI2PjaYQHfbE/Yyg9naszSwCwR2YTYwpHMMfm5Vg87BMb78sC+FwTG+Ntu6rW84yXk6JnS2HTLYPcyT7mHWoWtjOgQwpkMAq4+mMfrdbcwbGMn0XmGEfvqJHR++cfy4L4X0wjK8KzxXfF2r5FX8XNXsemY4wuevIkkTRCOJoRTOrIF7dtbWpEj6Efi2YhX/tpXQpp7fpw3OZ5Xg66rCY/VdcPYPMYx4eoW+456P4OgPYDaIxhUHDhxcX1zYIibpk8jg3t3gV804svG/ovepxg+ePG9Vbdi8Bzj28WO0cysQJ6vVuXOdqAMbYeci9rn1okTQ+Q31G2WL0uA3Ub8OJw8Y+Kh9xzj+s5hAtec80fgKMPF9MaGXf+t7wJzavoVDf6ym9+RbaNevhRMcjh4Dly5Bp7oNmP9NSCPbYMIswA9douxuPv/7HzAkXCB/6Tc2jbLed95J+jMLkLq4oAhqQiI2B01CJpfiHexGSZ4O78ArvAm3vw1bXhbHW/O326wvCAKC2YxUXjVlDncRx3GC20SMxmKUSnE8JZM5o1T6YjQWolbbPud3dx7Dmgv7mRk7xOb+aLeac6ZengMBeGnNKfYlneGNmzrTJ8qbn+f3q/vDNxKTReBYfgkaiQQ3JzmWUiMy16oF6CFerpwZ2JGfErOwCHA4rwQB0Jst9K5HMiC+UMvB3GLkEgnTI/3rNeJeiUWwkGfIwU3uze8puZSbLfT1dae9h2hUvxD/FiUlyWhj78ArqGEORQ5sIJVBpCMZ7T8eiRS87H/+OWh+HEbZlkQiEQf8UPVegdzTE6RSJGo1Uo316qxGJeepu28Hbq/ZpEKB5opscYIg1CpPcP+wNpgtAn2jvOs1yAL0ifQiKVdLn0iveste5o6vDlCiN5FWWM7rN3Wq3N7Oq2UF3mvl8HeQdlB8DXmqRUPvg12Cebzn4/UX7HATJP4N7e0L9yhYtpzcjz9m4B2TORDckxjPGAI0NTXd1G7B9H/oDD3MejSKxidGc9Bwavzu+t4jvq4gq1iP2SJQqjdRVGa0aZR97c/TfLY9kXuGRPPMuNga+8O8rQfpr07pxIs32tB3Nulh/2cM8G7DXw/b1iCsj692JXMuq5QvdiQ1v9xGNRKyS3h21QkA/jshjsdGt6VDkPVg3mS2IB33JpKDX4u6f/GrwM8OCRWFRtSCtphA1fCQrhWHUnn8l2MEuKnZFVyKDESP2ctkxYvvmScb3LYDBw6uASrHZpKa3iCaCk9Ml5oemV4hEQx7faXtNjXeEDXUepvFUmUMvZKJ78HRH+3zdHX2At/2osxAsJ2hx2mHYeXdVfU73iz+LVNASM2krq3B/tW/kpeawoHfV7a8UTY4RHzVw/QAL37MyOcmfw+7mk1/+hm0B/bjMX06gsGA54wZNsu533gjriNHglxerxSWg+al+vhMIpHQrmct10FRasV7mu12LBaOr12BNi+X2BHj8AqLsNovkcgqDbIAUqmCsLDZCIIFyRX3lVJTMWdLT3JTu27c1Wl0gz+TzmDiq11JAPx66BKdQlrOE/R8sY7jBWJ+gEkPdMZVL6Dwt55jyCVSBvp7kKXTk603Umgw4WGHjIGqIleKXCpB2gjllm156zlXepIIp1jMgngfM1ksAFgsZkq0Yqh9cemlhjfuwIEDB1cJh1G2JVG7w/y/xeQPVwzUnXv1IuqPtUidnFAEND6BQmJOKVM/2YOLWs6q+wbgdYVWUqC7E6/fZH+Y0xs3d+b5CXFW+pRXcjy1kM93JHFz92CGtvMjxt+FwymFtPNvulas/vx5SrfvwH3KZORe9huGreg2Sww3Dut/7Wihxo4XX3ZStGoVppwcNCu38PUfa+ssK5fKkTchk+/1SomhhPkb51NiKOHTUZ8S5NJ6nigvrTnF0t1JLBjXnrsH172yOL5TAO9M64K7k6LWxFd7E8VswHsq3u3BZsK9/Z/DhudEI8Ojp6z1DutAEARWHk7Dx1XFPYOjWLLNWsagJfB3UxPu7Ux2sZ5uYR50DvGw2n8uq4RbluzGVa1gzYPv4uWsgJEvgrsdyb1828J9e8FstPaAq8bB5HyeXXWCwTG+PDfB2tDrfn4F7ynW8ZFuGtoJn+GWth3aVAv7m/CuqAnp8JJ14OD6JGoIzNskSg34XqGVPfRpaDsavBouxWLFiV9h1XxoOxZm2EikETFQfNmDwkn06DXr65ZHOLZM9AIe9qyYiNDJE4xlzeMBc26DqJnb/XaQNW7M0XPiTRz+4zd6TJjc9P40Ewujg1gYbd/4wVJWRtHq1QCYs7KJ/OXnOstLnVs5UuwaoSQnmzOb/0Lj5U37keORNCARaVMQDAaSb5uNISGB0M8/w7lHPQsYo14C39haf4dmo5HS3BwQBIqzMmoYZWvjSoMswI68jaSUJZKgPcP04JrJaGqjuNzIqsNp9I/25r6h0exLym/RBXMAH7UCuUSCk1yKi6sahYf15zlfrGNXViEhGhUjg7wxWQRRzkFRf1h7W3cNnioFGrkMeS3XxanCUs4U6ujq7UqUa9X9ThAELCczCNQrKOtQxIQQHwoNJsJcxCgrqVRGry6PkF94joiQhkdIOXDgwMHV4t9nyWlBsnXZLDuzjEEhg+jmJybPwSuq1sGwKjKyycc8llpIntZAntZAYk4pXppGGjKrUZdBFuCNv86w+0Iexy4Vsv0pP5b9px+5pXqCPGxMFHLOgsoVs0sgL689RVGZkZcmdcBVbWM1NfMExg8moj8vkBV/kuB33mncBwjsAv/5u3F1rxF8H36IvK++xvNW2x4YrU2OLgcvtReya0hH6Gz+WU7kip6WBzIPMKnNpFY79taz2VgE2HImu16jrEQiwWQROJdVyuC2vihsGFNfm9KJnw9eYlrPagbHzJPw0wzx/jHrV/u0S33aih5gbkENWpBYfTSdx385hkQCmx4bwu8PDKTcaOZ8Vgkx/i2zsOGqVrD5sSGYLAJqGwP5E6lFFJebKC43cTFPi5fGs2G61LVkEr/Mr4dSOZdVyrmsUp4ZF1tl5BYERpx7CYnMxMCYENy87wTvadaVPcNh+EL7++LAgYOry6X9cG6dKCPlVmGAqyuxU1C3ph/zwlbRW//8RhCEpiX0AtHjVlqHQdZiht/uA8EsJvq88UN4+BiYTaIXb3UEQfSk9W0H+hL46ynway8ac22QczaB3L1JhGZ+gYtECj3vbNRH6Dh0JB2HNkMizKuE1MkJv6eeQrd/P15z7JeiainMgkCuwYR/E7U5m5uCS8kYtKXiS6dF5dI6DhKm/HzKj4s5HnT799drlDXLnUlX9UCtU2FLDEquUtF26ChKc7II7lx1T8g+f4akfbsIiI0jvKd9EgKeCh9SyhLxUnjXX7gar6w9xc8HUwl0V7NngWhoLDeXUWIqwlXeMt6yvmolt0YFIJWA1MZ9K1OnRwAydAZA9HqVN2B+4KuuezwbX6Cl1GTmTJHWyihbnJmO+kIZahSERXbEQ6XA44pr39szFm9P24vxDhw4cHCt4jDKNiPvHHqHPxL/YMX5FWybvs2uOmfzz/JN/DfcEHUDA4IH1F/hCsZ3CuRMRgmuajk9wj3rr9AMjOkQwMGLBYyrEMtXyqW2DbIJm+D7W0DlypFJW1m6OxkADycFK4+kMbSdb2XmdwC2v42LdwFObhLyfFp2FfhaoNxUzsXii7T1bFtDfkLTv38NmYqrxVcnv+LdQ+8yKHgQi0cuvtrdqaSbXzdua38bJYYSRoXXn3m2qZhLteQuXowqKpJXpwxl5eE07hwQUW+9U+nFPPWrOEnwcVEytWdNT8+Owe50DL5icJ2wSfRKKroketvbk4il7Wh47BQoXaoSwVyBIAiUGc04K6tu/36uKqQScUHGVS1uv+Pr/exNzGd2nzBentLJZltNRS6TIpeBxSJQVGbEs5qn/8QuQSTmluLupKBbWPPf227rG86FnFKGtPWtNMiaS0tFre/0GIJ7XsKnezMa+i/uEY0l9nrGOXDgoPlYfpuYqCQ/CaZ+bV+dkytFg+qQp8CrEYvoQ58WDaltRjbdIGsPUhm0nwDnN4neuSBGbNli0wuw6z0I7ikmQzz9u/jS5cPx5TDyBeg1r7J40gUjJo9BSCQCsR7//PFZrsFEiclMpHPN5Jzec+/Ee27jjNLNzW3HE9maX8Ki6CDuDbMzAVorEBDbAV1hARpP71YxyOovXCD/++9xv+EG/P/7PIaEBDxt6PxeSeaZk6Qc3g+Aq68/atea0Uy+UTH4RsVYbcu5cB6Tvpzs82ftNsr29RpCnGsXXOS1SypZLCYEBGTSKkNjQIXkVYC76A1aZtbxc9pX6M0Cw30n0sYlwq7jNxR5hbaA3mTGYLJYOdN083ZFLpUQ4qyurXqT6OrtytkiLZ08q8axluIyVBe0RPp2IF13Ed/A5tG/tAgCKdpyPJUK3JUOs4gDBw6uDo67TzMS5xXHH4l/0N67vdV2QRD1JG15h757+F12pe3iYNZBNtyyocb+CzmlBHs42fQkA1DJZSwY397mvto4nFLAW+vOMqFLILP6NMDzrILb+0dwuz2hzdo8QABDKbGeAj3DPSksM5JTqqeozMiaY+m8M60rssuiQh1vQkjeiRA2Er8ZjzS4X9cbD2x+gH2Z+7iz45081uOx+itcJc7knRHf889c5Z5YI5PKeLr3083W3rGcY6w6v4qpbafSwadmIr3CZT+R/9VXAPTavIn+U7vUKGMLfzcVfq4qisuNtAtowOSk221i0jrv6IZlxnatWw7lti/3sedCHm9P7cJN3UWdtf5tfNj6xFCclXJ8XcVJ6KX8MgC+25dCpK8LcwfWYpTIPQ9uwaBsfJjmAz8d5s8TmTw9NpZ7h4oerkq5lCfH1O3tkFyUjN6sb5R+dcdgd365x3rhQ3fwINodOwDQPvQ1bu0brvtmk7RD8PU4QBCTAYW3THIOBw4c1EJQN9FTNqir9XazUXzZun+tukeUC5BIYPIVC5Img5ip2CemdoOrR5jordoQDn4NJ1fAiEV1e/LWxrRv7Sunza14zxYNuEe+Fz1lEzaCvljU765mlPUN8yQnpRCfvqOhzT87GUi+0cTg/acpMJr5vnMUI7wbrkveWpwoEZ/TJ0vLrnJPrFE6a4gdPqb5Gjz6o+jZPXRBTa9vIOv1N9Du3Il2127abFhvd7MaL28kUikqjQsKtf0GxrDuvZDKpPi2adjYw03hUes+vb6InQdexGwx0L/Hs7hoRI/+x0a1ZVzHACK8RU1Xg0VPuVmKwnQDOzPkeIQa8LHheWoWBEoMJtyV8lrzjtRHSbmRce/vILtEz/fz+tC7It+Ii0JOP7/aPwuIc81Ad3WtyW3rIsbNmZgrEp6Z0wqhRI+XwpvAmwchsUMqwR7iC0o5mFeCUiphemRApTHagQMHDloTh1G2GZnTYQ43RN2Ah8rDavv87w6x4VQWL97YoYYxc0jIEPal72NY6LAa7X267QKv/3WGziHu/P5ATe+qvC+/RLtrF35PP4O6Xdsa+2vjs22J7EnM42RaUaOMsnbTeZroueHij0tgDL/eK640J+dqEYDBMT5VBlmAuElI4ib9ay7KTF2m+K7NvMo9qZsnej1BiGsIQ0JtZ4q9GhSUF/DD6R/oE9iHXgGNmLja4JW9r3Am/wznC87zww019f+cunZFolajDA1F5m1/+Jm3i4rtTw3DaLbYlu2oDY0P3PKl/eXtoLjMwJ4LeVgE2J+UX2mUBQj3tk7i8OUdPZn00S70Jgsp+bormxLZ/aGoYVtH5mJ7OJpSKL5fKrC7zsXii9z0+02YLCa+GvMVPQOanrhG07s3rqNGIZjNaAY0o6e6TFmRTEgQ/3bgwEHrMuNH0OVZJ+8qK4BPBoMuF+74A4K7W9dpNw7O/gUxNiIxlt0qRjMMeFjUpayOSQ9rHwWjTjTKNkTbftMiKC8SvVht6dA2F+PeEJN9RQ4WF/4eEaM5OLsOjn4P/R+2Kh7ZMYDIjo3Pf3A9oTVbKDSaEYBMvfFqd6dOlnaKZHNeMXcE+1ztrlSSlZjA+f276TxiLG6+zeC9q8sXZTkQxN/SyEU1imj69kG7cyeaPr0b1LRHUCi9Z85FKpcjldlv5HP1C6D9qBsadKz6yCjJIct1HKqy0xSXplYaZQHaB1YtDLgrPOnvOY6DOQoEQGsyY+vsb07PJ02np6OHhl6+jZM5yCs1kFogGvxPZxRXGmXr4+eDl3jq1+N4OCvY+fRwXOqRxbMHWYgnliIdUg/nZjPIQpU8gy2ZBgcOHDhoLf4t9q9Ww9upprHm4MWCyvfqRtnfjqTxf3/4MKPnTzzdp6ZH2GVDiC2DiGAykf3W2wAUfP8dgS+/bHcfb+kRQnxGETd2aeHESBIJdLqlxuYIHw0fz+xuo8K/iw+Hf8ju9N3cENm8A7vmxs/Zj4e6P3S1u2HFh0c+5Jdzv/DtqW/ZN3NfpReAwWzgtX2vISDwbJ9nUclqhh4CaI1aJEhwVlStxPcP6s+Z/DP0D7ZtjHPu2ZN2+/eBQlHD66DcaOZMZgkdg9xsJuBSK2S1ersDsPsjOLUaRr8CYX1qLVZuNNfdTm2k7IO886wtH4BFEDeN6eBfZ5XYADd+nt+PgxcLmN6rluRaBckV7xcb3qdqfDizOxtOZTK7r/2LRHqzHlNFqF+ZqeFeQoIgsOpIGm5qBSPjxO9C6uxMyIcfNLitegnoBPfsEDUfA20kXsxPhO9vBmdvmP1brdITDhw4aCRSmbVBFqA4HYpSxL8zj1sbZf94HC7uhqlLbSfprLz3Jdfcd3EXHK0wqMZOsDkOqpVed8OJn6HrLPvrNAaVq21d2HZjxde/mFC1kmVdoknVG5ge0PQ8DS1JT3cNPd019RdsRf744H8UZKSTczGJKU9XGVAtOgOm0xlIPZ2RR9lScBURDCaQy5BcdtpQuUFIL8g4Vqv8j/ddd+E5ezZSVc0xn0Fvwqg3oXGz7Qkrt1HnMkazhWdWnCC3VM//TeuCj4vtshZBwCyAohFelrpjOUjVMpLdvNA7O2N0jiXAt+75WSePSFxlZRgFgXAX256opUYzACUV740hwkfDu9O7cCm/rPZxoA10ehMAeqMFs1lo8HGNZgspOeV4uyrw0IjODFJXNaq+TUy+aIMOni54qRS4KeQ2vWSTtOfYnreBKE07Bnm3vFSaAwcO/p04jLKtwEczu7H5dDZzB0by89mfKTWWcnvc7aw+mkZuqYFfDqby9NiaRtmnx8US6aOhb1RNQ69ELsdz5kxKd+3EbeLEBvVnZJx/pRGitTiZVsQn2y4wpVswI9rXPLbJYuL3C78T6R5ZlSStgRxJKcDDWUmkT9UAtfzUKcxFRWj6XXvhwpHukUS6VwsJP70GNr8MPW6HfvdfvY5dB8R6xVa+VzeQ7s3Yy4rzKwAYHDyYEeE1s68mFiYy88+ZyKVyfp7wM0Eu4uD30R6P8mC3B5FLa78tSpS2vRzv/f4QW8/mMKNXKG/cXGF00+aCk5eoKVgfW18Vvar2LalhlP1xXwp7E/Mo0hnZnpDD61M6MaN37Zp+JrOF1UfTifLViFqs2jz4ZgKYDfQf8D/CvNri7aKkd2T93r5dQj3oEupRe4ERi8REZOEN18OuTo9wzzo1sbPfeZe8r7/G75FH8J4nZi1u69mWr8d+TZmpjIHBDddpXR+fyWM/HwPgj4cG0iGoZRJmVOJfUxKjkqTtomE2PxFyzogebNUwZmWR9fobqNu3x2f+f1q2nw4c/Fvw7wAT3oOSTGh/I2x9TQzh7zBFDOc3lYtSAraMsjN+hHProcutNfcF94SIQeI9PXJww/o04nnx1YrkXCqiILuE0Ha+ONkyOpXmiHIGbcc0LNniZcwmSN4OgV3BucrImXz0EC7ePviEtmDEViMZ7GXt3fzqhXQ25BXzRtsQ+nk4Fs3qwjcimoKMdPwirQ1o5ot5WLKLsWQXIwv1suntaE4twHgiFYm7E6r+FbJNMjnctVG8jmS1j89sGWTNRjPHtl7AqDcT0yMY3xB3BIuApcyETFN/5NLJtCJWHE4FxDFD9ehCwWIhef9uys1m5kq8yTVZ+K17DB1qMZICmLVGyk7mom7nhdxDRVl8Lvk/idJgIfd1JF0qJdLVGakdSbMiXOuWBRge5EmqVk90PeXqY0q3kFr3Gc0WZn2xj9PpxXx5R69KT9o5/SLwc1MT4a3B3bnhSehOpZSSmFWGQi5hQs+W10oOtKEdfZkLurOUW8o4Vxpv0yi7q6CETy/lMDvIm1E+LTyOdODAwT8WO6wFDppK/2gfnp8QR57xPC/vfZl3D73L+uT1PDQihhGxfvx3YpzNem5qBXcNiqqZAKiCgP8+j9+aX3hFv4q3D7yNRbDUKGM0W7BY7FulLNIX8U38N5wrOGf/h6sLi0XUgDLo+N/6s6w9nsFzv520WfTH0z+yaPci5q2fR355foMPtSE+kymLdzPu/e1kFpUDYLh0iaRp00m5cy4lmzY16aM0hAOZB3jrwFtklGbYXcei1yPs/RRyz8Kej1uwd/8MprWbxtZpW/lyjHV4fyefTsR5xxHrFUtXv6426yYXJ6M1ainSF5F+5jBJN99C2mOPIZhMdRpk6yJPK2agzS0V39n1AbwVLSaXsYf+D4FvLHS/3WpzudHMwt9O8PuxdHYn5iIIsCcxr86mlu5O5vFfjjH9s70UaA0gV4LaA4CIAG+2PzWMVfcNQNMM4WSo3aDf/ZSXOGHMzrarygebz9PphfUs3ZVk92FKNm8Go5GSrVustvfw79EogyyAn5sauVSCi0qOh3P9kgJHs4/yW8JvmCymRh2vTjrcBF1mQv8HIahmFEHBTz9Rsm4dOe++a/f37MCBAzvoeScMWwCHvoZtb8Ivd4pG2vFvQdtxMKgWvXffdjDgIXCx4fGndoM71ooG398fEvUwbWHS29/PrHhRLkbX8PGRLfQ6HVmJCQAkHE0nN7WY1HO5tgv//gD89ST8PKdxB9uwEL6bAt/cWLkpfttmVry+iB+efQxtof2yNU3m0Dfw9xsN+u5NxcUsTsnmrLacHzPqfv46gAkPPcn8T75lwDTr8Y8swA3UCqSB7iC3Pf20FItRL0JJOaaMIvTbz2FKzKlooOFjFotFwGQU50bGCu/NvG/iyXh5LyU70+qt3z7QjdFx/nQP82B4rLVxsDDtEunxx8g/cxK//CxKzBaOFdci9VRBwS/nKFyVQN73pwCQahQgBYlCSoSLEzOjA+rVarUXD6WCDh7OYMzCYqlfhsNsEbjj6/30enUTh1Ps+00WaA3sT8qnRG9iV0LV/UMqlTC+UyBxQY3TY3ZSiUZpZ6WdkWEXLsCllEYdqz66ufclwqkNA71G2tz/emIGG/KKeelCeosc/9/IHXfcgUQiqfFKSBCfWZcuXWLevHkEBQWhVCoJDw/n4YcfJi9PvD9nZWWhUCj4/vvvbbY/f/58OneuilpbsWIFcXFxqFQq4uLiWLVqVY06ixcvJjIyErVaTY8ePdhRkX/iMi+88AKxsbFoNBo8PT0ZOXIk+/bta66v5B/HtXaOt2/fzsSJEwkKCkIikfDbb7/VaLOlz7HDU7YVCXIJwlvtjc6kI9ojmnZennx5R9P0MNclrWNt4loAxkWOs0pQdOxSITM/34u/m5rfHxxYq6bPhvhMfj2UisRzI7vzf8Tf2Z9NU5vBiLl+Aez7BCIHM7bDxxxIymd8p0CbRf2cxcGOu8odtazh2Tz1JnHQZbYImCwVxmmJFIlEggDQAK2opvLEtifIL88nW5fNW0Peqre8qaCApEmTUaszCZ7QAemA+TULXdgKRZfEkEY7VtDJuwAXtkCnqeDkUbXdYrav/nWAj1NNFS1PtSfLJyyvs97Q0KE81espJEiI3J1Jdnw85fHx+DzwAKqoxiUwWXJbD7aeya66vtMOWb9XYLQY2ZG6gw7eHfDXVPMYH7ZAfFVDEATUChmj4/zZcyGPuwdHkV2s5z+Do6AkS9SctXEuL4fXuanlKOVSDDIN6waspINbOWnKCJ5/aytjOwQ0OEFgbRSv30Daww8jdXenzfp1yDw86iy/+mgaJeUm1hzP4I4B9mU0D3j+OQpXrMRrtp1GbjvoHubJ308ORSWXVSY3s4lJT4FJx7z18zBYDBTri5nToZHGidpQu8GUJbXudh02jKLfVqNu3x55A/SMHThwYCcBXUAqB89IcRGr+xzx1RR2/B+c+wuSd0LXKzLB7/tMNHR2mgY3f157G9vegtxzojd9aaZonJ3ySdP6BSz775PkXrrIgOmz8Q4fSH5GCV61JaK8nDzS1fb4rV5M5dbvgLQigkQikSCxJ5qkOcg+DWsqpJhc/G3LN1yBdu8+Uu6+m7tuupVDE6YwN9jaCC9YLMRv24zG04vIrj3s6oZ27z5MWZm4TZxo9dkFsxlJK45VWwqJVIqLZ03ZB6mnBvWwupN3ytv4gUyK1NMZ88U8BK0eU3JunXIHdaFQyek4IJyyUgO+oaKDi+FSCQDG1BKrsoYyHSVZmXiEhCGTi/MltULGZ3Nq6tULgoDGxxcnd08EwcLkdm3oI1Uwyc+D7JJy/Fxtz2OkLqLXqMxFXAgu8lJxYGQQA2P9+OToJX4+mMqCcbGMq2Wu1FByc7dSVHQMJ6dQgoOn1lk2r1TP32dFA/jWM9l0D6s9eukyfm5qXryxA6czipnTr/k83tsGaQjwUOGsqv33IAgCAgLSixdhU0Wi7Fumgnfz6it7K30Z4z+l1v03B3iRWKZn6jUuddJYzBYLB7MSyCkrwtfJnZ7+bZC1wj177NixfP3111bbfH19SUxMpF+/frRt25affvqJyMhI4uPjefLJJ/nrr7/Yu3cv/v7+3HDDDXz99dfcdpv1vKGsrIxly5bx0kuiFvyePXuYPn06L7/8MlOmTGHVqlVMmzaNnTt30qePGLm4fPlyHnnkERYvXsyAAQP49NNPGTduHKdOnSIsTIxcbNu2LR999BFRUVGUlZXx7rvvMnr0aBISEvD1bdz9qzWxCBYyy1PRmbU4yzQEqEOQSlr2PF9L51ir1dKlSxfuvPNObr75Zpv9belz7DDKtiI+Tj6su3kdZsGMRiGG2CflatlxPocbuwTZ5a11JX0D+xLuFo632ts6FB44eqkQrcFMYq6WzKIy2vjZHnC/uOYUaYVlhPvHgBcEuwRTZjCzLj6DXhFehHg2Mqt6aXbl+8w+YczsU3vI9djIsbT1bIuX2stK59NeJnYJwkUtx0ejquyvMiSYyFUrMReX4Ny9cZIIjaGrb1e2XNpCF98udpU3ZWVhys6mFCnFwU/g0eMm6wKFKfD9TSBYwGKCnnPrb/SHqZB/AS7tr5rwbX8LtrwqSiOMebWBn+qfg1Qi5UTOCdYlr8Op3f306t8fRXgYyoiIRrcZ7OHEbdX1UMe8Bp4R0M467PWDwx+wNH4pQZog1t9Se4bg7edymP/dIbqFefD9vD5Iq+tc7XofNv4XYkbDrF9q1J3cLZh2Aa74uqrQqOS8t+kc721KwUUlZ2g7GRfzdHy9O7nZjLLmwkIALDodFr2B+qaUz02I46d9Kdw1qHYDeLnRjEourZSm0PTti6Zv32bpb3Xqvbf9MA0SNqKa+D6uSlfyyvNs6oa3NE5duhDz99ZWP64DB/8aYkbCkxdA4SxGFwAk7RAXQzvPsE+G5ko63izqy3a0McBP2mb9bov8RNj6ivi3e8X4ySOc4pxsUs/EE9O7HwpVwxexAbRFheJ7YQF9bwquu/AN70CPO0Vph8Yw9g1RxiG06h7eftAwXLx9cPH0wtmtlUJ+XQPF71GbAwE2tL1tUH7mNBiNzFj+Lc/9Zw6KKzLCn9qxlfWfvA8SCXe+8wleQXV/l8a0NFLmzQOzGcFkwqNi8pcydy7aAwcJee9dXEfUlF361yCRYMkswnwxD3m7AASTBVlw/cbBunD1csbVq+q8ec+Oo/xsPi79rXVbT61fizYvB7+YWGIG134O3t14jo+2JvDg8DY8cou42HLZHD/nq/1sP5fDwvHtuXtwzTGO55QYNL0DUAaKEhgP/HiE/cn5DErK5XRGCbmlepYduNRsRlmzubzivX7dfT83NQvGxRKfXlynvr/ZIlglab4ygXVz4eZcu4mizKxjZfp3GAQ9N8vG4CaRiM43itZPpHpnsA93XkOJ9pqTDclHeG3fz2TqCiu3BTh78GyfaYyOaNl5tUqlIiCgZnLJ+++/H6VSyYYNG3ByEqU5wsLC6NatG9HR0SxcuJAlS5Ywb948Jk2aRHJyMhHV5ne//vor5eXllYa89957j1GjRrFggegYs2DBArZt28Z7773HTz/9BMA777zDvHnzuOuuuyrrrF+/niVLlvD6668DMHOm9cLrO++8w5dffsnx48cZcY3f0xO159idvxmtubRym0bmQn+vEURp7E8k31CupXM8btw4xo0bV2d/W/ocO4yyrYxaLg6gc8tyeXTroxw+eANanSu7E7P5ZFbDsoYChLmFsXaK6Cm7JWULaaVpzIidgUKqYFrPUNKLygjxcKrVIAswqWsQ3++9yIzu3fj56HOU6AJ4fvVJfj2USqSPhq1PDG3UZ2XCO6Iof/Rwu4pHeTTOS/Eyw9rV1B1StWnTpDYbw3vD3qPEWIKb0r6wHXVsLIGvvoopLw/3G23oAytdwMlTDFt0q2fydBnXANEo61rNG/PcBkCAhM3/aqMswL7MfQgI7DKf5eavvqy/QkNxD4ZRL9bYfNnIWF0HVxAEPj3+KTqTjge6PoBSpmRnQi5lRjN7EvMoNZhwU1fT5Mo4VvF+vNbDV8/U61mx2OOmljN3QAT5WgOjmlFT2mPqLUg1GhTBQSj869f+GtbOz+Zv9TLrTmbwwI9H6Bbmwc/z+1knVTu9FkqzRANBa3hXJW0DwYJzyj5WTlpJblkubT3rGKCU5oiaif8Qb3QHDv5VXI4qSd4Jqx+oSOIlgL4E+tiIYKmPuBvFl9kE+z4Vn8txk8R9o14SvTXjbqy9vlsIRA6B3PPi8Xe+B9ocfnl5IYVZGaSNHMuoux9oeL+A6YteJ+3MKdoPHFp/YakMgro26jgAKJxsGqZD4zo1vs3G4OQBDx4CixGU9iXH8pwxA4tOhzIsHEVwzfGXi5c3EokUpbMTKuf6HQokTk5IXVywFBcj9xENORa9nsxjJ3A2mdDu2fuvNsoK5UYEnaHyf1W/5k/spIp0RxVZcyGganxWNbYo0Bp4Z+M52ge6VTqWbD6ThdkisPl0No+MtB4PnEovAiC+4r3GMWQSVGHVxmcVurZeGiVPjWnHyiOp3Du0+T6zr+8InJzCcHa2z4t1/pC6j308uYQLmTraBWuIC63SVjaaLfy4L4UwL2eGxba8BmyRsYBSczEAWT5m3KbPEOUtXGzrPQuCAAYTElXD9W3/rWxIPsLDWz/jSgHELF0hD2/9jPeH/afFDbNXkp+fz/r163n11VcrjXWXCQgIYNasWSxfvpzFixczfvx4AgICWLp0KS+88EJlua+++orJkyfjXRF1tmfPHh599FGrtsaMGcN7770HgMFg4NChQzzzzDNWZUaPHs3u3btt9tNgMPDZZ5/h7u5Oly72OWhdLRK159iYs7rGdq25lI05qxnFpBY1zF7J1TjHjaElzrHDKHuV2JO+h6M5RymnJ+DK5rSVfHz0APd3vZ+00jRyy3Lt9rQESC1J5ZGtjyAgoJQqmR47HSeljAXjrD0blh9I4eilIh4f3bYyzPmpsbE8NTaWXw5eIinDhSRKCXQTjbh26/nYwskTes1rfP3rFIlEYrdB9jIeN99kc7u5sBBBkCC//wCUF4K3nYO1Wb+K+rSBXcX/s05B1kmQq2H4cw3q23VL2mHRo7TduBqJ014f9DpbUrZwe9zttVRuGR7q9hA9/XvS3qvqd3ko6xAfHxV1hGM9YxkfNZ67BkVSUm6kW6intUEWYPSrYohtW/syZN/eP4JuYR6EeDrjpVHy493N63EqkUpxn3BDwyqlHxG1FiMGwdjXrHbtTyrAZBE4nFKI3mRBfTkZSPYZWF6RkVzhDF1tJNhpbqYuhYRNMPBRvNReeKnrCE/bs1iUbIkeDrNr6lE5cODgOuHoj1BQTfN63QLwiRF/22mHQe1u/7MY4Pgy+Osp8e/7D4BvW7H+hHeqypiNsOUVkClh6AJx0UmuhNt/F/evnA+6HDj8DQq16K2hUDc+gY93SBjeIbVHL/1jkSsB+73ppGo1vvfdZ3NferkB37jOzH3/M5RqNc7uHvUf3suL6LVrMJeUVMolLcsv5fG3PqNbUR6rB9jnwXu9oz2QifZwFm4jw1FHe1Rul7qqkccFIpSbkIU0zUO2ocSNmUBJdhYewaGV25buTua7vRcBGBnnh5+rGK7/w74Uq6Rfl/l0dk/+Pptdp6dpdd6f0Y349GI6BbujlEuZ1iu0/koNQCZT4+7esMWPc0Va4gu1dPFyIcrVeqEhp9hg9X6Zn/ansOj3eKQS2PH0cII9mpZcrD4C1MH09RyC3qInStMOJHXPVY2HL2LJLkHeNgB59LUfSn61MVssvLbv5xoGWQABkACv7f+FEWFdWkzKYO3atbhUM7KPGzeOJ554AkEQaN/edtRG+/btKSgoICcnBz8/P+bMmcPSpUtZtGgREomEpKQktm3bxrp16yrrZGZm4u9v7aji7+9PZmYmALm5uZjN5jrLVO/zjBkz0Ol0BAYGsnHjRnx8rl0vaotgYXf+5jrL7M7fQoRzmxaRMrhWznFD+9xS59hhlL1KDAkdwrDQYajCszmaepQM00GOZveloLyAm3+/Ga1Ry/8G/49xkXW7Ul/GTeWGj5MPBeUFhLnZHmgX6gw8veIEAB7OCp4ea63tNLZjALsv5OGmlrPwhjhm9Q2jQ+C1m0myqMxIvtZApI99Hg9NP2AqFF6C8H6tcjhDSgpJU25CKjcS/sErKPvY8KKtDaUzBFVbwcw5I2aCBtBUG5CYTbD9f+JEcNDjUN0rsZHsuZBHoc7QbOFXjWbvEkjeASl7axhl+wf1p39Q/1bvklwqZ3CIdTbuKI8oQlxC0Jl0lZrQfq5qXr+plsmZW2CDs3N3DvGodZ/BZKGozFi3rmpjiP8NLu0TryvNFQ+sIz9A5nHxNXyhldfSfcOisQgCvSO9qgyyIHqgOnmBvrhxGcABBAFSD4hJetR23NvajRNftriwRfRiD+0tJjVM2i5uTz/auL45cODg2qD3fyA/CQK7wL4lIJjFhSSLBX64WVzcfOAgeNhpQPGKAqlC9NR0rkX+5OyfsOs98e/wfjUjjAY8BGUF0HYM09pPJ+diIsHtO9Ro5pqhKFX8zK7NF5VRF9qiciRSCc7N/RyrhVVZBdx36iIhKgU/dYmmjcZ+GQm5ry/yavpzR4t1CBIJp72stwvlRkwXspF6uyALaIaxuCDAhQRwdQX/miGjrUnRhotYSgyU/H3JyigLIA+/OkYMhdoJr7AIq239or35bHsisYGulVFHPcK96BFue4G2R7gnPcLtNyarFbI6yxssegRAJW2+61oQBE4UlCIAnT1drKORgJOFWooMJuILtDWMst2i3EjJKSPSz9roGubljFQi5jRwVTfOtCCYzAgl5Ug8nGv0yRZd3G1Hl5oFgZTScnzUClwVciwGM5YCcf5zOZGcg7o5mJVgJVlwJQKQqS3gYFYCfQJbxoty2LBhLFlSlWtBo9GQklJ3MjdBEM3Il6+fefPm8eabb7JlyxZGjBjBV199RUhICCNHWidtu/J6EwShxjZ7ygwbNoyjR4+Sm5vL559/zrRp09i3bx9+fi3vPd4YMstTrSQLbKE1l5BZnkqQU/Mv4l5r59jePrfUOXYYZa8Sbko3Phj+AQAnc0/yZ9KfTG07FbNgxmgWs2SWmex/eLgp3VgzZQ06ow5fZ9urgK5qBb0jvTieWsiA6JqDHle1gnendwXg7fVnWXE4lem9QrlvaBuUtWRKvVqUG82Me2876UXlvD+jK5O62hnW31j0pfDJICjLh4nvQ487WvZ4gDEzE6GslIgJWSj+ug1k79mVmMImcZNg5Iui8SusT9X2s3+IGacBQnpC1NAm9Tkhu5RZX+zFIsDiWd1rTezWKnSbBemHa+i61oZFsPDRkY8oNhTzeM/HcZI300r/gS/g5EriuzzLwfIQbu4RYpV0z0vtxV83/1XvA6K43Eh2cTlt/FzZfi6HT7dfYHbfcMZ2rPqOE7JLcVLK7PZSsFgEJn+8i9OZxbwzrQtTuoXYVe+/q0+yIT6L12/qZDtUzaCDX+eKxgwkNbxh6XG7KMMQMaBGGKmPi4oXbuzA78fSmfDhDu4eFCX+vl384N5dsO1/YgK18EYY1Te/BDvfEfUE79lRf/naOL9JNM5IpHDvbjjwpZjQx6ctTPyg8e06cODg6hPUFeb+Jf4d0hOyT0Hv+eJCDIherWZDrdVrEN4fHo0Xw/jVtUTRBHYFlwBxgdTPhrHVvwPM+hmT0cifb79CYXYWA6bdRrt+AxvyyVqHtMPw5Wjxs9y7C7zsS+jYWIrzdJzcmYxEAl2GRbeKYfa8rhwBuKQ3MuzAWTb1ake7Bhhmq/NkZABuchmDPF2txgCmC9mYU/IxX8pHOrpD0xOinT4FO7aLXtizZoMdcgsthcuAIHQHMtH0tm+MKOhNmM5mInFVIY9sHk9Hs0Xg+dUnySoq57l+7mhkAn5t2lmV6RvlTfyLY6x1/W2QXliGVCIhwF1N2vlcinK1RHQMqLwWBUHgWGoR0b4aXK+MfqqFImMBK9O/Q0DgpqDZeCjqTyRlMhg4vWEtJr2euDETULnUlK5L0+k5lCcmOfNSKgh1sb5uO3u6cLpQSyfPmlIAXi4KvFwU7M8pIjvfQH8/D7xUCoa282PPfT3xPB+PMisdwhu+cG7Yn4RQVIYs0gdFbOPnDofzijlZoMVJJmV6pD/ZHx2FMj1u/f1Qtb/KziLXCTlltuU3GluuMWg0GtpcIUGoVCqRSCScOnWKyZMn16hz5swZPD09Kz0XY2JiGDRoEF9//TXDhg3jm2++4c4776xMNAliSPyVHpPZ2dmVnpU+Pj7IZLI6y1zZ5zZt2tC3b19iYmL48ssvK7VMrzV0Zm2zlmso18o5bkyfW+IcX1uWtn8pHX068lSvp4h0j8THyYfvx3/P+8PeZ0qb2rM9Hso6xMKdCzmRc6Jym0ahqdUgCyCTSvh5fj9OvzSWgTF1r0R/t/ciGUXlvLfpPM+uOlFn2atBudFMbqk4KUorbIWVT8EMJr34t7EJx9OXwJpHYOvr9RbV9O5NwEsvIq/I1oour/HHlcpg4CPQ+27r7QGdRM8d10DwaWezKoDJbGHbuRxyS/V1HsZJKUMllyGRgLvTVdZuihoq6seNftmu4sdyjvH5ic9ZfnY5G5I3WO07m1lCSp6ucf3Y/BJC8i5mrchm0e/xvL3+rM1idRlkDSYL49/fwch3tvPzwUu8t+kcuxLyeKtaW3su5DH63W2Memeb3b+JQxcLOJdVgiDA6YyS+itU8MO+i2QWl7N0d5LtAgonCOklZjO35Vke0Anu2ggjXwAgsSiRo9lHrYp8uu0CJ9OK+WRbYtXGc+vg0New4bk6NXVrpSy/4r2g4XWrczkRkEQmGh4uhzrL1a3mSe/AgYNWoNMtMOK/oHIR9V9n/gLzNtQtX3Boqfic1+ZWbXP1r90gC6L3/+Nn4NETdXqX5qddIunoIQrSU1n73huc2r6lwR+pxSnNEnVbjVpRC7+FsZgtgOgIKlhsBdza2U5JOYajKZgz6jc03B/mx6xA0UhmFARKTeZGH9dXqeC56CCGeFkb0KReLiABqZemToOsqaCA0h07EIzGug90OSmcQiEmRbqKuA0NJeDJXjh3ss8r1nwpD3NaAaYzmQhlVQsigiCgO3wEc1HDjUOnM4r5cV8KCUmXSN+5kfPbNpGXnFijXH0G2dMZxQx962+GvLWV8xnFXDyVTWG2lszEqmv/vU3nmfzxLqZ+sseuvgmCQGJJMUaLGqNgoNhYaFc9bX4uKVIViX7hZKWn2SzjoZSjlklRyaR4qGr6ZrVxc2ZimC8RruLifnGelrLSqu9cb7YQX6glp9xIQnHVuNj/zDGU58/C1rrDoWvFWPEbMjT+twQgqxhLy6USsAiYC8sxlZgxlEmR2GkQ/7fj62SfZ7695ZoLb29vRo0axeLFiykrs57nZGZm8sMPPzB9+nSr+dS8efNYuXIlK1asIDU1lTvvtHZu6tevHxs3brTatmHDBvr3Fx0/lEolPXr0qFFm48aNlWVqQxAE9Pq6581XE2eZfZHG9pZrDq7GOW4KzXmOHZ6y1yDtvdvT3rvuLLev7nuV8wXnSS5O5ofxPzSofXvctZ8dH8vLa09TqjdR1sQHJMC+xDw+3JLAzT2C7fbGqwsPZyXf39WHs1klTO/ZvBpM1Vl7PJ3/23COWX3CuOuuTZCXALETGt/g8Z9FoxKgV8UijeyLIrD2lVuPW6ZDRqyoCdvplsYfFxBMJoyZWShDqnkVe0XBE+cRR/61D/rfXHeGz3ckEe2rYfPjQ2stF+zhxKbHh6DVm2jrX3tyuWuRcq0PIc7RmCRauvt1r9y+50IeM7/Yi1ImZeOjQwjztu1dYikvp2TTZpy7d0MRVC2rb597kZz4mYAyFYUFEOjecG8ao9lCTol4088oLGd6r1Ayisq5tXdVOEmBzoBFgDKjGZ3eVG+bF3JKmfH5XswWgVBPJ/4z2H5vJm+NiuwSPVnFtTyIJBKYu05cyFDU/XnTS9OZ+vtUDBYDHw3/iCGhQwC4KzKfTzMyuEuRCgwSC4f0ApU7uPg2TsJgzGsQ3LNxXrbViRwM/9kmatt6R8ONH4q/7fYNkBhx4MDB9Ufb0XXv1+bCmofFv529RIOuvdgxNvMNi6DTiNGc3LoJwWLBqC+3v/3a2PeZ6Ok/6iVxwayptBsHN31esTjXo/7yjSTrjTcp3b6dwBdfIK5fe6QyKZpGPF8vY0rIxpJZhCWnBIlKjsRNjURu23ipkcn4v9gwxvi4I5dI6OHetEmrYDKD2WKViEgW6I7Uv34P2ZR589CfOo3nzFsJ+G8d11t0NHhMBbUTqFpH5qE5EASB8pTzyGXuSN01UO07yv3oY3I//hhldDTRf6yttQ19aQnFWRl4hUchk4tT3xh/F0a290dXUoREngNmC8pGeA/nluoxVCwMFOpN+IV5UJSrxSekahEmTyuOlfK19nnYnyvWcTRPgcwyDpP2HKHh9o3PlN5+ZMeI0mVZbk7YCjh2UciZHiku/EjruefkpBZx/lAaUpmE7qNiUKrkqGRSgssKyTMJuBkLwLfCMBcSAkmJENq4OZmiVySWvFJkTZTN6+blSoCTCk+lHIlMis9dnTBcLEHT++pKdlxP9PRvQ4CzB1m6Qpu6shLAX+NJT//WT6b90Ucf0b9/f8aMGcMrr7xCZGQk8fHxPPnkkwQHB/Pqq9aJrKdOncpDDz3E/PnzGTFiBBEREVb7H374YQYPHsybb77JpEmTWL16NZs2bWLnzp2VZR577DFmz55Nz5496devH5999hkpKSncc889AGi1Wl599VVuvPFGAgMDycvLY/HixaSmpjJ16tQW/04aS4A6BI3MpU4JA43MlQB10+02DeFqnOPS0lISEhIq/09KSuLo0aN4eXkRFhbWKufYYZS9ThkSMoTEwkSGhAxpkfan9wpjWKwfuxPyGNG+6ToZH21NYGdCLgnZpc1ilAXoHelF78j6w3mawg97U0jK1fL1rmTuGjQc/OOgMEX01AvpBf0fbFiDEQPBJQAzziT/5xlQuRK9fl1lFl6bBHYRX00k9aGHKd2yBZ/77sX3oYeqdtiRKd5oFh/LJju8UFpa4L8lOJ9Vwm2fn8BsuZtv5vYm1K3K47yk3IgggMFsoezySr7ZCD/cAtmn4dafILgHWW+8QeGy5SjCw2izfn1V48MWwLAFrNCbSC0oo11Aw43VGpWcH+/uy6mMYqb1DEEllzG9l/Vwe3ynQBbP6IS7izMxdhjEZRIJl4fjlwrKOJFWzLB29U9odyXkVnpMj+1QxyBXIqnXIAuibIRFECc0RkuFp8+p1UxJfpkpqvOQqwDhZbG9gE7wdJJd16xNlBroPrtxda+kejZytyDRE92BAwf/btQeENYfMo5CZPOPzyRSKaP/8xBdR0+gKDuTNr2awTN//QKwmEDjBzd92vT2ADpPa552akGwWMj/5hsQBApX/UbQa70ASD5+hCPr1tBtzAQiunSvpxVrZH6uWHKKkagVGPYlIvFwQtWvbqPDaJ+me4oJRjP6HefAYELRMxKZT1XYuF2SBRUesoKx/sVYvK/dpDO1Ubh8OZkvvIjE2ZmYrVuQVPNcNRcXV7xXecqWFxdxct3vyJUqOo6fhFyp4uS63ykvKsS/XRxtBg4DQCWX8cXtPQEw6PpiMZtRuzYsSS/AoBhfPry1G3KphF4RXhBRs8yz49vTIdCVXpH2ff+XjaVGE7z3m5E7OltQ1bJAUJ3Dvy3H6BqAMiyaENda9Kup3xh7mUrPc0F8CYLAx1sTaJ+yhzBzOeagUIirkFtpHwftYut08KgLqbMSqXPT53QSiYQg56pFB1WYG6qwhp/XfzMyqZRn+0zj4a2fIQErw+zlK+fZ3lNbLMlXXcTExHDw4EFeeOEFpk+fTl5eHgEBAUyePJlFixbh5WV9DTk7OzNjxgw+++wz5s6dW6O9/v37s2zZMp577jmef/55oqOjWb58OX36VEn9XT7OSy+9REZGBh07duTPP/8kvEKmQyaTcebMGb755htyc3Px9vamV69e7Nixgw4drl3td6lESn+vEWzMWV1rmf5ew1skyVddXI1zfPDgQYYNG1b5/2OPPQbA7bffztKlS1vlHEuEy4q5rUhxcTHu7u4UFRXh5ua4UTaWxooUXw1+P5bOm3+dYXqvUB4aEWN3PWNGBnJvbyRK+7PlNifbz+XwwebzzOgdxi09KozJ6xfCno/Ev59OBqd6RP1Lc8TkQm1GgFwcKBSu+o2MBQtALqfNhvXWnpUtRMKo0RgvXcJ11EhCPvywQXX1JjNbTmfTNcyDQPera3Q1WUw8tOUhzhee571h79HBu+k3wws5pYx5dzsmi8APd/VhQBvrgfOG+Exc1Qr6RXuL8hUlmfBBV3HnsIUw5Cmy3niT/KVLUbVrR9Tq35rcpwazdwmsewa63QaTPraryv6kPJ5ddRJPZwVf3N6rUnJix/kc9sUnMC/4Ep6dxlqF3X6xI5FX/jiNRAI7mynL7qk971J49Hv6934Qus2BV/zE8FfvNmIm8iZ6iTtoPI7nNSQnJxMZGcmRI0fo2rXr1e5Oi+E4182IIDRL4sxW4a+nxURjE96FNiPrLw9iktCSDPuTnbUAuZ9/jnb7DvwXPIM6Lg6A755+mOzkC/hGRDHnzfr1vfUJCZhy89D0rZqcGY5fwpJWiESjQjW4ZZLYVMeiM2DYJkoRyeMCG5zoypidTdnhI7gMG4r0KnvAajMFdjxlQeECg9+SotA0/TdQ8MsvZD7/X6QuLrTZugWZa9Wis6W8nOK/1uHUtQuqyEhMBgN5yRdI2CHKenSacBNu/oEcXbUcbX4ugR26ENW39XWYT2/8k/xLycQMGoFfTO1SYdXZciGH/1t3ls6B7rx+U5UH+7d7kinRmZnUNYhgL7XVPHDVmy+SePgAHgGBzHv/82bp+4erT3IgtYgnJnVAZzAz47O9dHIu49HOSvoM6o/mOjT0/1No6Wf2huQjvLbvZ6ukXwEaT57tPZXREd1qr+jguiJRe47d+ZutPGY1Mlf6ew0nStPyz0AHIg6jrINrlvxvvyXrtddx6tGDiB++b76Gk3eiVbmyLPcgXf260sO/geF1F3fDL3dCaC+Y9l39E68lAyHrBPS4Eya+B4gG9ZL1G5D7++HcrRvZumw2XtzIiLARBGhaJsSm/PRpSrZsweOWqSj8r81MkNWpbdEhozSD0SvEENL7ut7HvV3ubXjjR76H3R/BgIeh660AnMkspsxgpltYHUb2i3vgu8ngHgIdp0L+BTEk3sUXwWxGd+AA6thYZB4edR4+s6ic4nJj80o8/DANzq8Ht2B47FSTmuq4aD2fW16gn+yUKNcxo0oipdxo5osdiUT4aJjQuZkWEz4bJiZl820P9++FH6aKSXVu+pzDbsO4kF3KlG7ByGUOGfTWprWe12aLwP6kfLJLyvFzVdM70gtZPVp+rYUto+yBAwd45plnOHToEBKJhF69evG///3vujbaOsZmDuzmxxmi5MGQp2HYs83SpMVsoShXi0lfwIWDe4gbPAw3n4aNVQ6uXcW+VT/TZ/JUek68qc6yxqxsLowejaDXE/zuO7iNGweIUgLmzCKkXi5InZWUnThBeXw87lOmtJjR05xZhFBmQBbu3fSEXq1AbeOz5HUWDrwpTiuHfSDFp1PD7+EFvyVguFSC580xKINEr2Ht3n0ogoNQ1hEan3r8MBcP7MEnqg0yuRK5SkV4r35IJBKM+nK0eTm4BwTX+/2eyyrBTa0goAlSGFeyZ+mnWMwm/GJiiRk8otHtHE8tZNone1k0pjNqhYzOEa5EB1RJLhRlZ3F88zra9hmAf1TTQ8u1ehMdFomRX3f0j+CB4W2Y9NEuyoxmVt7bn1MZxTgrZQxtd+3PKf6JtMYz22yxcDArgZyyInyd3Onp3+aqeMg6aFksgoXM8lR0Zi3OMg0B6pBW95D9t+OQL3Bw1TCZLWgNZpsJoXQGE3+cySNa5YL0/Pk621i6OxlPZyU397BDFuH4L7DyLpQyBd8G+/GJUsPumbtRSBsg/h7eH56wnazpMuVnz5L/3Xe433gjmsrAj6r1D4lEgtvYMZX/L9y5kL0Ze1mXtI7vxn9nf1+qkVOi57U/TxMb4Mr8IdHojDoMZgMeag8A1O3bo25ft1ZxS2C0GLlYdJEojyi7b/A/7U/hud9OclO3YN6aai3dEOgSyP1d7yehMIFbYhrpQbl3CeSchn1LKo2ysQF2DGjSD4OpXNQW7jLdKqu0RCZD07dvndUNJgtzvtrHvsR8BODrO3oxLLaZBrOjXxHD6DvUniDQXnpGeGJKqgiVk4m/jQKtgdxSPTH+rjww3H5vd7sY+Cjseh/6VhjYZ/0CZhMF5RZmvL4Zg8lCUZmRuwZF2d9mwiZI/Bv6PVhn4pz6KDeaeeH3eCQSCS/cGGdXCKGDhrHuZAYvrjlFRlGVPmagu5pFE+MY2/Hay5ZcUlLCmDFjmDRpEosXL8ZkMrFo0SLGjBlDamoqCoUjmYiD6xtjeTlIQKGyYZgquChG/wBk17EAWJoD+z8To4TC6n42AiQezyQ7pZDykiyOrPmO1NMnuWWhfYk6L9NzwhR6Tqj7GVi8bh3aPXvxuOXmqo3V/FMkchnyEDE80qLXc/H2OxB0OoxZWfg9/HCD+nOZvHiBsz9biBwvJbCPREyAJleDUjSoyQJaN2HOZYqMJgpMZiKc7Dc2Z2b+SWnpOfz8RuHmZh2pFDxYQs4xULiAd1zD+2PWGtHuzQBAdzS70ihb3ZO5NoozxXol2Vn0nD7Hap9CpcYjqG6vbotWT9HuC+TkaZl1toC/Hh+Cj0vzGOHbDR9NwaUUQhooqXElwR5O+LupECrmE5fXLS/l65DLJAT6+TPo1tub2t1KNCo5Dwxrw/6kfG7tHYaPi4qdTw9DEGDLmWzu++EwAGsfHEjHYPuv4VOFWowWC508XeyWUrBFaZrAsSUWfLtIaDvVYUBqCWRSKX0CHd6S/3SkEilBTrZUqB20Fg6jrIOrgslsYeJHuzibWcziWd0rJ97FGzZgKS5mkSma1Za2xE1awK9Tahe4//1YOq/8cRqA2EBXOgTVMygQRE1QKSARINQtFLmk+X8GWW+8gW7PXsoOHCR6xW9waR+cWQufDoEpn4JfrFV5P2fRMOevabzx6Id9F1l1RMy2Oqy9K/f+fSsF+gK+HPMl3fyuXpjJE38/wZZLW7g19lae7WOfR83fZ7MxWwS2nMm2uf+eLvc0rVMDH4U9H9euCVySBctmiolKZvxYFb7f4w7Q5YkJ0rxqvy5rI62wjL3VMvLam/TBLnzbVnpiN5Wv7+hFafHvkH0IwgdQZjAz9v3tZBXreXd6l2bTha4k7kbxVR2ZHKXchJtaQW6pvmGTI0GAZbeBqQzKi+HG+sNYKzn8LciU0GUGAH+fzWHZgUsAjGzvx4j2jf+NOqjJupMZ3Pv94RrJJDKLyrn3+8Msua17ixhmLRYLb731Fp9//jmXLl3C39+f+fPns3DhQvbv38/8+fM5ffo0HTt2ZOHChVZ1z549S0FBAS+99BKhFZ5bixYtonPnzqSkpBAdHd3s/XXgoLXIT0/jx4WPIZFKmf3G+7j5+oHJAIeWgk8MrLoHdLkQ2hfGvVV7Q5sWwdEfRMPsMxfrPe7lwD25UjQEewU1f3IRwWwm7YknwSTqr0b++gumnDzkUj8MB5NRdAtDUi0iQyKTIffywqjTofBvfBTT8c8s5B6HokQLgf574NvJ4OIH9+0B9dUxyGpNZobsP0uWwcgXHSO4wdfDrno6XRJgQadLrmGUVThL6PV0441sMo0Cl8HBGFJK0PS0/X1fij/Oxs8/IqJLD4bfOb9ye2TfAahd3fCJbNz915JXipPJTA93NcEKabMkOb6MV1gkXmENHzNeibeLio2PDaG03ITZDL7uSo5eKuSWJbuRyySsf2Qw4d7Nmyn9iTHWcgsSiQSJBDw1CmRSCQqZBDe1/QuR2WUG9uWIGsCuCjlRrvZJYJWUG/l+bwo9IzxF7V7g/AqB9F2QvksgaqKAXH1tRNc4cODAQUNxGGUdtAoHkvP5+cAl5vSLoFOIOzqjmXNZJVgEOJ5axNiOgZSfOkXaQ6IXguSe/wPAOTAA5261GxSjfV1QyaW4quX4udoRatRlBmh8kLkF86OzO15qr6br8goC7P4ADDoY/CTI5LgMHIhu7z40gwaJmeKDusHyWWL5kytguPUk/8X+L3Jb+9to49n4cKMhbX35fu9FYgPckMhLyC7LZrRWh+uml2DiJ03yFmwKaaWioTi9NN3uOk+OicVNrWB8pxbykut0S906pUnbIe2g+HfaIYiuEP9WahqWTfsKIn00PDQihoPJ+dzQOZCbugfXW8dktvDHiQza+rvSPrB1QoolEgmu7l7gPgoAg85IgU5MJpJVrK+3flGZEblUgkYlPmIWrT7JzwdTeXFSB6b1tF+DUKOSs/6RQeSU6u3zZK76AKK8SNIOMSGfvZxbD79XGOo9wiC8Pz3CPWkf6IZUQt3SFg4ajNki8OKaUzaz+wqICSVeXHOKUXEBzS5lsGDBAj7//HPeffddBg4cSEZGBmfOnEGr1TJhwgSGDx/O999/T1JSEg9f4R3Xrl07fHx8+PLLL3n22Wcxm818+eWXdOjQoTLxgwMH1wvHN68jOymRAdNvw8nVjYKMVPQ6LQAFmemiUXb/p2KCU6kcXCrGEpGDwa2OZ3RAJ+v3eojqEohXgCsuntF0Hvw57k0wgl6mvLSUvSuX4RcZTdygYWJES/9+aHfvQdOvH6qYGOTOPhiPpyIAlkIdMu9qibbkciJXrsCYmYm6beO9xUKHSihMEAgdJoHs01gsJj7wGIbxQhqPxbkhuwr6wzqLhVyjEQFILbd/gdjffyylpQl4evZukX55jK87IubUjr8pyEinIDODobffhbQi8aeTmwdR/QY1+riyQA8sBToSi8p5dkY3Qr2c661j1hopP52HOtYLmUvr5L5QyqV4VTtWXqkek0XAZBEoKjPWW7/MZEYlkyKVSDBZLKxLy6PUaGZ0sDdeKvuNqz3Cvdj02BCUcmmDcgu4KGQ4yaSYBAFPpf1miPc3neeLnUmoFVJOvDAGhUxK8GAJaTsEfLtIHAZZBw4cXNc4NGUdWJNxDL6dBO6hMHd9ZWhVUxn97jbOZZXSK8KTX+7pD4jJk46nFvGfIVG4qRUYMzNJnHgjlvJygr75lqMuwXQN9bApb1CdQp0BhUxaaQBqdZJ3wtIbxL+nLq0MHxfMZiSyilBnQRCTMGWeFL32vFvek2rd+dWM/vEOpIIFes+H8f9r8WPa4mLxRf6+9DfjI8fj6+zb4scrMZTgqmyiVmt5sWicUzjDxPdB3rDBdmZROetOZjCmY0DDE6Nte0v01hz1AnS8mU+2XeCNv87grJRxYOFINAc+hH2fwvDnxKRercShiwWczyrh5h4hKOrQdj2VXszNS3bjpJTx50ODCHBX0/OVTeSW6hnZ3o8vbm+AkdReLGbY8jIYy2HUi2JCPYsFDCU1vZDO/AnaHOg2u2aW4KxT8Plw0fBwzw5rb+jD34LZCD3nXj8JfJqBlnxe77mQx62f76233E939xWT7DUTJSUl+Pr68tFHH3HXXXdZ7fvss89YsGABly5dwtlZfP598skn3HvvvVaasvHx8UyaNImkpCQA2rZty/r16wkLu37Dvxxjs2uc06dg5w6IjYVBQ5qlSV1RIUv+Iz5H+t58KwOmzUKwWDj052qkMhndx1VEMJxeA8tnixI5d/wBBUkQObT+TOslmeDsA7KrMz7b9fMP7F3xE0gk3PvZ9zi7ic+D6uMzwWDCeDwV5FIUnUKsPGVbBJOBv3f/xAyzKM20tGMkY32vjrfszoISEnR6ZgV6o2hhDW9BsCAIJqTSphkvcy4m8fe3XxDRtQe96tENtklWFuTlQbt2ILNfjsgiCGzJKKDEaGJYoCceSgU5X55Af74QVZQ7PvM6sedFC4UXoP+LUjzatN44Yc2xdJyVsnojec4UadmTXYSfWskNoT4U6o2sSskBoLePGx08Xeqs3xjKDWbiL5XiqVEQVaF/a7YICAjIq90/TGYLPx24RJiXM0Pa1pwr/LQ/hQUrTxAb4MpfDw+qdKgxGw2kxx/HxccPz5Dr9/nbGBzPbAcO/jk4PGUdWHNxN5QViK+iS+BrX5bQ+hjWzo/z2aVWYvCjOwQwukOVJ4QiIIDoDesRDAYU/v7YO+XwcG6d1ela8Y4B10AwloF/lUeIpPpgTyKBcW+2arfGxkyC8AGQsgciWj/b7GXC3cK5vUPzaVzVxTsH3+Hr+K+Z1X4Wz/R+pvENqd1g2jeNrv7wsiPsS8rnr5OZLJ/fr2GVD3wBpZliMrKON+OqFm/Tzkq56C14+Fsx6/WRH5rNKGuxCOxNyiMu0K3W31OPcE96hNfvKZqYW0qZ0UyZ0Ux6URkB7mpendKRNcfSuX9Y0xNP1GD7W7D1NRAs4v+hvaDjzaKx4EqDbPYZWCZqCCNXi7rA1fGPg0dPgkQKzl5V25N2VHnQuodA2zHYYuf5XDadzuKuQZGEeDbPgtaVJBcls/jYYgYFD+KG0DGUnziBumPHq551uzFkl5TXX6gB5ezl9OnT6PV6RoyomXDl9OnTdOnSpdIgC9Cvn/VvuKysjLlz5zJgwAB++uknzGYzb7/9NuPHj+fAgQM4OTVwIcaBA3u4eFFcbEpObjajrErjQmDbWHIuJhEaJ45fJFJpTV3W9hPh4WPg5CHeV+2V73FtmcSl9hLcrj0yuRyfsAhUzlVh3dXHZxKlHGXPiNbrlFxJuz634n/wHCYB2rs0X0KphjLQ05WBns2YcLQWBEEgNXUZen0WAQETcHFpvC69b3gkU59/tXGVjUZY+7soX1Gmgx497a5abDRxSSs+i1JKy/HwUiB1EsdnEic5ZXmQtkMsm7ZLaDajbFGZkfi0InpHetWa7HRiF/uSruaXi560+XojgiDgoVLQ3duVUqOZNm7NO2YRBIE5X+3HU6VmWJsAUnLKCfZWo1JIKyJfrL+fH/en8N/V8cikEnY+PayGQ8OtvcMYFOODj4vKKsIx9fgRUo8eRCKV0nvWPOTKWuaE8SdBp4Nu3UHeQuaPs3/B8eUw4BHMbnGYC/QoQ1v+9+XAgYPrH4dR1oE1XWdB7nkxdLeZDLIAC8a35+mxsUjrWYmXe16H4cGu/vBovGgUklV59SZkl1KqN9E11KP5j3lqNaxbIMox1BVOf8daUQuugZ6e1yuHs8WkA4ezDl/VfgRWZO2tL3uvwWRBKb9ikD3yBTj2Ewx6AoBZfcKJC3Qj2NMJtUIGIxZhObQU6cBHm62//1t/lk+2XSDGz4WNjzVtsj++YyDPT9Dja8mhu4c4gRnTIYAxHRo5OS9Ihm8mgtIV7vwDnK64R5z9q+K3pwKNb91yBU6eoPYAQyl41CKjoPGpuc0jFFTuYDGBZ0StzT/402EKdEbytAY+vLVldJw/P/E5fyX9xaaLm+h2eAslf63DddRIQj78sEWO15LYJTnTgHL2UpfR1J7goR9//JHk5GT27NmDtMLT58cff8TT05PVq1czY8aMZuurAweV9O4DSiVEN9/ilkwuZ+bLbyNYLPVmpcfz+pPmiOjSnQeW/oJMLreWqrq4RzQYN0Ibvj5eTEjj9+xCXm8bwmgf2x6wgSolh/uLeqxXQ7qgtREEI3p9FiBQXp7eJKNsk5BKQe0EpSWgqV179fJzoPo1466Q08FDQ3E1A6bX1HYY+gahDHVBopDQfraEwgsCkeOb75zO+XIfx1KLuKN/BC/c2KH+CnXQ3ccVtVyKq1yGSRBQSCR08Wq80TA9v5xDF4oJ9FTRs431ta41mNmZkEuklwuDo/wI8FCjlNf+vYR4OiGVgJdGWWvko63Fbo2nuICudnNHWlsi1rw8McoAwMUF2jciC509/PE4FKch6ErJSnsSS7EBj0nRuPSzz2juwIGDfy+OVIUOrFG7wYR3YOAjzd50fQbZ64m1x9MZ8+52ftyXIm6QyqwMspfydYz/YAeTP97F32dtJ6tqEkd/guI0OPh1/WWvM4Ps1pStvLr3VTK1mQ2u+99+/+W29rfxYv8XW6Bn9vPW1C6sfXAgb0/tUmuZ2V/uo/1/17Hm2BVau11vhZbQ6S8AAQAASURBVNt/h4gBlZu6hXlWGqa2yvoTe3Y+0zYqsViaR31GZzBVvDc9sYVUKmFedDE3brsBPugGeRea1mDKPihMgex4UV7gSsa+AZ2nw5zf4LF4cUGpNlz94aEjosdXeH/7++AZAY8cF9uvY7GqT6QYYt870qvWMk1lWOgwnOXOjIkYg6WoGABzxfv1Ru9ILwLd1dT2ZJAgLnA09/cZExODk5MTmzdvrrEvLi6OY8eOUVZWVrlt715riQWdTodUKrWasF/+32KxNGtfHTioxMsLho+AFtAtrtcgex2R9b+3SJxyE2UnTgAgVyisDbLHf4avx8Ing0CXX0srjeeb9DzS9EZ+zSqos5xMIrnuDLJnl1k4+ZUFi6lhYw+pVElAwAQ8PHq2mBatXchkcMtUmDYdYtvbLGIoN3Fow3kOrDtHWWmVhr5EIqG3rzsjg7xwrjD+SRRSVFHuSBTi/38GneM28zo+OXKu2bqsrRiXafWmJrellslQy6TszC5iTUquXYuQdZFRoMdkFkjNK6/RlotKzps3daZnpAeDOnoyMM6zzhwew2P92fbkMDY9NqRBicN8omLodesddJ00rVJfuAYuLuDqCgoF+LSgjFrcZFH2LHYCgl48bxZd08+bAwcO/vk4PGUdtBinM4oJ8nCqVxP2euTrXcmczSrhix2JzOxT0whktgiYKwxmelPtk3SLRaDcZMa5AWL3AAx6HEzl0Glqw+o1AEEQOJV3ikj3SJwVLROKbeuYT2x7AoPFgMFiaLBxta1nW57u/XQL9c5+FDIpHYNr14gzWwT2JuZVvtsbegawJzEPg9nCweR8tAYTaoUMCdQa1lYvgsCi8v+xwGMPxTd8WmuxS/k6Hv/5GCFeTrx1S5e6Ey+VZoO5InGINrdJGsrm2AmUd74djasnhNmQggjtLb7sxdkLsDbyZRSV8c3ui4xo71eZ1bcGTh71Nv3J7B7oDKaG/54bwMjwkYwMHwmAqUM+pVu34jKkeUKZWxuZVMKiiXHc+/1hJGCV8Ovy1bVoYlyzJ/lSq9U8/fTTPPXUUyiVSgYMGEBOTg7x8fHMnDmThQsXMm/ePJ577jmSk5N5++23reqPGjWKJ598kvvvv58HH3wQi8XCG2+8gVwuZ9iwYc3aVwcOmh2THrJPiXJLV0nrtaWwGAzkf/UVAIUrVuDUyUaSMVOFHIrFKEY/1IKhYoFF2UCD9Yttgvgju4j7w/zqL9xItCYz53V6urg6NT1ZrZ3knhA4/ql4l3YLg7CRDTuui0vM1fOQrY5KJb5qoaxUj6FcvC60RXqcXOyXBtp+XtRn3XY+l8dGt6PcaEYllzb6HJWZzMyfHEuZwcSE8NqNianacg7lFdPG1bleXVitscLIazJXJtRsLGG+asoMZsJ8bF+H03qFMq2X/cldbSVXyy02kFmoJ9rfGSeVbaOr0rl2r2dAPN8zZoryLy0lXQAw9jUY+xoSwDdMizFTi3NnG9FXDhw4cHAF/5yl8dYk47htjy0HlSzdlcS493dw40c7m82brz7MFoHkXK3dK78Gk4V9iXmVXoIN4e5BUXQKdufeodFo9+1Hn5hotT/CR8PKe/vz7dzetYZtWywCNy3ZTacXNrDuZAO9QkN7iZ6B3WY1uO9XkpKn46Mt50nO1Vptf//w+8z4Ywb/2fifJh/DXiQSCb0DeyOVSOnpb7/W1/WGTCrhw1u7M6dfOA+NqDlJEQQBo9m2Mf8/g6OY3Tec/5vWhbxSA71f3UT/N7aQVdxI3U19MbLTq3Eqz8Y/vabn4GX+PJHB/uR8Vh5OIzGntO42Y0bBzV/CtO8grE/j+lXBvctP02H/GN4RZlJYbuL1P0+z7mRGk9q8ktf+PMMn2y5w7/eHxA2nVote6NW9HgUBTq+FrPg622pJg+yVyL288Lj5ZuQ+1++gf2zHQJbc1r2G1EeAu5olt3VnbMc6srs3geeff57HH3+c//73v7Rv357p06eTnZ2Ni4sLa9as4dSpU3Tr1o2FCxfy5pvWeuCxsbGsWbOG48eP069fPwYNGkR6ejrr1q0jMLBl+uvADgQB0lJBq62/7L+ZX+fCZ0Nh7SOtdkhDeRnFuTl2l9cVF5F29nSDjyNVKvG+Zz5OXbrgPHUqG3KLyLtyjNd9Dty6DO7aDC62DacXy/R03R1P193xpJTpbZapjdlBPizrGk0X16YvZu8sKOHjlGy0JusolluOXmDsoXO8mdTwiKLG4hICTn6gcAWPmOvLw7chuHk7E9bej5C2PngH1gztN5kttc4zXp7UkRm9Qnnpxg6sPZ5Oh0Xr/5+9s46O6vra8DMadxcihASX4K6lSAVqQEuhQoUapUr1Vxf6Vah7oUpLBVqgxYq7uyXE3XUyfr4/bgiEzCQzkwmkbZ61siYzc+65Z+zec9+z97u56fNdDo+lQKunymTCpJBR3UgWxvGyakp0Ro6UNjE3AxIDvBgQ5MOEyADkzRD0K7UGJn24lVu/3UlGWTVVxYWk7NxCdUmRw31aYndSOUk5Go5mVGI2C3JTSigtqP86DUYzmUU1aBvL9pLLW1aQvQB1mAceicEtXziwjTba+FfQdqSwl8w98Olw+GQo5B291KNptRRUSpPY4io9pmamx9jK3J8OMvLNjbyw3DbB/MnfjjD1s53c/e0+u/c1vlsoyx8YyuV5h8m45RZSr70OY2H9C46e7XwZbqGC6FlqDCaOZJdjMgsOZDSe5lbHge/gq/GQstHuMVvj0Z8P8eaa0zy85GC9x4tqiurdXiw+vuxj9kzfw1VxV13U/TaXM4VV3PLVbj7ckGxT+/HdQnlxUjdCvOuLURq9kcvf2UzPF9aw38L3ItDThZcmd+OaxEhO5lVQqjFQUKnjTEHTk3GLuPrA5S9LhVz6Wxfgr+gRRv8IF67r5Eb7oEYiMYSApbOl4lveEY6N6TxO5VcCcDKvko83nuHTzSnc98MBp6TynaVnpE/trS/kHYElMyXB4thv5xrt+QJ+mg5fXNYiKa//ZcZ3C2PrvNEsvnMg707rxeI7B7J13ugWE2RBsht4+umnSUtLQ6/Xk56ezpNPPgnAwIEDOXjwIDqdjgMHDnDttdcihKBXr151248dO5atW7dSVlZGSUkJf//9NwMHDmyx8bZhAwcPwIrl8Nuv9RdU2qhPZV792xbGoNfx9aP38/n9t5O0a3uT7YXZzPdPPcSP/3uM3b//Yvf+gufOJeanH3lR4cXMI6nceNiChU7HCRDazWofp6u1lBhMlBhMJGuaFmWFEOS9/AoZd96FIc8572u1ycT0wym8dCaH9zPq22AV6A31bi8Grn4yrlgs5+qlcryj/1mirCmvHP3uFEwFTVv9yGQyIhMCieocjOyCLI2j2eX0enEto97cSIW24XufGOXH69f1oGc7X3anlmAyC/aklVhdZG+KCHdXErzd6ejjTri79YjdLr4eeJuUdFQ2HiVbY9KwPO8Hkmp+x0vVvGNkeY2B3AotRrMguaCS5K0byD12mDNbNzar3wvx85CEVD9PFXmpJaQeyePEzgz0573/+1Mq2Jtcwa7T5U7ddxuXhltvvRWZTNbgLzlZur7KzMxk1qxZhIeHo1ariY6O5sEHH6S4uBiA/Px8VCoV3333ncX+7777bnr06FF3/9dff6VLly64uLjQpUsXli5d2mCbjz76iNjYWFxdXenTpw9btmxpcsxtc0LrtLbPePPmzVx11VWEh4cjk8lYtmxZo+O/++67kclkLFiwwPE34QL+XXlLFwOTHhBSYRnzxZsM/dOYMyaeSD93ekT6oLpIq4Rno/fONBXFV0tl7Qm9UtsMcedsxXchpJVzox4yd0J4IrhYNs8vqtIx75fDBHm58O7UXhzKKmP2CBvTu9e/ApU5sHUBtB/p+LjPIyrAnd1pJcRdILTN6z+PHkE96B968f2/1Ip/lg8uwLc70tl0upBNpwu5ZXAMnlYKFTRFfoWOpFqBdX96Kb2jrBe/G9sllIcuS8BFJWdQXIBD+wNg8APAA402iTRmsqR0KhQbIX0FxA6z3FBbJhUqA0nUjOzj+LiAj6b3Zs2xfKb1b8ehzHIUchndwr1xU1nxDrNG8RnwaWfRY/mOYe25tnckvm4qqMqrLQZWXd+f9qyFh0IleUi34VQUclnzvsNttGGqjZIyN98b+1/NDYvg9CroMumi7M6g1VJVUgRCUJKb3WR7gUCv0QCg0zge9XxWcqqLC6gugsJTkp+4lQjBveXVvHwmhyuCfHi6vbQoNMqGQkj6tDRKay8Oy/9YTuBddzo87rO4yOREqBSk6Ix0uECQ+6lXHNtKq7g25OIWx5XJZc1Kd79UGJPyEVU6hNGMItjb4X4OZZVRpTNSpTOSXVqDd5h1e7b7R3dALpMxsH2Aw9dBSrmMISG+TbbTr1djfjuAdE/o9qNA5WH5U8rVZlKglzKN8nTZRLs7bi0V6efOx9P7kFFSzU0Dosnam0V1USFeofYtpupNBnKrS4n2thy1PrCjL3qjwEUlpySv1lLERYnivKJeZy2OnG111AYIkwnN3n0YCwtRBgXh3rcPMkXLz4HHjx/PwoX166YEBQWRkpLCoEGDSEhIYPHixcTGxnLs2DEee+wx/vrrL3bu3ElISAhXXHEFCxcu5Oabb67XR01NDT/++CMvvvgiADt27GDq1Km89NJLXHPNNSxdupQpU6awdetWBgyQMv1++ukn5s6dy0cffcSQIUP49NNPmTBhAsePHycq6tx1woVjVqv/QdeyZjPk5YJGA+7uEBomRZe3IK3pM66urqZnz57cdtttXHfddY2Oe9myZezatYvwcCcX8BOXgPLycgGI8vLyS7F7h9EcOiTKV60W5pRNQqTvaHoDg7bZ+zSbTMKk0zW7H5s4tUqIlY8KUZZ1cfbnZJILKsX7f58WWaUa6QFdlRA/3ybEL7OE0FU3aF9WrRdL9mSIvPKaZu23ats2oU1Kku4su0+I57yFWHiF1fbfbE8V0fNWiOh5K8TBjFL7drblHSHe7SXE0aWODrcBY9/aKKLnrRAfrk9yWp/OIL86X7y+63WxKXNTi+9r8+kC8cSvh0RSfqUQmlLpO/PXE0KYTDb3sTetRIx4Y714dMnBcw9qK4X4crwQH/QXoiTNpn5MJrP4dkeaeGXlcVGlNdj5SlqQvKNCPO8rfb+T/2687YbXhfj2WiGKkp0+jCqtQZhMZvs22vCaNO5FV9nWvrpYiIrcho+n7xSiNMO+fTvAom2pYtw7m8SaY3lCbHtPiPd6O/U3bw//1PN1G/bzj/6sU1KEyM4W4kyyEGVljbc1mYQwGpu/T6PRrnNEszh0UIjdu5wz7ktA6oG9Ys/y34Shdj5brjGILcdKxInMSovti7IyxLHN64XRoHd4nzVGk/izoFQU6Gr7eKe7dB7Y+IbVbW4/kiJC1h8QcZsO2bUvs8EgMh+cK85Mmiy0Z1IcHvP5lOXnijdvnSqem3WzyD513Cl9OguNJksUFPwtdLriFt9X8TffirxXXxOmqipRWqUX206UiNR8jV19GFILRc36E8KQcW68uuxKkfPGblG48KgwG22bU2h0BvHanyfEl1uc8xk7i6TfTGLJSKP4bYJR6Cqtvxa9SSfWFSwX6wtWCoPJ+fNLgwPXq9NXviU6fjVbfHzwT5vaazV6YdDXPw4aTWaRX6YVemPLHo+NJrN4ZMlBcc2HW0VqQYVYvmC++ObxOaI4O7NF92uNlj5nl69eLU6PGCmOd+xU93d6xEhRvnp1i+zvLLfccouYNGmSxefGjx8vIiMjhUZT/xiQm5sr3N3dxezZs4UQQvzxxx9CJpOJ1NTUeu2++eYboVarRVFRkRBCiClTpojx48fXazNu3Dgxbdq0uvv9+/ev6/csnTp1Ek888YRNY271nDkjxLdfC/HJR+f+vv1aeryFaG2f8fkAYunSpRafy8rKEhEREeLo0aMiOjpavPPOO42/UDtosy+wEUN+PmnTbyb7wQcp318EUQPZeKqAjzeeocaSh82318AroXD4Z4f3adbrSb3mWk737Uf1zl1wejUsfxBKUpre2BGW3AK7P5PSjv+BxAV5cv/oeCJ83aQHzqyHo7/CkZ8hdVOD9j7uKm7o265B+ri9eAwejEuHDtIdnZRqjd56tO6oTsH0iPRhTKdgOoY2HYFRj6FzperxXSfbvs2pVVbtDoQQFNRWlz1rOdFa+PDgh3x34jse3viwzT7BGoOG9w+8z58pf9q1r0d/PsTi3Zm8/tdJKbrzyM+w8yPIPWBzH32i/dj42Cj+74ae0gPb3oMfb4KM7VB40uJ38EIOZJTS44U1/LArg4fHJuDhYLRtUyw/lMPoNzfy1dZU2zcK6Qqz1sItyyFudONtR86Dm3+FgDiOZpcz4d0tPL30iP0DzTkg2XVsebvuIQ8XJfILoyFKUiGjEd+2oiTptthCGqsl3P3By4IXdNQA8LW9aIWjfLLpDCfzKlm0PRV2fgLFybD3yxbfbxtt/CNJToY1q2DFHxAQCN7ecOwonDrZsK1GAz98B99+DWU22gZZoqQEvlkEi7+Hmho4dBB2bAdjC1TazsuT+t6/D87YeAxrZcT06kPfK69BWRs5lJqnobBCz4msaoymhuf3gIh2dBk2CoXS8UKxrgo5E4J8CVKrpHBZfW3Urb7S6jY3hQXQ3s2FOyPtq9AuUyqJXPAO7ZctxaV9rE3bmPV6ypYtQ2flM9VpNKCpwquyFE1560rLzs9fRXn5QYqKNtq8TU15Gam7tlJZmG/zNrqUVPJfeYWSr7+m7NdfOZ1dTX6ZniNp1j9DSyhjAnEd1QllO3+0BhNP/naEv5adxFSsRXuyBFN50/PfIxX7+DZnAUP6Z3L7UNs+Y0d4ecVxxr69iT1pttskxU2WMeQVOWM+lqP2tB4tqpKrGRN0JaOCJqKUK0kvqGHdoSLSC2rsHmd6QQ2bjpaQX3buvVNaiAwsqTJQWWP9uJhWkV97W2C1zfm4uKlQXpAppZDLCPZxafHMzIwSDb/sy2J/RhnLtx3l1PbNFKSdscmW5Z9GxZo1ZD84F+MFdizG/HyyH5xLxZo1F31MJSUlrF69mnvvvRc3N7d6z4WGhjJ9+nR++uknhBBMnDiR0NBQFi1aVK/dV199xeTJkwkIkDKzduzYweWXX16vzbhx49i+XfpM9Xo9+/bta9Dm8ssvr2tzlo0bNxIcHExCQgJ33nknBQW2facvKSkpsHZ1Qy/+6mrp8ZQW0pyscCk+Y1sxm83MmDGDxx57jK5du9r/4pqgTZS1EZlKhby2Wqfcy5MyjZ47vt7L/FUn+XzLBV9YsxnStkqp7WlbLPRmG6bSUnSnTiH0emoOHoTf7oR9i2D9y46/kMaIHQYyOcQMaZn+LzbRQ6Rq7dFDIOo8X5djS+HVCFh2r81d6Y1mDmeVNe0LdfV7MPkTmLbYapNIP3f+uH8oX97aD1d7U7DtJXkdLJ4K30yCnIMNnpbJZCy+cyCTe4WzPbmIlYebX0BJY9BQom2+52afkD7IkEm3NhYjWHxyMZ8d/owntjxBfrXtE//h8UHIZDA8IRDaj4LABIgeCkGdHBt8VSGsfVYSYsN6QbfrbUoV3Z1aQpXOyPHcCgoqpInuk78dZuzbmziUWebYWCzw3c50UoqqWbjdDlEWILIvxA6v99Dzfxzj+o+3k2zF03bZgWxO5Fbw/a4MyjT6pvdRcFLydD30E+z+HDJ2wPqXrHtEVhdJHt9fXQ5HLPgPlqRIx7ZRz8BNPza9/1bAvaM60D3Ch1lDY2HUk9BuIAyZe6mH1UYbrRN1rXCnUIBSAWlpsHULbNwgCZrnU14mXWzodFBU7Pg+i4pAr4eqKshIh5074PAhSDrteJ/W8PEBT09Qq+EfXNTvfNoFuuLpqiAm2A2l4tz5ff2iT3lv5vUc2WD7Bb/eaKZc04SdmEwGs9bAtV/AqKetNhsT4M32gZ2Z177lC/YVvfceuU88Sfr0mxEWzm/BMe25Zt5zXDE0hA4Hn4bC5n+3hN6IMDbfb9nNLbLerS2k7NhMztFDJG2yXlD0QlShIbjEd0Du4YFbYiKRga64quREB7s1vbEV1hzPZ/HuDF7MKKA6xguvUe1Q+jcdnJFZk4pAkKGRrvlKq/VM+WQHUz/d0fT3z0aMJjNfbkslqaCKX/Zm2bydTCYjfLCsntevzmRmTXYx63NLMFopuHwmT0NljYkzeRqb9rPqaC73fLePo9nlnMiqoqTKQFKO9W3zSnVsOlrC+sPFaHQNA5jya3S8MeJ+HukzmXn9Gk8Zbg1E+7szrV87+sf4M2lYDxLHX0V0j0Q6Dxt5qYfmVITJRP6rr53n/XL+k9Jj+a++hjC1nFXQihUr8PT0rPu74YYbSEpKQghB586dLW7TuXNnSktLKSwsRKFQMHPmTBYtWlQX2JOamsqmTZuYNWtW3TZ5eXmEhITU6yckJIS82rlDUVERJpOp0TYAEyZM4Pvvv2f9+vW89dZb7Nmzh9GjR6PTta6Ap3qYzbB9a+Nttm9rMY/+1vIZ28r8+fNRKpXMmTPHzldqG22esjai9Pen/R+/Yywtxa1rV3RGE5F+bqSXaIgPvsBYXS6HG76WohOHzrVtB7mHoeA4dLtO8iwEVCEhhL36KrqkJPxung6rdkmCYvtRTn1tdUz/GQxaUDUvcrTV4O4Pt6+qu2swmXnv7yTcTidxj64K2bGlMPkjm7p65OdDLD+Uw6Re4bw7LdFim7SiatKKdYzoOU0SETfOh1N/woT59UVhByivMVBcpWu8wJIlXLwloV2uBLWHxSadw7w5nFVOSlE1X21L5Yoejl+MVOgruOb3ayjRljAxdiKHCg8xr988hkVa8R9thKvjrmZs9FhcFbZ/H7sEdEElVxHpFYmPi4/N2/3fDT157druKM+ust+/x97h1sfdHxLGS5GeE/8P2tnmy3vTgChyy7XEBnoQFeBOhdbA4t2ZAPx+MIee7XybN65aZo+Mw2gW3NQ/qunGjVBQqWXR9jQAft2fxbzxDUXsaf3bcTCrlALzLm5e/TEfjP6AGJ8Y651ueROO/w6n18CM3yB7H8Rfbt3byGwCU+0FkVFb/zkh4MtxUF0Ag+dAaHf7X2Qz2JNWwiNLDjGwvT9vXN/T5u1mDIxmxsDo2ns3Q+LNjbZvo43/NFHRcN0N4KIGD0/w1klVtuVy8LjgvBcWDgMGgsEAsTZGu6WnSX21O+94GRcnCbwuLhATCz77pYjZ4BBrvTiOmxvcOF06nl0EL7+Lgb+XmrG9zhOYq6tg/370x49j0GlJ3r2D7qMut95BLSazYP3hYmr0ZhLbexNjTazLywWFN/S4AbNOR87DD2KqrCDizTdRBjTTy7qqShJ9L/yuNYHcW5qjyL28kFk5v7XvEAF/1C42HlkCo59xeJjmkmr0u1NBpWDdwWWUFRVw9cNP4h1k2cuzMUJCxhEUNBq53PZIZq/gUMqyM/Gy4zcid3en/fLlCJMJmUKBGxBug4DaGH2j/Wgf6IGrSkHIzC74uNvm+zjQbwTuCk86eEjznF2pxeyujWbdk1bCZV2a/9tXKuQ8enlHNp0uZMag6KY3aISsai3ZtUXq8r11RHg0fN86RnhwJKOSH/al8dXuZL68tS8uSuvHmGd/P0ZhpQ6d0cxT47qQml9DbIh1gfxsoWcBmC8Q+Ep0Bv7KKkagYGLcCPxcL+61Z3JuNcm5GjpFehAT7G7TNnK5jNevO1c8KOq2u1tqeJcUzd59DSJk6yEExrw8NHv34TGgZeqOjBo1io8//rjuvoeHBxkZGY1uc1aYOxvIM2vWLObPn8/69esZM2YMX331FZGRkVx22WX1trsw8EcI0eCxptpMnTq17v9u3brRt29foqOjWblyJddee21TL/fSkJfbMEL2QqqrpHbhzS/cfCGt7TNujH379vHuu++yf/9+u7azhzZR1g5U4eGoak19XZQK/npwOBVaQ/3095oyWHq3JKxe8xmobTjQ66ulFF1DNZRnwfBH657yvfaac+2u/0rqU9GCH9u/RZC1wOpjeby/PhnoSu+OdzOwb38p5dknEnwaP9gUVGhrby2veFXpjFz13iYq9YIXru7KLYNjYPMbYDbC3q+aJcpqDSYmvruF7LIaFkztxeTEpg+MJdV6Zn+3D7VCzse3b8PLwxX821ttP3tkHN/sSOPOYdbb2EKZtowCjZSusTp1NTqzjt+SfnNIlAVwU9oXDTEofBBbpm3BReGCUm7f70TpzLQnuQJu+om1x/M5k1LFraEmm6KivVxVPH/1uZQIb1cVc0Z3YG96KTcNaJ6Aej6jOgYzqqP9F2Jn0Rg0PL31aQwmI1P63cbJXA3XWPledgj24qUb/JmyYiGlFbA9Z7tFUdZUVobM3R1556skQbbL1VJBlvsasSUA8AqBO/+G8mzoOL7+czIZqGq/QyrbJt3OZMXBLDJLqsgo0fDC1d1wU/87BJU22mh1nB9BGhAA02dIv3+X8wokFRZKEbSRkdDPxgvJ7CxY9Zf0/+RrIKTW1kShqN/H1Bsl0bSlCmO0cMGNS86+fXDiOOM6dMYYHk7/q6+T3vvgEFBZF/6EEOhrIz+1lqzEALKzYcUfCEB2/RS0qalU1qbeVm3chO91zbhgLiyEZb9Jn8/1U6So5ibIPnWCtZ+9T3T3XgxY/APqmBjrjb3CoN+dkHcEekxzfJyAuUpXa+NgJP/kKcoqijizfzeJ4650qD97BFmAqN79Ce/aA6WL/dcZziwsFO7rxt+PjMCUXoystBpsFGX91UGMDDw3xxgWH8QVPcKQy2QM6eC8CPb7RnXgvlEdHN4+Kb+Sp5YeoXeMP4ndAlHKZQS7WX6NEQGu/Hksh3WnJAEuo1hDfEhDW7WCSi2BHi5c3TOcJXsymdAtlA5hHnQIa3whIsLflcGdZKiVcjxd68/JFTKpaJzg0hToSsvXUKM3k1agtVmU/a9gLCx0ajtH8PDwoEOH+r8DtVqNTCbj+PHjTJ48ucE2J0+exM/Pj8Da+UB8fDzDhg1j4cKFjBo1iq+//prbbrsN+Xnn09DQ0AYRkwUFBXWRlYGBgSgUikbbWCIsLIzo6GiSkpLset0XFY1tEfI2t7OT1vIZ28KWLVsoKCioV9jNZDLxyCOPsGDBAtLS0mzuyxp2q3uHDh1i+fLl+Pv7M2XKlLo3BaCiooK5c+fy1VdfNXtg/wTc1IqGF9ln1ktVbQG6rYWuNlS3LcuQxFtDNbgHQNo28AiEoI4N27akIPsvp2u4D37uKlxVCtpf/yIkLZFSnt38YO4RcLHu7/rutETWHs/j8q4WfCYBStNrfWQ9kOUdBmJgxDw4uRL63t6sceuMZgprfV+zy2zzfdp+pojdqdIK/r5hsYxs17gAN6VvO6b0bb5XZpR3FG+NeIvc6lwUMgVr09dyS9dbmt2vPXio7ItWASkS2cfNce+6femlpBVVMzkxom5yWVCh5e5v92IWIJfBXcOlKrc6o3Th2Fg0AgUn4e8XIP5yHr78trqHc8pqWHogmwndQu2PmraVzD1QcAx63gRKyxP5vfl72XFqLZfvF4ye3I037m88WqCTfydu7Xor+Zp8rmh/RYPnq7ZuI3P2bFTh4bRfthT5kxlg1MOeL6XjYMzQxscc2t16FOwdf0PhCYhxbGHAYcqzeerUdcx1N7Ki/7dtgmwbLU7b/Ow8LEVdnTgOBfnSX2JvKZq2Kc5GQcpk0vwrPU0SCi/wOqtr04ZjhIfDyRPIIiK58orZ8Pc6SE6CyHZwhXXRUKmQM6yLP+UaA1GBlhdxq7ZtxRPAbMZYWopr9+54jRuHubICz5EjmjdujUZK7TSbQVtjkyh7fPPfFGdlUJyVwfCbb2vcN1cmgyvebN4Ya1FE+oHJhHBR0C6jN/5lpXQc2MS51cnYK8gKITAZ9CjVLk03tsIfBWX4KBWM8D83xzfnlmM8Idl1yTxdkftI351qnRE3laKhb/15/Hkkl1/3ZXHvqA58eFPvuscrijVUlmoIjfZD0ULWZNnFWuRyGWF+1t+PJXsz2ZNWyp60Ulb3CqdjqHejfV7bO4JDWWW083e3KMi+teYU769PrssUfPbKLhRUaPliSwpju4QQHdD4nDvE1/JYfdRKJkUHYRIQ4OL4/NsRSnIrcM8oxM1FRVzHlq8T8E9DGWSbp7at7ZxFQEAAY8eO5aOPPuKhhx6q5zmal5fH999/z8yZM+tFMs6aNYt77rmHSZMmkZWVxW233Vavz0GDBrF27VoeeuihusfWrFnD4MGDAUkk7NOnD2vXruWaa84Fyq1du5ZJk6xrPMXFxWRmZhIW1vJWOA7jbuNihK3tnMCl+IxtYcaMGQ2ib8eNG8eMGTMa7M9R7FL41qxZw1VXXUV8fDyVlZU899xzLFmyhFGjpHT6mpoavv766//OpB9AVwWb5oNfDPSbJXmYnl37S9/WtCibfxw+HS6l4F7zqRTVtWgiKF2lgk7e4U2PoTIffr5FSlW/YZFt0bn/QWIDPdj7zFhkSCkodUUfjDrp/W+EUB9XZgyKsfq8p6uaFe4vkm7wZXjX2vSyEY9Lf+dTXQTIwMP2dDkfNxXfzRrAqbwKpvSzbfIwIiGIcV1DUCsVDGzfzNQ8O7k85lzK4c1dWi7t+lDhIYo0RYyJHtOsft5ee5r3/k5iat92zL++R9MbXEBRlY5pn+7AYBYs3p3Bd3cMwFWlwNNVSYSfGzllWuKDpYluenE1kz7chkIm448Hhp4rSnch296VrC+S1kCfW+su9uf9epgtSUX8dTSXFQ+0gMioLYevr5RsADTFMOwRi816B/fm4T3BdN+Wi2zfZzCxcVFWJpPxSF/LfQHoTp0CoxFDZiamigrk7u6w+1NY8wzIVfDISWmhyhE8g6S/i8ze3VvoW1OAC3BDu9ZVpKWNfx9t8zMLlJXBkcPQPg4iIsDf/9xzOdmS7UFjHDsqRda6usLVk+HoETh+DPwD4IYpto0hJwe2boboGMk2oQ3LdIiH2Pbn7BkMZy1pmvbq9PNU4edpXdQxeXiS9vEnCKWKdlOmIXdxIfLdBQ3aZWr1BKqUuNmTNRMdDaPHSIJ9iJVF+wvoOXYiJdlZRHXv2axCZvYik8tQxkrnwsvvbhlPvLMUp6WgdnfHK9i298QaR1cupSI/l/gRlxHcwUKgShOsLCzjsUOnmVmShleHWHr36QeAzEMtrZYr5MhqC6quOJzDnMUHSIzy45fZg6ymqL684jg55Vr0JjPfzhoAgNksOL4jHbNJYNCZiOnqfBuTvFIdu5OkucSIrn74e1leNL8mMZKvt6ejN5l5c81pPp/Zt9F+Azxd+OA8cflCjmSX17sFaS664VQhyw5mN2su6qu+uGLsWY5s2oHKrR3U6Amy8j7+l3Hv2wdlaCjG/HzLvrIyGcqQENz79rnoY/vggw8YPHgw48aN4+WXXyY2NpZjx47x2GOPERERwSuvvFKv/Q033MCcOXO4++67GTNmDDEXZCY8+OCDDB8+nPnz5zNp0iR+//131q1bx9at57xWH374YWbMmEHfvn0ZNGgQn332GRkZGcyePRuAqqoqnn/+ea677jrCwsJIS0vjqaeeIjAwsJ6Q2+oIDZNsdxqzMPDwlNpdRC7FZ1xVVUVycnLd/dTUVA4ePIi/vz9RUVEEBATUFQ47i0qlIjQ0lI4d7T83WcKufKjnn3+eRx99lKNHj5KWlsbjjz/O1VdfzapVq5re+N/K/q9h+3uw8mGpsrdnCIR2A2QQYf0kV4e+CswGwCwJsKLWTFkIywdCS5z5WyqGk7QacvY7+kr+kaQXV6M12G40rpDLzq2A978bpnwjVZR3823eQHzbEX3vUobf9c65FOrTayRfWV1tldiCk7CgO7zbw/Yq8LX0j/VnxqCYxqMrz8PLVcWnM/ry/o2JLV9M7BKQU5XDrX/dytyNc1mRsqJZfe1Plypw78uwXIn7880pPLzkIEVVlq0r1Eo5rrVRkHvTS/nrqBR94a5WsmbuCHY+OYZRnaRI5aT8Kso0Boqr9aQUWi6MBUDXa8AjGHpNrxd9FRvoUXvb/CjZBxYfoM9La9mSdF76kcJFitYHKW3SCp5qTy4bKUWAu3RwPM3uLH7TbyLowTlEvPMOqtDaizif2gIiHkHnLAj+QRxU92GB8VreN11LVbsW8gFvo41a2uZnFtixXRJRN66X7reLkoplqVTg3Xj0GCAVAwMwmaRCW5ydk9k4NwM4eQJKS+HQQdvndP8GTCZJFLfnNZ+foj5qNIwaA2PHNXsoPldcQfBbbxHx5ReSf6wQkLkdss5Z4/yQU0y/HccZv+90A+/LJolPgPa2Wz8Fx7Rn6vOvM+i6G+3bzz+EgqRTnPz7L46sWIquqtLhfoTZTGWhVLC1sqBh4VaT0cCZbZtI27OjzmfwQvxVSsZX5DGyqpCag7vR1YoPch93XEZ1wmVER2SukjC4P70Ms4BDmWXoGimGdl2fSAI81Ezqdc6ySSYDl1obBDeP5ol8JdV6xi/YzGVvbyK/4pxPvotKjkwmackqpfXL9y7h3ozsKInvCSHNnyu+NKkb946M473z6mlE+ElzMquBBa2c0sz95J3eTn7SehSNvJf/VWQKBSFPPVl754LFidr7IU896VRbEVuJj49n7969xMXFMXXqVOLi4rjrrrsYNWoUO3bswP/8xVfA3d2dadOmUVpayu23N8xcHTx4MD/++CMLFy6kR48eLFq0iJ9++okBAwbUtZk6dSoLFizgxRdfpFevXmzevJk///yT6GhpYVehUHDkyBEmTZpEQkICt9xyCwkJCezYsQMvL+tZuJccuRwGN5EtMXjIRbdPuhSf8d69e0lMTCQxUTrOPfzwwyQmJvK///2vZV/seciEtTOZBXx8fNi/fz9xcXF1jy1evJg777yTxYsX079/f8LDwzE1UY2voqICHx8fysvL8bZlYtyaOb4cfp4Jrj7w0DGpmJJRDzWlktehLST/LUVqJtRGGKZskoSIkC4sP5TD5tOFzBkTTzt/KxGwmhJYdo8UKTvpA1A6nubzT2LhtlReWH6cruHerJxzkVOTm0JbAW/ESp6ywx6FMc9C0jr4vra66C3LG1Sxv5SY9XpKv/0WVbt2eF/edHGNswgheGrrUxwsOMhrw16jV3CvlhvkeRRqCrly6ZVojBreG/Ueo6JGUVipo0yjt5h+ZQlDXh6Va9dR1G8YPyVXc3XP8AaFtPLKtQx8TaoUPPeyeOZelmCxrzMFVcz6Zg9Gk2DxnQPr/VYN2dlk3nsfCn8/Ij74kM/25KCUy7hzWHu7zcKFEKQWVRPl797QA9dsgo2vczi7gtmZl3HniA7cNsRyIRud0USnZ1chBNw8MIqXJ5+X+q8pgap8CL6g8mVJKqRskARjNz/pteXkoAwMRKZuoUiD4jNS0bTa/TWgpqz5CyothN5o5qc9GcQFeTL4Qr85bYVUBC5qkFWLiNbCv+p87SBpaWnExsZy4MABevXqdamHYxFnzM/+dZ/1lk1w/LgU5TFpsvTYWaHVxYZ5ktkMyckQ4A8BgZLQmJEBIbX2Bfv2ShGd/QdYL8BVUAA7tklRuYk2LNT/W1j9F6SlQY+eMMj2FMGLQuEJOPSN9H/vO8A/jheTc/goswBXuYxTw7rj0oo8fHXVVeSfOo5/dCyeAbZnfRhLSsi8ezYyuZzITz5G6WflPOpkitNTOLnuL+QqFX1uuBm1mzuVNUaUCpnNNj7FxwXlZwTe3TKoKswhonsiqgssQwqSTpG0eR0A3a64Bp9Qy5mFxzPSKd+8Dq+AQLqOu6peUbWSzDRStm0iILYD3l378smmM/SL8bduVdYIJqMZg86IqwVRVq+pJvPAXn5P07MsW8k7U3vSJ9rfQi+w4VQBty2Uis1+NL03E7ufWyCv1pqQy8DNpf77uCethOzSGq7uGY5cLsNoMpNbrrV+3dhMzGbB6YJK4oI8UVmILDeZBTUGE54urdNyr6q0hBNbN9Kh30D8LvzeVFZKtiR2+E1eKlr6nF2xZg35r75Wr+iXMjSUkKeetOtasY1WTkoKbN9aP2LWw1MSZO1YcGyjedh1tHRxcaGsrKzeYzfeeCNyuZxp06bx1ltvOXNs/wwKjkvRrTWlUmq62kO6yLZVkAXocEH6dXvJ40oIwcNLDmIwCWQyrFfvdveHm35y8AW0HEsPZLE/vYw5Y+IJ8nJBZzTZHOlpC2lF0sEjo1hjdxU9kN7f7WeKiQ30INzSaq9BC6vmgUIN416VirfZisodAhOg8GRt5DQQfxlc/QHIlY0Ksm+vPU1WiYb/XdUFXxsLENRxciXs/hwG3w8dLmu6fS1lP/5Ewf+9CTIZbuvWooqwrcpipaGyLlJ1TfqaiybKBrkH8duk3yjXldMloAvlGgOXv7OJUo2BT27uw/hujU+oCyq1vPLyj3Q6sYuJa9fy7DdfW2wX4KlmcFwAJ/MqGZ5g/WIoLtiTjY9ajoas2rpNSs8HDMlJ3DvSyu/YBmQyGTEBHqQWVxMT4FG/OMLp1bD5DXoACXpvftrjYlWUdVEqePHqruxIKW5Y3M3dn8VHq5ClZTCt/3nFxX6YCkWnIG2rVHQQ6gof2oPRZLa9qFpAnPXn/nxcsjgY8iCMffHc45v/T1roGv86hPeye3zOQq2UW7c8WTxNsrdJnCEtpLUhLSqkb5cWBDxDpCJv8tYb5b9nzx6eeOIJ9u3bh0wmo1+/frzxxhuXTLRtm59ZoLRMuq0+LyvBFjH2LHI5JJy3EKdQQGztMTUnRxJlQSoyFm95wY7gYJjUytIXzWZp7DIZ9O6DkMkQgNyZnrjl5fVv7UWvlyo+h4VbLvRVfAbWPQexI6D/nfb17R4oZYXIZHULfg/HhOCvUtDHx8OqIGuqqCD/1ddQhoYQPHeunS8ICj/8EO3RY4Q+87TNcyyAlO2bKclIpfDMafrcYLsllGbvXrRHjgBQc+gQXiNH2jtkhwiIbk/PSVNQurigdnOnsFzP1hOlKOUyLusZ0EBQvJCd+VW8sbqYobsDGD8xii4zYiy28w4JxcXDE4XaBQ8/ywInQJeoaLh5lsXnCpNOoauuIu/kUWIHDOHpK7rY/DovRKGUI2QCTU0B7m716zhkHd5P3smj9BPwcWkUKw7nWhVlh3YI5NbBMehNZkZ3qt+P2iwn+TdBQBdBcG/p95pbXsONn+3EaBZoDSam9Y9CqZA7JMiahbDpOCCXy+hkxavWYDIz6YNtnM6v5NMZfRjTWboe1hpMPPbLYWr0Jt6a0rNZdRyai6efP/2uslDgT6uFX5ZIx58xl0m2Kv9hvC+/HK8xY9Ds3YexsBBlUBDufftckgjZNlqQ9u0hJkY652o0kodsaNi/v8BoK8MuUbZXr15s2LCBPn3qe4hMnToVs9nMLbdc3II+rYIuV8OxpRDc6Vy6rZOQyWSM6hjMxlOFjEhwvFL6paBaZ+SRJYcwC3BVyTmVX8XWpELemdqrXspPc3hkXEfCfd3oH+tvtyAL8OXWVF5eeYIADzXbnxzdQDBeuXYVbrsPMlpxEOLHSaKqrSiUcNcmybrgfP/Y3jMa3ex0fiXv/S1VauwS7s0dFwpmTWBe9wLyolOczszB6/4hhPnYllqkjmsPSiXKoCDkNhSqOIu32ps5iXM4WHiQaR0drAycvl0qdtd9il0ngAjPCCI8pe+S1miiSmcEsGozcD6fbEzhd894lveN43KxzWo7lULOD3c2zwfQe/w4CnfsJtUnjPguXZvVF8DTy46yeHcGk3uFs+C8dDJCu4FnCDoTeIX1Yvqwxj1uZgyKsSgabjpdyJO/SRdykX7uDI2vjfL0CJJEWQ/Hj0Wv/XmCTzenMGdMPA+PtSBiLLtP8tGd/HHTv7fMndJtxs5zj5nNsP4VQMCez2HShw6PtUXR14pE+kZ8nP5LHP9DWgCryDn3mHc4jJ8vnWNbGZWVlYwbN45Jkybx0UcfYTQaee655xg3bhxZWVmoGqkW31K0zc8s0LkzVFVC127O79vPT7JAMBgk4fWfREYG7N8HgN4vkPXlnhjNghFd/fFyc1Jk29hxkJYKCQ56rf29DjLSISYWxo2v95S5pobytx/HrWojridWQO+Z9mWIeQTBsCcAWd12nkoF90c3HkxR/vsflC9bBoD3+PG4dupk8y6NRUUUvS8twJWakwj+eJXNi07u/gGUZKTi7mdffQDPYcPwmTQJ5HI8Bg2ya1uQAheWFZQRqFIyzN++FFzPwHOL2DqDZAVgNAuM5qaTM59My+JELy25ATquCbRuj+Tq7UPfac07rkX06I1eU42XlShbexDCzLY9L1CtyaN7p9toF34ug88nLJK8E0epVvsyND6YmY3UqFAp5Dx/teW54olvBad+FMhVgsnL5ShcZLgqFXi4KCmvMeDvoHWCWQg2HyulvNrAwI6+DYpzldcYmPnlLqr1Jr65vb/lQJZaNDoTJ/MqMAs4mFlWJ8ruTStl+SHpHL/hZAGTE51zLehUzGYpIwLO+Vr/x5EpFHgM6H+ph9FGSyOXQ3gr/E3+h7BLAr/nnnvIzs62+NyNN97I119/zfDhrScl+6KgLZciekbMa3qClbUXvhwHWxfY3P1nM/ty6uXxXNHj4posV+mMVj2abMFNpaBvjD9qhZwBsQHsPFOMWcDOlBKnjdHbVcXdI+JIjHIsJctgkl6f0Swa2J5tOFnAfZtV3G54nEN+l0N1IbwSBj81LqrWQ6lusqCX+YIJapS/O/1j/An3cWVYvP3FiXLjppAn/FikGcq6EwU2b+c5ZAjxmzYSt3IFJje1XZ/9nT3u5MMxHxLlHdV04wupyIGvr4Kld0v+zA4S4u3KD3cO5O0pPbmpf9PjGBQXgEoho2+oO7Evv9hk++ag8PHh2c7XcbeuEy+sPNns/s5GiKcWa+o/4RsFD5/E5fFTvH/3FYztYn/q1c97M1m0LRU3lRxPF2WdbxgA05fAHeulqHEH2ZxUBMCW0xa+m2YzHPoBqgvg+NKGzwsBe76AQz9K96/+AAbeC1cuONdGLpeixIM6Q6+WKzLXbG78SSrseNW7l3okl57jf8CSmfUFWYCKXOnx43+0yG7NZjPz58+nQ4cOuLi4EBUVVVc8YPfu3SQmJuLq6krfvn05cOBAvW1PnTpFaWkpL774Ih07dqRr164899xzFBQUkJGRYdP+t2/fzvDhw3Fzc6Ndu3bMmTOH6trUsW+++QZPT0+SkpLq2j/wwAMkJCTUtYmJieGll17ipptuwtPTk71797Jy5cp6+3j77bfp3r07d9xxB15eXoSGhlJVdS5qdNGiRfj6+rJ69Wo6d+7cuqsEO4LJLBWP6mxD9Nvx47DsN8jKsq1vNze4cTrMuAV8fJs1TLvR65u3fUCAFAnj7k6Vhy81ejMGo6C82uic8YEkWif2loqIOMLZ4qsWirAWvvc+eb8eJ31DEKLrdTyfVkTUxkN8kVXYoK1VlK5NCrkXest6DB6EKjwct969UUc3USTuAhT+/nj1bY/Kw4iXywEoSbF52+g+A+g7dSadRo9DmKx7nV6I3M2N8PmvE/7aq8jtiRCvZVlBGfccT2fqoTOc0Wib3sAKEQEu9Ovgw5DOvjaJ/iMDJAH4yu5exE5o2UgtF08vqktLyD60j6JU+2o9XIjZbKRGWwxAdU19D9yA6FgG3XI346ffyMLbB9TVB7AVYRaU/ZWKr/4MMpkZz0ipBiqAn4eatQ8NZ81Dwx2yXQAwGAWlVQbMAgpLGx5fjmWXcyirnOSCKnanNryOK9cY+GB9EnvSSvBxV/H+jb25Z2Qcdw4/F1iSGOXLiIQg+sf4n1vsb224u0uZDWPHQafOTbdvo4022nASdnnKOot/hW+Z2QyHFsP6l6AyV0qhuqWJi8df74QjS6Qz6f8kceKLLSm8sfoUdwyN5fHxtq+6txSfb05hyd5MkgqqGBYfWFdZ1FHOpiqvOZbHtuQi7hnZgVAfV6eMtaBSS6CHy7nCXXZiNgvWncgnPsSrwQTpUGYZ1328HaVCxqoHhxOz/QnY/w3IFPBskU0RnenF1Tz282ESQj15aVK3BtG8x3MqmPbZDoK8XFh23xC8XB2PrtqctZlVqau4ufMtfLG+hqIqPW/d0JMgL/sm4jtzd3LfuvuI843j+4nfo6q1bDiYWcYPu9KZ1j+K3g6K4BbRlMD7vSX7j6nfQ2RfadEidjh0mui8/VjArjR6W8g/Dt9cDV6hcNsqcDlXYGHcO5s5lV/JlT3CGq1yawtZpRr+OJTDxG5hxNg5sW8Ms1kQ/8xfmMyCaxLDef6qbvi4Ozfib39GKT+v2sBNWS/SvUtXmPZ9/QZ7voQz62HMcxB0QSTt8T9gSe2iyKx10K6fU8fWhmVa9HxtNsGCbg0F2TpkUsTs3CNOtzKYN28en3/+Oe+88w5Dhw4lNzeXkydPcuONNxIbG8vo0aN59tlnSU1N5cEHHyQlJaXOU7ayspL27dtz33338dRTT2EymXjyySdZt24dBw8eRKlsXHg4cuQIgwcP5qWXXuKKK66gsLCQ+++/n549e7Jw4UIApkyZQlpaGtu3b2fdunVcffXVbNu2jX79pO99TEwMJSUlPPXUU1x77bWsXr2ahx56iL/++ouxY8cCsGDBAnr27ElMTAypqance++9jB49mo8++giQRNm77rqLESNG8Nprr6HRaBgxYsQ/e24Gkm/skcPn7AX6D2jaz/Xbr6W0vch2cMWV0mOrV0FWJlw2FqJjWnTITWIyweZNkJMNVVW2vabGqJ36CyApV4PRJOgU4eHwfOp8zCYT2qpK3JsjVut0kkAeGdnAcqL4q4UUvPEG6thY4v76k/47jpOh1TPU15NfEm0rPFmSW0nmqUJCY/0IiW44p/khp5hHT2VybYgfH3SxT4C9EGNKIaJGjzLEhGzlfeAfB1e8bXdqqDEpH2NyAYroAFRdzovsPLgYsnbDyCfB03lR21tKKply6AweCjlbB3QmWKPHlFOGIjoAuadz5vHWMJoFSid8F89SkFHGmUO5BLXzoUOvc++drrqafUu+QZjNxA0ZSWin5mUzlZSdpqwilaiIkSgVzqvvoT1TRtHnUgaT58SOeA0MQqF2ot0IkF5Yw6mNBsoXudHrdgXx1537fhpNZl5eeYJqnZEXJnXFXV3/HPe/34/yzY503NUKjj4/zinHkTaa5l+hp7TRRhuAnfYFAD///DPLli3DYDBw2WWXcdddd7XEuFo/R5bA7/eeu29L0abeMyDvMHQ8JzatOZaP3mhm1dE8p4iy60/mc+/3++kZ6cMXt/SzS+gzmQWv/nWiLmp0b5rlavT2cFb0urxr6LkV3DXPQFGSNCn1sS9U3mQWGExmPt54hnf/TmqWyCWXy6yuKvds58v6R0aiUsokC4Bhj4BRT1WuiuyBgwi44w4C72rcx2zpgWx2p5WwO62Eu4fHNfB32pdRSoXWSIXWSGZJDV3CHRfAXtj+AgU1BZTry/lwiuMp2wcKDqA36zlRcoJyfTmBbtJq9nO/H+VQVjnHcytY8YATi6q5+8N9uyVxNrgTrHgI9n4Fe7+Ep/Na1FPSqYIsSB6h1YXSX2kqhJ4rnvXlrX3ZllzE+G7Nj0SL9HPn3pG2XXjag1wuY2L3MDaeLOCK7uFOF2QBekf50TtwFeSkQkpRwwZRA2HTfCly+taVUiaCR6Dk5+wXcy66yevc79aqn7ReA4unSt+tGxdLkcQXm5yDsG8hJM6EyD5NNv/Pkb69EUEWQEBFttQu1nnHncrKSt59910++OCDurT+uLg4hg4dymeffYbJZOKrr77C3d2drl27kpWVxT333FO3vZeXFxs3bmTSpEm89NJLACQkJLB69eomBVmA//u//+Omm25ibq0vZXx8PO+99x4jRozg448/xtXVlU8//ZQePXowZ84cfvvtN5577rk6QfYsQ4YM4Yknnqjb/48//sgtt9zC0KFDueyyy+r6B4iNjeWll17innvuqRNlAQwGA5988glxcXFUVFQ49H62OrZvg9OnJNFLJrOtYEv3HnDqJJy1mDGZID1NEi8z0p0jyu7eBQcPQLfuMHCQfaJcbq70ms5yXuEVh6g9ZsqAhHBpcU9vNHMguRy1Uk7PWC/7PWZNJpDJWPLiU2SfPMbYO++nx2Xjm97OEi4uEGfZUzzg9tvwGDQQVbt2AMxPiGRJXgmFeiPdth7lk67RDPVrPN0+50wx1eVask4XWRRl15dUYAb+Lm7eb8JcpcN4SvqsZO6hKG9Z7nBfphIpSt5cfJ5HsrZCKvSLkGpaXP5yc4Zbj2H+XmwZ0AlPhYJQFxW6XSmIaj2iWo+6v2W/emfhTEEWoCSvEmEWlORUQq9zj7t4eND9imvQVlYS2L758yp/3wT8fa34SzcDVagHyhB3hN6EZ3dvpwuyANFBbhxeogYNFBwQxF937jmlQk63CB+eXXYUV5WCF6/ugl5TjYun9Ds7W2C3Q7BnPUHW2vysPFWw4zkzXlEw6AU5csXFF3H/OJTDvrQSHhgTT6Dnf6NAdhtttNF6sUuU/eyzz5g9ezbx8fG4urry66+/kpqaymuvvdZS42u9eIWBTA4uXnD3FvCzYSU9djjct6veQ09O7MRX29KY0tc5frSbTxehNZjZlVrK6Lc28dyVnbmiR7hNnqsKuYyZA6P5+2QBPSJ8mGpDGrjdlKTA9vel/yP6wojHbN60Rm/iqg+2klmioWu4tCJ4NNvBIhI2EBVwnojqFwPXfkrhDVMwV1RQsWJFk6Ls1T3D2XiqkI4hXkRY8F+6rncEaUXVhHi7EO7bvKiDUVGj+DXpV0ZEjmhWP9M7T6dSX0lHv451gizAiIQgDmeXM6KRYlcO4xl8LrojajDsWySJc3YKshVaA/f/cAAhBB9O7413MyKPHaLnNKmwm1doPUEWJCF1ar8otAbrlc+dScXatZR8+RX+M2fgPVFaBErKr+TZ34/SP8afhy+37PP3/o21HrXaCkkIazfA+cL46Gek42b8uIbPpW6RCj1V5cOWN2HLWxDZH+5YC2E94KHj0njcfAEp0+C1v05y2+AYnrnyghTl/GOQuln6/8x66HOrc1+HLfz5KGTtgez9MHvLxd9/a6cqv+k29rSzkRMnTqDT6RgzZozF53r27Im7+7nj/6AL/Bhramq4/fbbGTJkCIsXL8ZkMvHmm28yceJE9uzZg5ubdb89gH379pGcnMz335+LFBdCYDabSU1NpXPnzvj5+fHll18ybtw4Bg8eXCe+ns/54/rss8/YsWMHCoWCU6dO8euvv7Jx40YKCws5fvw4FRUVGI1GtFot1dXVeNSmlbu7uxNnRfz6x+JZm6UQFARXTZIKdDVFr0Tp7ywKBYwYCdnZ0Kt52Q11pKVKIu+Rw1BYCAMGQqiN6cbBwRAeDpoaaZvzx+oksou15JRInuxRQa4EeNnhT1lcBL8vQ7i4UJGZDkB+SrLTx3gW187nUotHBXjT38eDuC1SJOHqovImRdmw9v4YDSZCYyxn/jzVPhxvpYIJAd4IgwmZyrHzoMxNhczbDVGjR+7v2fQGjaDqEo4pvRhFhO+5B9WekoVa1l6Icb59XAf3c3NTub8npuoS5P72Z+iYy2swHM1C7udRP8r3IhHVORiFQo5/WMPvhVdwKF7BoZjMgouhDabv20VFXg5xg0fgXlugLHODmaRfBR2nyYkY2nAQCg8VoQ9JC7vZZTWUZpfTLcL2+g+2MuBJOZmbBAk3NBzD6mN51BhM/Hkkl+leWRSnnSGyZx+i+w5kxsBoxnQKJsDz3DFjXU4xORodI0L9iPasf07M2SaozITKTNDkgedFtrLU6I3M/fEAZiEVZW1Ogbc22mijDWdglyj7/vvv8/TTT9dFhixatIgHHnjgvynKth8Bcw5IEyIPx71xEqP8eN+J6eB3DW/P7rQSjudUUFip4/7FB9GbBNf2tk30fWFSN16Y5LThNMQnCjpfDUWnofOVdm1aXK0juUCKEBjYPoBBcQGM73pxPfCCH3mEku++xW/ajU22bR/kybI7EyVx6eBBqRjFebirlTx7ZRee/vUAvV5cy90j2vPkBMc8jJ4Z+AzPDHzGoW3Px1vtzeP9Hm/w+MOXd+TByxJQtHRKUo8boNMVoLKtQNn57DxTzObTkqfcjjPFjHPQW8thXLzgCusVzt9ee5r3/k7i9iGx/O+qlp0AFn/6GdqjRymqrq4TZb/flcHOlBJ2ppRw14g4PF0aOfx/d60kJg64Bya87tzB+UZZf5963QgFx8Cn3bkIyoLjkpAhkzXwaP77RAGmWhuSBqJsRG/odwdoiqFLSx7U6vPjyR9Jq0jjvl734dV+lPQ+th/p3J1k7YW0LZLQ7OZEO5GLjaeNvse2trORxkRTWxydfvjhB9LS0tixYwfy2mjHH374AT8/P37//XemTWu86KHZbObuu+9mzpw5DZ6Lijq3GLp582YUCgU5OTlUV1c3mp74/vvvM3bsWJKSkjh06BBvvvkmjz32GHPnzuWll17C39+frVu3MmvWLAznFTC5FEXJWpx+/aUoS28f2wRZa3TsJP05iyHD4O+1UFMjVTle/jtMuxG8bEg7VaslgbkFCfF1wce9BheV3P5MicIiMBiQGQxcddccUtLPkDjh4hXp81AqeDk+gt3l1dzVrukU/oBwb/x8XDClF2MuqW4gNLZ3d+GthEh0m0+h02ai6h2NItj+9GCZQo7LEOdktsi9XJF3u0C9ksvhtj8lK5gWzCwCUHWLQNkpDJnS/iwjU3YpokKLqUKLMj7EYZHbUdy9XIjvY1n5E0Kw5XgpJVUG+sX7EOHfctYMRr2erIOSrUreyWO0HyRlgBz/RlCRBie+MxMx1Pp7U1ipY9w7m6nSGflsRh+HPWStEdxbRnBvy/P8Ry5PwEUp58oe4VSfWAdAdWlx3fPnF/8yC0FWtQ4BZFXrGoiyMeNllJwUeEXJ8Iy4SFGyhhrY8Ap4BOE6aA59ov04mFnGgFj7Cug1RWFKEia9jpCOXR0qQt1GG238N7FLlE1JSeG2226ruz9jxgzuuusu8vLyCLV1tf/fhF/MpR5BA8J93fjtnsF8uTWVD9YnU2MwNcur9EIqtQa2nylmUFyAY5GICiVM/bbBwxVaA3d8vRe90cwXt/S1mEoS6efOG9f3IKWwmvtGdcCjMVGphfAYOACPgQOoOXSI8pUr8Z4wAVljKYj7v5ai/YCSHZn43DIXhed5k3+TkQMH9wFhHDiRBA6KsheDCwXZpPxKzAI6htpXlbdJ1O5Nt7HA4A6BjO0SghAwpEMziggIIV3gKGz7fv11JJftZ4q5f3QHNHoTzy47Sq92vjw6rn406vZkKV1/+xkLaftnSd8u2Tf0vV2KfnGAw1ll/DZsBpcZvqfr9HP5Z5MTI9h+poh+Mf6NC7Ig2Qacf3uxcPWBq2sj6TUlUkZC7LC6VNsLefqKzny1LZXrLS06yRWNiuQtQXZVNq/skopFBbsHc/vop2H4Y1LRP2fy7bWgK4eyDLjyHef2fTGJHix5xlbkIrlbXkitp6yDvwVrxMfH4+bmxt9//80dd9xR77kuXbrw7bffUlNTUyfe7ty5s14bjUaDXC6vd8F19r7Z3HQhnt69e3Ps2DE6dLAu1mzfvp033niD5cuX88QTT/DAAw/w9df1iyGeP66UlBRiYmLoVFsR/qy4+9hjjxEeLkWmLVmypMmx/Wvwd+6FtlOIiIBrr4e9eySrBIXC5vOMLVRrjVTWmAjxVTskBri7KBjdo+H7VlplYG9yOX6eKvrEeVvuOz4eKivAzY2wbt0JG+jc36wt3BEZxB2RQfxZWEZmjZ7Bfo1HphpP5mIuqMSYmodWcwa/G26o97wuWUrXl8nlGNNzHRJlLxoXCLJZJ4/hGxKGZ20kprNwRJAFULTzx1xeg9zfo1mCrDALkGHT91sIQXZSEWaTILJjEHllOpJzNcSFudcTXs0CSioNCKC4wmBVlP3p1BYOFqQyt8/VhLj7OjT+DJ0JXZ/h+KSeIKjDuTlih2tknP5Z0GFy469LbzLXZVxVap1YmM8GOoV619nFVYWNoyQ9lZAEy9cscpmM4aG+5Gj09LQQIe4WKGPIyxdXmOfIL3WZmvKYYfw8ezAGkxmVE63MqooKOL1hDQBKF1cCY51vNdZGG238O7FrNlhTU4On57mDq0KhwMXFBY1G08hWbVxsXFUK7hvVgcmJEZRp9HQNt5zismRvJquO5vHw2ASb02Ae/PEg608WMLJjEItu6++0MR/IKKMg7RgFwo8dZ4q5qqfl9KYpfds5bZ+OYiwsJP3mGQiDAXNlJX6NRUWF90Yo3dCXGij45RuMWleCH3nkvM60/J/iY5aZ+zO1Q3vr/Vhj7yJIWgNDH7qohY9O5FZw1ftbMQvB0nuH0LOd70XbtzU8XZR8PrNvs/pYuiuJPmuuI1xWiPKWP5p8T40mMw8sPoDRLDALgYeLkq3JRWxNLuL2obH4e5wT416c1I3vd6VzfZ9GotZXPQG5h6RI8rs3O/QaHvzxIKlFCjKueZSvppwbf692vqx5yEZ7i5t/lawEukiRTiazYMXhHOKCPFskZc4i7v4wcl6jTbpF+PD2lF4XZzw2EOgWSCf/TqRXpNM7uDbl2UmCbJXOyLHscvpE+6EM7ADZ+yDQ+d51FxW5AsbPhyUzkdwtzxdmay9Ox7/u9AgwV1dX5s2bx+OPP45arWbIkCEUFhZy7NgxbrrpJp5++mlmzZrFM888Q1paGm+++Wa97ceOHctjjz3GfffdxwMPPIDZbOb1119HqVQyatSoJvc/b948Bg4cyH333cedd96Jh4cHJ06cYO3atbz//vtUVlYyY8YMHnjgASZMmEBUVBR9+/blyiuv5IbzhKNt27bxxhtvMHnyZGpqavjzzz/5888/AcljFuDjjz/mtttuY9u2bXzyySdOfBfbcAhPTxg5SvKVdXGRqn1fiBCwYzvUaGDo8AaFrixhMgs2HC3BYBR0i/IkPtx5RSCzimqo0pqo0proHu2Fi8qCcKRQSBHKl5gVBWXccSwNObCpfyfiPaxHPcr9PTAXVFK9fyeF37+PKiwcz6FD6p435udS/PWXuETE4DVlAva4ThrNgu17fqV7/g78Rs9zagGuptj/13I2LPoUdx9f7vxwIcpWEA0v93LFZZDjNilCCDK3bSegwgOFmwsuQxOaFHcrijRknJCyp9y9XTlVYqCs2ojBVF1PeFXIZfSL96GoUk9CuOWggAqdhue2/wCAn6sHj/e7zmK7xqgyGNmUVwoeAfQbORGv8xYN4q6WE2dDYHmErxtLZg8iv1zL+G5SMJTWZCajSkukhwvuyosjdHoGBOEZ0LidWXsvd9p7ORZk0SJE9AFXX2lu6S95IjtLkDWW6TBXG1D5uqNQu2A2GXHxbMWLOG200Uarw+4l+i+++KKeMGs0Glm0aBGBgeci0yyl5LVxcXlj1Un+PlHAC5OsVxJ9aflxKnVGXFVyPppuWxEa2QW3Fjn5pyQqDZgNKtvSgAaXr2CjyyPkq9rhmbDPpm1aAmNpKek3z8BcoyH6m29RRzZMd5Kp1cjc3RHl5Sh8mhCoogbAo8lk3zANYTyD+kLvPhdPus58m665B6VUa3s4uRJWPCj9X54Bs7fat30z0BpMGM2i7v+LjdksWLg9DS9XZT2h3mQW3Pv9Pk7lVfLh9N5WFySssWTDHq4xSX54ZO5qUpRVKuQMigtgx5liBscFEuXvzvqTBfRq54vfeemfp/MriQl055VrujfSG9DpKig4AZ3ss/YA6XPYmVJMp1AvUouq6RHZDPHUNwqEGT7oDwPvYaH5Sl5eeQJXlZxdT12Gj9ulv8hrjbgoXPj5qp8xmU0onCwk3r5oD7tTS7h5YBQv3/YXVOa2ymwNu+lyNUz5BlbNq1/0yztcEmS7tEwK9LPPPotSqeR///sfOTk5hIWFMXv2bDw9PVm+fDmzZ88mMTGRLl26MH/+fK677txFeKdOnVi+fDkvvPACgwYNQi6Xk5iYyKpVqwgLa9pSp0ePHmzatImnn36aYcOGIYQgLi6OqVOnAvDggw/i4eHBq6++CkDXrl2ZP38+s2fPZvDgwURESOelRx55hH379vHCCy8ghGDixImcOnWKU6ekglBKpZIFCxYwf/584uLiGDVqFN99952z38o27MFggHVrQa+DsRZ8tQGKiiTfWYDQMOjazaauZQ3+qY8QgpS8GlRKGVFBtlsEVWmlc7yPuxIXlZMLZNqBuaQa/f505N6uqPrGIrNgp+SjVCADXORy3JoQXJSxQZhEFcVPf4nM3R1VeP1gAM9hwzDm54NcgcegAXaN9fmTZ/hC04HumFm78yO47Hm7tm8OBm0NIKXKC7MJuLjna125IPk3QXCijKBe5z4jg6GS3NylyOUuhIdfg1xu+4KlrqqSmsw8FL4JoDUiavTImrC5cvNyQe2qxGwWePi4EqtScjpbQ/uQc9tpDSbSiqul2g8B1q9XPNWuDAnvzMHCVIZFWL+uskZBhZaT+ZV4KRVUG034uzj+mfSO8mP/mXLWHCiiTwcfDlRWkqXREeyq5op2zcgS+7cT0gUeT7WvwKINmKoN5C/Yh9Ca8J/eib5TbsZsNqN2a0WCdBtttNH6EXYQHR0tYmJiGv2LjY1tsp/y8nIBiPLycnt2/8/GbBaisuCi7S7uyZUiet4K8dCPB6y2eWn5MdHv5bXiryO5NvdbqTWINcfyREWN3nKD8hwhnvcV4jlvIba+a/uA170gbfNSiBB6TcPn844KsfQeIZL/tr1PB6jasVMc79hJHO/YSZQtX2G1nT4vX9QcP25zvyatVuhzbX+fbeLwz9J79py3EKuecm7fF5BVqhEanbHeY9uTi8TWpMIW3a81lh/KFtHzVojoeSvEgYzSusdTi6rqHn9n7Sm7+124NUW88+rjIvnbOUJoK2zeTm80iZeWHxNXf7BVHMuuf1z7aEOyiJ63QkxYsNnu8YiyLCF2fSZERV6TTR/68YCInrdCXP/xNlFUqbV/XxfyxVjpu/Veb/HTngwRPW+F6PPSGlGtMzS5qd5oErO/3Suu/mCryCiubv5Y/oVoDh8Wxd9+J0waC8c7C4x7Z5OInrdCPPDD/hYeWX0u2vnaZBQiZbN0XEvZLN1vwyrR0dHinXfeqXe/ufOz/+TcTAghjEYhtE44ZtpCdrYQn3wk/Z08YbmNXi/EH8uE+PEHIcrKbO66qsYo8kq1wmw2W3w+o1AjftuRJ37bkSdKq6zM4Syw4Uix+G1HnthyrMTi85kbzWLPGyZRlWt5v85CfypX1Px5WNT8eViYtdbHf6JKIzJqdDb3aywtFcbSUieM8ByPnEgTIesPiCEr/hDizAan9n0+JrNZpFRrhem8z9xkMoqT27eIosz0FttvY+x9yySWjDSK3yYY630Xy8oOiaSkt0RS0ltCo8m0q0+z2SxOb1grsv5YL6qP2f66zGaz0Gu14tiq5eLY6uXCoKv/vbj5i50iet4K8dLyY3aNRwgh9qeXiJ92Zwi90dTkGAa+uq5uXqpton1TGE3mut/xgTPlYlNuifjqdLZYm11k0/YZxdXi6ve3iHu+29vk2P+zHFsmzUVswFiuE5lPbRGZ8zaLql1Ovs5rgn/rOfuWW24RSKlT9f6SkpKEEEJkZGSI22+/XYSFhQmVSiWioqLEnDlzRFGR9BvIy8sTSqVSfPvttxb7v+uuu0T37t3r7v/yyy+ic+fOQq1Wi86dO4vffvutwTYffvihiImJES4uLqJ3795i8+aG13THjx8XV111lfD29haenp5iwIABIj390hyHWzut7TPetGmTuPLKK0VYWJgAxNKlS20a84ABA5z0jghhV6RsWlqaM3Tg/yZ/PAAHvoXBc+Dyl1p8dw9fnsDfJwqYOTjGaptnruzSsDgOQOFpWDwNfNvBjT/Vi3b1dFEytksjRVdcvcEnEsqzIajpAhkms2B/Rimd+j+Il0cwhCdaLvK05lk487dUTf2ho0326yju/fsRcOedmGtq8Bp7mdV2qpBgVCGNp6NV6YysPJzDoPaBRAW4I3e273L366XiUp617xtgqqzEVFKCOjraabtZdiCbuT8dpH2gB6sfGl6X7jMo7tJ59sUGeuCqkuOuVhLmI30/UwqruOaj7XioFfSJ9mNqP8tWF59uOsNPezN5fFynuvSvs9w6JBaGzLd7PFqDiS+2pgLw875Mngs/F0mRUyZFreSW19jdL7/cBpm7MJ9YyYt+r5BXruXVa7vXs0U4i94keVkazYIAC57MdjPySdi2APrezpQu7egU6kWojyvuaiunjYITkLwOek0nqUzJX0fzAFh7PJ/bh8Za3MRoMrM1uYjuET7OGfM/BGEwkHHLrZg1Ggy5OYQ89liT23x1az+2JRcxrlsoQgj25e8j1ieWALdW6J3pCHKF5B/chkO0zc8cxGSCX5ZAeTmMGw/RMS27v5AQ6BAPer31falUVot6ZRVpOZxeSXSQK12j6vu5e7gq8HC1HqHv6apELgOlQoarDRGveqOZyhojfeO8yS3VWYwkFEKw6xUzZoOUXNFvXssVtlFGB4DWiMzbFVkjkYadPGyIAi4+I3m4d7sWha+v8wZZy4vx7Rjq501/ny7gKp2vRY0B5DQ6dnt55FQmi3NLuCnMn7c7ST7ScrmCjoOGOm0f9uJba6PpE3fO+7Wy8gSFhX+jULjj4RGPq2tDizJhEpT8dBJjsRb/GzuhCjz3OcpkMuJHWp+TW0Mmk1GRm01plpQBVZ6bTUD0ufnI2flZjp3zswqtgWmf7URnNFNSradXWADuLgq6R3s28LsVAgwmKbPMYDLj0syUeYVcRrcoTwor9LQPc8fDVUFHH3cCXKxHHm84VUBeuZYpfdux+lgeh7LKOZRVzpwxVXQKtZxmb9AZqSrT4hPkgbyli/y2JjJ21loqIdkdxDf+vVN4qwme3RNjqRa37oGYdUb0mVW4xHg77MHcmhAmQeER0BYLXANkBHUHmaLlvw/jx49n4cKF9R4LCgoiJSWFQYMGkZCQwOLFi4mNjeXYsWM89thj/PXXX+zcuZOQkBCuuOIKFi5cyM0331yvj5qaGn788UdefPFFAHbs2MHUqVN56aWXuOaaa1i6dClTpkxh69atDBggZUj89NNPzJ07l48++oghQ4bw6aefMmHCBI4fP17n33/mzBmGDh3KrFmzeOGFF/Dx8eHEiRO4urZc4UBnIoSgoliDXmtE7arEO8C9xQvVtabPuLq6mp49e3LbbbfVy4xrasxqtfNqhji1UlJxcTHffvstc+fOdWa3/yx0lfDzrWA2wg2LzlXGzjlYe3vgogzj3pEduHekgwbjyeug5EztX4qU8tEYmhJJNPWPheGPwr27QF9Vz0NLCEFqUTXt/N3refi8svIEX21LJTHKl6X3zra+j/jLIWUDJFhJ93MSMrmc4Ecedkpfz/9xjF/2ZREb6MGGR0c6pc8GnPd+mLVaUq6ehDE3l/C33sTniiucsouUwioAskpr0Buda4rvKF3Dfdj15GUoFbK6gm8ncispr5Gqit87qgNhPpYvzL7cmkpBpY4fdmc0EGUdxctVxR1DY9mTXsoNfeqLwfMmdCIuyIP+jlR4rf0NHVcksGh7GgAD2/tL4vEFzL+uB+O7hTKwfcP9aPRGftqTSe8oP9v9f+NGSX+19IhsYrsfpkiFp3IP0fGaz5nWrx055Vqu7GE9nfvVP0/y1bZUOoZ4sfqh4baN6yLz7rokNp0u4Pmruzb9HtiKQoEyOBh9WhqqMMv+2RcS7uvGDbVWHZ8d/oz3D7xPuEc4q65b1Vbht5UxYcIEtmzZYvG5p556iqeeeuoij6htfgZAcRFs3AAhoTC0dgFAr5cEWSGguLjlRVmFAsbYLy6dJbO4Bp3BTFpBTQNR1hJl1QZOZ1fTLtCVMH9XxvcOQi6v76VoMgtq9CY8XetfEmw5XkqFxkhCuAddoywXzZLJZIQNhJwdENrCtvYyFxWqHo14stvDN5OgPFPy5r5qgXP6PA93hZzJIX51983lGvQ7UkAuQz00Hrm7cy7kzmh0ACTX3rYG4q6WEzFUoD5P66upyQYEJpOOoKBRyGQN55HG4hpqDkuFULXHilCNcE4NCZ/wSPwio0EGPmH1Lck+n9mXjacKmZzY0KqsMdQKOb7uKvIrdAS5u5FbKr3/McFueLvX/x3J5TKW3juYYznlXNa5YVCLsbiGmuPFuPcMRuFt2/ciPtyjnm90iJv1Re20ompuX7QHIUAugyt7hLPpdCGRfm7EB1s/hhzbno6mQkdYe39iu7e+Yt4mo5GkzeswG40kjLgMpYuTxC/3QFC6gTDZ7AWtbueFup30XhZ9cxzdmXLc+4Tgf8M/2/c/a7Pg4AdmagrPPiJwC4Je98uJHN6y804XFxeLReTvu+8+1Go1a9asqSvGGhUVRWJiInFxcTz99NN8/PHHzJo1i0mTJpGWlkZMTEzd9r/88gtarbZOyFuwYAFjx47lySefBODJJ59k06ZNLFiwgMWLFwPw9ttvM2vWrLrCsAsWLGD16tV8/PHHvPbaawA8/fTTTJw4kTfeeKNuX+3bO1Ar5hJQnFNB6pE89OcVD1S7KontHkpAeMt5I7emz3jChAlMmDDB4TE7g2aLskII1qxZw5dffsnvv/+Ot7f3f3vSn75DEjUBUjZB18nS/9d8LFV+7D3zkg3NZnpMhazd4NMOgi1X1qzHge/gYK1PXZdJEBgP6vpeOq/+eYLPt6QyNsGPzwN/hJBuMOCuOhHt7K1VBs6GAXdbrcLeLDQlsOUtKdq0+/VO6/asp6gz/TdP5VWyM6WYa3tH4OVav1+h1WIskia0hpwcS5s7xD0jO+DlqqJrhHedANoa8HGv//rHdQ3hocsScFPLLQqTZ3lobAK/7Mvi7uHOPVlajDpHii6/dUAEFCeDuZN9flbXfQn5R+kQ0JUR+sPklWsZ2dHyJNHDRcmVPSwLfO+sPc3nW1LxdFFy6LnLUdgZ9VBQoaXGYCI6oJHiMb7RkijrF4NCLuP163pYbleRI0Xiu3hj8JKyBgympivWO40Nr0lZC+G94LqvGvW9NpkFC/4+jRDw3c503rje1ylDkMnlxPzyC8a8XFw62L94pjFIxTVrjDUIBLLGXb7buMh88cUX1NRYjrzy93dONXRbImPb5mcXcPq05NdaVAR9+4GrK7i5wdjLJUG2u5VjViuiY4QnQlQR2Yj/5fkcz6wiv0xPcaWBMH9Xi56wm46WUK4x0iHMHZ3BTHSQG0E+agxG6bjc1PF58IsKhBAtsjhUVm0gvaCGqCA3/Dyd6I3q5ieJsm5+Tbe1kb+LKygxGLk+xK9htKTWKAn/JgF6IzhJlH2/cxTL8suYHOLrlP6chat//dfv7z8QmUyBu3uURUEWQBnohsfAMIzFNbj1cl5hNKVaTZdxln362wd5Eunqgb4MsKM2nqtKwV8PDqegUkuEjzu7Tpfh7qLA00qkejt/d9r5W/YYLf7+BIacanRnygm81X6/2uSCKvzcVVazjbxclfi6qSivMRDh606ojyvfzrLskbwlqZCnlh5hTKcQJnlI/ZnNwmJbZ2PU6zm9czuFOjUhnXvQKdLyQtBZKvNzKU49A0BJZjrBHTo6ZyCBHWDOAUmU9bF/Ecisl46XQn/x6204k6zNgh3PNTz21xTCjufMDHqh5YXZCykpKWH16tW88sordWLdWUJDQ5k+fTo//fQTH330ERMnTiQ0NJRFixbx/PPP17X76quvmDx5MgEB0nXijh07eOihh+r1NW7cOBYsWACAXq9n3759PPHEE/XaXH755Wzfvh0As9nMypUrefzxxxk3bhwHDhwgNjaWJ598ksmTJzv3TXAyxTkVnNqT1eBxvdbIqT1ZdOwX2aLC7IVcis/YHjZu3EhwcDC+vr6MGDGCV155heBg55yvHFZY0tLS+Oqrr1i0aBHZ2dlMnz6dlStX2lR5+F9NzBCpSI/ZVC/KjNDu0t8/AY8AKcrXVtqPBI9gKVLWx/LKdmpRNQBpObmQ8bX0YOereGFSVwa2929URKujpaLB/n4R9tWGoseOBE/nGOU/OaEz47uF0tFKapAj3PzlLgordZzMq+S1a+t/nxS+vkR9+QW65GT8rr9AXC48LUVpd50MSvvSxIuqdIzuHExcUOMTJGdSrTNyprCK7hE+Nl/oKRVyHrwsvsl2N/aP4sb+Uc0don38chucXAH974KJ/2f7dkoXiOiDK/D17Y5Xto7wlU5soT6udguyueU1jH17MzUGEz/cMYAB1n6r03+B0jQItmxbYjSZOZJdTufCjbjmHgLgmWlFDM5dS6I8Gcrjwce+aBW7yT0Mm16X/q/Ihpz9ED3YanOFXMbdw+PYeKrAqh2Goyg8PVA4IMgC3NfrPhL8Euga2BW5lQvcNi4dZwtxXSra5mdW6NgJCvIhOEQSZM8S2176+wfg76licCfbhcRwf1eKKgxWixgJIajWSeJBVpEWrcFMaZWBsb0CGdrFj+JKQ71K9dZoqWj9jadLETrBqZIapvRpxDrLXm5dAYWnINI54b2nqrXcfDgFAahksnpRsgCKEG/oEQkKOXLf+uLc1tJKdGbBmAD754queVnc4eePRyORks4mT2eg0mgi3sP2yESl0pOgoMaPPzK5DL/JDmb4OYixRrD6djPaYhj0vH0ik7+Hus5K6rKejl83KHxdMeRUo/C1/zNcdTSX2d/tJ8BDzYbHRuLt2nDhIsDThfWPjKRabyTSz7IwbNRp0VZWsPRADpklNXy7M50HHu7K8WPrKZeZEeIuq2K6s8g/dZzSpGMogSSXYDpFNv5d8AoOxa9dNCajEb8IJ8/pvZsu2GmNwBld0CaX4tbln2stJUxShGxjHPzATMQQeYtZGaxYsaJeYfkJEybw6KOPIoSgc2fLAWOdO3emtLSUwsJCgoODmTlzJosWLeK5555DJpORmprKpk2bWLVqVd02eXl5hITUP7eEhISQlydZsBUVFWEymRptU1BQQFVVFa+//jovv/wy8+fPZ9WqVVx77bVs2LCBESNGOOU9cTZCCFKP5DXaJvVoHv5hXi1yjm8tn7GtTJgwgRtuuIHo6GhSU1N59tlnGT16NPv27cPFpfnnYLtEWZ1Ox2+//cYXX3zB9u3bmTBhAm+//TY33ngjTzzxBF26NJHm3looSQE3f3DzdX7fag+Y9r3z+23NhPWAx5IabfLKNd3pHZ3F5b558Jc3hHQFj0A8Fcq6lNxLhlF77n9NodNEWblcRp9o26KiDCYzO1OK6R7hg28jERRhPq4UVurqfFQvxKN/fzz6XyDemU3w1eVQUwqFJ+yqApxaVM34BZsxmMz8PHswfaKdF1XSGDd/uYsDGWXcMzKOeeOb9iZu9ZSm17s9kVtBqLcrfrUT+iV7M3lm6VGuSYxg/vU90BpMfL09jYRQL0ZZiYy1h1uHxDI0PtCqpUNjVGqNVOuNCAGFVY2kSKpcrQqyAE8vPcqavcd4MXgzV0UPhYA4XFxcmVBUuyByZj30nmH3+GwiqdaSpfsN4B8HZekQPQTCeze56RMTOvHEhNb1HVQpVExsP/FSD6ONVsS/YX4mhJmq6hw83EORy1sgK8PfHyZd4/x+WzExwW7EBFs/7stkMoZ08qOoUo/ZLDiZXU2Yn3Rx4emqbGBpcLE5ZtTRBTV7dTVMcWbHrj7QzraFTqE3Yq7QIg/wsHph6q2U46mQozGbCbHiGauIaDh/OlSp4fqDUrTfTz3jGOHftCXFWY5t+ptVH72Du48vd7z3BaqL4F1YoDMwbNcJqkxmFvdsz0j/ixdB1RIYtaArBQRo8gUmYaZYX0CAOhiFTIp63VD0F8lVJxgReDkJnt2kuXTufgjpLgWkNJOAmzphLKpBGWxZMG2M/AppTlZeY0BrMFkUZQH8PNR1880LEUJw6Pef0VZWMDUgFG18EP06taOk8iCVpp1UFkGN9nrc3ZxzbXQ+ZiH4PrcYf5WS4aFhyJUqjCoPOkQ3vS+FSkWXyy1HQF9KFN5qPHo7cQHpElB4hPMsCyxTUyi1C+7VMmMYNWoUH3/8cd19Dw8PMjIyGt1GCCmq++xxetasWcyfP5/169czZswYvvrqKyIjI7nssvoWQg19oBtmfjTWxmyWBOxJkybVRWT26tWL7du388knn7RaUfash2xj6GuMVBRr8Am0I5XARlrbZ9wUU6dOrfu/W7du9O3bl+joaFauXMm1115rV1+WsGu2FRERQZcuXbj55pv55Zdf8POTJhg33nhjswdy0Tj+Oyy5BbxC4YF9kojaytl0upD04mpuctmOUl8uRdvJrRdzaI2EeLvWetx2gF6Zzeqr5LvvwWzCb8YM56zcjH5GKkwWGG9TcTKbMBlBYfvP65WVJ1i0PY2u4d6snGO92M2Pdw0krUhDF3tSCWRyqSBYTal0IWIH1TojutoUxoqmLCacSGGlNNEsqrTDJ00IWP8SVObD+NekonOthSlfw6k/ofsNLN6dwZO/HSHcx5UNj43ERalg/YkC9CYza47nMZ8efLk1lf9bfQqFXMbup8Y4pQhWh0a8wxojIcSLRbf1p0yj54rujkcPFFfreFj5C1dVrIMad7hluZQeljgDtGXQ2crkujwbMnZAx4kNbFFsoiIHfrhBqkIjBMzZL922+bC28S/i3zA/O376B9Kz1xMS1Js+3e+/1MNpGiHg5AlQq6GiAvz8IMZyUcPWjL+XCn8vScxpKmW4MQxVglNLBP6dZYQPcs7xdWicL++k5HFDuHNsPy68oLMF/a4URJUORWwgqk6Wz4FhLmq2DehMjdlMtB1Rq25yOWqZDKMQeNrp119TWSGNr6YGk9GIE80drKIxm6k2mRFAkb7xi/nzMWi1pO7aiqu3D1GJLWw+bAeufjKG/5+cygxB7BUy1het5Ez1SeI8OnFZ0FUApGmSMGMiXZMiibInfoOSZCg4BgPnNHsMMqUcVahj16I3D4zGTa0g2t+dYC8HRXkhMOik4BRjcR73R6rpMmQ4NVpvyipS8PKIsCrIFmn11BjNtPN0bN/LCsp47JSUOr2hX0cGzryzzSO/FaAtts2yQmrXMp+Xh4cHHS7IJlOr1chkMo4fP27RFuDkyZP4+fkRGCh9X+Pj4xk2bBgLFy5k1KhRfP3119x2223Iz7ORCw0NbRAxWVBQUBdZGRgYiEKhaLKNUqlssPjduXNntm7d6tgbcBFoSpC1t529tJbP2FHCwsKIjo4mKanxwERbsUuUNZlMyGQyZDIZCsU/SxSsoywDEFBdBIaaVi/K5pbXcNvC3XQhhZkuzwCQoXUnauQt9dodzS6nSme0zQbAmZgMsPxBqC6EyR+Dh/XVTbNZNKuC52ebz7BxTzIzf/yc6Mp8VFFReI0c6Vhn5VnSZ+/mJ3kG3brcvu0LTkip2gnjG4o7S26BE3/ApA+h1002daczmmpvG08XcVcr7RNkQRrfnRslT9Moyz5S1ugW4cN3swag0RsZ1cl5Hl9N8c3t/dl+pphJvWwrggRA7kHJGxggojf0m9UiYzsfrcGEq8qGY2FAHAx+AIDCSungXaoxYDQJXJTwyOUJuKkVTKgtPNYh2BO5TLIdOOvj+9v+LJQKOVf3tOM9cRIjEoKa3ccb1/fk9F9D4Og6ycpFLgfkMOmDxjf89hooOgWJN0u/KXtRe4JnKFTlSRYr0CbItvGv498wP9NoJU/0mpqiSzwSG0lKgs2b6u4KGdRcOxH3wOj67TIywMtLEm0vIhqdif0pFXi5KugRYz390BGh8nzMJjNnDuVSmiTI+DEEzHIm/S5H5eFYf8kaLe1c1bjI5Yzw97IrehRAo8lALlfh6lpfQBUGE/rtyQiDCfWA9shtFbFMtQJFE966wVYiZBsjwcOVjf07YRCCjnbYAQD0nng1Hj6++Ee0w9Xz4thLxbi5sKRXHAV6I9cE+9q8Xf7p4xQmnwIgqH08bj62b+sots7PghNlBCdK39UaU3W9W4CRAeNJ1SSR6DNQesAjWBJlPaULeqNJKrzn56kiwMt5lbhtQSGXMaWZ2YYyuZzuV1xL8tb1VBUW4BEozfXdXAPo1/Mhq9tVGYyszCzCDAwP8SXO2/5F83aualQyGZ4KOf4qZZsg20pwDZABTQuzUruLR0BAAGPHjuWjjz7ioYcequc5mpeXx/fff8/MmTPrfY9mzZrFPffcw6RJk8jKyuK2226r1+egQYNYu3ZtPc/RNWvWMHiwZG2mVqvp06cPa9eu5ZprzmXarF27lkmTJtW16devH6dOnarX9+nTp4mOvmA+0IpQ25gJY2s7Z3ApPmNHKS4uJjMzk7AwxwOWzseudzk3N5dff/2VL7/8kgcffJAJEyZw8803/7MOogNmg8oNAhMaFRBbCx4uSgI8XSis8kOv9sOsr+a+1RVMdU3n5oHSDz2lsIrJH27DaBYsvK2fU9KdbSbnIBystWs48Qf0vb1BE7NZMP2LXezLKOXTGX0cGp/BZObVP08C4NtpNA+eXIHLeZX27OLMBvjuOkmQvX8PuNsZgaEpgc9Hg0EDV7wF/e6o/3zy31JU3pkN1kXZ0jT4ajwoXeGOdTx3VVcGxwXSL8Y50SAN8AiQ/hxgaHzL/U4KK3WsPpbHZZ1DCD3PkqF9kCft7fWwDUyQ/OEq8yF2uHMHajLA/m/Av32dV/TyQznM/ekgA2L9+eHOgTZ3NXtEHKHernQK86oTXONDvHhnaq+6NuO6hrLjyTF4u6pwVSnYeKqAh5dIPqyh3q70j22h70kL4u+hZuD1D8OEmeDqa/uGqtoTssqBKFmQIqbv2wW6CoeKNjSbM+sl24rEGXZFz59Fn5VNxqzbUXh6EbVoIQovxyKe2/h382+Yn3XvdCs5+bsICex1qYdiG16e0uKSXI4wmahRatl66FUGDXgWL8/aY82J45Jwq1TC9Bn1vWxbmMwiLYXlegrLIS7UHU+3hscfjc7EpqMlyGQwops/bmr7Bf3yYg2FmeXgCq7tPVAbvVE4+DLnp+TyTno+w/w8+bmX/f6i1dWp5OYuBWRERc1ErT437xEaHUKjB8BcprEqypryyzEczEQe6IW6TzTqAbFS++CWyb5p7+5YJoxcrqDzsJbzidZnV2HIqcI9MRiZ8lzU0VA/+89BfhFR5B4/gqu3Dy6ezj2HaUsE6esE4YNkeLWTjnfPLDvCdzszeGRsAg+MabrWwFlGB15JmiaJGPdz28R6JBDrkXCuUcKVEDW0LvPsZFY1SbkaFHK4sm9ws4JPLhUe/gH0uOp6DDUa1O62BSvJZTLkMhlmIVA6+Jr7+XiwZ1AXXOUyfFUX1ypFCEFB0glUru74R8U41snJP+H3+6DTRMeCBlopQd3BLahxCwO3IKndxeaDDz5g8ODBjBs3jpdffpnY2FiOHTvGY489RkREBK+88kq99jfccANz5szh7rvvZsyYMcRcoB08+OCDDB8+nPnz5zNp0iR+//131q1bVy/C9eGHH2bGjBn07duXQYMG8dlnn5GRkcHs2bPr2jz22GNMnTqV4cOHM2rUKFatWsXy5cvZuHFjS74dzcI7wB21q7LRSFi1mxLvAAevvxzkUnzGVVVVJCcn191PTU3l4MGD+Pv7ExUVRVVVFc8//zzXXXcdYWFhpKWl8dRTTxEYGFhPrG8OduXKuLq6Mn36dNavX8+RI0fo3Lkzc+bMwWg08sorr7B27VpMpktYbfDgYsmeoDEUKklEc7Zo00J4u6pY9/AIfn38WkwPHGS0+WOOiPaUVuvr2kjRMdL/8ot8AZbrFs/BdjMkMSx+nMU2GoOJnanF6I1mtidbiYApPgPb3pVSjS2gUsi5aUAU7fzdmPHkLOI3bkDtqChbliGlTWuKpbRpe5ErQF4bEaGwMJm+7nPocyuMftp6H9n7oTIXSlMh/xiuKgVX9QyvJ0z+F3h4yUGeWXaU+3/Y32g7o8nMom2prD2eb72R2gPuWAcPHZGsKJpgV0oxOWWWK6Q3YO9XsPJhScyvyAVgd2oJJrNgT1oJxiYiaOoNUylnSr929Ij0bbRdiLdr3QVyqI8raoUMlUJWF1X9j8Uj0D5xcuYymPk7jHvN8X26el8aQbYsE767HlbMhf2LHOpCs2cPhvQMtMeOobtgFb6NNs7SmudnRmMNqRlrKKtIbbSdq4sv7aPG4eH+D/HjCwuHG6fD9BmUXjWYzVFHMMoMGE3n+dSfnZNdAnE8kirC5DVEBrjiYaUqfHm1Aa3BTI3eTHm15QuzwnI9Z/I0mKxUYffyc8PL3w0PX1dGvezJZZ/IkTtY/CWtRld7q2+ipWVksrOvU8aFlzhyH3eUHUNRxAaiCPe12oe5sArMAnNhBcIskLmpUYT5IrPTXuCfjDCYKfz0MKW/JlGxvnGPv0K9gffS8zleZX0+5REQSL9pt9B94mTkTUTya0xmNpZUUG3jXGffO2YOfyzY/r9z87AdZ4ql25Rim/qoG6fSk67eiXgoGwkKkMmkoI7awldnf1tKhQyj2fa5YGtDJpPZLMgCuCsVTIoK4sp2gUR72l+v4CyhLqqLLsgCFJ45TfKWDZxYuxJNWaljnZz4A2pK4NBPzh3cJUamkNHr/saPd73ub7kiX40RHx/P3r17iYuLY+rUqcTFxXHXXXcxatQoduzYgb9//aAVd3d3pk2bRmlpKbff3jBwbPDgwfz4448sXLiQHj16sGjRIn766ScGDDiXWTp16lQWLFjAiy++SK9evdi8eTN//vlnvSjYa665hk8++YQ33niD7t2788UXX/Drr78ydOjQlnszmolMJiO2e2ijbWK7hV70xf1L8Rnv3buXxMREEhMTAUmIT0xM5H//+x8ACoWCI0eOMGnSJBISErjllltISEhgx44deDkpWEYmzuYtOYjZbGb16tV8+eWXLF++HC8vL4qKGk89q6iowMfHh/Lycry9nbTyfPJP+LHWO+2O9RDZx/Zt9Ro4thTaDYBAJ1f+PLwETHop9dZWzCb47lopCvXGHyF6UN1Tx3LKOZlbydW9wlGdN0E8mVdBtc5oc2EpZ1BeY2D4GxsorzGwYGovJidarzj9674s9mWUMveyeMu+R58Oh9xDEDcGZvzWgqNGen/3LZJEmgTLQnKTlKZL1dsbqdzeKEY9/P2CFAU48qnaVO7/Hg/9dJClB7IZ3zWUT2ZY/81+vyudp5ceRSaDTY+OIqqZq3bf7kzn2WVH8XNXsf2JMU1HB538E368CTyD4f694OpNQYWWjzaeYVBcAJd1DqFab6wrsvDO2tN8vyudeeM7Oa2Q3R1f72HdiQLigjz4+5GRTunTEtuSizicVU63CG92phQzc1AMId6tcLFg16fSMeOy56XPpSUpy4SUDdD5avsKRNaUwgf9JLucm35y6Hhjrq4m77XXUHh5E/zYo8gu8rGiRc7X/1BiYmKYO3cuc+fOvdRDsQl752ct9VkfP/0DaVnrUCrcGDv8fbuqeNfUFFFUeoLQ4D6olM6L1jCZ9KRnb8DHK4oAP8tVfi2hqSli14H5KORqBvZ+ArX63GQ8v+ggMpmc4IAe9TfKzgJPL/Cxz9O9WWRnwYrloFDAlGlg5fM0C8HJLClVu3Nkw0JWOoOZv/YXIgR0jfIkIbxlLb+K9EZ+yithtL8XnR0UerTaPORyVb0oWXsQNXqMSQXIAzwsFuf6LyBMgrz/24OpTIfvpDg8B1m3TbrrWBp/FJTRzlXNnkHNLyh4x9FUVhSWM8bfm+97tm+y/cEPzST9IggbCENfk+Zy+9JLWHYghxmDoonz8wQBChcpqnNdTgnleiNjwv3xd8BywhIr9hRgMAliQ9zoFdty58nT5dXIkHE4uYSCSh13DIutdy3YGjDpBYc/FShdodssGbIWjhw+kFFKZmkNV3YPsytKuTw3m6N//Y5Cpab3dTfaJUjXUXhKqmWRMN6+63wn0dLzs6zNgoMfmOtFzLoFSYJs5PB/XkR4G5Ypzqkg9UhevYhZtZuS2G6hBNhrmdiGwzR7aUoulzNhwgQmTJhAYWEh3377rTPGZT/eYaBQS3/2pmmvex52fyr5Az162nljSt8Ov90p/e8RDAmX27adpgRSNkr/J6+rJ8p2Dfeha3jDiX2n0Iv/ozGazGgN0kp2pbbxIlDX9Ynkuj6NRKr5xUoCy1nPx5ZErmi+36hftPTnKEo1jDsXfl+tM/Lgjwcxms28Oy0RHzfHJ4pZpRrKNAa6RVzEC0AHeeP6HswcFN2kT260vwcKuQw/d3Wz3puz6Gq/twaTwGTLulSniTDngCTI1RYQC/Z25fmruwJw7UfbOJBZxjtTpMWJX/ZlUVSlZ9nBbKeJsjEB0oQxzMf2C9XtyUU8v/wY47uG8vDlHZtsX60zcstXuzGaBSq5DINZkFVaw7vTEh0ed4tQVQh/PS797xUGY55t2f0tngb5RyVLkhsW2r6dmx/ctxu05Q4f2+QeHoS//LJD2/6TMJlN7C/YT6GmkCD3IHoH90bxDyto2dpoLfMzNzfJk9rNNcAuQRZgz+F3qarOprj0BL263uW0MaVk/EVS6u/IZUrGDFtgs+BbVp5MjVaKvquoyiLQ/5yga9V2IeISROkbaudkZjM0EiEtl8no0s56VKBCLsNVJadGb8bDpeV/j4FqJfdFNW+RzdW18cifppC5qVH1OO8zq8qTijt5t4OOVzWrb3NFDTKVApnbxfUetReZQkbInESMpTrUEY1bScXVFjbr4KANw4XoaiOydTZGnfa8V0bsRBle531kfaL96RPtj6ZAsGKKGWGEMR/JEaEmsjVSNHZmtdZpoqy7i4JyjdEu+4/spCIKMsuJ7hKMf2jTkVZZ1Vq2FZQDsOZQDjtOFxLgoWZKP+fMMZ1F9lZB8m/SZxjSR0Zw75bbV0GFlimf7sBgElRpjdw0IMrmbX3CIuhzw80olCpUbg5G+gZ1hKnfObbtP4DI4TIihsgpPCIV9XINkBHUnUsSIdtGyxEQ7o1/mBcVxRr0WiNqV8my4J9kf/VvwKn5AkFBQTz88MPO7NJ2whPhwUNSWrmnnUVp3Pzq3zoLr1CpyIzZCD7Wo0gb4BkE4+dLhYv6O+8ixNkEeLrw6z2DSS/W1BUocpjrvoRRT0GA7d5P53M0u5y5Px2ke4QPb0/p2bIHkvJs8AiShFUnsTuthHUnpNT8rUlFXNHDMdPowkod4xdsoUpn5POZfRnbpXWmgZbXGLjhk+2U1xj48a5BuCgbn8gOjQ9k27zRuLso6qJRm8PtQ2Jp5+9OXJAHni42HgatiGoGk5mj2RUIAQczy5icGMHTV3Tm572Z3DfKeZH3T1/RmWt7R9I+yPbV/MV7MjmdX0VacYpNoqyLUo6LSo5RZ8JYK1Z3b43ivru/ZEGTcwg6jIHdn8PmN2HIgzDoXufvrznnCHd/+32r/2OsS1/H67tfJ19zzp4kxD2EJ/o/wWXRl13Ckf17uJTzs9h2YwkK6I6bi/2/H5VSOt6pVM6N0HR3k86Nrq7+KOS2n8tDgvoQHTkGhVxNgF/Tx9RLRkwsjJ8AapdmFRhTKmSM6RGA3mjGw9FiH/u/hc3/B4PugwF3OzyWphBCgNbgfMEzZz+UZ0p/saMdLhBsyq/AsD8dFHJcRiQgc5Ig6Gz2lVcz/XAKHT1c+blXXJPt57UPY0qoP5GuznnfP+gcxYaSSobbWOBNJpPhY2XNsyob9JKOSUUGREQp6envSbneSIIDhamsMbyrH9U6Ez7utn+mOWeKMehM5KWW2iTKeqoUUu0lAX3C/difUkx8yMUp8GYPAV1kuAULlC7gEwenN66lIj+XhJFj8Q5xTkGcs6iVctxUCgwmI752vPdncfVqiwJsCplCRnAvkCxh2vi3IpPJ8Als2UyYNhrHrhlW+/ZNp5EApKSkODSYZuPtYFXykU9Ah8ts8qG0SPI60FVC1wuMfv3bw4OHJf9Se9NrB85uuo0TOJpdTrC3i2VLARvoFuHjnIhMhVJacTyf0jRY/iAEd4Xxrza6+Z9HckkuqCK5oIonJ3Zy+PU0yZ4vYOUjENEH7lxv16Z55VqqdEY6BDecRPWP8eeyzsHoTcJ6Ya3938Cpv2D0sxBiOUVMb0f08qUkuaCS0/lVAOxNKyHWhhOBM/125XIZ47o2cyGhFpVCzqcz+rAztZi7h0sXMBO7hzGxu3MnnzKZzGJEsd5o5nR+JZ1CvVBekMZ26+Bosko1jLfxtSoVct6+oRcvrTjGpMRIbhsSQ6Cnc6JfnIpcIS1cKdSS5czqp6RopgPftYwoe9NPkHdU+t234VTWpa/j4Y0PIy6o9FugKeDhjQ/z9si3W0SYraysZPbs2Sxbtgxvb28ef/xxfv/9d3r16sWCBQsoKChg1qxZrFu3jtDQUF5u5dHKrX1+5unu2PG2X8+5VFZn4ett2+s7H7PZRE7+DjzcQ/Hzqb9AFhE6ED+fDqhVnsjltk+FFQoVXROm2z0WezGbjZRVpOLjFY1C4aDYFR3jlLGolHJUyvrnltL8SrJOFxES40dwO9/GO9i3EMrSYc+XLSrKGg5mYM6rQNE+CFVH+75vOl0RCoUbSqWFuUh4byhLBZ8oi4KsMJkoeOP/MJWXE/LMMyg8rcxnznqkms0Ik2i1Esfm0krKjCZ2lVdToDfaJLbGOilKFsBHpWRyiHOCZIITZfS6T4bZCOG1bmO9A5wvxCkVcnzcG2YBGPQmDFoD7hYsoCI7BlGYWU54nG2Ltr5qFX1cPckp1jG6TwR3johxSuaYs3EPgYHPyPGKAoWbgcIzUgZqUWqy00VZX3c1ax4aQXG1zmIWaRtttNHGPwW7RNm0tDSio6O56aabCA5uYQ+/i4lMJkXa2lF8JqNYw62LdtNHncX/Fd8nPahwkdKcz8fBivcXg9/2Z/HwkkMEeKjZ/PioukrwrYaDiyUbh5SNMPAe8LWeojOtXxRHcyroHuHtVEHWYDKzN62U7pE+UkRlwQnpicJTIITNxTvyyrWMeWsjGoOJ72YNYEiH+sKrh4uSL27p13gnKx8Fk06Kvr7u8/rPGfWw8iEiDFqW3P4SBVrniY4tQe8oP+aM7kB5jYGrejq4mNKKGNUpmFGdLu4xccG60/y6P4sgTxf2Z5RxXe9I3prSs16bPtH+LL13iF39jusWyrjmRr7bi1EHfz4KJiNc8Raom4hgydgFC8eDXAmzt8GoZ2Dnh9C/mRf8h5fAhlelDIXzxV21B0QNsL5dGw5hMpt4fffrDQRZAIFAhoz5u+czqt0op1sZPPzww2zbto0//viDkJAQ/ve//7F//3569eoFwK233kpmZibr169HrVYzZ84cCgoKnDoGZ/JvnZ8pla74eMXaZXuQX3iAo6e+wd0tmNLyJORyJaOHvI1aVX9B1N3NygJoK+DIya/JzttGUEAP+vWce6mH04DspGIqS2ow6IxNi7Ij5sG296D/nU4dQ7HeSJJGywAfyQtXVEpp6aJS28SW9amqSiIvbzlyuSvR0behUFyQyuwZCv3vs7p9zaFDlHz9NQDu/frie9119Z5Pr9HxdFI2PbzceCQxCpmLErl767UvmBkeSKZWTycPV6dFv15K4q+/uJ6rJiHYkFtClcFEUHI5sioDHRLDCY7yrdcuLNafsFj7smh6RHnTw/YMfaegrawgdecWvIJDiezZ9ML0ye8FR78UeITBhO9VRPcbREVeLmFdejS5bWMceM9M/l5B38fkBHY/d+0V6uP6nyuS3EYbbfz7sEuFO1u57O2332bChAncfvvtTJw4EXlrLVK0dyEc/13yG2wswunYUvj1DogdYXORqa3JRaQUVqOXGTB5uKEw6cG99QqwlijVSJGUVTojBjuqx180ul4DJ1dCSFfwbtz+ISrAnW9u7+/0Ifzv96Ms3p1J/1h/ltw9CEY/I03QY4Y2FGR1VbDpdfCPg7631XtKozdSYzAhBBRXO1ZVmF43wckVDSOyAdK3SlGCQO+OE6D79Y7t4yIhk8lsSqdvLgaTudUVQXAW3+5Ip7haT0Xt7zi/wr4L0YuGEPD99ZC+A6Z8A/EWoh5TNkmR4CAVw+o6ufE+9VUgzGAygLFG6tNSv/aydyGUpsLuz1om4vYCDLm55D73HC7t4wh5Yl6L76+1sb9gfz3LggsRCPI0eewv2E+/0CYWreygsrKSr7/+mh9++IExY8YAsHDhQsLDpQWi06dP89dff7Fz58666qxffvklnTvbXhDqYvNPmp8JYeb46R/Q6cvp1umWBmLp+Rw7/T3pWX/TMe564qInWm13Pjn5u9Dpy9EbpGwMpdIduayVLTo3gcEoFd8yGKov8UgsExrjh15rJCzWhojGhHGOF1VthCv2nyatRs9jMaE8EhuKqlc7zPkVKCIbjimpWsvnWYVMDvZjsF/975vJVAOA2axHCGODbZvCJaEjbj17Yiovx31Aw8W773KKWVdcwbriCm4b0pUgdeuLbjyfALWStzu1rPInzGYQApni3+cbXqE3klktLRCoXOT4VVGvgE5rIr9Cy3Ufbwfgl9mDLYqbucePUJKRRklGGiGduqJyaVwANWjOuxUQ2aM3NE+PxWwUJC+VFm/TVot6omxLkX74IDt/+5HuY8bRZdioFt9fG2208d/GrlnqlClTmDJlCtnZ2SxatIiHHnqIu+66i5kzZzJr1izi4x1M/28p1jwjXby7ektigDVSN0u+r6mbpEgtGyJmr+gRxu7UYvw9YpEN2ytFMAY07b3Umrh1cAyBnmpiAz3wbY2r9sGd4J6tl3QIVTop3axaVzuhcvODEY9Zbrz3K9j+vvR/+5H1PEjbB3ny3awBFFfrudIBv9iqLVvRV/TDb+7/IVNZmNBH9IGowdIsKGaY3f2TtlWKTB5wN4Q1c/bUwhhNZnakFNM13Ad/D+vf25lf7WZbchHvTO3F1TZE45rNApkMh/yIf9ufxdakIrpGePPz3izuHNa+8cJ2TmBebzNLtx1npnoPBaNfZEKvmBbdn8PoqyH5b0DAmb8ti6eRfaUUUbMBomtzDLXloPKwfDzuMAam/woqVwjr2fB5BxFDH+bkVj3RibfjPLc565QvW0b15i1Ub96C3/SbULdrXQU7WppCTWHTjexoZyspKSkYDAb69z+3kOfj40PHjtJC0YkTJ1AqlfTt27fu+U6dOuHr6+vUcTiTf9L8rLwynfRsyf4nwL8L0RHWL3iLSo7W3h6zWZSNi56I0aQlNKg3vt7tUau9USr/WZFUPTrfTn7hfoICul/qoVgkMNKHwMhLly4shKC6NpigsraQmdzbDbm35YI9zyVns76kkg0llewZVN/+ydu7O3K5EqXSB6XSNh/TunGYzRzbtRW3Rx8kvt8gi22uDPZlZWE5Pb3cCFDZvzhgzChGVGpRJoQiU7VuEdNkqkGny8fNLcpqdLuxqIjUG6YgamqI+XEx6piYpjs2m8GBBSazWfDmmlPUGEyYzIKDmWW8fm2PJovLNgdftZIQhYriGgPenp7EtfMnqKlo8kvE0exyskpr6v63JMoGxMRRnHYGr6AQlGrJpsKg1aJytXxM7XabDN/24NdRhkzuHPFUrpTR6VYdmXuyiZt8ca61dy1bQtaJo1QUFbSJsm200UaL41DoQEREBE8//TRPP/00mzZt4vnnn+f//u//KCoqwq8ZBQWcTr9ZcHQpJIyHr8ZLkazXfSldyJ/P8FqRLXaEzRYGPm4qFjRWkdyglfwOW2GUylkUchmTetlRgMyJ6IwmdpwpJjHKz2FPpIMFB1HIFHQParmLllev6caojkEMjms8zXH+qpOIDG/mKd2Q+cWAZ8MCW4M7OJYqacjPJ/Puu8Fspvizz4n+/jvUkRcIfq4+cPtfDvUPSN69xcmS79utKxzvpwVJyq9k/ckC0ks0/LArg4QQT9Y8NMJiW5NZsONMUe1tcZOibGaJhms+2o5SLuP3+4cQYsH/yxolVToe/fkQZgEbThVQqjHw+ZaUFhdlp/ifYYr6ZTDIoefbYMeYAXacKWbhtlRmDIpmWLydxRHtwcUTrn4PMnbC4Acst3H3h7s2nLt/8k/46WYI7gx3bQSFhWOEMyJjL+D9qhN8riigZ+5ffJfY8r6RXmPHUvHnX6jj4lCF//NtPOwlyN22752t7WxF1Baxu3AB5uzj1p7/J/BPmJ95eUQQ6NcVnb4cpcKNLbv+R2hwH+JjJzVo273jrWTn7SC6ne2/d2+vqEZT/o0mHUpFK/TKPg+1ypN24cMvyb61ehMVGiNBPmqHfgPCLMjdBT6x4BHaMr8hmUzG74nxHKio5spgX6vt9JWCfW8L2sd5sj6ikmF+DaOyZTIZXl6Wffqb4uT2zexe/APjR91Epe4EnoM7NRCienq5s32gY1H2QmvAeCxHGqeLCmWH1mlNYiqsRGj05Mj+RK8vxMcnkaAgy0KWLiUFY24uANrjx5sWZVNTYd0aCA2Dq662a1xbk4v4dFMKJnHOIueXfVn8L9yxz9sWZDIZfgYlukozWlcFIdH2H3cXbUtlT3opT07oRKRfyy0Rj0gI4u7hkl/3yI6Wz7PeIaH0nTqz7n7qrm3kHP1/9s47PIpq/eOf2ZrspvfeC6H33juIgGBXBEWxXtu1XOzXa7161Z9driJce0EFkapUpfeSEEhCeu9ls9k2vz8mJIS03WQTQPfzPPtMMnPmnLO7szPnvOd9v+8RAhL6ED2y+T1KphQIm2z/3/3xlGfIKzqF24HrGB2zwO71X0ifSdOoLCqg3xTrFgMdOHDgoDN0OJ5Lr9fz/fffs3z5cvbu3cs111yDRtMdvkU2MOV56XVwBWTulvblH4PQoVB4Svrfr4eUIGzWm/Zr9+wO+PxqyXP2jq3NjcAOePqnE3x7IJtB4Z6sunukzecfKTzCgvULEBD4atZX9PLu1QW9BFcnJfMGtm1cyyzR8cG2VMAXt8lbuWdSDzDWQvGZDiePqzNJUgdOSjkyrRa5uzvmsjJMBQVUb92G14KbO1Rvq8ROhZJUKeHdJcqdnx0krbiGMC/pPlNnal1yQy4TeOeGgfyRUsy9E2JaLXeOxLxKiqulcLPk/CqrjbJnCqqY894fyGUCSkFg/sAQdqeVcMcY25PS2MyQxVIIv3c0uNtmAN6VUsxD3xyhoKqOzFIdGx68YDC+/2MoPSslQVTb5jnUIgNvkV7WkntYSpBYmCRFOzjbNql5YW0iK3ens3RGAreNbiUtcwsU6gqbbJtQVSBp2NpRJ1wdE0PUz2vsVt/lxkC/gfhr/CnUFbaoKysg4K/xZ6DfQLu2Gx0djVKpZN++fYTWeydXVlZy5swZxo0bR0JCAiaTiQMHDjR40yYnJ1NeXm7XfnQVl/r4TC5XMXTA3wE4fOJDqmqyqckoaDDKlpafQevsh1rtjpdnPF6e9pO6STn7M6fP/kho0Dj69Fhot3r/TGw/WYquzkJ8sJaeobZndz/1paQpqfaAWd/LkMm7xjAbpVET1U6CqewdItnbRPpt8+HwOz4E9pBjrDNhsYioO+gQYK6uQebshCCX4+bjR1R4L3y8gqDKhFhTh2DPRLMqOYK7M2J1HTKvSzMztlhrwHggXfo7VpLnaksGQjNkCL4PP4ylVofrlCntN5CbI3nK5uWC2QxWSh5kFNZSUmrh0Yk9WXkglbGxPiQXVHPN4K5dMAfoH+lGhraWQC/bF3+Sc6r57WQxv6cV4ueq5tkrG+c3eqOZN389ja+LmtvtMM5UyGUsnWnbgkFVUUH9Nt/m9swmI9/8cyml2VnMW/ocQXHWt11dWiJty0qaHdNXVqDUaJEr7CdTkzBqHAmjWnb8cODAgQN7Y/Pda+/evXzyySd88803REdHc9ttt7Fq1apLxgOjReKvgMQ1kv6gygXyjsGy8dKxO7ZAUH/7tpe9X5IzKEyE2lJQWu8BVVQled35uap5eV6fZtnU/ywYzWL9tuNatgICgiAg4+J+RkEeTkzt6U9KYTUTewdLWrPLp0L+cZj6Ioy8z6b6cstrufKd3zGaLfx07yiifF2IWr+OghdfxFJdg9vMGfZ/E9Nflvp6CXt2h3trSCuuYWovf/qHejAwrO17zvTeAUy3MmHVpB5+3D8xBkGAVQezeHdLCm9e359gj/NCIc1GOL1Rul/UG0HTS3ToDFLo5DdLhjEsqht1pRVqm68tkLyIb12xnzqTBZVcYHb/C+5PJanwi2QwwTWA3zyvJTG3ksVjItGoFBzMKOPt385w1YBg5g6wo6e9UQ+nN0DoMMmjVrRIn7WNBlmAzUkFGM0ivyYV2GSUfXzo4/T26c3QwAv0qfOOwsdTpOiHu/8Az3Cb++SgOXKZnH8M/QcPb3sYAaGJYVaoz03++NDH7Z7ky9XVlYULF/Loo4/i5eWFn58fzz77LDKZDEEQiI+PZ/r06dxxxx0sW7YMhULBgw8+iLNzy6HRlwqX4/gsInQyutpCtNpADMZqcvN3k3jmK9QqdyaMfA2ZzL5asCXlyQCU1m9tobT8NMmp3xPgN4TIUCuMSZcpFsu5bfOFEpu4BBzN/QcJuEeJqNzBN1qGXmfg6NY0LGYLvcdE4upp22+6assWsv92P+q4OCK//YbgHj1xu8MbMb0KhZsGwcW+HtiCTIZ6ZAyiKF66nvsKOagVUGciwPUKDJoKtNrWDYaCIOCzxIakb/0HgMVCqbsPd/13H0EeTrx+Tb8m8yN9qUjxCQgcBnK19DlV6CTDcKCbM388PhGZnULprcFZJadHiO0LGsWVBhKzapjXNwyTxcKUnk2j7n44lMNH29MAGBrpxcGMMpyVcq4fKmkAmzJLsRRWoIgLaFXKoyPU1VRTVZiPV1gkMaPGU3AmCb8Y2xfLasrLyDstOUVlnTxuk1F2/hPPk3XiGAljxjfZn5d4nLTdO9B4eTPgqutt7pMDBw4cXArYNNrt1asXhYWF3HjjjezcuZO+fS9t7ckGXHwl79htL8Mnk+GazyQvLJA8Gu3N0CWSHqJvvReuDWw4kcf205J+3oIR4fQN8bB//y4BXryqN5MT/BlqY+bRc/T3688XM79AJpOR4H1xk68o5DKW3dKoPYgoQlmm9HdZus31pZfUNCQDO1NYTZSvCwoPD4Jfe80OvW2DS9ggC/DRgsFklemI9rV9oNseCrmMh6fGcyq/kulv7QRg/fG8pp4Iv/1T0gx2D4WHJJ3DyQl+/HN2L9QKWfcaZDuBXCbQI9CNo1nlvDC3D9cOuUDH1DUQ/HpCWQblvkNY8ulBzBYRiwgPTI7l3S1n2H66iJO5lfY1ym5cKukye8fC3w5ICRrbwmySNGiVzSceL8ztzaqD2TZ7kriqXLm+RwuD+oocaaHNXAfVhQ6jrB2ZHD6ZN8a/wSv7XmmS9Mtf48/jQx9ncnjXeO+/8cYb3HXXXcyaNQs3Nzcee+wxsrKycKrXyfv000+5/fbbGTduHP7+/rzwwgs8/XQ71+RF5HIdn3m6xyCXq8nN341eX4KPl+QVZrYYGmQk7EmvuBvJyNlKkH/zhEztcTZrM2UVKVRVZ/+pjbLjentRVm0k0LNjBsYeNwp4xAq4R9BlXrLWog0QmPpJ46KOvtyMuT7KxlBrBBuNsrXHjoHZTF1yMhadDrm7O64B/hDQXLLKnlyyBllAUMpRj4kDkxnBWYUa6xbDrUarhTFj+fH3s+xLPwvAkrHRTXRhd/7DQvkZiJguMORx6bPqEaJFqRDwcVV1q0G2M2jUcpQKAYsFPrplEG6aptP0/qEeuDop8NaqSC2q4Z8/JwIQ7efCkAgvTEm5YBExKYpQ9bdfsrYT61ejrygnIKE30SPHETl0VJvlzXUigqL579/Nx48JC++gJDuLvlNsczDxDg7FO7i57n5tZTkA+qpKRIsF4RKfyzhw4MBBS9h050pKSkKv1/O///2P8ePH4+Xl1eLrkmT3+9LWbIDQwXDLaljwE4SfJ8xvMUtGl4MrO9eW2lWSTeh/o82nTkyQvACn9vQnPsAOYcOXKBqVgiv6BuLr2nGvgj6+fewuW6Az6jo/ERQEuOUnmPYSTHrG5tNHRvvwzKyejIn1YefposYkY53h6Nfw+XzIPtD5ui5AFEWq9EaryuZV1PLSuiR2pzYPP2oPlULWJQbZ84nxdWHewGCGRXoxs4+UkO3zPRmMemULJ/KkTN6c57UnCAILR0Y0eClcLnx/1wj2Pzm50SBbXQRnfpUMnSoNLPgR+l2Hiy6LCG8NMgF6BEr3o6sGhuDnqub6c+fWlsOWF+D0ppYbO/kjrLodik633SlZfSip3Iqkg7Vl8M4A+He0JHVwAWNifXnr+gH0DrZTIpoeM2H2u5ImeegQ+9TpoIHJ4ZPZOH8jy6ct59Uxr7J82nI2zN/QZQZZkLxlv/jiC2pqasjLy2PJkiUkJycTEyPJnQQEBLB27Vr0ej0ZGRksWLCA9PR0HnzwwS7rU2e4XMdn1TV5DV6rBmM1UWEz6d/rTkYMegL5eVrSdYZKklN/oKTsVKfac9EG0SvuJjzd25e1uZCwoHG4aAKJDJveqT5c6mjUcoK9nTpsyBJkAoHDBDT+9jOEiaKIUdd5I72LhzPxQ0KIGRCEV6DtY2zvxYtR3nU3y97+Lx9W1HW6P6IoUr4ujZIvkjDXWDeOsql+oxGLTmdVWUtpDcZTeYi1BpvbEZRyBOeuTRg8s08Aw6O8mDcgmDh/aSz492+PMv61rdSaJEcb4bygCpVCRkKIC77ul2Ai41bQqOVMH+DDjIE+DQbZyloTJVXSd9IzyI0dd/bh4+EQpzGiUclxd1YSVB/VJQ/1ArUCeZAHAKfyK3l5fRIphdXN2hJFEdOZAowncxDrP7/WkNUnbbPG4Fl8XOSn2RY23mrBVNv8Nztw5hymLLkPZxf7zHHDBg4jYuhIek+f7TDI/klYtGgRgiA0e6WkpACQlZXF4sWLCQoKQqVSER4ezgMPPEBJiTS3LCgoQKlU8vnnn7dY/5133tlk4XrVqlX07NkTtVpNz549+fHHH5ud8/777xMZGYmTkxODBg1i586dTY631F9BEHitqx2qLlMute94x44dXHnllQQFBSEIAj/99FOL9SYlJTF79mzc3d1xdXVl+PDhZGZm2uETsdFT9tNPP7VLoxcFj1AoqICBi6SkSFHjJS/Zz68GXQlc97mkO7vpKam8f2/JmzZ5HQy5A9w77xGWXabjuo/24KSU8e2dI/BuIcwp2MOZn+5tewXyz8g/fz7JF3syeXpWAgtGRFyUPnx96mte3PsiE0In8PbEtxv26016fs/5nQF+A/B2vsAbUlcqXU8XhtcGD5ReHWRYlBfPr01kJxAf6MaC4Z30zNv4JOiKJcPXjV93vJ66aji1FsJHSb8p4G9fHWbtsTyenJnAHWPb9kx8df0pfjqSy7cHsjjyzNSO96MTlOsMHEgvY3SsD04XZDJWyGW8cW3/Jvu+3p9JTnktj6nnsO6mWRDQvdmwK2qlgbfSjlImSrms6YLIiplQfBpG3AfTXoTf34IDy1EcXMG6x7KoMivxqb9fze4X1DRx2s7/wK63pWvrH5mSUfc8xNX3IRiqwWKCa1a03qmpL4BvPMRb4T1RkQPl9Q/BvKMQdF7SRYtZMgR7Rzfd31kGdn1iib8ycpmcIQHdZ/A+fPgwp06dYujQoVRUVPD8888DMGdO82RTlwOX6/hMLlchE5RYRCNxkfORyeQE+Q+juiaXnfuewUUTSP9ed3I69Qey8naQnr2ZaeM+ICd/N7X6UqLCptlF4qCg+AhHTn6Er1dvBva5t8Uyvt698fV+sdNtXVaYTPDzaqiogJmzwO/iJJra808L2duh/30CsfMbn4W6IpGyZAgcLmVoP4coimA0I6iaXxve53lY2orc1ZVf513PV6m5kJrLNB83YjQd15A1Feio3pEDgCrcDdfRHZ9rmEr11GVUountjaCUY66u5uy8+ZgKCwlbvhzNwLafh4YjmVBnQqw1oBpwcaJBUnV68uqMjPZsbrALdHfm6yWNjjSVeiOrDmUDcHx6GreFxWNn+fF2MdbWorSzrM35sgw1ejNbj5VgEWFEvAcBnmrSd+9AV1aCa0UZu5deiVwm4KKWrnNlzyCUPRvHZ49+d4zjORUcyijju7ua5u8QK2sxpUj6+YKrE4qw1qO9oqdcSWZGNpG94trtf2myiMUA1VmgLwWX8y5pY52e0ow0PILDUWvto5GsUKkI7mPHsZ6DJlgsZnKSTlJdXoaLhyfBCb2Q2VlSqiWmT5/ebFzj6+tLWloaI0aMIC4ujq+++orIyEhOnjzJo48+yvr169mzZw/+/v5cccUVfPrpp9x8c9McLLW1tXz99dcNY77du3dz3XXX8a9//YurrrqKH3/8kWuvvZbff/+dYcOkiJpvvvmGBx98kPfff59Ro0bx0UcfMWPGDBITEwkLk5xy8uqTF55j/fr1LF68mPnz53fVR2RXRIuFyoI8DLoaVBotbv6BXb7IcSl9xzU1NfTr149bb7211e8sNTWV0aNHs3jxYv75z3/i7u5OUlJSQ4RdZ7FpJLtw4WWcFOHWdZKnVsh5Yeb5xyFls/R3ymYIGghKDai0khF22XioypNC0NsyJljJ4cxycsoluYSkvCpGx17a2X+7k00nCzCYLWxOKmxmlDXm5FCx9hfcpk1tP0vr+Yii5LVqJYcKDzXZnuPFvS/yU8pPJHgl8O2V3zYeOPwFrL5X0sBcvNH6fllBuLeWhEA3Civ1DI2wg3fTwFvg6FfQ99omu3fl7uJsxVmujbsWZUsZ7i9k/eNw5HPwiYf79gFwIL1M2maUcgdtG2UHhHny05HcdvVgu5LFKw9wMKOMeQODmxlgW+KhyXF88vtZFo2MgFg7h+W1w6+JBdz5+UGifbWs/dsYVIouekCajU23kWOkZF9hw1E7aVG39TsK7AeCDPx7gqL5g2mdZRgTxZ3sNA+iTTP8mvvg2DeQ9LPkad4WAb3hijegugD63dD02L7/wobHpb48nASaS8870MGlweuvv05ycjIqlarB88HHx+did6tDXK7jM2cnb8aNeAmTWY+rtnH2nl90kKrqbKqqs4mLmo+bWzjkgbtrONU1eRxN/C8AKqWWsODxne5HYfFRzOY68osOYbGYu2XSeVlQUwOF9YkPc3OaGWWLjomUJolEzxZQOFs/3rJVI7XomLQtPi4Se958aevfLOgKIO5agX53N9ZnPJ6NJaccebQfyjj7SguM9HTBUyEnzFlFsLpzXpgKH2fUsR6Yy+twim8cF4miyJd5pbgr5Mzy87CqrqJlxzCX12HIDMRzTgymoiKM9R48+sTEdo2yMg8NloJKZB4XJylgqdHE1AOnqTFb+L8eYVwX2Paz281JySNT49ifXsaNE0MJ9OleiYKze/8g98QR/Hv0ImbU+C5pQzxPad1SH8XnERyKrqwEj6AQ3NtJVtcnxJ3jORUtSuFl1JqoqDbgrZRTrjfRmruB2SDy0BupbNfl8veZSu4eH91mm1GzBAwVoA0Cl+Cm30nKji2UZp7FxdeffrOvbrMeBxefM3t3sWXFMqpLixv2uXj5MHHREmKH2Z6k2xbUajUBAc3nXPfeey8qlYpNmzY16PyHhYUxYMAAoqOjefLJJ/nggw9YvHgxc+bMIT09nYjzbAfff/89er2+wZD31ltvMWXKFJYuXQrA0qVL2b59O2+99RZfffUVIMldLV68mNtvv73hnI0bN/LBBx/w8ssvAzTr6+rVq5kwYQJRUd2Q+LmTlKSnkrZnJ4aamoZ9Kq2WqOFj8I5o+/feGS6l73jGjBnMmNG2U9CTTz7JzJkz+fe//92wz57fr01G2XNJMC7Ezc2N+Ph4HnvsMebNm2e3ztkVJ/fmYadBA2DAzZK3Y8JsafL+91OSx5dKA4H9JaOsnbytpvbyZ9HICNRKGSOiLw/9ye7ixat6s/pIbotZ63OffArdnj1U/forkd9928LZLZB3FFZeCW7BsHgzqM8Lez+1Dn5YArGTmxjbHxr4EN5O3owLbZptU14fD3UufAeQPPVyDgAi5B2RvPPsOIlzUStY/8AYu9XH5Gel13kU1xZz76/3YhJNmCwmFvayYlJ/7nM87/N8+4YBbDiRz62jIto9feHICOb2D8bVqWOeTXvSSrjr84P0D/Vg+cIhHQqvPDewtTaJyaQEfyYl2GlSl/KbpIEabt1g5nhOBWaLSEphNdllOnacLmJCDz/CvTvpYVCaBke+gt7zwa8HLPpFup7j6sNye1wBT+ZBG4b6MwVVfLkvk6sGTKbvo6mSbMsFq6oWi8jT4t3cW7eYJW5RrRtlD66QDLJgvQ7zkMUt73f2kLYqbZv9b0buEclbuPd8u/6WraIwCUpSpKSUjvC7bmHAgAEcPHjwYnfDblzO4zNnp+bjoeCAkZSWn8FFG4jG2ZdwzQQCfAehVGgxm/U4qT0xGKtw0XY+igkgOnwmZnMdPl49HQbZ83F3hxEjobwcEno2OWQ2iOx41ILFAHUV0HeJdc/jtJ8tHHpLJHyawJDHmt7v0k8WkH+2lPCe/gRGNRrlhj8tI/cPkdirm7ZxLlz93PDMZBEpMBjxqXeAECusC923hb6uGpLG2CdiRlDI8F3cvK6fiyr4e3IWAJud4+jj2r6hVFDXj1Xrt+rISAJffAFjTg4eV7fvraUcEAYmC4KyY9f/uxkFvJFRwP1hfjwYYfsCtijCuWGZBevGZ/dNjLW5nZawWEzkFx3E3TUCrca68V51UUHDNjG3koMZpcwfFIKmBe9sW/j9TDGHMstYNCoCNycl43t7YTBZ8HOXHHkih40ifMjwNu9TJRlnqczP5blpA3h4SlxDpNP51JhFrjqUjyjCpwmt5z/Z/6rI9O29CfH0JausfekxhZNA78Ut3wsUanWTrbXUJpYgqGQ4xXS/Q0fG8SMoVGqC4y9u/pLu5szeXax546Vm+6tLi1nzxkvMfviJLjfMXkhpaSkbN27kxRdfbJZ4NSAggJtuuolvvvmG999/n5kzZxIQEMCKFSt47rnnGsotX76cuXPn4u0tjTt2797NQw891KSuadOm8dZbbwFgMBg4ePAg//jHP5qUmTp1Krt27WqxnwUFBfzyyy+sXNlJOcxuoCQ9lVO/bWi231BTw6nfNtBj0vQuNcxeyMX4jq3BYrHwyy+/8NhjjzFt2jQOHz5MZGQkS5cuZe7cuR19u02w6cnxww8/tDjoLy8vZ9++fdx8882sXLmSa665xi6d63LkSpjzXtN9TudpEF7/pSRt4OJrl+bUCjnPzbavBuqfhfHxfoyPbzksThUZgW7PHlThNoRTZe6Rkq3pK6AiC/zOe5ieXg+GKkhcI6UZrjeCBLoE8vjQx5tV9cSwJ5gYNpG+PvXaJLvfg41PQOhwGP0wRIzufiOOHdAoNHg7e1OoKyTENcS6k6a9BD1mQWCjTsvQSC+bEra5a2wwlF3A1uRCynVGtiUXUak34qGx3Uvlk4VD2He2lHFx9vldW03qFvh8HiDAnTuafIatccfYKERRpGeQO//ekMyGk/l8tS+LjQ+NJbWomrs+O0iYl4YPbh5kmxftmvshfSec2Sj1xT24uURLOwbNp1efYE9aKbtSStj40FgA9EYzmxILGBTuSbCHMzKZwLd3juBoVjlX9A1svbLa8vo2VXD1cuvfR0v0u16SQXANlAzF1lBbDsung6lWSuQ18r7O9cEW9BXw8WQwVMP0V2D43d3XtoM/DX+28ZmzkzdD+z/cZJ9aJYWdy2Raxg1/BYvFiFJpH68+jbMv/XstsUtdfzr69mtxt0wB2kCoygBXG2zjeftERAvk7WlueCvJrcRiFinNq2xilPUbIOA3oPn1PfEdGWVnwL8+CO7WE2fZXFLJawHeXO/nKmlsXoaEqJUoBQFnuYC30rqpmt+dfTHm16CKaJzHeNgQOisIAnTQIAvwc1E5OrOFn4vKO2SU9VYp2Dg4jtw6A+O9Oi4x0RFOn/2JtIx1qJSuTBr9JoLQ/ngqevQECk8n4RMdy6h391BRayS1qIbnZvfil2N5vLQuiWsGh/Dg5PZD/s+hN5q5bcV+DGYL1XUmnpiZgIe2+VisLYOsxWwmecsGRIsF0WIhaoTk4JFXUcu+s6VM7RmAs0pO72B3vlg8DJ3BzIRW5l8Ahirpd9rD3Z0rZnRu3Bw9ejz+cQlofayvR59cSsn/pIRmfn8bgCq4a3NLnE/6scOsevFpEARuefVtfMMju63ti4nFYmbLimVtltm6chnRQ4Z12SLm2rVrcXFp/K5nzJjBI488giiKJCS0bCBPSEigrKyMoqIi/Pz8uOWWW1ixYgXPPvssgiBw9uxZtm/fzoYNjUbI/Px8/P2bLsT4+/uTn58PQHFxMWazuc0yF7Jy5UpcXV0v2YXwc4gWC2l7drZZJm3P73iFRXaJlMGl8h1bQ2FhIdXV1bzyyiu88MILvPrqq2zYsIF58+axdetWxo0b134l7WCTUbYtS/DChQvp2bMnr7/++mUz6G8TXSmkbYPoiRe7J395Ap5+Gq9bbkEVZkMypf43Sd6A7qGNBtlzWpPxMyU94eiJVnmlqeQqxoaMbdxRcFLaFifbR7Zg9X2QtReu+hCCB1l1yv78/ZwoPsF18deh6eCkVKPU8NOcn6g0VBLk0voqeRNkcim0/SJx26hICivr6B/q0SGDLICXVsX03t0rQwBI0igI0ky2hTD/lnBRK3h4ajwgeQkD+LtL5/6WVMCZwmrOFFaTUVJDrL8NSRP8e0tGWf+Oe/sMifBiT1opgyMaPRde/CWJz/ZkEOalYcdjEwCI8XMhxq+dQfSI+ySvdt94q4zV7WJrdINcKXl/m2rBuZs9MQR5owHcyuvCgYML+SuNz6pr8qjR5ePn07Kx0EH3IMgEJn8oo64MtIHWR630uUOGykUkZHzjOXVGC/lldYT09KM8t4qgGOuiyZy8BAKHNf6fWC15yG43m1jQu3mmdluorapk9esvIAgy5jzyFE4u1hmDTm7/DVEU6T2+44kKB7pr2T+iJyqZgJeVRlmZRok6yqPDbXaW52KCWZ5dzMLgjkcCxmmdiNN2/3NQIZc8N+VyFWDdtazx8CRiqOQp6O+mpqLWSED9+Oy7g1nklNfyxd5Mm4yyKrmMaD8XTuVX0qODyZ5lcjkuPn5UFRXg6t841r35472kFtVw/ZBQXpkvjbNGxrQv1zPsCRm5u0QCh2twcuqcRIRMJsctwMr5Rj2Ck0L6SuQCgqp7I4kUSiUIAjKZDJm889rllws5SSebSBa0RFVJMTlJJwntZYcxewtMmDCBDz74oOF/rVbbbkKlc4m6zy1QL168mFdffZUtW7YwadIkli9fTkhICJMnN703X7ig3ZK8jjVlzrF8+XJuuukmu2mNdhWVBXlNJAtawlBTTWVBHu6B9olKOp9L7TtuC4vFAkh5J8553fbv359du3bx4Ycfdr9Rtj2mTp3KU089Zc8qLx7f3wZpWyF2GtxkZci8gy5BkMlQR7awOrnjNdjzAUx8Cgbf1vSY2gVmvNp0394PJQ9XhTP8Panjxpcpz4NHmH0M9rXlcPgz6e/jq6wyyupNeu7afBcGi4GKugoeHPRgh5t3Ubngouq+VefO4u/mxJvX9beq7A+HsjGaLVw3xAZjflcSNhzu2glyNfhaP0g/xzOzenL1oJAGA+dVA0I4kF5GmJemqdGzphicvdpecJjxCoz8G7jZNjg+n79PjWfJ2ChcnRq9OJxV0oq5s63eNnIF9LWPsWjZjlRe25jMHWOieGx6D+tOUmnhrj+gKte+ycGsQe0Cd+6UPPqtlLVw4MBW/izjM5O5jl0HXsBkrqVHzHVEhU272F36S6NwElBcEAQhmkX+eNpCeSqMfF6GV3zTiY9bmMCQx5vuO5RaQX65AS8XJeOGWBm50wLL+0SyqbiCBUGd14bOTjxBzinJQy8nOZHoQUPbPSfj2BE2vP8mAC5e3kT07fjzJEDd8aiii8EIDxdGeLQ/nhTNFswZJQjuzsi9L43xZ3T4LDzd43DRBto0UT/HD/eMIrNER8/6JHL3TojBaLZw1YDGa1k0ixiqQe3eev0ymcDqe0dRXmvAz7XjBp0+s+ZhMRmRKxudF86Nzy5McNseag+ByJn20etN3PQLFXnZxE+YhldYhHXth7vh/9AgBLmAwtu+SdXaIyShNze/9CYKlQrvkM4t8lxOVJeX2bVcR9BqtcTExDTZp1KpEASBxMTEFheiT506haenZ0NugNjYWMaMGcOnn37KhAkTWLlyJbfeeiuy8+ZHAQEBzTwmCwsLGzwrfXx8kMvlbZY5n507d5KcnMw333zToffdnRh0bRtkbS1nK5fKd2wNPj4+KBQKevZsKuOUkJDA77//bnU9bWHXJafa2tpLflXAas55LtmiSeigSympruOrfZnkV+ilHUe/luQljllpNHfykLYqraQb3FG0PjD+HxDa/gC9CUk/w396wMYnG/c5e8C4xyFqPAy+1apqlDJlg9xAhHuEbX34i7A3rYSHvz3K46uOs+VUwcXryPHv4dBnklgaQECfDhlkQRqs9w52bxhQ+7qqWXbLYJ6a1bNxErHjNXgtGr5vfi2VVNdxPLuicYd7sE2J8FrifIPs2mO5lFTX8ea1/fh6yfDGQjmH4MByMOo71Za1bDpZgNEssinRxu/d1b/bDLKiyUT5Tz9Re/yEtMMj1GGQddCl/FnGZwIg1IdLymR/Hc+lS52aSj2FmeVYzBb0pZC3G2oLIW+Xddqgynr5HaWic8+kfq4aHo0MtNmgeewjCz9fbSZ7e2N/I/oNJH7EGHqMGkdYH+u8sl19fFCqnVCo1bh6X55JA7saU1oRpuR8jPvTEY3mi9IHi9lCbmoJ5UXVgORF5e0Z3yCRYisuakWDQRakSKIvbh/O1YMajbI7HrWwZq6F1NWWZuefLa4ho0QyfKgUsk4ZZEF6P+cMsqIocrikisfn9+azxUN56orGsOCS9DRK0lM71Za1WEwmyrLSpW12295wF6L003SfQba2FhIToUa6NvyjYvAOuUScO7oJFw/rnJasLWcvvL29mTJlCu+//z61tbVNjuXn5/PFF19w3XXXNVlYWbx4MT/88AOrVq0iOzubW29tOj8aMWIEmzdvbrJv06ZNjBwpjcnPJYK9sMzmzZsbypzPJ598wqBBg+jX79KP5FFprMtPYm05e3AxvmNrUKlUDBkyhOTk5Cb7T58+Tbgt8pptYNcR7X//+18GDOhmL6Ou4upPJV3S8BGYLSLfH8wiyMOZMbGSDk5+hZ7XNiYzNNLz0vHE+5Pz6PfH2HKqkIFhHvxwzyiY8i8pQdCo+606/4TfLB518WFwuCf/Ul+E1flj30qJ4w79D6a92Lh/whM2VSOXyfl61teU6cuslx34ixHg7oRWJccsigRfpEzCZO2HVfXJqMrSYdLTXd9m7pH67aEmu+tMZq54+3fyK/W8MLc3Nw+3zwPkfB7+9igGkwUQuGpg/UTEqIcVs8BYA5V5MPHJNuuwB09ekcCKXelcN/giezUcXCkZyUfcB8PvanKodOX/KHztNQQnJ2J3bEfu1r36eQ7+evxZxmdyuZrRQ55FV1uIt2cCBmM1Ofm78fXqjYtWctksKUsmK3c74SET8XSPaadGB53FYhE5sTMds8mCvsZAWIIfvW4TqEgVibrSOiNriDkHMfMwIZ4Dge5P5pP2i4ixCjJ+tRAyTjL6K52cmPVg8zwDbeEVFMLt734CgMbNvZ3Sf01kWjVmQHBWgtw+Hpi2kptaQmZSEYjQo08cXtFdv8BTerp+mwznp805kVPB3Pf+QBDgl/vHEGeLFJUVFOqNHCmtAmCMvwcKubQAUpGXw6nf1gPQe+bcLglPPh+ZQkHMmIlU5ucS0gkPcnvw2PdH2Xu2lDeu7ceg8At0p7dugaxMOBMAc666OB28yAQn9MLFy6dNCQNXbx+CE7o/T867777LyJEjmTZtGi+88AKRkZGcPHmSRx99lODgYF588cUm5a+55hruv/9+7rzzTiZNmkREREST4w888ABjx47l1VdfZc6cOaxevZpff/21iffjww8/zIIFCxg8eDAjRoxg2bJlZGZmctddTcf2lZWVfPfdd/znP//psvdvT9z8A1FptW1KGKi0Lrj5t5ETpAu4GN9xdXU1KSkpDf+fPXuWI0eO4OXlRVi9fOajjz7Kddddx9ixY5kwYQIbNmzg559/Ztu2bXZ53zY9hR5++OEW91dUVHDgwAFSU1PZubNtweDLBrULxEp6FN/uy2TpD8eRCbDjsQmEeGpYtiONVYey+eFwNlf2C+pUtk290czJ3Ar6hniglLftvPzt/ix+O1XAo9PiifFr+cFtsYjc//VhTuZW8s4NA+gd3IUDQ10p/Hin5H0690NQdp0njkd9gigvbX04To+Z0stKfjycQ1KxiaTiIh6ZocPdRQNmI3y7EEpT4drPOuzFaBVjHpa0bHvO6XRVzgpnnF3aWDUWRUhcLXngnS+JYDFD6VnwivpTZHlPKaxi66kirhoY3CS7bLi3lt8fn4hZFFvMOtstuPhJHtkWI/z+luRd3dWe99NfBu8YSJjdZLfZIlKpNwJQrjN0SdNTEvzZnFjA+PjzEjjIFJJneXkNuHaPju+AME8GhHX/pL4Zh1ZKkgQHP21mlJV7Sv2TubogKC+4JqryIW07xE9vmnjyQo58CWc2wYSnwMdhePqr81canzk7eePsJOlWnkz+nLzCfWQ4+zF+xCsAJJ75gqrqbHS1RYwc3LmFoDpDBfq6ctxd217IEkULp1K+xWjS0TP2RhSt6UPX1MCG9aBUwPSZoOqYNro1lJ4SOfyOhcBhAj1v6brnvSCAQinHbLKgqA+R7rnAtvbyE49hqCqnIPEoAXE9EAQBo7GCvLzVyOVaAgNnI+tMhFM79L9HIGurSMJNnf+c2jXGGgxwNg2CQ+A8nVqLwYyl2ojC6/L3aAeo/v0PjNlZeFx9NYKicY4kD/JA5qkBpaJLksdYg5NWhSiCuVLJ8fdFxnWDDWXUCzIK9ovEzm9qiK7UGzFZJA/tKr3J7u16qBS4KeUYLSK+To33G6WTE4JcDqKIQt0915x/XAL+cS0n8OkudAYT3x7IBmDNkdzmRtlzESUtRJYUpqdRUZBPzNARrcpciBaRio3piHoT7ldEIVNdfomgZTI5ExctYc0bL7VaZsLCJV2W5KstYmNjOXDgAM899xzXXXcdJSUlBAQEMHfuXJ599lm8vJp+nxqNhuuvv55ly5Zx2223Natv5MiRfP311zz11FM8/fTTREdH88033zBsWKNY+bl2nn/+efLy8ujduzfr1q1r5iH59ddfI4oiN9xwQ9e8eTsjyGREDR/Dqd82tFomavjobr9PX4zv+MCBA0yYMKHh/3Nj6oULF7JixQoArrrqKj788ENefvll7r//fuLj41m1ahWjR4+2y/sWxHOKuVZwfmfPx83NjR49enDPPfdY5cJbWVmJu7s7FRUVuF0GHkJbkwu5bcV+PDUqfnt4HJ5aFduSC7nni0MMjfTi00VDOqRBdI7FK/bz26lC5g0M5o1r+7dZNu7J9RjMFuYNCOaNVrQ1Cyv1DH3pNwDumxDDI9PiO9y3djn6tWSUBbhlDUR1Xui4NYxmC8eyy+kV5G6zJhLAmYIqnlx1mEHFa3hc+S3ctkEykr1bn7Z38nMw+iH7dvpicXAl/Hy/lM3+weONBrGf7oUjn8OAm2HOexe3j3Zg4uvbSCuuYUbvAD642bokad3KgU9h7UMQNgJuW39Ru3Iyt4Lk/Cq8tCr+vSGZ2f2DuGtcdPsn2kCLwum15VCZC/49WzznT8vpTbDrbRi6BHrObnZYn5iIwt8fhfcFSVH+OxFyDkqLN9f+r+W6RRH+5SsZ/PvdCFd90HI5O3C5Pa+7koiICB588EEefPDBi92VZthjfHY5ftenUr4lLXMD3p4JDBvwKACn034iNeMX4iLnEh1xRYfrNpnr2LbrcQzGSvomLCYkcFSrZUvLT7PnkGQU7ptwGyGBrQzSz5yGLdL4jFlXSoa5LmL/qxbSN4ggg6s3yxBkXeeVaDSY0NcYcfXsWIhxcdoZsvb8gWzValxNIhHffkOV/hRFRdJnFRJyI05OFyFBZ1fw22ZISQEvb7jmWkDSWS148xCm4lo8r4tHO8DvIneycxhzc0mZPAUsFvyfeRqvG2+82F1qxoH/05P+i5yEG+X0WnRxnRS2nCpAJggEHPIha4tI37tk+A/qei/iumrJg1btYl/v3Eud97amsPdsKc9e2ZNo3wsiJ81mKCoCHx84bzFBV1nBf++5FZPRwKTF99B/astOQXVnKyj66BgAntfGoR1ovW6lrXT1M/vM3l1sWbGsicesq7cPExYuIXaYQ3Lrz0JJeippe3Y28ZhVaV2IGj4a7wj7zhMdtI5N7p1bt27tqn5c0kyI92PbI+NxdVLiWe+lOT7ej8TnpzcpJ4oiz6w+SVJeJf++ui9RF97oW6Gs3nOtXGdst+z8QcFsOlnAzD6tu5L7uTlx/8QYTuRWct2QLg7hjZkM4aMlT9mQwR2vx2yErS9KGerHPtqi1qVSLmu+omkDsf6ufDtbAx//F+qAvKPQ73rocw2UpkG/y2Nlyyqc6h/OCmfJMHuO0nrtqBI7a0il/y5533YicVRHCPXSkFZcQ5jXRZIoaI/Bt1IZN5fSOgUR9qrTYoGUzeATB14tJMBrhV5B7vQKcmfJ/w6QmFdJVpnO7kbZFhennD2kV1eTuhU2Pw19rrVa0qRLiZsqvVrBqWcrRmpVvXZTWwn4BAH6XA3J6yBhVic6eekgms3oDhzEVFSEwtcXzeBBkhePA6v4q47P4qOvIShgJFrnxolvXNRc4qLmNilnMFRxJHEZCrkz/XregdyKqAXRYsJkljTNDMbqNsu6uoTi7haJ0ajDy6ONBIPhERATAwolBHRtSGDkTIGy0yKBw4VOGWR1RSJJ/xPxGwihE1o2XilVCpSdiBjziYqFzVspOnmKOsBcWoqLXxylFWdRKrSo1Ze3kbIJqvronfO8pEWTBVO5pLtuKq5t6awOYbEY0etzcXIK6lJP4wuRubgg9/LCXFqKKrhrw+I7yuAHnIida0Htaj/jp9Gko6QsCW/PnigV1i9QTOwh3b9+/LsZUw2krrbgP6jrn3/dZYzNPlNMSU4lEb38cfftPn3K1rh3Qgz3tryOCXI5BDRfAJLJ5chVSkxGA6o29NmVAVqUgVosdWbUEZe3hEnssJFEDxlGTtJJqsvLcPHwJDih10XxkHXQdXhHROMVFkllQR4GXQ0qjRY3/8CLFsnwV8UmT1l7cTl6Y1hDXkUtI17eAsD9E2N4eKp1HqoFlXq2nipkaq+AxtD8Pxnm6hosNTUo/VsZWJ/4oTE50cK1EDmm/UoNNSDIQGmjZ8aud6G2TEqwVZUL7wwCi0nSEe49z7a6LmVyD4PWF9zP88QpPQsnf5Tep2eEfdrZ8wFs+Ado/eChE6Cwv1xApd7IZ7szGBzuybCoRs9Cg8lCZmkN0b4unfJWbwmLReTJn06QXabjtav7EeBue3iX3mhm4uvbyK3Q8/YNA5jdr9FonVpUzW9JBVw1IARfVxs+sz/+DzY/A86e8PCp5pIhxlqoLmj1+92VUsxL65OY3S+IJWMvkRXQotOSB3efayGgd8fq+OpGSP5FSuj3jwy7dq9bqauSkqOFjQDFxX8edMfzunLTJgpeehnTedlRFQEB+D+xFLeprRu2u5tL2VPWHvxZx2YA2Xl/cCxJ0vocNuAxvD3bMJyeR0VlOtW6PIL8hyEIf84Jir5URK4CpUvLz9CDb1hI+1lEkMP8jTIEK3RADVUiSg1WlT2Hubqa4vfeRx0Tjcf8+WQU1XIotRKZAFMH+DRkj7/ssVggP1/yxDvPMKtPLceYW412WKDdQp7z8lZTU5OKVhtDYGDziA17oCsvpeRsKr4x8Ti5Nt43zBUVmKuqUYXY3yhrrjRQ+v1p5G4qPOfFdmjRoTRZZMt9FuRKmPqJDG1gYx1FpSfR6QoJDRpjU0LB/UfeoKj0BH7e/Rjc74Fmx+uMUpIvtbLle0ny1xaytor0vVOG38CLo7d7IaVZ6VQV5BPcp3+HZQ72/nIKs8mCV6ArPYZeZL3/TlBZXER1aQlBcdY9P7qaP/Mz24GDvxp/zhHmRSLAzYkbhobRP9SD2f3bHoTUGsw89M0RHvrmCO7OSq4fGoark4IHvj7MdR/tJq/CfivlFxtzdTVpV1xBysSJVLemaRfUHzQ+4B4KvlYYs4uS4fV4eLO3FBptBWX6MjIrM2HkfVLSJYVK0vw85z2gtM7b8l9rE0l4ej1ffvmpFGZ8qRI0oKlBFiTPyjEP288gC5IREMBUB2LzrLL24P9+PcNrG5NZ+Ok+jObGNlQKGTF+rnY3yAKkFFXz1b5Mdp4p5uejbVxjZiOsexR+fkBKbHUeeqOZ4mrJEz6nrOlv+q7PDvLSulM8+eNx2zp2zjAgyEAQKKsxsGxHKqfyK6Ww9v9Ogv/rBweWt3j6yBgf1v5tzKVjkAVJauOP/4PV93S8jmFLILAfjH3Efv26GKhdJRmYS8Ag2x1UbtpEzgMPNjHIApgKCsh54EEqN23qknarqqq46aab0Gq1BAYG8uabbzJ+/PgGg2thYSFXXnklzs7OREZG8sUXX9hUf0VFBUuWLMHPzw83NzcmTpzI0aNHASgqKiIgIICXXmrUa9u7dy8qlYpN9e/3ueeeo3///nz00UeEhoai0Wi45pprKC8vbzhn//79TJkyBR8fH9zd3Rk3bhyHDjVN8icIAh9//DFXXXUVGo2G2NhY1qxZ03C8rKyMm266CV9fX/z8/kTeiBfg690Hb88E/H0G4OEW1WbZ6po89h15g5T0n3F3iyA4YAR6fSm7D77C0cSPEbvoOXcxKD4hsvY6C+tutqAvbdlHw3+QgCAH/8HWGVnTN1hYPcfCtoes/5yqc0WMRi3+jz+Gx/z5ACjqDW0yQUBmxTPeYrZwfOdZ9q5L5uTpUvQGs9XtdysyGQQFNdMTdor2wHVMiF01KC0WSaNUFO2vVXqO5K2byDy0j9Q/tjXZL3d37xKDLEDt8SLqTpehO1CAMa/1JDV11VWc2rKRnOOHmx3TF4NoAlMt1FWct7+ujANH3+Tk6c/IzNlmW8caxmfS9VpTUkzO8cMY6/TU6E1sOlLMhkNFVLQSGRl/vYzJH8kvGYOs2WTk1K/ryT56kKyjHZ/vhMT5oHV3IjCy49GOlwJuPr6XjEHWgQMHfy66Pt3kXwhBEHh5Xh+ryu48U8SPh3MAmNE7gKm9AkjOr2L1Ecn4s/FEPotGWR+afCljqarCVFQEFguG9AwY04IXrFcUPHJGGsgIAsbCQizV1aijWpk8FZ0CQ5X0KktvN2y+oq6CuavnUqYv452J7zAutF771j0Y7v4D9OVNE2K1wbrjedQaLWw8kcuNmc/CPzKtOs/eFFbpSS2sYXiUV5cYJa1m1APgHQ1+PW33WraSWD8plDvSx6VhotYetQYz7249Q4inhhuGhtncZpSPlll9A8kqq2Varza07M5uh33L6k8aD70as7V6aFR8tngopwuquG5I0z6Eemk4U1htu/TCiPvAL0GSL1CoeX7VEX48nMPKXRn88ehYKDsrlStOabuec+QehuqiNkPtu5zgQZC5G4IGdryOqPFw5w67dakZhaek5Hn9bwAP268nB80RzWYKXnpZWkxodlAEQaDgpZdxnTTJ7lIGDz/8MH/88Qdr1qzB39+fZ555hkOHDtG/f38AFi1aRFZWFlu2bEGlUnH//fdTWFhoVd2iKHLFFVfg5eXFunXrcHd356OPPmLSpEmcPn0aX19fli9fzty5c5k6dSo9evTg5ptv5p577mHqeZ7BKSkpfPvtt/z8889UVlayePFi7r333gYDcVVVFQsXLuTtt98G4D//+Q8zZ87kzJkzuLo2hqX+85//5N///jevvfYa77zzDjfddBMZGRl4eXnx9NNPk5iYyPr161Gr1fTt29dOn/ClhVrl1qA52x6ZOVspLj1BcekJIkImo1A4k1d0gLKK05RVnCYqfAau2kszJNtWanJFRBMYKiTDlFMLNpOQcQLzRzd6yFZmiKhcwcmr5Wdx6SlAlLaiWWzXkFt4WGT7IxaUGpi+UtZQb7C3E+NUctRKWauehedTV2ukqlRa/MzOqqRKlDE83qPd87qCupQURJMJpx4X14ATEDATnS4DjSaiy9rQeHihKy3B2cN6g1ttZQV5J4/iHRGNe6DtvyWnnt6ojhQhd1eh9G99DJWXeJySsymUnE3BLzYB5Xlh50GjBIYuFZA7CXj1aLxG5XInVEpX6gyVODv72NSv/r3upLQ8GW8PybkkcdNaDLoadGWlePYfg8ksPet0dRbcrRj6ZdXo0cjleDt1n/TE+cjkCjRe3tSUFOPi0/FFu+BYH4JjbfssbSFvj0hlukjMPAG56tIwaDtw4MCBLTiMsl1IrcFMncmMh6a5x9OQCC8Ghnk0/A0QH+DKnP5B5Ffomd67i7TGTHXSSm5XZ4E/D2VgICHvvosxKxPP665tvWC9dompuJi0K2Zhqa4mdNkyXMa0kDCjxyyY8rzk3Rrevth4ramWiroKREQKdAVND3rb5jH4rzm9+em37dxV9I1kTLaV8kxJLqEj59ZjsYjMffcPciv0PDotnnsn2JZ9Pa2oGhcnBX6udsi4KpNLSYm6kOuHhjE2zhcvrcpqA/Q3+zN5b6uknTs00qu5mH87KOQy3r3RCiNh0EDw7wNmA4QOb3Z4WJR3E8mFc3x48yAySmqI8bOtXwiCpOVcT2i9UTfUyxnkCljwI2TugSGL26+rPBM+niIljJr/iaRT2t1YLDDtRSnJnradQXvSWtj9Lgy7C3rN7ZbuNfD9bVB4ErL2SJ+xNVjMcGKV9FvvjOb2nxTdgYPNPGSbIIqY8vPRHTiIdthQu7VbVVXFypUr+fLLL5k0aRIAn376KUFB0uLe6dOnWb9+PXv27GnIzvrJJ5+QkGBd1uitW7dy/PhxCgsLUaslaZLXX3+dn376ie+//54lS5Ywc+ZM7rjjDm666SaGDBmCk5MTr7zySpN69Ho9K1euJCREinh45513uOKKK/jPf/5DQEAAEydObFL+o48+wtPTk+3btzNrVqPW8KJFixqyAb/00ku888477Nu3j+nTp5OZmcmAAQMYPHgwlZWVtn6Uly0GYzVymRK5vLl0TKD/UApLjuHlEYeiXhcy0HcwBUVH0Dj74qLpmvGZqVZE7tSKNncXETZJwFgDak8B98jW2z1nWM3bLfL7kxaULjDjfzLUHs3P6bVIQKEBv/6CVZ61tcUiWMBYA8bqpoZhL1frx6rOLmrCEvzIzK2iVqUm2Mn2hRxDXg1yNxVybcfHyHVnzpB21Twwmwn/8gs0AwZYfa4oihyvriVao0Zrh4UoudwZV9euNQzHjZtM+ODhNumTpu/7g9KMs5SkpzHkhkU2t6nwdMLv3v7tlvMKj6QwJRlXX38U6ua/9fCpzY39SoUzY4e9gNGkQ+Psa1O/lApn/H0a++Xk6oZBV4OTqzs+bioGx7hhtkCgZ/uSVamVOnYUlCMT4Opwf7QdSHDcGc4lbu135dWYjAaU7UgXvH3oZw4VpvLM8OuJ8ui+pHz6UpE/nrQgWqS13B43WHf/tOiM6E4U4xTnhcLD/rJrDhw4cGALDqNsF1GhMzLtrR2U1hj4/PZhDL0gZMNTq+KHe5pm8lXKZfzf9dYP3mym8BR8MhVUGsmjzKX7QhVdJ7amqN4ci06HpaZGmpCXFLdcSCaXPDQvZN9/pXD6Efc1GHkBArQBfDTlI3Kqc5gT3TkD4uSe/kzueS2UDAI3G1f4i8/AB6NANMPizRDcMc9AEag1SqF5tTaG6G0/XcSiT/fholaw5e/jbdMzvYgEedjmhds31ANnpZwAdyf83exgfG4NjRfc/bvNp6kUMmL9257EfLUvk82JBTw6LZ6EwJb1oh6eEsfsfkGSURYgbLj0agWT2cJnezIIdHdiepgCZArJKKuQPqNfEwv4xw/HmNIzwGrPf2vYlVLMRzvSuHFYmOR5rK+AjydL+reL1lmnJbvj31KCPn1l54yy+kr4fD7UVcJN34OHFRpnfgmSUdavlQRdLXFgOax7BORqeOgkuLQ8wSus1HMwo4wJPfxw6uaJ18XEVFRk13LWkpaWhtFoZOjQRkOvu7s78fGSd1NSUhIKhYLBgxsN6T169MDDw8Oq+g8ePEh1dTXe3k0XY2pra0lNbUyy+Prrr9O7d2++/fZbDhw4gNMFyUPCwsIaDLIAI0aMwGKxkJycTEBAAIWFhTzzzDNs2bKFgoICzGYzOp2OzMym0Rvne79qtVpcXV0bvH7vvvtu5s+fz6FDhxg3bpxV7+9yp7T8NPsOv45K5cqYof9CeYF0kad7DONHNDWQOzv7MGLQP7qsT+kbLex/VcR/EIx9rfvuAYJcIOYq643A+jIRRDDVgEkPLY0e1B4CfZc0rdNkMJBz/DAu3r54RzRdkA6bLCCaJc9b17DOGaRD4nwIivGmps6Mq7NtU5yaA/mUfX8GmZuKwEcHI3TwXmwxGKQM7qKIWGew6dyX0vJ4J7OQIW5afh4U26H2uxtBJmuiJWsN7gHBlGacxS2wa5PDuvkHMvTGW20+T6nUolS2npDKbBH519pEynUG/jW3N66teLL2mj4bfXUVGg9PAEJ92h7H1prMnK7UEaxRI69fnJEhNOQ+/veGU3y9P4snZyYwf1BIGzXZRu6Jo5TnZhM5bBTO7h5UFRVwcv1q1K5u9L1yfrsG2SpDLe8fXQfA18k7eGJYGw447VBdXMip3zag8fImYdKMdpMNKTSg8YeaAnALt/7+UbrqDPqTJSiDXfD/W+tz75qSYgy1OjxDHBFSDhw46DocRtkuoqSmjvxKSV/yTGEVqUXV7DtbyiPT4gn2cOanwzl8fzCbv02MadGLrksoOCHFp9VVQGlatxplbUEVFkbY8uWYigpxm2VDZvH0PyQDCEiaqT2bJjUYFjjMfp0Emz1sAckYZK6T/q4tbXqs+Ax8OkNK4LR4k7RtBblM4Id7RnEyt6Lt0PoWKK6qQxShps6EzmCi5WnV5c/AME8OPzMFpVyG/ELJg8pcaUbZCW/l9kgprOKNzaeZnODPvIEdGzw/u+YkBpMFNycFb7WxYGOLt+2qQ9n88+dEALb8fRxRd/8hJb6r9+T85XgexdUGVh3MtqtR9o3NpzmQUUZWqU66ZsvSofi0dDB7n3VG2SG3w843YOjtnetM/nGpTYD0ndD/xvbPmbcMJj0DnuHWt3PuN6zStqkRe/MnezldUM0NQ0N5ed6fM3y8JRS+1nkhWVvOWs7lN73QI/Hc/taOW4vFYiEwMJBt27Y1O3a+YTctLY3c3FwsFgsZGRntSgec68+57aJFiygqKuKtt94iPDwctVrNiBEjMBiaGoKUSmWzeiwWSe9zxowZZGRk8Msvv7B+/Xpb3+plSVVNDhbRhL6uDL2hjJT0nxER6RF9NYIgJzn1O2p0BfSKX4CT2qNb+lR8HBCh6Fijh9qlSMR0AZkSnH0FtAHW9zH3xBGyjxwAQWDojbc1CSMXBIGI6fZ7vzKZYLNBFsBcLel8irUmSXbhvJ+N7mghpd+exrm3D943tO156tyrF+Gf/Q/RaEQ73LZxZ4HB2GT7ZyWodz/8e/RErmhuzNRV1qFUy1Gqu26Kml94kNyCPUSHX4G7W4TN5x/JKmPFrnQARkb7cO2Qlhd2ZQpFg0HWGvYVV5JWVcupihquiwzgCoUcJ7kMjUJaIFh1KJvSGgNrjubazShrMZs5u1dyLFBrtUSPGk9lfi5moxFdaQkGXQ3Obh5t1uGqcuaauNEcKkhhVlTnolpKM9Opq66irroKg66mXQ9shZPA1OUyjDXg7G39fUSuka49mab166yuppqja75DtFiIGz8V3+jLY6HEgQMHlx8Oo6ydKamuY3NiARN7+PF/1/cnt1zPrD5B9P/XJkQR3J2VPDe7F6+sP0V+pR5BoPuMsj3nQEkqqF3a9KS7FLB1IAtIhliNN5gM1iULuxiEDJI880z6JiHoAGTtg5oi6VWcAqFD2qwq0kdLpE/LK/lLfzjO1lOF/PvqvoyNa2rQmDcwGJkM/F2dCPdu3RPgcuOzPRlU6AzcOS4apVxaWW/R67A8E94bLn0Ht67rst/Cu1tSWHc8n9+SCjtslL1ucAirDuWQW66nrMaAp9bK5E/Hv5dC5/td1+xQuLcWhUzAQ6PCU6MCbdPFhbvHR1NTZ2JgmCd6o9l6z83yTPjhTul3OOddyZv9POYPCiG9RMfVg+s/C7MJEmZL3uZ9r7eujYG3SK/zqSkBJzfbJFnChsPQOyVv3YQrrTtHJrfNIAuSHIRPHLj4g5N7q8UU9Z4ginY8Qv5saAYPQhEQgKmgoGVdWUFA4e+PZrB1et/WEh0djVKpZN++fYSGSpPpyspKzpw5w7hx40hISMBkMnHgwIEGb9rk5OQmSbbaYuDAgeTn56NQKIiIiGixjMFg4KabbuK6666jR48eLF68mOPHj+Pv799QJjMzk9zc3AZZhd27dyOTyYiLiwNg586dvP/++8ycOROArKwsiotbiS5pA19fXxYtWsS8efP49ttvbT7/cqGyOovKqkyC/UdgMtXirPaitraYs1kbAfDyiMNFG0Ra5gYAPNyiiI64olv61muRgMKpPqnWJWqQBRBkAuFTbO+fi48vCAIaD0/kyoujj9kermOCkbtIGqUyp6bTI/2pMjCL6BNLrKpLM7hluRqjycKuU+WYLCIj4z1wVjd9Tr4QG8IANy1jPG2UNbqEMRsNZB89hMbTC9/ouIb9LRlki3MqOH0gB6VazsBJMci7KHLk5OnPqTNUYLYYGdLvQZvP7xHgxugoZwZ6/06EcwWieINVv1uzRSS9oBZ3rQIft+bjOXeVdN15qKTPxs+5aZlnZvVi1aFsrh4UYtPizdbkQl7fmMzVg0K49YJ8JTK5HL/YHpTnZuMdKUmh6UNiUBhEQp0U7Rpkz/GvUTc122fQ1aDS2DbP8I/via6sFI2Xt9WSGAon4Vywl9V4zI1BM9gfZWBb/RMQBBkilnY9dh04cOCgMziMsnbmoW+PsuN0EUMjvPj2rhEN+8fH+3LgrBSeCjB/YDA/1D9Yuw25EsY/3n3tdTfuwVKIsGiRPNOsYO2xXJ5bc5KrBgTz5BU2hCUD6EphzwcQMVrKlm4tsVNa3t97nuTB5+zZKf1Ji0Xkm/2ZWET4+WhuM6OsIAhcNcCG6+7Il5Jn9eiHJemL1jixSvo8Rv6tyzVmL+RoVjlP/3QCgGBP57bfn75SEq8DyQBuI5klOh5fdYz4AFeevbJnq4Pi6b0D2HKqkBmd0Ie+aXg4n+3JZF96KT8czmHxaCuS/6X/Aavq9WS13s2M/8OjvNm1dCLOSjmuTkryKmr55Vge03oFEOqlIc7flXHxvjz54wk+2pHKtkcn4O58weQp9zCc+gUGLQL3+s/65I+QuUt6jXoA/Jp6E90wNIwbwqvBM0iSGFk5C4w6GPd429dVW5z8UdJ69espSbLIrJzAyeQw898da9NWApt6P+qTkpBpNKjCGw28n98+jKPZ5YyO6bpEGJciglyO/xNLyXngQUkr+XzDbP3vyv+JpXZP8uXq6srChQt59NFH8fLyws/Pj2effRaZTIYgCMTHxzN9+nTuuOMOli1bhkKh4MEHH8TZ2ToJlcmTJzNixAjmzp3Lq6++Snx8PLm5uaxbt465c+cyePBgnnzySSoqKnj77bdxcXFh/fr1LF68mLVr1zbU4+TkxMKFC3n99deprKzk/vvv59prryUgQIqOiImJ4bPPPmvQg3300Uet7uM5nnnmGQYNGkSvXr0oKbHO4HQ5YrYY2XPwZUxmPbraIuKi5gJQV1eBxlkal3m4RaJUaPHx6k2tvgQ/3/7d1j9nH4H+9126xtjO4hUWybCbFiNTKpBZeZ8+ll5FdomefhGuBHvbZnEprzGSU1JHhJ8zWiu1ZQW5DO1g/xaPuU0OAwGcEjqXPb68xkRpvUduUaWBMN+mv1c3hZxbg617DogmC1XbspC5qnAZ1vY4Y8cXn5KXkszk2+/FO9gKuR47kpd4guyjBwFwCwhCrW3d4GzQmwAwGcxYLCK23vl/Syrg3a0p3DQsvM35VZD/MLJydxLo17Gxtlat4F8zzCSdSae4MJ2qiDG4ubT/uZ7OqeFUTg0yAWYO9m1wIDhHfy9Xol2d0dZ7xlYV5lNVVIh/fAJyhZIr+gay9ng292/8gkGJfnxz3S3N2ijOqURfYyAo2gtZff0r/kjnZG4lBZWpzYyyAKEjxmMuqcHd35U8XR07iqvALYDw4I47DaXu2k5+0gkCe/YhasRYq89Ta13oMWl6h9u1FkEuoA5vlN0QLRayT53EJzQc53o5DrVWS7+512LS1+IW0LVSGw4cOPhr41j2sTOe9eEQnuclCfhmfybbkosYFOHJuDhfPtqeynvbUhkQ7smc/n+ODL6XAnkVtdRYlFYbZAHWHMmluNrAdwezbW9w60uSxuWX10leiZ1F6QwzXpEM553wlJHJBJ6b3YtJPfxYMraT4fll6fDT3bDjNTj4adtld74B2fth538612YHCPZ0xt9NjVYlJ96/HW2zgN6St/L8T6z3kjyPVYey2Z1Wwopd6eSU17ZabnrvQI49N41Xr+54OHqEt5aR0d6Ee2sYF2fdRM2i9cOscEZUOIFryxM1P1enBg20R747ygu/JHH/14cbjh/PrgCgTGfk09/PNq/gu0XSNbHuscZ9PedC2AjodwP4tBDitf01+GCEZIyVKRuTerXSR6vIOyYtwhSdkgy8lzg1u3Zxdt580mbPwZDdeM/x0qqYEO/XbIL2V8Bt6lSC/+8tFP5NjSEKf3+C/+8t3KZO7ZJ233jjDUaMGMGsWbOYPHkyo0aNIiEhoUHX9dNPPyU0NJRx48Yxb948lixZgp+fdZI/giCwbt06xo4dy2233UZcXBzXX3896enp+Pv7s23bNt566y0+++wz3NzckMlkfPbZZ/z+++988MEHDfXExMQwb948Zs6cydSpU+nduzfvv/9+w/Hly5dTVlbGgAEDWLBgAffff7/VfTyHSqVi6dKl9O3blxkzZth07uWEgAyFQlr8Uakava+SUr5FV1tIWPB4nNSeHDr+LsWlJ4gImYyr1jE+sweiKFJbWYFcqbTaIAuQUVRLndFCdone5jYPpFRwOreGo2ftk7xO4e2M17XxaPp0TkrF201JpL8zoT5OBHl1TjpKd7iQyl8zKf8xBUNudevlKivYv2YV2YknOLF1c6fa7Aguvr4IMhnO7p4o2tEmDYz0Irp/IL1GRXRIvuCj7WkcziznnS1n2iyXEHs9U8e9R0hgC4mErcTXqzcaZz+8PXqgdbZORuzc5e+kkjVoxl6Iq1KBTBCwmEycWL+as3t2kn3kYMPxExVJKLxTOarbzaGC1Cbn6nUGTh/IJjOpkIL0sob9i0ZF0DPQjXvGtyy7duun+5n+1k7+vTEZtVyGTAC5AOpOjEmqi4uabC91/vj2c77951K+frap85LGw9NhkHXgwEGX89ebAXYxr13dj1V3j2iSsGvf2TJEEfaflTRED2eWN9k66DwbTuQx8pUtTP+/HeiN1htI/zY+isdCT/H6OCvDws8nsJ+0DehtvYeeFZwuqGLIi78y+93f6zVfbeeWERF8smhIu4mk2kXjA17RUqKiwP5tlx26BLxjpbDwbsbHRc2Oxyaw/6nJ9AyyIuFE7BQptLwDXNkvkN7BbswfGEKQu21eabbipJTz5R3D2f7oBGL8rPsu3zxsYXj1f7je6UPw79Vu+eD6BGrB5yVSe3x6DwLcnFApZC3LqwT0aboFKbT/tg1w1Yct/x4q6pMPlWeBXAF37oR79sBg25NwNDD6QRj3D7j+S1B38lrvBiw6nZT8xWhENLSRACZrP+z5EAyXvqHZHrhNnUrMb78StnIlQa+/TtjKlcT89muXGWRB8pb94osvqKmpIS8vjyVLlpCcnExMjBS+GRAQwNq1a9Hr9WRkZLBgwQLS09N58MEHra7/7bffJicnB4PBQGZmJp9//jmhoaGMHz8eo9HI6NGNBoGwsDDKy8u5++67m9Rz9913k5OTQ21tLatWrcLTs1GfcMCAAezfvx+9Xs/p06e5+uqrm/VRFEXmzp3bpM7y8nIWLVoEwFNPPUViYiI6nY709HSrP7/LDZlMzughzzJy8NNEhExq2F9anly/lfStyyolI0d5ZWrzShx0iLN7dnLou885veNXm87rHaTC35hDtI/t4yuPescId619pRIyi2pZs6+Aw2kdM/bKBIH+kW4MjnFH0clFOGWgFkEpQ+6hbjN7vMbNnT6TpuEbFkHC6PGdarMjeASFMvSmxQyYdz1yRduGVkEm4B/uiZt3x6JnbhkZTrSvltta8Aa1Ny7aQMaPeIVhAx9DbqV80hOrj/Hi5uPsySpEdmGugwsQZLKG0P/zw/j/NWM0TjInAjReRLpfsJiplKNyViIIoDkvwe2EeD/WPTCG21qJtjrnYJBTVouXWsn8cD/mhfvjqe747yd2zESC+w4kZoz1iZ4vJoZa6TMw6Ft3tgAgJQXOnO6GHv11WbRoEYIgNHulpKQAklTT4sWLCQoKQqVSER4ezgMPPNAQ7VNQUIBSqeTzzz9vsf4777yziYb/qlWr6NmzJ2q1mp49e/Ljjz82O+f9998nMjISJycnBg0axM6dO5scr66u5r777iMkJARnZ2cSEhKaLLI7aMql9h3v2LGDK6+8kqCgIARB4KeffmpWZ0v9FQSB1157zT4fingRqKioEAGxoqLiYjTf7eSV14r/XHNS3JZcKIqiKGaV1ogv/pIoHkgvucg9+/Pw7pYzYvjja8Xopb+IJdV11p/4+1ui+KybKL4YLIr6KtsbrioURZNBFGsrRPG3F0QxcY0o7l0milteEkXjef2oqxHFU+tFsba8eR1nfhXFj6eK4qHPRVEUxZW7zorhj68Vwx9fK57Mafk3klOmE+9YuV98a/Np2/tsKyajKNZVN99vqBVFfWXXt+/AavLKa8XhL/0qhj++Vhz6wmarzjGZLWJSXoVoMJmbHTO2sE8URVE0m0SxIrftimtKRHHbv0UxY7f0f225KO5+XxTzjlvVL3Hzc6L4SnjD7+LPQuXWrWLNwYOtFzDqRfGFAOm+tPnZbutXa/xZn9eHDh0Sv/zySzElJUU8ePCgOGfOHNHd3V0sKiq62F0TRVEUn332WbFfv37d2uaf9btui5KyZPFk8hdidU2+KIqiWFyaKCad+Uas1Zde5J79eTi+7ifx94/fFQ//+LVN553YsEb8/eN3xePrfrK5TYvFItbWmURRFMUKnVE8nl4pFlfUiScyKsX0Al2TsjV6k5hfphctFkuzepKzq8XtJ0rEsmqDKIqiuCe5TPxhd7748/6CVttOP3pY/P7Fp8Uz+3bb3G9bMdeZRIux+XPaXGtscb+Di0dZTqb49UefiLe/9KX40NeHrTrHWFcn1pQ1vxeZzOYWr1dRFEWTySwa9MY2660urxUzkwpFvU66rs8UVIof70wTS62YP5lNJvH4up/E/V+tEKuLL43npT0w1tWJiTu2iGX5ea0XyskRxQ/fl15Zmd3XuVbojme2xWwRa1PKxJrDBWJtSploMbd83dmThQsXitOnTxfz8vKavEwmk5iamir6+fmJo0ePFrdt2yZmZGSI69atE3v16iXGxsaKJSWSbWXOnDnixIkTm9Wt0+lENzc38a233hJFURR37dolyuVy8aWXXhKTkpLEl156SVQoFOKePXsazvn6669FpVIp/ve//xUTExPFBx54QNRqtWJGRkZDmdtvv12Mjo4Wt27dKp49e1b86KOPRLlcLv70k+3Pr4uBxWIRTcVVoimnTDQVV7V6f7EXl9p3vG7dOvHJJ58UV61aJQLijz/+2KzeC/u6fPlyURAEMTU11S6fiUNTthsIcHfimSsb9UpDPDU8MTOhxbJGs+VPEcKqN5q587ODFFTqWbZgMGEdXPW2lsWjI1ErZMT6u+JlbTIkAGV9vxTqjnm7utSHsu14TZIyQAZIWa3xCIUBN0t/r75H0r+MHAsLf244/Vh2Ocu+PcH82lomVLwEA27iqgHBJOVVEuDm3KrX51f7MtmUWMCmxAJuGBqKn5uNCve2IFdIr/OpLoIPR0NdJdy6HoL6d137Dqxm7bFc8iqkUM+X5/dpp7SEXCbQI6Dl66xVTx6ZHNwk2YE6k5m7Pz9EbnktH948iIhzyee2/AsOLIc/XGFplpToavjdLdfXEse+gdoyOPE9DGieQOJyxXX8+LYLyJTgFgQlKeAR1i19+qvy+uuvk5ycjEqlavB88PFpXybkiy++4M47W44ICA8P5+TJk/buqoMuwssjDi+PxuRD3p4JeHu2PD6zWEzIZJf/sNlYpKPk8yQUXk5435SAoOjaMWfM6AkUpZ7GO6Ll0OnWOJcIStaOd2VLCIKAk0oa0x1Jq6SkykhWiR69QRqf+bip0DrJsYgi206UUme00DNUS3xwo95pRqGOk1mSLEBqno5BMe4khLggCBDs1fqYa9d3X5B7OonKokJihnRtUl2Zqvm4VX+mjOIVJ1F4OuF3/4AWyzjofnJPHCVEXsstgWYGzO1t1TkKlQqFqvmcRt5G0im5XIa8fuyWXlHI/VuXEeTixdsT7kBV79GbvD8bfY2B6opaEoaFEePnanU0Vl11FRW5kvxSWXYmWu8/hxa+QqUioT2vXmdnUCgk/Xvnrp3XXgrUniim/OdUzBWNkV1ydxUeV0bj3Ltrv3e1Wt2gn38+9957LyqVik2bNjVo6IeFhTFgwACio6N58skn+eCDD1i8eDFz5swhPT29ScLV77//Hr1ez803S/Pzt956iylTprB06VIAli5dyvbt23nrrbf46quvAEnuavHixdx+++0N52zcuJEPPviAl19+GZASsS5cuJDx9WP8JUuW8NFHH3HgwAHmzOnePCu2Ys6vwJiUB3pj404nJcqEQOQBrScp7iyX0nc8Y8aMdiW8Luzr6tWrmTBhAlFRnZSKrOfyt/79iVh9JIceT29g0af7LnZXOk1KYTXbTxdxKr+KrcmFXd6ek1LO7WOiGHd+UitDTftar0PvkIyKd+2UNF07SmB/EOSSlqZ7CKhcIOA8LdFz/bggw/irG06xtjKGZyx3wPC7AHB1UvLyvL48MLkFXc56pvYMINTLmem9AvBx6ZwuWYeozIbqfEnHszCp+9t30CLTegUwIMyDWX0DGRPbOe07a0ktrGHLqUJO5Vfx26nzfut+9QtRvvEd00ie/jLEXwETnrRPRy8XZDJYsh3uOwiDb7vYvfnTMmDAAA4ePEh1dTWlpaVs3ryZPn2sW8iYPXs2R44cafG1bt06u/Tvueee48iRI3apy0HnOZH8PzZsW0Ja5oaL3ZVOo08qxVSgk7Yl7YTq2gEnVzdC+w9G49EovWFqS76lnthxk+k1fTbx4zsnY+LpIhmiPLQKZAK4OMlRKxunP2L9uOz84ZkoihxOqwJAIRcI95PGh24aBUNjPdpMPNZr3CS0nl70ntBKUtcuxphbA2YRU0ktFl3HJLAc2J+AhN5oPLyIHDgIlw7o5XaEbdnHOV2Ww7as45ytKGjYr3GT5g0aV9vnD87uHoQOGIJPdCz+cS0vYP1p8fSEG26SXt4dT4J2OVB7opiSz5OaGGQBzBUGSj5PovZEcbf3qbS0lI0bN3LPPfc0S2oaEBDATTfdxDfffIMoisycOZOAgABWrFjRpNzy5cuZO3cu3vXf3+7du5l6gVTWtGnT2LVrFwAGg4GDBw82KzN16tSGMgCjR49mzZo15OTkIIoiW7du5fTp00ybNs1eb79LMOdXYDyc2dQgC6A3YjyciTm/olv7czG+445QUFDAL7/8wuLFiztcx4Vc/kv+fyJ2p5ZgtojsSinBYhHb1Ru6lOkZ6MbCEeEUVNZxZb9OCKTrK0DtZrtRJ20bfHENeEXBkm1tG1zDR3a8f+foMRMeS6tPMiaAxQTK8wbtcz+APtdARNOkAtN6BXAgvYyZIwfDyPYHN5klOm5dsQ9vFzUbHxyLRnWRfsJBA+DKt0FXIr0vB1ZTpjOgN5gJ9OikHu3Rr2Hdo9D/RpjxKgChXhp+vGeUHXppPT0CXFk4Ipyccj1z+p/3Wx96B8TPBG0HjcM950ivvyJqF1DHXOxeOGgFV1dXXF0vfQ1jB/ajuETyfi4uPUlUWNdnBu9KNAP8qEuvROHlhMKvY95eoigi1pmROdk+Bsk8vJ+sQ/vwi0sgdszEVsvJFQo8gtvPaN8efcJdiQvSolbKMJlF5DLJkxYkjdfxvb2prDUR4NHokSgIAkFeagrKDQyKdsPHrf0IrNqTJZT9lEJY31j6fvi/Tve7o2hHBCIazSh8ndvUmnXQnJrSWtQaJYoOXNfns/SH46w9lsvL8/owq680LvIKjcArNMIOvbSeWVFD2Jd3miAXL2I9G8dn8UNCMNSaUGs6phkbNnCovbp4+aH583vIihaR8p/b1lUv/zkNp57eCF1kq1i7di0uLo2RCzNmzOCRRx5BFEUSElqeLyckJFBWVkZRURF+fn7ccsstrFixgmeffRZBEDh79izbt29nw4bGxdX8/Hz8L0g06+/vT35+PgDFxcWYzeY2ywC8/fbb3HHHHYSEhKBQKJDJZHz88cdNcgdcaoiiKHnItoExKQ+Zv1vDM9OeXCrfcUdYuXIlrq6uzJs3r8N1XIjDKHsJ8cDkWBRygdExvpe1QRZAJhP45xzrwnMwGeDX5yQPsUnPNYbK73oHNj0Fva6Ca1bY1oGcQ2A2QFEy6ErBvRuyKDt7NP59Ybi/2gV6zm52yi0jIrhlRITVTfyeUkxqUQ2pRTWcLqimf6hHu+d0GYMWdup0vdHMmYJqegW5dep6f+e3M5TUGHhsevzFM1JbyZmCKqa9tQOLCK/O78OgcE+rQ8aakbhako84/n2DUfZi0OZvvQO/O4PJwvvbUvDUqFg4MqJznXPgwIEDO9An4TZyC/YQETL5Ynel08hdVfjc0rP9gkihyhkH9+IeEIR/fOM5JStOok8uw2NuDC7DA21qvypfmgRWFbQ9GbQn5zxjFfLmYw2tkxytU/MQ/6FxHja1oTtaiKXKQM3+fDyutE2qwZ7IVHLcJod3qo7i6jrKdUZi/FzaL9wKpro60g/sxtndg+De/TvVn+7g0LZ0vDdkUiaD6L/3R6UWmiTYsoU1R3KoMZjZcCK/wSh7MfBxduP9yc1lowRB6JBBVlckcvpbkYChAgFDLu95qoPWqTtb0cxD9kLMFXXUna3AKdqjS/owYcKEJomytFotmZmZbZ5zLurhnAFx8eLFvPrqq2zZsoVJkyaxfPlyQkJCmDy56XP8QoOjKIrN9rVX5u2332bPnj2sWbOG8PBwduzYwT333ENgYGCz9i4VLKU1zT1kL0RvxFJag9y748+C1rjUvmNbWL58OTfddBNOTvaTj7y0LRh/MQLdnXlhrnXhk5cyWaU6NCo53taG1Z/ZCHvek/6OHAex9SFfmXvqt3tt78TQJVBXBb49us4gm7oVTq2FEfeBV9dnegW4om8ge8+W4K1V0ze4uc6LuaoKQS5H1tZKbl0VpG2XvHbPNyR3M3f87wA7zxSzaGQEz83u1aE6jmWX85/NUhbU+ABXbhh6aWtwJuZVYqkPkfzPptMUVtVx/8QYHp4ab3tl45eCXAm95zc7dCy7nP/79Qyz+wcxp383LEicR0phFUs+O0iEt5YPbx6Eyka9wjVHc3nr1zMADAjzoG+Qm6RPa6iBKc839UC3EXNlJZm33oZFpyPsk49RBl28yVIDmXsk7dz4trWMHDhwcPHw9ozH27MD9+lLDGNBDQovJwSldTqj2ccOU5SSTFFKMr7RcQ36rnUZlQAYMirBRqNs5Igx5J86gW9U6xJNneV/u9PJq9DzwKRYnKx8r53FdXwoosGCc69Wwpqri8DZs/mi/Xlkleo4U1jF+Di/i+acUVFrZOqbOyitMfDRgkFM69Vc888a8pNPUnBK8jD3CovE2a3rtAntQVF6BX4IuAlGTvzyLRaTgV7Tr8QjyHZv7Zfm9WHTyQIemNT8Gv/uQBYbT+bz8JT4VvNGdBWZWywc+1AkcqZAr0W2Kxie+FgkY5PI2fUiV62VY642ULE+HWWQFtdRnRtrliaJ7HrGgkcMjHpBhtDCAkp3IooiZ/b+gZuvPwHRXXevuhSxVLUvL2NLuY6g1WqJiWkaMaZSqRAEgcTERObOndvsnFOnTuHp6dmQGyA2NpYxY8bw6aefMmHCBFauXMmtt96K7DxN5oCAgGYek4WFhQ2elT4+Psjl8jbL1NbW8sQTT/Djjz9yxRVXANC3b1+OHDnC66+/fskaZamzUt7G2nI2cql8x7ayc+dOkpOT+eabbzp0fms4NGUd2JVdqcWMf30bE/+zncIqvXUnBQ0Ej3DwiobAfo37p70Iw++Fqz+xvSNqF5j8LPS7DoCkvEoKK63sj7X8cAfs/xh+fda+9baBu7OS/7t+AM9c2bPZgF1/6hRnxo4jZfIUjIVt6Pj+eBd8cxN8t6hrO9sOBfXfh9XXSQtE+GiJ83fBW6ticLhn+ye0QK3BTEl1XYf7YAtz+gdz9aAQxsf5oqj//jJLdR2rLLAvXPu/FkP83/7tDL+dKuT5nxM7090O8WtSIWlFks5sR95bz0A3XNQKgtydCPHUQMYf8PsbsO8jOLQS8k90uG/6xCT0J09iOHsW3cGDHa7HbhSfgU9nwFfXQ+Kai90bBw4c/Imp2JxBwZuHKPrY+nuoV2g4cqUSr7CIJgm3vG9OwGV0MO7TI2zuh8bDk6jhY3D1C0AURUqqDJjMYvsnWsnpgiqeWX2SD7al8t3BbLvV2x6qIBd8FvVCO6QFI+aB5fB6DKy8stXzDSYLc977g9tWHODDHW2HDncleqOZylrJe6qwquNjI/fAYOQqFS4+fqg12g7VYTSYMJssHe6DLYy6JoHDUVoyBntiMdaBKFJXXdWhuub0D+a9mwYS69/c0/bZNSf5NamQ97eldLbLNpO+QaS2CNLWduz35tMHEMC33n+oelcuuoMFVPycRnJqCbnlHdeozt0tUlsMeXtAX97hauzG8d828vObr/D1s49RU152sbvTrchcrUuYbW05e+Ht7c2UKVN4//33qa1teq3l5+fzxRdfcN111zXxgFy8eDE//PADq1atIjs7m1tvvbXJeSNGjGDz5s1N9m3atImRIyVpw3OJYC8ss3nz5oYyRqMRo9HYxBAIIJfLsVi65/7VIazVtu4mDWy4ON+xrXzyyScMGjSIfv36tV/YBhyesg7sSn6FHrNFpFJvxJi6A3y8IWRQ2ye5B8ODx5rv94yA6S91uk/rjudxzxeHcHdWsv3R8Xho7PQQiRgDJ3+QtpcAhrQ0xNpazLW1mPLyUPr5Xewutcl/bxnM9tNFXNmJ0C43JyWbHhrX4fOr60xMe3MHBZV6Vtw6lNGxXZ9F9pV5fUgv0WE0Wfg9pZirB4XYvY3Z/YM5klXO/C6ouz3mDwzhSGY54d4aon1tn4j1DHLjwFOTkcsElHIZ+PcCn3hJquG3f4GhCq7/EnpcYXPdmsGD8FywAIuuBtdJk2w+v9NUF8Ge9yFqHESNB4Ua5Gow6UHt0Ch14MBB12EulwxspjIdJempaL19cXJt21PPMzSc4bcsabbfKcYTp5iOLYSez9H0Ks4W1OLjpmRMT69O1wcQ6O5EhLeGoqo6+oVcIt6ZuUekbd5RKaNYF+jz2Qt/Nye+uH0YmaU65g3s+BjC1def4Qvu6PD5VaU6TvyRgUIpo/+EaJRdbBhw0aoYf0sfynVGtDWeGGpq8IvpYfd2rh0cytpjeZ3Lt9FBei6QgWghfGrHrr+oWTLCJonI6wOWnOI8qd6dR42Hipn/3YOTSs7WR8bj52Z7RFP0lQJVWeAZC87e3f/7MGRVoTtRjMuwQBReTqjqkwwpVCrkio5p716uqCPdkbur2pQwkLurUUd2//313XffZeTIkUybNo0XXniByMhITp48yaOPPkpwcDAvvvhik/LXXHMN999/P3feeSeTJk0iIiKiyfEHHniAsWPH8uqrrzJnzhxWr17Nr7/+yu+//95Q5uGHH2bBggUMHjyYESNGsGzZMjIzM7nrLilBt5ubG+PGjePRRx/F2dmZ8PBwtm/fzv/+9z/eeOONLv9MOorMSwtOyrYlDJyUUrlu5GJ8x9XV1aSkNC6UnT17liNHjuDl5UVYWGMUbmVlJd999x3/+c9/7P6+BVEU7bc8bSWVlZW4u7tTUVGBm1v3hm446FosFpHvD2UTV32A/tsWgSCDu/4A/zb0y8oyAFEywp6PKMLu96RjI+7r8CD2i70ZPPnjCZRygd8fn4j/+YOFpJ/ByR0ixzY552jRUf69/99MCJ3A7X1ub71yY23bScS6EdFspvR/nyF3dcHj6qtbL1hXBWd3QPioiypfcCmQXaZjzL+3IorwzKye3Da662Uo7v3yEL8cy2PB8HD+NddK3eVLDJ3BxDtbUgjz0nSfZERFNvxfPymJ3pz3YMDN3dOuPVlzv+Ttq9TCEznSPa30rCTNEHBpXguO5/VfB8d3/efGojNSc6iQIlMqeanHUWo0DLl+UZu6auUpIho/ULk1LWOoEkn+WsQrQSB4dMcNKPtOl5NTWoebRsGkvo1h/xaDmdqjRagi3FD6XiDHtP8TOPIFTHgCYloOC7VYREwW0Wb5nC6jphj2fihJdEW2vpCfVaojpaiacbGXf26JzlKYWU7K4VwA+k2IQtsBQ58t1BrMTH5jO7kVtbx340Bm9rFNluNS4WxxDSv+OMuMPoEMj2pFSsPO/HQ4hwe/OYJcJrD17+MJ8778kmHlvbYfc4kepx5e+CySJNXyU8+g9fDE1bvrHTY6Qlc+s2tPFFPyeVKrx71vTsC5d9d8LosWLaK8vJyffvqpxeMZGRk899xzbNiwgZKSEgICApg7dy7PPvss3t7Nr/k777yTZcuW8eWXX3LDDTc0O/7999/z1FNPkZaWRnR0NC+++GKzBE7vv/8+//73v8nLy6N37968+eabjB3baDvIz89n6dKlbNq0idLSUsLDw1myZAkPPfRQlyTJshfm/AqMh1vXcVUOCEMeYH/j+6X2HW/bto0JEyY0O2/hwoWsWLGi4f9ly5bx4IMPkpeXh7u7fT8Xh1HWQddwdiesnAUyBdy9C3xb0WIrSIRl4yQD7JJtTQ0TKb/C5/V6mTd936g1ayMWi8jPx3IJ8dQw6PwQ96Sf4ZubAQHu2Q1+jZn+lu5cytq0tShkCg4vONyhdtvFSoOuyWxh79lSege5497BTKkOmnK6oIrk/Cpm9A7g16QC0kt03DoqArWi67XnZr2zkxM5lYyJ9eGzxcO6vL2uYPnvZ3l+rSSNsPWR8UT6dNMqauZeqMyRkv9dwoOcVjm4An5+AMJHw62/XOzeWIXjef3XwfFd/zXIPLSXrMMHUGtdGHx96wk7U9dYOPSmiMYfZnwuQ6ZovOce+8hC8tcighzm/ixD4dyx+7HBZCGnRI+/hxqNuvH5W7Y6hZrdechcVQQ9ecFz8j89oCoPoifCgh871G57mC0iciuMoka9nprSYtwDghBkl4gB+DLn9zPFyGQwItKbvLOlKNUKfLvB47m0xsCwl37FaBb5x4we3DXu4iVr6wy3rzzAr0kFBLo7sXtp90QEiaLI+hP5+LqqGRJhH4/37qbkq1PUHi3CbXJYpxPldRdd/cyuPVFM+c+pTTxm5e5qPK6M6jKDrIPux5xfgTEpr6nHrJMSZUJglxhkHbSMQ77AQdcQOQbu2AIK59YNsiAluDEbGv8+n6SfAQFUGvCOaXaqtchkQsvJjpw8pPoVTqBsuqo7P3Y+yWXJTAhtvmpiF/Z8CBsehz7Xwvz/tln0X2sTWbk7gwA3J3Y+PkEK6XZgNWU1BvallzI21hdnlZxag5l57++ius7EY9PjuWd882tLFEUS8yqJ9NGiUdn3NvnODQP5z6ZkYvxcrJ74XWr0C/XAWSkn0MOJEzkVpJfUMCG+G+Qywi4tI3bVtm1UrvkZ79sX49TTimzmgxZBwmzJO9+BAwcOLgKhA4bi5h+ExrNt44m+VNrWVYBopmHGYDaZMLr+gt+V1ZgypiNXd9wIo1LIiPRv7lUnq1+AlmlaeP6O/Bsc+gyGdDw0vi32JJeTV1bHgChXIvza9vg7/ssP1JaX4RbThz7jxrZZ1kFzqmpN1NaZ8fOQEgPvTSvh5k+k5L4/3jOSAdHNPaJqDWZSi6rpFeRmVw80L62KlQuHUJRRxvAW2r1cGB7lxa9JBYyI9uZMhQ5vJyVe6q516BAE4ZLzLM4+dgh9RQURQ0egULfvZe11fTyW2dHItQ7nl3M49/bBqac3dWcrsFQZkLmqUEe6I1yG8xYHrSMPcEfm74altEZK6qVWIPPSXtIevn9GHEZZB11HcDtasgARo+D6rwCxeUjXyZ+k/RFjwasLwsojx8C9eyVvVY+mIdiDAwbzw+wf7N/mOdJ3Nt22QW6FlAgrv1LP6iO5XaJB2iIWC5z4HtyCpe+pHfRGM7tTSxgY5mm1R+/SH46x5kguL83r07Lh3A4sXrmfQ5nlzO0fxFvXD0AmA2eVnOo6Ey6taJS9ufk0b29JoX+oBz/d2/57t4WaOhNrj+UBEOmj7bL33ZUMCvfkyLNT2JdWyoLl+wD44Z6RDAzrvMZgu5hN8MV8KeHXDV9D6JCub7MV8v/5PKa8PMyVlYR93PbiSgOay9OLxIEDB38OBEHAI7j9jPI9bhTQ+IJHjIBc3Tg5q60oQ1+bjcIdYu/IQZDZ34DlNjkMp3jP5tIFACPulV5dRFGl5ChQXGkkop21xro6ybMov1RHdJ25ibdvV1JRa2TtsVxGx/gQ7t1+pEphpZ6k/CpGx/hYtRAsmswY9p5FrDOiGhqJzMX+0gF1Rgtbj5ditogMiHIjws8ZZ5UcuUxAAJyULX+WCz7Zy4GMMu4ZH81j0+2r+RouE0BnIvVgLp7eWlTOl5+B7vYxUdw0LJzEyhp+LyxHKRO4MSoAWTcYWLJKddzw3z24qBV8s2TERYvuq60sJ2P/bgCc3N0J6Tuw3XMEQXAYZFtAkAk4RXtc7G446GIEQUDu7XKxu/GXxmGUdXDx6TGz5f3TXoQTP8C4R1s+nn1Qct8IHdrxttvy4u1KpjwProHQc3a7RZ+b3Yu9Z0uoM5qJ8+/GG+aRL2DNfSDI4YEjzQzXF/LUTyf4/mA2g8I9WXW3dRkN1x7No8ZgZtPJgi4zTp5b6Tu3VSvk/PK30WSV6RgU3rKBLL9SMoQr2u0BAAEAAElEQVQX1m/tiZ+bGi+tipo6U4th/xU6I3K50KrBuKNU6o3cvuIAdSYz/104mD1ppVTUGrlpaFijdl3hKfj+Nul3Mf9jkLU+wVQr5HhqVSgEERkWXGsyATsbZS0WOPql9FuJqQ/DqymEtG3S3ym/dplR9tsDWby6/hQLRoTz4OS4Fsu4TZ1C2dff4Dq5ZV1DBw4cOLhckasEIq9obsjRevkQ1KsfdbpqfGOa3xtFUWRbchFRvlqrDIYtIQgC6rCLI6ExNNad/LI6YoPa73vY+Cs4djwduU8oKkX3eRU9u/oEPx3JJcpHy5ZHxrdb/qr3d5FTXsvfJsbw96ntj3vFGgNipZT52lJa0yVGWQDhgm3fEA/WPzAGmSAQ49fyePfc+Kygss7u/dG4qkEAtbMSeQtGYb3BjEohs7veryG7itKvk1GGuOBxdQz5p06gcffEM7QxjD67WE9iVjWR/s7tXpvOKjnqc3IaFjCbLcjsLM9lrNNTdCYZj5BQNB7SWHp/einZZdJ1cyq/kmFdpGlb+v1p9MmleF0Tj1Nc83GnWuOCq18AtRXleAR1f8JbBw4cOLAVh1HWwaXLgJtbT+aTewQ+ngSIcNtGCBvenT1roLTGwNIfjuHn6sRzs3tZH4ruHQ1XvG5V0WAPZ/Y9MRmj2YKrUzeu4mp9pa3apZm8Q0uYLZI8tclssbqJl+b1YePJfB6YFNuhLlrDJwsHsz+9jDGxjfpHfm5ObWaHfXpWT/oEuzOiC0LY/Fyd2PHYBIwmC55aVZNjJ3IquPrDXTjLYf29QwnwbaP96iLY+wFlASNJcxnUVC+5BY5klrMvXYpH/e5ANq9tTAbAw1nZmAU4aQ0UnpRek55p10O9d6Arv6oeQS6aCE2eBgnvtfPubeTol7D6Xilh4N8OglcUuAXB1BckT9khi+3b3nn8dDiHkhoD3x/MbtUo6790Kf5LlzY/UJQM3y2SfudXrwC541HrwIGDPweCIBA5fHSrxz/5/Swv/JKEu7OSvU9MatXjsas5nFnGaxuTuaJvIDcNs14j0t9DjX99OH17BAf54OvnhVwmdKsUkbeL1D8fF+v6eW58ZjRbl0ZEcHNCHuMHdSbkQR4d6mN7qJUyxvfxotZgxs+98X3E+bu2ed7K24byR0pxlyzke/q7MnhaHHKFDPkFUmFp+TqOplfhqZIxrr9PmyHcVUUFlKSnERAYgpOLC3i0PT6rPV6MqbgWU3EtuphqMo/uBUFgyPULUWkkA+zZQh01dWbS8nVWLRj4y1W4lMuQWSDPw0CYr32TEp/dvZOi1NOoT7oy+LpbAJjRO5CDGWW4OCm6TFtWtIjoDhaACLpjRS0aZWUKBX2vnN/i+cU5FWQkFuIf7klInEMX1YEDB5cGjpmig8sTQZBeIpLB5iLxy7FcNp4sAOCawSH0DfGwW90Wi9iwGu+klDed2OQeAaMOwq3zSO0Q8dPhnr3g7AHa9gcuL13Vh6k9/RkSaf1A7Mp+QY0GQSs4U1DFD4dzmD8wmBi/tgfu5/DQqJjS09/qNgBcnZQsGBHRbH+Fzsgj3x/FVa3glfl9USlkbD1VyOakAu4aG211xlkXtQJamEull9SgN1rQGyH/szsIeLgNCY0tz8Oh/6HiPebrl/P8nF7c0kKfzzEsyotrBoVQZ7Iwo3cAy3akUWs0E+Z1Xp/73QCZeyRPWc/W62pAJuNExELOZudyR4852N2Xxi1I+n07uYP6PK+pkX+zd0vNeHhKHE7KVK4dHAKGGsk4DDDnPVC1MyE6tRYKE6VXWTr4dFwT2yqq8qXPyIrEgQ4cOHDQlTRGp1zcfny0PY1dqSUcy66wyShrDaIoNrxPlaLpGHRbciGhXhqifbsusunJmQnM7hdErJXRU6vuGcnx7AomJ1in/S4IAspY28ZNvyUVcCy7gtvHRFrtQODqrMDV2bapaLSvS4uf7fHsCv71SyITe/g1JOk6/a0FfRn0WtRUgqMtVK1EKVXoTNK2xkTZz6l4zWn9uX566yb0VZXojh6ip6iAeVdDCxnDz6EdFogxvwZliCtmPwsIAmqNFrmyceE+LkiLKNYQ4Wfdc95NI8dVLkeUg6+bqv0TbETt4tpkC5KH7otX9bF7W+cjyAQ85sSgP12G69gQjAU1lK9ORRXpjvuU9n/nBRnl1OmM5J8t7XKjrCiKmMvrkLurHTqsDhw4aBOHUdbB5UlgP7hjK1jMEGKFdq0dWH0kh3e2pHDrqIiGAf74eD8SArPwc1W3u7pvC1uTC7nzs4OMDRZYtmAIMpfzBnNFyfDfiZJ0w4IfpQzEXUBOeS3XfZqLSpHPd3d6NnhmtIazSs6MrhD6LzgJJSnQ40ru+fIQZwqq+SOliDX3jWn/3A5SUl3HbSv2IwgCny4a0uDR+mtSAZsTzxnhQxkR7c0DXx+mUm+iSm/inRsGdKrdmb0DeTbme1wzNtG/7pgUvt9aRufA/sD/SBSjAKjSm9qsW62Q89o1/Rr+3zH2FIaM/fhq4gAPaadHKCywXks5t7yWv53uiyj2xbkoitttkXcrz4Kz2+sTX7USpho9UfKQVbtZtTBgNYmrYcMT0O96mPR0i0UGR3ixfFH9AsOpX+BkfZbvPtdAjyvarr/fDZC1D7NnNLtL3enrYsStq7zcE1dLXrmekXDPblBY5znlwIEDB13BbaMiiPVzIdJH221esmeP51NRXEN0/yBcPSWj1dWDQjiRW8FsGxZ+rSExq5rknBqi/Z3pFe7axEP2i70ZPPnjCbQqObuWTsK9izRJa3Zsx+nvj1A6ciSad95ut3ywhzPBHvZftCvLzkSuUICHL2+/lY2TUYHZnMYj07tOGqyyRMeZQzm4eWuIHdjoLbtiVzr7zpZyMKOMO8dGUZ4CRz+QPINdgiFqVueMYj1DXTAfLECbXoGlHcOo1scPfVUlLhYBRAuYjG2WV3g54XNrb0DKz7BeOxgDCnoj49wvyBYPboCCcgO1Bilyrc5kwdkGveOqUh11ehPega6tJvsJGzQMn6gYnNw8rK7XGl5al8Qvx/L45+xeTG7FocJleCAuw6X5RvmaVOrSKqhLq8B1bDCydqS/QmJ9EEUR70A3KopqcPPRdFlCo/I1qdTszkMzyB+va1qOuHLgwIEDcBhlHVzOBPXv8ib2ppWQX6lndr8gVu5KJ6Wwmk9+P9tglA310rD+AfsbB3elFBNqzuLt/KcQ3lbAnTulUGgAzvMSputWXo9kljdoQyXmVTIiyptbV+wnMbeSZbcMbjdc3i7UlsPHU8BYA9NfIbMkQtptsDTxVLGGvArpvQS6tz8x2Z9extHsCgAOZZYxKUEaGI6J82FQuCdatYJ+oe71+3xZfzyP0TEdkDoozwSZEtykwaVMJnDrgtvgiBOEvtC6QRak0P2ec3CrUPB2kY6ZvQOsb7euGvft9cbIfUEw41Xb+w64OysJ9dSQV1FLjwAb9f++uAaKkiBtO8xvI0mWV1SH+tYW23Zu5+viq7l9zzYGt2KUbUL4SAgf3fh3e7gFwY3f8NQPx/hq+T6bdJZtpihZmvSVZ0gevQ6jrAMHDi4igiAwNs63S9sQRZGfj+Xh56pmaLgneWmSNE9hZnmDUXZyT/9WjTqdIb9M0jJNLailsNLApL7eDWMR2XnbrvQUrt62DUtNDVW//YZoNCIaRYz70kAhRzUsCqEbjOFl2ZkkbvwZgPABV3Pz6f4AqPMrbB6fnSmoIsDdySoP2+KcCup0Rop0FUT1DURe76l8zeAQjmSVMTnBH0EQ0AaKuARDXTl4Jdj+ZSTnVxHs6dyg769Wyug/IYTaUxo0/dq+vuMnTMU4Ygyq4hJpvO5v/fhs55liPj9cBMDk3kFM7WXD2O48XJ0VyGWgkMtwVll/PdTVGjnxezqiCNH9g/AP92ixnCAIaL3s72mq/yOH28wCm/ZnWfX71QzwQ59SjjrSrV2DLIC7rxZ3Xy2Hfj2DvsZISJwPYVZ6kNuKqUAHgLGgpkvqd+DAwZ8Hh1HWgX2pLoSdb0DEKEi40qpTLBaRxLxKYvxcmntVZO6FI5/DkNsl79huJKtUx40f78VsEakzWbhrXDTvb0tl4Uj7hsG1xJKx0QQV70Jztg4MdZKX3thHpIO+cbBkuyRf0JkkZ+0wuacfi0ZGoFbKGBntQ0l1HTvPFAOwPbmwe4yyMoVkZDLWgFJDz0A3DmeV0zPQjbin1jOxhx8fLRjcbjWn8iuZ/e4fCMAv949uV/pgfLwv8wYGIxMERsWcp0Xr6tTMuPbejQMxmS0o5DbKaOQchE+mglwFd+9q1G9Vu8CwJdbVofUhXgvxF2i+VeqNfPp7OgPDPRgT28LkQe0ieXNm/AE959rW7/ObVyvY9NBY9EYzHhobw+OcPZpuu5Hny6aSZjFTrB7I99ac4OwJt/5iczt6o+SlUmsw23yu1Yy4T/qdBPQBTddouDlw4ODypy6zEt3hQlyGBaIMsC4Bl7FGpCYPPGKaG7VqDuRjyKnGfUo4sm7Osv7DoRz+/t1R5DKBrX8fT0icDxXFNQREdP24pF+kKwdTK6jRWyirNpJZoiO8PmnnDUPDCPPSEOzh3HXREYD37XdgqdGhHT4cQanEUliGWGsEjIiVtQjdkEVbppCmkIJMhtZTidIVTLUiQ8RScp44ifusKFxHta/7es67OMJbw29/H9+uNm9glBd6nRF3b02DQRZgeJQ3v/19fMP/KheB6Z/JwAKC3Daj7Mc703jhlyRi/VzY/PC4hv0KH2dcR7f/ngRBQOWsgdAWJK3KSiElBeLiwd292eFB4Z70C/VAFEUGd0KX1dNFyfSBvsgEAYUN718mE5DJZZhNFhTK7pWHM1fWscQsLSyPdbEu+lAV6krAw7ZHTFrq9ZXNNuTBsBXP+bHUHCps14jvwIEDBw6jrAP7suN12PcR7P8vPJEHivYNNc+uOclnezIYH+/LilsvMDKufUhKOlR0GhZv7KJOt4yzSo5GJae6zoS3VsWkBH9pxbowCXSlXWoA8XVVc+vC2+Gfj0kyBcVnmhYI6N1lbZ9DrZDz3OxeDf/7uTnx1BUJnMyt5OYRXW+YljrhAnf9DhXZEDaMr/qaya/Q897WFIxmka2niqzyyCipNmAwSQOv4moDMe0sijsp5bxxbX+rulhQqef7g9lM7elPrC0SFtWFYDFJr9oyoO2kWrbw3pYUPtqRhkou49hzU1sOIb3qQ2lbngUnVkH8FaC0XRW2md4xSLIioth2gqubvpOSdXXhwkJrzB4cxSc7zzJrRM8ubeeFub0ZH+/LiJYyEOcdhbM7pWSGnTFMqzQw5uGOn+/AgYO/BGWrzmAq0GHM1+F3Z1+rzvntXgtVGdD3LoH46xoNNOZqA2XfS+MSmbMC96kRXdHlVvFyUSEIoFHKcVbJ8U3wQzSLGPOqEbUqBEXXGZO8XVW4u8n4+kAm6WXVoI5qMMoCTRZyuwpVSDDBr/274X9ZgDvych3IZQhe1hncO4t7QBD9516HIJej8fBk5uciZgOUf1wKIuiTy6wyyuaWS1FMhVV1mCwW5LK2vTqdXdT0HB5mVR9Lk6DoqEjUlZKR1lpyy/UA5Ffqm+R3sAtbfoPiYsjLg9lzmh320qpYfe8oAIr0BrJr9IRoO6bYf6HeMYDFbEaQyVodNyvVCvpPjMZkMKN1t3umgDaRaVWo4zwx5lYTNqQL5NDOo/foCKrLa/EKbB7lVXuyBIvOiGawf6ekDRTezlbp3Dpw4MCBwyjrwL6Ej4D9H0PoMKsMsiAZtaStFBJG9gHY+ATEz4CYiZJRNmaS3bp4KLMMARgQdoFHRU0JbHpK8kQd/RA+Lmp+fXgcFbXGRr3Yo1/Dj3eCayDcf7jrE+vMehNOb4TRD9qtyrIaA49+fxQ3ZyWvzOvb4qCtNW4fY/9Q8nZxD5ZeSAbACB8t90+KRSYIjIv3tWrANCrGh3dvHIBMEBjekoGsnqS8Sj7cnsqsvkFWJwd78sfj/JpUyI+Hc/j1PI+KdomfAfM+lpJGBQ+0/jwr6BHoiiBAjJ8LqvY8eFdeCWVnJW/0K/7T+cari2DZeDBUw+2/gk9sy+XUrtL94iLw4OQ4Hpzc9fpeWrWi9QzRn10FuhIoPg2z29cEdODAgYPOoI5yx1SgQx3V3DuvJUSLiL5E+rtWCpIh/9RJCk8nEdp/CKpQVwx5NVbX1x4Wi8jW5ELi/F0J9WrqYWjIqqJqRzaagX44J3gzId6PTQ+Oxc1Zia+r5FlX9sMZdAcLcO7ljfeCrl1wGxzhxUb/AjzdFHbV0i+tNnIio4pATzWxQdYbVwW5DGWv9g2g9kbr3WiAVrnVJ3ibH4vuSBGuY6zrz98mxhLg5kSfEA/UitYNsrpjRegTS3CdFIbSt/2kqqIosuNRCyYd6Aph4APWG9cemRZHhI+GgWGe9jXIAnj7SEbZNhJ/AVQaTPySVYwITAj0JMKl8/ON8twsEjf9gsbDi75Xzkcmb/nzVjsrUXeRHnJbCHIB39u63ukEwEmrwknbfJ5qyKuh5LNEqT8qucPL1YEDB93CxUtb7+DPSa+r4IkcWGR9qO/L8/rwz9m9+Ojm+vCTfcsgay9seQGmvgBPl8C4x+zSvcOZZcz/YBfzPtjF0azypgcPfgpHv4Rfn5MypgP+bk5NE3hV5UlbXSmY9HbpU5sMWgg3fAl+CXarcnNiAb8mFfLDoRyOXPgZnM/x72HFLEjdYre2bcKoh9+ehz0fNjsU6qXh1av7MtOGydCsvkHtln99YzKrj+Sy9IfjFFfXcSy7vN16o+qzAEf5dMA7pe810GOm7ee1w1UDQtj3xGR+undU+xMKhVPTbWcpOQOV2aAvl7xB26M0DfSV9mn7csKj3nvCM+KidsOBAwd/DTznxBD0/EirPbcEmcD4N2UMfEig92LpOZJ1eD9VRQXkJh7F797+BD8/EqcY+0gGfLgjlcUrDzDnvT8aIlvOUbExndrjxZSvSW3YF+vvir9b43PLXL+wb64y2KU/bSGXCTxzZU/+c22/Bs1Re5CWr6OkysjJrOo2y53IqGLXqTJ0dV0ojdMGplI9ZatT0J8ua3bMKdYTr2virJbIcFLKWTAigv6hHm2WK/vuNLojRVT+momxSIeppLbN8oIg4Boi/e1mnWNtAxqVgltGRNA72D4LDk0YNx5uXgCjRrdZTCZILwC5nQSKK/PzEM1makqKMBnq2iwrWizoykoRLV0X3n8pItcoEJzkIBOQ25BYzYH9WLRoEcL/s3eeYW5UZxu+1bdoe+/dXq977703bHq1KQYMJtQACQESPkoICSGE0EPozYAxxeCGjXsv625v773vqpf5fsx61/JKWmmLsUH3denSrubMmZFGmjnznPd9XomkwyMnJweA4uJili1bRnR0NEqlkoSEBO6//35qa8VZxMrKShQKBR9//LHd/pcvX86gQe3ZIqtWrSIjIwOVSkVGRgarV6/usM7rr79OUlISXl5eDB8+nO3bt9ssr6ys5JZbbiE6OhofHx/mzJlDdnZ2h348iFxsx3jbtm0sXLiQ6OhoJBIJ33zzTYc+W1pa+N3vfkdsbCze3t7069ePN954o4c+EY8o66EnKN4Pr42BtX8Q/1d4406FgxC1ipvHJRIf0jrzPWwphGfA+PvF/52lQLvJuVGVHXYxZRr4hosFffwcVOsd+ztY+Arcskb0mbwEmdw3jKHxgUzpG8ZAZwPOzc9AwXbRkuJCk7Ve/D5t/yes+4Nr4l4PMKt/BCq5lFn9I5j37+1c9upOPt1b5HSdP83rx5aHp/DaDUM73EheEOryofxoh5fD/FSuRUHf+iMs/RZmPu24jaEFLM6rB7eRMA6G3Agqf9E31xlHv4RXhsKb48Hs/AbhV8etP8I9+zzWAx48eOg1zIW1GLZlYSlrAEDqRsEfEL1kUy6TIvcSB0zRA4bgHRhEZD8xmk3Sg1GEktbCpfZ69B4QKkatDXIctRZ8TV8CL0sh+Ib0HtunC01CmDdqLxmpUY4jQbUGC9nlWiobjBRWOxcmexqrVaCgSkfRlmI0u8up/fT0Bdu298BQJAopiggfKv91kIqXDnZaQGnqf6TM+1RK8iLhFxEXj5Y0UNpw3jGSSMC3c89ftULOovhwFsSFEufEvsBstCAIgkv7E91/MOXqeFY2RbEpp9Fp25ydWzj89WdkbfvJpb5/LcgCVEQ+PILIR0eiSnCzgO2vEEGwUlt/mrKKPdTWn0YQLszvaM6cOZSXl9s8kpKSyMvLY8SIEWRlZfHZZ5+Rk5PDm2++yaZNmxg7dix1dXVEREQwf/583nvvvQ796nQ6Pv/8c5YtWwbA7t27ufbaa1myZAlHjhxhyZIlXHPNNezdu7dtnZUrV/LAAw/w+OOPc/jwYSZOnMjcuXMpKipq/YwEFi9eTF5eHt9++y2HDx8mISGBGTNmoNFcGkXeBMGKVltMc/NptNriC3KcL6ZjrNFoGDx4MK+++qrD/X3wwQdZt24dH3/8MadOneLBBx/k3nvv5dtvv+2Rz0MiuHom70GampoICAigsbERf3/PCe+S5NCHkL0Bpv0Zy+YXkZ1aKb7+eKX7vpQ12aKA49eaLt5UDqfXQPqCtqr0PcmR4gYkEhgUG9jjff+q2PUfMWp52pMw6JoLt92yTHi71QZA7g3qcFi+9YKK4BqDmZHP/YTWaOGR2X25Z2qq0/YGs4XLX9tFbnUL7906knEprnvKWa0Cr2/JwWwVuHdaWqdFLmxoLIVXR4hF325cBWkz+MNXR9meXc0/rh7cJW+73bm1PL/2FPMGRnHX5BQo2AEfXSFaSCzfLvr8dsaXt4jF6RS+8HiZ43Zb/wE/PysWO3s4u3veqsX74bNrIaI/3LTa+WSOvhEOfiAWJIxxv0DEbwnP9fq3g+dYX/oIVisF+3ZhNhlJHjMR07YcMJqRBPqgGpviXl+CgKa2Gu+AIGQKMZXZWNKMqUyDz7DwHvdtFQSBrVnVpIariQ3qPD39t4ogCOzPbqRJZ2ZUWiD+PhfOiS67TMPxohakCAz+MRe/tKBet4o4H31OPTXvHAcgbMVgVPHOz1Xa+jqOrvkauULB4EXXoPB23QagTmPklU3ZDI0PdGxF5IAfjpZzz6eH8FPJ2froVPzlVk6uX4PVYiFj9gKUPu5nV72zPY9vM8v449x0xqeGUpJVQ9GpKkJj/OkzItalPoY9s5E6jZEZ/cJ55+aRDtsd//EbGstL8QuLYNBlV7m9r+fy3s58/rH+DMsmJPH7WX2dttXW11FXVEB4Wt8ufUa/JXr7ml1RdZCT2Z+iN7RHxHupgshIu4HI8N4bO99yyy00NDTYjVacO3cux48fJysrC+9zfssVFRWkpKSwdOlS3njjDb7//nsWLVpEXl4eiYmJbe0++ugjbr/9dsrKyggJCeHaa6+lqamJtWvXtrWZM2cOQUFBfPbZZwCMHj2aYcOG2URF9uvXj8WLF/P888+TlZVF3759OX78OP37i7VYLBYL4eHhvPDCC9x+++09/An1LC0t2VRX/4zF0p6hIZOpCQubilrtwIKum1xsx/hcJBIJq1evZvHixTavDxgwgGuvvZYnn3yy7bXhw4czb948nnnmma5/GK14ImU9uI8giAW4Tn0PO/5FycdH0VQpaZFNsBVkyzLFiEdn5PwEr44UHy1V4mtf3wE/PgyreuckdrCwnlc2ZZNb3XryqckGo7bL/T313QmmvbiFPXm1HZaVNugY/7fNTPnHz1Q3X2KRgOPuhQeOuSTICoLA8z+e4u6PD3b/fXoFgMJHrCi/ZLXo3dsDgmxVs55T5a6lyfuq5HyxfCwvXTOY5ZM699Gt15g4Wd6EwWzlUGHHdD5n7Mip4cUNWbz8UzabTlW6tS5mfXuEqaEJs8XKFweLKWvUs+aoEzHUCR/tKeBoSSP/2dSadlN+FCwG0WZAU+1SHyf7rKAhYQ7MftZ5w3H3wtx/wJJvuifIgngu0dZC/jbQVDlsZiwpxbr2Cdj4JHx4efe26cGDBw8XEU2V5ZSdOEJV1imqjp2i+WgjpkYzVqXtZLnudB3GkmanfRUe2MORb7/kxLrvALAaLVS/dZT6r7Np3lLc8ztvERh8ohGfn0qwGi0YzVayK5tdjgI8H5PFyo6T9Ww5Xofe2DHNv66ogN0fvMWpja7bbV0MSCQSRvUJZMbgUNcEWb0eNm6AnTvE8Xs38FKKt41KhYyYP43pMUFW22zAoHUtG8crNYiQmzMIvW1Ap4IsQEttNRajAYOmBV2T8+jQ83lrWy7v7yrggZWZNOldzBY6u12D2N5gtmKyWGmpqaa5uhJNXQ2N5V0bn/1ncw7HSht5b2cBAM312tZnFyOmLRb+PimSySkh3D3FebBB2qTpJI4aR5+ps7q0r+ey9lgFWqOFH46WO2wjWAWaigRO/bSWwgO7yd21tdvb9dB1KqoOcuj4azaCLIDeUM+h469RUdVJJlwvUFdXx/r161mxYoWNWAcQGRnJjTfeyMqVKxEEgXnz5hEZGcn7779v0+7dd99l8eLFhLR6Ou/evZtZs2y/47Nnz2bXrl0AGI1GDh482KHNrFmz2toYDOJ9mJdX+3VWJpOhVCrZsWNH9994L9LSkk1Fxfc2giyAxdJCRcX3tLRcWAuGX+IYu8qECRP47rvvKC0tRRAEfv75Z7Kyspg9e7b7b9QOHlHWg4jVIoourgzYJBIYdB34hIBchaminqLNoWh9prW3aSyB/82ET6+Bo1847qulGhDA2CymSH92AxTvEZepw7v1luxhNFt5es1JfjpVxf925MPu18VIw//NdLyLxhZ2le3CaOnoU2axCnywu4C8Gg2rD5V2WH6kWExdKqjVuiwIXhDcSUd3gdxqDW9ty2Pt8QpWHy7pXmfBSXDvQfGRMBbOq8TblRu0Rp2J2f/axtx/b3c6KDyXATEBXDEsFnlnhbKAyAAv/n7VIG6fkMTScYkAVDcb+HRvEVVNzr2H+0T4Ee6nIsRXST87VWCdEpICt66F6z6FAVcgl0l5cn4G09LDWTYhyb2+WrlpdAIZUf6sOBsdPOJWmPwHuPwt8dh0wkd7Cpn3WTXzK5djHnqL88YKLxh9pxixaja6f8NotUBzhfj3yGUw+HrRh9rfvv1I04YN5M6cSe3XrT7JnbwfndHCwcI6zJb2NB6zxcqhonr0pl/Gy8+DBw+/LSwmIwaNc4/Rs/gGh+IbGoaXfwBCphFDpYnGzBYkfu2Rp9ojVdS+f4KqN45gbnB8fTLpRMHHqNNS1aRn9ivbqbaI5z2pv2uFXN3BkNeIZl8F2oOV6E/XseKTg8z81zaeWXPK4TqaCoGaY/avG/UtJqqbjG3PHZYXF2I1m6krLsRquXjO5406U5eFaLvk5kBeLhw/JhaY6gZxod5MHxzCtEEhKLw6WmF0aXxWoyFzcy6HN+e4LMx69wvBq49rk/WhSanEDhlB4qhx+EdEAtCQI1CwzorV5Hx/xySFoJRJGRoXiK/SvYjka0bE8eZNw/jyrrFE+HvhHxlNRN8MwlL7Ehyf6FZfZ7lnagr9ovxZOlb0hU4aEEl0SjB9hrsYxbv5J2ac3sEHKRqGJzj//FRqP2IGDsXLzx+L0f3jajGbMBnE88sf5qYzb2Akf17oWMTPfFVg/c1W9JXiONjbP9Bp/0athpba8wIFtHVQesjtffVgiyBYOZn9qdM2J7M/69UU9zVr1qBWq9seV199NdnZ2QiCQL9+9uus9OvXj/r6eqqrq5HJZCxdupT333+/7byUn5/P1q1b29LaQYy+jIiwLewcERFBRYV4b1FTU4PFYnHaJj09nYSEBB577DHq6+sxGo387W9/o6KigvJy1+45fwkEwUp19c9O29TUbOm143yxHGNXeeWVV8jIyCA2NhalUsmcOXN4/fXXmTDBuT+4q1y4nBcPFzdf3wHHV8Hou2DuC523X/ya+PzuHBKnV6G3JOD7wAPty6VykLQO2PR2ZqY3PytG2s79O1z+NvhFgjoMzrRGLAy4EhZ3LPDUXZRyKVcNj2VHdg0LBkZBVoG4oKEIrFaQdhTg7v/5fvZV7GN23BX8ddJfbHw6ZVIJf5iTzrasam5uFePOZUa/CG4dFIy0vo5xiYHu77DVCjteAgSY8Hu7++c2Z9PRA+Ng+TZQdj89KD7Yh6l9wyis0zItvQfEdAei2iNfHuHrw6U8u3gA149yvXKD0WxF01oQo07TvUjeghoNV7+1G7VKztd3jyOotXrrNSPibNo9uDKTHTk1fJsZzMrlYx32FxngxZ7HpiOAe9YFZ4kfbfPvbROSuO08QbZRa8JstRKi7rxowbjUUH68f2L7CwpvmPonvjtSxvpPDnHf9DT6Rvo5XP9spHS91ojZKuCkmHI7hbvE72RICty+yXULlE+vESNkZz4telBf7vycYSouBkGg5rCMoP/bjDzOeZTPnR8dYHt2DdeNjONvV4qG8X9afYwvDpQwPT2c/93iOPWvy5RlwrrHIG0GTPx9z/fvwYOHSwaL2czhrz/H0NJM+vS5hCQ6z9yQq1QMWXQNgtlK6ZM7AfDqbytgSeRSrFILerUGi8WEnPbzrWCyUPvpaaxaM/HXjEYdGk5AdCw7SxrJrtGwBHhj4UAmjOp5ayllrBpFrBrMAqrEAIo2iaJwUZ39TCZji8DG262YNDDsER3Jc31t6gaE+CmJC/XCYhWItFOwJ3bwMPTNjfgGhzqsQu8UTS1sfxFiR8KAK9xf3w6vbs7mxQ1ZXDE0hpeuHdIjfRIbB0FB4OMrPncTf++Ot45mncCme6zoqmHKv6QEpro+ljG3RjFbLQKWbvry1+TnkLX1J4LjEkmfPgcAqUxGwvD2cZLFIPDzfVbMOtBWQsbNjvd1ano4J56ejcKFyfnzkUgkzBnQ/juRymSkTpjaoV1Fox5/bzk+Loi+d05K4c5J7TYkXr5KEvpHsOuLj2mpr2fK0ttR+Tix/tBqbZ9d4PRnVo69LZC8UMLwh1z7HEx6PYdXf4bZYGDA3EUMT4hieILzdPeWUlFU0R6bzfgXNHgHBDpsazYaOLz6c8x6PX2mzCQspY94v/TfqWKh5tl/hbH3uPoWXSfzUzj4Pkx6VByj/Uqpa8jqECF7PnpDHXUNWYQE9Y6H99SpU23sAnx9fds8XB1xVpg7ex1YtmwZL7zwAps3b2b69Om8++67xMbGMmOG7bGTnFdkRhCEDq85a6NQKFi1ahXLli0jODgYmUzGjBkzmDt3rhvv+MKj05V2iJA9H7O5GZ2uFB+fOKftusLFdow745VXXmHPnj189913JCQksG3bNlasWEFUVFSH7XUFjyjrQaQmy/bZVWY8hdz3VdTDboZzB7V+kTB6Oex8WRRgh94kijtn2flvsBjh8Edw5Tvtr897EYr2wIynQN7zkRgAL149uP2fuCfF6ufxYxwKnnqzHlNzBqs2juBI5nZ+uG+ijTB71+QU0XvTDgrBwvX/fhBLYyP11nsIu/d3Lu/noaJ67v1wF0O0jbyqeAVJ5CDo43qIfFWzng0nKpmZEWFToZiyw2I6em2OmO7dA6KsUi7lvVtHdbufzth8ugqLVWDLmSq3RNkwPxWfLx9DUa2WywY7KOLmIpnFDVQ3G6huNpBd1cKopGC77YJbxdqzz1mVzbz+cw5zB0Yxu3+kTVtpDxZLOZfKJj1FdRpue/8ARrOVr1eMo39016oJP776GM16MwICr9/oeHB9z9QUogO86B8dgJfCxRvdoj1g1kHlcdEiIdDFi3/FMfHZTqEzewQvWYJE5YUqJRl5cud+WA2tUTt1mvYoq7N/12o6Rl71CPv/C0W7oGg3jH+wZyZiPHjwcEliNZnaomR1jQ0uryeRSwlcnIoht4GA2Yk2y7z7h9I4qp6m2jLMBwQyZi9oW2YsbUF/qg4Ac14LUSMHAjBZbeWW1onn0WNc8650F6mPgojfDW37/42bhrPpVCWLh9qPAhQsYDWD/7BdVJQfRdiZYSN6yaQSRqQ6vt4ZdVoaSotpKC0mKC6RgCjXxwblJ49SvHcLMbVHiNn7JqTNcs1v/ey2S1swlbXgM9TWm/dgq/3RATdtkJwSEADXXNdz/dlBUwFN+eLfNccEt0TZkGh/+oyMRaGQ4ePfvWr39SVFCBYLdUX5Dm+6JVJQqMUhh7L161FbkEttQR6xQ4bjE2g7puuKIOsK2oZ6tuY3seKL48QF+bDhwUmuj5nOoSo/lz1fi3U9IlNSGTxznuPGM2ZCQQEkup5JVXVIsHl2BZNOi6lV+NU11OMf0fkkzoiHpRT+JBAzUYFPoPPJA8FixWISx2cmfWu0v2AFbevvRtO9iHCHbHleDOLZ+fKvWpQ1GBp6tF1X8PX1JTXV1mJDqVQikUg4efJkB79PgNOnTxMUFERoqFhPIy0tjYkTJ/Lee+8xdepUPvjgA2699Vak54yrIyMjO0RMVlVVtUVWhoaGIpPJnLYB0Vs0MzOTxsZGjEYjYWFhjB49mhEjRnTrc+hNLBbXipC52s5dLpZj7Ao6nY4//elPrF69mvnz5wMwaNAgMjMzefHFFz2irIce5Mp34dS3oi2BPSpPiELqgCtthcH4MeLDHr6tVXIlUjrU0532BJz+AUYtt3191B3io6eoOg2HPoBB10L0kI7LVX4wdoXTLv497d/8Zc1efiiBvBoNGoMZpauCsVSKRCUOMqXe7hVAW3+8gtIWKGUMz3p/Q1CYe7ORD67MZGdOLd8fKbON1Bxxmxi9HJIKga4LmxcD/7h6ED8eq3AogjtjWHwQw+K7HyUyZ0Akt5cm4auSMzLRcX8vXj2Ym8clMiBGTMX654YzrD9Rydas6g6ibE/w0Z5C1h4r59E56QyJC6S4Tsvsl7dhMFuxWMXBdHGdrsui7GWDo/nuSJlN5Ic9VHIZ17khmAMw8nZxgiCsr+uCLMC1n4gFB0cu67wtIFEqCb7pRpe7f3vpcLaeqWbOgPbj9ferBrPueAVT0x1XAXcJc+ukVFi6aN9wliE3QskBSJ3hEWQ9ePiNo/D2JmPWArT1dUT1G2C3TU1+DnVFBcQNHWGT8qseHYV6tP3ztcxHAbXAeROCylg/fIaGY9Wa8MoIaX9dLuWpy/p3+/2cy8aTlRwoqOOuySltGSfnkhKmJiXMsdCpCpAw7TUpOXtrMOigpcY1z/OzSKUy0Y4LkLqU0tFOZfZpTFYZVerhxASaRB98FxG9eY8gGK1YGg34z0hoW/aXhf1JDitk3sCej0TuTQKSJAy6S4K2ChLnuD/JHBrdM0WK4oaMAEEgMDbeYRSUVCFh5n+laCsgqK/YJnv7ZixGI1arlfRpPeMPeBarILCnuhGd2cr4iEC8ZFKqc7PJ2rIBL5kKJRGUNejQGS1dEmWDomOITO2Dpr6e2IyBzhv7qqG//fOII4bcIyV7tUD8dNePq09QMH2mzMSo1RCW5ryw11m8wySkX+/aNhTe3gycfzn6pkZCk1sLEcnkcNtaMfBk4NUu76tdmsrhxNfQd56tzdXou+HA/8T7qF8xKlVgj7brKUJCQpg5cyavv/46Dz74YIciUJ988glLly61+e0vW7aMu+++m0WLFlFSUsKtt95q0+fYsWPZuHEjDz74YNtrGzZsYNy4cYAoEg4fPpyNGzdy+eXtdSg2btzIokWLOuxjQIB4j5Wdnc2BAwd6pABUbyGTuRaU5Wq7nuCXOMauYDKZMJlMNmIviN7BVmvP2DtIhB41LnINT4XfS5BPr4WsdeAXBb8/7do6ggC5m0XxLyjBdtnm58SIsJlPw7ClHdc9tUaMto3t5gzTu3PFqLOIgXB31822Wwxm3tmeR0aUP7PcFNTM1dUY8vPxGTnSrVD54jotT685yZBYf+6ZnAQyRduyg4X1rDteztKxicQF278ZuO+zw3x3pIz5A6N47cZhHZZrjWa+yyxjZFKw0xuf3yJ6k4W3t+WREOLjdsVdR3x5oJjHvznOlcNieP6KQW6vbzRbbSK0zyfjz+vQGi1tx/t4aSML/iN+55dNSCI5zJcbRjm+UXFI0R6aZcG8fNhM/2h/rhjWO1FSv2pMOtHHWX2OkLvz37DxzyBTwu/PgI/9iGuXqDwB7y8Qz8/L1ouTTT2E53r928FzrC9Ndn/wFlazmbCUPvSZ4tgf/1zMRiNNFaX4R8YgV7YLolazwI7HrDQVwfhnpQSl2V4vNAYz609UMCopmNgg14XI89GbLAz4y3rMVoHbJyTxxIKuF4zSNtRTlX2asJQ++AaHdL7CuevW1yIIAr7BoW6tV19SRNmJI0T1SSc4MbVN3AX4sqKOQp2Re+LD8bYTZSlYrFT8/QCWRgOBi1NRj+kowBbqDGyvb+Gy8ED83RSMf+0U12n5eG8hcwdEMSQusEf6zN6+mZrcLFImTCU81TUR8SyCICAIVlHkt0O13siaYjFyc2xYAOmBvpQeO0zBvl1IpFJOJU4hNSaUyX3cm+i1WgUaazSU6s18fqiYK4fFMrQHAg9+a5gNepBIbc6DfHylaI0VPRTu3NKt/iuzTpG7cwthKX1ImzS9ezt7Hr11zRYEKz/vesSphYGXKpip4/6ORNLzwQO33HILDQ0NfPPNNx2WZWdnM27cOPr168ezzz5LUlISJ06c4JFHHsFgMLBnzx6Cg9vH01qtlqioKGQyWZu4ei67du1i0qRJPPfccyxatIhvv/2WJ554gh07djB6tGh7snLlSpYsWcKbb77J2LFjefvtt/nvf//LiRMnSEgQ9Y0vv/ySsLAw4uPjOXbsGPfffz/Dhw9n1apVPf759BSCYKWg4B2nFgZyuR8JCct6/DhfbMe4paWFnJwcAIYOHcpLL73E1KlTCQ4OJj5eDDSaMmUKNTU1vPrqqyQkJLB161buvvtuXnrpJe6+++5ufyaeSFkPrtFnjiiwps93fR2JBFIdXICOfg66ejj2pSjKVp8BlT/4R8GRlbD6TtGX9r7D3YvmjB8tirLn+W66i1ol54EZfbq0rjwsDHmY64Mtq1VAZ7IQF+zDf5faF6Xv++wwpQ068mu0vHOz/TYvXj2YaelhjE22f7Px/I+n+WhPIeF+KvY9fmml4RwraWR/QR3XjIyjoEbDPzecYe6AKK4ZaT/KsqxBR7Cv0uUohE/2FvHSRtHKY1h8kEPh2x2uHhHHtPRw7v74EEv+t5c3bhqOWuXaKfjhL4/w1cES/rwgo4Nf7FmWjk3kh2NlXNla8GFATAD/u3kELQazY2F571ui/9bUP9kX8o59BauWoZJ68432Jd6VBDC5T5hL3rQeWjHp4PWxYsrbdZ9CX9HnjoBWcds3DOTuRdEDsP5xKNwJC16G0gOgqxMf9QUQ2Um0jAcPHn41hCQkU1uQS1BcosvryJVKguM7Xkt01VB5QPy7Yq9AYCoYi1pQRPkgVcp46rsTfHmwhOQwXzb/fkqX91kllzIwNoAjxQ0MiQ/scj8APoFBJI507NvudN0g90Rcg1n0Pw2KjScotuPYtEBn4N5ToidegFzGHXEdx34SmZTg3w0mJ6eO8IH20ydvOppHttbAnoYWXs1IsNvmoqXqBJgNED2MomodJbV6+sWqCVIrOjQVrAKWBgOyIJXLE8b/9/0JfjpVxY/Hytn+6LTOV3CBtInTaOoTz227PmV8bT8eG+1apKXFZOLId19iaGlmwNxF+IV3DNoIUiqI8VGhs1iI8RXHTlH9ByFTKPEJDGJcZEfbDLNF4FRJC14KKWnR9qPU8o+WU1nYQLnRzMcHizlQUM+6Bya58a49tNRUc2zN10jlcoZcfi0q39YAlYA422c3MBuNZP28AQGBvlNnUV9ciGC1UleU34N73rtIJFIy0m7g0PHXHLbJSLu+VwTZzkhLS+PAgQM89dRTXHvttdTW1hIZGcnixYv5y1/+YiPWAfj4+HDdddfx9ttvc9ttHSOcx40bx+eff84TTzzBk08+SUpKCitXrmwT64C27Tz99NOUl5czYMAAfvzxxzZBFqC8vJyHHnqIyspKoqKiWLp0KU8++WTvfRA9gEQiJSxsKhUV3ztsExo65YIf51/iGB84cICpU9vtjx566CEAbr75Zt5//30APv/8cx577DFuvPFG6urqSEhI4LnnnuOuu+7qkfftEWU9uMaIW8VHTzH7ecj8BMY/AEc+h9XLAQncsbldHJJ7iVFk3cEnBJImw8hWS4QNT4pC8Ny/Q8Zl3eu7F7BaBa58cxdHSxp59fqhzHWQwjY0PpDSBh3DEgId9vXN4VIeXXWUqAAvtjwyBdV50Rbne55eKgiCwA3v7KFZb6aoTkt1i4Gfz1SzL78O/Hfz2enPWD54OXMSRfHrywPFPPLVUfpG+LH2/oku+bdmRPkjl0rwUcpo1rtWDdgVduTUsK9A9Os7VFjPJBcjI3Zki1EWO3NqHIqyf5ybzh/n2lpcTO/nxC+nJgfWPir+HRBrvyiCRfRNlWPBSwYDIgPw9+54Y3WxYzBbeGbNSSRIeHJBhtOI465itQr2v1uGZmgoFP3Oqk62i7L6Rhh8vSiIK90U/Y0a2P2q+HfmJzD9L1CdJWYXeARZDx5+U4jRsa5FyHaGb5SE/rdKaCqEpHkSyv6Xj5BTitbiT9rfBqH2Em8b/FycUHSEYLXywgA9pr5y0vuFIpgs1HxwEkujgdCb+yMP9e68kwtMcZ2Wy14Vs0+++90Eu5O1oQo5CV5KKowmBvg5fg9/+OEk32SWMf9UFK/d0DGTKUQhJxsDIYpL7DatqQSOfiz+LffiWFEoRrOAhBYU3wfQkCsw6jEp/gnitbL+yyy0h6vwHRtF0KJUJx23Mzg2kLqKFmYlBWMxW5H10PX8m5w95DSUk9NQziMjr0DuIPL1XIxaDboGMZqwuarSrigrl0qYFWMr/kulMiLTHduBFNfoyCkXPVnDA5QE+HYcd1lbban8W3+L41Lci/a+WDDX6Wlcm48q0R/1+J7JTDsfR+MzfVMDVosZq8WMUatB5atGMFlplN2HbMRN+M0dbKc35zRVlFJfUghAY1kp8cNHI1MoCE5w3cf3YiAyfDjDBtzDyexPbSJmvVTBZKRdT2R453UZuspZEcwRCQkJvPfeey7399Zbb/HWW285XH7VVVdx1VVXOe1jxYoVrFjh2O7wvvvu47777nN5ny4W1Oo0IiMXUl39s03ErFzuR2joFNTqtF7Z7sV2jKdMmUJn5gGRkZFu7ZO7XGJXew8XjMJd4B8tFsHa+YpYrGv8/TDt8Z7pv98C8QFw8tvWFwWxYM+IW+DOreAdJIoMXcVigg1PiH/vfRMWviz6y+ob4dgXF6UoazBbOVrSiMUqcKio3qEo+5/rh/Lc4oEE+DgWyKqaRfP7eq0Rk0Xg/HuoB2akMTU9nJpmPW9vy2XJmES8lT2UJqetg41PQmgfWkbcQ73G2CPRpiBWUIwJ9OZ0RTOxQd6MSwlhf34dCwZF8+HJRylsKuTTU5+2ibI5VeJFJre6hZc2nuF309I6jZgdmxJCaria0xXNPL3mJJ/f6TwK50hxA49+dZRRScE8s9ixX9fU9HBm949AJZc5LBBmj39eM5gfjpWzzIEg2xm1LQb+tyOfcSmhTEhrHbj7R0N4fzGCM86BL/SQG8AnFKl/FJtDM1DKpO7bH3SR46WN3PHhAVLC1Lx368huFdvYeqaaj/eI0UuT+oQxM8N1c3dX2JVbw23v7yc90p8v7xpru6/qcNH7tvo0jGlNb2kohjWt3kahfWDiQ+5tUOkrno8LdsLQJWKBmXl/75k348GDh4sWq9lMY0UZfuERyJUqTm78gcbyUtKnziYormciKjOWtp+/9OVGVIDUZMSsgyfmZzC7fyQZ3fQAbSwvpTpbtMKqT0rGXxWFIadB3GZ2PeqLUJTNrW6hvrX4Y05Vi90xjVouY8fofhisVtRObAeqmg0AVDcZ7C7/ZFAyZzR6zpyp4etDJT1qG1TfYiK7XEN8qDfBKjMSqRSFVw993gpfMZjCagGVHwnh3hRV64lQenHwR/GGt2iTwIDbxHGEqUoUHvNP17IhWsm1IzvPjLtrQhLDNSYQoCy3lri+zie3P91bxDs78rhnSipXDnf8Od6QPpn8xiomxPRzSZAF8A4IJHnsJPTNTUT07efSOudzrKSRNcfKuGFUPAkhYlRskFqBQiZBpZDio7K/L8mDogiKUOMf4svpuX275EfbVczFdZjPVCCLD0bRp3s1Elp2lKI7VoPuWA0+IyKROni/XeW1n3N4ccMZ7piYzJ/m2R6jkKRUknRa5EoVfmHiuFB7pJqWbaUAqAbrUca5F4jgHxlDUHwiCAIB0bHIlcoety24UESGDycibCh1DVkYDA2oVIEEB/b5RSJkPfQeanUavr4p6HSlWCwaZDJfvL1jPMf5AuMRZX/rlB0WI7mSzkl5OfwJfLsCVAHwwFE4vQYsBjj1nXNRVhDgx4ehJhsWveq67cDMp6GxWBQahi0RX7NXlMtdZAoYfgum7M0I/S5HCWKE7onVMMG+CCIIAn9be5ryRj1PL+pPoM+FjSL1Vsp47YZhHCqq524nxawkEolTQRbgzkkphPmp6BvpbzdNXiKRkBzmy9Vv7sJkEdAYLDw4s2sWDR04+B4c/hi9oGD21n6UNZt47YZhTotXZFc24++tIMK/81Tur1eMo6xBR2q4GFU9JiWEW9/bT13zXaSlfM2t/Ze0tf3dtFSsgsB/t+fz6s+5hKhV3Dq+c3FzUGwApyuaGeCgMFZxnZZajZEhcYGsPlzKmcpmzlQ288e56fiq5LDxL3DgXZj1LAy/GQB/LwVvLXHfJ3l8aijjU7seBfHSxiw+2VvE/3bkc+rpOWLEgNIHVuwSb56c3YD0mQWA24YF390LJ78TzwX9Frq9z1vOVFHeqBcfDXriQ1wT9VsMZsoadPSJaLdjGBofRFq4GomEHvOgO5c9eXXoTVYyixto0JoI8zvv00qfJz7O4hsmRrTW5kJ8q+B/4hvI2wKTHoEAF6JFZj7dU7vvwYOHi5C64gK81P74BLVP4OXs3EJ1zhn8o2LImLWA+qICAOpLCp2KspYWI/VfZiH1VRB0ZRoSFye5ou9IoeA9P3zHBqJQi0LamGT3Uv7t4RcWgV94JBaTEf+oGBQqb9QTYrA0GfAZbF9kMzQKHP63gE8kDLxDcsEmCM8yuU8Yf5ybjiDg1P9TIZWg6ETUe/naIaw/UcHMDPuClq9cRkN5C499fRyAmEBvRvfA5w5woriF6kYjjZWV+GZvRioTU7e9/OwL7YIgUK8x4+8tRy7r5DP3DoJxD4NgAa9ABgRAoo+O05u/Iu66UHQnZ5I4u/27F3xtX/atzeHhUyWUr6phSFwQfSOde6LL5FK8fZXoNEZ8HYwXWxp0yBUyvHyVvL8rn7xqDR/uLuDK4bFYLRZOrP8eXWM9GTMXoA4Vj2W/kDg+nufmBCkQ1VlxrU64//PD5NVoOF3ezAe3jQIg0FfB/BFhTr/jMrmU0Bj3C7eajUZOrP0Wk0FP/zmX4e3vfh/W8gYwWbCWNYAbomxlkx6zVSAmsH0SwKt/CNqj1aiSApAoe14E2nKmCkEQn88XZSUSCdH9baNhlXFqJN5ypD5y5CFeCILAmVINFqtAv1h1p9l2cqWSjJluWP1d5EgkUkKC3Cs07eHSQyKR4uPjvl2Hh57DI8r+lqnJgf9OFwdPN3zZJr5gaZ25t5rElNtZz4qRpsNudt5fXR7sf0f8++gXMOlh1/ZDJodrP+rae+iEl7zu4ZWqWYzepGRlKjD0RvHhgFPlzby1LQ+AYfGB3HJWvPv+fijcDYvfgFj7KRs6o4W//niKQB8FD83s0+UbhjkDIm2qvdvjne155Fa38Ic56Q6FY6Vc2mnUgZdcRkygN4V1WpLDerC6YvJU2P0auqBBVOabEQQoqNW0LW7Wm6ho1JPWKpxtOlXJ7R8eQK2Ss+XhKZ16lvoo5W2CLMDxkkYOFtYDEh6d+QxT49tFLT8vBffP6MP6E5VUNOnJiHItwueFKwfx8Ky+hNsZ9Ne2GJj77+20GMy8esNQbhgdz6nyJkYnBYuCLIh+rIYmcRJgePtvp7hOy5tbc5neL5xp6V2M2Nz5b7H/Wc9A8pROmw+ODeTTfUUMjAnoOKB0MSLEbY6sFM8lJ7/rkih73ah4sipbSA1XuyzIAlz+2k6yq1p4Yn4/bp+YDECYn4qND00mv0bDwcI6ZmZEInPBxsJVbh2XSL3GSEa0f0dB1h4KL7hrB1jM4vnPaoFVy8BqFpcvfLnH9s2DBw+XHhWnT5C7cwtSuZwR196Mwku8DlktoqepYDYjk8tJnTCVxooyYgYOddqf7kQt+jNiCqrvmChU8a5dB70jFfR7rOdTiuUq0UNUW19HxekTxA8dSeCCZKfrFK4XKP5ZjLZMmCkhIAlMBj2nf1oLQPqMuShU9kU6XWMDRYf3ERyXSFhK1yafJRIJdzmZLAewGi00rs1H5qvAb7rjwprh/l4sGZvotK/oQG+8FFLkUimRAV3wHXfUb5CKumYjISozOqsVi9WISa9rE2UNGjG76Ky/5vGiFnLKtYT4KZjU34UMn/P86WsL8jA0N4G8ifHPG1D6tI81FeE++EyNoz6nlGgfFRH+nV8/pTIpg6ckYzFbUdgJOKivbObUnmKkMglDp6fyu2lpvL8zn+Wtx86gaaapXIyEbCgtbhNlQbSK+vF4ObdPSCK5CwVwrVYL2ds2YdRo6DNlZrtHqRMGxwWSV6Nh8HkTxr016aCtr6WlpgoQU+27IsrK0yIwy2qQxbpeWKywVsOcl7djtlpZdfc4BsUGAuCVEkj0E2NoqiijqaKcgKiOHrvd4S8L+/PBrgKuHuGa4KSI8CX6yTEgEY9BdaORUyXi/UuAr4LYkJ77LXrw4MHDWTyi7G8ZiQQkUlGUPVeYGX6rWMU7MEGsCO4zCuJGdd5fUCIMvAZqsiBjcW/ttVsU14mpUSX1OpfaJ4f5MjY5hIomfbvfp6EZDr4v/n3sC4ei7JqjZXy0R/QRmtI3jOEJ3aim7oTiOi3P/nAKgLhgH1ZMcc2Hyx5KuZQf759IvdZkM3PdbWKGwaN5BAEf5NSQVdnMDaNFgdhiFVjwnx0U1mp5dvEAbhqTQK3GiCCA1mhBZ7K4vbmRScHcODoerdFiNzVdrZLz00OTMVqsLhfXkkgkdgXZs+/BaLYC4j73ifBj5fLzLA7m/V30S57wgM3L/9xwhm8yy/jmcCknnp7j0r50YNs/wdAI+/7rkih7zcg4ZmZEXFg/2IUvw5kfYeLv3Vtv/eNw7CtCTVpemf9PGHSNy6tarQIVjaJtR3nr81mMZiuXv76TBq2Jh2b24b7pPeeTFOSrdGpb4RBZ63dRKhMnMvJ+huTJPbZfHjx4uDSRSMWIMYlEAudoM6kTphKSmExAlCiURvTNIKJvRqf9eacHo03wR+qrQBnlvtjUG+ibmwBEwc4FIkdLyP1OjJRVt+rEopBT1vZ3SIJ9Ybc48wA1udnUFeR1WZR1Bd2RajS7ywHw6huMMs551Kcz0iP92fGHacgkEoJ60Ps/OdKH5EgfBCGcqgAJMrmiPXW7vo4j336BAAy+7Gp8g0MwmMSxztlnd4lM74+2oQ7fkDAbQfYsQ+ODOPDETDFd34nlw7lIZVKkDqK9LWZRuLdaBQSrwGWDo7lscLvQ5+0fSPzw0egaGzpYDjz0RSZVzQaqmgwOi+g6Q1tXR01uNgB1hXlEZQzqdJ2XrhnME/P7XbACqn7hkcQMHIrJoCc0yfX7hya9id+vPMDE8DXE+BsYNfhB/NSu25jUa01t4/vqZlvbjuaqCo79sBqAgQuuwD/CcVaduwyICeAfV7vnDSs5Z9Lez1uGt1KKxSoQ6OuRTTx48NA7eM4uv3bytkLJPhi1HLzOu3iGpMDybWLRmLiR7a9LJNB3rvvbksrgyv92b3/tYdJB6UGIGSFGmJ1l33+hLBNm/EX0bbTDnxdkkBHl73JBJS+FjM/uPM9fU+UHUx4TfXZHLHO47ojEYCL9vQj0UdhEcfY04f4qhsUHklPVwtgeSGfzUcrxUfbeqeD81HuTxdo2ICtvFMXyq4fHopJLifT3IjaoY1Tk9uxqYgK9HUYuKGRSnrvceQqZUi7tsQJP4f5ebRYKDv1J0+eLj/MYlxrKd0fK2r1d7WCyWPniQDFJIb6Ms2dbMOn3cHwVjLrD5X3uyZu6Nna9CvoGmPQoyM/rf8gN4sMdtHXtBawAjn/tligrlUr47M4xHCys5+oRtt5xEgltXq+q7n4P9E2i3YpURnGdlvUnKlg4ONol6w2H3PRV51YSHjx4+NVQceYkCILdgj8RffqhUvuhUvvZRH/KlUrCkt2fUJIFqAi/2/2iNZ1h1GowtDTbFDgSzFYa1+YjUcjwn5VgI3CcS8bsBTSUlhDex7XUWP8ECXM/tj0/BkbHEdr6eQTGOI6EC45PpLYg16Fo21MoE/yRqhVIfRXIw7o/0R3ai0KdRCIhoo+toG/S69uisU16LRDC4EQ/QvwUhAV0HENoLVa21TUzOtCXIAdFyVRqP/rNmGd32VlcnSx3hdAYf6SyOBRK0b7AHnFD7AuuE9JC+fpQKRNSHY+ttWYLec064ny9CDhv7OwTHExoShpGrZZgF79rEomkxwVZs8lCyZlqvP28iDivILBEIiFx1Di3+9yRXcOJ4nwujyvHYICa+hP4qV2Poh8SF8jbS4ajM1k6FKGVSGXiII32CamuYjYYkKvEz7OmyUizzkxCmLdLRX7t4aWUMXuoOA6/0JYpHjx4+O0gETorNdYLNDU1ERAQQGNjI/7+3SsW4MEJJh38LUFMIR53n5jqfCGpyRaLCSm7mRa/8iY49T1kLIJrPhRf09TAP1rTyCb+Hqb/uXvb8HBBOVLcwNGSBq4eEddpcYIv9hfz6Kqj+Cpl7PzjtC75/J6uaGJPbi1XDo/Fz8u1aFGTxcrf14mFSP4wJx15Jx58LQYzT39/ghC1ikdn93U6eDOarU4F4v/tyOeZNSeRSyXs+uO0tojdE2WN/G3taWZlRHSa+tjrlByAd1qLF1z+Fgy+rmf6/fERyFovelLPerZn/KVbqWjUk1fdwtiUEPvHpzYXSvaLkf4KBwLr8VWw6naIGQ7LNnLZazs5WtLIpD5hfHibnYwCQRB9uQPjIarnRZHexnO9/u3gOdYXjoayYk6s/Q4Qxcmg2J4p0uUKgsWKuUaHPMzHoWDqClazmQNffIRJpyV53GSi+onZAtoj1dR9Jl47Q28fgFeq6ynOHn55avJzAcGlKMp7ThayqrKeUQG+fDesa9kndUUFmA0GwlJdt/0yaFooPLAH/4gou5Ma55NV2cy/NmYxq38Elw91XjSts/HZT2W1FGsMBCnlLE5oDwipyj5Ddc4Z4oaN7NFIz65QklVD0SnRomD4rDRUPZAl1ag18bvPDjE4aD9T0pQMSr8BpaLnou41dTUIgoA6xH4QTXWmgEkL0eMcf0dyd26l4vRxYgYNI2rIaNYeqkYQoH+8mj7Rdu5FjUYoKICYGPDtQQu3C4Tnmu3Bw68HT6TsrxmZCkJSoeoEhHee3taj7H0b1j4CYelwz17xteyfYPuLoj3C4Gtd70vfZPsMYjGBpElipGzKtB7b7V+SQ0X1rNxXzI1j4tu8lnqTT099yt7yvTw04iES/C/cDSGIHlrn+2d1hquzR6UNOn7/RSbxwT48f8UgZFIJN72zl5oWI1lVLfy1k4jas2w5U81/t+cDMDophBmOImJb+S6zjC8OlAAwu3+k04JSzgb8Xx4o5n/b85AAwb5KfM6JIHl7Wx7bs2vYm1/XuSh7Zp3oC+3Mz1XfKHq+Jk+BQDcN3oOSICBO/F32pNg47x/ioxeIDPAi0lgIWgn42omEeW8utFRCzia44u22yA0bSg6IXttlh8FsICbQm6MljY7tPw6+D2seALkXPHAc1K5F7Xvw4OHXi0rth0yhQABUbqQA9wS1n55Gf6IW37FRBC0ShbemLcUYsuoJWJCMMto1oUUQBCxmEwAWY3s6sjLOD1mAColCiiLy0hM67FGZdYqWmirih41C4dWDVk/2sJhg3R/BYoS5fwdFL2/vPEKTnPvmdof6kiKKDu4lPK0vURmD0NTVcmrjD4BoSRDqYhR46bHDVOeIImhYShoyhfPJ+lc2ZbP2eAXbsqo7FWWdjc+e/OY4Vl8ZqYkBqM8LKCjYvwuTTotEKiFjtuNxl9FsZfXhEtIj/Z2Og3OrWzhUWM/CwdGdBi+cj1+wGBnqpVaiUPZM9k2Aj4KPlo0GRvdIf+fjExiMpq4Wq8WCVGa7z435AlsesoIAaX8wMmSO/d9EU5VoHdJcVUGsVIJKIUVvtOLj6DPYthVycyA0DK68qkffjwcPHjy4g0eU/TUjlcIdm0FXD/6dzNrW5UH+Nuh/OXi5b/regQbRW5XGkvaU3B0vQdFuaC4XBdXmMjHazB7HvhKjY6f8Ea56F7I3QNqsc96bDG7+vvv7eRHxxOrjnCxv4kxlM9/cM75Xt2W0GHl+3/MAhHqH8uTYJ3t1e93hmpFxyKQSJOBSlOwPR8vYk1fHnrw67piYTFqEH9GB3tS0GIk+r1iGxSqw7IP9HC9t4q0lwxme0B7RMyg2gPhgHyQS8e/OGJsSQkygN6FqJanhrt3UNmpNvL4lh0GxgcwfJP5G/7cjn7JGPWkRar5aPs4mrW/x0BgOFNQzIyOcqmY94X4OojmL98FnrRMfS76BlKn2261eDmfWQnh/WLHLpX1uwzcE7j8iCpSyC+hV2x2Or4KvbgPfcLjvMKjOO04qf1GUPfaFGOU/8/869jHxYfH9xo8FhRevXD+UnKoW+kQ4sCypEf3lkKnaPWS7QJPexLVv7aFBa+TTO8aQFPrrEDs8ePgt4u0fyIhrlwIgd1Cc6iyNFWUYNS2EJqf1SPqspU7027bUi0KqYBFoWlcAgGZ3OeZpwUhkcrsFgARBoOjgXkw6HYmjxzNowZVo62ttoirlwV5EPeZCHYJLBJNBT872zYBoH5EwYmwna3STvK3tRXNTponj8ouUf/SNY45EyWg/165H5SeO0FJThUHTTFTGIOQqFTKFEovZhOI8v9nSBh03vbNXtBW7Y7TN+C8oNoGqrNP4R0YhlXc+/pg3MIptWdXMH+R6Eak6g4msJi1p/j6EqBTUaYxtdSNWzEhl6XTb+6rI9P5UZp1CnZhEk0GLv8p+gdK3tubyz41ZeCmkHHxiZntx2HMQzFaWv7GHHK2Bk+VN/GVh59HA5xIQ6suoeX2RSCWXTMp97u5tVJ4+QVB8Ihkzba2/ZCqQKgQsRvj994d5MimVKX072talTZxOdc4ZIvpmIJdJmD5I9ET28+74GVstFqq0zXgjEKDo3hi2ubqSUxt+wDsgkP5zF3UQlT148OChMzyi7K8dhRcoXEij+eRqqM2Bwt1wxVvd3+6UxyAgViwQdtYjccRtoiA7dCm8OR60tbD4Dfu+k98/AMZmMVLt6vfd96Y8hzs+PMCunBpevWEYU9Pte886oklvYu2xcsalhBIX7HoF+K4wuW8YJ8ubXPa/7Q5KmZIFyQvYU76HGQkzenVbOqOFrw+XMDwhiPRIfzAbxAJYkQPFgmCd0Kgz8dR3J2g2mDFZrVw7Mt5p+7kDolh/opL4YJ824erzO8dQVKcVt38OtRoDW85UA7D5dKWNKBvh78W2Rx2ImXZICvVl5x+dR23rjBa8z5mxf2tbLm9ty0MqgYl9ZuHvpeDuKSn8b0c+d05KJsDHdqA4tW84267z4vtPn+e6PVO57+q5LB5qx9PLK0AcxQpWsVifPdY/LgqyIEaeu0rWetj6ghjxPmwJcAkNPpsrxGd9A5j1HUXZZRvgjXHQXI65scz+BdI3BGY+3favQialX5SDSLfSQ7DnNfHvWc+49zmfR05VC6fKxWyB/fl1HlHWg4dLnM7EWBCLYR3/8RsQBKwWCxF9+nW6TmeE3NgP3clafIaI4yGJTIJ6fDT6rHosyXB49UokUilDr7gOb/9Am3VbaqopOXIQAHVYGJHpA/AN7pq3vVGn5diarxGsVgbOvxyV2j0vfl1jA02VZYQmpyFzQZjrKnKFEr/wSFpqq/GPdN1Ds8vEDIPIQWLEbHzvCsD65ibqiwsJTU5F4eWNrlqgdKdAzEQJ3iGdi3nS/EaGfpCDUSbB9MAwFGHOx8mRGQMxaDWEp4k+wipfNcOuvhGr2YyXn+119EBBHfk1YtX7k2VNNv76QbHxjFnquqf+vIFRzBvo/F7o/PHZrqoGqvUmqnVGFsaHEeyr5PYJSWQWN3D5wGhk54md8cNG0SwTeHf3N6zfV8dnl/2RxICO9xxhfqLfaZCPErms42csCAJVbxzhfa2K57AS6O26ZdfJD61U7BMYeq+UoL49U0PhQmHUiMfaqNV0WKaOljDoX0aWvrWfCu8WKhvtF29Wh4ahDm2/h3JWS6LsxBEKq8uRKKSMnDqV7pxBGkqLMel1mPQ6jFpNh++yBw8ePHSGR5T1IOITKoqyvo6LD7mFSg1j7rZ9beBVYir11hfsWxKc3/b4185Tr13AYLbw06lKBAE2n65yW5T98zfH+SazjNRwNT891LtV0f8wJ53fz+zTqXdpT/H8xOcdL2wsgZ+egrjRdotJWawCh4vq6Rflb3eW/1xe3HCG/+3IJ8BbQeafZyLZ8S/Y8jwofDA/lE2JRkJCiI/j2XwBLK3W1yZL5yYGccE+rLrbtoiBj1LeQZAFCPfz4rG56Rwva2JpL3u0vr8zn6e+P8n8QVG8doMoRg+ND0IulZAR7Y9KJiWvuoXLBkezaIjjGz/JN3ex2FiIv6yEfRUT7DcK6wv3HhCj1IOT7LepOCY+ByXDDSs73f+Hvshk44lKtoa9SHDNQdBUt4qylxCjlovRsKFp9s91PsFYl3zLdR8cJ/OwN28NcP+ccX5/KHzFNFRDM3x0OYy9B1LdnwgZGhfIvdNSqdMYWTD4l/Wr8+DBw4VBJlcgUyiwGI09ljYvD/XGb5JtCnfgwhQMLc3k790JgoBgsWA1mzus6xMYiDo0HJNO222BUlNbg76pEYDm6iq3RdljP67GpNXSUlNDyrhJ3doXZ0ikUgYtvBLBau12ESKX8AmGu7Y7XKzPbUCzpxz12ChUyYEdllu1JkzVOpTxfp1GSZ7+6Uc0dbU0lpeQPn0ue561UnMUSrcJTHxewKq3IA9wUoTK2vosCC55TAXHJRIcl2jzmtLbvpA7u38k14+Kx0cpY3QPFLV1xvKPDrDhZCXPLBrATWNEO68ILyXVehMR3krMJgsWk5UnFji2gtM3N9Fw4AAzCaLOqqe0pdauKHvdqHgGxwUS6e+FSm5nUtsiYKoUhckHB8WSNt25t6+xRWDLA1aMzaATbWTJ+VZg5KOXRoTsWVInTqU2P4eg874fZ0nL8OGlm/sQ8V0+Xj9VYOkbiczZd7MTVL7i+Ubh7Y1mbw3m0mICF6YgD3a/YGtken/0TY14BwZ5BFkPHjx0iUtrGs1D73HTKrh9E8zs5WJghz+C7f8UvS5nP+e4evzCl2HBS6BwMTpVUwOvjoKXB0FDcdvLKrmMF64cxBWDQrlrqPsX2rPpUkE+7s+hmi1W3tiSy6d7i1xep7cEWa3RzBWv72TCC5vJrW7pfIU9b8CxL+HHh+0K5//3/QmuenM3t763v9OuzkYFhKqV4g2CutWb1SeUe786xZQXt/DcD6ccrh/go+C7343nvVtGtg2We5Llk1P4z/VDifB3//vhDnvz68TnvLq212ZmRHD0qVl8s2I8D36RybR/buXpNSed9iNNEK0tVCkTuGeqE++3wHjHgizAwn/DpEfguk86RozaYc2RcpoNZr7zWiB6RY+91/kKW/8Bn1wDdfmd9n3BkMlFITl+jMMmGv9k9td5YbQI7M6r7d72ghJFm4T7DkPmp5C7GTY/26WuJBIJv5/Vl+cuH4iP0jOf6sHDbwGFtzdDr7iBoVdcR3B8Yq9uK3/vTmoLcpGrvBgwbzG+wR0nrmQKJQPmLSJm0DCslo6irT2qjwh8c5mFbY9aEM6ZWA2MjiVm4FAiU/sTGOq+wKtojTRWeLkvzFiajTSuy0ef0+DyOr0lyOrPZJE9dRqFS5ZiNRo7bd+4Jg/dsRoafrR/ba168wjVbxyh6afOx54Kb9/WZ3GsfTY61jvYSuVLh6j42z50Jx1fB736BBF6x0DCVwxBEd6z2WReChnPXzGQJxdkIOtGQTpX2JNXhyDAvvz28dnIsABuSolkeJAfmT/ncnBjNrXlDgJJEH+r3gFBWKUSpvSfwPgYx1Ht/aL8CfK1HwErkUsJvaU//jPiSb288+JnTfnQmCsKspGjISAZkuY5XsdiNpG19Seyt23CarE47ftCovDyJipjkFNRc4iXEqXegrXJiKmiY0StO4SlpDHsqhsZNOcqWn4qRX+qjpa95V3qS+HlTdqk6cQO6jz7z0Pn3HLLLUgkkg6PnJwcAIqLi1m2bBnR0dEolUoSEhK4//77qa0Vz1WVlZUoFAo+/vhju/0vX76cQYMGtf2/atUqMjIyUKlUZGRksHr1apv227ZtY+HChURHRyORSPjmm2869CkIAk899RTR0dF4e3szZcoUTpw40UOfyK+PS/EYV1ZWcssttxAdHY2Pjw9z5swhOzu7hz4Rjyjr4SwqNcSOEH1oQSwA9NVtoo2AxSxG3Glqur+diAFiWnVAHAy5qd3a4HxO/wirlsFn14kFdTqj4ijUnBG9bEtshcJrMnx5qeQGYt4fKYoibvDkggxW3T2O92913x/th2PlvLDuNH9afYzM4gZe3ZzN8Gc2dhBpKxr1HCysc9BL96ls0vPW1jwOFTVQUq9jV44LxzFtFngFQp+5oOoYvdKoM9k8O+OuySmsuXcCq8/65I64Fe7aCXdtI69GTEE6Vyjem1fLPZ8cYldu+36mhvt1L2LRAXpTzw1Ii+u07D1HxDNbrPxp9TF+9+khmvQm/jSvH7eMS+SV64bYrOejlCOVSsirFgeYZ9P1HHL5G/BYKeNveQ4/r24kXAUnwbQnIMK1IoAvXDWQhYOjmbRomVi8b/Sdjhtr6+DnZyF7PSvfeIqaFoPjtheK+gJ4sS+8PBBaqmyXGZrh0IdQl4+fl4KXrhnMkjEJ3Dkpufvb9YsQi6gNvQnUkTDkRpdX/TazlAkvbOatrbnd3w8PHjxckqh8ffEJao8U1NTWcGLd95SfPAqIIovZ2P1zrDpMvMb6R0YREOVYJC08uJe83ds48eO3CELn4ZEV+wRMzVC5H4znzAlLpFIig/uhWi+j6l+HsWg6H0+cy8D5VzBo4ZXEDXV/fNa4voDmLSXUfngSwSJQ8/4Jyv+2D2NJs007TV0t2oZ6t/t3lZaaKsp3bMFUXo52/35MJSWdruM9KBSJUorPQPuZbVadKJYLus5F8/QZcxl02VUkj5kIwKjHJEx/U8rQe6xYmg0ggLmmPVW8/NRxsrZsxKBpP5BeKYEoY92Lcu4MQRCwWF0t79o5dWcEmgra+ytr0HH7B/v5x/rTALx6w1BuGZfIo3P62qynkEqxmK0Y9eJnqdc4Fs1lcgVDr7iOcUvu5IrRc7q1v16pQfjPSEBqxwv1fEL6Q/oNEpIvkzD2KSmz/icjdIBjUba+uJDqnDNUZZ/mmY9/7tZ+9hS15U3sWXOaU3s6TiQU1Gj4Yn8xGoMZr/Rg/KbF4T8jHlVa1+2gzuIdEIgy0BfvQaHIglR493c9Ijtv9zYOfvERDWWd/2YvZSyCwM76ZlZX1rOzvrktc7G3mTNnDuXl5TaPpKQk8vLyGDFiBFlZWXz22Wfk5OTw5ptvsmnTJsaOHUtdXR0RERHMnz+f9957r0O/Op2Ozz//nGXLlgGwe/durr32WpYsWcKRI0dYsmQJ11xzDXv37m1bR6PRMHjwYF599VWH+/v3v/+dl156iVdffZX9+/cTGRnJzJkzaW5udrjOxYRVECjXGshr1lKuNWC9AMf5UjrGgiCwePFi8vLy+Pbbbzl8+DAJCQnMmDEDjaZ7E0Rn8YTbeLDPqTViURyAgVfD1r+JhcDG3gujl7tfqf0s8WPgkWyxErn8vOiGU2vgwLuQNhNiR4JULgq49nwYrRYwNLUvS5oM4+4V/UrTbQ3i0TeK/rUINlG0riCTSmx8Rt0hLdwPH6UMH6WcmEBvVh0qpVZj5JvDpdwwWvRF1RktzH9lO7UaI89dPoAbRzuOBDWarU6rwjrizo8OcqS4gaRQX4YnBLHIngfp+SRPhj8WOlz87OIBjE8NZXyqa3YXA2LOKxgSOQCA124cyvoTlVw5rD2V8q8/nuJISSN5NRrW3j/Rpf5dZVduDbGBPsSH+PDA54f5JrOMPy/I4LYJthGlr2/JYc2Rcp6Y38/Gx8wRzXoT81/ZTpPezAtXDuTakfEcLKxvE+Cn9A3nquGxPHWZ42INr94wjA0nK7iik8rAgEuRrT3N5UNjO61a3IZ3EGXxCzEV7OWzlmGElzYy1U5RhgtK2WFoafWUrToJ6nP2Z+0fIfNjCEqC+zM7f6+1ueAfI3p2u8rYFeLDDT7bV0RJvY6P9hSyfHLvVcT24MHDpUPp8UwaSotoLCshJCmVzNWfYzYaSRo9gbCUPsiVrntQnkvsoGFE9OnXwetWsFopOXaIpopyYgYOQeUrXn+UPr52o/isZjOCICBrLZ6TeoUEXTUEpYMqwLa9pd4AVlFIFHRm8HV9olGuUuEXHunu2xT3Pc4P7YFKlHFqLM1G9KfFiXHdqbo2gbGpsoJjP3yNRCJhyOJr8Qly4M+OWJhJ4ub4zKTXc2zN11ixEHLzDYSog1Aldz4R6D81Hv+pjr31w+4chLGoGZ9BnY9dZHI5fmERbf9LFRKC+wKoCL25P6ZqHeoxol2O2Wgkb9dWQIwMTBrjwD6pC1jMZhrLS/APj0KQK9hyrA6d0cKEfsEE+7V/J4xmKw99kUlVs4FXrhtKZEDn1+CqTIGtD1qRyGH2u1L84iSs3F/MT6eq+OlUFTeOTmBiWhgT0+zXc1B6yckYE4+u2UBEovP7AYlUiuxCWFzYbFPCwDtcjyT2j4ymUe5HZbORL8q1/MFkwUvxy9YGaKjSIFgF6qtaEKwCknMio298Zy+lDToOF9fz/BWDCJiV6LAfo9lKSb2W5DDXx8gSiYSQG9zz6hasVspPihZg1blZBEa7ODa+xPihuoEnskspN7RPmEWpFDybFsP8sMBe3bZKpSIysuP5/Z577kGpVLJhwwa8vUVLn/j4eIYOHUpKSgqPP/44b7zxBsuWLWPRokUUFBSQmJjYtv5XX32FXq/npptuAuDll19m5syZPPbYYwA89thjbN26lZdffpnPPvsMgLlz5zJ37lyH+yoIAi+//DKPP/44V1xxBQAffPABERERfPrppyxfvrxHPpPeoqBFx97qRrRma9trPnIpo8MCSFT3jG2SPS6lY5ydnc2ePXs4fvw4/fuL9/Kvv/464eHhfPbZZ9x+++3d/jw8kbIe7JM8BSIGQsJ4iBoEZZni67v/A2+MF6POPr1OjKY16Tvvr7kCNv5ZFHa9AjoKsjmbYOWNkLsJ1v1R9Hy89xDce1BMAT6fDxfBC4lidBuIEbeznoV5/+jYd20uKLzFKN2hN7n1MXQFk8XKLe/t48HPD/H10CPsmFNFmJ+Kx+amMy09nN/P6tPW1iIIbdGaWoPjqM3P9xXR98m1rPjkoFv7IggCda1RigNiAnjx6sH4dye6shU/LwXXjIgjJrB7J+vUcD/umZpqM7CeNzAKH6WM+QPdu9l6d0c+i17baRNhey4r9xdxw3/3Mv+V7TTqTG2p6XvspKi//nMuJ8ub2irtdoZVAHNrVIeh9aI2ICaAMcnBZET5Mz6189n31HA1K6akunSTcdEjkRC69EPeG/ENw8fPZGJqqBg9e/B9aCz9Zfap73wYdx9MehQSz/Mf9Gm90bKY2ouBOWLXf+A/w+D9eb2zn+fwu6lpjEkO5uFZfTtv7MGDh98EYSl9UPmqiezXH6OmBZNOh2CxkLdrK6d++pGWmiqOrvma4swDLvXXVFlBwb5d6JubUHh5dxBaCw/upejAXhpKiijYt5uYgUMZcvl1DFx4ZYe+jFoNB774kH2fvYemTry2eodIGPUnKWlXdLzlMNfrQSbBZ0QE8tDeu/k7d3s172RSd7KaT4YHUDQjBnmgCv+ZCXgPDEU9un3cYbWYRH9dq9Vpmnfd56cpfXInLbvL3NoXq96CxCJ+JsFXXU3Yvb/r2ps6D0WYD77DI5B0U2jz6huM34SYNrFZplAQFJ+IXKkiKN51KynBaiV72yaOr/0Wg4OIopwdmzm14QdObVqL3milRW/BYoX686KnT1c0seZoOfvy69h4spNrdStW49n9AGtr8PDs/pEkh/oyd0CkS9ZVgeFqolJCkF6gmg+9idLbh4ELr+JwyHAev2wIXgoZjfkC+WutWIwXJgryfGL7hBIeH0jasBgbQRYgyFdBf28d/axVWK3Os9uWf3SAaf/cygvrTvfm7iKRSkkcNY6A6Fii+w/qfIVLkB+qG7j9eIGNIAtQYTBx+/ECfqhuuOD7VFdXx/r161mxYkWbWHeWyMhIbrzxRlauXIkgCMybN4/IyEjef/99m3bvvvsuixcvJiREvC/bvXs3s2bNsmkze/Zsdu3a5fJ+5efnU1FRYdOPSqVi8uTJbvXzS1DQouPn8nobQRZAa7byc3k9BS32i+r1FhfrMTYYRC3Fy6v9eiGTyVAqlezYscOdt+gQT6SsB/sExMDd53zJrv8MdvwLcn4CiwGyf4Ks1srtw5aKIq4zNj0NmZ/AgffgMTvRqsI5J4PkKWIxHq+Aju1ALChQ2ipOlhwQt++M7PVg0iJUnuDdI2+SFjaQSbG9VxTi59NVbDlTDcAXtUX8+chfIXUis/rHMau/rdCoVslZtWIcuVUa5gxwLELuyq1FEGB7dg3Zlc38Z3MOcwZEdlpNNquyheJ68YQ6IPrSMJ9fPjmlS1GBL/+URZPezHs7CxiX0jFC5KxoamktSPGva4ew7ngFt43v6Lt677RU1hwtd7n4V4C3gm/uGU9hrZYZ/cQITF+VnM/v7N3KyRczSrnUNjL423vgzI8QMxzucM9G5FzKGnR8m1nG3AGRJIb6ur6iXAmzHHhmz3hajNSvz4fv73de+Kw21/a5F5mQFsqEtB4qvujBg4dfBUGx8Yy47ua2/1MnTqXs+FG09bVYTSbKTx6jubKc5spyYgcP79STMuvn9Rg0LeiaGug3o+Nkk3DO+CwsJQ0A32D7E4365mZMOnHMoa2vc9juLLrjtWJho9IWGjcU4DM4DEWEG+d1NzFklqKOkeFtsLJlbxlrC2rZ8shU/Kd3jDwNjI4jY/ZCpDKZTUX389HnNIAgPhuidNTk5xI3ZLiN5YQ9jCcaiMxLxSI3EajuYvbZBUQikZAxc37nDc9DU1dLVbYoktUW5BDdf3CHNkLr+EywWvHzljMkyQ+twUJCmO1Neb8ofxYNiaa62cDs/q5N3EeOkjDpRSlybwhIEn8LGdH+bH54itvv5ddCXLAPr1w/FADBIvDzfVZMLdBSgltRt+dzsLCOw0UNXD8qvtMiwOei8laQOjTa7rIPbxrEqdWfQGMl5SdDiRkwxGE/BbVa8bkzG7AeIGbgUGIGDu317fwSWASBJ7JL7dbuEwAJ8GR2KXNCA5B1cn3pKmvWrEGtbo94njt3Lg8//DCCINCvn/3I5n79+lFfX091dTXh4eEsXbqU999/n7/85S9IJBLy8/PZunUr69ata1unoqKCiIgIm34iIiKoqHBt0udsH2fXO7+fwkLXgnt+CayCwN7qRqdt9lU3Eu/rhbQXjvOldIzT09NJSEjgscce46233sLX15eXXnqJiooKysu75kV9Ph5R1oNrJE4Qo2ZPr4HABPCLghNfi4W4Ykd2vn7McFGUjRluf3naTLh5jehfGj3EeV8SiVicKPsnCO8nRuD5OE4rY9y9oGtgq9zCy0ffRCaRseWaLQR6BXa+310g5Bzz/uGyfLEokr1K762kR/qTHulcMH1kdl/8vOTMyIjgXz9l8eOxCn4+U9WpKJsQ4sO4lBBKG3RM7/cLp4/3MndNSeHbw2UOi4HdODqB6ABv4oK9CfBRMC4l1K54C10ThvtE+NEnomd91XoMQRAjQP2df196lbO/0eYKaCyBgK6le/1h1VG2Z9fw47Fyvr+3h9InpVIIzxBFWXuR+ecy4ykIThbPiedTvA++uw+SJsG8v/fMvnnw4MGDEyL6ZBCSmEpdUT6B0bHomxppqakiKDahU0EWQB0egSG/xSaN/VwSRozBPzwKdVh4m3WBI/wjIkkeNxldnQFjRTJCooBE5ngfAhcmo9lfgblGR/PmYvRn6om4t/eEDkWED9ZCLSgkFEkE5ic5GTsiCuCdEXxtX3THa1BPjOXQuk8wGwxYLRb6zXCcCglikSyvXX7IAlQoQn8FGTIO8AkOJiQpFaOmhZAE+/YMaROnEpqU0uZlnBRhv2iYQibl39e5//2IGN67hcK6g95kQWu0EOyg8FevIwWFH5haYEdZFX3N4V2ySjOYLdz4zl70JivVzQYem+eeJYAjAtTeKL19MGo1eKmd3yu9tWQ4m09X2ViinSVntZXs1QIZSyQkzLz0I557kz0NLR0iZM9FAMoMJvY0tDA+qHfue6ZOncobb7zR9r+vry9FRc6LF571OD973Vu2bBkvvPACmzdvZvr06bz77rvExsYyY8YMm/XOv04KguDStfN8eqqfC0WlztghQvZ8NGYrlTojUT7uF9TsjEvpGCsUClatWsWyZcsIDg5GJpMxY8YMp5YH7uIRZT24jkQC/Ra2/3/rj66vO3IZDLgCVA6iXwGSbP1D9+XXsSu3hqVjEzsOVlKmianQe16DoyvhljWO+w2Mhyv/i6VwE9KtB4nzi8NH0bNVYs9leGIwH942CotVYGrKKpApOxQ0O1RUj7+XnNRw1y5mccE+PHf5QAAatEZ+Pl3NfAeCbJPexHs7ChiWEMjEtDD+dsUg1p0od2vW+lLBYhV4ZVM2EgncNy2NFVNSnbbvjWJhIBYq25ZVzeIhMQ4r6jriuyNlKGXS9khpfRN8crVYfOrGL8WodTvszq3leGkjN41JwFvZSZriNyvgyKfiBMWsZzFZrCgkAny0WLQmuf4z+yJjTzL3RTj8KTSVwrZ/wMJ/d6mbhBAftmfjXpSsK1zzgRj9GtaJVYB3IIy/z/6yzE+g+pT4mPm0e56zHjx48NBF5Eol4aniuUvp48vQK653ed2+U2djHm9AobJ/vpJKZYQk2opplVmnsJiMRGUM6nBjE9mnP99fZcXQAP1vFchY6vjGxystCK+0IBq+z8VUpkER2XtRsgCK9EisAV4o/bzYNyOjw7hIsFppKCtBHRKGwts1O4Wz7wEgJCmV6uwzhCR0zMABaNKaKanVEx/mhTrMh6Ar0zBVaMXx9a8MwWDCnFOFNMiX9GmznbaVKZSEJjkfv3WVyoMC2kqBxNkSpxME56M1mvnqYAlD44IYGCveu7TUVHNm8zp8gkNInzYHiQP/2KqiBpBAeFyg023oTRbm/Xs7hXVa3l4ynGnp4VgFMSPo2rd246WQ8eVdYwlR97wgchaJRELAHxp4/r8nKdE1EXdyKAsG2Y9adYZCKiU2yIecqpYeHZ/JFEqGXnE9ZqMBLz/noqyz4Ijs7wzom1rI/TaYhJk9tnu/SqqMnRcJdKddV/D19SU11facoFQqkUgknDx5ksWLF3dY5/Tp0wQFBREaKgbcpKWlMXHiRN577z2mTp3KBx98wK233or0nN9tZGRkh4jJqqqqDpGVzjjri1pRUUFUVPu9ubv9XGh0Tmx5utLOXS6lYwwwfPhwMjMzaWxsxGg0EhYWxujRoxkxYoRb/Tji16fSeLh4sVewywGCIHDre/vQGC1UNRv4a6sgaYOk9Qfn4mB2esJ0Nl+9GbVSjVLmmnBmMFv4/kg5A2MC6Bvp+mzgpD6OU902n67ktvcPoJRL2fTQZOKCRYFYZ7Rw87v7KG/S8d4to0gNtx+R0lkRolc35/D2tjyUMilHn5rFfZ8fJrO4ga1Z1Xxy+xiX34M71LUWMJvcN4yUcwz2yxp0vLU1lynp4b1S6Onn01X8e1M2AINjA3tNdO2M2z84QH6NhkNFDfznetejOH4+XcV9nx0GYNXd48SichVHoXiP2KBgOwy+rsN6GoOZm9/bh9FspVlv4qHOPEcrxIIElB/l7o8Psv5EBf9aEMui/G3i67mbe1+UVXpDn1nitlKmd7mbpy8bwK3jk0gI7uLESkMxrP8TxI6A8fe3vy5TQHh6l/cLAE2rP3FoX48g68GDh0sCiUTiUJC1R3N1JTnbRQsapbcPoclpHfuU2j53RuDCFNSTYpH5uz6padBoqC8pJCQhCYWXawKqRCpBFiOORe3JRgX7d1N2PBPvwCCGXXlD2+umSg01751AHuxF6K0DkCjsv7HU8VNIHT/F4fYP5jbSoDFT22xkfKIf1f87DhYBq8HstHhXd9DU1tBYUUZ4WrpNEbjG8lJq8nOJ7j8I74DAHt+uOa8aS1EdlqI6pBH+SH4BP1ZNhcC2R61gFROGkue7Lsr+a2MW/92ej1olJ/PPM5HLpNQV5aFvbkLf3IRRp7UbOV5f2ULOYdFfWOWtIMCJQNliMFNQq8EqQGZRA//3/UkatEbumZpKWaNYr+N0RTPjU3tPlAVIT1FDnIkws4pBMYFd6kMqlfD97yZQ3WwgPqRr4zNLTQuWghpkCSHIwtrvueQqFXJV1z8DQRAInrIKs7mRkIiJwK/TB7anCFe6Jg+52q6nCAkJYebMmbz++us8+OCDNp6jFRUVfPLJJyxdutRmonDZsmXcfffdLFq0iJKSEm699VabPseOHcvGjRt58MEH217bsGED48aNc3m/kpKSiIyMZOPGjQwdKt4DGo1Gtm7dygsvvNDVt9vreMtc8x13tV1PcLEe43MJCBAn6bKzszlw4ADPPOPAGs9NPPH7HnqWoj1w2o0IWgdIJBLSo8QZ0X5RDmZGF70O16+Eaz/uuCxvCzwfBx9fCdb20PwQ7xBUMtcv7P/ZlMPDXx7hqjd3YbI4D/F3FZNFDL23WgWsQrtjT15NC/sK6iiu07Ezx36xKldIj/RDIoGUcDVKmbRN9I0P9hE/i+3/hG0v2nwu3eXJb47z9JqT3PGhbWGRf27I4oPdhdzzyaEe29a59Iv2J8xPRbifyi3R3BVOljXxx1VH2Zdf12nbyNZCEdFuFukK81OhkEnwVsjao8HjxsCIZTDoWki379+mlEuJbS2ylhTmQkTCFW/BxIdh4ctsz67BKsDPxVaY9yIMuQlSZ4jF87b+w639d5sbVsITVZBxWZe7kEolpISpkXf1Bm//f+HUd2LhQW3nx9YtzK2G+ConKb6CAMbe9zvz4MGDh7MIgoD2WDXGkuZu96X08UWu8kIqk+PlH9hhuUQmYfqbUia+ICX9ho4iWHHmAXa//2aHQmTyAJVb6YRnNq8jd8fPZG/b5PZ7cITQWkhIOC8ySJ9Vj6XBgCGvEXNd1wuf+PuIIkaAjwKJQobMT7zuy4O8MOl15O/ZQU1+Tpf7t8fxtd+Sv2c7hft327yetfUnKk4dI3/fzh7d3lmkwWqQSJAG+4K0ZyOBa0qbyD1SjlHnOMUaQO4NSjUgAe9Q9/YhunWMFeGvQta6/xF9+xOckETc0JEOrTxU3nKkMglSmQSll3PRKlSt4s2bhvPwrD5M6hNKUZ2WJr0ZP5Wc28YnsWJKCn2kDRz7YTV1RQVu7b87hKpV7PjDNPb9aXqXBVUAb6WsW+ubz1RgrW7GfMZ1r0dXEKxWrBLRb9Yrwsn4y2oFc+9Ff14qjAlUE6VS4OgXIwGiVQrGBDq3s+kNXn31VQwGA7Nnz2bbtm0UFxezbt06Zs6cSUxMDM8995xN+6uvvhqFQsHy5cuZPn06iYmJNsvvv/9+NmzYwAsvvMDp06d54YUX+Omnn3jggQfa2rS0tJCZmUlmZiYgFvbKzMxsS7WXSCQ88MAD/PWvf2X16tUcP36cW265BR8fH2644QYuViK8lfh0YlXiK5cS4X1hrVUuxmMM8OWXX7Jlyxby8vL49ttvmTlzJosXL+5QRKyreCJlPXSf6jNw5HOIHgZfLAEEuOZDyFjUrW4/v3MM9Roj4Y4qoyp9oO8c+8uyN4KhSSxMZmy2LRr23b1w8lu47D+d7mOgjwIQCzk16Ux8d6SMyX3CSA7r+oVodv9IPlo2ikBvJQkh7YJaRpQ/d09JobJRz+Ih9lPWXeGKYbFMSAslUGFFmvkR/5o0mPumTRIjWHN/EouuAUQOhD7OU8pcJTpQPEYxgbbRKqOTg/n6cAljk50XvOgqMYHe7H1MjLqU9vCg/+k1J9iTV8e+gjo2/36K07bv3TqSvGoN/aLcE4YHxASw5ZGpyKWS9grAMjkseMnpegqZlDX3TaBOYyQ2yIUBcER/8QH8+zpfNp2u4u7JKRDcGtX74yPiREbeFhhzt3NR0QkWq8A/N5zBaLby6Jx0+75k59505/wEe96E0ctFX+neRlsHSZPh6Beiv3VP+0oveh1OrIZ0sViOyWKlsFZDcqi6/fv52XWQtR4WvgzDb+nZ7Xvw4MHDOdQVFdBSU4WPJpCWdSXIJUqi/jCqTQzsCipfNcOvWQKCFbmDCFufMAk+DhKGagtysVos1BbmETekPe3PbDRyfO03mPV6+s+9DG87gu+5nN22wssbU4UGQ14jPsPCkXYihDkjcdR4/COj8Qu3LSLlMywCU2kLsmCvbhUiG5bsT0asGqlJS0XOSYLv6ofMIkce4k3+vp2UnTgCJ48SFBuPTNEzN8IqtRqzQY9KbTs+CYiKoTrnTJuPa08ji/BHOqs/kh4em1mtAlkHSzhbhShlsGOvfFWAhDkfSDFpQB3j3n7cOj6J8amhRAd6t00WqHzVdovhnYuPvxfDZqYhARQu2IbN6h/ZVgT48Xn9qNUYuWJ4LF4KMTrt0KpP0TXUY7WYCY5PdOs9nItRq6Hw4F7UoeFE9Rtgt825kyIlRw/RXFlB0ujxePk7sZ7rISoa9QRFBYDOiCw6sEf7lspkDJi7mJaaKsLTxIwos9GA2XCOJYJeD6u+BIMBFi2GkN9ukVWZRMKzaTHcfrwACdgU/Dr7DXkmLabXinw5Iy0tjQMHDvDUU09x7bXXUltbS2RkJIsXL+Yvf/kLwcG2PuE+Pj5cd911vP3229x2220d+hs3bhyff/45TzzxBE8++SQpKSmsXLmS0aNHt7U5cOAAU6dObfv/oYceAuDmm2/m/fffB+DRRx9Fp9OxYsUK6uvrGT16NBs2bMDP7yKtNQJIJRJGhwXwc3m9wzajwgJ6pciXMy7WY1xeXs5DDz1EZWUlUVFRLF26lCeffLLH3rdEEASh82Y9S1NTEwEBATQ2NuLvf2lUhPfghHdmQMl+kHuBWUy3Yclq0ffVTY6WNBDh79UuUHWVpnJRfIwbCSPO+4E+GyHu58Cr4cp3Ou3qSHED8cE+/Pm7E3x/pIzkUN9Lo2rrpqfFqFiVPzyaJ6ZnNxTB260nnTs2Q5BYFKu4TsvSd/cR6KPgo2WjUbvpPysIAmcqm0kM8W0bSJ5Fb7J0eO2ipjoL9r3Na8b5/GOvllvGJfLUZf1/6b3qXYr3wTd3i8X8Lnuly91sz65myf/2AfD6jcM6LUTHW5Og/AhEDIS7d3R5uy5RcVw8V8lVcNcOCOyFateCIBZDDEqEyIHc/fFB1h6v4OaxCfzfotaboL/GihNFg64TI5gvcjzX698OnmP968JsNLLv4/8hCFZAAlaIqupD4oOTkbZOOLuK1WKhuaoSdWgYMoV7655PY3kZFaePE9lvAAGR7d6VTZUVHFuzCoDUCVOJ6JvhtB+L2Yymthp1WDgVf92PtcWE7+hIgi7vaKdwsXH0u69orq4kKDaBjNkLAKgtzOPMpvWow8IZuOCKNoFMd6KW+q+z8R4Q0qX3ZjGZMLQ04RPUcXLcYjYjk1868Tk/naxkR04NiwJ90DfoSBsRS2j0r/tcVX7yKKXHjxA3ZDgRfZz/JpxRsH83pUfFrLVRNy5D4eX4PstsMLD3Y/H+KLr/YJLG9K691Sd7C3l89XEGxwbw7e96Z1tmo7GtGKJMoeTQqk8xalpInz6HkMQUqK6Cr8XzD1OmQt9u2lldAHr7mv1DdQNPZJfaFP2KVil4Ji2G+WGBPb49D78MBS069lY32hT98pVLGRUWQKLaNWsgD93n0rkSe7h4iRosirKtaV8MuKpLguzXh0p46IsjBPko2PboVPy8ujHw94+Cy9+wv2zhv+H0D2I6twsMbjXqj2pNTY8KvES8In1bw1S8g0DSKooGxsPvzwCCKNK2siu3hvwaMaXnTEUTwxPEWah1xyuobNJz05iEtvQte0gkEtIj2wcEPx4r568/nuKaEXHcN939m4jM4gZCfJVt1gs9ir5JLKJlp4CWzmjBsObPBBau5Z6gn1j+3KGup8kDRrOVtcfLGRATYOO1e9ERNwruPei8zfrHRY/bBS9DzDC7TfpF+ZMY4oPRbGVQrAuRFUNuFCdQhlyA9J66PNFewKyD5vLeEWUPvgdrHhQnqB48QWGtmC5XWKdtb3PNB2Ik/7jf9fz2PXjw4KEVmVyOd2Ag2vo6QAApqC+Pd1uQBcjduYWq7NMExsTTf87CzldwQkBUNAFRHQsJ+YVHEDNoGCa9jtDkzos+yeRy/CPEiT9ZgApriwlZYO96b/YUZ4uInVtMLCQhmTFL70Aik9lELGqPVWPVmNAcrGwTZa1WCxWnjqNS+zssKnYWmUJhI8jm791JbWEeKeMmExTrno+t1SJQcwQC+4BS3fPRU1VNelRyGQF2vqMGnY4HPj1AixkMo+L46+KB3YrCrWrSsz27hhkZEQR4d2+ioTeJyhhEVIZjD1SLycKZg6VgFegzIha5g8KvgTFxVJw6hjo03MZb2B4ypZLQ5DSaKssJSUrp1v67wpkK0VYlq7IFq1Xo8cw3gJwdP1Obn4M6NJx+s+Zj0orjMn1zk9ggLBzGTxAjZlMv/omdC8H8sEDmhAawp6GFKqOZcKWcMYHqXyRC1kPvkaj2Jt7Xi0qdEZ3FgrdMRoS38oJHyP7W8YiyHrrPvBdh0iPQWCoWKBq2tPN11j0G+9+B2X+FUXcA0NTqDaU1WjBbXAjgPvYV1GSLxXqUboh3g6+zWzwJxKjOLWeqGZkY1KHa6WNz01k8JIZkVzw8z6FJb+KJ1ccJ8Fbwl4UZ3RL53GLM3RA/VoyGPbdCrKzjz37ewCj25dcT5KNgaJxYBCO3uoW7PhaFOm+FjGtGtotYlU16Hl99nJRwXx6b269Dfyv3F1NSr+OjPYVui7Jrj5Vz9yeH8FXK2PLIVML8evAmS98Er42Clkq44QublPlGnYk5L2+jpukmPlLkMyZxZLeP1cs/ZfH6llyCfBQceGKmjbBtMFv46mAJ/aMDGNJJhd5fHJMOdr8q/n34Y4eibKhaxZZHptpdZpfRy8XHhaDfQvFcpfARRejeQNF6HpKpQCrjtRuHsf5Eha0dSep08eHBgwcPvYhEKmXwomuwmIw0lpdiNZsJT+vjdB3BZKX6v0cxVesIu20Ayjgx9dJsNNg8O+3DYqV5WylSHznq0Z1kS5y7vxIJiSPHOlxu0LTQUlNNcFxCh6r3YcsHYa7Vo4xyb3ymqa2h8MBuguKTHKZ09wZ9p85GU1+LOsTW40FqJ2rVf0ocgtGKd7/2lM3KM6fI3yNmlwy/+iab9PLG8lKKMw8Q0acfYSkdj3f5yaMIVitVOafdFmUzXxXI/UYgOB2mv9GzGVAHCuq4/r97UKvkrH9wEuF+7QEQTRVlHF/7Lf9MlPFwfiSjkoK7bYtw50cHySxuYE7/SN5cMtxmmaGlmdrCfEISU1D5dt2u4kLQWKulobIFgIYajcPI4cDoWMYsvdOlPiUSCX2n9oxPoiv8fmZfQtUqRicF94ogC7RFhEsVCpTePmTMWYCuoZ6Ivudkwg2wU1T6N45MImF80MWbgu+hZ5BKJET5XBqTmr9WPKKsh+4jkYBfpPiIHd55e4BTa8BihDM/tomyS8cmEqJWkRjiS1D+96AKgLQZ9tdvLIFVtwOCKMieW0W9Gzy++jirDpXYTaGRSCRkdCFNat3xCr47IlZivWxINCMTgztZoweJHkKD1sjPh0uYlBbWQWg+i5+Xgn9eM9jmtSAfJcG+Suo1Rj7aU8jsAZFt0QRfHijmp1OV/HQKbhgVb+ONC7BiSgomi5XLh7rvVaYziRHXRosVs9WKxSqw7ngFaRFq+kR0c2BgaBIFWcEKtbk2omydxkh5ox6QkD3rY8ZM6P5MuW+rDYSPUt6hzsVrP+fyyqZsvBUyDj05E++t/wc1OTD/n2Kk98WEwhsmPCRGyg6/+Zfem64hkbSda3qNwddBcLJ4LvQOIskb7prc+1EmHjx48GAPqUyGVOZNaFLnkacAliYDxiIxak2f29AmyqZNnEZtfD7+EZGUnzqOf0QUvsH2veK1mdU0rS8AQBmjRhnbMzf0R79fhVHTQsygYR3EW6lS5rYgC1B67DD1JUU0lJVcUFFWKpfjFxaBqUqLqUKDd/9QJDL7YpQi0pfQpbZp697+ASCRIEFCydFDpE5onwwtPryfxvJS9I0NdkXZpNHjqS3MJ2bAULf329LqUHbWqcyk11NfUkhQbDwKr+6luRbVaTFZBOq1Juo1JhtRVttQj2C1opZY2f7gOAJDu+/3edamS23Hgzhry0aaKsupK8yjz4RFHHxJQBUEQ38ncXicfikCQn0JjvRDEAQC3QwauVgI8FF0KavOHVLGTyEstQ/q0AgAAqPjCIzuhYwpDx48eOgCHlHWwy/Dgn/B0ZU2KbxSqYSFg6Ph1PfwVasP7F07xIJU5+MdDCEpokdq1OCOy+1Q0ainTmN0KqyeFc7cqQDcGeNTQ0mP9MPfW0FG1IX3vnpgZSZbzlQzNjmEz+4c4/J6wb5K/rwggwdWZnKstJE9ebXMbi1GMDMjkq8Pl5ISpu5Q3AtgdHIIn3axuNcVw2Lx81IQ4a8iKsCbN7bk8sK606hVcvY9Ph0fZddPW1a/GCTXfYakvgBGLrNZlhTqy3+uH0ppg45rxzhPB3SVFVNSGJkYTEqYb4fvVGSrb3KIWom8IR92/ltcEDscJv6+R7bfo8z4i2vtrFbbyOxfI3X5ojetf8cU3F6LwvXgwYOHXkYe4k3AvCTMNTrUo9qLXclVXkT06Ufe7m2UnzyG3MuL0Tcus9uHItIXiVKKxEvusp2Apq4WuVLZoRjVuZy9hvZkRmVYSh8aK8o6tQDoDQSzlarXMxH0FvxnJuA/3fWo1cCYOMJT06nKPkXlmZMkjhrflpIe3qcfuqZGItLte+F3lg7vjKH3SQgfBmFDxIOQtWUDDaXFBETHMmBu94r7XjYoCo3RQqivkr6Rtt+D8D7pmI0GVL7qHhFkAd5aMpyjJY0MTwjqsEzpI4qbSl81xVsESraK2XsJMyWEdN3WtVeQyaWkj+5cXBSsQo8XXbsY0dTWoPLz72DRIJXJPCKsBw8eLlo8oqyHX4a0GR2jYBtLwC9K9EKVyERfRpUDEVPpAyv2iGnVXp0LnfUaI7P+tZUmvZk3bhzGXAcFiJ4J2cAcr40MS58HjHfzTdknJtCbdQ9M6pG+3OFMRTNHShrwkospZr4q+6lmZouVR746SnGdln9dO8TGx3VmRgSzMiIQEMXls/SN9GPz76f02r7PzIho+/vsfnsppN3ytymu03L567tQyBR8c88tRMg6eogtHGxHZHMTjcHMFweKGZ4QxKDYQEYl2UZGlzfq+OpACZP7hjG7fwTBvkokgXHQZy7UZovPPUV9gejZmuA4JbQDVgvkbxWLb6kdlM+2h9kI786G6jNw01eQMM7t3b3QCIJAZnEDaRF+rhe3K94P780BmRJW7BaLennw4MHDrwS/SbE2/1stFkx6HSpfNQpvcXyg9HZsGaWMURP1+BgkUgkSRecTdA2lxZxY9x1SuZxhV92Iyrej/7rVKvDfliSaqqu5NzCVBDffkyOC4hIYed2Fz/6o2CdgMQhIFDIEvQWJg/GZQdNC1s8bUPqqSZs8Ham0vV30gMHomhrwj4iyEaDCU/sSntq3V/Zb7i0hYWb7OOxs0bfuFn+rLcjjzM/rGRoZzYAxHcVdqVRG7CD7tknuoGtsoK6ogLCUNHx9fBmbYhs8cLCwjj15dYxPGcmaYi/6K+O5fJQE/yQBr0AISO72LrTRXK9DJpfi44ZFV6PWxJGSBsYkh6CUuz753VwksPk+KwpfmP66FFXAxS/OthjMZFc2MyQu0OVAmZKjhyjcvxufwGCGXnl9L++hBw8ePPQcHlHWw8XB5udg298hfQFc9wn8br+YMm0vEu0sMoVNsSpnGC3WtrT4Bp3JYTuvM98ynWOQa4LpD7jzDnoNQRAoqNUSF+TtssepxSpw9Zu7aNKbuX1CEp/ePpqh8R2jAQDyajSsPlwKiFYLd0xqH3X6quS8vXREp9s7U9HMH78+yrD4IJ5c0LNhBEvHJpIR5U9csA9eCvc9zM5UNPPZvkICvJXUtBjaXovw752Cbcs/OsiOnBrUKjlH/zKrgz/WE6uPs+l0FZ/sLaKiScwBnD8wmgk3fN6hL6tVoLrF0LV91dbBmxNFy4bL33Loo9yBzc/CjpcgOAXuO+T69jTVUCa21+fuwhgxEv/uFOvrLlkbxIJ+/lFiUT87XsovrDvDm1tzGRwXyLf3uDgJo6kCq1l86Bt7eKc9ePDg4eLi+Npvaa4sJ2nMROKGjCAoNsHGw9QeUgcioz1MBvE6aLVYsJrNdts06U2sz24CVAzOrmVcqhsThr2IxSCgrwPfKNdFrrrTAtv/IFa5nvB/QwiL06NKsv951hbk0VRZDkDMwKGoQ9vft29wCIMWXNHp9oo2WTmzUqDP1RISZvZsFkva5JlE9qvALzyi88Z2qC3Io7GiDLNBj2C1it7HFgtSWc/61QJYLFaO/bgGk7aRxopSMmbOt1lutQos/d8+NEYL34Srya5qQXr6JNc/l8jsdzvuj95kQWe0EOTrvGiWPRqqWji5uwiJVMLQaSl4udjH0vf2caS4gRtGx/PXy133P609JWBsBGMjNOQbCBsgt+tffCGwWiwUnznDV1laUhKiWOzA5uzG/+7hSEkjd09J4Q9z0l3q26gRCxYbdRoEQejRrEcPHjx46E08oqyHi4PKE7bPIU58GBtLYNMzkDi+Q1ExQRAQ9Hqk3rYp9RH+XqxcPpbSeh3zHUTJAjD3b3DgXRjlmhl+V8mrbuG1n3OZmRHBnAGR6E0WnvvhFCq5lMfm9bMpCPXMmlO8uzOfeQMjef1G1zx7pRII8lXSpDcT6qdkzbFy3t1ZwAtXDuzgK5sSpubq4bEU1WmZN8g9L1Od0cJT353geFkjJ8qaOFzUwL3TUgn0cX+Q6owR3fDh/cOqo2QWNwAwKyOC/tEBTEh1nP72r41ZHCqq5/8u609yWMeIHWecrmhiR04NIEb42itYkBKuZtPpKvpF+aH2kuOtkDEwxv4N2b2fH+aHo+XcNy2Vh2a5GfkiCGBpnYA4awDnCmaD7bOrBMTA/JdoKM1m7p7B1G7+ic/uGGM3NdBtdA3QXA7hHYvKcfpHUXz1CYIpj4HSF3J+gk+vbm8Tlg79F3dYtU5jsHnulPIjkL8NZvyfuC8uWqd48ODBw6WKtq5WfK4Xn88VBs9Hn9OAZn8F6nHRqBJss5gEiwCCgOS8CL+w5DSkUilylTfeAYF2+w30UfLMov5kFjdy24TErr8ZF9h0qpIfjpVz9+QU0iL80DU1UnRgD4ExcUT0tZ103rTCSmMeDHtAQsoi1wRPhQ9IFSBYQKEWaN5SjO5YDQELkzuISCGJydQV5qH0VTv08HWEqVpL47oCKvcG0JAdyZmVAgkzO1/PHWRyOYHRsZ03tIPFZOT05nXid0IqJTQ5leD4ZMeCrFED390HUhks/LcYuOEGlQX1mMziba9c1dF7VSqVkBym5lhpI2NTQqjXmpjcJ8xmPH4WjcHMnH9vo7xBz3u3jmRimnuTBFaraIcgCAKC4EJh41aMZlHMN5isbm0vbqqEpnzAp4zcw99TfMaXIZdf1yHFvysYWkQP6vOtR4xmK5/tK+RwUQND4gK5ZbxoEVJ0cC+lxw6TYZayYm8ck/qEEWxHlK7VGAGoazG6tB81edkggcSRYwmMifcIsh48eLik8IiyHi4O5v1D9I5Nn9d5252vwNHPRU/agVfbDMyKb78Dze7dRD//VwIW2aZADYsPYpiDaNE2EieIj17mpY1ZrDlazoYTFcwZEMnGk5V8tKcQgCl9w5mQ1i4a5tWIVVXzqjUu9y+RSPj2nvEU1mqRSOBva3cC8OOxUJaMTbRpK5NK+MfVnYtLH+4u4L2dBdw7LZUrhomD8A0nK1h5oBiA5FBfJvUJ63FBtrsMjg1oE2XTItTcP8NxMYFGrYl/b8oG4JO9RW5F/ZosVj7eXYivUobJauXf19kvovGnef24cXQ8MYGdRz6fLGsC4ETrs1v4hsAdm0Tf5T5zXF9vxlMQNxJiXCzady4jl1Ed30z5nm2AGJHsTJT97kgZj68+xmWDo3nOUdSHxQxvTYKGQljwMoy4tX1Z8T74/JwUtYB4GH0nKNUgkYoF3VT+9n2pgT8v7M+w+CDGuOp//O09UHEMYkfBhAdcW8eDBw8eLmEyZi9oLYTVeWRew/e5mCu1WOr1hK8Y0va6pdlI1X8OYzVaCV8xGEW4rf1BSGLnBRGXjE1kiRtOPF3l0a+OUqsx0qI38/bSEZQePURNfg41BbmEp6UjafVMFywCLWINV5pLXO/fL17CnA+kWM1AXjWNZ+qBenzHRHX4XFS+agbMW+y0P0EQyNm+mZbaavpMntkm3jZvLUF/opZIdS31yRH0vebi8nqXyuR4+fmjb2pEsFqJ6Jvh3PMz5yc4/pX494Aroc9sl7dV1qDjvYMlTPYbgEphJHmMfU/dL+8aS3WzgbhgH55e5LjwW4POREm9DkEQxznuirLBkX5kjI1HppDh7aAArz0+uHUke/PrmNHPvchkmVLCoLsklJ+sp3m3FUNLMya91rkou2M7ZGfBhImQ1rFgHIhe0Ee+/QIkEoYsuhqfoPax1NvbcnlxQxYA32SWMT41lLQIP2St29QLUgbGBOJnp9AawEfLRrM3r5YFLtiKmQ16zvy8ERCIHTwc35Ce8R324MGDhwuFR5T1cHEQEANTH3OtbdosyPxEFE/PEWQFQUB74ABYrWgPHOggyl5MTEsPZ/2Jijbv1GEJQSSE+OAll9H/vEJkf7tiEKsOlbQV2XKVQB8lgT5K9CYLU/uGUd1iYGp6OGaLled+PIXZIvD4/H4uWwK8v6uA/BoNH+0pbBNlzxax8lHK+XjZaAJ8fsF0dQf836IBjEkOIbe6pW2m3hH+3nKuGh7LoaJ6t/1lt56p5uO9RQD85/qhToW+hBDXKuT+5/qhrDtewXWjulicIKK/+HAHuRL6X277WsEO0c7Av/NI6rQIP166ZjDljXquGu48gmb98Qqa9Wa+yyxzLMpaTaI1AojRsufiHSQW3DIbQO4Dsa1WG/Fj4K6dYkRNcLJDmxO1Ss51o1wvrkLVafG5qdT1dTx48ODhEsY/Igr/CNeyaLz7h9Bcq8N7gK0oYq7VYWkSI95MZS0dxMeLiZkZEaw6VMK09HAAghOSqM3PJTA2vk2QBZDIJEx+UUrNMYHkhe5F5Z21OzB5haA9XI08xAt5iBfmRgONP+ajjPPDb4L9tO7zMWq1VGWL16aavOw2UdZ7YCj603V49Qli1jUX3+2eRCpl2JU3UH7yKFK5ovMiTAkTxAlRqdztgprvbM/n3UMlfCyTsPeJmcgdFIz1Ushs6io4IibQm9duGEZ+jYabxnTN4Tgw3L1MLIBwfy+bsanWaOZgYT0jEoLxVnY+lo/om4HZaMDLzx9v/0DnjXNzwGiEvDyHoqxJr0OwWlv/ts3IOmu7JQGSQn2Iai0KHDt4OAGR0UjV/iz27VgE9yxJob4khbo2Vs6tM5CnVxCvMrK7mh7znPbgwYOHC4VEcCdvoodoamoiICCAxsZG/P0vfDV6DxcJu1+HY1+IkXnJU+y3OfQRHPoQpvwRUqd32mXzzz+j2bWbkNtvRxER3qO721OsPlzCsZIm7pve82n+rrDlTBW3vLcfgNdvHMY8Z3YO5/BtZikf7S7k7ikpTO8XAZpaUPmJIl4vcrionuUfHaR/tD/v3DzSJpXsVHkTxXVaZmZEOE1VOlLcQE5VC4uGRLvsy+suVU16rn17D4Ig8MXysYT3kmftBWf367D+MfANhwdP9OjxPlPRzCubspk9IJLLnIngJQehPBOG3AiK8z7XxhLR39U/1q5vbI/yVKvNhFcg/LGwd7d1keC5Xv928BxrDwCC1UrOjp8xtDSTNnmG3cJbgiCQt3s7usZ60iZO65C6bI/m7SUIBgt+U+OQ9NJ1uDsIFoGmzUVIFFL8Jsf+IunPDT/m07JNDLuN/vMYpC5OdBfs20VLbTWp46fg5R9AVbOeMLWq199Dy64yGjcU4jcxBv/pthOclQ0GFDIpwX7O38O64xV4K2VM7tN7PsE7smtY8clBRiYG887NI341qe23f7Cfn05VMXdAJG/c1IXsJmfk5kJeDgwbASGOgwxq8nMACaFJHaPdsyqbCfFVigVte/EzX7m/iD+uOopSIjCuTwTv3eqeaH+p4rlme/Dw6+Himzr18Nth299BVw9733Isym55XoxK2/lvl0RZv6lT8Zs6tcPrgiBQ2WQgwt/9QarFKtj1lOoK9RojD31xBEEAH6WMh2f3ToVcZwyMCaBvhB8mi7VzO4dzWDQkhkVDWiM3Tn4LX94ienUu3+ZywbWusPl0FVXNBqrOVFPbYmgTO2tbDFz++k70Jit/vXwgN4y2H/HYqDNxzVu7MZit1GoM3Dmp48CxXmPktg/2YxXg3ZtHdPDddYVwfy9+fniK2+v1CBv/DGfWwvx/QtKknu3bKNpnYNKJdgCOqM2F1XdBaB+47D8g7fymu2+kH6/d6EJF5djh4sMeAV3zszuL1mjmtvf3U9ti5P1bRxIT1B4lc6CgjlMVzVwzIhaVTCr61Ro10NcFmxUPHjx4uATR1te1RV7W5ucSPaCjvZG+qZGKU8cAqMo5Q9yQzguC+k20f662WiyYjQaU3u5Fz56NKekpsUd3sobmTWK2izLWD6/UwB7p1x28+wWjPViJMs4PiYO0bnskjhrX9vdT353g/V0F3Dg63nEGSg+hPVKNoDejzayyEWXL6w3sOdOABJg+OAQ/b/vv5eczVdz18UEAvv/dBAbGdvTXrz0hsPevVkL7Sxj1p66J+RPSQjn6lOt2Bz2FWSew+ykrJg2M/T8p3iE9K0xaTQZGqjWYjc59V2sL8yg6tI/Ivv2JynDxO5GSIj46ITQp1eGyPhGdT9Y4Q1tfS9aGjfh4BZN22Uyb33p1bhZSmYyQxBT6RwcgIMEgSLh2ZBczyzx48ODhF8Qjynr45ZjwIBz9AkYuc9xmzAo49IHzNi7wp9XH+GxfMUvHJjj1iToXg9nCFa/vIq9aw4fLRjGyG8WmQCwe8cWBYlJCfSmq0zEyqXv9dYXSBh2nypr48f6J3ROaK46JAl31GVGk8g7ssX08n5vGJFBQq6V/tL9N9KlcKkUhlaLHipfCdqBusli58Z29nC5v4s2bhuPvraC62UCwr32x9WBhPYeLGgDYX1DPnAH2rSL25NXyw9FybhmfSIqbRcB6ld2vidGihz/pniibt0VM9w88R+C2WgCwSORsy65lcnq03QJmnPgaSvaJj0m/F/sBaKmGHx8W/5/xF/G1I59DcwWMvadXBX1X2Jtfx568OgAe+/oYHy4bDYjVvm94Zy9Gs5WGo2u5N3AXXP8F1OXAwGt+yV324MGDh17DOyiI0OQ0DJoWQhKT7bbx8vMnNDkNXWODU1GmM6xWC5nfrETX2EDfqbNc7ktbX8exNV8jV6kYtOhqFKruZaY0bSnGWNSMxFuGRCH7RewV6s4IWE3+RD85plv9HCttBOB463NvEjA7keYdpfiOth0zyVqHCBKJWHj2XAprNVz71h78vOQ8uUAsbCuXSlA7EKGLtwhoykBTJjD0PgGF2v7YtaKgHr3GSFzfMGTyiyMSuz4LKvaJf1fuF0ic07Vxt9ZoZm9eHSOTglGr2j+ne8Or0EqqEUJUHC6qZ6iDQIvyE0fR1tVSevSQjSh7uCqPN4+s5bKUUcxPHonVYqH02GG8/AMIS3Zcf+FCUX7oGJqWWjQttUQe7o//MDEwpL64kKwtGwHYoByALDCM924did5oYc4A9woWe/DgwcPFgEeU9fDLMf5+8eGMcb8TH93kZLlYHfSkGwWTaluMbQWW9uXXdVuU/b/vT1JUp2VcSgg/3D8Rldw1L9ezFNVqUcolPPPDKfRGCy9dM8QtD1erVWDxazupbjZw37RUHprVjSjdcfeBRAbRQ3pVkAXRl+o/13csmhXgo+DH+ydS2aQnzE/FjJe2EqZW8e4tI2nUmdiXLwpt+wrqWHf/RCqa9PSP7hiFAWIUxVXDY7EKAlP6Ok6h+/0XRyht0FHaoOPdW0b2zBvsKrW58OMjEDsSpv8FstbB6OVd72/vW7D2UdGn9cGToGy9KW21BKgzCCz78BC/n63jnql2bpwHXAU5myE0DQIT21/P/AROfiP+PeQGsJhgdet++oTAsCVd3+ceYFRiMH4qOc0GM8POKUqmkksJU6sobdARXbwGyrZDzAgYf98vuLcePHjw0LtIpTL6Tp3ltI1EKu20jStYTWb0jY0gCGjqal0WZZurKzEbDZiNBvSNDSjC3fPcPxdznZ6mdQUA+M9IwG9aHP/f3l3Ht3leCxz/iSWDZGZmOw4zNtQ0SSnlNil3K25r13Xduo7v4I7uqF3blVdmWhmSNGmYHAbHEDNbJrHe+4cSJ45JhvD5fj7+SJFeeGQl0aPznucc1QAuWiuKQkdTI259EAWl7YQE6hiVMrAMQWuRwpd3e8EL5/1VTdSYwV80/8MVvj4El431rybtUBjSLBjSus+rokIMzM4PQ6tRUbljI1898zjZ02Yx+4bb2FzaRHWLneoWMOq0fHH/eWjVql5ruWYsUdFaphCRr+o1IGtvd1JU4Ks5rzdoicvws3nnCfL57hqeXl3ELZNTSV4QhatdIW764N/T+17dxme7a5iTHdllab7ucPB5fXEjj6xbw1t3TetxBVxc/hjcTicxOV2b1z667UNWV+xmT2MZF6ZNpHrvTg5tXg9AcGQ0xuBTuyQ+MiOLxn3FGOwmDBFH/03pTAGo1Go8iopP9jdR42rj8nHx5Mf3PMcXQojTnQRlxdmlajvU7YURl3epL/mXq0bx3rbKAU1S40JM/PayfApr27hh6tDLxl80Kpb/rC1l8cjYAQdkv9pbw23PbyLYoKXF7gZgxf7ao+UE/HRkSthluZ/HBav/CgFhMPFb/h3IaIY5D/Hetgqsa0u4fnKyL3uyqgBW/w1GXQPZCwc0tsFIDAsgMSyAF9aVUljbRmFtGwdqWxmVEMLPL8pjU0kjaRGBhAXq+yxJYNRp+PNV3ZdoHm9KWjhvbSlnah9NvE6aTc/AwS99Pw8WDz1Y6HH5br1e4JhS4zN+gCt6LDe+Vo8XNereloqGpcKtH3d/POsC2Pzc4QzcZF85hOBYX+mSyJyhjXkYBBq0bHh4PhXNHWREHZ30G7QaPrp3JvXNbaR/+Sw0ZQyo27MQQoijbHsbUWlUGDOPBo20BgO55y+mrb6OuPxRfh8rMj0Lm7UZrcFA8BACsgAaix5DmgVXbQfGnNABBWTBV8+1cuc2tOFxNMRMo6HVRVZcAEY/Gi8dS4Xvk/fYj9hqq52nVhUxOzuKGZn+dZTPiArigQXZFFV3UN3kICbUN/epLdxHU3kpSeMm9d/kaRiEBvmSBlasWkFbYwM7vvyE2TfcxuKRsRSUNROraic3yEVwRN8JD0HxKmb+b9+/S51BiylIj8PmIijM1Oe2J8PfvtjPrsoWrDY3Hz80tL+fAG6v0uX2iJz5i9i+q5B/v1EEHJ3jHy8sKYWwpJRuj1+SPol9jeVckekrfxEQGo5KrUYfEIh2iNnnw8GcHMe4G5ehuBW0IUfn8EERkYy/6nrKm+0Ev76bDLOBjEE0ThNCiNOFNPoSZw9HG/w5C1ztvszBmfef6hENiKIobChuJD0qiAhNB6x7HJKnQtpsXlhXys/e3YlGrWJSSigK8K9l4wkL1FPX6uC25zei16h5+uaJWEy9Z89WWW3srWrlvKzIo0vQt70M797lu3/7CojrnpXakx3lVi5+ZDUA/7xurK8j7AuX+4KE5gS4f1fntrWtdvZWtTI9I2LY6vMeq7nDyU/f3UlksIGfXZiHWq3C5vQw+Xdf0GJ387OL8rhtRuqwnMvu8mDU9f0FYfWBeqLNBjKHWE+rTxWb4e3bITIbMhZA7sUQOMBgcf0BX0A+92LIvAAOfArhmRCaAs2lvkDq4W+I5U0dFNa2cV5W5NBr+Dk7wOM84VnWYujk8/rcIe+1OFHshU3UP7UTgKh7xqBPPIGfjSeA2+mkrb4Wc3QsNmsT9UWFRGflYjRb2PvlJzSUHMRgDqE1ZyEhgTrGpAajUqmo3aaw6Y9eoserGP+DvpfUNx1Q8LogPO/o5+v9r2/j7S0VBBu07PiV/xcF91e2s+tQGypg4bgIjHoNa559DMXrJSozh8xZR3s0OBz1KIoLo/HELPuuKSrkm9deIHPydEbO9WVXt1RXsuPDd0ClYvSlVxEUPvQmX4qioHgV1H00kbO7PKzYV8eElFAiBtE7wF8vrS/lsRUHmZ8bzaSUEBaOiEGtGViQ/ovdNXyyq5q7ZqcTGWxg9YF6pqdHoNGosNpcxIccDT5vL29GUWB0YsiQx+5y2NFotKi1krd1upPPbCHOHvI/rji91RdCwwHIWtg1faAnai0YgnxBWVMvDazsVl9TJEsizHpg+Mc7BI8uL+TPn+0nIdTEqpGfodrwGGgM8JMKrpuYiEalIiksoFu2xLqiBraX+2qHFZQ1M6uPDraxFhOxluOyCKLzQR8ERgtYem6W1ZMos4GQAB0dTg/J4YeXneVeBKVrIO/SLtte/q81lDfZ+M6cjKE1N/O4wW0DQ9cvdCEBeh5Z2r1h1JHg4UBDiF6vQkF5M1nRwQQauv432SUg63aAtuvE/t2tFdz32jYMWjWrfjSHqOATlG0QPx6+uxn+lAF7P4T/3geXPQGjr+l5+8qtEJbuy3I+4qv/8TVt2/cR/KgEshf5Hn/1etj7AUy6Axb/EYCE0AASQoepzp4+ADj5NfuEEEIMD2t1JWq12q9MVbVBC2pApUKl7zlo5qpup2V5GQGjIjGNOA1Woxxj7xcfYa2qICozh7b6OjqaGmitqyF/0aWkTzuP4OgYQhOSCQjpOvcs+1KhvQqK/qsw9l4Ftbb32UhoZvfnxieH8vaWCsan+N+UFehsrGUyqNEeDlKGp6bTWFrcJWPS6WykrOxFwEtc3JUEBPg/Bzye4vL43t/j6rlGp2Vw+UO/6nU/1QBnaG0ON4W1bYxOsHS5QKxSqVAdLmbr9Sp4FaXztR/x8/d28vqmcvLjzfz3uzMHdN6BWDY5mfHJoVzzyArGV1ayZouacUuu6vb3A8DjdtHR1EhQRFSX1/PAmwU0d7jocLr517LxLB4ZS7vdzfz/W0l1i53Hlo3v7H8wKiFk2MY+1PrMQgghBk6CsuL05WiDJ+eCwwoX/M7XFKgvOiPcuRqsZb6AVU+2vuRbSg2QcyFE5Q7rkIei3elrqNTY7mS9PZ4p4BufRocWWDq558nyvNwoLh0Th0GrZnLaIOrexo6CHxb6asRq9X7vFm028vWDc3C5vUdLA0y41fdzHLfHl5Dv8ngHPr7Ogzjg37N92Z1LX4WM+X1ubtJr+OA7MyhuaGfW4UD28n21tNhcvZZ9cHu8fH2gjq/21vLiukOMTw7lrbum9bgtL1/ryyy99F8w5rrOh4/MqdUqVa9fNmpb7Xznpa2YTToeWTq238zbvl9oOLTXAQqUftNzUHbln2D5byAyF+5Z53vM1gxtNaBS+y56HPHVb3wBWfBdEDlNPL+mhDaHmztmpXX7oiWEEOLksVZVsPOjdwEYveTqfjMd9YnBRH9/PCqVCm1Ez8vLrZ+WYN/TiONg82kXlPW4fOV97OVWTGYzHTR0vmadyUR8/pge98u8QkV7jUL0BFWfAdneLJuczCWj47o0d/JHbKiBheMi0GnUaA8HKrNn91QDWOFIuSJF8Qx4fEe4atqp/VcBKr2a6O+OQ2Puey5pjolj1MVXoFJrCAyPwO3x8vaWClIjA3vt3+Cy2Witq+GW90opqGjju3Mz+EEPvREa251c/M/VtNpdvHXXtC4rlo7MyXotwwSsPdjArz7YxYK86CH1XgjUa0kyegjTecDjob2hvseg7J7PPsRaVUFs3ijSpvoCxXuqWgjUa2ixuZidFdW57dKn1lFltQNQXN8+6LENpzaHm8dWFJITY/atmBNCCDFgEpQVpy+VCtSHgy9qPxtaBUX5fnqTOhMCIiAk0VffchjYnB6sNhcxlqFdXf7+/Cw6HG6eX1vKtRvS+OjWTeSlp/S7X4Bey9+v9a/kQK90g6vBZTb69768dfc0dpQ3My83elDnAcDeArV7AAUqtvYblAVICg8g6XAW756qFm55diPga+LUU4fWP3yylydXFRNk8AVJG9ocvR+8eCUoXihZ1SUoe+mYeKKCjUSZDUQG97w8bsXeOjaU+BqR7aiwHv0S4vXCxz+EphK45BEw+7Gc8FufwZYXoPkQzPh+z9u013W9Bdj+OhzyBWj3ZNzOni3lXDw6Dt3hxwiMhEv+2f/5T4JNJY384n1fOYyksAD/Jv6KAlv+48tkHn3tCR6hEEKcO1RH5mYqFSqVfxfJdJF9r44w5YVjP9CMKd+/2qn+cNltvkDwELP/cs9fTMV7m9DsUFDrdKQ+eDOGwMB+9zOnqJj1xyFcdAWC/ZxnHc/kR01bvT6chITr8HqdQ8qSdVV3oDg8KA4P7iZ7v0FZoEuG9X/WlvLr/+5Gp1Gx9qF5PZYW2PXp+7Q31DNTFUIBIdS3OXs8bklDOxXNNsA3vzo2KPvrJSNYMCKasT00wzri1Y2H2FvdSlFde5egbF2rgwffLCDGYuQ3S0b2W4orMSyAJ76zkPo92wkxqAhPTetxO5fNdvi2o/Oxv36+n4pmOyEmLecnhdBU00ZgeAC7q3zNhyemhHLrjJQ+z3+yPLO6mEeXH0Sl8vVd6G3e24XTCbt3QXQMxJ6YshlCCHEmkaCsOH3pA+GOr6GxGNLOG55jxoyEBw92f7yxGBoKfYE+P+pl7qq0YjbqiDIbWPyPVZQ0tPPIdeO4cNTgJhfvbC3nz5/u5/y8aIw6NYF6LRExiaA5OhlXFAWrzUVIgP/ZrP5wuD0Dbjzml9K1vuZPwTHEh5i61L8aiJ0VvtIM+fGRcOXTULMLptw54OOYTToC9Rrsx2b2HudIDwWLSUdyeCAhJh2tdle3L0UOtwfDlc9A4Rcw/b4uz32ys4p3tlZwz5zeu0jPz4tm9s5ILCYdo49ddla/HzY+5bu/4w2/mnc5tEH8o3U+te0Ovue2kNjjCX8B0XmQOOXoY6mzwByPPSiJq96spc1RRXmTje9d+BdfNvnIq8CS0O/5T4aksAAigw3YnR6yY3qvRfjIVwfYU93KLy7KI6pqBXxw+PcXkuyrzyyEEGLIzNGxjLrkKtRqNYFhw5PVGjgxhsCJ3UshtNZWg0pNcGQfF9wPU7wK9TvAkg4uZyPb338TlVrNmMuuGXQn+YNrvqa5vJT4yFG4vS3o44K6BWQVrwJeL6phnEv5aqR6B1yLtD92l4ctpU2MSw7FqNNgNA6uEZWiKKw6UE96VBBx+RGYL0hGrddgSB747zna7AuaW0z63lcOHW6BMjvNwthwK0mx1h43G50QxE8W52C1ubhoVNcLuIUvqQiuiCTwnt7n+TdNS6GssYPz87r+Xj7cXsnyfb4L28smJ5Mfb+n3dYVr3bR1uLDVpuDNU6Pu4dpA7oILaa44RETq0Tnj4pGxrD3YwM1j4tmzrgyA/BkpPH79eDYUN3L7rLQTM28fhFEJFnQaFakRgZhNPYcVPC4nRWtXodEbSJ00DdWmjbBjO2i1cMttRxNwhBDiHCVBWXF6C0ny/QyDhjYH64oamZ0d2bVOqLPDtyze3uxXmYTl+2q55dmNmHQa3r1nGmWNHSgKHKhtBfwLyq7YV8tL6w9x24xUpqSF8+qGMiqabXy5t4b1P5mPTqMiQN/1n+f9rxfwztYKvj8/i3vnZw7sxffiZ+/u5IV1pfzwguw+g4gDtv7fvozPwCi4b4evtMRhT35dhM3l4e7Z6f0uQy8oa2bJv75BBbx7z3RG5V8B+VcMakjxISa+emA2dpeH5PCeM1x+vCiHSalhtNld/OCN7YCvadeikUff16dWFfGbD/dw9YQE/njlX7od4xfv76KmxYHD7eW5WyZ1Pt7Q5qCpw0lGVDBhgfouz3UKT4fcS3xNtnIu7PmFlKyGL37lC5pOvp23Nlfw6HLfhYa1RQ2s/tHc7vvoA2H8zQAU1bVhNumIiMqB+3ej8XgJ+sNy2hweX5O4yBQeti3l42eq+d1l1Z01y/rlsnd5n4dTlNnI6h/NwevtPfunymrjz5/tByAjMojvj0oErclXa/pIxvFb34b9n8CSx3z1j4UQQgyKP0FSf3U0NWBvbSU0MblLXc2Wmip2/PdtX0OoS64iKKLvMgk7/q2w7zWFkAwY99MWvB43eMDZ3uZ3ULZ8+xba6+tImTwDvclE9Z4dALTGNpD28AzUAV0v0ipuL85vDqDYXOgmpqAJH3oXeK/Hw/b338RmbSLvgouxxPZccmkw7n11K5/uquGCEdE8ccOEzsedbQp7XlQIzYCk+f0Hyf79dRG//3gv4YF61j40D/Ocwc/VLxwVS3bMLMICDb2WashbeAmtNdVYq8pxVJVSu7uJ1HETumRBbyz4G3UNO1iceysJsdO77N96SGH3c77AriUdsq85+vespL4dk15DtNnIuKRQ3r67674A83KjeWdrBVFmI5nRPb/HlTsLqC8uJGXSNMzRsZRsWEN9SSEe237aH7uZcd/vHgw2BpuJyclHURTa6uswhYSyZGw8S8bG0261s31lEQAarZpZyVHwzwjWvwSz/qgQFN9/Eomi+BrIafTD32QXYHZ2FFt/vgCjVt3rnL6hpIjaA3sBCE9Ow3KkjIPZAmo1boedHR++i8flJH/xkkFfQBFCiDOVBGXFOaHN4WbmH5fT4fQwKyuC/9w6efDHsrsBcHq8GHUanrl5IrurWrhpakqv+7TYXZQ1djAizndl/bcf7uFAbRv1bQ7euXs635uXySNfFXLtpERfYKwHWw81+W7Lmjofe3R5IRtLGvnFxSNIDTP6sivDMyHBV1PX41X4yds7KG/u4M9Xje7W5Oubg/W+28L64Q3KOtt8t247HFOnbH1RA7/9aA8A6ZFB/WYWexTFlxyh8r2WoTqSjdEbnUbNBSNiaLW7mFVQhcfrZVp616WU3xQe+Z019HiMJWPieWXDIS48JpBrtblY8NevaWh38vj143sMdHq8ChqNDq55odfx1bc5qH7zd+S3bfBl1U6+ndzYYDRqFR6vQkiADjyuLhnWx/pyTw3f+s8mLCYdy38wm9BAPTqNmg+/N4OyJhtjDnfufWtLOXaXl492VPkXlP30YVj7CMx8AOb9rP/tB6G/rJDIIANzc6LYW9XCvNwoiA6B7+/01cwNCPNl2ex6G7xu+OKXkDip71InQgghTrjmynJ2ffweAKlTZxKXN2rQx3K1H70NS0ohffp5qDVazDG9l7xxNzvA40UbbsJp66B041oAjGYLyROmkDJpGs3lZcSNGI0muIeVSi43SodvKb1itUF4EIrLQ9PbhaCC0MsycHucNJQUEZqYjCHQF9Cz1Sts/IMXU4SK8Q+oUGuOBs1cdhvtjb65RktN1bAGZTsO9y84cnvEgTcV9r+mgAqiJygYQvoO4rkPz8k8ioLC0OdnGVG9r4IB0JsCCE9JwxAcTEtNFcFRMd3KUjQ07QUUGpv3dQvKBsRA5Ghoq4ToCUdf27qiBpY+uY4AvZbP75/VvRkuvvlZYlgA731nRq/ja9itULx2PahdVO4swBwdS3BUDPXFhTjrolHFKSiK0uWiw7FKNqyhcuc2zLHxjFy8BIBAi5Exc9MBMAUZaNit0OibQlO7rf+grNej8NV3vFgPwvTfqImZdGICs/3VPDbHxGGyhKDR6wkMD4fYOEhMBJPvd93e2EhHk29OXbx+NTlzFx4tkSKEEOcACcqKc0JxXXvnBLTF5u76pD4Abl8BDQchY16/x7p4tK+pVniQnuTwQJLDA5mV1Xv2hqIoLHnkG4rq23l4cS7fnpXGkrHx/PvrIi45XBtzekYE0zMiwO2EFy6D+kK47hWIye88zt+uHcuH2yu5foqvFm6r3cWfPt0HQGpECb+IWAGf/gS0Rrh/DwSEUVjbxmubfEufPtxexbdmdq1p9ccrRvHO1gpu7COg7I+V++sIDdAd7QA7/V5f6YLIXF+W5mEJoSbCA/W4PF5yYvuegAOMSwrlrbt8y877qgE23IKNOv5zaw+ZrMBPL8ojPrS427K4Ix5anMtDi7s2kHO4fHWHAepa7d32+dGb23l9cxm/vHgEN01L6XVcL607xNbGaTysLSF6/I2Y8f1etv38fHbsO8jIT66EP7fDt7+EsO71y2pbHSgKtNrdtDvdhAb6vmCGBxm6lHT4zZKRfLar2v9AffHKw7df+7f9CaDVqHnm5oldHww8JqCuUsHiP8N/7/M1MPvm73DBb0/qGIUQQnTVUl3Zed/jdHV5zhwde7ghlLrfLFmA0feoiBgJESNVqFQqYnLy+9zeVW+j5m9bwKsQdddodPGBhCam0NZQS2hiCgDxI8cSP3IsthYrm994EZ0pgBEXXIxG57v4qTLp0Y1OxNvuQJPsK+Vg399Ex9ZaAEz5ERSXr6OprISgyGhGX3IlAOUrFWo2AShkXqEi5JiPW0NgEBkz59LR1EBs3sh+X3dvHG4Pn++uYVxSKHGHS0j949qxrNhf26WBFIAxw4NKq8KSqkLnR7LvXeelkxUdTFZ00EldSh8UHsmYJT00NAXG5t9JfcNO0pIXd3tOo1cx+2/dx1nf5sCrQLvTTbuj6/eDDqeby/+1hvImGy99azKjD1+47smOf3uxeUcTmHGQ6Ow8AOLyRxMSl83Xq9u4eu2n5D1q5u27p/dYj9bZ0d7l9gjTMXOzsBzIukaF0wqJc/oPsLraoGkfoED9DuWEBWX7Yww2M+7KZV0fDD76HcAcE0t4SjoNJQdpLC2mqeIQYYf//QkhxLlAgrLinJAfb+aOWWnsrW7lL1eP7r5BWKrvx08LRvhfg8urQN3hhlG1hwNy98zJ6DngZS2Dg1/57h/4rEtQdkxiSGcmI/gCh1eMS2BTaaMvQNh8uK6bIdjX3AhIjwzk4tFxlDd1cEEPY56QEsaEXjrd+uuTndXc+eJmtGoVX9x/HikRgaDWwIjLum37i/d309Du5KapKaRH+rfEb3zy0MY3EJ/uqmZvVSvfnpXarXzEEemRQfxmSd9fkl5efwitWsXVE30VXqPMRl7+9hRKG9q5fFz3Oq0r99ehKPD1/ro+g7IzsyJ4fu1kfh49n//MPRo0DjbqmBZUBTZfAJ6a3T0GZa+ZkIhOoyYuxEhCaO9NV64cn8CV4wdQT/aiv8O2FztLJJy2xt0EO96E8g2+mrpCCCFOqdgRo+hoakSrN5A4Zny3549tCNUfrVFF8gL/A0+KzQ1uLwCeDhd6tZq8BT2XDrJWlmNvsWJvsdLR3Ehw5NHGpZq4EI4N9+lTLOgTg0EF+mQzunpfRqfOeDQLM266irLlCqZIFeaU7ueLzsrt/uAA/e7DPTy/tpSksAC+fnAOAKGBei4b2/Xzvc3hZunXK2kc5+KR68ei1vb/O1erVZyfN4TmrQOgKAqVOwvQ6HTE5IzodbvoiDFER4zp9Xm300nV7u0ER8UQEuf7HVw4MhbPtQqhAfpu2brVVjt7q1sB2FTa1GdQNn6Wih1PTiBh1ERCE45meQaEGSnQl+BSFHZUWGlzuHtcEZc2bRbm6FhC4nvsDACASq1i9J3+//02WFRMekhF037IuurUBGT9oVKpSJ08nZbaKlSoCAwbvmZ/QghxJlApijL0NScD1NLSgsViwWq1YjZL3Rhxmirb6FvuPPFbvlqfQ7C7soWtZU1cPjah/464y3/nazq28A8Q1H9mSBfVOyAoZuD79UFRFLaXW8mICiLQoOXvXxzgpfWl/HhRDpePS+DFtaX89L2daNQqVjwwm8SwrsG+5XtrWVvUwO2z0lj25Hr21bQyPzeKp26a2MsZe+byeKm22rsdf7g0tDmY+Nsv8Crwg/Oz+O68wdXtXb63llue2wjAy9+e3K38QU++3l/Hh9ur+Pas1H6X8PVKUXzZnx4XzLzfFxg/RxSUNfPMN8VcNT6RGZl+TOa9nnPq9zMU8nl97pD3Wpwp3t5STlFdO3fPSe/1Aqq/bHsbUZweAkb1PW9yOx0UrV2FzmQiZeK0Xpeh98Tr9dBeX0dgWARq7fDlw7htCi2lEJoNiuJl7xcfY7M2kzNvEYFh4bz4/DY0exr5KlTDkz/q3jC3cmcBXo8bXUou0/6wAo9X4WcX5XHbDP+TFMAX7PS6XegDeq7XP1T1xYXs++pTAEZedDnm6ME11S1e/w2VO7eh1miYfMO3/Wqi9uw3xRxq7OAHC7L7Xabfm+YOJ498VcioxJDOFXLnitoDe2muLCd5/GQMQX3Pb4+EJAbyb+tcJp/ZQpw9JFNWiN68czs0Fvlqd17/Vq+btTncvLiulLGJIUxO67kLcV6cmbw4Pz8w5/xkMKP1iRn8Mrfe/OnTffxrxUFGJ4bw3j3TeX1TGbWtDt7aUs7lhzN1AdQqugVMPV6FO17cjNPtpcPp5l/Xj+OL3TVcNnbg9dG+9fwmVu6v4775mdw3P6vb85tLG0kJD+yyDH8ggoxaUiMCKWno8P+9wre87aZnNtDQ5uTZWyaSGGYiQK9Bo1IRH9K9NllPZmVF9lkCwy8qFcy4b2jHOB0Vfw3v3QPp8+Div/W4yW8/2sOG4kZ2VFj56gez+z/eN/+ACbf03kxNCCHEaami2cb9rxcAEGzUcsd5vV8072huoqHkIJHpWb02DzLl+LcaR6s3kHXe/IEPGFCrNQPK+PXXyh94adwDOUtVZFzTRlNZKQCNh4oJDAtnbrkDLzrOC7d029daVUnx+tUAZJstPHfLRErq27l20sAadrkcdra+9Qpuu528hRd3ZqAeYXN6KChvZlxSKHrt4OqEmiyhqLVa1Fptv4G9Y7U3NrDni48wmUPIPX8xAaG+99poCfG7Zukt0wcWoO5JSICen16UN+TjnG7Kt2+havcOksdPJiozp9vzXq+HA6u+AkVBo9WRPr37hYFjVe3aTnNVOamTpmOyhJygUQshxOlHgrJC9CZxii8omzSlz83+8eUB/v11EUadmoJfLDiptbVOhoY2XwOL+lZfCYYfL8rhzc3lneUXFo+M5esD9VwwovsyNo1axZjEEDaWNDIuKZT0yCDSzxtcZ+LC2rYut8f699cH+d1He4kPMbHqwTmoD9frstpcBBu0nX/ui0Gr4eN7Z9HhdBMS0EMzj14cqGljY4mv+drqwnqWTU5mzY/nolKpem3aNiivLoODy+HKZyB74fAdd7h53PD+d6C1Gi57AoKHuLxxxxvQfAg2P+erCas5+rG1ubSJl9cfIi/WzLZDzSzI8+NL71e/hbJ10FQsQVkhhDjDhAXoSY8MpKzJdrSOfS/2r/ic9oY6rFUV5C+69OQM8CRyNPtu7Y1gMltIGD0em7Wps/RBwLgoOjZWYxnb/XPYaDajM5rwej0EhIYzMySUmZkDvzjsdthx2Tp842ixwnFB2bte2syKfXVcPjae/7tmDODLiPQ4Hd0adfUmMCycidfdgkql6qzl64+mslIcrS2+n7ZWorNyCYlPRGc0DVs2Zn2bg6seX4vT7eX1O6f6fTH+VHC0tXLg6y8xmi2kT5895N9Bzd5dONvbqNm/p1tQ9vWNZWwta+Ka2ERstZWEJvYd7Pd6PJ0XCQwBgaRPnz2ksQkhxJlEgrJC9Oayx2DR/4Kxe4bBsdIjfcu1ksMC0fVw5f1n7+5ke4WVP105iqzogS9Nd3m8/P6jvbi9Xh6+MPekB31/elEuoxItTD2cBXzx6DguPmb51YIRMX3W2H3121Nod7oJNg4tQPnvG8ezfG8t10zsPrFrtbsP37rwKApqVLyy4RAPvb2D6RnhvPStvgPrR+i1avRa/wOyACPjLXx7Zir1bc7O38tAgrp+cTth30egeOHAp6dHUHbzc9BUCrN+6GuWd0T1dih4xXd/z/sw6dtDO8+Uu6GlEtLndgnIAvzy/V3sqLAyMt7C/t8u8u94o6+FxoMwZunQxiWEEOKkM+k1fHrfLJweb7+lC0whIbQ31BEQ0r1RqMthZ/9Xn6HSasievWBAwb4j3FYH1o+KMSQFEzR94CuAhmrmH9TUblVImucLriVP6DrXCVmUSsiinjM9DYFBTLj2JhRFQTOEkgomcwg58xbhaG/tsQ7ukflZi/1oE639Kz6nvugASeMnkzhmgl/n0eoHPq+KysqhvaEOoyWkM/PSEDi4xIDe7K5sobje15xr26HmUx6Utbs8PPJVITEWY2dj4CPqig5grarAWlVBXP6YHv9dDETyhClU79tNwuiutaBb7C5+9PZ2FAXMszJ46KaL+z2WWqMhMiMba2U54al+NpkVQoizhARlhehLPwFZgGsmJjEjM5LwQH23jMz6NgcvrPMtJ3t7SwURQXo+KKjkocW5TOml1MHxVhfW88w3xQBMSw9nYf7gamkNVrBRx7LJyf1v2Au1WoVBq6Goro00P5t79WREnIURcT2/H9+dm0l6ZBD58WZ0Gl9gfNuhZgC2Hr49UdRqFQ9feGKWpbk8XjQqFU12hfBLH4WilTDj+yfkXANSXwgf3Ou7HxwDk+84+lx0PuReAtZycNmgrRaCono+zvGs5fD27WBJgEv/5QvCRuX2Wj5kbk4Uu6tamJvj5/HBV7Zgwi3+by+EEOK0otWo0Wr6X36eNWs+SeMm91i6oLm8jOZKX3NMa2UlhS8lYmtUmPSQGlO4fxmEbd9UYCuow1ZQR8DYKNQBw7g6xg/BiSqCEwef7ajWaHA7HDgc9iEFK8NTujcWPeKxZeNYub+uS1Ow1rqaLrcnit4UQPbcC4b9uIqi4FVApXiZnBjMXbPTcbi8J63xWV/e3FzOI8sLAZiUGtYlGSQ8JZ2GkiJ0BiNtdTUYzWbUftbXb64oo2TjGiLTs4kfOQaAiLRMItK6918I0muZkhrO1rImpmf437RrsOVBhBDiTCdBWSGGQW9XxiOCDNw8LYUdFVauHB/PkkfX0OZw89w3JX4HZUfGW8iIDKLSauPvXx5gZELIsF+Jf2FdKU9+XcQ9c9J7zET12zf/gIpNsOC3EHK0g+xtz29k1YF6vjc3g/sXZA/DiLvSa9UsOa5O7Q8uyCIkUMfMjKPL8RRF4Z6Xt7CppIl/Xje21xrA/qprdVDbau81WDwUd7ywic9315Afb2F7uZUHFkzkO5cPQ3bntlegbi/MegAMvWRuez2+AGloL8H44BgIS4fWKogb2/U5rR6ueQGevwQ+/xms/ivcvc6/Mga734fSb3z3p30PYvL73Pz752dx3/zMnpfg2Zp8geOAcF/ZA2nsJYQQ5xSVWo3J3PPnc2hCIqEJSag0WrztsZR+7msyVPG1QsZl/gU6TTlhtG6sYbvXze/eLuAf143zK1jsL0VR2PgHhca9CpN/oiY0a3ABWLvLw68+2IVOo+ZnF+V1Xrx22e1sfetlXA47IxZeTEhcYj9HGrgos5GrJnQ9bvbs86kvOUhs7tE+CHWtDm54ej0qlYoXb5s06P4ARxTWtmHUqUkIHd7msM0dTi555BvsNjt/z6xFcXRw58JLsMQOLVPa5fHyyFeFhATo+qxj63G58LicvTZVG5VgIUCvISLIQIyla3kIk9lC/qJLWf/yszSVl/LBxoPccu1iv0p8Ve7eTntDPY62ts6gbG/UahWv3D4FRVF6np/V1cH6dZCaCiP6nucJIcS5QIKyQgxFfaEv2NRbcAv45SUjqLbaiQo2cNfsdD4oqOy2pKgvEUEG/nL1aC599Bv2VLXy1Z4abpiaMgyDP+rFtaUcauzgxXWHBh+U7Wj0BeEAQpJhwf90PlVU51vaVdzQMdSh+i0q2MhDi7oupWt1uPloRzUAn+2uGVhQ1mUHjR4Ol6hoc7hZ+LevaWh38rdrxnQLCg/VqgP1eJWjNXQLyq1DP2hLJbx7p+++0Qwzf9Dzdm99C3a97QuMHvM+djIEwXc2gscFul5qwh2ZiNsaYfe7XbNpe5N3Cez5wJcpG9m9aUTPp+nly8Tu93w/AKOvg8RJfh1PCCHEmU3xerFZmzBZQntt6KQ1GMmZvxi3w45WpyPhPAV7o0LcDP8Dn4a0EP57XhR/+GQv7Gzh/oYOMqKGb3m80wqln/qCxWVfKYMOyn65p5ZXNviyguflRnPe4caibqcDl90GgL2lBeJ6PcSwCo6K6db4bHNpE3urWwHYVtbMvFz/s05tTg8m/dELr5tKGrn6ibXoNGo+//55JIUPX2C2pKGDQ40dRGpdeG2++Vl7Y/2Qg7IfFFTy9y8PADA2KZQxiSHdtvG4XGx9+xUc7W3kzl9MWFJKt21GJYSw9efno1Wr0fQQbFWp1TgVNTpgTWkLM+va/CqtFps7EmdbG5EZ3Rvt9qbX+VnBNqgoh+oqCcoKIQQSlBVi8DY/58vEC0v3Bah6ycT77Ye7eXJVcWeTg6smJLCvuhWvV/Hr6jTAiDgz105MpK7VwaKRw1++4L75mTy7poRvz+x9CVq/jCGQcxFUbO7WQOmpmyawYl8dV0/wNYB4bMVBPtlVzc8uzGVCin+dj2mp8pWT0A9+cm026vjphblsLm3i5mkp/u948Ct4+RqIzIZvfQVaPS63l1aHr0ZaY7uvGZrN6cGoU/fbPGHVgTo+2lHFt2amkd5LSYd/XDuWr/bVcl5WJNvKmlk2eQgZzEeYwiAqDxoOQnwfddxq93S97Yla03f26dUv+H5nbhtk+1nv1ZIAt37su+9sh/e/CzoTLPoDaAa4LDR9HkSPhIAwX0kFIYQQ54T9K7+gvugAUVm5ZM6c2+M2iqKw/b9v0V5fR8bMuUz9ZS7tjQ14PB7A/5I4S8bGsa6ogZTwgM4eA8PFEKIi93oVjXsV0i4efJmCCSmhZEUHodOoGRV/NHPYZLaQe/5iHG1tRGfl4vV4OLDqS9x2O5nnzUdv6n++pSgKjrZWDEHBQ2ocNScnkqWTk1CrGFDDsf/7fD//+PIAN01N5leX+j7rmztceBVwery0O33ztHaHm0BD/19729ZU4m60Yz4/GbWh+xxnTGIIP1mcQ2O7i9T0HDwdbcRkj/B7vL3JizMTbNASZNSSGNrzajiPy4mjvQ0UBZu1CUjpcbu+ek+oNRqSF1zG79/ZjDEpgtQI//7OhiYkEZrgm4d2NDdRsnENofFJxOaN7GfPHmRlQU0NpA3hO4cQQpxFVIqiKCf7pC0tLVgsFqxWK2Zz9zpPQpwRvvw1rPoL6ALgweJeMwavf2o9qwvryYkJ5uN7ZzLjD8upaLZx77xMvn++74rzkUxaf4O0Z7rsn36Mw+3l4tFx/PO6sf3vsPt9eP1GCE3xLYXvLTvzRFnxv7Di94AKHtjfWSN1W1kzxfVtXDI6ng93VHHfq1uZkBLG63dM7fNwk3/3BTUtDubnRvPUTf41uRgwazk8d5EvmHnLxxB4uK6X1wsehy/Y2Zua3b6M1TFLu5ShOKl2vAlv3ea7f8O7kD7n1IzjHCef1+cOea/F2aLg/Tdpq6vBEpdA/qJLe9zG6/Ww/j9P4vV4iB0xmpjsPLa98xqK4iV/8RIssfG4PF6aOpxEBZ/kOccp0lJTzY7/+mq4p0+fTUxO/8HGorVfU7V7B5EZ2aekJujVT6xlQ3Ej2dHBfPr9WZ2Pf7KziiCDjhmZETz8zg5eWn+I++Znct/83jM9XXUd1PxlMwCWi9IInnFimrc1lZWyb8VnhMQlkjPvaONWh9uDRqXqswRG46ESbNYmYnNHoh5Cg7ahKFy1nJr9uwGYdstdvWajixNLPrOFOHtIpqwQgzXzAQiK9tXU7CNI+LvLRvLG5jIuHOXLcHV6vACs3F/Ht2el8chXhTy+8iCXjI7jH/4EKM8Cd8/O4OOdVSyd5Gf2Z/0+QAFrGbg6Tn5QdvKd4GiFmFFdmlaNSQwhIyqIZ78pZktpE14FtpQ24fJ4O2u29WRmZiRvbSlnZqb/DRAGrHwTNPkaxFFVABnzfPfValD3U5M4Os/3cwKsKazng+1V3DYjte9lnsnTfFm9OlP3urVCCCFEL7LnLKCh5GCPTYiOUKs15C64iJaaKuLyRuFob0VRfPOz+qIDWGLjufLxtRSUNfO/l4/kWn/nK2ewoIhIwlPScNntPS6N70lHU2OX25Pt15eO4OX1h7jsuBJSC/NjOVjXxuMrD/JNYT0A64v6HqPGYkAbFYCn2YEh+cQFuRoPleBxOmkoOYjX40Gt8WW29pXheoTvfUk5IeNylzag2JxoM6JQ9TGWiLQMmspLCUlIkoCsEEIMA8mUFeIk21TSyJWPrwXgwYXZrC9qZOX+OjKigvji/vNO8ehOL20ON0V1bYyM0qPa+CREjYDM06s76y/f38Vza0oI1Gu4akIi09LDWTAipt/93B7vsDYE6X4CB3z2M1+m7PxfgWbo1+A8XoXb/7OJXZUtPHb9OMYmhQ74GFN//yVVVjvzcqJ4+uaJA96/ttXOT97eSWKYiZ9flDek5ZKif/J5fe6Q91qc6w5tXk/Ztk0A5F90BZMf2Yrd5e2yNF74eKwOvA4PHpOb2sJ9RKRmEBAy8DnBiXTBX79mX00rE5JDGRFn5vopyWT6UT9V8SqoTuDKNXtrC6Wb1xESm0B09vBcAHe0tbLrkw9Q67TkL7wUrWFgjdK87Q6cX+8HQJsTizZ14EkDLdWVHNqygciMbKKzcvvfQQyJfGYLcfaQTFkhBmvbK1CzE8570Ffr1E/58Rayo4MpaWhnbGIoF4+K4/VNZSzKH/5asWe6pU+uY3u5lXvmpPPDC+491cPpUcrhBhKJYQH88pLuS/02lzahVtEtgDmQgKy1w4UlYIA1VbUGWPzHge3Tj4Y2B1/urQV8jUMGE5SdkRHBG5vLmZ4xuCzh97ZW8sWeGgCum5TkV4MKIYQQ5wav10P5tk1odIZ+u8QfLzw1g8pd29Hq9QRYLDx78yTWFzcMrAb9OcDT4qD6/zajOD1E3JpP0tiBX2A9GZLDA9hX08qohBB+fnHX4KfXq7B8Xy1Z0cEkhnWtnetvQNbt8WJ3ewnyo1btsYzBZrJnLxjQPv2xVlcerjMLbQ11hMQlDGh/lUGHKsiAYnOhDhlc74bygi1YqyroaGqUoKwQQgyABGWFGIzW6mO62IfAeT/0e1ejTsPH987sLGPw9OpicmPN5MUN/1XOD7dX8cTXB5mSGs7Hu6q4aFQcP1rYR1d7R6uveZk+EC78v4E3VxpmDW2+Blr1rc5TOo6+3Dw9lfOyo4gxdy+psOVQE1c8tgaVCt69ezqjE0PYXNrEva9uZXxyKH+7Zky/mZ73v76Vt7dUcs3ERP5wxag+t3V7vPzzq0L0WjV3z04f9izSKLORBxdms6uyheunJA/qGH+6ajS/vWwkeu3gsoTn5Ubx1pZyEkJNpIQPb1MVIYQQZ7aG4oOUbfVluwZHRWOO9v+Cd2BYOJOW3YpKpcLT7CSvsJXx+XHoA/TDPs7ff7yHTSVN/CTPg1JdTOrkGYSn9N74qL2xgZIN3xCakExc/uhhH89AeJ1eFKcHFPC2u07pWPry6LJxlDZ09NiA7bGVB/nTp/sIC9Sz/ifz0GnUVO7aTsX2LSSMHkdsXt/zLafby13/+owAeyOXLZ7F3Py+g6DOjnbKtm3GEhtPRGr6kF5XT8KT07Bm5aLR6rDExA14f5VWjX5GJij+B6WPF5WVS0dzI1ESkBVCiAGRoKwQg2EK9XV2r98PiQPPEFCrVRjVGp5aVcSfPt2HSgXf/GgucSH91PocoMdXHmRHhZXiunZaHW6eX1PSd1B270ew09fkgfwrIe3UllN44bZJrCtq5JIxA59g+qOx3YlaBSFD/MLVW/daFXAkLqo+fOfjHVWUN9kob7Lx60vzsZj6Dnx/tsuXmfr+tsp+g7Jf7Knh718eAHz1bgebjdqXu2dnDPkYvQZkG4vhjZvBkgBXPdfjRYG0yCA+uW9Wt8eFEEKIwPAINHoDGp0Oo9n/VUxHHKnv2fz+Qex7G7HtqCfmgeFtyNlqd/HEyiIAWgzl6BU3NQf29BmUrdy5jeaKMpory4kdMeqUlu7RRZiI+NZIvG1OTKMiT8g5OmoUDKGg0Q/+deo06l5r1x+Zkx0bf6zdvwdnRzs1+/f0G5Rttbu4zlSEKVChetcW6CcoW7ZtM9V7dlCzdxdhSbd3/j0bLhqdjsyZc4d0DJVK5Zu49qSkGNathaxsGDe+x00iUtNPSMBZCCHOdhKUFWIwtAa4cxV4nL77g5QdE4xWrSI2xNhvcG4wbpuRymMrDnL+iGi2lDaxaGQ/GSOpsyB2NOiDTovmSmmRQaRF9tEMagj2Vbdy6aOr0arVfPS9mSSFd12uVdbYwd7qVubmRKEZZNbA2KRQ3r17OmqVipEJvi+HN0xN9pWuSAr16z2flxvFe9sqGZcc0u+2ebEWwgL16DSqvptonSh2K3z9Z9/foZFXDnz/fR9B1TbfT/1+iO6/87MQQghxREBIGJOW3YIK1ZCaEOniArHvbUQXN/wrMoKNOm6ZnsLGkkYseePRN5aTMGpcn/tEZmRhra4kNCH5tKilbkwPOWHHLvrQy+Y/K1jS4Pyn1N1e75ZDTXi9ChNSwgZ9jjvPSyMvzkxGVFBnY9ak8ZOp2r2d2BF9B2QBwoMM6APNYLMyLiex3+0tsXHU7N2FOSZ22AOy/mjpcFNc20FShInQoEF839izB6xW2LG916CsEEKIwZFGX0KcYk3tTkx6DUbdyZ+knW4qmm18uaeGxSNjiQgafLD7eJtLm9hd1cJV4xM6f89f7qnhtud9Sxxfu30Kk9PCO7d3e7xM+t2XNLY7uf/8LL43r/cOzq12F/9ZW8r45FCmHHOMQXnjZihZDVc83ZmlrCgKxfXtJIUF+FWH1uP1/Zc+4ECyxz30ZmDLfw8r/xdQwQ8LIXCAmbrNZfD8xRAQBrd9Dmr5N3Gqyef1uUPeayG68rQ4UAfpT2jTpzOFo7QFd20HAeOiUWmG7/fxQUElWrWqS9LAtke9HHhTQWOAJf9Vo9YePd+OciuXPLoaRYE37pzKxD4Csx3NTTQUFxKZkY0xePD/p9W3Obj+qfV4FYUXvzWZqGBfuSqP242ro93vjGyvxzPggKz38JxOPcS/g1/vaqSh1YU5QMu8UQOfqzYcKKF11Te0J6UxYv7UIY1FDA/5zBbi7CGZskKcYqGBvS+df/DNAj4oqOJ/rxjJpWPiB3X8R746wNOri7l/QTY3DLIO6Mly94ubKSi38n+f7efpmycwPrn/LIjt5c18uL2KGZkRjIoP6dYQq93hZumT63C4vTS0ObhvfhYA83Kj+f3lI9Fp1F0CskccWdp2JLi5v6aV9UUNvLutknaHm2dvmUisxcTfvzjAU6uLMWjV7PjlBX7VSvV6FUoajgu0Ojtg1zu++1/8Emb+AHIvQqVSDShbeFBZvc9fDKVrYe5PIWYkZMwb+DEAEiaCWgdROWAYxASxfCM0Fft+Dq2FlBmDG4cQQggxRBpzzxeH3U4nOz98G6fdRv6iJQSEDLzppeL1sueLj2hvbCBn3kKCI6OHOtwTxtPuovbfBTSGVaA+qCP70kXoTf03g6orOkBHUyOGkDAik1PRaLt+7fx6fx3ffWUrAK/fMZVJqb4534ibVRhDIXyEqktAFkCtPrzCXnV0vvP1/jpsDi8qtwZzgJbJWRZUKhX7l39Ge2M91upK8hdd6t9rdbtw2WxdgrgFZc3srW4F4Kfv7uT+87PIiTGj0WrRDKBExkADstVWO5c+uhqPV+EHC7IZmxRCTszggm8RZj0NrS4igge3Ku8vO1t5eX8IuoNN7J2rDHoFmRBCiO4kKCvEaezD7VXYXB4+310z6KDs21sraOpw8d7WitM+KBsZbASsNNtcPL6yiCdv7D8oe9+r2yiqb+eJr4uItRhZ/sDsLlnHOo2ayGAD5U024o+r2XvdpKQej6nVqPngu9M5UNPGzMwIPF6FKx9bQ4vd3bnNmsIGrhifQGa0L2CaGhGIzs/skV+8v4sX1pVyyeg4/nHd4TIR+gBY9CfY+CRUboHXb/RlmwYMfnmeX1x2KPkGFI8vGIwC170K2YsGfqzM+fDjQ6A1+r45DVTsaDCFgc4E4b1nJwshhBCnis3aRHtjAwAt1ZWDCso6bTaaykoBaDxUcloHZVVaNW6zi7aQBmiH+qIDxI3ou9mYo72N/cs/A6B0/16Co+O4+P6HumwTGWxAr1GjVkN40NEEBV2gipylPc+nRsRZeP87M/AqCqMSQigoa+bGZzZwQU4cC3PiaHd4sDu9mAwaTKGhtDfWExDi3zxKURQK3nsDW3MT6dNnE5PjK6E0MzOSG6Yk88muKj7bVUNls43/fnemX8ccin01rdS0OAB46O0dGHVqvvnRXMIHsZIsLzGIzLiAzlINAzU1LZzXNpYxJS1cArJCCDHMJCgrxGnK4faQER1EWYONZZMHH0x9eHEur2w4xLdm9t5Aoj+rD9TzxuYybp2eyujEkEEfpz+PLhvLz9/byZrCBq6e0H+NLoDRiSEU1bcD0NDuxOHydgnK6rVqPrp3JnWtDtIHkHEaazERa/EFcdUohAToabG7GZcUQmJYABfkxwBwzcQkZmRGEh6o97vOW0mDb7zFh8fdafLtYImH126AyGwwBPs93kHTGeGKJ2HfJ75MXa9rSHWS0fefPdOr8HRfIBrV4IK6QgghxAmm1RvQBwSi1moH3djIEBhI8oQptDXUE5OTP+ixtH5TgauqHcuiVDSBw9+bAEBt0JBw1zTaV7bidtsIS0zpdx+twYDRbMFmbaa9pQW03VeF5caaWfngbNQqFdFmo9/jyY8/mp0aaNCi16jZeKiey8ckkBRuwmTwzQGzZs0nedxkDH6WLlC8XhytvoxYe4u183G9Vs3/LMnHoFXz1OpiRieE+D3WoZiZEcH952exo8LK57tr0KnVaIdSJ3mQAVmAi0fHccGIGL9WgwkhhBgYqSkrxGmqoKyZSx/9BoD/WZJ/SrNc5/55BUX17UxODeO1O06vWlKKolDTYufLvbVkRQf3WV9sKJo7nJQ0dDBmGILSFc023ttWwaL8WFIjemgiYmvyNVvTnJgvWL2q2w/ONog/3HDE3uLLWh3CODxehb98tg+vAg8syPKrLq44fcjn9blD3msh/FNesJnSTesAGHvF0kFlyg4Hj9VB1e83AGCen4R5/um1Gsrr8dBaV8vBLRtInzAFS9SJyQY+1NCB2+sdlsawLTVVtNZWE5MzAo2ueyC5oc0xqEzVodpY0kiM2UhimO/Ct8tuR2swDKnpW22Lnb98tp/xyaFcPdG/RAhx+pDPbCHOHpIpK8RpKi/OzOXj4qlvc7JwRMwpHcuCETE8s7qY8/NOv+V1KpWKGItpSNnE/ggJ0DMmoPf6vwMRH2Li7tkZvW9gOjVf8IjMOnq/8Et4+RoIS4U7vvYFZwfh6/11/GvFQQDGJYWwYAB/lyuabcSYjbJUTgghxGkjMj2L5ooyjJYQTJaQUzYOdZAOfYoZV3U7hoxTN47eqDUaLDGxjFvsXz3XwUoKH8IKneOYo2MxR8f2+vypCMgCXRIOSjevp3zbJqIyc8icNcgeAMCTq4p4bVMZr28uY/GoWIIM/oUFvB4PLrsNQ+DQg+BCCCEkKCvEaUunUfN/V+T7siZP0STwiB8vyuHHi3JO6Ri+3l/HP786wLUTk7hifAIAuyqtHKhp4/GVB0kKC+DRZeO6Lc8qb+qg1e4mN/bsuopc0WxDf7he7glRVeArZVB/AGzNXYOyrdWg0ftV7zYvzkx8iAlFURiZ4H9DjD9/uo9HlheyKD+Gx64fP4gXIIQQQgw/Q1AwuedfiKJ4h5SpOFQqjZqoO/uu7XoylG/fQlNZKalTZhAUHglATbMDV00pNQXricrKJXHMhG777aywEhaoJy5kcBd9T1cdTY0YgoLR6E7Maqe22hoAWutquj9XoWCKBI2+/7+XMzIjeXHdIcYnhxKo978J2c6P3qW1tpq0qbOIzRvp/8CFEEL0SIKyQpzOnrsQytbBRX+DCbec6tEM2ZrCetYXN3LL9BRCBph1+tiKg2wsaaKy2c4V4xMoqmvj0ke+we31VWDZW91KaUM7GVFH67BWW+0s+OvXdDg9PHfLRGZnRw3r6+lPZbONT3ZWs2hkDB/tqOaTnVU8tDiXcUlDy4TdXNrENU+sxajT8On3Z3VrYNavb/4Oq/8Ksx6EqXf3vM3kO8Bt99W2NR+TNVK2EZ5dBPpAuHtd1+d6EG028s2P5w5sfNDZ6fjIrRBCCHE6cLS3se3d1/C63Yy6+AoCwyJO9ZCGrHrvLrweD7F5IwcUaFYUhdKNawGo2rWdzFnzKKntYGtRKyGlO9C3tVC1e0e3oOwnO6u488UtBBu0rHxwDmGBw7MSyV+bS5vYU9XCZWPj+OX7u2lsd/Knq0YPeRzl27dQunEtgeERjFlyzYD2VRSF9futNLW5mJRlITy457GkTZtF9b5dRKZ1bYi67zUv2x9XCB8Bcx/pP8h6XlYke/5n4YDH2NHka3LXfvhWCCHE0EhQVojTlaJA9Q7f/aqCUzuWYeDxKtzy3EYcbi9Wm4tfXjJiQPsvnZxEpdXG9T2UKRiTGMLYpJBujbwcbg8OtxeAFru7236PrTjIjopmfnph3gnJ1Ljv1W1sKGnks93VbCtrxu7y8szqYsYtHVpQtrbFjtur0OZw09zhHHhQdvvrvgzsHa/3HpTVB8Kcn3R9rLEYtr/my6C1N0NHfdegbPHX8PGPIPfi7vsO0P8sGUF+vJkFeae2dIcQQghxLGd7G267HQBbc9MZH5S1Vldy8JsVABgCgwhP8b8xrEqlIm7EaJrKS4nKPLKiyhfUtUflEB6kJjqz+0qrFptvTmZ3e3AenqcdYXN6+OX7uzDo1Pz8orxhr0Xf5nCz9Ml1ONxedlZaeWNzOQCf7Kxm6eSkIR3b0dba5XYgnG6FqiYHAFWNjl6DsiZLCKmTpnd5rKWmiuYqO5BEa1n3fSp2bKVm/x5SJk4lLCl1wGM7QqVSkbfgIqxVFcRIlqwQQgwLCcoKcbpSqWDpq75A1+S7BnWI5g4nv/1wD0lhAXx3Xmb/O5xAGrWKnFgzBWXN5A2ilMDFo+O4eHRc55/TIoP44LszaHe4mdBLc6/k8EBeu32Kry5vftfgXn2bgz98sheAlPBAHlzYc3mGoro2lj21ntAAPa/dMYVgo//L0eJCfN2E4ywmJiSH8dHOKq4ZhmYKC/Nj+MtVozGbdIyI878kQKfzfwUbn/Zlww7EcxdCSwWkzISJt0HMcRPyzc9D7W5oOOh/UNbZDltfgsSJEDe28+FYi4n75mf1saMQQghx8gVHxZA+Yw4el5Pw1D7qw/ehrb6O8u2biUzLGlAQ9EQwBgWjNRjwejyYLAOfU6ROmUEqMzr/nBJlIsCgJkAfTpCp5wvwV01IIMioJdZiJMZi7PLc53tqeG2TL7K4IC+GGZk9B73riw5wYPVyIlLSB1RbVa9RExFkoKLZxqh4C3U5DhranczJifT7GL1JnjAVkzkEc2xc/xsfx6BTk58URFObi7QY/+vkdjQ3sePDdyBYIfvWhSRM7P73qWLHVlw2G9V7dvodlHU32LDtaSRgdCSaYwLE5pg4zDEDf31CCCF6JkFZIU5nqbN8P4P0xqbyzgyARSNjyYg6tUX537xzKs0drmGpg+r2eImzmLAE9B0k7S1gGxagZ0FeNDsqrMzvo4HZxpJGqqx2qqx2CmvbGDuA0gN/vmo0t89KJys6CJvLw6TUsC7NGgZLpVJ11tUdlIz5vp+B0h3+kpA4CUZc1v35yXdAcynkXOT/MZf/DtY+Avpg+HEpqP2vayaEEEKcCjHZeUPa/9Dm9TSVl9JSU3XKg7KGoGAmXHMjiqKg1Q99fuZ1eogwaVH3UadUpVKxeGTP5Y8mpYSRGRWEUadhZHzvQeKGQ8V4XS7qiwsHFpTVqvn4vpnUtjjIiApiZmYkVVY7sZahr5jS6vXE5Q++zm9mXOCA91Gr1ajUahSPh6S5ekLiu5efSBw7idoDe4nLH+P3cRte2oOrsh1HYTMRNw9sdZsQQgj/SVBWiLPYtIxwIoMNJIUFkBB66hsp6IapMZXHq3Dpo9+wp6qFR5aO63Vi3xe1WsW/b+zeeALg5fWH+MeXB/j2rDSum5RIQbmVsAA9YxJDBnQOrUZNXpwvK/iOZzaw5mADl42N568XJ4E+CLQnt4bakN36KdTuguQZ3Z76oKCSg3Uh3HHjp5gG0DACy+HMYXOsBGSFEEKcE8JT07DWVBKRempXMR2h0Q3PfMRdb6PmkW2ggujvjkUbZux3n+PFWIx8fv95PT73g9cLWF/cwF+vGcOIMRPBqxCWPPDl+GajDrNRR4vdxYX/WEWL3c0frxzFnOwoIoL0p7SB20AZzRbGXnYtHpeLoIiu2b6K10vFjm1ojUZGX3LlgI6rCTHiqmxHE3Jqmw0LIcTZToKyQpzFRsRZ2PjwIDIiT3N2l4d91a14Fdhebh1UULYvr20qo7rFzmsbD3HbjFR+d9nQ62YdqW1rbyyHP82BiGy4cxVoTkx33hMiMLzHzO3KZhvfe3UrigImnYY7zkv3/5hT7oS02WCJH75xCiGEEKex6Kw8orOGlm17OnLV21AO1/B319sGFZTtTYfTzVtbfKu/PtxexcRLRpA994IhHdPrVXB5fA1j395SzoNvbmfZ5CR+OwzzvpPJZAnp8fG6g/sp3eRrxBYUHkFQhP8Nb8OX5uCqs6GL9r+UghBCiIGToKwQ4rShKIpf2QmBBi2PXz+ebWXNfHvW8C/7u//8LJ5aVcQNU7o3FRusJ24YzzeF9cytewFqvFC/H5xtYPKVQ6hrdRAWqEej7v/1v72lnJX767j//CySwwe+1K0ne6paWHuwgSsnJGAeQN1cgJAAHclhAVQ02wZX4zaq53q+QgghhDj1/J2fGbNDsVyUBiowZIYM6xgC9Fp+vCiHDcWN3DQtZViOGRKg5517pnGooYMnVh4EYEeFtfN5j1ehod1BVHD/wWVFUSjdtA6v20XKxGmotcPzNbvxUAluh53IjOwBZ/AGhIaj1mrR6PXoAwdWwkylVaOPHZ45phBCiN6pFEVRTvZJW1pasFgsWK1WzOaBN/wRQpw6L6wrZXNJIz9alDMs9beO2F7ezLKn1pMYGsBbd02j3enmw+1VzM2JIjHsLLpK72iFNY9A3BjIXgTAU6uK+M2He5iZGcELt03uc3evVyHzpx/j8SpcPSGBP145+Nplx5rwm8+pb3Ny3aQkfn/5wDNEnG4vNpcHi+kMyvwV/ZLP63OHvNdCnLm8Hg8lG9cAKlImTUU9jOWA2tZW0vzBQQInxhB6WSZt9XW01tUQlZmNRnv2fOYX1rbx1pZyLhsbT1Z0MAC3PbeRL/fW8qOFOdw1u+9VQNaqCnZ+9C4AmefNJyoje8hjam9sYNs7rwKQNWcBkWkDL3fhdjpRqdVohilILE4P8pktxNlDfaoHIIQ4c7Q53Pzs3Z28u62Sp1YVD+oYK/fXcc0Ta/mgoLLL4xuKG2m1u9ld1UKV1caDb27nF+/v4u6XtgzH0E8fhmCY81BnQBZgV2VLl9tjOd1eHnijgHte2kKr3YVarWJRfgyBeg3zc3tvUDZQcSG+AHt8yOCWGuq1agnICiGEEKdAU3kpVbu2U7WrgObyskEdY39FO6v3NNHS4e7yuH1fE3jBvqcRxetl50fvUrRmJWVbNg7H0E8bGVFB/GhhTmdAFmBnpS9rdleltdv27VUKXz/oYcdTvvJUAaHhmEJCMQQGYY4enrJaWoPBV+9XpcIQMLisVa1eLwFZIYQ4jcn/0EKIfn21twab08vikTHMy4liY0kjc3P8r0t1rH9+eYBNpU3UtNi5eHRc5+PXTEykrLGDpPBA0iKDiDb7GgscuT3V1hTWs6e6lWWTkzDqhrch1UOLc0gINTE7O7LbcxtLGnlzs6+G2vl50SwZG88jS8cN6/kBXrt9KocaO8iOCe59o9ZqeOtbEBQFSx4/8xqVCSGEEGcLjwsKXoHIXIIj8zCaLaBSdWv25A+vV2FXWRsAB6s7GJt2NPPOsigFdaCOgNGRoFKhM5nwuJzoBxkkHE6KovDGpnKMeg2XHDOnHC6PXz+eL/fUcsPU7uWsij5UqNkINRsVMi5TMIUbGXfF0mE9vyEwiHFXLcPrdmMM7j0bcu3BBn770W4uHBnXb0avEEKI04sEZYUQfdpe3sytz20C4JmbJ/D0zROHdLzrJiVR3WLn+uPqtQYbdfzq0vzOP/9myUiWTkomK2ZgNbB6snJ/XWeN2AUjYga8f3OHk5ue3YDLo2B3ebhnTsaQx3SsqGAjP1jQ8zK30YkhTE0Lp8PlYVpGeNcnFQW+/BV0NMAFvwNDMFVWG9vLrczNiUKn8X8xhEmv6TsgC7D3v1Cyynd/6j0QP97v4wshhBBiGK19FL74BWgM6B/Yx/irrh/0odRqFanRJmqtThIjuq6Y0UUHEnZVVuefR196FY7WVgLDIwZ9viPKt2+hpaqS1Ckzem1W1Zcv9tTy4FvbAUgINTEuKXTIYzrW2KRQxvZyzMTZKipWK4RmqjAet4nLZqN4wzeYLCEkjpkAQFt9HR6XE0vswBqb6k39l/B6YV0JOytaKK5rl6CsEEKcYSQoK4Tok9mow6hT4/YohAUOPWv1ivEJXDE+od/tNGoVIxMG0TSqB//3+X4KypqpabEPKihr1GmIM+toaLaSHO5ffdu6Vgc7K63MzIhAO4Dg6PGCDFpeuX1Kz09WbIbVf/Xdj58A42/iysfWUtFs4/ZZafxkce6gz9uj7Ath17u+TNnoM6szsRBCCHFWCT48nwkIA83Q52djUv2rS6nVG9CGD/18HpeT0o1rATDuNpM2ddaAjxEXYkSnUaHXqIkM8nNMjY3gdELMwOeDxwrJULHwuZ5XTtXs301d4T4AItMy8Xq9bH//TRTFS96CiwhNHL5GsgA3TEnhUGMHi0cOT9kEIYQQJ4/UlBVC9CklIpDlD8zmqx/MZkxiSL/bK4rCQPsHPr+mhCseW8OG4sZBjrJvV09IIMZs5OoJiYPa36hR8VXIb9lhvJ2LtP7VULvmibXc8uxG/vDJ3kGd0y+R2RA3FixJkDID8AWzAQbYoNc/5li4+b+QvRj+ex80lfoe97h638daAZXbTsBghBBCiHPY6Gvh7nVw1xrQ+3HB2Osd0OEVr5fCVcvZ9ekHODvaBznI3ml0eqIyczAEBROROrgVSMEGHSa9xv+L3y0t8NYb8N47cKh0UOf0R0h8EjpTAObYePSBQahUKjgyLzsBE7Sp6eG8f88M7C4v//Pf3TjcHhSvt8/5eHtjA/bW7r0MhBBCnFySKSuE6Fddq4M7X9hMTqyZf98wvtfJ76GGDi5/bA0GrZp375lOZLB/WQt/+WwfLXY3T60qYlJq2HAOHYBlk5NZNrlrVkJJfTsPvFFAZnQwv12Sj1rdxyTZ1YGmejsoHijfCHmX9ntOt1c5fJ4OJv/uC87Pi+Y3S/zLLvV6FerbHESZ+2m6ZQiG21d0eejNO6eyq6qFmRlDX1bYy+DgnTvBezgQW7sHanbB0tcgfU7XbTsa4bGpYLfClc9C/uUnZkxCCCHEOai60UPp5+8QN2J05zL5Hu1+H968FdJmw/Vv+nXs9sYGavbvBqC++CBxI0YNw4i7ypw1r9tjDaXFlG3dQExOPjE5I/rc/2BdGy02X2Oywro2EsP6CU4fE6R8d0s5v/nPAR6+MIfLxva/ggvA63bjcbvRGfuenwVFRDJp6S2dfzZZQhh96dV4XM5hawJ2vA0ljfzjywMAjInQEFW4GrVWy+hLr+pWAqG5ooxdn7yPWqtl3BVLMQT1U75KCCHECSOZskKIfn2xp5ZKq52v9tZS1+bodbsdFVbq2xxUNNs4UNPq9/G/NTONtMhArpuU1Od2iqLwfkEl64oa/D52b94vqGRTaROvbDhERbOt740NQXD1f2D6vTDjfr+O//odU3n8+vEEGjTUtDh4baP/3ZC/9+pWJv3uS/7vs31+73NElNnInOyoIZVM6JNaDdkLfUslk6ZC5VbwOKB0TfdtPS5wHf7d2ptPzHiEEEKIc1Rd4X7cdju1B/pZlVO03Hcx9eBX4HH7deyA0DDCktMIiogiLCmlz23dTifVe3dha2n2b+B9qNy5jfaGesoLNve77ezsSB5alMNPFucwO8uPBmcWC1x2OVx0Cf+72059m4O3t1T4NS6Py8mWt19h48vP0lzh/5zuiMCw8BMWkAXIig4mNSKQqGADGQEu3A47zvY2bM1N3bZ1O50AeD0ePG7//j4IIYQ4MSRTVgjRr2WTkyisbSU3xkysxdTrdgtGRHPX7HQMWjVT08N73e5435uXyffmZfa73TtbK7j/9QI0ahXLfzCbJD/ru/bk4tFxrNhXS1Z0MPEhvb+mTrkX+X78FGMxstASQ2pEIC12N3Nzovzed1elbznZzsrTdFnZNS8eva/WQFUBTLmr+3bB0XDLJ9BcAnmXnbThCSGEEOeCpPGTqdixlejsvjNKmfkAeD2Qdh5o/Pv6p9ZoyJ2/yK9ti9etovbAXozBZsZffYNf+/QmbsRoPE4H0Tn5/W6rUqm447wBNraK8AVvH75QxVtbyvnuXP9KJ7gdDhyHl/u3NzYQEj+4klgnSlignuUPzAbA6/VQ5mpHo9Vijonrtm1EajqqeYvQGowEhAxvczQhhBADo1IGWvxxGLS0tGCxWLBarZjN/hWVF0KI5ftqufW5jQTptXz5wHlEBfezvH+I6lod3PD0elQqFS/eNolwf5tIDNHOCisf76zi2olJ/S/FE+IEks/rc4e810KIwSrZsIaKHVsJjoxm1CVXnvDzrTlYz72vbmNKWjj/vG7sCT/fEfXFhdiszcTlj0GjldwmcerIZ7YQZw/5NBFCnDHmZEfx2X2zCDbqTnhAFmDLoSb2VvvKMGwra2ZqejhatRq99sRWfsmPt5Afb4GC1+DR70D+FXDZ44M+3s4KK1qNipwYmbQJIYQQYnglT5xKeEoaAaHD3xegJ5/urKau1cEHBZX88YpRuLxegg1aX0OtE+hIQ7LC1cupPbCX9GnnEZ2dN6hjKYqCtbKcgNAw9AGBwzlMIYQQZxCpKSuEOK38Z20JD729g8Z2Z4/PZ0YHE2MZekBWURTe21bB8n21vW4zOzuSpZOTuH5KEhaTjvH/8wVz/ryC5o6exzYkB5fDq8ug+Oujjx34FDxO2PPfQR92U0kjFz+ymgv/sZq91adpOQQhhBBCnLa8bjfF61ZzaMsGelpkqVKpCI6KQaPTD/lcbQ43/1lbwr7q3nsT3DYjjUX5Mfzi4jxe23iIUb/8jG//p/8atINRubOAfcs/w9He1vlYY2kxitdLY1nJoI9bvm0zuz55n4L33ujxdyqEEOLcIJmyQojTRk2LnZ+/twuAaLOB++ZnDctx3R4vn+yqJicmmIwoX4fZj3dWc++r21Cp4ON7Z/aYRWrQavjdZSMBeGXDIWwuDxXNNqpb7IQEDP2LRxef/QxqdkBLBdy+wvfY7J+AWgc5Fw76sC6PgqKAFwW3p4dJ/6F1sO1lmPgtiB3+zspCCCGEOLPVlxykclcBAJa4BCw91CkdFJsNysogKQmMvgvu//vxHl5cd4jwQD2bf3Z+j7slhQfw2PXjAfjuK1sB3+qm4eZy2ClevxoAQ2AQKZOmAZAxcw71xQdJGDX40glerwcAxesFRYHjsnxr9u+mvaGBpHET0RpO/OowIYQQp4YEZYUQJ53b4+Wht3fQ1OHkj1eOJizQF+AMC9QzITmUvdWtTM+IGNAxnW4vrXZXj3VfH1txkL98vp9go5aND8/HqNMQGWxAo1Zh1KoxG3X9Hv/ycfHUtjiIMhs6A7gtdhcNbU5SI4Zh2dnIK6D5EIy4/OhjERlw+RN+H+LR5YUU1bXz0wtzCT38O52aHs6rt09Bp1H7SiIc74N7oW4vNBTCLR8N9VUIIYQQ4gzV4fCwtaiFYJOGkcnBneUAgqOi0ZkC0Oj1BIQMrESBy+MFQKfpYYHmF59BZSUkJsFi3wXoGLMvAOnvqqiHFuUQYzYwNye68zFbnYJKA8awoZUz0OoNhCal0FZbQ2hSSufjYUmphCWl+ncQpxPWrgGTCSZO6gy+Jo2dSFB4BIFhEajUXX83zo52Clct943BYCBp3KQhvQ4hhBCnLwnKCiFOuu0VVt7YXA7AJzurWTo5CfBN2N+8a9qAj+f1Kix59Bv2VLfwt2vGcOmY+C7PBxh8/9UZdRrUhyfDE1PCWP6D2Rh1aqLM/U/8DVoN987P7Pyzw+1h0d9WUdFs46/XjOaysQkDHjdAY7uTYKMW3Yzvw4zvD+oYAKUN7fzp030AZEQFcdfso92IpyRb4N074fMSuPxJCDvmi0T6XF9QNm1O1wO21YHiheBohBBCCHH2K6u3UWt1UmuFtJgAgoy++ZPJHMKkpbcM+HhtdjcrdjQCMHtkWOfxOukOXxTXHX38O3MzmZsTTXK4f41O40JMPHzh0bquzYUKX97tRaWBBU+pCYofeGBWURTq2hxEBRvJO3/wq5UAKCyEvXt891NSISoKAJVajSMkjjte2kqU2cDfrhnb2bNAazQSFBFFR1MD5uOyku0tVnQm07CUihBCCHHqSVBWCHHS5cWamZsTRWO7kzk5kUM+nsPt5UBtK4oCu6taugVlb5uRysh4CynhAV2adCX5OeHv7Zx1bQ4AKppsvW63obiRz3dXc9O0FBJCA9hc2si7Wyu5cWoyu6tauO+1beTFmvngOzNQq4/74rDmEWirhjkPg87U53hiLEYmpYZRXN/OzMzjsowbD8KON3z397wP0+89+tzC38P5vwbNMdnCDQfh8ZmgeODbX0H0iH5/H0IIIYQ4s8WFGalocBBs0hBo0Az5eO12D67DpZPa7Z7uQdl550NNDcTEdHk4L27wjUlt9eB1AS5wNENQfM/b1ezfg6OtlYTR41FrNJR84sVaAnk3qPj5pzt4ZUMZt05P5ecXd23k5fJ42VPWTpBRQ1qMH/PIuDgICvJlyoaEdHnq8901bCr1lV2467xWRib4VjSp1RpGX3oVXq8Htfro+1BbuI8DK7/AGGxm7JVLuzwnhBDizCRBWSHESWfUaXjm5onDdjyTXsOTN05gW1kzt87oeTnZpNSel9vtrLByw9PrSQoL4LU7pmLU+TfBNRt1vPStyeytauHqiYm9bvedl7dQ2+qgotnGv5aN54dvbKeovp2iujby4y0oCuyvacXp8WI8dnJdVQCfPey7H5YOE/rOUDFoNbx+x9SenwzPhHE3QVMx5F/R/XnNceUbWqvB1e6731IlQVkhhBDiHBBs0jJ3VPiwHS86xMDolODO+93odJDQ80qj6r27KFq3ipjsPNKmzvL7nLFTVEz6iQqNXkX4iJ6zZDuamyhc9ZVvCKYALBEj2PgHBZXOgT7YyI5GK+CbIx6vpMbGweoOAKJC9N0DzccLCYFlN/T41KL8GL7YU0NUsJHc2OBuzx8fdLW3+Mbj6GjH6/ag1ktQVgghznQSlBVCnHY2lzby8/d2MS83mvvP96/Z1+zsKGZnRw34XGsPNtDU4aKpw0p5k42MqCC/952YEsbElL5rq41LCuWTXdWMSwoFfNm5RfXt7Ktp5W/XjsWo0zA2KaR7MDg0BcIzoL0OV9x4nlxRSGSQgasm9B4A7pVaDZf8w//tU6bD5U/5Uk0y5w/8fEIIIYQ461Tt3k7Nvt0kjZ/sd01Vv7JJe9BYWozi8VBfcnBAQVmA5PN7qF97DH1AAIagYFy2DgLDIjBYIOK8DegTt+AOyuMv8ybw3rYKrhzfPWAcHqxDq1YRYNSgs7uxrijHmBOKIaWHuv39iDIbeeG2yX5vHz9qHFq9gcDwCLR6KV8ghBBnAwnKCiFOOy+tP8Suyhb2Vrfy/fmZnY0mToSrJyayu6qF8qYOSurbBxSU9cdj14+jxebGEuDLRp2QHMqKfXU0tDtRUPh+b0FnowW+uxm8Ht7ZXMkfP9kOwMgES2ejsRNq1FUn/hxCCCGEOGOUb9+Ks72Nyl3b/W90NUjJE6egKF5Uag0dzY0DbjDWF63ewLgrl6F4PZ21WSMn1WCtAre7mpExwTy4MKfHfcOC9Vw0MRKVSkXjq3vp2FZH+8Yq4n7Wy2qlYaTRaonLH33CzyOEEOLkkaCsEOK0s2xyMoW1bczNieo1IOv1KnywvZKksADGHs5CHQyLSYfZqGVjSRPbyjaz+9cLe+4QPEgqlaozIAtw8/RU7C4vWTHBRAX70VlYrSEzOgiDVk1IgI5of/YRQgghhBhmCaPGUbN/D3Ejeg8Muhx2GkqKCI1PxBDUfUm+vwLDInC0t2FrbsLrdpG/eMmgj9UTtUYDmqOrlNKmnUfN3l1EpPe/QuvI3FSXEAzb6tDFD/51CiGEOLepFEVRTvZJW1pasFgsWK1WzOaTkPElhDjrvLC2hJ+9twu9Rs2ah+YSEdRDrTI/vbetgu+/to0JyWG8fueJz3QYjBa7C71G3X/NW48LXlgCtXthyWOQteCkjE+cneTz+twh77UQYjjs/fJjGkqKCAyPYMySa4Z0rMLVy6nZt5vEsRNIGuf/Mv+TydPmRB2gQ3V8s9bj2Ftb2P72p3htwYy5bj5Gi+RGicGTz2whzh7yaSCEOCNZAnzLzQIMmiFntl46Jp75udGY/GzydSqYjbr+NwKo2wslq333P/mRBGWFEEIIcdJoDcYut0ORMWMOKZOmn9b1UzVB/o2tencRLnct6Go58O54Rt4UeYJHJoQQ4kwgQVkhxBnpktFxpEcGEhFkwGLyM2DZh0CDluYOJ8v31TIrM5LwIWTeHs/t8VJc3056ZBDqfjIphiwqDyJzoW4PjFhyYs8lhBBCCHGM9GnnEZWZQ2BYxLAcT6vX09HcSEdjA+Ep6ajUw1diyu104rLbMJkH3qRroKJz0jn0TSmOhiAyrxq++rhCCCHObBKUFUKcsUbEDe8k+r7XtrFiXx1T08J55fYpw3bc+18v4P2CSq6blMjvLx81bMftkVoD96wDrxeG8YuLEEIIIUR/VGo15ujYYTue1+1m+wdv4XE6SRo3mcSxE4btuNveeRVHWytZs88n0o9askNhsgQz6/5LUbxKv6UOhBBCnDvkG7sQQhwWqPddpwo0DG8Zg0ONHV1u++XsgNo9QzupBGSFEEIIcaZTqVBrffMzjW7oK6OO8Ho8ODvaAV+9V384bR1+b9sbCcgKIYQ4ljT6EkKIw+wuD1tKmxibFIpJP/jAbG2LnR+8UUCsxcjvLx9FRZONT3ZVcdGoOOJCTP0f4Mm5ULEZ5vwUzvth79sVvAYHPoXZP4GIjEGPV4jeyOf1uUPeayHE6crZ0Y69xYo5Jm5Ix7FWVVC6cS0R6VnEjRiFtaqC9sYGYrLzOgO/vXG0t7P17ZfxuFzkL16CpZexKIrCoc3rcDscpEyejkY7fIFkIY6Qz2whzh5SvkAIIQ4z6jRMyxh6DbT/bq9i1YF6AG6alsKIOAu3z0r3/wDNZb5b66G+t3v/O+BxgloHlz8xyNEKIYQQQpy+9AGB6AMCh3ycyp3baK2rwWZtJm7EKCyx8Vhi4/3a1+O043E6AXC2t/W6XWttNeUFWwAIiowmOit3yOMWQghx9pKgrBBCDLMFI6J5v6CSuBAjmVHBAz/ADe9AySoYfV3f2+VfAXs/hJwLBzdQIYQQQohzRExOPrYW66DqxwaEhpN7/oW47DYi0jJ73y4kjMCwcNwOx5Aze4UQQpz9pHyBEEIIIXokn9fnDnmvhRBCiDODfGYLcfaQTjBCCCGEEEIIIYQQQghxEklQVgghhBBCCCGEEEIIIU4iCcoKIYQQQgghhBBCCCHESSRBWSGEEEIIIYQQQgghhDiJJCgrhBBCCCGEEEIIIYQQJ5EEZYUQQgghhBBCCCGEEOIkkqCsEEIIIYQQQgghhBBCnEQSlBVCCCGEEEIIIYQQQoiTSIKyQgghhBBCCCGEEEIIcRJJUFYIIYQQQgghhBBCCCFOIgnKCiGEEEIIIYQQQgghxEkkQVkhhBBCCCGEEEIIIYQ4iSQoK4QQQgghhBBCCCGEECeR9lScVFEUAFpaWk7F6YUQQgjhhyOf00c+t8XZS+ZmQgghxJlB5mdCnD1OSVC2tbUVgMTExFNxeiGEEEIMQGtrKxaL5VQPQ5xAMjcTQgghziwyPxPizKdSTsHlFa/XS2VlJcHBwahUqpN9eiGEEEL4QVEUWltbiYuLQ62WikdnM5mbCSGEEGcGmZ8JcfY4JUFZIYQQQgghhBBCCCGEOFfJZRUhhBBCCCGEEEIIIYQ4iSQoK4QQQgghhBBCCCGEECeRBGWFEEIIIYQQQgghhBDiJJKgrBBCCCGEEEIIIYQQQpxEEpQV4hwze/Zs7rvvvm6Pv/vuu50dt5977jlUKhW5ubndtnv99ddRqVSkpKR0e85msxEaGkpYWBg2m63b8ykpKahUKlQqFQEBAeTn5/PEE090Pl9VVcXSpUvJzs5GrVb3OE4hhBBCiLOJzM2EEEKIc5MEZYUQPQoMDKS2tpa1a9d2efyZZ54hKSmpx33eeust8vPzycvL4+233+5xm1//+tdUVVWxfft2lixZwp133slrr70GgMPhIDIykocffpjRo0cP7wsSQgghhDiDydxMCCGEOLtIUFYI0SOtVsvSpUt5pS6GEAAAA9tJREFU5plnOh8rLy9nxYoVLF26tMd9nn76aa6//nquv/56nn766R63CQ4OJiYmhoyMDH7zm9+QmZnJu+++C/iyNf7+979z4403YrFYhv01CSGEEEKcqWRuJoQQQpxdJCgrhOjVbbfdxmuvvUZHRwfgWzq3cOFCoqOju2178OBB1q5dy9VXX83VV1/NmjVrKCoq6vccRqMRl8s17GMXQgghhDjbyNxMCCGEOHtIUFYI0asxY8aQnp7Om2++iaIoPPfcc9x66609bvvMM8+waNGizrplCxcu7JLJcTy3281zzz3Hjh07mDdv3ol6CUIIIYQQZw2ZmwkhhBBnDwnKCiH6dOutt/Lss8+ycuVK2traWLx4cbdtPB4Pzz//PNdff33nY9dffz3PP/88Ho+ny7Y/+tGPCAoKwmQycc899/DDH/6QO+6444S/DiGEEEKIs4HMzYQQQoizg/ZUD0AIcXKZzWasVmu3x5ubmzGbzd0eX7ZsGQ8++CC//OUvufHGG9Fqu/+38emnn1JRUcE111zT5XGPx8Nnn33GokWLOh/74Q9/yM0330xAQACxsbGdXYWFEEIIIc5FMjcTQgghzk2SKSvEOSYnJ4dNmzZ1e3zjxo1kZ2d3ezwsLIxLLrmElStX9ro87umnn+baa69l27ZtXX6WLVvWralEREQEGRkZxMXFyaRfCCGEEOc8mZsJIYQQ5ybJlBXiHHP33XfzyCOPcM8993D77bdjMpn4/PPPefrpp3nhhRd63Oe5557jX//6F+Hh4d2eq6ur44MPPuD9998nPz+/y3M33XQTF154IXV1dURGRvo1vm3btgHQ1tZGXV0d27ZtQ6/Xk5eXN7AXKoQQQghxBpC5mRBCCHFukqCsEOeYlJQUVq1axcMPP8yCBQuw2+1kZWXx3HPPcdVVV/W4j8lkwmQy9fjcf/7zHwIDA3tsCDFnzhyCg4N54YUXuP/++/0a39ixYzvvb968mZdffpnk5GRKSkr82l8IIYQQ4kwiczMhhBDi3KRSFEU51YMQQgghhBBCCCGEEEKIc4XUlBVCCCGEEEIIIYQQQoiTSIKyQgghhBBCCCGEEEIIcRJJUFYIIYQQQgghhBBCCCFOIgnKCiGEEEIIIYQQQgghxEkkQVkhhBBCCCGEEEIIIYQ4iSQoK4QQQgghhBBCCCGEECeRBGWFEEIIIYQQQgghhBDiJJKgrBBCCCGEEEIIIYQQQpxEEpQVQgghhBBCCCGEEEKIk0iCskIIIYQQQgghhBBCCHESSVBWCCGEEEIIIYQQQgghTiIJygohhBBCCCGEEEIIIcRJ9P+WRSdG13O2BgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize the counts in the 'X' matrix\n", "adata.X = np.nan_to_num(adata.X / adata.obs['area'].values[:, None])*100\n", "# sc.pp.scale(adata)\n", "sc.pp.normalize_total(adata, target_sum=1e4)\n", "sc.pp.log1p(adata)\n", "\n", "sc.tl.pca(adata)\n", "pct = adata.uns['pca']['variance_ratio'] / sum(adata.uns['pca']['variance_ratio']) * 100\n", "cumu = np.cumsum(pct)\n", "# Point 1.\n", "co1 = list(np.where(np.logical_and(cumu > 90, pct < 5))[0])[0]\n", "# Point 2.\n", "x = list(np.where(pct[0:len(pct)-1] - pct[1:len(pct)] > 0.1)[0])\n", "x.sort(reverse=True)\n", "co2 = x[0]+1\n", "# Elbow:\n", "elbow = min(co1, co2) + 1 # Without the +1, it gives the index and not the PC number\n", " # (indices in python start with 0, unlike R that start with 1)\n", "print('Elbow at: ', elbow)\n", "\n", "sc.pl.pca_variance_ratio(adata, n_pcs=50, log=True)\n", "\n", "sc.pp.neighbors(adata, n_neighbors=20) #, n_pcs=elbow)\n", "\n", "sc.tl.umap(adata) \n", "\n", "sc.pl.umap(\n", " adata,\n", " color= [\"mask_name\", \"selection\"],\n", " size=15,\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "id": "bc930407", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2795906/1613035753.py:1: FutureWarning: The behavior of Series.replace (and DataFrame.replace) with CategoricalDtype is deprecated. In a future version, replace will only be used for cases that preserve the categories. To change the categories, use ser.cat.rename_categories instead.\n", " adata.obs['mask_name'] = adata.obs['mask_name'].replace({\n", "/tmp/ipykernel_2795906/1613035753.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " adata.obs['mask_name'] = adata.obs['mask_name'].replace({\n" ] } ], "source": [ "adata.obs['mask_name'] = adata.obs['mask_name'].replace({\n", " 'cd8_expansion_20': 'CD8 20μm',\n", " 'gd_expansion_20': 'γδ 20μm'\n", "})" ] }, { "cell_type": "code", "execution_count": 32, "id": "1bbebaf2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.tl.rank_genes_groups(adata, \"mask_name\", method=\"wilcoxon\")\n", "sc.pl.rank_genes_groups(adata, n_genes=25, sharey=False)" ] }, { "cell_type": "code", "execution_count": 33, "id": "dbd068e4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: dendrogram data not found (using key=dendrogram_mask_name). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sc.pl.rank_genes_groups_dotplot(\n", " adata, groupby=\"mask_name\", standard_scale=\"var\", n_genes=10)" ] }, { "cell_type": "markdown", "id": "91900455", "metadata": {}, "source": [ "Just the expansions" ] }, { "cell_type": "code", "execution_count": 36, "id": "96bf20a9", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/scanpy/tools/_rank_genes_groups.py:669: ImplicitModificationWarning: Trying to modify attribute `._uns` of view, initializing view as actual.\n", " adata.uns[key_added] = {}\n", "/home/martinha/miniconda3/envs/GRIDGEN/lib/python3.11/site-packages/anndata/_core/aligned_df.py:68: ImplicitModificationWarning: Transforming to str index.\n", " warnings.warn(\"Transforming to str index.\", ImplicitModificationWarning)\n" ] }, { "data": { "image/png": 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bN24ofbNSWIYMGYKzZ8/i5MmTOHDgAAYPHoxSpUopPVZfXx+urq5YunQpAKg89SY3HTt2xL///ovKlSvD0dFR4WNhYSE6nuxRMaoM1yUiIsqJrq4uvvnmG2zfvh0bNmxAly5d5AqP161bF+bm5tixY4fc6l5v3rxBaGgonJ2dUbZs2Vy/IzIyEl27dsX//vc/7N27V+mqbMDH54wbN27IrWqWkZGB7du3w8nJSfbMk+3z54yTJ0+Kvu6CKlWqFAYOHIi9e/fi77//xoULF3JdxczQ0BBeXl6YNWsW0tLSClSQ9HMdO3bE1atXUbt2baXPGZ//3nKLh88ZpO108z6EiArC2dkZ69atw5gxY+Dg4IDRo0ejQYMGSE9Px8WLF7Fx40Y0bNgQnTp1kp3z4cMHWULiw4cPuHv3Lvbu3Ys///wTrq6uWL9+vezY//3vf2jWrBnmzZuH9+/fo3Xr1khOTsZvv/2GhIQEbNu2Ldf4bt68CXd3dwAfa2ncvn1brqp27dq1ZW9fvLy84OHhgdGjR0MqlaJOnToIDg7GoUOHsH37doXkwKFDhzBt2jR4enriv//+w8KFC1G6dGlcvnwZ0dHRcHV1LdgvNw/9+vXD5MmT0a9fP4VhnQAwd+5cPHz4EG5ubqhVqxZev34NPz8/6OnpycWmq6sLV1dXHD16NF9xTJw4EaGhoWjdujUmTZqExo0bIysrC4mJiYiMjMQPP/wAJycnUfHUrl0bZcqUwY4dO2BjY4Ny5cqhRo0aSh9OiIiIxBg0aBBWrlwJANi6davcPolEguXLl6N3797w9vbGqFGjkJqaiqVLl0IqlcoS7Tk5efIkunbtChMTE8ycORPx8fFy+21tbWFkZATg47SMNWvWoFevXliyZAmqVq2KtWvX4ubNmzhy5IhC3wEBAahevTqcnZ3x77//Yt68edDV1cXZs2dx7tw52ZLwhWXo0KFYunQpvvnmG5QpUwZ9+vSR2z98+HCUKVMGLVu2RPXq1fHkyRP4+vrC2NhYNnL2/v37qF27NgYPHgx/f/98xbFgwQIcPnwYLi4uGD9+PKytrZGSkoJ79+4hIiIC69evR61atUTFkz3KZePGjShfvjwMDAxgaWkpqx9GpHGarCBKVJLEx8cLgwcPFszMzITSpUsLhoaGgr29vTB37lzh6dOnsuOyV7LI/hgaGgpWVlZCz549hT179giZmZkKfb9+/VqYNWuWYGNjI5QtW1aoWrWq0KZNG9nqFrnJXgUkp8/nFb7fvHkjjB8/XjAxMRFKly4tNG7cWAgODlboF4AwduxYoVOnToKBgYFQtWpVYdGiRcLKlSuFMmXKCAMHDpT7/s9X6MiuGv7s2TO59sGDBwuGhoZ5Xle2b775RgAgtGzZUmHfn3/+KXh5eQk1a9YUSpcuLVStWlXo0KGD8Pfffytci6ura57fldsKMm/fvhVmz54tWFtbC6VLlxaMjY2FRo0aCZMmTRKePHmiUjzBwcFC/fr1BT09vRxXeyEiIlKFjY2NUK9evRz3//nnn0KLFi2EMmXKCIaGhoKbm5tw+vTpPPvNvp/n9Pl8tYsnT54IgwYNEipVqiQYGBgILVq0EA4fPix3TPYqJHPmzBFat24t6OvrC6ampoK/v78wefJkwcDAQLZCiKrPE3mtBvc5FxcXAYDQv39/hX1btmwR2rZtK1SrVk0oXbq0UKNGDaF3797C5cuXFa7l0xXacmJubi54e3sr3ffs2TNh/PjxgqWlpaCnpydUqlRJcHBwEGbNmiW8fftWdDyCIAgrV64ULC0thVKlSnHlM9I6EkFQsqQBEVEBSSQS/Pjjj5g3b56mQyEiIqI8tGnTBgBkK2Nps3v37sHS0hKBgYEKoyuJqHhjDQwiIiIiIiIi0npMYBARERERERGR1uMUEiIiIiIiIiLSehyBQURERERERERajwkMIiIiIiIiItJ6TGAQERERKTFv3jxIJBK5j4mJSY7HR0VFKRwvkUhw48aNIoyaiIio+NLVdADaKCsrC48fP0b58uUhkUg0HQ4REVGhEwQBb968QY0aNaCjw/cb2Ro0aIAjR47ItkuVKpXnOTdv3oSRkZFsu0qVKqK/j88gRERU0qjyDMIEhhKPHz+GqamppsMgIiIqcg8ePECtWrU0HYbW0NXVzXXUhTJVq1ZFhQoV8vV9fAYhIqKSSswzCBMYSpQvXx7Ax1/gp29QiIiIiiupVApTU1PZPZA+un37NmrUqAF9fX04OTlh8eLFsLKyyvUce3t7pKSkwNbWFrNnz0bbtm1zPDY1NRWpqamy7ezF4fgMQkREJYUqzyBMYCiRPWTTyMiIDw9ERFSicNrC/3FycsLWrVtRr149/Pfff/jpp5/g4uKCf/75B5UrV1Y4vnr16ti4cSMcHByQmpqKbdu2wc3NDVFRUWjdurXS7/D19cX8+fMV2vkMQkREJY2YZxCJkJ3qJxmpVApjY2MkJyfz4YGIiEoE3vvy9u7dO9SuXRvTpk3D5MmTRZ3TqVMnSCQS7N+/X+n+z0dgZL+F4t+BiIhKClWeQTRapUvV6t4AEB0dDQcHBxgYGMDKygrr169XOCY0NBS2trbQ19eHra0twsLCCusSiIiIqIQwNDREo0aNcPv2bdHntGjRItfj9fX1ZaMtOOqCiIgodxovM96gQQMkJSXJPleuXMnx2ISEBHTo0AGtWrXCxYsXMXPmTIwfPx6hoaGyY2JiYtCnTx8MHDgQly5dwsCBA9G7d2+cPXu2KC6HiIiIiqnU1FRcv34d1atXF33OxYsXVTqeiIiIcqbxGhiqVPdev349zMzMsHLlSgCAjY0NLly4gOXLl6NHjx4AgJUrV8LDwwM+Pj4AAB8fH0RHR2PlypUIDg4ulGsgIiKi4mfKlCno1KkTzMzM8PTpU/z000+QSqUYPHgwgI/PGI8ePcLWrVsBfHwGsbCwQIMGDZCWlobt27cjNDRU7kULERER5Z/GR2BkV/e2tLRE3759cffu3RyPjYmJQfv27eXaPD09ceHCBaSnp+d6zOnTp3PsNzU1FVKpVO5DREREJdvDhw/Rr18/WFtbo3v37ihdujTOnDkDc3NzAEBSUhISExNlx6elpWHKlClo3LgxWrVqhZMnTyI8PBzdu3fX1CUQEREVKxodgaFqde8nT56gWrVqcm3VqlVDRkYGnj9/jurVq+d4zJMnT3KMI6cK4ERERFRyhYSE5Lo/KChIbnvatGmYNm1aIUZERERUsml0BIaXlxd69OiBRo0awd3dHeHh4QCALVu25HjO50urZC+i8mm7smNyW5LFx8cHycnJss+DBw9UvhYiIiIiIiIiKjwar4Hxqbyqe5uYmCiMpHj69Cl0dXVlIzZyOubzURmf0tfXh76+fgGjJyIiIiIiIqLCovEaGJ/Kq7q3s7MzDh8+LNcWGRkJR0dH6Onp5XqMi4tL4QRNRERERERERIVOowmMKVOmIDo6GgkJCTh79ix69uypUN170KBBsuNHjRqF+/fvY/Lkybh+/ToCAgLg7++PKVOmyI6ZMGECIiMjsXTpUty4cQNLly7FkSNHMHHixKK+PCIiIiIiIiJSE40mMFSt7m1paYmIiAhERUWhSZMmWLhwIVatWiVbQhUAXFxcEBISgsDAQDRu3BhBQUHYtWsXnJycivz6iIiIiIiIiEg9JEJ2FUySkUqlMDY2RnJyMoyMjDQdDhERUaHjvU878O9AREQljSr3Pq2qgUFEREREREREpAwTGERERERERESk9ZjAICIiIiIiIiKtxwQGEREREREREWk9JjCIiIiIiIiISOsxgUFEREREREREWo8JDCIiIiIiIiLSekxgEBEREREREZHWYwKDiIiIiIiIiLQeExhEREREREREpPWYwCAiIiIiIiIirccEBhERERERERFpPSYwiIiIiIiIiEjrMYFBRERERERERFqPCQwiIiIiIiIi0npMYBARERERERGR1mMCg4iIiIiIiIi0HhMYRERERERERKT1mMAgIiIiIiIiIq3HBAYRERERERERaT0mMIiIiIiIiIhI6zGBQURERERERERajwkMIiIiIiIiItJ6TGAQERERERERkdZjAqMQpKamIjY2Fi9evNB0KERERERERETFAhMYahATE4PmzZvj66+/RlxcHOrVq4cOHTrA3Nwce/fu1XR4RERERERERF88JjDUYOLEiZg6dSq6desGT09PBAYG4r///sOpU6ewYMECTYdHRERERERE9MVjAkMN0tLS0KtXL4wcORLly5dHu3btAAB2dnbIysrScHREREREREREXz4mMNRAIpHIfq5QoYLcPh0d/oqJiIiIiIiICor/ulaDR48eYdq0aZg2bZrcz1OnTsXjx481HR4RERHlw7x58yCRSOQ+JiYmuZ4THR0NBwcHGBgYwMrKCuvXry+iaImIiIo/XU0HUByMGTNG6c8AMHr06KIOh4iIiNSkQYMGOHLkiGy7VKlSOR6bkJCADh06YPjw4di+fTtOnTqFMWPGoEqVKujRo0dRhEtERFSsMYGhBj/++KOmQyAiIqJCoKurm+eoi2zr16+HmZkZVq5cCQCwsbHBhQsXsHz5ciYwiIiI1IBTSArRvn37YG9vr+kwiIiIKJ9u376NGjVqwNLSEn379sXdu3dzPDYmJgbt27eXa/P09MSFCxeQnp6u9JzU1FRIpVK5DxERESnHBIYanD17Fg0aNED58uUxfPhwJCQkwNnZGePGjcOkSZM0HR4RERHlg5OTE7Zu3Yq//voLmzZtwpMnT+Di4oIXL14oPf7JkyeoVq2aXFu1atWQkZGB58+fKz3H19cXxsbGso+pqanar4OIiKi40JoEhq+vLyQSCSZOnJjjMd9++61CMS2JRIIGDRrIjgkKClJ6TEpKSqHFPnHiRHz//fc4f/48zMzM4OTkhMaNG+PmzZsYNGhQoX0vERERFR4vLy/06NEDjRo1gru7O8LDwwEAW7ZsyfGcT1cmAwBBEJS2Z/Px8UFycrLs8+DBAzVFT0REVPxoRQ2M8+fPY+PGjWjcuHGux/n5+WHJkiWy7YyMDNjZ2aFXr15yxxkZGeHmzZtybQYGBuoL+DMfPnyQFeucM2cO1q5di7Vr1+Za6IuIiIi+LIaGhmjUqBFu376tdL+JiQmePHki1/b06VPo6uqicuXKSs/R19eHvr6+2mMlIiIqjjQ+AuPt27fo378/Nm3ahIoVK+Z6rLGxMUxMTGSfCxcu4NWrVxgyZIjccdnLnH36KUw6OvK/xurVqzN5QUREVMykpqbi+vXrqF69utL9zs7OOHz4sFxbZGQkHB0doaenVxQhEhERFWsaT2CMHTsW3t7ecHd3V/lcf39/uLu7w9zcXK797du3MDc3R61atdCxY0dcvHgx134KWkDr5s2baN68uezz+TYRERF9eaZMmYLo6GgkJCTg7Nmz6NmzJ6RSKQYPHgzg4/SPT6eKjho1Cvfv38fkyZNx/fp1BAQEwN/fH1OmTNHUJRARERUrGp1CEhISgri4OJw/f17lc5OSknDw4EHs3LlTrr1+/foICgpCo0aNIJVK4efnh5YtW+LSpUuoW7eu0r58fX0xf/78fF0DAEREROT7XCIiItJODx8+RL9+/fD8+XNUqVIFLVq0wJkzZ2QvTpKSkpCYmCg73tLSEhEREZg0aRLWrFmDGjVqYNWqVVxClYiISE0kQnZ1qSL24MEDODo6IjIyEnZ2dgCANm3aoEmTJrL103Pj6+uLFStW4PHjxyhdunSOx2VlZaFp06Zo3bo1Vq1apfSY1NRUpKamyralUilMTU2RnJwMIyMj1S6MiIjoCySVSmFsbMx7n4bx70BERCWNKvc+jU0hiY2NxdOnT+Hg4ABdXV3o6uoiOjoaq1atgq6uLjIzM3M8VxAEBAQEYODAgbkmL4CP9SmaNWuWY8Et4GMBLSMjI7mPqsLCwtC8eXOUK1cO5cqVQ4sWLbB3716V+yEiIiIiIiIiRRqbQuLm5oYrV67ItQ0ZMgT169fH9OnTcy2CGR0djTt37mDYsGF5fo8gCIiPj0ejRo0KHHNOIiIiMHbsWMyfPx/NmjWDIAg4d+4cxowZA319fXh5eRXadxMRERERERGVBBpLYJQvXx4NGzaUazM0NETlypVl7T4+Pnj06BG2bt0qd5y/vz+cnJwUzgeA+fPno0WLFqhbty6kUilWrVqF+Ph4rFmzptCuxc/PD7t27UKrVq1kbfb29rC1tcXChQuZwCAiIiIiIiIqII0W8czL58WxACA5ORmhoaHw8/NTes7r168xYsQIPHnyBMbGxrC3t8eJEycKdTWQe/fuySUvsrVq1Qr3798vtO8lIiIiIiIiKim0KoERFRUltx0UFKRwjLGxMd6/f59jH7/++it+/fVXNUeWO0NDw3ztIyIiIiIiIiJxtCqB8aVKTk7GwYMHoWxBF6lUqoGIiIiIqCS7dOmSbJU3IiKi4oIJDDUwMzPDsmXLlO4zNTUt4miIiIiopOvUqZPCNFwiIqIvHRMYanD8+HFNh0BEREQlzNq1a5W2C4KAd+/eFXE0REREhY8JjELi6+sLHx8fTYdBRERExdSECRPQv39/SCQShX1paWkaiIiIiKhwMYFRSPbs2cMEBhERERUaGxsb+Pj4wNraWmHfkSNHNBARERFR4dLRdADFlbKCnkRERETqMmnSpBxHWixZsqSIoyEiIip8TGAUkuXLlwMAnj17puFIiIiIqDiysrJCo0aNlO7r379/EUdDRERU+JjAKASCICAtLQ09evSAlZWVpsMhIiKiYmjSpEmaDoGIiKhIMYGhRgkJCZgzZw5MTU3RvXt3uLm54d69e5oOi4iIiIohTlclIqKShkU81WDnzp3w9/fH1atXMWDAABw6dAidOnXCmDFjNB0aERERFVPPnz/PcSlVAHwOISKiYocJDDUYMGAA2rZtiytXrqBq1aoAoHRJMyIiIiJ1ef/+Pc6fP690H59DiIioOGICQw2OHDmCgIAA2NjYwNPTE0OGDOGwTiIiIipUZmZmCAwM1HQYRERERYY1MNSgXbt22L59O+7evYv//e9/mDFjBh49eoSZM2fin3/+0XR4RERERERERF88JjDUyNjYGGPGjEFsbCzOnz8PqVQKV1dXTYdFRERExdCoUaMAAC9fvtRwJEREREWDU0gKiZ2dHVavXo2aNWtqOhQiIiIqhqytrVG1alU8f/4c5ubm2L9/Pxo1aqTpsIiIiAoNR2AUsnXr1mk6BCIiIiqGpk2bhs2bN+Pdu3eYPXs2Zs6cqemQiIiIChUTGIWMxTyJiIioMKSlpaFz584oU6YMhg0bhocPH2o6JCIiokLFBEYh4zJmREREVBh0dOQf4/jMQURExR1rYKjBtGnTlLYLgoDk5OQijoaIiIhKgsuXL6Nq1aqy7VevXqFq1aoQBAESiQRPnz7VYHRERETqxwSGGhgaGua4b/LkyUUYCREREZUU//77r6ZDICIiKlJMYKhBs2bNNB0CERERlTAzZsxAcHCwpsMgIiIqMkxgqMHPP/8MiUQCQRAQGxsLR0dHWfFOiUSCDh06aDhCIiIiKm5u3Lih6RCIiIiKFBMYanD8+HHZz/b29jh27JgGoyEiIqKSgEU7iYiopGECQ834MEFERERF4cqVK3JFPLOxiCcRERVXTGAQERERfYHq1auHiIgITYdBRERUZJjAUINr167Jfk5JScH169dlNTAAwNbWVhNhERERUTGmr68Pc3NzTYdBRERUZJjAUANvb2+57U+LdkokEty9e7eoQyIiIqJi7tOXJURERCUBExhqkJCQoOkQiIiIqIS5ePGipkMgIiIqUjqaDoCIiIiIiIiIKC9MYBARERERERGR1mMCg4iIiCgPvr6+kEgkmDhxYo7HREVFQSKRKHxu3LhRdIESEREVY6yBQURERJSL8+fPY+PGjWjcuLGo42/evAkjIyPZdpUqVQorNCIiohKFIzCIiIiIcvD27Vv0798fmzZtQsWKFUWdU7VqVZiYmMg+pUqVKuQoiYiISgYmMIiIiIhyMHbsWHh7e8Pd3V30Ofb29qhevTrc3Nxw/PjxXI9NTU2FVCqV+xAREZFyWpPAUOfc0tDQUNja2kJfXx+2trYICwsr5OiJiIiouAkJCUFcXBx8fX1FHV+9enVs3LgRoaGh+OOPP2BtbQ03NzecOHEix3N8fX1hbGws+5iamqorfCIiomJHK2pgqHNuaUxMDPr06YOFCxeiW7duCAsLQ+/evXHy5Ek4OTmpPXYiIiIqfh48eIAJEyYgMjISBgYGos6xtraGtbW1bNvZ2RkPHjzA8uXL0bp1a6Xn+Pj4YPLkybJtqVTKJAYREVEOND4CQ91zS1euXAkPDw/4+Pigfv368PHxgZubG1auXFlIV0BERETFTWxsLJ4+fQoHBwfo6upCV1cX0dHRWLVqFXR1dZGZmSmqnxYtWuD27ds57tfX14eRkZHch4iIiJTTeAJD3XNLY2Ji0L59e7k2T09PnD59Osf+OP+UiIiIPuXm5oYrV64gPj5e9nF0dET//v0RHx8vujDnxYsXUb169UKOloiIqGTQ6BSS7Lml58+fF3V89txSBwcHpKamYtu2bXBzc0NUVJRsaOaTJ09QrVo1ufOqVauGJ0+e5Nivr68v5s+fn/8LISIiomKlfPnyaNiwoVyboaEhKleuLGv38fHBo0ePsHXrVgAfR4FaWFigQYMGSEtLw/bt2xEaGorQ0NAij1/Trl27hgsXLqBx48Zo0qSJpsMhIqJiQmMjMLLnlm7fvl2luaXDhw9H06ZN4ezsjLVr18Lb2xvLly+XO04ikchtC4Kg0PYpHx8fJCcnyz4PHjxQ/YKIiIioRElKSkJiYqJsOy0tDVOmTEHjxo3RqlUrnDx5EuHh4ejevbsGoywa7dq1w3///QcA2L17N9q3b4/w8HB069YNmzdv1nB0RERUXGhsBManc0uzZWZm4sSJE1i9ejVSU1NFDc9s0aIFtm/fLts2MTFRGG3x9OlThVEZn9LX14e+vn4+roKIiIhKiqioKLntoKAgue1p06Zh2rRpRRdQIdu3bx/mzZuHixcv5nnss2fPZM9aK1euRExMDExNTfHq1Su4urriu+++K+xwiYioBNDYCIzCmlvq7OyMw4cPyx0TGRkJFxcXtcZPREREVBycPXsWDRo0QPny5TFixAgkJCTA2dkZ48aNw6RJk0T1kZaWJitsKgiCbCWVihUrQhCEQoudiIhKFo2NwCisuaUTJkxA69atsXTpUnTp0gX79u3DkSNHcPLkyaK7OCIiIqIvxMSJE/H999+jbdu22LNnD5ycnNCtWzccO3YMZcqUEdVHv3790LdvXyxduhQ9evTAokWL0L9/fxw8eBCWlpaFfAVERFRSaLSIZ15ymlv66NEjlClTBg0aNEB4eDg6dOggO8bFxQUhISGYPXs25syZg9q1a2PXrl1wcnLSxCUQERERabUPHz5g9OjRAIA5c+Zg7dq1WLt2rejRsAAwb948+Pn5wdXVFc+ePUNaWhqWLVuGfv36ITAwsLBCJyKiEkYicFyfAqlUCmNjYyQnJ3M9diIiKhF479MOmvg7NG3aFHFxcTluq+rNmzdIT09HpUqV1BEeEREVc6rc+7R6BAYRERERFa6bN2+iefPmOW6fO3dOpf7Kly8PAHj16hV27NgBf39/UYVAiYiI8sIEBhEREVEJFhERodb+jh49is2bN+PAgQPo0KED5s+fr9b+iYio5GICg4iIiKgEc3V1LXAfDx48QGBgIAIDA1GpUiUMHToUp0+fxu7du9UQIRER0UcaW0aViIiIiDTv8uXLCA4Olm2PHDkSvXv3Ru/evXH+/HlRfVhaWiI6OhphYWGIjY3F2LFjVSoCSkREJAYTGEREREQl2Lx58+SKpkVHR8Pb2xtt2rTBkiVLRPUxc+ZM3LlzByNHjsTGjRshlUoLK1wiIirBmMAgIiIiKsHu378Pb29v2XaZMmUwePBgjBkzBk+fPhXVx4IFC3Dv3j0sWLAAR44cgbm5OZ4/f47Dhw8jKyursEInIqIShjUwiIiIiEqwtLQ0ue3Q0FDZz69evRLdj0QigaenJzw9PfH8+XNs27YNP/zwA549e4akpCS1xUtERCUXR2AQERERlWAZGRlyUz6srKwAAMnJycjIyMhXn1999RUmTZqEy5cvY9++fWqJk4iIiCMwiIiIiEqwvn374ttvv0VgYCCMjY0BfExeDBs2DH379hXdz61btxASEoLExEQAgJmZGfr27YvmzZsXStxERFTycAQGERERUQk2a9YslC1bFrVq1YK9vT2aNm2KWrVqwcDAALNnzxbVx7p16+Dp6Yl3797BwcEBTZs2xbt379C+fXusW7eukK+AiIhKCokgCIKmg9A2UqkUxsbGSE5OlqvKTUREVFzx3qcdNPl3uH37NuLj4wEA9vb2qFOnjuhz69Wrh7Nnz6JixYpy7S9fvoSTkxNu376tzlCJiKgYUeXexykkRERERIS6deuibt26+To3KytLIXkBABUqVADflRERkbowgUFERERUglWpUgUSiUShXRAESCQSUUupenl5wcPDA6NGjYK5uTkkEgnu3buHDRs2wMvLqzDCJiKiEogJDCIiIqIS7MKFC5BKpYiMjETXrl2hq6v64+GqVauwbds2BAYGyhXx7N+/PwYOHKjukImIqIRiDQwlOA+YiIhKGt77tIMm/g5r167F7NmzUbduXdy8eROBgYHo1q1bkXw3ERERa2AQERERkShr167F5cuXUatWLVy5cgWjR4/OVwIjOTkZ+/btkxuB0blzZ1SoUEHNERMRUUnFZVSJiIiISjA9PT3UqlULANCoUSO8e/dO5T7CwsJQv359hIeH482bN5BKpQgPD4eNjQ3CwsLUHTIREZVQHIFBREREVIKlpqbi+vXrstVCPt+2tbXNsw8fHx/ExMTAwsJCrj0hIQFeXl6ckkJERGrBBAYRERFRCfb+/Xt06NBBri17WyKR4O7du3n2kZmZqZC8AABLS0tkZmaqJU4iIiImMIiIiIhKsHv37hW4j2bNmmHo0KEYO3as3DKqa9asgYODQ8GDJCIiAmtgEBEREVEB+fv7w9LSEoMHD4aVlRWsrKzw7bffwtzcHAEBAZoOj4iIigkuo6oEl5IjIqKShvc+7cC/AxERlTSq3Ps4AoOIiIiICs2LFy80HQIRERUTTGAQERERUaGxt7fXdAhERFRMsIgnERERERVIREREjvtSUlKKMBIiIirOmMAgIiIiogLp1KkTXF1doay02ps3bzQQERERFUdMYBARERFRgdStW1e2EsnnTE1NNRAREREVR6yBQUREREQFMnjwYDx//lzpvrFjxxZxNEREVFxxBAYRERERFYiPj4/c9t27d7F//37Url0bM2bM0FBURERU3HAEBhEREREViIeHB+Lj4wEAjx8/hqOjI/766y9MnToVS5cu1WxwRERUbDCBQUREREQF8ujRIzRp0gQAsHPnTri6uuLgwYOIiYnBjh07NBscEREVG0xglCD16tXTdAhERERfJF9fX0gkEkycODHX46Kjo+Hg4AADAwNYWVlh/fr1RROghhkYGMh+Pn36NDp06AAAqFixInR1OWOZiIjUg3eUYubatWs57nv79m0RRkJERFQ8nD9/Hhs3bkTjxo1zPS4hIQEdOnTA8OHDsX37dpw6dQpjxoxBlSpV0KNHjyKKVjN0dHTw8OFDVKxYEdHR0ViyZIls3/v37zUYGRERFSdMYBQzDRs2hIWFhdJ12HOqDk5ERETKvX37Fv3798emTZvw008/5Xrs+vXrYWZmhpUrVwIAbGxscOHCBSxfvrzYJzBmzpwJBwcH6OnpoW3btrJRn6dPn4aFhYVmgyMiomJDa6aQiBma+ccff8DDwwNVqlSBkZERnJ2d8ddff8kdExQUBIlEovBJSUkp5CvQDubm5jh58iQSEhIUPtWqVdN0eERERF+UsWPHwtvbG+7u7nkeGxMTg/bt28u1eXp64sKFC0hPT1d6TmpqKqRSqdznS9S9e3dcvnwZf/75J/bs2SNrt7CwwMaNG0X1kZ6ejiVLlmDEiBH4888/5faNGzdOrfESEdGXSSsSGGKHZp44cQIeHh6IiIhAbGws2rZti06dOuHixYtyxxkZGSEpKUnu8+nczOKsc+fOuHv3rtJ9Xbp0KeJoiIiIvlwhISGIi4uDr6+vqOOfPHmi8LKgWrVqyMjIyHEUpK+vL4yNjWUfU1PTAsetKdWqVUOTJk0gkUhkbTVq1ICZmZmo88eNG4f4+HhYW1tj6tSpmDRpkmzfqVOn1B4vERF9eTQ+hUSVoZnZQzKzLV68GPv27cOBAwdgb28va5dIJDAxMSmMcLWen59fjvtWr15dhJEQERF9uR48eIAJEyYgMjJSpZcgn/7jHYBsSufn7dl8fHwwefJk2bZUKv2ikxgFERMTg/j4eEgkEowaNQp9+/bFqFGjsH79eqVTY4mIqOTR+AgMVYZmfi4rKwtv3rxBpUqV5Nrfvn0Lc3Nz1KpVCx07dlQYofG54jJ8MydZWVn4888/0bVrV02HQkRE9EWIjY3F06dP4eDgAF1dXejq6iI6OhqrVq2Crq4uMjMzFc4xMTHBkydP5NqePn0KXV1dVK5cWen36Ovrw8jISO5TUqWnp8sSPYaGhggLC8PTp08xfPhwDUdGRETaQqMJDFWHZn5uxYoVePfuHXr37i1rq1+/PoKCgrB//34EBwfDwMAALVu2xO3bt3PspzgN3/zUnTt34OPjA1NTUyxYsADt2rXTdEhERERfBDc3N1y5cgXx8fGyj6OjI/r374/4+HiUKlVK4RxnZ2ccPnxYri0yMhKOjo7Q09MrqtC/WFWqVMHVq1dl27q6uti9ezdevnyJy5cvazAyIiLSFhqbQpLfoZnZgoODMW/ePOzbtw9Vq1aVtbdo0QItWrSQbbds2RJNmzbFb7/9hlWrVintS9uHb166dAl2dnaijk1JScGePXuwefNm3Lp1CwMGDICOjg7OnTtXyFESEREVH+XLl0fDhg3l2gwNDVG5cmVZu4+PDx49eoStW7cCAEaNGoXVq1dj8uTJGD58OGJiYuDv74/g4OAij/9LtGbNGoVnwuwkxq5duzQUFRERaRONJTA+HZqZLTMzEydOnMDq1auRmpqq9O0GAOzatQvDhg3Dnj178px6oqOjg2bNmuU6AkNfXx/6+vr5u5Ai0KlTJyQmJoo6tlq1amjcuDF++OEHdOzYEbq6uggNDS3kCImIiEqepKQkufuzpaUlIiIiMGnSJKxZswY1atTAqlWriv0SquryecIoW6lSpWBjY1PE0RARkTbSWAIje2jmp4YMGYL69etj+vTpOSYvgoODMXToUAQHB8Pb2zvP7xEEAfHx8WjUqJFa4i4sa9euVdouCALevXsnup8uXbrgzz//RHBwMMqWLQsPDw91hUhERFSiRUVFyW0HBQUpHOPq6oq4uLiiCagYunDhAu7fv482bdqgcuXK+OeffzBr1iycOnUKz54903R4RESkYRpLYORnaGZwcDAGDRoEPz8/tGjRQlYoq0yZMjA2NgYAzJ8/Hy1atEDdunUhlUqxatUqxMfHY82aNUV4daqbMGEC+vfvr7RKeVpamuh+tm7dijdv3mDnzp2YPXs2hg0bhnfv3uH27duoW7euOkMmIiIiUpulS5diyZIlsLa2xowZMzB+/HhMnz4dY8aMUZosIiKikkfjy6jm5vOhmRs2bEBGRgbGjh2LsWPHytoHDx4su7G9fv0aI0aMwJMnT2BsbAx7e3ucOHECzZs3L+rwVWJjYwMfHx9YW1sr7Dty5IhKfZUvXx4jR47EyJEjceXKFWzevBkuLi6wsLDA+fPn1RUyERERkdoEBQXh2rVrqF69Om7cuIGGDRvir7/+gpubm6ZDIyIiLSERuLC2AqlUCmNjYyQnJxfZcmaBgYFwdHRUOtVlx44d6N+/f4H6T01Nxb59++RWbCEiIsqmiXsfKSrJfwd7e3tcvHhRtm1ra4tr165pMCIiIioKqtz7tHoERkkyZMiQHPepmrx49OgR1qxZg0uXLqFMmTJwcXHBiBEjmLwgIiIirZWamorr16/j03drn27b2tpqKjQiItISOpoOgD7KrvPxudTUVEyZMkV0P1evXoWdnR3+/fdfeHh4oGXLljh79ixcXFzw5s0bzJs3T00RExEREanP+/fv0aFDB3h7e8Pb2xsfPnyQbXfs2FHT4RERkRbgCAwtsW7dOoSGhmLz5s2oUqUKAODMmTMYMmQIWrZsKbqf6dOnY/Xq1ejbt69ce3BwMJycnFC2bFkmMYiIiEjr3Lt3T9MhEBGRluMIDC1x6tQpNG/eHE2aNEFISAimTZuGPn364Ndff8XmzZtF93Pr1i2F5AUA9OvXDy9fvsS+ffvUGTYRERFRoUhJScH79+/x/v17TYdCRERagiMwtISOjg5mzZqFatWq4ZtvvoGpqSni4uJQuXJllfrJrSZruXLlULNmzYKGSkRERKR2mzdvxp07d7BkyRIAgKWlJf777z9IJBKsWbMGo0aN0nCERESkaRyBoSUyMzMxZ84czJ8/H9u2bYOjoyM8PT1Vrr5dv3597Nq1S6E9JCRE6RKtRERERNpg8+bNGDt2rGzbxMQEWVlZePPmDUJCQjQYGRERaQuOwNASjo6OsLa2Rnx8PCpXroz+/ftjx44dcHd3x4QJEzB9+nRR/fz8889o06YNwsLC4OzsDIlEglOnTiEqKgpRUVF5np+VlQV/f38EBwcjMTERAGBmZoa+ffti2LBhKFWqVEEuk4iIiEiprKwsmJqayrYbNGgAAChbtizS0tI0FRYREWkRJjC0xMyZM9GrVy+5tv79+8PNzQ0jRowQ3Y+NjQ0uXryIdevWITIyEgDQtGlT/Prrr6hRo0ae548ZMwZJSUmYOnUqLCwsIAgC7t+/j/Xr1yM2NhYbNmxQ7cKIiIiIRHj58qXc9vbt22U/P3v2rKjDISIiLcQEhpY4f/48zp8/r3Rf/fr1VeqrRo0aWLhwYb7iOHr0KG7fvi3XZmtri6+//hp169bNV59EREREealZsybOnj0LJycnufZz586hevXqGoqKiIi0CWtgaInly5cjOjoaZcqUgaGhodynXLlyKvUVFhYGJycnlCtXDuXKlUOLFi2wd+9eUedKJBI8f/5cof358+eQSCQqxUFEREQk1uzZs9G9e3ds2rQJly5dwuXLl7Fx40b06NEDs2fP1nR4RESkBTgCQ0scOXIEgYGB2LlzJ3r37o2hQ4eidu3aKvcTERGBsWPHYv78+WjWrBkEQcC5c+cwZswY6Ovrw8vLK9fzp0+fDjs7O3Tv3h3m5uaQSCRISEjA3r17MX/+/PxeHhEREVGuPDw8EBgYiIULF2LixIkAPk6DXb9+PZdSJSIiAIBEyG3dzRJKKpXC2NgYycnJMDIyKvLvDg4ORmBgIMqUKYMlS5YoDKXMjaenJ2bPno1WrVrJtf/9999YuHChrC5Gbu7du4fff/9drohnjx49YGlpqdrFEBHRF0OT9z76P/w7/J8bN24gICAAW7duRc2aNREbG6vpkIiIqBCocu/jCAwtY2RkhM6dO+Ply5dYtWoVbty4oVIC4969ewrJCwBo1aoV7t+/L6oPCwsLTJkyRfR3EhEREanD+/fvsXv3bvj7++Pff//Fhw8fcPLkSdmKJEREVLKxBoaWyMzMRFhYGDp27Ah3d3dIJBLExcVh8ODBKvVjaGiYr31irF+/vkDnExEREeVkxIgRMDU1xd69ezF16lQkJiaiQoUKTF4QEZEMR2BoiZo1a8LMzAxDhw5F69atAQCvXr3Cq1evAHxcCUSM5ORkHDx4EMpmBkml0gLFuHjxYowaNapAfRAREREpExwcDAcHB4wcORJff/01JBIJC4gTEZEcJjC0hIGBAZ49e4alS5di2bJlcgkIiUSCu3fviurHzMwMy5YtU7rP1NQ0z/N79+6ttF0QBIX12YmIiIjUJSkpCSEhIViwYAFGjBiBQYMGIT09XdNhERGRFmERTyVKcgEtQ0NDrFy5EqVLl5ZrFwQBU6ZMUbrEKhERfflK8r1Pm/Dv8NE///yDgIAAbN++HbVr18aAAQMwZswYTYdFRESFQJV7HxMYShS3hwdfX1/4+PiIOrZly5bw8/ODo6Ojwj5TU1M8ePBA3eEREZEWKG73vi8V/w7yMjIysHfvXgQEBCAiIkLT4RARUSFQ5d7HIp4lwJ49e0Qf6+fnhxo1aijdFx0dra6QiIiIiPKkq6uLnj17MnlBREQACpDAeP36NTZv3gwfHx9ZbYS4uDg8evRIbcGReqgyyMbR0THHBMb+/fvVFRIRERERERGRSvKVwLh8+TLq1auHpUuXYvny5Xj9+jUAICwsTPRUBSo6y5cvBwA8e/asQP388ssv6giHiIiIiIiISGX5SmBMnjwZ3377LW7fvg0DAwNZu5eXF06cOKG24KjgBEFAWloaevToASsrqwL3RURERERERKQJ+UpgnD9/HiNHjlRor1mzJp48eVLgoKjgEhISMGfOHJiamqJ79+5wc3PDvXv3CtQn12InIiIiIiIiTdHNz0kGBgaQSqUK7Tdv3kSVKlUKHBTl386dO+Hv74+rV69iwIABOHToEDp16iR66bFp06YpbRcEAcnJyeoMlYiIiIiIiEi0fCUwunTpggULFmD37t0APr6ZT0xMxIwZM9CjRw+1BkiqGTBgANq2bYsrV66gatWqAFQbOWFoaJjjvsmTJxc4PiIiIiIiIqL8yFcCY/ny5ejQoQOqVq2KDx8+wNXVFU+ePIGzszMWLVqk7hhJBUeOHEFAQABsbGzg6emJIUOGqFS74scffyzE6IiIiIiIiIjyJ18JDCMjI5w8eRLHjh1DXFwcsrKy0LRpU7i7u6s7PlJRu3bt0K5dOyQnJ2PHjh2YMWMGHj16hJkzZ6J///5o0KBBrucHBAQgIyMDI0aMkGv38/ODsbExvv3220KMnoiIiIiIiEg5iaDi0hIZGRkwMDBAfHw8GjZsWFhxaZRUKoWxsTGSk5NhZGSk6XAK7NKlS9i0aRNCQkLw/PnzXI91dHTEkSNHUKFCBbn2ly9fwtPTE+fPny/ESImISFOK273vS8W/AxERlTSq3PtUHoGhq6sLc3NzZGZm5jtAKlp2dnZYvXo1atasmeex6enpCskLAKhUqRLS09MLIToiIiIiIiKivOVrGdXZs2fDx8cHL1++VHc8VIjWrVuX5zFv377Ncd+bN2/UGQ4RERERERGRaPmqgbFq1SrcuXMHNWrUgLm5ucLKFXFxcWoJjtRLzGwhBwcHBAQEYOjQoXLtW7Zsgb29fWGFRkRERERERJSrfCUwunbtquYwqCiIWU7V19cXrVq1QmRkJJydnQEAp0+fxokTJ3Dy5MnCDpGIiIiIiIhIqXwlMLjUpvaaNm2a0nZBEJCcnJzn+bVr10ZcXBzWrl2LyMhIAB9HZfj5+cHExEStsRIREWmzdevWYd26dbh37x4AoEGDBpg7dy68vLyUHh8VFYW2bdsqtF+/fh3169cvzFCJiIhKhHwlMLLFxsbi+vXrkEgksLW15RQDLfD5dJ5PTZ48Oc/zFyxYgNmzZ2PBggVy7c+fP0evXr2wZ8+eAsdIRET0JahVqxaWLFmCOnXqAPg4nbJLly64ePFirsuS37x5U66KepUqVQo9ViIiopIgX0U8nz59inbt2qFZs2YYP348vv/+ezg4OMDNzQ3Pnj3LVyC+vr6QSCSYOHFirsdFR0fDwcEBBgYGsLKywvr16xWOCQ0Nha2tLfT19WFra4uwsLB8xfQlatasWa6fvFy9ehXNmzfH9evXZW179uyBnZ0d7OzsCjN0IiIirdKpUyd06NAB9erVQ7169bBo0SKUK1cOZ86cyfW8qlWrwsTERPYpVapUEUVMRERUvOVrBMa4ceMglUrxzz//wMbGBgBw7do1DB48GOPHj0dwcLBK/Z0/fx4bN25E48aNcz0uISEBHTp0wPDhw7F9+3acOnUKY8aMQZUqVdCjRw8AQExMDPr06YOFCxeiW7duCAsLQ+/evXHy5Ek4OTnl53K/KD///DMkEgkEQUBsbCwcHR1lxTslEgk6dOiQ6/m7d+/Gjh074O7uju+//x7x8fG4ffs2Dh48mOffh4iIqLjKzMzEnj178O7dO1mNqJzY29sjJSUFtra2mD17ttJpJdlSU1ORmpoq25ZKpWqLmYiIqLiRCGKWpviMsbExjhw5ovBG/9y5c2jfvj1ev34tuq+3b9+iadOmWLt2LX766Sc0adIEK1euVHrs9OnTsX//frnRAaNGjcKlS5cQExMDAOjTpw+kUikOHjwoO+brr79GxYoVRSdWpFIpjI2NkZycLDcE9Etjb2+Pixcv5uvc1atXY/z48TA1NUVcXBwqV66s5uiIiEibFJd7n7pduXIFzs7OSElJQbly5bBz584cXwbcvHkTJ06cgIODA1JTU7Ft2zasX78eUVFRaN26tdJz5s2bh/nz5yu08+9AREQlhSrPIPmaQpKVlQU9PT2Fdj09PWRlZanU19ixY+Ht7Q13d/c8j42JiUH79u3l2jw9PXHhwgWkp6fneszp06dz7Dc1NRVSqVTuUxyIWXXkc8nJyRg4cCA2bNiAv//+Gz179oSjoyOOHDlSCBESERFpN2tra8THx+PMmTMYPXo0Bg8ejGvXruV47PDhw9G0aVM4Oztj7dq18Pb2xvLly3Ps38fHB8nJybLPgwcPCutSiIiIvnj5SmC0a9cOEyZMwOPHj2Vtjx49wqRJk+Dm5ia6n5CQEMTFxcHX11fU8U+ePEG1atXk2qpVq4aMjAw8f/4812OePHmSY7++vr4wNjaWfUxNTUVfQ3HTuHFj1KxZE7GxsWjZsiVWrFiBrVu3YvTo0Rg1apSmwyMiIipSpUuXRp06deDo6AhfX1/Y2dnBz89P9PktWrTA7du3c9yvr68PIyMjuQ8REREpl68aGKtXr0aXLl1gYWEBU1NTSCQSJCYmolGjRti+fbuoPh48eIAJEyYgMjISBgYGor/781EFn9Z3yO2Y3EYj+Pj4yK3QIZVKv9gkxqdvhVJSUnD9+nV8OkvI1tY21/N37doFExMTlC5dWtbWqlUr7Nu3D+vWrVN/wERERF8QQRDkalbk5eLFi6hevXohRkRERFRy5CuBkV0X4fDhw7hx4wYEQYCtra2oaSDZYmNj8fTpUzg4OMjaMjMzceLECaxevRqpqakKVbtNTEwURlI8ffoUurq6shoNOR3z+aiMT+nr60NfX1907NrM29tbbvvTeboSiQR3797N9fygoCB4eHjAwsJCrj02NhaZmZlqi5OIiEjbzZw5E15eXjA1NcWbN28QEhKCqKgoHDp0CMDHFyCPHj3C1q1bAQArV66EhYUFGjRogLS0NGzfvh2hoaEIDQ3V5GUQEREVG/lKYGTz8PCAh4dHvs51c3PDlStX5NqGDBmC+vXrY/r06UqXHHN2dsaBAwfk2iIjI+Ho6CiryeHs7IzDhw9j0qRJcse4uLjkK84vTUJCQoHOP3HihNKlaQcOHIilS5cWqG8iIqIvyX///YeBAwciKSkJxsbGaNy4MQ4dOiR79klKSkJiYqLs+LS0NEyZMgWPHj1CmTJl0KBBA4SHh+e5AhgRERGJk68Exvjx41GnTh2MHz9ern316tW4c+dOjquIfKp8+fJo2LChXJuhoSEqV64sa//8zcaoUaOwevVqTJ48GcOHD0dMTAz8/f3lVheZMGECWrdujaVLl6JLly7Yt28fjhw5gpMnT+bnUkuc3Naqz09RUCIioi+Vv79/rvuDgoLktqdNm4Zp06YVYkREREQlW76KeIaGhqJly5YK7S4uLvj9998LHFS2z99sWFpaIiIiAlFRUWjSpAkWLlyIVatWoUePHnIxhISEIDAwEI0bN0ZQUBB27doFJycntcVVnGVkZChdhSU5OVm20gsRERERERFRUZMIn1Z4FMnAwABXr15FnTp15Nrv3LmDhg0bIiUlRW0BaoIq69AWNwsWLEBsbCyCgoJQsWJFAMCrV68wbNgwNG7cGPPmzdNsgEREVChK8r1Pm/DvQEREJY0q9758jcCoU6eOrIDVpw4ePAgrK6v8dElaYtasWahQoQJMTU1hb28Pe3t7mJqaonz58pgzZ46mwyMiIiIiIqISKl81MCZPnozvv/8ez549Q7t27QAAR48exfLly1VaG520T6lSpbBlyxbMnTsXcXFxAICmTZuidu3aGo6MiIiIiIiISrJ8JTCGDh2K1NRULFq0CAsXLgTwsT7F+vXrMWjQILUGSJpRu3ZtJi2IiIiIiIhIa+RrCsmHDx8wePBgPHz4EP/99x8uX76M77//HtWqVVN3fERERERERERE+UtgdOnSRba0qZ6eHtzd3fHLL7+ga9euWLdunVoDJCIiIiIiIiLKVwIjLi4OrVq1AgD8/vvvqFatGu7fv4+tW7di1apVag2QvlwhISFYvHgx4uPj5dp9fX01ExARERERERF9sfKVwHj//j3Kly8PAIiMjET37t2ho6ODFi1a4P79+2oNkL5Ms2fPxpo1a5CUlAQvLy+54q579uzRYGRERERERET0Jcr3Mqp79+7FgwcP8Ndff6F9+/YAgKdPn3LNcgIA7N+/H0ePHsVvv/2GixcvYseOHVi8eDEAQBAEDUdHREREREREX5p8rUIyd+5cfPPNN5g0aRLc3Nzg7OwM4ONoDHt7e7UGSF+mrKwslC5dGgBgYmKCI0eOwMvLC5mZmZBIJBqOjoiIiIiIiL40+Upg9OzZE//73/+QlJQEOzs7Wbubmxu6deumtuDoy1WuXDncu3cPFhYWAAAjIyP89ddf8PT0xD///KPZ4IiIiIiIiOiLk68EBvDxrbqJiYlcW/PmzQscEBUPvr6+SE5OlmsrV64cIiMj5ephEBEREREREYmR7wQGUW5q1KgBa2trhXZDQ0OFxBcRERERERFRXvJVxJMoL15eXnj48KFCe1BQEH788UcNRERERERERERfMiYwqFDMmzcPHh4eeP78uaxt27ZtmD17Ng4fPqzByIiIiIiIiOhLxCkkVCgGDRqEV69eoX379oiKisKBAwcwffp0HD16FPXr19d0eERERERERPSFYQKDCs2ECRPw6tUrODs74/Xr1zhy5AhsbGw0HRYRERERERF9gZjAoEIxbdo0AIAgCHj69CmcnJwQFBQk279s2TINRUZERERERERfIiYwqFAYGhrKfv7+++81GAkREREREREVB0xgUKHgSiNERERERESkTlyFhApFQEAANm7cqNDu5+cnN5WEiIiISF2kUinu3bun0J6QkACpVFr0ARERkVoxgUGFYu3atejdu7dC+8CBA7FmzRoNRERERETF3bRp0xAbG6vQfvLkScyYMUMDERERkToxgUGFIj09HRUqVFBor1SpEtLT04s+ICIiIir2Tpw4gR49eii0Dxw4ECdOnNBAREREpE5MYFChePv2bY773rx5U4SREBERUUlRqlSpHPdJJJIijISIiAoDExhUKBwcHBAQEKDQvmXLFtjb22sgIiIiIiruMjIylNa6SE5O5ghQIqJigKuQUKFYsmQJ/ve//yEyMhLOzs4AgNOnT+PEiRM4efKkhqMjIiKi4qhfv34YOHAggoKCULFiRQDAq1evMGzYMPTt21fD0RERUUFxBAYVCisrK1y8eBH16tVDZGQkIiMjYW1tjYsXL6J27dqaDo+IiIiKoVmzZqFChQowNTWFvb097O3tYWpqivLly2POnDmaDo+IiApIIgiCoOkgtI1UKoWxsTGSk5NhZGSk6XCIiIgKHe992oF/B/X4999/ERcXBwBo2rQpX54QEWkxVe59HIFBhebw4cNwdXVF+fLlUb58ebi6uiIyMlLTYREREVExl5aWBolEAolEwtoXRETFCGtgUKEIDw/HyJEjMWvWLPj5+UEQBMTExGDIkCHYsGEDOnbsqOkQiYiIqJhJSUlBnz59cPToUdSpUweCIODOnTto3749QkJCoK+vr+kQiYioAJjAoEIxf/58hIeHw87OTtZmb28PFxcXDB8+nAkMIiIiUrtly5ahVKlSePjwISpUqADg/4p4Ll26FHPnztVsgEREVCCcQkKF4u3bt3LJi2xNmjTB27dvRffz4MEDnD59GqmpqXLthw8fLnCMREREVLyEhYVh06ZNsuQFAFSsWBEbNmxAWFiY5gIjIiK1YAKDCkVqaiqysrIU2jMzMxWSETnZvXs3HBwcMHLkSNSpUwcxMTGyfdOnT1dbrERERFQ8pKamonLlygrtVapUQUpKigYiIiIidWICgwqFh4cHJk2ahIyMDFlbRkYGJk+eDHd3d1F9LFmyBHFxcbhy5QoCAwPRp08fHDt2DADAxXOIiIjoc2XKlMlxX9myZUX3k56ejiVLlmDEiBH4888/5faNGzcu3/EREVHBsAYGFYply5bBy8sLVlZWcHBwgEQiwYULF2BqaoqDBw+K6iMrKwu1atUCALi7uyM8PBydO3fGxo0bIZFICjN8IiIirFu3DuvWrcO9e/cAAA0aNMDcuXPh5eWV4znR0dGYPHky/vnnH9SoUQPTpk3DqFGjiihiunv3Lnr37q3QLggCEhISRPczbtw4vH79Gs2aNcPUqVNx9OhR/PrrrwCAU6dOqS1eIiJSjUYTGKo+GHz77bfYsmWLQrutrS3++ecfAEBQUBCGDBmicMyHDx9gYGCgvuApV0ZGRjh16hSOHj0qW4d97NixcHNzE91HZmYm3rx5g/LlywMAGjVqhPDwcHh7e0MqlRZK3ERERNlq1aqFJUuWoE6dOgCALVu2oEuXLrh48SIaNGigcHxCQgI6dOiA4cOHY/v27Th16hTGjBmDKlWqoEePHkUdfom0cuXKHPepUkA8JiYG8fHxkEgkGDVqFPr27YtRo0Zh/fr1HAVKRKRBGk1gqPpg4OfnhyVLlsi2MzIyYGdnh169eskdZ2RkhJs3b8q1MXlR9MLDw3Hz5k00b94crq6uKp8/YsQIXLhwAW3btpW12draIiIiAhMmTFBnqERERAo6deokt71o0SKsW7cOZ86cUfqcsn79epiZmcn+EW1jY4MLFy5g+fLlTGAUkcGDB+e4T5UaGOnp6bLRnoaGhggLC0Pv3r0xfPjwAsdIRET5p9EaGJ06dUKHDh1Qr1491KtXD4sWLUK5cuVw5swZpccbGxvDxMRE9rlw4QJevXqlMOJCIpHIHWdiYlIUl0OfmDNnDsaNG4ezZ8+if//+2Lhxo8p9jBs3Ti55kc3GxgaRkZHqCJOIiEiUzMxMhISE4N27d3B2dlZ6TExMDNq3by/X5unpiQsXLiA9PV3pOampqZBKpXIfKhhBEPDixQvZdlpaGlauXAkrKyvRfVSpUgVXr16Vbevq6mL37t14+fIlLl++rNZ4iYhIPK0p4inmweBz/v7+cHd3h7m5uVz727dvYW5ujlq1aqFjx464ePFirv3w4UH9QkNDcfHiRezatQtnzpyBv79/vvq5f/8+pk+fjo4dO6Jjx46YMWMG7t+/r+ZoiYiIlLty5QrKlSsHfX19jBo1CmFhYbC1tVV67JMnT1CtWjW5tmrVqiEjIwPPnz9Xeo6vry+MjY1lH1NTU7VfQ0kSERGBChUqoGrVqvDw8MC5c+dgbW2NnTt3IiQkRHQ/a9asUSgImp3E2LZtm7rDJiIikTSewFDlweBTSUlJOHjwIL777ju59vr16yMoKAj79+9HcHAwDAwM0LJlS9y+fTvHvvjwoH4GBgYwNjYG8HGqUE5vnnJz/fp1NG3aFA8fPoS7uzvc3NyQmJiIpk2b4saNG+oOmYiISIG1tTXi4+Nx5swZjB49GoMHD8a1a9dyPP7zItPZ9RJyKj7t4+OD5ORk2efBgwfqC74EmjVrluyF2MCBA9GuXTsMHToU586dQ+vWrUX3s27dOty9e1duNTUAKFWqFL755ht1h01ERCJJBA1XIkpLS0NiYiJev36N0NBQbN68GdHR0XkmMXx9fbFixQo8fvwYpUuXzvG4rKwsNG3aFK1bt8aqVauUHpOamorU1FTZtlQqhampKZKTk2FkZJS/Cyvhateujd9++022PX78eLnff4cOHfLso3///mjbtq1Ckmrz5s04duwYdu7cqb6AiYhKOKlUCmNjY9778uDu7o7atWtjw4YNCvtat24Ne3t7+Pn5ydqyaye8f/8eenp6efbPv0PBNGnSBPHx8bJtc3PzfI3c/P3337F3716cPn0aLi4u6NatG7y8vFRaipWIiMRR5d6n8WVUS5cuLSvi6ejoiPPnz8PPz0/pg0E2QRAQEBCAgQMH5pq8AAAdHR00a9Ys1xEY+vr60NfXz98FkFKmpqb4+eef5baXL18OQRAgkUhEJTBiY2OxY8cOhfZhw4Zh+fLlao2XiIhIDEEQ5F56fMrZ2RkHDhyQa4uMjISjo6Oo5AUVnI6O/ODiypUr56ufnj17omfPnsjIyMDx48exd+9eTJ8+Hba2tujatSs6d+6Mr776Sh0hExGRCjSewPhcbg8G2aKjo3Hnzh0MGzZMVH/x8fFo1KiRukIkEY4fPy43XPbff//F/v37UadOHYWq7jnJaeUYiUTChFMO6tWrh1u3bmk6DCKiYmHmzJnw8vKCqakp3rx5g5CQEERFReHQoUMAPk7/ePToEbZu3QoAGDVqFFavXo3Jkydj+PDhiImJgb+/P4KDgzV5GSXK5cuXUbVqVdn2q1evULVqVdkLlKdPn6rUn66uLjw8PODh4QEAOHfuHMLCwtC2bVtcuXJFrbETEVHeNJrAUPXBIJu/vz+cnJzQsGFDhT7nz5+PFi1aoG7dupBKpVi1ahXi4+OxZs2aIrkm+qh9+/b4+eef0aRJEzx+/BjNmjWDk5MTNm7ciGvXrmH69Omi+vnw4YPS9dZzmkusCevXr8eoUaOK7Ptym3v99u3bIouDiKi4+++//zBw4EAkJSXB2NgYjRs3xqFDh2T/mE1KSkJiYqLseEtLS0RERGDSpElYs2YNatSogVWrVnEJ1SL077//Fmr/zZs3R/PmzeHr61uo30NERMppNIGh6oMBACQnJyM0NFRufumnXr9+jREjRuDJkycwNjaGvb09Tpw4gebNmxf69dD/efToEZo0aQIA2LlzJ1xdXREWFoZXr17B1dVVVALj8uXLKFeunFwCQyKRyN6iiHHs2DG0a9cOAJCYmAgzMzPZvj179qBXr14qXJVyixcvLtIERsOGDWFhYaE0sZNTlXsiIlJdXitoBQUFKbS5uroiLi6ukCKivMyYMaPQR7y0a9cOx44dE3Vs7969c92/e/dudYRERFRiaDSBkZ8HA2NjY7x//z7Hc3799Vf8+uuvBQ2NCujT6R+nT5+W1byoWLEidHXF/WeXlZVV4DimTJkie5Ds2rWr3EOlr6+v6ARGTg8ggiDg5cuXBY5TFebm5jh58iRq1KihsI8r6BARUUmmrlXKcnvWzK2u2udCQ0Ph6OiIb775BhUqVFBDZEREJZvW1cCg4kFHRwcPHz5ExYoVER0djSVLlsj25fZQoMyHDx9w7do1SCQS2Nra5lgbQ5lPRyl8PmJBlQV4wsPDsXLlSoWisYIg4Pjx46L7UYfOnTvj7t27ShMYXbp0KdJYiIiItIm6ppiWK1dONurz075VGQUKAHfu3EFAQADWrFmDZs2aYejQoXBzc1NLjEREJRETGFQoZs6cCQcHB+jp6aFt27aoV68egI+jMSwsLET3M2vWLPz666+yxEF6ejomTpyIRYsWiTr/04eMzx84VHkAadKkCezt7eHo6Kiwb86cOaL7UYecpk8BwOrVq4swEiIiIu1y5coVuSKe2VQt4lm9enVcunRJ6Uojqox2tLS0xMKFC7FgwQJERkZiw4YNGDt2LFatWoX27duL7oeIiD5iAoMKRffu3dGyZUskJSXBzs5O1m5hYYGNGzeK6uPnn3/GiRMnEBsbCxsbGwAfC1iOGjUKy5Ytw7Rp0/LsIzk5GQcPHoQgCJBKpYiIiJDtk0qloq/Hz89P6YgH4OOqOJqUmpqKq1evwsLCIt/LxRERERUH9erVk7vX55eLiwsuX74sq6P1qaZNm6rcn0QiQaVKlVCxYkWkpKSoPBqViIg+kgiqjKMvIaRSKYyNjZGcnAwjIyNNh1Ni2djY4NSpU6hUqZJc+4sXL9CyZUtR81zbtm2b636x0z9WrFiBH374QdSxhS0mJgYTJkxApUqVsHjxYnTr1g0pKSl49+4dtm/fjq5du2o6RCL6AvHepx34dyiYpk2balUR1efPn2Pbtm0ICgpCtWrVMHToUHTr1o3LwRMRfUKVex9HYJDW0tHRUUheAEDlypVRqlQpUX2oqz7Fjh07tCaBMXHiREydOhUvX76Ep6cndu3ahXbt2uHSpUsYMmQIExhERFRiFfZ7uatXr2Lz5s1YuXKlqONr1qwJOzs7jBo1Cubm5gCAo0ePyvZnFzknIiJxmMAgrZWVlYVXr16hYsWKcu0vXrxARkaGSn0dP35c9kbGwcEBbdq0UVeYRS4tLU22esrSpUtlw1vt7OzUsnILERHRl+rixYtq7/PNmzcIDg6Gv78/EhMT8c0334g+19nZGRKJROlyqRKJhAkMIiIVMYFBWmvIkCHo0qULNm3aBGtrawAfl0cbOXIkhg0bJqoPqVQKb29v3Lt3Dw4ODhAEAStXroS5uTkiIiJED89NSEjIdS33olzH/dPio58vyaajo1NkcRARERVnf//9NzZv3owDBw7Azc0NiYmJePTokUr32qioqMILkIioBGICg7TWtGnT8Pr1azRp0kS2dGpqaiomTJiAqVOniu7D3t4ex44dg56eHoCPIxh++OEHTJkyRXRBUSMjI3h7e+fvQtTs0aNHsgKmn/4sCAIeP36sydCIiIiKBWtra+jp6eG7777DihUr8NVXX8HS0lItLwpevXqFHTt2wN/fv1BGjBARFWdMYJBWW7x4MWbNmoVr164BAA4dOoQmTZqIXgL1yJEjuHXrltwDR+nSpfHrr7/KRnWIUblyZQwePFi14AvJmDFjlP4MAKNHjy7qcIiIiIqdatWq4c6dO0hKSsLLly/x1VdfqbT8ujJHjx6Vjejo0KED5s+fr6ZoiYhKDiYwSGt5eHjg559/RpMmTVCzZk00bNgQTk5O2LFjB65du4bp06fn2Yeenp7StyW6urooXbq06FhyKgqWmZmJAwcOFGnhzB9//LHIvouIiKgkOnHiBO7cuQN/f3+0bdsWFhYWePv2Ld68eYPy5cuL7ufBgwcIDAxEYGAgKlWqhKFDh+L06dNFOvWUiKg44YR50lqPHj1CkyZNAAA7d+6Eq6srDh48iJiYGOzYsUNUH+XLl8fly5cV2i9dugRDQ0PRsWzevFlu++bNm5g+fTpq1qyJhQsXiu5HHa5evQpHR0cYGRmhbdu2SExMLNLvJyIiKgnq1KkDX19fJCYmYsaMGXBxcUGNGjVkhbTFsLS0RHR0NMLCwhAbG4uxY8eKXkmNiIgUMYFBWiu77gUAnD59Wlapu2LFitDVFTd4aO7cufD29saGDRtw6dIlXL58GevXr4e3t7dKIxkcHBzw/v17BAUFoVWrVmjbti02btyIo0ePIjY2VrULK6AxY8Zg0KBBOHv2LFq1aiWrgUFERETqV6pUKXTq1Al79+7F7du30bx5c9Hnzpw5E3fu3MHIkSOxceNGSKXSQoyUiKj4YwKDtJaOjg4ePnyId+/eITo6Gq6urrJ979+/F9VHx44dsWnTJmzfvh0uLi5wdnbGzp07sWnTJnTq1El0LCNGjICpqSn27t2LqVOnIjExERUqVECDBg1Uvq6CSk5Oxvjx42FjY4MFCxbg1q1bRR4DERFRSZOVlYULFy7g1KlTos9ZsGAB7t27hwULFuDIkSMwNzfH8+fPcfjw4QItff7q1Sv89ttvsLe3z3cfRERfItbAIK01c+ZMODg4QE9PD23btkW9evUAfByNYWFhIbqfr7/+Gl9//XWBYgkODoaDgwNGjhyJr7/+GhKJpMDFvPKLQ0+JiIiKTnYtjK1bt6JmzZoYOHCgSudLJBJ4enrC09MTL168wNatW/HDDz/g2bNnSEpKUqkvFgIlopJOIuRUnbAEk0qlMDY2RnJyMoyMjDQdTon233//ISkpCXZ2drKEwePHj5GRkQEzM7M8z79y5QqGDBmCW7duwdHREVu2bIGpqanKcbx9+xYhISHw9/fHw4cPMWjQIGzduhUPHjxQua+CMjQ0lBv58c8//8htnzt3rshjIqIvH+992oF/B+2QkpKCPXv2YPPmzbh16xYGDBiAkJAQtd73z507J2o6irJCoMuWLcP9+/fVFgsRkSapcu9jAkMJPjwUH61bt0bPnj3h4eGB4OBg3Lp1CyEhIQXq859//kFAQAC2b9+O2rVrY8CAAQrLmRam6OjoXPd/OtWGiEgs3vu0A/8O2sHY2BiNGzfGDz/8gI4dO0JXVxdWVla4e/euSv0sWbIEhoaGGDdunFz70qVLIZFIRNWx0tXVhaurK1asWCErbp6fWIiItBUTGAXEh4fiw87ODpcuXZJtN23aFHFxcSr34+rqqpA4yMjIwN69exEQEICIiIgCx0pEpEm892kH/h20w6BBg/Dnn3/Cw8MDw4YNg4eHB2rXrq1y0sDOzg5nzpxBmTJl5Nrfv38PFxcXxMfH59nH3LlzsWXLFpiYmGDYsGHo27cvmjRp8kUnMJKTk7Fv3z7ZSmpmZmbo3LkzKlSooNnAiEgjVLn3sYgnFWvqqhehrGq4rq4uevbsqZHkRVhYGJo3b45y5cqhXLlyaNGiBfbu3VvkcZB4r1690nQIREQk0tatW3H//n20a9cOs2fPhpmZGV6/fo3bt2+r3NfnyQsAKFu2LMS+QyysQqCaEhYWhvr16yMiIgJv3ryBVCpFeHg4bGxsEBYWpunwiEjLsYgnFWs3b96Um1+avS0IAiQSieh6EYIg4MOHDzk+bJQtW1ZUP7t370bPnj2ho6OYO9y4cSNGjBiRZx8REREYO3Ys5s+fj2bNmkEQBJw7dw5jxoyBvr4+vLy8RMVC6nfp0iX07t0biYmJ6NChAzZs2ICvvvoKAODm5pav0T9ERKQZ5cuXx8iRIzFy5EhcuXIF/v7+cHFxgYWFBc6fPy+qj7dv38qeOT6VlZWFN2/eiI5FnYVANc3HxwcxMTEKBdkTEhLg5eWFbt26aSYwIvoiMIFBxVpOoyPS09Px9u1b0f1cvnwZ5cqVk0tgSCQS2UNJZmamqH769u2Ldu3aYdeuXahcubLcvvXr14tKYPj5+WHXrl1o1aqVrM3e3h62trZYuHAhExgaNGHCBPzyyy9o0aIFVq5ciVatWuHIkSOoWbOm6DdtRESkfQwNDWFhYQF/f3+kpKSIPs/V1RU//fQT5syZI9fu6+ub75pVlStXxqRJkzBp0qQvsnB3Zmam0tXkLC0tRT9PEVHJxQQGFWufPxzcvHkTAQEB2LJlC2rWrImuXbuK6sfOzg4XL14scDwNGzaEvb09HBwc8Mcff6Bp06ayfWL/gXvv3j255EW2Vq1asSK5hkmlUnh7ewMAFi5cCGtra7Rr1w5HjhzR2LK7RESkOg8PD/z8889o0qQJHj9+DEdHRzg5OeHevXsYPHiw6H6WLl0KV1dXhIeHw9nZGQBw5swZvH79Os+i3NnyKgQqZiUTbdKsWTMMHToUY8eOhbm5OSQSCe7du4c1a9bAwcFB0+ERkZZjDQwq9t6/f4+goCC0atUKbdu2xcaNG3H06FHExsYWeSy6urr4+eefsXTpUrRv3x5btmyR7RP7D1xDQ8N87aPC9/79e7n5yAMGDMCCBQvg5uaGFy9eaDAyIiJSxaNHj2QrfuzcuROurq44ePAgTp8+jZ07d4rup0qVKoiLi8OIESOQlpaGtLQ0DB8+HHFxcahataqoPoKDg/Hdd98ptI8bN06lWLSFv78/LC0tMXjwYFhZWcHKygrffvstzM3NERAQoOnwiEjLcQQGFWsjRoxAaGgoWrVqhalTp6JDhw6oW7cuGjRooFI/NWrUkNu+e/cu9u/fj9q1a6NTp04qx9WnTx/Y2tqie/fuuHDhAn799VfRIzCSk5Nx8OBBpccrKzZKRadly5aIiIhAx44dZW19+vSBRCLBgAEDNBgZERGpwsDAQPbz6dOn0aFDBwBAxYoVVS4QfufOHVSoUAGTJ09G7dq18xVPQQuBapMyZcpgzpw5CtNqiIjEYAKDirXg4GA4ODhg5MiR+PrrryGRSPI1lD81NRXx8fEKQ0kTEhJw7do1TJ8+XeU+GzVqhHPnzmHAgAFo27at6OSDmZkZli1bpnSfqampynEURGhoKLZt24Z79+5BT08Ptra2mDJlCho1alSkcWgLf39/pe29e/dG7969izgaIiLKLx0dHTx8+BAVK1ZEdHQ0lixZItv34cMH0f2sXbsWs2bNQr169XDz5k0EBgaqXKRSXYVAvwQvXrxQqBFGRPQpTiGhYi0pKUk2jN/MzAyzZs1Cenp6vvpRNpQ0JiYGO3bsEN3P529KKlasiD///BOurq64d++eqD6OHz+e66eozJw5E5s2bULr1q1Rvnx5uLm5wdbWFp07d8a+ffuKLA5tcurUKfzxxx8K7SEhITh9+rQGIiIiovyYOXMmHBwcYG1tjbZt26JevXoAPo7GUFaAMidr167FlStXcPbsWfz9999YsWKFyrFkFwL9XEEKgX4qMzNTa5Zit7e313QIRKTlJMKXOPaskEmlUhgbGyM5ORlGRkaaDofU5J9//kFAQAC2b9+O2rVrY8CAARgzZoyoc5s2bSpbArN79+7w8vLC8OHDFfbl5f79+zA3N1e6LykpCdWrVxfVz+d8fX3h4+OTr3Pzy8bGBlevXkWpUqXw5s0bdO3aFUePHkVCQgK6deuG+Pj4Io2noF6/fo3p06cjISEBnTt3xvfffy/b16NHD4SGhubZh7u7O9avX486derItd+4cQPjx49HZGSk2uMmUhfe+7QD/w7a47///kNSUhLs7Oxkox8eP36MjIwMmJmZierD3t5ergj459tiPHv2DK6urjAyMlJaCFRsLY3PfV7YvKhqg+W0QhwAfPvtt3j69GmRxEFE2kOVex+nkFCJ0aBBA6xYsQJLly7F3r17ERAQIDqBkdtQ0vfv34uOoUWLFli8eDGGDBmisC+/yQsA2LNnj8oJjHfv3kFPTw+lS5dGfHw8jh49Cmtra7n6DbnR09OTzQM2MDDAy5cvAXxcBi0jI0O1C9ACo0aNgpmZGUaOHIk1a9bg+PHj2L17N0qVKoW7d++K6uPp06cKyQsAqF+/Pv777z91h0xERIWoWrVqqFatmlzb5zWx8pKamorr16/LRmB+vm1ra5tnH9mFQHfu3ClLMgwfPhz9+vVTWhsjN+/fv8fu3bvh7++Pf//9Fx8+fMDJkydVrg2mzKxZs7Bo0aI8j+vUqRNcXV2V1u8oblNiiEj9OAJDCb79oM/98ccfGD16NPT09NCiRQv8/vvvAD4OJV2wYAEOHTokqp87d+5g2LBhMDY2xubNm/P91uRzqr7R2bx5M77//nuUK1cOS5YswU8//QQnJyfExsZi0KBBmDt3bp59DB06FBKJBF5eXti9ezdq1aqFX375BR8+fECTJk1w8+bNglxSkWvSpIls1EhWVhZGjx6Nx48f448//kDz5s1F/X7r1q2L27dvK91Xr1493Lp1S50hE6kV733agX+H4sXCwiLH2lsSiUR0gvxzWVlZiIiIwObNm0VP//i0sPnQoUNlhc0TEhLyFcPnzMzMkJiYmOdx9evXx8GDB2Fpaamwz9TUFA8ePFBLPET05eAIDCI16969O1q2bCkbSprNwsICGzduFN1PnTp1EBUVhVWrVqF58+bo0aOHXDXznIpz5mX58uUAPg4zrVKlSp7H+/n5ISEhAa9evYKDgwP+/fdf1KhRA8nJyXBxcRGVwFi9ejUWL16MLVu2oFmzZrJCphkZGdi9e3e+rkOTUlNTZT/r6Ohgw4YNGD9+PLp27Yq0tDRRfVSvXh1nz56Fk5OTXPu5c+cU3uIREVHxd/DgQdjY2AAA0tPToaenJ9t38uRJlfu7c+eO3LQPVVa4Ukdh8+bNmyttFwRB9NSPwYMH4/nz50oTGGPHjlUpHiIqeZjAIBJJHUNJgY83ealUColEAkNDQ1kC49GjR/mKSxAEpKWloUePHoiMjBQ1/FJXVxfVq1dH9erVYWVlJbsOY2NjlC5dWtT3li1bVmlRsfLly+P48eNyiZ4vgbm5OU6fPg0XFxdZ26pVqzB+/HjRI2zmzp2Lbt264ccff0SLFi0AADExMfjpp58QGBhYKHETEZH26t+/v6xOlpOTk1zNrPHjx4uqoZWSkoI9e/Zg8+bNuHXrFgYMGAAdHR2cO3dOpViSkpIQEhKCBQsWYMSIERg0aJDKhc1v3bqF4OBglC1bVq5dEAT06dNHVB+5TXmdMWOGSvEQUcnDBAZREbp27RoGDRoEa2trxMXFoWLFirJ9YguCZUtISEBAQAACAwPx4sULrFixQvRokE/fuOjr6+e4L79++eUXTJw4scD9FKXAwEDo6ir+L3HVqlXo27evqD7c3d2xdetWLFiwAJMnTwYAODg4IDAwEB4eHmqNl4iItN+nM7U/n7UtdhZ3tWrV0LhxY/zwww/o2LEjdHV1RRWW/ly5cuXw3Xff4bvvvpMVNk9LS4OLi4vowub29vYwNjaWS/ZnE/sCRJlXr15h+/btCAgIULnIKRGVLFxGlagItW/fHjNmzMCOHTvkkheA+AeZnTt3ws3NDS1atMD79+9x6NAhmJiYYMyYMaLXTr958yaaN2+O5s2by/3crFkztdRp+BJL6wwbNgx79+5VOgRW2YNaTtzd3XHixAm8e/cO7969w4kTJ5i8ICIqoT59KfD5CwKxLwy6dOmCf/75B8HBwTh27Jha7rHZhc0fPXqEyZMn488//xR1XlBQkGxKzOf+/fdfleM4evQo+vXrB1NTU/z999+YP3++yn0QUcnCERhERSg2NjbHWghiH2QGDBiAtm3b4sqVK7IioKqOmshtCTN1UMcojqK2YMEC7N27F+7u7jA2NkbXrl3RtWtX1K5dW3QfHz58QFBQECpVqoRevXph+vTpOHToEKytreHn54eaNWsW4hUQEZG2SUlJka068unP2fvE2Lp1K968eYOdO3di9uzZGDZsGN69e4fbt2+jbt26BYpPV1cXPXv2RM+ePUUdn5KSkuNy8Nu3b8fQoUPz7OPBgwcIDAxEYGAgKlWqhKFDh+L06dNfZP0sIip6XIVECVYAp8Jy7dq1HPe5u7vj8ePHefZx7NgxBAQE4ODBg/D09MSQIUMwYsQItVURF2vatGlK2wVBwMaNG5GcnFyk8ajTnTt3EBYWhr179+Ldu3fo3LkzunbtiqZNm+Z63oABA5CcnIx3795BR0cHFhYW6NGjB44dO4YbN27gwIEDRXQFRKrjvU878O9QvBTGKiRXr17F5s2bsWPHDlhYWOD8+fOizqtSpUquLxjEFOG0srLCiRMnUKtWLbn2oKAgzJkzR9QKIrq6unB1dcWKFSvQpEkTWb/5XZGFiL58qtz7NJrAWLduHdatW4d79+4B+Dicbe7cufDy8lJ6fFRUFNq2bavQfv36ddSvX1+2HRoaijlz5uDff/9F7dq1sWjRInTr1k10XHx4oMKirOJ2NlUfZJKTk7Fjxw74+/vjypUrmDJlCvr37y96Lffw8HD89NNPuHz5MsqUKQMXFxcsXrwYDRs2RFpaWp5zWfMa5vnjjz+KvhZt9uTJE+zduxf79+/Pc+SKra0trl27hpSUFJiYmODly5fQ0fk4U69hw4a4evVqUYRMlC+89yny9fXFH3/8gRs3bsj+P7l06VJYW1vneI7YZ5Wc8O9Anztx4oTS9pSUFCQnJ6NXr16i+rl//z6Ajy8avL29Fe5pOY2s+NTWrVvh6+uLv//+G1999RUAYNu2bfDx8cGRI0dE/Tc+d+5cbNmyBSYmJhg2bBj69u2LJk2aMIFBVIJ9MQmMAwcOoFSpUqhTpw4AYMuWLfj5559x8eJFpf8Iy34ouHnzptyFValSRbaSQ0xMDFq1aoWFCxeiW7duCAsLw9y5c3Hy5EmFpQ1zwocH+tJcunQJmzZtQkhICJ4/f57n8Xv37sXYsWMxe/ZsODs7QxAExMTEwM/PD6GhoZgyZYrolTfo/9jb28uKj336MwA0bdpUVLV5Ik3hvU/R119/jb59+6JZs2bIyMjArFmzcOXKFVy7dg2GhoZKzxHzrJIb/h3oc82aNVNok0gkePz4MZKSkpCZmalynwW5J/n5+WHLli2IiorCgQMHMHXqVBw9ejTH2hjKCIKAyMhI+Pv74/Dhw8jMzERoaCjc3Nxkif/8SE5OhrGxsejjHz58iIkTJ+LWrVtwcHDAihUrUKlSpXx/PxHljyr3Po3WwOjUqZPc9qJFi7Bu3TqcOXMm17fIVatWRYUKFZTuW7lyJTw8PGRLNPn4+CA6OhorV65EcHCw2mIn0iZ2dnZYvXq16BoLixYtQkREhNxSp/b29nBxcYGTkxN69OiRZx8BAQHIyMjAiBEj5Nr9/PxgbGyMb7/9VqVr0Gb16tUTVdw0NTVVNr/5058B8XOdiUh7fJ7IDQwMRNWqVREbG4vWrVvnem5uzypEqvh8isjLly/x008/Yfv27RopejlhwgS8evUKzs7OeP36NY4cOaJS8gL4mIDx9PSEp6cnnj9/jm3btuGHH37As2fPkJSUlO/Y7O3tVRrJMXLkSFhbW2PYsGHYs2cPpk2bhs2bN+f7+4mo8GlNEc/MzEzs2bMH7969g7Ozc67H2tvbIyUlBba2tpg9e7bcUM2YmBhMmjRJ7nhPT0+sXLkyx/5SU1ORmpoq25ZKpfm7CCINW7duXa7rq2d7+/atXPIiW5MmTWBiYiLq5r127VocOXJEoX3gwIHw9PTUaALjyZMnOHXqFOrVq4dGjRqJOie3+iRv374V1cf79+/RoUMH2fanPxPRly+7to+YN7S5Pat8is8gJFZKSgp+/fVXrFy5Ev369cO1a9dk0ziKSnb9K0EQ8PTpUzg5OSEoKEi2f9myZSr3+dVXX2HSpEmYNGkSzp07J/q87ELmn3r58qWsXUxNj8TERISHhwP4uFKcstEuRKRdNJ7AuHLlCpydnZGSkoJy5cohLCwMtra2So+tXr06Nm7cCAcHB6SmpmLbtm1wc3NDVFSU7E3IkydPFFZ5qFatGp48eZJjDL6+vly2iYoFsTPC0tLSkJWVpTBMM3sYqpi13NPT05W+XaxUqRLS09NFxaEu+/fvx3fffYdKlSrhl19+wbBhw2BmZoY7d+7A19dXYZSIMg0bNoSFhYXS36GYaTkAZPV8iKj4EQQBkydPxv/+9z80bNgwx+PEPKt8is8glJesrCxs3rwZCxcuhKurK86cOZNrTa2cNGvWTFbEM3sJ9U+JSR58OnXq+++/VzmGbLdu3UJISAgSExMBAGZmZujbt69CTLlp1KgRrKysMGPGDOjq6kIQBLRq1QonT54U3Yeenp7sZzFTvIhI8zS+CklaWhoSExPx+vVrhIaGYvPmzYiOjs4xifG5Tp06QSKRYP/+/QA+/sNry5Yt6Nevn+yYHTt2YNiwYTkO4Vb29sPU1JTzT+mLY2ZmJnsYyM2oUaOgr6+PFStWQFf3Yx4zIyMDP/zwAz58+ICNGzfm2Uft2rVzXPM9t32Fwd7eHhs3bsSLFy/Qq1cv2TS0hw8fwsvLC1euXMmzD0tLS5w6dQo1atRQ2GdqaiqqsnpOUlNTsXbtWoXRYUTahLUXcjd27FiEh4fj5MmTCisw5OXzZ5VP8RmE8mJra4vU1FTMnz9f6WpYYp+Zo6Ojc93v6uqar/hUtW7dOixbtgy9e/eWvTi4f/8+du3ahenTp2P06NGi+1q9ejV27dqFtWvXyhIaqkwhqVixIjw8PGTbhw8fltvm0q5EReOLqYEBfEw4ZBfxdHR0xPnz5+Hn54cNGzaIOr9FixbYvn27bNvExERhtMXTp08VRmV8Sl9fH/r6+vmInqjo5bZ8qdilS5ctW4YOHTrAysoKDg4OkEgkuHDhAkxNTXHw4EFRfTg4OCAgIEBhzfctW7bA3t5eVB/qlD3ss0aNGrIaOrVq1RL9RqVz5864e/eu0gRGly5dRPWRkpKC1atX4/79++jRowfatGmDDRs2YP78+bCxsWECg+gLNW7cOOzfv1/p8pFifP6s8ik+g1Be3r9/D4lEgjlz5kAikciNFFRlBTN1JCjUUf/q119/RVxcHCpWrCjXPn36dDg5OamUwPj+++/h6emJESNGwNXVFVlZWaLPBaAwxdzb21ul84mo6Gk8gfG57OJ3Yl28eBHVq1eXbTs7O+Pw4cNy/1CIjIyEi4uLWuMk0pScKt8DwOTJk0X1YWRkhJMnT+Lo0aOyKuRjx46Fm5ub6Dh8fX3RqlUrREZGyurWnD59GidOnFBp+KY6fLqu/ee/H7HVzP38/HLct3r1alF9jBgxAvfu3YOLiwumT58OU1NTXLhwARs2bFAoWkxE2k8QBIwbNw5hYWGIiorK17B9QPFZhUgV6pyeGBYWBl9fX1ndp4YNG2LGjBno2rWrqPPVUf8qKytLIXkBABUqVBA9FfZTdevWxbFjx7B8+XLRda+yDR48WOXvIyLN0mgCY+bMmfDy8oKpqSnevHmDkJAQREVFyap++/j44NGjR9i6dSuAj1lSCwsLNGjQAGlpadi+fTtCQ0MRGhoq63PChAlo3bo1li5dii5dumDfvn04cuRIkf+DiqiwqLPAlJubm0pJi0/Vrl0bcXFxWLt2LSIjIwF8HJXh5+cHExMTtcUoRkJCAnr37q3wsyAI+X7wS01NxdWrV2FhYYHKlSuLOufChQu4fPkydHV1kZycDBMTE9y+fTtfb2yJSPPGjh2LnTt3Yt++fShfvrxshKexsTHKlCkDIH/PKkSaEBERgbFjx2L+/Plo1qwZBEHAuXPnMGbMGOjr68PLyyvPPtRR/8rLywseHh4YNWoUzM3NIZFIcO/ePWzYsEFUDMpIJBJMnToVU6dOVflcZfU4+vTpA2tr63zFQkSFS6MJjP/++w8DBw5EUlISjI2N0bhxYxw6dEg29ywpKUluPn9aWhqmTJmCR48eoUyZMmjQoAHCw8PlKv27uLggJCQEs2fPxpw5c1C7dm3s2rULTk5ORX59RIXh559/lg0hjY2NhaOjo+yNhUQiKfDKF4MHD8aWLVvyPG7BggWYPXs2FixYINf+/Plz9OrVC3v27ClQHKr4dAjo58M/O3bsKKqPmJgYTJgwAZUqVcLixYvRrVs3pKSk4N27d9i+fbuot1MGBgaymiLGxsaoV68ekxdEX7B169YBANq0aSPXHhgYKHvTnJ9nFSJN8PPzw65du9CqVStZm729PWxtbbFw4UJRyYPcVuV68+aNqDhWrVqFbdu2ITAwUC5p0L9/fwwcOFBUH8DHZMqGDRugo6ODESNG4I8//sCOHTvQuHFjzJkzR1RB8k/rcTg4OMjqcXh6eqpcj4OIiobGi3hqIxYyoy+Fvb09Ll68qNY+xRYC7d27N+7evYtt27bJ1n/fs2cPJk6ciNGjR2P27NlqjauwOTk5YcqUKXj58iVmz56NXbt2oV27drh06RKGDBkim2qTG1NTU7llbJcsWYIZM2bItseMGVMosROpA+992oF/Byos1tbWuHnzpsr7PtW7d298/fXXSutfHThwAL///rtaYhVj9OjRePr0KT58+ABjY2OkpqaiT58++OOPP2BiYpLr1NBs9erVw9mzZxWmtLx8+RJOTk64fft2YYVPRJ/4oop4ElH+fVr7QRXK1k4HPk65eP36tag+du/ejR07dsDd3R3ff/894uPjcfv2bRw8eBCNGzfOV1zq8uDBA1y4cAGNGjWSFQnOS1paGnr16gUAWLp0Kdq1awcAsLOzE10UzN3dHefPn5dtu7m5ybbz+7ciIiJSh9xqaOW271NLlizB//73vwLXv0pOTsa+ffvkRmB07txZ6fSUnJw8eRJXrlxBSkoKqlatiidPnqBs2bLo1q0bHBwcRPWh7nocRFT4mMAgKoEEQcDRo0dhbGys0N6yZUvR/fTv3x+vXr3C+PHjYWpqiri4ONH1ItRp4MCB2LZtGwAgKioKffr0gb29PS5duoS1a9eiW7duefbxaYLh8wcosYVAv/322yJbho6IiEgVycnJOHjwoNJ/mEulUlF9WFlZ4eLFi1izZk2+61+FhYVhzJgxaN26tWwZ1fDwcEyfPl30PRsA9PT0AHycvlm7dm2ULVsWwMcVDrOnc+alMOpxEFHhYgKD6AuTXTkc+Lhs5/Xr1+UeRsSsB+/g4IAXL14oHSkh9gEkOTlZNvLi77//xh9//AFHR0ds2rQJ7u7uovpQl6tXr8p+/umnnxAWFgYXFxfcvn0b33zzjaiHoUePHsmWqP30Z0EQ8PjxY1FxTJo0SdRUEyIioqJmZmaGZcuWKd0nNlEPANWqVVOof3X16lUsWbJEYVlSZXx8fBATEwMLCwu59oSEBHh5eYlOYAiCgMzMTJQqVQp79+6VtWdkZCAjI0NUH+qqx0FERYcJDKIvzOdFKj8tDCd2PXh/f3+8f/9eoT0hIQHHjh0TFUfjxo3Rr18/+Pv7o3Tp0mjZsiW6du2KoUOHws3NDevXrxfVjzp8OnrixYsXsmWT69atK/oh5tP6FJ/XqhBbxIvDTYmISFsdP348x31mZmYq9/fmzRsEBwfD398fiYmJ+Oabb0Sdl5mZqZC8AABLS0tkZmaK/v5169YhPT0dpUqVgrm5uaw9MTERkyZNEtWHRCLBoEGDMGjQINHfS0SaxQQG0RcmISGhwH0sXLgQHh4eqFu3rlz7yZMnERMTg7Vr1+bZx65du2BiYiJX5btVq1bYt2+frHK/GBkZGVi5ciW2b9+Oe/fuQU9PD7a2tpg+fbroqv3ZIyYEQcDz589lb2QAiH4Y+vHHH0XHnJPnz5/n+rtjEU8iIvrS/f3339i8eTMOHDgANzc3JCYm4tGjR6JHcTRr1gxDhw7F2LFj5aZtrFmzRnTtCgBo0aKF0nYrKytRzzHZ1FGPg4iKjvjxYkRUbJw4cQI9evRQaB84cCBOnDghqo+goCDExsYqtMfGxqr0BmX06NG4ceMG5s6di/bt22PcuHEYM2YMZs2ahU2bNonqY8yYMTA0NES5cuXw3Xff4cWLFwA+JjaaNm0qOpZHjx5h5syZ8Pb2Rs+ePfHLL7/kumTc596/f4/z588r/Vy4cEF0P0RERNrI2toao0ePhr29PW7duoU9e/bAwMBApSko/v7+sLS0xODBg2FlZQUrKyt8++23MDc3R0BAgFri3L17t6jjwsLCUL9+fYSHh+PNmzeQSqUIDw+HjY0NwsLC1BILEakXl1FVgkuYUXHXqFEjXLlyReV9n7K1tZWrx/Gphg0bytWlENtPWloa3N3dceLECTx//hytW7fO8TvU7erVq2jTpg3c3Nzg7OwMQRBw5swZXL9+HadOncKKFSswb968XPsojGVtiYoK733agX8HKiy53U/d3d1F1Xtq3bo17ty5g4EDB2LYsGGoV68erKysRE1fLUqmpqZ48OBBnsfVr18fhw4dyrEex40bNwopQtIG7dq1Ez11mgoXl1ElolxlZGRAKpUq/A8iOTkZ6enpovrInqKhjCpLhpYqVUo25SMtLU024uGrr77K9TvyMn/+fJWmhUyfPh2rV69G37595dqDg4Ph5OSEsmXL5pnAICIi0laf19D6lIGBgag+Tpw4gTt37sDf3x9t27aFhYUF3r59izdv3qB8+fIFjvHFixdqWc1M7HOIuupxpKam4uDBg3JTYdu2bSv6fCo8ymq+Zbt9+3YRRkLqwgQGUQnUr18/DBw4EEFBQbL1z1+9eoVhw4Yp/AM+J+pIggCAp6cnvL294e7ujn379qF79+6yfsQW4FQ213X16tWoUqUKAHG1J27duqX02vv164dJkybh8OHDefbRrVs3vHv3DoaGhiKiJiIiKjrqqKEFAHXq1IGvry9++uknhIeHIyAgADVr1kTz5s1x5MiRAvVtb28vq0WRl169eilNVAiCgJcvX4rqQx31OI4fP47BgwejQoUKuHXrFlq1aoU1a9agXLlyCAsLQ82aNUX1k56ejhUrVuDu3bvo3LkzOnbsKNs3btw4/Pbbb6L6IXnlypWDRCKRK7Seva3KCzfSHkxgEJVAs2bNwtChQ2Fqaior5Hn79m306NEDc+bMEdWHOpIgAPDzzz/D398fly5dwvDhw2WVwA0MDBAdHS2qj/Hjx6NDhw5yb21SUlJw/vx50Ten3GbTlStXTtQDyNOnT2FnZ4f69euja9eu6Ny5M6pWrSrq+4mIiL4EFy5cwP3799G2bVt07twZVlZWmDJliqhEPwBERETkuC8lJUV0HJ/+A1+VfZ/y9/fH8uXLMXjwYCQmJkIikcDMzAw9e/bE1KlTRfXxww8/4PDhw7C2tsbZs2exfv16HD58GJs2bcLYsWPllnjNzbhx4/D69Ws0a9YMU6dOxdGjR/Hrr78CAE6dOiWqD1JUvXp1XLp0CV999ZXCPlNTUw1ERAXFGhhKcP4plRT//vsv4uLiAABNmzZF7dq1RZ+bmZmJoUOHIjQ0VCEJEhAQUKDpH6qKiorCjBkzMG3aNNkIDktLS5XeNnXs2BEDBw5Enz595NpDQkKwbds2hIeHi+7rwoULCAsLw/79+1GxYkV07doVXbt2hZWVleg+iIoa733agX8H0mZLly7FkiVLYG1tjRcvXmD8+PGYPn06xowZg9mzZ4tauaNUqVJwdXVV+uLgzJkz+PDhg0oxvXz5EpUqVVLpHHWys7PDpUuXZNuOjo6ywt3W1ta4efOm6H7i4+MhkUjw7t079O3bFzVr1sT69etZY6sAevXqhdGjR6Ndu3YK+7p06YJ9+/ZpICr6nCr3PiYwlODDA5F4BUmCAB8TBM2aNZOdN27cOGzbtg21a9fG9u3bYWNjI6qft2/fYvLkyUhOTsaaNWvQvHlzlYqKXb9+HW3atEHbtm3h7OwMiUSCU6dOISoqCv+vvTuPqyn//wD+ui0S0WSpUJGSkBRlyRARkmVsYwilMIgxZc8aRiEzmJJokTX7NhXGUnYKUZYUEckW2iiq8/uj3z3fbt3qc+umm3k/H48ej3vPufd9P/d2OZ/e53Pe74iICOZxFJeQkIAjR47g6NGj+PTpE2JiYioUh5CqRsc+2UC/ByLL2rRpg3PnzqFJkyZ4+PAhjIyMcOrUKfTp04c5hqGhIcLDw6Grq1tiH2vxTaDw5MXPP/+MtLQ06Ojo4MSJEzAyMmIeR3lY63H8+OOPWL16NXr27IkjR45g27Zt/CoTSRIYxYuj5+Xl4eeff0bDhg0RHR1NCQzyXZPk2EdtVAkhlaKnp4dRo0Zh1KhREicvAGD16tXQ1NQEAISGhuLo0aM4deoUHB0d4erqyhxHRUUFW7duhYODA/r27Vtm0SZx2rRpg9u3b6NVq1Y4ffo0Tp06BQMDA9y+fbvCyQsAaNWqFebNm4crV67g5MmTFY5DCCGEVLfatWujSZMmAAoTEQYGBhIlLwDA3t4e7969E7vP2dmZOc68efPg7++PrKwsLF68GAsXLpRoHOUxNTVletxff/0FOzs7qKioYM6cOVi7di0A4PXr17Czs2N+vcaNG4t0cFNQUMD+/fvx/v173L17V7LBfye+fv0Kb29vbN68GXl5edi/fz+GDh2KJUuW4MuXL5WKHRcXh99//106AyXfFK3AEIPOfhDy7RRdejlz5kyoqalhxYoVAAATE5MKrVhIT09HXFwcunfvLs2hVsqiRYvwxx9/VPcwpComJgYmJibVPQwiJXTskw30eyCyrG3btjh06BB/+cfIkSNF7rdt21bimE+ePMHx48ehp6eHwYMHMz+v+ByhIpdZlFWPw8HBAW/evGGOVdkOKnFxcahduzb09fVFtufn52Pfvn0YO3ZshWPXVNOmTcObN2/w+fNnqKqqIjc3F6NHj8bhw4ehqamJjRs3ShQvMzMTe/fuRUBAAJKTkzF27FisX7++ikZPJEFtVAkhNUZBQQF/+/r163zyovi+8mRmZmLXrl24d+8eAMDIyAjGxsYStXU7cuQIPD09RWIsWLAAP/30E3OM0uzcufO7SGCkp6djz5498Pf3R0pKCl69elXdQyKEEPKNfPr0CQMHDhTZJrwvEAiYLt20trbGunXrYGJigpcvX8LMzAxdunRBUlIS7t+/j/nz5zONRU5OdCF5RTpKDB48uNR6HJmZmRLFqmz719Iuf5GXl/9PJi8A4NKlS4iNjUVOTg7U1dXx6tUr1KlTB8OGDWPuEgMAFy9ehL+/P06cOIE+ffogOTkZKSkpJb5DpGagBAYhpFqZmJhg7ty5aNasGZ48eQJLS0sAwMePH5ljpKSkwMLCAlpaWjA3NwfHcdixYwc8PDxw5coVpg4iYWFhcHZ2hru7Ox/jxo0bmD59OpSUlGBjY1NujM6dO4vdznGcRGdxZFFERAT8/f0RGhqKvLw8hISEYMCAAdU9LEIIId/Q06dPKx0jJSWFX723Z88eWFpa4siRI/jw4QMsLS2ZExixsbEinb4+fPgAdXV1vj0my3G3VatWCAgIKLUeR2UZGBjg0aNHTI/9+vUr/Pz8ICcnhylTpuDw4cPYvXs3jI2NsWTJEtSqVavS46lpFBUVARReuqSnp4c6deoAAGrVqgUFBbY/Y1u3bg1FRUVMmjQJ69evR6NGjaCrq0vJixqMEhiEkGrl4+ODxYsXIyIiAgcPHoSysjIAICoqCg4ODkwxVqxYAScnJyxdulRku7u7O9zd3bF169ZyY2zcuBH79u1Djx49+G2mpqZo27YtVq5cyZTAePToEfbu3csfYIU4jivR3aSmWL16NQIDA6GiogInJyds3LgRZmZmsLW1re6hEUIIqYFq167N375y5Qq/gkNNTY35j1IASExMLHXf+/fvmWII63GIS2Cw1uMoWnizuKysLKYYQGFLeOHlEhcvXkRubi7Gjh2Lw4cPY+7cuRJfLvE94DgO+fn5kJeXF2lHm5eXh7y8PKYYGhoaSExMRGpqKt6/f49GjRpVaLUOkR2UwCCEVKv69etj06ZNJbZbW1vzl3KU5+LFi2ILXLm5ucHY2JgpxtOnT0WSF0I9evTAs2fPmGKYmppCVVUVFhYWJfbV1DMnS5YsQa9eveDt7c0XM6UDPyGEkIqSk5PDixcvoKamhsjISHh6evL7JCnA3bx5c0RHR+PZs2fo1asXGjZsiHv37mHRokW4fPky3r59W26M4oU/i9bjWLBgAdM4jIyM0KJFC7GXoZRWrFQcaV0u8T3x9fXF169fIS8vj+bNm/Pbk5OT4eLiwhTjwoULSExMREBAAHr37o0WLVogKysLmZmZEl1mTGQHrZ0hhMisP//8k+lxCgoKYs/aKCoqMp/NqVu3boX2FbV9+/ZSO5Y8fvyYKUZ5xPUxr0oJCQno1q0b+vXrh27dumHbtm3Iz8//pmMghBDy/XBzc0OnTp3QunVr9O7dGwYGBgAKV2O0aNGCOc6aNWv4ehpdu3bF33//DXNzc+jr6yMhIYEphrW1NV8IVFiP49SpU5g7dy7WrFnDFKN58+a4dOkSkpKSSvxoaGgwvx9pXC4hax4+fMhfypOQkIDg4GDcvHmT+fldu3YVWbEj1LJlSzg6OjLH0dfXh4eHB5KTkzF//nx069YNTZs2xahRo5hjENlBCQxCiMxibZJU1oFdOCEoT3p6OsLDwxEWFlbiJyMjgymGlpYWlJSUSmz/9OmTRJOPT58+lfrDOimTlpYtW2LVqlV49uwZFi9ejJMnT+LNmzcYO3YsQkNDv+lYCCGE1HzDhw/H3bt38c8//+DAgQP89hYtWjBd8im0fft23L9/H9euXcOJEyfg4uKCEydOwMvLCz/88ANTDHH1OMLDw3H16lXs3r2bKcaQIUNKLV46dOhQphjA/y6XAFDhyyVkybp162BpaQkzMzPs3r0bffv2RWhoKIYNGwZvb2+mGCEhISIngGbOnIkffvgBnTp1woMHDyQek7y8PIYMGYJjx44hISEB5ubmEscg1Y/aqIpBLcwIkQ06OjpITk4u93GKiopQU1MrsZ3jOKSnpzP1Cu/du3eZ+8+fP19ujHnz5kFfXx9TpkwR2f7XX3/h9evXIstkyyInJweBQCCSwBHeFwgE1b4C4u3btwgODkZQUBDzZT5E9tGxTzbQ74EQNsXbprZt27bMehTidOzYEbdu3QJQmFixsbHB5MmTS+wrS3Z2NvNKzbJcu3YNJiYmJVYcPHnyBBERERKtOJAF7dq1w6VLl5CVlQVDQ0PExcVBV1cX7969Q69evRAXF1duDGNjY1y9ehV169ZFaGgopk6dioMHDyI6Ohr//PMPwsPDmcZSUFCAS5cu8XNKHR0d/Pjjj1TIU4ZQG1VCSI0xb948sduFyQcWZRXyYsWSoChPaGgo7ty5U2L7zJkzYWpqypzAaNKkCe7cuYNGjRqV2CeNquiV1bhxY+jr6zOvbiGEEEKkLTc3Fw8ePBBJ9he937Zt23JjSKMeR48ePZgSHeXp2rWr2O0tW7bE5s2bKx3/W1NSUoKamhrU1NT4zh8A0KhRI+b5g0Ag4JNDJ0+exMSJE9GlSxd06dIF27ZtY4px+fJl2NnZQVNTE82bNwfHcXj27Blev36NXbt24ccff6zYGyTVhhIYhJBqVdZZC1dXV6YYRQs7CQtmifvjX1IeHh4lCnyVRV5eXuylIgoKChIVvrSwsMDdu3fF1rvo2LEjcxxpuH79OhwdHZGcnIwxY8Zg4cKFGDt2LFJSUvDHH39807EQQgghQp8+feI7mAgJ7wsEglIv6yhKWI9DUVGxwvU4vsVi9v3798PLy6vcx338+JH58hlJTJ48mTlhIFS7dm2Ehobiw4cPEAgEOHToEEaMGIELFy5AXl6eKUZBQQF/+/r161ixYoXYfWWZNm0aDh48CDMzM5HtUVFRcHR0RGxsLFMcIjsogUEIqVbLli0rdR9LBXGhDRs2wNPTk3+Ouro6FixYgFmzZlV4bAcOHJAogfH582fk5uaWqIORm5srUWX1otcEF3fs2DHmONLw+++/Y8aMGejduzcOHDiALl264KeffsK5c+f4lreEEELIt/b06dNKxxg+fDi6d++O1NRUdOjQgd8uST0OcStBimJZCVIe1iSJuro6bGxsMGnSJNja2lboEglxK2MPHjzIX6q7du1apjh///03Jk+eDIFAgGPHjmHdunWYMGEClJWVsX//fqYYJiYmmDt3Lpo1a4YnT57A0tISQGGihlVOTk6J5AUAmJubIzc3lzkOkR2UwCCEyBSO43Dy5En4+/vj9OnTyMzMLPc5u3btwtatW7Fz506Ym5uD4zjcuHEDLi4uaNSoEezs7Co8FkkMGjQIv/32G3x8fPiVGHl5eXBxcYGtrW2FxlDdPn/+jGnTpgEobKm6efNm+Pr6Mp89IYQQQmSZhoZGiW4hTZs2ZX7+48ePYWtrK3bOwLoSpDysqzh1dXXRs2dPLFy4EL/++ismTJgAR0dHfmUJCx8fHwwbNgytWrUS2S5pnY9OnTqJXFqza9cupKWlQU1NjTmx4uPjg8WLFyMiIgIHDx7kT5xERUXBwcGBKYaenh5WrFgBZ2dnNGzYEACQlpYGb29v/rIWUrNQEU8xqIAWId9eUlISAgICsH37dqSlpcHLywu//PILf7Api6WlJby9vdG+fXuR7Xfv3sWMGTNw4cKFCo3p7Nmz6NOnD96+fYvGjRuX+/js7GzY2triyZMnfM/2W7duQVdXF6GhocwH/yNHjuD+/ftYtGgRgMIe88I2ZN7e3vj5558r9H4KCgoQFhYGf39/kQrnZSlexIy1qBmpeejYJxvo90BIzVK8mGhFjRo1SmyiguM4hIeHIysrq9wYRY/RV69eRVBQEPbt24cOHTpg0qRJmDBhQrkx4uPjMXXqVAwePBguLi4QCATQ1dVFUlKS5G+qCm3YsAG///57uY97+/YtFixYgP379/PF0IHCz9vT0xPq6upVPFLCQpJjHyUwxKDJAyHfzp49exAQEIC4uDiMGzcOEydOxODBgyU6ULZu3Rrx8fES7ytLRVaCCJ09e5afQHTq1ElsLYuyWFpawtfXl192amxsjBMnTiArKwuzZs3CmTNnJIqXmJiIgIAA7NixA82aNcO4cePw22+/MT23bt26aNeuHX//3r17Ivdv3Lgh0ViI7KJjn2yg3wMhNYu0EvvBwcFl7re3t6/QWD59+oT9+/cjKCgIkZGRTGMpKCiAp6cnTp8+jS1btmDgwIFSWUkiZGBggEePHlUqBmunuqLev38PAGjQoEGlXptIH3UhIYTUGOPGjUPv3r0RGxvLZ8ElKXgJACoqKqXuk3TJY1JSEgIDAxEUFIS0tDSsX79eor70ANCnTx/06dMHr169wuXLlxEXFwcjIyPm53/+/FnkmtlGjRrxhUo/f/7MFCMnJwcHDhyAv78/Hj16hHHjxkFOTk7ihENYWJhEjyeEEEL+S4QrLovLzc3F5s2b4eLiwhRHmKB4//59hf/AFndeuk6dOnBwcGC+5AIo7M7i5uaGQYMGwcHBgWn1R3FltbStSLziKnIOXvi5njp1Cv3796/0GEj1oAQGIaRanTlzBoGBgWjTpg369++PiRMnSnxQevPmTaktxoRdScpTfCXIyZMnMXjwYEyfPp15HMePH8ekSZPQoEED/Pnnn3BycoKOjg4SExPh4eGBKVOmMMUp3j723LlzEr8fDQ0NGBsbY/bs2Rg0aBAUFBRw6NAh5vciJCyYRQghhJCSNm3aBC8vLzx79gwjR46EpaUl/Pz84O7ujjZt2jAnMCIiIvDzzz8jLS0NOjo6OHHihEQnP4QxpMnY2BiXLl1CamqqxM81MjJCixYtxM7pWOcyZWE92SUukTJp0iScPn0aHMdJpcgq+bYogUEIqVZWVlawsrJCeno6du/ejQULFiAlJQVubm6ws7MTuVyhNH379kVUVJTYfX369GEahzRWgixbtgyhoaFIS0vDqFGjcO3aNbRr1w4vXryAjY0NcwJDVVUV8fHxaN26tcj2+Ph45iXlQ4cOxT///IO9e/eiTp06sLa2lui9FHXkyBF4eHjwkwAjIyMsWLAAP/30U4VjEkIIId+DqVOnIikpCRYWFpg3bx60tbURHR0NPz8/DB48mDnOvHnz4O/vD2tra+zZswcLFy7EiRMnJBqLqqqqpMMvl4KCAgIDA8vsGidO8+bNcenSJbEFUbW1tZliiOuIAhSuvih+sqc0RkZG/CpWoVevXmHgwIFSK7JKvi1KYBBCZIKqqiqmT5+O6dOnIyYmBv7+/rC0tGTK0gcFBZW6Ly8vj+n1pbESBChsywUUVjAXJl+0tLQk6trh6uqKYcOGYePGjejcuTMA8F1VhIU9y7Njxw5kZmZiz549WLx4MZycnJCdnY2EhIQSlcXLEhYWBmdnZ7i7u4t0eJk+fTqUlJRgY2PDHIsQQgj53ty4cQOxsbFQUFBAeno6NDU1kZCQAC0tLYnifPnyBUOGDAEAODk5wdvbW+KxfPz4EfPnz0dSUhKGDBmCGTNm8PtGjBjBtBJT3IpWb29vvpg568rUIUOG4MmTJ2ITGEOHDmWKUdZlwK6urkwxli1bhuvXr8PX15dPZMhiUVLCjop4ikEFtAiRDbm5uVBSUqrQc+/fv4+AgADs2rULr1+/Zn6ecCVIQEAAYmNjMWfOHOaVIEWLZ1W2e4e/vz/c3d3x8uVLAECzZs2wZMkSTJ48mTlGUbGxsfD398eePXvQokWLUlesFNe/f38sXrwYPXr0ENl+8eJFrFy5EqdPn67QeIjsoWOfbKDfAyE1S/Hje4cOHXDnzp1Kx6lIcdBffvkFOjo66NKlC3x8fKCmpob9+/dDXl6euVuKgoICBg4cKNIF7uDBgxg5ciQEAgECAwOZxpKdnS1xHTJJsHaIA4Dbt2/D2dkZEyZMwNSpU9GyZUtaeVHE/fv3ER0dDWNjY5iYmFTLGKgLSSXR5IGQbycyMhJxcXFwdnYGAAwcOJBfdbF69Wr07duXOVZ2djZCQkLg7++PW7duYdasWRg3bhyMjY0rNLY7d+5g27ZtCAkJYVoJoqamxl+q8e+///K3OY7D2bNn+erXknj79i0AMB+ky/PlyxccPXqUuRVrVXR4IbKJjn2ygX4PhNQs2traWLhwIX/f09MTCxYs4O+zrlhQVFSEmpoaf//Dhw9QU1PjW38K26mXxcTEBDExMQAKO4lMmzYNL1++xOHDh9G5c2emBEZERAQWLFiAefPmYfjw4QAqtmKhKtquV6ZD3JcvX7B06VJERUUhPj4eL168YH7up0+fsGrVKuzdu1fkxNIvv/wCNze3MovJyyIrKyvs3bsXGhoa2L9/P1xdXdG9e3fcuHEDixYtwqRJk775mKgLCSGkxvDw8MDSpUv5+8+ePcPmzZuRlZWFv/76iymBceXKFQQEBODw4cOwsrLC4sWL4ezsjLVr11ZqbB06dIC3tzeaNWvG9PgNGzbwt21tbUX2DRo0iPl1xRWcEiYyADAXnDp58iSaNGmCDh06ICIiApGRkWjfvj1z8gIoe/lmVZ5ZqQoXLlwoc3/Pnj2/0UgIIYR8LywtLUVWNfbp04d5lWNRiYmJpe5jPQGSm5vL35aTk4Ofnx9+++03/PTTT/jy5QtTjF69euHMmTNwdXXFvn374OPjI3FNMKBiXUJKk5SUhICAAGzfvh1paWnw8vKSuENcrVq14OnpiWvXrjG3kxWyt7eHpqYmwsLC0KJFC35Mvr6+sLe3r1CR9Or09u1baGhoACicu169ehXa2tr48OEDLC0tqyWBIYlqTWD4+vrC19cXT58+BQC0a9cOS5cuLfWa6sOHD8PX1xcxMTHIzc1Fu3btsHz5cpE2ONu3b8fEiRNLPPfz58+oXbt2lbwPQkjFvXv3DhYWFvz9WrVq8Z0vPD09mWL8+OOP6N27N+7fv48mTZoAAGbOnCm1Mfr6+oqcXSlNWT3ac3JymF/P1tYWAoEAHMchNTWVf08AmAtOzZ07F6dOnUJeXh4mTJiA3bt3w8bGBqtXr8atW7ewatUqprGkp6cjPDxc7EQkIyOD+T3JgtmzZ5fYJhAI8PLlS6SmpiI/P78aRkUIIaQmKygoEFuLKzk5Gb169WKO07x5c0RHR+PZs2fo1asXGjZsiHv37mHRokW4fPmyyImMsmJcuXJFZF61adMm/Pbbbzh58iTzWFRUVLB161aEh4ejb9+++PTpE/NzhXJzc/HgwYNSExksJ2NK6xAnXLXL4t69e3j58iW/KrZr167o2rUrTp06BR0dHbRp06bcGHfu3MGBAwdKjP/vv/+GgYEB81hkxZcvX5Cfnw95eXlwHMcXVRWu+JF5XDU6fvw4FxoaysXHx3Px8fGcm5sbp6ioyMXFxYl9/KxZs7g1a9ZwN27c4B49esQtXLiQU1RU5G7dusU/JigoiKtfvz6Xmpoq8iOJ9PR0DgCXnp5eqfdHCClfmzZtRO5//vy51H2lCQgI4Lp37841a9aMW7hwIffo0SNOV1dXamPU0tJifmxBQQH37t07/n5ubi73119/cU2aNKnQa5uYmFToeW3atOFyc3O59+/fc3Xq1OHevn3LcRzHZWVlcW3btmWO06tXrzJ/arK0tDTOxcWFa9y4Mbdy5crqHk61o2NfSatXr+bMzMw4FRUVrnHjxtzQoUO5hw8flvu8iIgIrmPHjpySkhKnq6vL+fr6Mr8m/R4IqVmGDh3KTZ8+XWTb8+fPOT09Pe6vv/5ijuPp6cn98MMPXJcuXTh9fX1u06ZNnLKyMjd79mzuw4cPTDFevnzJvX79Wuy+y5cvM4+lqI8fP3KXLl2S+Hm1atXidHV1uRYtWpT4YZ2jCQQCzsrKSuQ9STq/GzJkiMjfikJXr17lhg4dyhTD0NCQe/ToUYnt8fHxnKGhoUTjEScmJqbSMSSxbNkybuTIkdzjx4+5devWcatWreKSkpK4zZs3c4MHD/6mYxGS5NhXrQkMcdTU1Dh/f3/mx7dt25Zzd3fn7wcFBXGqqqqVGgNNHgj5dtq3b8+9fPmyxPaUlBSuffv2EsV68OABN3fuXE5TU5OrXbs25+fnx71//77SY9TW1mZ6XGhoKFe/fn1OTk6O69u3L3f9+nWuRYsWnLm5ORcZGVmh1zY1Na3Q84omPpo2bSqyr0OHDhWK+b34/Pkzt3r1ak5dXZ2bNWsWn9z5r6NjX0n9+/fngoKCuLi4OC4mJoaztbXldHR0uKysrFKf8+TJE65OnTrcrFmzuPv373Pbtm3jFBUVuYMHDzK9Jv0eCKlZcnJyuF69enFubm4cx/0veeHl5SVRHENDQ34+9ODBA05eXp47c+aM1MfLIiMjg9u8eTPn7OzMOTs7c76+vlxGRoZEMSp6Aqaos2fPcnZ2dlyDBg24MWPGcKdPn+ZatGghUYx27dqVus/IyIgpxokTJzgNDQ1u0KBBnLOzMzdjxgzO1taW09DQ4E6cOCHReMRhnWdK04YNGzgtLS1OSUmJEwgEXP369blff/1V5CTctyTJsU9mamDk5+fjwIEDyM7ORrdu3ZieU1BQgMzMTDRo0EBke1ZWFpo3b478/HyYmJhg5cqVMDU1LTVObm6uyDVjNW1ZNCE12ZQpUzBq1CgEBQXx7T0TEhIwadIkiTtuGBoaYu3atVi9ejX++ecfBAQEwNXVFVlZWeU+Vxq9xhctWoSQkBD07t0b+/fvh5WVFebPn48lS5ZI9D6koWHDhvD29kZ6ejoaNWqE9evXw97eHmFhYZUuNuXh4cF0SY1QYGAg8vLyMGXKFJHtGzduhKqqKhwcHCo1HlYFBQXw9/fHypUrYWlpiWvXrkFXV/ebvDapmYovuQ4KCoK6ujpu3rxZas2ULVu2QEdHh6+J06ZNG0RHR8PLywsjRoyo6iETQr4xJSUlHDt2DFZWVgCAAwcO4NdffxV72WJZateuzV8yamhoCAMDA/Tp00eiGObm5mXWq7hx40a5MVJSUmBhYQEtLS2+ffqOHTvg4eGBK1euMNcFq0jdjOKsrKxgZWXFd4hbsGABUlJS4ObmxtwhrqzLQ/Py8pjGMWjQIDx+/Bjh4eFITk4GUFj7JCQkhHlOJa49LVA4z8zOzmaKIU2zZs3CrFmzkJmZia9fv5b4e7qy0tLSRDrZSFO1JzBiY2PRrVs35OTkQEVFBUeOHGEuULd+/XpkZ2eLFKQzNDTE9u3b0b59e2RkZGDjxo3o3r077ty5w/9xVJyHhwfc3d2l8n4IIZKZMWMGXr16BWNjY9SuXRsCgQA5OTlwcXHhq1+X5+7du7h37x7GjBkDAHB2dsaHDx+grKyM8PBwphjS6DXOcRxfw2fChAlYsmRJhZIXRa81LSgowOfPn0WuSaxTp065MbZu3Yo5c+ZAIBDgxIkT2LJlC3R1daGnp4fg4GCJx1TUgQMHJEpgbN68GWfOnCmxffz48ejfv/83S2AYGRkhNzcXHh4e6NixIz5//ixSMJX12EP+u4TJzLImelevXkW/fv1EtvXv3x8BAQH4+vUrFBUVRfbRSRRCajbhccTLywujRo3CoEGDYGtry29nPbaIqxlR9D5LHC8vL0mHX8KKFSvg5OQkUmAdANzd3eHu7s5cPLNTp05it+fm5mLz5s1wcXFhHpOqqiqmT5+O6dOnIyYmBv7+/rC0tGTqEKeiooL4+Hi0bt1aZHt8fLxExcjr1q2LkSNHMj++uFmzZsHOzk5sYoe1wKq0FJ1nysvLQ15eXmQbyzyzPKampnyyR9qqvY3qly9fkJycjI8fP+LQoUPw9/dHZGRkuf9I9+7di0mTJuHYsWNldikoKChAx44d0bNnT2zatEnsY8RNHrS1tamFGSHfUHZ2tsjBvm7dutDR0WH6z2/48OFwcnLiO38YGhpi4cKFyM7OxtmzZ5mqQ4eFhZW5f+DAgeXGkEYPd6CwcriwiKeQ8L5AIKj2YpOsveSFOnTogDt37ojdV7Tlm6QmT56Mbdu2MT++RYsW/MRB3Of7X+8JT+07y8ZxHIYOHYoPHz7g4sWLpT7OwMAADg4OcHNz47dduXIF3bt3x8uXL0WK8gLA8uXLxZ5Eod8DITVDWSv5JDm2FD1GVSZOZbVt2xZ3796FgoLoee6vX7/C2NgYDx48YIrz+fNn+Pj44NmzZxg5ciQsLS3h5+cHd3d3tGnTBmfPnq3UOHNzc6GkpFTu4/bt24dly5Zh48aN6Nq1K4DCRLOrqyuWLl2KX375hen1QkJC8OTJE9ja2qJDhw78dtZVqcbGxjhw4ECJRApQ2Ir3+fPnTOOQBuE8EyjZLUaSeWZZc2cHBwem1r9CNaqNaq1ataCvrw8AMDMzQ1RUFDZu3Ag/P79Sn7Nv3z44OTnhwIED5bZYlJOTg7m5ORISEkp9jJKSEtM/AEJI1albty7Mzc1FtrHmV589eybStlRZWZnvCLJ3716mGOvWreP/qL158ybMzMz41xcIBEwJjLt370JdXZ2//+HDB6irq0vUwx0oTLxKQ2ZmJnbt2oV79+4BANq3b4+xY8eiXr16lYorPMPz9u1bNG7cuNzHl3UJD2sPd3GX+Bw8eBBqamoAwNQyV9jxipCKmDFjBu7evYtLly6V+9jif4QU/b+kuIULF4qs8hKeRCGE1AxJSUlSiSONY1Tnzp35y0SWLFmClStXShxDQUGhRPICABQVFcVuL83UqVORlJQECwsLzJs3D9ra2oiOjoafnx8GDx7MFCMyMhJxcXF815GBAwfyqy5Wr15d7t+BADB69Gh8+vQJU6ZMwYsXLwAAWlpaWLZsGXPyYvHixYiMjISJiQkGDBiABQsWYNasWQDYV6W6uLiUutKCteuetPTo0QM5OTlwdHTEmDFjKpwsHzx4MCwtLcXO11nndxVR7QmM4jiOE1kNUdzevXvh6OiIvXv3ivzBUla8mJgYtG/fXprDJIR8A6zXTxY/IBRdcfHhwwemGOfPn+dvm5qa4ty5c0zPK+rx48cSP6eqiLuGNTg4GKtXr5boGtbiOI7Dly9fMGLECJw+fZrpANWpUycEBgbC0dFRZHtwcHCZ9YmK8vHxwbBhw0pcCijJ8s+ysK72If9NM2fOxPHjx3HhwgVoaWmV+VhNTU28evVKZNubN2+goKAg9npgOolCCJGWr1+/8rdDQ0MrnMAoTfFL4Mpy48YNxMbGQkFBAenp6dDU1ERCQkK5/4cW5eHhIXIpy7Nnz7B582ZkZWXhr7/+YkpgAMDEiRMxceJEvhWt8OTL9evX0aVLl3Kff/z4cURHR6NWrVpYtGgRhgwZguzsbLi5uTGfbJs4cWKp++zs7JhiSEtkZCQeP36MwMBAmJubo3PnznBycpKo7S8AtGrVCgEBAWJXIVVlIr5aExhubm6wsbGBtrY2MjMzERISgoiICL5o1sKFC5GSkoIdO3YAKExeTJgwgV8CJJwgKCsrQ1VVFUDh9Vldu3ZFq1atkJGRgU2bNiEmJgY+Pj7V8yYJIWUqWoOgONbiSnl5ecjIyOAzyC1btgRQuASbNUZRFS08tWDBAuYVH2U5cuQI7t+/j0WLFgEorN0gXL3h7e0tUvenNNK6hlUoKSkJgYGBCAoKQlpaGtavX88cw9PTEz/++CNOnz7NF2m+cuUKLly4wHQ2GwBu3bqFqVOnomPHjnBxcYFAIMD27duxbNkyid5Haar5akoioziOw8yZM3HkyBFEREQwFX3t1q0bTpw4IbLt9OnTMDMzk2jyTwghkpJG4czY2FiR1aRCkhQ1Bwr/PhMmQ1RVVWFgYCBR8gIA3r17BwsLC/5+rVq1YGlpCaBiqxaKrxodNWoU08mLgoIC1KpVC0BhkvrMmTOwsbFBfn4+82f+4sULuLi4ID4+Hp06dcL69eulXjhTEnp6evjjjz+wcuVKHDlyBKNHj8b8+fOZ674BgL29Pd69eyf22ChcNVMVqjWB8fr1a4wfPx6pqalQVVWFsbExTp48CWtrawBAamqqyJfKz88PeXl5cHZ2FvlQ7O3tsX37dgDAx48fMWXKFLx69QqqqqowNTXFhQsX0Llz52/63gghbMpaSVW7dm2mGL/88gscHBwQFBTEJzPT09Ph5OTEvDxQGh4+fCiVOBs2bICvry9/X05ODlFRUcjKysKsWbOYEhgXL17E3bt3S2x3c3ODsbEx81j27NmDgIAAxMXFYdy4cTh58iQGDx6M6dOnM8do2bIlbt++DR8fH5w+fRpA4aqMjRs3QlNTkylG69atcfbsWXh6eqJ3797YsmWLVCZqQtKMRb4fzs7O2LNnD44dO4Z69erxJ05UVVWhrKwMoOTJlqlTp8Lb2xuurq6YPHkyrl69ioCAAKkkNwkhpCxv377lu10UvS3EcuyOjo5G/fr1IScnJ7I9Pz9fossCir/+hw8fRO6zjKVoYUmgsHaFUFpaGvNYSsN68kJFRQVPnz5FixYtAAD169fHqVOn0L9/f/4y3fL8+uuvaN26NRwdHXHgwAHMmzcP/v7+FR26VNy8eRMBAQEICwvD8OHDMWTIEImeX9alMwsWLKjs8EpVrQmMgICAMvcLkxJCERER5cb866+/8Ndff1ViVISQb0ka144uWrQIDg4O0NLSgr6+PgQCARISEjB06FAsXryYKUbRlSA5OTklKoGzVP+W1h/Bnz9/Fnm9Ro0aoXnz5vw+FtK6hnXcuHHo3bu3yBmZirxPDQ0NrFixQuLnFSUnJwc3NzcMGjQIDg4OTO1xiyo+ESqKVmAQcYSJxOLLaoOCgvjuOcVPtujq6iIsLAwuLi7w8fFB06ZNsWnTJmqhSgipcn379kVUVFSJ2wD7sdvX1xfW1tYl/s/auXMnrl69Wmo70OIsLS1FXr9Pnz4i91koKCggNTWVL34sPLH18uVLieYypWH9TDw8PEqsPlFRUcHp06exceNGphjJyckIDQ0FAPTr169E3bdvadOmTQgKCkLDhg3h6OiIP//8k/mkYVlevXqFy5cvw8DAoErLN8hcDQxCCJGUgoICdu3ahcTERL47hqmpKV8gmEXxlSBFi3ayVv8ua9mlJEU8ix8ki9bjYGkZBkjvGtYzZ84gMDAQbdq0Qf/+/TFx4sQK/bEfGhqKP/74A3fu3IGysjIsLCywevVqGBkZ4cuXL/zSTBbGxsa4dOkSUlNTJRqDiopKmd1dCCmO5bte/GQLUDhxr0gHIkIIqYy5c+dWOsaFCxewZcuWEtvHjx+PNWvWMMcpKChAUFBQie3JycnMtRamTJmCUaNGISgoiK+BlZCQgEmTJmHy5MlMMUrrlMFxHHJycphi9O7dW+z2unXr4v3790wxis695OXlmZ5TVX7//Xd07NgRampqOHr0KI4ePSqyf//+/Uxxjh8/jkmTJqFBgwb4888/4eTkBB0dHSQmJsLDwwNTpkypgtFTAoMQ8h3R19eXKGlRlDRWghgYGJTbjpWFqqpqqT3LWStFS+saVisrK1hZWSE9PR27d+/GggULkJKSAjc3N9jZ2aFdu3blxjh69CicnZ2xePFibN68GRzH4erVqxgxYgQOHTqEOXPm8LWPSvPPP/+gf//+/ARAQUFB4gJR0uruQgghhMgiW1tbkfaYxW+znIwp649rSZL9nz59grOzs0gdwhcvXsDKygq//fYbU4wZM2bg1atXMDY2Ru3atSEQCJCTkwMXFxcMHz6cKca6detKbBOevGCZw5Rn//79fHe2siQlJYlcAlz8PmvSQBrEJZYqYtmyZQgNDUVaWhpGjRqFa9euoV27dnjx4gVsbGyqLIEh4GjdbAmS9KElhBChjh07SuWsa0hICFasWIGNGzfy9Xtu3LgBFxcXLFq0CGPGjCk3xp07d8q8hrVoD3NJ3blzB9u2bUNISAjTihBzc3P4+/uXeM2YmBh0794dI0aM4OsHlEZeXh4NGzbEuHHj4OTkJJVJBxFFxz7ZQL8HQkh1atOmDa5fv17i/5/09HR06dKFud5Xbm4uBgwYAAsLC/zxxx948eIFevXqhWnTpmH27NkSjSk7O5u/1Ldt27aoW7cuc/ew4qssHz9+jOPHj0NfX5+5nWtZtLW18fz583IfFxwcXOZ+e3v7So9FGmJiYmBiYsL0WFNTU37lc+vWrREfH8/vMzExQUxMDPPrSnLsoxUYhBAiJdLKB//yyy/IysqCo6MjXr58CQBo1qwZlixZwpS8AKR3Das4HTp0gLe3N3Mr1qysLLEJExMTE2hqajIVsTI2Noa/vz8CAwPRo0cPGBgYwMnJCWPGjIGKigrTOKTR3YUQQgj5no0ZMwbjx4/H9u3boaamBqCwAKekhdGVlJRw7NgxWFlZAQAOHDiAX3/9VeLkBVB4qUbxmhGsc65+/fph3bp1MDExwcuXL2Fubo4uXbpg69atuH//PubPny/xeIpiXZXy7t27Cr33byE9PR179uyBv78/UlJSSrQCL03R9168rX3xE2jSRCswxKCzH4SQ6iQ8y8BxHH9tZcOGDfn9LAVF27ZtW2qLWiMjI8TFxVV6nKxnP/T09JCQkCB2NYiBgQEeP35cboyiq1tyc3Nx8OBBBAYGIioqCiNHjkRgYGC5MSwtLeHr68t/fsbGxjhx4gTf3eXMmTPlxqgJKlrTg459soF+D4SQ6pSfnw9HR0ccOnRIpO7EiBEjEBgYyFy/QTgHefPmDUaNGoVBgwaJ1OhgmcuUhXUOUnQ+5OXlhcuXL+PIkSP48OEDLC0txXZsK27UqFFij6scxyE8PJypqLi0VulKU0REBPz9/REaGoq8vDyEhIRgwIABzL9jNTU1vnvov//+y9/mOA5nz55lrg8C0AoMQgip0Ypew1pUdVzDWhbW/Le1tTVcXFywfv16vrhoXl4eZs+ejT59+kj8ukpKSrCzs4OdnR2SkpKYr+WURncXWRMdHQ1nZ2doa2vj77//xtixY3HhwgW0bdsWu3btqtSlQoQQQv575OXlERwcjKVLl/J/cHfs2BF6enoSxSlaHF1FRQURERF8R0nWuUxpJ2KAwnkEi6LdNa5cucIXaVdTU2PuZDJo0KAK7ZNVq1evRmBgIFRUVODk5ISNGzfCzMysREH78mzYsIG/Xfy5Vfm5UAKDEEJkjDQKiubl5SEjI0PsNaxfv36tdHyAPRGydu1aDBw4EC1btkSnTp0gEAgQHR0NbW1thIeHM8UobeKkq6vL3J5VGt1dZM1vv/2G3377DR8/fkTPnj3x+++/IzQ0FMePH8fMmTNx4cKF6h4iIYSQGkhPT0/ipEVR0pjLlPUHNWvbTzk5Obx48QJqamqIjIyEp6cnv6+s9upFSaM+RfGincV9yyKeS5YsQa9eveDt7Y02bdoAqNjJreqq20EJDEII+Q5J6xrWefPmid0uSTeT+vXr49KlSzh79ix/NsfZ2Vmi1RcHDhxgfmxppNHdRdZ8/vwZdnZ2AIA1a9bA2dkZQGEdFUna3RFCCCGyRhpJEDc3N3Tq1AmKioro3bs3DAwMABSuxmjRogVTDE9PT9StWxczZ84U2b5mzRoIBIJS50pF1a9fX+IVDlUlISEBgYGB6NevH7S0tODo6Ij8/PwKxXr06BFCQkL4y3l0dHQwevToEnMtaaIaGGLQ9aeEkJpOWtewuru7l7l/2bJllR4rq8zMTOzatQv37t0DUFjLw87ODvXq1WN6vjS6u8ia9u3b48aNG8jMzISuri6SkpKgrq6O7OxsmJmZ4cGDB8yx6NgnG+j3QAgh0vX69WukpqaiQ4cO/EqDly9fIi8vDzo6OuU+v0OHDrh27RqUlZVFtn/69AkWFhZM3TZksQZGQUEBwsPDERgYiLCwMAwbNgx2dnbMiRZfX1+sXbsWP//8M1q0aAGO4/Ds2TPs27cP8+fPx7Rp05jHIsmxjxIYYtDkgRDyvXj8+HGlrmENCwsrc7/wWtKKsre3L7e1GACkpKTAwsICWlpaMDc3B8dxiIqKQkpKCq5cucLcEcXf3x/u7u4lurtMnjy5Uu+junh5ecHb2xt5eXlwcXHB8ePH0b59e1y6dAm2trb4448/mGPRsU820O+BEEJkS4cOHXDnzh2J9xVVtOWoLHr79i127NiBoKAg5kLvBgYGuH79Or/SV+j9+/fo0qULEhISmF+fEhiVRJMHQggp1Lt3bwgEAnAch5s3b8LMzIwv3ikQCETqSFQEaxXxX3/9Fc2aNcPSpUtFtru7uyMlJQVbt26V6HXfvn0LAGjcuDEAyfqel4U1ISNNwgrqxsbGSE5OxoEDB9CyZUsMGzZMojh07JMN9HsghBDZoqenh8TExBJ1IgoKCqCvr89UkPTmzZvo1KmTyLaPHz/ihx9+kOZQmbx48QKvXr2CmZmZyPYbN26gadOm0NLSYoqjr6+PxMTEEtsLCgpgYGAgdl9pqAsJIYQQqTh//jx/29TUtEIJC3V1dbHbOY7Dx48fmWJcvHhRbKszNzc3GBsbSzymxo0bIz09Hb6+vhL3PS9L0c/rWyn6/nV0dGS2zzwhhBBSE1laWmLVqlVYsmSJyHYPDw9YWloyxbh48SLq1KmDNm3aoKCgAEOGDEFYWBgaNmyI48ePo1u3blUxdLHmz5+PSZMmldielpaGv//+Gzt37mSKY2NjA2tra0ydOhXNmzeHQCDA06dP4efnBxsbG2kPm0cJDEIIIUwq2n5V2A9cVVW1xPbu3bszxVBQUBDb7kxRUZG5DZpQaX3PWUkjISMtubm5UFJS4u8fPHgQFy9ehKmpKRwcHL7pWAghhJDv0Zo1a2BpaYnQ0FA+0XDt2jV8/PgRkZGRTDH8/f0xffp0AIWFyR8/fozU1FRER0dj/vz537RrWExMDHr37l1iu42NDebOncscZ9OmTdi5cyeCgoJEinja2dlh/PjxUhtvcZTAIIQQUqU6deqEtLQ0sSslNDU1mWKUlaRQVFRkiiGtvufSSMgAQFxcHAQCAdq1a4eEhAT8888/MDY2lqg7S7du3fgaJ76+vtiyZQvGjBkDf39/PH/+vMTZIkIIIYRIRklJCQcPHsS1a9dw8+ZNAMDkyZPRtWtX5nauCgoKqFWrFgDg7NmzGD9+PDQ0NGBra4vFixdX2dglJUl1CYFAgAkTJmDChAlVOKKSKIFBCCGkVPfv3+dv5+Tk4MGDByIHt7Zt25YbIyAgQGyv9aSkJOZLUmJjY8WufJCknau0+p5LIyHz999/w8vLC/n5+Zg7dy6Cg4PRpUsX+Pr6Yvbs2fj111+Z4hT9XWzfvh1hYWFo1qwZnJ2dYWFhQQkMQgghpJLmzZsHa2trODo6wtHRkd++c+dOeHt7Y/PmzeXGyMvLA8dxEAgEuHr1KsaOHcvv+/r1a5WMuzRycnJITU1FkyZNRLanpqZCTk5OolipqanYt28fnj59CkVFRbRt2xZjx44VWR0qbZTAIIQQUqriqxOKdh0RCARMhatWrlwJa2trvp2r0KVLl3D16lWmA390dDTq169f4sCan5+PzMzMcp8PFPYqDwoKqnTf80OHDpW66kN4ZqY8/v7+uHfvHrKysqCrq4v4+Hjo6Ojg7du36NevH3MCo2gCJj8/n+/GUq9ePYkvrSGEEEJISRcuXMCWLVtKbB8/fjzWrFnDFKNPnz4YM2YMNDU1kZ6ejh9//BEA8OrVqyr9Y1+cqVOnYuTIkQgMDETr1q0BAA8fPsTkyZOZ5x8AsH//fsydOxcdOnTAlStXYG1tjbi4OLi7uyM8PJw/WSRtkqVYCCGE/KckJSWV+sOSvAAKD/wjRowosX38+PHM13z6+vri1q1baN68ucjP5cuX4efnxxRDT08Pq1atwrNnz7B48WKcPHkSb968wdixYxEaGsoUAwDq1q3LLwOtKDk5OaioqEBTUxN6enp8H/rGjRtLtCokPj4enTt3hrm5ORISEvhkDsdx3/yMDiGEEPI9kpeXL3Uf6zF7/fr16Ny5MwDg5MmT/EmGxMREuLq6Vn6QEnB2dkbfvn1hamoKNTU1NGjQAJ06dULv3r0xY8YM5jgrV65EVFQUjh8/juvXr+Pr168IDw+Hn5+fRHEkRadnCCGEVClpHPilcfZjzJgx2Lt3L+Tk5GBrawtbW1u8ffsWwcHBmD9/PnMtjLdv38LLywtqampwdnbGxIkTcerUKbRu3RrBwcFo165duTGKrvxwd3cX2fflyxemcQBAWFiYyH3h5/n69WtMmzaNOQ4hhBBCxMvLy0NGRkaJ9p7p6enMJwvu37+PJk2a8MmKX3/9FR8+fAAAiQpnSou7uzvmz5+Pe/fuASi8JLhu3bp4+/Yt32K+PPLy8vzlvXp6evyJrf79+8PFxaVqBg5agUEIIaSKCQ/8xUly4JdGEuThw4cltjVu3Bhz5sxBXFwcUwwAmDhxIrKysnD//n306NEDRkZGuHHjBuzt7ZnPOEydOpVfLVF0dcrDhw+ZW7IBha3div6oqKgAKKzFQV1ICCGEkMobM2YMxo8fzyccAODDhw+YOHEifvnlF6YYy5cvF0mAREZGwtbWFr169YKnpyfzWFatWsXfjoqKYn6eOHXq1IG5uTnMzMz41bItW7Zkfr66ujp27tyJd+/eYcOGDdDX1+f3VeUqUEpgEEIIqVLSOPBLIwlS0TawxT179gw+Pj4IDAzEy5cvsXz5crRp0wYzZ87E+/fvmWJMnz4d9erVK7Hd0NAQPj4+zGPp06cPnj9/XmL7uXPn0KFDB+Y4hBBCCBFv0aJF+OGHH6CtrQ1TU1OYmppCW1sb9erVYy6W/ezZM5GVnsrKyrC3t8f06dPx5s0b5rEcPnyYvy1JvQpxkpKSsGTJEmhra2P48OGwsrLC06dPmZ+/efNm+Pn5QVdXFydOnMD69esBAG/evMGCBQsqNbay0CUkhBBCqtSiRYvg6OgIbW1tvpBnQkICRowYwXzgFyZBtm/fDjU1NQCFSRAnJyfmJEhZnUwEAgHzBEJYwFNBQQFaWloi+8paKVLUhw8fkJKSAiMjIwBAcHAwsrOzAQA//fQTmjZtyhRn2LBh6NKlC1atWgVHR0d8+vQJc+bMwZkzZxAYGMgUgxBCCCGlk5eXR3BwMJYuXcq3Lu/YsSP09PSYYxS/PPTQoUP87aIneMpTtPuYJC1Pi9qzZw8CAgIQFxeHcePG4eTJkxg8eDCcnZ0liqOvr49Lly6V2K6urg4nJ6cKjY0FJTAIIYRUKWkc+KWRBDEwMChRM6Ii0tPTER4eDo7jkJGRIRJT3CoRcRYvXoyWLVvyCQx3d3dYWlri06dPuH//Pry9vZnizJgxA/3794eDgwP27duHJ0+eYMCAAYiJiUGdOnUkf3OEEEIIEUtPT0+iuUtRxetoCC/VSE9PR15eHnMcjuPw+fNncBwncluI5dg/btw49O7dW+TETkVWqb548QIuLi6Ij4+HmZkZvLy80KBBA4njSErAVTR18x3LyMiAqqoq0tPTSxRrIYQQUn0eP35c4SRIx44d+edWRq9evco80J8/f77cGCYmJoiOjuarkJuamuL27dsAgO7du+Py5cvM48nJycGcOXOwd+9e1K1bF4cPH4aZmRnz84Xo2Ccb6PdACCHfH3d3d9y5cwdBQUFQVVUFUJi8cHJygpGREZYvX84UR05ODgKBQCRpIbwvEAiY2sOfO3cOgYGBCA8PR//+/TFx4kRMmTIFSUlJEr0nW1tbtG7dGtbW1jhw4ADk5OTg7+8vUQwhSY59tAKDEEJIjVGZsx/SytefPXuW+VKR0ggEAj55AQALFy7kb3/+/Jk5zvXr12Fvb48ePXrg6dOniIiIwPDhw2Fvb49ly5aJvAYhhBBCqseiRYvg4OAALS0t6OvrQyAQICEhAUOHDsXixYuZ4xQUFFR6LFZWVrCyskJ6ejp2796NBQsWICUlBW5ubrCzs2PqpgYAycnJfBv6fv36wdzcvNJjY0ErMMSgsx+EEEJKY2Zmhl27dsHQ0LDCMfT09JCYmFhiJUdBQQH09fX5VmTlad68ObZs2QIbGxt+W1paGpydnfHgwQPcuXOHeUx07JMN9HsghJDvV2JiIr/i0tTUVKRzR3W6c+cOtm3bhpCQELx7947pOcVXtlZmpaskxz5KYIhBkwdCCCGl2bNnD+bNm4fZs2dXuM+5k5MTWrZsiUWLFols9/DwwKNHjxAUFMQUJz09nV+KWtyhQ4dEWrSWh459soF+D4QQQkpjbm4u9jJW4SUkN27cqFT8nJwc1K5dm+mxampqsLa25u//+++/Ivf379/P/LqUwKgkmjwQQggpy+vXrzFt2jS8f/8es2fPFrmkZODAgeU+/82bN+jZsycaNGiALl26QCAQ4Pr163j37h0uXLgADQ0Nicbz4MED3Lt3DwBgZGRUodUhdOyTDfR7IIQQUprIyMgy91taWpYb48cff+S7hzg4OGD79u38PklWUQQHB5e5397enikOQDUwCCGEkCqloaGB33//HcOGDcO6dev4BIZAIGBKYKirq+P27dvYs2cPP1GYOHEixo4dK1H3kJycHIwePRpnz56Fvr4+OI5DYmIi+vXrh5CQECgpKVXsDRJCCCFE5ghrTpSGJYEhbNsOAHfv3hXZJ8naBkkSFNJECQxCCCFEAjk5OZg/fz5OnTqFEydOwMLCokJxlJWV4eTkxPdKLygoQFhYGPz9/XH06FGmGGvXroW8vDxevHiBH374AUBhP3knJyesWbMGS5curdDYCCGEECJ7vLy8YG5ujgEDBkBOTq7S8YonLCRppxoREQF9fX1oaWkBANavX4+dO3dCT08P3t7eaNKkSaXHJ07l3zUhhBDyH2JiYoL8/HzcunWrwsmLohITE+Hm5gZtbW2sWLECVlZWzM89cuQItm3bxicvgMJrUv38/HDkyJFKj40QQgghsuPMmTMwMDDAnj178OXLF4wbNw7Lli3jf1gUTVJIkrAoztXVlV81evHiRaxevRoLFy5Eq1at8Ntvv1U4bnloBQYhhBAiga9fv8Lb2xsAcOzYMQwdOlTiGDk5OThw4AD8/f3x6NEjjBs3DnJychIX38rNzUXDhg1LbG/cuDFycnIkHhchhBBCZJewBWpGRgb27t0LOzs7KCsrw9PTE126dGGKERsbC3V1dQCFqzaFtzmOQ3p6OvNY8vLy0KBBAwCF86GJEydi9OjR+Pnnn9GhQwcJ3xk7SmAQQgghEihaXMrd3b1CCQwNDQ0YGxtj9uzZGDRoEBQUFHDo0CGJ4ygrK5e6T5JaGoQQQgipOerXr48hQ4bg/fv32LRpEx4+fMicwIiOjkb9+vVLXIKSn5+PzMxM5jEUff6NGzfg6uoKoHBVR2VWdpSHEhiEEEKIBIoelCvayGvo0KH4559/sHfvXtSpU0ek7Zgknjx5gp9//rnEdo7jkJSUVKGYhBBCCJFN+fn5OH78OAICApCUlITx48fj1q1bEtWb8PX1hbW1dYlW6zt37sTVq1exefNmpjjNmzfH33//DW1tbcTExKB3794AgM+fP+Pr16/sb0pClMAghBBCJJCTk4MHDx6A4zjk5ubyt4Xatm1bbowdO3YgMzMTe/bsweLFi+Hk5ITs7GwkJCSgVatWzGPZsGEDf1uYWBGOZdCgQcxxCCGEECL7mjVrBh0dHTg6OqJnz54ACi8D+fDhAwC2OciFCxewZcuWEtvHjx+PNWvWMI/Fx8cH06dPx/Pnz7F161aoqqoCAM6ePVulcxABV9HTR1Lg6+sLX19fPH36FADQrl07LF26FDY2NqU+JzIyEq6urrh37x6aNm2KefPmYerUqSKPOXToEJYsWYLHjx9DT08Pf/zxB4YNG8Y8LurBTgghpDQtWrQodWmkQCDAkydPJI4ZGxsLf39/7NmzB2pqanj06BHzc6OiorBu3Trcv38fAGBkZARXV1d07txZojHQsU820O+BEEJIaYrOQQQCgcgJFNY5SPv27REbGyvxvuLCwsIAFJ44ETcvYmkrLyTJsa9aV2BoaWnB09MT+vr6AIDg4GAMHToUt2/fRrt27Uo8PikpCQMHDsTkyZOxa9cuXL58GdOnT0fjxo35JTBXr17F6NGjsXLlSgwbNgxHjhzBzz//jEuXLjFfF0QIIYSURph0l6b27dtj48aNWLt2LdTU1Jifd/XqVQwcOBDTp0/H2LFjwXEcoqKiMGDAAISHh9NxjxBCCPmOSGMOkpeXh4yMjBKJgvT0dIku/Vi3bh2fRLl58yY6derE7xMIBBIlMCRRrSswxGnQoAHWrVsHJyenEvvmz5+P48eP48GDB/y2qVOn4s6dO7h69SoAYPTo0cjIyEB4eDj/mAEDBkBNTQ179+5lGgOd/SCEEFJdtLW18fz5c6bHDhs2DBMnTsSQIUNEth87dgxBQUE4evQo8+vSsU820O+BEEJIVVqxYgVu3ryJ7du38ydNPnz4ACcnJxgbG2P58uUSxzQ1NcXt27crPCZJjn1yZe79hvLz8xESEoLs7Gx069ZN7GOuXr2Kfv36iWzr378/oqOj+WxRaY+5cuVKqa+dm5uLjIwMkR9CCCGkOkhSufv+/fslkhdAYZFQ4SUlhBBCCCFCixYtwg8//ABtbW2YmprC1NQU2traqFevHpYsWVKhmFXZdaS4ai/iGRsbi27duiEnJwcqKio4cuRIqcVHXr16BQ0NDZFtGhoayMvLw7t379CkSZNSH/Pq1atSx+Dh4QF3d/fKvxlCCCGEQVnJhby8POY41EaVEEIIIZKQl5dHcHAwli5dilu3bgEAOnbsCD09vWoeGZtqT2C0bt0aMTEx+PjxIw4dOgR7e3tERkaWmsQont0RXgFTdLu4x5SVFVq4cCHftxYovP5HR0eHVmIQQgipEmUVq65Vqxbz8ScnJwdRUVFi27nm5ORIdBwTPlbGriz9zxF+/jQHIYQQUpUaN26M/v378/clPe48fPiQv/3p06cS8xFDQ0PmWJLMQao9gVGrVi2+iKeZmRmioqKwceNG+Pn5lXispqZmiZUUb968gYKCAho2bFjmY4qvyihKSUkJSkpK/H3hB6itrV2xN0UIIYRUgrAVGYuyuo1IEkcoMzOzQs8j0pGZmQmA5iCEEEJqFkm7n4nDMgep9gRGcRzHITc3V+y+bt264cSJEyLbTp8+DTMzMygqKvKP+ffff+Hi4iLyGAsLC+YxNG3aFM+fP0e9evUqdD1PRkYGX4SNCnBJD32uVYc+26pDn23VoM9V+jiOQ2ZmJpo2bVrdQ/lPozmI7KLPtmrQ51p16LOtGvS5Sp8kc5BqTWC4ubnBxsYG2trayMzMREhICCIiInDy5EkAhZd2pKSkYMeOHQAKO454e3vD1dUVkydPxtWrVxEQECDSXWTWrFno2bMn1qxZg6FDh+LYsWM4c+YMLl26xDwuOTk5aGlpVfr91a9fn77UVYA+16pDn23Voc+2atDnKl208qL60RxE9tFnWzXoc6069NlWDfpcpYt1DlKtCYzXr19j/PjxSE1NhaqqKoyNjXHy5ElYW1sDAFJTU5GcnMw/XldXF2FhYXBxcYGPjw+aNm2KTZs2YcSIEfxjLCwsEBISgsWLF2PJkiXQ09PDvn370KVLl2/+/gghhBBCCCGEECId1ZrACAgIKHP/9u3bS2yztLTkq6WWZuTIkRg5cmRlhkYIIYQQQgghhBAZIlfdA/geKSkpYdmyZSKFQUnl0edadeizrTr02VYN+lwJEY/+bVQd+myrBn2uVYc+26pBn2v1EnDUL40QQgghhBBCCCEyjlZgEEIIIYQQQgghROZRAoMQQgghhBBCCCEyjxIYhBBCCCGEEEIIkXmUwCCEEEIIIYQQQojMowSGlG3evBm6urqoXbs2OnXqhIsXL1b3kGq85cuXQyAQiPxoampW97BqpAsXLmDw4MFo2rQpBAIBjh49KrKf4zgsX74cTZs2hbKyMnr16oV79+5Vz2BrkPI+VwcHhxLf4a5du1bPYGsQDw8PmJubo169elBXV8dPP/2E+Ph4kcfQd5aQ/6E5iPTRHER6aA5SdWgeUjVoHiKbKIEhRfv27cPvv/+ORYsW4fbt2+jRowdsbGyQnJxc3UOr8dq1a4fU1FT+JzY2trqHVCNlZ2ejQ4cO8Pb2Frt/7dq1+PPPP+Ht7Y2oqChoamrC2toamZmZ33ikNUt5nysADBgwQOQ7HBYW9g1HWDNFRkbC2dkZ165dw7///ou8vDz069cP2dnZ/GPoO0tIIZqDVB2ag0gHzUGqDs1DqgbNQ2QUR6Smc+fO3NSpU0W2GRoacgsWLKimEX0fli1bxnXo0KG6h/HdAcAdOXKEv19QUMBpampynp6e/LacnBxOVVWV27JlSzWMsGYq/rlyHMfZ29tzQ4cOrZbxfE/evHnDAeAiIyM5jqPvLCFF0RykatAcpGrQHKTq0Dyk6tA8RDbQCgwp+fLlC27evIl+/fqJbO/Xrx+uXLlSTaP6fiQkJKBp06bQ1dXFL7/8gidPnlT3kL47SUlJePXqlch3WElJCZaWlvQdloKIiAioq6vDwMAAkydPxps3b6p7SDVOeno6AKBBgwYA6DtLiBDNQaoWzUGqHv1/XvVoHlJ5NA+RDZTAkJJ3794hPz8fGhoaIts1NDTw6tWrahrV96FLly7YsWMHTp06hW3btuHVq1ewsLBAWlpadQ/tuyL8ntJ3WPpsbGywe/dunDt3DuvXr0dUVBSsrKyQm5tb3UOrMTiOg6urK3788UcYGRkBoO8sIUI0B6k6NAf5Nuj/86pF85DKo3mI7FCo7gF8bwQCgch9juNKbCOSsbGx4W+3b98e3bp1g56eHoKDg+Hq6lqNI/s+0XdY+kaPHs3fNjIygpmZGZo3b47Q0FAMHz68GkdWc8yYMQN3797FpUuXSuyj7ywhhejfgvTRHOTbou9w1aB5SOXRPER20AoMKWnUqBHk5eVLZNvevHlTIitHKqdu3bpo3749EhISqnso3xVhVXX6Dle9Jk2aoHnz5vQdZjRz5kwcP34c58+fh5aWFr+dvrOEFKI5yLdDc5CqQf+ff1s0D5EMzUNkCyUwpKRWrVro1KkT/v33X5Ht//77LywsLKppVN+n3NxcPHjwAE2aNKnuoXxXdHV1oampKfId/vLlCyIjI+k7LGVpaWl4/vw5fYfLwXEcZsyYgcOHD+PcuXPQ1dUV2U/fWUIK0Rzk26E5SNWg/8+/LZqHsKF5iGyiS0ikyNXVFePHj4eZmRm6deuGrVu3Ijk5GVOnTq3uodVoc+bMweDBg6Gjo4M3b95g1apVyMjIgL29fXUPrcbJyspCYmIifz8pKQkxMTFo0KABdHR08Pvvv2P16tVo1aoVWrVqhdWrV6NOnToYO3ZsNY5a9pX1uTZo0ADLly/HiBEj0KRJEzx9+hRubm5o1KgRhg0bVo2jln3Ozs7Ys2cPjh07hnr16vFnOFRVVaGsrAyBQEDfWUL+H81BqgbNQaSH5iBVh+YhVYPmITKqutqffK98fHy45s2bc7Vq1eI6duzIt9khFTd69GiuSZMmnKKiIte0aVNu+PDh3L1796p7WDXS+fPnOQAlfuzt7TmOK2wHtWzZMk5TU5NTUlLievbsycXGxlbvoGuAsj7XT58+cf369eMaN27MKSoqcjo6Opy9vT2XnJxc3cOWeeI+UwBcUFAQ/xj6zhLyPzQHkT6ag0gPzUGqDs1DqgbNQ2STgOM4rurTJIQQQgghhBBCCCEVRzUwCCGEEEIIIYQQIvMogUEIIYQQQgghhBCZRwkMQgghhBBCCCGEyDxKYBBCCCGEEEIIIUTmUQKDEEIIIYQQQgghMo8SGIQQQgghhBBCCJF5lMAghBBCCCGEEEKIzKMEBiFEJjg4OOCnn34qdf/y5cthYmLyzcZDCCGEkP8GmoMQUnNQAoMQUiPMmTMHZ8+ere5hEEIIIeQ/huYghMgOheoeACGkZvvy5Qtq1apV5a+joqICFRWVKn8dQgghhNQMNAch5L+HVmAQQiTSq1cvzJgxA66urmjUqBGsra3x559/on379qhbty60tbUxffp0ZGVl8c/Zvn07fvjhB5w6dQpt2rSBiooKBgwYgNTU1FJf5+bNm1BXV8cff/wBoOTyTeFyTy8vLzRp0gQNGzaEs7Mzvn79yj8mNTUVtra2UFZWhq6uLvbs2YMWLVpgw4YNUv9cCCGEEFK1aA5CCKEEBiFEYsHBwVBQUMDly5fh5+cHOTk5bNq0CXFxcQgODsa5c+cwb948ked8+vQJXl5e2LlzJy5cuIDk5GTMmTNHbPyIiAj06dMH7u7uWLRoUanjOH/+PB4/fozz588jODgY27dvx/bt2/n9EyZMwMuXLxEREYFDhw5h69atePPmjVQ+A0IIIYR8ezQHIeS/jS4hIYRITF9fH2vXruXvGxoa8rd1dXWxcuVKTJs2DZs3b+a3f/36FVu2bIGenh4AYMaMGVixYkWJ2MeOHcP48ePh5+eHMWPGlDkONTU1eHt7Q15eHoaGhrC1tcXZs2cxefJkPHz4EGfOnEFUVBTMzMwAAP7+/mjVqlWl3jshhBBCqg/NQQj5b6MEBiFEYsKDsdD58+exevVq3L9/HxkZGcjLy0NOTg6ys7NRt25dAECdOnX4iQMANGnSpMSZiOvXr+Off/7BgQMHMGzYsHLH0a5dO8jLy4vEjI2NBQDEx8dDQUEBHTt25Pfr6+tDTU1N8jdMCCGEEJlAcxBC/tvoEhJCiMSEEwIAePbsGQYOHAgjIyMcOnQIN2/ehI+PDwCIXAuqqKgoEkMgEIDjOJFtenp6MDQ0RGBgIL58+VLuOMTFLCgoAIASsYVK204IIYQQ2UdzEEL+2yiBQQiplOjoaOTl5WH9+vXo2rUrDAwM8PLlywrFatSoEc6dO4fHjx9j9OjRIpMPSRkaGiIvLw+3b9/mtyUmJuLjx48VjkkIIYQQ2UFzEEL+eyiBQQipFD09PeTl5eHvv//GkydPsHPnTmzZsqXC8dTV1XHu3Dk8fPgQY8aMQV5eXoXiGBoaom/fvpgyZQpu3LiB27dvY8qUKVBWVoZAIKjw+AghhBAiG2gOQsh/DyUwCCGVYmJigj///BNr1qyBkZERdu/eDQ8Pj0rF1NTUxLlz5xAbGws7Ozvk5+dXKM6OHTugoaGBnj17YtiwYZg8eTLq1auH2rVrV2p8hBBCCKl+NAch5L9HwNHFWISQ/4gXL15AW1sbZ86cQZ8+fap7OIQQQgj5j6A5CCHSQQkMQsh369y5c8jKykL79u2RmpqKefPmISUlBY8ePSpRfIsQQgghRFpoDkJI1aA2qoSQ79bXr1/h5uaGJ0+eoF69erCwsMDu3btp4kAIIYSQKkVzEEKqBq3AIIQQQgghhBBCiMyjIp6EEEIIIYQQQgiReZTAIIQQQgghhBBCiMyjBAYhhBBCCCGEEEJkHiUwCCGEEEIIIYQQIvMogUEIIYQQQgghhBCZRwkMQgghhBBCCCGEyDxKYBBCCCGEEEIIIUTmUQKDEEIIIYQQQgghMo8SGIQQQgghhBBCCJF5/wd3QlS4uTwzlAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Dendrogram not added. Dendrogram is added only when the number of categories to plot > 2\n", "WARNING: saving figure to file figures/dotplot_dotplot_logfoldchanges_exp.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Dendrogram not added. Dendrogram is added only when the number of categories to plot > 2\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Dendrogram not added. Dendrogram is added only when the number of categories to plot > 2\n", "WARNING: saving figure to file figures/dotplot_dotplot_logfoldchanges_all.png\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cl1 = adata[adata.obs['mask_name'].isin(['CD8 20μm','γδ 20μm'])]\n", "\n", "sc.tl.rank_genes_groups(cl1, \"mask_name\", method=\"wilcoxon\")\n", "\n", "sc.pl.rank_genes_groups(cl1, n_genes=25, sharey=False)\n", "sc.tl.dendrogram(cl1,\"mask_name\")\n", "sc.pl.rank_genes_groups_dotplot(\n", " cl1, groupby=\"mask_name\", standard_scale=\"var\",\n", " figsize=(2.5,5),\n", " n_genes=10,swap_axes = True, save='dotplot_logfoldchanges_exp.png')\n", "\n", "cl1.layers[\"scaled\"] = sc.pp.scale(cl1, copy=True).X\n", "sc.pl.rank_genes_groups_matrixplot(\n", " cl1, n_genes=10, use_raw=False, vmin=-1, vmax=1, cmap=\"bwr\", layer=\"scaled\"\n", ")\n", "\n", "sc.pl.rank_genes_groups_dotplot(\n", " cl1,\n", " n_genes=10,\n", " values_to_plot=\"logfoldchanges\",\n", " min_logfoldchange=0.1, # with 1 log fold change GD 10 does not have any \n", " vmax=2,\n", " vmin=-2,\n", " cmap=\"bwr\",\n", " save='dotplot_logfoldchanges_all.png'\n", "\n", ")\n" ] }, { "cell_type": "code", "execution_count": 37, "id": "0b823df5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Dendrogram not added. Dendrogram is added only when the number of categories to plot > 2\n", "WARNING: saving figure to file figures/dotplot_dotplot_logfoldchanges_exp3.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 420, "width": 267 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Dendrogram not added. Dendrogram is added only when the number of categories to plot > 2\n", "WARNING: saving figure to file figures/dotplot_dotplot_logfoldchanges_exp.png\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 243, "width": 658 } }, "output_type": "display_data" } ], "source": [ "sc.set_figure_params(dpi_save=500,vector_friendly=True, fontsize=14, figsize=None)\n", "sc.pl.rank_genes_groups_dotplot(\n", " cl1, groupby=\"mask_name\", standard_scale=\"var\",\n", " n_genes=10,swap_axes = True, \n", " figsize = (2.6,5),\n", " save='dotplot_logfoldchanges_exp3.png')\n", "\n", "\n", "sc.pl.rank_genes_groups_dotplot(\n", " cl1, groupby=\"mask_name\", standard_scale=\"var\",\n", " n_genes=10,swap_axes = False, \n", " save='dotplot_logfoldchanges_exp.png')" ] } ], "metadata": { "kernelspec": { "display_name": "Python (GRIDGEN)", "language": "python", "name": "gridgen" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.12" } }, "nbformat": 4, "nbformat_minor": 5 }