{ "cells": [ { "cell_type": "markdown", "id": "dbdf1d1b", "metadata": {}, "source": [ "# Tutorial 2: 10x Visium (DLPFC dataset)" ] }, { "cell_type": "markdown", "id": "352daa8a", "metadata": {}, "source": [ "stGCL integrates gene expression profiles, spatial information and histological profiles (if accessible) as input, and then further learns low-dimensional latent representations by multi-modal graph contrastive learning. In this tutorial, we demonstrate how to identify spatial domains on 10x Visium data using stGCL. As a example, we analyse the slice 151674 of the DLPFC dataset. According to cytoarchitecture and gene markers, Maynard et al. has manually annotated neuronal layers (Layer 1-Layer 6) and white matter (WM). The processed data were downloaded from https://github.com/LieberInstitute/spatialLIBD and provided at https://zenodo.org/record/8185216/files/DLPFC.rar?download=1." ] }, { "cell_type": "markdown", "id": "92ad1348", "metadata": {}, "source": [ "## Preparation" ] }, { "cell_type": "code", "execution_count": 1, "id": "274ae4d0", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import pandas as pd\n", "import numpy as np\n", "import scanpy as sc\n", "import matplotlib.pyplot as plt\n", "import os\n", "import torch\n", "from sklearn.metrics.cluster import adjusted_rand_score\n", "import time\n", "import stGCL as stGCL\n", "from stGCL.process import prefilter_genes,prefilter_specialgenes,set_seed,refine_nearest_labels\n", "os.environ['R_HOME'] = '/home/dell/anaconda3/envs/stjupyter/lib/R'\n", "from stGCL import utils,train_model" ] }, { "cell_type": "code", "execution_count": 2, "id": "de3c930e", "metadata": {}, "outputs": [], "source": [ "section_id=\"151674\"\n", "use_image=True\n", "radius=50\n", "seed=0\n", "set_seed(seed)" ] }, { "cell_type": "code", "execution_count": 3, "id": "f4af7875", "metadata": {}, "outputs": [], "source": [ "input_dir = os.path.join('/home/dell/stproject/stGCL/Data/DLPFC/', section_id)\n", "adata = sc.read_visium(path=input_dir, count_file=section_id + '_filtered_feature_bc_matrix.h5')\n", "Ann_df = pd.read_csv(os.path.join('/home/dell/stproject/stGCL/Data/DLPFC/',\n", " section_id, \"cluster_labels_\" + section_id + '.csv'), sep=',', header=0,index_col=0)\n", "adata.obs['ground_truth'] = Ann_df.loc[adata.obs_names, 'ground_truth']\n", "rad_cutoff =150\n", "load=False\n", "radius = 50\n", "k=7\n", "top_genes = 3000\n", "# For 10x data, the number of training epochs is related to the number of spots. \n", "# We recommend using 1200 epochs for datasets with more than 3600 spots, \n", "# and 1000 epochs for datasets with fewer than 3600 spots.\n", "epoch=(adata.n_obs > 3600 and 1200 or 1000)\n", "im_re = pd.read_csv(os.path.join('/home/dell/stproject/stGCL/Data/DLPFC/',\n", " section_id, \"image_representation/ViT_pca_representation.csv\"), header=0, index_col=0, sep=',')" ] }, { "cell_type": "code", "execution_count": 4, "id": "67c0fa54", "metadata": {}, "outputs": [], "source": [ "adata.var_names_make_unique()\n", "prefilter_genes(adata, min_cells=3) # avoiding all genes are zeros\n", "prefilter_specialgenes(adata)\n", "#Normalization\n", "sc.pp.highly_variable_genes(adata, flavor=\"seurat_v3\", n_top_genes=top_genes)\n", "sc.pp.normalize_total(adata, target_sum=1e4)\n", "sc.pp.log1p(adata)\n", "sc.pp.scale(adata, zero_center=False, max_value=10)\n", "adata.obsm[\"im_re\"] = im_re" ] }, { "cell_type": "markdown", "id": "8f601710", "metadata": {}, "source": [ "## Constructing the spatial network and Running model" ] }, { "cell_type": "code", "execution_count": 5, "id": "36c735d8", "metadata": {}, "outputs": [], "source": [ "utils.Cal_Spatial_Net(adata, rad_cutoff=rad_cutoff)" ] }, { "cell_type": "code", "execution_count": 6, "id": "751d68f2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train with image\n", "Epoch:100 loss:0.85287\n", "Epoch:200 loss:0.82151\n", "Epoch:300 loss:0.81164\n", "Epoch:400 loss:0.80757\n", "Epoch:500 loss:0.80402\n", "Epoch:600 loss:0.81374\n", "Epoch:700 loss:0.80074\n", "Epoch:800 loss:0.80023\n", "Epoch:900 loss:0.79797\n", "Epoch:1000 loss:0.79634\n", "Epoch:1100 loss:0.79533\n", "Epoch:1200 loss:0.79461\n" ] } ], "source": [ "adata = train_model.train(adata,k,n_epochs=epoch,use_image=use_image,device=torch.device('cpu'))" ] }, { "cell_type": "code", "execution_count": 7, "id": "e0432b97", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: __ __ \n", " ____ ___ _____/ /_ _______/ /_\n", " / __ `__ \\/ ___/ / / / / ___/ __/\n", " / / / / / / /__/ / /_/ (__ ) /_ \n", "/_/ /_/ /_/\\___/_/\\__,_/____/\\__/ version 5.4.10\n", "Type 'citation(\"mclust\")' for citing this R package in publications.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fitting ...\n", " |======================================================================| 100%\n" ] } ], "source": [ "adata = utils.mclust_R(adata, used_obsm='stGCL', num_cluster=k)" ] }, { "cell_type": "markdown", "id": "89c3e2b7", "metadata": {}, "source": [ "## Kuhn-Munkres algorithm for matching labels" ] }, { "cell_type": "code", "execution_count": 8, "id": "5851c6e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counter(new_predict)\n", " Counter({2.0: 885, 4.0: 643, 5.0: 603, 6.0: 571, 1.0: 503, 0.0: 324, 3.0: 106})\n", "Counter(y_true)\n", " Counter({2.0: 924, 6.0: 625, 4.0: 621, 5.0: 614, 0.0: 380, 3.0: 247, 1.0: 224})\n" ] } ], "source": [ "obs_df = adata.obs.dropna()\n", "obs_df['stGCL'] = utils.munkres_newlabel(obs_df['ground_truth']-1, obs_df['mclust'].astype('float32')-1)" ] }, { "cell_type": "code", "execution_count": 9, "id": "c07408d1", "metadata": {}, "outputs": [], "source": [ "adata.obs['stGCL']=obs_df['stGCL'] +1\n", "nearest_new_type =refine_nearest_labels(adata, radius, key='stGCL')\n", "adata.obs['stGCL_refined'] = nearest_new_type\n", "adata.obs['stGCL_refined'] =adata.obs['stGCL_refined'].astype('float32')" ] }, { "cell_type": "code", "execution_count": 10, "id": "6f8bc593", "metadata": {}, "outputs": [], "source": [ "num_to_layer = {\n", " 1: \"Layer 1\",\n", " 2: \"Layer 2\",\n", " 3: \"Layer 3\",\n", " 4: \"Layer 4\",\n", " 5: \"Layer 5\",\n", " 6: \"Layer 6\",\n", " 7: \"WM\",\n", "}\n", "adata.obs['ground_truth'] = adata.obs['ground_truth'].map(num_to_layer).astype('category')\n", "adata.obs['stGCL_refined'] = adata.obs['stGCL_refined'].map(num_to_layer).astype('category')\n", "adata.obs['stGCL'] = adata.obs['stGCL'].map(num_to_layer).astype('category')" ] }, { "cell_type": "code", "execution_count": 11, "id": "cc407442", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Adjusted rand index = 0.68885\n" ] } ], "source": [ "obs_df = adata.obs.dropna()\n", "ARI = adjusted_rand_score(obs_df['stGCL_refined'], obs_df['ground_truth'])\n", "print('Adjusted rand index = %.5f' %ARI)" ] }, { "cell_type": "code", "execution_count": 12, "id": "ab00f666", "metadata": {}, "outputs": [], "source": [ "spatial = pd.read_csv(\"/home/dell/stproject/stGCL/Data/DLPFC/{}/spatial/tissue_positions_list.csv\".format(section_id),\n", " sep=\",\", header=None,na_filter=False, index_col=0)\n", "adata.obs[\"x_pixel\"] = spatial[4]\n", "adata.obs[\"y_pixel\"] = spatial[5]" ] }, { "cell_type": "code", "execution_count": 13, "id": "8d88c8c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y_pixel')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DUyQVK1CqkMaZTIT4wjpo9EZhU+sMyKpQWY2rU+tQVa+1slXVa8XnZUFtk2ux3Iumc8uQIeOXQV5w/46wdzYfnZoYzT/aZP4RNuoBk4H/jOYfxsZa6Wh5olWV8lFZwkeTAagrBMjIT8iW17QKoL4cUJsX3LIE7lMcLZ1CfjC/f0EYT60xICq/FlX1OsSbF4OEIgUKatSIzKtFhZJ/1D2Ty1Cu1OJCfLGY6kRkIfKq1bicyOdXWNuIKwmliMirQVgOn8PVxDIEZlRiV0A2VBo9AGBPYA6CMquw3VdavFdfToVnchkOh/PTfmxBLXYH5mBvUC4izIvbkbB8HA0vwLunEsQCuPZqCo6EF2Dt1RQAgEZvxNJjsdjhl41jEXxvgrOq8dmlFLx/JgGppbww7w7IxnrPNLz4Q5Q4h2Un4rDmSirWXU0FACga9Vi0Nxxvn4zHxXi+937pFVhyKBqP7QlDmYK9B1tuZOL1Y7F49vtIMdfi7yPw4g9R2OydAQCortdizrabmL8jGCHZvEHxT6/A/dtvYvaWILE5WHc1FfN2BOOtE3Firsf3hGHGpkAcDefrqVBpMO0rf0xe7ysW4hsp5Ri79gYW7AgR4766noYRq72tNjuP7QnD0M+uIzCjEjJkyPjl+NuU55PRBLPWAUMXAu2HSLZnPYHqTKDbeG637Q+8FMALa7uBbBvzAuDRjV+zlAyb9w0waD7Qdwa37Z2A564BVZnA4AfZ1mMysPAA4OgKtO3HtknLAJeWQPeJ0jks2A2kXQVGPQMAaNXcETueGIm86gbMG94ZAHDP4PZ4e2Y/tHdzQtdWzQAAy+7uBxcHO9w/rJOYas38IbiWVIZXpvUGAPRs0xxvzeiHCpUGMwa2BwA8MKwjwnKqMaijG1o4OwAAFk/sgTq1Dk9P7CHmemlqL/ikVWDecJ5/UCc3TOvXFiYiDOviAQCYPrAdzscVY1yv1rC15Xtz39COyCivx31DOwIAnB3scFf/dogvqsO4nq0BAH3auaKzhwtcHO3QuaULAGB4Vw842NlgTI+W4hyGdnZHQpECw7q4m+eyRZdWLiiqbUS31nwf2rdwhpO9LTyaOaCZkx0AoF0L3lS1c5M2V+4ufK0ezfhoZ2sDBzsbaA2Ak/1P75EbzU+fTZ9C6xr15iNvyhp1RtRrDTCaCArza0W1apgIKKxVw2Qi2NraIL2sHgCE54KIkFSsgN5ISC1VYmq/tj95HjJkyPhx2BA1Jff+OiiVSri7u0OhUPx36+E2VPOTZqtekk1ZCji4AC4ekk1RDLi2B+zM+yWTCdDUAc1aSX2M5qdfB2fJZjICtnZ/5BX8Z2A0EexsreugNuqMcHGU7q/eaIJGbxSbBYDduY72tmjmKO1186sb0NHdBY7mxVSjN6KgRo1+7aXC5uVKDeq1BvRu6ypsScUKtHZ1REd33ghoDUaEZldjVPeW4j1LFY1ILlbirgHtxPlG59dCozdiUp824louxZdgQMcWGNCB/+1VqDTwTCrD7MEd0M6Nv0MxBbVIKKzDY2O7wdlB/h7Jv1kyfilkl/LfBdp6YOc4YPsoIDeIbUXRwJahzNNqzDxj+G5g8yDg5NPS2BOLgA09gdjD3NYomcvd2BeoZLckSmKBL7sBu6fxYgwA0QeBL7oCQV9Lc11aBnw9EMg3uxd1DcCB+4HvZnDgFoDUUiXu3RqEzy8lS8PiSzBnWxCumV3EALDJKx2P7wlDfnUDAOYT3zgWixXnEmE0u3Vzqxrw4g9ROG524QJAQEYlXj0SjcQihbDtv5mLTy8kCfep1mDEl9fScDAkT/QpU2iw6lKKcEkDQFReDTZ4pllxlpcTSnAwJE+4lo0mwqGwfARlSq7SmgYdDgTnorgJt5pVocKpqELoDCaxeEXm1eBmJrt5XRztQETwSS1HQbUaDna2aOHsALXOAL+0Cqh1Bng0c0QzR3tUqDSIzuf72b11czja2yK3qgFFtWo4O9iJxTa9TIUGrQHt3ZzRu60rDEYTsivrQUQY0tkdHd1doNEbUanSwsneDnf2b4cWzg5QafTQ6I3o6O6CGYPaw87WBg1aA4gIo7q3FIutwcjXMn9EZ7HYAkC7Fs54ekIPsdgCwMhuLbF4Uk95sZUh41dCXnD/LjAZOFKYTICO3XlQVwMmPaBRcGQxIPGudU2ikyvTrY+NtdxPqwRqc9lWlsTzlidJ82d6cZ+M69JciacBVQmQ6S3NmRcEFEXyog3genIZUkuV+CE0HxYHyaGwfCSXKAWPajCasN0vC6E51bhk5jBDsqpxMb4ER8MLBB96OCwf3inlWGvmPgFgg2cariaW4Rs/5mkrVBqsupyCH0LzcTmhxHwO5dgVkI2VF5NRWMPBUtt8M7E/OBfvnY4Xc715PA47/bOx3YfnKqxRY+nRWKy8mAzv1HIAwLnYYnxyPgnPfh8JhZrdrCsvJuOzSyl4uwkfuui7cLx3OgG7AzhILaeyHo/uDsWT+8IRU1Arruf5g1F48NtgcW/eP52AZw9EYvmZRADsnp33TTAe+jYUJ6M4GCulRImZmwIwY1OACIQ6Ep6PWVsC8dieMHEO751OwN1fB+Cr6/xZ640m3Ls1COO/8EGwOQAttVSJsWt9cPfXAag3b1BORRViyGfX8cZx6Xo+PJuIvh9fE+fQqDPi3q1BGL3mBvKqeJOUWa7CuHU38PieMBGAJkOGjF8HmcP9u8DFA1jiz4FLPaewrd89wJNngeZtAFczZzb9Y+Z2e0ySxj5xAsi7CQx7hNstuwNPnATUVUC/WWy74zF+Wm3dR3JPz1wFtOzBr1nw0F4gJwCY8Bq3O40A7voYMDQCve7ktxvXDYU1jRjXsxVszFzxshl9cSA4D89P7gkAsLezxfLZAxCVX4sHR3YBAEzo3RpzhnZEcyc7DOjAT3APjuyM2IJazBjUXpzCk+O740BwHh4Z3RUA0Ka5E+4f1hF51Q2Y2JufzEZ3b4kBHVqgvZsz2pufwu7q3w6eSWW4d0hHMdddA9riXEwxJpqf6Fq7OqJfe1dU1evQ3/wU2a+9K5o52qF76+aCWx3QoQUuxQMDO0pPfT1aN0eFSovubZoDAFyd7dHC2QE6gwkegnd1BMA8rOXeNDO7mZs1cTfbml+zMx+NJoKJCCaTjXj6V2kM5qNejLNEcFue2A1GQplCA6OJUGoOxCqpa0Sj3ogypQb1GgNcneyRUqoEEZBcLHkNYvJrQcRBZo+M7oqqeq3YCKWVKdGjTXPEFtShXKlFhUoLpcaAVs0dIUOGjF8HmcP9O0CrAhyaA7ZNHA4GHWB/y48bkRQMJeM3gYjEgggAOoMJDnY2VjZFo14EMAH81K5o1KO1qxTgpFDrYSSyWojyqhrQtoUTmjvxflZvNCG1VIlBHd1gb8efcXW9FsV1jSKoCwCSSxRwsrdDn3bM05pMhIDMSgzq6CY2FTUNOoRkV2H6gHaCB04uUSC/Wo17h3QQ5385oQStmzthQm8O/lJp9DgVVYTJfdtYuat90srx2Jhu4vwvxpegQqnBs5N6ws7WBlqDEbv8c9CzbXPMvUMKepPxH//NkvHrQH8TKBQKAkAKheKvPpU/F2nXiD5rSbT/Xsnms5popRtR4EbJdnAu0dpORPmh3K4rIto8lOjbyUQaFduyfIk29CG6/I407uZWoq8HEiWd5bbRQHTyGaLd04hqC9imLOP3P/Miv05EVBBOtHcGUcReaa7oH4i+n0NUFM1TGU206lIyLTseS/UaPRER1TZo6a3jsbTTL0sMSy1V0BvHYigoo1LYriSU0IqzCVSh1AjbnoBs+sY3k4xGExER1Wv09PX1NPJKLhN9cirr6evraZRf1SBsodlVtDcwmxp1BmG7FF9Mnkmlot2oM9Cx8HzKLFcKW7mikU5HFZKyUSdsGWVK8k0tp6aIyK22Gmcwmig4s5LqGqRxKo2eovKqyWQyWc2fV1VvNVdBdQPVqXW32QxGaZzeYKQqlcaqj8FoIr3BaGVr+l4y/nz8Z3+zZPxqyBzuX42KFM53LU+SbBZFqSJznqdRz0FMunrJVp7MPG5ZAqA057dm3QAaKoCU89JcCSf59WSzrb4cSD7HfGxuANty/DjHNuEEoDALQ0QfBIoigOCt0lyBG5jPjdwHAMiurMe+m7k4F1uMAHNu5qX4EpyNLcZ6zzQhnLDNJxMX4kqw5kqKmOrdU/E4El6A74OZY04oqsPaq6n46no6Qs1BT0fC87HNNwuvHI4WIhAfn0/ENt8srLzI98tgNOGZ/RFYcyUVh8OYP47Or8HSo7F46VC0ELXY6ZeF5WcT8fQ+Sa3r9WOxeOdUPFZf5vNS6wyYvyMYzx6IxIU4vqdBmZVYuCsU92+/iWqzG3frjQw88V04nj0gzfXCwUg89G0oNpvFPWoadLh7UwCmfx0gBCuCs6ow7Ss/zN4SKFJ3tvlkYsoGP7x9Mk7M9cR34Ri99obgvmsbdJiy3hfj1vkIgYyovBoMXnkdjzfhd/cG5mDgJ57YdzNX2JYejcH4dT4iT1qh1mPejmA8/G2I4Hej82sxY1MA1ntKObfHIgowe0sgfMw8NwB8fikZj+8JE4FkKo0erx6JxodnpSA4GTJk/DRkDvevxoTXAGc3oPMoyTZ3G5B0Fhj2KLftHJinLYkDxjzPtj4zgJmrmY9t259tk95kt3Ofu6W57tsAxB8HJizltlsn4J41QG0e5+cCwIA5wIinAPeuzP8CwPhXgIZKiRcGgGnLeVEe+wIAoFdbVywc1QU1DTpMMnOrdw1oh9FxJejbvoXII10wogvSylR4fGw3MdUjo7vCL71CcLc92zTHHV09oNUbBW86tmdrtG7uiBHdWsLB7Iqd2LsNwnNqBJdrb2eLO7p4IL6oDoM7cQ5sR3cXtGzmAAc7W5Hf2qutK2xsgN7tpLSazi1dgFygswfnydrZ2sCjmSMa9Y3CxdrM0Q52tjZwdrAT7uBbjwDEgmOJfDYYTdAZTDCaJHWmOrUeJgKUjXoYzP0sAVKldZKMZm5VA4ggorvLVRqUmPnZgho1Onm4IL5IAbXOiOj8WugMJjja28I/owKNeiMCMirx/OSeMJoInkllMJgIwdlVuKOrB5JLFWLxzShXYWS3lvBMKkVWRT0qlBp8MHsAAOBQaD7SylQ4GVWIuwe2h6JRj++D8wCwWtazk3oiOKsaVxNZ8WvxxB7o30FKY5IhQ8btkDncPwIGHWBrb83JyvhDYTCarBZArcEIG9iI3FaAnxTdXBxESo/RRChTatDZw0X0UWn0UDTq0aVlM2HLr25Acyd7tDFzt0SEuMI69G3fAq5mnlbRqEdKiRLjerYSwhpZFSooNQaM7CYJZARkVKKTuzP6mnnUBq0BXillmNS7jUjBySxXIa6wDvOGdxbnfyWhFBq9EQ+N4gA0jd6I74PzMLiTmxChyKpQ4VR0ER4Z3VXk63omlSK2oA6vTe8DN2cHmEyEbb6ZcLCzxat39oaNjQ1K6hqxyTsDd/VvhznDOODMP70CJyIL8eqdfTDULOax3ScTaWUqfD5vMNq4OqFea8AHZxLQspkDPp875La85H87/lW/WTL+HPzFLm2Bfw0fUprIXOv2MUQ69U/3u/wO0ZoOREnnuK1tINp7N9G2kczPEhFVpBFtHUF0/EkiC1+XfJ5oyzCisF3SXF6fMpdbEs9tnZrHHH1c4nerc4gOziPy+0Ial+5J9MN8omx/yRbyDdHJxczrEhEZdETXlhN5f0ZkZA6xuFZN75+Kt+JII3Or6eNziZRTKXGW52OL6GuvdMGt6g1G2uWfRRfjikWf6notbffJoORi6XNPL1PS3sBsK64zOKuSzscWibbJZKJL8cWUUFgnbA1aPZ2PLaLKJvxnaV0j3Ugps+JI00qVVu9HxDxzbYNWtA1GE6WWKqx40watnoprrT9TRaOOVGb+uqmt6fsRkRW/bIHRKHOw/2T8a36zZPxpkB/Bfm9UZTDXWp1pXbXnVmR5A3o1kBvIbUUR57pWZzEvC/BrNdlA6iXOlwWAxFPsDraIXABA2Lc8JuUCt0sTgNSLQPoVnhMAkk4zV+v/JStOASx4ke0r8bQGHXB9BZB8Fog/aj6HACBsJ3BzE1DKebh7g3JwIqoQK84milP45EIyDoXl42svzg+tU+uw7EQctvlk4lws86FXk8rwxbU0vHE8VmgJf+2Vjo1eGXjjeKyY65XD0VhzJRWbzHNVKDV4al8E3jweBy9z0YJzscVYejQWC3eHCDGMVZdS8ObxOLx+VJrrib1heP5gFHaZc2fzqhowZ1sQ7t8eJFJgLsaXYPaWIMzZdlPkzn5+KRmztwTho3PMFRMRHth+E5PW+8I7hXnNgmo1Jn7hi8nrfVGh5OvxTCrF8M+98OR34eIcVl5IwoBPPAVfbTCaMG9HMIZ97iXEPQpr1Bi/zgf3bg2CWmcWJkm9BKzvAXh9LH3WvmtYmCTdk9tGA3B8EReksPDvtXlcwOL8a0JTOyizEnO/uWlVhGH/zVw8ujtU8NwGowkfnk3E2yfjhBu8QqnBa0dj8F1QjhgXU1CL147GILyJwMjp6CKsOJd4W8EDGTJkSJA53N8bg+YDDygBty6Aa7uf7vfgd0CGJzDuJW637QfM2cSiFX3vYdsdj/OPZ/vBgDO79XDnh6x5POJJaa77N3Hu7OjnuN15FDB2CQdbdTfn6w57lAOuuo6T5B0nLAVgw3wtwGlIE5Zyv4FzzXONBnpOBexdgHaDAACzB3eAX1oF7h0q5bveP6wjquu1mD2kAwCghbMDJvdpg6yKeozqzi7VwZ3c0MbVEZ09XNCyOfO7o7q3xLGIAitd4mFdPJBT1YDBnfmamzvZo5OHM6pUOuHq7ejuAntbG3Rwcxb87o/pEruZ03osRztbG9jZ2sCGAAc7doFaFhetwSQyr+rU1hrERhOhUqUFEQtxAEBVgxb1WgNsbNil3M7NGVkV9TCRpEEMAPHmRdWyuKr1RiQVK2A0EVJKFRjaxR2ppUqUKTUoU2pQrtSiZxt7Fh9prAVSLzPvDvCGS1UCpF0G+s+W/h/gwLphj/C44mj+u2c10KwVjkUUIKFIgf2GXDwyhvObt/lmok6tx8moQnw2dzASixWiaMO84Z0xrV9bnI4pwpWEUlxJKMXTE3rA0d4Wm70zEJRZhQqlBqdengiD0YT3T8fDRECXli549c4+kCFDxu2QOVwZfzl+ji6x1mCE3kiCMwU4l7W5k72V1GBeVQO6tHQRfK5aZ0BxbaPgTAGzWL8JoqgAAIRmV6N762boZOZzG7QGBGVWYVKf1kKXOKtChayKetwzqIPgaf3SK+BoZyukErUGI85EF2NENw8R/JVX1QDvlHI8OLKzyOH1S69AdkU9npnYAw52tjCZCPuDc9GymaPgaaEsAUJ3AAPuB7pPYFtOAHsyJi/jQhUA91EUAXd/yrrbjXX8VNx2ADCRg+XiC+uw3TcLj47pipnmQDWLytfHcwaib/sW0BlMWH4mAVqDCV8tHIZmjvbIq2rAe6fjMaJbS6y4j4tkXEkoxZYbGXh5Wm9xrsvPJCAqvxbbHx9hJRbyb4b8myXjF+Ov9WhL+MfzIaE7idZ2Jgr99peNK4wi2jGe6Mbnki1yH9GuKZxXS8T87dX3iX5YQKQ086aNdUQnnia68p7gVqkknujIo0SJZ6S5ks5x3m1lhmQL2kx09QMiXSO3NUqiax8SxRwWXXIq6+mzi0kUX1grbMFZlbTxepoV13kysoCOheeLtlZvpKPh+RRXII2rUmnoaHi+FbeaXqakqwklVjxmRG611fuZTCYKzKigckWjsKk0egrJqrLiVsuVjZRWKuXJEnFua+Utuaw5lfWk0Utcqt5gpJI6a062UWewysu12G7lZG/NiZXx38M//jdLxp8OmcP9vZDhCehUfPwlSDnHubgReyVb+G6gNF4UekdDJRC+C8j2AdKvsi3Tm/NtI3ZzAXmAn3QyrgE+q6S5rn/Eebch27ldkwPcWAmEf8scLwDEHQPCdgAXXhNFEtZfS8P3wXn45LyUH/zakRhs983CrgB+v4SiOrx3OgHLzyYi0lx39lBYPj48m4gn9oaJVJkPzybiw7OJWH6GuWm90YSHdobglSMxOGHW8Y0rrMPCXaFYsDNE6Pjuu5mLp/ZFYOHuUHEOrx6JweN7w/CFuU5ro86Ie7cEYdaWQPinVwDgp7k7N/rj7q8DBKf4fXAu7troj+cOSHVnXz4cjQlf+IoCCPVaA+7+OgBj1/oIXjOxSIERq7wxe0ugKNB+MCQPfT++hrVN8orfPB6L/h9fg2+aOW9VqwJ2TQG2jeCKTwBQHANsHgKcfl76fGKPsC36oGTz/BD4dhJQZubINUrg8MPAiScBvTl9qCIV+P4+IGiTNC71EnDwASkuAAD81wOnnuVKVADrdV9aBviuFV0Ka9R452Q8rpv5cYA53xXnEoVONQAcjyjAZu8M6AycE60zmLDDL0vU+wW4gMSWGxlWLnUZMmQwZA7398K9G3iBHPn0/9+3Kca+BNRXcl6tBXevBOKOsNsQYC54yrsciDVwHtv63M2uRtf2Ujm/Uc9w0NXwJ6S5xi1h8QuLXrJ7V6D/HKC+DOhmrnXbaxprLLcfAjix63XGoPYIy63GPYM7iKnuGtAOXsnlQi6wS8tm6NLSBUYTobvZPdu7bXPY29qgb/sWwk3c06w93KM1H+1sbNDWzQkNVQa0N/Otrk52cLS3haOdrXARW1zKLg5NNYj5aJmbQEIUQ2/kBb5Bx/VeG/VG8ZpFe7hKJQX1FNU2mo+8qDRoDShTsi5xcV0jBnVyQ05VPRr1RuRWNUCtNcLJ3g7RZg3iqPxaMdfNzCpoDSZE5NZi+oD2XDzCEvxWngy4dQRy/AFFIbuKF+zm8oqJp9iWeIo/PyIgYg8Xs0i7AnQYygIkWd7SXF1GAfHHWKykJBaY8ja/FrQJKIlhvr3nVF5k/dfxa90nAmNf5IIV0d+zbehCoG0/7AnMwZmYIgRlVmKW+fPmxbYRJhPhy4eGobiuEcvNQXK927li7h2dcCm+BF9dT4eNDTChV2u0beGEdVdTcTG+BH5pFbiwdDJkyJDRBH/1I7YFsnvmn4tbJQZVGv1tLtimbmEiIrXWQKV11rbSusbb3MDJxQorF2+DVk8RudVW8xdUN1B0fo3VuMjcakovk9zMWr2RriSUWLmQC6ob6HRUoVXKTkhWlVXaktFoouMR+RScKclSlisb6RvfTMqqUAlbRG41bfZOt5ZtjPiO6OYWyeWvriXyXCHJbBIRFccSnX+VqChKssUcJjr3ipSapdcSXXqLx1rmqsoiOvIIUfieJjfrPNH++4iy/STblfeIDjwgpZrVV7I858lnOOWLWBrzro1+tMkrXQz7+noaTVh3g3zTysX9e3R3CE3b4EsF1SyrmVmupDFrvOnhb4NJZ3axHw7Lo14fXqF1V1Lo3w75N0vGL4UcNPVbYNABpxaznOKjR4AW7YG6QuDMCxx1/MA2DnnNugH4fQGMexkYtpDHhu5gt/C9G7ivyQhc+wDQNwJzvubC8coSDn7pPhEYw+pOKIllacUxLwCdhrMt5QKn/0x5l5WnTCZ2ETs2lyKXG+vYVd1zqgjAyamsx7WkMiwc1cWq7un/B43eiGtJpRjTo5WIGi5TaBBTUIsZA9sLsYaMchWUjXqM7tFKjI0tqEUbVyd0bcXjDEYT4grrMKSzu3iyrdcaUFijtgq+qarXwmgiIeJveU+PZg5WQVMVSo3VtViUnpo3CbYyGE2wsbGxCtSiW4oZyPj1+K/cy3/kb5aMvxQyh/tbUFcg5boWmAu2Z3oBhWHsXjYXbEfEXqA4ihdBC3zXcl5s7CFul8YBkXuBuMOsVwzwHElngKvviXxKeH3CY26s5LbJCJx+jjnaKNY4Ro4vL9SX32IXJMC5tv7ruFi9Ge+eisdX19Ox6rLERf4cbPLOwFsn4vH8gShhW/x9BF49EoMtN7jgfYVKgwe238TDu0IRYq7TeiOlHAt2hmDOtiCh47vmSioe3hWKN5vk4T6yKxT3bg0S2sjlSg3u+sofUzb4IdPMDXomlWHClz6YvyNYjFt3NRVj1/lgXZPaugt3heCOz70Ev1tUq8a4dT6YusEPdWp2L/ulVaD/J5547UiMdJH+64G1HYHoA9J9PvwQsGUoUMnXCEUxc62HHuTNF8D86fbRPN6C8N3cL8dfmuvCazyfhVutrwSOPsacuwXF0czdJp+TbLFHgJPPADVmvWQi/i55fiidQ2Mdf2ea5mqXJwNX3pV4YYDrIPusFrw9AJYBjT8hmo06Iw6G5CGpSVm/UkUjDoflW+XcppQocSWhFCaTtNjezKyyGidDxn8dMof7W9CmDzD9Ew5q6ncv24Y8yHmsbfsBzZnrxOS3uLD86CbBMnd/wovziKe43X4oc2r6RqCbOQVk0Hzu02OyVJZv6ELOzR3yMLdt7YDBC4D8UFGvFu0GAy17Ak6uUupItwmAvbPUB5wDG1NQZyU9+HPQpSWnznRuKUkisuyhSsgfOtgyF2swkeBi7c15r/Z2toKLNZiYY21a29wi/GA5avRGqPVGGE0kFuoyRSOIgDKlBiYTwdbWBjmVHGxlOZpMhPQyFQwmQmZ5Pe7s3w4FNWpUmxeKCpUWHs0chR5xSHaVdBKZXixMkuUDjFrMi1jWDX6tMIw/38JwLjpRnsQ8bOverIFdnckL9Z0fcP/w3SxgEneU739T4ZIcP2Dow5xLm3GNbRPfYG9J6A7mbuvy+TMGAM/lLILi3gWYtZZ54sAN/FqvO7n+cdwR5oFhAwx+EHBsxgt5jh9QlQ48c4kX6hNPAUYtpxJNfRcojATOmfPCW/cBuozCroBsbPXJRBtXR0R9PBMA8PaJeITmVCMitwbbHh8Bjd6Ih3eFQK0zYsNDw/DImK4IzqrCk/vC4WBng5sfTLfyTMiQ8Z/FX+vRliDzIX8NdL8yvaW4Vm2VGqPRGyi7CadJRFSh1FiV0SNiCcWmfK7OYKTgzEpq0EryiOWKRgpIr7BKGYorqKXwnGrRNhhNdDm+xKpsXqVKQ0fCrNOP4gpq6XBYHmn10rmeiiqkKwkloq1s1NF2nwyKyJXmp9IEIq9PiGpyJVvsUaIbqyTJTr2GZTVDd0p9qnOIzr5ElHq5yUVfJjrxFFFZMrdNJp77zItEjebvu6qCpTi9PpHG5d4k+m4mUcwhyea/nksrFseab2Aj0eGFXF6xwXz+5SlE20fz/BZE7iPa0Nua8z3xNNH6nlLJR2UZ0cb+RBsHEKmYu72WWEK9PrxCT+0LF8M+OpdA3T+4TFtvcKqZwWiiuzb6Ua8Pr1BgRgURESUW1VHfFVdpxCovqzSyfxPk3ywZvxQyh3srvD/l8njzdvATi1YFnH+VK/rcv5UjSyvT+YlhwH0SR5ruyS7gqe9IlX9ubuE0nFlrOfpX38guPLdOQpAAdYXs7h34AEcLA0BBOEszTniN+wIcadxQCYx7hYsiGPXsqm7TF+jLTx7V9Vqciy3G3QPbi8jg1FIl4grrsGBEZyuu8/+DSqNHSHY1JvdpI/jPUkUj8qvVGN+rteiXVVEPO1sb8X4AkFSsQPfWzYRghN5oQk5lA/q1dxXuxgatASqNAR3cpSefOrUOjva2orA6wOXkWjjbC6EJgJ94b70Wy1OujN8Is8ehaeENtc4AFwc78dkREWoadELEA+DPRKUxoG0LyVau1MDZ3g7u5qpR/zb8bX6zZPxjIHO4TWHU8+JXECrVlM0N4sUv9jBQaeYGow+wq+/G59JY3zXM597cwm1lKfOsMQelWrSpl5jH9foIqGV+EoFfMXd78XVprvOvAKHfAP5fcLsmBzj7IuscW9yO8ceB6x8CRx9ldyeAtVdTseZKKpadiBNTPbUvHB+eTcTeQEkL9+fg/dMJeOlQtEgFMZkIc78JxmN7woQeb0a5CrO3BGLW5kBRSu5gSB7u334TjzWp0/rWiTjM2hKIDddZG1lnMGH21kBM/NIHNzPZjZtUrMC4dT64++sA4TY+HlGAO1Z54fVjEr/77ql4DPzUE8fNEoRqnQEzNgVg1Bpv5Jrzd9PKlBi52hsLd4XAYPFVJ5wCvuzOwWsWXHmXc2Dzzfy7Tg38MA/Yd4/Ev1dlArunAVfekcYln2ebRbsaYM72h3lSTrRBB1x+G7j6PusdA8z5n3mRN08W5AUD516RuHaA86KvfyRpcZuMrHttrkMMgDlf3zXsBragLIm/Tw1NXONZN/j7allITSae33LNAL9P7GFWq7K15b+6QnaPG3Ro5mgPGxsbJBUrEJ1fAxsbG7HYhuVUo7iuEc4Odmjbwgk6gwlhOdXQ6I1o7+YM92YOqFPrRF6zDBn/ZcgLblPYOQCz1jF3eoc5l7XXNOZNRz8vtIQxfBHQfTIw7X1p7LiXgI7DOZcS4PzYoY8AXcYAve9iW/dJQMc7gP73SU+u/e8DWnRkHs+CAXMAZw+gz0zzXB04H9O1A+sqA9x2bAF0HMbaygCGmrWHh3aWdtt927WA7S11YH8O3M3aw+4u/LRpYwM4muUSnRx++mtj0SW2HAHWGQYggpSMJkJ1vQ4mkvJjy5UaaA0mVKq0UJsX3HRzgFR6ExGFxCIFiIBEczBOdb0OWRX1qFXrRUBVfGEdahp0iM6vFYs3Mq8DmjrObbUg4QRzr5le3K5K58CmwnDOZwVYaKQ0Doj8ThKdiNjLNotYicnEm6McfyDxDNsKQjmILWI3B8wBzOUmnuSF3oLrK7hQhJ85X1ajlDZcccfM5+7NYiZX3mbvCgAErOfF9UyTuIAzL/AibBE+qa8EjjwCXHqTBVYALmJx/mXeHDSa84i9PuYgrlOLpbkOPwicfpbfA1yoYf6OYDz0bSjizPV0z8UW4bE9YXhg+02R77zyYjIe2xOGt0/GianmfhOM+7YF4VxsEWTI+C9DDpq6FRNe4z8LHJsDD31n3afDEODZK9a2kU/xnwW2tsBDe637uHcGXgq0tvWfDfRPs7bds5r/xDk0A16+ad2n03Bgeb5UiADAs5N64tExXa1csodfGId6jeEXu/XWzB+CZyb2QD+zBrGNjQ0uvz4ZpQoNBnXiBb1f+xbwXDYFtjY26G4WtVgytRcGd3K3Kka+/fERCMupwZ39uW6ri6Mdzr06CQU1aqHre/fA9tj15Ci0cXUUaT3v3NMfvdq6YmJvyYX9zRMj4J9eiUdGswB/11bNsHPRSFTXazFjIM+1YEQXVNXr0KtNc3g040LymP4J0LwdMOQh6SIX7OZAovHmz7vjcOCujwBdA9DzTrYNXwRUpAGdR3KqFsAbrbAW0vfE1haYsRIoCAPueJRtXUazwIitLW+yAA6oywngz9yC4U/wRmCoOV3MqQUw8H5+Wu05xXxew4BWvTnly92ss9xzCj+VNhVM6T6RNw3dxktzte4DKIuBNv3Y1rInYOfEwXQOZi3plj2k1yxo0YErX7VgIQwnBw6C0xlMaGYOgnO256OTvS1sfyINiIiabMJMP9pHhoz/Cv57HK7JBFx7H1BXA3O38Y9SQxWnUbQfBEx9j/uVxHFJupFPSz9qCaeAXH/+8W7RgSM9b25iV/TU9/nHVaNk91/nUcAgc8WdijRWBhr5NPPCAJDtx09J417mKFGA3cT2TlJEqk7NEafdJ/G5gXnUgPRK3DesI9ycfxs3pmjUI7VUibE9pKLpZQoN6rV69GknLZi5VQ1o2cxBWrwAZFfWo3urZqJIgN5oQnW9zoqTbdQZYSKyyoFt1Bn5B7oJ33pr8XgZvwEmkxX/CpMJMOn5e2WBRskR6/bS5wllCXtQLGMNWkBVKi3GACpVWhhMJnR0l6LT08qUaNfCGa2a81w6gwkxBbUY3tVD8OxlCg1yqxqEQtm/BTKHK+OX4r/3K1eVzpxp8lmuBQswV5V8lt1xFjdb0Ebm6G58Jo29+Do/VVhcicXR7L7z/wLIMz+5Ru0HgrewO87C3V19l22ey7lt1ANHH+G5LbxcXjCnZJxazE83lnO4+i73NeP1o7FYfjYRqy/9stzZH8PzByLx2J4wkTurUOtxz+YAzNwcKGqd+qdXYPrX/pi1JVA8qWzySsfdXwdYccXP7I/A+C98cNKsjVyp0mLyel9M+MJH6PGGZFVh2OfX8eC3En+40z8LfT66hk3eGcL21L5wDFl5HVFmfeaqei2mf+2P2VsChXsaRVGsU3y1iVs/Yi/wzRgg7apku/wWsH8286cA891HH+NasZbPpySWXaxN81YTTzM/3jRvNeAr4MJSiVvVKJmnDd8juuQqcvF56OeILo8WtpCSEGyI3ICqRolbPZVxCodTDov6uxqDBvsS9yGkRLo35Q3l2J+0H0UqyRWbWJmIUxmnoDfppfPK8OL0JcAcUGfg73RVFrftnZiTTrnAmzhnN15sa3KBPLPnxK0T9y1LBKqzeYx5sY0rrINSo0fbFk7o6O4Cjd4oONkBHdzQqrkjFI16lCoa4Whvi/G9WsPZwQ7V9Vo0aDkwzrLYVtdr8TfZ48uQ8afjv7fgtunHeZUDH5ByUgfcB/SYwrrGLuac1BFPcT5r09zZ0c8CbfpzfwBo2x/oOh7oNBLoMIxtPacwJzvgfo5oBlj32N5FelK2c2C3n0NzKaK5ZXegWRvArTOPB8ycsY3EHQPoYdElbhIV/Gthecq0RJ+aiGA0EYgAg7nwQIPWCCJAreWnVQCorGcu1sK/Ak11iflYq9ahukEHpcaAChX3Sy9XQW8058aaOb8Ysx5xdD4vrgajCeE5NajXGhBTwK9llKuQU9mAtDKVCM5C+jUOULIIhwAcoFaVwd4EgDdPUfuZT7UUbM8N4MCzuMOcLwswP5vjD/h/Kc3ls4oLUYR9y+26QsBvDb9fqrn+bOIp5mmvvSeCrHbG7cTpjNNYF75OTPVh0Ic4lHII+5P2AwBSq1OxKnQV1keuR3gZF6o/lXEKW2K2YKnPUuiNvJiuC1+HzdGb8VnoZwAAo8mI572ex6rQVTiedtx846OBowuZc7UEXoXt5A3f9/dK13P6WeDk04CnOTdY3wjsmQYcmMOLM8CbmF1TWKTDXHBhb2AO5u8IxpPfhYuplhyKxn3bgrDdh+9fvZYD16as9xOfY1xhHSZ84YsZmwJEPvWewGyMWnMD751OgAwZ/0X89zhcWzvgga3WNvcuwOLL1rZ+s/ivKWZ/Yd12agE8f93a1nkU8M4tnOzkt/ivKSziAxbuy70L8E46ty287NCHOeXHUXLvbnhoGN6f3R/tWvx2IYF9z4xGeplKFIhv2dwRV9+cgjq1Hnd09QAAzBnWES2bjUNHDxfBDX96/yBM6tPaKj3oh+fGIrawFveZi9L3a98CB54dA53BJOZfNK477O1sMaijm3Ahr5o3BCO6FeOBYRxEZm9ni73PjEZiUR2eGt8DAAvjfzxnIBzsbDGsC58Xxr3EtIAllQoAZq5mF/ykZdx2aQnM+Iwr61iC0nrfzcFszVrz5gngTVVtvsSjAsCkNzhoyVKMwq0TMOxRXngtQXC9p/NGq+0AsVGb2X0mYitiMafXHDHVPd3vgVe+FyZ3YjH/zi06o49HH2gMGvR2Z4phSJshcLF3wbA2w+Bgx1TB0LZD4Vvoi2FteDNnZ2uHvh59kVKdIsaheRvAyZ2/M81aS+cKcMyABZbXmnHdXtjYMoerUXCcAsDfPRsbfs3GTBWYpMpAFtRreEOgMgek6Q0mKBv1MJgItQ38WoVSA52ZZmjUGdHM0R7ZFbxZyq6shwwZ/0X8dzhcRTG7jPvcLf345t3kSNWJb3A+K8BqQFWZHBjj4MIpGcFbOep4hFkWsb6CXcH975X0jMsSOQVj1GLpKTnLB6gvB+54nH/ITCZ+KjKr+ABgt2TaFf7xbsFBP0W1aiQVKzBjYPvfzG0q1HpUqDRWBdgrlBrY2toIVSiAXX3uLg5W76fU6K14YiKCwURwaNKH/iO6uX8Gfuxe6ow6ONpJXKvRZITGqEFzhyYeDq0KgA0ri1mgKOLF1RLoZdSzq7htf2mT11DNm5a2/aRxFWn8vW/ZXZxTaE61cB0DQE2DDrEFtZjar634LqSUKFFVr8XUfm3FVF7JZWjn5ozh5s2bUqPHpfgSTOvXVmhw/5Mhc7gyfjH+CrWNH8Mfrtri9QnRSjcuEm/BjvFsO/Ustxuqub3SjSjqe7YlX5Bs1Tlsu7CU29vHSHNtHcG2K+9yu66I6DMPtllUh2IOc3t1OyJtPdvOvcK27+eIqaas96XuH1ym7T5Nisb/ChiMJpr4hQ91/+CyUFbKLFdRv4+u0uBPPUW1notxxdRj+WVauCtEjF1+htWE9gZmExErQt23NZAGfnJNFInPq6qnUau9aOYmf6EUdSm+mAZ+co0+v5gs5lp3JYVGrvIir+QyMdcz+8Np1uYAKqpl1abCmga6f1sQvXYkWlKYSr9OtHOi9FkQEQVtZvWlknjzRer58zjxNJHGrDpVV0R07Amu1GNBXgjbcgIkm6jKU8pto4HIZzWR/wZWgyKimsYa+jL8S/Ir8BPD0qrTaGPkRspX5Aubb74v7UvcRzpzBR6TyUQn00+Sd5636FOvq6fDKYcpvUaqylOgKKCT6SepQScpcsVXxJNPvg81xc2im5RWnSbaGoOG/Ar8qE5TJ2zVjdUUVhJmVb2pSFVE2bXZVnNReYqkSkXEFYjKU/n6LdA1ShWGzFA26qheo7/NZrylMpRGb6D/AmSlKRm/FP8dDnfgPKDtQGBME0522KNcH9YSFezsDvS9h4NFLLViO94BuHdjV7E5RQI9pgC2Dlx5x4Ku49gN13m0NJdHd86RtaRbtOzB4zy6c2oGwO/f9Aigjauj+dgksvRXgIhrwgKs7GQ5ag0mNOqN4rX86gYQQQhHAKxQxUcOEFLrjEgvU0GtMyKtzJwfW6ZCVb0OGeX1os7szcwqqHVGUSwAAK4mlaK6QSeKs5cpNPBPr0RamUoERoVkVSOxWIHLCaUSNxz7A+sURzRJy7q5ifNkLTxtRQorfKWcZ5ESgF9Lu8yqYZbAqIAv2eYncau49Ca7oKPM9WFzAznv1G+NyMM9lHIIh1MP44PAD8SwteFrcSD5ADZGbQQAKHVKvOX/FjZHb8aFbBbDCCwKxKrQVXjL/y0UKjmQbFf8LnwZ8SXe8H1DzPWm/5tYFboK22K3AQCqGqvwjOczeNPvTfgX+gMAfAt88fKNl7Ho6iIotJx//FXkV3jd93W8EyAJcjx//Xm84PWC4Ior1BVYcGEBFlxcgOQqM7+bfA7YOZ75W4sYxvUPgZ3jgMvLpHuzbyaweZDgdwtr1Jj4hS8mr/dFhZLzka8nl+GOz72wqAm/u94zDf0/9sSugGxhe2Z/BEas8kK8OX+3VNGI6Rv98dC3IWjUSfnaMmT82/Hf4XC7jAJeC7O2TV4mFXkHmAdbdMq6T8vuwFuJ1rZhj/BfUyz4ltOMzPwbnFyBpZFcSNyS9tNjEvBeJgdLWQKq7vqQXdVuXcRUR18cjzKF5jcHRtnb2eLi0kkoqFZjYh/m7u7o6oFTL0+Ao52tkGNcMrW3lesPALY9NgI+aeWYP5x5QHcXB3z/7BjkVTXgwRFsmzGwPT57YBBauzqhm7kA/dsz+6Flc0eRXwsAGx66A14pZVgytRcAzp397IFBKFVqRMHzOcM6IqlEgW6tmknl9aa8y5uYEU9LFzVzNQczWYLZ2g1iN75GKW2AhjzIQVBdx0n3efTz7D61lDkEuCB7biALjQC8ueoyhjdDZn53UudJuJB1AVO6TBHDpnaZiozaDEzuzJxsc/vmGNZ2GLLrsjG4NQuT9HTvCXcnd3g4eaCVC5cn7N+qP2xgg4GtBoq5err1RGZtJnq68abMxd4FrZxboVZTi7Yu7J71cPKAnY0d3Bzd4GDL3y9XB3Yft3CQqALLa5YjEcFEJnEEwFHK4mhmk9TmikWWykUApwk1OVbVa6HSGmBjA9Sq9Wjn5ozMchVMxKlBFsQV1FkdNXojgrOqYDARovJrcUdXDyQWKZBT1QBUNaBE0YjebX+ZKIsMGf9U/Ps53Cwf/lGd9CbQzFyXNeYQV4IZu4T5LJ2aU4U6j+LKPABzvslnudqKJfikJI6rs9zxuLSwZnpzTqNFpMBo4CepTsOlHEatip/Kekyxzof8FdAZTChTaMQCB7C8oc5gssqTrdca4GRva8W3yhrEfy6MJiNsbWyteFm1Xg0Xe5cmkeEmKLQKtHRuadVHY9SglbNUR7isoQzNHJrBzZH/bRARMmoz0NO9p+B4VToV8pX5GNJmiBiXr8yHxqBB/1b9pRPLCQBa9QI8zF4VrYpT5HrdyZ4ZgFOKyhKAQfNEEJ9vWjnsbW0FT6vRG3E6ugjDu3pgiFnlrKBajatJpVgworOoEHQjpRxJJQq8NLU3XBztYDCasNM/Gy2bO+Kp8d1/623+yyBzuDJ+Mf5Kf3ZT/GF8yBfdmCP1Xsnt0kSJk83yZVvQZjO32p75LCKiww+z7fDD3DYaidZ1YVvIN2zLD+X2Zx5ElZlsC/iKbZuGSOdweCHbLr75my/n6X3h1P2Dy7T/JvPJykYdjVt7g/p9dJWSipnPi8mvoX4fXaW7NvoJPm1vYDZ1/+CyFbf6yuEo6rviKnmbuVVlo45mbvKniV/4CH43Jr+GRq/xplcPR4txR8PzacwabzoclidsH51LoLu/9qfEIj6HOrWOntgbSs8fiKBGHZ9DcrGC5u+4SdtuNOGmE88Q7ZslfRZEXJHn+CKi+kpua1RE517lz9DCT1ZlEZ16jijpnDQuy4f7WT4LIq6O4/0ZV/YhIq1BSztid9DFrIuiS3lDOW2N3krJVdK9iauIo70Je0mllSog3ci/YTXOYDTQ2YyzFFcRJ2y1jbV0NuMsVTdKHGmeIo+887zJaJIqFiVWJlJiZaJom0wmCi0JpUp1pbCp9WqKKI0gnVEnbDWNNZRRY83tV6orSaG1/ndT0VBBeqPEt5pMJiu+13L+WoN1JZ+m5yjjf0PmcGX8Uvz7OdyB93NKRC9zKodHV3YXunfliE0A6DSCn1K7jpWUdjoOl14D2N6mL2BjB7Q2RzQ3b8scrUtL6cnAkkNr4XsB6anW/ren8pSb+bNyJfOcap0RVfVaaA0mVJhtBTVqaA0mFNaoBUcWX8TcX0JRnZgrPKcGOqMJsYWc71pc14iM8noU1zUis4J52tCcalSqtPBKKYPJnJt7JaEUFSotriRwriYR4VhEIbIq6uGbxtxtbEEtgrOqcSO1AhlmjeMLccWILaiz4vcQso3zZMN3c7u+kgU/Ui9JxQEyvThv9uZmoDqLbaHfsC6wRUwEYBGMuMNSfdjaPBYOubmJ5wNwJecKvo3/FiturkB1I7tQt8Zsxd7Evfg4+GMx1Zu+b2JrzFbsS2JhkhxFDpb5LcOKmysQVsrUxNmss/g05FO8cP0FaAz8uXwe+jk+DfkUnwZ/Ku7N09eexlv+b+FYGvPOmbWZWHR1ERZdXYTMWs5lPZx6GC96vYinr0nu8xVBK/Dc9efwZTjnB+tNejx86WE8ePFB+OSz0EVaTRruOX0PHjj3gOB3T2ecxvRT06244o+DP8bk45NxOIXFPdR6NeZfmI+pJ6aKc8iozcDkY5Ox8NJCkQuM+BPAmvZcTMGMD88mYsQqLwRmVAJg9bBHdoVi9pZAVKj4PmRV1OOezQF4q4k4yqX4EszcFICzMZKQx9de6XhwZ7DQwZYh49+Mfz+HO2+HddvZHVgaYW3rNQ1YUWKlS4zpHzG/69iER33OC9DVs6YtwDKNbyUBtvackwswH9tjEsvkWfDgXqD8TWnx/g3Yv3gMovJrMWswc6Tt3ZxxbMl4VNfrcNeAdgCAB4Z1gsFI6NqqmXAzf3r/IAzt7CY4UwDY8/RohOVU4+kJ7NYb0MENGx4ahnqtAZPNnO9T47tDpTFgRFcP4Xpecd9AHAnPx+Njubi9jY0NNi4chojcWiwax7aJvdtg8cQecHG0w5BOvBlZNK478qvVmNZfSh3BlHfZnT/RXC3JtS1rG1dlSNxqz2m8YXJtLwWgDV3IZQyHPCjNNWIRV8ax6CW36MTjlCXM5wIY3m44OjbviG5u3eDuxOc1vuN4XM+7jokdJ4qpRrUfZZUD29q5NTo27wi1QY0ursy393DrAXtbe3Rz6ybcul1a8GtdW3QV96aNSxvUamrRxoXvqbO9MxxtHcX/A4CTOYjOcvxREKcJAYDGyAtbnbYOepMeSp0SjYZGuDu5o1DFQVqWIwBk1WVZHVU6FQpUBTCRCfnKfPRt2RcZtRlQ6VXIqM2AUqdEa5fWTMcYNEzNzFoLgNN9atV63MyqwtR+bZFf04AIc/BbUrEC0wc4IyCjEhnl9cgor8ea+UPQ3MkeJ6MKkVlRj+MRhXhwJN+nb/2zYTARLsWX4O17mri9Zcj4F+LfweFm3WDhglGLrRfNptCpgaQzzNG2Mv9o1xUytzrwAekptCyR5f96SkEyyA/hJ9ZWHPQDo4GfyjoNlxbaxjqgNvcXL6pEhBKFBp3cnQWvpzeaoNYarQoOWIQHHO0lp4SsQfzHwkQm2No0ud8mA4hICFMAvHA52zuLQCWA+db2zdqLz1Nj0KBGU4NOrp1Enwo1ewLaNWsnbKnVqejSogtamIVOGg2NSKpKwvB2w8X8JfUlKKkvwegOo8W4kOIQuDm5Ce5Wa9TCM9cTI9uNRFc3XvgLVYUILg7Gfb3uEzxwUFEQKhsrsaDPAtjY2MBgMuBE+gl0du2MO7veab7AMpbMHHi/+G7fzKxCUGYllkztJcr0fReUA6XGgDem94G9nS0UjXpsvJ6OQZ3cxMYspqAW+2/m4ukJPTC2J/PTh0LzEJpTjY/nDEInD0mj+Z8AmcOV8YvxV/qzm+JX8yH1VUSftWSONP7ET/e79iH3+WacZPtmrDW/qywlWtWGbdn+bEu5yO11XZhLbDrXDwuazDWObRF7f9Hpf3Yxibp/cJlWX5L4wwe2B1GvD6+Qb2o5ERGV1Klp5CovGr3GmyqUzEVeTyql3h9eoSU/RIpxX3mmUZ8VV+hQKHOrRqOJntoXTqPXeFNyMd/Xolo1Td/oR4/vCRX8bmBGBU1e70Nfe0n5oXsCsunur/0pMKOCiIj0BiO9eSyGntgbSlUqPodyRSM9+V0YrbyQJMZF5dXQE3tD6UJcsXSRkfs5B7banA9qNBJ5fco5y3ozh9hQTXTxDeuc2+JYzrEtjpVsKZeIrn9M1NiEjwzbzVytGSqtivbE76GY8hhhy1fk077EfVYcaUx5DJ3JOEOGJvmnAYUBlFCRINo6o45u5N2gioYKYavT1FFgYaAVt1qkKqKkKuk+EBFl1GRYjTOZTJRWnUYag0bYNAaNVT4vEZFSq7yNb63T1IkcXwvqdfV0K5rytjL+WMgcroxfin/+45GTK3Oxjq4SJ/tjsDzVWqr1AJIEnps5CtnOkeexdWCBd8Cc0mPD/Kvl6dkSddrk6QdmVx8Mul90+hbt4cJaTtcwmgg5lQ0wmkjkxZbUaVDdoEOlSis43PiiOhhMhGizFjEA3Myqgt5ICM1mblKtN+JmZiUqVVqhcRtbUIvsygaEZFcLzvdqYhkKaxpxJlri1o6E5yOroh7nYosBMC98Pq4EwVnVCDbP751ajqDMKhwIyRO5s98H5yI4q1ro7AIAvD7hyO0ozg9FWTwXc4jYw9rGABcOiD4AXFrGOr8A4P0J59h6f8Jtk4mLO4RskwpI5IeylvHVd1kLGMD+pP3YFrsNb/q+KU7h4+CPsTl6M9ZHrDffGzVeuP4CVoasxLksrhUbXByM13xew9OeT4sn0G/jvsUy/2V45cYrYq43fN/Aqz6vYlsM586qdCo8fPFhPHb5MQQXB4u5Hrz4IB68+CDUev5sd8TtwMOXHsa7/lI93FdvvIo55+YIfre6sRr3nb0PM0/PRK4iFwAQVhqGO0/ciUevPCrSe75L/A7jj47HV5Ffible8HoB446MQ2hJqJhr9pnZuPfMvajR8OcfXR6NKcen4N0A6RwOJB3AtBPTcCHrgrB9EPgB5p6fi5y6HABAnaYOz1x7Bkt9lkJrNOdJF0YAu6cCwdvEuBORBXhwZzAicmuEbe2VFLz4QxSqzd+ROrUOrx+LxSavdNEnrUyJV49E40ZKubBdTy7D2yfjRPELANgVkI2N19OFFneD1oD1nmm4FF8CGTL+7vjnc7j2TsDLwZzv2rTc2K0Y+yIwcC5rz1rw+AmgvoxrgwKcNrQ0CjA0SnVH+8wAXovg1yz5tDNXcXGCjsOkuZ7zBCrTOPXnF2D9Q8Nwz6ByUcvVztYGx5eMR0qpEgvM+a6jurfE9sdHwN7WRqRfvHJnH7RwdsC4nq2s5rqcUCJceK5O9vjmiZFIK1Nhobl+7D2DOuD16X3Qzs0ZXVtxatGrd/YGEWHWEInf/fSBQbgYV4JX7+wDAOjV1hVL7+qDCpUGMwayG/TeIR0RnFWF3m1dhUjHMxN7oFKlxWNjJSEPTHkLyLgODHuM220H8v3TNXDeK8C61fHHzXVnzfd5yEOcnmLhZG1tueRhfohUeKJNX64Va2snXP7D2w2Ho60jxnQYI05haJuhiK2IxdA2QwEwV9rDvQdyFbno6c6bsZbOLeFo64gWji0Et+rh5MFHZw8xl4v5/Fzs+WgDG+F6thwNJhbcMJqMIHO+a72eNYRVeilAyBK4ZakkVK+vh1KnhIlMqNXUoqd7TxSqCmEgA4pURTCYDHC0c0RqdSoADpoCmJpIqEyAzqRDSnUKJnSagEJVIYrrecNUqCpEK+dWiCqLQp22TohqAIB3vjdqNDXwLfDFvD7zoNarcS33GgiEkJIQ9PLohbjKOMRUsBhIniKP04zijwGl8YCqnLWnAewOyEFOVQOOhOdjbM9WKFdqsDeINw53D2iHx8Z2g2dSmVggnxzfHe3cnPGtfzauJpYhvUyFGeYc7k8vJKFcqUUzRzusmT8UqaVKfHmNr3dkdw9MH9AeJyIL8a1/NmxtgLsHtrOqBS1Dxt8Of/UjtgW/i3tGXctpJo1N5qjJ43SR/w+FkTzeAr2GXZnG354mYTKZSNlo7Q40Gk2kNxhv6yfj98GP3ctbU2D0Rr2VpCIRUZW6yioViIgouy7byg3cqG+k5Kpkq/corS+1kl4kYonGIpUkj6gz6Mi/wJ9qG2utxnnleVm5pyNLIymoKEi0DUYDXci6YJVGVKmupINJB6lYJbnuo8qi6EDSAWrUNwrbyfSTdDr9tGgrtUraGr2VAgsDhS2xMpHWhK6hnLocYTubcZbWha0jpVYpzv3L8C9pR+wO6borM4iOP0mUcEqMuxhXTM/sD6eEQsklvvpSMj1/INKKili0N4w+Opcg5grKqKTZWwLpYEiuGLfFO4Pu2uhHodlVRESk1hrosd2hdP+2IKo0z5VcrKAJ627QCwcj//R/P7JLWcYvxb9rwT36OPOoJxdz22ggWt+LbdEHf3pcyA7u8+0kyXZ8Edu8Pvn152PGm8diqPsHl+lIGHN1Ko2epm3wpWGfXafsCv5xTyyqoyErPWn+jptiIT4VVUgDP7lGX3lKP+SfnE+kUau9BLdar9HTwl0hNHd7ENXU84KSUaakWZsDaPkZiYu8mlBCszYH0NmYQmHb4JlKC3eFUE4lc4GNOgO9cSyG3joRS1o9n0N+VQM9fyCSvr8p/Rj7ppXTkh8ihaYyERGF7SK68Lq0adFrmadtqmesLOX7mR8q2YpjiHzXEqnKJVvaNeZkLZsdo4Eo6gBRjrRIKLQKOpF2wmrBKVAU0MWsi1YLa3xFPEWWSjw3EVFIcQgVKqX7oDVoKbg42GrxrW6spqRKa062WFVMpfWlVrZ8Rb7VOIPRYDW3Zf6miywR59jeysneuiEgkjdhf2fIC66MX4p/PofbFK7mdBNXS+SnjZTWY4km/jGY3X8wNdF11dZbH38DLHrEFgm82gYd8mvUUDTqBU+bXKKASmNAQpECDebc2cCMSqh1Rvg11SVOLEVVvQ7+6ZwDmV1Zj4jcGsQXKZBUwnmYPmkVSCtT4XhkgYhuPhpRgLQyFY6EcSF2g9GEHX7ZiMitwZUEdu9F5dXiQlwJzsYUI7G4DgBwIqoAN1LLse6aVHLwK890XE8uxw4/c05sYx1w7X2uR5twkm2ZXszTen/KFWgAIGA9V14695J0c84uYbvvam6ryoHjjzMnm8LcKhJPAZfeAA4t4PcCsDFyI1aHrcZ7ge+JqV6+8TJW3FyB3Qmc05uvzMfT157Gs9efRUIl12C9kHUBS7yX4PErj4si7mvC1uAl75dEHi4R4bHLj+GxK4/hYvZFAFxY/oFzD+CBcw+IgvCXsi9hzrk5eOraU+IcPg35FPeevRffxH7D99lkwMOXHsZdJ+9CZFkkAHbJTj85HfeevVfkzl7Pu46xR8bibf+3xVxrw9Zi5KGR4hz0Rj2euvoUpp+cLvjdQmUh7jt7H56//rzInb2RfwMzTs3Ad4mSBvU3sd/ggXMPIKqMeW69SY93/N/B89efR62G4wCKVEV41vNZfB31tRgXUhKCxZ6LcSP/hrAdST2CpT5LhUY0jHrg6nvAtQ8k7WpVGXDuFa6+ZUZcYR3ePx2PpGKFsJ2PLcYXV1OF1rfJRNgVkI2j4QX4X0gvU2GHX5bghWXI+Cfg30V4zNnEOZytmXeErS3wUiCXyPtfAVUTX2dZx7YDJNvCA5wyZOEKfwN2PjkSQRmVeHCUOUezVTPsfnIUahp0mG7OnV0woguUjQb0bNMc7i6cAvLBvQPQycMF9w/rKOba9MhwBGRU4uVpHPw1rIsH3pvVH1q9ERN7Mz/96OiuyKtqwPCuHiKNaNmMfnB1ssdT5pxbeztbfDxnIKLyavGQ+bxG92iJBSM6w97WBkM7e5jPqzMi82oxta/EfT8zsTsOhuTjsTFm7tvZHRi+iAug953Bti5jWDzEpaUkcdnrLiDxNNCvSWH0XneyQIWF+3Z2589BUcxcL8BCI/YuPI8D88693JmvtWgQA0BH144oUBWgU3MOhnOxd4GLvQv0Jj1cHVmv11LWrpl9M9iC740l5cbeVvrnYCTe9BjNmzC9SQ8DGWBDNmKhrtPWAYBYsACgvMFcoKGhDADnzZbWlwoOdkyHMShpKEG9vh4N+gYotAq4O7kjuToZRjKKjQEARJZFwkAGxJTHYG7vuajT1iG+Mh4EQlJVEnq690R8VTwKVYUoVBWiWlONDs07wCvfC+XqclzJuYIXhrJ29OmM06jWVMMr3wujO4xGgbIAXvleADiQakb3GbiRfwNR5VGIKo/Ca8Nfg7O9Mw6lHEJ0eTT0Rj1mdOfPdnP0ZmiNWvTx6INlo5ZxilzEHj7pQfOB7hM4QC7+KG+Whj8BAFh3JRUReTUoU2rxw3Nj0aA14K2TcSACOro7Y/GknvDPqBA87ZgeLa3KSjbFm8djkVamQmGNGl8+NOxH+8iQ8bfDX/2IbcFvcs/U5rNkY1OUp0rSgEQsCViWTHSLG+/XwiJX2BS3limT8SthMlmXiiMi0qlvs1U3Vlu5XHVG3W0u35rGGqtUICKinLocKylEvVFPseWxVi7dSnUlxZbHWo1Lrkqm1OpU0TaajOSb72vlQq5UV9LFrItWKTtJlUl0OfuylWzilewrVjyqSquiA0kHrOQlU6tTaWfcTqpSVwnb1ZyrtDdhr+B8dQYdfRP7DZ3NOCv65Cny6LOQzyiiNELYbuTdoBVBKwSnbDKZaFvMNloVskpwvhUNFfS239u0P3G/GBdWEkbPez5vVS5wT/weeubaM5RVm8UGjYroyCNERx8j0prd6yXxXFrRc4UYdyQsnyZ+4UOnowrFOSz5IZImr/ehtFLmikvrGmnqBl+6f1vQbaUAm2LF2QTqsfwynYgo+Mk+fzRkl7KMX4p//oLbUM01ble6E+WaA03SPZl//aqv0NAl78/M/O4zv/lct97IoO4fXKaN1yVu9bHdoTTg42sUkcsauuXKRpq83ofu/tqf6tT84xiSVUUjV3nR2yck7d2dflk0Zo03XTTnrZpMJnr9aAzN2hxAuWZutUqloUd2hdArh6NIZ+Z3I3Krae72IDoQnCvmOh1VSE/tCxd6xkREG6+n0VsnYkXQlkqjp+VnEminX5bok16mpHdOxlFIlvTD7ptaTp+eT6RyhRSAQxHfEQV+LXGr2gYi//VEGV5Sn9p8ridrybkl4oC0sF28aFqQcpE/JwsMOqK4Y0QV0j2tbaylK9lXrIKYcutyKaRYqttLxAtadp30fiaTiaLLoq1yWRt0DZRYmWi1QNc01lgFNRHxonNr0FRZfZnVYmk0GW/Lk9Ub9bdxsrIu8R+LW4MO/2zIC66MX4p/F4drEc2y5HEatIClLFmjOS+wsfb2cb8QFj1iiz6x3mhCdEEtGvVGJJhtWRX1KKxpNB85jzA4qwrVDTpcTy4Tc12ML0GFSgtPs03RqMfF+BKklakQlMWpIhG5NQjPrcHVxDLkV/NcJyMLEV+kwN6gHDHXJu8MBGZU4mBIHgCuYbrdNwtnY4rhbc5vvJpYimMRBVjvmYYyBef0brmRgdPRRVh1OUXM9c6peBwMzceeQPP8FanAlbcBn8+BLG+2Re0D/NYCxx5nHg9gPWO/NZxPa8GhBczxhu3kdmEEcOJJ4Ogj7IYGgJDtzO0euF8M+/Dmh/gg6AOsCV8DgHNnH7/yOJZ4L4FnricAILYiFo9deQyPXHpE5M7uT9qPZzyfwYteL4q53vB7A49feRy7EnYBAOp19Zh/YT7mnJ2D2IpYAEBcRRzuOX0P5p2fJ3Jn9ybsxYzTM/BJ8CdirqU+SzHl+BRcymZ9ZqVOifvP3Y87T96JAiVzjzHlMRh/dDye9XxWjDuSegSjDo2y4laXBy3HtBPTEF0eDYDzXR+9/CgWXVmEeh3HDyRVJeGBcw/gi/AvxLjzWecx//x8eOV5Cdu68HVY7LkYJfXMyat0Krzp+yZWhqwUaUpZtVl4+cbLOJUhlaH0LfDF676vSzVzwXWA10esR6OB/y1pjVpsjt6Mk+knpc9VUcwaywVNyl7mhwK+awC1lIeLpLNA5D7x79NgNOFwWD5CsqtEl6p6LQ6G5KFU0ShsmeUqnI0pgt6cc3srZJU1Gf80/PM53GatgFeCAY1CyosdPB9wvcbCFpacztlfAn1mAt0n/uRUPxdr5g/F2J7FmDOMuUIHO1t8v3gMkksUQkt4Qq/W+OyBQXBysBO5sy9M6Qm90YTxvVuLuVbPG4xzscV4fjJzkR7NHLF6/hBklqswfzjPf9eAdnhqfHe0au6IPu2Yi3x+Sk/UNeoxb7gkF/jaXX1wPrYYT5jPobOHCxaO6oISRSOm9OWAsil922BkNw90b90c7Vpw7uzcOzojqViJh0dJNXnnDe8Ez6QyTDfn3MKjG9BpJN/nDpzLiq7jACd3oOsYqVxh9wlcr7bpfe40nHNnO5g/nxYdAGcPHtPcHOjWsgcAG4nvhSR72M6Fj/a29mjm0AwN+gYhf+hg6wA7GzvY29rDzuYnZD0BaA1aq6PepIdar4aRjGJhq9HUwEAGKHQK6Iw6NHNohqJ6DpBqqkucXZcNAiFHIYlCNM137ebWDSnVKWg0NCKhMgF6ox4Odg4ILQmFzqRDSEmI4FZ98n2gMWoQXhqOUe1HIb02HSnVvPHJUeRgWNth8C3wRZ4yD6UNpfhw3IcAgDMZZ5CtyMbZrLO4p8c9UOqUQjzDr9APiwYuQnhpOHwLfQEATw58En1b9sXJjJMILg5GSlUKFvZbCADYHrsdWXVZcLR1xNd3fo2yhjJsiOQCEANbD8Tc3nPhleclCttP7TIVHZp3APzXsWBJhifwOm8YcPpZQFXKm95Za4HqbLYBXDCk3z04E1OEj88nwcHOBrGf3gNXJ3t8eiEJVxPL4J1SjsMvsO7143vDUFWvQ7lSi1fubCJYI0PGPxV/9SO2Bb+Le8ZoJKqzTskgvdZaBpCISNdIZJAl8P4w3Jq7bDJZu5OJ2B19q01ZJkk9EqfY5CvyrdzAdZo6KlBY83Z5ijwqqy9r8na3u5TrNHUUXBRsJX2YWZNpxXMSsbRjSlWKaKu0KjqbcdZq/qzaLDqRdoLUeun8ffN96XzmedHWGDT0feL3FFoipUAVKAtoa/RWK/d3QGEAbYraJM7VaDLSrrhd9F3Cd+K6K9WVtDJ4JV3NuSrGRZRG0Lv+71rJUO5N2EvvBbxHNY01RMRu9PcD3qe1YWuFezu1OpUWX1tMh1MOi3Gn00/To5ceFa56vVFPy3yX0cKLC6lEVUJERIXKQpp7bi697P2ylDOcfIHoy+6c/mXB+VeJ1nQgSjOfq0ZJtG0Up+dVc2pZdH4N9f/4Kt23NVC4hTd7p99WPnLBjpvUY/lluhxfQn9HyC5lGb8U/64F9/xrzNP6rOG2XkO0bSTRqrZEBeFsq0hjXeQtw/jH4KdwbTnRuq6s3UtEWr2RHt8TSndt9KPCGg4Mya9qoFmbA+ilH6LIYA6Yup5UStM3+gk9YyKibTcy6IHtQUIMQGcw0lsnYunFg5GkMgeGFFQ30OL94fSNr1TLNTirkp79PoKCMqSgnyNh+fTmsRgqM3OreoOR1l1Joa+90sUPdIVSQx+fS6RriVIAUWJRHa28kCTyfomIriSU0HafDKGpTEYj6xInnpHuQ2Md0c2tRKXSDztVZnC/pgIjeSHWtWmJiFKvWOsg6zX8I62S9IVJWUaU6W21SOcp8ii9RtJ1JiJKq06zCh4yGA2UWp1qtYA26Bpuy4FVaBW31Yqt09Tdpjks6xL/wbhlE6bRG24LMqxtsM5D1uqNQjv87wh5wZXxS/HvIkHqCqyP+kb+f6OWU08AoCYH0CrZ/r/43LQrgFYBZHPd0XKlBiHZ1cipbEBsQR0AIDSnCmllKngml6GmgTWUz8QUIbuyAccipDzCPUE5SChS4Hwcux3Ty1Q4G1MMr5RyhOewtN+FuGL4pVdio1c6jOa6szv8suCbVoFtvqxLTET45EISzseViPmDs6uxOzAH23wykWjOb9wfnItDYfl491S8OIdPLiThQEgevjCnXCjUeiw9GoONXhk4F8PnhYxrrEt8+lmghvM84b+etYyPL5LuzfFF3M+Py7VBVQYcvB849QyQfo1tKRc5n3b/LInP814JnHwKONFkroP3A4cfAkK2AuB0mocuPoSFlxYKTtEn3wcPX3rYqk7rFxFfYOGlhVgVukpM9eS1J3Hv2XsFv1vWUIbZp2dj1ulZgtf0yvPClONTrPjdDZEbMP7oeMGtEhGevPokJhydIPjdQlUh7jp5l5U2ckBhACYem4g1YWvEXN/Gf4tpJ6bhet51AOy6XuqzFA9dfAil9Vw/uEJdgWc9n8UnwZ8IbeSY8hg8dfUpnMk4I93mtONY4rUEWbWc72wiE9ZHrMfHNz8W3GqtphYf3fwIPyT/IMYlVyXjw6APEVcRJ2zX865jbdhaoakMAAeTD2J/0n6QmVtV6pTYFrMNISUhok+uIhc743aK+wdwutKR1CNSzVwASDgFZEq5utA3sg52lTlX29YWUJZyfV1tPZzs7WBra4OMchUCzHV1LaUkI/NqkFNZD0d7W7Rt4QSjiRCSXQWlpsn7yZDxD8Q/n8Ntigf3cqm+gebAGxcP4JnLvNgOeZht/WYD879l7tCiofxjWLAbSL8KTHgNAOfOrp4/BBVKjagp+8AdnZBeVo+ebZqhrZkPfePuvnCyt8OjYyQt4U/vHwS/9Ao8M6EHAGBgRzc8PaE76rUGkTs7b3hnhOfWYEyPVrAz1519ekIP1GsMWDyRx9nY2OD5yT0Rml2Ne4dwbu7wLh4Y26MVnBxs0bcd85p3D2iHS/ElIscXAGYN7oDcqgbMNOvUujrbY2zPVsiqqMfwbh7cqd1AoFkb1pu2iId0HslFGrpI5eDQfjBQlQ60G8Rtx+Zc/1ddJRWEcG3HdYKbteHCDwDz7QDQTOKwhTCJOT/Wpul/lnKF5rxXg8kgdIlVOhYTsegTA0CNOTCuWsObGIVWIXSLFVoFOrl2Qp4yz4p/BSQ9Yos+sUWPWG/SI60mDSPajUBWbRaqGqvEXzeHbggrDYNKp4J/oT8+Hs+iGV55XqjR1MCv0A+zesxCpboSAUVcoCG6Ihr3u96P4OJgq3zXDs074FTGKcRVxqFWW4uH+rF29Ddx30ChVeBM5hl8MPYDZNZm4nAqF5Cf3m06pnebjis5V4QwxoN9H4Sroyu2x25HcEkwSupLcPDegwC4mL3OpIOHswdeG/4a4irisDFqIwBgWJthGN1hNA6lHMLexL04mnYUYU9wINTnoZ8jujwa6TXp2Dp9K3RGHV72fhk6kw42sMETA5/gf3NnXwBgA7wZxzx8wAbg5iauX/xmHN/oU89wbvuoZ4EHtkCl0WP+jmCodUZ8u2gk7h3aEX7pFXj2+0g0c7RD6PK74d7MAV97pWOnfzbG9WyFEy9NgAwZ/1j8xU/YArJ75m+CH5MS1Gtu73MbL64mUtdY25Rlt7vtK9KseFrSKK3d1cR8YXZttpUtpjzGKse2QddAvvm+Vq7gAkUB3ci/YZWOE1YSZsWjag1aOpNxhjJqMoStWFVMB5MOWuXrhpaE0g/JP4hUH6PJSIeSD9Hl7MuiT5W6ijZFbbKSjowpj6G1YWupQCnxzIeSD9FXEV8JPWalVkkrglbQt3Hfij7JVcn0svfLdC3nmrAdSTlCz19/XrjXdUYdLQ9cTq/deE1oHBcoC+iJK0/QqpBVYtyV7Cs05+wcq9zcz0I+o9mnZwvOV6FV0MKLC+mhCw8J2cmwkjCacHQCvRfwnhi3I3YH3XHwDjqUfIiImB9/4soTNOrQKIoqi+JOlRlM02waLH0vYg4xvXPoITEXnXqWbQFfERHnso9be4N6Lr9MwVl870Ozq6jn8ss0YpWXSGXbeD2Nun9wmR7f00QS9G8A+TdLxi/Fv3PBLYoiWt/T+h/7j+H8q0Rb7rDmGW9FcQzRrilEvuuE6WxMIc375ib5p0tc5AbPVFq8P5xK65hbVTbq6I1jMbTmsiRyn1muopcPRYmcWyLOd33zWAxllkvc6t7AbFp7JUVwq406A62/lkonIqUf8aJaNa27kkJxBbXCFpFbTVu8M0TeLxExHxv9g9Q26Igi91nrGavKOce2qZ5xeSqL0jcVm8gPJcoPk9pGI1GGN5GiSe1bjYooy9d6UVWW3X6Pq7JYW7kJbi0SoDfqb8uT1Rg0t+XA6oy62zSHZQ3i3w8/di9vzTkmndr6Mydi4Zmm3x+jgYuJNEGdWidiIizIqawXxQmIWFAmKq/mfwph/BWQF1wZvxT/Lg7XgoJwQF0N5PgBes2P9zGZgLhjQG2ulFf6Y0g8zSXILDmkAPbdzEVcYR0OheYDAFQaPXb4ZcMvvRJXEpmn80uvxIW4EuwNykWeOXd2381cXEsqw7qrqWKuVZdTcD6uBDvNusT51Q1YcyUVewJz4JXMubMX4oqx0z8b759OENqxX19Px+7AHHxwRpICfOlQNDbfyMDugGw2VKQxH3txKZDjz7aYg8Dlt4Af5kn35tKbnGN78XVuEzH3euZ5SbKvLBHYP5vt5eZ83bAdwJGHgO+bSDWefRE4NJ/zbgGuD7xrMrBnGvO6ANet/WYM8M1YoIHdv4dSDmHe+Xl47cZrYqr3A9/H7DOzRTqKxqDBvPPzMP3kdCGBmFqdisnHJuOhSw8JTvFc5jmMODRC1L4FgNWhqzHuyDj4FnCajFqvxqIrizDv/DxUqplDzKrNwgPnHsD7ge+LcdfzrmPO2TlW+aebojbhscuPIbOWufVGQyPe9n8bb/u/LbjVQmUhlngtscq5DSgMwMs3XhY5twDzqB8EfiC4Vb1Rj/UR6/FN7DeCWy2pL8FnIZ8hsChQjIspj8HasLVC1xkAruRcwbfx30Jnrs2sN+nxfdL38M6Xvt81mhp8l/id4IUBsKs65TAa9A3CFlISIvSTbWxsYCITruddF+53BzsHqPVqeOZ6srSlgwuXx6wrZC6XiKkJWzv+vpSn8P+37G7+DkQDDVVwd3FAl5bNoDOYkFBUB6OJ0LNNc7RxdYJSo0d+dQNsbW0wqntLNHeyR3W9Fgq1zOXK+Gfi37ngjnoGmLYceOQQ4OD8431sbYEH9wBjlwCjn//pucYu4Xqs924QpmV398Nd/dvilTtZz7eFswNen94Hdw9oJ3SPp/Rpg7v6t8Wjo7uim7nu7EMjO2NIZzc8N0nS/31ibDf0btsc8821bzu6u+Cu/m0xqKMbRvdoCQAY06MVurduhjv7txWBJVP7tYWrk70VTzupTxs4O9hiTA8zV9qiPfPUzdpwzViAdYrtHKUjwDVlmx5tbDhnEjZSXWCnFqxj7NgccHKVbADg5NbkvprDAixzgyTxEbM+MfSN/P9GrSgcYdEjrtFKQT236hJrDBpUqCugM+lQ2sAbm6y6LKgNauTU5Qg+N7o8GkYyIqIsQswVWBwItUGN8NJwABwElVCVgBxFjlhEQktDkafMg2eupwiMupx9GQWqApzPOs+XQIQfUn5AcnWyWJCSqpLgne8N73xvJFUlAQAu5VxCaGkotsduFwvnrvhdCC4OxvdJ3wPgRX9j1EZczb0qRDRCSkJwOPUwdifsRnotF2jfn7QfZzLP4POQz8X1rApdhePpx7EjbgcArqv7YdCH2Bm3E1dzrwIAPHM9sSl6E97xf0fU3d0asxVbY7big6APxFzL/JZhfeR67IzjTWWBsgAve7+Mt/zfQkQp38MLWRfwbsC7ePra09AYeKO2Lnwd3gt8D8uDlkuf/76ZvAmLNG80qjKB3VN402UpYhF7BPhuOrDnLjHs3VPxmPtNMFabxVcMRhPmbAvCnRv9RVH6rIp6TFrvi2kb/VCpkosWyPjn4d8VNGWBY3Pgrg///35DH+a//4WW3YGH91uZZgxqL4pkW/DOPdbFEVo2d8T3z461so3u0QqXX7cuUP/i1F54cWov6dTtbW8b16utKwLeu8vKNn9EZ7FIW7D98RHW5+7SEngjHgDx0wUA9JgMfJAP2DvxpgMAZq4CJrwuVVsCgBducBS3m7lwQssewJvmqGdLv1GLgS5jAY8mxeYf3AuUmYtBAPw+LwWyGIIl8KrnFOB5by5U0ILv4yvDX8Hg1oMxtO1QMdXmuzYjoiwCd3e7GwAXgd8/az/K1GW4p/s9AID7et4HtV6NLi26oKUzb1CWjVqGzi06Y3rX6WKu9VPWI6g4CE8N4so+/Vv1x/Kxy6HWqzGp8yQAwII+C1BSX4KBrQeimblIwmsjXoOroyse6suBTDY2Nvho/EeIKosSwU3D2w0XIhLD2w0HADzQ+wEkViViTIcxIvjrmcHP4HDqYTw+4HEAQDOHZnhiwBNIqU7B9G7TxfhR7UfB1cEVPd15Yzaj+wzcLL6J+3reJ65nVo9ZOJF+Qoxzd3LH6A6jka/Mx7A2LDAysNVAeDh5oGuLrnBz5E3RHW3vYA9AO+m7MqDVABSqCrmoPAA3Rze0cWkDtUEtxEfaN28POxs7tG/WXhR5aO3CwW9tXKTCFnBqwZ+1ZRNmYwvY2AE2JG3GLBsvkhSk1OYKWWqduWoQcSQ9EVCr5id2RaMOGr0JOoMJDVqDCFSUIeMfg7/YpS3wh/AhBh3RiaeJ9t8r5X7WFRF9P4fo8ttSgFDuTaJ9s4nijktjI/cTHXqQuUwi5p+uLSe6+IYIIqpSaeidk3H0Q5Oc28SiOnr7RBxF5UkBRJfii+nzi8lU18C8l8lkoj0B2bQvSKoxq2zU0WbvdLqZKQXuZJaraNuNDJFzS0RcEzbiO2vhjqSzRJk3pLa2gSjmMFFNrmRTlDAn21RsojyVKCfA+p7lh1mPMxqZE286Ttsg3RcLGqqt82uJmMO7JeDq1rqwJpPJire12GQO9o/DrfnFJpPJqqYvEVGjvvE2W6W60qq4vclkopy6HOv5GhW3fzeqc4TohUB+mFXMgEqjJ9/UcquiINkVKvJNK7caFphRQZFmvfK/GjKHK+OX4t/pUragNh9IOQ/kBwP5N9mW4QnkBbHLS81uNkTsAQpCgJubpbG+qzndIcr8dFsaxzxu9AEgNwgAcDq6CKeji/DJ+SRoDbxD3+iVjjMxRfjCzNMaTYRlx+OwPzgXh8OZ8w3PrcHaq6lYdTkFsQXsSt1/Mw9bbmRiyQ9R4hTePx2Pr70zhJsN2nrg8IPMt8YdYVu2H3BqMeey1phTXfzWAhdeBY4+Jl3P8SeYk71hdkuqa4C9dwEHHwAyOGcUaVeB/fcAu6YCWpX5PqwC9k7n97Dg8IPAznFAONedhaoM2DYc2DIUqMxgW9YNYGM/YPdU5ssBfBv3LaacmGLFrS72XIzxR8eL3M+qxirMPD0Ts87MErxmZFkkxh8dj7f83hLj9ibsxcRjE3Euk2vmEhHe9n8b9529T/CT1Y3VWHRlEV72fhlaI7sgo8qisODCAitu9WT6STx2+TFRr5aI8EX4F3jN5zXhilVoFXjH/x1sjNwoXMQp1Sl43fd1+OT7iLmu513H+4HvC01lANiXuA8bIzcKbrVeV4+vIr/C5ZzLok+eIg/rI9YL9zYAhJeGY0fcDpECBTA/bXFvA6xxfCT1COIrpZzrCnUFjqUdQ1WjpFWcUp2Ca7nXYCKTeEINLQlFXEUcbGxs0MyhGYwmI/wL/VHWUAZne2c0c2gGhVaB4OJg6E16tHFpA2d7Z5Q1lCG1OhU2Njbo6d4T9rb2yFHksJa1sxvQbgBzuOXJrGfeqif/GbRSfne3cZw6ZtAC2nq4OtnjrgHt4OxgB43eCJOJ0KutK+7qz0/Yltz0KX3bYrSFMpEh4x+Gf/eC26YPcOeHzNH2m822wQuAoQuBuz7moA6Ac2173QVMk4JlMPV9oPtkYMST3G4/BBg0D+g7C+jKLt+7B7bH0M7ueGp8dzjZs8t2wYjO6NrKBQ+OZO7TztYGc+/ohC4tXTDVrGfcr30L9G3nigEdWqBXG+ZDx/RoieaOdpjaT3LrjunRCjY2kDhZBxfmXu1dOGcWYI7VsQXQoiO7kAFJj7iJLjFadLA+2jmw693GVuJi7Z0A2PBrFl1iS2CVpSAEIAmGWI66Bl6gDY2stQxw8AwZAUWR4Gmz6rKsjiYyIbUmFQaTARk1vFAXqYpQri5HaUOpEIqILo9Gg74BwSXB4hT8Cv2g0qlEIJHaoMaN/BsoVBUivIx52oTKBCRUJSC4JBj5St7sXM29iqy6LKE7DEBwsmczzwIAytXlOJp2FIFFgWL+wKJAeOV74WDKQaGbfCDpAPwL/bE1dquY68uIL3Et9xp+SGEhihxFDrbEbMHBlINirrOZZ/FDyg9YEbRC8KFfR3+Nw6mHsTZsrZhrmd8y7IrfhYPJnEsbVxGHT0M+xSfBnyCxMhEAcDjlML6M+BIveb8kxq0MWYl14euwOnQ1AOa+F3suxvuB7+NC1gVxT5d4L8Fiz8VCJ3p/0n687vs6XvB6weocXr7xMrZG8zXW6+rx4MUH8cjlRxBczJ9HTHkMFlxYgPkX5kOhNX/+/l8C304ETj4j5sKRhbwxi9jLbY0C2DYS+Lo/F8cAF+oY9rkX5u0Ihsm8yO67mYs+H13FBk9pM/J74sOziXhg+03kVNb//51lyPgN+HdyuE1x53LrdrNWwEPfWdu6jgWePm9tG/8y/1lg7wQ88oNVlz7tXHHp9clWtnnDO2PecGtuddOjw63arZo7wvvtaVa2iX3aIHnVbCvbh/cNxPuzBwghDNjaAUsCAKNOCgZr0xd4N50XSItt7IvAgPulwgAAn7uiEGhl5oudWgCvRbDqlmVh7nM38GoY3yNH5jBxz2ouKt+5ifDFU+eBkligL/OoaN0beO46L8pdx7Bt5DP8Hm36cfQqgI/Gf4TRHUbjrq7MR9va2GLPzD1IqU7Bw/2YSx/ebjhWTVwFO1s7DG4zGAAL7xOR4EcB4OPxH+NyzmU83p/50OYOzbFm8hpk1GRgfp/5AIDJXSbj2cHPooVjC/Rr2Q8A86j1unrM7DFTzPXmyDdxKfsSFg9eDADo0LwDnh3yLIpURYIjndx5Mu7scifaN2+PTq4s7vFQv4dQoCoQXC4APD7gcXjmeWJOrzkAgC6uXTC1y1TUNNaI8x/faTy6tuiKwa0Hw9ksCnJnlzsRXR6Nu7pJXP3kzpMRWBSIUe2ZD+/SogvaN2sPGxsbcQ79W/WHva09BrceLMb19eiLm8U30adlHwBc4KFD8w4oVBaioytz8u6O7nCyc+InWXv+rN2d3MVrFjjZO1kdARYnaQqdSQcTmWAwGYRylth4aeqkjvUc/ARVqfk1JaAqYS5XUQS0G4iMchV0BhPSy1XQGU1wtrVDdH4NiFiB6veGWmcQqm2+aRXo1db1d38PGTIE/lqPtoQ/nA9JvUx0eCHXZrUgeBvRuVeYfyRivvHahyIxn4g4b/Dim5xbakHuTaKrH1gVSjgfW0Q7/DKFGLvOYKQ9Adl0I0USvSdVBdHNLUSVkl4yVWZwnqyuCU9bEM76whaYTETp1zl31QJtA9s0TWq3qipY07gpqrKsOVki5tia6iAbDXweTXlTbYN1Xi4Ri1TcWnBAo7pNLEOI28v43fFj/LbGoLnNdmuussagoepGa+6zSl11W7/s2mwr7latV1NSZZLV/KX1pZRabc3TJlQkUJ6iSY6tXsP/5uol/WuqLeC88Kb5utl+RImnRVNnMNIPoXkUli2NK61rpG03Mqx0wH9PHAjOpXdPxlFNvfb/79wEMocr45fiv7Pg7pzIKjfHF3G7oZrbK92IwvewLfmCZLMUQr+wlNubh0pzbR3OtgtLiYiopE5N3T+4TN0/uEznY1mo4XhEPnX/4DL1+vCKJERxZgmP23OXNNfmoeaCC6u5XZNH9FlLtuUGsS36ILe/7C4FS519yfp6ms4V8R23y1OJPm/NxRssi27MYe6zY7w0zlL0wXMFtw06vsbPW0lBVRVpRGs7EW3sLylKJZwi+syD6NgTYqqVwStp6IGhdC7zHBGxstOjlx6lKcemiCo5eYo8mnFqBj199WkhoHAt5xpNPT6VdsfvFnNtitpEs0/PFhV9tAYtLfVZSk9ffVosHnmKPFp0ZRF9Gf6lGBdYGEiLriyi67nXhe1A0gF6yeslsSjoDDr6LOQzWh26WgT9lNaX0nsB79HpdGkBiCmPoeWByympKknYzmacpS/DvxQqVwajgXbF7aKjqUdFn5rGGtoavdWqGlFKVQrtjN1pVYQhsDCQTqSdEOpYJpOJLmRdsFLHatA10On001aFGYpURXQ5+zJpDdIikVmTSfEV8dQUCRUJVgpdeqOeYstjrcbV6+opsybTalx1Y7WV8hYRUXlDudU4IrK6FiJW5Lo12IqMhh9XMPuHQ15wZfxS/Ls53KYY/yqnqox+jtsuLdnt2WUs0NfsXuw2Aegyhvlei5t14FzArQsw7FFproFzWQ+47ywA7CIe0c0D7Vo4Yai59u3gTu5o4WyPoZ3d0dzRzIdaUmWaumdbm/NjLa5eR1fWgLZ3ljSHLdysswdzrgDnxAJCgxiAlPpjOZKR3XVkAkzmVAytko8apTSuvsL6aNRxIJTJACjNovXKYkBXz25Bi7uwLIHnLpXEN+Iq4kAgIUyh0CqQUp2CWm0t0qqZg0usSkRZQxliKmJQq2Ue2LfAFzWaGiH6D3CR9aL6IvgUcFBSgbIA/oX+iKmIEUUFfAp8EF8Zj8Oph0VQ0pE0DiKy8KgA558GlwQLDjOmIganM07jRPoJJFYxH3oy/SSu5V7D2nCJR90cvRmXcy5je+x2vkW6eqwMWYnDqYfFXEHFQfgm7husC1+HnDoOXPsu8TvsTdxrJaLxYdCH2Bm/U8xV1ViFpb5LsTpstbjuGwU38NHNj/Cy98si6Glb7DZ8FvoZlvktE3O97P0ylgctx+4EDlwrbyjnwvVXFyGmPIbvTb4Pnrj6BB6+9LDgir+M+BJPXXsKH938SMz15NUnseDiAhGAVtZQhvvO3od7z9wruG+vPC/MODUDT117SozbELkBd568E9titlnNNen4JISVmovS1+YBG/syd2v53qRfA1a3A85IBSTgtw5Y1xmIO8ptowE49CCwbQTX1AVQXNeI2VsC8fyByJ8sSi9Dxt8Z/34O14IRi/jPAhsbYO426z6ubTn/tCn6zgTeTra2zfyc/8xwsrfDuVcnWXUZ0tkdCSvvETmYAIBxS1iUowkfhidOcfCRJbe1eWvg9Rhe7CxBXQMfAN6IZU7Wkjt731fAyKc4mMuCF3w4CrSLeWFvP5hzYG3tpYV93MtA674cSWrBgl2sRGXZeDg2B57z5LkGzWNb7+nMAzu7S5uRqe8DLTpxbq8ZG6ZtQGBRIB7uy5xs22ZtsXHaRpQ2lOKeHsz5zuo+C8WqYnRy7STyPF8f8To8nD2sck0/m/AZAooCBLfap2UfvHrHq1DoFJjSmfOZ5/aei/SadAxtMxSOZrGN54ewkMkTA54Qc70+4nWEloRibu+5AIChbYbi7m53w87GDoNacxGGWT1mIbgkGBM6SgL58/vMR3VjNeb24nHNHZrjnh73IL0mHeM7jgcADGo9CD3de8Ld0V1wpOM6jsPZzLOY2mWqmGtMhzHIV+YLTraFYwv0cu+F0oZS9HLnDVe3Ft3gYu+Cti5t0dy8meru1t3qCDDPnKfM40LwAOxt7eFo5wgjGQXfamvenNlZAuDABSCaHgEIkQ+LcEijoRGNhkaYyCRspQ2lIJAIZAO4klDTo96kR1ZdFgwmA7Lrsvn+VGdxNoC6mjd0zu5AfgiLnuQGiLmQ4ckbuqwbwPAnuBCGuVIXCsOB1r0RmVuDtDIV0spUKFdq0KVlM8iQ8U+CDZE5x+EvhlKphLu7OxQKBdzc3P7/AT8XYd9yBO2Ud/jJT6sCgrfy02Z/syRhTS7vrO94TFqY8kOB4iiOcLYEECWd4SfPARwQA4MWSDjBT6ztzZVz6iv4R6P/ffykCnAEZl0h0O8e6bwKws0pFOZoY5OJU5faD5Gq6mhVLInXdSxvEABAVc4/TJbzBLjUoFML6UkY4JQot86AnXlPZTRwAEvzJiIFBh0/BTu4WNvsHKT3A6fJWG0cZPxq3HoviQgGMsDB1kHYGg2NsLe1t7JVN1ajpXNLsYjqjXpUNVaJBR4AKtWV0Bg06OomCZGk1aShtXNrtG3GGzqdUYfo8mjc0fYOIe5R1lCG7LpsTOw0UZxbfGU8DCaD2BwYTAZ45XlhQOsBYnNQqa6EX6EfZnSfgVbO/J2Nq4hDRm0GFvRdIJ1/zA8shDF4vvkCa4HwPUCvaUA33rSgJI7/fY15QZJ/jDnE0qtT3wccnKHRG7HJOwMd3Z3xbBO1tr8Kf9hvlox/L/5Sh3YT/CF8SFmSxMmmm/m8m1u4/XlriQ89/DDbDjzAbZOJaE1HtgVuZFteiDRXmZnPC9jA7Q29pff8YT7bTj/PbY1KmssSHJJ7k9ur2rIgBRGRv3muXVOkufbfyza/L7itrmUe9zMPKTgqL5g536/6SgFUQZvN/O6T0lwH57Et7hi3G6qJvh5ItK6rFIyVH0a0uj3R7mlCdP77xO9p2MFhVpVt3vZ7myYcnSD4yR+rPBNbHkuzTs+i1aGrxbiT6SfpvjP3WVXEWRO6hh6//LjgVus0dfSK9yu0ImiF4FbTqtPoec/n6VjqMTHueu51esn7JVH9hogr23wU9BGptHwfGnQNtCpkFe1L3Cf65Cvy6dPgTymkWAouu1l0k74I/8KKszyVfor2Je4T3KrOoKNDyYcouDhY9KloqKCDSQepRFUibGnVaXQ246yVuH9YSZjVOIPRQDfyblhVFFJpVeSb70tqvRSUVlpfStFl0dQUWbVZtxV0SK1OteJNdQYdZdVmWfVp0DVQRYO1MEmdps5KyIKIKxn9WFDWrZCFSWQOV8Yvx7+bw23ZA+g6Dmg7EOh4B9u6TTTzr/dIT389p7LbtafZ/Wdjw+ktdo5AJ7MEnntnwKUV1311Ncs6tu4DwIZTXyxwNz9dWGrt2jnwk6eNrcTJOrjw+zk4S5rDduangSZPNZb8VcG/moz8VE0mwOwGRGMdP6VqlIC5biyUxdZHQPBg4thYy/ysVsFPyABQkcy5tOXJgJnziyqPgolMiCqTBDkCiwKh0qmECH9OXQ5Sa1KRXpuObEW26FNcXyxqtQLMyRaoCoRNY9DgePpxJFYlwq/ADwAQURaBoOIgXMy+iDxFHgDgdMZphJeF49v4b8VcO+J2ILg4WPC0JfUl+Db+W1zIvgDfQi5Q4JXvhZMZJ7E5erPQY96dsBtnM89a8bQrbq7AkdQjokhCTl0OPg/9HJujNyOoiEVOzmefx/rI9XjN5zXhgl0bvhZfRX2FlSErxVzPez2PT0M+FeeVUZuBF71exEveLyG5iqmJw6mHscx/GZ659ozVObzh94YoZm8wGfDo5UfxjOczQmc5sTIRD158EAsuLBD87qGUQ1h4aSFe9JL40A+CPsD8C/PxTew3AFgcY8GFBbjn9D1C3CO5KhnTT07HvPPzxPWcTD+JiccmYsXNFdJ5Ba3AmMNjxGfWoG/A3PNzcefJO0XhhLSaNEw7MQ0vXH9BpAVdyr6EyccnY2/CXjHX6tDVmH1mtiTSoa0HDs4Fvr+Pv8cAUJkO7LkT8GwizZp0hnWX065KNr8vmOO1fHdlyPgH4N/N4To2B573srZ1HQO8n2Ntm/g6/zXF0xcAo15aCD26Ae+k8cJpsQ1eAPScZi3ef/8WYOq70oJr7wS8GsILokVzuPNI4PVoDnxqbl6EJy8DekyRCggAwBMnuUpPdzM/3Lw1c7LqaskVN+A+4KlzvBGwuJRnfM7BX024VTx1lrmwIWbt6Na9eX6tEuhtzv0c8RS7ntv2F4XhPxz3IQa1HiTySgFg611bEVMRg0UDmRMf3m443h39Lkxkwsh2IwEAiwYugkqnwriO48S4t0e9jdMZp4WesbO9M5aPXY6kqiQ80PsBAMCkTpMwt/dceDh5oLcHu80X9l+IfGU+ZnSfIeZ6dsizOJNxBo/0fwQAc5pze89FaUMpJnaaCAAY33E8hrYZii6uXdDWhV2qs3rMQnR5tOByAeDenvfCO89b8MIdmnfA4NaDodAqhL5w/5b94WLvgj4efeBkxxzpgFYD4FPggwGtJT68l3svxFfGo4d7DwCsS+zq6AoTmUSe649pELdwZPERVwfOA7WBjVCEcjB/3wgE4swCsbBZqhOpDWoxl6UQRJ22DgC7n2s0NTCQQShnlTWUQWfSoaKxAhqjBs0cmiGjlsVHLEeAA9wIhKSqJMztPRdVjVWCs81R5KBLiy5IqExAjaYGkeWRUOvVcHV0hV+hHxRaBW4U3MCLw3gzcDH7IjRGDQKLAnFH2zuYarHwuKXx7GJOvcQ53iVxwMzVvCkO3w2UxACRe/n7btABAV/yuKQzwGRJgUyGjL81/upHbAv+cPdMRTpR8HYp55aIKNufU1ssMJmIks4RFUZJNm0D91E2yadVFBOlXbOu9VmeenvN16Io65qvBj3P3bSWqEbJObBNUV9lnb9IxDmxt9YgbbhFU9Zkss7nJWItZBm/C27VICai21Jg9Eb9bbmtSq3yNluBssDKfawz6ii1OlW4sIk4NSetOs1qXFp1GhUoJFe00WSkm0U3rdzhNY015J3nbeUKTq1OJZ98H6u5PHM9KbY81uo8j6QcscqnTa9Jp+8TvyeFVvp3eTXnKh1LPSbcyhqDhnbF7SLvPCl3vEBRQF+Gf0mJlYnC5p3nTWtC10j5wCYTkc8aIu+V0r8lZRnRmReJIvZKJ5rpzTn0uTclm/8GtjXJhf+zIbuUZfxS/HcW3J2TzLmzr5vfsFjKd029wrbEMxK3ask1vfwO276bKc1lycMN/JrbtflEq9oQrXQnKjJzbklnzfxuH2mhtOT0nntFmmv7aLbFn+R2TR7nu67tzPMS8YK/0p0LLFhw5T0eF7CB20Yjc6+r20n8blUW0Zc9+D0s/G7KRaI1HaT7QERbo7fSxKMTBbeqM+hoidcSmnduHhWruLh8kaqIHr74ML3l9xYZzD+OwUXBNP/8fDqUfEjMdSDpAD126TGKq4gjIl6APr75MS3zXSbyVisaKuh1n9dpZ9xOMS6pKone8X/HKv/0UvYlWhm8UuR6mkwm2hO/h3bH7xY/9kqtkjZFbSK/Aj8xLrMmk7ZEb7HKWw0uDqYDSQes8kgvZl2kG3lS0YcGXQOdSDtB2bXZwqasbqTkm8WkbZQW27TqNPIv8KemCCsJs+JN9UY93Sy6abXQKrQKiiqLuk1EIl+RbzVXviLfaoEj4nxjQ5MNns6guy1PtlHfaLWIE/24KEbTeWT8esgLroxfin83h9sUnYZbH53cmJd1aC65f906M4faoj1HIwOifJzgbQHOhwWkKGRbex5naye5m38s+PtWXWIiibuySOBplaxNrKuXcmVr8wCQVJwAACrMBQ3MGrQwajmi2aCRXqtMAxprgKoMTrMAuPCCXg1k+4qp/Ar9oNQpEVTMfGVFYwVCSkKQrchGXEUcACCiNAJpNWnwzvcWubMXcy4iqy4LJ9JPiLkOJh9EUnWSyFHNqsvC+azzuFFwQ9RWvZZ7DX6FftgZt1Pwh7viduF63nWh2UtE+CT4E5zJPCOKv8dWxGJb7DZsj92OmArONT2Wdgz7k/bjbf+3RVGB1WGr8V3id/gq8iu+pUYtXvN5DRujNuJ0xmkAXBhgxc0VWOa/TOTO7orfhdVhq7HUd6m4nut7k+B3KA0hZ1j/WalT4smrT2Kp71J45TFd4V/ojxe8XsDjVx4XWsLbYrbh5Rsv4w3fN8Rcr3i/gsWei7EnYQ9/POpKzD0/F/POz0NqNX+O/8fed4dHVa1fr0kPSSAQeoDQa+iigCgKgoIggoiIXkVQseDFhg0VFAuiqKg0EQm9hCQQEhIgIY303ntvk8kkM0mmz5x5vz/2zJ4c4/3pvZ/tXvM+zHOYnbP37HNm5uwz73rXWrF1sVgWtAwPBT8EowWT35uxF8uCluH9hPf5WE+EPYEF5xdwc3mZRobFFxZj0YVFHK9OqE/A7NOzsT58Pe/3bea3mH5iOtdnJiI8c+0ZzD09l3On5Vo5lgctx5rLa6AyMFpQYkMiFvov5OfU+l4vCVjC8Xciwrab2/BY6GNoUDH+dquuFc9cewbvxL3DqUhZsiw8GfYk165mb+5J4MRKEacbER8AQc/bjDQ0rcDFF4HE/bZ9mvKBoOeAqpvoju74q8f/NobbOVZ8x0zkrRQfZ3dgcxrDaa2G6sNuA14rZkVNVqrMnVuBSatsizIArA9h2q/9LB64PQcDm1NYQZOVruO7itEbenrbFuHle5mAho+F5ymRMN5vc7GNAztwMrA+1PJ/C8d27j+ZScHgGbY5rDzIBAQmrWLPHV0ZTisrBGY8wdrGLgGWfsH4u1bu7Pw3GB1ptE1LeMfcHbhWdQ2PT2BGDd7u3th22zY0aZo4bnrv8HtRrCjGUI+hHHvc6LsRglng+CsAvHrLq7hedZ2PNcZzDB4Z9whURhXHcxcPX4yEhgSM7zOeU1MeHPMgajtquaayRCLBQ2MeQoo0BfOHMt3p0b1HY3LfySAijPZkOsG3DrwVXi5eIt/ZOYPnIE+ehzmD2Xl2snPClL5TUNhayDm3QzyGwNPZEy4OLhxTHeU5ChJI+NgA0LOvK5oq29Gznysfy9PFE3KNnFNh3B3dYSexQw+HHpwKY+XCWrWS2UFBFAIJEMwCBBL44tpuaAeBoDaoOU7brGkGwBZVa9Sp6kAg1HewwrhWXSu/EZJr5RjoNhAlihKYzCYUthbCTGbYSeyQ0ZQBAiFTloknJz0Jg9mANGkaTGRCTnMOpvSbgpLWElS1V/HXGd9nPGLqYiDTyHCl8gq2ztoKwCZMElYZhruH3Y1WXSsvropviMfDYx9GcmMyF8F4dsqzGN5rOM4Xn0eGLAPN2masGmP5/EZ9wor8eg0BHviWFffd/JL9bfRC5lud6w9knWRt0x9jnN6oT4CiEHaTuSkW3dEdf+n4U39fd4r/ivRMcynTg+0cjbkM57WGUS/WSiYi0quYN2zn0Cq7eMWKdJGt8VPctjv+4+iMjxKxtOxPcVmlTinazyyYSaUQv08qg4qa1GKd6dr2WpHXr9lsptzmXFGKt13fTunSdFGKt1xZLpKNJGLp7844qtqgptDyUJEWcpmijILLgkXzj66JFuG0epOeThee5ul9IpaaPph1UCT3GFMbQwezDnKKkGAW6EjuEZFUZZO6iT5O+pji6uJ4W1JDEr17810u2UnEIIXt8dupXd/O574tbht9nf41P+685jzadG0TXS6/bDvo1CNEPy61QTKCiUEvxx+0fXdaKpgsaic4hPIvEn09hSjJJgn6R8V/xTWrO/5S0b3g/tqoz2CY70eDbIVQVk7v0ftt+51eK+bv6tVEX05iGG+NRVe3JoXhxHun2xbdpENijJmIyH8De83cAPZcq2R47J4JRMo627x2j2IFJNYLefZ59ppWjWgi+jT5U1p1aRUvwlEb1PRixIu0OXIzXxQqlBW0Pmy9CFu9XnWdNoZvFGkCH845TK9GvcoxRJ1JRzsTd9JXaV/xi2pNew29E/eOaAFIbkimHQk7REU/QaVB9E3GNxxbNZgMdCj7kIir26xppv2Z+0UFRIUthXQ09yi/sBMxPm3ni7hgFuhy+WXRgqbXGKkoqZHUbTYst61ZQ+WZMhIE20Ioq24nWbVtbCKihlKFqJ/JKFBjuZJMJtsCrVUZqLVRJeqnUupI0yHWIG5UNYq4uoJZ6GIuYBJMXXiyRsHYzYH9i8Rf/prVHX+5+PtguP+/YbbqEguddIkt2JJVIxbopEvM0oAw6VibYLDZkimrGebaVmvj00ot3ERpJwyrNoW9Xj3ju6KtjuGx7fWAvJi1VScC6mambmXhziLvAhs7h2GfRISzRWdRoihBVC3D2/Jb8hFTF4Po2mgUtDDMN7QiFGlNafg++3s+hcO5h5EsTcbxfMYrVRvV2JuxF9eqr+FKBeNFJtQn4FzxORzJO8IpJX55fgguDxbxXT9K/ggXSi5wPq1cK8d78e/h+5zvEVYZxuZQGYpvM7/FG7FvcAP6r9O/xv7s/SJ+6MtRL2NP+h4+VoOqAS9EvoC3497mvrNBpUF4O+5tPBX+FDegjzlbjIijBYjwK+BjBX2ZgbCDuciKYJzOlgYV/D9Nhf+nqWhpYBhmflw9Ar/IgP+uVN4v6mQRAnanI+Y0ey8EwYxzH6Xg9I5kVGY387FObEvEqfeToGlnWs+Xyi5h0YVFeOa6jTu77eY2zD83n59ng2DAquBVuPPcnchvYfzdCmUF7jx3Jx689CCnAwWXB2P6ien4LOUzPtbHSR9jzuk5HFvVC3o8Ff4UHrj4AMd3y5XleODiA3gj9g2OfUdUR2B50HL4l/jzsQ5kHcDakLUcYzYIBmy7uQ3vxL3Dz2mjqhEvR72MEwUn8H/F+eLz2JGwg+PcJrMJ32R8gx9yO9llquVA+DtA6XVbmzQXuP6+pZbBEkWhQMK3DBICWD1E2lExV7c7uuMvFn8fDPf/N4bcAmyKYdzZXha/2/lvMVlH707Y6tpTTCt2nEUTuEcfYEMY0N4ITFjG2nwfYhcIz2E27uyinUD/ScDYe21jPXKcaRxbDRcGTAIePMAEA0ZauLMzn2QiFoOm2HDnBe8xCccZTFhBIpFg+5ztSG9KF/nOPjr+UdhJ7BgnEsDKMStRrCjGbQNt3NmNvhtxpugMHp/IMFk3Rzc8MfEJFLUWcXx3xoAZuG3QbfBw9MCIXkxy774R9yFFmoKlI23ayMtGLoN/iT8W+TD82NPZE3MGzUFNRw33ip3cdzL6uvbFMI9hnJs6c8BMhFSE4NaBt/KxpvSdgkZ1I3y9GM7d06knBvYYiDZDG4a4DwEAeHt4w0HiAG93tgUA994ulq1Nz9rV3QmqVj1c3Rn+au9gBzsHO/5/ALCzZwCsnZ0NiDWbGMZqFiwFcmbAaGA3YwadZasVIJjMMJsJRj1ra1CzgqKf1SVuZ1uNUYOa9hqYyISqtipM8pqEirYKdBg6oDKo0KZvg6uDK1KlqTCZTTazAAAxdTFQGVVIbEzE3cPuRpO6CWlNTLgkpzkHA90GIrEhEZVtlahqq8KOOTvQw7EHLpVfQlV7FQJLAvHw2IcBAH75ftCYNAirCsMErwnIac7hOO3KMSsxa+AsXCy7iMiaSETVRuHxCY//rAyo1qTFzqSdAIARvUbgyUlPIrEhEYdzmTDGPO95GN9nPJDwDZC0D8g6BbzFjBNweQu76VRUMT1vdQtw7nF2A9zDi2kvF4UCIS8DkAAv59o4793RHX+l+LN/YlvjL5ueMZuZtV1nPqsgMP5s5xBMYl6utW93/Cbxc2nUn1rFGQRDF1qMQqsQpW6JWArZ3Cl9bNCZSCEV82nbW7TU3iJO50or20SpYaPeRDUFLWQ02N53pUxDNYXi1HBdUStJK22fa4PJQJfLL4voQHUddXS++DyXpSRiGGlgSSDHlAWzQOeKztGNaps3c7Ommb7L/E7kT5smTaMv074U0YbOFp6l7zK/417F7fp2+iTpEwosCeT7FMgL6I2YN0TwQWBJIL0W/RqXk9Sb9PRO3Dv0VuxbnOdboaygJ648Qd9mfEv/V7wf/z49dOkhjvm2aFtozeU19FT4U7b3rSKGyZQGb7F1jPqUQTlpfuy5ycCw3E+HsRoKIsaz/3Qo0TczWc3EHxB/2WtWd/xlo3vB/aW4+i7DVjtfAI7ez7BVK3+3rYHxbb8Yz0zgiYjKIhkn9vRaW7/YPYwDa8VWBYHo1CMMb5Xms7Z2KdGBeUR+y2xm71UJDLuN+NA2VuJ+5vFbzvigglmgHQk76Jmrz/ALrUKroJciX6JPkz/lC1aOLIc2Xd8k8oq9XH6ZXol6RVSosz9rP32S9Am/qLbp2+ijxI+4zy0RMyv/KPEjypfn87abdTfp6/SvRTzSc0XnRB6zGqOGjuYepYymDN7WqGqkY3nHRHq/ObIcCi4LFhUxxdbGivSFBZNAZelNosVR06GniuxmMhlt/ZQyDUkrxJ8teV1Hl0VVVt1OBr1tATXqTV0wWZ3GKMJyiYi0HQbRwktEpFN3LXgzGbqFSH63MBn/0Jvcv+w1qzv+stGN4f5StDG9WJEusTSXYatWvquyBlDLgI4G2351aQxTrYyz9SuLYJhtmcUC0KBitmRttUB1PGurT2M4bmWsDbMquMiw2/SjtrGSDwFNeUD2GQCMMnKh5AISGxNxs55xEmPqYhBVG4VThafQqGbpy2MFxxBfH4/9WTYu4+epn+N69XWcLGCUi3JlOfZn7cfpotNcSzioNAhni8/i/fj3ubfql+lf4mzxWexK2cXHejX6VfyQ+wPH8zJlmdiZtBM7Encgt5n5zp4oOIE96XvwfMTzvN/78e/j87TPuZaw1qTFU1efwjs33+Gc3lRpKl6IfAEbrm5AbUctACA9vBrh3+fh0teZfKywA7m4sj8HiReZrrNeY8S5j1Nw4bM0VOczacP6YgXOfpSCsztToFMzHDDtShXOf5KKK/ttOPrlb7NxekcycqLY6+nURpx6PxHH30mAvI5h+A2lShx98ybO7kyBYEkzp12pxA+vxuHm+VLRWN9viUFVjpzP6/QHyTjxXiLUbRY8tLwNR9+4ietHbZaQ54vPY6H/Qu5XCwAfJH6AlZdWolTBxm/Tt+Hpa0/j5aiXuS9wYUshHr/yOI7kHrGdm8owrA9fzzWVAcbzfS36NY6tqo1qvBf/HtdiBoCqtiq8GfsmbtTY+NsxtTHYnrCdc24Bxov+LvM7TnPSC3ocyDqA8Mpw/O5h7yByueqO3zf8/PwgkUiQlpb2yzv/F0R+fj5eeOEFzJkzB25ubpBIJIiOjv5NX6Mbw/2lWPYVM6QfbdPxxROXGKY0zeKvO+w2YOX3TPjCKqwx+wWmu2zVPAaA+/ewBdKCrcKlJ7DqMFu4p1m8W8csZlaCrr1t1n1zXmQiGOPus421+CPGS5zLhBUGug3EM5OfQb2qHguGLQAAzB8yH/cMuweD3AdhkBuzcXtk3CNoUjfhobEP8aH+MfEfuF59nfNph3kMw91D74ZSr8SMAQyfnjt4Lob3HI7JfSdzbunCYQuRK8/lmCwA3D3sbsTXx3O8dajHUHi7e8NOYochHgxbneQ1CY52jpjWbxrvN95rPBIbE7kusaOdI4Z6DEVVexXv5+XiBVcHV7g6uHLN4R49nURbAHB0YR9rZ1e2lUgkDIOV2LBYIgIIvGAIsOGvVqwVAF+MtSoj/5tebYLZTLyto0ULs0BQKfQQTGbYO9hBXqcGAMjrVXyspqo2mM2E5toODJ/SF+1yHRSNbD+FVAO3Xs6oK2qFpt2A8vRmLHqK9QurDINMI0N4VThWjlkJo9mIgJIAEAgxdTEY03sMMmWZSG5MBsDw4HF9xiG4PBjZzdmobKvExsnMI/hI7hEUK4pxuvA0Zg2cBZlGxouWbve+HavGrEJUbRQull0EAKwYvQJDPYbiaP5RXKm8gixZFv98fZj4IWRaGRztHPHu7HdR3V6NT5I/AQCM6zMOi3wW4XL5ZezP3g8JJJgzeA7Xk+6O/zxy69oQnF2PVrURHi4OWDxxAOaO7vvLHbvj/4y0tDRcvHgR06dPx8KFC3H58uXf/kX+7J/Y1uhOz/y94ud0ia3Sj9YwmAxdJA6VOmWX/ZQytSidazSYqLlWjLGrFDqS14t5zrLqdmprtmG+gkmgqjw5aTtsqeCOVh2jDHWi/jSWK6kqz6Z1bTabqTilUZSyVrfpKftGjShlLa1oo8zr1aKUdW5MHWVF1vCUv1ZloPgLpVSRZUut5zXn0Y6EHSJaVGBJIG2P306tWiZBqjfpaWfiThHftVJZSS9FvkQBJQG8X3hlOG28upGn5c1mM32c9DFtur6JQxHNmmbaGL6R3ol7h8tAJjUk0YqgFfRDzg98rL3pe+m+C/dxOU6dSUdPhT9FDwQ9wHm+pa2ltODcAnr66tP/c5KSf/Q1q1qupgf33SSfN0O6PBbuiabsWsUfMg9rHD16lABQamrqH/q6/z+h0Wj+5d+ETnU6/v7+BICioqJ+09fvXnB/bciKGN/18EImbkFElHWWFW5Y/WqJiMLeZjxZC7ZKBi3RiVVE3y/g+G5NWw2tvbyWtsdv590iqyNpzeU1dKXiCm87nHOYNoZvpAplBRtKMND2+O20LW4bLxiq76inV6JeoXNF53i/lMYUei36NZFXbGBJIH2Y8CHX9jUIBvo241s6nn+c79OsaaYvUr+gpIYk3lbYUkh70/eKhBIiqyPpZMFJfgEVzAJdKL5AN+ts4vId+g46U3hGVBhU3VZNF0svikT1s2XZIq9YIqKa/BZREZPRYKKqPLlIz1jTrqfGcrEhQJtcI1pArW3GTguc2WymjlYxbiuYBNJpxDcAJqMgWmSJSMTT7Y7u+COvWbWtapr10fWfXWytjwnvhVFOrfKXB/uN4tcsuFqtll599VWaOnUq9ezZk3r37k2zZ8+mixcvivZbsGABjRs3rktxpNlsplGjRtHSpUt5m16vp507d9K4cePIycmJ+vbtS+vXryeZTOz37OPjQ/fffz8FBATQtGnTyNnZmd58881fdWy/14LbjeH+2mjIYnzXujRGwwGA0qtMA7ko1LZfzjmG45ZcZc9bKxhmW58G1DHcLLY+FnkteQgoDeBateeKz6GgpQCnC0/zofZl7UOyNBkhFSEAmB9qQGkALpVfQqaMYZYXSi7gevV1EQ9zb8ZeXK26iv3ZDKfVC3psT9iO8yXnOQ4YWxeLQzmHsDt1N9cSPpJ7BH75fng7zuZF+l78ezicexh7M5jGcbOmGS9HvYxdKbu4ju+1qmvYkbgDL0a+yH1av874Gh8nf4xXom3Wac9FPId349/FoexD7JSqGvBk2JPYdH0TxxRLU5sQ/E0W/D9N5SnemNPFCPk2G5HHCvlYF3anI2B3OvJiGWbeLtfi9I5knNqRBIWUpWlLUqU4sS0RAZ+n835xZ0tw7O0EJAYxfJeI4L8rDT++FofaAsb7Vco0OPrGTZx8Pwl6DUsbl2fKcGhzNK79kMfHSgwqx8HN0SiIZximIJgRtCcDx96Jh7JJ02leSbj8TRYEgeG71fktOPFuAtKuVPGxMq5W48yHyagvVvCxrh3Jx+Vvsnhau0ndhOeuP4cvUr/g/TJlmXjm2jNc1xlgmO8rUa+gXsXOjZnM+DL9S3yW8hnHVhU6BT5M/JCnjgHGzf4w8UMUtxbztsjqSHyd/jXURjU/X6cLT3NNagDoMHTgcM5hrsUMANXt1fDL8+N2gACQ0ZSBi2UXuWQlAFyvvs71ugEwvfHcC0Bbp5oJlYx9x0wGW1tziY2f/jeIT64UQtah/z/30RgEvB2U83/u80eHXq9Ha2srXn/9dVy8eBFnzpzBvHnzsGrVKhw/fpzvt2XLFhQXFyMyMlLUPywsDOXl5XjxxRcBAGazGStWrMCuXbuwbt06hIaGYteuXbh+/TruuusuaLVaUf+MjAxs3boV//znPxEeHo6HHnoIf2Z0Y7i/NnxXsaIoTx+bocHC95kP7eROb+KDB4DSa8DtFtH6ARMZL1an5HrJy0YuQ1FrEcb1Hgd3J4ZFPjvlWTjZOeHRCY/yoV6Z8QqSpcl4cNSDbAp9fXH/yPshmAXOnV0yYglSpCncAxYAVo9dDZVBhZWjVwIAnO2d8cCoB5Anz8M8b+aRO7nvZIzpPQaezp4Y7D4YAMPwQipCOEYHMOy2sq2S6yD3dO6JMb3HoFHdyDWHR/QagR4OPTDAbQDHVq1/66xLPNRjKGo7ajHUg3EkXR1c4e7kDo1Rw7E9px4OgARwcnXgnFcHR3vL9l/fH5oFAgnMK1YwMVxW08Yu0Oo224W6Tc4Kvtqa2RfTbCYoZVrLVoOhE/ugvVkLvcYEvdYErcoI5x6OaKpoh9lMaCiziZzUFrZCMJlRV6TAxNsHQ9dhREOpEgDQVNkGzwE90FjeBoVUA4VUA02bAR59XFCWLkO7XIfCxEbcsnQ4ACAvph4drToUp0jhPa43lE0alKY2AWAFXqNm9EdkTSTiG+IR3xCPZ6Y8g17OvXA8/ziSGpOg0CmwePhiAMDu1N3QC3oM7zUcW2ZsQa48F0fzWMHdnUPuxJzBcxBQGgD/En8ElAZg2chlcLBzwO6U3ciQZaBB3YCD9xyE0WzEazGvQSABvZx74Snfp5AqTcWnKZ8CACZ6TcREr4k4nHsYR/OOol9RP9xYw4qq3ol7BznyHJQoSvDJHZ9AZVDh6WtPw2g2QgIJVoxegRs1N/Bq9KtwsHPA9dXXmUb3jZ1A4nfAwCnAc5aCw9OPMD/c27cAiz4EOqTAoTtYUeJTYYCP7bP/vxhN7Tpcy2/6Vfvm1bcjs0aB6cN6/86z+nXRq1cvHD1qK/YUBAELFy6EQqHA119/jSeeYLrvy5Ytw8iRI/Hdd9/hnnts9TLfffcdRo0ahSVLlgAAzp8/j/DwcAQEBGDVqlV8v6lTp2LWrFnw8/PD88/bijFlMhkKCgowduzY3/tQf1V0L7i/Nuwduxpd9x4O3PeJuG3sYvboHHe+Lnray7kXdt6+U9Q2c8BMzBwwU9T2xKQn8MSkJ/hzJ3sn7Lpjl2ifMb3H4OTSk6K2B0c/iAdHPyhq+2jeR6Ln/Xv0R+ADgaK2ed7zELc2TtT2ysxX8MpM23E72zsj4IEALoYPsAKZuLVxsJfYw96OLY5rx6/FkhFL0NOpJ++7b+E+KHQK9OvBzOB7u/RGyMoQGM1GbojgM8kLj384Gy5ujlx04o5HxmD8nEHoO9Sdj7X6zZlok2kxcCRbqD0H9MCabbNAROg7hO03ZcFQePRxgdcQW7+FT05AVa4cI6exOdjb2+HBV6ajpV6F8bMHAgCGTfLCwvUT4OzqAM/+zFxh5tLhcHZzwJBxffhYC54Yj7J0GXzvZEIobp7OWLh+AtrlOoy+hd2UjZrRD60NPvDwcoFHH1ZsNvM+HwDA6Jn9bed+zRiUpcswfREzyegzyA3TFw+DTmXEMF9mrrB4+GKkSFMw2nM0v0FZN2EdWnWtWDNuDR9ro+9GxDfEY+kIJjoytvdY3DnkThgFIyb3nQyALbwh5SGY1n8aN7q/b8R9qO2oxb0+THzF0c4Rdw+9G1nNWZg1cBYAYKTnSHi7e8PJ3gne7uy4p/VjY9wy4BY+h0l9JyFHnoNJfSexz42DM4Z5DENtRy18erLjH+A2AE52Tujj2gc9HCymIh6DxFvAJg5j3do5APZOTGXKwSZg8r8aMcXNMJl/xn3sX8SNItlfZsEFAH9/f3z99dfIzs6GWq3m7S4uNmMPOzs7bN68GVu3bkVNTQ2GDRuG8vJyhIeH44svvuBiKiEhIfD09MTy5cthMpl4/2nTpmHgwIGIjo4WLbhTpkz5yyy2ALqLpn4pTheepsX+iym0PJS3bY/fTg8HP8yx1VZtKz199WnaGrOVCwvkyfPoiStP0MmCk7xfSHkIbby6USQm/3X61/RW7Ftc8KBD30Hv3XyPvs+26SCXK8vp7di3RcLxUTVRtDNxp0hE/1TBKTqUfYhjq1qjlg5kHaCIapvna6OqkfZn7hd5vmY2ZdKxvGMi3d6I6giRobhRMNKlskuiwh2lTklXK6+KTNjrOupEGDARMzGvVFaK2nJkOSKRB5NBoObadhGGo9MYu/Bk1W16EZZLxPDczkIWZrO5yz5ms7kbg/0d46fGEETURQfaIBi6FrzplF3ESqilQmzaYdASNRWK92lrYH7Pf2L8UdesH29W/J/Y7U8fHwTn//Kgv0H8Ggw3ICCAANDDDz9MQUFBlJiYSKmpqbRhwwb66fKjVCrJ3d2d3n77bSIieuWVV6hHjx6kUCj4Pvfccw8B+JePBQsW8H19fHxE2O+/E78Xhtv9C/cXIqQiBA3qBoRVhmHpyKXQmrQIKA0AwHDQEb1GIFWayqX1npvyHEZ6jkRQaRAyZBmobq/GYxMYfehQziFUtlWij0sfTO03FXUddZySMXfwXCwftRzXq68jqIzhrCtGr0D/Hv3xQ84PuFxxGbnyXMxbyVLC78e/D4VeASd7J7wx6w2UKkp5qm98n/G4c8idCCoLwr6sfbCX2CPh0QT0cOyBz1M/x7Xqa0hoSMCJpYwr+1zEc1Ab1TCYDXh68tMoaCnAy1EvAwBOLz2Nyf0m40zRGexO3Q0PRw/cfPQm7CR2eOfmO4iti8XykcvxyR2fwGg2Ym3IWij1Snwy7xMsH7UchS2FWBu6Fg4SB1xeeRmD3QfDL88Pe9L3YHLfyTh9P8Osww/noSpHjluWDsdtD4yEySDgzAfJ0LQbsGLLNHiP6w1pRRuC9mSgR08nrNsxG47O9siJqkXcuVKMmTUAizeyX1PXjuSjLF2GBf+YgAlzB0GvNeH8J6kwaE1Y/eYt6NXPFbLqdlz6Ogte3m5Y+eoMSOwkKIhvwM3zpZi+eBhm3c8kKiOPF6K2oBX3PuOLQaN6waAzIeS7bJCZsGzzVDj3cERLvQrXjxZg8GhP3LmW3U0XJ0uReb0Gty4bwX9NJwaVoamqHQv+MQE9+7rCaBAQdaIIDk52mL9uHOzt7aCQqpEQWI6R0/piwlyW6q/KlaMosREzlwxHv6FM7jL7Ri0UUg3mrhwFJ1cHCCYzUi5XwNXDCdPuYb+SG1WNOFZwDIt8FvHsSZYsC9G10Xh84uM8q3C16iqaNc14dPyjsLezh9FshH+xP0b0GsEtDhU6BUIrQnHX0Ls4TatCWYHs5mwsHbkUzvbsl2aqNBUCCZg9aDZcHFxARPx7MqznMDjaOUJj1CBVmopZA2fxX+qtulY0qZswwWsC0Iedeyhr2K/ZnoOB/owuhtYKBuP0tPwCNgusZqKzfeb/WPTz+Pd+xf+7+/+ecfLkSYwYMQLnzp0TSX7q9V3x6F69euHJJ5/EDz/8gNdffx1Hjx7FunXr4Onpyffp27cvvLy8EB7+87xuDw8P0fOfkxn9M6N7wf2F2HrLVgSWBnItYVcHV7x727soaC3AilErAAB3DLkDD415CL1denMt4bXj1qJB1SDiqD4z+RkElQVh3XjGuR3sPhgPjXkIUrUUt3vfDoAtvDP6z8AQjyH8grhkxBLkyHNs3qEAlo9ajojqCNw9lGkqe7t7Y0q/KegwdDBNWgBT+01FH5c+GNd7HFwdmM7yLQNvQWRNJE8RAgzPTWtKw4Q+jPfbz7Uf+rj0ARHx9O9Qj6Gwk9hhaM+hPJXs6ewJgKWGAUACCePo6sFfz05iBwkkjAtr6Wct3LFuAcCoY+khg5ZtBYGg1xhBnfiumjYDzAJB02GAySjA0dkeCikrTrIWSgGAvFYFENBSxwrStO0GtFswW6VMY1lwO2DQmtBU0Q6jQYCTiwNq8ltg1Auoym3hC25pahMEoxk1BS0YNKoXWhvUaLTguPJaFbzH9UZlthwtdSq01qtwx5oxkNhJkBdTh5Y6FfLjGjByWj+YjAIyrjJzhLJ0GWbc64OGEiXHaSfd4Y0Bw3siN7oeVTlySCva+IKbGFSO1gY1JBIJ7n3GF1qVgQtq9B3iDt87vVGZLefjD5/cF54DemB/9n5cLLuIm/U3EbKSFd69Hfc26lR16DB04L0570GqlmJrzFYQCP179Mfi4YsRXBaMT1M+hYOdA26uvQk3Rzd8lvoZQitCca36Go4vYcUumyI2QaqWolHdiBemvYAyRRk2Xt0IAuHs/Wcxqe8k+Jf4Y2fSTng6eyJ6TTTs7ezxQeIHuFJ5BYt9FmPPXXsgmAWsubwGTZom7L5zN5aMWALIihhOa+fIvKZ7DQEyTwGXXgAGTweejWZvdtBzQO554O53gflb8b8YC8cPQE8XB7TrTL+4r72dBA9MG/wHzOrXhUQigZOTk2jhk0qluHTp0s/u/89//hP79+/H6tWroVQqsXnzZtHfly1bhrNnz0IQBNx2220/O8ZfOboX3F+Iaf2ncWF9azwy/hHRc1cHV+yYu0PUNrr3aOy/Z7+obfmo5SKzdjuJXZd+A9wG4NiSY6K2O4bcgTuG3CFq2zprKzcCB4Aejj1waukp0T4TvSYi5pEYUduj4x/F2nFrRV+Aw4sPwygY4WjPxPv79eiHa6tZ1av1l8tdQ+9C9JpoXuQFAB/M/QAbfDdgZK+RAAAHOwdcWH4Bcq0cozxHAWD4buCKQDjZOWGgG8NIN07eiKn9pmJsbxu2ct+myZCWt2HoRIaROrs6YPWbt0Cl1MNnEsMwR07vhyXPTYabpzNc3ZnQxZyVo9B3iDuGjLdhq0s2TUZtUSsmzGG/gjwH9MB9z/pCrzHxsSbMGQSD1oQ+g9zgZBHKmLtqNDy8XDF21gA+1uKNk9BQqsTUu1mh14ARPXHr8hEwmwmDx3iy8zxvMNrlWgwc1QsSS6HXrQ+MRF50PaYvZr+8HBztMfvBkZBVdWDcbew8DB7jidG39IeDkz3Hp8fPGYjmmg6MmtGPz2HyXUOQF1OPCXPZ8bj0cMTYWwdAIdVgmOV8DRzZC15D3NGjpxPHiu8achdiamNEN313DrkTl8ovYfZgJsji6eyJsb3HQqaR8fdjTO8xcHVwxYheI+Biz8Ya33s8QhEqes98evqgSd2EYT3ZMbo7ucPd0R0CCejpzLB7682Yp7Mnv+Fyc3QDwD6z1jCZTaItTDqG0ZIZMFl+DaktDlxWJy6AqbQBQFsN/lfD1ckea28dhu9jK35x38UTB8Db0/UPmJUtbty4gaqqqi7tS5cuxbJlyxAYGIgXXngBq1evRm1tLXbu3IlBgwahtLS0S5+xY8fivvvuQ1hYGObNm4epU6eK/r527VqcOnUKS5cuxZYtW3DrrbfC0dERdXV1iIqKwooVK7By5cr/6Dg0Gg2uXGFuU0lJLGMZExMDuVwONzc3Xrj1/xW/aYL6/yP+qhiuNRpVjfTc9efom4xveFuaNI02Xd9E0TXRvO1s4Vl6Pfp1zls1CSbak7aH9qTt4dhqi7aFdibuFOHCRS1F9EXqFyKv2JjaGDqcc1jEWw0oCaCwSptXrMqgohP5J6iktYS31bbX0rmicyKMNK85jyKqbFguEVFcXZwIkzWYDBRVEyUyUldoFZTYkCjC6Oo76qm0tVQ0VrmivIsBe5miTCRwYTIIXTBZvdbYBW/Va41d8Naf0yDu9oX97eKn59IgGLq0dfYeJmK4/k89fJU6Jed6W6OmvUaE8xsFI+XL83m9AxGRVCUVaWsTEVFdGlGjjUtOgomo4DJRq03zm9obibLOEOnEoiZ/RPyR1yyd0URrDyX+n9jtoi+jqVWl/+XBfqOwYrj/6lFZWUlERLt27aLhw4eTs7MzTZgwgQ4fPkzbt2/vguFaw8/PjwDQ2bNnf/bvRqORvvjiC5o6dSq5uLiQu7s7jR8/njZt2kSlpbbrkpWH+2ujsrLyXx6Lj4/Prx7n/4ruBfdXhl+eH/n6+ZKvny+/eLwQ8QL5+vnS2svMoMBsNtPUY1PJ18+X9mXuIyKi1MZU3i9NmkZERPsz95Ovny9NOz6NX9QeC32MfP18acuNLUTEBP6nHZtGvn6+dKrgFBERxdfH87GsRU+7U3aTr58vLQlYwuf6yOVHyNfPlz5I+ICI2EVwxvEZ5Ovny00LIqoiyNfPl245cQu/QO5K3kW+fr70xJUn+FhrLq8hXz9fbkrfom2hW0/eSlOOTaHMpkwiYkIYvn6+tPD8Qn4R3ZO6h3z9fOnt2Lf5WP67Uum7TZFUlNhAREQdrVo6/EoMHX4lhi/ElTnNtP/5G3ThszTeLzm4nL7bFEkpIRX8PAd+kU6H/hnNxS86WnV0fFs8nfkwifQWEYuawhY68nos3ThpK7hJvVJJfm/dpPIMRpI3C2a6ejiXzn2cwkUz1G16Cvwina7+kMfFL+pLWsl/VyrlxdbxsXJj6ihoTzo3qjebzRTnX0JXf8jjc9C06+nakTzKuGoTAJFVt9PVH/KotqiVt5VlNNGNk4WkUur4WOnhVZQWVsk/I3qNkRKDyqgy2+YCpJCqKfFiGSmabAtabWELZV6vFt2kRFRFiIRJrI5FnYvZmjXNFFYZJip2qlRWUnJDMnWOvOY8kdGF2WymjKYM0YKsNqhFphZE7OatoaNB1CZTy0SLMRGxRbTzYi8IRNqfCDoIJnFhFZsI/ZHxR1+zdEYTfXG1iGbuvCZaaH3fD6f3LuaSUtPVLOO/MVatWkWDBw8mg+F/43g6R7fwxa+Me4ffizuH3Innpz7PU2Hrxq/D1H5T8eQkm+/sk5OexJS+U3DvcEatmOA1AbMHzcbsQbM5tnrn0Dvh09MHK0ev5Knd+UPmw83RDXd4s9Sxs70zpg+YDg9HD07l8Onpgz4ufeDt7o2+PRi+O77PeEgg4WMD4DiyNdXrbO+Mvq594WDngP49GBXF08UT9hJ79HTqCSd7lp61+s92Ths72jmKtkQEAuO7WgUMrGYGOkHHtYkVeibg0Kpv5WOplSw1qLJstR1GxnfVmKCz4LSKRg3MZkJrg4qP1VTVLtoKRjOkFW0w6gXIqpmBQGuDCu1yHVrq1ehoZfOpzW+FtsOI8gwZn0NJShNUCj3KLG1alRGlaTI013SgrojNub5YgYZShq+2t7Cx8m82oKmyHZnXbanLtNBK1JcokRfHRBraZFpkR9SiNLUJ1Xkt/PVKUpqQEFjG8enU0EqUpjYhMbCMj3XjeBEK4hqQHclSpE2V7UgMKkfSxQo0likBALkxdUgPr0bY97kgC00k9lwJ0sOqEXu2BABgMgq4/F024i+UIf8mm1d6Uzpejn4Zz0c8j4o2lpY8mn8Ub8e9jWeuP8Pn8Fr0a9gasxVfpDFhDbVRjUdCHsHGaxsRWc0ECVKlqVgbuhYPX36Yi1oczj2MJ8KeEJlRvBj5Ih4JeYQXBbbp2/DAxQewNHApN7FIb0rH4guL8eClB/lnCDG7gT3jgMv/5GPh1Grgs+FAnoXGpmkF9k4FvhgLKCyeuVU3gY8HAccfxP9qODvY47XF45Dw1kL4PTULX66ZisNP3IKkdxbiwxW+6OXq+GdP8T8OvV6PxMRE7N27F0FBQdi6dSscHf97j+dfRTeG+ytjoNtA7Fu4T9R2u/ftvNjJGp05qwDDqw4vPixqm+Q1iRexWOOZKc/gmSm2i5+dxA4/3vujaB9vd2/cePgGK0SyLNTLRy3HwmELeZESAHwy7xO8MesNjp+5OLggaEUQtCYtvFwZhjlzwEyEPxQON0c33vf5qc9j4bCFGN5rOB/r4D0HUdlWicn92KLv5eqFgAcCoDaq+SK/dORS9OvRD4PdB/PF++1b38adQ+4UmcaveGU6wyenM3yy3zAPLHtpKkDs/wAwZcEQOLrYo7+PBz/Gux4bj9LUJoyxYKsOTva4/4UpkNerMGkeKxAZOrEPbl89Gk4uDvDyZjcM0xcPg5kIQyfY8N35a8eiJK0J0y2VvD16OmHew2OglGkw+hZ2MzJ8Sl9MvGMw3Ho5cx7utIXDYNCYMG62jR966/KRKE1r4jzcnv1cMfH2QVC3GzgWPWJqX5RnyNB3qAecLGYK4+cMgrJJg4nzbMUtE+YOQlWOHCOmWjjKA3ugv48HiIA+g9nxDB7TG64ejhg82pNjxUPG9UZ9sQJDxrH32t7BDgN8eqK5poNXNPd37Q93R3c42zvzQjermcVgN9scrJ8Na7GencQOPRx7QCfo4ObEcFdHO0fYSexgL7HnmKz1xquzgpTWpBVtjWYj1EY1TGRCh5HdJMm1cpjIBIVOAYPZABe4sCpkAGjphFfKChiW21zEnqubbditogro7cNUp0xaoCaRVS5b+OD/i+HkYIe7xvX/5R3/i6KxsRFz585Fz549sWnTJrz00kt/9pR+n/hzf2Db4q+aUo6vi6dtcdtEqbfzxefpy7QvObZqEAy0P2u/yCtWqpLS3vS9VCAv4G25zbn0ffb3IkH+qJooUT+jYKTAkkDKlmXzNqVOSYElgSJD8Zq2GrpaeVUkCJ8jy6Hc5lzR/JMakkRcXZ1JRymNKSLz9hZtiwgDJmKYdefXI2LYcOd+JsFEUpVUtI/B1JVraTIIXTBZczcn9neNn55vtUHdhRfbpG4iQ6e0rEEwdOFLK7QKkR42EeOFd37fBbNAKY0pIuy2RdtCcXVxos9nUUuRyNyeiH3+C1s6cWw1CmY031Zva2vMJUo5bPOHJiLKv0iUecr2XK8mivvSpmH+B8Rf9ZrVHX/d6F5wfyHuD7yffP186Z24d4iIXaSsOOrFUibAHVIewtusxVJvx75Nvn6+9NClh/hYi/wXka+fL+1O2U1ErJhkst9k8vXzpZjaGCJiZu1WbNW6oG+N2Uq+fr70zNVn+FgLzi0gXz9f+jH3RyJi4hKT/SbTlGNTqEzBBAHOFp7l2Ko1rGO9e/NdImILpHUsq0BGUUsRTT8+nWafms0X3QvFF7rgu69Fv0a+fr7kl+dHREzoYGnAUpp5YiblNecRETN5P7Qlmk6+n8hdcvJv1tO+5yIp5kwxH+vGiUI6uDmKyjMZtmrUm8h/Vyod3xbP8d3WRhWdeDeBQvZl8wW7JEVKx7fFU05ULR8rIaiMzuxMpqYq9lkyGkwUdiiHLn+XxQu0FFI1BX2ZwXFhIqKqXDld/CqDavJthUBZETUUdiiXOlrZe2EyCBRztpgSg8o4tqpS6ijmdBFVdMJWm6raKO5cCSllNnyyNK2J0sIqyWTBhc2CmbJv1FJZRqcbIrWBMq5Vk7zOVgTU0qCinKhaUXFZfYmCnytrVGQ3i1ySDHoTlWfISKuyLarNmmZKqE8QFURVtVXxz4w1ClsKRQuoUTBSUUuRaAHVGDVU31Ev6vezbk46ZRenoC64LdF/nZvQX/Wa1R1/3ejGcH8hHhz9IIa4D+GYbB+XPpjnPQ/Dew7nXrFT+k6Bt7s3Zg6YCS8XlpabPXg2nO2dMdfbpvM6Y8AMOEgcuA5yb+feGOw+GB5OHhjmwVKcPj194GDnAJ+ePhw3HeLOhAasGsQAOBZr5cm62rvC2d6ZPwAmpweA+9f+XBAIBjPTGrYal2tNWhjNRugEHW+TaRnm2ay1UTLqOuoAgJvBa01aNKgaoBf0vE0p08CoE9Am00CvZhhmY3kbiIAGCzYJADUFLTAZzVy8X6XQo6myHe1yHZotOG19iRJtzVpU5ciht+ChJSlStMt1KE6W8rFyohgH1ordttSpUZ7RjOrcFkjL23i/+mIFUkOrOFacHl6FuiIFMq4xXNAsmHHTvxTlGTIUJTayYy1sRW4Uw1LlFp5v1vUa5MbUI/JYAZ9DzOliZN+oRWIQS41qOwy4+kMeki5WoDSFcW8rspoRd64E4d/ncdw5ObgSCQFlCP/eZpJw5UAOYs+WIDWk0nJudLj4VSbCDuaiOp/hqKVpTbiyPwcBu9M5Vhx3tgRhh3Jx/UfbvJ4MexLPXn8WJwqY6Em9qh6rLq3CQ8EPoaiVpWyDy4Px8OWHsTZkLe/3UdJHWH15Nfe7BYBHQx7FfQH3IaI6AgAzqV90YRGWBCzh+G54ZTjuOHuHCN/dlbILt52+DcfyGf1NMAt4LPQxzDkzh+O7aClnGO2hOwGjRZC+6AqwywcIt5lrIOoT4ItxYgOR7uiOv2h0Y7i/EE9PfhpPT36aP3ewc8CBew6I9hnacyjCHxIrnzww6gE8MOoBUduuO3bhk3mfcOzL3ckdoStDYSYz58DeNug2xD4SCxcHF77fP2f8E4+Me4QvsgDgt4Q5sViNB4b2HIrQVaGQQMIX4QdHP4jxfcZzvA4Adt6+Ew+PfZibvzvZO+HcsnNoVDdyNaJp/afhxJITcHFw4eM/PflpjOw1Er59fflYX931FZIak/jNSG+X3ji8+DAa1Y28beS0frj7H+Ph5ukM997sBmDOg6PQq68rRky1mWYv3uiLmvwWTFnAbi48B/TAXY+Ng7bDiOFT2E3MuNsGor1Zi96DesDFzXK+VoyEi7sjJtxuwyLvenQsagpb4TufjdXPxwNTFwyFySjAeyzDOsfPGYTmmg4MHtubY8VMoakGUxeyGxs7ezvMuHcYGsvauO7xwFG94D3OE04uDugzkOGaw6f0RVm6DCOm2bizI6b2RVuzls/dqYcDBo3sBaVMg/4+jKPaZ7AbnN0c4NbLGa7u7Hj6+3gAEqD/cJtijtdgd7TJtOgz2IKjOtujh4cj9BoT3Hqxc9qjpxMkdhK4uDvCzoEdj7PlHLm42b7m1psv61YCGx/b+n+9wIraDIIBRASJRIIOA7vpaTewwjUzmdGiawGBuENUq64VWpMWekEPlVEFL1cvVLRVgEAobyvnr1PQwm4A8lvy+esVtBTARCYUthayeoGmPEDVxB7qZqYkVRZhcecKAe5jqmrICwBUUrbgjr8f3dEdf+n4s39iW+Ovlp45W3hWpIOsNqjp++zvRRhUbXstHck9IsKzsmRZ5F/sL+IYRlRHiKgVBpOBQstDqbbdlgZt1bbStaprXSgZP+Um5snzqK7DRk0xm82UJcsSpejUBjUVtxaL+im0ChGWS8TSiz/VsZVr5KJ0o2AWuqT/zIK5G4P9jeLnzqPRYOqyj04tpkgYdCZRqpiISKXQidLOZrOZ5HUdPIVNxLi0IsyUmE9xZ21tIuap3PlzrTKoKKI6QvRZqFRWUkRVhIijHVMbI/qO6Ew6Ol98XlQjUNNWQ355fiTXyHlbfF08Hc8/bsOUBRNR/LdEOf62SbU3El3dRlTVyT+5Mo4o5DUxN/cPir/aNas7/vrRveD+TOQ253JMNrWRCXMfyDpAvn6+dNup2/h+G8M3kq+fL/0z8p9ExBbSW07cIuLOJjYkkq+fL005NoUvsN9lfke+fr50f6CNlP1U+FPk6+dLOxN3EhHDvWadnEW+fr7ctCChPoHPwYqv7cvcR75+vrQhfAMf6/HQx8nXz5dO5J8gIraY337mdpp+fDoXukhuSKapx6bSkoAl/ObAOq9Pkj6xHePVjTT12FS6UX2DiIg0HXrye+sm/bg1juOatYUtdPClKArdbyv0yrhaTYf+GS3CVsMP55LfWzc5b1Xdpqfzn6TQxa8yuEm8tLKNzn2cQqlXKnm/wsQGuvBZKtUWMmzVyncN3Z9Nmg5WxKXTGOnqD3mUEGjDIlvqVRR2KFeEkVbmNNP1o/kig/vM69WUEFhGJiNbOAx6EyUElVFRUiPfp02uofiAUj53IsbNTQ2tFC1yJalSzjMmIjKZBMqLraPGChseqlLqKC+2jjTtnQrX6lVUmtYkWoAbShWifmbBTNV5cs7VJWIiIbWFLaJFVaXUibBcIiKlTE3qNrEoQqWyUlQEZxSMvAbBGlqjViSgQsSw286CJkQkusH8u8Rf6ZrVHf8d0Y3h/kwM9RiKkb1GYpjHMM5pndJvCpztncUaxBaqjHXrYOeAkZ4j+RZglAxXB1f0cenDea4DegwQbYGuusT2Ens42zvDTmLHMVl7iT0kkMAONlrQz+kSq4wMW7TSL/SCHmqjGkazkacEmzRNEEiAXCuHUWB9K9sqRVsAKGotgkACSpVMhk3VqodKoYem3YB2OcPWGsvbYDKYUWvhsQJAdZ4cRr3A+aiCYEZ5RjNUCj1qixg3t6myDbJqxn+1+tOWpEjRXNOB7IhaPlbW9RpIK9qRF8N4pWqlHtkRtajMlqMym6Uzq7KbUZrahIyr1XxemRE1KM+QISHAxneNO1eC4iQpMq4ynFYhVSP+QhkyrlajKpeNVZwkRUZ4NSL8Crj5e1JQOTKv1SDqZBEf68qBXCQHV3BurryuA9d+yEeEXyH3xc2PrUf0qWJc+ioTZosBfdSJIkSfKkb0aWb0bjYTAj5Px9XDeci3cHqbazoQuCcDgbvTuU50xrVqXP42G5e+yuRzuPZDPi59nYX4C+wYTQYB5z5KwbmPUlGZw46nsUyJU+8n4fQHSdBr2PEcyz+G5ReX459RNr7ra9GvYdGFRRzf7TB04P6g+7HAfwFKFez9z27Oxh1n78DDlx/mn7mzRWcx48QM7EqxWUe+Gv0qZp2chZv1N/lYDwU/hGVBy3gKuqClAIsuLMJr0a/xfhdKLmDRhUUIKg3ibQh9DThwO9BkwaL1HcCph4EzjwIGpqUNaS7w431A/F50R3f8VaMbw/2Z6OXcC5ceFItrzx08F6mPpYo0iLfM2ILnpz7PuacSiQSnl55mvEWLXuxIz5GIfDgSDnYOnO+6euxq3D74ds53BIDP7vwMm9s384Xa3ckdF1dcRIehg/Nibx10Ky48cAE9nXpyn9nN0zbjtkG3ceMBgGkjF7QU4PbBjCM80G0gTi49CZVBxW8Ylo1cBhcHFwxxH8KFPLbdtg23DrwVdw29i491aNEh5DTncDP7fsM8sGjjRJhNNi3hqQuHQiIBBo7y5P3uWDsWRYlSzpO1t7fDog0TIavugO8djLc6zNcLM+71gXMPG3d2yt1DoFYaMMKCfQLArGUjUHCzEdMsXrFuns6YumAo2uRajJjCzuHQiV4YNrEP3Hs7cy3h8bOZLrHV5xZgusdFiVLO6e3p5YqhE3pDqzJyb93Boz3h0ceFYawW7uzQiV6ozG2Bj69tXt7jeqM6rwWDLP2sOLVgMqNnXzaH3gPdYGcvQZ9BbrCzt5g+9O+BarRwjq9EwvoadCa4ebKbK0dnezg42EFiJ4GDE+OUWjWfHZ1tHFMrH9fOsiWwBRwASGBbo0EAESAYzDBb2qxFTa1amzBJo5oVhjWoGgAAKoMKcq0cZjKjSdOEMb3HoKqtCnpBj6r2KuhMOjg6OSK7ORsAcyKyRlJjEnSCDlmyLMzznoe6jjqUKJg4R5myDH1d+yKlMQVStRTNmmau5X2l8gqkainCKsOwcsxKQDABaT8yHm7xFWDARKAuDShlWt9oygOG3gpknWEc3KYCZlTfHd3xV4w/+ye2Nf4K6RmlTknH849zn1siphHsX+wvwlbTpemcxmONmNoYEQ6mM+koqiZKxLlt1jR34SFWt1V34T6WtJZ0oWSUKcpEWJnGqOnCge3Qd3TBWzv0HV28Srs1iH+7+Om5NAtdfXd/Thu6c1qYiNGgrCn6zvv8NA3cXNshSmEb9CZqKFOKxm9v0XLJS2vUlyqopcFG19Gb9HSt6hrJ1DZqUaOqkYLLgkWf9ZTGFC4HSsSoOwElAaLPcbOmmQ7nHKZype3zn9qYSgezDorS0eeKztGxvGP8nHXoO2hP6h6RNnhecx69H/++iL9O6ceILr5ApLLQrkwGotDXicLeZlgvEVFzKdGpR4hSf6Q/Kv4K16w/M36NH+5/Uxw+fJhWrFhBPj4+5OLiQqNGjaLnnnuOGhoafrnzr4zuBbdTfJDwQRfu7GL/xeTr50t70/cSESuUmnJsCvn6+fKLTnBZMMdWrRer7fHbydfPlzZd39RlrLOFTJS7uq2aph+fTtOOT+OLtZXTe9+F+3i/bXHbyNfPlz5L+YyIWCHTssBlNOXYFL7wV7dV022nbqM7z97Ji1Eul1+myX6TaXPkZj7W7pTdNPXYVLpQfIGI2GK+Pmw93Xn2Tl7YomhS0/Ft8RT0ZQbHBiuym8nvrZsi3mpqaAWdfD+RaizYqskoUNihHAr6MoO0HQzTa2/RUtCX6RR7zlbEVVfUSoFfpFNJaqdis8gaCtmXTUoZK+ISBDPFniummNNFfA7qNj1FHCug/Dgb97OxQkmRxwpIVmPDLEtSpXTTv4R0Fj1js9lMGdeqRXiyVmWg5OByaihV8LaWBhWlhVWKFrm6olbKi63jC5rZbKbilEaqL7HpIBv0JipMaBAZM3S06qg0rUmkZ9xSr6L6EtvrERE1lCmpTW4rXBNMAtWXKjhnmYgt2J2Pz3ouVArxAt3RqhX1I2KFVKIiOMHcxSzCKBi7cGC7b8p+Of60a5bZTFSbSlQczgrIfqop/QfF/9qCO3jwYHrsscfo1KlTFB0dTYcOHaIhQ4bQoEGDSCqV/vIAvyK6MdxOYZUqFOkSe46ABBKO5bo5usHT2RMu9i7o48Lk+/q49IGdxA6ezp6wt0jKWfFaD0cbvcNK/bFuLarEYP9Yqs8qhddZl1ipVwJgJuAA4y1aU30yjYVrqmuB2qiGQqdAm4FxTUsVpSAQx98Am0F4elM6AJY2TG9KR6uuFblyxoFsqmhDu1yH+mIFtO0Mp6vIlEGl0Iv4rvk3G6Bs0qAsjc1BKdOgPKOZaRFbOLaV2c2oL1Yi50Ydxw+zb9SioVTJcVQASAgsQ1WOHIXxLJ3ZVNmOnBt1yI2p53hoQXwDihIaEX2qiKdNEwLKUJjQiKSLjO8qmMy4fiQfWRG1KIhjY9UVKZAQUIbYsyVormG4dnpYFVJDqxB+2MZ3jfQrQNLFCo756rUmBH+ThehTxSixHHdllhzXjxTg0ldZ0LQzjnLSxXJEHivElQM5fKzQ/dm4ejgPycE2Hq7/p6kI2pOB2gKWxi3PlCHw83Sc/zgVJoNgOZ5yBH2RgWs/5POxLn6ZifMfpyInivGeO1p1OPleIk68lwhlE8MwK7KaceydBPh/msY/N4lBZfB7Kx7x/jYMO+CzNBx5LY7PQaqWYqH/QtwbcC//fN2sv4lbTt6CLTdsqdlvMr7BrJOzOLZqJjNeiXoFy4OWc8xfrpXjsdDH8GLki7wuIFWaioeCH+KcWwA4U3QGj4U+hkwZw6KJCJ8kf4KXbrwEpY6911A1A+f+wXi21qjPAM6sA4o7UfDyAoCAZ2yayv/LYRaAhO+Ab6YBPywETq8Bji4BvpoE3PjYhmd3x78MrVb7L/+WmZmJkydPYt26dZg/fz6effZZBAUFobGxEYcPH/6X/f6d6MZwO8WacWuwbOQykU/nvgX70GHogKeLJwBW1BS6MhQms4m33e59O8JXhaOnc08uVvHKzFewbOQybiAAAKeWnkKdqg6TvCYBYCIXAQ8EgIi4f+zqsasxxGMIhvcczvHij+d9jBRpCsdkHe0dcWLJCVS2V2LhsIUAgOn9p+PbBd/C2d6Zv+amKZsw0G0gZg2wFXp9NO8jRFZHYvXY1QCYicHn8z9HdXs1lo1cBgAYPXMAlM1a9PRy4dzZW5aOgL2DHUbNtHGB568dh/IMGWbcy7DVPoPcMHOJD/RqE4ZN6sPHaixvg5e3O5x7sHMz7Z6hMOgErkEMALOWjkBtYSvGWrxi+w11x4ipfWE2EwYMZ3i1VZd40ChPjlmOvXUgVK16jL2VYbLWOTZVtGPIeFaA1mewGzwH9IC9ox169mM4+uAxnsiNqRfpLA8c1Quymg4MHMUwWQcnO/Qe2ANtMi16Wzi3Hl4ucHC0Q49eTnB0YTdXPb1cRVuA8WIBoEcvtrWzZ1isIBDvZ2/BdO0c7GClw1oXS+sWAF+MO29NBgEEwKhnbZo2PUBsS8RwYaWMXVyUzexCbBbMaG1UwywQFE1qDJ3YB/WqerTq2OIr08jQ26U3spuzYTAbkNqUyucQ3xAPnaBDYkMiVo5ZiQ5DByJqmOBFSmMKRvQagUxZJnLk7KajVlWLkb1G4nL5ZZQoSnCm6Aw3+TiWfwz1qnoElgZiev/pqFfV40zRGQBAXH0c84wuuAgUBrPHbc8BPfoAN78CikOZfvK4+9jEQl8HtK2AW18bN/d/MQQTcP4Jdvw/DVUTELsbKI8EnrgEOHt03edPCp1Oh23btiEyMhKVlZWwt7fHuHHj8NZbb2HFihV8v4ULF6K+vh6FhYWiOhkiwpgxYzBu3DiEhrJjNxgM2L17N06ePInKykr07NkTy5Ytw+7du9Gvn40LP3z4cPj6+mLDhg3YuXMnCgsL8fLLL2PXLltxX+fo37+rPvXMmTNhb2+P2tran+nxH8Rv8jv5N4g/M6VcpiijyOpIURotsylThCMJZoHi6+NF/p8ao4Zym3NF/ZQ6JdW02zxtiZgc5E+pFU3qJlEaTzALXXxEjYJRpHVr3a87fr8QTOLzKwhmTlmyhl5j7OLP29GqFfU1GQWRZR4Rs+qzpsytIa/rEKWwBZNAdUWtorSvSqmj6ny5iDIkrWwT4bRmwUxl6U0inFbToaf8uHrR+NKKNsqPqxfRiILLgim8Mtz2egYVfZ/9PbeTJGJSj1+lfSWy1wssCaTdKbt53YDepKfPUj6jwzmH+T7linJ6Lfo1kRfzlYortDliM+eKm81m+izlM3ol6hXbd6Ctnuj4gwyntUbpdaKDdzCtZWvc+Jho32yiGrGF4B8Rf+g168bHRNt7/vIj4JlfHus3il+TUlYqlbR+/Xo6ceIE3bhxg8LDw+n1118nOzs7OnbsGN/v0qVLBICuX78u6h8aGkoAKDSUeYcLgkD33Xcfubm50QcffEDXr1+nH374gby9vWnixImk0di+Xz4+PjRo0CAaOXIk/fjjjxQVFUUpKeIaml+KqKgoAkB79+79t/r9q/jbL7h6k55mn5pNvn6+FFgSSERE2bJs5ld7bBrnzlp5uKuDV/O+z19/XoTvqg1quuvcXTTl2BQudJHRlEHTjk2jBecX8AuT1Vv39ejX+VhbbmwRzUGpU9Ji/8U09/RcbkqfLcumWSdn0WOhj/GF91zROZpxfAb33yUieu/me3THmTsoqSGJiIja9G30aMij9MjlR/gFTVbTTqe2J1JUJ6/Y4uRGOrUjiYqTbVzMuPMlFPB5GtcE1muNFHYwhyKO5vOLdmujioK/yaTsGzaMtDxDRiH7srmeMRFR+tUqijxewLFVo8FEcedLKP2qTbSgrVlD0aeKqK6TV2xdcSvF+ZeIMMuipEbKuFrNsVWTUaDM69VUlWcTU1C36SnjarVIz1he10G5MXWiRbQmv0XUzyyYqSyjiVobOxUZaY1UniHjPrdEDJ+uK7bNk4jhtJ05vkTM/7azcIXJIJC8rkN0o6bXGLsUTem1XRf2n2K0RF2NCrrjj4k/7Jpl1BF9NuLXLbgfeDGBkD8g/hMM12QykdFopI0bN9L06dN5uyAINHLkSFqxYoVo/yVLltCoUaP4d+XMmTMEgAICAkT7paamEgDav38/b/Px8SF7e3sqLhaLAP3aaG9vpwkTJtDQoUOpo6Pjlzv8ivjbY7h2EjuOwVppOq4OrnC0c4SLgwvnwLrYM5qH9Tlgk8DTCUwHVyABaqMaZjJzDmyrthUmMqFN38Z5i1adYesWAMqVTPquTMnwNoVOgQZ1A9oN7ahVsf2KWougNWmR35LP/UOTGpNgMBuQ0JDAx4qoiYBCr0BiQyIfO1eei/yWfI7nVuXIoZBqUBDfyL1VC+IboGhUo8CCo5oMArIja9FY1oaKTMadbChVojyzGUVJUrRYtIQLbjagJr8VSZds8n1Jl8pRlSPnHFVNuwGJgeUojG9EWRrTEq7MliM7shaJgeVQyljaMzWkEnmx9ZyjCgCRfoXIjqhF2pUqAEC7XIuIowVICCxDZRbTdi5MaET8hTJc2ZcDg45pCd88X4KEwDJE+hXysS5/k4WY08UcP5bXqRD8TRZCvs2GrJpxlPNi6xF+KA8Bn6fzcxN1oghhh3Jx4wQbyyyY4f9pKi5+mYnipEbLWB04+1EKzu5M4VzgvJg6nP+EYbfWuHYkH2d3piDlMsM+TUYBZz5MxvFtCVxLuqVehaNvxuPk9kSujVyc1Ijvt8Tgamfc+XghDm6ORkmKlL9n5z9JxdE3bvJzqpCqcezteFzsxAUuSZHi6Bs3RTj6nrQ9uD/wfmQ0sbnqBT1einwJG65uQJue1QVUtlXiH1f+gS/Tv+T9Ympj8ETYE7hRc4O3Hc07ihciXuB62wbBgB0JO7ArZRcEM0uDN6oa8Wbsm7hUZqPgpTelY9vNbShutb3/yDgBXN0GGBgfGYIJiPkcSDtq20ctByJ3AjVJ+J+LkquApuXX7Ws2Arn+v+98/s3w9/fH7bffDnd3dzg4OMDR0RFHjhxBYaHte2lnZ4fNmzcjJCQENTXsmlFeXo7w8HC88MILPM0cEhICT09PLF++HCaTiT+mTZuGgQMHIjo6WvTaU6ZMwdixY//tOet0OqxatQrV1dXw9/eHu7v7L3f6FfG3x3Ad7Bzgv9wf7YZ2DHRj+OGY3mNwZdUVONg58EV4ve96zBo0C8N7Dud9v7r7K+Q25+LWQczz1cPJA2eXnUWzphm3DboNALDQZyH2LdyH/j36o5czwwZfnfkqJnlNwuxBs/lYexfsRWpjKsOvAAzvNRx7794LlVGFuYOZAcLK0SuhNWkxxnMMx5lfv+V1DO85HEtGLOFjfX7n50iWJmP9pPUAgGn9pmHLjC0wk5nrJfve6Q2VUo/Bo3pxLudty0cix70OUxYwLWEHJ3vMfWg0mqvbMc7CZfUe1xvjbhsIB2d79LX4rY6fOwjNtR3w8bXxiqcuHIqCmw3c89XVwxHjZw+EoknDvWIHj/ZEfx8P9OjlDA8vdkMzcno/1BYpOE/W2laU1Mhx4R49ndBvmAfUbXr0Hcq+CP2GesDR2R5e3m5wtPBW+w/vidI0GdcuBoA+3u7QtLei9yCGybq4OcK5hwOIABeLnnGPXk6ABHDr5czPjVWX2LqFRAJ7B3a/au/4M96rFhjKZDSLtgB48ZjeIqphNhF0aiPITNB0sEKsjlYdTHoBaoMAvdYEJ1cHNNeqAAJklsIvgIlakJkgLW/D2FsHQqsy8sIwea0Knv17QFrRDpVCD5VSD53ahB49nVCR2QxNuwFl6TLMuNcHABBQGoAOQwdu1NzAjAEzUNlWiei6aACMYzt/6Hxcr76OrOYsZDdn45/T/wkHOwecKDyBTFkm7CR2WDBsAYgIezP2QiABweXBeGHaC0iVpiKgNAAAcP+I+zG532ScLT6LK5VXEFUbhRWjGZ63J20PcuW5aNe349uF3zKz+eDN7GC9RgG3bABKwoCoj1jbiDtZe+znQPJBIPss8Kqt4Ox/Itobft/9f8cIDAzEmjVr8PDDD2Pr1q0YOHAgHBwccODAAfz4o9jve8OGDXj//fdx8OBBfPLJJ9i3bx9cXV2xYcMGvk9TUxOUSiWcnJx+9vXkcrno+aBBg352v/8r9Ho9Vq5ciZs3byIkJAS33Xbbvz3Gv4zf5HfybxC/d3qmpq2mi4ZsUUuRSM9VMAtU2FIokqnTGDVdMNk2fZuIX0vEUsA/lbf7qU0ZEXWRxOuO3y5+VpdY/8u6xHqNkae5rdHeIqbYCALTJe6cvtV2GEQ2ekSMWtQ5hW02m6m2sEWEo2o7DFSeKROli+V1HVSZI/YfLkmVcjlL6zyzImpErymrbqfUK5WchkVEVJzSSBnXOqXbDQIlX64QSVUqpGqKPlUkwoGvV12n7fHbOb/bbDbT3vS99Gnyp7yWoEndRK9FvybSGU+oT6Bnrz1LN+tu8rZD2Yfo6atPcy9dlUFFmyM202vRr3E5yXx5Pq0OXs0hGSKmYb4kYImNmysIRGfWEX0zg6jZosesqCHaO43oh8U2j9zCEKKPBhEF/5P+qPjDUsppfr8unWx9XN/x+87HEr8mpbxy5UoaMWJEF5rZY489Rj+3/Lz44ovUr18/amlpIU9PT3r66adFf1+7di15eXlRamrqzz6Kior4vj4+PnT//ff/9CX+z9DpdHTfffeRs7MzhYeH/3KHfzP+Fgtus6aZZp2cRZP9JnMzgGtV18jXz5fuPnc3Xyh3Je8iXz9fejP2Td73kcuPkK+fL10qu0RERA0dDTT71Gyac2oOLyC5UX2DphybQutC1vF+X6V9Rb5+vhxbFcwCrQtdR7NOzqLMpkwiYkIDC84voAeCHuBFVfF18TTn9Bx6P/59Pta+zH1059k76VrVNSJi4gNbbmyhBy8+yG8GmtRNtC50Hb0S9Qpf1JMakujh4IfpTOEZPlb2jRoK2J3GsVWzYKaY00UUdiiHLzqaDj2FH86l5Ms2zq20so3CDuaIvGJLUqQUcaxAhD2mhVVS0qVyfrHXqQ1080KpyLu1tVFF8QGlIoy0prCF0sIqRYtcQXwDlabZdJANehPlRNWKdII7WpkucWchf2l5KZWmJFLnqM7NoqZKmzCDWRCoJi+btJ2wGZ1aTQ0lRaKLg7qta6FTe4u2ywLdJteIFnzBJHCdZ2uYjEIXYwKTqbsI7r81/rAFt7WKaIfnr19wK+N+3/lY4tcsuKtWraJx48aJ2hobG8nd3f1nF9zi4mKSSCR09913EwDKysoS/f3kyZMEgJKSkn5xfv/ugqvT6WjJkiXk5OREISEhv7rfvxN/GwxXAgkkEgm3vLPyBAUSYKHAcg1ilUHF+7XoGHZilcJrM7RBZVShw9jBdYmr26thJjMq2ys5ncPqLVrYynAKqwWZ1qTlfytXlkOmkaGirQJNGoZrJkmT0GHoQHRtNJ/D1aqraNW1IqomCgCg0CsQWROJMmUZ0qRpABjfMac5B9err3OJvsDSQBS2FuJU4Sk+Vnp4NRrL21AQz/ZRyjTIjalHeUYzaizequXpMpSlyZAaUgmtJcWZdqUK5ZnNIpw26mQRihIakRPFMGZZdTuSLlYg7UoV6ix6ybnRdci6XoOrP+TxcxN7tgSZ12pw8zzDk81mQuh3OUi6WIHcaIvHblErbhwvxNXDeWhttGgJh1cj9mwJLn+bzedw/cd8RJ8q5mPp1Cqcff8NXPriIxQnMh3fquwM+O/chtPvvga1kmGkiQFncf7DdxC4azsfK/DT7Tj97mtIucgwMJ3KiNM7knBqexKklQzDrC9W4MS2BJz5IJnTdJKDK3BiW6JIZzn4m2z8uPUmSi14tVZlwIltCfB7M57ju7VFrTi8JRYXv7LhuxlXq7H/hSgRthp2KBdHXotDo8XLV9NuwNmdybjwWRrHqxvLlDjxbgI/DwDDok9tT0J5JuNJExFunChE4Bfp3H9XpzIi5Lts3DhRyLnNhS2FePra07hQcoGPFV4VjhcjX+TWegCwL2sfdiTsgMbIsGK1UY2Pkj7iWswA+27sSNiBVKmNYhRXF4fdqbv5dwoA/Ev8cSz/GP+M6AU9juQe4VrMAABlLRD3JaCssbXVpwOpRwCTHv+z0dsHGL3o1+3bbwIwfN7vO5+fxI0bN3DhwoUuD41Gg2XLlqG4uBgvvPACbty4gWPHjmHevHn/MtU7duxY3HfffYiKisK8efMwdepU0d/Xrl2LJUuWYOnSpfjwww8RHh6OyMhIHDt2DOvXr0dQUNDPjvtrYvXq1QgLC8PWrVvh5eWFpKQk/igoKPjlAX5F/C0w3L6ufRG0Iggaowaje48GACwduRSD3AdhkNsgLkSx7bZtWDhsIcc5AeDovUdR3FrM9YXH9xmPw4sPQwIJxvUZBwB4bOJj6OXcCxO9JnJwf8fcHbhWdQ33jWB8QVcHVxy45wDKFGV4aMxDAJg+89u3vg13J3fOw90waQPsYIc5g+fwOWyfsx3hVeF4YuIT/Hi23bYN1e3V3Hd2wbAFWDtuLQa4DeBG9Rt8N8AgGDguDACzV4xCeaYMk+czDqxn/x7wvdMbmg4Dhk1iOsHDp/RDeWYzeg90g6sHw0om3j4IHS06+M63cWd97/RGVa4co6Yz/lrvgW4YPMYTJoOAfsMYvjtkfB/kxdTDe5zNd3bYJC9IK9r469nZSTB4rCcay9swcATDW3v1dYWLuyMcnew5p9XL2x0SCdB3iK2AwXNADzSUKuE5gHFg7R0d4dqrF9SKVrj1ZjxcZzc32Nnbw8m1B+wdHS2vyW68JHY2/NUsmCxbtpAKghkmoxlkJpgsfFetyggihsNadYmti5d1CwBKqRogcGEKbbsR6jYbPtuzryuaqzsgmMxoqmwHmQkSOwnqihUgM6GuWIEZ9/qAzISqXDnMJkJDqQKDRvWCvLYDLfXsJqStWYt+Qz1QmS1Hu1yHwsRGzFszBgArZlM2aVCcJMWo6f2h7TCi0HKjVZPfgkl3eKO2sJUbTMxY7APPAT1wvuQ8khuTUams5HztbzO+RU1HDXo69cSnd3yKmvYaHMw+CIB5OC8ZsQRhlWE4V3wOALBkxBL0de2L/Vn7caXyCrJkWbj44EUAwFtxb6Hd0A4HOwe8OvNVlChK8GHihwCA0Z6jcbv37bhQcgFfZ3wNBzsHJD6ayPx7Q19lGsrV8cDjAQARcGwFYOhgBVW324wY/ufi3o+BuhRAq/jX+9g7A/fv+ePmZIk333zzZ9srKyvx1FNPQSaT4eDBg/jxxx8xcuRIvPXWW6irq8MHH3zws/0eeeQRhIWFYfPmzV3+Zm9vj+DgYOzduxcnTpzAp59+CgcHBwwZMgTz58/H5MmT/+PjCAkJAQB8/PHH+Pjjj0V/mz9/fpeCrP8ofpffzf9B/FHpGZNgEvnQEjELsp9yYNUGdRdMtrOVmTW6JfB+u/jpuRRMQhdcVq81itrMZnMXXWK9VkMqhZiu09YsI01Hu6hffXEB6dQ2vFXT0U7VuVlkFsRyjJ3lH4mIqnLlIhxVrzFSYWKDCKdtqVdR/s16EU5bkSWjkhSbRJxRb6LM69UiuUdFk5qSLpWLOLyVOc2UdKmcU5LMgplSQyspK8JWW6BS6ijqVBGVZ9hS97VFrXT1hzyRLGRaWCVdP5rPU/B6jZGuHcmjmxdK+fkvkBfQxvCN5F9s86L1L/andaHrODfXKBjpjZg36Knwp3gdRF1HHa25vIa2xmzltLWI6gha5L9IxM39MOFDuuvcXZw616HvoIcuPUT3XbiPezZnybLotlO30VPhT9k+F9GfsZRp1Ke2N+OHRUQf9CEquUZ/dPzhVEZpPtG3t/x8GvmL8UQVMb88xn9BrFq1igYPHkwGw/+e5ePfbsF9M/ZN8vXzpQNZB4iIFUXde+FemnF8BuU25xIRK6aadXIWLQlYwg3aA0sCabLfZNoWt42P9U7cOzTt+DS6XsXI2mqDmh4OfpgW+S+i+g6m91vaWkqL/BfR89ef5xeh4LJgWnB+gajwZHfKbnog6AE+B61RS5sjNtOma5s4vluuKKcnrjwh4tzeqL5BT4Y9yT1ziYjSw6sodH82dbQybV+jwUQ3ThZSfKeLaptcQ9d/zBfpGdeXtFLksQKReEL+zXpKCCrj2KPJJFBqaCUVJtgEELQqA6WFVYqwVXldB2VF1ogEHGoLW0SYrNlsptK0JhFX16A3UUmqVLR4tcubqSIjVbQQymtrSFZlw5iJiBrLSkQLrclopMayEhJMnXSJNWpqbawX9dO0t4kWYyIitVIh6seOU1wgZTabuYdu57bu+G3iZ8+l8Sc3vYJApPttOJL/bvwp2gFmM1FZJFHQC8ys4cLTRPkXiUz/3cWYOp2OEhIS6OuvvyaJREJfffXVnz2l3yX+NhiuNaRqqWirM+nQpGmCwWzg2GdtRy20Ji0aVA1QG1nqLr8lHwTiesMAkCJNgclsQoaMYXDN2mYUthaiUd3IcdoMWQYa1Y24WX+TY8RXq65CppEhrDKMj+Vf4o+KtgpE1kQCAEoUJYiui0Z8QzyXy7tSeQUZsgwczrHpevrl+yG9KR3H848DYGnQxKByVGbLue5xbUErCuIakHm9Bi31bA45kXUoTpYi5oyN7xh3vhSFCY1Iucz0f9VtekSdKEJGeDVKUxkOWJHRjOTgCkQeK+Qp1OTgCiRdrMDVwzY6xpUDObh5vhSpoVUAWBo1eG8Wrh7OQ7UFKy5NbcLVw3kI+iKDc03j/Utx7Yd8Edf07PY3EbhrB9KvML6mskmK42+8hBNvboGsis21MD4Gp955BSff2gKzhed5/fvvcOqdVxB55AAAhmGefPtl/LjlWZQkMWxQKW3E4Rc34MhLT6Oj1eLTGheFA88+joBP3udziPhhP/ZtWIvUYEZtYTzcNPzwSizHdxVSNX58/SbO7rThu2XpMhzaEoPYsyV8rMSgchx5LY5jq4LRjOC9mTi7MxkqBcMi25q1OPdxCq4dyedc4Or8FpzdmYy8mDo+VtqVKgTsTofcwokWBDMijxXg6uE8LvuoUuhx5UAO0sOreL+6YgWuHMhBfYktRRlQEoB3b77L/WrNZMa3md/iQNYBjq3KtXLsStmF2LpY3q+gpQBfpH4h4pVH1UThh9wfOFfdTGacKzqHyOpIvo/KoMKJghMoU9i0nmvba3G++DxUBhWHIIpai2xYroOFDlIRA8hLATs7wNkdEIxA+Q1A14b/6ZBIgFELgAf3AevOAg8dBiauAOz/u9HBxsZGzJ07F++//z42bdqEl1566c+e0u8S/93v0n8QX8z/AkmNSVgwdAEApo189N6jkGqkWOTDChMWDluIT+Z9gn49+nEe7kvTX4K3uzfmedsKEvbM34OEhgQ8Ov5RAEwbeeftO6HUKTnmu3zUckjVUozyHMU9bLfM2IK+rn2xaswqPtb2OduR1JjEx/Lt64v1k9bDIBi4h+2qMatQpizDrQNv5f02+G6AY4Ej1vuuB8D0eWcu8YG0og2jZzIu66DRnhg6sQ+cXR24JvDoW/qjtqgVI6fZtEfH3TYQek0dxtzC+rm6O2LYpD5oa9Zi0GjGIe4/3APufZzh0dsFPSz47sARPZEfW49BFg1igPnmtrfoON7q5OoAN09n6DQmrs/s5ukMOzsJevRy4pxW159oEAOAc48eli2bu52dHezs7WEGYGfPMFgyM54rddIgNup1oi2IoFWxhUnbwbiqOrWK/V0igUGjAfoASinjMSqkNj6jvLaKbWvY1mQ0o6VeBbNAaK1XY+CIXmipV0OnNkKnMUKrMsKjjz3qihUw6QVU58kBMAJ+RVYzdGojqnNbMGp6f3S06lBbyBY+9r71R21hK+S1KshrVbjjkTFwdXdCUUIjWurVyI2ph+/8IQBYkZVRL6AkWYq+Q0ZDXqtCUSK70Ro/ZxB8fL1QkiJFZbYcldlyTFs4DPaOdkgNqURDqRIGnQDvsb0hmAV8mPQhzGTGsJ7D8OyUZ5EmTcP3Od8DAOYMnoNp/afheP5xnCo8hcvllxH/aDwAYGfiTuS15KFB3YAv7/oSaqMar0S/AoEEeDh64JHxjyCqJgofJX8ECSS4+tBVDHIfhH1Z+3Cy8CSG9xyOyysvAwBejXkVRa1FKFGU4N3Z70KpU+LxK49DL+jxzd3f4O5hdwOFl4FzjwNO7sCrhYBLT+D6diBpHzBiPvBkMLrjvyuGDx8u+u7+z8af+wPbFn8Fe77u+M/jpxrEZrOZDDpxStZoMHWxhlO36bvIFSqkatF4eo2a5LXVon3aZE1dUsP1xYXU0WqjLRm0WirPSCGDzmabp2hsoPL0FFG6sjo3i2oLcjvN00C5Udeppd6G9SubpJR+JZg07bbPZ21hC+VE1fK5CoKZsiJrqCzdljZXt+kpMahMxHetL1VQ3LkSkZ1fVkQNJQSV8RS1Xmuk6NNFIrnM5tp2CjuUK+Lr5sXWUej+bM79FUwC3ThRSNeO5PHz2tasoYtfZVBiUBnvV5IqpbMfJYtS/J8kfUKrg1dzm8Y2fRv948o/aH3Yes4pT2lMoQXnF9BHiR/xfgezDtLsU7O5LKlgFmh92Hqac3oO5cnziIioQllBc0/PpQeCHuAwzcXSizTZbzJtjdnKx3oj5g3y9fOlUwWn2PkzqOnuc3fTtGPTOJ2OyqOItvci+nwMkd6CdV/fzrDMkzbp1d87uq9Z3fHvRveC2ym+z/6eZhyfIcJWX4p8ie46dxflNbMLR4u2hR4OfpgeD32cayOnNqbS0oCl9HX617zf6cLT9ODFB7lfrdlspp2JO+mp8KeoUdXIx3oh4gX6KPEjvgDkyfPo2WvPUnBZMB8roiqCtkZvpQqlDbM8nHOYPk/5nAsS6LVGuulfQgXxNmxVKdNQ3PkSEUZaU9hCScHlIh5pUWID5d+0LV4mg0DZN2pFxUIqhY6yb9SKsNXm2nYqTm4UiUHUFrWK+gmCmSqyZCKurk5jpKo8uQj/bG9pJml5aee3g+R1NaIFlIioubqSjHrbHExGAykaxQbRBq1WtDASMY6tyShe7DsvxLb5dtUq7o7fJkyCqQsua/0OWcNsNpNCqxC1tevbuRgHD3kZkbrTZ0MQmEesXjze7xl/hWtWd/x3xd8Ow/2/IqEhAQazAUkNTI/VIBgQWxcLuVaOtCbGdy1qKUJhayGymrNQ2c60cCNqIlDTUYPA0kA+1vni8yhTliG4nKW3FHoFzhWfQ6o0FTG1MQAYHzG2LhZni89y/Ph04WkkNCRgX9Y+Ptbu1N0IqwqDX74fAMbf3ZuxF8cKjnEsrThJiqyIWtw4UQi9BQ9NDCpHdmQtok/ZcNqwA7lIC61CdgTjMjbXdCDCrxBRJ4q472xebD3izpUg+Jssrr1743gh4s6VcMzXLJgR+EUGrv9YgIK4egDMw/bSV5kI2pMBhdTKna3ClQO5uPR1Jp/D1cN5CPk2G/EXGHZn1Otw/I1/4uTbL6MsLRkAUFeQB7/XXsCx116ATs3SwMlB53Fs62Zc/HwnH+vSFx/jyJZnkBbC+HcGrQY/vvocDj3/JJoq2Pj1RQU48Mw6HH/jJQgmdm4yrlzCN0+sRuSPB/lYl7/+DHsfX4XSVKZBrVOp8OMrz+Hw5o2cv9tYVowDzz6OS1/YaAMF8Q348Y2b3K8WAG6cKMTpHUkcW9VrTbj0dSYuf5sNowXfbalX4cJnaRwzB4DiZCkCP09HXbENW00OrsCVAzncf9eoFxB5vBDxAWU8DaeQqnH1hzxUZDbzftV5LYj0K+CaygDTdk4MKoPJaKE+Gc1IC6vieDIANGuacTD7oAhbLWwpxLH8Y7ymAQBi62Jxvfo6fy6YBYRWhIp0kDsMHQitCIVSp4S9nT0kEglq22sRWxcLIuISpYUthShuLYZEIuG2l1myLLTqWuHh5IEBbgMAow6oS2O+sF6jmGWfVgG0lDMsd8gtgJPNWrM7uuOvFn87DPf/ivdmv4eQihCsHLMSAOBk74Qv5n+BgpYCPDz2YQCMc/jCtBfgYu/CfW3XT1oPrUmLO4fcycd67ZbXcKnsEp6e/DQAZlL/0vSXUK4s59zcu4behcU+izHYfTAGuzPN4TXj1qBeVY/lI23c2bXj1+JyxWXuVzvUYyjmec9Dm74NU/szYrj3uN7o1d8VXt7ucLL4rQ6f4oW6olaMnGbTOB42yQs1BS0YNMYTABge6+UCs8mMXhavWC9vN9g5SNB3iAfsLJ6tfQa7oaagFX0GMxxVYidBTy8XtDZq4GHxgXXu4QAHJzvY2dvBycXB0sZ4ry5uto+ag6OdaAtw6WFYrTAFkwkggmAycXxWr2EXe73aJkyiVrCFSaVgQhtGvR4apRJmwYSO1hYMGDkayqZGCCYT2mRSmAwG2Ds48MW4qcImFFFflA+zIKCxtBhjZs1Bm0wKRQNbRFvra+Hm2Rt1BXnQtClRkZECwWSCvYMDyjNk0LYbUJ4hw5S7h0AQzChKaAQRUJ0nR98h7pBVtaOuyGJMUKfCwJG9UJLahKbKdsjrVLh1OfMwzrzGCttyo+swZFxv6NRGbtowZDwbvya/BUUJ7AZt/JyB8BrsjszrNShLk6Gpoh0jpzNcPvZsMdrlOsBOgoVPTEBHqw4xZ0os76c7xt02EMXJUiRfqoBEAmz44g64uDliT/oehFaEIqo2CueWMV7tSzdeQpOmCa26Vrwy8xWUKcrwYuSLAIDjS45jev/puFByAR8lfwQ3RzfErY2Do50jdibuRFhVGO4ccif2LdwHM5nx2JXHoNAr8P6c9/Hw2IdR3FqMtaFrYQc7BK0IwvBew3Gu6Bw+Sv4IQz2G4sqqK+wNCtgIFIUAczYzXqrJABy4nWkHP3YBGHMPuqM7/tLxZ//EtkZ3eubPC7PZ3CXVZzR0Tf91lk8kYqlnTbuYpqFp13fZr6VBJcJpjQYTSSvbRHzan0spN5QUiXBak9FIpalJpFYqRP0K42NEaeb64gIqSY63HZ8gUF50BNUV2fyN1W1KSr0cKBq/oaSIkoLOk05to0VlR4RTRvhl/lyvUVPcmWNUkpLA2+R1HRR9qohk1TZqUWFCA0WdKuIaxyaTQHHnSyghsIwfd1uzhsIO5VBebB3vV5beRJf2ZlJDmQ3zjb9QSsHfZHF7Qq3KQMHfZNK1H/M4flxX1EpnPkyijKs2rDv1SiWdeDeBqi3WgyaTQMHfZNGpHUnU1sxw1ObaDjryeiwFfpHOoYFzRedoyrEptDtlNx9ry40tNOXYFK5xLNfIaf7Z+TT39Fyq62Dzj6uLo6nHptLKSyv5Z+fzlM/J18+XPkj4gL0XZjPdH3g/+fr50tXKq0REVK4sp+nHp9PMEzM5R/5c0Tny9fOlpQFL+Rzo5GqG04a8yp4bNESfDGVtuRfoj47ua1Z3/Lvxt1tw96TuobvO3cWxVb1JT5sjNtMTV56gVi3jcNa219I/rvyDdibu5P0S6hPosdDHKKTcprF5suAkPXvtWSpXMI1eg2CgnYk7aXv8do6tytQyeiPmDTpXdI73y5Zl01uxb1G2LJu3BZcF06fJn3JTBMEs0OGcw3Qi/wTfR6syUOLFMqrpJGgvr+ug5MsVIvGH6ny5qJiHiPnHVufbjBr0WiPlx9XzCy8R0wguSmoU6f0217aLBPSJ2MW9s76wySRQbWGLqCBKpzaQtFL8XrbLm6mtuUnUpmxqJL3WNpbZbKY2WZNosTcZjSLNYyJW2GQy/uQGwPjfzUX8K4WVM945dCZdl+fWAihrtGpbRQIxZrOZatpqRON16Duoqq1K1K+2vVZkbk/ExC+s30n2gu1EpRFiLq68jBVR/QnRveB2x78bfzsMN7wqHHKtnOOoVe1ViK6LRoYsA5kyhjNG10YjU5aJc8XnuK7ymaIzyG7OxrH8Y3ysbzO/RUJDAsduc5tzca74HAJKAzg3N6A0AFcqr+Dj5I9hJpYa/SbjG4RUhGBvxl4ATDd2281tOFV4CkGlDItMakjC3oy9+Cz1M87pzbxeg/Swalz93sZRjfArQGpIJRIDmcaxTm1E6Hc5iD1bgpIUpuNblSNHxNEChHybzbmzSRcrEHWSebxaI3RfNiKOFiAlmGHTmnYDLuxKx6Wvs1BTYOHOpjXh4leZ8P80lXNN48+X4tLXWbh+xMbDDfoyExd2pSH7BuNmtsma8OMrm/Djy5vQaknTliTH44eXnsapt1/h/WJOHMHhzRsQ5cfoKESEU++8ggPPPoaq7Aw+1qHnnsAPmzdC0854l+XpKfjmiYcQ9JlNLi7m5I/4at0K5EReBQCYzQL8d76Dg889wek97fJmHH3lOZz74C2YDAwjrchMxeHNG5B44QwfKznoPI6+8hyqc7P4WFe+24PzH7zN8V2tyoArB3IQf8GWppZWtCHku2xUZNmw1eKkRlw9nIe2Zi0/xpSQStz0L4VgMvP3MfZsCedSA0BLgwqx50ogr7PZ81XntyA5uILzmAGGwRclNvLnRr2AzOs1kFbYOKodrTpkR9ZyXBgApJVtKEmRgszENcdj62KRJWPH7GzvDKPZiIjqCDSpm+Bs7wxXB1e06loRWxcLk9mE3i694WTvhNqOWuS35EMikWBoz6Gwk9ihVFGKJnUT3J3c4dPTB0SEwpZCGAQDhngMwSD3QdCZdKhuZzrSU/tNRW+X3ugwdEChUwDOHsDohYCDE/OXFowMyx15FzsAXTu6ozv+yvG3W3A/vP1DrBu/Ds9MeQYAMLb3WDw/9Xk8NuExzrG9f+T9WDZyGV6b+RrcnRiP9CnfpzDPex6en/o8H+vFaS9i9qDZHPOd1HcSFvssxj3D7sHkvkzTc5HPIvh6+eLxCY/zi9iK0SswzGMY9wB1tnfG0pFL4dPTh2soj+szDqM9R2Ny38lcG3nI2N5wcnXA8Mk2TNZ7XG9I7CQYbMFkHV3s0XuwGxyc7Tne2rOvKxxd7OHexwXOPRiWatUe9uxvKzJx7+Ni2TKerL2DBI4u9rCzk8DZlWGxjs4MH3ZwtOPCBBJ7y9ZOwsey6gxbt4LJCMFohGAy8YVNa1ksNR3tHKdtb2bFO+1ymaW/AKW0kW8BoKOlGTpVB1SKVmgsi520vBRmQUBDqa1gpyYvG2ZBQF0Bu6nQazSoyc+FWtHK95OWl6C1oQ51BXnoaGGLYklSPNqbZSiItRmq50SGo7WhDkXxsZZ5NqMwLgq1BbmosSzClVmM65oVUQu1kgk+ZF6rQXVeC1JCKvlYcedLUZYu40YNLfUqpIZUIjuyFjUFDIvOj6tHbnQdIv0KeOFawoUy5EbVcYMCIkLYwVykXaniBhL1xQrEnC5G5LFCNNd2WOZQjYSAMoTss5k+RB4rwE3/Ui7IYdCacHFPJq7/WMDN7BMbEvFi5It4KvwpLhRzKPsQXol+Bc9FPMfH2hy5GS9GvojvMr8DACh1SqwOXo21IWuR1JjEx3oo+CGsCl7Fb2K/zvgaa0LW4I3YN/hYz15/FsuCluF88XkAQKuuFfcH3o/FFxajXMluKm/W38T8c/Ox7so6G3czehewayhw3SZW0h3d8VeLv13R1OxBs0XG7wDwwrQXRM97u/TGp3d8Kmqb3n86DtxzQNT2j4n/wD8m/oM/d7Z3xp67xOLhozxH4cyyM6K25aOWiwwFAGDXHbtEz71cvRC0Qux8MXRiHzzz1Z2itnmrx+D2h0bzxc/e3g6PbJsFs5lg36ng6and82BnL+FtU+4eitEzB8DVYroOAEuemwy1Uo+evAjKEY99MBtGvQAPy2I8fHJfrNtxG1zdnWBvKXq6ffUYjJ7RH30thgUAsPLV6WhtUGPwWE/LHIbgsU++ApnN6D+cFQhNuWcJ3Hp7wct7CCQWM4FFm17CqFtuw4jpt7DjcXDAIzt2QV5bjQl33AUAGDLBF/dveQMOjk7oO2w4AGDWA6vg5OoK73ET+Rzue/5llCQnYMo9zODB1d0Dy7a8gdb6Oky84272/sy8DXNWP4oevXqj9yBmzDB71VrY2dtj7GybyMnd6zehJOkmbl3BjCc8BwzE7IcehapVjlGz2OdpxNS+qMzpC8/+rnDzZDctvvO9oW7Tc7MIAJi6cCgqs+UYM2uAZawe8PH1gkFrwsCRTBxl2CQvFCY0YtDIXrxwbeT0fpDVdPCiKIlEguGT+6KuuBWDx/TmY7n3doadgx1/z/r79ISdnQQDR9iESfp6e6C+WIm+Q9kNpb2jHTy8XNAu1/IiuD4ufeBs7ww3Rze4OrC23i69RVsAvNLYzdGNz8teYg8J2BZgrlwEgpnMIIs9l7XiuXPlc6uuVbTVGDVoN7RDIAGtulaMwijUdtRCIAE17TUQSICDxAGQWjI1UlvGpjt+3/Dz88NTTz2F1NRU3HLLLX/2dP6/48yZMzhw4ACKi4uhVCrh5eWFmTNn4u2338bcuXN/mxf5UxPaneKPxkNKW0tp49WNIow0rDKMNl3fxPWMiRip/524dzi2qjFqaGfiTvo++3u+T1VbFb0f/z4lNtg8WBMbEumTpE9E/MHAkkA6nHOY+9XqTDo6nHOYomui+T4qhY5Sr1SSQmrjE8qq2yn7Rq2o8Kg6Ty7ymBUEM5Wk/jvJNQABAABJREFUSKml3lbwo1MbqCRVKuLctsk1VJ0nF2Gkspp2kTctEVFjuVJU/GQyCNRUJS500qoMIgyYiAk96H/iFatStIr4rWazWVSYRMQKm36KwXbrEv928VPNZyLq8j6ZDELXgjdtC9fytkalslKE52qMGipsKRTt06hqpNJWcRFcbnMuL7AiYvUTMbUxIuOQRlUjRVRF8O8IEVFGU4ZIK9woGOlS2SXKl+fbBm+XEiXuJ1KKjUl+z/gzMNza9lrak7qH7vG/h245cQvNPzufPkj4gIpain65828cv8YP978pvv32W3rrrbfowoULFB0dTWfOnKFZs2aRvb09RUdH//IAvyL+tgvu7pTd5OvnS3NOzeFty4OWk6+fL1e+adY0k6+fL/n6+XLnlNDyUN5W08bcWt6OfZt8/XxpWeAyPtY9/veQr58vL7yqaa/h/axG8mcKz5Cvny9NOzaNCwCEf59L322KpIDdaXysI6/H0nebIik5mBVntTaq6LvnIum7TZFUbxGZyIqsoe82RdLhV2L4QhV2MIe+2xRJYQdziIgtYEe2xtF3myIpN4Zd+Jqq2mjfc5G0/8UbfPG0jnX6A5vJc9ghNq84f6ZCZNCb6OgbcbTvuUiqLWKFLbLqdtr/4g06sjWOdGp24c66doW+WHM/Be3+kI8V/OWn9MWa+ynnBqtSNWi1dGTLM/Tt+jUkr2XntKmynL5dv4ZOvPUyX4jzoiPouw1rKSnQVoAWefQgff/iU1wpyqDX0YWP36PT723l4hfy2mo68dbLFHXMdpNUkhxPJ99+mYqTbvK2xICz5P/Ru1xIw6DXUdi+L+n64X38hkHZ1EjBez7hcydiSlWXv/5MVGWdG11LsWeLeSGZySRQ0qVyyomyLQgqpY7iL5RSfYmtMEha0UZJl8pFAiPlmTLKiarlNztmwUz5cfWi4jmdxki5MXWiGyCFVE1FSY2ixbaxQsnfL2vU5LdwpSoi5mJUnS8X3eC1aFsoR5Yj6lffUc9NOqxRoawQiVmYBBP/nlhDb9KLi6HI4s5lEi/2Py3SIvr5Yq4/K/7oa1ZgSSBNOzaNX0d++tiftf8PmYc1/hsXXI1G88s7dQqlUkmOjo70j3/84zd5/b8dhmuNh8Y8hLmD52LzdJvn4lOTnsK0ftPwyLhHAABeLl54aMxDmDlgJsd3Zw2chan9pmKRzyIMcmcmyouHL4a3uzfHZAFgyfAl6OfaD/OHzAcA9HPthyn9psDb3RsTvVjac3LfyfBw9MD0AdOZ3yeAgSN7ibYA0yWW2EngZdEldnFzhKuHE9Mn7sVSlx59XAAJ4OHlwtPLXJfYspVIJHCyYLDOrgxNsLOXQCKRwE4isWGwFljMKpoPgBdIWQXxSSDodQL3hgUAbYcBZhNBrzbCZGS4o1WPWNFo0yVuthQstdSy4hitqh0KaSP0GjVaGxmu2VxdCb1GDVllOQxaJtxQnpYMnaoDZRZhCgAoiL2B9mYZytNTAACt9XWoys5AQ3EBpGUMnyxNTkBTRSkyrlzmWHFmeAik5aXIDGcavkSEhPOnUJ2TicKb0QCAuvxc5MdEIvv6FcgqmThF1rUrKEmOR5SfzUAi9pQfihNikRhwxnI8BsScKUFOVB1KU1nhWmWWHGlXqhB7toQLUaRfqULm9RpcP2ozt772Yz7SrlQhNZRhvh2tOoQdykXs2RJUZDOMuTStCVEnixDyTTZ0KnbuEwLLEHO6WGT6ELw3CxFHC7iZfVuzFoGfZ+DSV5nczL44WYrgb7Lg/2kaL9iKOlWEy99kI+p4IR9rXeg6rLuyjhf11bTXYHnQciwPWo6adiaiElQahAcuPoD14et5vx2JO7A0aCm+Tv8aABPHWHN5DRacX4DEBvY+livLcff5u7EsaBnHd0MrQnHrqVuxNWYrH+vT5E8x48QMPge9oMejIY9iwfkFvNAK8jLgq8nAsQcAwVZI9t8eMbUx2JG4Ayb618e0P2s/zhSd+Zd//zNCp9Phtddew7Rp09CrVy/06dMHc+bMwaVLl0T7LVy4EOPHj++ip0xEGD16NO6//37eZjAY8NFHH2H8+PFwdnZGv3798NRTT6G5uVnUd/jw4Vi2bBkCAwMxffp0uLi4/EsP3n8VHh4ecHFxgYPDb4O+/u0wXGuM9ByJQ4sOidpWjlnJC6AAtkDtmLtDtE+/Hv1wculJUdtdQ+/iZgXWePWWV/HqLa/y5y4OLji19JRon0l9JyFhXYKoberCoZh8lzfH7QBg2eapMBnMvGDJ1cMJT3w0B2YzcYGJkdP6Yf2u2+HSw4bJ3vnIWEy5e4ioMOrhd2ZBrdSjzyCGt/Ud4oFHt98GOwcJx/ymLhyKfsM80HuQrd+ijZMgLW/DkHEMu3NydcDDb94CtVKPoRP7AGC44/0vToGruxO/Ebh9zWPwGjIUQyfYjKFXvL4NNXnZmHQnM5Do2bc/Htz6HtRKBUbfwvDQ8bfPh07VAc+Bg+DqwXDNOx5bDw+vvphgwV8B4L4XXkV1TgZuWcbet/7DR2Luw4/BoNNi2ORpAADfBYvR2lgP73ETOVY8e9UjcHR2xoyl7CZJIpFg3qNPoK4wDxPvZON7T5iEMbfOhaOzM/r5DAcATJh3F+oK8zBy+iw+hykL70W6TotJ8xey97qHI0bN6A+FVA1vy/kaMKIneg/sgR69nODRm53noZO8UJLahBFTbQYSQyf0QZGyEd5jWT8Xd0f0HugGTZvtPfMc0AMOTnbw8HLln4k+FlMKqzkFwG6+Olp18PBir+fobA8nF3uYjGZ+w+Vk2Tq62HPREauRhHULgFfYW7dGsxECCfz/ANCmbxNtAUCmkYm2JjKhQd3Atip2E1avqofGpIFO0KHD0AF3J3fkt+TDTGaRO1daUxoEEpDelI6VY1ZCoVMgr4XdYBS2FMKnpw8zaW+rYQ9tK+DeH/8L8V3Wd/zc/19xMPsgVo9ZDUd7x1/c948IvV6P1tZWvP766/D29obBYEBERARWrVqFo0eP4oknngAAbNmyBStWrEBkZCTuuccmYBIWFoby8nJ88803AACz2YwVK1YgLi4Ob7zxBubOnYvq6mps374dd911F9LS0uDq6sr7Z2RkoLCwEO+++y5GjBgBNzc3/FIIggCz2Yz6+np8+umnICK8+OKLv80J+U1+J/8G8Wdx2sxmM+3P3E9fpX1FJkvaUKFV0KfJn3JiPhFRcWsx7UrexTm3RESxtbG0P2s/T6GZzWY6X3yeQstD+T56rZGyImpEoghtcg3lRNWK8LLGCiWVpon5p1W5cpEOsskkUHmmTMS51XToqSa/RYSttjVrRAbpRETy+g5RmpKImZ135uqajEIXM3ej3tTVhEBv6mIM361B/PuF2WwW6VUTMfGQn7ZpOvRi/rJJ4GIZ1tB2GLq8xwqpWozXmwRqLFeKUtFyjdxmHmCJopYiEXYomAWKqokS8WlbtC10ufyyCAfOl+dTSHmIKD0cWh5K8fU2sZJ2fTv55fmJxi9qKaIDWQeoWWMzbwgpD6EjuUdsmK9RR3TjY6LMU/R7xx91zcqSZf3LNPLPPTprBfye8Z+klE0mExmNRtq4cSNNnz6dtwuCQCNHjqQVK1aI9l+yZAmNGjWKf67PnDlDACggIEC0X2pqKgGg/fttaXUfHx+yt7en4uLif+u4xo0bR2B5Pho0aBDdvHnzlzv9yvjbppStkSfPw/7s/TiSdwTJUqbje6boDE4VnsJbcW/xFMdnKZ/hZOFJ7E7dDQAwmU3YErUF+7P241wxk79LbEjEh4kf4s24N1GhZCnIjPBq3PQvRWgnSkbEjwWIPVvC6R06tRFBezJw9XAeyjNYWqQqV46Q77IR8Hk61G2MYpISXImwg7kI3ZfDx7r8TTaCv8lCqkX+T9NuwJmdKTj7UQoay5QAmKbu2Q9TcHZnMtfxTQmpxKn3k0TpzEtfZ8LvzXhOC9G0G3D83UQcezse7XLGGa0vVuDwq7EI+Dydn5vEgDP46tEVSA46z8cK3LUD365fg7qifMtYbfB77QUc37oZOotFXm1BLg69sF6kZ5wRFowfXtrI/WoB4OrBb3Dy7Vc4LUjT3gb/j95F2L4vufettKwEZ7e/iaxrV3i/grgoXPj4PUjLbTSa2NN+CN//FQw6djx6jRpXD36D1Ms2HeyWuhqE7/+Kc24BoCwtGZE/HuScWwDIDL+MlEsXeJraqNchMeAMT28DLI2bGlrJzx8ANJa3IftGLdczBphlX2W2LSUmmMwoSmyEQqpmKX87CTTtBpSkSGHQmeDgyOhayiYNaiz+wq7uTpBIJJBWtkEhVcPe3g5uns4gM6GhVAG9xggXd0e49XKGUS+gqbIdRATPAT3g4uYIrcqAtmYt7O3tMHBkL9g72EGqlkJlUMHL1QvT+k9j51othWAWMK7POIzrMw5mMqNN3wY7iR3uGnoXBrkPAhGrSO7j0gfLRi7j9DoAmOg1EfePvJ/T5ABg6cilmDvYVgnq4eSBJyc9iXF9xvG2cX3G4bmpz3HLTIBR+Db4boCDnSVZ5+AM3P0OMG0d/leisKXwl3fqFFbe/l8l/P39cfvtt8Pd3R0ODg5wdHTEkSNHUFhoOy47Ozts3rwZISEhqKlhEEV5eTnCw8PxwgsvcJgsJCQEnp6eWL58OUwmE39MmzYNAwcORHR0tOi1p0yZgrFjx/5b8w0ICEBycjL8/f0xceJELFmypMu4/2n87RfcUZ6jcNug2zC9/3SujTzPex683b2xbOQy/kbfNfQueDh58NSxg50DZg+azTDY/tMBAMN7DYeXixeGeQxDvx4sTdh3KMNf+/n05K9p5cdatw6OdnDr5Qw7Bwn3inX1cIKdvQTOPRzh4GTBXd2s+sQ/o0vs9DNvpWXuVmxOMBHHZTWWRdzKFwWAdosQQ7uciWPoVEZo2w3Qa0xQWfZraVDBbCLI61ScY1tfxBbt+mK2NZsF1ORmwaDVoKGYfala6mrQUleD5poqKBqZ2UFFRipULXIUWTBTAMiPiUSbrAmFN5kwiV6jRl7UNTRVlKIikxlIVOdmoSY3CwWxN9AmYxhpTmQ46ovykXzRtugn+p9GdU4mMsMsBhKNDUi9dAH5MZGoyEgFABQnxCEv6hpiT/4ITZuS9Qs4i/yYSC6+AQDh+75E1tUQpF9h2JOsqgI3jh5C3Gk/vjDnRFxFwvlTCN7zMecax54pRsrlSm76QGZC8DdZuHm+FLlRNtOHsIO5uHIgl3NnM65WI/JYIYL3ZvE5XP8xH9d/LEDcOYZNm4wC/Hel4fK32Vwgo75YgYDP0nH+41QuapEWVoWgPcw4wRphh3ItxgkMKzboTDjzQTJOvZ+IhlJ2U5EqTcV9AffhwUsPQmdin4kjuUew6MIivH3zbT7WlhtbMO/sPFwsu8g+P4Z2LA1cigXnF6BRxW6ScptzMff0XDx97Wl+o+Zf4o85p+fgh9wf+Fjbbm7D4guLkdvMUskdhg48GfYk1oev5/hucWsxVgevxuepn/N+weXBWHN5DTfzYCfsfeD4CkBZi79T0F/IVzYwMBBr1qyBt7c3Tp48icTERKSmpmLDhg3Q6XSifTds2ABXV1ccPMhuwPft2wdXV1ds2LCB79PU1ASlUgknJyc4OjqKHlKpFHK5XDTmoEGD/u05T5o0CbfeeitWr16N8PBw+Pj4YMuWLf/B0XeNvy2Ga40ejj3ww+IfRG2T+01G+EPhorafcm4BYP89+0XPB7sPRtSaKL5IA8Domf0xfLIXXzQBYP66cZj94Ci4uDGcxcHJHuu23waTwQwXCy92wPCeeOKTuXBwsud424zFPvDx9eImAwCw7KWpUDZp0N+yoPfo6YRH37sVRr0AL2/2q2LktH5YtXUm3Ho5ccz39ofHwHtsb44xAsCKV6ZDVtWO0RYD+j6D3Rh+bBQweLQnAGDSHd6QSFgBlxXju+fpF1F0M5pjq3Z29nhw63toLC/B9HuZ4cKQCb6Y/4+NsLO3x6Ax7FfLLctWQjAa4TNlOp/D3U88g7zoCNyy7EEAzHT+7vXPorm60sadnTELk+bfA/c+fdB7IDN9mHbvMnS0tmD8XBtP+daVD6Mg5gamLmYFF54DB2LS/IVQKxUY5stMH4ZPm4FBY8ahz+ChcO3JCtXG3z4fTeWl8L17ER9rwh13ozw9GSMt/GDPAQMxYORoGHU69PMZwd7/cePh4uaOgaPHwt6RvY+DxniiprCVC5NI7CToN9QdTVXt6GspguvRywkubo6Q2NkK3Hr1cwUkTLTEGlZur3UrsZPAydUeBp2J34TZO9pBIgHsHOxgZymCs34cO30sIViK2qxbs0Aw6lkRnEHLfnkrdAoIJKDd0A6j2QgXuKBexW4SrFsAKG9jghQVbSyr06xpRp2KFb9Vd1RjkPsg5Mhz0GHsQLo0HXpBDxcHF8TWxUJlVCGmNgZPT2YL8ZXKKzCZTUhoSMDkfpNR3FrMVdtKFCWYMWAGImsiUawoRnlbObbOYkVVpwtPo7C1EP4l/sxERN8BxDMlNxQGA3N+IwzuT4jRnqP/vf17/3v7/55x8uRJjBgxAufOnRNdF/V6fZd9e/XqhSeffBI//PADXn/9dRw9ehTr1q2Dp6cn36dv377w8vJCeHh4l/4AK3LqHJ1f8z8JBwcHzJgxA+fPn//lnX9N/GbJ6f/P+KMxXJlaRl+lfUVZsizelifPo/1Z+6lFa6NbRFRHUEBJAMcQTIKJAksCKU1qo+3o1AbKi62jjlabv2pbs4bKM2UirLO5tl2EyRIRNZQpRZiaySBQQ5mSTJ2wVZ3a0IUnq1LquhgHdLRqRbib2WzugtsKgrmL4btgEro5r79j/BTvNpvNIr1qIoaL/7RN3aYXfQ4EwSyi7xCxz8ZP2xRStegzZTabqb5UIeJj69QGqslvEWH4LQ0qqvsJZSimNkaEo6oNagoqDeKezkTMfOBc0TmRrnJYRRhdKLYZCmiNWvo++3uuYU7E+Ou7U3aLxr9aeZV2Je/i3FzBLNC3Gd/Sd5nfccxXppbRO3HvcMN7Imac8FLkSyJ9cor+jOjMOqJ221x/y/gjr1kPBD3wq/DbuafnktbY1ef594hfg+GuWrWKxo0bJ2prbGwkd3d3+rnlp7i4mCQSCd19990EgLKyskR/P3nyJAGgpKSkLn1/Gj4+PnT//ff/yqP5+dBqtTR27Fjy9fX9/xrHGhKiX5d/6N2796++W/h/7H13fBTV+v6zm94Tagg99N6riKKoVFHE2FCxIKIIqCAWRBRUkKogRaT3XkNCQhJCGum9914223ub9/fHbM4y4P3q5aJe74/Xzzrk7Dlnz87Mzpk5z/s8j0wm+7cnfpVKBR8fHyiVSnh7e/9+g/8wVsevxtnis+jq3RVXnr0CAJh5fiYqVBUI6h2EL8d9iWp1Naafmw4C4efHf8bEThNxoeQCvoz7Ek5iJ8S8GAMPJw9EHMxDQUIDOvT0wexlIwAABz+Lg0ZuxPjnemLYE12gaNTh+NeJ4IgQ9PkotO3shYJb9Yg4kA93H2fM+/4hiMQihO/PRVFiI/pPCMCkuX1BHOHIqgSomg14av5A9BzRDopGHU6uTYLIQYSXvxoDTz9X5MfXIfJQATr29sUzHw0HwHuy5sfVY+wzgRgxpRusVg6nv0uGokmPZz4cBv9AH8jqtDi7IRUePs4I+nwUHJ0dUBAXjdAdWzBw0hOY/Db/ZHDj0K/IjryGp95dgt5jJ8BsMuLcd19Bp1Rgzsq18GrdBvL6Wlzc+C1ad+yMGUtXQCQWozQ1EdFH9mPYU9MxbAqvrpV4/hSKEuMw+e330KFnH1jMZlzbuRUWkwlTF30EZ1c3qJqbcH3Pz+jQuy/GPfcSAB7zTb50FsOnzES3ofx+zrgWjNrCPDz62tvw8PUDZ7Ui9sQhiB0c8VDQKxCJxdApFYg/cxxdBgxi6lH1JYXIj7mBYVNnsqfkosQ4SGuqMGrmc3B0dgYRIePaFbh6eqHfhEcB8B65WRGh6D50BHuyldXxVKT+Ex+Dqwf/1FpTkAutXIY+4x5m51xZhgRerVzR1qbIZTFZUZEtRcfevnDz4p9stUojmqs16Ny/FXtClTdowVmJrVi0lLl5ObNVEiKCvEEH3/burJ3FbIVRa2FPxAC/dAyArXS0lDk5OwikOa1WjqmSPYjfjr/ymhVaHorlN5f/br0lw5cwS9A/O1qUptavX4/AwMC73p82bRpOnjyJN998EwsXLsScOXNQXV2NNWvWQCwWo7i4+DeXv6dNm4aQkBBMmDABMTExgvesVitmzpyJxMRELFmyBKNHj4aTkxNqamoQFRWFWbNm4dlnecZCt27dMHDgQFy5cuUPfZ/x48fj6aefRr9+/eDj44OKigrs3LkTqampOH/+PGbOnPn7nfxO/OEl5a1bt/7HH/bfFOMCxiGkPAQPd7RfEEf5j0KNugYj2vMXcz8XP3Ty6gSlUclTDgB08+4GZ7Ezunh3gbMDf5H0bc/TZ26n37h6OkEjNzLpRLGjCGJHEcDZ6RYtF0bxb2kQ23BXgp372nKxNBkssJg5iCz299RSHg9pMScAAEWDTrC1mjjIG3XgLAR5g5afcOu1MOktMBssMGgt8HR2QE1+DqwWC6py7JhfWVoSTHo9KrLS0XvsBKibm1GTz1MyGkqK4NW6DapyMhlWa9Bp4ebphbybUZDX1SA74hqbcFOCL8CgVqEgNhodevaBpKIMBXE8ZltXkIduQ0cgPzYa5RmpKM9IxehZc+Dg6ITE86dQmZUOo1aLbkNHgLNaEbF/F0CENp27YsyzQWxSBoDA4aMQ0Lsv0kIuIzMsGLk3rrMJN2LvTjSWlUCrkGPmh5/CqNPiypb1IOLg7u2DIU9MQ3l6CiL389Sx9oG90CqgI+JOHUbGtWDkRIXjza38e5e3rENzVQVkdbWY/NZC6JQKnP7mc3BWK8QODug1ejyKkxsRtjcXjk5ivPHDBDi7OSLuTAlybtYioJcvnv2Yv0m69GMGZHVajHm6O0ZO6w5Vsx4n1iaBrITnPxuFtl28UJrehNDdOfBq5Yq5a8dBLBYh7kwJMiOq0W98Bzz2Wj8AwJl1KZDWaTF1wSAEDm0LlVSPU98mQyQS4cUvR8PD1wXlWc0I2ZWNgJ4+7EYt7kwxMq5XY8LzvTDk8c7giMMboW+gWF6MPU/twYDWA9CgbcC80HnwdvbGgSkH4O7kjujqaKyKX4VZPWYxStzuzN04W3wWX4z5Ao90fgRWzooVMStQq67Flklb4O/hD4lOgk9ufoIOHh2w5qE1cBA7ILkhGVvTtmJOrzmMqney4CTCq8KxfORylqy1MWUjFAYFVo5dyUtMaiTAtc+BjsOBsXbd8396TOk+BRK9BBuSNzBpzDtjbr+5f9lke3usWLHiN8vLy8vxxhtvoKmpCbt27cK+ffsQGBiITz/9FDU1Nf+SE/vCCy8gJCQEixYtuus9BwcHXLp0CT/++CMOHz6M77//Ho6OjujUqRMeeeQRDBo06Dd6/GMxfvx4nDhxAhUVFdBqtWjTpg3GjRuHLVu23Ddpxz884b7++uv35QP/W+Kpbk/hqW5PCcpWjVuFL8d+yZ7kPZ09ceXZK+CIY1mQQ9sNRcyLMXB2cGZlI6Z0Q7/xAXDzsnPfZi8bAa3CyCZj79ZueHn1WBBHDJfrPdofvu3d4dXKlT1dPPZaP/R/KAAdevJ4olgswpwVI6GU6NG5H893bdfVG89+PBxiBxHjXY6Y2g0+7dzRvrv9TvuJtwagMkeKniN4LqKzmyNmLRkKRaMefcbyyQQ9hrXFIy/3gYevC0vYGh80F+4+vggcPtq+vxZ+iNKUWxg+9WkAQKuAjnj8zYXQqRToMXIMAB7nlNXVonXHznDz5J/ixj73IhwcHdHfxlEFgEmvz0dpSiKbgNsH9sSQJ6fDYjKiU3/+B9PvoUdQk5+DDj37wMGR36/DpsyESadj3FmxgwNGTHsatYX56DmaN33w79ELnfsPgtjREW1tOsuBw0ehID4a3QYPZ2PoNXo8VJImNnZnVzd0HjgYzVUV6NCrLwCgdafOcPfxhZuXNzz9eKy7Q88+yAwLYTg0ALTt2h3NVRXs85xcXOHZqg10Cjm82/D73sPXGWKxCO4+zuyGy9V2vtx+3rTwap1cbD9NkQ2HEtnNIcyG20RIiACIoFfbDCFsW+IIGrkRIPBbAHqVGUYdf9Om15jh4esCWZ0GxPFJcC3R4irUWK4E0Bl6ix6ZkkxYyYrc5lwMaD0AhbJC1GpqUYtaNOgaEOgTiJs1NyEzyHCt4hqbcC+XXUa9th5hlWF4pPMjkOgluFbBuzfdqr+FZ3o+g4T6BKQ08glxi4YtQoBnAE4VnkKWJAtak5ZNuDsyd0BmkOFM0Rl8MfYLlCnKcDjvMH9OdZmEJ7o+AWQeA7JP8a8R8wAnOwb+T49X+7+K0f6jcbzgOELKQ6Cz6OAsdsZjXR7DC31ewEj/v1bPeN68eZg3b97v1luxYsVvTsqrV6/+zfqXLl1CQEAAZs+e/ZvvOzo64uOPP8bHH3/8f35uRUXF747t9ti4ceO/Vf+e4l7XoktKSuiLL76gF198kRobeY/TkJAQysnJuaf+/k5vycqcZqoptGNXVitHJWmNApk8vcZEZZkSspjsmJdSoqP6UoWgr+ZaNSmbhf6uTZWquwzYpXVCTNaoM9+Ft+rVprtwvRbJxNvj9jHd/rkP4s+JO314eW1oIY5qNhpJrxFyobVK412cZlm9RoDTGvVmklSrBHWUEt1dGH5VvlRwfhr1ZipOaRTwaaW1GipKbhDwdcszJVSRY/dFNpsslBVVLcgtkDdoKSWkXIADR1dH097svczr1spZaV/2PjpbZOdD1mvq6fvE7ymxLpGVxdfG01dxXwnkHfdn76c1CWsYf11j0tCXsV8KpAmzJdm0MHwhk0ElIjqRf4LeuvYWw3zNVjN9HvM5vX/9fbsec3MJ0Z7Hia5+Qn92/N1+uLf7Dv/Tw2AwUHx8PG3dupVEIhFt2bLl7x7SnxL3NOHeuHGD3NzcaPLkyeTs7EylpbwYxPr16+m55567p4H8XSdvfamCti+IoO3vRrCLWmpoBW1fEEEHPrMTns9vTqPtCyIo+hj/YzcZLLTnw2javiCCmQjUlSho+7sRtHvxDZbQlHSljLYviKCLW9NYXxd/TKftCyIo7VolEfGT7b7lMbTj/Uh24asplNGO9yLpyKoEdkFOvcaP68ZRe5JJ8I5M+nlhJJWk8Tc9erWJDn0RRwc+jWUXzPpSBe35MJqubLcnIKRfC6btb75IqVcv2vvatpF+/eBtaiwvtfWlpuOrPqHTa1eSSc8nYjSUldChTxZTzPFDrF12ZBgd+fxDqshMZ2U3Du+ls99/RWqZ1PYdtRT80waKPPALcVb++0gqy+nChrVUmGAXpi9OvkVXfvyBpLV2zeGUKxco6uAeMhn572PS6yn6yD7KuXGd1VE0NlDUoV8FesbV+TkUd+qIwLy+ID6GMq+HsL+tFgtlR4YJ2unUKsqOCiet0n4zJa+vo6LEODZ2IqK64gJBO47jqDI7kzRy+82byWig6rxsgTGDTmW864ZLJdXflQSnlOgESXBWK3eXaIXFbL1rEreYrXcnalkf3IDd7/i7J9z/pSgvLycA5O3tTe+++y5ZLP+bQjr3lBXx6aefYu3atQgPD4ezszMrnzRpEhISEv6Plv994erpBCcXB7i4OzKZuxZqhruX/bs5u/JLfS11IOJ1iIHbJPBsCQBk/+ddGsQAmP6tQcsv/5lNVhi0ZnAWYtxJtdQAzkrQyAyMuiGt1Qi2ANBYoQJxBEklz99UywxQNRugkRuhtGn21pUoYNRZUJUnY96qpSm3bLrEvF+p1WJGQWw0FI31zOi9obQItQW5qMxKh7SGJ6MXJcSgqaIUqVcvsDGkXr2IhpIiZF0PAQDo1SqkXD6H8vQUlCTx50NFZhryY28g7epFyOp4SklK8AWUJCcg+sh+1lfUgV9QEBfNcFiVpAk3Du1BavAFlCTyMph5MZFIvnQWoTu3MhGNmGMHkHrlPML3bGd9Xd78PRLOHGfcXGltNa5sXYfwX7ajIiMVAJAZfhXXdv2Ik19/Bs7KH6Pre37GtZ1bcW3nVtbX8VXLcWnTd0x7ubG8FMdWLsPRLz5i3yc99ApOr/kcx1fZk1tCf96Ck6s/ReR+nltoMVtxYk0Sjn+diIpsnjMoqVLjyJcJOPrVLeg1/PHPuVmLwysTcGW7HUcP25ODAyvimPet2WTFsa8TsW95DOPvNteosffjGBxfk8SENXJjarHz/SjEnSlmfUUeyscvS6LZGMxGK86sT8HRr26xJehCWSGmnZuGT2M+Ze2Cy4Ix7dw0nC06y8q2pG5B0OUgFMp4rrHOrMPiyMX46MZHMFr5vsqV5Xg77G3szd7L2t2suYkF4QuQ3JDMyvZm78WnMZ/yhvPg9ZK/T/weOzLsFLx6TT1Wx69GZJXdrxhVt4DgjwFpKR7EPy+6desGIoJSqcTOnTvh4ODw+43+gXFPPNzs7GwcO3bsrvK2bdtCKpX+x4P6K8O3nTte+248xGIRm0z7juuADj194eFjn3Cfensg5I1alinq5OyAF1aOhkFjZmUdevoi6PNRcHZ1ZJP2mKcDEdDbD+1vE76Y/v5gNJap0HVwawCAh48LZi8fAb3axMzl+4zxh9hRBJ+27iyj9OHne6N9N2+BAf309wajrliB/hP4TNu2Xbzw+Ov9YLVwzCN14MSOsBitaNfNm2k0P/ra28i6Hsq4pg6OTpi66CPUlxRi8OQpAIAuA4dg1NPPwcHJGe179AIADHlyGlTNEgF39qGguciOvIaRT/OYi5uXN8Y8G4Tm6ir0GjPe1tdQBI4YDXdvX/gF8GMd+OhkNFdVoL9NUxkAhjwxFXk3I1lWsIdfKwSOGA21tBkd+w0EAHTqNwi+7TugdecucHHnMfLuw0aiPCNVgDt3GzwMRYnx6GRr5+nXCr7tO8Co18EvgPen9fMPgNjBgW0BwLttO9u2PevLw9cPOqUC7j6+/PF3cYGDoyPEYgc4Otv41DbubQvmDABk07+llpsxsguRWEz81mSwMB5sy81ViyBJy+QHAAqbMImyid+a9BaopQYQR1A169G2sxfk9TqYjVYoGnUw6a1wdHJAXbECREBtkYL1VZkjhdloRW2hHN0GtYFaakBjuQoA0FythqefC+Lr4lGtrkatphZrxq+Bk4MTLpdeRrW6GpdKL+G53rw38OG8wzBzZoRVhqFPqz7IlGQiqjoKAPBa/9cwtN1QXC69jMT6RKQ3puOtQW8BAHZn7UaWJAsikQij/EdBZVJha9pWAMDgNoPxcr+XEVsTi2MF/LXmya5PoqdfTxzMO4izxWcRVR2Fx7rYzp3gj4HGHEAvB+bsw4N4EP+VcS+PxR07dqS4OF731NPTky0pnzt3jgIDA+/pUfuvXp6xmKxUkdMs8ATVq01UZ7O7awmVVH8Xz1FWrxG046wcyRu0gmU7i8l6FyZrMljIbPwNXWLuTl3iB8t/f1ZwHCdYFibil87v9OJVSpoEx8Vk0JOiseGuOmpps6CsobRYsIRtMuipMjtTgPsqmnRUWyQXtKstklFTlR27tZitVJTUIMgHUEp0lBtbK1hCrs6XUkFCHRsrZ+Uo52aNAKfVKAyUdKWMmmvt46otktGti6WkV9vHlX2jmpKDy9n5pzQqaV3iOoE2b05zDn0e87lAV/lc0TlacXMF8342WUz0dfzX9O2tb5nGcaWykt4Nf5cO5hxk7a6VX6O5wXMFXrdrE9bSa1dfY7Z/Ur2UXg95nRZHLGb2fUn1STT17FTakrLFvgOjNxBt6EWULdTY/TPjwZLyg/h3454m3OXLl9OECROovr6evLy8qLi4mGJjYykwMJBWr159TwP5q0/eqCP5tH1BBF2+Ddc8uvoWbV8QQRnX+QQPtUxPuz6Ioh0LI0lSzV+sipIbaPuCCDr8ZTxrF328UIDvEhGdWJtIP79rx3cVTTr6ZWk07Vsew7C60rQm+nlhJF3eZh9D/Lli2v5uBGVE8GOwWqx09ocU+vWjm2wMSomODn0RR2fWJ7OkqoqcZtr/SQzFnbVjinGnjtKvH7zNsFWrxUKXNn9Px75cznBGlVRCJ1d/Std2/8Qu2pXZGXTsy+WUFxPF+koPvUJnvltFzTX8uDirlaIO/kLXdv1IZiP/fTRyGV3dtpEywq6ydo3lpRT2yzZqKCthZcXJtyj66H6WVMRxHKVevUSZ10NZHaNOS7fOnaSafLvJuLyhnpIunhFgpNX5OZRz47pgEi1Kimf+uEREZpOJ8mNvkFLSyMo0chkVJcULJlppbQ3VFgqN1BtKiwXtOKuV6ooLyGSwiwuY9Hpqrq4UtNOpVYJxEhFpFXKGQ9vrCW/KOI6766aM47gHSXD/hfFgwn0Q/27cE4b77bffokuXLujYsSM0Gg369++PiRMnYvz48Vi5cuX9fAD/08LRycG2/de7gLMSOI7AETHss4VWYdJb7tYlVtkpGWqpAUR2fqxWYYRJb4FObYLehuFKatQgjtBUqWKfWV+iBMi2BS+z11CmhEFrZvUkVWqomg1oKFNBq+A/syKzGVqlifmvAkDOjXAoGuuZEYBK0oSiW7GoK8xDVS5vgFCenoLqvGxkR1xjwvzpoZdRV5gnEPSPPXEIFRmpyI7gKR1NleVIDb6I7MgwpiWcHRmGvJgoXN+7g5kKRB/Zh6zroYg+zGN3RIQrW75H8sUzyAjlCelVOZmIOrAb4b9sQ1MFLw+YfPkcYk8cwoUNa9gYru3ciptH9zNurFGnxZk1XyB0xxbmYVuekYpLG7/FqW8+h6qZNwNIOHMMwT9twLnvV7O+zq//Gpc2fou4U7zVok6lxOFPF+P4l8vY96nISMWRz5bi0CcfwKjj8fC4U0dx7IuPcWnTd6yvU2s+x4GP32PGCVqFHPsWz8evi95i2HdlVgZ2vfsaDq9YwvbNrQul2LcsFnFnS1hfF7ekY8/Sm6jMkdrGZcKhz+Nx8LN4ZmJRlSfF7iXRAu/b1NAK7FkajdwYu+Ri6C85OLwynlF+tEojTn+fjMvbMtnSdV2JAse/SUTK1XL7eXOzFqe+S0Z1AS9gwxGHNQlr8H7E+wxbVRgU+DDqQ2xK2cTaFcgK8EHEBwirCGNlwWXB+OTmJ6hR17Cy3Zm7sTF5I8xW/negNWvxQ/IPuFhi90gtU5RhfdJ6hgsDQHxtPH7O+JlpKj+IB/FPi3vCcJ2cnHD06FGsWbMGaWlp4DgOw4YNQ69eve73+P60GD+nJ3qNbo/WHe3+iLM/Hg55ow4devAcWO82bnjh89GwWjimDjTg4QB4tXaFX3t3xouc9GpfBA5viy79eUxWJBbh2Y+Ho7lGg14jeTwwoJcvpiwYCEcnB+ZrOvyprnD1cGKf19JXaVoT+o7jcU5XTyc89c5AKBp16DPGHwDQfUgbjHk6EO4+zkxXecTUrhCJIPBWnfz2eyhOjMfoZ+YAAHz9O+ChoLnQyGXoaeOf9h4zATX5ufDzD4CnH8/zHTHjWZiNRgyZPJX1NW7OSyhNTcLAR3mvyjadu6DP+IkwG/To1I83feg1ehxKkhPQsU9/iMX8DU2fcRMgralCn3G84IRIJEKvMQ+hKicTnW16xq07dYFPu/ZwdHZh+GmHXn3g4OjI8FcAaN+jF2ryc+Dfk3f/cHR2hk/7DlA2NcDXn+cVe7ZqDUdnF7h6eMDZ5ovp1aoNe68lXG084Ra+sFjsAEdHJ1hNZjg62bF7ABBBxHSILWaTYAsARq3WtuUnAovJCKNeB+I4ltSlkjaBOA4aaTOsFgvEzg6Q1fPt5LYtEUFSpQbHEaS1GnQd2BpqqYHhuGqpAR4+LqgvUcJitKIqz67oVpElhclgRWWOFAMe7giLyYqy9CYeuy2Uo00nTzSUKdFkS65TSfXw8/dAcXIjZHVaZN+oxchpvHJWVmQ15A065MfVo3PfVqjT1OFUEZ94Flsbi5k9ZiKqOgrXq64D4AUX2nu0x8Hcg7hRcwPlqnI82e1JAMC6pHVQGBVo7doaK0avQJG8CNsz+MS2kf4j8WjnR3Gh5AIO5x2GCCJM7joZHk4e2JCyAbG1sSiQFWD/FD6pbumNpdBb9HAQOeDdIe/iQTyIf1zcy2NxeHj4v3xv165d9/So/Xcuz6hlBgF/kYjHbq136NjeufxntVjv4sk+0CW+f3En1kpEdy3JWsxmMuqEGLterWY0ppZQNNYLcFSz0XjXMrBaJiVpbY2grLG8lFTNdv9Vq8VC5ZlpAo6tSiqh0tQkIWWoqIAqs+1QAWe1UkH8TUa5IuJ5uVlR1QKqT32ZgjIjqwXnVX5CHeXH2z1mDTozJV4uE+geS6pVFHO6iOQN9n1RmFhPsaeLyKg32/aVlWLPFFPqtQr7fmnSUtjeHCpOsS+bl6Y3UfCOTObhzHEcbUzeSMtuLCOlkf99SvVSev/6+7QucR0735Prk+mlKy/RyYKTrK8dGTvouYvPUVZTFj92i4HeDX+XXgl+hWmWF8uKafq56fRR1Eesr5MFJ2n8sfECzPfDqA9p3NFxlFSfRP8N8WBJ+UH8u3FPE66zszN99NFHZDTaJ6CmpiaaMWMG+fn53dNA/q6Tt6FcSTvei6S9y24yUYnMyGraviBCwFsN3pFJ2xdEUG4Mn8xh1Jvp0Bdx9MuSG4xT2VSpot2Lb9CJtYmMO5sVVU07FkbSrYv2C234/lza82E0VeVJWV+n1yXT8W9usUSr5ho1HVmVQOH77Bhmwa16OrIqgQpu2cXYY08ephOrV5Csjp8ozEYjBW/bSCE/b2YTjKyuhs7/8A1lhtv5p+UZqXRx07dUX1LEytKvBVPY7m1sMjGbTBR9ZB+lXLnA6qikEorcv5sqs+0i8XXFBRR9dD+ppPaJqSD+JqUGX2CTkNVqofTQK1Sebjd90KlVlHr1Isnqa1lZc3UVZUVeI7PJPjlW5+dQeUYq+5vjOCpNTRJMjia9nkpSEsmotycZaeQyqs4XCrHI6mtJXl8nKJNUlgsmbavFQs01VXclTd2JyRq0mrtuAIw67V03XHcmZD2I/414MOE+iH837gnDvXnzJi5fvoxRo0YhNzcXwcHBGDhwIDQaDTIzM3+/g/+iMGrN4KwEo57XJwbsesQqqV2XWG7TI5Y38lujjqdkmAxW5iMrrdXAbLRCWqtl8nu1hXJwHKGm4Pblv2YYdRbUFPJ4mLJJj8ZyFaS1WjTX8Et+VbkyKBp1KExqYHzK/Pg6KBp1yI/nPUY5zopb506iJi8HBfG8D2hdUT7yY6KQGx2B+hLeNzXzeihKUxIRfcTOgYw5fhDFifG4de6k7fvoELF3B7IiQpF3k+c3liQnIPnSWdw4tIeZvyeeO4m0kEsI3bmF9RW6YyuSL55B3EkeD1VJmnBl63pEHdzDeL4FsdGI2LcT59Z/Db2ax6JvHtmHqAO/IPhHu6/pmW9XImzXT0i+eIbf3/W1OLX6M5z9bhXz3c2NjsD59V/j2BcfwWrhccBru3/ChR++wbVdPwHgl2ePfP4hTn61AtmRPKYoq6vBgY/ew4GPF0LeUAcAyLoeioPLF+HEajvXNHTnVhz4aCFijh/k97PVisMrFmP3wtdRkZUOAJBUVWDXu69h39IFMOq0bFzb3ngBV7auZ32F79mOrXOfRZYN+7aYrDixNgn7lsdAYTuXZHVa7F8Ri/Ob0mC15QqUpDZh3/IYJF0uY30lXCjFoS/iGbZqMVtxZXsmzm1MZdxupUSHsz+k4OaJItauMleKM+tTBPh+amgFLv+UAaVEZ/uOHGJOFSHmVBHLV2jWN2NV3CoBtprRlIHV8atRLLdzeq+WXcXm1M3QmW19EYeDuQdxuug0q6MwKLAzYyeyJFmsrFRRir3ZeyEz2H8bSfVJOF98HtxtdKqrZVeR3pTO6ujMOlwuvYwGbQMra9Q2IrwyHGbOjAfx18SBAwcgEomQkpLydw/lT4m5c+dCJBJhxowZ963Pe8Jwx4wZg/T0dLz77rsYMWIEOI7D2rVrsXz58v/Yf/Cvji4DWuPpJUPh6uEEDx9eS3jMzO5o09EDHWwepgDPd60tkqP3aB5H9WrliumLhvDc2cE8Rth7dHuYDFb4tHNjLi4PPd8Lfh080GukndP51PyBqCmUY9gTXQDw3NmH5vSExcShc18eR+0/oQPUMgPadfViCV5jZ/VAVlQNBk/qBIDHHR955Q3UFuZhgE2rOKB3P/Sb8ChEYjH8e/BY54CJj6G+uBCBw0exMQx9ajrSQy5j0GM81ubi7o4Bj0xGU2UZutuceDr26Y+2XbrBo1VreLXhv2P3YaNQlBjPTAAAXqtYLW1GNxs3183bG227dINGIUebLrzpQ+tOXeDk6gbf9v4MW23bNdC27c768uvQERq5DL4deAzb2c0dLh4esJhNcLM5srh5eQEiEVy9vCASi231+D6dXfmtSCRiOHILv5Y4zsaLFYE4WxKcnp8kzHo9G0OLEb1OwW+tVgs0MhnDYAFALZXAYjRCazbDqNPBxd0DkspygAhNFXbxhfqiAoAIDSWFGPz4U9BrzJDW2AVMfNu7o7FCBZ3SBJ3KBKPWAndvZ5RnSaBXm1GSJsHomfx+Kkyoh1ZpQnm6BJ37toK8QceSqxrKleg2qA3KM5vRUKZCQ5kK457tAScXB2TfqEFjuQoZ16vQa1R7EBESL5aBCCi81YDRMwNRX6pEViSf2NRjWFsE9PLD6cLTOF9yHpdLL+PpHk9DJBJhQ/IGZDVnQWqQYttj26Az6/BZ7GfgiEM7t3aY238u4uvisTGF16Ud2nYoevn1wq6sXTiafxQXSi7g2hz+5mPFzRUolBeiUlWJbx76BgqDAgvCF8BCFrg4uGBa4DRcq7yGFTEr4CR2QuTzkfB19cWW1C04UXgCg9oMwrHpPEf33evvokRRgvmD5mPx8MX4Xw59Ti5UwcGwyuUQe3rCa/Lj8Bg79u8e1v9UBAcH48KFC/ffBepeH41TU1OpT58+1KNHD3Jzc6M33niDNBrN7zf8F/F3LM/8li7xA/z1zwuL2XzX/r1Tg9hqsQgkFYmI9Br1XWWKxnpBW6vFQg2lxWS9TRJOq1QIlsyJ+OXj27FbzmqlsvQUAZ9Wp1JSQXyMAAduqiijwluxgvEXJsRQVY59ad2o01Lq1UskqbJjpJKqCkq8cFow/qLkBsq4XsX4rhaTlZKDy6goyc7zVUp0FH2iUMALL8+SUOSRfFJJ+XFxHEeJl0op5lQRgzB0KiOF7cth1DYiotpiOV36KYPKs+xL/ikh5XTpx3TGMTcZLHR5ewZd3p7BeL4F0gJ69uKz9H3i96zdkbwjNPn0ZAouDWZjWBK5hJ44/QTTOG7QNNCUM1PouYvPkcbEXxPCKsJo2KFhtDJ2JetrTcIaGnRgEJ0qPMXvP4uRnj7/NI06MopymnkoIKspi4YfGk5Tz05lPq97s/fSwAMD6aOoj1hfb4W+RQMPDKTDuYfpr4q/+pplrKqi8qAXKK9P37teJdOmky4r+/c7uY/xR/xw/9tCp9P9bh2FQkEdO3akzZs33xdP3dvjnibc77//npydnWnRokWk1+spJyeHhg4dSoGBgRQfH//7HfxG/NUnb9zZYtq+IEKArV7Ykka7PohiogRapZEOrYyno18lsKSqqjwp7V12k6Ju0zNOu1ZJ+1fEUlEyf8HkOI7C9+XSibWJJG+0CbQrDHR2Qwpd+zWHXWjrSxV0el0yZUbadYNzY2vp3MZUqi9TsL5iThXRtV9zWPKLTq2iq9s20q1z9uSUpspyuvLjDwKsszAhhsJ2b2N6xkREyZfOUsKZ4wxbNep1FHviEBUl2Y+borGeYk8cYpxbIqKq3CxKvnRWgFnmx0VT4S273rTFbKKsiGvUVFHGytQyKWVHhQsmx+bqSipJsQvcExHVFOQJ2lmtFqrITCedyn4+GHVaqs7PESQnaeSyuxKdFI0NAvEJIp7De/tkbLVY7sJkzUajgF9LxOPYd94kPLgpu7f4rf1msgpves1Ws8DInogX4DBYhFh5rbqWiWoQ8clY5Yry+zfYPxB/5TXLVFNDRRMe/s3JtuWVP2w46bLvzTzmXuKPTLh6vZ4++ugjGjJkCHl7e5Ofnx+NHTuWLly4IKj32GOPUZ8+fX7zt9ajRw+aNm0aKzMajbRmzRrq06cPOTs7U5s2bWjevHnU1NQkaNsyWZ49e5aGDh1KLi4utGLFit/9Xm+99RaNHDmSLBbLfZ9w7wnD/fHHH3HhwgVs27YNrq6uGDBgAJKSkjB79mw8+uij9+3p+8+MO3WJOSvH0y1MHBoreIxRXq+FSqKHvEEHVTO/5FiVJ4NebUZpWhPrqyi5AVqFEaWpfJlJb0FhYgOaqzWotlE3agvlqC9Roji5kXFz8+Lq0FiuQnp4JesrNaQCdcUK5EbzfEpFow6ZEdUoTm5ky4eF8THIi4lC7IlD0Kl4vu6tcydREBeN6CN2Wbtru35EVkQo0kIuAQAay0oQfWQf4k4dQaXN6zbreihunTuJK1vWMTw08sAvuHXuJK7/+jO/bzgrzn33FaKP7EPGtWAAPFYc/OMPuLz5e8adTQ2+iLDdP+HUmi/YGK5u24hrO7ci6sAvAACz0YCjX3yMCz98g/wYXv6vpiAXJ1Ytx5HPPryNO3sCZ75diXPrVrO+LmxYi5NfrUD86aMAeNz5wLL3ceCjhajOy+aPT04m9i6ej4PL3oPZxNNpbp09gb2L38bVbXb7rfPrv8auBa8iO4rHd3UqJX5d/DZ2L3wdikYeG6zJy8H2N4JwfOUyJs2YGnwRW16ahbhTRwXj2v7mCwxj1qtVOLh8EQ6tWMxoQY1lJdj/0ULGIQaAvNg6HP8mEeWZElYWc6oI5zelQSW1yTcaLAjdnY3Iw/l2bLVGg8vbMhiWDwCl6U24ujOL5QAAQNq1Stw4WsB8lC0mK2JPFyMzoprVUUp0iD5eiLoSBStLbkjG5pTNaNY3s7LLpZdxOO8ww1ZNVhMO5h5EQp1dO71Z34yDuQdRq7FzgYvkRThbdBYmq4nBTfF18aydk9gJHHG4XnkdVaoqOIod4eboBo1Jg8iqSOjMOng7e8PFwQX1mnqkNfI63wGeAXAUO6JUUYpqdTVcHFzQzacb/6H1mYDBzm3/X4jGHzbAIpH8n3VIp0PDqlV/0Yj+WBiNRshkMixbtgwXLlzA8ePHMWHCBMyePRuHDh1i9ZYsWYLCwkJEREQI2oeEhKC0tBTvv/8+AIDjOMyaNQvr1q3Dyy+/jODgYKxbtw7h4eF49NFHob8NGgKAtLQ0LF++HIsXL0ZoaCiee+65/3O8169fx6FDh/Drr7/+KXrO96yl3KZNG0GZk5MTNmzYcF8B5j8zJs3th7KMJvQYzvM+xQ5iTF80GJJKNQY9wuvsduzjhwlBveDgKEY7mxbysCe6gIjQxeZNCwATX+iNgsQGDH28MwDAxd0JE1/sDVmdFr1t3Nlug9ug/4QAePq5MO7skMc6Q682o9eodqyvUdO7ozCxAYNsOK1PO3f0f6gDdGoz88MNHD4KhfED0apjJ7h58eMaMPExNFdVYPDjdo/fgY8+gbL0ZMa59esQgA69+sBiMqFdNx4X7NR3ANx9fG28Vx537jpwCCoy0tB14FB+34gd0KFXH9QXF6J9954AAK/WbeHm7QOxWAwPXz/Wv0gkRuuOndgY7LrELfvZAW5e3rAYjXBjusSuEDs4wsnF5TY9Ykfb9m5dYs6GvxLHwWo2g4iDxcTzYg1aDYg4GPV6cBYr4AyoZTbcVWbX+W5JAmvZ6lUqaOX8zZFG2gzf9v6QVJXDajajqbIMVosFjk5OqMnPBhGHmvxsNoaKzFRYzWbUFOSiY9/+kFZXobmqAgCfqBXQuy9KUm5BVlsNZWM9HntjAQBeYEJWp0V+fD26D2kLk97CcNTyjGYMebwzagrkKE3nL7SDJ3VGm06eyL5Rg6pcGaS1WvQbz/OPE86VQinRw9nVEZPf6A+N3IiE8zyW3L67N/qND0BpuoRNtt2HtoF3azckXS5HUVIj6ooVeGkVf558GvMpmnRNMHEmfDr6U1SpqvB57Of8+eLZCZO6TMKZojPYmLIRTmInJLycABcHF3yX+B3CK8MRXRONfU/xN37zw+ZDZpBBapDincHvIE+ahwXh/Pc/M/MM+rTqg2P5x7A+eT1aubZC9AvRAIAv477E9arrmNZ9GtZPXA+T1YSgK0FQGBXYMHEDpnSfglxpLl4OfhnOYmdcefYK2nu0BxJ3AyGfAB2GAgui8b8Q5sYmqO+YiP5VGPLyoM/MhNuQIX/yqP5Y+Pj4YP9+uzmJ1WrF448/Drlcjq1bt+K1114DAMyYMQOBgYHYvn07Jk+ezOpv374dPXr0wNSpvCbAqVOnEBoairNnzwr8cocMGYJRo0bhwIEDWLhwIStvampCXl4eevfu/btj1Wg0mD9/PpYtW4Yhf9b+u2/Pyv9hPEix/+8Pq+VOGzjTXZQXnVolqMdZraSUCJd6jDqtQC6RiEjZ1ChY4uU4juqKCwR0HYNWQ1W5WWS12vuX1dVQTUGeoK/yzDRqrrYvh5v0esqLiRIsrcvqaig7MozJUhIRlaYmUUG8XdfXYjZRWsglqs61Y2NKSSPFnz7GaFhERGXpKRR36iijJHEcR0mXzlLKlfOsjkYuo2u7fqS8m5GsrCpXSiG7swVetCkh5RS6J5vRw4x6M137NYduHC1gUERDuZLObkihrCg7FJEVVU0nv01i3FyrlaNrv+bQ6XXJDPNVSfV0Ym0iXfk5k3HMi1Maad/yGEoOti/nr01YS+OPjafo6mgiItKatDT74myadHISVav4z0xrTKNRR0bRq1dfZcuAe7L20MADA2lD0gbW17yQeTT44GDma1urrqVxR8fRuGPjqF7D09tCykJo4IGBNPvibNbuy9gvaeCBgbQmYQ1/DC0mmnRyEg08MJCuV/K2jDmSHBp8cDCNODyC9UUxm4m+8ibaNor+7PirrlnyM2f+z6XkO1+NW7f+qeNpiT+K4Z46dYrGjx9PHh4eBJuZGgBydXUV1Nu8eTM5ODhQZSWfY1FSUkIikYg2bdrE6rzyyivk6+tLJpOJzGaz4OXv709BQUGsbteuXWnYsGF/+Pu8//771KtXL9Lflrvxt2G4zz77LDuxnn322f/zdS/xd0240joNHV4ZT8E7Mpn5QElaIx36Ik6QeJJ4qZSOf3OLGc6bTRYK2ZVFV7ZnMGxV0aSjC1vSBLhwVZ6ULmxJEySspIdXUsjubNLIeVzKYrHSzZOFFHe2mI1BLZPStV0/Un7sDdauJj+Xwn7ZJvCKzYu9QbEnDjFslbNaKfnyOYFXrFapoIQzxwV6xpKqCkq+dFaAdVZmZ1LuzUi7ED7HUX5cNNUXF7I6Jr2e8mJvCCZHlVRCxcm3BBNhc3XlXQlLtYX5gknParFQXVGBQJDCqNMKsOOW8d+VSKVWCz6vZWx3xp11HsT9C8tv7NsWU/nb6zBzeFsojUpSGVWCshp1jQC7NVvNVCAtEHyGVC+lQlmhoF2RrIgqlbcJmFitRCURRGrhDd2fEX/VNUt68NC/NeE2fPfdnzqelvgjE+7Zs2cJAD3//PN0/vx5SkhIoOTkZHrzzTfpzuc9hUJBnp6e9NlnnxER0Ycffkju7u4kl8tZncmTJwsm7Ttfjz32GKvbtWtXAfb7f0ViYiKJRCI6f/48yeVy9urcuTM99dRTJJfLyWAw/H5HvxN/eEnZx8eHYTA+Pj6/U/ufE3VFcigleiib9TAZLHBxd0JxUiNUzQYU3KrHENsycdaNGhi1FpSkNME/0AfN1Rq21NdQpkSX/q1RktqImgI5agrkGDm9GxwcxEi7VomaAjmsFg7dBrWB1coh7gyvndu2iydGTOmGukIFW0oMHNYW/t19kB56GdmRYciPi0bfhx4BAETs3wVJRRkMGg1mfvgpDFoNj0sSwbNVGwx5YipK05KZbnFA777w69AR8aeOIjP8KvJib+DNLbwv6+Ut6yCrrYaiqRGT31oIrUKOM9+uBHEcnJxd0GvMeOTH3kDI9k1wdHLGu78cgYu7O6IO7UF2xDV06jcQL6xeBwA4vWYl5HU1eChoLsY+9yJUzRIcXrEYVqsVL33zAwJ690NeTBRCtm+Ch18rvLNjP8RiB0Ts24ms66Ho9/AkTFv0MQDg2MplkNZUYer7H6H/xMcgb6jDoU8+gFjsgHmbdsCrdRsUJ8Xj8uZ16Ni3PxtD9JF9SLl8DhNefA1jng0Cx1lx/MvlkNZUI+jLb+HfszdUkiYcX7Ucrp5eeGnNBji7uqE8PQVXt29Cn3EPY/Lb7wEA4k4eRnZkGCbPX4SeI8eAs1pxafP3UDU34ZnlK+Hdph3U0mZc3roOPm3bY+qijyAWO6AiKx2xxw9i8OSpbGk/7epFFCclYNK8d9CuWyA4zorI/b/AoFHjyXcWwdnNHVqlETEni9G+uzejijWUK5ERXo1Bj3RExz78kn1RUgNqC+UY/XQgPHxcQBwhJaQCIrEII6Z0hUgkgkFrRlpoJQJ6+TK6mqxOi8LEBvSf0AE+bXk7w8pcKWR1Wgye1In5OefH18PF3RGBQ3l5UL1Fj0sllzCi/Qj09OOhhFpNLRLrEzGl2xS4O/F95UnzINFJ8EjnR1hZYn0iWrm2Qi+/XvBx8YGFs+BW/S0MbD0Qvq6+AAClUYlieTFGtB+Bjp48jNOgbYDeokd3n+7o06oPP1ZVJXxdfNHKtRVaubYCEaFSVYnOXp3Ry4+XkzVbzVAYFWjr3hboYbPsM+kAEOBsl2/9J4Zj2za/X+m2cGjz79X/M+PIkSPo3r07Tp48KaCMGo3Gu+r6+Pjg9ddfx6+//oply5Zh//79ePnll+Hr68vqtGnTBq1bt0ZoaOhvfp6Xl5fg7z9KU83LywMR4dlnn73rverqavj5+WHLli1YunTpH+rvX8UfnnBvX4e//d//9OgztgOUzQa06uABF3ceLxw1szucXB3Qd2wHVm/ii71RmS3F4Md4fLJdN28MfqwTrBZCx978BbH3aH80lKngH+gNB5vv7JDHO8Nq4TB0Mn8hdXAQY9iTXdBQpkSPYTyu2a67Nzr384ODo5h56/YcNRbFSQmMEwsAfcdPhF6pYB6zLm7u6DZkOJqrK9GxTz8AQNsu3eDZqjXcvH3g6cdrB3fs0w9ZEaFM8xgA/Hv0gqyuBu0DewDg+avebdtBq5DDpz2PO3u3bguxgyM8W7dmnq8tfd6uS+zm6QU57PrEYgcHiB2dQEQMg2057W8//a1mPknLarpNl9gmImGw6RKbdDpYjEaIRGKYbAkRstoaEHHMGAAAmsr5m5jGMn5rNhjRVF4KzmpFU2UZ/Hv2hqSqAhqZ1PaSoVVAR1RkpcOgUaMk5RabcAsTYqBVyFGacgs9R46BRi5DaQov4FGTl4P+Ex9DVU4m6osKUF9UgIdfngfvNm2RHXENjWUlSA+5xCbcW+dOQq9WIScqHI+9sQCymmpkhvGJZ33GTUCv0eNReKsBpWlNKE1rwuBHO8HBSYzkK+WoypVBqzDiuU/4cyDycAGsZg7uPi4Y83QgaosVSLrMmw506uMH/0AfZEVWIz28CtnRNVjw06MAwCdFFSsgq9Ng+vtDYDJYcPXnLHAcwcnFAQMndkRVrhSRh/IBAK98PRa+7d3xS9Yv+DX7VwR4BDDu7IdRHyJflo98aT6+GPsF5AY5Xr36KkycCT9O+hGPdXkMMTUxeC/iPbg6uCJsThj8XP2wPX079ubsxZC2Q3BkGi+QMj9sPvJl+VgyfAneHvQ2mvXNmHVhFoxWI45MO4KBbQYitjYW711/D23d2yJkdgicHZyxOXUzDuQewLM9n8U3D30DAJh3bR6yJdn4YeIPmNJ9CqBuBHaOBzgz8G4s4NsF/9TwfPRRiL29wan+QCKYgwN8pk//8wf1B0MkEsHZ2Vkw8TU0NODixYu/WX/x4sXYsWMH5syZA4VCgUWLFgnenzFjBk6cOAGr1YoxY8bct3FOmTIFUVFRd5W/+OKL6N69O77//nv07NnzP/6ce0qaaommpiYUFhZCJBKhd+/eaNeu3e83+i8LJxcHPPSccEe2DvDE46/3F5T1HuWP3qP82d9isQgPBwmBeK9Wrpj+3mBBWbdBbQSG8QAwfrbw81zcHPH0kmGCsg49+7Cn0ZYYPWsORs+aw/4WicV47rOvBXV82rXHgp0HBWX9Hp6Evg89wkQiAGDq+x9h8vz34eTMi304ubrijc07YbVYmHhEp/4DsWDXQTi5urKJc/zzL6P/w5NYEhQAzFm5BqpmCVp35FcDPP1a4Y0tO2ExmeDnH8DG4NehI7zatGWCFJPffh99x09Ex772G4GX1myAtLoK3Ww3Gu0De+KFr9ZB5OCA1p34/kfMeBZu3j7w72E3y3hywRIUJ8ahr8243sXdHc9+sgrS2hoMeIRPwggcNhKTXp8PV08vtLIZ0I955nmIHRzQfehI1tcT8xehKDEOo2byGY3ebdpi0uvzoZQ0sZudXmPGo64oHz7t/OHdpi07PpzVggGPPsH6mvDSayhJvoUhT/BJH606dcagx56EQaNBF1tSWo/hbVGR3Yz23X3gYHOv6v9QADRyIwZMDGB9DXg4ANV5MnQfwp9PbTp5ol1XL4gdRMwQo1O/VsiJqRMk9XUZ0AqNFSp0tplrODo7oF03b0jrNMyUw6edG1zcHeHi7gg3b968oYdvD4ggYk+RANDZqzPyZfno6s0Lmrg4uMDX1RcygwytXPnP9HL2goPIAe5O7nAS8+eNq6MrAMDN0Y311XIRFov478wRBytZwREHC8dnVmvMGhAIOrMOVuIV1yR6fmXp9izqWnUtCIQ6La8gBl0z/wL4yfcfPOGK3dzgO2cOZPv2/W5dr8cfh1NAwO/Wu58RGRmJioqKu8qnTZuGGTNm4Ny5c3jvvfcwZ84cVFdXY82aNejQoQOKi4vvatO7d29MmTIFISEhmDBhwl3JSy+++CKOHj2KadOmYcmSJRg9ejScnJxQU1ODqKgozJo16zefUn8v/P394e/vf1e5q6srWrduff/YN/eyDq1UKmnu3Lnk6OhIIpGIRCIROTo60iuvvEIKheL3O/gXfeIvxHDz4+voxNpEKsu0Y6s3TxTSxa1ppJbxa/UGnZlCdmdR9LEChq0216rpyvYMyk+w6/GWpDZSyO5sktXbhT9SQyso+ngh8zY1GfQUdXAPpV8LZnVk9bUUsW8X1RXbOb2V2ZkUc/yggH+adzOS0q8FM2zVbDRSypULAs9XtUxKqcEXBEL7TRVllB0VLkhsqshMFyQBWa0WKk5KEJirm/R6qshKF2CraplUwJMl4rmtd3JZZXU1gkQkq8VyV4KU2Wgkg1YokmIy6H8jKeuBBvGfGS3ndEtYLFaWmNUSKqOKrJyd92yxWkiikwjqqI1qatIKE+Nq1bUC7JbjOMppzhHgtEqjktIb0wXcyzJFGRO9aImEugSqUNrFRDQmDYWUhZBcL2dlpYpSulx6WcjrLQojyr/yr77+fxx/5TXLajRSxWuv/5/YbemMGWSWyX6/s/sULRjuv3qVl5cTEdG6deuoW7du5OLiQv369aM9e/bQV199dReG2xIHDhwgAHTixInffN9sNtPGjRtpyJAh5OrqSp6entS3b19asGABFRfb/cDvR8LTf4XwxfPPP0+9evWi0NBQUiqVpFKpKDQ0lPr06UPPP//8PQ3kr55wT32XxBsU/MwrBelURtq+IIK2L4ig7Bt8UlKL2fz2BRFsMm0xrt/3iT2b9cBnsbR9QQRFHuKzZRVNOtauMJHPnsyKvEYbg6bTxqDpbJK6tOk72hg0nQ6tWMz6+vntl2lj0HSKPrKPiPjko5Z2LaIWyZfP0cag6bR17myWFHT+h29oY9B0OvPdKiLiL3Db33iBNgZNp+RLZ4mId7DZGDSdNr4wgyUmJV06SxuDptPuhfPYGC5sWEsbg6ZT2O5tRMRPhi3jKk3lnVrqiwtp04szadu8IJbQlBZyiTYGTaeTX3/G+moZV2owT3Q36nX0y/tv0Na5s1kSV0NpMW19dTbtXbqATdYtfUUe+IX1FfzTBtryyjNUknKL9XXok8W0Z9Gb7EajqbKcfnn/DbqwYQ27kOfcuE67F86jjLCrrK/IA7/QgY/fY+49Jr2ezq3/ms6tW82yjSVVFXR81SeUcNb+wy9KiqeTqz+lisx0Vnbr/Cm6uPFblhBmMhoobPc2ijl+kI1B0VhPV7dvoqJbcaxdTYGMIg/lCRx+cmNq6dbFUrKY+UnOYrZScnA5O4+IeEGWxEulzM2HiKixQkmp1yrIqLPfpJRnSQTtOCtHBbfqqaHM/hvTa0yUn1BHOpX9JqlKVUURlRGCiTavOe+uiTC5Plkw+RosBkprTBNMegqDgkrlpYJ2Mr2M1EahMIlUL70rCevOOhzHCcQuWsr+rvirr1lWo5Eat26lwvEPCSbaghEjqf7rb8jyP8LwmD17NgUEBJDJdLcS4D897kn4Ijg4GPv27cNTTz0Fb29veHl54amnnsKePXsQHBx8H567//wYMysQgUPbYsRUfmnMzcsZI6d3Q4/h7dBjBL9c2qV/KwQOa4uBEzvCtx2fDNLvoQD4B3pj+JNdWV9DHuuMNp090WdsiyerCwKHtUW7bt4M3+3cbxBad+qCHiPHMk3gHqPGws3LG73HPMT6Chw+Ci7uHug8YLCtr9bwC+gED79WaGVbsm3XrQccnJzQPrAnW55t0SNu2YpEIvjaeLG+tmVdVy8vOLm4wtXdAy5u/Pdx9+YT4NxvS4Rr0R4W3Ub8Jiu/nMfZtmaTEcRxsJhN4Cz88h/TILZtAd7IAABUzfzWbDBAI5PCYjJCbRO5kNfXwmI0QtlYD5OBx2nri3nj8fqiAtZXZXYGrGYzE5hQN0vQVFEKZVMjJFU8llmdmw2VpAmlKUkwG3mBkYK4aKilEhTE2XmZGdeC0VxdieIkXoChsbwEZalJKEtLRmMpv9SVHxOF2oJcJNoMHgAg+cIZVOdlIzX4PNsPsccPojgpHvmxNwAA5ekpyIoIReL5U5DV8rzXlCsXkHczEtf37mB93TxZhLy4eiRd4ceulhkQdaQAKVcrmLBKSWoTEi+VIXxfHjOgv3WxFMnBFQjfn8f6urozGwnnSpESUgEAUDTpELwjC+H78pj4Sn5CPa7vz8OFzWkwG/njGH2sEBEH8hFxMJ/19XrI61gStQRH83lxjzJlGV4KfgkvB7/MDOFPFJzAG9fewKtXX2Xtvoz9Eq+FvIbvE78HAFg5K56//DxmXZyF8MpwAECxvBhPnHkC089Ph8LAnycXSy7ikZOPYFGkHa9bHb8a446Pw5E8Hu81Wo2YfWk2Hj7xMDNOKFOUYeLJiQi6HAST1ZYHkHMW+K4jcM0uvoKwL4ENPYHC3060+aeE2NkZ7ZYsQa+oSHTe8wsC1q9Dpx0/o1f0Dfiv+hIO91v39y8Mo9GIhIQE/Pjjjzh//jyWL18OJyen32/4D4t7wnBbt279m5nKPj4+8PPz+48H9VdEl/6tmWF8S4yxicS3hIu7E6YuGCQoa9/NG899MlJQNnRyF5YUBfCJUXe28/XvgHmbdgjK+j88Cf0fniQom7JwKbBw6W1j8MCbW3aBiBjm1WXgYHxw4DQThwCAh4LmYuSMZ+Hibs/IfPHrH2DUadmk6ucfgPk/74NILIarB5+cNeCRxxHQpx8znwd4fHf41KfRoRefJerk4opX1/8EjVyGgN59AQCd+w/iM33d3FkC1djnXkLbboHo0LMP6+uZT75ETX4uwz49fP3w/JffQquQo+coXnC9z7iHYTGZ4N22HRvrI6++hdadu6LX6HGsr6c//gJV2RkYNnUmAN4Q4Yl3PoBRp0X3ITzmO3DSZGjkUrTt0o1h0Q+/PI/P4p48hfX15IIPUJ2XjaFPTgPAmz4MnzYLxHEMUx70+BRIa6vRbfBw1m7UrOeQHnIZI6bzOJGTswtGPf0cGkqL0dv2HTv3H4QuAwfDzcuH3ez0GTcBVTmZ6DPObvrQZ4w/sqNr0NMmvuLu7YxOff2glhrQvju/H9p19YKHjzO829oNMTr28kXhrQZ06mP/rfkHeqMsoxntu9kMHjyd4OnrApPBCq/WPH7q08YNYgcRvFq7wsGRP5e8WrkKtgDg5+oHiV4CP1e+f2exM1OEcnHgMX8H242eo9h+DlqIv/FqwVo5cNBb+BuoFichmUEGo9UIC2eBzqKDL3xRqeKV1iqUFayvIjnvdlQo5yd4tUmNMmUZOOJQqixFL79eKJAVQGFUQGlUQmlU8hnKpVGASQMUXQOe+pbvLO8CoJUARaFAH/s58E8NkbMzPB9++O8exn2N+vp6jB8/Ht7e3liwYAE++OCDv3tIf07cy2Px7t27afLkyVRXZ8cx6+vr6cknn/yvNqC3Wjm6cayAru/PZdiqRm6g0D3ZAhGB+lIFXduTzTi3RLwX7Y2jBcyEnuM4Sgkpp9TQCraspVebKP5cCVXl2rmmkqoKij1xSIBjVudlU0bYVQFmWRB/U+AxazIaKOfGdVI02pcENXIZFcTfFOgZS6oqBFguEc93vb2d1Wqh6vwcgVesQasVmKETEWkVcoGnLRHPsb2T33q70H9L/79lQnAnJvtAg/j+xW/ty5ZlaPa3xSowsifil5Bvr8dxHCklOgGeqzVpqUop5ELXa+qpTi30Ec6R5AhwWp1ZRwl1CWS02Jena9Q1lFCXIGh3s/ompTem28dk1tPZorNUprDnCFQpq+hI3hFB/9HV0XSy4CRb6jZbzXQw5yAT1SAiImUdUdgqourbuKFlN4muriBS2n2X70c8EOt5EP9u3NOEO3ToUPL09CQnJyfq0aMH9ejRg5ycnMjT05OGDRsmeP3R+CtO3sYKJcNWW4Qokq6U0fYFEfTzuxHsonN+cxptXxBB5zfzmCln5WjHwkjaviCCKfLUFslYX3Ul/EUh/lwJbV8QQXs+jGafeXTlx7QxaDpd2sST0U0GPW155RnaGDSdGcKXpiXRxqDptOnFmQyLjD6yjzYGTaf9Hy209/XFR7QxaDpF7OdvajRyGW195VnaGDSdYYqlqXxfP73+PJsEo4/up41B0+n0WrtTy6EVi2lj0HRKD+WTStQyKf30+vO05ZVnmNtNWXoKbXphJu1dMp9hxTcO76WNQdMp6qAdWz22chltenEmw3fVMintfGcu7VzwKsOry9KSacsrz9DFjd+ydvFnjtHWubMZtspxHJ3/4RvatfB1djOgkkrowLL36dSaL5gpfVVOJu1dMp/iTh1hfaVevUQHlr1P5ZlptmNmpdCdW+n02pUMY9Yq5HRu3WqKPPALm7DqiwvpzLdfCgRG8mKi6MKGtQzn5jiOYk8epoj9u1gimUGroet7d1BWxDXWrrmmisJ/3SFIgitNTaKbR/cLksQywq5SRpg9ec5ktFDatUqqLbInvCglOkoPrySNwn5z1VCmpLy4OkFiU3WBTHBjaLVYqTxTImhn0JqoKlfKHIX4Y6Snpiqh+ESpovSuhKhiWbFgAjVZTExtqiW0Ji0pjcLfrcakuQtvbXH7uT1ux4n/afFgwn0Q/27c05LyM888cx+fsf+6aN3RE73HtIfFyCHA5nXbc0Q7VOZIEdDLFyIxv8zWb3wH6JRG9BvPLweKxCL0fagD6ooU6DqQp2S0CvBE2y5eEImAVh14PLRTXz/kxtai+2A7DajroKFoLC1B54F8eruDkxNad+wCaW0VWtloLt6t2/LYqqcXnG3Yqnfb9ratnX7j7sMv8XnYtg6OTnB0cYHVaoGTK78kKHZwAEQiiB0d2fdp8X4lmwA/AJhtxPMWnNNqNsFiMoKzWhnfVSOXgoiDViEHZ+UgFjtAYTNul9fXsT6bqytBHAdpbbXNG1cCrUIOgMdZPXz9UFeUD6vZzEwGAKAiIw0WkxEVmWkY8sRUWIxGlKUm27SKc9CuWyDqiwqYLrFK0oRWAR1RmBALeX0dsiOuYfzzrwAAMsKCIa+rQV50BLoNHgalpAk5UTxuWJmZhn4PT0JJSiLK0pIBAKNmzoZnq9ZIvXoRFZlpUDY1MoGR6CP7oJXL4OHri8lvvw9JZTlunT1hO57D0GPEaOREXeeNHEQi9B0/EU6urog5dhClKbfQVFaCl7/dBCLCpc3fwWo2w9HFBeOeewl1RQXMFKJNl+7o2KcfsqNqkHC+FI7OYrzz4yMQiUSIPJSP2iIFGspUmPLOQFjMVlzYnAaLmQNn5TDg4Y6oL1Xi4pZ0iMQivPL1GPi0dUfK1QokB1egdUcPvPglz1MM2Z2D2kI5hkzujAlzesFksODEmiQYdRbM+GAIug5ojcT6RMwPmw8fFx+EPhcKDycP7M7cje0Z2/FIp0ew/fHtAIBFkYsQXxePz0Z/hpf7vQy5QY5nLz4LnUWHEzNOINAnECkNKXgn/B108+mG0zNOw0HsgIO5B7ExZSNe7f8qPhn1CQDgvevvIakhCdse24ZxAeOgMCjwasir4IjD4WmH0cq1FTIlmVgatRQj24/Ehkc28CfOrV1A7BZg8mpg6Et82YX3gbo0YM5+oF1fQC8HTr3Oi17M2Q842ZfMH8SD+Lvinibcr7766g/VO378OLRaLTw8/juUXhwcxXjijQGCMj9/D8xZIcRk+4zxR58xQk7WpFf6Cv529XBC0OejBGWd+7XC25smCsoeCpqLh4Lmsr/FYgfM/X4LLBYz48C26dIN7+4+BLGDIxydeQ7k0CenoceI0cwYAABmfvgpVJJG+HXgOaSunp54Y/NOmI0G+LSzmSQMGY7XN2yHm5f3bRjm6wgcNhLtA+383xe++h6SynJ0HTQUAODTzh8vr90Es8nIcNqBjz4BVw9P+HXoyEwFnnjnA3QfNooZIohEIgSt+g6NZSUY8OjjAHgO8bTFyyEC4N+T5yqPevo5ODq7oFO/gWwMT8x/H/mxNzDYhq06ubpi+pLlaKoow6BJTwIAeowcg9HPPA8PH1/GnR319GxYTCaGAQPAI3PfRF5MFOMp+7b3x+hnnodG2ozAEfxYe44ai/L0FPh1CGC485Anp0HVLMHASXbB9BHTn0FhfAz6T+QVi1oFdEKPkWNg1GnZvuk2ZDhad+qCdt17sJud3mPGo764AL1tOK1IJELPkWNRlZvFkuB8/TvAt30HEAh+HfgburZdveDgKEaHHnY1t7ZdvFBbpEC7rjxP1sFBDJ927pA3aJn5hYubIxycxHB0EsPRmcdUW8RbnN3sP+0WJamWrSBs92BGqxEEgslqYhiswqgAwCtCtUSTjk/matQ1AgA0Jg3kRjk44iDVSxHoE4hKVSXMnBlVqiqYOBPcxG7Iac4BAOQ257K+UhtTYbQakd2cjXEB41ClrkKFqgIAry7VyrUVkuqT0KxvxvWq6+CI4zm7OWcBTQOPzQ59CTDrgYyj/JcpDuMn3JoUoNyWJCfJBwKEPPcH8SD+lvgzH5+9vLyotLT09yvSX788U5OfS1EHfxEI6+fejKTkS2fZ8qnFbKaUKxfYUikRr+ubdOmswIO1qaKMMsKuCvinldkZgnYcx1FRYpzA/Nyk11NRYhzpNXb6g6pZIsByifilytv1k4mIGspKBDrIFrOZmirKBNieUa+7yzhAp1YJDAFaym73mG0Z251xZ50Hcf/iTv4rETEj+JawWKxk0AmXaTUKA+nVQvpEc42aTEZ7W5PRQg1lSgFOq5LqBbQiIqL0xnSBLrHRYqTrFdepWWfH7OvUdXS17KpgmTmpPokiK+2mDBarhc4VnRPgtBKdhPZl7xNgw8n1ybQna49Af/lkwUk6nn/cPk6jijanbBb0T9UpRJeWEDXeZlqRcoAv09ryJ8xGouDlROFfEf1JuQMPlpQfxL8bf+qE6+np+V874e5d8g5tDJpOoTt5Zw15Qz3juxYl8lzJ7Mgwhq3q1PzFKeTnzbQxaDod/nQp62vnO3NpY9B0ij99jIiIpLXVtPGFGbQxaDrV5OcSEVHm9VDaGDSdts0LYoIOV7dtpI1B0+nc+q+JiJ+UW/rKvB5KRDwPd/NLT9Pml2Yxh5oWTu/eJe+wMVzeup42Bk2nG4f3EhE/Ae9Z9CZtemEm4+82V1fS1ldn0475rzBhjZZx3Y6thuzYIsCYzSYTHVy+iLbNCyJJZTkREUkqy+nnt16iYyuXseSovNgbtG1eEMWeOMT6kl8updpvb5Hehk+aDHo69c3ndPTzjxi2Kq2tpsOfLqGwX7axdiUpt+jQisUCd53408fo1Defkay+lo0r5OctFLJjC8NWlZJGurjxW0oLvczaVWSm06XN3wvMFDLDQyh8z8/sZsdqsVDsycOMs0zEY74xxw8K3IiaKsoo/swx0irkrKw8PYUywq6yGxLOaqWcG9cFAiNGnZayIq4JkueUzToqSmogi8l+IyOpVlFNoVC8oKZQRspme8KbxWylmgKZYFI1aE0C1yEiIrXMwERc2GdKdIJ2HMcxN6GWMFlNd5kLGC3G3zSL//85Hky4D+LfjXvi4f4vRM/R4+Dq6YXuw/jlZA9fX7Tr3gOefq3QtitPD2rbLRDObu5o160HW55tb5MTvF1WsHXnrhCJxIwn6+LuATdPLzi7ucHdJrzt6dcKIpEY7j6+ENskFlu0h9087YLbLUvKTrZti/qwSNTyP8Bq4jWILea7NYiNNg1ijrNCr1aBiGO8WK1CAYvRCL1KBaPORtOo5fWIBbrEZUJdYqNWg+aqShh1WkhseGpDWQn0ahXqiwvZZ5enp8Co06IkJZH1pcuUgFOZYMiX2T6vhtchLilkfNey1CQ0lpUg63ooM43PDA9BU3kp0kOvAOCx4oQzx1GVk4WCWH6psK4wH7nR15F74zrj7WZHhqE4KR43Du5hY4g5fhBFt2Jx6xyPw5oMeoTv2c4bOkTzPqPlGam4dfYEoo/sY5hxwtkTSDx/Cle3bWB9Xd2+CfGnjiLmOC+fqVMpcW7917j+688oiL8JAChIiEHoji04vXYl9BreED76yD6E7f4Jl7esY31d2ZaJsL25SA4utx0fI06vS8GFzemoKeQx8KKkBlzYnI7T36XAauGx+JiTRbiwJR3X99l5uOc2puH09ynIucmbvyslOhxdlYCjqxKglPCYfHFKIw6vTMDZ9SmsXeypYhz6PB5xZ/ljbeWseOHKC5h4ciKS6pMAANXqakw6NQnTzk1jy8sRVREYdWQUPrrxEetrQ/IGDD88HJdKLwEALJwFb117C5NPT0aZsow/Zpo6PH3habwd9jbMVv48vlF9A1POTsGv2b+yvnZn7sYzF55BSkMK6+vTmE8xP2w+5AZ+30BRDRyaBYTfZrpeEQscfBrIv2IvS9kPnHgFkJXhQTyIvzP+Iy3lf3JMfHkeJr48j/3t5OKKV9f9KKjTvnsPLNp3QqBBPOypGRg46QmGvwLAnM+/gcmgZxxYD18/vL3tV3Acx/iugcNHYf7P++Dq4cn6e/S1tzHosSfZRC0SifDK91uhkfE8UgBo3akzXt/4M0QiEdMlHvrUdLTq2BmtbjN6n/7BctTk56DrEB6rcnJ2wUtrNkLZ1IAeNgyzy8DBeOaTVXBxc4evzaBgfNBc+HXoiM4D7Jql05euQEVGKtMg9vD1w6zlX0AlaUKf8Tz/r9+ER6BTKuDnHwA3L577OeGFV+Hu4yvgmrZ6vjf0+VJ4PcqPtX1gTzwUNBcmowFdB/Nj7f/I42iuqYJ/YC+2X8c8+wLEDo6MJysSiTDxlXmozs/BgEd4rDigd19eI1okgr+N+9t3/ERUZWeiyyD79xk8eQrSrhox0KZx7Ozqhv4TH0NTRRnTbPbv0QttuwXC1d2DmTd0GTgYuTeuCwwkOvUbAGlNFePqOru5o1VAJ15LuhPPxfZr3wGOzi7wasMnwwFgfFzf9nZDDA9fF8gbdPD0s3FbHcVwcnaAmaxwdrXxXJ1sW2dxy/0Ww3lvN0KxmjnB1mLi2ARtMfOYrE5lEmwBQCXlk+bUzfykbObMqFZVw8JZUKWuwugOo1GrqYXKpILKpILMIIOPiw9ymnNgIQvSGtNYXwn1CTBzZiTWJ+LpHk9DaVQiuSEZBEKWJAuBPoHIlGSiXFmOcmU5mvRN6OjZEdcqrqFWU4tLpZfw9qC3AQCnCk+hSd+EkPIQjPQfiWp1NYLLeFGdxAberQj5l4CyG/xr4ieAiycQv43Hbo0qoN8MfmBhK3lubqtA4Mk1eBAP4m+LP/Px+b9xSTk3OoLy4+y0HbPRSOnXgqmh1K7BqWqWUGZ4iABbbSwvpaLEOAFGWpWTKWhntVioLC1Z4N2q16ipMjtT4MuqkkoY9aYlpLU1d3m+SmurBXrCFrNZoJVMxC/R3onJmvT6u3xgH+gS37+4E8vmrFaB7jQRj5/fuc/VMqmgrcVsJaVEJ6ijUxnvWuJtrlULcFqLxUq1RXLGJSfi5R6rC2SC87OxQilYZuasHJWmNZG80X6+6FRGyourE/Sf1ZRFF4ovCKQWL5deFuCoaqOafs36lTKb7PkGec159FPaT9SotS+bXym9QjsydjDM12Qx0Y+pP9LJgpOsTrminL6M/VLA1w2rCKMVN1cwTJnjONqaupW+jP3Sjvmq6omOv0x04wf7ziq9QbRvKlHOeXtZ9A9Evz5BVC/kq/+n8f/7kvIfNaD/p0SLvvOdLxcXl/v2Gf9fTbjV+TkMp23heSacPUEbg6bT9jdfZPWOr/qENgZNp5CfNxMRP4FtfXU2bQyaTrk2TLEqN4s2Bk2nzS/NYolJMccP0sag6XTks6W39bWcNgZNp5jjB4mIn4C3vRFEG1+YwZKjyjNSaeMLM2jnO3OZqEXcqSM8f3fz96yvU998ThuDpjPup1Yhp5/ffpl+ev15kjfwQheV2Rm0+aVZdPjTpezim3jhtG0Mdmz1woY1tPXV2Yy/a5ZKqWTKVCqdMYMsNgMKQ7mCar+9RdJTdtNvdXwt1X2XSJoU3uyA4ziSniyghh9TyWybPKxaEzXtyaLmo3nE2UQWjDVqatyRQaqb9uQvbUYjSfZlk7HGfmMTf+YYhe7cyjjEJr2eru/dQUkXz7A60toaurb7J6rKzWJl5ZlpFLl/t8DgPivyGiVeOM1uPkxGA906f4rK01NYHZVUQrfOn2L7j4jXdk4PvSJIgitNTaKyNPuFxWqxUH7sDcbVJSLSq9VUEB8juAGSN9TflQTXWF7K8PiWqC9TkEFrn/TMRgs1VaoEE6heY7prMtYqjWTUm+8quz1BiuO4u+pwVo6sljtuHB4Ik/xb8XdNuBzHUX2ZgsqzJFRbJBfwq//K+F+dcENDQykhIYG9EhMT79tn3BOGO2/ePNy8efN363Xt2vW/Sg/Tp117uPv4wrN1G0YLadO5K0RiMdMgBsBoNy1bsaMDPHz9IBKLmQSii7sHHBwd4ezqasddbcuHzm52C7IWrWORbQuy8WKJwHE2XWKDASCC2WhknFmmS6xSsL5a9Ihbtnq1Gnq1Cia9Dlo5j5FKa6rAWS1sCwB1Nj3iuiK7Xm5ldiYsRiMrM5WWwlReDmNxCUyVvNSeoVgBTmWCPkvC2ukyJLAqjayMjFbo0ppgrtPCUMiPwVimhLFEAX1WMyy2pUpdaiNMlSqob1SzvpRhlTAUyqGJq7V9LwniTx1FTlQ4SpJ5jeOixDhkXAvGzaP72feOP30U2RHXELnPbl8Y+vNmpIVcQvLFMwAAWV0Nwnb9hJhjB1CWxuOA2ddDEXv8IM7/sAYWmxdv5L7diD1+EGG7f2J9nfn2S0Ts24mUK7xeckNJEc6v/xrn1q1GUwWPA6ZdvYjgnzbg5OpP7WPYuQVXtq5D+B6eZ2sxmXDksyU4veZzpuNcX1KIw58uwaHlH0At4+3jMq5X4ez6VFzYks76CtmdjVPfJSM5uII/PgYLjn+diMMrE1BXwp8TjRUqHPw8DsdWJ8Jk4I91engV9n8Si4hD9mMdujsHez68icLEBtbX0a9uYd/yWCgaeSw/T5qHh44/hLlX5zJrvFOFpzD66GgBtvpV/Fd47NRjSG1M5Y+rWYfXQ17Hy8EvM3w3X5qPZy8+i/VJ61m74LJgPHfpOYRVhLGyH9N+xBuhb6BKVcX6Wha9DKvjV7MxlCvLsShiEc4WnWXtUBQGnJwL1Nn3F5L2AKGf20znAVhMQOS3PH7bEuoGHu+tsucY/JOC4wgZ16tw5MsEnF2fiuCfs3B+UxoOfRaPxEtlMJusf/cQ/+tDb9MY+L9ixIgRGDt2LHuNHj36vn3+PWG4arUaTz75JDp37ow33ngDr7/+Ojp27HhXvZycnP94gPczvFq1wYJdByGCiOGoPUeNxaJ9J9hkCfA6uxNefJVxYB0cnfD6D9th1OvYhNuuWyDe2vYrHBydmP7vmGeD0H3YSMavBHgt4ebqSnToxfM3XT098er6bTBo1CzxqteY8Qha9R08W7VmyVmPvPY2Og8Ygs4D7JrMz32+hud5juXNDlp36oznPvsaFrMZHfvy/r2DJ0+F2MERbbt2Yx62j7/5Ljr07I0+4+0c4Wc/+RK1BXkYPu1pAID7qFFo//lngIMD3AbbjBPGB4CMVrgE2nWzfaZ3hzapAZ42URCxqyN8n+4Bc4MW7sN5sQ7XPn7wGO0PsbsjHNvzQh4eYzvAIjfA7Tb9aq+JnaBLbYTHaH/b8WmN/hMfg0rSxPjBXQYOgX+PXvBu257dJPUZNwF1hfnod5sOde9xE1AYH8OS4LxatUH7wJ7Qq1Vo142/mfLv2RtOrm7w79GL8YoDevdFSXIC043mj213VOfloI0NR3f39YWLhwdEYgd2rL3atAVEIuaFC9xmBGHbisQiOLm4wqjVwsl2XMViB4hE/PknavGBtfJkWOJuEyYxtNyMWVgdk94C4ghGLX+zoFOZwFkIeo0JFhMHZ1ewCbRlCwDNNWqAAGmNBhgD6NVmlkilaNLBt7078qR5UJvVyGnOgc6ig7ezN2JrY6G36HGz5ibDVkPLQ6Gz6BBXG4cR7UegVFGKtCYex82T5mFcwDhEVUehRFGCClUFVoxeAYCfvIvkRThTdAZPdnsSZs7MJvKwyjC8PehtJNYn4loFb3T/Yt8X0bdVX5wqPIXommikN6Xjud68PzEivgEaswGIgBcO8xPp1WX8e+37A8Pm8vjuzR/4sp6P8364N9YBqfuBvEvAkgz8k4Kzcgj9JQflmc13vadTmZBytQJVeTLMWjoUzq7/Pak5BoMBX3zxBSIiIlBeXg4HBwf06dMHn376KWbNmsXqPf7446itrUV+fr7ArJ6I0KtXL/Tp04cZ45hMJvzwww84cuQIysvL4e3tjRkzZuCHH35A27b232O3bt0wcOBAvPnmm1izZg3y8/OxdOlSrFtnT1z8y+NeH42bm5tp69atNHToUHJ0dKQpU6bQ6dOn79lS6c9cnjFotZQdFS7QAFY2NVLhrViB3m9TRRnVFuYJ2lbnZQv0hS1mE1XnZTOZQSJ+mfhOr1i1tPkur1ilpEmwTMlx3N26xBaLQPOY/0zzXZjsg+W/e4vf1iAWnrOc1XrXMTDqdXdxk1VSidD712qh5uoqAU6rU6vu4lA311SRssmOc3IcRzWFMqbTTcTrcpdnSQTLhc01aqrMFZ4vZZkSaii3/2aMOjPl3KwR0Iiaa9WUGVktWFYuTWui3Jhatj9MFhPty95HUVVRrE6Vsoo2pWyiQpkdUrhRdYN+SPqBedFyHEe/ZP5C29O3M8xXopPQl7Ff0sWSi6xdUn0SLY1cSmmNaazsQM4BWhq5lBo0PDyhNWlp2Y1ltDp+NeurQFpAr119jfZn77d/6ZQDRDsf4v1uiYisFqJjLxH9PJZIavsdysqJfhpOdGAGz8klIsq9SPRdJ6KQT+l+xF+5pHzrUimTkv2/XmH7cn6/s/sUf2RJWaFQ0Lx58+jw4cMUGRlJoaGhtGzZMhKLxXTw4EFW7+LFiwSAwsPDBe2Dg4MJAAUH81KoVquVpkyZQh4eHvT1119TeHg4/frrr9SxY0fq378/6XT2875r167UoUMHCgwMpH379lFUVBQlJSXRv4qWJWV/f38Si8XUrl07evXVV6mysvJftvl3475guGlpabRo0SJydXWlNm3a0NKlS6moqOj3G94Wf+bJG7pzK20Mmk4nvlrByn5d/DbPnT3Dc2eVTY20+aVZtDFoOpt0c25cp41B02nnO3PZRTR054+0MWg6XfnRnqjRwunNuXGdiPhkp62vPEs/vjaH4bt5NyN5fPfzD1m78F930Mag6RR78jAR8RPr/o8W0pZXnmHcT1ldDW17I4j2fPAWwzULb8XS5pdm0dVtG1lf0Uf20fa3XmIcYovZTGe/W0X7P1rILu5KSSMdWrGYLm36jk3gugIpNWxJIXWCXZhedaOaGn9OZ9gqZ+FIdqaImg/nktV20baojCQ5lEvKcHvyl6FcQZKDuaQvtt9oaFIaSHqygCxKHpvmOI6U4RWkuFbOcEaLxkTySyWky7FPJk0VZRR1cI9AYKQ0LYkSzp5gODfHcZQZHkKFCXZvYqNeR6nBFwQ3QIrGBsoICxYkwdUVFbB91RJl6SkCQweL2UTFybcEyWxapYIqstIFk6qisV4gaELEc55vb8dZrSSpLBfc4JmNlrswWaPeLPC0JeIn0TuFMW5PmLJ/xoObsL8y/qoJ12Ky0q8f3/xDE+6O9yIFOtp/ZtwLhmuxWMhsNtNbb70l0Nq3Wq0UGBhIs2bNEtSfOnUq9ejRg90YHj9+nADQ2bNnBfWSk5MJAO3YsYOVde3alRwcHKiwsJD+SBw6dIi+/fZbunr1KkVGRtK6deuoVatW1L59e6qpqfn9Dv5A/Mc83Pr6eoSFhSEsLAwODg6YNm0acnNz0b9/f2zZsuU/7f6+RIse8W/qErcsGzs5wdHZGWIHR7a8LLbZ34lvs8H7bV1inlphNti3FosZFpMRFhuvVC2TAgA0UvuS0J26xBaTCYqGOljNZsF7Rq0WyqZG6NUqAEBdYR44qwXVefYl++KkeBjUKpSn83ilViFDeUYqpDVVqC3g5fSqcrLQVF6KosQ46BQKAIAupRHmBh20t+pZX+roapiq1NCl8vJ95iYdtMkN0OdIYSy1tcuUwJArhep6FTjbsqcqogqGPClU4XZOr/xcMXRpTdDY+jdVqaG6XgV1ZDWM5Tzmp4mrhSauDrITdu/biH07kRp8AdGH+WVHi9mMixvWIu7kYWSF876m5RkpCN+zHZe3rIPctr9unT2BqIN7cGGDnf4R/OMPuP7rDkQf3sePXanAia9W4NKm71CSfAsAUJKSiHPff4XjK5dBp+LHFXviMC5uWIMLP3zD+jqz5gucWbsSSTasWCOX4cCy93Fw2SI0lPCWcqWpSTjw8Xs49MkHDCuOOrQHB5cvQtjubayvcxvTcOjzeBQlN9iOmRGHvojHwc/jobJh32UZEvz6cQwu3obvJpwvxe7F0UgNrWBl5zel4Zel0ai34btqmQEHP4vDibVJDN+typVi77IYRB8vZO32Zu/F46cfZ0u5Vs6Kj258hKDLQajX8MesWd+M+WHz8VX8V+CIP/+zJFmYFzoP54rPsb4ulV7Cu9ffRYGMP45EhM2pm/FV/FfMpk9pVOKr+K9wOO8wa1ciL8HK2JVIbki2H/+qCKxLWmfn3AJA4m6e9tPy2zNpgegNQPF1ex1ZGV+msJ+DqLrFY7wWOx3qnxQVOc0waMx/qC5nJRQlNf7JI/r34vTp03jooYfg6ekJR0dHODk5Ye/evcjPt+cZiMViLFq0CFeuXEFVFX/sSktLERoaivfee48tM1+5cgW+vr6YOXMmLBYLew0dOhT+/v64ceOG4LMHDx6M3r17/6Fxvvrqq/j8888xdepUTJo0CStWrEBISAgkEgl++OGH+7Iv7mmx32w249KlS9i/fz/CwsIwePBgfPjhh3jllVfg5cWLOJw4cQILFy7Ehx9+eF8G+p/EuOdewoBHJsOrlR0/fH7lWmhkUvj687xID18/vLl1N6xmM5uY+z30CFp37AzPVq0Z5jt5/vvoP/ExdOhtx/xeXrsJstoadB08FADPNX3x6x/g4OCAVgE8/3TkjGfh06492nXvwdpNff8jlKYmMa9YF3d3zPnyWyjq65hPbvdhI/Hku4vh5unNuLNjZ78EVw8vxrkFgKfeXYKS5ATm0+rdph0ef3MhVFIJetkM7vuMnYDGshL4tvdneKjXJJ4D7D6yPevLZ1p36PNk8BjH7xun9u7wGNsBnN4Cl578DYrbwDYwFMrg1METYhtm5Dm2AzitGZ7j7FxTz/EBMBYr4GYzfXDyd4dzd2+AA5wDeI6ya28/6FKb4NrbrhsdOHw0JJUVCBzOJyw4OjmhU/9BaCwtZnhrqw6d4OrlDTdPT3j4+ALgxUpEIjHad7frRrfq1Bn1JYVobTOLcHRxgYevH3RKOcPk3by8IXZwgIunJ0uCc7EZSbjYuNQAf2N2+xZEfCKc7T8A7CbLajKBbBOUQcMLkhi0ataXRsHX08pNtvfMMGr5yVGvMcO7jRvkDVoQR5DWaVi7pkr+xquxnN9aLRwaypXgLISmSjU69PSFtEYDjdwIjdwIrcIIZ39HVOXJYNCYUZouwSMv8fvwavlVNOmacL3yOp7q9hQkegkzi09qSMKsnrMQXxePW/X8jcmCwQsQ4BmAk4UnkdqYigZtA2b3mg0A2J6+HfXaerRza4dvHvoGpYpS7M/hk5Ye7vgwJnedjKvlV9kk/XSPp+Hj4oMdmTsQXhmOInkRTs08BQD4LOYz6C16eDh54INhHwC1qUAIb3qADkOA7hOB5L1A1FrAwRn4vB5wcAQuL+V5uLWpwMsnAKsZOPQMYNEDnAUYuxD/tNDIjf9Wfe2/Wf/PjHPnziEoKAjPP/88li9fDn9/fzg6OmLnzp3Yt2+foO6bb76JVatWYdeuXfjuu+/w888/w83NDW+++Sar09jYCIVCAWcmDCSM5mYhxt2hQ4ffrPdHY/To0ejduzdu3br1H/XTEiK6/VHtD0abNm3AcRxeeuklzJ8/H0OHDr2rjlwux/Dhw1FeXv6H+lSpVPDx8YFSqYS3t/e/O6Q/HJLKcji7uTGxf4DPQm3VsRNz6rGYzZDX1zLxCcD21Go2MZEHADDqdHB0dmLJSS31WsTsW4LjrCxb+UHc3yCOA0QiQaKF2WCAo4sLKyMiGDRqwbEzGwwwm4wswQkA1LJmOLu6MQETAJBUVcDPP4BNwkadDvL6WoHSmKKhHmaTUXC+1OTlwKtNG3aemQx6VGamo/PAwUwMRdGoQ3ONBoHD2kJsc3aqzpOB4whdB/I3RFYzh4Jb9WjX1Rttu/A3s6pmPUrSmtBntD88fHnRjOp8GSTVagye1AmOTg4gjpAZWQ0Xdyf0G89fdHQqE9LDKtFlQGt07sffaKQ1piG4LBivDXgNXb27AgAO5x1GraYWi4cthruTO9QmNb5L/A4dPDpg8fDFAIBcaS5+TP0RM3vMxMweMwHwiVHBZcFYNnIZBrUdBDNnxsrYlVAYFfhh4g/wcfFBtboan0R/gp5+PfHN+G8gEokQXhmOTSmb8Eq/V/Bq/1cBAKvjVyOuLg4bJm7A0HZDAb0CODADsJqAN64CHm34bOOjc4DOY4C5/IoDor4HotfzTkITlvJlv04G6jOBV84AgY/87jn1R+OvumblxdYh6kjB71e0xfApXTHumR6/X/E/jAMHDuCNN95AcnIyRo4c+Zt1Zs+ejYyMDJSWlgp+o3PnzsXRo0dx5/SzaNEinDp1CgUFBejRowfmzJmDPXvsqnEvvfQSwsPDERoa+puf5+XlhT59+JvJlqSpK1eu/GbdPxp9+/aFn58fEhIS/qN+ANxb0tShQ4dI/xvi9v9J/BV4SE1+Lm18YQb9+OpzTAu3haN6bOUyVu/cutW0MWg6xZ06SkR80tWud1+jLa88w4Qu6ooLaOsrz9LeJfNZ4kz6tWDaGDSdru36kfV1adN3tPmlWVSclMD62v/RQtq9cB4TsWgoK6GdC16lc+tWM6wi83oI7Zj/CvOrJSIK37Od9i5dwMZg1Ovo9NqVdHrtSsb9bKooo6Off8TGTkSkzWyixh0ZpL9No1cZXkGSAzlkseE9VoOFpCcLSB5sN0AwS3TUfCyftJl2AwR9kYykJwvIdJt4gjq+lhQhZYxzy5mtpAirYFxdIiKL0kCKkHIyVts1eg2VSlJGVjJcmIhIlyMRtLNaLZQdGSZIZtOr1ZQVcU2QcCatraGC+BhBclldcQHVFubT7VGZnSEQDzEZ9FSVkylInNIqFXclwSklTXclwcnr6wTJc1ar5S5hEovZxLD32+s9iD8x7ty/ViuRSffbdf+D+KswXKVERz+/+/v4bcvrTi3uPyv+CIY7e/Zs6tOnj6Csvr6ePD096bemn8LCQhKJRDRp0iQCQBkZGYL3jxw5QgDo1q1bvzu+rl270vTp0//gt/ntSEhIILFYTEuXLv39yn8g7gnDffXVV+F6x1PcPyLs2nisyGq+W5fYoBXqEpuNBuiUCljNZmhsfFdlYwMsZhOUTU0Mw20qb9EgLmV91drw1vpi/g5VLZVAWlPFb6t5vmttQS60chnK01NhsfnUFt2Kg06pQNGtWAD8U1p2ZDjkdTUoTU2yfV4pKrPSUZmVjsZy/jPz46JRX1KIlMt2bE19swamShU08TzOyZmsUF2vgiFfBl0mz6c1FMp4rPVmDSw2yog6thb6TAkUl+3fR3G5FLq0JqgieZzFIjdAcbEU6hs10Ofwyzm6TAnUEVWQny6CVc3vV+W1SqhvVEN2qoj1JT2cB9W1SqiieG6uWaKD9HA+5KeLYCjmsbucqOu4tutHnP7mC7afIw/sRtjunxDy8ybW14mvPsGVreuQHnIZANBcXYnjK5fj+KrlkFTyqyxZ10Nxes0XOPrFR+zOOuTnzTj1zeeI3Leb3zdWKw6vWIxDn3yAosQ41te+JfOxb+k70Niw+Ixrwdi7ZD7OfW+3qgzZvhm/vDeP4bsWsxkHly3CzndeYVxoSVUFdrz1Mg4tX8Tw3cLEBuxadAMxt+2bmFNF+PWjmyjL4I+P2WTFuY2pOP5NIrRK/hyRN2hx7OtEhO3NZd+nLEOCY6tvMU1lALh1sRRn1qdAWquxjcuKsL25CP0lh3E3azW1eD/ifQHnNq42Du9HvC+QbzyWfwyfx3wOmYH/HVg4CzanbMaOjB1sDI3aRqy9tRY3a+xc/SxJFtYnrUeNuoaVhVWE4ZesX2Cy8ueIlbPiSN4RRFRGsDrQyYC4H4EmO94HSRGPyRrty/OoTADyLvL/FjvwS/35V4CGHEAsBpzceI5u3iW+z39QeLdxQ5eBrX+/IoBWAR7oeBs081dEZGQkzpw5c9dLp9NhxowZKCwsxHvvvYfIyEgcPHgQEyZM+JdLvb1798aUKVMQFRWFCRMmYMiQIYL3X3zxRUydOhXTpk3DN998g9DQUERERODgwYOYN28ezp8/f8/fY8iQIdiwYQOuXLmC69ev47vvvsPUqVPh7++PTz755J77vT3+ewhbf0F07NMPr/2wDc6ubnC3YX5jZ7+AgN790LabXfhi1rIvUFeYj+7DeA1dT79WeGH1OmiVCvQYwWOKfcZPBMdx8G7Tli1VPvzKG2jVsTMCh4+6ra+VqMrNwtAnpwPghTaeWrgUJr0OXYcMBwAMmvQk9Col2nYLZMvRj8x9E5nhIRj0+FMAeP3cKe8tRU1+DoY+xfcV0KcfRs7k8bMWHu6QyVOhbKhnfQOA92NdoEmog9dEHk8WOzvAa1JnmGo1cBvM89ZcevjCpbcfHDyc4Nia54y6D20LU4UKbkPasL48RvpDm1gP96E8zu3g7QyX3n6wKo1w7srvB+cuXnDwc4FjazeI3flTzLWnL/RZErj2sV8MXLr7QJ8rhUsXvp2DpzMc/FxARiscW/H7oVWHjnBwdIRfhwCGm7boEfu2t/OdPVu1hl6lZNi0k4sLHJydALILkji68MuvTs4ut+kR8/ecIrF9+dlq4XHUlpsxs9EAq8UCImKTpFbJ3xC0CI4AgLKpQbC1GI1QSRphtVigbGpAQO++aK7mTSCaq/UwajVw9PVDbZEcVguH6nx7glB5ZjOMOguq82QIHNoWqmY96kv4ZK6mSjW6D3ZBdb4M8not5PVaPPpyHzi7OaIgoR7yBh3yYuswcCLPjU8PqwJnJZSkNqF1R080VapRnMwn1gycGIBOfVvhcull3Ky5iZiaGLw58E2IRWLszNyJTEkmrGTFrva7YLQa8X3S9wCAXn698MbAN3Cr/hb25/I47SOdH8GA1gOwP3c/ThaexPXK67jxwg0AwNcJX6NIXgSZQYb1E9dDaVRi+c3l4IhDG7c2mN1rNq5VXMP65PUQQYSI5yPQ1r0tz7lN3Q9kHAfet+FoJ+cCzYWAtBSYug5Q1QMHZ/AY7UsngT5TgKxTwPl3ACcPYHkxb0QfugJIOwQEPgq8dhH/pHjouZ5oKFMyjP+3wsFRjEde+mMJQvczVqxY8Zvl5eXleOONN9DU1IRdu3Zh3759CAwMxKeffoqamhp8/fXXv9nuhRdeQEhICBYtWnTXew4ODrh06RJ+/PFHHD58GN9//z0cHR3RqVMnPPLIIxg0aNBv9PjHon///vjll19QX18Pk8mEgIAAvPjii1i1atV/jAWzuC/Pyfch/szlGY7jSNnUKOBgWsxmZrnXEmaTSbBE2FLvQfx5cSeVhbNyxN0hVWfUaQV0GiKe53z78TQZDQLrOyJeu/hOnnNTZbnAR9hkNFB1XrbgOCslTVSdL+Qz1hbm30EZMlNBfIzgM1XNEsqOChdweGvycyn3ZiSjEVmtFkoLuUQlKfYlMY3CQLculgp0j2uL5BR3plhA8ci4XkWJl0qZJKNBZ6bo44WUG1N72/dT0bVfc6gq3y5xmR1dQyG7sxkFyWKxUuThfIo4mMesAatUVTT/2nzambGTtbtadpVevPwi3ai6wcrWJqylFy+/SOWKciIiUhgU9OrVV+mdsHdIZ+a/d0JdAk0+PZk2JG1g7Xak76CHjj9EwaU8n9JsNdO8kHk08cREKpLxFMJiWTGNPzae5lyaY/fbTT1I9JUP0fn37Afj1OtEX3nz7xERGVREm/oRrWlHVGeT0SyNIlrtR7R1MJHF9psO/4pvd/oNuh/xV0s7Nteo6ehXCb+5jLx/RSxVF/w1S8l/dsyePZsCAgLuWdPhvzn+v5hwIw/8QhuDplPk/t2s7PCnS2nTizOpJIXXyVRJJfTz2y/TjvmvMD3e8vQU2vLyLDq9diVrF3viEG1+6WmGrXIcR2e+/ZJ2zH+FGspKiIi/0O//aCEdW7mMiSWUZ6bRL++/KdAzTr50lvYuXUBlNm1fzmqlkB1b6MRXK5jYhlompdNrV9L1vTvYBGOoUFLT7kzSptkv9prkBpLszyFTg8bWF0fyq2UkO1/MsFWr1kSys0UCzq2pXkOyM0VkqLTvd12OhOTBpWS9jQ+qjq0hdZz9wm41WEgZUUn6YjkrM0t0pIyqYpxbIp6bq06sI85inxx1Oc0Cri5ntpI2rZHMt3FSLSojabOaiLvNK1ZaWyPwmCUiqi8uJEWjHfPlOI4aykoEghRmo/Eu8QmDVnOXWYROrbpLBONO/JXobqGMB3H/4jcFXUz6OysR6eTCMqOWSHfHhKOsIzJqhO0a8+wT8H8Yf4eWMsdxVJUrpesH8+jKz5kUtjeHSlIb79LF/qeFwWCg+Ph42rp1K4lEItqyZcvfPaQ/Jf6/8MNVSfjlsxYtXuI4yOtrQRzH+K4amRR6lRI6pYItEzaWl8JqseOvAFCZkwnOakV1bhYAfrmxMjsDOqWC6RI3lpVAWlOFuqJ8trxYkhQPlaQRuTft+FRWxDXI62qQH3uDH4NChtwb11GTn4OKTB43K0tLQmVWOjKuBTN9ZU18HYxlSoajAoAytByGAhk0CTx30lyvhSa6Btpb9TDYuJna1EZokxqguFACzobdKa9VQJvcAOUVXiOYiCA9VgDNzVqG+RorlFBcLoPiUimMNkqKJq4WqrBKSA/a8UPZmSKoQiuguGzry2yF5NdsKM6VQJvC7wdDqQLSw3lo3psDs41rqrpeCdnJQjQfsPOKpUfyITtaAGUIj78adVoc+WwpTn79KUpTeS3c8vQUHP3iIxxesZj5+8afPoYjny7Bpc3fsb7Or1+N/R++i7QQ3qdVp1Li18XzsWfRm5DW8PhxVU4mdr0zF4dXLGEa14kXTmP7G0GIOvDLbX19jZ9em8PGoFMpsWfRW9iz6E12fGoKcvHzWy8JxpB+7Qp2vP0yMsOvsrKwvbk4+tUtRvkxaMw4tzEVl7dlwmI7Pk2VKpz6LhlJV+zZ/nlxdTizPgW1RfYl6LizJQjekcWs90x6C8L35SL+bAk7Ps01GoTuzma4MMDzXT+L+QzVKrvG9aHcQ9icsplhqzqzDltStzB7PID3yN2cshmFMjunN7UxFbsyd0FtsmOrV8qu4HLpZfa3yWrCyYKTyJZks7JmfTNOFZ6CVC9lS/1F8iJcq7jG836dbPkiFXFATSqfg+HmC3AcUBzOLyk7uwNufoBBxdv1WS2Adwd+KVlVz2O5IhHQrh/g8N+j7/7vhkgkQuf+rfD4a/0w/b3BeOLNAegxvB3EDv/sS3l9fT3Gjx+PVatWYcGCBfjggw/+7iH9KfH/BYb75ILF6DlqHMNWRWIxXli9Dk0VZeg34VEAQIeefTDzw095Dmcgz+EcPu1pODg6Mh1kAHhqwWIUxN/EoMeeBMB7q85c+ikkVeUYOIn3W+0+bATGB70CF3dPpsc7etbz4DgOvUaNY31Nen0+8mNvYMwzQQB4/d+HguZC0diA3jbubK/R41GVnQm/DgFMpMNzfAA4tQkeo+zUJq9HO0Of3QwPG5/Wqb073Aa0BmeywsWGrbr2aQVdWhOcOnpC7MzTlNwHt4W5Tgv3ITyWKxKJ4D64LYylCrj08gUAOLZ1h2NbN0AEOLbh8V3nLt4QOYnh0sOXXSSdu3jDVKGCs42+AgcxnNq6wyzRwaktT7ly8HaGyMUBIicxxG786efg6yrYAoDYw0mwFYnFcHR2htloYJhsCzea1yXm25kN/MRruk2kXKdUCrYmnQ5GjQZEHPRqJYDOUDQ2gLNaobRhrmJnB0hsRgVNlXbj8rriQnBWKxpKS9BjxBgoGurZDZ2isR7uPr6ozc+FQaNGWVoyiAgikQglSfHQq1UoTkrAkCemwWyyojilESCeCtQ6wBMN5UqG08obdGjbxQtFyY2QVKmhlOgxegafZ5ARXgV5gw65MXXo2NsPWqURGTaxkfJMCQY83BEV2c1MAKH/wwHwbeeO9PBKlKZLIK3TInAof7y/S/wOTbomuDm6YdW4VahSVWFDygYAwIA2A/BUt6dwvuQ89uXsgwgiTOo8Ce5O7tiSugXhleFIbUrF0WlHAQBLo5ZCYVTAZDVh8fDFyG3OxWcxnwEAOnt1xtB2Q3G84Dg2pmyEu6M7El5OgFgkxtfxX+NGzQ3E1MZg22PbYLaa8VrIa9CatVg9bjWvoVyTAhyYBogcgA9SeG/bhG28GUGrQGCxTRjk1Kv8hDtuEfDUt4BRA+wcD+hlPC2o1xN4EP990a1bt7soQv+T8bc+X98Wf8byzG/5lD7QIL5/8Vv7smX5mv1t5ch6hwyhVW++q8wsNwiwW85sFVCPiHi6zu1Sj0Q8Jns7Tmsxm6g0NYl0Kvt5pJJKqOhWnACnrc7PYUv5RDy2mnszkupL7JKkWoWcUoMvCHSP64oKKPnSWQFOmxVxjTKvh7K/DVotxZ44JLDza6ooo4h9u0hSWc7K8uPr6OaJQjLYlu4tFivFnC6ixEulbN8qJToK/SWb8m+DAYpTGunytgwB5ht7ppiCd2SSVskvpevVJrq8LYMiD+UxnLw6X0on1iZSZqR9eX1Xxi6aeX4mJdXzGrMmi4kWhC+gOZfmMI3jQlkhPXn6SVocsZiN60zhGRp9ZDTtytjF+lp2YxmNODyCblbfJCKiZl0zPXbqMZp0chI1aW0WljUxNPTgUJobPJe125S8iQYeGEibUjbxx4Kz0szzM2nwwcEUU2OT7Wwq4DHa7zrzPrhERMl7eUx25wTWFx1+ji8LW2U7GGqi7zvzZQUhdD/j/3c/3Afx78c9CV/8GXG/SeRmkxFHPl0KjawZL379A9p27Y6mijKc+voz+HUIwIvfbICDoyNyoyNwfe8ODJ/6NB5+6XUAQMS+XShMiMG09z9Ct6EjYDYYcPb7r2AxGTH7s6/h7u0DaU0VrmxdD/+evfHUu0sAAMWJ8Yg/fRQjZ87GgEce57/X9UoYihXwm90TTu09QGYrZGeKIRKL4PdcL4gcxbBI9VBcLoNLT194TeAzSw0lcmji6+E1sSNcuvHiDJq4WpjqtfCd1h1idyeQlYMyrBJiN0d4P8qrKFnVJqijquHaxw+ufXhxA2OlCvrcZng+1BGOPnymri5bAqvMCM8JHSFyEIE4gjaxHg4+LszRx6o1Q5fWBNd+reBke7K1SPUwVqjgPrgtRE78E6apRg1Ob4FrL3sGsqFYDsdWrizjmSwcjGVKOHf1htjFgfVvkepZljIAWGQG/knaz/60a5bo4ODtwtoRx0HZ1Aif9v7s6dpiMsFk0AuELMxGA0RiB+YM1FLP8Q6VGuI49rT8IO5vcMSBiOBwm/CLzqyDq6MrxCL7Pm/WN6ONmz0b3mAxQG1S85nKLaFuAMROgMdtFJnGPMC3M+BiW1UxaYHGXKDjSJ4OBACKakDbBHQccV+/218lfPEg/nfif/YqY9LpIK+rhUmvh7SWx6eaykth1GnRWF4Kk4FfcqzMSofFaER5RiprW5wUD71KiXIbjiqrq0FtQS4ay0rQVMZzbcvSU9BcXYmcG9dhMfFYV3bkNTRXVyLzegjrS3WjGqZKFXQ23MxYqYY+UwJdehNMNTzWpU1thKFAxvBKAFCF23SJI/ilQs5ggeJyGXQpjdCm81i0oVAOTXQNVKEVMDfw3GF1dA008XWQnbZzOuVniqC5yWOuAD8py47x+GiLr60+pxmKi6WQHs6DVcXzPJVXy6EMLoPsuB3Dbt6fC/npIjsPV2FE045MNO/NgcGms6xNbUTz3hw0bs8AWXhpQ/mFEjTvy4HslB3zk+zMhGRHJjS3eKzYLNGhYXMKGjalwiK1+eimN6FxUyqadmSwdhH7dmLvkvlMZ7mFO7v73ddQlZPJf159LXa/+zr2Ln4beg2/n4tuxeKn1+fg4sa1gr62vPIMcm7werxWixnHv1yOne/MZfiuorEBvy5+GydXfwqrxczOkd0LX8etcydZX3GnjmLf0ncYvm+1WHB58/c4+fWnTJ9ZLTPgwuY0RB8vZEto1XkynNuYipLUJtZXVlQNrvycyWz2OI4Qe6oYN44Vwmrm96lWacT1A3nIi6tj7RrKlYg4mMfkHwGgOKURsaeLYdTxY+eIw76cfThZYB+70qjEzxk/M59bAChTluGXrF8g0dkx34S6BJwpOsM0lQHgatlVJNUnsb8NFgMullxEraYWYpEYDmIHNGgbEFoRCrPVDHcnd4hFYlQoK5DTzOP2LZNtnjQPjdpGuDq68pMtZ+VlGi1GwMufn2xNWqC5mP+w9v35yVYnA7TNPGbbeTQ/2WokvH6yb2f7ZPsP4+A+iP+t+J/FcD18/fDsilVQS5vRZ+wEAEC/hyfBoNXAr0MA3Dz5O+IJL70Or9Zt0NtWB+A1jsvTUzDqad5/s31gTzz88jyYjUZ0seklD5z0BBT1dWjfoxd7Yho352U4ubhiiI1zCwC+MwJhKFYwvNWlqzfch7cDxCI4d+LH4D6sHUwVKrj09GXtPMd1gNpshedYnv8ldnWE+8j2MNdr4WZ7cnXu4gWnTp4QuzmyJ0nXvn7QZUngPsj+tODWvzU0iQ2MAyt2c4RTJy9YZQY4deRlBp3au0Pk6ggHH2eGrTp39IQutRHOHW/TEvZzgaVZDwc//klZ5CSG2NUBnNHK2rVoK4tdHAAbv1XkKBZsBdGyxmIl/iUikM0jlmuZJHR28fYWIwi1jL94Wq0WqKQShsECvJm9UaeFUa/jZR09vdBYVgLiOGYyAPASjMRxqC3IxcBHJ8Og0aCuuAAgQkNpEVp36oyGkkIoGxugbGyAViGHd5t2KE6Mh0YmRUFcNMbOfgEAf8OllctQlBiHzgMGQ9FYz8QzavKy0XvsBFRkNaO2SIHaIgVGz+wON09nZEZVo75ECauZQ88RPL854XwJLCYOrQM8MO7ZnpBUqpEZyd8ABA5tgy79WyP3Zi0KbzWgOKkR/cZ3gEgkQsK5UtQVK6BVGPH0kmHgrBzC9+WBOIKblxNGTOmGuNo4bEnljUWGtR+G3n69sS9nH/bl7OP9Z1+IBgB8GfslspqzUKIowQ8Tf4DcIMfC6wthJSvcHN0wPXA6IqsisSJmBRxEDgibE4Z27u2wLX0bDuUdQk/fnjg/ixciWHh9IUoUJXh70NtYMnwJmvXNeP7y8zBYDdj/1H6M9B+JmzU38X7E+/B18UXYnDC4OboB174AEncCA54Fnj/AH7T9U3mpxqe3AcNf4598fx7N6yYvuAm06cWLXpx6FfAfDCzgvw/CvwLitgIPfww8vuru8/BBPIg/Of5nJ1wAzIy8JRwcHTFyxrOCMu82bfHwy/MEZV0HDWUG6C0xetYcwd9unl544h0hMbtDrz6Y+dFngjLPsQHwHGsXaBA5idEqqI+gjlNbd7R9Z7CgzH1oOyYu0RKt5ghJ7Q6ezmi/aJigzLWnHwI+HyMo85naHT5T7cIeIkcx2r8v/H5O7T0QsGosE4AA+OQs95HtWYIVALSZNwCc1gwHb37CdfBwgv+ykSALwcGbv/FwG9Aa7T8eAQdPZ9af78wecB/ejhkWAEDbdwfD0qxnS+ZO/h5o98EwQCSCUzubcf24ADi0coVTe7u+8ZSFS1GRkYrutiQ4J2cXvLh6PWT1teg77mEA/DGcsXQFnN3c4efP7/8xs1+Au48vOvUbyPqa9sGy/8feecfJVZX//z19Z3vfTd/0kJCeEJpJaNIJvap0FUEQAQVRUVERBASkSAsEQiCkQUhIIb2XTbLJZrN9s73Pzk5v997z++PcvbMjfn/qV0Dlm4dXXpc9c8+Zc+/cmeec5/M8nw81xXuYfO6F8v0ys7jkvp/Q29HOuDMk7+7oWadz2tU3kpaTS3qu/ExOu+ZG7E4nY0+fbYx17u0/oKZ4DzMukWQkOYOGcOpVNxDy9hpzHTUjn7ZaD9kDknGmyvs19dyhqDGNiXMHG2PNvHg4jWUuxs6SC66cwSmMnJaHEtMoHCHv14ip+Rw/0s2gMVlGaH3srEJ8PWHGnCIXeGaLmVHT82mv9Rj8yWOzxzIsfRgpthQGp8r3nF4wnfcr3uf0gacbc5hWMI3S7lKm5stnLMWWQlF6Ea2BVoZnyOdpUOognFYn2UnZpNrkZzs4bXDCEeQOtqa3hjynDBFbTBasZitmzYxNzxru2/ELRDyBJhbUj2FjLELuxGPEL1mnhCY5lwF6G+Tf7nrJOmUyxdmq+rNWnbAT9hXa1xbD7W8H16xk74oPmX3TrUyYcw5CCD7989N0N9Zz2QM/I2vAIIJeDyuf+T3OtHQu+dFPsFhttNVUsmn+Xxg96wzD4R7ZuJZj2zYx+6bbGDhmHEIIti6cj6+rk/O++0OSUlNl+PfjWixZDjK+WQRAtNWPb0sTKdMLDGw1VNFDuKKH9LOHGA7Mv6cNLRQjbc4QTGYTWlTFv60Z2+A0nONkP8UdJnigA+eUfANbjTR6iTb6SJ1ViMkmHWTomAs0YSj1CFUjeLgL+6BUw4GpgRiRKjdJJ2UbO1OlO0TMFTJ20gDRJh8mh8VwhEIIovVebAXJmJP1H8yYSqw9iG1QquFo1UAMEVaMHTiA6olgsluMHTGA4olgSYs7aKEJRFgxxgYZOtY0LQGTPSEM8eWaqqkJ+KuqqShCwWFxGG2BWACb2YbdEsfGOwId5DhzsJrlZxxVo3QEOxiSNiThnKASNJw3SFGEnKQcClP0DHwlAse3w9BZcZzW0yzLfEZ/M47TNu4FJRwXJ1AVOLoMCifKsDPInfCxlTB+HqTF1bH+t3YCwz1h/6x9bTHc/la5e0cCL3EkGKBi51a6mxqoPyLLCVrKy2ipKKNm/25622Ut67Ftm2ivraZ4VZyfc99HS2ipOMYRHaf1dXdxYNUKqvbuNGozQ0ddBA914tvUhKJLsPm2NBE60p2A07qXVhHY04Zvq+SXjXUG6f2oBu+6BsIVMlwa2NuGd0MjrneOGXho78pavBsa6V1ebYzVPf8onlV1+LZLDt1oqx/XO8dwLSwn0qjXzu5owf1hFV2vxWsg3R9W0rO4EvcKiU0LVdDxUgmut8oI6DqtkQYvnS+V0PHCQRSdx9e/rZmuV4/Q9Xp8LNeiCjpfKsGzrh4ALaLQ8ewB2p8uNrRvIw1e2p7cT/uzxWgRSVPn29FC+xP76HkvvvNwvXOM1sf3ENA1eSPBAG/e913+8r1v4W6T19heU8WLt17Pe4/+2KidPbjmE/504+XsXva+MdanLz7DS3fcSNOxUn2sIIsefYB3f3qfoTHcXlvN/B99j43zXzH6lW3dyFv3f5/K3duNti3vvMGiXzxozCESDPLx079l7cvPoalyDt1NDSz93S8oWR+vua0r6WL1y0foqI9jq8Vr6tn0bjnRkLwPsajKtsVVHOqnJ+ztDrFlUSVNFXHssamihx1Lqw1OZYCK3W0c+qwRoemheFWjdEszTeX9qCcjHt4rfy+Bz7i2t5aPaz4mpsZD9gc7DrK3TT7LFrMFIQTbmrfR5G3CYrbgsDgIxoJsa95mSOjZLXa6gl2UdJYAUJBSgNVspcnbRIu/BbvFbjjbGncNwViQgpQChmcMR9EU6j31AEzImSCdbTQoMVirA0afK51t2Ct3uhmDJX2j2SzxXJAOub+ztVhh8nVxZwsSA5713S/E2Z6wE/a/sf8TDvesm+9k8nkXMfumWwFISknl3DvuZsr5lzD+G2cDMvw85fyLOe3qG8gZPBSAqRdcyqiZpzH327cbY51+7bcomjyNqRdISbK03DymnH8JI6afYoSwk8Zm4RiVScophUaYNXl6AVZdV7bPkqfkY8lwkHSSzLq0ZDqwD03Dmus0cFP7sHRMTiuOUZkG/ukYngEmsA+PZ+TaB6eB2YRND9la0uyYU22Yk63x8G92kswAzolnAFv0rGVLhr47MRHHYnUeZJPFBGYwWczxkHNf4Wu/EHTfgoC+oyoQURUEaBHpjLRADDSBFlIQinQOao8MFyrueNgw1hkEAUqXDCmGfD683Z1EAgF6O+RCoLOhjlg4ROfxWmJh6Xwaj5agqQqNpYeNsWr27Sbs8xoJVT2tTbTVVNJZX0tXQz0gRePdbS2Ublpv9CvdtI6e1maObpb6sKoS48Dqj2irqqBq7y75fmWHqdm/h7KtG3A1S0d5ZONaGo4cYufiuMj6vk/qqD/SzSE9cc3vjrD34zrKd7ZRqyfB1R3qonRzM7uW1eDT70nxmnrKtrWwpZ8828a3jnF4QxMH18qxejuCbFxQzq5lNRw/IgUkKva0s+2DKla9eJiI7tCf2v8Uf9j3B6M2FuD2dbfz850/Z8GxBXIOnjpuWXsLd6y/w0hoWla9jLs33s0Nn96Aqi9sfr7z59y98W5+s/s38nMVGtevup5vr/k2K2slwUhtby2XfXwZ8z6aR4tfLlA+qPiAK1ZewZ3r7zTm8LPtP+PSjy7lxUMv6s9PVNbOPjtO7m4B2o7A02PgpZkyhAxw8F34/SBYFh+LlT+E3+ZJ7mWQDvmVM+DpsdCjL3Y7jsEz4+CdeTIp64SdsK/IvtYYbp8VjhydoF8KMPm8CxP+ttrtnHNbojh19sDBzHvw0YS28d84yxCHB0kUcc5t3084x5JmJ++ORBJt59jshBAtyISqzEtGGH+b7RbyfzAl4RzH0HQGPXZaQlva7MGynKefs8u9/WRQhFGqY0mzM+CnpwDCCDEnT8zD8WhGQig38/JRpM0ZLJ0xksS/4N6paP5YnORicBqFP56ByWbGkmY35mAflm6EmAFybjqJaJMPh44xmpNt5P9wKpo/imNEprwP43PIvXUC5jQ7Fp3UIv2CImyDUo1+ILHiyHEPyVMlZppZUMgVP/klYb+P4VNkxumEOeeiRCJkDxyMI1nO46yb7yR3SJFBaAJw6Y8foflYKdMvuhyQJCezb7oVVVEYMl7iuVPPv5igx82Q8fHP7czrv0PJ+k+ZfvE8eU+tNs66+U5aqys5ee65ABRNnMpJ3zgLR3IKuUOknuzEs75Jd2MDo2aeaow1+ZwhHN3awoRvyLKvlAw7Y2cV4u0OMURfcA0ak0n+sDRSs5NI0RdAI6bk0XSsx8BkAUZMy6d6fwdDJ8h+KZkOcoekEvbHyB0sF1w5A1Ox2s1kFiRjs8tnYkyWzAEYnRX/LgxLH0ZPuMfAW1NtqaTaU1E0hXS7DJNmOuRnl2HPMEp5nFZnwhEAYw0mz1E0xchm1jR59Meks/RG4zt9V1gmwXWHdPFwNSrDv5oCXj0D29MkReS9rRD1gyMV2o8AQiZQ9VnjHondNu+DKTeAvwM6dAazzmOQPRya9oKvTb5HxCsZqk7YP23/iB7uf5sJIXj77bd55ZVXKCsrw2KxMGrUKB577DHmzZv3L4//fwLD7TNfTzcbXn+J/KIRnHGdFLpuPHqE4k+WMe2ieRTpCjtHNqylsewIc751G2k5uQhNyJIaIUg/vwiT2YTqi+Ld2IhjZKaRERxt8RM80EHKqQMMRxQq6ybaGiBtzmDMdikMHtjdijnFZiRFaWGFwN52HKMyjZ2t0h0iVNlDytR8A8eM1HtQvVGSJ8VrE0PHXFjS7UbGs4hphCp6cBSlG85R9UWJtvpJGp1lOOlYdwgRVROSmKKtfixpdqOf0ASxtgC2wmRMOnWcFlXRfNEETLYvg7g/3qoGYpiTLEa/vuvsw4n7TKhawjkn7IszVdEwW0wJwt/eqNdwpAAxLYY34iXHGa9t9UQ8aEIjKynuiJq8TWQlZZFqTzX6VfVUMTZ7rIHTukIu2gJtnJwbT0qr7KnEarYyMlMKomtCY0fLDsZljyM/WT7/PeEe9rXvY87gOXEH3loiE57Gz4tHU0qXQmoBDJeJcYQ9ULIIRpwF+TobXPtRqF4H02+FZH2Be2QJBLpg1vdlGDoWltnKuaPh5Kv+1/f334HhejrbKVn/KZW7thPyebE7nYyaeSpTvnkxecOG//0BvkD7Ojrc73//+7z99tvcf//9nHvuuSiKQmlpKYMGDeKGG274l8f/P7HD7bOq3TuoO7ifuoP7mXnZVdidyez96EMaS0uIhkOGw904/xU0VSVrwCDOuPYmoo1efFtkSUbS2CwcIzLx72olsKeN4MEOw+H2rqwl2uBFcYfJvXkCIqbieq8cNBmmTTtzEOGKHoNr2D5Yho+9Gxrx72jBkulgwMNS/s/1QQWxZj+xtgDZV49B9UUl9qoJTBYTzgm5hI5241pYDlYTAx6ZhSXFhmftcfw7W7EPTTN2y12vH0HpDJF+/jDSzxqK4onQ8dxBUDXy7pqMY2g6obJuXO+WY061MeDhUzBZzfSurCWwp43kaflGZnXXy4eJtQfIvn4syVPyUXojdDx3AAQU3DcNa3YSoXIXrneOYRuYSsEPZYZr7+o6/NtbSD9vGOnnDEUIQddfjhBt8ZN3x8k4ijJQPRE6XyrBZLeQf/cUzE4roYoeet6vIHlyHllXyp3Z7qXvc2jdKs6+9XuMO302QtP45E9/oKe1mXkP/ZyswoF4u7v45Nnfk55fyMX3PojZbKHx6BG2vPsGJ889l2kXXgbAobWfUL5zK3O/fQcDx4xD01Q2vvkKYb+f879/L3ZnMkFPLxvffIXcYUWcdpX80nXW11H8yXJOPus8hp4sNTsrd++gqewIp19zoyH/eGh9I5qmMe38YZhMJqJhhUPrGykoSqdoknxu3O0BqvZ3cNJpA0jXowotlW66m/2cPHsQFj1qUV3cgcVqNmgZlahK1b4OBozKIKtQJsEFPBGay3sYPiUPu764cbX68bsjDJuQYzjbAx0HyErKYkTGCHKcOaiayv6O/YzPGU+GQ0YaArEA1e5qJudNZki6xF+7Q90EY0GGpg9lQu4EOVd/C+n2dHKcOYbjbvG3UJhcyNhs+dwomoI36iU7KZvZg2Vmd1SNIhBkJ2VzQdEF8kuqxiTX8cAp8h/Es4wnJlYKkJQBpyZGpSg8Wf7rb5OuSfzblgRzH+a/zY5u/ozPXn/RyBUAUKIRjmxYy5ENazn9mps47ep/3Sl8nS0UCuF0Ov/max999BGvvvoqixcv5tprrzXazz///C/s/f9PbS3GnHYmw6fO4NQrr8PulDvQqRdcyoBRY40fYIDpl1xBwYjRjDlV8hnbBqTgGJWJY0SGgZEmjcvGkp1E8vR4AoZzQg7mFCtOPdSH1UzS6CzMKTYcRfKHzlaQjDnVhrUgGbO+k7QPSZOYbB8HMbJEBsA+QB5NDovEg61mg3PYnGYHiwlLit0IJZtTEzmIZV8dk9XLe0ym+Kahf1YwAJow6mKFjrv2HQHUgC4W7pe7WhFWEBEVEVHRdKxQcYUl/todMsaNtQX0o46/qYJoiw8UjZgujB7rCqJ6oyjdIVQ9IShS7UZEVEL9koaq9u4k5PVQW6wnqfl9VO/bhau5kaajknSiqewI7bXVVO3eTsAty0fKtm6gq77OEKkH2LdyGW1VFRzdLLFbV3MTRzaspWrPDhpKSwCo2LWNqr072fXhe4QDcq67l75P+Y4tbH13vjHW2pee5fBnn3Jo3SpAklDsWl7Dno/qaK3qBeDo1haKP61nzaulaPq92bqokuLV9Wz/UCbBqYrGJ38+zI4l1RzVk+Baq3tZ/0YZa/5SaogdFH9az+aFFax6MR5SXff6UTa8Xc7OpTIJLhpWWPrkAVb9+bDkbgZ2tOzglrW3cP2q6+kNy3m9VPISd66/kx9ujJPG/2DDD/j2mm/z6pFXAbnzvfzjy7n0o0uN5Khdrbu4aPlFXLXyKiPx6pWSV7hg2QX8YucvjLHu2nAXcxfPNYQMukPdfHPpNzl3ybm0+WWSIse3SUx2fj+4Z+cL8Jsc2PZ0vG3RdfDkcMmvDJLw4uXT4LW5MrEKZNbyc5Ng9YPxfntfhRemQUVchOG/xWoP7GP9q39OcLZ/bbuWvGc8e/8pFg6HeeCBB5gyZQoZGRlkZ2dz2mmn8fHHiXrE55xzDuPGjfscn7IQglGjRnHxxXFug2g0ym9/+1vGjRuHw+EgLy+PW2+9la6uroS+RUVFXHLJJSxfvpypU6eSlJT0P2rwAjz//PMUFRUlONsv2v5P7XDTsnO58uFfJbSNmjGLUTMS61Zn/1Vdrtlh/Rwm6xiWzoCfzExoS5s92BB5B4nv5t6auNq25jgZ+PNTE9qSJ+fhnJCTQAqRffUYMi8ZESeRsFsofGAGQtEMDNYxLF3uRu0Ww5mmnzUU54RcQ8AdIO+OiSg9YcN5W9IdFPx4OiKmGaHv5Il5WO5yYMlwGM4784pROCflJmCr+d+fTKw9SJJe02krTCH3jokghBEOTz1toCTXGJBiOPSsq0cTOuqKiyRYzeTeejKxtgApeq1p0qgsMi8ficlmMRYcaWcNwWQzkzQmHt489467qdy1jWkXSUwlOT2Dc++4G3dbs4Hdjpl1Bu21VaTnFZCWI3eSMy+9EiUSYdw35hpjfeOGm6nctY2p+oIrZ/AQJp17AWG/36jFHjXzNGqL95I3rIikFHmN4+ecjau50RCxAJgw91wajhxixFT5XGQVppA/LA1VFeTo92bg6EySUmwMGJWBWb83g8Zm0VbjYXAfMYnFRP6wNDobfeQN0e9plgNHihWr1UyynoiXWSg/u8yCOI6elp1EGx7S9M/fbDGRlGwlEFVx6osxp9WJ2WQmyZJklPz0HfvCwwCqUD93jCgRNKERUiQTWF/42Rv1EtNi2Cw22gLSgbYH242xGrwNCASNPplY5gq5DOy2I9jBgNQB0F4KagRaD8Uzjet3gFChfjvMflDugGs2SHy3cTcMniEx2s5j8o1cNTBoGlStlbW4JYvgYt1ZH3wHemrhyGIYF/8B/2+wnR8uRPRj9/qfbM+yD5h0zvlYrP8ZikiRSISenh4efPBBBg0aRDQaZcOGDVx55ZW89dZbfOc73wHgvvvuY968eWzcuJFzzz3X6L9mzRpqa2t54YUXAJkLMG/ePLZv385PfvITTj/9dBoaGnjssceYO3cuxcXFCTvYgwcPUl5ezs9//nOGDx9OSkoKf8sURWH37t1cdNFFPPvsszz//PM0NzczbNgwfvCDH/DAAw8kQDP/a/uqyZv/J/syicCD5S7Rvajc0IoVQgjfzhbhXlljkOhrUUX0rqkT/n1txjkxd1i4V9eKSGNcqD7c4BG96+uF4o+LIgRKOoV/b7yfpqjCt7tVhOviequKPyp8u1tErJ+geLTdLwKHOhK0YsPHe0X4eLyfpmkiVOESsZ64JqgaVkSosidBKEDxRkSkKT5PIYSIdQcT3k8IIaIdAaFF48IBmqKJWHcw4Rwtqgg1kCj6oIaVzwnD99eqNdrUE+IQX5Qpf3W/Y1FFKH8lDhH0RYTa756rqiY8f/V5hoMxQ3y+zxo8DaI7GBd90DRNlHSWiEA0LhjRG+4Ve1v3ClWLv2dtb6041HEoYaztzdtFrbvW+Nsf9YuVNStFV7Arod/yquUirMSfx40NG8Xa43HRBxELC7H7ZSHqd8bbeo4Lsen3QnTXxNsq1si2Pq1bVRVi29NC7Hoxfo6vQ4hP7hei7KN4W+1mIZbdKUR7mfgi7KsSL2ipLBdPX3vxP/zv2PbNX+p8+uytt94SgNi/f//fP1k3RVFELBYTt99+u5g6darRrqqqGDFihJg3b17C+RdeeKEYOXKkIZrx/vvvC0AsW7Ys4bz9+/cLQLz88stG27Bhw4TFYhGVlZV/d15tbW0CEOnp6WLw4MFiwYIFYuPGjeL73/++AMTPfvazf/ga/3/2f2KH61ldh9IVwmSC7OvHofqi9K6sBeQOLWVmIcHDXfi2yPrEpHHZWNLseNfXEzzYSbjSTeH9MjO2Z1EFam8EEVLIvGwksc6gwTVsyXKQNDqLwP4Oej+qAauJQY+dhslmoXdlLaHDXTiOdJP33UkSw3z1CFpQIcMXI+0bg4i1B+h6VYZE8++dhn1ACoE9bfR+XIs5zcaAn83CZDLRs7iS8DEXKacUknXlaISq0fHCQTRfjOwbx5E8KY9oW4DOPx/CZDVR+OAMLOkOfDta8Kyqwz48g/zvSWarng8qCJV2k35+EelnDUHENNr/dBDVEyHvu5NwDEsn2uyj69UjWDIcFNw3DZPNjH9vG70rakiZWUjWVRJb7VlSRfBQp8R3J+WhRRS6XjmMFlbJ+/5krJkOWR+8oAzbgFRybh6PyWQieKQLz7p60s4cROppkhXKs76ecHkPWVeNxj44jVg0wpo/P4MQGhfd8yC2pCR629v47I2XGHLSyZx61fUA1B8+SPGqFcy49EqKJkn8uHjVCjrqapj7nTtIycxCVWJsW/gWtiQnZ1z3LUwmE76ebnYvWUTRlOmGNGJzRRkVO7cx4+LLySyUu/DyHVtwt7VwyrxrsNrtaJrKwU9XkpKVzUk6M1XQ66F04zpGTD+FPF2e0dXip6m8h5POGIhDj1A0V/QQ8sUYPVPCEkIIag50kpmfTN7QNCwWM9GwQkOpi8HjsnDqEITfHaa72c+wCTkGW5WrxY8QkDs4lXQ9oa39uIf0HCfJ6XYcTisxLUZlTyVjs8cyNF2WvvmiPtxhN0PThzI5T2LRPeEeLCYLGY4MThkgcwq6Q91kODIYkTHCmKs36iXDkcGZgyQtqiY0FE0hxZbCpSMvNc4zmUyMyBhh9O2zs4eenfhFtTo+j8lmFcFZiextjL1A/uszs1nSNfa31Hy45NnEthFz5b//Mus8XvvPnd9PdvQ/wZYsWcJzzz3H4cOHCQQCRntSUj85TrOZe+65h4ceeojGxkaGDh1KbW0ta9eu5emnnzZ2l6tWrSIzM5NLL70URVGM/lOmTKGwsJAtW7Zw113xZ2jSpEmMGZPI0Pe3rC+L3uv1sm7dOk49VUYhzz77bNrb23n22Wd55JFHSE1N/f8N83ft/wSGm3LKAKz5TpKnyR82c4oN54QcbIUpOEZmAmAvysCa6yRpbJaBfyaNzcKUZDHUcwCpiGM1G2FWS5odS3YS5hSbUUZjK0gGq0myOekZuH2hW6se/jOZTFiy9LrYPl5iuwWTTf7rU8bpz0/c99CZLHpow9IvxCH+6qhoICQnscFLrGOs/XmJ+7DSvqOIqVK8QBWoOmmH4gojYhpKT9gQro81Sxwx2hQXG48c94AmGagA1N4IsfagPHbIL1r0uAfVEyVc2YOIyoc8eKgT1RU2SC4A/DtbibUFCOp1pR211VTv20XN/j206VzI5Tu20Fhawq4lixD6F2bvRx/ScOQQ+z5aIucZCbP13Tep2LmV8u2bAWgoLdHZxxYbP2YHP11J6ab1rP/LC8YcNr7xMofXr2bnhwvlPL0ePn3xGYnf7twCQM3+PWx9900+feGPeDp1jPT9Bez44B0+feGPxlhrXi1l59Ia9ukJc353mJUvHGb9m2XU99XO7m5n/RtlLH/6ADH9Pm//sJr1b5ax/s0yY6wVzx5i9UtHDIKM3o4gH/5uPx/+fj8uHQ8v39XGsicPsOSJ/QYu9ts9v+WG1TcYtbOqpnLNJ9dw8YqL2di4EYDjnuNcsOwCLlp+kSFa8Gndp5z94dkJtbOP7XqMMz84k3fK3pH3WY1x9SdXc+YHZ1LWLefa4G1gzuI5XP7R5QR1isY1x9cwc+FMntz3pDHWH/f/kTM/OJPNjfLzQYnCO5fDS7Ok0g/IjOW/nAkf3hyvna1cAy+dCsVvGWOx/Rl4/Zx4qZCmwqofw/LvSjINkIL0S26BPX/h62jiP6PwBIDly5dz7bXXMmjQIBYuXMju3bvZv38/t912G+FwOOHc2267DafTyV/+Ij+Xl156CafTyW233Wac09HRQW9vL3a7HZvNlvCvvb2d7u7uhDEHDBjAP2JZWZIeNT093XC2fXbhhRcSDoc5duzY/+YWJNj/iR1u2jcGkabXP4JMFMr59viEc2y5TgofTExtT56cT/LkRD7jrKtGGzs6kA6x8KEZIOIJSI7hGbJ2th9RRPo5Q0k5dYBRewqQf9dktJBilOFYs5Mo/Imcg0XfuSRPycc2MNUg0ADIvnYs0W8Mwj5IJlmZLGYK7p2K6onKBCxkIlb+3VMw2cyG1F362UOxD0zFPiS+Ssv51ngidb0k6YsKc7KNvO9OQu2N4NSzr52TcslSxmDNciTUzlrznCSNi9cW59w4jnCV2xBcsBWkkHX1aLSQakj3Jc8sRPXHsBWmGIuK9G8WYXZaSZkRrzXNnDdSjnWaHGvA6HFSFEJoDBonP7vxs8+mraaSwSedbMjrTb/4CjRFNWpnbY4kpl00j/baakbNlPXMA0efxJDxE7ElJRkkJxKn3cOIaacYcxh72jcI+byMPkX2S0pJZeiESfS0tTBw9EnyMxw2gpTMLFIys0nOzJTjjx3P0c0bjHkC5A9Nw9MVIk9PjLM7raRk2gkHFNJ0IpK0bAdms4nUrCQs+mIqRf/cUzLiVIp9O2RHHzGJ2aQ/ZwKzsQj7/I9uH+4aUeRCSkPDF5ULJm9ELpK8US8hJUTEFCGoSAfV5GtCIGjyNRlj1fTWJByDSpDjvcdRhEJNbw0TcidQ01uDO+I2/iXbktnTtoewGmZn605jrI2NG/FEPOxo2cFZQ88CXyvU6c63eZ9U+6nbKjHe9lIIPCXZog4thK5yKJ4PMySpDTueh4gHDi+GAZMlvlv8pnxtwpVyZ1yyEMpWQNlHMPMOiRX/B1tfffeXdf6XaQsXLmT48OEsXrw4AQONRCKfOzcjI4Obb76ZN954gwcffJC33nqLG2+8kUz9ewWQm5tLTk4Oa9eu/Zvvl5aWlvD3P4q7Op1ORo8eTXt7++de61vAmL8ICc8vJDD9BdgXjYdomia8W5uEd1tcsFwNxUTv+noRquox2mJdQeH5rD4BIw3VuIVvV0sCZhk43ClCFa74+DFV+IvbRbQzjnkpnrDEZPthpNF2vwhVx99PCCHC9Z6EfpqqiXCtW6jhuEC6Go59DpNVfJGEeQohRMwdEmr4b4i598P1NO3zIvCaqv1NAfkT9sWYqiqfa4v+1WegRFURCcUS2gKeiIj91Xnu9kACThsNK8LV6k84x9MVFL2didhtW22vIUgvhBDBWFBsa9qWgNM2eBriIu+67Wndk4DTRpWo+LjmY1HbG8dpm7xNYlH5ItEbjucb7GrZJRZXLBaKfu2qpopF5YvEuuPrjHM6A53i+QPPi9KuUqNtf9t+8dS+p0RHoKPfJF4V4rNfCRHT5x/2CbH6QSF2vxI/p+WQEB/eLET1hnjbgXeEeP/GOOarRIVY/n0hPrhJiLD+feqqEuKN84RY/wvxr9hXKUA///7v/0P47Yu3XieikfDfH/ALsH8Ew73yyivF2LFjE9ra2tpEamqq+Fvup7KyUphMJnHWWWcJQJSUlCS8vnDhQgGIPXv2/N35DRs2TFx88cX/4NUI8cgjjwhA7Ny5M6H9sssuE6mpqSIYDP4PPf9x+9oSX0SOeww8NO8HstbUu7ER72cNmGxmBj0ucbquN0qJ1PSSdFI2uTdPQIuqtP56N6iCzCtGkTprAOEaN91vHAUTFDwwA1uuE8/6enybmrBkOXRGJ+h4qYRYk4/U0weSedlItGCMtif2IWIaOd8Zj3N8DuFqN91vHsVkM1P48ClYUmz0fnoc/7ZmHKMyjWzozpdLiDb6yLhwOGlzBqMGYrT/sRgRVcn/wWTsg9MIVfTgWlCGJTuJwgdmYDKb8Kyrx7e5iZRZhWRdIXfiXfOPEqlxk3PTeJwTclB9UTr/fAhMkH/PVCxpdsK1vbgWHMMxKpPc78idmW97C94NDWRcUETqaQMRQtDzXjnR1gC53xmPrTAF1R/FteAYpiQLud8Zj8lmIdLoxb2sGueEHEO8wb+njcD+djIuHE7SqEyEEPSurEVxhcm+ZgyWNDtaSMG9vBpLup2MS0bIutUWP94NDSRPKzDqnSt376B6707OuO5bZA2QkYu9Hy0h6OnlGzfegtVmIxIMsmvJe+QXjWDCnHMA6Glt4fD61YyffTYFI0YB0Hj0ME3HSpl+8eVGBvKx7ZtRohEmnSNxQiUa5ciGNRSOGsPAMXJn6+9xUbV3F2NOPYPULLnL76yvo7upgXGnz8Zskbv3pvIerHYLA0ZKCELTBA2l3eQOSTMyiSMhhfZamaXcV3Pr6wkT8kXJHxb/LrjbA9gcVlKz4rtdV4ufjDwnVj1LXY1p+NxhMvsxgAVjQaJqlMykTKPNF/WRZEkylHr6zku2xfuBrJ/tn7l8wuL2VRJfVOzaxurnn/q75515w83Muvyav3veF2F9xBdPPvkkI0aM+NzrF110EYsXL+a2227jrrvu4uqrr6apqYnHH38cs9lMdXX13wx/X3TRRaxZs4YzzzyT7du3J7ymqiqXXnope/fu5b777uOUU07BZrPR3NzM5s2bmTdvHldcIRXhioqKOPnkk1m16h8rlerp6WHq1KkoisLjjz/O4MGDWbp0Ka+//jpPP/00DzzwwN8f5O/Y1xbDteYnYy1IxjYgxVDUcQxPx+SwGLqwgKyPNWFIxJmsZlmS0ndE8g2bHBaJ1+phvD6mpf6MS31hX3Nf+NdixpRkAXNcI9ZkNUsKPGt/XmISj0jGKOjHT6xqiJgKms5PDGj+qOQp9kt+YojzESs9/XiJW3ygxWtgFXcY1RtF9UQNnDba4EVEVVn3qn8JwuUuWQOrE+CLmEaozIXaEyZc0yv7NfuJNvmIVPcS65bvGTrSjdIRxL+7zZiDf2cLsRY/wWIZstF8UQK724hUuQnr44cregiVduPf2WrwK/u2NxMu78G7vt4Ya8uC16jcvZ0Dq2UtX09rCzveX8DBTz+mTheQKNvyGQc//Zi1rzxHTMeKti96i4NrViYIFKx89vfsWfYBxZ9IgYquhuOsefEZPnvtRRr1mt6Da1ayecHrLP3dL417s/61P7P57VfZ8MZL8no0lcW/epg1Lz5DyXpZ59lW08vK50tY8fQBejtlePbQ+gY+faWUj/50yJjD+jfKWPXiYbYvkXW40bDC4t/uY8kTxTQcdRljvf/rvbz/m72E9Rrog+sa+ODxfax66Ygx1uqXD/PeL/cY2rm+qI9LVlzCuUvPpbKnEoCSzhLmLp7LlSuvJKrKuuq3jr7FrEWzErDVezfdy8z3ZrKlaYv8DKN+rvnkGi5ZcYlBw1jaVcp5S89L4GdeUb2C85eez4rquOjHH/b9gatXXk21u9qY110b7uLHW35szIGOMnjrItj5vNGPYx/DgktleVCfbX4Clt4WF5OPBuGT+2R7n/UchxV3SZy3z+q2wic/gp46/tts3OmzmfudO+MF9H/Dpl007ytztv3tpz/9Kddcc83n/nV2dnLrrbfyhz/8gTVr1nDRRRfx5JNP8vDDD3PjjTf+j+Ndd53Ul77nnns+95rFYmHlypX87Gc/Y/ny5VxxxRVcfvnl/OEPfyApKYmJEyd+rs8/atnZ2ezYsYPZs2fz4IMPGo59/vz5X4izha8xhmtJsRmZxX3mGJHJoF+fntCWfu4w0s4eajg/k9lE/j1TQBVGXawtL5kBj86SWJneljK9gKQxWQl0hjk3jkPtjRhO2OywUHj/dLSwatTFOoZnUPDj6ZgdViMhKuP8Ipzjsg1SDYDcOyYSa/UbSV2WdAcFP5yKFlaMxUHy9ALMyTJZq29eWfNGkTQq05AABMi99WSiDV6SZ0qM1DE0naxrxkiyDR3zTT1jIAhJvtGHe2ReNpJAcQcpfdqqdgtZ144l1uonRc+sTRqdSdqcwZiSrEadb+oZA9ECMZLGxRc2GecXETjYSapep2xJd5A2dzCKK0ySThSSNDaLpJOysWQ4ZEIZkDKzEMUVJmVGnGBkygWXUrlrm5GJmZGfz4jppxD09DJonGQ/GnryZDILB5A/fBRWh9wRjph+Cs3HjhpYLsDwKTOoO7iPwTqnclpOHpkFA1CiEbIGyozp/KIRWKxWCkeMMu5N7tAijh8qJndIkbw3ZgsZBYV0N9STka/f5xQbVpsZi91ssD4l9SXk9cPybQ79ObP3W//+lUaEpgqEkCpAfU6/T2Wo7wgQ9EYTj7Eg7rAbRSh0hboYy1ia/c1EtSgt/hbCahi7xU65Syo1HXPFE0NKOktQNIXS7lLmDplLs7+Zih6ZkV/lriLXmcvutt20B9pZe3wtvzvzd5hNZlbXraY10MrqutVcMfoKNKHxfsX7aEJjU+MmRmeN5lDnIXa0SCd6+8TbmZAzQdbMNuyUQgVn3Ccnsf0ZmQBlT4WiM8HfCVv/IF8rOhNm3AZVa+DA27Jt0rWQM1I67cOLJJnGWJ1IY/WPZZ2uEoYr/vsSpqZfPI8hEyZSsn41FTu3EQuHsNhsjJohqR37nuGvym655RZuueWWv3veT3/6U376059+rv1Xv/rV3zx/5cqVDBw4kCuvvPJvvm61WnnggQf+rhOsr6//u3P7axsyZAjvv//+3z/xf2v/clD6C7IvEw+JtvmFb2dLAo4ZqnGLYGm8TlBTNRE40imibXFsTA3HROBwZ0JNquKNJNTXCiFx4L+uZY22+4XaD5/TVE3WwPbHVqOKUDyJeIsain0Ob1XDsc/hrX9dEyuEOIHJfoH21/cyFo1+ri3k8yX8rcSiIuBJfDaC3ogI+RNrmnva/Al4rhJVRUe9J+HZ8PWERWdjIobfftwj3B1x/FVVVHH8cFcCTuvrCYnq4o6Eet1DHYfE5sbNCde2smZlAk7bHewWbx99WzR5m4y2ks4S8Wbpm8IfjX8nPij/QLxV+pZxL3rDveLJfU+K9fXrjXOOdh0VP9/xc3G066jRtqxqmXh0+6NGbW5EiYjf7PqN+OO+P8brfLuqhXjvWiH2vR6/6NJlQsy/UIjaLX2TF2LVj4V4+xIhPC36RXcKMf8iIZbcKoSif+fqtgrxwjQhtjwZH2vLk0I8c5IQ5avFF2FfJYb7tywWjf79k/5LLBwOi127donnnntOmEwm8ac//enfPaUvxb62GG5/a/vDPtTeCGlzBpNx4XCUnjDtf9wPQqrsJI3OMupKTQ4LA39xKiarmZ7FlQQPdZI0LpvcW+TOqe2p/ag9YTLnjST1tIHEOoN0PH8QTFB4/3SsOU4CBzpwL6nCmu+k8Mcy67hnaRXB4g5SzxhI5qUjEULQ8acDKF0hie+elEOsM0jniyWYHGYK75+OOdlG8HAnPR9UyjncLOfQu7IW/65WYw5C0eh85TCqO0ze9yZhK0gh1h2i+7UjWLKSyLtzIiarmVCZC/fyalJmFpBxgSQ696w5TvBIF1lXjZHYqqLheq8cLaiQ8+2TsKTaUXrC9CyuxFaQTOYVcpcXqujBt7GR1DMHGexRvm3NhKvdZF42ElteMkIV9H5Si1A0si4fhclqRvFE8Hx6HMeIDFJ1hqlIvQf/njbSzhhk7LgDBzuINvnIOG8Y5mQbQhP4NjdhSrKQdobEbYNeDwdWf8SwiVMZerKsK+5urKdyz04mnXs+adkS8607tB9vZyeTzrsAs67vemzbJlKyso1a3Wg4RMXOrQydMNmoufV0ttNaWc7oU880RO876mqIBAMGfzJIGsnUnFyyCuWOWFU1Wqt7KShKN3a24UAMT2eIguHxZ9vvDqNpwqibBQj0RnAkWw1MFiQ/cv8sZU0TKFHVGLuvDTDYqyBeA3vCvhw7IUD/xVl9fT3Dhw8nPT2dG2+8kRdffBGLxfL3O/6X2dcWw+1vtgEpYNKPgDnJgjnVjslu7qcH6wCTjsPqP1p99bgJvMR9P2h9RyH0f3E+YhGWIb7+HMRaQOJufRzEaKB6JAarenR+Ym8EEVXR/DGjZjbWJnVhY63xgvE+Qflooyzp0EIKsVY/WlCJcxY3+1C9UaINXlT9vUPlLrRAjGBpvFYtcLAD1R0hVCbblJ4w4fIeog1eo542XCn/DuxrR+jzCuxuJdrkw7+jxRjLs76eSHUvQb2eNtrikwIPxR1E6qQAfWBvG6HDXQbxCIBnbT2hki48Ok4rVA33kioCu9vw75OYb7jKjfezBjyf1BFrl9e4f+Uy9n20hNUvxJNJ1r7yPHuWvc+2hbI2M+jp5aMnH2fj/Feo3CUTMGr272bty39i+ROP4XdLHHDnB+/y2Wsv8vHTvzXGWv7Er/S620WAVJta9PMHWfL4o4a2btXenXz4m5+x8OEfGVjxrmU1rHyuhHWvH42P9ccDLH2ymKNbm/Wxwrz32B7ee2wPPfpnW3+kmwWP7OTD38drZ3csqebtn+5k94oaY6xlTx3gzQe203RMzt3vjvD2wzt599FdhHxRY6xXf7g1oX735ZKXOeW9UwxsVRMa92y8h/OXnk+NW47fHmjnypVX8v0N3ze4kfe07eHSFZfy+pHXjbEWHlvI1SuvZn/7fkDW9P5i5y/4wYYf4InIz7o71M09G+/h2eI4AcWRriPcteEuPmv4zGjj4LuyLtYt9X0RAjb9FtY9KqkcAUK98OlDcZ1bkMpAqx+U2G+fVa6VfSPx+nCK50taxz6L+GTIufkAJ+w/w4qKihBC4PF4eOWVV76Wzha+xhhuf8v5znhEVMXcR+KfbJO1s5owkpmc47IZ8MgszE6L4VQzLh5OyimFBqEFQN5dk1F7wsZOzFaQQsG906T4e57M8Ew5fSDWvGSD5AIg+5oxhGt6jYQtk8VE/l2TiXUGcZ4sd2JJo7LI+dZJmJIsBg6cdvYQLOn2BD7j7OvGEipzGbimJc1Ozk0nobjDOCfK3aZzYi7p7jCWzCSs+qIi/dyhmO0WnCfHiTyyrhpD+JiLtDlSDcaWn0z6ecPQgjGjxjZ5ch7RJh+2ghQDs06bK89P0ZmhADK+WUS42m0IOtgHpuKcnIdQNOx6tm3ypDzCVW6SRmUa/VJmFKL5Y6To/UwWM8lT84k2+gwOZfvAVKz5yZidVkO7d+jJkyWjU7/a2aETJ9PVUMeQCTJ5wp6cQs6QoXi7Ooz6xMzCgdiSnKRkZho6ulkDJbacPTDOhZ2Wm0dPazPpubIW22qzY09OJhoM4tAzmu2OJDCZsCUlGbXAfbvM/rvNvh1o31FVNDRFoAmBqifG+XsjCAEBTxShq0L1JVv1doSM/j1tATRVHoeMz8brChHSMVt/bwRnmp22Wg+qotFc6TbmsK15GyElxM7WnVwx+goCsQDbmrchEBzoOMCorFEc7DhItbuaanc1HcEOBqcNZu3xtdR761latZQ7J0nyi/fK36PZ38zHNR8zs3Amjb5GPqr5CIDdbbu5oOgCNjZsZGvzVrY2b+WWk28hOymbBWUL2NGyg/ZAO+cNO09ObM1PIRaAzKFw3m8kl/I2nTRk5Fkw6lzpMPe9Bpjg5CslK9W6RyRG66qB73wkSS4Wfwu0GNhT4Mz7oWEXrLpfjlUwAQZNhx1/kthwSh48FF/InLAT9qXbvzGcnWBfBh4SPt6bgMlqqiZC1T0JPMhqWBHh470J+JnijSTUyQohRKwn9Dl+4ZgrlIClaoomFG8k4Rwtpn6+Bjamfh6TPcFB/IXZ5+6tpglVSfwMopHw59oCnl6hqf34qWMx4enqTDgn6PMKr6sroc3V0iyC3vhzq6qaaKvtTcBpA56IaKlKrMfuavKJjvp4P03VRHVxh+hu8SX0O7qtWQT7PVdtdb2idGtzAk5bsbtVVO1rN/4OB6Ji/+o60VoTx5TLXeXi2eJnRYuvxWj7pPYT8dyB50QwJnMQwkpYPLP/GbHw2ELjnAZPg3hk2yMJOPCG+g3i/s33i+qeajl3TRNP739aPLLtEaPOtyvYJe7ZeI94tvhZo9/e1r3iptU3iRXVK+I3YtPvhHh1jhCtes1lNCjEu1dJXDao37P2o0K8MF2I5d+L99v7mhBPjhBi3xvxtvdvFOLJ4UI07pV/e9uFePZkIZ6bJERAr6MvXyXEr7Pluf+C/bsx3BP232dfWwzXqMO1mCj8yUysGQ68mxvxrmvANiCFgvuk9m3X/KNEqtykzh5M5kXD0cIK7U/tRwsp5N05CceIDCL1HrpeO2LsjM0OK76tzXjWHCdpfI5Rt9r1ZimR6l6yrh5DyowCtGCMjucPooVV8u+Zgi0vmUijl+7XS7HmJ0smKLMJ3/ZmPJ8eJ/2coaSfK3dhrvfKCVe5yfnOeJJGZqKFFLpeO4LQBHnfnYQlxUa02YdrUQWOonRDr9a/rw3f1mYyzhtmCNy7P64h2uQj+7qx2PKS0SIKPR9UYrKZyb52LCarmWirH8+qOpwTckjtw0iPdBEo7iD93KE4hsrPxLu5EaUzROalIzAn29AiKp5P67BkJZGu73qV7hDeLU0kT8ozdqjhGjehMhdpcwZj1eUF/Xvb0EIKabMHYzKbEIqGb0cLtvxkg05T9UYJFLfjPDnXoMdsr6mitbqSied8E5td7t7rDu5HVRVG6xnImqZSuXsHuUOGGXzGkWCQprIjDJs4BZvO4+pzdePpaE/I8HQ1N2G2WgxMFiR2m1k40NgRq0oMd1srOYOHGjhpNBwiGgySmh2PIIQDMSw2M7Z+mGw4EMORbE3AV5WomoDbwgkM9ku1Pt3df8FOYLgn7J+1ry2Ga7JbwGzCZDMb3MMmndeYfjJ49K03+unBCkWTmKwe6tNCCmg6JqvzEhscxN44RZni0mtgXSGjn+qNIiKqUe8aaw8gYppxBCS+KTBwTpC4qYioRI/LtlhXkFhbAKUjiKLzEoer3ag9YYIlnQZ+HDwgeYmDhzrl5Skagd1txJr9hI/Jms5ovZdweQ+hI90G5hvY306kzoN3U6MxB+/GRiJVbvy6Jqvqj+Jd10DwUKfBcRw62k1gbzvetfUovfL6vZubCBZ34P44Hq5zL6smsLsNn14fGusM0ruiBu/aesK61m3gQAfetfW4Fh5D03Hw3tV1eNc34F5SZYy17Pe/ZPPbr3Kgr3a2sZ4VT/6alU//jtYqWbZy+LM1fPrCH1n82E/RdO7dtS8/y8dP/5bP+tXOLnzkRyz+9cOUbd1ojLXgobtZ8ODdeDolfnzw049Z+MiPWPL4o8YcPn3haRY8eDc7F0ueZSUWY8GD9/Da3bca9budDV7e/ulOFj22h6h+PUe3tfDmA9v5rB+2uuGtY7x631bKd7XKzyessOhXe3jrJzvwdMmQcnezjzcf3M5Hzx40wtKVe9p448fb2L/6uDHW9g+rWPDITiOUHIwFuWPdHdy85mYDW63rreO6VdfxxN543eqmxk1cv+p61tbHKfNeLnmZ767/Ls0+iTtH1AiP7niUX+36FTFNYqst/hZ+vOXHLKlaYvTb1bKLh7Y+ZJQQAXxY+SG/3/t7/NE+PeQYbPpdIp+xt1Xitg27420tB2Dj47IcqM8qVsPe1+Kcypoqcdq6rfFzQm7Y93ocFwZw1UoMWInEnW3jXjieSK5wwk7Yl2VfWwzXPiiVwgdnYLKZDV7itNmDcQzPwJoXx2RzvnUS0Wa/UdtqTraR/8OpaEEFh447Ok/KIfeOiVjSbAaGmXFhEfahaTiGx7HV3FsnyHpXnX/ZmuMk95YJaGHF4BJOmV4AqsCal2xwCWdeNpLgoFScU+K8zTnfHk+k3kvqmXK36RiaTsbFI0AT2PX3TJ01AM0Xwz4sLY47X1hEYF+7sUs1Wc1kzhtJtMlnYKuOkZmknFIoST76NGxnDUBxhXFOiO/O0mYPlmPpfMbmFBspswqJdQYNfDdpVCb2oWlYspKwpMvdpnNSLpHjHgOTBclLHTjQYXA2WzId2IakoQVjRv2xfXAaJqcVW2GyXDAhiUlCR7qwF8V3EPkjRtF8rJS8IplpnZyegTM9A6GqButTem4+JpOZtNw8zLrWqyM5VT/K5DkTJkM31KJnIRsLsH6Bn5jO+6pE44urcEAm5YT9MrFMU2IEvb0ITSPokc7O746gKhpBbxQlqmFPwkiQcvVLguts8IKAzgYfJ50OIV8Ud7t0tO62IBl5yXQc9xL2x2it7iUWVnAk26gvdREJKhw/3M3Mi+W9qNrbQTgQo760m8Fjs6jprWFvu04G4irj9IGns6lpE8dcxyh3lfPgzAexmW18UPEBZa4y3i9/nwuKLiCmxXjlsCQIWVu/ljsm3sGB9gOsrF0JwBWjr2By3mSWVC7hs4bP2Na8jWvGSNKFZw88S6W7ElWoPDv3WTwRD4/veRyAERkjuH7c9VC1DrbpyW4jz4a8MbD1SVlPW7Ea7iuRry3/rsRog91w6fNSeOCDmwABKbkSzz38gcRpzTb4SS0kZUjHXfIeDD4F7tATtBZeKUUQeurg7EehuxreugCEBndsgsGJdfsn7IR94fZvDmkb9mXiIWooJqIdiZis4osIxZeItyreSILGrBAiAe8VQucgjp7gJf4q7a/xbU3TPscXG42ERTSUyDPtd/ck1CqqiiI66+sScNqAp1d01tcl9OtuahA9rXEObk1VxfHDB4XfHcdgg16PqNq7U8Qi8Weos75O1BQncrzWHOxIwFEjwZg4srlJuNvjz2N3s08cXN+QUK9btb9dHNncZDxXSlQV+z89LmoPxjHl3s6g2P5hlWg/Hv/OHD/SJbYuqhB+XQdZ0zTx0qGXxJ+K/2RwHHcFu8TPtv9MfFD+gdFvf9t+cc+Ge8Sull1G2+tHXhd3b7hbtPml1nMwFhQ/3vxj8fC2h0VUkXOtcFWIG1fdKF469JLR74PyD8S8FfPElsYtxhwe2vqQuOLjK0S9p16e5GkV4qVThXjrYiGi+ud2bKUQTwwVYm0/7dHVDwnxeL4QR5bIv6MhIV46TZ7XUS7bmoqFeLxAiJdPl9zJQgix43khHksX4uN74mMtuEy2HVwYn8Pvhwjx20JZA/xP2gkM94T9s/a1xXD7W/uzxSidIbKvG0vy1HwUd5iOPx0EBAU/mo41O4lQWTeuheUS371X4rt99a7p50psVWiCzpdLiLUHyLttIo4RGSi9YVk7a7dQ8MOpmJ1WQmXd9HxQiXNyHtlXSy1Gz7p6/Ltbybp8FMlT8hGawPXOMZTuEDk3j8eWl4zSE8b17jEs2Unk3HQSJrOJcLWb3k/qSJlZaCge+ba3EDzcSealI3EMS0eoAvfyarSQQva1YzAnWVG9UdwrqrENTCXjPIkLRxq8kmf51AE49R1qYH87kdpeMi4cjiXDgdAE3g0NoEH6N4dhMpvQgjG8GxqxD0s3am5jXUGCBzpInl5gZGeHq93EWgOknj4Qk84JHDjYgclmMXiQRUwlcKAT+7B0g5lK6Y0QqXbjnJhrZI1HW/1SsaifNGJT2RGSUtPIGyZ3c5qq0lBaQuGoMThTZdZ4OOCnq+E4g8dNMLKGfT3dREMhcgYNMcZyt7WQlJZu9ANJEZlZUGjwIKtKjJDXm4DJxiJhEBgYcF+b1WY33k/OTcNs+doiNv9+0zSpg9tnsTBY7IltwR5wZsXputQYBF2QVph4jqZCat4/PYUTGO4J+2ft/8QvghbSuYdD8fpYEVMRMc3AChV3BIQ89q1BYnpJRt8RVcgaUEUY+q5KdwjNH0PtCRt4bqTOg4hpRKrjJRnhchcirBLWsTUtGCNc0YPSHTLqXSN1HmJtAcJlLsmTDAQPdqJ0Bgns7cdLvL2ZWLPfqHeNdUrnFz7mIlIrcbrgkS7C5ZKcou8afVubCVf04P0sjmu5P6ohWNKFXx8/2ujFt6kJ35YmqW+LFB7w72qlZ3GlgRX3rqzFt6XZqKcVikb322V41hzHv0+OFa7txf1hFT3vlRv3y7e1md6PauieX2rMoWdROe5l1Xh0LFILS+F61zvHCB6RmqwNpSV8+Juf8d6jPzZqZ3d88A7Ln3iMj5563Bhr+R9+xYe/foTdyz4AIOTzsuCBu1nwwN00V0jctO7Qfubf/33eeegeVCWmj/Uub93/Pda+/CdjrKW/+wWv3nUzx7ZtkvfB3cPrd9/Gaz+4BW+3xBTrjxzixVuv54PH4tR1xWvqeeXuLQnY6srnD/H6j7bSruP0QW+U9x7bw+Lf7TOoGVure3n74Z1sWVRp9Dv0WSPvPLqLukPyPggh2PD2MZY8sR9vt8wVCPmjfPzcIT6bX4amyryA9joPy/94gLLt8TrpFdUruHP9nQn0jc8deI5Htj9iYKu+qI9f7vwlb5S+YZxT5a7iZ9t/xr62fUbblqYt/HbPbw3NXIBF5Yt4/cjrqDq2GowFebnkZbY1bzPOafY180rJKzR647kCNO2D3S9DLBRvq1oHtZvif6sKHF0mcViQjjXkllzL0QDYkmRbTx3U69J/ydnS2baXynaLLe5smw9A2CvP+V842//rtnTpUkwmE4sXL/7ca5MnT8ZkMrFu3brPvTZy5EimTZMbmqKiIkwmE3Pnzv2b7/HOO+9gMpkwmUxs2bLli5z+v82+thhuf8v/gax37cuYtRWmkPe9SZI7WMcPU08biCXVhm1AipEZmnWNrFF1TpJfSJPNTN7tE4l1BEjReYmTRmWRdeVoTA6zFJwHyc2cZDXeD2S9a/BIl+QsRurdZl01GqU7RPIUvXZ2Ui6xNj/W7DgemjZ3MEITJE+N47sZFw0nWNpt4Lu2gmRSThuACKs4RmfKsSbmEq5yYx+YYuwaU2cVonojpJ4ez75NPXMQkZpeo37XNiAFx8gMhCZxcICkMVkEijtwDM8wsOKkMVlEjnsNbBqLCfvQdGItPuyD5a7Rmp2EOcWKyWqJa/7mJ0sSEl0YAiTWHW30Yc2Vu0aTxYw5xYbqjWJJldiqIzkFs8WCLclp4K1WPUPZ5oizMJmIc2KDdFCqqiCEhqZIRxANBkEIYuEwmqZhAQK9euJWb3yR5O2STtXTJRc2Ia+HkM9rnJeem4+rqQFNVehqOI6mqZjNFtr1RU+bflQVjZaqXjRV0F7noXBEBq4WP70dQX18qZPbcNRFoDdC9b525t4os84r97Thc4WpPtDBiKl5hAMxKvfIZK7GYz2cPHsQzRVumivkvGdcVERWYQpl21poq/UQ8ESYoEdGXjn8Cm2BNhZXLubXp/+aJl8Tbx6VWrFnDDqDS0ZcwmcNn7GiRiajzRs5j7zkPF4peYUNjRuo6a3hw0s/BODnO3+OJ+LBYXHw0MyHqHJX8cQ+mYQ1NnssswfPZnHlYl45/ApWs5X9N+3Harby+72/Z3vLdg52HuT1b74usfJ3r4CoX3Icf+PH0gEvuhYwwQ/2QP442P1n2PArSBsAD+jJWMu/C9XrYfKNcMUr0vG+Olfq4V77DoyfJ5Oi5p8PNifcWyJ1dHc8Bxseg0Ez4M6N/LdZtNlH8HAXWiCGOclK0vichLr2r8Lmzp2LyWRi8+bNhtgASMWd0tJSUlJS2Lx5M+eff77xWnNzM3V1dfz4xz822tLS0ti2bRu1tbWMHDky4T3mz59Peno6Xq/3y7+gr8i+1g5XCyuYLCasWUmGCLsWUTA7rEaSFEhmI5PFbJTR9Jk1w0FqP2IHkOID/ROlAIPcv88sKTYjjNtn9iFpBlmG0W9mYj+z3ULmpYkPna0ghZwbxiW0JU/JT5iryWwia96oz80977ZEMvOksdkJogYAmRcOT5yDw0renZMS5z44jQE/mZnQlvaNwaR9I04SYTKZyP/eJEnYoDs7a1YSA352KpjiDrCvVMjUrwQm65oxMqStqyyZbGYK7p+OiKhGW+HI0dz+wutY7Q4jDHza1TcwcvopZA+Kz+PKR35Nd2M9A8dKGb3k9Ay+8+QLRAIBCkfJ8P64M+bgTMsgPS/PKCs6+5bvMWzS1ATKxqsffZy2mirGnnYmAHnDhnPFw4+hqRoDRkmHOPmbF2Ox2sgfPsJIzpp9wxiq9nYw5hSdmMRq5qK7JtHV6GPCbOn8Bo/L4vSrRmG1mQ1R+innDkGJqQweF/+MvnHtGCr3tjP1m0MBcKbaOePqUbjbg4zWBSSKJuZy0hkDcKbZydTJViadPYSgL2bMAeB7k77H6uOruXbMtQAMSh3EFaOuoCPYwekDpajH6QNPZ0reFIamDyXHKUPpl4y4hCp3FfNGzTPGunTEpWxq3MTcIXPl9aQOZlLuJHwxHydly3s/NX8q6fZ0puZPNST+ZhTOYGfrTmYUzOh7cGDQNJmZPEB/7lLywJEud6ROfUGXPkg/9vs+Juuh/mT9fpkscqcb8YJNX9CZzPI9TGb5D+LsVX0qRf8lprhC9CyuNBjm+sy/qxVrvpPsa8cai90v23Jzczn55JM/t/PcunUrVquV22+/nc2bNye81vf3WWedZbSdeeaZlJaWMn/+fH73u98Z7bW1tWzbto077riD119/na+LfW0x3Girn65XDmNOsVFw/3TMDgv+3a30flxL8owCA1t1fVBB6HAX2dePJXlyPlpUpevlElR/jPy7JsvdV4uf7reOYhuYSu6tEzCZTASKO/CsqSNtzhDSdAWc3pW1hCp6yL5uLI5h6WgRBde7UoUl59snYXZYiXUE6FlajWNEhuHsQke78W1tJm3uECNL2Lu5iViLj8x5o7Ck2RGKRu+qOkwOCxkXyFCM0hvBu76epHHZJOu78HBtL6GSLlLnDDZkCQPF7SiuMOlnD8VkMyNUgW9bM5Z0u5FJrPqi+Pe04ZyQY+z6o61+ItVuUk4ZYCgbhavcqP4oKdNkP6EJgoe7sOU6jQWFFlYIlblIGpNl7GwVd5hYq5+kk3IM5xttC4CiJSxEIvUerNlOw9GqSoz2mmoKR402MorDAT/+HpfBHAVSn9ZstZKcHl8M+VzdJGdkGP2EEAQ9vaRkxiMPmqqixmIJmKymqjKU1Q8PFCdqYr8w+5v3UolI9qg+C3ulg3TEFbTwNENyrnSqIMPMrmrIGxfHaQMuidPmjYn36yyXzFOZctGCpkH9diicGHfW/wv7KjFcxR2m8+XDaL7/eZFgspvJ++6kr8zp3nfffbzwwgu0trYyYMAAo624uJhf/vKXXHzxxbjdbtLS5Hxuv/12FixYgMvlIiMjw9CrnTx5MgsWLKCxsRGz/p179NFHWbhwIX/84x+57rrr2Lx58/8Yev5vsq8thqv2RhAxzaiDhTgfcV/tKUgdWAREmySGpfmixNqDaP4YMb00I1rvQfPHiNS4jdrZ0DEXWkAhdLQfL3Fxh9SKLXcZ7xep6SVS00usRb5n8Eg3sSYf/u3NBlbs29kieYl3SbxNi6p419UTOuoiWCLDmuFqN4E9bfi3NhvX4d/ZQvBgJ+7l8XrX3o9rCOxvx7dB4rSqP4p7aTW+zU3GWKGybrzr6nEvqTJ0cz1r6/FtbKRncRw/dC0sx7OmXiZRAUpvmO63juL+sIqQfo3BAx24F1dKUo6Yqs+hFveSqoSxul49guvdcnzbZE2n4grR+edDdL5cQrRZrtgD+9vp+ssROl86FNedffXPfPDYT/jsNVk7K4TgvUfuZ8GDd1O+U9ZdupobeePeO5h/33cNfLds60Ze+8EtCbWzG15/ib9879vs0fFdJRZjwUP38PKdN9FeI+t8XS1NvHznjbz147sMbuTK3dt57qYrWP/qC8ZYG+f/hT/fcg3V+3bJ+xzTWPHMQRb+cjdevQ67tzPIol/v5dNXjhi1s7WHOln4y90GpzLAvlXH+fD3+2V5EDIEvf7NMla/fMTAdz1dIT55oYTiT+uNfk3lPXzy5xKDUxng6NZm1r9xlEBf3bcW44/7/8iLh1407mlPuIcn9z2ZgK1W9lTybPGzNPmajLZNjZt46+hbBqeyEIIlVUvY2BgPwwZiAd4rf8/gYgZo9DaypGoJwVjQaDvcddjQ1TWcbfWGOA+y1QFKVHIhB3sgKV0620C3rJMVAjIGS2frroeuKrBYIf8k6Wy7KmW/lBzpbDUNOitkQlT+SdLZxsLgaZFY74g5/5Kz/arN8+nx/6+zBRBRDXc/zu0v2/p2qv13uZs3b2bOnDmcccYZmEymBAH5zZs3M23aNDIyEiOEt912G62trQbmq6oqCxYs4JZbbjEc8NfFvl5X08+c43PIvnEceXdMNHZLGRcWkXHJCLL7hWhzvjWejAuLSD9Hrn6tOU6ybxhLxqUjSDpJ5xKeWUjaOUPJufEkzHooNOPCIlJOG0DmZfEQcNY1Y0iZVWjUwNqHpZM2dzBpcwYbdaSppxTinJxH5ry4tmr62UNJGptF2llyDma7hdTZg3CMyMA5QWb3OooycIzOxHlyDjY9bOicmIs1P9mokwVInlqAJdNhYLJmpw3HmCws2UnGHOyDUrFkOLAPSTN2oI4RGWAxJWBBjmHpCZq5ZqcVS1YSJofF0Pe1ZCeBxaQf5eNkydIFITLjOxazjsX2YbJYzZisJoOcRJ4UF4bouzeaqie89ZEcIBmdAGIheYwEg6ixGNFwCEWvmfV1y2Qeb3c8qcfdJhc0PfpRiUTobW9DiUbir7U2EwkEcLe3EtJrbJvLy9BUhcayuNB73cH9REMhGkqliIG/N0JrdS+ezhCd9XIB0VrVi7stwPHD3UR0AYnKPe14OkMc2xlPgju8oZGuRh/VxXJB5GrxU72/g/oj3bTW9AJQta+dxmM97P2kzkhcO7C2nsayHg6srQekQ9z2QRXVxZ0c2ylJNPa27eWdY+/w6pFXOdYjk6XeKXuHheULeXjbw8YcfrPnN7xV9pYhNOCJeLh/y/08e+BZVtWtAmBz02Z+s/s33L/5flr9cvyXS17mD/v+wI+2/MgY695N9/Kb3b/hxZIXAegKdnHL2lv44aYfxp38sZXw3lXw+jlSmAAkrvr+dZIPuc/evhgWXAK75Vh4WuClU+HlU6VuLkD5KnjpFPjLmXLXC7DmJ/DyLFjdTzP1jXPhTxNkotV/kaneCKEy1z90bqzFb4ibfNk2Z84czGaz4XBdLhdHjx5lzpw5pKamMm3aNCOM3NTUxPHjxxPCyX02cuRIZs+ezfz58wFYt24dra2t3HrrrV/JdXyV9rXGcPvCrH1mTraRpica9Zl9UKqRHGT0m5yI5Zrtls9hsra85M/hpskTc43yF5C4ZZ8MXp9ZMhyfw2STRmfFk490y7xoROIcnFbybp+Y0OYYmk7hjxOL9dPPGkL6WfHyF5PF9Dks15rjZMAjpyS0pUwvSCCqACmSkHX1aIOhy+ywUvjAdNAEJptceCSNzGTgo7Mw2fuJPnyziJQZhQkON++7k9C8UUMIwprhoPDBGQhVGPh6yvQCbAXJhvg8wDe/fy8nn3Ueg8ZK+kyTycRNv38Wd2srwyZNAWDgmHFc99gfsNrthrTezHlXk1E4gMKRo42xLvzhAxw/VMyYWRKTTUpN5epHf4Ons4NxZ8wBYNSMUznvzntIzswyRAtOu/oGktMzGD4lfq8vuucB6g7uY9pFEtfMyHMy58axBD0Rhk+Rz8DomQX0tAfIzE/GqS9sTrl0OLYkC+P7Ja5947oxNJS5mDhHPpu5Q9KYeNZgYhGVwbrYxdhZhbTXeRk4Op64NumsIShRjUlnDzHuzZTzhtJS1ctIPcluYu5EZhTMIMmaxMgMuTg8Y9AZfFL7CXOGzDHmMHvQbGrcNZw5SN6bFFsKJ+eeTL2nnvE58t4PzxhOuj2d7KRsMh2Zcl7ZYzFhYlx2/JkenjGcWk8twzPks++0OslyZOGJeMh16t+P5GyJuTozZTkPSJF5AEe/kKjZlniUslz6UV+E9e2kY0H9NSRRRv+jEOBtkf28rfw3WbjSHWfC+0fOr+gxqFi/TMvKymLy5MmGw926dSsWi4UzzjgDkA550yaZaf638Nv+dtttt3HnnXficrl48803OeussygqKqK4uPhLv46v0r62GG5/637rKJFGH7m3TMAxLB3VF6V7/lFMSVZyb52A2W4hUu/Bvawa54RcMi4oAiTXr39XKxkXDsc5LhshBL0ralB6wmRfNxZLmh01EMO9tApLpoPMy0ZiMpmItvjxrKsneUqegXUGD3USOtpN+gVFRt2qd0MDaiBG5kUjMNnMaBEF77oGrAXJhlZsrCOAf3cbKTMKDGwmXNlDpM5D2pzBBvNVYH87QtGMJC8tqhLY3ZbAhqX0Rggd6SJ5Sp6RBR1t9hFrD5A8tcCgwAxV9GC2m3GMyARAqILQsW7sg9KMna0WjMks5TFZxg5VcYVQA7GEL3u0LYDZaTH4k4UQxFr8UvlHjxaImIrijhhcySBxYBHTjB04yBIfq8NhJDoBhP1+klLjCyYhBGoshtUe79fXfgKD/ddN1VTMJnPCvQzGgjitznhUQmh4Ih6ykuKLyEAsQESNkJ3UL4zraZbONUkPMQoBHUchZ3Qcpw31Qk+tVPnps+4aUCNS/afPjm+TYeOsIvl32CvLikaeFR+/q0qOP34emP91+bevCsP17WzB80ndP3x+n+b2V2EPPPAAzz77LC0tLTzxxBPs37+fPXv2ALB69Wouu+wyenp6+NGPfsTChQtxu92k6t/XPgx31apVBINBBgwYwA9/+EOeeuop3n77bW688UaWLl3KNddccwLD/W8xoWqEa3oRIUXitUC0yUesLUD0uAdVxzBDpd0oXSEC++KhvsDuNpSOoFHvqnmjBPa1E6npNfh/w5U9hMt7COxuQ3XLcKZ/VyuRKjfe9fF6197VdYTKXPj1UF+sM4h3QyOB3W2E9LGChzrx72qld0UNWlCGID1r6wnsaUvQj3UtqsC3tRmfXmMZbfHjXlZN78e1hGt75Rx2tuJZc5zut44a2J17eTWeT48bOI9QBV2vleJeWk1gj5xXpM6D6+0yul4vNTihfVua6Hmvgq434rWzrvcrcL17jN5Vcl5aWKHjhUN0vXzYuJ5IXS+dLxyk408HjevxbWmi88USXG/HuYS73yqj49kD+HRtXS0Yo/2PxbQ9uY9oq8TWmyvK+Mv3vsM7D92DEtN1Wpcv5qXbr2fj/Dgf74o//IoXbr6amv3ySx/y+3jj3jt49a6b8bnkbqetupKXbrueZU88ZvQ7uGYlL912PYfWrTLa1rz0LG/88HY66uT9Cgf8fPDYT/nwNz8zwtqd9XUs+vkD7F3xodGven8Hy58+kCCNt++TOtb8pZSAzsEdDStsfPsYez6Kf669HUHWv1lm1NwCNB5zsfGdcqOECKB0SzN7V9ah6jW3Skxl3yd1VOnawSB1bV84+EICn3FJZwlvlr5JIBbPYdjYsNEIGQMomsKK6hUc7Y5r+brDblZUr8AddmMxWzCZTNR76tnQsAFNaCTbkjGZTJR2lVLWXYbZZCYrKQshBHva9tAd6ibFlkJ2UjYhJURxezGKpkhMNilD4rSd5RKLLZwonW1vo2x3Zsadbc9xifPmjpLOVlMl1SPA8NnS2SoRiPglBjzhcjm+EpGYbt4YSQX5BTjbr9L6Lzr/ETP/k+f/K9Yfx92yZQtz5sSjJmeeKaMl27ZtY8uWLcycOdNwtn9tycnJXH/99TzxxBOkpKRw5ZVXfvmT/zfY197hmixmcr49nvRzh5Jyqtw1Jo3NJu3sIWRcNNyoB039xmCSpxeQeUU8BJlx0XCcE3NJ00O0lgwHaecMJXlKnqFh6xyXjXNiLqlnDjKwy5RZhdiL0o1+IMtobINTSZ6m8yxnJ8mM4KJ0HMPl6tgxKgtbYTLOSbmY9Kxg58m5mFNtBiYL4JyQgznZikPHW61ZDqy5TslPrO+e7YNTwWrCPizd2Hn0hc77jiaLSfJKm01Y9X7mVBsmmxlzsg2TzvXc94Xv/8Xvq+3tO2KS4xlHdDriv6ImFlFdEEJPPgMMZ2wcY5okKVEEmo59+ro60VQFv8uFGpPJI91NckHjaoovbNprqxGaRme9dGS+7i48He0E3D242+SioqXyGOGAn8bSEoP4orZ4D+GAn9piyTusaSrlO7bg6eyg/vBBADqP19JSUUZT2RG6G+sBOLZtE23VlexfucyYw8H1DbTVeDiiCzVEgjH2r66nrqSLmgN9hBndVOxp58DaBkPz9tBnjVTv72D7h3Ghhm3vV1Gxq40Da+T7ebqCbPugiuJP6zleIhcQVfs62L+6ns/eOkbYL6/n+YPP83rp6/xi5y+Mse7ddC/PHXyO+UclVlbjruFHW37EI9sfMYTkl1Ut45e7fslt624zkqUe2/UYv9z1S36161fy3giNb6/5NvdvuZ/FlZL4oLKnkps+vYkbP72Rul65G3vn2Dvcuf5Obl0bx+J+uu2n3LruVp7ar/MoK1F45QyJyVZ8KtuaD8ALU+HFmZLcAqTIwQtT4P3rjbFYdjs8Ow52y4Q6Ij748wx4ekw8Gav1EDxZBH85Q77Xf6EljcvGlPQPon9mjLr+r8Jmz56NxWJh6dKllJWVJexCMzIymDJlCgsWLKC+vv5/DCf32V133cWll17KL3/5S5L6VQ18nexrjeH2mXNctkFlCNIhZHyzKOEca6aD7GvGJLQljclKIK8APoflmpNt5Nx0UkKbY2g6+d+fnNCWNkcmTxlzsMqFQH+z5Top+FEiJvs3sVVdiq//HAofnJE499FZDPrNGQbeB5BxfhFpZw0xQrkA+T+YgoiqRtmPLT9Z4rsWE2aHbEs5pRDHyAwjDA0S342dPRRboe6oHVYK7p8uxQh0ApCkkZnk3zsVc5IVS4oMfaefNwzH8AxDNAEg97aTiTb5DUEEa4aD/Lsmo4Xiog/jzpyL2WolI6/AEB84+9bvMWjsSYycMcsY68qHf0VLZTmTzpEF9/lFI7jwngdQohGGnizrPCefdyGxcJiCEaOMkqGzbv4upZs/M/qZzRYu+uGDtFVVMPm8iwAYPP5kTrn8GswWS7863IvwdHYwYnq8TnnGRUUc3drClPNkEpwj2cbU84bS3eJn5FT5YzjkpGwGj8siJdNBuo5rj5lZQHudJ6F29qQzBnBsRyujZsi21MwkBo/LIuiNUjhCLtQKh2eQmuUgsyAZe7L8zGYNmMX6+vWcNvA0Y6yp+VPZ1rKNSbnyPuQ6cylILiCiRhiUKvHjYRnDsJqtDEsfZtTODk4bnHA0m8zkJOXgiXjIc8rrSbImYbfYMZvMOPTyHruOzTos/cp9dDOQLKHJ8DCAojNNRX2gKZLIos9J+vSdrC++i6fneOIx7AVvsxyzt1HugruqJLbbXSXJNaz/PZnJfWa2W0g5pQD/tpa/e65zfI4B33wVlp6ezrRp0/joo48wm80Gfttnc+bM4bnnngP+Z/y2z6ZMmcJHH330Jc30P8O+thiu4grher8CW2EKWVeNxmQyETrmwruxkbRvDDKII7ybm4hUu8m8fBS2/GSEqqfWa4KsK0ZjsplR3GE8q+pwjMo0MNJwbS+BPW2kfmOQgVkG9rcTbfaR/s0iLCk2hCbwbWoEq9nQilX9UXxbmkkaG0+Uirb4CZV2k3LqAKx6olGoogelKyh5iS1mhCYIFLdjyXDg1MkrtLBC8FAnjlGZxs5W6QkTqe3FOTnPcKyRRi8irCYsHsJVbrkj1nFToWiEa3txDEs3dq2qP4rSHUogCVF6wiAE1py44lKsK4glzW70E5pAcYWw5sZxvT4azf67ZC0qk176LwC0qColFU/grV+KqZqKpV9IVdEUhBDY+mnD+qI+nFan4XCFEHQEOyhILjA+l5ASwh12MzC1n2ZwoEMSoCTHkw6PuY4xJG0IafY0o19ZdxlT8qcY4+NukAlNw06PT7R+hyS96MNplQiUfwJDT5WhaJBO9fg2GH95vF63bosMRU+8Wv6tqXDwHRluHvn//8H/Z+2rrMMVikb3/KMJEp5/bdaCZEMr+6u0n/70pzz11FPMmDGD/fv3J7z28ccfc/nll2O323G73SQnx/M0+mO4/5OdwHD/Syxc6ZZ8w8UdiLD8YffvaSPW4se/K56l6N3YQKTOY+jHRvU+wYOdROrlwx3Y306ozEXvqnjignd9A6HSbrwbJCesUDTcy6sJ7G0nWCxX4ZHaXrwbGvGurTdqTX1bmvHvaEmoUXUvr8a3pQnPGp1LOKTgeqcMz+rjBA/qtbNHu+ldXoPr7TJUr1z1e9bV0/txLa6F5cZYrnfKcC+rxruuHpC1s11/OUL3/KOE9RKT4OEuuucfpfOlEsPp9a6qw/VWGa734mN1vXKYrr8cwb9b3i+lJ0z7swdof/aAwY0cLO2i45kDdLwQr53t/aiGjmcO4NHvlxCCjhcP0fb7vQa+q/SEafv9Ptqf3I+q1xcGj3TR+tguXO/EuX63v7+A5266nCMbZY2epqmS4/j73zHCup7ODubf/32W/PbnRoj4eMkB3vjh7exe+r4x1r6Pl/LWj++iobREjqWqrH7hjyz57c8JenXe6B4XS3/3C7a8E2e3aak4xpLHH6Vyd7ym8Ojmz/joj7+lp1XuOoQm2LWshm2LqwxsNeyPsXlhhVGiA9Dd7GfzexVGzS3I2txdy2uMmluAI5ubONpvRxMNKxSvqae1Hz93b0eQg+saCHrjodLWml7Kd7Uadb8AGxs3GiFji9lCRI2wum417YF2rGYrNouN7lA3Gxo2EFNjpNnTsJqt1HvqKekswWQyUZhSiMlk4mj3UdoD7TitTgamDkQTGoe7DhNSQhSkFJCfnE8wFqTaXQ3A+JzxpNnTcIfddIe6cVqdzCicIZ2tr0PWxmYNizvbgJ5VXHSmjtNqEA3KOt2JV0tnq2nyX+ZQmPqtRHKMEXPjzhYkXjvj1i/c2X7VZrKayb3tZNLOHmKU2BmvOSyknDaA/O9P/sqdLcCTTz6JEOJzzhZg3rx5CCGIRCIJzhagvr7+/+tsAa6++mqEEF8LZwtfY4ebPCWP5BkFZFw6wgiXpp89hKTxOaT3CwtnXDicpHHZpOghO/ugVJKn5uOcnIdd18NN1v8/bW4ck005pRBrQTIpOr2eyWomZYZs6wuN2gamYhuUir0o3cBIk8ZkYU6xGRhwX5vJZiZJ50E22S3YBqVhclgMrVhbfrKsf811YnbKHUof/tyfl9ii7zz7ym9MNou8fqsJs/5lNDutYAJzUryUp49qsT/losHe07fZ1IQEYzVhVF/0LWZERDHw2j4Hqup4IpokIkGAqovUq74oIqygBWIGThtrDYCQtYR91nCkBFVRaNJrYKOhEI2lh/G7ewyx+daqctytzTSWlhhcyFV7duLp7KBs6wZjrCMb1tDT0kT5ji0AuNtaqdi5lcbSEprKZEJYzf49NBw5xIHVHxu8yQc+/YjGo4fZszxO1L71vbeoLd5DyXr5g9HZ4OPQZ42Ubm6mRU+WOrazlWM7Wtm8sAJVkTds94oajm1vZccS6ZA0VWP962UcWt9oONiWKjfbF1ezdVGl4ZhLNjSx9+M6Vr8UrwXe8PYxdq+oNcaKhhVWPlfCpncqqNwjQ7C7W3fzo80/4o71d9Dil+O/eOhFHt7+MPdsvMcY695N93L/lvt5/uDzgKzDvXbVtXx7zbfZ2SLFALY0beGG1Tdw9SdXG6QWzx14jm99+i0e2vqQMdZ3P/suV668kvfK35P3JtjJxcsv5sJlF3Lco4d/q9ZL/PW1OXGAf9Pv4I8jYU28Ppj558MfhsaFDLxt8OxJ8NzEuHOu2wK/G6Dr5PZ9QE/B7wfDoYV8XcxkNZPxzSIGPHwKubdOIOvaMeR8ZzwDfjaLrHmjjN+5E/afa1/bT8icbDPoG/vMUZSREB4FSDtjEGlnxGtzTVYz2dclYqS2ghTy70rEZP8Wtpp11eiEvy0pNgp+ODWhLWlMFgN/cWpCW8b5RWScXxSfg8VEwd1TEniJbYUpsp/ZZLSlzhpA8qQ8TElxJ5lz00logVg80SlF4rtCiZfYJI3JovChmZidVkxWuebKuKCI5Em5Bv4KkHfXZBRXyAiZW3OdFNw7FaEKQ1ovZWYhlgyZtNU3r+xrxhCu7iVJryE1WUzk3zWZWEfASP5yDEuXGLbVZCwY0s4egjnNlsBVff7376Vqzw4mnXuhnHtKKhff9xCu5kbGzz4bgNGzzmBWcxNpOblG7eysKyRf8JhT45jS3Ju/S+WubZwyT+6AsgcN5pTLryHo8TBimsTAx5x2Jo1lh8kZPAxnmrzuaRdcRsjnNeYAcMplV1G9fzcTZp8j7/ugFIom5aLGVAr0+Q+bmEPl3nYKh6dj0e/zqOkFuPJdpyIAAHzpSURBVFoCjNYXeGaLmeFT8miv7WWQfr+yClPIyHNitpgMfLdvjIH9YIGC4el0HPdSoBOaWG1mMvKdeDpDZOpQQX5yPk6rk1RbKqk2uXgrSJbvXZASf34zHHLOmUmZcl4mM3aLnYgaMTBYs85FbCJOTBLT5GIp2o+XuE95qO8YUkIElACa0Iw2A2v1tEi81mKDbj3q03fUVJn8pMVkFvPIs6G3Afw6jutpkiL0jXslTlu3xZgDlWskFly9Xu6Cv0Zmspo/x4l+wv477GuH4QZLOgnsayf9/CLJlAR4PmtA6QpKXuIUG1pYofeTOqzZSQbDVKwziG9zE87JeUaCVbjKTehoN2lzhxj1p/5drWghhbSzhmAymxAxFd/WZqwFKQbphdIbIbC/PcGBRRq8RBu9pMwaYGCWoaPdCCFI1p2QUAXBkk5sA1IMPmMtGCNU3kPSuGwjXBTrCqJ0h2T2ov7DF23yScWegfHwWqSuF2t+MpZU6WhFTCPWGcQ2MK6IpIUUtLBikE+AxG5NVnM8A1lvMyfbElR4RFQ1EqtAhlUR8SzlvvNO4LFfjP2te6nGNCy2eKBKUzWUmIa932fnjXqxmW04rXHcvcXfQn5yPjadUCKqRmn2NTMiM0640h3qxh/1U5RRZLRV9FSQnZRt4LQxLUZxezETcyeSqhNXdAW7KO8p54yBZxh48eGuw0TVKDML9eQyTYNjKyQPch9OG+iWLFBjL4J0nT2taT+0H4ap3wGrjv+XLAKzFSbJRRURH+x5ReK7w2fLtrbDcORDOOXOeG3uF2wn9HBP2D9rX7uQsndTE5E6D/6dMnym+qL4NjYSOtJt8B6HjroIHujA+1kDil4X6dvSRPBQJ55P4nWR7uXVBPa149siyztiHQF6V9bi/azBqMMNHOjAu6GRnkXlaBGd9/bTOnwbG3EvqzbG6p5/FM/q4/j1WtNoqx/XwnJ63qswqNj8u1txL6mi69UjBn2fe1k17iVVxlhC1eh86TCuBccIFsv64Gizj86XS+h8sSReO7ujha7XSun6SzwE6Xq/gs4/H8K7TpbRiJhKx3MHaH9qv4HvRlv9tP1hH+1PFxv6wf5drbT9di89H8RrOns+qKT1V7sJ7Je7DS2q0vGnA7Q+vtvAd6PNPlp/vZvOVw4b1xPY307LL3fi6afJu+HNV/jL975N41FJkxgNBfngsZ+w6NEHCPvljqi7sZ4FD93DhjdeMvpV7t7BOw/dY3AqA2xf9DaLf/0wve0ypBqLhFn9wh9Z+8pzqIq8nt72NlY89RtK1q02+tUd3M/KZ35v1NyCrM397LUXiQTl9ahKjG3vvUXxJ8uNc3w9YbYtrqKlKo6tttV62LW8xqi5Bag50EnJhkYDW1VVjSObm2g8FqfsC/mjHN7YhKcrrgvb0xbg2M5WlJhqONvWml4ajsp+FpsZIQTHD3fR2xHEbDFjT7ISjAXZ0rSFQCxAuj0dp9VJd6ib4nbJ3DModRA2s416Tz1NvibsFrvhbKvcVfijfnKduRRlFKFoCrW9tQghGJc9zsBpu4Jd2Mw2Tht4Gqn2VMJKmJgaIy85j9mDZ2MxW4zSosl5k+POVgjJZ3zyVYnkFSm5MPP2uLMFGDITZt4Rd7YAU26MO1uQ5BlzfhJ3tgADJsP5v/vSnO0JO2H/G/vaOdz0s4fgGJFh8BmbU22knDYAx6hMnDo3ctKYTOzD00melm+EWZOn5GPNc5JySj9e4mn5kpdYx1stWUnYh6VjzXfKOlfAPjQdc6oNx6hMg+7QMSIDzBhMTSB5lbGYjBpYS5odc6oNc4oVS4YM2VlznWAmITzbR3PYl72MyYQ5Rcdg9R2vyWaWoWarCfTQpbHL7L/b1BcEfQsDoQnpVEW/Glh/TNa/BhUjoUrRhc6Vfo4g1uqXeKsuBKGFFJTuECKsGudFW/yIsEq0yYvQxwpXuxFRjXBlnHC/cvd2Ar1ujpccAMDV3ERLxTHaaiqNetraA/vobqzn8Ia1Br/ykQ1r6Gqs58hnawDpEPd9vJTmY0ep3LMDgJbyMip2bqVsywY6j8uxjmxaR92BfWx9b74xh+3vL6B63y72fbwUkKxWm99+jSMb11K+Y6sxh/0rl7F14Xx6WqX4wP7Vxynd3Mymd+OLkY1vH+PQ+kb2rZJ4pd8dZt0bR9m5tIZaPQmuck872xdXs/rFuEDBziU17FhSzYa34qQgn/y5hM3vVnBgjVygeLpCfPTMQVa9eNhw8sd2tPLpK6UsfbLYcOiP73mcH276YUId7o2rb+TWdbfyYaUk6ahx13DFx1dw+UeX0+yT17OsahlXrbyKb6/5ttHvsV2PcfnHl/N08dPys1djXLnySs5bep4hSn/cc5yzPjyLi1dcjC8qEwTXHl/LjPdmJOC7rLofHs+Vu0+Q2cdvnAfPjJMMUiBF5p+fDO/Mi0vplX0Ez06Anc/Hx9r4uKzVbdyjjxWFxd+GBZdKIYMTdsL+w+xrh+F+TivW9HmtWEu6g/zvJWKySWOyKHwgsZY145tFCfW6Zrvlc1iufWAqA3+eiMmmnjqQlFkDEsJ/ebedbOjugnS4Ax6WfMZ9OKpzXDYDf36qQTgBkHHxcFJPH2iQapjMJgrunYoWUIwwt60ghcIHZ2AymwznnXraQOyD07DmxEPFOTedRKTRZwgUmB1W8u+egtobMTChpDFZ5NwyAXOyFas+Vvr5RdgKUwyiDYCcb48nUu0mWcexrRkOcr49HtUXJWm8lBhMmV6ACKtY851GeDrjguFYspJInhwvzr/4ngeoP3KQmZdKdpnCUWM447pvo6kKQ8ZL/uiJ55xPb0c7A8eMw2yR9+e0a27EkZzC1AsvlffUamP2TbfSVl3J+NkyK3XQSRMYd8YcrHYH+cMl3d34b5xFa2V5Ajfy1AsuoWT9p0w86zx5H1LTGP+Ns3C1NFE0eRoAA0ePI79oJMkZGaTnxbVo60tdjJoef+aKJuZSvquVoX0LvFQbuYNTCfRGyNUXajmDUrE6LGQVJGO1y88/d0gqlXsht5+8WlZhCn53xNC5tSdZcKTYUKKqwc/sTLODSR77HrkUXQ822RrPDO0rw+kLI2toiL7/dGQpqMhkqP5KP72RXkAyToEMI/eEe1CFSmdILiBa/C34Y36CShBPxEOaPY2j3UfRhMaRrniUhePbJWbbsEvuUgPd0CydNm0lkkWqaZ9UBHLXS6m9tEI49pHEfY8sgTPuk+cfeEu+XvaRDCe7qqF8pXytcTeMu5gTdsL+k+xrh+H2meqP4v2sAUdRBsk6kXu01U9gXzspswYYST/B0m5irX6DEEIIQWBXq0y1nyEF4rWIgn93G44RGUYCUawrSLjCLXfB+k4z2uRD6Y3gPDnHcLbhKjfmZKvBgywUjXCVG/vQNANbVQMxYq1+HCMzjZ2t4g4jImpCBnKsI4A51W68nxACpSOINc9pOHIR01D90QRMVtMziPtjslpYSRAckH1VY5dutPVL3DphX6xpqobZkhhkioaVBPxV0wTRoEJSv1KQaEhBU0VCm7c7RFKqzeiraipV7ipGZY0yHKwn4qHZ38yEnHgYt9pdjdVsNYQGhBDsbt3NyMyRRlKVJ+Jhb9tezhx0Jsk26cAreipo8bVw9tCzjWd9dd1qMhwZhgCCL+pjWdUyZg2YxUk5OjlMawlUrZOh4xQ9U//IhzIB6vR7ZfKUEoFtT8tyob6Ep+5q2PVnmHx9vITo2MdyrLmPQOYQGare+BsI98L5T8T5mL8kO4HhnrB/1r62Dte7sRHvZw1gNjHod1Kbsev1I0RqPThGZZJ3x0RETKXlsV2gQcYlI0g7cxDhajfdb0oe2YIfTcNWmIJnXT2+zU2YU23Gbrbjz4eItfgNMXstGKP193tBEWTfMI7kyXmEq9x0zz8KFhMDfnoKlnQ7vavq8O9owT4s3dgtd7x4iFizn7RzhpJx3jBUf5T2p4oRMZW8703CUZRB6JgL1zvHMKfbGfCTmZisZno/PY5/WzPOyXmGAlHnyyVEG31kXT2GlBkFqJ4I7c8dBCEouG8a1qwkQpU9uBYcwz4olfy7pwAyscy3sdGYA0DXm6VE673k3DKBpJGZqN4Ina8cxqTv9M1JVsI1vfR8UEHSuGwjK9y3vQXf9mYyLxxO8tR8hCbo+aACpStEzrdOwprjRPVFcb1XjiXdTvZ1YzFZzLRWVbB5wWuMO30O0y+WKjyHP1tDxa6tzPnW7RSOHI0Qgq3vvoG/p4fzvnsPjuQUwn4/m95+lawBAzntqhvkPT1ey/6PlzLx7PMNVaGqvTupLznAadfcSFq2/LEvXrWCaCjEqVddh9lsIRIMsu/jJQwYPY5ROoOVu62Fsq0bGT/7HLIHSqiipcpNR72XiXMHY9OT4Kr2tWO1WRihs0kpMZXKPe0UjsggR4cSAp4IjWUuRkzJw6ELT7ha/PhcYYomxUvFWqt7cSRbjX5CCNpqPeQMTDH6xSIq7vYA+cPi35eQP0osopLej5ikM9hJsjXZSGoCSVKRl5xnZB5rQsMf85Nuj4/1t0gxNKEZff6v2wmHe8L+WfvafnOSxmVLTHZmnB3HObGPl1j/YbOaSRqTnVCKYs1PlmUu+U5DXs4+JA0sJiPrGf4GL7HNIvFgiwlLhty5mpOtkiLRaTUUdfpq5cz9Snn6Qsom29/4OPoY8Pq4hxXNaDNw136ECX2kGKpXJuyoQQURUhBh1ah3VTpDoAlinUEjmSmmE3P0HYUmiNZ7ETFNZkADsY4gqjuC0hFE0YUaIjVuNH+M0NF48k/wcCeaN0qwtNuYZ+hIN7G2gJGcFanzEK33EjrSbYxVtmUD7TVVFH8S5yXes2IxzceOcmSDxGl7O9o4sPpjKndvp+6gLLSv2ruD8u2b2fXhe0Yd7p5lH1C5ezvb3nvLGGv9qy9Qumk9Bz+VYcfO+jq2vvsmu5cuouHwIQBK1q9m30dL+OTZJwwN3k1vv8beFR+ycf4r8t4IwaoXD7N7ea3Bl9xa7eaz+cdY82opLr2O+ND6Rra8V8nK50uMOWx46xib3qlg2weSLzkaUlj6ZDGrXz5CtZ4E11zpZsUzB1nyRLGReHVgbQMrnj7IyhcOG2OtfukwS54opljnWY4EYyz61V4W/mIP7Toj0cGOg5y/9Hwu//hyQjp14quHX+Xcpefy2K64eMMPNv6AM98/kzXH5X32RDxcvPxizlpyloHvHu46zKmLTuU7a76Dphdiv1P2DtPfnc6bpW8aY/1k20+Ys3gOhzrlPfVGvdy4+kZuXH0j3qhO+NFcLHmP1/7M6MfBd6XWbfkn8ba1j8D8C+P0jaFeWW+78l5ZNgSydGjhVZJRqs/KP4H3b5TZyifshP2H2NcOw+0z+6DUz2GyqacOJPXUOBWdyWQi95YJCedYMxyf04p1js9h0OOJvMRZV44m45IRRomPyWam4P7piKhqhIrtg9MY8NOZcfIJIP2coTgn5CRQI+beOgGlM2QIvVtS7RT8aBpaWDHKfJIn52FJs2PJdBiOOfOykTjHZcskLd3y7pxItMVvCNfbB6SQe/vJoAkjrJ16+gDMDossD9KvKfOK0YQOd+HUsVWT2UTOLROINvlI1bVbHaMyjWvuC8mnfmMwQhMkjYrXh2ZeNpLggQ4jcc2SaifzspHEuoIGsXrSSdmkzCrEkmbHpteaTrvoMgKeXsb2q50945qbqNi1jSnnXyLHzi9k0rkX4Hf3GNjq8KkzGDJ+IlkDBpGckQnAhLnn0tPazKRzLzDGmnj2+dQW72HUDBmlyCocyMCx44mFgga+O2T8RJIzMhk0bjxmvaRl2MmTaTp6mGETp8h7YzIxYGQGrTUe8vUa2NTsJJJSbFhsZpL1BVdWYQomE2QNiMMCsq7WbdTXmq0mklJtBHqjBiZrT7JgNpuw2s1Y/irkTL+AlKIvwtS+oyKIRVS5WArLRZgr7EIRCr2RXqJqFKfVSaNPsqM1+ZqMsWrcNQgEtb0ysawn3ENroNU4b3DaYMpd5YSUEKXdpUTUCE6rk91tu4lqUXa37eb2ibcjhGBjw0aiWpS9bXuZmj+VGncNpd2SWKTaXc30gulQsUpirt5WuOD3chIH3oaucklWcdKlkmFqz8vytYpVcPoPoW6z/H+A0+6GvLGw/02o2SAF6ad9R7628TeSP9nmhKvji4ETdsL+rSb+Q8zj8QhAeDyef2mcSKNXeDY0CDUQNdqCZd3Cv69NaJomhBBCUzXh398uwsd7jXPUQFT497UJxRMx2mJdQRE43Ck0RYuP3+QV4frEOYaq3SLWGzb+1qKqCNW4hRZTjTbFHxWRFl9Cv5g7JBRvJLGtOyi0aLyfpmoi5g4nnKPFVKGGYoltUTVhnkKIz/19wr5YU9XE+6vEVKEqakJbyB9NOE9TNeHrCSWcEwnFPtfm6Q6KYL9nQ9M00VLlFuF+z3XIFxUNZd0J43c3+0RzRU/CWFsat4hyV7nxtzfiFcurlot2f7vRVtVTJRZXLBahWHweGxo2iJU1K+PzVCLi7aNvi53NO422Bk+DeO7Ac6K2t9Zo29y4WTxb/KzwRDzG3F87/Jp49fCrxndQeNuE+PgeIUqXxSdat1WID28WovlAvG3Hc0J8eIsQvg79oj1CLLlViNUPCaHq97rlkBDzLxRiz6vxfvvnC/HqHDnml2Rf1G/WCfu/Y187DLftD/tQeyOGCLPSE6b9j/tBQM7N43GelEPgYAfuD6vAYmLgL07FnGTF9UEFoZIuA98FaPv9XlRvlPQLikifO4RYd4iOZ4tBg/x7pmAfnIZ/Txu9H9VgTrcz8GcS8+sbK3laPtnXjkUIITmDeyNkXz+W5Cn5xNoDdPz5ECarmcIHZmBJtxPY3457WXUCvtuzpIrggQ7Szx1K+rnDEDGNjucPovRGyP/eJOxD0oh1BOh8+TCWVBv5903DbLcQPNRJz4eVJE8rMFSQ3MurCRzsJOf6sThPzkXEVLpeL0X1x8i7YyLW7CRiXUFcb5dhzUsm5zvjMZlNBA934Vl7nLQzBxm7Vs/aesIVLrKuGoN9SBpC0ehZXImIqmTfMA5zkhWlJ4x7eTX2wWlkXFAEQKiyB//2FtJmDzbEFA6s/piWyjLOuvm7pOXkoqkqW999E5PFwuybbsFstuBzdbPzw4UMnzKdsad9A5CUjmVbNjLtonnkDJa0mxU7t9Ld1MCsy6/FlpSEpqoUr1pBala2wUwVDvgp3bSeoklTyRsmk4XcbS3UHz7I+NlnG2pEzeVHCXm9jJ4VJ9U/friL1Owk8vRohBJTaTjqYuCoTGOHGvBEcLX4GXJSnJiktyOIqmgGJgvQ3ewjJcNh9NM0gavFT87AFCOZKhZRCfmixo4YZOgYMLBceU0x7E4r5n5RmGAsaCQ59ZmiKXHRgBP2L9kJDPeE/bP2tcNwZQ2syeBBNqdYsWQnYUqyGvzC1lwnWM1Yc5xGeLYvxNu/jKavxMaSLn8QTTazzOK1muLcw33YbD/81SgH6jsKySIFMksZdKUcVSAUzWgzOIh9cZo8pUdyD/fhnCKmorjDoGgoPXp9bHcIEVFResIGnhtp9IKAaD+S/HCVGxTNUBxRvVGijT7UnjBRHXeMHPeguMKEK3qMsYKHu1DdEQK6wANIko5Ye5CgTiYSaw8QKu0mXOkmor9nqLSbSE0vvi1NBgbt29JstIEUI9jy7htU793F0S2fAdBcXsbBNSs5sGoFbVWS5u/gmpWUbdnAZ6+9aMxh01uyTnbHBxK7i4aCfPrnZ9i74kOO6hzKNft3s33R26x56Vk8nRIj3bXkPbYtnM/KZ39vjPXJc0+y6a1X2b7obTnPnm6WPP4oK5/9PXWHJFZcc6CTT18pZflTB4jo92bX0hrWvnqUNa+WGmOteOYgn7xwmJLP5DV6XSE+eHwfi3+7j65GnzHW4t/uZ/Fv96HpYgdb36/kw9/tZ+v7cT3cJX8o5t2f7zZ0dL3dId752S7eeXQ3Pv3ZqC7u4M0HtydgxU/ue5JZi2YZ2rea0Ljp05s4/f3TOdwlcc0mbxNzF8/lqpVXGfju5sbNnL7odJ7Y+4Qx1kslLzF38Vw2NMh7GlNj3L3xbq755BraA5L4pNXfyg2rbuDh7Q8b+O6etj1c+8m1LK6Ic1Cz5y8w/wKpUwugKvDJfbD0dinHB1LU4MObYcef4v2aD8CH34HazfG2kvfh43vAH38uT9gJ+0+2r91SN/vasWRdPcbAJs0Oq8RyhTBKZxxD0xn4i1MxWU1GW8Z5w0idVYi5n3xc3ncnJZTYWDMcUndWE4YzTplegG1gapyYAsmpnHJKoYHJmswmCu6ZguIKG3irY2g6eXdNxmQzG/W0aXOGYM1zYh8Ur8PMuWEc4So3zpNlbas52UbenRNR3RGck3Q8dHwOWVePwZJmM2pnM84bhiXdYfAZA2TfOI5wpdvAZK05TrKuGo3qj+LUa2eTp+SjusJY85KN8qOMbw7D7LQaQg0AWZePIlzlNuQKbQNTST1zECKmkjQyUx8rj0iDF/uQNGNhkjZ7ED4EqbN1bVWzhVmXX0NzeRljT5NMQYUjR1E0ZTpms5n84ZL9aPQpp1F3YF+C9u1JZ84h0NvDmNNkGYotycnwaTPoqj/O4JNOBiC/aCSp2TmkZmWTnCnnVThiNJhMFI6Mc23nDRlGV30duUOKALAnJZOcmUXY5yM1S7836XbMZhNJaTYsVvl89ZXmOFPjz41Nr6O2OfRkOJNJCkD0HcFwspom+nLgDAKMvqMQgpC++Oo7RoIK0bAKJvn/adly94wAd3vAmMMxl1RcqnBJQo6wEuaY6xiKplDZU8nkvMlUuatwhV3yX8jF4LTB7GrdhS/mY0vTFh6Z9QgA6+rX4Qq72Ny0mXOHnUt7sJ1tzdsAONR5iAuHX8ju1t0cdR3lqOsoD854kFxnLsurl1PeU857Fe9x3bjr5MS2PwOBTpkgNXAqdByV2C3AxGtg7AVQ+qGsuz32EZzyXbCnwLanoGoteJql8o8QsPIeWdObMRjm9hM8OGEn7D/V/r0R7bj9q3hIsKxbhCrj2JUWU0XgUIeIdQeNNsUXEYHDnUKNKEZbrCsoQjXuhLEiTd6EfpqmiXC9R6jhOG6qRpTPYbKKPyqU3kS8VfFGEt6vr83AsoTE9fqP3dem/RVG2L/PCfvXLBZJxM41TRMhf+LnGQ2HPtfm7w2LyF/h564Wv1D64fWRYEx0NXkTzuntDIqeNn9CW0u1OwG7jYRioq6kM2F8d3tA1B7qTHgWGstcorHcFb+WqCLKtreI7n7PY5O3SSw4ukB0B7uNtl0tu8S7Ze+KqCJxYFVTxTtl74jVtauNc7qCXeKZ4mdEcXux0VbcXix+t+d3osnbZLQtOLpA/HHfH0VYkc+7L+ITv971a/H20beNc8pd5eK+TfeJjQ0b4xd94B0hFl4tRMcx+bcSE+Kju4VY/B0hwvr8e+qFeOtiIdb+LN6vfJUQL50mxMF3422rHxTixVlCtB4W/w47geGesH/WvhYYbqTBS9crMkxWcP80bAUpRl2pJTuJAT+RHK5drx0hUuch5ZRCsq4cjRZVafvdXkREJfumcSRPzCNc46b7jaOY7BYKfzoTS4oN74YGvBsasQ9PNxiqut4oJVLTS/r5w0g/ayhqIEbHM8VoEZX8H0zBPiiVcG0v3W+WYslMovDH0zFZzXi3NOFdW2/U7xpj1fWSc+NJOE/ORQ3E6HzhEELVyP/hVKwZDiL1Hrrnl2EfmmZgzL5tzXg3NJBxfpGBrboWlRNt8JLz7fHYB6ehBWN0v1UGFhO5t07A7LASafDiXlaFc0KuoVLk39dGYFcb6RcUGeINvZ/UEusIknXNGKwZDrRgjJ5l1VgzHGRcOgKTyUS0LYB37XHJ8KUTjITKXYQOd5F2zlBsuiyhb3szqj9GxnnDMFnNxCJh9ixfTPbAwUyYIxV3vN2dHFq7inGnz6ZgRCI7WH+r2LUNJRrl5LnnAqAqCkc3f0besCIGjpEEC0Gvh+q9uxg5YxapWfJ6XM2NdDXWM+bUM4wM5OaKMsxmCwPHyDpmIQQNhw+SM2QYaTky0zsaVug47mXg6ExD9SfgiRD0Rg0sFyTtotVuJiUjHu1wtwdIz3EaAgOaquF3RxIwWSWqoipaAiYbi6hYrKYEYgxV0Yz37zNxQhzi32YnMNwT9s/a1wLDtaTZMSVZMKdYMes/Wn0h3v6h3j7h5r6jyaRjsSbi5T1mPexn7gfB9ol5a/H3FBE14YiioUUkLqvpJRmaLwqaPAo9hNjHM5zAS9zmB03WuQKongiqJ4Lmj6G6JE4XbfIhoiqR4x5jrHBlj+Ql1jl1hSoIHXWheqJEantlv1Y/0SYf0XqvMX6otBulM4Rf10wFCOxuI9YeINgnRhCM4d/ZSqSml3CZS38/N+EyF/5drag6fujf2UK40o1HF7wH6P2kjmBJF74tsn4z1hWUwg1bmwmVy7HKt29h30dLWPvKc4T8EtfcvmgBxZ8sZ/2rf+Z/sq7GelY//xTrXnnO0Mg9smENG954iSWPxwXoN77xMhveeIl1rzynf4Ya7//yIVY//xSHde7ljuO1LP7Vw3zwy5/gapZ466G1n7Dsicd4/xdx/t/1b5ax8vkSduq6s0pMZfFv9/Hh7/ZTV9Klz8vHosf2sOixPYYg/KHPGln0q72sfjleC7ru9TLe/fluDn0mS3Ni/6+98w6Po7r68DvbpVXvltx7xzZg01uAECAQCJAQEkpIIAkESCjpgZCQjxBKAqGFakw1YIMN2GCMe7dlWS6yZPUuraTtfWfm++Ou7mpDviTOR2zjzPs8PIOudq5mi/fMvb9zfiem8upvtvDCTzbI3rc9TT6eu2Mdr/9um+yju2dNO0/dvJq1r9XKuT5+YR9P/XA1jTvFNfhjfi5dcilfevtLuEJirKa/hrPfPJsfrfqRPG9pw1LOfvNsXtv/mhz73ebfccm7l1A7IOYPxoN8/+Pvc/PKm6W+2+hp5Jpl1/Bk1ZOp59P8Idctv056KoOo8/3x6h/TFxb6flSNcu+me3lkxyPSQpL+Blh0A9QMaUDesEposv2pBiJUviRKfOLi84Yahw2Ppp8XcImt6t6Un7WBwZHIUaHhWgoconZWUWTgdB5fhn1CPuYh9ncFX5tE4uxRWJO9QhWrSdS7huJyJWYfm0fpbXNQHKngnXP2KOzj8tJa3w3WqDomCI3UnGun5Aez0CIJqWFmHFNMocWEucAh29jlXTgW28jstH6WRd+eIVr3Ja0kbeVZFFw5GT2hSc0364Rhog9teZbUnfMuGkewshdnsreqYlYouHIysTY/znnD5PPJ/sJIFLMiNeWsU8rRQnEck1PXkHPeaELbusk+Q2T7mjKt5Jwzinh3kIykA5JjUj4Z0wox59oxJ3Vn59wyEq6wrK8dHAvt6JFjlnwH9on5aP6YNA+pmDyN3JJSCoePxJHMCh4z61gaK7cy9tjj/8/3Oiu/gOyiYtR4nNxS8RwLh4/EbLFQOHwkJrN4nQsqhEZcUC6OislEdmExsVCY7EJxXbaMDCw2GyaTCavDkRzLlL8bZDDzd+hqM5kXJG/GEnENTdNJJDSpz0YCIviHk0dAJjoF3MlkuKhK0BNFU3X8AxFKRuXg6Q2hxjW8vSESMRWzxURPkwjG3U2pJLiOOjdaQqezwcPY2cV0Bjo54BY3BfWeeoozi9navZWeUA+uNpfsbbu8eTk9oR4+aPyAKydfiaZrvFn3JpqusbptNZMKJrGnbw/rO0QDiP0D+5ldMpv3m96nsreS6r5qvj/r+wA8t/s5agZqWFCzgLnD5uKP+flLlUhsm1Myh29O/SYbOjbwZt2bAJw/5nwmFUyCjY9C9RvQvB6miBprPrgD+uuFLnvJU+DvhiU/FL8rnACzrhQ2kCt+BYoJ7qgHZyF8fDdUvSI8lb+37v/87BgYHHYO64b2ED4rPSThi35Kk425QnqsN5g+1hVIq9XVEpoe6wqkaWVqNJFWX6vruq6G47oaSXxq7FN6ayy9HlPX9U89xuDfQ1NVXVXT34NYOPypsaDHnfZzPBrV/QP9aWMB94Ae9HrSxlytzXokGBxyXkLvrPek1bv6+sN6V2P6eV2NnjQdNRFX9frKHj0w5DPkHwjr+zd36fEhun7nAbdety1VE6upmr5vQ4fePiQnIeSL6juWN6fpwF0NHn3re416OJD6HC+sXajP3zNf6v2BWEB/aPtD+rKmZfIxtQO1+t0b7tare6vl2OIDi/W7N9wtNd+YGtPv33K//sDWB/RE8nVt97frt6y8RX9l3yvyvI+aP9KvX369vrVrqxx7cNuD+nc+/I7eFejSdV3XPRGPfsNHN+i3r75d6sd641pdf+x4XV/zQOoFXPOArj88Xdf3Lxt8AXX9pa/o+p9n6XpfvRjr3qPr94/S9We+oOuDc217XtfvzhWa7iHE0HANDpajQsMdStcftqK6o+RdPI6sE8tJ9IfpfngH6FB662yspU5CVb0MvF6LOd9O2V3HoyiKrHfNOqmcvIvGoWs6PY/sINEXpvBbU8mYWkiiP0zPoztRLAqltx2LOdtGaHcfA6/WYB+Xqt91v1tPcFMXeV8eS9bJFeiqTu9Tu0j0hii+YSa2iiwSAxFcT+3ClGWl+HvHYLKZCe/pw73oAJnHl5H3JVEf6v2omdCOHvIumUDG5AJ0VWdgYS2qN0rhN6ZgzrGR8ERwL6zDUpopOyNFGjz4VrSQdcIw2T0psKWLyL5+ci8Yi7UkE13T8b7fiJ7QyPvyOBSLCTUQw/tBE7ZROWQlV8mxdj+BTV0455XJ5g2hXb3E2gLkfGEkpgwLuq4TWNeBYlaknqxFEsI3ekyuXPX3t7dxYMsGpp91rtRWW/dU4+7qYMYXzpXaau2mdTic2dIHOR6NULd5A8OnTCe3RKzo/QN9dOzfx/jjTsBiE1nCfW0thP0+2WUIoGP/PrIKCsgtSTajUFU662ooHTNermyjoRCe7s407TjocaNpqvRdFn8zgsNplZnIAAF3FGeeTWqpmiYcn+wZqQ0kVdWEUpG2SjYaQ3xmqAkwH9oNO0PDNThYjgoNdyjSl3jwi03eTqTuKwZrQvX4EF/iZCnGoD8xerIeVh9SHxuIo0dV0Ss2+fhEryjJiA8pyRj0Ho61i9pWPaYS7/CjR1XRRxah26q+GPHOoNB6ERqpFkpIzRQgVOVC9caIJBuVq94o4V0uYs0+qdNG9g0QbfQS3NQlrz+4sZNYs0/qqJA0q6h1E9zSlbw+P4ENnQS3dBNtErW5wW09hCp78bxTL2uHvR+KoO9dJvxsdVVj4PVaAus7CG4Vc0UbvHg/aMKztJFY0o/Zv64D38et9L+0T17D8icfYcPCl1mzQNjtRUMh3v79r/n42cfZt+YTAJqqdvDen/7A27//taydXf/6ApY/8Qjv/vG3cq53Hvgt7//5AVmHG/J5eeXnP2bhb34me+se2LqR1+++iwU/vZV4RGzjrn3led6456e89+c/yLne/O0vePlnt1H5wbsA+PpcPHfrDTx3y3fp7xD6btMuFy/9YiMLf79NapGbFjcw/2cbWLfwQOq6Hq7kudvX0bRL6KgBd4T5P93ASz/fKMt7Wvb28/Qta3j/iVTruu0fNPPUzaupXiXeM13TWfrYLub/bIP0Zw56orz+262880gliWSP4e3d27lw8YU8WvmonGv+3vlc8u4lbOnaAog63Ls33s13PvqO1Fa9US+3r76dh7c/LM/b27+XWz65hVWtqXrX5U3L+cnan6RZQT67+1ke2v6QbDDvj/l5YNsDfND4gXxMk7eJB7Y9IHVhABpXw+r7IZLaGmfny7Dr9dTP8bCo123fkRrzdcLWZ4ReO0hnFex5W5QIHeJga2Dw73DUfUpLvn8MCXdUNhWwFGVQetsc0JHarfP4MswFDmF8kVxhFFw+kWiDB3tSk1XMipjLFZb9Xe2jcii8dhqKRZFzZZ82HFOWVeqjILTiSM0AmXPEytKUYaHw6mlC60yOOaYUknv+GExOqzTdyD57JIrdLGtuAfIvGU94bz/Zpwst0lLgIOecUajeKI5p4nEZx4h6V2tpptSds06tQIuqOOeVyblyzhpJeF8/mYNa8bAsMqYXoid0bCPF9WdMLSC824VtVI5sYp85q4REX1hmIStmExkzi4m1+rAnPZStZZlYSkSbwEGDEfvoHAI2c1otcMWkqXQ3HKBisvCwttrtFFYMx93dReHwkeI6i4qxOjKwO53YnULfHVyd5pamnk9WfgG9TQ1ypWy2WLDa7aiJuNRizVZr8ndWSL7Xg3s6Qzd3EjFhLBKPJW+u4jESsahogRgVvwt6xQ1Y2B8Tq1OzgtclEtG8vakkuIHOILqm4+4OMeYY8PdHCPuTN0LeKBnZNnqafKgJjc4DHnle675+1IRGW80AM88cTiyq0rqvH3REp6CKLHqafTL4+vojFAxzsqJlBS2+FhYdWMQtc24B4PX9r9MeaGdpw1LmDZtHd7CbRQcWAbChYwMXj7+YVW2r+KjlIwC+MeUblDnLeH7386xqW0Wbv40zR4qewv+z9X8YiAyQ78jnp3N/Sr27nj9Xikbws0tmc9bIs3i77m0W7FuASTFx9qizsZltPLj9Qda2r2Vv317mf2m+eJKvXwUxcf2c8VPRPP7dm8TPxZNEbe6mx+GT34IjF34qkst45wfCR7lpLXxtgTDJeP48SIRFO79Z38DA4IjncO5nD+U/oYfEXKE0P2MtoX2qTlZLaJ/SWw2t9T/L32qtmqp+qi42Gg59aszX70o7NxGP6e6uzrTHBL0e3dPTlTbmam3WA+6UHqomEnrr3mo9Gk7VWgc9br1pV6WuqanPQnfDAb2jdt+Q69T0hspevb8zpaOG/TF97/oOPTjEg7u3xafvWduuJ4Z8rmq3dOkHtvcMeX5xfcfyZr3jgFuO9XcE9I2L63VPb+q66rZ265vfbdBjSc03kVD1ze826FUft8rHdPo79V+t/1VavevKlpX6navv1BvcKY/jRysf1X+29me6LypqhPvD/foPPv6Bft/m+6Tmu7Fjo37F0iv0t2rfkuc9UfWEfum7l+o7e3bquq7rkUREv3HFjfqV710pNd+a/hr9i299Ub9z9Z3yvDf2v6Gf+OqJ+gu7X9BTg9/S9fsqdL1htfjZ16XrD04W2m0gWTNcu1zXf1Og6/MvSp237Ge6fneOrn9yn/g5EdP1R+eIx/0H/ZL/EYaGa3CwHHUarpwvWe/qmFJA0TViNdX34l4i+wekvqtFVXofrUQNxCn5wTFYS53E2vy4nqnGWuoUTlAmhcCWLjxLGsg+fTi5544GYOCtOiL7+im4cjKOCflokQSu5/aAplN8/XRMmVZinQEGXtuPfUwu+ZdOACBU1YtvZSvZZ43EmVwxepc3EW30kn/ZRKwlmWhRFffCWhSbmfyvThB1q64QnqWNOCblk53USMP7Bwhu7iL7zBEy+9e/pp14b4i8C8cKbTWu4V3ehCnbRk4yAznhieJf1UrG1EKZLR1t9BDeN0D2qRXSRSu0sxfVFyXrlOEoZgVd1Qls6sRS4JDOVKo/RqiyB8e0Itn1J94dJNrsJXNOqcwaj9R70GOqPE/XNA5s3Ujh8FHSBzkWDtFcvZNRM2ZJP2N/fx8Dne2yUw8IndZktsjetAA9jfXklpbhcIqdDTWRoL+9leKRo1FMQl6IhkJEQ0FyilIZ1WG/D7PFIlfEg2MOZ5Y8D0Rd7FDdVtd1dJ0072KDf5PBr6Ch9cTxMFgc6WOhAcgsGPKYiFgtO1Ma+6HE0HANDpajTsMdRPt7vsSDpRjJoxZJkBiICB/ivmS9a2cAPaaJY1LrjdZ7QNWJDtn+i+zrF3prsr9rvDdEvM1PvCNArEvouZHaARKuMMHt3bJ8JLi9h4QrLOtddV3Hv6adWKufcLXQp6LNXsJ7+wnt7CWenCu4rYdonRvfkHpX38ctRPYPSF9iNRjHu6yJ0I4eQkn9MFzTT2BDJ77lzcT7xLanf3UbwS2iUcIgA28dILC+A98nYgsv4Ykw8EYt3mXNhPcKzS+0qxfve430L9iHGhCvq+f9RrzLmnEvTOl0fc/vwfNOg7yuRF+Yvud20//SPqKN4vXatWIZSx+5n9d+fYfsO/vR04+x9OH/YfkTf5JzvfrL23nrd7+k6iOhDbpamnjprh/y0p034e3tTs71AS//7DZe//Vd8rzlTzzCgp/cwpqXhVaciMWYf8dNPHvz9bTu2SXn+uv3r+W5W28gEhDbnHtWreCJ73yDdx78nZxrxfN7+etta9i3oTM5l8pr927l+TvWMZB8f/o7Azx3+zrevH+7rJ2t29bN83euY8fy1Hu28e16FvxqE50HRO20Gtd4/4lqFj9UKcuIvK4wi/64Q/bMBWiu7uPtB7bTMMTPuvKjFpY+ViW3teNanN9t/h33brpXaqvdwW7uWnsXiw8sTp3XU8nP1v1M2j8CLGlYwh+2/gF/TOjvCS3BU7ueSvNBHogM8Gjlo+zoSWmrde46ntz1pNSFAda2r5VlRiA+4+/Wv5tWq0vUDzvmg7slaXmpgLsZdr8FiZhoq6coQqdt3iDOGQy2TevEY60OEWwTUWhcI4K0gcERzFGn4Q6Se94YbKNysI9O9YotumYa0SYvmcm6UkuunaJrp6H64zimin/MzuNK0eMa1pJMTMkVTe4FY7AUZZB5TGplVHDlZKL1HukJbBuRTe6XRqNruqyddc4dhuqNCT00uRLKOWcUAadV+hkrikLeRePEdR0v9EnH2Fwy55SgWE1Yk7W/zmNLiHf40+p3s0+uwL+hA+cJIpvYlGkh87hSEr0hqZvax+RiHZGNOcsqTUAyphYKjXlI7WzGtEKxUk3Ob3basI7IRvVGZf2xrTxLNIEodGByiI+ObXg24SpXmoZtKXOi+mNYS8UqVcmwYHJa0WOa9KrOKigERSErv1BmJmckVwkZQ1YLVrs97UhaYwjx/2oikTym6l1jYRGEIkEREDU1QSTgR9c1Qr5kgpjXQyIeQwuoxCJhHFlZDHSKhKWBjlSCkKvVDzr0tQWScyaEb7Eu9NqCYU76Wv1EgnEioTjRUILMHBuNO/sI++PU7+jl2GS3pJqNXUSCcRqr+iifkI+7J0RztQhWXY1exswsorm6j64GL10NXk74ylhsDgu7Pmmju9HHrpVtjEvujGx5pxFN09m/qZt5F42l2lXNG7UiQJ43+jzmDpvLG7VvsKxpGataV3HJhEsAeGjHQ1S7qvHFfDz+hceJJCL8cv0v0dEpc5ZxzbRrWNO+hserHgdg3rB5jM4dzTPVz/Byzcu82/AuKy9fCcAv1v+C/QP7afe3c98p9+EKufjhJz9E0zVybDl8cfQX+bDlQ3654ZdYFAsrr1hJgaMAPr4Htj0Lw46BG4UvMy99BdxNcPpP4cyfgacVnv2CqMu9bjmMOlEkSb31baHv3l4ngu57P4aql2HaJXD5ixgYHLEc1g3tIXyWeoiW+HQNrMFnw9/zc/57Gvjf9utVo4lPjfn6XHosOqSPsKrqrtbmNJ02HPDrvS1Naef1tbemabeapumte3al6bSRYEA/sG1z2vyulia9oXJr2lz12zfr7TV75c+xSFjftWKZ3t+R8g3u7wzoVR+36pFQ6vobq3r13avbpN6fSKh65Yctev2OlE7r7g7qa17dr3c1pOp1G3b26p8sqNH9AxF57VuWNOhr36iVfswhX1T/6Lk9euVHLfK8tpp+fcmfd+rNe1LeyNuXNenvPFKpu7tFzXA4HtZ/tOpH+q2f3KqH4kIHrumv0S9fcrn+5x1/luctrF2on//2+fqyxlRt7p1r7tQvWHSBXjtQq+u6rncFuvQLF12of+uDb8keuataV+lzX56r37PxHnne/Vvu14+Zf4z+dt3b8houWnyRfsIrJ+h1A3W6ruv63r69+vEvH69fuOjCVL/dTU8ITXbhtak344ULxNiO+eJnf6+u/88IXb+3SNe7doux/R+Ixzw4SdfjSd383ZvF2Jvf1g8lhoZrcLAcdRpu79PVxNp8FF07Hcf4PBKeKL1PVGGymSm5eRYmh4VInZv+V2vImFpIwRWTxN9f3UZgXTu5F4zFOacUXdPpf6WGRF+YoqunYinMQPXF6F+wD1OOjcJvTEYxm4g2e/G820Dm7BKyk6vdwIYOQrtc5H15nOgVq+l4ljag+WLkXzYRU4YFNRjH8249luJMcs8ZBYhyIv/qNpzzhslesaGqXiJ1bnLOHS1XqL5VbegxlZxzRqGYFLRwAt8nrdhH5ZAxXaze470hgtt7cB5XKjOqIwfcxNr9ZJ1cIbXVYGUPiqLIDGQtphLa0YNtVI5c2areKOH9A2TOKJJZ0LHOAIn+CBnTC2X9aaTejSnDKjPEdVUncsCNbXgW5mQ3nUgwQE9jPSOmzZArW1+fi1g4RNGIUfJ9HOjswJGVRWZOaofC29tDdmERJrM4T1NVIsFA2mPURBxN07Da7EPGEpjM5jTPYd3wIP7M+NvXUtd1EnoCqynl8haKh7CarWlj+HvAWQyDWnkiBoEeyBuRekywH9Qo5JSnxly14rzBLWY1Du3bRYazNdVe8z+NoeEaHCxHlYarazrxdj8kdFnvmnCF0HwxEn1hVI8o74g2eNAjKpH9A/Lc8J4+tGBC1rtqoTiRvf0kekJEG8QWZLTJQ6zNT2Rvv5wrVCl01sCGDjnXoCYbTOq0if4wwU1dhPf2E6kbkH8vXN2Hf2Wr1Jl9n7QS3tuf5kvsXlxPqLKXwEahH8Y6Avg+bMa/qo1oUgcMbO4ksK6D/tf2S63Ys7SBwNp2PEsb5GvTN38fvg9b5FzRFh/uhXUMvFGbqp1d047n3Qb6nt8jr2HgjVo8i+vxLEnOFVdxPbWLgVdqCCX7tEYOiKYPvU9UoSa9hH0rW+h/cW/aXEsevI+3fvdL1r8mamfDfh/z77iJ+XfeTPv+vQC07K7ihR9/j/l33CRrZ7csXsizP7ye9x97UM719u9/xZM3fJOa9avlXM/efD1Pf+9qPD3ite/Yv4+/XHsFr/3yDlkGtPXdt3jkGxezZfHC1HU9/Hse//bX5TWEA35e+sktvPSTW6S+21XvYcEvN7L2jZS2umdtBy//OtWvFkRf27f+sF1qq5FgnKWP7WLl/H1oyffH1ernnUcq2bM29bk5sL2HpY/tkp7KAFuWNPLJSzXEkv7csUiC1a/WSi9mgBZfC3dvvFvW3AKsa1/HH7b+IU1bfbPuTV7c86LUVqNqlGd3Pytb7QH0hnp5dveztPhaUs+xbw+v73+dmJrKh1jbvpY1bWsAIYuomsqypmU0eBpQFAWryYo36mV583JC8RCZ1kwRbAeaRC0uQHapCLZd1eCqA4tNBFtdh7atEPEK68accqHPdlaJ3xVPEsE27Bbbzmar2G62OkQQj/oxMDgSOao0XMWkUPTt6cQ6AtIlyT4+j7yLx6HYzVjLhKaYffpwUBTs4/PkufkXjye0sxdnUls1Z9nIu2Q8CVeYjKTWmTG1kKyTyjHl2GTtbNYpFWjhBBkzUpmSOeeNJlzdl9Z31nniMDR/DMdEcVeeMaWA8J48rMWZspmCc24ZqidK1onD5FxZJw4jXDMga3MtxRnYx+aixVSsw4Vu6hifT3BzF/YxuVIrdkwqINbik5qsYlJwjMsl2uTFnqy5teQ7MGXbUBQwJ1fP1jInKEjtePBvRhu9WJJ+05hMmHPsJAbCmHPFytWUYQGzgslhRrGkehEDKEOye5Xk6nTQ81jXdXRNg8EjEI9GQddJxKJoyTF/f1/ymDI+GOjqBF3H3SVuIEI+LwG3uKHxuXrJKy3D1dJEIh6jt6WRRDyG1Wanfd9udE2jbd9u5l1yBbqu01i5DTUep6NmL8MnTxOdhZobAdFlqGLyVJp39+Pri7B/UxenfU10eqrZ0Im3N0ztlm7GH1tCLJJgzxoRRJt29THr7JG01QzQmjQzmfPFUeSXOdm7roOOWg/u7hDTTxPZ1luXNuHpCWHPtHDu9dPwukJs/6AZgOGT85k4t4z6Hb3sTQbpiXNLcebaeWrXU7zX+B5VvVW8+xVh3PHz9T/HE/VgMVm4/bjbOeA+wL2b7gVgfP54Tqk4hUUHFvHnyj9jUSxs/MZGMiwZ3L/1fla0rGBd+zrmf2k+uq7z3Y++SyAeIJQI8e3p32Zf/z5uWilqZ1+/8HWmFU7j1f2v8sC2B8i157Lua+tQFIWfrvsp6zvWc9G4i7jvlPvECvavZ0DEA5f8FY75GnRUwjNniaD5wx2QN1I0nl/5G6g4Fr4rzFBYeA0c+BBOuxPO+iXEQvDEiWJFfPUSGHMqtG6BFy+ArFK4eRvYUpnnBgZHAkdVwAWRJGQfk9piVBRFNkkfxJRpJTeZxDKIbUR2WuIPIIO2nMtqJu+icWlj1pJMCq+akjbmnFOKc06qWbtiUqTl4iDmHDvF189IG8uYUkjGlMK0sdzzxpB73pjUtdvMFN8w81PXPuxn89LGsk+pIPuUirSxouum/8012ETTh+Q1AmTOKMJxz0kottTmR95XxpNzzii5LayYFUpumY0eVTEnk6Bsw7MZdtfxKFaT3HbOPn049gl50ggD4OI7fkFfazPDxout/MycXK7+41+IBgPSVnH8cfP42t3348zPx54pvjRP/+a3KZ80hZHTUs/9sp//ls4DNUw5RRg0FFaM4Ct3/Zp4JMzI6eJxM75wLpqmUTxylNxmPuvb32ff2pVMOVWcpygKF9/+CzoP7Gf2ecJIv2LSVE676jpQFMonifd35lnDiYUTjJiSSlw76avj2behk1lnC9MOm8PCKZdPwNXqZ9IJIglu1PRCJs0rIyPHRl6peD7TT6/A6woz/tgSOdfsc0dSs6FLBuDswgwmzisl6IkyPNloYsSUAkpGZZNbkklm8rU/d9S5VPZU8uVxX5ZznTf6PFa2ruSUilMAKM8qZ0rBFALxABPzxc3CjKIZZFuzmVw4GYdZbMXOKp7FipYVHFNyjHxtJuZPpNpVzfg88f4UOArItYt/Y4UO8Xkd5hyGgkK5s1xuLw/+bvCIYgJ7tgi49uQNnckixk0WUJI3ZnqyA1cyex0QRhdDj1pcrIB1TcwHIvhqcQj1QSJiBFyDI46jTsMdJFTtwvteI86TymX9qee9RiK1A+RfPhH7yBz0uEr/q/vR4xqF35yCyWEh0Rdm4K06bCOzyTt/LADhff3417aTfcYI2SvWv6aNaLOPvIvHYclzoCc0PO81opgUci8ci2JSSLgj+D5sxjG5QPoZRxu9BHf0kH1qhVxxB3f0EO8JkvOFUZjsZnRVw7+6HXOuTXYQUgMxAhs7yZhSKG8MYl1BIvv7cc4dhtkpglx4/wBaIE7msSUoioKu6YSqerEUOGTGthZNEN7dL4JhsuY24Y0S7wrimJgvg2+8JyhcqCpSq91Ymx9znl0GWl3ViHcGsZY7pZ2mFk2g+uOyLhfE6lNRFDKyU+9t0OPGkZUlXKCShAN+MrJSNz66pqGqKhZr6jGG/vqfJa7F07RWTdeIJCJkWlMBLBQX2+VDx3pDveTac7GbxWdK1VRa/a2Mzhmder/Cbgj2QdGE1B/sq09uJ4ubFnQdWjZAydSUThsaEDrt2DPEYwF6a8DfBePOSs1Vuwyyh0H5rM/ktfhHGBquwcFyVGm4Qwnv6UP1xQjvSm1BBrd2kXCFpU4b7w4RqRkgWu8h1ip0n9CePmLNPgJrO9CT9ZT+de1ibL3YytNVXfgS1wwQqhTaXbTJS3BzF4GNndJLObChk1CVC/c7qf6envcaCO3owbdCaGRaJIH7rToCazsIVQrf4PDefnwrWnC/dYBEsp2b7+NW/J+00f96qufnwGv78X3YImtzE+4I/fP34n6rjkiN2FoN7XLhXliH65nd0v/Z+34T7rfqGHg1NZfr6Wr6X9xLYJ14jomBCD2P7qT3LzuJJa0EQ1W99D5eRc+jO6XPsntRPb2PV+FeXC/n6n2sip4HtxNK1hV7erp59ubrefaH38HXJ8bqtmzgqe9dzRt3/1Se9/GzT/DE9Vey5R3Ryk3TVF7++Y94/Lqv0VlXI669t4enbvwWz992I9FQSM7156u/ysfPPiHnWvfqizz+7a9Tt1m0mNNUlUX338MLP/qe1Hc9Pd28dNcPWfqnP8jt7KaqHcy/4yZ2Ll8q59r5UStv3r9dtshTVY2VL+5j+V93S2014I7ywZPVcgsYhOb7/hPVwp4xyb71nXz84j6CXpEDoGs6m99tYMuSRqm/RwJx1r1RR0NlShd2tfpZ/+YBPL0hOba6bTXPVD9DVE3Opeu8Wfcmy5uWy8f4Y35e2vsSde6U7tzma+P1/a/LmluAalc1K1pWAMhgu7Z9LbUDtZgUE5nWTGJqjE9aP8EdcZNpzSTTmok74mZj50Y0XaMkswS72U67v506dx1mk5kxuWNQFIVWXyu+mA8y8kWw1XXR91ZToWi8CLZqXGiwigKjT0k3ucgsgInnpoItQMmUVLBNvn9M+tIhCbYGBv8OR23AzTlnFM55ZeRdnNoCzv/qRDKPK5XaqrUii+zTh5N1Ujn2ccna2TmlZMwoIvf8MbIRQvbpI7CPz5NZyIpZIfuskdjH5craXNvIHBxTCsiYVoitXKxcM2YWYS3LJOuk1NZ05pxSzPl2qQsrdjOOqYWYCx2yftc2PBtzvh3bqBzMOeILxj42Fywm2X8XhFcxCtiSLlOmTAvmfAeK3Sy3cS0FDrAoWAocKFbxfAZ72VryU5m8pmRnm8EjJkWsdBVFeiqnGNoIQmz7Dd6c6Jo+pBGEOEZDQeLRCLFIWNbHenu6Qdfx9HTJufraxE1If/KYiMXob2shEY/J3w10tBHyenB3dRD0iJuK1j3VJKJRmnelDBnqt20mEgzQuHM7ACGvh6ad2xnobKcjmRjVuqcKV0sTdZvWEfaLYLp3zUr62lpkk3qAnSta6G32sX+zuNb+9gD7N3fTUOmSXsgHtvXQtKuPLUsaZVOBHctbaK7uY+vSJvnarH5lP7Wbu9m3XujOnQc87FjWwvYPmuluFMl51avaqF7VzornU8YUa16rZdfKNjYtFjdvoXiI21bdxqM7H5WmFhs7N3Lvpnu5c+2dNHqF/vxE1RP8cfsf0xrQ377mdu7bch+P7HgEAE/Ew7XLr+XHq3/MR83CW3lFywpuWnkT3/zgmyJQAg/veJhbV93Kbatuk3PdsOIGblxxI3+t/qt4D8N9XLrkUi5bchlVvVUArGpdxYWLL+TyJZeT0MRngo/vgcfmwNJb5Fy8eCE8NEmYXxwMax6Aewtg3cP//LEGBoeRo07DHcRanEn+JRPSxjKPKU4zr1BMCrlfGpP2GHOO7VOabMbkArmVPMhgKc8gJrtZWkgOYh+ZQ+ltx6aN/a22qigKRd+amvYYS4GDYT+Zm37tM4vJnFmcNpZ/6QTyvjJebgGb7BbK7jgONF3eLNhH5VD+yxNQLCY5lnPGCDJnl8htYYDiG2aieqOyhMiSZ6f09mMhocvgnTmrRDR9yHPIIJx/2UQyjy2VurliUii5aRZxV0iWNpWOGccVd/+PeK7J0p8551+MMy+fkjGpG6Lzb76dhsqtTD7pNABsjgwu/dm9DHS2M/2McwAYPetYzv7OD7A7s2Rz+ZMuuxKHM4uxc1KN68/93q0c2LKBOedfDAijjbO/I9ypJp14KgCTTzoNV0szBeUVZObmATDvkitA15l6emqb8uSvjqdhp4uZZ4q/VzQ8i2mnlhOPqVQkDUbGHVtMW00/JaNysCRLrqadVkHIF2PGGcPlazPzzBF0HHAzNnnDVTQym2Hjc1EUhcLk1v3I6YXUbOpixJDP3OiZRbi7Q4xKJs85LA6OKz2OmoEaZhSLXIDRuaMpcBSQbcumOEPMP7VwKgoK0wpTn81xeeOoGahhXJ547e0WO8UZxbjCLkqdIvegwFGARbGQa8/FZhKfk1ybeI8H9VtAbh8PasB/D3/cj46OP+6XGdL4u9OPINyj0MHT8rdT/GNaNorzWjcf3HkGBoeYo0rD1XUdzzv1xHtCFHx9EpY8B1o4wcDCWkxOK/mXTkAxKcTa/Xg/bCZzVgnOY8UXTGhXL6EqF7lfHC21Vd/KVlRvlNwLxmKym9EiCbzLm7GWZspErLgrRGBdB5lzSqRGGjngJlLrJvuM4TLRKFjZg57QyJorVrt6QiOwpQtbeZYMVqo/RrjaRcb0IulnHOsMEO8JkXlMsQyskQYPikmR5+maTmT/ANZhTiz54otPiySINvtwjM+TgTbhjaL5YmnJYXFXCMVqljW+ILyQLYUOFKtZXmvCE03TZLWYih7XpHY8+DeHBnYALapKxy45pqqyltbgs0XTNUxK+sZVJBHBYUkFRF3X8cV8aYEznAgTSUTId6R2UHqCPWTZsnBanXLsgPsAo3JGYTMnP9fxIM2+5rSA3u5vJ5QIyeQsEB2KRmSPYGROUqeN+qHuQxh7pij9AVEa1FkJ078qspb/VQaaxKp45hWQP+qfP/4zwtBwDQ6Wo2pLWQslCG7pJtbskxpmpN4ttNbtPSSSXsKBTV1ED3jwfZy6kx7UZP1DNEzfihaCW7sJJzW4UFUvwc1deN5tkH1nfR+Jx3jeTem0A2+IXrGDvWhjnQHcC+vwLKqXXsKBzV14lzbiem4Puiru+t3v1ONZ2shA0uNYV3VcT1fjfqOWYHI7M9bmp++Z3bj+Wk28R2RsBjZ00P/SPlxP7ZLX0P/qfvpf3IvnPbG1qMdVev9cSe/jVdIbOdbmp+fhHfQ8vCNVC7y6jZ4/VdI3P7Wd2f9yDT0Pbse/RjwfLarS89B2un6/RerV0RYfnb/dTM+fK1Pa9/oOOu/eiHtxyrN56Z/+wJ+/dSl1W4Q/biQQ4PkffY+/3nQdgQHxOnfX1/HkDd9k8QP3yvN2f/IRT97wTSqXLZFjK59/kudvu4HueqFPRkMh3vztL3j797+W9buu1mZe+cWP2fDGAnle3eb1vPqrO2jcuU2OrX99AYsfuFeWFcUjEZY/8SdWv/Ss1He9rhAfPruHum2pVVnLnn4+fnEfnp6Utrp7dTsb366XW8tqXGPL0kbpxQyikf2mxQ3CNjJJd5OX7R80EQmmLCobq1xp52maTu2W7rTz/DE/SxuW4o64ZbDtCHSwqnUVmq7JYFvTX8P+gf0oiiKDbWVPJf3hfjIsGeQ78ompMap6q4hrcUqdpTitTrxRL83eZgAm5E/AZrbhCrnwRDw4rU4ZbHuCPcS1OMOzhzMxfyKarjEQEa/nyRUnp4ItiGzlGZelgi1A8UQ45usHF2wBCsbA6Xce0mBrYPDvcFQFXLPTSs4XR5M5q5iM5ParY2I+GbOKyTq5XG6NZp0wDNuYXHLOTH0BZJ82HOuIbJzHixWvOU/orLbROTjG5Ym5xudjHeYkY1YxSlLrzJhRhDnHlu5LPL0Ik9Mq/YwteXbMBQ7MOTZ5DdZhTrAo2CqyZHbv4MraWjZY75rUYE0p3dWUaUGxmVDsZulnPFiGM3gEMCX12qHlPek+xMgkHV3TZccWPZkEpCWPgGxUMBiU9biKGoiDqkuTi8RABFSdhDsiA+6g+UisMyjn6qzdh6aqdB0QzQ58fb24O9vx97mkj3F7zR5CXg/NVTukP/KBrRsJeT0yCQpEEHZ3ddJQKUzxuxvqaN2zi+ZdlbhahW5au3Et3fV1bFu6SJ63/f136Krbz85lIjEqEgywZfEbNO7YKudvrq5k75qP2fH+O/S3C5OJXZ+0U7+9l/VDms2ve6OO2s3dskFBwB1h7et17FzRSn0y6am+spft7zezasF+AsnGGZvfaaDywxZWvlQj5/rwr3vYsqSJ7cvEXJ7eEMue2s2qBftp2SNuRvat7+TjF/ax6KFK2STht5t/y8/X/5yfr/+5nOvqZVdzy6pbWLBP3GjUuev4+vtf5+vvfV3quwtrF3LN8mu46oOr5Hm/2vArvrXsW/x+y+/Fe6jG+eqSr3LROxdJg4w6dx3nvX0eFyy+QAbUxQcWc/ZbZ/P9Fd+Xc/103U85/Y3TeaXmFf7fvPdjuH+kWBWDMMJ44Xz4y1zwJs1D+urh8Xnw5rWpDkR734HHjhONEgwMDjNHnYabc+aItJ9NdguFX5+cNmYbkU3Jjem1rFknlqfV6yom5VPnWYoyKL11TtrY39VWvzKe/K+k6m5NmVaG3XV8WjmLY1weFfecBEMSknLPGUX2yeUycCqK0EO1qCq3bi2FGZT9ZC6KkgqwzmNLsY3MltvQAAVfn0y8JygNLBSrmdJbZ6P647LMxz4qh5KbZ6PYhJEFiGQz26ictG3noqunEm32ydZ65iwbxTfORPPHyJgmxga1cUtBqrFB7gVjsQ7LImNI3erFt/+C1r3VHHPOlwAoGT2WL37vVhKxGCOni9rPmed8iWgoSMnY8bJk6LSrriOnuJQZZ54j5zrvBz+ibW81s78oamdHTJ3BsRdegtlslnW+M88+D3d3F6OScwOccOnX2LlsKXMvvky8F84s5l58Ga6WJibMOyk510zGzD4OR1Y2+UmteOLxpXTVe2TzAICpp5RTs7GLCceJG7XMHBujZhTi749QnjRWKRubQ06Rg+xCBxlJ3XzE1AIaq1yMmpZa4ZVPzKN+Ry/lyRu8zGwbOUUOoqEEuSXiRi2nyIFiUsgpdGBKfnbKMkXpWGlmqvY7355Pb6hXbhHbTDYsigVFUaQmO7gaNiup7f3BpKbBbkMaGqFECB2dQLJxvD/mJ6bF0OKiXAigMyhW4R2BlHPW4Kq4ydvE/5vaZaLutmEVTPwieNtF6RCIbejcCmhaDa794r8LHxEZ0VWvQv8B2LkAjr3m/38dBgb/D44qDXco0VYfgY2dZJ1YLnvFBit7iLX5yT1nFKZMK7qm41/ThmIxk32qSGTSQnH86zqwj82VGcHx3hChXS6cx5diyRMrzUidm0RfGOe8YTKBKFjZg8lpJSPp7qTFVNFJZ0wO1qRLU8ITIdrkI3N6odRIY50BtGA8LQM52ujFlG2V5+mqRrTRi21ktnRw0sIJ4q4Q9pGp10v1RdETulgZJ0n0hzFlWeV5uq6juqOY8+3yBkBXNbSImqbJ6nENFNI0WT2hpf08OJ9RF/vZ8ClfYk1H13VM5tRrHgnEsTrMmJPvg67rtAfaqciqkEE0FA/hCrsYlZPaZu0MdGJSTJQ5y+TYbtduRmSPIM+RJ8+rclVxbOmxMiGq1ddKZ7CTE4adIM/b2rWVTGsm04uEmUpcjfNhy4ccU3QMI3LETW+bv43NXZs5f8z5aTrwv0XzejiwAk68GbKSN7hbnxE1vafdCWaL0IU/+Z0oFzr22uST3gkb/wLHXSdKjT5DDA3X4GA5agOu69ndROs92MbkUnLjTPSERsevNoAOuV8aQ/bpw4X/73PC57fk5lnYhmfjTfoUKw6zWIECvU/uItbiI2NaIYXfmooWTtD5282g6eRfNgHncWWE9w/Q/+JeUKDsruOx5DvwLGsisKYdS1GGyB4Gev5cSbwrSNYpFeRdOBY1EKPr/q2Q0Cm8bhoZkwoI1/TTP38fis3EsJ/Nw5RhwbOkgcDGThyT8qVj1OBcuReOJfuUClRfjO4Ht6OrGiU3zcJWnkV4Tx/9L9eI1fntx6IoCp73GgmsF239BlfivY9XEWv3U/jNKWRMKyLhjtD72E4wK5TeOgdzlk08x5f24ZiQJ6/Bu6IF/6pWci8YS/bJFcKz+bndxHtCFF0/A9swJwlPlL7ndmPKtFL8nekoVjMtu6v46OlHmXTSaZz2jWsB2PLOm+xds5IvXPc9Rs2chaapLH/iT/j7XFx4209w5uUT9LhZ9vjD5JaUcvZ3bkJRFNpr9rBx4SvMOPs8ppx8OgDVK5fTsH0Lp33z2xRWjEDXdda9Np9oMMCZ19yAxWYj5POy7tUXGTZhEjO/cB5AsiToA6afeS6lyQzqpqoddOzfy/EXfRV7pggc+9Z3ous605I3avGoyp41HQwbn0tZsrzLPxChobKXCccLC0aA3hYfA51BJs4rk83rm3f3Yc+wMCy5IlZVjeZdfZSMziE7eeMUCcbpbvAyYkoB5qRc0OZvwxv1yqAHUDtQS649VwZVXdepGahhbO5YqeVGEhG6gl2MyU1l6PtjfuJaXLTOS+KNesmwZMgEKQBfzEeOLf3fZ1yNYz1Y3fUowAi4BgfLUaXhDsV5XCmWogycya0+xWIic3YJlqIM7MlyFeswJ9ayTKwjsrEUiy07+7hclAxLmsWifXwemBTsya0+xWbCOswpjknd1VIg6l/NeXZZyzqY1Ts4N6Q8i83JGljFYhJbsCZFnqfYzGJlaTND8kv5U0dSGixSi9VEApaqSx1VTSbgaKG4LJ9Vk6YLg0dANKfXIdEfkb/TQgk0fxwt2Rg93u4HTZeJUiAaQaCJFTmAHlWJNnrRAnFirT55XsIVJtbiI5Fs+lC/bTM+Vy/71n4i59q9cjnuznb2bxSm+P6+PmrWraK9Zg8tu6sAaNy5jZbqnVR/vFwmWVUuW0Lbvt1sTRpmAKx7dT6NldvYtUI0ru9rbWbbu29R/fFymndVAqLZ/J5VK1jxzONSK17z8vNUffg+q+c/I+da8tDv2bJ4IZUfiIStniYfq17ez+pXaums9wBQ9XErGxfVs/SxVOLaJy/VsOGtetYlG8mrCY3FD1Wycn6NrMNt2z/A+49Xs/jhnfj6RVLf9g+aWf7XPSx9tErOtfyvu3n/iWo2LBIGI96ol8uWXMaV71/Jxs6NAGzu2szlSy/n0iWXSlOLp6qf4mvvfY1bV90q57pxxY1c9M5Fsrm8O+LmgkUXcO5b53LALfTpbd3bOOONM7hs6WVym/nJqic5+bWTeXDbg2lzzX11bloDhH+F+Xvnc8rrp/BW3ZCa27e/C4/Ohu5ks4uAC549B165QjSZB+E29dQpsPaP//fkug7LfgqvXSm6DYFwuHrzOlhx90Fdp4HBZ8lRp+EOkjmrRNopDjLYim8Qc5btU3WyjvH5VNx9YtpY7jmj0upuFbOJkptngYbcTraWZFL+y3nCMCK5/ec8vgzHlIK0ZKbCb05F9cdkGY7JYaHsx8eixTVps+gYl0fp7cdhcphlSU3u+WPImFEkTTVA1M4meoLYkuVBljwHpT+cjR7XpAbrnFuGOceGtThTlhXlXzIex5SCtGb2xTfMJN4ZkMlf9tG5FCRbEA7eVGSdNhzFbpZGGwD5X51AqMolk81MGRYKvjGZRG9Y+kk7phSSc/ZITFmpLfLjL/oqmppg3HEpD+izrvsetRvXSm01t6SUk664Cn+fi/HHi+3MCcefROvuXeSWlJFdKBpGzDn/YqLBADOSq1SAeV+5nPrtm5l2+tkAFFQMZ+KJpxINBhg+RawIxx07l/0b11I+YZLUiifMPYmexnqp5QKMO24eLdU7GTFV1LvmFDvIKXKga5CXrFsuGZWDyawwbFyq1KZoeBbt+90UJd8Lk0khtzgTd1eQ3ORNWGa2DYvVhNVhxpbUvgc9kjOG1EkP/s7mEJ8HRVEwm8woKNIZStM1dMQWtJ68uwrHRRAftGIEcEdFl6mBaNKNLBHCF/Oh6iqeqAcQWmxCT9AV6CKmxrCYLNKtqtZdK+fa7dpNQktQ01/DacNP41/lk9ZP8Ea9rGpbxWUTLxMBdc9bwhu5YSWUTYe2LdAuEuLob4DSqbD7TejeDb5OsZX89/C2w5Ynxf/XLYfZVwkNeG8yce7461M2kgYGh5Cjbks5uK0b1R8j+/QRKGZF1Ltu6MBSmCF7xaq+KMHtPWTMKJIBINYRINrkxTm3TPaKjdQOoMU0MpOdgHRNJ1ztwlrmlEFICyeI1A3gmFggV6iJgYg0fhjU42KdARSzgrU0FTCjLT4sRRlSN9UTGvGuINaKLBkctXACLRSX3YlAZAsrVpNMThocM2Va5Q2Aruvo4URasNc1Pc0UY3BMMRn662eBqmqYzembRrFIQgbLwcfEIyqOIVp5OBDDbDZhy0g9ztMbIivfjiWp86txjYHuIEXDs+RnqjfUiz/mlwYWAHv795Jnz6MiK7nVrcXZ3LmZGUUzpE7bHexmb/9eTh9+OhaT+JtVvVUE40FOrjgZEMF7WdMyRuWMklvWfeE+Pmz+kC+M/ILcst7l2sWu3l1cPulyMiypz+g/Y//Aft6pf4crJl3B2FzhWc6uN0QC1Bk/g4w8EYQ//o1Ifjo9GVwHGmHlb2HS+TDz8r8/ua7DR78UBhpfflTYQgb7YPH3RPu/8x9K9eD9f2BsKRscLEdVwE0MROh+QNRWFnxjMpkziwlu78H9Vh0oMOyXJ2B2Wul/tYZwdR+2kdmU/GAWAJ33bUbzx8k+awS5544m7grR8/AO0KH4hhnYx+YR2NCBZ2kjisNC+a9PQDEp9L9SQ3h3H45phRR9ayq6rtN13xa0QJy8r4wj64RyYh0Bev+yE0wKZbcfh6XAIeeylGRQ9mOh7w5eV9bJ5eR9eRy6qtH9x+2o3iiF10wjY3KBmOuJKkwZYmVsyrQS2NKFZ3E9jskFFF0raiIHFtYSquwl78tjyTq5Ai2m0vvoTlR/jJIfHIO11EmsK4jr6V1YCjMo+f4xKBYTwZ29uN8+QNZJw2TzBveiA4T39lHw9ck4JuSjxVT6nt+DHlUp+vZ0zNk24r0h+l+pwVaRJXcSQrtc+D5plc5WAH1PPUVwyxaG3X03ttGjURNx6YF89nd+gNlixdvbzZqXn2f0MXOkttq6p5rqj5dx3JcvpWyccBDb/clH9DTWc8qVV+NwZqEmEmx++zUycvKY8yXROSfocbP9vcWMnX0cI5Kdhnoa6zmwdROzzj2frAIhHRzYtonAQD+zzjkfxWRC1zR2r/qInOJSRs+cDQiLypr1axg9czZ5ZcLAxNMTorvJy4RjS6W22t3kJR5V05yi2vYNkF3kkCtiNa7RUeembFyuDMhhfwyvKyw1YABfsnY8Z4jpiKcnRGaOTQZoVVPpCHQwIntE6gZPjRGIB9I02VA8hNlklslQBv8/jIBrcLAcVRquOdsm/IcLHNiSvWJtw7MwOS3YRuZgSm7H2UclPYhHp77YbBXZYALrMFEyY8q0YsqyCl02Z1B3dYAiPIgHV4WD9oiDnseKktJiB1egijnpSWxSpAYr73KG3O7osaQfcTxpf6cl62F1hvgTi/pXLZyQjxvUXRNJDRAgnjRiGDxq4QSJ/jB6VCXhEo+LdwXQIyrxzoCsu40ecENCI1rnlnOF9/ShBRNEkr7Bib4wsWYf8a6gbGwQqXWT6AkRquxFSxo+BLd1k+gJEdgqTDt0Xcf12F8IbdqMd+l7AHTW7ZdaamedaKaw6+PlHNiykVVDdNR1r71I7aZ1bHrrVXHtkQgf/fUxdq34gL2rPwagccdWNi96g1UvPs1ApyhP2bJ4IduXLuKDx1M+u8uf/BNbFr/B+tdfAkSv3SUP/Z5Pnn+KA1uFHrp/0zpW/PUvLPqfuwn5hD699pUXWPncEyz90/1yriWPVrHyxRq2J+twfX1hFv2xkiV/qpL6bu2WbpY8WsVb928nkfSeXruwjqWP7WLFc3vlXG/9YTtvP7CDvUnzFa8rxKv3bOGVezZLY40D23p45e7NvHn/dnnevZvv5YLFF/BIpfBG1nSNK5ZewVkLz2Jjh3g+bb42zn7zbM57+zzckdR7eyiJqTFu/eRWrlt+HZ7BlnruFlFP+8FdqQc2roHnz4M9b6fGNj0Or1wuXKVAND346Few/OegJmvGg32w9Faoeu2QPB8Dg4PlqNJwFauJku8fkzZmLXNS/qt0TTbr5AqcJ5anbaUWXjMVPa7J7WSzM1k7qyF11IyphQz7+byUwT+Qe+FYnCeVp5XhlNw0C9Ufk9vV1jInZT8+VjQRSGq32SdXYKvISjV1BwqunESs2ZdKzrKaKLl5NupARPoSOybkU/Tt6ZgyLLLuNveckVhLMrGPSd1lF35jMpE6t9SxLbl2Cq+ZhuaP4ZC1syVooQSWAoe0oMz94mjMuXZZXyuuazKRA26yk31abeVZ5J4/Bi2qyutyHltCoi+EtSJLvoY554wikGmR9c2KolDy4x8T2rqV3Eu+AsCw8ZOYlPROHqydnXzSabTv3c2Y2cfJa5j5hfOIRyLSU9nqcDD11DPpaaxn9DFChy+bMJHC4SPJzM0jp0ho0aOPmUPN+tVMOD71GRg1czburg654nVkZ1M0fCSBgX4KhwutvqB8OFa7g5ziEmwOsboc/F3R8JT+l1OUgb8/Qu5ggpzNjC3DTCKmYc8UnxN7pgUUsDrM8jNnGWwkYU3VwP7tXpOm6mjJhDg16UYWTTqcRUNxWULUGxIGG66Q6MSU0BJ0BbtQdVXWx3aHuvHH/QTiAdxRd5qF46Gi2dfMJ20iSa6yt5KzRp4FtR+IetqWDaKxvCMHtjwNrZsgHhI2jyCSnbQ4DDtGPK59G2x8VPxu0nkw5jTY/gLseBEqF8DMr30m28YGBp8lR8WWshZVCW7txj4mR65sE+4IkX39ZMwqkRpprN1Poi9MxsyUL3G4dgBzplUmGemqRmT/ALaROXL1qoXixNr82MfnS4000R9Gi6rYylO9YuPdQUxOa6pXrK4T7w5hLc6QuqkeV1F9sTRNVoskQNPT9FYtnBCOUkM0QS2akLW0Bp89uqahDPmSTsTjmM3mtLFwwI/DmdJRVVUjEojLsh8QJTyaqpOZk0p68vSGyMiyYk++x5qm42rxUzQ8S25Fh3wxfH3pW8p97QFApyj5udZ1nZY9/RQMc8ptZnfEzabOTZw2/DSybOLzuH9gP03eJr44+ouyNvej5o/IsGRw6vBTP7PX7GDQdZ2/VP0FX9THncffKcqNgn2w7CciSeqUZEejlk2w9gE47nqYIkxNWPcQNK6GCx4R7fxiQVh4jWhWf8VLwiqyqxre/g6MOgm+/Kf/+PMxtpQNDpajIuB6P2rG/0kbpiwr5b8U2ay9T+0i1uwjc1YxBV+fjBZT6frtZvS4Rv5lE3EeV0qkdoC+F/aCWWHYT+ZizrHhXd6Mf3Ub1nInpbcIV6nBOtys04aTd/4Y1ECM7ge2occ1im+YiX1MrpzL5LRQ9pO5mGxmeV2OqYUUXS06AvU+UUWs1S/rd1V/jJ5HdqAnNEpumYO1KEPUB7+wF2tJJiW3zEYxKXKuQY0ZoO/FvUQbvRRdOw372FzUYBzX07tAUSi5cSamTCvRVh8Dr9RgH59PweXCTD6woQP/ug5yvzRGOkQNvFVHvCtIwZWTsRZloIXi9L9ei8lhpuCKSSgWE7E2P573G8k8pliuWoM7ewnt6CH3i6PlTYv3o2YSAxHyLxqHKdOKFkngea8RS1EGOWcIU4T+9ja2vvsmU049U2qkTTu307BjC/Mu+ZrMQK5ctpR4JMzciy9DMZmIRyNsX7qY4lFjZOayr6+XPas+ZvLJp8kOQh21NfQ01DHz7C9hsYnAd2DrRlAUudpVEwn2b1hDyZhxFI8Ur2nI66G5eifjjp2HPVPsPgx0duDt6UpbcXfX12Gx2ShKnqdrOp31HgorsmRCVDyq0t8RoHR0TuoGLxAjGkpILdfg84sRcA0OlqNiz8VWngUm0uwIZX1s8qiYTaIG1qTIGliT0wpmobkOeg6bMtP9iSHlR2wa6kuMknYYbMiuq0N9iYVeN6i/QsqPWPUn62MjCaHHxjS0ZM1soj8Cmi402eSWYjyplQ4edU0nUu9Gj6lEk/Wuid4Qid4wiZ6QqKtFaKuqN0Zol0teQ3BnL6onKse0SILQ9h7iHQEi+0WpSLTJR7TOTbi6j3iy6Xlwm2gM4VvVJufyr2wlWu8hsFFsXareKP5P2ghXuQjvTTZ9qHYR2t6Db3mzfP6bF73OvrWfpNW7fvj0o+xasYyt74p62t7mRla9+DTrX3+J5uqdgEiU2vjmKyx5+PfEY6I2c9WLz7DprVf56OnHxGuj67x9369YNf8Z2eygu76OJQ/9niUP3kdPo6hl3blsCcufeISF9/xUXsMHf3mIZX95iE+eF2UliXicV3/xYxbdf4+sGe46UMsrv7ydl392G74+sZ27Y3kz7zy8M612dtnTu3n7gR1sWSK8i2ORBK/9Zguv3r2Z9trDo6Me0Wx6At6/XThGGRgchRwV+5MZ04uouPfktHKX/K+MJ/fcUSlfYrNC6S1z0GIp+0Lb8GyG/XRuWolN9mnDcUwukG3uAAq/NZWEK4w1WQNrzrJR+qM56FFVBvaMqYUUf/8YzNk2ue2be/4Y7OPz0upWi78r6l0dSWMNa3Emxd+dgR7XpAWlc24ZisWEtTRTPqe8SyeI1n1J32bFpFB0zTRirX6yThKrTfuYXHIvHAsK0u4x++Ry9EhCtvIDyLtwLMFtPdLO0uSwkHfROGKdAZxzhObrmJgnriPDIhotAFknlaN6o2TMSHlHZ585guD2HpwniKxdU44N57wyEv0RHMksXcfEAmyjcrAUZWDKEq/9lFPOoKfxANOHeCNPPfVM9m9cy/jjxAo0r2wYZeMnEguHKRktMqbLJ07BkZ1D2djxWKyDvsTTadixhRHTRJ2soiiUjZtAZ12N7LfrLCggIzsHFAVnntAvc8uGoSgmmXEMyKzlrOQK22QyYXdmEQ2HcGSJGzqz1YrJZMJksWIyW+T7MfQIoA2ajwzejGk68ZiGrkN8SHMIA8DfAx/+TPx/2UzD99jgqOSo2FIeSrTVB6qeFmAiB9xYCjNkYpOe0Ig2e0XmcjLBRw3EUD1RqQFDcjWqIBOKQPSUNTutKU1W19EC8bRm7rqqo6upBKzBMZT0L2TDg/iz4++9lol4HIs1tVORiInV9eAWM0DI58We6cRsSfpTayo+l4u80pTfcDQUIuz3pY15eroxWy1kFxTJv9/T5CN/mBN7MqkuGorT2+KnYmKe9EJ2dwcJeWOycb1BEk2DRd+B/nq4YsHnotWesaVscLAcFVvKg8RdIVxP7cL1dLW0Hwxu76HvuT30Pr5Tbvu6F9fT9+we3G8K5xxd1+l9rIrev1QR3Cm2CON9Ybof2Eb3A9tJeETZTWhXL93/s5XeIX1nPYvq6bpvC75VooWbrur0PlZJ572biDaLcpJEf5iu+zbT/dB2WX4T2uWi45cbcC9KtXrzvNdIx683Eqp2JefScD27m64/bpMlP/G+MN0Pb6dvwT5p7Riu6af7we3416c6tfhWtdLzaKXcbtYTGv2v7afvpX1oUXENCU8E1/N78K5I9QWONnpwPb+HcHJrGSCwqZP+1/aj+sQWrq7peD5owru8WV6DGojhXnxAXjsIMxH3u/Wyby9AaLcL74oW9GR5jK7rVC5byr51q1LXEAqx9d236G5IvTYDnR1UfvAukWBAjrXv38v+DWvSgm39ts101QsnJIvVSjwWpXbTekJeDxabDYvNRtDjpnHnNjRNJTMnF7PFgrurg56mBkwmswysPY31BD1u7JmZ5JWWoWkqPY31qIk4eaVlMthCclU9NlcGWwB7ppURUwrSGg/klzmNYPv3MJngsufhxrWfi2BrYPDvcFRsKQ9isplRrGZ0VUcZtMBLlvQM+hNDyo5RtsbTxRc/AIPbf1FV+hEP1seqnqT+6hnqQSz0zcHaVj2hCf00oZNwhbGPziXeF0YLJSCUQAvEMTksRJu8oOrCizhJpHYAPaaKcp6ZxWiBONFkLWe01Y+lMINog0fotL1htHACs9NKaGcvib4wwW3dZJ8itokD6zvRgnHCVS7sI3OIdwUJJzXbaLNPNEnY5SJa5yZa5ybnjBEoVhO+1e1E69zokQQZkwtEcF3SALqwr8z5wkiiTV4Ca0XvWseUAuyjcghs7CS4pZvgjh7ZrtCztIFYsw91IELRddPRogkGXt0POpizrGSdWE5T1XZWvfg0AGXjJlBQPpwti99g25K3ySoo5MYnRR/T9x75H1ytzQx0tnP2d24i5PPy5r2/QFMTmMxmJp5wCvXbt/Dug7/DbLFwwxMvkpmbx5oFz7Pro/epmDyVr//mAQDeuu9X9LU2c9LlV3HiZVcScA/w0l23kIjH+PpvHqBi0hRqN63jvT/9AWd+ATc8/gIms5nV859l5/KlTD75dC645f+wFTQ4dFS/CfYsmPSlw30lBgb/EkdVwDXn2im78zjxhZ7c4s2cUYT1x8dizrLK7dy8i8eReWyp7AurmBRKb55NYkAESABbRRbFN84Ek4I1mVGadUoF5jy71HJB9J2N7B+QQcZkN1N8/QwSfWEyj016CU/MJ/+rEzBlWGQD+pxzRmHOskqdEyD/8olE9vaTdXK5fD75X51Awh2R9pKZs0tIuMJYilOWkDlfGIliNpE5J+UdnfflsYT39Ut911qRRdZJ5WgxFcfYPAAyjikRLf9GZKMkS1OyThKab1YycCsmhaxTK4g1+chIXoOtIgv7uFzx2gxq2FMKCe9yYR/SYjBjehEJV5iMaeI8xWrGPj6PeFdQ6tpFw0fhzC/A4cwiK1+8FmXjJ6KYTJRPnCLnKhkzDldrM8WjhJZrtdvJLioiODBATrF4nbPy8jFbLGTk5GKxi8Q4Z654rpnJIyDram0Z4n1VFAXFZEJBkatRTUvebCWPALFIcpchGsHgMNO4WmxBA9y8HYomHNbLMTD4VzhqNNxYR0Ak5SRXtHpcIzEQTvMu1iLCnWmo3qoG45hsJtmbFkTdrZJhSe9LGtdkUJJjhgb7H0NNJKSuOkgsEpbBEoRGq8ZjsmUeCE3WYrOlPW6gs53ckjI5XzwSwdPbLUuBAHx9LuLRCIUVI+RYZ91+coqKZSJVPBalbU81FZOnyZIhg8PEQBP89QywZcH31wu/5UOMoeEaHCxHRcD1r23H+0FTmjey6/k9Yqv0vNHknDECLZKg+6EdaKE4Jd87BtuIbKKtPlxPV2POsVH6o2Mx2cxyLufcMvIvFXfNfS/tI1LTT8GVwp9ZiyTo/UsVWiRByQ9mYSlwEG310ff8XuyjsmWv2COV8L5+Qrtc5HxhpFy9+9d3oLoj5J43WmzLxzV8K1sw5zvImieyeBMDEQIbO8k8pjitBOtwE49F6a6vo3ziZNn1J+z3EXAP/E1Q7cVitaWtdr293TjzC2Vyla5pBD1uGWQB1EQcNR6XK2KDI4REFBQTHKZevEbANThYjoqkqUFPYelBTNJzmFQNrJ7QpA/xYI9Y1RsVP/ti8tx4dzDtCMk+sDrEO0XCjuqLkegLowXiJJL1rrFmH3okQaTeI3rSHsF43mskvMuFf43QYROeCN73Ggls6CS0uw8QtbP+1e14FtfLZCnvh80E1nekJXodCSx/4k8s/M3PWPn8U4DINF7wk1t56c6bqdu8HhA1vc/dcgPP/+hG6Y28a8Uynv3hd1j0+18PmesRnv7+NWxJ9taNRyO8+OMf8OQN35L1uwaHCF2HPYugc+ff/73FftiCrYHBv8NRoeFmnzkC24jsNG1V1Kj6ZM9Xc5aNku8fgxqMk5Ecy5xRDFcJrXRQD827cCy2EdlpvWILr5lGtNGLc67QCq0lmRRcOQktrGKfkAeA84Rh6HFNtNYzH9n3MVknDBPJTckOPuZsO46phaieCPakvmsfnYOlWJRSmZxiC94xuYBIrRvH1ML/a+rDy+BmjQ6JuEhwi0fFzUIsEkZTE8QjqfKggHsg7Qii3AfA2yMaLsQjEXx9vWiqire3m9Kx4w/JUzEAqhfC4hvAkgF31osEKQODzzGf6y1lPaGJTN0hmqwWU1EU0jXZmIpiNaVrsqqeylY2+Fzz97aUfX29eHt7ZNN4EGVENkeGNNFQEwnqt21i2PhJ5BSLmw9/fx/N1ZVMnHeK1Gnb9u0m0N/H5FPOMDT7Q0nzBnjpYtEs/gebwWL75+ccQowtZYOD5XMdcHse20m8M0DhVVNERmx/mJ7HdqJYTJTeNgdzlo3w3j76X6nBPi6P4uvFl693eRP+1e3kXjCW7FMr0HWdvmd3E+sIUHz9DGwjskm4I7ie2Y3ZaaX4hhlpAfxoQQsn8K9rxz4mF0cyuzjuChHe5SLzuFIsecIoJNriI9ETIvPY0iP+JiXocWPLzMRqSzUTCPm8ZOakjFB0TSMRi2F1ONLGgLRGBQZHAMF+sDnB6vjnjz3EGAHX4GD53H676LqO6o6I7cNkXazqj6FHVLRgXPoSx7uCoKX0VxB1qACxFqHl6XGNaJMPPaJKw4x4RwB1IEKszY/qjR3Kp3bI8K9rx/9JG/0v18gx99sH8H3cimep8P/V4xp9z+7GvegAwW3dh+tS/yVadlfx9PevYcFdt6Cpwlhj/esLePK7V7H6pZRn85u//QV/+fbXaKzcBoiGBX+9+ds8/YNr5fZy+749PHrN5Sy6/55D/jz+2wnGg2zt2kpCS4CzUARbfw/07P3nJxsYHMF8bjVcRVEovnEm8a6g9Pa1j86l8FtTkj7ESf/f04ZjyrCk+RnnXzaRcLULZ7JO1mQzU3j1VOJdQZzHC5chx9RCcr44GnOWVdbOHm3Yx+YS2NCZVgtsH5tLrMWXssY0K1iKM4j3hLAUH9mvg7+/D13TCAz0oyYNMQY6RKOF/o52+bje5kY0VcXV2szYOcfj63MR6BfJYt7eHrLyC+g8sJ94JEzrnl2fattn8J/l9tW3s6FzA9+a+i3uOv4uiIXgyZMg1AffeBMmnnu4L9HA4N/icxtwAaylzrQ6W0CaLAxispnJOrki/byiDKxnjUwby5hcQMaQwKOYFHLOHMHRjGN8PhW/OSltLPfc0eScM0pqlYpJoeSm2egJTdY4H6lMO/0LWO0O8oeVyy3ls797E6NmzmLccSfIx132i9/S1VDHjDPFF3fZuAmcf/PtaJpGxSRhtjH7ixeiqao04TA4dAz27zUrg583HbRkswctfnguysDgM+BzreEeKjwfNBJt9FJw+USspU60mIp7YS0oCgVXTESxmon3hvAsacAxqUB24Qnv6yewuYucs0ZIB6sjgbgrRLTJS+asEtlgIdrkRY+pMjtb13Ui+wewFGbIWl09rhI54ME+Nld2VzIw+KwJxUPUumuZWTQTsykZdD2tYlt5xPGH9+KGcCR/ZxkcmRjfmv8EXdcJrOsAHcK7+7CWOom1+QnvEb1eYyeVYx+TS3B7D9F6D7FWnwy4vk9aibcH8JuVIyrg9s/fR6IvTKIvQt75Y0j0hXH9tRp0KL5xJvYxuYQqe3G/WYdiN1P+qxNQLCbc7zYQ2t6DY3IBRddOO9xPw+Aooy/ch67rFGcWM7tkNgDdwW7y7Hk48kaKbGUDg88xxl7ZP0FRFPIuHk/GMcU45wp91z4qB+fcMpzzyrCNFI5LzuNKsU/II+fc0fLc7FMqsI3MJuvE8sNx6f8ng1qsNXlUHGZMmRbRFzhZj2xyWkEZPIrt5cEt5cHGEAYGnxUdgQ7OX3Q+5y86n1af6Ly1smUl5751Lle+f+VhvjoDg88GY4X7L5B1wjCyTkg1KVcsJmn7OIi1JFOWHQ2SOauEzFklHGkUfmuq7DQEwhSk7M7j0VVdjmVMLqDszuMxOS2yFCj3grFkHluKtdSwODT4bIkkIkTVKLquE04I97aeUA86Or2hXjRdk9qugcHnFSPgHgTx7iC+VW0455SkOVF9Xog2e1FsZmzlWZidVnRNtAe0DnNizhKmAlo0QbxTdPOxFIjaR9UfQwsnsJZkYisXbj+JgQiK3SwDtIHB/4dxeeNY8KUFaLrGpIJJAHx98tcpyihifP54I9gaHBUYAfcg8K1qI7zLRbwrSNnnLOBGW3y4nqoGs0LZHcdhyXfgX9uOb3kzltJMyn50LAD9L+0j2uAl+8wR5H5xNFo0Qc8jO9DCCYqun4FjfJ6Y6+ldmDIsYhVsJFAZ/D/wRr1k27KZWTxTjoUTYTIsGZw72igBMjh6MG4bD4LMOSVYSjLJmld2uC/loFGsJjArKBYTikW87X97TGMwd10TNpjoyKYMeiQBGmhRDT1xZDdqMDiyeavuLU55/RTuWHOHHLtrzV3Me2UeSxuWHsYrMzD47DGWJgdBxqQC2fjg84atPIuyO49DMZuk93T2KRWiScEQY4/Cq6cS7whiGy3KHEwZFkp/OBs1GMeeNA9xTCqg6LszMDutcivawODfocHTkHYE2Nu/Fx2dff37+PK4Lx+uSzMw+Mwx6nD/C9GiCVRPNM00RA0I+8qhAVT1xUT28pAVsBqIGUHW4DMjFA/xXuN7zC2by+jc0QDUuevY3LmZSydcSpbtyO0QZHxnGRwsRsD9L6T7kR0kekLkXzYR53GlounDnyrBpFD6ozlY8hyEql0MvLYfa0UWpTeLmkjP0gYCGzrJPmsEuUPKnwwM/hkJLYHFdHRtqBnfWQYHi6Hh/heiR4SxvxZJJI8qekJDj6noUfE71RMFHVR3VJ4Xd4lyjURv6BBfscHnmSeqnmD2gtk8u/tZOfa9Fd9j3ivzqOypBKA/3M+XF3+ZS969BF/Md7gu1cDgP8rRdctp8C9R/P1jSPQEsU8ULflsFVkU3zATTEqq6cPJFZhzbFjLU1t6BZdNILxvgIzpR2gDeoMjkqreqrRjQkuwtXsrcS1OtauaOaVzaPQ20uxrBqDN18a0IsPJzODow9hSNjAw+I/S7m9nefNyLhhzAcOyhIHMxo6N7O3fyzenfpMMSwa6rrNg3wKsZitXTv58OEsZ31kGB4sRcA3+IVpUxfX0LrRQguLvHYMlz/7PTzIw+C/A+M4yOFgMDdfgH6J6o8Q7g6ieKPHu4OG+HAMDA4PPLYaGa/APsZZkkv/VCWjhBI6k5mtgYGBgcPAYAdfgn+I8/vPnrGVgYGBwpGFsKRsYGBgYGBwCjIBrYGBwyHm08lFuW3Ub/eH+w30pBgaHDCPgGhgYHFIGIgM8s/sZVrau5OOWjw/35RgYHDIMDdfAwOCQUuAo4OqpV9PobeSskWcd7ssxMDhkGAHXwMDgkHPn8Xce7kswMDjkGFvKBgYGBgYGhwAj4BoYGBgYGBwCjIBrYGBgYGBwCDACroGBgYGBwSHACLgGBgYGBgaHACPgGhgYGBgYHAKMgGtgYGBgYHAIMAKugYGBgYHBIcAIuAYGBgYGBocAI+AaGBgYGBgcAoyAa2BgYGBgcAgwAq6BgYGBgcEh4IhpXqDrOgA+n+8wX4mBgYHBP2fwu2rwu8vA4J9xxARcv98PwIgRIw7zlRgYGBj86/j9fnJzcw/3ZRh8DlD0I+T2TNM0Ojs7yc7ORlGUw305BgYGBv8QXdfx+/2Ul5djMhnqnME/54gJuAYGBgYGBkczxm2ZgYGBgYHBIcAIuAYGBgYGBocAI+AaGBgYGBgcAoyAa2BgYGBgcAgwAq6BgYGBgcEhwAi4BgYGBgYGhwAj4BoYGBgYGBwCjIBrYGBgYGBwCDACrsF/Bddeey1f+cpXPrP5XnzxRfLy8j6z+QwMDI5+jhgvZQOD/yR//vOfDZN5AwODw4oRcA3+KzDM5Q0MDA43xpaywRGBy+WirKyM3//+93Jsy5Yt2Gw2Pvroo3947j333MOsWbN4+umnGTFiBJmZmVx++eV4PB75mKFbyv/K34rFYtx1111UVFTgdDqZN28eq1ev/syer4GBwX8fRsA1OCIoLi7m+eef55577mH79u0EAgG++c1v8oMf/IBzzz33n55fX1/PwoULWbp0KcuXL6eqqoqbbrrp3/5b1113HRs2bOD111+nurqayy+/nPPOO48DBw58ps/bwMDgvwdjS9ngiOH888/nu9/9LldddRXHH388DoeD+++//186NxKJMH/+fIYPHw7AY489xgUXXMBDDz1EWVnZQf2thoYGXnvtNdrb2ykvLwfgjjvuYPny5bzwwgtpK2MDAwODfxUj4BocUTz44INMnz6dhQsXsn37dhwOx7903siRI2WwBTjxxBPRNI3a2tq/G3D/0d+qrKxE13UmTpyY9vhoNEphYeG/+cwMDAz+2zECrsERRWNjI52dnWiaRktLCzNnzvy35lEUJe14MH9L0zTMZjM7duzAbDannZOVlfVvXY+BgYGBEXANjhhisRhXXXUVX/va15g8eTLXX389u3fvprS09J+e29raSmdnp9wC3rRpEyaT6VOr1H/lb82ePRtVVent7eXUU0/9TJ+jgYHBfy9G0pTBEcMvfvELvF4vjz76KHfddRdTpkzh+uuv/5fOdTgcXHPNNezatYt169Zxyy23cMUVV/yf28n/6G9NnDiRq666iquvvppFixbR1NTEtm3b+MMf/sAHH3zwmT1fAwOD/y6MgGtwRLB69Wr+9Kc/sWDBAnJycjCZTCxYsID169fz5JNP/tPzx48fz6WXXsr555/Pueeey/Tp03niiSf+7b/1wgsvcPXVV3P77bczadIkLrroIrZs2cKIESM+0+dtYGDw34OiG/Y7Bp9z7rnnHt555x2qqqoO96UYGBgY/J8YK1wDAwMDA4NDgJE0ZXDEM23aNFpaWv7u755++ulDfDUGBgYG/x7GlrLBEU9LSwvxePzv/q60tJTs7OxDfEUGBgYGB48RcA0MDAwMDA4BhoZrYGBgYGBwCDACroGBgYGBwSHACLgGBgYGBgaHACPgGhgYGBgYHAKMgGtgYGBgYHAIMAKugYGBgYHBIcAIuAYGBgYGBocAI+AaGBgYGBgcAv4XZWvB2kOXi+8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "title = \"stGCL: ARI={:.2}\".format(ARI)\n", "ax = sc.pl.scatter(adata, alpha=1, x=\"y_pixel\", y=\"x_pixel\", color=\"stGCL_refined\", legend_fontsize=12, show=False,title=title,\n", " size=50000 / adata.shape[0])\n", "ax.set_aspect('equal', 'box')\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "ax.axes.invert_yaxis()\n", "plt.xlabel('x_pixel')\n", "plt.ylabel('y_pixel')" ] }, { "cell_type": "code", "execution_count": null, "id": "c3cb1f40", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 5 }