{ "cells": [ { "cell_type": "markdown", "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": 1, "id": "51265933-8c0a-4915-91ef-ad5fe19ab679", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":228: RuntimeWarning: scipy._lib.messagestream.MessageStream size changed, may indicate binary incompatibility. Expected 56 from C header, got 64 from PyObject\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> setting visualization default mode in dynamo. Your customized matplotlib settings might be overritten.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/random/opt/anaconda3/envs/dynamo-dev/lib/python3.9/site-packages/nxviz/__init__.py:18: UserWarning: \n", "nxviz has a new API! Version 0.7.3 onwards, the old class-based API is being\n", "deprecated in favour of a new API focused on advancing a grammar of network\n", "graphics. If your plotting code depends on the old API, please consider\n", "pinning nxviz at version 0.7.3, as the new API will break your old code.\n", "\n", "To check out the new API, please head over to the docs at\n", "https://ericmjl.github.io/nxviz/ to learn more. We hope you enjoy using it!\n", "\n", "(This deprecation message will go away in version 1.0.)\n", "\n", " warnings.warn(\n" ] } ], "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" ] }, { "cell_type": "code", "execution_count": 2, "id": "29812475", "metadata": {}, "outputs": [], "source": [ "adata_labeling = dyn.sample_data.hematopoiesis()\n" ] }, { "cell_type": "markdown", "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, "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\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 340, "width": 487 } }, "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", ")\n" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "integration with ivp solver: 100%|██████████| 1/1 [00:00<00:00, 13.42it/s]\n", "uniformly sampling points along a trajectory: 100%|██████████| 1/1 [00:00<00:00, 82.51it/s]\n" ] }, { "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', 'fate_pca'\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": 6, "metadata": {}, "output_type": "execute_result" } ], "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": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init_states': array([[ 5.2919745 , -1.6043311 , 0.19472672, -0.6521011 , -0.3910545 ,\n", " 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[ 0.19787256, 0.20107412, 0.20433522, ..., 3.06745094,\n", " 3.07789704, 3.08834668],\n", " ...,\n", " [ 0.23255756, 0.23140911, 0.23026214, ..., 0.68195221,\n", " 0.6822364 , 0.68251551],\n", " [-0.06629712, -0.06608548, -0.06588903, ..., -1.28902938,\n", " -1.29009673, -1.29116093],\n", " [-0.06162954, -0.06102728, -0.06043941, ..., -0.32718502,\n", " -0.32672794, -0.32626966]])],\n", " 'VecFld_true': None,\n", " 'genes': ['pca_0',\n", " 'pca_1',\n", " 'pca_2',\n", " 'pca_3',\n", " 'pca_4',\n", " 'pca_5',\n", " 'pca_6',\n", " 'pca_7',\n", " 'pca_8',\n", " 'pca_9',\n", " 'pca_10',\n", " 'pca_11',\n", " 'pca_12',\n", " 'pca_13',\n", " 'pca_14',\n", " 'pca_15',\n", " 'pca_16',\n", " 'pca_17',\n", " 'pca_18',\n", " 'pca_19',\n", " 'pca_20',\n", " 'pca_21',\n", " 'pca_22',\n", " 'pca_23',\n", " 'pca_24',\n", " 'pca_25',\n", " 'pca_26',\n", " 'pca_27',\n", " 'pca_28',\n", " 'pca_29']}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling.uns[\"fate_pca\"]\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 5.25701785, 5.22204597, 5.18701856, ..., -9.9033362 ,\n", " -9.93557093, -9.96776573],\n", " [-1.60646992, -1.60857623, -1.61065363, ..., -2.84942146,\n", " -2.84611685, -2.84281243],\n", " [ 0.19787256, 0.20107412, 0.20433522, ..., 3.06745094,\n", " 3.07789704, 3.08834668],\n", " ...,\n", " [ 0.23255756, 0.23140911, 0.23026214, ..., 0.68195221,\n", " 0.6822364 , 0.68251551],\n", " [-0.06629712, -0.06608548, -0.06588903, ..., -1.28902938,\n", " -1.29009673, -1.29116093],\n", " [-0.06162954, -0.06102728, -0.06043941, ..., -0.32718502,\n", " -0.32672794, -0.32626966]])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling.uns[\"fate_pca\"][\"prediction\"][0]\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "integration with ivp solver: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n", "uniformly sampling points along a trajectory: 100%|██████████| 1/1 [00:00<00:00, 78.83it/s]\n" ] }, { "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', 'fate_pca'\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": 9, "metadata": {}, "output_type": "execute_result" } ], "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, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(dict_keys(['init_states', 'init_cells', 'average', 't', 'prediction', 'VecFld_true', 'genes']),\n", " {'init_states': array([[ 7.091581 , -0.7870671 , -0.10020483, -2.1666603 , -0.70837826,\n", " 0.9354968 , 1.155709 , -1.1218834 , -0.96981585, 0.7737026 ,\n", " -0.3388199 , -0.05113704, -0.28078598, -1.1127218 , 0.44130117,\n", " -0.8993704 , 0.44900474, 0.01669051, 0.32672876, -0.5660211 ,\n", " 0.6218931 , 0.2717921 , -1.010213 , 0.04973401, -0.72466844,\n", " -0.61323094, 0.22264181, -0.40271127, -0.11476172, -0.30153838]],\n", " dtype=float32),\n", " 'init_cells': 'CTCTTAAAAGAG-JL12_0',\n", " 'average': False,\n", " 't': [[-0.22232868729082816,\n", " -0.4376615382142769,\n", " -0.6529943891377259,\n", " -0.8683272400611748,\n", " -1.083660090984624,\n", " -1.2989929419080735,\n", " -1.5069058902713115,\n", " -1.6647802440177495,\n", " -1.8226545977641875,\n", " -1.9805289515106255,\n", " -2.1384033052570635,\n", " -2.2962776590035014,\n", " -2.4541520127499394,\n", " -2.6120263664963774,\n", " -2.7699007202428154,\n", " -2.9277750739892534,\n", " -3.0856494277356914,\n", " -3.2435237814821294,\n", " -3.4013981352285674,\n", " -3.5592724889750054,\n", " -3.7171468427214434,\n", " -3.8750211964678813,\n", " -4.032895550214319,\n", " -4.190769903960757,\n", " -4.348644257707195,\n", " -4.506518611453633,\n", " -4.664392965200071,\n", " -4.822267318946509,\n", " -4.980141672692947,\n", " -5.138016026439385,\n", " 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-1283.5414086302546,\n", " -1307.8831463625745,\n", " -1332.2248840948944,\n", " -1356.5666218272142,\n", " -1380.9083595595343,\n", " -1405.2500972918544,\n", " -1429.5918350241745,\n", " -1460.8335650607323,\n", " -1492.6616571661089,\n", " -1524.4897492714854,\n", " -1556.317841376862,\n", " -1588.1459334822384,\n", " -1619.974025587615,\n", " -1658.1735332837309,\n", " -1697.8848447835437,\n", " -1737.5961562833565,\n", " -1777.3074677831694,\n", " -1817.0187792829822,\n", " -1864.176628125226,\n", " -1912.085586994496,\n", " -1959.994545863766,\n", " -2007.9035047330356,\n", " -2062.9743941873335,\n", " -2119.3396705297514,\n", " -2175.704946872169,\n", " -2235.495252705891,\n", " -2300.535519791879,\n", " -2365.5757868778664,\n", " -2434.1893634198263,\n", " -2508.093336603542,\n", " -2581.9973097872585,\n", " -2662.8562288214207,\n", " -2745.789427326518,\n", " -2832.6138481735284,\n", " -2924.7233510940514,\n", " -3019.7330855491773,\n", " -3121.1509949225024,\n", " -3226.273972338413,\n", " -3337.120007344748,\n", " -3454.0469044487386,\n", " -3574.635168130651,\n", " -3704.6565976029037,\n", " -3839.7840743964884,\n", " -3980.836242097904,\n", " -4130.405649612169,\n", " -4288.204775408248,\n", " -4453.768359652803,\n", " -4627.858204439565,\n", " -4811.172670452803,\n", " -5004.354523129428,\n", " -5207.997533306211,\n", " -5422.652068944349,\n", " -5648.829862973589,\n", " -5887.008103266667,\n", " -6139.144684992769,\n", " -6405.3524497454355,\n", " -6685.144218432179]],\n", " 'prediction': [array([[ 7.05848879, 7.02579654, 6.99245277, ..., -9.60369707,\n", " -9.64693102, -9.68996804],\n", " [-0.79435712, -0.80148748, -0.80868615, ..., -0.7043039 ,\n", " -0.69896372, -0.6936487 ],\n", " [-0.10701722, -0.11364987, -0.12031288, ..., 2.8638002 ,\n", " 2.87549099, 2.88715107],\n", " ...,\n", " [-0.40173914, -0.40083113, -0.39995766, ..., 1.30979715,\n", " 1.31123479, 1.31265822],\n", " [-0.11152245, -0.10836967, -0.10520306, ..., -1.98181184,\n", " -1.98339663, -1.98497423],\n", " [-0.29925253, -0.29701465, -0.29475371, ..., -0.19609498,\n", " -0.19518163, -0.19427015]])],\n", " 'VecFld_true': None,\n", " 'genes': ['pca_0',\n", " 'pca_1',\n", " 'pca_2',\n", " 'pca_3',\n", " 'pca_4',\n", " 'pca_5',\n", " 'pca_6',\n", " 'pca_7',\n", " 'pca_8',\n", " 'pca_9',\n", " 'pca_10',\n", " 'pca_11',\n", " 'pca_12',\n", " 'pca_13',\n", " 'pca_14',\n", " 'pca_15',\n", " 'pca_16',\n", " 'pca_17',\n", " 'pca_18',\n", " 'pca_19',\n", " 'pca_20',\n", " 'pca_21',\n", " 'pca_22',\n", " 'pca_23',\n", " 'pca_24',\n", " 'pca_25',\n", " 'pca_26',\n", " 'pca_27',\n", " 'pca_28',\n", " 'pca_29']})" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata_labeling.uns[\"fate_pca\"].keys(), adata_labeling.uns[\"fate_pca\"]\n" ] }, { "cell_type": "code", "execution_count": 11, "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", ")\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> [Calculating acceleration] in progress: 100.0000%\n", "|-----> [Calculating acceleration] finished [0.0305s]\n", "|-----> [Calculating acceleration] in progress: 100.0000%\n", "|-----> [Calculating acceleration] finished [0.0330s]\n", "|-----> [Calculating curvature] in progress: 100.0000%\n", "|-----> [Calculating curvature] finished [0.0318s]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Calculating divergence: 100%|██████████| 1/1 [00:00<00:00, 32.00it/s]\n", "Transforming subset Jacobian: 100%|██████████| 140/140 [00:04<00:00, 34.28it/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": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(140, 1956)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# project the expression state back to higher dimension\n", "exprs = dyn.prediction.utils.pca_to_expr(X_data, adata_labeling.uns[\"PCs\"], mean=adata_labeling.uns[\"pca_mean\"])\n", "exprs.shape\n" ] }, { "cell_type": "code", "execution_count": 14, "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": 15, "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": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> apply Monocole recipe to adata...\n", "|-----> pp to uns in AnnData Object.\n", "|-----------> has_splicing to uns['pp'] in AnnData Object.\n", "|-----------> has_labling to uns['pp'] in AnnData Object.\n", "|-----------> splicing_labeling to uns['pp'] in AnnData Object.\n", "|-----------> has_protein to uns['pp'] in AnnData Object.\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", "|-----------> tkey to uns['pp'] in AnnData Object.\n", "|-----------> experiment_type to uns['pp'] in AnnData Object.\n", "|-----> filtering cells...\n", "|-----> pass_basic_filter to obs in AnnData Object.\n", "|-----> 140 cells passed basic filters.\n", "|-----> filtering gene...\n", "|-----> pass_basic_filter to var in AnnData Object.\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", "|-----> frac to var in AnnData Object.\n", "|-----> X_velocity to layers in AnnData Object.\n", "|-----> X_acceleration to layers in AnnData Object.\n", "|-----> X_M_t to layers in AnnData Object.\n", "|-----> X_curvature to layers in AnnData Object.\n", "|-----------> norm_method to uns['pp'] in AnnData Object.\n", "|-----> applying PCA ...\n", "|-----> pca_fit to uns in AnnData Object.\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] in progress: 100.0000%\n", "|-----> [recipe_monocle preprocess] finished [3.3377s]\n" ] } ], "source": [ "dyn.pp.recipe_monocle(trajectory_adata)\n" ] }, { "cell_type": "code", "execution_count": 17, "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": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trajectory_adata.var_names\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "|-----> retrive data for non-linear dimension reduction...\n", "|-----> perform umap...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #273: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "|-----> [dimension_reduction projection] in progress: 100.0000%\n", "|-----> [dimension_reduction projection] finished [5.9700s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 349, "width": 476 } }, "output_type": "display_data" } ], "source": [ "dyn.tl.reduceDimension(trajectory_adata)\n", "dyn.pl.umap(trajectory_adata, color=\"SPI1\")\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'integration time')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 1211 } }, "output_type": "display_data" } ], "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=(12, 4))\n", "sns.scatterplot(integral_time, acceleration[:, 0], s=2, ax=f1_axes[0], ec=None, label=\"SPI1\")\n", "sns.scatterplot(integral_time, acceleration[:, 1], s=2, ax=f1_axes[0], ec=None, label=\"GATA1\")\n", "f1_axes[0].set_title(\"acceleration\")\n", "f1_axes[0].set_xlabel(\"integration time\")\n", "sns.scatterplot(integral_time, velocity[:, 0], s=2, ax=f1_axes[1], ec=None, label=\"SPI1\")\n", "sns.scatterplot(integral_time, velocity[:, 1], s=2, ax=f1_axes[1], ec=None, label=\"GATA1\")\n", "f1_axes[1].set_title(\"velocity\")\n", "f1_axes[1].set_xlabel(\"integration time\")\n", "sns.scatterplot(integral_time, expression[:, 0], s=2, ax=f1_axes[2], ec=None, label=\"SPI1\")\n", "sns.scatterplot(integral_time, expression[:, 1], s=2, ax=f1_axes[2], ec=None, label=\"GATA1\")\n", "f1_axes[2].set_title(\"expression\")\n", "f1_axes[2].set_xlabel(\"integration time\")\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'GATA1 ($M_t$)')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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C+qW2FKGzDb3aYsZrMFQbrIKhhnjx4kVUVFRJSUnduymVyi5dugQGBqalpSmVypiYGGZt2rNnz27btq3y7IMPHz4EgJs3bzJ3qySXundWM7moGXNlV65cIQji8OHDzN2IiAgWi3X37l2sgiGkU9T8dDf4E63+x7m+eUankiRCqLE1drKidfKiCFMQQnpHnRSha9cweA2G1PefOTUNQFpa2t27d7lcbsuWLbUdi4Gzs7Ore4A0Y/HixQsXLmzZsiWPxyNJctSoUUql8sWLF1u3bu3fv//Tp09Ve7q7u//222/z588HgLKyMgBISUkRCoUAsHHjxjp2lslkAJCUlMSsf/zuMauYmZktWLBgwYIF4eHhNE1bWVktWbKEyWXJyclVXk6pVGZkZMTHxzN31Y8Kvbvk5GSKonr06GFnZ6ftWP7j8uXL+fn51tbWFhYW2o7FwKnz6W7wJ7peH+f65hmdSpLo3ZWVlWVlZRkZGQ0ePFjbsdTszJkzFRUVDg4OzB8PamKNmqxAJy+KMAVpnUgkysvLs7Kyqm1BBr0mEomYTj0eHh4EQWg7HMOhTorQtWsYvAZrPjIyMsRicbt27arMj6ku7RXgGsXHH3+s6f9hhJB+WLlypbYzUFXNZDkhhFAVlceM6JoqqwoihJoJU1NTbaefRvHPP/9o+78WIaQdw4cPb1jewNnxEUIIIYQQQgghhJDhM7TfAwMDAzdt2uTm5qbqGY4QMnj29vZlZWWdOnXSdiBVdejQ4cKFCwsXLmQ6RSOEDN7Ro0c//PBDW1tbbQdSKycnp9TU1G3btqkW+EMIGbZ169b98MMPvr6+2g6kUXh5eTE3CgoKeDyedoNBCDWNfv363bp1KygoqGFPN7QqGEmSzL8CgUDbsSCEmggzDQTz8dcpTEhcLhczEkLNBNMG0+W5aZjYeDwe5iWEmgkulws6eZmkEar3JRAIsAqGUDOhKvs08OkaDQYhhBBCCCGEEEIIIV1kaH3BEELVURTFLFBiAAiC4HA4+v57pkKhUCgU2o5CM0iSZH5kRgghhBBCCGkdTdMymYymaW0HogGN0frDKhhCBq6goCAvL88wkiCDJEk7Oztzc3NtB9IQzOLxFRUV2g5Ek3g8npOTE9bCEEIIIYQQ0q6SkpKsrCyKorQdiCZZWVlpcNJVrIIhZMikUmleXp6VlZWJiYm2Y9EMmqZLSkpycnKEQiGbrX8ZrKCgQCqVOjk5cTgcbceiGUqlMicnJzc318nJSduxIIQQQggh1HxRFJWVlWViYmJhYaHLs5Sqj6bpioqK3NxcExMTY2NjjRxT/9qQCCH1SSQSmqatra0NIwky2Gx2YWGhVCrVxyqYRCIRCAQGU5RkmJiYiEQibUeBEEIIIYRQsyaXyymKsrS0NDIy0nYsGmNsbJyfny8WizVVBdPvuXUQQnVjBkIaUgkM3rwdPR3jSdO0vk9qVh1Jknp6OhBCCCGEEDIYSqUSDK71BwAkSWpwjKehNcYQQgghhBBCCCGEEKoOq2AINS+HDh0KDAysvr2kpOSDDz7Q1Kv8888/ffr0qeNVagujuanj/0GDZ6S20wF4RhBCCCGEEDJc2NyoTv9m1UEIvYuQkBA/P7/q27Oysk6ePNnYr656ldrCaG7q+H/AM4IQQgghhBB6F9jcqA77gjUukSz3edm9qJwd+9NXbkn6dH3ilN8Sw359Nu7PpIl/J38UmfFdVNYvCcVnMivitB0pai6uXr365Zdfnjx5ctCgQd26dePxeH379i0sLJw0aVJZWVn79u0BYNmyZTY2Nq1atVq9erVcLmeeOG/ePGtraxcXl9DQ0F9++eXYsWPBwcH29vahoaFSqXTSpEk2NjYcDicoKCg3N7e2V1e9ChMGAJw8eXLgwIH+/v58Pn/GjBlff/21iYlJYGDgixcvaovEkFT+f6jXGdHI6QA8I/pGSdMvioukSkV0WvKXMad2Po5bcjWmc8TGGeeOfnXxdJu/f5106uBf8XfGntiz5s6VAok46mXSq/JSbUeNEEKoHqRiWfqzLEpZ6ww4uS/zPwv4drj5pF3LDzZlYAag4FXRFz2+H24+6e+Fe7QdC0JNpLbWH1RqCEATNjd0oa2BfcEahZJWXso7+Lz03ivxc6ApgqBZBEUCTRIUALAJSk7RLIISyV+ygHpWcpwA2og0MeM6tjYbaGfU2trIR9vvABmsioqKnJycioqKs2fPHjp0qG/fvoGBgQcOHIiIiOjSpcvDhw+fP3++du3ay5cvCwSC999/v23btu+9996uXbv2798fGxsrEomCg4O7desmFosvX74cGRnp4uJy/PjxW7duJSYmKhSKnj17Hjx40NzcvMZXV73KoUOHcnJymHhiYmKio6MtLCw6dOgQFhaWnp4eHh6+b9++0aNHV4+kaf+3Gh1zOpgb6p+RoqIijZwOwDOiJ9JLiqNTk31tbFdeu3Q/J8uGzy+UipU0HZmYQBMAAGdfJAIBAHAp48WlVy8A4GZ2xs4n94plUmM25/uufR4WZHe1c37f01er7wMhhJq7vMzCtKdZbQM8jAW8GnfIfZn/ZfCK/MxCLz+3n6O+5xlzq++zZ1Xk01tJABCxZH/wh0EO7naNG7QB2bfmSML1RAD458fD/T4IatnGSdsRIdToamv9zZw5UyvNDV1oa2AVTMPKFaUH0jc+L7sPICOAIgBI+HfpNJoGZnU71RaSoAmgCaClVEmhVHQ99zEAYWfs04LfpYPlJBZR8xckQu/OxcVl1KhRAODv78/8GsA4cOCAhYXFtm3bAIDL5R48ePC99967cOHCsGHDfHx8AKBfv37Mnt7e3kOGDAGA9u3be3h4RERExMXFFRUVlZWV1ZEHq/Pw8OjduzcA2NjYTJ061dzcvGPHjikpKTVGorH3r3vUPyMkSTbe6QA8IzrjaUHeqaREN3OLxVdiSqRSggAaaADIE1cwNS/4d/0f4vU3C/HvhmKZFADESvmiG1EUwP7n8c9EedkVpV3tnCf5dGrat4IQQs1CdlrBjah4Hz9XHz/X6o8+u/fi66E/yyTyFq3s1l/4ocZCWNSu2PzMQgBIvPfi3vlHgUNqGD3E4b1pwRHA5mBrrh64PA5zgyAIDhf/61DzUltbA5q8uaH1tgZ++DWGoqmItLWPim+SACRBswhgmiU0ECQARRPGLGOSII3ZAhKUSloCtExKldHA7Eer6mUkocyTPM6XPH4q2m9r1C7A7hsh217L7w0ZohYtWjA32Gw2Tf9bmRWJRPb29syYbT8/PxsbGwDg8/kKhYLZQbWzhYUFc2Pv3r0zZ86cMmVKcHBwcnJy5aOpQ3UckiSZ2ywWq7ZIDJj6Z+TUqVONdzoAz4i25VWUx6Sm2AuFs04fr5DLaXhd26JpIEiCOaEtTEwzS0usjfh9W7rHvEzxt2/hYmp++sWzznaOBVLxlcxUVxOLVxUlMqUCaKDelMa2Pr5FAxx/8URBKWmgu9o5t7PC7xeEEFJLfnbxjejHHm1b+HRqyWz5a+Xx03uue7Rt8d3GyaaWgsLckk8HrS4vERME8b99szv08KpyhMtH7sgkcgDITM55cjvZr0+b6q/i6PG6YxdBEvZuNX/Phn076lVSdvrTzDFzh9k4W2nsHTYDY78env7sVeqjl8Nnhzp64Dcgal5qa2tAkzc3tN7WwCqYZlzOO3vq1V4FlBNM5Yv5vZ4gbHnOHiYdfM26C1hmVjzHKs8qUxRQtCyl7KpImpZaHktRJRQtYx4igZZT5dniq8dSh5lx3QNtF1sYeRM4jxtqNDweTyqVymSysWPHbtu2rU+fPk5OTiNGjOjYsWNoaOjIkSPDw8Nnz55dWlp68eJFf3//ys+9dOnS0KFD161bl56ePnfu3IEDB771VeoOhsmkNUaikTerF+o4I5o6HYBnRMcUisUAMHTvrpzyMoIgXn+TABix2GKlgkUQn/kHPCnI62zvGN6uU4qoyMXUXMDhqJ7+fUBv5oZIKjHnGcXnZ597meRrabf6/uUkUYGQyy2TSwEACFh574KColgEETl4UnsshCGEmj1RYdnzx69ad3AWmhozW/7+vzOXTz9s29n182WjuDx2qajis2HrRAVlBEEs+2uqf2+f5/HpBzfHAMCD60lHtl2e9FVoYlxaeYkYAGiajotNrF4F8+rkytww4vNa+lRtFzD6vB8gyitJuP681+hubm2da9zH3NZsxfFvNfG+mx1TK5Olkd9oOwqEdIXuNDeauK2BVbB3VSwvOpV18GbhBaAp9pvRjwKWaUfLoCDrwRZcW6LSkJUqhGwrAOhoMQYAAOaJFYXPSk6ml13Olz4GAAJoEmgCoFSeHJU50YTTsrvd/8x5nlD7ARFSE0EQBPGfPyQHBwdHR0cTE5PS0tLZs2f36tVLLBb7+vrOmzcPAHr37j1ixIigoKBu3bp5eXkJBILKR5g2bdr777/v6ekJAB07dnz69Kmbm1uV41d5le3bt1ePRHWb+dff3796JIaqXmdEKBRq5HQAnhGdQQN8fvrkicRnFsb8Imk5ANA0LeRxy2QyHou9ftDQvIryjnb2Plb//ibW2qrW38fMeUYA0M7avp21PQD0cXZLKMxz5AvDow88Kcqz4BmLZGIAUNL019dOpZYW9nJ02xA0gstiNfr7RA0lkUjmzJmzdetWpVJJEMSwYcP+/PNPW1tbbceFkB6gaZqmaZJ8/VuyQq7c//eVlyl5g8f4t/d3A4Cs9MLPxm4oKxFb2phsOPiphbXJw1sp+/+8CADZ6YXe7Z2HfhiY9DhTVFDGHO3u5UT/3j5s9r85k80hAaB1ZzczK2FxQRmLTfr3raGfV++RXQiCSIxL6z3S38q+5tFDBEGMnD1w5Oy6mpRIU/JfFS3/4LcXj9NHzBowddlYbYeDUCOq3taAJm9uREREgG60NYgGDJbRZbt27Zo4cWKrVq2SkpKa4OUkSvH6pFVpFUkkUABAErQJx8Tfoud7Dh+yiAZXGOliWXpK6ZmnxQdpSkQATRI0AcAmlABgwfPt7vAbj7TQ3JtAhkwkEmVlZbVu3VqdnZVKpVgsFgqFzO3y8nJTU1PmoQsXLqSmpk6ZMoWiqM6dOy9atGjkyJFVnp6bm6tOk6zyq6gZVeVIAEChUDx//tzZ2Vl1EFNT09LS0rNnzw4YMEDNwzaN/v37nz9/fvny5T/88AOzJS0tjcvlOjg4qPP02s6IBk8HaOKMFBQUFBQUeHlV/dEbqeNRbu6+Rw+N2Jyt9+8yW3hcllShIAB+GzSEx2b5WNk4m5pp5LUUFJVSUsghyaEnI8rkUjZJKmgl89CP3QZ6W9i0sbDjszl1HwTV7dChQ2PGjHF0dMzMzNTgYb/++uuff/45JCRkwoQJ0dHRO3fuHDhw4JkzZxpwKHd39xcvXuzevTssLEyDESKkC+Qy5f07KfaOFi6u1syWezeTV31/SCZTfvHdkL6D2gHAvm2X//41CgB4Rpwdp+eZWwoO74j9c/UpZv95P44JGeF3Nzbxh4+2MVumL3hv1JSgsmLxjAFrivJLCZJY/tdHnXt5A8De36NO77nu4es09//CBCZGAFCQU3z3whOvji6utXT10oo1a9Z88803PXv2vHLlirZj0bz79+8z46ckEgmPV78plTd9vTtyw1nm9pa7/3Np3ULz8SHUtCoqKtLS0tzd3dX8OOhgc6N6WwMAnj9/bmFhYW39OrcHBgbeuHFj7dq1zBr39YV9wRouuez5+qSfFXQ5AFBAsAjCQ9g6zOVjC671ux2YMOO6dLKa0clqRlJJ5HPR3hJ5MvFmQv0SafyZ1L5OwsGdbX/ETmFIs1gslio3sVisyqmnTZs2Y8aM2b9/f05ODovFCg4Orv70KkkwOTl5+fLlVfaZPn16jx491C+4VI+kWantjDTgdACeEZ1UKpVOPHSwWCoBAJIkKJoGgMntOjmYmLS1tfV30PDlOJskvcytAeDssKnXs9PKFbLFt6IAAAj4Ke5CiUzqLDQ/FjrZgmes2ddF74T7yN0AACAASURBVO7gwYNCoTAyMlIgEEyaNOnhw4fnzp0rLi42M9NMhRQhfXTtSmJ8XFr3Xt7tOrgAAEXR33wa8fhBOkkS3/84OqhfGwD4c925YlEFAGxYfYqpgr1KK2CeLpXIC3JLzC0FXr5OBEHQNM1ikZ5tHAHAr7vngNH+l049aNvZNXRsVwAQmhn/fuyLmzFPPNq28Gr/eqDi+M9Cxn8WUjkkKzuzAeMDmu6/AL0brvGbyfJJgsPDH4FQc6TB5kYdbY3Kr6JOSI3d1sAqWANlijP2vowQKytYBEESNAHkMMewfraDNfsqHqYjPUxHppREppQcKJE9IYAGoAkCssuPR6dd8bL8zMUE++6ipmBnZ/fq1atr166ZmJh07NiRzX576rCzs5s9e3aVja1atWqcAJuXBpwOwDOiY3bE3V93/bqNgM+UwACgi4Mjm8XysbaZE9DdSL1z2mAtBKZjWrWjaDq1pOhCZrKNseB2XjoApJeJTqY98bW0b21hy2PhFYIOMTExycvLoyiKucvlctlsdm1DDxAyPK9eFf25MUahVE6b0dfVzQYA7txMXrxgPwAcOXj7z4iZzi2tsjKLHj9IBwCKomPOPmKqYAKhEXMEvvB1t4j3xna9ej6hrFTSNcjb3cseAHw7uy77IzzuRlJAn9auXvYAQJDElyvHfLlyTOUYrOzMBn+AFS6DMnbuexmJWakJmcM/CXFwxzHmCP3LsFt/eI3bENmSrB+fLFbScgJASQOH5H/jvcjRuOYJLN+du+lId9MRiaKItNLDFfJUEigCaDlV+CR/aW55tLflPBOudyO9NEIMUWGZKL/Mw9XXxt5MzZqLUCjs0qVLYwfWPCnkypIiibOdt4WVkCDUXTQDz4iOyCkrkyqVKy5eVNJ0sURiJRAUVJQbsdlfBHQPdG6s75EakQSxuEv/xV36x2alTji/BwBIAtY8uFgik3qZWUcOCuezuU0ZD6rD9OnTP//889GjR0+cOPHSpUu3b9+eMGEC9spEhmrTppjz5x/7+jotWDCEx+MAwM+rTj588BIAsrOKt26fDgCJT7OYnRUKKjkpx7mllY2dqbWtaX5uCQC0aefEPPr5t+9tXHNaKlVM/+J1py2vti12nv0qP7fEydVaVUruEuTVJQjH9Tc7QnPBor1faDsKhHRRWamkMLeklUtbS1tTw2v9YRWs3kRy0YGMvQpawQxIdOG7jHOe2HglsDcIL/PwVmbjHxf8X075aTlVxIyRLBTH3s1+1Mp8VguTsSSBzRWkYYV5pYcjYi+fepibXcxsIUjC29cpZITfwNH+leeFRU3jwa2UY7uv34l9JpW8XrrYmM/t2ttn5MQePh2atICCGmb1lSubb93msVhAEEDTABDk7DKpU8cWJqY2AoG2ourp4Lo+aMTVrNRypex4agIAJBbnX8tO6+/kqa2QUBUTJkw4cOBAVFRUVFQUAHh6ev7xxx917L927doVK1bU+FBxcXGjhIiQeiiaJit1Y3z0OGP5yuPlFdLPZvUfGOILAHFxafv33wSAS5ee+vo6jR7dBQAKC8uY/QsKXt8I6tt6/z/Xy8uktnZmnbu4AQCXy167efLZE3EOjhYhg9szu7V0t/3pj/AqMRgLeM5utS4wgpqzK0fvXj8d176H96CJPbUdC0JaIC6XHvvn+oUTD1KTclQbXdxt+w7pMPzD7qpOtfoOq2D1QwO95tmqbEk2iwAAYJO8qW6zHIyaaP5LFsFrb/1dhXn4g7wFpZIHNChIglJQhc8KVxRJrnpZ/mDExjkdkcYc33Njy5pTSgWlVFKqjTRFJ8ZnPIvP2Lfl0sJfP/Rsi39yTaSsVLJ6/r5bl56xWGTlMyKukMWee3z5THyfwe2/WDrSyBir4Toqs6REoaS23L4DAFKl0tXCXEmAk6npVz17OpqYaDs6GNKy9ZCWrU+9fMpUwdgkuf7xta9unJjo6TevQ29tR4cgJCTk/v37kyZNGjVqVExMzLZt2/z8/G7cuGFpaVnj/mKxuKioqImDRKhuSiW19H/HYq8/79DO+cfFo/jGXADYvPVSbl4JAPy6PiokuC1JEhT178pdqttTPuq9+n/HlUpq+sy+zBZnF6vte2clP8/xadNC8KZhZu9oHj6jT1O+KWRIEuPSVn70J03TMQdumtuYBAzqoO2IEGpSty49W/3t/vIyKU1Rlbenv8jduT764PbYr34cHdivhgVw9Q5WwernXlFctiQbAJQ0YW9k94XnXFueXRPHwGe3CHTYmVN+Lj5vAUAFATQLqKKK6NviK+1st5ob44QFSAP+XHXy8M6rqu4qlTETeOfnFn85YfOS3yf498QRBI2uqKBs7oebcl+JAKByCYyhVCoB4NKZ+BfPc/4vYgazTBXSKRtu3Pwl9ipJEAIet1QqBYCO9g7/NzhU23FVNdjF56eAwffyMksVslMvnwDA+sfX3mvZ2sccZ0vRpidPnty9e3fo0KE7duwAgOHDh1tYWCxduvTkyZMTJ06s8SmjRo2qbdnWTz/9NDc3txHDRQgAAK7fTvl5wzkuh7Xgi9AOvk4AcPVG0uWriQBw/8HLM1GPRg3zAwAjo9dTkvO4r6e669TJdcSIzufPJ7Rr5zRkSEfm0d59Wwd096RpWrU/AJhbCDp3dW/i94UMWGZSDv3mujejUkcYhJqDUwdu/bb0KEkATVVt/dE00DRdUSpZ+vnu2d8PHar/MyRiFaweYnIv7kjdySIIgqAJIAbaD276EpiKnWCANb/X47yv8yui3nQrlzzKnWjF7+9js54AHKqGGu7EnhuHd14FgOolMBVKSQOlWPHlP+v3f+rk9o7roqK6KOTKpbMjcrOKq9e/KqOUVHpyzsp5e1ZsmkyQOGe2rpAqFEqK/vPWbRpASdMCDreXa0tLY/6c7t21HVrNxrbqMLZVh58fXFJteSTKiS/MGuTsY8IxkG7weuf69esAMGTIENWWoUOHLl26NDY2trYqWOvWrVu3bl3jQ/Pnz2+MIFFzJpHIf916Pik1b/jADkNCXg9F/Hn92byCMgD4ZVP09vWTAUDA/zeH8N/0XP58dv+1v54tL5fOmNaHGShJEPD55wM+/3xAlVfh8bDZghpX1wHtXLwdXj7Lsmlh2Xd0V22Hg1DTibuRvH7ZUYKuXgH7F1Mj3rjyuKOLVece+j1phrrTKiMAuCe6DwBKmlRS5OeeX/ay1vIgERZh1M7213a2v5Ekn2BmKQNKJD77OHtUqfSudmND+quooGzLmlOv/6DqRNEglynWrzha/aHvvvuO+waHwxk0aBAAhISE8N7YvHmz5kM3UKcP3n72KFOpUL51T6WSvnv1+aUzD6tsx9OhLVHPk/1//6PTbxvNjF530POxsf5tyJAlwf3MjXW6y9601l2DW3i2EJgNcvH65sbx+bdOvh8doaTrqsOixuPp6QlvamGMU6dOAYCHh4fWYkLNWMLzrF/+ijl98bHql7J9x+6ciI5/mpS9ZuO5jFevh+KyWK9bGew3Nzp3ahke1t21pfXIYX4hb8bUODtZ/rLmgz83Tvb3c23Kd4FQdQJT440XF266svivW8utHMy1HQ5CTUShUK5bdBiAqL0CVgkN6xYdVsirNkz0q7mBP6qohQb61+cbH4oeM4UBR+MWbU19tRwTAAAQQNrwB/DtXVKLfi6SXGQRQAJdLnuYmDvR3WqtBX+gOrUMhCo7svOaQkEBqJUGlQoq7kby04fpPu3/MzX7999/P2fOHADIyckJDAycPn06ANy5cycmJoZpzpnowERIeoGm6N1/xNDqnQ4AIAli5/rzfQb/ZyYLPB3a8mvsNbFcAQBFFeIPOrTnsFizA7ppOyi1mHONt/YeAwAzrhxgtiQW52WWF7sILbQaVzPVvXv3gICA7du3Gxsbh4aGnjt3bvv27dbW1hMmTNB2aMjwPUnONuJx3JysmLt5hWWfLd4vkcoBgCSJgb3aAEBpuYR5lKLp0nIpc3vBF6G/bIrmcljzZoeojjZlYs8pOOk40mFsLtu1zetJb2mKPrAx+llcWt+R/j3f66jdwBBqPJfPxGe/KlKztUHTdH5OScyJuAEjO1ferl/NDayCqeVZ6fO7RfcBgAaivVnb2R4zWYQOdaMTcH3a2G1+Ufi/gvJ9FF1GAk3T5cn5M+1MPnK2+AF7/KF6uXT6Yd0j76pgsVnXzydUqYIJBAKBQAAAH3/88fvvvz969OjU1FS5XG5iYnLz5s3Q0FA1F9xFCQ9eit6sh6UOiqYz0/IzU/NbuP47TBVPRxPLLi377kxUdmkp+eabwlYgXBHSX7tRNUwve/fozOcA4G5qdTg1vlwhm+rV1YFvqu24mhcWi3X48OHZs2dv2rSJWRrS39//zz//dHBw0HZoyMD9/Nf5w2fjCALmTO77fqgfAKRlFjIlMABITMllqmDvD+l8896LlxmFg4N9W3vaM4/6dXDZ+cdUbUWO0Ls7t+/G3/87DgA3zj3aFPOts4fWZsJBqFFdOfeIRZLqNwAJEmLPPapSBdOv5oYOhaKzFLQivjhBdbedmS+fxddiPDUigOVu+YM1PzgxfwZQJQDABrqwbEuF9GIr24NssuY1pBCqoqJMmp1RWK+nFJS+3LpjfaroGnPX2Nh4wYIFzO1r166dOnUqIyMDAOLi4srLy7/44guRSDRz5sxLly4xPwuguj1/lFllway3Eokzv/32ezev1+0Q1RnB09Fkfr4UezklFQC4LHaIp4dcqZwbpKOzgL3VBM/OzkKL9LKi2/npvz++AgCx2SmnB83QdlzNjoODw+HDh8vLy1+8eOHo6Fjb0pAINVhOQemabdH5ovLpY7r36OQOABRNHz8fDwA0DUeiHzJVsHbeju4u1ikv842NOAOCXs89Z2djuvP3qTKZgsvFlgUyHNkvC5gblJLKzSjEKhgyVE/iXtarD0RhWcahE9cI2xTmrj62/rCX0NvtTjt4OOMURRFckveew6D+dn21HVGtTI0C/VrcFvL8SQCCoAFAJk9MyRlSKrmg7dCQfijMK63vU2iaLi0pl1aiemjLli3jxo2ztrYGgM6dO589e/bChQv379/v2rXr1q1bNRm34SrMK2WR9UvUJAElxWXVzwiejiYQ8zzl99gbBRUVzF0FpfzfoJCtY0a0sdPjNRZ7O7hP8OycUvq6MZBcki+n3j5LHWoMAoHA19cXS2Do3eUWlt58lFYhkau2/P7Ppdj7KU9f5Pzw+wm5XAkAJEF4tLRhHvV2e93+53HZW3+asH7ZuP0bpnu3+k9RAEtgyMAMHB9oZW8GAJ4dXPZsiJ41aM2di0+1HRRCGkbTdKmoor5PkUikEolEf1t/+HX1dkllLwCAAkKsUIxsMZRN6PR/GkkYednuyi75La9kPQk0ASBXvMzMn+po+bMpfxROE4bqxjWq95+3Bd/Jz9t/1arPq2yvqKjYv39/TEwMc1cmk6kG7/j7+1+7du0dQ20muEZsup6fWnO+09QJQ4aFBVbeiKejCZx88mzOkVMAIOByWpqb55aXfxkUqOOz4KvvQw+/hXdOUzQ9yrXD5qfXeCz2hFb+xmyOtuNCCNVbQkr2xyv3S2SKlg4WO5ZO4BtxAKBcLGMelcmVCiXF4bAAYPU3I/adusc34owd7Kd6Oo/L7tTWucYjI2RI7Ftabbu2qCC7eMMPh+5efgoAq7/Yue/+ClyJGxkSgiDYnHoMhwQAC76TjVnLVauWEcR/Pgt61NzAvmBvcSXvZom8nAACALpYduKRerBOPEkYO5rNd7JYySatCQAWUARIswo/yy/+EQB/wEd1sbQ2YbHr2fOIJO1b1DBhdkJCAkEQXbu+Xmf64cOHAwcOLC4uLigoOHDgwMiRIzUQbjNg62CuVNRvYT6Kom2rLWyEp6OxieXyexmvmNvlMvnK0JD4uZ9O7dK57mfpkfHunaIHf3J8wEcZ4qJ1jy/99PD8d3dPaDsohNDbXbyXtHzbuahbz1Rbom4+k8gUAJCWVRSf9DpxzXy/h721KZfD/iysl7HR6wK3lYVg1odBk0cH8I25TR850lM//fSTl5cXQRB8Pn/atGlyubzG3QoKCgQCAf+/0tLSmjjaunF5HIeW1tI3c+HJZYp6TVKBkF6wsjOr91NsTKqUwECvmhs63a1J67IluRuSt1M0RQAE2/aa3upDbUdUD1bCiXxuh7T8SQSVSwBNAohKN0ikt1rYHCQIvJRBNWNzWL6d3eJvv6AodSsvNNB+3WsY4/306dM2bdqo8uOIESNOnjzp7e1dWlo6YMCAsLAwjQVt0DoFegAAXZ9unCwW2c7frcpGPB2NRyxXTN17+E56preNFZskFRTlYmHe3sEAZw9pKbQAgAcFmczdB4WvtBoOQujtEl5kf7P+GE3DsSuPzIXGXdq4AEAb99cTRxpx2e4tXi/+6ONmd+S36UolxWLhb+So4Y4ePbpgwYLhw4evWrXqxIkTf/31F5vN3rRpU/U94+LiKioqevXq5erqqtpobGzcdLGq7aNvh676NKK8VNJ3ROeJPVcIzYy/WjPeqz32iEQGomsv7+N7bqj/uzubxerS26f6dj1qbmAVrC6l8jKKpgCABjBi8Qh9G05ozG3v43gnLXeYVBYHQBMAUtntzNyBtpabuBxvbUeHdFTIcL+Ht1LU35/NZvUMaVt9+4QJEyZMmKC6SxDE1q1bJRKJTCYzNcUF5tRlY2/m69cy4UG6UqFWR04Wm+zay0dgUnUUHp6OxnP6ybM76ZkA8Cyv4MvePTysLQNdnY05BjtUcJRr+93JdwFghEu7h0Wv7I1MbI11aOlrhJqzQxcfRl556O1i+9X4vsY8DgCkZBbQb3quJGfmM1WwkG7eBBBPXmT37+ZtYyGsfAQsgaF3oVQqZ82a1aJFi0OHDrFYrFGjRmVkZGzfvn3FihXMPEGV3b9/HwDWrl3bubOu95v26dRy+9WFlJJ6329xRZmkKK90y8rja/bO0nZcCGlGv6Gdju66rubONIBCqQwe0rH6Q3rU3MCvulpVKCVnc64K2SYAYGdkM8hBdyfFrxPb2eaQmWACABAABIBC8TQ3P0wq1aFxuUin9BvSwcnVWs3rYJIkRoX3tLBWtw1sZGSka0lQ902dO4hSb6w+AUBT9JQ5A9Q8Mp6Od/SySLQx9mZakUi1xcvGaoC3hwlPD8bON9gSv9A9fSYdDJ76WJQ1+vxffU//fik7SdtBIYQgNbtw1e7op2m5R6882hN9j9kY1LGVo40ZANiYC4P9vVQ79+/m9dn4Xq3dDLDXKtKiR48evXr1aty4cSwWi9kSFhYmlUpV8wRVFhcXx+Vy27VrJxaLZTJZ00baEARBqKYNwXoxMiRebVv0CG6j5l81m0127e3TuqOLmgfXzeYG9gWr1aGMMzG51wGARXCXtv3Kklt1nh19QRLGdharuOyWopJVBChYADT1Kq9gvL3tRTbbXdvRIZ1Dssgf1oV9MX4jJaXpOuc+YLFYHm0cJszq12SxNY2CggIXFxea/s97f/LkScuWLbUST+uOLhNmB+/cEA1vm4mCBvh4wRCXVnq8HKEeKZFI3/97b1GFGAAGtPbIKysPcncN9mql7bgaHQHQxcYls1wUk5UIADJKuS/lXm97D23HhVDzcuJGwt9nbjtZmy2aFGJlKgCAsgqp6ourTPx6xS4zodG+FeHP0/NaOVnzeQbbRxXpiKSkJABo1erfr0J3d3cAyM7Orr4zUwULCws7deqUQqEICgratGmTp2cNk2wwtm/fnpOTU337q1dNNDyfIIl5q8dtWXlcYGrs2bHl+MDlDi5WC9Z+YFfT9LgI6ZfPl4x49iijMK+07mnyWSzS3EL45fJRTRZYI8EqWK1KFWXMDSWtFCsl2g3mnZEWJrM5LIdC0TygJQDAAnlh3iC+cIbQ5Cttx4Z0TksPu+WbJi/5bJekQqpUUJQRKRdyKDYJNLBkSnaJnFTSJEl4tHFYunESx+BWRtfBiSrCPu4rrpAe3HaFJAgKQC5kU0YsikUSSoolVnLKFQQBQMOkT/sP/zDw7YdDmpBSUMiUwADA3Mhow+ih2o2niVkZCa14ggJpOQB4m2N3EoSaVFGpeFlElEJJvcgq/OPY9R8m9AeAtm4Ow4N8j1993MrRenxwJ9XORlx2u1YO2gsWNSOlpaUAYGlpqdrC3M7Kyqqyp0Qiefr0qVKplMvl8+fPj4yMjImJ6d27d0JCgrl5zT0Pfv/993v37jVa7GrpFtymW3CbwrzSCb1W0hRdXFi+e3303P+9r92oEHp3phaCVdumfT/z79xXIkpJUVxSIeRQHAIACAXNKZWTMorFIq1sTVdsnmxhJXzrAXWcoTVfNaVIVgJACFj8CqV4kH2vFsb22o5IA4T8UTxu+9y89wiqhASCpssqStdyWC15/JH4l4CqaOfvtuHAp0tWHIorKlIaM93a/52i3ahEPjKgzWdzQg2vBAY6OVEFQRDT5oW6+Niv3Xa+kE/QLAKY8Y/Mo0raVkJ8O2tQj75ttBtnM3E1JW31+St8LsfZ3CxdVMwiyYE+tf52baiMWOwdvSbsTr7jIrBwEJh8eeuQv7VLmHsXPZs+EyF9EJf8asvpG9amwi9G9rQ04QOAQqlUvlnERipXMDcIAhaGD1jwYTCHzdJarKh543A4AFB95TiFQlFli1wuX7Nmjbm5+ZQpUwBg8eLFkydP3rFjx+bNm+fPn1/jwbt161a5vqZSWlp68+ZNDUSvNoIgCIKggQYAksShkchAtGhptf7Ap//78ciFpJdy4esmHgE0DQQAcMoVvd2cv/1uuKk5X6thakbjtmDLy8unTp164MABmqbNzMwmT568du3aGpOFrg1B+unplqelKQAQaN1xuvs4rcTQGDhsDwe766XFiyXiQyQQJEC5aI5MfNDEag9OEocqq5DIVu2/eFdSQgjY8Hpc5L/XNHJz3t4nSXYxDz4cpCt1Ig2qPFEFi8XicnViTdX4pKw1p2+UmLHpNy0fVbqkWUSeCbHyWOw6DxtPZxttRdhM0ABzj5xmeoF1ben8Tf+gVtaWHtZW2o5LC7zNbJf5DX5SnD0qZgtF06cyHlvzBANbYCkWIU1SKKk5m44Wl0sAQElTK8IHAYCNuXD28B5/nb7lZGM2/b2AyvtjCQxpkb29PQCIRP9Ol1lUVAQA1WcFMjEx+fLLLytvmTRp0o4dOx48eFDbwTdu3Fjj9vv37/v5+TU45gawsBbOWjh83+YYRxdrp1a2s0b97uppN/uHYdXXJkJIjyiV1OZj189lv2KZct60/oB+0wCkTDjRuVnmx6/PC+vL1v958Rq3CrZ27dr9+/d/+OGHgwYNOnz48K+//kqS5Nq1a6vvqWtDkF6UZzA30soNbSV4krQ0MVtG0yKl9CpBSwGAkl0VF83hmX5Dspy0HR3SCVKZYuaq/c9f5gFAjVODMT9B/7rvUplYOnNk96aOr5HVd6KKJvDg+auPfzpAUTRF1TxWn6LoguKKqcv3bls4HgthjadUKi2TymRv1utUKJXNsBdYFS/Liqg3v2CllhVqNxiE9F2FVH7iVoLQmDfIz5skCQCQyhWlFa8n+coTlav2nBradWpoV+1EiVAtHB0dAeDFixeqLcztyjOFMVJTU6Oiovz9/Tt16lR5u3YnoFDfex90e++DbjmZRVNC/49SUinPsmwczNVfngghXUPTsOjP01G3EgFAWXPrjwaAwzEPC4orfpo9tFqPTz3TiGW8/Pz8NWvW+Pn57dq1a8KECfv373dwcNi7d2+NO6uGIO2oxNZWO3M800D3sPYDAAKIgfY9tRJDoyJJC3PLnXyTOQDAIggSCIUkUlw0BUCp7dCQTlgVEf38ZV6NGbAymoa/jt24fD+5xkc3bNhgZmZmZWU1ZMgQqVQKAKtXr7axseHz+R9//HFt1RytYyaqKCsrYyaqaNOmDTNRReUfNqu4evXq2FrEx8e/e0iFJRXz1h2hay+BMZQUJVco5qyNrJDUsNCSnp4OnXIp6UXQL3/2+XVrF5cWZkZGjmam3wQHaTso7etl59HazB4A7I1Nh7m013Y4COm3zzYdWbk/5rsdp9ceucxsERhxp4V2IwgQGvOmYdkL6TYvLy9XV9eDBw8qla/bFHv37uVyub169aqyZ0ZGxowZMz799FPVlj179gBAt27dmizadycRy1SreFeU6fss0qhZ2332btStZ1VG5lVH0fTFO893nLpV46N61NxoxL5gQqHw+PHjFhavV80Qi8VSqZTL5dI0XX24uO4MQaJoatGjjXGiZ3y28RzPD7tbd3r7c/STsXAWQZjKy34BqpAEgiVPkuZ04VhsIrl4jdWsPU3LPXk14W058DUCiJ93X+je3q1Kz9jk5OQFCxbExsZ6eXn1799/+/btgYGBK1euvHHjBpvNDg4OPn369Hvvvdcob+DdNGCiipcvXx44cKDxQvr7+M0yiUypxjeHkqLzROW7z9ydPuI/c+Tr7+nQKVuu3hbLFQBwJSn17jez+VxcbQ0AwJjNOdRvWkppgQWPv+LB6SfF2eNcO0/1xFUaEFLL/ZTMY7cSvFrYjOvRgaLp+8mZzPZbiemqfT4ZEvhhv05GXA4XRzsi3cZisebMmTNnzpwxY8ZMmTLl3Llzp0+fXrp0qZOTEwAsWbJk165du3btCggICAgI8PPzu3btWnh4+ODBgw8cOHDkyBEvL6/Jkydr+03UQ0sPu5GTehz/54aTm7VfD891S4+4uNsODwtg6f94MdSsiErFmyOvqdn6owH+OnpjaM+2VmaCytv1q7nRiFUwIyOj3r17A0B5efnly5e3bNlSWFi4YMGC6iUwqP8QJGaQeXXl5eU1bldfcll6nOgZAFQopPdFzwy4CgbANhJMZhE8afG3LAAAGugipegrwmwlwTPAHnBITfui7pEkWfcquSoUTWfll8Q+SOnj51F5+8GDB0NDIfTgzgAAIABJREFUQ21sbJ48eXL+/Hkul/vHH38EBwf7+PgAwKhRo86ePas7ebCyBkxU0aZNm9oKZHv37k1LS3uXeMRS+aELD9U8HQBA0/SeqHsfDQtghtIw9Pd06IiXRaLHr3JtTF4viGMl4BtxDHBdiAZjEaSnqc2Gp5fPZCYAwOpHUUF2rTxNtdObGyG98DQz90FqVlsn24//OCyRKQCARRBje3YIaut26VEKAPRr/58RZKZ8nG8I6YdPP/00MzNz3bp1R44csbKymjFjxrfffss8lJ+fn5ycXFxcDABsNvvIkSMzZ86MiIiIiIhgsVgDBgyIiIjQkclY1Tdz/nvTvgqtKJOGh/5fRbkUACiKGhOOLSmkT47HPpbLqy5hUQeZgjp6+dHUof/pualfzY13uo7PyMgICwurvt3KyioyMlJ19++///7ss88AwMvLa8GCBdX3b8BauQ4ODkwvO42z5llwSY6MkgNAC2PDX/2dw/+AxQuU5w+lqVIWsIB6pSyawrL4i+BV7bqMmgOKpi/dS1a/5gIA4oKXy5YuvdDRnblrbGy8YMGCjIyMe/fu+fr6CgQCGxubM2fOpKamMrNFAICDg8Pt27c1H70mNGCiig4dOnTo0KHGh+7cufOOVbDbCS/livoNVc5KfTbri3l2libMXWNj48zMTD09HbrgcVbOB9v2SxUKa6FgdEffMql0Zo+upL5Ph9AIpEpFjbcRQiqFZRVlYllRuTj8930URRtzOUwJDACSswsA4OdpQy4+TBYY8bq31s7yUAi9IxaLtXr16uXLl6ekpHh5ebFY/3ZgXL9+/fr161V3nZ2dT506VVxcnJ6e3qpVK32ZEaw6FovMzRYxJTAASEvO1W48CNXXxXtJanYEY5Tmvvh17eW0O+2Yu/rY+nunKphMJquoqKi+XSD4T++4AQMGREdHHzt27K+//vLx8Xn06JGV1X+W02rAEKTGk1aR3cWyXYm81M+i9RDHZlEJIlmuHIs/lSWLQZFCMHPFFU2jBR8TJnO1HRpqaqJSsWoWXjUplcp8UbGqKs0sAlteXi4SiVJTUwUCQUhIyO7du5VKpaofKEEQla+KdAozUUX37t2vXr3KbNHuRBWpWYVsFqmoT10SaDqvsNhc8PrXVJIk9fd06ILop8lShQIA8svK+3m69/epOsUvYoR7dLtTkJYgyhrv5u9r4ajtcBDSOTHxyd9EnJQplG1d7CmKBgCxTO5qa56WKxIYcYd1bQsAHBYrpJOXtiNF6F3xeLzWrVurs6eZmZmZmVljx9PY3DztOnZ1j7uVYmTMDRnW6c61JGs7U9dW2Cca6YcXmQVUfcpgNEUViUr1uvX3TlUwd3f3O3fuvHU3Ly8vLy+v4OBgIyOj1atXnzx5ctKkSZV3aMAQpCdPntQ4eduRI0fmzZun9juoKqks/fv4DTTQBBCTXIeyCR06VY2K5AaSlnsU+UMIKh8AAGgo3wSCyUBaajky1LSK6z+1p9DWzbFNh1WrplXe2KJFi+7duzMLY/fq1Ss2NjYgIECVLrKysiqvBqtTdG2iClGpGKB+3Y7MHNyHjuox+b1/J/hbuHChnp4O7UovKj79OJFDvv4iMOaw2zjgFW2trHiCf3pNAYDk0rzJsTvESvk3vgM6W7loOy6EtCzmUfLaE1csBMYKOcWsMJuQnk2SBEXRQiPe5k9GF5aJW1iZmgv0tSMMQogkyZWbw5OeZNk6mK364fD9WykEAV8vHRk8uOaxAgjpDpqGcnENK2vVQWjrJrR1W/HjnMoTQ+tX668Rp+5LSUlZvXp15Z5vffv2BYBbt6quKZCamrplyxZmmcjK6ugZ6+bm5l6Td1xWMrksgwYaAGigE8tevsuh9A9pxbY+TXDfjGMn+EDgBVmzYyZsyMwj5iZV/1QGDhx49erVtLS00tLSEydOdOnSZcCAAefOnUtISEhLSzt8+HD11YJ0BDNRRWhoaERExPjx448cOTJgwICrV69qa6IKU6ERDfVbUUVJ0ebC/5wR/T0dWlQikY7bumdtdOxvF67N7Nn1i77d90/7wNHMRNtx6YElcSdv5qc+LMr86s4hbceCkNY8SMv6vxNXouKTvvvnTFpeUVzqq/yy13PX2pgK93wZ9sOYfge++tDB0rStix2WwBDSdyRJerVtoVTS92+lAABNQ8xpDSwUjlBjIwjgG9V7xScjHrvK2mj61dxoxPl9c3Nz58+fHxQUdPny68WemWXUfH19q+ypO0OQ/C3bmHNMRPJSU44g0KpdE7+69pHmhPlauvR/oMwihB9jFawZMjcxFhhz6/WDAIsk3VtYVdnYs2fPWbNmtWvXjsVi9ejRY86cOUZGRtOnT+/UqROfz584ceLgwYM1Grgm6dREFS3tLZTK+ozUBwAaXOwsKm/Q69OhLcl5BYXlYua2qEK8bGh/7cajR8oVr3vIVyhkTN9q7caDUFMSy+R5peVAw5Q/DjA9v3hvFnZ0tjEb3Mm7oLRict/OHg7WrZ2wbylChsbcUuDQwiIrswgAWrdz0nY4CKmlpb1lQmpOjSPtakQAuNhVHTGmX82NRqyCdenSJSAg4MqVKx999NGgQYOOHj26b98+d3d3ZkJ9HVwrlwY6KvumC9+hj9B/vPMAU47g7c8xPKQFYbZa20EgrSEJomcH9+jbiepPkK+kqB4d3KtvX758+ffffy+RSFRrXKxevXrRokUEQVSZOlA36chEFd3atqzvvGB8I057z6qzMun76WhKJWLJjuv3lTTlbGmWXljMIomQ1h5vfxp64xvfAV/dOSRVKn5oPxhLYKhZSczK/+jPg0Xl4jYtbGVvFjbp6eN2/0WmpYD/9dDeWPlCyLCxWOTPW6acPnLPxs7UwcliZtgmkkV+Pn9wa1+siCHd1duv1ZO0XPWrYCRJ9varYZ5cPWpuNGIVjMViHT58eMaMGdu2bdu2bRsA9O/ff/PmzcxgUR1cK/dC7t0dqScB4IHoeW8bv2ZaBUPN3tj+Hc/eeKrmzgRBWJvxe3WsoQoGAEZGRkZG/xliKRQK3zW+ZoZvxB3Ss+2J2MdqFsJYJPF+cMcqXZQZeDrU9PXB05efpwJA91YuX/br4Wlr5Wlrre2g9EmAjVts6FcUTSeX5v0v/rSLwHK8WxcW0YgzMCCkXVmi0t/PXlNQFABRVC4GgITMXBtTYV5JGZ/H+XRgoKcD5hCEmgtrW9OJM/oAwJQx6zPTCwHg1/+d3LR7ppbDQqh2Q4N8tx69IVP7N3eCJIb3qjq8j6EvzY1GrIIBgIODw/Hjx4uKil6+fOnq6lq5Y4UOrpWbLxWpbhdIiwGnf0HNUnsPx35dPC/dTVJSb/9BgKbpL8b35nIaN5M0czNGBJ67+VRJ0/TbzgiLJE0EvEmDuzRNYIbqcdbrNc6f5eQP9vXWbjD6S6KUT7m6vUhWAQAVStn/s3efgVFUWxzAz8xs303d9N4hEEoSSujSexUVEFCkKaBieQp2n+ADRFREBaWL0jEUg/ReQkuAkEJ67z2brTPzPmyMGFIhyWw5v0+zszfkj4PJzpl7z53vP4DrRAi1MoZlE3ILHS1ly/f+dTMlCwCc/m4dKOTxtr72bFZxRQcXOwdLQ7wBQAi1NZ22ZkKo7u+ZoQgZJjtr6cvjev1y+HpzpoMRBDF7dA9HW+OulbTHs1kbG5tu3bo1Z22RlZVVUFAQV114hjv2dhU7AECQlW9P206cZEDIEHw6d6SbgzVFNvHzgQB4YVjwyLCO7ZPKbNnbyFYvmUAAEGRji8tIkiAIWPfmJEvpk2xxgBiW3X3j7ieHTw/w89KfeT7U/LpDtp58VYW+BAYA8eV53IYxDbt373Z2dtYvK3jhhRdiYmK4TmTWGJZdtD186vrfhq/eklZYqj+p1ukWj+gzoov/9y9P8La3HdDRC0tgCJmtN94fa+dg6ehktfjd0YkJeRfPxalVWq5DIVS/uRPC+nTxIokmGllQJNGjo/uCSX3aJ1XbwRkcNVhgT+XfdBY5jHcZONEVH1kjsyYRCTZ/OO0/3x+5+zCbFoDWAnRiYPgADJBa4FeBSEGwDDtnXO+FU/pyHdYshAV5fvf2lGU/HFWptSoxq5UBLQSggNABqQZBJQjVhEwsXPvmxC5+zlyHNVaH7jz479GzACDi836ZPdlWKunkjB18npynVN7bzjuyKJVPUpM9grmOY/QOHTo0Y8aM7t27/+9//7t79+7PP/9cUFBw7tw5rnOZoz9uP7iWnBHobH8pIQ0AVFpdgJNdabWSZdlFw8Jm9O3OdUCEkEHo2dfv96NLAeDc6Qfvv/Uby4J/B6fvf3mFqq9tBULcIkniq9fHr9x2OuJqLMEjVDJWJwWGDwBAaIFfDaIqgtWyQ3r4fzpvlAn8G8YqWI3zBVG/JB8FgMjiuE6W3v4W2MIQmTVrC/EXS8a8efDY7cLcmqmx+mcDLKhtQAkwM6j7glF9m3xigFpLWJDne0uGf3LyTKVORbDAAgABwAJYgsoeHATij8eM7O7vynVMI/Ywv0h/oNLqhDwelsCeEkkQv/Sdda80y1lsZSeUZVeXOYut8CfGE1u5cqVcLj927JirqysAiESiVatWXb9+PSwsjOto5oJlQUPrbqVmf3jwJAAci46XCgXVag0ADAr02fTKZIYFawlOxUUI1XXxbJx+nVliQl5Odqm7R92t1REyBAI+7/05Q0ustX+lJzIs1O5vRLCgsYJqYEd4+n44aaRQYAoVJKMv47WWPGWJ/oAFtkBdym0YhDgXk58/4dffokvyWQKA+OfnoP6AAXbng7uvHDhUqVZzl9G8/Hg98o3jERWMGgDY2ivy93Up1qnmHQ7fFXWXs3zG7F5m3qfhp/kEJRMKAKCLq2M3N5xS1wooggy29QCAsWfXjzz9zctXtmoYHdehjNKDBw/u3Lnz5ptv6ktgAPDZZ5+VlZVhCazdJOQWDvnqlx6fb9h25XbtyZf6hzzbM+jt0QPmDuphKRZhCQwhVK+uwZ76A0cnKydna27DINSQ3MrKqbt+P5GRxAA8usW3/r6DJeBUVsrk337LKq/gLGLrMYVKXqsY4dQzIvd6nqo40NKzhy32OUJmLaOsbObe/UqtVtdAO3YWAFj2ekbma4eP7pg6pckOYugpbbt95+tLVwCAbqBnJc0wBMCnp89IBfzJnbGtYQuUVivnbjuoUGsA4I0Rffv6egY62/MpiutcpuNQRlR2dRkA3CnJuFaYMsgxgOtExicjIwMAOnXq9Oabb546dYqm6VGjRq1cubKRL8nNzc3Jyan3LTU+vWg2hmXPJ6TwSDL8dmx+eRUAXE1Md7ayyC2v9LKzmd0/2FKMlS+EUBMmTe0pl8uys0uGj+p6+WLC+XOxXbq6P/tcb5wejQxHlUYzc++BrPJyuuEG+QzDppWWzdy7/8hLMy2FwvaM1+qwClajSFMx0inMW+rYx64ziRu6IzPGAiw+fFSp1TVUAqulY5jrGZkbI28u7tO7oTHjx4+3sbHZuXMnAAwfPvzixYv68+vXr1+4EDeNbpYH+QVfnrvQ5DD9zOXlJ06Furp4WNf/pBEvx+NySiv0JTAAyC6p6DrIids8psdNUvOvkSQIZ3HT++Sgx2VnZwPA3Llzq6qqhg0bdufOnfXr19+8efPy5ctkAw8htm7d+tFHH7VvTBP0cfipQ3ceAEAHR3v9GRGft3fx9FKF0lNuI+BhuRwh1DSCgIFDAgEgOSn/yy/CWRauXHool1sMHoqPLZGh+PTUmczycpphGh9GM0xOZcVHJ06tnzCuoTFGcbuBVTAAgFRF7hu31+tYmiLIH3u85SfD3jrIfEUkPIwtKGzmYJZlf7x+Y0b3rjb1be26cePGY8eOzZo1S//y1q1bZ8+e9ff3BwALC+PeXrc9rbl4iSQIphlbF7MADMuuu3Tl2/FjH38XL0cdSo1255U7FUp1N3fnu5m5YgF/SmhnrkOZoHFu3fJVldElGWNcuwRYOnIdxyiVl5cDgFarTU5O9vT0VKvVkydPPn78+KFDh6ZOncp1OhN0Pzt/7827XnKbU7GJ+jOl1dXjunXMKi2fN7CnnUxqJ5NymxAhZIxyc8tqP83l5GAHHmQoEgqLDsfFs8241wAAmmEjEh4uzC/o7FhPC11jud3ASU8AADFlqTqWBgCaZWLKUrmOgxCX9t+LadF0SDWtO/Ew8fHzCQkJK1asWLx4MUEQAJCWlqbVai0sLCIjI21tbcX1Vc3Q4woUiitp6bqmnszUohnm+MPEak3drbjxcjxu5dFz3526uu3ybaVGs/e16afefSXYw4XrUCaIJIj5/gN+6P3iMJdO+9Nv7ku/ocbuYC3k7OwMAJMmTfL09AQAoVA4Z84cALh9+3ZDX/Lhhx+yDfD29m635MaoSq2Zu+PgwTsPvj512cGy5iN7mK/HmudH/75w2pBAX27jIYSMV89evh0DXQDA0dFqxKiuXMdBqMYfD2KplizQpUjyYMyDx88b0e0GzgUDAOhh20FCCatptZgS9pRjUzBkvnQMcy0jg2GbW3MBAE16+tf/+19ch5peP2KxeNmyZVqtdubMmWvXrk1NTY2PjweA6OhohULx5ptvlpWVLVy48MKFC/rHAqhxV9LSW/olVakpr737jpeNjf6lWCx+55138HI8Lj63Zs5jckFJR+wF1vY+jj50Iuc+ANwoSlkbOo3rOMbEzc0NAFxc/qnS2tnZAQCPh5/iWg3LwvpzV0/FJ3VycqhU1bRO83OQzwzrziPJid0DuY2HEDIBQiFv/Y8v5eaUOjhaxcfnvvfeHpZlly4d2b27J9fRkFk7m5LS/CfuAFCVmrLt/Dn64nn9S2O8+8O5YAAAzmL5Dz3eWtZpxtZe77mK7biOgxBnCqoULfohCAA0Q5dUVqkfAQCfffaZv7//tGn/3OiGhoaeOHHi3LlzUVFRvXr12rx5cytHN1GZ5eW8Fm4+QLJQ/O8rgpejjjtp2d+duNLT21X/3GtyaGcsgbWD28U1U61vFuOc65YJCQmRy+URERFKpVJ/5tChQwDQr18/TnOZlMvJaT9djEwqKD5yL66Dsz0AiPi8Gb26TevZdWpoEP6IQAi1CpIkXN1s+Xzqm2+Op6cXZWQUr117nOtQyNxlV1S27AtYtqJaYdR3f/gUEVhgV8Xt/Sv3lrPY9uvuC7iOgxCXlLq6K+maJPLy9ujWfdWCuY+e3LRpk1KplMvlSqWSpmmNRrNixQr9oh4A6NGjx9WrV1snsalTanXQwj2EJD4+Ewb0W9CrZ+0ZOzs7vBy1HuYWvfzzAZphCAK+mj7GQ24d5IrNqtrDMOfOe9Ii9QdcZzEyMpns7bff/vDDDydMmLBw4cLTp09v3749ODh40KBBXEczeqXVyiV7jz7Ize/p6VZ78rnQoFAPVwcLma3UgJZvIIRMSW0PpmY2Y0KojbAAGl3LWlWIvLzFXt4r31lKPfKo3rju/rAKBomVOX/l3gKAXGXJ/sxLSwMmc50IIc7YS5+k46+DTFbnTGxsLMMwALB+/frExMSffvrp3LlzixcvjouL0+l0+/fvX7JkSSvENQP2UgnTwtl5Ooapcx3xcjzqQXa+fgccloWiCsWYrh24TmQulgWN7e8QAMD2sw/gOovxWb58OQB8+eWXp0+f5vF4/fv337Nnj0G12DA6+s/9OyOjbmVkA8DFpLSeXq5RGTm9vNwnd+8sEfC5DogQMmVLl476+uvjNM28/fYoAGBYlmzhU0+EWgUBYC0Wl1RXt+irLEUi6t+rVYzrdgOrYGDFl1AESbMMANgI6t7MI2RWLIVCNyurrPLy5n8JjySDXZzrnHRwqNk0xNLSUiqVWltbT5o06c8//+zQoUNlZeWIESNmzJjRaqFNWpCTI93yh4RdnP41uQkvh55GRx+NiqtSqW2l4hKF0kIsHBzow3UoM0IAMcAhAADO5sWezYsLkXtNcQ/lOpTRIAjigw8+WLZsWWJioouLi0FttGSMHuQWvLb3cFGV4tEpYB+MeqaDgz1F4o0oQqjNdevmsXPnQgDQ6ZhPPv/j6vWk7t08Vnw2RSTCEjxqb92dnS6kptJMc+84KJLo6uRU56Rx3W5gFQwcRTYfdpoenn3VR+r8gvszXMdBiGOjAvy23Y6imz3/SMcww/wa3DNr2bJl+gOCIDZv3qxSqTQajaWlZSsENQ+hrq5WImH5362am0QShLOlhZ9cXu+7Zn45lu3968S9hwAwqmvA+JDAIDdHO4snmfyInkZ8Re67d/YwLHssO9pWIHnGEZuOtwBJkh064OzFp0IzDMOyP12OzK+sAoDItMxhHf0SC4qeDe7cyameTd8RQqhNXbmWeOnKQwC4fSftxKmYieODuU6EzM4If79zySnNH8+wMDLAr6F3jeJ2A7vjg5rRVmpVIxx7LPGfIKKw+o7M3ZzQkObvlUuRRIirSw8312aOF4lEhvZD0MBRBPFaWG8CmntFGJZ9o0+fZg42t8txPSlDf3AnLeeZQB8sgXEivaqI+Xt6Y2pVEbdhkLm5mJzWe93G4DU/lFTX7DMg4vPWTB558vU5C/v34jYbQsg8iR+Z/CUWCzhMgszWxE6BDjJZM2dCEwRhKxZP7typmX+4Yd5uYBUMvoj5fV3Coa/iD6yO2891FoS452Rh8Vb/vs0ZSRAEjyQ/Hza0rSOZudnB3QPs5Dyq6R/XPJIMdXGZHNTcX0vmI6uk/OiduD5+HvqXQzo1OHsRtbX+DgE+MgcAsBdZjHbpynUcZF7WnbtSoVJraDo2r2BM5w4h7i7fPDtWKsDbToQQZ3r28Hlxeh9PT7vJE0OGDsb50YgDAor6YsQwtpkP3Vn2i+FDRTzjXlNo3OlbRVRpcp0DhMzc/F49k4qLD8XEPro6nCCBfWSVJEkSBAtrx4zu5GDf7gHNi5DH2/zs5Gd/+724WvnoSlWCZFnmn19XFEk4W1j8NHlC86fymYmUgpLnv/tNpdVJRcJPJw+1t5QOwnZg3JHyhHsGvJZWVeQutRVTWH1A7eHMw+SP/jxNEoT933u5WEvE30wZw20qhBACAIKAeXMGzpszEABS04r+u/pIcXHV/DmDxo/uxnU0ZEaG+vq8P2jA6vMXAeCfG0CCBQBga+4sCAJYFt4a0G9kgD8XGVsTVsFgoEOXP3NuAMAghy5cZ0HIIBAAq0eP8rSx+e7KVZ61mrJQ88Q6oFgWCFZH0JV8XYXQgrbYMHFcb3d3rsOaBRdLi6OzZy0+cvROQYbARkNZaEgBrf9VxKgpulKoKRH2c/f6dtwYK5GI67AG53JCmkqrAwCFSs3nUYNxIhjXBCQvwNKpXFu9MfG0ita+5DPQRWzDdShkyv7717liRTUACHm8If4+1VrtO4P7cx0KIYTq2rzjYmpaEQB89+OpYc8E4gJJ1J7m9+zhJJMtO3GSkah4lipSqiUpAGAZmmAUfLpCSFSLvxg2bIpJLDrBKhj8p+PU/vadKYLsLceOswjVIACCfW09qjTFmipgCf2jAAJYgseSNmq+jbqbrdzL3orrmGbERiIKC7ZOSo1hWBbgn2cylIjmiaolDuq+/jYWQiG3IQ1QTGa+rVRMkgTDsAIeFezpwnUiVGNlTPiZvAcAcK80c3d/A9o8G5mMyPSs1WcvSgR88u9mJ5Yi4cYXJnKbCiGEGsLjUfoDiiTJZrTCQKh1dXSz7hDMpioqHj1JUixlqeFZar2kwk4eJvLY0tyrYAzL7Eg9F1uROdo5pPn9pxEyefvSI1fFHqv5n4KoZ9/c6NL06Zd/2NhrToBl3Y1yUatT0drXb+64U5r+d1vxf10RFkDH0j8+PBtTlvV16AweQXES0gB98+flLeduAsCzvYM87W36dfD0sjeRX94mILWqUH+QpihkWJbElbyotb11OKKwSgEAQU6OthIxRZCfjBrMdSiEEGrQwrmDysqri0uq5s4eIBSY+306amdXCxPfuf27jqUff0u/MDKzuuTlq5vWhEwf6GD0k4fM/f+uo9k3f0k+CQDXihJ8Zc6eUuxwhBBcKIhfFXuMZVi2vvqXHs0yFVrl4ps79vRfLBfK2jOeuWGB/eju/qjSjNqd9RoaeLnw4aoHxz4KwpkONQ7diNEfXIpP+/y54dyGQXW86NVv5YPDDMvM9O6PJTDUijLLyn++fksmFCg1Ov0ZkoCDc2ZwmwohhJrk4mT93Zrp+uP7sdlbfrssk4reWDDEwc6C22DI5CVW5r9z53cNo2Ogsbs/Bpj37uze0XdhB0vn9ozX6sx9pmWeqkx/wLBM/t/HCJmzalrz6d2DBECTkyNplinVKNbGRdT77tKlSx0dHa2srJYuXcqyLACsWbPG3t5eIpG8+uqrzCNd3lHjTubGnMmLpdmm/4sxLHsw42ZkUT0bfZjb5dDSdFJecUfXmgcbQW6O3OZBj5vk3uPYM+/+MfDtxQFYoEStaf6+8D1R9zZfvxXgYGshFDrIZO8PHch1KIQQagGGZT/68vCduxkXrz78duNpruMgE8cC++m9g1qGbqQEVjOSBR3LfHz3QL3P5o3odsPc54KNd+35V+6dfFVZqK1viC3uGoYQ7E27XqFVsU39ENSjWeZE7v0FfoO9Zf+aR3n27Nndu3fHx8drNBpfX99p06ZJJJIvv/zy+vXrPB5v6NChx48fHzt2bNv8DUzNhoenSSCa/LWkRxHkhoenetv9qwG8uV2OSqV65vd7UvJLnG0s5zwTKhEKZg0I5joUqoejyAoAYsuzrxYl9JL7dbX24DoRMmI0w5xLThXyeemlNQ81VTr69juLcJ4hQsjo0DRTVaXSH5eVK7kNg0zepYKHceU5zRxMs0xiZf65/LihTv9qk29ctxvmPhfMRWy7r997hwYsWx86H5vpIAQAx3PvsS25aSCAOJ33oM7J0NDQy5cv29jY6HQ6mqZZlr106dLQoUM7duzo5+c3ZcqUEydOtGZo05VYmZfeLD6uAAAgAElEQVSlKG5mCQwAaJZ5UJadr/pXV0tzuxznHiSn5JcAQG5phaOVxWvDw2Qi3DfAQKVU5b9yfePGxNPzIjfFlmdzHQcZsbeOHn/10JE5ew91dnYEAIokX+oZjCUwhNrf6tWrAwICCIKQSCTz5s3TarVPP9Lc8HnUq3MG8XikhUw0d2Y/ruMgE3cyN4ZqSSWEIshTeffrnDSu2w1znwt2tyxtc9IpS77kjQ7j9A+lETJnSlqTVJEPza65AEBlXOamg99muZ7TvxSLxcuWLbOysrKysvryyy+/+OKLoUOHhoWFHTp0yMWlZns+Z2fnmzdvtn56UxRVkk4SRFMdwf6lKj7rnTPv+8oc9C9rr4iZXA4tTTtYyQgC9P/NsB2+gbtXlqHvw8qw7N2y9E5WrlwnQsaHYVkW4OTDJP3LSo36xIKXJAKBkwX2rESovR0+fHjZsmUTJ05ctWrVsWPHtmzZwuPxNm7c+DQjzdNzE0Mnju5GUSRFkQVFlWcux3t72IWFeHOdC5mgW8XJdH1N8RtSEZe57/crQp9Y/UtjvPsz6yoYw7LLo3eVaqoAgGaZVd1ncZ0IIY4VqSubuRbyHzRToaxSq9X6VyT5zwzTF198sVOnTosWLdqyZQtN08TfDbAJgqAonHrZLAWqCgpIBlrwm4lkoLy6Us2vKevXXhFzuBxX49Pf2X5MqdWODu7IsGxvf/f+Hb24DoUaE2bnb8EXVWpVEkrQzy6A6zjI+JxMTFp+/BQB4GdnG19QBABhHu4+cluucyFkjmiaXrRokaur68GDBymKmjJlSlZW1vbt21esWGFnZ/dkI82ZQMADgGqlZsF/fi0uVQDAh2+OGTW4M9e5kElhgS1WK1r2NTRTrVap1CoCCDDOuz+zroLRLF2lq1loXaZp4bVHyBQRTbbEf4y0s7t3r5BVg9589GRCQkJlZWWPHj08PT0vXrwYERHRp0+fW7du6d/Nzc318vJqlcAmjyQIlmjR5DyQdnZ/4dlRM7371p4xn8vx04lrCrUGAE5HJ15fvZhvSL9uUb2cRNZ7+y2NKk3tZuPpJLLmOg4yPl+cPl+uUgGATCj4eNgzUoFgUudArkMhZKZiYmJycnLefvvt2tvdGTNmnDp16uzZs88///yTjUQZ2SX6EhgA3LmfgVUw1LoIIAiCaOm9hmWQ5/9Gff7oHt/Gdbth1n3B+CTvNf9RFEFa8iXz/HCPKoTAXmhBEC0rhBEE4SKue++akJAwadKkioqKsrKyM2fOjB49esSIESdPnoyNjU1PTz906NDAgbhjV7M4iCyZZuwO+SiGZRxFlo+eMZ/LYWch1R9Yy8Q8EktgxsFBZDnSuZuTyDqlKj9XWcp1HGQcqrXaH65HrrpwUcyveaBrIRS+FBo8tUtnHmnWH24R4lBSUhIA+Pr+s0WPj48PAOTl5T3xSOTjYefuYgMAJEEM7O3PdRxkguSCFjcQsBVIyX/fMxrX7YZZzwUDgOmeA55170MRJEXgZyaEQEjxAy1d4sqzm/88gACih13d/VXHjx8fEREREBAAAJMmTZo1a5ZIJJo/f35wcLBEIpk1a9aYMWNaNbjJ6mHr3aKmYABAEESIrdejZ8zhcqz/88qv5++421kP6uyjpenFo/q2sJyLOPZdwp+/p10mCeL9TpMnufXkOg4ydP89e27//RgA8LKx6eHmShDw8ZBnOM6EkNmrrKwEAFvbf5Yk649zc3OfeGStCRMmPHhQdzsmAKhtymGqBALez1/NunY7xctN7u/jAAA0zVAU3rqiVhNm73ssO1rHNLcBC0VQve386pw0rtsNc6+CHcqMvFqYEGYXMNUjjOssCBmEsa7d4yty2GZXXlhghznVnZtNEMTGjRu/+eYbgiBEIpH+5Jo1az755BOCIKRSaWsmNmleMnsfC4e0qsJm1sIoguxm4yEX/uuRjslfjvTC0s2nbwBAUl5RiK/rR1OHcJ0ItQzDMvszrgEAw7L7Mq5iFQw1gmaYSo0mtqBA/zKzrOyvl2fj8meEDAGfzweAx1cV6HS6Jx5ZKzs7OyUlpRVSGiGZVDh8YCAAsCx8+cNff1144O/tsPaDZ22tJVxHQ6ZgpHOX8MzbzR9Ps/QI56A6J43rdsOsq2A3ipNWx4YDwKXCODeJbRj25UUI4Fn3HluTL5RqFM0pu1AEOc4t2E1Sfx9isVhc54xMhjt2tdgbHUYsvbWrWUNZoIF5vUP967tN+HIIeDySJBiGBQCJwKx/rxkpkiA9pfZJlXkA4Ctz5DoOMlwPi4peOnCwQKHo4eqqb5k4NSgIS2AIGQgnJycAKCsrqz1TWloKAJaWlk88stbq1av1Y+pITU19//33nyq38bgXnxVxLgYAEpLzDx6/M396f64TIVMQZufXzcbjQVmWrhltWCiC7GjlMsChQ73vGsvthlnfLTzafwR7kSCkJ6T4X3Z/flHkdgKg8f0iKYJ0FFm91XFUu2UzT4McOk5wCz6aFd3k9p0EQcz07tfdxrN9ghmCKqX6w10nHmTm9+/olV1S4e1o+8rQXlyHQk9ibfDsXWmXpJRwls8grrMgw7X51u0ChQIAbmVnb352slws7urkxHUohFANFxcXAEhNTa09oz9+tP9XS0fWGjZsWL3no6KizKcKJpUICQL0z6llUhHXcZDp+KLbszMu/1hNaxqfBkEShIDkrej6bLsFayNmvaJ4iFMX/TNnb5nDMKeuXMdByFD0kvt83m0KRZAkQQIARTL2wip3aamrpMyKr9RPXqcI0k5o8UPP2Vb8uiV/1Oo+DJo40KFD7Q6eUp7aUVTpKS12FFWKKA0AABAEEKNduy7tOILDnO1v96Xo8zHJheVVl2JSV0wfue7lcdb4odA4OYtt/hM4YVHASAseXkFUj5vZ2d9du1b72VxAUV0dHbEEhpBBCQgI8PLyOnDgAE3XNBjas2ePQCB4vCt280eiR/l52r85Z4i/t8P4YV2mjOrOdRxkOtwl8u96zJJQAn23dAJYuVDhJil1k5TKhQr9FpI8ghRR/G97zPSS2XOd92mZ9VwwC57o175v5KvKHUVW2B0foUeNde3uJrFdG7fdXvjARVpKPTILSU3zkyrt5aLByzs9by3AfgTtQUDy1oW+uD3l/Oncff5WOdb86kffLdZIkys8JrpNn+bVh6uEXNGvgqw5buE2AsgAlWurv447nFFd9KLXwOFO3biOgwzFvfy86fv3MSxLkeTYjgEl1aqXQ4LlEvwFhJBhoShq6dKlS5cunTp16pw5c06ePHn8+PHPP//czc0NAD777LNdu3bt2rUrLCys8ZGoEc+NDXlubIj+uLhUcfFWkr+nfVCAC7epkAkIsfXa3X/xiphfSSLSS1rCJ/9plq9jybQquZbp+UHQLC+pHYchW4tZV8EA4EJBXKaiaLRLdweRFddZEDIgLDDl2uMhtpcJIOosxBNS2iDrPD55qFjTwVpgymUXpVIZEhKSnZ1dUVHBdRao0hXwyN972qURQNQp9sgF1XK7OBZ+V+g6SHn192gzVdMHdo9OzYnNzJ8UFtTFE2eFGL1tyWdO5d0FgP/e3xdq62vb8q27kUmKys3Vl7lphunr4TmtSxeuEyGE6rdkyZLs7Oxvv/02PDxcLpcvWLBg+fLl+reKioqSk5PLy8ubHImaQ6HUzFm2q6i0iiBg9XuT+oc2uJgUoWYqVl8OtDrOsiwL/2oQxiMYf4sSgjhRqvHykk7mKl4rMusJUAcyIt+L+u37hyfmXN+oprVcx0HIULDAHs3+/E7pQYC6PwT/HsBoGPXRrE8elJ9o/3jt5t13342Pj2/+dpltp1STtSv11VJNJtTfrI0FgHxV0m9pr1XpCts9HZcsJaKfXpty4cvX3powgOssqBVU6VT6Ax1Lq2gNt2EMk1KpDAwMbKSBtIk58ODBsB3bTiQlyQQCALASiQZ6eXEdCiHUIIqi1qxZU1lZGRsbm5+fv2nTJv12kACwYcMGlmVHjhzZ5EjUHElpBUWlVQDAsnA9KrXJ8Qg17mrhtrP53zMs3cDdH82w9Pn8Hy8V/NL+2VqdWVfB7pTW/LzIV5VnK0u4DYOQ4bhWuCO58lpT1R+GBTid902uMq6dYrWviIiIH3/88fE9vNufllH+kfmhllUyLN3IMBZ0Sro8PPNjhm1wl3HTwLLw5b6zfd7ZsOD7AxXVKq7joNY02/sZd4kdRZCzvZ9xEZvXxMZmMpzqfDsoqq5efuZUSmnp9azMEX5+P42fcHL2Sy4WFlznQgg1QSgUBgYGUs3Yv7X5I1Edfl4OdjYyACAI6N3dm+s4yLglVJyLLP69OSNvleyLKz/d1nnamllXwYY4dtZ3m/a3cPIwiQWuCD29cm3uzZI90NR2hDVYOJP3XUODU1JS7Ozsbt26pX85fPhw4d82bdrUWoHbQmFh4SuvvDJ8+PBRo0ZxXgi7U3KwQpvXeAlMj2HpQnXK/bKIet813stRR1RK9r5Ld5Ua7Y2HmXsv3eU6DmpNHlL7ff3fPTf0i9f8cfPZehhOdb4dlKlUORUVDFPzRJokiJF+fvZSKbepEELIQEjFgq2rXvzP/GGbvpg+oAcuh0RPTsuozuX/ANCsTxcEwPn8HzVMdb3vGsvthln3BRvm1MWtrzxDUdTfoSOPwEcQCAEA3Ck52PzBDNCF6uQMRbSHNLjOW/v27VuyZElxcXHtmVu3bp09e9bf3x8ALAz7Yf68efM0Gs22bdsWLFjAbRKG1d0q2VfvzOR6EQCRxb93sxlf5zeZUV+OOgQ86pFjs/4tZqr4JFWiqYopSw+0crMXYtfOGrXVeR6Pd/nyZa7jtK1jDxPeOfmXlqb7enhE5+Z6WVsv6d2b61AIIWRY7Gxkk4fX7CQTn5r/27FbDnLZ3Cl9JCIBt8GQcYmrOK2iK5s5B4IFUDNVD8pPBNvUbRBmRLcb5n7/4C6R2wktJBT+pECoRmLlxeZMO6pFEryUqmuPV8H27t27devW2ipSWlqaVqu1sLCIjIwcPXo0z4CLFz///PORI0d2797t6uranPG7d++eMWNGG4XJqr6nYZTNH88Cq9AVF6iSHUR+j5433svxuCBPp1fH9DkaGdvVy+n5AV25joNaX6G6/KVr35VpFVKeaGvv190lOFkboIXV+XPnzp04UX/fxpISI2gB8dOtGxqaBoCbOdkPFr3OI8167QJCCDVOq6OXrj5YVqEEALVG9+7LQ7lOhIxJUuVlIJq7EAgAAIikysuPV8GM6HbDgKK0v8uFCe9H7VbR2ld8n1kcMJzrOAhxT0VXKnSlLfqSlKjiy9d3nrPK178Ui8XLli0DgIMH/zWnLDo6WqFQvPnmm2VlZQsXLrxw4YL+sYChefjw4dtvvz19+vRp06ZxnQUAoFCdQgLFQAvqkmnR5Z9t/8xeWDM3Xn9FjPRyNOTV0WGvjg7jOgVqKzeKE8u0CgBQ6FRXCuOmeeLWBy2uzl+9enX16tVtnaot5FRW3M7NcZDKYgsLAcDFwhJLYAgh1DhFtUZfAgOArLwybsMgo1OgSmTZ5q47AYDU6NJTlyNi5DUbeRvj3V87VcGUSmVISEh2dnZFRUVDY1avXr1ly5bExESxWDxjxoyffvqprTcK2ZZ8QUVrAWB7yoW5vs+IKNyXBJm7arplJTAAYGlWoapSi9T6l2QDtyuhoaEnTpwYMWIEAEyaNGnz5s2GeYc2f/58hUIRHBy8efNmAEhLS1OpVJs3bw4KCgoLq7/sMnLkyNrV73UsWrToxo0bT5Onmi4jCKIlD2cAGEKhrLSExq6IsVwOZJ46WbpTBEmzDAFEF2tPruNw7wmq84GBgc8991y9b0VERCgUitZL15rSykrH7vm1Wqu1EAgmduzIsrCkFy6ERAihJlhbiicO6Xr47D2RkD9tTCjXcZBxYVV0Zcu+gGZVapVKrSSABOO8+2unKph+SyOZTNbQgMOHDy9btmzixImrVq06duzYli1beDzexo0b2zSVi9gmujQdAOQCCwFp1tPiENITkJKWfol3qHXvvj1e9F7V+DCNRuPs7Kw/7tGjx9WrV58kX9tLTU0FgPfee+/Rk/Pnz1+6dGlDVTBbW1tb2/o3s3v6BfACUtzSzeC8QqyGjJnXzXp8I2OM5XLUKqmsPnn7obu9db/OXlxnQW3OW+b4U89Xrxc9DLH17WzlwXUc7j1BdX7KlClTpkyp9y0fHx/9DzoDdD49tVqrBYBKjaaPm/sLnbtwnQghhIzD8nnDZ4/vaWkhtpAIuc6CjAvBI0XaljRg8Q619utp/0bAmsaHGfLtRnuUfprc0oim6UWLFrm6uh48eJCiqClTpmRlZW3fvn3FihV2dm3YDeSdwLESnqBMUz3HdxBpHjsuIdQ4CWVDkXya0Tb/S0iCshG6NTns3r17ixcvjouL0+l0+/fvX7JkyVPEbEOXL1/WaDS1L+fNm3fr1q3o6OiG6lxtzYrv3KLlkAAAwFrxnRofYSyXQ0+jo19auzersAwAPpox7Nn+eGNs+oKsPIOscBZYjSeozhudaq12X+z9YpWSIgiaZXkkGezswnUohBAyJq6O1vqDrIKyb347r1TrFj3XL8jXmdtUyPBZ8Z2K1GktagxmyXNscowh3260eRWsOVsaxcTE5OTkvP322xRVs/PXjBkzTp06dfbs2eeff77tslkLJMs7T2y7Px8ho0MSlKckNFVxk212g3yGZTylPRt6lyAIfQV80qRJf/75Z4cOHSorK0eMGNF27eSfkofHvyaeSKVSkiT9/PwaGt/WPKWhBBBsS34tUSTfTVJ/z3ijuxx6OUXl+hIYAETGZ2AVzHxEFifsy7joJrFb6DdGQpnvw21Dq863hVePH7mUkQYAw739guwdBnv5BNjKuQ6FEEJGafX2M5Ex6QDwwYbSI9/M5zoOMnQ+srASdUbzn7uTBOUj69PQu0Zxu9HmVbDmbGmUlJQEAL6+vrVnfHx8ACAvL6+hL1m7di1N13OdoqKimp+tUqv6Oel8qVrxsm9/P4umy5kImYMu1mNTqq43f7yAFPvJ+jb0bnZ2tv6AIIjNmzerVCqNRmNpafm0Kc2GmLLyseiTVnmDBl1zxpNABVoO4xH11wuM9HK42Vv7OMtTcosBYFAXH67joHZSoa3++P4OFa29WfJQTAle9RvLdSLOGFp1vtWxAJHZmfrjpNLin8fiE0qEEHpyZZU1q9sqFCqGZXHNE2pcJ6sRN0v2Nv+ZO8syna1GNPSuUdxuPFUVLCsrq96Snlwu/+OPP6DZWxpVVlYCwKOPNPXHubm5DX3JRx99pFarnzi53tq444cz7wDArZLUiMHv4A8IhADARxbmLOmUr0xgmjcdLMxulpBqsOVfHSKRSCQSPUW69vbnn39yHQH62b2SWhXZnPlgBBAkyQuTz2rmn2wsl4NHkTvefeH8vWQ3O+vuvrhIylxU6qr1O9gAQKG6wa11kLG7lJl+LTuzp4vblcx0ABjtG8B1IoQQMm6vPdfv4x8j1BrdG9Ox7Q9qmo3ArYvVmPvlEc3ZKZIEqpP1cLnQq5l/uGHebjxVFUyj0VRXVz9+XiqVQku2NNLvBfl44zCdrsG5DyEhIY+uDqhVUlLS/J6vmYpi/UGBqkLNaMWUoJlfiJBpG+fy8W+prymZysbXRRIE6S3tHWL7bLsFM09yoecwp6Unc79uaiDBAox2XmbBt2+PWO1LJhaO692J6xSoXbmK7ca59D6WE2kjkL3gMZDrOAbEEKrzreVmbvbsIwdYAB5JfjposJ+1vL879oNDCKGn0rer98kfXmNYls+juM6CjMMgh1dzlbHFmvTGp0GQBGXNd3vGYVG7BWsjT1UF8/HxuXXrVkPvNn9LIycnJwAoKyurPVNaWgoAjUyca2iLgV27ds2a1dx5EDO9+8aUZWsY3XSvMCyBIVRLxrN7znPdH5kfVGoLWKjnmQBBkCzL+sn6j3J+jwB8xNTmOluNolnd2fwNBMsy9V0REngEASOc3/Wz6N/+8doIw7AssFQDuy8jc/Be4NQFvqNlfBGPwM/xpulufp5+lquOYSz4QiyBIYRQq6AoUv+Lk2HZLUeu34rLHBzqP214MMexkKHikcJnPdYcyf40tzqu3rs/ACCAsBf5T3T9nE+K2zleq2vDvmDN39LIxcWldvyjX/top7C2MMSp08mh/6nSqd0kNm36jRDiCkmSAMAwDNnCUoKtwH2m10+Rxb9Fl4bTrI4keCzLAAEESzKgk1DW/exf6Ww1Argogel7Arb0b2QgKIpqZJZrI7paj3MU+Z8v+Cmn+gEJFBAEo78uwLAs4y7tNtBhoZ3Qu9UDNwdN07V7m7SWc9HJn2z7iwX4dNbw4T1whZT5shZIAUChU/FJnoBsj42tUftQ6XS/x94rUFbJ+MIqrdpOIhno4cV1KIQQMjVnbj78OfwaANxJyOrgYR/coemN3ZFR4/F48PftUouIKaup7mujSg5GFv+mYZT6uwwAIIBkWB2fFPeSTw+1nUoR/NYP3RSWZRmGacXbjTb8QNn8LY0CAgK8vLwOHDiwcuVK/d9tz549AoFg4MA2XwEh5gm0TIv/iSBkLPRNlLOysiQSyeOLjpvUmZrqZzsyW3u3SJtUzRRTIJRScmd+kAM/kNLxiotL2iJz41iWraqq4vF4BrjCvDmkUmleXl5+fr7+V1SL8MBumPTjUmFGjia6nM5Ws9Ui0sKSdHEXhlpSzlAFxVXFbZG5cQzDlJaWWltbt+4fu27/BYVKAwBf77+AVTAzty/z4k9JxwQk79POM/va4cJYE/HBhZOHEmIBoKeT66shvUOcnG1ERv9sGSGEDE1RmeKf43JFIyORaRAIBAKBID8/38LC4gnu/rxhmLvtgFzNvXxdfDVdAgASytaB19FF0JUHwrISbvq06ttw6ftutYo2rII1vqXRZ599tmvXrl27doWFhVEUtXTp0qVLl06dOnXOnDknT548fvz4559/7ubWtrXq+PLcVyN3lGoUY1y7fhk8FRd2IdNDUZS7u3thYWFJyZNXrKwg0AoCa15oAVRQBuWtk6/lCIIQCoXu7u5GOhfMxsaGpuny8vIneETzN6kT9HN65LVWCcXAQf1Lj6Ioa2tre/tWbkZmKRVlF5UDgKWk/v0ukZlgWGZz8nGGZVS0ZlvqCayCmYw7eTn6g/tF+UO9cO9XhBBqE2P7dTp6+UFiZmFwB7dBwW270AoZCDc3t4KCgqe5+5OAjzf8/atZCwBQDlUAVa2R7knw+XxXV1eBoNV6WHG2uKCoqCg5Obm8vOZeesmSJdnZ2d9++214eLhcLl+wYMHy5cvbOsNvqddKNQoAiMi+N99vkI+FQ1t/R4Tan0Qi8fTETisGxM7Ozs7OjusUhu7zl0as3XeBZdm3pmJbdLNGEqS1QJavKgUAO6EV13FQKyisVkSkPAx1dk0rLwOAif6BTX4JQgihJ2MpFf3+31mllUobC5xvay70Mwa4TmHQ2q8KVmdLow0bNmzYsKH2JUVRa9as+eKLL1JSUgICAlq9xUy9nCU1S3iEFN9WKGuH74gQQqg5/FztNr6F248iAIAvury0NeWElCd81Xcc11nQ01LqtBMP/ZZTVQEAb/ToE+bq3sfVo8mvQggh9DRqS2AlldV7TkcJ+NT0oSFSMe4Oh8yUYTWaFQqFgYHt90jwFd8BalqbWlU0zau3tUDSbt8XIYQQQs3UwcJtdbe5XKdArSOlrFRfAgOA7KqKvlgCQwihdvSfH47cTcoBgJTs4i8XjuU6DkLcMKwqWDsTUfy3AkdynQIhhBAwDLvlz8j7Kbkje3YY2xd7P6G6WJa9XhzLANtX3vkJur0iQ1CsrM6uqnC3sMqsLCcABntiOzCEEGpX8RkFdQ4QMkNmXQUDgLulWVcKEnvZ+fSQY+MkhBDizLFrsZsOXwWAazGp/u72Ae6t3G4fGbvvE/84nH0ZAEY793634wtcx0Etll5RNv7QrnK1yl4s/bjf4O72zqFOLlyHQggh8zJ5QJc9Z6IAYNKALlxnQYgzZl0FS6wsmH15C80yGx9e+K3//C42rlwnQgghM5VfUqk/YFkoKK3EKhiq40rRff3B5aL77wJWwYzPybSkcrUKAAqVCiuhCEtgCCHU/t6dPnh0WKCQz/Nzw52akPkiuQ7ApZjSLJplAIBh2bulmVzHQQgh8zWxf5CbvTUA9Ojo3rsTTs5FdQXb+NccWPtzmwQ9AYZl/W1s9QtZKYIIsnPkOBBCCJmrzt5OtSWwarX2TmJ2uULFbSSE2plZzwXra+9nJRCXa5RSnnCgYwDXcRBCyHw52MgOrny5pKLa3hp37EX1eLfDC92sfWmWGeHUk+ssqGWSy0pmRuzPqap4xsPb39pumKdvR1ucg4AQQhwrV6hmfvl7dlG5lVT06/Lp+oeRCJkDs66COYotDw9eEl2S2dXG1UFkyXUchBAyaxRJYgkMNYRHUqOde3OdAj2JTfdu6PeFPJ+Z+lHYYH8bOdeJEEIIwbXY9OyicgAoV6hO3U6cMwofMiFzYdZVMACwE8qGOQdynQIhhMxRcbli35lomVj43NDuIoG5/z5CzVGlq96TcVbDaJ9zH2wvxKfWxsFOJNUf8EnKSijiNgxCCCE9P1c5SRIMwwJAB+zHisyJud91XC1IXhd7WsYXftptnLcM5+cjhFD7eevb8Li0fABIzyv5aM4IruMgI7AuYd+lwrsA8KA89YfQt7mOg5pQrKz+b+S5nKqKIZ4+lWrNnKAQB4mU61AIIYQAAPxc7Da8MfnC3ZQQf9e+nb24joNQ+zHrKhjDsu/dPliqqQaAL+8d/6XvLK4TIYSQuaAZJiGjQH8cm5rPbRhkLNIUufqDdEUeCywBBLd5UOO+vHEhPCkWAGR8wZ2Zi4WUWX/sRAghQxMW6BkWiFsSIbNj1ntEssCqGZ3+WElruQ2DEEJmhSLJsX07Ab4Ox3sAACAASURBVABBwIQBnbmOg4zDJNcB+srXJLeBWAIzfEUqhf5AodWodDpuwyCEEGqEUqNdufvMnK/3Hr8Zz3UWhNqWWT+Uowjyo65j/3f/uIwnfLfzcK7jIISQefn4lZHjBwTJxAJ/7EaBmmeCa/+etoEaRuspdeI6C2rC6YykTnL7uwW55Rr1m8F9sSMYQggZsh2nbh24dA8A7qfmBfu6OtlacJ0IobZi1lUwAJjo3m2iezeuUyCEkDkiCAgOcOU6BTIyzmLcYdAIbLh7/atbFwGgu73z7jHTJDw+14kQQgg1prRSqT+gGaaiWoVVMGTCzHpFpJ6S1iZVFtIsy3UQhBAyfXfis77fczEyJp3rIMiIpSly/nN3/dKodbEVKVxnQfW7kFVzaaILc7U0zW0YhFB7Wr16dUBAAEEQEolk3rx5Wm39bWeKi4ulUqnk39LT8eMBZ2YODXGzsyIImNQ3KMANJ+kjU2buc8EyFaUvXtpaqKoKsnb5dcAcEfZtRQihNpOUWbh49QGaZnYdv7Xpwxe640Qw9ETWJ+6Nq0gDgK/id23r9QnXcVA9Brl638jLAoAQBxdcC4mQ+Th8+PCyZcsmTpy4atWqY8eObdmyhcfjbdy48fGR0dHR1dXVAwcO9PLyqj0pFovbLyv6N3d76yOfv6LSasUCnL2LTJy5F33CM+8WqqoAIKYs51phymCnAK4TIYSQyYpPK6BpBgBYFmJT8rAKhp6Mktb8faDmNkm7KSoqev311/ft28cwDAD06tVr06ZN3bt35zpXPR6WFc07fShHUTnZr3MfZ/fxPoFcJ0IItROaphctWuTq6nrw4EGKoqZMmZKVlbV9+/YVK1bY2dnVGRwVFQUA69atCw0N5SIsqgdBwKMlsLIqZYVS7WFvzWEkhNqCua+I9JLWtBehCMJDasttGIQQMm1hXbxsrSQAYCERDgrx4zoOMlbzfSbZCCykPPEiv6lcZ2knM2fO3LNnz7hx47Zv3/7qq6/eu3dvzJgxJSUlXOeqx/roq+mVZVqGDk95MNjNBzuCIWQ+YmJicnJyXnjhBYqi9GdmzJihVqvPnj37+ODo6GiBQNClSxelUqnRaNo3KWraxZiUkZ9snvDfbV/sOc11FoRambnPBRvnHlSmqY4uzRrjGuRrUfcZBUIIoVZkZy3dt+rl+4k5nXycbCwlXMdBxirEpsPvYStYYAkguM7SHtLT00+cONGjR4/Dhw8DwEsvvSQQCNavX3/y5Mlp06Zxna4uC4FQf8CnKCHP3D9nImRWkpKSAMDX17f2jI+PDwDk5eU9PlhfBZsxY0ZERIROpxswYMDGjRv9/f0b+sMjIyMrKysb+qao1f12Pkqt1QHAwSv335jQ30qCa9uR6TD3TycEELN8e8+C3lwHQQghs2ApFfXr7sN1CmQKCCB0LA0APILiOkvb0mg0b7311qBBg2rPdOrUCQCKioq4C1W/4+kJAorq6+xZplYu6dbHSoB3TQiZlKysrBkzZjx+Xi6X//HHH/oqla3tP8tr9Me5ubl1xqtUqvj4eJqmtVrt+++//8cff5w9e3bQoEGxsbHW1vWvv1u0aNGdO3da7W+CmuLpYBOZkAEAdpZSmUjAdRyEWpO5V8EAQEXrDqZHsSw71StYROG8fYQQak0arW5beGR6TsmUYd16dPbgOg4yHWcLbq5P3EMR5NsBM/vZdeM6Thvy9/dft27do2d27twJAL169eIoUf0i0hJeOx8OABIe/+zk+c5SC64TIYRamUajqa6ufvy8VCoFAD6fDwAEUXeWrk6nq3NGq9V+9dVX1tbWc+bMAYBPP/305Zdf3rFjx6ZNm95///16v7WFhYWNjc3j52marqioaPlfBTXhzYn9JUJ+UYVi9pBQijT3NkrIxGAVDJbfDj+eHQsAkUVp3/d+nus4CCFkUn49enPbH9cB4Gp0avj6+dYWuP0Tah2bU8I1jBYAtqUdMe0qWB0rVqy4evXq1KlTG6mC/fjjj19//XW9b2VmZrZRsOiimuke1TptQlkhVsEQMj0+Pj63bt1q6F0nJycAKCsrqz1TWloKAJaWlnVGWlhYvPXWW4+emT179o4dO+7evdvQH37+/Pl6z0dFRYWEhDQdHbWQVChYOnGA/vhKXNrX4RctxMJPpg3zdZJzGwyhp4dVMLhVnKE/uFmUzm0ShBAyPTkF5foDlVpbXKbAKhhqLVZ8WZm2EgAseVKus7Sfjz76aOXKlV26dNm4cWMjw0pLS1NSUtotld4oT/8dcbdVtM7L0qang1s7f3eEEOdcXFwAIDU1tfaM/vjRTmF6aWlpp06d6tGjR3Bw8KPnxWL8kGBwGJb94NfjZQoVAKw6eO6XxeayLw0yYVgFg9GunXcmRwLAGLfOXGdBCCFTM3VE8MXbyZUK1TM9/X3ccBMS1Gr+03H21tTDFEHO857MdZb2oNPp5s6du3Pnzj59+hw9elQub+xp/JQpUwICAup9a8mSJQUFBa2bjWHZty4fO5oW18HG/rXOYUPdfKV8bCKDkNkJCAjw8vI6cODAypUr9dtE7tmzRyAQDBw4sM7IrKysBQsW9O3b98qVK/ozu3fvBoDevbFZs+FhQatj9IdKjS6toNTT3uaxZa8IGROsgsHyriMHOfmxLPRzrPuYAiGE0FMK9HE88v2CkopqF3sr/MyEWpGP1HVF0CKuU7QTtVo9bdq08PDwZ5999tdff21yukRgYGBgYGC9bzXUc+dpXM1LP5waCwBxJQVplaVYAkPIPFEUtXTp0qVLl06dOnXOnDknT548fvz4559/7ubmBgCfffbZrl27du3aFRYWFhYWFhIScvXq1ZdeemnMmDH79+8PDw8PCAh4+eWXuf5LoLpIkvjohaGrD54X8KnEvOIJ/9s+pIvvN3Mm4Ic6ZLywCgYEQD8HrH8hhFArY1iWJAgAEIv4riIrruMg08QCm1CZbsWTOovtuc7ShhYuXBgeHv76669/9913j3ee5pwFX1h7bCkQNjISIWTalixZkp2d/e2334aHh8vl8gULFixfvlz/VlFRUXJycnl5OQDweLzw8PCFCxfu3Llz586dFEWNGDFi586dAgHW0A3RmNCOY0I7fvjbX0dvxQHA2fvJKfnF2CAMGS+sggEAHM64tzXxmreF/LPuY60FuBwdIYSeyoPE3I/WHa2oUr0++5lJw7tyHQeZsjXx2y8V3iEJ8q2AmYMdenIdp01cunRpx44dBEEolcpXX3219vyECRPGjh3LYTA9Na1LKCuc5NMprrQw1N51hn93rhMhhDhDUdSaNWu++OKLlJSUgIAA/bpIvQ0bNmzYsKH2pbu7e0RERHl5eWZmpq+vL3YEM3zudtb6A7GAfzE2tVKp7u7twm0khJ4MVsGgUFW1/PYRmmXiy/MdRZbLu47gOhFCCBm3n36/lF9cCQDfbD879pnOfD7V5Jcg9AQUOuWlwjsAwLDMibyrploFi4iIAACWZTdv3vzoeU9PT0Oogi25ePhUViIAzOoQ8kUv/BCFEAKhUNjQouw6rKysrKxwtrhxmDO0B8OyiTlFN5Oyvjl6iSDg+3mTBnby5joXQi1Gch2AeypaS7M1Df+qdGpuwyCEkAmQimtWNAgFPJI0uNVbyGRIeCInUc2WCz4yk92U8H//+x9bnw8++IDraAAAl3Jr9oO7lJPa+EiEEELGS8jjLRrVZ/qA7hVKFQCwLFyNT+M6FEJPAqtg4C61WdChH48kfSzsFgT04zoOQggZvTdeeqZXV88O3o7/fXMcReEvGtRWCCBWdlky2W3IHO9JL3tN4DqOmRri5lfnACGEkKkKdHOwt5QCABCQW175yd6TGUVlXIdCqGVwRSQAwDudhy7tNJgi8FYNIYRagauj9bcfTeU6BTILjiL5XO/JXKcwU2pa99/bp9OrSqf4dh7t3nEoVsEQQsjUWYiFe96ecSE29XhU/NmYZAC4n5H3x39mc50LoRbAuk8NmmXjyvKqdRqugyCEOKZQKF544QWSJAmCsLa2Xrp0KcMwXIcyAjTNHDt7f++x24pq/EGK2luuqvBQ1snosniug5iX3xKjfnsY9aAk71BKjKvMkjS8zSsRQgi1Onsr2dQ+XUqrVfqXmUXlDMtyGwmhFsG5YAAA1TrN8+e2JZQX2Itk+wbPcZNac50IIcSZdevW7du378UXXxw1atShQ4e+++47kiTXrVvHdS5D9922cwePRwHAheuJP66YxnUcZEYqtFX/uftVlU4BAMs6LgiTd+M6kbkoV6v+OdaoGhmJEELIxLw0KPTTfadohglwtRu3enuYv8eHkwdTJE6yQUYA/5kCAFzKT04oLwCAQlXVkYz7XMdBCHGmqKjoq6++CgkJ2bVr18yZM/ft2+fs7Lxnzx6ucxmBu7FZ+oP7Cdk0jbPnUPtJq87Wl8AAIKb8IbdhzMoozw4dbRxIgpjo1bm3gwfXcRBCCLWfiT07nfp43mfPD7uXkZdRVLbv2r2IqASuQyHULDgXDADA20JOEQTNsgDga2nHdRyEEGdkMtnRo0dtbGz0L5VKpVqtFggELMsSuNinUc/0CUhKLwSAgb38sSM+ak9+Mk97oW2huoQkyF7yrlzHMRff3ru0/v5lAcX7rt+E8V6duI6DEEKovdlbSmUiYe1LpUaroxkefghEBg+rYAAAAZYOP/Z9/nhWXKjcfaRrINdxEEKcEYlEgwYNAgCFQnHx4sVffvmlpKRk2bJljZTAkpOTz5w5U+9b2dnZbRXU8Mx5rk+3QNeqak2/UB+usyDzIqFE67oviyqN9ZK6ekhcuI5jFnQM88ODqyyAmtb9EheJVTCEEDJPw7r4jere4dyDZD8n+do/L645duG/z40Y070D17kQagxWwWoMcQ4Y4hzAdQqEkKHYtm3b66+/DgABAQHLli1rZOSNGzcWLlzYXrkMjqJaXaVQO9pbAkBIEC6JQtyw4EkH2vfkOoUZ4ZGki8Qyo6oMANxk2E0VIYTMFEWSa2eOAYCRq7ZWa7QAsPbYRayCIQOHVbB/nM55eCbnYT9H73HunbnOghDi2IgRI06fPn3kyJEtW7Z07NgxJiZGLpfXO1Imk/n41D/7KTc3V6lUtmVMjt2ISv1w1WGVWjt1XMib84ZyHQeZNRbYg1kn4itT+tuFPmPfm+s4Ji6lonicV+CDknxXqdXbXQdyHQchhBDHbKSi7JJyALCUChNyCz3tbER8LDUgA4X/NGvcL81ddHU/w7L7U6NtBJJ+jt5cJ0IIcSkgICAgIGDo0KEikWjNmjV//vnn7Nmz6x05fvz48ePH1/vWsGHDGlosaRp2h99UqbUAcODYnVem9bOQibhOhMzXhcIbv2ccAYCo0geeEhdvqTvXiUxWWmXJ2ONbVbSOR5JHRs6RiyRcJ0IIIcSxFc+PXHvsokZHZ5SUTfl2l7O1xe4l0+0tpFznQqge2LuuRmJ5IcOy+uOHFYXchkEIcSUlJWXNmjU3b96sPTN48GAAuHHjBnehDJeLY81KKBsriUQs4DYMMnOF6hL9AQtskbqU2zCmLbIgU0XrAEDHMFfz07iOgxBCiHt+jvKNcydP7NEpt6wSAHLLKv+6i7s2IwOFc8FqDHHxd5faZCpKHUSy0W4duY6DEOJGQUHB+++/P2DAgIsXL+rP7N+/HwCCgoI4zWWgXntpkFDIKyqpenFKb9wXEnFrqEOfswXX8lVFnSz9ultjs/Y2FOboIeHxq3VaAUkNcMK58wghhGp42dsQBPw9twSuJ2X08nUncZt1ZGDaqQqmVCpDQkKys7MrKirqHVBcXOzh4cHW/h8DAABxcXGenp7tEhCsBeKIkQsSygoCrOwlPJzRgJCZ6tmzZ1hY2KVLl+bOnTtq1KjDhw/v3bvXx8dnxowZXEczRDKp8I25Q7hOgRAAgK3AekPwZ2XaCluBFQH4gbutqGndgZR7vZ3c/Szsn/ft5mdZf8NEhBBCZqibh/PaGWPPx6aodNpVx84DwMSQTl8+P5LrXAj9SztVwd599934+HiZTNbQgOjo6Orq6oEDB3p5edWeFIvF7RGu9ttR/O5y1wJllZDiU1ixRsgsURR16NChBQsWbN26devWrQAwbNiwTZs2WVpach3NUJSUKT5cEf4wKX/C6G5vLsSO+MiAUAQpF1gDAAssFsLayE+xV3+IvQIAN3mZSzr35ToOQgghwzKqa8CorgHj1+3Qv/zzbvyK50bgdDBkUNqjChYREfHjjz8Sjf7Tj4qKAoB169aFhoa2Q6R6aRn65Qu7rxeke8psdg+Z5Si24CoJQohDzs7OR48eLS0tzcjI8PLysrKy4jqRYTlw+M6D+BwAOHj0zojBnf7P3n0HNHmtfwB/3iRkEAJh7yFLQBBBlqjg3loHilJ33dVbbW+rbe32dmh/2mGttk463AWp4saNCwEVAUUEJOyRQEgg8/39EcrlIiIK4U3g+fxzT05e8n71VghPzjmPt6ct1YkQ+q+s2pzvcnbWq+rnu0QPsxpIdZxuqKBOpBlIlPJKmcSYiT0xEEIItRTgbPekvBoAvO2tDt+6721n1dfRhupQCDXS+jEuFRUVCxcuHDly5JgxY9oohKWnpzOZTD8/v/r6erlcru1UrbpS+uRGeQEAFNQJDz+5S0kGhJCOMDU19ff3xxLYs9isxo9PCALYLANqwyDUwp9P44RyUYNKtifvgIpUUx2nG5rr2Z9nwAKAcY7evXi4HRIhhFArPnxt6AeThq4YESYQ1nx27Pys7fuv5hRQHQqhRlqvgi1atEgul+/Zs6fttWCaKlhMTIy5ubmRkdHw4cNzcnK0na0FGw6vKaKNIS4EQwihVkS91n/EEG8nB7M33xjay9mC6jgI/Q8OvXFpEovOwv0XnS5TVPbJnVNmbM6XIWN/HDgF/34RQgi1isVgvB7eL9DFvlpSDwAkCVce5lEdCqFGHdoRKRAIWj0x2tzcPC4uDgB++eWXhISE/fv329vbt/E6DQ0N2dnZKpVKoVCsXbs2Li4uKSkpMjIyMzOTz+e3+iXh4eGtLhmrrq5+pT8KAICPqc3XIRP+fvqgv4XjFJe+r/w6CCHULanVJI1GGHKYH/97AtVZEGrdgl4zdz35U6Kqf91pCh4N1um+SD3zQFgKAJvuXoh2DaA6DkIIIZ3mY29lZmRYXSclCDBkMX+5dGtSPx8bk+eeFY5Q1+hQFUwul0ul0mfnuVwuADx69Ojtt9+eNWvWzJkz234dhUKxadMmPp+/YMECAPjkk0/mz5+/b9++HTt2rF27ttUvSU1NlclkHQnfqqhe/lG9/Dv9ZRFCSK+RJHz9fyfOXsjs7WHz9edRJsZd2roEofazZVut91lNdYpuq2mTKQkkSZJtL/NHCCHUw5lw2EfefP1CVq5AWLPj4k0AOHDzXuKa+WyDLurRh1CrOvTfn6ura0pKyvOeXbx4sUQiCQgI2LlzJwDk5+c3NDTs3LnT19c3LCys+ZU8Hm/NmjXNZ+bOnbtv3767d597ONdPP/2kUqmenb9586amrdsrS60U7HuU4mRkuqJPOIeOR94ghBCk33t6+vwDAMh6WBJ/PG1eDDaGQzpNppbdFT2wYVs5GTpQnaVbebfv0A9SEiUK+ceB2PALIYTQi9mYGM0K83/nQKLmYWmNWCCscbfCYyURlbRYhc3LywOA9957r/nk4sWLV69e3aIKlp+ff/bs2aCgoICA/1ldz+E8d7nBG2+80eq8oaFhR6pgdQrZgksHxQoZAKiBfLfvkFd+KYQQ6ja4hsxWxwjpIBWp+uTBxgJJIQHEas+lIWaBVCfqJo49zXj/9t9qID8LGDvGwYvqOAghhPTGKF/3UxkPSRLcrc1P3H9oZsiJDu7LZNCpzoV6KC1Wwa5evdr86K5FixalpKSkp6ebmZm1uFIgECxZsiQ8PPzatWuamf379wNAaGio9uK1qlom1ZTAAKBALOziuyOEkG7y9LBZvmjIqXMZPr3tJo7rR3UchNpSXF9aICkEABLIm9WpWAXrLN9lXJKrVQCwOeMiHgqGEEKo/Ub7eh5ZwX9aLdp26eb2izcBIK9S+PHEYVTnQj2UFntEOjk5uTfD5XJpNJq7u7umCvbpp5+6u7vfuHEDAMLCwgIDA5OTk+fNm3fw4MGoqKg9e/Z4enrOnz9fe/Faz2xkOtHJBwCMDFjzPIO6+O4IIaRrioqFRcVCAIieFrLn54Xvrh7DYuJRDkinWbEtTZmNrXW8eO7UhulE33zzjaenJ0EQhoaGixYtUigUXRzAhtPYPtuKgwcbI4QQejnedlZDvFxzyio1D+8XlVKbB/VklP0yU1lZmZubW1NTAwAMBiM+Pn7p0qWxsbGxsbF0On3UqFGxsbFMJgX7br4Pn7zGL8KCzTUyYHX93RFCSHfsP3jj192XAGDJoiEzp3f14lyEXg2Lxvy8z9orlTfsODbdZiHYsWPH1q1b99prr3399dfHjx/ftWsXg8HYvn17V2ZY7j2Q8ZBuZMD8t+/QrrwvQgih7oHFYIz17Z14/yEA+Dvafpl4MdTVcbiXG9W5UI/TdVWwEydONH+4devWrVu3Nj10dHRMTEysqakpLCx0c3Nr40SwLuDCM7tWmq9QqyJsXfHwV4RQj3UkLoUkAQCOHE3BKhjSIxYs8yn246lO0WlUKtWKFSvs7e2PHj1Kp9OnTp0qEAj27t27YcMGCwuLrsmwJ+fmV3fPkACz3YLcjLvopgghhLqZTdPHTg/yE9U3/PvwCZWa/O1G2p75UWGujlTnQj2LFndEvgITExNfX19qS2AA8FXahdlJ+xdcPPT+rURqkyCEEIWcnRp/13V2xlY+SM8oSeWBwiMbH25JEaZSnaWjMjIyiouLo6Oj6fTGg4RjYmJkMllSUlKXZTiUl0b+M1BrquMIIYTQS6IRRJiro1ypVKkbf5RklpRTGwn1QHi8SysSn2ZpBscLsr8J7T4fJiOE0EtZv27inwdvAEBMdNgLL0ZIp5wqPXui5BQAZNZmf9v3SwuWHldyHz9+DABubv/dM+Lq6goApaXPPVSlpKSkuLi41adkMtkrZPDh2zyurQAAb74NLpNHCCHUEYPcXWyMjUpr6/iGbIlc9tWpS9P7+7pb6vFPaqRfsArWimArR0FeDQCEWuHiTIRQj3PtWk5qan5YmFtwsOvK5cOpjoPQqxDKRZqBilTVKGv1ugomFosBoHmLbc24pKTkeV+ye/fu9evXd2KGiY59pEq5kxF/kWd4J74sQgihHsiMy0lYOfdBcfn1vKc/XboJAMfvZ59f/QbbAKsTqCvo1o5IHfFVyNjPg0d/FDhi66DJVGdBCKEudffu048+OhIXl7Ju3aGcHGzfg/TVCOuhpkxTAAgyDXTlulAdp0MMDAwAgHhmBZZSqeyaAIfyU5de359Umn2l7LEp07BrbooQ0mt79uwhCCIhIaGNayhvfYsoxGOzwlwd86qEmodVEmm5uI7aSKjnwGprK1h0xhyPQCWprqyXcBhMXPePEOo5Hj8u0wxIkszNLffwsKE2D0KvxpZts8X/6zplnYmBCdVZOsrGxgYARCJR04xQKAQAY2Pj533JO++8s2LFilafCggIKCgoeKkAl0ofawa54soiqcjZyKzt6xFCPdyBAweWL1/e9jW60PoWUW5qvz5JD3OVKnWwi8PhtAdsBn1eWKARi0l1LtTNYRWsdWX1dTPO/Pa0ThRs5fj7sFnMf86jRQih7m3QIM8//kgWiaQWFrywMHeq4yD06ugE3cTApKi+mMvg8vW5FmZnZwcAeXl5TTOacfOTwlpgs9lsNrvVp2i0l94HMNja7VxxNgC48izsDfkv++UIoZ6jqqpq0aJF8fHxbV+mC61vkS4Y4tnrzKoFpbV1G89d+eXqLQB4XFG9JWoc1blQN4c7Ilt3OPfe0zoRANwuL7xc8oTqOAghpHVicUNNjdTa2mTfviWbN7++d+9iPh+3PiH9tjtv7wf3P3on/b07+twp0tPT08XF5ciRIyqVSjNz4MABJpMZERHRNQGcuKaj7b3nuYceHLKQ8fJFNIRQz3H79u2EhISFCxe2vapLF1rfIh1hxzcOdLLLLm3sFPmgpIzaPKgnwLcyrbPnNu4yIADsuM/dcYAQQt3D2dP3p0/+bvrk7+OO3ubxOP36ORkasqgOhVCHSJTSSxVXAEBJKs+Wnac6zquj0+mrV6/Ozc2NiopKSEhYuXLlyZMnP/zwQwcHhy64+z1h0aLkP84UZ/3+5FZ+XVUX3BEhpL/8/f0zMzN37drF4/HauOwVWt+i7m1G/76awdDert+cvRx/L5OkNhDq1nBHZOtec+lTLKm9UyGY4OztY2pNdRyEENKu3/ddVSrVABC758qUacFUx0GoE3DobFOmqVAuBAA7ti3VcTpk5cqVRUVF3333XXx8vLm5+ZIlS95///2uuXWmqFRNkgCgJskHopK+pvZdc1+EkA4SCAQxMTHPzpubm8fFxQGAra2tre2Lv9++QuvbtWvXNt8Y3qT5mYlIf30wOnKSn5dMqVx64JhYJgMAhUo9PcCX6lyoe8IqWOtoBPGmbzgAKEk1CYAH5COEujcrG5OiIiEAWNvo8fFJCDVHI2jv9n77dOkZEwOT8bb6fcgInU7fuHHjF1988eTJE09PT3oXHlc6xMbDjGVYLZOasQyH2nh22X0RQjpILpdLpdJn57lc7ku9ziu0vj137lxqqh7vbUcv5GtnnSYo0ZTAACCjuAyrYEhLsArWlt8fpW64c57HZP00eEqIlSPVcRBCSFveWzdh985LKqV67oLBVGdBqNPYc+wW9ppPdYpOw2KxvL29u/imYkVDfwsnpVq11ne0DQfPiECoR3N1dU1JSen467xC69v58+ePHDny2fmysrK9e/d2PBLSBX1srbxtLLNKK1gMhrM5f8vF5CHuvQIc9Hs1N9JBWAV7LoVa9cWd8zKVYFG+5gAAIABJREFUsqFeuSn94uFRc6hOhBBCnezvuDvHjtx2dbd+691xaz+YSHUchDqfXC2PKzoqqBcMtRwWaNqf6jh6hgRy2Y0/i6U1AMBlML8NmkZ1IoRQd/AKrW9XrVrV6nxaWhpWwboNJp1+YMHM1MLimgbZ6qPHSYBfk2//vWSOm4XZi78YoXbD0/Gfi07QuAwDzdjYoPV24wghpL+Ki4Q/bj5VkF954dyDQ39epzoOQlpxpuz0mbLTmbUPtj/ZJpRXUx1HzyjU6rJ6sWZcKBFSGwYh1G1Q3voW6Sw2gxHey6lIVKM5HV+pVt/HrpGos2EV7LloBLF18JR+FnZD7d0+CW5l/S1CCOk1WYOCVDd24Kmvl1MbBiEtEckbazcqUlWrFFMbRu8wafTFngMBgEVnLPIYSHUchJAe+/TTT93d3W/cuAFUt75Fum+4pxuXyQQAC66hQqX6Jfl2ubiO6lCo+8AdkW0Jt3GOHzMPAOqVCqqzIIRQJ+vlZhU1MzT+aEovV8vps8KojoOQVgy3HplekyaUC0PMQp0MnaiOo2fkaqVQLnHnmY918Btp19VHkiGE9JemiUfz8+8rKytzc3Nramo0DylsfYt0Xy9z01PL52WUlD2uqP7w+FkA2J967/Ty+cwubA6DujGsgr2AWCGbc+5gemXxYLteu4ZE4T88hJC+I0k4GHv1XmrBoKHeS1eNXLJy5DM9mhDqPmzZthv9vpWopDwGj+os+udQ/p3D+XcA4KfsCxHW7r58e6oTIYT0Q3R0dHR0dPOZrVu3bt26tekhha1vkV6w5hlZ84yO3c/SPCwS1RaJanuZm1KbCnUPuCPyBY7mZqRXFgPAleK8M4WPqI6DEEIddencg93bklJu5H731fGsDAGWwFC3RyPodIJ2o+pagTSf6ix6pk4paxqLFbI2rkQIoVegaX2LJTD0PKO8PDRvVL1trO6Xlv11P1P+z1lyCL0yXAv2AmZsTtPYtNkYIYT0VEVZTbNxrbcvhVkQ6goKtfzLrM/KZWUEEMvcVgXwsVNke0W7BF0qffRAVDzGvk+oRS+q4yCEEOpZJvTp7WLGfyoUJRcUvnPsJACce/h4W9QkqnMh/YZrwV5ggrP3Ct8BARZ2awOGDLRxoToOQgh11Mjx/g7O5gDg09cxdJAn1XEQ0rrihuJyWRkAkEDeFaVRHUefZNWUlMtqLNiGExz60nDhKEIIoS7na2s9zqf39fxCzcMrTwqozYO6AVwL9gI0gngvIBIAiiW1WcJyb1MrqhMhhNCrkEpkv35/pjC/csqssJ0HVgir68zMefhbLeoJbNg2fAO+SCECAC8eHvH+Er68f6KsvhYANtw7fmbkGqrjIIQQ6qGGuPeKvZ0GABFuLqeyc0w47AHOjlSHQvoKq2Dt8teTB+9eO6EiyRjPfl+GjaY6DkIIvbT9u68k/nUHALIzin47vtrcAk8KRz0Fi8Z+3+uTFOEtO459H2M/quPoEyat8Y0idgdCCCFEoQ9HRIY42suUqoQHWavijgPA25EDl4eHUJ0L6SXcEdkusdmpKpIEgAM5dxtUSqrjIITQSxNV12kGCrlSIm6gNgxCXcyUaTbSeowb10OqklCdRZ986j/J08Smt4nNF/0mU50FIYRQz0UjiNFeHqO93C8/ydfMnHn4mNJESI9hFaxdevMtNAMnHp9NxwV0CCH9EzUn3MLKGAAmRAU7OFtQHQehrnZHeOvdeyv+fXfF+fJTVGfRG0ef3s4VF1fKREwargVDCCFEMRaDEeBgpxkHO9pdzM3LqxZSGwnpIyzotMvHwcOtDY2qZfWLfXDVJUJIn+Q/Lvvy3UNV5bUL/jXy9+NrGhrkHEMW1aEQosDx4r8UagUAJBQdHWY1mgA8Fe8FBFJhfGEqAIjk0tgn174JnEF1IoQQQj3dzhmT/7qXacxmxaal776TRqfRfp4ycZi7K9W5kD7BtWDtwjVgvt1v8Oq+A+NyH+zLSlWoVVQnQgihdtm39fzTJ+WSuoafvznRUI8lMNRzmTLNmgZYAmsPEwMOh87UjG05fGrDIIQQQgDAY7HmBQf0sbG6X1IGACq1+u+sbKpDIT2Da8FewpyzhzKrywHgSW31Z6EjqI6DEEIvxmQ2fp+nM+g0On7ygXquOc5vxBcdlqllk+ymUZ1FP/AM2N8Ezvj18UV3nvUSjyFUx0EIIYQaOfJNLLiGlRIpAPjaWKcIitzNzfkcNtW5kH7AKlh7NaiUWdXlmnFaRTG1YRBC2lNZWblq1apDhw6p1WoACAkJ2bFjR79+/ajO9dJys4qFVXXzVo2oEUmqK8Rzlg9jsQ2oDoUQZUyZ5gt6LaM6hT6RKGWbs04VSCpzxeUznEN8TOyoToQQQggBAHAMDA6+Hn30fqaDifGeO6lfXbhszGIdfD3aw8Kc6mhID2AVrL3YdMZ4F6/j+dkAMNWtD9VxEELaMnv27NOnT0+aNGnq1Kk3btzYu3fvuHHjMjIyzMzMqI72EhIP3/rxs2MkSQYN8vz6lwVUx0FIJ0hVdbvzfiyU5oWZR06xf53qOLouXfi0QFIJAPUq+eni+1gFQwghpDucTflvR4Qn5T7JqawCgFqZLCEz+52IgVTnQnoAq2Av4cfISbM8/fksjo+ZFdVZEEJaUVBQcPr06aCgoGPHjgHAvHnzmEzmDz/8cObMmZkzZ1Kd7iVcOHGXJEkASLn6qFYkNeYbUp0IIepdLD/9UJwBAEnliQH8UBeuO9WJdJqbkRWbbtCgUgCAL9+e6jgIIYRQS+7mZgZ0ukKlAgAPC/OcyipnUz6Tjn2NUVuwCvYSaAQxyM7l65RLrx3/zdXYbNeIqU48PCwWoW5FLpevWbMmMjKyacbHxwcAKisrqQv1Knz8ne7fzgMAx16WPBMO1XEQ0gl0gt7qGLXKhmPyH/9p+wuSg83dRtr6Uh0HIYQQasmJz987feqJ7Ie9LSy+v349Xyh05vOPvj7LlIPvftFzYRXs5eTVCn++fxMAHokqf75/86vw0VQnQgh1Jg8Pj82bNzefiY2NBYCQkBCKEr2cWqHkp8+PlQmEUYsi3/psiqiybkxUEEFgOzyEAAAiLUcX1uc9leYNMB/iaNiL6ji6rkom/jzjrzplQ5ow35fvMNDSk+pECCGEUEuhTg6hTg4H7t3PFwoBoEAkOvkoJ8a/L9W5kO7CKtjL4TAMGDSaUq0GACMDFtVxEELatWHDhuTk5KioqDaqYBcuXPjyyy9bfSotLU1r0VoX+92Zy4n3AGDTuwf+uPqhkTF+DobQf7HpnEW91lCdQm9k1xbXKRs04zvVeVgFQwghpLN6mZo2jV1MTMrq6qyMjPBzYNQqrIK9HBtDo6/Dx+x6cNudb/5m3zCq4yCEtGj9+vX/+c9//Pz8tm/f3sZlpaWl586d67JUbRPX1msGCrlK1qDAKhhCz/q7+MAd4bVeXM9ZTkuYNP34QIuS3rV+fCcLFq9SJmYQ9EgrL63eCyGEEOqIUEeHTWPHXMzLC7C1XX/+fIFIFOxgHxsVhWeEoWdhFeylTffwne7he6Pk6X9uXehjbj3HO4COu40Q6l6USuUbb7wRGxs7YMCAv//+29y8rabLPj4+a9eubfWpAwcOFBQUaCdjS1lpBTn3BaOjgrPTC6vKaqYvGWJuZdw1t0ZIj+TWZZ8rOwYAQnmls6H7EKuxVCdqF0p61xobcN73nbQ791Jvnq2XMTaIRAghpNOm9vGZ2sfnp5s3C0QiALgtKLqclz/C3Y3qXEjnYBXsVZRIxHNPH5GplAD3DWi01720+2EsQqgryWSymTNnxsfHT5s27bfffuO86HBNf39/f3//Vp9KSUnpmipYyqXsj9/YTZKksSn313PvsTlMJgu/vSPUChWpahqrQdXGlbqDqt61tYr6j+8ekqrkmTWFZizuco+R2rsXQggh1CnseDzNgACw5fGkCoWhgQG1kZCuwV+TXsVTsUimUmrGOaIqasMghDrX0qVL4+PjV61a9f333+vLufKpV3NIkgSAWqHk8X1B4GA8vgeh1nnwfAZajNDsiAw3H051nHahqndttbxOqpJrxsX1Qq3eCyGEEOoUr3l7F4vFd4qKBzo7/evkiTyhcJKX15ax4/TjPT3qElgFexWBVnaBVnap5cXGTNYMDz+q4yCEOs2VK1f27dtHEER9ff2yZcua5idNmjR+/HgKgz2PQq4U5Jb7D3CP33uFVJOmljzPvo5Uh0JIdxFAzHB8Y4bjG1QHeQmv0Lv2+vXrly9fbvWpmpqadt7XmWsxyrbvmZJ7xgacaKcB7c6LEEIIUYZGEG+GhgLAl5cv5QmFAJCQnT3Xv1+gHW7tR42wCvYqDGj0w+NjsoUVbLrB9ZKnEoU82MaB6lAIoU6QmJgIACRJ7ty5s/m8s7OzDlbBpHUNb0/5vuBRqbmNySe/zBeWiYOHehuZ4In4CL3AlYoTZ8qOmDGt5jivsWDZUB0HAEAgEMTExDw7b25uHhcX13ymPb1rk5KS1q9f38FIBBCT7APvCp/QCZpU1dDBV0MIIYS6krmhoWZAIwhTDkelVtNpNGojIR2BVbBXxKDRXIxNhx/ZVSqpIwB2jJg82sWD6lAIoY766quvvvrqK6pTtFfKhayCR6UAUFVa8zS7ZPpy/djehRC16pQ1CcWxJJBF9Xlnyg7HOK2iOhEAgFwul0qlz85zudzmD9vZu7ZXr14jRoxo9alr167V19e3M9XGzGOVMjEAbMxMODL4nXZ+FUIIIUS5ef0CSsTiB+XlI9zcl/59LF8kWhAQ+P7gCKpzIephFezVZVdXlErqAIAEuCTIwyoYQqgr1dfJbJ0tCBpBqkkAcHCzpjoRQvqBBjQaQdMck08ndKWBuqura0pKShsXvFTv2piYmFZXlmlulJeX185UBrTGvx8Gfn6OEEJIr7AZjE+HDgOA9efPPa6uBoBf76TM6OPrps32ykgvYBXs1XmbWdpyeSUSMQEwxNGV6jgIoR7k9/87+eeWU0YmnHnvjHv6uMwvzG3AKF+qQyGkHwwZvCiHJWfLjpozrUfbRFMdp11etndtZ/nAd9pXD/5SqlXv+kzqmjsihBBCnYvHYmkGdILAfpEItF0Fq6qqcnJy0nQua5KVleXs7Pzsxd98882uXbtycnI4HE5MTMzPP/9soNv/jXINmH9PnnOm4LEzz6SyXnq7VICngyGEuoBEXP/nllMkSYpF0vvXczb8sZzqRAjpmWCzocFmQ2sVQgMak+os7UJV71pDukGFTCRVyv4v69iu0JUcun78dSGEEEJNlgUHF4vFudVVE3r3XpgQ/7RGtDIkdHnQc8/WRN2edqtg6enpUqk0IiLCxcWlabLVDzCPHTu2bt2611577euvvz5+/PiuXbsYDEbbZ17oAksOd2bvvpPifsuoLAOAjRFjor2wZSRCSLtYbKYhjy2prQcAU0se1XEQ0kvny46eKT1IJxjRTiv9+eFUx2kLhb1rT5ekS5UyAMirK78nyg8199Tq7RBCCKFOZ8Jifz92HAC8ffpUdmUFAGy6dnWKl4+NkRHV0RA1tFsFS0tLA4DNmzf379+/jctUKtWKFSvs7e2PHj1Kp9OnTp0qEAj27t27YcMGCwsLrSbsuJK6Wk0JDADOFORgFQwhpG0MA/rHuxft/+60uQ3/jfWvUR0HIf2jJtXny46SQCpJxYXyOB2vglHYu7a3sb1mwKQxXLhWWr0XQgghpFVsRmP1g06jMem6cjAo6npaXwvGZDL9/Pzq6+vpdDqT2fpC+oyMjOLi4rfffpv+z3+LMTExZ8+eTUpKmjFjhlYTdpwNl+fKN3siqgaAgfat7PRECKFO13eAR98B2JEDoVdEI2h8pkWlrAQAzJi6XtyhsHftCJu+FQ01J0tT+5g4mRhwX/wFCCGEkK5aM2BAmaTuaY0oyttndvzhYrH47bDwuX0DqM6FulpXVMFiYmISExOVSuXgwYO3b9/u4dHyN7fHjx8DgJubW9OMq6srAJSWlj7vlVNTU1scN6bR/rZHnYVBox2ZNCvhcbY5h1suqduXkRbt5ddUZkYIoU5RUVT9+8bjQJKvvzfRygFb2yDUUfNc3jtfdoRF54zSkwPyqRJfdEMgrcoVlzCA+Lf3FKrjINT55HK5RCJRq9VUB+kcdDrdyMiIgb+MIPQMS0PurkmTAWDlqeNZlRUA8PnlC5M8vflsNtXRUJfq0PdHgUDQah9uc3PzuLi4hoaG7OxslUqlUCjWrl0bFxeXlJQUGRmZmZnJ5/ObXy8WiwHArFnLUs24pKTkebcODw+XyWQdCd+JzNmGC3wD55/868LTJwBwp6z4h+Ha3aGAEOppNi7bdT85BwAEj8v+L/E9quMgpPes2Q7RTivTRZdzxKn+/Ag6gb8xtqJBpSiSVmvGOXXPfVeGkP6SSCQCgYAkSRqNRnWWzqFWqwmCcHZ2ZuMv9gg9h8E//95pNBqd1nU9Z5CO6NB7PrlcLpVKn53ncrkAoFAoNm3axOfzFyxYAACffPLJ/Pnz9+3bt2PHjrVr1za/XtML8tmeR0qlsiPxulhKaZFmcPufAUIIdZbivIrGwZNyapMg1G0cEfxwT3QVAHLr7k93fIvqOLqIQ2eOsQ04WZJKI2iTHUKpjoNQ56usrORwOI6Ojl3ZfVWr1Gp1fn5+dXW1nZ0dhTH27NmzcOHCY8eOTZo0qdULqqqqnJycWmzuycrKcnbGE2aQ1v17wKAySV2xWBzdx2/G0YNlkrp3Bwya1acv1blQF+lQFczV1TUlJeV5z/J4vDVr1jSfmTt37r59++7evdviShsbGwAQiURNM0KhEACMjY2f9+INDQ2tzv/+++9z5sxpR/bON9Gt959Z9wBgkrsXJQEQQt3YzDVjf37/IEmSM98eR3UWhLqJx3X3NIPcupbvTFCTf3tPKW6oyK4VXKvIGGnTj0HgccKoW5HL5Xw+v9uUwACARqNxOBxqN80cOHBg+fLlbV+Tnp4ulUojIiJcXFyaJjkcjnaTIQQAAPY84z+nzACAJSeOZVdVAMDHl85P8vDiPuccc9TNaHH9f35+/tmzZ4OCggIC/ufAuWe/u2k+qWh+pJdm3PykMN33ZcSoMb08G5SKU3k5UfH7l/gHj+rlTnUohFA3MfGNoQMnBAKAmbUJ1VkQ6ia8ecF3hOcBwMs4hOosuutsaeqDmgIAuFyRcbk8Y5i1P9WJEOpk3akE1qTVA5S7QFVV1aJFi+Lj4194ZVpaGgBs3ry5f//+2s+FUOsY9MatkXSC1i2/FaBWaXEDvEAgWLJkycqVK5tm9u/fDwChoS1X1Ht6erq4uBw5ckSlUmlmDhw4wGQyIyIitBev0xEAkY4uyUVP4x5lppQWrTp3vEbW+oI1hBBqD1L9P29hzaxNsASGUCeabL88xvm9153Xvma/lOosuotDZ7Y6RgihZ92+fTshIWHhwoXbt29v+0pNFzU/P7/6+nq5XN418RBqYe2AwSF2Ds4m/LdCBkw6/Lv/zp/2Z96jOhTSOi1WwcLCwgIDA5OTk+fNm3fw4MGoqKg9e/Z4enrOnz8fAD799FN3d/cbN24AAJ1OX716dW5ublRUVEJCwsqVK0+ePPnhhx86ODhoL56WVDfUawYylVKqUFAbBiGkv2I3/DXB7I1FAWsFOc/tlosQ6ggaQTNmmF4o2/9Tzlv5kgdUx9FRw637TXMcaMU2CTH38OXjeT2omzt69OiAAQNafaq2tnbWrFmdcpc///xzyJAhbd+ljSS6zN/fPzMzc9euXTwer+0rNVWwmJgYc3NzIyOj4cOH5+TktHF9bW2tsDW1tbWd+idAPYuzCf/g1OiLc964VSJ4LKyukTV8fDkJf4vv9rS4I5LBYMTHxy9dujQ2NjY2NpZOp48aNSo2NpbJZAJAZWVlbm5uTU2N5uKVK1cWFRV999138fHx5ubmS5Ysef/997WXTXveDAhNKS0ql9TN9+tfKK4xNDAwYWF/FoTQyyl/WvnHl/EAUPiwZP/GhHd/XUJ1IoS6p2NF28oaCgAgvuin1Z7bqI6ji2gEzYrNr5CJKmSi1anbfw1eQ8M9I6j7GjlyZGBgYKtPlZSUnDhxQtsBmu7SRhIKCQSCmJiYZ+fNzc3j4uIAwNbW1tbW9oWv09DQkJ2drVKpFArF2rVr4+LikpKSIiMjMzMz+Xx+q18ydOjQ1NTUDuZH6HlY9MbCCIOg0WmEmiTxh103pt2WwI6OjomJiSKR6P79+2KxODEx0cLCQvPU1q1bSZIcPXq05iGdTt+4caNYLM7MzCwrK9uxY4emcaTe8TK3TJ699PrspWef5MyIOzDkj10FNaIXfxlCCDXD5DAZBo1HUBvy8KRYhLRFTTYexaAi9aktdRe7Xf1QM3hcVyxUiKkNg5BWXbt2TdPd68SJE2PGjAkNDWWxWEOHDq2urp47d25dXV3fvn0B4PPPP7e0tHRzc9u4caNCoQCAd955x8LCwsnJaezYsVu2bElISBg+fLiNjc3YsWNlMtncuXMtLS0NDAwGDx5cXt5Wr+emu2iSnDhxYvTo0UFBQYaGhkuWLHn33Xd5PN6AAQOazlN+NolWyeVyaWue17jseRQKxaZNm3bv3n3s2LFPPvkkPT193rx5JSUlO3bs0FJyhNr2fnhEmL2jm6nZWyEDhvyxq8+vP8RmpFEdCmmLFteCNTExMTExaddZNiwWy9vbW9t5tI0AuFkseFpbAwDChvoTuQ9XBGJzcYTQS+BbGr+zY/HhLYn27tazP5hMdRyEuq0JdkviiraSpHqS3TKqs+iucHOfO9U5AOBl7GjGfMEuJ4T0mlQqLSsr0wxOnz599OjRoUOHDhgw4PDhw7GxscHBwffu3cvJydm8efPly5e5XO706dP79OkjFAoPHTp09epVkUg0fPjw0NDQ+vr6y5cvx8XFOTk5/f3337du3Xr06JFSqRw0aNCRI0eet9wJAJrucvTo0bKyMqlUmpSUdO7cOVNTU39//5iYmMLCQs1pM+vWrXs2yfjx47X69+Pq6pqSktLx1+HxeJpqY5O5c+fu27fv7t3nduxNSEhotfFlZmbmxIkTOx4J9XDOJvwDk2cAwJy/D5fUiQHg86sXpnv5chh6uTQHta0rqmA9UG9zCzpBqEgSAHwsrKiOgxDSP8Nmhg+bGU51CoS6OVejvm95br0ruihWVilJBYPAN7utiHIcrCKVB58miRW1acLHgaYeVCdCqCs4OTlNnToVAIKCgqqrq5vmDx8+bGpqunv3bgBgMplHjhyh0WiTJk3y8vICgGHDhmku692794QJEwCgb9++7u7usbGx6enpQqGwrq6ujSrYs9zd3SMjIwHA0tJy4cKFfD6/X79+T548aTWJtqtgnSU/P//s2bNBQUEBAQHN5zmc565/t7e3b3W+6YAdhDoF16CxDwybwSCAqFcqsBDW/WAVTCs8zSz2Tog6m/fYnGO46cbVLbeSN0SO8LO0pjoXQkh3Xf3r5pEtx+3crFdsWWBkyqU6DkI9RZzguwc11wAgX3J/qsPbVMfRUSeKr9coJDUKyfePjuwL1cuTWxF6WU1lFwaDQZL/7dosEolsbGw0h3YFBgZaWlomJiYqlY27qpuuNDU11QwOHDiwdOnSBQsWDB8+PDc3t/lLtUfT69BoNM2YTqc/L8kr/UEpIBAIlixZEh4efu3aNc3M/v37ASA0FDfQIIqtHzikXqmsqpeOd+8d+tv2Orns3yGDlgfgf5ndinbPBevJBjs6fx4x/K+HmQ8qyu+Wlb5/4SzViRBCuqumUvzl698/uJZ9NvZS7OeHqI6DUA+SV3f/nwE2R38uOtH4jpGGbx1RT8VisWQymVwunzFjRk5OzpAhQ2bPnn3kyJHr169PmTLl+PHjGRkZ169fv3jxYosvvHTp0sSJE7/77rvIyMjs7Oymelnbd2njmqY62rNJOvZH1K5PP/3U3d39xo0bABAWFhYYGJicnKzZ3RkVFbVnzx5PT8/58+dTHRP1dA48k30Tph2fPudSYV6NrEFFkt/eulqvxK6R3Qq+ldEu2T8/52QqPHYXIfRcDXUNClnjz9faqjpqwyDUo3gZh/4zGEBtEl32du8ZzoZW5izeAAtvpVpFdRyEtI4gCOJ/O8TZ2tra2dnxeLy+ffu++eabERERtra2EonknXfeiYyMnDx58uDBgz/77DNPT08ul9v8yxctWpScnOzh4TFs2LB+/fplZ2drXr/V+zbdRVMIa/46TeOmmaCgoBZJtPOX8So0C9aa/zErKytzc3M1GxgZDEZ8fPzYsWNjY2NnzpwZHx8/atSoa9euMZlMyhIj9L8sOI07M4xZbIlCUSSupTYP6kS4I1K7vogc/v7FswyCFunosuZs4ihXj7FueJoGQqglaxfLqHcmHt1y3MrRYuZaPA4foa4z0f5NT16wVFXrwetPdRbd5cd3NWYaFtaUHS680KCS/8sziupECGnFtGnTpk2bBgBRUVFRUY3/ne/du1czePz4cX19PZPJ/Oyzzz7++GOJRGJsbAwAFy5cCAwM/PHHH9Vqdf/+/d3d3adMmTJjxgzNV/Xv3//Jkyfl5eVWVv89LDgmJqbVACwWS3MXIyOjWbNmaZJoniopKdEMPv7446brWyTRHdHR0dHR0c1ntm7dunXr1qaHjo6OiYmJNTU1hYWFbm5ubZwIhhAlPgofAgDCBmm4g3P4H7/IVMrFfYPWDxhCcSzUGbAKpl0je7mP7OWelP/kjeNxAHDsYdaxGbP9rPCAMIRQS0s3zZ3/+Uwm2+B5nw8jhLSBAKK04eG1ikOnCcZEu7d8+UOpTqSLVKQ6q7ZAM86oeUJtGISoQqfTjYyMmsZNhScfH5+oqKhDhw6VlZXR6fThw4c/+7XNS2Aaubm5X3zxRYvJxYsXDxw4sOku7UylayWw9jMxMTExMaE6BUKtsOYabR05AQCiju3lHyZ5AAAgAElEQVTX7Ovadf/O28EDDfGwfP2HVbCukCtsbCtDAjwRVWMVDCHUKhYHNwIg1NVIUn2j8i8AUJPKG1VxWAVrFZ2gDbbse6k8HQAGWvpRHQch3WJtbV1cXJycnMzj8fr168dgtOs3LGtr6zfffLPFpJubmxYCIoRenbMx/3ZpEQBYGxoV1tbUyBuCbRzwI2u9hlWwrjDRo/fu9DulkrpefNPMivLc6uqF/frz2WyqcyGEEEI9HUHQ+EybKpkAAMyY9lTH0V0feM9h0xlJZbf/Epx3M7IdZNGP6kQI6QR5g+J+an5pYXW9hKEypxdwy9287drzhUZGRsHBwdqOhxDqoI/DhxqzWJX1UlcT09FH9pAAE928tg6fSHUu9OqwCtYVbIx4SXMW5otEG65c/CU1BQAyKsp2T5xKdS6EEEIIwQynj5MrDjHp7EGWrZ/UgzSuVKSRQMrViv1Pz2AVDKGqsto/fk46l5AqlykJgqDRCJVKDQDmVsYzlwwZGxXMMKBTnREh1FEmLPYn4cMAYMqxPzT9WY/nZn8TMZprgHs49BX2iOwiHIaBt4VldlWF5uGDinJq8yCEEEJIw4xpZ8K0TBMm7nuyukKWT3UcHUUjaBasxuN7rFlm1IZBiHI3LmYvHPd/p+NS5DIlAJAkqSmBAUB1ee22//y9KvqnyrIaSjMihDpTX0sbzcCVb3a1+OmBh/ekSgW1kdCrwSpYl4rx9dcMQmwdViQe35V2h6Q2EEIIIdTj1Smrrlb8qSaVIkXptYoDVMfRXR/5LOpv6mXOMq5RinPrBFTHQYgyV07f/3TlbwqZUqVUP/ssCUCS5NPc8lXTt1WV13Z9PISQNnwQGrk+bOiKfqFDnVyXnI1be+X0nJOHqQ6FXgVWwbrUO2EDT86au2Pca4k5OSdzHm24fOlYdhbVoRBCCKEejUGwGERjyyc2/SVas3W9+vp6b29vqvrBuXBta5TianlNVm3e/z36nZIMCFHuaW75xnWHCSDVZFsfZ6uU6lqR5LN//U6qW172wQcfMP9hYGAwZswYABg5ciTrHzt27NDiHwAh9EpYdMbivkFrQyLulBdrZlLKiiQKObWp0CvAKlhX87KwpBO0pp+aBTUiavMghBBCPRybbjTJ/l0btruX8aAIy9lUx2nLv//97+zsbLLN3721SqKsbzFAqKfZ+e1JtbrtClgjlUqdk1F04cTdFvMffvihQCAQCAR37txhsViLFy8GgJSUlKSkpMLCwsLCwrlz52ojOUKoUwxzdNUMgqztfs24/VHy2adi/KVen2AVjAKDnJ362dgCgCXX6GJeXuivO369k0J1KIQQQqjn8jQOt2LZPRFfiRd82qASUx2ndYmJidu2bSMIKvuzL3KdwmVwWATD3ci+tKGSwiQIUaKksPrW5YetboRsFQHkkT1XWkxyuVwrKysrK6tPPvlk+vTp06ZNy8/PVygUPB7v5s2bZmZmHA6ns4MjhDrNvwIG7Bk9bVPEGFe+2ZbUa7FZaXNOHcaTjvQI9oikAIvOODJjZoFItCstZf+9+wDw9ZXLYz08HSja4IAQQgj1cE8laVm1FwCguD7rruhEqPlMqhO1VFFRsXDhwpEjRzIYjKtXr1IVI9y87yPbvCOF525W3c+rK/o1+BM6gR+poh7k5sVsgk4jVe2tgqlJSEu/896773MMG9vJcTicdevWAUBycnJiYqJAIACA9PR0iUTy1ltviUSipUuXXrp0ycPDQ0t/BIRQx2mWg+1/2LjSs6BWWK9UGDIMKA2F2gvfuFCDThCupqYMorF9MkEQd0tKbhXhQbMIIYQQBZg0w1bHumPRokVyuXzPnj3UrgUDgKZz8ctl1bWKOmrDINTFnj4pp9Ne7t+gmlRXlgllzWjmf/311+joaAsLCwDo37//6dOnL1y4kJaWFhISsnPnzs6PjhDqbHO9A+gEAQDjXb2WJsVNSIi9VJRHdSj0YrgWjEorQkIeV1c/qa524ZusSjwBAIv69/8gIpLqXAghhFDPYsvxirB6I7PmvBXb1Y8/pusDCASCmJiYZ+fNzc3j4uJ++eWXhISE/fv329vbt+fVdu/evW3btlafKi4u7lBQgJHWYXdFj9Sk2s3ITkkqO/hqCOmXWqG0/dshNUwNHebHzIoY49d8UiqVHjp0KCkpSfNQLpfb2tpqxkFBQcnJyZ2SFiGkVVPc+4TYONbIGr5Nu3K5KB8AVl38Oy1mFZ3qz6tQ27AKRiVrrtEf06IAIGj7z5qZ+KwsrIIhhBBCXa+3ccQ9UfzD2nMSZcU0x69pRJe+R5LL5VKp9Nl5Lpf76NGjt99+e9asWTNntnefZklJyZ07dzo14H9FWPY3oNE3PdxVIBW8lfblj4HrzZl8Ld0LIV3DM+HQ6DSVUvVSX2XMb7nCNDMzkyCIkJAQzcN79+69+eabWVlZSqXy8OHDK1eu7Jy4CCEtszcytjcyligUmocNKmWdXEYC8FlsaoOhNmAVTCcE2tmdy80FAHseb9y+WEcTkw0jR1hyuVTnQgghhHqKDFGiWFEBAALp3ULpXWdu/668u6ura0pK661yIiMjJRJJQECAZpNUfn5+Q0PDzp07fX19w8LCWv2ScePGWVpatvrUhx9+WFnZ0VPti+rL1KQaAKSq+gc1ORGWwR18QYT0hb2LBZAvtxYMAOyczVvMZGdn+/j4NG1wnjx58okTJ3r37i0Wi0eNGtXqylCEkM5aFxSx4sKxGrksyt037PC2BpXynYDBK/sOoDoXah1WwXTCljFj/7x/r0Gp+un6DYVK9bCy0oJr+J+RI6nOhRBCCPUUxgY2mgEBNJ6BFbVhmsvLywOA9957r/nk4sWLV69e/bwqWEBAQEBAQKtPff311x2vgvmZeNIImppUs+gMM1wIhnqSkMjeO7892f7rCQIcellZ2bb8ZzJ79uzZs2c3u4zYuXNnQ0ODXC43xn5ZCOmbAEu76zOWq0lyyonfpEoFAGxJv7rUN8SARqc6GmoFno6vE7hM5uL+QdG+vkpV4/rq0rq675OvX8rD0/UQQgihruDLHxNuOd+O7RlgNsHkn4qYLrh69WpOM5GRkVwuNycn56OPPqIqUm9er2/83rFhmyvUik8zv79ZnU5VEoS6mJOrVd/gXnR6e3+HIgEmz27vehA2m40lMIT0F40gbLmN/4StOEbnBblHczNkKjxAU+dgFUyHWHG5bw8ayGYwnPn8GwWFPyRfX3g07sKTJ1TnQgiBpi9bQkIC1UEQQtpCAI0kZRWyrPvCuMQiygpMz3JycnJvhsvl0mg0d3d3MzMzClNxGYblskoAUJPqyxW3KUyCUBdb/O44AGjP2dd0Bs2xl9XoaUHajoQQ0hFfhI2c7u43ysljoK3Tsotx71w7sexiPNWhUEtYBdMtK0JDM9761/ohQxqUjTXjq/kFSblPqlo7MRch1DUOHDiwfPlyqlMghLQuv+66ZvBUcluN3Q/bZMEyNWOaaMYmBkYkkNTmQajLePSxf/OjSSS8oBJGZ9DYbIPPfprDYOCWKIR6CksO99tB434dNvV+dZlm5nLxExWJPyJ1C1bBdA4BEORgb8vjAQCTwTiakbnk6LHRO/cV14qpjoZQj1NVVTVlypRZs2bJZDKqsyCEtM6J27hkw94woIt7RLbfiRMnamtrqU4BTJrBBt+3Q8x8GYT6XNnFzQ93UJ0Ioa4zbnrI2xum0el0ugFdYcyUOBmJPYxrvfhiV169raGKwyDoNAtrky1/LrdzankuPkKoJ4i076UZ9LdyXHE5bn7Socx/6mKIcjr6Dq+HM2axjs+bc7Ow8HFl9ZYryQAgamg4+fBRkL19bysLNgP/X0Ooi9y+fTshIWHhwoUhISHLli2jOg5CSLsGWC4hQZ0nvmxIM2pQ1bDpJlQn0mk2bMsGVT0ACQA3q9PqlBIjBra3Rj3FqCn9qxnqbXHJ9WoVkCRJEAQAQTLkAFIHQ2cT3vtvTXRy1aE+GwihrrQucEiAhZ1EKT+ce//000cAUCAWXXhtCdW5EABWwXQWn80e7eFhzyv7/up1NUnSCGJb8q2ahoZeZqZ/zZ3FY7GoDohQj+Dv75+Zmdm7d+8///zzedfI5XKJRNLqU0ol7qhCSJ/IVXUZwjgVKa9VlLArTSKs11CdSNe5GTln1j4CAFOmiUQlxSoY6iHUavLbPy4cPp9OIwgAAELzP0D+s0dSUCdZ9PXhL5ePiwhwoyokQohCNIIY69wbAHY8uKmZqayXlErFJICtIY/SaAh3ROo2Xxvr2Ohpy8KCp/v51jQ0AEBetfBk9qPbhUX1CgXV6RDq/mxtbXv37t32NUePHjV7jkuXLnVNToRQp1CSMhXZ+OO1QYUHEbzYTMfJMU6TjRisWoXo3buf5tZhb2vUI2zZf/FI0l0AUD/nuB+VSi1XKN/7MSE1W9C10RBCuuXdgAgOw4BBo0Xau4bH/TQw7qfd2dhShmJYBdN1YU6O/44YNNzDVfOQThBfnr8c8/uhibt+F+NBRQghhFDn4TIs+pvPphE0LsPY13QS1XH0gAGN4cx1qFc1AIBCrbhdnUZ1IoS07lJq7oGzaeSLjrsmSZIk4b2tCXX1rbxj/+mnn0xMTMzNzSdMmKA5e3Tjxo2WlpaGhobLli1Tq9VaiY4Q6nKjHD3vzlh9P3pNSkWhmiTVJLkt4zrVoXo6rILph2FurpvGj57et88E794SmRwACoSiv+5lHrn7oKiG+iNyEerJJk6cmPsc4eHhVKdDCL0cN6NBLAIUKuGFkk8aVCKq4+gBZ0NHFo0FADQgpSqJVFVPdSKEtEhNkj8cvEyjtdkestnFYonsj5N3Wszn5uauW7fu8uXLAoFAKBTu3bv33r17X3755ZUrV+7du3fy5MmTJ09qITtCiBpMOp3DMHDhmWoeOhqZfJZy9pu0CyI5/sSkBp4Lpjem+PpM8fU5n5ObkJENAHQa7avzl1VqtTGblbh4rjXPiOqACPVQRkZGRkat/wPkcDhdHAYh1EEFkquaTZH1yurS+rsuRpFUJ9J1Zkz+F77r9ub//qgu50LFpQJpwWd91lMdCiFteZBb+rRM2P7r1SQZf/n+kinhRLO62ZEjR8aOHWtpaZmVlXX+/Hkmk/nzzz8PHz7cy8sLAKZOnXr69Onx48d3eniEEIW2DJz04/1rAGR6VfHehykAkCeu3h4xjepcPRFWwfTMcA+3La+NSxUUNyiVh9MzAKC2Qbb92m2JTBbp3mt8nxccYIQQQgihNthy+mk29TEItgXbi+I0esLR0F4NjRu4nkjyG1QNbDqb2kgIacn1jHw6naZSvcSOxfycB6vfeY/Pa/xgjMPhFBUVpaam+vr6crlcS0vLU6dO5efn29nZaS6wtbW9fRuPDUKou7E15H0ZOoYE6HPwW83Mo5rKapmUTWcYMpjUZutpcEek/png0/vjUUOn+/vSCQIAWAzG7ynp8fez1sQlpjwtojodQgghpMfsDPv3N59vQKPTaGRlQxbVcfRGkGkAAACQfAPeqdIzShI75KLuqaSyBuAFJ4K1RJLVNWJZMxKJRCQS5efn5+fn8/n8P/74Q6VS/dNnEgiCoNPpnR8dIaQDCIAFvYM0AyeuSdDR74P/+uFicS7VuXoWXAumrwLsbQ/Pn5UqKK5paNh66YZmctP5Kxml5f0d7X6aPpHHYlGbEKHuRPN+lCDadQ4IQkivPao9riIVQCpuVW51MRpCdRz9MN52jBXLcnvuL7WK2riiYwyCPsEO93OhbqhBpiRf8uR6I6te85ZNGBHs2TTz0UcfhYeHGxsbA0BERMTVq1fDwsJSUlI0z5aUlLi4uHRaYoSQjnm335DXevmSJDnu5C4SQKpU/PQgeYidG9W5ehBcC6bH/Gyt5wUHvB7ob883BgBLI25aUYlCpbqRX7jnZtr+O3dvFWBvZoQ6R3R0NEmSEydOpDoIQkjrWHTjxgGNR20S/WLNtmxaAlYmK6c2DEJaYmZiSKO/9C9QFibc5g9Hjx597dq1goICsVh8/Pjx4ODgUaNGnTlzJjMzs6Cg4K+//oqIiOi8yAghneNpYuFhYmHBbvzOwGUYrEqO+/bexXqVgtpgPQSuBdN75lzDk8vm5VUJq6X1C/44qpn8/VZaTX0DAGyeOg4PC0MIIYTaL8L6w6TidQ3qGj7TkSRVBIFbk9rF0dCxH98/veauAQG3hclcBmumYwzVoRDqZF7O1ipl+kt9CZ1GuDlYNJ8ZNGjQihUr/Pz86HT6wIEDV69ezWazFy9eHBAQYGhoOGfOnHHjxnVqaoSQzqERxM7I6dseJPOYrFOCrDqFHABIgHf7DqE6WveHa8G6AzaD4W1tObCX06qIAa7mZiN6u2lKYADwZ8q9AZu2T9gWm1VaQW1IhBBCSC/UK6skylKVuj5ffO5J3Vmq4+gNAojVnquGWQ4mQaVQK86WncmX5FEdCqFONtC/F432Escj0Gm0wN6OPMOWB5V88cUX5eXleXl5x48fZ7PZALBx48aqqiqBQPDDDz90ZmKEkK7yM7P5efDUlX0GakpgAPCktupy6ZMSaS21wbo9rIJ1K6siwk4tn/d/k8dp9kgCwN3CkmppfU5F1cYzl3deS9l68YZI2kBtSIQQQkiXKcj6prFSXd/GlagFAghTpmnjmIB86RPyZc8RR0i3mRkbTo70o7d7U6RKrV44KbTVp9hsNp/Pbz5jZGTE5XJbvVhfVFZWzpo1i06nEwRBEERoaGh6+nOXzn3zzTeenp4EQRgaGi5atEihwL1gqCdyMuJPdO4DAFwDVoawZMGl/SMSf06vwq53WoRVsG6IY8A4vHDW5+NH/DY3yuCfH9K5lVXfnr2y9eL1VYf+rhBL7glKVWp8Y4oQQgi15MSNsDcMZhBqLp1rxnSlOo6eGWk9KtgsxIjBoQH559PYPwr2Up0IoU62ZEq4CZdNb8eKMDqNGB3mFeTt2AWpdMTs2bMPHDgwYcKEvXv3Llu27N69e+PGjauurn72ymPHjq1bt87Hx+fo0aMzZ87ctWvXqlWruj4wQrrg+wGvJY1ftiVsYrG0BgAaVMoThdilWouwCtY9mXMNowP9Qpwdv5k8xtmMH+BgS6c1HmtyV1Ay6rvd0b/sX/zbX2oSC2EIIYTQ/6ARDJKsJ0AtV9fcrNhAdRw9w6FzlrmuYNGYmod3RLepzYNQpzMzNvxuzRQWk9FyRdj/lsVoBNHbxeqjhaO6Mhu1CgoKTp8+HRQUdOzYsXnz5v38889LliwpKSk5c+ZMiytVKtWKFSvs7e2PHj06derU3bt3jxw5cu/evZWVlZQkR4hyLjwzPzNbQ4aB5mFaVaFf3Df/uvGXQq2iNli3hFWwbm6Ut/uZVQsOvDFzZn8/zYydsXGDQgkA13OfLtx7xP+zH/61/2+FCv91IYQQQo1kalHjQFVDbRI95cHzAk1NgFTtzvtZqpJQnQihzuTdyzr209n2FiZqNkhtocYDqn2g2geE3iDuBTJLgqTB2HCfX9+PZjF7UC8yuVy+Zs2a9evXN834+PgAwLO1rYyMjOLi4ujoaDq98XP6mJgYmUyWlJTUZWkR0jXWHN7+YXMWe4XN8eifXl1Ur1QkFmYmFmZSnasb0u735aqqKicnJ/J/FxxlZWU5Ozu/8pXo1SwdHDLIzVmmVN0pKNp89ioAcJgGN58IAOBs5uONpy5nFJa5WpqtGx/JY7c8vxMhhBDqUfzN37xe9j5JKs3Y7iSoCfzU8CXNd17kwHFMKD5cr5Leqk42MeBPc5hFdSiEOpOlmZFrpO3dB0IggfxnFRhJA4UhKA1J0t7AJ8yeadCDSmAA4OHhsXnz5uYzsbGxABASEtLiysePHwOAm5tb04yrqysAlJaWPu/F9+7dW1ZW9ux8cXFxByIjpFt8TW19TW1PFGb+npuimblQ8uhcycMol36RNu7UZutOtPutOT09XSqVRkREuLi4NE1yOJyOXIleWR87awDwd7Bh0un5VUI7Pm/zmWuapw7cvKdSqe8WljAN6CqVmkYQy4eFWRsbUZoXIYQQoggpJ0k5AJRLbwnqzjsajaQ6kJ4xoBn0Nw06VnRQ87BQmlstrzRjWlCbCqHOUimRzj50+ElVNQktN0ICAAlQr1C8f+pMdnnFx8OHUpBPawQCQUxMzLPz5ubmcXFxLSY3bNiQnJwcFRX1bBVMLBYDgJmZWdOMZlxSUvK8W//444+pqamvnBwhPTLGwTvGrf/Fksd2hrwTgkwASCp+dH7sShuOMdXRugntVsHS0tIAYPPmzf379++sK1EH0Wm0eeGBAKBSk2U1kuTcAn9H22N3GldannvwuEosBYD8CuEwb7eCStH0ED8vO0sqEyOEEEJdS0X+t1WZmsS2Za/CimUzynr8+YqTNFDlSrK+zFq7zusrC5YV1bkQ6ii5SrUkLj6vWqh6/gG7midiU9NsebzFIUFdlk3b5HK5VCp9dv7Z1pbr16//z3/+4+fnt3379mevNzAwAACCaFlBVCqVz7t1aGho86pZE7FYfPPmzRcmR0iP0Ani88CxAPB5+qk7VYUAIFerDuenmTA5U538jQxw51ZHaX0tGJPJ9PPzq6+vp9PpTCaz41eizkKnEesnNH48xWOy/ryRbsc3rpPJNTOZJeW3cwUAkHj34WfTRt56/DTUzXGknwdlcRFCCKGu4mQ0MqcmVix/SADdgMamOo6+muow05Rp8lfR7wAgUzdk194dZImr6pDe25OSer+0rD09pkiATZevjPBw62Vq2uoFEydONDU11WwbHDly5OXLlzXzP/zww9KlSzsxc2dxdXVNSUlp+xqlUvnGG2/ExsYOGDDg77//Njc3f/YaGxsbABCJRE0zQqEQAIyNn7vUZdu2ba3Op6WlBQYGtic8QnpnpmvgicIH1TKpo5HJ1qxLAHCiMOPgkIVU59J7XVEFi4mJSUxMVCqVgwcP3r59u4fH/7N3n3FRXG0fgO8zu2xh6b0pKAJK7KAiGktUlNiwRWPvGkvUaBLNa55oEmM0iTE+8bFEjaCJHbF37AULVhAL0qv0vnXeD4MborC02R12ua8P/pYzszP/Hdl7D2dn5lQyklLzNRnLly+v9LuCqKgoNl9Ao/HVoF6f9e8uMuKHXI9ce/IKALhaWUaXZABAQWnZ4t3HVDTsufnwu1EBjxLSHMxNp/T0ETayOx0ghBBqPAjhlcgTAIAGZUzeH06SD7hOpK88Td+jCI+mlQTo0JSdWbKMIOfxXIdCqO5K5Yr/3Yqo+TTrhJD/3ri1bmDgu4s2b958/PjxCRMmMD/evXs3PDyc+fPH1NSUrcA6JpVKx4wZExYWNmLEiF27dlV1fxsnJycAiIuLU7cwjyveKQwh5Glmdynw04yywiV3QlNK8gDgQU5yeNpzG5GkraUz1+n0WL0GMjRfGV5WVhYTE6NUKuVy+Zdffnn48OHw8PCePXtGR0dbWFhUXL/ma6r9/PPPUqm0PuHRW0RGfACY2K1j/zaeBCDude4nf4ZJFQp3e+vY9GxmnbVHLxWVyQAgM79IoVQVlUln9/PzdMTbfCCEEDIoBCgRz7pEkQwAAsqc6zh6zFncdInnyoPJO+KLXypp+mLmia7WH9iLnLjOhVAdXU9IKJLJar6+QqU6+/yFfECA0ZvJEBnPnj37/vvv586dy9whKz4+Xi6Xm5qaRkREBAYG8vn6+mXzrFmzwsLC5s+f/9tvv717waOap6enm5vbwYMHV61axUwTuXfvXoFA0KNHDx2GRUgPiPlGbiZW/ZxaPs5NBQBbkcmcW3sBYFmb/pNadOE6nb6qV4XVfGW4XC7/6aefLCwspkyZAgDffPPN5MmTg4ODt2zZ8uWXX1Zcv+Zrqo0YMUIur+Q+HQkJCbdv367Pi0LMTfHtzEzOfDk1NbfA2dJ8zO9/p+UVWkjE+UWlzDoXol5mF5QAwJOk9C4tmj5OSB/i22rqB52UKhWPwom0EEII6b3mZiOic9YDQLH8pUJVwqeMuc2zZ8+ezz77LD093djYeNCgQV9//XXr1q25jVRDTYybuZu0ii9+CUDzCYSlbB/oNM5F3JzrXAjVxZ3kZD6PUihVNX9KbuzL+V98YW9SPuuUWCxevHjx+PHjf/7557i4uJiYGAB48OBBcXHxggUL8vLyZs2adfnyZQ3XxDRYV69eDQ4OJoSUlpbOnj1b3T5kyJCBAweuWLFi9+7du3fv9vPz4/F4CxcuXLhw4ciRI6dMmXL27NlTp06tXLnSxcWFw/wINVizvLq3s3LOKiv6/G75NBRHkh61s3JuZmJtLsAZBWutXqNgmq8MNzU1XbRoUcWWiRMnBgcHP3z4sM5rqv3111+Vtu/evVt9XjGqJ1tTia2pBACOfDYxJvW1p4PN92HhJ+7HCPg8iUCQDSUAkJFfHHY7CgB+PXHtUXza5ag4D0ebjTOG5peUCY34TWwqP5UPIYQQauCK5PHMgzLF60J5rKWwDYdhQkNDx44d2759+9WrVz98+HDr1q2ZmZkXL17kMFKt9LMPypNlPyuMlKqKXxQ9/jPup+Xe/yPvTq2HUIOXUVSsUtX0cshyNJ1XVGRhZMT8RFHUihUrPDw8xowZs3r1aqbRx8fnzJkzAQEBABAUFLRt27Y1a9awGlwXTp48CQA0TW/btq1iu6ur68CBA7OysmJjY/Pz85nGefPmpaSkrF+/PiwszNraeubMmcuWLeMgNEJ6ws+2GQDseHkrOi8NAFJLcj++st3MSPR3j2nupnhtVu1o8Wzb+Pj4c+fO+fr6dujQoWL7u9eH13xNxAmJUODTzBkAfhwTOLWXr5XE+FFi+hd/nZQpFL7NXW6/SGRWu/AkltAQk5K5YPvRJ0kZFCFLh/e2kogz8goHd/a2kOD/JkIIIb1hb/x+ctFhCmiKiIz5DtyGWbVqlbW19fHjx52dnQFAJBL9+OOPt27d8vPz465yHDIAACAASURBVDZYDYl5xhPd5m948VViyUsAKFTkhmccft/2QwHOPID0DSn/pxYDYSK3ZtOHDe3b4p87XtnY2JSWllpbW5eWliqVSplM9v333zs6OjJLfX19b9y4wWpqHVm9erV6XO9dv//++++//67+kcfjrV279rvvvnv16pWnpyfv31eMIoQqtc1/3IH4yIyygj1xdwCgQF52MOHekCZtPc3seQQvyaopLR6p5OTkmTNnzps3T92yZ88eAOjS5e3rV2u+JuIWIeDlaGtrJunT2v3yN7MufzPrlwkD27s58Sjqg9Yt1L9MMSmvAUBF01vO3vp854mfw65M+W0/cxvRlOz8cw9e5L65shIhhBBqmCRGTjxQEaBpujSp8DCHSaKioiIjIxcsWMAMgQHAihUr8vLy9GUITK2f/UgBJaQAgFaeSd9zIGkT14kQqjV7UxNe7c9idDA1qfhjdHR0bGxsVFTUwoULhwwZsmnTpkePHvXv3z8/Pz87O/vAgQPDhg1jLXHDJhQKW7VqhUNgCNWQldB4llf3yS26GlHMu4beF3935KUt026EKOlaXKndyGnxXDA/P7+OHTveuHFj0qRJH3744YEDB8LCwjw9PSdPngwAFa8M17wmaphMRAIAAQDsmj9aRdMUIXuvPTx083FLF7uY5Mxnqa8B/rnU4VVGTnZBcXZhyaR1+6RyhY2Z5OCyCRYmeHYYQgihBoqmFQBAgAYAWsXlhDyJiYkA4O3tvWDBgnPnzimVygEDBqxatUrDU/Ly8nJycipdVOkU27rRyqzjyve2r4yaKlNJCUBs0aOo/Jve5n54aSTSI12auPxxu8obwlRKYmTU0ta2YoudnR3zwMzMTCKRWFhYBAUFnThxwsvLq7CwMCAgoNL5xxBCiNFUYrm167iTKU8SirLuZicAwJ2s+JMpj73NndxNbat9OtLiKBifzw8LC5s1a1ZISEhISAiPxwsICAgJCREIBABQ8cpwzWuiho8iBADGdG83pns7AMjIK9p58a5YYGQpEf98+DIAtG/mZGNmcuj6Y6lcAQBZBcV3Xyb3be8BAIWl0q/+PPU0MSPIv/W8Id04fR0IIYRQOQthWxMjp1J5MgCUKZO1ui/Nk26npKQAwLRp04qKivr27RsZGblhw4Y7d+5cu3aNqmJGmo0bNy5fvlyrmevGiBJ0svrgetYpHlFJVfl/J/7U1/7j3najuM6FUE35N21qLhLml9V0ZJxPqMCWXvwq3qpLly5lHhBCtm3bVlZWJpPJzMzM2MmKEDJcfrbN/GybhcTeYkbBjChqWWQoAbL4vYDJ7v5cp2votDsLb5MmTU6ePJmfn5+UlOTu7l7xPl9vXRmuYU2kd+wtTL4c1ot53MbVISOvsFdrd0Kgg3v5pRxCI753U3vm8Z6L9689iQOA7adv927X4j1XewBQqej9lx/Gp+cEdWvdsqkdB68BIYRQoydTZDEPcsseaHdHGifdZr4ylMvlsbGxrq6uUql02LBhp06dCg0NHTlypFaDacNQ56ktTduFJJSfy/Yg92JTY093k3bcpkKohoR8/nz/rqsuXqbpGt0ajCYwr2tN7/EiEolEIrxZHkKopsY170wD/aIg82TKI6CBBnpvXIStSNLOsqmLsSXX6Rou7Y6CMczNzc3NzdldE+mL9s2c1I+7eDXdMm/E/VepH7R1d7Iq/5qr4nUQ6kd/h0euO3AFAE7djjm+apqpsZBpf/wq7XVuUfd2zQV8vH0AQggh7bIQdcgtu04A+JR2+0uaJ91m7pkdFBTk6uoKAEKhcMqUKadOnbp3715Vo2CLFy+eM2dOpYs6dOiQkJDARuq68zLzcTVumVASQ0CVI0vdGffNcJdPO1h+wG0qhGpoQof2Z5/H3ktNVtZgssjlvXs1wb9uEELawSPUJPeuABBf/PpBThIAZEnzv7p/UMgz+rv7rBam9lwHbKB0MQqGkFoXr6ZdvJpWbBnTu/3j+LToxIxh/m28XcvfqC+Sy79+LyyRpuUUmBrbAsChS49W7z4PAB29XLZ+/pF6CzkFJUqlytbyX7cdRQghhOpJQBkzX8+UyGNLFclivgsnMVxcXADAyemfb5VsbGwAgM+vshen4YySqi6i1LEpzVbczD5xLj0YAAjAjewwY76Jl2lnrnMhVD0+RW0KGjzl4KGozExmIIwyUhGBkvCAVhCVlEcrCTOL5Cd+nSd2bM91XoSQ4VvfaUxI7M2kkqzw9GgAkCrl/3123tvc6SPXzpYCCdfpGpwG0RNCjZmpWLhhTtD5H2fNHfLPBcxD/N8TGvEBwMfTpYWTDdN44d5z5kHks+ScwvIrR8KuPP5w0daBi7eGnLxTcbNKJc6RgRBCqF7ERi48UBmB0ojwjAhnZ3N07NjR2tr65MmTpaXlMyyHhoYCQLduenwzTSNK4G8zyEboBAAUoV+XJexJWBWVf43rXAjViIVYtPfj0WPbtxXaSE0880088yRuhcZNCiXNCky98oybFVpaU78NHrjk/e5cJ0UINQo2QpPPvPstahUgoPgAQAhczojZ9Dx87u0QrqM1RDgKhhoiH0+XY6um7vxyzOZFIyiq/ELJDp7lX8I3d7K2NDFmHgefuKNUqWga/jx+W/30gxce9pr1+8AFWx+/TNNxcoQQQgbDmOdMAQ0AQMtyy65zFcPExOSzzz6Ljo4eMmTIwYMHZ8+e/ccff3To0KFnz55cRWIFnxjNdF/b3SaI+ZEC+nJmyO3sowA1ut0SQtyKL3l9k0SK7EsoI+W/FhBaYKxQOGSFF98rUco4SocQaoyaSqx3d581v2VfN5Py80hiClOn3Nrya8wpBa3U/NxGBa+IRA2UjbnExvxfZ29OG9SliZ1FZm7R4G7vkTe3EGtiZ5GcmQcATewtmBaZQvnrX5fkCuVrWdH/DlzbtKx85qngIxGHLzzycLX9z+wBphK88yhCCKFq8CkJITQFhAaaBgWHSZYtWwYAP/zww/nz5/l8fvfu3ffu3WsAUwmJeSa97cc8K7yVK0vjEVWuLPVc+lYTvqW3+ftcR0NIk/u5CZ9E7FTQCrqyQVsV0ABwJTNmys2tf3adaczDWe8RQjriZebgZeYg5hn9FH0KAAjQj3ITH+UmOojMh7j4SPhCrgM2CHguGNIbFCEDurScOMDX0vSffv9/pvUf3qvt4O7v/ThnENPCpyiR0Ih5bCIu73bEJmVt2nctPavg6r3Yv0/eYxpVKvq/IZemLtu9+8htQAghhP7NROBNAQDQBKBU/oLDJISQr776qqCgICYmJicn5+LFi/b2BnLLWwElmtVi3fs2wwEACBBCn0z79UjKWiXN5bAjQhpklhUsurtbQSuVGqeJVNKq2MLM5Q8O6CwYQggxxjXz/7v7J4taBrw5vZr+7fnJDy58tzfhBsfJGgYcBUP6zcZCsmxS3/9M6+9kW37HFooiP8wd2KqZvX/bZovG9WIalap/bhOmvmXYqSvRe47fi4nN+N9fVx88TWYa8wtKf9x05ovVh6Oe49WUCCHUyKkoQvOJkg9KufI112GAoigvLy9TU1Oug7BMSBm/bzfGUdyC0ECAlqvKovMvXX0dIlUVcx0NoUpsfH6+SCFV0tXfglZJqy5mPL3xupIx9IULF9rb25ubmy9cuJCmaQBYu3atra2tsbHx7NmzVSq8vy1CqF68zZ0mNO/Wy74VAAh5fIVKpaRVvz87vfPVxeeFjf3vXLwiEhmgLq1du7R2rdji6Wo3eWiXQ+cferrajv3Ql2ksKCpTr6B+/N/gS6cuRQHAk+epx7Z9wuNRAPAyPnPP4TvWlpJJH/lLjPG0doQQahTERs35QNGgBAIKZTLXcQyZESWc0mzdvZzj5zI2A9BGRHU3e19M/oWJzX435ltynQ6hf2RJC4+l3Kc1ngVWEY9Q22Iv+dt6VGwMDw/fs2dPTEyMTCZzd3cfM2aMsbHxDz/8cOvWLT6f36dPn1OnTg0cOFAL8RFCjQhFqF86ji9WSJc++Ptm1gsAWk4rNr04uz02/C//BU0lNlwHrKBkLy2/S0QDQNhXB3vDc8FQYzF7dPdzf8zduPwjC7PyCyoH9279nocjAHT3cffv2JxpfJ1dyDwoKCwtkyoAQKlULV558Ozl6D1hdzaHXFZv8Pzlp6vXn7pyk8trZBBCCGkVIUABUABKVQ7XWQwcIZSP9aD2lgNEVPnHdLHi9eHkr58VXOQ2GEIVXcl8Vqv5G5S06mFuYr68tGKjj4/PtWvXLC0tFQqFUqmkafrq1at9+vRp2bJlixYthg8ffubMGZZzI4QaKwlf+NV7wwIc2zY3sWMukJTTiukRv0+P2JhSks11OgAAKDtDF3wNpUfo3LmgiNHBDvFcMNR4mUiEf6waK5MrBEb/vBHGD+8S/TK9tEw2PqgLc9pXaZk8J7f8ooyk1Fzmwb2HCd/+dBwATl94svmX8a08HQGguER2MOyuVKoYGeRjZSl5e38IIYT0CkWERpREqcwBAgpFBtdxDB8BKtDx0zbmH+xNWEJARRE6s+zZydTVPKDczd4n+N0tagCeF6TxCFWr2dYKnyZ/fnGpo7h8HiexWLx06VJzc/Mffvjhu+++69Onj5+fX2hoqJOTE7OCo6PjnTt32I+OEGqsHMUWP7QbE1eUOenW71KlnABdqCiLyk9a8XjfIGef/o4dRTwjLvPJH7x5pKLLLhCTltreIY6Cocau4hAYAHRq63ps+ydSqcL8zSljJhJh0ID2YacfCAX8j4b4MI1xCeUD5zQNcYlZzCjYLxvOhF9+CgD3HyZsWj+BWSH6aerlq8+8Wzn1fN9LN68IIYQQW/hETAgNABQpq3ZlxAoX49bDXL65m7MvtTSKAPCJ8nTaSvvclsOa/sonOLkV4li2tEhVgzuC/YtSVVBSZPXmJEeKKh/PHTdunLe395w5c7Zv365UKsmbGdAJITwej73ICCEEANDMxG5Pt4W3s16sizmqoJUEIKogIaog4WLmkzXtJwopzgbCaMoJgAYgNACtfKGD8oejYAi9TSQ0Us8yyVg8u9/oob6mJiLzN9NT9uruuedQxOvsIkd78+5dWjCNL19lMg9i417TNBACaen5iz7fI5MpAOC7FcO7+3sAgEymOHbsflFR2dChPhYWxrp7YQghhGrJiDJRKWkAUKnyVXQJRbBo64K7aVd7scfehAUl8nQAmgCdWfb0UMKc9lajvcwCuE6HGjUJX0goClS1OBdM8l6TTydPqnhrsGfPnhUWFvr6+rq6ul65cuXkyZNdu3a9e/cuszQtLc3NzY3d2AghBADOYqthTbrwKWp77PkCeUmZSgYA93Ke9b/0f4OcuixpOYKTVDTfXQlAAU0DqOTxOhgFw3PLEaoRF0dL9RAYANhYmezeMm3zL+OD/zfF7E374MB2zNd46gdx8a+ZITAAePZm0smNG89v3Hg+OPja0qX71Bt88jh5+x+X7t6J08WLQQghVDM8ImTuC8YjBHtNumTCt5nc/M9udjOYHwnQ2dLYi2mrI7N3lirxHm2IM87GlqTGt8av+KyKPz579iwoKKigoCAvL+/ChQuBgYEBAQFnz56Njo5OSEgIDQ3t0aMHe5ERQuhfBjt3CuuxbGRTfwCgKJoQWkXTR1NuLYjcdDLttu7zEH5TFS1X0ioFrVCqMnWwRzwXDKE6EosE3l6OFVtGDfPt5NNMJpV7ejgwLe3bNnFyskhNzROLBb17tGIaY2JSmQcvXmQoFEo+n5cQn7Vk4W6FQrX3rxu//Da+bbumAFBYUHrk0F2RWDB4mI9QiG9VhBDiAJ8y5ROaAK0ClUKZKeA35TpRI8InAh+r0XxiFJV3NE+WQBGaD8rI7O3P8o8OcP7JUtgcgHCdETU6/rae/3t+oVZPcRCbu/57LrbBgwefPHnS09MTAIKCgiZMmCASiWbMmNGhQwdjY+MJEyZ8+OGHbIZGCKF3fOIxoL1lsxNpd65mPgIAQugHebEP81/GF6UFOPq2MHHWWRLCs5EDUKCkgVaqCsTVP6O+8E9rhNjk1tS64o/GxsI/Nk2Jjk5p1szW2sqEaQwIaPPiRQYA9OnjzefzAOD583SFQgUANA0x0anMKNg3yw48fpAIALEv0r/8eigA0Cr67MmHiXFZAYPauTaz1e0rQwihxohPBARUBIAHQNMlXMdphEg7yxHNTbofSVpUrEhmmkqVGYcTJ7qZ9P7A8TscCEM65m3u5G5qF1+UpazZ3cEoQkY06fRWIyFk8+bNv/76KyFEJBIxjWvXrv3Pf/5DCJFIcIYlhJDWESD+Ni3bWzb7L190L/dFRlkOAPCAPpR8+XDK1UWeI9+3bWtqpJsbQQjloOQB0DQoiFQH+8NRMIS0y1gs8PVpVrFlxIhObds2KS6WtmtXfk6Bb6dmlpaS3NxiY4nQv7snANA0PIsuP2UsJiqFeXDk4J3//XIaAM4cux8c+qnERAgA92+/unEppk1H1x5939PZi0IIoUaCR4x4AARABUDTeIN8bpga2Y9rvvtFwdkr6asIqACAACQWhf8Ve6OD9Sxvi9FcB0SNCAHyWcvAeXdCarIyj1AWAuNxzfwrXSoWv33Gg4mJSX3zIYRQbRjzhF+2GpUnL5p3b2NyifpqROWvz/f98erYd22mvWfejGj9Cycip2klAAFQ0nIt7wsAR8EQ4oTHm0smGZaWku0hM6OeJHt5OVpZmwAAIdB3QJuTR+8DQL/AtsxqL56Wj4sV5JempeS28HJIeJX5f/N3K5Wqo/tvizcIOvl7AEDc8/Swv285OFmMmNRNIOR01luEENJzPGLM3AyMAlCpcjlO04gRoDzNBpgZOT3KCUkuuUmAJgBKVdn9rF/j8g+1t/nUWdKd64yosfC39Zji3uPP2Cs0aLpBGCGEAPnVZ5yYJ9BZNoQQqgMLI5OdXZY8L0z68uHWEkUpAACBUmXx5w9/cxbbrWrzib3ISpv7p+U0zSMAAAqVQps7KoejYAg1CGZm4q7+HhVbFn4x8IOA1kKhUUtvJ6alT2Dbi+eiFHKl13vObu52ABD3MlOpLD8hP/ZZeid/D5lUsWzWzrycYgAoKZFNWxgAAGnJObs3XuDzqQnz+trYm+v0hSGEkH6jKACKOQEJzwXjmoO4ra3TDw9ydsYVnC5WpPOIkgCdL4+/lr7YWuTdwXqRtagt1xlRozDXsy8A/Bl7hSJEzCtzMs4z5ZcZUcpSpVGuzDitxJwGIyHP6OeOH7exaMJ1WIQQqh6f8LzN3P7otCQ8IzIk/rSKVhCKBoDUsowpd1a0MW+xvNV0LV0gSdNS5lwwoEFFdHGjAxwFQ6iBIgTadXCt2NKxc/Pt++akpeS2bt+Uz6cAwNfP3cHJMj0119RMzFwRWZBXwgyBAUBibPlJrasX733+JBkAMlLzftw+DQAyU3P/+PFESZF04oIAr3bYP3vbmjVrtm/f/uLFC7FYPHbs2E2bNhkZ4Vl1CDVGFKiYLyd5ADTo4ix9pBmPCHysZ7Y0H3ojY3WO9L5SVcojKgDIkT66kjrdUtiyg+3/mQu8uI6JDBxFyHyvfl5m1I3X28wFWTQQFQ0ECABNEVpFU2Wq98a5LXST4HwaCCF94iCyGuvat5VZ02Op129lP1Sf8fok/8XYW0u72bb7xP0jcyNTdncqk8crgDDT79LAY3fjlcJRMIT0iaOzpaPzP5Ntm5iJN+/95GVMmqu7rZm5MQDY2Ju9H9D66tknAiF/0EedmdXSk3PeerBx5ZHbl2IAIDE2M+TSUkJIWmL2r0v352UVTfxsQPcBbdS7oGma6GRIvuE4cuTI0qVLhw4d+uOPPx4/fnz79u18Pn/z5s1c50IIcYDPszYiQICoaKAIXtbUUEj49v2c1+dIn15PX16qSKJBxQOaBnmu9NGllDEm/KZtrBdbizvxiA5mmkKN1IPcsOiCTRZCQtNAgLmWp/zPRYqoTHjRZ9O+CHL53k7UgtOYCCFUax0sPTtYep5Jv3Us9eqr4iTCzERDVDez79/Kjuxt13mUS6CT2I6t3eWXXVQAUAA0EJqYsbVZDSgd7AMhpD1iY0Gbjq7MEBjjq7Ufbdw/J/jk4k7vezItH8/qTSjC41FjZvRiWnKzipgHBXklKhUNANt/PPE44lVSbObPS/bIpAoAiI1KmfL+98NaLQ3bcUW98eKC0uz0fJ28Mm4olco5c+Y4OzsfOnRo+PDhO3bs6Nev386dO7OysriOhhDiAA8oCggPgCJA6eT7SVRzVsJWg10P9XD8TcizYL6uoYAGWlWqeHU3Y87FpD4v8zYVy+M4TokMUWRO6MWMjTStYi7ieZcKlKWKvAMJn+XIEnWcDSGEWNHfwe+/HZeMaxpoK7QEAApo5qacl19HzL+/4pdnW14UvmJlR5lFR6QqnoymZDRF8dxZ2aZmOAqGkKEhhLh7OVra/DPN0LCJ3f6+uPTvS8sGjCyfq3viwgBjEyGfz5u6eACPRwGAXFZ+J0KlQqVSqgAg5OeT6YnZ0lLZH98fKSkqA4Cbpx+Nbb98gu9/gtcc1/Wr0pUnT56kpqaOHj2axyv/c3fs2LFSqTQ8PJzbYAghThC6hA+EAsIHQoiQ6zioEg7GXYPcznWxXyvkWQEQwoyFASiVebG5/72RMvhe+uSM4jMqupTrpMhApJZGXcms/gxxFSgVIAtLWl7VlGevXr2ysbG5e/cu82O/fv2Eb2zZsoXNxAghVCcEyDjXwG2d/jPIqYeZwBQACKEBgEeUETmRXz/5cUXUT4/zouu5lwLFSwUQOVAymjI3HsFC7urgFZEINQqWNv+6ftv3fc99Ef9RylVCcfntriYvCUxPysl5XTD1iw9FxgIAEEnK/94TCPl8Pg8A9m88L5PKmQcfL+z/7gSUqXGZhzaes7AxHTkvQGwi0vaL0oaXL18CgLv7P99CNG/eHADS09OrekpsbOyFCxcqXZSSksJ2QISQThEo4xOKAKiAblwXh+sZ4izp6yzpm1p8/mnub1J5AgVKACBAE1Dkld0sKrv+DHhWxt1tjAPsJcMJwQ4wqrvLmZsJUDRUfhZYRSpaWaBIf5R3vIPlsLcW7d+/f968ednZ2eqWu3fvhoeHe3h4AICpKcu33UEIoTrjE95s91HjXQeGJBy5mXW3RFkCzCcsgedFz9c+f27GN+lt16OvXW8LgUVtNx6Ts0ZOEwJ8HtAKmrIzGa2FV/A27AQg1Ejx+TxmbIvRrKXjljNLKq4w7avBJYVlOZkF4xcNEIiMAMDR1SYmMh4AbBzMjQRvVw+apv9v1G9pca8BIDs9b+H6idp+CdpQWFgIAFZW/0wGzDxOS0ur6im3b9+eNWuWDrIhhHSPKLN4QFEASqApndyrAtWHk6Svk6RvVumNuPzgvNKbNJEDAA9UAECIIq/0UkHpxYSc/zM2amYh6m0lGSQ2akYRk+q2itA/sqRx6aUxtXgCTT/IOfLuKNi+fft27Ngxc+ZM5sf4+Hi5XG5qahoREREYGMjn499oCKGGxYRvPMf944+bfHgg+dTV1zfkdBkA8AhNAIoUBcdTj51JP+4mce1m3b2rTTchVaPT57NLH8bl7xIRSg60AoDPdyNEFzOSYYVFCFXOzsnyu+CZFVtmfzvC2FRUmFs8ZkH/d2+ZLy2VpceX3zwrISa1qs1e3H9z46IQsYnoyz8/ae3vyXrsemLmgnz31SkUiqqeYmVl5ePjU+mi58+fM8NqCCE9RdFZBHgEgICKoqy5joNqxEbsbyP2L5a/Si06lla4T6nKYm5lQgB4REVAKZU/ey1/ll30Px7wREbNjI28jYU+YoGvgO9KUeZcx0cNWlzRbQIUDaoark8DPLgTvXTnYiFVPt4qFouXLl166NChiqs9ePCguLh4wYIFeXl5s2bNunz5MnNSGEIINSiWAvOZzceMdBlwNuPSmfSLClUxMFNpUyoaIKEkNrHk5f7kYAeRnY9Fp9bmPq6Squ7zRV9L/yGt+LCYIjLgUUCBivjZbdXNq8BRMIRQTZlZSeat/qiqpSJjYeCk90/uvMLjU4On9a50HVpF//fT4OKCksLc4q1L/95wZUWlqxXlFV89eMuhmV2HPm0qXUF7HBwcACAvL0/dkpubCwBmZlWeA9K/f//+/ftXuqhv375VXSyJENILPDqbR3g0AAECFJ40pE8kRs09LBe4W8wuksWkFPyZL72pVGYDM9EVAAU0BUBAIVc8L1I8Ky4NpQAIoXggNuJZiQTeRjwHHuVAETGPZ0loKQExUeUDlFKqDKDzCb8tSKYATpjQ+OTJUwghNF2Lp9BKuqAk28yo/AQHiqrkvsw+Pj5nzpwJCAgAgKCgoG3btq1Zs4aNvAghxD4rgcWYJkFBToG3c+4eTzuVWZYO5XchAAI0Bcosacq5jKTwzIN8ijLhmVgLLC0EVsZ8Y0LLipXpxfI4UGYLKamYAgVQQAMFtL1xoKlRc93kx1EwhBBrPv1l/OCpvUwtJTZOlpWvQUAgMiouAAAQigWVrqJUKBf1+E/8k0QAWPC/GYNmB2grbmWcnJwAIC7unznFmMcV7xSGEGo8eMqi8gnCgUeoKiobasAoIjQTtjOzXU+DMrf0Ul7phYLSiwpVGkD5MAYBGgAoAAJAaBVFilXKYkVZsgKAD4QC4ANFEcIDiiIUVb4i0HCKEAEY6+W1/6g+pMoiFV3TE8EYzXwsBg6Z4mnaU8M6MpnM0dGReezr63vjxo26R+RUVlbW/Pnz9+/fr1KpAKBz585btmxp3779u2tmZ2c3bdqU/veA4tOnT11dXXWUFSFUPyKesIdttx623V4UvTybfvpxwX0VLSfMPDVAU4SmCA2gKFPlpJVlvZaq+ETFJwohpRQQhYBS0kDkQAHNUwJlIWjlY/+TzpLjKBhCiE3N3nPRsJQQ8uWO2X98tUdsKp63flKl62QmZjFDYABw+/R9HY+CeXp6urm5HTx4cNWqVcw0ItJvOwAAIABJREFUkXv37hUIBD169NBlDIRQg0CXEiif3I3CITA9R4BnJe5jJe4DAFJFfEHp1WLplTJppIpOV4+IATMWRt48YM4BJMxPQMG/rpanFa9wwoRGSMwzpwhPRVd5n4RKGfOquWP0o0eP5s6d+/TpU4VCceDAgXnz5tUjI5fGjx9/5syZIUOGDB8+/NatWzt37vzwww+fPHlS8Y6rjAcPHpSUlPTo0cPNzU3dKBaLdRoXIcQGD5MWHi3m0UDfz713PvNUSukrmpbCmw9X5hwxCmgCNEUAgKYBaJooCEVUoCQ8d7OB/nbLdRkYR8EQQjrV4YP3/nfrew0r2DW1cfV2SYhOBgDfgEq+PNQqHo+3cOHChQsXjhw5csqUKWfPnj116tTKlStdXDSN7iGEDBMRg6AzyG4DABh/zGGQsrKyhQsXbtu2TalUEkKGDBmydetWOzs7DiPpNSHfzdbUzdZ0AgAolK9l8helsqsyebRC/pxWvQa6hCY8AkoagAYagADQAEQFNAWELh8SMyfiKm8RgAyYtdCNpqufHbIiAmAlaFr5IkKYW5EGBQWdOHHCy8ursLAwICBg7NixLGTVuYSEhDNnzvj6+h45cgQAJk2aJBAINmzYcPbs2TFjxry18v379wFg3bp1Vd1cFSGkXwiQjpa+HS19aaCjCx48zI2ILXlULM+lgaZBoSIUBbQKiBIoilYpgM8DYid+r4/TN8Y8Gx1HxVEwhFDDwuPz1l/9/tK+647N7X0C2uk+wLx581JSUtavXx8WFmZtbT1z5sxly5bpPgZCqCEgltug7BgQSxD15TDG119/vWXLln79+o0fP/78+fO7du0qKys7ffo0h5EMBp9ny+fZGov81S0qVQEhfLn8IQUmSuUzipjQynSKMiO0lFDWhBITyg54zoCTSzZKzU38LmZsrPn6BCg7UQtjfuUnk6akpJSvRsi2bdvKyspkMpmGW5E2cDKZbNGiRT17/nPtp7e3NwBkZWW9u/KDBw8EAkGbNm1KS0t5PJ5AUPmNMhBCeocAec+sw3tmHQCABjpHlp5RlpgpjS+R56pAKqZENiKX5iadTfm2XCXEUTCEUINjYinR8YWQFfF4vLVr13733XevXr3y9PRkrotECDVSRAwN4JSfgwcPmpiYHD58WCKRTJw48dGjR2fPns3Pzzc3xwkN2UdRZgAgEHQFAD7oepIW1MCZGdm3MO3+quiGqmZnhNGg8rWuaQ0RiUQikage6Tjm4eGxbt26ii0hISEA0Llz53dXZkbBxo4de/LkSYVC8f7772/evBlnxkTIwBAg1gJHa4GjN3ThOss/cBQMIYQqIRQKW7VqxXUKhBACADA1NX39+jVzt2kAEAgEfD6fELwtFUIceN92WkLxHZqmaajmNvmE8BxFrTxNDefWosnJyZVerWltbX348OG3Gr///vsbN26MHDny3VGwsrKymJgYpVIpl8u//PLLw4cPh4eH9+zZMzo62sKi8nuoDRkyJCoq6t12qVRap5eCEGq8cBQMIYQQQqhBmzFjxqeffjpixIgJEyZcvnz5zp0748eP13DZ1M2bN69cuVLpovz8fK3FRKhRsBA4f+j0f0dTviE0pWEgjCI8Cc9qiMuK8mlmDYJMJispKXm3XSKRvNWyfPnyVatWtWnTZvPmze+uL5fLf/rpJwsLiylTpgDAN998M3ny5ODg4C1btnz55ZeV7jolJeXVq1f1fgUIIYSjYAghhBBCnKr29Irx48cfOHDg3Llz586dAwAPD49NmzZp2GB4ePjy5TqdbgkhPVW3cyqbm/gNd/nxWMpKuaq0soEwAgAOIq/BzivEPA4uW9beiaLNmze/e/eu5nUUCsW0adNCQkK6du167Ngxa2vrd9cxNTVdtGhRxZaJEycGBwc/fPiwqs2uWbMmNzf33fa4uLiqBs4QQqhSOAqGEEIIIcSlak+v6Nev3/379ydOnDh8+PDw8PAdO3Z07Njx1q1bVlZWlW7Q0dGxqmnXnjx5ghcQIaTG4/Hq9o5oKukwzT3kdvaex3mnZKpiACCE0DQNAJYC587WH7cy70c4OgtMKpVydbN5qVQ6ZsyYsLCwESNG7Nq1SywWV7pafHz8uXPnfH19O3ToULG9qvUBoG/fyqcouX//Po6CIYRqBUfBEEIIIYS4pPn0iqdPn967d2/w4MHBwcEAMHToUEtLy5UrV544cWLChAmVPmXq1KlTp06tal9xcXGsxEbIAFhaWqalpclksrpNhuMGga6i/rmq+CI6U06XiomFGeVsQuwgH5Lyk1hPWxMKhUIqlTZp0oSTvc+aNSssLGz+/Pm//fabhlPSkpOTZ86c6e/vf/36daZlz549ANClSwO6fzZCyFDhKBhCCCGEUMN18+ZNABg0aJC6ZfDgwStXrrx27VpVo2AIoRqysLDg8/lFRUVKZY3mfKwMz5bnYQsNZXJDgUDg4OBgbGys+11fvXo1ODiYEFJaWjp79mx1+5AhQwYOHLhixYrdu3fv3r3bz8/Pz8+vY8eON27cmDRp0ocffnjgwIGwsDBPT8/JkyfrPjZCqLHBUTCEEEIIoYbLw8MDAG7evDlz5kym5eTJkwDQokULLmMhZChMTExMTEy4TmEImNJE0/S2bdsqtru6ug4cODArKys2NpaZoIPP54eFhc2aNSskJCQkJITH4wUEBISEhHB1ISdCqFHBUTCEEEIIoYbL39/fz89v586dYrE4MDDw7NmzO3futLGxGT9+PNfREELoH6tXr169enVVS3///ffff/9d/WOTJk1OnjyZn5+flJTk7u6u4Y5gCCHELhwFQwghhBBquHg8Xmho6Ny5czdv3sxMDenr67t161ZHR0euoyGEUL2Ym5ubm3MwjSZCqDEztFEw5oavWVlZ8+fP5zoLQkhHmNmdkpK4uQ2tBsnJyQBw/PjxjIwMrrMghHQhNjYWAAoLC9ndrKOjY2hoaHFxcVxcnJOTU1VTQ9ZEXl4eAAQHBzO3G0MIGbzIyEgASE1N5TqIVqi7WIsWLarbFAcIIb0THx8PAC9fvqzb0w1tFIyp7/n5+RVPuEUINQaZmZlcR3jb69evASAiIiIiIoLrLAgh3SkpKdHGZiUSSevWreu5EWaE7uzZs2fPnmUjFEJIP2RlZXEdQStyc3OZB8ypsgihxiMlJaVuTzS0UbB27dq5ubmJRKKOHTvWZP379+8/ffq0adOm3bt313Y2doWHh6enp7dt27b+HWIdCw0NLSsr69Gjh4uLC9dZaqG0tPTw4cMAMHToUIlEwnWcWkhNTb106ZJAIBg5ciTXWWonOjr6wYMH9vb2ffr00bxmRESEUqn08vLSTbCa8/X1ff78edOmTbX0256Wlnbx4kUjI6NRo0ZpY/vadvr06ZycnE6dOjE3/9YviYmJ165dMzY2DgoK4jpLXRw7dqywsNDf39/NzY3rLLUWGxsbERFhbm4+cOBArrO8LTs7+9mzZ2ZmZlwHqVKbNm1yc3M9PT1tbGyqXVkulx84cAAABg4cqF9XLWVmZp4/f56iqDFjxnCdpXaeP39+9+5da2vr/v37c52ldiIiImJjY93d3bt06cJ1lto5c+ZMdna2r6+vp6cn11lqZ+/evSqVqm/fvnZ2dhpWS01NjY+Pb968uc6C6ZKrqyvzQda1a1dCiDZ2ob9/dgFAenp6eHg4n8//6KOPuM5SF8zb08fHpwH286uVnJx85coVkUg0fPhwrrPUxfHjxwsKCvz8/Bpg9Xj8+HFhYaGvr28dn083bkuWLAGAkSNHch2k1vr16wcA3377LddBao35nD5y5AjXQWpHfRp5fHw811lqh5mvx9LSkusgtcbcYLVXr15cB2m4Tp8+DQDm5uZcB6kj5uuKjRs3ch2kLvbv3w8ATZo04TpIHTHTC+7atYvrIHWxfft2APD29uY6iOFjZnMDgKioKK6z1M6VK1cAwMjIiOsgtbZhwwYA6NSpE9dBam369OkAMH36dK6D1FqnTp0AYMOGDVwHqTVmRsXLly9zHcTA9e3bFwC+++47roPUxfnz5wFAIpFwHaSOmFH19evXcx2kLphTKBwcHLgOUketWrUCgB07dnAdhH1UHQfPEEIIIYQQQgghhBDSHzgKhhBCCCGEEEIIIYQMH46CIYQQQgghhBBCCCHDh6NgCCGEEEIIIYQQQsjw4SgYQgghhBBCCCGEEDJ8OAqGEEIIIYQQQgghhAwfjoIhhBBCCCGEEEIIIcNHaJrmOgOXXrx4kZCQYGdn17ZtW66z1E5kZGROTo67u3uzZs24zlI7V65ckclk7dq1s7W15TpLLUil0qtXrwJA9+7dRSIR13FqITs7+/79+0ZGRj179uQ6S+3Ex8e/fPnS0tLSx8eH6ywNFPOfy+fze/XqxXWWuoiIiCgsLGzZsqWLiwvXWWotIyPj8ePHIpGoe/fuXGepixs3bpSUlLRu3drBwYHrLLWWmpoaHR0tkUi6du3KdRYDp1AoLl26BABdu3aVSCRcx6mFvLy8u3fvEkL69OnDdZbaSUpKevbsmZmZWefOnbnOUjtPnz5NSUlxdnZu1aoV11lq5/bt2wUFBV5eXk2aNOE6S+2Eh4erVCpfX18LCwuusxgy/f2zCwBycnIiIyN5PF7v3r25zlIXd+7cyc/P18e3JwC8fv364cOHAoGgR48eXGepi5s3bxYXF3t7ezs5OXGdhWWNfRQMIYQQQgghhBBCCDUGeEUkQgghhBBCCCGEEDJ8OAqGEEIIIYQQQgghhAwfjoIhhBBCCCGEEEIIIcOHo2AIIYQQQgghhBBCyPDhKBhCCCGEEEIIIYQQMnw4CoYQQgghhBBCCCGEDB+OgiGEEEIIIYQQQgghw4ejYAghhBBCCCGEEELI8BnyKNiaNWs8PT0JIcbGxtOnT5fL5XVbs6qlWVlZH3/8MY/HI4QQQrp06fLgwQMOo9btVdSTtpOzeJB1nJxRWlraqlUrMzMzVjLrJvmePXscHR0JIRKJZPTo0U+ePNFx8rr9JpeVlc2ePZvP5xNCKIoKCgrKzMxkKzkn6v8fze0xqW3N+fPPPwkhR48erc9G2MJKeO2Vr2qxkp+hjSKmGSvhtVfHDIxWP1DYfQto+7NPe9VGjw4y67Frsh3Wi4wOOnhaqjBaTW543SS26HV3i62Pe/3tbmFfq84ae3eLNlBhYWEAMHTo0EOHDk2ZMgUAZs2aVYc1NSzt378/AAwZMmTnzp2zZ88WiUSOjo7Z2dmcRK3zq6gPHSRn6yDrPjljzpw5AGBiYlLPwDpLfujQIQBo3779n3/+uXDhQmNj4169eukyeZ1/k5csWQIA/fr1Cw4OnjBhAgD079+fleScYOU/msNjUtuas2fPHqFQCABHjhyp80bYwkp4Wmvlq1ps5WewXsQ0YyW89uqYgdH2BwqLbwFtR9VetdGjg8x67Bpuh90io4MOnpYqjLaTG1g3iS163d1i6+Ner7tb2NeqG+xuGeYomEKhcHJycnZ2VigUTEu/fv2EQuHr169rtaaGpfHx8QDg6+ur3tSnn34KAHv27NF91Dq/ilpF1X1ytg6y7pMzTpw4AQCEELaKmg6Sd+zY0draOjk5mVm0dOlSALh586ZuktfnN9nNzc3ExKSoqIhZ1K5dO0JIXl5ePZNzgq0KxtUxqVXNycrKCgoKgjfUH65aKly6CU9rrXzpLD+D9SKmGVvhtVTHDIy2P1BYfAtoO6r2qo0eHWTWY9dwO+wWGd108LRRYXSQ3JC6SWzR6+4WW5+Yet3dwr5W3WB3i6Zpw7wi8smTJ6mpqaNHj+bxeEzL2LFjpVJpeHh4rdbUsFQmky1atGj58uXqTXl7ewNAVlaW7qPW+VXUKqruk7N1kHWfHABev349derUfv36DRgwgBBSn8A6Sx4VFRUZGblgwQJnZ2dm0YoVK/Ly8vz8/HSTvD6/yaampjRNq1QqZpFAIGBOTa9nck6wVcG4Oia1qjl37tw5evTo1KlTN2/eXOeNNLTwoLXyVS228oN2iphmrITXXh0zMNr+QGHxLaDtqNqrNnp0kFmPXZPtsF5kdNDB01KF0UFyQ+omsUWvu1tsfdzrdXcL+1p1g90tMNT7gr18+RIA3N3d1S3NmzcHgPT09FqtqWGph4fHunXrhg4dql4UEhICAJ07d9Z91Dq/ilpF1X1ytg6y7pMDwPTp02UyGXMFdX3S6jJ5YmIiAHh7ey9YsMDb29vLy+uLL75Q10cdJK/Pb/KMGTOKi4tHjBixa9eu6dOn37lzZ/To0Tq+wJ4tbFUwro5JrWpOu3btoqOjt2/fbmpqWueNsIiV8KC18lUttvKDdoqYZqyE114dMzDa/kBh8S2g7ajaqzZ6dJBZj12T7bBeZHTQwdNShdFBckPqJrFFr7tbbH3c63V3C/tadYPdLQDgcx2g7pKTk8eOHftuu7W1NfNmsLKyUjcyj9PS0t5aubCwUMOampdW9P3339+4cWPkyJG1fdfVfBca1mTqbP1fRUNL/pY6H2TdJ9+6devRo0f37NmjHh1nhbaTGxsbA8C0adOKior69u0bGRm5YcOGO3fuXLt2jaLqNWJew+T1eT+OHz/+wIED586dO3fuHAB4eHhs2rSpPpk5xMp/NHB3TGpVcxwdHR0dHeu5ERaxEv5dbJWvarGVX0tFTDNWwqekpIB26pje0dBNOnz4sI4/xOvzFtB21Fp1RRpU8rc20qC6SdUu1UaR0cEB11KF0UFyQ+omsUWvu1tsfdwbUncL+1o1hN0t0OtzwWQyWUllysrKjIyMAODdIVWFQvFWi+Y1a7id5cuXf/31123atKn0REfNWInKyqtogMkrqs9Brnmemq+pYdHz588/++yzjz/+eMyYMfWMWvM8NV9Tw6L8/HwAkMvlsbGxp0+fTkpKCgwMvHnzZmhoqG6S1+c3uV+/ftevX584cWJYWNinn36alpbWsWPHnJyceibnBFsVjKtjwkrN0VLh4mS/LJavarGSX3tFTDNWwmuvjukdDd0k0O2HeD3fAtqOqr1qo0cHmfXYmpdqqcjo4IBrqcLoILkhdZPYotfdLbYKl8F0t7CvVXPY3QK9PhesefPmd+/erXTRhQsXACAvL0/dkpubCwDvnpvq4OCgYU3NSwFAoVBMmzYtJCSka9eux44ds7a2ru2rqHYXNVmznq+ibnSQnFH/g6zj5Mx50R06dNi2bRsAxMfHl5WVbdu2rXXr1vW8UlrbyZmR/qCgIFdXVwAQCoVTpkw5derUvXv3Ro4cqYPkdf5Nfvr06b179wYPHhwcHAwAQ4cOtbS0XLly5YkTJ5jJevQLK//RHB4TVmqOlgqXjvfLevmqFiv5tVfENGMlvPbqmN7R0E0CXX2Is/IW0HZU7VUbPTrIrMfWvFRLRUYHB1xLFUbbyQ2sm8QWve5usVW4DKC7hX2t2sLuFuj1uWAaODk5AUBcXJy6hXlc8fLXmqypealUKh01alRISMiIESMuXLhQt7ccK1Hr8yrqTAfJgaWDrOPkzIMvvvhixowZM2bMiI6OlsvlM2bM2LdvXwNP7uLion4uw8bGBgD4/PoOl9cweZ1/k2/evAkAgwYNUi8aPHgwAFy7dq2eyTnByn80h8eElZqjpcKly/1qo3xVi5X82itimrESXnt1zMDo4EOcrbeAtqNqr9ro0UFmPbbmpVoqMjo44FqqMNpObmDdJLbodXeLrcKl790t7GvVAXa3AAC4naJSSxQKhZubm7u7u3r6z8DAQIFAkJSUVKs1NS+dNGkSAMyfP1+lUnEbtT6voiEnp1k6yDpOnpCQ8KKCnj17SiSSFy9eZGdnN/DkhYWF1tbW3t7eJSUlzKJ58+YBwKlTp3STvM6/yVeuXAGAyZMnqzf17bffAsDatWvrmZwTrPxHc3hM6lZz/vrrL6gwAbOWCpduwjO0Ub6qxUp+7RUxHYTXXh0zMDr4EGfrLaDtqNqrNnp0kFmPrXmploqMDg64liqMtpMbWDeJLXrd3WKru6Lv3S3sa3GVX9+7W4Y5CkbT9Pr16wEgKCjoyJEjc+fOBYCVK1eql37zzTfM4H21a1a1lCl5hJDp06fPrOD48eOcRK3bq6gnDZutGLvOyVk8yDpOXtGHH37IzKDMCm0nX7VqFQD07dv3wIEDs2bNEgqFHTp0UFc3HSSv22+yQqFgTh7+5JNPjh49Om/ePBMTExsbm9TU1Pon50T9ywK3x6Tmv6hq7/ZstFS46hO+qvzvhtde+apP/pof/IrYLWKasXLwtVfHDIxWP1DYfQto+7NPe9VGjw5yDWPTbHxqv4XFIqODDp6WKoxWkxteN4kt9T/sHB5bVj4xq90OJ/lr2F1pmH2tqvI3nL4WzVJfUa+7WwY7CqZQKD7//HPm3m/W1tYzZ86UyWTqpcx/9unTp6tds6qlS5cuhcqsWrWKk6h1exX1pGGzFWPXOTmLB1nHyStit6hpO7lKpVq1apVEIgEAPp/fq1ev9PR0XSav829yamrqsGHD1Dd69PX1jYyMZCU5J1gpCxwek5r/oqrt3bsXAI4ePVqTjXAVvqr874bXXvmqT/6aH/yKdNkzY+Xga6+OGRitfqCw+xbQ9mef9qqNHh3kGsamWfrUrojFIqODDp6WKoy2kxtYN4ktrBx2ro4tK5+Y1W6Hk/w17K40zL5WVfkbTl+LZqmvqNfdLYMdBWOUlZVFR0erT/ar85o1306dsRKVk1ehg+RagsmrWqRUKmNiYgoKCljIWuOd1nw1DUuLiooeP36sg3OJdYOV/2gOjwkr7w5O3mIc7pctep2flfDaq2MGRo8+CrUdVXuvQo8Oct32yHkvus57rPMB11KF0XZyA+smsUWvu1tsvb+wu1UHeh2ebtzdLULTdKVjqAghhBBCCCGEEEIIGQzDnCMSIYQQQgghhBBCCKGKcBQMIYQQQgghhBBCCBk+HAVDCCGEEEIIIYQQQoYPR8GQ7igUisePH584ceLFixcqlUqXu05PTw8NDa3nRg4dOpSVlcVKHoSQLhUVFYWHh9+4caOgoIDrLNXAYoVQo4XdJISQ/sK+FtIjOAqGdIGm6R9//NHU1LRt27aDBg3y9PS0sLAICQlRr9ChQwfyb3w+f9CgQVFRUcwKX3zxBSHkxo0bb235zz//JIQcPXpUc4BFixbt2rULAJo3b04IadGixVsrKJVKe3t7Qoifn19VG9m8eXNVM/IihBqmTZs2+fj4WFhY9OnTp1u3bsyDpKSkd9fs2rUrIWT69OkVGwcNGkSqYG5uXu3TK8JihRCqSrXdJKhrT6m2lQfqUXyw8iDUOOlvXwuw4jVWfK4DoEbhv//977Jly1q2bDls2LDWrVvfunUrNDR00qRJCoVi6tSpzDo8Hu/bb79lHhcVFd24cePEiRNPnjx59OiRmZlZpZvdu3fvJ598Uu3eb9++ffDgQXU3EQBiY2Pv3r3r6+urbrl8+XJmZqbm7fz000+dOnVauHBh69atq90pQohzmzZtmjNnjouLy7ffftumTZuCgoLTp0/v3r27Xbt2z549s7W1Va8ZHR1969YtHo+3Z8+eX375Rd3rmjRpkr+/v3prycnJq1atYn4UCoXVPl0NixVCSIOadJOg9j2lOlceqFPxwcqDUCNkAH0twIrXCNEIaV/Pnj0B4NWrV+qW69evA0CPHj2YH9u3by8Wiys+RaVSDR06FACOHDlC0/Tnn38OANevX2eWZmVlBQUFqX+NmXWq0qNHj+HDhzOPmzVrxjxlyZIlFdeZOXMmRVEA0KVLFw2b6t+//4ABA2r6shFC3Dly5AhFUV27ds3Ly6vYvm7dOgD4+uuvKzYuXrwYANauXQsAGzZsqHSDXbt2repDU8PTsVghhKpVbTeJrmVPqc6Vh65f8cHKg1Cjou99LRorXmOFV0QiXSgpKeHxeIQQdYu/v/9PP/00ZMiQqp5CCOnWrRsAPHv27N2ld+7cOXr06NSpUzdv3qx518ePH79y5cro0aPVLR4eHm3atNm/fz9N00yLQqEIDQ3t2bOnpaWl5q199NFHp0+fvnjxoubVEEKcCwkJUalU27Zte+vbwrlz5w4ePLjil5NyuXzXrl1eXl7z5883NTWttqq8RfPTsVghhKpVh24SaOwp1afyQD2KD1YehBoVA+hrAVa8RglHwZAufPTRR0ql0tfXd9GiRadPny4pKQGAJUuWMIP6VTl06BAAvHudNgC0a9cuOjp6+/btpqammnd96tQpgUAwcOBAdYtCoRg9enRiYuKtW7eYlosXL2ZlZY0ePVqpVGreWlBQECHk1KlTmldDCHHu5s2bTk5O3t7eb7ULBIKjR4/Onz9f3XLixInMzMxx48aJRKJRo0ZFR0dfvny55jvS/HQsVgihatWtmwRV95TqU3mgHsUHKw9CjYoB9LUAK16jhKNgSBeWLFmyatWqkpKS9evXBwYGWlpa9u7d+607F8pksl/e+L//+7/u3btHRES0aNEiMDDw3Q06Ojp6eXnVZNdRUVFNmjSRSCTqFpqmmW8A9u3bx7Ts27ePx+MxJ8dq3pqVlZWdnd1bV5IjhBqaxMTE1NTU9u3bq1vy8vLOvnHmzJkLFy6oF23fvp0QMnHiRACYMmUKAGzatKnm+9L8dCxWCKFq1aSbBLXpKdWn8kA9ig9WHoQaD8PoawFWvEYJ746PdOSrr76aO3fuuXPnzp8/f+HChUuXLl26dGn58uXfffcds4JSqVyyZIl6fbFYPGzYsF9++UUkEtVnv1FRUe/es7BFixYdO3Y8cODAunXrlErl4cOHP/jgg4pn7WrQtGlTLHYINXDMhUVFRUXqlujo6P79+1dch+nZpKWlnTp1qnPnziKRKCMjo0WLFg4ODocPH87MzLSzs6t2R/V8ekVYrBBqzKrtJoF2ekqVVh6oR/HByoNQI2EwfS3Aitf44LlgSOuUSmVaWlr2QFvsAAAFSUlEQVRBQYG5ufnIkSM3b9784sWL8+fPOzk5/fDDD1lZWcxqIpHo2Rvp6eklJSWhoaHqGxbWWVZWlr29/bvto0ePTk1NvXbt2oULF3Jyct66PhwA0tLSLCwsCgoK3mq3t7dPTEysZyqEkFY1adKkSZMmkZGRKpWKafH29j70Rrt27dRrhoSEKJXKiIgIBwcHBwcHR0fH9PR0mUy2ffv2muyonk+vCIsVQo1TDbtJoJ2eUlWVB6orPlh5EGrkDKmvBVjxGhkcBUNad+vWLScnpxUrVlRs7NOnz4wZM1QqVUREBNNCCPF8o6ryVAcURSUnJ7/brj7xdd++fUZGRsOGDXtrhTt37uTn51+7du2t9uTk5HqenoYQ0oFu3boVFRWdO3eO+dHCwmL4Gw4ODurVduzYIRaL//jjj21vbNy4kaKorVu3qnt1GtTz6RVhsUKocaphNwm001OqqvJAdcUHKw9CyGD6WoAVr7HhYmJK1LgoFAorKysbG5t79+6pG8vKynr37k1RVEZGBl3Z/N9vqTj/d0V//fUXaJwQ197e3traWv1js2bN3NzcmMd+fn5WVlZmZmaBgYFMi6mpqXo2XOaE3l69elXcmkqlMjY2bt68ebWvGiHErfDwcKFQaGJicuXKlYrtERERTZs2ZT7+rl69CgBjxox567kDBgwAgOPHj1dsfHf27lo9HYsVQqhSNekm0XXtKdW28tA1Lj5YeRBC+t7XorHiNVZ4LhjSOh6Pt2LFipycHH9//1GjRq1cufLzzz/v2LHjxYsXx40bV9vLuWurW7du2dnZFS8oUBs9enROTk5BQcFHH3307tJt27YBQFhYWMXGxMTEkpISZmJyhFBD1rt378OHD8vl8r59+77//vtLly5dvHhxz549/fz8EhMTx40bBwA7duwAgAkTJrz13KlTpwJAtfNt1/Ppb8FihVDj1GC7SaCx+GDlQQgZUl8LsOI1JjgKhnRh/vz5hw8f9vDwCAsLW7Fixc8//1xYWLhixYrg4OB6bpnH48GbuzNWavDgwQBw+/Zt5kdCCPMUABg1ahQhRCAQBAUFMS0URVGUpjcFs50hQ4bUMzZCSAcCAwNPnz49atSopKSkNWvWrFu37uHDh3379r1+/fru3bvLysoOHDhgZ2cXEBDw1hOHDh1qY2Nz8uTJ1NRUdeNbdaa2T8dihRCqSsPpJkH9ig9WHoQaG73uawFWvMaK0NXNto4Qi0pLS1+8eOHg4KDt7zYr7tHLy8vLy0t9yXoNJScnN2nSJC8vz9zcXN3o7++flZUVFRVlZGTEdlKEkBYlJycrFAo3Nzeug1QJixVCCLtJCCH9hX0tpC/wXDCkU2KxuG3btjrr2zF7XLNmzfnz5yMjI2v1RGbgv+Lsv1evXr158+Yvv/yClQ4hvePi4tKQu2WAxQohhN0khJA+w74W0hd4LhhqFLp16+bs7Lx///6aP4Wm6ZYtWyYlJZWUlDA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" ] }, "metadata": { "image/png": { "height": 211, "width": 811 } }, "output_type": "display_data" } ], "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", "sns.scatterplot(\n", " expression[:, 0],\n", " Jacobian[gata1_ind, spi1_ind, ::-1],\n", " hue=integral_time * 3,\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", "sns.scatterplot(\n", " expression[:, 1],\n", " Jacobian[spi1_ind, gata1_ind, ::-1],\n", " hue=integral_time * 3,\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", "sns.scatterplot(\n", " expression[:, 0],\n", " Jacobian[spi1_ind, spi1_ind, ::-1],\n", " hue=integral_time * 3,\n", " palette=\"viridis\",\n", " ax=f1_axes[2],\n", " ec=None,\n", " s=2,\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", "sns.scatterplot(\n", " expression[:, 1],\n", " Jacobian[gata1_ind, gata1_ind, ::-1],\n", " hue=integral_time * 3,\n", " palette=\"viridis\",\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" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "ename": "Exception", "evalue": "adata.layers doesn't have ('M_t', 'alpha') layers. Please specify the correct layers or perform relevant preprocessing and vector field analyses first.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/var/folders/m5/dc_kmwcs2_3fqkytr_j09wx00000gn/T/ipykernel_96142/2928818021.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mdyn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconfiguration\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_pub_style\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscaler\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m dyn.pl.response(\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0madata_labeling\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"SPI1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"SPI1\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"SPI1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"GATA1\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"GATA1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"SPI1\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"GATA1\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"GATA1\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mykey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"alpha\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/dynamo-release/dynamo/plot/heatmaps.py\u001b[0m in \u001b[0;36mresponse\u001b[0;34m(adata, pairs_mat, xkey, ykey, log, drop_zero_cells, delay, grid_num, n_row, n_col, cmap, show_ridge, show_rug, zero_indicator, zero_line_style, zero_line_width, mean_style, fit_curve, fit_mode, curve_style, curve_lw, no_degradation, show_extent, ext_format, stacked_fraction, figsize, save_show_or_return, save_kwargs, return_data)\u001b[0m\n\u001b[1;32m 258\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mxkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mykey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0madata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munion\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"jacobian\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 260\u001b[0;31m raise Exception(\n\u001b[0m\u001b[1;32m 261\u001b[0m \u001b[0;34mf\"adata.layers doesn't have {xkey, ykey} layers. Please specify the correct layers or \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 262\u001b[0m \u001b[0;34m\"perform relevant preprocessing and vector field analyses first.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mException\u001b[0m: adata.layers doesn't have ('M_t', 'alpha') layers. Please specify the correct layers or perform relevant preprocessing and vector field analyses first." ] } ], "source": [ "dyn.configuration.set_pub_style(scaler=2)\n", "dyn.pl.response(\n", " adata_labeling,\n", " np.array([[\"SPI1\", \"SPI1\"], [\"SPI1\", \"GATA1\"], [\"GATA1\", \"SPI1\"], [\"GATA1\", \"GATA1\"]]),\n", " ykey=\"alpha\",\n", " log=False,\n", " drop_zero_cells=False,\n", " grid_num=20,\n", ")\n" ] } ], "metadata": { "interpreter": { "hash": "149170a34b80921e9f067d63e9cd48cc3daa8835f3726c438cfa63a39a78a9cb" }, "kernelspec": { "display_name": "Python 3.9.7 ('dynamo-dev')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 5 }