{ "cells": [ { "cell_type": "markdown", "id": "e9fc330a", "metadata": {}, "source": [ "# Tutorial for spatial multi-omics vertical integration using DIRAC" ] }, { "cell_type": "markdown", "id": "d1013556", "metadata": {}, "source": [ "- by CHANG XU changxu@nus.edu.sg.\n", "- Last update: October 4th 2024" ] }, { "cell_type": "markdown", "id": "aaedd42a", "metadata": {}, "source": [ "## Installation\n", "- Make sure ``sodirac`` is installed via ``pip install sodirac``.\n", "- The Python environment needs to install the packages listed in ``requirements.txt``." ] }, { "cell_type": "code", "execution_count": 1, "id": "6253db85-f21b-4ad5-858a-6ccce4f9de06", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-10-07 12:26:42.619665: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", "2024-10-07 12:26:44.578123: I external/local_xla/xla/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.\n", "2024-10-07 12:26:44.831249: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", "2024-10-07 12:26:45.405536: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", "2024-10-07 12:26:45.594850: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", "2024-10-07 12:26:46.700173: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2024-10-07 12:26:55.688819: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[easydl] tensorflow not available!\n" ] } ], "source": [ "########## load packages\n", "import os \n", "import random\n", "\n", "import pandas as pd \n", "import numpy as np \n", "import torch\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "\n", "######## load dirac\n", "import sodirac as sd" ] }, { "cell_type": "markdown", "id": "56fb6e2b", "metadata": {}, "source": [ "## Download the data\n", "- if you are have ``wget`` installed, you can run the following code to automatically download and unzip the data." ] }, { "cell_type": "code", "execution_count": null, "id": "c0f0e1f6", "metadata": {}, "outputs": [], "source": [ "# Skip this cells if data are already download\n", "! wget -O 0725_Protein.h5ad \"https://drive.google.com/uc?export=download&id=1en6bitR0ROS6eh-RgNJECErVVAzLMiok\"\n", "! wget -O 0725_RNA.h5ad \"https://drive.google.com/uc?export=download&id=1uclBRs1I4Q1Yvq0eUfZbBwPiOVgFaKMt\"" ] }, { "cell_type": "markdown", "id": "bdf7ebdf", "metadata": {}, "source": [ "- if you do not have wget installed, manually download data from the links below:\n", " - DBiT-seq collected from ADT: https://drive.google.com/file/d/1en6bitR0ROS6eh-RgNJECErVVAzLMiok/view?usp=drive_link.\n", " - DBiT-seq collected from Protein: https://drive.google.com/file/d/1uclBRs1I4Q1Yvq0eUfZbBwPiOVgFaKMt/view?usp=drive_link." ] }, { "cell_type": "code", "execution_count": 2, "id": "9abe2f20-1485-497f-97f9-eece0d83d437", "metadata": {}, "outputs": [], "source": [ "def seed_torch(seed=1029): \n", " random.seed(seed) \n", " os.environ['PYTHONHASHSEED'] = str(seed) \n", " np.random.seed(seed) \n", " torch.manual_seed(seed) \n", " torch.cuda.manual_seed(seed) \n", " torch.cuda.manual_seed_all(seed) \n", " # if you are using multi-GPU. \n", " torch.backends.cudnn.benchmark = False \n", " torch.backends.cudnn.deterministic = True\n", "\n", "seed_torch(seed=0)" ] }, { "cell_type": "code", "execution_count": 3, "id": "8bfd19fd-ef7c-4363-aa5e-cf695b630404", "metadata": {}, "outputs": [], "source": [ "######### Define colors for spatial multi-omics domain\n", "colormaps= [\"#E41A1C\", \"#377EB8\", \"#4DAF4A\", \"#984EA3\", \"#FF7F00\", \"#A65628\", \"#FFFF33\", \"#F781BF\", \"#999999\", \n", " \"#E5D8BD\", \"#B3CDE3\", \"#CCEBC5\", \"#FED9A6\", \"#FBB4AE\", \"#8DD3C7\", \"#BEBADA\", \"#80B1D3\", \"#B3DE69\", \"#FCCDE5\", \n", " \"#BC80BD\", \"#FFED6F\", \"#8DA0CB\", \"#E78AC3\", \"#E5C494\", \"#CCCCCC\", \"#FB9A99\", \"#E31A1C\", \"#CAB2D6\",\"#6A3D9A\", \"#B15928\"]" ] }, { "cell_type": "markdown", "id": "6f8f1504", "metadata": {}, "source": [ "## Load DBiT-seq data\n", "- Here, DBiT-seq contains 936 spots, in each of which there are 22,802 genes and 22 proteins measured." ] }, { "cell_type": "code", "execution_count": 4, "id": "07c0d92a-9f9c-4a80-9fbc-e29556f0d59e", "metadata": {}, "outputs": [], "source": [ "data_path = \"/home/project/11003054/changxu/Data/DBiT_seq\"\n", "data_name = \"0725\"\n", "methods = \"DIRAC\"" ] }, { "cell_type": "code", "execution_count": 5, "id": "7b4ef5d8-558b-43b0-80c7-59a546448431", "metadata": {}, "outputs": [], "source": [ "adata_RNA = sc.read(os.path.join(data_path, f\"{data_name}_RNA.h5ad\"))\n", "adata_Protein = sc.read(os.path.join(data_path, f\"{data_name}_Protein.h5ad\"))\n", "adata_RNA.raw = adata_RNA\n", "adata_Protein.raw = adata_Protein" ] }, { "cell_type": "code", "execution_count": 6, "id": "061c2e47-700f-4029-ade7-5c2cd93fb982", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "View of AnnData object with n_obs × n_vars = 936 × 22\n", " obs: 'x', 'y', 'ground_truth'\n", " obsm: 'spatial'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_Protein[adata_RNA.obs_names]" ] }, { "cell_type": "markdown", "id": "2ca4e905", "metadata": {}, "source": [ "## Prepare to Integrate\n", "\n", "- Following the workflow of single-cell preprocessing, we performed data cleaning and preparation. To accelerate model training, we applied PCA for dimensionality reduction.\n", "- We offer multiple methods for constructing spatial neighborhood graphs, including \"knn,\" \"KDTree,\" and \"Radius.\" Here, we chose the `KDTree` method and set the number of nearest neighbors to 8.\n", "- For the parameter *k*, extensive experiments indicate that values between 6 and 15 yield optimal results. This selection is also dependent on the resolution of the omics data being processed; generally, higher resolution data benefits from a larger number of spatial neighbors.\n", "- The `save_path` parameter should be specified. If not provided, the output will default to the current directory." ] }, { "cell_type": "code", "execution_count": 7, "id": "47407352-4732-4506-91c6-8312901baa89", "metadata": {}, "outputs": [], "source": [ "######### Data processing\n", "n_clusters = len(adata_RNA.obs[\"ground_truth\"].unique())\n", "adata_RNA.obs[\"Omics\"] = data_name + \"_mRNA\"\n", "adata_RNA.obs['Omics'] = adata_RNA.obs['Omics'].astype('category')\n", "adata_Protein.obs[\"Omics\"] = data_name + \"_Protein\"\n", "adata_Protein.obs['Omics'] = adata_Protein.obs['Omics'].astype('category')" ] }, { "cell_type": "code", "execution_count": 8, "id": "9aa13b12-8e44-4e93-ab71-2820c5ade6f5", "metadata": {}, "outputs": [], "source": [ "######### Data processing\n", "sc.pp.filter_genes(adata_RNA, min_cells=3)\n", "sc.pp.normalize_total(adata_RNA)\n", "sc.pp.log1p(adata_RNA)\n", "sc.pp.highly_variable_genes(adata_RNA, n_top_genes=3000, subset=True, flavor='seurat_v3')\n", "sc.pp.scale(adata_RNA)\n", "sc.tl.pca(adata_RNA, n_comps=40)" ] }, { "cell_type": "code", "execution_count": 9, "id": "ee67e71a-9e31-4bb2-8786-c304e868c554", "metadata": {}, "outputs": [], "source": [ "sc.pp.normalize_total(adata_Protein)\n", "sc.pp.log1p(adata_Protein)\n", "sc.pp.scale(adata_Protein)" ] }, { "cell_type": "code", "execution_count": 10, "id": "00f41dfe-ee04-4ebc-9eeb-d604685faa7f", "metadata": {}, "outputs": [], "source": [ "adj = graph(data = adata_RNA.obsm[\"spatial\"],\n", "\trad_cutoff = 1.5,\n", "\tk = 8,\n", "\tdistType= \"KDTree\", ### \"BallTree\", \"Radius\", \"kneighbors_graph\",'KDTree'\n", "\t).main()[\"adj_norm\"]\n", "\n", "row, col, edge_attr = adj.t().coo()\n", "edge_index = torch.stack([row, col], dim=0)" ] }, { "cell_type": "code", "execution_count": 11, "id": "c9015766-27a5-411e-a598-ed193e5462ea", "metadata": {}, "outputs": [], "source": [ "y = pd.Categorical(\n", " np.array(adata_RNA.obs[\"Omics\"]),\n", " categories=np.unique(adata_RNA.obs[\"Omics\"]),\n", " ).codes\n", "save_path = os.path.join(\"/home/users/nus/changxu/scratch/section1/Results\", f\"{data_name}_{methods}\")\n", "if not os.path.exists(save_path):\n", " os.makedirs(save_path)" ] }, { "cell_type": "markdown", "id": "9d62eee7", "metadata": {}, "source": [ "## Training DIRAC" ] }, { "cell_type": "code", "execution_count": 12, "id": "a3a25052-b1a1-4acb-b2a4-be684c2c0de2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 2 unique domains.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Project..: 100%|█| 500/500 [00:12<00:00, 40.36it/s, Loss=73.3, D\n" ] } ], "source": [ "###### Training Dirac for spatial multi-omics\n", "dirac = sd.integrate_app(save_path = save_path, use_gpu = True, subgraph = False)\n", "samples = dirac._get_data(dataset_list = [adata_RNA.obsm[\"X_pca\"].copy(), adata_Protein.X.copy()],\n", "\tbatch_list = [y, y],\n", "\tdomain_list = [np.zeros(adata_RNA.shape[0]), np.ones(adata_Protein.shape[0])],\n", "\tedge_index = edge_index,\n", "\tnum_parts = 10,\n", "\tnum_workers = 1,)\n", "models = dirac._get_model(samples, \n", "\tn_hiddens = 128,\n", "\tn_outputs = 64,\n", "\topt_GNN = \"GCN\",) \n", "data_z, combine_recon, now = dirac._train_dirac_integrate(samples = samples,\n", "\tmodels = models,\n", "\tepochs = 500,\n", "\tlamb = 5e-4, \n", "\tscale_loss = 0.025,\n", "\tlr = 1e-3,\n", "\twd = 5e-2,)" ] }, { "cell_type": "code", "execution_count": 13, "id": "3f70acc4-f6c1-4910-b329-398350fde669", "metadata": {}, "outputs": [], "source": [ "adata_RNA.obsm[f\"{methods}_embed\"] = data_z[: adata_RNA.shape[0], :]\n", "adata_Protein.obsm[f\"{methods}_embed\"] = data_z[adata_RNA.shape[0] :, :]\n", "adata_RNA.obsm[\"combine_recon\"] = combine_recon\n", "adata_Protein.obsm[\"combine_recon\"] = combine_recon" ] }, { "cell_type": "code", "execution_count": 16, "id": "25d405c8-4a85-46ca-aaa8-3a6238c766a4", "metadata": {}, "outputs": [ { "data": { "image/png": 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StYu57CnjsA0YYC574gnYhx1kKus87lhTOYFA8M9DFHUCgeAfjaQoeKZOyZizdOqE45BD8EybljGrtGyJ88gj8Uw7K2NWzs/HOfY4PGdNzXyvWVm4Tjo5Y04gEPwzEUWdQCD4x+M+YzKu009v8utKy5bkzXwGSVFwnXRi2mJNLiwkb/ZMJLsd56ij8F56SdPZnBzyZs9EdrtxHHwwvuuvazIreb3kPfs0Sq5YfhUIBKkRfeoEAoEAowFx/YcfEpw1m/DnX4Cuo7Rogeu0U3FPGI+yy763+k8/JThzNvWffAKahlxUiPvUHdnCwoRs+MuFBGbOpP7Dj0BVkfPycJ0yDs/EiSgtShKz33xD8JlnCc2dB9EoUnY27pNPwj1pIpY2bfb48yAQCP6+WP7sGxAIBII9Sfibb4xC7cuF6NEo1i6dcZ9+Os6jRyHZ7fGcJEkoRUUoRUXI+fnokQhyURFKcRGy05k0rlJYhFxUhFxQgB4Kxf+u5HYnZeXCAmPcwkL0YNAYt6gIyZOcVfLyja8XFqL5/cbfKypC9nqTsrENGwjOeY7QO++i1daiFBbiOuF4XKeMQ8nLS8xu3kLd889T9/bbaFXVyLm5uI4fi/vUU1CKihKy6vbtBF94kbrX30CrrETOycZ17LG4TjsNS8sWpp97gUDwv0XM1AkEgr0SXdepvfU2Ao8/kfLr1n59yZs9O76cWTv9Afz33pcya+nenfwXnovPwPmfmEHtzbekznboQN5LL8SVYunUX0rr1uS/8HxcKVb3xptUXXwJxGJJWbm4iPznn4srxUJz51J53gUQDidnc3MNpVifPgDUf/YZlVPOQq+rS8pKPh95M5/BPmQIAOGvvqJi0hnotbXJWZeL3Kdm4Bg2LOX3LhAI/lxEUScQCPZKAjNnUvN/Te9RA7AfeCD5L71A3auvUXXRxWmz1n79KHjnbernzaNySvoDEJZuXSn88APCCxdSccppabNK2zYUfTKfyM/LKD/+BFDVJrNycTFFn32Kun4DpUePhkik6WxuLoULPkGrrqFsxEj0UKjJrOTzUTT/Y3Rdp/TQw9D9/qazTicFH8zD2rFD2u9LIBD87xHLrwKBYK9DV1VTOq/wF18QXroU/yOPZsxGf/iByKLFprKxFb9RP38+wWdmZsyq6zcQeu99QnPnpi3oALRt26h7/Q2iP/yQtqAD0CorqXvpZdStW9MWdAB6bS3BOXPQdT1tQQegh0IEZ84k+5ab0+YEAsH/HjFTJxAI9jrCXy6k/ORxprKO0UdT/8675rIjR1A/7wNTWfvw4YQ//dRU1rbfvkS+/iZjUQdg7duH6K8rUi677oqlcyfUbdszFmoASolxYEPdujVjVvJ6Kfl1OZIkZcwKBIL/HWKmTiAQ7HWopaXms1u37ZnstuZkt5sq6MA4xGCmoDOypaYKOmjec6b7/VBfDykOkAgEgj8P0adOIBDsdcg+n/lsdlYzstl/jaxs7p9uOTsLbDZz2aws88+b3W78JxAI/lKIok4gEOx12Ifuj2SyUHJPmohcXGwq6zrtFCwdzB0QcJ10AtZ9epvLjj0O2377mcsecwyOww41lXWOHo3z6FEms0fjHH20ueyoUUgmC0uBQPC/Q7wrBQLBXofkdOKZMD5jztKtK45hw/CceUbGrNKmDc4RI3BPOTNjVi4sxDV6NJ4pmfVjUnYWrhOOxzM187iSy2U0LT4zcxa7Hffpp+E5YzJk2vtmseCeNBH3pIlgybArR5LwnDEp8+MLBIL/OaKoEwgEeyXeSy7GMeKIJr+utGhB3lNPIskynmln4TxuTJNZuaDA0IRZLLgnjMd1WtNtSqTsbCPrdGZ0uhrqr2eQfT6cI0akVYpJDge5T81AKSjAfsBQfNdd22QWm43cRx/G0qYNtn79yL7zjqYLO0UhZ/r9WLt0wdq1KznT7wdFaeImJLLvvANbv35NP7ZAIPjTEKdfBQLBXouuqtS9+irBmbOJ/vwzYBRo7lNPwT15EkpBQUNW0wi9+RbBWbOJfPedkc3JMWbGzpgcPx0KRmPj0DvvEpw1i8iSrwCQsrIML+yUM7G0apWQrf/wQ4LPziL8xRdG1uMxZuemnImlffuEe67/9FMCz8w0Ts7q+o7icCyeqWdi7dw5IRteuIjA009T/9HHRnNjhx3XMcfgmTIFa88eidlvviH41DOE5s0zmhvbbDhHHYVnypnY+vZNyEaWLiXw1NOE3n0PolGwWHCOHIl7yhnYBw36Iz8KgUDwP0CcfhUIBH87Ij/9RHD2HMKLl4CqYu3eDff48dgPHpaw10tSFGx9+hDp2wetthaiUSzdumLt2wd5F5erJMtY++yDtW8f1IoK9EgYa8eO2Pr2Rc7PT8xKErZ9ehPt2xe1tAw9VIelXXtsffskFIo7s9aePbH22Qd161a0YABL69ZY+/RBSbGXz9qtG7a+fVA3bULz16K0aGGMu8NQ0RhLl87Y+vQhtn49Wk0NSlGRMW6b1snZjh2x9u1DbM0a1KpKlLx8bH36JBWVAJZ27YxxV65CrShHycnF2rcPlo4dk7Ka30/d629Q99rraKWlSD4frtFH4zr1lKTnQo+oqMu2oy7dhu4PI9ktyN3ysfRvgeQTBy8Egv8WMVMnEAj+Nui6Tu1ttxN4LHVjYfvwg8l9ckbc1ZpO/WXbb19j6XOHUzUw40lqbkrdUNfarx95s2fFlWLB51+g+qqrU6q/LN27k//8nLhPte6NN6m65FJjxmvXbMeO5L34fFwpFpo3j8rzzof65JYluyrF6hcsoHLqtJTqL7m4iPzn5mDt3h3Yof6afCZ6TU1yNi+PvNkz47N1kaVLqZgwCa2iIikrZWWR9+zTcaVY9NdfKT99PNq27cnZXZRiWkUd0ed/Qq+uT8pikbGO7Y7SrSD5awKBwDSiqBMIBH8bAk8+Rc2NN6XNOMccS+4jDxN86SWqL708bdZx2GHkzXqWuv+8Q9U556bN2vbbl/xXXyH86QIqxk9Im7Xu05uC994l8vXXlJ94csribyeWzp0p/HAe0V9/pezY41IWfztR2rShcP5HqJs2UXbkKPT6FAXSDuSiQoo+mY9WW0vpESPT9quTc3Io/ORj0HVKDz0craqqyazk9VL44Txkr5fthx6Gtr3p/naSw0HBvPextO1A5PFvUhd08ZuQsJ3RD7mF+XY0AoEgEbH8KhAI/hbo0Sj+Rx/LmAu9/R+il16K/98PZczWf/wxkeXLTWUji5cQ+fZb/A9lzkZ/+pnwZ58ReGZm2oIOILZyJaF5H1A/d27agg5A3bCB0Nv/IfLDD2kLOgBteyl1r7xqaMIyNCDWqqoIPv8C6Hragg6MxsPBmbOQi4rSFnQAen09gSefxjvuX+kLOgBNJ7Z4E7bje6TPCQSCJhEzdQKB4G9B6KOPqZw02VTWecLxhF573Vz2uDGE3nzLVNYx6ijq33vfXPbww6j/eD6Y+CfWfsBQwku+Mg4wZMA6oD+xX37N6HMFsHTtirp9G3p18rLrrig7DneomzZlzErZ2chFhai//Z4563SSe8Uc2Jb5fpEl7JcNRXKI+QaB4I8g3jkCgeBvgWbCSboTM4XJTmIbzWfVTZvNj7tps6mCDiC2eYupgg5A3bLFVEEHhsdVr601nTWLXl2NmmEGMp4NhdDKK5ExoRTTdPS6iCjqBII/iOhTJxAI/hZIXk8zsl7TWdlnPtuscfdY1pe5mXDjca1WU1nJ6zH/HFutyB6TWUkynwUkmyjoBII/iijqBALB3wLH8OFIDoeprOeMyUgmPabu009DLiw0lz1lHEqbNqayzhOOx7Lj9GnG7JhjsZns/+YcfTT24Qeby446CufIESazo3AedZS57JEjcY4yl7UPH46yT6vMQUBqnYXkMeeqFQgEyYiiTiAQ/C2Qs7NxHn98xpy1Vy/sBx6I+9RTMmYtHTrgOOww3CaUYkpJCc6jjjS0W5nuNScH13FjTOnHJI8H90kn4jYxLg477h3NkDNiseAeP97cuLKMZ+JE3BMnggmnq/uMyXgmTMisFAM8Z07G0r8FWDKPaxmS3ItPIBCYRxR1AoHgb0PWjdenndFSSkrInfE4kiThu/wy7Ace2GRWzs8n9+knkRQF7/nnpVWKSdlZ5D7zFJLNhvvMM9IqxSSPh9xnnkJ2uXCNOxnXaac2nXU4yH3yCeScHJyjj8Yz7awms9hs5D7yMEpJCY7hw9MqxVAUch64H0uH9tgHD8Z3/XVNZyWJ7Dtux9qzB7ZePcm+4/a0y7u+66/DPmgQlg7tyXkgjVIM8F56CY6DD0by2bGO7Q5y0+Mq+7ZC7i761AkE/w3i9KtAIPhboYdCBJ6dSXDOc6gbNgDGaUz3ySfhmXZWvOkvgB6JEJw1m8Cs2ahr1xpZr9fQeU07K970F0CPxQg+9zzBWbOJ/W6c6pTcblxjj8Nz9jQs7do1ZDWNupdfIfjsTKLLlxtZhwPncWPwnD0Na6dODVldJ/T6GwRmziT6w1Ljos2Gc/RovGdPw9qje0K2/t33CDzzDJGvvzEuWiyGzuvsadj22SfhuQh9+CGBJ58msmiRcUFRcIw4As9ZZ2EfNDAhW79gAYEnnyK84DPjgiThOPRQPNPOwr7/fgnZ8KLFBJ6YQf38htO79oOH4Zk6BcfBBydmv/mWwIwZ1H/wIaiq8e3tvz+eqWfiPCKxUNa21BJbvBHt13LQjHGl1llYhrRE7l6AZHKvoEAgSI3YkSoQCP4SRFesIDh7DpFvv0PXNGy9e+GeMB5r374JH/aS04njiCNQt20j/OWXEFOx9uqJY+SIpL1xks2G44jDiW3bRnjBAojGsHTrinPECJQWLRKzFguOww9D3b6dekWGcARL5044jhyZtI9OkmUcww9G3bIF0NHqQlg6tMcxYkSSdkuSJOwHDzNOl0ZjaMEgljatcY4cgaVL56SsbehQHJs3o9eH0fx+LC1b4BgxAmu3bknPmX3IENSNm9BDdWjVNSjFRThHjMDWu1dS1jZwIM4NG9H8AbTKSpT8fBwjR2Dt1zcpa+3XF8fIEWg1Najl5ci5uca4Awcmj9uvH9kX3Exs/2notfVILivKPi1Q+hQlZaUiD0rXfPS6KNSEwW5B6ZaP3C4nqaDTNQ3ttwrUH7ai19SDTUHpmo/SrwTJbdslq6Ot3JGtCoFVQemch9K/BMkr9GOCfw5ipk4gEPyp6LpO7e13EGiisbDrxBPIvvcepB37t2ofeBD/PfemzDpGjSL3oQeR7MYHeeDJpwz1V4p/5uyHHELujMfjSrHgCy8a6q8ds02Nse2/P3nPPBU/pVr35ptUXXIZRCJJWWv//uTNmhlXioXmzaPqvAtSNgu29uxJ3nOzUXYUo/Wff26ovwKBpKylUyfyXnguPrsY/uorKs44M2UPOqVtG/Kfey6uFIv8+KOh/iovT8rKxcXkPz8nXjRGV6yg/LTxaNu2JWfz8w2lWJ8+wA711ws/oVelaCzssGA7uRdy22wA9Op6Ii/8hF6erDXDpmA9sSdKR8PHqwfCRF74GX1b8vOwq1JMr4sSefFn9M0pWrcoEtZju6H0Si4wBYK9EVHUCQSCPxX/449Te8ttaTPuqVPIvvEGgs89T/WVV6XNuk4ZR86991D31ltUnXdB2qxz9NHkPv4YoQ8/onJy+kMN9uEHkzdnNpGFiyg/5dS0pgjb4EHkv/E60R+WUjb2+LSmCGuvXhS89w6x31dSNvqYtKYIS6dOFM57H3XbNkpHHpWy+NuJ0ro1hR99gFbrp2zEyLSmCLmokMKPPgSg9PAj0poi5JwcCj/8ADm3gMiMb9ObImwKtrMGIHntRrYiTX89i4ztzP5IBS4iT32fuqCL34SEbVI/pJZeIjN/QN+YphefBNbT+6C0z2k6IxDsJYiDEgKB4E9Dr68n8PCjGXPBWbOJbd+O/4EHM2brXn6F6MaN+O9/IGM29M67RFeuxP9A5mz40wVEly41lGIZGu9Gvv6G8JcL8T/8cEb1V3TZMuo/+gj/Y49nVH/FVq0i9O57BJ58Km1BB6Bu3Ejda68TnDUro/pL215K3QsvUvf8CxnVX1pVFYFZs1B/2pZZ/RVRUb/ahPZLWfqCDiCmGfvtfqtIX9CBoRRbuAFtbVX6gg5AB/XL9ekzAsFegthTJxAI/jRCH36UseAAIBLBf+/95qwHmkbgwX8TW73a1D34H36U6I8/mcoGnnya8MKFprLBWbOo/+hjc9nnnie8aLG57Asvxg9nZMy++FLKZdSU2ZdeMm3AqHvxJew5h5jKqj9uR81UpO1AW16KHkhe0k6Z/b0cs8tM2tpqtKoQco4Jq4VA8DdGFHUCgeBPQ91sXrulrjc/2xJbt64Z45rPxpqVXZ9xRi9+Dxs2pNyfl3LcjRvRg0Fz427ahF6T2ftqZM1rzbSKCvTKAJKZxZ6ICplm9OI3oaNXm1OgoWMcijBLbRhEUSfYyxHLrwKB4E9Dcpr/kJXcbvNZl2sPjfvnZ+XmPg9p+sjtmjX9XCgKOJtxqtRu7h4AsJnPSs3IYm1GViD4myKKOoFA8KfhOPwwUwYDAPekCWAzp5Byjz/ddIHiOvlk5Nxcc9kTj09qhdJk9rgxWBr1q0uHc/TRWPv2MZV1HDkS+wEHmBt35AjjOTaTHXEEjiOabsCccA9HHI6lm7lGwXL7HJSu5rJSCy+WHuaUbVK+C7mXuSxZdqRi8/5ZgeDviijqBALBn4alZUscJtyk1n79cAwbhuvYYzKP2aULjsMOw3XySRmzSuvWOI86Mq31YSdyfj6uY47BPWlixqzk8+E6fizuyZMyZx0OXONOxjPZhM7LasV9+mm4z8g8LrKMe8J4c+MC7kkT8UyaYCrrmTQJZWBLMNErWBncEsuAFmltEjuxDG6J0q/ElFJMGdQSS59iU7OAloEtkUw8vkDwd0cUdQKB4E8l+847sHTu3OTX5eJich95CICsm27E2iu5sW48m59P7hOPGZqwq69K2Sx3J1J2FrlPPoFkseC7+KK0SjHJ7Sb3qRlIDgeeaWfhOOLwpr8hh53cJx5D9npxTxiPc8yxTWetVnIefRglPx/n8WPTF5eKQs70+7C0aoXjiCPwnDW16exO9VeXLtgPGJpeKYah/rL17YutX7/0SjEM9Zf9gKHIBW4sR3VJm1X2bYXcJQ8p24H12G5pi0Clfwly7yIkty2jUkzuVYgysAWS3YL1hJ5pi0C5ax7Kfq3S3qdAsLcg+tQJBII/Ha26Gv+jj1H34ktolZWA4VB1nXgC3vPORSkpacgGAgQefYzgCy+ilZUZWZcL53HH4b3gPCytW8ezeiiE//EnCD73fMMpUIcd17HH4j3//HhzXgA9HCbw1NMEZ89B3bTJuGiz4Tz6aLznn4u1a9eGbCxG8NmZBGbOQt15KMNiwXnkSDznn4etUeGpaxrB2XMIzpxFbOVK46Is4zjicLznnYetf7+GrK5T9/LLBJ56htivvxoXJQn7IYfgPfds7Pvum5ANvfkWgSefJPrTz/Hr9oMOxHPOOTgOSixSQ++9T2DGk0S+/TZ+zbbfvnimTcO5yxJt6KOPCTzxBJHFSxqyAwfiOWsqzlFHJWTV1ZWoizeirWk4xSy18GIZ0gq5V2GCKUJbX220IllV2ZAtcqMMboXStzgxu6nWyP5ezs5jrlK+C2VQS6Oga5zd6jeyKxrpx3KdKANboAxuiWRyiV8g+LsjTr8KBII9RmztWoJzniOydCkAtr59cY8/PUmlJWdn4x5/Oqgq4UWLQNOx9u+He+KEhIIOQPZ4cJ9+OrqmEf78c0MTtk9vPJMmJhR0YBzEcJ92Kug69fPno0ejWHv0wD1pYkJBByDZ7bhOGWf4V+fNQw9HsHbpbIzbJXFGSrJYcJ14ArqmEXrvPfS6EJaOHXBPmoi1Z8/ErCzjOn4s6Dp1b72NHgxiadsG98SJSYouSZJwHnMMekwl9PobhiasVUvcEyZgGzw4OXvkSPRolLpXXzU0YSXFuE8/LcnlCuA47FD0SBgcdrSKSpSCfNynnorj4GHJ2YOHQX09QasVtawcOS8X97iTcRx2aFJWbp8NMQ1kCb02DE4LSp9i5G75SeovqXUWyqCWRra6HhwWlN5FKD0Lk7MtvSiDjP2LelUI7ApKz0KUfYqSs8UeLANbEgPDWGFTkHsUoPQpTirodF1H31SL+v1WtIo6JIuM3DEXpV8xkit5z6a2xY/6/Ra0siCSLCN3yDGyHqEfE/z1EDN1AoFgt6PrOrV33kXg4UdSft1z/nn4rroSSZLQdZ3Avx+i9p57U7bUcJ8xmaybbox/OAeeepqam29JqfNyjTuZ7LvujCvFgi+8SPU1/5eyAbDzmNHkPDA9rhSre+stQ/0VDidlHUccTs4jDyPvOFUb+uADqs7/F3pdsvLKfuCBhn7M5wN2qL/OOhvd70/K2gYNIveZp+NKsfDXX1N5xpSUvfus+/Qmb+azKEWG8iry449UTDoDrTS5WbClaxfy5syOK8WiK1ZQMWFSyhYySrt25M+ZHS9yY2vWUj5+QsMMZONsy5bkzZ4ZV4rpNTvUX2Up1F8eG7ZxvZBbGM+D7g8Teeln9K0petY5dyjF2mQb2bookZd/Tt1Y2K5gPaGRUqw+RvTV5WhrU/Q7tMpYx/ZA6ZpvZCMq0Td+Qfu9Ijm7i1JMj2lE3/4VbXlZclaWsBzVGUt/c4dmBIL/FaKoEwgEux3/w49Qe8edaTO+q6/Ce/55BGbOpOb/0u/j8lxwPllXXUndq69RddHFabPuyZPIvvUWQnPnUjnlrLRZ14knkPPAdOo/+4yK0yek7SvnOHIkeU89Sfibbyg/4SSIxZrM2g88kLwXnye6fDllx46B+uRCcSe2AQPIf/N1YmvXUnbU0Wl70Fl79KDgvXdQt2+ndOSRKb2vO7F06EDBvPfRg0FKRxyZsvjbidKqFYUfzAWg9IiRafsHyoWFFH4wFzk7l8iT36U3RTgt2KcOBI+NyNPfoW9P01/PpmCb0h8p10Xk2R9Su1zj35yMbXI/pGIP0ed+Sl3QxW9YwjahL3KbLCKvLDOWaJtCAuup+6B0zCXy1q9oP21vOgtYT+oZd9AKBH8FxEYDgUCwW9Hq6vA3MUPXGP8jj6JWV+N/4N8Zs4Enn0StqKD2/ukZs8HZc4ht3UrtvfdlzNa9+hqxNWsNpViGRsH1c+cRWbbMUJWlKegAwl98QeTrrwk89Ejagg4g8t13hD9dQOCxxzM2FY7+8guhuXMJPPV02oIOILZmDaE33yI4a3bagg6MJsXBl14m+NJLGRtCa6Wlxr7Dn0szq79CMWJfbUJbUZa+oANDKbZ4I9qqivQFHRhKsYUb0DfUpC/owFCKfbEebas/fUEHoEPs83VoFXUZCzqA2IJ1iHkRwV8JsadOIBDsVkLvvJtyqXFX9Npa/PfcFz/skJb6MLX33W+YFzKhqvgf+DexFb+ZuFvwP/powuGBdASefIrwgs/MZZ+dSf28eeays+cQXvilqWzwueeJLjOpCXvhBdSt5jRhdS+8aNooEXzhBexZyXvxUqH+uA1tW+bXA4D6cyma36QmbEU5UZP1lLa6kpjL3MedvtE4oGEqWxpE3+xHauUzdyMCwR5GFHUCgWC30hydV3TVKvPjrjLncgWIrTY/bqwZ99Cs7OrVGWf0dqKuXZNxRi8+7tp16LUZZrJ2ZtetN60Ji61fb14Ttr0UrazWnCasPoZeaVLnFdPQK1Psz0t5Ezp6hcksOw5Q7IlsdQhEUSf4iyCWXwUCwW6lWeovp2PPjOvYU+M253v7K4zrMG3skBwO82PLMtjN2T2A5im6mpGVrM34CGvWPTRjXBONkgWC/xXi1SgQCHYrjkOT2140hXv86SCZ6/TvOu1UsJhbXHCfcorpws55wglI2Vnm7mHsGOQic2oq5+jRKO3amco6jjoyqRVKk+OOOALbvkPMjXv44diHDzeZPSxly5KU2UMOwWJW/dU2K376NGO22GM+m+tE7mHykILXhty7yFzWYbRkMYVVRm6XbS4rEPwPEEWdQCDYrVh7dMc2ZHDGnG3fITgPPRT7IYdkHrNXLxyHH5bU+DYVSvv2OI4cifP44zNm5eIiXMeMxn3yyRmzUnY2zrFjcY8fnznrcuE+6UQ8E01ot2w23KeeYko/hiwbmrCJJrKAZ8J4PGbGBdwTJ5i7BwwPrzKwpamsZVBLlAEtzCnFBu1QiimZw8rAFlj6lpiaVbMMaIFlnyJwZP6lQOlXgtKzELyZZyKVfYqQHNaMOYHgf4Uo6gQCwW4n54HpyMVNz3bIxcXkTL/fyN59J0qbNk1n8/LIeeQhJEki69Zb0irFpKwsch9/FEmWybr2mrRKMcntJvfxx5GsVryXX5ZWKYbDTu5jjyI7nXjPPSetUgyrlZxHHkLOysJ9xuT0SjFZJmf6fShFRbjGnYzzuDFNZ9mhVGvXDufoo3GddlrabNYN12Pt2QPHIcPxTEvf2sV72aXYBw3CPmgQ3ssuTZv1nD0Nx/DhyMUeLEd0TJtVBpQgdy9AznViGZVeKSb3KjSsEl57RqWY3DXPMEU4rVjH9kivFGufg7J/GySrgvWEHmmXS6VWPiwHt0NSZGwn9ARb00u2UrEHy6Hpv3+B4H+N6FMnEAj2COqWrdROn07ojTfR6+sBY9+Wc+xx+C6+GKVFgylCLSvDP/0B6l57vaGth92O65jReC+5GEujok+rqqJ2+oPUvfpqw4EBqxXnqKPwXnwx1k4NH7Sa34//wX8TfPEl9Opq46Ki4Bg5Et/FF2Lt3r0hGwoR+PdDBJ9/Aa1iR3NaWcZx2KF4L7oQW58+8aweDuN/9DGCzz2Htq2h9YV9+MF4L7wQ+6CGAlGPxQg8MYPgrNkJ7ULsBxyA918XYB+6f0NW0wg+/QyBZ59FXd9wAtM2ZDDe88/HcUjDUqqu69TNeY7AU08bhzJ2YO3fH+955+AcOTIx+8qrBGbMSDgVbO3VC8+5Z+M6NtFPW/f22wQefZzosmXxa5ZuXfGcdRauk05MMDqoK8qM9iKbG064SnlOlCGtUAYk6rzUlRXxViTxbI7D0IQNbpmYXVuF+uV6tLXVDTeWZccysCXKfq0STBHahhqjbcnqBv0YXhuWAS2Mgq5RIadtqSX2+Xq0lRVx/RhuK0q/EiwHtkVqtPdO2x4wWpysaFCV4bSg9C3BclBbJLs4ayj4ayGKOoFA0CximzdT99zzRJYtA0nGPnAArlNPQclP3gulbttG4JlnCS8xHKL2fffFc8ZklBSzeGpZGcGZs6j/8kvQNGwDBuKZembcipCQrawi+Nxz1H/yCcRi2Pr0NbIp9rBpNTUEX3iR+g8/NDRhPXvimTo1ofiLZwMB6l5+xVB/hcNYu3bFc9bUuEEhIRsKUff664TeetvQhHXqiOesqQne153o9fXUvf0f6l5/HT0QxNKuHZ6pZ2Lt2zdJeaVHIoTee5/gyy+j1/pRWrXEM+VMbIMGJWejUUIffEjdCy/ENWGeyZOxDd0/Oauq1M+fT3D2c2iVlciFBbgnTsQx7KCUKi1tVSWxRavQA/VILjvK/h1ROucj7TIrpus62rpq1K83o9eGkZwW5P4lKF3zkZQUiq4NNcS+3oReHQaHgtK3BKVHQersZj+xrzaiV9WDTUHZpwilVyGSJXkGTdvqJ7Zkk3Ei1iqj9CpE2ac4oUiLZ0sDqEs2oZUGwSKjdC8wZglTFGlaeR3qko1o2wMgS8hd87H0L0m57KpVhlC/32L05JMl5LZZKH1LkFxiiVbwv0EUdQKBwBS6rlN7190EHnk0uVGv1UrWddfiOfOMeDbw8COG+mtXnZei4Lv8MjznnxcvPAJPP0PNLbcm67xkGc955+K78op4NvjiS1T/37UpdV7uM88k68br40VK3dtvU33p5eih5JYartNOJfu2W5Gsxgdu6MMPqbrgQvRAssbKOfY4cu69J64Uq//8CyrPOSdlA2DHkSPJ+feDcaVY+OuvqZw6Da08ufGtffjBxrKu1wtA5KefqJh8Jtq25N5ytn2HkPvkk3GlWHTFCiomn5myd5+1X1/ynnkapdA41BFbu5aKiZMTZvR2YunenbxZz8aLZ72m3tB5pWgWLOW7sI7rhZxrfG96IEzkpWXoW5L70EnZDiNb6DGydVEiryxLmKWL47VhO7k3cgvjedDDMaKv/ZI487YTtxXbiT0blGIRlehbv6ZuLOywYD2hB0qHHUqxmEb0nRVoP6doxmxTsB7XvUEppmrE5q5E/X5rctYqYx3dtUEppuvEPlyF+lWKxs2KhOWoLlj6lSR/TSDYzYiiTiAQmKL2gQfx33Nv2kz2/ffiPvlko0i7/oa02aybb8Jz5hkEX36Z6ksuS5v1XXE53gv/Reidd6k8+5y0Wc+555D1f9dQ/8mnVEyclNYU4Z4wnuw7bie8ZAnlJ5+Stq+cc+xx5D70byI//kjZ2OPT9pVzHHE4uc88Tez33ykbfWxaU4R96FDyXnoBdcMGSkcdndYUYe3Xj4I3X0crL6f0yFFpGzdbunen8J230UIhykYeldYUobRvT+Hc95BsTkP9la6vXJYd+9QBYFWIPPN9elOE22powtxWIjN/SFiiTcJhwTZlAFKOg+icH9HWVTedtSnYzuiPVOAi+vKy1C7XnVhkbJP6IrfwEXnzl9QF3U5kCdv4Pshts4m+9zvqd1uazkpgHdcbpXMe0Y9Xoy7a2HQWjOKyh7mT0wLBH0UclBAIBBnRamsJmFB/1d59L5rfT+3992fO3j/dyN59T8as/+FHUKurqbnr7ozZwJNPESstpfauuzOqv4JzniO2caOhFMvQKDj0xptEV6zAP/2BjI2C6z/8iOj3P+B/6OGM6q/wwoWEv/gC/2NPZFR/RX/4gfoPPyLw9DMZTRyxX3+l7j//SdrLlwp17VrqXnkVdem2zI2Ca8Ko325BXVaaWf0VjBL7ehPab+XpCzqA+pihCVtdlb6gA4ioxBauR99Um76gA0Mp9vl6tO2B9AUdGEqxBevQqkLpCzowlGIL1qL5w6hLNqXPArFP1wqlmGCPI3Z5CgSCjNS9+VbKJcxd0bZto/a++zMWJwB6dbVR2G3L7NjU6+rwT38Ade3azDcbjRJ46OGETf5ND6zjf+QxIouXZM5iFIz1H883l33mWULvv28qG5w1h/AXX5jLPvcc0Z9NfG9A8LkXUi7lpsw+/zzWE5s+LdyY2PdbkUy0/ABQf9iKttWsJmw7mt+cWUP7pYxY+pq9IbuygpjJfW3a+mpii0xqwrYGUL/cAFrmYk2vCKGtr0Zpl2NqbIHgjyBm6gQCQUZia9aYz65YYTob/fVX8+P+uofGbc79rlhhWqUV/f13iJjzmMZWrkSvM6emiq5ahVaVQWK/c9zVq1G3ZJhximfXoFeY1HnVhs2rtEIx89mIaj6r6mhlGWYKd6KDXpq8V7LJeKnJcTEOXZge1+zzKxD8QURRJxAIMrLzgICprK0Z2WaM2xwtlWQ3rwnbU+M273trznPWzHswaeyQ7HZTTX/jNEeP1ays+XuQmjOusmfutzn30Kz7FQj+AOIVJhAIMuIYNsx01jnuJNNZlwmTQzx70kmgmPN3Oo8/znSh5BozBsnjMTfu0aOQ8/LMZY8cidKqlams44jDsXRJ35w3nj3kEKz9+5vLDj8Y+4EHmMraDz4YuVOuqazcIQelk7nnQWrlQ+lsMlvgQjabzXYgdzOnFMNtNa8UsyuGUcIMimRePyaB3D7bXFYg+IOIok4gEGTEtv9+pooO+0EH4jrqKKz9+mXMWvv1w3XUkentDDuwdOmC8+hROEYckTGrtGqF69hjcR0zOmNWzsvDNfY4XCedmDEreTy4TjoR16mnZMzisOM6ZRzuCZmVYigK7tNOw21GKQa4J5y+R9Rfnonm1V/KoJYoA1uYyloGtjCdVQa2xDqwpTml2IAWWPqXmFOK9SsxlGJpDBHxbJ9ilH2KwMQePKVXkdHWJCvzLxBy13wkXzNmkAWCP4Ao6gQCQUYkSSLnoX8j+XxNZuTiIrLvvgvYoQlLM6Ml5+WR88B0ALLvuQu5uOnZDsnnMx5bksi+9Za0SjHJ5SLnkYeRFAXf9denVYrhsBtZux3fFZenVYphsZDz0L+RPR68F/4rvVJMlsm5/z6U3Fw8U6dkLFqz77wDS8sWuE8/LWPRmnXjDVg7dcJ53JiMSjHvZZdi69MHxxFH4Dr99LRZz9nTsA/dH6V9Dsp+rdNmlQElyF3ykFv6sAxrlzYr9y5E7l2EnO/OqBSTu+ahDChBynJkVoq1z0HZtxWSy5ZRKSa18hmmCLsF63Hd0yrFpGIPluHtkSyKoR9LUzBK+S4sh3dEkiVsY3ukddBK2Q6sR6Z5LQoEuwnRp04gEJgm+vvv1N59D/UffNjQLsRmw3n00fiuuhJLy4YZmdjatdTedTehufMa2oVYLDiPHGlkG9kfYps3U3vn3YTefbfhcIEs4xhxhFFwNZolVEtLqb3zLurefruhtYgkYT/kEHxXXI6tV8+GbGWVcQ9vvJFwEME+7CB8l12GrX/DjOLO9ip1r76G7m84rWnbf398l16Mfd99G7KhEP577yP40ksJJ31tgwbhveQiHAcdFL+mh8PUTn+AuudfQKtsaKZr7dsH74UX4mzkhtWjUfwPP0Jw9hy00ob2G9YePfD+6wKco49uyKqqoR975lnUrQ0Nci1duuA971xcJxzfkNV1gs88S+DJp1A3NvRTU9q3x3v2NFynnRpv7qzrOur3W1EXb0xobyJlOwz11646r5+2GeqvskYHHHx2LINaouzXOsFAoS4vJfbl+sRWKB6bMZs3tE2CVUL9rZzYF+sTGxu7rCj9S7Ac1C5hf5q6upLY5+vQN9Y2ZB0WY4bu4HaJ6q/11UbbkvXVDVm7gtKn2CjoGlkltE21RtuSNY0OplhllH2KsAzvkGCK0Lb5iX26Fm1lo4bJFsNsYTmkPZKnGXssBYI/iCjqBAIBaixMXc0WouEgEhI2VzZOXxGynNz1SK2oIDDjSSLffAuyhH3YMDwTJyCnmMXTqqoMTdiixQDY998PzxmTkXOS2zpotbUEZs0m/NlnoOnYBg3Ec9ZUlBQzflowSPC556n/6GNQVaz9+uKddhZKUfKMnxYK7VB/vQ/RKNbevfCcfXZCAboTvb6e4BtvEnr7PxAOY+nWDe+5Zye4Z+PZSITQf94h+Nrr6KEQ1k4d8Z53HpYO7ZOzsRih9+dS99LLaMEglvbt8J57TkKxGs+qKvUff0xwznNo/gCWVi3xnHsOtp49k7OaRv2CBQRnzUarrkYpKTFm3fr2Tc7qOuGFCwk+/SxqZQVKQSGes6ak1o/pOtrGGtQlm9ADESSXFWVwK+T22UlZAHVzDeriTXFNmDKwBXKnvNTZrX6jYKyuR7JbkAeUoHRJ1o8BaGVBo2CsCoFVQelXgtI9P0lrBqBV1BnZijqwKCh9ilB6FibpxwC0qhCxRRuNE7EWGaXnDqVYioMMek090UUb0bcFQJEalGIp9GO6P0xs8Ua0LX6QJJQuO2YfbcnvIz0YQV26DW2bH5CQW/uMe3CITmOCP44o6gSCfzC6ruOvWEugYj0NxnIDSVbILuqG09egQgo8+pjRqHeXVh2Sy0XWrTfjbnTwIfDsTGpuvTW5Ua/DTta11+KZPCl+Kfjyy9Rce31yWw+bDd9ll+I595x4gVD39n+ovvKqhNk0ACwWvOefh/eyS+PZ0IcfUXXxxcl98xQFz5ln4Lv2/5B2HL6o/+JLqs47H61il2a2koT79NPIuuXmuFIs/M23VJ59dsoee84TTiDn7jvjp18jP/1E5dRpqJuSG9Q6jz6a7AfuR3Y6AYj+9hsVZ05N2Y/Pcdhh5Dz877hSLLZ2LRVTphJb8VtS1n7AAeQ89mhcKRbbvIXKKVOI/vRzUtY2aBC5Mx6PK8X0QJjIq8sTZ712PhUlHmwn9ULKMvaG6XVRoq8vR1tbnZwtdGM9qWeDUiwcI/rGr2grk5sFS7lOrCf1Qi50G9moSvTtFWi/pGiwnGXHdmKvBqVYTCP67m9oP6Xod+i1YTuhJ3LrLCOrasTmrUrdWNhlxTq2B0oH4znTNZ3Yx6tRv9q061vD0I8d261BKaYbTYvVhSl61tkVrEd3jR++0HUdddFGYgvWgrpL1ipjObKzsf9PIPgDiKJOIPgH4y9fi78ifUPf3Jb74PDk439iBrU335I2m/PoI7iOPYbgCy9SffkVabPZ99yN+9RTqHv7barOPT9tNuuG6/GcNZXQRx9TOfmMtL3ivJdegu+SiwkvXET5qaelNUV4pp1F1vXXEfn+B8pOODGlT3YnrtNOJefuu4j+8itlx45J21fOeewx5D76CLE1ayk9ejR6TdPNmO2HHkrerGdRt2yh7KijUzpid2Lbbz/yX34RrbKSsqOOTtuDztqvLwWvv4YeClE6ajTqunVNZi3du1Hwn7eRLHZD/ZWmT5uU68R2Zn9DEzbzh5Te1zg+O/YpA8BlJTJnKfr6NE2p3VYj67MTffFntFUpvK87cViwndkfOc9F5PXlaMvT2DVsCrbJ/ZCLPETf/S21y3UnFhnbhL7IrXxEP1yV3hQhS1hP2welfQ6xz9YR+2xd01nAOq4XSpd8Yos3Evso2cGbkD2+h/kTuAJBI8RBCYHgH4oai+CvXJ8xV1u2GtXvx3//9MzZ2+9Aq6uj9s67MmfvutvI3n5n5uz901EDAWpvvyNj81//w4+gVlZRc8edGdVfgaeeRt2yldp77klb0AHUPf8C0VWrqZ0+PWOj4NDb/yHy00/4H3oobUEHEJ4/n8jiJQQefyJtQQcQWbyY+vmfGPvoMjQVjv6wlNB77xN8/oW0BR0YjZ1Dr72O+tO2jI139coQ6vdb0X4pTV/QAdSGiX2zGW1lRfqCDgyl2OKNaOuq0xd0YCjFFm5A21KbvqADQyn2+Tq08mD6gg4MpdiCteg19cYMXTo0ndgna9HrIsS+zPw+is1fg1YfzVj8AUQ/Xo1uwlIhEOyKWLwXCP6hhGq3gZ7ZsxSLBAl8Mg89kLlzvrppE/7pDyQvYaZAKy/HP/3BlMuSu6L7/QQeeJDY779nzBIO43/oIaI//JA5q6r4H3uM8OfmFF2BJ580DomYyT7zLKF33jGXnTnT9D0E58xJuYzaVFY1oWEzss9hOaGbqaz63Rbwmtv4r36/BW2LuT6A6o/bTGvC1GWlpl2q2opyYk6TmrA1VUQXbUheck2BvrmW2JcbkpdRU2XL6gylWETNPHBNGG11pen+fgLBTsRMnUDwDyUWMa9CitZkLtLiWTPO1R1Efv7J/LgmfafNvYfosuXms8uXg2riQxmI/vJL8n7CJoitWJG8R7DJ7G8ZZ/Ti9/D7StQN5jym0ZUrE0+wpkGvrkcvM6nHCkZNj0tYNa/oimlo20zeg45x0MEkzcma9do2N2talyYQNEIUdQLBP5ZmvP1TnDZsEou5GREgfvDAFFbzCwtSM+5hT43bvO9tz2SlZn1vluZpwtL0e/uvss24h1SnYHfHuM2531Sna3fHuM3KCgQ7EEWdQPAPxe5ObivSFM525hRWQMamuI1xNSPrHDPGtMfUecxo08WPc9RRSDtOn2bCMXIEUna2uexhhyEXF5vLDh+O0j65FUoq7MMOwtq7t7nsgQdi22/fzEHAfuAByO3NvSbkttnIHcwpxaQSD0pHk9k8p+lx8dmRO5vMOi3IXU0qxayyeaWYLCH3NJnFMFCYxezPQiBojCjqBIJ/KA5PPrIls8ze7s7Dtf9BpooO23774jpuDNYUPdV2xdqrF87jjsO275CMWaV9e1xjj8N+yCEZs3JxEa4Tjsc56qiMWSk7G/dJJ+EcOzZz1unEfco43ONM+GqtVtynnYr79NMyZyUJ9/jT8ZhRigGeCeOboRSbgHuCyezECeZ1XoNaYDGrFBtoXimmDGiBZZC5cS39S7AMbGFqRkvpW2IoxdJYH+LZfYqMliIm+sXJPQpQ9ikGb+b3kdw5D2WfIqTczL9ASG2z4u1dBILmIIo6geAfiiTJ5BT3AKnpfwZki42soi5Iskzugw+kndGSc3PJvusuQyk2/f60SjHJ5yPn/vsM9ddddyHnNj3jIjmdxmPLMtm335pWKYbdTu6DDyJZrWTdcH1apRgWCzkPTEdyOg3DRTqlmCyTfd+9yFlZeC+6ML1SDMi+43aUwkI8Z09LrxTDaNdiadsW96SJGZVi3ssuxdq9O64TT8ioFPOcczb2QQNxHj0K59jj0mZdp5+Ofdgw5I65KAPS90iTexcidy9AbpOVUSkmd81D6VOMXOTBcnC79Nn2OSiDWiLnODMqxaRWPsNW4bFjOSq9fksq9mA5qC2Sw4p1dNf0SrF8F5ZDOiBZFUM/lk4plu3AekRHJEXGOqZ7+uVdrw3rkZ2RJAnrmG7pi0uXFevRXdN+TwJBU4g+dQLBP5xIqIbastVEQtWNrko4PPn4CjtjsTZIyCM//0ztrbcT/vLLhqgs4zj8MLKuuxZLo9m86G+/UXPrbYQ/XdDQhkSSsA8/mKxr/w9r14YPrtiatdTceqthiNAaTuTaDzwQ3/9dja3RcmNs82ZqbrqF+nnzEg4t2PYdgu/qq7EPHBC/ppaWUnPzLYTefQ+i0YbsgAH4rrwC+9D9G7KVVdTecgt1O2wSO7H27o3vystxDB8ev6bV1lJz6+2GfizUoNKydO+G79JLcB55ZEO2ro7aO+6k7uVX0IMNhwAsnTrhvfhCXGPGxK/p9fXU3nMvwRdeRK9taP6rtGuL94LzcY8b15CNRvFPf8BQilU1aKyUVq3wnHM27okTGtRfqkrg4UcIPDsTrayhBYhcXIRn6lQ8085K1IQt2URsyUbwN2oy7bZiGdzK0HnJjbLfbiG2aAPUNDoU4rSgDGxpFFON9pzFftiK+uV69Kr6huxOndfw9onqr2XbiX2+PvHAgE1B6VtsFF62BqODuqKM2IJ1iYcsduq8Du2YYGlQV1YYbUu2NjoMoUgovYoMl2sj9Ze6tspoW7K5USNmWULuUWAUdI3UX9rGGqLz16BvaNS6RQK5245sVsP7SNvqJ/bx6sSmzRLIXfKwHN4x3rBZIGguoqgTCP5GqLEIdTVbUaN1IMk43LnY3fmpdUyxCKHabTtOucrY3Tk4PPlIKWbmNDWKv3I90VAtSBIOTwHurBapdUx+P/4nniTy9VdIsox9+HA8E8annMXT6uoIPPU04YULAbAPHYpnypnIruQPLT0UIjB7NuFPF6BrGrbBQ/BOmxo3KCRkw2GCL7xI/Ycfosdi2Pr3x3vuOchZWcnZaJS6V18j9O676NEotl698VxwHkqK2UFdVal7622jWAuHsXbrhudfF2ApTG4Eq2saoffep+6VV9DrQkaRduG/sLRInunSdd1Qfz33PHrA0IR5LvwX1tbJM126rhP+/AsCz85E99eitGqF98ILsabSj+k6kSVLCDz5NFrNDk3YBedj65p6pif8/fcEHnscrbISubAQ77nnJBTMjVG3+lEXbjA0YW4ryn6tUVolP78AamnQKNZ2asL2bYXcJrVSTKuoM5yu1fVIDgvK4JbI7XNSZ6tCqF+sR6sKIdkUlP4tkLuk1o9pNfVGtqIOyWoUf3L3gtRZfxj1yw1opQEki4zcuwilV1FKVZnRh24D2lY/kiIj9yw0llFTHJDQQ1Fiizaibaoxsl3zUfqVpNaPhWNGX74NNUgSyJ3yUAa2SKkfEwjMIoo6geBvgK7r+MtXE6jcyK4NtBSLg5wWPbE5s+LZQMU6o7HwLn3oZIuNnOIe2N258WywagP+8rXou2YVK9nF3XF4GjaYB2bOovb2OxJmnMDYm5Zz5x0JwvngK69Sc8ONCTNOYCy9Zt10I+6TToxfC73zLlVXXY1eXZ2YdbvxXXM1nkkT49fqP55P1aWXJbX1kBwOvJddiufsafEP8vCXC6m88MJknZfdbijFLr6oIfvtd1Sdd35y3zyrFc/UKfiuvipe5EaWLaNy2jnJTX0VBfeE8WTdeINxmhSI/v47ldPOSe6xJ8u4Tj6J7NtujSvFYuvWUTntnJQtWZxjjiX73nviSrHY5i1Unn0O0e+/T8o6Ro4g54Hp8YJYLSuj8pzziCxenJS1Dz+Y3If+Hffx6qGoofNandwAWG6bjfX4HkgeYw+ZHo4RfWsF2m/JLVaklj5sJ/RoUIpFVaLv/Ia2rDQ5W+zBekJP5B37zfSYRmzu76hLtyX1i5MKXEa2YIdSTNOIfbAa9dvNydlcJ9bjeyCX7FCK6Tqx+WsMU8SuzX2z7NjG9mhQiuk66ufrjcbCu/ah89qwjumOsuMwg67rqIs3EluwDmK79H50W7GO7obSpaHnXOybzcTmr0nuWee0YB3VBaWHsEkI/hiiqBMI/gbUlP5OsKrpJr2SpJDfpj9Wh5fa8jUEKtY1PZgkk9+6HzZnFoHK9dSWpVMWSeS16oPdnUtwznNUX3V1mqhE7tNP4hwxgro33qTqgn+l/Z5yHvo3rrHHEfrgAyrPnJrWFJF95x24x59O/edfUDF+QlpThO+6/8N79tmEv/mW8pPHpTVFeC+6EN/llxFZtpzy48amNUW4p5xJ9k03El21irJjxqQ1RbjGnUzOffcS27iRslGj0zZjdh59NDmPP4pWWkrZqNGoW5u2HtgPGU7erJlo1TWUjR6Nuq5pk4Ft3yHkv/Qien09ZceOIfZb042brX32oeD118BiIzJraVpThFTgwnZGf7DIROb8mLjcuGs2x4HtzAHgtBB94eeUhWIcnx37mf3BYyP62i9ov6YxRbithiYs20n0PyuM4q8pHBZsZ/RHzncR/WAl6lebm85aZUMpVuwl+ula1C/SmCIUyVCKtc4itmgDsY/XNJ2VJayn9kbpkEvsuy3E3kvfRNt6cq+4V1bw9+SRRx7hnnvuYdu2bfTp04eHHnqIwYMH7/HHFQclBIK/OLFIXdqCDkDXVWrL16DGwgQqMiiLdI3astXGkmt5eu8r6NSUrUKtqzO0W+lvgpqbb0ULh6m59dYM40LNrTuyN9+SUf1Vc+edqHV11N5ya0b1l/+e+9Bqaqi9446M6i//w4+glpZSe9fdGdVfwaefIbZ+Pf77p2dUf9W99DLRX3/F/9DDGe0aoXffJfLttwQefyJtQQcQ/uRTwp99RnDmzLQFHUBkyVeE5s4j+MKLaQs6gOiPP1H31tuoP2/PqP7Sy+pQf9iKtqI8bUEHoFfVo36zGW1VZfqCDgyl2OKN6Btr0hd0AMGosXy6PZC+oAOojxmasMpQ+oIOIKoR+3Qtuj+MujBD02ZVN/bQhaLGDF06NJ3Yx2vQIjFjhi4DsY9Wm7ZlCNKjqyrhRYupe+stwosWo5tsHv7f8PLLL3PJJZdwww038P3339OnTx9GjBhBaWnyLPXuRmjCBIK/OHU16R2fOwkHKwhUrseM3ygSqsZfuT5pyTUVsXCAwPy5GQsZAHXdOgL/fghte+Z/vLTtpfj//VDG4gRAr64h+PAjhqUhU7a+Hv+jjxH56uuMWWIx/E/MIPzpp5mzuk7gyacIvT83c5YdmrA33zKVDc6cRf2CBeays+cQ+cmciSM457mMhWJDdg6W4zqZyqrfbUk4JJCO2PdbkPaEJuzn7eY1Yb+UETPRogRAW1lJbPHG5OXZFOgbaogt2pi85Joquy1gFIr16X8pAcOvq62pMt3fT5Ca0Ptzqb7+BrRG7wG5pITsm2/CedSRaf7mf8f999/P1KlTmTx5MgCPP/447733Hs888wxXXXXVHntcEDN1AsFfnmjYvLIoUm9eQxQN1WYO7cxWm9NSAURS7PHaLdnvmpE1433dQfT7HzLOFMbH/fHHhFO06bM/JZyMTXsPy5ahV2cumgGiy39J3iPYBLFff0Vdm2k2dse4v65A325O0aVXhNC2m3yt+SOmxyUUM6/oimpoGWYV42h6xhnIhPhm8+8NbZO5n5uRNT+uaV2aICWh9+dSeda0hIIOQNu2jcqzppn+5ay5RCIRvvvuOw477LD4NVmWOeyww1icYk/r7kYUdQLBX55mKIuakTVrZ2h2VmmGmkppxkk/i/msJO+ZcWnGuFJzxm3O89CsrPl/4iVZ3nMaq704KzRhfz10VaX6+htS/7K241rNDTfukaXY8vJyVFWlqCixn2ZRURHbtmXYKrAbEEWdQPAXx+4ypwuSJDnhpGqGdDOy4GjZwXTWOcr8sobDhPUhPu6R5rOOkSNMFz/Oww8Hh7mlRMdhhyKlaLGSCvvBByMXmFNI2Q88MH2j5MbZoftj6d7NXHa//TI2P96Jbf/9kNtmm8pKrX3I7Uy+LovcyO1St0JJymY7zOuxPDZks8uTdsW8Uswim1eKSZjPAko381m5rbnnTJBM5Kuvk2boEtB11C1bzG3R+JshijqB4C+OK6skrfVhJw5vEa7sFqZmqRyefNxZLZGVzH5UuysX90HDUVL0VNsV24ABuMaNw9I1syvW0rUL7nHjsPbvnzGrtG6N65STsQ87KGNWzs/HfeopOEaMyJiVvF5cp52K69hjM2ax23GfdhquRq1Ymr5hBc/403GfekrmLDt0XuNPN5edOAGPWfXXhAnmlWLjx5vWeVmarf5qZT5rVj/WrwTrwBamJrKVvsVYBrRMb33Yme1VaCjF7JnfR3K3ApR+JeDO/D6SO+Sg9GuBlO3ImJVa+ZCLzf3yIEhGLTW3PcFsrjnk5+ejKArbtyeOvX37dopNuqD/G0RRJxD8xZEVK1mF6YskxerAV9ABWbaQXZR+Fke22PAVdja0W8XdSfepKCtWQxOmKOTcdy/Ym57Rknw+su+6w9CE3XtvWqWY5HSSc9+9RvauO9MqxbDbDaWYopB1yy1plWJYLMa4NhtZN16fXikmy2TffRey243vqiszzpRl334rSm4OvosvSq8UA7Kuv85oBHzuORmVYt7LL8PasQOeyZOwDRqUNuvZ0SzYNe5k7AelV4q5x5+Obb99cR57jDFzmQbn2LE4Dj8MuUsecu/0PdLkrvnIPQuR22ajDEhf2BmFTAlyiTejUkxq7TMaEee7MirFpGIPlv1bI/kcWI5If7hDyndhOagdksuK5aj07yMp24HlkPZINktmVZfXZpgiLDLW0emVYrisWI7sjCRLWEZ3TV9c2hWsozL/UiRoGqUwzfv+D+Sag81mY8CAAcyfPz9+TdM05s+fz3777bfbH29XRJ86geBvQshfSm3ZatRo4833xjJqVlEXFEtDwVUfKKe2bPUOm0QDdnceWUVdsFgbCq5wsJKaslXEdjmQYXflGllbg/0h/PXX1Nx8C9EfliZkbfvvT/bNN2Lt3j1+LfLjj9TccBORb75JzA4aRNZNN2Dr0yd+Lfrrr1RffyORRYsSstZ+fcm6/jrsjfo7RVevoea66wh/9nlitmdPfNf+H45GxU5s0yZq/u866ufPT9hfY+naBd/VV+M8vGEzs7p9O9XXXkf9Bx8m6McsHTrgu/IKnEePashWVlJz3fWGfqxRixWlTRt8l16C64Tj49e0mhpqbrjR0I9FGrRbSosWeC/8F+7TT2vI1tVRc9MthF57Db2+QaUlFxXiPfdc3Gee0aDzqq+n5vY7qHvxpYR2LHJeHp6zpuI595x4s2Q9GqX27nsIznkO3d9wYEDKzsIzebLRhHnHcrWu6cQ+X4f69ebEk5p2xZhJG94+vo9M13XUhRuILdkEdY0OkFhlQ/11WIf43kJd11G/2mScFg000o9ZZJQ+RVgO75Sg/op9t4XYF+uhttFpWEVC7lWIdUTnRPXXT9sMTVh1I/3YTp3XyE5ILltD9pdSQ/1V2eh9tGMZ1XpkZyRvw/tI/b2c2Pw16GWJ7W7kznlGttGsm7qmktjHa5IOesgdcrAc2Rk5r+F9pG2oJvrh6qTDG3K7bCwjOiEXmTstLEiNrqpsG7If2rZtqffVSRJKSQlFSxY1b1+vSV5++WUmTpzIE088weDBg3nggQd45ZVXWLFiRdJeu92NKOoEgj8ZTY1SV7sNNRpCkhTs7jxszqwm1F9RApVriYaDSJKMy1eMw1uYOqtGCVSsJxr2I0mSsTzrK06tTVJjBCrXE6mvRULC4S3AldUiZVavr8f/+OPGfhRJwn7oIXgmTowbFBKykYihCdvhirUfcACeKWci2WzJ2ViMwMxZhD/5BHQd25DBeM8+G8mRvFylqyp1L7xEaN5cUFVs/fvjPv88lFT6MU2j7o03CL31NkSjWHv3xnPRhSie5A9OXdcJvfMuda++BuEwlu7d8V5yEUoq/ZiuU//RR9Q99wJavaEJ8116KUpe6pnE0IIF1M2ajRYMYmnXDu+ll2Bp4h/48OIlBJ56Cq3Wj9KqFb7LLsHSMvWyZFz9VW1ownwXX5Tg4G1MZNkyAg8/glpRgVJYiPfCf2HtknpWSCsNEPtyhybMZUU5oA1KE0uCcfXXTk1YGqWYVh0i9tk69Jowkl1BGdIKpYn9eZq/nthn69Erd2jCBrZA6ZSXOhuMGIVdRR2SVUbpX4LcJbVCTwtFiX1uuGIlxSgq5R6p30da/Y6eeFv9IEsovQpR9mnifRSJGdnNtUa2W76x5JpKPxZTiS3ciLbROD2rdM5FGdQypZpPVzW0FeXxU7lySx9yt/zmHdL4h7Hz9CuQWNjt+Lnlznhij7Y1efjhh+PNh/v27cu///1vhgwZsscebyeiqBMI/iQM9dcaAlUbk3ReVruH7JKeWO3ueDZQuY5ARXJvOYvNTU5JD6yOBhVSsGoj/oq16Fri6S7F6iSnpEdcKQYQrN5MbdlqdC22S9ZBdnH3hIMada+9Ts1NN6NVJjaSlYuLybn7LhyHHhK/Fnr3PaqvvS5BIA8gFxSQfdutOBsdkqif/wlVV1xp/GbdOJubS9YN1yfMfIUXLqLq0stQN25MyEpZWWRdfVXC3rTId99TeeFFSW09JI8H7yUX4zlravzDObJsOVUX/CtJ5yW5XHjPPw/Pvy6IZ6MrV1J13gVEly9PyOKw45k6Fd8Vl8c/nGPr11N53gVEd22zYrMZSrHrro0XxOqWrVRecAGRJV8lZi0WXOPGkX3LTfGCWC0ro+pfFxL+/IvErCzjHDuWnDtvjy+Ba9XVVF18CfUffpSYlSSco0aRfd89yDuKXD0cM3RevyQ3AJa75GE9thuS09hDpkdVou/9jvbz9qT2iHKHHKzHdUdy71CKxTRi81YazYJ36QEntcnCNrY7km+HUkzTiH20xlB/7aLoklp6sY7tgZyzQymm68Q+WYv61aakfnFSsQfrcd0blGK6jvrFemILN0B0l2yBy8gWN7yP1CWbiH22LknnJeU6sY7phtyocI19t8VoLLxLHzop24FldNe4UgyMmcXoh6sTZzfBWNI9uitK54bCVf2llOjclRDcJeu2Yj2qC0p3c4dx/omk6lOntGhB1k037tGC7s9EFHUCwZ9EzfbfCVY3bYqQFSv5bQZisTmpLVu9o7FwaiTZQn6bAVjtbvwV6/GXN63+kiSZvDYDsDm8BKs2UVOaxjYgyeS16ovdlU3da69TdeFFTWcVhbw5s3AMG0Zo7lwqp05ruv+bJJH75BM4jzyS+s8+o2L8xIQlz13JefABXCccT/jrryk/+ZSEZcxdybrtVjyTJhL5+WfKjzs+ba843zVX4z3vXKK//07ZsccleWob47ngfLKuupLY+vWUjT42rSnCfcZksm+5GXXrVkqPPiapWG2M68QTyHlgOmpFBWWjj0Fd37TJwHHUUeTOeBzd76fs2OOSfbKNsB88jLxZM9EjEcqPP4HoTz83mbUNGUz+iy+AYiXyXAb1V4kH28R+YJGIvvgz2uqqprMFLmyT+4NdIfracrRfm+53KOU4DP2Yy0r0PyvQfkyzid1rw37mACSfnei8lcZScVO4dijFcpxEP1mD+mUaU4RdMZRiBW5iCzektz9YZWyT+iGXeA2X69yVTWcVCdv4Pshtso2C7q0VTWclsJ66D0rHXNQVZURfWd50FrCe1BOlmyjsmkJXVSJffY1auh2lsAjbkMF7ZMn1r4KYuxUI/gSi4WDagg6MZVl/xVpi0VDagg5A12L4y9egxiL4K9JriHRdo7ZsFZoay+B9ZYdSbJWxf+umm9NnVZWaG25Ci0apuf7G9A19dZ2a629Ei8WMbIZ+UTU33YweDhv3kKagA6i9/Q60QIDaW2/P2Py39t77UCsrDU1YmoIOIPDIo8Q2b6b2/gcyqr+CzzxLdOVK/A8/kragA6h79TUiS5cSmPFk2oIOoP7994ksXERw1uy0BR1AeMFn1H/8MXUvv5K2oAOjBUTonXfRlpdmVn9tDRjmh98r0hZ0sEMp9u1mtLXVaQs6MJRisSWb0Lf40xd0AP4IsYUb0MqC6Qs6gLodS63V9ZnVX2HV0IQFI8QWZGjaHNWMPXRhE+ovVTf20MVUY4YuHTrEPliFpqpE561KnwWi81ahm7Bf/FORFAX7/vvhGjMG+/777dUFHQhNmEDwp1BXneGDaAchfymybO5tWh8oQ7G6TNkRInVVBCo3oOuZm29G62vxz/8gack1FbGVKwk89hjqlsxqM3XLFqNQWpX5g0urrMT/2ONEl/6YMasHg/gfnxHfx5eWSITAjCeTlyVT3oRG4MmnCb3zTuYsOzRhb7xpLvvsTMKfmFCVAYFZs4j+aFITNms2qkn7RGDWbJQxqffi7Yr67eaEAwXpiH23BWmLOZOC+sNW9FqTmrAft6FrmfVcANqyUqIOixmDHtpv5cTyXEnLvimza6uILdmYtDybCn2LH3XRxuQl11TZ8joja+a5qA2jraxAaUa/PMHeiyjqBII/gWjYpLJI14jUm1cLReqrzWdDzchWmu+EnrQfLF32q2ZkmzPu1+abika+/gZMFgeR77+DsLmiI/r9D+gBc8qr6I8/miqaAaI//Yy62dwvBdFly9Aq08+mxbPLl6Pva+51qZfVoZt0tFITNmthg7oo2laTr/eIirbJ5PtI1dHNKrp00DZWm8sC2nrzmjA1wyzoHx1X3xYAUdQJEMuvAsGfxJ5RADVr1Oaov5pDitN7Td9DcxRLfwEd05663z32PDRDEyZJe04d15yX2h4bd8/cw556GzVrXGEUE+xAFHUCwZ9A49On6ZAkBbvLpN5IkrC5TWYBhzt1a4iU2eK2prP2Qw7JHNo57mGHms8e2oxxDxluuqCxH3wwpGixknLcAw9AcrvNjTt0f+Qcc8or275DUEpKzGUHD8LSKX3D3Xh24ECsffYxnZVbpWkC3QiphRe5jcnXcL4LyWQWn930uLis5pViNgW5vcn3hiKZ149JIDfRYiXl0J3NZ6XmZJtoHyP45yGKOoHgT8CVbU6x5Mwqxp3TCjO/iju9hXiyWyNJJjVh2S2RTOzXs7mycQ8/DNmE4sbaZx88kyZi6ZDZFWvp2BHXxAlY9+mdMauUlOCeOAGbiY7sUnY2ngkTTBWMksuFZ+KEhMbCTWK14p40EdfxYzNnJcnInjIucxbwTJqIq1ET4rTZiRNxTxhvKuue2AxN2MQJKINMKroGtkAxq/Ma2AKryXEtA1pgMXsPfYuxDDKpKtunyBjXxKys3KPQUJVZM388yl3yDF2aM/P7SG6XjTKoBXgz/wIhtfBiGdQSKa9pK0s8m+dEbp+dMSf4ZyCKOoHgT8BideLNT1/4KFYH3rz2KBYbvsL0MzOyxYYvvyOyYiGrKL3CSlas+Ao6IckK2cXplWKSbCGrsAuSxULO3XdBmpNjktNJ9u23Gfqxu+9MP/tls5F91x3Iskz2HbenVYqhKGTfdSeSxWL0aUunFJMkcu68A8nhIOv669IrxYCsW29G9nrxXXVVeqUYkHXdtSj5+XgvuTijUsx3+WVYWrXCe965GZVinvPOxdq1K54pZ2Ltnb7AdU8Yj7VfX9ynnZpRKeY8/njsBx6Ia+zYjM5cx5EjcYw4wlCAZZDOyx1yUHoXIXfIQd4n/XMmtfah9C9BaunL6IqVSjyGJqzQg7J/BqVYvgvL0DbI2U4sw9Mf7pCyHYYmzGPDcnjHtFm8NqyHtEdyWLAcmf7nhsuK5fCOSFYTWi+7gmVEJyRZNvRj6WpLq2zYKiQJ66gMSjHFyKRqhCz4ZyL61AkEfxK6rlNXvRl/xTo0NbFNh92dR3ZxtwT1V13NFmrL16LFEjeo2105ZBV3S1B/hWq3G0qxWH1C1ubMJru4W4L6K+Qvo7Zs1S76MbA6fGQXd8NqbzAv1H/2GTU33ERsZWJPLus+vcm+43ZsffvGr4WXLKH62uuI/ZrYk8vSvTvZt92CvVF39cgPP1B9zf8ltd6wdO5M1k034Bg2LH4t+suvVF91NZHvvkvIKu3akXXDdTiPOKIhu2o11VddRWTxksRsq1b4rrka17HHxK/FNm6k+oork5r5ysXF+K64HPfJJ8Wvqdu2UX3l1Un6MbmgAO9FF+KZNLEhW1FB9VVXUz/vg4QDGXJuLp7zzsUz7az4h7JWU0P1Nf+XpB+TsrLwTJ2C98J/xZsaa8EgNdddT92bbyW0eZE8HtyTJ+G7/LIG9VcoRM3NtxB85RWob3j9SE4nrtNPI+uaq+NNjXXVaNWhfr8lsUGvRTZmx47o2KD+0nRiC9YabUUanwBVJJTeRVhGdkKyGbNY8ca/SzYlNujdqfM6qjOSw9qQXbzRaBIcapTdqfMa1aWhqbGuo367hdjn65Ia9Mqd87Ae3SXhpG5s6VZin64Ff+J7Tu6Qg+XoLsjZDe8jddl2ovPXQE3ie05qm4X16K4J6i/1t3JiH61O1I8BUisf1lFdEtRf6upKYh+sQi9P1I9JJR6sR3VBbtnwi4u2vpro3JXopYnKP6nIjXVkZ+S22QgEOxFFnUCwB9DUGCF/KWqsHklScHjy43aIXVHVKP7yNcQidUiSgju7BQ5P6tmSnb3r4pqwrBKc3tQCdk1Vd2T9SJKM01uE01eUWm+kqQQq1hOprzGUYp5CXFklqbPRKIFHHyO85CskWcZx2CG4J01qQj+mEnzyqXihZD/oQNxTpyCnmPHTNY3grFnUf/wJuqZh33dfPOeejWy1Jmd1neCLL1L//jz0WAzbgP54/3UBsj25zYau64TefIu6N99Cj0ax9e6N9+ILkVMoxQDq3nufupdfQY+EsXbrhu+yS+O2hV0JzZ9P8Lnn0OtCWDt1xnv5pSjZ2Smz9V9+SfCZmWjBAJa27fBdfilKQeqmseFvviHwxJNo/lpjxu/yy7A0sfwd/vEnAo88ilZTjVJcgu+yS7G0bpUyG/nlV/wPPYxWWYGSX4D3kouwdkw9e6WV1xn93YKGJsxyQNsmnaRa1Q71lz9szHINbYPcIvWMqlZbb+i8auqR7BYs+7VCbp2dOhsMo366Dq1qhyZscKsEM0NCNhRFXbAWrbwOyaogD2iBpYl9aVo4irpgPVppAMkiI/cpwdIj9c9Ci6ion69D2xZAkiXk3kUovZpQisVU1C8MTZgkS8jd8lH6NfE+UjXUhRvQNtQgSUYBqgxq2WR244er2L7MaE9T1KuI1kd0Qk6hCdM1nc0/bWP7ijJ0XSe/Qy5tBrZMmRXsfYiiTiDYjei6jr9iLcHKjUk94GyuHHKKe6BY7fFsoHI9gcr1STovmzOL7OIeWGwNKqRg9Sb85WuTdF5Wh4+cku5YbA1FY7B6C/7y1Whq4syF1e4hu7h7XCkGUFe7jdrSVUmzhRabm+zibgmHOkJz51Jz/Y1JfegsHTqQffed2Bvteav/9FOqr7kWdUNiw1elTRuyb78Vx/Dh8WvhxYupvuIqYmsSm7gqLVqQdfONOI9sUPpEvv+BqssuI/ZbYvNduaiQrGuvxTX2uPi16PJfqLrkUqLLliVm8/LwXXUl7lNPaciuWkXVRZck6byk7Gx8l1yM+4zJ8Q/c2IYNVF10seG/bZz1eg2l2HnnxrPq1q1UXXwp4S8SZwAltxvPWVPxXnJxfPZNLS+n6pLLCM+fn5h1OHBPmojv6qviSjGtupqqy6+kfu7cxN6EdjvuU8aRdcP18dk3LRCg+uprCL39n8RGzxYLrhNPIPuWm+NL4HpUJTZ3JepP2xN1XhLIvQqNWbKds2+qRuzDVajfb03q6yZ3z8d6dNcGpZimEZu/FvWbzUk6L7lzLtZjuiXMvsUWrENdsjFJ5yW3zzFUZb6G95G6cIMxqxfeRefVJgvrsd0SlGLq15sN9deuOq+WXqzHdkfObyj2Y99vIfbJ2qTeclKxB+sx3ZCLG82+/byd6EerIZD4PpIKXFhHd0s4hKKuKDMaC+/Sh07Kc2Id1RW5XXb82obvt/Dl41/j357YHsdb5OGAswfTpn/DsvaWZdv5/JEl1GxJbPXiyXex/5SBtN8v/bYBwe7h888/55577uG7775j69atvPnmm4wZM+Z/8tiiqBMIdiPV239L21hYsTrIbzMQxWLLqP6SLXYK2gxAsTrwV6zDX95013pDKTYAi82VUf1lKMX6Y7V7qKvZSvW2X5vOSjJ5bfpjc/gIvfselWef03RzY5uN/Befx77vvtR/+ikVEyc3bYpQFPJmPYtj+HDCS5ZQfsppTZsiJIncJx7HOeooIj/+SPnxJ6Y1RWRPvx/3SScS/e03ysaMTWuKyLr1FjyTJxFbu5ayY8ak7RXnu+pKvBecj7plK6Wj06u/POefR9bVV6GWl1M2+tikwrYx7kkTyb7tVrTqasrGjE1a2m6M8/jjyXlwOnpdHeXHn0j056ZNEY4jR5I74wmIRCg/5VSjH18T2IcdRN6smSArhvprTRr1V+ssbOP3AUUm+upytBVp1F8lHmwT+4JVIfr2CrSfmm6ELBW4sE3qh+S0Ep37O+o3TTew3qkUk9w2ovPXpDdFeG3Yz+yP5HMQ+3K9UaQ1hcuK7Yx+yLkuYl9vIpbO6GBXsE3uj1zoRv1xG9G306i/rDK2iX2RW/gMl+trvzSdVSRsp/dBbpvNhu+3MO+WT5s0RkiyxMjrhtOmfwu2LN/Oe9fPR4s10XNRgsOvOIgO+/+zCjtV01m6voqKQJg8j52+bXNQmtPG6A8wd+5cFi5cyIABAxg7dqwo6gSCvyPRej9l65v+4NyJO6c17uyWlK5dkjHryirBm9eB7WsWkakdvsNbSHZRV7atXgh6+ma6dnceOS16sX31l0mzhLtic2aRV9ybbYP3RStLlrw3xtK9OwUfzKX0gIPSFjIASts2FH7xOWUjRibtu9sVubCQ4q8WU37iyUS+/TZtVvL5KP7uGyrPmkb40wVpszjslHz3LdVXXk3o3XfTZxWF4q+XUHvvfdS9+FL6LFD05ecEZs4i+NTTGbMFH8yjfu5c/A88mDGb/8ZrRH74gdpbbsuYzZs1E3XrVqqvujpjNufRh7F33JfoG00X+TuxjOqC5LURfWlZ5uzhHZFbeInMWpoxqxzUFqVrPpEnv8ucHdIKZWALIo9kbjSt9CvBMqwd4QcXZ7RKyD0KsI7qQnj64qQZxaRsp1ysJ/QkPH1R0izhrkitfdgm9CX8wOKkvX9J2SI31ikDeOmc/yTN0O2Kr9jDyY8ew+sXv0/l+uq0WVeOg1OfPA7Funersnby6S/bmT73V0obzYgW+uxcfGR3hvdIf8hndyFJ0v+0qBNGCYFgNxE0qf6qq9mKnqHo2kmodjuybMWM36jeX0bA5spY0AGEgxUEKjdmLOgAIqEaAp98mLGgA4j9+ivBJ5/KWNABqOs3EHzyqYwFHYBWWkrg6WcyFnQAem0twaefyVzQAdSHDZ3XvHmZs6pK4NmZhN58K3MWCMycRd2rr5nKBmfOMg5dmMnOmk3kx8y6NIDA7DloW7eaG3f2HJTR5mZx1O+2IHnM9fZTv9uCujn1Xryk7PdbTZsq1B+3YXZOQv15O7hMasJWlBPLd2Us6AC0VZXEvtqUsaAD0DfWon61KWNBB6BvD7L9kzUZCzqA2m0Bfv7PiowFHUBdVT3rvtpExwPM9538u/LpL9u5+uWlSddLa8Nc/fJS7ji57/+ssPtfInZOCgS7CbM6L12LEQmZUwDpukbYtM5LJ1JnTgkFNCsbLjNXsAJJe8d2W/Zz89n6LxeaH3fhooSTpmmzS5ag19dnDgKRr75GrzH3c4589y1aaam57Pc/oK5retm+MdGlPxD9Jc1SX+Nxly5F32zyNbwtgGY2WxkyPS6BCNpGk3qs+hiaWe1WTENbV20uq+nmsxj+V7OoaZa1d6V+lTltHMCmH80V7gClK5teLt9bUDWd6XPTzzg/MHcFahPL2n9nRFEnEAgEAoFgr2Hp+qqEJddUbK+tZ+l680X23wVR1AkEuwmbw6RiSbY0QxMmY3dmm7wDCZvLpDYJo7+d6WyBuS7/APYDD9wz2YPMZx0HDDU/7tD9wWJuJ4p9332RHA5TWduQwUhZ5n7OtgEDkYtSt6ZJyvbvh9LO3PKZtW8/rD16mBu3b1+kliZfw8WehF5qabO5TtPj4rEhtzapvHJYzCvFLHLCidK0yJL5LEZ/O7Mozcg6OplX/rXqY04xB1DYOX1z6b2BioC5JXyzub8ToqgTCHYT7mxzhY8rqwRPTvqO+Ttx+opw57TGjCbM4S0wxjUhh7e783DntjanCXNm4TnkCOQmeqo1xtK9O+6pUzIaF8A4KOGeOgVL9/RWCzAOSnjOPAPbwIEZs5LPh/vMM7APPzhz1uHAc8ZknCNHZsyiKHgmT8J53JjMWXaov048wVTWPWki7lNOyRxkh/pr/Onm7mHCePNKsQnjsWSwPuxEGdAioyGicdasJkzpX2Iousxk+xSbV4r1LsIyqJUp8b3cLR/LkFZgMaEJ65SLZXArsGc+eCC19qEMaQXu5L6LSdkiN0WHdMDbRF/AxviKPfQ+phu5JpoQu3IctBuSuofh3kSeJ7lf5X+T+zshijqBYDdhdXhxZSjsFKsDT25bLDYXntz0sy2yxW5owqx2vPnpVUiyYsWX3wFZsZJVkF4pJskWfAUdkWWFrML0KiRJkvEVdkay2ci+7VZIpyOy2ci+7RZkRSH79lvTKsVQFLJvu9XI3npLeqWYJJF96y1INhtZN9+YXikGZN10I7LLRdZ116ZXigG+a/8POTsb39VXIuelF6j7Lr8MpbgY3yWXZPTges4/D0v79ngvOB+lbfoC1z1pIrZePfFMnYKlS3rdlPP447ENHox7/PiMSjHHUUdiP2Q4rhNPwDY4vVLMPuwgnEcdhdy9IOPMk9Q6C6VPEXLnvIxKManEgzKgBKlNVmalWIELy5BWyCVew5GaLpvjwHJAG+Q8F8rQDL9AeG1YhrVF8tkzKsVwWbEc0gHJacVyWAZ/sV3BclhHJJuCdWQGpZhVxjqiE5IiYz0qg1JMkQxThCJzwNmDkdK035BkiaHTBiMrMkOnDUJOV4hKMPSswf+Ik6992+ZQ6EtfsBX5HPRta37mtDkEAgGWLl3K0qVLAVi7di1Lly5lg4kDZP8toqWJQLAb+WPNhzckNRQ2dF7d/wLNh7tjczYURrul+XDbNmTftoeaD193La7j/mjz4dVUXXRx6ubDl16Ce/KkxObDF19CZMlXiVmfD+955/5XzYerL72c+o8/Tsw6HIb666orzTUfPvUUsq6/rqH5cDBI9VVXJzcftlpxnXB8cvPheStRfzTbfHi1oRT7r5oP52E9pmti8+HP1qEu2ZSoH2M3NR/+fF2ifow93Hz4mG4Jy9W7o/mwr9jD0Gmi+XBTNHX6dSd78vTrggULGN7o37edTJw4kZkzZ+6Rx9yJKOoEgj2AGo1QW7EGNRoy1F85rXC4U++RSdSEybizW6bRhMV2qL8ChvorqwRXGk1YoGItkbAfSZJweoszaMLWEamvRULC4c2gCVu0gEjlNkDCUdwG15ADkOXkWQJDE/Yk4S+M06j2A4finjo1pSZM0zSCM2cbNgVdxzZkMJ7zzkVOsd9N13XqXnyJ0Pvvg6ph698PT0ZN2JsQjWHt3QvvxRc1rQl7/31CL7+CHg5j6d4d3yUXI3u9KbP18z8hOGcOeqgepVNHYzYvrSbsWfRgHUq7HZqw/NQ/Z0MTNgPd7zc8tZddilKSet9UeOmPBB59DK26GqWkGO9ll2JtnXp5P7Z2E+H/LDTUX14H9jEHYGmdelytPEjs8/XogR2asAPTaMKqQ4b6qzaM5LSiDG2NYlITpuzbCqVNdupsMEJswVr0yh2asEEtUTqkfh/tqglTBrRAaVITFkP9bB3adkMTpvQpQcmkCdvqR1Jk85owCeTuBWk0YSqb562i/LdyJAmK+pZQNKxdE+8jjZ/eWcHmpcYp15Z9S9hndLeU6i9N01j+/u9s+G4z6FDcvYC+x/dEsaSeoStfU8mWZdvRNZ3cttm06lOSdnbw70SqPnVFPgcXHdltr2xnAqKoEwh2K7quE6zaSKByfdIsmcNTQFZRVxRLw2xEXfVm/BVrk7J2dx7Zxd1QLA1FSl3NFmrL16LFEn+7t7tyyCruhsXasCwZqt1Obdlq1Fhi+w1jBrBrwqxeyF9Gbdkq1GiipcHq8JFd1A2ro+GDvD5YQW3pSmKRRBG51e4lq6hrwqxeeMkSqq+9LqkPnaV7N7JvvQX7vvvGr0V++IHqa/6P6E+JhgRLp05k3XwjjmHD4teiv/xK1ZVXEf3++4Ss0q4tWddfh3PEiIbsqtVUX3ll0oya0qoVvmuuxnXsMfFrsY0bqb78yqQZNbm4GN8Vl+M++aT4NXXbNqquuIrwJ58kzJLJBQV4L7oQ98QJDTN1FRVUX3U19fM+AK1hhkrOycFz/rl4pk2LZ7WaGqqv+T9C77ybMKMmZWXhmToF74X/is/qacEgNddeR92bb0G04fUjeTyGUuyKy5F2FM96VDVm1H7cljhLZpVR+rfAclgHpB0Fgq5qxD5eY8y+NVZ0WWSUvsVYjuiItKNA0DWN2KfrjNm3xjNqsoSyTxGWkZ0aZvV0HfXz9UZft8aKLlkyGv4e1RnJYW3ILt5ozL41nlGTQO6ab8wWNprVU7/dYsy+7dIDTu6ca8wWehveR7GlW4l9uhb8iTNqcoccLEd3Qc5ueB+py7YTnb8GanaZUWuThfXorgmzeupv5cQ+XIVelfiek1r6sB7dJaEg3vjDFhY99S3VmxJbveR3zOXAcwYnHGbYsnw7C5/4JqkPXW7bbIZOG0SLng3FSenv5Xzx+NeUr05sh5Ldysf+UwbSul/DrF7Fuio+f/QrSn9LbHHiK/aw3xkDaDfE3L7fvzp/hlHiz0QUdQLBbqS2bBWByqb3TVhsLvLbDEBWrBnVX42VYoGqjdSWNq2Pki028tsMxGJ1UFezheptTTf0bawUC/lLqdrStBWgsVKsPlBO5eafaaqDqyTJ5LXuj83pI7x4MeWnnt60+stmI/+F57Dvtx+RH36g/MSTm1Z/KQp5zz6D49BDiP76K2VjT2ha/SVJ5D72KM7RRxNbs5ayY9Orv7Lvvxf3yScT27yZsmOORdvWtMYq6+ab8Jx5BmpZGWXHjEnbYNl3xeV4L/yXKfWX57xzybrmarRAwFB/LWv65+GeMJ6s22+D+nrKTzmNyDdNG0ycY8eS8+8HQNMzqr/krvlYT+wJYKi/fmu6l5ncIQfrKb1Bloi+tQLt5zTqr9Y+bKf3AYts+GS/TaP+KvFgm9AXyW4h+vFq1EUbm87mu7BNNpRisS/WG0VaU9nsHUoxj43YV5uIfZBG/eW1YT+jP1KWwyj+/vNb01mXFdvkfsh5rszqL7uCbVI/5CIPG77dzLzbFjSp/rLYFUbfejiFXfLZsmw7793QtPpLtsiMuulQWvQqovT3ct659iNiTTRClmSJkf93MG0GtqRiXRX/ueZDIk01QpbgsMsPpOPQvb9J8d6GOCghEOwmouFA2oIOIBapI1C5nlg0lLagA1Cj9fgr1qLGItSWpvkgArRYZMceuhg125suIAA0NUpt2Sp0TU1b/IHRKLmm9Hd0XaN6+2+ka8mv6xo1pb+haxpVl1/ZdEEHEIlQfcVVaJpG9dX/l9bliqpSfeVV6LEY1dfdkNbliq5TddXV6KEQNbfckragA6i59no0v5/aO+9KW9AB1NxyK2p5Of77p2c0ZtTecy+xjRvxP/Jo2oIOIPDIo0R/+43AU0+nLejAsD5Ef1hK8IUX0xZ0AKE33iD8xReoP29PW9ABaL+VJ/yXNrumKj5muoIOdlgUftiKvrk2bUEHoG8NoH69Ga00kLagA9DL64gt3GAs+6Yp6AD06npin69DD0SIfbQ6bRZ/hOgna9HrY8Tmpv+5URcl9vFq9KhK9L2mXcsAhFViH6xCUzU+f/SrJgs6gFhY5csnvkbXdD5/ZEnTLldAi2lGRtP44vGvmyzoAGO8R79CUzUWPflt0wUdgA5fPPYVsbC5ptyCvw5CEyYQ7CaapwkzN2aoZptpTVjIX4picyUd0EhFfaCcYPXmpEMXqYjUVROs2pS07JuKaL2f4JIvUNem/6AFiK1ZQ92s2Wml9DtRt2419FiLF2fM6tXVBObMof7jzNotva6OwKzZhN59L2OWaJTgzFnUvf5G5qyuE5w1m7qXXs6cxVCKhT/6OHMQCMyaRXSpOU1YcNZsPPudYyqrfrvZlEbLyG5B8prUhH27BbXEnCYs9t0W5Fpzxg516TbT7yP1p+3gtCYe/GgC7ZdSYgWuxKXnprK/VxjFaijz+0hbV82mT9YQrKjLmC1bVcny939LOvCQipotfn55f2XSkmsqghV1LH//N7YsS1+MA4T9EdYs3ECXQzKcAhb8pRAzdQLBbsKs+ktTo4RNKrp0XSVcZ1IXpOtEgubVQvXBij2T3Z5+liUha6Lwimfnf2I++8mnCfvX0hFesCD9rGLjcb/4Ej0YNDfuwkVoVeZ+zpElX6GadLRGvv6G2Kr0M7fx7LffoZsoDAC0jbVom9LMgjZC3+I3rejSy+vQzeq8asPm1V91UfOKroiKttbke0PV0UwUSADooK0y/94IrTCv6NrwrXk134bvmpNNP2PamG0rMvueBX8txEydQPCnsGe2sjZr1D21nbY54+rmCi/AdJFmZJtxD83J7qn73WPPQ3PuoZmvh2b9nP8K4+6Ze2jO7UrNuInmbHdvVrYZr3ex5f7vh5ipEwh2E1a7uSUmSVZMK8WQZPNZwObINp81rR9rZjYvfWPehOyQIeaz+zYjO3hwM7KDIEUbiZTZ/gMgRduUVFj790PymHtNWPv0ydj8OJ7dpzdKK3NWAGuvnkgFqVu37IpU7EUqTt26JSlb4EJuomVJEll2pBbmngdcVuQSk+PaFORW5u4XRUJqZfY9B3LrbHNZQG5rUlUGWNuZb3Zb0tN8y43i7uYUc8a45rP5TbSPEfx1EUWdQLCbcGeb+6B1+Up2qL8y4/QW4s41l3V4CvDktk5vfdiBzZWDJ7cNkpS5u7zV4cOb2wZZyaw3sthcePY/GKVFZoWU0rIlnvPOxdIpvQEDQM7NxXvO2Vj79smYldxuvGefhf2AAzJmsdvxnDUVxxGHZ87KMp6pZ+IcPTpzFvCceQauE443l508Cdcp48xlJ07EffppprLuiRNQBpjTeVkGtTCvCRvY0rQmzDKgBZaB5t4bSr8SLIOboQkbbG5cuVch1iGtzWnCuuZj2bcVKJnDcvscLPu2BpsJTVgLL61HdMaRwXQAkN0qiz5je+DJz1yQewrc9D2+B9kmilaHz07fsT0paKJ/X2OsDgudh2UwcAj+coiiTiDYTVgdXpy+9LNUssWOJ7ctVrs7YxEoK1a8ee2xWJ0ZlWKSbMGb3wHFYsObl35jsyTJ+Ao6ISuGLizDwPgKOiHJCr4M+jGQ8BV2RrZaybr5xvTFpSSRddMNyBaLkU2nFAOybrgeyW4n64brM86U+a65GtnjwXftNRmVYr5LL0HJzcV35RUZlWKe887F0rIlvksvzjir5j5jMtZOnfCef15GpZjrxBOw9e2L56ypGZVijqOOwjZ0f9wTJ2RUitmHH4zjsMNQ+pYgZTioILXJQu5ZiNyzEKlN+pknqcSD0rcYuUsecsf0MzlSgQtlYEvk9tnI3TMoxXIcWPZthdTCi9wnwyyV14ZlaBvkAjdKpiLQZcVyUDukbEdmpZhdwTK8PZLbhuXgDAWNVTb6+9ktWA7NcJhAkbAe0RGLTWG/MwakjUqyxP5TBqBYFPafMjB9ISrB/mc2ZDM1Dd7vjAEoVmXH/6b/+B8ysR82V+Zf5AR/LUSfOoFgN6LrGrVlqwlWb0rabGPovHomqL/85WsIVG1M2lNltXvILumJ1e6OZwOV6wlUrE863Wqxuckp6RFXf+1sgOyvWIuuJWYVq5Ockh7YnA0f3MHqzdSWrU46CatYHWQXd8fualgyqqvZSm3ZqqRmybLFTnZR1wQTRui996n+v2vRyhI3W8uFhWTfegvOUUfFr9XP/4TqK69KOiwg5+aSdcP1CTNe4YWLqLr0MtSNiQcypOwssq66KkF2H/nueyovvCjpNK7k9eK75GLcU6fEG/9Gli2n6oJ/Efs9sT2F5HLhPf88PP+6IJ6NrlxJ1XkXEF2+PCGLw45n6lSj8e+OJd3Y+vVUnndBkn4Mmw33xAlkXft/cfWXumUrlRdckNQsGYsF17hxZN9yU1z9pZaVUXXhRYQ/+zwxK8u4jh9L9h23N6i/QlGib69A+z15U7/cowDr6K5I9h1NgsMxou/8hvZL8iZ5uUueoejaqf6KqkTf/x3tp+1Je9bkDjlYj+ve0CQ4phH7YCXqD9uS9jFKbbOwHdcdyecwsppG7KM1xoncXfRjUksv1rE9EtRfsU/XGkqxXdp/SMUerGO7I+c3vI/ULzcQ+3J90ulWqcCF9bjuyMUN7yP1q03EPluXrB/LdWId0w25VcP7KPbdFmLz1yQ2Vsbok2c5pitKo6XX3z9dw+JnvqN+F02YO8/FQecOoc3AhkJ1zaINfPnE14SqE08Fu3IcDD1rMB32byhUN3y7mc8f/SrphK3DZ2e/MwbQZXhD8bn5p2189tBi/KWJB3/sHhuDx/elx8gMjlrBXxJR1AkEewA1FiFUuw01FkaSZByeggTbwq5Zf8UaYpFQXBNmd+elVAupsSiBirVEI0FD/eUrwelNrSxS1SiBinU7lGISDm8RLl9xE9kYwcoNROprAAmntwBXVouUWV1T8VduIBKqBiQc7jzcOS2RpOTf/PVIhMCnHxIuM07c2Qta4Bl+RLwwScjGYgRnzaJ+vnFy1bbvELznnI2USv2lqoYmbO489FgMW//+eC44DyWF+kvXNOrefJPQm2+jR6PYevfCc9GFKCn2u+m6Tujd96h75VX0cBhrt254L7kopfpL13XqP/qY4PPPo4dCWDp1wnfJxU2qv+o/+4zgzFlowSCWtm3xXnYplqLUM1L1i5cQfOoptFo/SutW+C65BEur1DNS4e++I/D4jAZN2MUXY23fLmVW3epHXbgBvS6K5LahHNQWpcCdOlsaQP1ig6EUc1lRhrZBKUm9hy1WHmT9O79RV1mHzWOj7YguOBr5SxOyVSE2vLOCYFkQq8tG2yM64uyYeuZTra1nwzsrCGwLYnFaaHNIB9zdUuu81GCYTe/8Ru1mP4pdoc3w9rh7NKHzqouy6f3fqNlQg2KVaXVgW7x9mtB5haNsmbuSqjVVyBaZlvu1Jmtgy9TZSIxtH6yiYmUFsiJTMrAlOfu1TjmDFouo/PjmcrYuL0WSJNoMbEnPo7qkVH+pUZWf3/mNTT8a76NWfVrQe3RXFGsK3Z6qsfz939jw7RZ0XaekZxF9x/ZoMrvi41WsXbwRXdUp7JpP3xN6YnOIGbo/yh133MEbb7zBihUrcDqd7L///tx111107dr1f/L4oqgTCP5E6mq2Gg2Go41/CzeKKl9hl7hSDIw+dLVlq3fReUk4PPlkFXVJUIrVB8qpLVtNLLLLb+HuPLKKuiQoxcLBSmrKVhELJwrD7a5cI2trKJTCddXUlq0kWp/YJsPmzCarqEvCYZFIfS0121cSrU9sUWF1ZJFV1DnhAEj011+pvu6GpD501r59yLrheuyNDj5EV6+h5tprCX+eqPOy9uiB77prcRx0YPxabNMmqq+5NknnZenSBd81V+M8/LD4NXXbNqqvuz5J56W0b0/WVVfiPHpUQ7aykpprryP03vsQa5iZUdq0wXfpJQkzi1pNDTU33Ejd2/9JaJ2ilJQYSrFG++O0YJCam26h7vXXoL5hFkcuLMR77jm4p5wZLyb0+npqbr+DuhdfQq9rmJmR8/LwTJ2C57xz47OFuqoZs1nfbUmcdXJYUAa3NJYndxQeuqYT+2yH+qvxrJPd8KlahrdvUIppOkvfWM5Pb/+aMOtkcVjodlhHhkzsj2XHfjNd1/n5nRX8+MZy6hqptCw2hc7D27PfGQOxOhoaMvzywUq+f/nnhFkn2SLT6aB27D9lIHZ3w3vj90/W8O1LPyVI72VFov3+bRh61iCcO2YAAdYsXM/Xzy1N6AEnyRLthrRi6FmDcOc2vN7Xf7OJr2b9QNXGRq9hCdoMaMkB0wbhLWx4vW9aupUlM7+nYpc2K636ljD0rEFkt2x4vW/9pZTFz3xH2crEmdMWvYrYf+pA8hrN6pWtrGDhU9+yfZf2IkXdChg6ZWDC/riKdVUsevLbpD50BZ3z2O+MAZT0aDgkUb25loUzvmHT0sTZ8bz2Oew7qT+t+qZ2Av/dUHWVX8qXUxmuJNeeS4/8nigm9hL/UUaOHMm4ceMYNGgQsViMa665hmXLlvHLL7/gdqf+BWp3Ioo6geBPIpP6q7FSLFi9hZrtTdsfDKXYABSLnVDtdqq2Lm8y21gplkn91VgpFq6romLT0iZ7OEiyhfzW/bE6PERCNVRs/AG9iVYdhlKsHzZnFtFffqXs+DTqL7ud/DmzsQ/dn+jqNZSPOa5pU4TFQt7TT+E47FBimzYZmrCmTBGSRM6jj+A6ZjRqaSllxx6X1hSRfd89uMeNQ6uqouy449OaIrJuuhHPlDNNqb+8l1+G76IL0UMhysedSuTbb5vMes49h6z/uwY9EqFiwqQkT21j3ONPJ+uO20E3of7qXYh1THcAom/9ivZzadPZnUoxCb58/Gt+mdf089Cqbwkjrz0YxaqwZOb3/Phm0yqt4u4FjLrpUCx2C9+/8jPfPN90g+X8DjmMvu0IbC4rP7+zgkVPNf2cZbfK4tg7j8DhtbPio1V89vCSJrPeIg9j7hqBK8fJqi/WMf++L5tsheLKdTLm7pF4C9ys/3YTH97+GZqaOuzw2Tn2zhFkt/Sx+adtvH/TJ02aImxuK8fcfgR57XLY/ls5717XtPrLYlc4+pbDKeqan1H9pVhljrz+EFruU0z15lrevuqDpOXfnciKxBHXDKOtyQMuf1UWbVnIkz/NoKK+4bWf58hn6j5nsX+Lof+TeygrK6OwsJDPPvuMgw46aI8/njgoIRD8CajR+ozqr1ikDn/FWjQ1Sk1peg2RGq2ntmwNmhajOk3xB4ZSrLZ0JbqmUb3tV9I18NLUKDXbf0fXdSOb5ndAfcdjG9kVTRZ0YOw9NDI6VVdelV79FQ5Tdell6KpKzXXXpVd/xWJGNhKh5qZb0qu/dJ3qK65ECwapvfOujOqv6muuRa2sonb6AxnVXzU334K6dSuBRx/LqP7y33Mv0dVrCDw7M21BBxB49DEiP/9M3Usvpy3oAIJzniOyeAna8tLM6q+fS9F+rzD+S1PQwQ6l2PJSti7bnragA2P26rePV1O2qiJtQQew7dcylr33G9WbatIWdADla6r48c3lBMqDLH7mu7TZ6k01fPfyz9TXhvnyia/TZv3bA3w9ZynRUJQvHv0qbW+7usoQS575DjWq8tm/lzRZ0AHU14ZZOOMbNFXjs4cWp1V/RYLGY+u6zmcPL06r/oqFVT57eDG6bijA0qm/1OiOx1Y1Fs74psmCDkBTdT779xLUaGY7zV+VRVsWcufXtycUdAAV9eXc+fXtLNqy8H9yHzU1xixvbu7/pj2MaD4sEPwJBGu2YKYbal3NNmTFZqo5bci/HavdnXQ4IhX1gXKCNZuTDjykIlxXSV3Nll2WiFMTra+lrmZL0rJvKmKRIHXLvyf6/fcZs+rGjdS9+HLyoYAUaOXlBF94kfoPPsiY1f1+6p5/gbq3386YJRwm+Pzz1L3yauasqhKY8xx1L7yYOQsEZ8+m/sOPzGVnzSaydKnpcd2Dp5rKqt9tMd2gN/btZpaXBTIHgeXzfqfg/9k77/A46kNrv9u7erFkNatZxXKTe+9gG9N7JwlJCJAQUggk96bc3JveCSRAEkJvAQKmuGJwb7jJsq3ee19tL/P9MWpr7e6MEkxkPp3nSbCl49nRanb27K+ct1zeG1rp++WyMFoAZ7dV4PcLssp0y3ZWYojQ4ZOB/qrYXUN0eiRuu/Rro/pAPWe2VuDolX5tNBxv5uz2ilEbE4Kp9VwHZ7dX0C2DrtFd18vZ7RW0SQR3AGubjXPbK0dNuQaTo9dJ9f56spdlSHrHm3yCjydPPhHW89SpJ5iftOCCTsX6/X4eeOABFi9ezLRp0y7Y44zUxEjdhCb0H5Db3iPLJ/i9OPtlooUEv3wvwhi84LDKxwU5x+JtlGbEDp3De+/KP+77W8Anb5TBsW1bwPq1sMfdvgPBKg+75dq1a9TO35De3bslRwqHvHv34T0TfjR2yLv/AIJM9Je/pgd/bY8sr1DfR0tJ+BG9QXXV9NAk02tt7afxZIssr73bKSucgDj6VfexPJSWz+2j9pA8r+AXqDkoH4tXvX8M3n0Xxlt1QN51BshixI5HlXacHjVCd746HB2UdoRepvJJ6N5776WkpISXXnrpgj7OSE2M1E1oQv8RXRi+kTCW445pOe2FOYcxLen1yp8KkjNa+a8clzEcVxjLcWUG0AvqFYQxXZbhptfPl983Bm+YqclR5xBmynNceseA6BrTczYGHNyFOt/xpC6XPHavXN+/ovvuu4/Nmzfz0UcfkSKTAPNJaGKkbkIT+g9ILRMpBgo0Y8KEycQmAZoQFSvBjzsWr3xskjYqeD1FUG/xbPneWbNkezWzZ8micABoZ8wAjby6B+2M6ZLlx0PnMG0aiih5z5umsECy0HhQ6vx8FDHyzkGRaEaRKG93niLWQHSaPOSVKdZI7BR5Xp1FS5xEofGg1Ho1cdny0GpKtVK2FwUk5Mr0AglTw5cqB3hz5XsTp8p/bSSO4bhjOd/YELU0410xOnnXkFzfWCQIAvfddx9vvPEGO3fuZMqUT5fKMRHqJjSh/4BMkfJQSAZLAmaZSDGdKXaAPCEDE2aIwhKTHrRb7nypdWZMMekolNID+yqNAXNsurgOUEJKlRbz3CWoMsLTMkAsFjbddy+aggJpr8GA5Sv3oJ0vg/+qVmP50hfRrVwp7VUoMN/9BQwb1kt7AfPn7sJw9VWyvKY778B0/fXyvLffhumWm+V5b7tVNiZMVZw8Jm/+pTmyvPnrsilcL6/IdurqLAo3yOvzylmeQdFl8ryZi9KYfnm+LG9a8WSmX5mPUgYmLKkwgZlXFw7VtoRT7JRosQPOJP3aiEiyMOu6aRijpQO5MdrA7OuKiJgk/UFRZ9Yy65pCWSFbrVORs0KClDFOVRBXSKw+fHiNM8RREFf4iT/2vffey3PPPccLL7yAxWKhpaWFlpYWHA6H9D/+BDQR6iY0of+ANHozxsjwPVAi+isDtdaIKTr88L1CoSIiLhOVWoc5ViIkKZRExGeJGLI4qU+RCiLjs1HJQYoBkQnZKJUqIhKkea4RCSKqLPK//0typCzyO99BZTQS8V/fA3X4cGn55oMoIyOJePhhSaSY5b57USUkiJiwIMXFI2X6/OfE0uAHv44iMvyomvHGG9Dk52O5/z5JpJjhssvQzpmD+ctfQpUU/prQrVqJbvlyTHfeKRmGtQsXYFh/KarZSSjiw/9simQLqmkJqIoSUSSHH+1VJJhQzUpiysI0STh8RJKFwg1TSZ2VTOrs8IHRFGtk+hX5TMqPD6AkBJMhUs+sa6YRmxHN1DXhr0utSUvxDUVEJlmYtikvrFetVzP3lhmYYozMvCb8wnaVRsm822ehM2spvml6WK9SpWDBnbPR6jXMv31mWC8KWHiX2O+34E7p0ekFd81GNYgfk8ih826biUavYcGdsyVD65ybZqAzSwfQ8SiVQsXd078Y1vOFoi9ekE0Sjz/+OL29vaxYsYKkpKSh/7388suf+GMF00RP3YQm9B+SIPjpa6vA1tPI+YuZVBoDMcnTAtBf1o5K+rvqR3vVeqKTC4fQX4Ig0N9Zg7WrdtSuWaVaS/SkAnSmmCGvrbsea0fVqDVSSpWGqEn5AegvW3eDiBQ7D1WmUKqJmpSHwTL8Jm/vbaa3rXwUfkyhVBOZkBMQah1vb6b7Ow8j9PQEek0mIh55GPOddwx9zbl9B93f+Cb+jsCF0Aq9Hsu3voH5S18aKuh17dlL19e+NrraRKfDct+9WL7+wLD3yFG6770PX0NDoFejwXz3F4h4+DtDZb7ukhK6vnQPvpqaQK9Khen224j8wfeH0F+esjK6vnTPKPwYSiXGG64n6n9/PETN8NbW0vXFL4+uQVEoMFxxOVG//AXKgSldb2MTXV++J+juYf36S4n+7W9QDlAzhH43nn+UBt0IocyKQXN1/jD6y+HB8/oZ/JWj1xsp06PQXFOAYuDN3m338MHv9lFzYPRC/YSpcaz91lLMA8QKj8vLR48eoOKjmlHeuMxo1j60jIgBRJfP42PPnw5xbmfVqHVd0amRrP32UqLTogBx7dm+vxyl9L2yUd6IJAtrv72UuMyB690vcPDZY5x66+yotXvmBBOrv7GESQPECkEQOPryKY6/VjJq16wxxsCqry9m8vRJQ96Tb57hyAsn8LoDXxuGSD3Lv7ogoPPt9LvnOPj3Y3jOQ4rpLFqW3jOfrMXDgf3czkr2PXVkVF2J1qRh0RfmMHXVcKit3FvL7scP4rK6A7wavZr5d8wKGAWtPdLAh78/MGrnrlqrYs7NM5h+ZX5QasbFpGA9dXGGOL5Q9On11H3amgh1E/pE5fX56bS68PoF9BoVMWZtyBuDzy/QYXXi8QnoNUpizbqQXr9foMPqwu3zo1MribXoUIbyCgKdVhcurx+tSkmcRYdSAnT9n5TX7aS/qwav2w4KJcaoZAzm+KDPhdfjor+rVqQ/KJQYIyZhiEgMjizyebB21oj0B4USgyUBY+SkoFOufp+HpvpyujrbUSiUJCenEpOYFtzr99LaUEF7exsKFCQmJRM/KQOFMgiGyO+jv6set11s2dcaozHHpKIM4hUcDmxb3sPRUgeCgDYmEcvGy4eCSYDX7cb24os43hN3uWpnz8bylS+jDDKCJng82F/7B4633kLweNEUTcNy//2oYkZPQQk+H/Y3/4nj9ddFTFh+Pub770OdMHpESvD7cbz7LvaXXkZwOFFnZ2P52v2ok0ePSA0hxZ57DsFmRzUlA8sDX0MTZAG1IAi4du+m/69PI1j7UKWkYPnaV9Fkjp4KEwQB97Fj9B/Zi9/rRqU1YF6+Fm1O8KlRT30vDVvKcfW50EfpSbk0B3Vy8PWS3sY+GraU4+xxoovQkXJJDprU4COUnXU9HH+1BFunHZ1ZS9Hl+SQVBkd09TT28fErp+hvt6Exaph22VRSQiC6+lqtfPxKCX0tVjQ6NQXrc0kLgejq77Dx8Ssl9DT2otaqyFubzZQFaUERXbZuO8dfO01nTTcqjTjNmL00PSiiy9nn4thrp+io7EKpVpK5NIPcFZmo1KO9rn43x18/TVtZxwClIpX8ddlBEV1uu4cT/yylpXQAEzY7mYINU4NO5XqcXko2n6XxpLjbd/L0JKZdlhdA4BiU1+Wl9L0y6j4WMWGTChKYcUUBWuPotaA+j48zWyuoOViP4BdIzI1jxtWFF+0IXTB92kSJ/7QmQt2EPhH5/ALnmnqp67ThHbG7yqhTkZ0YQVrc8AJsvyBQ1txHbbsNz4gdXgatiqxEC+lxpmEUkiBQ0WKlur0f94hP1jqNkswEC5kJ5gBvVVs/VW1WXCM+WWvVSqbEm8meZBl3nzwd1nasHVUBvW4KhRJDxCQi4sXpyUE5+zuxdlThcY2o1BgIa5EJOShVwzdtl72bvvZKPM6RdRYKDJYEIhKyA5BiLS0tHDp0iJaW4SoJhUJBRkYGCxcuxDwiVHV0dHDgwAGampoCvGlpaSxYsIDIEaHK4+qnr70Cly1wxEdniiEiPjsAKeZ12+lrrxhVs6I1RhMRnx2wAcTb2EjvD34k9tCN2N2pnT+PiEceQTeneOhrvtZWen/0PyLOyzM80qGZPZvI7zyEbvGiYW9XN30/+hH2t94G13DFiaaoiIiHvoV+xLo7f18fvT/+Pxz/+AeCcwTyKj+PiG88iGH98Lo7v91O309+iv3lVxBsw79ndXY2lq9/DeOVVw59TXA66fvFL7G98GJAIbMqIx3L/fdhuvHGYa/gx9pRja2nMWA0VKXWYY5Jxxg1HH78Pj/H/3Gaks3nAkZmjDEGpl+ez/Qr8gMwYSf/eYaTb53B3jW8DsgQqWfaZVOZeU3hUPgRBIHT75Zx4o1S+tuHfza9RUfB+hxm3zA9IPyc3V7BsVdL6GsZ7rjTmjTkrc1m7i0zAwJNxUfVHH3pFD2Nw8+DRq9m6uos5t0+KyDQVO+v48iLJ+kaMRIprgmbwvw7ZgcgxeqONnL4+RN0jBiJVGmUZC3NYOFdxegjhl8bjSdbOPTscdrKhq9LpVpJ5qI0Fn6uOGDNW8uZdg4+c4yW0uH6lsFgt/DzxVhGMHbbKzs58PQxmkbUtyiUIv914eeKiRzB2O2q6+HA3z6m/uPh1xxA6uxkFtw1m5iBEUuA3qY+9v/tY+qONAaMWk6ePon5d84ifgRj19puY/9fjg4FukFNKkhg/h2zhkYsJ3RxaSLUTejflt8vcKiygw5r6K6v3KQIcpMi8AsCR6s6aQ1T1pmZYKYgJQpBEDhW00VTd+gFpmlxJopSowA4Vd9DXUfoYs/J0UZmZkSPm2Anhf7S6MzEps5GqVJLor9GIsWk0F8jkWKNjY28//77+EJUXxiNRq644gosFgutra288847eL3eoF69Xs/ll19OVFQUHqeVjvpjo6ZeByUixWah0Vvwum101H0csgh5JFLMW19P+5VXhSZF6HTEPfN3dEsW42ttpf3Kq0P3v6nVxDz1JIa1a/B1ddNxdRj0l1JJ9KO/x3jFFfitVjquvT4sKSLql7/AdNON+B0OOiXQX5E/+D7mu78gC/1l+eY3iPj6AwiCn+6mkrBdg6boNCITshH8Ajt/szfotOeg8i/JYek94saS3Y8f4syW0KSI7OUZrHpgMQqlgv1/O8rJN8+E9GbMT2HtQ8tQqpQcffkkR144GdI7ecYk1v/XSlQaFSffOsP+v4QmRSTmxXPZj0Sk2Jmt5Xz0x4MhvSJSbC1ao5aKj2rY+Zu9Ias6olIiueIn69BH6Kg51MC2n4ZGf41EijWebOG9H+0MWW5sjDFw5c8uwZJgpvVcO5v/a3tIUoQ+QscVP1lHVEokndXdvPXd0OgvrUnD5f+7jtgp0fQ09PLPh7eGJEWISLE1JE6Nx9raz5vf2RIQ2kdqJFJsQheXJjZKTOjfVk17f9hAB1DW3Eefw0NDpz1soAOoauunq99Fc48jbKADqOuw0W510d7nChvoABq77TT3fDo7kKTk87robT0X1uNx9WPtrMHv8wzgvEJLHOmqxO/30d1cSrjCsUFEmd/v54MPPggZ6ADsdjt79+5FEAR27doVMtABOJ1Odu/eLaK/Ws6EDHQwgBRrOTOAFDsXlmwhCH66m0tF73f/Kzz6y+Wi62tfQ/B4RFRXuEJfr5fuB76O4HDQ99OfhUd/+f30fONb+Ht7sf72d5Lor56HH8HX1kb/n/4sif7q/eGP8NbWYnv675LoL+svf4XnzBnsvS2S5dG27jrcjl6q9tWFDXQAZ7aU03CsmfpjzWEDHUDFhzVU7a+j5Uxb2EAHUHOwgbIPquis6Q4b6AAaT7Rw+r0y+lqskuiv1rPtnHizFHu3gz1/PhzW21HVzcevlODqd4tIrTDdaz0NvRx67jgel5ddv9sXFv1lbe1n/1+P4vP62fmbvWFpFfYuB3ueOIzgF/jgt/vCor+cfS4+elzEhH3wu31h0V9um4ddv983hAkLh/7yunx88Nt9CH6BPU8cDhnoQESK7fzNXnxj6Ayc0PjQRPnwhP4tCYJArUSYGlRNez+9Nre0Eahtt+HwhA4FgV55uKLB4yZHh98J+GnILhsT1oRSrZFV9OroG8SEST9vDmsb3Q4tdrs0kqmuro7y8vIhhmE4NTc309ZSj88l/TvxuPpx9LXidvRIen0eB46ac7h27pT0+ltaxTV070gTKISeHmyvvILj9delvQ4HthdfwvaSjF1sHg+251/A9tzz0l5BwPbsczjel8aaAfQ/8yzeL8mrSrF1N3D6PXl0hNPvlckupC59twyjzP670++WkZAjr/et9L0yERMm4zTObKkAQV5Z8dntFegj9WHD1KDKP6wmJiMKV7/0vapqXx2Tp08KG5AGVXekkbJdVfQ2SRNJmkvaKP+whs7qbklvR1U3FR/W0HxamtrR22Sl7MNq6o5KXxP2Lge1hxokdyJPaHxpItRN6N+S0+PD5pIXvjr6nNjd8hru263OgDV0YY8rMUo4Up39LvyCEHKTxacll036Zg0DmDCrPJyXIPjGgPMS6OlskrYNqKKiQra3vq6a5Ch5XodVPobIXl8hO3Q43no7YA1dWO877yLI7JByvr9l1A7dkN7t2/G3yENeOT/4AF+1PGSaa/du/Heukee1d9EsE9HVeEIecgtEfJQ+MnxdzKA6Krtwy/ww19tkpf6YvOvS1mmn9rC8wOqyuqmVifPyOr1U75WH0vJ7/VTuqZXlRYDK3TK9QOVH8hF65WPwVn5UI5sc0niieSLUXWSaCHUT+rc0ForMWLxjWerpH+OyUEFATj/vBdZYznkMCKAxIbouDIZoTMiiMZzD+fUsYa1eeYEOAJkjwmM9riAzVIrncIHOdyyvozHgo0S//N/HWKbx/GGmMf+dc7hg3rH8bGPwjuk5G4v3Av1sExofmlhTN6F/S3qNCrXMuhCLQY02SA1AUK9eg1FGS/ug16KXh24yalWoxkG9iVorD8cECtS6MaC/ZOPHQG+Uj/OKi5OPFoqJlo9Y0ozlZ4uQf1zttCL5x50mv1VeU1gIKnnXpaagAPTyRrPUeXkoLPKeC3VubsBO57DnoDNhSZR3TUSnRhIdorLkfFkSzQG7LsPJEKUnJk3ecbVGDTHp8o6r0qqIkYmxUigVxE6Rj4SSiyobL974sRw3U743WubvbULjRxOhbkL/llRKBSmx8gJKRpw5oNoknNLi5XvT40zyjxsnP/RcSBmj5OGY9OY4LDEyMWHGGCwx0sgtAI0+gqycAlQyAkp0dDSzZs1CI4N5ajabmZJdICt0KFUaLLFTUKn1kl6FUoV5+jzUuTJwUzod5vvvQyOH/6pSYbnnHnTLlkp7AfPdd6O/ZJ087+c/h/Hyy+V577wT43XXyvKabrsVY6S868cYNZmCS+ThvAouySFfrvdS+d78ddkUXCoPE5a7KlM2Jix7aQZFl4UnRAwqY34q0y+X502ZmcSMKwuC9tudr4Spccy8thCVRvqtNDotklnXTUNjkPE6SjBRfEORrCluQ6Se2TcUYU6QvgdqjRpmXz9NVnhXaZTkrpSmyExofGki1E3o31ZWollyBC7WrCMhUs+UeDP6IEWcIxVl1JAUZSAtzoxRJ4GE0muYHGMkJcYoOVpn0qllh78LLa0+Ar0lPGJJoVBhiZuCWmuSfhNXKLHETUGl0WOSZMUqiIjPQq/XM3PmTIlzUDBv3jx0Oh3FxcVhvQDz589HpVZjiZN+M7DEZaFUqWThxyyxU1CpNEQ88rAkUsxy372oYqKJfPg7kkgx8xc+jyo5iYhvfUsSKWa85WY02VlEPPh1FKbw15HhisvRFhVhuf9+SaSYbvVqtAsXYP7yl1BKjIhqFy5Ev3oVpujUgK7BYNLoIzCYE8i/JJuIpPCjgDHpUeSszCR3ZabkSFlksoX8ddlkLU6X3ABhjjNSuHEqaXMmkzQt/PVuiNQz/coCkosSSZNg0OrMWmZdW0h8dixZS8J/kNHo1RTfWERUSiR568Lj61QDNAVzvIkiCaSYUqVg/m0zMUTomXlteKSYQqlg/u2z0Jm0zLlJehR5/u2z0Og1zLt1pqR37q0z0Og1zL9d+kNM8Y3T0Rq1zL9jluQSlJnXTgvo7JuQPD3++ONMnz6diIgIIiIiWLhwIe+9996n9vgToW5C/7YMWjULc+IxhQhgCRF65mTFolAo0GlULMyJxxKkCR0gzqJjXnYcKqUCrVrJwpw4IoM0oQNEm7TMz4lDrVKiVimZnxNHdAhYdqRRw4KcONnTv5+GoicVYIgI3gOlVGuJTZ05NJ0amZiLMWpycK9KQ+zk6UOYsIj47IFgN/qurVCqiZlchM4o0hRmz57N7Nmzg3b3aTQaVq1aRXq6+KZZVFTEvHnzUCpHP4dqtZrly5eTlSUGNFNUMpEJuRCESIFCSWRCLqaB0UpDRCJRk/JQBGt5VyiwxGUNBVXD2jVEP/bH4FOVajWWB76G5esPAKBbvIiYp55EERUkVKlUmL/0RSK++wgA2tmziP3708E5rQoFpttvI+r//ld8XvLziX3+OZSTEkd7AeN11xL9m1+Lp5Q5hbiXX0QVhBwBYNh0GTF/fhyFQoF68mTiXnkJ1ZTgPF79mjXE/u0vKFQqVGotsamzQk7ja43RxKbMQKFUojPr2PQ/a0JO503Kj2fjD1ej0avR6NVs/OFqJuUHL56Ny4rhsh+tQWfWodKoxC6zGcGv4Zj0KC778VqMUQaUKiWXfncFaXODX8ORyRY2/XgNlnixeHzNQ8vIXBw8rJkTTGz80WoiB0gYKx9YRO6q4OB5Y4yBDT9YTWyGeL0v+dI8CtbnBg00+kgdl35vBYlTxWA9/45ZIioryIidzqJl3cPLSS4Sf/biG4qYfX1RUJ6q1qhh9TeWkD5XvAaKLs9n/u2zUAa5F6n1apbfv5DspRkA5K/LYfEX56IKshRFpVWx+ItzyV8njphmL81g+f0LUQe5tyrVSubfPouigdHK9LkprPnm0qCUCaVKwezriyi+Qf4ShgkNKyUlhZ/+9KccPXqUI0eOsGrVKq644gpOnw7dM/pJaqJ8eEKS8vkFum0ufD4Bg05NRIjpA0EQaOl1UNchUiUMWhVZCWYiTaM/7QmCQHufk5oBqoR+gBARbQ7u7bS6hqgSOrWSzAQz0UGwYoIg0N3voqqtX8SEDdAkYi2hEWT/aXnddvq7avG47SgUSowRSRgiEoIiurweBy31FfT0dqNWqUianE5EdPIQk3SkfB4nLY0V9HR3oVQqSUpOIzJ2clCcl91u58SJE7S3t6NQKEhPTyc/Pz/olKvD4eDUqVO0tLSgUChISUmhsLAQrXZ0oPb7PHS21tDeJu4CjU+YRGxiRtDpWb/Pi62nAZetCwEBrT4Kc0wqKnWQ49ps2N76J876ShD8aKMSMF91DapgOC+HA9vLr+B4V6RKaKZNw3LPPaiSk0Z7XS7sr7+B/Y03we1GkzcV871fQZ06evRT8HhwvPU2tldfA6cTdXYWlq98BXXm6FAmeL043ntPRIrZ7KjS07Hc9xU0QXBegs+Hc9eH2I4dwO/1oNYbMa/dgLZw9No/QRBwWNtpObUbt60PQ3QCk6YtQWcIgksTBJpPt9J64ix4XaAxkDQ7j8Spo5F0giDQcqaN02/vwNnTiS4iioKNq0kuCo7zaivroOStHdg729CaI8lfv4qUmZODBqKOqi5K3txJf3szGpOFqWtXkD43Pai3u66Hk2/uwtpSj1pvImfVcqYsnBIU59Xb1MfJ1z+kt6kGtc5A5vKlZC3JCYrzsrb2c+KN3fTWVaLUaJmyZAk5K6YGxXn1d9g48fppOqq6h2gSU1dnoQ7yIdbe7eDEG6UiJkylJH1eCgXrsoNOuTp6nZz85xlazrSjUELqrGQKN+SiNY6+3p1WFyWbz9F4SnwdTS6aRNGmqeiC3C/ddjen3y2j/lgTgh8mFcQz/fJ8DJGjlzl4HB5Kt1ZQe6gBwecnITeOGVcVBJAyLnb5fX5aStuwdzswRhuYVJAQ9Pq5kIqJieEXv/gFn//85y/4Y02EugmFlM8vUN7cR12nLaBeJNKoIXdSBIlRwy98/wDOq7ZdDFODijBoyJ5kCeiGEwSBylYrNe02nJ7hihOzXk12oiVgjZ4gCFS391Pd1o9jRB2KUacmK9FMWmwgUqyuw0ZlWz/2ETUrBq2KzAQzGfHmcRfsnLZOrB01eJzDHXAKpRpjZBKWuMwARmpzczNHjhyhuXm4ekKj0ZCbm8vcuXMDQlVbWxuHDx+msXG48kGtVpOTk8PcuXPR64dv8B0dHRw+fJj6+uHKB5VKRVZWFvPmzcNoHP7ddXd3c/jwYWpra4d2ViqVSjIzM5k3b14AUqy3t5fDhw9TXV095FUoFEyZMoV58+YRETHMHPV6nFjbK3H0twXUlujNcVjistDohq8Jn9dFX3uVWIcyYkeszhRLRFwmmhFIMV9XN30//RmON95AGNHJp1u2lIhvfQvt7OEpK7/VSt/Pf4H9lVcR+kdgrBYuJOKbD6JbsGDYa7dj/eWvsL38MkLP8O9OO2cOlgcfQL98+dDXBJeLvt/8FvvzL+DvGkZTaWZMx/LAAxjWrR32Cn76O2ux9TTi9w3XgKh1ZiyxGRhGTNn7/T7Ovv1Xyt5/HkfXcDVMREoWBZd/gSnLrxxxXAF6yqD7HHhH9EpqzBCdD5FZAa+jyu2vcGbzX+lvGa72MMVPZurGO8i99NaA11H1h29S+s+n6GusHPqaMXYSOZfcQt6muwKu4br973H69T/TUzdcvK2PiiNn7Y0UXPlFlOrh8NN49ANKXnuMrqrhomedJZqsNdcz7ZqvoNIMX+/NJ/ZS8tof6Sg7Nvy7MEWSufJqiq6/H7Vu+F7VVnqYU6/+gbbS4dJitcFE5vKrmH7D19AYh6/h1nMdHHnhBA3Hh19zar2anOVTmHfrzIDpyY6qLg4/d5y6j5uGNrertCqyl2Yw77aZAUGpu66HQ8+doPZww1AZslKtJHNxGvNvm4V5BFKst9nKoWePUXOgfmiHslKlIGNBKvNumxWAFLO22zj07DGq9tYN7VxVKBWkz01h3q0ziB6xucXe7eDQs8ep2F2Db/DeqoC02cnMvXXmmDZUjFdV7a9j35NHxO7DAZlijSy6ew6ZCy98VYvP5+PVV1/ljjvu4NixYxQUFFzwx5wIdRMKKp9f4LAE+mt6WjRpcSZZ6K+ClEgyEyyy0F+DSDFBECTRX4NIMYDShh6q2kKX3g4ixcZLsLP3tdDTXBry+xp9JLGpM1EqVdTU1LBt27aQFRWxsbFs2rQJrVYrif6Kiori8ssvR6/XS6K/LBYLV1xxBUajkY6ODjZv3ozbHbxzbCRSrKenh7feegunM/g1MRIp5vU46Kg7it8b/LgjkWI+r4uOuqP4PMGPq1CoiE2didYQKY3+0umI/fvT6JcukUZ/qdXEPPkEhnVrpdFfI5BigstF5x13hSVFRP3i55huvkkW+isiPgdzTCqC38/+Rx+idu/mkN6i6+9n2jVfEa+ZtiPQG6ZrMDoPRbwYcI899wvOvv3XkNbsNTcw5wvfR6FQUPLaHzn16qMhvemLL2PhfT9DoVRy9p2nOfbMz0J6J89ZzZIHf4tSpaZyx6sceuK/Q3oTixay/Dt/QqXWUrP3HQ784dsh63Hicmex8nt/Qa0z0HBkJ3t+/TUEX/DrPTojn9XffwaN0UzDiWbe/58PQpIiRiLFWs628873d+B1hngdJZq54qfrMMUY6ajq4u3vbQtJijDGGLjyp5dgSTTT3dDLW2HQX/pIHVf8n4gUk0J/aU0aNv14LXGZMdg67fzz4a1YW4PfL9WD0/AXMf+1an8d2376Ucjvr/3OsgsW7E6dOsXChQtxOp2YzWZeeOEFNmzYcEEe63yNnwVGExpXqm6zSpb6nqrrxuH2Utdhk0R/lTb00u/00Nhll0R/lTX30WNz09rrlER/VbX102F10mF1hg10gKzz/LTk87rpaQnNfQXwOHvp76zB7XbzwQcfhO0c6+zs5PDhw3i9Xnbs2BEW/dXT08OBAwfw+/3s2LEjLPrLarWyZ88eEVn0wQchAx2IU7gffSTeRHft2hUy0IGIFNu1a5d4Pi1nQwY6EAuYBzFhva1lIQMdiAXM3U2nEQSBvh/9KDz6y+Wi+977xJG0n/8iPPrL66X7/q/i7+/H+rvfh0d/+f10P/gNfF1d9D/1F0n0V893Hsbb2IS9p0kS/dXXXo7HZaNm7+awgQ7g1Ct/oLPiFNgawwc6gO6zCPZWWksOhg10ABXbX6bxyE46K06FDXQAtXs3U7N3M32NVWEDHUDjkR1Ubn8FW0cTh5/6YVhv66n9nHvn77j6ujn4+CNh+w47yo5R+saf8Ths7H/02yEDHUB3zRlOvvw7vG4fO361Jyz6q6ehl/1/O4rf52fHL/eEDHQgTvfufeIwgiCw89d7w6K/7F0OPnpMZNnu+t3+sOgvZ6+LD363H4AP/3ggLNnCbfOw89ci8m/vk4dDBjoQC5h3/GrPmDrtxpP8Pj/7ngyP59v31JEL9vNNnTqV48ePc/DgQe655x7uuOMOSktDf4D/JDVRPjyhUZKL/hIQsVstvfLa+GvbbXTbZWLCOgKnW6WOK3e4uba9n0lR//n1IvbeZllluvbeJhranXhklNOWlZURExMTNkwNqrKykuTkZPr7pXFetbW1VFVV0d0tTcFobGykqqqKtjZpikFbWxvNTXUIdunjet02nNY2nP3SxAyf14mjpQb7W29Lev2dneIauldelfQK/f3YX3kV+wsvSnpxurC/+BK2Z56V9vp82J5/Htd1y6S9gL23kfItL8jylm97ifmb5NEn6CmnfKv08wBQvvVFDNHhd7MOqmLri3RlyVt0X771RexdrQh+6dd+xbaXEfwCfo/0PaVi52voImPxOqTva9Ufvokx5UqcvdKkmsrdNUyekUR/u/Rxaw42ULmnlu56adxew/FmqvbW0lYmTZNpK+ugcl8tjSek6SXd9b1U7a2l5mCDpLe/zUbd0SYy5gXf5DOe1VLaFjDlGky2DjstpW1Dm10+SWm1WrKzxZ3WxcXFHD58mN/97nf8+c9//sQf63xNhLoJjVK/0ys7ULX2OegP8wl1pNr6nLKRYm29zoC1eVLHlat2qwtBEP7jU7Aue6csn9/noaNVHgrJ4/FQWVkpbURc6yEX/SUIAmVlZbK8AOfOnZM2DaiupopUmZ3C9j55yC0AR30FuOTh4+xvvhmwhi7scTe/g79T3u/O8d77+Bqk3zxhABN2hXRlDIDT2kFn+QlZ3uYTu2F1+LqNIdmaaT6+R5a15dQ+dBHy1lx1lB3H2dslbQR6GyqCbvoJJlt7Iw1Hdsjyuno7qT8gj63rcfRTs3cfIP3hz+fxU76rStZxBb9A+QfycV7ndsp7LQOU7ZB3DuJxq4bW8Ump/uOLM9TZJWaDxur7d+X3+3HJvB/9u5oIdRMapbFgt8ZAhMI3Bk7Y2M5hjHgjAYI0D3yqkntTBXFKUa7CTbt+Wt6xYMLE48r7ZYwFKTaW5wyXvNFjAMEl/wOEMJab+Bi8ckaxBuV3j+EcBB++MNPggV4B/xjQZn6v/PPweuR7x/Lz+WSM6AUeV96Ivs8j//fhdctHvPncY3gdjeEcLpR3PEnu7t0Lscv34YcfZv369aSlpWG1WnnhhRfYtWsXW7bI+1Dx72piTd2ERsmgVSOXpGXWq2Vjt8x6NRqZW8lNeo1kSfHI45pC9N6dL71mvGDC5N9MdAb5KK2YGPk71saDNyoqWrZ35A5YKanNUfK9efJIAwCavDzJ8uMhb24uBKl5CXoOWVnBe/qCeXVmtJYoWV5L8hRQG6WNANoILEnyiCTG2CQikjPkHdYShSU5eI/c+VLrjUQky6MYKNUaIlLClwkPSqFQEpkqj4ABEJkmn6QgF2sGEJMh/3qXi0Ab8zmkyz+HqMkR0qZxqEkFCZhiw1/3pjgjkwrkLSEYi9ra2rj99tuZOnUqq1ev5vDhw2zZsoW1a9dK/+NPQBOhbkKjpFUrZa87y4g3MzlG3ptGepyJVIkX2kivfPSXfG/6OCFKmEIUCZ8vvTmO3KnytsEnJSUxY8YMWd64uDhmzpwZtEj4fEVGRlJcXIxags4AYDKZKC4uRidBZwDQ6XTk5E1DGaSH7nwpFCrMMVNQaeRclwrMubPQFMlYx6VQYLn3HrQLF0h7AfMX70a/ZrU87+fuwrBR3o430623YIgIXmY8yhs9mcwVV8vyZq++HiJlBpTILNEvQ1mrryNrjUzvymvIXnODLG/G0k3krrtJljd1waVMXX+LLG9y8QryNt4hy5tQMI/pVy2VNYAclxXDrOumBS0SPl+RyRaKbyxCrZMO76ZYI3Numo7OLP3a0Fm0zLl5BsYY6deGWq9mzg1FRCZLf1BUqpVMXXVxYsKUKiWL7p4T1rPoC3MuSF/dX/7yF2pqanC5XLS1tbF9+/ZPLdDBRKibUAjlTIqQHNGKteiIs+jISrSgkZjPjDJqSYwyMCXBgk7iBmgxaEiONpIRb8IQpEl9pEw6NSmxJlJjTSGJFoMyaFWkx4+PUKfRR6AzhUdCoVBijs0gJiZmaNFtKCmVSubMmUNERAT5+fnhD6tQMHfuXEwmE0Uygs/cuXPR6XSSSDGAOXPmoNVqZSHFiouL0Wi0RMRJj+KYY9NRqTWykGLmmFTUGh0R3/4WSIRW0223ok5NJeKb35BEihmuvgrN1KkisUIfPrTq161FM3sWlvvvk0SK6RYvRrd0KeaYNBTK8Oeg0UegN8cxdcPt6CPDXz9RaVNJW7wBonKkR+s0FojIJHPF1ZKjdca4JHLW3kj64o1EpYXntOoj48hdfxspc1YRmz09rFdriiTvss8xafoiEgrnh/Wq9UYKr7yb2JyZTC5eGdar0ugovPoeotJySV+yKaxXqdJQdN19RCSaJZm5CqWCubfOxBRtHCI1hNO8W2eiN+uYJYEUA5h7ywy0Ri3FN4Z/zgCKb5iO1qBh7i0zJb2zrilEZ9HJwo8VXZ6HIUqayzxelbkwjbXfWTZqxM4UZ7ygdSb/aU301E0opLr6XRyp6gwoHh5UfISO2VNih6ZTe+xujlR2BpQJDyrGrGVOZixatRjQrA4Phys7sAfZjBFl1DInK3Zo6tXm9HK4soP+IBssIgwa5mbFYtCKb4QOt5fDlZ30OUav9THr1MzNipM9TftpyO/30dNcGnRHp0KpJiZ5GjqTOJXp8/n48MMPg25uOB/n5ff72bNnD2fPjq5MUavVLFu2bCgkCoLA/v37KQlS56FSqVi8eDF5A9OTgiBw+PBhTpw4MapeRalUsmDBAqZNmzbkPX78OEeOHBnlVSgUzJkzh5kzZw5tWOnvrqevrQKC7GM2x6Rjicsc8tp7m+hpLQu6e9gUnUpEfPaw95//pOcb30JwjF4QbbzlZqL+739RDIQ5x9ZtdN//1aCbJgxXX0X0L3+BYmAE0vnRbrruuSegeHhQ+vWXEv2H36M0iCMnrsOH6frCF/F3jN7JqFu5gpjHH0M5gD1zO/voajwVdA2a1hBFzOSiIRpHb305H/78K9jaRm/GiM2eztJvPYohSuwZE9xWaPoI3H2jvOiiIHkZCo0YPm0dTXz083vpqR19/UQkZ7LsocewTBKvNUdPO7t/cR+dFSdHeU0JKSz/9mND054uaze7f/VV2s+MrpowxCSy7Ft/JCZTpGZ47P3s/d2DNB8fXQeji4xl6YO/Jz5vNgBep539jz5Ew+Hto58zcySLv/ZrJk1fBIjr6g7+6XvU7hm9M1ptMLHo/l8MhUSf18+ePx/i7NbRrzm1TsXy+xaSvSwDENfI7v/rUU5tPjvqElZplCz58jzy1gy/5g4/d4Ljr58etbZWqVay4M7ZQ9xZQRA4/o/THH7+xCivQqlg7i0zmHlN4dD1furtsxx4+uOh4uGR3plXFzL31hlD3rPbK9jzp0Oja1sUUHRZHgs/VxyU8nGxaTwQJT5NTYS6CYWVzy/Q3G2npdeJz+/HoFWTFmsiKghj1e8XaOlx0NzjwOvzo9eqSI01EW3Sjtpt6hcEWnucNPfY8Xj96DQqUmKNxIZAf7X1OWnsEr1ajYqUGCNxQdBfgiDQbnXR2GXH7fGhUSuZHGMkIUL/H9/xGkoepxVbbxM+twOFUoneHIfekhjQxD+orq4uTp06RVdXFyqViszMTHJzc4Miunp6ejh58iSdnZ0olUoyMjLIz88P6u3r6+PkyZN0dHSgUChIS0sjPz8/gDwxqP7+fk6dOkVraysKhYLJkydTWFiIwTB6+sdms1FSUkJLi7hzddKkSUybNg1TkNErn9dNb0fdEFIsJiaO6MQM1JrR5+D3ebD1NA71umn0FszRaUHXKvp7e7G9/jrOCrHrThMZi/ma69Fkjx718w/Uljg2b0ZwuVDn5WH54t1opo4ekfI7HNhffx3H628gOJ2os7Iwf/FutNNGj8QITif2ze9gP34Iwe9DpbdgufwKtEFGPwXBj6OvDXtvk+jV6DFFp6I1RI5+HXk9NBzZSeWOV3H192KMTWTqpbeRUDgvyGvDj9DfRG/ZPlzWbvSRsUTkLEJhGo3+Evx+mk/spXzrCzh6OtBHRJO99kaSZy8fdV0KgkDb6UOce/9Z7J2t6MyRZK2+jpS5q1Gq1KO8Hec+5ty7z2Brb0JjtJC56mpS568bhYMTBIGuylOcfefv9LfWo9YZmLL8CtIXbUSlHT1S2lVdyrl3/k5fUzVqrY60JZuYsnRTAE1iUD11ZZx99xl668pQaXSkLryEzOVXoTGMvi57GnqpeO8AnsYzKFRqLDOWkL26AF2Qe2Bvs5Xy9w7iqS8BpQpzwUJy1hYFkCcGZW23Uf7uYdw1JxCUSoy5c8m9ZGbQ0TFbp52Sd87RXCKSQ5KmJTJt49Sg68YcPU5Ov3uOhhPNCIJA4tR4ii7PxxJklsLZ56J0Sxl1RxoR/ALx2XFMvyKPiEny1/FOaHxp/AxbTGhcSqVUkBJrCkB3hZJSqSA5xkiyjDV2SoWCpGgDSTJ2HykUChIjDSRGyvMmROhJiLh4pg00egtR+vDTWADt7e0cPXqUurphdFNvby8Oh4NZs2YFrHnr7Ozk6NGjATivnp4eHA4Hs2fPDgh2PT09HD16lOrq6qGdq93d3UPekcGur6+Po0ePUlVVNbQjtqurC6fTyezZswOQYv39/Rw9epSKioohb0dHB06nk+Li4gCkmN1u5+OPP6a8vHyok08Mrc0UFxcHIMX8Pg/Wjmrsfc1DO0E9TiuCz4M5dkrAhgq/z4vV1Y59SRbCInF0yYsCwWDH4upHoxs+B7/DgfXRP2J/4cWh2hLPyVMInZ1Yvv4A2hHrFQWXi/4//Rnbs8/ibxU7+TzHT+Dv7MTywNfQzZ077BX89Ntasc+ahK/okoFzAMEoYLF3ozNGj/AK2LobsfXUD5Use1xW/D435pgM9ObYAG/lztc49+4zWJtrxN9bVQnO7nYKrryblLlrArzVu97k7DtP01s/XMgcnZFP/uWfJ33xRkaqdv97nH3rL3TXnBn+HXW24O7vZcryKwNCYOORHZS++WTAaJ2towmXtZvsNTcEeJuP76b0zSdoP3t02NvegLOnk6nrbwuoM2k9fZDSN/5Ma8mBoa/1t9Xj7O0k77K7AgJj+9mPKXn9cVpODFeyWFtqcfW0k3/F3QFIsc7KEk7/4zEaP941hKTra67G1dNBwVVfCgyBLSeJ2vtD5jT9E/CBDzgTA/rPwbL/Av2IjQTtZ4nc+0PmNPwDBI/oLYsE4x2w/PtgHLGBqKsKy+4fMLvuFRBcorfSDHtugxXfB/Pw+sr+DhtHXzxJxUc1eAdmNzqru3H2Oim+aTrmEeuE7T0Ojr50ivIPqvAMVE11VnXjsropvmk6EYnD17vT6uLoyycp21mF2y6+5jqqunFanRTfOJ3olNH84AmNf02M1E1oQheBGhoa2LJlS8hqkcTERDZu3IharaalpYV33303JCliJFJMCv01EinW3d3N22+/HbLc2GKxcPnll2Mymejr6+Ptt9/GZgteymoymdi0aRMRERHYbDbeeustrFZrUK9er2fTpk1ER0fj87rprP8Yrzt4sehIpJjf56Wz/mM8ruAddCORYn67nc6bbglNitDriP3b39AvWyqN/tJoiHniTxjWrZOF/opKKsAYMQlBEOhpLhWZtiEUmTgVU9RkcQrvyR9QueOVkN5Ztz9E3sY7ATj27M85u/lvIb1F193HtGvvBeDUq3+k5LXQpIi8TZ9j1q3fAuDs5qc59mxoUkTW6uuZe/cPUCgUVOx4hcNPfD+kdyRSrGbPZg48+lDIGpuRSLGGwzvY+5uv4/cFr1hJLFrI8of+hEqjpeXkPj76+VfwhahNGYkUo24fPLsOPCGKhSfNgjs/AH0kNB+Dv68CZ09wb1w+3PURmOKg/Qz8bTnYQxRpR02Bz+2BiGT6Wvt56+GtIYt0TbFGLv/JOiISzZLoL32kjsv/dx3RqZE4+py89fA2ehqCFyFrTVo2/XjNZ4L/+v+bPrsTyxOa0GdEHo9HEv3V2trKkSNH8Pl8bN++PSz6q7Ozk4MHDyIIAtu3bw+L/urp6WHvXhEttHPnzrC0CqvVyu6BoLNr166QgQ7EadkPP/wQgN27d4cMdCAixXbu3Cmiv9rKQgY6EJFiXU0lore9ImSgA7HLrqvpFILgx/rLX4VHfzlddN3zFXE077HHw6O/PB66770ff08Ptu4GSfRXT8sZfF4X9t7msIEOoLf1HF63nfoD74cNdADHnvkZ3TVnaTr2UdhAB3Dq1UdpP/uxOOIVJtABnH37rzQd3013zdmwgQ6gcscr1B/YgrWljiNPhkd/1e7dTNWu17F3tUmivxqP7KDs/edx9/ey/w/fDhnoQESKnXnrKbxOO3t/+2DIQAciUuzUq4+C1w2vXhc60AG0HINtD4llna9eHzrQAXScgfe+Ko4M/uPm0IEOoKcaNn8JgA9+uy8sGcHWaWfX7/YB8NFjB8Oiv5y9Lnb8SkT+7X3icMhAB+C2udn2891j6tOc0PjQxPTrhCY0zlVZWSmrjfzcuXPExMRgt4fH4wCUl5czefJk+vqCLJw/T9XV1dTW1tIpg6RQV1dHbW3t0Bq6cGpubqauri5gOjmUOjs7aW5qADmYMI8Dp7UdhwwChd/rxtHVhO3llyW9Qk8Pjtdfx/asNPpLsNuxvfoa9tWFkl4EAVtPkywEGoCtp4kymZiwim0vYe+SR+Io3/oiwTaqBPVueUE2Jqx86wvEZBXJKo8u2/IC9s4W/F7pYuOKbS8iCAJel/T1XrHtZXQRsbht0oiuqp3/oKgwGbW1SdLLyWchcw10yaCzlL4G026EluPS3rJ36D51jJZSadxe8+k2ao80UndUmjzTWd1N7eFGqvdJv+b6mq00HG8mdXay9PlOaNxoItRNaELjXHJCD4DL5aI8HMB+hLxeb9DdscHk9/tlewHOnDkjbRrQWCDX1VXlTJHZFWrvbZJNoLDXVwTdxRrU+/qbQ2vopOTYuhXfMnmlu87+drxhRhUDvNa2oDtIg6nx6Ac4e6T5oQCNH38gywfQfOwjdJHy+G5tpYdxdMkLrD01Z4bWuUnJ2lxL/YH3ZXkd3W3U7X1Hltdt66XjwKvIIoJ67HDsr7KOi98DR5+Q50Wgf99rQPh6okGdeb9Mbh7nzJZy/D555trDDROh7iLTRKib0ITGucJNpV7s3jGhyrw+QB51YUxIMb/88xWc8lmRQpip6tHnIP95GIvX63bKfi58bpfsQCUIfrxu+T9fuCnzUV6X/OfYNwbvmI7rHgMT1CP/Z8MzluOO5WcbwzUhk78NDG3MmNDFo4k1dROa0DjXyJ2fUoqKirqovJGR8nfYWcbgVWtlorEAtWkMx5UogQ7wZqQjl2ur1hpRKOTdjtU6IxqTvGvCkpiGPkqi5HpA5sRUzImpsryG6HgiJskrb9WYIjBPkocfU2n1WJIyZHkVKjUWmagyGECmyZQ5aQwkhTj5mLmxeJXx8q+1qJQx3CPGsKt1otrk4tNEqJvQhMa58mSySRMTE2VRH0Dks86ePVtWd5/FYqG4uBiVSnqUzGAwMGfOHDQajaRXq9UyZ86coP1250ulUpGXX4QqSGfdaCkwx2ag1sqjh1imFKKdEx4pNCjz3XejW7FcnvfWW9Fb4mV5TVGT5WPColLIXH6lLG/W6uvIWn2dPO+qMXpXyfNmrrhKNiYsffFGctbK86bOW0PuJbfK8ibNXCobExY3dTaRq78uy0tCESz7Hsjh9kZNgZU/BLWMa9iUSMJld6I1yngdmTTMuXmGLPqDSqui+MYiLCOqTUJJoVQwdZW85QMTCq2f/vSnKBQKHnjggU/l8SZC3YQmNM4VFxdHRkZGWI9CoaC4uJjIyEhycqTB5YM9cQUF0lzZ4uJiDAaDLKTYYK/drFmzJL0zZ85Er9cze/ZsSW9RUREGgwFLrPRoiylqMmqNHosM/JghYhJqrRHLgw9IIsX06y9FO60QywNfA4nQqlu6FO28eVhi0kFiBE5ExsViik5DEaRweqTUOjN6Szy5629Haw4/4mJJnkL6ko3krLtJcrTOFJ9M1sqryVp5Dab48Guo9FFxZK+7kfSll0mOqmnNkUxdfxup89ZKIsXUBhP5mz5H0qxlxOaEZxirNDryr7ib+Pw5JBYtDOtVqjQUXn0PMZmFAd19waRQKJl27VcgNgdm3B7WC4ghLTIF5t4jz2uKgwUyAuPy/0ZjMjLzGumNNjOvLkRv0TH7eunX5/TL8zFGGZgjAz9WsD43aLnxRSe/D6p3wakXxf+OYfnCv6vDhw/z5z//menTpZ/vT0oToW5CE7oItHLlyiEM2PlSqVSsXLmSlJQUAJYtW0ZWVvDpI6VSybJly5gyRQxHCxcuZGoQWgKIQXHhwoXk5uYCIgO2sDD0m8ycOXOGQuKMGTPCjhrOnDmTGQNlvgUFBcwJM1JWWFjI3IEyX2NkEhEJOYSa1hS/L05bGSzxRCbmhfQaLAlEJYqjoPrly4l+9PegC8501a9bS/Qffg+Abu5cYp74Ewpj8Dc83dKl4vcVCjR6CzGTp4dkumoNkcSmiOgmjc5EzOQZQxiw86XRWQa8SswJk1nxyFMhw1pkag4rv/sUGr0JQ1Q8K7/7F4xxSUG95klprPzuX9CaI9GaI1n53b9gDjG1aoxLYuV3/4IhKh6N3sTK7/1lCAN2vvRRcax45ClM8ZNRabSseOSJIQzYqOfBEsWK7/yZiMmZKJUqlj/0OPF5wfnBGqOFpd/+IzFTClAoFCx58Hchg51aZ2Txg78lfqr4IWPhfT9j8pxVQb0qjY6F9/+cpOmLxS9sekLcrRpMSg1c/hTkXyX+/ZLfwKzPBfcqVHDpb2HGbeLfV/0Y5t0f3ItC/P5ASJx5TWHYYDfy+4Ubcpl7y4yQM/7TNk4Vvw/krspk0RfmhMSATV2TxaLPS/Obx71KX4ffZsDfV4pVMn9fKf699PUL/tD9/f3ccsstPPnkk0RHR0v/g09IE+XDE5rQRSJBEGhra+PMmTP09vaiUqlITU1l6tSpQXFe7e3tlJSUBGDC8vLyAqgPg+rs7KSkpGQIE5aSkkJhYWFQnFd3dzclJSW0tbWhUChITk6msLAQi2X0+pve3l5Onz4dgAkrLCwMupbOarVy+vRpmpqaEASBhIQEpk2bFvSG6PM46etuoKu9FUHwExkVQ1R8egAhYsjrdQ1UhnQAAhqdGVN0Clr96HVIvq4ubC+/gqvkOILfhzoqFvN1N6CZNXM0oqunB9urr+E8fgRB8KMyR2G+5hq080Yjuvw+71APneD3o9YYMEVPRmuMHu31+7D3ttDZWo/b48ZkMhOTmI7OGDPK63U7qd33HjUfvoG7vxdDTGJInJfP46b+0DYqd7yG29qFLiqe7NXXkTJnFUp1YJAcxI9V7HgVV087WksMWauvJXXe2gA6w+DP1nTsIyq2vYSjqxWtOZIpK64mbeGlqLWB16WIH9tD+dYXsXc0oTZamLL0cjKWXIZaH3hdCoJAa8kByre8IGLCDEbSF21kyrIr0BjNo7ztZ45QtuV5rE01qHR60hauJ3P5laNGNAVBoLP8BNXbnsHXUgoaA5EzNpC58lp0EUHefJuOwoHfQ+sJUGkhdxPM+WIA9WFILSfh4O+h+Sgo1JB9Kcz9MkRMHu1tPyN6Gw6Ko7lTVsHcr0B0xihrb7OVs++exFF1CgBDZhF5G6YTmTT6NWdt7efM+yXYyk6A4EefXkDehplEp45+zfV32Di75QzW0o9B8KJLyWfqhpnEZnx6IeSCqfR1eOVaRm8LHngNXf8aFFx9wR7+jjvuICYmht/85jesWLGCmTNn8tvf/vaCPd6gJna/TmhCF4kUCgWJiYkkJkqvvRoMUyNxXo4BqP306dMDkGKDYaqysnJo56rNZkOhUDBjxowApJjNZuP06dNUVFQM4bysVisKhYKZM2eiGzHS5XA4OH36NGVlZUMFx4O9eLNmzQpYS+dyuSgtLeXcuXNDnXx9fX0oFApmzZoVEC7dbjcnTpzi7NmzQz+TWq0mO7uTWbNmBYRLv9+HvacJe28Tfq943MGdmMrYjIANFYLfj12w4lg3Hd8qcXTSq1CgMGsxu20BgVEQ/Nj9fdhXFw7VlnhRoLCYULr60egtI7wCjr4W7L2NQ4/tdfeDQkChVKE1RAZ4y8rKKSkpoaura+jrqamtzJw5k6SkpABv/cGtVGx5nq6q04DINPX7vKi0uuERpwE1fbyL8vefo6PsuPiFujL8HhcqjXYIYj+o5hN7KHv/uYDqFL/HiUqtIXX+ugBv6+mDlL3/HK2n9g99zeu0o1SqSF9yWUAQbT97lLL3n6P5xJ6hnbZeez8KpZLMldcEeDsrTlL2/vM0Hf1gaAevu1+8JrLX3hiAFOuuOUPZlhdoOLwDwSdewy5rNyCQe+mtAUgxRXspcad+QVznq6DygB+oOgaxXeLU6EgGbWc5HHoUSl8B78BuX2uTmAsWfRM0I9aDdteI3pIXh3fE9tWL3sXfBt2IANbXCIf+CCefB/dA8XZPDSgUsOQ7YBgRqvrbiDzxE+a3Pw2anoEnMgpO3AmWh8E8oufH0Y3l5E+Z1/IX0Az0SnZa4OTtEPlwYLh0WTGf/Dlzmp4EzUDpdbcRTt4CkY8EDZcXjfw+eP9rBO95EQAFvP8A5F0BEkse/hW99NJLfPzxxxw+fPgTP7aUJkbqJjShz5ja29t55513QpIiEhMT2bBhAxqNRhL9FRsby2WXXYZOp5NEf0VFRbFp0yYMBoMk+mskUszhcPD222/T09MT1DsSKeZyudi8eXPIIuSRSDG/30dn/XE8zuAddAqlmtjUWWj1FgS/n87GE7jt3cG9ChUxKTPQGaOk0V8KJTGTp6M3xchAfymITp6GwRKPIAjs3r07ZCegQqFg5cqVZGdnIwgCx579OefeeTrEYRXM/cIPyF5zPSCN/pp120PkXXYnAGfe/hvHn/t5SO+0a++j6DoRKVax/RUOP/WDkFUoUzfeyazbvo1CoaBm99sc+ON3QlasjESKNRzezt7fPBiSFJG+eCML7/s5CqWS5pN72f3ze0OSIibPWcWSB38nBrvaPfD8enCH6ATMXAM3bwa1Thyhe2ZNaFJE6iK4bStoTdBWCk+vCE2KmDQL7tgJhijoqoK/LQNriLLguHy460MwxYvh769LRcpEMEVnivixiMlgaxfxYx0heiItk0VvTCY4ekSsWcux4F5jPNy5CxKk19yOS1XvEqdapXTHBzBlxSf60PX19cyZM4dt27YNraX7NEfqJtbUTWhCnyH5/X62bdsWFv3V2trKoUOHhjBh4dBfnZ2d7N8vjsDs3LkzLPqrp6cnABMWDv1ltVrZtWsXIGLCQgU6EEcHd+7cCcD+/fvDki2cTifbt29HEASs7ZUhAx2I/XTdjQOYsM7qkIEORKRYd9MpBL+P/q768OivgdDn93mx9zRKoL8EeppP4/O6KS8vD1vyLAjC0PPaeGRn6EAnmjny1A/pbaig5dR+SfTXsWd/RmfFKTorToYNdAAlrz1KS8kBehsqOPLUD8N2251752kaj+zE1t7Iwce/G7Yzr3LHK9Tsfgtnbyf7fv+tsOiv2r3vULHtJTz2fvb++oGw6K/GIztFTJrHCa9cEzrQAVRthw9/BD4vvHxNePRX/T7Y/rD48796XXj0V8sxcWQIxLVdoQIdiKFs85fFP795Z+hAB9BdJXpA/DehAh2Ij/mPm8U/v/9A6EAH4s/y6nWyewvHnfqbP1nfGHT06FHa2tqYPXs2arUatVrNhx9+yO9//3vUavWYujn/FU1Mv05oQp8h1dbW0t8vTSYoKysjJSWF7u7QQWZQFRUVZGVl0dYmTVKora2lsbGRxkZpZNGgr7a2VtLb1tZGfX09FRXSOKbu7m4aG+pROaRv2D6vE6e1HXuvNBLK7/Ngt7Zi72mQ9Ap+L/a+FnlewY+9t4nTp09Ln4Pfz5kzZ+jf8pys45ZvfQmHbEzYC8iduCl//3kMMQky0V/PE5tVFDakDR13ywvYO1vxySg2LtvyAn7Bj8chfb2Xb32RvFQNSpsMGsjRJyBxBvRKX5ccfxqy1kK7DDJKyYtQdDM0HpT2nn0TqnaIIVNKVdtF79k3pb2NB6Fiq3guUmovheoPIDP4xpJxLXPwTUH/sm8MWr16NadOnQr42l133UVeXh4PPfSQrGqof0cToW5CE/oMSU5AAvB4PLIRXX6/X1bgAHE0qaSkRJYXoKSkRHaQKC0txe+XR0eorCwjJ0neRIS9t1lW4ABw9LXg80pzeEVvq2ySgr2vjfZ2eSitmupqfCUHZHkbDu/A2SPvuA2Hd8jygYgfk1tq3HpqP/ZOecGys+KkLO4rQF9jJXX73pXltXc003PoFWLkmeHYX2QdF7cVjvxZntfnhsN/lOcV/OL6PLk6+Afx38jR4T+K5yJHZ9+8OENd+lKISBGnr4Ouq1OI309f+ok/tMViYdq0aQFfM5lMxMbGjvr6hdDE9OuEJvQZ0uDmhU/aOxb017g4rmcM6C/hwiC6xnJc/xhQZWN6Hlx22efsdTnwOuWFUMHvwyPTC+B1hp62P19jOq5D/nHHcg5hp2j/Ha9Mvq/oDb184d86h7F4PWN4zsaTlCq49HcDfzm/tmXg75f+9oJskvhPayLUTWhCnyEFqxUJpbEgusaCKrtQxx2LdyzPg0ojTbT4V7zqMXqVEuXHg7JEWFAb5NEyTPHJ6CJkjU9hikuWLB4elC4iBlOcPK/aYMIUnyLLq1RrMCcEqf8IIoVCiSlBHtYMwJggD1UGQLR8RBcxY0CKXTDvGM43egzHjRzDczbeVHC1WFtyfp1MRMoFrzM5X7t27fpUNknARKib0IQ+UwpVJHy+oqKiZFEfQJw6KC4ulhU69Ho9xcXFAZUpoaTRaCguLg6oQQklpVJJcXFx0N6886VQKMgrKJLNfzXHpAdUkIT1RqehNcrr8DJFTUZvlsldjU4hM1MekikvL58pSy+X5c1aeS2ZK+W9eWWuvIbMldfI9mavulaWd8qyK2Tjx9IWrpeNFJs8ZyW5l9wsy5s4bQHmZffK8pI8F5Y8JM8blwfL/gtZjN+IVFjxA7HrTkrGOFj5P6CREd61Zlj5IzDESntVWljxQzHYSEmhhJny0GrjVgVXwwM14i7Xa14Q//tA9aca6D5tTYS6CU3oM6To6GhZ4WD27NlERETICoGzZ8/GZDLJQorNnDkTo9EoC4tTVFSE0WiUxasdLEKWgxTLzc0lIiICc2yGpFdvSUCjM8nCj+lMMWj0Fiwyjqs1RKI1RmOOSUfqDV+jM6M3xzJjxgzJRdRRUVFkZmYydeMdkqN1pvjJTFl2BTnrbkZriQrrNUTHk7X6WrJWX4chOjyvVmuJIveSm8lYfgWm+PCjahqDmakbbidt4aVYksM/xyqtnvzLP8/kOauIysgP61WqNORfcTeJ0xYQNzX8NaFQKCm86ssweZ5YBiyl5f8lVnkUyAiiy/9b7HMLRZMYqWXfg4hksWBYSku+I/bPLfqGtHfhg6J3yXekvXPvhYikgSAqoZl3QdRFPFI3KKVKrC0pukn872dwynWkJkLdhCb0GdOKFStISwuOeQIRDZadLU7XLFmyJGwInDNnDvn54hvsggULhpBhwTRjxowhPmxxcXHYEFhQUEBxsYghmj59+hAyLJhyc3OZP38+APn5+WGRYpmZmSxZsgQAY8QkIuJDc3B1pliiJok/m94cFxYppjVGE500DYVCgc4YTVRSgVgUG0QafYSIBlMo0BoiiU6ehiIE/1WjMxMzgP6KjY3lkksuQROCKxsVFcWGDRtQq9VYJqWz/KE/oTUFn+o2J6aKmDCjGVNcEisefhJdZPCRHGPsJBE5FhGDPiKGFY88hTF2UlCvLjKWFQ8/iTF2ElqjhZXffQpzYvApUK0pkuXf+ROWSemotXpWfvcpIiYHn/pTG0ws/dajRKXlolSpWfHwn4kOEexUWj2Lv/4b4nJmoFAqWfatR0OyYpVqDQvu/zmJ0+aLv69rXxbJDcGkUMGmJ2HqJvHvVz4NORuDe1GIaLCim8S/bvxj+BC48n9ECgXA2l/AjDAjYIsfEoMawPLvi0EslObeK3pADICLw4wwzrgD1g7U1cz5onhOoVRwnfgzTeii02eifNjnduHobkOhVGKInTQKjxPg9bpxdLUBCoyxiQFN4+fL7/Vg7xK3wBtjEkahdCb078vl8eHx+dGpVWjU4T9juL0+3F4/WrUKraTXj9vrQ6tWolWH/2Tm8fpxeX1oVEp0ms/GpzhBEGhubqa0tJSenh6USiWTJ08mPz9/1No0QRBobW0dQooNYsIKCgqIiooadey2tjZOnz49tFszKSmJwsJCYmJGr93q6Ojg9OnTtLaKXW2JiYkUFhYSFzd6WrKrq4vTp0/T3CxWkcTHx1NYWEhCQsIob09PD6dPn6axsRFBEIiLi6OwsJDExMQgKC0Htp4Gejrb8Pt9mCMiiYhNQ2uIGu31OLH1NNLb1YLP68NkiSAiNg1dEJyXz+vC1t1IT1czXq8Ps9lCRGwqOlNsEK8be28TPZ3NeDwejCYzkbGp6M2xowKf0+mkrKyMiooK3G43ZrOZ/Px8MjIyRo3kue1Waj78JzV73sZl7cEQm0jWqmtJm38JKm3gtLbHYaN2z2aqPnwDV183+qh4MldeRfqiDah1gev/vC4HtfvepeqDN3D2tKOLiCZz+VWkL70MjT5whNDndlF3cAuVO1/D0dmKzhJFxpJNZCy/Aq0xcFrb53XTcGg7FTtexd7RhNZoIX3xZUxZcSU6c1SA1+/z0nj0Ayq2v0x/awMavVFEf628Gv15AdXv99F87CPKt72MtbkGtc5Ayrw1ZK++DkP0edeP3y/WgBx+TKzt0BgG0F9fgsjzAqogQM2H4k7U1lMibSJ7Pcz5sljie763fh8cfFTsgFOqxTLjuV+BuCAfhhoPi7tWmw4DSshYDvPuhYQgrNfm4+Ku1bq94t/TFouBLmnmaG/baZFWUfMh4Benk+ffD5PnjvZ2nBOfh6od4PdC0mzxHFIXhfzQMqHxrYu60sTR3caZt/9G9a43cNvEklFTQgrZa24gd/2tAdxBZ18XZzc/TdXO1wbwMeIn1KzV1zN1w+1oRkxluPt7Ofvu36nc8SrOHrFk1BAdT+aqa8nbcMcoluCExq6WHgfVbf109ov1EAogMVJPZqKFGHPgm1Fbn5PqVivt1uEqiYQIPZmJZuIsgWzJDquTqtZ+2vqGe67iLTqmJFpIiAj0dvW7qGq10trrHNr0HmvWMSXBzKQo+Yvcx6MGmazJydKL2R0OB9XV1TQ2Ng4hunw+H0ajkWnTpgWsj3M4HNTU1FBfXz9UWuzxeDCZTJjN5gCkmMvloqamhrq6uiGcl9vtxmQyYbFYAtbSud3uIe9gwbHT6RzyjkSKeb3eIe9gwbHT6cRoNBIRERHAtvX5fJSeLR/i5YK4li83t58ZM2ZgNg+jv/x+P+fKKiktLR3q71Or1eTkWJkxY0ZAGBYEgfKKak6fPj1UhqxSqcjO7mPGjBkBYVgQBCqragKCsFKpJDOzhxkzZhAbGxvgbWxspLq6mo4O8d5jtVrR6/VEREQQHx84Ndp2+hD1h7bRWXESAFt7IzpTJOaE1CGI/aA6zh0TveUnAOhvq0drMmOOTxFHskaos/wkDYe20VH2MQgC/a11aAxmTPGTSZq5JMDbVV1Kw8FtdJz9WCxnbq1DpdVjjEsiZe7qAG9PbRkNh7bRfubIEM5LqdFhjE0kdcGlAWG4t6GShkPbaDt9aKjmRKFSY4hJIGPp5QHe/uZaGg5vp63kwHARsUKBMTpBxI+NXA/aUw1nXheD3eDuTr8XLMlQ/EUY+UG/t37Auw1cIuIOrwssSWKoGokU628RvZVbwDnQ/+ixi8edf38gUszWLnor3hMrVADcfaI3Mi0QKeboFr1lm8XHALEU2ZwkTo+ORIq5rHDmDSh7G/oGOhLtneJmgagMkVIxKI9DrCw595aIKAOwtYk/W3Sm+N8JXXS6aEfqrC117PzRHSH7j+KmzmblI0+i1huxd7aw44e3099aH9QbPaWAVf/1N7SmCJy9nez44R30NVYG9UakZLH6+8+gl7mjbEKjda6pl/KW4Nv1FcDMjBgmx4hvzFWtVkobQ1MBitKiSI8T35hr2/s5Vd8T0lswOZLMRPFm2dBl50RNV9AGI4DcpAhyk+TvtrxYJYX+GokU6+/v5+233w5JioiLi2Pjxo3odDpJ9Fd0dDSXXXYZBoNBEv1lsVjYtGkTZrMZj8fDu+++OzTyd75GIsW8Xi9btmwJWYRsMBjYuHEjMTExQySOUD1/Op2ODRs2EB8fj9/vZ9euXSGLkDUaDevXr2fSpEmS6C+VSsUll1xCSkoKgiBw8OBBTp48GdSrVCpZs2YNGRkZAJx69VFKXgs+RaZQqlhw70/JWHIZAGc3P82xZ38W1Hs+Uqxi28sc/ktoUsRIpFjN7rc58NjDIWtTRiLFpNBfeZfdxcxbv4VCoaD5xF52//K+kCXEI5Fi7WePsusnXwxZx5K++DIW3vczMdg1HYVn1g6HrvM19Qq4/lVQacQRr7+vEoNOMGWugZveBo0euipFTFhfiLLp1MVw2xYRKdbbAE8vF2kQwZQ0G27fISLF+tvE44YiRcQXiDgvU7w0+is6E+78ECJTwG2DZ9eJI4vBFJEies8fjZzQuNdFuaZOEAT2/uaBsIWWHec+5tiz4vqBfX/4VshAB9BdXcqRv/wIgIN/+m7IQAfQ11DJwce/+y+e+YTaep0hAx2INZHHa7rod3ro6neFDXQAp+p66LO76bW7wwY6gNLGXrr6XfQ7PWEDHUBZcx9tvdKt9hezBEFg27ZtYdFfra2tHDggFt1+8MEHYdFfHR0d7NmzB4APP/wwLPqru7ubDz/8EIA9e/aERX9ZrVY++OADQMSEhQp0ICLFtm3bhiAIHDlyJCzZwuFwsG3bNvx+P8eOHQtb3Oxyudi6dSs+n4/Tp0+HJVt4PB62bNmCx+Ph3LlzYdFfPp+Pbdu24XQ6qaqqChnoQBxJ3LFjBzabjabju0MGOhB75A489jDW5hrazx4NHehgCCnWXXOW7poz4r0wzGf9Y8/+jPazH2NtruHA44+E7cEree1Rmo7vxt7Vyr7ffTNsyfPZzX+j/sAWXNZu9vzma2GpEpU7XqFq1+t4nXY++uV9Yfv1avdu5tx7z4LXDS9eETrQAZz7J+z5qQiEf+mq0IEOxJG+D/5LfK5euS50oAOo3wtbBjY9vH5L6EAH0PwxvDOwmeKfnwuP/movFT0g/ptw6K/uKvGxAbY8GDrQgfizvHLtxYsJ+/9YF+X0a/vZo3TXhLnQB1T90T9JW7SB9jNHJL11B7aQc8nNNH38oaS36eNdWFvqsEwKvRh9QsFV3S5dfCkAdR02HG55pak17bawAS3Q249Oo5Llr2nvJyFSL228SNXS0hI2TA2qrKyMrKysobVu4VRVVUVhYSF1dXWS3rq6OlpaWqiqCvMGN6Dm5maam5spLy+X9HZ2dtLY2Bg2TA2qt7eXuro6WXQNm81GdXW1LGKGy+WioqJCFonD4/FQVlZGdXUYxueAfD4fZ8+exbr1WUmv4PNSvu1lWZgwESn2AgiCPPTX+8+JmDCfdGly+fvPEZNVFJbPOvK4to5mWaXCZe8+i9/nxW3tkT6HLc8zNVWLIhxzdVCHH4PE6dAlfa1x9EnIXBs+TA3qxDPixoraj6S9pa9C7b1Q/o60t2wz1O2D069Ie2s/gpqPxHORUssxcQ1f+hJp74TGjS7KUFd/cKssn8/t5Nx7Mi5exBvg2c1Pyz6HhkPbyL/887L9EwKvz097n7zRr+ZuB06vvFDX3CO/gb65x4FOYpPFoNr6nHh9ftSqi3JAW1JyQgSIQeJ8lmEoCYIQdrTpfJ08eVI2JuzUqVOyYdglJSW43fJQSGfOnBla8yelc+fOhR2tHKny8nK6urpkeSsqKobW0EmpqrIS74k9srz1B7fg7JZ33PoD8u6rAA2HtqOLktGLBjQd301/m4wwhfiBXQ73FaCn7hw1u9+W5e1vraf7wPPyMGH9LfLRX65ecVOCHHkdcOC38rx+Lxz4tTwvwL5fglyCyYHfglfmLETpaxOh7iLTRRnqPGNAw3js8pEoHrt8LIsciPSEAuXzyx/K9/j9skf+vT75xxUEMVzKlc8vILF59qKV3NADY0NTjeW4F8p7sZ3v2LwulDJfHB57v2yu7VjuaX6fR/59WBDwOOTfW91juA97L5AXV/hlH/+y13mBvIObOGQdt+fCHHdC40IX5RCEMTZRtlcuygaQLNIMOIeY4D1OEwottUqJSilvm7xBo0KjkufVa1XotfKSl0alRC+ztkSlVKD5jI7SAQE7Pz9J71gQXWPxjofzvVDnYDabR9WghJLJbEGlk7c72xg7KWSX3Whvoux7q9YciTFGnlelM2CMlbeTUqnSYJR7z1YoMMbJv2cbxuAdEx5rLAW9Y/JmyPeO6XzHcFw55IkJBegHPxA38Iz8X15e3qf2+BflO9aUZVfK8hmi45l23X0ownTRDUpjiqDouvtRaaXXUKm0etIWrZd1DhMalkqpYHK0PHRTaqyJ1Fh5fMuxeY2kxcl7s50cY0QpM4RejApXJDxSRqOR4uJiWaFDq9UyZ84cSTICiDs/58yZE1CDEkoKhYI5c+YEVJuE0+zZs2WHtenTpwfUioRTUVERkybJ+0BXWFhIaqo8Nml+fj5TpkhTLQDy8vKGdrVKKXPl1UxZcZU874qrmbJcJlJsxdVkyUSKZSzZJNubMn8t2TKRYsmzlpGz7kZZ3vi8YixLZZAcACbNhEXfkueNzoKl35PnNSfB8h+I/XVS0kfByh+CWsb1rjbAqv8BnYzwrlSLqDKznGtYcfFjwhA7DFtPH6Jm7zu0nj6EP8zGnk9KhYWFQ+uAm5ubhzaQfRq6KEOdZVIa6YtDNX0PK2/T5zHHJ8u6oeRtvANjbCI5MliCOZfcjNb02a+7uBCakmBGKREOdBolKbEmMuLNqCVClVatJC3ORFqcSXJUTa1UkBFvJiXWhE4T3qtUKJgSL3+k5WJUREQEWVnScO8ZM2ZgsVhkfdqcPn06JpOJwsIgBarnaRD9JQcplpeXh9lsloUUy8rKIjIyUhbbNi0tjbi4OFnepKQkEhMTZZ1DXFwcKSkpzJw5UzIMR0VFkZGRwYwZMyT5uhaLhaysLKZuuF3yA6ghOoHM5VeRe+ktaAzhr2WdJZqsNdeTveY6SaSYxmAm55KbmbLiSkmkmEqrZ+qG20lfvFFyJkSp1pC/6XOkzFtDRHL4Kg2FUkX+ps+TNGMJMZkS15pCQcGVXxQLe9OXhfcCLH0EkmdBrozgvPQRiMuBaTdJexd/G6LTYZaMtdgLHxS75ebJ4NXOu1fEj8lBis36PESlhSdPDGrajRAjfX8Yz6o/uJW37l3Dzh/dwf7ff5OdP7qDt+5dI3td/r8qtVrNpEmThv4XrGz9QumiDHUA8770PyTNXBry+/mXf56pG24HYPZdj5A6f11Ib/baG0U2IDDjpq+TEQaWnbH0cmbc9PV/8awnZDFomJsVG3IaVq9RMT87Hq1aiVGnZm52XMhpWK1aybysOPQa1cC/iwtJmtCoFMzNjsOoU6NVK5mfHR9yGlalVDA3KxaL4bNPEFm+fHnY0aQZM2Ywbdo0ABYtWhR2NKmgoGAoHM2bN4+cnNCIrpycHObNmwfArFmzwiLFpkyZwqJFiwCYNm1aWKRYamoqy5cvB8QgGA4plpSUxKpVIjIqMzOThQsXhvQmJCSwdu1aFAoFaWlpLF26NGRYi42N5dJLxSLdpKQkVq5cGTKsDaK/VCoV8fHxrFmzJuQop8ViGeoMjEzJZuk3H0WtCz7ybYhJZMUjT6I1R2JOSGHZQ4+jCfFBVBcRw/KHn8AQFY8hOoEV33kCXYgeTo0pgmUPPY45IQWdOYoVjzyFIcQ0rFpnZOk3HyUyJQu13sjK7z6FKSH4dJ5Ko2PxA78mJrMQlVrLiu8+GTLYKVUaFtz7UxIK5oqYsG8/RlR68A8cCoWSuXf/gORZy0RCwg2vw+T5Qb2AiP4qHBgpvPp5yFgR2rvyRzB7oE7k8qdE0kQoLf42LPia+Of1v4f8MAMNc+6BpQO1Wat/AtNvC+2dfpvoAfHfzLkntDf/GvGxQTyXxd8O7c1eL/5MF7HqD25lz68fGLX729HVyp5fP3BBg115eTnJyclkZmZyyy23yGoD+KQ0bsuH/X4f7v5elCo1GqMl6A1U8PtpPrmX8q0v0lN7FoVSRWLhfHLW3TTq05sgCLSePkj5lhforj4NCgVxU4vJveRmYrOnBxxfEATazx6lfOuLQ+3rsTkzyL3kZuKmzg5+LoIgUi38AlpzZGCD+f9n8vr8AxsMQq+hc3l81HXaaOqyD2HCUuNMpMQYR+02dXt91Hfaaei04fH50arFkbzUGNMotJjH66e+y0ZDpw23149GNeCNNY7ChXl9fhq67NR32IYwYckxRtJiTZ8ZXJgcCYJAQ0MDpaWldHV1DdEoCgoKRn3CFASBpqYmSktL6ejoQKFQDKG/4uPjR72OWlpaOH36NG1tYt9XQkIC06ZNG4XzEgSB9vZ2SkpKaG1txe/3D2HCkpOTR73mBvFjTU1N+P1+YmNjKSwsJCUlZZR3ED/W2NiIz+cjOjp6aGr0/LDV09NDaWkpdXV1eL1eoqOjKSgoID09fZS3r6+P0tJSamtr8Xg8REZGDk2jnh/MrFYrZ86coaamBrfbTUREBHl5eWRmZgYQO0CsTjl79iyVlZVDmLC8vDyysrJGcWEdPR1UffAPave+i9vWI47OrbiajKWXB1ByAFzWbqp2vUHNR2/h6u9GHxHHlOVXMGX5laNmHty2Pqo/fJPqD/+Js68DnTmajGWXk7niKnSW6ACvx2GjZvdbVO16HUd3G1pTFOmLN5C58hoMUYHXj9dpp3bvO1Tu/Af2rmY0BgtpC9eTtfraUWv0vG4n9fvfp2Lnq9jbG1HpjKTOX0f26utGjfr5vG4aDm6jYscr9LfUotIYmDx3FdlrbhhdPeXziBSFI3+C9rOg1kPuRhH9FX9eOPT7oPxdOPw4tJWAUgPZl4jor8Rp53n9ULlVrERpOTEAkl8lepNnB3oFAao/EHfONh8FhRLSloijbpPnBSK6BAHq9sChx6BB7IwkZYHoTVs82tt4SDxu3R4Q/JBULHqnrByN/mr6WDzf6p3izzppJsy9B7LWwUX8Hub3+3jr3jVh6nxETOimR7eHxYr+K3rvvffo7+9n6tSpNDc388Mf/pDGxkZKSkrGtH73X9W42/3q6Omg/P3nqNj5Gq5esUMrJrOQ7HU3MWX5lQG/ALetl87yk3RXncbRLb5pdOqNxFROIzItB9UIhIvH0U9n+Um6qkqwd4h9Wyq1js6Kk0Sn5wVwEr0uO50VJ+mqLMHWLm7FVyhVdJSfICojL4B96HU7qdzxKhVbX6KvSezbMsUnk7X6BnIuuWkU+/CzrLZeJ9Xt/UO1JYNr6KYkmEeNelmdHnpsbqxOsefK7fXTY3MTY9ISYQxcY9Xv9NJjc9Pv9CIAriGvjih1oNfm8g4dVxDA5RG90SYtMebAF699yOvBL4BzhPf/p1CnUChITU2Vtf5LoVAwefJkJk+WXnTu9Xppa2ujo6OD/n5xZ6VSqaS1tZXY2NiAgOLz+Ya8g5UhCoWCtrY24uPjA9bdDXrb29sD6kUGvXr98LSk3+8f8vb19QV8LT4+PgApNhgs29rahrw+n4/W1lYSEhIwmUxBvYP4scGfNzExMeDmLQgCnZ2dtLe3DxUyezyeIW9kZOBaqK6uLtra2oa8brd7yBsdHRioehsq6Kw4SV9DBYLgx2XtobPiJHG5s4jOCAwofY3VdJafpLehAsHvw9XbPeSNzS4K8Fqba+msOElvfTl+nwdnTyed5SeJy5lJfF7gOfS31tNZcZKeujL8HjfO7g7xuDkzR4U6W0eT6K0vw+dy4FC001lxgtic6aNCnaOrVfTWnB0qF+4sP0FsVhHGuMCg7+hqp7PiJN3VZ4ZaDDorThKbNQ1zYmpg0Le1QcNBaD4GjoGexsaDkDwHYnMDw4y9Y8B7dLiIuPGQ6I3PF4PboJzd4nGaj4K1KdCbMC0QKebqG/Aegd6BURy1TnysxBkipWJQbpv49abD0Fsjfk2pEgPepJmgGzG17nUOe3tGVBY1HoTkYtCPuNa8bvH8Gg8NewWf6J08F4zy1pmOR7WfOSrRzyhg72yh/cxREgvnfaKPvX798Ijt9OnTmT9/Punp6bzyyit8/vMXvgZtXI3UWVtq2fmju7B3Bi85nTxnNUu+/huUag22jmZ2/uhO+luDD2tOmr6IZd96DJVWh6Ong53/cyd9DcFJEXFTZ7PikSfQ6E24+3vZ+ePP0V0dvIw0ekoBq773V7TmSDxOG7v+74t0nPs4qDciJYtV//X0qBvbZ1FlzX2UNQff/q5UiNOZ8QPs1cpWK2dCkCKUCpg9JXaIvRoO/aUAZmTEkDKAFGvotHGitjtksfBIpFhzj4Nj1Z2EalnJnxxJVuL/P4H8k5bL5eKdd94J2b02Eikmhf6Kjo5m48aNGI1GSfRXREQEl112GWazWRL9ZTKZuOyyy4iMjJREf41Eikmhv0YixQRB4MCBAyF7/jQaDZdeeilJSeLu0KNHj3L06NGg3pFIMYAzb/+N48/9PKhXqdaw+IFfkzJ3DRAe/aVQqljwlZ+QsXQTANW73+LgYyFIEechxeoPbWPf774xxGY9XzNv/Tb5m+4CoPn4Hnb/6v6QPXQjkWJtZ47w4c++HLKEeCRSrLOyhF3/9wXc/cHvKSORYrSWwDNrwBaCSlJ0M1z1jBiaOitE7FZfCBrRSKRYbz08vRK6Q9CIMtfCTW+JYa2/VTxue4jC69TFcOv7YlhzdIvn2xz8PUZEim0X+a+ufnjuUpFeEUzxBXDHTjAngscJL24SqRjBFJ0Fd34AkfI2+ow31ex9h/2//6akb+FXf0mGjPX5/67mzp3LmjVr+MlPfnLBH2vcjK8Kfj+7f3FfyEAH0HhkByX/eGwIExYq0AG0nNzH8Rd+BcCBPz4UMtCBiBQ7+rf/A+DQE/8dMtCBiBQ79MR/A3D0r/8bMtCBiBQ78MfvhPz+Z0UtPY6QgQ7ALwgcqerE5fHRYXWGDHSiFz6u7sTu8tJtC4/+EoATNV1YHR6sDk/YQAciUqzb5sbu8oYNdABnGnvpsH62MWEXUh999FHYMt2Ojg4++khs1t+7d29Y9Fd3dze7du0C4NChQ2HRX319fWzfvh1BEDh69GhY9JfNZmPr1q1Dhcnh0F8Oh4MtW7bg9/s5c+ZMWFqFy+Xi/fffx+v1UlFREba42ePxsHXrVtxuNzU1NSEDHYijhlu3bsVut9NSciBkoAPwez3s/d036G9roLPiZFiWq+D3ceDxR+itL6e3vpyDj383NPpLEDj81A/orDhJf1sD+37/zZCBDuD4cz+nteQgjp4O9vw6PPqr5LVHaTiyE7etj92/uC8sVeLs5r9Ru2czXreTj35+T8hAByJSrGL7y+K064uXhw50AKdegH2/EqdSX7oydKADESn24Y+GMWGhAh1A1TbYPrA54fXbQgc6EEPZe18V//zW3aEDHYjfe+tu8c/v3R860IH4mG+I68zZ/lDoQAfiz/Lq9RctJswQFX4Dz1h9/476+/uprKwc+uB2oTVupl9bTu2ntyH0TXVQ5dteInHaQjorpFvrq3b+g7RFG2g5GYZxN6DaPW+Ts+4m6g9tk/TWH9pGR8UpavdslvS2nNxLb305kamhF41f7Kpuky4t9fkF6jpt9NikS1b9AtR22HDKwIQJiDivwT9Lqaa9H71GGTbQDaq6rZ84y2cXE3ahZLVaZdEqqquraWtrCxumBtXQ0EBra6ss9FdbWxvNzc2y0F/d3d3U19fLwnlZrVZqampk0TUcDgeVlZWyjutyuWRjwrxer0i12C6NCfN73FRsfxl7Z6vkm7Pg81K+9UUEQZBGfwmCiAmLTsDvkX49n3vvWWKzpuF1SZNfzr37DLb2RnF9sgyv3+fF2SNNzDj37jNkJ6tR9Eg/xxz6AyQUQbv0747Dj0PmGnHKUkof/0XcJVsl/R7DqefFtXhnXpf2nnkdGg/DyeelvZVbof6AeC5SajggTs2mhNlYMk4Vn1+MIWYSjq5Wgr8ziGvq4vOLP/HH/uY3v8mmTZtIT0+nqamJ73//+6hUKm66ScYO6U9A4ybU1e1/T5bPbe2Rjf7yuuyce/uvsrx+r4cz/3xK3icTQeDsW3+R3dRed2ALRZ/RUOfy+Ojsl2Y6AjR12YfW0El6u+24PHIxYQ7ZHyibu+0hd8ier9ZeJz6/H9VFvGD4PyG5+DGAEydO4PfLI3ycOHECr1fe9VNSUoLLJe+6LC0txWaTR0c4e/bs0Bo6KZWVlclGf1VUVAxtJpFSZUUF3qO7ZHnr9r8/8MYmzyvIpCjXHdiCPlLespKmox/Q3yJv91/b6YND6+ek1FVVQtWuN2R5rU3V9Ox7hmhpqwizPywT/eXohP2/lef12ESclxz53LD3Z8j7qCrA3p+DXyZFZd8vxXORo9OvXJShTqlUUXznw+z59QOIC3VGPo/i+srZdzz8iW+SAPED6E033URnZyfx8fEsWbKEAwcOEB9/4UcFYRyFurEgutz98tElLpt8r5xPh0PHDTPcP/q4n13UimcMyC3PGHBeHp9f1mgaiDte5co/RkyY1yfwGYZKXBDJDVNj9Y4FpeV0yp86v1DnOxbv2M7XiVKQdw27+3vDTo8GeMdwn/J73LJxXoLgx20fy/1Svtdzgbw45DF7AXGDxIU4ruNCHfcCncM4U+r8dSx58LccffonAZsmjLGJzL7j4bA1Z/+OXnrppQtyXLkaN6FOP4a57bFgwuSibMbsHcM5fBrz9v8p6dSqUZ+DQno1Stxen6ywpteocAo+vDLMgztVnTJG9tRKBTqNEq9L2qtUMKpeZULSGrmjVEojd5ReLN729nbZ3q4ueW+gJpMJq9WKnH1rRpMJt0Yra+rTEB0/wF6VXiIxWCRs7wy3a1CUxmBGHxWPVUawU2l0GKITcHRJj0QqlCoMMYmyR/YMMYn01JXJ8uqjJ0GPLOvY8FgRY8CPjYvjjsFr+XTWgV0opc5fx+S5q8XdsD3tGKLiic8vviAjdONF4+Yda8qyK2T5TPHJFF75RVleXUQMhdfcg0Ih/WOqDSamXXcfSo00skip0VJ03f2oDdJvBgqFknSZSJ+LURq1ksRIeevOUmNNJMvEhKXEGEmJlemNNQ7tgJX2ykeKJUcbZbNqJzSsrKws2Ziw4uLiUd1rwaRQKJg9e3ZAXUk4zZo1SzZ7dfr06URFRcnyTps2TfY0Sn5+vqzqFxCLktPT5fE7p07NI33RBlneKcuvJEPmvXXKsivke5dfSebyK2V50xZtIHO5PFTZ5DmrZCPFJk1fRPaaG2R5Y7OnE7H0S7K8xBfAIumdk4DIXF36iDyvMR6W/ZfYSSclrQVW/BBUOmmvSid6tTJ26yuUsPy/wSizkWHG7fJ841hKpYrEwnlkLN5IYuG8z3Sgg3EU6mKzi0ictkDSl7/p80Sm5pAyd7WkN2/jnUQkZZA+sFU/nHIvvRVzQgpZq66V9Gatug5zwmRyL7lF0pux7HJMcRf3px0pZSZakIo+eo2KlBgjmQlmpHKSVq0kdQATJhWq1CoF6XEm0uNNkkgxlVJBRrwY6qTW1SkVkJnw2caEXSjp9XqmTp0q6cvLyyMiIkIWUiwnJ4fIyEiKiookvRkZGcTExIQlTwxq8uTJJCQkyEJ/JSQkkJSUJAspFh0dTVpamqxzsFgsTJkyhenTp0sixUwmE9nZ2UzdcAdKdfgwrLNEk7nyGnIvvQWVLjxDVGO0kL32RrLX3CCJFFPpDORccjOZq64ZVUR8vpRqDVM33E7G0ssxRCeE9Yror7tIW3Ap5kSJKg2FgvxNnyd59nIiU7LDe4GCK+8Wy3cny+gkW/IdSJkHU6TfY1j8bUgohLwrpb0LHxSRYtNvlfbOvx+iM2D2F6S9xXeL3nn3SXun3wax2eK5SCnvKoiTfh1PaHxp3IQ6gMUP/JrY7NAcyLxNnyN7nbiDZMFXfkp8fmgEUPbaG8i/XCz6m3v3D5g0Y0lIb8bSyym6/n4AZt3+0FC3UzClzFvLrNtFvErR9fcPdTsFU9LMpcz5wvdDfv+zohizjhkZMSGDnU6jZF52HGqVkgijltlTYkMGu0H0l06jwqzXMCczNFJMrVIwNysOg1aNQSsixdQhkGIqpYI5mbGY9Rp0GhXzskIjxQa78s4vQZ6QfC1cuJCMjIyQ38/IyGDBAvFD3Jw5c8jODv3GnJqaypIl4ut35syZ5Ofnh/QmJSWxYsUKQMSWhePKxsfHs3q1+Madm5tLcXHonXAxMTGsW7cOhUIRcO7BFBkZyfr161EqlaSkpIRFig2ivwZZkStWrAjpNRqNrF+/Hq1WS3RGHosf+HXImQWdJZrlDz+BPiKGiOQpLP3GH0IixTRGC8u+/RjG2EmY4pJEpFiI0nS1zsjSb/yBiOQp6AfwYqGCnVKjZfEDvyY6Iw+N0cyKR54MyYpVqNQsuPenxOXOQqXVseLhJ0KyYhUKJXO/8AMmTV+EUqVm+cN/xpKUEdQLI+7pCgXc+E9IDMMaXvkjmDGA5bru5fAhcNG3RPoCwJV/D8+VnfPlYSzXZX+CrEtCe6ffJp4HwCW/FsNVKOVfDet+NXzu4QJj9qVw2ePinxc/JJ5TKKUvh6v+Hvr7Exq3GlflwwA+j5v6A1uo2P4yPfXlKFUaJk1fRM66m4ifGvgJ2e/10HB4O+XbXqZ7ABM2qXAe2WtvErmAI26Ofp+Xpo93Ub71RbqqSkGpJGHqLLLX3cSkokWByCK/n6bjH1Gx7SU6ysXqlLic6WSvvZHkmcsCEGCCINByah8VW1+k7dwx8PuJySwgZ91NJM9egVIVfNmi3+tBEARUMqZ7Lxb1Oz3Uddho6rbj9fnRa1SkxZlJCTIyZnd5qe2w0dQlor90GhWpA1Oj59McHG4vdR02GrpseLx+tGoVKbEm0uJMo/itTo9P9HbacHt9aNRKUmJEr0Eb+LtweXzUd9qo77Th8gxiwkykx5kw6sbNctOLVoIgUF9fT2lpaQAmrKCggNTU1FGYsMbGRkpLS2ltbUUQhCH0V1paWgCiSxCEocqS5ubmIUzYIKLrfJxXS0sLpaWlNDY24vf7iY6OJj8/n8zMzFHTxG1tbZSWllJfX4/P5yMqKor8/HyysrJG4bw6OzspLS2lpqYGn89HREQE+fn5ZGdnj5pS7u7uprS0lOrqarxe7xD6Kzc3N4CWAdDb20tpaSlVVVW43W5MJhN5eXlMnToVnS5wOq6/rYGK7S9Tu+893LY+DFHxZK64ksyV16A/j99q72yhYscr1OzejKu/B31EDFOWXU7WqmtHjaI5utuo3Pka1R+9hbOvC505ioyll5G9+nqMsZMCvM6+Lqo++AdVu97E0dOO1hRB+qL1ZK+5AfN5rFd3fy9VH74xgAlrRWMwkbbgUnLW3jAqmHns/VR/9E8qdr6Gvb0Jtd5Aytw15Ky7cdTonMdpv2SnHwABAABJREFUo3bPO1TueAV7Wx0KjZ7JxavIXnvjKLIGHgeUvARHnxjGhOWsFytEJp83UOB1QelrIlKs7bSICctaK3rTFgV6fR4484boHcKErRR5rBnLAxFdPi+UbRYRXc0fD2DCFovHzVwT6PX7oeI9sT6lYaA6JWW+GCiz1wcSMARB7J87/BjU7R3AhM0Wj5t7GYx8PxIEqPkQjjwuIsv8Ppg0Qwx7+VeJpcoTuug07t65fC4H9q4W7F2teAZ2Yzm6WnB0tSD4/QGByud2Ye9sxdHVgmdgN6r491YEwY9CMXzD9nvc2DtbsXe14u7vGfZ2tiL4vChGTGX4vR4cna3YO1txW7sDvH6vJwApJvi8w94+cVG0vUv8u9/jDgh1fr+Pur3vUr71RTrKjgFgSUone82NZK26Fo3x4p7uc3v9ONw+XF6/iOjy+nF6fHgHeK0j5fL6cQ54/QLgEb2DAe/84zo9PlweAb8AwsDfPV7/qFDnGfR6/fj84PcIOD0+3F4/hvPys8c3eFw/Xj/4heFzMspYyjKh8FIoFKSlpZGWlibLm5KSMkRLkPImJyeTnJws6zwmTZrEpEmTJH2CIGC327HZbDgcDkAsKLbZbHi93qCMVpvNhtPpRBCEob97PJ5RoW7kcUc+jtvtHhXqHA7HkNfv9w/93eVyjQp1rr4u7J2tOLvb8Hs9OAVBvBf1944KdS5rt+jtacfnduL0+Ya854c6d3/vwHHb8brsCF4P9s5WXNbuUaFu2NuG19GP3+0UvX1do0Od3Tp8XLsVv8uJo6sFZ2/nqFDntluxd7Xg7G7DY+/D67SJ7wU9HaNCncZjJVtZQnbsXtC1iCHJGAGe+cB5oc5tE2tL+hrB1QMuhfh3ayMIxYGBymMf9g7ucu1rEP/n9wcGKo9j+HvOrmGvtVEMVyPej/C5hr83iCobOq43MFD53MPfc3QEen1uUI5YZ+r3Dn/PPrChx9o44HWdF+r8w98b9A7+W49jItRdpBpXI3W2jmZ2/s+dIXc+pS/ZxIJ7f4JSqcLR08EH/3NXyMLilLmrWfyAiBRz9/fywf9+nq6q4GWSk6YvZtm3/ohKq8PjsPHhT79E+9ngze7xecUsf/jPaPQmvG4nu39xb8hy45jMQlZ+9y9ozZFiw/tvv07D4R1BvZEp2az8r79dtEixqlYrpSFIEWqlgrnZccSaxTekcOivwWnSQaRYQ5edEzVdQXfXno8UC4f+Oh8p1t7n5EhVJ74Qu2tHIsUm9NmXIAjs2bOHM2fOBP2+2Wxm48aNREZGIggCBw8e5OTJ4AXoI5FiEB79NRIpBnDy5EkOHDgQ1Hs+Uiwc+kulM7D0G38gacZiAGp2v82Bxx4OSoo4HykWDv2lUKlZcM//DS07aT6xV0R/uRyjT/g8pFjbmSN89LN7Qu7EnXXbQ+RddieAJPprJFKM1hJ4di30h9i1u/AbsO4XYljrrIBnVg/zVs9X8ZfEKUqFQkR//X0VdIUoxy66RZyiVKoG0F+rQxcW510J170iBiVHNzyzVmTEBlPWOnGaWKMHlxWe3wB1e4J705bALe+JSDGPA168InS5cVIx3L5NRIr5PCIx4uybwb3xhXDHDhEpNqGLSuNmTZ0gCOz51f1ht7LX7nmbM28+CcC+330jLIGi4fAOTr78OwAOPP5IyEAHIvXh42d+CsDhp34YMtABtJ89yuEnfwjAsWd+FpZW0VV1mgOPizujTr78u5CBDkQw977ffSPk98ez2vqcIQMdgNcvcKSyA7fXR1e/Kyz6y+cXkWIOt5deuztkoINhpFi/00O/0xMW/TWIFOu1u3G4vWEDHYhIsS6ZpcoTuvh1+vTpkIEORNTPICasrKwsZKADcaTt/fffx+fzUVVVFRb9NYgU83g81NfXhwx0ICLFtmzZgtPppP3sx2HRXz6Xgz2/+ir2zha6a86EDHQwjBSzNtfQ11QdFv0l+LwcePwRumvOYOtoZs+vvho80MEQUqz97Me4+rr56Bf3hq1WOfbsz2g+vkf8YP2zL4dFf5W89ij1B7eK06MvbAwd6AD2/wqO/12cXnzhstCBDuDon+HgH8Tn9aWrQgc6EKkPe8T3DV67MTyB4uybsPN74p/fvDN0oAOR+rBlYCPD5ntCBzoQv7d5YG3clm+Ep1U0HxUfG8RzCRXoQPxZXrsx9PcnNG41bqZf20oPhw1egyp7/3kSpy2grfSQpLdi28ukLdpI45Gdkt7qXW+Qs/ZG6va9K+mt2/cuBVd8gWoZbeaNR3bSVVNKxbaXJb1tpYfoqjpNTKb0bsDxpOpW6a4qj0+gvtMuCxPm8wvUddhwenyS/XeDSDEEJPvvBpFieo0qbKAbVHVbPzHmiXnYz7r8fr8s9FdPTw91dXVhA92g+vv7qa6uloUJczgclJeXU1NTI+l1u90iJmzHM5L0G6/LTsWOV7B3toZmuQ7I73EPYcKk+u8En3cIEyaJ/hKEIUyYR0a58dl3/05KewOu3k5p7+anSTV0hA9pg9r/KzDEQOc5ae+B34ojVeGC16AO/kHcJVuzS9p75E8iJuzcW9Le438T1+KVyCiyLXlJ3LF7/G/S3nNvQdMx8VykVLMLmj6G5NnS3gmNG42bUFe79x1ZPmdvB2c2y7h4AY+jnzNvPiHL6/O4OP3GnyVvfiACsE+//id8HpkYojeelFX+CVC7792LKtS5vT7arfKeh8YuO1aHvHb7xi47To+81vzGLnlYIdHrQKeR1z3X0uPA5xcmuuo+42pra8NqlUdHOHPmDN3d8lr2z549S2urPERXeXm5bG9FeTmew2Fg7CNUu2czjm55Zck1Mu/BALV735VdGN9weDvWJnnouJYTe/DY5d0rO8qOYTvUhazWybYSeUEGoKcaDv1entfWKh/95eqD3T+R5/U6Yff/giADlSj44KMfi/9Gjvb+VDwXOSp5cSLUXWQaN9Ovg5sX5MjVJx9d4rTK97rG4HWO4RzGclyXtUe2dzzIPQZEl9vrl0mWBLfPj1/mck+P1y8bFeYXBNlegbEhxSZ0cepC4bzG4h3cmCHvuA5ZHz5BvJ/43PLOw23twS3z/uNzO3HJvGcLPi+u/rHcA+VjrFx9Y0Be2eWFWwBsY/Da5fF9x3wOF+q4Y/rZpEdMJzRajY2N3HrrrcTGxmIwGCgqKuLIkSOfymOPm1CnO2+nVjjpI2Nle8ey8UAuoBrAED0G75jOQf7zMB6kVctv59aplUh0q47wqmSPkGk1Ssky4UGplArZ56yYwIT9fyG5lAoQN0HI1VhwaWPxGgxGlDJ3JuojY0P20432xqCLkIW8R60zopfpVao06CNk3rMVijHdh3Vj8GKS3gE9JPMYCuPHspnAPIZzMI3luGM537GcQ/jC6ItDPuAI8P7Af+V9IPpX1d3dzeLFi9FoNLz33nuUlpbyq1/9iuhoea+Xf1fj5h0rY+nlsnyG6ATyr7hblldriqTwqi8jJ0modAamXfcVFCF65UZKqdIw7ZqvSLa0A6BQUHj1l9GaIuWcMhlLpOkX40latZKECHlvipNjjSRFyXtTnBxjZLJM9Nfk6DF4Y4ykyMSEJUUZJqZe/z9QQkICERERsrwFBQXExsoLKHl5eUM7VaWUm5srq/oFICc3l9QF8mDkGUs3ycYUpi/ZJPs+nLF0E1NkelMXXCIbP5Y8azmZK+QhxRIK5mJacJcs71BXmxzF5MDCr8vzWpLFIl850kfDsu+BJH8H0BhhxfdBKWOFlFIj4sc0cu6BCvEc9DIDxnRpatL41k5gE/Bl4HsD/9008PULo5/97Gekpqbyt7/9jXnz5jFlyhTWrVtHVlbWBXvMkRo3oS4udyZxU6Xn7qduvJPYzAKSZi6V9OZeeguRqdmkzg/T3j2g7DXXE5E0RRaDNmPZ5UQkTyF79XWS3rQFlxCZkk3updIvjqSZS4lKy5X0jTdlJkpXf2jVSlJjTGQmSCPF1CoFaXEmpsRLI8VE9JdZFlJMqYAp8WbS4kwhyRODUgCZCTJYihO66KVQKGThvGJjY0lNTZXljYiIICMjIyzRYlCD6C85Xr1eT25uLlM33IFCgmGpMVrIWnUtU9ffKokUU+kM5Ky7iZx1N0l+WFWqNeReegtZq68LSZ4YlEKpYuqG28lcfqX0bIxCQd5ld5G+eCOGGOlRqrzL7hKrQmKkMWEs+hZkXxKeJjHk/aZYBJy6WNq78EFxzVn2pdLe+fdDQgEUSKMoKf4SxOXCjDukvTNuh/ipUCyDiV54nXgO8++X9mZfConSWL7xq53At4G2877eNvD1CxPs3nrrLebMmcN1111HQkICs2bN4sknn7wgjxVM4ybUKRQKljz4WyLDhJrsNTcM9RgtvP/nxGROC+nNWLqJwmvFT2bzv/xj4vNCI4BS5q5hxs3iFvLiz32PSdNDv5gnTV9M8efErekzbvlGWAZtfF4x8770YwAKr/0K6WFG4WKyilh4/89Dfn88K86ipygtKuT3B9FfGrWSKJM2LFJsEP2l16iwGDRhkWIqpYLizFiMOjVGnZriMEixwU47i0GDXqNiblZopNhgp12U6bND+5hQeOXl5YUNVZGRkVxyySUoFAqys7PDIsXMZvMQJiw9PT0sUmwQ/aVWq0lOTg6LFNPr9axfvx6dTkdsdhELvvKTkDMLg+gvQ3QCkak5YZFiKp2BpQ/+HnNCCuaEFJY++PuQwW4Q/RWZmoMhOoFl334sZLBTqNQs+MpPiM0uQmuOZPlDf0JriQruHUB/JRbOQ60zsOLhJ0IixUDstJtcvFLsfbvlXYhMD+llxQ+h6EaxKPimt8WRuFBa9E2RpapQwPWvQUKYUFP8pWGG6tXPQ3JobCXTb4Xl/y3++Yq/QFqYQYm8q2DNQFXKhj+IvXWhlLVO9ACs+Vl4Bm3aUrj8KfHPy/9b7NkLpeS54s900coHSG1g+RUXYiq2qqqKxx9/nJycHLZs2cI999zDV7/6Vf7+908HuzauyocBvE471bvfomLby/Q1VKJQq5lUtJCctTcxacbigBue1+2kds9mKra9TE/dORRKFQkFc4cQXSO9Po+buv3vUb71RbprzqBQKInLnUnOupuYPHc1yhGfev1eD/UHt1K+7SW6KsSqg5jsInLW3kjq/HUBn3r9fh+Nh3cMUCKOIwh+ojPyyVl3E2mL1qNSD99IBb+fpmMfUr71RdpKDyP4fUSlTSV77Q2kL7kMtVb+2p7xqD67m5p2G809drw+Ab1WRH8Fw3lZHR5q2vtp7nHg8YoUiZRYI+lBcF79Tg+1HTYau+wiJkyjZHK0kYx48yicl93lpaa9n8ZuO26PH41ayeQY8bhmfeBohcMtosoaOu0iJkytJCnKQEa8GYthok39/0c1NTVx+vRpGhoa8Hq9Q5iwYDivQfxYbW0tXq93CBMWDOc1iB+rqanB4/FgsViYOnUqeXl5o9bpdXZ2cvr0aaqrq4cwYVOnTiU/P3/U2rve+nLKt75I3f73RUxYdDxTll1B9tobR5EfrM01lG99kZq97+C29qCPjCF9ySZy1t00ivzQ39ZA+dYXqd3zNs7eLrSWKDIWbyRn3U2jyA/2zhYqtr1E9Uf/xNEtYsLSFl5KziU3jyI/OHraqdz+ClW7Xsfe2YrGYCZ1wTpy1t08Cufl7OuicsdrVH3wD2wdTah1BlLmriZn3c3EZp8XthzdcOyvcPRJ6K4EtQGmbhrAeZ33Id3ZB8efFjFhnedETFj2paJ3yspAr9sGJ54Vd862l4ohMnON6M1adx59wgGnXhC9rSdFgkTGChHnlXtZoNfrgtOvDGDCjokEjNRF4nHzrhALjQfl80DpP0ScV+NAldfkeWLlScE1geQHvw/O/lM8bv2+AUzYLPG4hTfAiPcj/H4of0fEj9XsEnfRJk4XMWFFN4NG/vrR8acjiFOtUvoTECaM/wvSarXMmTOHffuGO2y/+tWvcvjwYfbv3/+JPlYwjZtKkwCdnzMFASHUvklBAARGfVsQRq+lGzzu4L8JdwrnP64Q8gwCjz/yMaT+gTDwf0FytSAINJ/YQ8XWF2kpOYDg9RKRkkX2muuZsuwK1Hr5C6v/HXXb3NS299PS68DnEzBoVaTGmUgLwmiVflZHK+BHD/eP5frG6h/xvXAfbwaZsvWdNpxuH2qVgklRRjLiTUQaJ0b0Pk2N+nDk8xGVnkv2mhtIX7op4MORIAg0NDRw+vRpmpqaAtivOTk5o3BeI/9dsD+H843FG84X665nWc+zLGv+h1g9EZECyXeBLxkIfN1H6tzMSWxhTk4ZOHvA0gvx7aAeXR1k0biZndDK7JxycVejKR4S2kAz2mvWeJiV0Mas7HJxt6QxFhJaQTO6w86o9jA9vp3p2RVgbQZ9FCTOBO3oXcUGlZdpcR1My6qE+AbQRcCkItCN3qGrV/kojO2gMKsCYmtBa4akfNCHLjsOuJ+GHa8YcbcSgt+DA73nPU4o/+D3BGFg6dyIxwj1fjR0LuHuoAKj3l/Cec8/nqT/vHO/6CV35/AYdhjLVFJSEgUFBQFfy8/P5x//+Mcn/ljBNK5G6hw97Xzw48/TW18e9PvZa25gzuf/G4VSiau/h13/ezddVSVBvRlLNzH/KyJSTAr9lTJ3DYse+BUqtXYA/XUfLSf3BvVOmr6Ypd96FLVWj8/rZt9vHwxJiojPK2b5d/6MxmDC7/dx4I8PU7vn7aDemMxprPjuk+jMUQh+P0f+8iMqtgcvLI5My2Xld5/CILMn6l9VZauVMyFIETqNkvnZ8UQMjGjVdvRzqq4nqFejUjI/O25oOrOh08aJ2u6gt5jB6ddBpFhLj4OPQ5AiBqdfBzdqtPU5ORqCFHE+Uqyz38Xhig68QbznI8V6bG4OVnTgCVFvMoEU+/Q0pteRBPorJiaGDRs2YDQaJdFfkZGRbNy4EbNZ/D2HQ3+NRIpBePSX0Whkw4YNQ0gxjjwB79wjjrCcL0Ms3PoeTJ4r/v3Ec/DPu0Te5/nSRcLNb0P6wDTfmTdFQoAvSH2Lxgg3vC6uOQOo2AIvXy1yT8+XSgfXvgT5V4p/r90tUhqC9Z4p1XDl08OL7RsPw3Prh1mnI6VQwsbHYc7AurDWEnh2HfQ3j/YCrPsVLBqY+uwsh2fWhC4hXvFDWDEw9dlTJ3q7gr/HsOibsPbnYgCztoj4sbbg7zEUfwk2PiZO69q74LlLoClEbcX0W8XnQqkaQH9thLrdwb15V4nPsVorjv69dKVImQimrHVw45viqJrXDa/dEJoUkbYUbnkHdBZxRO+NO0QqRjAlz4Fbt4Dx4mpjGNZ/bqTu5ptvpr6+nt27h3+/X//61zl48GDA6N2F0rhZUydiwr4WMtABVGx/mbPviPPS+//w7ZCBDkTW4enXHgPg4J++Fxb91XB4Oyde+DUAR//645CBDkSk2NG/iuvkTjz/q7Dor/azRzn0Z3H93enXHgv5RgTQVVXC/j98G4Cz7zwdMtAB9NaVsefXD4T9tP/vqrXXETLQAbg8fg5VdODz++mwOkMGOgCPz8+hyg48Xj89NnfIQAfg9QkcruzA6fFhdXhCBjoQyRNHqzqxu7zYXd6QgQ6GkWJWhwenx8fhyuCBDoaRYj02N27vwLmH6as7VddDh1V+J9mE/nWN5XV08uTJsOivrq4utm3bhiAInD17Niwpore39/+xd97hcVzl2763aVe9914tyU0ucu9xt9N7h1ADpJFC8kEIkIQkQAglQCABUm0nTuLYKY5b4t57kWVJtnrvvWyZ74+zK2ml3ZlZiEHm5+e6uLCkN7Ozszszz7znnOdm06ZNSJJEUVGRLPqro6ODjRs3YrPZKC0tlUV/dXV1sXHjRiwWCxR/KZBPrgwdCDP0zgrobhEG6aOvuTZ0AL2tsOpK0TmrOyNu9q4MHQjz9u510Fws/ufO0IHYxvs3i222V4vXcBdka7MI41B5SAyPvrPCtaED8Z4/+S4Ub4e+Lnh7qXtDB7D5YTj3iRiafGe5PFVi+1Nwao0Yblx9pXtDByJI+Mirolv13vXuDR0IpNj+l8S/P7zdvaEDOPk27PiF+Pf6b7g3dAD562Dr4+Lfn93n3tCB+Ntn9kUPW38kj/4q2wUbvin+veMX7g0diPfy4aW88nUCoBTHEmmv+2r10EMPsX//fn75y19SVFTEqlWr+Nvf/sb3v//9r/y1XGnEmLqGguM0FBxTrDv36es0XjhD9XGZk8Kugs/fobW8iPIDmxRri7a+R1t1McU71yvWluzcQFtVMUXb1irWlu3fRGtFEQWfK086rT6+i6YLZzj3qfKEyoZzR2ksPK5Y96/qvAr0V4/ZSmVTNxdqlRPg+yw2yps6uVDXrjh6arEKTFhxfYci+stqkyip76CkvkMR/WWToLi+g7KGTixW5eH3C3XtVDR1qgpYVnMMLuvfk6W3W/15VJKvCv1VW1tLbW0tJ06cUKxtbGykvLxcVW1bWxslJSWqkGKdnZ0UFRXB3hdRnFvQVQ8n3oB9LynTBnpb4ehrcOAPYFXA85m7xNyqQ392b+gcsvYJPNaRV8VryEmyCuzW8TdUBORKAud1ejW0VyrUIgxY/kfyfFaH9vxKdCBrlT8P9v4GyvaIOWlK2vdbqDoCRZ8r1x74I9TlQd77yrVH/goNBeKzVtKJN6H+nJgjqKQza8U+HPijcm3R51CrfA6NTOmARxRqHrbXfbXKzc1l3bp1rF69mjFjxvD000/zu9/9jttv/8+Y5BEzp65klwoeHtDdXMfZ9a+pqu3rbOXMuldUzRGw9nZzeu2fkaxunnwHyWY1c/qDP7sHWQ+WJHHmw1fo61S4+NmVt+E1upuHLsF2reKdGwjL+OqfNLr7LDR1KDNaAcobO2lWwXMFqGzsoq3HE0yYupVJlc1dqifzVTZ1YVQZVFzd0k2Hyv2ta+uhz2JTHYJ8WZ6r+vgu1efRmc/X0KWNUVV78uRJ2trUYZPy8vJobFSXsp+fn091tUy3aZCKzp0ls1CZOw2Im7jam+3Jt6FNhUFy1Ko9kU6+rT7w9sxaqHffMXVSwaeiq6dGpTtAp3I+a80xYVjVqKlQmGY1aq8ShlGNepoFzkvNMTZ3wfafu+/EDpbNDDufVjbjIF575zNiX9To5Duw6Hl1tSNOC4BfIVbBDr6nRiIM3YKL9sorV65k5Up1+ZBftUaMqfME99KjAvbsUHeL+omQPa3qa7ubPaj1ZB88qPUEl+aJPEF/9VrULwnvtdhUz8HttVgVO28O9alkxILo7PWp3GdJ8uxYmC+buouqHg+uEd2tDRCsztR5gujypLarSz2TuLu7C9WGqqNW3MjVqLMOzJ3qa9XK3KkeTWUze7BtSfBU1aqjRn1tpwe1ckO/w2ov1v56sl1P9teTffDgOzEitQCYCxxDLIoIQwy5fvUdupGiEXMH8vILUl2rFmUDYPJXX2v0oFYtIsfT7XqCS/PyC1Rd64kMHqCxjB5gwrz0WjVZ6qJWp0Wrkilm0GsxqDRTWo1Gda0Gz46FQX+ZPnExZfTgGuHJee8JJuzi1XoQH+ETJuIy1Mg7VMR7qNpuqPifGum9xbbVSKsX+6xWPh4sAPP1oPaibfcivbcRcczUIzlHrnSIxRBL7f//v2voYASZusSZK1TVmQLDyFqpDg1j8PYj6xoVKduAzmBk9HXfVUxpB5GSPvq676IzGBVrAbKv/TYGb3WrI7NW3oNRJds2aZa6Y+apfIx6glUG78aF+BDur+44xIb49K8+VVMbG+JBbbBaTJg3cSHqMGFRQd6qkWLhAUaPOLiX5bmiJ8xWfR5lL75JNad1zJgx+Puro4dkZWWpZjhmZmYSGamO35makSkfMjtY4+6ALHUoLcbeBmNu8aD2VpW1t8K429TVZl6rHjeVukQQEtQofgZM+Ia62ogxIn9NjYKSYcr96mp9IwWtQo2MATD7CXW1ehPM+bE6867RCfSXXuVDxKwnxL6okdrvw2WNGI0YUxeRnUtIymjFuoyltxOWkUNE9hTF2rRFNxOSnEXsZOWx8+R51xKUkEHCjOWKtQkzlhOUkEGyCkZh7OQFhCRlkbboZsXaiOwphGWMZ9TSOxRrQ1LGEJ6Vq1j3ryolQh36KzbEh+RI5RuiQachPtSHZBXb1WkFJiwp3E+xs6fVQGKYL4nhvopIMQ2QZMeEqWG6Jkf4ER/qg0EBKSZqLyPFLrYMJl/151HaWEaPVr6ehIeHExMTw9ixyjikoKAgEhISVOG8/Pz8SE5OVrVdb29v0tPTB+gEcjIFwYSvw7QHUWSIGnwFOmrq/coMUZ1RBNTmfk/8W05aPUy5T2zboPTQo4FpD0DO18W+K2n6Q8IAqgHJT/+hCN8NVMHMnf4wZKyA0FHKtdMehJQFEO2eGtKvqfdB/FQRMqykyd+F6BwYpYKZm/N1gehSY8jH3AKRY8R/o6RRV4l9UGNwk+YJBNplXVIaMaZOo9Ew6+E/4hfl/gRNnHUlWdd8C4AZD7w4LK18sOJyr2DczQ8AMO3eX8oaxqhxM5l4l1hCnvutp2SRYuGZk8j91lMATLzrcaLGzXBbG5Iymmn3/hKAcTc/IIsUC4xPZ8YDLwKQdc23ZJFi/tGJzHr4D25xQl+FooN9yIh2/zRn0An0l16nJSLARHas+6FgvVbD5NQwvPQ6QvyMskgxnVbD5JRQvL30BPrII8Uc2XN+JgN+JnmkmAbISQoh0McLby89k2WQYiCy50L8RPdtcmoYepna7NjA/qy8y7q48uQ8ysnJIS3N/TUiMDCQRYsWodFoGD16NFlZWW5r/fz8WLJkCVqtloyMDFlj5+3tzdKlS9HpdKSkpMgixYxGI0uXLhUhyGlLRP6a2+IAuHWDGBJLmAkrX8GtsXNkzwXGiZv4Na+7N3Y6L5GLFpoueKM3rHG/AEGrh2veENsMjBev4RYkrxH7mDATfMPEvst1iBa/KI6B0R9u+1R+eHfez4Wh0xtFrV+U+9oZj0DO3SIj7rZP5E3gpO8Io6bRwC3r5LmyY2+HWfbokRvWQLjMQ0TmNbBARGFxzevyhjF1MSwREVvi+M1yX5swy/49QPw3KYvc10ZPEq8NYl/kkGIRY8R7uqxLTiMqfBigr6OVom1rKdr6Lp11FYB48k5ffCvxUxej0Q74UHNXB+e/fJ+iLe/SXl0CQNioiaQvuoWEmcud0F+Wni4u7FhH4ebVtFWcBwRvNX3xrSTNWumE/rL29VK8cz2FW9bQUiJWbQUlZZG+6BaS51yNzmvgSdZmMVOy+xMKN6+m6bxYkRYQl0r64ltJmXcd+kEMRZvNStmezyjcsoaGc0cB8I9OIm3RzaTOvwGDz0AXS7LZBKps82rq8gQaxjcijrSFN5N2xY0XbT7dUDW091BS10Ftaw8SojsXH+pLUvhwnFdTR28/+kuShPGLD3WN82ru7BO1zV3YJGH84uzbHYrzau0StZVN3dgkCZ1WIzqELnBe7d1mius7qGzqwmqT0Go0xIYI9NdQ8kNHj5mS+k4qGjux2CS0GmFmk8L9hg0/O/Bj5Y1dmK02NBr6kWIhfuqGny/rq5FH55EkUVxczJkzZ/pXovr7+5OVlUVWVpYTzkuSJEpLS8nLy6OiQlx7fH19ycrKIjs7e9gcufLycs6cOUN5eTmSJOHj40NmZibZ2dnDcF6VlZWcOXOG0tJSJEnCZDL11zoCjftVtkdETpz9UCwy8A4RXZgp34fgZOfaioNw8I9iham1V5im8XfDlB8IgzZY1cdF7anVYOkWXbZxd9hB80MMSd0ZsQ8n3xaLIvTeYsh1yn3C0A1WQwEcfFnEb/S2iU7f6BtFbdyQEZXmYjj4Jzj+T+huAq0Bsq4T+zAU59VaAYf+BEf/LhZlaHSi0zTlB6KTNljtNQKjdeRVsWhAo4X05ZD7fUhf6lzb2SBQXkf+Bm3lgAZSF4ku5airnMkP3c1im4dfgZZi8bukeaI263oRPOxQTxsc+7uobSwQv4ufKTBhY25xRn/1dQpU2aE/C/wYCN5q7vdEp3Iw+svcI1Y8H/4L1BwXv4vKEZiw8XeBYdD30moWK1YP/RmqDonfhWeL7eZ8HbwGfS9tVji9RkTZlNuzWUMzRBdvwjfApHKI9rJGlEbM6leHdEZvvEMi8AmJxNzVjlanxzs4Au/gCCdDB6DzMvb/rbe9GY1WJ34OiUSjca7VGkwYAmaDXxS9hkbR5fILxxCYMQyKrdV7YQicAb5h9HnZV9r6hmIIzECrd77Za3R6DIFTwS+YPq96EQjsF4ohIB2t3vlmr9Fo8QrKBb9AzMZabFYJP99g9AHpaL2cbwIarRavoIng54fZdCU2iw0fv0D0genojMOHMKWeRmgphM5qEeTp5Q+BqeCfiGbIE7rU2yxqO6pAsoDBXhuQiEbrbJLC/E2E+ZuQJAmbJLpj7jqEIX5GQvyMqmqDfb0I9g0hJzFYsTbQx4vxiSGMS1DerkGvxWTQYTJo6bXY8NKJn12tSjXotJgMWkxeOnrM1v6fXUWe6HUD25WQMGi1GN1s97KEHDivoi1raLQzlEPTxpK26BZiJsx1Op8lSaLm5F47Q/kYkmQjJDmbtEW3EDtpPtpB56hGo8U7JBLv4AiMASFINmv/dWDwA5eo1eDf10Jo8U4sp/dhs1oIjEsjMM4XvTZ7eK2lnZCS3fSe2IXV3EdAdBKBMaZhtQDxhibizeuQ2j4BcxcaKRX4Fugyh9XGGlqJNW9Aal8PfR0QmIhG+gboXQwH+kaAfwz4RwuT5B8j/md08SDnGz5Q29MiYkb8Y8Dbxbw/n9CBbXU3isn1/jHCNA6Vd8hAbVe96Jr5x7ieOO8dbK+NFWbKFCR+djUh3xg4sF3JJkyof4zr4Vaj/0CtzSwwYf4xrrtyjr/5x9gNq8/AcRlW6ztQ29chun2On4deVxzbCYgVmXxaw0DtkPsRBu9Bx6xBdDUHH5fB0hkH/tZRK/7ev90ht2Wd18Df2sTDRv/PQzuq/a8ZIz5fySZew2WtThjIcbeD1SIyBfWXH1AvdY2oTl1vezPbn/tOf8drqDKvvIec2x9Bo9Fg7upgx6/upf6s6xTvtEU3M/kegRQz91rY/NwOKo65XvadPi+ZefdPR6vTYjVb2fqb3ZTsL3dZmzw9nisenoXOoMNmtbH9D/so3F7ssjZ+YgyLH5+D3qhHskns/utB8j53nWYePTqCpT+Zj5ePAUmS2P/6UU5+5DrbKSI9lGU/XYApQJyAUuNpaHSTW+UVBHHz0NhXwEnN+VDvJuTZ4A9x89EozpMZmWrs6BWkCBfBwo5h3XD7MGlLZx8Hzze4jCwZihRr6zZzoKieXhfRKY5h3diQ/wyL91KRQOg9TMWhrS7/HjdlETMe+A06vRc2q4UDf/l/lOxyTYqIzpnNrIf/gN7LJBB6//gFRVtcE1fCsyYz90evYPD2RZIkjr/zG/I//ofL2tC0ccx9/JX+1emn3/8Tp9a+7LI2KGEU83786gCab+9vBdXA5YYz4M4tEGQf5pNDfwUlwZ2bxdAniC6LO1KEf4xAN0WOET+fXQfv3+qaFOETBrdvhFg7Aqlos50U4SLeZChSrHSXnRThIhPQ4GtHitkXdVQehneWCRMzVEORYrWn4K0lruM3HMO6jsUXjYXw5iJoLR1eOxQp1lImcF6O7thQLfmtmKsHoqP39hL3IcTzfwFznxT/7moUWDNHx2uoZjwKi14QRrCnTdAqSne6rp38XVj+J2EE++wEj/NuQvHH3QnX/FOYLkufwLvlr3Ndm3UdXL9aIMWsFoGNO/m269q0pfbhcg9WWl/WJacR1WbY87sfujV0APkf/4OizasB2P/nx90aOoCiLe9ydsPfAdj9l4NuDR1A4fZiDq8SJ/m+fxxxa+gAiveVs++fYsjn0KoTbg0dQPnRKna9IoZOj394xq2hA6g+U8eXvxcJ5mc+K3Br6ADqChvZ+htB1JDait0bOoC+FqjahSRJSO3l7g0dgLkdKncgucMUjWB191kEy9UNKcJqkzh8oZGOHjO9ZqtbQwcDSLG2rj7MVptbQwciWex4SRNNHW4QTP9HdezNF9waOoCKg1s49qYIbT313h/dGjoQocOHX/s5AHnrX3Nr6ADqzx5m/5/EPKfCzavcGjqAxqKT7Pm9MGbFOz5ya+gAWsrOsevXPxCd+LPr3Bs6EOZi1QoxvHV+C3zyHffor5YSgcQy90DZXoHVchc4214lanvboeaEe5YrCJP1zjLorBfDo+9e6z6vzoEUa62A1nI7y9VNyLO5U2yroUBs252hgwGkWM0JYXrk0F82C6y7SxwDc4+odWXoYAApdn6LMDLvLHdv6AA2/VCwbyUJ1lwtT5X48qdw4i3x77U3uzd0AHt/LYYuAT66272hAzEk6wgp/vRe94YO4ORbYj8c++7O0IEYond8F7/8qXtDB4IQ8cm97v9+Wf8TGjGmrrHoFLWn3TMSHTr78d9pKSuQZa46lP/p67RUNVO4w73xcuj0p+doq23n7GZl5Ez+5kLaajo486nMhcSuwu3FtFa3cXK9cqJ6yf5ymkqbObEuT7G28kQNdYUN0KRcS08jdNdBs4pU975W6KxSrhthKq3vdMtydUggxTopb1RGf9kkuFAn5ua5M3QOCaTYZUyYQ71tzZxXgdA7/8VaOuoqKdikjP4q2bmB9poyzn36umJtxaGttJQX9j/Uyan21D4ai06Rp4JS01h0krozB2G3ioT9utOCjqCGNtB8QaCj9v5GGf3VXilu3PteUkZ/dTXAsX+IeXRKtIHeVmE8Dr/inuXqkLlLzKE7+nf3hs4ha5/AhJ18W5hSOUlWgQnLWyuOiXwx7Pk1FH4K9WcUahGfWfGXUHlQXW3FQShWvsew51dQe1qeuerQvt9CQ6G88XLowB+huQSOvqpce+RVUXvQ/UNJv06+JYz7Zf3PasTMqVPDXAXorK8ib72KLzqCUnFy7UdINoNirbnbzJHVJ7GpIAhYzTaOrDmBuVs51V2ySRxZc4qeNnWdnGPvn6GjXl0CfMGWs4QvVIc3orlAmDs1aisGvzh1tSNEFU3q0vsrGjsxGtQ9y1Q1d9Gu4jMGqG3pxmyxqQ42/l9W2b6N2CzKx81m7uPU2j9i6Vb+vkuSjdPv/4nednUUlbx1f6OrQV3K/tmP/0Fb5XlVtcWb3yCyTYUxAGGQLrjvVjrp6N/lIe+Ddfx10f1SVfuGOo4qqOOMDq71U0fs4PQasfBCjfLXi2FPNbqwRTmqxaHKA+p4pyAWLuz9jbra1lLY/Zy62q56gfNSMxLS1w7bn1I27iA6otufEv+NkiSbGOKf/bhy7WX9S0pKSqK0dHiX+Xvf+x5/+tOfLvrrjxhT19OiEjkDdDWqx6d0NdUBsapqOxvVY306PKj1ZLue1HY1q6/F4kltj/raEaJelZxYi00ClbU2ST0GTUIgxS6bOui+aOeyJ7XqUUjdzeq3291Uo/6qqdZMOWqVunQOtVW6H3Ydqo5q5c5b/z54gJrqbUMxJ88hS49yl84hyerZcXMsHFCjdg9qPdmuWrbuSNmuJ5iw/wFJNglbWQt09IGfF9qEIDQqckr/VR06dAirdeBcPn36NIsWLeLGG2+8aK85WCPG1Bl81Ie3evmpX2rtWa36lT9Gj2pVQqcBo78HtSqpD4B68LWntSNEep0Ws1X5CVirEbUWm7p5g3qdFlSyZfUqQor/L8jgo/6cM3oQzePl68m57Ml2Paj1CwK1zzyuVpV+VbUd1eo6PqZgMVyqpuPjHSzmnXWr6JTpjGKVq7u5d4Ol0YptqzVrpot43C5GrUk9ks6zfbhI21UTAv0/IuvZesybimDwSFmAEcOSNHRZHuDSPFB4uPN2n3/+eVJTU5k7d+5Feb2hGjFthYTpy1TVefkHMWqZOoyM3ujDmKtVpHcDWr2WCdeNVvfwqYGc67PRquzKjLs2G71JnX8ee2WWamOXMjdDPdcxMFWsblUjv3h1dSNIMcHqjkN0sI/qlaqRgSbV+LFQPyNGw2VMGED81MXDoyFcSaMh6+pvotUpT48AyLrqHvRGdZ/HqOV3qzZ26UtuxTtEHc4rYd7NYnWrGo2/Wx2VAESshBoqAYjMs4yV6mpH3wTZKjsEo28S/1NVeyOMUaZ7AJBxpXpUWdJ89UixmMmQ8zV1taGjYOK31NUGxIl8OzXyDoXpD6qrNfjCTJVIMZ0XzPwRqm9IM38k4lbUaPR/pmP035b1bD3mtWecDR1AWy/mtWewnlU/ovCvqq+vj7fffpt77rnnosICBmvEmLqosdMJjE9XrEtfdAsR2bmEpo9XrE1ZcD0RGbHE5bjIKhq63bnJhKeHkjxNGTmTPC2BiLQw0uYkKdbG5UQTNSqczIWpirURo8KIHh1B9lLlm0ZIYhBx42MgSMUNxuAr5sgFq0Dk6EzgrwK7M8KkBinmqEsM81NEioHAhHmCFLssIb+IWOKnyCTb2xU/ZRGhqWNInKVsUKLGzSQsPYeUBdcr1oamjyciazLpi5SNRGB8OtHjZpGhAs3nGxFHbO4VdkSXgvyihOlRU2sKFiGyamoNvjDxGzD1AeVanREmf0dgwpTODq1eGJkp31cxT00jgoUnf1cZKQYCEzbxmyqQYohjMP4udd2vaQ+KYyxHkxhcm3m14Loqacp9gmwRMUa5NvdeSJwDcdOUayd+A+KmylMfHBp7u4ijybpOuTbrOlGrxgynLh4eNP0/KMkmiQ6djMybipAUFtf9u/roo49oaWnha1/72kV9ncEaMaZOo9Uy+5E/4hPq3oDFTr6CMdd/D41Gw8wHX8Iv0r35iBo3g5zbxFLv+Q/NIDje/VN7VFY4M78l8pzm/mAqYanuW9lhqSHM/cFUAGZ9O5comRZucHwgCx4SKelT755I7Hj3F5+AaH8WPTobjUbDpFvGkTTV/UIFvzAfFj8xV8wLCM4E/0S3tehMEDNXhDEHpomOnTtpvSB2zrCw4ktB/t4GWaQYCPRXsK8XPka9LFIMICs2kDB/E0aDjkkpoWhlnrIyogP6M+0uS2jKt39BcPLwwF6HgpOzmfLtXwAw6Z4fEzbKPWMyIC6V6T94AYCc2x4mcux0t7V+UQnMfPAlNBoNY274PrGT3SPFfEKjmf3IH9FotWRe+XUSZ7o3l6bAMOY+9mcRgjz5u4J76k7eIXDrxyIPbNzt8kxXB/rLFChMx7yfua/Ve4ucMb9IQVRYLDOZ34H+Ck4WVAc5pJhGJ/BREdnihn/N6zIgeTv6K26K2LYcUgzEPibPF/t88wfyIwvzfgaZV4F3ENy6XgSou9P0h2HsbeIY3/qx/PDjpG8Lc6sziGPtK9OVHXs7zHhY5MndvA4CZEYtRl0Nc38qutI3vgfBMtfWlEWwUHyHue4tQXlwp/iZsOwP4t9XvQrRMvzV6ImiBmDZH8V/607h2XDtW+7//j8kW1nL8A7dULX1irqLqL///e8sW7aMmBiVi4q+Ao2o8GGA7pYGCje9w/lt79PTKpbLh6SMJm3xrSTPvcYJ/dXb3kzhplUUbX2P7uY6AAITMgSia/516AbRH3o7+8jbWEDepkI66sRqu6C4AEYvyyBzcTp6r4HtmrvN5G0qJO/zQtqqxYqigGh/spemk70kHcMgNJWl10L+liLObCygpUJMSPaL8CV7STrZyzKc5r1ZzVbObT3PmY0FNJW2AOAb6kPW4jRGLx/VHyYMYLPaKPjyAmc+K6DhfBMA3kEmUbtiFD6DTIQkSdBeAi1F0GOPGNB6CQMXlIFmEJtRkiToKIeWAui2t5+1BghIgeBRl2zwsEMtnX1cqGvvR5VpgKggb5IjhuO82rr6uFDXQZUdVQZiyDU5wo8wf2ckVHu3meK6DiqbBX4MICLARFKE32XuqxuZezop2vIeRVvX0FFTBgjTlbbwFtIW3YTBNPBds/T1cGHb+wLjVyXiLHzDY0Tt4lvwGjTn1mrp48KXH1K4eTWtZSJWyDskkrQrbiR9yW39YcIgkGLFOz6icNMqmotF/I8pMIzUK24gfcnteAeF9ddKNhslez6haPNqGgqOA2K6R+r868lYdic+g4doJUmguQ79aSCfzBQkUEzTHoCgROfacxtE5IRjNayX/0B3LnQIX7TwcxFDUrgRkATVYNwdojZ8CJ+2+EvY/3so+FjMsdObxFDntAchashoRtkeUZu/TuTC6bwg+wZRG5vrXFt5SESRnFkraA5aPWReK97bUJxXzQlRe3qNWBSh0Yoh12kPCEM3WHV5ovbUO/aYFQ2kLxPdxLQlzrWNRaL2xJsDKztTFgpMWObVzrUtpeK9Hf+nIGsAJM4VncfsG5ynA7RVwoE/iBXHjvmDcdMFSmvsbc6kiI5a8bkdeRU67QtqoifZsVt3O6O/uhoFAu3IXwcWhkSMFbUT7hEBwQ71tIqMu8OvDOTxhWWK2onfckZ/9XaIbR5+BZrs3aeQNPvDxXdgMGHI3A1HXxOYsIZ88bvARFGbe694ePg/IOvpWswfKkd4Ga7LQjdG3dQLT1VaWkpKSgoffvghV199tfJ/8BVpxLVkjP4hBCRdhzFuLF3WZrR6LT6JsQQlpzsZOgAv3yACkq/BFJdNp7kJjU6LT0IUQSkZToYOwMvHQHh6KOFFjSCJ6054Wijh6aHohkRc6E16UlbE4r9AR4f9YuLn5U+4dzR6vfMh03npSFoSi+8cLR3mdiRJwtfgR7h3FF4G5zkOOoPOvg+hmHssSFYbocnBhKeHDltModVp+/evr7MPm8VGcEIQ4WmhmPyHo5AkUyiYmsDaM4AJM4WKi/zQWmOw+JulZwATZgoRXb1LXD5GPUG+XnT0WOiz2PDSawny9cLPxZxGb3tte4+ZXrMNg05DkI8X/qbhc1O8vXQE+hpo7zHQ3WdFr9MQ6GNwWXupSZIkysvLOXv2LE1NTWg0GqKjoxk9ejRhYWHDaquqqsjLy6OhoQGNRkNkZCTZ2dlEREQ4zRvRG30ImrwUH+942uvEDdEnIpKg0aOHzY3TGYyEpI4hJHUMVksfks1GcPJoQlLHYPB2HtrW6b0ITR1LU+ppLD1dSFYrQUmZhKSOHbboQavV2WvHYu5qx2axEBifRkjqWIwBzkN8Gq2W5MwMkjsikMIsYoVpWByaCckQOKQTpNFAzCSInSJWE/Z1CXMWmzt8OFCjEazOmFyxSrG3A4KTRG2Ai5X5kWNFbUuJuPkHJoifXYHow7PFdprPC05pQKyodTXMGDpK1DYWiHw530hRG+Ji2ktImvhbfb4wMz5h4r8NdTGFIyjZXpsnDJN3sKh11Y0KShR/qzsNrWXCZMTkuh7qDIgVtbUnRA6b0U/URuUMr/WLErU1x4QZ9PIRP0dPHD6/0zdCbKf6KDScE2is2FwxR28o+ssnTNRWHRF5eFqD+Mxjc50NHYgh49hcqDosTLBWL36OneJs6EB0aGNzB8KNNVrxOjG5w1FdXr7i99GHBoKpo+3fPa8hD+EGb8HRnfIDYW4lm9ivoe/rf11qFyd6sIjRU/3zn/8kIiKCFStWXLTXcKUR1anr6+rj82e3U326zuXfJ982jkk3jwPA3Gthy/M7KT/qeqn8+GuzmXr3BDQaDVazlW0v7qF4X5nL2uxlGcz6di4arQZJkijpKKKp1/UkyhBjOEl+acIcSRLlnReo73EdiRDkFUKyfwZajRZJkjjwxjG3wcLxE2NY9PgcDHbw/ZF3T/ZTLoYqekwES388Dy87oF4W/WUKhdi5aOxzX6SWIqg7jAjhGKIhSLFLTXLoL4NOw+TUMELt3To59NdQpFhHj5kDRQ109w2PnBiKFLvUZLFY2LJlC+XlrgNJx40bx9SpU8V5ZLXyxRdfUFzsOsw7OzubmTNnotFosNls7Nixg8JC1xSV9PR05s6di1artaO/nqZoyxqXtfFTFzP9/l+j03spor+ic2Yz64e/R28Un8fpD/7Mqfdc55NFZOcy59E/Y/Cxm8Z9L4kEf1eKnQq3fzrAPj3yqqAauFqBGjkO7vh8gDt68h346Oui4zVUoaMEJsyBFDv7EXxwq+tYoaFIsaJN8O71rkkR/jFiHyLHip9Ld8Hqqwa6WIPlEy7em6NbV3kI3lkhctWGyhQkhjAdSLHaU4L+4CqyZChSrLEQ3loszOpQ6U0Cd+VAirWUCqRY47nhtVqDwGg55pC1V4t9cEWK0GjFcPEk+yKJrkbx3ioPDK8FZ6RYT5s4ZqU7XNcORor1dcF71wtqgysNRopZeuGD2+HsB65rJ98Ly18WRsxqgfX3iNBgVxp3J1z9D9CNuP7Mf1WSTaL3D/vlh2ADjBjvn3ZR4k1sNhvJycnceuutPP+8irDyr1Ajyr5v++0et4YO4PCqk+RvFe3nnS/vd2voAE6sy+PUx6L9vOfVw24NHUDexgKOrhWorcquUreGDqCpt57KLtEur+mucGvoAFr6mijvFDfAUx/ny5Iiyo9WsfNlQdTI31rk1tABVJ+uY9tv9wAgtZfJo796GqFqt8CEdVZB3SFcGjoQSLHKnYwgn69aPWYrB4rco7/MVolDRQ109YoOnhz6y2qTOHS+kfZuMxarza2hA5Fld6S4kZZOFZERI1A7duxwa+gATp48yenTpwHYu3evW0MHkJeXx7Fj4rt48OBBt4YOoLCwkIMHRYjvmXWvuDV0AOUHNnP0n78E4Nxnb8qiv6qP7+LgX8WN9vyXH7g1dAB1eYfY+0f7asTT77k3dCBMwLvXi6HUwo3w8bfdR4rUnhTYLZsNSnYK/JUrQwfCtLy9VDA+Kw/D2pvc50S2lAij09cphjHXyKC/2qtEbXczNBcL9JcrQwfCvL29THBR26vFv10ZOhDbWLVSbLOrSbyGuww6cyesuQbqz4p9dmfoQLzntTeJY2DpE8fElaEDcSzX3S2Orc0mjrU79JdkE59V4Ubx2b17nXtDB+I7cMZOQ/nwdveGDgSW66j9u7jhm+4NHQik2P7fi39vfMC9oQM4/BfY9az497Yn3Bs6EH/b9oT7v/8flUarwbAkTbbGsCTtouXVbd26lbKyMu65556Lsn05jRhT13ChibJDyjlGx9aepqWyjaKdJYq1Jz7Mo722g3NbldFfJ9fn09PdQ123cjBjXXcNvdZearuVAzUbeuro6evhxIfKiepFu0porWzj2NrTirVlhyppuNAEjSqS2rvrxFw7NUix3ibo8iCEdISorKFTMafOYpMoqe+gorFTEf1lkySK6zuoau52a+gckiS4UKcizX2Eqa2tjfPnlUkKJ06coL29nfz8fMXakydP0tnZyZkzyt/LM2fO0NnWQv4nryvWnv/yAzrrqzi7QRnnVbr3M9qqS8hb91fF2qqj22kuOTtwE5Xd8A4o3wu7fqlcW30Ezm+GPS8o58k1nBWYqb2/cW/+HGopFnPX9v8OLN3ytR3Vgj5x8GXlAOLuRjjyN/E/pZy63jYxd+z46+5Zrg5Zuu1z6Fa7N3QO2cwCE5a/bmA+mDtJVoHoOr9JHGsl7XpOzCmU47P21/4Sqo5BwSfqahsK4fRq5do9v4LmUjimjK9j32/FUPZBFQSCg3+C7hbluv9j0mWFY7hxNAQMGc4OMGK4cfRFy6kDWLx4MZIkkZGhMv7oK9SI6dme+0KJ9SfUVtPBURWmB6CruZvDa05icwN5H6y+zj7y9uQj5SgHekrYqO4qx6oqAV6iuPgCXc0qEkslOLL2FG016jii57bkMWN+i6pams8NLIxQUusF8P3Prdb5KlTeqA6tVt7YhVGv7umssqmLti51Hbjq5m7MCTYMuhHznKSoggJldjFAV1cXR44cUdXB7evr4/Dhw06J6u5ktVo5umMT5i5lQyxZLZx6/2V6WhRYowCSxJkPX6GjVh3jsvizVwmuk4G8D9b+30HZbnW1h/5sX+ygQkf+Jt8VGqyjr8lD6Qfr2D/UkwmOue+ADtPxf4KfclQUIFinavc3733ocD9a46TCz8TwqhqV7YIDv1dXW3NcdNbUqPk87HpGXW1HNez42cC8ODn1tMCXTykbdxA1Z94VK3wvy0m6rHC0o8L+o0SJ/7ZGjKnr8gTR5QE8XS1HFaCjoRNfleibPrWYHqDXrB675ViZq0adDepr3Q7TuJKaC8kIU49CN80hs9WG2tFlq02iRyVSTAL6zJeWqevo8OA88qC2vV1917KjTSXCCsF9vhi1XQ0eIJZahjMd3aq1FLdTHYbVlqm72YMAsptVXi/bKtwPu7qqVavuJrCpxJqZu9RD5G0WaHM/VcZZknL3b7A8qW314HP25DvhUW2J+lpPPrv/Y9JoNeiSPKBzXOIaMXegwTEhirUe4LG8fNRv15NandscJxe1HuS+GTzaXw9W7qhNGwf1kOwRJLWILo0dE6Z6ux480V1qmDAvL/XfH4PBg++lB9v1aB88QQn6+CkXObbrrX67GNWjyjB6EB/hSdSEKRDV3FVjgPpz3xig/v1pDR4cC41n7+9iHTdPtnuxaj3+nNXugwffy8v6n9aIMXXJM9Shqbx8DYxZroKMAOi9dIy9Kku5ENDqNGRMl59YOVgR3uqHJ+Pj4p1y8OQ0ZmUmXr7qLsLJs9LUx5AEpqpLdIdLkigRFaQOHxUd5E20SvRXRIBJdW2Ir9clhwlLTlaRrg/odDrGjh2rqlaj0TBu3DjV+zBm6hw0Q6Mh3Chz+V3ovNR93zOW3q7aBMbPv00dlQAEFUANlQBg/J1iJawajblVPjh2sEbfBGlL1dVm3wBZ16qvzVYmdgCCYpB9g7ra9GXqUWUJs2DsrepqI8eL1Z9qFJwisuLUyC9K/VCmMVDEh6iR3humPaSuVquHaTILd4ZKDXnisv5PaMSYuvgJMQTGKF+EMxelEZcTRViKcjs1fX4KMWMiiR4doVibMjORkPAQAg3K2w00BOPvFUCwMUyx1k8fQFBAMOnzlW8EYSnBxI2PInORsrkMjPEnfmIsBCmj1dD7gH+cOqSY1kueUDFClRSuzrAKTJi6QfakCD8SVCLFki5BTFhUVBShoaGKdRkZGcTExBAdrTyHKiUlhaioKBISlB8MEhISiExIJmG6skEJz5pMRHYuSbOVWc7BSVlEjp1B6hXKRsI/OomoifNEjISSAuIg63o7dktB3qEiyFZNrZe/YJiqqdWbBHJLTa3WTr+Ycp9yrUYrgnpzv69untrU+0SYrZqu/tT7RaSIXoUhn3q/OBZyNInBteNuF8daSVPuEybU30Uu4FDlfk+wdV3l9w3VpG9B6kKImqBcO/4uSJojsGJKyr4REmdCuoqMs4yVEKKMobys/xsaMaZOq9Oy+Im5eAe6P/Fjx0cx5Y4cNBoNCx+bg2+o+y5KVFY40+8RMO0FP5xJQJT7m25YagizvjMFgET/NEw695ljJp03if7CdCX4puCjc28mvLRGkv3FhWH6PZNlkWK+oT4s+tEcNBoNubfnyCLFvANNLHliLlqdFkKywVfmQqX1gpjZaDQ6CBolb9i0+ksWExbo48XYhCDZmuzYQEL8jPiZDOQoIMUyogOICDDh7aVjYnKoLJ8+JcKP6Eswp06j0bBo0SJ8fd1/hyMjI5k2TXAt58+fj7+/+5ttWFgYs2bNAmDu3LkEB7t/QAoODmbu3LkATP7GT2WRYn6R8cy4T0xcn3jXj2SRYj6hUcz64e9Fx/Cm+2WRYsbAUGY/8kcRaj77CYF9cidTMNzykQiRnXq/MGzu5OUvar18RXdIDiSv9xb4LJ8QAVqf/rD7Wp2XyHILiIX0pfJIMY0OrnlDZNolzoLFL7qvRQMr/iIIFNE54t9yZ8fiFwVVIjRdvIbcVJR5PxOkiIBYse9yQ8HTHxbGyydUGSk26dsw4eviGN/ykbwJdJhrvZfAj8lxZUddDbOeEMHCt6wTQcXulLIQFjwj5nTctFaYfneKnwlL7J/Bde+IzqE7RU+EFX8W/77mn/JIsfBskVN3WZdl14gKHwZor+/k5Ed5FHxxgb4usbw/MMaf7GUZjF6WgW7QEFdnUxcn15/l3Nbz9HaIVYr+kX5kL01nzIpR6I0D5qS7tYeTG86Sv6WInlaxyMEvzIesJeliyHPQXDaLzUJddxUNvbWY7REDBq2BMGMkEd4x6AeZHqvNSl1PNfU9NZhtYh/0Gj1hJlFrGHQRs/RaOP3pOfI+L6S9Vkw8N/p7MeqKVMZdnYVvyIBJtZqtnNlYQN7GAlqrxMRzLx8DGQtSGHdNNv6DOlOSZIPW8wL91WefeK7RQ0ASBGeiGXTBkyQJ2i6I2t4We61OmL2QLDRel/bcjIb2Hi7UdlDXNrA4JTzASHKE/zCcV1NHLxfqOqht6e6fzh7qZyQ5wm9YmHA/fqx5oDbE14sku6HTyLm+Ea6uri5OnjzJuXPn6O0V54a/vz9ZWVmMGTPGiaLS3d3NqVOnyM/Pp6dHHGNfX9/+2sFz5Hp7e/tru7rExH4fHx8yMzMZO3YsRuNA1IC5u5OCjW9RtPU9uhpFTIYxIITUBTcwasXdmAIGiA6Wvh4KNr5N0dZ36awTE8S9/AJJmXcdmSu/hnfwwI3YaumjcNNqiraspr1aTFI3ePuRPO9aMld+Dd+wQdMorBaxCvXQnwQdQWxYILpmPOLcDbHZxArQgy+L1ZIgTMjY20RteOZArSSJFaAHX4ZKkc2HzgtG3yxqo8Y51+a9LzBWjlW2Wr0wOzMeERSLwcrfIFbklnwpftboBEJr+sOQMMO5tmiTCFg+v8n+Cw1krBC1yfOca4u3i3iRgk/pX+yRukQE8w7FeZXttUeRrBdRIwBJ8wV+LHNIZ7XysIhuOfvBwMKQhFnCdA3FedWcFLVn3gWrfRV67BQx3DnuDufa+nxRe2rVwEKvqBxRm/N1Z6JC03lRe+KtgQVk4aNFh27St52DfFvKxHs7/vpALExohujs5n7PmRTRXg17XxSriHuaxe+CkkW3dOp9gvbgUGe9+CyOvjaQCRgQL4Z9p94PxkEmtbtZfMZHXh2IkPGLFl3CaQ8KgsdlXZZdI87USZJE1anafj6qTqclbmI0o5dlEBDlP6y209JOXVc1nX2daNAQaAoi3DsK05CnPEmS6LJ0UNdVTUdfBxrA3xRIhHcU3vrhnYrzLefZWPwp55pFAOao4FEsS15BatDwNndpWwmfXfiMs015SNhIDUxjecoK0oMyht3seyzd1HVX09bTioSEr5cvET7R+Or9h9W21bRzZmMBFUersVpthCQGMXpZBjFjI4fVSuZOwX7trLRjwgLE0KxPlAvDUY8krQN2gtQDmng0muuAGcDQp+4mYD2wA+gCooGrgTkMXzzdAnwCfAF0AJHAlcB8YOgTejvwKbDF/u8wYAWwEBiSK0QnsBHYbH+NYGAZsBQY2tntAT7HZtsINIMmEK1mib3e+XO22iSqm7sob+ykx44Jiw3xIS7EF4PeuYlts0lUt3RT1thJjx0TFhPsQ3yoD176ocfMAuy0H7dqwAeYaz9uQ8HjVmAP8BFQYX8/s4FrgIuXozRYkiRRW1vLmTNnaGhoQKvVEhsbS3Z2NkFBQcNq6+vrOXPmDPX14mbkQIqFhAyHqjc0NHDmzBlqa0VId2RkpEv8GEBLWQGFm1dRd/Yw2CRC0saQseR2QlLHDj83qoop3LSK2jP7sVmtBCdlkbHkNsJGTXR/Hh2rELi9xGBGL8t0eR71WXup76mhracem2TDpPcl3CcWf0PgsNrG7kY2l3zO4aq99Fp7ifKLZUnKCiZGThq2kKqlt4UtpZs5ULGLHks3Eb5RLExextSoaeiGzCls62tjW+lW9lVsp8vcSahPBAuTljEtZrrTQyJAR18HX5Z/we7yL+jsayfYO4wFiUuYGTsLL53zIhSrzUpTbz1N3dVYbH3otUZCfaIJMYahHbK/NslKU28DjV3VWGy96LVehHhHE2IMH7a/NslGs73WbOtBpzX01+qHdv0tfXD2Q2FmHJiwMbeIIVcf52FUq83KgZr9bC3eSF1nDSa9N1PjZrMocTFBxiDnWsnKkZrDbC7+jJqOSow6I7mxM1mUuITQIcOzNsnG8bpjbLrwKVXtZRh0BiZGT2dJ0lLCfZw7c5Ik0WFuo767kh5zBxo0+JvCCfeOwjhkPrMkSdScrSdvYz5NFxrQ6rREj4sle2kGQXGBw2rrCxs581k+DUV1AreXHc3o5ZmEJDq/t4E3aR6IpwmIBd2ljyi8rK9eI8rUmXstbH1hJ2VHXMQRaGD6PZMYZ1/4YJNsFLcX0tLnOigzxieeaB+x+EKSJEo7imh0Q4qI9I4l1idB4I0kG387+Vc+K3YdPLk8eSXfHvedfvTXG3n/5MNC1+ngC+Kv4L4JD/RfBKu7yqnqcr20P8grlGT/dLT2+SwnN5xl3z+OuExESJgUw8IfDSDFpNbzUOuGFOEdATFz0PRfAD4Hfg64CjkdC7wEBNl/3g78GHAV35IB/AFhxgD2Az9CGLChSgJeBhxDyseAhwFXcRaxwB8Bx5ysPOBBhLkcqgj7PjjmIBYB9wOucq5CgN8BYiijo8fMwaIGulxEoQxFinX1WjhY1EBH7/DICb1Ww6RBSDFosO+Dqww4I/AsMM/+cwvwEHDKRa0BeAphXC+elNBfkydPZuJEMdxps9nYuXOn23y78ePHM2XKlH6E3p49e8jLcx14PRgpJkkSJ1a9yNkNrkNZk+dew5TvPI3W3kE5/cFfOPXeH1zWxk9dwvT7foXOIAyNJ+dRQ08tpR2uw5j9DQGk+mf2r2TfUb6d3x97CYuLGJJRwZk8Of0pAuxd7/1V+/jNkV+7jEFKDkzhZ9N/TrBJGOJjdcd4/uCzdLuIFYrzi+PnM57uNx5nGk7z7IGn6TAPj5uJ8oniZzN+QYyfmJrRae6gqO0sFmn4eW/QepEekNX/cNtt6aSw7Wz/yMNg6TUG0gKy8DWI6Sw91m4KW/Posw1/bzqNntSATPwN9u5/S6kgRbgKFvbyF0OuqYsAaO5p4mf7nqK4dXh+qZfOyCOTHmVajBhab+tr4+l9P+dc8/Dt6rV6Hpj4EHPj5gHQZe7i2QNPc6pheG6eVqPle+N/wOIk0Ym0SVbOt52jzdwyfH+BON8kIu0L5qxmK1/8dg8X9rqOY8m9fTwTbxKLjWxWGzte3k+Bm2zWnOtGM+WunEu6+39Z/z2NmDl1ANt/v9e1oQOQYN/fj1C0U9x8yjouuDV0AFVd5dT3CDpERWeJW0MHUNtdSZ2dDrEmf5VbQwfwWfEnrMlfBcBHRR+6NXQAX5Rv4/UzYr5DfU+NW0MH0NLXSFmHOMmLdhaz7++ub0QAZUeq2P77fQBIHZVQexC3xd11UL3HHhx7CPgprg0dCHPxiH1bp4HHcW3oQJiWBxBdqUKESXOXhVcC/ADRRStHmDR3+WSV9toOoAa4D9eGDoR5+wHQbP/fD3Bt6LBv4z6gFrMd/eXK0MEAUqyzx4LVJnHAjaEDQak4dL7RHlJswb2hA3EsH0ccWxvimLkydCA+o58Ch938/avR7t27ZdFfhw8f5uzZswDs379fNrD4xIkTnDol3s+RI0fcGjoQSLEjRwQJIP+Tf7o1dADFOz7i+Du/AaBo63tuDR1A+YFNHP77L0StB+dRS2+TW0MH0G5u40J7gTCg9Sd46ciLLg0dwLnmfH554BkkSeJcUz6/OvS821zL4tYL/Hzfz7DarBS3FvPsgaddGjqAio4Kntr7JL3WXqo6qvjF/p+5NHQANV01/HTvk3SZu+iz9lLYlufS0AGYbX0UtuVhtpkx28z2f7sO3bZI4u991l6sNotbQwdglSwUtZ2lx9oN5m6BFHNHiuhrh9VXQ81JrDarW0MHopv6q0PPc64pH5tk49n9T7s0dCCm0rx0+EVO1p9AkiR+deh5l4YORKPg5eN/4GC1wIiVtBe5NXQg7isOpOTuVw66NXQAh945Qd4mgc3b/8+jbg0dwPEPz3By/Vm3f7+sy5LTiDF1zWUtXNijHDp55N1T9Fi6aexVTh2v7qroH05RUk13JR19HXxUtE6xdv35j2jpaeH9wvcVaz8t/oSWnhaqu5TDIRt76+ix9HBkjbsb/YAu7CmlubwVGlXQNbqqoacJ+AfCTMjpOML8/RNhUuR0DtgFvIl78+dQCbAVWIV78+dQFWJodi3QqlDbgBi6XGf/t5xagbVUNHYpor8sNokL9e1UNXfR6cbQOWSTJM7XdSCGXJUoDRbgdcQxPqFQa0N8ZhdH7e3tnDvnhq85SEePHqWzs1PWpDl0/Pjx/jl6Sjp16hTdHe3krX9VsbZw0yq6mus48+FfFGuLt6+jo67Co/Oouls5HLfN3EKXpYO1597FpnAe5TWe4WTDCd4vWItFkv/+XGg9z8GaA6wr/EAx1Lyio4I9lbvZcP4jt+bPobquWr4o30ZdTw1WhX0w28w09NTS0DMwj9idrJKF+p4aGnvr3Ro6h2ySlbruajjznnuWq0OWbtj7Gw7U7Hdr6PpLJQsfFL7PyfoTnFXAH9qwsbbgXQqaz3G0Thkp9u65NXRbumiWaRo4VN1VQVtNO/nblHF7x947RWdjF2c2KpNcjn9wBovKQPXLGlmyWq08+eSTJCcn4+3tTWpqKk8//fR/jKk+YpY5qjkpAFoq2ig6dR5UxNqZbX1Ud5UjqUh1t0gWDtcdoMeqTH/otnSzKv9t2vvcdZsGbddm4fPSz0gPTVLeYaCssoSWSnUp+/mfn2baXHddrCFqOwneh9TVshZh1tToQ9R3kz5C2fQ4tB5QiTVjPaqT+1lPeaO6fK3KRk8wYV2Mjf+MYdPrXGon6vf3IKJ7qSKKwUOpxYR1dnZy5MgRbDZlhF5PTw9HjhzBYlGmI5jNZo7t+Jy+9hbFWpvFzOn3XqarUfkBTZJsnPpgFS2V6rIkT28+i8/Vyu8NoKyjhJMNSmZc6NMLn3Co5qCq2s9LNrrtIA3V5tJNiqbHoS2lm4kPjFRV29hTp+paCWKoWq9RN6ersbee+GP/VBeXfOZddoar+9wOVh9QfaM8UX8Cf8NHqmoLWwo42XAMvQqcYI+1m9Pb8lWdzh0NXQJbaVFxHrX1UnqwgtRZl1681EiTzWajpqaGrq4ufHx8iIqKQqu9eP2sF154gb/85S+88cYbjB49msOHD/P1r3+dwMBA7r9fRRTRv6kRY+o8wWO113XgpS6rmF4VJs2hLg9QWtWd6qH39V11qk1dT596RFdHvXp0E2b1OCYxYV/dTU4YDgUIeb+qEYst1NaqxU2p/yygmV5zN8MXbgyXxSYpdvQcsknQa+lUaepsiG6kWtVyMUydJzivNg9wXq2tSt3VQbUtLapr2+vU4qOgo6YSUGcO2us68EFdyHS3VT3OsKazRrGj51BtZ63b4dyhquusVezSOVTfVafYKXSo19aL2ocNi2TBJql7bzbJiqWnUcUZB1j76FGJFLNho7ZL2eQ75FltLbEB6gKp2z3AVrZVe4DQ8wBxeVmuVVxczN69e+nsHDiWvr6+zJgxQ3X4uqfau3cvV199NStWiIzBpKQkVq9ezcGD6h7w/l2NmOFXvUm9v/SkduiqLtntepDPZlJLcoBhq6Tk5Al+TG/yBP3lyUopdTc4z2s9yXLzZvhKXLlatdvWodGoR1PpPMCEDV0VKC9Pj8VXL0/QX4NjTb7K7XpUa1JJRAH0JvXHzODBeaRT/Z0EbzVhu3aZLlKtZ9cerUfXH0+urVoPrj8aL/VB3nKZosNq5XLvhm1X/XEzeHA/8uS75sl97rKGq7i4mC1btjgZOhAjD1u2bJGdS/zvaMaMGWzbtq1/JOTEiRPs3r2bZcuWXZTXG6oRY+qSpsgENw6SwdtASk6SqloNGsJNKvE/QEZwpnKRXVemXoVW5eGbHTsHjUpWY3RkjOqLRNL0VNANjf9wI79RiIgRNVqCWLGqRgtxrChV1nxgisraeYhoD7W1c1XWziFSJVIszN9ItMraIB8DJsMk5UIAkhHHWI2iECuNv3olJSWpqtPpdIwePVpVrUajYcyYMar3ITt3Bho1BAMgffFtaPXqborpi1aoPo9SpyWh16irjfGNI8xbXdTMnLh5xPmpu67Nip1FuhriCzA9Zgbjw8erqp0WPY0gr+FRM64U5BVCoAe1wUYVJAfA3xCILlXlKu7YKWQnXaGqNN4/njlx6s77cO9w5scvUFUb4BVATrj7gOvB0mp0pE2XCRIeJJ1By+gV6j5jjVZDwuSvvjv/f0U2m429e/fK1uzdu1fVlBJP9fjjj3PLLbeQmZmJwWBgwoQJPPjgg9x+++1f+Wu50ogxdYlT4vCLUH4SH7UghZCAUFVPaCHGMAKNwfjqlZ/8grxCSApIYXx4jmLt+PAcxoWPZ2r0NMXajOBRZIVmE6ICKWbSeRPsF8qoK5SRL/4RviROiRdMVyXpjOCXBKjhL/oBy4GbVdQagatU1uqB64CbVNRqgRtUbhfE+1LJluQmksLUdQKSwv1ICPOVpUkMrhU5dGpM9k2ITD41+3ED6juWnikmJkaW+uBQamoq8fHxREQo4/YSExOJjY0lNlb5hhQbG0tMcgaxuco38dC0cUSPn0niTGVsUkBcKrGTZqk+j5KmxBNmUn7g0WsMhJoiWJGsvA++el/mxy9gZcqVirVeOiMLExerqtVr9CxJWsYKFbVatCxLXkG4SRnvBhBuiiJC5UNwuCla9QNzhClahOqq6dZN+QGLEhfjpeJhdUXyShYkXIGvi5zRoVqevII5cXMJHJJv50pLkpYS7h2Jl1Z5H0KN4cSPjyE4PlCxNnV2EvETYojIUL4XJE2NcwqYvyzPVFNTM6xDN1SdnZ3U1Kgfkler9957j3feeYdVq1Zx9OhR3njjDX7zm9/wxhtvfOWv5UojxtRpdVoW/2gOXr7uh8YiM8OZctcENBoNKf6jZJ+uvXW+xPuKMfNk/wwMWvfbNem8SfATN4AHJz5ElI/7i1WUTxQPThRQ5u/l/IB4f/eT+0JNoTwy+VEA4nyT8ZZBiuk1BlL8R6HRaJhy1wQiM913A4x+Xix6fI4dEzYGfGRuSBq9wIRpdcAdiNBgt1sGnkeYjeuR7ybpEZlrIQgTKAcN1wE/QwQXzwXknlg0iNiPFCAX+LZMLYh4lNHAGPu/5fRtIBd/b4MiUiwlwo/IQBM+Rj3jE+W7FwlhvsSG+CCOxbPIT1Vdiji2fohjLXfjmIv4zC6ONBoNCxcuxGRyP9QUGhrKjBmCTLBgwQJZpFhQUBCzZ4vu6rx582SRYv7+/sybNw+A3G/9jIBY9wbMOySSGfeLSJOJdz9BcFKW21pjYCizHvqdx+dRtE88/gb3N2atRktqwCi0Gi3XpF3HlKipbmu9tF48NuUJfAw+LE1eLttN0mv0PDL5UYKMQcyLn8/iRPfnnFaj5YGJDxHhE8HUqGlcner+nNOg4bs53yMhIIEAr8D+zE53ivNNwtfgj6/BnzjfJNnaaJ94ArwC8db7kOAn36WK9I4h0CsYghIF8kquKzvp2zDuDoKMQTwy6VHZ6/vcuHksTV6Oj8GHx6Y8gZfM9X1q1DSuSbsOL50XT0z5f3jLDMOOD8/hllG3iXtMwCjZ4WhfvT+xvokCt/fYbEyB7s/lsJRgZnxzMgBXPDxTFnEZFBfI7Hvdf78uS1kOgs1XVeeJHn300f5u3dixY7nzzjt56KGHeO65577y13KlERU+DNBa1cax989QtKsEq32Sum+oD1lL0hh/TbYT+qvX2kNNdyVNPfX9E5L1GgNhpkiivGOd5jj1WXup6a6ksbcemx1lo9foCbXXDp5P19LbwgcFa9latoVO++IJP4MfVyQs5PqMG53SzDv62vmg8H22lG6mzb4a1lvvzYL4K7gh40ZCvQeeyqw2KzXdlTT01PZnRmnREmIKJ8o71mn+i6XXwomP8ji7qYjORvHF03npSJudxIQbRhMYM4DzkmxWaDkniBIW+9OJRgt+CRCSjcY4+GZlAd5DrHB1TEjWAQuAu4HBQ9A24AN7vWP+gRZhDL+GMFL9ewFsANYgcutAGLSZwF3AxCG1nyPiTQbnMU211w69oG0D3gEGrw6cCNzJ8CHaXcBbwNFBvxuHMJLOHaH6th7O17bT0D4QyxDoYyA5wp/YYGf0V2N7L+dr253wY/7eBpLD/YgP9RkSFHoaEVuyk4EFJ8mIDt31OD9L5QNvICgcjkUZ8YjO4038J9Yytbe3c+zYMYqKivpXrXp7e5OZmcn48eOd0F+dnZ0cP36cgoICzGbxHTaZTIwaNYqcnBwn9Fd3dzfHjx/n3Llz9PWJVcRGo5GMjAxycnLw9h64ufZ1tJK34TUufPEBve0CsaT39iV5zjVkX/MtfEIGHlzM3Z2c3fAa57e9T0+riLHRG31InLWS7Gu+jV/EQJfQk/PIJtmo666ivqe2P6pDg4ZgYxhR3rF46wdh/GxWPrnwMZ8Vf0p1p1j0otPomB4zg+vTb3Qiz9gkG58Xf8anxZ9Q3i7OOS1apkRP5fr0GxgVMnDOSZLE1rItfHx+AyVtxf37MClyMtel38CYsDFOtTsqtrPh/EcUtRT1/z4nfALXpV9PToQzZL65t5Ha7io6LQOT9f30AUT6xAwbom3pa6K2q4oOy8ACGV+9P5HeMcOGXdv6WqjprqTdPLBAxkfvS4QphhBjmPO5UbIT9rwAhRvpX5QROQ6mPiBYroNqzzXl80Hh+xysPtB/fY/3j2dF8kqWJi/vD2oHQQD6oHAt+6r2YrVf36N9Y1ievIKVKVc63QvK2kpZW/Aee6p29y9OifCJZFnSMq5Ku8aJ2tFj7aamq5Km3gYk+z4YtF6EmyKJ9I5xmlfYXtvBsQ9OU7i9GEuv2AfvIBNZi9MYf+1oJxRlZ2MXxz44Q8EXFzB328+jACOZC9PIuT4bo5/KaTWX5VJVVVV88on7vFmHVq5cSUyMugVVahUaGsozzzzDvffe2/+75557jn/+85+qEwf+HY24mZiBMQHkfm8sCXeG0tXbiUajIdg3lHCfyGELGYw6Ezarhn0VhyluvYBOo2Ns+DiWJCUPm7TupTOikfQcrDxGUUshWjRkh45maVLisO0GGYNYlrwCm2Qjr/EMANmho1mWvGIYnsbPy5+lScuxSTZONZzEJkmMCh7F8pQVToYOxER6o9aHU7VnOd1wCqtkJTkwhWXJK4ZNaNYb9WQtTkeSoOxwJTaLjdCkYEYvz3C6EQFotDqkwFTBjeyoFPxFox0TNozlqgdWIszGNkQgcCLCRIwaUqtF4LVsCERXF2IV5o2I7pjTXgCLEcZkIyI8OAoxfJjjonY+wmB+gggijkB0+1zNS5uNWGFrRFAYQuy1rmDt0xGZeQZE4HAQYlh0+Py88AA94QFnsNo+QZIa0OCPTrcYWMRQoHmov55Q/3ysto+RpFrAD512ARrNsmG1Yo6hYzi4ErGYZDHiWA7tVIxCHCMJKEVgwhYiPqOhp6eECCteZ6/1sr/fqxmggAzWWUTkzAX7tqbYa52/l/7+/syZE8XMmbuw2QoAHTpdLlptgv01BuTr68vMmTFMm7YHm+0MoEWnm4BWG8/QrqO3tzfZ2dkCn2Qf5oiKiiI7O9vJ0IFgt+bcdivjbtZhMx9GQkKnH4NWfwtD54IavH0Ze923GDN/DtbWCkBC6xOONiwTjdF5ONmT80ir0RJmikRCmBpJsmHS+RBuiho23UOn1XFFwhVI2NhTuYdeaw+xfnEsT15JSmDKsO3Oi1+ATZLYVbmDbks3Ub7RLE9eQUaw8zmn0WiYHTsHm83KlxVf0mXuJNwnguXJK8gOzR5WOz1mBlabhW1l2+gwtxNqCmNJ8lLGho1jqAK9gpEkGw29Giw2C3qtgXBTJIGGoOG1hiAkbxuaHg0Wmxm9Vk+YMVJ03YbI3xCITbKhQYPZ1odOoyfUFEGwMWQYFcGaOJNjpp+xLXkyjV21eBt8mZGwkLnx8zENqU0PzmC5fai7prMab703s2PnMi9+gZOhA0gJTGF58gokSaKyowKjzsTM2FlckXDFsHtBvH8CK1JWIkkSZe1leOkMTIuezqLExcMwbCadN761wZR8XkdTeQtanZb4nFgCF4Wh9XHern+kH6OXjUKyStSfb0Kr0xA3IYasJelOhg5Eo2L0sgwkq43aggY0Gg0xYyPJXpp+2dB9BYqKisLX11d2CNbX15eoKPVz7tXqyiuv5NlnnyUhIYHRo0dz7Ngxfvvb33LPPfd85a/lSiOqU2eTbJS0F7oMfdSgIcEvpX/ui9Vm5U/H/8jWsi3DarUaLfeM+SZXpV7dv93XTv2NTy587HK7t2fdwY0ZN/cji97Me4MPCte63Mfr02/kruy7+2vXFrzLO2ffdpnvtDLlSr459tv9F6AN59fzj9OvuYwCWJiwiO/n3Nd/ATq7uZDdfz3kMtModVYi8x+cgc4gaqW2Eqg9IJivQ+UbC9Ez0PQb1+3Ak4CrSIQpwK8YmOslh/4aD7zIgJk4jiAkuIqzyELgxxxmIg+Bx3IV7pmCQH85TrYixLCqq7kP8cDvGUCKlSEoF64iEaIQmDAHUqwGQX9wlfcVat9fx020wb6/rlLeAxHHIcf+cwviOLjKMnMMuTrmYnYAjyGy6IbKG3iaAaRYN/D/cJ0f6IWgTzgmo/chEGPDzw1h7h5HsGVBGOtfIrqsQ6VDHPtb7T/bEO/1XRe1GuC7wD2AODcOHTrE8ePHXdRCTk4Oubm59pu+hAhZfgXXkRo3I46pOI+k5nNQf8x1bUAKROb2L77w5Dxq6q2npL3I5bkc6BVMsn9G/3Dc/up9/Pbwb1zmWo4Pz+HxKf8PX4MYqj5Wd4wXDv6SLsvwoZ6skGx+PO3JfqRYXuMZnj3wjMsMzLSgNH4y7SlC7EixwuZCntn/c5p7m4fVJvgn8tT0n/UjxbotnRS1naXPBSnCqDWRFpjVb1x7rN0UtZ6l1zb8vXlpvUgbhBRz0Cp6rMOvJ0ORYk09TTyz/+dOXUWH/L0C+PHUn5AdKh4W2/raeHb/0y6DhX31vjw25Qkm2DuRneZOnj/4S07UHx9Wa9KZ+OHkR5gWLR4Aeyw9/ObwCxx0kR9o0Bq4f+KD/Ugxq9nKl7/by/ndpcNqtXots76TS9bidECgv3b++QDntg7PW9VoNUy/ZxJjrxQdWckmsfe1w5z+1EUYswZybxvPhBvHXMaE/ZtyrH51p0WLFl2UWJP29naefPJJ1q1bR11dHTExMdx666389Kc/dRr1uFgaUaauuL2wH7viTin+owg2hvLXE3/hUxmcF8BDEx9mfsIC3sx7g/cL3pOt/e64e1mespL3C97jzTz5CY13Zd/NDRk38emFT/jrSfmE+xszbuLO7Lv5omwbvzv6W9naFckr+c74eyneV8bm53fK1mYsSGH+AzOQOquhcgey+VJ+cWhiZiOM13cYGOZzpSnAnxC0iG8gT4oYB7yKMFF3IZ9Bl4EYZqxHzBOTyz1LAN62b+92XJs/h6IRQ7MAt+Ha/DkUaq/1se+DXO5ZoH0fQhHD0oUytb6I9xYPfBP36C8Q3ay/Izp038e1oXNIjzA6OcCjwJcytVqEGZ6GMHSfytQC/BrRLf0VYnhdTj9HLOz4E4I0IqcfATdy/PhxxVymKVOmkJOTY3/9Xyls9+vA95HaiqFmv3xpUDqaiMkenUdtfS0UtsmTCYK8QkgNyCSvMY8f7368f5jPlcaH5/CLGc9wofUCP9r5iEsz5VBmSCbPzf4V1R1VPLzjIdkMuuSAZH4z7yWaupt4aPv9bjFhALF+sfx23u/Ra3XkNZ9wiwkD8NIayQoSK2rPthyX3V+9xkB28Hi0Gh1nW07IZoHqNHqygsahRcfDOx7qH1J2JW+9Ny/OfYlovxge3/mYW/SX2F8vXpjzG1ICU/jp3p+4NHQD+6vnmVnPkR2azS8PPMP+6n1ua7VoeWrGL5gQMYEvf7eXgi/lQ54XPz6H5OkJ7P7bIc64MmmDNP/BGWTMT+HAW8c4/v4Z2dpZ38ll9PKhIyeX5an+Gzl1/22NmIUSPdZuRUMHUN1VTkNXPRtLPlOsXZX/Ni29LWwo+kixds251XT0tfN+gesO3WB9UPA+7X3tvHtutWLt+qKPaOltYXX+O4q1G0s+o6GrgcOrlZPlC764QGtVmx0TpuDLOyqQepoQZkIpTPcgwvy9jjL66ySwD4EJU5pwWoCYN7YaeUMHwmx9DryPvKEDETy8AUGVUFrJ1IiYI7gReUMHouO4GrHPcoYORCfzLWAv8oYOxDF9AziGvKED0UX7B2LenZyhA9FFexUxLKtk6AD+igg1ds8uHtDfEEPZq1TUvobZ3MWxY8cUK48fP47Z3IX4XippFZLUDI3K6C9aipDMXR6dR3Jc5v7N9jXRZeng3XOrZQ0dwIn64+Q1nuH9gvdkDRJAflM+R2uP8GHhB4qhwsVtxeyr2svHF9bLGjqAyo5KdlRsp767RtbQAfTZemm0Y8KU9tcimanvrqGpp14x3N0qWajrrmZv9R5ZQweC1LOu6EOO1h6RNXRif/v4oHAtZxrPyBo6sb8W3ju3hvMtRbKGDkSg8Zr8VbRUtikaOoDDq0/S0dBJngr01+HVJ+lu6eHUBvn3BgKHaTVfxoT9u0pOTubWW29l5cqVLFiwgJUrV3Lrrbf+zxo6GEFz6hp6alXVdVu72FO9S1WaeW1XLWvyVylepEAsjnjn7Nsuh0iGqtPSyaqzwjAqqc/Wx+r8VdR2Kb8/m2Rjw7ENmEvVtWjPfp7H1FlKvFO7Wk+DSf6CNqB3UTYRDr2P4Jiq0TqEQVFbq8z3HahV23BeB6jLGYOPUb+/n6PMnnXoC9QTO/bier6cK51AGEY1KkKdyQcxL/BVlE0+QCN1dR/2L6KQU19fH8XFm8jIUGZsQi/0rQWz+xW1A5LouHCaptIWFbVwalM+3leqoy6Ud5RyrO6ociHw6YWPFU2EQxuLP+NkvTr82KaSz7nQog6ruLlkE9H+yhEaAPW9dag9jxp6a2UTBQarsbeOLSWbVdXuqNhBU7c69OG+KvU5Y0frjhBgHDq/2LXONuWxq1Q+48yhptIWjr53GsmmfNzaazs4vOZk/wJAOXW39FB6uJKU6QmKtZclL61W+5UvhhjJGjGdul4FkPVgKT2hDlZ5e8VFqa3oUF9b6cF2q1rV46Paa9TjmDAPn3fjXqWou9mD6Hip/ezKEfPI1KgC5S7d4NpKlbUNuJ5z50rtHtT2otz9c8jqQS1AiQe1w+f/fDXbVV9rs6l/b21tKtnFAJLazwJs3eqxZm016ms7LeqvPRUdlYodPYeqOqpUPXwCVHdU0WlxPwF8sGo6qxW7dA71WntUYxXNNjM9KlFlVslKS6+6z7nP2ktVp7proFWyUtWp9rz37Dpc7cF1uKVC/XXYk9r2Gg8wkJd1WXaNGFM3dDWTnDxB2Rh16icmmvTqVx15ebBdo1rqA57tr87Lg0arysR8IfWIHM9qPVnVZUL919PkwX5oPagFzxBdF+u4Xcxj/N/drk7nyXfYg/31ANmmM6rfB50Hl8yLdd6rCeYdqFW/Xa1G6xn6y4NaT67ZniEYPTnG6rfryXHTe/D98aRW53VxQscv639bI8bUuVoq70patKpxOiJ9XR2eRoOGJUnq2WzLkparRn8tSVqi+qI2J3MuepUnc+LUZFA5BIJfBkOjLNxrEWLSvxrNRz3Gai7OeXVymg3M8KB2lsramajHj01EPX5sFOJYqFECIrZEjcJRjxQLQEShqJEJQQNRIz3y4dKDpcHPb7HKWkhMzGV4JIwb6YZHzbiTd0yq6vModUoiOpUPPVG+cf2rT5U0K3Y20b7qhn2mx8wgeUgUijtNjZ7G6FB1KLYpUVMJNKi7tgZ5Bau+DgcaggkyqjsOfvoAciLUnfcpgalMU0HqAYjxjWFmjLpzOcQUyuw4ueD1AfkZ/Jg6Rl34r96oY9RCFVQfxIrZrCVpyoUAGkiY9H9nyPCyvjqNGFMX5BWiao5GiCmcCRGTVF0sZ8TOZErUVFUXy8mRueRG5fYvqZfT6NAxTI7KZVLkZMXalMBUcqOmMiNmpmJtjG8MuQm5pM9XnsTpE+JN0vQkUHMj0HqBfzIi+FZJ3sCViOw0JRkQN3u16K/rUY/zuuEi1XqGFBseFiy33WsRx0RJNyCOsZou4PWIladq5gNdjTDkauYMLkcETqsx71cgAqfVmPdZBAePUZX/FB0dTUhINsJoK2kUGn0uyBBc+mXwxxAar/o8Sp6WSJhJGYGm0+gJN0WwVMXDn0ln4oqEhSxPXq5Yq9fqWZy0lBXJyoZci5alyctYkaLOvC9LXk64t1r0lweYMO8o9Zgw7ygRFqziPFqevILFSUuHZYe60rLkFSxMXKiqs7c0aRkL4hfgZ1BG8y1KXEzGtBR8QpTPz/R5KaRMTyAgWnmuZ8qMBBJz4whNVjbOCZNjCYhSM3/0si7LWSPG1Gk1WlL8M2SHYb11vsT5JKLVaHks9/H+HChXiveP59tjv4NGo+GRyY8S6OUeARTpE8n3cn4AwIMTf0ioyT2oOtQUygN2TNj3c+4jUgbRFegVyCOTH0Wj0fCdcd+VRYr5Gnx5NPdxtBotU++eSFiK+xPfYNKz6LE56PRaCB0LJpkOnEYH0TPtOXV3IyJL3EkPPAP4I7LB5J5stYjojDBEx0epI/oEEIfoUCl1fR5CGIiZKGOyvoOI/Mix/1tOdyK6fxn215DTdQgzE4fYdzktRRyDcMQxkTut5iLMYgAih07u5jUFERVjAp5Dfgh0HOL9GxBZeO4xRKKreL99P59DfN7ulIyIU9EgEGhyN6RYRJaewITJIcV8fX2ZO9fRBf2x/b91p2D7a2sgYrKLQO1B0hpELqNG49F5FOMTj6/e/XHQ4Lg+6bg+/UZZRrReo+fhyY/i5+XHypSrZJFiWgT6K8QUwsLERf0Zae50b873ifaNZmbMLMVRiG+M+SbJgSkEegUT6S3/EBztE4+fIQA/Q4AiUsyB/vLR+yoixcJMkQR5hRLtG829Od+XrZ0bN4+FiYsI9RbXWDkTODVqGitTrsTPy58fTn5EFik2PjyH69NvwKg38Vju47JIscyQLG7LvB2dQceix+ZgMLnfblhKMFPvnoBGKzBhcojLoLhAZnxrMhqNhiseniWLFPOP9GPOZUzYZf2LGlE5dSBCMqu6ymnpG5hYq9PoCTNFEO0d75QOXtFezppzq9lbuQeLJFav+ep9WZCwkFsyb8Xfa+AiXdNZzer81eyu3InZJiYOe+u9mR+/gJtH3UqwaeDi39DdwJr8VWyv2E6ffQGHl87IvLh53JJ5G2GDSBHNPc28e241X5Z/0R9HYNAamB07h1sybyPKd+Bptr2vnTX5q/mibGv/RGe9Rs+M2JncMuo24vzj+mv7uvo4+t5p8rcW0dsuJlBrtBqSp8Uz8eaxhCYN7K9ks0BTHrQWQf+CEw34xkDoaDROJrUPsULyQ0RmnEMzELl04wf9zoLIansf57iQKYiQ2cGdShsCEfYuzosWJiCQYoO7MRIiSmM1zhP7xyKM57whtZ/Y92Pwir9RCMMzdGhyEyJiZXBmVCrCHK7EefhuOyK65fSg3yUiwnavH1K7x147OKojDmF+b8bZyB1GRJEMjixx0DXuwNnIHbfXDl5tF25//btwJjrkAa8BuxlYPRuCCBK+B+e5bEWIKJIdDCx6CUSYz28isvUcKkGsbt2G+MxBBCVfaa8d/EBUYa/dgvgugTCQK+y1A9+1jo4Ojh49SmFhIVar2AedTkd6ejoTJ07Ez29w16TR/t4+ZSAexwtB4vgWg02fZO0VUT5txWBzLALQii5e6Bg0g0yfJ+eRTbJS3VVJQ09N//UExNSQaO/4/hBdALPVzAeFa/m85HOaegYW9EyMmMTNo24haxD9wWqz8lHRh3xW/Cn13QPn3Pjw8dyYcTPjwgfOOZtk4+PzG/j0wsfUdA2cc9mho7kx4yan0QFJkvi8ZCMbzq+nctDCrVHBmVyffgPTYqY71Tb21lPbXUWPdWCFv7fOlyifWEKMzg+GTb0N1HRV0m0dWJBh0vkQ6R1DqDHcKRi3pbeRmu5Kp0UkRp03kaZowkyRTrVHag+ztuC9flIPQJRvNCtTrmRlypVOD/Un60+wtuBdTgxaFRzuHc7y5BVck3ad070grzGP986t4Wjdkf7fhZhCWZq0jOvTb8CgG+igFzYX8u651RyuOdSPHws0BrEkcQk3ZtyEUT9wHjWWNHNkzSlKDpT3r3A1+nuRuTCNiTeNdSJFNFe0cvTdU1zYW9Yfdu3layBjQSqTbh6LyX/AyLXVtHNkzSnO7y7Barbjx0x60uenMOmWsfgEeTKX97Iua0AjztQ5ZLb10WPtQYMGH72P20m51Z3VbCj6iMKWAnQaHZMic1mavKw/oX2walq6effgeU5XNKLVwOSkSK7PTSbEBZalvq2HtQcvcLxcXIRz4sO5cUoK4QHDW/2NHb18eKiYwyW12CQYExfKzVNSiXJxYrb1tfF58UaO1B7CKllJD8rgqrRriPaNHlYr9ZgxH6mi92wDWG3oo/0xzkhAGza8C9PXZaZw+3nKD5dhNVsJjA0ie1kWIYlBLo5aD/AZIoajB0hCBPdmuqjtRSDCHDfbeITpGc3w+U1mhDHYgFjlGm2vHe+i1oIwHOsYwITdjDCKQ2utCCPzAYLYEIoY7pzG8K6YDZGdt5YBTNj1iDl3Q79DEsKAvYuITwlAdBHn4hrRdRxhXKsRpucqRDdv6JCrBJxB5LpVMGB6FuO625Zvry1BGLOliOFRV8NKRfba8wjTcwXCfLnqipXYawvs72cuwgC66khV2GvzEMdpJqJbGeSitsZeexJx/Kcguo+u5ljVY7G8j8Uibsx6/Xj0+htwPUTciPjcDiI+x3GI7+XwYT7J2itYx51VAo9nCoHgUWi8hr+33o4+zm4ppPRABTarjdDkEMZdlUlQ3PDuvdVmpaG3lpbeRmxIeOu8ifSO6ScoOG3X0sOX5V+ys2JHPybs6rRrnbivDvVZ+9hZsYMvy7+gx9JNlG8MV6ddTXpQxjBygNlmZm/lHraWbenHhF2VejVZIdnDai02Cweq97O59HM6+joI9Q5jRcqVjAsbNxzRJVk5XHOI7eVf0NbXRpAxiAUJC5kQMXHYCIlNsnGs9ijbyrfS2ttCgFcA8+IXMDkqd9j8YEmSONlwkq2lm2nqacTX4MfcuHlMjZ42bBhVkiTyGs/w8YUN1HfV4WPwZWHCImbEzhyG6JIkiYLmc2w4v56azmpM9ofwOXFzXS5kON9SxPqij/oxYXPi5jI/fr6TSXOotK2E9UUfUdpWikFnYGbMLK5IWIiPYfi1taK9gk/yP6a0uRS9Vsfk+MlckbwIP6/hQ7mt1e2c2nCW+qJGNDotCZNiyV6SjinAdWeup62X5opWNBoNIYmBePlcfOLAZf1va8SaOiXZJBt/P/UaH19YP+xvBq2B74y7l8VJoosjSRKvbCvird0XGBonpNdpuG/xKG6elthf++auYv72ZRHWIcU6rYZvz0/jrtnJ/RfMd/eX8sfN57BYnWu1GrhzVgrfvSKtv3ZzySb+evIv/Z3Cwboy5Wq+Mfab/RdX6+lazB+fA/PwHCbdxGj0y9LR6ERtyYFyvnhpbz8YerDS5iYx777p/SgkOIAYTnQV4zAf+AUDc72OIzBWruIIZiDwUo4L21kEyslVttxEBDEgyP5zkb3WVRzBaASKytE5KEegqlxFdaQjcF6Om34NYljVVVhwkr3WMbTUYN8HV8nusfZ9cExqbkEcB1f5ZBH22iz7zx2IIUhXOVchiOOQY/+5G4H3cpUJGIAYGnUMw/Qhhms3uqj1tf/NMVxuAV5AGOahMiEwcY4Opw1xXFwFaXsh3vc19p8l4M+ITu/Q76Ue8TndMqj2dQQRY2ishw6BFPsaAwZ+DQLjNjQvTovo3n6vv1ZqPQ91h11j8YIyIHxi/zlXtLOEHS/v6wesD1bm4jRmfWeKmMYAtPQ2UdxRiM1FDEmIMYxEv7T+8/N43TF+deh5l/FK06Kn88NJj2Cym4m8xjM8d/CXtLrItZwYMYnHch/vNxNFLYU8u/9pGgd1/xwaHTqGJ6b+uP+BtbSthGf2/8JlBmZGcAY/nvokwfZFHVUdVTy9/+dOHT2HkgKSeXLaT/uRYvVddTy9/xcuw4Lj/OL4ybSniPETw7nNPU08e+BpCpqHh+9G+kTyk2k/JTEgCRAPtM8deJYzjaeH1YaaQvnxtCdJCxLYrS5zF7869LxT582hQGMQT0z5f/3zn3ssPfz2yG9cZgL6Gfx4LPdxcuxIMbPVzB+O/Y4dFduH1XrrvXl40qNMiRbnnMVm4ZUTf2Zz6aZhtUadkfsmPMCcODGFQLJJ7P3HEU5/PDzXUmfQMus7U8hcpHKRxGVd1r+hS9bUvX7mH3xYKJ+G/6PcJ5gZO4t/7DjP374YzhscrJ9cM4aVE2J5d38pL22UD5x9aFkmN09L5JNjlTzz0fAL1GB9Z0EaX5+byu7KXfzq0POytdelX8/XRt+DtbAR85pTsjmguskxGJZnUHWmlk+f3IrN6r44bW4SV/xwFqIL8y3kc+XmIEzKBQSaSS6MOReBjqpCDBXK5X2NQQyvNSHmtsll0KUjcFQ9iOFKOVJEAmK4Ffs+yGWkRSGGcU2I9yZHighFUCJCEMOKcp9zgH0fYhDm47BMrQ/ivaUAP8Q1y9UhI2KoMxthxFwZOod0wF8QBvo55EkRWoSRm4lAi70pUwtijt5CxOf3ikLtTxEdzDXAbxRqH0GYwA2Ihwk53Qt8A6m9DKr3yJcGZ6EJz6HsSCWfP7NdNhg2e1kGs787hXZzKwWteciddCHGMJL9MyhsLuSJXY/J5spNiZrKj6c+SXl7GY/ufFiWFDEubDy/mPkMtV21PLz9QdkczozgUTw/+1e09rbw0PYHZAPQkwKS+fXcF+m19PDQ9gechn6HKsY3ht/O+z0AP9z+gGxWXLh3OC/N+z1GvYlHdzwsS4oIMgbx0rzfE2gM4vFdj1HQ7B6l5Wfw48V5vyPSJ5In9/yYUw3uiSDeem9+PedF4v0TePbAL1yyXB3y0nrx3OxfkR6czouHf+3S0Dmk0+h4euYvGRM2hj8f/xOfy5CLtGh5cvpTTIqczP43jnLiQ3nM3KLHZpMyM1G25rL+NzSU/zphwgR+//vfk5ube9Ffe8QslPBEzT3NbCga3qEbqrfPvkl7dx9v7pLH0wD89YtCOnrN/H27vPkD+Pv283T2mPnrNiV8FLy5u5i27l7ezlO6ccKGovU0dzdh+bJYMdjdergKW0s3h1edkDV0AEU7Suzp+mqoADsRBuafKKO/DiGGyt5EGf11GjHcuhrlUOFCxJDv0Ll8rlSGmHP3McqBvjX2bW5CGf3ViDAm25E3dCDe+1uILqicoQNxTF9H4MTkDB2Iz+o1RGdTztCB6Ib9FdH9/FCh1oYwgA2oQ3/9GRHE/LqK2lcQ3cq/qah91V4rz08Weh1JageZG32/ms8hmbs59PZxxaT/vM8LaK/toKqzHKWTrqm3gW5LJ++eU6bUHKw5wLnmc6wteE8R/XWy4QQn6o+zrvADxWD1guZzHKw+wIbzGxSJNiVtxeyq2MlnxZ/JGjqAqs4qtpVtZWvZFsXw3/ruejaWbGRnxQ5F9FdLbwsfX9jAger9soYORKj8usIPOV53TNbQgUCKrS14j3PN+bKGDgTV591zqylpLZE1dCCGqFfnv01NZw2bSuTPORs23s57k87mLlXor4NvH+cS7aFc0pIkid6uZrraaujtav6PfAbf/OY32bJlC2+99RanTp1i8eLFLFy4kMpK9WHZ/6pGDCbME31RttVpIrM7VXZU8ubhnfSoYOjVt/Xy2hfnaetW3m5bt5lXt5+nvl2ZpNDdZ+X1fUdVpaRbJAvb8jayskZuJeCAunaUUn1aHUrr7OaTzPzWblW1Yo7ZNpW17yPMjBp9yMXBhCmZmKHbVYsJW4/6/d2I88ITOW1FPSZsN84LFeR0BGGw1Vy08hELNNTgscoQJk0NbaDOXquG0tBqr1Vz3LrBvBbMaiaQ2+gsOUPDBRUUFQlObc7HuEwdzaG8o5RDNeqweJ9e+Jg9VerOuc8ufKrIMHXo85KNnG9VhwnbVPK5y6Fcd7WSSkzYppLPVef1bSndwvlmdfu7o+JLp4UnctpTtVv1DfpwzSGnhXNyOtVwinWFH6g6Fudbz7Pvs0P9CyPk1FrVTvXpWmLGqouCuax/X93tdbTWFWKzDNyrtXojgRHpePsrxxj9S6/Z3c0HH3zA+vXrmTNHTIn52c9+xscff8xf/vIXnnnmmYvyug5dkp26yg71brekVT1a6Hxdu/raWvW1F+rVo2EqW9Qjliy16jEyLZWNqOejnkcselCjC4i5YWpUgriRq61VxwMW8+3U4rFqPahtRT0eq8uDWjPiuKmRzYNaEF29/9Fam3LH3SFrZ4vq2pZK9bUdlnbVxqe0rRSLTS1TtpwelYiuio5y2vvUoc0qOypoUOjSDa6tUnltbeiuV43dau9rczmXz5W6Ld1UdKi7ZltsFsra1V0vbdgoa1OP0CtpK1Fd21CuFmcILZXqkXSX9e+pu72O5qrTToYOwGbppbnqNN3tapsGnslisWC1WjGZnBfoeHt7s3u32sbKv65L0tQNXp6uWKtVX+ulU384vPQe1OpUJuYDBg/wNHiwD2rT9YU8QUJ5UuvJyi4jqkkDGD3YtgZ1AcEOebLPF6v2Yu3vxfrsRkCtJ5gwvQdoLA8umZ6gpuSy0/6dWoPWSzX5xkvnpfp6qUHj0bXVk2u2Z+/Pk3vBxdnuwCI0FbWX0V//EUmSRGud/BSb1rrCizIU6+/vz/Tp03n66aepqqrCarXy9ttvs2/fPqqrq7/y1xuqS9LUTYyYpKpOq9GyKFV9iOPKieqGPQFWTohTLrJr6Rj5UOXBmpQ0DVSaQO/xkRi81V184iekIR8cO1jzEHEkajQbMelfjWYhsujUaDryQclDa6crVglNRR3BAESkhlr8WArq8WMxOGfxySkE9UgxX0Rsihp5AWqxeDrU48dAPX7Mw1r9AtQafVNUEjqDunMuaXKCao5plE+MbJD5YE2Lnk6Et7ohnilRU4j3T1BVOykyl1HBruKHhmti5CTZoOTBmhAxkYmR6q6tORETmBSlTNQByAzJZHKkugniCf6J5EaqO+8jfCKdsvjkFGgMYmasunPZR++jGilm0BoYPS1LuRCRjxg77vLQ639Cfd0twzp0Q2Wz9NLX3XJRXv+tt95CkiRiY2MxGo384Q9/4NZbb0WrvfiW65I0dZOjclVdLKdGTWNeRhrJ4e6T7R2akhrK/OwoRrvIrhqq0XGBzM+OJDfFPXnCoeRwX+aPSmJqlDLPMMI7gsmJ09COUXEj8DHgNT6aUQuUDZXB20Da3HQGoinkZLTXqUGK6RBZZmqxW55gwjzBed2IOlQZiABgNQg0T2tvRLw/NebgOkQenprOwTW4z6EbqpWIfDs15n2J/X9qzPschLFUY96nIvBjatikY+y1am7iKWj0M8BPxYOX3hev8ERSZycplpoCjaTNTCLUqDzPUqvREW6K6o9KkpOX1ovFiYtZpgITptVoWZK0jBXJKxRrAZYlL2N5irra5ckrPKtVvQ/LPahdoeo4iH1YztLkZaoegpclLWNJ4hJVXbUliUu4ImEh3nrlOZkLEq5gfvwCVeZ9TtxcMqel4RehfH4mTY3DL0zNeXxZ/66sCobO0zpPlZqayo4dO+jo6KC8vJyDBw9iNptJSVHbAPnXdUmaOp1GxyO5j8ky/yJ9IvnO+HvRaDT8/Ppx+MngXsL9jTx+pcg8+um1YwmWwb0E+3rx02tFt+mJq0YT7u9+CMvPpOfn14sQ0O+Mv1cWKWbSmXgk9zF0Gh2GRWloXAQM90uvxXBdNhq9ltw7xsuikLQ6DQt+ONOefP4NRPfJbTUikiIIuB3lm+0TiJgQR2CvnH6IyIpbijJS7LuIGI+5CAMkpzsRgcWT7f+W03X2bY5GGSm2zL6fSSgjxeYijkEUykixKYhjG4Q41nKn4DgEKcKRQydnGEchYj+MCKSWnGFMBh6wb+9Z5Bm0scCPEB2ypxnIJXSlcATyC+BnyJvLYHsNwE+QX7ziZ39tOyZMBg+IRm/HhGmZ/vVJLgOGHdJ56bji4VnoDDpifRLw1sndcDUk+6Wj0+q4KeNmMkPcd2e0aLl/4oMEGAO5Ku0axU7Z98b/gHCfcJYkLVN8+PvGmG8R5x/P3Lh5ikix2zLvID04nalR0xR5tdemXce48PGMCx/PtWny59xS+36mB2dwW+btsrWO/Yzzj+cbY74pWzs1ahpLkpYR7hPB98b/QLZ2fHgOV6VdQ4AxkPsnPig7LJ4ZksWNGTfhY/Dh4UmPDgtPHqyUwFTuyLoLL50Xj+Q+JmsY4/3j+fqYb6DVabni4VnoZe4x/pF+zPz2xY+zuCwhnV7d1BK1df+qfH19iY6Oprm5mU2bNnH11Vdf1NeDSzinDuBCy3nePvsWR2oP909e9tJ6MTtuLndl39UfvAlQXNfBK18Usiu/rj+A2KDTcMXoKO5dmE5k4MCNrbyxk1e2FbH9bG1/ALFOq2FeViT3LkwnLmTAcNW0dPPKtkK2nanBbI8W0WpgdmYE312QTnLEwE2wuaeJN/PeZFfFjv5IBA0aJkVO5o6sO0kZlEQvdZmxfHkB68lapwBibUow+nnJaOOcUUiH3j5BwZcX6OsaWOAQMzaSSbeOI2b0YDPZg4i+WI/zCsXxiAy7wTeVPkTsxDpEAK9D2YjstsFDFBZE5MVanCNLMhDGZPAQohWRF/cezoshUhBBs4M7ABJiNe4qRB6eQwmIDLtrGRiSk+z7+jbO8SaxCLLFzTgP332KCNIdvBAhEtH1uwNnE7UFEfMyOGTVQbb4Gs4LyXciokgG51YF2ff1Wzgbrv2IY3xi0O8CgKsRxnPwg8tRxGc3OJDVF9Ghuxdnw3UaES+yf9DvvBFm9Xs4kyLOIWJF9jCwmMaIGMr9PgNB0CCO1V8Q8TSO76UB8fl+H2f6QzkiDuULBgKIdYju3PcRmDWHahCZh1sZWKSjRRjmexncJZQs3dBwAtrLYHBQsG8MhI5DMwj519PWy8G3j1O4oxhLz8CihbicaCbfNp7IUQPvzWqzUNlVRmNvvVMAsb+dh+pvGDCIvZYeVuW/w5bSzU4xJFkh2dySeRsT7GG3IAJv15xbxaaSz2kbtMAhPSiDm0fd0h92C2Ly//sFa9lY/CnNvQOrd5MDkrlx1M3Mih0Y4rdKVj4qWsenFz6mobuh//fx/gnckH4j8xMWDBwzSeKTCx+z/vxH1A0KK47xjeGa9OtYkri0P7BZkiQ2lX7OR4UfOq3aj/SJ5KrUa1iZcqUTreLLsi94v3At5YMWLYTZyRbXpF3rZKJ2V+5i7bl3KR4UhRJsDGZZ8gpuyLjRiUBxsPoA755bQ2HLwDkX4BXAkqSl3DLqNqd5esfqjrImfzVnmwbOOT+DH4sSF3Nb5u1OVInTDadZnf82pxpO9f/OR+/DgoQruCPrLieqxLmmfFblv8OxuoHgcZPOxLz4+dyRfZcTuajhQhOH3jlB2ZHK/tNI56UjbXYSU+7MwSf4MvrrPyVJkqi9sFd2CFarNxKZMmMYeeWr0KZNm5AkiVGjRlFUVMSjjz6KyWRi165dGAyezJH2XJe0qQNoaO9l9YFznK1qRKvVMDMtlqsnJONjHP7U1NzZx5q9JZwob0GjgampYdwwJR4/0/CD3NrVx9oDZRwpFjSFSckh3Dg1gUAXGJeOHjPvHyznwPkGJAnGxwdxy4wklx2/rl4L648Vs6eoEptNIismlFunjiLMRcev19LDzpLtnCg/jEWyEh+UyOLMFYT7DO9qWPqsFG6/wPldpVjNVkISgxh/3WgCIod3ViTJCh3F0HFW3BQNQRA4ySViSZi1LxEmsBtxI74b10Nxg3FenYgb/F2ILtJQDcZ5OTBhdyK6aMP2GJGJ9y7QjDAZt+EaPyYhDNIqRA5bMMLM5bqoBWF+3mYAE3YjYn6eqyf/c4jIkBqEmXKHHwNhft5A4Le8ESZtPq5ThErttaUIM7UCMTTqqrbSvg9FCHO4BDHk6qozV4PIzztn35YDKeaqw92AOA6n7e9nNqKz6apj3Ay8gzjOGsTxuhHXXbxWRN6fw4hOQgQOu+qgdSC+D/sQn+N4RFdzeMdPspmHYMJCISQTjYvhNXOvhXNbz1O8TzA5Q1NCyLk2Gz8X0zIsfVaK9hRTeqQcq8VKUGwQYxZnujyPzDYzuyt38UXZNvqsfcT6xXFDxg3EuBgittqs7Kvay5ayzfRYeoj2jea69BtICBg+j84qWTlUc4hNxZ/RZeki3DuC69Kvd3roc8iB8/q0+JN+TNi1adeREZIx/JhJEicbTvDx+Q209bYRbArm6rRrXOLHJEnibFMe64s+ormnmQBjAFemXsW4sPEub4IFTedYV7SOxu4G/Lz8WJG8kgmRw/FjIB7GPyz8gPruOnz0PixJXk6uC/wYQFlbGR8Wvk91ZzUmvYlFCYuZHjPDifvqUGVHJR8UvE9lRwVeOi8WJFzB7Ng5w1BlADWdNXxY+AGlbSV46QzMjp3L/PgFLhd01HfVs67oA863nEev1QukWOJCjDrXXZ72ug6ay1rRaDWEp4c6MV8v6z8nx+pXdwqOGXPRYk3ee+89nnjiCSoqKggJCeH666/n2WefJTBQbTzVv65L1tRJksSrXxbxxq7iYTgvX6Oex6/KZtGY6P7at3YX8+qXRf3dNIe8vXQ8vDyLlRMGLsRrD5Ty8uYCeodkDxn1Wn6wOIMbpw6kgn9yrJIXPztLd59zFp5Bp+Fb89O4c9YAUmzL6Wqe35BHZ69zzIFOq+Hu2cl8a/4AUuxg9QF+d/S3w8JItRotV6ZczdfGfL3/IlhxopptL+6mp3XIU4kGspekM+Nbuf0oJKm7Hqr2gNVFDElAEkRMQdN/wTyLwES5WrGzEDF85jAI54FHcR0APBvnobtyBE3AVXbVFAR+LMj+c419u2dd1I5H4LAc3ZYGxFDhCRe1WcCvGegktSBwXq6CS1MRNAQHUqwDQXRwFRacYN+u44bbgzguW13URiMwYY6huz7E8OenLmrDESQHB+zdYn+dDxkeTRNs345juNyKIEWsZngeXoB9/xxdVgnR/fsnw3Fevojh1MWDat+w1w+NvPFGfE6DFz68a9+PoU/LRuB+hNl2aIP9/Q39XhoQHcu76ceEtZdC7SEYhtvTQEg2hI7tP49KDlaw/fd76e1wzqHTaDWMvTKTqXdPQGtf9e7JeXS2MY8XDj3vMlNtfvwV/CDnvn6DUNRSyPMHfkld9/AIhZkxs3hw4kP9naSytlJ+eeAZl7mWuZFTeHjyo/2dpKqOKp47+AylLqI6xoeP59Hcx/s7SfVd9Tx38BmKWoZHyGSFZPP4lCf6Rzaae5p4/uBzTl0vh9KC0nhiyk/6Hyzb+tr49aHnOVE//JxLDEjkiSk/6UeKdZm7ePHwrzlUO/yci/GN4f9N/QkJAeLa2mvp4XdHX3KZ8xfhHcHjU/9fP1LMbDXz8vE/8mX58GzNEFMoP8p9nKzQbEB0Qv928q9sKtk4LJom0CuQR3If6x8ut0pWXj/9Tz4+vx7bkPPIz+DHgxN/6NRlvayRp/9GTt1/W5esqXvtyyJe2+4+0FKjgV/fOoFZoyJYtbeEP2ySTzN/+sZxLBoTzfojFTy3wRUPdEBPXDWaqyfFseVUNU++L598/sCSUdw6I4nd5+p4dPUx5I72N+el8s35aZysP8FTe5/E6oJB6dA1addyz5hvUnuugY9/vBmrC0asQ5mL05j7/WlIvc1QthXkgpv9E9BEz0SYs7sRJAF3moXATdUiOnKuGLEOTUIMxbXYa+Uy6EYjhiR77Psgl1uVhjAkIIZB5UJO4xGmxIQYPpbD+kQiOmJBiOE/V9xXh0LstZEI/qkcxsrfvg8JiPl3W2RqfRABwWkI0+aK5eqQEWG2xiA+k3dkanWIoc7JiPBfOfqDBvgtwpi/jeCzyumXCBP4EaAUsvkTxEKQTQzMxXOnh4DbkToqoWqnfGnoGDShY6k8WcNnP9smS1wZd00W078+yaPzqLi1mB/tfEQ2V2527Bwezf0RVR2VPLzjITrNnW5rJ0fm8uS0p2jorueHOx5yyYh1aGzYWH4x81naett4eMdDshl0GcEZPDfrV/Rae3h4xw+plglATwxI4tdzXgTg0Z0/dGkUHYr2jeHFub/FqDPx+K7HnIZHhyrMO5wX575EgDGAJ3f/mNONp9zWBhqD+O3clwjzDufp/T/jcK17OouvwZcX575EjF8svz70Arsq3X8nvPXevDD7NyQFJvHysT+4ZLk65KX14tlZzzEqJJO/n3qN9efdn3M6jY6fz3iaceHj3dZc1n9fkiTR192C1dKLTm/Eyzvoogy5jhRdkgslWjr7eHO3fBCpJMGftxbS0WPmNRXorz9tKaC7z8orKtBfr2wrpLvPyp+2ur+YOfSaHSn2py0FsoYOBFKstauPN/PekDV0ABvOr6ehu4HDq07I3ogA8jcX0VLRCo2n5Q0dQHsZUk8TwigpBSzvRgyrvYW8ocNetwfRvVEKFT6DIFp8iLyhAzEM+an9f0qp9eUIY7QVeUOHfR/fQ7xHOUMH4r2/zcB7lFM74tjmIW/oQAQa/w0Raixn6EB0w15BdDZXK9RaEaauBWX0lwT8EdGtfFWhFnttt337SvqzvfZlFbV/Q5I6oeG4cmlTHpK1l4NvHVdE6J3akE9HQ6dH59Ga/FWKQcG7KndS1FLI2oL3ZA0dwOHaQ5xuOMW6og9lDR0I2sGRmsP2eXTyocIFzQXsqdrNppLPZQ0dQGlbCV+Wf8EX5dtkDR1AdWcVm0o3sbtql6yhAxFS/OmFTzhcc0jW0AG09rbwUdE6TjWclDV0AJ3mTtYWrKWwuVDW0IEINF5zbhUV7eWyhg4EUmxV/jvUd9Xz8Xl5FKVVsvKWCvzjZf13pdFoMPoE4xMQhdEn+H/a0MElign77EQVfSqwLBfqOvjnjgt09SpjwmpaevjHjiKaO5VxQc2dffxjexE1LcoJ8J29Fv6x8wLF9fIXdoA+i403952koF2+qwhiLs3HpzfQd1xdoGbe5/lMn6OSxNF6Fkyb1dWyFufJ+HJ6H/XYrQ9Qj93yBBP2IeoxYR/hetjXlT5GPdZsM+rpHjtwXtQgp/0Ig60GQXYKYS7V4LEuIDqGyt9hMVT/GmLenZKaEEZRTSBnJ5g/gD4Vk4wlG53FZ6graFBRKnH8wzwqjqsLBT322WkORKr7vn98/mP2VCrxfYU+Lf6E43XHVNVuLPnM5TCqK31espHGbuXjAPB5sXt4vavaUO8w5UJgc+nnnG9RflgG2Fa2VTXWbFfFDqcFLXLaX70Pf0OAciFi0cWHhR8MG3J1pXPN+RS3XiA58OJHVVzWZanRJdmpK65Xj8c6V60ey3KuSj36K9+D7RZ4Ulur5mYoVNJUorq2pawJ1Uait5Hh86DcqQh1N3sQ5kCpoze4Vi0O7gLqUVqVHtQ2otz9c6jTg9penFfRysnqQS2IRRFqpdZgg3pz6+l2Pai1qUeKWTvUfs+gsVh9bV1pAzZJHbe3pLW4f5W7kkrbSuiydKmsLVXs6DlU1lZKbZdSZ1yovL2c8nZ1iK7arlrKWtVht1p6WyhVifPqsnSpRnT12fooaVVXa5NsFKvk5QJc8KBW7TG7rMv6T+iSNHV6D1KZ9R4gujypNXiAFNN7UuvJe3OxqsudNB4gxVBJv7DvxQipvVjb9mT5+cXaB0/QQpfae/NgHzQebNeD77DWg/NT5wmazwNUmd6D9+ZRrQfXCJ1W53JVqVy96v1QSewAMHj0/jzYBw+OhUe1nnwvL+uyLrIuSVOXmxKiXIRYLLF4rFrcFSwe50GtB9tdNCYatcP4CzKTVF8kcpOmoDequ6jF5cSDWvahTyIiYkSNZiAm/avRVEAd3kjUTlRZOwURWaJGk1CPH8uy74caJaAeVRaJevxYIOqRYt6I2BI10qMeP6ZBOTB6sC5SrU4dugnAGJmAVqUBS56RoPo8Sp2UjL/BVfTPcOVGTSXUpEydAZgYOZkY3xhVtRMiJpAaODzexJXGh+cwJlQdmm98eA7jVU76Hxs2lpxBWXxySgtKIydC3bkc6xfLBJUYyDDvMCZHqTuX/Q3+TIlWpvqAyKGbEaMOJajX6MkOcxXDdFmX9d/RJWnq5mRGyJIcHJqRHs7ScTHEh8rQGeyakBTMkrHRZEQpX7Azov1ZMi6aCYnKOKb4UB+WjotmRrryPK5wfyPLxiYzI1b5guJv8Gd+ynzS5yUr1uqNOjIWpIGqeR9aCExDBOUqSYPIalODFAORZeYJoutiIcUuxj44kGJq3Pu1iAw4Neb9KsQKUff0lAEtQ+TQqZk7tBARWqxmfuEs+7bVmPeJCKM2PCdtuEbZa9Xc8BPQ6OeIgGEl6bwxRqaQMkN5f43+XmRekar6PMpekMHCxEXKtRo9S5KWsCRJ2bRq0LAseZlqlJbAbl0cTJja7XqyD8s8wI8tTVrO8pTlaFScR4sTl7I0aamqh+CFiYtZnLjEbbbcYM2Ln8/ChIX4GeToKUIzY2cRZAxSrLusy/pP6ZI0dXqdlqeuG4uXzJN4uL+RR1ZkodVqeOrasZgM7p/Eg3wMPHHlaDQaDU9eO0YWKeZn0vPkNWPQaDQ8ftVognzcDx+ZDDqeunYsWq2GR1ZkyRpRL714T3qdlm+M+aYsUkyn0fHgpB9i1BmZcscEWRSSRqth7n3TMfp5QcgYMCoY0cjJ9gDXO5FHioGImYhDEBiUnpi/i4jmWIkyUuxORD7bFShD569DUDCmo4wUW4agGeSgjBSba9/XNMS+y2kKwvzFoYwUG4egVYQBjyvUjkJEr/gjcvLkTtdkBKXBhMihk+s8xSKiV/TAL5BHioUjsgq1wM+RN5dBiGgSjX0f5G6KfsBT9tr/h/xiEJP9tbUCE6aTSebXaCF6msCE3TMJfxehwQ5pdRrmPzADvVHv0Xl086hbSVHolH13/PcINoVwbdp1skgxgHvGfJMo32iWp6xURIrdlnkHSYFJXJGwUBEpdm3a9WSFZjMjZqYiUmxp0jImRExkYsQkRaTY3Lh5zIiZSXZotiJSbGrUNBYkXEFSYBK3Zd4hWzs+PIflKSuI8o3mHgWkWGZIFtemX0ewKYTvjv+ebG1KYCo3j7oFPy8/7pvwgCxSLN4/njuz78aoN/HgxB/KIsUifSK5Z8w3ZF/7si7rP61LNqcO4FR5C3/eUsCx0oHFBTqthrmZEdy/ZBRRQQMX//yqNl7eco7DFwYmRWs1MGtUBPctziA+dCBd/kJdB3/cfI79RQ39MSQaDUxLC+O+xaNIGYT+Kmvs5OXNBew+N4AfA8hNCeX7izLIjBnomtS0dPOHTefYkV/nFJg8ITGY7y3KYGx8UP/vmnua+Mfpv7OncjeWQTEkmSGZ3JF1l1M2Uk9bL/v+eYTzu0qcYhnCUkPIvSOHhIkD3Q3J2idiIdpKnBFLXoEitNU/fuB3/XETHyPiNRxKQpiNwV0IR6TGOkT8hUNxwNcRRAWHLIhVj+8jiAMORSMy7AZ3vKyI2I33cMaPhSNoA7cPqrUhSBLv4LxyNhRhPL/GgNmR7K//Js6rLwPtr/8tnDtp6xGrRSsG/c4f0UW7F2dj9DliBWjJoN85cF4/wJm1+iUiX27wIgATghJxP87GaA8C0TV4cYGDKvEAzsboMCJWZHCMhGPI9UGc0V8nEZ/z4OgWHWLY9yGc0V/5iEDhwQGyWkSO3YMMBDaDWDjyewYIETBAoHiAgcBmELmIv0cEPA9eiDAFcRwGhu0lcyfUH4OOCpwW/3iHQ1gOmkGrMruau9n3jyNc2CtoEg5Fjgoj944cYscNvDdPzqNOcyevn/kH28u/pNc6sKgoMSCJ2zJvZ3rMjIHtWnp4M+91tpVtpdsyEK4c5xfHzZm3OhmuPmsf75x9i80lm+i0DCxAivKN5saMm1iUuLj/dxabhTX5q9lY8hntg/BjEXYCxbLkFf3xDVbJygcFa/nkwse0DFpkEWIK5erUa7gm7dr+WptkY33RR6w//5FTuHKQMYiVKVdyfcaN/WZHkiQ2Fn/Kh4UfOIUr+3sFsCxpObdk3uo0P21L6WbWFrxHTefAOedr8GVx4lLuyLrTieiwo2I77+avpqJj4Jzz1ntzRcJC7sr+GqZB6K99VXtZlf8OpYMWWRh1RubHL+Du0V/HdxAv+EjtYd7Oe5PzgxZDGLQG5sTN5etjvuGE/jpZf4K38t7kXPPAOafX6JkZO4t7xnzDCUV5WZc1EnRJmzqAtm4zb+8u5kxFCzqtljmZEVw1Kc5lF6+zx8KqfSUcL21Gq4HpaWFcNyXBZRevu8/Cu/vLOHxBXNQmp4Ry87QEvL2Gd/F6zFY+OFjG/qIGbBLkJAZz2/QkfF10/PosNtYfqWBXfh1Wm43RcUHcOSsZf+/hHT+LzcIXZdvYU7kLi2QhNTCNGzJuJMA4vKMgSRL1rXXUNdRgk2z4mnyJj0nEy8Vwg2STKDtSRtmB81h6LQREBzJq8Rj8woZjkyRJgu5S6DgpEvwNARAwHY3LoQkJOIAwYB0Ik/YNXA/bSQgTsQqR3RaBMH/uOiCnEQasBWHS7sb9/Lx8hBFsQhiduxChvK50HmHW6hAm7TbEcKCr4Z8y4O8IE+iHICJMcVNbhTB2FYgQ4esQxsdVba19uyUIQ+dAirnqKDTY97cQETi8DGHqXHUUWuy1+YgFCYsQCDJXneg2xPE9Zf/7PPt+uOridSCM8zH7Ps5EDMG76uJ1IzBhDhM4BYEJc9Vt60EY7b0IYzcBYdpdoO5sVmg9D50VdkxYGIRkodEN31+rxUbBl+e5sFsYu7DUEHJuGI13wPD9tVltFO0qpXD7hX7c3oQbx+AbPHwKh02ysbdyD9vKttJj7SHeP56bMm4mzAXGT5IkDtYcZFPJRrot3UT7xnDzqFuI9B3ekZckieN1x/i0+BM6zZ1E+ERy06ibiXWBHwNhBE/Wn6DT3EmQKZgxYWPcdpjMNjMn60/Q0ddBgDGQsWFj3S4KsNgsnGo4RVtvK35efowLH+8WcG+VrJxuOE1LTzO+Bl/GhY/Hy8VnAQLn9d65d6nrqsXX4MvK5JWMj5jgMj+strOWd8+tprqzGm+9N0uSljElaorL2oauet4reJfy9nJMOhMLExcxPWaGS1RZc3cT7xW+S2lbKQatgXnx85kTN9ftcStuvUB5e3n/HLrLQ66XNVJ1yZo6SZJ4Z08Jr24vondIaGiwrxc/uWYMMzMGLq7vHyzjz1sK6BqC8wrwNvCjK7O5YvTAE/unxyt5aWM+HYMA4CCGXh9alsmKnIGL67YzNbzwcR5t3c7IIh8vHd9blMENUwYMzZ6Cep756PSwLDyjQcu35qVx+8yk/ovVifoTvHTkxWEYIoPWwA0ZN3HLqFv7azvM7RS3F9Bnc44h0aAhwjuaWJ/E/tqGC01s+dUu2qqd41s0Wg3ZyzKY8Y1J/asBpd5WqN4Ng7oAji0TkAwRkwchxSoQiC5XkRpLEMOHjptoDYKm4CqMdB7OQ3eNiOG5Iy5qZyDwYw6T22p/nb0uaichaAeOiesd9tfZ7qJ2LPAcAx2qHvvruAouHYVAlTng9H32nz9meF5cCgL95ZjbaEHQGj5gOKIr3r4PDuNqQ3TTVtn/u8GKRhAnHMPlEqIT+jrDc+jCEUOuuYNq30J0C4fG2IQAP8V5UcdaRMDw0PiNQMRnOnjxxScI3NrQCCI/BCZu5aDfbUW839YhtT7AfQye2yh1VELtAbAO2V+NDkLHQnBm//e98mQNX7y0h64mZ/yYzqAl54YxTLp5AClWk1/Pthd301HnHNGj1WsZe1UmU++cgEYras+3nOdXh54fFuqr1WhZlrScb479dv/q0LK2Ml449JwT8B5Ai5YrEhfy3XHf6+9QVXdW88LB51xGasyJm8t9Ofc7wekvJfVaevjj8T+ws2LHsL+lBKbyoylPEO0rFqCZrWZeOflntpVuHZYXF++fwI9yn+jn5lptVl479Tc2lnw2LG4m2jeGx3IfJ9XOzbVJNt7Me50NReudRkBAdDgfyX1Mcbj8si5LSTt37uTXv/41R44cobq6mnXr1nHNNdf0/12SJJ566ileffVVWlpamDlzJn/5y19IT0//t1/7kjV1b+8u5uUt7vO7dFoNL90xiSmpoaw7VM4Ln7gnCGg08MItE5iTGcHnJ6v42Qfyyec/u34sS8fFsDO/jh+tkUd//WhlNtfmxnPwfCMPvX1kGKd2sO5bnMHtM5M525jHT/b8P8zD2JYDunnULdyedSddlk7OtZySDcqMMEUT75dMc0UrHz22iT6ZgOVRC1OZd990JHMHlG0efuMcLL94iJ6JRtOI6JzJ5WHNQCCm2hDDoBUytRMRtIEe4B7kc+WyGcBcfRt5UkQKIkTXBHwPeVJEHMIUBSCGFV0ZRYciEeivUMQ8ueEMygGF2LcbgzBXG2Rq/RGdtiTgReRJEd6IzuAoxDD4azK1XvaacYju3B9kanX2v09FmM/nZGo1CH7rPGAjwmDL6WlEp3E7ghsrdyl6ArgeqbMGKrfL14bloAnJouZsPZ88uUWWFDHxprHk3j6ehgtNrH9iM5aeoYZ5QGOvzGTGNydT0V7OozsfliVFLExYxP0TH6S2s5ZHdjxEa99QszqgmTGzeCz3cZp7m3lkx0M0yIQFT4qczJPTnnLZfRrJskk2frHvZxytc/VwJhTmHcZv5r5EsDGYFw49x94q93SWQGMQv5nzWyJ9I/nD0d+xtcw9ncXX4Muv5/yWOP84Xj35Nz6+4J4UYdKZeH72r0gJUre6+LJGviRJorGjl16zDaNBS6if8aJTJTZu3MiePXuYNGkS11133TBT98ILL/Dcc8/xxhtvkJyczJNPPsmpU6fIy8vDZPr3HtourSuDXW3dZl5VQH9ZbRIvbz5Hd6+FPyvgvCQJ/rDpHH0WKy9vVg56fXlzAX1mK3/YlK+I/vrLtgK6ey38cfM5WUMH8Lcvi2jvNvNG3uuyhg7g/YK1NPc0UdlZqph8XtdTTa+1hyNrTsoaOoBzW8/TWNIMTXnyhg6goxx6GhCdHqWA070I4sF7yBs6EGbrSwTRQSkoOA8xh+1zlNFfFxBz475AGf1VgehK7UPe0IF4728DJ5A3dCCGhB3Dp3KGDsSw9Kv2fVFCf3Uj5ts5hmfl1Ifo+rUhOnRysiLmuqnBeUn22j77/yvJUfs7lIOx/4QkdUPDMeXaxlNI1j4OvHlMEf11/IPTdDV3c+jt47KGDuDUJ/m01bSzOn+VIvpra9kWSlpLWFvwrqyhA9hTtZuzTWdZV/ihrKEDMR/sWJ3Sd3fk6VjdUVlDB9DQ3cBHRR9ytilP1tCBQIq9X/gexa3FsoYOxPzHNedWUd1ZLWvoAHqsPbx99i3Zmsu6dFTd3M220zXsL2zgWEkT+wsb2Ha6hurmbuX/+N/QsmXLeOaZZ7j22uEpEv+fvbMOk6s8+/A9PrPu7i6xzcZdiBNHEkKCQ9uvbtSVUkqhSFtKW6CUFkqxQEIMjRDfTTbJWnaTdXff2bHz/TFrk52Zc7YllMC5r4vr+67N05OzI5lnnvd9f7cgCDz++OP86Ec/Yv369UyaNIkXXniBuro63nzzzf/6774mUxP3nasbs+TqjJKGbl74qJxukX+sAWra+vjb4TJausVNCi3dAzx/pIyaNvEXRle/hRc+Kqe0QdxWMWC28dLJfAo7CkRrrYKVfeV7SQ2Wpqep76il/Li05PPCfReZd520BHg6LoJht7RaXkO6meB1pGu33kC6dut1pGvCdiLeKA4xHk3YfqSpvMDeJErTG9kPUvyDsUu5zjiDfUonxRxSgjQXMNj9us9iby7FaME+ORVr8gG6wLwTBiR8wxas9FUW0lAo/nzYrALn3iyk6ox7N6r9unZN2PFAsSbfzttluzhUc1BS7d6yt0WbniH2l+8jO3SapNpPC/skKsjer3yP1n5pmrBD1Qcl2z2O1R6VFFEC9sa5qa+JEA+pWZ0yn0bq2/vJLR/7WjKareSWt5JNIOH+bk7SXyXKy8tpaGjguutGtqr4+voyc+ZMjh8/zpYtW/6r61+Tk7pLjdJ1Xvk1HZJrC6rdf6N2uO54asdzD3XS/kEDKO+SqruCHmO3w+k/d7RVtDqejHXHQBv2iY8USpDucy3FfjBBaq00t6T9mlJrm5Cu6OpEuqKrH+nNrWUctQIg/oVgBPfbDBzJv0q147gHm3SlmKVL+vuoqaRF8neCxrKmMXuxXHGpo9ThZKw7yjov02OWpj+s6CqXVPdpQqr6q9vc7XAq1R1Gq5FL7dLUcRbBwqV2ae97AYGqLmkKNJlPJ4IgUCDyuVtQ08H/YvdZQ0MDAKGhjoekQkNDh//sv+GabOrUSunr4apxrJ2rxnPdcTxy47mucjy141DvSAnzHK4dxz1IVmUA49NdjeelqRznta+Wdutq3YP8uwH2gxCSa8fxPhrHm3k8743xvD/Hs0duPNf9tOAu7+1KxqMUG891x1N7re1ZlHGktWcAo9n9YMJottLaI9Vxfu1wTb5ys+KkZwMtynAd4nsli8dRuygjTLxoqDZd+nUXJEdL/gdlctBkFBKfQn/vALRugpJHEz4xAlQSN2saIrCH2UphGvYwX6m1YuHHQ2QP/ieFyeOoTR5HbSTS9WOBSFeKeWGPDJGCDntsihRUiIdAj2bxOGqlqsrAHgYtEaXUxwx0wVGSG7DY6VGotNI+8BOmxOGhFjfUAEwNmSo5+mJySJbbwPHRTAySpv36NDEhyFWkkCOhHqGiAcxD+Ov8yQqVpirzVHuSHSZtyVqr0pHiL8WIIvNpRcr2rPHUfZyEhdl7h8ZGx33ojY2Nw3/233BNNnWL0kPx9xT3mM5MDGTt1CjC/cTXzSdG+7F2aqRDsLArEkK8WDc1kgluEuiHCPczsHZqFDMTxR2Q/p5a1k5OYla4+IeXh9qDxTFLCdAFidYqUBDiFUbKEvH9dwqlgowVKSDRLYlfMuImhyHGo+jazPgVXR937WbsocVS2DSO624YvLaURmLt4LWleHuXD9aOzRscy6LB+5DyBWkW9sw6KW7SSdjVZlL2eiYMXldKkxKBQrMUPCT8o6fSoQtPJG5mtGip1kND+vIkkubHiV9WoyTzulSWxog7c5UKJaviV7M8VprbdnX8GlZK1oRJq/s0IVkTFr9asn5sWewKVsWvkfQleEnMdayMX+0yZ2808yMX4KWV5veV+XSi00hrbaTWfZzEx8cTFhbG+++PHKrr6uri5MmTzJ4t/YurK67Jpk6rVvKjDRPcLmv6eWj41pp0VEoFP9qQ6VYp5qVXc//aDBQKBT9Yn+lWKabXqPjhertS7P61mW6VYqPv81ur090qxez3OQGN2q4JC3AjAlei5MtZX8WgNhDpGYNW6d5nGOOVgFqpIXvLJLcqJIDZd2bjGegBAeniSrHAiSi0PthDeMVE4DuwZ66txx6P4Y7N2CdkyxGX2a/CPp0a8pO6Y9HgNbMR99XOxH6vaYgrxSZjfwziEFeKpWJ/LEKxR6W4Ix67ucMPu6rLHZHYNWEejKi6XBGM3RShxZ5D5665HPq7VYO17ppLL+yZgorBWnfTXv1gzZAmzN2XqVH3GZINbv2dCgidiUKhYvZd2XgEuP5Cp1AqWPB/s9AYNMzYPsWtUgxg3hdmoPfRsSXtFqK93TeMd064m0BDEJuSN4sqxbalbyfSK5LrE9aSHpDhtnZT8mYS/aROuz89JPolsTHJ/XsuPSCD6xPWEuUdxbZ09++5BN9ENiVvJsgQJKoUi/aOZkvaVny0Ptw36Ytua0M9QtmRscNtjcynn0AvndvPcbB/lgd6ibuA/xN6enrIy8sjLy8PsB+OyMvLo6qqCoVCwde//nUeeOABdu3axYULF9ixYwcREREOsSf/KddsTh3Aqcut/OGdi5RccbJ0ZmIg31qdTswoQ0JeZTtPHrhIYa3jAYfs+AC+sSqNpNCRb2ZFtZ08tr+Y81UdDrWTYvz4xso00iNHGqNLjd08tq+Y3PI2h9qMSF++uiKVKbEjjVFVSy+P7i3i5GXHTdwpYd58eXkqM0ZN85r6mvjzuT+R03gaYdQu7hjvWG7LvJ3pYSNLfWabiaqeMjpMjvegU+mJ9IjBf9Q0r7/LyLG/5lB2tBKbdeS63qFeTNs6iZTFIxMWwWqC5jPQXQmjT5mpPSAgE4XDh0s/8BiwB8cTlUHYM+y2MNJoDGAPsH1r8H83hD92g8AORr5vWLBn1r0OjI6RGGom72akKbFiz2f7N46HNzyxN3FfYmQfmQ376c8XgfZRtQbszdxXsC9ngn0X/b+wZ9GNfu502A0N38DRkPAG9hOgo8frGuwhzN/GsYHZgz1nr3bUz1TYQ3y/g6P66z3sj0XVFbULsAc/j57aHsH+GI8+TKPA3vx+F3tg8RAnsceLXHkoZNbgPcSO+lke9uf5ygMZ0wZ/t9GviULs+XrnrqidDHwLe8bgEJewBxXnXFGbif3xnTL8E8HUBU250HfFpmKdHwRlofAcmeZ1N/Xw0V9OU5VT63AYwj/Gl5k7soidHjX8s962Po7+5TQVJ2sQRsUP+UZ4M+PWKSTMHXkcugY6+cuFP3O09iOsow4VhXqEckvarSyOGVlW7jH18MyFv3C49hAW28ghiyBDMDel3uzgWjVajDyX/wwfVH+AadQhiwB9AJuSb2BtwrqrnrF1tRAEgV2X3+KN0tdoHxh5z2lVOpZEL+HOCXc7qL/2V+zjlYv/pqV/5HCVWqlmQeRC7pl0n4P668OqD3ip+J809o2851QKFXMj53HvxPscLDxHaz/iH4V/p25UcLRSoWRm2Czum/xFAmT112cCV6dfh8iOv3qnXw8ePMjixWO3rNx22208//zzw+HDf/nLX+jo6GDevHk89dRTpKT898v+13RTB9A/YOHvw5owBQvTQ1k3NcrpFG/AbOXFo+XkVXagUMCclGA2T49G7WSjtNli4+UTlQ6asC2zYtE4mfhZrDZeP1XNsdJmBAGmxPqxbW48OiffFKw2gV1najhU1IjVJpAZ5cdt8+Ix6MZO/GyCjYPVH3K45hAWwUKSbxI3pW7BQzN2T48gCJxtyuVUw0nMNjNRXlEsi12Jl9aJYkkQqDxdQ9GBS1gGLPhF+TJt6yQMvs4nK41FdVQcK8FitOAV4kXyskl4+DnfV9RSVk358VOY+k14BniTvGghngHOlzKEgXroPgm2AVB7gvc8FBo/57WmJug+DlajXejuMxeFxvk0UzC1QvdRsPbb9wZ6z0GhdR5jIpg7oPsjsPSCUgfeM1Howp3XWrqh6whYukGpBa9pKPTOJzaCpcd+XXMnKDXgmYXCEO+81tpnv665AxRq8JoM+kSnH96C1Wi/rqnVXuuZCYZU57U2E3QdBVOzXXTvkQYemS5qzfbHd6DBfsjAkAyek1A4WdoSbFboOQEDgx+K+gTwynJeK1ihJweMg42oPsb+uDnZtC4INug5A8bB0526CPCaNcpaMoLNaqPq1GXqz1Uh2AQC4oNIXJyJRj92Gi7YBEoPllN6pAKbxUZwYgBTb5qA1mPs1FEQBC4fraTkA7smLDDWn+wtE9E5+UZvV3+d5EDFfkxWE1HeUWxN24avE40fwJnGXPaW78FoMRLmGcYtabcSYHDeQOS3XGDXpbfotfQS4hHC1rRtn5mIDYvNwtmmM7T0t+Ch9iA7NNvlcqfVZiWv+SzNfc3o1DqmhmS7fHytgpXzzedp7G1Aq9KSFZLl0s1qE2wUtORT21OLRqVhcvAUggziW1lkri3q2/spqOlwODSh16jIjPL7n8SZfBJc003dztPVPPVeyZgcunA/Az/akEl2/MiH/r5zdTyxv5iOPsdQ32AfHd9fm8mcUUqxDwoaeGRvEW09jkG9AV5avr0mnSWjDkkcK2nm17sLaO5yPEXj56HhayvTWDV5ZB9SbnkrD7xZQH2HY76dt17Nl65LYeP0kQahuK2Yx3Mfdfg2CXah9da0baxP3DD84VzWcZlHcx8ZoyHSq/TckHIjN6bcPFzbXt3J+49+RGt5u0OtSqti0rp0pm+bPLzBvKuhm/cfPWqPfBiFUq0kc1UKs+6YOnxysKellw9+d5T6AsdsMKVKQep1Scy9ZxqqwSZXsPRDw4mxkxYU4BMLIdNRDPooBavJXttbyxi8oiFsJorBfTKCzQwNJ+2hyFfiGQlhs4bdoILNAk2noauSMXkWHmEQNhvF4NRAsFmhORc6y8bWGoIhbA6KwUZbEGzQnAedpY7TTQB9oL12sNEWBAFaz0P7xbERMjp/+z0MfoAJggBtBfZQ6CtrtT726+r9R2o7LkLrBbBdEb+h8bY/DqM+wISOS9CSZ3f7jkbtaX98R23gF7rKofns2GBqtQFCZqDwGnm9C91V9oma1ehYq9LbFXOjljCFnjpoOgWW/itqdRCchcJnpCGuPd/Aod8fp/sKnZfWU8vMHVPIWDnybbfxYjMfPn6MzjrHab7GoGHa1olMXJfuoND74HdHab8irkitV5O1OZOsGycM11Z3V/FIzm8p73SMFdIqtaxP2sC29O3De70aeut5JOe3lLQ7Rt6olWpWx6/hjsy7hpViLf0tPJrzWwpaHWNhVAoVy2KXc8+k+yTtC5ORkbHzvzBK/C+5Zpu6105V8cge1/ldWrWSJ3dMY0qsP/vO1fHzN1znYamUCn63bSozk4I4WNTI9/+d59IUoVDAr2+ewqL0UE5eauGbL55xa4r46aaJrJocQV5lO1/5+2nMVte1316Tzg0zYrjccYnvHfmu24yr2zJuZ3PKjVR1VXH/4W/Ta3GdcH9jyk1sz7iNroZudn53P8ZO19edsCaVufdOp7e1j53f2U9v65WOzxFSliSw+Gtz6O808uZ399PV4DpnK352DMvun29vHKrfdeKTHYVHGEQutDdF1e8PZuG5wBAMkYNj7toPYdRSzRh0ARC91D61qj3kpKkchdYHopfZp2z1R503ikNovOy1Kp3dSeouR0xtgOjlKDQeCE250OEmB0+ls9dqvRBaztkbOlcoNRC9DIXOF6GtEFquXPIchUIF0deh0AcgdJRC05VLnqNrlRC1BIUh2N7QNZxwXYsCIhei8AxH6K62e4PdET4PhXc0Qm+9/flwFxYXNguFTzz1hU28/eP33GYuzrtvOpmrU2m+3Mqu77+DZcB1tMHMHVlM2ZxJe1UHb37vAKZe1yaXrBsmMGP7FBp66/nOoW+5NUVcn7CWeyd9gdb+Fr596Ju0Gl0vAy2JXsrXs79J50An3zn0TRrcvC7nRMzl/unf/0x/KMnIyPznXJMHJXqNFp5y430FMFlsPHngIgNmK0/sdx9aarUJPLa/GLPFymP73Ku/BAEe21eMxWrjd/uKRdVfT+wvHryXYrcNHcBT75bQO2Dh+YLnRENLXyz+J10Dnfyz6AW3DR3A6yWv0dzXRO7LF9w2dAD5ey7SXt3J2dfy3TZ0ACUflNFU2sL5t4rcNnQA5cerqLvQaJ9guWvowN5s9dbZJ2PuGjqwN3E9Vfb/3DV0YL9WVxn01Lpv6MB+j52XoL/RfUMHYO6xT8aMbe4bOrBPotoLEQY63Td0YJ+GteUjmHuhTSSA2GaG1vMIFqN9QucOwQoteQhWs32q6LbWBs1nB6eVZ93XIkDzmcFaCSorh1qR75aD93D8uVzREO2Tfz+Lqc/MyefPum3oAE6/dI7+LiOn/nnObUMHkPdGAd3Nvfyr+F+i6q+3y3ZT3V3FqyWvum3oAD6ofp/S9hLevLTTbUMHcKzuKOdbzrutkZGR+fxyTWrC9p+vo88kbjworO3kn0crxiy5OqOiuZd/Hq2gsdMoWtvYaeQfH5VT2eK+mQLo6DPzz6PlFNaKWxf6TFZePlXIuVY3U5ZBLDYLb11+k1P1J0VrbdjYc3EPlo+knfTJf7uY0kMV0mr3XKQ6V4JiCSjYe5GImzok1dJRChb3TaVDrVQ6Su0HPSTVXhI/ATxE52UwS7zfrnJEpcFDdFfa9+9JUR701NqXV6Wok/oaob0YpNgRjK3QLsEFDPZmuL1I2nNn6bPXijX5ANYBui8X0VwqboowGy2cf7OQ2vPi6ew2i43zbxVReVpcVSbYBM7tzecj/8Pi9wu8fXk3B2s+lFZbtpvcRjcT01HsK9/D5GCx0+YyMjKfR67JSd3FeqlaKjhXKTLpGcXZynbxokHyxlF7tkL6PZyvkeoPhcLWAmwSHaIlLSWicvMhmkpaMfeLN8IAzaWtGLskfNhj37MkuVEztkv7sAcYaLf/JwVTF0h0S2LpFZ8UDmEdsDc/UrBZpNcKNhCRvI8qBqPUWsQnm/9pbd/Vua65Q/p7o75Iem1jYbPDaVd31F1qxHzl3kMXlLRfpP/KPYIuKG0vpUvi672sQ5pGS0ZG5vPHNdnUKcexn2Q8e0+ulh3rat2vVJsEgHIcmrDxvCrGdb/jeoCll9qLr5ba7Gpddzy3cLWue5WKr9bjOx7V3fjeoOO4rvTLOjsN7PoWxnMP1+Q/2zIyMp8A1+S/DhNj/CTXjj7VKsbcT0HtrIQIlBKflqmhU1Erpa2gTwifiMZNUPJoIieGofeWtlQbPiHEHlYsgdC0YPsBBCnog+0HG6RgCAK9xDgCXYD9cIUUtD7Sr6v2AL3EyAmVDgwSaxVqMEjUzCmU4OE8jsVJ8ThqAQ8pNolBPMdTK/0edEHSa6OnRkj+EhGdFY7STTj5aGIyozGopUUhTAyahLfE13tm4ATJkRppAemS6mRkZD5/XJNN3dLMMHwM4sf6s+MD2Dw9mmAf8QYlPcKHzdNjiJHQoMQGebJ5ejRpEeL/YIf46Nk0PZqpceJ7s3wMGjZmpTAtbLporV6lZ3X89cyNmCdaq1aoWZm8iuRRwcIuUUDm6hRSl0nThGWuTiVjZbK02lWp4CsxDd8vaVBBJgHfZOm1fuOo9U0GqQ5I3yTwl3hdnwTp1/WJH7yuhLeqV4z9d1NIaN49I+y1Sgn6MUOI/R6kNDO6APt1NRI0Sxpv+2MspXlXe+AZl0LEBPEGV+etJXN1KjHTxJ3Ear2azNUpJMyNEa1VqpVMWpHOomhxD64CBWsSrmdZ7DLRWoA1CdezYlQIsTtWX4OaMBkZmU+Ga7Kp02tUg1ov1zVeejXfWJWGWqXk+2sz3SrF9BoV37k+A6VSwffWZaJRua7VqBTcvzYDpVLJd6/PcKsiUSkVfG9tBmqVkm+uTnerFFMo4P61Geg0Ku6ccDc+It/w7530BTw0HuzIuN2tUgzgjgl34afzI3vLRFEV0vRbJuMd4kXW5kxRpdiUTZkExPgx4fo0ghLdfzBnrEohJCXQ3vyITb+84+yxJj5x4q5Pryjwihz8L8p97ehrese5r9UH2f23+kDxRlTnD/4pKHR+4C8yRdH6QEAGCo0XBE5yX6vxhMBMFGoDiEnOVQYImmTP4QvJFqkdzH5TqiFU5AuEUgMh2fYlv5AZuF0CVaggdJp96TN0hn1y6LJWCaEzUCiVEDrN/r91XWzPLlQomXPPNLSebr7QKWD+F2ei1qqYfWc2epEvdHPvmY7WQ8vM7VlulWIAs26fisFPz5bUWwj1cN9cbku/lRCPEG5IvlFUKbY5+QZifGJZm7CORBGl2Kr41aT4p7qtkZGR+fxyzebUARwubuLJAxepaXPcfD8x2o/712Y4qL9OXmrhsf3FVDQ7nlhNi/Dhu9dnkDFK/XW2oo1H9hZxudExpiMp1Itvr8lwUH8V1HTw2z1FFNc5bnKOC/bkGyvTmJk00sCUNnTz8NuFXKjucKiNCvDgqytSWZA2siRX013DU3l/IP+KeIoQQwi3Zd7B/KgFwz9r7G3kj3m/J++KyIlAfSC3pm9n6ahpQW9rH4f/dHKMNsngpyf75olkrh75wOjvNHLkTyfHaJP0PjqmbM5k0vqR4NaBHhMf/fnUGP2Y1lPLpPVpTL1x4vBymGAz20Npr9SPKdXgl2J3yg42BILNYo/S6Cp3DN1VqOzNVvDkYTuBIFih+Zw9iuTKWp94CJ46bCcQBJs9+qOjxDGgV6EE71h7IzMUajwU/NtefEVArwK8Y+xBukOhxoJgr2srBJvJsdYr0t6cDIUaC4L9Xlvzxwb0ekZA6HQUo07qCp1l9rDiKzffe4TZazUjDbvQVWnPqrsy7sYQYq8d9aVB6KmxP8bmK2Jp9EH2Wp3fSG1vvT2C5MpN/boAe0M36guG0Ndkz8C7Mv5D62d/fEcZEoT+VnvtlQdTtD72523UMm1rRTtHnjpJ40XHQyE+4d7MvmMqcTNHmqiOmk4O/+kk9fmOBye8QjyZuSOLpPlxwz/rbuzh8FMnqcmrd6j1DPRg+rbJpC4dabha+1t5Ku8PYzR+fjo/tqRuZXXC9cM/6xzo5Km8P3Cy/oTDwSYfrQ+bk29kQ9LG4fdRj6mHp88/NUY/5qnxZH3iRm5KvVmSwF5GRubzyTXd1AHYbAKny1u51NCDWqlgSpw/qeHOp1xmi5V/Hq3gbGU7SoV9r9sNM2Kcbqq2Wu2asFODntYZiXZNmMqJUsxmE3j9dBVHS5qxCZAV68+tc+PQqJ2pkOyasIOFTVhsAhOifbljfgJaJxM/QRA4VHOQQzWHsNosJPomcnPaVgc/4miO1R7lvap3MdvMxPrEckvarU6VYgDNDU3U1tdhE6wYtB4kpiSi1Tpfiqs5V0/BnouY+y34hHsz7ZbJePg5v4eGwibOv1XEQJ8J7xAvpt0yGS8XS9pdda2UHypgoNeER4AHiUsmYfBzPknsbmyn/GABxm4jBl8DCYsn4BnkfJLY29JJ2Yf59Hf2o/fWE78oE+9Q58vf/R09XP7gPH1tfeg8tcQvzMQnwvnk09jVx+UPztHb0ovWQ0vc/DT8op3vjRvoMVL2wTm6m7rRGDTEzkkhIN75njBT/wBlH5ynq74TtU5NzKxkgpKdLx2ajSbKD56ns7YTpVpF9IwEQtKdLx1aTGYqDuXTXtWGUq0kcmo8oRNinb/ezVYqPsqnrawFpUpJ+KRowrOcq8qsFitVxwppudSEQqkgNCOSqOkpTmttVhvVJ4tpvmiPFwlODSN6ZtqwiWQ0gk2gJqeExsJaBJtAUFIIMXMyULl4HxW/e4nyE9XYrDZCU4OZesMEVFrntZcOV1B6qByb1UZwQgBTb57oVCkGcPbiWT66eBSz1Uy0XzTXz12DQet8ipfTcIr9FfsZsBiJ9I5mW/qteLtQXp1ryuPt8t0Yzf2EeUWwLe1W/PR+Tmtb+1s53XCKPksfgYZAZoXNQufifS8jI/Pp4vDhw/z2t78lNzeX+vp6du7cyYYNG4b//I033uDpp58mNzeXtrY2zp49y5QpUz6Wv/uab+qkcrCokcf2FY/JoYsJ9OB76zKZGjeyfHi8tJnf7imirt1xIhLhb+A7a9KZnTyy0f5MRRsP7Sqg6oqg3lBfPd9Ylcai9JFlmvyaDh58q4CyJseJSJC3ji8vT2HlpJEN5uWdZTxx5nHKOh3jC3y1vmzPuI3lcSuGf1bTXc3jZx4boyHy1nizJe0Wrk9YOzJRsxqp6L5Ej8Vx0qJUqAg3RBJqiByu7W3t48MnjlF7zjHvS6NXM3F9OtO2TBqevvV3GDn4++P2CeAo1FoVGatTmLkja/iDfKBngEN/OEn5iSqHaaFKoyRtWRKz78weVoqZ+swcefokl49UOkwLlSoFKYsTmHvvdNSD3lzLgIWP/nKa0g/LHKaFCqWCxPmxLPjiTDSDezGtZnuQbfG7lxyjXhQQPyuGhV+eOez7tFltnHzhLIV7S7BckY8YMy2SRV+dPezNFWwCOf86z/ldRViu0NdFTg5j8dfmDB8sEQSBvNcLyHu9ANMVWYphGSEs/vocfEJHlGL5b18k9+XzDFyhrwtJCWLx12Y7LJcXvVPKqX/mjQmbDkrwZ9FX5xAYP9Lklh4s58TzZ+i74vXuH+PLwi/PJjR1ZNpcfryKY8/k0NPi+Hr3jfBmwf/NctjzVnWmjo+ePkX3FRNv71Av5n1hBjFTR17vdfmNHP7jiTE6L68gD+bcPY342SONa+PFFg794TjtVY4TQA9/A7Nun0ryohGlWGt5OwefPEZLmWPkjd5Xx4xbp5C+fGQf5HjeRw29DTx+5ncUthY43oPagxtSbmRz8o3Dta39LTx+5jHOXRH0bFAbWJ+4gS1pt8jTNxmZq4QgCPSYuzALJjQKLV4an6tuZNm3bx9Hjx4lOzubTZs2jWnq/vGPf1BeXk5ERAT33HOP3NSNlw8KGvjhq+dc5r1qVAqe3DGNrLgAjpc28+2Xzro0RaiUCh65JYvZycGcrWjjqy/kuDRFKBTwq5smsyQjjKLaTr74t9MOYuEr+fHGCayZEklVVyX3H/6OW1PEvZO+wPUJa6nrqeO7h7/lNuNqe8Zt3JhyEybrAMWdFzDbTC5rwwyRRHrG0t9hZOd394/5QB5N5uoU5t03g4GeAd68/x06alyn7Ccvimfx1+dgMVrY9cN3abnsOv8tblY0y+9fgNViY89P36Oh0HWWWdSUcFb+2L5xff8vPxyzdObwu2UEs+bn16FSK3nnN4epOOHaFBGUGMC6Xy1DrVfz4ePHKD3o2hThH+3L+oeWo/PS8dGfT1Gw17UpwifMiw2/WYnBT8/JF86S93qBy1rPQA82PLwCryBPzr6Wz6l/5Lms1fvq2PCblfiGe5O/5yJH/3LaZa3WU8P6h1YQEOPHxQ8uc/CJ4y5r1ToV6361nODkQMqOVvLub4+4zEFWqpWs+cVSIjJDqTpTx/5ffugy/02hVLDyx4uJmRpBXUEje37yvmtThAKWfXcBCXNiaC5tZdcP3au/Fn1tNqlLEmmr6uAtEfXX3HunM2FN6rjeRy39LXxHRP21OflGbsu8nY6BDr5z6Js09jW6rF0dfz1fmPxFl38uIyPzn9E+0Ep1b7nDZ55GqSXaMx5/nfu96B8XCoViTFM3REVFBfHx8R9rU/eZ/3potth4ZG+R2wB/s1Xg0b1FWK02frunyK36y2oTeGSPvfaRvUVu1V+CAI/uKcJssSvF3DV0YNeP9ZssPJf/rKj66/n85+gxdfOPwr+Lhpa+WPQPWvtbqeurdtvQATT012K09nP2tXy3DR1Awd4SWsraOP9WsduGDuzToIbCZgr3l7pt6AAqTlRTdaaWkg8uu23oAGry6ik/VkX5sUq3DR1AQ2EzJR+WUZVb67ahA2i53EbhgVLqC5vcNnQA7dWdnN9VTEtZm9uGDqCroYezr+fTWdfltqED+6Q09+UL9Lb2cfpF95YRY+cAp/6Rh7F7gBPPu1d0mXrNnHj+DGajhWN/dW8xsAxYOfZsDlazlY/+ctqt2MJmsXH0L6exWW189PQpt4G+gk3g6J9PYbPaOPrn0+7VXwIc/csprGYrR5/JEVV/HXsmB7PRwom/nRFVf514/gwDPQPjeh/9q/hFUfXX66WvUtdTx2slr7ht6AD2lr8tBwrLyHzMtA+0UtZ9ccxnntlmoqz7Iu0DEgPgrzGuSU3YeDhY3Ehbj/tGBuBSYw8vn6gcs+TqjNr2fl4+UTnmIIUzWntM/PtE5ZjDEc7oMVp4LfciZ5pyRWtNNhO7y3Zxot71lGUIm2DjQMU+0oKlxYk09tRz8YMySbUFe0uoyhFXLAEU7LsoSfMEULivVNQ9O1y7v0SydatwXwmeIqccR65bSlCpNEND8TuXJN/vxffLkDogv3SoHJ2PTpLxoOJEFf7RPlglKPSqz9RxYXfRmGVfZzQUNXN+dzH9HeIKvbaKDi7sKhL9QgD2BvfCrmLaKjtEa/vajVx4u5jGYnEDhanXzIW3i6k+I66vs5qsnD2Qzwm1tPfRnrLdHKo5JFoLsKdsNx9Uvy+pdl/FXv5vylck1crIyLhHEASqe91/Ga/uLcdPG3DVl2I/aT7zTV2RBOfqEEOHIqRwehy1p8qk1+ZWNIC0noMLzecdTsi542J7ManBEnLqgG5jF6Ze8UYYoLG4mb528Q97gKaLLXQ3iftyAZpKWiTrx5pKWyW7VFvL2+mR4OwF6KrvRrBKU6v1tfdLajgATL0m6guk1VpMVhryxR2mADarQN0F91OhYQQkuVGHqDsnvbZmXLXup6ujqRWZxI5mPPdbXVSDdYK091F+az4mKQ5coLC1kF6ztNdaSbv7Ca+MjIx0esxdoqtSZpuJHnMX3lr30V3XGp/55VcZGRkZGRmZzw9mQdpQQmrdtcRnvqlLj5SopcIeWyKV6eOonZEgvTY7TiRsdxQTgyehchvaOkKqf5pkV6yP3getpwTTAHb1l4e/tNFiSGoQPmHuw4+Ha1OCHE5ouq1NDiQ4WZpiKTDen9AUabU+4d4Ep0h77jz8DXYNmgR0XlrCM6XVqrUqwiZIe00oVQoiJkpVikHkJOmvtYjJ0mujxlUrXf0VOUV67XjuNzo9SvL7aELgBLQqaQq9jKBMPDWekmpTpBpGZGRkRNEopH1+Sa27lvjMN3WL0kIJ8BJ/4pJCvdgyK5YICQ1KpL+BLbNiSRSxMwAEemm5eVYsE6P9RGu99GpuyE5lqpgRANCqdKxNWMes8NmitUqFkhVxqwjQSWtmQrzCSV0ibak2c3UKacuk7dXLXJVKxkppH14Zq5Il68cyVqaQuUpi7aoUMlZJvIeVyQ5hzO5IW57EhDXSalOWJDBB4nWTFsYzcU2qJI9p3KwYJlyf5jSr7Uqip0YwcW26ezvDIGHpwUxam4bBRTbhaALi/Ji4Ll3UXAL2k8AT16UREOsnWuvhr2fi9WmSGmetp4aJ16cRPVXcQavWqshaMUHy+2hNwloWRi0UrQVYE389S2Ouk1S7Kk5Wf8nIfFx4aXzQiCgQNUp7vMnVoKenh7y8PPLy8gAoLy8nLy+PqqoqANra2sjLy6OwsBCAixcvkpeXR0OD9G0jrvjMN3UatZJvr0l3qxTTqBR8e00GKpWS76xJd6sUUykVfHtNOiqVkm+vTnerFFMo4Ftr0tGolXxzVZpbpRjAN1alYdCquXPCXXiq3X/Dvz3zDry03uzIvB1fkT0B29K3E2gIJMIjWvSFHmaIRK8ykHXDBNGpWubqFIISApi0Pg3/aPf3kLwonrCMYDJWJosqxeJnRxMzNZKUJYmEZbj/EI+aEk78nBji58QSJTLJCcsIJmVxAjHZkcTPdq9uCkoMIGNFMuEZIQ65Z87wj/Zl0ro0ghICyFztvmH0CfMia/MEfCN8mLI5022tZ6AH2VsmDhsN3KH31TFj+xT03jpm3T7Vba3WU8Os26ei0auZc/c0t7VqnYo5d01DpVEx774Zbi1hSrWSeffOQKlSMu8LM9w2ogqlgrn32Wvn3jcdpdqdUgzm3jsDlUbF3Lunoda5fx/NuXsaGr2aWXdMFW1aZ94+FZ2Xblzvo61p2wgUUfNtTr6RCK8Ibki5iTAR1d3q+OtJ8JPmWpaRkRFHoVAQ7en+3+1oz/irdkgiJyeHrKwssrKyAPjmN79JVlYWP/nJTwDYtWsXWVlZrFmzBoAtW7aQlZXF008//V//3Z+LnDr4eMKHI/0NfPsqhQ9/ZXkKK/7j8OEaHj/zO6ehqVvTbmGNhPBhlUJF2H8bPvyH41SdHhs+nLkmlRnbp0gLH16ezOw7pg6HD5v7zRz+k5PwYbWSlEXxY8KHj/7lNCUHyx0iMlyGD//tDMXvlP534cPTI1n0lSvCh18+z4W3ijBLDR9+o2BM9EZ4ZgiLvuYkfPjf5xno/uTChxd9ZTYhKR9v+LBPmBdz77tK4cN3TCV54X8aPiz9fdTQ28ATZx6joDXfodZT7cnmlBvk8GEZmU8Bn4acuk+az01TB3ZN2D+OVnCush2FQsHclCA2T49GqRz7D+qQJuz04MnV6QnuNGE2Xj9dzdGSFgRBYHKsPzvmxaN2pkISBHafqeHDwiasgkBmlC93LEhA60KF9H7pBd4tuozVZiMlNIAd0+ei1zifth2r+4j3Kt/DbDMT5xPH1rRtLjVhFZ1lHKs/isk6QLhnBAujl6BXOV9ea65pprq6GqvNikFrICkjCb2n89rW+jYqKyqw2qzoNDqS05MxeDtf0m4qbeHcG4UYewbwCvQge+skfEKdK5baKtvJfSUfY5cRD38D2TdNdGhiRtNR00nuKxfoa+9H76Mn+6YJBMQ635/X1dhN7r/O09Pah95Lx5RNmQQnO3+z97b2cvrFc/Q096Lx0DJ5Qzph6c41YX0d/eS8dJ6u+m40ejWZ16e63D9m7Bkg58VzdNR0odapSF+ZQuw055owU5+JnH+dp62iA5VWRerSBBLmxDqtNRvN5P77Ai2X7Zqw5IXxJC2Ic/rt1GKycva1CzRdbEGhVJAwJ5bU61xrwvJeL6ChqBkUEJMdSebqFKfvI5vVxvndxcMnVyOnhDNprXNNmM1ms0fk5Nq9xGHpwUzZnOlSE3byzGlyy3OwCTYSg5NYNvc6NJqxB/oFQeDs+TxOlJ7AYrMSFxjHyvnLXWrxxvM+ymnIYV/FHkzWASK9ork1/Va8XGjCqrurOFV/EqPVSLAhhHmR811eV0ZG5uPhf2GU+F/yuWnqTl5q4Xf7iqm8Is4iLcKH716fQUbkSINwtqKNR/YWjcmhSwz14tur08kaNdUrqOngt3uKKK5znHzFBnnyzVVpzEwamXKUNnTzm90F5F8R1BsVYOCrK9JYkDbSIFS29PLQrgLOVjpOGML89PzfshSWTRhpEBp7G/lD3pNjJgGB+kBuTd/O0thlwz9r7W/lj3m/J7cxx6mIfFX8muEXvNlmpqrnMh0mx7BglUI9ONWLGK612CxU9ZbRPtByRa2KUEMEYYaokev2m/noL6e5dLjCYaKmMWjIXJPC9FsmD3/oWwYsHH8ul4sflDnkr6l1KtKXJzPztqzhqZ7VbOXk389S9E6pQ0CtvflJZPad2agH95vZrDZOv3SOgj0lmPtHpmRDzc/ce6YNT/UEm8CZVy5wflexQ9SLUqUgYW4s8+6bgW5w36YgCJx/s4i81wswdo9MyRRKBXEzo5j/xZkjUz1BoGBvCWf+fYH+0RPkwUZpwZdmDk/1AIrfu0zOS+fG5OFFTQlnwZdmOuxju3S4gpP/OEvPFREy4ZkhLPjSTIeGuOJkNcefy6WrwfH1HpIaxIIvzSQwbqQhrj5bx7FncuiocXy9ByUGMP+LMwgZdWClrqCRo38+PSaHLiDWj7n3TScic2Sq11TSwpGnT40JpvaL8mHO3dOIzho9xS7nqbw/cLG92KE2zDOcOyfc5bA/rqa7hj/m/X7MRC3EEMJtmXcwP2rB8M+u1vtIRkZG5pPic9HUHStp5jv/cq3+0mtU/PH2aWRG+XGmoo2vuVF/aVQKntgxjalxARTUdPB/z+e4NEWolAp+uzWLOSnBXGrs5gvPnaLniiW5IRQKeODGySzNDKOqtZd7nzlJh5tg2B9tmMD1WZE09zXxncPfps1Nwv09E+9jbeI62o3tfPfwt9wm3N+avp2bUrdgsVm42HkBo9V1GHOoIZIoz1isNisXO/Ppt7rO5ArWhxLtmYDVZGXPT9+3T3lcMKQUs1kFUfVX3Mxolt0/H4B3f3OEipOuTRFDSjGlSiGq/gpLD2bNz5ei0qr46M+nKdznOkcsKDGAtQ8sQ+uh4cTfz3DujUKXtX5Rvmz4jV0pduaVC25NEd6hXmx4eAUefgYu7C7m2DOu7Q8eAQY2PLwS72BPit+7zKHfuw7T1fvo2PCbFfhG+HD5aCXvuVF/aT01rHtwOYFx/lTl1LL/VwddBiGrdSrWPrCMkJQg6vIb2fNT1+ovpVrJmp8vJWJCKE0lLez+0bsuTREKpYKVP1xEzLRIKjor+P6R77o0rihQ8J3p9zMvcj51PbV89/C33Zoivpr1da6LXXbV3kcyMjIynySf+Y0cFquNX+8ucKv+MpqtPLKnCJtN4Ne7Ctyqv8xWgYd2FWCz2Xj47SK36i+rTeCh3YVYrDZ+t7fIZUMH9uzc3+wuxGi28vsDF902dACP7i2i12jhhcK/u/0gAvhb/rN0DHTw8sWXRJVFLxb9k8beRhr6a9w2dACN/bX0W/poMta5begAmo2N9Fl6KHrnktuGDux7vGrPNVB6sFxU/VVxspqKUzVUnKxx29CBXSl26ZD9mmLqr4aiZorfvURTSYvbhg7sSrH8t+1mBHcNHdiXhvNeL6S7sYfTL7lXf3U39pD78gX6OvpF1V99bf2c/mceA70mjv7VtfcVwNhlV4lZBiwc+dNJt+ovU6+ZY8/kYLPaOPzUSbdmC8uAlY/+bNeDHf7jCbfqL5vFZq+x2Tjy9Cm36i/BJnD4qZPYrDb+euFptwo9AYE/5f2RAesAz+U/K6r++sv5p+kz912195GMjIzMJ8ln3ihx5GIzzRLMBEV1Xbx+uopqCaqnqtY+Xj9dzcV6cVtFU5eRN05Xc6aiXbS2q9/MG6erOVoibhvoN1l5PfcyR1s/Eq21CBb2lu3hYPWHorUCAvsr9jE5LEO0FqC5v54Os/jvBtBkbKBwv7Tk/IK9JfS2SkvjL9xb4q4vcbzuODRhBftKCCpxf1J3iKIDpWMOD7ii+L1L2Gw2t83UEKUflqH31rl3ow5y+aNK/KN8sLj58jBE5elaCvaVjDl04Yy6C43k7y2RpEFrvtRGwd6LYw48OKOzrpvCveIuYLAf2sk5lMeFrguitd3mbvaV7yWnwX1zC2C0Gtlb/jZH6z7+99GByv3syLhNtFZGRkbm4+Iz39RJca4OIaWZutq1x0tbkKD5BOBUeR0WL/EPcIC85rP0W8S9tgBFrQVMCJWW5dZtEdexDNFj6hqzF8sVDcXNGDul6ccai5slN3XNpa10+UgLnOyo6ZLkUQXoaemjvkDaZMbYNSBZ52U2Wqg9L02PZbPYqJao0hJsgiQ36hDVubXiRYNU5YyjdhzXLbtQDs7PhIwhtzEHG9IUb2caz2Cxffzvo+LWIkl1MjIyMh8Xn/mmbjxbBqU2U/brSq+1jaP46t3vOK4ruUUaH+PavjnOx2xcO0OlfdaP9zbG9ftdtdrx/G7jeAF9On63q3Tdcbwgxvc+GseTISMjI/Mx8JnfU5cSLj0xOstF7IUzpoyjdvRpWTEmj+O6k6KCUUp8CtMC0tAoxe0BAIl+SSglapM81F6oFdK+G3hqvPAKkaZNCkoIEA00HiIwIUA00HgI/2hfgpOk5RN5hXhKvq7eV+dw8tMdGoNGsqpMpVESmipNKaZQKghLl1YL9pOwkmszxlGbKVFVBi4jYZwRneo85sUZGYHug52vrL0q7yNfOVBYRkbmk+Uz39QtyQjFz0P8H+G4YE9unRtHqK+4CinMV8/2efHEBok3KH4eGm6dG0+GBAeth1bFLXPimJYg3kho1Uq2zEhhRvhM0VolStYlrmde5ALRWoA18WsI1ElrDkL0YQTppX2IBxvCyVjx8eu8MlelkClZP5YiXT+2IlnUEDFE2rJxasKuT5NUmzg/jolr0yRpwmJnRDFpfbp7O8MgkZPDmLQ+HY1evCEPSQ5k8sZM9D7izlO/KF8mb8rAK0g8f80r2JMpmzPwixJ/b+h9dMxeNoNkP/Hnw6A2sCFpI5OD3Vs4ADRKDesTN1yV99GqeFn9JSMj88nymW/qdBoVX1vp/gNUpVTwjZVpaNQqvrEqza1STKGAr69KQ62yq7/cKcUAvrYyDa1ayVdX2P+vO760LAVPnZovL0sVVYrdvSgRP08tt6bvEFWKbU65gWCPELam3SKqQro+YS1R3tGEGSJFlWKBumA8Nd6EGCLQKt1/4PtpA/DW+JCxKkV0Ahc9NYLY6ZGkLk0UnZSFZYSQOC+WxPmxhIlMk4ISA0i9LpHYGVGiXlD/aF8yVqUQOSnMwWbgDJ8wLyatSyc4OZAUEWeuZ6AHWZsz8Y/2FW0C9b46srdMwjvEiymb3E+etJ4aZmybjMFXz/Rb3Dczap2KmbdlofXQMvO2LLe1Ko2SWYP5frPvdO8kVigVzLk7G5VaZdePuXtrKGDOXSO1Yk3r7DuzUWlU3DXxbtFJ2W0Zt+Oh8eD2zDvRqdy/Lm9J24aPzveqvY9kZGRkPkk+Fzl1APvO1fHE/uIxUSEhPnq+tzaDOSkjk6kPCht4ZE8RbT2OBwACvbR8a006SzJGXI7HSpp5aHchTV2Om/r9PDR8bWUaqyaPNA+55a088GYB9R2OG619DGq+uDSFjdNHPgTyqzv4+c4LY07jeurU3L0okS2zY4fDTcs6LvNo7iNUd1c51OpVem5IuZEbU24erq3uruKRnN9S3lnmUKtValmftIFt6duHlUUDViPl3SX0WhxDaRUoCNaHEeU5YicwWQco7y4dox8DBUH6EKI944ev29fRz4ePHRsTV6JQKkheFM/8L8wYVn8N9Azw4RPHqTxVc+VlSZgTy8Ivz0I7OIk19Zk59IcTlB2rHHOyNHZGFIu/NntY/WUZsHDk6VOUHiwfs1crako4S74xd1hgbzVbOfrXHC6+dwnbFXE34RNCWPKNuXgNTm1tVhsn/naGgn0lY06shqQEsfRbc/EJsxsHBJvA6RfPcX5X0ZgDGUEJ/iz51jz8B0OCBUHg7Kv5nH29YMzpVv9oX5Z8cy5BgxNeQRC4sKuY3JfPY7ri9e4b4c3ir89xWNIt3F/CyRfyHIKVAbxDPFn01dlETBx5vZd8WMbx53IxXnGi3DPQgwVfmknMKBNG2bEqPvrzKfo7HN8bHv565t47g4Q5I81yVU4th586OeaErd5Hx+w7s0lZPNIsn28+x5Nnn6DpilgRL40XOzJuZ2X8quGfFbcV83juo9T1Oh4K8VB7sDXtFtYlbrjq7yMZGZnPF4cPH+a3v/0tubm51NfXs3PnTjZs2ACA2WzmRz/6EXv37qWsrAxfX1+uu+46HnroISIi3A8bpPC5aeoABsxWPihspKS+C6VCwcQYP+alBDvVeZktNv59opJTg5qwGQmB3DwrFo2TaZvFateEHStpxiYIZMUFcOvceKeTOavNrgk7WNSIxSYwIcqP2+bFY9CNXQaz2QT2X6jj3fP1mG0CqWE+3LkwAU/92EmFIAgcrshjf8FFTFYbCcF+7Ji2AG+tl9Pa0w0nOVB5gAGLkSivaLamb8NX53z6UN9Ty/GGYxgt/YR4hDIvYiF6tfNl6qa+Ro7VHaHP0keQIZj5kQsxqJ0vxbVUtVJxqQKLzYJWpSVpQhI+wS40YbXtlF8sx2wzo1FpSMxIwi/U+bJdR2MXlwsvYbaa0Sg1xKfGExDpQhPW3M2l/EuYrCbUSjVxSXEExTjfc9fT2kNp/mUGzEZUSjUxcTGEJjhfpu7r6KfkXClGcz8qhYqo2CjCk5yL3fu7jJSeK6VvoA+lQklkZBQRqWFOjQTGngFK8krpM/aiVCgJDwsnKiPSaa2pz0TJ2Uv09HejUCgICwkjJjPa6VTMZDRz6ewlunq7UCgUBAcGEzcx1qnOy2KyUnrmEl09djNKoF8gCVnxTmutZiuX88pp77LHlvj7BJA4JX7YAjIam9XGyWOnOVd1DgGB1NA0Fi6c57TWKlh5t+IdjtcfxyZYSfVP5YbkG9FrxsbV2AQbB6sPcrjmIFbBSoJvIjenbnGq6BIEgaO1H/F+9XuYrWZifePYkroVbyfqL0EQKG4r4nTjaUzWAcI8wlgYvdhprYyMzP8GQbBBfzNY+kFtAEMwiqv8hWvfvn0cPXqU7OxsNm3a5NDUdXZ2csMNN3DPPfcwefJk2tvb+drXvobVaiUnx3XAvFQ+V02dVIpqO/ndvuIxcSgTo/345qo00kcpxS41dvO7vUVjcugyIn346oo0hwMVVS29PLK3iFOXHUNOk8O8+cryVGYkjjQT9R39PLKniGOlzQ4nMOODPfm/ZSnMSx1ZamzuMvLo3iIOFzc5nIiNDvTgi0uTWZI50kx0DXTy5/NPc6zuKFZhZDoU6hHKLWm3sjhmyfDPekw9PHPhLxyuPeQQ+RBkCOKm1C2sjBuZiPRb+nku/xk+rPoA06iIE3+dP5uSb2Bd4vrhxsMm2KjtraTF2OhwQlCtUBNiiCDMMNKkCIKN2r4qmo2N2Ebdr0qhJkQfRrhH9Khagfq+apqMDViFkftVKlQE60OJ9IgZfjMLgkBDfy1N/XVYRteiJEgfSqRn7PCkRRAEmoz1NPTVYhFGJl8KlATqg4nyjEM16mBJs7GB+r4ah6gXBQoCdEFEe8ajUo408K3GJur6qjHZRk++FPhrA4nxikc9aqmxfaCF2t4qBmxXTIW1AcR4JTgsl3eY2qjtrRwTIO2r8SfaKx7dKM9vl6mDmt4K+q2OUzIfjR/RXvHoVSONUo+5i+reCvqumN56aXyI8YzHMGoJs9fcQ3VvOb0Wx8w6T7U30Z7xeGpGvnBUdFbw1wtPc6HFMYcu2S+Fuybe7XDwobanlj+f+xN5zWcdauN94rljwl1MCRlZUm7qa+Lpc0+N0XlFe8dwe+YdTA+bMfyz1v5W/nL+aU7Wn3B4XUZ4RrA94zbmRs5DRkbm2kHorobmXHtDN4TaAMHZKD6h7REKhcKhqXPG6dOnmTFjBpWVlcTEuN/uI/r3yU2dI/k1HXzZjfpLr1Hxh9unMSHKj9KGbr74N9fqL61ayWO3TiU7PpCqll7ufda1+kulVPDw1izmpgRT39HPvc+cpLnbeWiyQgG/vGEy100Io7V7gHuePUldu+vsrB+uz2Tt1Ci6Td1878h3qO52bV64e+K9rEtcT5+5jx989D3KOi+7rN2Wvp2bU7cwYB3gx0d/SHGb61yuTcmbuT3zTmyCjUtdRXSbO13WBulDifG0L7eVdV8c454dTYAuiDgv+8GHip5S2q5wz47GTxtAgrd9H1tVbxktRtdZcd4aX5J80lEqlNT0VtDY7zrTzVPtTYpvBkqFivq+aur6XD++BpUnqb4TUClVNPbXUdNb4bJWrzKQ6jsBtVJDi7GRyh7Xz4VWqSPNbyIapZa2gRbKu12HPGuUWtJ8J6JV6eg0tXGp6yKukpDVCjWpfhPRqwx0mzop7Sp0aI5Go1KoSPGdgIfak15zNyWdBS5jPZQoSfHNxFPjTXlnOT84cr9LU4RGqeGns3/OpODJ1PbUcr8b9ZdKoeIHM3/E9LAZNPU18V036q/RSrF2YxvfPfxtt6aIr2R9jWWxy13+uYyMzKcHobsa6t2EiofP+0QaOylN3Xvvvcfy5cvp6OjAx0d6Yocz5E0foxAEgQffKnCr/jKarTz4VgGCIPCb3QVu1V8mi40H3rQryh7dW+RW/WW1CTzwZj5mi40nD1x02dDZ7xN+vauAvgELf3q/1G1DB/DbPUV09pl4ufgltw0dwHP5z9Da38Ibpa+7begAXiz6B7U9tbxdttttQwfwRunrXO64RKuxyW1DB9BibKTH3EXbQIvbhg6gbaCFTlM7naZ2tw0d2KdXbQMt9Ji73DZ0AN3mTlqNTfRaetw2dAC9lm6a+hswWvrdNnQA/dZeGvprMVkH3DZ0AEZrP/V9NVhsZqp6ytzWmmwD1PZWYRWsbps/ALPNRHVvBTbBRkX3ZdypLSyCheqecgRBoKLnksuGDuxLolU9ZcO17nLabNjs1xMEnsr7g1v1l9lm5smzT2AVrPzl/NNu1V9WwcqTZ5/AbDPzXP4zbtVfAgJ/OPsk/ZZ+Xih8QVT99fS5p0S1YzIyMv97BMFmn9C5o/mMve5/jNFo5P7772fr1q3/dUMHn4Pw4fGQV9lOWVOPaF1ZUw+7ztSSX+O+OQH7MuruMzWcvOzeKwnQ3mvirTM1HC5uEq3tHbDwVm4N714QNwiYLDbezK3k/c73RGttgo195Xt5p/KAaC3A3vI9nKo/Ibl2adxCSbXNxgaHZVyxWqk0GxvQipzqHV1rMEvL1Ws2NmCyiuvowN60Sk01bh1oQqVQu22mhmgbaMGgMjgsU7uiw9RKi9HHYTnZFV3mDloGGq9YInZOr6WbloFGUW8w2JvWko4iLrYXi9Y29TXyXuU7nG1y78AF6Bzo4N2KA5yoPy5a22fp452K/RypOSRaa7aZeb/yPTYmbxKtlZGR+R8ytIfOHZY+e52H9FzNjxuz2cxNN92EIAj86U9/+liuKU/qRnFWgp91iIOF0huJg0XSxd6HipqwSkzO/+hiMwMSnKAAxy7V0WeR5iY903SGjoEOSbXnms6KTjiGyG+5MGbfliu6zV1j9mK5q+02S5ug9Fq66TKJN+MA/dY+eiRe12QboEtkAjmERTDTae6QVGsVrHSZpNUK2CR7eAHRKahD7cDVqa3tqREvGuR4nXiTNlxbfxybxG/hpxpOSf4Ckd8i7p6VkZH5HyNR5Se57iow1NBVVlby7rvvfixTOpAndQ5IbabstVfnuuNRills0m9iPNeVMukZqZV+D9Zx1EqZTI2uHg/jufbVuo+rdg+fBp3XVdqmO/rwixjjel3axvF6l9VfMjKfftRjT8H/V3UfM0MNXWlpKR9++CGBgdIsR1KQJ3WjSAwbG//higkSFVYAE6L8xlEr/bqZUX5ug5JHkx4RIFnnleSXLBraOkSCbyJeGmmPW7xPvGig8RAeag90SnG7B4BB7eEyNuVKdCo9HhppS6oapVbydVUKNR4i4bVDKFGKBt0OoUCBp8T7Bbu2TSpeGunRG54Sn2N7rfTr+umka/FS/aVZOOy10uweACkBqSjcJiWPEOcTJ/m6MjIy/yMMweINm9rDXncV6OnpIS8vj7y8PADKy8vJy8ujqqoKs9nMDTfcQE5ODi+++CJWq5WGhgYaGhowmaStGLhDbupGsSA1hCBv8WYmyFvH7fMTiAoQ7/J9DGp2zIsnOUz8g06vUXHr3HhJXlmVUsG2OXHMThJ3iCoUcPOMJGZHzBGtBbg+YR0LoxZJql2dcD1LY5ZJql0Zv0qyUixIH0awwXmu25UE68MI1n/8tUH6UEIM4RJrQyTXBuiDCTFIC5n00wUSapDmPPXV+BPmEYl7lYMdL7UPoYZIFBL+CTCoPAkzRDrEtrhCp9QTboiU5EfVKDVMDsoizFP8cfPSeHFD8o3E+8SL34NKx6bkGyT5X1UKFRuTNpId6t6WAfYGe0XcStE6GRmZ/y0KhRKCRd7TwVOvWl5dTk4OWVlZZGXZ45W++c1vkpWVxU9+8hNqa2vZtWsXNTU1TJkyhfDw8OH/jh079l//3XJTNwq1SsmXl4u7Jb+yPAWtRsVXV7hXigF8cWkKBp2aryxPFVWK3bM4EW+Dhi9dlyyqFLttfjyB3jq+sDQZg9b9h+3NM2OJDLAn6ItNfa6LWUacbxw3ptwsqkKaGzGP9IB0NiZvIsjgvrnMDp1GVshUQvRhohM4L7UP/toAgnQhDhlpzvBQexGgCyJAFyQ6KdOrPAjSheCvDcBL7X7/gk6pJ0Qfho/GDx+Nn9tajVJLqCECT7U3flr3Y3S1QkOYIRIPtSeBOvdaM5VCRYQhGp1KT4jefeOjREmEZwwapZZwkSZQgYJIz1jUSjURHmJH+hVEecaiUqqJ9IgVqYUozziUShWRHnHitR5xqJRq7pxwl+ikbEfG7eg1Bu6YcJdoc3lL2ja8tF7clnG7aHN5Q8qN+OsDuDV9B3qV+9fl2sR1khpQGRmZ/z0K72gInzd2Yqf2uOpxJosWLUIQhDH/Pf/888TFxTn9M0EQWLRo0X/9d8s5dU7Yk1fLY/uKx8SVeOnVfGNVGmumjHxovl/QwG92F9LV73iK0EOr4kvLUrhhxkiQ4NGSZh54M5/2K3RMOo2SexcnccucEe1WTlkrP3/jwphoE61ayY558dy1KHG49kJ1Bz9+7RwNV+iY1CoFW2bF8qXrUlAONpSXOy7z8OmHqL9Cm6RUKFkVt5q7J96LSmn/0KzqquI3p389RpukRMnS2Ov4wqQvoVHZPzQbeut56NSvx8SgKFAwP2oBX5nyVXSDFgqTdYCy7otj9GNgz5KL80oevgezzURZd4nTAws+Gj/ivZOHA3otNjPl3aV0OTmE4KXxIcE7ZXj512qzUtFT6vSwgKfaiwTvVLSDS9A2wUpFz2XanUSmGFSeJPqkDof52gQbVT1ltA6MPcGsVxlI8E4dXtIVBIHq3nKnp3d1Sj0JPinDy6mCIFDbV0lTf/2YPXZapY5475Th5VRBEKjvr6Ghr2ZMrUapJc4rGR/tiH6ssb+Our5qhCv2i6kVGuK8E/HVjvh3m/rrqe2rHLNnTaVQE+uVgL9upLlvNTZR3VvuEHJtr1UR7RlPoH6kqf2o9gh/yvsj3WbHwzEGtYHbMm5ndcL1wz873XCKJ88+QecVh3m0Kh3b0raxIWnT8HvjXPM5Hst9dEy0iUap4YaUm9iSunW4tritiEdOP0xTv+Nzp1aoWZe0nh0Zt8vqLxmZa4z/hVHif4nc1Lmg32ThlRNV5AxqwqYlBHLTrBgM2rH70oxmK2+cruJ4aQuCAJNj/LhlbjyeTtRfZouNXWdqOFTUiNUmkBnlx/Z58Xgbxk4ULFYbe87V8v6FRiw2G6nhPty+IAFfj7H70qw2gXcv1LP/XB0mi43EMG9umx9PkPfY6YNNsHG0Ooe9+UUMWKzEBPpwa9ZCgjzG7i8QBIFTDac4ULEPo6WfcM9wbk7dSojn2GVUQRA415zH7su76bP0EuIRwk2pW4j0Gjs5EgSBjoE2TjQco8fcS4A+gNlhs/FwsR+ry9TB8fqjdJm68dP5MStsNt4uJondpk5ONBynY6ADH603s8Pn4qP1c1rbZ+7meMNx2oxteGk8mRU2Bz9dgFPtVr+lj5P1x2gxtuCh9mBG2CwC9cHOdV6Wfk41nqCprxG9Ss/0sFmEGEKd1g5YjOQ0naK+tw6dSkd26HTCPVyov6wDnG3Opaa7Go1KQ1ZwNlFeMU5rLTYzec1nqOyqQKVUMSV4KrHecU7/QbPYLFxozaO8owylUsnEoEnE+yQ5bWKsNiuFbRco7ShFoYCMgEyS/dKc1wpWLrYXDseWpPqnkeqf4XTaNmAdYF/ZXnKbchAEGxmBmWxI2uRU52W2mXmn4gAn649jFWyk+qeyKfkGvJxo8Sw2Cx9Wvc+R2iNYBAuJvkncmHoTPtqx01qrYCW3IYczTbmYrCYivaNYEr0Uf730vX8yMjIy/yvkps4JZU09PHngIicuOU5mZiUF8dUVqSSEjHxwVLX28vsDFzla0uyg6JqWEMCXl6WSFjHywdHQ0c8TBy5yuNgxtmRKrD//tyyFidF+wz9r6R7gyQPFfFDYiGWURH5ClC9fvC6Z7PiRZb7OPhNPHLjIe/kNmEZFnKSG+/CFpUnMTh5p1nqMZv7wTgn7ztcxYB6pTQz14p7FSSxKH2nWjBYjLxQ+z/tV79E/6uh3lFcUN6dtddh3Z7KaeLHoH7xTccAhSDbMM5wbU25ySOK32Cy8XPwS+8r3Okxmgg3BbEq+gdXxa4abFKtg5bWSV3m7bLfDZCZAH8j6xPWsT9o43EzYBBtvXdrJW5ffcpjM+Or8WJuwls0pNw43E4IgsLd8D2+UvkZzf/NwrbfWh1Vxq9mSthX1KJ3Xu5Xv8OrFf9PQNzJV81R7sjxuBdvSt6NVjTTah2oO8nLxvxziOgxqA0tjrrMvI47y5h6vO8ZLxf+ksqty+Gc6lY5F0Yu5PfNOh+Xy3MYc/ln4ApdHTUM1Sg0LohZyx4S7HJqU883neKHw75S0Xxz+mVqhZk7kXO6acDf++pHpW1FrIX8vfJ7C1oLhnykVSmaFz+auCXcT7DEyUbvccYm/5T/H+ZZzI7UomRY2nTsn3E2E18hewaquSp7Lf5YzTY4hoFNDsrlzwl3E+Iws59b11PJc/rPkNJx2OGE6OXgyt2feSaJf0vDPmvuaeDb/GU5cEVuSEZjJ7Zl3kBaQPvyzNmMbz+U/w7Haow46uFT/NLZn7GBS8GRkZGRkPivITd0VlDZ08cW/nXZpivDSq/nTHdNJDvOhsqWX+9yov/QaFX+4bRoTov2oa+/nvmddq7+0aiW/2zaVaQmBtHQPcK8b9ZdKqeA3W6YwLzWEzj4T9z13iopm54n8SgX8fPMklk0Mp9do4YvPn6Kk3nX+2w/WZbIuO4oBi5EfH/uRW1PEXRPuYX3SBsw2M784/jPONee5rL0l7Va2pG3FarPy61O/4lTDSZe1G5M2c8cEu1LssdxHOVRz0GXtyrhVfHHy/wHwp3N/ZH/FPpe1C6MW8Y3sb6FUKPlb/rPsvPSGy9qZYbP43swfoFKoeLn4X7xU/E+XtZODp/CT2T9Do9Tw1qU3eTb/ry5r0wLS+eXcX6FT6Xin4gB/yHvSZW2CbyIPznsID40Hh2sO8bucR1xGakR7R/Pr+Q/jo/XhVP1Jfn3qV2OWPYcI9Qjl4QWP4K8P4FzzOX5x/KeYbc5fwwH6QB5e8AghHiEUtxXz46M/YMBFyLKP1oeH5v+WKO8oyjvL+MGR77k0RXiqPXlw/kPE+yZQ013D9458x6WtQafS8cu5D5IWkEZjbyP3H/mOS1OERqnhJ7N/zuTgybQZ27jfjfprtFJMRkZG5rPAZ3dh+T9AEAR+uTPfrfqrx2jhl2/mIwgCD+0qcKv+Mpqt/HznBWyDmjB36i+TxcbP37iAxWrjyQPFbtVfVpvAL3bmYzRb+dN7pS4bOgCbAL96q4DufjPPHbrstqEDeHhPIa3dA+y89Iao+uu5/Gdo6K1nb9nbbhs6gJeK/0lFZwXvV73ntqED2HnpdYpaCzlWd9RtQwewv2IfZ5vOcKYp121DB/YJ2rG6oxS2Frpt6ABONpzgg6r3qeiscNvQAZxrzmNv2R4aeut5Lv8Zt7XFbUXsLH2DdmMbT597ym1tWedl/n3xZXpMPfz+7BNuM9Kqu6v5Z+ELDFiMPH7mdy4bOoDGvkaey38Wi83CY7mPumzoANqMrfz53J+wCTYez33UZUMH0GXq4qm8PyAIAo+fecyt+qvX0ssTZx5HEAT+mPd7t/qtAesAj+c+ik2w8efzf3Kr/jLbzDyW+ygWm4Xn8p9xG4xtFaw8nvs7t7+TjIyMzLWEHD48ivyaTkoaxC0GJfXdHDhfz9lK8fT+6tY+9p+v41hps2htc/cAe/Pq+KBQ3NDQ1W9mz9la9p8X14QZzVZ2nalh99la0VqLVeCt3GqOGPeL1goI7Cvfx0kJOiaAfeV7HJYD3bG3fA+t/eJqtaFaqcG/+8r3EKCXFvS4r3wPpX6lkmr3V+yltb9VUlDwgYp9CAgOy4GueK/yHXx1vpIaj4PVHxLrE0ePWVx1d7T2IyYGTXLbIA2R03iag9UfUtfr3oELkN96gUM1BynvdO+qBXvTeqjmIAWt+aK1db11HKz+kNzGHNHaNmMrH1S9z7Hao6K13eZuPqo5zNJYabE8MjIyMp9m5KZuFKfLpDURAO9IcK4O8W5+g+Sg//cKGhz20Lnjg8JGjGZpafiHi5vGnNB1xdFL9bQGSXsszjTmSPqwBzjbdJaGPmmP27nmPOmqMpEp4WgutFwQjWoZ4lLHJXpM4g0SQG1PLWqFiEB6kFZjKzkNpyTVdpu7Jbt1jVYjx+rEGxkAi2Dho9ojkmoFBA5LcKMOITZd/U9rj9QckmzX+GjwUIQU8prz5KZORkbmM4Hc1I3CKrGZAjCPwxNm+RTUmq/W7zYOddO4am3Sa8ejeRpvvWUcyjTzuH6/cdzDOB6LcT1uV+m5s47rubtKr5/x3O84nmMZGRmZTzPynrpRxIVI1zGlhUuX76aMo3b0admP87opYd6i4cdDJIX4opWo84r1icNDokor1icWX52fpNoYn1hCPaTZJ6K9o4mWGCQZ6hFKjK94iC6An86PWO8Y8ULsWjOpCimtUkucr7RapUJJvG+ipFqARN8k8aJBEsZRO57rfhpqk8ZRG+V19UJIZWRkZD5J5KZuFAvTQvH3FG9m/D213LkoiTA/cTepp07NnQsSiA8Wbxi1aiW3zU8gU4L/VaVUsH1uPDMSpe0P2zonjvmp0jx3N81MYH7UAkm1a+KvZ0nMUkm1q+JWsyJ2haTalXGrWBm3Slpt/GpWxI+jVqLqaXnsSlbGr5ZUuzTmOlbHr5FUOz9qIWsT10mqnRU+m/VJGyTVZoVMZWPyJpQS3tap/mncmHKjJJ1XjHcsN6XcjEGC/DrEEMLNaVslLXH76vy4OW0rIQb3Zg2wN803pW4hWkKTrVFquCH1JlIk+F+VCiXL46S9JmVkZGQ+7chN3Si0aiVfWJosWjek5vq/ZeJKsbsXJeKp1/B/y1JElWI75sXj66HlS9cli07Vbp4VS4ivnnuXJIkqxdZnRxEb5Mndi5PwEFGKLZsQRlqEDzem3CSqFJsWOp0JQRPZmLRJdAI3MWgi2WHTWJOwliARiXKKfwpzI+axIm4l4Z7uHamxPnEsjl7CkuilxIpMyiI8I1gRu4J5EfNJ8Xf/3AUZglmTcD3TwqYzIXCi21pfnR8bkjYyMWgS00Knua310nhxY8qNJPklMz/SfeNsUBvYknoLUd5RLBdphrVKLbekbSPYI5i1ievd1qoUKnZk3IaPzpcbUm5yW6tEyW2Zt+Op9WRr2ja3tQC3Zd6BXq1ne8ZtorXb03egV+u5LfMO0dqtabfgofHg9sw7RJViN6TYg4V3ZNwmqhRbl7heVHEnIyMjc60gN3VXsD47im+tTkPnpFHSqZV8a3Ua67OjAFg2IZwfbZjg1L2qUSn40nXJbJltX+qblxrCL2+Y7NQyoVIquHNhAnctsi+zZccH8pstU/AxOK+9ZU7ccEM5IcqPR7dNdTphVChg0/RovrPGHsaaFOrN49uzCfbWOf3dV0+J4Mcb7Q1MhFckD8x90OUUZV7kfO6f/j0UCgXBHiH8au6DRLhowKaHzuCHM3+CSqHCX+/PA3MfJNbH+RKoPfPt52hUGry03jww90GS/JwvpaUHZPCLOb9Er9ajV+v5xZxfkh6Q4bQ2yS+JX859EC+tNxrVUJbZFKe1sT6xPDD3Qfz1/qgUKn406ydMD3WeZRbpFcmv5v6aYI8QFAoF90//PvMi5zutDTGE8Mu5vyJi0LDx9anfZEm08ylngD6Qn83+xfAy7Rcmf4lV8audNjS+Wl9+PPunpAakAXD7hDvYMCqUeTTeGm9+MPNHTAyeBMCW1K3cnLrFafPjofbg29O/O5zjtj5xA7dl3O4QyjyEXqXnq1lfH57wLo9bwb2TvuB0GV+r1HLvpC8MT8jmRy3gq1lfd+peVSvV3JZxO+sSNwAwPWwG35l+v9Mlf5VCxc2pW9iSuhWASYgRNe4AADk6SURBVMGT+cHMH+GlGWuZUCqUbEjaKKmhlJGRkblWkMOHXdDZZ2JvXh2FtZ0AZET6siYrEh8nOq9eo4XXTlVy8nIrtkFN2JbZcU4brb4BC2/l1nDkYjNWm43MSF+2zY0n0EmjZTRbeftsLR8WNmKx2kgJ92H73HhCfMd++JksNvadr+Xd8w2YrTYSQrzYPi+BCP+xS2YWq4138xvYl1eH0WIlNsiT7fPiiQkcO5mz2qwcqznJvqIL9JmsRAV4cvOkxU6XwayCldN1uewuyKNnwEy4rwc3TVpAgt/YPWE2wcaZpjPsK9tDt7mbQH0gG5M2kxIwdoImCAIXWs6z6/JbdJm68Nf5sz5pA+kBGWP0WIIgUNRWyJuXdg5qwnxYl7ieiUGTnKq0StpK2HnpdVqNrXhrvFmVsIapIVOdNkRlHZfZeel1Gvua8FR7sDJuFdPDZzqtreqq4vXSV2norUevNrAsZjmzI+YMO21HU9dTy+slr1HTU41WpWdJ9BLmRy1w2jw19jbyRulrVHRVDNskFkcvGXbwjqalv4VXLrxLaVM7aqWCRcmJXJewEJ1q7Gut3djG64XvUVDXglqpYHZiHKsSFzldcu0c6GRn0bucr2lCqVQwPS6KtclLneq8uk3d7Lr4Hmeq7Keep8aEsz71Ory0Y3VwfeY+dpe+z+mKGmw2gUlRoWxMvw5f3dil3H5LPwcq9nO64RRWwUqKfwobkzY5mDKGGLAO8FHNYfKa87AKVqK8olket0Ke0MnIyHzmkJu6/5KGjn7+9H4pHxQ0DJ8wVSpgfmoIX1iaTPwopVhr9wB/er+Udy/UMzCo81IoYHZSEF9Ymuxw8KGzz8Sf3ivlwIV6+k0jp/NmJAZy75IkJkT5Df+s12jh6Q9K2ZNXS9/ASO3UOH/uWZxEVtzIB12/ycJfP7zM22dr6OofOSE4MdqPuxclMjNp5IPOZLHx7MHLvJVb7RCynB7hw52LEpmfOjLFs1ht/P1IGW+crqa1xzT88+Qwb25fkMDSzLDhn1kFK2+WvsHbZbtpHZWTFu0dw+bkGxz26AmCwO6yXey6/BZNo4Jkwz0j2Ji8iRWxK4ebNUEQOFCxn52X3qB+VMxKiEco6xM3cH3CWofG7oOq93m99FWqu6uHfxZkCGJNwlo2JG10mF59VHuEVy7+m4qu8uGf+ev8WRW/mhtSbnJowE7Vn+Tli//iUsdIxp2P1ocVcSvZknqLQwN2tukM/yp+ySHo2UvjxXWxy9iWdiu6UUqx/JZ8Xir6J/mtF4Z/NqQfuzV9h0NTlV/TwV8+uMSpyyOPr0GrYuWkcL6wNNnBH1xS38XT75dy/FLLcPSOTq1k2cRwvrg02eELR3lTD0+/X8qRi03DWjyNSsGSzDC+dF0yob4jTWB1ay9Pv1/KwaIRLZ5KqWBReghfvC6FqICR+x3P+6jd2MYLhS9wpOYQJpv9taZAQXZoNrem73D6JUJGRkbm84Dc1P0XiKm/vPRqnrp9OinhPjR3GbnvuVMuTREGrYond0xjYrSfqPpLq1by6LapTE8IFFV/qZQKHtoyhfmpIRhNVr7yQg4Xqjuc1o5WipksNr714hm32X3fX5fJ+uwoLFYbP3jlHIeLm1zWfn1lKltmx0lSfw0pxQRBEFV/bUzaxB0T7gIQVX8NKcUUCgUvF7/ES8UvuqwdrRR769JOnnVjipgZNovvzfgBKqVKVP01Wil2qOYgj+U86tIUkRaQzi/nPIBOredk/QkeOvWgy/iN0Uqx02WtfOvFMw4e4NHEBXvy5ztn4Ouh5UJ1B199Icfhi8NoIvwN/OWumQR56yip7+JLz7tW6AV76/jzXTOJ8DdQ0dzDF5475dK44u+p5ek7ZxAb5Dmu91FrfyvfO/Idl6YIvUrPL+Y+4OB/lZGRkfm8IO+p+y/49a4Ct+qvHqOFn75+HkGwa8Lcqb/6TVZ+/No5rDaBJw5cdKv+Mlls/OS185gsNp7+oNSt+stqE/jp6+fpHbDwt8NlLhs6sCvFHngzn45eEy8frxANY3747UIaO/t5M7fGbUMH8Pj+i1Q093Co5qBo4OxLxf+ktL2Ekw0nRNVfOy+9wfnmc5xvPieq/tpfsY+TDScobS9x29ABw/dZ013ttqEDu1LsQMU+mvuaeOrcH9zWnmvOY9elN+ka6OTJM4+7VX8VtxXxaskr9Jn7+F3uI27z1Mo6L/PPohcYMFuHXxuuqGju5ckDF7HaBH786jmXDR3Yv7g8sqcQQbC/jtwp9Jq7B3hodwEAv3wz361Cr73XxC922ieO43kf/eX8027VX0arkUdOPyxnz8nIyHwukcOH/0MqmnskGSjKm3v5oKBRtOkBaOgw8u6Fet7LbxCtbe81sf9cHXvyxNVffQNW9ubVsutMjWjtgMXGrjM1vJFTLVprtQnszKnhUJG41gxgZ041dR57JNXuLd9La3+LxFpp1wTYV76XACf7rpzX7uGSn/gJZ/s92DVhNkE8uHlfxT5sCG6dq0McqDyAr86PfovrLwRDfFD1PmHW5bT3mkRr381vYFpCIA2dRtHaIxebeb+ggXI3XzSGOHW5lQ8KGiio6RStLajp5IOCBsnvow8vVnBSgl2jqb+J3IYcZoTPFK2VkZGR+SwhN3X/IaP3KomxJ692eP+RGPvP17udsozmnfx6hz107ni/oFHShz3AoaImGjrEP+wBPrrYLOnDHuBYaTMDMcWSas805tIxIO7WBfu+NKm7CPKazkrWhBW3FdM5IN6cAFR1V6IUy6wZpKmvkRN10ny5nQMdHK39SFJtn6WPg2V5gHgmosliY/85aXo3q01gb560WoA9EhzDw7USvpQMsT+/BJta2nvjTFOu3NTJyMh87pCXX/9DxqPSktqk2WulLxtdresOXLXrjkO5ZTNJ9nyarCZJUy+we0yl1gKYrdJrhzbtS7rueO5hXNcdR+24nudx1F6t98Y4VHcmq/THQUZGRuazgtzU/YdEO4n/cEVi6NicLFckhY6NenBZGyK9NjHEWzT8eIiEEE80KmnFccFeTnP6nNYGeeGtlaY2i/SKEg0pHl07lP0mRpAhmEjvKEm13lofIr2k1RrUBsm6KbVSTYyPNP2YEiUxLjL9nBHrJ115lTCO1+V4XsOJ43ldjuP1nhAsbcIKSH6OZWRkZD5LyE3df8ic5CCXIb6jMWhV3LUwkehAcT+qWqXgtvnxpEpwuioUcOu8eLLi/CXd79Y5ccxNkaoJi2VxRph4IbB5ejQrJ4VLqt0wLZrrYpZJql0Rt1LUojC6Vqr6azy1y2KXsVKifmxh1GLJmrC5EfO4PmGtpNppYdPZkLRRUu3EoIncMi1LUvOeFuHD7QsSUEto3mMCPbh7USJ6jXjzHuyj4+4liU6Ds6/Ex6DhnsWJkt9Ht8+e6jLgejRqhZqlMdeJ1snIyMh81pCbuv8QtUrJfRKUYjvmxePjoeWLEmq3zIol0FvPfUuTELGEsXFaNBH+Bu5dnCSqFFsxKZyEEC/uWpjo1JQxmvmpwWRG+XL7ggRRpdi0+ACmJwSybW686Id4ZpQvC1JDWJe4Dj8RpVicTzzzoxawOn41wSLTukivSJbGXMd1MctEP/CDDcGsilvFgqiFxPnEu6310/mxNmEdM8NniTpEvTRebEzexJSQLCYGTXJba1AbuDHlJlL905gR5txSMYRWqeXm1K3E+sSxMGqR21q1Qs3WtFuJ8PdgQ7b7aZ1SAfctSSLIW8+WWeJTwC8sTcbboGXHfPePGcB9S5Lx0mm4a5FzC8ho7lqUiKdOI/19ZNBJ0o+tS1ov+hqTkZGR+SwiN3X/BddnRfKNVWlOpx1KBdw2P4HbFyQAsCQzjB+uz3TqaVUo7A3dl66zn7SckxzMzzdPcjkZWZ8dxTdX2ZVQWXEBPLRlCh4657UrJoXzw/UTAEiP9OW3t0x12YAtTLerzBQKBQkhXjy2PdupFQNgVlIQv9mShVKpICrAgyd3TCPYx/nEJSvOn99tm4papSTQEMQDcx8k1CPUaW2Kfyo/n/MLdCodPjpffjn3QaJcLIHG+8TzizkP4KHxwEPjwS/n/op4F81alFcUv5z7ID46X3QqHT+f8wuXzVqoRygPzH2QQEMQaqWan8z+GZmBE5zWBuoD+cXcBwj3DEepUPLDmT9maki201pfnR8/nf0LYnxiUSgUfHva/cwKn+201lvjzY9m/YRkf3vD89Wsr7ts7AxqA9+b8QMmBNnvcbTK7kr0GhU/3zyJ2cn2ZvlL16WwZVas0+meVq3kh+szWTIYHH3HggRum5/g9AuHWqXgG6vSuD7Lvgx+08wYvrjUucNYpVTwxaXJ3DTTvgQ9nvfR3Mh5fCXra2iUYw0aChSsS1zPjozbnf7uMjIyMp915PDhj4G2ngFeP1XFqbI2BEFgQrQfW2bFEubnRLHUZ2Ln6RqOljZjEwTSI3zZOjuWyAAniqV+M7vO1HCouAmLVSAlzIutc+KJDRq7n693wMKes7V8UNiIyWIlIcSLW+bEkxAydi+U0WRl//k6DpyvZ8BiJTbQky1z4pwu+w6YrbyX38CevFqMZiuR/h5snRNHRuTY/U1mi40Pihp4O7eWngEL4X4Gbp4dy6RovzGKLovNwsn6E+wtOkOX0USwt54NGfOd6rysgpXchhx2F52ko89EgKeO9RlzmBKSNUbRZRNsnG08w66i47T1DuDnoWVt+kyyw6aN8ZsO6cfeLDxCc7cRH72W1elTmRU+e4zOa0g/trPgIA1dfXjq1KxKm8qcyDljGgxBECjtKOGNwg+obe/BoFGzPHUSC6Lno1WNbZIvd1xmZ9H7VLZ2oteoWZqSweLohQ42iSEquyrYWfQel5vb0alVLExKY2nsIqeKrsqWXv51rJyShh7UKgUL00JYnx2Fl35sQ1TT1sfLxyooqu9CqVAwNzmYjdOjHMwTQzR09PPyiUryqztQKBTMSAhg84wYArzGNvXNXUZePVnJ2coOALJi/bhxZizBPmN/t/G8j7pMXbxf+R75LRewYSPOJ44VcSsJ85S2FUBGRkbms4gcafJf0tozwLMHL7P/XB19gyGuJQ3ddPWZuXtxIhH+Ix+2nX0mnj14mT15dfQO2ENcL9Z30dln4q5FicQFjzRgvUYLzx8uY/fZWrr6zSO1/RbuWpTocKDCaLLywpFydp2pGY4tKa7roqPPzF0LE0kf1YCZLDZePFbOzpwaWgYDXwtru2jvM3HHwkQmx4zs0bNYbfz7RCWvn66mcTDPrLC2i/ZeE3csTCA7PnC41mYTeP10Fa+erKJ2MGS5qK6L1p4BbluQwJzkkWVUQRB4K6eOf58QqGodmZZVlvSzY14TC9NDHWr35TXwr2MWLjeN1JZfHGD73EaWTXT8EH8vv5F/HjVRUj+SL1dWZGHrnAbWTIlwaBgPFzfx9yP9FNaOLP9dKoLGWXVsnBblUHv8Ugt/P9zDuaqRZcXSAgX1M2u5aWYsylETqdzyNp4/3EVOecLwz0oK1NRNr+GWOXGoVSON6Lmqdv52qJ0Tl0aWQYsu6KidVsP2eQkOk92i2k6ePdTG0ZJoBMG+xFpwXkttdi23z09AP2q5vLShm2cPXhp0DNu/t1U099LWY+LOhYl46kfe+hXNPTx78DIfFjViGTxhWt7cQ1vvAHctSnRo7Grb+njm4GXeL2gYPrl6ubGb9j4zdy1KJHBUY9fUaeSvBy/xzoV6Bsz22pKGLtr7zNyzKMnBYTye9xHYtWsbkzexMXkTMjIyMjJ25Endf4GY+svfU8tTd0wnPtiLjl4TX/iba/WXt17NH26fTmq4Dz1GM196/rRLU4SHVsXj27OZFONPv8nCV1/IdWmK0KmV/PaWqcxIDBRVf6lVCh68aQoL0kKwWG18/995HLnY7LRWqYCfbZ7E8onh2GwCP3vjAu9cqHdaC/C9tRlsmBaNIAj8Znchb+a6DkL+2opUts6JA+DJAxd56ViFy9p7FicO79965sNLPHPwssvabXPi+MoKe2P40rEKnjxw0WXthuwo7l+bgUKh4M2cah7aXeiydvnEcH62aSJKpYID5+v4+RsXXOYSLkgL4cGbJqNWKTlc3MQPXskbbqSuZHpCII9um4pWreTU5Va+89IZl3EzE6P9+P2Oaei1Ks5XtfO1f+S6NEWkhHvz1O3T8dJruFjfxZefP023C1NEXLAnT98xAz9PLeXNPXzpb6dd5h1G+Bv4850zCPbRU9fex33PnaK5y7kpIthHx5/vnEGEv8e43kcyMjIyMq6R99T9Fzy0u9Ct+qu918RPXxvRhLlTf3UbLfzwlXPYbAJ/eKfErfqrz2Tlh6+cw2K18dcPL7tVfw1YbPzo1XMYTVb+8VGZ2/R+i9WugurqN/PqySqXDR3YlWK/3HmBlu4Bdp+tddvQgV0pVtPWx/sFjW4bOoAnDlyktKGLY6XNbhs6gL9+eJlzVe2cq2p329ABvHisguOlzZQ2dLlt6ADezK3hg8JGatr6ePht1w0dwDsX6nn7bC3NXUYeeDPfbdD04eImXjtVRVe/mZ++ft5lQwdwuqyVf35UTr/Jwo9ezXObH3ihuoO/fngJs8XGD19xr/4qqe/mj++WYLMJ/PCVcy4bOrBP9363r8iuCXvtvNsA67r2/uHm9xc78102dADNXQP8cmc+ML73kYyMjIyMa+Tl1/+QmrY+jpW6bnqGKGno5qOLzXxQKK7Sqmnr42BRI/vOi6f3N3cP8F5+A2+fFVd/dfWb2X++jp054rX9Jit7ztby+mlxTZjZKvBWbjWHisQVaDbBrgkrlKCPAnjjdDVNbpqC0bx+qhokBhW/dqpaUoSGvbaKjAhfSTaQ105V0dTVj1lCQO7rp6sRBMFt4zXEzpxq/D21dPW7bryG2H22hqQwb7ce1SH2natnekIANW19orUfFDZy3YQmShpcf9EY4lhpM0dLmsmrFLeBnK1s52hJs+T30YXqDibFSIvwkZGRkfk8Ijd1/yHHS5uROjh4M7d6eF+TGLvP1g7vPxJj77k6SR/2AAfO1w/voRPj/YIGSR/2AAeLmiiV8GEPcKS4iapWadc9crGZth5p9/tRiXhTOcTx0mYCXJzovZKzFe20SGwsSxq6JRswqlv7eK9Ami+3uXtAdAo6RFe/RbLOy2i2sluizstiFXhLwhcCAEGANyV8IRhi5+lqye+joyXNclMnIyMj4wa5qfsPkdp4ARjHVStdpTWe2vEouj4V92u2Svbljue5sAlX756NJun3MXAVHzfJ1x3H/RrH8frpv0r3O57nWUZGRubziLyn7j8kImBszIIr4pxEkHzStc5iUFzXeogGGg8RE+iBTiPtZRQd4Im3Xtr3iKgADwK9pE3UogI8iPSX9nwEeeuIkqh489arJZlAAHQapeRalVJBzDg0c+N57mKCpN3DeK8bGyT9kEJc8DiuO47aCInPsYyMjMznFbmp+w+ZnxJCgISmQ6dWcvfiJEkfSCqlgjsWJJDoJFvOGbfOi2ditJ+k2q2z45iVFCheCNw4M5ZF6SGSajdNj2H5BKmasCjWTJHmaF2fHeUyQPdK1k2VXrt+ahTrp0qrXZMVyYZp0lyqyyeGs2m6tNpF6aHcOFOa+3VWUhBbZsdJqp0U48eO+QnihdhdrncsTJDUvEf4G7hnsbiNBCDAS8u9S5Lw1Ik37156NfcuTpb8PlohUUcnIyMj83lFbur+QzRqJXcuSBSt2zI7Dn9PLXcvEq/dOC2aEF8D9ywRVyytnhJBTKAndy9KFFWKLUwPISXchzsWJoq6PqcnBDJ5sDkQ+xCfGO3HrKQgts2Nc2m0GCI5zJtF6aHcNCsWH8PY8NvRxAZ5snxiOJunx4hO68L89KydGsnaqVGE+Y0NtB1NoJeWTdOjWTEpnBiRqZqPQcPNs2JZlB5KkojM3kOnYtucOGYnBzMhyr10XqdWsmN+PFNi/Zme4L7JVqsU3LkwgbQIHxaKNNlKhV27FRPoyerJ4n7UexYnEeprYKOEpvWexUn4e+rYMltcKXbnwkR8DFpuk6AUsyv0NJLfR86CkGVkZGRkRpCbuv+CzTOiuW9JkkuB+o0zY7hvsEFbPSWSb6xMczkZWZsVyddX2jPUFqWH8oN1mS4bsGUTwvje2kwAZiYF8fPNk5zqx8Ducv35JruPdHKMPw/eNAWDC6fr9IRAfn2zXROWGu7Dw7dk4eViuXRyjB+P3JKFSqkgLtiL323LxtfDebOWFuHD47dmo1ErifA38MT2bJfNWmKIF09sz8ZDpybQW8eTO6YR5uu8WRvSk/kYNPgYNDy5YxpRTswcAGG+ep7cMY1Abx0eOjVP7pjmciIa6KXlie3ZhPsZ0KqVPL59GmkRY20bAL4eGn63LZu4YC9USgWPbpvK5Bg/p7VeejUP35JFargPCoWCX9882WVjZ9CqePCmKcMHA362aSLzU517cHVqJT/fPImZiUEAfG9dJssmhDmtVasU/GBdJosGA56/vjKVtVnOp6cqpYJvrExj1WCTeN+SZJcTRsWgT3bz4LRy+7x4dsxz3djtmBfP9sE/H8/7SEZGRkbGNXL48MdAXXs/b+VWc766A0GAlDBvNk6PdhqW2tRp5I3T1Zy43ILNZiMtwpebZsU6GCKGaO0e4M2caj4qacZis5Ec6sNNs2JIixg7DeroNdmVYkVNDFisJIR4c9OsGDIjfcdot7r6zew5W8N7BY0MmK3EBnly48xYJseM1Xn1Gi3sPVfLOxca6DdZiAwwcMOMWKbFB4yp7TdZOHC+nv3n6ugZsBDmq2fzjBhmJgY5GBfAvvn/vfx69ubV0dVvJthbx8bpMcxNCR7T+JosNg4WNfJWbg2dfSYCvHRsyI5iQVqIg50B7BaMw8VNvJlbQ1vPAL4eWtZnR7EoPXRM42ux2jhW2sLO01U0dw/gY9CwJiuSpZlhY7y7NpvAicstvHGqioZOI146NSsnR7BiUjgGrWPjKwgCOeVtvHaqktq2fgxaNcsnhrF6cqSDyWGoNq+ynddOVVHZ0otOo2JZZhirsyLHTDQFQaCgppNXTlZR1tRt14Slh7BuahR+Tk70Ftd18sqJKkobu1ArlcxPDWH9tCgH68MQpQ3dvHKykot1nSiVSmYlBbFpejQhTnRe5c09vHKiksLaThQKBdPi/dk0PdbpFoPq1l7ezKmhsNYeZZMR6cuGaVFEO9lTOJ73kYyMjIzMWOTTrx8DEf4Gvnhdimhd74CFnTnV7DpbQ1uPPcS1qrUfhULBbfMTHD4UjSYrb+ZW8+aZmuEQ16qWPhQKuG1BgsNGe5PFxq4zNbyRU01Dh13nVdnSi0IBHvMTHPyvFqttMIeuZji2pHwwFNmgVTn4X202gX3n63jtVDWVLfaasqYeBEGBQatiQpTfcK0gCLx7oYHXTlVxqbEHgMtNPdgEu0Q+Ky7AofbDwkZeO1VNcV0XAJcae7DY7AcOhiZOQ3xU0sSrJ6tGQpYbezBbbGjVSualOi5LnrjUwqsnqzg7KifNZLGhVilYkuE4vcqtaOPVk1UOgcx9JisqpYIVE8MdmtZzVe28erKKE5dahiM4egYsKBUK1k6NdKgtqO3k1ZNVfHSxefgEb7fRjEKhYNO0aIcGt6Shm9dOVXGwqGk49qazz4yAfUI1umktb+7llZNVfFDYMBxa3Nprf21snR2HZlTTWtXay6snq3i/oGE4tLhlMCLmlrlxDk1rXXs/r52q4t0LDcMnbZu6jCiw79scvT+uqcvI66eqOHChnr4Be219Rz+gYMf8hDGNaHSg57DFQwyp7yMZGRkZGefIk7pPiO5+M//3d9fqL39PLU/dPp34EC9R9Ze3Xs3vb5tOWoSPqPrLQ6vise3ZTI7xF1V/6dRKHr4li5mJQYPqr/O8c6HBae1opZggCDy0u5C3XJgiVEoFP9k4gRWTIhAEgScPXORfxyud1ioUcP/1GcMHFMTUX19dkcotg0qxF49W8Pt3XJsi7l6UyN2L7ct4b+ZU85u3C11mpG2dHctXV6SiUCjYf76OX7hRf41Wih0qauSHr55zaYpYPjGMn22ahFKp4OTlFr770lmXpoj5qcH8+uYpqFVK8irb+eY/c4e9qFcyWilWXNfJV/6e49IUMTHajyd3ZGPQqilv6uFLz7tWf6WEe/PH26bjbdBQ29bHF/7mWv0VF+zJn+6Ygb/EHEAZGRkZmY8XeU/dJ8Rj+4vdqr/ae0384JU8BEHgqfdK3aq/uo0Wvvfvs1isNp49eNmt+qvPZOV7L+cxYLby0rEKt+qvgUHFVK/Rwhs51S4bOrAH0v74tXO09Qyw/3y9y4YOwGoT+OWb+dR39HPkYrPLhg7s4bUPv11IeVMPp8taRdVfTx64SGFtJwU1HW4bOoBnDl4mp6yV8qYeHnbT0AH863glRy42U9/RL6r+ejO3hv3n62nrGeAnIuqvdy408EZONb1GCz/49zm36q8jF+2atAGzle//O89lQwd2pdizBy9jsdr43r/z3Kq/LlR38NR7pQiCwA9eyXOr/iqp7+ax/cUA/OT1827VXxXNvfxmd4HLP5eRkZGRubrIy6+fAO29Jt6VYAUob+7l6MVm9khI+m/oMA7uMxNP72/vNfFufr0k9VeP0cK+c7W8ekq8dsBs4+2ztRwsErcjWKwCb+bUUFDbIVprE+wqreYuo2gt2BVdEmUOvHqqimBvnaRg41dPVpER6eO2SRtd29RplBSQ+9qpKgSbQO+AuA3kjdPVBHhp3TZeQ7yVW01ymNfwErw79uTVMiMxcHjp3R3vXqhn+cQwCiQo3g4XN9HQ0U+Yn5wpJyMjI/NJIzd1nwAnLrVIcoIC7MytcTuRGc3bZ2vp6DNLqt2XV09jp7Qm6Z0LDcN76MR4v6CBi24mkKM5WNQo+bqHixtp7RFvZOy10jVhH12Urgk7XdZKU5dr0fxoCms7sdikGQ8qmnt5J9/1FHQ0DZ1G9klUf3X0mdl9Rpr6q2/Ayps50nReZqvAaxKafLA35EdLmtk8Q1oOn4yMjIzMx4fc1H0CSBG3D9FnkuZytdeOR910da47rnsYx+/Wb7JK9uWO5/G12oRx3cfQYQBJ9zGe2qv1PI/nubtK9zserZmMjIyMzMeHvKfuE0AsFHc0rnLWnBHpf5VqAwyigcZDRPgb0IgEGg8R7mcQDSkeIszPIHnDfbif3mWW3ZX4e2olLw166FSS1VQalYIIf2n3oFQgWWsGEDmO18S4Xj/jUN1F+UvXeYX6ykuvMjIyMv8L5KbuE2BGQqDTvK8rUSrgjgUJkp2cO+bHk+4iFPdKtsy2Z8tJ4YYZMWOiQlyxcVo0SzOdB91eyfrsKFZNErcdAKybGsn1LkJxr2RtVhRrJaq/1mZFsk5i7erJEayTqB+7bkI4G6ZJW3KcnxrC5hnidgaAaQkBkkwOABmRPsOBvmLEBnly58JEl4G/own11XP34gRJzbufh8ZlSLKMjIyMzNVFbuo+AdQqJXcuFHdyrsmKJMLfg7skKMWWZoYRH+zFnRJqZyUFkRHpyx0LE0QncJNj/JgWH8CO+fGiSrGUcG/mpQSzbW48Oo37l1JskCdLM8PYMjtWdFoX7mdg9eRIbpgR7dJSMUSQt451g57YIO+xobqj8fXQcMOMGFZPiSBcZFrnqVNz86xYlmaGiTbZOo2SbXPjmJ8aTErY2BDp0ahVCrbPj2dafACTXJgnhhhq8jMjfZmVFOS2FuCOhYnEh3ixNDNUtPauRYlE+HtIapzvWJBAsI+BzdPFm9bt8xLQaaRNY2VkZGRkPl7kpu4TYsO0aO51ozpamhnKd9ZkAHY5/NdXprqcosxNCebHGyYA9qnP99dlutSPTYsP4Fc32tVf2fGB/GzzJJcTl4nRfjy8NQuFQsGEKD8evGmKy2YtJdybx7Zlo1YpSQ7z5uGtWS6btbhgT57Yno1OoyI60JPfbcvGx+B8O2ekv4EndmTjqVcT6mvg8VuzXS7DhvjoeWK7/c/9Pe1qL1cTUX9PLY/fmk2Irx4vvYYndmS7XAL1Mah5dNtUogM90WtUPLE9m7hg542dh07Fw1uzSAr1Rq1S8tit2aSEO2/sdBolD940hQlRfiiVCn67NculK1ajUvCzzZPIjg9EoVDwqxsnu5y0qpQKvr8uk/mD09Ufb5jI3BTn0zKFwq4GWz4xHIDvrMlw2wTeuyRpODPwy8tTWD3F9aR1+7x4bpkjbaooIyMjI/PxI4cPf8JUtvSy83Q1ZyrbsNkEkkLtKqRJ0WMVXbVtfezMqeZ0WRsWm434YC82Totmapz/mNqGjv5hpZjJbCMuxIvNM6KZHh84RtHV3GXkrdxqDhU3MWCyER3kwabpMcxKChrTHLb1DPD22VreK2jAOGAlPMAugZ+XEjxG0dXZZ2JPXh3vXKin12gh1FfHhmkxLEwLcbAdAPQYzezNq2P/+Tq6+y3DE7clGaFjJj29AxbeOV/P3jz7ad8ALy3XZ0WybEI4+is8tkaTlXfz63n7bC1tPSb8PDSsnhLJiknheOgcG8kBs5UPChvZlVtDS/cA3gY1KydFsHpKBF56xwmh2WLjYHEjb+VU09g5gKdezfKJ4ayZEjFGNG+x2viopJmdOdXUt/Wj16m4LjOM67MiCbhC0WW1CRwvtddWt/Sh0ypZlBbK+mnRYyaPNpvA6bJWXj9dTUVTD1qNknkpwWycHj1mH5sgCJypsOvHLjd2o1YpmZ0UyKbpMWP26AmCwPnqDt44Xc3lxm6USgVT4wLYNC2aGCdTysLaTl4/VUVJQzcKBUyK9mPT9BgHc4mMjIyMzCePfPr1EyY2yJOvr0qTVBsZ4MGXl4srloaaiEPFTcO5Y809AwR6aYn093DYPG+zCRwrbeFQcTOlDXadV2O3kQBPHZH+BuJGeTYFQeDk5VYOFjUOByfXd/bj72G/bvKopUZBEDhd1sbBosZh9VddRz9+g9dNj3ScSJ2paOdgUSOFtSO1Ph4aIv0NwxL7IS5Ud3CwqJELgzlpNe19eOk1RPgbyI4PdKgtqO3gYFHTsD+0ug08dGrC/Q1jljAv1ndxsKiR89Udwydt9RoVYX4GFqQ57im81NjNwcImzlaO1GrVSkJ89CzNDHVossubezlY2MiZ8rbhKBu1UkGwj56Vkxz1Y9WtvRwqaiKnrG04iFiBgiAfPWuzIh0a8rqOfg4WNXK6rHX4lKvVJhDko2dDdpRDk93Yac8xPHW5dTgPz2y1EeSt54YZMQ5NtkKhYHKMP5OveNxdkRHpS8bGiZJqZWRkZGQ+OeRJ3TWOxWrjB6+cc5nV5mNQ8+SOaaRF+GK1Cfz8jQu84yII2UOn4nfbspkS6y+q/tJplDy81a4UEwSB379TwkvHKpzWqlX25cOF6fZlvr9+eIlnXZgiRivFAF46VsGTB5ybIq5Uiu08Xc3De1ybIkYrxfafr+OXO/NdxqaMVoqJqb9umRPHV5anoFAoOHmphe++fNZlCPFopZiY+mv5xHB+tmkiSqWC4rpOvvpCDl39zqNFFqSF8OBNk1GrlJQ19fB/btRf0xMCeeSWLHnvm4yMjMxnDHlP3TXO34+UuQ3f7eq38J1/ncVssfHqyUqXDR3Yc8vuf/ks/SYLu8/UulV/DZjtHtnOPhPvFzS6bOjAbpP4yWvnaeoycry02WVDB/bJ0y925lPV2kteZbvLhg5GlGKlDV2U1HfxWzcNHdiVYueq2qlq7XXb0IFdKXa8tJmmLiM/ec29+uulYxV8UNhIZ5+J77+S59Yq8WZuDW+fraXfZOH+l8+6zaB750I9r5ysxGyx8Z1/nXXZ0IE9gPmFI+VYbQL3v3zWrYHidFkrf/ngkss/l5GRkZG5NpGXX69hzBYbb0hQfzV3DfBhYSOvnKwSre3sM/PO+XpePSVe2zdgZU9enSRN2IDFxq7cGgpqxVVTVpvAztPVNLnxjA5hE+C1U9UIgiBZ/RXkrZMUbPzqySrSI33d+lmHeOVEJQ0dRkmBvv8+UYnFaqNTgg3k1ZNV+Htq3TpXh3j9dBVJYd5Ut/aJ1r51poa7Fydi0Mr/BMjIyMh8VpCXX69hzlS08aW/nZZUOy0hgJyyNkm1k2P8OFfVIak2LcJneA+dGPHBnlS09Lqdpg0R6quntWdAknd16CStu0nWEGqVgkBPLY0SmiSFAuKCPCX5UWF8j8WUGD/yJD7G0+MDOF0u7bmbnRTE8UstkmofuSVLch6hjIyMjMynH/lr+jWMFCH8cK1xHLVX6bo9AxZJDd3QPUhp6Oy10rVUFqsg+fcTBOgZz+M2zsfiatSO67kbR62MjIyMzKcfeU/dNYwUS8UQUtVYAGG+BkmmAbBP1Fxl5I2p9dGjl7g5P8RH7zLL7kqCfXQE+7gPHh7Cx6CR/LjpNSpCJOrH1CoFoX7S7kGhQLLWDBANSh7NeJR043n9yMjIyMh8+pGbumuYlDBvh1gRd2yZHctkEYPBEJtnRDNbgsEA7KHKizPEDQYA66ZGsWJSuKTatVmRrJkiVRMWyfUSa6/PiuR6iZqwlZPCJSvFFqeHsj47WlLtnORgNs2QphSbEuvPTbOkBfqmhHmzbfB0rxhRAQbJESYyMjIyMtcGclN3DaNQKLh9gbh+LCvOn0nRftwmoTYtwoeZiUFsnxcvOoGLC/ZkYVoI2+bEiSrFIvwNLJsYxpZZsaJKsWBvHWuyIrlxZgyeOvfTOj8PDRuyo9kwTVwp5qlTc8OMaNZMiRBViuk0Sm6eHcvyiWGikzKNSsG2uXEsSgsVVYqplApunRvHrMQg0kS8vQqF3e87OcaPrFjxBuy2BQmkRvi6tEk41M5PGBNKLSMjIyNzbSM3ddc4SzPD+PpK1wHFmVG+PHTzFBQKBXOSg/ne2gyX/tfkMG8evWUqSqWCrLgAfrJxgstmLTbIk8dvzUajVpIe6cuvbpyMTu385RThb+Dx7dkYtGriQ7x4eEsWBq3zZdhgHx2Pb8/Gx6Ahwt+DR7dNxVvvvLHz99Ty2K3ZBHrrCPLW8ZgbpZi33q7+ivD3wNdDy+Pbs10u2Rq0Kh7ekkV8sBcGrZondmQT4UIpplMreeDGyaRF+KJRK3lie7bLxk6tsmfwZcUFoFQqeOSWqS4nrcrBDL45ycEoFAoe2jKFTBdKMbCrv5ZmhgHwi82TmBrnugm8d3ESayVOIGVkZGRkrh3k06+fESqae9iZU82JS60MWKzEBnqyYVo081PH6rxqBvVjh4uaMFqsRAd4sHFaNIvSQ8fovOo7+nkzp4aDRQ30maxE+BlYnx3F0sywMeG1TV1GduXW8H5BAz1GCyG+etZPjWLZxLAx0RmtPQPsPlPLu/n1dPWZCfLRcf2USFZOjhgznevsM/H22Vr2na+js9euCVs9OZLVUyLwNjhO57r77fqxvefsmjBfTw2rJkVwfVbkGJ1X74CF/efqeDuvlpauAXw8NCybEM7aqZEEXqHz6jdZeOdCA7vO1NDUacRLr2ZpZhjrsqPG7E0zmq18UNDAW7k11HX046FVsSg9jA3TosZM/cwWGweLGu2asLY+9GoVC9JD2Dgt2sEEAvag6cMXm3grp4bK1l50ahWzkgLZOC3awQQC9liYY6XN7DxdTXlzL2qVghkJgWyaHk1iqLQlexkZGRmZawv59OtnhLhgL76xKl20ThAEiuu6KKjppLrNnmdmNFkpqOkkM8rPYSIlCAKlDd0U1HZQ2WKv7R2wUFDTycRoP6IDHSdSlxu7KajtHI4t6TZaKKi118Zf4QUtb+qhoKaD8qYebAJ09pspqO1kUowfyWGOy5IVLb0U1HRS3tSL1SbQ3meioLaDiTF+ZFyhH6tu66OgtoPLTT1YrAJtvSYKajqZEO3H5BjHpq6uvY+C2k4uN/Zgstho7RmgoKaDidG+Y5q6hg4jBTUdXG7swWi20tIzQEFtJ5lRvmOauuYuIwU1nZQ2dA+HCxfUdpAZ5UuYr95BE9bcPUBBTSclDd3DJ20LazpJj/Al0t/gUKtWKVmSEcaSjDBnT60DKqWC+akhzJcjS2RkZGQ+N8iTus8RgiDwm92FvOnCFOFj0PDE9mzSI30RBIEnD1zkX8crndaOVooBPPPhJZ5xYYrQaZQ8vCWLmYOHL148WsHv33FuitCoFDwwSinmTv2lUir48cYJrBxUiu07V8cDbzo3RVypFDtY1MiPXz037Ga9kq8sT2Xb3DgATlxq4X436q/RSrG8yna++WKuyxDi0UqxotpOvvaPXLr6nYcQj1aKycjIyMjIiCE3dZ8jXj9VxW/3FLmtCfTS8vrXF/BhYSM/f+OC21ofg5o3vr6AMxXtfPdfZ93WGrQqXvvafMqbevjy33Pc1mrVSl7+8lzae03c/cxJt9l2KqWCf3xxDgDb/3TMrSlCoYBn7p6Jv6eWLX84iknEFPHH26cRF+zFDU8cod+Nzgvg4a1ZZMX6s/mJw6IhyD/bPJFF6aFsfvwwrT2udV4A370+g03TpZ2qlZGRkZH5fCMvv35OsNkE/n3C+dRtNK09Jt7Lr+fVk+L6sa5+C3slasL6TVZ2n6mloKZDtNZksbEzp4amLqNoWLHVJvD6qSqEwf/fHYIwogkTa+gA/n2iivQIH9GGzl5bSX1HvySrxb+PV2KxCqIN3dB1N06Lkqd1MjIyMjKiyJO6zwkl9V3sePq4pNqpcf6cqWiXVJsZ6SvJ5wqQGOJFeXOPJEdrhJ+B5m6jy+XR0fh5aBBAkktVq1YS4KmlodMoWqtU2GNbypqkacIyIn0orJWmCcuK8+esxMf4H1+cPWafoYyMjIyMzJXIk7rPCd3jUFi52uP1X9cazZIauqFaKQ0djO93M1ls9Bil3bNNgG4Jk7fh+xhXrfTHbTy/n4yMjIzM5xc5p+5zgljY7miCx6GPCvbRSdaEBXvr0brIsruSIC+daPDwEIFeujGnVV3hqVMTKPGx0KmVBEnUj6mUivE9xuOolfq7ycjIyMh8vpGbus8JsUGeY+I/XLFxWjTTEwIl1a6dGsW8VHGDAcCaKRFcN0E8jgNg9ZQIVk2OuCq1UvVj100Ik1w7PzWYddnSAn1nJAaycbo0TVhmlK+opUJGRkZGRgbkpu5zxW3z40VrEkO8mJsSzK3z4hDbmx/pb2BJRijb5sSJTuuCfXSsnBzB1tmxaESUYn4eGtZOjeKmmTHoNc7NE0N46dVsmhbNpulRopM9vUbFjTNiWDs1Cj8RpZhGpWDL7FhWTYoQnaqplAq2zY1nSUYokS7ME0MoFHDr3HjmJAeRcEV2nzN2zBN/zmRkZGRkZEBu6j5XLEwP5WsrXCvFYoM8eXTbVFRKBTMTg7j/etdKsXA/A49tz0anUTEpxp8fb5zgsrEL9tbx+K3ZeOrUJIf58MCNk10uw/p5aIZ1XzFBnvxmyxSXSjEvvZpHbplKiK+eUF8Dj26bipcLpZhBq+I3W6YQE+Q5rBdz1dhpB9VfyWE+eOrVPLY92+XSqkppV39NjPZDp1Hx2PZsl67YIfXXjMRA1Colv9s2lZhAD6e1AF9bkTqc1ycjIyMjIyOGfPr1c0hpQxdvnK7mo4vNDFisRPp7sD47iuUTw/G4YtpV3tTD66erOVzchNFsIczXwNqpkayeHInnFQ1UVWsvO09X80FBA70DFkJ89KydGsWarEh8rtB51bX3sTOnhvfy6+nuNxPorWPNlEjWTo0a429t6jTyZm41B87X0dn3/+3dW2xTdQDH8d/W6+5MYG4dZUBC1CFjMjZwQRPBZAgBgYkZ4Is+GGNM9IGExFdfiFEfjInGB33QeAvghYvOhPAkwem4Bl8kBNkKS7PZrZe157RdfaidYWU9xZK4Hb+f15026Z5+Oe35f5Oqr3LrqTXN2tGxJG9sjUYMfTc4rO8vBhSKmaqrdKmnzaedHX411N3+W8FQzNSxc8M6cSGgsYihmgqXnny4SbvWLZGv/vaxFY4ndeJ8QMfPBxQMJ1TlceqJ1vu1q9OvpTPKGrFESicvBnTsXEAjE3F5XU49/mCDejv9eWWNSSOlHy/f0reDwwqEJuVxOrTxgcXa3enniVcAwF3h6df/oZWNtTq4fZUObre+dnlDtQ5se0gHtlknyP6MmgqGDY3FTKXSGZVHDQXDCUUTybxRF4qZCoYTGo0YSqYzyij72kg8mTfqxiezfxuNmjKSU0pnsq8Nx5N5oy4cT2bfN2oqbqaVnMooGDY0PmnmjbpIPJl934ipmJGWkZpSMJxQKGbmjbraCpf2di/T3u5llv+HKq9Te9a3aM/6FstrKz1O7Vznny5dAADwb3GnDvfEZ2eu693+O6e/qjxOvb1/7XRSrFD6y+vKfk2aS4r9cOmm3vj6zumvmUmxQumvmUmxn6+O6uAXF5RI5h8sPDMpBgDAfMCoQ8nOXh3Va58MFrymxuvU4Vcf0/XRmF76aKBgKaLC7dCXr2zU+KSp5z88W7AU4XaW69OXu6WM9Nz7ZwqWIhzlZfr4xQ2qq3Sp772fCpYiysqkD17o0pql9QU/FwAAcwVfv6Jkn5+5bnlNJJHS8fMBXRmesEx/xc20vhkcUjBsWKa/zNSUjg4MKaOMZforPZWZzoRZpb8yGemrs38w6gAA8wZ36lCS8ZipLW+eLuralY01uhaMWg41KXtcymjUkJG0brTmfoMXilm3VD2uci2qdisQss6EOcrLdOr1zZbHqgAAMBdwpw4lCReZ3JKyDzwUM+gkaSKeLGrQSXeXKjOSU0U1YqXsnb2YkWLUAQDmBc6pQ0nqKlyWhxTn3FflkdPi4OF/rnXPej7dTPVVbsvDhHMq3A4tmPF07WycjjJVF5kqAwDgv8aoQ0nqKt3qXllcJmzrGp82tRZ3mO6WNp96VjcVdW1PW9P0U63W79tUdFJsU2ujPNylAwDME4w6lGxfd4vl3br6Kre2tvvU96h1Uqza69SOjiV6doN1Uszrcqi306/eLr/l16QuR5n2rG/R0x3+WcsTOY7ybCYMAID5glGHknUsX1gwKbag0qV39q9VTYVLrc11BZNiufTXohqPVjRUF0yKeV0OHeprl6++Ur76Sh3qa5912OXSXysaqrWoxqO39s2eFMudadfaXGf94QEAmCN4+hX3zO8jYR0eGNLp30YUM9JaXOvR9keatbPDr4Uzyg/XglEdGbihU1dGFEmktLDao63tPu1el5/zujEW09GBIfVfvqXw38WJnrYm9Xb688oPN0OTOvLLkPov3VIoZqq2wqWe1U3a3ZWf8wpOJHT01yGdvHBTY1FDNV6nNq9q1DNdS/NyXgAAzHWMOgAAABvg61cAAAAbYNQBAADYAKMOAADABhh1AAAANsCoAwAAsAFGHQAAgA0w6gAAAGyAUQcAAGADjDoAAAAbYNQBAADYAKMOAADABhh1AAAANsCoAwAAsAFGHQAAgA0w6gAAAGyAUQcAAGADjDoAAAAbYNQBAADYAKMOAADABhh1AAAANsCoAwAAsAFGHQAAgA0w6gAAAGyAUQcAAGADjDoAAAAbYNQBAADYAKMOAADABhh1AAAANsCoAwAAsAFGHQAAgA38Be7+MeFE+hLsAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "####### Combined\n", "sc.pp.neighbors(adata_RNA, use_rep='combine_recon')\n", "res_RNA_ATAC = _priori_cluster(adata_RNA, eval_cluster_n = n_clusters)\n", "sc.tl.leiden(adata_RNA, resolution = res_RNA_ATAC, key_added=\"Combined_leiden\")\n", "# mclust_R(adata=adata_RNA, num_cluster = n_clusters, used_obsm=\"combine_recon\",key_added=\"Combined_mclust\")\n", "# sc.pl.spatial(adata_RNA, color=[\"Combined_mclust\", \"Combined_leiden\", \"ground_truth\"], palette = colormaps, frameon=False, spot_size=1)\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "sc.pl.spatial(adata_RNA, color=[\"Combined_leiden\"], palette = colormaps, frameon=False, spot_size=1, ax=ax)\n", "fig.savefig(os.path.join(save_path, f\"{data_name}_{methods}_Combined_spatial_{now}.pdf\"), bbox_inches='tight', dpi = 300)" ] }, { "cell_type": "markdown", "id": "afc25784", "metadata": {}, "source": [ "## Save data" ] }, { "cell_type": "code", "execution_count": 18, "id": "75e76803-dadf-4ed3-9093-adf64a8ef2e7", "metadata": {}, "outputs": [], "source": [ "adata_RNA.write(os.path.join(save_path, f\"{data_name}_{methods}_RNA_Final_{now}.h5ad\"), compression=\"gzip\")\n", "adata_Protein.write(os.path.join(save_path, f\"{data_name}_{methods}_Protein_Final_{now}.h5ad\"), compression=\"gzip)" ] } ], "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }