{ "cells": [ { "cell_type": "markdown", "id": "d0a24209", "metadata": {}, "source": [ "# Trajectory-wise analyses\n", "\n", "In this tutorial, we will use trajectory wise analysis to expore regulatory mechanisms of hematopoiesis." ] }, { "cell_type": "code", "execution_count": null, "id": "51265933-8c0a-4915-91ef-ad5fe19ab679", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# import Scribe as sb\n", "import sys\n", "import os\n", "\n", "# import scanpy as sc\n", "import dynamo as dyn\n", "import seaborn as sns\n", "\n", "# filter warnings for cleaner tutorials\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "dyn.dynamo_logger.main_silence()\n", "dyn.configuration.set_figure_params('dynamo', background='white')" ] }, { "cell_type": "code", "execution_count": 2, "id": "29812475", "metadata": {}, "outputs": [], "source": [ "adata_labeling = dyn.sample_data.hematopoiesis()" ] }, { "cell_type": "markdown", "id": "b5d91582", "metadata": {}, "source": [ "take a glance at what is in `adata` object. All observations, embedding layers and other data in `adata` are computed within `dynamo`. Please refer to other dynamo tutorials regarding how to obtain these values from metadata and raw new/total and (or) raw spliced/unspliced gene expression values." ] }, { "cell_type": "code", "execution_count": 3, "id": "65b4c1b0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 1947 × 1956\n", " obs: 'batch', 'time', 'cell_type', 'nGenes', 'nCounts', 'pMito', 'pass_basic_filter', 'new_Size_Factor', 'initial_new_cell_size', 'total_Size_Factor', 'initial_total_cell_size', 'spliced_Size_Factor', 'initial_spliced_cell_size', 'unspliced_Size_Factor', 'initial_unspliced_cell_size', 'Size_Factor', 'initial_cell_size', 'ntr', 'cell_cycle_phase', 'leiden', 'control_point_pca', 'inlier_prob_pca', 'obs_vf_angle_pca', 'pca_ddhodge_div', 'pca_ddhodge_potential', 'acceleration_pca', 'curvature_pca', 'n_counts', 'mt_frac', 'jacobian_det_pca', 'manual_selection', 'divergence_pca', 'curv_leiden', 'curv_louvain', 'SPI1->GATA1_jacobian', 'jacobian', 'umap_ori_leiden', 'umap_ori_louvain', 'umap_ddhodge_div', 'umap_ddhodge_potential', 'curl_umap', 'divergence_umap', 'acceleration_umap', 'control_point_umap_ori', 'inlier_prob_umap_ori', 'obs_vf_angle_umap_ori', 'curvature_umap_ori'\n", " var: 'gene_name', 'gene_id', 'nCells', 'nCounts', 'pass_basic_filter', 'use_for_pca', 'frac', 'ntr', 'time_3_alpha', 'time_3_beta', 'time_3_gamma', 'time_3_half_life', 'time_3_alpha_b', 'time_3_alpha_r2', 'time_3_gamma_b', 'time_3_gamma_r2', 'time_3_gamma_logLL', 'time_3_delta_b', 'time_3_delta_r2', 'time_3_bs', 'time_3_bf', 'time_3_uu0', 'time_3_ul0', 'time_3_su0', 'time_3_sl0', 'time_3_U0', 'time_3_S0', 'time_3_total0', 'time_3_beta_k', 'time_3_gamma_k', 'time_5_alpha', 'time_5_beta', 'time_5_gamma', 'time_5_half_life', 'time_5_alpha_b', 'time_5_alpha_r2', 'time_5_gamma_b', 'time_5_gamma_r2', 'time_5_gamma_logLL', 'time_5_bs', 'time_5_bf', 'time_5_uu0', 'time_5_ul0', 'time_5_su0', 'time_5_sl0', 'time_5_U0', 'time_5_S0', 'time_5_total0', 'time_5_beta_k', 'time_5_gamma_k', 'use_for_dynamics', 'gamma', 'gamma_r2', 'use_for_transition', 'gamma_k', 'gamma_b'\n", " uns: 'PCs', 'VecFld_pca', 'VecFld_umap', 'X_umap_neighbors', 'cell_phase_genes', 'cell_type_colors', 'dynamics', 'explained_variance_ratio_', 'feature_selection', 'grid_velocity_pca', 'grid_velocity_umap', 'grid_velocity_umap_ori_perturbation', 'grid_velocity_umap_test', 'jacobian_pca', 'leiden', 'neighbors', 'pca_mean', 'pp', 'response'\n", " obsm: 'X', 'X_pca', 'X_pca_SparseVFC', 'X_umap', 'X_umap_SparseVFC', 'X_umap_ori_perturbation', 'X_umap_test', 'acceleration_pca', 'acceleration_umap', 'cell_cycle_scores', 'curvature_pca', 'curvature_umap', 'j_delta_x_perturbation', 'velocity_pca', 'velocity_pca_SparseVFC', 'velocity_umap', 'velocity_umap_SparseVFC', 'velocity_umap_ori_perturbation', 'velocity_umap_test'\n", " layers: 'M_n', 'M_nn', 'M_t', 'M_tn', 'M_tt', 'X_new', 'X_total', 'velocity_alpha_minus_gamma_s'\n", " obsp: 'X_umap_connectivities', 'X_umap_distances', 'connectivities', 'cosine_transition_matrix', 'distances', 'fp_transition_rate', 'moments_con', 'pca_ddhodge', 'perturbation_transition_matrix', 'umap_ddhodge'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling" ] }, { "cell_type": "code", "execution_count": 4, "id": "f11e4763", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> method arg is None, choosing methods automatically...\n", "|-----------> method kd_tree selected\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 264, "width": 332 } }, "output_type": "display_data" } ], "source": [ "pca_dim = [0, 1]\n", "dyn.pl.streamline_plot(\n", " adata_labeling,\n", " color=\"cell_type\",\n", " use_smoothed=False,\n", " cmap=\"bwr\",\n", " basis=\"pca\",\n", " sym_c=True,\n", " x=pca_dim[0],\n", " y=pca_dim[1],\n", " frontier=True,\n", " sort=\"abs\",\n", " alpha=0.2,\n", " pointsize=0.1,\n", " despline=True,\n", " despline_sides=[\"right\", \"top\"],\n", " deaxis=False,\n", " save_show_or_return=\"return\",\n", " s_kwargs_dict={'adjust_legend':True},\n", " figsize=(4,3)\n", " \n", ")\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "75ca125f", "metadata": {}, "outputs": [], "source": [ "HSC_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"HSC\")\n", "Meg_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"Meg\")\n", "Ery_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"Ery\")\n", "Bas_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"Bas\")\n", "Mon_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"Mon\")\n", "Neu_cells = dyn.tl.select_cell(adata_labeling, \"cell_type\", \"Neu\")\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cf204e7e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "integration with ivp solver: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n", "uniformly sampling points along a trajectory: 100%|██████████| 1/1 [00:00<00:00, 194.00it/s]\n" ] } ], "source": [ "# dyn.pd.fate(adata_labeling, init_cells=adata_labeling.obs_names[Mon_cells[0]], basis='pca', direction='backward', interpolation_num=500)\n", "_=dyn.pd.fate(\n", " adata_labeling,\n", " init_cells=adata_labeling.obs_names[Meg_cells[0]],\n", " basis=\"pca\",\n", " direction=\"backward\",\n", " interpolation_num=500,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "a12b46a5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "integration with ivp solver: 100%|██████████| 1/1 [00:00<00:00, 11.12it/s]\n", "uniformly sampling points along a trajectory: 100%|██████████| 1/1 [00:00<00:00, 186.90it/s]\n" ] } ], "source": [ "_=dyn.pd.fate(\n", " adata_labeling,\n", " # init_cells=adata_labeling.obs_names[Meg_cells[0]],\n", " init_cells=adata_labeling.obs_names[Meg_cells[2]],\n", " basis=\"pca\",\n", " direction=\"backward\",\n", " interpolation_num=500,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "4344a1b2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['init_states', 'init_cells', 'average', 't', 'prediction', 'genes'])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling.uns[\"fate_pca\"].keys()\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "407d13d9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((30, 500), 500)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling.uns[\"fate_pca\"][\"prediction\"][0].shape, len(\n", " adata_labeling.uns[\"fate_pca\"][\"t\"][0],\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "7aea7462", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> [Calculating acceleration] in progress: 100.0000%|-----> [Calculating acceleration] completed [0.0644s]\n", "|-----> [Calculating acceleration] in progress: 100.0000%|-----> [Calculating acceleration] completed [0.0684s]\n", "|-----> [Calculating curvature] in progress: 100.0000%|-----> [Calculating curvature] completed [0.0359s]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calculating divergence: 100%|██████████| 1/1 [00:00<00:00, 77.48it/s]\n", "Transforming subset Jacobian: 100%|██████████| 140/140 [00:06<00:00, 21.05it/s]\n" ] } ], "source": [ "from anndata import AnnData\n", "from scipy.sparse import csr_matrix\n", "from dynamo.vectorfield.utils import vector_transformation\n", "\n", "\n", "path_id = 0\n", "dyn.tools.utils.nearest_neighbors(\n", " adata_labeling.uns[\"fate_pca\"][\"prediction\"][path_id].T[0, :], adata_labeling.obsm[\"X_pca\"], 5\n", ")[0][1]\n", "\n", "dyn.tools.utils.nearest_neighbors(\n", " adata_labeling.uns[\"fate_pca\"][\"prediction\"][path_id].T[140, :], adata_labeling.obsm[\"X_pca\"], 5\n", ")\n", "\n", "\n", "vec_dict, vecfld = dyn.vf.utils.vecfld_from_adata(adata_labeling, basis=\"pca\")\n", "\n", "\n", "vector_field_class = dyn.vf.SvcVectorField()\n", "vector_field_class.from_adata(adata_labeling, basis=\"pca\")\n", "\n", "X_data = adata_labeling.uns[\"fate_pca\"][\"prediction\"][path_id].T[:140, :]\n", "vel_norm = vector_field_class.func(X_data)\n", "acc_norm, acc_mat = vector_field_class.compute_acceleration(X=X_data)\n", "curv_norm, curv_mat = vector_field_class.compute_curvature(X=X_data)\n", "div = vector_field_class.compute_divergence(X=X_data)\n", "\n", "Jac_func = vector_field_class.get_Jacobian()\n", "Js = Jac_func(X_data)\n", "\n", "X_data.shape, Js.shape, adata_labeling.uns[\"fate_pca\"][\"prediction\"][path_id].T.shape\n", "adata_labeling.uns[\"PCs\"].shape, adata_labeling.uns[\"pca_mean\"].shape\n", "Jacobian = dyn.vf.utils.subset_jacobian_transformation(Js, adata_labeling.uns[\"PCs\"], adata_labeling.uns[\"PCs\"])\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "6f3eed50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(140, 1956)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# project the expression state back to higher dimension\n", "exprs = dyn.utils.pca_to_expr(X_data, adata_labeling.uns[\"PCs\"], mean=adata_labeling.uns[\"pca_mean\"])\n", "exprs.shape" ] }, { "cell_type": "code", "execution_count": 15, "id": "f9ac5cf9", "metadata": {}, "outputs": [], "source": [ "trajectory_adata = AnnData(\n", " X=exprs, layers={\"M_t\": csr_matrix(exprs)}, var=adata_labeling[:, adata_labeling.var.use_for_pca].var\n", ")\n", "\n", "trajectory_adata.layers[\"velocity\"] = csr_matrix(vector_transformation(vel_norm, adata_labeling.uns[\"PCs\"]))\n", "trajectory_adata.layers[\"acceleration\"] = vector_transformation(acc_mat, adata_labeling.uns[\"PCs\"])\n", "trajectory_adata.layers[\"curvature\"] = vector_transformation(curv_mat, adata_labeling.uns[\"PCs\"])\n", "\n", "adata_labeling.uns[\"jacobian_pca\"].keys(), X_data.shape[0]\n", "trajectory_adata.uns[\"jacobian_pca\"] = {\n", " \"cell_idx\": np.arange(X_data.shape[0]),\n", " \"effectors\": trajectory_adata.var_names,\n", " \"jacobian\": Js,\n", " \"jacobian_gene\": Jacobian,\n", " \"regulators\": trajectory_adata.var_names,\n", "}\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "c615e1b2", "metadata": {}, "outputs": [], "source": [ "trajectory_adata.obs[\"integral_time\"] = adata_labeling.uns[\"fate_pca\"][\"t\"][path_id][: X_data.shape[0]]\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "c719a468", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> apply Monocole recipe to adata...\n", "|-----> ensure all cell and variable names unique.\n", "|-----> ensure all data in different layers in csr sparse matrix format.\n", "|-----> ensure all labeling data properly collapased\n", "|-----> filtering cells...\n", "|-----> 140 cells passed basic filters.\n", "|-----> filtering gene...\n", "|-----> 32 genes passed basic filters.\n", "|-----> calculating size factor...\n", "|-----? only 32 genes passed basic filtering, but you requested 2000 genes for feature selection. Try lowering the gene selection stringency: {'min_expr_cells': 0, 'min_expr_avg': 0, 'max_expr_avg': inf, 'svr_gamma': None, 'winsorize': False, 'winsor_perc': (1, 99.5), 'sort_inverse': False}\n", "|-----> selecting genes in layer: X, sort method: SVR...\n", "|-----> applying PCA ...\n", "|-----> cell cycle scoring...\n", "|-----> computing cell phase...\n", "|-----? \n", "Dynamo is not able to perform cell cycle staging for you automatically. \n", "Since dyn.pl.phase_diagram in dynamo by default colors cells by its cell-cycle stage, \n", "you need to set color argument accordingly if confronting errors related to this.\n", "|-----> [recipe_monocle preprocess] completed [0.5195s]\n" ] } ], "source": [ "dyn.pp.recipe_monocle(trajectory_adata)" ] }, { "cell_type": "code", "execution_count": 18, "id": "beb334bb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['FUCA2', 'HECW1', 'MAD1L1', 'CFLAR', 'SARM1', 'CAMKK1', 'ARHGAP33',\n", " 'SLC4A1', 'MPO', 'ITGA3',\n", " ...\n", " 'AC020651.2', 'AL355999.1', 'AC016168.4', 'AL353576.1', 'AP000926.2',\n", " 'AC108519.1', 'AC004470.2', 'DUS4L-BCAP29', 'AL592295.6', 'AL353671.1'],\n", " dtype='object', length=1956)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trajectory_adata.var_names" ] }, { "cell_type": "code", "execution_count": 19, "id": "b85ff9c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrieve data for non-linear dimension reduction...\n", "|-----> [UMAP] using X_pca with n_pca_components = 30\n", "|-----> [UMAP] completed [4.8943s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
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dUmubnZ0tPjbmetJ3330nXm/ZsqVw69YtybEWFBQIYWFhwqRJk9TmT0lJSeI6lKmpqRAcHKzxpGV8fLywatUqYdOmTZLX9Tn5ePbsWZVsHK+//rrw+PFjlTbZ2dnC7NmzVX4PK1askOxP+fdgYWEhyGQyoUmTJsLFixfV2u7du1cwNzcX22/btk2yT6LygsFHIqrw7t+/L6Z68Pb21thuzJgxKqkMCk8O9PXHH3+oTCB27dpVpH7y8/OFpk2biv388ssvWtsnJCQItWvXFgB5GtdHjx6ptdFnsen+/fviRMnJyUm4c+eO1vseP35c7LNFixaSk7jCaU8nTJigtU9DpaamimnP6tatqzFlRUkFH7ds2SK2MTc3Fy5fvqyxv7CwMJVUvJomg8qTWgDCDz/8oLHP69eviymIZTKZEB8fr9d7IyIiKk3Kn5edO3fW2jY1NVUMFgLSKbROnTolXm/SpInWDWmCoPqZ3r9/f8k2+gQflQOe7u7uWlPer1y5UmxrYmIi3Lt3T63Ns2fPhGrVqontPvjgA63vQ5uSCD4KgiBMnDhRfI2mVGQKH330kdh2/PjxBr4DIiKi8iktLU2oXr26GAS6cOGC1vY3b94U16Jq1KghuZF8165d4memmZmZSkDpww8/FK/VrVtX6zxHeY4DQKhXr57GsjSCIAiffvqpykah58+fq7VRDnoB8pSvt2/f1vqejb2eNGzYMPG61AZvfRw6dEjsY8yYMUXqQ0Gf4OOrr74qtunatatk2l0F5d+xvb295Iatwr+HGjVqCHFxcRr7nDVrls75LlF5oXrWm4ioAmrYsCF69uwJQF5cOi0tTa1NXFwc9uzZI36/fv161K5du0j3W7Fihfh41KhRGD16dJH6OXToEP755x8AwJAhQyRTYimrU6eOWOQ7NzdXr6LlUoKCgsQUYgsWLECTJk20tu/Zsyf69esHQJ56NDIyUmt7KysrLFu2rEhj08TBwUH8+SQkJOhVtNuYFKlHAGDSpEnw9PTU2NbLywsTJ04Uv1+3bp3O/tu0aYP3339f4/XWrVvDy8sLACAIgsbC9kRERGVp2LBhsLa2BgBcuHBBTI8v5eeff8bLly8BAJ07d4a7u7tam5UrV4qPV6xYAWdnZ633HzdunJiq7OjRo0hOTjb4PaSmpqrMGZctWwYHBweN7adPn45WrVoBAAoKCiRTim3YsEFM+d+gQQN89913Bo+rpCnPXYKDgzWWC8jNzcX27dvF75lylYiIKostW7YgNTUVADB58mR06tRJa/sWLVogICAAAJCcnIzff/9drc3o0aPxzjvvAADy8vIwZswYpKen48iRI2IqdplMhm3btumc5yj74osvVFKoF/bpp5+ibt26AOQp7Hft2qWzz6lTp+osG2Ps9STl9Ttd6fo1MUYf+oqKilIpJ7RmzRpYWFhobL948WLx95qWloadO3fqvMf8+fPh4uKi8fq7774rPg4PD9dn2ERlhsFHIqoQFPnRFy9ejDlz5mDatGmYOnWq+HX//n0A8sDM1atX1V7/559/Ii8vD4C85l///v2LNI6XL1/ixIkT4vfTpk0rUj+AvM6RwltvvaXXa1577TXx8ZkzZ8rlffv27QtHR0eDx/X06VMcPHgQS5cuxccff6z2O1YOuF25csXg/ovqxYsXKvdWnuhporwQFx4ejoyMDK3tR4wYobNP5YCnohYUERFReWJvbw9/f3/x+x07dmhsq3xt7Nixatfz8vLwxx9/iP0OHDhQrzEoNqQJgqBSJ1Jf586dE4Oizs7OKu9HiomJicrcIDQ0VK2N8mLkxIkT1WpXlwdeXl5o3749APmmvaNHj0q2O3jwoFj/umXLlujatWtpDZGIiKhEldRayZo1a8Qg3Z07dzB+/HiMHz8egiAAkNda7NOnj97jtLS0xMiRI3W2Ud4oLzU/KUyfjfXG/hm5ubmJj9evX69Xf4Up9/HLL7/g6dOnRepHH8o/x/bt22vdmA4Atra2ePPNNyVfr4mu9aHmzZuLm/2Sk5PFDW5E5RErkhJRuXb+/Hl8/PHHOH36tDgx00WqCPWFCxfEx76+vkUez5UrV5CdnQ0AsLGx0bkTTpvz58+Lj/fv34+TJ0/qfM3z58/Fx4qC3IZITk5GdHQ0AMDCwgKLFi3S63XKJw113bdDhw4GjenmzZuYO3cujhw5onGXfWHaCo0b27Vr18Rx2dnZoW3btjpf0759e9ja2iIjIwP5+fm4evWq1sW5Nm3a6OxTeVej1OleIiKi8mDs2LFidoYdO3ZgwYIFam1iY2PFeY+5uTlGjRql1ubatWvi5h1zc3NMnz5dr/sr7wAvylxJeUe+t7c3zMx0/8ns4+Oj8npBECCTycTnLl68KD5WBEfLo/fffx+TJ08GAGzevBl+fn5qbTZv3iw+fu+990ptbERERCVNeY1mw4YN2LZtm87XxMbGio81zTuqVauGHTt2oFu3bsjLy8O+ffvEa+3atcOSJUsMGmebNm1gZ2ens12XLl3w7bffAoDODFbm5uY61yVKYj1p5MiR2LJlCwB58PHSpUsICAhAv379JLNiSOncuTPc3Nzw6NEjPHz4EK1atcL48ePh7++PTp06aT2ZaCjln6O+G7B8fHzEU66XL1/W2tbBwUElmCpFJpPB0dERWVlZAOTrQ9WqVdNrLESljcFHIiq3tmzZggkTJugddFSQ2vXz5MkT8XHjxo2LPCblftzc3PRakNIkPj5efKyc3ktfKSkpBr8mISFBfJyTk4O1a9ca/b6GpLk4evQoBg8eLJ4w0Fdp7uxS7O4H5L9z5cVETUxMTODm5oZbt24B0B0s1ZbOTcHc3Fx8nJubq7M9ERFRWejfvz+cnZ2RlJSE6OhohIeHi6nDFXbu3CnO7xTtC1OeJyUnJ5fInEWK8ud+gwYN9HpNw4YNxcc5OTl48eIF7O3tAcgXhBSLQ0Dx5qElbcyYMZg9ezYyMjJw6NAhJCYmqszrYmNjxRORFhYWYho5IiKiii49PV1lnWHTpk0G96Ft3tGpUycsXLgQn376qfictbU1du7caXBwrH79+ga3U57fSHF0dNS5vlUS60n9+vXDtGnTxOBceHi4uJGsdu3a6NatG3x9fTFkyBC4urpK9mlubo7t27dj4MCBSE9PR1JSEpYvX47ly5fDysoKHTt2xKuvvgo/Pz907dpVrzUdTYo7TzTG2hDA9SGqOJh2lYjKpZs3byIwMFBcmGrVqhWCgoIQFhaGJ0+eICsrC4IgiF+KPPuAvN5OYcqTSH12iGlirH4A1VOMRaFII1ua99Tnvor0D7okJiZi1KhRYuCxQYMGWLJkCc6cOYP4+HhkZmaioKBA/B1//vnn4mulfsclJT09XXxsa2ur9+uU2+oKlhZn8ktERFSeFD7J+NNPP6m1UX7u7bffluynNOYsUoryuV+4nfLnfuE5QHHnjyXJ3t5e/N3l5ubixx9/VLkeHBwszsEGDx5sUG0qIiKi8qw05h21a9dW+b5FixZirWpD2NjY6NXOkDUJfdZxSupntGrVKvzyyy/w9vZWef7JkyfYv38/pk2bhvr162P48OF4+PChZL89evTA1atX8c4776i8l+zsbJw5cwaLFy9Gt27d0Lx5c4SEhBR5/MWdJ3JtiKoaBh+JqFz67rvvxElJv379cPnyZXz44Yfw8vJCrVq1YGVlpdJe1we4cgoC5cmCoYzVD6A6Abl8+bJKMFWfr6LU/VO+p729vcH3FAQBwcHBxXrfChs3bhQnr+3atcO1a9fw8ccfw8fHB3Xr1oW1tbXKxKus8tgrLxLqqt2oTLktU2AQEVFVolzDcc+ePSpp1a9fv47r168DkO/u1lRTUXnO0rZt2yLNWRYuXGjw2IvyuV+4nfLnfuE5QHHnjyVt4sSJ4mPlFKuCIGDr1q3i98r1rYmIiCq6woGkZ8+eGTzvOHHihMb+o6OjMWPGDJXnLl++bHDKVQDIzMzUq52x1yRKcj1p6NChuHjxIh48eIBt27YhMDAQLVu2FK8LgoD9+/fjlVdeEVO/Fta4cWNs27YNiYmJ+P333/Hpp5+iZ8+eKsHI6OhoDB06FCtXrizSz6C480SuDVFVw+AjEZVLf/31l/j4q6++0pmG4sGDB1qvK+8wu3//fpHHpdzPo0ePirSjXqqvx48fF7mfot4zLS1N70lrSVD+HX/66adiejJNdP2OS0rhdGP6pAEuKChQqWXAkwFERFSVdO7cWazT8+TJE/zxxx/iNeVTj8OHD1fbUKZQFvMkQPVzX9Pu+sKUN4RZWFioLCzZ29urLHoVZx5aGjp37izWt46KihLrX4WGhuLevXsA5NkqevfuXWZjJCIiMrbq1avD0tJS/N6Yc4/c3FyMGTNGDEI1a9ZMvLZw4UKVetX60Hd+Yuw1idJYT6pfvz7eeecdrF+/Hjdu3MDDhw+xaNEi8bRncnIyPvroI6192Nraol+/fvjyyy9x/PhxJCcn4+eff1apaTlv3jzExcUZPL7izhO5NkRVDYOPRFQuKdf50VX0+vnz57h27ZrWNp07dxYfh4aGFnlc7du3FxfJMjMzcfHixSL31alTJ/Hx2bNni9yPIerWratSvPrcuXOlcl8phvyO8/Pz9foZlUSKirZt28LU1BSA/PSl4rSGNlevXhX/sDA1NUW7du2MPi4iIqLybMyYMeLjHTt2AJDvWt+1a5f4vPIJycLat28vLgI+ffoUd+7cKaGRqvL09BQfh4WFqZza1ER5PuXp6ak2H1Ge8x0/ftwIo9SuuPMhqdOPyqcgx48fDxMTLiUQEVHlopz205hrNAsWLEBERAQAeQDv1KlTYumgvLw8vPXWWwZlRvj777/1OnWn2EAEAK+88oqBo1ZXFutJbm5uWLBgATZs2CA+d+zYMbF8jz6sra0xfPhwnDhxQgyg5uTkiHWsDaE8T9T3/Su3M8bvgagi4V8MRFQuKS9o6NpNtWnTJp0Flvv06SMWz/7nn3+KNMkAAEtLS/Ts2VP8fs2aNUXqBwAGDhwoPt6yZQuys7OL3FdR7/v999+Xyj2lGPI7DgkJ0WvnofLpCWMV3a5WrRo6duwofq9P2lnlBTpvb2+DakUSERFVBsqBxZCQEGRmZuLkyZPiLnw3Nzf06NFD4+utra3x2muvid+X1pyla9euYtAzMTERhw8f1tq+oKBAJR2p8pgVXn/9dfHxxo0bDVowK4rizofGjh0rntbcs2cPYmNj8csvvwCQz9/effdd4wyUiIioHFFeK1m3bp1eWY90OXnyJJYtWyZ+v3XrVtSqVQurV69G48aNAQB37tzBhx9+qHef2dnZ+Pnnn7W2ycnJwZ49e8TvldexiqOs1pMGDRokPs7NzcWzZ88M7sPJyQk+Pj7i90+ePDG4D+V5XmRkpM6DEJmZmdi9e7fk64mqAgYfiahcUkzCAODgwYMa2/3zzz9YtGiRzv5cXFwwatQo8fvAwMAiTTQAqKR42L17t8pEwhDDhg0TU5IlJCRg8uTJek9u09PTDao/qGzmzJniSb5ff/3VoBqOxkw9ou/vODExEf/3f/+nV581atQQHxclhYYmgYGB4uO1a9dqnWBeunQJP/zwg/j9Bx98YLRxEBERVRTu7u5i5on09HSEhISIJyAB+clIXSf05s6dKz5evXo1/vzzT73vX9Q5S/Xq1VXmjLNnz9Zad3rNmjViVgQTExO8//77am0mTpwo1gh68OCBWs0nYyvufKh69eoYOXIkAPnvbvjw4eImub59+6qceiAiIqosAgMDUb16dQDyeoz6rDUpJCUlqWVLSElJwdtvv42CggIAwNSpU8UNSdWqVcOOHTvETfJbt27Fvn379L7fggULkJKSovH64sWLxTmAra0t3nzzTb371sbY60lJSUl6vVY5hayJiYnKXCc5OVnvMSj3U6tWLb1fp9C8eXO8+uqr4vdTp07VutHr008/xdOnTwHIU/G/9dZbBt+TqCJj8JGIyiV/f3/x8UcffSR5UvGvv/6Cr68vXrx4odfJsiVLlsDJyQmAfOGnS5cuGk9ApqamYsOGDZgzZ47atd69e2PEiBHi92PHjsUXX3wheXqvoKAAoaGhGDp0KJ4/f65yzdTUFOvWrRMnblu3bsWAAQMQFRWl8T1cuXIFc+fOhZubW5FrBjVp0gSffvqp+P27776LWbNmaZz05eXl4dixY3j77bdVUkwUl/LveMmSJSo1oBQuX76MHj164NGjR3r9jlu3bi0+vnjxot45+HUZM2aMmDo1JycH/fr1k0zf++eff+L1118Xa4G+8sorRpvkExERVTTKpx83b96ssqimLeWqQo8ePVTSkg0YMABLlizRmJosOzsbISEhGDx4sMoOeUMtWLBADBZGR0ejX79+Yr1DhYKCAgQFBalsSpsyZQoaNmyo1p+joyOWLl0qfr9+/XqMGjUKsbGxkve/ceMGpk+fjmPHjhVp/I0aNRJrIz148MDgWlKAaupV5TIDEyZMKNKYiIiIyjsHBwd8++234veLFi1CQECAxnUFQRBw9uxZTJ48GfXr10dWVpbK9Q8++EAMdrVq1QrLly9Xud65c2d89tln4veBgYEa5wbKLCws8OjRI/Tt2xd3795VuZafn48lS5bgiy++EJ+bN28e7O3tdfarD2OvJ3Xp0gVvvfUWjhw5gpycHMk+oqOjxfkgAPTq1QsWFhbi96tXr0b79u2xbt06jZvP0tPT8cknn4hzIlNTU/Tt21f3G5awZMkScR3v9OnTGDZsmBhgVMjJycG8efNU/j19/vnn4vySqKowK+sBEBFJmTFjBjZt2oTExEQ8e/YM/fv3xyuvvIKWLVtCJpPh8uXLuHHjBgCgX79+qFWrFrZv3661Tzc3N+zduxdDhgxBeno67t+/j/79+6NBgwbw9vaGk5MT0tPTER0djStXriA3NxeDBw+W7GvTpk148OCBWAvo888/x7Jly+Dj4wM3NzcIgoC4uDhERESIu7CkTjX27t0b69atw6RJk5Cfn48jR47g999/R8uWLdG2bVvY29sjMzMTCQkJuHr1KhITE4v5k5X7/PPPERMTg23btkEQBKxYsQKrV69Gx44d0aRJE9jY2CAtLQ0xMTG4du2aeMpSeXdZcQUEBGDFihWIjo7Gy5cv8fbbb2Px4sVo164drKys8Pfff4t1Edq1a4d+/fqppCuRUqdOHXTt2hXnzp1DdnY22rVrh/79+6Nu3bpimtcmTZpg0qRJBo3VwsICu3btQo8ePZCYmIjHjx/jtddeQ7t27dC+fXsA8sDw1atXxdfUqlULu3btgrm5uUH3IiIiqixGjRqF//u//0Nubq5KrUNPT0+0atVKrz5++OEHJCQk4NixY8jJycH8+fPx1VdfoVOnTqhfvz4sLS2RmpqKu3fv4u+//xZTmnbo0KHI427SpAk2bdqEMWPGID8/H+fPn0ezZs3QvXt3NGnSBOnp6Th9+rTKqcLOnTtrnadMnjwZf//9N9atWwcA2Lt3L/bv3w8vLy94eHjAysoKiYmJiIyMRExMDICip0gzNTXFkCFDsHPnTgCAr68v+vfvj/r164uLZU5OTpg/f77GPnx8fNCqVStxvg3I5zbFCeoSERGVd+PGjcO9e/fw5ZdfAgB+/PFH7NixA+3bt0fz5s1hZ2eH9PR0xMbG4sqVK2qbzBWCg4Oxd+9eAPLyPTt37lRJi67wySef4NixYzh79iyePXuGgIAA/Pnnn1qzQwwfPhx37txBWFgYmjdvLs5PXrx4gVOnTiEhIUFs++qrr6pkkjAGY64n5ebmYteuXdi1axesra3Rtm1bNG7cGPb29khJScG9e/fEdSFAnpb/P//5j1o/V69exeTJkzFlyhQ0adIErVu3hrOzM3Jzc5GQkIBz586pbF77+OOPi5zJoWvXrvjmm28we/ZsAMChQ4dQv3599OzZE25ubkhJSUFoaKjKicyhQ4fqndGLqFIRiIjKqXPnzgnOzs4CAI1fQ4YMEVJTU4WAgADxua1bt2rt98qVK0K7du209qv4GjNmjMZ+MjMzhYkTJwqmpqY6+7GyshLS0tI09nX8+HGhadOmeo0JgNCqVSshLi5OrZ/Q0FCxTY8ePXT+jFetWiU4OjrqdU+ZTCYMGjRIsh9Dfv7Kbt++LTRu3FjrfX18fITY2Fjh888/F5/7/PPPNfYZHh4uVKtWTWN/hX8uW7duFa8FBAToHK+np6fOn9Urr7wi3LlzR2tfPXr0ENuHhobq/Fnp+/6JiIjKk4EDB6p9Tq5YscKgPvLy8oTPPvtMsLGx0WvOYm5uLkyZMkWyL0PmLIcOHRJq166t835vvvmmkJGRodd7+e677wR7e3u95l1Hjx5Ve72+84GYmBihTp06Gvtv0KCBXmNVfs2sWbP0eo9EREQV3Z49ewQXFxe912i8vb2F7OxsQRAE4c6dO4KdnZ14beXKlVrvdf/+fZW5wdKlS9XaFF63iIuLEzp37qx1TAMGDBBevHih9b6GzAsKM8Z6UuvWrfX+GTdq1Eg4e/asWh//+c9/9O7DwsJCWLRokcb3ZMg6zaZNm3TO6UxNTYXp06cLeXl5Gvspyu+hQYMG4mvu37+v12uIygJPPhJRudWlSxfcuHED3333HQ4dOiSmu6pbty46dOiAsWPHqqTu1Fe7du0QGRmJkJAQhISE4Pz583jy5AkyMjJgb2+Pxo0bw9vbG/7+/ujXr5/GfqytrbFhwwZ89NFH+PHHH/HXX38hJiYGz549g4WFBerWrYu2bduiT58+GDVqFKpVq6axr549eyIqKgohISE4fPgwLly4gMePHyMtLQ02NjaoXbs2mjdvjq5du+L1118XT9sV17Rp0zBu3Dhs374df/zxh3i6Mjs7G9WqVYOrqytatWoFX19f+Pn5Gb3Gj4eHByIjI7F27Vr88ssvuH37NnJyclCnTh20adMGb731FkaOHCnu0tdHx44dce3aNaxevRqhoaG4d+8e0tPT1eovFHW8ERER2LdvH/bv34+wsDAxvUatWrXQqVMnDB8+HMOGDdNZx4qIiKgqePvtt/Hbb7+J35uamhqcktzU1BRffPEFpk2bhh9//BF//vknbt68iaSkJOTm5sLe3h4NGjRAmzZt0LNnT/j5+aFmzZrFHvvAgQNx584dbNmyBb/99htu3LiBpKQkWFtbw8XFBT179sQ777yDTp066d3n9OnTMXbsWAQHB+Po0aPi+wAAZ2dntGjRAj169MCoUaPQtGnTIo+9QYMGuHr1KtasWYNjx44hOjoaL168EFPD6+ONN95QqU/JlKtERFRVjBw5EoMHD8bu3btx9OhRhIeHIzExEenp6bC1tUW9evXQokULdO/eHX5+fvDw8AAgTzM6ZswY8ZRd3759ddZ6btiwIb7//nsxJf1nn32G3r1745VXXtH4GhcXF5w8eRI//fQTduzYgVu3biEpKQk1atSAl5cXxo8fjyFDhhjlZ6GJMdaTrly5ggsXLiA0NBRhYWG4ffs24uPjkZmZCRsbG9SpUwft27fHoEGDMHLkSFhaWqr1MXPmTAwbNgx//PEHzp07h+vXryMmJgZpaWkwMTFB9erV0aJFC7z22mt455130KBBA6O8//feew+DBw/Gxo0bceTIEURHR+PZs2eoVq0a3Nzc0Lt3b7z77rto2bKlUe5HVBHJBEEiDyARERERERERVVnbtm3DuHHjAADdunXD6dOny3ZAREREVVRwcDDGjx8PQF7CJjg4uGwHRESkB5OyHgARERERERERlS+bN28WH0+cOLEMR0JERERERBUNg49EREREREREJIqMjBRPOjo5OWHkyJFlPCIiIiIiIqpIGHwkIiIiIiIiIgBAdnY2pk2bJn7/wQcfwMrKqgxHREREREREFY1ZWQ+AiIiIiIiIiMrOmjVrcOfOHaSmpuKvv/5CbGwsAMDZ2RkzZ84s49EREREREVFFw+AjERERERERURW2b98+nDx5UuU5U1NTbN68GU5OTmU0KiIiIiIiqqiYdpWIiIiIiIiIAACOjo4YMGAATp48iUGDBpX1cIiIiIiIqAKSCYIglPUgiIiIiIiIiIiIiIiIiKji48lHIiIiIiIiIiIiIiIiIjIKBh+JiIiIiIiIiIiIiIiIyCgYfCQiIiIiIiIiIiIiIiIio6gUwccHDx5g5syZaN68OWxtbeHk5AQvLy8sX74cmZmZRrvPkSNHMHToULi6usLS0hKurq4YOnQojhw5oncfeXl5WL9+Pbp3746aNWvC2toaTZo0QWBgIG7cuKF3P0lJSViwYAHatm0Le3t72Nvbo23btliwYAGSk5OL8vYAAKNGjYJMJhO/YmJiitwXERERERERERERERERVS0yQRCEsh5EcRw6dAhjx45FWlqa5HUPDw8cPnwY7u7uRb5HQUEB3n//fWzevFljmwkTJuCHH36AiYnmeG5SUhL8/PwQHh4ued3S0hJr1qzBhAkTtI7n4sWLGDJkCB4/fix5vW7duggJCYG3t7fWfgr77bff4O/vr/Lc/fv30bBhQ4P6ISIiIiIiIiIiIiIioqqpQp98jIyMxKhRo5CWlgY7Ozt8/fXXOHfuHP766y9MnDgRABAdHY0BAwbgxYsXRb7PJ598IgYePT09sWvXLoSFhWHXrl3w9PQEAGzatAmffvqpxj7y8/MxdOhQMfD4xhtv4MiRI7h48SJWrVqFWrVq4eXLlwgMDNR6kvLRo0fw9/fH48ePYWZmhjlz5uDUqVM4deoU5syZAzMzMyQkJMDf3x+xsbF6v8f09HRMmTIFAFCrVi29X0dERERERERERERERESkUKFPPr766qs4ffo0zMzMcOrUKXTp0kXl+vLlyzFnzhwAwOeff46FCxcafI/o6Gi0atUKeXl56NixI06dOgVra2vxemZmJnr06IGIiAiYmZkhKipK8pTlli1b8N577wEAJk+ejLVr16pcv3PnDjp06IC0tDS4u7sjKioKZmZmav2888472L59OwBg7969GDFihMr1vXv3YtSoUQCAgIAABAcH6/U+Z8yYgaCgIPTq1Quurq7Ytm0bgJI7+ZidnY3r168DAGrWrCn5XomIiEh/eXl5SExMBAC0adMGVlZWZTwiKg7OlYiIiIyH86TKhfMkIiIi4ymxeZJQQV28eFEAIAAQAgMDJdvk5+cLLVq0EAAI1atXF3Jycgy+z6RJk8T7nD9/XrLN+fPnxTaTJ0+WbKMYh5OTk5CRkSHZZsmSJWI/e/fuVbuekJAgmJiYCACEfv36aRxzv379BACCiYmJkJCQoPM9hoeHCyYmJoKlpaVw+/ZtISAgQBzH/fv3db6+KMLCwsR78Itf/OIXv/jFL+N+hYWFlcjnN5UezpX4xS9+8Ytf/CqZL86TKj7Ok/jFL37xi1/8KpkvY86TKmza1ZCQEPHx+PHjJduYmJjgnXfeAQCkpqYiNDTUoHsIgoADBw4AAJo3b47OnTtLtuvcuTOaNWsGADhw4ACEQodJo6OjERUVBQAYOXIkbGxsJPsZN26c+PjXX39Vu37w4EEUFBQA0PyelfspKCjAwYMHNbYD5FHtiRMnoqCgAB9//DE8PDy0ticiIiIiIiIiIiIiIiLSpMLmJThz5gwAwNbWFh06dNDYrkePHuLjs2fPom/fvnrf4/79+4iPj1frR9N9bt++jbi4OMTExKBRo0ZqY9XVT506deDh4YHo6GicPXtW7bq+/RR+z++//77GtitXrsSVK1fQtGlTzJs3T2M7Y6tZs6b4OCwsDHXr1i21exMREVVGCQkJ8Pb2BqD6OUsVE+dKRERExsN5UuXCeRIREZHxlNQ8qcIGHxUnCd3d3bXmdm/evLnaa/R18+ZNyX70uY9y8NHQfqKjo/Ho0SNkZGTA1tZWrR8HBwfUqVNHYx9169aFvb090tLStL7n+/fvY9GiRQCA77//HpaWllrHZojY2Fit1xU5hAH5eF1dXY12byIioqqOdW8qPuXfIedKRERExsN5UsXHeRIREVHJMOY8qUKmXc3OzkZSUhIA6JxgODo6igG8R48eGXQf5QCarvu4ubmJjwvfpyj9CIKgFsBTfK/PpErRj7b3/MEHHyAzMxNvvvkmevfurbNPQ7i5uWn9UkTSiYiIiIiIiIgqugcPHmDmzJlo3rw5bG1t4eTkBC8vLyxfvhyZmZnF6rugoAA3b95EcHAwJk+eDC8vL1haWkImk0Emk+HEiRM6+1i4cKHYXt+vhQsXqvUTExOj9+uVywsRERFR1VIht3u9ePFCfGxnZ6ezva2tLTIyMpCenl5i91E+oVj4PsbuR9/3LNWHwk8//YRjx47BwcEB3377rc7+iIiIiIiIiIhI3aFDhzB27FikpaWJz2VmZiIiIgIRERHYtGkTDh8+DHd39yL1v3379jIJ5DVr1qzU70lERESVQ4UMPmZnZ4uPLSwsdLZXpBPNysoqsfsopywtfB9j91Pc95ycnIyPPvoIALB48WLUrl1bZ3+G0nXKVDmPMBERERERERFRRRQZGYlRo0YhKysLdnZ2mDdvHnr27ImsrCzs3r0bGzduRHR0NAYMGICIiAhUq1bN4HsIgiA+Njc3R5s2bZCbm4vr16/r3cfkyZMxfPhwrW3y8/Px6quvIi0tDfb29hgyZIjW9l999RUGDx6s8bqjo6Pe4yMiIqLKpUIGH62srMTHOTk5Otu/fPkSAGBtbV1i91HcQ+o+hftR/t7QfjIzM4v9nmfOnInExER4e3vjgw8+0NlXUTDfPhERERERERFVdtOnT0dWVhbMzMxw7NgxdOnSRbz22muvoWnTppgzZw6io6OxYsUKyVSmurRs2RKrVq2Cl5cX2rdvDysrKyxcuNCg4GOtWrVQq1YtrW2OHDkint4cMWKEznW0evXqoXXr1nqPgYiIiKqOClnzUXmXmD6pVDMyMgDol660qPdR3EPqPsbupzjv+fjx49i2bRtMTU2xfv16mJhUyH8CRERERERERERlKiwsDKdPnwYAvPfeeyqBR4WZM2eiRYsWAICgoCDk5uYafB9vb29MmzYNnTt31rqhvbh+/PFH8fE777xTYvchIiKiyq/CnnysUaMGkpOTERsbq7VtSkqKGIhzc3Mz6D7Kp/d03Uc5zWjh+xTux9nZWWc/MplM7fSgq6srnjx5onMsyv0UHsvSpUsBAB07dsTt27dx+/Zttdfev39ffHzo0CHUrFkTADB69Gid9yUiIiIiIiIiqgpCQkLEx+PHj5dsY2JignfeeQfz5s1DamoqQkND0bdv31Iaof7S0tJw4MABAECjRo3QvXv3Mh4RERERVWQVMvgIyFNOnD59Gnfu3EFeXh7MzKTfyq1bt8THip1mhtxDqh9D71O4n/bt2+vsx83NDba2tmr9XLp0Cc+fP8fjx49Rp04dyT4SEhLENBmFx6JIx3rx4kW8+eabWt8TAHz44YfiYwYfiYiIiIiIiIjkzpw5AwCwtbVFhw4dNLbr0aOH+Pjs2bPlMvj4888/IysrCwDw9ttvQyaTlfGIiIiIqCKrsDk3u3XrBkCeXvTSpUsa2508eVJ87OPjY9A9GjVqBBcXF7V+pJw6dQqAPN99w4YNJceqq5/Hjx8jOjpa41j17ac475mIiIiIiIiIiHSLiooCALi7u2vcFA8AzZs3V3tNeVOUlKurV6+Gu7s7rKys4ODggFatWuGDDz7A5cuXS2qYREREVEFU2ODjkCFDxMdbt26VbFNQUCBOnqpXr46ePXsadA+ZTIbBgwcDkJ9IvHDhgmS7CxcuiCcWBw8erLY7zMPDQzyBuHfvXmRmZkr2ExwcLD4eOnSo2vVBgwaJNRo1vWflfkxMTDBo0CCVaydOnIAgCFq/AgICxPb3798XnyciIqKq68GDB5g5cyaaN28OW1tbODk5wcvLC8uXL9c4tymKI0eOYOjQoXB1dYWlpSVcXV0xdOhQHDlyRO8+8vLysH79enTv3h01a9aEtbU1mjRpgsDAQNy4ccOg8SQlJWHZsmXw8fFBnTp1YGlpCRcXF3Tq1AmzZ8/G+fPnDX2LREREVAlkZ2cjKSkJANTK5hTm6OgoZrdSLttTXsTExIi1K318fNCkSRO9Xnf58mXcvXsXL1++RFpaGm7evIkffvgBHTp0wAcffCBm3zJUbGys1q+EhIQi9UtERESlp8IGH729vcX885s3b5Zc+FmxYoW4o2z69OkwNzdXuX7ixAnIZDLIZDKMGzdO8j4zZsyAqakpAGDatGliCgqFrKwsTJs2DQBgZmaGGTNmSPYza9YsAMCzZ88wZ84ctet3797FkiVLAMh3zEkFH+vUqYMxY8YAAI4ePYp9+/aptfn5559x9OhRAPI0GZpSsxIRERHp69ChQ2jbti1WrlyJ27dvIzMzEykpKYiIiMCcOXPg6emJO3fuFOseBQUFmDBhAvz8/BASEoK4uDjk5OQgLi4OISEh8PPzw8SJE1FQUKC1n6SkJHTt2hWTJk3CmTNnkJSUhOzsbNy7dw8bNmxAhw4dsGnTJr3G9PPPP6N58+aYO3cuzp07hydPniAnJwcJCQkICwvDf/7zH7GeNhEREVUtL168EB/b2dnpbK8IPqanp5fYmIpq+/bt4qZz5Q3pmlSvXh3jx4/Htm3bcO7cOVy+fBmHDx/G9OnTxZ/FDz/8gHfffbdI43Fzc9P65e3tXaR+iYiIqPRU2JqPABAUFAQfHx9kZWWhb9++mD9/Pnr27ImsrCzs3r0bGzZsACA/eThz5swi3cPDwwOzZ8/GN998g4iICPj4+GDu3Llo0qQJ7t69i6VLlyIyMhIAMHv2bDRt2lSyn4CAAGzZsgVnz57F2rVr8fjxY0ycOBGOjo4ICwvDl19+ibS0NJiYmGDVqlUa03V8/fXX+P3335GYmIg333wTERERGDhwIADgt99+w4oVKwAANWvWxFdffVWk90xERESkEBkZiVGjRiErKwt2dnaYN2+eynxr48aNiI6OxoABAxAREYFq1aoV6T6ffPIJNm/eDADw9PTEnDlzxPnWsmXLEBkZiU2bNqFmzZpYvHixZB/5+fkYOnQowsPDAQBvvPEGJk6cCCcnJ1y8eBFfffUVnj59isDAQNSrVw+vv/66xvH8+OOPGD9+PAoKCuDi4oIPPvgAXbt2RY0aNfD8+XNcv34dBw4cUNvcRkRERFVDdna2+NjCwkJne0tLSwBQ29ReHvz0008AACsrK4wcOVJrWxcXF8TFxcHGxkbleU9PT/j5+WHKlCno3bs3Hj58iJ07d2LUqFFqWbnKi+zsbKSmpiIzMxP5+fllPRwiozE1NYWNjQ2qV68OKyursh4OEVVRFTr46OnpiT179mDs2LFIS0vD/Pnz1dp4eHjg8OHDRV4IA+QBv6dPn2LLli2IjIzE6NGj1dq89957WoN9pqam4q798PBw7N+/H/v371dpY2lpiTVr1mhdCHNzc8OhQ4cwZMgQPH78GEuXLlXbcV+nTh2EhIToTPtBREREpMv06dORlZUFMzMzHDt2DF26dBGvvfbaa2jatCnmzJmD6OhorFixAgsXLjT4HtHR0fjPf/4DAOjYsSNOnToFa2trAICXlxcGDRqEHj16ICIiAsuXL8e7774Ld3d3tX62bduGM2fOAAAmT56MtWvXite8vb3x+uuvo0OHDkhLS8OHH36IqKgoyQ1fUVFReP/991FQUIA+ffrgl19+UTvR0KNHD0ydOhU5OTkGv18iIiKq+JQX9PWZDyhSkCrmOOXFhQsXEB0dDUBeSsjBwUFrewsLC63B1qZNm+Knn37Cq6++CkBeF9LQ4KOu1LQJCQnFOv0oCAISEhLw/PnzIvdBVJ7l5eXh5cuXSElJgYODA+rWratWJoyIqKRV6OAjAPj7++PatWsICgrC4cOHERsbCwsLC7i7u2PEiBGYOnWq2m4sQ5mYmGDz5s0YNmwYNmzYgPDwcCQlJcHZ2RleXl4IDAzUGjBUcHZ2xrlz57Bx40bs3LkTUVFRyMjIgIuLC3r16oXp06ejVatWOvvp1KkTrl+/jqCgIISEhCAmJgYA0KhRIwwePBgzZsxAjRo1ivWeiYiIiMLCwsT6P++9955K4FFh5syZ2Lp1K6KiohAUFIRPPvnE4NOA3333HfLy8gDIF6gKL8rZ2Nhg9erV6NKlC/Ly8vDtt9+qBBYVFAFMJycnLF++XO26u7s75s2bh3nz5uHOnTv49ddfMWLECLV206ZNw8uXL+Hi4oJ9+/ZpTaWmz0kHIiIiqnyUN7nrk0o1IyMDgH4pWkvTjz/+KD5+5513jNJn9+7d0bJlS9y8eRNnzpxBQUEBTEz0r/xU0pvpk5OT1QKPmjKQEVVEir+tAOD58+ewsLCAs7NzGY6IiKqiSvHJ2qBBA6xcuRIrV6406HW+vr5iTnt9+Pn5wc/Pz9DhqTAzM8OkSZMwadKkYvXj7OyML7/8El9++WWx+pESHByM4OBgo/dLREREFUtISIj4ePz48ZJtTExM8M4772DevHlITU1FaGgo+vbtq/c9BEHAgQMHAADNmzdH586dJdt17twZzZo1w+3bt3HgwAGsWbNGZfdudHS0WOt75MiRGjefjRs3DvPmzQMAyeDjrVu38NdffwEApk6dCnt7e73fCxEREVUdVlZWqFGjBpKTkxEbG6u1bUpKihh8dHNzK43h6SUnJwd79uwBANSuXRv9+vUzWt+K4GN2djaSk5NRs2ZNo/VdHDk5OUhMTBS/r1WrFqpXrw5TU9MyHBWRceXn5yM1NRVPnz4FACQmJsLe3p4bJ4moVOm/7YiIiIiIqhRFClNbW1t06NBBY7sePXqIj8+ePWvQPe7fv4/4+Hi1frTdJy4uTsz8UHisuvqpU6cOPDw8NI71559/Fh8rpwhLS0vDP//8o7JYRURERFVby5YtAQB37txROWlU2K1bt8THLVq0KPFx6eu3337Ds2fPAABjxowxagCuvKZ4VD6lWqNGDdSoUYOBR6p0TE1NxX/fCvqc0CYiMqZKcfKRiKhMxEcCJ5YCT6OA3EzAxBQoyAcsbIBqLvI2afHyaxY2QM0WgO9cwMWzbMdNRKQnxUlCd3d3ramomjdvrvYafd28eVOyH33u06hRoyL3Ex0djUePHiEjIwO2trbitQsXLgAAzM3N0bx5cxw9ehSLFi3C+fPnxTZubm54++23MXfu3CKfjNR1QiIhIaFI/RJRBVF4Hsn5I1GF1K1bN5w+fRoZGRm4dOkSOnXqJNnu5MmT4mMfH5/SGp5OJZFyVUExN7O0tCxXpYEUJ1ABMMMFVXr29vZITk4GIP+37+TkVMYjIqqADF3/LfyccvuaLYBWQ4AbIUBKDGDtKG+blaL5sWNDza9xbFiu/1Zg8JGIyBDKHzjPHwJCgXqbDMg/DKSe++coYFdb9UOnHH9IEFHVlZ2djaSkJAC66+44OjrC1tYWGRkZePTokUH3UQ7C6bqPcpqywvcpSj+CICA2NhbNmjUTrykWyqpXr46goCDMnDlT7fWPHj3C4sWLsX//fhw7dgz169fXej9d74WIKjnF/FGxWJCTDjy+DkCpBIiu+WP1+pw3EpVDQ4YMwZIlSwAAW7dulQw+FhQUiEG+6tWro2fPnqU6Rk2Sk5Px3//+FwDQrl07tGvXzmh9nz17Fjdu3AAgD9AaUu+xpOXk5ACQn8y0tLQs49EQlSxLS0vIZDIIgiD+2yeq8gwJJpqYAulPDF//laK4Fn3EsPEmRml+TWIUcC8UePf3cvk3AoOPRETaFF4siosA8osxYRMKgBf/O80ifuj8DtTvAvRfXC4/KIioanrx4oX42M7OTmd7RfDR0HQ+htxH+YRi4fsYqx9F6rHnz59j1qxZsLe3x+LFizFixAg4ODjg77//xueff47Dhw/j9u3bGD58OM6fP890XUSkLj4S+H0+8PA8VAKNhhIK5HNGzhuJyh1vb290794dp0+fxubNmxEQEIAuXbqotFmxYoWYGWL69OkwNzdXuX7ixAkxIBkQEIDg4OBSGfuuXbuQm5sLwLBTjyEhIRg8eLDGtKp37tzBW2+9JX4/efLk4g3UyAoK5AvIpqam5TY1LJGxyGQymJqaIi8vT/y3T1Rp6ZNZxNBgYkWQlw2cXAa8uausR6KGwUciIgXlQKPiSPuh6fL/Ey9RAvDwHLDxNe5qJ6JyIzv73//vs7Cw0NlesXM8KyurxO6jvDu98H2M1Y8iFVdOTg5MTExw8OBBlRqSHTp0wMGDBzFw4EAcOXIE4eHh2LdvH0aNGqX1noXpOiGakJAAb29vg/okonJAnywZxfK/eeOGngxCEpUTQUFB8PHxQVZWFvr27Yv58+ejZ8+eyMrKwu7du7FhwwYAgIeHh2RGBX0VDkpeuXJFfPz777+r1MN2d3dHt27dtPanOI1pZmaGMWPG6D2OoUOHwt3dHW+88Qa8vb3h6uoKS0tLJCQk4OjRo9i8ebO4uWvkyJF444039O6biIhIL0XNLFJZPbtf1iOQxOAjEREg/9Da0v/fQGNilDzFldEXjLRQ3tVejo/ME1HVYGVlJT7WJ0XPy5cvAQDW1tYldh/FPaTuU7gf5e8N7UcRgBw4cKBK4FHBxMQEy5cvx5Ej8tQne/bsMTj4qCs1LBFVQIXnkyXqf0HILf05ZyQqY56entizZw/Gjh2LtLQ0zJ8/X62Nh4cHDh8+jGrVqhX5PuPHj9d4benSpSrfBwQEaA0+3rp1C+Hh4QCAvn37onbt2gaN5c6dO1i2bJnWNpMmTcK3335rUL9ERERq9Ak0VnVOjcp6BJIYfCSiqqnwKcfs5+oLRaUZeCwsLxvYMRIYs5eLSURUJpQXx/RJpaoI2OmTorWo91HcQ+o+hfvRFnzU1Y/iet++fTX20apVK9SrVw9xcXHi4h0RVWHxkfK5W6kEHpXkZQPBA4GG3Zk5g6gM+fv749q1awgKCsLhw4cRGxsLCwsLuLu7Y8SIEZg6dSpsbGzKepii7du3i48NSbkKAAcPHsT58+dx8eJFPHjwAElJScjIyIC9vT0aN26M7t27491330Xr1q2NPWwiIqoKlDOJZD8HslPBQKMWZlZAjzllPQpJDD4SUdUjdcoRRaz1IDMB7GoDQj4gM5X/19wGsK8nv/48DsjLlF/TlFNck4ynTMVKRGXGysoKNWrUQHJyMmJjY7W2TUlJEQN2bm5uBt1H+QSgrvsopyotfJ/C/Tg7O+vsRyaTqZ1AdHNzw+PHjyXvUZibmxvi4uKQmJiotR0RVWLGqOto7QRY2Rd9/piTDkQfYeYMojLWoEEDrFy5EitXrjTodb6+vhAE3f//oU8bfX399df4+uuvi/Raf39/+Pv7G20sRERUhRWu06itJmNZ0nf9V9OasKJ9rZZAy8HAzQPyVKk2TvK2mc80P3ZqpPk1To3kgcdyOv9n8JGIqp4TSyV2pWv4Q05movqBZ2oBuHoV7f/g4yPlBYCf3ARePgeyUjXfVxwWU7ESUdlp2bIlTp8+jTt37iAvLw9mZtJTx1u3bomPW7RoYfA9pPox9D6F+2nfvr3Oftzc3GBra6tyrVWrVuJJxvz8fK3jUVzX9HMhokrO4DSrMqBOW8DSTv+5ZHwkcPQT4ME56Jw3MnMGEREREZV3JV4jXQ+GBBNrtTR+gK/d6NJ5TRnjSgkRVX6FU6wmRmloKIPKoo6ZFeAf9O/OkuLuJnHxBN7cpTouRTBSnw9bLigRUSnr1q0bTp8+jYyMDFy6dAmdOnWSbHfy5EnxsY+Pj0H3aNSoEVxcXBAfH6/Sj5RTp04BAOrVq4eGDRuqjVV5PKNHS0/MHz9+jOjoaI1jffXVVxEcHAwAuHfvntbxKK7Xq1dPazsiqmQUc8uY07oDjzITeRaLoi5auHgC4/+rfxAy4ynrQBIRERFR+WOMjCH60pRZpKSCiSSJwUciqtykUqzKTKTbNugKWDmoBxpLameJcjBSUSco46n213BBiYhK0ZAhQ7BkyRIAwNatWyWDjwUFBfjxxx8BANWrV0fPnj0NuodMJsPgwYOxbt063Lp1CxcuXEDnzp3V2l24cEE8sTh48GDIZKrpsj08PNCiRQtERUVh7969WLFihWRtJUVgEQCGDh2qdn3QoEEwNzdHbm4ufv31V8ycOVNy3CdPnkRycjIAoHv37nq/XyKq4Aw57WhXC3jLSJvGlIOQJ5cB90/J061KYR1IIiIqhzIyMrB9+3YcPHgQV69eRXJyMgRBgL29PRo2bIg2bdqgS5cu6N+/v1r5g3HjxmHbtm1qfcpkMtjb26NBgwbo1q0bJk6cqDEDSsOGDfHgwQM0aNAAMTExatcLCgpw69YthIWFISwsDOHh4bh27RpycnIAAKGhofD19S3uj4GoalA+CGLtKJ+3Pr4O4wcdi5BZhEqNhhV4IqIKKj4S2DkaWNtZ/t/f56svDgkF6gFIMyug39fyYOCUC/L/luYHlYun/ESjmZXutnnZ8kUnIqIS5u3tLQbWNm/ejPPnz6u1WbFiBaKi5CfKp0+fDnNzc5XrJ06cgEwmg0wmw7hx4yTvM2PGDJiamgIApk2bhqysLJXrWVlZmDZtGgB5itMZM2ZI9jNr1iwAwLNnzzBnjnrB9bt374rBVHd3d8ngY40aNTBhwgQAwNmzZ1WClQrp6ekqY/jggw8kx0NElYxis5g+gUczK+MFHpUpNq+N+037vFFRB3JLf/m4iYiIytD58+fRsmVLTJo0CUeOHEF8fDxevnyJnJwcJCUlISIiAlu3bsX7778PLy8vvfsVBAHPnz/HtWvX8P3336NDhw745JNPijTG7du3o1WrVhg/fjzWrVuHiIgIMfBIRHqKjwS2vA5s6CmfiyZGAQ/PAY+vofiBRxlQpx3QwAeo2QJo5ge8Hwp8cEq+Sa8s1nNJK558JKLKQ+qUI2TSbR3qA7VbGiedqrG4eMpPNOqTivX+Kfn7LesxE1GlFxQUBB8fH2RlZaFv376YP38+evbsiaysLOzevRsbNmwAID95qOmUoC4eHh6YPXs2vvnmG0RERMDHxwdz585FkyZNcPfuXSxduhSRkfLF89mzZ6Np06aS/QQEBGDLli04e/Ys1q5di8ePH2PixIlwdHREWFgYvvzyS6SlpcHExASrVq3SWKtx0aJFOHz4MB4+fIgJEyYgLCwMw4cPh4ODA/7++28sXbpUDLhOmjQJHTt2LNL7JqIKRO8TjzJ5No1+X5fsPE0xb9SVOUOxaU059T8REVEpio6ORr9+/fDixQsA8kwjw4cPh4eHBywsLJCUlISrV6/ijz/+QGhoqM7+jh49ChcXFwDy04pPnjzB4cOHsXbtWuTl5WHx4sWoV68eJk+ebNA4BeHfwIi5uTnatGmD3NxcXL9+3aB+iKqckqjhqFyTkalSKywGH4mo8jixVGJBSMOumtoty+cijL6pWHPSmX6ViEqFp6cn9uzZg7FjxyItLQ3z589Xa+Ph4YHDhw+jWrVqRb7P119/jadPn2LLli2IjIyUrNn43nvv4auvvtLYh6mpKUJCQuDn54fw8HDs378f+/fvV2ljaWmJNWvW4PXXX9fYT82aNfH777/D398fd+/exbp167Bu3Tq1du+++y6CgoIMeJdEVOHoW9/Rwg5o9GrpLoooMmfoCopy0xoREZWhTz75RAw8bt26VTIbSp8+fTBr1iwkJiZi7969Wvvz8PBQq//ep08f9OrVC4MGDQIALFy4EIGBgWJ2FX20bNkSq1atgpeXF9q3bw8rKyssXLiQwUciTYxVw5GBxkqLwUciqpiUc4c7NpTXs0mJ0dBYBpUPQTMr+YdYeadrQYn1fIiolPj7++PatWsICgrC4cOHERsbCwsLC7i7u2PEiBGYOnWqZH1FQ5iYmGDz5s0YNmwYNmzYgPDwcCQlJcHZ2RleXl4IDAzUGjBUcHZ2xrlz57Bx40bs3LkTUVFRyMjIgIuLC3r16oXp06ejVatWOvtp0aIFrl69inXr1mHfvn34559/kJ6ejlq1asHHxweBgYEG17ckogpG39OOZlbyNKhlMRdTzpyhqQ4kN60REVEZyc/Px+HDhwEAHTt21FiGQaFmzZqYMmVKke7l7++P7t274/Tp00hMTMTly5cNSuHq7e0Nb2/vIt2bqEoxVtCxtDKGUJlh8JGIKh6p9Kr3QgGXV6TbN+gKWDmUrxSr+lIsKAUP1LyYFH1E/v65oEREJahBgwZYuXIlVq5cadDrfH19VVIY6eLn5wc/Pz9Dh6fCzMwMkyZNwqRJk4rVj62tLWbNmiXWkiSiKkTf+o52tUqmtqMhFJkztAVL87Ll72dMGY+ViIiqlMTERLGeu7u7e4nfz9vbG6dPnwYAPHjwwKDgIxFpYdTUqgw6VhUMPhJRxSOVXjUvG5DJ5DvPla+ZWVX8DzMXT/npxugjmtuwng8RERGRcRhy4rGsA4/KdG1ay3jKE5BERFSqLCwsxMeKmuklydzcXHycn59f4vcjqvSKfcpRBtRpC1jaAZnPKt6hECoWBh+JqPwrnGI1UcOENfPZv2mnKuIpR21858pPN7KeDxEREVHJkqwjrqQs6jvqS9emNW5YIyKiUuTk5IQGDRrgwYMHuHr1KpYuXYrZs2fDxMSkRO6nXJ/RxcWlRO5BVOkV95SjzASoXp+1G4nBRyIq56RSrMo0TFKdGv2bdqqyYT0fIiIiopIXHwnEnNZ8vSzrO+pL16a1Z/dLdzxERFSlTZs2TSxj8PHHH2P9+vUYNGgQunbtCm9vbzRq1Mgo97l69Sp+//13AICNjQ1TrhIZyhinHJlOlZSUzDYTIiJjkdp5LhSoByDNrOS7aSozRWB13G/y9ytFsZudiIiIiAyj2PQmtckLkNd3rAibvBSb1mxrSV9//gjYOVr+fomIiErY//3f/+Hdd98Vv4+JicGqVaswevRoNG7cGHXq1MHo0aNx6NAhg2rFA4AgCHj8+DE2bdqE3r17i6lWP/zwQ1hZaVg3ISJV8ZHAlteBDT2Bh+dgeOBRBjTwAd4PBcb/t/zPlanU8OQjEZUv+qZYdagP1G5Z+dKr6kNXPZ87f8kXlHznVp2fCREREVFRKeafMac1nxYsb/UddXHxBMbsla5dmZMuT8t6L7RiBFOJiKqA67HPEfRXNB4+y0R9JxtM7+WBNq4OZT0sozAxMcHmzZsxevRorFy5En/++Sfy8vLE60+ePMGePXuwZ88edOzYEbt370aTJk009qfrpOSAAQPwxRdfGG38RJUSU6tSKWDwkYjKD0NSrNZuWTnTq+pLWz2f/JdcUCIiIiLSR+H5pxQLu/KfalWKrrT9rP9IRFQuXI99juHrz+FlnnzxP/pJOk7/k4R9H3StNAFIAOjTpw/69OmDtLQ0nD17FuHh4YiIiMCpU6fw/PlzAEBERAS6d++OS5cuoW7dunr3bWFhAS8vL7z//vt4++23IZPJSuptEFVsTK1KpYjBRyIqP7SlWFXegVMVUqzqQ1c9Hy4oEREREWknNf8srNGrFXdxRZG2f21n6Ywi90/JF6Eq6vsjIqoEgv6KFgOPCi/zChD01z/YFNCxjEZVcuzt7fH666/j9ddfBwC8fPkSO3fuxMyZM5GSkoKEhAR89tln2LRpk+Trjx49ChcXFwDyU5V2dnaoU6cOLCwsSu09EFVI+my6k8JTjlREDD4SUdlhitXiUd7Nfucv+YnHwp7dL/1xEREREVUE8ZHyVKvaVJZNb5rm2jnp8kUoZssgIiozD59lang+o5RHUjYsLS0xfvx4uLi4oH///gCAX375BRs2bICJiXo2LA8PDzRs2LCUR0lUgelTYkASTzlS8TD4SERlgylWjUOxm33naOkUrJnJ3M1OREREVJiund8WdvITj5Vl05u2jBnMlkFEVKbqO9kg+km6xPO2ZTCastOvXz+4ubnh0aNHSElJQXJyMmrWrFnWwyKquIqcYpVBRzIODSv9REQlTFuKVWWVZbd5SfOdK/9ZFZbxVL6wFh9Z+mMiIiIiKq+0pVs1s5LXeHxzV+VZcFFkzLCwk77ObBlERGVmei8PWJqproVYmplgeq+mZTSisqNIpwqAdRuJiio+EtjyOrChJ/DwHPQKPMpM5JkymvkB74cC4/9beebBVGYYfCSispESI/28Q335B13NFvL/MgWUfhQLSra11K8pdrMTERERVXXxkfKMEXePS1+3sKu8808XT6Bhd+lrzx/Jfy7csEZEVOrauDpg3wdd0btFbXjUtkPvFrWx74OuaOPqUNZDK1WZmZm4efMmAHldyBo1apTxiIgqIEV2D32DjpABDXyAiceB6Vcr1+Y7KnNMu0pEpaNwfUdrR+l2TLFadC6egE0N+WnHwribnYiIiKo6XalWAXmq1cq84KIp/WpOujyF/73Qyht8JSIqx9q4OmBTQMeyHobRpaeno1evXvjss8/g5+cnWcMRAAoKCjBt2jS8ePECADBo0CCefCQyhKF1HStbiQEqlxh8JKKSJ1Xf0dRC/pWf8287plgtPseG8p9vYaz9SERERFWdtlSrQNWYiyqyZZxcBtw/JQ86KmP9RyIiMrKwsDD4+/ujXr16GDJkCLp06YIGDRqgWrVqSE1NRWRkJLZs2YLr168DABwcHPDll1+WyViDg4NVvr9y5Yr4+Pfff0dMTIz4vbu7O7p161Y6AyPSpCh1HRUlBrhGSCWMwUciKnlSCz35OfJj/VYO8lN5To2428YYNO1mV9R+5E52IiIiqoriI+U7waWYWgLuvarOXNTFUx5cXNtZetMaM2YQEZGRmJmZoU6dOnj8+DHi4uKwdu1arF27VmP7pk2bYteuXWjYsGHpDVLJ+PHjNV5bunSpyvcBAQEMPlLZ0ierhwoZ0KAr0O/rqjHnpTLH4CMRGV/hFKtSixoAkPlMXsCYjEexm33HSPX0q9zJTkRERFWRroUZ915Vc37EjBlERFTCrKysEBcXhwsXLuDPP//EhQsXcPv2bTx58gTZ2dmwtbWFi4sL2rVrh8GDB2PYsGGwsLAo62ETlW+Gplhl0JHKCIOPRGRcUilWZdI5/eHUqPTGVZWw9iMRERHRv7SlW60KqVY1YcYMIiIqBSYmJujatSu6du1a5D6Cg4PVUqIaSjllqiaCoGfaSqKyYGiKVdZ1pDKmISJARFREUos7QoF6ALIqL/SUBseG0s8z4EtERERVibZ0qxZ2VTvApsiYYVtL/ZoiYwYRERERlT3FYY+H56BX4FFR1/HNXVV3rktljsFHIiq6+Ehg52h5vZido+Xfp8RIt3WoDzTzA2q2kP+3Ki/0lAbfufKJhjKZCfD05r+/KyIiIqLKTLFIk5Mufb3Rq5yPKjJmSGHGDCIiIqKyFx8pL6+kd4pVH667UrnAtKtEVDRS6VXvhQIur0i3r92yatbSKSuKnewnlwFPbgLPH8pPoKbEyL/uhXIiQkRERJUb063qh7UfiYiIiMoXRV3Hp1H/rulpwxSrVA7x5CMRFY3UYk5eNiCTqZ+44+JO2XDxlAd8a7VQn6QwlRYRERFVVorsHHePS1+v6ulWC5PKmAH8W/uRGTOIiIiISo/iwEf0ESA1RnfgkSlWqZxi8JGI9FM4xarU7mgAyHwmX8xhitXyQ1MqXKbSIiIiospGebEm/6V0G6ZbVcXaj0RERETlA1OsUiXCtKtEpJtUilWZhr0LTo3+PXFH5QNTaREREVFVoS3VKsCMHJooaj9mPFW/xg1rRERERCWv8PqrNna1gLf2ck2PyjWefCQi3aQWcYQC9QAkF3PKJ6bSIiIioqogPhKIOS19zdSSGTl0cWwo/bxTo1IdBhEREVGVosg2FzxQv8CjmRUDj1QhMPhIROr0TbHqUJ/pVSsCptIiIiKiyk6xUzwnXfq6ey/WwdFFasOazAR4elP+NwE3rBEREREZl3LJAE3zWEA+J3NsyPVXqlCYdpWIVBmSYrV2S6ZXrSiYSouIiIgqM23pVpmdQz+KDWsnlwFPbgLPH8qznaTEyL/uhXKxi4iIiMhY9K3vyBSrVEHx5CMRqWKK1cqLqbSIiIioskqJkX7ewo4BM0MoarfXaiH/G0AZM2YQERERFV98JLDldWBDT+lDAsqYYpUqMJ58JKrq4iPlAceUGHlwSluK1dot5afknBrJA4/84KtYfOfKd6wrB5cZRCYiIqKKTDGXff5I+nqjVzlnLQpNwVxmzCAiIiIqusIZ5zSxsJPPY7n+ShUYg49EVRlTrFYtyqm0nt0HbJwAQQB+nSQPPPvO5YSGiIiIKg5dizfcZFV0mjYlMmMGERERkeEUG+ZiTusOPJpZAeN+4xodVXgMPhJVZdpSrCqnWeLCTeWhSKUlFXhmHR8iIiKqSDTVeeRO8eKTypgBGZCVKp9H8udKREREpB99TzsCrO9IlQprPhJVJfGRwM7RwNrO8v9qS7HazA+o2UL+XwakKh+pxTrW8SEiIqKKIj5SvnNcioObfLMV569Fp8iY0cAHgOx/TwrAw3PyxbP4yLIcHREREVHFEB8J7BipX+CR9R2pkmHwkaiqUOyyiT4iDzpGHwFSH0q3VaRYnXKBCzeVFev4EBERUUWlmNfmpEtfZ2pQ43DxBCztAQiqz3PDGpGkBw8eYObMmWjevDlsbW3h5OQELy8vLF++HJmZmcXqu6CgADdv3kRwcDAmT54MLy8vWFpaQiaTQSaT4cSJE3r14+vrK75G15c+/v77bwQGBqJJkyawtrZGzZo10b17d6xfvx55eXnFeMdERJWAYs6a8VRHQ5l8wxcPf1Alw7SrRFUFU6ySMtbxISIioopKU7pVgHNZY+OGNSK9HDp0CGPHjkVaWpr4XGZmJiIiIhAREYFNmzbh8OHDcHd3L1L/27dvx7hx44w0WuPYuHEjpk6dipycHPG57OxsnDlzBmfOnMHWrVtx+PBhODs7l+EoiYjKgL71HVkqgCo5Bh+JKivFB11KjOZAEyBPsVq7pXwBwakRP/CqCqk6PlysIyIiovJOW7pVCztg3G+cyxoTN6wR6RQZGYlRo0YhKysLdnZ2mDdvHnr27ImsrCzs3r0bGzduRHR0NAYMGICIiAhUq1bN4HsIwr8nkM3NzdGmTRvk5ubi+vXrRRpzx44dsXXr1iK9FgD++9//4oMPPkBBQQFq166NTz75BJ06dcKzZ8+wceNG/PLLLwgLC8PQoUNx4sQJmJqaFvleREQVir71Hc2sOG+lSo/BR6LKqPAHXWKU/ISjFEWKVapaFHV8Ti4DntwEcjMBCxt5wNp3Lic/REREVP7oWsxp9CrnMMYmtWFNZgI8vSmvIc95IxGmT5+OrKwsmJmZ4dixY+jSpYt47bXXXkPTpk0xZ84cREdHY8WKFVi4cKHB92jZsiVWrVoFLy8vtG/fHlZWVli4cGGRg4+2trZo3bp1kV6bm5uLadOmoaCgAPb29jh79iyaNGkiXu/fvz+mTJmC77//HmfOnCmXpzaJiEqEvvUd7WqxtiNVCaz5SFQZaUuxqown3ao2F0/57z/9sTz/fEqMvBbolv7yCRMRERFRecJ0q6VPsWGtmR9QveG/JRs4byQCAISFheH0aflp7Pfee08l8Kgwc+ZMtGjRAgAQFBSE3Nxcg+/j7e2NadOmoXPnzrCysireoIvp119/xb179wAA8+bNUwk8KixfvhyOjo7iYyKiSk/f+o5mVgw8UpVRKYKPJVnUW9mRI0cwdOhQuLq6wtLSEq6urhg6dCiOHDmidx95eXlYv349unfvjpo1a8La2hpNmjRBYGAgbty4oXc/SUlJWLBgAdq2bQt7e3vY29ujbdu2WLBgAZKTk7W+tqCgAKdOncL8+fPh6+uLOnXqwMLCAvb29mjdujUmT56Ma9eu6T0WKmPxkfJdx2s7y/8bH6m5NotDffnCQc0W8v+ykDFJLeLlZctPRBIRERGVJ5rmuBZ2nNeWJBdPeaaUWi1Ua8UDnDdSlRcSEiI+Hj9+vGQbExMTvPPOOwCA1NRUhIaGlsbQSozye9Z0otHGxgYjR44EANy8eRPR0dGlMDIiojKiz4lHCzuuxVKVU+HTrpZ0UW9AHqx7//33sXnzZpXn4+LiEBcXh5CQEEyYMAE//PADTEw0x3OTkpLg5+eH8PBwlefv3buHDRs2YNu2bVizZg0mTJigdTwXL17EkCFD8PjxY5Xnr1+/juvXr2PTpk0ICQmBt7e35OsbNmyIR48eqT2fm5uLGzdu4MaNG/jhhx8wa9YsfPPNN5DJZFrHQ2VIKr3qvVDA5RXp9kyxSoVpWsR7dr9Uh0FERESkkaKW+XP1v2EAMN1qaeG8kUjNmTNnAMjTmHbo0EFjux49eoiPz549i759+5b42EqK4j03a9YMderU0diuR48e+OGHHwDI37OHh0epjI/Kt7y8PBw4cABHjx7F+fPn8eTJE6SkpMDGxgY1a9ZEmzZt0LVrVwwfPhyNGulXX1gQBDRp0gT378s/jyZOnIgNGzaotWvYsCEePHhQrPGHhobC19dX5bmTJ0+qPHf27Fl07dpVr/6ePn2KsLAwhIWFITw8HOHh4eKhkoCAAAQHBxdrvFQK9KnxyPqOVEVV6OBjaRT1BoBPPvlEDDx6enpizpw5aNKkCe7evYtly5YhMjISmzZtQs2aNbF48WLJPvLz8zF06FAx8PjGG29g4sSJcHJywsWLF/HVV1/h6dOnCAwMRL169fD6669L9vPo0SP4+/sjMTERZmZm+OijjzBw4EAAwG+//YaVK1ciISEB/v7+uHTpElxdXdX6iI+PBwC4u7tj2LBh8PHxgYuLC7KyshAaGopvv/0WKSkpWLZsGUxNTTW+JyoDioWXlBjAsSGQ/Vz61JpMJv9gU77GVFQkxbGhPGhdmJN+k3wiIiKiEqVrQYdz3NLDeSORmqgo+f8m3N3dYWameYmtefPmaq8pS7du3UKnTp1w+/ZtZGdnw9nZGR06dMCwYcPw5ptvwtzcXPJ16enp4mZ25fckpTjvOTY2Vuv1hIQEg/qj8uHgwYOYOXMm7ty5o3YtLS0NaWlpuHv3LkJCQjBnzhwMGDAA33zzjc76pKdPnxYDjwDw888/Y9WqVaWWonjbtm0q3//44496Bx9r165dEkOi0qBYo405rT3wyPqOVIVV6OBjaRT1jo6Oxn/+8x8AQMeOHXHq1ClYW1sDALy8vDBo0CD06NEDERERWL58Od59913JU5bbtm0Td4dNnjwZa9euFa95e3vj9ddfR4cOHZCWloYPP/wQUVFRkhPXTz75BImJiQCAnTt3YsSIEeK17t27o0OHDhg1ahSePn2KTz/9VHKHjLe3Nz7//HP07dtX7VRjt27d8NZbb6FLly5ITEzE8uXLMWHCBDRu3NjAnxwZndQpR2g4lZr5TH6M/+Qy+U5kp0byRRl+0FFhvnPlp2UZqCYiIqLySFOdRws7+YlHznFLD+eNRCqys7ORlJQEAJIbv5U5OjrC1tYWGRkZkpmoStuTJ0/w5MkT8XtFZq+DBw9i6dKl2Ldvn1inUplyUFDXe3ZzcxMfG/qelV9LlcNXX32FBQsWQBAEAICvry8GDhyItm3bokaNGsjMzERCQgJOnTqF3377DTExMTh8+DBcXV2xfv16rX3/+OOPAAA7Ozukp6cjNTUVBw8eFFP/Khw7dgw5OTmSfYwfPx4REREA5JnlNCl8GjMrKwv79u1Tuf/evXsRFBQES0tLreMurH79+mjevDmOHTtm0OuoDOhz2hFgfUeq8ipszcfSKur93XffIS8vDwCwevVqMfCoYGNjg9WrVwOQpw749ttvJftRBDCdnJwki227u7tj3rx5AIA7d+7g119/VWvz+PFj7NixAwDQr18/lcCjwsiRI9GvXz8AwPbt29VSswLAuXPn0K9fP43pVJs0aYIFCxaI70k5nz+VIcmFF0G6rVOjf2uzTLkg/y8/6EiKi6c8UN3MD6jeELCtBVSrI//3Fh9Z1qMjIiKiqiw+Ur6bXIqDG+e4pY3zRiIVL168EB/b2dnpbG9rawtAfnqwrJiYmKBXr15YsWIF/vzzT0RGRuLUqVP47rvvxPWzmzdvomfPnnj48KHa6w15z4r3C5Tte6ayt2XLFnz22WcQBAG1a9dGaGgoQkNDMXPmTPTp0wevvPIKunXrhhEjRmD16tW4c+cOfvrpJ9SvX19n39nZ2WLwLzAwEC1btgTwb0BSmYeHB1q3bi35pfzvVVObwu0A4NdffxX/d7Fq1SoAQEpKCg4dOqTXz2bBggU4dOgQHj9+jAcPHoipiqkc06e+IyA/8cj6jlTFVdjgY2kU9RYEAQcOHAAgTxfRuXNnyXadO3dGs2bNAAAHDhwQd/EoREdHiykmRo4cCRsbG8l+lAt1SwUfDx48iIKCAgCa37NyPwUFBTh48KDGdtr07NlTfHz37t0i9UHFFB8J7BwNrO0s/69UiiMAaqcfufuYDOXiKf83k/4YyHgqT+sbfUS+i4sLSUT0Pw8ePMDMmTPRvHlz2NrawsnJCV5eXli+fDkyMzONdp8jR45g6NChcHV1haWlJVxdXTF06FAcOXJE7z7y8vKwfv16dO/eHTVr1oS1tTWaNGmCwMBA3LhxQ+frGzZsCJlMpvOrYcOGxXinRKSVYkd5joYFa6b6LBucNxKJsrP/XXi2sLDQ2V5xCiorK6vExqTLL7/8gj///BMfffQRevXqhfbt26N79+6YPn06rl69ioCAAADyk5EzZsxQe70h71n51Jeh7/nRo0dav8LCwgzqj8rOo0ePMGXKFACAvb09zpw5o1YzsTBTU1OMGTMGV69exYABA7S2DQkJwfPnzwEAY8aMwdixYwEAR48exdOnT4v/BnRQBDnbtm2L8ePHi+vDUsFPKYsWLcLAgQOZfrWiUMxPM3T82+KJRyIAFTj4WNSi3oa4f/++WB9RuR9t94mLi0NMTIzkWHX1U6dOHbEAt9RY9e2nOO9Z4eXLl+JjU1PTIvVBxaD4MIs+Ig86Rh8BUtV3HQIAGnSV7z6u2UL+X+6qoaKQOlmbly1P3UtEVd6hQ4fQtm1brFy5Erdv30ZmZiZSUlIQERGBOXPmwNPTU7J2iyEKCgowYcIE+Pn5ISQkBHFxccjJyUFcXBxCQkLg5+eHiRMnihuxNElKSkLXrl0xadIknDlzBklJScjOzsa9e/ewYcMGdOjQAZs2bSrWWImoFGhKtwpws11Z47yRCABU6slpSuWoTLHOUjijVmmqXr26xmvm5ubYtGmTGDz59ddfERcXp9LGkPesvK5k6Ht2dXXV+lW3bl2D+qOys3LlSjFo/fXXX0uWqtKkevXq8Pf319pGEeRr2bIlPD09MWbMGMhkMuTl5WHnzp1FH7geEhIS8OeffwKAGPRU/Pf3338Xy2ZRJaA4IBI8UPuJRws7rs0SKamwwcfSKOp98+ZNyX4MvU9R+nn06BEyMjIk+3FwcECdOnU09lG3bl3Y29tLjkVfJ0+eFB9L5fknIyt8yvH3+eofZkIBICv0P1kzK6Df10yvSsWXEiP9/LP70s8TUZURGRmJUaNGIS0tDXZ2dvj6669x7tw5/PXXX5g4cSIAeZaHAQMGqKTiMtQnn3yCzZs3AwA8PT2xa9cuhIWFYdeuXfD0lH+2bdq0CZ9++qnGPvLz8zF06FCEh4cDAN544w0cOXIEFy9exKpVq1CrVi28fPkSgYGBep2kHDx4MK5fv67xi/VYiEqQprmJhR0XdMoa541EAIBq1aqJj/VJK6pY49EnRWtZMTMzw3vvvSd+r7w2BBj2npXXtMrze6aSIwgCtm/fDkD+b0dbFreiePLkiTgfVwT96tevj1dffRWA/qcPi2rHjh3Iz8+HiYkJ3nrrLQAQg5+5ubnYtWtXid6fSonyARFNGTkA+RrtuN+4NkukRHPUrhwrraLexiqkXZR+BEFAbGysuONMuR9dfSj6uXHjRpEKmWdmZuK7774DIE+TMXjwYIP7UH7PUhISEgzus9IqXKQ4MQpqqVQVHOoDtVvK/7B3aiTf8c0PNDIGx4bSqX2Z0oyoyps+fTqysrJgZmaGY8eOqdTZfu2119C0aVPMmTMH0dHRWLFiBRYuXGjwPaKjo8X62B07dsSpU6fEHfJeXl4YNGgQevTogYiICCxfvhzvvvuu5K7pbdu2iZkiJk+ejLVr14rXvL298frrr6NDhw5IS0vDhx9+iKioKK2b2KpXr47WrVsb/H6IqBjiI+Un655r+Dum0auc/5Y1zhuJAMhPAdaoUQPJyck610BSUlLEYJzy+lF5pKiZB0Dt5GO9evXEx7res/J6VHl/z1Qy/v77byQnJwMAunfvrlYvsbgUwT+ZTIYxY8aIz48dOxYnT55EZGQkbty4gVatWhn1vgqKwKqvr6/4v41GjRqha9euOHv2LH788Ud8+OGHJXJvKiWG1HdkmlUiNRXy5GNpFfU2ViFtY/dT0oXM586dKxYWnzJlClxcXAzuw83NTeuXt7e3wX1WWpIppQTJpqjdkqccqWT4zpXv0lLGlGZEVV5YWBhOnz4NAHjvvfdUAo8KM2fOFLMkBAUFITc31+D7fPfdd8jLywMArF69Wi01l42NDVavXg1AXs/x22+/lexHEcB0cnLC8uXL1a67u7tj3rx5AIA7d+5I1tgmojKka2c55yblg9S8ETIgK5V1H6nKUQTq7ty5I85lpNy6dUt8XN6zS8lkGjZDQ356TRFIVH5PUirSe6aSce3aNfHxK6+8YvT+FScbu3fvjvr164vPjxgxQqw5um3bNqPfFwCuXLkivj/FqUsFxfeXLl1SyYZHFQzrOxIVW4UMPpZWUW9jFdI2dj8l+Z537NiBNWvWAJBPDr/66iuDXk96KJxiVWrXMAC1049cbKGS5OIpT2GmqB/awAdweQX4dZL83ykXkoiqpJCQEPGxpjRJJiYmeOeddwAAqampCA0NNegegiDgwIEDAOTp5zt37izZrnPnzmJGiAMHDkAQVDfqREdHi+nmR44cCRsbG8l+xo0bJz5m8JGonNFU55H1c8oXxbyxgQ/+/ZtFAB6eky/Scd5IVUi3bt0AyFOMXrp0SWM75fSlPj4+JT6u4lAOlkhtRle859u3b+Px48ca+6lI75lKhiJrHQDUrFlTY7uCggL8/fffGr+kNjdev34dV69eBaAe/HNwcBBrRe7YsUNnzfiiUAQ+ra2tMWzYMJVrI0eOFNduSzr1K5UQfU48cn5KpFOFDD6WVlFvYxXSNnY/JfWeT5w4Ieb2d3Jywv79+4tcCP3Ro0dav8LCworUb4WnvJs7MUr+39SH0m0bdP03EMQPMyoNLp7yE7VD1wFxl+QLSIp/p1xIIqqSFClMbW1t0aFDB43tevToIT4+e/asQfe4f/8+4uPj1frRdp+4uDjExMRIjlVXP3Xq1IGHh0eRxkpEJSg+Eog5LX3NwY1ZP8obF0/A0h5qGVvysoGTy8pkSERlYciQIeLjrVu3SrYpKCgQAxDVq1dHz549S2NoRZKXl4ctW7aI3ytq5ylTfs/BwcGS/WRmZmLv3r0A5KdDFXMv0qLwRvVK8Pe3ciY4bSlX09LS0KZNG41fhdP/Av+eaLS0tMSIESPUrisCkvHx8fjrr7+K+1ZU5OXlYefOnQAAf39/2Nvbq1x3cnKCn58fgJILflIJ0ufEI+s7EumlQgYfS6uot7EKaRu7n5J4zxERERg0aBBevnwJOzs7/Pe//y1WWgxXV1etX3Xr1i1y3xVK4cnj7/PVd80IBYCs0P8UzayAfl8zxSqVDalTB1xIIqqSFCcJ3d3dtdZGbN68udpr9KW8u165H0PvU5R+Hj16pDL3KuzUqVNo3749qlWrBhsbGzRq1AijRo1CSEiI2slLQ8XGxmr9Yn1sqlIUizxSqVYB1hIsr1JipJ9/dr9Uh0FUlry9vdG9e3cAwObNm3H+/Hm1NitWrBDnLdOnT4e5ubnK9RMnTkAmk0Emk6lkaDC20NBQpKamaryem5uLCRMmiGP19/eXrNU4dOhQNG7cGACwZMkS3L17V63N7NmzkZKSIj4mHaQ2qleCDcDK66Ha5tyGys/Px44dOwAAAwYMQPXq1dXa+Pn5wcnJCYDxTx8ePXoUT548AaB+6lJB8XxsbKzBmWGojCjWcIMHaj/xaFeLB0SI9KR5FakcK62i3q6uruLj4hTSLtyPs7Ozzn5kMpnK6xT9PHnyROdYlPvR5z3fuHED/fv3x4sXL2BpaYmQkBB06tRJ5+tIB8XkUfGBlRgFtVSqCg715fUcn92XL670mMMPMSo7XEgiIsjTvStSJRWekxTm6OgIW1tbZGRkqMyJ9KE8r9F1H+V5TeH7FKUfQRAQGxsrpnMt7P591f/fi4mJQUxMDPbu3QsfHx/s2bMH9erV03ovXWMgImhOtwqw9EB55thQuoQEg8VUxQQFBcHHxwdZWVno27cv5s+fj549eyIrKwu7d+/Ghg0bAAAeHh6YOXNmke9T+JThlStXxMe///67SlYId3d3MT2qwrZt2zBo0CAMGjQIvr6+aNasGezt7ZGeno5Lly5hw4YN4mauWrVqISgoSHIc5ubmWL16Nfz9/ZGWlgYfHx98+umn8Pb2RkpKCjZu3Ij9+/cDkKdoffvtt4v8nqsMbRuA39xVNmMygho1aoiPExMTNbarXr262sa+cePGaazXeOzYMTHlr6bgn7m5OUaNGoV169bh119/RXp6usGHUjRRBDNr1KiB/v37S7YZOHAgqlevjtTUVPz444/o1auXUe5NJaTwGq4mrO9IZJAKGXwE5GkbTp8+LRb11rQbvzgFrhWFwwv3Y+h9CvfTvn17nf24ubmppSRo2bIlLl26hOfPn+Px48eoU6eOZB8JCQlIS0uTHEthd+/eRZ8+fZCcnAwzMzPs2bOHH4hFFR8pnzCmxMj/EM9+LvGhpeGURO2WFXpCSZUMF5KICKppkvT5Q10RfNQnQ0NR76M8Nyp8H2P1A8jraw8aNAh9+/ZF69at4eDggNTUVJw/fx7r1q3Do0ePcPbsWfTp0wfnz5+Hg4OD1vsRkQ6aNj5Z2MlTWnGBp3zynQvcC1X9m4fBYqqCPD09sWfPHowdOxZpaWmYP3++WhsPDw8cPnxY5SSYoTTV3waApUuXqnwfEBCgFnwE5POenTt3iikjpbRp0wa7d+9Go0aa//7z8/PD+vXrMXXqVDx58gTTpk1Ta+Pt7Y1ff/0VpqamGvuh/6mkG4DbtWsnPo6MNN4pTuWTjG+88YbO9hkZGdi/fz8CAgKKfe/nz5/j4MGDAIDk5GSxtqM2v/zyC77//nutqWepjGnbCKdgV4uBRyIDVci0q0DpFPVu1KiRWFxbuR8pp06dAgDUq1cPDRs2lByrrn4eP36M6OhojWPVtx9933NsbCx69+6NhIQEmJiYYNu2bRg8eLDG9qSFVIqMh+rpVuQKnX7kH+hU3vjOlf+7VMZ/p0RVTnb2v3986fNHtaWlJQAgKyurxO6juIfUfYzVDwCEhYXhwIEDmDJlCnr06IH27dvD19cX8+bNw40bN9C3b18A8tSvixYt0novTVgfm+h/4iOBzGTpa41e5QJPeebiKU87pqhT38AHcHkF+HVSpalXRqQvf39/XLt2Df/3f/8HDw8P2NjYoHr16ujYsSOWLl2KyMhIuLu7l+kY586di2+//RYjR45E69atUbt2bZibm8POzg5NmjTBqFGj8PPPPyMyMlJlE70mEydOxKVLlzBx4kQ0btxYzFLWrVs3rFu3DmfPntWa+YuUODaUfr6CbwBu3bq1ePrx9OnTyMzMLHafaWlpOHDggMGvM1bq1b1796r83aGP9PR0/PLLL0a5P5UAbXXHFXjikahIKuzJxyFDhmDJkiUA5EW9pdKEFreot0wmw+DBg7Fu3TrcunULFy5cQOfOndXaXbhwQTyxOHjwYMhkqsElDw8PtGjRAlFRUdi7dy9WrFgBGxsbtX6UU2gMHTpU7fqgQYMwadIkFBQUYOvWrRg1apTkuBX9mJiYYNCgQZJtnj59it69e4tpOdavX4+33npLsi3pQXKHjIZTjg26AlYOTLFK5ZdiIenkMv47JarCrKz+3YSQk5Ojs/3Lly8BANbW1iV2H8U9pO5TuB/l7w3pB4Bk3RiFatWqYe/evWjcuDGePXuGDRs24JtvvtErQKtMV2pYoipBW4orbnyqGFw85RlcpEpO3AtlTSSqUho0aICVK1di5cqVBr3O19dXr1rSxa033aJFC7Ro0QIzZswoVj/KWrduLaaVpWKopCfJZTIZxo4di6CgIKSlpWHbtm2YNGlSsfr8+eefxc2DX3zxBZo2baq1/W+//YYdO3bgxIkTePToUbFLHyjWmevWravX/9Znz56N2NhY/Pjjj0xBXB7pSrdqYSffDMc1MaIiqbDBR0VR79OnT2Pz5s0ICAhAly5dVNroU9RbEZAMCAhQy58PADNmzMCGDRuQn5+PadOm4dSpUyqLVFlZWWJ6CTMzM42TuFmzZuG9997Ds2fPMGfOHKxZs0bl+t27d8Vgqru7u2TwsU6dOhgzZgy2b9+Oo0ePYt++fRg+fLhKm59//hlHjx4FALz99tuSqVlTU1PRr18/3L59GwDw7bffYuLEiZLjJj1pSpEBGVSCkGZWQL+v+YFF5Z/yQtKJpfId7I4N5X8U8d8vUZWgnBZMn1SqihrbhtZSMeQ+intI3adwP9qCj9r60YeDgwNGjx6N77//HhkZGYiIiEDXrl0N7oeoytOU4opprSqeSlqvjIioVFTiDcAfffQRfvjhB2RnZ2PevHno37+/1pS+uiiCf46Ojvj444/V1noLa968OXbs2IGCggL89NNPmDdvXpHvff/+fZw9exYAMGzYMIwePVrnay5cuICgoCAcP34ccXFxRa4XT0amWOuKOa297jjT/xMVS4VNuwrIi3pbW1sjLy8Pffv2xZIlS3DhwgWEhoYiMDAQc+bIdwgVp6i3h4cHZs+eDQCIiIiAj48P9uzZg4iICOzZswc+Pj6IiIgAIN/NomnHTUBAgJgCde3atRg+fDiOHj2KsLAwrFmzBl27dkVaWhpMTEywatUqjTUsv/76a9SsWRMA8Oabb+Ljjz/GmTNncObMGXz88cfi6cWaNWviq6++Unv9y5cvMWDAALEw+ZgxY9C7d2/8/fffGr/u36/YOeaLLT5SnjZobWfN6YM0pcho0PXfNETN/LjzlyoWqXTCW/ozhRZRFaFInQXIU7Vrk5KSIgb0DN1NrHwCUNd9Hj16JD4ufJ+i9COTyYp8AlE5HVlcXFyR+iCqshTz67vHpa9b1+CcuaKppPXKiIhKjWID8JQL8v9Wks/B+vXrY9WqVQDk9RK7deuGM2fOaH2NIAhITU1Vez4mJganT8vTYw4ePFhn4BEA2rdvjyZNmgAAtm/fbuDoVf3444/iCeTCh0E0UbRTBD+pHFBe68rRsPnVwo5ruERGUGFPPgKlV9T766+/xtOnT7FlyxZERkZK7mx57733JIN9CqampggJCYGfnx/Cw8Oxf/9+7N+/X6WNpaUl1qxZg9dff11jP25ubjh06BCGDBmCx48fY+nSpWqFxevUqYOQkBDJxbSEhAScO3dO/H7Hjh3YsWOHxvsBQI8ePXDixAmtbSotfdMHaUqRwVOOVJFxBztRldeyZUucPn0ad+7cQV5ensbNUYr084A8pZeh95Dqx9D7FO6nffv2Ovtxc3ODra2tIcMVFU6zT0R60pXeCqjwNa6qJMeG8r+VCuPvkoioyps4cSLi4uKwaNEixMfHo3v37njttdfg7++PNm3awMnJCfn5+Xj8+DEuX76MvXv34saNGwDk66mK8gbbt28Xg3/Dhg3T+/7Dhg3DsmXLEBUVhfDwcHh5eRXpfSiCl7Vq1UL37t31ek3Xrl1Rt25dJCQkYPv27Zg7d67K9TNnzuDOnTvi90lJSeLjO3fuqGXpGzduXJHGTv8THwnsGKl9Hgqw7jiRkVTo4CPwb1HvoKAgHD58GLGxsbCwsIC7uztGjBiBqVOnStZXNISJiQk2b96MYcOGYcOGDQgPD0dSUhKcnZ3h5eWFwMBArQFDBWdnZ5w7dw4bN27Ezp07ERUVhYyMDLi4uKBXr16YPn06WrVqpbOfTp064fr16wgKCkJISIhYt7FRo0YYPHgwZsyYIZ5UoGLSN/hSiVNkUBXGHexEVV63bt1w+vRpZGRk4NKlS5I1tgHg5MmT4mNFpgd9NWrUCC4uLoiPj1fpR8qpU6cAAPXq1UPDhg3Vxqo8Hk1pkB4/fozo6OgijVXZzZs3xccuLi5F7oeoytGUalWhEtS4qpIqab0yIiIyjoULF6Jdu3aYNWsW7t27h+PHj+P4cQ0ZECDf6NevXz8sX75cnGsrgn/29vbo27ev3vcePnw4li1bBkB+erEowcezZ8/i7t27AIChQ4fCxES/ZIImJiYYOnQovv/+e9y4cQOXLl1Chw4dxOubNm3Ctm3bNN5TkeZVgcHHYtBnAxzA+QuREVX44CNQ8kW9Ffz8/ODn52fo8FSYmZlh0qRJxS6w7OzsjC+//BJffvmlQa9r2LBhsYuUVymGBF8UKTKIKgvuYCeq8oYMGSLWpN66datk8LGgoECsvVK9enWxnra+ZDIZBg8ejHXr1uHWrVu4cOECOnfurNbuwoUL4onFwYMHq5089PDwQIsWLRAVFYW9e/dixYoVkhvQlHcPS9XY1sfz58+xe/duAICNjQ06duxYpH6IqiRN82tTS8C9FzfwVVTKmzGf3ARyMwELG3mwmTXDiYgI8rm3v78/fv31Vxw9ehTnz5/H06dPkZqaChsbG9SoUQNt2rRBly5dMGrUKJXakOfPn8c///wDABg4cKB4GlIfXl5eqF+/Ph4+fIjdu3dj5cqVeqVsVab4ewcw7NSlov33338v9qMcfKRSos+JRws7+YlHzkWJjKZC13wkKjJ96jgCmms5MvhCVYHvXPmOL2XcAUZUpXh7e4sphTZv3ozz58+rtVmxYgWiouQbFaZPn672h/yJEycgk8kgk8k07tSdMWMGTE1NAQDTpk1DVlaWyvWsrCxMmzYNgHwj14wZMyT7mTVrFgDg2bNnYu1vZXfv3hWDqe7u7pLBx99//13t/srS09MxcuRIJCcnA5Cn3re0tNTYnoiUxEcCmcnS19x7VaoaV1WSi6d8npj+GMh4Kg80s2Y4EREpMTMzw4gRI7Bp0ybcuHEDiYmJyM3NxfPnz3Hv3j0cOHAAH3/8sUrgEQC6dOkCQRAgCILO8lFSHjx4AEEQkJiYKBl4PHHihNi/lB9++EG83qdPH4Pu/dprr4mvDQoKUrkWHBwsXtPni4pAceIx46nmNmZWwLjfOBclMjIGH6nqUS4snBil/Q9iBl+oKlPsYG/mB9RsIf8vC24TVTlBQUGwtrZGXl4e+vbtiyVLluDChQsIDQ1FYGCgGOTz8PDAzJkzi3QPDw8PzJ49GwAQEREBHx8f7NmzBxEREdizZw98fHwQEREBAJg9ezaaNm0q2U9AQICYSnXt2rUYPnw4jh49irCwMKxZswZdu3ZFWloaTExMsGrVKskalt988w1cXV0xceJEbNu2DWfOnMGVK1dw8uRJLFmyBK1atcKxY8cAAM2aNcPChQuL9J6JqhxtCz+cX1ce2spWEBEREZUWxcGT4IHaTzza1eJaF1EJqRRpV4kMom8dR4C1HImYTpioyvP09MSePXswduxYpKWlYf78+WptPDw8cPjwYVSrVq3I9/n666/x9OlTbNmyBZGRkZI1G9977z189dVXGvswNTVFSEgI/Pz8EB4ejv3792P//v0qbSwtLbFmzRqt9bqfPXuGTZs2YdOmTRrb9OjRAzt27ICTk5Me746INNZ6tKsFvLWX8+vKgjXDiYiIqKwZUt+R81CiEsPgI1U9hv5BzOALkVx8pHzhMCVGnpK4gtXvuR77HEF/RSP6yQtk5uTDzMQEeQUFsLEwQx17SwAyPE7LQmZOvspzqVk5qO9kg+m9PNDG1aGs3wZRmfD398e1a9cQFBSEw4cPIzY2FhYWFnB3d8eIESMwdepUyfqKhjAxMcHmzZsxbNgwbNiwAeHh4UhKSoKzszO8vLwQGBioNWCo4OzsjHPnzmHjxo3YuXMnoqKikJGRARcXF/Tq1QvTp09Hq1atNL7+P//5D/766y+cP38et2/fRlJSkliHxsXFBZ06dcKbb76Jvn37qtWdJCIJivnD3ePS161rVKj5BOnAmuFERERU1jRtelPGDXBEJY7BR6pc9AmO8A9iIsMV3jWWGAXcCy23qSmkAo1PX2SjQLJEQg4ePsvU+lz0k3T8FfUULevaw9bSjAFJqpIaNGiAlStXYuXKlQa9ztfX16D6JH5+fvDz8zN0eCrMzMwwadIkTJo0yeDXduzYER07dizW/Ynof/TZdc45eOXiO1c+R1T+nTOtLhEREZWW+Egg5rT2NjzxSFQqGHykykPf4Aj/ICYynCHpisuIcsAxNiVLQ6Cx6AQANxLSxO8VAUmvhk74bGBLBiGJiIgK07XrnHPwyodlK4iIiKis6Nr4ZmEHNHqVcxOiUsLgI1Ue+gZH+AcxkeHKcf2e67HP8eVvNxAekwIjxxt1EgCExTzDoDVnGIQkIiIqTNP8wdQScO/FOXhlpVy2ooKn7SciIqIKQDHfiDmtOfBoZgWM+43zEKJSxOAjVR6GBEdYx5HIMOUwXXFZBh0LUwQhB689A1dHG3jUtmNKViIiqtriI4HMZOlr7r04F68KKljafiIiIqqA9Enzb2HHwCNRGWDwkSqPchgcIao0ykm64pJOrVpcBQLw8FkmHj7LZEpWIiKqurQtAjHVatVRAdL2ExERUQUWHwnsGKk98AjIU60y8EhU6hh8pMqjnARHiCqlMk5XbKxTjiYyoFY1K+QVCDAzkSGvQICNhSnq2FtBJgMSnmchM6dAfC4zJw834tOKdE+ehiQioipLU61Hu1rAW3u5+FNVlOO0/URERFTB6XPiEeDaMFEZYvCRKg/WciQqWaWcrri4pxyVA402FqbwqF0N03s1NTj4Jx/HP3j4LAPVrS0MDkgqn4Y8/U8S9n3QlQFIIiKqvOIj5fV2pFjX4Ny8KmFmGiIiIioJ+px4tLCTn3jk2jBRmWHwkSoX1nIkKnmKQt4pMfJFJd+5Rp/IXY99juHrz+FlXoHBr5UB8G7khE8HGCfdaRtXB2wK6Kg2vi9/u4nwmGcGnYp8mVeA8cFh2DrOmwFIIiKqfHTtQGfQqWphZhoiIiIyNn1OPJpZscYjUTnA4CMREemv8CQvMUq+qPTu70ab1F2PfY7xwWEGBx6NHXTUpo2rA/Z+0EU8FRn9JE3v05lJ6TkYtOYM60ESEVHloyndKsCgU1WknJnmyU0gNxOwsJH/OymBzWtERPowNTVFXl4e8vPzUVBQABMTk7IeElGJKSgoQH5+PgD5v/1KQdt8E2Caf6JyhMFHIiLSn9QkLy9bvqhUzFPHRanraCLD/+opFi2lanEpn4o05DSkoh7k8PXnmIaViIgqD001/izsuPu8qnLxlAedFZvXMiD/d2LkzWtERPqysrLCy5cvIQgC0tPTYW9vX9ZDIiox6enpEAT5CoW1tXUZj6aYFFm47h7X3MbMioFHonKEwUciItKfpkXFZ/eL1a2haVZL85SjvopyGvJlXgFGbzyPLo1rYHovj3LzXoiIiIpEU42/Rq9yEagqK8HNa0REhrK3t8fz588BAI8fPwYA2NnZ8QQkVSoFBQVIT08X/40DQLVq1cpwRMWkT6pVnngkKncYfCQiIv1pWlQsYg0neaAuGufvJusMPJb1KUd9FT4NOT44DEnpORrbZ7zMx59RT3H6nySegiQiooqNNf5ISgltXiMiKgpbW1tYW1sjKysL+fn5iIuLg0wmqzwpKYkA5OfniyceAfmpR1tb2zIcUTHERwI7Ruqu8cjAI1G5w+AjERHpz0iLioamWHW2s8TWcV4VLjDXxtUBW8d563Wq82VeAcYHh2HrOO8K9z6JiKgKU6TASomRb1LyDwJuHpAHlpwayecIXAiq2oy8eY2IqDhkMhnq16+Phw8fIisrCwAgCALy8vLKeGREJcPa2hr169eHTCYr66EYTteJR1NLwL0X55tE5RSDj0REpD8XT3l9npPLiryoaGiKVUszkwoZeFRo4+qAfR901aseZFJ6DutAEhFRxVF4QSgxirX8SB1PxBJROWNiYoIGDRogIyMDL168EE9BElUWpqamsLa2RrVq1WBra1vxAo+KzW0xp7WfeHTvxRTuROUYg49ERGQYF88iTe4MSbEKlM+6jkVVuB7k+btJyMiR/uOWJyCJiKjCYC0/0ocRNq8RERmbTCaDnZ0d7OzsynooRKRMn/qOADcyEVUADD4SEVHRFE6z5jtX4yKSIacdbS1N0aWxc7mu61hUinqQun4eSek5GLz2zP9qXNphei+PSvezICKiSoC1/Ehfis1rivnjr5N0zh+JiIioitGnviMA2NVijUeiCoDBRyIiMpwBadauxz7H+OAwvQKPlmYm2D2xS6UPtClSsY4PDkNSeo5kmwIBePgsEw+fZeL0P0lMxUpEROUPa/mRIZiml4iIiDQx5MQjA49EFYJJWQ+AiIgqIG1p1v7neuxzjFx/DoPWnNEYYFOQAejUyKlKBdjauDpg6zhvWJrp/ihWpGK9Hvu8FEZGRESkJ9+58gUgZUyBRZroMX8kIiKiKkpqnqDMwg5o5sdNS0QVCE8+EhGR4XSkWdM3zWplTrGqD31OQCokpedg+PpzVSpAS0RE5Rxr+ZEhmKaXiIiIpMRHAjGnNV83swLG/cY5JlEFw+AjEREZTkOatTRrV3y0LRzn7ybrDDxWlRSruihOQOoTrH2ZV4DRG8+jS+MarANJRESlS1OtZ0UtPyJdmKaXiIiICtOVbpX1HYkqLKZdJSIiw0mkWSswtcS4ez3xZ9RTZOTka325s50lT/ApUZyA7N2iNuo7WcNEprltxst8/Bn1FMPXn2MaViIiKh2KRaHoI/LgUfQR+ffxkWU9MqpImKaXiIiIFOIjgZ2jgeCBmgOPrO9IVKEx+EhERIZTpFlr5gfUbIG0+n3wDr7A5byGOl9qaWaCreO8GHgspI2rAzYFdMSpOa/hwJRucLaz0NqedSCJiKjUsFYfGUOh+SPrNhEREVVRyhvbctKl21jYcZ5AVMEx7SoRERXJ9YLGCMr5CNEZLxAbm4UCQXt7GQDvRk74dEBLBh510DcVK+tAEhFRqWCtPjIW5TS9mlL5EhERUeUVHwnsGKn5tKNCo1c5LyCq4Bh8JCIig12Pfa5XjUIAsLU0RZfGzpjeqykDZAZQpGIN+usfnL+bpDGV7cu8AgT99Q82BXQs5RESEVGVwVp9ZGyF6zslRgH3QnnCgYiIqDLTVd9RgWnZiSoFBh+JiMgg12OfY3xwmErgsbXsHqab/YL6sqd4KNRCUN4b+FtoDEszE+ye2IVBxyJSpGLVFew9fzcJ12Of8+dMREQlw3euPDCkvFDERSEqDm2pfBUnI4mIiKhyUGQ7iDmtPfBoYSc/8dhjDjcjEVUCrPlIRER6UwTBktJzxOday+5hn8Ui9DG9jGYmsehjehn7LBahm20s04EaieIUpKY6kBk5+Ri+/hzrPxIRUclgrT4yNqbyJSIiqhr0qe8IyDe2jftNvgmJc0yiSoEnH4mISC9SJx4BYLrZL7CS5ao8ZyXLxff1/oC9a2BpDrFS01UH8mVeAUZvPI8ujWtgei8PBn2JiKjoNNXi44k0Mham8iUiIqr89K3vaFcLeGsvg45ElQyDj0REpNH12OcI+isa0U9eIDYlCwWCepv6sqeSr7XPii3h0VU9ihOQozeeR8ZL9RqQGS/z8WfUU5z+J4mnTomIqGhYi49KA1P5EhERVW6G1Hdk4JGoUmLaVSIikqRIsfpn1FM8fCYdeASAh0It6QvcuV4i2rg6oEvjGlrbvMwrwPjgMKZhJSIiw2mrxUdkLEzlS5XQgwcPMHPmTDRv3hy2trZwcnKCl5cXli9fjszMzGL1XVBQgJs3byI4OBiTJ0+Gl5cXLC0tIZPJIJPJcOLECb36iYmJwerVqzFs2DA0bdoUNjY2sLKygqurK4YMGYLdu3cjLy9PZx+K++r6GjduXLHeNxFVYFJzSmUWdvz8J6rkePKRiIjUaEqxKmWdMBy9TG/AJP/lv09y53qJmt7LA6f/SdL6+0lKz8Hw9ed4ApKIiAzDWnxUWhSpfBVpfn+dpJrml6gCOXToEMaOHYu0tDTxuczMTERERCAiIgKbNm3C4cOH4e7uXqT+t2/fXuxA3meffYavv/4agqC+qzQuLg5xcXE4cOAAVq5ciX379qF+/frFuh8RVWHxkUDMac3XFfUd+XlPVKkx+EhERCoUJx71CTw621li0bixMDHpKj8R8ey+/MRjjzmcRJYgRfrVoL/+wfm7ScjIUU/BCrAOJBERFQFr8VFpYppfqgQiIyMxatQoZGVlwc7ODvPmzUPPnj2RlZWF3bt3Y+PGjYiOjsaAAQMQERGBatWqGXwP5YChubk52rRpg9zcXFy/fl3vPhISEiAIAmxtbTF06FD06tULTZs2hZWVFaKiorBq1SqEh4cjPDwcvXv3xuXLl2FnZ6e1z6+++gqDBw/WeN3R0VHv8RFRJaEr3SrrOxJVGQw+EhERgH/rO56/m6xX4NHSzARbx3n9L6D1v53rVGrauDpgU0BHncFi1oEkIiKDsBYflSZtaX45t6QKYvr06cjKyoKZmRmOHTuGLl26iNdee+01NG3aFHPmzEF0dDRWrFiBhQsXGnyPli1bYtWqVfDy8kL79u1hZWWFhf/P3p3HRVXv/wN/DSK7CohLCIqJiKTduAqh6AVbLFFErNTKUlM0M5e+Jl7N28/79VqpWYpaLuDWdU2vWiHZNy8q4gIYXS3QEZNkcUNRtgEc4PfHuXMamDMb68zwej4ePjjM+czn8zk6zpw57/N+f5YuNSr42LFjR6xYsQIzZ87UCIAOGDAAr776Kl577TXs378fV69exWeffYYPP/xQZ5/dunVDv379jD4eIrJAqkoG2UnaA49c35GoVeGaj0RErdyl3IcYt/EMRq8/jR8z72jNogMAKxnQ3dUBz/XtwkCWiVBlQbo52ehsx3UgiYjIIFyLj5oTy/ySmUtJSUFSklBacOrUqbUCjyrz589H3759AQBr167Fo0ePjB4nMDAQs2fPRlBQEOzs7Oo11xUrViA6Olpr5mWbNm3wxRdfwMZG+F5x4MCBeo1DRK2QKttRngBUlki3sXHiOSVRK8PgIxFRK6bKmkvJLoTmyh+1uTnZ4sisITgVPQyxkwZKBx7z04HdE4ANQcLP/PQmmTfV1t+jA7ZNDoStte6PddU6kAxAEhGRSOqzW7UW36xzwk9eJKKm4uIl/TjL/JKZOHz4sLg9ZcoUyTZWVlZ48803AQAPHjxAYmJic0ytXjp27Ignn3wSAHDt2rUWng0RmYX8dGDXOO3Zjio9/8JzSqJWhsFHIqJW6lLuQ0zZnlKPEqtaqN/pdjdT+Ln1RQYgm4kqA/K5vl3gaNNGaztmQBIRkYif3dTSQhcKJdjUscwvmZHTp08DABwdHTFgwACt7UJCQsTt5OTkJp9XQ1RUVAAQMiGJiHRSnUuW3tHdjp/tRK0Sg49ERK3IpdyHmLYjFX9Z+W9EbDiNgpJKne0dbdsYXmJV15o91CxU60DunT5IZxYkMyCJiAgAP7up5bHML5m5zMxMAIC3tzesra21tvP19dV4jim6c+eOOD9VqVhd1q1bB29vb9jZ2aFDhw544okn8Pbbb+Onn35q6qkSUUtSVc7YPkp3xqONEz/biVox7WdGRERkUVQlVg3JdASEbMe9UYMMX9eRa/aYDFUW5JTtKVoDzBXKakzYchaDHu+Iuc/6cP1OIqLWiJ/dZApUZX4B4WLmiRXCa9PFS8iM5MVKMlHl5eUoKCgAAHh4eOhs6+LiAkdHR5SWliInJ6c5plcvq1atglKpBACMGzdOb3v1IGNFRQUyMjKQkZGBTZs2YcaMGVi7di1sbW2Nnkdubq7O/Tdv3jS6TyJqJKpsR31lVq3tgMnf8XOcqBVj8JGIqBUwpsSqDEBgT1csGelnXEDKxUso2VYX1+xpEap1IHUFnEsrqvBj5h0kXS0wLLuViIgsCz+7yZTUvZh5NxP4LZHZEmSyiouLxW0nJye97VXBx5KSkqacVr2dP38ea9asASAEU2fOnKm1rbOzMyIjIxEaGorevXvDzs4ON2/exA8//IC4uDiUlJRg06ZNKC4uxq5du4yei6enZ30Pg4iakqHrOzp1Bl7bz89volaOwUciIgt1Kfch1h6XQ367GLmFClTX6H+Om5Ot/rUdtQldKFwgUj8JZV3/FmVIBiTwxzqQ2yYHMgBJRNSa8LObTImuMsCqzEgiE1Je/sfr1cbGRm97VQagQqFosjnV1+3bt/Hyyy9DqVRCJpNhx44dcHBwkGzr7u6OvLw8jf3+/v4ICwvDrFmz8Nxzz+HGjRvYvXs3xo8fj9GjRzfHYRBRUzIm45GBRyIC13wkIrJIqhKrP2bewY37hgUeba2t6h94BLhmj4lSZUDqWgMS4DqQREStEj+7yZSwDDCZGTs7O3G7slL7jX4qFRUVAAB7e/smm1N9FBcXY+TIkWKp008++QTPPPOM1vY2NjZaA5MA0Lt3b/zzn/8Uf1+3bp3Rc8rJydH5JyUlxeg+iaiBpG4SUsf1HYmoDmY+EhFZGGNKrFrJAA8XB/h0aYe5z/ZueNab+po9ZDJUGZBrj1/F2WsFKK2skmzHdSCJiCyctvX0+NlNpoBlgMnMtGvXTtw2pJRqaWkpAMNKtDaX8vJyRERE4MKFCwCA999/H9HRDc9+Hzp0KPz8/JCRkYHTp0+juroaVlaG5z/oW0OTiJpZfjqQnaR9P9d3JCIJzHwkIrIQl3IfYtzGMxi9/rTOEpsqbk62ODJrCE5FD0PspIEMNFm4/h4dEDtpIPZOH6QzC1K1DiSzIKmu33//HfPnz4evry8cHR3h6uqKgIAArFq1CmVlZY02TkJCAiIjI+Hh4QFbW1t4eHggMjISCQkJBvehVCqxceNGDB06FJ06dYK9vT169eqFGTNm4Ndff6333L788kvIZDLxz/bt2+vdF1GzU5XKkicIAR55gvB7fnpLz4xIELpQuHipjmWAyYTZ2dmhY8eOACBmDWpTWFgoBh9NZT1DpVKJcePGITExEQAwbdo0rFq1qtH69/PzAyAEOO/du9do/RJRM1OdQ1ZqucnCqTOzHYlIEoOPRERm7FLuQ0zbkYq/rPw3IjacRkp2IQyosNrwEqtktlRZkG5OutelUa0DyQAkAcC3336LJ598Ep999hmuXLmCsrIyFBYWIi0tDdHR0fD390dWVlaDxqiursa0adMQFhaGw4cPIy8vD5WVlcjLy8Phw4cRFhaGqKgoVFfrzuouKCjA4MGDMXPmTJw+fRoFBQUoLy/Hb7/9hs2bN2PAgAGIjY01en75+fn461//Wt/DI2p5utbTIzIFLANMZkgVYMvKyoJSqdTa7vLly+J23759m3xe+lRXV+ONN97At99+CwAYP348Nm3a1KhjyGSyRu2PiJpZfjqwewKwfZT2cqtc35GIdGDwkYjIDKlnORq6rqOVDOju6oDn+nbBgbcHN33gUXWiuiFI+MnMCpPBdSDJGOnp6Rg/fjyKiorg5OSE5cuX48yZMzh+/DiioqIAAHK5HCNHjkRxcXG9x/nggw8QFxcHAPD398eePXuQkpKCPXv2wN9f+DIbGxuLJUuWaO2jqqoKkZGRSE1NBQCMHTsWCQkJOH/+PGJiYtC5c2dUVFRgxowZRmVSAsC7776LoqIidO7cuZ5HSNTCuJ4emQNVGeBZ54SfvJhJJm7IkCEAhJKqqtKlUk6ePCluBwcHN/m89JkxYwb27t0LAAgPD8c///lPo8qiGiIjIwMAYGtrK2aIEpGZUK+YoS3j0caJNwkRkU5c85GIyExcyn2ItcflkN8uRm6h/mCjOjcn2+bNdFSdqKrujrubCfyWyBNTE2LMOpBTtqdg2+RAZsq2UnPnzoVCoYC1tTV++OEHDBo0SNz3zDPPoHfv3oiOjoZcLsfq1auxdOlSo8eQy+X49NNPAQADBw7EqVOnYG9vDwAICAjA6NGjERISgrS0NKxatQpvvfUWvL29NfrZsWMHTp8+DQB45513sGHDBnFfYGAgRowYgQEDBqCoqAhz5sxBZmYmrK31nw4fOXIEhw4dQqdOnbBw4ULMnz/f6GMkanFcT4/Mibb1SYlMzJgxY/Dxxx8DALZt24ann35ao011dTV27twJAHB2dsawYcOadY51/c///I9YBeLZZ5/F119/bdD5kDGSk5PFUvdDhgxp9MAmETWh/HRg1zjt2Y4qPf/Cz2Yi0omf/kREJq4+WY7qWqTEKku7mQVD14FkBmTrlZKSgqSkJADA1KlTawUeVebPny+WD1u7di0ePXpk9Dhr1qwRS5WtW7dODDyqODg4YN26dQCE9Yk+//xzyX5UAUxXV1fJNYu8vb2xaNEiAEJ5tEOHDumdW3FxMd59912xf1dXVwOPisjEcD09Mhdcn5TMSGBgIIYOHQoAiIuLw9mzZzXarF69GpmZws0fc+fORdu2bWvtP3HihLie9OTJk5t0vkuXLhXPowYPHowjR47A1tbWqD4OHz6MmhrtX0izsrLw2muvib+/88479ZssETU/1Wdw6R3d7XgOSUQGYOYjEZEJu5T7EC9vPIMKpe41zqTIAAT2dMWSkX7Nn7HG0m5mRZUFOWV7CgpKKiXbVCirMWHLWQx6vCPmPuvDLMhW4vDhw+L2lClTJNtYWVnhzTffxKJFi/DgwQMkJiZi+PDhBo9RU1ODI0eOAAB8fX0RFBQk2S4oKAh9+vTBlStXcOTIEaxfv77WWkJyuVy8sDdu3Dg4ODhI9jN58mQxAHno0CG88sorOue3aNEi5ObmIjQ0FG+++Sa2b99u8LERmRTVenonVwqfx649hYtGvGOdTI2um9he3dMycyLSYe3atQgODoZCocDw4cOxePFiDBs2DAqFAnv37sXmzZsBAD4+Pg2qnlD3HOTnn38Wt7///ntkZ2eLv3t7e4slYVXWrVuHv//97wCAbt26YeXKlbh+Xff3sz59+mgESyMjI+Ht7Y2xY8ciMDAQHh4esLW1xc2bN3Hs2DHExcWhpEQo0zhu3DiMHTvWyCMlomanqjiQnaQ749HGSch45DkkERmAwUciIhOiKq16434ZnO3bQn67xKjAo5UM8HBxgE+Xdpj7bO+WCxCxtJvZUa0DqSvYXVpRhR8z7+B45h0EeLnib6NaILBNzUpVwtTR0REDBgzQ2i4kJETcTk5ONir4eP36deTn52v0o22cK1euIC8vD9nZ2ejZ84/3FNVc9fXTtWtX+Pj4QC6XIzk5Wed4586dw5dffgkbGxt8+eWXhhwOkenQVraSwRsydbyJjcyMv78/9u3bh4kTJ6KoqAiLFy/WaOPj44P4+Hi0a9eu3uNouxEMAFasWFHr90mTJmkEHw8ePChu5+XlaeyXcv36dXh5eWk8npWVhZUrdVe1mTlzptZqFURkQuoum6ONtR0w+TsGHYnIYBZRdvX333/H/Pnz4evrC0dHR7i6uiIgIACrVq1CWVlZo42TkJCAyMhI8a4uDw8PREZGIiEhweA+lEolNm7ciKFDh6JTp06wt7dHr169MGPGDLEeviEKCgrw4Ycf4sknn0T79u3Rvn17PPnkk/jwww9x7949g/v55ZdfMGPGDPTq1Qv29vbo1KkThg4dio0bN4rlz4io6dUtrSq/XYKU7EI8UBhWvlAG4OmerjgyawhORQ9D7KSBLRsUYmk3s6TKgHRzstHZrgZASvZ9lmJtBVSZhN7e3jrXAvL19dV4jqEyMjIk+zF2nPr0k5OTg9LSUsk2jx49wvTp01FdXY0FCxbo7dNYubm5Ov/cvHmzUcejVoZlK8mcuXhJP86b2MiEhYeH4+LFi3jvvffg4+MDBwcHODs7Y+DAgVixYgXS09Ml16s2R9988w0WLVqEZ555Br169UKHDh1gbW0NV1dXDBw4EO+99x4uXbqEL774wuiSrkTUzAxd39Gps1BBg4FHIjKC2Wc+fvvtt+LdZSplZWVIS0tDWloaYmNjER8f36CTvOrqakyfPh1xcXG1Hs/Ly0NeXh4OHz6MadOmYdOmTToX0S4oKEBYWBhSU1NrPf7bb79h8+bN2LFjB9avX49p06bpnM/58+cxZswY3Lp1q9bjly5dwqVLlxAbG4vDhw8jMDBQZz9btmzBu+++i8rKP0rslZeX4/Tp0zh9+jS2bduG+Ph4uLm56eyHiOpHleUov12M3ELj1nEETCjLUQpLu5ktQzIgVViK1bKVl5ejoKAAAODh4aGzrYuLCxwdHVFaWoqcnByjxsnNzRW39Y3j6ekpbtcdpz791NTUIDc3F3369NFos2rVKly6dAmPP/44lixZorO/+lA/FqJGx7KVZM5CFwK/JdZ+DfMmNjIDPXr0wGeffYbPPvvMqOeFhobqXENRxZA2upw4caJBz1cJDw9HeHh4o/RFRC3ImIzH1/bzeg4RGc2sMx/T09Mxfvx4FBUVwcnJCcuXL8eZM2dw/PhxREVFARDW/xk5ciSKi4vrPc4HH3wgBh79/f2xZ88epKSkYM+ePfD3F954Y2NjdV6YqqqqQmRkpBh4HDt2LBISEnD+/HnExMSgc+fOqKiowIwZM3RmUubk5CA8PBy3bt2CtbU1oqOjcerUKZw6dQrR0dGwtrbGzZs3ER4eXusiXF1Hjx7F22+/jcrKSnTp0gUxMTE4f/48EhISxHr8KSkpiIyMRFVVldF/Z0SkXd0sxxv3jQs8mlyWozaq0m6zzgk/eaJqNlQZkM/17QJHmzY626pKsTIL0vKonzs5OTnpbe/o6AgA4ho/TTGOagypcRqrH0AoJbZs2TIAwIYNG2BnZ6fRhsiksWwlmTPVTWx9woBOfYWfzLYgIiJqPIZkPNo48TOYiBrErDMf586dC4VCAWtra/zwww8YNGiQuO+ZZ55B7969ER0dDblcjtWrV2Pp0qVGjyGXy/Hpp58CAAYOHIhTp07B3t4eABAQEIDRo0cjJCQEaWlpWLVqFd566y3JLMsdO3aIaxG988472LBhg7gvMDAQI0aMwIABA1BUVIQ5c+YgMzNTsrzZBx98gLt37wIAdu/ejVdeeUXcN3ToUAwYMADjx4/HnTt3sGTJEo0FyQGhjNjs2bNRXV2N9u3bIzk5Gb169RL3v/jii5g1axa++OILnD59Gl999RUmT55s9N8dEdV2Kfchln33K1KzC1Hfe1bdnGyxbXKAaQYbyaL09+iA2EkDcSn3ocFZkFO2p2Db5EC+Pi1EefkfX0RtbHSX4gUgltVSKBRNNo566a664zRWPwAwY8YMlJeX45VXXsGLL76os6/60pchevPmTb1VLIi04trLZO5UN7Gp1i49NLP22qVERERUP4ZkPHJ9RyJqBGab+ZiSkoKkpCQAwNSpU2sFHlXmz5+Pvn37AgDWrl2LR48MWztN3Zo1a8S1D9etWycGHlUcHBywbt06AMJ6jtoW01YFMF1dXbFq1SqN/d7e3li0aBEA4W77Q4cOabS5desWdu3aBQB44YUXagUeVcaNG4cXXngBAPDVV19plGYFgEOHDuG3334DACxatKhW4FFl1apVcHFxEbeJyDiXch9i2o5U/GXlvzHwH/+HoI+OI2LDaaQ0IPBoa23FwCM1O1UWZKCXK2R62haUVGL0+tMYt/EssyAtgHq2n3qJdm0qKioAQONcqTHHUY0hNU5j9bN9+3b8+9//Rvv27bFmzRqd/TSEh4eHzj+PPfZYk41NrQDXXiZLwLVLiYiIGk9+OrB7ArB9lO7AI9d3JKJGYrbBx8OHD4vbU6ZMkWxjZWWFN998EwDw4MEDJCYmGjVGTU0Njhw5AgDw9fVFUFCQZLugoCBxraAjR45o1OGXy+XIzBTuPB43bhwcHBwk+1HPLpQKPn7zzTeorhYyT7Qds3o/1dXV+OabbzT2q//dactodHBwwLhx4wAAGRkZkMvlWscjIoF6wDFiwx8lVQtKKnGrqNzo0qr93Nvj6Z6u8OnihOf6dsGBtwebZ+BRdYK7IUj4yQtGZqe/Rwfsf3sQvnl3iN5SrDUAUrLvswyrBWjXrp24bUgp1dLSUgCGlWit7ziqMaTGaYx+7t69i/fffx8AsGzZMri7u+vsh8hksWwlWQJda5cSERGR4dRv6KnU8V2J6zsSUSMy27KrqhKmjo6OGDBggNZ2ISEh4nZycjKGDx9u8BjXr19Hfn6+Rj/axrly5Qry8vKQnZ2Nnj3/KGmkmqu+frp27QofHx/I5XIkJydr7De0n7rHPH36dMl++vTpg65du+rsZ9OmTWI/Pj4+WtsStUaXch9i7XE55LeLUaR4hIcKZb2zGgHASgZ4uDjAp0s7zH22t3kGGuuqW87jbibwWyIvgJopY0qxViirMWHLWQx6vCPmPutjGa/nVsbOzg4dO3bEvXv3dK4jDQCFhYViQM/T09OocTw8PMRtfeOolyqtO07dftzc3PT2I5PJaj0vNjYW9+7dg7OzMzp27Ii9e/dqPPf8+fO1tlUZl8888ww6d+6sc/5ETUZVmrIwu3Zpylf3tPTMiOqPa5cSERE1nCHrOwJCxiMDj0TUiMw2+KjKJPT29pZcG1HF19dX4zmGysjIkOzHkHHUg4/G9iOXy5GTk4PS0lI4Ojpq9NOhQwedQcPHHnsM7du3R1FRkcYxl5SUiBfcjD0motZIFWC8cb8M3V0dMLK/O+Iv5UN+uxi5hQqjshm1kQEI7OmKJSP9LC9Ao+uOdV4QNVuqUqxTtqegoER7ecvSiir8mHkHSVcLzDdzt5Xz8/NDUlISsrKyoFQqtZ5zXb58WdxWlbw3Zgypfowdp24/Tz31lN5+PD09a51rqcqxPnjwABMnTtQ7940bN2Ljxo0AgMTERAYfqWXwRh+yVFy7lIiIqGEMWd8RYMYjETUJsww+lpeXo6CgAEDtu9yluLi4wNHREaWlpbXuljeE+t33+sZRv/u+7jj16aempga5ubliOVf1fvT1oern119/bZS5AJrHpI++zIWbN28a1R9Rc5AKNP71XxfF7C757RL8mHmn0caz6KCjCu9Yt1j9PTpg2+RAvRmQgJAFOWV7CrZNDrTc17qFGjJkCJKSklBaWooLFy7g6aeflmx38uRJcTs4ONioMXr27Al3d3fk5+fX6kfKqVOnAADdunWDl5eXxlzV5zNhwgTJPm7duiWWkzd2rkQmiTf6kKUKXSgE0tVf31y7lIiISD9VVYzsJN2BRxsnoOdfhM9WBh6JqJGZ5ZqPxcXF4rYh6wqp7mg3ZL2i+o6jftd83XEau5+GHHNjzUUfT09PnX8CAwON6o+osanWZxz++UlM25GKQz/l4eWNZ/Bj5h0xyDj/65/1BlWMZSUDurs64Lm+XfDNu0Owb8Ygyw7GuHhJP8471i2CKgMy0MsVMj1tC0oqEbHhNP6yMhHTdqRyPUgzMWbMGHF727Ztkm2qq6uxc+dOAICzszOGDRtm1BgymQwREREAhIzEc+fOSbY7d+6cmLEYEREBmaz2q87Hx0fMhty/fz/Kysok+9m+fbu4HRkZWWvf0qVLUVNTo/OP+t/Dtm3bxMdDQ0ONOm6iRsMbfchSce1SIiIi4xmzvuPk74Sb1fjZSkRNwGwzH1VsbGz0tre1tQUAKBSKJhtHNYbUOI3dT0OOubHmQmSq6mYvzn1WWKtUX0bjvy/f0Sih2tCSqlYyoHM7Oyira+Bg08ay1nI0FO9Yt3j9PTpg/9uD/vt/7yrOXitAaWWVZNvqGuDG/TLcuF+G45l3EODlir+NsuDMXwsQGBiIoUOHIikpCXFxcZg0aRIGDRpUq83q1avF8uxz585F27Zta+0/ceKEGJCcNGlSreCfyrx587B582ZUVVVh9uzZOHXqFOzt7cX9CoUCs2fPBgBYW1tj3rx5kvN9//33MXXqVNy/fx/R0dFYv359rf3Xrl3Dxx9/DEAo3V83+EhklliakiwZ1y4lIiIyHNd3JCITYpbBRzs7O3G7slL7WlMqqvV71C9iNfY4qjGkxqnbj/rvxvZTVlbWoGNurGPSR1+Z1ps3bzZJ9qNU4Enqorah7ZqqT9LOkOChrsfUS0DKb5fgpPwuZJChsqppA43qWkU5VUOp7lg/uVLIwHDtyXIeFqq/RwfEThqIS7kPDSrFWgMgJfs+Xt54hutBmri1a9ciODgYCoUCw4cPx+LFizFs2DAoFArs3bsXmzdvBiBkHs6fP79eY/j4+GDBggX45JNPkJaWhuDgYCxcuBC9evXCtWvXsGLFCqSnpwMAFixYgN69e0v2M2nSJGzduhXJycnYsGEDbt26haioKLi4uCAlJQXLli1DUVERrKysEBMTo3PdcCKzwRt9qLVQlZArzBaC7qELeU5JRESkwvUdicjEmOUVl3bt2onbhpQDLS0tBWBYudL6jqMaQ2qcuv3oCj7q66esrKxBx9xYx6SPIetSNra6F7zlt0uQdLVA46K2oe0ao89Pxj6J+Ev59Q6k1fex/h4dGhzEa4mxpTISpYKHUo8lXS3AnzycNQIej6pqIIQ5/mBMoNFKprs9sxsNwDvWWxVVKdYp21NQUGLAzTJcD9Lk+fv7Y9++fZg4cSKKioqwePFijTY+Pj6Ij4+vdZ5hrOXLl+POnTvYunUr0tPTJddsnDp1Kv7xj39o7aNNmzY4fPgwwsLCkJqaioMHD+LgwYO12tja2mL9+vUYMWJEvedK1GK0BV94ow9ZuroXVO9mCkF3lmElIiIyLOOR6zsSUTMzy+CjnZ0dOnbsiHv37iE3N1dn28LCQjGI5unpadQ46gE0feOoZ/rVHaduP25ubnr7kclkGgE8Dw8P3L59W+9c1PupO5du3brVmoshfUj1Y4rWHpdrBJ4qlNVYe/wqYicNNLpdY/Q5/+ufxcCVMYG0hjymCnrWN4jXkmNLZSRKBQ+lHqtQVuPXmw1bQ65uoNHW2uq/AeSbuHG/FN1dHTGy/2O1fmegkUhTf48O2DY50KAMSOCP9SA9XBzg08WJmeMmKDw8HBcvXsTatWsRHx+P3Nxc2NjYwNvbG6+88greffddODg4NGgMKysrxMXF4aWXXsLmzZuRmpqKgoICuLm5ISAgADNmzDAoYOjm5oYzZ85gy5Yt2L17NzIzM1FaWgp3d3c8++yzmDt3Lp544okGzZWoRegLvvBGH7JkJ1ZoXlBVlgtBd772iYioNTMk41G1viODjkTUjMwy+AgAfn5+SEpKQlZWFpRKpdayWZcvXxa3+/bta/QYUv0YO07dfp566im9/Xh6esLR0VGjnwsXLuDhw4e4desWunbtKtnHzZs3UVRUJDmXdu3awdPTEzk5OQ06JlN0436ZlsdL69WuMfqsbyCtIY9VKKux/GiGQRmApjZ2g0ufNiCjUSrQqAosRv65W63n1v2diDSpMiDXHr8K+e0i5BYqdP4f53qQpq9Hjx747LPP8Nlnnxn1vNDQUNTUGP4GHRYWhrCwMGOnV4u1tTVmzpyJmTNnNqgfKZMnT8bkyZMbvV8ivRh8odasMFv68fvXm3UaREREJkNVESM7SXfgkes7ElELsWrpCdTXkCFDAAilQS9cuKC13cmTJ8Xt4OBgo8bo2bMn3N3dNfqRcurUKQBCZqGXl5fkXPX1c+vWLcjlcq1zNbQffces6ufKlSu4detWvfsxNd1dpTMuurs61qtdY/TZUooUylY59hPuHWBrXfttrW0bGWza1H7M1toKq195Cs/17QKfLk54rm8XHHh7MCL/3A2xkwbih/dCEDtpIIMejS0/Hdg9AdgQJPzMT2/pGVETU60DeSr6GRyZNQSBXq6QGfA81XqQERtO4y8rEzFtRyou5TYss5mIyOwx+EKtmYuX9OOuPZt1GkRERCZBle0oTwAqdSyrxfUdiagFmW3wccyYMeL2tm3bJNtUV1dj586dAABnZ2cMGzbMqDFkMhkiIiIACFmA586dk2x37tw5MUswIiICMlntS6s+Pj5i5uD+/ftRViadJbd9+3ZxOzIyUmP/6NGjYWUl/JNpO2b1fqysrDB69GiN/ep/d+pjqisrK8P+/fsBCBmXPj4+WsczFXOf9dEIPNlaW2Hus73r1a6hfVoZcoW9ibS3b7mk5oaOXffvTSp4qC2g+LdRfjjw9uBaQcV/zQzGwZmDGWhsaeonxnczhZ9bX2QAshXp79EB+98ehG/eHQI3JxuDnqPKhvwx8w5Grz+NcRvPMghJRK0Xgy/UmoUuFC6gqrO2E9atIiIiak0MWd8REDIeuTYyEbUgsw0+BgYGYujQoQCAuLg4nD17VqPN6tWrkZmZCQCYO3cu2rZtW2v/iRMnIJPJIJPJtJbPmjdvHtq0aQMAmD17NhQKRa39CoUCs2fPBiCU+Jo3b55kP++//z4A4P79+4iO1vyCdO3aNXz88ccAAG9vb8ngY9euXfH6668DAI4dO4YDBw5otPn6669x7NgxAMAbb7whWZo1MjISjz/+OADg448/xrVr1zTaLFiwAIWFheK2OVCV+KsbZKobVDK0XUP7XP3KUwZl4TX2Y7bWVvggzM8sx5bKSJQKHmoLKPb36CBmWqkHFaUeo2amq1QctSqq9SDrvk/oo8qGZBCSiFotBl+oNXP3Fy6g9gkDOvUVfvKCKhERtTaqG7tL7+hux4xHIjIBshpjFuExMenp6QgODoZCoYCTkxMWL16MYcOGQaFQYO/evdi8eTMAIfMwLS0N7dq1q/X8EydOiNmQkyZN0poFuGjRInzyyScAAH9/fyxcuBC9evXCtWvXsGLFCqSnp4vtPvroI8k+qqqqEBISguTkZADASy+9hKioKLi4uCAlJQXLli3DnTt3YGVlhe+++w4jRoyQ7CcnJwcDBgzA3bt3YW1tjfnz52PUqFEAgO+++w6rV6+GUqlEp06d8NNPP8HDw0Oyn6NHjyI8PBzV1dXo0qULlixZgsDAQBQWFmLLli04ePAgAKFE64kTJ8QAbGPJzc2Fp6eneEza5mnuLuU+xNrjV2utIQigyR/r79HBbMdmYNBCbQgSMh7r6tQXmCWdVU6WTfU+Ych6kFKsZICHiwN8ujhh7rM+fO9A6/lsbS3470mS8tOFG3fuXxcyHkOieVGJWh/VGleF2UJGcOhC/j8gvfi5aln470mtjvr6jrrKrNo4AT3/wnNEIjJKU32umnXwEQC+/fZbTJw4EUVFRZL7fXx8EB8fD29vb419hgYfq6urERUVha1bt2qdx9SpU7F582axLKqUgoIChIWFITU1VXK/ra0t1q9fj2nTpmntAwDOnz+PMWPGaF2vsWvXrjh8+DCefvppnf1s2bIF7777LiorKyX3BwYGIj4+Hm5ubjr7qQ+eKBK1MrsnCKVW6+oTBry6p/nnQyblUu5DLPsuA6nZ91GfkxIZAL/H2sPR1hoPFJXo7urQKgOS/Gy1LPz3JAZYiCSoMj7UK2pY2zELkvTi56pl4b8ntSpSn31S+HlIRPXUVJ+rZlt2VSU8PBwXL17Ee++9Bx8fHzg4OMDZ2RkDBw4UsxKlAo/GsLKyQlxcHOLj4xEREQF3d3fY2NjA3d0dEREROHr0KGJjY3UGHgHAzc0NZ86cwRdffIEhQ4agY8eOsLOzw+OPP46oqChcuHBBb+ARAJ5++mlcunQJS5YsQb9+/eDk5AQnJyf0798fS5YswS+//KI38AhAHDMqKgqPP/447Ozs0LFjRwwZMgRffvklkpOTmyTwSEStEEvFkQ7q60E+17cLurvaG7Vubg2AX28WISX7PuS3S7hGJBGZP66VTCSNpfyJiKg14fqORGTGzD7zkcwT71IjaoVYKo6M0NBsSJXWlBXJz1bLwn/PVo4VA4iksZQ/1RM/Vy0L/z2pVWDGIxE1k6b6XLVulF6IiIj0cffnBVMymCobsqFBSFVWpIr8dgmOZ95pNQFJIjJThdnSj9+/3qzTIDI5Ll7SwUfXns0+FSIioiahvr6jrsAj13ckIhPH4CMRERGZLPUg5NrjVyG/XYTcQgWqG5AOKRWQ/DHzDpzt26K9fVt0bW8LQMbAJBG1HAZYiKSFLgR+S9Rc85Gl/ImIyBIYk+04+TsGHYnIpDH4SERERCavv0cHxE4aCKDxSrLW9UDxCA8Uj3Djfpn4mFSmpLN9WzA4SURNigEWImnu/kJpOZbyJyIiS2PM+o6v7ednHxGZPAYfiYiIyKzUzYa8cb8UzvY2KKtU4tf8okYNSAKamZLq5LdL8O/Ld+Dh4qCRMTmyvzviL+Xjxv2yWgFLBi+JSIOqvFZhtpD1GLqQARYibVjKn4iILEl+OvD9YuDGWUDft1lrOwYeichsMPhIRETNT+oiK0+eyUjq2ZAqTZUVqUt1DXDjfplGxuSPmXf0Pld+uwRJVwtw4O3BDEAStVZ1y2vdzRSyHt/6ngEWIn14TklERObM0DKrXN+RiMwQg49ERNS8dF1k5Uk0NVBzZ0U2hgplNdYev6oRSCWiVuLECs0LTspyIeuRwUci7XhOSURE5kp180x2Etd3JCKLxeAjERE1L15kpWagLSvSVAOSN+6XtvQUiKilFGZLP37/erNOg8js8JySiIjMkaHZjgDXdyQis8bgIxERNS9eZKUWoisgKb9dhLLKajjYtEHX9nbNHpjs7urYTCMRkclx8RIytupy7dnsUyEyKzynJCIic5OfDuwaZ1jgkes7EpGZY/CRiIiaFy+ykgmRCkiq1M2UlMmAwrJKcfvmQwVyCxWobmCE0tbaCnOf7d2wTojIfIUuFEpFql+EsrYT1vQhIu14TklERObE4IxHGdBjMPDCcgYeicisMfhIRETNixdZyUzoCkyqaAtQdnd1xMj+jyH+0k2twUtVu7nP9kZ/jw7NdFRE1OJUa/wUZgvBk9CFwhp1J1cKGVuuPYXPRF5sItKN55RERGROpMqFq7NxAnr+heeBRGQxGHwkIqLm5e7Pi6xkMfQFKCP/3K0ZZ0NEJq/uHe93M4XgyVvfc406ImPxnJKIiEyd+k1nD3O0t7O2AyZ/x88wIrIoDD4SEVHzc/fnRVYiImp9pO54V5YLwRN+LhIZT3VOqbq4e2jmHxnFvIBLREQtydAyq06dubYjEVkkBh+JiIiIiIiaQ2G29OP3rzfrNIgsiq6MYl7IJSKilqKvzCogZDwy8EhEForBRyIiIiIioubg4iUERupy7dnsUyGyGMwoJiIiU1B3XW+pcz5AWNuxgyfLhRORxWPwkYiIiIiIqCnUvQj1xBghI0s9UGJtJ1x4IqL6YUYxERG1NKksfJmVdNuef+HNMUTUKjD4SERELafuRVmuz0NERJZCWynI8LVAxhEhMMI73okajhnFRETU0qSy8GuqhQBkTfUfj/GmMyJqRRh8JCKilsH1eYiIyJJpKwWZcaTJ73avrq5GSUkJioqKUFlZiaqqqiYdj6i5tGnTBjY2Nmjfvj2cnJxgZWUl3LzGjGIiImpJ2rLwO3QHuvjxpjMiapUYfCQiopbB9XmIiMiStVApyOLiYuTl5aGmpqZJxyFqCUqlEhUVFSguLoZMJkO3bt3Qzt1fuHnt5Epe3CUiouZRt4qTvYt0uy5+vL5BRK0Wg49ERNQyuD4PERFZshYoBSkVeJTJZGjTpk2TjUnUnKqqqsTXd01NDfLy8v4IQPLiLrWw33//HTExMYiPj0dOTg5sbW3Rq1cvjBs3DrNmzYKDg0O9+66ursbly5eRkpKClJQUpKam4uLFi6isrAQAJCYmIjQ01OD+ysrKsH79enz99de4du0aKioq4OnpiZEjR2LOnDno0aOHQf005TETmSypKk5tbIQ/VZV/tGMWPhG1cgw+EhFRy+D6PEREZMmauRRkdXV1rcCjk5MTXF1d4eDgAJlM1iRjEjW3mpoalJWV4f79+ygpKREDkD4+PkIJVq4nTi3k22+/xcSJE1FUVCQ+VlZWhrS0NKSlpSE2Nhbx8fHw9vauV/9fffUVJk+e3ChzzcrKQlhYGK5evVrr8StXruDKlSuIjY3Frl27MGrUKJ39NPUxE5ksqSpOVZVAj2DArgOz8ImI/ovBRyIiahlcn4eIiCyJVNCjGUtBqgIxgBB49PDwYNCRLI5MJoOjoyMcHByQm5srvu5LSkrQvuQa1xOnFpGeno7x48dDoVDAyckJixYtwrBhw6BQKLB3715s2bIFcrkcI0eORFpaGtq1a2f0GOoZ7W3btkX//v3x6NEjXLp0yah+iouLMXLkSDHwGBUVhQkTJsDe3h6JiYn4+OOPUVRUhPHjxyM5ORlPPfVUix0zkcmoe44ndRM1AJTdB6Ycbc6ZERGZNAYfiYioZXB9HiIishRS5bdUQY9mKgWpnnni6urKwCNZNJlMBldXV5SUlAAQXv/tT3E9cWoZc+fOhUKhgLW1NX744QcMGjRI3PfMM8+gd+/eiI6Ohlwux+rVq7F06VKjx/Dz80NMTAwCAgLw1FNPwc7ODkuXLjU6+Lhq1SrI5XIAwMqVK7FgwQJx36BBgxAaGoqQkBCUlZVh3rx5OHHiRIsdM5FJkDrHk1lJt2UVJyKiWrS8WxIRETUD1fo8s84JPxl4JCIicyRVfksV9GgmqnW/ZDIZ19iiVkG9pHBlZSXXE6cWkZKSgqSkJADA1KlTawXhVObPn4++ffsCANauXYtHjx4ZPU5gYCBmz56NoKAg2NnZ1Wuujx49QkxMDACgb9++mD9/vkabwYMHY+rUqQCAkydPIjU1VaNNcx0zkUmQOserqdYMQLKKExGRBgYfiYiIiIiIGsIEgh5VVVUAgDZt2jDrkVoFmUyGNm3aAPjv69/FS7ohM1GoCR0+fFjcnjJlimQbKysrvPnmmwCABw8eIDExsTmmpiExMREPHz4EAEyaNElYJ1WC+tqShw4d0thvTsdM1GDazvE6dAf6hAGd+go/WeKbiEgDg49EREREREQNwaAHUcsLXShknqhjJgo1sdOnTwMAHB0dMWDAAK3tQkJCxO3k5OQmn5cU1VyB2vOpa+DAgWIGvdRczemYiYySnw7sngBsCBJ+5qdrP8fr4scqTkREenDNRyIiIiIiImPkpwtluAqzhYtST4wR1nhUL8vFoAdR8+J64tQCMjMzAQDe3t6wttZ+ic3X11fjOc0tIyND3FafT13W1tbw9vbGxYsXJefaHMecm5urc//NmzeN6o9IL23rd4ev5TkeEVE9MfhIRESmoe6F3NCFvFhERESmR9fFqYwjDHoQtSTVeuIAzy2pyZWXl6OgoAAA4OHhobOti4sLHB0dUVpaipycnOaYngZVQM/R0RHOzs4623p6euLixYu4e/cuKioqYGtrC6D5jtnT09Oo9kQNpm397owjvLGFiKieGHwkIqKWp+1CLtdNICIiU6Pr4pQq6EFELYvnltQMiouLxW0nJye97VWBuJKSkqacllaq+Ro6V5WSkhIx+Ghux0ykVd0bVO5qyc69f732jS1ERGQwBh+JiKjlabuQe3IlT/KJiMi0FGZLP37/erNOg4h04LklNYPy8j9eYzY2NnrbqwJ4CoWiyeaki2q+xswVqD3f5jpmfZmSN2/eRGBgoFF9EomkblCRWUm35frdRET1xuAjERG1PF7IJSIic6Ht7nhenCIyHTy3pGZgZ2cnbldWVuptX1FRAQCwt7dvsjnpopqvMXMFas+3uY5ZX0lXogaRukGlploIQNZU//EY13YkImoQLbd1EBERNSMXL+nHeSGXiIhaUn46sHsCsCFI+JmfLqwbZ21Xux0vTrVqpaWl2LhxI8LCwtCtWzfY2dnB1tYWnTp1QkBAAN566y1s2bJFMpNn8uTJkMlkGn+srKzg7OyMP/3pT5g1axZ+/vlnreN7eXlBJpPBy8tLcn91dTUyMjKwfft2vPPOOwgICICtra041okTJxrnL8KU8NySmkG7du3EbUPKipaWlgIwrFxpU1DN15i5ArXna27HTARA83xOW4nVDt2BPmFAp77CT5bqJiJqEGY+EhFRywtdKKzDo373IS/kEhFRS9K1Ztxb3wvlG+9fF4IZIdG8ONVKnT17FhMmTMCNGzc09hUUFKCgoABpaWnYtm0bunTpglu3bhnUb01NDR4+fIiLFy/i4sWL2LhxI/76179i+fLlRs/xq6++wuTJk41+nlnjuSU1Azs7O3Ts2BH37t1Dbm6uzraFhYViIM7T07M5pqfBw8MD58+fR2lpKR48eABnZ2etbVU3S3Tq1KlWCVZzO2Yio0qsdvFjaW4iokbE4CMREbU8d39eyCUiItOib804Xpxq9eRyOV544QUUFxcDAEaPHo2XX34ZPj4+sLGxQUFBAf7zn//g//7v/5CYmKi3v2PHjsHd3R2AkK14+/ZtxMfHY8OGDVAqlfjoo4/QrVs3vPPOO0bNs6amRtxu27Yt+vfvj0ePHuHSpUtG9WNWeG5JzcTPzw9JSUnIysqCUqmEtbX0ZbbLly+L23379m2u6dXi5+eHgwcPivMJCgqSbKdUKnHt2jUA0nM1p2MmYolVIqKWw+AjERGZBnd/XsglMmG///47YmJiEB8fj5ycHNja2qJXr14YN24cZs2aBQcHh0YZJyEhAZs3b0Zqairu3r0rli2cPn06RowYYVAfSqUSsbGx2LVrFy5fvoySkhK4u7vjueeew5w5c/DEE09ofW5FRQWOHj2KlJQUpKam4saNGygoKEBxcTHat2+PPn364LnnnsP06dO5HpGl45pxpMcHH3wgBh63bdsmmV34/PPP4/3338fdu3exf/9+nf35+PholE59/vnn8eyzz2L06NEAgKVLl2LGjBlo06aNwfP08/NDTEwMAgIC8NRTT8HOzg5Lly617OAjwHNLahZDhgxBUlISSktLceHCBTz99NOS7U6ePCluBwcHN9f0ahkyZIi4ffLkSa3Bx7S0NDFjUWqu5nTM1ArlpwsBx8Js7et0A0KJ1S5+vEGFiKgJcc1HIiIiItLp22+/xZNPPonPPvsMV65cQVlZGQoLC5GWlobo6Gj4+/sjKyurQWNUV1dj2rRpCAsLw+HDh5GXl4fKykrk5eXh8OHDCAsLQ1RUFKqrq3X2U1BQgMGDB2PmzJk4ffo0CgoKUF5ejt9++w2bN2/GgAEDEBsbq/X5OTk5GDt2LD755BMcP34cV69eRWFhIZRKJe7fv4+zZ89i2bJl8PX1xY4dOxp0zGTiuGYc6VBVVYX4+HgAwMCBA/WWNe3UqRNmzZpVr7HCw8MxdOhQAMDdu3fx008/GfX8wMBAzJ49G0FBQbCzs9P/BEsjtXYrUSMZM2aMuL1t2zbJNtXV1di5cycAwNnZGcOGDWuOqWkIDQ1Fhw4dAAA7duyolRWtbvv27eJ2ZGSkxn5zOmZqZVQlVuUJQtBRngA80CyLDuCPEquzzgk/GXgkImp0DD4SERERkVbp6ekYP348ioqK4OTkhOXLl+PMmTM4fvw4oqKiAAilB0eOHClmANXHBx98gLi4OACAv78/9uzZg5SUFOzZswf+/sLFgNjYWCxZskRrH1VVVYiMjERqaioAYOzYsUhISMD58+cRExODzp07o6KiAjNmzEBCQoLWfjp37ozx48fj008/xddff43Tp0/j/Pnz+Ne//oWpU6fCzs4OpaWlmDJlCo4ePVrvYyYTF7pQKMGljiW56L/u3r0LhUIBAPD29m7y8QIDA8Xt33//vcnHsxhSF6K3vsgAJDWawMBA8eaAuLg4nD17VqPN6tWrkZkpZF/NnTsXbdu2rbX/xIkTkMlkkMlkTbo+q42NDebMmQMAyMzMxKeffqrR5uzZs+L5WEhICAICAjTaNMYxEzUJXSVW1fF8joioWbDsKhERERFpNXfuXCgUClhbW+OHH37AoEGDxH3PPPMMevfujejoaMjlcqxevRpLly41egy5XC5eABs4cCBOnToFe3t7AEBAQABGjx6NkJAQpKWlYdWqVXjrrbckL/bv2LEDp0+fBgC888472LBhg7gvMDAQI0aMwIABA1BUVIQ5c+YgMzNTY52ixx9/HLdu3YJMJpOca2RkJKZPn44hQ4bg0aNHWLJkCcLCwow+ZjJBdct0hS7kmnGklY2NjbitusDelNQv3FdVVTX5eBZD39qtRI1g7dq1CA4OhkKhwPDhw7F48WIMGzYMCoUCe/fuxebNmwEIpZXnz59f73HUMxIB4Oeffxa3v//+e2RnZ4u/e3t71yqzqrJgwQLs27cPcrkc0dHRyMrKwoQJE2Bvb4/ExER89NFHUCqVsLe3x5o1a1r8mIl0YolVIiKTxuAjEREREUlKSUlBUlISAGDq1Km1Ao8q8+fPx7Zt25CZmYm1a9figw8+MPru9jVr1kCpVAIA1q1bJwYeVRwcHLBu3ToMGjQISqUSn3/+ea3AoooqgOnq6opVq1Zp7Pf29saiRYuwaNEiZGVl4dChQ3jllVdqtbGy0l8YJDAwEM888wyOHTuG9PR0lJSUwMnJyeDjJROkyo5SBSnuZgK/JQrBRwYoSIKrqyt69OiB33//Hf/5z3+wYsUKLFiwwKD3kPpQX5/R3d29ScawSFy7lZqBv78/9u3bh4kTJ6KoqAiLFy/WaOPj44P4+Hi0a9eu3uNMmTJF674VK1bU+n3SpEmSwcd27dohPj4eYWFhuHr1KjZv3iwGClXat2+PXbt24amnntI6XnMdM5FWUududTMcVVQlVomIqFmx7CoREZkWrstDZDIOHz4sbmu74GVlZYU333wTAPDgwQMkJiYaNUZNTQ2OHDkCAPD19UVQUJBku6CgIPTp0wcAcOTIEY11iuRyuZh9NG7cODg4OEj2o17O7NChQ0bNVZ36hbSKiop690MmQld2FJEWs2fPFrf/+te/olevXpg7dy727duH69cbL7j1n//8B99//z0A4WYMqTKIpAXXbqVmEh4ejosXL+K9996Dj48PHBwc4OzsjIEDB2LFihVIT09vlhLNhvD29kZ6ejpWrFiBgQMHwtnZGQ4ODujTpw/ee+89XLx4EaNGjdLbjzkdM1kgllglIjJ5zHwkIiLToSvzhGVRiJqdqoSpo6MjBgwYoLVdSEiIuJ2cnIzhw4cbPMb169eRn5+v0Y+2ca5cuYK8vDxkZ2ejZ88/Lh6r5qqvn65du8LHxwdyuRzJyckGz1Pd3bt3cfz4cQCAm5sbOnbsWK9+yIQwO4rq4b333kNGRga2bt0KAMjOzkZMTAxiYmIAAF26dEFoaChef/11jBo1Sms5Zyk1NTW4ffs2vvvuOyxatEgstTpnzhzY2dnpeTaJQhcK55LqF6h5IZqaSI8ePfDZZ5/hs88+M+p5oaGhGjdVSTGkjaEcHR0RHR2N6OiG/V+o7zETGY0lVomIzA6Dj0REZDq4Lg+RSVFlEnp7e2usjajO19dX4zmGysjIkOzHkHHUg4/G9iOXy5GTk4PS0lI4OjrqnWdFRQXy8/Px448/YsWKFSgsLAQAzJs3T+9zpeTm5urcf/PmzXr1SwaqewHL3kW6HbOjGuxS7kOsPS7Hjftl6O7qgLnP+qC/R4eWnlajsLKyQlxcHCZMmIDPPvsMP/74o1hCGgBu376Nffv2Yd++fRg4cCD27t2LXr16ae1P/T1NysiRI/G///u/jTb/VsHdn2u3EhGZO5ZYJSIySww+EhGR6WDmCZHJKC8vR0FBAQDAw8NDZ1sXFxc4OjqitLQUOTk5Ro2jHoTTN46np6e4XXec+vRTU1OD3NxcsZxrXSdOnMCwYcO09vPmm29iwYIFOsfSNwdqAVIXsNrYCH+qKv9ox+yoBruU+xAvbzyDCmU1AEB+uwRJVwtw4O3BFhOABIDnn38ezz//PIqKipCcnIzU1FSkpaXh1KlTePjwIQAgLS0NQ4cOxYULF/DYY48Z3LeNjQ0CAgIwffp0vPHGG0ZlT9J/ufv/cSG67o0HoQsZiCQiMnW6SqzWVP/xGM/diIhMCoOPRERkOrSVT2HmCVGzKy4uFrednJz0tlcFH0tKSppsHPUMxbrjNFY/hvDy8sLmzZvx/PPPG/1cMgFSF7CqKoEewYBdB2ZHNaK1x+Vi4FGlQlmNtcevInbSwBaaVdNp3749RowYgREjRgAQMqZ3796N+fPno7CwEDdv3sTf/vY3xMbGSj7/2LFjcHd3ByBkVTo5OaFr166wsbFptmOwaCzvT0Rk+qRuEtF2kzJLrBIRmTQGH4mIyHRwXR4ik1Fe/sf/Q0MufNva2gIAFApFk42jGkNqnMbqR11AQAAuXboEQAgi3LhxA9988w2++uorTJo0CcuWLcPUqVN1jqWNvgzRmzdvIjAwsF59kx7aLmCV3QemHG3WqVi6G/fLtDxe2swzaRm2traYMmUK3N3d8eKLLwIA/vWvf2Hz5s2wstIsF+fj4wMvL69mnmUrwvL+RESmTdtNIu5/lm7PEqtERCaNwUciIjIdXJeHyGTY2dmJ25WVlTpaCioqKgAA9vb2TTaOagypcer2o/67Mf2oc3R0RL9+/cTfBwwYgMjISEycOBEjR47EtGnTkJeXhw8//FDnvKXoKw1LTYhZ9s2mu6sD5Lc1s4u7u+pfZ9WSvPDCC/D09EROTg4KCwtx7949dOrUqaWn1fqwvD8RkWnTdpOITCbclMyblImIzIqW1XmJiIhaiGpdnlnnhJ8MPBK1iHbt2onbhpQmLS0VMpkMKdFa33FUY0iN01j9GOLZZ5/F3LlzAQB///vfcfnyZaP7oGaUnw7sngBsCBJ+PjFGuGCljhewmsTcZ31ga137K6ettRXmPtu7hWbUclTlVAFw3caW4uIl/ThvPCAiahl1z9Gkbg4DhOoUb30P9AkDOvUVfrJkNhGRyWPmIxERERFpsLOzQ8eOHXHv3j3k5ubqbFtYWCgG9Dw9PY0aRz0DUN846qVK645Ttx83Nze9/chksnpnIEZERGDlypWorq7Gv/71LyxevLhe/VAT01a+K3wtkHGEWfZNrL9HBxx4ezDWHr+KG/dL0d3VEXOf7Y3+Hh1aemrNqqysDBkZGQCEdSE7duzYwjNqpVjen4jIdEido8m05Mi49vzjJmUiIjIbDD4SERERNaf8dKGkUGG2kIURutBkgx5+fn5ISkpCVlYWlEolrK2lTx3VM//69u1r9BhS/Rg7Tt1+nnrqKb39eHp6wtGxfuUf1Usm/v777/Xqg5qBtvJdGUd4AauZ9PfogNhJA1t6Go2upKQEzz77LP72t78hLCxMcg1HAKiursbs2bNRXFwMABg9ejQzH1sKy/sTEZkOqXO0mmohAFlT/cdjvEmEiMhsMfhIRERE1Fy0ZWGZaNmgIUOGICkpCaWlpbhw4QKefvppyXYnT54Ut4ODg40ao2fPnnB3d0d+fn6tfqScOnUKANCtWzd4eXlpzFV9PhMmTJDs49atW5DL5fWaq7q8vDxxuz6lW6mZcI03akIpKSkIDw9Ht27dMGbMGAwaNAg9evRAu3bt8ODBA6Snp2Pr1q24dOkSAKBDhw5YtmxZi8x1+/bttX7/+eefxe3vv/8e2dnZ4u/e3t613lMtiipzRnUj0KGZJn8jEBGRRah7A6a2EqsdugNd/HiTCBGRBWDwkYiIiKi5aMvCOrnSJLOwxowZg48//hgAsG3bNsngY3V1NXbu3AkAcHZ2xrBhw4waQyaTISIiAl9++SUuX76Mc+fOISgoSKPduXPnxIzFiIgIjcwhHx8f9O3bF5mZmdi/fz9Wr14NBwcHjX7UL8BHRkYaNVd1X3/9tbjdv3//evdDTUzbxS2u8UYNZG1tja5du+LWrVvIy8vDhg0bsGHDBq3te/fujT179mjcONFcpkyZonXfihUrav0+adIkyw0+AmZ3IxARkdkzpsRqFz+T/F5ERETG0/JOT0RE1MLqLj6fn97SMyJqODPLwgoMDMTQoUMBAHFxcTh79qxGm9WrVyMzUwjuzJ07F23btq21/8SJE5DJZJDJZJg8ebLkOPPmzUObNm0AALNnz4ZCoai1X6FQYPbs2QCEC/7z5s2T7Of9998HANy/fx/R0Zrlma5duyYGU729vSWDj3v27MHDhw8l+1fZv38/Nm3aBEDIZBo9erTO9tSM6n52PDFGKNeljuW7qBHY2dkhLy8PycnJ+Pvf/44RI0bg8ccfh6OjI9q0aYP27dvD19cX48ePx+7du/HLL79gwIABLT1tAnTfCERERA1X93zs+8XaS6yq4zkaEZFFMfvMx7KyMqxfvx5ff/01rl27hoqKCnh6emLkyJGYM2cOevTo0Whj/fLLL1i3bh1+/PFH5Ofnw8nJCb6+vnj99dcxbdo0resg1ZWQkIDNmzcjNTUVd+/eRadOnRAQEIDp06djxIgRBvWhVCoRGxuLXbt24fLlyygpKYG7uzuee+45zJkzB0888YTO52dkZCA+Ph4nT57EL7/8glu3bsHKygpdunTB008/jTfffBNhYWEGzYWIqNHxjnSyVGaYhbV27VoEBwdDoVBg+PDhWLx4MYYNGwaFQoG9e/di8+bNAITMw/nz59drDB8fHyxYsACffPIJ0tLSEBwcjIULF6JXr164du0aVqxYgfR04QaEBQsWoHfv3pL9TJo0CVu3bkVycjI2bNiAW7duISoqCi4uLkhJScGyZctQVFQEKysrxMTESJ67bdq0CdOnT8eYMWPwl7/8BX369EGHDh1QWlqKK1eu4MCBAzh69CgAIWtz7dq1cHV1rddxUyPT9tkRvlZY45Hlu6iRWVlZYfDgwRg8eHC9+9i+fbtGSVRjqZdM1aampqZBY1gUM7sRiIjIrEidj0HLWscssUpEZNFkNWb8LSQrKwthYWG4evWq5P727dtj165dGDVqVIPH2rJlC959911UVlZK7g8MDER8fDzc3Ny09lFdXY3p06cjLi5Oa5tp06Zh06ZNsLLSnpRaUFCAsLAwpKamSu63tbXF+vXrMW3aNMn9kyZNEsuj6fLCCy9g7969cHZ21tvWWLm5ufD09AQA5OTkwMPDo9HHICIztnsCIE/QfLxPGEuwkHlSrXFyJxN4eEO401fF2q5RAutN+dn67bffYuLEiSgqKpLc7+Pjg/j4eHh7e2vsO3HihFiKddKkSVovsldXVyMqKgpbt27VOo+pU6di8+bNTXqeFBoaqnftSQBwcXHB+vXr8dprr+ltWx88V6qHVv7ZcfXqVSiVSlhbW2sN0BNZmnq97lv5e0Vrxc9Vy8J/TxOm7T1WCt93iYhMQlN9rppt2dXi4mKMHDlSDDxGRUXh+PHjOHPmDJYvXw4nJycUFRVh/Pjx+Pnnnxs01tGjR/H222+jsrISXbp0QUxMDM6fP4+EhASMHTsWAJCSkoLIyEhUVVVp7eeDDz4QA4/+/v7Ys2cPUlJSsGfPHvj7CxccY2NjsWTJEq19VFVVITIyUrygNnbsWCQkJOD8+fOIiYlB586dUVFRgRkzZiAhQfrDPi8vDwDg6uqK6dOnY/fu3Thz5gxSUlKwadMm9OnTBwBw7NgxhIeHo7q6WrIfIqImwzvSyZKo7v6VJwAPsv8oMeTiJXzhNoOM3vDwcFy8eBHvvfcefHx84ODgAGdnZwwcOFDMSpQKPBrDysoKcXFxiI+PR0REBNzd3WFjYwN3d3dERETg6NGjiI2N1Rl4BAA3NzecOXMGX3zxBYYMGYKOHTvCzs4Ojz/+OKKionDhwgWtgUcA2LlzJzZs2IBXX30V/v7+cHd3R9u2beHo6IgePXpg1KhRWL9+Pa5du9ZkgUeqJ352EJEhQheyHDMRUWOpW2JVqsoLAI3sR77vEhFZPLPNfPzwww+xbNkyAMDKlSuxYMGCWvvPnDmDkJAQKJVKhISE4MSJE/Ua59GjR/D19cVvv/2G9u3b46effkKvXr1qtZk1axa++OILAMC2bdsk1zOSy+V44oknoFQqMXDgQJw6dQr29vbi/rKyMoSEhCAtLQ3W1tbIzMyUvIi3detWTJ06FQDwzjvvYMOGDbX2Z2VlYcCAASgqKoK3tzcyMzM1SopNmTIFgwYNwqRJk2Bra6sxRllZGV544QWcPn0aALBjxw68+eabBvxtGY53qRGRTrwjnSxJM72e+dlqWfjvaQBVRnFhthDML38I3Dij2a6VfHYw85Fao3q/7vPThTUeWeqv1eDnqmXhv6eJqFtiFRBusqyRSGLoEQzYdeD7LhGRCWLmo5pHjx4hJiYGANC3b1/J9YUGDx4sBulOnjyptfSWPocOHcJvv/0GAFi0aJFG4BEAVq1aBRcXF3Fbypo1a6BUKgEA69atqxV4BAAHBwesW7cOgLCe4+effy7Zz6effgpAyFqUGsvb2xuLFi0CIAQiDx06pNFm27ZtmD59umTgUTWXL7/8Uvz9wIEDku2IiJoM70gnS8JsLKLGp55RfDdT+JmXBrSxqd2Onx1EJMXdX7gpYdY54ScvgBMR6Vc3y/H7xbUDj8AfVV7UWdsBLyzn+y4RUStjlsHHxMREPHz4EICwdpC28lvqGYhSQThDHD58WLI/dQ4ODhg3bhwAICMjA3K5vNb+mpoaHDlyBADg6+uLoKAgyX6CgoLEkqdHjhxB3aRUuVyOzEyhfMG4cePg4OAg2U9jHHe/fv3E9SuvXbtWrz6IiOrN3V8oRdknDOjU12xKUxJJcvGSfty1Z7NOg8iinFihebGrqhLwCOBnBxEZru6F9Pz0lp4REZFpkrrx68ZZ6bYduvN8jIiIYK2/ielRlQMFgJCQEK3tBg4cCAcHB5SVlSE5OblBY/Xp0wddu3bV2i4kJASbNm0CACQnJ8PHx0fcd/36deTn5+udr2r/lStXkJeXh+zsbPTs+ceFSUOPu2vXrvDx8YFcLq/3cQNAZWUlAKBNmzb17oOIqN5Ud6QTmStVScg7mZrlh5iNRdQw2jKKy+4DU44261SIyEzVLRd4NxP4LZEXyYmIpEjd+AUtK3l18eN3eSIiMs/Mx4yMDHHb19dXaztra2tx3URVxqAxSkpKkJOTo3ecuvvrjmXofJuin5ycHJSWlupsKyU9PR1FRUUAhNK2REREZAT1O4MfZP9RfsjFi3f/EhlLKjOJGcVE1FBSF9KV5cJakERErZnUuZe2G78gq/0rb7IkIqL/MsvMx9zcXACAo6MjnJ2ddbb19PTExYsXcffuXVRUVGhd51DXOAD0LrKpWpATgBiwNIV+ampqkJubK5ZzNdRHH30kbqtKyhpDfa5Sbt68aXSfREREZkPqgmZNNdCZdwETGUVbZlL4WuGn+v8zXuwiImNwTWYiIk3azr3c/yzdvsdgwK6D8N7p2lM4F+NNlkREBDMNPhYXFwMAnJyc9LZ1dHQUt0tKSowKPqrGMWSsuuOYcj/6HDx4EAcOHAAADBgwAGPHjjXq+UDtICoREVGrwwuaRI1DW2ZSxhEhg/jkSl7sIqL6cfESLqrXxQxqImpNVEtFFGYL74vlD6XPvWQy4Uavujd+vbCc519ERCTJLIOP5eXCB52NjY3eturBRoVCUa9xDBlL1zim1o8umZmZmDJlCgDA3t4eX331FWQymZ5nERE1sbpfiEIX8gsOmTZe0CRqHLoC+VwbmIgaInQhM6iJqHWTynKsW0ZVpew+b/wiIiKjNGnwsTGCVtu2bcPkyZNrPWZnZwcAqKys1Pv8iooKcdve3t6osVXjGDKWrnGaqh/1343pR5v8/HyEhYWhuLgYMpkMW7durfd6j3VLxtZ18+ZNBAYG1qtvImpltJV94Zp5ZGrUg+T2LkAbG6BK7XOfFzSJ9Kt7s4m9i3Q7BvKJqKHc/XkhnYhaF0OyHFEj/VzXnrzxi4iIjGKWmY/t2rUDYFg50dLSUnHbkDKtUuMYMpaucZqqH13BR2OP+/79+xg+fDiys7MBAOvWrcOECRP0Pk8bfWtSEhEZTFvJvZMr+cWHTEfdIDkgBB97BAt3CfOCJpF+UjebtLFhIJ+Imo76hXRW2iAiS2ZMliNkqBWE5LkXERHVQ5MGHzMzJcqNGemxxx7TeMzDwwPnz59HaWkpHjx4AGdnZ63PV2XgderUyaj1HgGgW7du4nZubq7OtuqZfnXXO1QPxDVmP25ubnr7kclkegOBxcXFePHFF/Hrr78CAJYtW4ZZs2bpfA4RUbPh2nlkDqSC5FWVgF0HYMrRlpkTkbnR9v+oR7Dwf4mZSUTUVFhpg4gsndR5lrYsxx6Dee5FREQN1qTBR19f3ybp18/PDwcPHgQAXL58GUFBQZLtlEolrl27BgD1Kh/arl07eHp6IicnB5cvX9bZVn1/3bH8/Pwk2zW0n6eeekpvP56ennB0dNTaTqFQIDw8HKmpqQCABQsWYMmSJTrnSETUrLh2HpkDBsmJGk7b/6Oy+wziE1HTYqUNIrI0dbO5pb5TA5DMcnxhOYONRETUYFYtPYH6GDJkiLh98uRJre3S0tLE8qPBwcENGuvKlSu4deuW1nbq86g7Vs+ePeHu7q53vgBw6tQpAELWpZeXl+Rc9PVz69YtyOVyybmoe/ToEV566SWxr7fffhsrV67UOT8iomYXulD4AqSOZV/I1Lh4ST/OIDmRdvnpwO4JwIYg4SfXdySilsKbiIjIkqiyueUJQtBRngA8uCHdtsdgoE8Y0Kmv8JMZ30RE1EjMMvgYGhqKDh06AAB27NiBmhrpMgHbt28XtyMjI+s11pgxYyT7U1dWVob9+/cDELITfXx8au2XyWSIiIgAIGQknjt3TrKfc+fOiRmLERERkMlq11738fERsyH379+PsrIyyX4MOe6qqiq89tprSEhIAAC88cYb+OKLLyTbEhG1KHd/4QsQvxCRKWOQnMg4UhfF8tKE9R3V8f8RETUH3kREROas7g1d3y/WzOauqQZkdS4Dq7IcX90DzDon/OT3bCIiaiRmGXy0sbHBnDlzAAjrSn766acabc6ePYu4uDgAQEhICAICAiT7kslkkMlkGlmGKpGRkXj88ccBAB9//LFYxlXdggULUFhYKG5LmTdvHtq0aQMAmD17NhQKRa39CoUCs2fPBgBYW1tj3rx5kv28//77AID79+8jOlrzQsy1a9fw8ccfAwC8vb0lg481NTWIiorCgQMHAAAvvfQStm3bphHsJCIyGe7+/EJEpkn1Rf/QTMD9z8LadAySE+mnbX1HjwDebEJEzY83ERGRuZK6oevGWem2HbrzPIuIiJpNk6752JQWLFiAffv2QS6XIzo6GllZWZgwYQLs7e2RmJiIjz76CEqlEvb29lizZk29x2nbti3WrVuH8PBwFBUVITg4GEuWLEFgYCAKCwuxZcsWcf3JIUOG4I033pDsx8fHBwsWLMAnn3yCtLQ0BAcHY+HChejVqxeuXbuGFStWID09XTy23r17S/YzadIkbN26FcnJydiwYQNu3bqFqKgouLi4ICUlBcuWLUNRURGsrKwQExMDa2vNf+L3338f27ZtAwD069cPixcvRmamttrvENsRERGRGtUXffUAirUdv8QTGYLrOxKRKVFV2ji5Uii16tpTCDzy85yITE3dtRzLH2re0AXpCnHo4sd1bImIqNnIarTVLDUDWVlZCAsLw9WrVyX3t2/fHrt27cKoUaO09qHK9uvRoweys7O1ttuyZQveffddVFZWSu4PDAxEfHw83NzctPZRXV2NqKgobN26VWubqVOnYvPmzbCy0p6UWlBQgLCwMKSmpkrut7W1xfr16zFt2jTJ/V5eXvj999+19i+lsV8mubm58PT0BADk5OTAw8OjUfsnIiJqcrsnCHcW19UnrEW+1POz1bJY3L+n1IWyG2c027XQ/x9LcPXqVSiVSlhbW2u9kZHI0jTJ677u+1XoQgYhLYDFfa62cq3231Pq5kfIIB1srPM4b5IkIiItmupz1WwzHwGhrGh6ejo2bNiAr7/+GllZWaisrISnpyfCwsIwd+5c9OjRo1HGioqKwqBBgxATE4Pjx48jPz8fjo6O6Nu3L15//XVMmzZNMstQnZWVFeLi4vDSSy9h8+bNSE1NRUFBAdzc3BAQEIAZM2ZgxIgReufi5uaGM2fOYMuWLdi9ezcyMzNRWloKd3d3PPvss5g7dy6eeOKJRjluIiIi0kJb5tb96806DSKTV/dC2d1MYW3HNjZCqVUVljgkopYm9X71WyIv2BNR85O6EUKqbL22LMcegwG7DszmJiKiFmPWwUcAcHR0RHR0tOT6h4YwJqOvX79+2Lx5c73GURcWFoawsLAG9WFtbY2ZM2di5syZRj9XV4YnERERGcjFS7goWZdrz2afCpFJ07a+Y49gXhQji6FUKnHkyBEcO3YMZ8+exe3bt1FYWAgHBwd06tQJ/fv3x+DBg/Hyyy+jZ0/DPidqamrQq1cvXL8u3NQSFRUl+X20PpVt6kpMTERoaGitx06ePFnrseTkZAwePNig/u7cuYOUlBSkpKQgNTUVqampuHfvHgBhKZHt27c3aL5NRur9SlkulGNlVjYRNRdtN0K066rlCRJZji8s53kVERG1KLMPPhIRUSvCMlhkClSvwzuZgMwKqKn+Yx8zt4g0cX1HsnDffPMN5s+fj6ysLI19RUVFKCoqwrVr13D48GFER0dj5MiR+OSTT9CvXz+d/SYlJYmBRwD4+uuvERMTAzs7u0Y/Bik7duyo9fvOnTsNDj526dKlKabU9FjVgIhagiHrOCrLgcoy6eczy5GIiEwQg49ERGQeWAaLTIHUOisyK8C5O9DZj1/0iaQwS5gs2D/+8Q98+OGHYkWd0NBQjBo1Ck8++SQ6duyIsrIy3Lx5E6dOncJ3332H7OxsxMfHw8PDAxs3btTZ986dOwEATk5OKCkpwYMHD/DNN99g3Lhxtdr98MMPqKyslOoCU6ZMQVpaGgDg0qVLWseqm42pUChw4MCBWuPv378fa9euha2trc5519W9e3f4+vrihx9+MOp5LYLvV0TU3KS+50Im3batg3Czo/p3EWY5EhGRiWLwkYiIzAPLYJEpkHod1lQLgUe+DomkhS4Ubhape6GMWcJk5rZu3Yq//e1vAIRMv71792qULlV55ZVXsGbNGuzduxeLFy/W23d5ebkY/JsxYwYSEhKQkZGBnTt3agQffXx8tPbj6OgobuvLtFR36NAhFBcXAwBiYmLw1ltvobCwEN9++y1efvllvc//8MMPERAQgICAAHTp0gXZ2dkGl5ttUXy/IqLmZsw6jl38gHHbhe/AzHIkIiITZ9XSEyAiIjIIy2CRKeDrkMh47v5ClnqfMKBTX+Ens9bJzOXk5GDWrFkAgPbt2+P06dNaA48qbdq0weuvv47//Oc/GDlypM62hw8fxsOHDwEAr7/+OiZOnAgAOHbsGO7cudPwA9BDlXX55JNPYsqUKejTp0+tx/X5+9//jlGjRplf+VW+XxFRc9P2/aJu9qPqRgh3f+Gmx1nnhJ98fyIiIhPF4CMREZkHFy/px1kGi5oTX4dEteWnA7snABuChJ/56dLteKGMLMxnn32G8nIhU2X58uXw9vY2+LnOzs4IDw/X2UYV5PPz84O/vz9ef/11yGQyKJVK7N69u/4TN8DNmzfx448/AoAY9FT9/P7773H37t0mHb/Fqb9fhUQLWUn63uOIAPz++++YP38+fH194ejoCFdXVwQEBGDVqlUoK9OyVl89JCQkIDIyEh4eHrC1tYWHhwciIyORkJCg83nbt2+HTCYz6s/kyZMl+zL0+fpuymgV9J0raft+0WMwb4QgIiKzxuAjERGZh9CFwt2e6lgGi5obX4dEf1CtUSRPENYnkicIv/PiPFm4mpoafPXVVwCAdu3aYcqUKY3a/+3bt8X1EVVBv+7du+Mvf/kLAMOzD+tr165dqKqqgpWVFV577TUAEIOfjx49wp49raTMON/jyAjffvstnnzySXz22We4cuUKysrKUFhYiLS0NERHR8Pf3x9ZWVkNGqO6uhrTpk1DWFgYDh8+jLy8PFRWViIvLw+HDx9GWFgYoqKiUF1d3UhHBTHrmerJkPcRbd8vXljOG7eIiMiscc1HIiIyD6oyWFzfglpCfrqQ+VCYDbj/GZDJgLL7fB1S68a1eKmV+uWXX3Dv3j0AwNChQ2utq9gYVME/mUyG119/XXx84sSJOHnyJNLT0/Hrr7/iiSeeaNRxVVSB1dDQUHTr1g0A0LNnTwwePBjJycnYuXMn5syZ0yRjmxS+x5GB0tPTMX78eCgUCjg5OWHRokUYNmwYFAoF9u7diy1btkAul2PkyJFIS0tDu3bt6jXOBx98gLi4OACAv78/oqOj0atXL1y7dg0rV65Eeno6YmNj0alTJ3z00Ucazx8zZgwGDhyod5yxY8fi6tWrsLKywhtvvKGz7cyZM/HOO+9o3d/Y749mx5D3EX7PJSIiC8XgIxERmQ9VGSyi5qS6Y1n9woG1HUsfEXENVGqlLl68KG7/+c9/bvT+VZmNQ4cORffu3cXHX3nlFbz77ruoqKjAjh07sHLlykYf++effxaPT5V1qTJx4kQkJyfjwoULyMjIgJ+fX6OPb1L4HkcGmjt3LhQKBaytrfHDDz9g0KBB4r5nnnkGvXv3RnR0NORyOVavXo2lS5caPYZcLsenn34KABg4cCBOnToFe3t7AEBAQABGjx6NkJAQpKWlYdWqVXjrrbc0ykE7OzvD2dlZ5ziZmZm4evUqAGDYsGHw8PDQ2b5z587o16+f0cfTahj6PsLvuUREZIFYdpWIiIhIF113LBO1ZlwDlVqpgoICcbtTp05a21VXV+OXX37R+ufRo0caz7l06RL+85//ANAM/nXo0EFcK3LXrl2NWlpRRRX4tLe3x0svvVRr37hx42BjY1OrnUXjexwZICUlBUlJSQCAqVOn1go8qsyfPx99+/YFAKxdu1by/74+a9asgVKpBACsW7dODDyqODg4YN26dQAApVKJzz//3OgxgNr/t99888169dEqGLrmNd9HiIioFWPwkYiIiEgXZj4QSeMaqGQIQy/QmpHi4mJxW1dJwaKiIvTv31/rn7y8PI3n7NixAwBga2uLV155RWO/KiCZn5+P48ePN/RQalEqldi9ezcAIDw8HO3bt6+139XVFWFhYQCaLvhpUvgeRwY4fPiwuK1t/VcrKysxkPfgwQMkJiYaNUZNTQ2OHDkCAPD19UVQUJBku6CgIHGNxiNHjqCmpsaocaqrq7Fr1y4AgJOTk8YNCPRfxqwHy/cRIiJqxRh8JCIiItKFdywTSVOtUdQnDOjUV/jJcsSkzpgLtGZEfb220tLSRuu3qqpKvPA/cuRIyfKIYWFhcHV1BdD42YfHjh3D7du3AWhmXaqoHs/NzTU6gGJ2+B5HBjh9+jQA4UaEAQMGaG0XEhIibicnJxs1xvXr15Gfn6/Rj65x8vLykJ2dbdQ4iYmJyMnJASCs+9jq12vUxpiqKHwfISKiVozBRyIiIiIpqmydO5mArM4pE+9YJktnaLaaao2iWeeEn7yYRuostGx1x44dxe27d+9qbefs7IyamppafyZNmqS1/Q8//IBbt24B0B78a9u2LcaPHw8AOHToEEpKSupzCJJUwcyOHTvixRdflGwzatQoMSjaKkqvqt7jIr8EamqAQzMtJoOXGkdmZiYAwNvbG9bW1lrb+fr6ajzHUBkZGZL9NPY46v+ndb1Xqfv666/h5+cHBwcHtGvXDr1798akSZMs++YEY6ui8FyJiIhaKe1nRkRERKYsP124qFmYLWSmhS7kFzlqPKpsHfWL5jIrwLk70NlPCDzy9UaWqu7r/24m8Fsi79Qn41lo2eo//elP4nZ6euMFodQv/I8dO1Zv+9LSUhw8eNDgIIEuDx8+xDfffAMAuHfvnri2oy7/+te/8MUXX1h+dhTfE0mL8vJycQ1YDw8PnW1dXFzg6OiI0tJSMbvQULm5ueK2vnE8PT3FbWPGKS0txb/+9S+xj2HDhhn0PPXAKABkZWUhKysLO3fuxJgxY7B9+3Z06NDB4HmoqB+zlJs3bxrdp16Gfr908RLeB+piVRQiIqJamPlIRETmx0LLuJEJkcrWqakWAo+8Y5ksnYVmq1ELsNCy1f369ROzH5OSklBWVtbgPouKisQ13YzRWNmH+/fvR3l5uf6GakpKSsRghUXjeyJpob7+q5OTk972qkC9sRnLxoyjfjOAMeP861//Etu/8cYbkMlkOts7ODhgwoQJ2LJlC5KSkpCeno4ffvgBH3zwgfj+ePjwYURERODRo0cGz0PF09NT55/AwECj+9SJ6zgSERE1OmY+EhGR+dF1EejVPS0zJ7IsFpqtQ2QQvv6psYQuFDLE1D+zLeACrUwmw8SJE7F27VoUFRVhx44dmDlzZoP6/Prrr6FQKAAA//u//4vevXvrbP/dd99h165dOHHiBHJycmplO9WHKoj52GOP4bPPPtPbfsGCBcjNzcXOnTvxxhtvNGhsk8f3RNJCPWBvSLawra0tAIj/15tiHNUYxo7z1Vdfidtvvvmm3vZ5eXmS69I+//zzmD17NkaMGIH09HScPHkSX375JebMmWPwXFqEMd8vVes4nlwpvA+49mRVFCIiIgkMPhIRkfnhRSBqaiynRK0ZX//UWCz4Au3//M//YNOmTSgvL8eiRYvw4osvomfP+v8fUQX/XFxc8Ne//hVt27bV2d7X1xe7du1CdXU1/vnPf2LRokX1Hvv69etITk4GALz00kuYMGGC3uecO3cOa9euxb///W/k5eWhW7du9R7f5PE9kbSws/sj+62yslJv+4qKCgCAvb19k42jGsOYcfLz83H8+HEAwNNPP40+ffrofY5U4FGlS5cuOHDgAHx9ffHo0SOsW7fO6OCjvpKxN2/ebNzsx/qu40hERERasewqERGZHwst40YmIj8dKH8IoE65KQvI1iEyCMuJUWNSXaCddc6iylZ3794dMTExAIT1EocMGYLTp0/rfE5NTQ0ePHig8Xh2djaSkpIAABEREXoDjwDw1FNPoVevXgBqZyzVx86dO1FTUwMAePnllw16jqqdKvhp0fieSFq0a9dO3DakxGlpaSkAw0q01ncc1RjGjPPPf/4T1dXVAAzLejTE448/jueffx6AsA5kfn6+Uc/38PDQ+eexxx5rlHmK+P2SiIio0THzkYiIzI+FlnEjE6Ba76VW2SUZ0GMw8MJyi7loTqSTBWerETWmqKgo5OXl4e9//zvy8/MxdOhQPPPMMwgPD0f//v3h6uqKqqoq3Lp1Cz/99BP279+PX3/9FQDQpk0bsXziV199JQb/XnrpJYPHf+mll7By5UpkZmYiNTUVAQEB9ToOVfCyc+fOGDp0qEHPGTx4MB577DHcvHkTX331FRYuXFhr/+nTp5GVlSX+XlBQIG5nZWVh+/bttdpPnjy5XnNvFnxPJC3s7OzQsWNH3Lt3D7m5uTrbFhYWioFBY8ske3h4iNv6xlHPGDR0HNV7gI2NjUGZz4by8/PD0aNHAQhlWt3d3Rut70bH75dERESNjsFHIiIyP7wIRE1Far0X1AB2Hfj6IvOXny68xguzhTv8Qxdqf12znBiRQZYuXYo//elPeP/99/Hbb7/h3//+N/79739rbS+TyfDCCy9g1apV4oV41YX/9u3bY/jw4QaP/fLLL2PlypUAhOzF+gQfk5OTce3aNQBAZGQkrKwMK45kZWWFyMhIfPHFF/j1119x4cIFDBgwQNwfGxuLHTt2aB1TVeZVxaSDj8Af74mq99FDM/W/j1Kr4Ofnh6SkJGRlZUGpVMLaWvoy2+XLl8Xtvn37Gj2GVD+NMc5PP/2EX375BQAwatQouLq6GjU3XWQymf5GpoLfL4mIiBodg49ERGSeeGGcmgLXEyVLVTer926mcIf/W9/zwhpRA0VGRiI8PByHDh3CsWPHcPbsWdy5cwcPHjyAg4MDOnbsiP79+2PQoEEYP358rbUhz549i6tXrwIQLvyrsiENERAQgO7du+PGjRvYu3cvPvvsM4NKtqpTrTUJGJd1qWr/xRdfiP2oBx8tEt9HScKQIUOQlJSE0tJSXLhwAU8//bRku5MnT4rbwcHBRo3Rs2dPuLu7Iz8/v1Y/Uk6dOgUA6NatG7y8vPT2rf4e0FglV1UyMjLEbZPOelTh90siIqJGxeAjERERkSqT4WGO9H6u90LmTiqrV1ku3OHPC21EDWZtbY1XXnkFr7zyilHPGzRokFhytT5+//13nftPnDihc/+mTZuwadOmeo39zDPPaJ379u3bNUqrmj2+j5KEMWPG4OOPPwYAbNu2TTL4WF1dLQb5nJ2dMWzYMKPGkMlkiIiIwJdffonLly/j3LlzCAoK0mh37tw5MfMxIiJCb+ahUqnEnj3Ca9fNzQ1hYWFGzUuX69ev4//+7/8AAL169UK3bt0arW8iIiIyD4bVVCEiIiKyVKpMBnkCUFmiuZ/rvZAlYFYvEVHD8H2UJAQGBoprpcbFxeHs2bMabVavXo3MzEwAwNy5czUylE+cOAGZTAaZTKa1BPG8efPQpk0bAMDs2bOhUChq7VcoFJg9ezYA4WaIefPm6Z37999/jzt37gAAXn31VYMzp7/99lsolUqt+2/fvo2XXnoJlZWVAIB33nnHoH6JiIjIsjD4SERERK2b5DqPAGycgD5hLKf2X7///jvmz58PX19fODo6wtXVFQEBAVi1ahXKysoabZyEhARERkbCw8MDtra28PDwQGRkJBISEgzuQ6lUYuPGjRg6dCg6deoEe3t79OrVCzNmzMCvv/6q9/kZGRlYtWoVRo0aBS8vL9jZ2cHBwQE9e/bEhAkTcPTo0YYcYstw8ZJ+nFm9RESG4fsoabF27VrY29tDqVRi+PDh+Pjjj3Hu3DkkJiZixowZiI4WbmLz8fHB/Pnz6zWGj48PFixYAABIS0tDcHAw9u3bh7S0NOzbtw/BwcFIS0sDACxYsAC9e/fW26d6ydVJkyYZPJfZs2ejR48emDNnDvbs2YOzZ8/i559/xo8//oglS5agX79+SE9PByCUpZ01a5Yxh0pEREQWQlbTkBovRPWUm5sLT09PAEBOTg48PDxaeEZERNRqbQgS1m2qq1NfYNa55p9PPTXlZ+u3336LiRMnoqioSHK/j48P4uPj4e3tXe8xqqurMX36dMTFxWltM23aNGzatAlWVtrvnysoKEBYWBhSU1Ml99va2mL9+vWYNm2a5P5JkybVuhinzQsvvIC9e/fC2dlZb9v6aPR/z7prlQFCVi+D6xbj6tWrUCqVsLa2NuiiM5ElaNbXPd9HzVpTX4NoyLnSiRMnxFKskyZN0lqyuLq6GlFRUdi6davWeUydOhWbN2/Wea4EAA8ePMBjjz2G8vJyPPHEE/jll190tlfn5eWlt+QzIKwLGxsb2yTnSrymRERE1Hia6nOVmY9ERGTe8tOB3ROEANLuCcLvRMZgJoNO6enpGD9+PIqKiuDk5ITly5fjzJkzOH78OKKiogAAcrkcI0eORHFxcb3H+eCDD8TAo7+/P/bs2YOUlBTs2bMH/v7CRd3Y2FgsWbJEax9VVVWIjIwUA49jx45FQkICzp8/j5iYGHTu3BkVFRWYMWOG1kzKvLw8AICrqyumT5+O3bt348yZM0hJScGmTZvQp08fAMCxY8cQHh6O6urqeh9zs3L3Fy6Q9wkTAuvM6iUiMg7fR0mH8PBwXLx4Ee+99x58fHzg4OAAZ2dnDBw4ECtWrEB6enqDbtICACsrK8TFxSE+Ph4RERFwd3eHjY0N3N3dERERgaNHjyI2NlZv4BEAvv76a5SXC4H0N954w6h57NixA3//+9/x4osvwsfHB66urrC2toazszP69++PGTNm4MyZMzhw4ECT3aRFREREpo+Zj9QieJcaETUK3oFODZWfDny/GLhxFoDaKZEZvo6a6rP1L3/5C5KSkmBtbY1Tp05h0KBBtfavWrVKLCf2//7f/8PSpUuNHkMul+OJJ56AUqnEwIEDcerUKdjb24v7y8rKEBISgrS0NFhbWyMzM1PyAt7WrVsxdepUAML6Qhs2bKi1PysrCwMGDEBRURG8vb2RmZkJa2vrWm2mTJmCQYMGYdKkSbC1tdUYo6ysDC+88AJOnz4NQLgA9+abbxp9zPrwXImMxcxHao1a9HWfny6Ubi/MFm5kCl1oVucNrQ0/Vy0L/z2JiIgaDzMfiYiI6pJaq09ZDpxc2TLzIfOiCl7fOIM/Ao8yoEew2QUem0pKSgqSkpIACGW86gYeAWD+/Pno27cvAGHNo0ePHhk9zpo1a6BUKgEA69atqxV4BAAHBwesW7cOgLCe4+effy7Zz6effgpAyFpctWqVxn5vb28sWrQIgBCIPHTokEabbdu2Yfr06ZKBR9VcvvzyS/H3AwcO6Ds8IiKyNKpzCHmCULpdniD8zgocREREREQAGHwkIiJzVpgt/fj96806DTJTUsFr1AB2HRh4/K/Dhw+L21OmTJFsY2VlJWb+PXjwAImJiUaNUVNTgyNHjgAAfH19ERQUJNkuKChILHl65MgR1C3ephtfFgAAqR1JREFUIZfLkZkprN05btw4ODg4SPYzefJkcVsq+GiIfv36wc3NDQBw7dq1evVBRERmjDfAERERERHpxOAjERGZL67VRw3B4LVeqtKijo6OGDBggNZ2ISEh4nZycrJRY1y/fh35+fka/egaJy8vD9nZ2ZJz1ddP165d4ePjU6+5qqusrAQAtGnTpt59EBGRmeI5BBERERGRTtb6mxAREZmo0IXAb4maaz6GRLfcnMh8uHgJpdLqYvBapMok9Pb21lgbUZ2vr6/GcwyVkZEh2Y8h4/Ts+ce/lbH9yOVy5OTkoLS0FI6OjkbNOT09HUVFRQAglpw1Vm5urs79N2/erFe/RETUDHgOQURERESkE4OPRERkvtz9hbX5Tq4U7jR37SkEHlkyk/TJTwfKHwKQ4Y/1HsHgtZry8nIUFBQAgN7Fxl1cXODo6IjS0lLk5OQYNY56EE7fOKoF0AFojFOffmpqapCbmyuWczXURx99JG6PGzfOqOfWnQMREZkh3gBHRERERKQTg49ERGTe3P2BV/e09CzInOSnA1tfrLNWkwzoMRh4YTmD1/9VXFwsbjs5Oeltrwo+lpSUNNk46hmKdcdprH70OXjwIA4cOAAAGDBgAMaOHWvU84mIqPHUXf+32ajfAHc7A3hUBtg4CGtBhi7kuQQRERERtXoMPhIREVHrcmJFncAjANQAdh14sVBNefkff0c2NjZ629va2gIAFApFk42jGkNqnMbqR5fMzExMmTIFAGBvb4+vvvoKMpnM4Oer05chevPmTQQGBtarb2qd2rRpA6VSCaVSiaqqKq5HShavqqoKVVVVAFpo/V13fyHTUXVDUymEtSB/SxQCkzynICIiIqJWjMFHIiIial0Ks6Ufv3+9Wadh6uzs7MTtyspKve0rKioACEG5phpHNYbUOHX7Uf/dmH60yc/PR1hYGIqLiyGTybB169Z6r/cI6C8NS2QsBwcH8bX94MEDdOzYsYVnRNS0Hjx4IG47ODi0zCSkbmhSlgsZkazMQUREREStmFVLT4CIiIioWbl4ST/u2rNZp2Hq2rVrJ24bUpq0tLQUgGElWus7jmoMqXEaqx8p9+/fx/Dhw5GdnQ0AWLduHSZMmKD3eUTNydnZWdy+c+cO7ty5g/Ly8pYrS0nUBGpqalBeXi6+xlVcXFxaZkK8oYmIiIiISBIzH4mIiKh1CV0olERTz1SwthNKp5HIzs4OHTt2xL1795Cbm6uzbWFhoRjQ8/T0NGoc9QxAfeOolyqtO07dftzc3PT2I5PJ9GYgFhcX48UXX8Svv/4KAFi2bBlmzZql8zlELcHOzg4dOnTAw4cPAQD37t3DvXv3IJPJWIKVLEZVVZVGQL1Dhw61ymk3Kxcv4G6m5uO8oYmIiIiIWjkGH4mIyDLkpwulrwqzhQtBoQu51g7Vpv4acf8zIJMBZfeFC4Qh0Xy9SPDz80NSUhKysrKgVCphbS196nj58mVx29hSpH5+fpL9GDtO3X6eeuopvf14enrC0dFRazuFQoHw8HCkpqYCABYsWIAlS5bonCNRS3rsscdgY2ODu3fvio/V1NRAqVS24KyImk6nTp1atsQwb2giIiIiIpLE4CMREZm//HRg64t/XPi5mylcCHrrewaUSFD3NQIIFwf5GtFpyJAhSEpKQmlpKS5cuICnn35ast3JkyfF7eDgYKPG6NmzJ9zd3ZGfn1+rHymnTp0CAHTr1g1eXl4ac1Wfj7ayqLdu3YJcLtc710ePHuGll14S5/T2229j5cqVeo+HqCXJZDK4ubmhffv2KCkpQWlpKSorK1FdXd3SUyNqFFZWVrCxsYGjoyOcnJxgY2PTshNy9xfOJU6uFEqt8oYmIiIiIiIADD4SEZElOLGidlAJEH4/uRJ4dU/LzIlMC18j9TJmzBh8/PHHAIBt27ZJBh+rq6uxc+dOAMKac8OGDTNqDJlMhoiICHz55Ze4fPkyzp07h6CgII12586dEzMWIyIiIJPJau338fFB3759kZmZif3792P16tVwcHDQ6Gf79u3idmRkpOScqqqq8NprryEhIQEA8MYbb+CLL74w6riIWpKNjQ1cXV3h6ura0lMhsnzu/n+cS7ASBxERERERAMCqpSdARETUYIXZ0o/fv96s0yATxtdIvQQGBmLo0KEAgLi4OJw9e1ajzerVq5GZKax3NXfuXLRt27bW/hMnTkAmk0Emk2Hy5MmS48ybN09ck2727NlQKBS19isUCsyePRsAYG1tjXnz5kn28/777wMA7t+/j+hozZJ3165dE4Op3t7eksHHmpoaREVF4cCBAwCAl156Cdu2bdMIdhIREdWiqrIgTxCqcMgThN/z01t6ZkREREREzY6Zj0REZP5cvISLPHW59mz2qZCJ4muk3tauXYvg4GAoFAoMHz4cixcvxrBhw6BQKLB3715s3rwZgJB5OH/+/HqN4ePjgwULFuCTTz5BWloagoODsXDhQvTq1QvXrl3DihUrkJ4uXLxdsGABevfuLdnPpEmTsHXrViQnJ2PDhg24desWoqKi4OLigpSUFCxbtgxFRUWwsrJCTEyM5BqW77//PrZt2wYA6NevHxYvXiwGV7Xp169fvY6biIgsCKssEBERERGJGHwkIiLzF7pQWOOx7np+IZqZT9QK5acD5Q8ByADU/PE4XyMG8ff3x759+zBx4kQUFRVh8eLFGm18fHwQHx+Pdu3a1Xuc5cuX486dO9i6dSvS09Ml12ycOnUq/vGPf2jto02bNjh8+DDCwsKQmpqKgwcP4uDBg7Xa2NraYv369RgxYoRkH+rtf/nlFwwYMEDv3GtqavS2ISIiC8cqC0REREREIpZdJSIi8+fuD7z1PdAnDOjUV/j51vdcY4f+KIF24wz+CDzKgB7BfI0YITw8HBcvXsR7770HHx8fODg4wNnZGQMHDhSzEr29vRs0hpWVFeLi4hAfH4+IiAi4u7vDxsYG7u7uiIiIwNGjRxEbGwsrK92nr25ubjhz5gy++OILDBkyBB07doSdnR0ef/xxREVF4cKFC5g2bVqD5kpERKTBxUv6cVZZICIiIqJWSFbDW7WpBeTm5sLT0xMAkJOTAw8PjxaeERERWaTdE4Q1l+rqE2ZxJdD42WpZ+O9JRGRmVDc81a3EwZudTAI/Vy0L/z2JiIgaT1N9rjLzkYiIiCwXS6ARERFRc1CvxOHsBTh2Btp1FdaCzE9v6dkRERERETUrBh+JiIjIcrEEGhERETUXd39hPemSW0DpHeEmKHmCkBHJACQRERERtSIMPhIREZHlyU8XSq7eyQRkdU53rO2EC4NEREREje3EitqlVwHh95MrW2Y+REREREQtwLqlJ0BERETUqKTWXJJZAc7dgc5+QuCRay8RERFRU2DJdyIiIiIiBh+JiMgC5acLd50XZgtlN0MXMtjUmkhlHNRUC4HHV/e0zJyIiIiodXDxAu5maj7Oku9ERERE1Iow+EhERJalbtbb3Uzgt0Tgre8ZgGwtmHFARERELSV0oXDuqX4jFEu+ExEREVErwzUfiYjIsnCdHXLxkn6cGQdERETU1Nz9hZve+oQBzl6AY2egXVfhHDU/vaVnR0RERETULBh8JCIiy8KsNwpdKGQYqGPGARERETUXd3/hvKPkFlB6Rzg/lScI1TkYgCQiIiKiVsDsg49lZWVYuXIlAgIC4OrqCkdHR/j6+mL+/Pn4/fffG3WsX375BTNmzECvXr1gb2+PTp06YejQodi4cSOUSqXB/SQkJCAyMhIeHh6wtbWFh4cHIiMjkZCQYHAfSqUSGzduxNChQ9GpUyfY29ujV69emDFjBn799df6HB4A4Msvv4RMJhP/bN++vd59ERG1CGa9tW6q9T6dugqZBi5eQuYBy+4SERFRc2I1DiIiIiJqxcx6zcesrCyEhYXh6tWrtR6/cuUKrly5gtjYWOzatQujRo1q8FhbtmzBu+++i8rKSvGx8vJynD59GqdPn8a2bdsQHx8PNzc3rX1UV1dj+vTpiIuLq/V4Xl4e8vLycPjwYUybNg2bNm2ClZX2uHBBQQHCwsKQmppa6/HffvsNmzdvxo4dO7B+/XpMmzbNqGPMz8/HX//6V6OeQ0RkcrjOTutVd71PAKiwA17ZzsAjERERNS9W4yAiIiKiVsxsMx+Li4sxcuRIMfAYFRWF48eP48yZM1i+fDmcnJxQVFSE8ePH4+eff27QWEePHsXbb7+NyspKdOnSBTExMTh//jwSEhIwduxYAEBKSgoiIyNRVVWltZ8PPvhADDz6+/tjz549SElJwZ49e+DvL1wUjY2NxZIlS7T2UVVVhcjISDHwOHbsWCQkJOD8+fOIiYlB586dUVFRgRkzZhiVSQkA7777LoqKitC5c2ejnkdEZFLU19np1JdZb60JMwyIiIjIVLAaBxERERG1Ymab+bhq1SrI5XIAwMqVK7FgwQJx36BBgxAaGoqQkBCUlZVh3rx5OHHiRL3GefToEWbPno3q6mq0b98eycnJ6NWrl7j/xRdfxKxZs/DFF1/g9OnT+OqrrzB58mSNfuRyOT799FMAwMCBA3Hq1CnY29sDAAICAjB69GiEhIQgLS0Nq1atwltvvQVvb2+Nfnbs2IHTp08DAN555x1s2LBB3BcYGIgRI0ZgwIABKCoqwpw5c5CZmQlra/3/zEeOHMGhQ4fQqVMnLFy4EPPnzzfq74mIyKS4+wOv7mnpWVBzY4YBERERmQpW4yAiIiKiVswsMx8fPXqEmJgYAEDfvn0lA2WDBw/G1KlTAQAnT57UKFFqqEOHDuG3334DACxatKhW4FFl1apVcHFxEbelrFmzRlwXct26dWLgUcXBwQHr1q0DIKzn+Pnnn0v2owpgurq6So7l7e2NRYsWARDK0h46dEjvMRYXF+Pdd98V+3d1ddX7HCIiIpPDDAMiIiIyFXWrcfQIBtz/DByaCeyeIJSLJyIiIiKyUGYZfExMTMTDhw8BAJMmTdK6PqJ6BqIhQTgphw8fluxPnYODA8aNGwcAyMjIEDMyVWpqanDkyBEAgK+vL4KCgiT7CQoKQp8+fQAImYg1NTW19svlcmRmZgIAxo0bBwcHB8l+jD3uRYsWITc3F6GhoXjzzTf1ticiIjI5+elA+UMAstqPM8OAiIiIWoqqGkfkl0DeBeDGGeBuJiBPENapZgCSiIiIiCyUWQYfVWVHASAkJERru4EDB4oBuuTk5AaN1adPH3Tt2lVrO/V51B3r+vXryM/P1ztf9f15eXnIzs6WnIu+frp27QofHx/JudR17tw5fPnll7CxscGXX36psy0REZFJyk8XLuDdOANAdeOOTMgw4HqfRERE1NK4LjURERERtTJmGXzMyMgQt319fbW2s7a2FtdNVGUMGqOkpAQ5OTl6x6m7v+5Yhs63KfrJyclBaWmpZJtHjx5h+vTpqK6uxoIFC/T2SURkdvLThbJWG4JY3sqSSV3QQw1g14GBRyIiImp5XJeaiIiIiFoZ65aeQH3k5uYCABwdHeHs7KyzraenJy5evIi7d++ioqICtra2Ro8DAB4eHnrHUVEFLE2hn5qaGuTm5orlXNWtWrUKly5dwuOPP44lS5bo7M9Y6nOVcvPmzUYdj4hIgyobThWUupsJ/JbITDhLxAt6REREZMpcvIRz0bq4LjURERERWSizDD4WFxcDAJycnPS2dXR0FLdLSkqMCj6qxjFkrLrjmHI/AJCVlYVly5YBADZs2AA7Ozud/RlLPYhKRNQidJW3enVPy8yJmgYv6BEREZEpC10o3ASnfm7KdamJiIiIyIKZZdnV8nLhhN3GxkZvW/Vgo0KhqNc4hoylaxxT6wcAZsyYgfLycrzyyit48cUXdfZFRGSWmA3XeoQuFC7gqeMFPSIiIjIV7v5C9Y0+YYCzF+DYGWjXVbhZjssCEBEREZEFatLgo0wma/Cf7du3a/SrytKrrKzUO4eKigpx297e3qj5q2cD6htL1zim1s/27dvx73//G+3bt8eaNWt09lNfOTk5Ov+kpKQ0ybhERCIXL+nHmQ1nOVRreh6aCbj/GegRDHTqK1zYY3ldIiIiMiXu/sKNUSW3gNI7wo1y8gRhmQAGIC3C77//jvnz58PX1xeOjo5wdXVFQEAAVq1ahbKyskYbJyEhAZGRkfDw8ICtrS08PDwQGRmJhIQEvc+dPHmywdfjsrOz9fbXXMdMRERE5scsy662a9cOgHQ50bpKS0vFbUPKtEqNY8hYusZpqn50lUrV1s/du3fx/vvvAwCWLVsGd3d3nfOpL31rUhIRNTmWt7Jsddf0BIR/XwYdiYiIyFRxWQCL9e2332LixIkoKioSHysrK0NaWhrS0tIQGxuL+Ph4eHt713uM6upqTJ8+HXFxcbUez8vLQ15eHg4fPoxp06Zh06ZNsLJq+kJnzXHMREREZL6aNPiYmSmx/pKRHnvsMY3HPDw8cP78eZSWluLBgwdwdnbW+vycnBwAQKdOnYxa7xEAunXrJm7n5ubqbKsaB9Bc71A9ENeY/bi5uentRyaT1XpebGws7t27B2dnZ3Ts2BF79+7VeO758+drbauCnM888ww6d+6sc/5ERCZDVd7q5Eqh1KprTyHwyMCUZeDFOyIiIjI3XBbAIqWnp2P8+PFQKBRwcnLCokWLMGzYMCgUCuzduxdbtmyBXC7HyJEjkZaWVuvGcmN88MEHYuDR398f0dHR6NWrF65du4aVK1ciPT0dsbGx6NSpEz766COdfbm7u+PYsWM626hfE6uruY6ZiIiIzFeTBh99fX2bpF8/Pz8cPHgQAHD58mUEBQVJtlMqlbh27RoAoG/fvkaP065dO3h6eiInJweXL1/W2VZ9f92x/Pz8JNs1tJ+nnnpKbz+enp5wdHQUH1eVY33w4AEmTpyocy4AsHHjRmzcuBEAkJiYyOAjEZkXd38GoiwVL94RERGRuXHxAu5K3KTNZQHM2ty5c6FQKGBtbY0ffvgBgwYNEvc988wz6N27N6KjoyGXy7F69WosXbrU6DHkcjk+/fRTAMDAgQNx6tQpcYmdgIAAjB49GiEhIUhLS8OqVavw1ltv6cw4bNu2Lfr162f0PFSa45iJiIjIvDV9HYYmMGTIEHH75MmTWtulpaWJ5UeDg4MbNNaVK1dw69Ytre3U51F3rJ49e4rlTXXNFwBOnToFQLjDzMvLS3Iu+vq5desW5HK55FyIiIgsAtf0JCIiInMTulAoE6+OywKYtZSUFCQlJQEApk6dWisIpzJ//nzx5vK1a9fi0aNHRo+zZs0aKJVKAMC6devEwKOKg4MD1q1bB0C4Ef/zzz83egxDNdcxExERkXkzy+BjaGgoOnToAADYsWMHampqJNtt375d3I6MjKzXWGPGjJHsT11ZWRn2798PQMhO9PHxqbVfJpMhIiICgJCReO7cOcl+zp07J2YsRkREQCaT1drv4+Mjnrzt379f6+Lduo576dKlqKmp0fln27ZtYvtt27aJj4eGhkqOR0RE1Ox48Y6IiIjMjWpZgD5hQKe+QI9gwP3PwKGZwO4JwprWZFYOHz4sbk+ZMkWyjZWVFd58800AQhWqxMREo8aoqanBkSNHAAgVxrRV/woKCkKfPn0AAEeOHNF6rayhmuOYiYiIyPyZZfDRxsYGc+bMASCsK6kqPaHu7NmzYi38kJAQBAQESPYlk8kgk8k0sgxVIiMj8fjjjwMAPv74Y7GMq7oFCxagsLBQ3JYyb948tGnTBgAwe/ZsKBSKWvsVCgVmz54NALC2tsa8efMk+3n//fcBAPfv30d0tOYF1mvXruHjjz8GAHh7e9c76EpERGSy8tOFNR+dugKOnYUsyD5hwsU8rulJREREpky1LEDkl0DeBeDGGaEUqzwB2PoiA5Bm5vTp0wAAR0dHDBgwQGu7kJAQcTs5OdmoMa5fv478/HyNfnSNk5eXh+zsbKPGMVRzHDMRERGZP7MMPgJCkE+VYRgdHY0ZM2YgMTER586dw8cff4zhw4dDqVTC3t4ea9asqfc4bdu2xbp162BlZYWioiIEBwdj/fr1SElJwbFjx/Dyyy/jiy++ACCURX3jjTck+/Hx8REDk2lpaQgODsa+ffuQlpaGffv2ITg4GGlpaeKx9e7dW7KfSZMmiaVUN2zYgJdffhnHjh1DSkoK1q9fj8GDB6OoqAhWVlaIiYmBtXWTLutJRETUvPLThQtz8gTgQTZQegcoviVkPDLwSERERObixApAWV77MWU5cHJly8yH6iUzU1jD09vbW+f1F19fX43nGCojI0Oyn4aMc+/ePYSEhKBjx46wtbXFY489hhdeeAHr16/XWmWrbr9NecxERERk/sw2MtWuXTvEx8cjLCwMV69exebNm7F58+Zabdq3b49du3bhqaeeatBYYWFh2LhxI959913cvn1bzFBUFxgYiEOHDonZjVKWL1+OO3fuYOvWrUhPT8eECRM02kydOhX/+Mc/tPbRpk0bHD58GGFhYUhNTcXBgwdx8ODBWm1sbW2xfv16jBgxwoijJCKycKpsucJsIVMudCGDVeZI14W6V/e0zJyIiIiIjFWYLf34/evNOg2qv/LychQUFAAAPDw8dLZ1cXGBo6MjSktLkZOTY9Q4ubm54ra+cTw9PcVtXeOUlJTg1KlT4u+3bt3CrVu38MMPP+CTTz7B/v37MXjwYI3ntcQxS7l586ZR/REREVHzM9vgIyDcZZWeno4NGzbg66+/RlZWFiorK+Hp6YmwsDDMnTsXPXr0aJSxoqKiMGjQIMTExOD48ePIz8+Ho6Mj+vbti9dffx3Tpk3Tm2VoZWWFuLg4vPTSS9i8eTNSU1NRUFAANzc3BAQEYMaMGQYFDN3c3HDmzBls2bIFu3fvRmZmJkpLS+Hu7o5nn30Wc+fOxRNPPNEox01EZBFU2XKqoNXdTOC3RJbpNEe8UEdERESWwMVLOCety7Vns0+F6qe4uFjcdnJy0tteFYgrKSlpsnEcHR3FbalxZDIZgoKCEB4ejj//+c/o0qULysvLcenSJcTFxSElJQV5eXkYPnw4kpKS4O9f+7tScx2zehCViIiIzJNZBx8B4UQmOjpacv1DQxizAHe/fv00sivrIywsDGFhYQ3qw9raGjNnzsTMmTMbPJ+6Jk+ejMmTJzd6v0RELYbZcpaDF+qIiIjIEoQuFG6Gq3WOKgMUD4Qb53iDnMkrL//j387GxkZve1tbWwCAQqFosnFUY2gb5/PPP4ezs7PG44MGDUJUVBSWLFmCjz76CKWlpZg2bRrS0tIgk8nqNRf1+Rh7zERERGT+zHbNRyIiIoMxW8785acDuycAdzIBWZ3TF2s7Yc1HIiIiInPh7i9U4egRDEAV3KkBbpwRKnbkp7fk7MgAdnZ24nZlZaXe9hUVFQAAe3v7JhtHNYa2caQCjyoymQzLly/Hs88+CwD46aefcObMmXrPRX0+xh5zTk6Ozj8pKSlG9UdERETNz+wzH4mIiPRitpx5q1s2FxACkM7dgc5+QuCR2QFERERkbtz9Adv2AOpUZGKFDrPQrl07cduQsqKlpaUADCtXWt9xVGPUZxyVGTNm4Pjx4wCAkydPIjg4uF5zUZ+PsXPRt54kERERmT5mPhIRkeULXShkx6ljtpz5kCqbW1MtBB5f3cPAIxEREZkvVugwW3Z2dujYsSMAIDc3V2fbwsJCMRBn7HqG6oE4fePk5OSI2/VdN9HPz0/czsvLq7WvuY6ZiIiIzB+Dj0REZPlUZa36hAGd+go/3/qeQStzwYtyREREZKlcvKQfZ4UOs6AK1GVlZUGpVGptd/nyZXG7b9++9Rqjbj+NPY6K+hqPuubTlMdMRERE5o/BRyIiah3c/YUsuVnnmC1nbnhRjoiIiCwVK3SYtSFDhgAQyoteuHBBa7uTJ0+K2+plTA3Rs2dPuLu7a/Qj5dSpUwCAbt26wcvLy6hxVDIyMsRt1bjqmuOYiYiIyPwx+EhERESmjRfliIiIyFKpV+hw9gIcOwPtugpl5/PTW3p2pMeYMWPE7W3btkm2qa6uxs6dOwEAzs7OGDZsmFFjyGQyREREABCyCc+dOyfZ7ty5c2K2YUREhN4MRm02bdokboeEhGjsb45jJiIiIvPH4CMRERGZrvx04eKbU1fhYpyLF8vmEhERkWVx9xduqiq5BZTeEUrOyxOArS8yAGniAgMDMXToUABAXFwczp49q9Fm9erVyMzMBADMnTsXbdu2rbX/xIkTkMlkkMlkmDx5suQ48+bNQ5s2bQAAs2fPhkKhqLVfoVBg9uzZAABra2vMmzdPo49z587h5s2bWo+lpqYGS5YswY8//ggA+NOf/iSZsdgYx0xERESWz7qlJ0BEREQkKT9duOimLP/jsQo74JXtDDwSERGRZTmxovY5DyD8fnKlsGQAmay1a9ciODgYCoUCw4cPx+LFizFs2DAoFArs3bsXmzdvBgD4+Phg/vz59RrDx8cHCxYswCeffIK0tDQEBwdj4cKF6NWrF65du4YVK1YgPV0IVC9YsAC9e/fW6OP777/HJ598ghdffBHPP/88/Pz84OzsjIqKCly8eBFbt27F+fPnAQAODg7YsmWL1uzJ5jhmIiIiMm8MPhIRUeuiyqQrzBay6EIXMpBlqngRjoiIiFqLwmzpx+9fb9ZpkPH8/f2xb98+TJw4EUVFRVi8eLFGGx8fH8THx6Ndu3b1Hmf58uW4c+cOtm7divT0dEyYMEGjzdSpU/GPf/xDax8VFRU4cuQIjhw5orVN9+7dsXv3bgQEBGht01zHTEREROaLwUciImo96mbS3c0EfktkCU9TxYtwRERE1Fq4eAnnpnW59mz2qZDxwsPDcfHiRaxduxbx8fHIzc2FjY0NvL298corr+Ddd9+Fg4NDg8awsrJCXFwcXnrpJWzevBmpqakoKCiAm5sbAgICMGPGDIwYMULr86dMmYIuXbrg7NmzuHjxIu7cuYN79+7B2toabm5u+POf/4zw8HC89tprsLOz09pPcx4zERERmS9ZTU1NTUtPglqf3NxceHp6AgBycnLg4eHRwjMiolZh9wRh/Zy6+oQxk84U8d/LKE392fr7778jJiYG8fHxyMnJga2tLXr16oVx48Zh1qxZjXZxKSEhQbygdvfuXXTq1AkBAQGYPn26zgtq6pRKJWJjY7Fr1y5cvnwZJSUlcHd3x3PPPYc5c+bgiSee0Pn8Bw8eIDU1FSkpKUhJSUFqaqq4RlJISAhOnDjR0MPUi+dKREStzP9v777jo6ry/4+/J4R0Qgg9BGkxFMWVBaIIGNRdlSBNqisKCIhiwV0FRV3LzwpYlqLSm4sgNlARcXXpPRgVJBiqJhBKaCEFQpL7+2O+M5tk7iQzyaS/no/HPBjmnjnn3ORCPpnPPZ9jVm7e4iWFXCXVb0u1jhLi52rVwvcTAADPKa2fq6x8BABUH6ykq1x6PG1dmZr3QzhvPyl6YvnNqZr66quv7GW1bDIyMhQbG6vY2FjNmzdPq1evVkRERLHHyM3N1YMPPqj58+fne/3YsWM6duyYVq5cqdGjR2v27Nny8vJy2k9KSopiYmK0a9eufK8fPnxYc+bM0eLFizVz5kyNHj3aaR8dOnTQ0aNHi30uAAC4LayDtRrHhinSyX3ShT8kI9cav547SrUOAAAAVCrOP7kBAKCqqdPc/HXKWVU8tr05gxpJgQ2s37vWMXzoVg7i4uI0ZMgQpaamKigoSK+99pq2bt2qH374QWPGjJEkJSQkqFevXrp48WKxx3nuuefsiccOHTpo2bJl2rlzp5YtW6YOHazf83nz5un555932kdOTo769+9vTzzefffdWrNmjXbs2KHp06erQYMGunz5ssaOHas1a0xW1f6fvIVBGjZsqLvuuqvY5wUAgMvCOlirOzRoa0085mXb9xoAAACoBFj5CACoPlhJVzmYlR277CcNWkTisRyMHz9emZmZ8vb21nfffacuXbrYj9166626+uqrNXHiRCUkJOjtt9/WSy+95PYYCQkJeuuttyRJnTp10saNG+Xv7y9J6ty5s/r06aPo6GjFxsZq6tSpeuCBB0xXWS5evFibN2+WJI0bN07vvfee/VhUVJR69uypjh07KjU1VY8//rji4+Pl7e0YDj/66KNq0aKFoqKi7KVHLBaL2+cFAECxUK0DAAAAlRwrHwEA1YetnFXrGOveOaykq5jWT86feJS427+c7Ny5U5s2bZIkjRo1Kl/i0ebJJ59U27ZtJUnTpk3TlStX3B7nX//6l7KzsyVJM2bMsCcebQICAjRjxgxJ1v0c3333XdN+bAnM0NBQTZ061eF4RESEJk2aJEk6ePCgvvjiC9N+nnrqKQ0YMMCeeAQAoExRrQMAAACVHMlHAED1Yitn9ch2658kHise7vavMFauXGl/PnLkSNM2Xl5euv/++yVJ58+f17p169wawzAMrVq1SpLUpk0b3XjjjabtbrzxRrVu3VqStGrVqnylUSXr6sn4+HhJ0uDBgxUQEGDaz4gRI+zPnSUfAQAoVz2etlbnyMciZZ63VogAAAAAKjiSjwAAoGLhbv8Kw1bCNDAwUB07dnTaLjo62v58y5Ytbo1x5MgRHT9+3KGfwsY5duyYjh49ajrXovpp1KiRIiMjizVXAADKhK1aR7Oukmxlvw3pj63W0vQkIAEAAFDBkXwEAAAVi9nd/uzNWS5sKwkjIiJM90a0adOmjcN7XLVv3z7Tftwdpzj9JCYmKj093eW5AgBQZsI6SL7BkvKv9KcUPQAAACoD558iAQAAlKXjcdb9Hs8dlcL+LFksUsZZ64rH6ImUyC1jly5dUkpKiiQpPDy80LZ16tRRYGCg0tPTlZiY6NY4SUlJ9udFjZN3D8aC4xSnH8MwlJSUZC/nWpbyztdMcnJyGc0EAFBhUYoeAAAAlRTJRwBA9ZQ30VWnuXW1Hcmt8nM8zlpGLPvS/17z9rOWHOP7Ui4uXrxofx4UFFRke1vyMS0trdTGCQwMtD8vOI6n+ikreROpAACYqtNcOm1SUYBS9AAAAKjgKLsKAKh+bImuhDXWD3QS1rB/TnlbPzl/4lGirFg5u3Tpf98PHx+fItv7+vpKkjIzM0ttHNsYZuN4qh8AACoMs1L0Fi/p1D7po6HErgAAAKiwWPkIAKh+Ckt03bOsfOZU3VFWrMLx8/vfh51ZWVlFtr98+bIkyd/fv9TGsY1hNk7BfvL+3Z1+ykpR5WmTk5MVFRVVRrMBAFRIYR2sVSA2TJFO7pMu/CEZuda46dxR6fA6qkQAAACgQiL5CACofkh0VTyUFatwatWqZX/uSmnS9PR0Sa6VaC3uOLYxzMYp2E9hycfC+ikrRe1LCQCAJGti8Z5l1pWO54/mP8bNcwAAAKigKLsKAKh+6jQ3f51EV/kxKyvm7SdFTyyf+UB+fn6qW7euJCkpKanQtufOnbMn9NzdyzBvEq6ocfKuFiw4TnH6sVgsJAEBAJUDN88BAACgEiH5CACofkh0VSzH46ylcIMaSYENrMnh1jGUEasA2rVrJ0k6ePCgsrOznbbbv3+//Xnbtm2LNUbBftwdpzj9NG3aVIGBgS7PFQCAcsPNcwAAAKhESD4CAKof2/45rWOk+m1JdJWn43HSgjulhDXWUmLpp6SLJ6yJYL4f5a5bt26SrGVKd+/e7bTdhg0b7M+7du3q1hgtWrRQWFiYQz9mNm7cKElq0qSJmjdvbjrXovo5ceKEEhISijVXAADKjdnNc7JImeet8RQAAABQgZB8BABUT7b9cx7Zbv2TRFf5WD/Zul9RXrb9i1Du+vXrZ3++cOFC0za5ublasmSJJCkkJES33HKLW2NYLBb17dtXknVF4vbt203bbd++3b5isW/fvrJYLPmOR0ZG2ldDrlixQhkZGab9LFq0yP68f//+bs0VAIByY7t5rllXSbafgYb0x1brjVwkIAEAAFCBkHwEAADlh/2LKrSoqCh1795dkjR//nxt27bNoc3bb7+t+Ph4SdL48eNVs2bNfMfXr18vi8Uii8WiESNGmI7zxBNPqEaNGpKkxx57TJmZmfmOZ2Zm6rHHHpMkeXt764knnjDt56mnnpIknT17VhMnOpZRPnTokN544w1JUkREBMlHAEDlEtZB8g2WZOR/nRu3AAAAUMF4l/cEAABANVanuXQ63vF19i+qMKZNm6auXbsqMzNTt99+u5599lndcsstyszM1PLlyzVnzhxJ1pWHTz75ZLHGiIyM1IQJE/Tmm28qNjZWXbt21dNPP61WrVrp0KFDmjx5suLirCs6JkyYoKuvvtq0n+HDh2vBggXasmWL3nvvPZ04cUJjxoxRnTp1tHPnTr3yyitKTU2Vl5eXpk+fLm9v81D4p59+0k8//WR67MSJE/lWT0rSwIEDFRQUVKxzBwDALdy4BQAAgEqA5CMAAMfjrOU/zx21JsN6PE0Z1rLS42np8Lr8pVe9/ax7PqJC6NChgz7++GMNGzZMqampevbZZx3aREZGavXq1apVq1axx3nttdd06tQpLViwQHFxcRo6dKhDm1GjRunVV1912keNGjW0cuVKxcTEaNeuXfrss8/02Wef5Wvj6+urmTNnqmfPnk77WblypV5++WXTY7/99ptGjhyZ77UePXqQfAQAlA1nN25lnLHGtMSwAAAAqAAouwoAqN6Ox1n3yUlYY/0gJ2EN++aUheNx0kdDpS8elsL+bN2/qH5bqXWMdT8jPjirUHr37q1ffvlFf//73xUZGamAgACFhISoU6dO9lWJERERJRrDy8tL8+fP1+rVq9W3b1+FhYXJx8dHYWFh6tu3r7755hvNmzdPXl6Fh6/16tXT1q1b9f7776tbt26qW7eu/Pz81LJlS40ZM0a7d+/W6NGjSzRXAADKTY+nrTdqFZR+ihgWAAAAFYbFMAyj6GaAZyUlJalp06aSpMTERIWHh5fzjABUWx8NtSYcC2odI92zrOznUx3YEr4FVzuSdCwRfrZWLXw/AQBOHY+Tlg62JhwLIoY1xc/VqoXvJwAAnlNaP1dZ+QgAqN7YN6fsrZ+cP/EoWf++YUr5zAcAAKAyCesgBdQ1P0YMCwAAgAqA5CMAoHqr09z89dAWZTqNaoWELwAAQMkQwwIAAKACI/kIAKjezPbN8faToieWz3yqAz4sAwAAKBmzGNbiJZ3aZ91WgL0fAQAAUI5IPgIAqrewDta9BlvHSPXbWv9k78HSRcIXAACgZPLGsCHNrYlHI9daYSJhjXV/bRKQAAAAKCfe5T0BoCRyc3OVlpam1NRUZWVlKScnp7ynBHhEjRo15OPjo+DgYAUFBcnLi3tFSlVYB+meZeU9i+rheJx1z8egRtKVDMknQGrQzpp4JOELAADgOlsM+9FQ6fzR/Mds+2kT4wIAAKAckHxEpXXx4kUdO3ZMhmGU91QAj8vOztbly5d18eJFWSwWNWnSRLVq1SrvaQElczzOehd+9qX/vXbZTxq0iMQjAABAcbGfNgAAACoYko+olMwSjxaLRTVq1CjHWQGek5OTY7++DcPQsWPHSECi8ls/OX/iUeKufAAAgJKq01w6He/4esYZ681f3OQFAACAMkbyEZVObm5uvsRjUFCQQkNDFRAQIIvFUs6zAzzDMAxlZGTo7NmzSktLsycgIyMjKcFammwlQc8dtX6I0+NpPqzxJO7KBwAA8LweT0uH1zne5JV+ylp1gv3MAQAAUMb4BBuVji0RI1kTj+Hh4QoMDCTxiCrFYrEoMDBQ4eHhCgoKkmRNSKalpZXzzKowW0nQhDXWO8cT1lj/fjyuvGdWddRpbv56aIsynQYAAECVEtbBmmAMbOB4zFZlAgAAAChDJB9R6aSmptqfh4aGknRElWaxWBQaGmr/e97rHx5WWElQeEaPpyVvv/yveftJ0RPLZz4AAABVRVgHKaCu+TGqTAAAAKCMkXxEpZOVlSXJmpQJCAgo59kApS9vSWHb9Y9SQEnQ0mUraRvUyHpXfp3mUusYyoABAAB4irMqExcSpY+GUtEDAAAAZYbkIyqdnJwcSVKNGjVY9YhqwWKxqEaNGpL+d/2jFFAStPTkLWl7/qh1/6GLJ6wrHkk8AgAAeIZZlQlJykpjSwEAAACUKZKPAABIlAQtTZS0BQAAKH22vR9bx0g+QY7Hib8AAABQRkg+AgAg5f+wpn5bSoJ6EiVtAQAAykZYB+meZVLtpubHib8AAABQBrzLewIAAFQYtg9r4Fl1mkun4x1fp6QtAABA6XAWf2WcsZZe5QY7AAAAlCJWPgIAgNJFSVsAAICy5Wz/x/RT7P0IAACAUkfyEQAAlI7jcdJHQ6UvHpbC/iw160pJWwAAgLJg21IgsIHjMfZ+BAAAQCkj+QgAgBlb4uy9G61/cne4e47HWe+qT1hjLfn1x1bp2G6p/wfW0rYkHgEAAEpXWAcpoK75MfZ+9Ljff/9dTz75pNq0aaPAwECFhoaqc+fOmjp1qjIyMjw2zpo1a9S/f3+Fh4fL19dX4eHh6t+/v9asWVPke0+ePKl58+bpb3/7m9q1a6egoCD5+PiocePGuvPOOzVnzhxlZmYW2Y/FYnHp0aNHDw+cMQAAqIxIPgJwWXp6umbNmqWYmBg1adJEfn5+8vX1Vf369dW5c2c98MADmjt3rhITEx3eO2LECNNfRry8vBQSEqI//elPeuSRR/TTTz85Hb958+ayWCxq3ry56fHc3Fzt27dPixYt0rhx49S5c2f5+vrax1q/fr1nvhCo+gomzhLWUJ7KXesnW++qz4u77AEAAMpWnebmr9v2foRHfPXVV7ruuuv0zjvv6LffflNGRobOnTun2NhYTZw4UR06dNDBgwdLNEZubq5Gjx6tmJgYrVy5UseOHVNWVpaOHTumlStXKiYmRmPGjFFubq7p++fOnasmTZpozJgxWrZsmeLj45Wenq4rV67oxIkTWrt2rcaOHas//elP+uWXX0o0VwAAAO/yngCAymHbtm0aOnSo/vjjD4djKSkpSklJUWxsrBYuXKiGDRvqxIkTLvVrGIYuXLigX375Rb/88otmzZqlZ555Rq+99prbc/zwww81YsQIt98HOCgscXbPsvKZU2Vz7qj569xlDwAAUHZ6PC0dXucY29r2fqQUfonFxcVpyJAhyszMVFBQkCZNmqRbbrlFmZmZWr58uebOnauEhAT16tVLsbGxqlWrVrHGee655zR//nxJUocOHTRx4kS1atVKhw4d0pQpUxQXF6d58+apfv36ev311x3ef/LkSeXk5MjHx0d33XWXbr/9drVt21a1atXSoUOHNHfuXH333Xc6cOCA/vKXv+jHH39UeHh4oXN6+OGHNW7cOKfHAwMDi3WuAACg8qv0Kx8zMjI0ZcoUde7cWaGhoQoMDFSbNm305JNP6vfff/foWHv37tXYsWPVqlUr+fv7q379+urevbtmzZql7Oxsl/spSYkMm+zsbM2aNUvdu3dX/fr15e/vr1atWmns2LH69ddf3TqvlJQUTZkyRV27dlWjRo3k6+ursLAw3XDDDZowYYK2bdvmVn+oehISEnTHHXfYE499+vTRkiVLtH37dv3444/67rvvNHXqVN1+++2qWbNmkf2tXbtWe/bs0Z49e/Tzzz/ru+++0/jx4+Xt7a3c3Fy9/vrrev/9992ep2EY9uc1a9bUn//8Z7Vv397tfgASZx7g7C770BZlOg0AAIBqjb0fS9348eOVmZkpb29vfffdd3r22WfVpUsX3XrrrZozZ46mTLF+jRMSEvT2228Xa4yEhAS99dZbkqROnTppy5YtGjp0qDp37qyhQ4dq8+bN6tSpkyRp6tSppqssAwMD9fTTTyspKUmfffaZxo4dq5tvvlkdOnTQwIEDtXbtWv3jH/+QJJ0+fVovvPBCkfNq0KCBrr32WqePFi2I/QEAqK4sRt5P6yuZgwcPKiYmRgcOHDA9HhwcrKVLl+quu+4q8Vhz587Vo48+qqysLNPjUVFRWr16terVq+e0j9zcXD344IP2O9XMjB49WrNnz5aXl/O8cEpKimJiYrRr1y7T476+vpo5c6ZGjx7ttA+bTz75RA8//LDOnDnjtE3fvn21cuXKIvtyR1JSkpo2bSpJSkxMLPJuurwOHDig7OxseXt76+qrr/bovGBu0KBB+vTTTyVJCxcuLHR14enTp7VixQo98sgj+V4fMWKEFi9eLEk6cuSIaenUr776Sn369JEk1a9fX8nJyapRo4b9ePPmzfX777+rWbNmOnr0qMP7d+7cqR07dqhz5866/vrr5efnp5deekkvv/yyJGndunWVds8Jrvsy9tFQa6nVglrHsPLRVbbStXnvsvf24+76UlSSn62oePh+AgA86r0brdsJFFTDV2p1q3WFZBWO0Urr5+rOnTt1ww03SJLGjh2rWbNmObTJzc3Vtddeq/j4eIWEhOjUqVMu3bSb17hx4/TBBx9IslYluvHGGx3abN++XV26dLG3f++999w9HWVlZal58+ZKTk5W7dq1dfbsWdPPpywWiyTpxRdf1EsvveT2OCVFnAQAgOeU1s/VSlt29eLFi+rVq5c98ThmzBgNHTpU/v7+Wrdund544w2lpqZqyJAh2rJli66//vpij/XNN9/ooYceUm5urho2bKjnnntON9xwg86ePau5c+fq888/186dO9W/f3+tX78+X7Ikr5KWyJCknJwc9e/f3554vPvuuzVmzBiFhoZqx44devXVV3Xq1CmNHTtWTZo0Uc+ePZ2e15IlSzRy5Ejl5uYqLCxMDz30kG666SbVrVtXFy5c0J49e7Rq1Sq3g2JULTk5OVq9erUk6x2WRZU1rV+/vkPi0VW9e/dW9+7dtWnTJp0+fVo//vijOnfu7PL7o6KiFBUVVayxgXzMylN5+0nRE8tvTpXJ8Thr6dqgRtKVDMknQGrQzvr1q8IfagEAgOpjT9IFTfshQQknLyojK0cBPt5qFOwryaITqZnKyMqRt5eXsnNzTY95on2Aj7ciGwZp/G2Rah9eu/AJ12lunnzMuWy96e7wOm4SK4a8N2qPHDnStI2Xl5fuv/9+TZo0SefPn9e6det0++23uzyGYRhatWqVJKlNmzamiUdJuvHGG9W6dWv99ttvWrVqlWbOnGlPErrKx8dHXbt21aeffqoLFy7ozJkzql+/vlt9AAAASJU4+Th16lQlJCRIkqZMmaIJEybYj3Xp0kU9evRQdHS0MjIy9MQTT2j9+vXFGufKlSt67LHHlJubq+DgYG3ZskWtWrWyH7/zzjv1yCOP6P3339fmzZud7jlXsETGxo0b5e/vL0nq3Lmz+vTpo+joaMXGxmrq1Kl64IEHFBER4dDP4sWLtXnzZkmOd7JFRUWpZ8+e6tixo1JTU/X4448rPj5e3t6O3+b4+Hg9+OCDys3N1V//+ld9/vnnCgoKytcmOjq60NWeqB5Onz6tzMxMSTK9Jj0tKipKmzZtkiT9/vvvbiUfAY+xlafaMMVaajW0BYkzV5mteLzsJw1axNcPAABUKgUTjLbkoLeXl05dvKTcfHWksvTH2QwnPZkd80R762s/xJ9Su8bBCvT1Nk1Wns/MUvfA3nquxn/llXPZfEj2Ny8W2+czgYGB6tixo9N20dHR9udbtmxxK/l45MgRHT9+3KEfZ+P89ttvOnbsmI4ePVqssqeXL//vGnF2cz0AAEBRKuWej1euXNH06dMlSW3bttWTTz7p0Oamm27SqFGjJEkbNmxwWqK0KF988YUOHz4sSZo0aVK+xKPN1KlTVadOHftzM//617/s+0LOmDHDnni0CQgI0IwZMyRZ93N89913TfuxJTBDQ0NNx4qIiNCkSZMkWcvSfvHFF6b9PPbYY7p8+bLCwsL06aefOiQe8/Lx8XF6DFVf3u9/fLzJnbIelnelbU5OTqmPBzgV1sH64csj261/kjhzzfrJ+ROPEvsJAQCACm9P0gWNXrxLN0/5rzq9+h/d+PoP6vveZn0ff0p/nM1USlqWTqResv+ZW4E2sDEk/Zqcqp1Hz9rn+sfZDO08ek47j55Vwsk0zT8coj4Z/9Q6dVKWnFQ3Yn9zt9l+R46IiDC98dumTZs2Du9x1b59+0z78fQ4kvXztm3btkmSGjZsqNDQ0ELbf/LJJ2rXrp0CAgJUq1YtXX311Ro+fLjWrVvn9tgAAKBqqZTJx3Xr1unChQuSpOHDhzvdHzHvCkRnSbii5C2h4azcZEBAgAYPHizJGhTaVmTauFsiQ5JWrVqlgttxJiQk2IPHwYMHKyAgwLSfos57//79+uGHHyRJjz76qIKDg037ASRrortZs2aSpJ9//lmTJ09Wbm5uqY23Z88e+/OwsLBSGwdAKTl31Px1PswCAAAVTN6Eo1misSIlGD1hr9FSIy/9Qxty2pseP5uSrKdnLNHt727Q6MW7tCfpQhnPsHK5dOmSUlJSJKnIvZHq1KmjwMBASda9lNyRlJRkf17UOLb9moozjiTNmTPHfk6DBg0qsv2+ffsUHx+vzMxMpaWl6eDBg1qyZIluvfVW9e/f3/7ZnbuSkpIKfSQnJxerXwAAUHYqZdlVW1kLqfCSE506dVJAQIAyMjK0ZcuWEo3VunVrNWrUyGm76OhozZ49W5K1hEZkZKT9mKdKZLh63o0aNVJkZKQSEhJMz/uTTz6xP+/Tp4/9eWpqqk6ePKmQkBBq+iOfxx57TE899ZQk6ZlnntGsWbPUp08f3XTTTYqKiipWKRczP//8s7799ltJ1qQ+JVdRIdj2Lzx31LpXTo+nWQVZGGf7CYV65v8JAACA4spbRjU184ouZGariuUXXTIt+25199ojP8uVfK+HGuf1cso/NDDrRX1/sqW+jz+lEP+aCvavma+E61WhAa7tM1nFXbx40f68sGpSNoGBgUpPT1daWlqpjWNLcEpye5zDhw/rueees49jq6plJiAgQH369NFtt92mNm3aKCgoSKdPn9aGDRs0a9YsnTlzRitXrlTfvn31n//8J1+FI1fkTaICAIDKqVImH10tOeHt7a2IiAj98ssvxSo3kZaWZr9TrCSlLUpSIiNvUsfdfhISEpSYmKj09PR8Aej27dslWctbtmnTRmvXrtXLL79sL60hWQO9++67T08//XSxVkbmvTPPDHepVS5///vftW/fPi1YsECSdPToUU2fPt1e/rhhw4bq0aOH7r33Xt11111ubWpvGIZOnjypr7/+WpMmTbKXWn388cfl5+fn+ZMB3FFw/8LT8dLhddb9IElAmuvxtPVrlLf0qrefdc9MAACAMpY34Zh0LrPKrWYsjr1GSw3MelELfaaqviX/yjQ/yxWN9/5CY65Yt7c5n3lF5zOv5NtvMuFkWr59JqtrQvLSpf/Fu65sV+Pr6ytJyszMLLVxbGO4O05GRobuvvtu+0rFGTNmFFqJ6NixYwoJCXF4/a9//asee+wx9ezZU3FxcdqwYYM++OADPf744y7PBQAAVA2VMvloS2wFBgaaBjt5NW3aVL/88otOnz6ty5cv5wvEXB1HKllpi/LsxzAMJSUl2cu5Sv9LYoaEhGjatGmme2YmJibq9ddf12effabvvvtOV111VaHjFXYe1YXtl9o/zmZUuV+8vLy8NH/+fA0dOlTvvPOOvv/+e/seppJ08uRJffzxx/r444/VqVMnLV++3HR/VJuiVkr26tVL/+///T+PzR8otsL2L7xnWfnMqaLKu0I07M+SxSJlnLWueIyeSLIWAACUqT1JF/TK179q19Fzpba60csiNajlp+xcQwE+NdQo2E8Wi5R8IVMZWbny9rI4PVbS9qmZ2bqQeaXY57bXaKmzRi2H5KMk3ez1s+bWfEvTsu/WXqOl6ftt+0zaVMeEZN6bZbOysopsf/nyZUmSv79/qY1jG8OdcbKzszVo0CD9/PPPkqSHH37Y6bZDNoV9FtewYUN9+umnatOmja5cuaIZM2a4nXwsqmRscnKyoqKi3OoTAACUrUqZfLSVnHC1rIVNWlqaW8lHT5W2qGj9nD17VpJ04cIFPfXUUwoODtbrr7+uQYMGqXbt2tq7d69efPFFrV69Wr/99psGDhyobdu2qUaNGoWOWZ3tSbqggbO26nK2dS/EhJNp2nQgRZ8+dFOV+kXrr3/9q/76178qNTVVW7Zs0a5duxQbG6uNGzfa75CMjY1V9+7dtXv3bjVu3Njlvn18fNS5c2c9+OCDuu+++9xaPQmUGvYvdE3BFaKSdbUjK0QBAEAZKo1VjnkTjHmTg5ENa2n8bVeX6+971vM9oD/OpivE38c0WZmRla1fj6eaJin/MBqotRyrFvlasvXXGj+qu9ceDcx60WkCsiCzhOR/959SeJ0ARTYMqnKJyFq1atmfu1LiND09XZJrn2UVdxzbGK6OYxiGRowYoW+++UaSNHjwYM2cOdOt+Zlp2bKl/vrXv+qbb77RwYMHdfz48UJXUhZU1A33AACg4quUyUdbyQl3ylpI5VfaoqL1YwtGs7Ky5OXlpS+//DLfHpIdO3bUl19+qbvuuktr1qzRrl279Omnn2rIkCGFjplXdbtLbdoPCfbEo83l7FxN++GA5g3vVE6zKj3BwcHq2bOnevbsKcl6d+VHH32kJ598UufOnVNycrL++c9/at68eabvX7t2rf0XDy8vLwUFBalRo0Yu/ZsGyhT7F7qGFaIAAKAceWqVY8GVjBUhwViY9uG1Xfp905akTDiZmi8x+XXG/ep+wXHvR5uCJViLI9eQ/jiboT/OZmhDwml1aFpH5zOzFOJfU5V9D0k/Pz/VrVtXZ86cKXLrmXPnztk/i3G3UlTeRFxR4+T9LMaVcR555BEtXbpUktSzZ0/9+9//lpeXl1vzc6Zdu3b2pOaxY8fcSj4CAIDKr1STj55YubRw4UKHcg+2khPulLWQyq+0RWn1U9h+eEX1Ywt677rrrnyJRxsvLy9NnTpVa9askSR9/PHHbiUfq9tdann3v8j/errp61WNr6+vRo4cqbCwMN15552SpM8//1xz5swx/cUlMjJSzZs3L+NZAsXA/oWuYYUoAAAoB55KOlokRbUI1fO92lW6BJgrnCcpu+jATxFK++51XZOxSz5yTEJ28fpV11oOu7z6sTBXcgztPHrW4fXKvEKyXbt22rRpkw4ePKjs7Gx5e5t/zLZ//37787Zt27o9hlk/JR3n6aef1gcffCBJuvnmm/XZZ5+pZs2abs2tMFQzAgCgequUKx9tJSfcKWshlV9pi9Lqp7DkY1H92I7ffvvtTvu45ppr1KRJEx07dky7du0qdN7V3VWhAUo46fi9vSo00KR11XXHHXeoadOmSkxM1Llz53TmzBnVr1+/vKcFFF9YB2vp0A1TrIk09i80xwpRAABQRkpaWrWyrW4sbVdf3126fo300VApYY3D8SDLJX3m+//0Qt239avRwmkJ15JytkKyoq+K7NatmzZt2qT09HTt3r1bN9xwg2m7DRs22J937drVrTFatGihsLAwHT9+PF8/ZjZu3ChJatKkSaE3/L766quaMmWKJKlz5876+uuv3b5hvyj79u2zP2fVIwAA1U+pJh/j400+iHST2Z5x4eHh2rFjh9LT03X+/PlCN7q2lZyoX7++W/s9StZgzaYkpS08VSKjYD/16tUrsh+LxeKwCrFp06Y6ceKE6RgFNW3aVMeOHdPp06cLbVfdjb8tUpsOpOQrverr7aXxt11djrMqH2FhYfmuP6DSC+tA6dDCHI+TLl2Qdc1Ano+iWCEKAAA8qKSrHKv66sYSM6v48X98laXJ9dZI9yxz2GeysD0liyvvCsmEk2nadCBFnz50U4X8vvXr109vvPGGJGvlLrPkY25urpYsWSJJCgkJ0S233OLWGBaLRX379tUHH3yg/fv3a/v27brxxhsd2m3fvt2+8rFv375Ofx+fNm2a/vnPf0qS2rdvr2+//Tbfze6ecOTIEf3nP/+RJLVq1Srf52sAAKB6KNXkY5s2bUql33bt2umzzz6TZC0pYRZ0SVJ2drYOHTokyf2yFpJ1haBtFVdJSlt4qkRGwX6uv/76Ivtp2rSpAgPzr7675ppr7CsZc3JyCp2P7biz0iGwah9eW58+dJP9l7CrQgOr5d2zGRkZ9rsbg4ODVbdu3XKeEeBhx+Os+xueO2pd7dfj6eq9CvJ4nLTgzgIfUlmkZjdJd7xWvb82AACgxDyxytFayrN6r250ia3ix6K7pCyTik3/V07frIRrwYSkxSIlX8gs1vfMzOXsXE374YBL+1uWtaioKHXv3l2bNm3S/PnzNXz4cHXp0iVfm7ffftt+c/748eMdSpuuX7/enpAcPny4Fi1a5DDOE088oTlz5ignJ0ePPfaYNm7cmG+lYmZmph577DFJ1s9vnnjiCdP5Lly4UH//+98lWbdD+c9//qPQ0FC3zvmrr75Sz549nX5OdPLkSQ0YMMC+7dC4cePc6h8AAFQNlTKj1K1bN/vzDRs2OE0+xsbG2suLulvWIu9Yy5Yt02+//aYTJ06oUaNGpu0KK6HhqRIZBc976NChpn2cOHFCCQkJpnORrLX8bcHs4cOHC52P7Th3qRXN+T4alVtaWppuu+02/fOf/1RMTIzTzedzc3P12GOP6eLFi5KkPn36sPIRVUvBRNvpeOvd4Q98W32TbOsnm9wdb0h+tavv1wQAAJQYqxzLSVgHqXl30/KryjhjjYdNYjxnvwsXTEr+lHheWTm5Du1c8cfZ9KIblZNp06apa9euyszM1O23365nn31Wt9xyizIzM7V8+XLNmTNHkjXZ9+STTxZrjMjISE2YMEFvvvmmYmNj1bVrVz399NNq1aqVDh06pMmTJysuLk6SNGHCBF19tWMVppUrV2rMmDEyDEPBwcGaNm2aTp8+XWilqxYtWjjc0P7YY4/pypUrGjBggLp06aLmzZvL399fKSkpWr9+vWbPnq2UlBRJ1s+xHnnkkWKdMwAAqNwqZfKxR48eql27ti5cuKDFixdr4sSJpkmOvHeL9e/fv1hj9evXT8uWLbP398wzzzi0ycjI0IoVKyRZVydGRkbmO+6pEhmRkZFq27at4uPjtWLFCr399tsKCAhw6Keo8+7Tp49q1qypK1eu6IsvvnAa/G7YsEFnzpyRJHXv3t20DaqHnTt3qnfv3mrSpIn69eunLl26qFmzZqpVq5bOnz+vuLg4LViwQHv27JEk1a5dW6+88kq5zLXgXaI//fST/fm3336ro0eP2v8eERGRL6kPFMos0ZZ9ybofZHUty3ruqPnr/3dnPAAAgDtIOlYAzsqvpp+y3ojnxo13BZOSJVkheVVoYOENylGHDh308ccfa9iwYUpNTdWzzz7r0CYyMlKrV68uUXnT1157TadOndKCBQsUFxdnekP6qFGj9Oqrr5q+f+XKlfbqVqmpqerZs2eRY65bt049evRweP348eOaMWOGZsyY4fS9AwYM0Lx589zeAgkAAFQNlTL56OPjo8cff1yvvPKK4uPj9dZbb2nChAn52mzbtk3z58+XJEVHR6tz586mfdkSfM2aNcuXlLDp37+/WrZsqcOHD+uNN97QoEGD1KpVq3xtJkyYoHPnztmfm/FUiYynnnpKo0aN0tmzZzVx4kTNnDkz3/FDhw7Z9xuIiIgwTT7WrVtXo0eP1gcffKAtW7Zo0aJFGjFiRL42aWlp+ebw0EMPmc4HVZ+3t7caNWqkEydO6NixY3rvvff03nvvOW1/9dVXa9myZYVubl+aRo4c6fTY5MmT8/19+PDhJB/hOhJtjuo0t64ALSi0RZlPBQAAVE6UVq1gbOVXlw62Jhzzyr5kLcvavHuxth8o7gpJX28vjb/NcSVfRdK7d2/98ssvmjZtmlavXq2kpCT5+PgoIiJCgwYN0qOPPmp687g7vLy8NH/+fA0YMEBz5szRrl27lJKSonr16qlz584aO3asSwnFklq8eLE2bNigbdu26fDhw0pJSVFqaqqCgoLUtGlT3XTTTablZwEAQPVSKZOPkjXJ9/HHHyshIUETJ07UwYMHNXToUPn7+2vdunV6/fXXlZ2dLX9/f/3rX/8q9jg1a9bUjBkz1Lt3b6Wmpqpr1656/vnnFRUVpXPnzmnu3Ln2/Se7deum++67z7QfT5TIkKzJkgULFmjLli167733dOLECY0ZM0Z16tTRzp079corryg1NVVeXl6aPn260xr8L7/8slavXq0//vhDo0eP1s6dOzVw4EDVrl1be/fu1eTJk+17Ejz88MPq1KnqlROFa/z8/HTs2DFt375d33//vbZv367ffvtNJ0+e1KVLlxQYGKiwsDD96U9/Ut++fTVgwAD5+PiU97QBzyPR5sjsznhvPyl6YvnNCQAAVBp7ki5o4KytupztfilOVjmWorAOUkBdx+SjZN0PMmGNR7cfKGyF5FWhgZUmqdysWTO98847euedd9x6X48ePWQYrmfdY2JiFBMT4+70tGjRItP9JN0VHR2t6OjoEvcDAACqNovhToRTwRw8eFAxMTE6cOCA6fHg4GAtXbpUd911l9M+ilr5aDN37lw9+uij9g2zC4qKitLq1atVr149p33k5uZqzJgxWrBggdM2o0aN0pw5c5zuqydJKSkpiomJ0a5du0yP+/r6aubMmRo9erTTPiQpPj5evXv31qFDh5y2eeCBBzRr1iyHDdFLKikpSU2bNpUkJSYmKjw83OX3HjhwQNnZ2fL29naapAWqGq77CqDgno+SNdFWXfd8PB5nLUV7Kl66kiH5BEgN2lkTj9Xx61EBlORnKyoevp8Aqro9SRc0ctFOpaSZ/45thlWOZeijoeZ7P+bVOqbSbD/Az9Wqhe8nAACeU1o/V51nuCqBiIgIxcXFafLkyerUqZNCQkIUEBCg1q1b6+9//7t++eWXQhOP7hgzZox2796tMWPGqGXLlvLz81PdunXVrVs3e/nSwhKP0v9KZKxevVp9+/ZVWFiYfHx8FBYWpr59++qbb77RvHnzCk08SlK9evW0detWvf/+++rWrZvq1q0rPz8/tWzZ0j7PohKPktS2bVv9/PPPmjp1qm644QaFhobKx8dH4eHhGjJkiP773/9q/vz5Hk88AkClZCtB1TpGqt/W+md1TjwuuNP6gdT5o9a74i+eIPFYxf3+++968skn1aZNGwUGBio0NFSdO3fW1KlTlZGR4bFx1qxZo/79+ys8PFy+vr4KDw9X//79tWZNER+A5pGdna1Zs2ape/fuql+/vvz9/dWqVSuNHTtWv/76q8v9pKSk6IUXXtB1112n4OBgBQcH67rrrtMLL7xg3xcbAOC6PUkXNHrxLt085b/q+95mlxOPFkk3tAjVqke6aePEWzRveCcSj6Wtx9PWG+0Kc2SjNS4EAAAACqjUKx9RebHyEXAP1z0qFGd3wleiu9+rotK8A/yrr77SsGHDlJqaano8MjJSq1evVkRERLHHyM3N1YMPPmjfs9vM6NGjNXv27DKpELFjxw7169dPJ06cMD3euHFjrVy5UlFRUYX2U1zc0Q+gKtmTdEGvfP2rdh09J3c+gKC0ajk7HidtmGJNMmalmbepJJVA+LlatfD9BADAc1j5CABARXE8zpqAe+9G65/V7Y7vc0fNXz97pEyngbIRFxenIUOGKDU1VUFBQXrttde0detW/fDDDxozZowkKSEhQb169dLFixeLPc5zzz1nTzx26NBBy5Yt086dO7Vs2TJ16GD9QHPevHl6/vnnnfaRk5Oj/v372xOPd999t9asWaMdO3Zo+vTpatCggS5fvqyxY8cWupIyMTFRvXv31okTJ+Tt7a2JEydq48aN2rhxoyZOnChvb28lJyerd+/eSkpKKvY5A0B1YNvXcaeLiUcvi3RVaID+0rahvny0mz4e24XEY3kJ62C9sWzE185XQWZfsiYoAQAAgDy8y3sCAABUKgX3fjwdLx1eVynu+PaYOs2t511QaIsynwpK3/jx45WZmSlvb29999136tKli/3YrbfeqquvvloTJ05UQkKC3n77bb300ktuj5GQkKC33npLktSpUydt3LhR/v7+kqTOnTurT58+io6OVmxsrKZOnaoHHnjAdJXl4sWLtXnzZknSuHHj9N5779mPRUVFqWfPnurYsaNSU1P1+OOPKz4+Xt7ejuHwc889p9OnT0uSPvroIw0aNMh+rHv37urYsaOGDBmiU6dO6fnnn9eiRYvcPmcAqA5s+zpezs51qX29IF8tHNGZZGNFY9t+YNFd5isgD/5gvSGvx9PVJx4GAABAoVj5CACAO9ZP/l/i0aa63PFtW/F5Kl6yFAghvP2sez6iStm5c6c2bdokSRo1alS+xKPNk08+qbZt20qSpk2bpitXrrg9zr/+9S9lZ2dLkmbMmGFPPNoEBARoxowZkqz7Ob777rum/dgSmKGhoZo6darD8YiICE2aNEmSdPDgQX3xxRcObU6cOKGlS5dKku644458iUebwYMH64477pAkffjhh05LswJAdVTcfR19vb1IPFZkYR2k5t3Nj+VctpbkX3Bn9asIAgAAAFMkHwEAcEd1LTlqW/GZsEY6f1Qycq0JyDrNrXs9VqeVn9XIypUr7c9Hjhxp2sbLy0v333+/JOn8+fNat26dW2MYhqFVq1ZJktq0aaMbb7zRtN2NN96o1q1bS5JWrVqlgtuWJyQkKD7euiJ38ODBCggIMO1nxIgR9udmyccvv/xSubnWFTrOzjlvP7m5ufryyy+dtgOA6sRWYvX7+FP642ymcouos5q3xOqnD91E4rGi6/G08/KrUvW5IQ8AAABFIvkIAIA76jQ3f72qlxw1W/Fp5EoN2ln3AiLxWCXZSpgGBgaqY8eOTttFR0fbn2/ZssWtMY4cOaLjx4879FPYOMeOHdPRo0dN51pUP40aNVJkZKTTubraT0nOGQCqIndKrFok3dAiVKse6aaNE2/RvOGdSDxWBrbyq61jpBq+5m2ObGT1IwAAAEg+AgDgFrM7vqtDydHquuKzmrOtJIyIiDDdG9GmTZs2Du9x1b59+0z7cXec4vSTmJio9PR0035q166tRo0aOe2jcePGCg4ONp0LAFQXxSmxWi/IV18+2k0fj+1CwrEyCutgvfGs1a3mx7PSKL8KAAAAOf8UCQAAOLLd8b1hijXxFtrCmnis6iv/6jSXTpskWKr6is9q7NKlS0pJSZEkhYeHF9q2Tp06CgwMVHp6uhITE90aJykpyf68qHGaNm1qf15wnOL0YxiGkpKS7OVc8/ZTVB+2fn799Ve3z7ngfM0kJye73ScAlCVbiVVXVjrasK9jFdLjaenwOsfKGNL/yq/es6zs5wUAAIAKgeQjAADust3xfTzOWo70i4etybkeT1fdJKTZB0zVYcVnNXbx4kX786CgoCLb25KPaWlppTZOYGCg/XnBcTzdj6vnbNaHK/ImUgGgsnGnxKqXRQqvE6DIhrU0/rarSTxWFbYb8hbdZV3tWNDBH6SPhlbt+BgAAABOkXwEAKA4jsdZS0rZknGn463JuQe+rXofsNiSrEGNpCsZkk+Ada/H6rDisxq7dOl/iWYfH58i2/v6Wvd+yszMLLVxbGOYjePpfkrznAGgstqTdEGvfP2rdh09J8OF9vWCfFnpWJWFdZCad5cS1jgey7lsfb2qxscAAAAoFMlHAACKY/1kxzJTVbHEVMEkqyRd9pMGLeJDpCrOz+9/e5tmZRW9h9fly5clSf7+/qU2jm0Ms3EK9pP37+72k5GRUarnLDmWjS0oOTlZUVFRbvcLAKXF3TKrlFitJgorvypVzfgYAAAARSL5CABAcZw7av762SNlOo1SV12SrHBQq1Yt+3NXyoqmp6dLcq1caXHHsY1hNk7BfgpLPhbVT0ZGRqmes+TanpIAUBHsSbqgaT8kaNuhM0UmHimxWg3l3Q/94A/WFY8FUYIVAACg2iH5CABAcdRpbi21WlBoizKfSqmqLklWOPDz81PdunV15swZJSUlFdr23Llz9kScu3sZ5k3CFTVO3tWCBccp2E+9evWK7MdisTgkAcPDw3Xy5Mki55K3H/ZvBFAVUWIVLrPth/7RUEqwAgAAQJLkVd4TAACgUurxtORdYGWVt591H8SqpE5z89erWpIVptq1aydJOnjwoLKzs522279/v/1527ZtizVGwX7cHac4/TRt2lSBgYGm/Vy4cEEnTpxw2kdycrJSU1NN5wIAlZ2txOpOFxOPlFiFJPP4OC9b9QwAAABUeSQfAQAoDluJqdYxUv221j+r0p3cx+Osd6+fipcsBcKFqphkhalu3bpJspYX3b17t9N2GzZssD/v2rWrW2O0aNFCYWFhDv2Y2bhxoySpSZMmat68uelci+rnxIkTSkhIcDpXV/spyTkDQEW1J+mCRi/epaFztrm0t6NF0g0tQvXpQzeReET++LiGr3mbIxul9260xpnH48p2fgAAACgzJB8BACguW4mpR7Zbk3HrJ1eND1OOx0kL7rSWxzp/VDJyrQnIOs2rXpIVherXr5/9+cKFC03b5ObmasmSJZKkkJAQ3XLLLW6NYbFY1LdvX0nWFYnbt283bbd9+3b7isW+ffvKYrHkOx4ZGWlfgbhixQplZGSY9rNo0SL78/79+zsc79Onj7y8rCGys3PO24+Xl5f69OnjtB0AVAZ7ki5o8Kyt6jNzs76PP6X0rJxC2wf61tBf2jbUl49208dju5B4xP/Y4uNWt5ofz0qzbl2QsMYab1bmmBkAAABOkXwEAKCk8ibrqsKHKesnW8ti5WXkSg3aWT9MIvFYbURFRal79+6SpPnz52vbtm0Obd5++23Fx1v3Px0/frxq1qyZ7/j69etlsVhksVg0YsQI03GeeOIJ1ahRQ5L02GOPKTMzM9/xzMxMPfbYY5Ikb29vPfHEE6b9PPXUU5Kks2fPauJEx9W5hw4d0htvvCFJioiIME0+NmrUSPfee68kae3atfr0008d2nzyySdau3atJOm+++5To0aNTOcDAJVBcUqsLh/TRfOGdyLpCOeKKsEqUYYVAACgCiP5CABASZkl6yrzhynnjpq/fvZImU4DFcO0adPk7++v7Oxs3X777XrjjTe0fft2rVu3TmPHjrUn+SIjI/Xkk08Wa4zIyEhNmDBBkhQbG6uuXbvq448/VmxsrD7++GN17dpVsbGxkqQJEybo6quvNu1n+PDh9hKo7733ngYOHKi1a9dq586dmjlzpm666SalpqbKy8tL06dPl7e3t2k/r732murXry9Juueee/TMM89o8+bN2rx5s5555hn97W9/kyTVr19fr776arHOGQAqgj1JFzRy0U5KrMLzCm5R4BNk3u7gD5W/aggAAAAcmH/iAgAAXFeVknXH46SMM+bHQluU7VxQIXTo0EEff/yxhg0bptTUVD377LMObSIjI7V69WrVqlWr2OO89tprOnXqlBYsWKC4uDgNHTrUoc2oUaMKTfbVqFFDK1euVExMjHbt2qXPPvtMn332Wb42vr6+mjlzpnr27Om0n6ZNm+qrr75Sv379dOLECU2ePFmTJ0/O16ZRo0ZauXKlwsPD3TxTAChfe5IuaNoPCUo4eVFJ5zKVW8Ryx0DfGurSsp7G33Y1SUe4x1aCVbImGBPWOLbJuWx9/fA6SvsDAABUIax8BOCW7OxsffbZZ3rwwQfVvn17NWjQQDVr1lTt2rXtJeymTp2qI0dcT7oYhqGWLVvay/I9+OCDpu2aN29ub1Pcx/r16x363bBhQ742W7dudXnup06d0tdff60XXnhBPXv2VL169YosL4gqqE5z89crW7LOVj42/ZTjMW8/676WqJZ69+6tX375RX//+98VGRmpgIAAhYSEqFOnTpo8ebLi4uIUERFRojG8vLw0f/58rV69Wn379lVYWJh8fHwUFhamvn376ptvvtG8efPs+zE6U69ePW3dulXvv/++unXrprp168rPz08tW7bUmDFjtHv3bo0ePbrI+dxwww3as2ePnn/+eV177bUKCgpSUFCQ2rdvr+eff1579+7VDTfcUKJzBoCyVHBfxz/OFp14pMQqPKaoMqzZl6RFd7EKEgAAoIqwGIbhyrYOgEclJSWpadOmkqTExES3Vg0cOHBA2dnZ8vb2dlp2DaXjyy+/1JNPPqmDBw+61L5Xr1568803de211xbabuPGjYqOjrb/PSQkRMnJyfLzy//LafPmzfX777+7P/E81q1bpx49euR77YEHHtDChQvtfx87dqxmzZrlUn8Wi8XpseHDh2vRokXFmaYDrvsKzpa0y1t61duv8t297eyO9KAG0t9WVK5zqYZK8rMVFQ/fTwCeZNvX0ZXyqpK1xGpUi1A936sdSUd4zvE467YEB3+wrnh0phTiaH6uVi18PwEA8JzS+rlK2VUALnn11Vf1wgsvyHa/Qo8ePXTXXXfpuuuuU926dZWRkaHk5GRt3LhRX3/9tY4eParVq1crPDy8yETekiVLJElBQUFKS0vT+fPn9eWXX2rw4MH52n333XfKysoy7WPkyJH2/cD27NnjdKwWLfKvRMvMzNSnn36ab/wVK1Zo2rRp8vX1LXTeBV111VVq06aNvvvuO7fehyrAtqfNhinSyX3SlQzJJ8C6F2SPpytP0s5Z+Vj/upXnHAAAgJ2txOq2Q2dcTjzWC/LVwhGdSTrC82xlWJ3d8GaTfUlaOlgKqGutMFKZ4mkAAABIIvkIwAULFizQP//5T0lSw4YNtXz5cofVgzaDBg3Sv/71Ly1fvtx0X7CCLl26ZE/+jR07VmvWrNG+ffu0ZMkSh+RjZGSk034CAwPtz4taaZnXF198oYsXL0qSpk+frgceeEDnzp3TV199pYEDBxb5/hdeeEGdO3dW586d1bBhQx09etQhwYlqIqyDtSypbQVkuqzJvMq0f02d5tLpeMfXK1v5WAAAqrk9SRf0yte/atfRc3Kn1JGvtxeJR5S+Hk9bY+S8VUMKSj9lfZyOr1zxNAAAACSx5yOAIiQmJuqRRx6RJAUHB2vz5s1OE482NWrU0L333quff/5ZvXr1KrTtypUrdeHCBUnSvffeq2HDhkmS1q5dq1OnTPad8zDbqsvrrrtOI0eOVOvWrfO9XpSXX35Zd911lxo2bFhqc0Qlsn6y44co2ZesKyIruuNx0qULshZay4O9HgEAqFRsJVZ3uph49LJIV4UG6C9tG+rTh24i8YjSZ6sa0jpG8gkqun1liadRqe1JuqDRi3fp9nc3aPTiXdqTdKG8pwQAQKVG8hFAod555x1dumRNprz22muKiIhw+b0hISHq3bt3oW1sSb527dqpQ4cOuvfee2WxWJSdna2PPvqo+BN3QXJysr7//ntJsic9bX9+++23On36dKmOjyrIWdnSs0fKdBpus+1Z+cdWyf4xpUVq1pW7zAEAqET2JF3QyEU7XSqxapF0Q4tQrXqkmzZOvEXzhnci8YiyYyvBOuJr681uRano8TQqNdtNG9/Hn1LCyTR9H39KA2dtdZqAJFEJAEDRSD4CcMowDH344YeSpFq1amnkyJEe7f/kyZP2/RFtSb+rrrpKN998syTXVx8W19KlS5WTkyMvLy/97W9/kyR78vPKlStatmxZqY6PKqhOc/PXK3rZUrMVmzIkv9okHgEAqOBsH4LfPOW/6vveZqWkme+RbhPoW0N/adtQXz7aTR+P7ULCEeUr7yrI+m2lwAbm7Sp6PI1KbdoPCQ43bVzOztW0Hw44tCVRCQCAa9jzEYBTe/fu1ZkzZyRJ3bt3z7evoifYkn8Wi0X33nuv/fVhw4Zpw4YNiouL06+//qprrrnGo+Pa2BKrPXr0UJMmTSRJLVq00E033aQtW7ZoyZIlevzxx0tlbFRRZvvXVIaypZV1xSYAANVYcfZ19PX20vIxJBxRwdhWQUr/q8hR2eJpVGp/nM1w8nq6w2uFJSrnDe+U73VbotLWPuFkmjYdSHEocb0n6YKm/ZCgP85m6KrQAI2/LdI+Vt7X+L8bAFCZkHwE4NQvv/xif/7nP//Z4/3bVjZ2795dV111lf31QYMG6dFHH9Xly5e1ePFiTZni+f09fvrpJ/v52VZd2gwbNkxbtmzR7t27tW/fPrVr187j46OKst25vWGKNXEXECoZhvTFw9ZVkT2erlgrCY/HWVc9Xkg0P84d5gAAVEgFP9AuikVSVItQPd+rHR9eo2IrGE+HtrAmHitSDI0q56rQACWcTDN53fEGbE8nKs0SlBsSTssii7JyHJOWtn5JVAIAKjqSjwCcSklJsT+vX7++03a5ubnat2+f0+OtW7dWzZo18722Z88e/fzzz5Ick3+1a9dW79699emnn2rp0qV688035eXl2SrRtsSnv7+/BgwYkO/Y4MGDNX78eGVlZWnJkiV68803PTo2qjjbndsF79o+HW9dFVlR9lA0u6s8L+4wBwCgwrGtjtl26IzLicd6Qb5aOKIzH0Sj8si7EhIoA+Nvi9SmAyn5/l/19fbS+Nuudmjr6USlWYLySo4hFVjTfjk7V698vU8/J513KVH55t3XafWe4yQpAQDlhuQj4Cm2FUTnjlbMFU7FcPHiRfvzwkqupqamqn379k6PHzlyRM2bN8/32uLFiyVJvr6+GjRokMN7hg0bpk8//VTHjx/XDz/8oL/+9a9uzt657OxsffTRR5Kk3r17Kzg4ON/x0NBQxcTEaOXKlVq6dKlef/11jyc/UQ2Y7aOYfcl6F3dF+DDFdJ9HST5BUoubucMcAIAKpDglViXrh+ckHgGgcO3Da+vTh27StB8O6I+z6boqNFDjb7va9P9OTycqnSUozfx6/ILLiconP/lJuf/3MklKAEB5IPkIeEJFX+FUTLVq1bI/T093LCFSXDk5OVq6dKkkqVevXgoJCXFoExMTo9DQUJ09e1ZLlizxaPJx7dq1OnnypCTHVZc2w4YN08qVK5WUlKR169bptttu89j4qCYq+j6KzuZXu2nFSI4CAIBiJR29LFJ4nQBFNqzl9MNzAEB+7cNrO+zZ6KydJxOVzhKUpiyuNZNkTzzalDRJSclXAIC7SD4CnlDRVzgVU926de3PT58+7bRdSEiIDCN/EDtixAj76saCvvvuO504cUKS8+RfzZo1NWTIEH3wwQf64osvlJaWpqCgIHdPwZSt5GrdunV15513mra56667FBISovPnz2vJkiUkH+G+Os2tNyIUlHHGesNCed6YcDzOOg8z7PMIAEC5spVWTTh5UUnnMh0+QHaGfR0BoGx4MlFplqCsWcOSLwEoWZOW1zSurZ1Hz3r0XFxNUlLyFQDgLpKPgCdU9BVOxfSnP/3J/jwuLs5j/dqSf5J09913F9k+PT1dn332mYYPH17isS9cuKAvv/xSknTmzBn5+PgU+Z7PP/9c77//fqGlZwEHPZ62roAueGNC+inrSunyWhld2F6P7PMIAEC5KW5p1UDfGurSsh6rHAGgAioqUeksQSnJ9LWBs7YWmaj0sjgmFUuKkq8AAHeRfAQ8wdkKp0q+gujaa69V3bp1debMGW3atEkZGRkKCAgoUZ+pqalatWqV2+9bsmSJR5KPK1as0KVLJkmXQqSlpenzzz/XfffdV+LxUY2EdbAmGJcOtiYc8yrPldHO9noMaiD9bUWlLhUNAEBlU9xVjja+3l5aPqYLH8wCQCXmLEFp9poricpe7Rvrmc9/8WySkpKvAAA3kXwEPMFshVMVWEFksVg0bNgwTZs2TampqVq8eLEefvjhEvX5ySefKDMzU5L0//7f/9PVVztuyp7X119/raVLl2r9+vVKTExU06ZNSzS+bdVl48aN9c477xTZfsKECUpKStKSJUtIPsJ9YR2kgLqOyUep7FdGH4+zJh4P/df8uH9dEo8AAJSR4q5ytKHEKgBUT64mKiMaBHksSUnJVwBAcZB8BDzBtsJpwxRrQiG0hTXxWAU+yP/HP/6h2bNn69KlS5o0aZLuvPNOtWhR/BWdtuRfnTp19Mwzz6hmzZqFtm/Tpo2WLl2q3Nxc/fvf/9akSZOKPfaRI0e0ZcsWSdKAAQM0dOjQIt+zfft2TZs2Tf/973917NgxNWnSpNjjo5qqCCujCyu1Wh7zAQCgmiLpCFRdv//+u6ZPn67Vq1crMTFRvr6+atWqlQYPHqxHHnmkxFWEbNasWaM5c+Zo165dOn36tOrXr6/OnTvrwQcfVM+ePV3qIzs7W/PmzdPSpUu1f/9+paWlKSwsTH/5y1/0+OOP65prrnGpn5SUFE2fPl0rV67U0aNHJUnNmzdXv379NH78eNWtW7e4p4kS8mSSkpKvAIDiIPkIeEpYh/IpoVjKrrrqKk2fPl0PPvigLly4oG7duunjjz9Wt27dnL7HMAydP3/e4fWjR49q06ZNkqS+ffsWmXiUpOuvv16tWrXSoUOH9OGHH5Yo+bhkyRIZhjUKHThwoEvvGThwoKZNm2ZPfj799NPFHh/VlOnejxYp87w1KVgWNyk4K7VqUwVWagMAUFGVtLSql0UKrxOgyIa12NcRqKC++uorDRs2TKmpqfbXMjIyFBsbq9jYWM2bN0+rV69WREREscfIzc3Vgw8+qPnz5+d7/dixYzp27JhWrlyp0aNHa/bs2fLy8nLaT0pKimJiYrRr1658rx8+fFhz5szR4sWLNXPmTI0ePbrQ+ezYsUP9+vXTiRMn8r2+Z88e7dmzR/PmzdPKlSsVFRXl5pmiLFHylZKvAFBaSD4CKNKYMWN07Ngxvfzyyzp+/Li6d++uW2+9Vb1791b79u0VGhqqnJwcnThxQj/++KNWrFihX3/9VZJUo0YN+fj4SJI+/PBDe/JvwIABLo8/YMAATZkyRfHx8dq1a5c6d+5crPP48MMPJUkNGjRQ9+7dXXrPTTfdpMaNGys5OVkffvihQ/Jx8+bNOnjwoP3vKSkp9ucHDx7UokWL8rUfMWJEseaOSsy2Mnrtc9LvW2X9xceQ/thqXY34wLeln4A8d9T89Rq+UsRtVWalNgAAFQmrHIHqIS4uTkOGDFFmZqaCgoI0adIk3XLLLcrMzNTy5cs1d+5cJSQkqFevXoqNjVWtWrWKNc5zzz1nTzx26NBBEydOtN+oO2XKFMXFxWnevHmqX7++Xn/9ddM+cnJy1L9/f3vi8e6779aYMWMUGhqqHTt26NVXX9WpU6c0duxYNWnSxOlKysTERPXu3VunT5+Wt7e3/vGPf+iuu+6SZN065Z133lFycrJ69+6t3bt3Kzw8vFjnjIqFkq+spgQAd1gMWyYAKENJSUn2vfsSExPdCkQPHDig7OxseXt7F7lfIDzriy++0FNPPaXDhw8X2dZiseiOO+7Q1KlTde2110qSIiMjdeDAAQUHB+v06dP2pGRRdu3aZb9b8tFHH9WMGTMc2vTo0UMbNmyQJJn9t7Zlyxb7as2xY8dq1qxZLo0tSY888ojef/99SVJsbKw6duxoPzZixAgtXrzY5b6K+18u130V8NFQKWGN4+utY0p31fTxOGnpYPN9J0t7bJSpkvxsRcXD9xOonFjlCFRMpflz9eabb9amTZvk7e2tjRs3qkuXLvmOT506VRMnWquMvPjii3rppZfcHiMhIUHXXHONsrOz1alTJ23cuFH+/v724xkZGYqOjlZsbKy8vb0VHx9vuspywYIFGjVqlCRp3Lhxeu+99/IdP3jwoDp27KjU1FRFREQoPj5e3t6O6xbuv/9++829K1as0KBBg/IdX7FihYYMGSJJGj58uMNNuSVFnFQ1WH9mVuySr4E+NZSeleNS24Ljm82xZg2LOjStoxOpmcrIylGAj7caBftKsuR7LbJhEIlKAGWmtH6uknxEuSD5WHllZ2friy++0Nq1a7Vt2zadOnVK58+fV0BAgOrWrav27durS5cuGjJkSL69Ibdt26abbrKWq/jb3/6mpUuXujVus2bN9Mcff6hevXo6fvy4Q8nWopKPY8eO1Zw5cyRJ3333nf7617+6PPZ///tf3XbbbZKkxx9/XNOmTbMfI/kIl713o/nejzV8pVa3Wsuzenr1YWF7PXr7lc2qS5QZPoSpWkrj+2lLinDnNeA5eZONqZlXdCEzm1WOQAVUWnHSzp07dcMNN0hyfpNrbm6urr32WsXHxyskJESnTp1yaQuSvMaNG6cPPvhAkvV36xtvvNGhzfbt2+2JT7PEoiS1a9dO8fHxCg0NVWJiouk+lG+++aZ9uxOzxOKJEyfUpEkT5ebm6o477tC3335rOuc777xTa9eulZeXl44dO6ZGjRq5dc6FIe6tflxJVJZGyddA3xpKv+xa8tHTLJLaNQ5WoK+3abLyfGYWMT0AjyD5iCqF5CPgHq77KsDZykcbTycDC1vxGNRA+tsKEo9VDB/CVC2e/n7uSbrgcMe4r7eXPn3oJtMPK1xNVJLQRHVU0tWNeZF0BMpGacVJzz77rN544w1J1uSfLRFZUN6E3tq1a3X77be7PIZhGAoPD9fx48fVpk0bxceb3ND4f9q0aaPffvtNTZo0UWJioiyW/22Wl5CQoNatW0uSHnroIXsys6ATJ06ocePGkqR77rlHH330Ub7jc+bM0dixYyVJy5cvt69wLGj58uW65557JEmzZ8/Wgw8+6OIZF424F854Mknp6+2lP4WHeLzkq6eZJSm9vbyUnZvLKkqgAsr7O3SIf03ZbiZw9vyq0AD1ah9mL+tc8Jgn/n2X1s9V9nwEAKAs9HhaOrzOfBWiZH19wxTPlEEtbMWjJPnXJfEIVDPTfkjI9wGLZN3HZtoPBxz26SmYqLTtY1MwUelqO1vbgklK27zYFwcVWcEPB9Iv52hfcmqxVjfaUFoVqDo2b94sSQoMDMy3PUdB0dHR9udbtmxxK/l45MgRHT9+3KEfZ+P89ttvOnbsmI4ePZqvGpFtrkX106hRI0VGRiohIUFbtmxxOO5qPwXP2ZPJR8AZT+5LWd4lX11lSPo1OdXJ0Sz9cTZD/91/Sg1q+dkTkpR6BVyX98bDgsl9s39LBV8r2P6nxAv5/v8oSsLJNH0fb7KwQIX/Dl4RkHwEAKAshHWwrmzcMEU6+IOUc9mxzZGN1sRhSROD6yc7TzxKUmgL58cAVEl/nM1w8nq6w2uuJipdbWeWpNyQcDrfhzbOXtt0IEVv3n2d/S7PvAlJEpooTXuSLuiVr3/VrqPnSpRozItVjkDVY1uFGBERYbo3ok2bNm0c3uOqffv2mfbjyjh5k4/u9pOQkKDExESlp6crMDDQoZ/atWsXWkq1cePGCg4OVmpqqtvnDJQ2V5OUkvTpQzd5bDVleck1pBOpts8Iskx+N7C+9kP8KUq9okopmDh0JTlY8Nipi5ec3Fzg/N+SucKOFZ+zm4orApKPAACUlbAO1pWNzkqwZqVZVywWt/zq8Thr4vHQf5238faToie63zeASu2q0AAlnEwzeT3Q4TVXE5WutjNLUl7JMaQCKR2z1y5n5+rJT36y/7KXNyGZ9wMeTyQ0bXMlcVn9lMbqRhtWOQJV16VLl5SSkiJJRZYnq1OnjgIDA5Wenq7ExES3xklKSrI/L2ocW8k0SQ7jFKcfwzCUlJRkL9eatx9XSrI1bdpUv/76a4nO2UxycrJb/QEl4anVlCH+Pvop8XyFSEY6Y76KMn/CxLYKK8S/poL9axa68otkJUrClcRhYclE88Rh2ScHy4LZTcUVAclHAADKWmElWLMvWfdqvNeNPRmPx0nfPiv9sU0FP7jPh70egWpr/G2R2nQgxWHPR9uHInm5mqh0tV1Jf4EreJfp5excvfbNPo8mNN1JXH760E2SXEtUmr3GBy/lw9mHF55MNObFKkeg6rt48aL9eVBQUJHtbcnHtDTHn52eGifvCsWC43i6H1fP2ayPouRNogKVhStJStuelAknU5WRlasAnxpqFOwni0VKvpCp1MxsXci84vG4pDScz7yi85lXilz5RbKyejLb19CVlYaFx+jurjSsPsxuKq4ISD4CAFDWbCVYF91lXe1YUPop11dAFrW/o423H4lHoBprH17btGSU2S/1riYqXW3nLElZEqmZ2SV6f8GEpjuJy1e+3qefk86z6rICci/B6LkPKrws+r99lAwF+NRglSNQTVy69L/428fHp8j2vr6+kqTMzMxSG8c2htk4nu6nNM8ZqKqcJSjzsiUobaslbYnJvMnKjKxs/Xrc8zdPlabSSFayZ2XpKCxx6ErZUtdv7iOZ6AnObiquCEg+AgBQHsI6SM27m5dflazJxAU9Jd9akk+AVL+tdcWkLXloK7F6dFPhiccavlLEbdZSqyQegWrNlQ87bO1cSVS62s4sSWm2B47Za14Wx0ShJAX7eyslLcvVU/eoX49fKLdVl6Wx/6XZa+X5oU1xP+xwv6xSybG6Eaje/Pz87M+zsor+mXT5snXPd39//1IbxzaG2TgF+8n7d3f7ycjIKNVzLqpMa3JysqKiotzqE6gsXI3ZC0tSentZlJ1ryNvLUsh+dRWbq8nKvK8VtWelOyvvKvJKzJImBwtrn5p5RRcyswtJHFbNsqVlqWYNi/58VR2dy8iy/9st7LltX9nVe5Lz/Xu3HavINz2SfAQAoLwUVn5VkrIzrY90SeeOSgfWSkENpSuXpEvnVWiJVZuI26z7TAKAG9xJVBbVzlmSUlKRr/Vq3zjf3o6S9c7O52LaObxe0oSmyywleK9KturS0/tflnR1plnis1f7MK3ec9y++rDsPuwoXRZJ14RZP8yqDL/oAyh9tWrVsj93paxoerp1PyZXypUWdxzbGGbjFOynsORjUf1kZGSU6jm7sp8kUN25m6SsCqVei+LKnpVFHyv5Skx34t/yTw6SMHRF3kontuR+wX9LZv++8t4MUNIKKf3/3KQUzqx0kXwEAKC82MqvLh1sLbVaFCNXupjsev/eftYVjwBQzlzZA8fZaxENgkxXV5q9LhUvoelq4tLX20vXNK6tnUfPluwLUkye3v+yJKsznSU+v4939vOscn7YwepGAM74+fmpbt26OnPmjJKSkgpte+7cOXsizt39DPMm4ooaJ++KwYLjFOynXr16RfZjsVgcEoHh4eE6efJkkXPJ2w97OALlpzqXevUk91ZiFnaM5GBZK7hFQmHJQbNkIlsqFB/JRwAAylNYB+neFa7t2+gyi9TsJumO1yi1CqDSc/aBiacTmlLRiUvbawNnbS2fVZcmSrr/pRlXVmc6S3xWZqxuBOCudu3aadOmTTp48KCys7Pl7W3+Mdv+/fvtz9u2bev2GGb9uDtOwX6uv/76Ivtp2rSpAgMDHfrZvXu3Lly4oBMnTqhRo0amfSQnJys1NdV0LgAqFk+toiRZidISElBTwX41y3SlIUqO5CMAAOXNtgJywxTpyEYpq+gSRqZ8gqQWN7O/IwAUoSSJS0keLSNbmfe/LI3EZ1ko+OEFiUYAxdWtWzdt2rRJ6enp2r17t2644QbTdhs2bLA/79q1q1tjtGjRQmFhYTp+/Hi+fsxs3LhRktSkSRM1b97cYa555zN06FDTPk6cOKGEhASnc+3WrZs+/PBDez9Dhgwx7ack5wygYnI1SWlDshJ5b+5zdaUhMXrVQfIRAICKIKyDdW/G43HFWwXp7SeN+JqkIwCUgfJYdVka+1+WdHVmeSY+nXFWVokPLwCUhn79+umNN96QJC1cuNA0+Zibm6slS5ZIkkJCQnTLLbe4NYbFYlHfvn31wQcfaP/+/dq+fbtuvPFGh3bbt2+3r1js27evLJb8mxRHRkaqbdu2io+P14oVK/T2228rICDAoZ9FixbZn/fv39/heJ8+ffTwww8rNzdXCxcudJp8tPXj5eWlPn36uHq6AKqQ0kxWVsU9Kysas8Shq2VLib0hVYHkY0ZGhmbOnKlPPvlEhw4d0uXLl9W0aVP16tVLjz/+uJo1a+axsfbu3asZM2bo+++/1/HjxxUUFKQ2bdro3nvv1ejRo52W1yhozZo1mjNnjnbt2qXTp0+rfv366ty5sx588EH17NnTpT6ys7M1b948LV26VPv371daWprCwsL0l7/8RY8//riuueaaIvvIzc3VJ598omXLlmn37t06ffq0vLy81LBhQ0VFRWnEiBEuz6cs1ahRQ9nZ2crJyZFhGA4BNVDVGIahnJwcSdbrH1Vc3lWQJ/dJ2RmSpYaUdtK656MDSqwCQGVSkfa/LMnqTGeJT08pzocdlFUCUNaioqLUvXt3bdq0SfPnz9fw4cPVpUuXfG3efvttxcfHS5LGjx+vmjVr5ju+fv16e0Jy+PDh+ZJ/Nk888YTmzJmjnJwcPfbYY9q4caP8/f3txzMzM/XYY49Jkry9vfXEE0+Yzvepp57SqFGjdPbsWU2cOFEzZ87Md/zQoUP2ZGpERIRp8rFRo0a699579eGHH2rt2rX69NNPNXDgwHxtPvnkE61du1aSdN999zktzQoAebmbrLRxZc9Kd/b4qywrMUuSHCysPXE1PMViGEZF/jdUqIMHDyomJkYHDhwwPR4cHKylS5fqrrvuKvFYc+fO1aOPPqq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"text/plain": [ "
" ] }, "execution_count": 32, "metadata": { "image/png": { "height": 311, "width": 911 } }, "output_type": "execute_result" } ], "source": [ "genes = [\"SPI1\", \"GATA1\"]\n", "integral_time = trajectory_adata.obs.integral_time[::-1]\n", "expression = trajectory_adata[:, genes].layers[\"M_t\"].A[::-1, :]\n", "velocity = trajectory_adata[:, genes].layers[\"velocity\"].A[::-1, :]\n", "acceleration = trajectory_adata[:, genes].layers[\"acceleration\"].A[::-1, :]\n", "\n", "fig1, f1_axes = plt.subplots(ncols=3, nrows=1, constrained_layout=True, figsize=(9, 3))\n", "f1_axes[0].scatter(integral_time, acceleration[:, 0], s=2, ec=None, label=\"SPI1\")\n", "f1_axes[0].scatter(integral_time, acceleration[:, 1], s=2, ec=None, label=\"GATA1\")\n", "f1_axes[0].set_title(\"acceleration\")\n", "f1_axes[0].set_xlabel(\"integration time\")\n", "f1_axes[1].scatter(integral_time, velocity[:, 0], s=2, ec=None, label=\"SPI1\")\n", "f1_axes[1].scatter(integral_time, velocity[:, 1], s=2, ec=None, label=\"GATA1\")\n", "f1_axes[1].set_title(\"velocity\")\n", "f1_axes[1].set_xlabel(\"integration time\")\n", "f1_axes[2].scatter(integral_time, expression[:, 0], s=2, ec=None, label=\"SPI1\")\n", "f1_axes[2].scatter(integral_time, expression[:, 1], s=2, ec=None, label=\"GATA1\")\n", "f1_axes[2].set_title(\"expression\")\n", "f1_axes[2].set_xlabel(\"integration time\")\n", "for ax in f1_axes:\n", " ax.legend()\n", "fig1" ] }, { "cell_type": "code", "execution_count": 82, "id": "0c688913", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "execution_count": 82, "metadata": { "image/png": { "height": 211, "width": 811 } }, "output_type": "execute_result" } ], "source": [ "dyn.configuration.set_pub_style()\n", "regulators, effectors = list(adata_labeling.uns[\"jacobian_pca\"][\"regulators\"]), list(\n", " adata_labeling.uns[\"jacobian_pca\"][\"effectors\"]\n", ")\n", "spi1_ind, gata1_ind = regulators.index(\"SPI1\"), effectors.index(\"GATA1\")\n", "fig1, f1_axes = plt.subplots(ncols=4, nrows=1, constrained_layout=True, figsize=(8, 2))\n", "expression = trajectory_adata[:, [\"SPI1\", \"GATA1\"]].layers[\"M_t\"].A[::-1, :]\n", "\n", "plot_df=pd.DataFrame()\n", "plot_df['expression']=expression[:, 0]\n", "plot_df['jacobian']=Jacobian[gata1_ind, spi1_ind, ::-1]\n", "plot_df['hue']=integral_time.values * 3\n", "sns.scatterplot(\n", " data=plot_df,\n", " x='expression',\n", " y='jacobian',\n", " hue='hue',\n", " palette=\"viridis\",\n", " ax=f1_axes[0],\n", " ec=None,\n", " s=2,\n", ")\n", "f1_axes[0].set_title(r\"$\\partial f_{GATA1}/\\partial x_{SPI1}$\")\n", "f1_axes[0].set_xlabel(r\"SPI1 ($M_t$)\")\n", "\n", "plot_df=pd.DataFrame()\n", "plot_df['expression']=expression[:, 1]\n", "plot_df['jacobian']=Jacobian[spi1_ind, spi1_ind, ::-1]\n", "plot_df['hue']=integral_time.values * 3\n", "sns.scatterplot(\n", " data=plot_df,\n", " x='expression',\n", " y='jacobian',\n", " hue='hue',\n", " palette=\"viridis\",\n", " ax=f1_axes[1],\n", " ec=None,\n", " s=2,\n", ")\n", "f1_axes[1].set_title(r\"$\\partial f_{SPI1}/\\partial x_{GATA1}$\")\n", "f1_axes[1].set_xlabel(r\"GATA1 ($M_t$)\")\n", "\n", "plot_df=pd.DataFrame()\n", "plot_df['expression']=expression[:, 0]\n", "plot_df['jacobian']=Jacobian[spi1_ind, spi1_ind, ::-1]\n", "plot_df['hue']=integral_time.values * 3\n", "sns.scatterplot(\n", " data=plot_df,\n", " x='expression',\n", " y='jacobian',\n", " hue='hue',\n", " palette=\"viridis\",\n", " ax=f1_axes[2],\n", " ec=None,\n", " s=4,\n", ")\n", "f1_axes[2].set_title(r\"$\\partial f_{SPI1}/\\partial x_{SPI1}$\")\n", "f1_axes[2].set_xlabel(r\"SPI1 ($M_t$)\")\n", "\n", "plot_df=pd.DataFrame()\n", "plot_df['expression']=expression[:, 1]\n", "plot_df['jacobian']=Jacobian[gata1_ind, gata1_ind, ::-1]\n", "plot_df['hue']=integral_time.values * 3\n", "sns.scatterplot(\n", " data=plot_df,\n", " x='expression',\n", " y='jacobian',\n", " hue='hue',\n", " ax=f1_axes[3],\n", " ec=None,\n", " s=2,\n", ")\n", "f1_axes[3].set_title(r\"$\\partial f_{GATA1}/\\partial x_{GATA1}$\")\n", "f1_axes[3].set_xlabel(r\"GATA1 ($M_t$)\")\n", "fig1" ] }, { "cell_type": "code", "execution_count": 57, "id": "d6fb6b38", "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "dyn.configuration.set_pub_style(scaler=2)\n", "res=dyn.pl.response(\n", " adata_labeling,\n", " np.array([[\"SPI1\", \"SPI1\"], [\"SPI1\", \"GATA1\"], \n", " [\"GATA1\", \"SPI1\"], [\"GATA1\", \"GATA1\"]]),\n", " xkey='X_total',\n", " ykey=\"velocity_alpha_minus_gamma_s\",\n", " log=False,\n", " drop_zero_cells=False,\n", " grid_num=20,\n", " return_data=True,\n", ")\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "56712d85-2e59-4494-a203-bd497f612073", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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