{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Use Case 5: Gene Set Enrichment Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This use case will demonstrate the process of Gene Set Enrichment Analysis (GSEA) on protein data obtained from clinical and proteomics dataframes. The aim is to identify the upregulated genes in tumor and normal tissue samples and determine their enriched biological pathways. We will use the gseapy library for GSEA, the cptac package for accessing the CPTAC datasets, and the usual data science libraries for data manipulation and visualization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Importing packages and setting up your notebook.\n", "\n", "The Python environment needs several libraries for data manipulation and visualization. We also initialize the cptac endometrial dataset (Ucec)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "import gseapy as gp\n", "from gseapy.plot import barplot, dotplot\n", "\n", "import cptac\n", "en = cptac.Ucec()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Joining dataframes\n", "\n", "We join the clinical and proteomics data using the join_metadata_to_omics function. We specifically focus on the 'type_of_analyzed_samples' column to differentiate between tumor and non-tumor samples." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "tumorProt = en.join_metadata_to_omics(\n", " metadata_name=\"clinical\",\n", " metadata_source='mssm',\n", " metadata_cols='type_of_analyzed_samples',\n", " omics_name=\"proteomics\",\n", " omics_source='umich'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Data Segregation\n", "\n", "To prepare the data for analysis, we split the proteomics data into two separate dataframes, one for tumor samples and another for normal samples. We take an inclusive approach and categorize everything other than explicitly labeled \"Tumor\" samples as \"Normal\"." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Drop the second instance of the duplicated column\n", "tumorProt = tumorProt.loc[:,~tumorProt.columns.duplicated()]\n", "\n", "# Retrieve boolean array of true values for tumor and normal samples\n", "tumor_bool = tumorProt['type_of_analyzed_samples_mssm_clinical'] == \"Tumor\"\n", "normal_bool = tumorProt['type_of_analyzed_samples_mssm_clinical'] != \"Tumor\"\n", "\n", "# Use boolean array to select for appropriate patients\n", "tumor = tumorProt[tumor_bool]\n", "normal = tumorProt[normal_bool]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Performing Welch's t-test\n", "\n", "To identify upregulated genes, we use Welch's t-test, a version of the two-sample t-test that accommodates different variances between two groups. In our case, we compare the gene abundance of \"Tumor\" and \"Normal\" groups for each gene. Genes with a significant p-value after correction for multiple testing are considered upregulated, and their expression patterns (i.e., higher in tumor or normal samples) are noted." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "cptac warning: Your version of cptac (1.5.1) is out-of-date. Latest is 1.5.0. Please run 'pip install --upgrade cptac' to update it. (C:\\Users\\sabme\\anaconda3\\lib\\threading.py, line 910)\n", "C:\\Users\\sabme\\anaconda3\\lib\\site-packages\\scipy\\stats\\_stats_py.py:1103: RuntimeWarning: divide by zero encountered in true_divide\n", " var *= np.divide(n, n-ddof) # to avoid error on division by zero\n", "C:\\Users\\sabme\\anaconda3\\lib\\site-packages\\scipy\\stats\\_stats_py.py:1103: RuntimeWarning: invalid value encountered in double_scalars\n", " var *= np.divide(n, n-ddof) # to avoid error on division by zero\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Proteomics Tumor Genes: 662\n", "Proteomics Normal Genes: 921\n" ] } ], "source": [ "# Create array variables to hold the significant genes for each partition\n", "tumor_genes = []\n", "normal_genes = []\n", "\n", "# Grab the genes of interest, ignoring the MSI column in the dataframe\n", "genes = tumor.columns[1:]\n", "\n", "# Correct alpha level for multiple testing by dividing the standard .05 by the number of genes to be analyzed\n", "threshold = .05 / len(genes)\n", "\n", "# Perform Welch's t-test (different variances) on each gene between the two groups\n", "for gene in genes:\n", " tumor_gene_abundance = tumor[gene]\n", " normal_gene_abundance = normal[gene]\n", " \n", " if len(tumor_gene_abundance.shape) > 1 or len(normal_gene_abundance.shape) > 1:\n", " # take the mean across the columns\n", " tumor_gene_abundance = tumor_gene_abundance.mean(axis=1)\n", " normal_gene_abundance = normal_gene_abundance.mean(axis=1)\n", " \n", " pvalue = stats.ttest_ind(tumor_gene_abundance, normal_gene_abundance, equal_var=False, nan_policy='omit').pvalue\n", " # If the P-value is significant, determine which partition is more highly expressed\n", " if pvalue < threshold:\n", " if tumor_gene_abundance.mean() > normal_gene_abundance.mean():\n", " tumor_genes.append(gene.split(\"_\")[0])\n", " elif normal_gene_abundance.mean() > tumor_gene_abundance.mean():\n", " normal_genes.append(gene.split(\"_\")[0])\n", "\n", "print(\"Proteomics Tumor Genes:\", len(tumor_genes))\n", "print(\"Proteomics Normal Genes:\", len(normal_genes))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Gene set enrichment analysis (GSEA)\n", "\n", "With our list of upregulated genes, we perform a GSEA using the enrichr() function from the gseapy library. This analysis identifies biological pathways that are overrepresented in our list of genes, providing insight into potential molecular mechanisms at play." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Gene_set Term Overlap \\\n", "0 KEGG_2016 Proteasome Homo sapiens hsa03050 17/44 \n", "1 KEGG_2016 Lysosome Homo sapiens hsa04142 16/123 \n", "2 KEGG_2016 Amino sugar and nucleotide sugar metabolism Ho... 10/48 \n", "3 KEGG_2016 RNA transport Homo sapiens hsa03013 18/172 \n", "4 KEGG_2016 Epstein-Barr virus infection Homo sapiens hsa0... 18/202 \n", "\n", " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", "0 1.673514e-14 3.531115e-12 0 0 \n", "1 3.060119e-06 2.176135e-04 0 0 \n", "2 3.094031e-06 2.176135e-04 0 0 \n", "3 1.686874e-05 8.898263e-04 0 0 \n", "4 1.399243e-04 5.904807e-03 0 0 \n", "\n", " Odds Ratio Combined Score \\\n", "0 18.850818 597.971810 \n", "1 4.451492 56.520842 \n", "2 7.789797 98.821639 \n", "3 3.481810 38.265261 \n", "4 2.909567 25.820683 \n", "\n", " Genes \n", "0 PSMD12;PSMD11;PSMD13;PSMD6;PSMC5;PSMD7;PSMD4;P... \n", "1 CTSA;MANBA;SLC11A2;CLTA;CTSS;SUMF1;AP1G2;AP1G1... \n", "2 TSTA3;HK3;CYB5R4;GALE;GMDS;UXS1;GFPT1;PMM2;GNP... \n", "3 EIF2B4;EIF5B;EIF2B3;EIF2B2;POP1;GEMIN2;POP4;RP... \n", "4 RB1;MAP2K3;HSPA8;PSMD12;PSMD11;PSMD13;PIK3CB;M... \n", " Gene_set Term Overlap \\\n", "0 KEGG_2016 Complement and coagulation cascades Homo sapie... 29/79 \n", "1 KEGG_2016 Focal adhesion Homo sapiens hsa04510 44/202 \n", "2 KEGG_2016 Pathways in cancer Homo sapiens hsa05200 48/397 \n", "3 KEGG_2016 Vascular smooth muscle contraction Homo sapien... 22/120 \n", "4 KEGG_2016 Regulation of actin cytoskeleton Homo sapiens ... 28/214 \n", "\n", " P-value Adjusted P-value Old P-value Old Adjusted P-value \\\n", "0 4.096192e-19 1.011759e-16 0 0 \n", "1 3.485833e-18 4.305003e-16 0 0 \n", "2 1.023334e-09 8.425452e-08 0 0 \n", "3 2.620863e-08 1.618383e-06 0 0 \n", "4 6.380614e-07 3.034681e-05 0 0 \n", "\n", " Odds Ratio Combined Score \\\n", "0 12.373117 523.866113 \n", "1 6.008141 241.514180 \n", "2 2.950797 61.082089 \n", "3 4.739756 82.742763 \n", "4 3.184891 45.431931 \n", "\n", " Genes \n", "0 CFD;CPB2;SERPINA1;CFH;C1S;PLAT;PLG;C8B;C8A;KNG... \n", "1 TNXB;LAMA4;PTEN;ILK;CRKL;PPP1CB;RAP1B;VTN;AKT3... \n", "2 CDKN1B;CTBP1;LAMA4;PTEN;RASGRP2;FGF2;FOXO1;GNA... \n", "3 GUCY1A2;PPP1R14A;RAMP2;CALCRL;ARHGEF12;PPP1R12... \n", "4 FGF2;CRKL;PPP1CB;RRAS;CFL2;GNA12;PIP4K2B;PIP5K... \n" ] } ], "source": [ "tumor_enr = gp.enrichr(gene_list=tumor_genes, gene_sets='KEGG_2016', outdir='test/enrichr_kegg_tumor')\n", "normal_enr = gp.enrichr(gene_list=normal_genes, gene_sets='KEGG_2016', outdir='test/enrichr_kegg_normal')\n", "\n", "# View the data as a table\n", "print(tumor_enr.res2d.head())\n", "print(normal_enr.res2d.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Visualizing Enrichment Results\n", "\n", "We create barplots to visualize the GSEA results, giving us a better understanding of the pathways significantly associated with the upregulated genes in both the tumor and normal tissue groups." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 400x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOkAAAI/CAYAAAAiFo16AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1RUV/fw8e8ISBVQiQUVxYpdUGyIInbEXqNRLIm9t6jRqIkt9t4VNcbYsXeaIDZULDHYO3YUFBUF5v2Dd+bHODMwIEqeZH/WYi2599x7zq04e87ZR6FUKpUIIYQQQgghhBBCCCGyTLasboAQQgghhBBCCCGEEP91EqQTQgghhBBCCCGEECKLSZBOCCGEEEIIIYQQQogsJkE6IYQQQgghhBBCCCGymATphBBCCCGEEEIIIYTIYhKkE0IIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIf6HdevWDYVCofUTFBSU1U0TQqSDcVY3QAghhBBCCCFE5ipSpAh3797VuW7OnDkMHTo01e0VCoXO5Uql8rPbJv63BAUFUbduXZ3r0rof5syZw/Dhw3Wuq169OocPHyZHjhwArF27lu7du39WWwcPHsy8efMMLv/mzRsCAgIIDQ3l5MmTPHr0iOjoaGJjYzE1NcXS0pICBQpQrFgxypcvT506dahevTqmpqYZat+ZM2cIDg4mNDSUGzduEB0dTXR0NACWlpbkypWLYsWKUapUKWrWrEmdOnXIly9fhupKrxs3bnD8+HFOnz5NZGQkt2/fJjo6mri4OExNTbGxsaFUqVJUq1aNTp06Ub58+QzVEx4ezvbt2/H39+fhw4c8f/4ca2tr8ubNS40aNWjRogVeXl5ky2Z4n7JHjx5x6tQpTp8+zalTpwgPDyc2NlarnI+PD2vXrs1QuyH5fg8JCWH//v0EBwcTFRXF06dPSUpKIkeOHBQsWJDSpUtTrVo1mjRpQqlSpTJUiRBCCCGEEEKIf5HChQsrAZ0/efLkUb558ybV7fVtK/6ZfHx8dF6vwMDAz953YGBghu6HuXPn6t2uatWqypiYGI3yvr6+essb+jN48GCDjunRo0fK0aNHK21tbdNdh7W1tbJHjx7K27dvG1RXQkKC8vfff1dWqlQp3XUpFAplnTp1lDt27DCorow4ePCgsmTJkulum5eXl/Lu3bsG1/PgwQNl27ZtDdq3i4uL8uTJkwbtt2DBgga32cfHJ4NnSak8duyYsmrVquk6RwEBAemuR4a7CiGEEEIIIcR/yNOnT1m4cGFWN0P8i82fP19vb80qVapw+PBhrK2tv3Krkvn5+VGmTBmmT5/Oq1ev0r19bGwsa9as4eTJk2mWffDgAR4eHnTp0oWIiIh016VUKgkODmb58uXp3tZQf//9N9euXUv3dvv378fV1ZW///47zbI3b96kRo0abNu2zaB9nzt3jjp16nDgwIE0yz548MCgfX6O2bNnU6dOHU6fPp2u7RITE9NdlwTphBBCCCGEEOI/ZubMmTqHgwnxuRYuXMiQIUN0rqtcuTJHjhzBxsbm6zbq/5s0aRKtW7fm5cuXX7yuc+fOUalSJUJDQ794XVnl6dOnNG/enPj4eL1lXr9+Tb169bh//3669h0fH0+rVq0yFNzMTL/++isjRoz4akP9JSedEEIIIYQQQvzHREdHM2fOHCZOnJjVTRH/IosXL2bQoEE61zk7O3PkyBFsbW3Ttc98+fKxdetWg8oWKFBA77pVq1aler/b2NjQrFkzateuTf78+bG0tOTly5c8fPiQ8PBwQkJCuH37tkHtuH//Pt7e3rx48UJvmbp169KgQQNKlixJrly5iIuL48WLF1y8eJFTp05x8uTJDPXE+lxOTk54e3tTuXJl8uTJw/Pnz9m/fz8bNmzQ2Z4bN26watUq+vfvr3N/Y8eO1ZkfM0+ePIwaNYqKFSvy8OFD5s+fz/nz5zXKxMfH88MPP3Dy5EmMjIzSbHuePHlwdXUlZ86cbNiwwcAj1i84OFjvPVO0aFG+/fZbXFxcyJUrF+/fv+fhw4dcuHCBwMBALl++nKE6JUgnhBBCCCGEEP9Bc+fOZdCgQeTKlSurmyL+BZYuXcqAAQN0rqtYsSJHjx4lZ86c6d6vqakptWrV+qy2RUZG0rdvX73rBwwYwC+//JJm+06fPs26detYs2ZNquU6derEo0ePdK6rUKECvr6+uLi4pLqPJ0+esHnzZubPn59quczSpEkTRo4cqXOSkPbt29OhQweaN29OQkKC1vodO3boDNJFRUWxdOlSreXm5uYcO3ZMY2KFdu3aUa1aNa3gVnh4OH5+frRt21Znu4cNG0bVqlWpWrUqjo6OQPJkJ58bpEtMTKRHjx4kJSVprRs/fjwTJkxINXB448YNrKys0l2vDHcVQgghhBBCiP+g2NhYZs6cmen7ffPmDatWreK7776jdOnS2NnZkT17dnLlykWJEiVo164dixYtMmjIYVBQEAqFQuunW7duACQkJLBu3Tq8vLxwcHAge/bsKBQKdu7cqd5HkSJFdO5DJSAggI4dO1K4cGHMzMxwdHSkffv2hIWFabXn9evXLFiwgOrVq2NnZ4eFhQUlSpSgT58+BuX1ev78Obt27eLnn3+mbdu2VKlSRd1ry8jICCsrK+zt7XFzc2PAgAEcOnRIZ5Dgn2bFihV6e1JVqFABf3//LA0Gjxs3TmdwCZKHfi9cuNCgAGLVqlVZvHgxt2/fpmrVqjrL7N27V+8Q12rVqnH8+PE0A3QAefPmZdCgQVy9epVffvklzfIZVbRoUQ4ePMj+/fv1zuILyUE8fbPv/vXXXzqXr1+/Xmfvu27dumnNfGphYcG4ceN07sfX11dvu2bPnk2HDh3UAbrMsmvXLm7duqW1vF+/fvzyyy9p9uwrXrx4xmbmzfDUFkIIIYQQQggh/pH0ze6qUCg0fre0tFQ+ffpUa3td26b18TEpKUn522+/KXPmzGnQzIdWVlbKn376Sfnx40e9+9Q3s6iPj4/y1q1byipVquhc7+fnl+a5+PDhg7JHjx6ptvGnn35SJiUlKZVKpTIiIkJZtGhRvWVNTEyUv//+e6rnKF++fOmeRbNkyZLK48ePp7rfrJzddcWKFVr3leqnXLlyymfPnhlUj77ZXQsXLvxZ7b927Zre9jdt2vSz9q2Lm5ubzrosLCyUd+7cyfT6vqbt27frvfd1qVatms7ye/fu1Vk+JiZG571kZGSU5ozUKaX23jBUw4YNtbbPnj278sWLFwbvIyOkJ50QQgghhBBC/Ee0bt1a4/e4uDimTZv22ft9//49Xl5e/PjjjwYn5X/z5g1TpkzBw8ODmJiYdNX39OlTGjRoQHh4eEaaC0CXLl3SHLY4ZcoUFixYwNWrV6ldu7bOnjUqHz9+pFu3bqm2SZmB5PPXrl3Dw8OD4ODgdG/7pa1evZrevXvrPK6yZcsSEBCAnZ1dFrTs/6Q2Q+j48eMzta6XL1/qnfW1a9euFC5cOFPr+9pMTU11Ltc1EUhCQgIXLlzQWb5ChQo6l1tbW+vsEZeYmKh3X19CQkKCzt6QHh4eZM+enYULF1K/fn2++eYbsmfPTu7cuXFxcWH48OFcuXLls+qWIJ0QQgghhBBC/EeMHj1aK0/S0qVLiYqK+qz9duvWjYMHD2Zo2+PHj9OhQ4d0Jck/cOAAN2/ezFB9Kps3bzao3Pjx42nevLlBs+EmJiYyevToz2qXLh8/fqRTp06pzqKZFX744QedAbrSpUvj7+/PN998kwWt0nTkyBGdyx0cHKhWrVqm1hUQEKD3Pm7fvn2m1pUV9M20WqVKFa1lkZGRvH//Xmt5tmzZsLe311uHvsk/Pp1U4ku6cOECb9++1Vr+6tUrSpYsyaBBg/D39+f58+d8/PiR6Ohozp8/z5w5cyhfvjx9+/bN8LMqE0cIIYQQQgghxH+EnZ0dgwYNYurUqepl79+/Z8qUKSxevDhD+9y1a5fegFfVqlXp06cPhQsX5tGjR6xZs4aAgACtcocOHWLdunX06NEjXXWbm5vzww8/ULduXSwtLbl37x779+/X2+PnU/b29vz0008UL16cU6dO8csvv2jlLnv9+jWvX78GoEaNGgwaNAhLS0t+//13nbOOBgQE8OjRI/Lnz6+1zszMjKpVq+Lq6kqZMmXInz8/VlZWmJqakpiYSHR0NFevXmXjxo1aeb6ioqL4448/0n2OviRdATonJycCAgLImzdvptRx9+5djRyC+tjY2PDq1Sut5Tdu3NBZvnr16nr3defOHR48eJBmneXLl9foRaavLoVCoTeH3du3bzl37lyadeXNm5cSJUqkWe5LeffuHStXrtS5rlOnTlrLnjx5orOsra1tqvnc9PW8fPr0qQGtzBz68kuePn06zW2TkpJYtmwZkZGRHDp0iOzZs6erbgnSCSGEEEIIIcR/yIgRI1i8eLHGENNVq1YxatSoDA3Hmzx5ss7l3t7e7Ny5U+MDeefOnfHx8WH9+vU695OeAFTu3LkJCgqiXLlyGst79uxp0Pa2trYcP36cIkWKANCwYUPevn3L9OnTdZavXr06wcHBmJiYAMnHd/v2ba3hrUqlkjNnztC8eXOtfdy8eTPNhPMAw4cPJ3/+/FpDhw8dOvSPCtJ9qkiRIgQEBGQsYf4X8vz5c53LdQVRVRYtWsTs2bPT3HdgYCAeHh5p1mVtbY2lpaXOdbdu3cLd3T3Nunx8fFi7dm2a5b6UoUOHcvfuXa3l5cqV49tvv9Varm8Iu5mZWar16Auwp3dI/OcwdMh+aoKCghgxYgQLFixI13Yy3FUIIYQQQggh/kNy5szJsGHDNJZ9+PAhQzNIPnr0SGcOtmzZsrF48WKdAal58+bp/KB++/ZtvbNE6jJz5kytAF169O/fXx2gU6ldu7be8lOmTFEH6CC5d1TTpk11ltUVzAAwMjIiKSmJwMBAhg4diqenJ4UKFcLa2hojIyP1zLNmZmY6AwWG9LjKSo8ePeLixYtZ3QwNunrXAVrDvv/X6vqaxo0bx/Lly7WWW1lZsXHjRoyNtft/6RouCugsm1LKZyylN2/eGNDSzKHvOqqUKlWKVatW4e/vj6+vr9730NKlS9M9LF+CdEIIIYQQQgjxHzN06FBy586tsWz9+vV6h+vpc/z4cZ3LK1eujIODg851OXPm1Oh9lJKuZO265MiRQ+cQu/Tw9vbWWqYvV5alpSV16tQxuLy+Xj+nT5/GxcUFT09P5s2bR2BgIA8ePOD169ckJSWl2WZ9PbX+KeLj42nZsiVHjx7N6qao6ZrUAL5M0Odr1vU1KJVKBg4cyJQpU7TWmZiYsGnTJsqXL69zWwsLC53LP378mGqd+tZ/zUBnaoHE/PnzExYWRs+ePfH09KRbt26EhYVpBfwheQKKTZs2patuCdIJIYQQQgghxH9Mjhw5GDVqlMayhIQEJk6cmK79PHr0SOdyJyenVLfTt/7x48cG1evs7Gxw3jl9SpUqpbVMX2ChWLFiOnsF6ss39WleO4CTJ09St27dz5ql8msO+cuo9+/f07x5cwIDAzNlf/ny5SMkJCTNH30Tl+ibvMLQey099NUVGxurt2fZP9XHjx/p3LkzixYt0lpnbGzMxo0b9fYkBf0BS12TSRiyXt/+voTU6urZsye5cuXSWJYjRw769Omjs/yxY8fSVbcE6YQQQgghhBDiP2jAgAFayf3//PNPrly5YvA+9M14qi//VlrrDQ1CpZZPzFC6PojrG2pnbW39WXUplUp++OGHzw7U6JqoISvpykUGyZMMNGvWjJCQkM+uw9TUlFq1aqX5o28iiGLFiulcntokALNmzUKpVKp/dPWiTE9dSqVS57BwSM7plrIuX19fg+r6kuLi4mjWrBl//vmn1jozMzN27NhB27ZtU92HvolDXr16pTOIrfLs2TOdy/PkyZNqfZnp017GKVWuXFnnchcXF53L9X2RoY8E6YQQQgghhBDiP8jCwoIxY8ZoLEtKSmLChAkG70Nf8CouLi7V7fStN7S3TFrJ5w2RLZvhH4cNmewhNefOnePy5cs61w0ZMoQLFy4QExOjEazRN1z4n+T333+nXbt2OtfFxcXh5eVFWFjYV26VpgYNGuhcfvv2bSIiIjK1Lk9PT7331Y4dOzK1ri8lOjqa+vXrc+jQIa111tbWHDhwgGbNmqW5HycnJ53PqVKp5OHDh3q3u3//vs7lzs7OadaZWfQN4YXkXnO66HsXpjW891MSpBNCCCGEEEKI/6g+ffpQsGBBjWXbt283eHt9PdoiIyNT3U7f+n/SrKCZSV8vqm7dujF37lwqVKig8SE/MTHxH59/DpKDlxs3bqR169Y6179584YmTZpw6tSpr9yy/9OkSRO966ZNm5apdeXKlUtvjz5fX98vMsQ2Mz18+BB3d3dOnjyptS5fvnwcO3ZMbz7JTxkbG1OxYkWd6/QN+X758iX37t3TWm5kZKR3X19CyZIl9QbdXr9+rXO5vl7F+oZA6yNBOiGEEEIIIYT4jzI1NeWnn37SWJaeIZU1a9bUufzs2bM6P2xD8gfxoKAgnevc3NwMrvt/yYsXL3Qu1zd07vDhw/8zOcyMjY3ZtGkTLVq00Lk+NjaWRo0a6Q1UfmklS5akZcuWOtdt2bKFtWvXZmp9n+Z6VImNjaVr1658+PAhU+vLLFevXqVmzZo6h7sXL16csLCwdAfK9J33ffv26Vy+Z88encsbNWqU5hD6zKRQKPDy8tK5Tt8My/qWp9YrTxcJ0gkhhBBCCCHEf1jPnj11zkxoCHt7e6pUqaK1PCkpiQEDBpCYmKi1bsiQITqTwzs6OlKuXLkMteOfTt/MlLomV4iKiqJ///5fukmZysTEhC1btuicMReScw02bNiQ8+fPf+WWJfv111/1Dlnu2bMnkydPJj4+PlPqatGiBdWqVdO57siRIzRq1Ihbt25lSl2ZJTw8HHd3d52BdRcXF44fP46jo2O699u1a1ed5339+vX8/fffGsvi4uJ0ziIL0L1793TX/bl69uypc/nq1at59eqVxrI3b96wYsUKneX1Bfv00T+vrBBCCCGEEEKIfz0TExN+/vlnevTokaHtx44dq3O44549e6hZsyZ9+/alcOHCPHr0iDVr1uDv769zP5/26Ps30debZseOHXTs2JH27dtjY2NDeHg4c+fO5cmTJ1+5hZ8ve/bsbNu2jVatWnHgwAGt9S9fvqRBgwYEBARQoUIFg/cbHx9PaGioQWWNjY11DjctV64c8+fPZ8CAAVrrkpKSGD9+PMuWLaNVq1bUqFFDPUTx+fPnhIWFpTt33Z9//km1atV0ToIQFBSEk5MTzZo1o169ejg4OGBlZcWrV6+IjIxk06ZN6arrcx0/fpwmTZroHMZZsGBBJk+ezLVr17h27Vqq+3F1ddWacdne3p6+fftqzRD7/v176tSpw48//kjFihV5+PAhc+bM0VlHlSpVaNWqld56w8PDtYL+ly5d0ln26dOnOu8lXW2vV68e7u7uWpOfREVFUbNmTUaMGIGjoyP37t1jzpw5OgOv5cqVS3W4tU5KIYQQQgghhBD/KoULF1YCWj+3b9/WWT4hIUFZsmRJnduk/NGnbdu2aW6b2k/9+vWVCQkJWvsNDAzUWd7Hx+ezz4Uut2/f1lm2Tp06Osv7+vrqLD9hwgSNch8+fFAWKlTI4PNhbGysNDc3N7jdPj4+OssGBgYafJ700XcN9LXl3bt3ygYNGujdxs7OTnn58mWt7fSdy/T82NjYpHosI0aM+Ow6DD2/YWFhSmtr60yrKz33fHpMmDAhU9qn790SGxur9xlM68fU1FR5/vz5VNuf0X0b0vbIyEi9z2FaPyYmJsrg4OB0Xw8Z7iqEEEIIIYQQ/3FGRkZMnDgxw9uvX79e7yyaaalevTpbt2797BlU/8lMTEyYO3euweXnz59Pnjx5vmCLvhwzMzN27dqFp6enzvXPnz/H09NTa7jj1zBz5kzWrVuHhYVFpuzPxMRE77oaNWpw9uxZKlWqlCl1Zc+ePVP287XlyJEDf39/ChUqlK7tTE1N8fPzy7TzlxGlSpVi79696c6HZ2Jiwpo1a6hdu3a665QgnRBCCCGEEEIIOnTokOGccObm5hw8eJCpU6dia2tr0DYWFhaMHj2aY8eOGbzN/7I2bdqwZMkSjI31Z53Knj078+fPp1+/fl+xZZnP3NycPXv2UKdOHZ3rnz59iqenZ5pDKL+Erl27cvnyZfr06YOZmVm6t7e3t2fo0KFcvnw5zYlOihcvzsmTJ1m0aFGGcrqZmZnRrFkz/Pz8WLJkSbq3/6coVqwYJ06coE2bNgaVd3Z2Jjg4OP1DRb8AT09PQkJCqFGjhkHly5Qpw7Fjx/juu+8yVJ/kpBNCCCGEEEIIQbZs2Zg0aZLBH6R1bT9mzBgGDhzIn3/+SWBgIGfPnuX58+fExsZiaWmJnZ0dFStWxMPDg86dO5MrV65MPop/tr59+1K3bl3mzp2Lv78/Dx8+xNTUlAIFCtCwYUN69epF6dKls7qZmcLCwoJ9+/bRpEkTrbxeAI8fP6Zu3boEBwdTvHjxr9o2R0dHli5dyq+//srhw4cJDg4mPDycZ8+eER0dTXx8PFZWVlhbW+Pg4ICTkxMVKlTA09OTsmXLpqsuU1NT+vfvT58+fQgODiYoKIjQ0FDu379PdHQ0MTExmJmZkSNHDvLkyUOpUqUoXbo0tWrVwt3dPUOBxH+iAgUKsG3bNsLDw9m2bZv6/n/+/DnW1tbky5eP6tWr06JFC5o2bUq2bP+cPmXOzs4cP36cw4cPs3PnTkJDQ3n8+DGvXr3C2tqa/PnzU7NmTZo3b07Tpk1RKBQZrkuhVKZjfm0hhBBCCCGEEEIIIUSm++eEJoUQQgghhBBCCCGE+I+SIJ0QQgghhBBCCCGEEFlMgnRCCCGEEEIIIYQQQmQxCdIJIYQQQgghhBBCCJHFJEgnhBBCCCGEEEII8T+iSJEiKBSKDP8UKVIkqw9B6CFBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCpEmpVBIbG4tSqczqpgghxL+SQilvWCGEEEIIIYQQaYiNjcXGxoaYmBisra2zujlCCPGvIz3phBBCCCGEEEIIIYTIYhKkE0IIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIYQQIotJkE4IIYQQQgghhBBCiCwmQTohhBBCCCGEEEIIIbKYBOmEEEIIIYQQQgghhMhiEqQTQgghhBBCCCGEECKLGWd1A4QQQgghhBBC/O9I2LiSBHPzrG6GEEKoGfv0y+omZArpSSeEEEIIIYQQQgghRBaTIJ0QQgghhBBCCCGEEFlMgnRCCCGEEEIIIYQQQmQxCdKJ/4QjR47QvXt3SpYsibW1NaampuTPn58GDRowd+5cnj17ltVN/CIUCgUKhSKrmyG+kDt37qBQKChSpEhWN+V/Vlacw4kTJ6JQKJg4ceJXq1Nkrn/qu1V1b3l4eKRabu3atfLu+Af6N74bihQpgkKh4M6dO1ndFL2ePHnCgAEDcHR0xNTUlLx589KuXTvOnTtn8D4SExOpUaOG+t0QGhqaavnXr18zZcoUqlSpgo2NDebm5hQuXJhWrVpx9OhRrfJXr15l4cKFdOvWjfLly2NsbIxCoWDy5MkGte/o0aN4eXlhZ2eHubk5Tk5O/PTTT7x588bgYxRCCPF1SJBO/Ks9f/6cBg0a0LBhQ9auXcvHjx+pW7cubdq0oXTp0oSFhTFs2DCKFi3KqVOnsrq54ivw8PBAoVAQFBSU1U0R/0JBQUEGBUmEEEJkvWvXrlGhQgUWL15MtmzZaNmyJYULF2bbtm1Uq1YNPz8/g/Yza9YsTp48aVDw/vLly5QuXZpx48bx5MkTPD098fb2Jl++fOzbt4+DBw9qbbN06VIGDRrEunXruHz5MomJiQYf49y5c2nQoAEHDx6kbNmyNGvWjJiYGKZOnUqVKlV4/vy5wfsSQgjx5cnsruJfKyYmhlq1anH16lWcnJxYsWIF7u7uGmXi4+NZt24dEyZM4NGjR1nUUiHEf8mAAQPo2LEjdnZ2Wd0UIcQ/iLwbvi6lUknHjh15+vQpXbp0wdfXFyMjIwBWrFhB79696dq1K9evXydfvnx69/PXX38xYcIEvL29uXTpEnfv3tVb9smTJ9SrV4/o6GiWLl1K7969NQJ7r169IioqSmu7cuXKMWLECJydnXFxcWHq1Kn8/vvvaR7j+fPnGT58OEZGRuzZs4cmTZoA8PbtW5o3b46/vz99+vRh27Ztae5LCCHE1yFBOvGvNXDgQK5evUqRIkU4fvw4uXLl0ipjampKr169aNGiBa9evfr6jRRC/OfY2dnJh3AhhBZ5N3xdBw4c4Pz589ja2rJkyRJ1gA6gV69ebNmyBX9/f+bPn8+0adN07iMhIQEfHx/Mzc1Zvnw5NWvWTLXOkSNH8vTpU6ZOnUqfPn201tva2mJra6u1/Pvvv9f4PVs2wwZDTZs2DaVSSffu3dUBOgALCwtWr15N0aJF2b59O5GRkTg5ORm0TyGEEF+WDHcV/0q3bt1i48aNAMyZM0dngC6lvHnzUqpUKa3lmzZtol69euTKlQtTU1MKFy5Mjx49uHbtms79pMy9cuDAATw8PLCxsSFnzpzqb1hVNm7cSI0aNciRIwe2tra0bt2amzdvau0z5fC5t2/fMnbsWIoXL46ZmRn29vb07NmThw8fpuf0AMn/sVy1ahUeHh7q43N0dKRv377cv38/1XbEx8czadIkSpYsiZmZGQ4ODvz444+8f/8eSO7FOGLECIoWLYqZmRlFihRh4sSJJCQk6G2Pv78/rVu3Jn/+/GTPnp08efLQqlUrTpw4obN8ypxQ27dvp1atWlhbW2NpaYmbmxv79+/X2f7g4GAA6tatq96HQqFg7dq1Bp2306dPM2rUKKpWrUq+fPnInj07efPmpVmzZjrzyMD/5X/q1q0bcXFxjBkzhuLFi2Nqakq+fPnw8fFJ9Rru3buXOnXqkCNHDmxsbHB3d2fXrl0GtVeft2/fMm/ePGrVqkXOnDnV93ezZs3Uz86n5adPn46Liws5cuTAwsKCsmXLMm7cOF6+fKmzjqNHjzJw4EAqVaqEnZ0dpqamFCxYkA4dOnDmzBm9bUtISGD27NmUK1cOMzMz8uTJQ7t27bhy5YrGuUwprVxOGRmGmt5r7eHhQd26dQEIDg7WuL9S5v5Kq62HDh3C29ubPHnykD17duzt7enQoQPh4eE6y6ccwh0REUHr1q3V57tMmTLMnj0bpVJp8HGndPbsWXx8fHB0dMTMzIxcuXJRsWJFRo4cqdVbZMeOHXz//feUK1eOnDlzYmZmhqOjIz169ODq1as69x8fH8/MmTOpXLkyOXLkIHv27OTLlw9XV1dGjRpFdHS01jbpuXfv3r3Lb7/9hqenJw4ODpiammJra0utWrVYvnw5SUlJeo/9xIkTNGnSBFtbW6ysrKhSpQpr1qxJ85y9e/eO2bNnU716dWxtbTEzM6NUqVKMGjWKFy9e6Nxm69at1K9fn9y5c2NiYkLu3LkpU6YMP/zwAxcvXkyzzsz24MEDBg4cSIkSJTAzM8PGxgY3NzeWL1+uc5hdyucyJiaGYcOGUaRIEczMzChRogS//fab+lw/fPiQ3r17U6hQIUxNTSlVqhQLFy7U25aMvHtSc/36dXr06KHOP2ZlZUXhwoVp2rQpvr6+GmU/fvzIhg0b6Ny5M05OTlhbW2Nubk6pUqUYNGiQzh5PoPlMBgcH07BhQ3LlyoWFhQVVq1bV2wMqrXfDtWvX6N27N8WKFVNfl9q1a7Nhw4Y025Ged0NGnktDBAYG0rBhQ3LmzIm5uTkuLi6sX79eZ9mYmBjGjRtH+fLlsbS0xNTUFHt7e9zc3Pj555/5+PGjRvmM/L1RDWVt3rw5VlZWWus7deoEJL/b9Jk6dSpnz55lzpw52Nvbp3r8T58+ZdOmTZibmzNgwIBUy2aGDx8+sG/fPuD/jiWlwoUL4+bmBmDwsF4hhBBfnvSkE/9Ke/fuJTExEVtbW5o3b57u7ZVKJd26dWP9+vUYGxtTu3Zt8uTJw7lz5/D19WXz5s1s376dxo0b69x++fLl/Pbbb9SsWZPGjRsTERHBvn37OH78OOHh4Sxfvpy5c+dSu3ZtGjduzKlTp/Dz8+PUqVNcvnyZnDlzau3zw4cP1KtXj4sXL+Lh4YGLiwuhoaGsWbOG/fv3c+zYMUqUKGHQ8b1+/ZrmzZsTFBSElZUVlStX5ptvvuHSpUssW7aMrVu3cuTIEZydnXW2o1GjRpw/fx4PDw9KlSpFSEgIM2bM4MqVK6xbt46aNWsSHR1N7dq1KVGiBMeOHWPSpEk8efKEpUuXau1zxIgRzJ49m2zZslGlShXc3d25d+8eu3btYs+ePaxcuZLu3bvrPJYJEybw66+/UrNmTby8vIiMjCQsLAxvb2+2b99Oq1atANTBsIMHD/LkyRMaNWqkMXylePHiBp27sWPHEhgYSNmyZalcuTKWlpbcvHmTvXv3snfvXubNm8fgwYN1bhsTE0PNmjW5d+8e7u7ulCtXjhMnTrB+/XqCg4O5cOECNjY2GtvMnTuXYcOGAVC1alWKFSvG9evXadmypXp5et2/f5/GjRtz5coVLCwscHNzI3fu3Dx8+JCQkBAuXbqk8R/66Oho6tWrR0REBNbW1nh6emJiYkJwcDBTpkxh48aNBAQEaCWh79OnD/fv36ds2bK4ublhbGxMZGQkW7ZsYceOHWzatIk2bdpobJOUlESrVq3Yu3cv2bNnx8PDg5w5c3LmzBlcXV3p0aNHho45I9J7rRs3boyZmRmHDh0ib968Gu8HQ3vHjB8/nsmTJ6NQKKhZsyYODg78/fffbNmyhe3bt7NixQq95+DQoUPMmTOHYsWK0aBBAx49ekRoaCgjRozg/v37zJs3L13HP3PmTEaPHk1SUhIlS5akRYsWvHv3jhs3bjBr1izKli2rESxt3769+sO/p6cnCQkJXL58GV9fX7Zs2cLhw4c1epkkJSXRtGlT/P39sba2xt3dHVtbW549e8b169eZOXMmnTp10viSJb337u+//8748eNxdHSkZMmSuLm58ejRI06cOMHx48c5fPgw27Zt08ojtXXrVr799lsSExMpV64c5cuX5/79+3z//ff89ddfes9ZVFQUjRs35tKlS+TKlQtXV1dy5MjBuXPnmDlzJlu3biUoKIjChQurt/nll1+YMGECxsbG1KxZkwIFChATE8O9e/dYvXo1ZcuWpUKFCum6dp/jzJkzNG7cmOjoaBwcHGjZsiUxMTEEBQURFhaGn58fu3fvJnv27Frbvnr1iho1avDixQvc3d15/fo1ISEhjB49mgcPHjBkyBBq1aqFiYkJNWvW5NmzZxw7doxBgwbx9u1bfvzxR439ZfTdo8/ly5dxc3MjNjaWUqVK4e3tjZGREQ8ePODYsWM8fPhQ42/NkydP6NKlCzY2NpQuXZoKFSoQFxdHREQECxcuZNOmTYSFhen9++Hn58eiRYtwcnKiUaNGREVFERoaSteuXYmIiGD27NkGX5etW7fStWtX3r9/j5OTE15eXsTExHDq1Cm6dOlCQECA3iByet4NGXkuDbFmzRomT56Mi4sLjRs35s6dO5w8eRIfHx+io6MZMmSIuuzbt2+pVasWly9f5ptvvqFevXpYWlry+PFj9d/4YcOGafQ4y8jfm/PnzwNQpUoVnW1WLb9+/TpxcXFYWlpqrI+IiGDy5Mk0atRI7/9RUgoMDOTjx4/q90JYWBj79u3j+fPn5MmTh/r161OnTh1DTqdBrl27xtu3bzWO5VNVqlQhJCREfS6EEEJkPQnSiX8lVY8TFxcXjeELhlq+fDnr16/Hzs6OI0eOUKlSJSA5eDdp0iQmTZrEt99+y7Vr1/jmm2+0tp87dy5HjhyhXr16QPKsX99++y1bt26lZcuWPHr0iPDwcCpWrAgk/4e0QYMGhIWFsWTJEn766SetfZ44cYLixYvz999/4+DgAMD79+/57rvv2L59O127dtXb6+xTffr0ISgoCG9vb1avXk2ePHnU6+bNm8fQoUPp0KEDf//9t9b5O3HiBFWrVuXWrVvkzp0bSO6t4uzszN69e/Hw8KBkyZJs2rQJCwsLIPl61KhRgxUrVjBmzBh1+wFWrlzJ7NmzKV68ONu3b9f4MHrs2DG8vb3p06cPtWrV0hmEXLBgASdOnKBatWrqZRMnTmTSpEmMHj1aHaRzcnJi7dq1eHh48OTJE0aPHp2h5P7Dhw/n999/J3/+/FrnpXHjxowcOZK2bdtSoEABrW137txJo0aNCAkJwdraGoCXL1/i6elJREQES5YsYcyYMeryFy9eZOTIkWTLlo3NmzfTtm1b9bo//viDLl26pLv9SUlJtG7dmitXrtCwYUM2bNigcQ+/f/+egIAAjW369etHREQE1apVY9++ferr/ubNG9q3b8+BAwfo3Lkzx48f19hu1qxZ1KlTRyvovHPnTtq1a0fv3r3x8vLC3NxcvW7RokXs3buX/PnzExgYqO7hmpiYyPDhw5k/f366jzmj0nutR48eTfXq1Tl06JD6fkuPgwcPMnnyZMzMzNi9ezcNGjRQr1u9ejXff/89ffr0oVq1apQtW1Zr++nTp7Ns2TJ69+6tXhYQEED9+vVZtGgRI0aMoGDBgga1Zffu3YwaNQozMzPWrVtH+/btNdZfuXJFK7D1xx9/4O3trfFBVqlUsnTpUvr370+vXr24dOmServQ0FD8/f1xdnYmODiYHDlyaOwvPDycQoUKqX/PyL3bqFEjWrZsSbly5TSWR0VF4eXlxY4dO9i2bRvt2rVTr3v8+DE9e/YkMTGROXPmMHToUPU6f39/vL29dZ4zpVJJ+/btuXTpEj179mTu3LnqY0pISGD06NHMnj2b7t27q9sZHx/P9OnTsbKyIjw8XKtH9927d3n37p3O+r6E+Ph42rVrR3R0NH369GHBggWYmJgAyT3U69Wrx6FDh5g0aRJTpkzR2n7Xrl00a9aM8PBw9fv/3LlzVKtWjSVLlhAQEEDLli1ZuHAhxsbG6m1atmzJ1KlTGThwoHo7yPi7R585c+YQGxvL5MmTtf7Ovnv3TqvHlY2NDbt27aJx48YaQcmPHz8yYcIEpk2bxuDBg9W9lT61YMECpk6dqvFeDw4OpkmTJsyZM4eGDRvSqFGjNNt96dIlunTpgkKhYPv27bRu3Vq97u7duzRr1gxfX188PDzo2rWr1vbpeTek97k01PTp09m9e7fG87N27Vq6d+/OxIkT6d27t/pvwbZt27h8+TJNmjRh165d6nsQkt8DISEhGvcJZOzvze3btwE0/k+Skuo4lUold+7c0XjvfvjwAR8fH8zMzFixYoVB50DVKzZfvnx06dJFqwfk5MmTqV+/Plu2bNH5ZW16qY7P1tZW6zqqqI5RVVYIIUTWk+Gu4l/p2bNnABrBp/SYNWsWAD///LM6QAfJQywnTJhAhQoVePXqFStXrtS5/aBBg9QBOgAjIyP1f9IvX77ML7/8og7QQXJukOHDhwPJHwJTa1fK/0yamZmxZMkSLCwsOHnyJGFhYWke299//82ff/6Jvb09Gzdu1DpHQ4YMwcvLi+vXr3PgwAGt7RUKBatXr1Z/WILkIROqgNHt27dZtWqVxn+gq1SpQpMmTUhKStKYVTUpKUk9rGfTpk1avUVq167N+PHj+fDhA8uXL9d5PL/88otGgA5gzJgx2NjYcO3aNZ1Ddz9HkyZNtII2ADVq1KB///58/PhR71BUS0tLfH191QE6gJw5czJ69GgArSGUCxcuJDExkXbt2mkE6AA6d+6coV6ie/bsITw8nPz587N9+3atILOZmRleXl7q3+/du8fWrVtRKBSsWLFC47pbWVmxcuVKzMzMCAsL07r/WrZsqfODRsuWLWnXrh0vXrwgMDBQY50qCDdx4kSNgIWRkREzZszQGfz8Uj7nWmeE6r3Tr18/jQAdQM+ePfH29ubjx496A5WtW7fW+BAO4OnpSaNGjUhMTNQ616mZMGECAFOmTNEK0AGUKVOG0qVLayzr0KGDVk8ThUJBv379qFGjBn/99Rd///23et2TJ08AcHd31/kBskqVKhr3W3rvXQBXV1etAB2Avb09M2bMAJJ7KKW0evVqXr9+TfXq1TUCdAD16tXTOscqhw4d4vjx41SqVIlly5ZpHJOxsTEzZsygXLlyBAYGcvnyZQBiY2N59+4dRYsW1ZlyoXDhwhnKE/XpcOtPf/T1+tm6dSt3797F3t6eefPmaQRHihYtqr5HFy5cqE5vkJKVlZXW+9/FxQUvLy+SkpJ48+YNc+fOVQfoAFq0aEH58uWJjY3VGNL9Oe8efVT33Kf3CYC5uTm1a9fWWJYjRw6aN2+u1WvQxMSEqVOnYm9vz8GDB3n9+rXO+pydnTUCdAB16tShX79+AAb3pJsyZQrx8fFMnjxZI0AHyffI6tWrgeSgoC7peTek97k01MCBA7UC3N26dcPJyYmYmBiNa69qQ4MGDTTuQUjOxVanTh2ta5KRvzeq6/bpe0sl5RDY2NhYjXWTJk3i4sWLzJw5U2+Q71Oq4e579uzhzz//ZOLEidy+fZvo6Gh27NhB/vz5OXr0KB07djRof2lJ6/jg/47x0+NLKT4+ntjYWI0fIYQQX470pBPiEw8ePFDnhvPx8dFar/qAM3ToUAIDAxk7dqxWGV0fAFL2Akttvb4cN/qG7ubJk4fGjRuzY8cOgoKC0kxavH//fpRKJU2aNNH7zaqHhwf79+9XDxtNycHBQeeHXlX7K1eurDM4quv4zp8/T1RUFMWKFaNy5cp62wLo/RDWrFkzrWWmpqYULVqU8+fP8/Dhwwx965+aFy9esG/fPi5fvszLly/VuXGuX78OoDf/VpUqVXQGfVTBjk/z0qkCmt99953O/fn4+KQ7SHTw4EEgOT+Nrhw8nzp27BhJSUm4uLjoHHJXoEABGjVqxK5duwgMDNS6/6Kioti3bx+RkZHExMSo8xKqhgxevXpV/Tw8ePCAW7duqdv3qezZs9O2bduv2psuo9c6vRISEtS9gT7Nt6fSs2dP9u7dqzfYputZgOT76+DBgwbnrnz8+DERERFky5aNnj17GrSNyo0bNzh48CA3btzg9evX6vxlqg/dV69epUyZMsD/9XRes2YNJUuWVOek1Ce9965KfHw8hw8f5syZMzx9+pT4+HiUSqX6A+yn11D13HXu3Fnn/nx8fHTeg6reVG3atNEIQqlky5aN2rVrc/nyZcLCwihXrhzffPMNRYoU4eLFiwwfPpyePXuqz8/n+HS49adu3Lihs/eZ6tg7duyIqamp1vrWrVuTM2dOXr58ydmzZ9X5rFTSev/XrVsXMzMznesvXbqk8ffhc989ulStWpX9+/fTt29fJk2aRJ06dXS251MXLlzA39+f27dvExcXp86vl5CQQFJSEjdu3NCZHkJXrzZIvodmz55NaGgoiYmJqfb4T0pKUn9h1qFDB51lqlSpgpWVFefPn+f9+/dax5Sed0N6n0tDpdaGyMhIjTa4uroCMGPGDHLnzo23t7dBw2vT8/fmc5w+fVqd67JXr14Gb6fK//fx40fGjBmj/jIEoFWrVtjb21OjRg0OHz5MSEgI7u7un93WzDBt2jQmTZqU1c0QQoj/DAnSiX8lVQ+Lp0+fpntb1X8Uc+fOrdHjKaVixYpplP2Urm9VU36o1LVeFTDT1TsB/m9SCl0cHR2B5CBHWlRBkNWrV6u/fddH1SMxJX3fGKuOT996XcenasvNmzf1HltqbUmtPtW103c+M2rlypUMHTqUuLg4vWX0fcuc3raqrqfq+n5K3/LUqJL9G9o7R3WPp1aXvudBNSTu0wTfKaU8V6rjtbOz0xuEMTT3VGb4nGudXi9evFBff33nOiPvHUj/s3Dv3j0A8ufPr5UjUZ/ExEQGDBjA8uXLU52kIuX5KlasGHPnzmXkyJEMGDCAAQMGULhwYWrUqIG3tzft2rXT6C2T3nsX4OTJk3To0EF9TGm1CTL+3KneZ+PHj2f8+PGptivl+2z9+vW0bduWOXPmqCc6qlatGg0aNKBLly4Zmu0zreHWa9eu1RmkS+t5VygUODo68vLlS533YWb+fficd48+I0eOJDQ0lKNHj9K4cWNMTEyoWLEitWvXpmPHjurgkEpcXBxdunRJM6m+vvdAWvfQu3fvePHiRaq9/l+8eKHevyFfOL148UKrx3F63g3pfS4NlZ42eHh48OOPPzJz5kx8fHxQKBSUKFECNzc3WrRoQbNmzbRmN03v3xtIvu+io6P1vuPfvHmjs53dunXDzMyMVatWpfl/l0/rU9HVI7datWq4uLhw9uxZjh49+tlBOlV9qf0NUx2jvv/vQvLohJQ5cGNjYzP9y08hhBD/R4J04l+pcuXK/P7775w7dy7Nb6m/hE//85je9RllyAyOqh4AlSpV0hhyq8unw0ghc49N1ZZ8+fKlmZdH3wfVL3UudTl79iy9e/fGyMiI3377jWbNmuHg4ICFhYV6SFbv3r31Xoev2dastmPHDiZOnIiVlRWLFi3C09MTe3t7zM3NUSgUjB07lmnTpuk8V6l96EnPB6KUUpvFU5fPvdZZISvvr/nz57Ns2TLy5cvHnDlzqFmzJnnz5lX36OnUqRN//vmn1vkaOHAg7du3Z/fu3YSGhhIaGsqmTZvYtGkTEyZMICQkJMO9eN6+fUvLli158uQJ3bt3p2/fvhQvXhxra2uMjIy4du0apUqVyrRrqLrHatWqpQ4e6ZMyt5W7uzt37txh3759BAcHExYWxqFDhzhw4AATJkzAz89PI33CP1lW/e0zlIWFBUeOHOHMmTMcPHhQPVQ2PDycOXPm0K9fPxYvXqwuP2bMGPz8/HBycmL69Om4urpiZ2enDlLVrFmTEydOfNY9lNa2Kd9dunr3f0pXD8j0nvcv8Vymtw3Tp0+nT58+7Nmzh9DQUI4fP46vry++vr64uroSGBioHsaZ0b83RYoUITo6Wm8QX5UuQ6FQqCd7iYyM5O+//8bOzk7nsPHHjx8DyefQxsaGxo0bq1NaFC1aFEge/q4vyFW0aFHOnj3Lo0eP0nW+dFF9qfXq1Stev36tc/SE6hhT+wLM1NRU530lhBDiy5AgnfhX8vb2ZtiwYbx69Yrdu3erJw8whOobaNW317q+XVT1mPia+bHu3LmT5jpDksKr/mPo5ubGokWLMqNpGaZqS+7cudOdZD8rbN26FaVSycCBAxk1apTWetUQyMxSoEABbt68qZWwWiW1e0IfVW+GyMhIg9sA/3fP66LrediyZQuQnEtJ13AgXedKtf2zZ890zqQH+o9Z9aFZX24oVS8sQ33ta507d25MTU2Jj4/n1q1bOof3fa33juoeefToETExMQb1plNd7+XLl+sclp/a+cqbNy8//PADP/zwA5B8b/bo0YMTJ04wevRo1q1bp9EuQ+/dY8eO8eTJE1xcXHTOeqmvTQUKFCAyMlLvvaZvuep91qJFC0aMGGFQG1XMzc1p27atOvfks2fPGDdunHo23/TevxllyPOuSjD/pe/DjL57DOHq6qruNZeQkMDOnTvp2rUrS5YsoW3bttStWxf4v/t68+bNOp/JtN4D+pLxq+4hMzOzNPO72dnZYW5uzrt375g1a1aGelZmhKHP5ZdUpEgRBg4cyMCBA4HkmYe/++47zpw5w4wZM9RDMDPy9waSh/aeO3dOIx9eSqrlJUqU0Ord/fz5c4KDg/W2PSIiQn0MKqq0HgkJCcTGxmrMTptyv0C6hvTrU6pUKSwsLHj79i3h4eHq+zqllBOtCSGE+Gf473TrEP8pxYoV49tvvwWSZ2iMjo5OtfzTp0/VeYkKFiyo7gWhK3CkVCrVy3X9h+dLefXqFXv27NFa/uzZM3WuJkNmK23SpAmQPHtjZg8FTS9Vr4QrV66oc8Z8aapgjipXTXqo7iPVN+opvX//nu3bt39e4z5Rp04dIHnWTF3Wr1+f7n2q8lT9+eefqQ6BUalduzbZsmUjIiKCCxcuaK1/9OiR+v5L+Tykdq6ePn3KkSNHtJYXKlRI/YHmzz//1Fr/4cMHvedY9SE95cQEKembfVGfjF7rjN5fxsbG1KpVC9D93gHUgaYv/d7Jly8fFStWJCkpSWdwS5fUztdff/2l/sBqCCcnJ3788UcAje3Se++q2qRvmN2nMyuqZPS5U71bVQHez/HNN9+oJ7a4d+8eL1++/Kz9GUr1N2Tz5s06/z74+fnx8uVLcuTIoTePaGbJ6LsnvYyNjWnbtq26N3fKey61+/rQoUPqgIo++u4x1T1Uq1YtnfkLUzIyMlJPJKMKRmUFfc/l1+Tq6qqedMPQ66Tv7w2g/gJ39+7dOt8pGzduBNCYrKNSpUoolUq9P6o2hISEaPx/EZJzIqreR7raFB0dzdmzZ9VlP1f27Nlp2rSpxrGkdPfuXXW+3/R8mS2EEOLLkiCd+NdauHAhxYsX5/bt29SqVYvQ0FCtMh8+fGDNmjU4OztrfLhX9YL49ddfNT4cKJVKJk+eTEREBLa2tupvmL+W4cOHa+Sdi4+Pp3///sTFxVG1alWtJN66ODs706ZNG+7fv0/r1q119gqJi4vjjz/+UCd7/1JMTEyYMGECSqWSVq1a6bxGiYmJBAQEcPLkyUypU9XbMCNBQdUED+vWrdPosfX+/Xv69eunt9dERg0cOBAjIyO2bNmilRNp06ZN7Ny5M937bN68Oc7OzkRFRalnvEvp/fv3GrP6Ojg40K5dO5RKJb1799YoHxcXR69evXj//j01a9bUSNyuOlcrVqzgw4cP6uUxMTH4+PgQExOjs32DBg0CkmcXvXbtmnp5UlISY8aM0Ttbr6enJ9myZePQoUMavRuUSiULFixIdwA1o9dadX9dv3491dxIuqhmeF66dKnWLM9r165l9+7dmJiYMHjw4HTtNyNUCc1/+uknnefuypUrGu9M1flavHixxvC8R48e0bVrV51By4CAAPbv3691npRKJXv37gU0P3Sn995Vtcnf358rV65olF2xYgWbN2/Weew9e/bEysqKEydOaM2WGRQUxLJly3Ru16JFC1xdXTl9+jTdu3fXmUfz5cuXLFu2TH0+7t69y6pVq3TmNFN9KZMzZ85U80Vlpnbt2uHg4EBUVBTDhg3TuG63b99W36MDBw40aMKFz5HRd09qlixZonOyl8ePH6t7FKW851T30MKFCzXKX716lT59+qRZ39mzZ9XBVpXQ0FD1kNpPZw/WZ8KECWTPnp2RI0eybt06ncP3L1++zI4dOwzaX2rS+1x+CX5+fuqJQ1L6+PGjOjCr6zql9+9NkyZNcHZ25tWrV/Tr10890Y1qX/7+/lhZWWXaO1ehUKjfraNGjdK4F9++fUvv3r2JjY3FwcGBli1bZkqdo0ePRqFQ4Ovrqz53qvp69uxJYmIibdq0ydAs0kIIIb4MGe4q/rVy5szJ8ePH6dChA0FBQbi7u+Po6EiFChWwsLDgyZMnnD59mjdv3mBtbY29vb162969exMWFsbvv/9OlSpVqFOnDnny5OHcuXNcvXoVc3NzNm7cqJ6g4muoUaMGSUlJlCpVCk9PTywsLAgNDSUqKoo8efKkq1eVr68vr1694sCBA5QqVYqKFSvi6OiIUqnkzp07XLhwgQ8fPvD333+TN2/eL3hUMGDAAO7du8fMmTNxd3enbNmyFC9eHHNzc/Usk69evWLp0qVUr179s+tr06YNvr6+jBo1iqNHj5InTx4UCgU9evRI84Ne9+7dmT9/PufPn8fR0RF3d3eMjIwICQnh3bt3DB48OFNnHq1UqRLTpk1j1KhRtG7dmmrVqlGsWDGuX7/OmTNnGDp0KHPnzk3XPrNly4afnx+NGjXiwIEDODg4UKtWLXLnzs3Dhw+5cOECtra2GsHbxYsXExkZyalTpyhWrBh169bF2NiY4OBgnj17hqOjo1avoyFDhrB+/Xr2799P0aJFqV69Oh8/fiQ4OBgLCwt69Oihs5fWoEGDOHLkCAcOHKBChQrUrVsXW1tbzpw5Q1RUFP369WPJkiVaicsLFSrEwIEDmT9/PvXq1cPd3Z1cuXJx4cIF7t27x+jRo5k+fbrB5ymj19rBwYEqVaoQHh5O+fLlqVKlCmZmZtjZ2aVZf5MmTRg3bhyTJ0+mQYMGuLm54eDgQGRkJOfOncPIyIhly5bpHPqc2Vq1asWUKVMYN24cbdu2xcnJiYoVK/Lu3Ttu3LjBlStX8PX1VX84Hjt2LAcPHmTlypUEBgbi4uJCbGwswcHBFC1alFatWmkFmi9evMjQoUOxtrbGxcUFe3t73r17x7lz57h79y42Njb88ssv6vLpvXednZ1p0aIFu3btwtnZGQ8PD3LlykVERARXr15l7NixTJkyRevY7e3tWblyJd999x2DBw9m1apVlCtXjocPHxISEsKQIUN0PnfZsmVj586dNG3alHXr1rFt2zYqVqyIg4MDHz584NatW1y6dInExES6deuGsbExL1++5IcffqBfv35UqlRJPaHA9evXOX/+PAqFgpkzZ361vKqmpqZs27aNxo0bs3TpUvbv30/16tV5/fo1AQEBvH//nkaNGmnMSvklZeTdk5oVK1bQv39/HB0dKVeuHNbW1jx79kz9XHt6emoM154wYQJt27Zl/PjxbNmyhbJly/L06VP1zJv29vZ6Zx6H5PfZmDFjWL9+PRUqVCAqKoqQkBCSkpIYPHiwwTONuri4sGHDBrp160a3bt0YN24cZcqU4ZtvviE6OppLly7x4MEDOnTooNHrKyPS+1x+CcHBwcyfPx87OzucnZ3JkycPr1+/5uTJkzx9+pQCBQpopCHI6N8bhULBn3/+ibu7O+vXryc0NBRXV1du377N6dOnMTY2Zv369eTLly/Tjk01ZHjVqlVUqlSJ6tWrY2Njw6lTp3j8+DG5cuVi27ZtWkHwc+fOqXsRQvKEW5CcYkAVPIXkAGfKfIEuLi7Mnj2bYcOG4eXlpf7/bEhICI8ePaJUqVJ6v3gQQgiRNaQnnfhXy5MnD4GBgRw4cICuXbtiZGSEv78/27Zt48qVK9SoUYN58+Zx+/ZtjaEFCoWC9evXs3HjRmrVqsXZs2fZtm0bb9++pVu3bpw/f149tOlryZ49O/7+/vTv35+//vqLnTt3qj/shYeHU6pUKYP3lSNHDg4fPszGjRupX78+9+7dw8/Pj4CAAN69e0fnzp3x8/NLM/l5ZpkxYwbHjx+nc+fOvHnzhoMHD7Jv3z6ioqLw8PBg1apVdOjQIVPqatq0KStXrqRcuXIEBASwZs0aVq9erdFrSx9bW1vCw8Pp168ftra2HDhwgBMnTtCwYUPOnTtHpUqVMqWNKY0cOZJdu3ZRq1YtLl++rO5NtW3bNnWvs/QqXLgw4eHh/Pbbb5QtW5YTJ06wY8cO7t69S506dfjtt980yufOnZuwsDCmTZuGo6Mjhw8fZu/evdjZ2TF27FjOnj2rlXTa0dGR8+fP07lzZ4yMjNi7dy8XLlzg22+/5fz583qTZhsZGbFr1y5mzJhBsWLFCAwM5OjRo1SoUIHTp0+rPyzpyss0d+5cZs+eTcmSJQkLCyMoKIgyZcpw8uTJNCcm+dTnXOvt27fTqVMnYmNj2bx5M6tXr2bTpk0G1fvrr79y4MABmjRpwt9//82WLVvUPcfCwsLo0aNHuo7jc4wdO5awsDC+/fZbXr9+zY4dOwgNDcXExIRRo0bh6empLlutWjXCw8Np3rw5cXFx7N69m5s3bzJw4EBOnDihsydYs2bNmDhxIq6urty6dYsdO3YQFBSEjY0No0eP5vLly1rnOb337tatW5k5cyalSpUiNDSUw4cP4+DgwKFDh/j+++/1HnvHjh0JCgqiUaNG3L17l127dvH69WuWLVvGnDlz9G5nb2/PyZMnWbZsGVWrVuXq1ats27ZN3Uu4T58+HDp0SP0BvFixYsybNw9vb29evXrF/v372bdvH3FxcXTt2pUzZ87Qs2fPNK9VZnJ1dSUiIoL+/ftjZGSEn58fISEhODs7s3TpUvbu3Zuh2T0zIiPvntRMmTKFvn37Ymtry8mTJ9m6dStXrlyhWrVqrFu3joMHD2oMP23dujXBwcHUq1ePR48esXv3bp4+fcrEiRM5cOAAJiYmqdbXqlUrjhw5Qr58+di/fz+nT5/GxcWFtWvXMm/evHSdi3bt2vHXX38xdOhQbG1tOX78ONu3b+fKlSsUL16c6dOn6ww6p1dGnsvM1q1bN0aPHo2TkxNXrlxh69atnDhxgkKFCjF16lQuXLigkYM3o39vIDlv28WLF+nfvz+JiYn4+flx+/ZtWrduzalTp77IMNCVK1fy559/Uq1aNc6fP8+BAwewtLRkwIABXLhwQWuWYUieUfXUqVPqH9VQ6wcPHmgsj4+P19p26NChHDlyhEaNGnHx4kV27dqFlZUVY8aM4cyZM18tz6EQQgjDKJT/pKnphBBagoKCqFu3LnXq1CEoKCirmyNElvL09CQwMJDt27d/do8RIYT4Ejw8PAgODiYwMNCgXLFC/C+JjY3FxsaGF0tnYW1untXNEUIINWOffmkX+h8gPemEEEL8o0RERGjkFYLk/JETJ04kMDCQPHnyGDxMTAghhBBCCCH+V0hOOiGEEP8oQ4YMISIigooVK5I/f35evnzJpUuXePToEWZmZqxbt+6LJ60XQgghhBBCiK9NgnRCCCH+UX744Qf++OMPLl68yOnTp1Eqldjb29OjRw+GDx9OmTJlsrqJQgghxH+acacfMP5KM08LIcR/ieSkE0IIIYQQQgiRJlVOupiYGJ2TAgkhhPg8kpNOCCGEEEIIIYQQQogsJkE6IYQQQgghhBBCCCGymATphBBCCCGEEEIIIYTIYhKkE0IIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIYQQIotJkE4IIYQQQgghhBBCiCwmQTohhBBCCCGEEEIIIbKYBOmEEEIIIYQQQgghhMhiEqQTQgghhBBCCCGEECKLSZBOCCGEEEIIIYQQQogsJkE6IYQQQgghhBBCCCGymATphBBCCCGEEEIIIYTIYhKkE0IIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIYQQIotJkE4IIYQQQgghhBBCiCxmnNUNEEIIIYQQQgjxvyNh40oSzM2zuhlCiH85Y59+Wd2Er0560gkhhBBCCCGEEEIIkcUkSCeEEEIIIYQQQgghRBaTIJ0QQgghhBBCCCGEEFlMgnRCCCGEEEIIIYQQQmQxCdIJIYQQOhQpUgSFQpHqz7x587K6mQZZu3YtCoWCbt26ZXVT9Lbln9RGXVT3w507d7K6KXp5eHigUCiYOHFiquW6dev2jz7X/1Wq6xcUFJTVTckUd+7cQaFQUKRIkaxuSqrOnj1Lu3btyJs3L2ZmZjg6OjJw4ECePn1q8D4ePnxIzpw5USgUGBvrn5cvrb8pHTt21LnduXPnmDVrFt9++y0lS5YkW7ZsKBQKNmzYYFD7tm7dioeHBzlz5sTS0pKKFSsyY8YMPn78aPAxCiGE+DpkdlchhBAiFW5ubhQvXlznujJlynzl1gghhMgs27Zt49tvvyUhIQFXV1ccHR0JDw9n0aJFbN26ldDQUL3v/5R++OEHYmJiDK7Xx8dH5/Jq1arpXP7LL7+wa9cug/ef0pAhQ5g/fz7GxsZ4enpiZWVFQEAAP/74I3v27OHw4cOYyyytQgjxjyFBOiGEECIV33//vfQ4Evj7+/Px40cKFCiQ1U0R/1Lr16/n7du3ODg4ZHVT/hOioqLw8fEhISGB5cuX06tXLwASExPp1q0bGzZsoFOnTpw6dQqFQqF3P6tWreLAgQMMGDCARYsWGVT32rVr09XW6tWrU7ZsWVxcXHB2dqZHjx4EBwenud3OnTuZP38+VlZWBAcH4+LiAsDz58/x9PQkNDSU8ePHM2vWrHS1RwghxJcjw12FEEIIIdJQrFgxnJycMDExyeqmiH8pBwcHnJycsLCwyOqm/CfMmzePt2/fUr9+fXWADsDIyIilS5diY2PDmTNnOHz4sN593L17l2HDhlG9enWGDh36xdo6evRopkyZQps2bShatKjB202dOlW9vSpAB2BnZ8eSJUsAWLRoUbp6AQohhPiyJEgnhBBCZJIHDx4wcOBASpQogZmZGTY2Nri5ubF8+XISExP1bnft2jX69etHqVKlsLCwwNramjJlytCvXz8uX76sUfbo0aMMHDiQSpUqYWdnh6mpKQULFqRDhw6cOXMmU48no3UlJCQwb948ypcvj5mZGd988w1t2rTh0qVLBtUbFxfHmDFjKF68OKampuTLlw8fHx8ePnyod5uoqCiGDRtG6dKlsbCwIEeOHLi6urJo0SISEhK0ysfHxzNz5kwqV65Mjhw5yJ49O/ny5cPV1ZVRo0YRHR2tUT61nHRv375l+vTpuLi4kCNHDiwsLChbtizjxo3j5cuXWuVT5upSKpWsWLGCypUrY2lpiY2NDQ0bNuTEiRMGnasv4fTp07Rv3x57e3uyZ89Onjx5aNasGUeOHNFZXpXjbu3atVy9epUOHTqQJ08eLC0tcXV11Rimd+rUKZo3b84333yDubk5NWrUwN/fX29bMvpM6XP06FGaNWtG3rx5MTExIWfOnJQoUYLvvvuOY8eOaZR99uwZCxYswMvLC0dHR8zNzbG2tqZKlSr89ttvvH//XmcdqvxiACtXrlRfW1tbW7y8vDh58qTO7dLKSefv70/r1q3Jnz+/+rq0atVK772Ssh3bt2+nVq1aWFtbY2lpiZubG/v379e53aNHjxg8eDAlS5bEzMwMCwsLChUqRL169TLc4yq99/n169fp0aMHjo6OmJqaYmVlReHChWnatCm+vr4aZT9+/MiGDRvo3LkzTk5OWFtbY25uTqlSpRg0aBBRUVE66/Dz8wOgU6dOWuusrKxo3rw5ADt27NB7TD169ODDhw+sWbOGbNn+WR+rHj58qH5P6zrGWrVqUahQIeLj4/XeC0IIIb6+f9ZfEyGEEOJ/1JkzZ6hYsSKLFi3iw4cPtGzZkpo1a3Lu3Dn69OlD06ZN+fDhg9Z2GzdupEKFCixdupT379/j5eVF/fr1yZ49O8uWLWPbtm0a5fv06cOKFSvIli0bbm5ueHt7Y2Njw5YtW6hZsybbt2/PtGPKSF1JSUm0a9eOoUOHcu3aNerUqUO9evU4d+4cVatWTTOQGBMTQ82aNVm2bBllypShSZMmKJVK1q9fj5ubm84eH8eOHaNcuXLMnTuX9+/f06BBA9zc3Lh58yYDBw6kadOmGgnSk5KSaNq0KaNGjeLGjRu4u7vTtm1bypcvz7Nnz5g5cyb37t0z6BxFR0fj5ubGmDFjuHnzJp6ennh5efH06VOmTJlC5cqVU51sonv37gwYMABbW1u8vb3Jly8fR44coW7dupw6dcqgNmSmlStXUqNGDbZu3Uq+fPlo27YtJUqUYO/evTRs2JBJkybp3fbcuXNUrlyZCxcuUK9ePSpWrEh4eDitWrVi27Zt7Ny5E3d3dx48eEC9evUoVaoUJ0+epHHjxoSGhmrtL6PPlD7r1q2jYcOG7Nu3D0dHR9q0aUPt2rWxtrZm06ZNWsGYQ4cOMXjwYC5evEjhwoVp2bIlVatW5erVq4wePRpPT0/i4+P11jds2DB69+6NhYUFLVq0oFChQhw4cAB3d3d1gMhQI0aMoH79+uzatQsHBwdatmxJ0aJF2bVrF+7u7lqBq5QmTJhAu3btAPDy8qJEiRKEhYXh7e2t1Y7Hjx9TpUoVFixYQHx8PI0bN6Z58+Y4OjoSERHB5MmT09VulfTc55cvX6ZKlSr4+vpiamqKt7c3Xl5eFChQgGPHjjF//nyN8k+ePKFLly7s27ePnDlz0rhxYzw9PXnz5g0LFy6kUqVK3LhxQ2Ob169fq5dVqVJFZ5tVy8+fP69z/ZIlSwgICGDChAmULl06Xedjzpw59OvXj/79+/Pbb79x7ty5dG1vCFW7c+XKhaOjo84yaR2jEEKIr09y0gkhhBCfKT4+nnbt2hEdHU2fPn1YsGCBeljkrVu3qFevHocOHWLSpElMmTJFvd3Zs2fp1q0bCQkJLFiwgP79+2v0xrh79y7Pnz/XqGvWrFnUqVOHnDlzaizfuXMn7dq1o3fv3nh5eWVKIvCM1LV06VJ27txJ3rx5CQwMVH94TUhIYNCgQeohVvrs3LmTRo0aERISgrW1NQAvX77E09OTiIgIlixZwpgxY9TlHz9+TOvWrXn16hVLliyhd+/e6nP44sUL2rdvz+HDh5k2bRo///wzAKGhofj7++Ps7ExwcDA5cuTQaEN4eDiFChUy6Bz169ePiIgIqlWrxr59+8idOzcAb968oX379hw4cIDOnTtz/PhxrW3v3r1LUFAQly9fpmTJkkByPqxevXqxZs0afv75Zw4dOmRQOzLDpUuX6Nevnzoo2qVLF/W6AwcO0LJlSyZOnEjNmjVp0KCB1vYLFy5k8uTJjB07Vt2Da+HChQwaNIihQ4cSFxfH6tWrNfY7dOhQ5s2bx6RJkzR66mX0mUrNpEmTUCqVhISEUKtWLY11T58+1eqpWblyZU6cOEH16tU1lr98+ZKOHTty+PBhFixYwMiRI3XWt2zZMo4ePYqnp6d62cyZMxk1ahTdu3fHzc2NPHnypNnulStXMnv2bIoXL8727dupUKGCet2xY8fw9vamT58+1KpVixIlSmhtv2DBAk6cOKExKcHEiROZNGkSo0ePplWrVurlK1asICoqil69erFs2TKNXGwfP37U6m1oiPTe53PmzCE2NpbJkyfz008/aezr3bt3WoF+Gxsbdu3aRePGjcmePbtGeydMmMC0adMYPHgw+/btU69LGTjXlwNQ9Q64ffu21rqbN2/y448/UrlyZb3XPzXDhw/X+H306NE0btyYtWvXkjdv3nTvTxdVu1PLcZjaMarEx8drBKNjY2MzpX1CCCF0k550QgghRCq6d++uHjaW8sfDw0NdZuvWrdy9exd7e3vmzZunkbesaNGi6iFiCxcu1BgiN3nyZD5+/MiAAQMYOHCg1nCpwoULU7lyZY1lLVu21AqaqZa3a9eOFy9eEBgYmBmHnqG65s2bByQHAVL2LjE2NmbOnDnky5cv1TotLS3x9fVVB+gAcubMyejRo4Hk4Yqf1vfixQv69+9P3759Nc5h7ty5Wb9+PSYmJixatAilUgkk97wBcHd31wrQQXLvElWwLTX37t1j69atKBQKVqxYobGNlZUVK1euxMzMjLCwMMLCwnTuY+HCherABSTnw1IFnYKDgzV6ABpq0qRJOu9Z1c+6det0bjd//nwSEhJo1aqVRiANoEmTJuq8XTNnztS5fdWqVTUCdAB9+/YlV65cPHjwgPr162vtd9y4cUBysCnlsWb0mUrNkydPsLGx0QrQAeTJkwdnZ2eNZaVLl9YK0EHy/bhw4UJ1O/Xp3bu3RoAOYOTIkVSpUoWYmBhWrVqVZpuTkpKYOHEiAJs2bdII0AHUrl2b8ePH8+HDB5YvX65zH7/88ovWrKFjxozBxsaGa9eucf/+ffVy1bPRuHFjrckSTExMqFevXppt1iU997mqDV5eXlr7MTc3p3bt2hrLcuTIQfPmzTUCdKr2Tp06FXt7ew4ePMjr16/V61L+29LSUmebraysAO2gVFJSEt26dePDhw/4+vpibGx4n4dOnTqxc+dO7ty5w7t377h27RqLFi0id+7cHDx4kAYNGhh8P6dFdYz6jg/0H2NK06ZNw8bGRv1j6BcYQgghMkZ60gkhhBCpcHNzo3jx4lrLnZyc1P9W5ZDq2LEjpqamWmVbt25Nzpw5efnyJWfPnsXNzY3ExER1z6GUScsNERUVxb59+4iMjCQmJkadc+2vv/4C4OrVqzo/4GZEeup6+PChegjZd999p7UvMzMz2rdvz4IFC/TWV6VKFfLnz6+1XBXw+7S3k6p3TIcOHXTur0CBApQoUYIrV65w/fp1SpYsiYuLC0ZGRqxZs4aSJUuq83yl17Fjx0hKSsLFxUUreKKqu1GjRuzatYvAwEBq1qypsd7Y2JjGjRtrbZcvXz71/fLixYs0A5ufqlixIpUqVdK7PjQ0lJs3b2otV93H+mYz7tmzJ4sWLSIkJITExESMjIw01jdp0kQrsGNsbIyjoyPR0dE678ncuXOTK1cuoqOjNY41I89UWqpWrUpQUBBdu3Zl8ODBODs7p5lHLDExkaCgIMLCwnj06BHv3r1DqVSqA75Xr17Vu62Pj4/O5V27diU8PJygoCDGjh2bav3nz58nKiqKYsWKaQXsVVRfGOgLBDdr1kxrmampKUWLFuX8+fM8fPhQHXipWrUqS5YsYfTo0SiVSho2bKgO5GRUeu/zqlWrsn//fvr27cukSZOoU6cOZmZmadZz4cIF/P39uX37NnFxcSQlJQHJvXiTkpK4ceOGViA2I+bNm0doaCiTJk2ifPny6dr2jz/+0Pi9RIkSlChRAi8vL5ydnbl06RLLli1jyJAhn93OzDJmzBiGDRum/j02NlYCdUII8QVJkE4IIYRIxffff683aKGiChzpy/ujUChwdHTk5cuX6rIvXrwgLi4OgFKlShncHtXwvtR6WGXWcKT01vXgwQMgeeZAfR/s9Z0jFX1Ds1Q96z7tZXLr1i0guVdcWp49e0bJkiUpVqwYc+fOZeTIkQwYMIABAwZQuHBhatSogbe3N+3atdPqlaNLWtcdkmeFTVk2pfz58+udLdba2pqXL19mqFeNaliqPt26ddMZpEvreFTH8v79e168eKE1VFPftVPdC/rW58iRg+joaI1jzcgzlZYlS5bg7e3N77//zu+//66eXMTT05MuXbpote/69eu0atVKHZDWJbVnTV/bVctVz0tqVPf3zZs3tQKgn3r27JnO5el5prp06cKRI0f4448/aNOmDUZGRpQpU4ZatWrRtm1brZ6BhkjvfT5y5EhCQ0M5evQojRs3xsTEhIoVK1K7dm06duyIq6urxj7i4uLo0qVLmnn+Ul6rlD1o4+LisLGx0Sr/5s0bdRtVrl69yk8//UTFihU1ht1/LkdHR7p37868efPYs2dPpgTpVMeo+juji65j/JSpqanOQLkQQogvQ4J0QgghxP+IHTt2MHHiRKysrFi0aBGenp7Y29tjbm6OQqFg7NixTJs2Td3L53+lrpTSO0OiqrdM27ZtUx3WBWgMRx04cCDt27dn9+7dhIaGEhoayqZNm9i0aRMTJkwgJCQkQ73r0uOfNhvk50rreLL6eEuXLs3Vq1c5fPgwAQEBhIWFERISQkBAAL/88gurV6/W6AHatm1b/vrrL7y9vRk1ahRlypTB2toaExMTPnz48NmBC0OeHdX9nS9fPho1apRqWTs7O53L03Pes2XLxoYNGxg7diz79u3j+PHjHD9+nKVLl7J06VKaNWuGn5+fVi/KtPaZHhYWFhw5coQzZ85w8OBB9XDx8PBw9YQLixcvVpcfM2YMfn5+ODk5MX36dFxdXbGzs1MH2mvWrMmJEyc0znfhwoXV/753757OHnGqYcBFihRRLztw4ADv378nLi5OKy+jKtCYmJio7t2oyjVnCFVvYUOCt4ZQtTvlcOZP6TpGIYQQWUuCdEIIIcRnKlCgAPB/vV50USXmVpXNnTs3FhYWvH37lqtXr1KuXLk069myZQsAU6ZM0TlE9vr16+lue2bWpTq258+f8+bNG5296VKb6TQjChUqxPXr1/nxxx/1ztKoT968efnhhx/44YcfAIiMjKRHjx6cOHGC0aNH683dpmLIdVetU5X9JytQoAA3b97k1q1bOu9H1bGYmZmRK1euL96WlHXq8ukzZQhjY2O8vLzUQ29jY2OZM2cOkyZNonfv3rRq1QpLS0siIyO5ePEiefLkwc/PTyvvmCHP2u3bt3UOO1Y9AwULFkxzH6phhblz52bt2rVpls8sZcqUoUyZMowcORKlUklAQACdOnViz549rF+/nu7du3/xNri6uqp7zSUkJLBz5066du3KkiVLaNu2LXXr1gX+7121efNmncPOdV0ra2trihcvzo0bNwgPD9cZpAsPDwfAxcVFa92NGze0ZoxNKTg4GNA/dFyXFy9eAOjMk5kRqqG9L1684Pbt2zp7dqZ2jEIIIbLGv+srXCGEECILqHpNbN68WefwRD8/P16+fEmOHDnUeaWMjIzUPTFWrlxpUD3R0dGAZi8QladPn2rMjvm5MlJXwYIFKVq0KAAbN27UWh8fH59qov2MaNKkCfB/H9Q/h5OTEz/++CMAERERaZavXbs22bJlIyIiggsXLmitf/ToEQcPHgRQBxT+yVT3sb5g0Jo1a4DkocXpSZb/OW1JzzOVEdbW1kycOBFbW1vevn3LtWvXgP+7/+3t7XUe64YNG9Lc9++//57q8pSTz+ij6hV25cqVVIfdfkkKhYJ69erRqVMnwLBnI7MZGxvTtm1bdW/ClG1I7V116NAhrRmyVVSz2up6V71584Y9e/YAyfkPVYYMGaLOSfjpjypobGRkpF5maJAuKSlJ/Q6rWrWqQdukpWDBguogp65jDA0N5f79+5iammZaDlMhhBCfT4J0QgghxGdq164dDg4OREVFMWzYMPXkCpDcm2b48OFA8hDLlAnQf/rpJ4yNjVm0aBFLlizRGv529+5dzp49q/5dNRxqxYoVfPjwQb08JiYGHx8fYmJiMu2YMlqXKpfSxIkTiYyMVC9PTExkxIgRREVFZVobITl/la2tLXPmzGH27NkabVW5ffu2RlAlICCA/fv3a+XaUyqV7N27F9D9gf9TDg4OtGvXDqVSSe/evdU9YSA5D1SvXr14//49NWvW1Jo04p9o8ODBGBsbs3PnTq0g1OHDh9Wzh44YMeKLtyWjz5Q+b9++Zc6cOTrztoWEhPDq1SuMjIzUvdtKliyJkZERly5dUk9iobJnzx7mzp2bZp1Lly7V2nbu3LmcPn2aHDly0LNnzzT3YWJiwoQJE1AqlbRq1YrQ0FCtMomJiQQEBHDy5Mk095eW9evXa7xzVF6/fq0+FkOejc+xZMkSnRNyPH78WN3zK2UbVO8q1Yy7KlevXqVPnz566xkyZAgWFhYcPXpU44uSxMRE+vXrx6tXr3B1daVhw4afdTwqf/zxh87jevr0KZ07dyYiIgITExMGDhyYKfUB6olJpk+fzrlz59TLX7x4Qb9+/QAYMGCAzpx8QgghsoYMdxVCCCE+k6mpKdu2baNx48YsXbqU/fv3U716dV6/fk1AQADv37+nUaNGTJgwQWM7V1dXVq9ezffff0///v2ZMWMGrq6uJCUlcevWLS5cuMDPP/+s7ik0ZMgQ1q9fz/79+ylatCjVq1fn48ePBAcHY2FhQY8ePdS9nT5XRuvq378/R44cYc+ePVSsWJG6deuSM2dOTp06xaNHj+jbty9Lly7NlDZCcm+RXbt20aZNG0aMGMGMGTMoV64c+fPnJyYmhr///pubN29SrVo1db6xixcvMnToUKytrXFxccHe3p53795x7tw57t69i42NDb/88otB9S9evJjIyEhOnTpFsWLFqFu3LsbGxgQHB/Ps2TMcHR21ZnT8pypfvjyLFy+mb9++dOnShblz5+Lk5MTdu3cJCwtDqVQyceLETAtapCajz5Q+Hz58YPjw4YwcOZLy5ctTokQJTExMuHPnjjq49dNPP/HNN98AyfndBgwYwPz586lXrx7u7u7Y29tz9epVzp07x7hx45g8eXKqdfbu3RtPT0/c3d0pUKAAly9f5tKlS+qZhQ2dtXfAgAHcu3ePmTNn4u7uTtmyZSlevDjm5uY8fvyYiIgIXr16xdKlS6levbpB+9Rnx44d+Pj4YG9vT6VKldSzrx4/fpyYmBjKlSunHh7+paxYsYL+/fvj6OhIuXLlsLa25tmzZ4SEhPDu3Ts8PT1p3ry5uvyECRNo27Yt48ePZ8uWLZQtW5anT58SEhKivm66Zr61t7dn7dq1fPvtt/Tq1YvVq1dTpEgRzpw5w61bt8ibNy8bN25Mc8IOQ23dupXvvvuOEiVKUKZMGSwtLbl37x4RERG8efMGCwsL1q5dqw46prRv3z5+/fVX9e9XrlwBkr8MWbRokXr5p4Hali1bMmjQIBYsWED16tWpV68elpaW+Pv78+rVK9zc3DT2K4QQIutJTzohhBAiE7i6uhIREUH//v0xMjLCz8+PkJAQnJ2dWbp0KXv37tU5Y2jXrl2JiIigZ8+eZMuWjT179uDv78+HDx/o378/7du3V5d1dHTk/PnzdO7cGSMjI/bu3cuFCxf49ttvOX/+vDp/VWbIaF3ZsmVjx44dzJ49m+LFixMUFMSRI0eoUKECJ0+ezLShXCnVrl2bv/76i/Hjx1OwYEHOnDnD1q1biYiIIG/evEyYMEGjp0yzZs2YOHEirq6u3Lp1ix07dhAUFISNjQ2jR4/m8uXLOnOJ6ZI7d27CwsKYNm0ajo6OHD58mL1792JnZ8fYsWM5e/bs/1RS9l69ehEWFkbbtm2Jiopiy5YtREZG4uXlxeHDhw0OimWGjD5TulhZWbFs2TI6dOhAfHw8R44cYefOnTx9+pTWrVvj7+/PpEmTNLaZO3cuq1evxtnZmbNnz7J//34sLCzYtGmTQYGNuXPnsmTJEmJjY9m5cyd3796lcePGHDt2jLZt26brXMyYMYPjx4/TuXNn3rx5w8GDB9m3bx9RUVF4eHiwatUqOnTokK596jJ8+HCGDBlCwYIFOXfuHFu3buXcuXOUKVOGhQsXcvLkyUzLmabPlClT6Nu3L7a2tpw8eZKtW7dy5coVqlWrxrp16zh48KDGEOTWrVsTHBxMvXr1ePToEbt37+bp06dMnDiRAwcO6J1ZFpJ7bJ46dYrWrVtz69Yt/Pz8SExMpH///ly4cIHixYtn2nH5+Pjw3XffYWpqyvHjx9myZYu6juHDh3P58mXatWunc9tnz55x6tQp9c/r16+B5Fl/Uy7XZf78+WzevJkaNWoQFhbG/v37KViwINOnTycgIABzc/NMO0YhhBCfT6HM7GnZhBBCCCGE+I9S9byS/2KLf6PY2FhsbGx4sXQW1hLgE0J8YcY+/bK6CV+d9KQTQgghhBBCCCGEECKLSZBOCCGEEEIIIYQQQogsJsNdhRBCCCGEyCQy3FX8m6mGu8bExGBtbZ3VzRFCiH8dmd1VCCGEEEKITCLBOSGEEEJklAx3FUIIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIYQQIotJkE4IIYQQQgghhBBCiCwmQTohhBBCCCGEEEIIIbKYBOmEEEIIIYQQQgghhMhiEqQTQgghhBBCCCGEECKLSZBOCCGEEEIIIYQQQogsJkE6IYQQQgghhBBCCCGymATphBBCCCGEEEIIIYTIYhKkE0IIIYQQQgghhBAii0mQTgghhBBCCCGEEEKILCZBOiGEEEIIIYQQQgghspgE6YQQQgghhBBCCCGEyGISpBNCCCGEEEIIIYQQIotJkE4IIYQQQgghhBBCiCwmQTohhBBCCCGEEEIIIbKYBOmEEEIIIYQQQgghhMhiEqQTQgghhBBCCCGEECKLGWd1A4QQQgghhBBC/O9I2LiSBHPzrG6GyGLGPv2yuglC/OtITzohhBBCCCGEEEIIIbKYBOmEEEIIIYQQQgghhMhiEqQTQgghhBBCCCGEECKLSZBOCCFEpitSpAgKhULjx9TUFAcHBzp06EBISMhXaUdQUBAKhQIPD4+vUt+/hZy3/00TJ0406LqtXbsWhUJBkSJFvkq7hGFU12/ixIlZ3ZRMo/pbcOfOnaxuil5PnjxhwIABODo6YmpqSt68eWnXrh3nzp3Tu42uv3Epf6pXr661zcePH/H392fkyJG4urpia2uLiYkJ+fLlo3nz5uzbty/Nth49ehQvLy/s7OwwNzfHycmJn376iTdv3qS63Y0bN+jWrRsFCxbE1NSUggUL0q1bN27dupX2CRJCCPFVycQRQgghvhg3NzeKFy8OwKtXrwgPD2fLli1s3bqVWbNmMWzYsM/af5EiRbh79y63b9+WgIMQQoh0uXbtGu7u7jx9+pSiRYvSsmVLbt++zbZt29i5cydbtmyhVatWerdv06YNVlZWWsuLFSumtSw4OJgGDRoAkC9fPmrVqoWlpSVXrlxhz5497Nmzh169erFs2TIUCoXW9nPnzmXYsGEoFArc3d3JmzcvISEhTJ06le3btxMaGoqdnZ3WdsePH6dhw4a8ffuWsmXLUqtWLS5fvsy6devYtm0bR48e1RlUFEIIkTUkSCeEEOKL+f777+nWrZv69/fv39O7d2/Wr1/PqFGj8Pb2pmTJklnXQKFT1apV+fvvv7GwsMjqpgjxnzFgwAA6duyoM9AiMp9SqaRjx448ffqULl264Ovri5GREQArVqygd+/edO3alevXr5MvXz6d+5g1a5bBXxBly5aNNm3aMHjwYNzd3TXWbd68mc6dO7NixQrc3Nzo2rWrxvrz588zfPhwjIyM2LNnD02aNAHg7du3NG/eHH9/f/r06cO2bds0tnv79i3t27fn7du3jBkzhqlTp6rXjR07lmnTptG+fXuuXr2KuczUKoQQ/wgy3FUIIcRXY2ZmxuLFi7G0tCQxMZEdO3ZkdZOEDhYWFjg5OeHg4JDVTRHiP8POzg4nJycJ0n0lBw4c4Pz589ja2rJkyRJ1gA6gV69e1KtXjzdv3jB//vxMqc/T05Nt27ZpBegAOnTooP5Ca/369Vrrp02bhlKppHv37uoAHSS/q1evXk22bNnYvn07kZGRGtutXbuWqKgoSpYsyeTJkzXWTZ48mZIlS3L//n2ddQohhMgaEqQTQgjxVVlZWVGqVCkAdZ6iZ8+esWDBAry8vHB0dMTc3Bxra2uqVKnCb7/9xvv37zX2ocqpdffuXQAcHR018gEFBQVp1fvx40d+++03ypYti7m5Oblz56Z169b8/fffGuVevXqFkZEROXPmJCkpSWPdli1b1HXs379fY118fDwWFhaYmZnx7t079fIrV64wYcIE3NzcKFCgANmzZyd37tzUr1+fLVu2aLXT19cXhUJBo0aN9J7DqKgoTExMMDc358WLF+rlZ8+epUOHDhQsWJDs2bNjbW1N0aJFadOmDbt27dK7v0/py0l3584ddS4zpVLJihUrqFy5MpaWltjY2NCwYUNOnDhhcD0pJSQksGbNGurXr4+dnZ06b1L9+vVZuHChRtn03i8qqmsHsH37dmrVqoW1tTWWlpa4ublpXdOMtk/F39+f1q1bkz9/frJnz06ePHlo1aqV3nOUsn2+vr7UqFEDGxubr57T68GDBwwcOJASJUpgZmaGjY0Nbm5uLF++nMTERK3yquexW7duxMTEMGzYMIoUKYKZmRklSpTgt99+Uz9LDx8+pHfv3hQqVAhTU1NKlSql9/xBck+g6dOn4+LiQo4cObCwsKBs2bKMGzeOly9fpvvYrl+/To8ePdT5x6ysrChcuDBNmzbF19dXo+zHjx/ZsGEDnTt3xsnJCWtra8zNzSlVqhSDBg0iKipKZx0eHh7q91BwcDANGzYkV65cWFhYULVqVX7//Xed26WVk+7atWv07t2bYsWKqa9L7dq12bBhQ5rtiIiIoHXr1up7t0yZMsyePRulUqm1XXx8PDNnzqRy5crkyJGD7Nmzky9fPlxdXRk1ahTR0dGpnGH9AgMDadiwITlz5sTc3BwXFxe9waGYmBjGjRtH+fLlsbS0xNTUFHt7e9zc3Pj555/5+PGjRvmjR48ycOBAKlWqpPF8dujQgTNnzuisw8/PD4DmzZvrHLLaqVMngK/2ZZKzszMA9+/f11j+4cMHdb46VZtSKly4MG5ubsD/HZOK6veOHTuSLZvmx75s2bLRoUMH4OsdoxBCiLTJcFchhBBfXWxsLACmpqYAHDp0iMGDB1OgQAGKFy9O9erVefbsGadOnWL06NHs2rWLwMBAdfnixYvj4+PDtm3biIuL08oL9OnQpI8fP+Ll5UVYWBi1a9emdOnSnD59Gj8/PwIDAzl//rx6yJKtrS2VK1fmzJkzhIeHU7VqVfV+jh49qvFvLy8v9e/Hjx/n3bt31K1bV2PY0Jw5c1i9ejVOTk6UL18eW1tb7t27R2BgIP7+/pw8eZI5c+aoy3fq1Ikff/yRI0eOcO3aNZ3DgZcvX05CQgJdunQhd+7cQHJAqEmTJnz8+JGKFStSo0YNEhMTefjwIfv27SMxMZEWLVqk70Klonv37mzcuBF3d3e8vb2JiIjgyJEjHDt2jODgYKpVq2bwvmJiYvD29iY0NBQTExNq1qyJvb09jx8/5uLFi/j7+zNw4EB1+fTeL5+aMGECv/76KzVr1sTLy4vIyEjCwsLw9vZm+/btWjmo0ts+gBEjRjB79myyZctGlSpVcHd35969e+zatYs9e/awcuVKunfvrrN9AwcOZMmSJdSsWZOmTZty69YtnTmqvoQzZ87QuHFjoqOjcXBwoGXLlsTExBAUFERYWBh+fn7s3r2b7Nmza2376tUratSowYsXL3B3d+f169eEhIQwevRoHjx4wJAhQ6hVq5b6HD579oxjx44xaNAg3r59y48//qixv+joaOrVq0dERATW1tZ4enpiYmJCcHAwU6ZMYePGjQQEBBg83PDy5cu4ubkRGxtLqVKl8Pb2xsjIiAcPHnDs2DEePnyocU2ePHlCly5dsLGxoXTp0lSoUIG4uDgiIiJYuHAhmzZtIiwsTJ1381N+fn4sWrQIJycnGjVqRFRUFKGhoXTt2pWIiAhmz55t8HXZunUrXbt25f379zg5OeHl5UVMTAynTp2iS5cuBAQEsGbNGp3bHjp0iDlz5lCsWDEaNGjAo0ePCA0NZcSIEdy/f5958+apyyYlJdG0aVP8/f2xtrbG3d0dW1tbnj17xvXr15k5cyadOnUiV65cBrcdYM2aNUyePBkXFxcaN27MnTt3OHnyJD4+PkRHRzNkyBB12bdv36rzpn3zzTfUq1cPS0tLHj9+rH5Whw0bhq2trXqbPn36cP/+fcqWLYubmxvGxsZERkayZcsWduzYwaZNm2jTpo1Gm86fPw9AlSpVdLZZtfz69evExcVhaWmpVcbX15fo6GgSEhKwt7enTp061K5dO13nRuX69esA5M+fX2P5tWvXePv2bZptDQkJUR+TiqHH+Ol2Qgghso4E6YQQQnxVFy9eVM8oV6lSJQAqV67MiRMntJJXv3z5ko4dO3L48GEWLFjAyJEjAahVqxa1atUiKCiIuLi4NPMChYWF4ezszM2bN9UBvPfv39OyZUsOHTrEtGnTWL58ubp8/fr1OXPmDEePHtUK0tnb2xMfH68RsFOtU22bUpcuXRg7dixFixbVWH716lXq16/P3Llz6dixo7oeU1NTevXqxZQpU1i8eLHWUKuPHz+yYsUKIDmHlcqUKVM0ev6kFBMTo9Vj8HPcvXuXoKAgLl++rA4iJiYm0qtXL9asWcPPP//MoUOHDN5fjx49CA0NxdnZmR07dmhcy4SEBK1ZD9N7v3xqwYIFnDhxQiOQOHHiRCZNmsTo0aO1gnTpbd/KlSuZPXs2xYsXZ/v27VSoUEG97tixY3h7e9OnTx9q1apFiRIltNq3fv16jh8//tWTucfHx9OuXTuio6Pp06cPCxYswMTEBIBbt25Rr149Dh06xKRJk5gyZYrW9rt27aJZs2aEh4er8xmeO3eOatWqsWTJEgICAmjZsiULFy7E2NhYvU3Lli2ZOnUqAwcO1MiD2K9fPyIiIqhWrRr79u1TB6TfvHlD+/btOXDgAJ07d+b48eMGHd+cOXOIjY1l8uTJ/PTTTxrr3r17p9XjysbGhl27dtG4cWONoOTHjx+ZMGEC06ZNY/DgwXpn5VywYAFTp05lzJgx6mXBwcE0adKEOXPm0LBhw1R7zKpcunSJLl26oFAo2L59O61bt1avu3v3Ls2aNcPX1xcPDw+tXGYA06dPZ9myZfTu3Vu9LCAggPr167No0SJGjBhBwYIFAQgNDcXf3x9nZ2eCg4PJkSOHxr7Cw8MpVKhQmm3W1Ybdu3fj7e2tXrZ27Vq6d+/OxIkT6d27t/rLjW3btnH58mWaNGnCrl271PcgJAcRQ0JCtPJlzpo1izp16pAzZ06N5Tt37qRdu3b07t0bLy8vjS9Qbt++DaB3WL/qOJVKJXfu3KFs2bJaZX755RetZa6urmzcuFFv8FaXx48fs3btWgCtYKKqnba2tlrX49O2qsoCvH79Wt3TOq1jfPbsmd5AZHx8PPHx8erfVV+yCSGE+DJkuKsQQoivIiYmhv3799O6dWuSkpKwt7enffv2AJQuXVpnQCJnzpzqoXBbt27NcN0KhQJfX1+NHnZmZmZMmjQJQCvgpgq0HTlyRL3s1q1b3L59mwYNGuDp6cmlS5d48uSJer2+IF2dOnW0AnQApUqVYvz48QBayb779euHiYkJ69atIy4uTmPd9u3befz4MTVq1MDFxUW9XNWWlL37VGxsbDI94LNw4UKNXn5GRkbqwE1wcLDWcDR9Lly4wI4dOzAzM2PPnj1awVZjY2OtHoCfe7/88ssvWj39xowZg42NDdeuXdMYbpbe9iUlJamHK27atEkjQAdQu3Ztxo8fz4cPHzQCwymNGDHis65XcHCwxvDvT3/09eDbunUrd+/exd7ennnz5mkER4oWLcqsWbOA5Guva0ixlZUVq1at0giguLi44OXlRVJSEm/evGHu3LnqAB1AixYtKF++PLGxsYSHh6uX37t3j61bt6JQKFixYoU6QKeqZ+XKlZiZmREWFkZYWJhB5yW1Z8Tc3FyrB1SOHDlo3ry5Vq9BExMTpk6dir29PQcPHuT169c663N2dtYI0EHy+6Bfv34ABvekmzJlCvHx8UyePFkjQAfJQx1Xr14NJAcFdWndurVGgA6S86M1atSIxMREAgMD1ctV58jd3V1nQKhKlSoa18JQAwcO1AjQAXTr1g0nJydiYmI0rr2qDQ0aNNC4ByF5iGadOnW0rknLli21AnSq5e3atePFixcaxwmor5uuwBSg0Tv708BU06ZN2bhxIzdu3ODdu3fcvn2b9evX4+DgwJkzZ/Dw8ODp06c69/uphIQEvvvuO2JiYihfvrzWtUqrnSnbmrKdKe/LjByjyrRp07CxsVH/ZCRIK4QQwnDSk04IIcQX0717d50BgWLFirF9+3aNDw6JiYnqIXWPHj3i3bt3KJVKdc6kq1evZrgdDg4OVKxYUWt56dKlgeQ8WSm5ublhbm7OiRMnePv2LRYWFuogXIMGDYiLi2Pr1q0cPXqUzp078+rVK86ePYutra3OYUVv3rxRJyl//vw5Hz58AODRo0c6j83e3p62bdvy559/8vvvv9OnTx/1usWLFwOaveggeUbWK1eu0LlzZ8aOHUv16tU1giGZydjYmMaNG2stz5cvHzlz5uTly5e8ePFC74yIKR08eBBI/tBboEABg9vwOfdLs2bNtJaZmppStGhRzp8/z8OHD9UfRNPbvvPnzxMVFUWxYsWoXLmyzjKqXH/6gktt27ZNs57U5M2bV+f1Ublx44bO3meqXI4dO3bUOVS4devW6ut79uxZdR4slcqVK5MnTx6t7VS9BevWrYuZmZnO9ZcuXdLI8Xbs2DGSkpJwcXHRCnQCFChQgEaNGqmHNtesWVPv8apUrVqV/fv307dvXyZNmkSdOnV0tudTFy5cwN/fn9u3bxMXF6fOr5eQkEBSUhI3btxQ5xNLSVevNgAfHx9mz55NaGgoiYmJGhMWfCopKYkDBw4AqPOHfapKlSpYWVlx/vx53r9/r3VMuu53SH7/HTx4UOP95+LigpGREWvWrKFkyZLqnIqfK7U2REZGarTB1dUVgBkzZpA7d268vb0NGl4bFRXFvn37iIyMJCYmhoSEBAD++usvIPmdoCtAmxGq97BKkSJFKFKkCE2bNqVy5crcuXOHqVOnagwl1qdPnz74+/uTO3dutm3bpnMoeVYaM2YMw4YNU/8eGxsrgTohhPiCJEgnhBDii3Fzc1MP+VElzq9evTqNGzfWCCBdv36dVq1aqT9M6fI5Q2z0DfWxtrYG0BjKA8kBm1q1anHkyBFCQkJo1KgRR48eRaFQUL9+fXXvNlWQLiAggKSkJOrWrauVnHvPnj10795dY4IHQ45t0KBB/PnnnyxevFgdpLt48SKhoaHkzZtXK5Azbdo0Ll68yIEDBzhw4IA6MbuHhwedO3dWByQzQ/78+bV6uKhYW1vz8uVLvZM3fEo1+YeTk5PB9X/u/ZLW/ZCy7eltn2oo982bN9PMI/fs2TOdyw3NsaaPk5OTeuicLmvXrtUZpFMFShwdHXVup1AocHR05OXLl1qBbdB/XlW9dfStV/XYSnne02oLJAf7U5ZNy8iRIwkNDeXo0aM0btwYExMTKlasSO3atenYsaM6OKQSFxdHly5dtJLxf0rfvaav7arl796948WLFzoDmyovXrxQ79+QwMiLFy+0gsnpud+LFSvG3LlzGTlyJAMGDGDAgAEULlyYGjVq4O3tTbt27TIUREpPGzw8PPjxxx+ZOXMmPj4+KBQKSpQogZubGy1atKBZs2Za71nVEOzUevB+ep1y5MhBdHS0Vm9llTdv3mi1My25cuViyJAhDBkyhD179qQZpBs8eDCrV68mZ86cHDlyRGcOUtXzoa+dKduasp0pe0J+zjGamprqze8phBAi80mQTgghxBfz/fff061btzTLtW3blr/++gtvb29GjRpFmTJlsLa2xsTEhA8fPnz2B4RPP9AZon79+hw5coQjR47QsGFDAgICKF++PHnz5gWSP2iretfpG+r68OFDOnTowLt37xg1ahSdO3emSJEiWFlZkS1bNg4fPkyjRo10zrBYvXp1qlatyunTpwkODqZOnTrq3hu9evXS+qCcL18+wsPDCQ4O5ujRoxw/fpxTp05x/Phxpk6dyrRp07QS82dURs5nZvrc++VLtl/Vyypfvnxp5huzs7PTuTxl3qz/JWmd16y+bywsLDhy5Ahnzpzh4MGD6qGy4eHhzJkzh379+mn0kBozZgx+fn44OTkxffp0XF1dsbOzUz97NWvW5MSJEzqfX0OltW3KGaZ9fHzS3J+uez+9533gwIG0b9+e3bt3ExoaSmhoKJs2bWLTpk1MmDCBkJCQdPeuS28bpk+fTp8+fdizZw+hoaEcP34cX19ffH19cXV1JTAwUN0Te8eOHUycOBErKysWLVqEp6cn9vb2mJubo1AoGDt2LNOmTdM610WKFCE6Opp79+7pbINq2LtCoaBw4cIGt131hciDBw9SLTd8+HAWLFiAra0thw8f1tkbU9VOSJ6Y5fXr1zqHIavamjLAnyNHDnLlyqU+Rl29yVXb2dnZpTqcVgghxNcjQTohhBBZKjIykosXL5InTx78/Py0hmiqZrz72lQBt6NHj3L+/HlevHih8SG5fv36rFy5ksjISL1Buj179vDu3TtatWrFb7/9plVHWsc2aNAgvvvuOxYtWkTFihX5448/MDY21hj+mpJCocDDw0M9nPL9+/esXbuW/v37M3bsWNq2bavuffRPoephExkZaVD5r32/pLd9qt5OuXPnTrU32z+RqgeWqjegLqrE9OkZmvyl2qJal962uLq6qnvNJSQksHPnTrp27cqSJUto27YtdevWBWDLli0AbN68WeeQ27TutZRJ/FO6c+cOkJwXM638bnZ2dpibm/Pu3TtmzZqlN7Cb2fLmzcsPP/zADz/8ACTf/z169ODEiROMHj2adevWffE2FClShIEDB6pnTj5z5gzfffcdZ86cYcaMGeqcoqrrNGXKFHr16qW1H33XycXFhXPnzmnkw0tJtbxEiRIaudvSouo1rW+SB4BRo0YxZ84cbGxsOHz4sN7ZVyE5f6mFhQVv374lPDxcfX/qamvKPKWq348ePUp4eLjOIcf6thNCCJF1ZOIIIYQQWSo6OhpIzsOmK4fahg0b9G6r6tGiyj2UmZydncmdOzcXL15k48aNQHI+OhVVQG716tVcv36dQoUKaQ1VUh2brl4YSqVSvV992rdvT/78+dm5cydTpkwhLi6OVq1aYW9vb9AxmJmZ0adPHypUqEBSUhIXL140aLuvSZU7bf/+/Ro5yfT5nPvla7RP1dvqypUrqQ7H/SdSBXc3b96sc7iyn58fL1++JEeOHHrz7WWW2rVrky1bNiIiIrhw4YLW+kePHqnzBeoKWhjK2NiYtm3bqns9RkREqNel9vweOnSI58+fp7pvfffi+vXrgeRZqtPKG2lkZKR+76iCUVnByclJ3RM35Tn6mlxdXdWTbhh6nZ4+faoxAVBKqlmcd+/erXM4qOr9/OlkHWnZtGkTgMbM4CmNHj2amTNnYmNjw5EjR7SGWX8qe/bsNG3aVKNNKd29e1ed3/LTmalVv2/atEmjVyYk99LcvHkzkP5jFEII8eVIkE4IIUSWKlmyJEZGRly6dEmduF5lz549zJ07V++2BQsWBPgiwRCFQoGnpydKpZLFixeTPXt2jdkf69Wrh0KhYNGiRYB2Lzr4v2FP27ZtU08SAcmTHvz8889pzkppYmJC3759SUhIUM+s+emEESqzZs3SOWwrMjJS3ZMkPUO2vpZKlSrRokUL3r17R4sWLbSOISEhgd27d6t//5z75Wu0z8TEhAkTJqBUKmnVqhWhoaFa+0xMTCQgIICTJ09mals/V7t27XBwcCAqKophw4ZpBL9v377N8OHDgeThkIZMuPA5HBwcaNeuHUqlkt69e2vkdIyLi6NXr168f/+emjVrGjRpBMCSJUt0Tijy+PFjdY+ilM+I6vlVzRiscvXqVb29WVM6e/YsM2bM0FgWGhqqHlI7dOhQg9o9YcIEsmfPzsiRI1m3bp1WsAXg8uXL7Nixw6D9pSYgIID9+/dr5XZTKpXs3bsX+PLvET8/P/XEISl9/PhRHZjVdZ1WrFihnpQHkmcU9/HxISYmRmc9TZo0wdnZmVevXtGvXz8SExPV61asWIG/vz9WVlYMHjxYY7tdu3Zx9uxZrf29fv2aIUOGqN8HKSdbUBk3bhy//fYbtra2BgXoVEaPHq2epVx1DgDevn1Lz549SUxMpE2bNlq5M7t164a9vT3Xrl1TzyauMn78eK5du0bBggX1TnIihBDi65PhrkIIIbKUnZ0dAwYMYP78+dSrVw93d3fs7e25evUq586dY9y4cUyePFnntm3atCEwMJDvvvuOhg0bkjNnTiA5QXypUqU+u23169dn69atvH//nrp162JhYaFelzt3bipVqsT58+fVZT/VrFkzKleuzNmzZylZsiR16tTB0tKSU6dOERUVxY8//qhzGGxKvXv3ZsqUKcTHx1OhQgWNQGFKkydPZuTIkTg5OVG6dGnMzc2JiooiNDSUhIQEunbt+o8d0uTr64uXlxcnT56kRIkS1KxZE3t7ex4/fsylS5d49uyZOp/U59wvX6N9kBxIvXfvHjNnzsTd3Z2yZctSvHhxzM3Nefz4MREREbx69YqlS5dSvXr1TG3r5zA1NWXbtm00btyYpUuXsn//fqpXr87r168JCAjg/fv3NGrUiAkTJnyV9ixevJjIyEhOnTpFsWLFqFu3LsbGxgQHB/Ps2TMcHR35448/DN7fihUr6N+/P46OjpQrVw5ra2uePXtGSEgI7969w9PTk+bNm6vLT5gwgbZt2zJ+/Hi2bNlC2bJlefr0KSEhIer7LrVA+6BBgxgzZgzr16+nQoUKREVFERISQlJSEoMHDzZ4plEXFxc2bNhAt27d6NatG+PGjaNMmTJ88803REdHc+nSJR48eECHDh0+u0fUxYsXGTp0KNbW1ri4uGBvb8+7d+84d+4cd+/excbGhl9++eWz6khLcHAw8+fPx87ODmdnZ/LkycPr1685efIkT58+pUCBAowaNUpdfsiQIaxfv579+/dTtGhRqlevzsePHwkODsbCwoIePXqwZs0arXoUCgV//vkn7u7urF+/ntDQUFxdXbl9+zanT5/G2NiY9evXa81SHRgYyPz583FwcKB8+fLY2toSFRVFREQEL1++xNjYmFmzZmn9Tdi9ezdTpkwBoHjx4lozxKrY2dmpv5RRcXFxYfbs2QwbNgwvLy/q1KlDnjx5CAkJ4dGjR5QqVYply5Zp7cvCwoItW7bQsGFDpk6dyu7duylXrhyXL1/m8uXLWFpasnXr1v/ZPJhCCPFvJEE6IYQQWW7u3LlUqFCBJUuWcPbsWSIiIihfvjybNm2iQ4cOeoMuffv25fXr12zYsIH9+/erh+h99913mRak0/XvlMvOnz+PQqGgXr16WuuNjY0JCgpi2rRpbN++HX9/f6ytralZsybbt2/n9evXaQbp8uTJQ6VKlTh16hT9+/fXW27x4sX4+/tz5swZgoODiYuLI1++fDRo0IBevXrRokWLdBz515UzZ06Cg4NZs2YNGzduJCIigrCwMPWxt2zZUqN8Ru+Xr9U+gBkzZtCyZUuWLFlCaGgoBw8eJHv27OTPnx8PDw+8vb3/kUPMXF1diYiI4LfffuPAgQP4+flhamqKs7MzXbt25fvvv09ziGZmyZ07N2FhYSxYsIDNmzdz+PBhkpKScHR05IcffmDEiBHqwLwhpkyZwr59+zh58iQnT54kJiaGPHnyUK1aNbp37863336rcWytW7cmODiYSZMmceHCBW7evEnRokWZOHEiI0aMoGHDhqnW16rV/2PvvsOiuNq/gX+X3ougICpFRLAgSLGBjaKgYEFQYxSwV+wFS+y9RmM3ihI1KlZUREURKRaUphLUKGIBRUEB6WXeP3hnnl12FxZESfK7P9fFlThnZvbMzJl25pz7DMbAgQOxdu1ahISEoKSkBFZWVpg2bZpEg0Dw8/Lygq2tLXbs2IHr168jOjoa5eXl0NHRQatWrTBt2jShEZ/rwt3dHTk5OYiMjMTz589x9+5dKCoqokWLFvD398fUqVO5Fszfi6+vLxQVFREVFYXk5GRERERAXV0d+vr6mDlzJiZMmCAQy8/IyAjx8fFYsmQJIiMjcenSJejq6uKnn37C8uXLsWfPHrG/ZWpqiqSkJKxevRqXLl3CuXPnoK6uDg8PDyxevFjkh41Bgwbh69evXDy77OxsyMnJQV9fH8OGDcOUKVNgbm4utBzbLReojAUnLhaegYGBUCUdUNny0tzcHFu2bMH9+/eRn58PfX19LFy4EAsXLhQbA8/Ozg6JiYlYtWoVwsLCcObMGTRu3Bje3t5YunTpPy5OKSGE/F/HY75lSCpCCCGEfFfPnj2DmZkZ1NXV8e7dO4HWfISQf55evXohIiIC4eHhXJw/Qv4rcnNzoa6ujqw9m6FGLfD+z5PxmdLQWSDkP4di0hFCCCH/YEuXLgXDMJg8eTJV0BFCCCGEEPIfRt1dCSGEkH+Y4OBgXLhwAU+ePMG9e/egq6srEIOJEEIIIYQQ8t9DlXSEEELIP0xcXBwOHToEVVVVODk5YevWrdDQ0GjobBFCCCEAAJkR4yGjptbQ2SCEkP8ciklHCCGEEEIIIaRGbEy6nJwcqFElHSGE1DuKSUcIIYQQQgghhBBCSAOjSjpCCCGEEEIIIYQQQhoYVdIRQgghhBBCCCGEENLAqJKOEEIIIYQQQgghhJAGRpV0hBBCCCGEEEIIIYQ0MKqkI4QQQgghhBBCCCGkgVElHSGEEEIIIYQQQgghDYwq6QghhBBCCCGEEEIIaWBUSUcIIYQQQgghhBBCSAOjSjpCCCGEEEIIIYQQQhoYVdIRQgghhBBCCCGEENLAqJKOEEIIIYQQQgghhJAGRpV0hBBCCCGEEEIIIYQ0MKqkI4QQQgghhBBCCCGkgVElHSGEEEIIIYQQQgghDYwq6QghhBBCCCGEEEIIaWBUSUcIIYQQQgghhBBCSAOjSjpCCCGEEEIIIYQQQhoYVdIRQgghhBBCCCGEENLAqJKOEEIIIYQQQgghhJAGRpV0hBBCCCGEEEIIIYQ0MJmGzgAhhBBCCCGEkH+PsuMHUKao2NDZIDWQ8ZnS0FkghNQStaQjhBBCCCGEEEIIIaSBUSUdIYQQQgghhBBCCCENjCrpCCGEEEIIIYQQQghpYFRJR8h34u3tDR6Ph+HDh0s0/7Zt28Dj8dC2bdvvnLMfr1evXuDxeLh161ZDZ4WIcfjwYfB4PPj6+jZ0Vv61aB/+t/0brmO+vr4SlcHly5eDx+OhV69ePyRfRDLs8Tt8+HBDZ6Xe8Hg88Hi8hs5Gtf7++2/4+vqiefPmkJeXR/PmzeHr64uXL19KvI6vX7+iZcuW3Pa+fftWaJ6cnBwEBQVh7NixaNu2LZSUlKCgoICWLVtizJgxePTokch137p1i1tvTX+vX78WuY6goCD06tULmpqaUFZWhoWFBTZu3IjS0lKJt5EQQsiPQZV0hHwnY8eOBQCcP38enz9/rnH+gIAAgeUIqU//hhcl8t/xb6uwZCutli9f3tBZIYT8QNHR0bCwsMCRI0egoaGBwYMHQ0NDA0eOHEGHDh1w9+5didYzb948vHr1qtp5Nm3ahKFDh+LQoUMoLy+Hq6srXFxcUFpaioCAAFhbW+PIkSNCy+nq6sLHx0fsX5s2bQAAxsbGaNGihdDyM2fOxNChQxEdHY1OnTrBxcUFr1+/xoIFC+Dg4IDCwkKJtpEQQsiPQaO7EvKd9OjRA61atcLff/+NY8eOYdq0aWLnjY2NxaNHjyArK4tRo0b9wFwSQgiRRGBgIAoKCqCvr9/QWSH/UevWrYO/vz+aNm3a0Fn5P6GgoABDhw5FQUEBFi5ciLVr13JpixYtwrp16zB06FA8ffoUitWMYnr9+nXs3bsX06ZNw86dO8XOp6ysjNmzZ2PSpEkwMTHhppeWlmLBggXYtm0bJkyYADs7O7Rq1YpLNzMzq7Z1JdsDY8yYMUIf486fP4/t27dDRUUFERERsLKyAgB8+vQJDg4OiIqKwi+//ILNmzeLXT8hhJAfi1rSEfKd8Hg8jBkzBsD/WsmJw6a7ubmhSZMm3z1vhBBCakdfXx9mZmZQUlJq6KyQ/6imTZvCzMwM6urqDZ2V/xMOHz6M9PR0tG7dGqtXrxZIW716NVq3bo03b94gMDBQ7Dpyc3MxduxYGBkZYf369dX+3sKFC7FlyxaBCjoAkJWVxebNm9G6dWuUlJTgxIkTEm/DnTt38Ndff0FaWlpky2W24tHf35+roAMAbW1t7N69GwCwc+dO5OTkSPybhBBCvi+qpCPkO/L19YW0tDTi4uKQlJQkcp6ioiL8+eefAP7X1TUvLw8HDhyAh4cHTExMoKysDGVlZZibm2Px4sX48uWLyHVlZGRgxowZaN26NRQUFKCkpIQWLVrA0dFR7FfSd+/eYd68eTA3N4eqqiqUlZXRunVr+Pr6IiYmhpvv1atX4PF4MDQ0FLu9hoaG4PF4NXb5YH38+BE7duxAv379YGRkBEVFRaipqcHGxgYbNmxAUVGRyOX4u24GBASga9euUFdXl/i3i4uLsWnTJlhbW0NVVRVycnLQ1dWFra0t5s+fj+zsbLG/d/ToUXTq1AkqKipo3LgxfvrpJy4GDMMw2LlzJywtLaGsrAxtbW34+voiMzNTbF6uXr3KVc7KyclBT08Pw4YNw4MHD8QuU1BQgPXr18PKygqqqqpQUlJCu3btsGTJEqGu1Ww3vqrbwv6J2l/5+flYuHAhWrVqBXl5ea6rzbt372rct/z4y0xFRQV27NiBDh06QElJCU2bNsWkSZO4fV1cXIxVq1bBzMwMioqK0NPTw4wZM5Cfny+03priNlXX1TIoKAhOTk7Q0tKCrKwstLS00LZtW4wfP17kOcowDM6ePQs3Nzfo6upyZcXe3h4bNmyoVTeh9PR0zJ49G23atIGSkhJUVVVha2uLnTt3oqysTOL18Hv48CF8fHxgZGQEBQUFNGrUCBYWFpg3bx7S0tKE5r9//z6GDh0KPT09yMnJoUmTJnB3d8f169dFrp9/X6empmLUqFHQ1dWFvLw8jI2NsWTJEhQXFwssY2hoiNGjRwMAjhw5IlDe+GOg8cd4i4yMhLu7Oxo3bgwpKSnu2Nb1WggAZWVlOHToEJycnKCtrc3FmnJycsJvv/3Gzcfj8bBixQoAwIoVKwTyy1+GqotJV1ZWhr1796Jbt25QV1eHgoICTExMMH36dLHnDf915cyZM7C3t4eamhqUlZVhZ2eHkJAQsdv2vaWkpGD06NEwMDCAvLw8GjVqBEdHR5w6dUrk/PzdhdPT0zFu3Djo6elBUVER7du3x8GDBwXWPWLECOjq6kJBQQEWFhY4efKk2LxkZ2dj0aJFaNeuHXfeWFtbY+PGjXXqpvfw4UMMGzYMzZs3h5ycHNTU1NCyZUsMGTIEFy5cEJi3ruWP/1547tw57tiqqqqiV69eYo9tTde2hw8f4ueff4a+vj53XPr27St2ffz5CA8PR58+faCpqQlFRUVYWVmJrXzKycnBkiVLYG5uDmVlZcjLy0NPTw92dnZYunRpneOY1aac1/Z55uzZsxg3bhzat28PTU1NKCgowMjICGPGjMHTp09F/sa5c+cAAMOHD4eUlOArkZSUFIYNG8atW5yZM2fi7du3+P3336GsrCzRfhBFSkoKHTp0AAC8efNG4uUOHToEAHBxcYGenp5A2rt37xAbGwsAGDFihNCy9vb2aNGiBYqLixv0ekMIIUQQVdIR8h01bdoU/fr1AwCBlxR+Z8+exZcvX6CnpwcXFxcAQGJiIiZMmICoqCjo6urC3d0d9vb2yMjIwNq1a2Fra4usrCyB9bx//x42NjbYsWMHiouL4eLiggEDBsDIyAgJCQlCX4kB4MaNG2jfvj02b96MzMxMODo6on///tDQ0MDx48exf//+et4jgq5evYoZM2YgKSkJBgYGGDRoEDp16oSnT5/C398fDg4OQhUA/Pz8/DBu3DjIyMigf//+6Ny5c41x1yoqKtC/f3/Mnz8ff//9N7p37w5PT0+Ym5vj48eP2LRpk9jAywsXLsTo0aOhqqoKV1dXKCkp4cSJE7C3t8fnz58xfPhwzJs3D02bNkXfvn0hLS2NI0eOwNnZGSUlJULr++WXX+Di4oKQkBC0bt0anp6e0NHRwalTp9ClSxfu4ZtfdnY27OzssHDhQrx48QIODg7o168fMjMzsWbNGlhbWwtUvFlaWsLHx4f7d9VYNioqKgLrz8nJQbdu3bB37160bdsWrq6uYBgGgYGBsLOzq/PX9pEjR8Lf3x/NmjVD3759UVFRgX379sHJyQn5+flwcnLC5s2bYWpqCicnJxQUFGDHjh3w8vKq0++JsnLlSgwdOhQRERFo3749vLy80KVLF0hLS+PgwYO4efOmwPylpaXw9PTEkCFDcOXKFRgZGcHT0xMdOnTAq1ev4O/vjw8fPkj027dv30b79u2xbds2FBUVwdnZGXZ2dnjx4gX8/PzQv3//Wr/4btq0CZ06dUJgYCDk5OQwcOBA2Nvbo7S0FJs3b0Z4eLjA/AcOHEDXrl0RFBQEXV1deHp6wsTEBJcuXUKfPn24iipREhISYGlpicjISPTs2RM9evRARkYG1qxZIzQ4jqenJ+zs7ABUxkjiL2/sNY4fG9D85cuXcHJygrOzM+Tl5QHU7VoIVJbj3r17Y+zYsdy+HzJkCFq3bo2kpCRMnz6dm9fHxwcWFhYAAAsLC4H82tvb13gciouL4erqismTJyM+Ph52dnYYNGgQiouL8dtvv8HS0hJxcXFil1+2bBlXzvv16wcTExPExMTAzc2Nq0T4kS5fvoyOHTvi8OHDUFRUhIeHBzp27IiIiAgMGzas2ripr1+/hrW1Na5fv47u3buja9euSElJwbhx47BlyxbcvXsXnTp1QlxcHHr37g0rKyskJSVh+PDhIivqXr58CSsrK6xbtw4fP35Ev3794ODggOfPn2PBggXctVdSN27cQNeuXXHq1Cloa2tj4MCBcHJyQuPGjXH58mWhVu91LX+sHTt2wMPDA8XFxXBzc0Pbtm0RERGB/v37C1QUS2L79u3o1KkTjh8/Di0tLQwYMADt2rXDrVu30L9/f6xcuVLssocOHYKjoyOys7Ph4uICS0tLxMfHw8fHB7/++qvAvAUFBbC3t8eaNWvw4cMHODo6wsPDA6ampnj58iVWrVol8uNJTWpTzuvyPDN06FD8+eefUFRUhIODA/r27QspKSku1hv/R0dWfHw8AMDGxkZkntnp7HxVsWVm/PjxcHBwkHxniPH8+XMAkLi7c0FBAXfeiDov2Xw3atQIRkZGItdR0zYSQghpAAwh5Ls6f/48A4DR0tJiiouLhdKdnJwYAMyiRYu4aW/evGHCwsKY8vJygXnz8/MZb29vBgAzZcoUgbQVK1YwAJgJEyYwFRUVAmklJSVMWFiYwLTXr18z6urqDADG399fKG8fPnxgIiMjuX+npqYyABgDAwOx22pgYMAAYFJTUwWm9+zZkwHAhIeHC0xPTk5m7ty5I7Se7Oxspk+fPgwAZuPGjULpABgAjJqamsjlqxMREcEAYDp27Mjk5uYKpcfGxjKfPn0S+XtaWlpMQkICN72goICxt7dnADDm5uaMsbEx8+rVKy7948ePTKtWrRgAzNGjRwXWeeXKFQYAo6CgwFy7dk0g7ffff2cAMLKysszjx48F0oYNG8YAYDp37iyQz7y8PMbV1ZUBwHTr1k1ou9htECcgIICbp2/fvkxOTg6Xlp2dzVhaWjIAmLVr14pdR1VsmQEgtG8+ffrEmJiYcPuuU6dOAtvz8uVLRlNTkwHAREVFCazXx8eHAcAEBARUuy0+Pj7ctKKiIkZRUZFRUVFhUlJShJZ59eoV89dffwlMmz17NgOAMTQ0FDjuDMMwFRUVTFhYGPPly5dqf5dhGCYjI4PR0tJieDwes3v3boHz+tOnT4yDgwMDgFmxYoXI7RHlwoULXPk5efKkUPqTJ0+Y5ORk7t9JSUmMjIwMw+PxmMDAQIF5Q0JCGDk5OQaAUFlk9zUAZvHixUxZWRmX9ujRI0ZZWZkBwMTExAgsJ25f8GOvCwCYXbt2iZynLtdChmEYDw8P7jyvej0qLS1lzp8/LzBt2bJlDABm2bJlNea36nVswYIFXBnn/62SkhJm7NixDADGyMhI6BrLbruGhgZz9+5dkflp3bq12PyIwh6v6vY7//p79uwpMP39+/fcfWH16tUC95LY2FjunNy/f7/I9QFgJk2axJSWlnJpwcHBDABGVVWVMTAwEFrvr7/+ygBgWrVqJZTPzp07MwCYAQMGMF+/fuWmZ2ZmMlZWVgwAZsSIEZLsGoZhGKZ3794ir8cMwzBfvnwRup/Utfyx90Iejyf0WydOnGB4PB4jIyPDPHr0SCBN3LUtNDSU4fF4jLa2NhMRESGQlpSUxDRv3pwBwNy6dUtkPmRlZZmLFy8KpLHnqLq6OlNQUMBNP3LkCAOAcXV1ZUpKSgSWKS8vZ27duiXyWUacupTz2j7PMEzlfuUvIwxTeZ3etWsXA4Bp166dwLpyc3O5vFW9vrPi4uK4eaquOzs7m2natCnTokULgfslO/+bN2+q2SvC2GcCHo/HJCYmSrTM4cOHGQBMkyZNhI4VwzDMjh07GACMpaWl2HVMnz6dAcB4enqKnaeoqIjJycnh/t68ecMAYLL2bGZKD++iv3/4HyHk34da0hHynfXv3x+6urrIyspCcHCwQNrr16+51jts9zAAaN68ORwdHYW6XygpKWHPnj2QkZFBUFCQQBrbosfFxUWoNZmsrCwcHR0Fpm3duhU5OTlwd3fHunXrICcnJ5DepEkTiVqRfIs2bdqgS5cuQtM1NTW5VgZVt5Pf3LlzRS5fHXY/de/eHaqqqkLpNjY20NLSErnsypUruRY3AKCoqIjZs2cDAB49eoQdO3bAwMCAS9fW1sbkyZMBVLbg4Md215kyZQqcnZ0F0saOHQs3NzeUlpZi+/bt3PTXr18jKCgIPB4P+/fvF8iniooKDhw4AAUFBcTExIhsNSAJZWVlBAQEQE1NjZumqakJf39/AEBYWFid1lt132hpaXH75vHjxzh48KDA9hgZGWHkyJEAhPddXeTm5qKwsBAtW7aEqampULqBgQHMzMy4f2dmZnIBwE+fPi1w3IHKroqOjo4SxY769ddfkZWVhalTp2Ly5MkC57WWlhYCAwMhKyuLnTt3gmEYibZn2bJlAIA1a9Zg6NChQult27blRvwDKlvhlJWVYfDgwUKD07i6umLChAkAKlvniWJtbY1Vq1ZBWlqam9a+fXtuXXUtFwDg4OCAKVOmiEyry7UwMTERZ8+ehYKCAi5evCjURV9GRgYDBw6sc375FRUVYdeuXQCAbdu2CfyWrKwsduzYAR0dHaSmpuL06dMi17Fy5Up07txZYNrChQuhrq6OZ8+e1arrG6tqN+Oqf+JaTR44cAA5OTmwtrbG4sWLBe4lNjY2WLx4MQDx5URfXx/btm2DjMz/xiVzd3dHhw4dkJeXBx0dHSxatEhgvVOnTkWjRo3w999/C7RijoqKwr1796CkpIT9+/cLdCVs3Lgx19L7xIkTePv2rUT7hb3+sy3c+amrqwvdT+pS/vgNHDgQP//8s8C0YcOGwcPDA2VlZdixY4dE+V62bBkYhsHevXvRo0cPgTRzc3Ns3boVAMS2zvPz84Obm5vANF9fX5iZmSEnJ0cgvAK7j5ydnSErKyuwjJSUFHr27Cn0vCCJ2pTz2j7PAJX7tWp3Ux6PhylTpqBr16548uQJ/vrrLy4tLy+P+39x3VT5W5rn5uYKpE2bNg0ZGRnYv3+/wP2yLtLT07mWcOPHj+e6vdaEbW3v7e0tdKyA/21jdd1w2W2sun381q1bB3V1de5P1AiyhBBC6g+N7krIdyYjIwMfHx9s2LABhw4dgqenJ5cWEBCAiooK9OzZU2AkL1ZMTAwiIyPx+vVrFBQUcC/wcnJy+PjxIz5//gxNTU0AQKdOnbB79274+/uDYRj06dNHqCsjv9DQUADgXs4bSnl5OW7duoWYmBhkZGSgsLAQDMNw2youlgwAgX0pKSsrK0hLS+PQoUNo3bo1PDw8JO5aIurFjg0ALSMjgz59+ohNT09P56aVlZUhOjoaAETGTQMqK+ouXbok0GXx9u3bqKiogJWVlciHeLYr6YULFxAeHo5u3bpJtF38bGxsRO4PtsKntnHpgJr3jb6+Ptq3by82nX/f1VXjxo1haGiIpKQkzJkzB2PHjuVGxBMlPDwcJSUlsLa2hrW19Tf99uXLlwGAi29UVbNmzWBiYoLk5GQ8f/4crVu3rnZ979+/R0JCAqSkpKrtesiPjaNWXXnbuXMnIiMjUV5eLlAZB1QOaiOqK/m3lAuWJOdxba6F7LWtf//+aNasWZ3zJYkHDx7g69evaNSoEdzd3YXSlZSUMHz4cGzfvh3h4eEi40KJWk5eXh4tW7ZEfHw83r17V+uXYmNj42o/siQkJCAxMVFoOltO+LvI8xs7dizmzp2L58+fIz09XSgGVu/evaGgoCC0nImJCZKSkuDq6ipUjmRkZGBoaIjs7Gykp6dzo+eyeXFxcYGOjo7QOq2trWFhYYHExEREREQIVYaJ0qlTJyQnJ+Pnn3/GokWL0KVLF4EKRXFqU/74iduPPj4+OHPmjMj4hlV9+vQJ9+/fh6KiosiyAoCL9Sju44y45dq0aYOUlBSB89fW1hYAsHHjRmhpacHNzQ2NGjWqMZ81qU05r+3zDOvvv/9GaGgo/v77b+Tl5aG8vBzA/yr9nj59Wu11X1Jnz57F8ePHMXr0aJFd+GsjNzcXbm5uSE9PR6dOnQQ+zFXn77//xu3btwGAG6Tse1m4cCH3QRKozDNV1BFCyPdDlXSE/ABjxozBhg0bcO3aNbx79w7NmjUDwzBccOiqL9qZmZkYMmQIoqKiql1vbm4u92IwatQoXL9+HceOHcOQIUMgLS2Ntm3bwt7eHp6enkLxUtig8vyth36058+fY/DgwXjy5InYear7ulvdIBbiGBsbY9u2bZg3bx6mTZuGadOmwcDAAF27doWbmxu8vLzEthJgXx75sS8OTZs2Ffmyx7bW4x8EIysri/u3uDgxxsbGAAQrP9j/F7eMuOVqQ9Q2AuBaCogbzKM64vYNu+/E/aaoffctAgMD4enpia1bt2Lr1q1o1KgROnfuDGdnZ4waNQra2trcvPV5frx8+RJAZevNmnz8+LHGSjq2tVHTpk0lHgWyprLDlpuioiJkZWUJjTL9PcoFq7rzuC7Xwh95bauPc/J77Ft7e3uxgw8AlQM9iKqkq2l7NDQ00KhRI2RnZ+Pt27dClXTitqUu57qk+zYxMVHi6926deuQlJSEK1eu4MqVK9wACr169cLPP/8s0PoUqFv54ycu7+x0SVoApqamgmEYFBYWcrEaxfn48aPI6bUpY7169cKCBQuwadMm+Pj4gMfjwcTEBHZ2dhg4cCDc3d2FWhZKojZ5qO3zTHl5OaZNm4Z9+/ZV2xqZ/3mCvyW9uBh7X79+Fcrnp0+fMHnyZOjp6XEtGOvq69evcHV1RXx8PDp27IjQ0FCRldyisK3ounbtKlRuWew2VhdDkN3G6loDysvL11j2CCGE1B/q7krID9C6dWt0794d5eXl3Ghq4eHhePXqFdTV1YVakowbNw5RUVHo2rUrrl27hg8fPqCkpIRrYca2dOJ/GJWSksLRo0fx5MkTbNy4EW5ubsjIyMCePXvg6OiIAQMGcF+Vv5eKiopaze/p6YknT57Azc0Nt2/fxqdPn7jtrG7ACJaiomKd8unn54e0tDTs378f3t7ekJaWxokTJzBy5Ei0bdsWGRkZIper7sWkLi8t/0TfYztqWmd9/6a4cti9e3e8evUKQUFBmDZtGgwNDXH16lXMnj0bLVu2rJdutdXlx9PTU2jgjqp/4rpaN7TvWb6rO4/rci38t/mvXDuAH3+u15auri4ePHiA8PBwLF68GJ07d0ZcXBzWrFmDdu3aYcOGDQLzf+/yJ8ly7PVDRUWlxuuHuNaEtd3v69evx4sXL7jBe/Lz8xEQEIBBgwahS5cudRo4ojZ5qO3zzPbt27F3717o6Ojg+PHjePXqlUCr/J9++gmA4P5WVVXlWgiKGyyK7YKrra3NdRmNiopCZmYmpKSkMGjQIPTq1Uvgj+Xl5YVevXqJrSzPz89H//79ERMTgw4dOuD69esiK3pF4X+WrK41NfsBpLou82xaXT56EkII+T6oJR0hP8jYsWMRGRmJgIAALFy4kPsKOnz4cIGX1Pz8fISEhEBKSgohISHQ0NAQWE9+fj7ev38v9nfatm2Ltm3bYt68eWAYBjdv3sSIESNw8eJFBAYGcrHv9PX18fTpU6SkpIjsalsV27qMP44Lv9LSUrGVW6KkpKQgKSkJTZo0wblz54RaWrGjnH0vOjo6GD9+PMaPH8/lZ8yYMbhz5w78/f1x5MiR7/bbWlpakJeXR3FxMV6+fCmy6yrb+oq/ux77/2yaKKKW+6+pqSyyLalEUVRUhKenJ1cx/vHjRyxZsgT79+/HmDFjuGXZVh8pKSnfnN8WLVpwo1GKG0WwNti8ZWRkICcnR6LWdM2aNcOLFy/w8uVLkV2L2XKjoKBQL13b6kNdr4X1eexqwp5nqampYuf5N52TzZo1Q0pKithrTE5ODrKzs7l5v3degPq/3vF4PIEKlaKiIhw+fBhTp07FokWL4OnpCWNj42++FwOV5aJqPEsA3AjczZs3rzG/bLdCHo+HQ4cO/bCKTkNDQ/j5+cHPzw8AEBsbi5EjRyI2NhYbN26sdjTo+iLp88ypU6cAAPv27cOAAQOE1iPuecLKygphYWF48OCByO64bKw+KysrobS3b99W2xLy7t27ACBQcccqKChA//79cfv2bXTo0AE3btyo1Qeaq1ev4t27d1BRUREbRgEAOnbsCKCy9X5qaqrIlp3VbSMhhJCG8d/5fEvIP5yXlxfU1NTw/PlzXLp0CWfPngUg/BU0JycH5eXlUFNTE3opAICjR49K/NWeDW7PxkFKSEjg0tg4KgcOHJBoXY0bN4acnByys7ORmZkplH716lWUlZVJtC4A3Iuenp6eyK6QR48elXhd9cHMzAwLFiwAILifvgcZGRkuXpS4r+xsJW7v3r25aT169ICUlJTYeFIZGRlcPC7+5QBwQaVrc4z+qdgXcv4g4CyGYXDlyhWJ19W4cWNs3LgRQGVris+fPwOoHMxATk4ODx8+RFxc3Dfl19XVFcD/XiS/la6uLiwsLFBRUcGVk5qwL4o1lbfu3btLFKOrJmxF6reUt7peC9lrW0hIiMTxDOuaXxsbG6ioqCA7O1toYCAAKCwsxIkTJwAIn5P/RGw5EfeRgi0nJiYm372Sjs1LaGgoF1OMX3x8PBebsepgCrWhoKCASZMmoUOHDqioqEBSUhKA+rkX//HHHyKns62gRFXgVKWnp8cNvMFe3xuCra0tN8DL975HilLd8wz7PME/OBHryZMnYvM7ePBgAJWDj1RtgV1RUYGTJ08CADw8PLjpgwYN4lroifpjvXnzBgzDYPny5QLrLSwshJubGyIiIrgKOv5QC5I4ePAgAGDo0KHVxupr3rw5F2Pw+PHjQulRUVF48+YN5OXlRcbcJYQQ0jCoko6QH0RJSYnrcjFmzBgUFhbC3Nyce4Bi6ejoQFNTE1++fBF6wL979y4WLlwocv2BgYF4+PCh0PS8vDwuODX/A+zs2bOhqqqK4OBgLFmyBKWlpQLLZWZmCsThkZWV5V6ElixZIvBAm5iYiGnTptW0CwS0bt0a0tLSePTokVDw7IsXL2Lbtm21Wp+kbt68iZCQEKHtZRgGly5dAiD6Qb++zZkzBwCwZ88eoW6Whw8fRnBwMGRlZTFjxgxuur6+Pry8vMAwDCZOnIisrCwuLT8/HxMmTEBRURG6desmNGgE22Kjuvh//xZOTk4AKl+Ak5OTuemlpaVYsGABYmNjhZZJS0vD77//LjLG4cWLFwFUjmLLxuVp0qQJN/qsl5cXHj9+LLAM26ojJyenxvzOmzcPGhoa2Lp1K7Zs2YKSkhKheVJTU2tVMc2O7rp48WKcOXNGKD05OVmgEnPGjBmQkZHB+fPnhX7n2rVr2LdvH4DKEZPrA1ve+I9PbdX1WmhpaYmBAweisLAQAwcOFOrKVlZWJlShVtfzQ0FBAVOnTgVQeU7zt+IsLS3FjBkz8P79exgZGdVpoJsfbfz48VBTU0NcXBzWrl0rUOkQHx+P1atXA6gs09+bvb09OnfujMLCQkycOBEFBQVc2qdPnzBx4kQAla3RJQ1iv3nzZpFdG1NSUrjWVuz1v67lj9+5c+e4SlrW6dOncebMGcjIyHCt1GrC7vfRo0dz1yt+DMPg3r17uHbtmkTrqynP7CBF/EpLS7lKwu99j6zt8wwbk23Xrl0C+c7IyIC3t7fYyndfX1/o6enh2bNn+OWXXwTSfvnlFzx79gzNmzeHt7f3t24SgMpWmwMGDEB4eHidK+g+ffrElQFJBg5atGgRgMouzPwfnLKysrhK12nTpkkc35QQQsj3R91dCfmBxo4di3379nHBnUU9YElLS2Pp0qWYNWsWvL29sWvXLrRs2RKvX79GTEwMRo4cidu3bwt16Tt79ix8fHygp6cHS0tLaGpq4vPnz4iOjkZOTg7at2/Pde0EKit8Tp8+DU9PT6xZswa///47unbtCllZWaSlpSE+Ph4jRowQGCFw9erVuH37Ng4cOMB9BX737h0ePHiAESNG4NatW9V2NeSnra2NadOmYfv27XB0dET37t2hp6eHp0+fIi4uDkuWLOFeTOpTUlISZs2aBTU1NVhZWUFPTw+FhYWIi4tDWloa1NXVsXLlynr/3apcXV25bXR2doadnR309fWRkpKCuLg4SEtLY+/evWjXrp3Acrt27UJKSgru3bsHY2Nj9O7dGzIyMoiIiMDHjx9hZGSEY8eOCf3ekCFDsHnzZjg5OcHBwYELKL1hw4Z/bBw0cdgA5hcuXICNjQ3s7e2hqKiIuLg45ObmYsaMGUIj5H3+/Bnjx4/HlClTYGlpyXX7ef78OeLj48Hj8bBp0yaBUU03btyI1NRUBAcHw8LCAp07d4aRkRE+ffqEJ0+e4N27d0hNTa3x5aZ58+a4cOEChgwZgrlz52Ljxo1o3749mjZtipycHPz111948eIFOnfujJEjR0q0DwYPHow1a9ZgyZIl8PT0hJmZGSwsLFBYWIi///4bycnJCAgI4F5ezc3NsWvXLkyePBmjRo3Ctm3bYGZmhrS0NMTExHAtPkSNwlsXXbp0gZ6eHuLj42FlZQVzc3PIysrC1NRU4gqeul4LgcqRs/v164e7d+/CxMQE3bp1g56eHt6/f49Hjx7h48ePAhVQffv2hbKyMs6fPw97e3uYmJhAWloadnZ2XJc6cVasWIEHDx7gxo0baNOmDXr37g1VVVXcuXMHr1+/hpaWFoKCgsQOSPNPoqOjg2PHjsHLywuLFy/GH3/8gY4dOyIzMxMREREoKyvD6NGjBe4l39Px48fh4OCACxcuwMjICD169EBpaSnCw8ORm5sLKysr7Ny5U+L1rV69GvPmzYOZmRnatGkDRUVFpKenIyoqCmVlZfD29ua6/X1L+WPNmDEDP/30E7Zu3QoTExO8ePEC9+7dA1BZYSgq1IEo7u7u2L59O+bMmYMBAwagVatWMDU1hbq6Oj5+/IjExERkZmZiwYIF33wOR0REYPv27dDW1kbHjh3RpEkT5OXl4e7du8jMzESzZs0wf/78b/qNmtT2eWbRokUIDQ3FgQMHEB4eDisrK+Tm5iIiIgItW7bE4MGDce7cOaHfUVJSwqlTp9CnTx+sXbsWwcHBaN++PR4/fozHjx9DWVkZQUFBdY5/W9WiRYsQFhYGoPIZTNxHEXt7e4wbN05k2h9//IHS0lKYmZlJNIL7oEGDMH36dOzYsQNdunSBo6MjlJWVcePGDXz58gV2dnZYtWpV3TeKEEJIvaNKOkJ+IFtbW5ibm+PRo0eQk5MT+0I+c+ZMGBkZYePGjUhOTsaTJ09gZmaGXbt2YdKkSSLjisyZMwdGRkaIiYlBXFwcsrOz0ahRI7Rt2xYjRozA6NGjucDHrD59+uDx48fYunUrQkNDERoaChkZGejp6WHUqFFCL2KdO3dGREQEli1bhrt37+LNmzdo3bo1tm/fLjZf1dm2bRs6dOiA3bt34+HDh0hISIC5uTlOnDiBYcOGfZdKOnd3d+Tk5CAyMhLPnz/H3bt3oaioiBYtWsDf3x9Tp06VKE5QfVi1ahXs7Ozw22+/4d69e7h79y60tbXh5eWFuXPnolOnTkLLaGlpISYmBjt27MDJkydx7do1VFRUwMjICOPHj8fcuXNFBp9etWoVpKSkcPbsWZw/f55rzbVkyZJ/XSUdAJw8eRKrV6/G8ePHcevWLWhqasLR0RGrVq1CZGSk0PzGxsb49ddfERERgcePHyMkJAQMw6BZs2bw9vbG9OnTYW1tLbCMnJwczp8/jxMnTuDw4cN4+PAhHjx4AC0tLZiYmGDmzJnQ1dWVKL89evTAkydPsHPnTly+fBmxsbEoLi5GkyZNoK+vj5EjR2LIkCG12geLFi2Cg4MDduzYgdu3b+Ps2bNQVVVFixYtMH/+fKERECdMmAALCwts3rwZUVFRSEpKgrq6Ovr164cZM2bA2dm5Vr9fHTk5OVy9ehWLFy/GnTt3kJiYiIqKCvTs2bNWrbDqci0EKltFRkRE4NChQzh+/DgSEhIQExODJk2awNLSEoMGDRKYX0dHB1euXMHKlSvx8OFD3LlzBxUVFVylVHXk5eW5CoLAwEBERkaiuLgYLVq0gJ+fHxYsWPCviEfHcnNzQ1xcHDZs2IAbN27g9OnTUFZWRvfu3TFx4sRqY2DVt5YtWyIuLg6bN2/G+fPncenSJUhJScHU1BTDhg3D9OnTa1WBsmvXLty4cQOxsbGIiIhAfn4+dHV14ezsjAkTJmDgwIEC89e1/LFmzJiBbt26Ydu2bQgODgbDMOjevTvmz58PNze3Wu2L6dOnw8HBAb/99hvCw8Nx48YNSElJQVdXFx07dkT//v1rfQ0RxdfXF4qKioiKikJycjIiIiKgrq4OfX19zJw5ExMmTPju94zaPs907twZDx48wJIlSxAbG4vg4GDu/FuyZEm1LRbt7OyQmJiIVatWISwsDGfOnEHjxo3h7e2NpUuXcqMz1we2Wy4AruW+OOIq6QICAgBU9siQ1Pbt22FnZ4ddu3YhJiYGpaWlMDY2hr+/P2bNmvWv+IBACCH/l/CYf/OQaIQQQgghhPyDGBoaIi0tDampqTRqJvnPyc3Nhbq6OrL2bIZaPbUyJN+PjM+Uhs4CIaSWKCYdIYQQQgghhBBCCCENjCrpCCGEEEIIIYQQQghpYBSTjhBCCCGEEEKIxGRGjIfM/x8RnRBCSP2hSjpCCCGEEELqyatXrxo6C4QQQgj5l6LuroQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgVElHCCGEEEIIIYQQQkgDo0o6QgghhBBCCCGEEEIaGFXSEUIIIYQQQgghhBDSwKiSjhBCCCGEEEIIIYSQBkaVdIQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgVElHCCGEEEIIIYQQQkgDo0o6QgghhBBCCCGEEEIaGFXSEUIIIYQQQgghhBDSwKiSjhBCCCGEEEIIIYSQBkaVdIQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgVElHCCGEEEIIIYQQQkgDk2noDBBCCCGEEEII+fcoO34AZYqKDZ2Nfz0ZnykNnQVCyD8MtaQjhBBCCCGEEEIIIaSBUSUdIYQQQgghhBBCCCENjCrpCCGEEEIIIYQQQghpYFRJRwgRy9DQEDweT+BPXl4ezZs3x8CBA3Hp0qWGzuI38fX1BY/Hw+HDh3/Yb7L78b+ouLgYixYtgomJCeTl5cHj8WBoaNjQ2aqVhigT/1ew15NXr15919/5L59jNVm+fDl4PB569epV7XyHDx/+V56f/3Xs8Vu+fHlDZ6Xe/Kjz/lt8+PAB06ZNg5GREeTl5aGjowMvLy/ExcVJvI7y8nJ07dqVu/5ERUWJnffx48cYPXo0WrZsCXl5eSgpKcHU1BRTpkxBamqqyGWePn2K3377Db6+vjA3N4eMjAx4PB5Wr14tUf7CwsLQr18/aGtrQ1FREWZmZli8eDG+fv0q8TYSQgj5MaiSjhBSIzs7O/j4+MDHxwf9+vWDjIwMgoOD4e7ujtmzZzd09v4xevXqBR6Ph1u3bjV0VhrEL7/8gnXr1iEvLw8DBw6Ej48PPD09GzpbHLZiwtfXt6Gz8kP9Xy+X3+LVq1dUmUXIf9izZ8/QoUMH7Nq1C1JSUhg0aBAMDAxw+vRpdO7cGefOnZNoPZs3b8bdu3dr/EAQHBwMKysrHD58GFJSUnBzc4OTkxPy8vKwZ88emJubIzIyUmi5PXv2YPr06Thy5AgeP36M8vJyibdx27ZtcHZ2RmhoKNq1awd3d3fk5ORg7dq1sLGxwadPnyReFyGEkO+PRnclhNRo3LhxAhUbZWVlmDVrFnbu3Ilt27bhp59+gq2tbcNl8F/kr7/+augsfDenTp0CAERGRsLExKSBc1M369atg7+/P5o2bdrQWSGE/B8zbdo0DB8+HNra2g2dlf8TGIbB8OHDkZmZiVGjRiEgIADS0tIAgP3792PixInw9vbG8+fPoaurK3Y9T548wbJly+Dm5oZHjx4hLS1N5HwlJSUYO3YsSktLsXLlSixZsoSr1CspKcHEiRNx+PBhTJgwQehZoX379pg7dy46duwIKysrrF27Fn/88UeN2xgfH485c+ZAWloaFy9ehKurKwCgoKAAAwYMwI0bNzBp0iScPn1aon1GCCHk+6OWdISQWpORkcGmTZugpqYGALh48WID5+jfw8zMDGZmZg2dje/i9evXAPCvraADgKZNm8LMzAzq6uoNnRVCyP8x2traMDMzo0q6H+TKlSuIj4+HhoYGdu/ezVXQAcCECRPg6OiIr1+/Yvv27WLXUVZWBh8fHygqKmLfvn3V/t6jR4/w6dMnqKioYPHixQKt7uTk5LBmzRoAQEpKCj5//iyw7Lhx47Bp0yaMGDECZmZmkJKS7BVu3bp1YBgGo0eP5iroAEBJSQkHDx6ElJQUzpw5g5SUFInWRwgh5PujSjpCSJ0oKChwlTEfPnwQOc+NGzfg4eGBpk2bQk5ODk2aNMHgwYNx584dset9/PgxhgwZAm1tbSgpKcHc3By//vorKioqxMa2qSkGVW27++Xl5eHAgQPw8PCAiYkJlJWVoaysDHNzcyxevBhfvnwRmP/WrVvg8XiIiIgAAPTu3Vsgjh9/fLPq8pqdnY1FixahXbt2UFJSgqqqKqytrbFx40YUFhYKzc/+bq9evVBaWooNGzagXbt2UFRUhJaWFjw8POrccu/t27fw8/ODiYkJFBQUoK6uDjs7O+zbt0+omw17XBiGEdhGSWO7lZaW4ujRo/j5559hZmYGNTU1KCoqwtTUFNOnT0d6errYZRmGwdmzZ+Hm5gZdXV3IyclBV1cX9vb22LBhA7ffDA0NMXr0aADAkSNHBPLIH79LXEw6/lhRHz9+xNSpU9GiRQvIycmhRYsW8PPzEyoXknr37h3mzZsHc3NzqKqqQllZGa1bt4avry9iYmIAAC9evIC0tDQ0NTVRUFAgdl3t2rUDj8dDSEhIrcolUPliOHr0aBgYGEBeXh6NGjWCo6Mj10KyqoqKCuzfvx92dnbQ0NCArKwsmjRpAgsLC/j5+dUqBtXq1avB4/HQokULPHr0SCDt9OnTcHFxQePGjSEnJ4dmzZph5MiRSE5Olnj9rLKyMvz+++/o1asXGjVqBHl5eRgZGWHy5Ml48+aNwLy+vr4wMjICAKSlpQnF56zqxIkTcHR05NZrYGCAMWPG4NmzZyLzwn89Cw8PR58+faCpqQlFRUVYWVkhMDCw1ttXX2pz/gOCXclzcnIwe/ZsGBoacveJDRs2oKKiAkBleZ84cSJatGgBeXl5mJqa4rfffhObl4KCAqxfvx5WVlZQVVWFkpIS2rVrhyVLlghVZEji+fPnGDNmDBd/TEVFBQYGBujfvz8CAgIE5q3rtYn/nhMREYE+ffqgUaNGUFJSQqdOncS2gKopJt2zZ88wceJEGBsbc8elR48eOHr0aI35SEhIgIeHB7S1tSEvL4+2bdtiy5Yt3HWbX3FxMTZt2gRra2uoqqpy11VbW1vMnz8f2dnZ1exh8WpTznNycrBkyRKYm5tDWVkZ8vLy0NPTg52dHZYuXYrS0lKB+cPCwuDn5wdLS0tuG5s3b45hw4YhNjZW5G+wXVkHDBgAFRUVofQRI0YAAM6ePSt2m9auXYuHDx9i69at0NPTq3b7FRQUqk1nycnJQVVVVaJ5q1NSUoLLly8D+N+28DMwMICdnR0ASNytlxBCyPdH3V0JIXWWm5sLANDR0RFKmzt3LrZs2QIpKSnY2Nige/fueP36NS5cuICLFy/iwIEDXKUJKyIiAq6urigsLISxsTGcnZ2RlZWFBQsW4O7duz9kmwAgMTEREyZMQOPGjWFqagpra2t8/vwZDx8+xNq1a3Hq1CncvXsXWlpaAABdXV34+PggNDQUHz58QN++fQW6xrRq1arG33z58iUcHByQlpaGxo0bo1+/figtLUV4eDgWLFiAkydPIiwsDJqamkLLlpaWol+/foiJiUGPHj3Qpk0b3L9/H+fOnUN4eDji4+NrFVMrNjYWLi4uyM7Ohr6+PgYNGoScnBzcunULMTExOHfuHIKDgyEnJwcA8PT0xKdPn3DkyBEAgI+PT622/cOHDxg1ahTU1dXRpk0bdOjQAfn5+UhISMBvv/2GEydOICYmRmhdpaWlGD58OM6ePQspKSl06tQJDg4O+PTpE5KTk+Hv749hw4bB0NAQnp6euHv3LqKjo2FsbAx7e3tuPbVp2fjmzRtYWVmhtLQUdnZ2KCoqQnR0NHbu3Il79+4hOjoasrKyEq/vxo0b8PT0xJcvX9CkSRM4OjpCTk4Or169wvHjxwEA3bp1g7GxMfr374+LFy/i2LFjGD9+vNC6wsPDkZycDGNjY7i6uuLp06cSl8vLly/D09MTRUVFMDU1hYeHBzIzMxEREYGbN2/i6tWrOHjwoMDvjRs3DgEBAVBQUIC9vT0aN26M7OxsvHz5Ejt37oSjo2ON5a60tBQTJ05EQEAALC0tcfnyZe5Ft6ysDD///DNOnToFeXl5WFtbo1mzZnj27BmOHTuGs2fP4uzZs3BxcZFoX+fl5WHAgAG4desWVFRUYG1tjcaNG+PRo0fYu3cvgoKCcP36dXTs2BEAYG9vj69fv+LMmTNQVlYWG1+RYRj4+voiMDAQMjIy6NGjB5o0aYK4uDgEBATg5MmTOHPmjNh8Hjp0CKtXr4aVlRVcXFzw6tUr3L17Fz4+PsjOzsbMmTMl2r76Utvzn9+XL1/QtWtXZGVloXv37sjLy0NkZCT8/f3x9u1bzJw5E/b29pCVlUW3bt3w8eNH3L59G9OnT0dBQQEWLFggsL7s7Gw4OjoiISEBampqcHBwgKysLCIiIrBmzRocP34cN2/elPj69vjxY9jZ2SE3NxempqZwc3ODtLQ03r59i9u3b+Pdu3cC96W6XptY586dw86dO2FmZoa+ffsiPT0dUVFR8Pb2RkJCArZs2SLxcQkKCoK3tzeKiopgZmaGfv36IScnB/fu3cOoUaNw8+ZNHDp0SOSyV69exdatW7n7akZGBqKiojB37ly8efMGv/76KzdvRUUF+vfvjxs3bkBNTQ3du3eHhoYGPn78iOfPn3OtuRo1aiRx3oHalfOCggLY29vj8ePHaNy4MRwdHaGsrIz3798jJSUFMTExmD17NjQ0NLhlJk2ahDdv3qBdu3aws7ODjIwMUlJScOrUKZw9exYnTpzAkCFDBPIUHx8PALCxsRGZZ3b68+fPkZ+fD2VlZYH0hIQErF69Gn379hV6nhHF1NQURkZGSE1NxZo1a4S6uy5evBgAMHbsWMjIfPsr2rNnz7iPOtVtY2RkJLcvCCGE/AMwhBAihoGBAQOACQgIEEpLTk5mpKWlGQBMbGysQNr+/fsZAEyrVq2YxMREgbSIiAhGVVWVkZOTY549e8ZNLygoYJo1a8YAYObMmcOUl5dzaU+ePGF0dHQYAAwAJjU1VWCd7HRxevbsyQBgwsPDBab7+PiI3L43b94wYWFhAnlgGIbJz89nvL29GQDMlClTJP4dSfLauXNnBgAzYMAA5uvXr9z0zMxMxsrKigHAjBgxQmCZ8PBwbn0dO3ZkMjIyuLTCwkKmb9++DABmwoQJYvNTVVFREXfcJ02axJSUlHBpL168YAwNDRkAzKJFiyTetprk5uYyFy5cYIqLiwWml5SUMAsXLmQAMP369RNabvbs2QwAxtDQkElISBBIq6ioYMLCwpgvX75w0wICAhgAjI+Pj9i8iCsTy5Yt47bP19eXKSoq4tJev37Nld3jx49LvN2vX79m1NXVGQCMv7+/0PZ/+PCBiYyM5P59/fp1BgBjYWEhcn1DhgxhADBbtmwRmF5TuXz//j2Xj9WrVzMVFRVcWmxsLKOpqckAYPbv389NT0tLYwAwzZs3Fyh3rOTkZCYtLU1gGluu2PP3y5cvjJOTEwOAcXV1ZfLy8gTmX7RoEQOA6dy5M/Py5UuBtKCgIEZaWprR1NRkPn/+LJAmrhyOGDGCAcC4ubkxHz58EEjbtm0bA4AxMTFhysrKuOmpqakMAMbAwEB4x/1/e/bsYQAw2traTHx8PDe9oqKCKzcaGhpMZmamyP0hKyvLXLx4USCNLavq6upMQUGB2N+uiv29nj17Vjsfu/6q21XX859dHwDG3d2dyc/P59IePnzIyMjIMFJSUkzbtm2ZSZMmMaWlpVz6+fPnGQCMmpqawHIMwzDDhg3jysCnT5+46Xl5eYyrqysDgOnWrZuku4cZPXo0V86rKigoYCIiIgSm1fXaxJ5zAJi1a9cKpN26dYtRVFRkADChoaECaezxW7ZsmcD0pKQkRl5enlFQUGDOnDkjkPbq1SvG3NycAcAcOXJEbD727t0rkHbjxg2Gx+Mx0tLSzJs3b7jpERER3D0lNzdXaNtiY2MFjkVN6lLOjxw5wl0X+MsgwzBMeXk5c+vWLaFjcu7cOSY7O1vo98+dO8fIyMgwWlpaQudSo0aNGADM+fPnReY9Ozub23+PHz8WSCsuLmY6dOjAqKqqClzr2O3lv3bzi4mJYRo3bswAYIyNjZkhQ4YwAwYMYJo2bcooKSkxM2bMENo2Udh71apVq8TOExwczF1/xNm6dSsDgLGxsanxN1k5OTkMACZrz2am9PAu+vvGP0IIqYq6uxJCaiUnJwfXrl2Dh4cHysvLsWTJEoEvtBUVFVxXnRMnTqBDhw4Cy/fo0QO//PILSkpKBOK3nD59Gu/evYOBgQHWrVsnEG+lbdu2+OWXX77vhvFp3rw5HB0dhWK+KCkpYc+ePZCRkUFQUFC9/V5UVBTu3bsHJSUl7N+/X+BrfePGjbF//34Alfvz7du3QsvzeDwEBAQItJJSUFDAihUrAFR2A5JUUFAQ0tLSoKenh19//VWgVVjLli2xefNmAMBvv/2GoqKi2m2oGKqqqhgwYIBQyxxZWVmsXbsWenp6CA0NRV5eHpeWmZmJnTt3AqgsOxYWFgLL8ng8ODo61ntsuebNm2PXrl2Ql5fnprHdXYHa7eutW7ciJycH7u7uWLdundD2N2nSRKDFn5OTE9q1a4fExERERUUJzPv27VtcuHABSkpKGDNmTK226cCBA8jJyYG1tbVQnCQbGxuudcemTZu46WwXdysrK5EB1du0aQN9fX2xv/n69WvY29sjLCwMEydOxMWLFwW6m2VnZ2Pbtm1QUFDAmTNnuG6nLE9PT0ycOBGfP38W29WP319//YU///wTenp6OH78OJo0aSKQPnPmTPTr1w/Pnz/HlStXalwfP/acWLp0KSwtLbnpPB4Py5YtQ4cOHfDlyxccOHBA5PJ+fn5wc3MTmObr6wszMzPk5OTgwYMHtcoPUNkquWr3XP4/ca1+vvX8V1FRwe+//w4lJSVumpWVFfr164eKigp8/foV27ZtE2glNHDgQJibmyM3N1dgW1+/fo2goCDweDzs37+fa7nM/s6BAwegoKCAmJgYrlt4Tdhy269fP6E0RUVF9OjRQ2BaXa5N/Dp27IiFCxcKTOvZsyemTJkCABK3pFuzZg2Ki4uxevVqeHh4CKQZGBhwrVx37NghcnkPDw9MnDhRYJqDgwP69u2L8vJyhIeHc9PZfdS9e3eRXS5tbGwEjoWkalPO2Tw4OzsLtUyWkpJCz549hY7JoEGDRLY0HzRoELy8vJCVlSWwnQC441a1hRyL/5rE9hxgrVixAklJSdi0aVO117qqunbtijt37sDa2hovXrzAmTNnEBwcjIyMDJibm6NXr14iW6nWRU3bB/xvG6tuH7/i4mLk5uYK/BFCCPl+qJKOEFKj0aNHcy93Ghoa6Nu3L54/f46jR49i1apVAvPGx8cjPT0dxsbGsLa2Frk+NgYY/4sVGzfLy8tLZHfBn3/+uZ62RnIxMTHYsGEDpk6ditGjR8PX1xdTpkyBnJwcPn78WKd4SKKwsfJcXFxEdh22traGhYUFKioquP3ET19fX6iSCqisKAEqY0DVNi/Dhw8XqIhieXh4QFNTE3l5eXj48KHE65VEYmIitm7dCj8/P4wZMwa+vr7w9fVFWVkZKioq8Pfff3PzhoeHo6SkBNbW1mLL2ffg6OgoUAHBqsu+Dg0NBVAZoFxS06dPBwCugpK1b98+rnsofxcwSbDHnL+bMr+xY8cCqOzyxcbgMjMzg6qqKkJCQrBmzRqkpqZK/HtxcXHo0qULnjx5gvXr12Pv3r0CAduByuNbWFgIOzs7NGvWTOR6RF1HxAkJCQHDMHB1dRUb66k262O9ffsWL168ACB6//FXiFWtIGC5u7uLnF6XMsXS0dGBj4+P2D82DlVV33r+W1tbC1WAAv8bTKZ3794i43Kx6fwx3m7fvo2Kigp07NhR6GMPADRr1gx9+/YFIH7fVtWpUycAwOTJk3H16lWJPzTU5trEz9vbW+R0tqxERUWJjPHHr6Kigqs4HjZsmMh5bGxsoKKigvj4eJHbVJsyZmVlBWlpaRw6dAi7du1CRkZGtfmTVG3ywI4Wv3HjRgQGBkocAy89PR0HDhzAnDlzuFHpfX198eTJEwDA06dPv2UTOPfv38eGDRvg4OBQq+s3AJw/fx6Wlpb4+vUrLl26hOzsbLx//x7Hjh1DWloaBg8eLPRc1dDWrVsHdXV17q9FixYNnSVCCPlPo5h0hJAa2dnZcTF3Pn78iMjISOTl5WHy5MkwMTHhXnyAythqQGWg++oGc2DXxWJbiImLLaShoQF1dXXk5OR8y6ZIJDMzE0OGDBFqrVRVbm6uyC/3tcW+nFRtLcTP2NgYiYmJIl/YxX3FZ0ffLS4urre88Hg8GBkZ4fPnz3WqPBAlPz8fo0aNqjFwNf/X+7S0NAC1iydXH2ra17VpXViXbRg5ciT8/f1x9uxZZGRkoGnTpigpKeFaaU2bNk3idbFqOuYaGhpo1KgRsrOz8fbtW+jp6UFVVRUBAQEYPXo0lixZgiVLlqBp06bo0qULXFxcMGLECJGB2IHKioaysjKsXr1aKAYZi72O3Lhxo1bXEXHY9R08eFAotl5d1sdi952WlhZXBqoyNjYWmLeq+ixTLDMzs2oHbTl8+DCio6OFpn/r+S9uW9iyIC6drTjl31ZJr4v889Zk3rx5iIqKQlhYGFxcXCArKwsLCwv06NEDw4cP5yqHWHW5NvETl3d2emFhIbKyskRWbLKysrK49UtSOZKVlSVUsV2bMmZsbIxt27Zh3rx5mDZtGqZNmwYDAwN07doVbm5u8PLyqlNLr9rkoVevXliwYAE2bdoEHx8f8Hg8mJiYwM7ODgMHDoS7u7tQS/cVK1ZgzZo1QgNK8Kt6nFRVVZGdnY38/HyR83/9+lVkPn19faGgoIDff/+9xusTv5cvX2L48OGQlpZGaGiowPPOiBEjYGhoCHt7e6xcuRLDhw//5pHS2fNK3PYB/9tGcdcvAFi4cCFmz57N/Ts3N5cq6ggh5DuiSjpCSI3YL9KsnJwcDB48GOHh4Rg6dCiSk5O51kXsCH66urpcKwdxtLW1haZV98Bbm4dhfmyeJDVu3DhERUWha9euWLFiBSwsLKCpqcm18NPT00NGRobIUfEaQtWXlX+bhQsX4ty5czAzM8P69etha2sLbW1t7kWwW7duuHPnzj9ifzf0vlZSUsL48eOxceNG7N+/H8uWLcOZM2fw4cMHdO/eXWSLo+9lyJAhcHJyQnBwMCIjIxEdHY1z587h3LlzWLp0Ka5fvw5zc3Oh5Xx8fHDw4EFs27YNLi4uIltCsudsq1atxLb6YklSycmuz9LSUmSrU36dO3eucX31qaHLVH2qaVsaeluVlJRw/fp1xMbGIjQ0lOsq++DBA2zduhVTpkzBrl27uPl/xLWppmX571/iWrvyE9UCsrb73c/PD0OHDkVwcDCioqIQFRWFEydO4MSJE1i2bBkiIyPRtGnTWq2ztnlYv349Jk2ahIsXLyIqKgrR0dEICAhAQEAAbG1tER4eznXjPHv2LJYvXw4VFRXs3LkTDg4O0NPTg6KiIng8HhYtWoR169YJ7WtDQ0NkZ2fj9evXIvPAjvjM4/FgYGAAoHIU7L/++gva2toiu42/f/8eQOU+VFdXh4uLC/z9/QEAf/75J4qLi8UOqtOtWzcYGhoiNTUVt27d+uZKOvY3vnz5gry8PJGtiNltrG7wFXl5eZHlihBCyPdBlXSEkFpTV1fHyZMnYWZmhrS0NGzduhVLliwB8L8v/VpaWtW25KiK/fL/6tUrkek5OTn48uWLyDRZWVmUlpaKfQhlWyxJIj8/HyEhIZCSkkJISIhQ18H8/HzuIby+sNvOtvYRhU0T1/XvR+aF7dpYX3k5deoUAODkyZMiK5meP38uNI1tlZGSklIveWgI+vr6ePr0KVJSUiQaBZc1depUbNmyBfv378eiRYu4rq91aUUHVB7HlJQUscc8JyeH625W9Zirq6tj1KhRGDVqFIDKFz4/Pz9cuHAB06ZNE9k9e8mSJWjbti3mzJkDBwcHXL58WSD2HvC/64ipqWmtriPisOuzs7MT6ir8Ldj9wbZ2EtUa5Uedu/WhIc7/b8lLXfetra0t12qurKwM58+fh7e3N3bv3g1PT0/07t0bQN2uTfzEdQNn73MKCgo1xnfT1taGoqIiCgsLsXnzZpEft74HHR0djB8/nhtJOiUlBWPGjMGdO3fg7+/Pjeb9PRkaGsLPz4+L+RkbG4uRI0ciNjYWGzdu5OKussdpzZo1IrufijtOVlZWiIuLExv3kZ1uYmIi1DL406dPIq9vrISEBG4bWGxlYHWt1tg4qpJ28a2OqakplJSUUFBQgAcPHnDlmh+7jVZWVt/8e4QQQurHf+fzLSHkh2rcuDFXMbd582auAo1taZCcnMzFgZEEG7A7KCgIZWVlQunHjx8Xuyz7gvbXX38JpSUlJXFfiiWRk5OD8vJyqKmpiYztdfToUbEtH9jWFaLyXx02FlZoaCgXMJtffHw8EhISICUlJRTYvL6xeTl58qTIbnbnzp3D58+foaqqWm+x4NiXEbalAr+rV6/i06dPQtMdHBwgJyeHhw8fIi4uTqLfqevx+V5cXFwAQOyAAuLo6+tj0KBBSE9Px9KlSxETEwM9PT2hgPKsmrabPebiXroPHToEoPJFtabKkBYtWnAvzuxLqiizZ8/G/v378fXrV/Tt2xfXr18XSHd0dIScnBxu3bqFzMzMan9TEq6urgCA4ODgWnUfrWnfNW/enOtyKaoykWEYbrqoF+R/moY4/8Xp0aMHpKSkkJCQgMTERKH0jIwMLq7jt+xbGRkZeHp6ci2/+cttXa5N/MQNahIYGAgAsLe3FxhEQxRpaWk4OzsD+F9lVEMwMzPjuqdXd25/T7a2ttygG5Iep8zMTKHrC2vw4MEAKq8LorqEss8d/NdWS0tLMAwj9o/NQ2RkpMD5D/zvWSUuLk7kNeXLly9c3LzqunlLSk5ODv379xfYFn5paWlcDE52XxBCCGl4VElHCKmzKVOmQF9fHzk5OdwodbKysli2bBkYhsHgwYNFxnUrLy/HzZs3cffuXW6al5cXmjZtilevXmHx4sUCXXxSUlKwcuVKsflwcnICUBmThj/+2qtXr+Dj41Orrkg6OjrQ1NTEly9f8Mcffwik3b17V2ikPn7NmzcHgFpVTgKVL2qdO3dGYWEhJk6ciIKCAi7t06dP3Kh8w4cP/+5xYLy8vKCvr4/09HTMnj1b4EUiNTUVc+bMAVDZlUdUAPi6YAOH//bbbwLTnz59ikmTJolcpkmTJpg8eTKX58ePHwukMwyDmzdvCsQwZI9PcnJyveT7W82ePRuqqqoIDg7GkiVLhGIpZWZmio2LOGPGDACVXcIAYOLEiWJf9msql+PHj4eamhri4uKwdu1agfMlPj4eq1evBlAZz4t/+smTJ1FYWCi0vosXLwIQ/cJc9XePHj2KkpISuLu74/z581yajo4O/Pz8kJ+fD3d3dzx69Eho+eLiYgQHB0vUmrJjx44YMmQI3rx5Aw8PD5EtdvPz83Hs2DGBivLGjRtDTk4O79+/F9uyZe7cuQCAVatWCVQmMQyD1atXIyEhARoaGlyLpH+yhjj/xdHX14eXlxcYhsHEiRORlZXFpeXn52PChAkoKipCt27d0K1bN4nWuXv3bpGDB7x//55rUcRfbutybeL38OFDbNy4UWBaVFQU16V21qxZEuV72bJlkJOTw7x583DkyBGRIRweP36Ms2fPSrS+6ty8eRMhISFC1yOGYXDp0iUANZ/b3+rcuXPcwCH8SktLuYpZUcdp//79KCkp4abn5OTAx8dHbCxbV1dXdOzYEV++fMGUKVMEBvHYv38/bty4ARUVFe56+608PDwgJSWFtLQ0zJkzRyCveXl5GDt2LAoLC9GoUSPuI8638vf350aAZ/cdABQUFGDs2LEoLy/HkCFDfnh8V0IIIeJRd1dCSJ3Jy8tj+fLlGDNmDLZv345Zs2ahUaNGmDZtGl6/fo1Nmzahe/fuaNeuHVq1agVFRUW8f/8eCQkJ+PLlC/bs2YMuXboAqIwVdPToUfTv3x8bN27E2bNnYWNjg+zsbNy6dQsDBw7EvXv38Pr1a6Gg1YsWLcLp06cREhKC1q1bw9bWFh8/fkRsbCzs7OzQrVs3iUdslJaWxtKlSzFr1ix4e3tj165daNmyJV6/fo2YmBiMHDkSt2/fFtmFdsiQIQgICMD8+fMRFhaGJk2agMfjYcyYMTW+RB4/fhwODg64cOECjIyM0KNHD5SWliI8PBy5ubmwsrKq12564sjLy+P06dNwcXHBnj17EBISgi5duiAvLw83b95EUVER+vbti2XLltXbby5btgyenp745ZdfcOrUKbRr1w6ZmZmIjIxE9+7doaenJ/L4bdy4EampqQgODoaFhQU6d+4MIyMjfPr0CU+ePMG7d++QmprKdR/q0qUL9PT0EB8fDysrK5ibm0NWVhampqYCFVA/ir6+Pk6fPg1PT0+sWbMGv//+O7p27QpZWVmkpaUhPj4eI0aMEOoKCgDdu3dHx44dER8fD1lZ2WpHGKypXOro6ODYsWPw8vLC4sWL8ccff6Bjx47IzMxEREQEysrKMHr0aIFKprS0NAwfPhyKioqwsrJCixYtUFZWhkePHuHp06eQk5MTqpwQ5aeffoKysjKGDh0KLy8vHD58mBvJef369cjIyMDx48e5WHItW7aEjIwM3r59i4SEBOTn5+PKlSsSvWAGBATgy5cvuHLlCkxNTWFhYQEjIyMwDINXr14hMTERJSUl+Ouvv7hRlmVlZTFgwACcPn0alpaWsLe35+Jv/v777wAqK0hjYmLwxx9/wMbGBj179kSTJk0QFxeHp0+fQlFREcePH0fjxo1rzGNDa4jzvzq7du1CSkoK7t27B2NjY/Tu3RsyMjKIiIjAx48fYWRkhGPHjkm8vv3792Pq1KkwMjJC+/btoaamxg2GVFhYCAcHBwwYMICbv67XJtb06dOxcOFCBAYGokOHDkhPT0dkZCQqKiowY8YM9OvXT6J8W1lZ4ejRo9xopWyX8caNGyM7OxuPHj3C27dvMWzYMLEtaiWVlJSEWbNmQU1NDVZWVtDT00NhYSHi4uKQlpYGdXX1aj+a1YeIiAhs374d2tra6NixI5o0aYK8vDzcvXsXmZmZaNasGebPn8/NP3PmTAQGBiIkJAQtW7ZEly5dUFpaioiICCgpKWHMmDFci2B+PB4Pf/75J7p3747AwEBERUXB1tYWqampuH//PmRkZBAYGAhdXd162a727dtjzZo1WLhwIXbs2IGzZ8/C2toapaWluH//Pj59+gQFBQUcPnxYqEtsXFwc14oQADeq9L59+7jKU6CygpM/XqCVlRW2bNmC2bNno1+/ftz1KTIyEhkZGTA1NcXevXvrZfsIIYTUD2pJRwj5Jt7e3mjbti3y8vKwadMmbvrGjRsRHR2Nn3/+GV+/fkVoaCguX76M9PR09OrVC7///juGDRsmsC4HBwfcu3cPgwcPRnZ2Ns6fP4+3b99izZo1OHr0KN6/fw8pKSk0atRIYDkjIyPExMTAw8MDeXl5uHTpEj58+IDFixcjJCSEG/BBUjNnzsT58+fRrVs3PH36FBcvXkRxcTF27dpVbRye/v3748CBA2jfvj1u3ryJQ4cO4eDBg3j27FmNv9myZUvExcVh4cKF0NLSwqVLl3D9+nUYGxtj/fr1iIqKqpeRZCVha2uLhIQETJ06FdLS0jh37hwiIyPRsWNH7NmzB5cuXarT6H7ieHh4ICIiAo6OjsjIyEBwcDAyMzOxfPlyXLlyRezxk5OTw/nz53H8+HE4OTnh2bNnCAoKQlJSElq2bIlNmzYJvFzJycnh6tWrGDBgAN6+fYujR4/i4MGDuHz5cr1tS2316dMHjx8/xowZM6ChoYHQ0FBcuXIFX758wahRo6ptrdOnTx8AgKenZ7UvkZKUSzc3N8TFxcHHxwdfv37F6dOn8fDhQ3Tv3h0nTpwQesHt0qUL1q9fj969eyM9PR3BwcG4du0apKWlMXXqVCQlJUncEmTAgAG4fPky5OXl4e3tjf379wOo7IZ47NgxhISEYNCgQcjMzERwcDCuXr2K7OxsuLu74/jx4xJ3AVdVVcW1a9e48vL69WucO3cON2/eRGFhIX7++WecO3eO677K2rdvHyZOnAgej4fTp08LjRDL4/EQGBiI48ePw97eHg8fPsTp06dRUFAAX19fxMfHc91t/w1+9PlfHS0tLcTExGDdunUwMjLCtWvXcOnSJWhra2PRokV4+PBhtQHvq1qzZg0mT54MDQ0N3L17F0FBQUhOTkbnzp1x5MgRhIaGCrRIreu1iTV48GBcv34durq6CAkJwf3792FlZYXDhw/j119/rdW+8PLywpMnTzBr1ixoaGggOjoaZ86cQXJyMlq1aoX169djzZo1tVqnKO7u7li+fDlsbW3x8uVLnD17Frdu3YK6ujr8/f3x+PFjWFpafvPvVMfX1xf+/v4wMzNDcnIygoKCcOfOHbRo0QJr165FYmIi10IYqHwGiI+Px88//wxpaWlcunQJiYmJ+OmnnxAfH19tC3RTU1MkJSVh6tSpKC8vx7lz55CamgoPDw/ueaQ++fv7IyIiAkOHDgWPx8OVK1dw48YNaGhoYMKECYiPj4e7u7vQcrm5ubh37x73x3a1fvv2rcB0UaO5z5o1C9evX0ffvn2RlJSECxcuQEVFBQsXLkRsbOwPi3NICCFEMjzmnzBcHiGE1OD27dvo2bMnzM3NkZSU1NDZIaRBlZeXw9jYmIsp1LVr14bOEiHk/+vVqxciIiIQHh7Oxfkj5L8iNzcX6urqyNqzGWqKig2dnX89GZ8pNc9ECPk/hVrSEUL+MT5+/ChyNLzHjx9zXe1Gjx79o7NFyD/O/v37kZaWhq5du1IFHSGEEEIIIf8RFJOOEPKP8eTJE/Tu3Rtt27ZFy5YtoaioiNTUVMTFxaGiogLOzs7w8/Nr6GwS0iCePn2KTZs24f379wgNDYWUlBQ2b97c0NkihBBCCCGE1BOqpCOE/GO0bt0aU6dORUREBKKjo5GXlwdVVVV069YNI0aMwPjx48WOYEnIf11GRgYOHjwIOTk5tGvXDsuXL5d4VEtCCCGkPsmMGA+ZKgNcEEII+XYUk44QQgghhBBCSI3YmHQ5OTlCo9ASQgj5dhSTjhBCCCGEEEIIIYSQBkaVdIQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgVElHCCGEEEIIIYQQQkgDo0o6QgghhBBCCCGEEEIaGFXSEUIIIYQQQgghhBDSwKiSjhBCCCGEEEIIIYSQBkaVdIQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgVElHCCGEEEIIIYQQQkgDo0o6QgghhBBCCCGEEEIaGFXSEUIIIYQQQgghhBDSwKiSjhBCCCGEEEIIIYSQBkaVdIQQQgghhBBCCCGENDCqpCOEEEIIIYQQQgghpIFRJR0hhBBCCCGEEEIIIQ2MKukIIYQQQgghhBBCCGlgMg2dAUIIIYQQQggh/x5lxw+gTFGxobPxryfjM6Whs0AI+YehlnSEEEIIIYQQQgghhDQwqqQjhBBCCCGEEEIIIaSBUSUdIYQQQgghhBBCCCEN7Jsr6SwsLMDj8SAvL4+srCyJlmEYBhcuXMCoUaNgYmICNTU1yMnJoXHjxrC3t8e8efNw9+5dkcv26tULPB6vxr/ly5fXajt8fX2F1iEjIwNtbW307NkTu3btQmlpaY3r+fDhA+Tk5MDj8WBtbS3x7xcWFmLPnj1wd3dHixYtoKSkBEVFRTRv3hx9+/bF+vXr8fLlS5HLSrI/eDwebt26JXF+auPWrVvg8Xjo1avXd1n/9/bq1SvweDwYGhoKpRkaGoLH4+HVq1c/PF//ZrTfKi1fvrxO16Pvhb0WVFWfx6u686mh/NOOw39Jddd/ceXtn+KfWFa/1eHDhyXaJva4/ZOPz/9F7PHz9fVt6KzUG/a5/Xs9g9aHvLw8LFq0CKamplBUVIS2tjb69++Pmzdv1mo9Q4cO5c6ro0ePip3vzZs3mDZtGoyNjSEvLw9tbW307dsXly9fFrvMlStXMG7cONjY2KBp06aQl5eHqqoqLC0tsWjRInz69EnkcjExMZgyZQq6du2KZs2aQUFBAcrKymjbti38/Pz+zz+nEULIP9E3DRwRGxuLpKQkAEBJSQmOHj2KGTNmVLtMamoqvLy88PDhQwBAy5Yt0bt3b6ioqCA7OxsJCQmIjo7G5s2bMXjwYJw9e1bkeiwsLGBpaSn2d6pLq46xsTHs7e0BAEVFRUhJScHt27dx+/Zt/Pnnn7h+/ToUqwmSGhgYyFXmxcXFITExERYWFtX+5vXr1zFq1Ch8+PABUlJSsLS0RKdOnSAnJ4f3798jOjoa165dw5IlS7Bx40bMnj1b5Hr69u0LXV1dsb9TXRohklq+fDlWrFiBZcuWUaUHaXC3bt1C79690bNnz3/0SyD58QwNDZGWlobU1NT/VEUcIaT+ZGZmonv37nj27BmaNm0Kd3d3fPjwAVeuXMGVK1ewfft2+Pn51biekydPIigoCDweDwzDiJ0vNjYWLi4uyM7ORtOmTeHq6oqsrCyEh4fj2rVrWLp0KVasWCG03LFjx3Ds2DG0atUK7du3R+PGjZGVlYX79+9j3bp1OHjwIG7evIl27doJLBcSEoI9e/ZAX18fpqam0NHRQU5ODuLi4rBz504EBATg0qVL/9oP7YQQ8l/0TZV0Bw8eBAA0a9YM7969w8GDB6utpEtLS0OXLl2QmZmJrl27YufOnbCyshKa7+7du9i0aROSk5PFrmvQoEHfpYLA3t4ehw8fFph24sQJ/PTTT4iOjsbOnTsxb948scsfOnQIgOA+2bFjh9j5L126hEGDBqG8vByjR4/G6tWroaenJzBPaWkpgoODsXbtWjx79kzsuvz9/RvkJtupUyf89ddfUFJS+uG//b3duHEDpaWlaNasWUNnhfwLTZs2DcOHD4e2tnZDZ6Va//Vy/m85Dv81f/31V0NnoVrNmjXDX3/9BVlZ2YbOCiEAgMGDB6NLly5QV1dv6Kz8nzFhwgQ8e/YMjo6OCA4O5p5lQ0JCMGDAAMycORM9e/ZEhw4dxK7jw4cPmDp1Kjp27AglJSVER0eLnK+oqAhDhgxBdnY2hg0bhoCAAO7Df2xsLFxdXbFy5UrY29vD2dlZYNm5c+di8+bNQh/cv379ijFjxiAoKAjjxo3DnTt3BNJ//vlnjBs3TuhDRUlJCebPn4/t27dj1KhRePXqFaSlpSXaZ4QQQr6vOnd3LSgowJ9//gkA+OOPP6CiooJHjx4hNjZW7DIjR47kKujCw8NFVtABQJcuXXDmzBkcOXKkrtmrV8OHD+dulhcvXhQ7X3R0NFJSUqCpqclV1h07dgzFxcUi58/KysLIkSNRXl6OWbNm4dChQ0IVdAAgKyuLIUOG4P79+xg/fnw9bFH9UlJSgpmZGfT19Rs6K/XO2NgYZmZm9BJH6kRbWxtmZmb/+Mqh/3o5/7cch/8aMzMzmJmZNXQ2xJKVlYWZmRmMjY0bOiuEAADU1dVhZmaGpk2bNnRW/k9ITk7GhQsXIC0tjYMHDwp8bO7Xrx98fX1RUVGBdevWVbueCRMmIDc3FwEBAZCREd/+4dy5c3jz5g00NDSwd+9egZ45tra2WLp0KQBg5cqVQstaWlqK7BGjoqKCLVu2AKhs5JCbmyuQ3qZNG5EtieXk5LBp0yYoKCjg7du31TaMIIQQ8mPVuZIuKCgIubm5aN++PXr37o1hw4YB+F/ruqpu3bqFqKgoAMDevXshLy9f42906tSprtmrd+wXtA8fPoid5/fffwdQ+dXK2dkZrVq1QnZ2Ns6dOydy/t9++w05OTnQ1dXF+vXra8yDtLR0reLcfYvnz59jzJgxMDIygry8PFRUVGBgYID+/fsjICBAYN6aYtJFRUXBxcUFGhoaUFFRga2tLQIDAwGIj1nEP/3MmTOwt7eHmpoalJWVYWdnh5CQEJG/lZycjGXLlsHOzg7NmjWDnJwctLS04OTkhFOnTtV6P4iL1cUfYyUhIQEeHh7Q1taGvLw82rZtiy1btojt7pCfn49ffvkFJiYmkJeXh56eHsaMGYN3797VKXYWfwybrKwsTJ06Ffr6+pCXl4eBgQFmzZqFz58/i1z27NmzGDduHNq3bw9NTU0oKCjAyMgIY8aMwdOnT4Xm5/F4XDeMFStWCMQ8FBdDJzw8HH369IGmpiYUFRVhZWXFHX9+Hh4e4PF4Ql3cy8rKoK6uDh6Ph6FDhwotN2bMGPB4PK5iHKiML3PgwAF4eHjAxMQEysrKUFZWhrm5ORYvXowvX74IrCM3NxdqamqQkZHBmzdvRG4HUPnQzuPxsHv3brHz8BN3PPmPWX5+PhYuXIhWrVpBXl4eurq68PHxwbt37yT6jaru3LkDV1dX7nyzsbER2DeiiCvnaWlp2LBhAxwcHLgypaGhAXt7e+zbtw8VFRXVrresrAwbN25Eu3btuDg/Q4cORUpKithlCgsLsWXLFnTp0gUaGhpQUFCAqakp5s+fLxT3tFevXujduzcAICIiQqA88r+U1HRePXv2DFOmTIGpqSmUlJSgpqaGtm3bYsqUKXj8+HG121hVQUEBfv31V9jb20NTU5M7D93d3XH8+HGR869fvx5WVlZQVVWFkpIS2rVrhyVLlog8b/njqFVUVGDHjh3o0KEDlJSU0LRpU0yaNAnZ2dkAgOLiYqxatQpmZmZQVFSEnp4eZsyYgfz8fKH18u+jtLQ0eHt7o2nTplBQUEDr1q2xfPlyFBYW1mpfVBfzrKysDIcOHYKTkxN37WzevDmcnJzw22+/Ccz78eNH7NixA/369YORkREUFRWhpqYGGxsbbNiwAUVFRQLzs+dXWloaAMDIyEhkfNaaYtK9ffsWfn5+MDExgYKCAtTV1WFnZ4d9+/ahvLxcaP5vOa/DwsLg7u4OHR0dyMrKQlNTEyYmJhg5ciRu375d3W7+LrKzs7Fo0SK0a9cOSkpKUFVVhbW1NTZu3CiyHPA/BxQXF2PFihVo3bo1FBQUoK+vjwULFnDHKScnB3PnzkXLli2hoKAAQ0NDLF++HGVlZSLzUlZWhr1796Jbt25QV1eHgoICTExMMH369DpdJzMyMjBjxgwuf0pKSmjRogUcHR2xefNmoflre58E/hfn+PDhw0hMTISHhwcaN24MRUVFdOjQAdu3b6+xDImSnp6O2bNno02bNtxxsbW1xc6dO0XuP/58pKamYtSoUdDV1YW8vDyMjY2xZMkSkR+SKyoqsH//ftjZ2UFDQwOysrJo0qQJLCwsvimOWW2el4qLi7Fp0yZYW1tDVVUVcnJy0NXVha2tLebPn89d51j379/H/Pnz0alTJ+jq6kJOTg46Ojpwd3dHWFiYyPywz+d2dnYwMDAQSh8xYgSAyg/04uJSBwYGIjg4GAsXLqwxvA3bkMHa2hoaGhpC6U5OTgAqP/q/f/++2nXxYysGpaSkavWxjcfjQUqq8lVQkvcyQgghP0adK+nYyrgxY8YI/PfEiRMiH+AuXLgAoLKyq7om4/9U7JcpHR0dkel5eXkICgoC8L9Kg9GjRwOA2Bdkdp8MHToUcnJy9Z3lOnv8+DFsbGwQEBAAeXl5uLm5oV+/fmjWrBlu376N7du3S7yuEydOoGfPnrh69Sr09fUxYMAAKCkpYfTo0fD3969x+WXLlsHLywtAZQWJiYkJYmJi4ObmJrLyc+vWrVi5ciWys7Nhbm4ODw8PmJqaIjw8HMOGDRMbz6+url69is6dOyMlJQXOzs7o2rUrnj17hrlz52LWrFlC8+fn56N3795YvXo13r9/jz59+sDe3h6hoaGwsrLiXirr4vPnz+jcuTOOHz8Oa2tr9O/fH3l5efj111/RtWtXfPz4UWiZoUOH4s8//4SioiIcHBzQt29fSElJISAgANbW1oiJiRGY38fHh3sItbCwgI+PD/fHxnLkd+jQITg6OiI7OxsuLi6wtLREfHw8fHx88OuvvwrMyz6cVn2Yvn//Pnf+3bx5U+hh/saNGwLLA0BiYiImTJiAqKgo6Orqwt3dHfb29sjIyMDatWtha2srUOGjpqYGX19flJeXY+/evSL374sXLxAaGgo1NTV4e3uLnKe2cnJy0K1bN+zduxdt27aFq6srGIZBYGAg7OzskJOTU6v1BQUFoXv37ggNDUWLFi0wYMAAKCoqYty4cZgzZ06t8/fHH3/A398fr169QuvWreHh4QFLS0vExsZi0qRJ8PLyqjb2zrBhw7BkyRLo6elh0KBBUFdXR1BQEGxtbYW65ACVL6CdO3fG3Llz8fz5c9ja2qJfv37cy5qNjY3AOeLi4oK+ffsCqLw285dHT09Pibbx+PHj6NChA/bs2YOioiL069cPTk5OkJOTw969e3H69GmJ99ebN29ga2uLWbNmIT4+Hra2tvDw8ICBgQEiIyOxaNEigfmzs7NhZ2eHhQsX4sWLF3BwcEC/fv2QmZmJNWvWwNrautqX4ZEjR8Lf3x/NmjVD3759UVFRgX379sHJyQn5+flwcnLC5s2bYWpqCicnJxQUFGDHjh3cNVWU1NRUWFtb49q1a+jevTucnZ2Rnp6OFStWwNnZWahCrC5ycnLQu3dvjB07Frdv30b79u0xZMgQtG7dGklJSZg+fbrA/FevXsWMGTOQlJQEAwMDDBo0CJ06dcLTp0/h7+8PBwcHgYqGVq1awcfHB8rKygCAIUOGCJQNSeKzxsbGwsLCAjt37kRJSQkGDRqEbt26IS4uDpMmTUL//v1RUlIidvtqc14fOXIEffr0weXLl2FkZIQhQ4agR48eUFNTw4kTJ8TG5v1eXr58CSsrK6xbtw4fP35Ev3794ODggOfPn2PBggWwt7cX++GnpKQEffv2xdatW9GmTRs4OzsjNzcXGzduhJeXF7Kzs9G5c2cEBgbCysoKPXv2xIcPH7BixQqRcb+Ki4vh6uqKyZMnIz4+HnZ2dhg0aBCKi4vx22+/wdLSEnFxcRJv2/v372FjY4MdO3aguLgYLi4uGDBgAIyMjJCQkIDVq1cLLVPb+yS/+/fvo0uXLoiPj4ejoyN69OiBp0+fYubMmRg+fHi118+q2HNl27ZtKCoqgrOzM+zs7PDixQv4+fmhf//+YiuSEhISYGlpicjISPTs2RM9evRARkYG1qxZg+HDhwvNP27cOEycOBFxcXGwtbWFl5cXrKysUFhYiJ07dyIhIUHifLNq87xUUVGB/v37Y/78+fj777/RvXt3eHp6wtzcHB8/fsSmTZvw+vVrgWUWLVqELVu2oKioCNbW1hg0aBCaN2+OS5cuwdnZWeSza3x8PADAxsZGZJ7Z6fn5+Xj+/LlQ+rt37zBjxgy0b98eixcvrnEffP36FQCgpaUlMp1t7c0wjMTluri4mLu3ODs7Vxs3m195eTlWrFiBgoICtG3bFq1atZJoOUIIIT8AUwdPnz5lADCysrJMZmYmN93MzIwBwAQGBgot0717dwYAM3bs2Lr8JKdnz54MAGbZsmXftJ6qfHx8GACMj4+PUFpRURFjZGTEAGA2bdokcvn9+/czABhLS0tu2tu3bxlpaWlGSkqKefXqlcD8paWljJSUFAOA+eOPP74p7wAYAEx4ePg3rYc1evRoBgCzevVqobSCggImIiJCYFp4eDgDgOnZs6fA9Hfv3jEqKioMAGb79u0CaREREYyysjKX96rY6RoaGszdu3cF0pYtW8YAYFq3bi203K1bt5gXL14ITU9JSWGaN2/OAGDu3bsnkJaamsoAYAwMDISWMzAwYAAwqampAtPZcgiA2bt3r0DajRs3GB6Px0hLSzNv3rwRSJs1axYDgGnbti2Tnp7OTS8sLGQ8PT25ddamfAcEBHDLdenShcnKyuLSPn/+zHTr1o0BwAwfPlxo2RMnTjBfv34VmFZRUcHs2rWLAcC0a9eOqaioEEhn9391eWT3m6ysLHPx4kWR+VVXV2cKCgq46ex1xcTERGD+FStWMACYDh06MACYhw8f1rjMmzdvmLCwMKa8vFxgen5+PuPt7c0AYKZMmSKQ9uzZM4bH4zFNmjRhioqKhLZpzpw5DADGz89P7HZXJW5f8R+zvn37Mjk5OVxadnY2Y2lpyQBg1q5dK/FvZWRkMKqqqgwAZuvWrQJpYWFhjIKCgtjzTVw5v3//PvPo0SOh+d+9e8dYWFgwAJhTp04JpLHnEwBGW1ubSUxM5NLKysoYPz8/7nzj388VFRWMnZ0dd5/Izc3l0kpLS7n937t3b4HfE3f94SfuODx48ICRlZVleDwes2PHDqHy8urVK+bBgwdi18uvvLycsbGxYQAwffr0Ebg3MkzlOX758mWBacOGDWMAMJ07d2Y+ffrETc/Ly2NcXV0ZAEy3bt0EluHfv8bGxgL3lk+fPjEmJiYMAMbc3Jzp1KmTwHpfvnzJaGpqMgCYqKgokfsIADNw4ECBc/PNmzdM69atGQCMv7+/wHLV7X9x5c3Dw4MBwHTs2FGozJWWljLnz58XmJacnMzcuXNHaD3Z2dlMnz59GADMxo0bhdLFlWuWuGt/UVERt+ykSZOYkpISLu3FixeMoaEhA4BZtGiRwHJ1Pa/Z54vIyEihPH748IGJi4sTmX9R2DyIup/xY4+bqOPTuXNnBgAzYMAAgftDZmYmY2VlxQBgRowYIXZ9Vcvdq1evuHJnbm7OuLu7M/n5+Vx6bGwsIyMjw0hJSTFpaWkC612wYAFX1vmPY0lJCTN27FgGAGNkZMQUFxdLsnu4+8mECROE7m0lJSVMWFiY0DJ1uU+yz5Tsvaa0tJRLe/z4MdO4cWORzw/s8av6LJqRkcFoaWkxPB6P2b17t8C16tOnT4yDgwMDgFmxYoXYfCxevJgpKyvj0h49esQ9h8XExHDT09LSGABM8+bNmYyMDKH9kZycLHScqlOX56WIiAjuGsF/L2DFxsYKlDGGYZiQkBCB5ypWTEwMo6amxsjKyjJv374VSGPL86+//io2/2pqagwA5tKlS0JpLi4ujLS0NBMbGyu0vaKe7RcvXswAYGxsbET+1p07d7h9tXPnTpHzPHz4kPHx8WG8vb0ZV1dXRltbmwHA2NraCm0fv7S0NMbHx4fx8fFh3N3duWfiVq1aMY8fPxa7nCg5OTkMACZrz2am9PAu+vvGP0IIqapOLenYlmEDBgxA48aNuelsazpRXV7ZocH55+d348YN+Pr6Cv2J6xZVtatd1b+6fOWrqri4GAkJCRgyZAhSU1Ph7OyMadOmiZyX3eaxY8dy0/hbN1TtIpqdnc11FRO3T3bt2iVyn4jTu3dvsftDVLN6cdguvf369RNKU1RURI8ePSRaz8GDB/H161d07dpVqGVEjx49MHny5BrXsXLlSnTu3Flg2sKFC6Guro5nz54JdU3s2bMnWrZsKbQeU1NT/PLLLwBQq5YxNfHw8MDEiRMFprFf2svLyxEeHs5NLywsxIEDBwAA27ZtE4g5o6CggN27d3/z4Bt79uxBo0aNuH+zcU94PB5OnTqFt2/fCsw/bNgwrrUJi8fjYcqUKejatSuePHnyTcHf/fz84ObmJjDN19cXZmZmyMnJwYMHD7jprVu3RosWLfD8+XOBL+RhYWFQUFDAsmXLAFSOhsyfBgi2ogOA5s2bw9HRkevGwVJSUsKePXsgIyPDtXxlmZiYwNXVFZmZmUJphYWFOHToEHg8HqZOnVrb3SCWsrIyAgICoKamxk3T1NTkWpmK66IjysGDB5GXl4cuXboItUpwdHQUKqeSsLW1Rfv27YWm6+npYePGjQAgtK/4LVmyRKDltLS0NDZt2oRmzZohLS0NZ86c4dKuXr2K6OhoWFpaYu/evVBVVeXSZGRksHHjRrRv3x7h4eG17oIqzurVq1FaWopp06bBz89PqLwYGBhIHGLg4sWLePDgAZo2bYozZ84IXdcVFBQErqmvX7/mRgLcv3+/QMsKFRUVHDhwAAoKCoiJiRHbUmfHjh0CXbS0tLS46+rjx49x8OBBgfUaGRlh5MiRAP7XArUqRUVFoVhJzZs352Ie7d69+5ta0yUmJuLs2bNQUFDAxYsXhbqaysjIYODAgQLT2rRpgy5dugitS1NTk+saW105rK2goCCkpaVBT08Pv/76q0D3sZYtW3JdIn/77TeR+6K25/WHDx+grq4usjVykyZN0LFjx1pvQ1paWrXPSGw38aqioqJw7949KCkpYf/+/QL3h8aNG2P//v0AKlvJV72fAJX3j6rlzsDAAKNGjQJQ2VLz999/F7jX2djYwNXVFRUVFQIjNBcVFWHXrl0AKu+Z/GVFVlYWO3bsgI6ODlJTUyW+r7PPNy4uLkJdsWVlZeHo6Ci0zLfcJ5s2bYotW7YIxClr164dF3uMPa9q8uuvv3LhLCZPnixwrdLS0kJgYCBkZWWxc+dOka3zrK2tsWrVKoGBAdq3b88dF/4yye4jKysrka1O27RpU6cYxLV5XmLz0L17d4F7AcvGxkaoNZqrq6vIWH5du3bF1KlTUVpayvVgYeXl5QGA0PHlp6KiAgBCsd4OHDiA0NBQzJs3T2xLvKocHBwAAA8fPuRa8fHjb8lf9fdYr1+/xpEjRxAYGIgrV67g06dPcHJyMKzoqAAA2NpJREFUwokTJ6od/Ck7OxtHjhzBkSNHcPHiRbx9+xZWVlY4ffq00IiwVRUXFyM3N1fgjxBCyPdT69Fdy8rKuAEd2Eo5lre3NxYtWoTbt2/jxYsXtQrG/Ndff4kcKIJ9oa/KwsIClpaWYtfHX1FRG+wNrKpJkyZh165dQi9xQOXL0L179yAvL4+ff/5ZIG3MmDEICQnB4cOHsXTpUpHLixMeHi7wEsuqOvosq2/fvmK78dSm8qdTp04ICQnB5MmTsWLFCvTs2RMKCgoSL8+KiIgAAKF9wvr5559Fxn/h5+7uLjRNXl4eLVu2RHx8PN69e4cWLVoIpH/9+hVXrlxBfHw8Pn36xHVJysjIAACxMWTqQlT+gMqH2NDQUIF4OQ8fPsTXr1+hra2NPn36CC3TuHFjODs7Cz1ESkrcOWFubo6OHTsiLi4Ot2/f5mKssP7++2+Ehobi77//Rl5eHhcnh31Ifvr0Kdq2bVunPFW3f1JSUoTiCTk5OSEgIADXr1/H2LFjkZ+fj7t376Jnz57o27cvZGVlERYWhgULFgAQX0nHiomJQWRkJF6/fo2CggLu5UVOTg4fP37E58+foampyc0/Y8YMhISEYOfOnVxlBlDZJfLz589wdnaGqalpnfaFKDY2NiJfKtq0aQMAtYq3xL7cijvffHx8atVVnVVcXIxr164hNjYWmZmZKC4uBsMw3MtNdeeTj4+P0DR5eXkMGzYMW7duxa1bt7jyePnyZQCVXRNFBd6WkpJCjx498PjxY8TExIisPKyN8vJyrsJ3woQJ37QuAAgNDQVQGcOIfamrzu3bt1FRUQErKyuRISDYjzwXLlxAeHg4unXrJpAuIyMj8jpiYmICANDX1xe5j9j09PR0kfnq06ePyPuIm5sbtLS0kJWVhbi4OKH8SIrdT/3796/VaMLl5eW4desWYmJikJGRgcLCQjAMw53T9XldZ8+l4cOHi4zT5OHhAU1NTXz+/BkPHz6EnZ2dQHptz+tOnTrh1q1b8Pb2xowZM9CxY8daPSuIoqysXG2X7/fv3+Pq1atC09ltd3FxERnew9raGhYWFkhMTERERITQ9aamcmdtbY0mTZqITecvlw8ePMDXr1/RqFEjkfcSJSUlDB8+HNu3b0d4eLjQvU2UTp06Yffu3fD39wfDMOjTp49E52td75NDhw4V+fzk4+MDPz8/PH/+HOnp6SIHDePHXh/Z+M9VNWvWDCYmJkhOTsbz58/RunVrgXQ3NzeR8SFFlUkzMzOoqqoiJCQEa9aswYgRI2BkZFRt/iRRm+clKysrSEtL49ChQ1yoBUkG08jKysLly5fx+PFjfP78mev+y3ZVra/rRFpaGubMmYM2bdrUKoawg4MDevTogdu3b2PAgAHYvXs3evTogaysLOzevZurbC0tLRV7DRg0aBAYhkF5eTnevn2LsLAwLFu2DO3bt0dgYKDY897S0pK7ZqanpyMmJgZLly6FtbU1tm7dKvQxnd+6deu4eMSEEEK+v1pX0l2+fBnv37/nXiD46ejooF+/fggODsahQ4ewZs0aLo2NsyAqLhYATJs2TaCVWqtWrfDixQux+Rg0aJDEN8b169eLbJG3efNmodH+jI2Nua/Zubm5ePDgAd68eYO9e/fC3NwcU6ZMEVoP24pu0KBBAi/8QGVrQ21tbaSlpeHGjRvcKLGNGjUCj8cDwzBi9wn/l+G3b98KVUZV5e/vL3bwhtqYN28eoqKiEBYWBhcXF8jKysLCwgI9evTA8OHDYWtrK9F62K/s4oJyi5vOT9zXWraFQtVWDBcvXsTo0aOFAszzq88vgLXJX037o6a0mlT3EG1kZIS4uDiBlg/l5eWYNm0a9u3bV21cnG/ZX7U9fmwlXVhYGMaOHYuIiAiUlpbC2dkZysrK6NKlC6KiolBUVAQ5OTmEh4dDSkqK+zrNyszMxJAhQ7jBaqrbNv5z1tnZGW3atMG9e/fw8OFDrhUV25pDXEvauqrt/qkOe2zFlYO6vGTdvXsXw4YNE4r9w09c+dDQ0BDbgpfNC395fPnyJQDgl19+4Vq9iiPumlkbWVlZ3AAK9VHxysbKk3Q0U/aFtLrjwn7oElVZ27RpU5GVmWyFg7iyxbZKEVe2qsuPoaEhsrKyRLagklRt9xNQ+YI9ePBgPHnyROw89Xldr+nY8Hg8GBkZ4fPnzyKPTW3P6927d8PNzQ1//PEH/vjjD24wAAcHB4waNapOrZa0tbXFftADKivjRFXSSVouExMTa7XtdSmX33qOiDJq1Chcv34dx44dw5AhQyAtLY22bdvC3t4enp6eQveSb71Pisu7qqoqV+n99u3bGivp2Otj9+7dq50PqLw+Vq2kq02ZVFVVRUBAAEaPHo0lS5ZgyZIlaNq0Kbp06QIXFxeJP0RUVZs8GBsbY9u2bZg3bx73fmBgYICuXbvCzc0NXl5eQrGcDxw4gFmzZokcGIdV9Tix5a66Zdg4cmw+GYbBmDFjkJ+fj0OHDtV6wIWgoCB4eHggOjoaAwYMEEibOXMmoqKi8ODBgxobG0hLS8PAwABjx46Fo6Mj2rVrh9GjR8Pe3r7auJs8Hg/NmjWDl5cXnJ2d0a5dO8yaNQs9e/YUO/DFwoULBWI65+bm1vhOQgghpO5qXUnHVkgVFRWhZ8+eQunsg9Lhw4excuVKrmm9lZUVIiMjBbq3/SihoaFcqy5+y5cvF6qks7e3F3iwLS8vx8KFC7Fp0ybMnDkTdnZ2AjexkpISHD16FEBloGlR3VXYL64HDx7kKulkZGTQoUMHJCYm4sGDBwKtdhqakpISrl+/jtjYWISGhnLdrR48eICtW7diypQpXKWFJMSN7iduOr/atCZ49+4dhg0bhsLCQsyfPx8///wzDA0NoaKiAikpKVy7dg19+/atVaDm+swfq7rtlmSffAv+bd++fTv27t0LXV1dbN26Fd26dYOOjg731X/EiBH4888/v2l/1Xb/ODo6gsfj4caNG2AYhmspx543Tk5OiIyMRFRUFNTU1PDlyxfY2toKVQaNGzcOUVFR6Nq1K1asWAELCwtoampy3db09PSQkZEhtG08Hg9+fn6YMmUKdu7ciYCAANy5cwfx8fEwNDQU6rr7rb61tcz3VFBQgEGDBuHDhw8YPXo0Jk+ejFatWkFNTQ3S0tJ49uwZTE1Nv6l88C/Ldv+3t7evsRV2TV1z/i+oqex8z7JVn9dQSXh6euLJkydwc3PD/Pnz0bZtW6ipqUFWVhYlJSX/uFEJa7vv27Rpg6dPn+LatWu4efMm1wL45s2bWLlyJQ4ePPiPekaoTkOWS0lISUnh6NGjWLRoES5fvozo6GhER0djz5492LNnD9zd3XHu3Dnu2fVH3CclWZa9Pnp6elbbNRMQPShBbff7kCFD4OTkhODgYERGRiI6Ohrnzp3DuXPnsHTpUly/fh3m5ua1Wmdt8+Dn54ehQ4ciODgYUVFRiIqKwokTJ3DixAksW7YMkZGRXOu6hw8fYuLEiZCWlsaGDRvg7u4OfX19KCkpcSEFJk6cKLSvDQ0NERcXJ/ZDFH/XTvYjak5ODm7evAkVFRWRA6Cx4XbWrFmD33//HZaWlgIDZTVp0gSRkZEICwvDzZs3kZWVBR0dHQwcOBA2NjZchW1t9q+hoSF69+6Ny5cv4/r161w35ppoaGhg8ODB2LVrF4KDg8VW0snLy//jrrOEEPJfVqtKuoyMDISEhACobIUQHR0tdt709HSEhoaif//+ACpblG3fvh2JiYl4/PjxN3dVqg3+GCe1xd7w7927h9u3b2POnDkCsTsuXLjAxdt7+fIl97VTlPPnzyM7O5v7OjZgwAAkJibi1KlT2LRpU62GTf8RbG1tuVZzZWVlOH/+PLy9vbF79254enqKjWnDatasGZ4+fSp2dMLqRi2si4sXL6KwsBCDBw/Ghg0bhNJFjcz1I7Fdu6rb7m/ZJ6mpqTWut3nz5ty0U6dOAQD27dsn9DUXaJj9paOjg/bt2+PRo0dITExEWFgYtLW1uW68Tk5OWLZsGcLCwriv2lW7uubn5yMkJARSUlIICQkRqsDLz8/H+/fvxeaB7bZ/4sQJbN68GTt37gQAoThA/zTNmjVDSkpKvZ1vt2/fxocPH2BlZSVyhOqayseXL1/w5csXka3pRJVH9qv8wIEDMXfu3FrltS60tLSgpKSEgoICPH369JvvSWwrEXFxVKtirwfV3TPYtNp0C/1Wtb2O1FZt91NKSgqSkpLQpEkTnDt3Tqj14Pe4TklybNj9VF/HRkZGBv369ePiFubm5mLr1q1YsWIFJk6ciMGDB9dYOVMf/knlkl1/dWWyrnlp27Yt2rZti3nz5oFhGNy8eRMjRozAxYsXERgYiNGjRwP49vukuLzn5eVxLf4lOZ/YeK0LFiyQOP7Zt1JXV8eoUaO4Cp83b97Az88PFy5cwLRp00R+/K5vOjo6GD9+PMaPHw+g8nowZswY3LlzB/7+/lx4mqCgIDAMAz8/P8yfP19oPeKOk5WVFc6ePSu2AQE7XVlZWah14tevX6vdBykpKWKvczweD87OztwHSNaLFy+QkZEBLS0tWFlZiV23KOz1ITMz84csRwgh5Pup1Rvn4cOHUV5ejs6dO3NxDUT9sTdI/gEkHBwc0LVrVwCV8d3YOGH/BjweD9u2beNa+PAHt/39998BAAsWLKh2n3Tq1AnFxcVcqzsAmD59OtTU1JCRkSHR0O0NSUZGBp6enlwXZ0kG5mAHmPjzzz9Fph8/frze8gdUBsUFIBBIncUwTL3/Xm1ZW1tDSUkJHz9+FDkgwKdPnwQGRaitpKQkJCUlCU1/8uQJ4uLiuJherOr215MnT8QeY7aLSVlZWZ3zWh220u3YsWN4/Pgx17oOqIwnpKamhuvXr4uNR5eTk4Py8nKoqamJrCA6evRotS0XlJWVMXbsWBQVFWHt2rU4ffo0FBQUBAaF+SdiWzYfO3ZMZHpgYGCt1seWD3FdlPivZeL88ccfQtNKSkpw8uRJABDonu/q6grgfy9bkqpreZSWluZekNgBXb6Fi4sLgMrrXXVdp1g9evSAlJQUEhISkJiYKJSekZHBxW+r6YNIfbp27ZrIl7WQkBBkZWVBVVVV4sE0RGH3U0hIiNi4ePzYcqinpyeye2915bCuZYMtlydPnhTZLfjcuXP4/PnzN++L6qipqWH58uXQ0NBAQUEBnj179l1+pyp220NDQ7l4a/zi4+ORkJAgdD/5HmxsbKCiooLs7GwEBwcLpRcWFuLEiRMAvu0c4fF4cHR05GLa8d/76nqfZAUFBaG4uFhoOnttbNWqlUQVjOz1ka00bAgtWrTg4pLVx+BsdWFmZsbFpJX0OBUVFYmM7wxUhqkBgOjoaJGt6djnRnd3d+5DuoaGRrXP++y9+I8//gDDMLVqKMDGaZ4wYYJQd97qFBcXc+E9qlYm1uTmzZt1Wo4QQsj3U6tKOrY1hahg4Py8vb0BAJcuXRKIHXTs2DFoa2sjOjoajo6OYm/yjx8/xpcvX2qTte/OysoKXl5eAMCNMvn69WuuokDSfcLfIkVbWxuBgYGQkpLCpk2bMH78eG5wA34Mw1TbarG+7d69W2Rw3ffv33NfFUU9CFU1duxYKCkpISoqSqh7bHR0NHbv3l0/Gf7/2ADIp0+fFtiP5eXlWLp0qdgREn8UJSUljBs3DgAwa9YsgReg4uJiTJs2TaKXe3EYhsHkyZPx+fNnblpOTg4mT54MhmEwZMgQgRgi7P7atWsX15UGqKwc8Pb2Fvtiy371ry4+1LdgK93YUer4vzTLyMigZ8+eSEhIQHR0NBQVFYWCtuvo6EBTUxNfvnwRqiS6e/cuFi5cWGMepk2bBikpKWzduhUlJSX46aefRHYh+icZO3YsVFRUcOfOHezYsUMg7datWwKjxkmCLR83btxAcnKyQNr+/fu5irbqrFq1SmAk1oqKCixYsICLsTlkyBAubeDAgbC1tcX9+/cxevRokXHnPn/+jL179wqUTbY8Pn/+nAsSLqnFixdDRkYGO3fuxO7du4UqB9PS0vDw4UOJ1jVgwAB07NgR6enp8PLyEoqLWVRUhCtXrnD/1tfXh5eXFxiGwcSJEwXmz8/Px4QJE1BUVIRu3brVeZCGuigsLMTkyZNRWFjITUtPT8ecOXMAVH5kq8tAQixLS0sMHDgQhYWFGDhwoNCLcVlZmUCFTOvWrSEtLY1Hjx4JvexevHgR27ZtE/tbdb1WeXl5QV9fH+np6Zg9e7ZAeUtNTeX2hZ+f3zftC6CyW/nWrVtFlvfIyEh8+fIF0tLS39R6sTbs7e3RuXNnFBYWYuLEiSgoKODSPn36xI3OOXz48O8ek0pBQYEbTXvOnDlcPEMAKC0txYwZM/D+/XsYGRlVO0gGv8DAQJHndF5eHle++J9v6nqfZKWnp2Pu3Llc2BOgcqC0lStXAoDQSNzizJs3DxoaGti6dSu2bNki8kN3amqqRB9PahIfH4+TJ08KXANYFy9eBCDZM+C3uHnzJkJCQoSu6QzD4NKlS0J5YI/TkSNHuEGNgMrr7pQpU8S2aGzXrh0GDhyI8vJyjB07VmCbr1y5gsOHD0NKSkqi5wZJJScnC8XGKysrw9q1a7Fv3z60atVK6MN9ZmYm9uzZIzL24bt37zBq1Cikp6fD0NBQqHXeunXrxN5P/fz88ODBA6irq2Po0KH1sHWEEELqg8TdXSMiIvD3339DXl4ew4cPr3bedu3awcrK6v+xd99hUV3bw8e/gyAgCihGERVFLMQOaCyAYm/YW2JD7F2jJtaIJrZYYjSWiFHUGK8dKxoVAUHEQhF77w0URUUUgfP+4TvzY5yhWULK+jzPPPfm7FPWOXPOjLPYe20iIyNZu3at5h+0dnZ2HD16lM6dOxMaGoqjoyNly5alUqVKFChQgBcvXnD+/HlNgsjV1VUz49e7tm/fnunwLScnp0xnKnof06dPZ9u2bYSEhHDgwAHCwsJIS0ujZs2amn8gZOTLL79k9OjRnDp1Sqsgfdu2bdmzZw+9evXit99+w9fXl+rVq1O6dGlMTU15/PgxUVFRPHjwAAMDg0zr0syePTvTQtHdunXTOxvgu3x8fBg6dCh2dnZUrlwZc3Nz4uLiCAkJISkpiYYNG+od9vGuEiVKsHz5cjw9PRk2bBg+Pj5UqlSJe/fuERISwujRo5k3b95HG+bbunVrnJ2diYiIoHz58tSvXx8zMzOOHTvGvXv3GDdunN5hsH+lGTNmcOTIESIiIihbtiwNGzbExMSE0NBQkpOT8fT0ZM2aNTn6C6pamzZtOHPmDGXKlKFBgwaoVCqCgoKIj4+nXLlymmGbahMnTmTfvn2sWLGCwMBAnJycePbsGcHBwZQpU4b27dvj5+enc5xmzZphZmbG9u3bNc9onjx5cHFx0QwR+hD169fHyMhI04Pl3X9wNm7cmF27dpGcnEyTJk106qTkyZOHKVOm8PXXX9OrVy+WLFlCmTJluHXrFmFhYfTo0YPDhw9r/eB7V+nSpWnTpg3bt28HPv6EEZ+CjY0NK1asoEePHowcOZLffvuNypUrc/fuXUJCQhg1alSmCY13OTo60rZtW3bs2IGjoyPu7u4UKlSI6OhoLl68yMSJE7UmB3qXra0tzs7OODk54e7ujpWVFSdOnODq1auYmZmxfv16rQSHgYEB27dvp1WrVqxZs4YtW7ZQrVo1bG1tSU5O5tq1a5w+fZrU1FR69+6t6VVla2tLjRo1OHnyJFWqVKFGjRqYmJhQuHBhZs+enek51qxZk5UrV9KvXz+GDh3KnDlzqFmzJmlpaVy7do1Tp05pZr/LioGBAX5+fjRr1oy9e/dia2uLq6srVlZW3L17l1OnTmFpaan1vbVkyRIuXLjAsWPHsLe3p0GDBhgaGhIcHExcXBx2dnYZ9oz8VHr16sXu3bspU6YMbm5uvHr1ikOHDpGYmKip8fihfH19admyJeHh4ZQrV466detiY2PDgwcPOH36NHFxcZqEaeHChRk2bBgLFy6kUaNGuLm5YWNjw8WLF4mMjGTy5MlMnz5d73E6duxIYGAgPXr0oGnTpppJYr755ptMJwsxNjZmy5YtNG/enGXLluHv70/t2rV5/vw5hw4d4tWrVzRr1kzzB7sPkZyczJgxY/jmm2+oUqUK5cqVw8jIiBs3bhAeHg68TSZ/9tlnH3ys7Fq/fj0NGzZkx44d2NnZUa9ePd68eUNgYCDPnj3DyclJ5/vkU5k2bRonT54kICCAzz//nAYNGlCgQAGOHj3KrVu3sLKyYvPmzdn+zty2bRuenp7Y2NhQvXp1zSy9R44cISEhgcqVK2uGVsL7f0+qDRo0iN9++409e/ZQq1Ytnjx5QmBgIMnJybRv357BgwdnK+4SJUqwY8cOOnbsyNixY5kzZw6VK1emWLFiJCQkcP78ea5evUqtWrU+uH7hzZs3+fLLLzE1NcXJyYmSJUuSkpLC6dOnuXjxInnz5mXOnDkfdIysxMTE8PXXX2Nubo6TkxM2NjYkJSURGRnJzZs3sbCw0CQ6Aby8vFi4cCFRUVHY2dnh5uZGnjx5NP9uHTlyZIazm/v4+HDu3DkOHjyIvb09bm5uxMbGEhwcjKIoLFy4UO8M3O/Lx8eH5cuX4+zsTPHixXn9+jXh4eE8fPiQsmXLcuDAAZ2h7S9fvmTIkCGMGjVK8xtBURRu375NZGQkycnJ2NjYsH37dp0/HEycOJHvvvuOKlWqYG9vj6GhIXfv3iUqKorExEQsLCzYvHmz3tmchRBC5I5sJ+nUQ1dbt26tM4OpPr169SIyMpKVK1dqknTwtmt/ZGQk27dvZ8uWLRw7doyAgABev36NhYUFZcuWZdSoUXTp0kUzPFafU6dO6R0ipPb06dOPnqQrV64cffv2Zfny5UyZMkXTWyurXnTwtv5Ry5Yt2b59OytXrtT60de8eXOuX7/O6tWr8ff359SpU5w9exZFUbCysqJy5coMHTqUbt26UaZMmQyPoW+mtvSqV6+erSTdjBkz2LNnD+Hh4YSHh5OQkECRIkWoVasWXl5efPXVV3qHHenTo0cPSpYsyYwZMzh27BhXrlzBwcGBFStW0KRJE70z7L4vQ0NDgoKCmDVrFlu3biUgIABzc3Pq1q3L1q1bef78ea4n6fLnz6+JccOGDezbt49ChQrRpEkTpk+frvkB/D7XpGDBgoSHh/Pdd9+xZ88eYmNjKVq0KD169MDb21tnprBatWpx8uRJJk+ezIkTJ9i5cyclS5Zk+PDhTJ48meHDh+s9TtGiRdm7dy/ff/89ERERHD16lLS0NFJSUj5Kkk49i2tISAjlypXTGW6Zfnjru0Nd1UaNGoWdnR1z5szh3LlznD17FgcHB5YsWcKgQYOyNdNps2bN2L59O3Xq1MlxbZjc8uWXX1KiRAmmT5/O0aNHuXr1KhUqVODXX39lwIABOUrSwduhWgsXLmTt2rWEhoZiYmJCjRo1WLRoEeXKlcs0SadSqdi0aRNz5szh999/5/Dhw5iZmdGxY0e+//57KlasqLONjY0N4eHhrF69mo0bNxITE8Px48cpVKgQNjY2DBo0iDZt2uj8CNm6dSsTJkwgMDCQjRs3kpKSQqlSpbJM0sHb76oaNWrw008/cejQIXbt2oWJiQnFixdn6NChOepdUKpUKU6ePMnSpUvZsmULR48eJTk5GWtra+rXr68ZTqdmZWVFWFgYixYtYuPGjezfv5+0tDTs7Ozo378/Y8eOzdb37cdkZ2fHyZMnmTRpEocOHeLJkyfY2trSrVs3xo0bh6mp6Qcfo2DBggQHB7Nq1SrWr19PdHQ0YWFhFClShOrVq2uGoKktWLCAqlWrsnTpUiIiIoiOjqZKlSps2LCBrl27ZpikGzx4MM+fP2fdunX4+/trEv89evTIckbfmjVrEh0dzY8//sjevXvx8/PD2NgYR0dHevXqRb9+/bL9PZiZ/Pnz8+uvvxIcHExUVBQHDhzQ/ODu0KEDQ4YM0Zlx9FMrU6YMkZGRzJs3j+3bt7N7924MDAyoUKECXbt2ZcSIER/lPsgOY2NjTZJs7dq1hISE8Pr1a8131bhx43JUj27MmDHY2dkRFhZGZGSkpk5wxYoV6datG15eXloJkvf9nky//YABA/D29ubAgQO8ePFC82/J4cOH52iyqHr16nH27FkWL17Mnj17OHHiBK9fv6ZIkSLY2trSo0cPrd7J76t27drMnj2bw4cPc/78eaKiojA0NKREiRIMHTqU4cOHf5QZsTPTunVrEhISCAkJ4fLly4SHh2NqakrJkiUZP348Q4cO1epdamlpycmTJ/H29ubPP/9k7969WFlZ0bRpU7y9vTOd6b1IkSKcPHlS82/HHTt2YGZmRrNmzRg7diyNGjX6qOfWsmVLbty4QWRkJCdPnsTY2JgKFSowZswYhg0bpvfZKlKkCPPnz+fw4cOcOXOG8+fPk5SUhKWlJbVr16Z169YMGDBAU6s3vcWLFxMSEkJUVBQBAQG8ePGCAgUKUKVKFZo1a8bgwYMlQSeEEH8zKuWvnqZNiP9v7dq1eHp60rp1a731Zv5r3rx5Q+XKlbl06RIRERHZTgytXr0aLy8vPD09M+1JKXLG1dWVI0eOsH79er766qvcDkeIT2rq1KlMmzYNb29vpk6dmtvhCPGP1rt3b9asWYOvry+9e/fO7XCE+KiePXuGhYUFj5fNw/wvStj/mxl6DsntEIQQfzN/36kKxb/CrVu39M6keeTIEc0Mjh+j99U/SUREhFZtG3g7S9iwYcO4dOkSVatW/cf03Pq32rt3L0eOHMHW1jbbtY6EEEIIIYQQQogP8eFjNYTIxKFDh+jbt6+mtlSePHm4evWqZqiyl5cX7du3z+Uo/1odO3bk5cuXVKlShSJFihAbG0t0dLRm2I30hssdjx8/Zty4cTx58gR/f38A5syZ89FqJgohhBBCCCGEEJmRJJ34pGrXro2XlxchISEEBQWRmJiIpaUljRs3pk+fPv/JYYSjR4/Gz8+Pc+fOceTIEQwMDChVqhQ9evRg7Nixn3zGPKHf8+fPWblyJYaGhpQpU4YxY8bQtWvX3A5LCCGEEOJvx7Bbfwz11METQgjxYaQmnRBCCCGEEEKILKlr0iUkJOidrEIIIcSHkZp0QgghhBBCCCGEEELkMknSCSGEEEIIIYQQQgiRyyRJJ4QQQgghhBBCCCFELpMknRBCCCGEEEIIIYQQuUySdEIIIYQQQgghhBBC5DJJ0gkhhBBCCCGEEEIIkcskSSeEEEIIIYQQQgghRC6TJJ0QQgghhBBCCCGEELlMknRCCCGEEEIIIYQQQuQySdIJIYQQQgghhBBCCJHLJEknhBBCCCGEEEIIIUQukySdEEIIIYQQQgghhBC5TJJ0QgghhBBCCCGEEELkMknSCSGEEEIIIYQQQgiRyyRJJ4QQQgghhBBCCCFELpMknRBCCCGEEEIIIYQQuUySdEIIIYQQQgghhBBC5DJJ0gkhhBBCCCGEEEIIkcskSSeEEEIIIYQQQgghRC6TJJ0QQgghhBBCCCGEELlMknRCCCGEEEIIIYQQQuQyw9wOQAghhBBCCCHEP0fK+hWkmJrmdhj/eIaeQ3I7BCHE34z0pBNCCCGEEEIIIYQQIpdJkk4IIYQQQgghhBBCiFwmSTohhBBCCCGEEEIIIXKZJOmEEEIIIYQQQgghhMhlkqQTQohPpHTp0qhUqixfq1evznAfBw4cwMvLi/Lly2Nubo6xsTHFihWjSZMmLFiwgLi4OK31V69erdlv3rx5iY2NzXDfr1+/xsrKSrP+9OnTP9api1ykfj/Fx6V+tnr37p3boWQoKCgoW+//jRs3NOvduHHjrwlOZEn9/rm7u+d2KB9N7969s/yey23Jycn8+OOPVKtWDTMzMwoWLIi7uztbtmzJ0X6+/fbbLL9Pp06dmuW/CS5cuKCzXWJiIuvXr2fMmDG4u7tjbm6OSqWibNmymcZ069Ytli9fTocOHShVqhTGxsbkz5+fatWqMXHiRJ1/QwghhMh9MrurEEJ8Yi4uLpn+Q1pf26NHj/jqq684ePAg8Dbh16BBA8zMzHjw4AFhYWEcPHiQKVOmcPDgQWrVqqWzjzdv3vD7778zZswYvcf18/MjPj7+Pc/qv83d3Z3g4GACAwP/VT+o9enduzdr1qzB19f3b52g+hA3btzAzs6OUqVKSdJKiP+Qly9f0qRJE8LCwrC0tKR58+a8ePGCQ4cOERwczJgxY5g3b16W+wkLC2P+/PmoVCoURcly/WrVqlG9enW9bRYWFjrLLl++TPfu3bPc77u6devGkSNHMDQ0xNHRkTp16hAfH8+xY8eYNWsWv/32G/v3788wFiGEEH89SdIJIcQn1q9fvxwlNxISEnB1deXixYs4ODjg4+ODm5ub1jqvX79mzZo1eHt7c//+fZ19VK1alfPnz+Pr65thkm7VqlUA1KxZkxMnTmT/hMTf2vnz53M7hH+l9u3bU7t2bb0/oIX4GL744gvOnz9Pvnz5cjuU/4yJEycSFhZGlSpVOHToEIULFwYgIiICd3d35s+fj7u7Ox4eHhnu4+XLl/Tu3ZtixYpRs2ZNtm/fnuVx27Vrx9SpU7MdZ4ECBfDy8sLJyQlHR0eePn2aaUxqxYsXZ8GCBfTs2RMrKyvN8ri4OLp06UJQUBBdunTh/Pnz5MmTJ9vxCCGE+HRkuKsQQvzNDB8+nIsXL1K6dGmOHDmik6ADMDY2ZsCAAURHR/P555/rtH/22We0bt2as2fPcuzYMZ32W7duERAQQK1atahYseInOQ+ROxwcHHBwcMjtMP51LCwscHBwoFixYrkdiviXypcvHw4ODtja2uZ2KP8JT548YdmyZQAsW7ZMk6ADcHZ2Zty4cQDMmDEj0/1MmDCBy5cv4+Pj88mS+Pb29qxatYphw4bh4uKCmZlZtrbbuHEjo0aN0krQwdt/I/z+++/A2156R48e/egxCyGEeD+SpBNCiL+Ra9eusX79egB++uknChUqlOn6RYsWpUKFCnrb+vTpA/xfj7n0fH19SUtL06zzPtLXT3r58iVTpkzh888/J1++fJQuXVpr3YiICLp3746trS3GxsYUKlSIZs2a4e/vn+H+U1JSWLVqFY0bN6Zw4cIYGxtTokQJGjduzC+//KJ3m4CAADp06ECxYsXImzcvRYoUoX379hn+AElfv2vFihU4OztjZmaGpaUlLVu2JDw8XO85BwcHA9CgQYNM6wteuHABLy8vTS2gQoUK0ahRIzZt2qQ3HnW9oqlTp3Lr1i369u1LyZIlMTIyynZvzIxqkqlrJN64cYPAwECaNm1KwYIFMTU1xcnJibVr12qtr65btmbNGgC8vLy0zvXdXiBJSUnMnz+f2rVrY2lpiYmJCRUqVODbb7/l8ePHOvGkr/EWHx/PqFGjsLe3x9jYWGsI8cGDBxk+fDjVq1fXug+6du2aZQ/QiIgIPD09sbOzw8TEhEKFClGtWjW++eYbbt68CbwdzmtnZwfAzZs3depD6YtXn+PHj9OlSxdsbGw0917r1q05cOCA3vXT1+q6fv06PXv2xNraGmNjY+zt7Zk8eTKvX7/O9Pw+lZcvXzJ79mycnJwoUKAA+fLlo1KlSkyePJknT57orK++V0qXLk1aWhqLFi2iatWq5MuXj2LFijFo0CDN0PrXr1/zww8/4ODggKmpKTY2NowcOZLExMQM49mwYQONGjWiUKFCGBsbU6pUKfr06cOlS5dyfG4JCQlMnjyZKlWqYGZmhrGxMTY2Nri4uDBlyhTevHmjtf773H/pn+ObN2/Sq1cvihUrhomJCeXLl2fq1KkkJSXpbJdVTbonT57g7e1N9erVNe9LlSpVmD59Oi9fvsw0jri4OIYOHUrJkiXJmzcvJUuWZPjw4Tx9+lTvsTZv3kzjxo2xsrLCyMgIKysrKlasSP/+/YmJicn8ImcgJ/d5WloaPj4+uLi4YGlpiZGREUWKFKFatWoMHz5cZ1j6uXPn8Pb2xsXFheLFi5M3b16srKxo3Lhxhp+3/v7+JCcnY2tri4uLi057t27dAAgPD+fevXt69xEUFMQvv/xCr169aNmyZQ6vSO4qUaKEJjF5+/btXI5GCCGEmgx3FUKIv5Hdu3eTmpqKpaUlbdq0+aB9NW/eHBsbGzZs2MDPP/+MqakpAIqi4OvrS758+fjyyy8JCwv7oOO8evUKd3d3zp07R7169ahWrZpWUmbhwoWMHj2atLQ0qlevTq1atXjw4AFBQUHs37+fadOmMWXKFK19JiQk4OHhQWhoKEZGRtStWxcbGxsePHhATEwMAQEBDB8+XGubsWPHMn/+fAwMDKhRowZubm7cunWLHTt2sGvXLlasWIGXl5fecxg9ejQ///wzLi4utG3bltOnT7N3714OHDjApk2baN++PQDW1tZ4enqyb98+Hj58SLNmzbC2ttbsJ319wT179tCpUydevXpFhQoV6NChA7GxsQQHB3Po0CH+/PNPVq5cqTeey5cv4+joSN68eXFxcUFRFK1eHh9i1apVTJ8+HScnJ5o3b86NGzcIDw/H09NTkywDyJ8/P56enoSGhnL16lWd2orpaxjdu3eP5s2bc/r0aQoVKkTNmjUpUKAAkZGRzJ07l82bNxMUFESpUqV04nn06BE1atTg6dOnuLm54ezsTN68eTXtgwYN4vbt21SqVAkXFxcMDQ25cOECmzZtYtu2bWzYsIGOHTvq7Hfu3LmMHz+etLQ0ypcvT9u2bUlKSuLKlSvMmzePSpUq0bt3b1xdXXnx4gVbt27FzMyMTp065fiarlixgkGDBpGWloajoyPu7u7cvHmT3bt3s3v3bqZOnYq3t7febaOjoxk5ciQFCxakfv36xMfHc+TIEWbMmMHZs2fx8/PLcTwfIj4+nkaNGhEdHY25uTkNGzbEyMiI4OBgZsyYwfr16zl06JBOIl6tR48ebN++nfr162Nvb09YWBjLly/n+PHjhISE0Lx5c2JiYnB3d6dcuXKEhISwaNEiLl++rJO0VxSF3r17s3btWgwNDalXrx5FihQhMjISX19fNm7cyNatW2nevHm2zu3ly5e4urpy5swZPvvsMxo1aqSp83nhwgXCwsIYPXo0lpaWmm3e9/6Dt0kpZ2dnTexJSUkEBgYybdo0Dh48yMGDBzExMclW7OfOnaN58+bcvn2bYsWK4erqipGREcePH+e7775j69atBAUF6e3Jdfv2bZycnHjz5g0uLi68evWKI0eOsHjxYo4dO8aRI0cwMjLSrP/999/j7e2NoaEhdevWpXjx4iQkJHDr1i1WrlxJpUqVqFq1arbiVsvpfd6vXz98fX0xMTHB1dWVzz77jPj4eK5du8bixYtp1KiR1j34008/sXLlShwcHKhSpQqWlpbcunWLwMBAAgICCA8P56efftI6RlRUFAA1atTQG3OZMmUoVKgQ8fHxREdHY2Njo9X+4sUL+vTpQ9GiRfn5559zdD0iIyMZP3488fHxWFhY4OjoSOvWrSlQoECO9vMhHj16pEm6Sw9hIYT4G1GEEEJ8EqVKlVIAxdfXN9vb9OzZUwGUhg0bvtcxfX19FUBp1KiRoiiKMmHCBAVQ1q5dq1nnwIEDCqD06tVLURRF8fT0VADlhx9+yNGxAgMDFUABlKpVqyr379/XWWffvn2KSqVSChcurAQHB2u1xcTEKCVKlFAAJSgoSKutQ4cOCqA4Ojoq169f12p78+aNsn37dq1lPj4+CqCULVtWOXXqlFZbcHCwUqBAASVv3rzKpUuXtNrU8ZuamioBAQFabXPmzFEAxcLCQnn48KFWW/369RVACQwM1HttHjx4oFhYWCiAMn36dCUtLU3TduLECaVgwYIKoPj4+Ght5+3trYmpR48eyqtXr/TuPzPq7d+lvh+NjIyUXbt2abWp7xsLCwvl5cuXWm3q+yOj+zgtLU1xcXFRAKVv377Ks2fPNG1v3rxRxowZowBKgwYN9B5Tfb8mJCTo3b+fn58SHx+vd7mhoaFiZWWlE/OOHTsUQDExMVE2btyos+3Zs2eVc+fOaf77+vXrCqCUKlVKbwzp4/X09NRaHhMToxgaGioqlUrrOVMURfH391fy5s2rAMr+/fu12tTXFVAmTZqkpKSkaNpOnz6tmJmZKYASFhaWYUzvSv9MZkZ9voDO89W1a1cFUGrVqqU8evRIs/z58+dKixYtFECpW7duhvuzt7dXbty4oWl79OiRUq5cOQVQqlSponzxxRda+7127ZrmeQgNDdXa77JlyxRAKVy4sBIVFaVZnpaWpnlWLC0tldjY2GxdnzVr1iiA0qJFCyU5OVmrLTU1VQkKClJev36ttfx97r/0z3Hbtm212m/fvq2UL19eAZTx48drbad+/+rXr6+1/OXLl4q9vb0CKJMnT9aKMTExUfnqq68UQPHy8sowjt69e2t9nty6dUspXry4Aijr16/XLH/16pViamqq5M+fX7lw4YLOed+4cUM5f/68zvKMvM99fvPmTQVQSpQoofd75dy5c8rNmze1lgUFBSlXr17VWffChQua75ljx45ptam/Z0aNGpVh/FWrVlUAZfHixTptAwcOVADFz89P53wz+j5N/568+7KwsFDWrFmTYSzpqe8Ve3v7bK2vz7hx4xRAKVasmM59n96rV6+UhIQEzev27dsKoDxeNk95s3qJvD7wJYQQ75LhrkII8Ym9O0zw3Vf64UZxcXEAFClS5KMdG7SHvKp7b33IUNd3LV68WKtHmZq3tzeKovDrr79Sr149rbYqVapoejakH7566tQptm3bhomJCbt27dLpsWNoaEjbtm01/52WlqYZerlhwwadHh716tXju+++Izk5meXLl+uNf+DAgTRs2FBr2TfffEONGjVISEjgt99+y/wCvGPFihUkJCTg7OzMpEmTtIZN1qhRg0mTJgFve3vpU6hQIRYvXoyxsXGOjpsdw4cP1yk43rt3bxwcHEhISODkyZM52t+ff/7JkSNHqF69Or/++qtWTxBDQ0PmzJlD5cqVCQwM5MyZMzrbGxkZ4ePjg7m5ud79t2vXjoIFC+pd3rlzZx4/fkxgYKBWm7rX2owZM+jSpYvOthUrVtRby/F9LFy4kJSUFNq3b0/Pnj212lq0aMGAAQOAjN9rZ2dnfvjhB62i7ZUrV9bsSz3Dc05l9pmjHt77rlu3brF582ZUKhU+Pj5adazy58/PihUrMDExISwsLMMeuIsWLdLqMWllZcXgwYMBOHPmDCtXrtTar52dHT169ADeDldPTz2r5pQpU7R6bqpUKry9valatSpPnz5lxYoV2bomDx8+BKBJkyZaPccADAwMqF+/vlYvTni/+0/N1NSUX3/9VdOLGd4OMZw/fz4AS5cu5dWrV1nGvWbNGq5evYqHhwc//PCDVoz58uXDx8eHIkWK8Pvvv+sdjlyiRAmWLFmi9XmiHu4K2vfYs2fPSEpKokyZMnpLKZQqVeq9al7m5D5Xv09OTk56v1c+//xznbp99evXp0yZMjrrVqhQge+++w6ALVu2aLU9f/4cINP6bvnz5wfeXpf09u/fz/Lly/nyyy9p165dhtu/y97enpkzZxIVFUV8fDzx8fGEhobi4eFBQkICnp6e/PHHH9ne3/s6ePCg5vmaP3++zn2f3qxZs7CwsNC8SpYs+cnjE0KI/zIZ7iqEEJ/Yu8ME35XZP44/VLly5XBzcyM4OJhr165RsGBBtm/fjr29vU7S7H0VKVJE7+QWjx494vjx45iamtK6dWu926prL6X/wb9v3z4AWrVqRfHixbM8flRUFPfu3cPe3h5nZ+dsHyc9T09Pvct79erFyZMnCQoKYuLEiVnGohYUFJTpfvv27cvYsWO5fPky9+7d0xlG1bhx409WgDyj9+Lzzz/nwoUL3L17N0f727NnDwAdO3bE0FD3nxUGBgbUq1ePM2fOEBYWRuXKlbXaHR0d9f64Tu/evXvs2bOHCxcukJCQQEpKCgBnz54F4OLFi5p6UA8ePCA6OhoDAwP69u2bo3N5H+r3OqNadX379mXx4sWEhISQmpqqM4Oih4eH3hqC6iRiTt8PtYzuPUAzvPddhw8fJi0tDScnJ73DGYsXL06zZs3YsWMHgYGB1K1bV6vd0NCQpk2b6mxXrlw5AGxtbXXe//Tt6et+3blzh6tXr2Z4LiqVCi8vL77++msCAwOz9XzWrFkTgDlz5mBlZYWHh0eWdT/VcWX3/kuvadOmepNMHh4eWFlZ8fjxYyIjI3Wu47vUz1jXrl31tufPn58aNWrg7+/PiRMndN6DRo0a6Z0xVt899tlnn1G6dGliYmIYM2YMffv2/SiTC+XkPndwcKBAgQL4+/szY8YMunXrlmFiOb0XL16wd+9eoqKiePToEcnJyQCaGdAvXrz4wecBb8sx9O3bl88++yzD+qgZeTeRD2//jbBr1y5GjBjBL7/8wtdff03nzp0/2b8NTp8+TefOnUlNTWX48OF89dVXma4/YcIERo8erfnvZ8+eSaJOCCE+IUnSCSHEJ9avX79sF/3/7LPPAIiNjf1ox+/Tpw8hISH4+vpibW3Nq1evNL37MnLhwgVmz56ts9zV1ZV+/fppLcuoNtX169dRFIWkpKQse4SpexACmoL+2e2tce3aNQCuXr2a6Tm9e5z0MvoBqF5+586dbMWipv7BmdF+LS0tNbWO7ty5o5Oky+iafgwZzRyp7smWnZ496amv/3fffafpsZIRfdc/q3OdNm0aM2bM0Cnon176Xi63bt0C3tZY+lSJzvSyeq/t7e2Bt9f18ePHOr1kP/b7ofbuJCbp3bhxQ2+SLqtzgf87H33Jw2LFiulN1Kp7I2V0rurel+nPVb1/KyurDHtZZhaLPu7u7owbN465c+fi6emJSqWiXLlymlqUrVu3xsBAe5BJTu+/9DK7jqVLl+bx48fZ+mxRP2M9e/bUm+RJT98zltN7bO3atXTq1ImffvpJM4FRrVq1aNKkCT179nyv+pg5iaFAgQL4+vri5eXF5MmTmTx5MsWKFaN27do0b96cbt26ae4ptV27duHl5aV3khq1d98n9X2X2aQlL1680IoTYNSoUdy5c4eNGzd+tFqh8Haij6VLlxIXF8exY8f0/vHrQ124cIHGjRvz9OlTvLy8WLhwYZbbGBsbf5Je3UIIIfSTJJ0QQvyNODs78/vvvxMZGam318376Ny5MyNGjGDNmjVYWVlhYGCQaS8beNsbST2r57veTdKlH8qVXlpaGvD2B3pGhdU/BvVxrK2tadasWabrvu8PKkVR3mu795XRNf0Y3k1CfCj19Xd1ddUkTTJSqVIlnWWZneu2bduYOnUq+fPnZ/HixTRs2BAbGxtMTU1RqVRMnDiRWbNm/eXvz8f0sd+P3JTVufwdznX27NkMGjSIXbt2ERoaypEjR/D19cXX15eaNWsSGBioGf74V9x/2dlW/Yw1b96cokWLZrquvslZcnrd3dzcuHHjBnv27CE4OJiwsDD+/PNP9u7di7e3N35+fjRq1ChH+8xpDB07dqRx48bs3LmTkJAQjhw5gp+fH35+fkyZMoUDBw5QpUoV4G2StmvXriQlJfHtt9/SvXt3SpcuTf78+TEwMGD//v00a9ZM51qr/0CgTuzro06ipv9jgp+fH4aGhixdupSlS5dqrX/hwgXgbVmJgwcPYm1tzYYNG7J1zoUKFaJIkSLcv38/x38Yyo5Lly7RsGFDYmNj6dWrF7/99luWf9gSQgjx15MknRBC/I14eHgwevRonj59ys6dOzWzin4IMzMzunTpwsqVK7l9+zbNmzenRIkSmW7j7u7+wYkP9XAYlUrFqlWrsv0jTd3jQv1jJ7vHsbKyyrT3UGauX7+uVfNK7caNGwBZXq93FS9enAsXLmh6wLwrISGB+Ph4zbr/ZOrr37ZtW8aOHftR971p0ybgbW05dW239C5fvqyzTH3/3L9/n4SEhE/em6548eJcvXqVa9eu6R3Kqb4HTExMsjW0Mjep78WM7tv0bZ/6vlXv//Hjxzx79kxvb7r3jaV06dIMHz5cU5PtxIkT9OjRgxMnTjBnzhymTZsGvN/9l97169czbMvJZ0vJkiW5cOECffv2fa/Zh9+HqakpnTp10hwvLi6OyZMn4+PjQ58+fTQ9nj8lCwsLrd6Dt2/fZvjw4ezYsYNhw4YRHBwMvO1Fl5SURPv27fnxxx919pPR++Tk5ASQYR3Oa9euaT6nHR0dtdpSUlI0x9fnxo0b3LhxQ2/SNCOpqakkJCQAfPRZXi9fvkyDBg24f/8+PXr0wNfX92+RNBdCCKFLPp2FEOJvxN7eXlMfZsyYMZofCBmJjY3NVp2dfv36YWVlhZWVFf379/8osWbFxsaGqlWr8vz5c02duexo3rw5AP7+/lo1qjJSs2ZNChcuzLlz5zQ1onLq999/z3S5uqadmrpWkLo21bvU62fUG1E9kUe5cuX+9km6rM61RYsWAGzevPmj92hT3//6fujGxsZy4MABneXW1tZUq1aNtLQ0rQlTMpPVOWZG/V5nlCBWx+Dm5qZ3KOjfSb169TAwMCA6OppTp07ptN+/f1/zLDdo0OCTxlKiRAlNz0x911ZRFM3yD42lZs2aDBkyBIDo6GjN8ve5/9Lbv3+/3tIF/v7+PH78mAIFCmRYRzM99TOmThrmhs8++4w5c+YAb3ue6Zug4lMrWbKkJoGa3fdJURTWr1+vd38tW7Ykb9683Lp1iyNHjui0q7erXbu2VkmCp0+foiiK3pe6l/oPP/yAoiiaZGx27Ny5k5cvX6JSqahRo0a2t8vK1atXadCgAffu3aNHjx6sWbNGEnRCCPE3Jp/QQgjxN/PLL79QtmxZrl+/jqurK6GhoTrrJCcns2rVKhwdHTl//nyW+6xduzaPHj3i0aNHdOjQ4VOErdf06dOBt7PM7tq1S6ddURSOHTvG/v37NcuqV69O27ZtSUpKom3btjpDkVJSUti5c6fmv42MjDSzyLZv317v9UpNTeXQoUOEh4frjXPZsmWaCQDUFixYwPHjxylQoIDOBATq3i8ZJQX79++Pubk5kZGRzJw5Uyt5FRUVpbku33zzjd7t/06yOte2bdtSs2ZNjh8/jpeXl96aWE+ePOHXX3/NcRJMXVTex8dHUwQe0MyCqO518i717K6TJk3SW3vt3LlzWs/NZ599Rt68eXnw4EGWifF3jRw5EkNDQ7Zv3866deu02tQzQAIfvZfhp2Bra0vnzp1RFIWBAwdq1fdKTExkwIABvHr1irp162Y52cHHoL5mP/zwg1bSUFEUpk+fTnR0NJaWltn+w4Ofn59mcoz03rx5o0k+pk/0vO/9p5aUlMTgwYNJSkrSLLt37x5jxowBYNCgQZiYmGQZ94ABAyhVqhSbN29m3LhxmllJ03vw4EG2Z7nNzM2bN/ntt9/01tlTf4YXLFgwwzqBH0NUVBQbN27Uum7vxqDvfdqyZYtmkgh4+7k/ZcqUDCcMKliwoGbm4SFDhmjd75GRkZpeeerZuD/UrVu3WLdund46k9u3b9eUkujevbveCUfex/Xr12nQoAF3796lZ8+ekqATQoh/gL/3n3SFEOJf4LffftNJAKXXtGlTunXrpvnvggULcuTIEbp27UpQUBBubm7Y2dlRtWpV8uXLx8OHDzl+/DgvXrzA3NxcZ9KBv5PWrVuzcOFCxowZQ5s2bShbtiwVKlTAwsKCuLg4Tp06RWxsLOPGjdOakdDX15eWLVsSHh5OuXLlqFu3LjY2Njx48IDTp08TFxenlfgaNmwYt27dYu7cubi5uVGpUiXKli2LqampZrbPp0+fsmzZMmrXrq0T58CBA2nYsCFubm4UL16cM2fOcPr0afLkycOqVat0fjB17NgRX19fvv32Ww4ePEiRIkVQqVT06dOHunXrUrRoUf744w86d+7MpEmT+P3333F0dCQ2Npbg4GBSUlLw8vL6y3o1foh27doxbdo0Fi1axJkzZyhZsiQGBga0adOGNm3aYGBgwPbt22nVqhVr1qxhy5YtVKtWDVtbW5KTk7l27RqnT58mNTWV3r1756g32ahRo1i7di3+/v6UKVOG2rVr8+bNG4KDg8mXLx99+vTR21uuffv2zJgxg8mTJ9OpUyccHByoVq0aSUlJXLlyhXPnzuHr66v5cW9kZESbNm3YsmUL1atXx9XVVTMb5m+//ZZpjFWqVGHJkiUMHjyYnj17smDBAhwcHLh58yZhYWEoisLUqVP1znr6d7RkyRIuXLjAsWPHsLe3p0GDBhgaGhIcHExcXBx2dnb88ccff0ksAwcOJCwsjN9//50aNWpQv359ihQpQmRkJBcvXsTU1JT169drJtzJSnBwMAsXLqRw4cI4OjpSpEgRnj9/Tnh4OLGxsRQvXpxvv/1Ws/773n9qvXr1Yvfu3ZQpUwY3NzdevXrFoUOHSExMpE6dOppeYVkxMzNjz549eHh4MGfOHHx8fKhatSolSpTg5cuXXLp0ifPnz1OkSJEP/kx58uQJ/fv3Z8iQIVSvXl0z+cXly5eJiopCpVIxd+7cj1IvNSM3b97kyy+/xNTUFCcnJ0qWLElKSgqnT5/m4sWL5M2bV9OrD95+zzg7OxMREUH58uWpX78+ZmZmHDt2jHv37jFu3Di9w2ABZs6cyfHjxzl69CjlypWjYcOGJCYmEhAQwJs3bxg9ejQeHh4f5bzi4+Pp2bMngwcPxtHRkeLFi5OUlMS5c+c0Q3IbNGjAsmXL9G7fvn17TRJSnUS9c+eO1ndav379tOrGduzYkdu3b2smfujTp4/efffr1w9XV9cPP0khhBAfTJJ0QgjxiR05ckTvUBo1S0tLrSQdQJEiRQgMDGTfvn3873//IywsjICAAF6/fo2VlRV16tShVatW9OzZ829f52rEiBE0bNiQX375hcDAQAICAjAwMMDa2hpHR0datWqlM7FEwYIFCQ4OZtWqVaxfv57o6GjCwsIoUqQI1atXp127djrHmTNnDu3atWPp0qWEhoayb98+8ubNS7FixXB3d8fDwyPDXoQLFiygQoUKLF++nBMnTmBkZETz5s357rvv9PYYatWqFStWrGDZsmUcOnSIly9fAm8nT1Cv7+HhoemNERAQwJYtWzAzM8PNzY2BAwfStWvXD7yyf42qVauydetW5s2bx7FjxwgICEBRFEqUKEGbNm2At0Obw8PDWb16NRs3biQmJobjx49TqFAhbGxsGDRoEG3atMlWr6H07OzsiIqKYvLkyYSEhLB7926sra356quvmDp1aoY/ZgEmTpxIw4YNWbRoEYcPH2bbtm0UKFCAkiVL8u2339KwYUOt9ZcvX46VlRV79+5ly5Ytmtk8s0rSwdueTtWqVWPevHmEhoYSExODhYUFLVu2ZOTIkTRp0iRH552brKysCAsLY9GiRWzcuJH9+/eTlpaGnZ0d/fv3Z+zYsRQsWPAviUWlUrF27VpatGiBj48PERERJCYmYm1tTe/evRk/fjwVKlTI9v569+6NqakpoaGhnDt3juDgYCwsLLC1tWXUqFEMGDAAKysrzfofcv+ptz958iSTJk3i0KFDPHnyBFtbW7p168a4ceNyNEFMpUqViImJ4ddff8XPz4+YmBiOHj1K4cKFKVGiBGPHjv0oNUzt7e35+eefCQ4O5syZM/j7+6MoCsWLF6dXr16MGDEiW0N0P0Tt2rWZPXs2hw8f5vz580RFRWFoaEiJEiUYOnQow4cP13rfDQ0NCQoKYtasWWzdupWAgADMzc2pW7cuW7du5fnz5xkm6fLly0dQUBA//fQTf/zxB/7+/uTNm5c6deowbNgwOnfu/NHOq2TJkowbN44TJ05w5coVIiMjSU5OpnDhwnh4eNCtWze6du2aYU+3qKgonVqAr1+/5tixY5r/VpeLUFP3DH79+nWGZR3g7bB9SdIJIcTfg0r5J0+JJoQQQnwA9cx28lUohPhYpk6dyrRp0/D29mbq1Km5HY4QH9WzZ8+wsLDg8bJ5mH/Cmcj/Kww9h+R2CEKIvxkpSiCEEEIIIYQQQgghRC6TJJ0QQgghhBBCCCGEELlMatIJIYQQQgghhMg2w279MfyEs/wKIcR/ldSkE0IIIYQQQgiRJXVNuoSEBMwlSSeEEB+dDHcVQgghhBBCCCGEECKXSZJOCCGEEEIIIYQQQohcJkk6IYQQQgghhBBCCCFymSTphBBCCCGEEEIIIYTIZZKkE0IIIYQQQgghhBAil0mSTgghhBBCCCGEEEKIXCZJOiGEEEIIIYQQQgghcpkk6YQQQgghhBBCCCGEyGWSpBNCCCGEEEIIIYQQIpdJkk4IIYQQQgghhBBCiFwmSTohhBBCCCGEEEIIIXKZJOmEEEIIIYQQQgghhMhlkqQTQgghhBBCCCGEECKXSZJOCCGEEEIIIYQQQohcJkk6IYQQQgghhBBCCCFymSTphBBCCCGEEEIIIYTIZZKkE0IIIYQQQgghhBAil0mSTgghhBBCCCGEEEKIXCZJOiGEEEIIIYQQQgghcpkk6YQQQgghhBBCCCGEyGWSpBNCCCGEEEIIIYQQIpcZ5nYAQgghhBBCCCH+OVLWryDF1DS3w8h1hp5DcjsEIcS/jPSkE0IIIYQQQgghhBAil0mSTgghhBBCCCGEEEKIXCZJOiGEEEIIIYQQQgghcpkk6YQQ4m+idOnSqFQqrZexsTG2trZ07dqVkJCQ3A7xH2f16tWoVCp69+6d26H8owQFBaFSqXB3d8/tUEQOTJ06NVvvm/q5KF269F8Sl8ge9fs3derU3A7lo1F/r924cSO3Q8nQw4cPGTZsGHZ2dhgbG1O0aFE6d+5MZGRkhtvo+75O/6pdu7bONm/evCEgIIBvvvmGmjVrYmlpiZGREdbW1rRp04Y9e/ZkGevBgwdp2bIlhQsXxtTUFAcHByZNmsSLFy/0rq/+LM/s9euvv2b/YgkhhPjkZOIIIYT4m3FxcaFs2bIAPH36lJMnT7Jp0yY2b97MvHnzGD169CePYerUqUybNg1vb+9/1Q9GIYQQQu3SpUu4ubkRGxtLmTJlaNeuHdevX2fLli1s376dTZs20b59+wy379ixI/nz59dZbm9vr7MsODiYJk2aAGBtbY2rqytmZmacO3eOXbt2sWvXLgYMGMCvv/6KSqXS2X7BggWMHj0alUqFm5sbRYsWJSQkhJkzZ7J161ZCQ0MpXLiw3jiLFi1K8+bN9bZVqFAhw/MTQgjx15MknRBC/M3069dPq+fXq1evGDhwIGvXruXbb7/Fw8OD8uXL516A4l/viy++4Pz58+TLly+3QxHiP2PYsGF8+eWXGSZaxMelKApffvklsbGx9OzZE19fX/LkyQOAj48PAwcOpFevXly+fBlra2u9+5g3b162e6QaGBjQsWNHRo4ciZubm1bbxo0b6d69Oz4+Pri4uNCrVy+t9qioKMaMGUOePHnYtWsXLVq0AODly5e0adOGgIAABg0axJYtW/Qe28HBgdWrV2crTiGEELlLhrsKIcTfnImJCUuWLMHMzIzU1FS2bduW2yGJf7l8+fLh4OCAra1tbocixH9G4cKFcXBwkCTdX2Tv3r1ERUVhaWnJ0qVLNQk6gAEDBtCoUSNevHjBwoULP8rxGjZsyJYtW3QSdABdu3bV/HFu7dq1Ou2zZs1CURS8vLw0CTp4+1m9cuVKDAwM2Lp1KxcuXPgosQohhMg9kqQTQoh/gPz582uGpKSv7aOuKQPg6+tLnTp1sLCw0KkBdPz4cbp06YKNjQ158+alSJEitG7dmgMHDugcS6VSMW3aNACmTZumVbvm3dpuKSkp/Pbbb7i7u1OoUCGMjY2xs7Nj8ODB3L59O8PzyUk8aomJiXz33XeUK1cOY2NjbGxs6NOnD3fv3s1RLSdfX19UKhXNmjXLcJ179+5hZGSEqakpjx8/1mp78uQJ33//PTVq1MDCwgJTU1PKlClDly5d2Lt3r9a6586dw9vbGxcXF4oXL07evHmxsrKicePGbNq0Se+x09eDe/PmDT/++COVKlXC1NQUKysrOnTowPnz5/VuGxERQdeuXSlRogR58+bF3NycMmXK0LFjR3bs2JHltdEXQ3o3btzQ1DJTFAUfHx+cnZ0xMzPDwsKCpk2bcvTo0WwfJ72UlBRWrVpF48aNKVy4MMbGxpQoUYLGjRvzyy+/aK0bFxfHokWLaNmyJXZ2dpiammJubk6NGjX48ccfefXqld5jpH9etm7diqurK+bm5piZmeHi4oK/v/9HiU8tICCADh06UKxYMc193r59+wyvUXaf50/tzp07DB8+nHLlymFiYoKFhQUuLi4sX76c1NRUnfXT135MSEhg9OjRlC5dGhMTE8qVK8ePP/5IWloaAHfv3mXgwIGULFkSY2NjKlSokOH1g7c9hWbPno2TkxMFChQgX758VKpUicmTJ/PkyZMcn9vly5fp06ePpv5Y/vz5KVWqFK1atcLX11dr3Tdv3rBu3Tq6d++Og4MD5ubmmJqaUqFCBUaMGMG9e/f0HsPd3R2VSkVQUBDBwcE0bdqUQoUKkS9fPr744gt+//13vdtl9Tl26dIlBg4ciL29veZ9qVevHuvWrcsyjujoaDp06KC5dytWrMj8+fNRFEVnu9evXzN37lycnZ0pUKAAefPmxdrampo1a/Ltt98SHx+fyRXOWGBgIE2bNqVgwYKYmpri5OSkNyEFkJCQwOTJk6lSpQpmZmaaz3wXFxemTJnCmzdvtNY/ePAgw4cPp3r16lrPZ9euXTlx4oTeY/j5+QHQpk0bvUNWu3XrBvCX/WHM0dERQOe7Mzk5WVOvTh1TeqVKlcLFxQX4v3MSQgjxzyXDXYUQ4h/i2bNnABgbG+u0DR8+nKVLl1K3bl1atWrFtWvXND/2V6xYwaBBg0hLS8PR0RF3d3du3rzJ7t272b17N1OnTsXb21uzL09PT6Kjozl16hTVqlWjevXqmjZXV1fN/3/+/Dlt2rQhKCiI/Pnz4+zszGeffcbp06f59ddf2bx5MwcOHND88FDLaTzwNkHXoEEDTpw4Qf78+WnatCmmpqbs27ePPXv20LJly2xfx27dujFu3DgOHDjApUuX9A4dXr58OSkpKfTs2RMrKyvN8lOnTtGqVSvu3r2LhYUFrq6uFChQgFu3brF7925iY2O1ejn89NNPrFy5EgcHB6pUqYKlpSW3bt0iMDCQgIAAwsPD+emnn/TG+ebNG1q2bElYWBj16tXj888/5/jx4/j5+REYGEhUVJTWMKuAgABatGjBmzdvqFatGnXq1CE1NZW7d++yZ88eUlNTadu2bbavU1a8vLxYv349bm5ueHh4EB0dzYEDBzh8+DDBwcHUqlUr2/tKSEjAw8OD0NBQjIyMqFu3LjY2Njx48ICYmBgCAgIYPny4Zv0///yTkSNHUrx4ccqWLUvt2rWJi4vj2LFjjB8/nh07dhAYGKj3WQHw9vbmhx9+oG7durRs2ZILFy4QFhaGh4cHW7du1alBldP4AMaOHcv8+fMxMDCgRo0auLm5cevWLXbs2MGuXbtYsWIFXl5eeuPL7Hn+1E6cOEHz5s2Jj4/H1taWdu3akZCQQFBQEGFhYfj5+bFz507y5s2rs+3Tp0+pU6cOjx8/xs3NjefPnxMSEsL48eO5c+cOo0aNwtXVVXMN4+LiOHz4MCNGjODly5eMGzdOa3/x8fE0atSI6OhozM3NadiwIUZGRgQHBzNjxgzWr1/PoUOHsj3c8MyZM7i4uPDs2TMqVKiAh4cHefLk4c6dOxw+fJi7d+9qvScPHz6kZ8+eWFhY8Pnnn1O1alUSExOJjo7ml19+YcOGDYSFhWlqiL7Lz8+PxYsX4+DgQLNmzbh37x6hoaH06tWL6Oho5s+fn+33ZfPmzfTq1YtXr17h4OBAy5YtSUhI4NixY/Ts2ZNDhw6xatUqvdv++eef/PTTT9jb29OkSRPu379PaGgoY8eO5fbt2/z888+addPS0mjVqhUBAQGYm5vj5uaGpaUlcXFxXL58mblz59KtWzcKFSqU7dgBVq1axfTp03FycqJ58+bcuHGD8PBwPD09iY+PZ9SoUZp1X758iaurK2fOnOGzzz6jUaNGmJmZ8eDBA82zOnr0aCwtLTXbDBo0iNu3b1OpUiVcXFwwNDTkwoULbNq0iW3btrFhwwY6duyoFVNUVBQANWrU0Buzevnly5dJTEzEzMxMZx1fX1/i4+NJSUnBxsaG+vXrU69evRxdG7XLly8DUKxYMa3lly5d4uXLl1nGGhISojmndz18+JDvv/+eu3fvYmJigoODA61atZLe0kII8XekCCGE+FsoVaqUAii+vr46badOnVIMDAwUQFm1apVmOaAAirm5uXL06FGd7WJiYhRDQ0NFpVIpa9eu1Wrz9/dX8ubNqwDK/v37tdq8vb0VQPH29s4w3m7duimA4uHhoTx8+FCrbcGCBQqglCtXTklJSfngeL7++msFUCpWrKjcu3dPszwpKUnp1KmT5jq8G6+vr68CKJ6enlrLJ02apADKiBEjdM4rOTlZsba2VgAlIiJCs/zFixdKyZIlFUDp1auX8vz5c63tnj59qhw4cEBrWVBQkHL16lWdY1y4cEEpUaKEAijHjh3TagsMDNScj6Ojo3L//n2t823WrJkCKAMGDNDarkGDBgqgrFu3Tud4T58+1Xt/ZEQdQ/369bWWX79+XRNbqVKllIsXL2raUlJSlD59+iiA0rRp02wfS1EUpUOHDprzvX79ulbbmzdvlO3bt2stO3funN7ziY+PV5o2baoAypw5c3Ta1bFbWloq4eHhWm3qe758+fIfHJ+Pj48CKGXLllVOnTql1RYcHKwUKFBAyZs3r3Lp0iW98WX0PGdFfQ7vvm/vUj8XpUqV0lr+6tUrzefQoEGDlOTkZE3b1atXldKlSyuAMnHiRL37A5TWrVsriYmJmraIiAjF0NBQMTAwUCpWrKgMGjRIefPmjaZ9+/btmnNOv52iKErXrl0VQKlVq5by6NEjzfLnz58rLVq0UAClbt262b08ipeXlwIo06dP12l7+fKlEhwcrLXs2bNnyo4dO5TXr19rLU9OTlYmTJigAErLli119lW/fn3N9Zg5c6ZWW1BQkGJqaqoAyr59+7TaMvrcjYmJUYyNjRUTExNl69atWm03btxQqlSpogDKmjVrMozj119/1WoLCAhQVCqVkidPHuX27dua5cHBwZp7/dmzZzrnduLECa33Iivq+8nIyEjZtWuXVpv6vrGwsFBevnypWb5mzRoFUFq0aKF1DyqKoqSmpipBQUE674mfn58SHx+vc3w/Pz/F0NBQsbKy0jqGoihKoUKFFEDn+VWLj4/XXL8zZ87oPS99r5o1ayqXL1/O+uKkc//+fcXCwkIBlEWLFmm17dy5U/O5lZGffvpJAZQaNWpoLU//ffLuy9DQUPn666+1nkd9Xr16pSQkJGhet2/fVgDl8bJ5ypvVS/7zLyGE+NhkuKsQQvyNJSQk4O/vT4cOHUhLS8PGxoYuXbrorDd27Fhq166ts3zhwoWkpKTQvn17evbsqdXWokULBgwYAMDcuXNzFNf58+f53//+h42NDevXr6dIkSJa7aNGjaJly5ZcvnxZawjo+8STlJTEihUrgLez26XvZWBiYsLSpUtzPMHBkCFDMDIyYs2aNSQmJmq1bd26lQcPHlCnTh2cnJw0y3/77Tdu375N9erVWbVqlc7wKAsLCxo3bqy1rH79+pQpU0bn+BUqVOC7774DyLDQt0qlwtfXV6tguYmJiWYo8sGDB7XWf/jwIYDeXoUWFhZ6748P8csvv2j1QsyTJw8zZswA3s5i+O5wtIycOnWKbdu2YWJiwq5du3R6RRkaGur0APz888/1nk/BggU1Qyc3b96c4TG///57nZ5+EyZMwMLCgkuXLmkNN8tpfGlpaZrhihs2bKBq1apa69erV4/vvvuO5ORkli9frje+jJ7n7AoODtYapv7uK6MefJs3b+bmzZvY2Njw888/Y2RkpGkrU6YM8+bNA96+9/qGFOfPn5/ffvtN63l0cnKiZcuWpKWl8eLFCxYsWICh4f8N5Gjbti1VqlTh2bNnnDx5UrP81q1bbN68GZVKhY+Pj1aP1vz587NixQpMTEwICwsjLCwsW9cls2fE1NRUpwdUgQIFaNOmjU6vQSMjI2bOnImNjQ379u3j+fPneo/n6OjIhAkTtJbVr1+fIUOGAGS7J92MGTN4/fo106dPp0OHDlptpUqVYuXKlQAsWrRI7/YdOnRg4MCBWssaNmxIs2bNSE1NJTAwULNcfY3c3NwoUKCAzr5q1Kih9V5k1/Dhw/Hw8NBa1rt3bxwcHEhISNB679UxNGnSROsehLeTL9SvX1/nPWnXrh0FCxbUOW67du3o3Lkzjx8/1jpPQPO+6eshB2h9xqt7squ1atWK9evXc+XKFZKSkrh+/Tpr167F1taWEydO4O7uTmxsrN79vislJYUePXqQkJBAlSpVdN6rrOJMH+u7cVpYWDBq1CiCg4O5f/8+iYmJxMTE8PXXX6NSqViwYIHmfszIrFmzsLCw0LxKliyZrfMSQgjxfmS4qxBC/M14eXnp/RFtb2/P1q1b9f5DvVOnTnr3FRQUBKBTS06tb9++LF68mJCQEFJTU7UKZ2fG398fRVFo0aKF3h9y8LYekr+/v2YY4fvGExERwYsXLyhcuDBNmzbV2eazzz6jSZMmOaq5ZmNjQ6dOnfjf//7H77//zqBBgzRtS5YsAd7OtJjevn37NDFm9zoBvHjxQlOg/NGjRyQnJwNw//59AC5evKh3O1tbW6pVq6az/PPPPwfe1vZK74svvuDcuXN0796diRMnUrt2ba1kyMdkaGhI8+bNdZZbW1tTsGBBnjx5wuPHjzOcETE99XVt1aoVxYsXz3YMqampmiGY9+/fJykpCUVRNDW2MrquAK1bt9ZZZmxsTJkyZYiKiuLu3buaH6I5jS8qKop79+5hb2+Ps7Oz3nXUtf4ySi5l9DxnV9GiRfW+P2pXrlzhyJEjOsvVz+eXX36pd6hwhw4dNO9vRESEpg6WmrOzs07CHqBcuXIANGjQABMTE73tp0+f1qrxdvjwYdLS0nByctJJdAIUL16cZs2aaYY2161bN8PzVfviiy/w9/dn8ODBTJs2jfr16+uN512nTp0iICCA69evk5iYqKmvl5KSQlpaGleuXNEZ1g/ozNCp5unpyfz58wkNDc3yczctLU3zh46uXbvqXadGjRrkz5+fqKgoXr16pXNO+u53ePtZsm/fPq3PEicnJ/LkycOqVasoX768pqbih8oshgsXLmjFULNmTQDmzJmDlZUVHh4e2Rpee+/ePfbs2cOFCxdISEggJSUFgLNnzwJvPxNyUhohM+rvCbXSpUtTunRpWrVqhbOzMzdu3GDmzJlaQ4kzMmjQIAICArCysmLLli16h5K/L0dHR517s0qVKvz000+4urrSsWNHVqxYwZAhQ7RKW6Q3YcIERo8erfnvZ8+eSaJOCCE+IUnSCSHE34yLi4umxpG62Hzt2rVp3rx5hkmXjGoyqX/42NnZ6W23t7cH4NWrVzx+/FjvD2x9rl27BsDKlSs1vTgyEhcX90Hx3LlzB8j4HLNqy8iIESP43//+x5IlSzRJupiYGEJDQylatKhOouTmzZsAODg4ZPsYu3btwsvLS2fyifTe7fmgllGtIHNzc+Btcff0Zs2aRUxMDHv37mXv3r2awuzu7u50795dk9z7GIoVK6bTwyV9fE+ePMlw8oZ3vc91vXz5Mu3bt9f8+NYno+sKWV/b9LHnND71s3H16tUs68ilfzbSe5/7OT0HBwdWr16dYfvq1av1Jumyej5VKhV2dnY8efJEJ0kMGV9XdS+fjNrVif701z2rWOD/Pi/0xaLPN998Q2hoKAcPHqR58+YYGRlRrVo16tWrx5dffqlJDqklJibSs2fPLIvxZ3SvZRS7enlSUlKWn7uPHz/W7D87iZHHjx/rJJNzcr/b29uzYMECvvnmG4YNG8awYcMoVaoUderUwcPDg86dO79XEiknMbi7uzNu3Djmzp2Lp6cnKpWKcuXK4eLiQtu2bWndujUGBtqDgaZNm8aMGTMy7cH77vtUoEAB4uPjdXpTq7148UInzqwUKlSIUaNGMWrUKHbt2pVlkm7kyJGsXLmSggULcuDAAb01UtXPR0Zxpo81u3HC26R79erViY6OZteuXRkm6YyNjTOs7ymEEOLjkySdEEL8zfTr1y/DnmYZMTU1/TTBZEDdk6R69ep6e3ull5MJBDKTWcLjfYrq165dmy+++ILjx48THBxM/fr1Nb0jBgwY8MG9Ge7evUvXrl1JSkri22+/pXv37pQuXZr8+fNjYGDA/v37adasmd7ZFQGdH6FZsba25uTJkwQHB3Pw4EGOHDnCsWPHOHLkCDNnzmTWrFk6hfnfV05j+9g6derE2bNn8fDw4Ntvv6VixYqYm5tjZGREcnJylj8oP2X86mfD2to60xmEAQoXLqx3+V/9PH8sWV3X3L5v8uXLx4EDBzhx4gT79u3TDJU9efIkP/30E0OGDNHqITVhwgT8/PxwcHBg9uzZ1KxZk8KFC2s+G+rWrcvRo0czfIazI6tt1fcTvO2BlxV9935Or/vw4cPp0qULO3fuJDQ0lNDQUDZs2MCGDRvw9vYmJCQkx73rchrD7NmzGTRoELt27SI0NJQjR47g6+uLr68vNWvWJDAwUNOrfNu2bUydOpX8+fOzePFiGjZsiI2NDaampqhUKiZOnMisWbN0rnXp0qWJj4/n1q1bemNQD3tXqVSUKlUq27Gr/yCi/gNTRsaMGcOiRYuwtLRk//79entjquOEtxOzPH/+XG/vdXWsOU3wf/7550RHR2cZqxBCiL+OJOmEEOJfrHjx4ly9epVr165RuXJlnXZ1rx8TE5Mczdan7tHh4uLC4sWLP2k86l4hN27cyHC/mbVlZsSIEfTo0YPFixdTrVo1/vjjDwwNDbWGv6rZ2tpy/vx5Lly4oFN7Tp9du3aRlJRE+/bt+fHHH3Xa1TP5fUwqlQp3d3fNcMpXr16xevVqhg4dysSJE+nUqZOm99HfhbqHzYULF7K1/oULF4iJiaFIkSL4+fnp9C792Nc1p/Gpnw0rK6tMe7P9HamfNfVzqM/169e11s3NWNRtOY2lZs2aml5zKSkpbN++nV69erF06VI6depEgwYNANi0aRMAGzdu1DvkNqt7TX2t3qX+vDIxMcmyvlvhwoUxNTUlKSmJefPmZZjY/diKFi1K//796d+/P/D2/u/Tpw9Hjx5l/PjxrFmz5pPHULp0aYYPH66ZOfnEiRP06NGDEydOMGfOHE19TvX7NGPGDE1d0/Qyep+cnJyIjIzUqoeXnnp5uXLldGqQZkbdczqjUhAA3377LT/99BMWFhbs378/w1lb4W0N03z58vHy5UtOnjypuT/1xZq+jurHilUIIcRfSyaOEEKIfzF1siajZMGqVauAt0XC0yc71D1F1DV93tWiRQsAdu7cme1hje8bj7OzM/ny5SMuLk5nsgSAR48eceDAgWzHkF6XLl0oVqwY27dvZ8aMGSQmJtK+fXtsbGx01lXX+Fq1ahWpqalZ7js+Ph5Abw8MRVFYv379e8WcEyYmJgwaNIiqVauSlpZGTEzMJz9mTqmvq7+/v1ZNsoyor6uNjY3e4d/r1q3L1fjUva3OnTuX6XDcvyP187lx40a9z7Wfnx9PnjyhQIECGdbb+1jq1auHgYEB0dHRnDp1Sqf9/v37mnqB+pIW2WVoaEinTp00vR6jo6M1bZk9w3/++SePHj3KdN8Z3Ytr164FwNXVNcu6kXny5KFJkybA/yWjcoODg4OmJ276a/RXqlmzpmaSg+y+T7GxsRl+P7Rv3x54+z2mbyip+jP63ck6srJhwwbgbQ1EfcaPH8/cuXOxsLDgwIEDOsOs35U3b15atWqlFVN6N2/e1NS3VJ9Tdty9e5eQkJBMYxVCCPHXkySdEEL8i40cORJDQ0O2b9+u84Nx//79mtklx44dq9VWokQJgAyTDI6OjnTs2JHbt2/ToUMHvT3ZEhMT+eOPPzQz9b1vPPny5aNfv34AfP3111r7e/36NcOGDcu0Vk9mjIyMGDx4MCkpKZqZK9+dMEKtX79+lChRgqioKPr3769zzGfPnmklEdVDnrZs2aKZJALeTngwZcqUbM9ImV3z5s3TO2zrwoULmp4kORmy9VepXr06bdu2JSkpibZt2+qcQ0pKCjt37tT8d/ny5cmTJw+nT5/WTHSgtmvXLhYsWJCr8RkZGeHt7Y2iKLRv357Q0FCdfaampnLo0CHCw8M/aqwfqnPnztja2nLv3j1Gjx6tlaS/fv06Y8aMAd4Oh8zOhAsfwtbWls6dO6MoCgMHDtSq65iYmMiAAQN49eoVdevWzdakEQBLly7VO6HIgwcPND2R0j8j6mdYPWOw2sWLF/X2tn1XREQEc+bM0VoWGhqqGVL79ddfZytub29v8ubNyzfffMOaNWu0hsCqnTlzhm3btmVrf5k5dOgQ/v7+OrXdFEVh9+7dwKf/HPHz89NMHJLemzdvNIlZfe+Tj4+PZmIeeDs7uqenJwkJCXqP06JFCxwdHXn69ClDhgzR+uOLj48PAQEB5M+fn5EjR2ptt2PHDiIiInT29/z5c0aNGqX5PEg/2YLa5MmT+fHHH7G0tMxWgk5t/Pjxmhm/1dcA4OXLl/Tt25fU1FQ6duyoUztz4cKFepPJMTExtG7dmqSkJOzt7XVm0BZCCJF7ZLirEEL8i1WpUoUlS5YwePBgevbsyYIFC3BwcND85V1RFKZOnaoza2qzZs0wMzNj+/btuLq6Uq5cOfLkyYOLi4tm5llfX1+ePn3K3r17qVChAtWqVcPOzg5FUbhx4wanTp0iOTmZ8+fPU7Ro0Q+KZ8aMGRw5coSIiAjKli1Lw4YNMTExITQ0lOTkZDw9PVmzZs171ZEbOHAgM2bM4PXr11StWpV69erpXS9//vzs3LmTli1b4uvri5+fHy4uLuTPn5/bt28TFRXFF198oRkK27p1a5ydnYmIiKB8+fLUr18fMzMzjh07xr179xg3bpzeYbDva/r06XzzzTc4ODjw+eefY2pqyr179wgNDSUlJYVevXrleCjUX8XX15eWLVsSHh5OuXLlqFu3LjY2Njx48IDTp08TFxenqSdVuHBhhg0bxsKFC2nUqBFubm7Y2Nhw8eJFIiMjmTx5MtOnT8+1+OBtovfWrVvMnTsXNzc3KlWqRNmyZTE1NeXBgwdER0fz9OlTli1bRu3atT9qrB/C2NiYLVu20Lx5c5YtW4a/vz+1a9fm+fPnHDp0iFevXtGsWTO8vb3/kniWLFnChQsXOHbsGPb29jRo0ABDQ0OCg4OJi4vDzs6OP/74I9v78/HxYejQodjZ2VG5cmXMzc2Ji4sjJCSEpKQkGjZsSJs2bTTre3t706lTJ7777js2bdpEpUqViI2NJSQkRHPfZZZsHzFiBBMmTGDt2rVUrVqVe/fuERISQlpaGiNHjsz2TKNOTk6sW7eO3r1707t3byZPnkzFihX57LPPiI+P5/Tp09y5c4euXbvmuNfXu2JiYvj6668xNzfHyckJGxsbkpKSiIyM5ObNm1hYWPD9999/0DGyEhwczMKFCylcuDCOjo4UKVKE58+fEx4eTmxsLMWLF+fbb7/VrD9q1CjWrl2Lv78/ZcqUoXbt2rx584bg4GDy5ctHnz59NL2001OpVPzvf//Dzc2NtWvXEhoaSs2aNbl+/TrHjx/H0NCQtWvX6sxSHRgYyMKFC7G1taVKlSpYWlpy7949oqOjefLkCYaGhsybN0+nLMLOnTuZMWMGAGXLltWZIVatcOHCmj8aqTk5OTF//nxGjx5Ny5YtqV+/PkWKFCEkJIT79+9ToUIFfv31V519eXt7M2bMGKpXr46dnR0GBgZcvXqVqKgo0tLSsLW1ZdeuXTIxhBBC/I1Ikk4IIf7lBgwYQLVq1Zg3bx6hoaHExMRgYWFBy5YtGTlypGYoVXpFixZl7969fP/990RERHD06FHS0tJISUnRJOkKFCjA/v372bhxI+vWrSMiIoLo6GjMzc0pVqwY3bt3p02bNjo10N4nnvz58xMUFMSsWbPYsGED+/bto1ChQjRp0oTp06drahO9T72mIkWKUL16dY4dO8bQoUMzXdfR0ZHTp0+zcOFCduzYQVBQEGlpaRQrVow2bdporg28HUanjnnr1q0EBARgbm5O3bp12bp1K8+fP/+oSbolS5YQEBDAiRMnCA4OJjExEWtra5o0acKAAQP+1j0lChYsSHBwMKtWrWL9+vVER0cTFhameW/atWuntf6CBQuoWrUqS5cu1dx3VapUYcOGDXTt2vWjJ+lyGh/AnDlzaNeuHUuXLiU0NJR9+/aRN29eihUrhru7Ox4eHh+cUPkUatasSXR0ND/++CN79+7Fz88PY2NjHB0d6dWrF/369ctyiObHYmVlRVhYGIsWLWLjxo3s37+ftLQ07Ozs6N+/P2PHjqVgwYLZ3t+MGTPYs2cP4eHhhIeHk5CQQJEiRahVqxZeXl589dVXWufWoUMHgoODmTZtGqdOneLq1auUKVOGqVOnMnbsWJ0/Jryrffv2tG3blpkzZ+Lv709ycjJOTk4MGzYsW5NApNe5c2dq1qzJokWLOHDgAEeOHCE1NZWiRYtStmxZhg0bpjMj9fto3bo1CQkJhISEcPnyZcLDwzE1NaVkyZKMHz+eoUOHanpafyq9e/fG1NSU0NBQzp07R3BwMBYWFtja2jJq1CgGDBigVcvPzs6OqKgoJk+eTEhICLt378ba2pqvvvqKqVOnsmzZsgyPVaFCBWJiYpg+fTq7d+/Gz88PCwsLOnTowKRJk/T+YaNdu3a8ePFCU88uPj6evHnzYmtrS9euXRkyZAhVqlTR2U49LBfe1pDLqBZeqVKldJJ08LbnZZUqVZg/fz7Hjx8nMTERW1tbJkyYwIQJE/TWlZs0aRJHjhzh7NmzHDhwgMTERM33UNu2bRk4cKDUoxNCiL8ZlfIhU1IJIYQQuezNmzdUrlyZS5cuERERkePeYpcuXcLBwQELCwvu3r1Lvnz5PlGkQoj/And3d4KDgwkMDNTU+RPi3+LZs2dYWFjweNk8zP+hM1F/TIaeQ3I7BCHEv4zUpBNCCPGPEBERoVOj6MWLFwwbNoxLly5RtWrV9xrOOWXKFBRFYfDgwZKgE0IIIYQQQuQaGe4qhBDiH6Fjx468fPmSKlWqUKRIEWJjY4mOjiY+Pp5ChQplOGOsPjt37mTHjh2cPXuWY8eOYW1trVXjSAghhBBCCCH+apKkE0II8Y8wevRo/Pz8OHfuHEeOHMHAwIBSpUrRo0cPxo4dS8mSJbO9r8jISFatWkWBAgVo3LgxP/30E5aWlp8ueCGEEOJfxLBbfwzNzXM7DCGE+NeRmnRCCCGEEEIIIbKkrkmXkJCAuSTphBDio5OadEIIIYQQQgghhBBC5DJJ0gkhhBBCCCGEEEIIkcskSSeEEEIIIYQQQgghRC6TJJ0QQgghhBBCCCGEELlMknRCCCGEEEIIIYQQQuQySdIJIYQQQgghhBBCCJHLJEknhBBCCCGEEEIIIUQukySdEEIIIYQQQgghhBC5TJJ0QgghhBBCCCGEEELkMknSCSGEEEIIIYQQQgiRyyRJJ4QQQgghhBBCCCFELpMknRBCCCGEEEIIIYQQuUySdEIIIYQQQgghhBBC5DJJ0gkhhBBCCCGEEEIIkcskSSeEEEIIIYQQQgghRC6TJJ0QQgghhBBCCCGEELlMknRCCCGEEEIIIYQQQuQySdIJIYQQQgghhBBCCJHLJEknhBBCCCGEEEIIIUQukySdEEIIIYQQQgghhBC5TJJ0QgghhBBCCCGEEELkMsPcDkAIIYQQQgghxD9HyvoVpJia5nYYuc7Qc0huhyCE+JeRnnRCCCGEEEIIIYQQQuQySdIJIYQQQgghhBBCCJHLJEknhBBCCCGEEEIIIUQukySdEOI/rXTp0qhUKq2XsbExtra2dO3alZCQEJ1tpk6dikqlwt3dXadt8eLFdO3alYoVK1K4cGGMjIwoVKgQ9erVY8mSJbx58ybTOFavXq23PS4ujho1aqBSqahUqRJ3797N9jkmJyfz2WefoVKpsLa2JiUlJdP11bHcuHEj28f4K61evRqVSkXv3r1zO5T3EhQUlOH9o74HRc7IdXurd+/e2Xo2MvsME7lH/f5l9D3wT/RPeDavXLlC7969KVGiBMbGxpQoUYLevXtz7dq1bO/jxYsXlClTRnO+d+7c0bve4cOHmTlzJh07dtT690doaGim+3d3d9f5t0r6l7W1td7tbt++zfLlyxkwYADOzs4YGxujUqno169fts9NCCHEX0smjhBCCMDFxYWyZcsC8PTpU06ePMmmTZvYvHkz8+bNY/To0dnaz+zZs3n48CGVKlWiVq1amJubc/fuXY4ePUpISAi///47Bw8eJH/+/NmO7fbt2zRp0oSLFy/yxRdf4O/vj5WVVba337FjB48ePQLg4cOH7Nmzh7Zt22Z7++woXbo0N2/e5Pr165QuXfqj7lv8t/Xu3Zs1a9bg6+v7j03MCiH+no4cOULTpk15+fIllSpVwtXVlTNnzrBmzRq2bNnCwYMHqV27dpb7+eabb7L1h60RI0Zw6tSp9463WbNmehNyFhYWetffunUrX3/99XsfTwghxF9PknRCCAH069dPKwHw6tUrBg4cyNq1a/n222/x8PCgfPnyWe5nw4YNVK9eXScJd+vWLZo2bcqxY8eYMWMGs2bNylZcFy9epEmTJty+fZvGjRvj5+eXowQfwMqVKwEoXrw4d+/eZeXKlR89SfdXat++PbVr187wR8k/2fnz53M7BCFELpk1axbjx4+nWLFiuR3Kf8LLly/p0qULL1++ZMKECcycOVPTNnHiRGbNmkWXLl24ePEippnMYnrgwAF+/fVXhg0bxuLFizM9ZpMmTWjfvj1OTk44OTnh4uLCzZs3sx3z+PHjc9QD1s7OjuHDh2uOt2nTJmbMmJHt7YUQQvz1ZLirEELoYWJiwpIlSzAzMyM1NZVt27ZlaztXV1e9STRbW1smTZoEwP79+7O1r8jISNzc3Lh9+zYdO3Zkz549OU7Q3b59mwMHDpAnTx42bdqESqXC39+f+/fv52g/fycWFhY4ODj8K3/IOjg44ODgkNthCCFyQbFixXBwcPhX/gHi72j16tXcu3eP8uXLM336dK226dOnU758eW7fvs3atWsz3MezZ8/o27cvdnZ2zJ49O8tjzp07F29vb1q3bk3x4sU/+Byy0rZtWxYtWkTv3r2pWrUqhobSP0MIIf7uJEknhBAZyJ8/PxUqVAD4KPXZ1P84NjY2znLdw4cP06BBA+Li4ujfvz+bNm0ib968OT7mqlWrSEtLo0WLFtStW5eGDRuSmprKmjVrcrwvePvDRaVSUbJkSU6fPq2pD6fuCWBnZ6dVJycoKChb+42IiKBr166UKFGCvHnzYm5uTpkyZejYsSM7duzQWjermnQ7duzAzc2NAgUKYGFhQf369dmzZw83btxApVLpDMdNv1xRFHx8fHB2dsbMzAwLCwuaNm3K0aNH9R7r+PHjfPvtt3zxxRdYW1uTN29eihYtSuvWrTl48GC2zj29jOo3pa8TGBgYSNOmTSlYsCCmpqY4OTll+iPy8ePHjBgxAltbW4yNjSlVqhSjRo3i6dOn71UDS13PbOrUqdy8eZNevXpRrFgxTExMKF++PFOnTiUpKUlnuzdv3rBu3Tq6d++Og4MD5ubmmJqaUqFCBUaMGMG9e/e01le/L+p71cvLS+vemjp1qt74tm7diqurK+bm5piZmeHi4oK/v7/Oek5OTqhUKiIjI7WWx8bGYmBggEql4ttvv9XZrmHDhqhUKg4dOqRZFhcXx6JFi2jZsiV2dnaYmppibm5OjRo1+PHHH3n16pXWPq5evUqePHkoWLAgL1++1H+hgUqVKmkS63+lCxcu4OXlRalSpTA2NqZQoUI0atSITZs26V0//T1x7949+vXrh42NDaamplSuXFnTm1e9727dumFtbY2JiQnVqlVj48aNGcYSHx/PxIkTqVSpEvny5aNAgQI4OzszZ84cvfdZVnLyWfP8+XNWrFhBhw4dKFeuHGZmZpiZmVGlShUmTZrE06dP9R4j/fPq5+enuR8LFCiAu7t7hu9nVs9jREQE3bt31zzLhQoVolmzZhnu730/NxISEpg8eTJVqlTBzMwMY2NjbGxscHFxYcqUKRnWVs1Kdp9NgPv37zNy5EjKly+PiYkJ+fLlo2TJkjRq1Ih58+bprL9t2zb69etH5cqVKViwICYmJtjZ2dGnTx8uXryo9xh+fn4AfPnllxgYaP8kMjAwoGvXrpp9Z2TUqFHcuXOH3377DTMzs2xdByGEECIzkqQTQohMPHv2DMheYi0zsbGx/PjjjwC0adMm03V3795Ns2bNePbsGePGjcPHx0fnB0R2KIqCr68vAH369NH6X/Xy7Hrz5g19+vThu+++o3r16hw7dowqVapQtmxZPD09NT9OOnbsiKenp+aVUTHr9AICAqhTpw6bNm2icOHCtG3blsaNG/PZZ5+xZ8+eHMU6Z84c2rVrR2hoKJUqVaJVq1YkJSXh4eHBsmXLstzey8uLYcOGYWlpiYeHB9bW1hw4cIAGDRpw7NgxnfUnTpzI/PnzefXqFc7OzrRr144SJUqwe/dumjRpwsKFC7Mde3asWrWKRo0aER8fT/PmzalevTpRUVF4enry888/66x///59atWqxS+//EJiYiIeHh6aH+e1a9cmISHhvWO5fv06zs7O7N+/Hzc3N5o0acK9e/eYNm0aTZo00UlMPXz4kJ49e7Jnzx4KFixI8+bNadiwIS9evOCXX36hevXqXLlyRbN+/vz58fT0xN7eHnhbNzL9vVW9enWdmLy9vencuTMALVu2pFy5coSFheHh4aH5Qa7WuHFjAJ1k6sGDB1EURW9bUlISYWFhmJqa4uLioln+559/MnLkSGJiYihVqhTt2rXjiy++4OLFi4wfP56GDRvy+vVrzfr29va0atWKp0+f8scff+i9voGBgZw7dw57e3tatGihd51PYc+ePTg6OrJ69WpMTU3p0KEDjo6OBAcH07VrV/r27Zvhtrdu3cLZ2ZkDBw7g5uZGnTp1uHDhAv369WP+/PmEh4fzxRdfEBkZSYMGDXByciImJoYvv/xSb6Lu2rVrODk5MWvWLOLi4mjZsiUNGzbk8uXLjBs3DldXV548eZLtc8vpZ82pU6cYMGAAoaGhWFtb07p1a1xdXbl//z4zZ86kZs2aPH78OMPjLVq0iA4dOvD69Ws8PDyoWLEiwcHBtGrVil9++SXbcQMsXLiQL774gvXr12NlZUWbNm2oVKkSQUFBtGrViu+//z7DbXPyufHy5UtcXV2ZMWMGDx8+pFGjRnTo0IEKFSpw7do1fvjhBxITE3MUO+Ts2Xzw4AE1atRg0aJFvH79mubNm9OmTRvs7OyIjo7W6fUG0KVLF/73v/9hampKw4YNadasGQYGBvj6+uLs7ExYWJjONlFRUQDUqFFDb8zq5er13qW+Z/r370/Dhg2zfzE+gJ+fH6NGjWLgwIFMmTKFffv2kZaW9pccWwghxF9EEUKI/7BSpUopgOLr66vTdurUKcXAwEABlFWrVmmWe3t7K4BSv379DPf7xx9/KJ6enkr37t2Vhg0bKsbGxgqgeHp6Kq9fv84wjlatWimGhoYKoMydO/eDzm3//v0KoBQpUkRJTk5WFEVRkpKSFEtLSwVQDh8+rHc7dSzXr19XFEVRnj59qjRu3FgBlBYtWijPnz/PcpucaNCggQIo69at02l7+vSpcvToUa1lvr6+mmuZXmRkpJInTx4lT548yrZt27TaNm3apHkvS5UqpdV2/fp1BdC0Xbx4UdOWkpKi9OnTRwGUpk2b6sTn7++v3Lt3T2d5WFiYYm5urhgZGSl37tzRagsMDMzw/lHH8S719TUyMlJ27dql93pYWFgoL1++1Gpr3769Aiju7u5KQkKCZvmTJ08UV1dXzfH03f8ZUd//gNK2bVutY96+fVspX768Aijjx4/X2u7Zs2fKjh07dO7/5ORkZcKECQqgtGzZUud4np6eWcaojsfS0lIJDw/XG2/58uW1lv/5558KoDRp0kRruZeXlwIoVatWVVQqlRIXF5flNufOndO5TxVFUeLj45WmTZsqgDJnzhyttgMHDiiAUq1aNb3n1LFjRwVQ5s+fn+F5v0t9rd59Nt6V0WfYgwcPFAsLCwVQpk+frqSlpWnaTpw4oRQsWFABFB8fH737A5RBgwYpb9680bTt3LlTAZQCBQoopUqV0tnvzz//rABK2bJldeKsVauWAiht2rRRXrx4oVkeGxurODk5KYDSrVu37FwaRVFy/llz+/Zt5eDBg0pqaqrW8sTERKVXr14KoAwZMkRnX+rnVaVS6Rxrw4YNikqlUgwNDZXTp09rtWV0r+/bt09RqVRK4cKFleDgYK22mJgYpUSJEgqgBAUF6Y0jJ58ba9as0XzWq7831FJTU5WgoCC932EZeZ9nc9q0aQqgDBgwQOteUZS3nxcHDx7UOc6GDRu07hFFUZS0tDRlyZIlCqBUqlRJa1/Pnj3TxBYdHa039sjISM067+47Pj5eKVasmFKyZEmtz1b1+rdv387kqvwf9XsUEhKS6Xr169fX7PvdV/ny5ZXjx49n63jqa963b99sra8oivLq1SslISFB87p9+7YCKI+XzVPerF7yn38JIcTHJj3phBDiHQkJCfj7+9OhQwfS0tKwsbGhS5cuOdrH8ePHWbNmDX/88QeHDh0iOTmZr7/+moULF2Y6bHXPnj2kpKTQvn17xo4d+0HnoR5i1rNnT4yMjIC3tfa6deum1Z6ZW7du4erqysGDBxk4cCC7du3KcV28rDx8+BB427viXRYWFtmaWQ9g8eLFpKam0qVLF9q3b6/V1rlzZzp06JDlPn755RetCULy5MmjKbIdHBysM8yrRYsWemvj1alTh6FDh/LmzRudIXQfYvjw4Xh4eGgt6927Nw4ODiQkJHDy5EnN8ps3b7J9+3YMDAxYtmwZ5ubmmjZLS0uWLVumd2htdpmamvLrr79qFVQvUaIE8+fPB2Dp0qVavekKFChAmzZtdO5/IyMjZs6ciY2NDfv27eP58+fvHdP3339PrVq1tJZNmDABCwsLLl26xO3btzXL3dzcMDY2JjQ0VKuXW0BAAKVKlWLgwIEoikJAQICmTd2zTt0LT+3zzz/Xe58WLFhQ02Nq8+bNWm2NGzemUqVKnDp1itDQUK22O3fusGPHDvLly6fp/ZoTa9as0Roa/O5r2rRperdbsWIFCQkJODs7M2nSJK37o0aNGpq6mnPnztW7va2tLQsWLNCqe9W6dWuqVq3K8+fPKVq0KBMnTtTa79ChQylUqBBXrlzh1q1bmuWhoaEcO3aMfPny4ePjozWU8LPPPsPHxwd4O1nPnTt3snVdcvpZU6JECRo1aqTTkzlfvnwsW7YMQ0NDnfc1vbZt29K9e3etZV27dqVDhw6kpKSwaNGibMXt7e2Noij8+uuv1KtXT6utSpUq/PTTTwAZ9s7LyeeG+ho1adJE872hZmBgQP369d+r9EJOnk11DM2bN9f5jDIyMqJRo0Y6++/atavOcFOVSsWQIUOoU6cOZ8+e1ZqYJ/3nTEbDVNN/16l71asNGzaM+/fv4+Pjo/XZ+qm4ubmxYsUKLl68SGJiInfu3MHPz49KlSpx6dIlGjdu/MkmHpo1axYWFhaaV8mSJT/JcYQQQrwl1UOFEIK3wxy9vLx0ltvb27N169Yc15r5+eef+fnnn3n9+jU3btxg3bp1zJ8/n23btuHv70/FihX1blevXj0OHz6Mn58fM2fOZOLEie91Po8fP2b79u0AOj/y+/Tpw9KlS9m8eTO//PILBQoU0LuPyMhIhg0bxoMHD5g9ezbjxo17r1iy8sUXX3Du3Dm6d+/OxIkTqV279nsVtw4ODgbQ+VGs1r17d7Zs2ZLh9oaGhjRv3lxnubW1NQULFuTJkyc8fvxYZwjv48eP2bNnD2fOnOHJkyeaRN7ly5cBMqyH9D5at26td/nnn3/OhQsXuHv3rmZZSEgIiqLg7OysdzKKypUrU7VqVU6dOvVesTRt2lTvcGYPDw+srKx4/PgxkZGR1K1bV6v91KlTBAQEcP36dRITEzVDtVJSUkhLS+PKlSs4Ojq+V0z6ro+xsTFlypQhKiqKu3fvan5gmpqaUrduXQIDAwkNDaVRo0ZcunSJW7du0a9fP63hsOraVBkl6QBSU1MJCgoiLCyM+/fvk5SUhKIomqGz+u6DESNGMHDgQBYvXoyrq6tm+fLly0lJScHLywtLS8scXwd7e3ut/b0rOjpa7/uuriHp6empd7u+ffsyduxYLl++zL1797CxsdFqb9CgASYmJjrblStXjpiYGFq0aKGTdDE0NKR06dLEx8dz7949bG1ttWJp3rw5RYsW1dmns7Mz1apV49SpUwQHB2f43Kf3vp81YWFhhISEcOvWLV6+fKl5T/PmzUtcXBxPnjyhYMGCOttldB09PT3ZunVrtmp2Pnr0iOPHj2Nqaprh86+e7VPfkE7I2edGzZo1gbelA6ysrPDw8KBQoUJZxpmVnDybX3zxBUuXLmX8+PEoikLTpk2z9cehK1eusG/fPq5cucLz589JTU0F/i/pd/HixQy/e3Ni27ZtrF+/Hi8vL73fGZ/CDz/8oPXf+fLlo3jx4rRo0QI3NzdOnDjBhAkTNN/7H9OECRMYPXq05r+fPXsmiTohhPiEJEknhBC8rXdVtmxZ4O0PryJFilC7dm2aN2/+QbOhGRsbU6FCBX744QeqVq1Kly5d8PT05MSJE3rX9/LyomvXrgwbNoxJkyaRmprKd999p7XOb7/9ptPzBmD8+PGaZMy6det4/fo1tWrV0vlR4uzsTNWqVYmJiWHDhg30799fbyxdu3YlJSWF6dOnf7IEHbz9K31MTAx79+5l7969mqLm7u7udO/enc8//zxb+1H3pnl3Ygi1jJarFStWTKfniJq5uTlPnjzRqbO2YsUKvv7660xrNL3bA+NDqBMY+uIDtOLL6nqo2943SWdnZ5fpfh8/fqzVwykxMZGePXvq1J9614dcr5xcH3ibbAsMDOTgwYM0atRIk4Rr0qQJ5cuXp2TJkppljx8/Jjo6GisrK50k4uXLl2nfvj1nz57N0Xn16NGD8ePHs23bNu7fv0+xYsVITk5mxYoVwNveOu/D1dU108lApk6dqvd9VydrMnpvLS0tKVSoEPHx8dy5c0cnSZfR9VcnWDJqV/+hIP37k1Us8DYZeerUKa0kU2Zy+lkTGxtLx44d9X7epvfs2TO9SbqMYlcvz04PwOvXr6MoCklJSVnWRo2Li9O7PCfPhbu7O+PGjWPu3Ll4enqiUqkoV64cLi4utG3bltatW79XjdScxNCzZ08OHDjAH3/8QceOHcmTJw8VK1bE1dWVTp066dR/S01NZdiwYSxfvlyTQNUn/TOY/o9TGX1+v3jxQifOR48eMXjwYGxsbDQ9GHOTsbExkyZNol27duzbt483b95k+D32Icf40Lq8Qgghsk+GuwohBNCvXz9Wr17N6tWr8fHxYfr06Xh4eHxQgu5dHTt2pECBApw8eVJraM+7hgwZohmKOGXKFJ2haaGhoaxZs0bn9eDBA8066qGsd+7cwdXVVeel/jGX2ZBXdS+QBQsWEBER8d7nnRVra2tOnjxJYGAgkyZNolatWkRGRjJjxgwqVaqkmXAjuzIawpnV0M6c/vCMiIhg4MCBvH79mh9//JFz587x4sUL0tLSUBSF5cuXA2T6ozGn3ufHcWbn/SHDXbMj/blPmDABPz8/HBwc2L59O3fv3uX169ea3mZ16tTR2Sancnp91D3iDhw4ALztKWdgYKAZTte4cWNu3LjBlStXCAgIQFEUzeyu6XXq1ImzZ8/i4eHB4cOHefToEcnJySiKojWU9l358uWjf//+vHnzRjN8c+vWrTx8+BA3NzeqVq2ao/PJbVld//e5fz+mnH7W9OvXj9DQUOrUqcP+/ft5+PCh5n1VFEUz1P1979nsbKfuaaqeSCWzV0a9CXN63WfPns3Vq1dZtGgRnTt3JjExEV9fX9q1a0ft2rXfa+KInMRgYGDAunXrOHv2LHPmzMHDw4P79++zbNkyGjVqRJs2bTS95ODtpBq//vorRYsWZf369dy4cUOrJ+tXX30FaF/vAgUKaHoIph9mnZ76e7pw4cKa3vShoaGaGaDbtWuHu7u71kutc+fOuLu752jm7PelTi6/fv2aR48effLjCSGE+LSkJ50QQvxFDAwMMDU15fnz58TGxmY6XGTgwIHkyZOHAQMGMHXqVNLS0jTJOnUyMSMnTpzg9OnTwNveKJn1Mjl27Bhnz56lUqVKOm2TJ0+mYsWKjBkzhoYNG7Jnz55Mh9B9CJVKpfUj59WrV6xevZqhQ4cyceJEOnXqpJnlMyPFixfn2rVr3LhxQ++Qphs3bnzUmDdv3oyiKAwfPpxvv/1Wp1093DW3FC9eHMj8vD/kmly/fj3L/ZYoUUKzbNOmTQBs3LhRb/IpN65XjRo1sLS0JCoqiri4OAIDA6levTpWVlbA2ySdr68vBw8eJDIyUrMsvQsXLhATE0ORIkXw8/PTSexndV5Dhw5l/vz5+Pj4MHHiRBYvXgy8fy+6D1G8eHEuXLjAtWvX9LYnJCQQHx+vWfdTxwJkGEv6tpzEkt3PmsTERPz9/TEwMMDf319n2HFiYqLWH0b0uX79OtWqVdNZru/5yIj6e0KlUrFq1aq/LNFZunRphg8fzvDhw4G33ys9evTgxIkTzJkzJ8O6hh9TxYoVqVixIt988w2KonDo0CG6devGrl27WLt2raZEhfqzZfny5XpnT8/oGXRycuLgwYOcPHlS73Bcda0+JycnnbY7d+5k2hMyPDwcQCtx96mkn2E4o/IVQggh/jmkJ50QQvxFzpw5Q2xsLHny5KFMmTJZrt+vXz9WrlyJgYEB33//PZMnT87WcX777Tfg7XBVdU8CfS/1ZBiZ9aYbPXo0Pj4+vHjxgmbNmml6HL1LXUg8JSUlWzFmxcTEhEGDBlG1alXS0tKIiYnJcht1QfX169frbc9o+ftSJytKlSql0/bq1Su2bt36UY+XU25ubqhUKiIiIrh06ZJO+7lz5957qCvA/v37iY2N1Vnu7+/P48ePKVCgAM7OzprlmV2vP//8M8MeIB/73krPwMCABg0akJaWxpw5c3j69ClNmjTRtDdq1AiVSsWBAwcyrEenPi8bGxu9PW/XrVuXaQy2tra0a9eOe/fuMWXKFMLCwrCxscnWRCcfmzqhsGbNGr3tq1atAt7WmPvUSTp1LPv27dPUFEsvKiqK6OhoDAwMdCZTyImMPmsSEhJITU3F3Nxcb13AdevWZdkT7vfff9e7fO3atUD2Ejg2NjaaiTf27duX5fqfSs2aNRkyZAjwtqbhX02lUtGoUSPNxEfpY8jss+Xs2bMZxqueYGjDhg2aHotqaWlpbNy4EUDrWWzXrl2m36tqt2/fRlEUpk6dmuNzzakNGzYAb3vUfeyJnYQQQvz1JEknhBAfSWhoKLt27dKbTIiMjNQMuencubPe+kX6eHl5aXpPzJgxgwkTJmS6/suXLzX/YM+oaLlar169gLc/Nt+dtTS9/v37s27dOpKTk2ndurXewtTqHiGZ1eTKyLx58/QON7pw4YKmB4S+H1/vGjZsGAYGBmzYsEFnRtVt27Z99KSZeojRmjVrtGYKfPXqFUOGDMm0p9lfoXTp0rRu3Zq0tDQGDx6sFWNCQgKDBw/+oKGlSUlJDB48mKSkJM2ye/fuMWbMGAAGDRqkNYmA+nq9OwPlxYsXGTRoUIbH+ZB7KzvUSTd1D7b0SbqiRYtSuXJl/P39uX79OnZ2djoJ9vLly5MnTx5Onz6tMxHArl27WLBgQZYxjBw5Eng7zBDe9qT9mEPts6t///6Ym5sTGRnJzJkzte6PqKgopk+fDsA333zzyWNxdXWlVq1aJCUlMXDgQF6+fKlpe/ToEQMHDgTgyy+/zHYR+5x81hQtWpSCBQvy9OlTnWRbeHh4lp/FAH5+fprPY7UtW7awdetWDA0NNb3UsqK+7l5eXuzatUunXVEUjh07xv79+7O1v6xiPnz4sE7S6s2bN5okYXY+jz/E2rVr9ZZYeP78ueYZSx+D+rNlyZIlWnHfv3+fXr16ZZjg7927NzY2Nly6dEmn9ut3333HpUuXKFGihOa7MrcEBgYSFBSk83mdnJzM7NmzNZ+p6s9eIYQQ/2wy3FUIIT6SK1euaGZjdHR0pFixYrx48YLr169rhp+6uLiwbNmyHO3X09OTPHny0Lt3b2bPnk1qaipz5szRu+7mzZt59uwZ1tbWNG3aNNP9NmvWjKJFi/Lw4UN27txJx44dM1z3q6++wszMjC5dutC5c2dWr16tVf+oY8eOBAYG0qNHD5o2bapJQn7zzTdUqFAh0zimT5/ON998g4ODA59//jmmpqbcu3eP0NBQUlJS6NWrl97hRu9ydnZm+vTpTJw4UVM7qUyZMly5coXjx48zZswY5s+fr+mZ9aG8vLxYuHAhUVFR2NnZ4ebmRp48eQgJCSEpKYmRI0eycOHCj3Ks97Vs2TJiYmI4dOgQdnZ21K9fH0VRCA4OxsrKijZt2rBz5873uia9evVi9+7dlClTBjc3N169esWhQ4dITEykTp06OsPhvL296dSpE9999x2bNm2iUqVKxMbGEhISgpubGzY2Nnpnp2zXrh3Tpk1j0aJFnDlzhpIlS2JgYECbNm30Dm3LKXWS7tWrV5iamuoM6W7cuLHm+dU3q2vhwoUZNmwYCxcupFGjRppzuXjxIpGRkUyePFmTZMmIm5sbjo6OREVFYWRkxIABAz74vN5H0aJF+eOPP+jcuTOTJk3i999/x9HRkdjYWIKDgzUzzmY02czHtn79eho2bMiOHTuws7OjXr16vHnzhsDAQJ49e4aTk5MmuZodOfmsyZMnD1OmTOHrr7+mV69eLFmyhDJlynDr1i3CwsLo0aMHhw8f5ubNmxkeb+TIkXz11Vf89NNPlCtXjqtXr3Ls2DHgbcIwuzUHW7duzcKFCxkzZgxt2rShbNmyVKhQAQsLC+Li4jh16hSxsbGMGzcuy8/9rAQHB7Nw4UIKFy6Mo6MjRYoU4fnz54SHhxMbG0vx4sX1Du//mLZt24anpyc2NjZUr15dM7v2kSNHSEhIoHLlylr34MSJE9m3bx8rVqwgMDAQJycnnj17RnBwMGXKlKF9+/Z6J6zJly8fmzZtomnTpsycOZOdO3dSuXJlzpw5w5kzZzAzM2Pz5s2Ympp+tHP77bffNL3d4W0iEd4m5tVDVYsVK6YV76lTp/j6668pWrSoZjh+XFwcMTExml6mY8eOpW/fvjrHu3//vqbHIPzfZCU7d+6kdu3amuVLly7N1vesEEKIT0960gkhxEfi7u7Od999h6OjI1euXGHbtm3s27ePJ0+e0Lp1a/744w8OHz6sd+hUVnr06MHvv/9Onjx5mDt3boZ/MVcPXe3Rowd58uTJdJ+Ghoaa3n2ZDXlVa9OmDXv27MHY2JhevXppCt0DDB48mFmzZlGqVCn8/f1ZuXIlK1eu1PwAycySJUvw8vLC0NCQ4OBgtm7dyvXr12nSpAl+fn45Krw9YcIEtm3bhouLC6dPn2bXrl3kzZuX7du307ZtW+BtUuVjsLS05OTJkwwZMgRLS0v27t3L0aNHadq0KZGRkVSvXv2jHOdD2NjYcPz4cYYOHYqpqSm7d+/m5MmTfPXVV4SHh2tmL3yfa2JnZ8fJkydp0KABhw8f5s8//6RYsWJMmTKFgwcP6vyw7dChA8HBwTRq1Ij79++zc+dOYmNjmTp1Knv37s1wRsKqVauydetW6tSpw7Fjx1i9ejUrV67U1Ij7UOpZXOFt7613ZzFMn5jTl6SDt5OrrFy5EkdHRyIiIvD39ydfvnxs2LCBH374IVtxqJMrnTp1wtra+n1O5aPw8PAgMjIST09PXrx4wZYtW4iIiMDNzY0NGzZohrz+FcqUKUNkZCQTJkzAysqK3bt3c+DAAezt7Zk9ezahoaHZ7pUMOf+sGTVqFNu3b6du3bpcvHiRXbt28fr1a5YsWZLhkOD0Ro4cyaZNmzA0NGTnzp2cOXMGNzc3du3axddff52jazFixAiioqIYMGAAKpWKgIAAtm/fztWrV3F0dGTRokWMGDEiR/vUp3fv3pqZws+dO8fmzZs5evQoJUuWZObMmZw6dSpbtfQ+xJgxYxg1ahQlSpQgMjKSzZs3ExkZScWKFfnll18IDw/Xqr1Wq1YtTp48SZs2bUhMTGTnzp1cvXqV4cOHc/ToUc3MrPq4uLhw6tQpevXqRXx8PFu3biU+Pp5evXpx6tQprUTWx3Dnzh2OHTumeSUnJwNvyw+ol0VFRWltU79+fQYPHkypUqWIiYlh69athIaGkj9/fnr16sWRI0eYO3eu3uO9fv1a63jqGrVxcXFayz/mLORCCCE+jEr5mNPOCSGEEH9T33//Pd7e3gwfPpxFixbldji57unTp5QpU4aEhAQePnyY7UTd1KlTmTZtGt7e3n9JvaX/gtTUVOzt7bl58yZhYWGamW7FP1Pp0qW5efMm169fp3Tp0rkdjhAf1bNnz7CwsODxsnmYf8Rehv9Uhp5DcjsEIcS/jPSkE0II8a9x+fJlnjx5orN8586dzJo1C5VKlWWtvn+b48eP6yyLi4vD09OTJ0+e4OHh8dF6F4r34+Pjw82bN6lTp44k6IQQQggh/sOkJp0QQoh/jT/++IOZM2fi6OhIyZIlefPmDRcvXuTixYvA215g6Wcc/S+oVasWJUqU4PPPP8fKyoq7d+8SFRXFixcvsLW1zVFNL/HxXLx4kblz5/LgwQP27duHgYEB8+bNy+2whBBCCCFELpIknRBCiH+N5s2bc/nyZcLDwzl//jyvXr3CysqK1q1bM2TIEJo3b57bIf7lJk+eTEBAAKdOneLJkyfkzZsXe3t7PDw8GD16NFZWVrkd4n/S/fv3WblyJXnz5qVSpUpMnTqVunXr5nZYQgiRLYbd+mOYSb0/IYQQ70dq0gkhhBBCCCGEyJK6Jl1CQkKmk3IIIYR4P1KTTgghhBBCCCGEEEKIXCZJOiGEEEIIIYQQQgghcpkk6YQQQgghhBBCCCGEyGWSpBNCCCGEEEIIIYQQIpdJkk4IIYQQQgghhBBCiFwmSTohhBBCCCGEEEIIIXKZJOmEEEIIIYQQQgghhMhlkqQTQgghhBBCCCGEECKXSZJOCCGEEEIIIYQQQohcJkk6IYQQQgghhBBCCCFymSTphBBCCCGEEEIIIYTIZZKkE0IIIYQQQgghhBAil0mSTgghhBBCCCGEEEKIXCZJOiGEEEIIIYQQQgghcpkk6YQQQgghhBBCCCGEyGWSpBNCCCGEEEIIIYQQIpdJkk4IIYQQQgghhBBCiFwmSTohhBBCCCGEEEIIIXKZJOmEEEIIIYQQQgghhMhlkqQTQgghhBBCCCGEECKXSZJOCCGEEEIIIYQQQohcZpjbAQghhBBCCCGE+OdIWb+CFFPT3A4j1xh6DsntEIQQ/1LSk04IIYQQQgghhBBCiFwmSTohhBBCCCGEEEIIIXKZJOmEEEIIIYQQQgghhMhlkqQTQgjx3g4cOICXlxfly5fH3NwcY2NjihUrRpMmTViwYAFxcXFa60+dOhWVSsXUqVP/kvh69+6NSqVi9erVWstXr16NSqWid+/ef0kcueG/cI5Cm7u7e7aeL/VzIffG34v6/QsKCsrtUD6KGzduoFKpKF26dG6HkqmIiAg6d+5M0aJFMTExwc7OjuHDhxMbG5vtfdy9e5eCBQuiUqkwNNRf8lv9/ZfVq0yZMlrbJSQksHnzZvr27UvFihXJly8fJiYmlClThj59+nD69OkM41LfUxm9rK2ts32OQggh/hoycYQQQogce/ToEV999RUHDx4EoHTp0jRo0AAzMzMePHhAWFgYBw8eZMqUKRw8eJBatWrlcsRCCCGEti1btvDVV1+RkpJCzZo1sbOz4+TJkyxevJjNmzcTGhpK2bJls9xP//79SUhIyHSd6tWr4+npmWH7zp07efLkCQ0aNNBaPnfuXGbMmAFA+fLladGiBampqURERODr68u6detYsWJFpvtu1qyZ3oSchYVFpjELIYT460mSTgghRI4kJCTg6urKxYsXcXBwwMfHBzc3N611Xr9+zZo1a/D29ub+/fu5FGnG2rdvT+3atf/VP1D+C+coxL/J2rVrefnyJba2trkdyn/CvXv38PT0JCUlheXLlzNgwAAAUlNT/197dx5XU97HAfyT9n0vkhIKkRDZJ0KSEPJYBoUh+z4zGKYxmAfjsYydGWvTY8aSXVRIZC1kF8JgZGmVVp3nD697ptO97XKbeT7v1+u+Xt3z+51zv+d3zrkz9+u3wN/fH0FBQRg8eDAuXLgAFRWVIo/z888/4+jRo5gwYQJWr15dZD0fHx/4+PgUGUtQUBAAYOTIkZIyXV1dTJs2DWPGjIG9vb24PTc3F19//TWWL1+O0aNHo127dkUmFGfOnImOHTsWGRsREVUdHO5KRERlMnHiRNy9exe1a9fG2bNn5RJ0AKCpqYnRo0fj6tWraNiwoRKiLJ6hoSEaNGiAGjVqKDuUSvP/cI5E/yQ2NjZo0KABdHR0lB3K/4UVK1bg3bt36NKli5igAwBVVVWsW7cOhoaGuHTpEo4fP17kMR4/foxp06ahdevWmDp1arlj2bZtG96/f48GDRqgbdu2krJZs2bhP//5jyRBBwDq6upYunQpHBwckJOTg507d5b784mIqOpgko6IiErt4cOHCA4OBgAsW7YMJiYmxda3tLRE/fr1FZa9evUK48ePR61ataChoYFatWph4sSJSElJKfJ4x44dg7e3NywsLKChoQErKysMGDAAly9fLtN5FDVf26lTp6CiooKOHTsiNzcXixcvRqNGjaCtrQ1TU1P07dsXt2/fLvK4ycnJCAwMRNOmTaGvrw8dHR04OTlhwYIFePfunVz9gnP0PXnyBCNHjkStWrWgrq4uiS0jIwNz586Fvb09NDU1YWVlhREjRuDZs2dFzvNX0px0z549w5dffgknJyfo6+tDV1cXDg4O8Pf3R3R0dGmbEn/++ScmT54MBwcHaGlpQUdHB7Vq1ULnzp2xdOlSsd6WLVugoqKCbt26FXms58+fQ11dHdra2njz5g0A6bxWgiBg48aNcHFxga6uLgwNDeHh4YFz584pPN7Fixfx1VdfwdXVFdWrV4eGhgYsLS3Rs2dPcah2YQXb7c2bNxg/fjxsbGygqakJW1tbTJ06FcnJyQr3DQ8PR8+ePWFpaQl1dXUYGxvD3t4eQ4YMwenTpxXuExERgb59+6JGjRrQ0NCAhYUF+vTpU+Q5fQoXL17Ev/71L1hZWYkx9ezZE2FhYQrrF5z78e7duxgwYAAsLCygq6uLli1bYv/+/WLdCxcuoFevXjA3N4e2tjbatGmDiIiIImN5+vQpJk6cCHt7e2hpacHQ0BDt2rXDhg0b8P79+zKfW1mu0atXr/DTTz/By8sLdnZ20NbWhoGBAVq0aIHFixcjKytL4WfI5vsCgE2bNon3q5GREby8vHD+/HmF+5U0J11Z75WCcezZswft27eHgYEBdHV10a5dOxw5ckThfqV9psuirM9ufHw8RowYATs7O2hqakJPTw+2trbo0aMHtmzZIqmbm5uLoKAgfP7552jQoAEMDAygra2N+vXrY9KkSXj+/LnCzwgJCQEADB48WK5MT08PvXr1AgDs3bu3yHMaMWIEcnJysHnzZlSrVv6fVbJzKtyLriTVqlVDkyZNAAB//PFHuT+fiIiqDibpiIio1A4dOoT379/DyMhI/AFTHn/88QeaN2+OPXv2wNXVFV27dkV6ejpWr14NDw8P5Obmyu0zd+5ceHp64siRI3BwcICvry8sLS3x+++/o3Xr1ti8eXNFTk0iNzcXXl5e+P7772FjY4MePXpAV1cXISEhaNu2LR49eiS3z61bt+Ds7Izvv/8eL1++RPv27dGlSxe8evUKc+fORbt27Yqcsyg+Ph7NmjXDkSNH0KpVK/Tq1QtmZmYAPiToOnXqhAULFuDFixfw8PBA+/btERoaiubNm+Px48dlPr+IiAg0btwYS5cuxcuXL9G5c2f06NEDRkZGCA4OxsaNG0t1nBcvXqBFixb46aefkJ2dDU9PT/Tq1Qt2dna4evUqFixYINYdPHgwzM3NERYWhnv37ik83oYNG5CXl4dBgwbB1NRUrnz48OGYMGECjIyM4O3tjerVqyMsLAydOnXChQsX5OrPnj0b//nPf5CVlQUXFxf4+PjA2toahw4dQteuXbFy5coizy05ORmtWrVCcHAwXFxc0KNHD6Snp2PFihVo06aN3KIo27Ztg4eHBw4fPgw7Ozv069cPn332GQwMDLBz506FP/RnzJiBLl26YP/+/bCxsYGPjw/q1KmD/fv3o0OHDnLJiE9h06ZNaNOmDXbt2oXq1avD19cX9vb2OHToEDw8PDBv3rwi942NjYWLiwuuXbuGzp07w9nZGZcvX0afPn2we/du7Nu3Dx06dMDTp0/RuXNn1K9fH+fPn4enpyfOnDkjd7xLly7B2dkZq1evRk5ODnx8fNC2bVvExsZizJgx6NGjB3Jyckp9bmW9RseOHcPkyZMRFxcHW1tb+Pj4wNXVFXfv3sXMmTPh7u6O7OzsIj9v2rRpCAgIgI6ODnr37o1atWrh6NGj6NChg5ggKq2K3CuBgYHo378/AMDLywv29vaIjo6Gt7e3XBxleabLoizP7o0bN9CiRQts2bIFmpqa8Pb2hpeXF2rWrInTp0/LPbeJiYkYOnQoDh8+DGNjY3h6esLd3R1v377FqlWr0LRpU9y/f1+yT3p6uritRYsWCmOWbb9y5YrC8rVr1+LEiRMIDAysUI/xqKgoxMfHQ11dHcOGDSvz/vHx8QBQbK/pkJAQTJkyBQEBAfj2228RGhqK/Pz8csdMRESVSCAiIiqloUOHCgAEd3f3cu0fGBgoABAACP7+/kJWVpZY9uTJE6FmzZoCACE4OFiy39GjRwUAgpaWlnD8+HFJ2c8//ywAENTV1YUbN25Iyvz8/AQAwpYtWyTbt2zZIgAQ/Pz8JNtPnjwpxtesWTPhzz//FMsyMzOFbt26CQCE0aNHS/Z79+6dULduXQGAMGfOHCE7O1ssy8jIEAYNGiQAEIYPH15kewwZMkTSHjJTp04VAAiOjo7C8+fPJfH4+vqK+wcGBpbqHJ88eSIYGhoKAISZM2dKYhUEQUhMTBSioqLk4lBk3rx5Ynvk5+dLynJycoTw8HDJtm+++UYAIEyaNEnuWDk5OUL16tUFAEJMTIy4PSEhQTxHW1tb4e7du2JZXl6eMGLECAGA4OHhIXfMI0eOSNpMJjo6WjAwMBDU1dWFp0+fSspk7QZAaN26tfDmzRuxLDk5WWjbtq0AQBg4cKBkPzs7OwGAwrZLTEwUYmNjJds2btwoABDq1asnXLt2TVIWGRkp6OvrCxoaGsK9e/fkjlcUNzc3hfdCYbLnovC9ERcXJ6ipqQkqKirC9u3bJWVHjhwRNDQ0BAByz6DseACEBQsWSO6Fn376SQAgWFtbC8bGxnLHnTJligBA6NKli2R7VlaWYGtrKwAQxowZI+Tk5IhlDx48EGrXri0AEGbPnl1Ss4jKeo1u3bolnDt3Tq5uUlKS4OHhIQAQlixZIlcuawttbW0hIiJCUrZkyRIBgGBoaCgkJiZKymTX7+TJk5Lt5b1XZHEYGRkJ58+fl5TJvnscHBwk28v6TBenvM/u8OHDxXupsHfv3gmRkZGSbWlpacL+/fvlvstycnKEWbNmCQAELy8vSVlcXJwYW0pKisL49+7dKwAQzMzM5Mru378v6OrqCi4uLkJubq7kfFVVVYtpFXn+/v4CAKFPnz5l2k8Q/vpvo4qKity9IQh/3VOKXg4ODsLFixfL/JmpqakCAOHNuqVC7tY1/7cvIqLKwp50RERUarLeQxYWFhU6jrW1NdasWQNNTU1xm2y4KwC5oYiyIVbjxo1D165dJWUjR46Et7c3cnNzi+0ZVRYqKirYsmWLZDU8LS0tsRdR4fi2bduGBw8ewNvbG/Pnz4eGhoZYpqOjg40bN8LCwgI7duxQOFTSxMQEq1evlrQHAGRmZmLTpk0AgOXLl0t6SmhpaWHt2rVlnr9q2bJlSE1NRc+ePfHvf/9bEivw4dq2b9++VMdKTEwEAHh6espNrK6uro7OnTtLto0bNw7q6urYtm0bMjIyJGV79uzBixcv0KZNGzRv3lzh561atQoODg7ie1VVVXHVw8jISLkemN27d1fYu6RNmzYYP348cnNzJUMxC1u3bp1kSLeRkRHWr18PFRUV/P7773j69KmkLQwNDRW2nYWFBZo1aya+z8/PF4cn79y5UxyuJvPZZ59h7ty5yMnJwYYNG4qMryjz5s0Thzoqem3btk3hfitXrkReXh769OmDoUOHSsq6d+8uztv1448/Ktzf1dUVs2fPltwLY8eOhYmJCZ4+fYouXbrIHXfOnDkAgNOnT0uu365du/D48WNYWVlhxYoVUFdXF8vq1KkjfiesWrWqyGGnhZXlGgFAw4YN0bp1a7m6xsbGWLVqlRhnUQICAuDu7i7Z9uWXX6JFixZITU3Fzz//XGLMH+Ne+f777+VW2J41axYMDQ1x7949yTDJsj7TpVWWZ1cWg5eXl9xxtLW18dlnn0m26evro1evXnLfZerq6vjhhx9gZWWF0NBQpKeni2UF/9bV1VUYs56eHgAgLS1Nsj0/Px/+/v7IycnBli1boKZW/nX40tPTxXuorENdnz9/Lu4zatQouXsDADp06IBNmzbh7t27yMjIwNOnTxESEoJGjRrh3r176NKlS7FTOAAfFoJKS0uTvIiIqPIwSUdERJ9c586dFSaXZEOGnj17Jm7Ly8vD2bNnAaDI+dVkP1ROnjz5UeKzsbGBs7NzqeIDgMOHDwMABgwYoPB4enp6aNGiBfLy8nDp0iW58i5duihchTUmJgZv376FmZkZPDw85MrNzc3lkpYlCQ0NBQDJROnl5erqCuDDyoF79+7F27dvi61vZWUFX19fpKamYseOHZKyNWvWAAAmTJigcF81NTV4enrKba9evTqMjY2RnZ0tzmNX0Js3b7B9+3Z89dVXGDVqFPz9/eHv74/IyEgAwN27dxV+nrOzM5o2bSq33cnJCc2aNUN+fr5kDjNXV1ekpqZi2LBhiImJKXYo2ZUrV/D8+XPUrVsXLi4uCuvIVmIsy/yABWP38/Mr8lW3bl2F+8nmQivpOYuKilI4H1z37t3lEjtqamqws7MDoDjpYmpqChMTE+Tk5EiunyyWgQMHyiWvAaBv374wNjZGeno6YmJiFMZbWFmukcz79+8RERGB+fPnY9y4cRg+fDj8/f3FBFNR9w8A+Pn5KdwuG9JY1NxzBX2Me6Vnz55y2zQ1NVGnTh0A0u+zsj7TpVHWZ1cWw9ixY3Hs2LFSJ2GvXbuGZcuWYeLEiRgxYoT4rOfl5SE/P19uyGt5rVixAmfOnMGcOXPg5ORUoWP99ttvyMjIgJWVlcI2KkpaWhq8vb3x/PlzuLq6FvkPVPPnz8cXX3wBBwcH6OjooGbNmvDx8UFMTAxatmyJtLQ0zJo1q9jP+ve//w1DQ0PxVatWrTKdIxERlU35/+mHiIj+75ibmwMAXr58WaHj2NjYKNxuYGAAAJIfZW/evBHfy37sFyZLOhROnlVWfIXnoXr48CEAYOjQoXI9hQorPJcZANSuXVthXVlPraLKSypTRDaHXYMGDcq0nyJDhw5FWFgYfv31V/Tr1w+qqqpwdHRE+/bt4evrK9eLCAAmTZqE//73v1izZg3GjBkDAIiLi8OZM2dgaWkJX19fhZ9Vo0YNSW+qggwMDJCcnCz3Y37Tpk2YOnWqXK+9gorqFVLUvSYri42NlfSkW7t2Lby9vbFjxw7s2LED+vr6aNmyJdzd3TF06FDJPSW7Xx48eCCX1CpM0f1SEh8fH7mFRAry9/fHgwcP5LbLnp+SnrOsrCy8efNGrkdtUc+NrEdSUeX6+vpISkqSXL+SYlFRUYGdnR2Sk5NL/dyX5RoBH+b66tOnD27evFnkMYvrVVRU7LLtBe+fonyMe6Us37fleaZLUtZn98svv8SZM2cQHh4OT09PqKurw9nZGZ999hkGDhyIli1bSo6RkZGBoUOHljjPX8Frpa+vL9lf0T+SyBKUsnYCPiRlv/nmGzg7O5eY3CoN2Vyqfn5+UFVVLdU+b9++Rffu3XHlyhU0a9YMoaGh0NLSKtPnampq4ptvvoGPjw9CQ0ORm5tb5DWaNWsWpk2bJr5PS0tjoo6IqBIxSUdERKXm4uKCHTt2IDY2Fu/fvy/1j4rCKrIK3qdQ1vhkPXI8PT1haWlZbF1bW1u5bdra2sXuU9yP85J+uFematWqISgoCLNnz8bhw4dx9uxZnD17FuvWrcO6devQs2dPhISESO6T1q1bw9XVFRcvXkRkZCTc3NzEXnSjR4+WG7JW8LPKIiYmBgEBAVBVVcXixYvRs2dP2NjYQEdHByoqKti4cSMCAgIgCEK5z7/gvg0bNsTdu3dx/PhxnDhxAtHR0YiKisKJEyfw/fff45dffsGQIUMA/HW/VK9evdjVbgGIC4j8HZR0jZT93JflGgGAr68vbt68CW9vb3z11VdwdHSEgYEB1NXVkZOTo7CHX1mU5t77GPdKWdq9PM90aY5ZFjo6OggLC8OlS5cQGhqK6OhoREdH4/Lly1i2bBnGjRsnfmcAH5JIISEhaNCgARYtWoSWLVvCzMxM/C5p27Ytzp07J2nvgt/DT548UdgjTjYMuOA/hBw9ehRZWVnIyMiQ68UsSzS+f/9e7N04c+bMInvI3blzR1zddsSIEaVqm4yMDPTo0QPR0dFo0qQJwsLCYGxsXKp9C5P1DM/Ozsbr16+LXHhCU1Ozwvc6ERGVHpN0RERUat7e3pg2bRpSUlJw4MAB9OnTp9I/09TUFJqamsjOzsbDhw8Vzrsj621Ss2bNSo9HkVq1auHOnTsYOXJkkT3BykN2PopWk5UprkwRGxsb3L17F3fu3EG9evUqEN1fHB0d4ejoiC+//BKCIODEiRMYPHgwDh48iO3bt2P48OGS+pMmTcKQIUOwevVqODs749dff4WamprYs+5j2LVrFwRBwMSJE/HVV1/JlctWRCxKQkJCkWWyNre2tpZsV1NTg5eXlzisMy0tDcuWLcO8efMQEBCAPn36QFdXV+yFYmpqiq1bt5bhrCpXzZo18eDBAzx8+BCNGzeWK5c9Z1paWpK5+iorloKfqYjsGpXluS/tNbpz5w7i4uJgYWGBkJAQuXnHSrp/ZPEpGjJd1P2jiLLulbI+05WhZcuWYq+5vLw87Nu3D8OGDcPatWvh6+uLTp06AQB+//13AB+Gjir674Oia2VgYIB69erh/v37uHz5ssIk3eXLlwFA4RyZ9+/fL3b4rGw4fVFDx4G/etG5ubmV6rv43bt36NGjB06fPo0mTZogIiJC4SrYpVVwiHHBnoVERKRcVbsrAxERVSl169bFoEGDAADTp09HUlJSsfVfvnxZ7JxNpaGmpiZO9F7Uj1TZjx3Zj7ZPrXv37gD++rH4sbi4uEBHRwevXr2SW6wCAF6/fo2wsLAyHVPWq0O2IMXHpqKigs6dO2Pw4MEAgKtXr8rV+de//oUaNWpg3759WLhwITIyMtCnTx9YWVl9tDhk96ainotZWVnYs2dPsfvHxcUhLi5ObvvNmzcRGxuLatWqyU1gX5iBgQG+++47GBkZ4d27d7h37x4AiD19bt26VexQyk9N1vunpOesQ4cOFZosvyyx/PbbbwrnJAsJCUFycjL09fWLnKutNIq6RrL7x8rKSuG5BgUFlXjswvMuFt4uO8fiVIV7pTTPdGVTU1ODr6+v2JuwYAzFPevHjh3D69evFR5T9o9MwcHBcmVv377FwYMHAXyY/1BmypQpEARB4UuWNFZVVRW3FZWky8vLw/bt2wGUbsGIzMxMeHt7IzIyUkzQVbSX7c6dOwF86FEnG5JORETKxyQdERGVyapVq1CvXj0kJCSgffv2OHPmjFydnJwcbN68Gc2aNStx5bjSmD59OoAPq21GRERIyrZu3YoDBw5AXV0dkydPrvBnlcfo0aNha2uLXbt24euvv5asHCjz4sWLMifGdHR08MUXXwAApk6dKq56CHwYojRhwoRi51tTZNq0adDX18eBAwcwZ84cuRVRX758qfCaKrJ9+3aFk/anp6eLk+Ir+uGsrq6OsWPHIi8vT1yls6gFI8pLNpRr27ZtkuuRlZWFcePGFdtTDvgwFHHs2LGS1XhTU1MxduxYCIKAfv36ib2c3r17h2XLlimcEywqKgopKSlQVVUVe06pq6sjMDAQgiCgT58+Ctv7/fv3OHHiBM6fP1/2ky+nyZMnQ01NDfv27ZNLQh0/flxcPXTGjBmVHkv//v1hY2OD58+fY9q0acjLyxPLEhISxO+EiRMnlmo+rrJeIwcHB6iqquL69etyCzwcPHgQy5cvL/Ez161bJ7fv8uXLcfHiRejr65cqOfOp75XyPtMf09q1axX+486LFy/E3m0FY5A967IVd2Xu3r1bbO/cKVOmQEdHB+Hh4ZLv5vfv32PcuHFISUlBy5YtFS7aU1GHDx8WVxsuqfd1VlYWevXqhZMnT5YpQXfy5EmcOnVKblh1Tk4OFi1aJLaX7FkiIqKqgcNdiYioTIyNjXH27FkMGDAAp06dQocOHWBnZ4cmTZpAR0cHiYmJuHjxIt6+fQsDA4OP0juqe/fumDNnDhYsWICuXbuiXbt2sLGxwZ07dxAbGwtVVVWsX78ejRo1+ghnWHa6uro4fPgwvL29sWTJEmzcuBFNmjSBtbW12Dvn9u3bsLCwwKhRo8p07IULF+Ls2bOIiYlBvXr14O7uDi0tLZw5cwY5OTnw8/PDtm3bipzLrTAbGxvs3r0bvr6+WLhwIX7++We0adMG6urqePz4Ma5cuYLBgweLvReLs3fvXvj5+cHKygpNmzaFsbExkpOTcfbsWaSmpqJx48ZFnm9AQAAWLlyI7OxsNGnSpMReaWU1fPhwrFy5EleuXIGdnR06dOgAVVVVREVFITMzE5MnTy5yRUQA6NWrF27cuIE6deqgU6dOUFFRwalTp5CUlAR7e3usXr1arJuTk4Pp06fjyy+/hJOTE+zt7aGuro5Hjx6JiZNvvvlGXHgF+JCUfPLkCX788Ud06NABjRo1Qr169aCtrY0XL17g6tWrSElJwbp169C6deuP2jZFcXJywpo1azB27FgMHToUy5cvR4MGDfD48WNER0dDEAR89913lZK0KExTUxO7d++Gp6cn1q1bhyNHjqB169ZIT0/HiRMnkJWVhW7duiEwMLBUxyvrNTIzM8OECROwcuVKdO7cGR06dICVlRXu3r2L2NhY8fuoOAEBAXB3d0eHDh1Qs2ZN3LhxA9evX4eqqio2b96M6tWrlyr2T3mvVOSZ/lg2btyI8ePHw87ODo0bN4aBgQFevXolPrvu7u7o1auXWD8wMBC+vr6YO3cufv/9dzRq1AgvX75EVFSUeN0UrXxrZWWFrVu3YtCgQRg9ejR++eUX1K5dG5cuXcLDhw9haWmJ4ODgSpn3U9YrddCgQSXOSTp79myxJ7WNjU2RSfL27duL/6gDfFjtdurUqbC0tETTpk1hamqKV69eIS4uTvwHnxkzZpQqWUxERJ8Ok3RERFRmFhYWOHnyJEJDQ/Hf//4X0dHRiIiIQHZ2NkxNTdGmTRv06NEDQ4cO/WhzV82fPx/t2rXDqlWrcOHCBZw/fx5mZmbo378/ZsyYAVdX14/yOeXVqFEjxMXFYf369QgJCUFcXBzOnTsHMzMzWFtbY8aMGeWaw09PTw+nTp3Cv//9b+zcuROhoaEwMTFB165dsWDBAsybNw9A2RYY8PDwwI0bN7Bs2TKEhoYiNDQUampqsLKywtChQ0v9I3z69Omws7NDdHQ0YmNjkZSUBBMTEzg6OmLw4MEYPnw4dHV1Fe5rYWGBpk2b4sKFCxg/fnypYy8tIyMjXL58GYGBgTh27BiOHj0KU1NTeHh4IDAwsMTegsbGxjh//jzmzp2Lw4cP4+XLl7C0tMSQIUMQGBgoua/19PSwfv16REZG4sqVKwgLC0NOTg6srKzQt29fjBs3TuGqmEuWLIGPjw/Wrl2LM2fOIDQ0FBoaGqhRowY6duwIb29vyVC7T2H06NFwdnbG0qVLcebMGcTFxcHQ0BBeXl6YPHmy3GT5lally5a4evUqFi9ejKNHjyIkJASamppo1qwZhg0bhi+++KLUw27Lc42WL1+OJk2aYO3atYiJicHVq1fh5OSEnTt3YsCAASUm6ZYvX4769etjw4YNuHTpEtTV1eHp6Ym5c+eibdu2ZWqLT3WvVOSZ/lgWLlyIw4cP4/z58zh//jxSU1NhYWGBVq1aYfjw4Rg0aJDkuvft2xeRkZGYN28erl27hgcPHqBOnTr47rvvMGPGjGKTyv3790edOnXwww8/ICoqCleuXEGNGjUwfvx4zJ07t8SFgMojMTERR44cAVC6BSMKTitx6NChYusWTNK5ublh7NixiImJQVxcHJKSklCtWjVYWVmhW7duCAgIKPN9SERElU9FqMiyZkRERKQ0ubm5aNy4Me7du4eYmBiFE5xXVffu3UODBg1gaGiIZ8+eQUdHR9khAfgwfHr48OHw8/OrUos60N+HrOcV/xeb/onS0tJgaGiIN+uWwqCEXoD/ZGp+45QdAhH9Q3FOOiIioiouJiYG+fn5km1v377FhAkTcO/ePTRp0uRvlaADgG+//Vac962qJOiIiIiIiJSJw12JiIiquH79+uHdu3dwcnKChYUFXr58iatXr4pD0f4uPb4OHDiA/fv34+bNm7hw4QKqV6+Or776StlhERERERFVCUzSERERVXHTpk1DSEgIbt26hbNnz6JatWqwtbXFkCFDMGPGDHGV0aouNjYWmzdvhr6+Prp06YJly5bByMhI2WEREVEZqQ0eBTUDA2WHQUT0j8M56YiIiIiIiKhEsjnpUlNTYcAkHRHRR8c56YiIiIiIiIiIiJSMSToiIiIiIiIiIiIlY5KOiIiIiIiIiIhIyZikIyIiIiIiIiIiUjIm6YiIiIiIiIiIiJSMSToiIiIiIiIiIiIlY5KOiIiIiIiIiIhIyZikIyIiIiIiIiIiUjIm6YiIiIiIiIiIiJRMTdkBEBERERERUdUnCAIAIC0tTcmREBF9XPr6+lBRUVF2GEzSERERERERUcnevHkDAKhVq5aSIyEi+rhSU1NhYGCg7DCYpCMiIiIiIqKSmZiYAACePHkCQ0NDJUdTdaWlpaFWrVr4448/qsSP/qqK7VQ6bKeSfYw20tfX/8hRlQ+TdERERERERFSiatU+TGluaGjIZEEpGBgYsJ1Kge1UOmynkv0T2ogLRxARERERERERESkZk3RERERERERERERKxiQdERERERERlUhTUxOBgYHQ1NRUdihVGtupdNhOpcN2Ktk/qY1UBNk62kRERERERERERKQU7ElHRERERERERESkZEzSERERERERERERKRmTdERERERERERERErGJB0REREREREVadeuXejYsSOMjY2hq6sLZ2dnLFmyBLm5ucoOrcr66quvoKKiAhUVFSxYsEDZ4VQZT548wYQJE1C/fn1oa2tDS0sLdnZ28PPzw7Vr15Qd3idz9+5drFq1Cv7+/nBycoKamlqx90p+fj6io6Px7bffon379jA1NYW6ujrMzMzQtWtX/Prrr/gnLjdQ1nYqKD8/H9u2bUOXLl1gbm4OTU1N1KhRA+7u7li7du0niL581JQdABEREREREVVNU6ZMwcqVK6GmpgZ3d3fo6enhxIkT+Prrr3Hw4EEcP34c2trayg6zSomOjsZ//vMfqKio/CMTJ+V14cIFdO3aFenp6ahZsyY8PDygqqqKq1evYvv27QgODkZwcDD69++v7FAr3bp167By5cpS13/48CHatWsHADAxMUGLFi1gbGyMhw8fIjw8HOHh4di5cyf27NkDDQ2Nygr7kytrO8mkpqaiV69eOH36NAwMDNC2bVsYGRnh2bNnuHLlCtLS0jBu3LhKiLji2JOOiIiIiIiI5Ozbtw8rV66Enp4eLly4gGPHjmHPnj2Ij4+Hk5MTzpw5g7lz5yo7zCrl3bt38Pf3R40aNdC7d29lh1OljB49Gunp6Rg9ejQSEhKwf/9+7N27F/fv38ecOXOQl5eH0aNHIysrS9mhVrrGjRtjxowZ+PXXX3H79m0MHTq02PoqKipwd3fH0aNH8fLlSxw7dgw7d+7ExYsXcerUKejq6uLQoUNYtGjRJzqDT6Os7QQAgiDAx8cHp0+fRkBAAJ49e4ajR4/iv//9L06fPo3ExESsX7/+E0RfPkzSERERERERkZwffvgBADBz5kw0b95c3G5mZiYOF1u9ejVSU1OVEl9VNGvWLMTHx2Pjxo0wNDRUdjhVxps3bxAXFwcAWLBgAdTV1cWyatWq4bvvvoO2tjZSUlJw+/ZtZYX5yXzxxRf48ccfMXjwYDRo0ADVqhWfmqlbty4iIiLg6ekJVVVVSZmbmxtmzpwJANi+fXulxawMZW0nANiyZQtOnTqFbt26Yf369dDT05OUa2hooEWLFpUVcoUxSUdEREREREQSz549w6VLlwAAgwcPlitv3749atWqhezsbBw5cuRTh1clnTp1CqtWrcKwYcPg5eWl7HCqFE1NzVLXNTMzq8RI/pmaNWsGAPjjjz+UHIny/fTTTwCAL7/8UsmRlA+TdERERERERCRx5coVAB/mv7Kzs1NYR9YbRVb3/9nbt28xYsQIWFpaYsWKFcoOp8rR09NDhw4dAABz5syRLDqSn5+P7777DpmZmejevTtq1aqlrDD/tuLj4wEANWrUUHIkypWYmIhr165BVVUVbdu2xcOHD7Fo0SKMGTMGM2bMwK5du5CTk6PsMIvFhSOIiIiIiIhIIiEhAQBgY2NTZB1ZMkVW9//ZjBkzkJCQgJCQEBgbGys7nCpp06ZN8PLywsaNG3H48GG0aNECqqqquHLlCp49e4ahQ4di9erVyg7zb+fdu3di77F+/fopORrlkg2pNjU1xc8//4zp06fLrUJdp04dhISEoEmTJsoIsUTsSUdEREREREQS6enpAABdXd0i68jmekpLS/skMVVVx48fx4YNGzBw4ED4+PgoO5wqq379+jh37hw8PDzw7NkzceGIhIQE1KtXDx07doSBgYGyw/zbGTduHBISEmBlZYXZs2crOxylevPmDQAgKSkJkyZNQu/evXH9+nWkp6fj3LlzaNWqFR4+fAhPT0+xblXDJB0RERERERFROaSmpmLkyJEwNzfHqlWrlB1OlXb27Fk4OTnhxo0bCA4OxosXL5CUlISDBw8iNzcXI0eOxMiRI5Ud5t/K/PnzsW3bNmhpaeH333+HqampskNSKkEQAAB5eXlo06YNdu3ahcaNG0NPTw+tW7dGWFgYLC0t8eeff4qL31Q1TNIRERERERGRhL6+PgAgIyOjyDpv374FgP/r3k9TpkzB06dPsXr1ai54UIyUlBT06dMHr169wt69ezFo0CBYWlrC2NgY3t7eCA0NhY6ODjZv3oyTJ08qO9y/hWXLluHbb7+FpqYmQkJC0K5dO2WHpHSy7y0ACAgIUFg+ZMgQAEB4ePgni6ssOCcdERERERERSdSuXRtA8atFyspkdf8fhYSEQE1NDWvXrpXrmXPnzh0AwC+//ILw8HBUr14dO3fuVEaYSnf48GG8evUKdevWRatWreTK69Spg1atWuHkyZMIDw9Hp06dlBDl38eqVaswffp0aGhoYM+ePfD09FR2SFVCnTp1FP6tqM6ff/75SWIqKybpiIiIiIiISKJZs2YAPszxlJCQoHCF18uXLwMAmjdv/kljq2ry8vIQGRlZZPmjR4/w6NEj2NrafsKoqpYnT54AKL7XpaGhIYAP84lR0dasWYNJkyaJCboePXooO6Qqw8HBAfr6+khPT8fr168V1pFtl82pWdVwuCsRERERERFJWFtbo2XLlgCA4OBgufIzZ87gjz/+gKamJry8vD51eFVGSkoKBEFQ+PLz8wPwYd4wQRDw6NEj5QarRDVr1gTwoXdhamqqXHlubi5iY2MBQGFCmD5Yv349JkyYICbovL29lR1SlaKmpiYu3lLUcNawsDAAgKur66cKq0yYpCMiIiIiIiI5spUiFy1aJCZQgA+968aNGwcAmDBhgtgDiqgo3bt3h66uLjIzMzFq1ChxPkMAyMnJwdSpU/HkyROoq6vD19dXiZFWXZs2bcK4ceOYoCvB7Nmzoa6ujk2bNuHQoUOSsh9//BFnzpyBqqoqxo8fr6QIi6ciyJa/ICIiIiIiIipg8uTJ+Omnn6Curo7OnTtDV1cXERERSElJQbt27RAWFgZtbW1lh1kl+fv7Y9u2bZg/fz7mzJmj7HCULigoCMOHD0deXh7Mzc3RsmVLqKur4/Lly3j27BmqVauGNWvWYMyYMcoOtdLFxsaKiW4AePDgAV6/fg1ra2ux1yHwYc7DGjVq4OrVq2jevDkEQUCDBg0Uzusns3Xr1soM/ZMqazvJbNu2DSNGjEB+fj5atGiB2rVr48aNG7hz5w5UVVWxbt06jBo16pOeS2lxTjoiIiIiIiJSaOXKlWjXrh3WrFmD6Oho5Obmom7dupg5cyamTp0KDQ0NZYdIfxNDhgyBk5MTVqxYgdOnTyMiIgKCIKBGjRr4/PPPMWnSpCo7BPFjS0tLw4ULF+S2P336FE+fPhXfZ2dnA/hrWDXwYciwbFESRf5JSbqytpOMn58fHB0dsXjxYkRFReHatWswNTVF//79MWPGjCp9n7EnHRERERERERERkZJxTjoiIiIiIiIiIiIlY5KOiIiIiIiIiIhIyZikIyIiIiIiIiIiUjIm6YiIiIiIiIiIiJSMSToiIiIiIiIiIiIlY5KOiIiIiIiIiIhIyZikIyIiIiIiIiIiUjIm6YiIiIiIiIiIiJSMSToiIiIiIiIiIiIlY5KOiIiIiIiIiIhIyZikIyIiIiIiIiIiUjIm6YiIiIiIiOiTqV27NlRUVPDo0SNlh1IlxMfHQ1NTEyoqKlBVVcWtW7eKrPvq1StoaGhARUVF8jp06FCFYpBdE9mroEePHknKOnbsWKHP+qcpru1KUvg6Fnxpa2vD1tYWffv2xZ49eyAIQiWdQeWoqvfN69evoaenJ8Z1+vRpZYckwSQdERERERERkZJMnToVOTk5AID+/fvD0dGxyLpBQUHIzc2V275169bKCq/K6tixoyQJ9E9L+mZlZeHJkycICQmBr68vPDw8kJGRoeyw/vbMzMwwfvx48f2kSZOQn5+vxIikmKQjIiIiIiIiUoLw8HAcPnxYfP/NN98UW3/btm0Ktx88eBBJSUkfNTYZXV1d9OvXT3y5ublVyucQ0L17d/Tr1w89e/aEra2tpCw8PBxjx45VUmT/LDNmzICGhgYA4Nq1a9i8ebOSI/oLk3RERERERERESrB06VLxbxcXFzg5ORVZ98qVK7h27Zr4Xl1dXfw7JycHwcHBlRKjubk5du/eLb7mzZtXKZ9DwNq1a7F7924cOHAA9+/fx7BhwyTlQUFBSExMVFJ0/xzm5ubw8vIS3y9btkyJ0UgxSUdERERERERVwtOnTzFx4kTY29tDS0sLhoaGaNeuHTZs2ID3798Xud+NGzfQr18/mJmZQUdHB05OTlixYgXy8/Or7Bx49+7dw/Hjx8X3Q4cOLbZ+4SGt3333XbHlhUVHR8PLywvGxsbQ1dWFi4sLNm7cWOJcZyXNLXbq1ClJub+/v9wxSpq37fbt2xg7diwaNWoEfX19qKmpwdTUFPXr14ePjw8WLFiA+/fvA/hrmGtkZKTkGHZ2dsUOf83MzMT69evRrVs3VK9eHRoaGjA0NESLFi0wb948vHnz5qO3XUWoqanJXWNBEHDp0qVSH+PHH3+UtMnatWvl6uTn58Pa2lqsY2xsjMzMTLF81apV8PPzQ/PmzWFtbQ1dXV1oamrC0tISbm5uWLJkCdLT08t0bh/jngEqdk2HDBki/n379m2Eh4eX6RwqjUBERERERET0idja2goAhISEBMn2ixcvCiYmJgIAwcbGRhgwYIDg6ekpaGlpCQCEbt26CdnZ2XLHO3XqlKCtrS0AEOrWrSsMHDhQ6Nq1q6ChoSEMGDCgyM9Tth9++EEAIL5u3rxZZN2cnBzBzMxMrKurqytkZGQIrVq1khzj+vXrCvffsWOHoKqqKqkrew0YMECwtraWbCsoISFBUubm5iYpP3nypKTcz89P7vNl10DR8aOiosRrXNxr1apVgiAIgpubW4l1C1/vW7duCQ4ODsXWr169uhAdHf1R264kxcUsCIKQkZEhVyc4OLjUx3/58qWgoaEh7tuqVSu5OmFhYZLjT5gwQVKuq6tbYlvb2toKT548kexX3H1T0XtGECp2TQVBEFJSUgQVFRWxbkBAQClatPKpFZvBIyIiIiIiIqpk2dnZ6N+/P5KSkjBmzBj89NNP4nDOhw8fonPnzjh27BjmzZuHhQsXivtlZmbi888/R2ZmJqZPn44lS5agWrUPA8Zu3boFd3f3Kjs8sGDPHSMjIzRs2LDIugcPHsTr16/F97169YKOjg4GDRqECxcuiNu3bt0qGUILAPfv38eoUaMkPREtLCzQtGlTxMfH47fffvsYp1Nu8+fPR1ZWlvi+WbNmqFWrFlJSUvD8+XMkJCRIYndzc4OZmRkiIyMlbdK9e3fo6OiI73V1dQEAycnJ8PDwwNOnT8WyevXqoX79+khMTMTly5cBAC9evEDPnj0RFxcHKysrAMpvu9jYWLltNWrUKPX+5ubm8PHxwe+//w4AuHDhAuLj42Fvby/W2bFjh2Sf0aNHyx1HX18fDg4OYk/C9PR0XLt2Teyp9vjxY0ycOBH79u0rdWwVUZFrKmNoaAhHR0fcvHkTANiTjoiIiIiIiP7/KOrZtmPHDgGAYGVlJWRlZcnts3v3bgGAoK+vL2RmZorbt2/fLvbkycnJkdtv9erVCnspxcfHCwEBAUKzZs0ENTU1wdbWtsh44+Pjhe7duwu6urqCqampMHbsWOHt27flOveCDAwMxNjatGlTbN2ePXtKeggdPHhQEARB+PPPP4Vq1apJeg7l5uZK9p0wYYJk37Zt2wppaWmCIAhCXl6eMGTIELkeSAVVdk86e3t7cfuIESPk9k1OThZ27dolnDt3TrK9cI+6onpKzpkzR1Jv0aJFkvLg4OAie5JVtO1KUnhf2TlkZ2cL586dExwdHSXlRkZGCp+P4oSHh0uOMWfOHLEsIyND0NPTE8tat24tt/+VK1eEvLw8ue3Z2dlC27ZtxX3V1NSE9PR0sbwye9JV5JoWNHDgQEm9pKQkhfU+JfakIyIiIiIiohJ99dVXOHDgQJn3+/nnn9G+ffti65w6dQoAMHDgQGhqasqV9+3bF8bGxkhOTkZMTAzatWsHAOK8ZP3795cspCDz+eefY8KECXLbb968iUOHDsHV1RWCICA5OVlhXKmpqXB3d4eVlRV27dqFpKQkTJs2DYmJidizZ0+x51SczMxMpKWlie/NzMyKrJuYmIijR4+K701MTNCtWzcAQPXq1dGpUydEREQA+NBzKDQ0FN7e3mL9sLAwyfG+/fZb6OvrAwBUVVWxaNEiBAUFlftcKsrW1hbx8fEAgNDQUCxZsgSOjo6oW7cu6tatCyMjI/j6+pb7+CEhIZL3586dkxyv8FyHBw8exKpVqwB8+razs7MrtnzRokWS5yMwMFDsCVbYunXrYG5uDnd3d9SrV0+c0y8oKAjff/89VFRUEBISgrdv34r7KOpFZ21tjR9++AHHjx/HvXv3kJKSgpycHLl6eXl5uH//Ppo2bVqaU62QilzTggo/d4mJiTA2Nv6IkZYdk3RERERERERUoufPn+Pu3btl3q9gEqAoz549A1B0kkJFRQV2dnZITk4W6wIQh7vVrl1b4X5GRkYwNDREamqqZHvPnj3Ru3dvAMCYMWMQGhqqcP8NGzbg1atXuHz5MiwsLAAA2tra6NevH2JiYuDi4lLiuSlSOCloYGBQZN2goCDk5eWJ7/v16ydJSA4aNEhM0gEfhrwWTNI9fvxYcrzCK8jWrFkTRkZGSElJKdM5fCxz5sxBVFQUsrOz8fz5c3z99ddimYaGBlxcXDB48GCMHj0aGhoaZT5+QkKC5P3+/fuLrf/HH3/g/fv3UFVVrTJtp6+vj8WLFyMgIECyPTIyUm4BDZmlS5fC3NwcKioq+OKLLzBz5kwAHxYCiYqKwmeffSYZ6mpoaIgBAwZIjnHnzh24ubnh5cuXpYqz8HNWWSpyTQsq/NwlJSV9nAArgEk6IiIiIiIiKlFQUJBSe1wVp6jVH4sqk81bV5IjR47A3d1dTNABH+aD09PTw6FDh8qdpDMyMpK8L9irrrBt27ZJ3u/atQtHjhwR3+fm5krKDx48iKSkJJiYmJQrtooqmFCUKS7J4+bmhri4OKxduxYRERG4e/eueE45OTk4d+4czp07hxMnTmDv3r2VFrdMfn4+MjMzoaenV+mfVZhsXj0VFRVoaWnBwsICLi4u6Nmzp9iDrzyGDx+OuXPniu26Y8cOODg4SOZh+/zzzyVz+gHAjBkzJNdOW1sbrVq1gomJCVRUVHD58mVJIlMo52q3Zb1nyqqoa1o4qajsXnQAk3RERERERESkZDVr1gTwYZGIosh6z8jqFvz70aNHCvdJTU2tUC+nW7duYdiwYZJtampqcHBwwO3bt8t9XB0dHejr6yM9PR0AJAsgFBQTE4Pr169LtqWkpBR7Tjk5OQgODhaH+drY2ODevXti+Y0bNyST6D9//rxCbVS4d5tsMQGZy5cvIzMzs9hjODg4YMWKFQA+JGz+/PNPXLt2DTNnzhSHc4aEhODRo0dir8niErMF2dnZicdQUVHBs2fPSr34QmW3XWFr164tsleoIrJh4iWxsLBA7969sXv3bgAfEr12dnaSYaGKhrpGRUWJf2tqauLOnTuwsbERt3Xr1k2ut2FpVPSeqcg1Lajwc1e9evUyH+NjK90/HxARERERERFVko4dOwIAfvvtN8lKnzIhISFITk6Gvr6+pPfaZ599BuBD0kFRb5zg4OAKxZWcnCzX6w340OOmokPjCp7HrVu3FPZC2rp1a7mOXXC/Ll26SMrmz58vDkF+//49Zs2aVa7PkCm8auaZM2dw48YNAB/myBs3blyJsR45cgTZ2dkAPiRBa9WqBW9vbzg7O0vqvnjxQvxbW1tbUlZwGHRBvXr1Ev8WBAHjx49X2HMxLi4Oc+fOxfr168Vtld12n1LBJFxqairmz58vvnd1dZVra0DaS7NatWqSNg8JCSn3iqgVvWcqck0LKpgAr1u3bpXoScckHRERERERESlV//79YWNjg+fPn2PatGmShFtCQgKmT58OAJg4cSK0tLQk+9WoUQOPHj3CN998g/z8fLHszp07+P777z/dSZSRu7u7+HdqaqpczzxZj7iCrl+/DkEQ5F65ubkwNTUV68XExIhJjylTpkgWGzhz5gzq1asHT09PODg4YPv27RU6j9q1a6NevXri+7dv38LZ2Rm2trawtrbGpUuXit1/37596NGjB0xMTNCiRQt4e3ujd+/eaNSokeT81dTUYG9vL75v0KCB5Dh9+vRBz5494evrK5nXbvr06ZIeUiEhIahZsybc3NzQu3dvuLm5wdzcHM7OzliwYIEkEVjZbfcpdenSBXXq1BHfF0yGK+pFBwCtW7cW/87MzETDhg3Ro0cPuLi4oG/fvuUe3lrRe6Yi11QmJSVF8swVTsgqC5N0REREREREpFSamprYvXs3TExMsG7dOtSrVw8DBw5Ejx494OjoiISEBHTr1g2BgYGS/XR0dBAUFAQtLS0sWbIE9evXx6BBg9CtWzc4OzujQ4cO4vC88iw6YGxsrHA4Y3JycoXnfCu8Yunx48cl7w8cOCDprdeoUSM0btxY4bHU1NTQt29fyTZZbzp7e3ts2LBBMg9fYmIijh07hocPH8LT07NcQwULWrx4sWT4aX5+Pp48eYL379+jX79+cj2nFHn37h1iYmJw+PBhHDhwALdu3ZKUz58/X5KI9PPzg5raXzN4vXr1CocOHcKePXskC2mYmpoiLCxMkuB7+/YtTp8+jQMHDuD06dOSYY8Fj/kp2u5TkS0gUZiBgQEGDhyocJ9FixZJkuJv3rzBkSNHEBsbC1dX1wqtuluRe6Yi11QmPDxckmSsyLl8TEzSERERERERkdK1bNkSV69exfjx46GqqoqQkBBERUWhWbNmWLduHQ4dOqQw0ebu7o4LFy6gT58+SEpKwr59+/D06VMsXLgQQUFBePHiBapVq1aupFrDhg3leri9f/8e9+7dQ8OGDct9rrJjd+3aVXxfeFGOwkNdi0qkyBRemfPXX38VeyT6+fkhMjISnp6eMDQ0hLa2NpydnbF8+XIcPHiw2ARmTk6O5H3BlWVl+vbti8OHD6N9+/bQ0dGBjo4OWrZsiV9++QW7du1SuI/MnDlzMH/+fHh5ecHe3h4mJiZQVVWFjo4OHBwcMGTIEJw6dUpcnVTG2dkZoaGh6Ny5M4yMjIqdo65x48a4du0aNm3aBC8vL1hZWUFTUxPq6uqwtLREu3btMH36dERERGD27NmSfSvSdlXN8OHD5RJWgwcPhq6ursL6rq6uOHfuHHr16gUjIyNoamrC3t4ec+fORWRkpNxCE2VRkXsGqNg1BaTPW8OGDatMTzoVobz9E4mIiIiIiIiqsNOnT8PNzQ1OTk6Ii4tTWGfMmDEIDQ1VuPjE4sWLMW/ePDx+/Bjm5uYAPgzP7NOnDy5duoQWLVpUKL6wsDB4eHiI7+Pi4uDk5FShY35s+/fvh4+Pj/h+2LBhcivOEv2dvHz5EtbW1uKce5s2bVLYy1AZ2JOOiIiIiIiI/rZevXolrvxa0I0bNzBq1CgAH3oQFfTu3Tvs3r0bu3fvxsOHDyXvC65WGRAQABMTE/Tu3RtHjx5FcHAwxowZg969e1c4QQcAXbt2hZeXl/h+4cKFFT7mx/Lbb79h1qxZGDt2rGR7t27dlBQR0cexdOlSMUHn7Ows9/2gTOxJR0RERERERH9bp06dQqdOneDo6Ig6depAW1sbCQkJiI2NRX5+Prp27YojR45Ihvk9evQIdnZ2Co+3ZcsW+Pv7i+/v3buHSZMmISoqClpaWujfvz+WLl0KPT29jxJ/fHw8GjdujJycHFSrVg3Xr1+Ho6PjRzl2RXTs2BGRkZGSbR06dMCJEycUzvFF9Hfw+vVr1K5dGxkZGQA+fH+4ubkpOaq/MElHREREREREf1vPnz/HDz/8gMjISDx79gzp6enQ19dHo0aNMHjwYIwaNYpJpXKQJenU1dVRu3Zt/Otf/8Ls2bMrNA8ZERWPSToiIiIiIiIiIiIl45x0RERERERERERESsYkHRERERERERERkZIxSUdERERERERERKRkTNIREREREREREREpGZN0RERERERERERESsYkHRERERERERERkZIxSUdERERERERERKRkTNIREREREREREREpGZN0RERERERERERESsYkHRERERERERERkZL9D3tAgb7z0IdgAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 400x600 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot(tumor_enr.res2d, title=\"Proteomics Tumor KEGG_2016\")\n", "plt.show()\n", "\n", "barplot(normal_enr.res2d, title=\"Normal KEGG_2016\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discussion\n", "\n", "This use case illustrates how to conduct a GSEA using the gseapy library and the cptac package. The resulting barplots provide an intuitive visualization of the enriched pathways among upregulated genes in both tumor and normal samples. These identified pathways could potentially offer valuable insights into the biological processes involved in tumor development and the body's response in normal tissues. Further research can be conducted on these significantly enriched pathways for a more detailed understanding of their roles in tumorigenesis." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }