{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SPACEc: ML-enabled cell type annotation - STELLAR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After preprocessing the single-cell data, the next step is to assign cell types. Alternatively to the SVM (see notebook 3_cell_annotation_ml) model we included a wrapper for STELLAR, that allows to use the model in a more user-friendly way. Further information about STELLAR can be found here: http://snap.stanford.edu/stellar/" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root: * TissUUmaps version: 3.1.1.6\n", "/home/tim/miniforge3/envs/spacec/lib/python3.9/site-packages/numba/np/ufunc/parallel.py:371: NumbaWarning: The TBB threading layer requires TBB version 2021 update 6 or later i.e., TBB_INTERFACE_VERSION >= 12060. Found TBB_INTERFACE_VERSION = 12050. The TBB threading layer is disabled.\n", " warnings.warn(problem)\n", "/home/tim/miniforge3/envs/spacec/lib/python3.9/site-packages/cudf/utils/gpu_utils.py:89: UserWarning: A GPU with NVIDIA Volta™ (Compute Capability 7.0) or newer architecture is required.\n", "Detected GPU 0: NVIDIA GeForce GTX 1070\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000\u0000 \n", "Detected Compute Capability: 6.1\n", " warnings.warn(\n" ] } ], "source": [ "# import spacec first\n", "import spacec as sp\n", "\n", "#import standard packages\n", "import os\n", "from pathlib import Path\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import scanpy as sc\n", "import seaborn as sns\n", "import sys\n", "import os\n", "from git import Repo\n", "import anndata\n", "\n", "# silencing warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "sc.settings.set_figure_params(dpi=80, facecolor='white')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Specify the path to the data\n", "root_path = \"/home/user/path/SPACEc/\" # inset your own path\n", "data_path = root_path + 'example_data/raw/' # where the data is stored\n", "\n", "# where you want to store the output\n", "output_dir = root_path + 'example_data/output/'\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# STELLAR path\n", "STELLAR_path = Path(root_path + 'example_data/STELLAR/')\n", "\n", "# Test if the path exists, if not create it\n", "if not STELLAR_path.exists():\n", " STELLAR_path.mkdir(exist_ok=True, parents=True)\n", " repo_url = 'https://github.com/snap-stanford/stellar.git'\n", " Repo.clone_from(repo_url, STELLAR_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Explanation\n", "Annotated tonsil data is used as training & test data.
\n", "Tonsillitis data is used as validation data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Load training data\n", "adata = sc.read(output_dir + \"adata_nn_demo_annotated.h5ad\")\n", "adata_train = adata[adata.obs['condition'] == 'tonsil']\n", "adata_val = adata[adata.obs['condition'] == 'tonsillitis']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "np.isnan(adata_train.X).sum()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# downsample the data for demonstration purposes\n", "adata_train = adata_train[0:1000, :]\n", "adata_val = adata_val[0:1000, :]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preparing input data\n", "Building dataset\n", "Running STELLAR\n", "WARNING: You’re trying to run this on 58 dimensions of `.X`, if you really want this, set `use_rep='X'`.\n", " Falling back to preprocessing with `sc.pp.pca` and default params.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 2.237149\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.928735\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.684190\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.572017\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.502303\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.448647\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.406881\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.371281\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.346250\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.323699\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.302637\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.286958\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.273654\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.258830\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.251026\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.244413\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.237930\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.232046\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.233523\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.221670\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.093954\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.896790\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.284005\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.209281\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.157147\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.157361\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.068299\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.099013\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.043633\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.081980\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.055788\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.059038\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.043263\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.047102\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.044601\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.001311\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.003115\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.033478\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.029879\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.025037\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.063846\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.000488\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.000435\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.096257\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.007849\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing 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partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.111071\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.067288\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.008144\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.041159\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.026449\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.088483\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.077746\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.063356\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.043450\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.019570\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.033152\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.043104\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.021286\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.047572\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.043748\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.000301\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: 0.031850\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.062338\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.038398\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.057324\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Computing METIS partitioning...\n", "Done!\n", "Computing METIS partitioning...\n", "Done!\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss: -0.090590\n" ] } ], "source": [ "adata_new = sp.tl.adata_stellar(adata_train, \n", " adata_val, \n", " celltype_col = \"cell_type\", \n", " x_col = 'x', \n", " y_col = 'y', \n", " sample_rate = 0.5, \n", " distance_thres = 50,\n", " STELLAR_path = STELLAR_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect the results" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DAPIxyarearegion_numunique_regionconditionleiden_1leiden_1_subclustercell_type_coarsecell_type_coarse_subclustercell_type_coarse_fcell_type_coarse_f_subclustercell_typestellar_pred
0105.9931971472.2380954.986395147.01reg002tonsillitis1010VesselVesselVesselVesselVessel12
1123.6776861322.8512405.359504242.01reg002tonsillitis1515M2 MacrophageM2 MacrophageM2 MacrophageM2 MacrophageM2 Macrophage12
2107.2031251506.2265625.710938256.01reg002tonsillitis1010VesselVesselVesselVesselVessel12
4148.7025321303.7025329.006329158.01reg002tonsillitis1717,2reclusterrecluster,9reclusterrecluster,14CD4+ T cell11
5148.9811321485.9119508.899371159.01reg002tonsillitis1010VesselVesselVesselVesselVessel12
................................................
103427.3187071679.764434264.575058433.01reg002tonsillitis2121Epithelial cellEpithelial cellEpithelial cellEpithelial cellEpithelial cell10
103576.6328121731.346354264.697917384.01reg002tonsillitis1212,3DCDCDCDCDC11
103697.3251231899.123153265.847291203.01reg002tonsillitis33,1DCDCDCDCDC11
103784.2310921957.092437265.638655238.01reg002tonsillitis44CD4+ T cellCD4+ T cellCD4+ T cellCD4+ T cellCD4+ T cell11
103891.1806452151.245161266.135484155.01reg002tonsillitis00,0B cellB cellB cellB cellB cell11
\n", "

1000 rows × 15 columns

\n", "
" ], "text/plain": [ " DAPI x y area region_num unique_region \\\n", "0 105.993197 1472.238095 4.986395 147.0 1 reg002 \n", "1 123.677686 1322.851240 5.359504 242.0 1 reg002 \n", "2 107.203125 1506.226562 5.710938 256.0 1 reg002 \n", "4 148.702532 1303.702532 9.006329 158.0 1 reg002 \n", "5 148.981132 1485.911950 8.899371 159.0 1 reg002 \n", "... ... ... ... ... ... ... \n", "1034 27.318707 1679.764434 264.575058 433.0 1 reg002 \n", "1035 76.632812 1731.346354 264.697917 384.0 1 reg002 \n", "1036 97.325123 1899.123153 265.847291 203.0 1 reg002 \n", "1037 84.231092 1957.092437 265.638655 238.0 1 reg002 \n", "1038 91.180645 2151.245161 266.135484 155.0 1 reg002 \n", "\n", " condition leiden_1 leiden_1_subcluster cell_type_coarse \\\n", "0 tonsillitis 10 10 Vessel \n", "1 tonsillitis 15 15 M2 Macrophage \n", "2 tonsillitis 10 10 Vessel \n", "4 tonsillitis 17 17,2 recluster \n", "5 tonsillitis 10 10 Vessel \n", "... ... ... ... ... \n", "1034 tonsillitis 21 21 Epithelial cell \n", "1035 tonsillitis 12 12,3 DC \n", "1036 tonsillitis 3 3,1 DC \n", "1037 tonsillitis 4 4 CD4+ T cell \n", "1038 tonsillitis 0 0,0 B cell \n", "\n", " cell_type_coarse_subcluster cell_type_coarse_f \\\n", "0 Vessel Vessel \n", "1 M2 Macrophage M2 Macrophage \n", "2 Vessel Vessel \n", "4 recluster,9 recluster \n", "5 Vessel Vessel \n", "... ... ... \n", "1034 Epithelial cell Epithelial cell \n", "1035 DC DC \n", "1036 DC DC \n", "1037 CD4+ T cell CD4+ T cell \n", "1038 B cell B cell \n", "\n", " cell_type_coarse_f_subcluster cell_type stellar_pred \n", "0 Vessel Vessel 12 \n", "1 M2 Macrophage M2 Macrophage 12 \n", "2 Vessel Vessel 12 \n", "4 recluster,14 CD4+ T cell 11 \n", "5 Vessel Vessel 12 \n", "... ... ... ... \n", "1034 Epithelial cell Epithelial cell 10 \n", "1035 DC DC 11 \n", "1036 DC DC 11 \n", "1037 CD4+ T cell CD4+ T cell 11 \n", "1038 B cell B cell 11 \n", "\n", "[1000 rows x 15 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_new.obs" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 296, "width": 349 } }, "output_type": "display_data" } ], "source": [ "sc.pl.umap(adata_new, color = 'stellar_pred')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: dendrogram data not found (using key=dendrogram_stellar_pred). Running `sc.tl.dendrogram` with default parameters. For fine tuning it is recommended to run `sc.tl.dendrogram` independently.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 245, "width": 1103 } }, "output_type": "display_data" } ], "source": [ "marker_list = [\n", " 'FoxP3', 'HLA-DR', 'EGFR', 'CD206', 'BCL2', 'panCK', 'CD11b', 'CD56', 'CD163', 'CD21', 'CD8', \n", " 'Vimentin', 'CCR7', 'CD57', 'CD34', 'CD31', 'CXCR5', 'CD3', 'CD38', 'LAG3', 'CD25', 'CD16', 'CLEC9A', 'CD11c', \n", " 'CD68', 'aSMA', 'CD20', 'CD4','Podoplanin', 'CD15', 'betaCatenin', 'PAX5', \n", " 'MCT', 'CD138', 'GranzymeB', 'IDO-1', 'CD45', 'CollagenIV', 'Arginase-1']\n", "\n", "sc.pl.dotplot(adata_new, marker_list, 'stellar_pred', dendrogram = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Single-cell visualzation" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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PNH6T+KP4W0T20tLSmDp1KlVVVQD07NmTSZMm4e/vT0lJCRs2bGDv3r1UVlZy66238sMPP9C7d2+7fZw/f976/+OPP/6Lwi86Orrd47j55pupqalBJpNxww03MGLECAwGA5s2bWLz5s0UFxdz6623sn37diIiIv6As/8foq+D7KNQmgpuIRDcBxzdfnEzs8WMDBkymazd5y0WC4V1FWgUatw02j/scNMrCsisLsbXyY0Y9wCUcsUftu+/GkW1lRzMT+ZiWQ5dfCLo4x+Lq8Mfd60l2sdiNmOurUXu7HzV+/9/fjzV1chdXJDJbSXdFY21FNdV4u3kitv/l/uisRqq8sDRA5z/uGyIX8RshoJzUH4FXIPBryMo1f/ZPhuqoToPnDxB6/XHHOd/GYPJTKPBhLNG1e7z5bWN5FTU46FVE+jm9Ms7bBC/z2h0v7hqdYOB3Ip63J3U+Oo0v+Ww/39SlQcF50GhBN+Of9z9XF8JxcninvWJAyf3P2a/1xrlGZB7EiwWCOgKnn+xsZeExC/wt4jsTZkyhZ07dwLwxBNP8NRTT7VZ5+OPP+bZZ58FIDY2lv3796NQ2Ab/b731Fq+99hoAp06dIjQ09Dcfx6RJk9i7dy8An376KTfddJPd84sXL+aJJ54AYPTo0axYseI3v0Zr/qczQ6dXwPd32x4P+yeNfeeTX1eOVuWIt5P9j7jeZOBAbjJLk3birnHm1rihdPONtFuntL6KFSl7+eL8drwcXfhH72kMCkr4jwfGxwpSuWvbR9Qb9chlMt4cOJsRIV04lJ/CurRDhLh4MSGyF3GewZjMZhpMerSqtoOKOkMj6RUFIIMINz+clA52z+fXlLEz+ywnCy8zIDCeQUGJeDq62G1fbajHS6NDIf9z/JIMZhNvHl3D18m7rcue6zONW+KG/CnH0x6VjbXUGfT4OLn+puuUVVXM2eIrmCwWOnqHEuHq97PrlzXUYDKb29yr/w0a069Q9vUyavftx2XUSNynT0cdHPyH7DuzqojUsjxcHByJ9wxGpxaDbX2uyGxQBwa02UafmUnZNyuo2b4N7eDBeMyciUN4OBdKMnl63xJSK/KJdvPn9YGzSPRq//vPYDZxrjiDK5WF+Gnd6ewdhrPa8T87GZMBStJAXwte0WICqSgZNj4GmfvBNQQmfwph/X/f/s0mKLssBsQekaBsX7xYSd0M394stgO4YRF0uunnt/k5CpNgw0OQfQTcw8W5hPT5/fv7H3Aht5JF+9I5k1PJ9J7BTO4aiE8L0ZWUV8VDK0+RWliDu5OKBdO7MjBGCJhGo7huDsqm31dDI1zcBLteAZkChj0LMWOuKqDTCqt5Zt05jmWU4+3swDvTOjMw+n8o9v9oyq7At7dA0QXxOGokXP8huPz8d9UvUlMIPz0FF9ba9jvxfXANtF/PZITc41B4HrQ+ENIbnH3/s9f+k9CbDKSW51FSX0WYzpcw11/hVVCeCd/cBMUp4rFrCMxcB15R/92D/RVIkT2JP4prXuxlZWXRpUsXAHr37s1PP/101XVvvfVWNm3aBMD69esZMGCA9bnZs2ezfv16XFxcyMjI+M1i49SpUwwfPhyAcePG8fXXX7e73qxZs/jxxx8B2Lt3L4mJib/pdVrzP/uyqCuDzwZDRZZtmVLDzusWc++JTfg4uvLKgFsZFGQ7n0N5Kdy+5X3rY0elmlUTniTaPYCS+io0CjU7ss/w5N6vrOuo5Aq+u+5pYtxb/WD9BuqNjczd+hHHC9Osy1zUjiwYepfd8fg4uvHxiLv5NmUvJ4ouMymqD5Mi++CrdQOgpL6Kfx9byw+XjwAwJbofj3SfhEeTmDOYDLx4aCVr0g5Y9/lY98nc2WkUAOeKM3nr+FoulGZxfWRvbk8cQZDLb5/Vt1gsnC3O4FxpBs5KR7r7RhKs+/nBz8WyHFLLc3F10OLn5M7k9a9hspitz/tp3fn+umdw0zi32bZGX8+xgjTOl2YSrvOjt38M3k6uv/m4fy1H8i/y8qFvyaop4eYOg5kVPxx/51+eoc6uLmHulgVkVBcD4OPoypdjHiLSre0gSm8ysjPrDG8e+44Go4H5XScwMbIXLr9SqGRVFaM3GQlx8UL9S2IBMDc0kPvIo9Q0TUIBuN08A79//AOZQoHZYkYu+33iP6k0mzu2vE9Foyjqn9FhEI/FjaHh+x8ofn8ByGT4PPgArlOmoNCKKJ3FYCD/+eepXLvOuh+XMWNwe+0l5u1ayImiy9bl3Xwi+Gzk/e2KuO2Zp5m/8zMsiJ+VR7pPYm78UGQFZ6D0CriHgH8XaGfipF0M9XD0M9jxohBXof3h+o9h/ztwcoltPZcAuGs3uPzCINVsBotZRFBARJOOfgZ73hD77zUXBj5+9chKfQV8PhJKUm3LHN3hnkOg87cuKm+o4XD+Rc4WXyHOM5h+AR3wcmznM2I0wA/3wLnVtmXuYXDnjj81wpdWnsvenAtU6esZGJRAN58I6/1YWtPI1E8PkV5iM43454Q47hggoiEGk5nHV5/h+9O2kgkvZzXr7+/PxYIaPt59GYvFwr1DoxgU7YUy+yB8Nd7+AG7fDKF92xyXxWLh+fUXWHoo07rMQ6tmw/wBBLg5YjSZOZtTSWphNb6uGrqFuOHq+B9GXQEqc6AyW9xn7j8z0Vt2BfJOgUwOgd1Ehssv0XqSFGDGtxA79j875pRN8O0M+2VTl0DCJPtll3bA8inicwHQdSaM/Reof0U09v8RFouF1akHeP7gN1iwoFVpWDxqPl192onS1VdC/mmoLwdDA3w/z/75SZ9ClxbXzqiHjH1wfq34nMdfLyL6/2UksSfxR3HNp3HubDGYmjZt2s+uO3nyZKvYO378uJ3Yu3BBzLrFxcX9rqjS2rVrrf/PmTPnquvNmzfPKvbWrVv3H4u9/xkyOchbDXLlSlIrCgAoqq/koV2LWXf9M4TqxGzbuZJMu9XrjXoulueyK+ssX17YQaJXKH5a+0G9wWwit6aMGPdALAYDMtUvD6xbYzCZKKgtt1tWo28gu6rYbllRfQW7s8+xJu0gAO+e+AGAeZ3GAHCqKN0q9ADWpB1keEhnhoaIFN/c2nLWXjpot8+lSTu5IaYvFouFR/YsJru6BIDlKXtwdXDigW7X/ebzOVl0mdmb38PQFGlI9Azh0xH34XWV6NTJwsvcseV9GkwGAF7oOwNnlYZKfZ11HS+NDpW8/a+HzRknefaAbbLi1rghPNlrCqr/QhpsdlUx9+34lBpDAwBfXdhBoLMnM+OH/uK250syrUIPxD14tvgKYTofjhWk8dOV4+gctIwJ64bRbOSh3Yut6750+FsCnD0YEvzzP+iNRj1rLx3mzaNraDQZuTG6L/O7TsC3xX1rKCykIeUiMpUSTVwcSnd3jEVFdkIPoOrHDahun8mq0mR2Z59jdFhXxoX3wN/56qZRzdcouSwHR6WaRM9QtmWesgo9gBUpe5nX4E35G29alxW+/gbqqCic+4tomLG0lKqNm+z2W71lCzz5EGeKr9gtP1OcQZW+Hmd9DeSdFOmUfonUuobxwakNVqEH8OHpDYxxcSVk6RiRIgUw6RPocnO751LZWEtKWQ51hkZiPAIJrLgC2/5pWyHzAOSfgSt77TeszoPaYiH2jHoxS99YLWbnm6MUWYfh8Mci4tHnPogeKQbmO1+27efIQggbCHET27/YZgM0VNov09eCSW+36IfLh3nj6HfWx3MSR/JI90lto9L6KsjYb7+sPANqS36X2CuobCC7rA4vFwfCvX5fum1OdQl3bv2QwroKABaf28rSsQ/T3VdEOrLL6+yEHsB3J3O5tU8oaqWCer2JE1n2368lNXrSS2q5Y8kx620wZ8kxVs/rS4+WwrmZ0rR2xV6Dwcyhy6V2y8pq9ZTWNhLg5si+tBLmLDmGuek17h8ayUMjYlAqfuXESV25iLBZzOATL96DrCOw8mbxnmjc4KZlEDGo7bYlabDsBqhsmvD07QgzVoDbL0TrDXVtl9WWwI6XQamBmFHg3/nXHX9LGqvaLmuogJoiKEsX6c+ekXD4E5vQAzi1TEx6+HcWn6WCc1CVI6LevglwtfGPySDu5Qvfi8mS/7Ygqi6AlA1w8SeIGEpW1FheO7LK+v1Ta2hg8bmtvDd0rv1vk74Odr8GRz4Vj/s/2HbfLa8HiO+dr2+wPT71NczZ+uvEvITE/wP+Fn324uLi0Ol0REX9fFjezc3N+n9LA5Xa2lquXBEDnoSEhN91DPv3ix90BwcH+vS5eopOjx49cHISM2rbt2//Xa/1p+DoBiNesPshKOr/MMtybdGzOmMjxXW2gVJrIQdidu6dkz9Q3ljDwbxkXFvNLqrkCvzMKgpef4OMadMpW/Y1hpKSqx5WcX0lKy/uY962j/j83FZyqkrQOThxR6K9Cc8N0X3bjaTUG+0Hcd+nHaa2SXhUNNS0Wb+8aVlFYy0GkxF3B/vIWKCLJxqFmoLaCqvQa2ZzxinqDI3tnkdRXSW51aWYW/8IAbuzz1uFHsD50iwulue2ux+A7y8dtgo9gHdO/MDjPW9Ahnjv1Aolj/SYhFbdNvpS1VjHZ2e32C1bkbKXnBaiqqSuiv25SRzITaK0vvqqx/FrkgryasusQq+ZvTm2+tkrlYV8cW47LxxcwZ7s8zQYDa130YZTRencsfV9VqbuZ9G5Ldyx5X3SKvLbrJdZVfSL+0ouy+HFQytoMBmwYGFN2kEOF9gGr/rMTLLvnEvOvHlk3zGH/Gf+gaGkBLlOh7pVXa+mUyfW5Z9jwakfOVuSwb+Pr2Np0q523/NmUstyuXnT2zyw6zPmbvuQd05+b70HW2LOa3t+hlxb5EWu06FpVYesiY/H09mNUWHd7JaPCuuKl1wGPz0p0p++mwOLR2Ipv9LmWC0WsGQdtgk9gC3PQGWeqO898hmcXQUVWVTr63nz6HfM2vwe9+z4hFs2vUVdVdvjpvA8JN5ov8y3o0hPMzTCkU/gs0Hw1ThYcj0UpUDRRTFYS/pBiL5VMyHzINQUtN1/dTvLKnMg9xRYZDDwMfvn+j0AChXkHIeqfErqq1h0dqvdKkuTdpJXW9Z2vxp3SLjBfllQL9D99syF09nlTPxwP1MXHmL8gn1sTy78zfsASCnPtQo9AJPFzLEC2/e4p1aNTmM/EdQnwhN1U1qmzlHF1O72Aqd7iBu1DUa728BigbSiGlH32BpdULvH5qhWMLmr/bWJ9nEmyM2RRoOJj3Zdsgo9gE/2pJNR2r5tfVJJFitT9vHj5aPkVJdAdSH8cJ+IMi6ZCKtvF5G6Lc8I8QVCLP34ANSWtt1h9jGb0AMoPCfqwMxmce+c+RbSd7cVYQHdhKhrxskLipJg31sitXXp9VDcjiBujcUijrckVQgv30RQtfj9VKhF1PiLMfDFaFg4ANK2ieUtkclEOi3A+TWweBisug0WDYH0XVd//cxD8PVkOPkV7P03fH2jSJFsickAVfkimtYSs1mI5bzTttrNXzrXY5/Dxkfh0nbY+g/q88/Y/a4B5FaXYmz6bawzNJJTXYKxMMkm9EBM1rS4By1abwo9ovj+0mHOFKWL7S+1GotV54vvFQmJvwjXfGRv9uzZzJ49+1etm5Ji+/C2bMGQlJSE2SwGMfHx8QBUVVVx4cIFampq8PHxISEhAaWy/ctpNpu5ePEiAOHh4Tg6Xj01TK1WExERwfnz50lOTsZkMtnVDv6/JmYM3LEFSi+DaxCnjQpK020RIA+NC4HOntbHPX2jGBnahW2Zp5HLZNzTeSyXKmwDUJPFzOXKAuYkjmR58m48NTqe7TUFx1ffpbyp9rEhKQmLyYjnVd7j71IP8t7J9QDsyTnPxfJcXul3K+MjeuCuceZofipxnsEMDIyn3qQn3jOYpNJs5DIZD3SZyL7cC3b76+oTiabpxzHWIxClTI6xaYCrkiuI8QjkeEEa/zz4DYW1FTzYbSL/Pr4Og9mIVqXhke6TcFI54O2ow8fRlaJ6m/gdHJRASX0VJzMvYzab6egdRrirL9syT/Py4ZVU6+u5PWE4t8UPs4vaObVT26JqSlPLrCpiU/px9uclMSasO2PDulNvtBeUVfo6ot0DWDPxKQpqywlx8SbaI4DyhhqyqopxddBaax9UcgXuDs5ktRB3GqUadVNUN7+mjMf2fGFN++vtF8Obg2Zbhb3FYuFYQRrLknZhMJuYGT+UPv6xV63D89d6oFVprAIbYECgmHApq6/m0T2fk1SaDcC3F/fy8fC7GRYiZsE7eoUSrvPhSpNo83F0pbN3ODuzzmJuMeqs1Nfh0k7KUvCvSKktqqtssyyz0iYS606epDHNNlCu2bWLxgsXcB48GP+XXiT3sccx5uaijoxE98B9vHtqkd2+VqXuZ3bicHyd3ABoNBnAAg5NqaIH8pIpbnEPrU49wIKhd7Eqdb/1HDt6huLkHUXrI1WHhVn/Vzg54fvkE+Q98ST69HRUISH4/vM5HF1cmd91PDq1I7uyzzEkqCOzE4ehLk6BC7bIFY1VOF9Yx/1dJ/DgLts5zOs4kuAT79m/sLEBKjJhyQQwG8WysMGkjHyDtZcOWVcrqK3gskpHRycPkSbefE39OuHo3xmZ2QhnV0JwbyHAHN3FYHH78zZxWZwMKT+CdwcxqGtJ9hEIHwxype04ALxj7ddL3wNrboe6UvCIgClfwPQVIuLhHQPOfrBwoBAELn443PwdnhoXShtsEx0uaiccFOI9K6xq4ODlUi4VVdMl2I1B3e/EQSYTA+vQATDwEdC42B1Cbnk9Z7IraDSa6BjkSpSP/fONRhMLtl+iuFp8tuv0Jp5cc5aNDwzAz/W31UxqW9UdA3aTbsEeWt6b1oVHV5+hvM5AjzB3ZvS0F2w39QhCpZCx9mQufSM8ubVvKLnl9W3266tzEOJ22HOw91+ADIY8A8E9rnp8N3QLxGi2sOp4Nt1C3Ll7cATuWgcaDSa7qHIz7c0pnS3O4Laf3rGKgwTPEFZEJaC+uNG2UsZe8VvWOvJYkQn6atB62i+3tGOTbzEJgffNFFuN59BnxXvcHG0K7AqzN8KVPaBwANcgWDvXto/6ctu9lndaTHZo3CCopy1tWV8LJ76CHS+J6HPve2HAw3DberiwTtzfCZNFamdZU0q2sRHWzBaRyktbhRADsa1ntEhb/elJ23GYDLD9RfF+tZrEBMTxt7zYNYXi89ec9lqSBvvfheQfRTr2sGfBL1FED08vh81PimOKGArj3xEmKWUZ4nzVWhFpdGoal9UUwTH778qQk18wKmQCW7POWJfdnjgcR6Wa1PJc3jiyhoP5KSxP7E/3lhse/wLGvAEaVzCbSNMGcOPuZRjMJmTI+GTEPQxpb/LlV5jPSUj8f+GaF3u/FrPZbFdH16tXL+v/zSmczevdcsstbN261a4HiqurK7NmzeKRRx5Bp7NPnyssLKShQQxWQ0J+OewfGBjI+fPnMRqN5OfnW/O2/9+jVIuBV7BwMu1SV8kDXSeyImUPkW7+PNTtOruUNH9nD94YMIt5ncagkisJd/Vldap9StP+3CQe6z6JkaFdKK2vIrykgfq99ilcFavX4HbTTSic7AfspfXVfJO8x27Zj5ePcW/ncYS5+jI2vDtjw+2+9lk0cj5XKgvRqhyIdPMj0TuUx/d8SXljDfEewcxOGGYVJh29wvhs1P2surgPkDE5qg/eGh03bniDknoxO/nZuS281O9mfJxccXXQUmdo5EplAeGufrw79E6eP7Ccy5WFjGpK2btjywJyasQsspuDlveGzOWR3Z9bBzGfndtCjEcgEyJ6crooncP5Fwlz9cXNQWtN3RsX3oMO7gE0GA28e2I9mzNOAHCi8DKVjbXcEN2fTVdOWGv0hoV0JsLVDxe1Iwle4v5MK8/lsT1fcrE8F0elmlf7z2RseHccVQ482P065m370BpNfLrXFAJdxMDndPEVu/quIwWpnCm+YhV7SaVZzNm6wLrt3tzzLB/7KF1bGfM0E6Lz5sNh83j58Eqyq0uY0WEQo0K7AJBeWWgVes2sSzvMsJDO5FWXUlBbwVtD7iCjsgizxUyilxDPp4rT27yOh4Mzbw6cxetH16A3Gbmvy3h6+EZzpugKu3POIQOGBneio3eY3XZhrj6oFUr0JptY6NRiHXNd2xQtc50Y9Dp17Ur4qpUYi4tR+vpS7agi+JIXmS3SiaPdAtAqHdCbjOzPvcDCM5tRKZTM6zSGfgFxbSLPAM5qDUvHPMyJwst4aJzp7R+LzkGH7O23KH73PZDJ8H74IRy72KeGqcPCCFm2FFNJCUpvb5RNE17hrn4812c6D3a7Dp3aSdz/Ze1EGgy1DA3qyNIxD3O5sgB/rTtdfSKQm0og94RtvUFPQNpWe4GVsYf6uvI2u9xVXUXHW76j8djnyCqyuBQ1lldST3OvayQDRrwAvZpqbZybjBgaKtqO7ksvi9TMNm+ECdbeBePfhjOrwFgPAx+FoBZOzDVF8P29QuiBSH/b8y+Y+iV0GCcG4otH2SI/1QW4bHqMJ0b9m3t2LsRgNiGXyfhnn2n4OLliMJr5YEcaXx+xRYD+NaUTN416BbrPFmmErSItBZUN3PfNSU5nVwDg5qRixdw+xPnbfmca9CYuFtpH0Utr9dQ0GOE3ltPGewYzKaoP3186DECEqy99AjrYrTMszpeNDwykss5AkIcjRpOFnSmFVNQZiPVzISHAlXuGRDGrXxgapQK5XIaPiwP3Dolk4V7x+Zs7MJyuIe7gqBbXPfFGEVVyC716qiDg5+rIA8OjmdUvDCe1AlVTiqaDSsG9Q6K4c+lx6y0wd2A4Ye2ksx7MS7aLAl0ozaLR358202Z1pdBtFhz6wLas03RwaWfwH9RDTDjUN93HriEijXH9gzahB7D3TUi4njrXEPbnJrE69QDhrn7cED+NDp5BooavVVowDloRkV56nRBEAPGT4boFwr0075SIQDZz6AMI7gXx10FwUwsokxG2/sN+v4Z6cPKGOdtEerRcLfZXmSkmQVqnmNaX2URha9ozdXHQ2V774AdC1AGk/iT2dcsakba88RFb6mT6LvF8xFBYNkmIRoCON8G4fwuRpdaKtNLc49aXciq/whPXjaNfQAfSyrLp6xlEH2cdDUY9bx//noP5YjL/27JiEkIHoMlsHmtYwCsGIoeSU13CtO9ftv4+WbDwzokf6Nf3RtS+CVDYNBYc8IhI85WQ+Isgib0mFi1aZI2+RURE2PXIayn2nnzyyTbbAlRWVrJgwQI2b97MmjVr7ARaaakt5cPT07O9ze1wd7elN5aXl/91xF4rfJxcubfLOKbFDsRJpcaxnRljrVpjdfZLKcshv6acseHd2ZpxCg+NMy/2u4WiukrmbFuA2WLhXr8ejHZ1xVxpi1NoOndC7tB2344qNaE6H7vomZejS7uums14OrrYuWUOCIxn3XXPUN5YQ4Czh107ApPFzNniDFLL87Fg4YFdi3h/6Fyr0ANh4vLF+e280v8WZv30LrXGRjQKFR8Mm8fAoAQ+HXkfRXUVeDnquFCabRV6IFJBr1QWtJmtTinNJlzny22b30VvMqJWKJkVP5woN3/cNVoSPUPROWi5UlloFXrNfHtxH+PCe/DpiHvJrCrCQ+NCN9/INkYka1IPWlNB6416ntm/lDjPYMJdfenrH8vqiU+RWVWEi8oRGZBcmk20e0C7aah1LQRJWkW+Xcqp2WLhYnneVcUeQN+ADnwz/jHqDY34OLnRaDZwviQTo9mIXCazi9IFu3hxtvgK87Z9THljDS5qRz4Ydhd9/G2D1Z6+0XTxDud0Uy3ajA6DiPUMpKd/NH0D4jBbzPhp3UkuzWb2lvesgmrJhZ0sH/8YHTxsn8cY90AWjbyfT05vorShhjs7jqSnny0907FTJ2QODlgaxXVReHnhENeBOkMjRrMJnacnyqbvBHfgpX638MDOz6jU1+GpceHJnjfgrHbkeEEa9+6wpR6d3P4RK8Y9Tt+ADnxy5icMTcIpys2fCFc/PDQuuDloMVss+Dm5IVeqcB0/Hqf+/dFnZlG7dw+GnFycBw9CrnWmYs0aqn76CW2/vnjceqtV6IFIFU2vLMDLUUe8ZzBOco0Y6IT2F7UsINIYO0xArVTRyz+GXv4xtjew41SRYll6Wczyh/YXaV6tiHbSEe7qy5VKMbhTyOT09Qgg18mXuy1+qD2CSL50HrPFwoKT6+mmlOG06THIPwWJU2HAg2LQ5hYqoi/NxDXVDo14AXa+IkRm5DCxTlWOcMKc+BEk3gBqR5FSpq8VA8r6crFOS3JPQGONSL1rqIKyNPvnC8/S39WLNROfJqe6BD+tO0qjK1svFOChVfPN0Sy71T/edYkx/vXolo8R4kLlCFO+tBp0XMirtAo9gIo6A0evlNmJPVcnNbf2CeXNzbbslBFxPgS6/3YnVFcHLc/0nsoNUX1pMBmIcQ9oN+U+wM2RADdH6vRG3tiUwvKm83JQyvn6zt4EujlyJqcCo8lCYoAr4d5axnX0o4O/Cwq5jFgfF9ydmuSVTAYe4b/tOB3b1msPivFm1by+pBVW46vT0C3E3SoGW9JefXG9VywuamfQN6VBKx3E/RTWXzhjJn0vslcSp4joWepOuLxLRKCiRorWBrf/JNJ55QohtnSBYGqdsmgCs5mDeSk80BQF35ebxLbMU6wY/zh+IX1FamfeSbF+hwni8e43bEIPIGkd9L1HTK62l+5c1SqVX6EUEwotJ178u4jPZEMlHHhfTGaAiFbP3gC97hJ1rs0MeOTq7RvCBojU0cKmNPu+94vIHQhhl/Kj/frZR4SQqy1uWyNXlAxKR5vQAzi3CrrfJiZuHJxh1CvCgKa+XHxWr3ufIJ0P008shnMrRTq20oH823dwMM/2ufgxL5XgsPHcHHc9jVX5VHrG4uzZgRDE75HRbH8sepOBBrdQ1DO/F7XAamfxXqv+Q5dhCYn/IZLYA44cOcLzzz9vffzss8/apU627LHn4ODAvffey7Rp0wgNDaWyspLdu3fz5ptvcuXKFVJTU5kxYwZbt261pmvWtZjdd2hHlLSm5Tp17UQG/mq0FE9Xo9Fo4INTP7Ij6ywRrn7cHDcYtVxJF+9wHtnzuXVAv6zsAn0fvxfdGx9grqlBFR6O5223IWsn1dVJ6cAjPa7nnu2fUNFYi0ah4uV+t/5m50g/Z3f82nF/zKgs4sNTG6xpnAAXy3IJ0HrY1eeMDO3Cuyd+oLbph7rBZOD5g9/w4bC7eWj3Z2RVl+CkdOCpXje2eQ0vJ51dqihAR+8wThZdtkaT9CYji85tYcHQu+zcTp1VGnycXO1SDcNdfXnjyGr25iXRwyeSF/vfgk7tRHJpNhqlmtAmF8/WphwNJgOVTZFDmUxGB48gavT1zNv2EbXGRmv7igSvELRKB+u5Oqs0JHjaUrw82nH39HRsJyWoFbX6BkwWE+UN1bx7cj3fpR0kwtWP2xNG8Pn5bYBI0xwb3oOXj3xLeaMYsFXr63n+4Dd8O/4JtEoHsqpLUMoVfDT8Hi5X5KNWKIl2D0SrEp85nxb3xoXSLLvIWa2xkeTSbKvYO1ucwZrUA5TUV3Jvl3HEugfh2qoPpGPHjoQsXULtoUPINRqc+vblhKqe9za/R0VjLfM6jWFMWDdrfWRv/1iWjn2EvJpSQnTeRLoJh8dLrWoKzRYL6VWFTI7qw9djH+F0cTpalYYevlE4KtV8cGoDn5/fisUixOz9Xcbj4eiCIT2drNtmgVHcO5WbN6Pt0YPypUsBqMjMxJCdTeAHH6BwdORYQRp3bv1ApI8Cj3S7njkdR6HQeokWAVmHhRGKfxcI7CZakVQWIENGhKsfjiq1SEmMGW3/hibeINw0G0U0qiZhCiszz/Js72lcqcynqqaEXsYqun13M1n9nyC9ssDOLbZSX4fx+Bei9QKIOiGNC4x8WZhinP9OiMtON0HkEDEw63knRI0Q0bp9b9kcMC0WsX23W8Qg8+gisd9O04VQjRwBl1vU7HSdKfrhAbj4Q8dpcPZb2/NdZiJz9iG2uoBYZxd2FTswd+kBjGYLt/YOwVGloFZvm/DwcnZAdXa5LXpoqIf182HeftC1b7/fXr3rlG5BOGsU/Hgmn/6RXlzfJQBH9W/7iTeYTVwuz6dCX0uYzqddkdeaS0U1VqEH0Gg0cza7glc3JltFqo/OgQXTuzDri2M0GsX76KdzYNW8voR4Nn1mii+K2qjaEogcCiH9QKGkvE7PnotF7EgpokuQGyPifQn1tH3OqusNpBbVIANifF3oGeZBz7AWpka5J0W9XE0hdL0VwgfTLyAOV/UWqynVgMA4lH6JMGu9MPwwGSB2nEixBOh3P/S9zxZxTPpB1LE1Ez4Epi0VIsAnzv4CDXgEVt5ie9zrLvCIZNvB5Xar5deWk15ZiF9AB7j5W1EDV5krUiFTt7UVRGCLYntFCYHZMoLYOh0ZoMNEkCnhzHII7AGdZwjxlr7LJvRA1LJmH4X+D0FANywlFzH5dUYRMZjmmGtlYy16k1H8nhZegJ+eFq8Zdx0EdhcGO+qm90njJiJ151ukfvskiKiiQi3SM1ukahM9SrhltqZZ7JqMIq117m4xGePiL8xm8s/CoQW262JsxD15HYOC4tmRdda6m6P19Ryus3C2uAhjbgE36+HZPjcR5OLJXZ1G8dFpm1nV/V3Go3NwAgcnWwaBhMRfjL+92Dt//jwzZsxArxeDuunTpzNp0iS7dfLyRB2ZVqvl+++/p3t3W+qfj48PN910E6NGjWLixIlcuHCBCxcusGjRIh544AEAjEZbupJa/cs20C3FXstU0WuZSn0dxwouAZBeWUB6pTBJmBLdDzm2lJ5qfT3zZWf4YcVSdPVGVEGBdlGI1nT1ieS7iU+TXVOCr5MrYbrf3j/IYDKQVV2KRqmyqzk0mo12IgxEetA7Q+bw1vF1JJflMDmyD6PDurIs2b6wvaiugrMlV8hqMmmpMzaSVJpNjHsgqU0RNX+tO9FuAXw84h7+dWwtZQ013NVpFH38Y9meeYbWaFpZ/ns7ufJq/5k8tGsRtcZGPDUuDApM4O0T3wNwvOgyq1MPUKNvYE3aAdQKJU/2vJGp0f25MaafNfIFEOXqR0iLdg4NRj0fnNpgFXVmi4WXDn/L+uufZcnYhzmQm4xMBv0D4u3aZHTyCmNm3FC+Tt6NBQuTo/rS1efqUb06QyNr0w7x9ol1GM1mnux5A981uaOmVxaglMv5cNjdaBRKIlz9UCgUXK6wN9jIri6huK6Sd5N3szr1ACqFgke7T+KmmIE0mPScKrpMtb6eWPdAIlq0ZXBuJwLcHBXOqCxkztYFVOtFSubO7HN8MfoB+gXEUdFQy4XSLOqMjcS6BxLSuTNOnUXKZEpZDvN+fMMa3fzHgWV4aJytDq4nCi7x4O5FlNRX4evkxoKhd9HZJ7zdCQpvRxHZ6ewTTmcfW1RkX84FFp2zmeh8k7KH/gFxDA/tTN3JU1ahB6CJCKdqY4s6JaB2/wGMBQWYQ0P4/NxWq9AD+OD0BoaHdhHtK9xC7Nzoiusq+ffxtay/fBSAmzsMZn7Xibi3FMAmgxjU6+vgtvXUFaVwtqac1TV1bLy4n89SD3Bg0M24//CIVQgGHV/IzK7381WqrZ7v7vhh6Na2spVP3iBSRH0TRERF5SRSy80mYUSx+w0hpEa9ZOup1UyH8SJKt/4ByBHHb233MOZ1OBErBsRx14F/J2HDHtBNRBgGPyle79I2IRA6TxeD2k2PUxk+lpezpmFscg3ZfKGA2f3D+GiXSHV2UMp5ZHgEjhtW2x9PbXGTkYcfCQE6EgJ0XMgTGQM6jZJe4eI7z2KxkF5SS2FlA0HujszsE8bMPmH8HkxmM2tSD/DK4ZWYLGb8te58PPwevBxdcVSqrtov0dyO8NSbLHbRyKKqRk5nV1qFHkBBVSMX8quE2KvKE70LS8VvAAfeFfVm4YPYeCafZ38QE64/nsnnaEYZ703rgqNaSWFVAy+sv8BP58VnflLXAJ4dH4+Xc9NvaOllYczTnFqZ9D3c9gNxEUP4ZvzjJJdm46hU09ErTLTMCewu/tqjWehZLHB0sf1zV3ZDySUhdnKOQUW2iPgF9hDCZdYGYbri4idErFJl910DIEOGm0NTKYLZDFv+YYsqn1omor2nl9tSPOOuB+8mYakLhGnfiIi5vhYGPQ4hbd1McXIX6cfO3nB2jRCtP9e31MWXjLBBrNOr2JJ8nGG1embEDiK9spDXj66mrKGGZ7pfz3VnFiHPaFEy4ddJ1LZW5oAuQERIBz0uBF36LlF/N+oVka6pcYVpy0XNYekl6D1PTNA4e4toY3O6t0+cEIhFF+HQh+Lz1mGiWN+z6TfEYmqTxq0pvMBD495Fjpw9uefp69+BDh5BLDy72brOgbwkag2NuKgdmRk3lATPUPJrywh39aOrt9RgXeKvz99a7J04cYKpU6danTe7d+/OW2+91Wa9M2fOUFVVRXV1NYGB7bukubm58cEHHzBs2DAAvvrqK6vY02hsg0aD4ZfdAhsbbakaqt/RWuCviIfGmdFhXVmdautJ18c/Fl+tO3M6juRIQap1Zn9yVD88IqJQKX7dtQl08bTWlF0Ng9lERUMtbg6OdvstqC3ng1MbWJt2CK3Kgef6TGNcRE9UcgWhrj5cH9nbrv3CjA6D2J55BpVcwQ1RfekX0IEIVz9ujRvCJ2dsPR5vih3I7qxzdsfw7cV9rJzwOPk1FZgsZhK9QgjV+RDm6ksnrzCMFjNeTQP87n6RRLr6c7lSRHyGBXciwbNtPejAoATWXf8MRXVVKOQyZm9+3+75E4WXUDalNOlNRl4+vJJOXmGMCOmCxSIMPzp5hXJdZG8O5aVQ3lBDnEcwkW7+bdwFa/QN1Bn1JHqFXrXptpvGmcd6TOaG6L6YLRYi3HzbTe9t5lxJJq8cWWl9nFNj74KXWp5HeWM1U2NEmxSzxcy0mAF8ccEWiZkc1YecmhJWNdWD6k1GXj+6hg4ewfxw6bDVFESnduKL0Q9Yj72LdwR9/GM5nC/SuwcGxtPZW4iqSxX5VqHX8lomeobw6pFV/JguBIO3oyuLR80n1kN8b2RWFdmlsYLoizc0pBMVjbU8f3C5NQ24sK6CN4+tYdHI+XTzieT2hBEsSdqBHBnzOo+hs1dYu9esZRpxM82pzAqdfZRdn5GJJjGR2j22gZoqJASFqysWi4XKRvvMAoPZhMFsxFxfT92JEzSmpaHy98exR09O1WRZhR4IkTk4KJGuPhHUGBrwdnRBdepr2PSoEFEuAWwa+yHPnt5n3cZssdBYlW8VegDKkovMkdcT3Gca2VXFRLkHMMAzGLTe9uma0SPFzP/BD+HoQjHAHPyUaAvzzU22yMjKmWIguvNVYfHfaZqITJZetgm9Zk4vF5GY0a8K985VM20RuNGvQZ97oa5EDDwdXCD5B5G+t+4usFhoVHtQWmf7zi+p0bM9qZAVc3tTWVVFmLKMDpUboNttsPt12+smTBZCWl+LX+0lPp0UzKlSJY0mC52CXIn1E98Du1KKuPebkzQYzOg0ShbP6kGv8F8uFWiPK5UFvHZklfV7Nr+2nGXJu0guycaMhSd73ki/wLg220V5uzChoz8bzonvIoVchqdz20lNs8WCTGY/FndUNWVkFKXYhB6IlS7+RI1/X744YJ9lsOVCIVll9cT6uXAyq9wq9AC+P5XHhI4BjIhvmtQrTrEJvWYyDkLEECLd/NrtuSkO1iRq2MouC2fQgM42Z0uZrK3lvlwhosenl8NPT9iW37AYOk0VZi4ll4Ro63IrJE5mZEgXtmac5EJpNgqZnCd73kiUS9OEWnlG2/Thc6tEbV3BWVEbGNRTpE+f+lqYEskUMOFdkdbZsm2H2SwEU7ORV/KPsP5+2/OXd8LEBcKUpbQpJdnFH3T+GGqK+ejURn5MPwbAF+e3E+rizStHVlm/xy7lJyHPsH2GAXGMJ5fCwQUi3XnqEogdA9OXiwhrfSUsnWj7nMeMEb3t1M7QPGkZ3Admb4Lsw+DgCuEDRb3ehkcgtSnyduwzkXZ73QJxLTxjRDS+OWovk0Hvu4h2D+CtwXdQ1lCNSqbgti3v2R3uuPAe1lIGN40zw0LsnYklJP7q/G3F3rZt25gzZw41NSLdq3Pnzqxevdra9qA1Op2ujfFKa7p06UJsbCwXL14kIyODvLw8AgIC0GptM9vNRi0/R0ux93POndcSSrmCOR1HopAp2JZ5ir4BsczrNBalXI6rg5b3htxJUX0lQc6edPYO/9VC79dwpbKARWe3sTP7DH39O3Bvl3FEuwcAwiCmOZJUY2jgqX1LiXYPIN4zBEelA490v54BgfEU1lYQ5xlMnaGBxeeF7fqh/IssT9nNmolPMaPDYPy17uzPTaa3fwzDgjuxPesMu3NtKcJdfSLwcHDBRe1EoNYTB6WKnOoSNlw+xvbsMwwP6cTEiF4EuXgRpvPl89HzuViWi0quIMrdn8sVBWzNPI2f1p1uPhHW+sIQnQ8hOh9K6irxcXK1a/kwOCjRmgbZTHF9FR29w7gpdgA3RPel0WjgqX1L2JZ1GgC5TMaXox7k9oQRvHTYlr52fVRvgp2vPtC0WCwklWaRVp6Ph6MLnb3DflboARS0EpQOCpVdWqtSJifUxYeN6ceo0dcT7xnCzPih+Gjd2JpxiiHBiYwL68HGK8fb7Du7usTO/bFKX8e2zNNWsefn7M47g+dwsTwXGTJiPQJxb0pDdWtRu9mMn9aDi2W5VqEnrmUle3POW8WeXzv1LqFNTqc1+nouV9rb5aeU5VJjqMdX687D3a/nxuh+yGUyQnTeVpHemkg3fxQyuXXQLkNmja469eqFQ3S01SFUHR6O+623YMjLQ5+WhtLXl4BXX7VGy+/oOIL5Oz+z7vv6yN6E6Xyo3rKdvEcftS53v20mpZP7tzmW3JpS3jnxPZcr8vmi+1h6/fSELdWsOg8vfdvWHPXuYWKwWmu7T/UqJ14+vBKVXInBbOTezuOYf+NiZBsegaLzIsrR6y5I3WwzoajIEnVPI160T4Ez1EFFjogsJK8XkYaTS2DyZ0JA1rbotxncSzSX1tfClqdtQg9Ef76okfDTU2Jw20zWQaui8bm0inu6juaNgzbBNzLelz5eemQbb7SlznWYIBwB07aJQW38JGE2s+15OPstwTIZwb3vgcFPQNOET3F1I0+tPUeDQZxbVYORN35KYemc3jg7/Paf9hpDQ5uJiMyqYpQKBedKMrl7x8esnfgMUe7+dus4a5Q8NyGOcZ38KKvVE+/vireLA5HeWi4Xi9RvnUZJz1B3Irxsy4bH+ZAY0BSxbq+Bt9YbtVJOuJfWrq+fi4MSrVrc+5V1bSdPK+pbmJs4tpOG6iq+2yk4L9Jvi1Oh6y0QOdzmMnlpO6yYbrtvxr8DPVv0x+1xB1zcaBOSw18UxiY7XrJ/rR0vigjburuFeAThOomFiD73sHjkfDKqi9Ca9ESkbUK5/wWRPhzaX4gkY4vxgl8nEcGrKRJmQoY6ESX/4T7bOt/eDLN+hPCmPoD5Z+HoZ+L+7DFH3GfHWkUlsw+L/d2yGrIOQWk6NFbC8qkUjXmrzXdnelWh3X2ytyyf+6JG4nhulW2loJ62z4SxATY8CAF7hXuoR4S4Ti0mdEjdLPobhg3AbDGTWp5HTnUJgc4BxPSdb3NrLs+wCb1mkr6H4c+JCKKDVqRyx44XkzC+CRDUC4PJCDKsBnFvDb6dBac2cKboCtdF9uLG6H5ISFzL/C3F3ldffcXjjz9uTZHs0aMHq1evxtX1N9qWtUNMTIzV6KWgoICAgAC7/n3l5W0d51rTch0vr9/eWPevSpjOl7s7jebWuCEEOXuiUan5LvUg/ziwDBAD+4Uj78Otnbqv34vBZGTh2S1W57mfMk5Q2VjLhyPuxknpQEqZfZG7BQsFNeUoZQoMZhPhrr5MjLQ5t/772Fq79c0WC/k15cR7hjA4KJFRoV2txz8uvAdquYJ1lw7T3TeKnn7RTN3wJhWNtUyI6MnD3a5j0dktrGyKSJ0vyaSotpJ/9LkJpVyBn9bdWlOzLeMU83fZBuX3dh7HiNDO7M25gFKuoH9AHHGewbw/9C6+PL+N86VZTIsZSJS7v11dmlalIdzVluqqlCtIqsyyCr3mc/rm4l5e6ncz7hpnDuWlkOAZwsCgeNTKq4vwowWp3Ln1A+tAYVb8MB7tPulntwnT+dqZsHyXdpB3h9zJhqYByNSY/iy7sJNt2WIgpZIr+WrMg8xOGM7shOHW/cS3qBtsXs+/nXqkWr39ZIyHowt9He2dCGv09US6+XNf53F8fOYnLFjo69+Bvv6xXKlq29usZZ/AOI8gXu53C28cXUODycDNHQbT2z+GSxX5ZFQWMiasGz+1MNW5IaovXo7ie0mtULYZaLdHolcIi0bdz+fntmEwG5mTOIrOTQ6hDmFhBH++mMbUNGQOajSxsSh0OkKXLcWYX4DCyxOVty1dd1BgIp+Pms+F0mz8te708otG1Wgg99NP7V6z/OvlxNx8nd17pZIrKamvshr9lFTmtnEZ7Jx/jNvihrIseTcgIuOuPh2ES9+Jr6A0HX33WTyZngxgNaJZlryL6R3+ic/sjUIUufiKwfGWZ+0vRl2ZzRGwJS6+Ik2uyDbZwk9PwuRPxOC5rlSY0DT30DM2iBTQlpiNYlmhfYQeo17UIZn0UFvM9IpFBN/wD86UQEKAjv5Rnsjy9tjXSKVsEOmD130obPCPLBQD1eZaQItFGGVEjYAocV/XNhopqbE3RMosraNBb8TZQcmprHIOXi7FQSlnQJQXHfx/frIyTOdLolco50ts0dKeftEsbuqrqTcZyakpafce9HV1ZFxH+4nJz2f35GRmOXqjmS7BbnTw17Hsjt4kFVShVshJCNDh2Zxu6ZsgnFWPLhSPdcEQMwa1UsF9Q6M4kVVORZ0BpVzGK5MTCfIQ4jDOX4dKIcNgEvecg1JuZ1yDXyfh9Ln/HXENQ/qJdhtV+UIYNUeG07aIVMK4CdBQLcRIywmCbf8UkePmiF5Qd5i7SwhFuVz0XStodR8AYBH3UrPQa+bkUug+G3dHF9xlFnEszdGx/DMw+nW44TNRu9lQCWGDhFBbf78QRiDcLwc+ShtKLwuxV10AK2+1neOPD4hG6n4d7evhVI4iKu0RLsTePpt5ku7SFuLcO3KhzBZl9HF0s5tMSq0qomDwbMIVamHCEjoAArrArldtr1FTJFJ1TQ3CQKmVCYr1WiHS0O/b8SlGixm5TMb7Q+9iZJMDM44eENBVuI82E9ybaoWGy0XpOKscCXf1RZE4WezRYuFIQSqLz26hWl/PnI6jGByUSLxnCO8NmUuNoQ4PjUu7PXYlJK4l/nZi75VXXuGdd96xPh4+fDhfffWVXfTtP6G9tEtfX190Oh1VVVXk5OS0s5U9zetoNBp8fP4eBcF6k4FN6cd59ehq6g2NzIwfxo3R/Xj9qK2WxWgx8+6JH+jiHdFuw+/fQ3ljDdsyT9stO5ifQmldFU46b3r4RvJ1i3o7jUJFtaGBSetfxWyxMDasO0/2utEqulqnL6rkCvy0biy5sIMFpzagUah4uvdUhgV3IrU8l+yaUmbEDiLczY9bNr1tHcxuSD/GqNCudpEngDVpB5nbaRS5NaVsuXIKR5UD48K788HpDXbrLTq3hVpDA0uSdorH6i2sGP848Z7BvD5wFo0mA1qVhjpDA28NvoOvLmwnQOvB7Ykj7MQeCFfE1miVDrg6aNttX3G+JJMThZdQK5T09Ishys0fi8Vi7a3XzNKkXUyO6kOHVkKsGYPZhE7txLtD7uSj05toNBq4r+s4BgQmMDJMGCccyb9oFXpiGyPbM8/Q3TfKbl89fKN4Z8gcFp3dgquDlrs7jyXWLZDuPpHWVhEKmZwRoZ05X5KJ2WIh0tXP7j6r0dezNfM0i85twUuj4+Hu1zEytCsNJgMRrr7oHJxQyZVEuwWQ1tQvUimT0903is1XTuCv9SDOM4ipsQPoFxCH3mwkyMWLy+X5zNr8LpX6OqbFDuSmmAGcLr7CqNCuTIrqbZ3VNlvMnCq6wqmiy7iqnejlF2ONCgLUGho4UXiJjKoiArWevDN4Dk4qB2vPRRB1WVlqM6b4MEJ1PiiahLZB68hRZyPHMw8QUuZFv4A4Al08Ka6vxNvRlVvjI3FqisKa6+tRtPq+lKlUxCt0LB45n+XJe1ArFFwX2Zun9y+1rrOvroER/l1R59sGau6BXXgsfhI3xvTDAoTrfEUPQceuYlBnsVDTWEvBxdN2rxfu6ouTxSzqo8oyRH1UcB9hCpFmq8VBqQGvWBj5khh8mo3Q535qfRJxghbVwIChVqw7b69omu0WLIwjqvLFgH3Q4/b9z/o+IPr3dZoOp5a22E8jzFgpBENdMW4dhjC4gzuu1WUU12dT2GDEU6mxf20Q7o/r74fLO5r2f1/rNaC2hNKaRi7kVaGQww1dA1lz0jYhNatfGF4uGs5mVzD9s8PWGjlvFzWr5/Vrtw1BM24aLf8aOJstmSdJK8ujt38s6y4dsouitzdBcjXCPLWEedq/XoC7IwHtOYQ6uMDwZyFhkkjL844T1x/oFurOj/cPILO0Fi8XB6Jb9BjsFOTK13f25rsTuSjkcGO3IBICWkzaOjhT3fth6oLHYGyow+IVTZBHoOid2DIFGODCWiH2LKa2PRlNjcIUBMRzMrkQRzWFol+kySCiwj3niDqzZoY/L6KLGlch2poJ6iV66oHoZ9c6DfLoZ3DXXpi3T2znHibaDKS2uLdrCkXaY2s8mmrMyq60Pcfji2HESyJ1sypXTGRMeI9ki5qjF3Ywua6cllMCLmlbeG7mQzx6fAO5taUEu3jRxz+G94bO5eVD31Khr+WOhJG4eISLiZFBj4HOHw58YP+6iTfCD/eKcx39unCaPfKJLXIZMQx84qlorOW1o6ut95zZYuHlQ9/S3SdS1FRqdKJVytq7oTQVfBOpHfoMc3Yu4mxJBiq5gmd638SUmP6o5ApSynKY22KC8YFdn/Hl6AfpG9ABjVKFRvmfT/BLSPwV+FuJvccff5zPP//c+njGjBm8//77V22GDqKh+q5duygpKWHo0KEMGjToZ1+j2cwFwM/PVg8QGxvLsWPHSE9Px2AwXLUWT6/Xk54uZnw7dOiA/OeKp68hUspyearFwPDLC9vp4x9DQ6s+YuWNtRjba177O9GptfTyi2ZXtm1WNtEr1Bp96xcQx4t9b2bx+a34O7kzK3E4T+1bYo1e/JRxghGhnRkf0bNp/Q483WsKi85txcPBmSd63khZfQ2vH10DiAH5Y3u+4IOh83hg12fWtgrzOo2xCr1m0ipyiXTzs4suRrv5U1pfw+zN71tnVtMrC9qZmZS1cS9MKs3Gx8mNgtpy3DVatCoNTioNEyJ6Miq0C3KZ3JoamFKaw77cC+hNRgYGxXNr3BC+boq+aBQqxoZ3Z03qAZxVGrr4RFjF7oWSTGb+9I41Wujr5MaysQ8T5OJl14sORJTU1F7HY6C0vorPzm7h6+TdOCpUvNT/Vnr5xdg1k4f2haha0fbzLERxD4YGdUQuk1ubkr85aDbHCy5Rqa+jg0cge7LPW+v9JoT35IleN1odOo/kX+SZpnv0SmUht29ZwJqJT9HF02aO4qt144Phd3E0P41qfR1hOl/+sW8pxQ2iju71AbcxObqvXQ3p0cJUqyvgyov78HbU8e6QufTwsxesJwovM3vze9b3tYNHEItG3m81b/npygmePWDrFfpg14nc3Xms9XGNvoGvk3dZHWSnRPfjgW4T8XFyY0/ueR7aZUvvGh7cmSmx/XlszxfUGhoYHtKJp3pNIdjFG7mjI17z7yd73t1WsxfvRx5GExRMP5mMvgEdyKspo6yxxu79WZebws2DnqVj8WmRQhd/PQR0RX3mG2IzDwpL9eiRtkbRADKZaMHS9xYe2LmQWmMjrmonnuhxA85nvoWtT9vWHf+u2GfeSWE84eQhBrbbngO/LjBrIwYHF7ZVVfLytk9Y2nUW0Vset23f/yFhS69yEumbTh5weTesmysiE/GTRTP1yhzRSiK4D6gcRINsZx+R1hczVkSOKrJETzC3EOod3fj30e9YeVEM6FVyJetG3k1Uy9oi1xBhWtGyV5rKSYiK5s+xQk2jezRPfHeWHclFANw5IIynx3bgRGY5Qzv4MKKDuHansivszFCKq/Uk5Vfh56ohr6IeZwclPrq2E2YRbn7McRHp9CX1VaRXFnC+JBM3jTMv9J1BlFtAm21+DpPZwuXiGur0RsK9nNttl5BeXENBZQMBbo6EhbafThfs4USwR9tUT5lMRu9wT3pfpU6x0WDi/T3ZLN4nUnPVirMsnaOhj6O7/bUFIdxB1IUNfgK+v8f2XN/5IpJ2YR3sfUu4TA79B1zZZ+s7V1sMGfvhxs+FYPWIEOmMKkfhXLvubiHcfOKh9102YxSNe5u0ZQK6gLEOUreIOsCQvuKebI1RDxPfh+0viMfD/ylMYEovC5GpdLBv1xDUEwI603D7TxiKU5FrvclycGfGpn/TYDLgG9uTMSonW389Jw+65Bxg1YCbKHJwx8fJFU9HHQleoXTziaDRZMC/KgfZ0olQdkkYqEz6WLRIcPET/TQDOot006Iksc/198MdW2HyQtGmwdFdtG1w8kRfV0FZQ43dKVbq66wmURUNtWSpPQm8eTWepgZw9uPrtEOcLckAxAThy4e/pat3BB08g7hcWdAmNTmlLIe+rfpGSkhc6/xtxN7zzz9vJ/Qeeugh/vnPf/7idsnJyTz33HMA5Ofn/6zYq6ys5PTp04BojB4QYPthHDBgAMeOHaOuro7jx4/Tt287TlnAsWPHqK+vt27zdyG/tm16a0ZlETPjh/LlhR3WZXd3HmvX6+4/RaNU8VC366hqrONE0WXiPYJ5oe8Ma7G2zsGJaR0GMja8OyqFgl1Z59oYcxS36OPn6qBlVsJwJkT0RK1Q4qJ2YkmL4wfwctRxIC/Jrn9etb4endqJKr3NECNQ68lzfaYzf+dnlDVU46Fx4R99buJM8RU7Ibcn+xyvDpjJU/uWWvd5R+IINrSoHQMxMLpr24ecLLpMkIsnbwyYbRUU6hY1kBmVhcze8p61SfvCc5tZPvZRhgZ3pKyhBm9HHY/v+dIqYPoHxPH24Dtw0zhzpjjDLi20sK6CpNJsQnQ+3BY/jP15SVahPDmqLxFu7bujHi1Is0Yla4yNPLLnc5aPe7SN2ItxD2B0WFe2ZIhokValYURI5zb7K2+o4UJpFg1GPbEeQQS7iPToIBcvgpr+3519zs7YZcOVY4wK68KosG4AnC7OsNtno8lARlWRtb6zmTCdL2E6X6r19dyy6W3rdQJ4/ega+gZ0sLe0b6V3i+urqGmdMgjszjpr976nlOWQVp6Ht5MrZQ01fHDKPrr76dnNXBfZ2yosL5Rm8d7J9dbn16QdpH9gPCNCOrP0wk67bXdknyFE50VtUwrqjqyz9PSLsabGavv2JXzVShqvXEHp64tjQgIymQy9yci6S4d47chqZMDTvaey6uI+0iryuTGqH+5BXSBuhHgRs1kYSxxcIB6f/Va4aQ59xup8WFBbLtKQA+NYe/0zFNVV4q/1IMjcCLtftTtmdr0iIjOTF4qBeNkVEYlrrBIGKknrOD75Sx7Z9xUAD+Vm8eTIt+muNKN19IATX8Lef4l9db1VHEuz0APR10ytFWYQLeslPcJFzdDAx4SJxrLrbc/d+Dnp/j2tQg9E9Pnj1EO8M/Zfwk2wKkdEaMxGe/v8M9/CuLdFNEflCL3mcrQxmB3Jts/14v0ZvDO1M5/d1sPuUjip29ZzyoDHV5/hx7P5eLs48OaNnRjWoUVkWN/AjqwzLEnaSbCLF7cnjOCJnjcyM34oDgo13q0+e79Eo8HEiqNZvLIxGaPZQp8ID964sZNdtG9fajF3LTtBvcGEs4OSz27rTr/IP6504XJxLZ/vtxm86E1mvjqQQe8ZHZGNfh22PiOut2+CmChoJu460PoIgxf3UCG2co/B6tm2dVbNhD6toq+5J4QoDJ9ivzx2nEgTzToMFRmiP5+znzBucQ2A6z8W92pDJbiHQ/+HhbDc/JTYPv+0qCf0jBERLRBRa88IIZRixgiBdnY1fNJPCNmRLwnjlQ0Pi+cCe0DHqVwqz+OZA99ytjgDDwdnZiUMszaYfzb9HKphr9GvoQDHhnIRfdzzOp6HPsDzrj3CPKW6ELTeeDrqhNHKj/OF0ANRd7f9BZj+DXSbKf52vwlnV9lfj/zT9kY2YYNg+nJ8nNyY23E07zQ5RgPMSRyJn9adtPI8Ht/7BSlluTgpHXh1wEzG+rhxsVWphdlioaKp9Y6PY9vI3a9pJyIhca3xtxB769at44MPbGkFzz//PA8++OCv2nbAgAEoFApMJhMbN26ksLAQX9/2B6gLFiywGrBMnz7d7rnrr7+ed999F4CFCxdeVewtXLjQ+v/kyZN/1TFeC4TqvNv0k3PTOBOi8ybKLYC82jISPIPp5RfzM3sRZFUVcbmiEHeNllj3INHrC0grz+NCaRaOSjWdvMPw14pi7ViPIBaOvI+S+io0SjW1hgaqGutEb50mmv+PcvPHQaGys6OP87ClIebXlFNUX4G/1h2XJtOBli0LAOoNjXi3+hFad+kQ7w+dy5fnd5BZJUTuoOBEZMj5R6+pnC/NxGQxU1Jf1cYC3Wgx4+PoxjfjHyWlNBc3jZYwnQ8HcpPIrREGJwMDE8ivLeNkU8piTnUpT+z9klUTnsTLSUdaeR5XKgvxcXIlt6bUKvRA1OqcLcnglrghALx9/Hs7AXMgL5mL5bn09o9t0/4BhJA0mc1E6Hz4cvSDokG3RkcX3wirQUtJfSUnC9Mpbagixj2I/JqyNvspqK1os0znoOW5PtOZFNmHakMDAVoPjBYTZfXVIu0HMRv8yuGVVqMBHyfhkNmyJQQIQdia0hbLIlzbfu59nVwprqvkQF4yyaXZdPYJp69/HO4aLUazyU68A9QbGzG0aKdS2VhLR69QXNSO1kmEBM8Q4lvcU81o27G+d2gS6QqZDKdmt70m1AqlzdgA0RqhNUV1Fchlcnyc3OyWq+SKNlHXsy3ErkwuRxMfzyUfLRfLcnEtSqWLdziFdRW8cHCFddLhxUMreHfwnXTyDsNb7YiyNBVKU8ArWkQljtjX/nH4Y+hxO1UObqxJO8BHpzaiUap5uvdURoV2IVTXJE6qC0QKWkuUDmKQq3IUFvgbH2lqX9BE2SWyK23OjZerS7mrupSX+t3MTacW2nr2gXA47DjNJvSayToI+loqZQrSKvKQIyfK3R+d2kkYQmx52n79HS9inv4drTGaTSI19Pu7bVEUzxgY8owwfgERHQroAj1ut4rfmvNtm2dXNRhIK6ymwWgi3NMZZ42SnuEexPq6cLFQmGAMj/OhttHIj2fF9sXVjdz/zUk2PjCQ8KbUzkP5KTzRJIQvlGZxMC+F1ROftF3zn6GkpoHjGeUUVjUS4+tM91B3LhZW8+KGJKv75uH0MnalFHF7fxEJL6vV88y6c9QbxOehptHIyz8msXJeX3TtRAB/icp6PfvTSjicXkpioCuDYrwxWyytnfhpNJqwyFXIes4R0eTGKvCMElb/zTg4Q/QI8ddMUat2HQ2Voml4S1OfhBtETZzRIGoyFQpwjxAul8un2BuuuPhBxyZRGDFUpP5W54u6QI8I+H6e/evtewtmb4aSVNEHz6SHNbdD9zug332in+Du12zrb35KuFnevV9EDb2isTi6s+LISutnuUJfa+e4W2No4L6Uo3zecQj9999vq7GtLxe99DY+CnknoNMM6H03YG5bj5hzVNTRNpvuNDdWb0ahtk9pBcjYK6LhfolM9Y8iuNeNnKssJN4zhL4hXZDJZKxOPWDNcqkzNvLM/qXEeQYzKqwbm1rUOfs5uRPW9F2d4BXCI90n8cGpHzGazUyJ6Ud336u3+pGQuFa55sVeSUkJj7ZwjZs3b96vFnog6u0mT57MmjVrqK2t5a677mL58uU4O9vnyi9fvpz33xe5+t7e3txzzz12z3fq1IlBgwaxd+9e1q9fzxdffMEdd9xht86iRYvYsEHMzg8cOJCuXbv+pnP9KxPrHsinI+/j3RPfU95Qy4wOA1l5cR8niy6jlqtYPPr+XyX0zhVncOfWD6xpcY91n8ysxOGklecxa/O71gF1d59I3h8212p+4ax2JL2ykPk7F5JWkU+CZyiv9L+FuFb1ZDEegXwx+gG+TtpFpb6O2+KHWfvEHS9I48FdiyhtqLbrkdbdJ4pnek/lw1Mb0ShUPNVrCpFu/nx/+bDVGXNa7EACtB5MiemHyWwm1NUHdwdntmWe5tG9X1hff1nSbpaPe5TuPlGcKBKzqaLuLYgj+Rd5/dhq9CYjXo46Ph52N5X6OpQyOSE6H2b+9I7dueTVllHeWM2VqkK7xtkv9buF1miVtpQveXO/qRbImiqQuvlGEa7z4UqVGCT3C+hAqIs3bx77jhUpe/DXuvN835vp38LCvd7YyDvHf7DWJ8plMv496Ha7/StlcsJd2x90ejnq6B8Yx7cp+3h63xJMFjMdPIJ4e/AckQZbnmPnKFdUV8mB3OQ2Yi/WPdDq9ggiRdRLo+NSeT5R7v70C+jA1Jj+rEk9iKNSzVO9phDtFsiHpzfYHE2T4MmeN3J74gjcNc7c3WkMLxxaYX2N2QnDCWhyhDuYl8Krh1dS3lDDP3rdhN5sRKtyoIt3BD5atzbnOSy4I8uTd1PaIAbwk6P6EtPk8unqoOXRHpOZv9OWGvxA14mcLkon3NWPWI9AIt387M4PIMY9EIVczqz4YezLuWDtm/hA14lsTLd34evlF82is1uJcPOlp280F8tzuWPLAuv+ro/sxejQbnYRa3OTQcLooDjREmH3q8IowycebvxCRDcqbQ25m/vjHS+8xL+azI5qjY08tucLvh3/OF18muqRXPxE64OWqXYjXhID4eKLYv+B3UVaXTNKB0Jc7CdeAEJcfGw91Fri6N7WDKLzzRSZLLxwaCk7s4Xb4KjQrjzXZxpt9wxYLEQ6e3B9ZC9+aGpLoZDJmdFhsIgCGVpMBpSmglsYzNoohKB/JxE1bEG8vw4fnQNFVeJ9clDKcdeqGfv+PoxmC0M7ePPSdYmEeWpZckdPkvOrUSlkxAfouP+bk3b7qtObKKpqwN9NTaPJwIHcZLvnq/R1ZFYV/aLY0xtNLNhxiaWHbPVhC2d2x0EpbyO00gptkyd1eiP5lfaGSFllddTpTb9L7P1wOo9//nDB+nhaj2D+Mb4DN3YL5LumukaZDGb3C0culwEq8Ev45R0Xp0Bhss2psyX1FaLOUKEWf7HjhEDa/RocXQRyJQx7VohJo/25knnQJvaS18N3Ldw+b14FAd2hqMV74uAqHCf1NbDhAVsPi33/huCeUG0rIbFSkiYiw0k/QMQQDAMe5kThZevTZosFo8VMgNbD2kpnUGACsRoHezMlBx3kHBcRcoDDH4nrMeBhiBln75CZcAMoncRnr7ZUtECZuAAOvCcMVgY+AhdtfUAB0XRdo4PyTNxXTGFs+RXGatwAGcz6EZNDPGeK7Ftw1Bv17M+5gAw5rw2Yybq0w0S5+XNT7ABr9E6r0jAncSQjQjpjNJsI1flYU/glJP5OXPNi75NPPrH20XNzc6NXr15sbNVEuD2CgoLo3NQI+eWXX+bQoUPk5uayb98++vXrx6xZs4iMjKSsrIwff/yRPU19qtRqNZ9++ike7TT6fuONNxg+fDj19fU89thj7Nq1i7FjRU3Npk2b2LRJfGFqtVr+/e9/t9n+WkYmkzEgMJ6u3hHk15Yx86d3KG+KLunNBj47s5mu3hF2ZhPtsfLiPqvQA3j35A8MDkrgUF6yXfrliaLLpJTmMiBIiL1qfR0vHlpBWoWY+b5Qmsm7J35gwbC70LSKmHT3jaKbTyRGs4nLlQUcL7yEv9adfx78xjoQL6yr4F/HvmPhyPuoaKxlWHAnxoR2QylXUGto4PtLh5kQ3gNfrTshOh+CtB7csXWBtY+cSq5g6dhHuFxhP5NvwUJRXQUfDLuLtIp81HIFUe4BVDXW8uyBr611cSX1VXx+fhtvDZmDSq7AYrEwPqIHi85tte4r0TMUL40rbxz9zi5SeSA3maHBHa11jHEewXRrMRs6PKQzy5J2UdckDIYEJVqFU5jOh89HP0hyWQ4quZx4z2A2XznF0qaUzKzqEubvXMja6562zr5eqSy0M6IxWywcy0/jrUG388mZzTirNTzQdYJdBLU1lyryef3oGqvQSCnLYVvmKSLdxqI3trVnb+mQ2Uy8Vwhfjn6AlRf3U29sJN4zhJcPf0uVvo5Fo+bT0y+a53pPY3bCcNQKFcEuXuRUl1jPrZlF57ZyXWQvPB11jI/oiY+TKylluYTpfOjlH4NCLudKZQH37fjEmvL61P4lvNzvFvyc3Fl76SCuamf6B3Yg0s2fwroKLpXn46xyYOnYh0mvLESr0hDnHkhKWTY7s87hqnZiaHAnvh3/OBlVhdQb9SxP3kNaRR4ahYovRj9IV58IFo+6n8XntlGtr2NOx1HEeQRxtjgDjVLNtxOe4HJFPkq5Ajlynuh1I8uTd3Glsojro3qzOeOktefgq/1ncqLokp1w/OHyUW6KHYizSmN3ffv6x0JhkkizbKYoCS7tgAnvwMpbRF2RyhHGvgmObmRWtW2VkVNdShefCExmM/UmPc4JNwjjivJMYQpxbo3oYwYirW3wkyJdruCs2Pe4t+gsM/J632m8fVr0vHy4+/Wid2KvuaLBc/PnoPvt4BUF138Ehz4WEb3ON0OXmzldnG4VegBbM09xXWQvRoR2gaHP2kf3hj+Pk7MXj/e8geEhXSivKyfWQUOnystCHLSmsVL0ITQ2wIBHxHE52X5LlHIZ703rwoXcKoxmM3H+Oh749pS1afuulGL2x5cwo1cIfq6O+LnaosFjEv05eNkWMffUqlE76Ll/x6fk1JRwXWRvu0ORIcNT88upmxkldSw7bG8E8snuy7x3U2c8tGrKam2iYWiLtFE/nYZbeoey5FCGddmsfmH46n6+HUt7VNbr+Wxvut2y1SeyuWtwBE+O7cDwOB+KqhuJ99fRLaSdNL6GShEtdvaxb9eQcwyWThICK3qU6Id46msRVR78pGhjkNdCRFfmir6NR5oydEx64eR56zr7FF0QEwkgosetI8I/PijSPrOPikkABxdRC+ceIhq4t1bRVXnCXKglMrlQt81p0ieXoK4rZXLi7bzewl3zSF4Kn/WfTkZVEWqNjni/Dng1lEG32XB6mZiAGP0KrG0VabywVpiyjHxBREUvbRdp1D3uhMMfigbvICKfo14VEzCN1cIh9KZlkL5TGLaonGBkU3uU/DM2l9rmthY5R1H4JXJjTF/OlNgEX7irL8cLL7E54yShLt5Naf5t0zYVcnmbBvYSEn83rnmxt2KFbVa9oqKCOXPm/MzaNmbMmMFHH30EiOje999/z6xZs0hKSiInJ4dXX321zTbe3t58+OGHDB06tN19dujQgeXLlzN79myqqqrYuHFjG+Hp5ubG0qVLiYn55SjWtYhWrcFcY6GiVTPnSn0d5hYRg/yaMqr19QQ6e9o5Jua2Sv8zWcw0mIyty6IA7CIQFY21XCjNsnv+ROElKhvrUMoV5FSXoJQrrPVdIBwznz3wNSaLmbs6juZK6x5p5bnsybnA0/uXAHB/5/FMienPeyfX20Wa7kgYQU+/aLuG4QaziaP5qW0MEeQyGUEuXng4utDb0eZKl1tT2kbApFbkoTcZUMkVyGQypsUOxGyx8GP6UXr4RjOv02g0KrVVoDazNfMUayc+zW3xwzCaTcR6BNql+XXyDuOb8Y+RUpaDVqWhk1cYbhpbHU6As4c1egVwIC/Jbv91xkZyakoxWcy4OTgjl8mRIbN7P0oaqhgf0ZMhIZ1QyOQ4Ngnu8vpqLlUWoFGoiHT3tzpEVjbW2W0PcLlCpOzFeAQS4epLetP7o2pqRdEePfyiCXD2ZP7OT9meZUtP+uTMJjp53YuDUkWkm816Xq1Q4aJ2oqzFNfTSuFhNYlzUjgwL6cwA3KnauIm6Y59QPmYMub1i7GobxXVK5ovz263tG0JdvHlr8B08vucLMqpFmticxBHc22U8WpWG4wWX7Ix6vk7ezTfjH0MhlzPlxzes+20wGVibdpBuvpH09o+lm08kFguUN1bzwqEVbM4Qg9WbOwzCU6OzOrs6KR34eswjuGq03LThTbv7ZHny7jaRUQC1XCnaPpzdQm5tObMjutHXQQHt1ORSdlk0Mx/xkhi8BnQRbprQbjQp2MWTtPI8libt5FhBGtdF9mZyVB/8Q/uJyEWz0AMRzeg0TZhX6GtEhOXHB3EsSWWyxp1BU5dgCeiKHNiZfYbcqlqun74Kr+ocFFpvm7GGb4JwD9RXC1MWoLIwo82xWdN1u84UKaqV2SKiEShq6bwcXRnl4grr77ANZrvfLmrDkpvqKCOHQeYBkQIHIjrkGw9xEwE4kl7KvK9PUFFnwNfFgY9v7UZ5nYGqenvjo8zSWgwmMyezyknOq8Jdq6Z3uAdjEvyorDew7FAm0b7OzB8WwcP736WgTrxeTk0JAwLi2Z+XhINCxdO9phLdos2CwWQmOb+KnPJ6QjyciPPXoZDLxJ9MhrGFAHFUy/F3d+Sr23vy9eEsMkpqua1fKP0ibUYqSoWceYMjiPDWsj+thMGx3oyI80HWXpQVKKisJ6WgKVLp74q71iaWVQo5/q4acsptE3rOGiUapZyqegP70krZfbGI0Ql+eLs4EO7VIkqXf1aIq7yTQpBc/xEEijpdTi0X9w8IsxHvDjB7o6jL09e37atXXQAN7dzr+hoRyd74iHh/u99hbaFhbeHREkO9uN+mfC7q4JQaUcsHQtS17k7vHi7E0qRPRARd6SDaMux+3X6/KRvo2/9x7u08ji0ZJ+nsHcZtLlqiFg8iymIWQve2H0BfJ9w6e94pahddQ0VaZsu06MjhoobVO1b0IWysEhG6oiSRctpM+CDRb7CqRW3dhodg6leQslGc/46X4Owa6HVn22snE9+lI0O7YgFWX9xPlHsA3o46Fp8TkcbM6mIulue1K/YkJCSucbFXWlpKQUHBL6/4K4iMjGTnzp2sXr2adevWce7cOSoqKtDpdISFhTF+/Hhmz55t11OvPYYMGcLRo0f5+OOP2bJlCzk5OZhMJkJCQhg1ahT33nuvnYvn35FQnQ83RvdlTVMzc4C5HUdb65O2Z57mH/uXUamvo59/B57rM43wppm7m+MGcyjfVlvRxy+WMFdv5DIZWpXGajjR2TscVwctW66cJFjnRZjOh8FBCezJsaUBjQ7rhkIm5+3j37M0aSdqhZLHe9zA5Ki+FNZX8OKhFdaB9r7cCwwP6WQnECZG9OT9k+ut0bZ3Tv5AJ+9wNl2x1ReAMMro7d9W3DurNfTyj+bJnjfyyZmfcFE58lTvKXTwCGqzbrCzFwMC49mfaxNW02IG8nXSbk4WXWZ8RA8GByXyWI/J3NlxFM4qjTVKemfiSB7b+6V1u8lRvYlw8/vZdJcOHkHtHgcIe//MqiJMFjOhLt4MCkqwczvVqjRcKMnizq0fEOzixVuD7mB2wjCrEY9KruC2+GHIZDKcVTYhn1VVzJP7vuJUkRgsz4ofxv1dJ+CiFr2VWqYiAYxuas/gp3Xno+H3cKxAOGR2842ii7cYOOXWlJJeUYCrgxPRboE4qtTUGRpJKrVvkVJcV0VyWTZ6k5EY90CruPVxcuX5PtN5eM9izBYLKrmSJ3rdaK3XBDDV1VH4+hvU7BItPGoPHsRjycI2tZ+x7oF2EaPi+ir25lywCj2Az89vZ0RoV7r6RHCi8JKdYUtJQxWp5blt6kEBaxS2srEWB4UKjVLNyex0q9AD+CZlL3MSR9pts/7KUe7sOKrN/ioaa7k+shcbrxyzut2ND+9BuKsvzjUFvJe3DSMWND+8D8jEAFkXJMxImgkbAEvH2x5rveDOHeAeRk9fkfrcXLP3VK8phOq8uXv7p5wuFu//glM/YraYub/rBPsGzc3knxU1TcF9xIC1pMnYoqEcz5UzMM/bx/sZ51l4VtjZvwM803sqt8UOE+tZLCIyuO05UY834BHoNI14jyDUCqX1c61RqOjgESx6+p3/TvSK84oFv84ield8Udj1F1+076134kuM01dSFH8HdQ0G/B2NaNfMsD+Hsgxxvev0/OP781Q0NREvrG7kxfVJ/HtqJ1wclFQ32gRf73BPDl4qZfZXR616YFxHP/41pTPzh0Vzc68QnNQKzpWlW4UewNq0Q8xOGM6jPSbhqFQTqrMXXluTCrn/m5NYLCCXwcKZPRgZ70uYl5YHhkfzzjZxfZVyGfcNicJBqaBTkBv/muKG2WxpSp20J8DNkVn9wpjVL6zt+9eCKyU1zFt6gtQiIbxGJ/jy2uSO1j59Tmolj46K5fYvj1FvMCGXwUvXJeLprOb+b06xvcm99KuDGdTpjbw6uSMqhVyImu0v2qJzRUmiLu22H0RaYevasuIUEaHzjBT3XMwY+3YIfe4WkaqWyJXC5EWhgREvQn2ZqONrXk8XAIOehG0tekQOeQoaqmDJRJv417jBHZtFevL0FbDnXyJSOOAhUfua+pOIOPa5D3rdJcxfTn0tHC+bMHtGsSxlH5uLrtDFO4IHfALxW3Gj7XXry+HiT3B2pbhXm3xXrGJ1/XwxSRMzVjRpl8nENTQZbBFoU6O9EJUr2/TXxFAPWUdEjW4zmfvEufh1sjVk1wVCiIg4u2ucmRY7kBuj+7H64n5ePPyt3S5d/qB2TBIS1yLXtNjz9PSkrKyt0cPvRa1Wc8stt3DLLW1rmn4LPj4+vPDCC7zwwgt/zIFdYzgoVTzQ9Tr6BcRRUFdOrHuQtW9aRmURj+/90hoVOZifwo/px3igm5j9HhAQz2cj7+NQ3kVCdN4MCIzDRe1EglcI34x7jKTSLDRKNY5KNdM2/AsLFhQyOR8Pv5vHe96Ih8aF/blJjAjpwqyE4ZwousSXTQ6N9UY9Lx3+lliPQByVaquDGUByWQ5DgzsR6ebP7uxzjA7rRpSbP9+2cOEDqDXWE+ziSVa1zWY7xj2ADh7BjA3vzk9NQjDI2ZN4z2Cq9PXcnjiCCRE9UcoVuLdqKJ9TXcKZ4ivoTUbu7zKBHr5RnCy8zMiwLqSU5rI8ZTcAe3LO82r/mdwY06/NPoaFdubTEfdyrjiDYJ03ffxj7YRes3izYCFE54OqpRNhK2r1DSxL3sVHpzdiNJuZHjuQmfFDmdtxFMuT9xDk7MnM+KG8eUyYVmRXl/Dons/5asyD9A+Ip6Shiig3fxI8RfNivdFAZnURCpmC44WXrEIPYEnSToaHdKaXfwxuDs681O8WtmedJremjMnRfejXwl473NW3Tf/A5NJs7tr2kdVN9aFu13FH4giCXbyYFNWbdZcOW9cdG96d2Zvfo8FkYHhIZ17oO8Pa8mBEaBe+m/g0ebVlBLt4Ee0WQGl9FUaLGV8nNwy5eVah14zDvxbw4bvP89LRVRTUVnBr3BCCnO3bUzipHNpEXQGqG0UUoD1XWmeVIxFufgwP6cyOpokHuUzG5Ki+LE/ezRfntxPs4sn8rhPbNaQxtrIpbzDq8XLU8Y8+N/Ho7i+wYEGGjKd6T6FPQAdWjH+c5LIc3B20dPEJF+ZBBWdRpu+0/3HJPQU3r4Tza6AiGzpNhQL7iC+1JUIQuYfh4uDEbfHDGBvWHYVcjofGhdSyXKvQa+b7S0e4LX4YOr9OIhLXHCFROWK1OVU52twCm9HXUl9Xxhfnt9stXnhmM+PDewinwaIkWHGTLbXzpyfA2Y+EhOv5avRDbEo/jhwzY0M6Eu8RJNwzNz0m1i1JEw2qJ7wH390h9jH4qTbXu6ioiH6bRLTrk6EyxrZuB+AVDUBNg5ErJfa931KLqnF1VLFkTi+WHMwgr6KeO/qH0yfCg/tXnLIbb286V8C8QZF0DnazCiQvja7NhIOHxrlNnTJASXUjL/xwwbpPswVe2nCBHqHuuGvV3NE/nO6h7hRVNRDp40zHQPsJh/aE3m/h2JVyq9AD2HKhkBm9QhgSa4sA94nwZMP8AWSU1uKn0xDr50JeZb1V6DWz4Ww+j4yMxc9VI4RU1kG758k7KQSZRifcJJPW2cRL5EhbiwYHF9Feo8NEYS4S0htC+4vnpi6BfW8Ll9XBTwjR8tUEKG5RgzfpY3DyFunMgd1hypci+uUZCSH9RSuPZqEH4v/sIyK1szhZtFnw6yi2TxVpyZgMojYupA9EjYR+94s05+IkLK4hnOjzMOsuiN6J+3IvkK1V0WZq2dggJi5acnGT6DM5Z5uIXLoEiM9V+m7Y+YqoMR3wsKhf9Iy2F8GpmzEPfgp5y1TVIU+LFiYtUahEj0nfeIgYjMU1iLKgvpQpXAgzm6y/O0q5gp5+0XbZGvd2Hku0W9tMAwkJCcE1LfYk/rr4aF0ZF9GjzfLShqo26W/HCtKs/zuq1HT1iUSjVFNQU05FYy2Bzp7IZXJiPQKJ9QikqK6S679/xZr2Z7KYeePoGr4c8yAjQ7oS4eqHTu2ETCbqhFpTUFvB4KAE+gfEcSDP9uMd5OLFDdF9ua/LeNQKJcdbHFczbmpnXu5/Kw/uWkRFYy0+jq483uMGfLVuPN9nBjfFDKBaX09lYy23/fQuSrmCJ3reyOSovm2cLgtrK3hw1yJr+qmr2oll4x7h7s5juVCSyXMHltut/03KHq6L7GVX91jVWEdxfSXdfCIZEtyxzfFWNdaxLHk3n5zeiAW4LX4Yd3Ua3UYwNnOuNNPO3n/Fxb30DYjlke6ThJunBW756W27lNOcmlKq9fWUN9awLGkX/lp37kgcSYiLNx+f2ciKlH04qxy4KXZgm9drdpLbnX2Oh3YvwsfJFQ+NC8fzLzGynRYMLVl/+ahd24z3T/7I4KBE4jyDebDbdfTyi+FyRT4Rbn6svLjfKu53ZJ3hxuh+DAvpBIiakDjPYOI8g9GbDPx05QSvH11Ng8nA/C4TuME1CoWbG6am2mEAtZ8v/f07sGrCk9Qb9fhp3bhcUUCg1oPcpujkkKBEhgZ35JuUPdbt/LXuJJdloVYq6eMfQ4x7IKnlIj1qSnQ/4jyDcFE78lyfaYwP70FZQw3xnsGU1Ffy8uGVgIhmniv5iAVD5yKXyaytMBwUKqtDLQhTnG4+UeTXlDEipAvfTnicnOpS3B20qBUqCusqSPQKJdYjiOMFaXx+bjteji7MUMhp0xFNoYSk9SJSFj4IdMFiENqKBrUzFwov4alxIczV1yqoAdwctHg76iiut6WSdfeJwNFUL8xMbvsRkn8UT2hcxaAXIPuwiHQUtRCXkSMwuIbgrNJQ3mgTEe4aZ1Typs9H2RWb0Gsm7yQkXE83Z1e6NWbAySWwo1SksV3cZL9uXakQfM37aKgQ6X81YoBqcQlga2UAIKKur51SET1sIZGn30SmrxHiMEz0nfN11TClWxArj2dbdz+9ZwjeLhr8XB3pGuyGyWyh0WQmv7IBrdr+p10mA6XCXnCFu/ryzuA5/OPAMioaaxkV0oUxYd3bvCcgWhZUN9pfi6p6I3qTEKbOGiX9o/7zlgnF1Y3sSC5ka1IBfSI8GZvoT7CHE3V6Y5t16/Rt+61G+jgT6SO+m0xmC66OahIDdJzPa3HPhLihc2y6Pk7eouXCGVu5B9GjRSQYREuAWRsh77SIlIX2F/dWbYkQcm4h0O1W4SybfVgYlzj7iu3u2NLkDquxCbSWnFwmIl65TZkeoQNh+nJojswr22k+X1cOO14Q/x/+BK77EMxta5JprIGTXwlHzujRED+Rqrjrmb/zSzvH69MyJ3oEdEeW13QMSgeRXnp+rb3QjJ8kUjbVWnEdQLhzLp9qi9qtnw9OXuL54N4iso2ZKv9uvJWXwYThb+DbWIaDZxQ+AYnIyzPg3EohLGUy6HkXpGywNoKXOfuysNvDLM86zz2dx3F7wnDMWNidfY5VF/dxS9xQfJ1c8dW6EeUaYHXdlpCQaIsk9iT+UgS7eOGv9SC/RbrehPDuNKSmItdoUAQF8XXSLt4/JQZ9CpmchSPvY0BgvHV9g8lIbStntEp9PUkl2dy702YF3z8gnpnxQ+zWU8jkhOl8cFY78s++09mReZYLpZkMD+3MwADxGs31Wp28w1gwdC4LTm1ABszvOpGO3qHoTUbeGzqX4toK/J09rbVPbhotfQM68NOVEzx3UAg1g9nEi4dWEOseaGeSApBUmmVXZ1ipr+Nofhox7oFoVY5oFCq76GMHjyBr03SACyVZPHtgGcllOcR5BPFK/5kkeIXYvca5kgw+aLqWIJrd9/SLYthVhFR79v6FdZXIZDL8tO5YLBbGhHWzuVcCHb1CqWys5/GmVNILpVkcyr/IC32n803KXgCqDQ04KFR2tX2uaidiPAKoN+pZdE64uxXVVVJUV8nFslxujhuMt5MOJ5Wm3WhkXq29kLdgodYgBt5+WncmR4v6sVUX93Gm2N4JrnWvxWaSSrN5ZI+tn+drR1cTNuI+urz8EnmPP4GloQGFlxde8+5GrlLhrlLRbAcR7R7AsrGPkFqRh6PSgTjPIDQKNV+OfoDN1j6CDrx/6kcUMgWrJjzB4lHzSSsXJiwBzh7We89P6243WfLMvqV2x1lraEAuk7F41HxWXtyHo0LNlJgB+GvdMVpMlNZX4aBU8+axNVwX2ZvHe06mk1cYlysKuGvbh9ao5Scj7qGysY47tiywvi+1kd25P2oE8ktNUTOPKBEF2PumeJx/GtJ3o7/uIxSB3VHkngCZDMPAx3ks5Sjb81NxVKr596DbGRHaBb3RQFZ1MSqFkn8Nup3H9nxBaUM1ce4B3KEB1acDRaQgYbJwJbRYRLShub7IUA9m4IZFIkUtoCvETcBN58tzfabx6B4RsVTK5DzR8wZbyxXXoLa1UT5N3yOZB9va3PebLwarzbQ2YDm2GMa9BVigvpxqXRRvr7MJluwKPc8mBbNk9jYcZCa7VgAqhZz7h0UR7OHItqRCxiT6MbFzAIqmiJlMJiOrrJYX1l9gb1oJj4+ORZMkp8EgBvZ3Dggnytt+gkYmkzE8tDMJXiHUGhoIdPZEo1RT2VhLTnUJLmona9sYf1cN9w6JsqZqAtw/NBJfnYassjoOXiohr7Ke3uEe9AzzQK0Un7dGg4lLxTXojWYifZzRaWwTVoVV9WSV1eOpVRPupRX2+iey+ddmYQK0M6WYC3lV/GtKJ7qEuKNWyK3i0ttFTbx/++Yx9QYju1OKWXIogwA3R54c24Hnf7hAekktHfxceHJsHE7NYlipEv0RFQ4ikhY5HAY+bGsboFBCWH/xB1CVD7vfED0ZfeKFIU9Qd7iyF5a3SIeMGAZTvxQN2nNPiihW6wbnHhGQ3iLin7lPmLEE9RSPg3pAQDdbimlAV1uPvWYOvg+TPrWPajt5iLTRL8eINM+UDZCyAVe5ike7T7L+tshlMmKCuyCL+0L0/9PXiNcL7Cbq6ba9AAWnRZuFLreIaHVltvhceMWIxu2t0zOzj4ieetV54jMd2JPHDTr25CXT3GlPlZvPD2VXiDj0jqhx9YkD73iRLl1hmwAyqZ2pNhkwWcx8eHoDvf2jKamvtv5OHGsyRlsx/nFJ6ElI/AKS2JP4S+Hj5MYHw+5i0bmtXCzLYVpUP7odSObKW3cjc3SELz7i47O2GXaTxcynZ36ip280crmcM0Xp5NaUMjNuCJ+3SOGa23G03WMQxiKP9ZjEmwNn8+mZn3BRa5jfdSJxnkFUNdahkiuZmTD0qmmNaoWKUWHd6NdkBtLcH+/blH28dnS1db03Bs5iUlQf6+OsqmJaU9iewUU7NJfYhOq8ebHfzTx74GsMZhP+Wg9uiRtsrcGp1Tfw+pFVJDe5siWX5fDGsTUsHHEfTiqbG15Re+KtnX53zUS6+rXplxjVwtBEJpMxo8MgzBYLG9OP0cNPGMW0TJkEIUZa99X74fJh/j34dg7kJuHu4Mz4iJ6E6nxoNBpwUdnXayjlCpJKs3h/+3q6+0Qxp+NIYptqDEvrqylrqGZiRC9rM3YQ7qQmi4klF3YS5OxJd99I3DTOxHuG2NVoaZuEWHtkt0jPbSa9qpCBI0YQvm4txpIS1MHBqK5Sl9vcmLzW0Eh5Qw2hOh/6BsSRWVXMW8fXWSOiZouRK5WFxHkGo5DJ+P7SER7Z8zmhOm8e6nZ9m4mBRK9QO8dThUyOWqGmqK6CGbGDiHYPxNPRhdyaUt498YNdLeCqi/uYnTCMOqOeFw+tsL63hXUV/HDpqNBDLcxxPr58grEj/0l0n3vFYNArRkQAWlJwlv2559kZNonBsVOJ8oliVXkJ2zOFuK836nn2wNeE6XxZmrST1akHUCuUPNXzRlaOf4Lqyhz8D72H2+a3hRhbf39TjVWTwOswUURgzq8RA++utwp3zaBeonavvgIMjYwM68pq3ZPk1ZQR4uJNuJsvBbXl6NROOPkmwA2LRWqmvgZ63Q0RQ8T+W5pNgBCWvomilin1J/HaY/8F+1u0OzEbxUD8wPuQewKd1ptn+izm6d3ivlIr5DzQzxuHnAPg33YyxdvFgUEx3vQM98DPxYEgd/v46bpTuexNE/ffwj2XuaN/OOFeWvxdNXQMdMVB1f73VMsm05cq8nl63xLOlWSiVTrw6oDbGBPeDZlMxq19Qonw1pJaWE2cn44+kZ5U1Ol5Ys0ZDqfbJt++nN2ToR18qG4w8PHuy3y65zIWCwyN9eaVSR0JdHfkXE4F874+QV5FAxqVnPemdaFXuCdLDmbYHdv6M3k8ODyaLsFufHtXH/ZfKsFRJWdgjDdhXm3TmAEOXy7jnuW2WtTdKUV8O68vFgv46hxwc2olDLyiYPzbokWCo1vb/o0tSfreZnpSXSCixfP2iwhvS9J3ivtMroSvxon7oe98OPSBEHxesRDcC063yL6QK0DVdE41RcKYZejTot5T5SRE1uet6mddAgGFqOHLPQlKtbhHG2vsnT8Bck9wXf+H8NWKRuQquQK9yUiN1hfnzk19gfV1wtnTryPc/K1wh9X6wpU98O3NolWIyhGmfSNqDVvjGiR6AAJYLJiVDlZX7WYMZhN6mVxch2OLxfW+57AwZ1nXZFwmk5PW8x42pNpqmEvrq9ncop8eQH5tOZlVRVKj9GuIQ4cOMXv2bAYMGMDnn3/+s+sWFxezePFidu/eTV5eHlqtlujoaKZMmcL111//PzrivwaS2JP4y5HoFcpbg26n0WTAsHY9BW+J/oaW+npqjx/DpDLbrd9oNGDGwqHcJO7Z/gkWLAwKSuCJnjdQ3VhPvFcw3X2iOVtiH71xUjpQWFeBp6MzX455UAwAVQ4cL0jjpUPfkl5ZwI3R/ZjbabSdS2drWjZBz68p4/0WaY4A7574gUFBCXhohLtmh1ZCQimTW9sUlNRXkVSajcFkJNjFiwTPELs0zubaRplMxsTIXiR4hlDeWEOIzgdfJzdya0qxWCzIkXGqVbTqVOFlKhpr7cRehKufXaofQJS7+JFvMBo4nJ/C5isnCdF5MTK0K3GewSwaNZ+FZzdTb2hkbqfRdPexFx5BLl480fMG5nYajUuTUUyEa1vx07qJeWFtBVWNdcxJHGk9BrPFTEFdObMTR3Ci6LLVLGRO4kjeP7We3JoycmuOklaRx1djHuJyRQFP7PuSnOpSRod25f2hczlWkEaQixeBWk9mbX7P+noPdp3I3Z3HkugVypIxD7Mj8zRKuYLhIZ2JcQ8kvaKAvbnnyaspZ3BQIj39oghu5z4IcfFGJpNhCvLniKKKgxl7iazwZWBggt19k19bxvydCznf9H76OrnxxegHiHTzx9VB28Zt1ctJRDZ2Z5/n38dFT7rCugru3v4x3133tPVYkkqzkMtkjArtyrbM07ioHXm61xRePbySpDKRFtjHP5a3Bt+OVqkhxMXb6ggKEObqh5NKQ3F9lV19F0BKWbZd1LyZKpWWDBd/Ueep9UAR2l8YOzTj7MupmkrW5CSzBhiqh/RK+zYjFY21ZFQVsipV9MprNBl48fC3fDPuMbqVp4laqpZkH4FDwkGZgO7/x955h7dVpVv/py5ZkiX33nuN7Thxeu+NEEqAEGqAQOht6GWGOsAAQw+dhECoCQTSe+9xmkvce+9ylaXvjy1Llh2mfPfOzJ0Zr+fJE+voNOkcSXvtd71rCUMV70QR8uyfIoKvv7zc4a44908o/NNIrM0m0RhCiUzGHw6u5ZfCoyR6hvC7EZeRmHQ5hIyBjmZRLemr+PT1bfVBKhPxD5d+AHXZoHYDr2jRc3f4AyEJjZkt8sf6ZHumWhZdeIS4Wb+jyphKWMtRYjZOF7I2jyhY8o2o/iAkiWsOl/D7DUKKqlfJ+eLmkaT2ixE4mO+oVLd0mnl3Vz7fLR9NeujgGKA+WKwWjlbl8UvBUXxcjLR0t3OmTlRXTOYuHt33OTHuAYQZfHDXKpmX7DzAP17c6ET0ANYeLWVyrDdnypt5b5fjmu/MqeVwQT3zU/xZuaeAiiZxP3f2WHj4+9P8ctd4wj11VLc4ql8eWiValRimpIW4kRby1wf1hwqcK/YN7T2U1LczLd7n4ht0torYgDPfCPfVxMvB23Z9u9pEVU7jJmIZzn7nvG1rlXjeZcDnXiIR1cKSg6Li1tMhiF36TcIwKGSsqJJp3BwRA1OfFRMj7Y3CJKbPpVVthOt+Euc2+4/w0woxwaHUQvQM+GiSON6MF4R7plwpyKJntMOUCGDYYpq6Tfz+4NdOzs9vTr6FmaFpwtBo29PicxS/UHx+PCPF+f36sCMTsqdDxIPctBkWvAWbHxOENH2ZmKToN1GkKj3ETSPv5d5+CpRLAuMJLej3G2gxi0khjyghXe5qpi5gFCvOH7JHu6hlwgU51i3QaYJOJpFivEjv8hD+PdHc3MzTTz/9N6179uxZli1bRmOjYyK8u7ubI0eOcOTIETZu3Mif//xnlMqhqi8Mkb0h/JtCIZOjkMmpOHPaabn+520sffhqPr+wx77stmGzkEukfHRmi70CsafsHPvKslh/yeNEuYsBzE0J0zhcmUtDZytyiZQbE6by2L5VtirQCJ4afTWVpkbu2rHS3uezNncfvlo3bk+Z8zedt0QiGWQtLpVI7KHkACN8IvnDmCV8fHYrOoWa6xOm4uNipK6jhcf2fsGecuEYGqTz5PXJyyhtraOrt4dEzxB7Fa2gqYqdpacpaqlhavAwlBI5X2bt4k/H1mG2Wnh85BVMDR7GlmLHD+f0kFQ81Xqnc0v0DOGDaSt4L3MjPb1mlqfMFrlkwKHKbJZvc7ip/Zx/hM9n38do/1jSfSKxYLU7qF7sfXDv1/c31j+OGaGpbCk6iVIm557U+birXXlz0i18dHYLCqmcCYEJvJv5K5+fV7FmzoMopHK+yt7DO5m/4KbS8sK46wDw1OhZdX6nUwxHVkMZRc01PLrvc3sf5ubik0gkEl6ZcAOtPV1cut45TuX905uYFz6CClMjByqyCNR7kuEXQ5jBh7r2Zu7d+RG5TaLC88X5HXw4/U4SPUN4buy1vHHiJzrN3dyVOo8RNgK+q/Ssk8RzYmAir028yT4ZcK6uxE70QBC3kzUFRBj9GO4TYQ90l0ul3JUyz25is7vM4bYHIgagrLXOngN4y5a3qe9sJcEjmOviJzM1eBjFLTV2oieuZQ7n6koJ0nvyaMYVPLD7Y1q7OzCqtDyWcTl6pYZgvRcpXuFOJikLI0eR6BnC2px9lLWJqtJ18ZPJa6rkhkNvYrVaWJY0kztG3oqyNlsQL70f5TNeZNVJh4TteHUeNyZMtcuvAcYFxNM0oCoAUNPeJCoIA9FfNhk+Eb691iHB7G4TAe59RA/EIDXtOjiyEqtrAGtHPc53F/YDog/4gd0f89WUW3HP/FLI9nwSRaUlYLgwwLjsE2Exr3ARyzVuwsTlzFohXZ3/pghFbyoDCbDzeVFhVBvt/VCq+ixSmraBvw7W9bOdr78ApUftZK+gro0XNzp6vlq7zHyyv5A3A41285NLUv05VuwY+PgZ1AS5D+qedMKp2kJu2iziO/ocavujw9x90WvQB7VcOljpqheTRX3Oof1R09ZFt9nC+Upn46GWDjNtXWYenBnDzZ8fpam9B5VcykuLkvFx/ftcFkM8Bg/+3XV/YcCXt1W4toLou8zaANf/LExafnkIinYLg5VFHwmZZ1m/DEiVK7i4iet69juHdHjMPSKSoNLx/Uprpeizi5giJLo6L7hlF9TlgIuHIHMyOdScdRA9EPdK7mbwHwZJV4j1WquEG+gv94t1rFbY8piQm/oNA6lCSIbztgn55bCrIGIqRY2VTkQPYEP+UWb6RsK6O6Da5pp86ktxX89+2VbtK3XahpZy0aeYdp34rJm7RR6ftVcQ0i1PCAIXPpmJOj0fTb2DM41lBOjcGSnpQb2/n/NoylLR57h6kZB4A66eO3h8zO/4vLoEo1rLdfFTiHLzRyaRsrP0DKfrilBI5Tw5arFTFM4Q/n3R2dnJbbfdRnHx4F7ugWhsbGT58uU0Njbi4uLC8uXLGTFiBE1NTXz55Zfs27ePnTt38sILLwwZIdowRPaG8G8N3fjxNH//g2NBVTU3h41hRFAcNe3NRBr9SPEWg5iBckuJRJCOmvZmMmsLaOlq550py+ns7aa6vYk3Tvxkz0/7ueAoi2PGI5PKnAwdALaXnubW5FnIpNKLnmNJSy21Hc3469zx07pz//CF/L6fbfQD6Zc6GZ6YLRZ+LjhKmMGXdnMXv9v7GU9mLCZA72EnegClbXWcry/lyphxTsdr6Gzlgd0f2yWa3+bu508Tb7YbdAA8dXANH824C71Sw+6ys0wKTOSmpOkoB5jAyKRSxgcmMNI3GgtWe94dYHcO7UNhSw2FzdV4uxjtJjDNXSbO1BXT0tVOtHuAk6SzPwL0Hrw0/nqWxE5kb9l5VmXt4pVjP/JouoiauNBYwZsnfsaKlboOYZzT0t3O6yfWA6Iv8KE9n7Jy+p2M9I0ZFG/hpXFFKZNTPEAie6w6j5buThRSGS5y5wGhUianuqOJGza9YZ8kCHP15rNZ91HUUm0nen34pfAYx6vyWJW1k2khKfhp3ZkclIRe5UJPr3lQ+PrusrMUt9Ta+yQtVueKNGCXU3q7GHkiYzFL4yYjl8oIcfW232/DfSKcSLtSJrfnIuY1VdodPc/ZejyVUhkeF4lnKGyu5vbt7+Ku1vH82KUYVVoCdB4E6IUhg6vKhRfGL2VT4XHO1pUwJ2w4EwITcVW5sHr2/VxorkArV9NjMTtVSN8/vZFh3ncw+drvbVUQD4pbGujs3WJfRy1TMCMkBXe1ng0FRxnpF8388BEUtzpfL4VULqrceg9BprY8KazeM+6Ain4Da3OHMwPRuInBdn+YO+0E0eSfxtaKHKeni1tqqa7Oxr2vN6+1UtjY37JTEIH87ULuFjBSyPJOroLTts91/QX4ZqnopyrZ79jpuR9h8uOOnkKPaBh1+2DzDnAy3ujqsdDT65wjWd7YQW+/SINZCX50dFv48nAx8X6u3D4p4q8SpXN1JfZ7LLuhjGviJnKqX8U/1NWb4L+gWoj01rFiUiRv7xRup64aOZelCyIe7a1Dq5Rh6mekMizQgFYl59pRwTz7s8MwZ0yEB8FuLmjVcjbcOY7Sxna89WrCvQRxK21oZ+v5ak6WNjI5xptJMd64ay9O4MZHeTIxypPdF+qQSSU8PCuGOD8xiVVUZ6KyuQN/o8ZBCk+tcd5BbRbU54lrVWQzR2oph2+XwpIfofo8ZP8Mel+RyYdU5CNOeECYqrhHiP66hkLR12cMcfSiRUyB3l44/oXojfNNBPdQ5+P3DjaeoddW1beYRaaefwr8cItz7p3VKuTJTaXw091CSqr1ghG3QNhEUOsxqJqRSaROMu1Yj0BBHvuIXh+yN4hJDL2fkDDvf93x3MjbHDJOqRIaL4h+Rt8kcTyvGLiwDSpOoPlkBuOmPMm4cfeJCnhPJyxdj6XqNB0unuQZwvBprsC3X0SEsi6HKb/ezsS7TyPV+9gnSMONvqyccSfFzTXolGrCDD5IJRf/3R3Cvw+qq6tZsWIFZ86c+esrA++++y61tbXIZDI+/PBD0tMd/emTJ0/mkUceYd26daxdu5Zrr72WyMjIf9Sp/9tgiOwN4d8aLmPH4vf88zR8/jmKoCA8blmGS0AI0wgZtO6ypJkcqbpg/6G7OWk63i6uPH1gDRtteWMKqYwvZt9PdkMZVQP65MyWXgL1Hrir9U4h2tOCh/0m0dtfnsU9O1fS1tOJu1rPO1NuY2FkBmEGH0paanFT69DIVZS31tsH1aWttRypcm7E/zpnL3ekzB20/84BzqQgwsT7iJ59WfPgvMmSlhqeHXMNzV3tGFQuTuYtA3GxzL2BkkUJEnQKh2S13dzFGyd+4iubyYpWruKTmfcwzDuM/KYqtpecoqSljmkhw8jwjcFFoeJwZS4fnXWQgI/Pb2VmSJrTAFSrUOOm1g0iWwBVpkZkUinXxU/hQmMlp2oL8HYx8MfxNxKk92SEb5STe+u88BG4qbVIJVIeSL+Uu3astBO73424jH3lWU79aIUtNVxoLMegHlw98FS78nXuXkzmLtbnHwbAx8VAsI2Y+es8nF6HQip3Is/xHsGE6L3sBMegdHGqtjR3t1PQXEVDZxuNXSaGeYUil8qYFpzC+fpSfso/gptax+/HXEO4wYf2nk56LjJw9NG6k+IdhkautDvbhrn6kNtUjsVqpa6jlbt3rmTNnAft92Qf/LTu3JI0007m6zpa2Fp0kvrOVmLcAkj2CmP9gP5LsPWcBiVhVsZwrOoCZ2qLeH7sUg5UZOGvc2dOWDoRbv5EuPmzOHY8VqsViUSCt4uRVyfcyMrTm3FT67gjZY7Id2xvAJ8kIW/TGEVv1GqHQYZV7Y5T/bzkoAhH76uEAEROg7KjAGirMpmUPJYv+pHLAK0H3hXHcEJrpZCjbn3KIcc8vVbMHOVudl63vV5I6vrHKXQ2C5J58zZhYe8RKfIFFWpReezrd9K4gV8qWCwglRLqqWVqrDfbsx0xAjeNC0Mhd3zveOlV3DohnCvTA5BKpLhq/kLvmQ39JXCdvT1caKzk4fRFrM8/TJJnKNfGTRQxFL8BlULG7ZMimBDtSVN7D1E+esJsvXSRPnpWLcvg6yMl1Ld1c/nwQBIDxL4WDPNHo5Cx7lQ5I0M9WJjqj1Yt7qlAdxcC+1UkO3t6eWVzDj9lVgDwc2YlT8+P58axzpXI0oZ2dmbXkF3Vyk3jw7h7ahR6tYJwLy1ymZT9eXXc+sUxTN296FRyVl43nDERnsIgJM9hGIVULiSShbucX6ypDrDCZR+KSQuVq6jS/nyXuAf6MOEhKNorzFNkSkEIZUqQyISRy9e2/jiVXuRP+g0T0sjGIkEWfeKFSYvt3kSmFI6aBbthx/PQXgtj7xV9qae/cRzXLUxIN4v2CKIHQrq86wWxP503Edm/8mTCRJ4/v4ceSy9x7kHMCk0DpUpMWNT1m/CInCb66sqPiqgU91DI3wXhE0RvqlQqTFrWLoEa22RF/EIRR7H3def3b/dLEDdfkECFGiImsVGi5YHdnwB7iTP4sDbxcpSnHZOg5sQrKOrpIajX7PT7Y1RpMXoPrkIP4d8TW7du5dlnn6W2Vnz3SqVSLJbBE5996Ojo4PvvRXTT7NmznYgeiAn8J554gm3bttHW1sbq1auHqnsMkb0h/JtDrtdjvGwR+jmzkcrlSBS/PcAZ7R/D13MfIq+pEi+NgWSvUAqaq+xED0Tz+Le5+7gsagxfZu2y94AN946wm1i8NeVWnj/0DXnNlVweNZb54SMverz6jlae3L/a3mvV0NnKa8d+5MMZdxHnHsR3ufv5pVAMJgN1Hrw/bQWRbn7olS5o5SpM/ZzbEj1DiPcIxE/rRqWNhKpkCpK9wjhfX0Jjp4lQgzcBOg90CvWgPjs/F6OTkyVAqKsPpp5OGjvbkEn//t6HmaFp/JR/hBLbAPmetPlOlbv8xko70QPRA/RzwRGC9J7c108C+d2F/bw79XamBCcPyn6raW9mSlAyWfUlHKvJx6jS8vy4pQS7egk53wD09flFufnz4Yw7KWmpxWztRS1VoJTJeWrUVXxydisHK3OYEzqca+Im2meGJwUlsXbeQxS31OKvcyfRI4TPB1TjADQKFZEGf24fNpv3MkW+la/WyAjfSCeiCtjNCaQSKdfHT2Fv+Tm7k+fvRiwioEdK54ULKHx9CdR78sH0OzlVW4DZ0kuyV6jdqbW9p4tXjv7AzwVHbPuT8OH0OxkbEE+A3oM/jFnC8mGzcFGo8bFV9TYXnWR11i4ujxrL9xcOYMVKsmcI4wLiCTV48+WcBzldW4hapkQmlfLwns+czr263/vb1t3B1pJMPju7HX+dG7ckzSTOI5DXjq3jR5vxS985hRl8Bt1rfVKrY1UXuLGfc+dovxh+N+IyvLXinCvbGvi18Dhbik8yJSiZueHpzIsYyZTgYcgkUjHoq8+HH2+HssOCSE15EkYtxzzvI3rP76S3uQlzgye6CY8jPfCaIFrj7oeYOcIgpfiAqLi4eIjqGyBpKuFqv3BqJAo2F50gzj2Qp0Zfhce5foN4EAN8Rb++uz4c/xjiL7XL0ABR+VHqYPrvYfuzIoLBL0X0+311pajSTH7Clk0WKYK8S4+I5YZAIctTucKoO9CFjOaZBQlMjfOhsK6N0eEejIpwJuIA58qb+XBvAWfKm1mSEcL8Yf546VWD1utDmk8EGb7RHLZNLvlqjSyKGsOS+EkopLK/qWqiVckZGTb4XACC3Fxwc1FyuqyZ2788wbUZwdw/IwYPnYqrRgZz1cjgi27XH6WN7Xai14eP9xWyKC0Ag8ZWme0y8/ufz7HVlqm35kgJf7pyGIvSRJWxqb2bp9aftVcZ27rMPPPTOb5dPgbDsKuEdLOxQFSeZv9R3B+JV8DO5xwH9YgGQ4AwKPGMEmS+sUD0+vXHsU8garqotJm74PtlcMOvogp35APHel2t4l7UuIv748y3gmTOfgUWrRQy3u42UcVT6GDleIeb5893w5LvYfGXgmi6hwuJp6uf6PkbCFMN/HI/isZCrjAEMzx5CW3BYwkNTMFNY5PuL3xPTIZUnhJkbtjV8OFkUfVTG+DKVbDoGhG5UH4cOsKh/JiD6IEwsMm43VkuDeKe7mcYU9/RwktHHP2PWc3VfBM9iqvH+SPL3Uhj6CS+04byp59eZFnSdG5NnoW+X+/7EP4zcM8997Bpk8hjlMvlPPbYY3z88ceUlw+eyO3D4cOHMZnE7+rcuYMnwAH0ej1Tp05l/fr1bN++naeffnpQ+8x/G4bI3hD+IyDT/PUfAqlESpJXKEleofZlEgZ/AciQEqj14E8Tb6aopQY3tY5RfjF42H4Uh/tE8vnsezF1d+Hp4vqbFTFTT6edmPUhr7mKtp4u8psq7EQPRNbcwcpsIt38qDQ1sCx5Bh9kbqKzt4dgnSfXxk0iSO/FRzPu4mjVBTrM3Qz3iSS7oYynD6zBihVPtSsfTF9BlJsf96ct5NXjwsDCV2sk0TOUNycv4/Xj6+m2mLk7bQFGtZYbNr1BVkMZ0UY/Xhh/PYmeIVS01bO77Cyna4sY4x/HuIB4u8y0vLWeEzX5tHV3kOAZwqrZ91HQXI1eoSHKzd9pBrZnoBscgjSUtdUNqsr9lH+YKcHJzAxN5eucvXYyEO8eRJS7P+9NX0FZWz0GpQv+OneaOk3EuAXw58m32qMh7kqdT3K/a9vS1c7rx9ezr+I8EiTckTKbmxKn8/ux12Lq7sSgciG3sZxXjv5AfnMVl0aOYlxAPMn9qmmTgxL5Knu3/TpeHjWGHcWZHKnMZW74CCYGJtLa3UGE0Y9eqwUvjcGe3SeVSIg0+lLX3oKniyvDvMP4bv4jFDZX46F2JaiklpJFl2OurUUzPA3fZ58lNDKSUIMjKLoPhc1VdqIHYLFaWZ21i7EB8VitVvKbq+yudEalC92WXj44vYmilhp6LGZuTJyG1WplUdRo+/7jPYKItwVo7y4960TO5LaIkT4cqszh0b3CcTCnsYwjVRd4f+rtdqLXd05fnN/J21Nu472pt/P2qQ30Wi3ckTKHYbbrsqvM+TgHK3PIbarAW2vEYrXw2bntdoKdWVtIaWsdT4+52sk0iAtbBdEDQeS2P4s1Yir1azfT8Omn9tXUSYkEv74TmUYtQqDPfiP69JQ6MXiOnA5Xfw1VZ8BiJqxgK39MWcqD6QtxVbqICAbZleL5nF8csj1DIBiChMFGH3ySxGC7vR5OrRZkYcQy4cSo84FRK4TRi8YDPp7q2G7dcjFAD58kTEG8Y0VQ9Rf9nOTytlJx5UZWXVAR7qnlhjGhBAxw4gSoa+3k9i+PU9IgJhN+v+E8CpmEpaNDB60L0GuxEKDz4M0pt5DXWIlcKiPK6I9W+ff1yP0lHC9u4IM9jh7P1YdLmBzrzdS43zBLuQhclDIMGgXNHQ5Za6iHC6p+Vc3i+nY70evDR/sKmZPkh1oho727l9IG57iU4vp22rvMGHwS4KZNQrqpMYoKl0wOKVeLKuypL0Wf5sTfiSpsVxuc+0FEMMQtEI6YLf2UFO4R0DxgsNpaKYj7QEhkkL9NED0QRic/3Qm37oJhix3rZW1wjm0AUcGTu9j6O4+AXC3uS/9hgrT2ff8qdUKK2ShUBbLmEqL2vigIXdTXQlZZfUaQukvfE5MZKiN8e71YBqIive4OmPsqfGWrTCpcRBVzIEy1ImB97RLHsrQbxfuCUKO0dHfY3Y378EbhaWYueoa8qEt46OBX1FVnAvDhmS2MD0hgpF/04GMN4d8afbLN8PBwXn75ZZKTk/+qA+epU6fsfw+s6vVHWloa69evp6amhpKSEkJCBqu9/pswRPaG8F+NCKMvC8JH8pNtIK2UyZkdNpxbtr5jJySBOg/SfaKcttMrXdArBw+4+sPXxci88HR+LjhqX7Y4ZjyeGj3n6gebF7R2d1DZWs89Oz9EKpFyRfQ4pBIJ4QZfIV1DVEj6qiR5jRX84dDX9sFzXWcLa3P28vuxS5gakkykmx89vb0kegZj6ukiu6GcmaFppHpHkOARzIN7PrHLPXObKvnDobV8MO0O3j65gR9sUrwf8w7xeMaVLI2fTH1HKw/v+ZTjNcJhTyGV8/msexntHzvwpYhzNfg6Bc9LJRIuiRyFXCofVPkJ1os8r3TfKD6fdS9Hqy7grtEz2i8WT5uMLM49kMbONr44t4NPz23DV+vG/WkLWTP3Ids1cSb8Byuz2Vch+oKsWHnn1K+M9osl3TcKo1pLTXszd+74wB6XsKv0DG9NvpXpoan2fUS5BfDlnAe50FhBa08Ha7J2c8L2+neVnWXl9BU0dpooaqnBT2vkoxl3srnoJGWtdYS4evP84W8Z4RvFipS5ZNYU0tzdTpJnCDG9SoruvJtem5NYx/ETNH75Jb5PPonkIpJgqUQ66D1T28xvDlRkcdvWd+yRCH8Ys4R54SNwtd2fuY0V5DZW4CJXsSRu4kWv1QjfSF4efwMfnN6Eq9KFu1Ln2e+5vveyP0w9nZjMXYPOSSmVI7eYmSTpJCN+FFa9Hy5eUWLwiZC6DoSLXBC5mvZmvs3d7/Tcj3kHuT1lNgG6fpWjRmcXWQBLu4m2XbuclnWeOUt3C2gCw8Vg+Ke7xBNdrbD/T2JQ3NMujFP6zv/MtwTethv6JMoeEXDZR2IwrzKA3kZSFq2EH24VhC8gHcbeLWRuM1+AsfdAex18MEGQ0aYSEfDebYKAVAahPs8R6QCDq4Y9HVReOMXKPYJ8T4n15s9XpaJTO/98lzR22IleH74/Uc6SjBB7Xx+ISZDtJZmszd1LnFsQi2PGke7r/P32v4V602CZecNFlv0lBBhdeOHSJO5de5KeXiuuajn3TotGrXC8fo1ChkoupcvskH+FuLsgt71uH1c1S0YF8+n+Ivvz148JcfQ06n2EEUrxfijcC8EZou9u6pMw+g4xOdA34VBy0HEvHf8UJj4M+14X95WLB0x4EL7qR9RkCkGMzF0i+qPMNmnj4i4MVY4OGNxaLYJk+SSJ8zn3oziXgTAECUOgPonw7pdEzmT4ZFi6DjLXCqIXM1NU1qRy8X8f/JLF/5lfwYZ7xd9yNVz7PXi6iOiH/mgpg2LH5A497UJiKlM68va03qIPUe+P5bqfkdacB1dfCB4NChXn60v40/H1FLXUcG38ZN459Yt9d3enzsfLxcCPzdXUdbQ4HXpgn/wQ/jPg7e3Nddddx5IlS1D8BVVWfxQUiMkjo9GIq+tvS8wDAx2/X/n5+UNk7199AkMYwr8SOqWGh0dcxqyw4TR1tRHrFkiFqcGp8lTWVs+p2gKnikt5az2tPR0E6jycohUAmjpN5DdXopIpuGPYHCKMfuwpO8es0DRmhKYikUiIdgsgUOdpdzCUS6SM8ouhrrPN7n63Kku4FUa7BbAwatQgZ8v2nq5B1bPC5mpO1QiHvXZzFxq5ko+m38Xzh79xcl9cOW2FnbT04XRtERVtDfyYd9hp+adntzE/YiS5jeV2ogfQYzGzvSTTKdOtqLmGguYq3NU6YtwC+cPYazlenUdjZxsJnsGkeIXTa+3lvuGX8Kfj6wDw17ozwjeK9fmHiTL6M9Iv2j6La+rupLnLhMEmMT1YkW3PKKw0NXLrtrf5fv6jhBsHRzdcLA+woZ9MtLC5alAu3q+Fx5zIHoC/zh1vFwPX/vqaU89dZm0hJ6rzeXD3J5hs7/UH01bQ1dvDgcps+wTChoKjxBj9ec1mJiOTSNmctNRO9PrQfvgIpbXlHGspxUWuIsU73J4fFW7wZWn8ZLvJi1Im55q4iZi6O3njxE9OuYYvHf2eMQFx3JM234kE3pQ4jZ/yDjM5OJk4W0UPhDHMqZpCthafZEZICuMDE0n1DnOSvUQbA5zOVYIEbxeD0zkppDKujZ+E5My38NOdaEDILK9aI2IHgIlBiXyds8fuCHhd3GRibFJVrUJNmMGXc/UON7ZgvRdWq5UD5VkoZHJi3QPRR06Fw+87TkbricwzGP2smdS/51iuCApC4WMjZ83OPaziDW8Y3JfV2QQNReAWSkVrPYUt1bipdUS6hdsD6+loFgPsS94Rg3ivGJHxB6KPydUPmkucLOgBaKsWA/SBGLjMNWDQKk1So/3vHdk1ZFe14KKU461X4WmTabq7KAcZomSEuTsRPRDGQI/u+wKAUzWF7C0/x6ez7sVVqbF/zv63EOfrikwqodciJgQUMgkxvvq/spVAr8XK+YoWiupMBHloWL9iLPVt3QR7uBDioaWyuYPc6lZ0KgWxPjqeWZDAYz+ewWoFV7WcWyeEI5eJiROZVMKtE8IJcXdh74U6JkR7MTPBx/HeNBTCqksd+YkKF7hxo5BQugyQqNY5en4xd8L+P8NlH4sePEOQMEW54gtBAFWuEDtH9PWZ6kQ4efpNYvLDL0XEc4RNhGP9CJ9SJ6pgpYdh1SWiQuceLqpoh98XkwbDbxRVxoH3WEulqML5pUDYBDjzvXC5NATBmLvg4NtCTuydAAmLxOve/Jjz69n1Miz5FtJugL2v9LuYCwT57I+z38PSH6FgD6h0EDEFk96P3aVnWJN1hGCDN9d4p5Ko86Gp08Qjez4jt0kYJR2oyOKpUYvptVgIdvW2/44ke4Y6HUIrVxFlvEim3xD+7bFmzRqkv+F38FuoqREVfD+/v+zC6uPjUA/0bfPfjCGyN4T/eni6uDIlONn+uLBl8BdDX8Ow1Wplc9FJnti/iraeTsb4xfLk6KsIs/WKlbbW8sieLzheI9zpbkyYxh0pc1g+bLbT/vx17nww/Q4OVebQ2t3BSN9oUr3DaehsI8zVxynn7JKIkReNMAgxeDPcO8KJgC2OGc8T+1bRbpP8dJi7OVCR7UT0QBCQmSGpTlXHKcFJGNVaXJUamrvb7csDdB6oZHLkF+nfUfc7r8zaQpZtecvek/ZQ+iKuT5jC/AjnnkYZon9tjH8sTZ0mKkwNLN/2Lr1WC0qZnI9n3E26TyQHKrJ4/fh6GrtM3D5sNrNDh3Oo0tkxscPcTWlr7UXJXqpPuNNjrULtNGgwKLWDehsjjH50m3uoMDWiU6jtWXZyqYwoN38nsqeUyTlXX2Lvrewwd/PGifVEuwUMnpnu9372Wi0ck7SSFB1Fd65j4Ogyfy7X7H7PLhkd7RfDaxNvxl2jRyVXsCJlDhMC4mnoaiPK6E+cRxAtXe2DrPE7zd309JoZ4x/Ht/Mf4XRtEWVtdWwqOkFeUyVf5+zj67kP4m8zXzlTV8wtW9+m12phW0kmH57Zwpq5D9ojNkDEIPRFY6hlCh7LuJJIox93DJvNuIB4GjpbiTL6Ea+QOw8erRbY9qzIFVO7EuXmL5w7mypxUaiJdQuwywb1Sg2PZ1zOiu0f0NjVhkHpwmMZV3Dfzo84YyOAl0Rk8PjwBbhe9RUc/0w4HaYuAWMgxumj6a2toGXjdlTxcfg8+AByg16YYlgtztI2AEMglqAMpOfXO5bJlKD35VxdCcu3vUttRzMSJDw5ajFXxY5H2t0m+qv6Bud6P1EJ6XSFC1uEI2jEZFGVCRoNpf0qIWnXCTngnNdg+zOiypJ2vaiW6P0clZbQ8ZBwqajoSGU0jnyAD/P0gLjPFDIJe3Jr+fOOPALdNLx1dSqpwW6Eemp5fXEKD36XSUuHmRGhblyRPjii4uf8I06Py9rqWZ93iB/zDrEiZQ6zQtNwUfzvSDlTgox8cdNIPj9QhFwm4brRoSQFDHaCvRh25dRwyxfHsPFE/nhZMleOEMT4QnUrN39+jJIG8bm6bUI4d0yKICnAQF1rF2Fe2kERDH4GDTeMDeOGAcYuAFSddhA9EFWrsqOC7A2EcUCFoLNJkLqQ0eL+qssRfXiLV4mA8o+nO9Y99SW4BsKUfp+RiMmw4G048GcwBovKoGekMPzpu18bCkQv4OWfibxHY6gwTumfeyGRip6/lROF0cuslxyZfE0lQio67fdie4tFVJ81bsK5tj9MNcIJdsRNoDGI+9AnQcSJqC+IPr0+pN8IoePEPxsOFWfaI2aO1eSzs+QM385/BFNPp53oAZysKaCmvYkfFjzmNMmQ5hPBh9PvZG3OXtxUOi6PHnvR7/ch/HPQ0W2mwdSNu1aJRvm/Sxn+XqIH0NIifls1f6V1p//zra2tf2HN/w4Mkb0hDGEAkjyDCdC6U24SOW1uKh2Bek9O1xahlMp5eO+n9n6DA5XZbCw8ZnfKPFyZayd6AJ+e28aUoCRGDOg3KGquprytnjTvCCLd/O2xEB4aPa9MvJEPz2zhbF0Ri6LGMu8iBjAFzVUcqbzANXETGR+YQElLLZODk4lxC6C0zblaZTJ3oJTJnXok9EoN18ZPxkWuZkdpJhMDE7kxcRr+Og+eGXMND+3+BLPVglau4p60+WjkKqLdA5gVmsYmm6GNXqlhSvAw+z6/ytptJ3oArx9fx4TABKLcHATLbOlFLpWhkitI9AzhXF0Jy7a+ZX++u9fM19l78FDpnapST+xfjYfalSSvUHvINogqmY/24kHLEQZfXp1wI+vyDuPlYuCq2PGEGR2zfeFGXx4deQUvHfmOXquFaKM/4wPieXz/KjYUHMPHxcgfxi5hfGACAFfHTGBP2Tmq25uQS6Q8nnEln5ze6nTM07VFrEiZy/cXDtirrhMDE8gd4I5aYDEx649/pP6jj+k4eRLDoks5OzKWytMO6+mDlTnkNJYzWiNksgaVlnG2c+mDq8qF24fN5rF9q+zLroufTKDeE4lEQpxHEN/m7mNNP6Ocmo4m8pur7GTvQmOFkxV7r9VCbmO5E9nri8ZYMWwuarmCYL0XvU3NyLPOk9rVhTo2FoWnHzQWi+pAf3S12OVjDZ2tHKzMYWfpGVK9w/F2MTj1iKUZvPl+xu1U9Zjx0XtwtPKCnegBrM8/zCURGYzxt9nWa32EvK6hAOVPV+Dr6Y7nQxOQtuUjU5ZBXgV8fbXot5v0mBi4drXAhIdp9EniSHs7o2Pm4Zr7C2jcMM99HblnNF8fWGPvvbRi5cUj35LhF01Ec5FzFaa1EnI2isH0CdHTSNbPkLFcDNgDhwuzCo8oEfSu1MLIZaISWHoYzq8X+7iwWZh4uLgJE5AF72Aecy9NXZBn8ePcwVP2Q940NowfTgpiUtbYwVPrzvHlLRm4ahTMSPBlo78rLZ1mAt006NWDJ4kSPIOdIlwUUhltPZ2Ut9Xz2L5VeGkM9nv+fwqpVMLYSE/GRv52fMPF0NLRw4sbs+xED+C5X84zLsoTf6OGbVnVdqIH8MGeAmYk+DL8bwhdvyhkFzGxkf8G4Q0ZI+6lfa+Jdab/QZBCq1WYpfx0l7jf9f7CmXIgpFIoOwEF20UFMXwSpC0VRj0yJdhkzbgMeC3t9WLCwtMmuQ1Ih8VrYM8rQqKZsVy4xPb1kuZvFy6ffWguE/2kOh/ItxlPLfkeUq4VsSF9GHuvqFKq9OI1SGUif9BUJ6qB894QUmr3CBFDsedVMTnhISpzu8qc7fMbu9ooaq4iziOIAJ0H5f1y/sb5Jzg5OIOYRBsfmPC/dg8O4f8f2VUtvPhrNvvy6hgX6cmjc2KJ9f1t6eQ/A93dQjKsUv228dTA5/u2+W/GENkbwhAGINjVm49m3k1mbSHdvWasVis3b3mLHouZh9MXDWosP1btIHe1Ayo6gFOVDOB4VR63bn0bk7kLqUTCi+Ov55KIDBo6W9lSdJK1OXuZGpTC7cNmO/VNAfT0mqnraOGOre9SZLfo1/LpzLuJ9wzGYrVwbdwkPj7rICGuCheeHX0NTx1YQ4/FTLDeiytixhFm8OGp0Vdxz/D5uCod0QszQlIJX/AYVaZGvFxc7VVLg0rLk6MWszByFG09ncS6BRLpJqQUFqtlkBmN2WqxR0PUtDezqeg46/MOM8ovhkVRY4gw+l40W67T3ENle4OTNBHgfH0Ji6JGc0W0cJd0Vbrw1KirLirxqW5v4uE9n3Gk6gIx7gFIJIK094dSJueq2AmM9I2itbuTMIM33184YK92VrU3cu/OD/nhkscIcfUm3jOYtfMeprilBjeVjjCDD+Wt9aw847DcvyZuEhm+MayZ+yBZ9WW4Kl2I9whk5WnHOnqlhhmhqag9Q/B/8QUsHR3IXF05e+JnBkIikVDWWkdOQzlquYJ4j2CnTEaAmSFpuKl0nK0rIVDvwZiAOCfToECd16D9GlSOflMP9WBZ3cV66yrbGilorkKv1ODW2UvLCy/Tukm8LkVICEHvvYsqNFQMFvf80bHhxN+J/iREgHOfDHdL8UlO1xbx4vjrUMuVUHYcfn0A/4qT+EfPgenPsLlz8IxsW0slrJkvKhPJV8GkR0XfW2cTks4mFE02Q5D8KDDZBpatVbDrRREAvfB98EvicOFx7j25mVT3OBZOnUKV2Uy6MZrREpwq6yDMhkzdnc6D5z6YaiF3o+NxcAac/Va4hkplosrS3Sb6qbQZ0Nkq+qvq+8moa86LQbptgG9CxZ8zVXywpwCNoorbJoYT4aXFU6fiuQ3nKWt0nMfZymaaO3vsUQsBbi4MFoI6MC98JHvLz3O2rhiVTMENCVPtUSEgYlr+1QNts8WKqctZot7ZY8FsU1hUNXcN2sbUZR607G+Gf4rodSsQ0nncwyF41MXXdXETfXrDrhIky2B7t+vzhJtlX19ca4VYFjndEe2g0ou+vc9mOQxXtN5w8xZw71dxrMkSy4NGQaktyiTtenGePR3CEbOzGXyTxSSBBDj+ubNpUPkxiJ4FuZscy6JmOEugtz4pCGPoOCFPDRwhKn+5W8T/hXtEv2sfzv0gXDqlcmEk04fi/XDlF6DSD8pSlSDBTa3HQ+PKqxNu5KkDX3KhqZKJgYlclzD5N2OLhvCvRUe3mRd/zWZ3rhhn7M6tRQK8d23a/3qF7++BTCZ+2/4ed83/didOGCJ7QxjCRRFm8CHM4MPOktPcvv09+/K85kq8NQZqbLP+AHPDRtj/TvMOdzKtcFW6OP34dZl7eDfzV7v0z2K18oeDX5PuHcm+ivM8c/ArALIayvil8Cir5zyAh0ZPXlMl3+bs41h1HldEj7UTPYDmbhN7y88T7xmMVCLlsqgxeGhcOVGdx2j/WKYFp+Dl4kqSZyhNXSZCXL3xsskTZVIp7gMG+zKpFI1cybaSU/xaeJwUrzAeSL+UeI8gPDSujA9I4HRdEceq8yhoriLVJxwvjYElcZPsFu4A4/zjRQA2sD7vEK/ZevTO1Zdwtq6Yd6cuJ8Lox7ywEWwoFARLKpFwTdxEdBeRkYUafPDTufPUqKu4OXE6arnS3tM2EGdri+3nkt1QRjZCNhTs6kx8FFIZMf0I9YEK53Brk7mLmvYmQly9qeto4UxdEfUdrciMMiQSCUviJhGg82Bv+TnG+McyOWgY7eYuSlvrOFKVS7xHMPEeQTyYvojZYcNp7e4gxi3QXmGUKBTIbI3pk4KS+PTcdrsEd6x/HEallqUb/2Qn0nPC0nlq1FUY++X8dVt6OVZ1gTU5e+juNXNT4nSWJU23S6MmByfxc8FhshrKkCDhnrT5RPXrwUvxDmdJ3ETWZInq39WxE0jxdpbAnq0r5sbNb9ort2u9p6Hc5CCwPcXFtB85gio8nPphS1C5R6JurUDuEw/BYwBhDPLF+Z1O+91YdJw7U+YSoVLBj8uh3nb/5P4KLu6kjL4PuURqJ/7uKh0x5QcFwQJhLuGbJI7RX9IG4BUHJkcVGItZOF1O6gKr1S5/PdlQzskGUSl7KXAYUomUq2MnOE3iDPeOEPeyWi2iE2pthjUSqRjMZ37lOE5TCXjGCjJn6RVET+MGZ34Qg2S/VAid6Ez2dD6i18uG7KoWu4tlR08vb2y7wGNzYpmV6EdCgIFzlQ4SPC/JD2/dX57l7o8Ioy8fzbiLkpYaOszdPLT7U6fvs8D+Zjj/ILR09OCilNl76vrQ0W2msM6EUi7l7qlRPPqDo0p028RwAo1ikmJ6vDefHyyyPxfs7kKUj/MkyN8FvS9MfVoYiXS3AlLouEiEQR8kEkGG+qOzdfBkwPl1IrKg8pTotfNNFnEL/Z01TTVCRtpH9vJ3iWgOc5fI0lv0kTiWd5wIMD/4Fuz4g1jXNQCuWSs+A4YBkt2SQ4IIRk2HqrOC0B3/bMA5SkHnKYhr37FXThLVeblaxIb0h0whzGy2PuG8PH8HbTU5nJPrGe4dwUjfaI5U5aKQyngwfRFdvT3kN1WR4h3OqjkP0NxlwtvFgEb+t9+3Q/jnosHUzb48Z5XQ3rw6GkzdBPwLyV6fPPOvVeu6uhyfMaVS+RfW/O/AENkbwhD+ApoGVOV+zj/CaxNvZmPRcXIayrkmdqJTv1+aTyQfzbiTdXmHcFfrmR8x0k54QJia9JexAJh6uugwd/FD7kGn5YUt1ZS21qKQynh83yoybf1iGa0xg87TRSG+zEpb63hs3xdkNZThr3PHqNYxJywdqURqr8L1oay1jkOVOVS3N5PmHcZwn0iUMgVWq5U12bvtzoj7K7Ko3dPEF3MewKjScrgyh2Vb37L3ui2MyOCpMVczPiCBldNXcLgih2BXb8YGxKFXamjt7nCSXgIcrsolq6GMg5U5hBl8eHbMNZhtIb/DvMLotfTy3NilvHjkWzrN3SyNn0yGr5DCKmRyp/f0YujqHex22tn716Uc04JTOVTpIKxuKh0BOk+6zD28fXIDX+fsBcRs9QfT72BCYCKLY8ezOHa8fZvvcw/w+H4hi9pQcJQDFVm8MWkZYwPiyawpZGvJSTQVSkb5xTpJXJO8Qvlq7oOcry9Fq1AzzCuMzUXHnSqmvxYe48rosYzq54B6qraAj89tsz/+8MxmRvhEMSFIVGeCrCo+yLiOYmsHWqWGSKMvyn69lm5qHQ+nX8YV0ePAaiXM4OsUoQGwsfC4k0S3obmOgV00vSYTRysvcOeO92nubsdDreeNqHmMsE0mqGQKQl297KZEIAKSXZRqYV5Sn+u8w/xtpEx/ls9m3cvOktPolBomufkQ8sUs5/WK9sOIW2DOn2DzI2KQHDVTVDF84uHCJsfgOu16IbOLnUdM7CJkEqldwqqQyomRS6Gnk0mBSbw15VZ2lJwm0ujPlOBkEcWgcoHFq0UFyFQvTDCCR4k+vHW3CXLXXCYC3GvOiaBslR5G3QEH3gJTtRi8Z9wmLPOL9grzjIXvCWMXG1o7B1epqlu6UMikrJgciZuLks3nqpga58M1I4M4VdrE8eJGPHQqRoW7D+pXGwijSovRK4yOnm7uSJnLK8d+oLvXzLKk6Qz3ifyL2/5PUNnUwbfHy/jueBnDQ4zcOiGcOD/Rw1fZ3MHLG7NZd6oCmVTCswvi+XDpcPLrTAS7uzAq3GE2MzLMg9U3j2RbVg0+riqmxfngZ/gf5LD1dMLul50rtBe2wE0bBVH/W+AePrhPc8QtYAwS//ow0G0VhJwThKPntqcd92v2z1C8D24/IO6jykzn7L+WcmHC4psk+mL75KUypSCvAWnC8RNEn15TsbjnQBDWyY+K/YKoFG55zCHDNneKHtSx98Ch90SlceYLYrLDOx5q+/VPq1z5rvg0L104ilahZuX0FSikcrp6e3jl6A+8eORblDI5L4+/gdlhw//uTNch/PPhrlUyLtLTXtkDGB/pibv2X0ucXFzEZ6Wj4yIqi37o/7zB8Lf1Cf8nY4jsDWEIfwHRRn8UUjk9NmmO1WrFx8XIHyfcSE9vzyAjA4VUxtiAeMYGxF90fzqlhhsTpvH0wTX2ZfPDRxCk9yLVJ5zMOocBiEauxE2to7yt3k70APKbKhnjH8uBClFd8NUaGeUnBv/Hq/LsJiKFzdUUNlczKzSNcQPOp6WrnSf3f+lkqb9y+gomBCbS0t3OlqKTTuvnNlVSY2rCqNLyZdZuJ1OTdfmHuTZ+Mn5aN+I9gpkQmOi0rVqmINEjxMn50k2lY0/ZeVaecUiMXpt4M6EGbzYWHuNYdR7pPpF8PechFDIZgXrP38wzvBjiPYLwUOupt8kAXeQqEj1DOFCRxbbiTDw1rkwNHkaMu7PgbXpICk1dbazJ3kO4wYcHhi/EX+dOdkOZneiB6OP65Ow2xvg7SyY7zd2sGlC92ld+ntLWOnosZpZu+pNdBuztYuDLOQ8SpHf0M8W4BzpVGtt6BsvVOgfIiGsv4jra129mOnCAymd/T095OYFXXonHLcuciF4fVHLFIMlwH5o7TbR0O/+wZrkpCPD1pbfKlsOlUKBMTeGZg2vssuX6zlZeOPwNX8y+D73SBZVcwZ2p8zhTV0xzdzsKqZxnx1yDn9YNpBJhalLdr98nZh5SjRvprZWkm3KgKBdSrxUD4/7EPXomyJXCLCJsvDDXcI8Q7oDuobBsuxi0NuQLYlhzHmrOk+ybyIdTbuWr8ztRSiVc5Wogbu2VcNnHaCOnMj0klekh/ZxZm0pFtaSzSVTnAtPFgBkg/hIh52urFQNhryjhyHj6a3Guh94VvYK1OeKxdyzdk17HUpGD2WRG2mqgf5BLtI+eQDeNk1xzcqxwAw7x0PLI7FjumhKJViXnQH4913582F7UHB7sxofXD8dd66iadJl7KGiuwmzpJdzga++T1CiUXBU7nvGB8fRaLATqPf6mIPX/X/xwspw/bRWkvqShneyqVr66ZRRGFyVHCxtZd0qEp/darDyx7hxf3TKK5RNFL1hLRw/VLZ34uKpRyqWMi/JiXNRgifJfQ1N7NxeqW5HLpET56NGp5ILo9Mkl+1CbJRxbNW7C5bJwt03qmA4h42Cg/FljgEveEtW88lOiBy84Awp2i+d9EkHrIXr++leHY+cJ90wQ94ZpgEFYV4sgoyDIYP/qNQgCB0JeOvpOYfRTuEfINeUqSLxcVOQqToJnNFzxGXS2iHNw8YBjn4nqc/Bo0T/aH2e+hWvXiWpge72IaNCugjF3C+lmWw3IVZRMeoL3C0XMjamnkyf2rWbN3Af5w6G1nK4rAkQ/9pP7V5PkGUKg/u/r4RzCPx8apZxH58QiQVT0xkd68sic2H+phBMcLpzV1dV/cb3+z3t7D86u/W/DENkbwhD+AhI8g/lk5t18m7Mfs9XMldHjSPIKQSqR2k1VfgsdPV00dpnwUOudKiWzw4djULlwsCKbOI8gJgQmopIruDxqDEerLnCuvgStXMXz45YS4upNRasIE+8bRO8uO8v9aZdwY8J0Onu7iXMPtP94tgyoRAJOFZk+FDRXDcpOW5u9jwmBiegUGsYHJLA210FugvWeeNjy7uSywa+7vK2e27a+gxW4f/hCxvjFcqQ6l7N1xaR6R3B9whTO1hdT2lqHTqHmqdGLeWLfaqd9fJe7n67eHh6z2cJ/nbOX6+On8PCIywb1dTR1mshpFNK7aDf/QX1soQYfPp11D4crczFbehnhG4Wpp5ObN79ll9h+k7uXNbMdrpQAPlojd6bOY374SBq6WlHKFHSbe5AiGeTcebHrL5fKCDP6kN3oMGTRyJW4KFTsLr3g1O9Z095MVn2pE9kbiFF+MbyX+avd7CVE74Wf1khZa539mke6+TtJh6USCRFGX7qLiym76y4sJnFPNK1ZgzIkGNXVVyKTSNEonCVUXYWFdBcXI/f2Rh0ZSY9UwraSTF499iNXx05wqoIdoolrP3gX85Fj9La3o83IoDkymOLTzgPVguZqattbOFdXglquJMotgB8WPEZJay1eGgPhfYY5GiMsfAe2PClcEGPmiN6g1ipYc5UjtDpvCyz6EA6+Aw359KQv45QxmvK8Q6R6hRPSZ17RH75JQlrZl41mg6zkEGOiXBlT8LWQePZZ6l/YCpFTnffR3gg/3Q0FNmMLqRyu+0lUTbra4OhHIq/PYoaRt8D4B4VhRW2uCM3uQ8ZyULrQXVJC8XU3Y64Rs+YSpZKQ1avRJCdR29rF6dImHp0TS3ZlK43t3cxK8GVkqLt9NxKJBJ3NfGX9qQqn8f/xkkYuVLeRES6ub0tXO+9nbuTTc9uxYmVmSBqPZlyOTqHmbH0JDZ2tRBr9iHb7S51+/3OYusz8cMLZqCirspXyxg6MLkqqWgZ/T9W3icmOvRdqeW7DeapaurhlfDhXjwzCwyZdLao3kVnahNUKwwKNhHn9dtWooqmDR344zZ5cMfG0OD2QR2bH4ab1hPhL4fgnjpXDJ4POF3q6RL9nnwEPiL7PlKsHH8AzyhE03lwO624XJBEgfIq4xz0iRFxB1VlRgfNLcsQ7dLbAyNtEda8PI24RLp0gAt99EqH6rOP5/uHr5cccoecg7nljiCCz317nIIoL3hL7/HyBo6LuGgAjbhX9pPZjLxN9fZX9Jv+2/wGW/kjTdb8gbyoBrRc37//GyRW4rK0OU08XOQOMqdp6Omm7yO/REP5vItbXlfeuTfuHuXH+/yAiQkz+1NfX097ebq/0DURpqaN/NTw8/KLr/DfhX3/lhjCE/+MY4RvFiL8zdPh8fSl/PPI9R6svMDUombuHL7D37rkqXZgVNpxZYcOdtol08+fjmXdT2lKHQeVi7y/z13vw4vjreXjPp7T1dBLm6kOSVyjBei8C+hEVgCSvEKceJ1eliz3HrD9UMsWgQGxPjZiplkmlXJ8whdqOZnaUnibWPYBnRl+Dh+35JbET2VFy2l7tvDJ6HCtPb7ZX0Z7Yv4pnRl9t7z9cnbWL1ybcxLywEZjMXXT3CvI0UGoZafTjs7PbnJZ9mbWLa+MnOxGimvYmntz/JbvLxIBnQkA8fxi7FB+tEXrNwuWw5CDRWk+iwyYIeRXw2rEfnV5vlamJC02VeGuNNHQKq3+VXEFeYyX37FxJfnMVEiTcm7aAa+MmcmPCNLvxjVwi5abE6YOqjXKpjBsTpnGoIofGrjZkEilPjbqKEFdvNPLB8heL1cI3OXtxkatJ8wnHf0C/VKp3OF/Mvp9jVRfQKlToFBqu3PBHpBJxXldEjyXZK5T3p93BytObkUjgtuSZJHmG0nn0mJ3o9aFlzx5eDeygtr2Ju1LnMzYgDqlESvvx45TeeqtYXyLB7/nnuTAm0W6hviprJ7cmz0QtU+LjYiTdNxKN1o1zRiWFLbV4uyhJVKi4InocX+U4nD+viB7Lq8d+ZEfpaQCujZ3IPWkLiHUP5EhVLpuLThDjHsAI3ygMfYY8SVeI4OnvboQ5f3QQPRB9T+d/hiXfUdVcwXW7v6CkQEwOhOq9+HjmPXhqXDlRk09BcxW+WjfSvCNxM4YMDpUOGC6qfzXOfZqDrPVBVHn6iB6I/Zz5TpC9ipPOg/PDH4jKT/wCzGMeR+o3EkndOYibhyR6BgCd2dl2ogdg7e6mIzMTaVw8b2zL5cvDJQDoVXLeuSb1L1aw3FwuVql1TI6crSvmk34y383FJ5gRmkJeUyXvZQrZolqm4OOZd/9DJZwahYyMMA/yax2kwEOrxF0nPheJ/s5SK5VcSqS3jryaVpZ9fswemP7qlhz8jWoWpQVSXG9i6ceHKbWFyfsb1KxelkG4l5j86erpJbe6lab2HsK9tBwvbrQTPYC1x8qYneTHpBhvUSHubhUVK/9UkQ0pUwjnyZNfOL+Yfa9D3DyHBPJiKDvqIHog7p+yo6IK7OIpZLsdzeI7C0TVec2V4tjjHxDELyANIqZAX8ajzguu+BRyNgnn25hZIqqjDw0Fg8+jLg8O/tm5IrjlCXALdZZOt5QLwrdopTiXwBGi4nhkpfP+Wso5Un6W2/Z9Sae5hxsTpjElJIXPzzs+H4tjxuOndeOauIn84dBa+/JRfjFDVb1/M2iU8n9pj95AJCeLthmr1UpmZiajR4++6HonT4oJCi8vL4KCLpJv+l+G/ztXcAhD+A9Ba3cHzxxcw+naIgC2lJxCKVfw4rjrUMj+8kdO9NIMnpmeEpzMj5c8TkFTFdtKTnHzlj/jqnThzcm3kmGLdThXV8LB8hyeHn01WQ2lGFRapgWnEG705UxtMbtKT9NrtTApKIl49yCWD5tlH+zplRoujXJ8aYYbffnTpJupaW/GqNKKfiUbRvhG8fXcB7nQVImbSke7uXNQT15hs0NCoZIpOFNXzGfnt9uX7S0/x4Ppi3jl2A/0Wi0E6T25JCKDI/0MXgCMah1qmTNJOlVTaCd6AHvKz3OytoBZ2jQxUFt1iWNg458G13wDOi88NYN1+1KJhD8c/Jpfi46T5h3O/cMXsrP0DPnNQp5oxcrrJ9YzJiCOW5NnMtovltqOZqLc/EnwELPtpa21HKvKo62nkyTPUIZ5hfLd/EcobqnBXeNwp0v2CiPM4GN/byYGJrKx8Dibi8WP0nDvCP485VasVtGHV9/RSrR7AMmeoaR6h7O79Ay3bXvXfu4vHvmOGLdARvnHMDEokTj3QMrb6pFIJHT2dqPw80Oq12PplzHUlJ7EgYosOszdLN/2Lt/Me5g4Vz9q33vfQQytVqqff47iL16zb1fT3sx7mRt5dvTVLIwSLoXbSzK5c/sHdgJ9X9ol3Jw0nUC9BztKTzM1KAV/nTv3Zn1o38/q7N3MCE3jaHUeb510uI8+NvJyrmvLE4Pj/gNkq3Ww8YpnFChd2FVfQUk/o6Ki1lrO15dgtlq4b9dH9uW3Jc/i7pS5yK5aA5seERbyI28VVRtDCEx+AnY9L47hnyZkcKe/EaTPP1VIRC9Wxe+zjB8ofQNoqaD9xAlKlt2CRCJB7u2NcXEH7ol6JID0IrbhUhcNhfUm1hwpsS9r7TLz5x0XyIjwQCW/uJJg3jB/vj5aSnOHmDy5fkwIUT4OEtLY1TZom2pTEx+cdkioO3t7+DJr1z+U7EmlEq4fE0p2VQsnSprw0qn40+Jh9l674SFufLh0OB/uK8CoUXLz+DBi/VzZmV1jJ3p9OFLYwKK0QE6VNtmJHkBFcyeZpU2Ee+kw91pYfbiY537JwmoFb1cVt44fPMPf3NEjJhF2/EFIJgNHiAmAnI0QMBKwCEfVnn4TJzpvkA4m2U7oHvy+090G5m448qEwObFaRCzH4tWigtbdJnrqivcJmeWEh4QhSn94RoucvdJDYj85G0XWZMBw+8SWE9xCnA1hQMhFJRe5n7rbqIlbwHm3eCrbGkiWaohPvQ7Jic/sq3Rl3M6KA1/TYXNa/uTcVt6echuBek/2lJ1lXEAC00NSkEmlzAlLRyNXsqHgKOk+kcwOS0en/B/0Vg7hvx4ZGRno9XpaW1tZv379Rclea2sr27eL8cbkyZP/2af4fxJDZG8IQ/hfRn1Hi53o9WFv2Tmaukx4ufz/Nwq7q3Q8fHojJ2vE7G1Tl4lnDqxhzdwHae4ycdPmN+1ST28XA29OupUEz2ByG8u5YdPrdgfQT89t56s5D7IscQZj/eOoMDXQZe7h5aPfc0lEBjNCUnHX6Gnr6SS/qYp2cxdx7oH2YFuJREKCZwgJnqICcrAie9C59v9B1ynUNHc7B3+XtzXQ1dvD0vjJWK1WAnQehBi8+d2Iy1i+/V26e83IJVKeGX213Tm0D6a+/pX+y7pty86tcyYGFSdEb4zOi/EB8Xxj8LUTuevjp5DdUMpaG1HdXXYOCZJB7qQgzGyUUhkZ/jFO8s26jhYe2PUxp+tE34xCKuOzmfcy3DfSXnU1W3rZUXKaV4/+wLiAeG5ImIq/1o2qtkae7Ne7ebwmn/P1pWwqOsH3Fw4Agox+OP0uxgbEUdHWMOi8Km1ZkIXN1dyz40Nym4S0dWncZO5Om0/gu+9Q/cKLdBcXo7niMr4PUNBRLwZpvVYL5xtKkXV2o6iocNqvxdSOn2pw/EKf5NXU3clbJzY4VUrfyfyFWWFp3Jw0g5uTRAXr3VO/DtpHfWcrK/sRDYD3MjdxTXTcoB+kViRIJj+FbtdzwvzEN0lUVOCivWVW4J1Tvzgt++TsVi6NHEVo9EzheHnqS1Gp2fuqkMxNftxW1TGJf5/NcWy86CNIvkL04aVcA6ds10upg8TLxN+e0YOqhlavWOrf/BxreztWoLuwkJrXXkM3fjyqiHBUCYnoJk+mbafo71SEh6MZPhyZVIJMIsHc7x7WKOVYeq2/+WudFGBg3Yqx5Fa1oNcoSPQ3oFU5Vo4w+qGSKeyVdAkSwg2+TpJkgOaudixWyz+0Zy/GV8/nN42kvKkDNxcFPq6O7wmVQsb0BF8mx3ojkUiQ2cxY/I1qFDIJPb2O800LNv7VY+XVtvHCr9n2r4Oali70KjkyqYReW4CfVikjzs9VEB+1Qcgjm2xkW64W/Z37Xxe9cH1xInKVkDfWnAPfYWIioOSgqPTK1ZC4SPT1+Q4T/aV9JFGpFctqsx1ED4RRT+UpYebTB6sV6nKdCWZ/lByELxY4Hp/9DpbtEMed/yZse0Ysn/asCHuf9Cj8fLdj/QkPCXfP2HmQvUEs0/thDpvA68d/4sc8YTIjQcKGKTcREZAGFacgdBw5rmG05vSTkQKn64q4f/hClsY7D6zd1DoWRY1hUdSY375QQxjC3wGFQsGiRYv4/PPP+emnn5g/fz5jx461P2+1Wnn++edpa2sTjtlLlvwLz/b/DobI3hCG8L8MD40ryV6hToRvfGDC/9iBzGTu5EKj86C8uLWGtp5OchsrnPL8atqbOVGTT6pPOFn1ZXaiB8Kp8lxDKfGewUQYfPn9oa/Jte33ZE0BVqzMDk3nmQNr2FaSCYBB6cJns+4lzmOwHGKYVxh/GLOEV4/9aO/Z89O52Xu8Wro7GOMfx495DgMEo0pLdXsTa7IdVZwEj2DGBMTxw/zHKGurw0/rRqQtQ6+4pYaKtgZ8tUZi3QPRyJX2mWW1TOE4r4FBxAA2E51woy/vTF3OufoS1DIlkUY/rtv0utOqu8rO8trEm/ghz+Go5691F5XI3Z/wxKjFXBk9zt5DeKGxwk70QOSx7Sg9zXBfR4Ukq76MO3e8j8VqpcCW3/bhtDupvUiGXFdvj53ogYjmWHV+J2P8Y+15h32QICHEIBrPD1Rk2YkeCNnl9NBURo4YQcgXn2Npb+dgVw2rt7/rtI+SllpeOPwtq65cgOylN+zLXefNJcgviidHLeZPx9djtVpZljQd3z5nQglYcK62WK1W+8C6p7eHlu5O0n0ineTCHmq9MAhRqJ1kvFqFmt7ADOSGYGgWg21z6AReL83lYFMDt059hVSDF6Fho+0RBWneEU4xKEkeIcS6B6KSOv+sSSVSB4E5+SUcc1T9OPKB6A0MSBVxDu+Pc74gmx8V2Xw6b5jyFETOENUf/1RRAQRhp3/1V7D3NehuhwkPYvVPx1zzvvO+enrobTfRXVaGzGjE7/nn6MzKxtrTjTomFoWfL2G9Fu6cEskb20T/oEImYXyUJ/d/l8nyCeHUtHTx9bFSAo0uXJEeSGKAmDwK89QS5nnx75dY90A+mXk3X2fvoa2nkyWxk0j2CmVGSCpbih29WEvjJ/9DiV4f9GoFsb6/XRUbGMcQ5a3n3SXDeWLdGRpM3dwwJpSJMeK+HxZkJMhdY6/u+RlUDAsyAqJHsNfiTGj3Xqjly5tHsu5UBRqFjAUp/kT3VUEnPAxrLoe++3L8g7DlcSFv7OkQj43BgpxtuFf0wV31Jbh4wefzHWT/xGdw8zbwjoXLP4a8bYBUuMN6xwv1wcB80eKDkHG7s9Nm6nWD4xT6UDLATKazWUiNPSNh+A3iPm2vF9EgSMTEhIunIJpaL3HPnloDWIXbptYbIqZwQa63Ez0Qyobnsvbx4Yy7kA+/HgBNY4XT5AFAilcYQxjCPwsrVqxgw4YN1NfXs3z5cpYtW8a4ceNobW1l1apV7NsnJnAXL15MbGzsX9nbfweGyN4QhvC/DL1SwzOjr+HlI99xrDqPyUFJLB822y7hrGhrYGvxSfaUnWNCYCIzQlLx0zmTlG5zD/srsvgqew8eGj1XxUwgySuEK6LH8uk5hxxyfvhIfF0MlPVzuuxDn2mJVjFYMta3rLSt3k70+vB97gESPULsRA9EMPzusrMXJXsuChWXRo1mmO0HP9LND6sVvp//KJWmBnqtFj49u407U+ZyrDqPQJ0nw30iefrgl0776bL02LfvHxNxuDKHO7a9h8nchUau5N2pt/PpzHvZXpKJ1WphWkgK8X3nFb8Qjn8qXPQA64hb6HCPRGO1UmVq5PF9qzlek2d/78b4xzqR0GC9F5k1RTyYfinn60twV+tRyRR8em4bFquV5w+tJd0n0h6ZcDGHUJcB73dpa+2gKkpOYzkTAhP45OxW2myVygkB8fhr3Qf1UsptxDLFO4JXJ9zEWyc3oJDJuDdtAUmeoYCoMA6EyWaEINPrken1JHS4cFPCND4/vwOlTM7imPHsLT9Ph7mbN41NPPryc2gyz6GOjUU7bhxKrZ7JQUlUm5po6e7gq+w9fJW9l89m3UOE0Y87U+Zx905HP89tybMIdvUkp6Gc9zJ/5WjVBa6IHst7025nd+lZ3NRapoekEuMewBMZV/LA7k+wYkUqkfDoyMtR+SbADRug6jQ9Ehnv1lSwJl/Y1D+aW49WrmJD6Dj67oxINz++mHM/5+qKUUjlJHmG4Kdz5660+dyx/T37e35P2nxHz2enI0/ODovN2dPS63A97IO5SyxvbxAVnsMfiOXDrhZVE72PGEBv+71wZ9T7gbUXqUaHxw03UH7vffZd6aZNo2X9TzSuXo06JQW/p55EN9a54iGXSblpbCgjQt3Jqmymrq2blXsKqGvr5mx5M8OD3dmeJUxwfj1bwY93jCXQ7eIGBf0x3CdykETz0ZGXMz0khZr2ZhI8gknz+b9pYiCVSpge70NqkJFOcy9+Bo296hfqoWXVTRlkljVhsUJKP4OWcE8dwwINZJY5rvmcZH9GRXgyKuIifWOBI4Tku75A9LMV7RVED0SVbe+rMOYuEaHRh22/h/SbnHtBu02iQtjZBF9fAyoDYBXfSzdvFZVgj0gRuN6HyGnCuVPvIwLNveMEMWytBGMwde0tHK7Kpbilhnj3QMbrfRj0zaOxGfh0tsCxT0QEg9UCw64RlbzD70ORrZ923P2w70/O21/xOTKflEFGVC4KNdJ+odRRbv58NONO3jn1K3XtLSxLnkGG7+A4oCEM4R8Fg8HAypUrWbZsGY2Njbz77ru8+67zRObkyZN5/PHH/0Vn+H8PQ2RvCEP4ByDeI4j3pt1B0wA3zl6LhU/ObmV11i5AZNhVmRp4aMQip1n1YzV5TmHuW4pP8e2833Fd/BQ81K5sKj7B5KAk5oePpLajFRlSLo8ay3cXRDZeqnc4I2zVpWTPMCYGJtr73Eb6RpPqJQZ2RpUWrVzlVPlL8Q6/aE7dxZYBNHeZ+PTsdj46sxmJRMLtw+ZwbdwkYj0CMaq1LFj3HC3d7ZysLSDaLQApEuaFp9NrccxuJ3gEE90v6LsPrd3tPH/oG/v5dZi7efLAar6d9wgPpC8cfDJ+ycJqvzqLdrmazZ09fLDxDSYHJRHjHmgnegA/Fxzhg2krqOtoZW/5OSIMvsyPGMnbJzdgtlp4ZvQ17C8/z9aSU/ZtzFaLk7tpjJs/c8PS+aXwGCAqoJODHLmLICS1AxHi6k2iZwhfzX2IM3VFqGQK0rwjcFfrWRI3idVZNnmfVMa1cZORSCSo5QrmRYxgQmACUonESSo7yi+W9zM32Umit8ZAlM2Yp6WrndN1RdR3tHBJxCiuiB5LdUczD/cL097bVERAdCDPPPWU03lm1hax8sxm52U1hUQY/ZgUlMgXs+6zG6Gkeodj6uni6QNrOFUrpMbvn97E0rjJPDl6MVKJlMq2BjJrCxnuHcE38x6mwtRAoM6TKKM/B8qz+DZ3HzqFhitixrH+9H7nN63fgLPL3EN+cyVmi4UJgYno+70X4wLi+WrOQxS2VOPjYiTZKxRJ37apS+Dcdw6pb8QUIcFsKBSh1pMehU2/cxxz0iPCSCN3i4PogQhRj5kD8QvgxBfOkRFFe8A3Gd3EiQR+8D4dJ06iCAzE3NBA3euiktx56hSVz/6e4I8+RKYXlaWunl5259by+YFiRke4selcNWfLHSS+tKGDGfGO/tXa1m7yatr+ItnrNvdQ0FJNr8VCmNEHl34h1n46d+brRv7mtv9sNJq6yatpRa2QEeWjR61wpjOe+osHcId6agm9SFXTTavk9cUpbD1fTX5tG9PjfRgb+RvmIL1mOLrSIX/UuMO4+5zXkSlslbJ+6DGBerDcGY1RSECtVkH6+lCbI0xXrlwF534Qj4MyIPsXIQe1mKH2vHBw7emApCvomf9nPjyz2ckA5cfxS4gLnSDuNYkExj0gqnUgpOt7X3EcM3MNREx2ED0A80UcMavPEnpiFbdELeSDXKEuUEjlXB8/ZVDFd4RvNB9MC8Ns7UU7IH5oCEP4ZyAxMZFff/2VDz/8kB07dlBZWYlMJiM2NpbLLruMyy67zPG9P4R/DNmrqqrC13dg5O4QhvDfBReFalCVp7q9ibX98toA1mTv4fqEqXSYu9lTdpaa9uZBFSNTTyf5TZVMD01lWfIMbkychkwq5WxdMbdve4/ajmZSvcN5dcJNeLm4EmX0x93mnumtNfDS+OvJbazAioVoY4D9uWBXL14Yfx2P7f0Ck7mLWPcAroweh5taR5JHCGfqhURRKZMPys/rw8maAt4/bQsjtsKfT/5MsmcI4wIT6LH02uWWFquV7IYyvF0MRLsFsGr2/bZoBDO9VgtHqnOZHJiMRuEY0Lb3dFNucu5Vq2prpL2na1Dcgh3u4fQYQ3jx4Ff2YPhPz23nrtR5g1Zt6GzlzSm3kF1fxodntvDWyQ32eIG1OXtYljTTiezFuAXg04+8uaq0PDHqShZGjqKtp5NY90C73LK1q52NRSfYUnyS+9Iu4ZOzW+no7ebWpJmk24h4lamRd07+SlV7I4tjxnNL8gxWpMwl3SeC/KYqeq0W9pefx1/nbndn7W+WYz8PhYanRl3FiZp8fLRGZoakEqj3oKe3hw/PbObDM1sAQR4/mnEXoa7eg/L2hvtGsanwOIl/LQfL9gNqtliwYEUpU6BXatDIlZS21tmJXh82FR3n9pTZNpfTD2nsasPbxcBbk29jZmgaAMer81i29S17RWFbaSYPpS+yx3AA3D/8Evx07rR2tfP+6U18cnYbVqxMCUrmiVGL8deJyoZcKmOYdxjDvPtJy7rahMxN7gJL10P1OVC6iP8/nCJcFS/7WPTluYcJV0O3MJGJBtA+uHKOqU4EVZcfc17e0wHtjUg9ItFPnIh+4kR6qqspmDPXabXOzEx6m5rsZO9wYQO3rhKVzAs1rYyL8nQie65qOV09vU77MF7EibMPzV0mPsjcZI9cWBiRwf3pC/F2Mf7mNv8qFNebuP+bTI4XNwKwfGI4d06JEhl4/wOEe+m4baLz90Rbl5nO7l5n8lifBzv6SSg7GgTxSrkWMr8UWXtz33DuqwOY+CiEjoPwqVBgU1wkXyWMfgaaooDo4dv6jJBYJiwUfXBbnxCksKtJkL/+jppnvqV87EP2ycE+3H1qM+sXfYRLU5EwCvKMFjEOll6R9TgQAyfqZKrB7rRYUeZvY1lvNxkp11OvDyLCzd+hmhgAlVyBir9iUjOEIfyd2LFjx19fyQZ3d3d+97vf8bvf/e6vr/xfjn8I2ZsyZQoZGRksXLiQGTNmoNEMuS8NYQgg5JNBei8KbCYhACF6TyxWC/fv+oishjKkEgk3JEwdtK2xH7np6xn7OnuPPUD7ZE0BZ+tKWHfJY3Yy19xlQilT4KbW2V07B2JmaBpx7kE0d5kI0nthVItZ8tcnL+NETT6m7k4SvULsksGBqL5IqHdVu1gWoHPnpsRpTs5/tw+bg7tGT1V7Ix9k/kqXpddekfpoxl1OAfDeLgaWxk12kEngqtgJ+Gov0pvXD/UdLfycf8Rpmamny6mKqVWoSfAMxkWuIkDnQVlrrZ3oAVwaOZqJgQm8MekWNhQcJVDvgUIq5+Ytb/HoyCsYHxiPVCLFTa0n1TuCstZaJ/OW/RVZPHVASFVP1xYxN2w4V0SPI84jCIlEQmFzNXft+IBO20BsTfZuwg2+XBI5kk/ObXPq+ezs7eHRjMsv2lNVZWrgtm3vUtPRhLeLgU5zDzFuASR5hVLYXGOPiwDRU/j5uR28PfU23p22nC1FJylrrSfC6Mt7mRspaK4iVO/Fyhl3EezqRZJniJODqLfGYJfrrss7xO8PfW3f9xuTlpHhG02Yqw+FLQ431gy/aKwWK08eWG13hqxpb+aVYz+wcvqduChUZNWXOknHGjvbMCg1rJp1H8WttQTo3O3HPVdf6vSadpSeZnbYcPx1I+ky93CuvpjS1npCXL2I9whG2d0q5HZ9GWpBo+DSlaIfK9vmCNrVCuvvgFv3CLMWgPp8yPpJDNo9IkRlp2/QLJGCbwJIpZC6VFjq98ErVhDGfpC5u6ObPImWDQ7zGM2oDGQejqiNI0WOSY2a1i6MGgWjw905WNCAh1bJ85cmsuqguCekEnhoZgy+rmpK6k34GTUoBvS6naktcopcWJd/mCnBycywEez/S9iXV2cnegDv7y5gSqw3I8M8/sJWv43COhMVTR0EGDVOVb/DBfW8tCmb0oZ2bhwbxuIRQXjqVNDbNYD4ABe2wJIfYPx9gqS5+gs5r0eEMHHxjBJB5Cqd6M2rzRLVOa84YeBjtYheuXM/iPtl1J1wapXIcQTx94SHIM/2uL1eRB/0J3sqVxSmatQyhZP6wqjSiuqha4YgikX74dC7wtBl1B2C+PV2O/bjEQ7RsyHX9j16fj1c+Tnsf1vETcTNF/c6oC/aw5jivXB3JrgNWdYPYQj/CfiHkD2LxcKhQ4c4dOgQzz77LDNnzmTBggW/mYcxhCH8t8Cg0vLU6MWs2P4Bpp5OdAo1j4+6ivK2BrJsAbQWq5WGzjYy/KI5XJmLVCLh9mGzB82w9losThEHAD0WM6aeLpq7TPxScIyPz27F18XIPWkLGHkRstfcZcJFrrRVjRxZXkUtNbR1dzApMOmilaT+6HPp7IMECRG2uAGpRMr18VOIcw+isKWaGDd/RviK8yhsrqZzwADrQmOFE9mTSCRcEzsRP50b+8rPM9ovhslBwwaFrA+EXqEhwSOY4zX59mUnq/N4c/ItnKgpQCGVMT4wgWi3AM7VFfPq0R+ZGpxCrHsg2Q3lXBY9hjnhw9EpNcwKS0OrUPHQnk/twcErtr/HdwseJdY9kMLmap49+BWHKnPQKtQ8N/ZaZoWmcbAix37slu52vsrZK2IvJCKyocrUaCd6fThUmc2EwIRBbq6bi05we8oc3G2Ev6uwENP+A5jr6yiYPoqajiZAkCiATUUnmB8xkl6rZVC/YIe5G4vVSrRbANFuAewsOe0kGS5qrSWztpBgVy+8NQYeGXE5J2rysVqtpHqHE6jzoLKtgdeOr3Pa72vH1vHtgkd4YdxSHtu3isKWatJ9Irk1eRYmcxclLc7VsZzGctp6OnBRqJwmMvqglisZ4ReNh4sr5+pK2FN2nmSv0ItGCfT1LP5SeMypGvjm5FuY2dviHJZdekgMzKtOO+/EVCfMVwiAplJYs1iYcQC4Bgp7/FNfCfI3chlIFJD9q+j1mv9nOP4ZBKRD+g2gda6MShUKPG+/HazQunMn2lEZeN1zD7J+gcCBRudJ0U/2F/HVLRksHd2Ni0JGjK+ejGuGk1/bhotSRl1rF/Pf2k9DezdXjwhixZRIe4wBYM+97I+S1jr2lJ0lwSPEnpv5fwHVLYMddpvaLy4b7+zpJbuyhcb2HiK8dQS7O38/7btQx62rjtHe3YtWKWPldemMjfSkqM7EzZ8fo61LfOe8sjkHb72KK9KDwD1S9PueX+fY0egVglVbLA75pou73Q3WCS5ujiowiArd98tExW3UHYKQeUTCgTcd61itYKoXlbmeDig9Apd+IJw5u1rFMTNuI2Dj/Twy/B6ezO6TVop+XbtqpPI0rF7omIioOg1XfA4nVokohzErwH84rTNfojl6Lq2tNRRovJCq/Jh+7ffIzR3w3U2iyt0H32RBJocwhCH8R+AfQvYWLFjAtm3baG9vp729nXXr1rFu3Tp8fX1ZsGABCxcuJCxsyL1pCP+dGOUXy48LHqPS1Iif1o1gVy/O1ZU4rbMu7xBPjbqKB4Zfikomx8fFyIHyLE7XFRPt5s9o/xg8NQaujpvoRGiG+0QS6urNgYose9WlvK2eW7e+zfcLHiPCRsxq25v5Me8ga3P2EeceyPJhs0n0DKHXYuGXwqM8fWANHeZuhntH8Idx1xJu+G1Z9jCvUN6echvvnPoFmUTKnSnzSPJ0BFPrlRqmhQwbJE29mJysf8XO1N1JbUczRrWOxTHjWRzjCA9ut8VCWIFwg8+g7CatUs3vRl7OA7s/prS1Dn+tO/MiRnLrtndQy5RMCU7myphxNHa28fCez8hvruJgVQ4hrl5cFzeFa+ImOun9D1Zk24keiN69stY6Yt0D2Vh4jEOVgtiZejr53d7PiHHzJ87D2UlPKpE4RW/469zRKtROURLjAxLQK9SDqmOj/GLsfWnm2lrK776Hrgs2x0adDIVcRo/FIfFL9BSEMszgw6Ko0fxwwWGlfmPiVKdr0XaRKIu+fsrMuiJu2/aO03NfzLqPQL0HlgGOgmZrryCEPhGsmfsgjZ1t+LgY0SrVdJl7mBmayqaiE/b1F0WOxlMj+p3SvSOZEpTEjlLR+3Zt3CQSPUO40FjBjZvepK5TkLlEj2CeGn21kxurBAkJHsHUtDfx8pHvnM7pj0d/YGpc2uAfuuZS4Vq4/VnHsogpYLRNqFSdcRA9EMHu9fmiGtJrhkPvwFZbf6PKFZauE+YbfyFHUxURgd9LL+Ld0IDMYECqdvQ6tXT0EO/vysRoL3bn1iKTSlgxOYKXNmaRWSZe+4RoT/58VSrpoe7kVrWy7IvjdPeKa7D6cAlxfq4sGeX43EW5+aOQyumxTahIkNDW08mtW99hdmgaT42+Gp1C/VezP/8ZyAjzABz9tEYXhcMlsx96ei18dqCIlzaKuBd3rZLPbxxBUqARgKb2bp5cf4b2bvFZMHX38vRP5/ju9tGUNrbbiV4fduXUCrKn0sLM5yF6lqjaBaaLnMUflwsCqPOGBW+Lqm9LFZQfFYTMNxl8+8nbLb3QXA5tNaKyVn1W/ANh6DMQxiBBJkGYtBTuEVJi32Rh/JP5NTSXcsnxt4ke8yCVbuGEuvoQ496vv7k221mm2V4vzuGq1YJQ2q7v7qZaHjzT5/SbhyTrEN/O/x2JniEw7Rn4/hZoyBOve86rIopiCEMYwn8E/iHf8n/84x/p7Oxk69atrF+/noMHD9Lb20tlZSUrV65k5cqVJCUlcemllzJnzhwMhqEvlSH8dyHY1cvegwUQafTjjmFzeDdT5JJ5awyk+kQQ5y4Iw5dZu/jDobX29W9MmMoD6ZcyOTCJP0++le0lmUS7+TMleBiuKheOVl1wOl5nbw8lLbV2srep6AR/Or4eEGTwfH0pa+c9TFOXicf3rbITh+M1+WwqPM4dKc79Rv2hlCmYFpLCGP84JIDGNuPcZe5mT/l5Pj27FVelCzclTWekr6O6mOARzCMjLudPJ9ZhtvSyJHYSI3yiAFHhe+7QWg5X5RJp8OW5cUtJ8RamMg2drbx+7Ce+vSDsleeGpbMidS4HK7LZUHCMMf6xzA8fSbJXKF/PfYhqUxM1Hc3ctWMlFquVdnMXGwqOMj98BL5ad3vuHkBxSy2fnNvG/IiRThXNeFuAeh+kEgn+OiExO1Ht3KPW3WumvrOVCYGJzAtPZ0PBMbQKNU9mXGk3TQFh0vLe1Nt5+eh3lLTWsSRuEiN8ozCqdbw4/joe37eK/OYqMnyiudF/OG3f/YAiwB+r1WonegCuq7/nmZce5LncLXSYu0n3jmRmUCogqmP3Db+ESYGJVLc3E27wIW2AK2OSZwjeLgZ7VdBT7UqSV6jt/agZdL2LmqsZ6RfNnSnzeOXYD/bl96QtwE2tw2K1UNBcxYnqfAwqLaN8YzjXUIKnxsCiqNFk1ZcyLTiFhZGj6LVaqTTVo5WreXnCjeQ3VdJrsRBi8MKg0rKp8Lid6AGcrS+hwdTAJxNvYG3hKVp6Ork6dgKpPhHUtbfQPaBS3NXbg9kzBrna6DDKkEjBJ0EEUCu1cHqtqMgFj4K6fPAfJiSbAyGzVVLqL8D23/c7SAsceV9IQ/8KpAoFUh/nCI3zFc08+sMZMsuaWZwexOc3jsDHoObX0xV2ogewJ7eOnOpWMsI8qGrptBO9PhwrbnQie/EewXw84y5Wnd9JW08HI3yj+d5m4LSx6ATJXmFsKz7FDYlTGR+QiFr+r+u/GhHqzmc3juD7E2V46VVcmhJwUdOV/Jo2/rjJkevZYOpm7bFSO9lr7+6lvNF58qK0oZ32rl58XdUoZVKn921EqLtjRUMgpFzteLznVUelr60GvrsRbtoK2552SC+VWrjuJ0EOm8vhwJ/h6EeQdgN4xkCdo7qPRxRkLBeumCDuubgF4JMIBbuEFDjPJrtd8DYcfNtuJKSsy2ZY1VGGpV0BiJiT3MZyylrrGanUM6gurvMSktJ+uNDk7LpsxUqlqVGQvYA0uHmzcP/U+QhyO4QhDOE/Bv+wKT21Ws38+fOZP38+dXV1bNiwgZ9++onz588DcObMGc6cOcOLL77IpEmTuOSSS5g0aRIy2WAr8yEM4T8ZXeYedpWdoaC5ivuHL8TXxchwnwgCbCYZDZ1tTj1vAKvO7+Tq2AkEu3ozIzSV8QHxdpIFEDtA8imVSPDRikkVi9UyqJ+twtRAWVsdPZZepwoRMEhSeDHUd7Rwtq4Ek82kJNzoy/HqfO7a4XAwPFCZzbfzHrHPSrsoVFyfMIXJwUmYLRaC9Z4oZHJ6es18cHoTh6tyAchrruLRvV+wZu6DuKl1nK4tshM9gAMV2QTrvXjP1td3siafrPpSXpt0Ex4aVzw0rpzK2m2vcPTBZO7CU+NKsN6Tkn7RFRMCElDJFRQ2V6GQygnUezLaP4blybP45Nw2jEott6fMQWmbMZ8TPpx9Feft2/u4GAnSe+GrdeO5sdexPHkOMqmUxs42NhUeJ9zgQ5xHEFKJlJF+0Xw26z4Km6v55MwWrvn1VS6LGsO1cZP4cs6DNHa1oTt3gbr5i+mjpH4vv+z0OiyVVUw8X8OwicupP3Ucw8b9qLa/Stddd6EKC8VLY8BX685n57Zztr6EeWEjWD5stn2yIdTgw2cz7yWztpAOcxd6pYaDFeexWq1205P+8NO7U2VqxF/rxmMjr6Crt4dY90DSbUT9WHUeN256097/eHfqPD44vZmu3h48Na6Eufogk0iQSiT8/uBX/HDhIMF6Lx7LuIJjVXl8dn47AToPnhy1mN4BElSAnqozpG66m1SvWJj6NPjHgVSKn86NFcPm8urxH+3r3pUyD7VvApal67Cc+wFJZzOyxMuFA6JUJqp5uVvg/I8ic0/lCjduBL9hED4ZCoQrKno/CLUF9/Z0DurvsjZXkFmdR0FLLRFufiR6hPxVqTFAR7eZP27KsccDrD1WSnZVC18uy8DUbRm0vtwWORDkpsFFKbNXsADGRorJh8bONvKbK1HJlCR5hvLnKbeyOmsXLxz+1inSo7ajmeM1+Rzfkc97U28n0uiPn87tonEi/yj0WqycLGnkXEULbi4Knpgbj4/rb7s7tnf3MiA6j9IGR76oj6ua60aH8NG+Qvuy68eE4uuqRiKBd5ak8diPZ6hv62LxiCCmxzsTbyf0Xfs+dJtE5auP6PUty90kyF7OLw4id/xjGHsv9E6HqrPCBTZ0nMhsTLpcSIG9YoXct9sk+u36V8o1bjDpMdj5vHjs4g7DrrI/vb8ii9u3vUePxcw071BeG3UnqsO2faQsERMXA5A4YMJKIZU5IklAnMsA+fEQhjCE/wz8U/Qbnp6e3HDDDdxwww3k5+ezfv16NmzYQEVFBd3d3WzZsoWtW7fi5ubG3LlzWbhwIQkJCf+MUxvCEP7lOF6Tzz07PwRExU0mkbJ27sN2sqeQyvBQ6e2VFwCdUoNSpqCkpZbvLxxgW/EppgQnc3n0WEJcvRkfEM8V0WP5/sIBtAo1T426yl5VkkqkjPaL4XRdkX1/WoUaD7UrSptktNpmsAIwyzuOli1bUMfHowwcHPLb3GXi94e+ZnORCGg2KF34dNa99h7EPnT3mslvriRA587p2iJqOpqJMPiS4BnsZDzS2tPB4cocp20LW6pp6GzFTa1zklMCjPSNYl2+c8jwjtLTVLQ12HsHEz2DnSRtrkoXYt0C8dDoeWXCTTx78CuyGsqYHpLCldFjee3YOr7M2oVKpuDhEZexMHIU0W4BXB41ltbuDv549HtCXL35dOY9TA5K5qlRV7EmezcxbgHcmDjNLkdVyxWEG3349Ox2exVMLpHywfQVjLX1Jnb0dHHnjvft1/fjs1sxqrTckjwTXWcPhU887fTamn78AeM1V9O05iuxP28vXIYPp/GWu3AtL8cKtAAyT098Hn2Ehs5Wu5wV4Ie8g7ipdTyYfqldqhpu9KWxy8T1G/+E2TboDNR58MmMu3l05OW8eeJnrFi5K3UeSZ6hvHn8J77KcVi5PzLycsYHiu/snSVnnIxuWro77LEddR0t9v46H62b3S21sKWa+3d/zLzwEXT19lDQXMWd299n5Yw7cVW60NItBvSRrt4k1NlkcbXZ8N0NsOhjMVgOGcOVyVcRPvV2ylrrCDF4k+4dSX1HC59WFrGh0YxB5c1NVhWzrRaUyKD8hLC570NXC1SchLSlcOn7wi3R3Ak+SeAeKtbxiBCh1Xlb7JvVJV/Nkk1v0Gu1IJVI+GDaHYz/Dffa/mjuMDsZswBkljXT2N7NvGQ/vjpSYid0C1P87X19YV46Pr4+nZc2ZlPW2MHN48KYHONNSUstj+z9jBM1otp8Y8I07kiZQ4JHEHKp1D6RE+3mT1U/Y6XdZWd5eM9nzI8YyS1JMwflfv6jcLignms/PmwncJNjvHjzqhRcNcqLrh/upSU9xI1j/cxcrslwVDNlUgk3jwsj2N2FfXl1jIvyZEa8D1IbSZ4e78OwQAPt3b0EGDUo5H+BkCdcCkWOSSW0XiJAfSD67vWCftEGVivse11MHMx8HqrOCQMUhRoCR4Kb45zxiIbLP4WND4vq85h7IGik6PGTyoQss9csevp8EmnpNfPyke/s32XbaopY7h3Ou8t2oJHKhHGMYrAp3ki/aB7PuJKVpzfhptLx8IhFxPRTGgxhCEP4z8U/XawfERHB/fffz/333092djbbt29n586dnDt3joaGBlavXs3q1auJiopi8eLFXHLJJeh0v2GxPoQh/Acgv6nS6XGvTQaX6CUGBHqlhgdHXMrybe/SY+lFgoQnRi3GQ+PKMwfW8P0F0YeRf6aKuo4Wfj9mCb5aN54atZibEqajkisGVWgWRo3mXEMp+8rP467W88K4pfZKz7vTbufL87vIaSzjcn0UUe98SfmeA8gDAwn+8ENUYaFO+8ppKLcTPbAFsJeeIch18MDIU+3KqvM7efOkcEGU2YhPf1MWo0rLjNBUvszabV82zCvU3uMX7eaPUianu1cMdqpNjUQa/ag0OQaAHmo9+pYyKN4NPgkk+ybx2ax72V12BrVMycTARLuxzDDvMD6bdS/N3e14awxsL8nkC1umVbu5i2cOriHFK4xVWTs5WeOQbGY3lFHSUouv1g2D0oXr46cQoPMgzNW5WlDSUscbJ36yPzZbLbyb+SvpPlGo5AoqTY1ORB5gY9FxbkiYysVSgjpPn8Hz9tuRubpi7exE7u2DtacHc3m503ptu3fjdfdd1HQ124leH7aVnGL5sNk0drZxtq4YqURKXlOFnegBlLXVk9VYjlwq49r4SXhpDGT4RtPcZWJtrnN8yCdnt7IgYiTuar1T5h1AU5eJAK0H5aZ6+7IMvxjW5R10Wq+1uwOF1PGTZDJ3Ye42sXridZxta0Kh0DCs+gT+Wx9xbGTugtKDUHIASg7gWnKIKVd/DcHJtPV0opQp2F12lo9s0RNV7U38bs9nhLl6k+wVdtFBMX25YXpfUd3L3wY/3QkuHsK0I2Q0zH0FCuZCfQEdQRncnXPCTnAtVisfnN7MSN8Yka/ZViPs8A0Bg0wvPLRKZiX48sNJx7WbHOOFRikn3l/Nj3eMIauyBblMyoXqVi57/yBXpgdxZXoQoyM8WbNsFB09jhiBHTk5dqIH8Om5bUwJSiLdN4rVcx6wX+tzdSX2TE4QwdkmcydrsncT5ebP1bETBr8v/x/o7jVzuDKHH/MO4alxZUHESCEbtOHb42VOlbqdObXk1rSRHjK4ogxgdFHyyhXD2J1TQ1F9OxOjvRgV4byun1HDdWNCuW5MKCDy+w4X1COTSojx0eP9FyqHToidB+2NcOxjUYWb/LhwWQ2fJGSXIO6fmNni78gpDndXEI6cOh8xYfD5PNHjB+CXCtd8Le6v8hOCFDYWwOyXRZC6Z7SINznxBez4g2N/EgkEj6bLGEZth0PeC3CsrpgG12AC9L/tXmpQaVkaP5k5YekoZfJBn9MhDGEI/7n4l3Zm63Q6tFotGo0GqVSKxWLBapPt5Obm8txzz/H6669z0003ceuttyKX/+sbyYcwhP9t+FzEqMRb67xsjH8c381/hNLWOny1bsS4B1Lb3sxPA+SYP+Uf4a6UefjrPVDIFIQZBfGwWq1YrFa7tCzM4MOfJ99KRVsDeqUan37GKAkewTw37lpajh2j6pbbsHaKHhhzWRkdp04OInvmAbJPED2CI3wiuSQig/X5h5FLpNyZOg93tc7elwiC2L6fuZERNuIDovJ4XfwUrFYrvxYeZ4RPFCtS59oHJ/EewXwy426+y91Pj9XCFdFjcZEryWksp6a9Ga1cxfNJk/FevVC40Sk0sHQ9w4MzGO4TcdFr4KpysffolbQOzqmqMjUQ7x7kRPZUMgVahZr3Mjfydb8q1wvjrmNRlMN5uNfaS6/V+T0y9XTZDU68NK4YVVqniuXEwERhnGE04n3fvVQ89LD9Oa8VK6h89DHMFY4eHL9X/ogiOJieEofRj27qFKRaLV5SyyCyNSUomeZOE7dseYtiW2TEtXGTBr3utu4Op17RYL0nH0y/E4NS6+SK6evihkoqrt/koCS+zNpld4OUS6S8Pvlmvsrew7n6Usb6x5LVUEqkmz+H+/WWGlVauvrZxWvlKnzzthCy+zmiNW5w5WpwMTgC0UH03bX16yss3kdn3QW+amrgm5x9pHqHO5ni9KHS1CjIXsBwEcVQaqsM+w4T7pp9KDkAX1/jeJy/DZbtAJ94YfACVDRWknnYEakAts+EBCg5JIwvmktEb9bC98AvmVM1BewuO4tcIuOaMcNRKWRsOVfFhGgvpsV5s/Cd/cT46Ll7aiTjory4/L0DFNWL6uaftuaiVki5dUIEWrUcrdrxuziQBICYfOkwdyOXyBjpG42f1o3W7g7kEilmq4Vx/nHUtDfZXVuPVV34XyN7J6rzuGXr2/bHP+UfZu28hwlxFT1hWuVgyajir8hfwzy1hHn+bQZv5Y0dPPRdJgfyxb2/KDWAJ+bF4a69eEC7E/S+MPEhSL9R9Ob1TQxc8i6UHRHZjX7DwM8WZh4zR/TtHX4fDMEw+RFhvlK4x0H0ACpPCgdNqwW+XgKtts/xtzcIV1evGPG4zrnvWgS0N+LlMoxlSTN49ZhDrnxd/JS/uRr7f8mFdQhDGMI/B/909lRVVcXPP//Mhg0byM3NtS+3Wq3I5XImTJhASkoK27dvJzMzk7a2Nt566y327NnDp59+OpTZN4T/OKT7RHJjwlS+OL8TmVTK3SnzndwsQUQQxLgHEuPukFG6Kl2I8wh06qmLdQ9Er3L+jByrusCqrJ20dLVzXfwUxgbEoZQpcFGoiHTzu+g5SSVSJLV1dqLXB6tZVNPae7qoaGtAp1AT7RbgFMCukMoZ6RvNkapcZoamcEX0ONzUWkJcvSlqrnGS+AF0mnuw9OslAmFe8njGYu5ImYurwoX6zhZWn9/JwcocxgfEMyVoGC9NuMFpm2/nP0J5ax2evZ0Er5oniB4IW/PMNRCcMeh19tTU0J2Xh0StRhUdjUynI9bdWaoql0jx0bpxZcw49ldkU9RSjVIm5+nRVyGTSPlmQJXrw9ObmRGSYncIDdZ7sSR2EquyHD1Ay5Nn2Xss/fUevDHpFp48sJqy1npmhaWxMNLRc6OeOgXPj1ZiLS3DJTgYiVqN+ZVXnI7Z8uuvBLz6KtUvv0Tn2XMoZ01nR1oQTZkbuTRqFK9Nupk/HPqarIZS5oSmszh2Apl1hRTbiG2PpZdeq5VAvQdlrWJgPC98xKB+zZLWOqraGrlv+CU8e/Areq0W1DIFD6QvRKsUFZM4jyC+mvsQOY3laBVq4t0DMap1hOi9ef7wN6zN2Ue7uYt54SO4JCKDbcWnCDX48kD6Qg5VZKOUyQnUefJk+DBCNt0tDtzRCD/fA1d/BfPeEC6F/sPEwPiXBx0nqDaQ39XOy0e/B4Q89M4B5kJyiZRgnbsYgBsChMNmxUkRvdBSDkc/hmFXC0JXeWrADdMBdbniORuCDd7cED/VnmknQcJtybNQdbbAuhWC6IFwZdz1IgUzXuL6TW/Ypa2fKrbxzdxHeGB6NIcK6lmxRlTJyxo7OF3WzFtXp9qJXh9+PFnOjDgfvjtRzomSBhamBjI9zoc0nwgkSOy9eQalC/46Dx7d9zmbi04ik0i5K3UeS2InMiUoiYbONt7P3MiGAkdO4Nh+Vfb/KY5W5zk9buoycaGp0k72FqUF8v2JcjpsYfFLMoKJ9P7/V/J0my2cLGkkr6YNX4OapvYeO9ED+OFkOQtS/JkU83cYkAzsYzMEgOHSfgdth7Yq0LiL6l9AGpz4XBi6KHVCljkQEgk0FjuIXh/OfAvDrxd/xy+A044cSwxBQvIJXBY1Bn+tOydqCkj0DGasf9xFMziHMIQhDAH+SWSvpaWFTZs28fPPP3P8+HF79a7v/5iYGC699FIWLFiAu7uQZNx6663k5OTw9NNPc+rUKTIzM3nzzTd55JFHfvM4QxjCvyPcNXruT7+Uy6PHIZNICXb1/Jt+uHVKNY+NvJL7dn1EpakBXxc3nhi1GL3S4SKZ01DOzVvesg8sD1bm8NnMexnlH0Nrdwed5u6LVj4ANImJyP38MFcKmanU1RXNsGEUNdfw4pFv2V12FjeVjufHLRUB7NX5tPV0Em7w5cUj35LTKKRpAVp3Ppl1D3KpjBBXL5bGTeZzm0wSYPmwWWjkSiy2TLg+gwiZVIqnxhWzpZcPz2xhTbaQdW4vyaSmvZm7Uuc5xSP4uBhFlbT0iCAH/dHTxUB0FRY6RRgYr74ar/vvY4RvFC+Nu573T2/EoNRyd9p8Yt0DKWiuZlxAHJOCErFYrRyvyifJMxS1TEl7v8BjN7XOyZxDIZOzfNgsRvhGUmVqIsrNnzRvR4WxpKWW/eXnGesfT5JnCGk+4fbBcI2pmbdO/cx3Fw6glMl5yM2PRYYQZB4e9NY7BrHaKVPQJCfh+e7b/Jq5i9U1meSW7oFS8T27InUun826h5buDrw1rihkV9ynzgAAiYxJREFUCs7UOkwsAFZn7eTdKcsBCWqFkli3QFYOMAbSKdTsLDvD5qITXJ8wFZlEwvTgFJK9nSstfW6ztR3N7K/IprilhjTvcBQyuf292lBwlGTPEL6d/zu8XIzolRpG+UVzdexEXMwdGD4YC5395K2NBXD2e9j3JwidAAmXgVwlgqibS0GhoXPOa7yWd8LpXA5W5vDIiMv59Nw2jCotDyZPJ2b701BzFsbcLXqzutuEVLMPuZvghl/EvgdC6yxPVkhl3JI8kxG+UbY+VD+GeYdBY6Ew9OiP0kO0NFfaP48goi/ONBRxSUQGXx8tdVq9tq0LqQQMGgXNHY5tRod78MLGLLacF1XNA/kNvHBpIleMiOSjGXeyPu8IHhodc8NHkNdUYZdZ91otvHHiJ9J9Ikn3FYY6Vqw0d5sob2vg+vgpTAj43+uX97nId4tB6UJ7t5mShna89CrWrRhDdlUrRo2S5CADWtX//7BkV04Nt646bn98/7SoQes0d/TQaOoms6yJ5o4eYnz1xPq6Oq9UeUZU7yRSEZzuHXvxA9bmwOYnRP+mT6KILPj+ZjEpAOL+VaiF4Urfd1LQKPBNEpXBvoy9PoSOc/wdPgmuXAWn1oBnJCQvBoM/IL5j5oSnMyc8/e99i4YwhCH8F+IfRva6u7vZsWMHP//8M3v27MFsqwj0ETw3NzfmzZvHokWLiIuLu+g+YmJiWLlyJZMmTaK9vZ1NmzYNkb0h/EdCIZXZYxH+HqR4h/HNvIepbm/Cx8U4iLjlNzkPLAGyGkqxYuXlI99R1d7EDQlTuSJ6LCChsbMVH60beqUGZXAwgR+tpOXYMczmHhTJiaiiovgl81d2lwmTjMauNh7Y/TE/LnicBZGicvZT/mE70QMoNzVwuraQEFdvFDI5tyXPYoRvFNXtTUQa/Uj1DudUTQFfnN9JlamBpfFTmBSYaK98VZkaWZvjXD1blbWTxbHjLyqBxTNW9NtkbxCPpXIsKVdT0lyNRqGyb2M6eMgpwqDpq69wnT0L7ciRLIwaxdSQZOQSmf08jlTlsDprl9OhFkSO5HcjL+PpA2sAUdW8O3U+GrmzTMxD48qM0DQAKtoaqG5vJEDniQUrK09vtvdPfZ0DM0PT+OP4G1DJFRypyrWbmHT19vDc4bUkzHmI2Pfepe79D+jKy8N86Vw+cG0mInuvyKHL3+J07B/yDrI0fjJyqZTSljoOV+YQ4upNgkcwvlqj3ajDS2Mg1OBDqMHRc3hZ9FjO1hdzpOoCRpWWR0ZcxgtHvqOlu51PzgpXwniPYJIZLKvrsfSyMnOzU0XznanLKWqu5nhNPn5ad24fNpejVXmo5UqG+0QQqPfET6GAXpNwHzz0rmOHcfNFT1Rvt5BT1l+AZdth2TYaK8+xta6UVflZJAyoimfXl/LSuOtZEJmBoq0G/YcTbeHpwM93g1sonPzS+eTrcqGhAELGQsIiOPeDMMuY+KiQ7jUWQ85GKD0MUTNwi5rO5OBk533o/ITbZ75jYoOkK2mQDu4Z09rul1Hh7uzLc/RXqhVSvFxVvH11Kvd/k0ltWxejwz2YnejHFR849zyuPlTCZWmBjA2Id6rO7Ss/z0D0D1zP8Ivhs1n30WnuwcvFddC6/xOM8otluHeEPQv0lqSZeCm9uX9tJpvOVaFVyvj9JQlckhKAXPb3VaaqWzo5XdZEV4+FhAADvq5q3t7hTK57LFbkUglmW2OgTiUnylvHy5uy7cRao5Dx5S0ZpAXbZJDV5+DzuY6JBp0P3PirIH4XtkFjEURMEvfGgbcdRj3VZ6FgtzN5Azj9LVy/QexXoRHSYb0v6Kyw6EP46S5BBCOmQuJlju2UWlHdi1/wd70vQxjCEIYwEP8Qsvfoo4+ydetWTCbRg9JH8PpkmosWLWLSpEl/Uw+eq6sr0dHRnDp1isbGxr+6/hCG8N8GLxeDE8kraanlRE0+XeYePC8yeDOoXLh927t02kjgGyd+wqB04bPz2yluqWW4dwRPj7maaLcAdkqaeKB9D1asKE4cYbXP/RyucHbK7DB3U9fRQqhBVKMkF7EV6VvWYe7GqNYyLSTF/lxhczU3b3nLHi5+oqaAD6atYGKQcDN0sRG0CpPDtTBI54mLXEWNqYnK9kZ8NAZ8+0xoNK4w5xUxcOpooNMzjj/XVPDZnrUYlFqeGXM104JTnCpjfbC0Ofrm+ldIQUhXB6Ktu5NLI0YR6x5ItalJkCW9F3vLzrGl+CT+WnemhaQQ5eZPl/n/sXff4VFU6wPHv9uy2dTd9N47JYHQW+hIB0ERUAQsoGIXr9efiqL3WrBjR1ARUUAFFREFkSYtdAKEFkhI771u+f0xyWSXhOZVFDif58nD7syZM5PNhOy755z3reeHtGRe3PU19aYGprYZwLiIHqw5vdumz1/O7OOxTmMJdPZodf1gfk0pHdp3xDz3/1iQvIoNxSepyK6B7D0sHPQAnjoXm7VbiV7h6DRalqVu5oWdy+Xtb/W9i0+GPMSB/NNYsBDs4sWqkzs4VZrLqPAu9PSPI1zvw3sD7iGrshhXOx3JeSflzJhN1OdZY5VZUSCPxjZ5Jfkblgx9lNK6Kqob6pj+89tUGaWfe4JnKO92GoH7mkelNXT9npK+jq+Rsl/WlMKR75o7K02H2lKq9UE8cPIAyXlS4N7dL5Z4z1AOFJxGr3Vkdqcb+fTwr7TzDGZYQ2FzoNfkzBZp3ZV1qn2VBpRq2PG+1H7wf8AvQRqVsRillPgHG9cyHv4WhvwXut4j1VUrz5GyLbqHw5AXpYA17TeIHQ1d7iRG42wTAPUNaEu8pxQsj4j3Y//ZUtYfzcfgoOHlce0JcXck1MOJ1Q/0pKzaiJ9eR1FVHY52KqqsSi+08XdB00rA1M4jxOa5Tm0nZ6lt4myn+0sSdgS5ePLugHs4VZqDfeN5l+3KYu1hqZBIVb2J2V8fJNbXhTg/2w+qKmuNJKcXk15URbC7I52D3XBqXJ9YUFHHI8v283vjFE1PZzu+vLMbKpXt/z3Ld2ew8PZObEjNx16jYmg7X4xms80Iak2DiVV7s5qDvaw9tiPKlXmQuVtKmJLemNRmx7tSfT3rTK4AJ9ZCu5vhUPPvGd1mSoXXrYuvgzSVM3ak9OFBXYVUzFwrktEJgvDn+0uCvZUrV6JQKC44TfNyVFdLby7CwsL+1OsUhGtNTmUx9/76PicbM3x284nirnZDWJjyC2aLhaEhiXjYu8iBXpNtOakYzdJauj35p1h4aB0PdhzF3B1fyet/GsxGXkpewciwruzKax4R89K5EtiYBa60topIgx8BTu5kVkpvxAKcPAjX+/JJynpWntxOolcEk2KTiDRIU5JOl+XJgV6TXbnH5WDPzd6Z53pM4v4NH1JrasBRY8+/uownrSyX+zd8SH51GW72zrzd7y55ahouftD2RgBWpW5mUeO00ZK6Sh7duJBvRz2Jf9cu8P77UhIFQOXpiTZKOv5MWR5rz+xlX34aQ0MTSQpoSyfvSJvyDQFO7miUKr46toVoN3/6BrbFTqVha+Zhm6QU357czpKhj5BdWcxTvy+Rty849AtdfaJo6xHELqtEJTFuAbg2BpptPM6tjaUmpHGK54mqfL7LPWSzf2fuMV7pM43HNi2iqLaCWLcA7mg3iILqMt7Y851N29f2rGLFyH8xJrIb+dWlTF7zmpy1c13Gft7tP4MBjWsPVQolX6RuxsVOR4CjO5mNyV7augfR1j2E1miUarQqjc0UV72dE04aezwdXHl9zyo50APYX3Ca42eS6Z4hZZdlw1xInAbTfpaCr3W2JSiIHAwu/tQaG0ivaE7SsvjIBnr5xbJk6KOkleXyUvLXVNTXQCq07TqaCIXCNsmLayAEdMZybC2KwmPSuYa9Buk7YPt8qc3J9eAWDnf8AtXFtm/mQQoKvdvAF+PB1ABaZ5i0DJz9pBp9QT2kAKKuEj9DCG/3n8GxkkyUKIl288dgL73JD3F35O2JHcgsqcFJq8ZP3xyAebvo8G787MbJXs2LN7Zn9tcHqDOaCTDomNo9RC4xYK2TdwRv9L2TL45uRK91ZFJMEhH61tfq/hX09o4k+kTIz1OybTPPmi2QX1HHuSsFv9mbyZzvD8vPnx/dhtu6hwBwOLtMDvQACirq2XaqkPv7R3LHZ8nyj3dSl2B6RXqSZLVGb885pS4Aqhus6iaqWin7YDE3B3pNDnwpFUVvqq0HUomEpH9BeD8oOC6tEw7p3bI/a/qgC+8XBEH4H/1l0zj1ev1Fp2leqkceeQRPT08CAwMv3lgQrmNHi8/KgR7AjtzjjAzvyspR/0d5fTW7co6zPSfVJmgB8HN0Y+PZFPn5rtzjVDXUUllvOyUpq7KYXv5xzO50I1+mbibazY+Z8UNx17mwPn0/L+/6hhpTPU91vZlaYwNqpYr2nsFsyDjAy8lSnbnjJdkcLEznkyEP4KJ1wM2+ZXa4pjVrIK1bqzc18HKfqVgsFmLcAvDUuXLXunfkkgXFtRU8s20pS4c/hl7raNPXgXPWphktZnKrS4ns2JGgTxZR8euvqNzccO7XD7uAACrra5i7/Su25aQCUg2yZ7rdwqTYJD4f+gi7805gr9KgUiiZ+et7chbD9wfeQ7/A9qxL329zvrMVhZwszaWs3rY+IEBqcRaPdx7H7E2fcLo8jwAnd2Z1GM7mzBTaeATR2TuSV/tMY8GhXzBoHZnZfigBp3IpXrMR9w5RNsk4QMqy2t0vhm9H/Zvi2kp8ndzQax3JqihqkRjHZDHJb4pPl+W1KM/w05m9DAhOoLSuiie2ftaYtl/BTVE9iTL446Vzpa1H8HmzAAY4e/BEl/E8s02aIqlRqniw40h5WqxdY/ZOa6r6c0bdjn4nrakrz5JGQewcpJG08P7Q/hZI34abxp5bY5J43aq8hZvOGR9HV6aufcOmnMSTJ3azdOR81D//W1qn134iRAzgYL2RPZ0fxr+uBBdXP8KCu+C1ZLTttRSfkrItOnlIa7CqrYIGQ4gU8DV9iFJXAds/kNZYWQcD+YfhtpW461zpoWv976KDnZoo74tnTBwZ70sbfxeKq+oJcnM4bzHy/OpS3tn7A05aB9LLC3hm21IWDrmfYBcvLBYLyWeK+f5ANhqlkpHxfnQM/mtr7PWN8mTF7uYanC72akI9bH9n88preW2d7QyCV385zuA2Pni72MvTMq3Vmyz0ifTg23t6cCK/Eh8XezoE6lGdEwBHeDvRP8aLDanSBwQqpYJxHa2SMgV2lRKhFDUmkAvoDB7R0jRO698htQ66zICGWumeDOwGA56W1td5RCAIgvBP8ZcEe++8884lT9O8FH379v1T+hGEa51K0TKVea2pnmg3f97fv4b5+1fjoXPhnvihfJW6meLaCibGJKFEaRP8jQjrTIiLF5Ni+8o150BacxPk4skd7QZxU1RPdGo7NCo1hwrSeeC3j+TA56GNH/Nu/5kMCI6nuqGOFce32VzT4aJ0MiuLiNM6EOMWwBNdxvHa7lU0mE30D2xHDz/pjXBVfS0vJa9gzWkp6YJSoeDjQfejU2s5dk7R9tNleVTU17QI9rr7xbLyZHPRdQe1lkBnDxRqNY5du+LY1TZLZ2ZlkRzoNVmauokuPpGsS99HWlku4yN7cN+GD23aLDq0nl5+cfg6tZy94GRnj17riEqhtAm6Ig2+tPUIZumwRzlTkc+v6Qd56LcFNJhNeNi78MkNDzIivAv9g+JRKZTU/bqBjAcfAkAXHMQLzz/Ii8fXUW2sY0JUb3r4xZBWlsuBfCnAtVNp0Gsd8XNyY1bCCF7d05yu/cGOo9DbS6+Vs52u1cARpGnBKYVSplWzxcKyY1tp6x7Ml8Mfk8pDXMDo8C5EGfzIK88j2FhF9NaXILQXxI6kX2A7Fh/ZIE8LHRyUQHTlGdsOQnrDT7OlRBhqe2ntVI/7pULTy6ZIaeyBG5OexL37RH7NPEwX3ygGBsVjr7bDzd6Z/JrmkaQGFNS2HY9TaB+pWLo+hGJTA7PXv0J6edOU2UPcZ1QyK2IgisLmjNE4eUlfLr5SRtBv7pCCO3tX6P0oLLnR9todDLbTTkGaIlieIx2DtMThdGEVBZV1BBkc8LUayTtbXE2DyUygwUEu/l1db6SqzoSHkx0KhYJwTyfCW6nzbe1g4RlOlefZbmtcQ3sgs4zJH++kwST93L9MzmDlvT2J9f3f1u6V1lbx29lDrD2zh3jPUIaFJsprQXtFePDSje34eOtpQtwcuLdfBMHutr+zSoWiRQkGO5USVWNCpjhfFyK8HDmZL32AotOo6BLqhlqlJCFQj69eh4NGhbOu5QcKrjo7/jO2LbvPlFBaXU+cnysdAvXNDdxC4bZvpUysCpU0fdfBA/o/Db8+J7VxcIPEKeAeBsNfk8os2Otbr9soCILwN/tLgr2BAwf+Fd0KgnARce6BctkDkIqYd/GJxGwxs+HsQQAKa8pZcOhnBgUncEt0bwxaZ3bkpJIU0JajxWcZGpLIhOjeqJUqbo7qRYxbACdLsmnvGUp3v2jpDWpZHgU15QQ4u+Pv5E5GRb4c6DU5VZbLAOLRqjR08ArjVFmuvE+vdZSDMnu1htti+9Pbvw21xgZCXLzkNP5pZblyoAdSsLE0dTNv9buLsZHdbRKmjAjrhI/V2sXjxVmszziAnVLDgx1G8eWxTfg6uvFY4hg5kGmNk8YeR429zdTSSL0vryavZGOWNPoZ7OLVInBz1NijUCgYGJzAqhPbOdO43u6++GFE6f3RqtW8P/AeXt+9ioqGGqa3HYRB60RlfQ0GnTN7C9L4OKU5uUphbTl7804RafDDQaPFVFND1gfNAaYlPYN2D/+XlV99htHFkQAnD7Iqi5n+81s2SVc+u+EhwvQ+DA/rhK+TgYLqciIMPnTyjpL7itD78q8uN/JK8reYLRYi9L4MCZYSyujUdujUdtQYm2vgtXEPlLOmXohWbUeCWwD8/oo07Q3g6CqoKqRNv3/z5fDZHC0+i5PGnrbuwbiWnZGyZJ7dDlE3SFMsmwImYy0cWAbDXoGjq+VAD8Bj038ZN2k54wbeI2/bn5fGne0GM2/3tzSYTdirNDzeeZxUEsPkCnVKUKooqCi0CvQkq9J2cXfXsWgLj0tTOA0hUn01l8bpjzEjYcYWqMiV9rn4Q8Jk2Pd5cyf+naSi79bp893Cwak5Olt3JI8HvtpHbYMZTyctH9+eSIyPC6v2ZTF39RFqGkzc2i2YWf0iyCqt4ZW1xziWV8EtXQK5rVswvq4XDi4qG2rl6dnWTI2/q0eyy+VAD6C2wczRnPL/Odhbe2YPz26Xft6bMlPYlXucd/rPwMlOh6uDHbd0CWJUgh8F5XXsTi/mRH4F8QF6YhrP6+ms5anhsTy8/IDc5/8Nj5GLx/vpdXx8e2f2nCmh1mgiPkBPW39X8itqWbIjnU+2nsFPb88zI9vQM8KjxfX5uuoYGX+B104fKH1Z63YPhPaRPmjwiAa3EGm7Si1N1RUEQfiHElXKBeEa4ungyrykaaQUpFNnbiDWLVAObIYEd+RQ4whNjbGe37OO8mCHUby59zt+SEsmyuBHB69w0svzUSmUvLd/DQtT1uGuc2FOtwn08JdqOf2acYBHNi6kztSAXuvIBwPvJcCp5RuqprVlKqWS2+L6c6gwnWMlWbjaOfBS76n4WY2AqZRKOWlEYXU5GzMPcbI0h7buwS36tVdryKsupY9/G5w1On7LPES/wHaMjeiORiV9kp9TWcyM9e+SUyUlddJrHXl3wExi3QJx0Fy4oHKAswfP95jMv7Z8RoPZiKfOhXFRPbnzl/lym02ZKUyI7i0nINEo1dzepj/JuScoqa3ktX53UlZXhZNGR6TeD51GWgfUJ6AtIS4+rDyxjdd3r6LKWMeNEd2Z3flGeY2zNeuRNoVCgdLedqqeubwcL6MKrauUyfVQ4Rk50AMoqCnjYOEZHDVantn2BVsaMzMOCIon2hCAvVoKju1UGibF9KWbTwwVDdWEufpQa2xg/t4f2Jx5mPs7jOTNvd9RbzIS5OzBLTF9bMpeWDtSlMH69P1U1NcyOCSBRI0KpXXAA5C8ADpNJ1yrI1xlhIZiMPtIiVImfgU1xVBRAAv72R7XNPrcYJskBrApXH26LJc7fnkbnUbL5Ni+mC0WevvH0d0vBk5vgTWPSdMyO07Dq/sDhLp4c9pq9GuATwSab++Q1n72/T+IGQ4+ViUJlErpDX7uIdi9CPw6QJe7pGQbZ3dKI5Iu/lK9vvJMOLMVi3sUJTe8TGZVOdF2zhRVmnj8m4PUNkjBWEFlHfM3nOSevuH869vmtZiLt6fT3t+VV34+Rn6FtP7xvd9O4eZgx+09g9mRncqXqZtx0TowIaoXHbzDqTc1sPFsCvP3/cCg4AR8HAzkVku/C146V+I9QwBw1bV8C+Bi33I07HLUGOv54qhtYp4dOcfIrCgkxr05gCqsrOO2RbvIKK5uvBYNy2Z0k8sgDGvnS4DBgYySaoIMDrQPsE3gEuLuSMg5I4K/pebz9q9SRs5jeZXc+dlufnygF2Gef0LiE40OAkSpA0EQrj4i2BOEa4y3gx7vYH2L7cPDOlFYU86K41uJMPjyRJfx2KnUcgBwvCSb4yVSkd8JxVnM3y+VLqiuKGDm+vf4etS/MWgdeWrrErmcQ2ldFe/sW82b/e5iXp9p/GfncmqN9Y3lFZpHjqLd/Pnshoc5VpxFfk0Jy45tIreqhIFB8TYZQ01mM4tS1skFqtu4BzE+qidfN5YfsFOpGRXehVtWv0J+TRl6rSMTo/swNW4grvbN2TNPlObIgV7Tda5PP0CIizdFtRX4OhrkkancqlIOF6ZjspiIcw8iwNmDG0I7Eu3mT1FtBUFOHlTU16BWKOX1X6fL8pgY1ZtPhjxIYU05Ya4+bDx7kPn7fwSk0bCFgx+gvWcIptJSqo7tA7MZu6goDpSm8f7Bn+Rr+/bkdoaGJhLnHkSE3ldec+lq50AHr+akVEp7ezzuu5ezM2aCScrC6P7A/dgFNyd4ULYSgKkUSvbln5Z/ziDVKhwb0c0mK+qJkmwOF2XgpLEnyNmT5ce38mFjnb3c6hLujx9Be69QwvU+uNrpyKsqxaB1xE7dHBycKctj2tq3KGucmrk0dRNrb5hFoLOftO6uiXuUtP5pzaNSIWmAgK4wboGUyVLrKCU5iR4Gx9Y0fiN20vo9kIIr6xplOgP4NJc+OF2WT5WxjipjHZ8e/rXxdVDQ28kFlt0KtaVSw+SPMBhCmJc0jRd3ruBgYTrDQhKYVJOOsjQDSjMgY4c0elOeAUfXSIXco4fCma1S6QaAo9/D6c1w82KpPtrnNzYXU+8/h9IBzzH/RDLLfv8Go8XMU10n0MWtI6XVtomSjuVVkF1qm6wI4ERBJVV1Rpttqw/m0C1Gxd3r3pU/FPj5zF6Wj/gXZXVVPPDbRwCkleUxMaYPEXpftCoN8Z6hhDZ+OJAYbGBAjBe/Nq5fGxXvR0KQvsX5L4dGqSLK4MeJ0uaC4Y4ae3m0vklKVrkc6IFU/25fRqkc7Gk1KjqHutE59NKTulmXrQAp02ZmSc2fE+wJgiBcpUSwJwjXCV8nNx7vciPT2g6Upira2dNgMtLHvw3fp+2S27X3DCHznGQdRouZ7MoiNEo1JXWVNvtOleViNJsZGd6Fbr7RNJiN+Dq6tRj5sVOr+ezIr/J00t/OplDVUMsd7QZhMpsprq2gor7WZo3g4aIMAp09eW/APVTUVxNl8Gdffpq8Dqu0ror3D/5EV98ouvk1Fz520rRMVuFi58DE1a+QXVXMpNi+3NF2EGbMPPTbAg4UnAEgyNmDDwfNItTVm3C9L+FIo432dZXM7nwj85K/xWgxE6n3pbt/rJxR9GjRWd7Zv0Y+V42xnq9St9BOYyB3zhwq10nBq33HjpT9e1qLayuvr8bPyY33BtzDgYLT1JuMhLl6U1BdjsWSSYTBF7VShWOPHgR++QXFx45wVmvhG6d6+uUco7tfNEqFkvYeIYS6enO6TBqlCnT2oL1HiE32VPmcFaWU/7IOTWAAqW523P7zm9SbpIDi7vZD+P5U8z1RUFPOa3tX8cOYpymtreI/O5azOeswPf1juT9hhPw6HCvJkgM9kIp4byzO4bZRb8PyKVBfJQVmff8l1SVrCvQAMndKJRcMjaO5Oj0Mf13KqlqSAeZ62DZfCvqCukq1y079Jj2P6A+eUVBTBtl78bC0HJ0Kc/WBsszmQK/J8TXEdJvJewNmUm2sx6PwOJpPH7FtU5wmjUaWNwYwpRktszOm/SZtP7m+OdAD2PAcZ0e8zxfpB+VNr+z+hu9HtmVArBe/Hm3OJDqlewiRXk7YqZTUm5qnX7b3d21RVqBvlCeHis7YjP7WGOs5UZJNpdUUZJPFzJKjG3m+52TGRna36cPHVcdrN8dzIq8CpVJJlJdTq+vcLodaqWJa24Ek554kv6YUO5WaZ7tPJNDZdnHhuYlTAHlN3oWU1zSwITWfr/dm0sbXhRs7+hPdGCB2C3XnhwPNCaq0aiV++tYT1wiCIFwvRLAnCNcRpUKJt6Nefq5RqZkRfwO1xnp+PXuQRO9wnuhyE6esMnoCqBVK/Jzc8XdyY0hIR34+s1feNzm2r5zoQ6VQsis/jS8KN9LGM5juvjFyWvnsimI50GuyNHUTA4La8fmRjaxOS+audoNx0Njb1HJLL8uji2+UHMBtyLDtA6DOZDvqEe3mzx1tB7IwRQqywly8KauvIqNSCmIXH9lApN4Xvb2THOgBZFQUsj8/zWZNX0V9Da8mr2R7Tiq3xvVDp7JjcEgHsiuLeHvvD3g6uNAvsL3Nm26AioZq6k+elAM9gNq9e4lils16P0eNPdFuUjbAIBdPglw82Zt3kjvXvUNVQy1KhYIXe9/O6PCuKJRKDnlombZnM1QCRfBVRjLLRjxOG49gAl08WTBoFocK07FYLLT1CCbIxZPKhhrsVGo5mNOp7QjYk0rWi2+hcndnw7wH5H0Am86mEO8RSq7V6KivoxvOdjr+u2M5v2TsB6SagHXGBt7qdxf2ajucWklQ4ajRgV+sVDOvLENax7ZqppTw4ly152TjdPGFqiKpDEOT7D0w/RcpcPSIkr68Y6VRvk0vw453ifGIZk7i/bx0Ipk6UwODQzpISX+MlVIiDauAry58EP+3+TPOVOQxtc0ABut9pLWCZc212PCMtl2Pd3oTeMVKAWsTu8bRyJrmvpuYzsnEWm8yUmup5ekRcSQE6tlxqpjh8b4MivXGw8mOT6Z15rVfjlFcVc+9/SJIivLivUmJ/OubA2SX1TKinS9jOvhzqKzluQz2Tq3WzPNxaD3Lpt7Bjs6h7q3u+6PaegTzcp/b+T3rKA1mI5szU2jnESwnaQFo5+9KO38XDmVJP3M/V/tLygS6ITWfh5btB2DriUI2Hc/nizu74e6kZUCsF6cKQvh8Rzpezlr+M7Yd4WJUTxCuGtu3b2fq1Kn06tWLhQsXXtIxK1as4KmnnmLChAnMnTv34gdch0SwJwjXuXC9L/OSplNUW4Fe6ygXMb8/YQQfp/yCm9aZp7rdTJTBD6VCyb3xw/B3dONI8Vli3QJQIpU+MGidWJq6iXcapzICPNxxNDPibwCkjJQGrZPNyGCU3o+NGYf4onHt24JDvzC1TX/e3idNIVUrlDzaaazNSF0P/1g+OLhWzh4a5upNtJu/zffkqLHnvg4jGBTcgWpjHSqFkqlr37Jpsy8/jV4B51b3ggazyeb50aKzfH1CyibaNCXQTq3hwwM/yfUKsytLGBDUnl8bA1EFCibGJGHcb1v2ASDiVB6fDHmQ1WnJ2Ks1DA3tZFP3rM7YwHv718gJYswWC3O3f0Unrwj8nd1tSmuANOq6Lz+NnbnHiXULJNErnKGhifJ+s8VMblUJM9sP5Ux5Hi5qe/oXWnB97nXMgMVoRFFpG4wcK8niX53HkVGRz9HiTLx0rrzUewoWC/yWaVvbb3PmYYpqK/B3cqeNexBjI7qz8uR2AOI9Q+jkHQH5h+Dnf9u+ECo728BLpaHBpx27s1Mpqqkg0uArBcHnZrSsKoS0jfBj4+ibRge3rZJS4e94V/r5FB7jlu3/pXu/56gN7kGQiycOai3gDrd8AWtmQ/EpjB1v5yOTPatPJwPw2KZP+GDAPfSd+JU0NbM0QxpZzNhhew1FJ2HAHGl0rzJfqs036HmoyJNqrG1/G5ruI/cotH7xcKz5A5IbQjrK13R//0ju72/bfc8IDzoGGWgwmXFpHGnrFenB97N6UV7bgJ9eh1atQmsfwYDAeH49ewAFCqa3HUhbd2la70MdR/HeAWm0+d74YXLh9ovJKC9g7Zk9bM8+xuDgBAYGJ+Dp4HrxA62kl+dz368f2NRYDHbxYlaHEfJzP72OD2/rxIHMUkwmC+0CXPFx1XCg4DQF1WWEuvoQrvdp0fey5Ayb56m5lZwprMLdSYuPq47/Gx7H9F6h6DQq3J0uvD5XEIR/jrKyMubMmXPxhlYyMzN59dVX/6IrunaIYE8QBLRqjU3CFHedM/cmDGNcVA/sVBrc7Js/Hc+oyGf58a34ObnzReom6k1GQl19iHUL5ONDv9j0u+DQz4yJ6Ia3ox4fRwMv9LqVxzYtosZYj4fOhbvaD2H25kVy+7L6ar47tZNFgx+gvL4GR42WsxUFrE5LprN3JN6OehI8Q1ky7BH25afhqLans08EPo4tRwQc1FoSGte8nSrNRatS2xST7+ITRVv3IHwdDfL6Pmc7nZy8okmtVRbKJsU15dipNHJ/GzMPsWDgLIaGdKKotpxQVx+MJhOF/p4onZ0xV0jJQxR2dugiIqg3GzlafJbcqhKyKouY3WkcIa5SQpsGs1EuSN+kqqFWzobp7aBvcT151aUsaHzt3+k/w2Yt3umyPB7auJAGsxEPnQvTvBNwe2Ye5trGYLKsjO7lSr6wykDaP7A9ce5BfHLDQ+QWnsGtPB2vQ0upiR1JF58ofs8+avU6RmLQSveH3t6RJ7vexE1RPakzNRBl8MNd5wIFtgEiIAVMU76D1B+hoRpz9DAWFhfz5r7PAGl95qdDHqRjxEBoKrQO0uhZfvP6QxpqIHkRdL3bpntFeTYhx38An2hY/aKU1CVxKoT0kqaA1leRXFXBu+vesTluZ+5x+nYZDy4BUmkFZ09w9IK9i6GqABQK6DoD1j0trSl09JJGAje9JK1L7PGQFHxm7JCmrIYmEawP4v0B97I77wShrt709IttDD7PT2enQodtxlN3J61NAOPr5MbLfW4nrSwPtVJJuKsvWZVFZFYWMSi4A0NDElEopKRDSoXy3FO0UGds4I293/FTYwbc7TmplNVXMzN+6EWPtVZYU24T6IGUpKUp2MssqcZigQCDDr/GDzosFgtLUzfx/I5lgPT7+/HgWXT0tq1ZF+fnyva05hqHdiolLg7NU09VSgUBBgcEQbh61NbWMmPGDNLT0y/5mOLiYu644w5KS0v/ugu7RohgTxCEVikUilaDqJLaKiobajle0pxwo6SuEo1KjavWkdrqUnm7XuuEnVUttgFB8awc9SSFNeXotY5U1NfQ3TeWr080r38ymc1Eu/lzsPAMd1m9ER8R1om5PW/FQa0l3jP0giMVybkn+OrYFoxmI7dE96GrbxTvDbyXl3d9TV51KdPaDKR3QBzuOhc+HvwA+/PTMJqNxHuFyVMqm0QZ/Al29iS9sZSCSqEkwSuMz63KPgDoNHb0DmxDRnkBd/0yn/SKAuxVGl7772zapOaiNBpx6tuX4mBfHv7+P1Q0Fqz/NeMgUQZ/Huw4CgAnOx3T2gxkzvalNt97gLOU8TTRO5xbY/uxNHUjKoWK8VE92JnTXA9uUco62nuGAAq8HFwprKmQR0ELa8pZnHeAPrdNxLjgE/mYyHITX416mKPFGTjaOdHeK1Samluejf6bW6U1a4Bu+1vMnv4bdaYGduedJNErnCe6jLfJcOpsp6Ojd7j0xFgvlUnI2AG+CVLtMgC1FgK6SP1GDwWvNpyoKOTtjf+R+6k3GfnsyAY6xI+T6t0dWiYFYDe8CN/dZ/sDrykGR28pa2Zq48iyQgHxE2DhYKlsA0hF2m9eAskfg7EWx6RnWtw7oa7ecGwtrH1CGnXs9TB0mAJ3bpAC1Ips2PqG9LhIyvxIj/ubE9BsexOih0DS49LzsiwcKvPoF9CGfkHtWpzvf+Vkp2v8ecP27FTuWf8etaYGNEo1b/e7i35B7S/cgZXsqmI50Guy9Ogmbo7uhZv9xQu9Nwlw9sDbQU+e1f8Fw0M7UVlnZHnyWV795Rgms4UHB0Zya9dgXHQazpTn83LyN3L7amMdHx9ax1ueoWisynzclBjAb6n5pBVWoVEpeGFMW8I9xFRNQbha5eXlcd9993HoUCsfCp7HqVOnuOeeey4rOLyeiWBPEITLEm3wt1lzJmXf88dd58zT3SbIxdVVCiX/1/Umec1ekxBXbyoaapj681sU1pQzve0gevjFsi37KBGuPjzf61ZctY58mrLB5rjVabuZ3nYQce7N2SdNZjPHSjI5W1GIn6M7Me4BnCjJZvrPb8sBzvr0AywZ9ig9/GJ4qfftZFcW02A2Ud1Qh7sOwvWtTxdr4uNk4L2B9/B71lHK6qro5heDj6NermeoQMGM9kPkdX4HCk7LgWGtqYH7Mjfw1si7GBIi1a07np8mB3pNtmYd4f4OI+TRl6FhibhoHdiWfZQ49yD6+LfBvjHrpbvOhYc7juSW6N5UNdQwe9Mn8lpEAEe1PY9uXMSJ0mwe63QjXXwicbd3pqhWGl3MqymjeNiNxMS2pS71GPZxsTjE+OHx04NEntkqjVb1exIcXCH/qBzoAWCxEJOyjA8GzqG4thI3eyec1HZweiukbZCKT0cMkNa4gVSGYNlk6XHCJAhLkkoWGELg27ukIA1g9PsYA3u1qNVYUV+L2dyAKmootLlRSt7i6i+VNkiVpvqiUEBwd3i3Mwx7FWJHSolafNtJ6/2MVtktzSZp6uUpaTpu9NqHebrXs7y8fzX1JiODgzvQy8UdFoxunoa57hnQh0Cb0WAIgi1vNAd5snMSi9RXQUMdHP4G1v5bGlXs8YBUq83RtkzJ6cIqDmeVoVEriQ9wxecCtfNq6o1U1BrxcNKiPCfBSUV9DS/v+loebW4wG5mzfSntPEJsMt5eiJPGHk+dCwU1zWsnw/W+6NR2l3R8E28HPe8OmMn7B9aQWpzFpJgkBoV04EBGKXNXN4/KvrL2GHG+LvSN9qLO1GCzbhQgr7oEk9lkE+zF+LqwfEY3ThdWo3fQEO7p1OK1EATh6rBu3Tqee+45Cgqkv5lKpRJzK7VBm1gsFr7++mteeuklKisrL9pekIhgTxCEy9LOM5iPBz/AV8c2oVIouSWmD20aA7B+ge35ZuS/yaoswt/JvcVaOpDWxC08tJ7CxjeUi1LW0csvlm9GPoGr1pETJVlsyTyM8zmp2pUKBWqF7bS2LZmHuW/DB5gsZhQoeC1pOvVmoxzogZSNMLU4E7VCyZS1b8jTIWPcAvhw4H02CWvOJ1zvK9cBbDK//92kleVSZzKyIyuVW9e8ztjIbq2OgFi/ifVzcrepewYwPKyzzTQ7FzsHhoYm2qy9A8isKGTVyR38kr6PfoHtGR/Zg7FRPXhr7/eANPUx0SeCNxufP/X75yy+4WHeH3gvCw6u5WRpLrfG9SUqNA7XWCcYNkyqT7dkvJQJE+DIKmkN2uj3wa6VERMnb5zsdFJxcpDq1i0eJZVSAEgOg6k/SjXqClKbj9vfOFI56l0pgKppnorHz/8m9J7tjAjrzOo0af2cAgW3R3ZDtWAA1EnZV3GPhNtWwtBXIG60lESloQb2fg7GGvj+Prj5M6m+HcCJ5uQ4MqvAQZt/hImmQnqMfoo6Yz1Brl44HP+5OdBrkntACvYAIgdh2fEeiiopi6YlbgyKXKtPpA0h4B4hHbOqucg7W16VAtC4MfKmE3kVTF64k/xyacpjYrCB9yZ3xNulZQbJg5mlvLw2lZSscsYn+jOtZ6jNdMUaYz25ViNpAMU1FdSYWk5DPh9PB1de6HkbD2/8mGpjHQatEw92HInuIlNOW9PWI5g3+95FjbEeF610nRtKz7Zod7ZY+uAjyMWToSGJ/HSmeWRxWtuB2LcSaHo42+PhLLJsCsLV7MEHH2TtWqm8j1qt5sknn2ThwoVkZWWd95ibbrpJHgHU6XTMmzePWbNmXZHrvZqJYE8QhMuiVCjp7hdNd7/oFvtUSiWx7oHEWhVPPleDychJqxpcAFuzj/JAx1H8d+cKOWPnI4mj2ZJ1RK7pd0/7oYRajcCV1VXxcvLX8gijBQvP71jG8z0ntzinm70z23OOyYEeQGpxJqklmZcU7LXGVetImKsP039+m8NFUtKI1/d8x6tJ0/HUuVLQWB7C20FPO4/m4vBeDq7M7383b+39geMlWYyMkEpWXExTDcKlqZsBqS5iblUJT3YZT6JXOIU15SiVSp7dttTmuIyKAsZH9eT1vndSZzbipLEntTiT384exFFjTy97HY5nz0lAcuIXapI3g5MB+273oWhMfII+WJp2adN2XXOgB9JIYP4RKdhztg2QAXDytimADoCxBgdzA7M7jaV/YHsKa8qJdvOnQ+6+5kAPoOgE5ByA2BHQ/mY4vBJWTLXtq8CqzIR/R+h0B+xuzOoWPUxKumJFaW4gtDxdqt2n0oA+SBottB5l9G4uqF6qD+Ho0LexKzxGnUpDhqM/N7q6YucVI70OSjX8+hxEDmn5vRedsnm660yxHOgB7Ekv4VBWGWU1DXy7N5NDmeWMS/SnS6iBe7/YS2aJFBgt3HoGZ3sNDw1srmXp5eDK7XH9eWvfD/K2ibFJ+LYyFftCkgLbsnL0k+RXl+Hv5G6zlvdyaVRqNFbTuEM9HFu0CfeUtjmotczuPJZe/nGkleXSyTuSLr6Rf/jcgiD8szUFbWFhYbz88su0b9/+ohk4m45JSEjgpZdeIjT00hJPXe9EsCcIwhXloNEyKSaJuTu+krf19IvDZDbZlGb4+NA65vaYjEapwl3nQhv3QJvpXA1mE2XnTIesMtYS5urDxOg+fHlMCopGhnWho1cY2eckPQFp/d3/IruyWA70mny4fy0fD57F4cIM6s1GNEoVL+xYxpjI7vTxb4OL1gE3e2dctQ508onku5M7+fn0XhYMmmUTzJ6roKaMlSdtg7If0nZxf4cRdPGV3vRvyzpKaZ1tZs2gxvpmTW+8DxacZurat+QEGg+16ceMgM4oMpPlY0zeXcmdN5/aI8cIWvg+yilDqawsIM/RB4vCHpuVZw6tBAOaxjf1fh2g852we5E0otbjQQjuCn0ehx8fbm7f82FwDcRbqWRYWKfm7VnbaMHqHsAQAgqlTbBp8YrlUMEZDhem42yno2vvx/HscBtYTOASCMkfSsdggdjRUtH21Q/BTYshbhR4t4UbP5ayh9aWQ8+HIDRJ7j+lKIM7k7+3uqAUevccj/+Br6Qpo02F3uNGS9dqPUroZZv91WSynbYKUNdg4oEv95KaK2Wt/f1UIe9O6iAHek3WHMphRp9wdHZW69mieuHr6Mb2nFQSvSNICmiLWmk7Gn4pgl28CHbxuuzjLiY+UM/7kzsy75djNJjMPDoo2qbcgp+TO+Oievzp5xUE4Z/Hy8uLKVOmMHnyZDSaS6vvGRISwj333MPo0aNb1PIVzk8Ee4IgXHFDQxNx0GhZe3ovHbzDGBLckZyqYps25fXVpJXl8nDi6Fb78NC5MKP9Dby4q7kw951tBxPq6s3jXW5kfFRPzBYz4XpfHDRaevjFoNc6ysFQN99oqupr2XQ2hY5eYThrLz+Dn17r2KKcRIJ3KBF6P9x1zty65nXOlEvT/bZmH+W1pOkMD+vMocIz/Hh6t01f+wtOtxrsHSg4zZbMI/g6GojS+3OgsLmcQ5irDzmVxdQY64nQ+5LgFcbcHpN5fc8qlAolszuNpZ1HiE1/v509ZJMp8a3DG7l5wFzcfnsezm7H5N+bCmMnao98CkDO3Jf47Zm7ee34OgA0SjWf3vAgiU1ZEqOGQPLC5kLine5oHgnLOwxntkpr1SxmSP0B2t0E7ceDqx+W/FQsbmEog3uCUklKYTo/nd5DZX0Nw8I60TmoG0onb6iUisTjnyiVXji0AkL6gE97mLAEfn4S6sqh+wOkuYQyec1r8lTeRK9w3u4/A3dd4/Tavv+WRviOfi8VZc9t/IBh/RwI7S2Nvm16GcL7g5OPNEJntc7u3GAaQFlVCDUlthtzDsItX8K6OdLoZO/ZENzTpkmnEAPOWjUVddK1hns64uViLwd6TU7mV+LppKWgsvnn1jfaC3uN7YcVHg4ujInsxpjIbi2u8Z/ATq1kaDtfekR4gMWCq8PlrQUUBOHasXTpUpTKy/vA9aeffrrsYwQR7AmC8Dcw2DsxJqIbYyKa35Q62+lI9IpgT76U/MJOpaZf4IWzF46N7IafkxsphekYtE5klBfw1bHNDA7uSBsPaR3h2YpCduUex8XOgc+HPsLxkmxqjfVszjrMgxsXAPBgh5HMiL/hounpLRYL+wtOszfvFI4ae7r5RjMvaRqzN31CSV0lbdwDmRzbF5VSyZmyAjnQa/LdyZ0MD+uMydJyRKfWWM+iQ+s5WpxB/6B4evrFcraikNt/eoNaUwMKFDySOJrc6hLyqkvx0LkwKrwrU39+C6VCyfx+d9M3qB03R/eii08kuVWlFNWWc7aygChDy7WT8veEheNad7pNXoGpIIPMp16kesenzQ2MRk6XNdf2azAbWZe+Hy8HPWfLC/BycCV82hoU+UelwuI+7cC+MSFIZrK0bs967V7RCfCKYZdzGJ9nZlB19gy3u4ThX1/HtJ/fkpPXfH1iG4uHPkLitJ+kqZs1JdK6wu8b12d0uw8GzQXXYAjqIeVIOfAF3yrcbNZs7sk/xYmCNNzz90L2fimg82kPOz+0Td5irIO6ailwLDwufQGcXA9T10gB58GviHYOxkGtlQNmlUKJyiNSKglhPT3Vr6MUCAd1B1N9i8QsRpOZOD9Xls/szoGzpWhUShKDDRjNFrRqJXXG5tHKyjoj70zqwBPfHuJ0YRU3tPHhls6BrX6yXVBdRmpJJiqUxLgF4Ka79CyarTE3jppeSumGS+Wqu7RP8QVB+JvVV0N1oZR8y+7PLWnyR4I2Eej9MSLYEwThH8Fd58y8pKnsy0+jsr6WNh5BtLVa69YaFzsHuvpEseTIRnblHseCFESZzGZujevHkaIM7vrlHTkT5T3xQ7kttj9T1r5uU5z8/YM/MTysE0EXmbq2v+A0U356Qw4mQl29+WTwgywc/AD7Ck6xLy+NT1PWc2f7IbhqHVArlBitphjGNpZ1aOcRTICTu1xPz6B1otpYz7zd3wLwQ1oyL/W+nXqTUc6uaMHC2/tW807/GThr7Pn17EHe3f8jJosZk8XM3B1f0d4rBJVCyWu7V7EuYz8Ajmotn9zwkJyev29gOz49/Ku8frGHbwxRBj/QOqH0j8WxZxLVO5pHHZ1n3cNPRZttXgeLxcK0tW+RWVmIRqnmrX530T9qsLSztkKauqhUgVvL9RSVWj0ZRWe545f58uu4PTuV53tOtslSarKYSSlMJ7FNf9C5wYe9pYQsTXZ9KE0RTf0eDjSuU9QZsDfZ1ncDUBWdkqZqAuz9FEa9A0n/ktbWNel4Oxxf2zzS1yT/iFRfb/WDkL6NSK0zi5Lm8J1RTZVFwdiIbrg3FEG/p+D4T1KR9W73SplHzWaozJUCSY0D2DmQU1bD9/uz+f5ANn2jPRmfGMAtXZozzJrNFv4zti1PfptCvclMmIcj4zoGEOPrwrf3dKesxoiPqz1atZIdaUV8sycTrVrJ2I7++LhZeGTTQg4USKO/Pf1i+W/vKa3WZrwYo9nE9uxUPju8Aa1aw5S4fnTxiRJTpwThepF3GH55Bk7/BqH9YPBcm/XLwtVDBHuCIPxj+Dm54+fkflnHZFYWsjP3mM22Zce2Mi6qJz+eSpYDPYD3D/zEkOAO5ybKB6TsjwD1pgYOFaZztrwQPyc32nmEoNNI0822Z6fajBqdLsvjaPFZvk/bZVOfrKKhhnm9pzOn+0Tm7viKBrOJKL0fI8K7AFLmwQWDZrG/4DQmi5kgZ0/u+GW+zfV8cXQjt8X2s9nWYDaSW11CtZ0DXx3bIievASioKafW2EBWZZEc6AFUGetYn75fDvbiPUNZOvBejhaexlGlIt49UB79USgU6G+ZgDY6CmNWFnahoZjiYuizp4ifz+wDpEQaPo4GMhvLPTSYjczZ9gXtnPR4HlwKh5ZLUyy7zpDWurW/BQ5+BWotmd0e5LGDGxkTk2TzOjYF6edybZpaq1KDg7ttsGfnCCo7qcxCk5oS+isb+ExjT2VjgfghQfFEH/7StuNNL8O0teAVC/mpUF8hrd1rqJambR5Z1dy27Xgw10F64/rBugoSfnmMhLAkuOUradRy8UgpwPXrICWl0QdJyV52fShlHjXVQ9wYLIP/y+c7K3jvNylRy+Hsck7mVzJnRBw7z5SQXlRFfICeoW18iA/UU1bdQIi7g5x50uCoxeAoZcbcl1HCrR/vxGiWXruv92bywmSDHOgB/J59lIMFZxgUnNDq63shB/JPc/e6d+WfzebMFL4a/rg8Yi4IwjWsvloK9E41ZjQ+tR7WKeDmxX/6CJ/w1xPBniAIVzUXO0ecrN7cA7TzCMJOqSbPOhBoVNVQxwMdRnL/bx/J22YljJCLlv+acZCHN34s75vbYzI3R/cCaLXemEKhYH36AZttGzIOUVJfyY2RPejgFUZ5fQ0hrl642TtztqKQEyXZOGnsGRgUj7PWgTNleSjPGTEJcvbC3d6ZeM9Q+Q18J+8ItmWnsi//FMNDO7H8+Fa5/e1x/fBx1HO2scafNaN1kpDybGK/u4vY3MZr1hng9h+k6ZdAtqWW370gU6elm68zXRwcebrbLYwO70pFfS1hrt48stE2Y1pRbQXVOSmw8cXGDaeg4BhMWk7+gLls9+lGucnEwuxT5FaX0q++usU1eti7cHNUL/l76uQdQaemdYFaZxg4B5beDE0B7g0vgT5AysyZ/JGcpKXN8e/4atQHHKsowlFjTzsHV1x2v2R7MtcAKbFM9FA4uUE6Xn7hu0lF0k/8AlFDpRE/pQrsXaHW6n5y8pGCzaKTzUlYsqWAmMhBoNFJhdmbHFlFUfsZLE+2XfP38+E8kqI8eXJlirztrVsSGJ1w/qm3AEdyyuVAD6C2wUxZXU2LdtbrMy/HsZJMmyC8wWziZGmOCPYE4XpQXSiN6FlL2wDVRSLYuwqJYE8QhKtagLM7L/aewr82f0a1sY5gF09ui+uPSqlkVHgXuW4bQDv3YEJdvWnnGcLSYY+RVpaLr6OBeM9QFAoFpbWVvLp7pU3/83Z/Sw/fGA4UnqbaWIeXgyv51dKb/htCOhLrHkgn7wi25zSvS+vgFYqrnQMqpZIIg5+8PbXoLHf+8g6FtVKNwVtjkni401iCXbx4utsE5mxbislixs3emVBXL+5YN59hoYncGpuEWqnm+1O7+PnMXkAayXuk42jSKwro4BVGH/+2KBVKogz+dPeNZnuONNppp1Iz0HpkJ+eAVAOuSU0JpO8An3aU1VXz1O9L2JUrrVdbmLKO9wbMpH9QPP2D4uVDborqyet7v5Ofj4vogd+e5gAZgIxtUJ5FhZ2eJ44l2wQOqUWZ3NluEItS1mO2WBgT3pU4jyA6+0QyNrI7DSYjkQY/DPZWdf5C+sDtq6H0LLiFycEpKi2MeAOKT4OLL0QOJsItjAj3YCn4yt4JA5+Tsn+aTdKIYP+nm9+weJ5T9mLvYpixRRqRPPwdbJgLiVNh5HxYNVMa/XMNgu73SSOOrZWXcA2AypZBt1P5cWJ9Y9lyolDe5u9qz4402+REH246xaA4bxzs1BzLLWdPupT8JTHYQLSPtB6ytXVvYS7+6NR28hRdFzsH2rj9seDMQ+faYpu79c9DEIRrl4OHNHWzaWQPIKy/NMNCuOqIYE8QhKveoOAORI32p6S2kkBnD9x10hvibr7RLBr8ANtzUvFxNNDTLw43nTPVDXXUm4woFQrs1XbYNdYCM2OxmV4I0qhYdlUxj25ahEqh5KaoXujUGhI8w+jiG4XB3onHO9/IM9u+4FBhOm3cg/i/rhOai45bWZdxQA70AJakbmJEeBcSvMIYHdGNtu7B5FaXsC37KB8e/BmANaf3cKToLM/1mMRvVqUpfjt7kDZugfyn12025zDYO/Hf3lPYm3eKyoZaovR+xLlf5A1/46Di6bI8OdBr8lXqFjnQK6urIr28gD4BbfFwcGFr5hESfSLo798GTe4G2z5d/EFnIMjBjZuietqMQvb0j2V0eFdGhXXFZDET4uolF+7u4BXW8vpqSmD7e/D7G6BQQb8nwSMK8lLgs+HSNEm1VtoX1Jjx8tQGaSTQYpaCr9HvSaOYbmHgEcmJkmyOl2TR1juewMjBKE/8Io3UDf6PNCr38UCoLZX6OrwSpv4EE7+Sks7UlEHBcTDWQ0U29H8KNr8K5gboeq+UlKW6WAos65tH8uztHZjd149TBZVkl9aid9Dw/Ni2PPjVfptv181Ri0qp4EReBbd8tIOS6obG7XasmNGdcC8nOgW7MTDOi/VHpCRANyUGkOAVzGc3PMzvWUdQKVX08o8jwtBKMHoJOnqHcWNEd749uR0FCqa3GUC7xqnAgiBc4+wcpDV66xTSiF5Yfxj0nBjVu0qJYE8QhGtCa7XB7FQaevjH0sM/1mb7ypPbeX7HMvn5G33vZGhoIm72zjzYYRT/9/vn8r77O4wgvTGrpsli5qvG+n3z+gTJI0+x7oEsGvIAhTUVuNs743KeMg4ltZUttjWNwmiUKmLcA3C20/Hgbwtsgs6K+hoCnTwYH9mDr09Ia8f0Wkf6B0tB2OnSPM6U5+Hh4Eq0wQ9fRze6+2r47tROHtu8iBAXb2Z1GCEFUr7x4JsAOfulznUGKTgB7NUalAoFZqtsoU1FuU+X5vLk1s/ZV5CGnUrNM11v4ZWkac113Ho9LK1/yz8MTl5kDfwPz21fzsjwrtzRdhAdvcM5WZJNglcYXX2j0ajURDnppbVwR5aDPgRCenLarGBDxgFOl+XTL7Ad3f1icMjYCZtfabyiBmkdnG88lKRLgR5ISVAA8g6BRyRsntdcf68sU8riec828IjkQMFppq99i6rGY57qcDsT+j6Bxs4Z3COk9XtNgV6TUxtg98e2JRb6PCYFeS5+UmbQkN5g5ywFhFpXmLQctr8PFVkQORi2v0P7wgdYedNqcuw74uGsxV+v49FBUTz7wxEAtGols/qHo1WrOJhZJgd6AMVV9RzMLCXcywkfV3tevymeE/lVqBQQ6e2Mo1aNwTFEXp/5v/DQufJ09wncGtcXpUJJuKs3GpXIoikI1w3vNtIaveoiaURPBHpXLRHsCYJwXcmpLOb13atstr22exXdG+vwDQ1NxNtRT3p5PgFOHnT0CpOnRFrzdtTbPHe2c8D5In8MBwUn8GXqZnlKY7SbPxF625EXPyc37m43hPn7V8vbbm8zgP/uWkFHr3De7nc3YCHKEECIqxd78k5y9y/vyIHLc90ncXN0LzZmHuLl5G8AyGos/v7NyH/j7+IHEz6HzD1gqgPfDuAlTWUMc/XhgQ4jeXOvVDTc1c6B8VHSesWf0/exryANgHqTkTnbl9LOMxh3nQtGswkfn3YwdTW1RWl8lZnKWwc2UmOsZ3PWEV5Nmi6V2SjPBqUamkY9U9fAt3fK36e50x184BTHd43Jbr4+8Ttv97ubweWZLV/M8izQ6Vtut9eDxdK8tq+JxSxtB35M2y2/XgAv7PuRtsNnk+DZOKqoM9CCTi/V8rNWWyYlYinPhp8eh9u+g+/GS9cGkDgNRr0NG1+Cra/L1+S9cjxFo9ZwoFSPUqHgli5BtAtwJa+8jjAPR2J8pZFpjaplKiG1qjn1uIvOjsTgv65WnU6tvfiosCAI1y47BxHkXQNEsCcIwnXFggXzOdkfTRaTHAg4aLT08o+jl3+cNBUvew+dlFrubDOAT4/8hlqp4uHEMbR1v3BZiNZ09onksxseYmfucTzsnenuF4Ong+3aKIVCwaTYJCIMvpwuy8NT58rKk9vZnXeS9RkH8HN0Y+nwx/BxNNBgMrLg4M82gcuLu1bQzS+aDRm2JQRK66o4W1GAv7O7lC1S3/wmvqKumuS8k2RU5NPWPZjPb3iYioZawvU+8mhparFtwGWymEktzuLl5LepMzUwK2E44yN7cNxOz0upv9u0/fb4NkaUn4I1j0rTLW94SRrp2vq6TTvlnk/oOOBVvrPatuzYFgZHJdi+kAoFuEdJ0zOjh0kjcQBxY6R6eEvGQafp8P3e5mO63itN4QRqWklaYpPExrc99Hqk+fqCekiZNq3bAGgcbYPKqvzmQA9gzyfQ4VY4sda2XW0pe05l8/TW0yQG6Xn/1kQSg91oMJkxWyVdSQjUE+3tzLE8KaNsjI8zHQL1La5dEARBEM5HBHuCIFxX/Jzcub/DCF5J/lbe9lDH0ejPTT5RmQ+rH4bU1bgBD8WNYfywp1HauxLo7EFedSl78k/ioNYSbfBvdY3euSrqa3DROjA5pg9ujesKAbIqiticdZijRWfp7hdNT/84hoR0BOCxTYvYnXdSbptdVcyZsjx8HA0YLWZyqkptzlFraqDO2EBH7wjWZzQnYrFTqeXA0mKxUGtqkLOLfntyOy/u+lpu+2SXm5jSpr9Nv4NDOrD2THPw5KVzJTn3BMWNpS1eTv6GEBdvApzd0ShVNFgFRnF6b1j/DNRXSl/f3gV3bWw5gqbWcm4YFuriDQFd4KZPpREypQb6/58UfKnUMOZ9afqoxQSpq5vr6VXmSPsaasDZBwK7SaNwwIiwLnx7YjumxmmePXxjiND7kVaay/acVCrqa0hqN4nouFEojXXS+kCNDoa+AuvnSFNGO06F4rTmC+1yN1Tk0UJ9JXS/H36aLW8qjbqZr09JI3R7Mko5mlNOelE1H2w6RX5FLXf1DmNgnDdB7o4smtqJlCwpIVBbfz3+hovfZ5eqwWziUMFpTpbm4uXgSgfPUE6V5bEj5xgOGi09/WKJtEowJAiCIFx9RLAnCMJ156aoXkS4+pFVVUSIi1fz9D1rWXuk4KGR+sgqQmKGQfsJnCzJ4b5f3ye9sczBrTFJPJQ4+oIB3+HCDB7f/AmnynIJcHbn1T7TSfAKo9bYwJt7v+OHxqyhy49v5bnuk5gQ0xuAcL2PTT9KhQJXrSMglYKY3nYA/9rymbx/WGgnPByc6RfYjkMFZ/jpzB70WkdmtL+BpUc3Myg4nu3ZqWw4e4ghIR25IaQD8/ettjnH/P2ruSG0I3o7R1JLMsmvLiPM1YeXe0/ly9RNROj96BfYjoc2LrA5LqMinz4BbZjTfSLPbf+SBrOJCFcfRhu8pBE3a0UnIOlx+GK8POplHvAsOn0UihN7sGDBU+fKjWEd4fQmKcib8CU4e0qlGKpLpHWH9VXg3VbKkrnjveb+i9OkdXt3bwJ7F5tTd/aJYMnQRzlSnIGLnQOJ3hHUmuq579f3Od24PnO+QslnNzxMp4B4KbNo6o/g7AdTvpemihpCoeAohPeXEru4NAZFCmXzWkH3KClQ9GkvlXpI20iJoS0f5URwIKe5TEJVvZGZS/ZS0yAFyA98tZ9FUzvTP8YLf4MD/gYHKutrOFGSTUZ2A5F6Pzwcmr+nmoY6duYeZ2fOcYJdPOnlHyeXErmQ37OOcs/69+RpxS/2msIz276QA3UfRz1Lhj5GgLPIwCcIgnC1EsGeIAjXHWc7HX0C21y4UX1Vy211UoKVLVmH5UAPpKyaQ8M6kdhUF+4c1cY6Xt29klNluQBkVhTx7PalLL7hEfKry+RAr8knh9czPKwTTnY6hgR3ZH36fg4XnUWtUPJEl/GEW63zGxiUwDv97UnOPUGYqw96e0cm/vgqnjo9j3Uaw01RPVlzeg/v7v+RyoZaVp3czvionpwozebE/my8HVyxV9vZ1CnUqexQK1SsPLWDOduWAqBVafh40P0sGfYoKoWS/flpNqN3AME6F1QpX3Oj2p6EIfdTplAR4uKNe4bttE4UCnALBf9O0ghf0Qlw9kXp257RCg1xHsGU1lURqnPCb+1jcHytdJxLANz6jVTu4Od/w4HGYulO3jBpmTRSaJ1Axac9qFsG4EqFkg7eYXTwbg7yN59NkQM9kKap/p59hE4NxbB4VPMUTkdPuGMdqDVQWy6N2DVN0ezxoBQMntkKju4Q1rc5CGw3HtqNJzurjCW/7pDP0yFQj5NWIwd6TXafKaZ/jDSFtry+mtd2r2LZsS0AxLoF8Gbfuwh2lfZvykrhod+aS18kBbTltaTpF/zwodZYzwcH1siBnp1KTUpRus3PNLeqlNTisyLYEwRBuIqJYE8QBKE1Pu2lEZymrIxqrTR1ECisKW/RvKrh/MWrK+pqONhYGL1JanEWZfVV2KvtcNTYU2UVbPk7uaNRSv89h+l9+HjwA5wpy8NRY0+Y3ofCmjLSywtxs3ckzNWXgcEJDAxOYP2Z/cz67UMA0ssLmLnuXSbF9uPrE83BVpWxDoVVAff39q/h8bgkHt/zg7ztiS7jqWqo5SWrqZ11pgbePfAjc3tMZtXJHRwvyeaZbrfwwcGfqDU2MKv9EBKT34WjK1ECEfoQmLIKdM4Q3AOGzoON/wWNA/T7P0jbDKe3QNQN0GasfB47aC7cfWJdc6AHUJ4J6VvBM6Y50ANp1DB9O4x+V5oiWl+FxSWAqq73oAG05/3JNNOqWyY6cbFzgLM7bdfqVRVA3mEpWN39se1avG1vQdtx0O/f5z1PG39XVszszqGsMnQaFQlBevIrWt47oR6O8uMjRWflQA/gaHEmO3OPE+zqhdFsYslh2+LHmzJTSC/Pp43Hpa8rNZnN8j1nrakkhiAIgnB1EsGeIAhCazyjpFGaE79Ia7SiBoG/tI6uT0AbFqWsl0dFApw8iGqlnlmtsZ5TpbkoUTAsrBMrjjcHXQOD4vHU6bFXa3im2wT+vXUxZosFR7WWe+OHoVVrOFWay86cVCobauniE0WkwY8jRWe5Z/175NeUoVGq+E+v2xgV3hWAPfknbc5f3lCDwd6Rc8nlEoAQBxf6HV/JV+HxnEVNoH874jwDySjLodZom9GysLqcVae2896BnwDYln2UOd0n0s03Cu/Tv8FRq4L0pWcga68UFNm7QNe7IW40lKbD52OltWwAuxbA9LVgkAKT3KoSzlYU4qFzJsRUT4t8lMZa6etc1YXQ/V6Md20iKz+VVYW5LNz4BSPCjvFgx9E22VPNNTXU7D9A/ZkzqP390CUkEOPmz+jwrnx3aicgTWHs5R8Hda1kAtU6N3ZkarmvaQrnBcT4usgZNwE8nLQ8OzKOF39Kpc5oZmS8Hz0jmkfTKutrWvTRtFZSpVDi4+QG+afkfRqlCq3qwlk67dV2zIwfJk/jNFnMRBv8CXHx4kzjCOfQ0ETi3AMv+v0IgiD8GTZs2HDxRuc4dqxltmzBlgj2BEEQzscvXvo6R6J3BJ8MeZAtmSkY7J1JCmyLj6ObTZuS2kre3vsDXzbW5Xuy601MjRvAuoz99PGOZqJ3e9QVlWAwMCysM1EGf/KrSwl28SLE1ZvsymJmrHuXzMpCQHoD/9Xw2Xx6+Ffya6SEHQ1mE89u+5IEzzCCXDxbJNOwWKCNexBJAW3ZlJmCUqHgjraDOFIkBTCBTu484uGB888vksByEgCSnoCfHiZIo2Ns2Hi+zTwi9zelTT/+u3OF/LzaWMdre1YyPrIn42tzaZnK45zAx9kb9n7WHOiBVJQ87zAYgjlUeIb71n9Afk0ZWpWGlUm3EeYW1pwIRaOTagI6+0mjewWp0nalGiIGApBiUXHLrjVy99+e3EFX3xhGR3SVt5X/8gs5/3pCfu41+zHc77iDJ7vexNiIblQb64k2+EuZS0N6S6O8uY3ZTTtMkbJ1AnS+E4792Bz0xU+U1ug1Kq6p4ERpNiqFkig3f2mk8Bwms4WMomoSAvWsvLcHCoWCEHcHdHbNf56jDP642ztT1BjgKRUKOjVOGVYoFNwa25dNmSlUNAaFjySOIdTVu8W5ztXTP5alwx7lZFkOXjo9CV6hdPON5nhJNlqVmhi3QPStfFggCIIgXD1EsCcIgnCZ1EoV3fyi6eYXfd42BwpOy4EewH93ruCDpLu5eWcmxo8+x3T2LNlJffCdOxeNtzex7oHEWo2iHCvOlAM9kAK7EyXZnCjNsTlPtbGOygbpTX4Pv1huiurJ18e34aDR8n9dbybGEMDM+KGMDOuMo8ae9h4hlO/fR7ZFQbCnPwG/3mN74VoXKDyGHfCAZxu6xHQjTe1MgncE0QYpYKltDDYBQly82Jp1BIPejUnOfqgqsqUd+mDwS4TKAkjbAFn7IKAT2NuWmpDO6dRYRuIXOZCtMzUwaesy1t+0GKfsfWCsgYDO8ugqE76Q1sbVlkgBYEAXAPKry1p0n16SCSfLwRCGUeVOwVtv2+wveOddnPv3xrXuJN1MdVLB9qZ1au7hMPlryD8Canup0HBTwpeQ3jDtZ8hLAUcPCOwCjclzsiuK+PfWxezMPQ7A8NBOPNn1Ztx1zvJ5jSYzy3dn8sx3KRjNFqK9nZg/saNNoAcQ5OLJx0Me4Nf0A5TWVTIoOIEOXuGkFmdyoiQbg70jXwx7lKyKItx0zkQbAlAplVyMRqmig3c4HbzD5W2uWkd8ndwucJQgCIJwNRHBniAIwl+gtK5lgpfskjy83/tQfl61aTO1hw6h8fbmbEUhBwtOY7KYaecRjLaxTIC1GmM9k2KSeGbbF/K2bj7RBDp7AuDjaOCZbhOY2mYg9ioN/s7u/JpxgPt+/UBu/0nceAz3PIpbXR3VHu7UzH4S++wVKOorqO5+Pw6nfpXb+hz8gjEpX8HMbeAVA8B/ut3Mw1s/p7KhFi8HV7r5xvD2vh84XJQBXR5ltL1KGsEK6CxN4fztv7D5FanDncCNC8AjGgobp950uA1MRuoydnG8xKpGHVBaX0W21o2oxClU1dfSYDahb9rpESF9WassILShAq1KQ53VWrr2DWWwZLoUaE74AYVKZXOYQqlAcewn2PGMtMHZF25bJX/POHtLXw110mhibUljnT8/COxMlU87lCjQaZrXt+0tOCUHegA/nt7NyPAu9A1sJ287WVApB3oAx/Iq+f5ANo/5tPwQIdYtgFi3gOb+804x/ee3qG38PidE9eJfXcbhoLFvcawgCIJw/RLBniAIwl8gUu+HRqmmwWwEpLVVkWrnFu3MVVVkVRQxc917nCqTRu08da4sGDSLoSEd+amxtp2Po4EqYx2JXuHM6zONn07vob1nCDeEdMTZKutiWlkeu3JPYLFY6O4bw4eN6+uanCnMRF8nJQQxFRZx5smP0N88hl+GtOOzMwdZYgiznY4Z2E0qMVB0Elz86f3DXayMHEaBNoAyv848sEOa1mmymPnPyT3ERXcg8ewG8EuAsizYZjuKxo+PwZ3roSwTFMChb2HJWJzsXZmY9B9etMqI2VRCYHt2Kq/v+Y7CmjLubDeEkeGdW50SScoKIje9woK+c/mwMJeihjruCIqjy+7Gkgy1Zaj3f4jnIw+T/fAj8mGe99+D5tCLzf1U5ED6783BHoCxHnZ9BOuflubHugZhvOUL1tU28P6BNdirNMxKGEFP/zhUSqU8pdLauWvvyqob5ECvydGclsl/WrPq5A450ANYdnwr46J60t4z5JKOFwRBEK4PItj7m/z4448sXryYffv2UVZWhoeHBx06dGDKlCkMHjz47748QRD+R208glg05H6+St1Cg9nILTFJtK1QkG5vj6VWSjCidHREGxfHzqJ0OdADKKgpI6UonWe6T6R3QBtOlGRT1VDH63tW4WLnwLI+99KnOoDaDak4dnLC3EWPUqvlVGkut699Ux5V7OUXi0ppO4r1kzGHXiNHUPlDY209k4mc8GBePbaVBrORhYZo7u79L7xPrpUCPaUSVkyV1sX1fgyKThJY9DaBQHaHafT2i2JD5hFUCiX3hSUQe3gZZCVDXQUMfw0c3KHcasTO0V0qX+AZBYdXwf7Ppe21ZYw48zOOnSbzY9ZxOvtEMCy0E1mVRcxY/y71Jilofn7HV3jonOWi87LacinZS00JXX66n4SArpi0zuiKGiB7d3O7opM439qX4C+WUJ+ejsbPD3vXKlhWaNufqd72ecExqTC8pTE4K8vAdHA5LxTXy2vpZv76HsuGP047zxDauAfZFJd31NgTbTUyB1LGzRB3B84UVcvbxnTw51xnKwpZl76fvXkn6R8UT/+gdi2S5wBykXhBEARBaCKCvSusoaGBmTNnsnLlSpvtOTk55OTksGbNGm6++Wbeeecd1Grx4xGEq1lnnyg6+0TZbAv67FMqN25EoVLh1Lcv9pGRWBpH785lsHfi5zP72JSZIm8rrasibc82fP71HwCKP/yIgA8/wDkpiSNF6TbTR7flpPJyr6kcKDiNuTFI6eofidddg3Hu0YP6jAyUbeN4uDSZhnIpmPoi8xjZge2YP/Un1KvugaPfSZ0pFNL0RSt++z7hlalrONNmIHbHfiT04EdoChunLh7/CYa+AsPmwfLbpCQmSjXc8BI4GKQ2JtuAxf3YD4yLHU5M4hh+SNvF0tTNtHEPlAO9Jvvz01oGewoleMXJyVzsMndKdfdC+9i26zYTpb0Oh8REHBITG1/Us+AeKdX7A7BzBN8E2PGBVPohcrAUnJ4TTCmL09Bro+Vgz2yxkFaWRzvPENp5hPDpDQ/xy5l92Kk0DA5OwNPBhd25J7BTaYgw+OLlYs8HtyayYk8mqTnlTOgcSN9oT5tz1BrreXX3Sn5uvEfWZxzg313Gc2NUd348nSwHeP2D4onQt8wIKwiCIFzfRDRxhT322GNyoBcUFMS0adMICAjg5MmTfPrpp+Tl5bF8+XJcXV15+eWX/+arFQThz+YQH49DvG2Gz7buwYS5epNWlgeAh70LCZ5Swe8uPpE2wZ69SoNrdoHN8WUrV+GclITdOen2zRYLWpWGL4fNJq0wDa+SNNod+gRt+ha0Q14ka8AkVp3aRYQulOTyswCoFUpu84tAvf5ZqLNKdmJqADtnqU5eQ+NIlHskTiXptK0/DOm/QWHzGjUCuoJOD1E3YLzzN+qK00AfjKNfQnMbvwRplK+q8fux11NsCOOWH1/B2BjEzGh/AwoUcpkLkLJT2jjzO2yeB5EDITNZqruntpeCTY9oGP46FJ6AsCQpccxv/5Wmpba5EcL7gz5QKsqesVMq6xCQKI06bn1d6j/tNxj2GnjGSlNaG9XEjSFt70abS/FpLPGgUChI9I4gsTFrZmZ5Iff/+hHJeVJAeWtMEg8kjsJOrcRerUStVJJ8ppg2fq442zev18ysKJIDvSaLj/zGNyOfYMnQRzlafBa91pFE73Cb6byCIAiCACLYu6K2b9/O559LU5bi4+P57rvvcHFprrU0ffp0Ro0axbFjx1iwYAETJ04kISHhb7paQRCuFH9ndz4YeB8HC85gspho5xFCmN4HgCEhHTlWksUPp5Lx0DnzXOJ4nKY8iHWFN42fNKLT3iOYDp5h7CuQRrdi3QKJ8wgkwNGN+I3PwRGrGQXrnyHLKYj5+3+kg1cYd7UbjKfWgcTKDOLW3AeV+dD/aSnjpblpZE0B4xZKgZKdAxSehO/vlaY29nsS6qshey9mn3gahryAVutERnkB/zm8hU2Zh3HS2DO3h5kbQjuizE2RSi6MfhdKM6Q1cTo964qy5UAPYHVaMs90n8Abe76nqqGWidF96OEX2/x9FKTCF+OgoUZaZxd/C4T0kQK+n5+E2jK44UUY+BzUlsKnw5tH8FK+kbJ6xo6Qsm66N2alLMuCnc1JbQBY+wRM/1kK/IpOSjUD/btwR4OGT1PWo1KquL/DCBQK+PbEdkJdvWnrEYymcRrtrrwTcqAHsCR1E8NCu7BkUznf7muc5noCCivrefOWBLRq6ThHOy2udg6U1TdP9Qx18UKn1tLBO4wO3mGXeJcJgiAI1yMR7F1Bb731ls1j60APwNPTk4ULF9K7d28sFguvv/46ixcvvtKXKQjC3yDIxZMgF88W2wOcPXihx63cGz8MR4097modRbdOpnD+OwCoPDxwHTkSAF8nN97qfzdHi85iwUKsW6BUTNzYYLtuDsDUQEFjMpR9+Wnsy0/jvbA2tPnt/5rb7PoIhvxXKiKucYB9n8OWedK+Po/Dzveb2258kdpxi/ihvIKdFSXs376Kt/t78XvWUTZlHgagsqGWf235jCg7OyI+GywFaAA3vAybXoK6cpwGv2FzmVmVRQQ7e/H9mKeoMzbgp7SgOf2rFCB6t5P6aOrHVA97F4PKHlJWQE3jtNM1j0llIOqrmgO9JodWSMGeNa0zuIVJJRWa6IOlbQGJ8iYX4KGOoxgX2R2lQsnvmUeZ8tObAChQ8O6AmfQPkmryNRVBt1ZTq+DHQ7alNNYezqWgoo4Ag5SARmFR8HjncTy7/UsazEb0WkdmdRiBVt0yW6sgCIIgnEsEe1dIeXk5v/4qpTTv0qUL7du3b7VdXFwcvXr1YsuWLaxbt46KigqcnVtm8BME4fphp9YQYlUk2336dBx79sRUVoY2PBy7gObEH14Orng5nFPLTq2BbvfA17vkTZaooRzDNmBQOLhJa9+aRtYq86SAqesM2PoGnFzf3NhYa3sOi4UzxZk8fap5muOqEzvIriq2adZgNlJYdJqIBqvMlGUZUCdloUwsOEhPjyB+L8wAYEBQPDXGejx0LqjNJmmEbffC5mNv/rzlC+bsLffXdG1U5UslFay/PwCPSPlhrbGBw0Xp5FaW0HfgXBy/mSaNDGqdYcTrzWsNraiVKkJdfcgoL+Cl3V83nxILb+/9ga4+UTja2RPvGYpSoZDXTjrb6fBxcaJDoJ4dp5tfo/YBelx10s8lp7KY+zd8SG51KZNi+mCvtmNwcAJtPIJbfs+CIAiC0IqLV10V/hTbtm3DZJImXiUlJV2wbZ8+UkKBuro6tmzZ8pdfmyAIVxelTodDQoK0Ti8g4OIHAETdAJNWQI8HYNirKAwhDFHWENk4mhjk5IFPcHcYOk9KpAJYvNtgjB0lHW+xLRFAyRmIGCQ/NYX04scG2z8pmzOP0C/Q9oMtN3tnghQmm20om4NO332f8HplCh90HsP0toMoravi/t8+5ERJtpR8Zc8i22P3L4URb0ojjwoFJEyWkquYrc5hr5eCOs8YGDRXagdY3MKpjRkpN/vu1A4mr3mNRzcvou+uH8mY+A3c/iPcvRnCkmgwmzhenMX+/DTKam3rKFqwYDnnNTJaTJgb1xp28Apj4aAHGBvRjaltBrBo8AOEu3nyf8PjiPZ2AiDc04m5o9rIa/YOFaaTUpRBYU05nx3ZwIcH13K8JBtBEARBuFRiZO8KOXLkiPw4Li7ugm1jYpprO6WkpDBs2LC/7LoEQbhO2DlA1GDp6+AK2Pk+bZQqPo8dS35QBB6hvXHzCgX3qeR6xpKafZRNtbUUH/mdR3QeBIf3gy2vQX2l1F9FHtz4EZRngsWM0T2SI9tX2JxyfHQP+gfF84ypgSVHNxKh9+HOdkPwq8mXEqg0jQ4qlNDuJmlKJWBfW8q+/JMsSm+eRplXXUqsgwOo7MBY13yS+kpImARhfaXthhBpjeG4hbDjPWn6Zfd7pSmYAF1mQGgSJWXZrC0v58MtX3FrXB79AtrxSvK3crcV9TXM2ruWpcMfw8lOR62xgaWpG3lt9ypMFjOdvSN5odetBLt4ARDg5MHd7Yfw7v41ch+zEobLSVPUShXd/WPo7m9Vuw9oF+DKshndyS+vw9NZi8GxOclOa6UUjGZRXkEQBEG4dCLYu0IyMjLkx0FBQRds6+/fnGnu7Nmzf9k1CYJwnWpKuGI2oT/8NXoATylrZEZVCWO3rqDKKqCKNvhzb8IwKUFJzn5pFC2gs5TF0i0EAC3wVLcJrDqxnR25xxkV3oXBwR0w2DsyKTaJ0RFdsVOq0ajUQAjc8QvkHJBG3QI6gZ0TdL4LzEaOKe358NeP5fPbqzTSekYXbxgwR0q8AqDSQJ/ZoNaCW6jt99huPMSOkkYplVYjjmo70h19uPHXT6hqkILNV3evJNzVp0WJhypjrZws5nhJpk0wmJx3gs2Zh7ktTgr2VEolU+L609YjhNyqEsJdfUjwPOeazkPvYIfewa7F9jbuQfg5uslTYV3tHIj3CrmkPgVBEAQBRLB3xRQVFcmP3d3dL9jWYGheF1JSUnKBloIgCH+AfyI4eUtr8gBc/MFfqluXX11mE+gB/J59RAr2fNpKX+cR6urNw53GYLaYUSpsp3Q6auxtG/vGS1/WgroCEFxXxTPdbmFhyi/4OBh4sOMowlyl7KQkTgO/jlCRI03N9D7/9aBuGUABZFUUyYFek61ZR7iz3SDeP/CTvO2+hOHotY4AlNRWtugnvTHBTRNXrSP9Atud/3ouU5CLJx8PuZ/9+acxmU3Ee4a2LDshCIIgCBcggr0rpLq6OW22Vqu9YFvr/dbHCYIg/Ck8o+D21VJNOoDAznLZgQAnNzx0LhTWNCc4GRrS6bK6PzfQu1yuWmk0cHhYJ+xUGnTWQZudAwR3/5/693LQo1GqaTA3j+SFunozPKwzbdyDyKwsIszVm06NNfIAwvS+6LWONkXre/pdeEr+nyHM1ac50BUEQRCEyySCvSvEaGx+U3E5wV5TUhdBEIQ/lWeU9HUOHyc33h0wk7f2fM/J0hwmxPRhcHCHv+ECpaDvrxCm9+aNvncwZ9tSSuoqGRPejf5B8RjsnRgYnNDqMYHOHiwYfD9fH99KRnkhk2L60M235esnCIIgCP8kIti7Quztm6cw1dfXX7BtXV3zFCqNRtRSEgThyor3DOW9gfdQbazDzf7aK/2iVCgZGJxAe88Qqo31+Dsa0Kgu/n9tO49g2omyB4IgCMJVRAR7V4ijY/Mn1NbBXGus9+t0ur/smgRBEM7HXm2H/XnWvF0rvBz0f/clCIIgCMJfSgR7V4her5cfFxcXExgYeN621klZPDw8/qfz5ufnYzKZCLjUWlyCIAiCIAjC3yonJweVSvV3X4ZwDRBF1a+QiIjmhf6ZmZkXbGu9/2JlGi5Go9GI/ywEQRAEQRCuIiqVSizlEf4UYmTvCrEulJ6amsrw4cPP2zY1NVV+fLEC7BdTVVV18UaCIAiCIAiC8Dfavn07U6dOpVevXixcuPCCbY8fP86SJUvYuXMnubm5KBQKfH196dmzJ7fffvsFZ9Bdb8TI3hXSqVMnOcvmli1bLth28+bNgPSpTvfu/1uKcUEQBEEQBEH4JysrK2POnDmX1PbTTz9lzJgxLFu2jDNnzlBbW0tNTQ1paWl8/vnnDB8+nDVr1vzFV3z1EMHeFeLi4kL//v0BKdg7cuRIq+1SUlL4/fffARgwYAAuLi5X7BoFQRAEQRAE4Uqqra1lxowZpKenX7Ttjz/+yIsvvojJZMLLy4t///vffPXVVyxZsoRZs2bh6OhIXV0ds2fPZs+ePVfg6v/5FBaLxfJ3X8T1Ytu2bYwYMQKA2NhYvvvuO5sELAUFBYwcOZLjx48D8MMPP9CzZ8+/5VoFQRAEQRAE4a+Ul5fHfffdx6FDh+Rt55vG2dDQwIABA8jLy8Pf35/ly5e3SGSYmprKxIkTqa6upm3btnzzzTd/+ffwTydG9q6gHj16MHHiRACOHj1Knz59mDdvHt988w3z5s2jT58+cqB36623ikBPEARBEARBuCatW7eOcePGyYGeUnnhsGTHjh3k5eUB8Oijj7aasT4mJobbb78dkGbLXcpo4bVOJGi5wt544w0qKipYvXo1ubm5vPjiiy3ajBkzhldfffVvuDpBEARBEARB+Gs9+OCDrF27FgC1Ws2TTz7JwoULycrKOu8x+/btkx8nJSWdt123bt14//33AThx4gTBwcF/0lVfncTI3hVmZ2fH4sWLWbx4MUOGDMHLywuNRoO7uzsDBw5k8eLFLFq0CDu7a7uYsSAIgiAIgnB9ahrNCwsL48svv2Ty5MkXPSYxMZG77rqL8ePH4+TkdEnnqa+v/5+u81ogRvb+JiNGjJDX7wmCIAiCIAjC9cLLy4spU6YwefLkS64n2LNnz0ta4rR79275sbe39x++xmuFCPYEQRAEQRAEQbBRY6yjpKYSg84JnVr7p/a9dOnSi67R+yOqq6tZtmwZAI6OjrRv3/5PP8fVRgR7giAIgiAIgiDIjpdk8Uryt2zPTqW7XwyPd76RKIP/n9b/XxHoAcybN4/8/HwAJkyYcMmjhtcysWZPEARBEARBEARAGtF7JflbtmYdwWQxszXrCPOSV1JjrPu7L+2Cli1bxtKlSwFpmuiMGTP+5iv6ZxDBniAIgiAIgiAIAJTUVLI9O9Vm27bso5TUVv1NV3RxP/74I8899xwAKpWKV155Bb1e//de1D+ECPYEQRAEQRAEQQDAoHOiu1+MzbYefrEY7B3/piu6sFWrVjF79mxMJhMAzz33HN27d/+br+qfQ6zZEwRBEARBEAQBAJ1ay+Odb0SBgm3ZR+nhF8vszmP/9CQtf4ZFixbxyiuvYLFYAHjqqae46aab/uar+mcRwZ4gCIIgCIIgCLIogz9v97+LktoqDPaO/8hA7/XXX+fDDz8EQKFQ8MwzzzBp0qS/+ar+ecQ0TkG4hixcuBA3NzduvfXWS2qflpbGY489RqdOnfD19SUsLIwBAwbw9ttvU1FRcUl9lJeXM2/ePPr27UtQUBCBgYF07dqVp556ivT09Evqw2w2s3TpUkaPHk1YWBi+vr7Ex8dz9913s2PHjkvqQ7i+Xc69n5SUhJub2yV9ffPNN+ftR9z7wpVWWVnJ+++/z5gxY4iKisLb25uwsDAGDhzIyy+/THFx8UX7OHjwIPfeey/x8fH4+PgQGRnJ0KFDWbRo0SUXoM7Ly2POnDl0794df39/goKC6NWrFy+++CIFBQWX1EddXR0ffPABQ4YMITg4GD8/PxITE3n44Yc5fPjwJfUh/LV0ai1+Tm7/yEDv+eeflwM9tVrNyy+/LAK981BYmsY9BUG4qh07doxBgwZRWVnJsGHDWLJkyQXbf/PNNzzwwAPU1NS0uj80NJQlS5YQGxt73j6OHj3KzTffTFZWVqv7nZycmD9/PqNHjz5vH+Xl5UyePJnff/+91f0KhYL777+fZ5999vzfjHBdu5x7v6GhgcDAwEt+U7tgwQLGjRvXYru494UrLTk5mWnTppGdnX3eNq6urixYsICBAwe2uv/dd9/l2Wefldc2nSshIYElS5bg5+d33nNs3bqVKVOmUFpa2up+T09PPvnkE3r06HHePrKzs7nppps4evRoq/s1Gg3PP/88d99993n7EK49/fv3Jysri169erFw4cLztnvzzTd5//33AdBqtbz11lv069fvSl3mVUcEe4JwDUhPT2fUqFGcPXsW4KJveLdt28bo0aMxmUxoNBpuvfVWunXrRmVlJd988w3btm0DICgoiA0bNuDm5taij8LCQpKSksjJyQFg0KBBjBw5Eo1Gw8aNG1mxYgVmsxk7Ozu+//57unTp0qIPi8XC+PHj+e233wCIjY3l1ltvxcvLi0OHDvHJJ5/II4xz585l1qxZ/9sLJVxzLvfeP3LkCL169QJg2rRp9O/f/4L9d+jQocUbX3HvC1faiRMnGDRoEOXl5QB07tyZMWPG4OvrS2FhIatXr2bz5s0A2NnZ8d1339G1a1ebPlasWCGnond0dGTatGnEx8dTWFjIF198QUpKCiDd82vWrEGrbTmac+LECQYMGEBlZSUKhYIbb7yRgQMH0tDQwJo1a1i7di0Aer2e9evXExYW1qKP2tpaBg4cyJEjRwDo0qULN998My4uLuzatYvPP/+cujopxf8nn3xywQ9MhGvLpQR7a9as4eGHHwbA3t6e999//4IfLAiARRCEq9q2bdssMTExFoPBIH9Nnjz5vO0bGhosnTt3thgMBou3t7dl06ZNNvvNZrPlmWeekft6/PHHW+1n1qxZcptXX321xf4ff/zR4uHhYTEYDJZevXpZzGZzizZfffWV3MfNN99sqaurs9l/6tQpS2xsrMVgMFh8fX0tWVlZl/KSCNeJy733LRaLZdmyZXLbzZs3/6HzintfuNLGjRsn3y8vvvhiq23effdduU23bt0sRqNR3ldaWmoJCwuzGAwGS0hIiOXw4cM2x9bX11vuvPNO+fj58+e3eo7Ro0fLbZYtW9Zi/4IFC+T9t9xyS6t9vPLKK3Kbhx56qMXvR3JysiUwMNBiMBgs0dHRlqqqqgu+NsK1o1+/fpaoqCjL9OnTW91fVFRk6dKliyUqKsoSFRVlWbt27RW+wquTCPYE4SpVV1dnef311y2enp42b3Yv9oZ31apVcrsnnnii1TZms9nSv39/OSAsKCiw2Z+bmyuft0+fPq2+mbVYLJannnpKPteaNWta7O/evbv8ZjYnJ6fVPtauXSv38eSTT573+xKuH3/03rdYLJann35abltUVHTZ5xb3vnClpaeny/fBDTfccMG2kydPlttu2bJF3v7222/L2997771Wj62trbXExcVZDAaDJTIy0tLQ0GCzf+/evZf0ezZlyhS53aFDh1qcIzw83GIwGCwxMTGW6urqVvv46KOP5D4++OCDC37PwrXjYsHeG2+8IQd606ZNsxw5cuSiXyUlJVf2m/gHEglaBOEqtHHjRrp3787zzz+P0WhErVbz6KOPXtKx3377rfz4zjvvbLWNQqHgrrvuAqC+vp7Vq1fb7P/+++8xGo0ATJ8+HYVC0Wo/TVOGzj0vSNPpUlOloq0jRozAx8en1T6GDBlCSEgIINXSsYiZ59e1/+XeB+Spar6+vq1OT74Yce8LV9qGDRvkxxMmTLhg27Fjx8qPd+/eLT9euXIlIE3xnDJlSqvHarVabr/9dkCaqtw0LbSJ9X18xx13nPcarO/9pvM22bhxo5xEZvLkyeh0ulb7uO2223BwcGhxXuH6Zn0v/P7774wZM+aiX9a/P9crEewJwlVoxYoVnD59GoDo6Gh++uknbrvttks6tikZREBAAOHh4edt16dPH/nxr7/+arNvy5Yt8uO+ffuet4+AgAB5zca5fWzdulV+nJSUdMFr7t27NwA5OTkiS9t17n+59wH5/omLi/tD5xf3vvB3iI2NxcXFhYiIiAu20+v18uOmBCrl5eUcPHgQgE6dOuHoeP7C2Nb/769fv95mX9N9q9Vq6dat23n76NSpkxyonduH9e/Phe59e3t7OnfuDEhB6/mSwQjXj+LiYvLy8v7uy7gqiTp7gnCVcnNz45FHHuHOO+/Ezs6OjIyMix6Tk5Mjf6p6sTe7fn5+uLi4UF5eLo+GNGnKoObo6EhwcPAF+4mJiSEtLY3S0lIyMzMJCAgAkBfnX8q1xMTEyI9TUlJo27btBdsL17Y/cu+DlC6+KS180z1XXV1NSkoKZWVluLm50aZNG+zt7c/bh7j3hStt6tSpTJ069ZLaNo0YA/LI9dGjRzGbzcDF7zfr7MvWHy6YzWaOHTsGSJmazzciB9LoYVhYGCkpKRw9ehSTyYRKpQIu/97ftGkTFouFI0eOiCQc14ELjcK5ubnJ96BweUSwJwhXoTvvvJN58+bJn55eKus3xUFBQRdt7+/vT3l5OVlZWVgsFnnKWlPmw8DAwEvqo8nZs2flN7yXcy3n9iFcv/7ovQ/YfGjh6OjIzJkz+e677+TMfwAODg6MHz+eJ598Ei8vrxZ9iHtf+Kcym802mWibssBa3zcXu29dXV1xcnKisrLS5ri8vDxqa2uBS//bkZKSgtFoJCcnR773m/p0dHTE3d39on00Efe+IPxxYhqnIFyFOnTo8Ife7BYVFcmPL2W9ksFgAMBoNMopv8vLy+UaZRf7Yw2204qsC/5ezrU0Xce5fQjXnz9674PtSMVLL73E8uXLbQI9kEb6Fi9eTL9+/VqMaIt7X/gnW7BggTzyERYWJk+DLCwslNtczn17vnv2Uvqwvm9LSkrkx03Xcjl/f869FkEQLo8I9gThOmJdQP1CU9WaWNdZqq6utvn33P3nY30e6/M3PdZqtedNctHaec5XBF4QLsY62FMqlUyfPp1NmzaRlZXFqVOn+Pzzz2nfvj0gTXmeMGGCPO0TxL0v/HPt3LmTOXPmyM+feuopeeqk9X1zOfet9XGXe++39rfDus9L+ftzvt8fQRAujwj2BOE60tDQID+2s7O7aHvrP9gmkwlAzkR47v7zsT6P9bFN13K512HdhyBcjuzsbABUKhWff/45r776Ku3atUOn02EwGBg+fDg///yznHglJyeHV155RT5e3PvCP1FKSgoTJ06UR51vueUWxowZI++3/n//cu5b6/vN+vEf/dthfS2X0sf5fn8EQbg8ItgThOuI9Sel1m8Azsd6iptGo2nRR9ObiwuxbtPUh3U/l3sdl/ImQRBa88MPP5CRkcGePXsYOnRoq220Wi3vvvuu/Gb1yy+/lO8/ce8L/zR79uxh1KhRcrbKxMREXn31VZs2f/S+tb7f/oy/HYCc2OVyf3/EvS8If5wI9gThOmKdcrtpsf2FWP/Bbvojbd3HueudWmN9HusMbk39XEof1m0uZfqPIJyPk5PTRRNM+Pr6yinoq6ur2bdvHyDufeGfZd26dYwdO1YO9OLj41mxYkWLNa1OTk7y48u5b63vtz/jb4d1P5f7+yPufUH440SwJwjXEeuEEdaL5s+nqY1Wq8XFxQWQ/nA3jXpcyqJ56/pIHh4eLa7FYrFc9Fqs93t6el70nILwv4qKipIf5+bmAuLeF/45Pv30UyZNmkRlZSUg1bZbtWqVzf/xTVxdXeXHl3PfWt9vf/RvB7R+719uH+LeF4Q/TgR7gnAdiYyMlB9nZmZetH1Tm3PTdTcV9r2cPsA2Zbd1ceCL9XO+PgThr2I99cyauPeFv9sLL7zAI488Iq+FGzBgACtXrrQJ6qxdzv/7paWlcgBp/f++t7e3/IHf5dz79vb2NiVMmu79iooKysrKLqmPc69FEITLI4I9QbiO6PV6fHx8ANviu63JysqioqICsC20C82FnsvLy+WkF+fTdB43Nzf53NZ9XMq1WO8/91oE4VKkp6fzwQcf8MILL7Bq1aqLtre+r1u7b8W9L/wdZs+ezeuvvy4/nzhxIl9++aXNNMtzRUZGolRKb/cu5347t+h5dHQ0AGlpaRdct1dfX09aWhog3etN52563uTo0aMXvJamMhJKpdLmOEEQLo8I9gThOtOzZ09A+oN9oU9oN2/eLD/u3bt3q30AbNmy5bx9nD17ltOnTwPQq1cvm33Wz63P1Zqmc3h4eIg3vMIfkpeXx5NPPsnrr7/ORx99dMG2JpNJvue0Wi3x8fHyPnHvC3+XOXPmsHDhQvn5Qw89xLvvvotarb7gcTqdjsTERACSk5MvuOZu06ZN8uNz/99vum+rq6vZvXv3eftITk6WSyWce+9f6u9PTU0Nu3btAqS1iE2jioIgXD4R7AnCdWb06NHy4/O96bVYLCxYsAAAtVrNyJEjbfaPGDFCruG0YMECLBZLq/188MEH8uOxY8fa7IuIiKBNmzYArFy50qaembWffvqJ9PR0AMaMGXPRumSC0JqEhAR5vdDOnTttau6d6/PPPycnJweQfl+sE0yIe1/4O6xcuZL58+fLz+fMmcMzzzxzycc3/b9fXV3NkiVLWm1TW1vL4sWLAWk0OikpqdU+AD788MPznst637n3fp8+feSC6p999tl5E7UsXrxYDhity0gIgnD5RLAnCNeZIUOGyGs4PvjgA9auXWuz32KxMGfOHPbv3w/ATTfdhLe3t00bDw8PbrnlFgD27t3L3LlzW5xnzZo1cjAZHh7O8OHDW7SZNWsWIL0Bueuuu6iqqrLZn5aWxiOPPAJIa6hmzpx5ud+uIABS6vbp06cD0j1+1113kZ+f36Ld+vXreeqppwBpRGT27Nk2+8W9L1xphYWFPProo/LzGTNm8OCDD15WH5MmTcLd3R2AuXPnsnfvXpv9DQ0NzJo1S/6Q46677mpRk699+/Zyltrvv/+eRYsWtTjPggULWL16NSCNDHbo0MFmv1qtZsaMGYA0VfqBBx5oUUMvOTmZF154AZCWHtx2222X9b0KgmBLYTnfx5KCIFxVMjIySEhIAGDYsGHn/fQWpKk648aNw2w2o1QqmTBhAklJSVRXV/P111+zbds2QFqrtGnTplYzoRUUFNCzZ08KCwsBabrOuHHj0Ol0bNy4keXLl2M2m1GpVKxcubLFdB6Q3nSPHj2arVu3AhAWFsbtt9+On58fKSkpLFq0SF43+OSTT/LYY4/9T6+RcG261Hu/qqqKoUOHkpKSAoC7uzu33347bdq0obKykvXr17N69WosFgsKhYL58+czadKkFv2Ie1+4kp5//nneeOMNQAp+XnvttUuqOxcQEGAzBXnp0qXyhwxarZbbb7+dTp06UVJSwpIlSzh06BAgrQ1dv369zYh2k9TUVAYMGCCPug0fPlyuWblmzRrWrFkDSCUWfv31V5ustk1qa2tJSkrixIkTgBRETp48GYPBQHJyMosXL5ZH/N5//30mTJhwaS+UIAitEsGeIFwjLifYA1i+fDkPPfTQeddv+Pv7s2zZshaL9K2lpKQwYcIE+dPgc+l0Ot5++23GjRt33j7Kysq45ZZb2Llz53nb3HPPPbzwwgtiGpvQqsu59wsKCpg+fTq///77eds4OTnx8ssvM3HixPO2Efe+cKXExcXJ5T8ux8SJE3n33Xdttr311lu88MILcibPc8XGxrJixQr8/PzO2+/GjRuZOnUq5eXlre7X6/UsXry41Q85mmRmZjJu3Dg54DuXSqXi2Wef5b777jtvH4IgXBoR7AnCNeJygz2Qpop98MEHbNiwgZycHBQKhTztbObMmZe0KL68vJwPP/yQH3/8kdOnT1NXV4e/vz99+/bl3nvvJTw8/KJ9mM1mvvzyS1asWMHhw4cpLy/Hzc2Nzp07c9ddd7VIFCAI1i733jebzaxevZoVK1awd+9eioqK0Ol0BAUFMXjwYKZNm3bBN7tNxL0v/NWKiopsSidcjtaCPYCDBw/y4YcfsnXrVvLz89FoNMTExDB27FimT5/eYvpma/Lz83nvvff4+eefyczMxGQyyb8/9957r0322fOpq6vjk08+YeXKlZw4cYKqqiq8vLzo1asXM2fOtBmVFAThjxPBniAIgiAIgiAIwjVIJGgRBEEQBEEQBEG4BolgTxAEQRAEQRAE4Rokgj1BEARBEARBEIRrkAj2BEEQBEEQBEH4y2VmZhIdHU10dLRcj/Ra0fR9PfPMMzbb58+fL+8rKCi44tclgj1BEARBEARBEIRrkAj2BEEQBEEQBEEQrkEi2BMEQRAEQRAEQbgGiWBPEARBEARBEAThGiSCPUEQBEEQBEEQhGuQ+u++AEEQBEEQBEEQrj8VFRW89957/PzzzxQUFODm5ka3bt2YOnUqsbGx/1PfR48e5csvvyQ5OZmcnByUSiXh4eEMHTqUyZMno9VqWz2uqqqKJUuWsH79es6cOUNdXR1eXl506dKFKVOmEBMT8z9d15Umgj1BEARBEARBEK6o/Px8brzxRjIyMuRtubm5rFq1ih9++IEnnniCKVOmXHa/FouF9957j/nz52OxWGz2HTx4kIMHD/LNN9+waNEivL29bfanpKQwc+bMFiUSzp49y9mzZ1m5ciX33Xcfs2bNuuzr+ruIYE8QBEEQBEEQhCtqyZIlWCwWevXqxaRJk3Bzc2PPnj188MEHVFRU8J///IeQkBD69OlzWf0uWrSIt99+GwA/Pz/uuOMO2rRpQ2lpKatWrWLt2rWcPHmSBx98kC+//BKFQgFARkYGt99+O5WVlRgMBqZMmUKnTp2ws7PjxIkTLF68mOPHjzN//nwcHByYPn36n/6a/BVEsCcIgiAIgiAIgg1zTQ3GkhLUBgNKne5P799isXDTTTfxwgsvyNs6dOhAUlISEyZMoKqqipdeeumygr28vDzeeecdAKKiovj888/R6/Xy/n79+jF37ly++OIL9u3bx5YtW+T+n376aSorKwkKCuKLL77Ay8tLPi4hIYHRo0dz7733smXLFl5//XVGjBhh0+afSiRoEQRBEARBEARBVnv8OJn3P8CpQYPJvP8Bao8f/9PP4eXlxVNPPdVie2RkJDNnzgTg1KlT7Nu375L7/Omnn6iurgbg2WeftQn0mjz00EPY2dkBsGPHDgCOHTsmP37iiSdaDeLs7OyYO3cuCoWChoYGvv7660u+rr+TCPYEQRAEQRAEQQCkEb38V+ZRtXUrmExUbd1K/rxXMdfU/KnnGT58OPb29q3uGzlypPx4+/btl9znli1bAPD39ycxMbHVNi4uLnz77bfs2rWLxx9/HICtW7fK+7t163be/v38/AgPDwdg165dl3xdfycxjVMQBEEQBEEQBACMJSVUnRNgVW3bhrGkBLs/cTpnmzZtzrvP19cXV1dXysrKOHHixCX3eebMGQCio6Mv2C4yMtLmeWpqqvy4Y8eOl3SuzMzMS76uv5MY2RMEQRAEQRAEAQC1wYBj9+422xx79EBtMPyp53Fzc7vgfkPj+crKyi65z+LiYoBWp29eSGlp6WW1B6lsxNVAjOwJgiAIgiAIggCAUqfD6/HZ5CsUVG3bhmOPHnjNfuxPT9LSlAXzfMxmMwAajeaS+zQajX/oWprO5ebmxqJFiy7pGKXy6hgzE8GeIAiCIAiCIAgy+6goAt5+6y/Nxnmx0bSSkhLg8kbpXFxcKCwsvKzRwKbjAKqrq4mOjr5qArlLce18J4IgCMI1qbi4mB49ehAdHU10dDRfffXVedvOnDlTbvfiiy9ewasUBEG4tih1Ouz8/P6SQA8gLS3tvPvOnDkjT5OMjY295D7DwsIAOH6R7KGPPvoow4YN48knnwSQk67U1tZe9NgFCxawfPly9uzZc8nX9XcSwZ4gCILwj+bm5sacOXPk56+99hqFhYUt2n3zzTf89ttvgLT4/tFHH71i1ygIgiBcnl9++QWLxdLqvm+//VZ+3KNHj0vus2vXrgCcPXuWlJSUVtvU19ezZcsWTp06JZdpsD7HihUrztt/cnIyr776Kk8//TRffvnlJV/X30kEe4IgCMI/3pAhQxg2bBgA5eXlLUbtcnJy+O9//wtI6zvmzZsn11ESBEEQ/nmOHTvGBx980GL7/v37+eSTTwDo0qULUVFRl9zn+PHj5TV+zz33nBzMWXvjjTfkaZ5jx44FpAycTdlBv/zyS/mDQ2vl5eU888wz8vNJkyZd8nX9ncSaPUEQBOGq8PTTT7Nz506KiopYvXo1N954Iz179sRisfDkk09SWVkJwAMPPHBZ034EQRCEK8/e3p4333yTU6dOMWbMGBwcHPj9999ZuHAh9fX16HQ6nn322cvq08fHh1mzZvHGG29w8OBBxo0bx/Tp04mKiiI/P5/vvvuOdevWAZCUlERSUpJ87AsvvMCECROor6/nvvvuY9y4cQwePBgHBweOHTvGwoUL5XILN9544yWXaPi7iWBPEARBuCq4ubnx7LPPcv/99wMwd+5cfvjhB7755hu2bdsGQKdOnbjzzjv/zssUBEEQLsHjjz/Oe++9xw8//MAPP/xgs8/Z2Zl3331XXkt3OWbMmEFFRQUff/wxaWlpPPXUUy3adOnShddff91mW1xcHB999BEPPfQQpaWlLF++nOXLl7c49oYbbuC555677Ov6u4hgTxAEQbhqDB48mOHDh/Pjjz9y5swZXnnlFXlth5OTEy+//PI1lUVNEAThWhUYGMjKlSuZP38+GzdupLS0FC8vL/r168fdd9+Nl5fXH+pXoVAwe/ZsBg8ezJIlS0hOTqawsBB7e3tiYmIYM2YMY8eORaVStTi2e/fu/PLLLyxZsoSNGzeSnp5OVVUVer2e9u3bM378eAYMGPC/futXlMJyvpWRgiAIgvAPVFJSwogRI1okaXnppZfk9ReCIAiCIIgELYIgCMJVxmAwtJhCM3jwYBHoCYIgCMI5RLAnCIIgXHUiIyPljGtAq9NxBEEQBOF6J4I9QRAE4apiNpv597//TUNDg7ztp59+4ueff/4br0oQBEEQ/nlEsCcIgiBcVRYvXsyePXsA6NmzJ/b29oBUU6m4uPjvvDRBEARB+EcRwZ4gCIJw1UhPT+fNN98EwNXVlXnz5nHPPfcAUFRUxNy5c//GqxMEQRCEfxYR7AmCIAhXhabi6TU1NQDMnj0bd3d37rjjDiIjIwExnVMQBEEQrIlgTxAEQbgqLF68mN27dwNSQdzx48cDoNFoeO6551AoFICYzikIgiAITUSwJwiCIPzjpaen88YbbwBgZ2dnE9wBJCYmMmHCBEBM5xQEQRCEJiLYEwRBEP7Rzp2+OWPGDMLCwlq0e+yxx/D09ATEdE5BEARBABHsCYIgCP9w1tM3w8PDufvuu1tt5+zszP/93//Jz8V0TkEQBOF6p7BYLJa/+yIEQRAEQRAEQRCEP5cY2RMEQRAEQRAEQbgGiWBPEARBEARBEAThGiSCPUEQBEEQBEEQhGuQCPYEQRAEQRAEQRCuQSLYEwRBEARBEARBuAaJYE8QBEEQBEEQBOEaJII9QRAEQRAEQRCEa5AI9gRBEARBEARBEK5BItgTBEEQBEEQBEG4BolgTxAEQRAEQRAE4Rokgj1BEARBEARBEIRrkAj2BEEQBEEQBEEQrkEi2BMEQRD+v/06kAEAAAAY5G99j68sAgCGZA8AAGBI9gAAAIZkDwAAYEj2AAAAhmQPAABgSPYAAACGZA8AAGBI9gAAAIYCeRlD7y0Y3wwAAAAASUVORK5CYII=", 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" ] }, "metadata": { "image/png": { "height": 130, "width": 445 } }, "output_type": "display_data" } ], "source": [ "sp.pl.catplot(\n", " adata_new, color = \"stellar_pred\", # specify group column name here e.g. celltype_fine)\n", " unique_region = \"condition\", # specify unique_regions here\n", " X='x', Y='y', # specify x and y columns here\n", " n_columns=1, # adjust the number of columns for plotting here (how many plots do you want in one row?)\n", " palette=None, #default is None which means the color comes from the anndata.uns that matches the UMAP\n", " savefig=False, # save figure as pdf\n", " output_fname = \"\", # change it to file name you prefer when saving the figure\n", " output_dir=output_dir, # specify output directory here (if savefig=True)\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 299, "width": 515 } }, "output_type": "display_data" } ], "source": [ "sp.pl.catplot(\n", " adata_new, color = \"cell_type\", # specify group column name here e.g. celltype_fine)\n", " unique_region = \"condition\", # specify unique_regions here\n", " X='x', Y='y', # specify x and y columns here\n", " n_columns=1, # adjust the number of columns for plotting here (how many plots do you want in one row?)\n", " palette=None, #default is None which means the color comes from the anndata.uns that matches the UMAP\n", " savefig=False, # save figure as pdf\n", " output_fname = \"\", # change it to file name you prefer when saving the figure\n", " output_dir=output_dir,) # specify output directory here (if savefig=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 4 }