{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "fateformerapp-bootstrap", "metadata": {}, "outputs": [], "source": [ "import os\n", "from pathlib import Path\n", "_cwd = Path.cwd().resolve()\n", "if _cwd.name == 'notebooks' and (_cwd.parent / 'data').is_dir():\n", " os.chdir(_cwd.parent)\n", "elif (_cwd / 'data').is_dir():\n", " os.chdir(_cwd)" ] }, { "cell_type": "code", "execution_count": 2, "id": "0d9f3a0b", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os\n", "import pickle\n", "import warnings\n", "from itertools import combinations\n", "\n", "import interpretation.latentspace as ls\n", "import interpretation.predictions as prds\n", "import matplotlib as mpl\n", "import matplotlib.colors as mcolors\n", "import matplotlib.gridspec as gridspec\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "import seaborn as sns\n", "import torch\n", "import umap\n", "from data import create_dataset, load_data\n", "from interpretation import attentions as att\n", "from interpretation import visualization as viz\n", "from matplotlib.colors import ListedColormap\n", "from matplotlib.legend_handler import HandlerBase\n", "from matplotlib.lines import Line2D\n", "from matplotlib.patches import Patch, Rectangle\n", "from scipy import stats\n", "from scipy.cluster.hierarchy import leaves_list, linkage\n", "from scipy.stats import mannwhitneyu, pearsonr, ttest_rel, wilcoxon\n", "from sklearn.decomposition import PCA\n", "from tabulate import tabulate\n", "from utils.helpers import get_all_modalities_available_samples\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "sns.set_style(\"ticks\")\n", "plt.rcParams.update({\n", " \"font.family\": \"sans-serif\",\n", " \"font.sans-serif\": [\"Arial\", \"DejaVu Sans\"],\n", " \"axes.facecolor\": \"white\",\n", " \"axes.edgecolor\": \"black\",\n", " \"axes.linewidth\": 1.5,\n", " \"axes.grid\": False,\n", " \"figure.facecolor\": \"white\",\n", " \"savefig.facecolor\": \"white\",\n", " \"savefig.dpi\": 300,\n", " \"savefig.bbox\": \"tight\",\n", " \"axes.spines.top\": False,\n", " \"axes.spines.right\": False,\n", " \"axes.spines.left\": True,\n", " \"axes.spines.bottom\": True,\n", " \"axes.labelweight\": \"bold\",\n", " \"axes.labelsize\": 14,\n", " \"axes.titlesize\": 14,\n", " \"axes.titleweight\": \"bold\",\n", " \"xtick.labelsize\": 12,\n", " \"ytick.labelsize\": 12,\n", " \"xtick.major.width\": 1.5,\n", " \"ytick.major.width\": 1.5,\n", " \"xtick.major.size\": 5,\n", " \"ytick.major.size\": 5,\n", " \"legend.frameon\": False,\n", " \"legend.fontsize\": 11,\n", " \"pdf.fonttype\": 42,\n", " \"ps.fonttype\": 42,\n", " \"svg.image_inline\": True,\n", " \"svg.fonttype\": \"none\",\n", "})\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "a44712d2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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modelseedfoldcombinationtrain_aucval_aucprecisionrecallf1accuracyspecificityn_samplestnfpfntpmodel_pathselection_criteriarun_idtimestamp
0ATAC01all_samples0.9283870.8315790.8947370.8947370.8947370.8490570.73333353114434ckp/ATAC_seed0/best_ATAC_seed0_fold1_AUC_0.832...all_samplesATAC_seed0_fold1_all_samples2025-10-13 01:52:06
1ATAC01common_samples0.9283870.8888890.9200000.9583330.9387760.9090910.7777783372123ckp/ATAC_seed0/best_ATAC_seed0_fold1_AUC_0.832...all_samplesATAC_seed0_fold1_common_samples2025-10-13 01:52:06
2ATAC02all_samples0.8974190.9666670.9743591.0000000.9870130.9811320.93333353141038ckp/ATAC_seed0/best_ATAC_seed0_fold2_AUC_0.967...all_samplesATAC_seed0_fold2_all_samples2025-10-13 01:52:06
3ATAC02common_samples0.8974190.9490740.9600001.0000000.9795920.9696970.8888893381024ckp/ATAC_seed0/best_ATAC_seed0_fold2_AUC_0.967...all_samplesATAC_seed0_fold2_common_samples2025-10-13 01:52:06
4ATAC03all_samples0.9127130.7905410.7954550.9459460.8641980.7924530.4375005379235ckp/ATAC_seed0/best_ATAC_seed0_fold3_AUC_0.791...all_samplesATAC_seed0_fold3_all_samples2025-10-13 01:52:06
\n", "
" ], "text/plain": [ " model seed fold combination train_auc val_auc precision recall \\\n", "0 ATAC 0 1 all_samples 0.928387 0.831579 0.894737 0.894737 \n", "1 ATAC 0 1 common_samples 0.928387 0.888889 0.920000 0.958333 \n", "2 ATAC 0 2 all_samples 0.897419 0.966667 0.974359 1.000000 \n", "3 ATAC 0 2 common_samples 0.897419 0.949074 0.960000 1.000000 \n", "4 ATAC 0 3 all_samples 0.912713 0.790541 0.795455 0.945946 \n", "\n", " f1 accuracy specificity n_samples tn fp fn tp \\\n", "0 0.894737 0.849057 0.733333 53 11 4 4 34 \n", "1 0.938776 0.909091 0.777778 33 7 2 1 23 \n", "2 0.987013 0.981132 0.933333 53 14 1 0 38 \n", "3 0.979592 0.969697 0.888889 33 8 1 0 24 \n", "4 0.864198 0.792453 0.437500 53 7 9 2 35 \n", "\n", " model_path selection_criteria \\\n", "0 ckp/ATAC_seed0/best_ATAC_seed0_fold1_AUC_0.832... all_samples \n", "1 ckp/ATAC_seed0/best_ATAC_seed0_fold1_AUC_0.832... all_samples \n", "2 ckp/ATAC_seed0/best_ATAC_seed0_fold2_AUC_0.967... all_samples \n", "3 ckp/ATAC_seed0/best_ATAC_seed0_fold2_AUC_0.967... all_samples \n", "4 ckp/ATAC_seed0/best_ATAC_seed0_fold3_AUC_0.791... all_samples \n", "\n", " run_id timestamp \n", "0 ATAC_seed0_fold1_all_samples 2025-10-13 01:52:06 \n", "1 ATAC_seed0_fold1_common_samples 2025-10-13 01:52:06 \n", "2 ATAC_seed0_fold2_all_samples 2025-10-13 01:52:06 \n", "3 ATAC_seed0_fold2_common_samples 2025-10-13 01:52:06 \n", "4 ATAC_seed0_fold3_all_samples 2025-10-13 01:52:06 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "analysis_folder = 'analysis/'\n", "file_path = 'final_results.csv'\n", "\n", "df = pd.read_csv(os.path.join(analysis_folder, file_path))\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "7387b67d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Metric: Validation AUC (val_auc) [combination: common_samples]\n", " Multi : mean = 0.9160, std = 0.0562\n", " RNA : mean = 0.8529, std = 0.0879\n", " ATAC : mean = 0.8639, std = 0.0739\n", " Flux : mean = 0.8080, std = 0.1100\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def add_significance_bars(ax, data_to_plot, models, y_max, y_min, test='mannwhitney'):\n", " comparisons = list(combinations(range(len(models)), 2))\n", " y_range = y_max - y_min\n", " h = y_range * 0.02\n", " y_start = y_max + y_range * 0.05\n", " \n", " sig_pairs = []\n", " for i, (idx1, idx2) in enumerate(comparisons):\n", " data1 = data_to_plot[idx1]\n", " data2 = data_to_plot[idx2]\n", " \n", " if test == 'mannwhitney':\n", " stat, p_value = stats.mannwhitneyu(data1, data2, alternative='two-sided')\n", " elif test == 'ttest':\n", " stat, p_value = stats.ttest_rel(data1, data2)\n", " else:\n", " raise ValueError(\"test must be 'mannwhitney' or 'ttest'\")\n", " \n", " if p_value < 0.001:\n", " sig = '***'\n", " elif p_value < 0.01:\n", " sig = '**'\n", " elif p_value < 0.05:\n", " sig = '*'\n", " else:\n", " continue\n", " \n", " sig_pairs.append((idx1, idx2, sig, p_value))\n", " \n", " max_y_sig = y_start\n", " for level, (idx1, idx2, sig, p_value) in enumerate(sig_pairs):\n", " y = y_start + (level * h * 3.5)\n", " x1, x2 = idx1 + 1, idx2 + 1\n", " \n", " ax.plot([x1, x1, x2, x2], [y, y+h, y+h, y], 'k-', lw=1.2)\n", " ax.text((x1 + x2) / 2, y + h*0.3, sig, ha='center', va='bottom', \n", " fontsize=11, fontweight='bold')\n", " max_y_sig = max(max_y_sig, y + h + h*0.3)\n", " \n", " return max_y_sig\n", "\n", "def plot_all_metrics(df, combination='common_samples', plot_type='violin', test='mannwhitney', metrics=None, print_stats=False):\n", " all_metrics = ['val_auc', 'precision', 'recall', 'f1', 'accuracy', 'specificity']\n", " all_metric_labels = ['Validation AUC', 'Precision', 'Recall', 'F1 Score', 'Accuracy', 'Specificity']\n", " metric_label_map = dict(zip(all_metrics, all_metric_labels))\n", " if metrics is None:\n", " metrics_to_plot = all_metrics\n", " metric_labels = all_metric_labels\n", " elif isinstance(metrics, str):\n", " metrics_to_plot = [metrics]\n", " metric_labels = [metric_label_map.get(metrics, metrics)]\n", " elif isinstance(metrics, (list, tuple)):\n", " metrics_to_plot = list(metrics)\n", " metric_labels = [metric_label_map.get(m, m) for m in metrics_to_plot]\n", " else:\n", " raise ValueError(\"metrics must be None, a string, or a list/tuple of strings\")\n", " df_filtered = df[df['combination'] == combination].copy()\n", " models = ['Multi', 'RNA', 'ATAC', 'Flux']\n", " colors = ['#E64B35', '#4DBBD5', '#00A087', '#3C5488']\n", " n_metrics = len(metrics_to_plot)\n", " ncols = min(3, n_metrics)\n", " nrows = (n_metrics + ncols - 1) // ncols\n", " fig, axes = plt.subplots(nrows, ncols, figsize=(5.5 * ncols, 5 * nrows))\n", " if n_metrics == 1:\n", " axes = np.array([axes])\n", " axes = axes.flatten()\n", " for idx, (metric, label) in enumerate(zip(metrics_to_plot, metric_labels)):\n", " ax = axes[idx]\n", " data_to_plot = [df_filtered[df_filtered['model'] == model][metric].values for model in models]\n", " if print_stats:\n", " print(f\"\\nMetric: {label} ({metric}) [combination: {combination}]\")\n", " for model, values in zip(models, data_to_plot):\n", " if len(values) == 0:\n", " mean_val, std_val = float('nan'), float('nan')\n", " else:\n", " mean_val, std_val = np.mean(values), np.std(values)\n", " print(f\" {model:7s}: mean = {mean_val:.4f}, std = {std_val:.4f}\")\n", " if plot_type == 'violin':\n", " parts = ax.violinplot(data_to_plot, showmeans=False, showmedians=True, showextrema=False, widths=0.7)\n", " for i, pc in enumerate(parts['bodies']):\n", " pc.set_facecolor(colors[i])\n", " pc.set_alpha(0.6)\n", " pc.set_edgecolor('black')\n", " pc.set_linewidth(1.2)\n", " if 'cmedians' in parts:\n", " parts['cmedians'].set_color('black')\n", " parts['cmedians'].set_linewidth(2.5)\n", " for i, y in enumerate(data_to_plot):\n", " x = np.random.normal(i+1, 0.05, size=len(y))\n", " ax.scatter(x, y, color=colors[i], alpha=0.6, edgecolor='black', s=30, linewidth=0.5, zorder=3)\n", " elif plot_type == 'box':\n", " bp = ax.boxplot(data_to_plot, labels=models, patch_artist=True,\n", " widths=0.6, showmeans=False, meanline=False,\n", " medianprops=dict(color='black', linewidth=2.5),\n", " boxprops=dict(linewidth=1.2),\n", " whiskerprops=dict(linewidth=1.2),\n", " capprops=dict(linewidth=1.2))\n", " for patch, color in zip(bp['boxes'], colors):\n", " patch.set_facecolor(color)\n", " patch.set_alpha(0.7)\n", " y_max = max([max(d) if len(d) > 0 else 0 for d in data_to_plot])\n", " y_min = min([min(d) if len(d) > 0 else 0 for d in data_to_plot])\n", " y_range = y_max - y_min\n", " max_y_sig = add_significance_bars(ax, data_to_plot, models, y_max, y_min, test=test)\n", " ax.set_ylim(y_min - 0.05 * y_range, max_y_sig + 0.02 * y_range)\n", " ax.set_xticks(np.arange(1, len(models)+1))\n", " ax.set_xticklabels(models, fontsize=12, fontweight='bold')\n", " ax.set_ylabel(label, fontsize=14, fontweight='bold')\n", " ax.set_title(f'{label}', fontsize=14, fontweight='bold', pad=10)\n", " ax.spines['left'].set_linewidth(1.5)\n", " ax.spines['bottom'].set_linewidth(1.5)\n", " sns.despine(ax=ax, trim=False)\n", " for j in range(n_metrics, len(axes)):\n", " axes[j].set_visible(False)\n", " plt.tight_layout()\n", " return fig\n", "\n", "def plot_pvalue_matrices(df, combination='common_samples', test='ttest'):\n", " df_filtered = df[df['combination'] == combination].copy()\n", " \n", " metrics = ['val_auc', 'precision', 'recall', 'f1', 'accuracy', 'specificity']\n", " metric_labels = ['Validation AUC', 'Precision', 'Recall', 'F1 Score', 'Accuracy', 'Specificity']\n", " \n", " models = ['Multi', 'RNA', 'ATAC', 'Flux']\n", " \n", " fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n", " axes = axes.flatten()\n", " \n", " for idx, (metric, label) in enumerate(zip(metrics, metric_labels)):\n", " ax = axes[idx]\n", " \n", " pvalue_matrix = np.zeros((len(models), len(models)))\n", " sig_matrix = np.empty((len(models), len(models)), dtype=object)\n", " \n", " for i, model1 in enumerate(models):\n", " for j, model2 in enumerate(models):\n", " if i == j:\n", " pvalue_matrix[i, j] = 1.0\n", " sig_matrix[i, j] = '-'\n", " else:\n", " data1 = df_filtered[df_filtered['model'] == model1][metric].values\n", " data2 = df_filtered[df_filtered['model'] == model2][metric].values\n", " if test == 'ttest':\n", " stat, p_value = stats.ttest_rel(data1, data2)\n", " test_name = 't-test'\n", " elif test == 'mannwhitney':\n", " try:\n", " stat, p_value = stats.mannwhitneyu(data1, data2, alternative='two-sided')\n", " except ValueError:\n", " p_value = np.nan\n", " test_name = 'Mann-Whitney U'\n", " else:\n", " raise ValueError(\"test must be 'ttest' or 'mannwhitney'\")\n", " pvalue_matrix[i, j] = p_value\n", " \n", " if np.isnan(p_value):\n", " sig_matrix[i, j] = 'NA'\n", " elif p_value < 0.001:\n", " sig_matrix[i, j] = '***'\n", " elif p_value < 0.01:\n", " sig_matrix[i, j] = '**'\n", " elif p_value < 0.05:\n", " sig_matrix[i, j] = '*'\n", " else:\n", " sig_matrix[i, j] = 'ns'\n", " \n", " annot_matrix = np.array([[f'{pvalue_matrix[i,j]:.4f}\\n{sig_matrix[i,j]}' \n", " for j in range(len(models))] \n", " for i in range(len(models))])\n", " \n", " mask = np.triu(np.ones_like(pvalue_matrix, dtype=bool), k=1)\n", " \n", " sns.heatmap(pvalue_matrix, annot=annot_matrix, fmt='',\n", " cmap='RdYlGn_r',\n", " xticklabels=models, yticklabels=models,\n", " vmin=0, vmax=0.1, cbar_kws={'label': 'p-value'},\n", " ax=ax, mask=mask, linewidths=1, linecolor='black',\n", " annot_kws={'fontsize': 14})\n", " \n", " ax.set_title(f'{label} - P-values ({test_name})', fontsize=13, fontweight='bold', pad=10)\n", " ax.set_xlabel('Model', fontsize=11, fontweight='bold')\n", " ax.set_ylabel('Model', fontsize=11, fontweight='bold')\n", " \n", " fig.suptitle(f'Statistical Significance Between Models - {combination.replace(\"_\", \" \").title()}', \n", " fontsize=16, fontweight='bold', y=0.995)\n", " \n", " plt.tight_layout(rect=[0, 0, 1, 0.99])\n", " \n", " return fig\n", "\n", "def print_model_seeds_table(df, model='Multi', combination='common_samples'):\n", " df_filtered = df[(df['combination'] == combination) & (df['model'] == model)].copy()\n", " \n", " seeds = [0, 6, 42, 123, 1000]\n", " metrics = ['val_auc', 'precision', 'recall', 'f1', 'accuracy', 'specificity']\n", " \n", " metric_labels = {\n", " 'val_auc': 'Val AUC',\n", " 'precision': 'Precision',\n", " 'recall': 'Recall',\n", " 'f1': 'F1 Score',\n", " 'accuracy': 'Accuracy',\n", " 'specificity': 'Specificity'\n", " }\n", " \n", " results = []\n", " \n", " for seed in seeds:\n", " seed_data = df_filtered[df_filtered['seed'] == seed]\n", " row = {'Seed': seed}\n", " \n", " for metric in metrics:\n", " mean_val = seed_data[metric].mean()\n", " std_val = seed_data[metric].std()\n", " row[metric_labels[metric]] = f'{mean_val:.3f} ± {std_val:.3f}'\n", " \n", " results.append(row)\n", " \n", " results_df = pd.DataFrame(results)\n", " results_df = results_df.set_index('Seed')\n", " \n", " print(f\"\\n{'='*100}\")\n", " print(f\"{model} Model - {combination.replace('_', ' ').title()}\")\n", " print(f\"{'='*100}\")\n", " print(results_df.to_string())\n", " print(f\"{'='*100}\\n\")\n", " \n", " return results_df\n", "\n", "def plot_confusion_matrices(df, combination='common_samples', seed=0):\n", " if seed is None:\n", " df_filtered = df[df['combination'] == combination].copy()\n", " seed_label = 'All Seeds'\n", " else:\n", " df_filtered = df[(df['combination'] == combination) & (df['seed'] == seed)].copy()\n", " seed_label = f'Seed {seed}'\n", " \n", " models = ['Multi', 'RNA', 'ATAC', 'Flux']\n", " \n", " fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n", " axes = axes.flatten()\n", " \n", " for idx, model in enumerate(models):\n", " ax = axes[idx]\n", " \n", " model_data = df_filtered[df_filtered['model'] == model]\n", " \n", " tn = model_data['tn'].sum()\n", " fp = model_data['fp'].sum()\n", " fn = model_data['fn'].sum()\n", " tp = model_data['tp'].sum()\n", " \n", " cm = np.array([[tn, fp], [fn, tp]])\n", " cm_normalized = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", " \n", " labels = np.array([[f'{count:.0f}\\n({norm:.2%})' \n", " for count, norm in zip(row_counts, row_norms)]\n", " for row_counts, row_norms in zip(cm, cm_normalized)])\n", " \n", " sns.heatmap(cm, annot=labels, fmt='', cmap='Blues',\n", " xticklabels=['Dead End', 'Reprogramming'],\n", " yticklabels=['Dead End', 'Reprogramming'],\n", " ax=ax, cbar_kws={'label': 'Count', 'pad': 0.02},\n", " linewidths=2, linecolor='white',\n", " square=True,\n", " annot_kws={'fontsize': 14, 'fontweight': 'bold'})\n", " \n", " total = tn + fp + fn + tp\n", " accuracy = (tn + tp) / total if total > 0 else 0\n", " ax.set_title(f'{model} (n={int(total)}, Acc={accuracy:.3f})', \n", " fontsize=14, fontweight='bold', pad=12)\n", " ax.set_xlabel('Predicted', fontsize=13, fontweight='bold', labelpad=8)\n", " ax.set_ylabel('True', fontsize=13, fontweight='bold', labelpad=8)\n", " ax.tick_params(labelsize=12, width=1.5, length=5)\n", " \n", " for spine in ax.spines.values():\n", " spine.set_linewidth(1.5)\n", " spine.set_edgecolor('black')\n", " \n", " cbar = ax.collections[0].colorbar\n", " cbar.ax.tick_params(labelsize=11, width=1.5, length=5)\n", " cbar.outline.set_linewidth(1.5)\n", " cbar.ax.set_ylabel('Count', fontsize=12, fontweight='bold', rotation=270, labelpad=20)\n", " \n", " fig.suptitle(f'Confusion Matrices - {combination.replace(\"_\", \" \").title()} ({seed_label})', \n", " fontsize=16, fontweight='bold', y=0.995)\n", " \n", " plt.tight_layout()\n", " \n", " return fig\n", "\n", "def plot_metric_by_model_seed(df, metric='val_auc', combination='common_samples'):\n", " df_filtered = df[df['combination'] == combination].copy()\n", " \n", " models = ['Multi', 'RNA', 'ATAC', 'Flux']\n", " seeds = [0, 6, 42, 123, 1000]\n", " \n", " metric_labels = {\n", " 'val_auc': 'Validation AUC',\n", " 'precision': 'Precision',\n", " 'recall': 'Recall',\n", " 'f1': 'F1 Score',\n", " 'accuracy': 'Accuracy',\n", " 'specificity': 'Specificity'\n", " }\n", " \n", " fig, ax = plt.subplots(figsize=(14, 6))\n", " \n", " x = np.arange(len(models))\n", " width = 0.15\n", " offsets = np.arange(len(seeds)) * width - (len(seeds) - 1) * width / 2\n", " \n", " colors = plt.cm.Set2(np.linspace(0, 1, len(seeds)))\n", " \n", " for seed_idx, seed in enumerate(seeds):\n", " means = []\n", " stds = []\n", " \n", " for model in models:\n", " data = df_filtered[(df_filtered['model'] == model) & (df_filtered['seed'] == seed)][metric].values\n", " means.append(data.mean())\n", " stds.append(data.std())\n", " \n", " bars = ax.bar(x + offsets[seed_idx], means, width, \n", " yerr=stds, capsize=3, \n", " label=f'Seed {seed}', \n", " color=colors[seed_idx],\n", " alpha=0.8)\n", " \n", " for i, (bar, mean) in enumerate(zip(bars, means)):\n", " height = bar.get_height()\n", " ax.text(bar.get_x() + bar.get_width()/2., 0.1,\n", " f'{mean:.3f}',\n", " ha='center', va='bottom', fontsize=12, rotation=90)\n", " \n", " ax.set_xlabel('Model', fontsize=12)\n", " ax.set_ylabel(metric_labels.get(metric, metric), fontsize=12)\n", " ax.set_title(f'{metric_labels.get(metric, metric)} by Model and Seed - {combination.replace(\"_\", \" \").title()}', fontsize=13)\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(models)\n", " ax.legend(fontsize=10, ncol=5, loc='upper center', bbox_to_anchor=(0.5, -0.08))\n", " ax.grid(axis='y', alpha=0.3, linestyle='--')\n", " ax.set_ylim([0, 1.15])\n", " \n", " plt.tight_layout()\n", " \n", " return fig\n", "\n", "def print_metrics_table(df, combination='common_samples', seed=None):\n", " if seed is None:\n", " df_filtered = df[df['combination'] == combination].copy()\n", " title_seed = 'All Seeds'\n", " else:\n", " df_filtered = df[(df['combination'] == combination) & (df['seed'] == seed)].copy()\n", " title_seed = f'Seed {seed}'\n", " \n", " models = ['Multi', 'RNA', 'ATAC', 'Flux']\n", " metrics = ['val_auc', 'precision', 'recall', 'f1', 'accuracy', 'specificity']\n", " \n", " metric_labels = {\n", " 'val_auc': 'Val AUC',\n", " 'precision': 'Precision',\n", " 'recall': 'Recall',\n", " 'f1': 'F1 Score',\n", " 'accuracy': 'Accuracy',\n", " 'specificity': 'Specificity'\n", " }\n", " \n", " results = []\n", " metric_means = {metric: [] for metric in metrics}\n", " \n", " for model in models:\n", " model_data = df_filtered[df_filtered['model'] == model]\n", " row = {'Model': model}\n", " \n", " n_samples = int(model_data['n_samples'].sum())\n", " row['N Samples'] = n_samples\n", " \n", " for metric in metrics:\n", " mean_val = model_data[metric].mean()\n", " std_val = model_data[metric].std()\n", " row[metric_labels[metric]] = f'{mean_val:.3f} ± {std_val:.3f}'\n", " metric_means[metric].append(mean_val)\n", " \n", " results.append(row)\n", " \n", " results_df = pd.DataFrame(results)\n", " results_df = results_df.set_index('Model')\n", " \n", " print(f\"\\n{'='*110}\")\n", " print(f\"Metrics Summary - {combination.replace('_', ' ').title()} - {title_seed}\")\n", " print(f\"{'='*110}\")\n", " print(results_df.to_string())\n", " print(f\"{'='*110}\\n\")\n", " \n", " for metric in metrics:\n", " max_idx = np.argmax(metric_means[metric])\n", " print(f\"Best {metric_labels[metric]}: {models[max_idx]}\")\n", " print()\n", " \n", " return results_df\n", "\n", "fig1 = plot_all_metrics(df, combination='common_samples', plot_type='violin', test='ttest', metrics=['val_auc'], print_stats=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "fc2f0c38", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_confusion_matrices(df, combination='common_samples', seed=None)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "9c66fe8c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "==============================================================================================================\n", "Metrics Summary - All Samples - Seed 0\n", "==============================================================================================================\n", " N Samples Val AUC Precision Recall F1 Score Accuracy Specificity\n", "Model \n", "Multi 2110 0.921 ± 0.020 0.913 ± 0.025 0.937 ± 0.017 0.924 ± 0.011 0.893 ± 0.017 0.795 ± 0.068\n", "RNA 2008 0.920 ± 0.014 0.889 ± 0.021 0.959 ± 0.015 0.923 ± 0.009 0.888 ± 0.014 0.725 ± 0.059\n", "ATAC 265 0.880 ± 0.071 0.856 ± 0.101 0.963 ± 0.044 0.903 ± 0.060 0.849 ± 0.102 0.571 ± 0.365\n", "Flux 2008 0.831 ± 0.010 0.849 ± 0.053 0.855 ± 0.087 0.847 ± 0.019 0.787 ± 0.020 0.632 ± 0.204\n", "==============================================================================================================\n", "\n", "Best Val AUC: Multi\n", "Best Precision: Multi\n", "Best Recall: ATAC\n", "Best F1 Score: Multi\n", "Best Accuracy: Multi\n", "Best Specificity: Multi\n", "\n" ] } ], "source": [ "table = print_metrics_table(df, combination='all_samples', seed=0)" ] }, { "cell_type": "code", "execution_count": 7, "id": "bb46aa82", "metadata": {}, "outputs": [], "source": [ "with open('objects/mutlimodal_dataset.pkl', 'rb') as f:\n", " md = pickle.load(f)\n", "X, y_label = md['X'], md['y_label'], \n", "b, df_indices, pcts = md['b'], md['df_indices'], md['pcts']\n", "\n", "feature_names = list(X[0].columns) + ['batch_rna'] + list(X[1].columns) + \\\n", " ['batch_atac'] + list(X[2].columns) + ['batch_flux']\n", "y_number = torch.tensor([{'reprogramming':1, 'dead-end':0}[i] for i in \n", " list(y_label)], dtype=torch.float32)\n", "multimodal_dataset = create_dataset.MultiModalDataset(X, b, y_number, \n", " df_indices, pcts, y_label)\n", "multimodal_dataset_all = get_all_modalities_available_samples(multimodal_dataset)\n", "fold_results_path = os.path.join('objects', 'fold_results_multi.pkl')\n", "with open(fold_results_path, 'rb') as f:\n", " fold_results = pickle.load(f)\n", "\n", "def replace_fold_results_path(fold_results):\n", " for fold in fold_results:\n", " curr_path = fold['best_model_path']\n", " model_dir = os.path.basename(os.path.dirname(curr_path))\n", " ckpt_name = os.path.basename(curr_path)\n", "\n", " fold_token = next((part for part in ckpt_name.split('_') if part.startswith('fold')), '')\n", " fold_idx = ''.join(ch for ch in fold_token if ch.isdigit())\n", " if fold_idx:\n", " clean_ckpt_name = f'multi_seed0_fold{fold_idx}.pth'\n", " else:\n", " clean_ckpt_name = ckpt_name\n", "\n", " fold['best_model_path'] = os.path.join('ckp', clean_ckpt_name)\n", " return fold_results\n", "\n", "fold_results = replace_fold_results_path(fold_results)\n", "\n", "\n", "share_config = {\n", " \"d_model\": 128,\n", " \"d_ff\": 16,\n", " \"n_heads\": 8,\n", " \"n_encoder_layers\": 2,\n", " \"n_batches\": 3,\n", " \"dropout_rate\": 0.0,\n", "}\n", "\n", "with open('data/datasets/rna_labelled.pkl', 'rb') as f:\n", " adata_RNA_labelled = pickle.load(f)\n", "rna_dataset, _, _ = create_dataset.get_cls_dataset(\n", " data=adata_RNA_labelled,\n", " batch_key=\"batch_no\",\n", " label_key=\"label\", \n", " pct_key=\"pct\",\n", " filter_pcts=0.0,\n", " data_dtype=torch.int32\n", " )\n", "with open('data/datasets/atac_labelled.pkl', 'rb') as f:\n", " adata_ATAC_labelled = pickle.load(f)\n", "atac_dataset, _, _ = create_dataset.get_cls_dataset(\n", " data=adata_ATAC_labelled,\n", " batch_key=\"batch_no\",\n", " label_key=\"label\",\n", " pct_key=\"pct\", \n", " filter_pcts=0.0,\n", " data_dtype=torch.float32\n", " )\n", "\n", "fluxes = load_data.load_flux(\"data/datasets/flux_labelled_11nov.csv\", prefix=\"flux_un\",\n", " clone_info=True, \n", " clone_path=\"data/datasets/clones.csv\", \n", " scale=True,\n", " flux_metadata_path=\"data/datasets/metabolic_model_metadata.csv\")\n", "adata_Flux_labelled, _, bi_labelled, _, flux_labels, pcts_flux = fluxes\n", "\n", "flux_dataset, _, _ = create_dataset.get_cls_dataset(\n", " data=(adata_Flux_labelled, flux_labels, bi_labelled, pcts_flux),\n", " batch_key=None,\n", " label_key=None,\n", " pct_key=None,\n", " filter_pcts=0.0,\n", " data_dtype=torch.float32\n", ")\n", "with open('objects/degs.pkl', 'rb') as f:\n", " degs = pickle.load(f)\n", "df_rna_degs, df_atac_degs, df_flux_degs = degs[0], degs[1], degs[2]\n", " \n", "model_config_rna = {\"vocab_size\": 5914, \"seq_len\": X[0].shape[1]}\n", "model_config_atac = {\"vocab_size\": 1, \"seq_len\": X[1].shape[1]}\n", "model_config_flux = {\"vocab_size\": 1, \"seq_len\": X[2].shape[1]}\n", "model_config_multi = {\"d_model\": 128, \"n_heads_cls\": 8, \"d_ff_cls\": 16}\n", "\n", "model_config = {\"Share\": share_config, \"RNA\": model_config_rna, \"ATAC\": model_config_atac, \n", " \"Flux\": model_config_flux, \"Multi\": model_config_multi}" ] }, { "cell_type": "code", "execution_count": 8, "id": "f26bbd43", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processing 5 folds...\n", " Fold 1: 422 samples processed\n", " Fold 2: 422 samples processed\n", " Fold 3: 422 samples processed\n", " Fold 4: 422 samples processed\n", " Fold 5: 422 samples processed\n", "\n", "Total samples: 2110\n", "Correct predictions: 1885 (89.34%)\n", "Mean absolute error: 0.1560\n" ] } ], "source": [ "df_samples = prds.get_sample_predictions_dataframe(\n", " model_type='Multi',\n", " multimodal_dataset=multimodal_dataset,\n", " fold_results=fold_results,\n", " model_config=model_config,\n", " device='cpu',\n", " batch_size=32,\n", " threshold=0.5\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "addd8b1b", "metadata": {}, "outputs": [], "source": [ "common_samples = False\n", "ls_v, labels, preds = ls.get_latent_space(\"Multi\", fold_results, \n", " multimodal_dataset, model_config, 'cpu', common_samples=common_samples)" ] }, { "cell_type": "code", "execution_count": 10, "id": "3cda163c", "metadata": {}, "outputs": [ { "data": { "image/png": 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HYEbRyhtLIbhz2D6wKoqy9d0CeTHO/xY5/J0X2NwU2VJxxc0SrkNcFxgfOtoo4/rHYbu8eKVwab/R1NGF5eaWKFqGHDwPlvOx3I6ZBQoHrpHWJhT7t9hLw4taxj+WZnGNojCyjB14Yc0bf8aSuc2B74WCip8fj9c2W2SVBBKuf+x1YqxjZQB/xgtxCjdmML4t1vvvKGvYkZhliRo3Hhl3+bunGGHMY0ld+36wLWFTsb7t+bU1UbFoa3T0bcpTN9ctcGPnualz7Ohn7cVoR585hS8zsRTW/Pvi75wC3Ort5qYHN743ZWiyq6HiStnuZlttDBobfBsHOzoJMXhyAWJtdHsBx8wZgxlvzP5QXLXdSWOqnw2qbYUeBVVni6rNJZFISOkCYb+SNeCSIqSjsoW2C2rbRZjleNzl4i4pd06thm7uijJgc/erM7NyDMTWzhnLGqwyBO6GbYy2JhWkbSC1fk98L/wdsxSwbYM5m9bpqMXHbSw4sd6cDlEMHNzx5Q4xP2cGFZbC8N/8+1NxpSjbB7wYtC4Iv03PD9dFluwxA0bXOq5PNAlqC7NiLNNjZocXwO3FVUcmGCwPo8ixDC8oziwoliy4mccLXJYgs1KC4oZlaIQbZLfccosIK2YTLEc/rlF8LNczq1yQpZG/+c1vpCSMIonPpetqWye8juDrsWKBmSBufFmP51raNqvB9dkquePFtGV88F2H8/I9MBPEY9McwyoP5/f8TNrDfmEKK5Zg8oLeimvMpm1uzOsIZv4Yy/kZMLbwb8nKXvH3Y/U6MxZujutsV8G/K/4t8PfPTFtbMca/M4sNVWeQttc1/JtqO+PMMsJqC1+LN8bQ6667rnXDgZU8vJay+qjbinFFxZWyjWGdNo0DrB0S7kK2v5jnRS/riSkcWAJHC1QGOdaOW/XjTMVvTATQMpQCikKCgZQ7lGyI5nO4G2PN/GCgttyGOOOECw+zF1xIuLvI4MbFzdo9Y//PthjOy/IEy2iC58cgxwBBkWV9Jm2zPW0/GwoQiikGTy6I/Py5cLJv4Ic//KHsvDGDw8Wa/6b4ZfP05rCx/izu/La9AOLvkrvGFKqWONxQeQkfw8+cdrEUS7zosH5fVjkj3wvfGxf73/3ud2JHT0HEHgT+3nkhQdHVkSMS4fu0dnwZdFimwc+NZSgWm5PNVBSl8+Fmj/Xfn9XjQxMba71r65DHi3OuaYQXzRvLJnDTzBIkHMfBC0dmqHhRTdFhlYOzB5jleJu7mcc1jWswXdi4pvGCl+u0FS+YibNEF0v1uG7xNSiSaKdOQde2Z4fvnWs+10C+d8Y8Xuyy54bnbmXlKSq2JHvCdZPvk1gldu0vlNuu2xR7jHvMYLTtOf42ZYE8jtUDRPt6bnoyNnF9b1vu1/48GAP4PAoFiiwKzvYxr202yXL8o3jrqJeLnHDCCbLhx41Flk1yQ43rv+WGSGg7vqHnbw34+rz+YPxnpQpjNv8O+HuwSgLZ+7Wx3mBW5vzxj3+Uv29+5bUUyxqZ+W1fEkiuvfZauRZgrKX4pHsw42rb6hiNi+ujn4iyTeGibvUJMSB1JJB4McwLaF4Yc8FlUy3FEm3QLVHEILux4Y5caGl9S6MGXmhzh7J9OQMXD16IW3NCGKT4PV10GKzbl5xQDDIobgsopChWuAvKAMwZHO1pG5jb7k5Zu3xcMLnQsj+JO0/cmW3rSmUFnM0VVoTibEPwwoKvx98VF3bukna0s9rWwcuCJShc/Ns6J1kXRlYgoY06/54osDo6Nn/3GxJWhBctrC2nsOrotVj2sLFZIIqidB3cLNkQvCBvOxuJm0PWhb8122hD8OKUO/BcS5hVZ7l1+5ELjEu8EN3cnktmGDh4mOKHYq393CZe0HIjxyoppKDi6/OilZuH7eEFrVWxQSMgln7zuB3ZjnMd3JQVd1toWkHzirY9Z+0HB1MEsWSR0GyCt47W7bbGRJuD5VDLWMQNNCuOMRZbG5vtz4NiisK5bSWJBQUmBRYv9q1ZVsSKB3zuhipfKFYoLlgOTudY3tpC8b4pJ76uhvGYopaGHoxz7bOszKrxb39jMF7yvfLaiQLemslGaODRvs+Nm5p8HX62PHb74/P6YEP92rsyavGhbDclgRsbRkcxZcHSrG8DG0D5egxOLEdjYOMizPIJOhSy3KG9SKHJAV+PO4wMWCwB4XFYNsj72y7gWxsGOC623JnlxQUXVi6aVsBlH5tVWsEAysZUvlcKTWblGMgpILnIMmhwZ5XH4edCNyBeGHDXqjNh0zVLWbiI87X4mbKskb1M1o6gZafbFgZSngvfI38HvHjh+bF8z4K7vhRu/Az4c75PNgNbr9lRMG4L3zd3KXkhxM+CYoqvxR4DukXyb6ezZ5YoirLlcN3if5tc+9i3SbfALdkEag/XcV7ks/ybaxPXIh6foow9oryY5cbQlkCRw5jC2MJNHR6P6y/jHLM/1owrQtc3XvhTbFDAUcxxfeQ6xLmAbasjKHzobEehwbWJx2UJGzegmCVjfNsSGANpXmFB8dFeJPE1ud4yw8F1le+DnwfXS6v8rqN1e1Mww0Yhy005fkZ834zNzPq1NwIh3OzkDCy+b54HhQLjGi3uCTN7lihiDGB84O+Qx2W5+MbgY7hhy/fJDVZuYPI1KPIYH1nxwt/JtoSfNctGWR7JmM4NXv7+GZcY9/g3tDnCmpk5Vnfw92k9n66WHW0W878Nxj5eG/Ez5GfAz4XPZUylaO1sQ6+dAVvuu/iPKoqiKIqiKIqiKIJmrhRFURRFURRFUToBFVeKoiiKoiiKoiidgIorRVEURVEURVGUTkDFlaIoiqIoiqIoSieg4kpRFEVRFEVRFKUTUHGlKIqiKIqiKIrSCai4UhRFURRFURRF6QRUXCmKoiiKoiiKonQCKq4URVEURVEURVE6ARVXiqIoiqIoiqIonYCKK0VRFEVRFEVRlE5AxZWiKIqiKIqiKEonoOJKURRFURRFURSlE1BxpSiKoiiKoiiK0gmouFIURVEURVEURekEVFwpiqIoiqIoiqJ0AiquFEVRFEVRFEVROgEVV4qiKIqiKIqiKJ2AiitFURRFURRFUZROQMWVoiiKoiiKoihKJ6DiSlEURVEURVEUpRNQcaUoiqIoiqIoitIJqLhSFEVRFEVRFEXpBFRcKYqiKIqiKIqidALOzjjIzkYul0MsFpN/+/1+2Gy2bX1KiqIoyi6MxiVFUZQdA81cdQADWDAYlJsVzBRFURRlW6FxSVEUZcdAxZWiKIqiKIqiKEonoOJKURRFURRFURSlE1BxpSiKoiiKoiiK0gmouFIURVEURVEURekEVFwpiqIoiqIoiqJ0AiquFEVRFEVRFEVROgGdc6UoymaTzWaRTqe39WkoOzgulwsOh2Nbn4aiKMoOi8bj7Tc2qbhSFGWzBpiuXr0aTU1N2/pUlJ2EoqIiVFVV6TBcRVGULUDj8fYfm1RcKYqySayFvKKiAn6/Xy+Ile90YcAhuDU1NfJ9dXX1tj4lRVGUHQaNx9t/bFJxpSjKJksPrIW8tLR0W5+OshPg8/nkK4MY/660RFBRFGXTaDzeMWKTGlooirJRrJpu7pApSmdh/T1pz4CiKMrmofF4x4hNKq4URdkstPRA6Uz070lRFOXboevn9v3ZqrhSFEVRFEVRFEXpBFRcKYqyU5PJZPDAAw/guOOOw6hRozBu3Dicc845+Oijj7boOH/9618xceLE1u8HDx6MJ598coOP5883dHvzzTc3u8H2qaeeQn19/Radq6IoiqJ0Rnw8/fTT5ecb4qqrrsKhhx7a4c+efPLJDcbBvffee7PPk7GXMXhDWK+zvaCGFoqi7LQkk0mcffbZWLVqFS688EIJHolEAk888YTcf/PNN+Ooo47qste/8sorMWXKlPXuLyws3Kznf/rpp7jiiivw+uuvd8HZKYqiKLsqmxsfTzjhBFx22WVYsGAB+vfvv94xXnrpJZx//vkbfa333ntvvfvs9p03v6PiSlGUnZY///nPmDNnDp577rl1bFV/9atfIRKJ4He/+53siAUCgS55/VAohPLy8m/9fGauNvuxqZTc4HDA5vHAthMHLkVRFGXrxEdmpa677jo8++yz+L//+791jvHaa68hHo9j6tSpG41hRUEf7E4XHC4PdgU0+iqKslNCpx/uwLGcoaN5FQwSd911F7xer3wfDofx61//Wsoi9txzT5xxxhn45ptvuvQc586dKzt+e+21F4YNG4ZJkybh3nvvlZ99/PHHcg6E91sliJ9//jlOO+007LHHHpgwYQKuvfZatNTUIrNyFbK1tciuXg2juXmLhJmiKIqy67Al8ZG3I444QkRYe1i2fuCBB25wEzGbSsjXZHM9EvVrkEnEOnzcF198IfGOsZflgr/85S/R2Ni4wfN/9dVXJas2fPhwnHrqqVi5ciW2J1RcKYqyU7Js2TKZBzJ69OgOf15ZWSkChXMsKER++MMfynPuvPNOPPbYYxg5ciROOeUUzJw5s0vOj7t9rG3nNPj//Oc/ErgOO+ww3HTTTZg1a5aUaFg15o8//riUF86ePVvKNcaPH4//PfEEbr76akz/4gv84PzzAMfa5dxobEQuEoGRSMh7MxJJGNEocim1PVcURdnV2ZL4SI4//nh5DkWQRW1tLT744AOceOKJ6zw3k4wj0ViLeP1qGJm1MYexKBVuRDoRlftzhiGP/fzTT6Sva+DAgRJ7mVH76quv8IMf/EDmerWHG4w/+9nPJKP2zDPP4Nhjj8U///lPbE9oWaCiKDslzc3Nm93fxObdL7/8Ur5S7JCLLrpIFvEHH3wQN95447c6h2uuuUbKKdrCTNWPfvQjEVfcqWMWyipLZN373XffLaUaQ4cObT33kpIS2T285557sN9+++H8885DdvUa9OjbFzdffjkOO+ssfPrNNxg7YiSQM5DLZGBEIlImaA8EYYTDDG30mIW9pAQ2q3TQqSFAURRlV2NL4iOh0Bo0aJCUBnLjj1DYcJDxAQcc0Pq4bDqFZFOtWTmRM5DNZ6r2P+zo9Y755L8fQkVJIe69524M7N8PV1xykZSz9+vbF7fccguOOeYY6dViZqwtDz/8sIjCCy64QL7v27evVIEwVm8vaGRVFGWnhIKEcHduU8yYMUOCwUEHHbTO/alUShp2vy0US5MnT17nvraCieUMzFjNnDEDS5cuxew5c+RnhmHIV4ok+b6pCVmvFzOmT8fSZcsksLQv+1swZw72GjQYuWRChBN8ftj9fuRiUdjcblN0RaIw6uth8wdgi0Rgo5DMZpFLp2FzuUR8UZDx3zavV/u2FEVRduH4aGSzDAuw2R2SvWJlB42abEYGTz35JI6achgy0WbkPD443F4YqeTa2GSzS0whD//tNqau4AyEABtgtzlRWlQoPVjzFy7C3qNHIBPjJiCQdbkxcEB/hIJBzJr+NfbfZ5xkubKppNwopLjJ2BYKPhVXiqIoXUzPnj1RVlYm2aeOHPvofHT99ddLbTfFTDAY7NBa3U1h8i3hrl7v3r07/BlLKr73ve+hpKgIE8aOxT6HHILhl1+OiVOnIhePI8u+qUhEHputrUPWZoeRSuOIQw7B+WecIYLLxuDF7FMmjeLSMglehOV/drsN2foGKkQpGaSgktJBgyIrjCwfk87IayGbkfsdpaVm1osZr+JiOPJZPEVRFGXXiY/z583D7667Dhf99Dz079sH7mARjjjsUPzxj3/EW6+9gtLCAsxfsAA3/uoSJJpqRSS5gkUw0kkYqQRsDpdUSFgxqVePbiKQbA4n3KFipFrqYSSjSKXj+Ve0yc/TsWbYXV6kY2EYOQNGMobomiVSeZFNJ5BoWCPHtDYgLVzcHNyO0G1JRVF2SmjzSgtZCiZazbaH5Xc0rOjevbuUO9AdiU2+FEPWjQ29XWWDzowVdw0f/MMf8KMzz8TBEw5CS75UI8t+qdpa0/2vDQN798KCefPQq6oafYYMQc/KCmRSSdx0zz1Y09xkPp7BzMjm+6typvgyciLUJBvlckkPls3nhdHcxM5m5FjXnsmKYAOzVXY7cokEjJYWGMl1z0FRFEXZuePjXf+8E9NnzECP7t0la0VjCp+RwAH7jsMLzz2Hl157DaP3GIae3asl5uSyGWSiLSKQHN4AjExKNuzoEEhyrJywSgVpcmGzw8ZKCcNA/z698dXMWeZjjBzsDgdmzpiOaDSGfj17wEin5LncTKRgGzSwPz6fNg0GNwXzTJ8+HdsTKq4URdlpYW9Tnz59pPzu6aefltK7r7/+WrJV/J79UH6/Xwwi2OP0i1/8QvqulixZghtuuEECT/u5Hp1FVVWV9F298sEHWDFvPt57/z1cfM018rN0xmzi9eezZrMXLUIsHseZxxyDWQsX4rrbbsX8efPx9YoVuOyWW7C0pga9i4rNA9tsIqIY2CSzRYHFjJXdDpvPhxzFUs6Ajf/jpiJ3AA32Y5m6TEoE3W4YDQ3I1tUhu2oVjGjHDk+KoijKzhcfn3nueVx9xaVwZJPIGVkxoLC7PZh65OF496OP8dobb+Howw9pPZYIJzuDiJlRYqbLXVgKp88ac2ITMeX0F+QdBPl4u5Sef/+kYzFv/kLc8MdbsGjpMnz2xVe45qZbMXhAP4wZOcwsLzRfRATVKcdMkRL63//2N1gwb670frEPa3tCywIVRdlp8fl8sujS3pxZKNq10hhit912w0MPPYQxY8bI4+iIxMf84Q9/EAtaih6Kqttvvx377LNPl5wbnQFnfP01br7jDkRjMXSrqMBxkw7Gmx9/hG9mzcRJR0zBoB49cMA+++DSP/0RP//+93HWCSfgzj/8AX+9+26c9MJP4Pf5MG7sWFxx1VXwOF3IxWOyE8g+KrhcspsI6duywRaisUVEMlY27gRSRIWCUhZoy5dY2ENBszyjJSzlG4x/zIIxwyXP0x4sRVGUnT4+3nf3P7Fbz0o4vD5kk3GJJYwt++w1Rp7X1NyCyZMPBTIJiQu82Z1uKQu0uzzy1e0qas1cOX1BUxylEnD5Q2LNLrt5NhtGjBiF22+5CXfceTfO+OnFYvA0Yb9x+Ok5Z8Dl9uQ3CSFZK57LkEGD8Nebfoc/33k3Hn3yf+IySKHIksXtBVtOh6GsRzQalf4LwlKhrhowqig7ApzYvmjRInHksWZC7QxQXLAEwZa3MN+aznmZrIF4Ogsjl4OvvhZ2w5DZVFKSR2HEBuKCAinZ41fr3OSco1Ep4ROxQ+MKrxd2n0+s1qWUMGGWXNgrys2Sv3TabCrmv1NpOLp1k34uKdnw+wE2IEvTsg1gIHQ6JGslz5FUVg42vx/OXr3WZrlcTvPx34Gd9e+qq9C4pCg7P8zMxBtWw+ZwS3mc0+OH0+vbausm3f4oYLj+UwDZ7Q6k4xEpDZTNOhvgChSI4LG73HI/H0sjiwwf53DKzenxwe72wuH2iP16qqVBzDHsDic8haViwS7xhL3ByYQIMlcghHS0RZ7P15WyPz7GBtMsI5tFJm6aXkj/ls0Od2EJPAWl+XOzyfG/K53xGWvmSlGUXQIKmmgqg3TGQCgVh50ueuwtoqGDywl7YRHsAb9ZVpcXMxQ/ZvXCdxMSbcnGYkg1M0DYkPV4kfQF4I1HJIBIlsnNnT6b9EYxgBg1tZJh4vnlYs1mk7DbA6Op0SyX4LmVlCKHHGyBgJQEUlDxefaSYuRY0sf34bDDXlwkYtLO1+DxY3Hk6IZIgZUXS/ZgUERbLp7Il3nALBNsaUEuP5yYj7EXFamVu6Ioyncksnop6md9Iut0tGaZlM1RkCQba+Gv7IVeE46Fv6x7vsTOnDvF2MAeJSur810RM4l4GOlIiwgmxhkKpGzadMuleLHTNILx0OkWi/VUtBmegjLYnU55nMPrl4xVOtqCbCIqsdRTVC4lhSwH5DGMbBqpSJMIKLFpzzsRugMhGEZWXpPPyybickyWJFrnJ9UUsJklik6neR9sItwycfP13MFCOP2h77z5913RyKgoyk4PBUFjLI1oMoMCu4FkfQO8oQBsHHBozzfWtrQgG+OgXdMpL+HxoymWEleikNeFoM0QrfFtLMr5+sw4yeypdEYCAoWNL5AxxRJnTrncyNmzre5KdPnLxSiMDOQ4p0qyFjbaF5rGE8wgORlAbDAiYRFL0mfFoMPsFh/LncLiIrO8j8fJZ69obmGZWNgCfuQMl+kqaLchlzVETIl9O+F7dTph1NWxflLu4twseQyza4qiKMq3ItnSgHn/+wdSLY0IduuH5R++gJ7jjwJaWAbnFMEw/9n74C2pRDYVQ9X445FJQrJbhtttZpHsDsnYSCZpC0UFs0OZRAzZeNQ0lJDvo+Lox+8pdiiYJIax2sHhFCEjhhW5HNLRZniLy+VYFHrMQkECjnkezILxRjdBHk/+7fbKeboLSsw4xMKKWFhEUaK5Xo5DAcW+rVS0yTycHCsm99GOXWY1SnYrbb5mvtIiGW6Uz4GvsS1RcaUoyk4NrcWZLfIm0vB4PIgbdmQLi+GzZaWMjiu3ZG2cLtiLCkVkJJNp1MajcOWy8NuATCSJuNcDb2Md7KGQOYh3CwQWxU6Wr5Uv07M5XXD6A7CnaFubQsrugCcUlHBEwwlx8mNpnrhMcKU2RQ2zRbkEyynyzcOSWcqZx+T5UJBxTlVhoXzPbJOdc7UYwMzydlPgUYTx8W67CDge12jOyHuj+ANLQNIp2AsKWu3gW5uKrffEckNFURTlWxGrWYHa6R/AU1iOYPf+iK5agh77H4VEQy1WfvKyKWacLpTtPk6yOJGVi9E493Nkygcilys0xU2kWTJGqXhEDCRc7G3aAiiO0rGI9ELx9ZgdczqDkjmTMjunSwSciKD8RiHL/1o3AVkxYXfCwYxTPstkk1JBZruyZrkeizISMenfcnqDEnuyqbj5OMmKMSvlQorCilkzeV0nMomIvDbFHLNlIqYYlxirXW4RgXxta5ZWW8FoHnnboeJKUZSdFi7unBFlxOOwZw2kafNaUoZmw4FQJi7axNoVQzqVLznIIm13wJvNIhCPwEgkRPQ4iwulXE6yNiyd24JabDOTZDr5mdt0aTiYYWpplmyQg/M8mppE3Ng8bsk+cddSAhP7m5wus+SP5Xopnyl+mhrz5hWGKYK4eyfDgnNwlJSIyHLkBwOzH8sMjjbYgwHpNZM373aZwczng5PCLZNBrrFR5mbxONk1a6Qvi+/XrI9nT5hhug+6PV3zS1MURdnJia5ZhlmP/1nmNsXrVolYKOgxQARDy9K5Zq8rN7SMLBrmfYHeE05EonENUuEm2KtdIjLSnBFlt5vCBjYRWsw0WaJls7JWLKcjMinYFEGStWIfLmMUNyfzmSFmg+ws2Uva81ksF5zeQF40+UUAGvL4mBySperWIGE6DfJbb3GFCCuHxyuvkY61iGBzuvN9ZXQbtDlFTPF+d6BQeqp4Xiw35DlkePx4RIQgbd+z8XwYZ5kkM3iObT/zaocRVyzNefTRR/Hvf/8by5cvl+nSkyZNwoUXXtja5GvZJ3/22Wfi/kU3rksvvbT154qi7JwYRg6RZEZMIlwOO4IeJ9xOu9lPZGRhp/lDKgMjloCLZQqOgJktYhkFhQSjijNvJiELYw7+XEaEFRHfn+YWgCV24DHXHWC4SawmW9nRS8NOIw2WYFAwccBvPvskTn2JpJmJKgjBxvvcbsk+2fNijgLLVlaKnNcjj2VYEav0fMmelEtQhHHXMF/+xwBpvjcpcDdNPPieeHyaWLAskr1n0iRs7gLmwubupJGLwcZSyZISEVsS9Cn+GCzFXXDXRmOToigbIt5Yi/oZHyJasxyFvYeidLe94fL50bxklggN3hLNdYiuXoyCngNlIC+FFu9nT5Pd4UagujfCy+dJKR57mBJ07sumW4fCM/tEcUNhI/OgNvPcuNZL3zGFlGzm8asZRyiYpJQv39tF2AtG4UK3P74WX5OZJZpPEDGxKK0SAwyzv8oUZpbYo7kFbxRUknWjsGJ8YjYsGTOzVAmWJ2ZlE48OgywP5GYfM2sirBJREZZENhdtdjk/Zt9EHzLTJtm7bbv5t8OIKw78vO222/CDH/xArJHp5PGXv/wF8+bNExvJcDiMM888UyZO33jjjWhoaBBbZQa7e+65Z1ufvqIoXUg4mUFj1Fxw48gimcmi0mOKq1wkKmLF4XZLn1WKRhJsHHZ54XInwJZYF30h/H4YNLlgEy5yyNhySOXTWg6HHQ7+O5sxRYXHgyyHJW5maaBkumIx5LIpU/wUF4sYsjnM8j/pw/L7xLgC4bCZQUokYA+GYC9dvwRRjsFyv0KYmbVE0jx3ZrjKiyVTJ2WFDJQMQBRXfCuMxdGoWV7Ix+en2meXr8g7ANphKyxAjkLSKvtgeQfLGeMJ2DwUeGZ9Ifu8mDGziQHHrovGJkVROoJiaMnr/0HzopnyfdOCb5DNpOEv7yYlgSs/eknEB0WVt7BMREjT/G/Qa8JxqJv1CTx03fMGUDZ0Lyx54wkEqnoiUNEDiYy1NttMUcRyPJkhFZQ1nN9vTvaKj3Gxr6m5wTQqcrrMrBVjm9sroo1VDhQ9FFTMjLHHCVlINsnlX39ziMfwhMyZixQ87LEyhZEPDo9fBFUmn3XisU3DCnOYMG8URuyp4uvTuTAZbhBBx+Py+TnZDM1n9ZATUwx+BhRtVnkgxR1LJbelqYVzR9kZpAf/9773PVx88cVy37777ovi4mIZ+snJzB988AGamppk6Cd3DkllZSXOO+88TJs2DXvuuec2fheKonxXJIOUL09rzbDkcogk1k5qJ04ji2x9Iz1VzcWYz2H2hQ23JWXIxnNI2p1IlpTCnkrBnctKWZ643wV9MjjXWV4OW94l0GZjXblDSvNSHh+aIimkszkE3A4U+lxw5u3cN4SNwqWwAIjR4hbmbKlAYK3luZszqbKmPXp5uSmG+B43wzxDsld0AMy799F4QgQgA1c8L6QidFIy+6ZMw4tI/nksL2wSwwp5vN2AjQOMPW5xEJT7uRPqcplCzMgi7faKQLXncvCGw3B4PVJWaJlp7EpobFIUhVAIMJtEMWQRr1/TKqwsIisWoGnRdKz+7HWkI00iKPh91Z6TkIqGJQtjd/tQscd4ESAsG1w17Q0U9dtNMlhznvgbKk641Ow7crI/ie6vXjh9IVmD4/WrJCaagsgUWxuD2SmKMjGogB2pSLNpiR6hM60TNntODC1sjiLJphlGJm+esfHMUC5nSJZJ3P88fokNiYbVZjaKWa0M3QfdyFKsSUGFWU3BMkWRjqmEZLNo/iQVFJmUZMpMS3iOUHHI/Xzv8nyDs7ZM+3ZeGyRb6uHyhaR3i2xuqWRnsUNEQs70OOaYY3D44Yevc3+/fv3k67Jly/Dee+9JkLKCF9l///1lFsg777yzwQAWoxvXZtynKMq2xUimzD6jRFJEh9iK07HOZoPLwRsDjZiYw8OabJa6sVacIkUWWE6Iz8HtcaPIZsBnBxzxGGzJhGljzv/PLFDePCITjcLBTJLcR3FUaGZswmF4HG6kcnaEExmpQS8O5J31OoCBzmhshNHYlC9TNETw8LjmzqPDzGJxVhX7nVrCYgkvYmkzMmMilFjeJyWEHjHEkPfK3ioKJNa7FxVKNoyOhBKruMbJDBHTar7NyYqgsvt9yNGxSezqzTJDWr8nS8pRl8hKYKTYKnPZ4WsJAxSJeQHGEsZdRWR1VWzSuKQoOw6NC77B8vefRzrSiLJh41A95mDJ9LC0zhUqQkGvwbIxRfOFyKrFcHg8Il68xZXmmszskL8AoR4D4fYH4QoWoGn+V+KM1zj/K3lu8+KZIi5yBuczZkSA2WBI7xKfS/HBWVNiZJROiSEFRRCfsyEoRBKNtdIjxeczFPBYphsf+37pQmj25Sab6sxMF8sANyMrZLD3KmWW1TMm2ziMPsvYkZLPJhMzzSosUWWV/DEWy0ajiKdW00HzOA4HPEVlIgB5HApMClqxevcFxZKd8Tbrckv2jE6M7MMSIer2bpbY7Cx2iAhYUFCAq666ar37X3vtNfk6YMAALFiwAFOmTFnn56xt79Gjh5RpbIhRo0Z1uBupKMr2gylQGsy+IH5Py/ScAUdlpXzvc9mxqiWJZMaA025Dt4AHYA221ydZI6kl50Lt9cAeiyEUCMJBUdLcJLLKVhAUwSH9TFyI2c8kVujRvItgkVi1Gy1hOFl+wT6okgo0wYFYOguzCGIDcOYUHfekUZebgzYY8Zg5T0rK9jifymfaolOUsAY+k5HyPQdF2CagwJQeLQ4Upk8F+3j4nllWSIHG98IMHOdUJeLme+HnyJ08BnyfV94rRZUEHta3x80LeX6+RlOznAvPLZxhdssBm8uOgMsu/WvMDPJtiSFHYSGMcAQO6U3b+emq2KRxSVF2DOINazD/2Xsku0NWffyKCJTqMZPg9BWguP8IzPnvX2WGVEHPQeg5/hgkGmvgLi5HSb/hkpmi2YMrWCglcqVD98LqL95C/cxP4C4oRungMWha8DVCPQbAX94D8VgMRjptltZ5PCKemBGS3iQxnfC0ltSZ2aiNiCu61WYp1ox1h8ZbAoSZIZdHjkMRRHFFIUaxsjHRRmRTLp8tosiTbBrndDG+GVkRVjTi4GvzmDIny+MT44pcqzGFVfJoztbKxGPyvZQvBgvF3IMCjtlCmZ3FGCavEzSHFOdL2/kzEYWbEJu7nLjqiK+++gr//Oc/cdBBB2HQoEFS197RxHrex91FRVF2YNKZ/DDcvGOdiICMiASaOTRn7LAbgItlAbmcZFd6eL047MQTsHL16tbDcLctFAxixMjRuPrii1DBNSOf9XGUlyFHgcMsUnk5jPp6EUI2v1/MIGS2FIUYS+aMLHzJKFo8BfDSCGNjWA6BHq9pSpHfjeO5czCwEW4Rq3WjoX7tY+kAle+H2hScNcUSvWz92ufbksxcBeUzstHynW6Cfr8pMpldyg8QZjmhlPvJrBFm+kwrd57k8qVLcdj55+Plu+9Gt5JSwJEzyzIZfA0DBbkMcvX1MChPKeooqChIt9LO4PaKxiZF2XWIrlmKZDOzOqZrH0VAvKlWeqYa5n+NhS88aF7Q22yI1a1ErHYF4vWr0fuAYzHniTvMTE6gALGaZSjqNwzesmrpyTIGjZRNM/6sx/5HS++Sr7IX3JV9ELE74HCZM65kRhUrFOw2OBwuyRg5POYaTHvzjZLPPjl8frOKIT/Ql69FsZeJcti9aTxhCS4KN6fPNH7aGHZmmULFMr+K4uaY03+IVWtq1nvc6FGj8OA9d0nGSjJMIqgorhwimsQx127HiLH74c7b/oAxI4aZFuysIhHxCHz6+Rc478KL8elrz5rDidNJyYzJW7TbZX4W+7sa6+twzIkn47HHHpPNra5khxRXrFP/0Y9+JB8OHZiIBP0NsLH05RdffLHefdFoFBUVFZ10toqifBe40MqQXC6/nOFEu3Jma2jiUFcPIxBAOmNIuZ3TaRMXwFQ2hyR7nABc/oMf4ND99ped/2w2i8XNzbjutltx5dW/xn2/v8E0kWBmLD8Y16C7UYblczazJynfmyTlcsGgmEUwCjH74Hc7ZMDwxhAxU1wk/VXMAIk48fkky5OVWVaALT+Hau0wqs3PUthprsEdOwom9mqx/p+CKhCCy+9tNa3g52ZhiA18GLlUVt4fywDlvbL0jP1jdjuqyyvw1qOPolgsdFmqYSBoyyEJG3xOO4zmBvpjmBlB5I0yaHDB41hztHYxOis2aVxSlO0fiqTG+d8gWrtCHPN6jKcISqBx9jS0LJ4FX2kVMrEWpKOG+e94DNGaZagacwiaF02XfiCuk5zvxCHCVXsdgpppbyKyehH8pd0Q6rObiJrG+V/DW1SOlmXz4e3WF7b+1fk1OWOaT3i8IqQMzo6SXixzDpT0O20EyZj5gmIawQoELlWWeQVL6mggweyWmQEyY5NZ6rd5RhEOzt+KNMn5kIt/eh4OmzxZerpYpsfPzOXiHK21sYnvh2IVaYYhh5ndsmrXeR4UefxiOfDmyxvNH+fg4JDjhNkWIJ9R3igjHIni51dchXpuQm4Fdjhx9cILL+CKK65Anz59xKWJjcOElrYMPu3hziCbhzeEn7vS7dhYMFQUZevC8jajudmc8+TLZ5G4A5Y3gbClkggw8ERN23XuvFH0ZHLsorIhEAyitLAw/9+1Dd0HD8aPTzkVv/rTHxEOtyDIgYPl5cjRpY+ufcFA3uAhXyohpXwOM8tUV2eeFNftlmaUFBbAvqnMlQUzQtIgbDPtZ9l/RfMIeZOMaswgZczdQz6OZX6bi8yfyiLn9iDsLxD3RFssg0KngUJHDva8MUfrw1n+WF0lny139Jg1k5IKrwdGJCpfHT4vKior5HMw6BTodMBvY7O1U4SYPQzYXU7zPfCzomgU0ZuQrJ+UWPpYlrlruAl2ZmzSuKQo2z8N8z6Xkr3eB50oM5gotBrnToO3pFJ6qnpPPBH+ih6S3bKG8JYMHCn9VFQIzAKxrJAVGczS0PkuVrscDpcX4RULZIaTv6qX2LSnWuplmHDOE0RS5hTmR29w0y8/DFgwsmIKwezXpja4xFnQqkawO2HncF+67+Wfx1JHycY5XKY9en6oMIXb5mITq3fGNZushQUeh4RXb0FIDDvaY5pWVJo9YNlMfraVGQut4zi9zBA6xdmQ/WXM4hF3oIDBU64JzE3KrMS3L6dPx9XX3ww/jZfyA40Nlhd2ocnFDiWuaFtLC9uxY8fijjvuQKjNTmzfvn2xdOnSdR7PXWra3U6ePHkbnK2iKB3B7BPFkhgfcOhtByTTWckQcZF0sDSPj8sapkEFd654wZ4PCixlK0QGdp8LsZwdAa8LBV6XubZyHeDCTOMLZlMoWGyAN58xYDldOB7HDVdfjTfefx9+rxcHj9sHl/z8QvjKy/HJRx/h8uuuwzlnnom//fOfcNhsOO2II3D+ySeLoPnllVfKuc2cORO1tbV45JFH5KL6j3/8I15//XUkk0lMPOggXHHeeQjlhdT0eQvw+7v+iTmLF2NI377YZ+RITJszB/dd/3vc8Z9H5P7maBTzFy/G7Xfcgd69e+P666/Hhx9+iHg8joEDB0qfD40QuL5xptLfb78d1/32t2hsCWPyoVNw2JSjccuffo+lS5dg7Ni9cdutt0hg48V/aWkpVqxYgTfffBPdu3fHTb/+NV556SU88uyzEnwu/+kFOOzQyVjZ3IyD99sPL9//AHp074bdJ07Ejb/6Fe5++GEsWbkSwwcPxvUXXoieVdVyoTCrpgbXXXkl5syfj6EDBmDcmDGY9vXXeOhf/9rpDS40NinKzo84+y2YjqYls6TniRkec75UEsmWOsTqVsAVKBQhxWzK8g9eQL9DT0PdzE9FQJXuNhZVYw6WrFXzollwhYpFqFAgMGvVtHimuP1JZYTbKzOvmN2mgQNvsbqn0PPQ0yXbJAN9XebcKDGbYCaH4oduejSPYHmge+PiwUhEYIvVSSZIwmnWLMezYImj9G9Jn5VHNi7Z62RlojaFjULIF0Sag4pp9JvOG25kUpIZ43u3jsXKEo6uYAxlLB0xYgQu+el56N+nl/SPERqEUFAl0llc+atf451330NZaSmOPcrsaeXjTAMOzo60SX8wZeLHn3+NY444HJMnTsDUU85AJhkV0UbDkK6ya99h6jb+85//4OabbxZXJu4Ktg1eZL/99sOnn34qM0Qs6NJEhyX+TFGUbU964UI033ILGn95pXzl9+3hjKpkSwTp1auRqm9Eor4JCY8fLZyzUVAk/Uk0qbAzk0XRxeq9dApFRhI9i32oLvQh4HHC53JIxoYlckZlFezdusHZvRuWLV2Ku598AvuNGgW/14er//xnhGMxPHjjjfjzFVdgxvz5uP62P8vcK5o/1Dc24pnnn8fdf7oFV//kp7jv6afx+Esv5edG2fG///0P//d//4c777xTshYXXHABZs2ahX/84x+47777xNDgVzfeBHtJMaIeN3583W8xtH9/PPXIIzjq6KNx93//K/Xu9vIy2EMhvPHhhzhq6lQ88OCD2GOPPXDJxRcjk0zi33fdhSf//QgqKipx9TW/QSSRRpY7mJy1dN99uP2mm3DF5b/E//73BK679lc466zzcMOfbsdXX32J//I18jzwwAMiAp555hkUFRXhnJ/9DPVNTfjXbbdhwrhx+M2f/oicfK55G3pmp/Li6I5778Uvf/YzPHbrbWhqacHtjz8uhhgRw8B5F1+M3QYNwuO33orD99kHd//rX2ZJBjN0OzEamxRl16Bh7hdY+vaTYlCx4Pn7sOKD58QenZfSBb2GIFDeA8Hu/VA8YAQ8hSXwFJTI8OCqMRMx+md/woAjzkawsifKdhuHgl6D0GfiSeh/xNkYef716LH/MciJiDDXXZbf+UurkM2a1ueEoonZHpbzeYvK5EYRx+/FQIJ9s/mS7E2WZdfNg+3d6+B8/RL4Z9wNn43OsHYRJ+5QCXxl3SRrRaMM/ttXUik3ikdLkFDMcNAxhR8NJPg9Z1tlaEqRL22nADSH+prZMZpVmIODDXEPtOCmFMXVlVdeiaeeegrdunXDTy++QjYULfg8ljpe85vfYOHChbjnb3/G5RddiIcffbz1MdlU3CxtpGEGxafHhx+ffTp+eNYZQMo8VjrSYpp5yMysrmGH2E6kimX9OndZTzvtNNklbkuvXr1w6qmn4uGHH8bZZ58tFzecK8KdxAMOOACjR4/eZueuKMrajFX0sceQmTVHvufX6GOPo/CiX6yTwUqmDdjjUemvJdmCAjTE0gj57MjIBaoBJ4faxmKwF5fIEFtxxaMVeJuAEklmYBg53HTD9fjjzTdKyGLGwOV0YuI+++CyM87Esvo6vPHxx/jgmWcQ5I6dzY5rL78Mx593Hq5MXGdOjs9kcN1ll2NQj+4Y2qMHZs+fh8dfehknfe978jrDhgzBgcOHwxYMYfbs2fjkk0/w0ksvScaCPVA3XnY5jjrrTCz46mt8NnuWlHwx8+QuK0P/YcPw+YwZssY58pk8Dps95bTTWnfzJu27Lw7ed19UBgLIudw47uip+L9LfoG6SAr1YVO4/PjHP8bg/gPQq+8A3PrnYhw4YRIm7LcPPLks9tlzTyyYO7f1cxk2bJisl+TII4/E73//e1x58cXw2h047YQT8ehzz6GuqUmyi/mTQC5f1nbGccdh34MPFjOO7x11FP799NPSa/XiW29J1u+XZ58NezaLfsccgy/nzEEtreXbBNCdDY1NirLr0LxkNmq+fq9VNHDu08IXHkC3cYdj4Qv3iQiJ166QXqPqsZNRttteKBm0p/RbtQqSVBLL33sGdTM+ku8pAsqGjpW5THQKpEiKrF6Cwl6DUNhvGBpmT0OwR3/J2HgLy1E0YCTq2QbFHuKUadwgcY8GD2m6+jnErVDEDvumOMeKgqxttom27Z/fA2PFNFMErfhMrNI9+1wGuzcEJ4fFe7zIyZBgW4fZHYo69lPxNWVIMGdZcTMzn2Vy+gLwhEpMgwzeZ7Phxj//DX+4/c42LVs2vPv2WwgWFMoaedFFF0klBvnd736Hgw8+GC+98Q6OP+bI/DGDaG6ox8uvvIq7/nobBvfrK+YVPzj1JNx8+51ibc/ySIomZsmYvXPme7Y4U0zK562PIB6Bu2DteIxdUly9/fbbSCQSUsrCANYeBrfjjjsODz74oFwoXHLJJeLEdNhhh+Gyyy7bJuesKMq68GI9M3/BOvdl5s+X+9nzZCF9qHlnIgaNZM7OoRlwZVNyoZ5hqQGNExgUxHI8KYt/W2GVNQw0xsxdqTPO/RH2O3AiUok4Hn3gLqxcsgQ/P+cHKOnZE998+IEImIknnrh23BPNLQwDi2fPRi4SkVI5LuLiHuh0Ytiw4XjgmWfMh6ZS6EZnwQjLK2IiYmjP3adnT/PnyST6VpSjIBjEwhXLMXfhIimZc7Q5V9puv/rqq63f80K99bPIZHDSEUfghWefw5dzZmPhypWYtWCBacttA3wwG3m7sezR5YQ3kYTP60HfXj3gDTfDyRJIfoa0kc/vALZ1SfJ6vSgrKYGHzovZJDz5wJgS63jzE6HRBwpMc5BeNFTID3EOeDzIsOfNZsfcefMwtG9fOGiUQWfHTAYjBg/Bax9/ZJZw7qRobFKUXQcKFBpGcMAtbdXrZ38uazHL99gPxAv96nGHSTYnUNFDBgj32NcUBhbhVQtbhRVheVr97M9QOepAMbsIVPdB5egJMNIZhHoONAfjGlnEa5ZLOVvN52/BNng/KaszONze4RDhwLlXFGoMDLRXz8YTeQGWkPOiIQYzX5LVSjQiVzMjXwuYPxF+n2iCzV/Yem4bmwlliSoxj+D3MbM3ynIozGUyiNetlHJFd9CMHz/6wVmYdNCByMYj8jnKAORkBLU1Cdl0YimghdPpxG5DBknlB/vAzIPmMH/eHNkk7d+rm9jbO9w+DB8+3DxfmjGJiYVpEMWyQ/4uzMHO6xpFseTRygjusuLqhBNOkNumoO3t/fffv1XOSVGULYM9Vs4B/VszV8Q5YIDc3xavy4EkbcQpBjgAkKukwwGDdegupwwBRpRzrnJivMDMlVW2lsoYyHBIL8sj8uKgqKgE3Xv0kk2rW2+9Fd878URc+Ntr8a8/3YJ0czNCgQAe/9e/ZIZVjrboFGqBICqKivBNbS2cebMIluxxhlOWQ4XZpEtnPZsNHks82O1w0a2PAW3FChk6LL1GebFGi3hnfkBx22xOe6MCTxsjCz7nhxdfjJaWFhy2334Yv/c4JNIZXHbj7xGw55BkZoi16Dw++9iYybPZEHDa4OFLWTuODDg07IjHxeVQ7Nb5GdGq3fo5Lenzr220tKyTTcylTKHqZskbP19ai/M45gmDLyXlKHkXRzlefngzBz7vrGhsUpRdB5b79TzgWCx6+SGzhM7pgMthDqYtHryn2I/Xfv2+lAPah+2LUK9B8jxe7NPUgkKEZhPt4X0UP4OOOR8Ncz7HsnefNl3zWurQbdyhmPWf2xBZMR9OXwhV4481DRmyBTCQhcttOu8Z6QSQc0t2h46FFDU5w9wsQ14AypBhhwPuQAi2siHAimn5LJINKB+KnLvAFCabgVR1yCwpbvSZIoyv6y7wy/ovLoEu9jpnRdzxM6qo7ial83RNtLJXHAJs5zEoNFmxwpJBGlGIWE2LkKK4lM8pEYXLbppSZFnS53RLGWBrXKUvVLAQifrVkj0UZ0M5z5g4EuZyphU8z4tZq650tN1heq4URdmx4YV34KST4Bw6RDJO/Bo46cR1LuKNZBL2+jp4WhrhLQzCV1Yi/VNcqGJpA65QEDmWq1HEsGa7qdkcxmu3I5rMYFVzHDUtSdSGk/C1a+YNeVzweb343fXXY/a8eXjoqSdloQ9TqMVi6FlQgF7V3ZBIpvDHO+5AmrtcRg4t0SiWzZsnAYROgjOWLsGg3r3Nxl+eh7X75XCid3ExWiIRLFyyBEZe+CxYtQqRWAx9unVH/969MXvBArOnKc+MGTM2+JnNmzEDn33zDe769dX44bHHYcKee6K+yTyuk9a57S3bpSzEFDWtwko+WMN08UsmJYPFmV3ZNTVmVorijhkoCiuZcZV3aJS5XvKbW3ssCk+vae8uw4p5l8ctw3JnL1mCTDgMOx0Ui4sxa/kyyVp1VcOwoijK1qJh3lfSYxVbsxRDjr8AFSMPQM8DjxPbcM6F8haWiTDixT5nO6369BWUDBptGlu89yxm/OuPmPPf29Ew93O4gm2GrNtsKB5oZmzoMsi+LhotUKDRIXDF+88jsnKhxB+KC7MskT64LOhII80sUL4UUDI14UZzHAZFi9Nt9mFxDiIHviMn55MMNwMjz0KuagTATFPlHsjudgq4lcnnbNZ4FDoJutxybCsjxtcXYWQYIqbaZ77EhIOvZ4UEbjyyp8tpR0lxEaZ9/IGU9dHiPtbSiFlz5qJ3j26tg38plnqUl0lWa+7i5fmPz4ZZs80NWxlu7PHBU1gqn4nT4zcFns1uCr+85TvLKztyKtzlMleKouwcuPr1kx6rjtwCZcGuq8sPsRWvasDngzuXQ2UuixTtyTnfwkU7c4c5j4m7WpEIjEQCKZcPuVy+rp324pwub7NJJqw06BZ7dsISguMOPxz/+Pe/ceTEidh/zBhxBPzluefCbuTwm7//DYXBkJTyWUHgN3f8DZef90MsofHDU0/hmksuEQdC0wI9Y4oZux39evfB+L32wpV//COu/MlPYFu1Cr+79VaMGTkSg0eNRI+hQ/Hnf/0LN/31rzj1tNPw0ccf4/nnn8ceI0chnjJL/Fo/j2wWQZY22O14+fNpOHDkSMxYuBD//M8j5gNsObhd7fbHrCwaRQ2HBjO71ubzFYwcso2NcJSUmDbq+XkgMicrmf/sKbjyu3o2mYGV/zcfkx9EvLbcz4YpBx+C2+67D3+47z6cctzx+HTmDLz46qsYpT1FiqLs4ERWLcH8Z+82rcABrJ72Oor6DUcmnUDlqAni+hdbswy+8m6myHG6pFRvxQcvyCDdlmVzzQwPgMZ5X6H7fkeKKKD5Q0HvwSjuv4f8LBVuWmupzgt0fwjh5fPFejyTMMu6xSrd4RTHPa7KYkWeFxFcmyksrLlPIsLyQ3nbbraJqURxP9gm/hZGeA0MZoOcHri9vlbbc/ZzUSiKc6HH12p3TvjaFJDMkpkCKSOirPW1c7zPrI5oJf9PZpTsiUg+Q2XI8yjUTj3+GNx530OoqKxEr549cf9D/0YqncYhE8a3li5SJAUCPkw5eAJuuvUvuPqSnyORiOOuh8yYKCLP4ZS5X8yqiQGINyCZKxF6VkzjBmQXb/qpuFIUZatCQdW2x8qCZWmtwsq6j+LA6YILOTgzSbPsTBZFM9sic6mkLygCpz0ui3syu9YYgw8Nep3rDPrlovqLCy7AK2+/jT/dfTduuPRS/P6f/8S5V10lJXN0EbzyvPNgLyhsLWkbv/dYnHH55WJG8fNzz8XhI0fBaGwyy+rcbtjLysxywHgMv7/kEvz+b3/DuVdcIT1IEydOxJW/+hUcBQUoyOXwjzvvxLXXXotH/vMfDB66Ow6afDga6mqxpiWJdLZNJspmQ1VlBX59wQUiBG+991707dULv7rySlxx5ZVYuHA+yvO9UPJwDiam6YUMWrTBUVYmPV98DzzPVuHEzy4/bNiKWnb+PliqyBJL63iWeMpkW0WwEYuZmUNmr/jhcreyqBChYAB/+8Mf8Nubb8ajL76IYYMH48gpU1DbxiFPURRlR4S9UJawsmC/T/OSOfCXdZN1P1DZA4n6VbLxl2hYLb1H7Keq+epdFLB3yskh72Z5NXuRBh79w/Vex1tcbppi1K2U72mxXrrbXqif9SkSDWukHDDUc4DMwaKwcRhpWYdprkEoaDIRCgmb2evkC0gpIQUZe48sLGHh8PDnA0RstTWuoLBKNK5pLVm3xcLiFLjWFMN8HM+HvV4OD8/BLdb00ueVTsrnRYFjgy0/JNh0MuQxvMVVYl9PgUVjCZpynHb8MTIP8Hc334JoNIY9hu0mphVVvfu3GRJsOiFe9n8X4E933IULLr9K3FlPPfEE3HL73yQ7Z/eH1go99oXRnt3llp9ZJZltBxB3FbacTiZcD/6CORPGGvTIBmRF2VVhw/6iRYvE/Y4GCF0FBUB2xcrWmm86/VEwGOk0bOxz4u5YQUj6q1i2Bt7P/07FjCEr/VaJ0gqEDXN3iqKqLOjZ4Gsxe5aLxkRQ0G2Qx2PfFeMGs2oUKh+9/z7OPOcczHjtNRESNn8AuVhUHPKkhI6lDxy4262blNWxzI7iQ8oi6LiUN4ig+KK1+7Jly7BmzRqMGTMGsVRGShhv/9MNSMQTuOSqa6UEsjyUH5jI3b9YDEZN7VoRVFIi5XgsOaSgpDuTLRSS4crM6JnvKSpZJXlPzOw1NMKIx8xGbA4wpssihypzNzPf++UoKxcRxucbLDvMlxby9eQzYVlh/r1QdDm6d19n52/pvHlYNX0GRg0eZJYOOl24/v77kMhmceONN27Tv6udBY1LirJtaFo4A3OeuL31Ap+iqXrsIVLux+wTL9z7Tzkb4RXzZShwNhFB+R77I7x0jggVlu4V9dktP8MK6DflTJTvPq7D1wqvWoSVH76I6OolUi5Yscd4NMz7UgSWv7w7SkcfjJpoCj27VcGeikmcoDED7dgpHrKJqBlDbeZMKooMrskcamyZT/CxBoWIyyOW8e1LAc25WlZZuAnLFCme5DMwDBFr/BwIY4GnqFyEJUsZszJvyimZN5YCMn7x9Xk/s0rM7lmCT5wGOSuMQiiTlvO1zpPCzFtaKeGP5Y5WBoqZNJb1UZRReFnXDO5AIdyhNiWX+WygGI5YpYsOF3xl1fnzQpfFJs1cKYqyXSAX86UlyNbXi1NSyu5EyhuELeiAweGGLPFzQOZX8bFGcwsMGlDk94dcnMfkcSGdoSmGHUHP2uWtdd5SvrdIBEJpKXIUIFaJALMxVh+RNeMpb5TBHiIRKfV1YgrBx1HQgUYPGUer4yHt1HOBAIyGBhFGrY57DY0iXnhRTEtuWnEPHLIbPvzsS7z+0gu44trfm68jFXo5RFNZtMS5y2lHQWU1fNlUqzkExZH0Ssn7yomYc7jdMJKJtUYV7Jmi0KIIzZf88YNhz5idTot5ISXisCAEW4A2unb5/G2hoPk5WWWPLS2twko+E/a4tSupCDc349xfX4UbL70UwwYNxoz58/DMCy/glltv7eK/GkVRlK6Frn00lljx4Ytyoe4v6454Y52YW6RaGiSLFKzuje77HSElbotfexQti2fJc5mpodU6XQDdhSUoHTQapYPXlkuzvC68wnTRDXXvj1B1Xwya+iPpL7J6jQKVPdFj3ylmVoxr+qJF0lvk8gfkcSI84hERL3QMpJAB2JObFQFEwcIbBQldBikGCTNMNJHwhNr1WXVUMkerdyMrgoavxQ00Ci55j5wn5XIjGW5otWI3shmkw01wlFSIAJXNPJpLxKMimig4zc+HWaWEOZzYbVZEtFrK52dVEdre8372jfG1eHxm6trmhyga22MYGclcSSzOvy9mzDY+Xvm7o+JKUZTtBimxCwaRggPhFIcM5pDKGkikDbiddjjtNpS7nQhQaFAQxGNSTkhhwB4id8CL9vv5kgFqM7eJizYH9krWhgs+RVXeJc8SDTR+QCLR2rMk9uJWWYjdgVxLGLbCAtNFz+sTUSPnkZ9ub8ToorR20ZdykGwWQ4cOxdVXX41bbrkFq1atQkVVFc772UXYe9/xsu4zc5WksIwm4LLZEDNsqIsZqCzwwefOD5JsLelr8x5jMWQbGmRgcpKNunYH/CwZYU8V+6V4cJb88XMqLTXfq990dWrrmCTlJG3cCgnLCyUjl0zJZ24ZWbRl6PDhuPKnP8Vt99+P1bW1qK6owOUXX4wJEyZ8mz8DRVGU7QZezId6DkZFPI7o6sVinc6MyqKX/yUmE6Ee/dG8dDYK+wxFsKo3qkYfiEWvrBShRVHT84BjRDi1h0Jn/nP3IpIXV8Hu/dHzgKnSv2V3OlHYZzcz85SPWxRLzUvnIpvMSHbHHSpcz30wQ3tyr6+1N4vnxxlZ4nDLvuZ2g3MpWNZ7v2I84Wwtx+P75308JoUZj8WvfC5neFmW5qwyaUuOWb5YWN4ne5+sskKrL0viEjf17G4RaG6xkodpnc5Y1EbkSYxnNYh1jnaHZMso9LjJ6PIFOsxGsYRSPiNrw5RllG1nfnURKq4URdnmyKIfDsOob+DKC2dJGTz2HAyHHS0Jpvxt6wwHFgdBiqLqahE2ktXZwDwl/pxZrtbvuePFXqB8Q63YyFZWiLCjOQaSfLw5cHDPPn0w4803ASsg5Yc10u3QRheiokKIhwaFWpa7hDHJuKGoGK5IGDarLNDHhmFzuT3xxBPlZs3jonCk+YbHaYfLyCJZUwtnNA4nM3VFRWh0eKXk0eem1XwWKacH9kAILgYMcTQ0J94bwRDqcqzzZ425Cw6fCx4a/eXnUhGWWVpI4NqMpl7pkcsLsg1h93jwvTPOwInHTDWt2pkN60CEKYqi7Egkm+ux4qMXsezdZ6QfilknDvzlJheFDEWPuNHFo2heOkdK98p22xvB6r5SWucrqcrPn1qf5sUzW4UVaVo43axcoDsgAF9Zdww+/qci0tZ8+a44E66Z/TkKJp6JZLgRbqcpuARWYHBzjyM/aBrhoPmQaTTB7JaYWBiGlNTRkt3ss6KPhZkdawvFFDNFzGyJoQXLCDNpJBpr5KuVVeJxre95jlaGKCvPM+E5uHxBs+crlxMB5AoU5sv0HK0xqK3g2VyLdGbveNvoY7x+ea8ybNlhZcM27Yj4XVFxpSjKNkdK3Sh4KEb8fthqVsMHO9KFRXDBDcNuswzrxAHQgotlW8HQIeKS16a1VPqHmGXi8mfI4EGWzzE7RZMKGwMWM1LsZ/J4TFMIZnnkBW15xzwOyk3L88QK3udDKhJFbdaBdDYngsTvK0CxMwaH02GW4llZMb6WzMpywO73iVC0yDY0w5ZMwsHyQNrmNjUiUFYJh8O0mq+LMCjy7bhRHHIjkIqZfWlNTUj5gkjHzJ3GIheQq68DAn6A2TcjJ8YTHWWdOgv2qFmfk9qvK4qyM7D68zdR8+U7Ul4X6tYX85+9RwRF1ZiJ4tLnCha0ZkwcbQQCxQlvG4PlcG3JxMLSg2TCzS8Krm9kRhZFWPPiWUgmU62Ciufk9Pml7E5Enj0rYorfc+aWzeE1+61iYXEvlPjlcIrYYWkcywT5fGINHBYXQqdLhvPycdbP2LtkVTqIWIlHRajxdVmGaIknRi4nn8cMkcNp9mVZjrR2h5T5sYxR5nEloubMqWCxHKsr4PkyI+by872smw3rSlRcKYqyzWl1CfSwpygu33N3yUar2lAJYuwNkoUR6/RSbQ4UOpZIar2PgoyLPYcPck5HJIocTR+CobXlfEbOvDlMQcWeKppFSAOx2N5mzJlPHHDc0Ih4cRnSlp26kUU850awuBTuNufLPqxsTU3ra9iiXjgqKlrLCSULl07BmcmKK2KOr2s3s1o14bywIg4HmrPMZnlgj0TM/igpd3Cg0OOAN52A4fUiG4/D5fXI40Xg5bNnXYWKKkVRdhZYvtY4/ysRBaVDx2DF+8+K7Th7oFiWF6zu07p2M8vEMr4tIdRjoMQSqzRPDCaKK0SsUcCw9G7pu/9DbNVidNv3CDQvni2Pk6yT6BhmqYIimCjUmMURV0IxeTCd9WS+FTcUGTxE4ORERPlKq9fJFlGAtTWx4Kwt9kFZr8fMFHuuZBSHlBhm84Ilt9Y+XtZ/m9mPbLMhSxMql5n14nuioLLEm2lkwVI+d95NsGtpP3Orq1FxpSjKNscq6cu5nGafU75kjYt0KB5GsKISBh2JnHYphdiiYzscZt8Qj0vr9LzQEpHD16EDhsctpXvMFIlNPMsSpGSQQ3I95o3ChE59nKvV0rL2HPN15gbFH5+XD3oi2tqZsYqTX9teLGax2mTGJFDnzTtsPBDLBd0uyXZl0mbAYn05SxAznEPiyAI0t6AfR2UVyhh0G+slA8gMn7O4GDnOR+F7VGNYRVGUzYaZl4IeA1HbVGeWsOVL5LgONy/4RoYIlwweLes1hZKnoHiLjk8TjMHHXyACjgSq+mDN529KGSJFEW9Vex4EI2dg9Wevo2qvg7H4/Rdko5H/5wzQjc9jnlOgUMQR52ExayVlgDLHkEIokxcX+bhEI6Q28YBZrHRsben82qxYIN9PZWa8kErkY5yZnaJIohuilNfnBRdjdo49VYxVjLcOB9wFJcgYhmTPKFjFtp2Zqw76vXYWVFwpirLNobhgZiUbiUpZIAVHxmaXxBHFhdvr2qKsCHuU2J9kt9vgZVkejTJkSG4yXyZIQec2jSZYbyjGD45WsUQbcxlWTFHF7FQ+4yP9W7RB53lyZ5DnHQwAPi+8ThtaYpn8nCm7DHj0sCxjnTdqlkdQ7EjNOYVeIoEsywR5fuxXKi7Kz/dyShlfds1qeV4wUIhmiUVmRi3gssPR1GC2o+VscGTScEej0qdmyzlhY9liLAqbm+LQ3Wbor6IoirI5VO01SXqsaE/uLakUkUUTBa7D/sqeKN99780+FmMDy/to104jiGC3fjIDi1kvGmUwRnFGlreoDNHVS8WivH725+i292Ss+ux1EVvd9zkcWX9QhhPTetyCmTSW7jErRdjXxGwRz1VcApvr5H724Lo4dHg9UwdzDpVkvXKGiB8pN8zPhaLIMgVR0jS8cDrlfVjHkV7mfG+yw+MVccYSRRFaNJWiwHM4zXAlr5F3+ZXs186HiitFUbYZnGWVzGTN6ruCIrhDIWQzWWTCEdhZ0ub3wVVUuEXCKpHOoqYlIce05l2V+F3IiWNgfi4HxQZ7qjgzi/1VcqfdHMRbmBdW+cG565wvh+hK9sstGSYaXVB88TnecAuqAi5EuVmYM+DLJGBvNpArLm4tHbFxNlFjoynyKIK487d6jTkcOZOWwcU5lvlxtgaFXjzvOpg1EGSwYmMwm4ltgI/ZM5lTlcvvGhpAPAYH3f4opOjrzt3XwgIRgVqypyiKsnmkoi2IrFoiJd7MUNGBtXLUBKz86EVxv+Ocq+o9J27RMWu/fg+LXn0k75RnR79DTxOb9wUvPoTI8nlSEshMkIsleQURU6C4uDHoRo/9jkT13ofC5i/Eipp6MWqwjB8oVKzeJmaxxCAqlRCnQfaFMStFZz2O62BcYPaIosuaW8VMF/9NYcefielFOiVOgxREzEZZmSYKKxGYsYjEHRnc6/JIpYR8ddJUqTkv1mgalRXRxbjJ90GXPympt9lNe/gODDV2BlRcKYqyTWBmqSmWRiydFR3ADJPLbkOBLQePzwMUhiSzk2EJQyIJtDSbWaVgSGYxbchRiG6ClrAinBflYF142gZvsAA+y5aVNzb9unIA+7KY4SqqkGG/G8Q6MJ9rlSdyLkc0IoYcjnQGRaGgWe5Hy3SPaWMuxhser9n/FSowhZvHa5p48HHMnmUN5KIR2AoLkWFpoNcLB4Mhbd7FGj4OfzSCIOdzsUeNz2Hmi+YcFHsUfTx3/sxlNzNfRUWSEVQURVE2j4YF30h/FS3RKUo4o4oZJgqaHvsfhVD3AXCFisSAgg6Ba6a9ISKkcuQBKBk0qsNjUuAse/+5teXZOQOLX38UJUP2QrKpFqFegxBZsRChngPQMOdzyWwxxlHQ0Rijeq9JMl9L5lyhft2DS6lfdu0mYd79iffxHNPhRrmfpXw8D3H3y6RFQFJY2V1eET78OZ9DkcRsnezbWSIJOZkjZVqi+ySDZWarUtKPZXOapX6WQyFsVl9Wvo+Zm4U59oFxTqVLXPusOV47IyquFEXZJrQkMqiNJFv1iuEBqnIJZFqapZyPd2eKS1GTscOZTqHY6YQ7xXlO9eKmZ9uAaKAY42ysrJHDeScfjZrVq9ZOkfd4MXDQIPzojDNx0P77mr1e1mwnCqBNZHdsPi/Qki/tk/Om8EuYFvLSp5XFIaecgp+ceSamTpxoZsUojlhuwZK/wkIcctKJWLlmTYfHv/fGm7D7hElojKdhM1yo9DvgoD08e6kYNL3sF0tJZo1iKueww15QgjvuvReffP45HvjzX/Lzq8xzlUyZoiiKsllkknEsfvlhrPr01dY5T+yLWvrWk5IdEqMlhwMlg/fEmi/ekZI7zrYKL5+N8LJ5GPq9/0Oox4D1jmtwjEZzPWI1y6VEjiV9kgny+lH7zfsi1nodcJyIn/5H/kDK7jyFZVIyyBlOG4tNFDxOf0hc+ASaLrk94uIn2Se7QzJi6WyTCCOKJxpY0LkvnU3DZmtjrU5DJRbviSFGvuKCNu8US9m0fD6MZRRGqZZGyZrxcTTTYBaL7wcisFxweovM3rF0Ekd//1ysWr16vXMfPXo0HnnkkU3+XgYPHowHH3wQe++9fhnmxx9/jDPOOANz5szp8LkLFizA9ddfjy+//BJFRUU46aSTcN5558G+mZbv3wYVV4qibHWk9jyxdhiu12WH12Yg09gMu8sJu83MVjka6lFaWIwmI4e6FFDN/qdEXMrzOsrIsMyQwiuTNRUbNdD5F16MyYcehlgsgYbmFrz3+kv42WWX4ra/3I7JBx+0ReVyMq+qosIs12PjLgUOs1TcNWSQseZnUKixd4zOh6xDp8ji/I+oadZx+bnn4rBx42ALhfIGHuz7SqOgX3/UhhOSdeJnVBPLoqqkDPZwC2xul/m66ZRpzsHSCo9HesDM3VCbGdTKyzosaVQURVE2DsVP7YyPzM0whwsFfYbKfKemRTNR2GswsukEwvl5VhRRq6e9DqfHK6KCQ3Yjq5d0KK4ocvic5iWm41800ozek04SB0AKntjqpWha8A2aFk1H6eA9UTF8vy06b2aNZN6WZJTMcnH2YVnufuJwm59zJdkpu0MMMKyMVyYZkzK9RP1qeY8c5GuKS2bFuLlnk8ew94qikD9zh4rk3zy+WLO7vUi11Ldmp9jnRddBnhOj7JW//CWmHHHEuufdxb3A8XhchNTYsWPx3//+F8uWLcMVV1yBUCiE0047rcteV8WVoihdDkUPV9e2M6pcTjvsaRsKfWaTq8thQ7a0DA2JNJzIIcRhgxzE29KMAp8f9Wkg43SCS3GriGlH2jAQT2VRHHBJ5orlhgUFBSguK4c7kUawtALnDf0/NNTX4ZZb/oQJEw6Ex7WF7oMUWNkssg0Npqsfv29ulqxVji8oU+cd0vdkc2XE4n2tU5/p1lRQVYWKQYPyO4M5s4SQwY4NvzTFkDeTRjaVQtzhRkDs4iOSCbOXliBHQZW3lpWsG4Wd2wVHVbV8VRRFUTYNRY/VR0RoP+4tKpesUfGgUcilUwh2HyDxq276x/CVVKKw726IN9aiYeanKBu+D8LL56Nk0EjEEzEREx0RW7NU1nX2TknWiKYQDlfeIMPMLjm8PjHNWD3tDbF+Z2Zpc7HK9Sh66MrHOVXMJqVScYYmU2A5XWb/L0vZjZRZEWFhZCXL5C2pgpFNm46D3ECU9jAbjHTaFGIOp5QB8t/WAF9msMSsgo6CzHDlGHvtcv7sa/awNNBuR6igAOV0492KfPrpp2hubsa1114Lt9uNfv364ayzzsKzzz6r4kpRlB1XVIWTaYSZpcoBPrfDtGTN5lDgYYbKzDI1xdNw0mACORS4XIhFYkjYbKgqLoUhZYAJeLxBOIykiAl7qGOHIYq3TC6HRCIjr01Nx4Wewo2Bzcm+LpcDhx9zPC756blYvGQxqivKcd111+H111+H3+/HoYceiksvvRRemkoAcv9f//pXKS3weDwYv99++M2Pf4xAUbFYtz/+zDP453/+g3AkgrOPPdYMXJkMjJaw2b+VF5bmCeZr4VPpVkdAyX4xI5UfQllVXIzDjp+KU0/9Pp5/8QUsXDAffXv2wHWXXobdBw2S/qsFixfj2n/ciVmLF2GPIUMwoP8As69LhZWiKMomSTTVYuXHr6BpwVdwBYsR6t5f+ofKho1D/8PPRPOyuSKa6qZ/CPfX74mocgULUTfjI4R6Dkb58H1Rn/vItGHv3k/cBHlfYZ+hHb4eS/E4EJjrPXud2JvUa8Lx8Fd0R8uSmSgZPApOlxcub0DK+VjGtyXiimSTMRE+7HmiQEImJ4YWLPeT0j32XIWbZL4UycCGmCMDP9zSW0WMdMK0SJfSwZb8fqAhmS9PQalpRsEyw3QSmWRCyiSd/mBr2aD1c1CVUfDJMOKNlzXK6xoG7r33XikRrK2txYgRI3DVVVdJOWB7IpEIrr76arz55puoqKjAiSeeuMHjDh06FHfccYcIq/bH6Eq27lQtRVF2GShuWhJp1LQkkUgbCCczmF8TwV3vLsKVT32DO96aj6ZoSgwo5PHcAaN7IOxwinW4E0kjJ0u+3e1CSVEAruIiOKqqNlj2xqxVwMUZHznJYpmeFTak0gaqCr0IeZ1Ipg307ttPHr908WL86le/QjgclkX9b3/7G7755hv89re/NX++dCl+/vOf49RTT8WLL76I2267DR9+9BEef+klySR98PXXuPEf/8AFJ5+Cf916K6YvXNjaT2XE42ZPVEmxWSZIM4t8gBEDCmaeaGObSpvCiDc6BoYZ0Azcc88/cf6Zp+OJP9+GoNeL399xu1irJxsb8dObbkKP6io8+qc/YfKECXjsmf9tpd+qoijKjg3d/ha/9iiWvvUEIisXYcUHz2PZO08jvGIh5j7xNzGZYA9Sw+zPRJCwl6l50UwEK3uJwQVFRzrSKIIp2GMA+k05E0NOvBB9J5/aoUmDDCNe8DXKhu6FWP0qKZ0r7D0Yac5wrO4rPV3+8h6I1a2Qx1PguQNbbkRkWaFnU3GJNczKUVgxo0XYM0bhk442YQ3CeHjl//Cn6X/Fw8ufwhp7TB5jd5uPFRijWJ3hcMBIJeX4fO/MWkm5XzImx2RJIt0Hxekw70CYo5mFLyi27JsDBRDF1ZVXXomnnnoK3bt3x7nnnosYNyHbcc0112DhwoV4+OGHRYDdd999GzwuM2Vt+7RoCPLYY49h3Lhx6Eo0c6UoSqdDO3Rmq7Ks8bbbxGCCguf56auwoCYiyZyZq8PAVysxdUR307wv3yNFgeV3OZFNJOGmkZ8dsHtcsLHxto2lOF3yxEWPiz97sRwORGJJ6TvyOZ3wOe2tM69ocuF1OeCgVa0tC3+ZOexx/ry5eO211/DJJ59IDTZhFmvq1Kn45S9/KbtpXLzZAEt69OiBfcaNw4IlS+T1n3jxJRwxcSKOPPBA2am69sc/weTPPxc7+RwzWHT9YzlGYaHpSMiD2Gy49qabcP0f/5j3xDBLBbtVVODpW2+VAZF8j1MnTsLksWNhRGM46/jj8YsbbhCR9tHMmWhqbsbVl10GfyCAwRMm4LM5c9BA50FFURSlQ3jx37jgK9TPmiYCyzCyZt9RNo3omqVSikdnvWjNEimhY7aGqRsxfqCokAyOy5zfBKCo3zB4iypERNDUwoJ9V/HalXAXlkhGLF6/GkvffgrFA0eibLexEhNidathq1kOh9ONgVN/JHOpIqsWiTV72dDNn53VFp4vDSmkR4rfM4OVSYkI4n0UPhwybDgdeG7h01jQvIBzQ7AwvAgvrXgVZw85E06bTZwKKZqYBRNzpHwPMOOS3enJ9xhz85KZKXMOpHxWLF/P5eAOFcv3/No2Y0VRxPjalvfffx8+n0+E0kUXXYRJkybJ/XzcIYccgmeeeQYnn3xy6+O5EcqNTppb7L777nLfT37yk9YN0Y3BeM5+q2g0ivPPPx9diYorRVE6lVgqI9mqeDorosnlsMPtsCOSyWBhTVgWZDv7jHLAgtqwqCoRFNJ3ZYff7ZB+qeLCADzxMOAPSIkdWsJwVFaIwDKSSRg1NTDStF3PyX2O0lI4jYwIO8NlRyzFevEcY4f0d7nsdni8DgS9LjQ1Ncm5suSAC+4BBxywznvgfUuWLMGwYcOknODvf/875s2bJ7f58+fj6COOgL0ghAXLluKko4+Gg+Ya6TSKCwrQvVs3ONwu1OYMHH3o5NZjHjV5Mn599jnSr3XBad/HIcccbZYD0hAjEoGT2Tg2Avt9EqR6das2yyrKSlHQowcynBNSUIAFK1agd/fu8NHBSfq6XBg+fDjefvvtrf67VhRF2VFY/dlrkrGKrOH8KgMVI/ZHw/yvxZCCduTuglIRE+EVCxDqMVDmTbFEj+WA7Cdi1qqw7+6oGnUQWpbNEwGx6uOXUDf9A+x+2mViCNEw5wvMf/5e6atiD1Pvg45HQb/h0r/EXqiGeV+KPTrdAr2FJSjoNQieUJEMB/6uyMwoIyfGE3xtp79A5l1JjJX+Ls6WKkFTNoJFjfPNQfbMSmWzWFA/F00ta1DiLWkVShSVLP+z/i1l7dKnlRPDCk9RmZQd0tkw4w7LcUg2nRT3wvalgBdeeCEmT14bEwmFVX19vcRklgK2Nbpg/GU5flsWLVqEbDaLIUOGtN7H+LcpGD8vv/xyvPXWW5Ih6+reLxVXiqJ0Kizzax0zlQPSGUMMJiiCBlUVYO6aiIgnI2egf3kBKkIeZHM5yTAFPU7JMLEXyxmPSwbINIPIu/8xU0UXvnhchBUzYvKjcBQprx8Blx2JVBYeuqW7HCLZKNhKA26xd7ewLFtZ9seM1RNPPLHe+6isrMTs2bNxyimnYOLEiRgzZow0wj7wwAOyU+eorJSeKd5sRYVIOdywx6Ii4vhaZYaB//7hD5Jt4i1UUtJqbFEcDKBXcbGIOJl7xTJFPi6VFIdBqlI3A5yYY5jDjYmdA4l9PsmK8d/2YHCrOC4piqLsyCRbGrHyk1dFaFDo0EKdfVVVex6E+pmfonTIGCmXW/npqyJ+/JU9sdvJF6Fh7heSDaocdaBkdJiNYa8We5MyNCvKl9tF1yyBKxDCio9flDJCOgyShS//C/2mnIUe44/E0jefQvWYSWiYPU1KClkmWDFifKe9R4onngPFEQWWmE74AiIk01K2x94rJ9zRFHqHemF+03yAzro2O/oW9oUfrvzgYNPpz+UPSnkk4xDFGj8Hu9trGlpk0nAGCkWYEk9huTyXn63D64PT26a8ME9paSl6916b4bNgL3NHUEQxRm6K9v1U7Umn0/jFL34hWbJ//vOfYv/e1ai4UhSl07Hc/2hcQU1DgZUzcpiye6X8bM6aMPqXh3DE8Go0RFPoVeqHxxrKK7N6cwjDgRYbhxbaUOj1w5evFzcfYJiGFUZOhJq8JnfNvF5U2mNI54Aihw2sDCz0u0SwtYViiiUF48ePxw033CA7bL169WoVXn/5y1/k/v/973/Ya6+98Kc//an1ucxo9e/fXwTWoCFDMGPRIrgKC2UeVUvNGixbtUqyWA4jh17V1Wb2zO0WG3eDwkkqA+3yGAoqWrnLVw7/5a6gzMsyJIMlYlJcmswAw9ccvMce+Pu99yJGwUZxB2DWrFld/StVFEXZ4WH/EQWSDL612RFeNl/+3bJ8rumOl0lJSWCqpQGrPnkFI869Do42F+/J5nokGlahbsYn8Jd3Q0GvwWhZOgdOb1CEAO3PmbXi87M8lt0p/VkUH93HHSr9Vz0nnIDiASNQOnjUFo0C2ez36PbIrfWcWxrEaMLh8kqJoD2TxuHdJ+NF2LC4ZTH6FQ/EYd0nwpHLl9wbNKWwIR2LiPBiP5XlbCsbf8FiEVL2VLy1x6z9a24J3OAsKyuTOVRWRoqCaMaMGdhvv3Ut6en2x81E9kbvs88+ct/MmTM3enyaX1BY3XXXXbJJujVQcaUoSqfC7BNL8sxSP7PXiRkmR85ARcCN08f1QmMsIxklyiJqI0sgWfD5jUlOhbchl8miLmNDeXEZcpzsns7CTaGCprXCyuVEJOeA32ZHoCAEZyrVOiCYrkB0H6LIaWxslFkXL7zwgpQGUCRRYF1yySXSW+VwOPDrX/8ahYWFYuHOgYMUW19//bUEgEcffVQW9Z49e8rrfv/735dsFgXYqEGDcMff/oYEBVGbtyPhihk22tTK3BAbwrEYamnfHk9I7xaNLHLxBPw+L/wimGzIpfNzwPLWuRb77rsvqqurxYiDZhtfffWVvJ+2JRWKoijKWjwFxeg2djKWvfc/EQEUVIW9h4rRBP9d1Hc4Fr70oGR7pFwONkQLl+et2teKq1WfvY7G+V8jk4igccE34vzX7/AzkGiuFde8qtEHicMghRUpGbInlr37LIadcQV8xRVIR8MIdusrroJdIaw6ghknxpBczpx5RSoRwOk9jkPcmUWBpwC5aFRmTHIjT0r3XfyMzA0/CitrliM3/yzjDA4f7izOOuss2dSk+x+zWxRCyWQSU6ZMWedxwWAQxxxzjPRkcQOUBhW33377Bo9LUfXkk09KTxaPy2sBwlhfwmqSLkLFlaIonYrf7URFEGKv7gP7q4CGmGm17vM6ZH6GZG7yIorxhT+zMlbMRrFEUDqxaAJh5MQ+PZKj4MjCSGakb8pVUQFbJCYlcnGnB+EMEIAN9kAA4E0Wfxt+//vfy43/5mK622674f7772/dwbr55pvxu9/9ThZ3p9MpYotCi5x++umyK8afsXSBIuqnP/0pnn/+efk5j8EFni6CDfX1OHbyZAzp319KJhxFhTBo95o1YKdZhsdtfrUBN919l9zac8Epp+L8E443v8kHXntREWzLl7c+hrt2d955p5zjscceK31jnNcxffr0rv3FKoqi7MBUjZkk2f+66R/BFSpC47yvEF42T2ZLMVvV84BjkWhYLdklOgUW9Bwoc69IJhmXsrrG+V+JiUOwWz/J6jB7xcwVTTFWfPgi+kz6HnoeMBUty+ZKpijZ3AAjFYfLG0TRbt/OqKIzsnUyyJcW6ilzQDDfD+dJlgUqRDNlPTnpv2IZobgKtjoFOoGcWXEhvVZ5wyUOE+bg5M7inHPOkY1Qbm7y66hRo/DQQw91KID4GIqrs88+WzZCGadvuummDo/78ssvt2aveLOgG+Ebb7yBrsKW43ausg50EqE6JvwlB/IXaoqyK8KdITaR9u3bt3X208bIZA3JVLXEOfPCgD1nIJI2HfsKAx40xtKtQqrE74bTYUNpwCNGGLRr54pEAwzauHNulcdll+dQf1F4cVYWs14lATdWtySQZc04d4ocNlQX+tYrAdxacCmlMYXBjJTLJb1TNqdD5nLJz2Ixs7SCgamslB22MFpoa2vAxrr1VEq+l2HLoZCIKrg9sNO2fSdkS/+udnU0LinKt4drMMvjmhfNQP2sz5AM18PpDWHlhy/AX90H/tJq1M/8WIQV1+neE09AsPtAdNtrovRqNc77Es5AAbKJGCIrFkhfUrC6Nxa/8Tg8NL6IR9B9nylwh4qkf2vOk3+TcjqKkFDvwRh22hXSw7Qt1k0aTdDtkH1TFE0UWhSTlmEFM1FWyb23uFyGGrO8kdBKPRMN58WZXSzYaU/Pvi6+t52RRCfEpp3zk1EUZauTymTFzMK0YM/B7bQjlszCYQOCLjs8HhfqoilJyHBwML9SQPUo9iGRyWJFUyJf5pdDwOMUEcUMFsWTCCvuruWASCKDQp9LXAGrQl5EUmb5nGWGsa3gbp4tFILNuuilSjQMKfujs6HcxXITt8e80VaeF8vsH2sJm9muinIRYzwGdxEVRVGUbw/FErNTqz9/E00Lp8uAXGabVn3yGkppKLHnQSjuNwxzn/6HrM80gqDoiNUsl0zWyo9fxoyHbxYbdq7pfQ4+Be6icjjdXtTN/ATeglKxc2f54PIPnhOBxd6rgUf/EA1zv4SvtFKGC3eGsPq2sFrEEypGTswp7GaJHzdCEzEY8cjauVSBAnnvvFFE8bNLR5sl8+UKFshAYIotq/JE2TAqrhRF6ZBsXR0Sb72N6OLFMCZMEJFAw4j1HmcYiCYziKayaIqlxUqdEqk5nkaB14VwPCWlgu5sGtmsgWzOJrOvCL/SyIKP5XEooMT8L5FBWdCNqgIvWhIZxDNZZNJmcOPPnQ476iIp+XlFaPvKelg17QJLINn7VVkpxhX8mYiqvHmHPJZ26yXFyBmFZhnGVqrDVxRF2REJr1yEmi/fQbKpDqW7jUHZbuPWM1OgWEi01GPlR6+gZcksNM79AgV9dkOsbiViqxejeNBI1M34CAOO+oG4/qWa6qTMjRbpkqEpKIGvpBIzP3tDMjtiSW4YWPDSgxjxg2tR2Hc3pB5vRNOiGTK0l6/HHiWWGM5+9FbseeEtqBy57oiPbY2VnZJSP5aY+4JmPxUzV04nnPlhw+Zj7XDY3bAXlplGSza7xqYtQMWVoigdllDEnv4fku++h2xxEXLxGLKRCOIev5TzeZymGQUzVbQ+Zxmgz+WQ7FE0lZG6bAorLsUONsDmAGc6haKAH7WRlJQIUl8V+lgWaFqXy+tar5+/sdTP67LDHjct1bP51+Y5WOWHOwJ0CkTeTn2zRJmiKIqyHslwI+Y/c5fYnZPwivkyLJd9RFxD2QsVr1+F2pmfILxktsyqYo+Uv6InGuZMg7ekCqFu/fNDbovYpSv/Lhs2TnqxmIFyh0pQPnw/2exixol9SpK5yhsU8XtfSRXKdt8bsdrlIr4oUKr2OgSrpr2JVEs9YrUrEKw0HWi3V8S6nVbtG3sMBVUnGlfsKqi4UhRlPYyGBqQ+/WztHXYHwjkHks3mDCZmnPweB+rCKY4DRsBtLiXMQBHel4ob5gwrzjB0OBBzh2DL5u/jFHeHXYQS8bsc8Lgc5gDgHBBwO8TkIp7KSlaswOcyZ2Gls/KVPVi0enfoTpqiKMouA8v1LGFFOI9q4UsP54fbAqHu/aViYMX7z4swKhu+r2SV6mZ8KHEs0VSDbCKKkqFjYbBk28jA7nLJ4zggmPLJW1whIow9RTTBqJ89TYwu2B/b+6ATkGpuwJqv3kG8oRbVYw9FsqkWyZZ6mYkVWbkAlSPHywalsuui4kpRlPVg6RpNF7LLV0gKKet0SZaKc21JMsMSvpwEEH6lqKLBRNvZVhRg7KEq8ruQzGTlsSzx4/eEZX1mFgoIep0o9ruQyjrhzOsl3r8mnESS5YC0tA24RICJ2PI6JePF4zKDxX9/W8zZJhkpi9hUn5PMrFJB1ynoxYeiKFuKy0/HVXurmGJ8itetgK+0Wr5d8+U7KOg1RLJLmXgYTYtmsvFKslGpaLP0ErHEjyVwPfY/Cqs+eRXFA0eIyUXvSSeheeF0rPzwebQsnoneE09EyYAR6LHfkbJeeQpKEatbAYc/gJkP/0HKAXkuu3//MtTP+gTuYAGq9zoE3uIqRFctQW7YPt8pXiQaa80sWVn1Js0jNDZtX2gdiqIoHZax+U88QUSWIxaFIdarkP4ort+mqLLcwtkntPbfLOPj43jtzOwT7dYpkFj6R8FFMws6CVKA8fKaQ4SZsQq6nShIxeCpWQ1ffQ0cOVM4WUgJYjorPV00y+DLJfIuhJsUTxww3AFGLIbsipXIrlghN37f4eOSSWRras3HNTVt8HjK5hPLf9a0llcURdkcApW9ROyYzqt2EVVlw/aBr6yb/JyGFEC+hM/hRLxuJQKVveHwBWS2FDNSLn+BlALWfPk2PIUlMFIJ2J1ONM3/Ck2LpouISjTWYMGLD0isK9t9HBKNa7Do5YeQyyTROOdzGOmEeUI5Q+ZasVyxZPCe8Jd3l6HBzQu+FmG0IXhcGmFkOTy+/c+MLFZ+8gq+eeB3+OqeazH7v39BrGF1h8ehKUW8frVk1uhYqJtW2weauVIUpUM8I0fCed21WL6mCbNWh9EDNSjJGCgMBmR2k8PmQCaVEYHkdtjghh0FrpxYqpMitxOZdBJejstw8GI6DuaFsukMchkDdoeN/cFCNGYgQMOLpgbTZA82pCIR2HKO1sfwsB6fE5EYf2pCq/Zs2oZEdv19IpZwGNEocuGwKQALQkhxeGQO0r/lskEEUy6VMs06uPOXSsFRVgZ7G+MOCqkshxBn8kN9EwnY+biCgq7+FeyUSD9fLIaamhoZ0sxhjoqiKJvbJ9Rt3GEo6jcMkVWLsPj1x0QUUdRQBDE75QoUwWbn0Fwbivrujh4HTIU7VIjIioVwVRSiYsT+8txu446AkU2hZfEsFPXfA9GVC0VYSXaMwiUWQbKxFpGVi5CoXy3CLGfkEF61EJ6ichFgJFa3Cp5QkRzHomLE+HUMItqSbK7D8g9eEJMNT3GFDDc2OHTYZpfZWqmWRix7+2kkW+pEOLUsnS29Ycys2YNr5z5RvNHUw7R5ArLN9eLk5+zE+VPKt0PFlaIoG4RC4535Eby1PIM9SnLYPVuDulqbGFew94llfyJwjBw495wZJZb6UfzUpszME8UMM1a2/JwqlvDRYj3vYSFEvC442TTcJnOU8fgQydlh0Do2lzOzXj6WGBryfOn7cjuQaOw4AZ9LJmGIsDLJLsshEwginjNdj0JuO+zNTTJvKn+SYpEOzqliEHe55CZW6vn7LGy1teYcKuVbQ2FVVVW1rU9DUZQdDK7fNKNY+fTLUvIXqOqNdKRZSvZonx6rWYrS3cbBX1aNyOrFWPbm4yLIek/6HrLxKOY/d5/MfWLvVtnQvWBzupCJNiPUazBiNctaX0fcAwtLZXAwM2UOu0PETsmAkTIkOODqgWwmhdIho9Ft7KFY8dGLiK1ZhqL+w8XcYkOs+fJdyXaR8PJ5+GbWpyjbfayUErKHrHrMwVJyGK9bJbGPgovDfetmfgrD5YNRYGbp6E5oCSsLEWlQcbWtUXGlKMp6RJJpfLq4AfWRFKYtbkRdJImXm3N4e2kS2WwGI3oUYtqSBuzfvxwrW+JojCZRHHDD7XBgn36lKA668cKcVXIsAzk0x9LYu2+J9FlNGlqOSDSF9+fXieCaMKgcI/qVwfjiC8SeeHLtSXi8yH7vTCxMu+BzObF7twJUF5k7gdFkGm6nOUx4Q8Reew3J1143/53KoLk5Cv+EA7GsuBe+QgEGVRdg4hdfIvnSS3D06yeCMLNoEXKJJNz77I3MipUIHHus2M8nX3hBjmMrKTWt1JGDe9QouPYYDkfI3OVUNh+WAmrGSlGULYXipmHu5+LQF1m50HTqyxmyEda8aCYSzfWILJ+PvoefgeXv/E8s2j0FJVjy+mPoN+UssV9nLxYFmisQQv2cz8X1j5UO1XsdLIOEG+Z9BU9RKXodeBy8RWUibmqbavOVDBkpN+x/xFmI160WAVcyeLT0cgW79ZUhw5wXtTGaFn7T+m8OGs4kInCHSsX1kFmyVJTD5M1NxYo99kfzkllY9Op/5LUr9jkCtoF+pKJheN0uc54iTaZcbrNcP52SIcAUhtqDte1QcaUoynq8M7cWXyxrRkXAhcoCL16YvlrMKmheMbgyhPn1ScyrT2GfgU58ujQsA39XRuIIelxwuiOYMLgc9Ymc9Fnxf41JaiUvHEng3YXNmDSkHJccXi3iqshvumQYo0bCsXgxEm+9JcHLd/DBqBrWD3u68y4abdisqemlZTAam+SfnoZG+OcvhL1nT4Q+fRoTpk7FouoDUDJ1KiL19VIamHzzLTjjcXFKzM6bB9/hhwHvvgNbcQn8fXojPWsOHIk4Es8/D0fvXsh8Mx2OA8fDf/bZGsQURVG6mHQsLOV0qXA9Qr2HSJwIL54pooQiSwwqpr2BbDwipXXpaAtstiJEVi2Bt6QC8doVUsonw9zt7B/mQN2M9G3R5Y9Dgen+12P8VLF2d3rNzTw6BiZbGtCyZLbMv+q+z+EoGThyvfOj6YR9E8KKFPQeKlkpq2eKt6YFX6N58Sx5DxRKg4/7MZa++wySDWtgpJNIR5rka/3sz1A6YB/kMilkcmmxmae4zCYTMvTXzixcMg4PSmWO1fbCxIkTsWLFivXuHz16NB555JFNPn/w4MF48MEHsffee6/3s48//hhnnHEG5syZ0+Fzv/nmG1x//fWYNWuWVEv8+Mc/xtSpU9GV7JDiavXq1TjyyCNxxx13rPNBn3LKKfj888/Xe/x///tfDB8+fCufpaLsmHy2uAG3vjpX7M67F/uw/4BSHDS4HLNWt6BboQ8DKoKYXxOWTE+Bz4nxg8oxfWWzOPh1L/KjW5EH4Xgac1aHEfA4xEWwZ7EPr85cI/eRd+fV4ffHDsew7oWtr2sPBBD8/mnwHXIw4HDCUVb6nd6He+QI+I4+CvGXX4YjmUDoxBNQnzLgDAVhvPACDpy4P7IckByLwcbNP58P2ZUrZaivNHolUyLObDmpZ0Tw3HMQufOfcA4c0DqEMfneB/BPmQKHlrcpGpsUpctgVmbFRy9h4UsPikVgcNFMyRhRINFePVDVB65QsZgPeUuq4Q4Woqjf7oiuWYZgtz6wu72we3zwFpai9psPRCQxq1U+fF/Mf/5e6a8iLAHc45yrW4UV8Zd1E7HDrBgFi9WT9W3hcOFUSwPqZn0q58BSxpYlc2AYWbQsnYOeBx6HhlmfwhMqkSwX3zsdDhlzU+yr4uxII4scB/uyf9hfgGSqVkw6LJi92p7EFbnyyisxZcoUtKWrDY3C4TB++MMf4thjj8Uf/vAHfPHFF3IePXv2xJ577tllr7vDiatVq1bhBz/4gXxgbeEfH1Xr2WefjcMOO2ydn/Xv338rn6Wi7Jgk01k889VKRFNZKbmLp7N4ecYaVAQ96F7kQyqTxedLm1AacKOq0ItUJocPF9SjIZpEPGOgV3ECE4cMluectFcPLGuIi1364KoQHp+2vNWevSWRxlfLm9YRVxaOyspOczwMHH8cvPvvh9gbbyL26msomjsPZbsPg6N3bxQmmhC5735k6+rg6t8fRrgFtoIC5NhfxQXf54WzX19kFi1BlgLM54O9ogLGipWtr2FjBs3j6ZTzVXZsNDYpStcRXbMUKz98UUrjKG4S9asQ9vqRaK4TN0AO86WBhLe4HAV9dpMsU/OS2WIeIeYVYycjFQtLyV3P8UcjvHIRnL4gspk0bG0c9uguGF6+AN7CsnVen9kxf97u/bviK6nEwKPPRcWoA1E34xOs/OgFybJVjZogPV4cgrzq01eRDDcgUNYd4RULYHc4JDMVqOJg4pxkyYxMQr7KCJF2Q+jFTXE7IxQKoby8fKuvywcccAAuu+wyqTChqLrvvvtks0vFFUuGDANPP/00brrppg5/vnTpUkSjURx44IEYOXL9dK2iKJuGYorW6CwFrA0nsKY5Aa/TgWNGdsODHyxB0OvCCXt2l8eM6lmI1S1J1EWTYmIR8LoQTmSwqimBAcVu9E6H8cW8ZUjZnVjJssGmOKoLfTKnKuRxivnF1sAWCiH11tvITpsGd8+ecPvcyC1fgtTHn8LZrx8y8+cjNWc2vPvvj2x9A2weN1yjR8PmDyD1+TQk33gDgdNOQ+K99+EeuhviS5eamSubDf7jj4OjuHirvA9l+0Rjk6J0PexNYmaG4olGFMzMBKr7SHaqbsbH0ldVNGAEPEVlCFb3w6KXH5bskDkXy4bG+V+Lm6Bkt7JpGUbMUsLCvkMlI+UJFUs5HcvsKGS6GjHIcDqx9M3HkAo3iQkG31cum0bTwulwFZTKV3ewGKGeA8VqnsONA/32QNLlkc/DZcvBHnCJmQeFZSbBuVt8u/bNylpl0lnEwkn4Qx44XY5tvo7ee++9UiJYW1uLESNG4KqrrpJywPZEIhFcffXVePPNN1FRUYETTzxxg8cdNGgQbr755tbXeOutt7Bo0SLstddeXfp+dhhxxZ2/a665Bqeeeir23XdfnHfeeev8nLWUZMiQId9q1sqm7lOUXQH2P+3VpxjzPgnLDKmQz4X9BpQilc7iRwf2Q49iH/xuJ16fXQuH3S7fF/lcaIrRyhzoVuTFkoYoDmtagDmNSTQta5DdorjPhtG9SrCiKYHyAg96lvixZ6+tI0qyNTXIxaJw9OkD1+DBSE6bJqYUvJ/NwI7Bg5D+9DMk1tQgdOnFyLaEYdTWIvXSS7D5/PAdfjgSH30I24knw1i2AqGpx8BZ3Q2OinI4NfOwy9MVsUnjkqKsi7+8B1zBAtPEIp2Gp7AUxQNGyEYXM1elg/dEsqUekRULwEruQHVvpMINpggJFCLYvR9qZ3wIf1kP1E7/EOHl82W2VfGAPcSAgkPk/QXdUTJoFAp6Dtoq7ylevwa+kir4yntIH1isbqWIpJZl81DQe4iYUojQChRiwNHnIh1tRvOqRbAXdAfsLGt0iyCk6GSZoLug2BRtLrf0Xm2MmmVN+OjFuVi9tBlVvQox7vBBqOi57Rxw77jjDhFW1113Hfr06YO77roL5557Ll5++WX4/eu6H3K9XbhwIR5++GE0NDTgiiuu2OTxU6mU9Hel02mcfPLJXb7RtcOIq+rqarz66qvSjMbmtfYwgPEXQIX6xhtvSCAaN24cfvnLX6Jfv34bPO6oUaPWu4/qVlF2VQZVBjGoMoT6QFLc+VY0xvHxggacPLYXXpqxRkoGjxvVHSN7FOGVWasxvHsRFtZG4HQAw7oXodjvhvH8uyjebbQcz2GzYcHsZei+VxGmHtRf+rLYt8Us1tbAXlICO2dX9e4Nu4d196xLz8G95xgkv/4K7oEDkJk3H56JByH1wYewhQoQ+/e/xaLdVliI9Ny5yE0+HO+1OPFpugeOSXqx/8gR0iOmKF0RmzQuKcq6sIeqbOjeSIebOeAQnoIyrP78TRipJPodfgbmP3cPvCWVMgtKZhbmgERzrZR0s2SuZOAomYFV8+Vb8Ff0RGT5PCnZXfXJK+i292Eo3W2sGFtQWG3K7a+zYJaNIqh0yJ5oXjpXygHdoWIUDxopooqZNs7w6nnAcVj6xn/hK61AzdxvUNl/b3nfhp3lii5kk3HTNdDt26xzZ8aKwmrFwkb5nl8/emkeppw1ukszWNdcc42Ip7a8//778Pl8IpQuuugiTJo0Se7n4w455BA888wzIoYsWHb94osvirnF7rvvLvf95Cc/wW9/+9tNvv6jjz4qooyPpYBjqTZ2dXHFmSgbY/bs2RK0CgoKRAHTlYRfTzvtNCnZqOykPg5F2dmZvrIF89aEsVefUjw2bZnMlKou8uKe9xbigIHl+HxJo4ipyw8bgvs/WCxianB1UOzSvU475taEcUh1OaqXzcAhQ/bEW/Pq4XTb0a88iKX1MRw7sgc8W7EEgcN+g2edicQHHyByz30wmpqkVyq7fAX8J58E/3HHwTN+PNKLFyP+2TSz54tlIdkschwYXFiIrMuJbgUeTA6vRF3Mh1WJHLqrtlI0NinKVoG9Umu+fEsG07s8Pix79ymplmAP0vzn7hVhVPPF21Lu1+/wMzH36X+goNcgOEu7Sckg+5fSkTBcwSIpryvouzuaF82Au7gCvvJuUjpYNnTMVn1Poe790WvC8WJisfqz1+QcaFgRr1uBXgediOq9DpHesciqhfAWl4ngopmFBcsaKaZk3hVt2DMpsZRv+5iOYCkgM1ZtWb2kSe4vKOm6GVkXXnghJk+evM59FFb19fVoamqSUsC2RhfDhg3DggUL1nk8S/qy2ew6lQCbYwrkdrtFjPHGAfYPPfSQiqvN4Re/+IWkEK06yjFjxkgK8PDDDxeFe+mll3b4PDqHtIf18azjVJRdgWUNUXHy+2xJI/qXUzFI0TZWNMXNYb92Gwq8LtRHkqgq8KJ7kVfK++auoRugC92KfIimMqgPx3HIbpUIuB2IHTEVZf+6EyPefga7jxgF57BheDFtgzOXEfv1rY1ryBCkZ8+B98ADkMtmkZ45C8aaNbAXFgHpNKL/vBv28nI4SkvM5mDDgL2qEkilkWtpQUH/PnA//z/El66Ez+lCsiqA3JGHqAW70iWxSeOSogCNC77Bqk9fQ3TNEpQP318yNHT7q5v5sVnS7fGL0YQMAx5/DKKrl4jxBQfz0hiCoiresAaZeAzd9j4UsZoVqBx9IBa9+m/kjBy6jZuC4v7DUDf9Iyk73NrQjKJk6Bi0LJ2LbuMOl9hEB0GaWwSreqF50XQse/sphHoMRKyxFp6iCmRamlrNKiRW2exiUc+ywgxddr0BuHwb3/ljjxVLAa3MFanqXST3dyWlpaXo3bv3evd7NmAKRRG1ORl7CqcNsWzZMixevBjjx49vvW/AgAFobFz73ruCrdNRvhWgim3foEZXELoxcedwQ7Bco6ObouwKrGqK4cEPl+CW1+bJ0ODHp61AMmOgJOBCadAtRhXdC71iRhFLZSUr1acsCK/LjkKfC2P7FGP6imZ8sKBe7NjvfX8RGuMZ3PhZPeb94BcoPut01A/eA89mSlAbTeGwYdUy/HdrE3/jDSxaWoMPSvpjeklv2A49HM7dd4dr+DBkliyRQG3U1MA9dqzU63snHgSjpUWCnfeQQ1B7930o61aOmN0l7ofNzzyPzxfWbPX3oewasUnjkrKr0zD/a8z41x+w+NV/o3HeV5j92K2oGDEeifrVKO43XISVt6hcBBXLAZe//zzKdttLrM05o6pi+L5YPe0NNM77Eg1zp0nZYLRuGVa89wyGHPtjVI0cD19xBepnfgK72yMia2vD+VZL3nhMyhczyZgYUfTY/2jpt6KJBedeEQrG6lEHwl/RHaFufUVIcZfS6Q0i0bBa3q+UBVJgxVqQTSU3+ros/WOPVff+JXAwxvcvwbjDBm4zU4tQKISysjJ8+eWXrfexN2rGjBno27fvOo9lKTWzWpxdZTFz5swNHvvrr7+WDa5EItF63/Tp0zfaLtQZ7BSZq0wmg2effVZqKNvXqvMDLSkp2WbnpijbM6/NqsGXyxqxX39zplRLPC1W7Bcc1F92jHqXDsArM9agPOTB4KoCvDh9lQwTPnf/vhjdqxi14RSa4mnYYYOdJQ0ZQ1wGKcz+N6cBv5pyANL1MRSEE+hV6seQqq1Ty96WbFMTvlkTwz/W+JCKxIBUFgcOrcb3TjkFnhEjkG4zeDD1yaemUyAzWIGAiKvUgvmw19fDmDsXRT2r4GusRyyexHuzazCwWwkKfF07p0PZcdHYpChbTjLaglWfvAwjnZC+IwoJmj+s/uJtVI09mCkbBLv3F/HEXimXL4Q1X7yFQGUP9D3k+2J0EX57gYgV1hY43D4ZHlxs3wMZw0Bk5SL0OeQUNC+Z1WpgQeGytYmsXoJkYy1WfvQSsqmElPYNPOoH6Hfo9+Ev645gdR8pC+TwYJpcFPXdDSG3H3GPT0RkJmHO5pIeM2az7ByKbIiJB3++MWhewR6r7cUt8KyzzsJf/vIXyc4zu0VDi2Qyud5crGAwiGOOOUZ6sm644QZZR2+//fYNHnfChAki3uguyOHBFFZ33323zLzqSnYKceV0OuXD5S+l7aRnql7a4HKAmKIo67KmOY4ldVExlnjma3NafN9SPw4ZWiHZq3A8hW5FflQWeFAXSeKtOTXwuRzymP0HlGO3boVIpLN4Z16tzK6qjybFir086EFjPI142kznj+69ja3KbTa812JHOpGCzeUE3C68uzqOid87BIXBINzDhsF31JGIv/SyGF1wKCNLAVNffS1fGZ19pcXI9OgG75LVCNc1InfoUZi3YA0SBwxEAVRcKR2jsUlRthxmbBy+kFiLSy8SbCgfMR6FvYcgHWXfVAE8xeXwllQh2VQrA3i9JRUiuKr3mgRfaZXMtmJPFWdDUVjRXp225rQtT8cjUjJYMXy/bfo+2TO16rPXgZyRF0OmZfyAo38oJedlw/ZFrHYFmhaw18omg5BTiSiy6RSyyYQIolZRxdjFwcLSe5XerNfn87uyx2pLOOecc8Ri/de//rV85WYU+6I62oDiYyiu2DNVWFiI008/fYOjMAKBgIgpPv64445DcXGxDBE++OCD0ZXsFOKK/OxnP8Pll18ug8KoaleuXIk///nPGDp0qExmVhRlLSzze/7rlbA7bPhyeTOK/S7phaITIK3WKZIyBlAbSaBvWQBfLG1qfe5xo3uIsCJ0Bzxhzx54Y3YN0oaB0oAHRQE36qIpHDS4AqXBbT9gNxeLI+X2ImdZWbuccPbujRwHADOceTwInHA8vOP3z//chZbb74Bv8iGIP/c8cpk0PGPHIj1uf0S+WYCWojK80WDHXr0TKMmlAJjHUZSO0NikKJtP89I5qP3ybWSTSeSMjAgKl78A4aWzUTpkjJg32O1OyT45vX6El801n8geqr0OFmFFyoeNQ/PimYismC8W5kWD95TSO0Lb9u0BVkZQDNFOnTg9fhlszPdCfMXlGHjMeSIOacvOLNfCd56BoyrfY2Szwx00q0HMuVY2yVqxXHJ744033tjozx0Oh5Tv8bahkRcWXq8X119/vdzairMNwRLs+++/H1uTnUZcTZ06VZraqFB/+tOfigMJbRxp7chfmqIoJsl0Fg9/vARfLG0UMwoKLX6NJTPys0gyg1dmrkKBz43Ddq+SHqMTx/RANJmVcr+JQ9c21XMQ8EljemJsnxI0xVMyG2txXRR79y3BXn22j5Kn1GefYd8gMLt7tcSslmAxelWU4s1Za+Q9j+hpZtbEJTBPwQU/FQMMz/77w15QAEfPHkjcdT+SvfthVRw4pA8wes10IDIaKNj6pY7KjoPGJkXZPJilmfvk3xFvXAN/WTdx/gtU9UG8fiUcHh+S4XqsfP956Ueq3muyVCUEKo+SDbDCvrujuP8erceiwBh8/AWIrlqETCohGatkUx0KDpgqs622Ncyo1Xz9HqpGH4Tar941B9PnDAQqe2HJm/9F1egJCFT2FNMLfhbEEyxCr4OOx8raRukz87N0nf1JYZpcOKUXyx0skmMr2xZbjrJZWc+ViXWdhOlJphUVZWdhcX0U1z03U/pfK0IevDWvBsm0AYfdBqfdJsLohemrxSGwT2kAx4/ujs+XNsp8qiP2qJYZWDsSkcceR/ytt7Fw5H6YXj0Qy5pT0guzMuOEy+PGFYcPRW+Pgczy5bAHg3D27NnxcR7+FxKvviY27rlkEq5hw1Dw85/B5tKyQKXr0bik7OzUfPM+Fr30MIxsWtz7lr33LLxFZZK5ocDwV/ZC7Tfvw1tUIaKr296T0TD3cxFV1WMP2S4zNhuCpX3f3H+dmX0KFEgGi66HyXCjjAEJVPXG0JN/gXQsglRLPXwllTIDiz1GtCOn0QMzOEY2K6YWOQoqm02Ow8fxmMq3o/1nvEtnrhRF2TyCHqf0TsXTWdRGkzhqeDf5d1MsJSWA//l0qTyOToEBjwN+jwPXTR0Gj8Mhtuw7Gu6hQ5F46WUMrluMBbEc5k1fLWYV9lAI6NMHCxevRtET9yC7cpWUDPpPOAH+ww5d7zi+KYfD5vcj9eUXcA0eIo6CKqwURVE6B5b/EbvDhVS4CX0nfU+yTtl4BO7CMix+zexbdHp9cLhcCPUchB77HwWnZ+sMpO9MHC43KvbYH8veeRqh7v2w5PXHWzN0nMPFWVX1sz/DsreeFLMLpz+EAUecDU/Vuu557CXjMOJMLCy9Vptjxa50PTuNFbuiKJtHWdCDk8b0ENc/1hTURZP4/rjemDS0Qsr6kpkcQl4nuhf54HLYUVXgkwHBO6KwIu7hZobJHgygyGOX8j8Kq1w8DqO5GaGGGlNYkXQGscf/i8yyZesdx1FSgsBxx6L4t79F8LRT4ayu3vpvRlEUZSeF5X60W2fvEB3ybE4n+k05C97y7uKMZ3e64Cksg6eoXMro2JO0Iwori4qRB6D/EWejZclchHoOkPdGcZVoqkM2m0HzktkirAjF0/L3n5NBwe1xuDzyXA5SZsbKmoOlbDs0c6UouyAHDKrAgIog6iMpdC/2oyTgRr+yIIZUhiV79dbcWrjsNkwaWokRPUzzih0ZNy3Xly3DsOlzsYe7SAw6nOVlOKjcgR5P/RuOPn2QWbRQrHuRyciMK0VRFGXr4XR70XvSSWK/ztJA9hzR5GHgkefIoF2WAzYtmgFPqBg9DzgG/vKtb5/emVAYlgwaKcOSWfrYvGgmUi0N8JV1Q+ng0WiYPQ2+0kokGsyZionGNVJOqGz/qLhSlF0U2qzz1tacYmi3QrkdPpzmDzlx/9tpSKbguP9ufK+qGhP33BfORC16GzbEVyxF/LOP4TngQOTq6mCvLIdjA31XiqIoStdBAweWybXF5Q+hdMieKBk8GsnmerEt5307AzaHC/GG1Vj6xuMo7DsMBb0GwZXvwaKdfC5nyGfCJumSIWPyroC12/q0lU2g4kpRlPUo9uetXncijIYG2EtLYU8mUP2BaQubyYRhd3vgnjAB9rIyOIYOgXfSRDjUAVBRFGW7grOfaHCxM8F5VfGa5TKnK9lUg2RzDbKpJMqH7YvCXkPEgp09WAU9+qN8j/3FHVDZ/lFxpSjKLoGjVy/kolEO1JCbUVuLXCKF1Oefw2ioR9GNN8A7duy2Pk1FURRlF4HmHEX995DSQGasWB5IZ8CW5fNkhlfP8VPR66ATEKzs2epkp2z/qLhSFGWXwHvgAQj+5MdIvPAictwBnXAg4i+/IkOEKbZow64oiqIoW5Pu+x6BZHMdmpfMhL+0Gq6CYqyZ9iZcgUIk8zbsyo6FugUqirJLYPd6ETrzDBRefx28B09CZtEiuAYPgmuPPeAaPBiOqqptfYqKoijKLkawqheGnHghdjv5UriCRUg116OoH/uvBqN0yBixbd/RmThxIgYPHrze7ZRTTtms5/OxH3/8cYc/4/38+abgfMtjjjkGf/3rX9HVaOZKUZRdBmapPLvvDnswhFxjIzLz5sNWXITg6d8Xq3VFURRF2dq4g4UoHTIaNocdS15/VOZ8Bbv1Q/Veh2Bn4corr8SUKVPWuc+1FWdF3nvvvZg9ezYOPvjgLn8tFVeKouxyuHr3QuGllyCzpgb2okI1sFAURVG2OSUDR4qoSsda4C2sgMO942etLEKhEMrLy7EtWLJkCR588EEMGDBgq7yelgUqirLLZrFcvXqqsFIURVG2GzgIOFDeo+uFVS4FZNaYX7cxhmHg7rvvxqRJk7DHHnvg9NNPx5w5czp8bCQSwUUXXYRRo0bh0EMPxTfffLPJ41999dX42c9+hpKtVKGi4kpRFEVRFEVRdhWS84C63wCrfmx+5ffbkDvuuEPK9lg6+NRTT6F79+4499xzEYvF1nvsNddcg4ULF+Lhhx/GVVddhfvuu2+jx37iiSeQTCZx0kknYWuh4kpRFEVRFEVRdgWYqWq5D0gw45M2v7bc3+UZrGuuuUayTW1vFE8cmEyh9POf/1wyV/3798d1110Hh8OBZ555Zp1jhMNhvPjiiyKqdt99d4wfPx4/+clPNvia9fX1uOWWW/Db3/5W5qRtLbTnSlEURVEURVF2BbKNQGL2uvclZpn3O7vO9v3CCy/E5MmT17nP5/OJAGpqasKIESPWMboYNmwYFixYsM7jFy1ahGw2iyFDhrTeN3z48A2+5vXXX4/jjjsOgwYNwtZExZWiKIqiKIqi7Ao4igHvkHzmKo93qHl/F1JaWorevXuvd7+HsyY7gCKKvVibwr2R3rTnn38eXq9XMmPWEOYvvvgCL730kvysq1BxpSiKoiiKoii7AjY3UHA2gPvNjBWFVcFZ5v3byEWwrKwMX375ZWtGKp1OY8aMGdhvv/3WeWy/fv0kq0UTi3322Ufumzlz5gaP/corr6zz/SWXXCIZsrPP5vvvOlRcKYqiKIqiKMqugmcgUHaNWQrIjNU2ElYWZ511Fv7yl7+goqJCslt33XWXmFC0n4sVDAZlEDB7sm644QbJRN1+++3YEO0zZcxiFRYWimFGV6LiSlEURVEURVF2JSiourDHaks455xzxGL917/+tXyl2cVDDz3UoXU6H0NxxewThRJt22+66SZsT9hytOlQ1iEajYo6JvwlBwKBbX1KiqIoyi6MxiVFUZipoalD3759JQujbJ+fsVqxK4qiKIqiKIqidAIqrhRFURRFURRFUToBFVeKoiiKoiiKoiidgIorRVEURVEURVGUTkDFlaLsYuRSKWTXrEEumdzWp6IoiqIoJtkIkF4DqM+asoOjVuyKsguRXrIE0Uf+g8zceXD26gn/KafAPXjQtj4tRVEUZVcm/hHQdC+QqQX8+wGFp283NuGKsqVo5kpRdhFy2SziTz6N9JdfwYhEkFm4CNGHHoYRj8vP+TVnGNv6NBVFUZRdifQqoP4WIL0AyEWA2NtA9GXzZ8xiGbFtfYaKskVo5kpRdhEytXXINjcjGw7DWL4c9uIi5DJpZFasQPKjj5B67wM4B/SH/5ij4Ro4cFufrqIoirIrkFoI2ANA8mvAaAac3YHE14B3LtDyLyA1B/BPAELHAc6KbX22irJJVFwpyi5AauZMhP95F5JvvwNHzx7w7L8fku+9D9eoUUi+9TYid92NXCyK1JdfIrN4MYpvvAH2/MBSRVEURel0mJWKvgQ03AokpgH+8UC2mQELcI8G6n4DxN4CchlTePFryQXb+qwVZZNoWaCi7OSwBDBy/wPILFgAm8+H7Joa5HIGfKeeAu/JJyP23PPI1tXBiCdgNDQg9dk0ZJYt39anrSiKouzMpGYDjf8AMqsBRymQ+BLw7g0Ung84i4Do84DRBOSiQGYlEHkBMBLb+qyVb8HEiRMxePDg9W6nnHLKZj2fj/344487/Bnv5883xP3337/e6950003oSjRzpSg7OdmGRhhrakRYgT1ViQRS0z6HK52FzW4DSkoRtzmQzQHOnA0+ux02r2dbn7aiKIqyM5NZxe0/syQwGzOFVHoekJwDOKsAezGQWcEUl3lzlgM2jU07KldeeSWmTJmyzn0ul6vLX3f+/Pk49dRT8ZOf/KT1Ph+vh7oQFVeKsrNjZAGPG7maNbAXFSFdVwfPyBHIzJuHXFERknuOhW31GuRmzYFRUgLbSafA3r3Htj5rRVEUZWdF7NbtQKYGsOUAmw/IJQFHCZClHXsaCBwJRB4HsrWAqy/g2x+w2bb1me80GJkUUpEWuIMFsDvdXf56oVAI5eXl2NosWLAAU6dO3aqvreJKUXZiaFbRcsutcA0YCHtxMbLhCDInnIxafxG6rVmM7Pz5iMyei4KpU5EduRyJYAiflQ/C4ekcirt+rVUURVF2Vet1lgQGDgcySwEjBxScZYqqwu8D0VcAZzVQ9DOzfJBlg9notj7rnYbIqsVY+s5TiKxYiGD3fuh1wLEIVvfZZudjGAbuvfdePPLII6itrcWIESNw1VVXdVjuF4lEcPXVV+PNN99ERUUFTjzxxI0ee+HChejTZ+u+N+25UpSdmPSs2UAyhZyRRXr2HLSsrkFNUwwOGGhYuhKJ+kY0fD0TC+7/D1b3HYJ7Q7thWXE3BL2676IoiqJ0EbE3AXsQMOqAxDdAZh4bhBm1gNQSM1sVfgxofhBwVALJGYBbKyo6K2NFYRVeOhe5bEa+LnvnKbl/W3HHHXeIuGLp4FNPPYXu3bvj3HPPRSy2vg3/NddcI4Lp4YcfFgF23333bfC4dXV1aGpqkmOy7+vwww/HPffcg1wXD6pWcaUoOzN2Oxx9eiP2+H+RXrUaDTYvymZ9icJ//AV45n+wOZ3oM6QP7E6n2LQX9+mOE8b0gsux6ywNuUxmW5+CoijKroXNBTiKgPDjpsCy+00Di6a/A7GXAM8wwDUYMOrNfqvgYYD/QOxKZDNdM3eSpYDMWLUlvGKh3N+VXHPNNRg1atQ6N4onCh0KpZ///OeYNGkS+vfvj+uuuw4OhwPPPPPMuucZDuPFF18UUbX77rtj/Pjx6/RStYcijJSWluLvf/87zj//fPn6wAMPdOl71e1pRdmJcQ/bHanPPgMyGWRdbhR2r0Ty+efgr66ADTkkPv4E5Scfj4GRFjj36Id9DhoCn2vnWhaMcBjphYtgc7vh6tcXNo/ZEJ2tr0f8tdfFHZFzvbyHHQpXr57b+nQVRVF2fgKTgMY789/YzJ6r5JuAs5vZexX+L1B0HpAsAwpPBrxjANvOtenXUh9D/eowgoU+lHUPwZbvJ1uztAlfvbsYdSvDGDiyGsP26QlfsPOMPNhjxVJAZqwsQt37yf1dyYUXXojJkyevcx+NJerr6yW7xFLAtkYXw4YNk36ptixatAjZbBZDhgxpvW/48OEbfM2xY8fio48+QnFxsXzPMsOGhgYpPzzrrLPQVeyQV1GrV6/GkUceKWnEvffeu/X+JUuW4IYbbsBnn30mivewww7DpZdeiqDO61F2URwVFSIaEu9/AHs0Cps9h2guh5TDBVtxCZzRMOyZDPxj90Jg7J5w7IDCisOR0zNmANksXEOHwNmtW+vPsmvWIPyPO5FZuEi+9+y7LwKnnwa734/YCy8i+drrcn9i5Uqk582Fb8oUOPv1hat37232fpQdF41NirKZeEcD/oOBxOeAzQ8YjaZzoM1rfi9CygYUnrnDCqua5c1YvbgRHr8bPQeWwh9aK5CWzavDa//+Gol4GnaHDfseMQTD9+2FeDSJ1/7zNVoa4vK4j16cg3BjHFV9i9BzYBlc3u9u6EHzCvZYsRSQGSsKq54HHNvlphb/z957gLl1nlfCB70D03sfDjns5LBXsUmiKtUlF9mSnbjEdmIntneT3cSbTeJNWydu6yI3SbZkWb1TokiRFHuvUzi994beLvA/5/1mKKrYv2Nr2ITzPHjIwQAXF8AA9zv3nPeczMxMlL7PsdUyccLz3SCJ4izW/x/M5t+935PEahJUxvr7+zGVuOJWUr29vfj0pz8t0uCF8Hq9+OQnP4msrCz88z//szDTf/u3f0NXV5f4K1NI4cMK89y58PzVV+B/9JcwWs1IFOZjRGeCJSMT7tJC2K6/HpYVy88rOlcSqD75/uM/oXUzrhfQedzwfO2rEjsfq61DrKUZscYmIV2IxaENDyF6thZJrxfBxx5HMhCAPjsbWl8foocOQZ+egdDLr0CX5oZl0WJYVq6AweO51E8zhSsAqWNTCin8F0GrX8ILeH8JWGaqaHb+bJoGmEoAzwOAZdYVmRDY1TSMVx8+jnhMk59LZmRh033z4B0NYahzHCf3tkNLJFBQno54PIHm033Iynei5Ww/6g53iVJld5ox0DkO/3gEVfPzcPzNVmQVO5A/y/JHzwwxvGLGnV+4qGmBvytFkN+PJ06cOK9IxWIxnD17FqtWrXrHbSsqKkTVOn36NFasWCHX1dbW/tZtP/nkk/jJT36CrVu3nlcG6+rqZDtTiSuGXJG9Pvfcc7+1+IsSH2XFZ555BhkZGXJdbm4uPvOZz+Do0aNYtGjRRd7jFFK4PMAvFOvatTAtWCBKjm31Snj2HwRMRtg2Xw/LsmXnv3SuNMRqa88TKyI57kXkyFFEjx2H1tEBfV4uDIWFCD73PBCN8hQXDIVFiJ46CX12FmI9PTKXRnLF2TSttwehF1+CIT8fWmMztP4+dfu9e2EoKoJ100aYLnLqUAqXN1LHphRS+ANhcAHpnwactwCxbp4JBCKHFbly3aaI1RWK5lN954kV0dEwJNfte7kBzjSrkKa0LDv2v3pOYumdHivyij0Y6PRCr9fBNxKUmauAL4KaDRU4s78TIwN+VM7PRnppESLBGOIRIBbRYLEaYXWYYTD+19Q9EiprWhYuBzzwwAP4zne+I+l/VLceeughRCKR9/RiUe3fsmWLzGTRDRAOh/G9733vt2535cqVcjt+P7Ow+MyZM7Jt3n8qccWQq4aGBhmGYxEYXywemC7Enj175CA1efAiVq9eDYfDgd27d//WA9j7JZG833UppHClw+B2y8VcVQXHzTfjSkAyGkW8rw96lwuGC6R9Klbs6SJZTMZj0BlVEWFS06ANDCDWUA+91QpDaQlCTz+jypOttJvoEHr+eZjmzYUxJweJcS+SPh/0Nhvst9wC349+DPP8+UK0ojoDYs+/CNvaNdAGBhFvbUP07Fk47roLOoMexpkzU6pWClNybEodl1L4UMGUoy72hQA+jysBtO9RUfJk2GC2vl2EO9TjxXC/H0FfBMlEEjq9OnGpxTSxCfJ6TUtgxuJCvPbIcbEKkkzxusaTffJvzYZKnN3fgWhEQ1a+C0aTAf7xMKYvzEdumUs9fjAGi1l/noDxfiaLUbY1+e+VhE996lMSsf63f/u38i/DLh599NF3fG9OgrchOXrwwQfh8Xhw//33/9aTW0wd/PGPfyxuAZ7oojXxq1/96ntI24eWXOXn52Pbtm3Iy8vDwYMH3/N7Dr29+8Wit72oqEgG4H4b+Aa+G7+PxzOFFFKYWkROnUbgkUckTp4qk/3mm2DgPFV+PmJ79iDW1AKdwYBkKAywbN1kgqG8DEmfF6YZM6DPzUW8f4ATs0h0dMpMFkuUE6GgWCBj5xrh/Oh90EbHkIxFofUPwL7lVoR3vIlQfQN0y1fAtW4dgsdPwGQxw1Q1DUGqWpmZiDc2wTi9Cq4vfiFFsD7kmIpjU+q4lEIKlydox6s92Imdz5xFyBdFdrEb81aXIT3bIbNTjcd70dU8Ij+TELnSbTBZDMgvS8PoQABF0zJEZaKqZXdb4B8Ny2hZWrYDkXAMZotRVKnVW6qR0JIYGwogEU9g1rIi1B3qwvDAOMqXzKThArFIXIgXTxrysaz2ie26LKKEXU7YsWPH7/w9vxO/8pWvyOW3ncSahNVqxT/90z/J5UJy9tuwePFiPPHEE7iYuGLIVVpa2u/8PX3uPBP4bvA6suAUUkjhykGstRX+h3+ByBs7kIzFmKcKrbMTzs98BpEnfoNoUzMsCxbAUFUF6JIw5uYhqdcj8NjjSPT2COHS5+XB8clPQL9xI+INynqRGB+H9fpr6S0QcuT99nehDQ6KDdC8coWUKmteH0JJHdI8LgR/9SuEQhHoNQ0Ghx22a9aqwWraKCceT2e1yr6YFsy/Yu2VKfzhSB2bUkjhw4Omk7144aEjGBsMCJEZHfAjGopjzsoSHHqtUQ4PFbPzYHUYMWNRAVxpNgR9YRzZ3oLxIWX1q15ciPlrSpFfkobGsT4kEkkJrZi+sACtZ/rFNvjcDw7DaNILOVt58wyc2N0ms1mTJ1pIwHQMpwrHYbYaYbGalFKm0yEe1SSJUG/Uw2IzwmS+Ypb6Vw2umlf8dw33/a4Fz/Hjx99zXSAQEN9nCimkMLWInj4tShEJjmXZUtiuu04sf+Fdu6EzmWFaVIPIzl0yL5UMpSHe0cFJV+gTCYSefw7m3l6YFy9CvLtHyFNyeBjJYIinwZDo7kbsxAnos7Lh/pu/RryhAXqHE4bSYjjuuQf+hx4CaJ1IJKB1dYk9kOpVtKwCmpZEPBqHFo4gabMjPDoG/bgPWkkltGQSWZWVCL/+OnROF4xFhYiePAWX/pNiKUwhhT/22JQ6LqWQwqUF1amGoz3QGXSYvawIVQsKJKSi8UQvckvSRI1qrx1EJBRDYDyM+iNdSMt2SjBFb2s9ll47TWakMvPdOLK9WcjY5HdB/dEuuDNsKJmVjaqF+Rjq9cOTZZcZrNs+vxSP/etbsDpMCPmjGOr1oatxWH7mTFVpdSa0WILNX3LMI7gPVKtItExmZSHkvwaTXn7HbRuNhkv7gn7IcNWQKw658eDzbvDMIIeHfxvsdvt7rpvq5uYUUvgwIhmJILL/AGLt7TDm5UJfUYGxv/8HaI2N8vvQSy8jEYkism8f4s3N0Bg2oSVgWb0KkR1vis0vEQwidvoM4hN2qsi2bTAWFkDv8SCZSMjMFYmVhFeIumSA3uNG8NFHZW5KZrcKC2HIzYPOZgfiGvTp6dIHZshIR6KgAObhEXREDLDZ7Ei4POgxueC2uZDU6XAmaoHVaEBuugbT/PkwzZol4RmJvl5EDh6CLicHpvz8S/xKp3ClH5tSx6UUUrh48I4E0XSqT0gSiRPVpcf+7x7EI6pg/sSuFtz15yuw78UG9HeOiwJVUJmBzHynkJ+i6Vnwj4ZwdEcTtLj6nO59sR6bPjpffu/JtKPz3ND52Sqr3YRwMApnzIq3ttbJyTyjUQ/faLGoVWabSZQoXlc2OxcZuU50Ng7DYNDLY+v0av5Yb9DTUSh2RM5yUcHiCRsSLRIxUbd0SflX79RBTy9hChcFVw25Ki8vRwfPar8rI59xt+8uLUshhRQuLrSREQSefhr+Hz0kNjpDXi5sN98ErZElhhNn75NJxFtaoKdlr7BQin0jJ05KPLp5+XJYN26UQuB4W5siUMkkdHabqFnG0lLoXC6YqqsRPXFCiJV54UIJxEhGwqJm6UmeBgaRDPgR2b9fkgUNlRUyQyU/Hz0K6/XXwxyPocpoQbh6NhIJHYKHTyGW0GDasAn7NRc+XuFE9NU9onr5vvs96EwmJMbHED/XiGQkCm3BPFjXrIE2NKTSCd1TW8yYwuWN1LEphRQuXwx0jmHrI8fRcKxH4s/Tcxwom5VznlgRnH3q7/TK79lXVT4zB2cPdsocFMlPTpFbeqmSCbrFdaCsZHNZZIaqr20MlfNy0dc+KjNXJD9zVpTAk2WTBEGj2YBkVEPQH8XJ3a2wOczIL0tH29k+zFpegkNbG5GR55JtdJ4bhsNjEasfgzKSWhJJHWC1mYVAcVskiEazEf6hgBAsqlyxKPuikrDYTKJokTySkKXI1tThqiFXzMJnZwg7RCbTRZjSxISld+fkp5BCChcXkQMHEXrhJbH0cYYqHokIEUmSWMVjQCIJ45w5iB4/ruajNE2Ike3WWyQC3bxkMeJ1dbCsXw/j7NmINzUJKdJnZcK8YCFbCBE7eBBmWgtJ2rq7kAiGkRgcQGJoWOav+H+dwyFhFiRESYMejjvvhDY2juihw4DZguj+/dClpcF9y3XIqpmF8es3IfzyHowmdWiIGqEPRFBw7rQQNENuLpJjY6Io6PPzRAWjzREmA2IN55SSZTHDfscdsK67BrrUgexDidSxKYUULk9EwzGc3NOO2kNd8rN/LHSeHJEoUWUiZi7Jw4FXGuCbKPblbWYvK0b53ByE/DGM9vsxd0UJag908iwhnGk2mZUiSaKi1XZ2ENfcORvRkCaWvXAgipG+gJxXdGfY0d8xBpvTLC51o1kvM1p3fHE52huG4UizIhSIouFYLzJy7Zi9vARGkwZXmhVaRCdkjcEWDMkIB2JynOHsFYVuKmK0BvJ5cA6LzyvojSA6EYTB0AuqXSl88C6Bq+ZozxhctjwzmpHJTSwO+9rXvoa1a9eipqbmUu9eCil8qL+ooidPQuewC7FKBAJIjo8j1tMt6XzJQBDJYBDGggIkR0aFgOncblg3roee8fG5OdAam2C/9VYp9WWohZmdXSMjomAZCvLguv9j8Pzt/4D99tsQPXIY8aFhJAYHJdjCNGs29JkZEtcuRcnJJGJnziL49NMIbd+OxNgoLGtWw7JuHZJeH7S2dunI8n/v/8HT14WVs4uwdKQFH699A19NG4U5EpR5MCphJHVUp7jtxOiobD8ZCiH08stqTsznR+CRR8XmmMKHE6ljUwopXJ4YHwlJnDoVHqo7JCe+sRAy8pzIK0+TeSVezDZGm6vY88wCF6bXFIotcGw4KMRm2Q3TUT4nFzd9ahFcGXYJp6AV0JVmwR1fWI6bHlyIomlZOLq9SeyAMn+FJOYsLxa1iUSH284u8uDAq404uLUR3U2jQojmrSpF8fQsUaS6m0fR1zaOgDeCWDwi9kIeXw1GA8wWw0SghbIJTkbAE5OR8HwunMsiGMbB55qYIJApvLf2gmXFfyiuGsrKM4KPPPIIvvnNb0qGPZOYNm/ejK9//euXetdSSOFDDZ5Zo8pjFmXqBBCPy2ySMS0dkbNn4fzzLwKRKPSZmQhv3w7DtEqYSksR3r5D1ClLXIP12k2I1deL5Y8HE7FCXLNWItG9//5/YcjOgbG4CKFt25AYGUVk336xCeqdDsQ7O5Hxnf+U20aOHoPW1YnIrt0w5OUh/OpWWDdfj+jBgzCWlcMwbZoQPZ2N2e5A9MRJWIIBmEI+IMOF+IF9MF53HeLcl7oGWDdukEAOzpMZZ8yAccZ0aJ1dYn0UEhkJQ2e2IN7bKzbHFD58SB2bUkjh8oSD1r1gFDOXFuPQ642iHNmdZgz3+mT2qmp+PhLJpFjrQv4Ipi3IR9gfxZn9HRjoHseKG6YjPceJ2gNvK1/ZBS7kFLvRdKpXtvPA363H+HAIva2jGBsKovfVc3ClW8UMT3vfbZ9dKgmE7eeG0Nc6ivHhoMxYHXy9EdmFbrECLlxbBqvdiNKZOQh6o+hrjsLu7IfbGYXVahPy5B2PCEkjeTIk9IBBkwh3LcbHMUFLxBAKR6HX6eQ5UcXSxQBzQC9WwRQgawsSq4GBAUmBZTz8HwpdMjUl+x5w+JhDyJNDx+8Xo5tCCim8P1jiy7JdhlGYZs2ELj0dsdY2BH72MyAUkjJfY1mZKD1ab6+QLypasfYOmKurAYMeoRdelJAKY0U5zIsWI/LWWzBkZyPh8yLh9UlCX5gpgpTfMzJgv//jMOTkQGtvF8UqdOgwLDNnAjyjV7MQzgcfhN5kwtj/+WeEt72BZDgkc1gSzb5+PWJNTcrCd/sd0Pp7ETt+UrqvbPfdh0RbG0JvbJdUQbH3ZWZKoXH4jTdgKCuDafYssQfC4UTS64WxuBj+n/5M1C+BwYC0//NN2K9Pzdek8IcjdVxKIYU/Dv2dYzIDRQtdUVWGEI2u5mFse/yUkKr0bKdY8KgIDfZ4hawExiMTY8FJOFxWnN7XIZY/zlnllnjQXjc00VcVgsVhxki/DyN9qmIhLcuBW/5kEc4e6BJCxfS/troB5JWmi2I1b3UJatZVSpfVL/95F4a6fRLlPtznR04R+xOVvY8q2KzlxehpHkFfu7Kib/hEFTRERHlisIWkAxr1iMcSooLxZ25Ldp4b4XE2oaLbJzvzGJDBfZeurBTOg8SKvYV/TLXKVaNcpZBCCpce0cZG+L73PSRHxySVL/zmm4i3t0GXlgHL8mWItzRD5/JIdHqipxuxU6eRIDHR62G7bYvMXekiEUQLC2EsyIfOYpXfU00idHYHMDwMGE1CqoxVlUiy+yMUgt5mQ2x0FEmLFc6PfhShp5+S7TIl0LJ4CSw1C2G/+WbEzp4VW2AyHod1w3pEG5ugt1okSVCfk4XgU08hMTwshcW6JBB46unz81JMNHR95S+QGByGsbwCOptViBgJnefvvyFBHNr4uChs4fFx6O12CcmIHDoEy4rlqXCLFFJIIYWLDJKN5lN92Pbrk2LvyytLk06qoV6vWO5mLS4SgmNzmjDS70dr7QAGO8flfiQfM2oKMX1hPvq7xkWZovWPIROtZwfPz+cw4W+gYwwl1VliyyOx0uv0YuEjsSLxYRhF5dw8NJ7slZ+pLJXNzEFGrgurb5mJbY+fFMsgUwKLZ2Sh7Wy/2PnSchyIRWJSUByLxlG1IB8DjRHsfbEOdo9JrIAkSNd+bD66zg3JDLPZasLIgA9pmQ6svWOWdF11N49g3456CdcgkSyfm4vYOLB4Y/mlfosuG9AK+McoVpNIkasUUkjhjwaJSmjra2K7i+zcLcRHX1iI0LPPKkXpxCkJizAtXIjIm4/KfJT32WckREKflQWd3a7OEpFo2WwwFBXKXJOAX3QmkyQJksywt4ozUkSsrlYSAqkmRevroc/OhrG8DL4f/giJzi7AaIRRp5Qwxq2b585B+v/5JnxHjsEQj4tiZbZYpePKunaN7J/trjugMxhVemF7GwwZGUh4vaJc0WqYGB1D8LlnkfSreG3r5s0wLV0sdkdJMDQakRgbh23TRtmf2MlTYhFkwIWNytcf4eNOIYUUUkjh9wcDJA5uPSfJfF3nhlE6MxvdjcNoOTMg81O7n62VUt++tlEhU6tuqcbJt9okzpzBFRa7CXllHiEmnMWyOs1qRisSh91pgm8sLImDTPnLLnZjzopS+EbDGBsIoHJu7sTsk06CI5gg+PqjJ0Qdo1XPbDGi5XS/kKu5q0qRme9Ce8MgTEY9OpuGJRCDqtS8laUSbGE0m2BgBlQigfbaAYlr94/EROEqmZmN0291o/5wlxA+Pu7Km6uRV5yGREwPm8cms5/8/6xFpdAZ9Gg41Ie0TDtKp+ehuCrrUr9VVxVS5CqFFFL4oxFrakbwyadgKC2Rn3Vms5T28gwavQlJv18u/MJn71Ri3AudJ03IiJ4JfjYrtP5+RI4dF/LhePABaC2tkspnYlJgWyu01jaJTzfPnIVkMiFki+ERVKESLPuNRpAcG1c2PZ9ffqf2rQmGshLpwOJhrsfsRvN4AhlNdcjpbIHW3S2zWbrdu6VLK7rvAGKnT8vclf3ee5G0WGCcPh3JUBCmmTOFJHGGTMOA2j7DOlxOjP/vf4Rp3jw4P/YRWNeslhmxwK9+Jfuiz8lB8Je/kph5y5LFQsBSSCGFFFKYWrSe6Udb7aCKLk+qOPLm0/3yfwZG0CrX2TAoARW9rWNSzssUPRIoFgXzfoNdPpze245pC/Kw5NppUurLdL/pNfl44/FTSGiAdzSMTddVoe5Qp8xeMRyj6VS/VHYwRdDhsaKwMkO2z/AMXng+kVZBgo/HrqpOxrNbDEKSSKxI8g6+1ogl11bi8GuN0snlzrSrkuK+ADxZDtkWbYQkjem5Tgm/4PaYYtjfPoZjO1slGGP2ymIpL47HkzjwQq08brjQg62PnsCWzy5BdoH7j7LCpXAVpgWmkMLlCm1sDBqVj9+CeE8vAs88A98PfojwW3uQ8PsRO3dOYr35/ysBtNEJaNfLzRErnz4nV/m8qeiQ2HBeJJlEYngEms8rNjlRewwGJPwBiVxPsmw1FoP/299BIhyCPi8f/u98V9IDbbfcDOs9d8M0by6ie/dJkiBtgiRB8bNnYFm2DOaFCxCtrRUSxOt1aR4JkjAvWyG2QSJIK+Kjj8Aci2J8/yH4u3rAlFqYzIgeOQptoF9uR3IW+PWv4frc56Azm0TdMpaUSER8vK0dSZ9XnhfnthCJyH1ip04itONN2DZfL4QMdgf8JRXotrjRMziOse07MfZP30R491uq8DiFFFJI4VKAdrb4AJBQluv3Rfg0MPoDYOR7QPg4oPmA0DEgUgckqZhc/vCOBiV6PKvAKYTDNxpEepZDwiQknhyQlL7Bbi/8Y2E43BaZqeLsEq100bAmUeZUsPo7xnFyd5tY8zgz9fqjJ1ExNxcLrinDhrtnS/BFOBgTFcvqUEl+JDc1GyqQU+wRFc2ZZpHHTM92SKdWRr6aoyQYCU/VzDscwmC3D6P9AQmeICE68kazdGHJcxoOov5oN1bdPEO6tHijjFwHvKMhDPf5RBljGiDTAQkqcsd3tqCvdQwb75krz52kjM+T+9TfNoajbzTj5Z8fQ3fzxLE8hT8KqdOnFwnReAJD/jDcNjOclt/+sveOhzDsj6IgzYYMx4QtKoUrEkyQC73xBkIvvyokw3bzjbBt3CiqziQSwSD8P/0J4k0t8nO0qQmR2jok+npF6TEU5MN+990wFRXhcoahuFgiybXmZinQJQFheh5P6UWPHIG+uFgIB8Jh6aoypGcgcqYWts2bVbJeLCqpe4mBAcariQ2PJ9C03h6JPNcxxef5FySu3XjfPaJ+RY8eVaoYW+qtNkRIWGJRGEvLoDcZ4fzc5xBrbJRtcGYrPjAAY04OzN3sImEtFX3pViTDYeijYbEmMiKeNkbuE6Ixuc6Qmy3WQ2NlJaKnTol90HfmDPQ2qxBDzpJFz5wRopgYGZEzobRFmqZVwufOROdoEMl4VCLnfQYXShNeaD/9GXQeNyzz51/qty6FDzu4YE6MA8YcSs7vf5tkHIi28EsNMFcCevvF3ssUPkjE+wHvY0BwL2DIBtIeBGxL33mbaBMw9PfqPSdiHYDeCWhDQDIKWBcB7vsBgxWXM7ILGQwB9Hd4sfT6KlGUajZkYP9LDZLMl1uahmnz84WwxONx9LaMStofZ6cYYEGycmpPm8xqUVni9zvnoeoPdYnaxRCKge5ulFRlYvkN03FoexPGOTdlNghByy5y4+CrjZizqgSd54aweNM0zF+dFJsiSQ/3h+SPARSTxIYzWwSvJ7FjAEdP6whyiz1CnGTOS6dD0bRMmb+iRZGzYgXl6ULQuC0SQwZzDPX4EAnFRc1iyuHMpUXIL03H0VgL/OMhIZjRCQWP1sjXu8Zx15dWCPFK4Q9HilxdBHSNBPH44Q50jQaxtDwDfeMRBKJxLCvPxOqqLDjMRgQjMbx8pg8/39MKLQkUZ9jw1WtnoDo/NQB/pRKr4IsvwkvVRacX21jw10/AkJ8Py4IF52+ndXaeJ1aEvqAAiY52IWUiz+sNQhxMn/8cLmeYSorh+rPPIfTKq0KMrBs2SAS63u2B/e57hCSGd+6UDilaB2mL0xkN0Hp6kIhGhajwOiOj0MMhGOx2OWPHA4g+gxHtO4S8REm+jEZYr9sEIxWno0cledB63bUIPPwIdCQ7S5bAUFaK8EuvIFZXJ8EUsSOHEbJb4fqTP0F6YQ56jXoM1zeh9IbNiL/0EkxW9l8lYFl7jZQdk/wROqdDZq7i5xrPP1dt3AvbTTdKWAVJZfDFlwCfT1ISE/E4kstWoO4HP0f+pz+J4Nr10L34qqhUlhlVOGbKhMntQkXzOXktkCJXKVxKhA4BYz8GYAOsc4BIA6B3AM7NgG2lfP4QaQPGfwL4ngH0FsC+Bsj4a8CUf6n3PoU/BLEeYOwhRa50RsAwAAx/C8j7NmDMfft2kdq3iRVBEhbcqkiXzgAEtgGGPMB9Cy5nlM/OxapbYji7vxMJLYmF15Rj78t1KJ2VAysVnGyH9EpR6eHcERUnpvWFg3EhPrQAMryCPVJUrgoqMhANxSSCvbtlRJIBSYDqxsJiyVuwphTH3mzFQOe4ECopJdZB4tbnrymDw23G6788iUQiKVHrh15vErWsenERymblyGzX2IBfgi+6GodkVstsNWDGoiIhZy6zIj0Vs3PFDsh9ItKy7SJGLt5QKbbCrHw3tj56DK50Owa7xsViyDj5p76zH7f/2VKk59iFXNG5P3t5MRpP9kgX10CXVwhlilz9cUiRq4uArWf70DMeQnWuG8c6xhCIxDEajKKu14twLI7Ns/Lx0qle/PvrDRhlYZ1Bj2hcw6+PdGBVZRbO9fsxPdeJ5RWZcFlTw/BXAkJvvikqR6J/QCXdsTW9sgJaVxfAAtyxMeldSkQiMC9dItayyOnTsOTkwPvQT9S8kE4npbRUdBwf++hlnzRnWbgQ5nnzhEjweTJqnYEOTNLjXBNno4xlpRJXHnzmWZhmzYLW3SXP3bh4MSzZ2YgcPgzzkiUwVlQgdvQYTCuWI3rosFKSGChhs0l8e2JgCMaiIhhLSxBvaZXX13HnHUh4x2Gsmg7zksUIv/wKTHPnQG9TZ9mjx06IPdO9dAlmbtmE4V17kRweRu7f/y0sxcUShKHj/JfFivDu3aJg2W68AabKSpjmzpU5LEJvMSPS2CQdXFpPL6yrVknseiIWA2oWo3vQi4DehGDfOLqXboKhdCYSw6Oo7fOjtcePdRXKja3Pyryk71cKH3LEh4HR7wL6THXhYjmZUFax8GEg838C5pnA+M+AkX9T9zF4gMAOwMLyY9p9xwHbMsC2Qi24U7i8QSuf/yUgdBCItZNpATorYIkD8V5FrqhQUaWEWb3PST8QOkCfBRDcyT8CFe9tyALCRy57ckUVh/NGs5YWQYuTjHhRVJkFvy8spGjP8/USTe7JsqOf6zOfDRrt3lpCSAnVqJazAxjp8WLNbTNF4env9KJqfp4oQdy+MamHM82K5tN9qJyTK0oYVaVQIIKs0jTUrKuQx5g2L1/6qmgRNFmM5yPQe1pHhVwtu346xoeC6GkZRV6BE2tvnyUhGpynItE7+VYrupqGUVyViXmrmfCXhMVqRCQcl/vxdm21AxKc4RsJSQJhy9l+sYCWVGeLqkU7Ivu3pi0sQNGMLAS9EdlvhmOQrFE143xYCn8cUuRqihGJaTjX70Npuh2joSheOd2LcCyBhcVpyPdY8MThLrQOBWA1GTA+0Zwd1RIIxxM42+2VMxFdoyEc6xiFNxzHnTWXtz0sBZWcFz19BjqbQ6x9gkQCWle3pN6F9uxF8DdPSvIcC21jZ2tFjbEsrkFSrxdCJfczGEQB01ktl10AAp9jvK1NleeWlUkoBUHliPHr/kceFRtdYnAA+tIyaAyIMJug9fZB6+uDPj1d5pVidfUwlJSwxAeh116XMAuqVA6PB7Y7blcWys3XIbxtuxAozl7Ja5PQhLQlggEkfH4p6g08/4LY8RJDI9A6O4Skxevq1Q7rdDDV1Aih1aelwf2xj8J14w2yv5z1unCI137zTbCxk4rq2sT1zvs/hvDevdDaO2GaNwe266+XwAqZxYIOhsICRAxGnDtWD11JCY4uuwH7O3TwB9uxqCQdmtMOr7kbtyxwo3i4Ebp5cyV1kCEeDMdIIYWLDm2QA6GAaToQrQP8z3IpCjhvBuJDgPdxwJipbiNRMElFpvTpQGifspbJgnsXkPnfAfvKS/2MUvj/Q6wbiDQBhnSuTtR1ySCgjagZLO/zwNgPAWsNEHgFSPiVJdT9UUCbnBvmnJJB3Yc2wcsMnDPi/BSJC5UhzlkRJEtvPV+P5jN9yMp3YXQggLKZ2UqcDcbEPkdCkl+eLlHojESvnJeHYztbMNiltnd0ewuu+9h85BanC+lhqbBYAE0GiWKnAuX3RoQIcX6raFoGQt4oTu3tkCRAlgnPW1MKZ7pN5rMIkjOWBree7ReCd+tnlyA4HhGC5L5APeIc17o754jCdmEv1Q0P1ODc8V5R0yrn5WL2ihIhiSR73U3DMu91YmcbDr/RhJmLizA6GMAbvz4Nd7oVVQsL5HWwWs2Yv7ZUbI8ZuTlCvvh7iy01mvKH4vJasV2FsJgMmFvkQSgaxxNHuoQ48cN8omsMBWn5yHCYMB6KIRpPYnVlJmr7fBgLRqElkqjMdqC+zwerSQ+jXo+3Ggdx/ey83zmzlcJlAC7Y83IR2bsPti1bENm/Xxb31ms3IVrfgOTQECK7dsG6cQNix08o61t6OiIHD8NYUQnH/ffD99BD0LHojxa4TZtE3aEN7XIACVXgN08hvH27HJCNlRVwfeZPYcjLgzY0BP/PHxYSFHruebEIMoHPPH+elApz9ohzVyRR+opy2DPSYaisgP/735fAC/ZJ6a1W+Jtb0XPdnTgbMmDNxlJkhiLQWPTrdsH+2c9I2AdhLC2F/SP3IcR5rIpy2a4WCCBx/ARcX/yCEDjENUkLjOzZi+jhw5IqaCwvhyEnW818vU860rvj0kmAHHfc8Y7rLAuVvZMJh6HXXxfly3C6Gf0LlmFvbwiB7DxEYwmZubptQSG6M5yoinRj/JVDcFhM0vEVOXQY7r/6Sxg8l7cqmcJVCGO+Uipo/QruVuSJahRJlvuT6jbaMD2/gKkYSIQUISOhotqR4OJazbMgfCJFrq4E6CyAMQuI8v26XtlCjXmA8wbAvxWIHGTCEhDm92aPItskYr4XAM/HAddHAP8zKgtNnwWYZ6iZPYMLlwPGhwLY/pvTyiqnA2YvK8aKG6aLSkS73dHtzTIntfu5OikQ5kwU/+6ZCkjiwxmnzHwnMvJdiPhjMi9Vf6RbiI0k97kt6O8cR25xmhQSX3P7bBzd0SxdViRyc1eV4NiOFiFXMxYVYM6KEjz/40PIL0uT/eO8VOPxHizbPA3njvaJ3Y/hGvteahA7IpWuyjn5cGfaxEL4fnh34S/j2nm5EDNqCuRfErielhF5TtYGFbDhGwnKc9HiSXQ2DmP55unyXMitW2sHz6cpjq4pw4qbZkzZe3W1I7VKvwggIdpW2ydzVrkuKwb9EcS0pBCtOYVutAwGcGZ0HDkuK2bluaAlk6gpSUefN4zxYBTjTFxLAlW5DowFIylydRmDqgxjyWlZS0yfjsDjv5aFPJxOxBrPwVZdjSRJk04nigstdPo0j9jmGAKhdXYhfOgQXF/4Mym7NVbPFItg8MmnYfvIvTBlZ1+y55YIhYRYcV/Db7xx/vp4cwsih4/AfsvNYgVkiIRl8SL5P8kNQyLY+2RZvQrRM2dhqCiDdflyhHfsAMIR2KuqoE/PRJw9VRkZgNuNUaMdL+06i9YBH3ZmZuLL9z6AORZNUgkj+/bJdh2fuJ/LPIRefElSBpORqBQGM9WPqpXvP/5TYnBhMMIwNAjzokWI7NoNrb9Pkgb5WIGHH4Xnv31N2Q4vfK4+H2ItraKcmUjaLCrhiZi0dMKgV0mECxcg3tGByE9/BudffgWnojYMevsQ8YZQlm8VpfpU17h87he1nJCD+LQcAyycOWtvl2Jlw8KFF/W9TCEFsfilfxnwPQEkw4AhR4UVkGTxd7osIHIUCJ0ErMsUseLi3HkT4H1O2Qr1PiCpTagf4+p+KVx+4AIi2gDEOgFTBWAqA/zbANtiIKkDEl7AQFeMRc1WiS0wAeitQLxT2QljLUr5Sv9L9lsAtg3KXsgwFM/HJFzoUiHojwhhoH1vcgaJf8ZnD3SKOlUyI1sUGpIvKk5JLYmYpqG3ZURKhNX5tRFUzM2R8Iiz+zoloa9oeqYoYZzVIuHh/BTnll579Bg0LYm80nTc8+WVcv3ogB/1h7vF8rdoYyWGesYl0Y9WxFBYQzQcn1CzMvHKz47B5uAxJQmtOlv24eyBDtkOn8v4aEgCKRj7/m6MDwdkzsvpsSGr0PWOk4Mj/T5R4EgCGVrB7qzhXi8GuiO48VOLcGp3mxA8bpskjUod57jicQ0Nh7vPz4HxBTlzoANzVpakZq/+QKRW6RcBJE0bZuTitbP96BgOoijNBoNeh1ksjBsKykwWb1Od78HxjhHcOjcPNUMtMO7fi42aHuem1+CJgBsFHhv+4eU6fHljFWbmpw5ilxtizc3wfus/pFx2cMU61JUvRvkD6ciqPwlr0AdDfgECP/mp2OVMi2qUlU5Sf3gWUA99ZiYSPq8y4ITDMM2cJV1OwV27ZPuMCHf/5VckYOFiI7RzFwK/+Y1EjptraqAvyEeip/f87xm9TiQtVinqpeJGBY+KFeenogxvMBpgXb9OEhJ93/+BUq/S0xD4xcNwfvpT0pNFYkYiZl+6EvOcCbQOMLp9CLvP9GDO3DT4vvd9pUbxZPmbO2FZuVL6r8xLlyK8dx8QCimVLzsLkb17ofcwin0aYkzzs9kx0t4tL7ntrb1IKy2V1zc+MAhjUaHYDDlzRduh9//9UIgPYVm1Era775LEQj6299vflSASwjSzGs7PfVZ6raKHDqHi6G6MVi9HtiEOngMxd7VjqKgCDosR/d4wEkYT4okkQlENZqGGUnBy0d/PFFIQMMQiMaZUC1GpqtSyQJ/HwVEguENZxLjIjo4AaV8GomcAXRKwzJgQuzij0wyMfgfw/ClgyrvUzyqFdyP4JjDybZUGaV2ugihcN0+oUzog2qZu47hJESvrAiD01tsqpXk2EDrKoQWlZlmWAd6HFcniz1Q/mTh4kefuIsEojuxokTQ/u9MigRBmmxHRkBqxICZ7pOwuxqNbxCbIkAjelqEU9Uc6sXBdOQqrMtDfPo69L9SLkkX73ak97bjxwRoJnWApsCvDLsW/hZWZaK8flHQ9zkA5XBbselb1RnEmizZAzkWRcM1cUizKVMAXFuLC+zBhMKtQJzbC2oNdKJyWAe+I6mWkfW/DPXPFJkhyxSTAoC8Kh8eCXqb5/eqkEDXORq26uVqi4KnCDfZ48dqjJ2Ruili0vgJLrpuGOStL4R0LS6AGH4eBFXo9EPCGRaViYiHJo8FkgH8ooOau9DoYTfqJAuQU/hCkjuoXCWzUXj89G7saBxGOaVg/IwfjoSj2tQxzHEcWXs+f7MYtcwtQ1tuKzu99Dya9DllOC2paG1H5Z1/BP57oQzCm4bnj3aJ8zStSUnMKlwciBw4KsQrOmIVHhi1YpnXD19CIzKrpCL2xDYaWJimrjZ06BccDnxSS4f7aV0WNofJB2xysFpHu2cnEGa3QK6+IVY4x57HaWkRPnoJt/bqL9py4LwznCL30sswnwZMmSYbmmncqLSQZhDE7C+aFC5EIBeH+8y/B/9jjiNbWwTRnDgxFxZIOyK4oqnm0DGpDw8DgEOKtrTDNmS02v3AiidaX30DOtCoUzduArt5RuPQJxJubzxMrgsqYdE3JDhjh+Mh9qifLYJDQCxLUpNGIZDQmpM8bS6AjzINfAhaLB9N7+mBl6XEiAd8PfyQdV/rMDFiWL4fW033+cfge8L2K1zdI0qE2OIB4Tzf0njSZGePMnHXVSri+9CV4v/1tzHv+EXxp0x3YMQIYnS7csrQIZ4ZCsJsNiM1bCM+RgzCMDiA8PATbohpR0pKR6e9Qx1JI4eLBCDhvVGEF+owJZeopIFar0uRo+eMC3FgKRJgu+EOlcnHdZVkE2Hn7H6lFOLfl+SRgUrakFC4DaAGVDEiiZK4CfM8Dlgpl56MtNLwPiLUqxYq/y/iyIkvWlTyjB8RbAR3TW+Mq9ETvVvbBCC3tRnVykFZBpkiScF8kkDQx4OHc8R4p2qWl7/DrjaiqKZBACIJEiEoSwZkn9lFRmeLtj+5oQdvZfpmBIsEwGAyi5mQVuOEbDUlABC/zVpdK+W/5rBxJ0SNRWrCuHAY6D+KapAi2nBl4++WOJ6TbqrQ6Sz43JEWrbqmWyHOLw4jDrzWJQhQORJGWZZf/x6MJiYLnuQpPph2B8YioYr2tI9j7Yj2G+vzIL02TmSwSK3mcWALbHjspUexUq2hhHB8JIhaOw+G24vjuVpnBolK27LoqPPEfe0XlmrO8GJ1NQxJRXzwjEwMdXsRiGhZtqMCBVxtl3opq3cqbqzHYPS6Fyin815EiVxcJz53owS/2tcFu0sNiNuJ4xxg8dhMsRj1cViO84RjCbO3WEij09sPrtiKuJeSMxNCoH966Riwum4XmQZ98QPY0DaXI1WUG9hgRPZ48LIgn4Hz8l4iEQtCSC5E4dw6m7ExRUrjo53yR6647Jf3O+/0fiHJFe90k8dJ5PNDq6qRQN8mZLBbwMujid5QRTwU4TxT85a8Qfn2b/DxZ5su5KCNVqOFhWFaugHkiXp6kkAl7VJEY2sE5Md423tiIWH6+xLOTACX86u9YAiv4HONxhLa9Ic+PVsnMjDyMNDUhf/l1GHNasWpaFnTeCaVnAlIKbLFIfHvw2eeQGB0BgkHo0zNguf46lfxHdZBBGkXFGI9oEihCshql9zyvCJmb18scVvTgIdlmYmBQwjjMixfLjBffq3h7B0wjo0KqosePw7yoRoqQeaEqloyE5b7G/DzYrt2ExCO/xPy9r2B+bi50xcXQj57D9Dd2Qpedg5bZS2C/9yOI7tuJGAuX2Rfzy8ck+p1WyhRSuKhgSAG7jJj6xp4rqlDxxROzVZw71CuVKnwKyL4HCLyuZnRoD6SVMLgdMBYAzi0TJbOD6t8Uubp8QEvfZFEwrZuWcsD3G8CQD2jZKpqdZJnpf7qAmrGzr1dqFok0wytIvDljl/YXgDEDCPSp7ZJwmQvVbWgPvIg4u78D2399Cj1tyjVBAlRQniHkiCTJZjehekmRqFMEycTs5SVoOdOHhiPdQmxIVM7s65TZot3PnEH5nDwhTFS3JoMwSKhazw5gtN8v6he3zf/TNuhKt6KoKhO+0TA6J9o6qChZ7EaxKeaWerD7mVohfrzNzGVFqJibh7GhFumgohmielEhTu1tk14ssQV6I0KwZi0rwo7fnJHHJzgzxqAO7gOVLJJLkh8qV7y+9mAn5qwolkRAFhkzOTAWUcdM2g45w9Vyph/j0SBKqrIwbWE+fGMhDHSNiYoX8IaweFOldG1x37jN7b8+jbu+5ERatgqsSuH3R4pcXQR4QzHsax6WE31joTis8QT6vHosLcvAiyd7hVzluq1gb9ysAjdauvVITyRhMxsw6IsgFNMwqLPgxdM9+NM1FRj0RsRmlMLlBS66GV5hS8aRNToEnaYhz22BFUnETUaxwTG+W+ewwX79dTKXFXjuOaWMDA5K6h4T8qjmGKZNk74mKiOIhJGMa0AsDmPVez3YU4l4Q4OoZWJKTyZlnom2O8uKFXDctkVuw1mxyKFDiJ2phT47E5Zly2FdvQrh116DLiNdlCvONLGTypCdLZHs5vnzET11WtQa87KliDWck7TE0LPPyzazDYPI3HgtrOYQbl9bgmzfAEzVM2BetgTRg4flNgwIIdmjwpfo7ZWyYdhsiviMjsLJkA2PWx57SGfHSHMn9KfqkAhHYK1ZgOHl12D6nDkIPvPcO54zrRCTZghJa3TY305wNBol4Y8lxomRUTnTyLmrSYhNsX9AlD5TZqacHPF/4xsoWrEcsYFOuI7sh2n1ajSfOIvRKFCYbkNZpmNCKUuRqxQuMqKtKimQ6gOjuRlywcW2dS7gexIwFgKJAGBdLAqviu5mgphepcWRZMWaVVR39v8GAjsB+ztPgqRwiWFMU8qk9wlFjP3PK/WJ4SWM2o+cAgzlilw5Nqjb8ost8DzgfxpIhgDbGhXTz9m6yDmlbnJ+S5re/YA1HTBVXrSnRKtcW90AAj5l+SOoVpXOzBE7Hu1yhH88jBO7WjHU60NuiQdVCwoQDkaRVegWJalzQBEJdlJ5R8OIReOS0kebHEuDq5cUyOyU2arsc35vFE63RTqoqICl5dgQ8scwY3Gh9GExiY8kadNH5osCxOtCgRicHouoaM0n+rDi5uliNTSZDDCY9PCPRySQ4twJZbOvWV8uKYMGg/48sZo8LrGXqqgqS8gVCVvpzGx4h4Kietmc5vOWQKpiVOwyCxSxJGlbtLFCrI5Np/qQV56OxpN9qN3fiTkri9HdOAKLw4RE3IeGoz2iZBWUpUsHGIuWU+Tqv47UCv0igGl/pZl2NA74sG5Gtgy2kzTx++umefk40jaCNLsZi0vT8f03m3B7WTk2zJ0L/4mTyHLboF+zFvsyC1EQDWE8GIMvHJMz+SlcXqBVzv3lP4eppRVGpwMJnr3q6oB3oA8Z16yCMTtbyBVT5ZJmM0KvbxM7WqK/X4gXo83ZfWRdvRre/QfRkleB7E/8Kdyt52Dp64bjox+Bedasi/JcwkeOIrz9DfoqRGXTm81IsMCXhb9uj9gYY+fOib0v+OpW+H/yU1GSqMTFTp6C88+/BGNZucwmUXVjKIexqkruw0VavK9P4sx1dhuiJ04iemA/PH/3dxKjzuAP85w50EHDtOd/BV1aOnyxGBz3f1xKgKNr10Lr6BTVTJ+fD73LheipkxJtnhgblVh2U1kZDNXVcGzcIEl+llP1eCWWjWl3fhIOnYYmRw7uqyyV50o7olgOJ8CiZ+v11yKWnSWBGIlxn1gyJRo/EBBVS8I6OLt1043M0kXw5VckBMNYXCRR9IaqaSrcZHQUujSPzKdFzpxFJKETkpgd8sJr8ohSHYzG4clPnelP4RLA4FbzN1o/4LpRLbQ5U8WAAgYYxPsUsSLpGvsXIO0zymZGhYvBCK67AP8r9AMDsS6VGmdJFWNfdnDezshTFatvblDEON6tOstc9wCGDMBQCFjmqBh+ErDxR1QUO8k057Fc96q/A6pYWr6asYrUq9LpDCpaU9/bR4LDbikSAJIYJuwlk7TRhcWmmpnnENJAMsAi3Z1PnZFQCavNhMYTvRI1Xj4rV+5L1YizV1yH0dpHK11nw7AQHVrngn4m+/XKbBJnoA69BiFzM2rypReK8enHd47BnWnHTQ8uwpbPLREyxdkp37iKXCfJYWgE0wQZJGFzmiRoomBaBkqnZ+PVXxxDNBqHdySABWvKxIavM+qQV5YupI9WP8bAT2L6wkIJ6Gh3DcKyqAAj/X4Mdo4LSYtFNOmyMpqN8jirbp4hBK+tblDUNt6mt3UU02vyRcFqPtWHspk5OLajFZFwTF4PWiBJGmNjIYRZlGzQiYqWwn8dKXJ1ERBLJLGpOkcWUrW9XrQPBZDnsUlp8IOryvDxZSU41jGORw+2IxpP4KEzUUSX34pV6zZhT38Qzw7qUaUZMLvAhdn5biwsTUsFWlyGoM2Nigwvlo5OeI/uR6i3A/pICMmeHkTb2mCaPRsaLWYDA9D6+pEYGoY+K0uFKdhsSPr8SOh02Fq5Em/W9SLZ2g5PQQk+fdt6zIyF1Zfv+0SHf5AgARr7+tdFATLMmAGdQc18MYBDV1QIfVEhQk8/I0qU/Y7bEXz2eSnR1fR6Ud/irW1SImy/9x5EGNdutQhh4bwVdz3h9yPR3gHdylVSImwsyIf1a19D6M2dMC2cjyS97IEg4keOSlR6+PXXxd4X2voqLNesRfzcOYSef/H8/lppAbTaoPXUykyWLssqapuVVkq+Lw4n3KeP49M1K3DGlo1IUoc7Z+ec/wxZr1mLxPiYKGJ8Lxx33ynvoXXpUvl95OBBaH29Yl1kyAiJIt833+ZbsFWfhzOPH8BsWwIrRrqQXluHxOAQDIWFYqk0z54lJcThV7fCYDTCYLRgvLEF9vXrkHuuBXqDEeY7t8A8b+6UvqcppPC+0DkUkeIimXM5/Grh7M3AV4HMb6iF8+j3gMBWpXQM/x8g5ztAhAv0fmDsIRXjHWkGbKsA20JlK0vh8oLBATivVeoT359oLZAYVhfaO8d/BaR/Uf1rm6tUKYI9ViRY/JcELHpO/U7+HhKA/VrAdg2QUNboqQaJ1a+/tUdCI6bXFIiFjkEWnKMlIaH17sz+RpmZyiv1YP8rDULISDhyityoO9SNGYsKse7O2Ti1p0MKeGknrD3cJbfjWo2FvoxRH+j0omJODtzpdjSd7EPFnFwM9XiFgEUjMbgybNKFRZCs5JWmyTYHupQ9su5gt6hQJDFjQ+p2fKw9L9bhlk8vlp9Z1tt1vBuzlpaIykYStPS6aXClqYS+NbfMxMHXzkkIBe+79LoqmR2btaxYlCum/3EfqFLllXjEOkiyRnvg4TeapVBYyoyDEWixpJDLMO2EXePwZDmUGuYNS9cWj80kgOzu4iwabY/r7pidUq3+QKTI1RSDc1NPHenC3uYhLClNx+G2UVTmONE5EoLVbMCJzjF8dGkJGge7YDboEeMXgUGHk/1B1BkNGPCZUF3gRLbLioI0K7rGgrBZDGI1bBwMwGk2iuJVlJE6u3ApwYU348jDu3bJ4pvqjnVONYwWo8zt0N5HJcOyZi2Sfi+0vgFJqZNuqN5eKaHV2R2w330XOsbC2N3pA6xW6OJx+HxBbGv3o6JpB8xVVaLKTCUiJ04KeSDiJ07AtHChzANF9UaM5Zegrb0bBdm5MJ+tRTgtDYbMDGD+fOhdTtlnbXBQkvqix0/CsmYVPN/4BgxuFyJHj8I7MgoYumFZukzNV4UjMC9ZCt+3vyOBGSz/peXQPHs2IoUFCO/cqV5fRq0nkkjGYgjvVOmJkwjveBPOBz6JUE62qGIkoNFDh1Vq4YQyZZo3F9nH9mM9v/SqZ8A1Y835+1NNdD34ILQtW2RG7N2x7JZly4QU832l4shZrITZil/3G3D0RCfiHQPgUsQ/rQL3WduR8DJ6fkyCOxiEYcjJgT47G4mREThyshAbUQfAob/47/DGkqheXQ2d5Z29WimkMOWIDwDDf68i1S3VSn3Su5TNj4tpiV5n+htVASbCxdXvI6cB728mZnNWA/o0wLEGiJxUwRe0jUXrVdy3bTVgfGcHTwoXGfFRpTZRfWLoCMMpXPepQAqC1+ttEzbBUjUzR4UqEVHvN+P1aRm0LVN9aIxmpx0UE/HuVDpjZwDLLJUqOYVgeAUte8mJmHXOVBVVpkuRu8mkR3fzKAxGnXQ7jQ36kZnngifbLickqQRFwnHs+M1pCargfNG0uXmi2pBobH/ilMxZzVpahK7mERjMeiEWTA+kuuUfd8h8lMVuksj15pN9sk8kRVSFaD2cJFaTYCrgmttmiQLG/fKOhuAfDQsxIqoXF6C9fkAIHZ2581eXSWz8JHJL03Djg4vEykgSyTmuSdBmuPjaaaheWijPj/NjVKqYdLj9iTNSJMzoeb4WyzZPl8dkUAU/o1TSWCA8eZ6WtkE+157mEVxzxywUVKQhp8AjRDSFPwwpcjWFoAq1+9wA6vrGUZhmk/4qzlV5Q3FkOswSycxy4FfO9EnnTbbLggyHGZF4AvlpNjQN+DC/OE1sgzVmI767o0nmsDifVZZpR67Lgq6xMA60DuG/XV+NdOlNSOFig3M5wZdfRnjra4DdLovw8Bvb4fj4x2RxzW4lxGOwbtyEyM6dMrPEzqXYsaMwL12mFt79/bDdfhtsN94IbN+HZMegxJ7zKELVJhJkTGtSrG8om9rnwtkuWtzkm5fhD4cOwXf7PfhhRxJ9x72AzoW5867HR6vbET24D4777kPk4UdEveLMk/MT9yPa3Cr7H3ljh9j0HHfegWQsDsuK5Uj6fUiMeaG1tarACSb8RaNyAGOUOguWWUxs8KTJ9efTAG/bAgMtigz7GH/bKsFQDAOj1EdGkOD1yYTE3XMbhMHjgevzn0PsXKPY/EwVFSog5F34XRH3cvuJ+xgXLZJ0z5PHT8NttyBityAQjOBo1zhuKLDBs2ULYqdPi7UxWlsLbWwczk89iNBrr0tHmMdlgH7tahiysrChOA0ua4pYpXCRQULle0YtoCeVJgYS6O0T8zh6tYhmiAFDLzhPk/QDiagiWgYnYFsKBPcCxi61IKeywVJhhltEzqrFOue40r+gvktSuPiIDwJjPwXCh1UZMImxzgk4rgMitUC8SxEux/XAGBMf7YBtORB4A3DdCsQagIQGZH4FMM8FQpx31atuM76nJN8k3XwcUbimjlyx/NZo1IvVTsKQ9Dqc3deO2cuK8NovT0ghcFJLYMbiItidZpze14Z1d87Fqw8fE1JFJWbTvXNRd4Tx88CeF+olNTC3JA0mq0ECJEhehnq9kt5HYtNwrPs8ERroGJeId8ajMylwElSZqubli+pEksL0v0mQiNE+6KfNLhiT33PeazJkI6c4DVs+u0yCKbjP/HkySGMS3C47rX4bJn/ncEO2S8tiNByTXq6gl3NkmvRfZeS5UD5bqW98DgzpIPncdN881B7qFPsiXwsGYdAaSKUuhT8cKXI1hdjTNIif7G1FU79ffl5WnoktCwrxRl0/Mp1mOfFTnuXAznODWFaeISoWD0E1FZm4aW4+vrWtQT6oVpMBtT1e+S4LRjWMBWPYMTiI/3b9DCFXg74oTnePw2E1IcthRmlmSsa9mIgcOCC9TYmhIVGpuNCXxX5fnygwhtxcifgOvvASkn19kv4Xa2+HZe1aFVhhMcP15b8QIuP/yU9QtHARlswtxaHjzRKkoDebcPd0D3R+D+JNTVKAa5ogDh/4czl4EJHjx2HdsAGIRaWDSV9cjLO2TPQ0HVND7VoCZ6xF6JizFJVHDiHOeSQtLtY/Bj2Etr4G2+brER9k4hgQO3sGkYpyeP/pmxJ+QRJkKMgXgkkyyRQ+vj4Jr09IDJUehkSE2jtgv+ceIBqBZdUqWDdtlKQ/+21b4PvhjxXxMhhE7SORYcpi6OlnoQ0NwVhcjFh9A0JGo/RshbdvR6yxGeali2EsLDxPlP5QMPXz4+YhGE8dBI+l/WVVOB02wzreC/vHPgLd3XeJyubMzJT3LLT1dZiXLYOO51gzMuC8ZgU2p6fO6KdwCcDF8PhDgO9ZINamrkv7POC8TalPphmAgUm0OiCwRy2yudimQuW5RSkUJFWcybJMB/wvqEV5vB8wJADfcyqOPbRb3Y92QfYjcUaL6lgKFwe0AI79TNk6GUTComDnLYogMbDE88BEiEkuMPJ/J9TKERVgYlsCBHepTqyMTwOxeiD0MGBfBYT2qH4rknBaSDmnRYtoaJ8i3AzNmALQ5ma2mVBQmYH0bCeSyYSoL6f3dsA7HEJCS0hXE9PuFl5ThvzyTBzd0Qy72wqbKynk5ezBLqTlOCUAgmCxMNWe5354SJQgFvTOXFoslj9a8JjIN9Knup8YSU7iUTw9U0p8s4vdMBr0WLCWj5UujomF15Tj6M4WWdtRKZu9rFji0wfXlKH+SLcQw5IZWTi9tx1aTBPF7dRbbaIoMckwu+iPH/dgdxWtg+zT4gwWQRJpNDBoY57YAlkizDkyFgifIkFdXiIncgsrMrDgmvIpHz34MCBFrqYAvWNBsf89daxLqVROM3rGw9je0A+H1YAvrK9EVbYLZ7rH8djhTvjDcWyvG0BFtgM3zsmHNxzHhuocKRp+q3EQ6AHy0qzoHgsiITM3PJGvQyCqwajXYSQQxcGWEdT3++Tn+5eXYnVV6iB2sRDet08CKQSMVG9rh33+fOgysxDv7oFl+TIkgwFY166ROaXk8DAS3d2IxmOw3XwLEoMDshAP/eZJ2YSuswt3LF6CmctKMDIexDxLFOk//E/EbFZoLS2iirm/+lcSA/5BI3r2LCLbtsH+yU9I/HoyFIS+twclzgw4zEYEGbmbTIgNMjjqhWXdNWpezGqDvrAA5mlViDU3CQkzVFZAa26BadZs6YJKUKGKRIQcJkNhmObOlX4obWAQsZOnEW9vE2sgFT7OO1nmzxfLpD4jQ1IGJ2FZtAiGb/wttO4eKQtmqAYPBvbrrlMBG889LzNfDNagfSRy5Kj0j5HAhd/YgVF3Fo7lz5DZx+p8N1ZUZL5HPeL7EWFE+/ETkkLIFEBTaenb+9BQi6Jnf4XO4SC0RAK5tbVY8jdfRWbVGrF6XgjDggWiUpHsUYEzzZ4DQ4pYpXApwM4qLq7Hfq5UJp1NLaipYpkXAFn/CJgKgdEfAeG9QHJYFQyzw8i6BDCVAw7O7kQB/8tq7oaBGAnVKyQHJ873TEZ/J3yA91fKPkblJPOvAcvMS/oSfGjAMJLQXqUmJWgHMwGhQypmXYp/wyqshP9SuYo1KiUqfFARbRIx2v+4jfBbb7+fvJ7/akPq72H0B6o4OnxU2Q+zvqGshB8gmOJHdaW/YxzLN1fh6JstYKarbywsNjoSK5KKeDyBaCiGaFjDvNUl2PN8ncxVkRBxrmhsKAhPpo0GBvl/doETbz55Vo4fDHBwZ9ilW+qeL69EQUUGVt86UwhRJBSXEIxVt1ZLqAQVHib2USkiiSK4jUUbK1E0PVNIWXaBW8IuCM54cXuMS2dABdP4bC6zdEzRDmiyGPHW8+yVg5A9PiYj1ivm5InadSEYsHHueK90aVFdm74wX8I4JkFSRcviGHuztKQkCtICWVSZCZvTAtcFKhhtf650m9gXnelWSVpMEasPBily9QGDyV8/29uG/c1DMBkNaBrwozDdKjZA/snOzHPhlVO9+NO1dswu9CCrtg/ZzgyxRKXZTXj5dA+WVWRCSySxbkYOpmXbRa1yWo1o6PMiHEvIbNbm2XkYDUaknLgiyyEJhASthk8e65Rtp9sZmZvCVMOQlQ2dzSox3WLl0+uhz8tHjJHdyQRCTz0tiw4u2DlrxDQ5XSIJ+y23SCy5cdZMaL09YpEjWTDkFyD+4guYzxAJux2GsjKEurpgqFYFjVTHorVnp4Rc6ZwuCXWInTkDra1NdVLZbDAlXsPymx/Amy1jcgBIy8nErA3VcBffKvHznNFiTHzgscfFpkdyw64u+z13i4oXeXOXbEt6viIRNW81Ngbvf35berJcX/kLJBh4wf4skiWjUal2blqUgHhv33nFi8SEMfbIL8BoMApnXIPNpL7KSFzjZ2hJAvQ52dBaW1UgBjuxjEbYP/5xPN0SwKneLlHBTnaNy8mNO2qK3vE6kFj5f/TQ+Z+jR4/B8z/+5jwpijU1w2M1wZbnFPsvbb1pWug9xGoS3F/Z5xRSuFQINwD9THXL4wcK4KSgabpSqLhIpiI1/gsg91uAc/OEqlE5QaAKVXhF1t8pS6Dn44C5Ghj9T8B1uyJrhkxlMWNaYNKnFu1UMhiWQWijKlkwRa4uDkicZWYqU6UEEiTUxiJFohifj73q/eX1lhoguE393lSlFCr3R5QiRSuhqXgiNfIHgHm6eq+jjeq91k2ceOLPJNJ83z9A0BpHIkOixPJfEhC6epj2R1teQUW6qFAmvQFzVpZi5U0zZIbIPxYRJSseT+LkWy1wplklMW/m0iKsummGxKCzeJcR5YwyZ6ADZ7pINvrazqJ8bi7u/PMVGBsICAmhjY7wZDrkQlLHOSvePyvfJZHt7NqiLY82QP6eVkMSFnZj9bWr94HhF4e2NkmXlNGkhyvDLqTx9V+dgHVi3dZ8ph/Xf0z/Hnsenz/nzYjW2gFR4a65Y7b8zP1oONYjahkj5Rn0QUXNk+EQYvWePxGdDoWVmXJJ4YNFilx9wGjs90nBL0uB189Il/j1AW9E5qlWV2XhWMcYgrEEusdCWFSShqpcl8xcMaAiy2nGotJ0WbQdaBnGuX6fpAsuLsuAx2pEpZCoqJCtkUAY62fkwmkxCiFrm5C5iUBEQygaF3I1WUT87rMfKXxwMM2bh8Cvn5BYcZbUssMqxhS8jAyEX985YeHTQWcywpCbI7NY8dZWBLe+CseddyPe0ozI8ROwzJsLbXhYynSlUNbtgd5kgt5qgWXDeiQ4dxVWqUw6w9R8dKkKcd9iZ88KGWJKIJ+Trb0F64sdsj9miwnL1s5DwTQ17GpdtQpJnQHBX/0SOgZCMLbd54dxggQFfv4wzEuXwLpxA5JeH7SRYUnj02VmIrZnDwK/eRLWNaull+rCzqgLlUH/Lx4R4qpLc8P1uc9jKL8UTx3txJkeL/LcVty3pBizCjzQk/xMdHLp09IR2vOSeg4Ei4q7e3EupwwxCzDiDwuxevZ4N5ZXZqLggjN6VKwuBBMAGZU/Sa5IgjkrZx4chNmg/Pd6tzrwfhhBuyftmIzF5yWFyxCcu2HSG0kOlQnfE4A2rKK2LXOVUkXEewBduoppp2pBFcq6UN0n2gn4dwKhbUBsEHDdoTqRSLS0ATXDxZkckjPnzcAoS2jVzIpAUyEAApbQcn4rhakBg0SoSA3uVoSaiX7uexSpIlHivBXJEt8vzttxVo4kmwSJZdHu25U6yYRAx0bVYYYQYN8k368yn6czAvbr1Ht//n1+ex7pgwJJwPy1ZWivG0TD8V4hQJOlu6MDfiFTLWcGJLp8xY3TkZGrvoOW3zAd54714LkfHhTyxERAqkRME7Q6zXjzqTOYu7IUDrdFlCiSk9krSqBpCZx8qxVvPnUay2+cIb1Z744kZ9fWoW2NOL2vU8KWSPDW3zVHwjL2vdwgCYG0AC7fPF2IIW2F5+8bjcvjTapEnCdj9HssHJf1GhU57guthFSTuM8EZ7f4fC4EVaya9RVC/rg5FgY3neo9P+fIgItJde1DibAPiIwBjlzAePEEhxS5+oAxTAk5nkDPWBhPH+sSmx9npthzVdfnFWJEcEFY1+vD44c6YDEZZG5jPEzpHnjyaCcK0xzo84YkvGJbbT/mFLjx6TXlaBkMIBzTUJHtRI5LfVhbhwPvIFc1JelIt1uws2EAO+oHYLcYcP3sPCwsTlmRpgKcrbJec43Yx1iGG979FvROB3QZmSphLq5BZ+KQqk6pTkeOSmS4ZeEiBB57DDqrBbpkUlQf6/r18oXLWSzb9dfB9/9+AH1mphzM7FtuFcuhzuWEef68KXku5lkzkbzjdoQ9aYgeOwYdPQu8fvEipFl1uG9eDkzTq87b9HhWjJ1VyXBI+rD4vISUTSy4EYtJsIQUJQ8NSZqg8777EHjlVQmYkGLhvFzEauvg/8XDSPvb/ymR75PQRkYQ+NVjShHkNse8CG3bhtdqbhLVyWk2IC0awFP7W/Cp9dNRWFkJxyc/geALL0I3USBszMyUGHjuG4eFnQV5aBoKY8SvwjKo/u5uGMS9S4rPH+yEpF0InqBwOqGNjSH0yqsIM6QkFpUkQtr9qL6ZZn64zsgnqD6GQvBGNZw9eBbR0TFMcwA5c6phTUXLX35gGSxDKqApW5f742qRzdkcRnNPqh3sQwo+peal5POvUwtuzmKF3gTGfwIYs5Qiwi6ktE8DjntVQILeAphnq74r9mGZngOib3fIiSVNepReAoJ7VEohlS/zxSug/dCA72v4DOD+mCJC0bPA2I/Vaz1ZCHweEwQrNGH/s9UAQ/+g3p9kABj5F8B9r7IVMobfXKTUSlOpsoi6P6o60qhY8T5TgBkLC2RuqrtpGHWHu1XZu14nyg5nlWjHKyjPPE8kSH4CQlLisLst8I3wxGRS+qBIOKj4FJSnY88LddC0pJQMkwx1Ngyi6XQ/tKgms0r1h7uQlmXHypve+bx620Ylev3CEuOOc0M4tr1Z+rCokrHz6viuFqy6eSbK5+QI4Wo63Se9W7QFWuxGuQ2P79xvi90sMekkVgRJYOPJXsxaWiw/k2TZXWaMDzPgauKtcprkeoZiHGH8et0gbHaTPJ+hHh9W3DDjvD3xQ4MAyb4eGD4HNG1VJwPcxcC064H0t+39U4kUufoAQSvfG7X9WFKWge7RkFj4tp7txT/eNhcOswFnesZhNepx7aw8+bl3PKxSb3Q6hGJx6PVG1Pb6UFOajiNtozJ7xb+JbLdFFKxQNIEFFxAk2pEGfGHMLXQjEImhoc+P6nwXbpidJ/Ncjx5oP3/b1sFm/PUN1SjL+uMG+VN4H5iMUkKrG89CYmQYyZERCUygJG+aNVPmiAQGAwy0hh08JD/qLGZJCaQKkqQqxXmtgQFYb70FiMYQ3rNX3T4WU1a9hnNwfv6zMFdW/lb72QcBpuuxa8p+8y1qP91uGMrLgGAISatVyOIkmIAX/M2TYv3j/oty5XTCxH6nsjKEDx8B/H5onV1CboyV0+D/6c9gmj9fiBXVpMTYuMwkJXr7oA2PvINcxfwBNM1biS5YkKHTML3tDJLhKGp7xrHQHsfsE2/Cf/CwvB5D9rthGB9An8GG08tvhUcLY/GylTDVn4Fpxgwhgu677sB1jiLsfUFZB/k5XFKagTcbBrBxZo5UHgz5IxibMQ/GPQdh843CwDmwzWqeiyQx/Nrrct+kpiF65iw8X/sqTDOmvz139yEJcQk88Rv43Rl4NHMeGniwj0aR7bHhs4N7UaqjGJIiWJcNInWA90nAcSMQeBGItwOhg2rhTWWCC2OGE/BnqllUlUSS4qKbgUxMhGsBzFUqeltIWlzdJ3wEcN0GGK95+/E0zuQMA66PAYFXVay7fR1g36hmsBimQQT7lYKS/U1FAFL4AMG0VwMQYUz6bEWMkjxJpZsoDc56+6aGHEW4JkHyzfeXdkIGYVDdZKCJbQVgLAX8zwCmIkWs+C+R8d9VUAa70aYAJBAMgGB4hNlugsGgl/mprAK3RIvTXsdjLkFL3lvP1qK9QRXocnbp5FttMneUnusQ697IgF8sdOx+4jrL5jDj0OtNqF5SKP1ZBFPzeP/ORlVNciFoIWR3FsMueN+hPp+QORIrdlJRYervHEf57ByxLlJ10jQG6pJYWWBzcO6NaX9WIWIM4YhHNZn5IrIKXEIC2VU1Sa7Gh4OYXlOIfS/Xw2g0iHrHmHXGvDMyvnfCdsh4+PQ8J+780nJkTqh4HwpEQ0Dd00D9c0DGNKDtTSA4pP62i1YAwUFg0Z8Czpwp35UUufoAQQ9w52hIYppvmZ8Ps1EvVqOtp3tFnVpfnYN5hR68cLIHL57qkQCLRYUurA12Ic3XgYDBg5Hc2ejn0LtBLyqYzcxteET5shjftvb1jodE9eLZ+2F/BNdMz0YkrmFP4yBmF3jQNhw4v0+hmCYErmMklCJXUwBa3JhGR2WGfUgkSyRHpuoZsKxcLsELnB8yL1wgyxXjjOlyxt+QmyfJcTq9Qa7nXJCptATBx38N07RKxLu6oLdYkAwGZeFK0mGeOfN3RoZ/EKCipNXVwzR/HoLPPitph5GDB5DoH1AR6UVF8Hz1r5DU62WBrUsk5PlFd+2GbcutEkIReestxE6dhu2O2yWBkM+NxNPgdiM6PAy0tcJUXS19WITOZpeuL0PWO73fR0Jm/LhLh6RfHXCuqarBfaUmzM9KR/GbrwD79iAbCUR6O5D1+gsIr16Hh5ujGKw/AhgNaKiag49vLoU70wPLggViO1wVi+P+5WUY8kWkU45BMKxAsJmN6BwJ4js7GiUkZv6mj2GRzosFMwpgn14lc2DRU6eFJPfVrEKjyQ0LkligM6PgQ0Ss4t3d8D70EyQ6u9C08TacPVILQ04utOEh9A0aUbeqEpk//DFM/+efzs/MpXCJQbITPQWYpgHuT07MR1mA0e8Axhwg/UtqsT36H4oUmecBtjWK8NBGSIsg566oYjDIgFHchmLVZUWliouXCZVbYtlHv68UK97Ofo3apv9ZwLJYKVYECRzVNCpesR7A8sHPkH6oQRVeYvHrVfcYiTM7zHQuFU7CGSutSymVTHQkwTbPUGmSDDURex8j1w1qJov2UO8TgPMmFZbB6ybVL/59OJgKObVoPtkrdrqCsnQJgGAgw4GtjUK0qNRUzsvHxnvmoPPcoCg+VLayC904tqtFIsfrDneh9mCXzFTNW1MmoRC0BwbGI9AbdBIkwb4oV5oV/jFV6ktSV1x1ARHlukpLoK12EEe2N4slkI9DkkNbYtFEKTHLfRmiMdzjlf4oV6Yde16oxUi/X66nfZFJhkzoY+hEWpZD7H2RSBxaLAEtrkmAB22L8txP9+ONX5+EXq9HyfQsCdWYvrBAkgHZ6UViZXWYkJ7tEHLJNQVflw8Veo8AJx8GfP3q526e+CkA/D1A1A/Ys4Dap4Gln5/yXUmRqw8QJqMem2bm4rs7GrGzYRBrp2fjF/vbMDvfjXgSeOlUr6hbnBMh2gYD+KyhF9qLv0YoqiHLakBhfwd2T9uIaTlOuCxGZDgteO1sn9gA/WEND6wqEzvgrnODONtDm2EcfeNhPH+iGzfP44B/DEfbRuT2VLY6R4MyV8KTVf3ekFxH0pfCBwdGe3u+/nVRlhiaYJhWiURXN8L790myH6PWqXpY1q5B7OhRRPbug9bfD/PyZXB+6gGEXnpJ+p2s126SDiza6rSeXliXLxfyIXY7kxHmpUsRb21DMhKFMX/qlCud2YSkzyedTImBQZgqKxFt75BZKl5vSEtD6NWtsh8s4I2eOiUhFbYbb5BUvtix46LE8QBE0mndtAkhkjSbDbHeHliuWasi13NzROEKnz4tljrGrjPAYxIxLYHXGwaFzEnMfTCIfQETrq2YhU06DeGm0wj2d8gaIuvmGxE7cgha/TncOWMBjpSW4Uj7KE51juL4zAysMxqFFBDWadOwvCITP3mrRU48UE2+u6ZI5he31/ULsSJO+oCTcOOLzjwsZFgJ3+uqKrRlFuN7bRoi0RFR6/ane/GXewJkDwABAABJREFUZVGkO67+AJlYR6cEmDAFkgEtUZ4oZlhLKCQKbTISluu0gQEpzU6Rq8sE1jmA/Vog+LpSrazLlBWQ/VUMt2BIAQt/SYIme7Bo7WPBbCKkotkdBUp1ct0FxKlo9KuUwWiTIklcvJMwMWmQsexUPKhKhRmqkK22zUQ68zQg0KIW+lQ+9NlqzitFrj542JcDhn9RrzXfAyY7UqmkLZPvhT4HsPF7y6osgYFtE4mA96h+Mu+ztC4Ari0TZcPWCbtnmUqZpJqVZCBKtVLGGHQhMf5TAyYCUr1h8S9j10mAaPNLGBLyL5MC975Uj3AgJkRjoHNcFC2m/jUc7RYyRaWJhb+c1Zqzohi97eNi0yNKqrMkJGPVLdViyRvo8koaH293IYb7/Gg92y/R7LwdbYW0GdLax5Q/ki4SNk+2TbqlmG7IzqvSGVnioBgfDIqFb+n1VfJ4DNkgGxJ7Y4WKkOeJ8fRsuxQN0yZ47M0WmTVLaBp628Yw2OOTqHeCYRWZeU7Z1oFXz51X3TJynFizZeaHIwGw5xjQ/hYwzqAeBxALqBMMTMrkyR8qWFY30LUfWPgAYPrt3WEfBFLk6gPGbQsKYDXpcbR9FEXpdjkjzjkrxqrbzQb0jCmvLCPVuZgLbtuJPLsZ2U6gZSgAd91ZrFu4Bt8+F8QDK8rw/MkeuK0m2M1GNPT7cKx9FJvn5KNlUHVnMY6UoAXRZjKgMtsJs0mPGbkuVOU6Ud/rFfXrprkF6B0L4UjbsPQdUAnjPFcKHwyo7vASa22F/9vfEcLBwl/HJ+6XQtnQCy9KGp6+qEjmlczLliBWWw////shTAvmwzitCsayMvi+/R3ZjnjDm5thZxHx0CB00CP0xhui/sSbW+D60hekQ2sqQPWNyX/ss6IlkV9QVG0Y3EGVLnLkMBK7dss8FMmF7dpNiB4+DEN/vxw4mBJoKisVEsa0PipZ7LMKv7kTxtw8mJcvReAXjyAyOip2QteDD8J+801C3i4E/7INnHWyWuV1EwwNSlS82zcEo9WIRFKDeckSsevpI2GgrALh/fsx/xoLTpqdiOv0MIcDiLd5EX9jhxA05598GgtWrcTf3TxLVOYct/X8Z4Hq77vBExKTsF2zFg276hE51yREunBGGar0IQx09iG9eqKM9SoFCZPv5z+Xkwm69HTET55E+Vgv0pyZ8NmsSPi8MJlMqEJAikcZoZ/CZQIqUFn/A/DNUjNPJEMOLpDHVfofk/1o3RPQ7mdVRIrJf4khVRLLQAzTTCD4FuC6F/DXK3sZLWO0+VkWqh6ruDqJcV7JYicSZ620nomupdtUZDeJFRf7nvvVz0yf0yUA88wPPMr7Qw12kfES2A0Mf1XNXrHTikmAJFmj7K1qn1CsSgDrUsD3OJDUA/ZlilxR1SQBNhYDsTqlVvJ9jLepUJIRknPagGPKHsho9inA9JoCITVUZCSJT68X8kQFh4ESB19rlDURlRuLzSidWOykyi2dUKTSbcgvS5fYddrtqhbmi3rEvier3SiWu/0v16PxuE6I040P1shM17vJifyo0wmB4YX7wq6qHU+eke3TzkclrKw6Bwe2noMnwy5WwxO72zB3dSl8I52idtEGyMQ/KlucB77pwRos2liB0uoseQ5ZhS5JD+T8WCSoTvpNguEcjJ6Xt9hmwuot1XjiW/vO/1y1IF/UMyYr0jp5VaPnCHDiYWUFjAaA8CiQN1+prpPfQxnTlW3QmQ8Yp37tmyJXHzA8djPuXVIil50N/fibZ86gOMMmlqORQAR/vqEKxzvHJPCCYbhhmx2jfVEhXlzkxaHH7LJsrDNqCMU1BKJx5HtssEyoTSRqh1qH5Sz5NJ0OQ94wRoJRsQz6o3G8cKJHiokZAb+0LAPpdhN0SR2ePdGFfl8EJ7u9KMt0YMgfxp+trxISlsIHg1h7B0IvvywhCvqCAkmYYyiE9C0FgxJ8kDxbC8vy5TBkZCJw6JAwiOTefTJwSQudecECxBsboQ0OwrZlqcSPa20dMJSUIN7ZieT4uNgLWdRrmjVrSs5I0Xbo+tKXEDvXIAtmRsSbV61EvKVVkg2j+5k2ZYI+JweGNHbl6GCaNx/WTdciWl8nap0leylCL74kyXGMUZcYcrcLupxsBH/zFBJCrIrksTjDZF29SsqDLwQLGq+bnYuf7mkVT3wiHMY6VxwZJ09DV1Qo6phjcQ3gsCNC22RODqwJTU5EJDvbkT59LbJcVswq0CO24yAQ12T2KvjqqzDXLESO2yYpnpwfGtu2HTAZsHrFWrxltsnnjOmd3FZlzttWWs52mabFYBwzYJkniTkHtiFy+gxMpbkIf+p+eR5XK6J1ddCamxE/dw7mefMk3dKuJfCV5Xk4ETQikq3D7GwbSvtaYdiwXpRCfVqaEPMULgMwaMDy1+r/I98FRv6NCTbqBAqLZG03TCQK0jrmBHQONVvFkAtaB6lSMAUwvEtZA1k2ay54e/u0D1KpYvIgwbGV+ICyF/peBBJdygLIuSvbBpUyRxVt+Fsqzpv354UELfPrqcLhDwq0ZlJV8j8HmMtVYiRLn8d/pd4vkungG6oMmJZBEmBaOqlS+QeVfZQl0yTSfD950LLMAKL16ra0FcZOApZCID6qerJMW6bkqZC43Pa5ZehqGpJUPloBrQ4jag91i9LDAAeWAdPWR1KSkesUm1zFrGwhMIxI5xzWaH8ADo8Fu5+tw9wVJWIHdKc7sO3xk0LAeB/OM1Htqpz7XqKYkefCrCWFUkpMsAerqCpTQi0sNr+oVUazUfbJ7rRIUiGJEG2GtBHy30UbKuHJsqHhaC9c6VZ4shxoOd2PnOI0UbA401V3qEtmtzILXJizogT7Xz0npG0yfp5x85PILkqT3iu9UY+K2Tk4c6AT3qEgfCMhbLhvLvJLr+JAs75TQPchIDwGzL4HiAcBSxqw4X8DA2eBeBgoXgWMNgOZlcAI/51apTx11JtCjAZiuGFuPvY0DaJ1OIjl5RnoGg3i1vkFeOZYtxAqU+kmDHz/HNK1mKQM5n7hM+hyZiLDPoZMuxm3zstH20QyDO1L46EYXj7dK5YpdlutrcrCdWm5mJXvws/3tomdkOmEJG+8LWPZnzraBY2pbomkkK6idJt8wH2Hj8Lv74Pe5YZlUc2UhiRc7YjW1sL7H/+J6ImTMh9Fy5+xZqH0WEljocEAncuFJAt3GWTBBQ1nldi/JNI1ZxZ0MFaUwzSXBzkdwrt3QzvXqFL3Dh+G/dZbJKVOZ3eo5D3eZzIs4wOGweOGYckSmKZPlyQ/qk/+n/1cVK1kLA5DSbGEccRphdQbYFm/DrGGeunGst+2BdEjR2RhzcAKKlLx7i5YlixBctyrnk8icT6yW3qvJtIA343l5ZlIs5nQPhxERjyM4se3SkBGgtsZG5X72a9Zi2Rjo2zTlJuN8kgU2sZV+MSKNSgNDCH8pS8gGlbbj548CfvHPqpeO/585ozqsyJ74/xcYzO+/qWv4M2wQ9TnTIdB1K0spwUJv1/UxLlmB97y2DGz7ZAQK36ObdEQ/A8/AmNFBYwFjDe+usBB8fCutxDv6BRLauBnP5O/Z35n5JaWYBN72tLcwOCgkGpDQQGih46IcmvbuOFS734KF4LWPSoVjusA/7aJhL+ZyspHy5/3l2oh7b4LGP2uCixIxIHMv1PqhT5dKSHczmR5MHuR/M8DsRY1lxUbUven1ZDzXdE6dRuqHKHdKiGQs1m+3/BTqAic/2nAxc/mKOB7QQVqUEmxrVTqWgp/GPyvAiPfUooViRGT/ahEBg4rwiwJkenKLmi/EdCYgKd7e3kogSYA3J9QoSaGAsD3tLIVSgfaxMxWbEBZAidvP0UgoeCFpbwMjOg8N4zRgaAQL1rmcovT0NU0LCl8EmYxNxfNp/qE4HA+6cSuNlG1qBoxTKKvY1SIVJJ/b0kdDEaDpPYRtPaJG+NdJzEZAb9sc5UoY4Ex3iaBIzta5Hckdyd2taJsVg7KZudIeh/VLVr23Ok2zF9TJr1UtCU++4ND5489JGxML5wEUwqpxBGjgwH0d4xh471z0XSyT0IvSNw4a8XYee9IUIjlrCVFaDB0S5ri+GBAUgK9oyEcfr0JNz24SNSxqw6+PuDEzwF7DtC6E/D3Au5CwJoBLP8KYO4ECpcBrW8oosUEwZYdwLr/BeTOmbLdSpGrKYTNbMDWM73wRuJChrae7RNV6Y36QSFadb1e/I+GBG6673NYbAhg1OLAtkQWju1sgstqQueoSWx+62ZkSbIgZ7ge2dcm22bgBcMymgcC2DI/X+yG/MCTWL39+EZMy3ZKFDulco/NBH8kLvNdN2h90H74CMITEZ2Rg4fg+dpfpTpq/ovQxseFSIR3vCkzSobMDGi9fYgeOAj7vfdIL1S8qRm6Qjv0Nhv0M6thWbMGWkc7LKtWInb6jGyHVjp2W8VaWiWWPd7VjURPr8xbJUdHpfA24fXBsmSxdGHRisfHZLeShGhwLmuKkgMNK5YjcuQorGvXSICFhHKMjEjvExUsw+gI4u3tUgoc3r4DhnnzRJmLnZ2Id+acVkW52Oj0aR5Yli9Ts2QTIRBmEvv89yckPKjNzPfIhURqPN0ls9SJ3l6YlyxFMhREvK4ezk8/KPtI8uZauxa2LTeiODsbwRdPI+p0ITFBriR50ek8n0iotbSeP7ipKzR0eqPY2RqUagR+Rg+0juDvr5+G4sd/gvi5RqTr9fjzuz+C5GgP4uk2Kfjm55GkOjE8BFyF5CohM3hdUgEQeu55ec2Sfj9g0CN27BhMK5jEFETwuRfkhAHrBQgquZYVy98xS5fC5ZAilw54H1HzVAkN8P4cyPwHINwEWJbyLAQQ6wbcd6vuI5iA0e+pIANTLhBvBZy3KJJGCx9tYmM/mti8AzDb1JwD7WcxnoCh5e+C0BcmzhloKbOrYAQu0iWhbuKzyBkw6WCa6N1Ke+ASvE5XOGJtQOgYMPJ/J4qC3UppCuwAXHcC8XkTM290H5gBx3oVdBGeKJVOqBAhCb6wLlYkzZCv3nvaSqloSaz/iHpvLSVKueLfFsmxkRbDucqaNQUgqeAl5I0gvzxNiEh2kUtmrhhCQeI02OVFWo4DgfEwju9sxbUfmScWu5A/KgqQbywkXVi0CBotiohRMZoEy4Z/mzvEYjNj2jz1N0rr3ZHtilxxTmvFjTNkNozq2nUfnY/m0+x302H+mlLMW1Uq+/fkt/fBZDJI5xXBoAv2bU2i6dQFnXB0OQViEvXecqYfQW9YVDJerrljFt54/JSyQtqNqFlXIWEb2YUeCesgBnu8YltktPxVB18voDcBZjvgm7Akx6hceYDQMGBLA8IjQP8pwMr+PhOgRYDO/SlydaXCTF/wxGA+gyxcViO6xkKwmfQIxzX4mAqTBJ7tSyIyrxLn+rzoHhuWzqtILCFWQM5WPbCyFAVpdowGozDo9bIAJAKRuKhTRzvHYDUaMBqIyoyKw2KUGa+ZeS6k2c3YeW5QSFX7cEAKigvTbHAfO41069tfelp7uyzsLVPUn3S1IvTCSzLgLyWq3T0yZ8Kz+ZxH4tl72003ik1OGxmFPiMNto0bJbVO66uCNjgkNjUW7uqzMhDasVMWobT9GcrLET3XAHhpy7PLwGygZilqy+aiVBdG3p5tQta4DfPMajg/9eB7ZpY+SBinVyH24x8rW+LatQhv2wbrhvUScMHerqTXC8umTZKQqLfboDNbpCuKi3Lul2XpUiGG0bN1EymKK6F1dcprxN/9PtYxJhK6HnhASoUZ+MGZM9OypXLw42th37IFyUAQ+syM8wdEdl3x/eCCn+RMZ7PCXP12Xwm7yd4BgwFNIb0Qq/YhlbjJgItXTnXjPoMVQskSCbiefFwCSiJ9yhYij+V2yfO5GsGTLuZZsyTBEuxwi8akNDsZjiA50QEWHx8XuycJN08KSOEyieuF5DWFSw8Wv3IGi28LF9eEsUAlx3HhLOl/VJeHVeEslwlUIxiAwUV4jHNRFUC0Acj9lro/F/EXgrZBboux7RLf3qqsZNwWY7+t8xXhonpFeyGJgLGI6UDA2LPq/5Pgot51i1LAUvj9wMCRoX/hB1cFllBNJNkRgptU0eycg/P9WqUCUiF036mCKkxZijzxPWdCIANIqGAyhp0qJnuyGL+vL1XvHf+eqFwRZiPgf0Epn5FfAOmMvb5hSp8q54me+9FhsfzRLhePJbBwfSk66gfRcrZfYs5p9aOi1NcxLoSJsew8RjjTrTJblVOShtE+H9bcNlPIl280LCoS561+H1AR43wWVSWGT/B+TBhM0E1hNmLJtcqCdiG5YdQ60wVZHpzUkmJTzLvAupdd4BY1ahLpuU4hgVSpGJ5BnNnXjtxSj1LdeJI8GEftoS5UzsvFYPfb92WQBpW7qxKufMCWoUIsOEtFMm9xA/EQEAsBrjxgpAMIToT1WNMmwiym9rj0e5OrtrY2/PKXv0Rvby9KSkpw1113obLyncV/X//61zE2NoYf//jHU7GvVxyoUk3PcUkZMNUiWvNIfCIxDZtn58ksFWeeyJe2nukTMjUt24W9zUPIcFjkdrlsDo9okg6YZjfihjl5eOa4Yuecx1pTlY22oQASSEpRMNUyu8mAkky7BFzke6z44oZpON4+KjHxY8Go7EPZsvmw0149OIQko7EnFq8p/P4ggYrs2SPFwKaZ1TJflRgbk4hxy5rVcNxzt8xfccEZfO45JIJBJIaGkYzHZcFPQsT7RPYdELIQPX5Cym61oUFET56C7e67kejpltuPmxzY5apAT8swQvER2KbNhPPgXpiKChE5cFCIDi18UwWSPj1VLFpHwyGYli6RaHaqdiT70VAI+rx8WK67DgiHEd72OkwrlsNgsSKhxSUF0bp5M2zXX/+OHqv/Kvj4jjvueP99pMWSlwvAAA7L0iWIHjuufl62BOYF89/5+5XLEdl/UKyYJEzZ+Znw1am+kEkk4ho63DmYnZsLvYfDwToYKitgczpFhdPn5Yltk+mJVyOonNpuv12sj7Zrr0XkzZ2itpKwkixzbi1e3wDbbbch8PDD6j1OT5eTC3/M+/37IHVs+gNARcHCcAseS2SgkZ8GwLoCcGyeIECL1O9Gf6zS4kjIYl1v9xuRALGklnM7JEW8ffio2j63x+sip4FouwpP4EKfKhfLiGkptC0DMv4SiJydSA6MA/pMZT/jwp7zWPyXJIzKWQq/PxgiwveFlj/HtWreisogiS7fC/cdKswkVq+soSRITIgkubLWqPc/uEt1ZAVZmF4PBF4H3PcA4VOA+0EgclKRba5Rg3uVk5DvMeP+/a+pMAzfk2rmbgptneyMysx3SnIgiQyT/VjkSwWK4w+1Bzux8pZqSQBk0AOT+BZcUyb9hVSuaJWjTY+hFGbrH/53xu4sXi6EgT1x7yJVk5i9vBg9rSMwjYRFRVt2fZWQtPO/X1kiKthwn09si7OXFaH+SLfMZU3C4bGio25Igi+Ygqg36KFLAvPWlqLpRB/62kdRPD0LC68pv3oTA115wKqvASceBQoWA6OtSp03u9V3yrlXAU8RkF8DdO4FbFmKYBWvuPTkqrm5Gffccw+CweB5/+mjjz6Kz33uc/jiF794/nYHDx7EwAAHHlMgyrIc+JPV5XjscAdahvyYmeeW+ZEt8wswpzBNLpFYHKe7xjEWjIlaRXWL9j1GRLttJlw3Mw//uaMR6TaTWAWr85z40oZpGPBFxHP76ple5HosYkuidXBJWbo81t7mYZRk2CTUgrHTDqsBTosBGTYHFrYew+iLz0HXdk5CEZhSx8ABE4tiU/i9QTKqczmFXMXa2mG/+y6JpGZgBRPsSEg408NkPLFRkRA/+kuxDpoXLhTLHaOqGRCgjY6IKiSlulS9cnORaGlGrK4eMXaVzVwAp07DhhPbEDl8BAM2M+y5biRysqHPzUGSyX5T+VyNRlhWr1Iq3MAAXF/5Mrz/8q/ql1QqHA5Ejx1VUdzHjsG6bh0i+w8gHo3I7zx/+7cwXAJrGF9j1+c+qyyMnGkrK3uHwsfX3/npT8NKUsjfFxdjSTCO+Y3DeLN+QBTgjTNzMTDuRZ7HJqEi8dcYYW2CoTAfzo9+FIbrNyPEw6hJh2hdvVgVjSx69lxdiWemkmJ4vv5VhA8dgrGkBLG6Opm3E8so5+kCQSSCATg++UnokIRtyxaY501tkXDq2PQHglHsjE5nsTAj1dmHxK4i971KmbAtUYtvLpLdI8rix0Vy7Cl1fxIrLsQH/1bdnsTMvlkVBZMQUbnyPa9mueTnARWe4dsK6N5Q0d3OTYBpuuph4twObEBoJxA5rpILHVQ8bID7PrVvKfz+kEJmpiWFgGQa4P64smjy/SGpJYLb1XtEcN5q+F+B3G+rpL/JYmCSK61bqV8yk0RSnafeJ4Ze8H23LQb0uUDgKUXWOZNlX6sUMYZpiH9n6sDQiqJpWTi8rRH9naOoWlCAY2+2nk/N42wVVayBrnFYrEYpIW451Q+dQY/CinTMWlYss1kMNLqYYHDF7Z9fLuTJ7jTLzNWFoHK15bNLxC5I1Yk9WA63FeeO92KkzyfR7pzf6mocEgvk/lfOSVGxO8OGWcuLcN3H5sM/HhISycC89roBia/PLfaILfGqQtEywFMCdB0Gml5VdkAqV0ONQPFKoP8EULIGSK8AMmcA1VuArKk7GU38Xq/wv//7vyMQCCA/Px/z58/HyZMn5Szh97//fQwODuLv//7vp3Qnr1TwQL9mejbmFnkQjjGOHZI+5rCYREHaVtePQ60jKPBYxar3wqke+EJxLC7NwLKKDFw3K1e6sSqyHNh9bkjCMKrzXfjLTdNx3aw8jAUisPZ1wzsyiJdGDGgJJnGsYxSrp2VhToEHbzb0iyL28eWlePJoF7rHQpibYUZObAx5wQgyKqYhMTIK4/p1cNx77zuUK56RjvcPyFn6q22R+F8d5I+dOoVYU7MsxJkyZ8hShYI8I++46074fvJT6anibJXr05+CZeXbZ0TinV3vsUUxFIDkijAUFIq6RfmSCpVcR3WIhOrVV2UWKW6xYejICSyqqkTHkaNCdGzTypDoaVMx5YWFMF4EYqx3OGG/806x1tHuZ+aMWF29PD+qc+aSElHuWHwcPXQY1us2if3PVFEBU8mliynn3zXtl7/194yZL+dciUKWy4A/W1eJ4nSbnOToGQ2hZnoB8gaGESksgD47B6GubkS3voGO0pn4VodeQi9W55hwe89xZJ44BENBHlxf/KLEll9N4HvL85+Bhzmvk4BpzhwkvOMIPP649F6xr8w4cWLBUqP+xqcSqWPTHwh2WIll65YJe4wOMLJY2AREmgDfU8r2R/sYZ6hCW1U0NxUPx43KIjb4vwBLlVqg0x6WGASy/kEtzsP1gMbUuXNAiKqwXtn7PJ9Scd2+J4DQHrXQH/+Juj8VFgZnSCR4BRA5AWR+Q11/IaRji6mC+ROq1oe4GDp8QBUwk+jalqtwEoJ9U85bVciIRmIUBdI+q4JIJhE+8c7tsRA41vF2jLrM2mGCpJEkMdbarIhuYLuy/iGk3sv0v5wIO0lTJDp0VEXzT5L2KQSVp4w8JxZfOw3ZhS6MDQVFAWJUeTQSR8AXgTvDLoW8LCCGzo9rPzYfOcUeKfx1eKa27+h3gYrW75qDIjlkUMckqELd+YXlOL2/Xd4SEkaWIzefGZBiYfZ/MXp+19NnMTYQwFvP18lHj+XKIV9EXhtGtLP7itu+6uyB3g6g/hnm1APTbwI69gI9B4FoEPCUqu+h/IVTTqx+b3J1miWfJhOefvppZGRkIBaL4Rvf+AaeeeYZ/OY3v4HFYsHf/M3fTPnOXqng3NO7wbPiJD65LosoE5zBuqumEMc7xrGiMhM3z8sXa6BJr8euhkEhRkR9rw+v1/ZjfqEHpm1bMe3p51DbNYKPlBSj5aZ78bPWGJoHfBhxRCUxcEFxGl490yeWQJNBB683iD16O+5Iy4DBEIHBakEwDrQ+/jx0jeeQMbcaWTXzEHrqacQbm2RmxXn//TIvM+KPyn7mua0SnvFhQOTQYfh/+KMJgpSUAmDbTTdAn5sHU2mJqFT6/Hwk+vrFGsbrLoTqrHonGBk+CSavub7wefif+I188I2zqqE3GKEzmUVlSXi9MPt8qEjPgt7vhbO8BEWl+TCcPCY2OJIz+603C8macjCAIh5DeMd+6cEiuaRVUOvtEWuY9bprEX7jDRhLFdFL+vywrVhxRdpNy7Oc+PjyMrQO+uG0GlASGMbYd3+D8WMnoHfYYbrpZgydbUBrQxdODNHfHccL/RFYS8vxcVcdtJ4++dsx3n51kStC70mTpEBjWSlMc+ch+sgjot6SbEUPH4H1+uulD+xiIHVs+iPx7j4iztiMfU/NSFGRYlEsbXx2Bk54VRCC80bVlWUqAMZ/rkINiMBWpTbp1ilyFnhZETRGr9OeFu9Qi5vxJ9QMkK1cLcwZqsEFfPiYSgbkwogqC+xKwRr4irK0cducDRr9f6qQmAQi/c8UEaNiwoU/I+M/LPD+Ws03CTTAeTtgmQmYZ6gY+7RPKPI6aQd8d7Q9Xz/OvJ2HCTBd8PpRvSQhG39ERfM7NqqQE4nmL1LhJiTjJLlUyOyblJLFABPO5LGg2nnTRXkpeGw2mQ3Y/sQZzKjJR/mcXDQdJ6mEqDtmqwGeLLtSqPhMzUbMqLkyv5sr5+UhLduOseGgpA+STO17qV7msNJzHJi2IF9mv8x2E4Z6vGIXZPR8zfoKuX/jiV5Mm5cnaYZXHWzpavZqxiYg6gcCKkhETtrUPwdc/y2lcl0E/F7kKhKJyEGKBy+CB7NvfvOboszwoEYbRjgcRnzizPulAvezpqbmPftht9tx/PiFXyKXFrSvHG4fkXmrY52jaDjbh0yHGZ9YUYbKbIckBKZPEDIWAU8SK1pmeT3LhluP1cL29LMwJJOwGA2SLjet9Sxm5CzE/OJ0OZNOYsXbs3xY7s+TVQYT+gMazDlZMIz0IKg3QesfxOAOVT43cuQEzKeOQx9QA5NMX/P9/Beot2TgoTNjUrK6tDwDd9UUS9fW1Q7OVE0qT9rQkIpaN5sQb22F67OfFdJJi5SutPR972+ePQvWO+9AvL4eSS0OU+U0SVy7EMkIB1oTsN15JxJNjQix92ndNWK/Y1BAMhCAZXgA9ukVcMbCCD/6iKhcMYMBoRdegO06HtSmHua5cxA9fhxaV5dYFzmfZKYyVV4mCYCxs2eht01Y/3Q62G/YfEUSq0mYjTr0eMPYd2wIWeMDWLV4DdKOn0LCH4T26qtwb74RJ3UeLEjTo8isw+GhBE6PxRHOLYDV1yCKztUGKtra4ADsW25F8OVXYCgtlZTIyVk39rlpPd3QOrtUt9kUI3Vs+oBB9SHaobqqOKdDOxhncLhwF6JVMbGgzlNzOZPEigtziVxvUCQszBkc89vR6+77AQvtY2mAfSUQnSiflaNSUh3cOIjOWSwqZQS3P/6wCsUggnsm9mNiMJ2qGAmGPkcROT4eLYSuW9UM0dWMWK9SAgWaCgRh6ARDKmjDzPqfE/NTv8OWS9KrjSnli6+/fYO6z3kwPGtMFT2zMNj7qIpf50we+89IgEWxNKri4cg5ILhV7Q9toOxVc1MZnXpULyrCjidPIxqKobt5BCUzsrBwfTkKKzNQNicH+15oeJtYWQwom3Vld6ixgJhWx476IVHuSqqzcHpvB0YGAkK2yufkoLdlFCXV2XIinCmDTBPkbanohYIxXHXwD6jk05l3AN1HlNoaCwNmh/r/eAfg7VbpgpapT8X+vb6Bpk2bhhMnTuCv//qvZVh40SIOugL/+I//KAeul19+GU8++eT79gFcTJw7d04OXv/2b/8mg82TYIv35QS+RnMK3NjZMISmfr906DC8gmmBRqMeP9rdLBbAzXPyUVOSjnXV2ajt8cFq1KEyx4VAOI6TdZ0oGQmgMN0mShJTCC0hP4ozHXijrh9joRiMeh1uX5APzW9GY8iLqN6IUZ0Zi5bPQl5dH/TGGAyr16Pv4cfO7xtrEII73oTn9tsQ93rlusDoOOrq2hGKqaFUWhlLMxzYVOFBvKVF5i5MFeVIBALQ+vthyM6BISvziiwBZk8TB/XN1TPEric9VFINE5WIdcaJy0WnR+TwYYTe2M6VE6ybNsBCleZdvVNJTZMo9cievVLIm1zhh6GoUMpzdUYT9Hm5CDz1FJJ9/Ui4XQgy5tpiRrShAbbrroXGPqfxcem/0g0PwxANq+JerkesFpkBomXReBFS6rjPTDKM7FR2EZIsvdMFw9LFksBn4uxeaZksvjm7xHm+Kxl7m4bx3PFu+V7raujBOZ0Ff7nlNlj27pYUqNiyFajp98PwwtOIjoxi6eKFiK25BtY9PKOrg3n21MW8XipEjh1H8FePw1DMMIOw+pxzlo7KFS2Dbjf0dgf8j/5SEianOuAjdWz6gMFACes81XU1GUrBEAvOX7E0duikUjMc65SSQYWKBcC6LMBcrCyAnNchKWMCoSFLzV9J3DfVlsdUeAUJG+eu9IcAI2dy9GTugG2tCk9gbDiVj8BrF+ycxj9ApZSQ6BFMM2SsO3/H+4//Qilu3IcoO5l4JrtSkQEqOMYywDC1ASsfOGiTZOiHxOCXKmWKxJQX6RrjTNswYKxUs3E8Geh/EYg2KSWP9kC+p++3XSqUnL2aDKMgQebnhK8b338GUnBmivHsnIUj0SKJot2PBIqPRzUxaVXpkGIV1KuYdloH2adlmnqFiHNUJFK9baMwGPQY6QtItxTVmtzCNFz7kfnobBpCLKxJ+S4TBq9UkBzte/kcOs8NCZnsaR0Vpa5oWoZ0e/H30+bmIRbScPZQp9xn3soSUbUYD8+Or7ySq3DUo/5ZoO8kMNIIhIeBys1A90E1e8WodgZahEbU7Vb/t8uDXP3Jn/wJvvCFL+C5555DX18ffv7zn58nCTxY8OwbD2CXGvX19TAajdi8eTPMUxhL/UFgeUUWXj3Vg6+mjyHtyD7Yiovw0thS7BqMSbLgoC+Cfl8Em2bm4PPXTMNzJ7oRCMewrW5AvgdtaXZYDXY4glHkuCywmg0YXr8BTY0+5LitYkWkehUdHMGW7mM448lHsy+MhXPKsHRpJbKXF8oiqGMgiEjaVmBcFf9FtSSMJaUSsTyJRFY2tKwc3BILIa+1HjGvDzmdQXhfOoR4reoyMs6YLmqK1twiAQbOP/0TWBYuwJWC8IEDGP/mPyPp90HndMF+1x2w3XyzRGuTwEgp/ZrVMneVGB6GefFi+J94AqaCfOgMRvgf+qm8npzJmgRjq0Ovvw7fd79HY7jM9kR2vClKV7irCzqbXRapvL9gMrY6EpWuK4ZHUBkimQtvfQ2Oz30GcSYOjo7JjBbGErKYnSSAFwPmuXNhmjsXWgeLJvnGG6RniyAZZVfX1YKTnSoxkJY3PjdfezsGcy0oGB2FaeUq9LoyUfTzX2DI50UcSTjqz2JmdSEs8+ZAv6AGp7NK0XCwXUJsFpdlINd95c+HxDs6pJ8sMTAg4S2xxiaZw0uwRNhulwurBai2MiFyqslV6tj0AcOYruxgoX0Tcdp1aiHNyG6NKWUmRY7iX1EBFznfBLy/UksJ/0tKhWIiIBftVKlIBtiNJNaxGGDM5fCmmu3h9jgnxP+TIHg+DtivA/Sc68lSqpQc7SbAs8/G4ok+rAlYF6rvTBKqycRBPjZLc4WAGQDHBiDIstZxZVfjfJD5/Z0GlyXGHwVG/nOCAGUBWX8HmIpVOuP4j9Vr5bhVva6051nnAGM/VaQn1qqIWc63ANMF/Xuh40qJ8j2musYQnyh01k3MTrmUeikELqJIlARaMCBjHAicVGpk4FWVGkhVkoSKJFzO/PFPYslEh9nFAW1+tMPRBkdk5bvOR5szjn3m4qlX0i8GfKMhCbEgNC0hylTTyV6UVmdjqNsnM1XhUBztDYOSlshLe/0Qpi0owJwVJSifnSPq3ul9HUIyK+fmSGfXFY1YBOg6qGyBY21AxKu+L+Z+FPD3AY4cFb/OgmEtqqzHk+uuKcLvtfWNGzfiX//1X/HQQw8hj8P2F4Bn3v7hH/5Bhom/+93vXtJEprq6OlRUVPyXDl5Mmfp9rpuKmPY/z4ti9Fu/kg4sf2Ex6g+dgbO0XJLH2oYDeOxQO850jeGmefn4s7WVePp4F6Jn+qTz6PAYUH7bx1DYX4dQ2Ivsa1ajPScf3tNNCMeTcJgNcJp0CPYNwF1/Gov8B7Ey3QNH7SvIG92A8V27YSjIR+4DfwrdXXci+tOH4B3zw2q3IvnAg4gO9sPIzprCIrTMWYm9jQO4adeT8Pb1SOpgWnQUWnen9AIhFkXohRdhu0H1WZBkdR0/Ay2nBMXZbikzvpxBxS3wq8ek60swPILgM89BZ3cg/OpWWG/YDENODkIvvYToyZOSiqbj7NX69dBIvCYQa205T67Ye+V/7HEkR8eQDIbETsUOLKpboZdfQbypSfU/LVsKy7WbpICYcd8s1OUCFiYz9GlpconW1cHIbqakTrZhXrRIEvlIYh333QPTrJkX7bWieuX6iy+JBRCxuMxaXQz716VAaaYd9T1j0l/GmSprbg4yrL2wrVyOkZx8jLd1wjzmR0GaTZQRHuT0TFL8+7/DgZZhPLRLlUoSxzvH8JVNVRJmcyXDkJMtZJOqFBHl5+DWW6AvLobeRZsQJP2S84K/rRj6g8TVemy6VMclAePYza8plYnpcLEGNdMkJbSjQGRQKVZUibK+AWT9KzD412oRzoV1mAvvj0yQqXw1d8PwBI0Fs/YJuyBnsPpUIIPOpa4nCYg0TChby9QMT9qngfFfq8clMaIKEzkERDuV5Y3b4FwWLXEkdToqElRvJmxPSa8q0XXdB0SZxjqmgjQYqkEL3OVuHwydBIb+SamDgkE158bOKipz7k+qwIixn090UwUBwz6V1kfSSpC4xlreJlexTmD0h0C8DUiMA8nRCQvhYmCM4SKjExbLjym7X+itCRWSASIWnkWbUCRJXnWA82Y1Z8UCYnksKlgFQNqDUxrB/n7q1ZbPLkVv6yjMNiOKqzJhtV/Z37fvByYHejLtEmYxPhSS+PXisjSJc5+1rEgSA5kwmNCSyClyS+8XwyvsbgsWra/A7udqcfbA2+sW3n7pder7/IqF0QxkzwJ6DqtUwMaXgXMvAdW3KWIlJ67jwEgTMJvpo1P/uf+9H+HWW2+VCxcR7wdaMm6//Xac5aLrEh7AGDv5qU99CseOHZMDGc8UsuPE6Xz/D/nCidS2C0HLz1SDZ1Yr/ANod5rhDcVhiQaQ4UyHNx5FMGaWWPZMhwU9YyFsrx9EVY4LRelqnsVs0sMfjeP7bRp8K67FSCCGa7KycaxpBAadHl0jQem7SsTimJ6mYbxvWPKg+ofGkW0zwexIhzOZRG9+OR5+9giGs4uw8N7PYYEpgj6LE4+MGmB35OCv/uZG9AQTeOytNmw0jyoLWjKJqhULYPKOIdbRCRM7g+JxJM+cFeucoawMYxXViI+OILZ9O/am56F61SIUZah91wYHET19RpLFjNUzYP4ts0q/L0hMz/aMo304iAyHGfOKPBJZPwmSmlhzi3hxjRUVkmL2blBhYmrihWApbry1TZ6bjj1OR47IsD5VIpbj6t0uUbnEIjgxR0Hic36/hoYRP1srip4QUP5d+XxgZKTWy0ZxZQeKHDwkMeD2j96H6NFjSHo8sKxbJ2EQmD4diYBfwiMsq1dDGxhEvKUVxtmz5Dqd2yN2RMMU9wi9G8asLBivuQZXO1ZXZaOlYwi18RgskRDuLLYg69BpdPtjGG7qg2nxGjgzPGjpHobJqJOTtfG8cjijcSFXk4jGEzjaPoo9jUOoKU3HcCAqyjRJGecrryRYFi2SecPoydOwf+QjSAZ8MFZVCeHnXGH08GFYViyXv2npHbsIuBqPTZfquCTgYp1WPkOaWqzrM9SimaoTrWBMnuPim7NQgZdUiAJT6PxJNYcjHUutQMbX1QJflK5OpVRpRkXCSNREBeFZ5HZ1HQMXWGA8mVw38GUVnOC6TS3+aU9ksqBlKZDzf5VSFt05EeMeUbNe6Z9QwRicBaIqxh6uZPht0kjiRRLH7i2SDdddKjmRCJ8DomcV0bMuUM/3jwHTEsOHFflj9xNVNs6VTSI+ql4rqkQs6n0/oscQkMn9VxsF4v0TilCCXnYg6lXkhsoRlT052l9IKvTvLGDmfJbWp+yFof3qtRO732kgSQcLj00a4HsayH9YWSz9rwD2a1gmqMJMLDVK4eK/lhVAhNtJAI7rJuLaSwDbBlxsZBe65XI1g0Rp5c3VePlnR1XIp0kvyYfsxKo/2iOR7Yxip7uTlkGzxSTfjSxZZgExu7ImEQ3HcXBr48Tr5sJgl08SFvPK0uDJvILsszqdmrUKDACxADDvfqVcFSwCsmYBLduA4UZgzkeAqqkttZ7Ef5m+/S7fOg8e8+a9j7f3IoB/PA0NDfLv3Xffjc9//vOSJPW9730PTU1NUjJ5ufnb7TmZKMmwI55IAv2tuGN5NR4PWaGNavDYTVhcmo663nFoiQRGglEsL8/En66pwIsnu9E6FMSy8kxEYwkM+6N4/WyfnDlfVp6BWCKBc/1+VOe5UDwcQEBLwB+Ow2bWI7ZiJR7t0vCZimnYq8tEz+AYDMZRvDYAPBrSsGVhBqLxmCwITwxFYWZ+PL+qrRY4THo4igtgPHMKkcF+CTWg4mK75RaYFi+CvrAAwXPNiH3nPyWS2+zxoGjzjRjRayi6aR3ig4Pw//ghUblIriyrVsL1+c/BfMFsDtPxoiRq3nEYp02DaZpqNn834oNDiOzaiYNIx8NNQemOohLEGPpPriiT14Jkxv/ww4geVsWWVHhoV6T6ciE4+0RrW+zMxOA0b7tgHnRmE3TZWYgcO6bi0fV66ExGaP4AYjm5MBQWQautpfEEpvnzYMjJheb1wsC5E7cL+pxsxHt64Pj4x2TmCmaz2AxJ+HRGwzs6omgVDD5GGwygy8hAaOdOeX05w0UVjFHnLOG1rl2D2Llz0GdnwbxyFSyLF3/wf5gpCFiP8OVrytAyWg+7zg7rj78PjX8D9nSY8wvxVsCIWbd/FMZXX4JhZBiJRUvwrKkI5vp2lDn0OM1lSzyB1iG/fE7P9IzL5XjnuBSGG3Q6fHp1OZZVXDnzidIL9uCDCPf2o9GfwHDSiJJ0m8yCWmbPgv2O2y/ZbFPq2PQBgYt8yzylanDBTGLlul2REpIg8xxl+eOsUyKiFAznnUC0bqJM1g6471T9VVoPEOI8TreykcU5dD6gFJEw54h6FeGgkkUSJ0SkSqXgkVTwxFVkYq5qMhqcylX8JtW/RCJAQscQDMcmYOwhta3EmNqftM8puxxniEgQIhx0jwGWOepxSEbYtxU8DIz8i1K1uP+e+4F0kru3Y7AlKY8WOMKyQKUlvh/4vAO71YySzCnx820AMv5CzakRVJ2G/3miP0oPuO4APB97L8GSEuCNKolxElQCA7sAyzRlGbSvUUs5El6+Z6IyZSrixvQ+FkAzRj8RfdtyKRY/TSmMwbeUxZBkWQJFeGzSTQSX5Cgli9vlRQqCn1d/B/y88f3nPvNvgsSMQRu0aDo3A5ZUb+ZUgRbAmz5Vg/rD3Rjq8+HUW22wu63QYgnklngQCcQwvaYA5473yHfLjMWFQqqKqjLhTrdidDCIkD+Kwa5xpOU4cOZAp6QNjg8FJSyD6thND9Ygu/AKms3KqADW/wMw3gqMU5nTAdmzAXc+kDdXqVcX8dh0mWvivz944PrBD34gqVFVVUriXLJkCbKysvC1r30Nb731Fq55n7Pt75fUxN6UnAvisqcK5poaxE6fAY6fAPQ61JhC8M2dj4U+TdSpHXUDCEY1rJqWLZHtnKt6cGU55helYTtDK4IxdIyGwHpai8kgXVodI0HcWaBH+3A/6nt74JlfhrR7PwnXcD+C2TnYFTCiq70fwQUV6AxYEc/OQZJBDe4MRENxxEfHkIgaVH+Sz4vi4U7o2oZxNDcTNy5eDE/Uj+SBN5EwGGDZuEE6j2Lt7TDWLERv8XSMJp1w94/AcOQgEn4/LGPDiOx9C7hpnSgzwd+8Pf8Q2f2W9D1NkiuSDv8jj4pCJDAa4f7zL8I8f/573uvQs88g3NyG7WkLkBhg03wMhpJi7GsewqaZuSjOsCN2tvY8sSJitXWInjgB24Z3nlFjpDRtTvZ770VifAw6pwP2LVtALcL/1NOUxxBv75Bi3NDhIwhG44jaPdg/bTkKFq/HQnMUidMnEXzhBSRCITg/+hHpTbKuXo3w3r1ik3Q8+EkYing2SSflugz+IFHj3BVTCDmPleSxamAQuvR0CckAwzAYFGA2Q5eWBmNpKWybNkoiG78k3k+FS+GDhS0rA9PmVCD46mvAddch3tKMnLJK1JXMR+1gGIcMVlhX3IVMQwL9I34kTzQiFGjBksFO+BZdh6d6EqJCr6vOEcL/3PEepNlNsDgt0JJJvHS6R1I9+fm9UsC/4dcHNDx/tEMCW4xWCz6zthJLyjIuaWjE1XRsupTHJQHVIlGcGGUcB2ybAdsqRQqks+pFNZPFOG+GXtD+xbkeJtiFDivF6ryVjT1JEUVOrPOBsf3KmkbViH8uXMzrSX62AuYywH6tIla0n1EdIWhrY0KhFNLq3o5ejzZOPD7T3ybi4qlEMVWQj8kuKCo0JG7s7KJ6RuUmUqv6mKKcGSa52qHsbwRj4sd+rGLhnddPPH63Kkwm+SOolmX/7/cSLAY4DH8TMBQqEiJpigyIyAJ8Lyr1h2SEjyfEikgAvmdUbDoT9i4EFTS+nu5MRXJJMB13KgIV5rFtQs0k6aFaSOsT1b5EDPB8Wi3xSAhZBkyFLP2z6rVmMmD0NGAoU11iJEQMLOHz49wU3xOGjgQPKEImRLdfPT5fH9ltEivaPC2KoDI0g2ocA0P43qQwpSgoz0BPy6ikAM5dVYa+9jHMX12K7pYRKU6uPdQp81ecQTu7vx1mmwn7Xm6AM92ORCIpxIpWwurFRXKb03vbZUaN5cQkXi2n+68sckXEw8CJR4Deo4pMOfOB9d9Q5cEX+dh01ZArsvNly96bX79u3Tr5l2cO349cceD53fht9pIPGob0dLj+7PNqxsZoREZxMZYPByUp8F9fa4AvHIfZqJcCYS5cqnLpKtMJuTrVNYbGARVCYTUZhFA8eaQT96SH4fjRz7F01U3Y2jaAk+EA4uWVaLOkwT8QR5oxiVXVJWh2GmGxu3Gutw9prkxk6hOoyHEhynS6pAWZbisqjr2FjKMH8GfL1qNO54dr+RLkJUOIdTRKElz0wAFoff2wbtyIhtLZ+MHrjUg6nMjIX4KP31wI10vPCkFwTcTKU816N6hUTSLe1vY2sZIr4gjv2fsecpUYGpIOIV1G5vm+LW7bkJcrCXqTn6EEbXvvgtjt3gWqQ45bb5HUPSpEvF/wyaegz86G487boS1eJCWp+swMJG/ZAmNWNvZNW4Y9o0ByOAyXbQA5P/2Z9PxYVq1CaOcuse8Fn3lWyFZicBCJkWHo8wpk/5wPfhLRI8ckal1nt0mPFi2LpkU1klaIaBS2W2+F1t2F8I43JUCAc00swuXilUpXChcP7DIzVlZKQIP/sV9D392NlZ52xGasRMDiwKPHetCf0ODo7ERNaQaKes/A3NuNG6a3wrpsLZoH/RjyRxCJagiHI0hwRlwzyt9dMKJJz50WjUtiaDKpg8NiuGzJVry7G33eMF7a04YYC7KjMWgeN7Y6jVhYnAbjhNKdwh93bLqUxyUBF/k5/z4RuZ2hlB8qV1SBqLhwZomLfRYIO29Q5Ip2OhKS4BtvEyt2ZJEgkBxRaQm8rop/SWo4hxU+OKG4+JTVzbZaxX9zER/aO9FbZVHEiCoQAzI4j+WbULYYtkHFJP2LivTFhgBziSIvtKdRuWJq3th3FKlgEARJBi1wVG/4f0LCOi4EidoFxyv2QU0Sq8nbs+T43eSKhJSzZSR8k2Ec3A7J1aQiRFDBe8/jvX0sPA9jFpDxZ0qF06gMdQMjLG9eoubI+FrydbLzdaM9c556raPHgegpNafGwBE+T6pjwaNK+SMx435qbwHuTwCBbUohc31URdyTQNFaOfaf6vU2kUSz3D4IuO5XkfvhPYrIkeiRwMr+XqD0pTClMFmMWH7DdIz0+aTzav9LDRjo9qFyfj68gwEs2lgpoRVMoGaK4KqbS6VYeKTHJ7bC9FyXpA0Odo8jLdMhKYOxmAZzwijqFe2BRNAXke8eBmM4PNbL8wSaNjFPNVQLNG8DfFS1k0BwEOjcr8jVRcZVQ676+/uxa9curF69GgUXxFIzjpdIpxpwGYJWtgutb9NyXOj3RpDvsSHXpVJ39DodWocCWFmZNdG/o8dHlpZgYUk6vOEYKjIdMo9V6LFC2/oKvKPjKD+4HffOXQyvHsircGF7vxVH2kaQRz/uvAI8froL2R4Tbl1QiNqOYczPc2CzcQxjI0Ho50/HdFsS5v/YK49XcnI/ylxOhB96E2G9Hs5PfgL+n/wESX9ArHKh2lqE0kugM7mRiIQxFNPhRF4F1qW5YCkqgOfaDSrQgdY9t0tZPRIJJBmIMHvW7148aNp7XzO7XeabEv392FRtwM8GdEiYTWI1XFeZhgKr+vBzQUzVh2RFYDDIfAiRCIdl//UZ6dDR6mU2wzxrJgLPPovx//W/zz9W5K09SP/ed+EuKEDkwAH0G9x4ecyE1npGzmeL9TDY0Xj+MSK7dsG0cIGoWNrQoMS3097HORXaA5MBP2JUniwWxOpqJflPini7umBZswrBo8eAUEhImD49A66v/qWQMxJMUwn99ClcCvC91nPWLCcLkeb/j733AG/rvLK1F3oHSIC99yKS6sXqsiW5yb3FjtPsdM/c1JnJ1Ptn7p3JnZ5MkilJ7GRiJ457k7t67xLVKPbeCYDovfzP3h8l27GdyLEkStT36sFDAQQODwCC31ln771WF0ynT6CuuhGvTaaxblY+bKkI8qw+LPQNsLAi1CNDmHdjBtrH/dCrFFDHY1hVakN/9xASrgTUpSW4bl4hm9Y8fXiA8+uaCm0crbBuVi7q8i6v2QFqVQ3+6kkEZs1DpCsFZNoRDUWQdk7COzLBZ0O5R1YyI9YmNoigy1kMC8VBOVWruCIz9WZz4PDUwQvNMWX9raiUsMVqo6hAUduY88+F2QHN41AgMLXD0VwWVW1IEJAhAhlgkFkGPY7mskgY0RwPiSzN1ONIfEUfFz8vTc6E7aJiRq1wppuByX+Zahc0Ar7fCPdDPtRJA+GDok2O2+fyRQWH7cIrRQseVZUo1Jircu92u/2AeTd20PstqF2SfjZlhVEeFM2kUWseCRXKoDorrqhKxfNOU9B8F1Wfzs5qsTPi1O8FvQckcMa/A/h+KW6jDDLbF8Xrp5sjTESoUkfPl9okSQxz1fGswPMD3icB7QIhpEiY0nvBAvlZUS0MPC+qVVRRoxZB+h5ljYV2ijZJmncje3Z6jtRGaPxTUSGjtkQyupBcckjoOPKtXG2ialU8mkDP6XFUz87DcK+bK1mU70XCKRFPsskFnX2mY61Sysba2w+TVQedUY2sQiu8ziAS0QTsuWYUVTlw8K0OHN7ahbA/hpr5+ey6OH9NBWxZl9EJ3lgIOPYLoOstwFoEePsAtR6IeIHJbsA7OC279ZHEFb0hbrebF4PLqkecj8GT+Ju/+Rt85StfwTe/+c1zt7/++uvcb7/wCppNcZhFpedsVYbIsbzXxtmoVXMG1rtpLMrAAZWG862CPf3Q9fSD5JjfqENGST3umFcIVyCKIW8YSaUaE8E4FLEoilIhZHojKDn+BnKb5qDdaERfMo6y/AJoRoahLixE6KWXRKBtLIZERzu3symzslk4UOuipr8XlqJF8Kl0bPrgyzYi/8++zZUphc+D8KZNCG98DYabb0Z0/wEodFqYHnwQhtWrhaiKxaC0WKBduIDNJUiMJYYGeRYqOToqZp6mUJJL3icfQOC/foKGg5vxjfnLMVJQAVvIi+oT2xDsO8Qhp9SaZ/nm19lYgipI2sZGFlA00xV85hkWPtq5c2C6+y7ePu1HZMfO97ym5HyWaDnNYbhUVYutvAndE1Td8/PAfqlNh8K2frbqpuojtUlROTo14eSqHgkjnqtSq7lCqcrL52qVUq/loFUSf2SekaSMsOFRpCg7ym7nfUv2D0C3ejVSThfvp2T6FzKae0uOjCHhduPgaARtCTVCigSWOVSoO7AZdlUcwfpGDNjyYWqsx+5TozjcOwmnLwJ1OoU/XlWK5ZYkfOMulNWYUZBnxT+91YpeZxDuYAxDk2HcPrcA/7O3F395Uz0mAlG4AzGuZgdjSdTkmvlzfykrRGRAQ+6U8c5OqMvLYD99FNdULMfuiQBiUHLb6yJTkivpDdPURiLXpksEVSmYd6lori69+z45gPq3zAyowkPVE2pbI5t3gipW1HJGAie1QBhW8AyWdqp6QjNCevE1tB2w3D1V3aH3l8xSwkK4kF085zKRQUSPqG6RoQO1sZExBgkC3uVMUR3TNgEGmn2KivZCqqbRz6ZZJgoqNl4DZHwJ0NeK/SVRRuJHSy17qqlWxbioRpH7oJoE1RRkTGH9pHBahB7I+Kpom6NLaK/YF+sdU3NSGtGKR98zLhciiubCyIKeZp/IhY9m3UgkUqUo8MJ7X1MSRZmPiNcsekKIyyRZTavFY+hnBN6aat2j1stc4RBIYphaPfm1pPuahFizbBCijjKBaJss0HqnBNlbompGgpRyyGjeLfPbgMIvhJZkWjHbDFh5ZwN2vdQCq8OAw1s6oVAokUqmUDUnF70tTmTkmJFfloFkIs1Vr0ObOzHc6UbAG0VGlhErb6/H2ICXWwLnrS5ns4uDb3dipNfN4sw14sPiG2twYk8/ltxQhfEBL4K+CFwjARZsFMxMrYqXjHgEGNgDDB8RFuu2YtEWqDEK0Z+knD69qGhTeLD14uetfWRxRQvXv/7rv/LgLSXNk7sRuR7RYO7lAp0RvOuuu/DYY49Bp9Ox29KRI0fw3//933jwwQdRXj41DHsFUJVtxl3zCvHqyRHEkyk2tlhQ+q4/4L+D+KxGGCoOAs1n+LpudhMOWfKBRAod3gBS6TRuasxHx1gAsWQKaa0Ok/ZcVNRlwjm7CL8YTMHZPMbv+fXLbsP6TU/ywT6JC6rE0PxROp7kD1PK5+WWNV3QD0V5BfwuahlQcQbO3PoaRJ5/jUWHS22EctsWaMlN8PBhgOzeFSoWHPGeHkQ2bUY6mUB0jziTlw6HuOpE7YY0oxVMp2H89INQGU3cOkhVIBIyhjvv4LmuqmgU5YffQujljUikUvCr1eeEWuS11xFrOQN1fh40VdVIOJ3wU9WNsqLowPHgIb6v+TOf5utkff4+0iLfh6g9sgOPzFuBLhhhK8tEU9oLzb7dLN5IWBk2bODno6mv4xaqs9lVLCoPH4ampgbaa5YiunMHz6wlu3vYhVG/epUIOrVa4b1mJRKObGS1HocqNxeme+7igF7J9EPvg/UvvgPXqAstOwZgggp0Dq8zDlTf/kmYlCE82hGGM2BA+HQI2TYep0SIKjyRCHa1jKA2Pol7z2yDMW8tmv0FbB5DLcBnIfMaElTb28dxqMfNVesuZxDlDhN2dagRX5riOcxLJax83/8BB2An2jugzM3h/Lf7Ii7cVZeBsN6IYBIIIIjDfe5LLq7k2nSJoba/c8YVGsD6CeEW+Psg50E9PbYLwFRFhcRShIRRjhAPdJBPM1nksHdOfFlF5SpRL4QHOwwmRFWI2uFouyQceH4pPSXG4kJUnTNm0E5lME1OiQkLENwoApNJTJBZBFWqyHWP7MapDZFan4L7gcCzQkSRMyFtmypA5jvE41x/L4RkxteBODkh9om2QLYh//LU3FkciOwTQb1E8BXRXqdUCQFG4o7MPUhcRlqERTq7/VHg8lNCzJquFdU/yrh6d8YX7TPNR5E7IlWiqJJm/ZSofFHIc3xYiCC2yFcCtluEeQWZTZCYOtsWSVXC+GviuVP1MD4qBBMFE9NjSaRFD4lWR3r/6TmR2yDlYLEonGqtlEwrlU25LJ76zkxgtNfDrX2ExxnG/OsquYa57/U26M1adJ0aRUVDLoujkD8GvyeMtsNDsNiNbGpBhhbDXW6udpGwIqgzgdoIu06OIhFLwOsO49i2bp7botmsM4cGccvnFyC3+PyOVT82ZLfe/D9AcALw9ACV6wFLMTDvISGw4mFRuKXP9XjL5SmuKEPk0UcfPXfd7/fjhz/8IQ/kkvvR5cLf/u3fori4GC+//DIPEFPuyde+9jUOmrySoLPSG2YXcPAoHXjl2/Tnfaa6pr4chz/1BeiW92DQG0GnJQ8pvQH3zCmAP5ZEcYYBtXkWmPVqvNw8DG84jhXVeVhQk41/ersNrqmDPDpL3xlTYv3KlUi2nIYql1yDktzGFtm+HdZvfwuh557nGSXLhhtRNLcOq51pjE+GMK9YjbqXn4CytAQHyuZh73AU1wfTSLt9KEoFoXdNcHUreuQI50YlOjqhzM9Doq2NHfbUBYWIHz/Orn5s6KBQIHGqBaHjzYjt2y/CSUuKWdjp166DwmxG6M23ObiUA3W1GkRPnkK8tRXxkyfZUj1OZ967e6C/fj3CNQ1caVNNtW/RfqgqKoBggC3PYwcPcrZROpWE8Y47ENq8BercXCTdbqjMJtQ5+1BLc1FNOQg88RzUD9yP2IGDfAZfu3gRItu2IXLgIEz33YdEdzeLrsjevRy6mvT6oDQZoZ03n19L1fJl0AYCbMmuLi/HgS/8GV49PY7YhBIL130Gn7pxKSzZl2nb0FUKmb1YC/NQkOVl4UOQhj6hywaKbHAHRtgJMBWJY0+XE6urs9E77p9q8QV6vTGMLVmNoZxaqDnwMs2fR2rxJXfOHLOeg8EPk42uWonWUT/WZyuw3NuCjFEfVAYXxh0r4AonkWvTcwTBxSJ28iS35tJzplk/csQkY5r4iRPsjKnNz4d27nzEll83LXl2cm26xKgdgP1bgOU+IVo+zDHvt6FKCh3UU+WIZpVIDFB7n+VmYfKQvg7QzRIH+CSeaJaLWs2s9wGqEsDzn+9six31FKLdL+EWwomWR2r1IwMG28OA93Hxs8ihkOzDuQKVFLbiVBVTFQNpyrw6OHU9Y+pEGOVE6QHXv4v2RzLEiBwWznvUtkfzZ96fC3dEglph6Tr9bK5WKcV8GM0smen3Ly0szTnfSyd0EwnM4Mtihov+HzkoLO5J0JAVPZl9UFAvQcYb5MZIVaSMLwhBR/tIh26WTwAT3xUmIKlWYadO7wk9F5qFonY+cgOk9kMSiCRcqcJFIi7zm0Ikcyvhk+K1p4wxy70ihJhcHikkOn5G5JnZvwGkNwGBF0UlzP5NUekigS25bDBadMguskKloaqVEOlUgcrMMaH71Bgc+RY+nqL2v+O7elFck4WOZspOTU0ZPqS5AuUa8UNJjrYaJedokYAisUYzV44CC84cGoI934x4LIHaBWK+UKVWYKTHDaVCiVgswSHOZBt/USDh1P6a+L+GDFSoDVgN9G4DxsnVNAmUrBCV8eKlZHeNS815rYbPPfccH2zPnz8fGzZswIsvvshWsr/5zW8uqwWMskMeeeQRvswEcq0f/Rcix6rH9UuqMVpfhAJ/DAvSaQ4stpve2xO9oNSOxgIbW0VbDRqE4wl2xzsL/W+FqwvRna9B5Z2EMjsHerIypsymWBzpVAraFctZ4ARLK6F68le4zWqCQm8QOU5aLVIFRVAN9KNKb0N49bVQPfMUnGkliqjqdP31iHe0cyVMlZt3brYqHYmKDCeblas23EpXUsIufwqTESmXyA9iYZKby4JKWV7KDnps775yJalTIBZFZPduMdtFznv0R6a9Hb6yKpwsqMMRWxPuqmpA8dZXodTpEXriVyzkFA47bN/9Ls9ApSNTYoha9sZGYbj7LsTJLXDjRmjKyxCvqUKiq5uDhDX19Xw2Mul2Qb9qFaI7dyLe1QntnNmINZ/gcGBqq4x3dLDlO83vhDe+ygu68cFPQlmQjz5dJl7sC0ORXwBlLI6j/R7U9XtxoxRXlx1kOHH3/CL8fE8Pt/ORA+B9C4txbNBzbuDXpFXDZtDwmkXmFQabBbkWPSrK6/HjDhdi7T7oNQGOVDgx5EUgEsesAiufIVQrFOxKWWo1YV62Hiv3v4hERwdiBi18Wfn4n1/vRdySAYtejS+trMCsgotTMeJ2VzpkzM2DgWZD9XpENm/hz0pSp0fa6YZBo0bWWxtRWmBHKpx1yfKtCLk2TQNsvf0HVNIp9Jdc6eLXCkMHqgRR1YuEx7shG3eqVnE+k0m0/b0bEjjRo6KyQoYbVPmhdjwSa2fb38w3A4pMcfBP7XQkPGhVC+8HDKumWg+dU1Ww64Hg66IyRHNXNB9GphypnHdmsPh5G0WVh9rvqD2OTDnIkt33P1MufxRcTJbnnilrdLpMZZjRzzHfI1oKSeCQyyG35U3NFNN1MtmgKh7Nd5Gwowoe5VidtWE3rAHyfj4V/kvi1AfoyoVrHwktahMMbwf01wjBGN4pXAsp34vDhbMBA1ngnxAtftTmSLle3G4ZBBJ9QKJbtBYG3xDzdeZbAQ1lB02FO7NRR1IIMppvM8h29csNElDLNtThwJvt7AKYX5bJ81Wn9vWfc8wzmHVscqHVq6FSK1FYZOd1h+a3TuzqQ2/LBLcKUnWLugOMZi2yCqyIhuM826XVq2Cx6VFDM8P7Brj90J5LPRwK7HjxDLQ6NfJKbFhzbyMyL0aWI33OtWYg5ATyZgP584AIxS8EhMiiYhsZWcyiiAj/lGPpZWjFTsn21BtOZ9ysVivWrVvH7kYDA++kPEsuH6jKVZRJJhem33uAeNaVjA6QbmrKwxP7+vg6Ca6Czg5o1Sqk9Hok+nqR9nqQGBjkOSKqNBm+9GW8GM1A84gW99bMgbn5MPKtYbYIV+q08D7+BBBMo8hshv8zX0Dw/oeAkBsmTYRnmVhYFRcj5XIL8wmDgdvjQq9spGlvtqk33nM3V5BiR49x9cz85S+xyx4F6lJVilz40keOwfTpTyO86W0OMo5u3gnNksVQZth4f6lixGKvsgoTQxNQlTai3xfD4zElvnPdeqiHBtgcg0i73NzWaLz1Fvj+/UfcykdVL6pK6devR/zMGW4jpGDi+I/+A+b77kXgf37J4pMORDXVVQg9RT3zdIIxxFW42LFjnGuldGRBZbPyvJqC2haXLGGRlThzBulgCP7CMihCQZ45O1vSH5uYOoMpueyoz7fibzbM4rmoLJMWNqOWW223t43z33ESPrfPKYBRp0ZVjpldAA0UmZBII2YQcyDheApHe1z4/KpK7Oly4ZnDAwhEEwjHk7ixMQ+vnRjGN8sVCLW1syuouqEBrw3FEEhPIK238InwF48NshEOVbkuNBQOHOvqQuLkSUQ2bYKOYgxSSW4V1gQCSIfCUMWi0IcDULz8EiJBP4w3X5qQRkKuTVcYJKR01eLyu3h3qxkJMqpuhXaI61SVoTwqCjumQxgSM55fTM0RuQHtbMD2GWEXT/NXVN0icwaet6oBwjuEaKHWNk2dqNCY7xMtfvTBpWoRtyTSrFOHaIsLRoVZh+9XogJFlvTWe94VqmwGMr8uBB+ZS9DsF4kRqkSRKFLbhUgil0Gq9pGY4RY/EldUbbKLlj1Lo2jZ43bIm6baKKcg4UQtgprlgPcXUyHK7SJgOZIjfjZVuFgYTgKaBiCyX7QpUvUuuBmI7BUzbCyU7gWC5PiXKWbKqC2TWiLp9aXXhAxEyM2RXBbpQn9tqIpGVQIEhaW9FFeXHXSyqWlZCUpqHYiGEsjMNUGjVaN+cRGObOnm+1B1i66TKCqpzWZhVVhlx9Et3dAahCyYHA8iEkrg5ocWYOvTJ3F4S9e5HKwlN1SzVXtuWQa3Cmr1Gt7Oid29yMg2QZlpYGv4zuOjWLTug7NKPxZqLdB4H9D5NtD2ChAPATmNgFoH6MkIh34/g0AyBkT9wN5/Ea2CBfNxqTiv1TgWi8Fms/HiRVDWRkZGBsJ00CqZMaysysY319Xg3gVF+PSSUuTVV/LtdCZaRwdZx5r5DDwF4SIag6+nH826bPitDhxpWgnvtdcjWlKO5PJV8PT0Q200wGQxIRVPILOrFTtcKQTrGpFoPYO03w/N3LlsOU7OeNQ+Z/mjRxA/08rXVaUlLIiSE+MIv/Iq0h4PtwqGXn4FKY+XxZnxE/chnUzxQR9Vtazf+DriXV2cJ5UaGYUyIxOaulo+AKWMqFRDE2KhMEZyS7k65isohW/OIiS7xR+cc5DduUYDVWE+kv39bOJBYijlnOD9Tg4PC4dBav1Kp2D+ypd5Jo3apiL79iI5No5UKIRUMIjI1i3QLZjP+VUcCmyx8IFp8LFfcBVOoVKyeQU9n5z2E9BEQiwG2RgDClRcjLM+kgsGnYSozDazsCIos+qRNVUcZr2s0oFDvZM42OPGkT4PfOEE7pxXfK7Fl+b0aIYwcuYM4i433j41zM6gZBBDx3i7251oKLQikFahJt+KTKMG6mwHRicDiKQVnKsVGB5DV2sfRrfv5ry5C42mtATaqioRdVBezq6aVDWmHVTZM6HKyYamuAjG9ev4s0EtsfR5uVTItekqgIQOGUzY/0S0/Nk+KVrvCJoZImHC1u8qIQySzqkA5ISoFJFVPFWjOIi4TMwpkVigSlSCZmmjoj2QHksGE7Ri0OwSVYDYwGJSGFOED0xVrYrEGXASNmSGQSIptElYy5MApIoV3T/aLlrqbPcJsULbpWoRiRwSi/R/qmixjbpHOAhyLlejEF3q8g+wiKcPZZH4PglGvl4msqzoNSATD5rPomofVeRsDwFpElrFU6YUNAemFPdj848CIDEongPtDwkmz+Nito1eP5qFo+oW29AnploSp2a1qFoouWyxOUzIKbaxsCJmLy9j04r6RYWw2g1oPzLEzoJtR4aRW2xDZROZeonHhv1RjPV70Nc6DveIH53NI2yEQSIslUix/Xs4GIcjz8Iug0aLlr8XjyYRDcX5+85hP7ciHt/Vw3buF5xCqtAGALUBMOcBlgLA3SUMWUw5QOFiYXLhqBZtguPkYIrLq3KVSqWg0Wje1+ZALkiSmQNlaDUW2vhCJNSrkOru5pkoGI0sqqgdUGQtGaGNhjHPocGuSeBESIVEw3I8N1SP1ZNdsE1GYdIoka9KwGezILM8F3/m7oXtwGnor7sO2tlNgNmCRHsbjHfeAWVODudMqQoLoLCYETp6HIqKciiGRpBSa6Cigzq3mw9IqdpDhhbxU6ehLCrkqhe5/dGBn2H9ej4QjGzfgchbb0G7fi2sf/onPM8VtdsxdP8aHPIrkWlWo9CiRU5xLpCfx7bwZBUPrY6rA4S6qpqrX1Qdo1Bfyr1CTy/PdVH1TJWdBVVWFvz//iNu+SOU+flQ2qyiFTGREPubkwPjvfcAGi2011yD4OO/5Bwseg3Dr74Gwx238yyZfecmfP7Oz2BTZi584TjWLqvD4kZpv34lwS1qJZl8+Yc3zsCgFZVhOhY7PujFwGQITYVW9Ez4EXHHoM23IeZKIrPlGCyqbPgUVHlWIJFKc2i4VaeBy5oD3/JrEX7tdeD4SdTPvx4nlVYYU3F0++JYWWHHfx4cxX2eEOblUtbbhe0vTwf8UGXakdDp0KOxAo98G6UWDdTdnRwiTicaYq2tUFMYeJjajy6dH7tcm64SqEplelcWWMbngckfiBY6qrhQ2x/NcZ0ztUgJe3VuwzsjxBi12VEmFptO5Ik5JGWOqGYpTMJFj7ZLuVycKdUBZJLbn12YUugXCkFCoooNNfZNzTg5RIWLDDPI5p2cDUncUfWNqlwqEmMBwLhO7COZZPieALK+K6pT0Q4x50RtghyWXCqMI/SzgIBWWNeTYKMqHOVNUUVNS+2UtH2VcDqkdkVqkaTz5fScqWWPqmps3c6nF6es1ckUwykqWSTcKC/LsFS0OdLP9f4ESA4K4RloFbN19HzotbE+KIKQyZDD/r8A/ZTAlVwR6I0aNC4tweREAM/8YC9UU11LVIk6uXcA9YuKMG9NOU7v70fYpIFap2JL9snxAAsnrVox1fKehlqrhj1PB6vdCJvDiOEeEWZstOq48hUNxuFyBlBan43dr7SyMJt/7QXOmiJnQGoLNGUBWvr8BoGl3xZCa7IL0FmFo6CzFXDUivtcQs57ApkyOcg69t3XiTfeeON9+UQ333zzhdxHyTRBFuzWP/k2zx9RFUllNCKyZSsSg4NcXdJYLah4/peYvO0zaAsrMeyNYCwGnNZnYU1tDQKnW5DQp1E8tx6xF56FenQEcaUKvq2bYfu//wfhF19Coq+PK1GGDTcj/OZbPENFFRvjDesRevU1qBobENm2HchysDMgzWZRlYgEFM1sGWqqkSLhNTEB/7/8KxQaNVeMDGRc8fob0OQXIPjoY+zCZ7j3friCFtySHkTxoR3I9k5A1dMEzV13IfLqRkR374HSYoZbpcaxZTfBH7fimpVroFNrkOjqQtLphOHWWzjAmISWtqkJSZebRR29HkmyTK+oQHRsDMkJJ9vL61cshzLLwZUqhc0GpdUiLNr9PihV5JioAoIhroYpzSbUdh1HfVMjVNXVsKxeeHkG9knOCzKneDf0VsYTKbx1ehTH+9zwOydhM6jx1RITXC2ncdvKOjzeMon6KgdMOg0aC61w+qOoL7DhUGQZyosrYYyEUJtTDGVYif4hF2qyjFB6PRia8OKZVBLVi12wlFxYVyQ6yRBtacfLjgbsaRmCwutFfWUe7usdhmHLmyyu9NdfD0TCMNx2K1e3LyVybboKMSwAND8QAiKVAOIjQgyRa6CaLJmnnPqoXY/a/WiGiPKZuN3PIloCaQbJuBTw/loIDRIwZPLg+Bbg/repnCi9mFMKvAakXMLUwrBczE1pCkXlSlMhRJOaqmJ+UTmjCpHCAujJWOJNwPeCOKMOI2C6daoi1CZaAWkmisQQmUWQAx8FFoeEAQ5sfwR4vi+2SSKRTTFC4rmwKKRMLTr5+empClYbYCgFdPOFcQjNp5G5BlWfaH6KHBfpebDxxjwxi0Uhw9y6SDNXo6KKpSITkNCU8ci42IZiHWD7rMjrMlJ2mORKhCJ+6HLW8IJQqxUcJnxoUwfG+r0IeqPcJqhSKdkVcMG1Feg6PYY5ddnQaFUonZWDWCjOhheVs/NQ3pjLJwVpvivgiWCg3YmKpjz0nRlH0BdFTpGVhdsFPZ7RmYVpBYUHd74JuNoAWwlQvFyYWowdF9ez64HKG4DC9we5Xxbiyuv14tvf/vb7bv/Wt771nuv04skFbOZALmHKqZBjattTkslERweUZgvi3V3IDwUxN+5CKLOUZ0wmg3H0Rs04tPgGzJo9H3pTGiqvC6m+PigdDmE8EY7wnBGJtmRvHzTz5yH8yivCeYkqPtRiFwhAf/fdiBuMUFdVIdndxVUi3aKFiB46xJbpZLWuMJq48hP69ZMszNJUVbNakRwegelzn0XgFz8HAiEYly1D6qkn8YUvPAzv088h1dsDhceD4IlmGBMJxE+c5KDYaCKJzte3I2krwVuqQnRUrsEnq+uR2UlZV1qEt+/k2S/dkiWc90W5WfGSYm6VolZCMrIw3Hk7UsOjfDQda2nh50StfiSsEv0DHCRM82YkqFQF+VBSNo/NCnVFBVT5eUg2N8N8/XoprK5wrqvPQduYn6tQFIHQVGDDltYxPH9sCDkmLRwRH9LuME7nV+FIIg/R/e24aWkTWkb96JwIYNwXwf2LSjAeiKLVFcGvepPwRlS4TpFAQ4EFrk4fOk4PwaBWQaNSYMQfRUBrwIU2Rqa21qGEEfs2HuWWVmVmBlpa+9E2ZxkWD/dybhxVd5NjY5xdd6mRa9NVCjkX0oXI/T7g+Ykwn2CzilOinY8qSQqbqOqQ2KIKDIkMOq6kNjwSNDSzRaKFqmDUFkjtfyS26DHUWud/Whhj0HZTE4COhAiZXVDF7OhURSgfMK0DAq+IlkMy6qD5JwpqmPznqTa+BKC2AtpaMdvko+0axGyT/9fCqc/5XdGyRyKPLoYVokWPK04ewPV3gPV+ILpZ5HVR6yIJH2p1jDWLChZVuGjGS71GzGFx9mIYCGwHbJ+bqnCRteaLwkGQ2ghJmLKrYkw4CJJFPIk1Eqf0PDlseUw4EZ6P9b7ksm4XnLuqnGeoCJq7Kqi0Y++rbeg944TZpkc8nkTXyTGsvmsWz1uV1mVj/ppytBwYZJOMUDCOtfc2ov3YMAbaXeg8OcrtgovWV6Go2oG2I0M4srWLLd1JyAV9sYtzPFN/F3D4v4QdO1WsyMzizIvA3IdEzhWJrIKFwGgzsOBLuCzF1W+fAfy495NceVDrG5lVJAeHznocIdOoRVFNLlbOqeMQ0ZYRH2JJNY4P+xC2Z2DueCtSsbAI2KUcJ7MZqWAAqWgMaT8tSio2iCCXQKpGIRGHMjcfSpqhyC9A4NgJKBQqmNatg3HZUm4/UiANzby5UBiNiO7ZDU1F2TkXQWoaTgcCSIWC0FRVwbB2PRRaDWLd3VCbzUiePAXFyDDgcnGLI0EGFqlgiH9mOJbgg2FdKAA6Su0KprBVrceGzVuAZIJnoeK9vZxjZX7482wdH63cidBLL7OAMtxyM5tv0AyVKjsHaZqzIpv3VAqJ3j7OFTPcdjsib7yBVDTKIs141x0w3v8JpDyTQDgCzacehLpYtgNe6cwtzsSf3VCHXleQ8+q2t02w5XosnsKgJ4LyvCLoB/vgUenhSSoQ0FlYVG1rG2eHz8lUHD/c2oHZRTbs7pzgmcgTgx6cGfVhdU02bPm5GB12QZGkQFM15iyehezsC58xQpXZkCObT2iQgKIKMs0z+qJJ/tyYHngASb8fCPjEiYNLjFybJNyqRgKD5ofEDUK0kJig7wWKAM/PRKWHjCUs9wg3PJqpIuFEvxtUWaITfDT/RIYTXDqiFsOoEDY0t6GeI4wxKDyYzCLIsIIMI0zrhREF/SyqGsUo82oXkPGZdxwBeWYpIrZlnLKJprY+MpmgSlT0lPjZNDuVnjK6IFt2riTpxFfOs5r6PY4eBDS1IkOLXQ1DQKgPyPorwHy7yLkKvCzaIElA0fyV/wVAQa5ptD0KfzW+8zOpNZBaF2k2i1oaqQ2QMr3IAp7cHWkfqNqlknPAVzpzV5cju8gGnzvEhhTHd/exjXs0FEM8moA9xwTfZBjeiSA7CtLfzmM7ejAx5GcXQco0ffknh7hy5Rz2Yd6qcjTv6OFMrEggCqNVi4BXzYKKAoup5fCiQC2B7BxoEi2CJK50FiDsArRW4JqvARGaRQwDiagwwricxFVrKw15SiTCPSyyYwfSAZHvo2lqgq6mhrMQyD3tT2+oQ8eYH7o6K8p3b4K2rwfKulroV65EvLMT8YEBKOob4IOGM7J0JhObP1DGE9mtq0pKoakoR2TLFqRVKmizs6EuLkR6YACJ9iwoqT2xuhrx5uPCBZAMcFvboF+zWsyk0HKZmwtNeTnbnkd3TDlMkYiqrWUhR/Nj2rnUV59E2u+DwmJlkUf7pzVZUJRMIWVU4RptiM0FFin9fH8SVeqcHKiLCmG45x5oKys5IyvlD0B//TogkSQNBYVKzS5qtH/q+nokR0fEvqpVSHsmkXQ52c1QlZHBLYya6mohJiUzjsocM19ePTHMroI0g1VkN2LUG0EgrUS0uBx5xTmo1BgQiqeQTKWRZ9PzVxJk5BxIESTkKrildZwDwA/3urnCWlhgh0I/F35fCE2lWbj5XWYZF5qSVBAa7ySSNHOpVCI1No4yiwqJzk42o7F+508Ra2vndthUSRBK06Xpb5drk4ShqgtlYrmn5rAI673C4Y8gUwtyxGOXQB8Q2kdn1QDjGlHVoXY4quiQKKHqDVdpyEWvcErMKMVsElWuPD8VQoYCdGP9olJErXw0C6UpFy5+iql9IJt0TbWoDNE2SJiRkIodB0Jvv8vi3SZmt6hCpaVQ6bRo96NKVHBgqiVQPzVzZRNzWCTAqLpE81mRVrE/NLtl+QygtoiWQzLfMN8pqnYsprRAcmAqA+w+wE9hwlSt0olWRqrAkTU7CUJ6/jT3JZlxUGtfWb0Ion/+R/s4CyurwMK3c65oIoWCcjsMFh0al5dCb9Dg5N5+mK06rkSRKCNL9vLGHPS3RtHRPMz/DwVi0Bo0mLu6AiNdbl4vGq8pxZxVf0B0w/lCFSu2Wz978kwBRH3A4H4xe7Xmu0BwHHCeAQoXXTI79gua+jgxMcG5I1/96lcv5GYllxGaygrY/uovEW/vgJLmrmbNOmfmQJBzGl2AfCQqHEhOXAd1Xh6g0cD9+tvwHz8JjycA/5vbkb/2JpizM6COhrkKRYYS1HYUodmrBBlMOKAMBGCaNweaBz4BxOOcf+X9v3+PlN/Psx1UCVNMmVCQw2ByYJCrWjSDlRwYgrquDgk6AFMqeXuaObOh77wG/n//IbfrqSoroFErYbzzds6fUo07oSivQvvjv8GSnAxoKith2L4JUbUKxttuReiNNznXKuXzQfmlL/KZzkRPN1I+P9LRCB94Gu68iw02NLXViBw6ApWtGIrOLl6kKVg4euiwmC0rKoL58w9JYXUVkG0ROXP97hAWlWVAp1Zhwh+Fw6RjK/H9PW44AzGsq8/FuC+KMocR8SQ4J8uoVXEGXTKdRiKZwqqaLIz7I2gdDeCW2Xm4cVY+m19czDbSwogXX63QYq9bjbjZhAV2M0p+/RP+XHP764lTfOIl+NjPuQJtuu1WXE7ItekqwDjVrkeOdyQSKFfrLFSdojZAupDZBQcXB4Xphe0BwPOoeBxlQKVPAOZbhMEDGWnYHhQhwiRogu1C1JDwIBMLx59PWZWTaJkEJv56Ku+KzqbPEVlYFLhLM1o0w0TzVf7XAU2OeBxZplPVSb9E5HWpXhSGF/x8bhQzXNQuSK2KJHhIYLm/B1g/KSzfg6+K50AzUDQXRiKORFTGl0XFjbKz2OmPwvY0gO0LU6HElBXWKsRb2CuEJ1nJT35fuBGSYQaZdkhmPHllmRgf8vGs1bJb6+B3h7lVUGfSwmzRYd+rbdAY1MgvzUTP6THoTVquUJU35cHnCrKk8ThDqJqTz9Uv2o7XFcINn5yDwmrHObfCiwblXc3+NDByTAgtlQZoeU4EB5PIGjsBWIuAXX8PrPprIbAuAR/7WVO5cOfOnXjmmWewY8cOdmmSC9jMRl1QwJcPwhOK4fSwD5F4EjW5VhTPpvBGwWhmLsaPPHXu+vDhE9A88gWUzqnj8F2qQLHDns/Hs0cIC9FFBhaGa9ewA1/g2WdhuPVWJJ0TUFBOVkUZEoPDSI2OQbd8KbSf/zwUajWix5rhP/Jf3BpIc1FUGTPccD2798WOHhWOg/SzKC/rWDMfGCqtGYju3gvF8eMoLyqBZqQf+twMREeGoV6xAoFfPs7W0yTK6Gx95K23oWxqgnbhQsSOHEX89CDvKwknTW0NV87ItCJ+4gS0jY1sghEfHILh9tugra2FuqSY58gkM5/ZhTbc0JCLLWfGEY2n0O8KI5ZIsaDiapBCgXybHmP+CEchjPoiLLAof655YBJlWUY+Mbeo3I4sswbZZj1umV3IJzIuRr7Vb6OuKEf5k0+i4FgzdEuXirZWH7mbxdmdkC7J3l6+b3TbdhjWr7ukYcIfhFybrjLo5AK5Ap61af9tqDJDYoNa4ij8Vz2VtUVug9RSSO1wZyGjivxfA5pckTU12SYqXHQ/MrKgyhXbwFNg8TrRgud5DLCS9blbtPSR0QWZSlAVjMSQrnbqFzMG+H4jqmQkxMggg9oKw4eFIQcJQ/qwU64ViUVQW7kfiBwVbY0kpvyvCoEYOC4qVmT5ThU0Eozk7qebDaQVwtY9skdU7MgAgxwJ2dCDAph7xFwaiVKquIX2All/LwKRqSIm2/+uCmYtKWJHwIEOF5tc9Lc7YbLqgYkQsvLNMGfqeX2iVr+Ga4p55oq+JuJJhHwRtmPPL89EcY0D+eV2rmxl5pqRXXCJThpn1QJHfgqEnUB2A3D8F+IECFWcKduK7NqjXnFShUwuLndxNTY2hmeffRYvvPACRkZGzi1mdBZWcnXij8Txs13daB2lEi2g1yg5N4sCTpmaOuhWrUJ0926eQTJtuAkT9XOgsGWgtLwcVrsd0QMHoWnvEA6F1FXhdHJ+FEFtR9FNW6BdsphbANNeOuOmhmHdWsRcLsSOHIH5i19ghz7dvLlQ/s1fc5WJK1ZVlYg2NyO6YxfPemnnzePqV/zYMc7KorbAdDjErYqEIRTg6pkikeCqF5lk8CwXHTBSjs/EBGJZWVA6nfxzVY4s6P/4j5AYHEJk5w7oly7jrC3NooW8j+wSOOlBsq8XqbJS6B64f7reJsk0YNCqcd/CEqyuzqFfJzy2pwcnB30IhuMozDDAH0mgLs/CQcFkYPHAohLkWXXY3DrOZwbnF2fgpnIryofbkeVNQ7dwAVRZ7yxeY519iO7fD63bhYy5TdAtWcxC/0Khstth+cbXoX7pFc6eM33uMwg8+nMO+NatWIlETw//TEJpz+QTHNOFXJsk74Na7Cb+91RwL2mfasDx18L4gQQLOQKSEOKcKz1g/9qUs6AVsNwmBBjlVoUPCYFFlaCEc8oIg4KB9grhppsFTD4q2hSpPdFyFxB8TQiebBIu1SJ8mAQgOQBqK4RAIzfD4FYxM2JaC0ROivkqsowncwkSRSScKKOKZ8FiUxUy+r9KVMXoubHroRGItwvb9FREiCdqOSRx6X1cCD0yyzDeRD31U22K7WIWTEkhrJSzJblayMwx48bPzONqE7X6DXW5EfJFuVXQ6jCy4MortSEWSUKtVuLGz8yFzx1BywFhjDLv2nKU1jg494p+G8tn5fCcFUECrOvEKOdpqbUq1MwvQEnNBT6hnDcHWPv3wIknRb7VrHuB008D5lygYh0wdgowThnfaC+03dOHo/6omSLbt2/nM4G7du3i62eHhBsaGnDrrbfipptuulj7KrlMcAdiGPGFuaWJ5kPO0jkeOCesiEg8hWMDnnPiqqY0G3vu+QQ8TQthzLDgbTcwcXAESuUIrq3NwT3zypB64w2eaVIaDTynpF+3FtEjR7nqRCGlCnsmonv3sbkEufuR4150124OIyYXQ8q3InFFaEqK+UJQwGromWcR3bGTRVX6+HHoli2DZvFimO66E8nhIUBvgJIqZvEECysKTk663TzITy1/6spypFyTIsNKqeDcr/D2HUAoyOHHNOwPMv0wW5CORYVg83g4Y4vmwAiVXTgmSq5Ocqc+L8srs/D6iVGEYjTknsb1s3Ix5BEzhNlmLQozDfjxtk62bi+1GxEem4DL1YWGfa8hROYo7W2wPPIIi5jT3aPw/tt/ItzWzo8v2rkbJV+NwbB27QXdd01JCVSff4hPgCSGhmD7y79Aor8fid4e6BYvQmKA8nZ0MN56KztnXkrk2iRhYr0iY4pa+tTvMnchUXRWWPH9OoQ9uXrl1GD8OiAVEzlTVAEKbBSCiMRT5iOAdhbg+QVgWCTuQ6KLnASjRwHTSmEKQdUe7y8BNbkEKoWFORlbsNOfWwT9krjiNsB3tSwGtwOuf5yqJg0JwWT9LBDNmDLKeE7MVVEFjbZN7YcZXwT8z4t2PmoVVOWI26l6x/NVUdGSSN/zHRdVMhJsVAmjyhmRHBJmFzR/RQKTw5gvXQC45PJBrVFxBYqomZuHN39FodRpOPLNyC/LOOehQq6BJLb2bGyFSq1EbkkGTu8bQCqRxkivODFNoqxpeSlnYx3b0YuNjx5ELJzgufwzBwdx9x9fg4IK+4V9AkVLAEsh0LcTsBYDeXMB7wDg7QUq1061BhYDRctwWYmr4eHhc2cCx8fHzy1aWVlZcFJlQaHAr371KximuQ1EcvE5Pezl6hSdadeplfjs0jIsqRBnBchu+rdJvCtLQadR4bqGAgSqcrCtdRzOgSGxFqSBra3jaLIpkX/wEOKnWziol868RzZv5RkqOt1PVuVkW86hxpEo0nR2XKMRYmdqkP/d81/vhkRY7NAhpCMRIZbiccTb25H5j/+AxNgoYh1d0DXMgqa6ShhsZGez8IofPcpthNSmoamrQ/z4cd6WdvZspEhA0ROgA0lyETx1il3/kiOjMGzYwPtPZ/HpCSZo5moK/YoVF+GdkVxJBKMJ3DonDzaDlk0rHEYNFlJGSCSBwkwjQtEEVAoFSrJNiMaTGBkYQUe2AfNmz0dX6Sy4NCaUtI9hTmUuhs/0QOvIgmaBBckTJzCRUkPfM4S8eJI/cxcSMqowXHftuetJcvhUqXjGMTXhhKq46ENbhi8Gcm2SnIPMGTwUmpuYCrr9U0BXM/XNDwiVZke+KUikZJBNuXvKOn3KkILmlryPAbYvCcMLqmyRWCIDDBJT2jpxP5pdinVPZUPRB4UOVMm63S1MJYizVa7fhoQehROTIFNPtRxSBSrn/wH+ZwBFJqApALL+P9GaSFbu7FKYA0RPi6+2TwOhPeLnG64R+0LVKrZWj4hKlZas1Y3Cyp22Q9U416j4/9n9o5wtyVUL/f0M+mNYcXs9tDoVoqE4HAUWFlTpVBq5xTZ4nSGYbDpYMgzwOIPwOoOIhmOci6UzaFhkZeaaodWpMTYwyZUs/2QYw90k/tPsLphXmsFi64JiKwJmf/LsEwFCLuFw6ekCqjcAjhrAeIFF3ccVV2unzoDSC69Wq7Fq1SrcfffdWL16NRobZQn5aoFmRF45PszCiogmUnjqcD+3M9mMWq5QldiNPLRPUPbO3OL3W0ObdWo+oPxtyNq5QKOFKi8XyaFhbsMjMaVbvQoqMn2wWmG+/xMIO+wIPf0sFJmZLMJUhYUc4EtBx/p3Hfi9G86ScmQh5Z4UZhJkEUphvUWFCP7ycahrquH/8X9wuyLNeVHboH7VSmjvupO3G9u3D7GDhzhAmbK/oqdPi8pAMMg28GRgQbbsCoMepnvv4ceeDVNVffELbGJBc2Uk0KgiJrm6ifFJBwWe2NfH84mra7NxoMfNM1QqpQLzSzJgN2vxxqlRmPRqrJ5XiznKALYqCvBimwfDnknoTnjxZzel0ZkwYL/XxiYZ93x+ObqHPfjleBqFb5zB3QuK0FR44e3Zz0KOl/yVXDgpcuASI9cmCUNmFJ7HhbAiSPxQq91ZcaVfAPhfeUdIkIj57dksOlGm1Iu5p3dD7oIkUkiMkAkFtfMxSjH3RFBbIQmyRJ+oUFEViK6TUQVXw4rEPnwQJOxAlV6qOPlEm59+nhB2VIkjYeV6bOq+RcLNz3ILoP8WMP6XYj7L/9yUpXwSiHaIdkeyk6cLVeL084Xoy3gYML4rTDX7u1NmGWmxr+fEqORqhARUJBiDQqXE7pdaYHUYYLYZOAg4I9uEU/sGMP/acg4Zbj8yBEeBFY1LS5BbnIGxAS92vXSGWwEPburE7V9ciJGuSZzc1w9HnhnX3deIE7sHODeLhNbiG6pgz71IbXr0WSabdoKqWNPAeYkrzidSKKDX6/Gd73wH9957Ly9kkqtPXFGw6bvxhxN8Fp7EFTmbPbKmirN4IokkanMt78xb/RbVuWZsPjN27rpBo0JFaQ70665jt0CFTo90PAbTw5+DYblo8yM0NTVQFRdD29CAeFsblDm5LJAQCkNVXsatSx8EGVuYPv0gfP/yb0iT019uLsxkfkFVJ7KWdrtZWAnSnNcT7+pi0aTOz0d4cAia+npR2ZqcZPGV9Pk44Dg2McFzXfo1a5Do6uYP9llhRdA2jLfe8jFffclMorHAih1t4wjHkyjKNKB9NAB3MAatKsR27SPeCE4Oedkh0OmPYkc8gWULMtHc5sWwL8bVoqg/gP2dE2gbD0CdlY2EcwJ7vEp0eYDMrEwMTIbxs53d+P9ubYDDfOHmry4n5NokYchVj2eQ3gWZOJyFgm+z/0649lGFhoSOWlhRvwcVBeZeK1ruzkJChwwwyBCCBFPSLoQWuQjqZ4v7UFudcZkwhgjvBOKD4v5UdVIkRGVL/SGzJvrlQOZXgMn/nhJk84WASgwLERje/d77h/dPbb9MPC/f84D5XhpQFoJMuwBI+4Boi2iF1M0RJhk0V0VzZO+GZsToIpHQ6QKVEk3LS/DM9/fx9bzSTJzeP8B/Y0k0ZWYbcWJ3HwKTYc6mnhj0wWDUQqNX4/juXp7Zor/JIW8Eh7d0Y2LYB5NNzxWtI1u7EQ0nuP2wp2UcSpUC6z8556K63E4n57UKzZo1Cy0tLYhEIvg//+f/4Ic//CFuueUW3HnnnRd/DyWXDRSASi2Am1reEUVNhTbkkLPMuyyn19aL+aLfxdyiDHxxRTn2dbtg1muwsjoLBRlGpO68E5rqGqRcTqhKS7nS89sfPnIhIyFDl/OFZlNMt98OTUMDUiMjUJWXQ1NUxEHCumVLhSg6u/1sWnQV54w0tI0NMNxzFyKvvcECTF1fh1jLGaRJZC27hp3U0rEYZ28R1BolkfwuKrLN7ADYNqZnEwsas4iR+6VKgWFPGFlmHTyhODJo4VIpYNVrELY5MEE2y0oFqqwamDUKxFJpeIJR+BQmzKnPRH9EgXSmHUqzkX9OMJZka/eZKq7k2iRhqDqjLhate2c5W1U6C1VlzqcyQ/NJJJ4ih0ULHs1WabIBx18B0WNiNotmpuhnvm8/8gHNJz7ivjsA+58DxuuBVFgINpqtovZDJZlcUNv9sDhcU9F8lEHsH0H7Rm6E1BJIwlBTD4Qp2zENWD8HJEdEADBV0xQm8RpJJL8Dcvyz55pY/JAxBR1/kTW7UqFAPJbCxLCLjfcyso1Qq1VIJlMw23Q8a0WHauQc6CiwYLDDhWg4zi16xdVZOLq9G0VVDja2IMg4IxKKwWCamWuTIn2esfUU1ki97a+++iq8Xu+5A96zZw5fe+01VExDW8jFIBgMwjw1uxOgnKVLFIh5OUEzSWQ3TiG36rIyDt+lKg9Zre/qcOLkEBlVmLGqOht5tit7niEVCCB69CiCv/o1uxPSc9UtXw7Tpz/1HjtpMrcgFFot4qdOI+XzQlVZhdTgIEKvvwZKezXcfBP0q1ZNq1va74LEJGd0UT7YZbqPVwtUufrzF09Co1JiWYUde7qc0KpV3BZIBhe/2NvLreMOk5btbX90/zwc6HLCeOIo7Hu2QhkOIePmG/DjYBasRi3qFGGY8rKwZSKJSCLNA8WZJg3+8a7ZyLa8cwJkpnG1rE1yXXpXlSrWNpUlVQsoKWtNIwwfyE6dWgQNK4Tr3lkRcqVCFu8knDw/FkYYCguQ+SXAfPM796E/EiSwlGbRVkjVOTpbQ+HFVEUjF0KaQaNZK8N8XK7EYwnEo0nOSpJML9ueO4m3nmjmuaqS+mx0HR/h9YREk81hxLFtPTBadfz3ldz/7vn6Urz9RDM7BnafHoPVbmBTC8rIKq3P4pZC+p57NID41EhI7YICbHh4Ia9tV7W4OkssFsPbb7/NgYwHDhw4t4AR1ONOjkwPP/wwrmSu9kWMhFXw2WcReWsTV4+oPY8OyHWzm6C/8SZoSj+49e5KJ+n1sqCklkQKS/4oVtapSIQXuenO9vldJAYGEHrxRXY21C5ezCKRbOK1DbM4h0tyaXnj1AhODnr5byi13FIl68SQD72uIFZVZrHtbduoj6tOVDWuy7VguTqA3u/8NSZ9YW4fVCCNzM8/jO5nX4HWOwlHlhWTt96Hf3KaEU+lsbTCgbp8C+6cW3TBzS0uN2b62nS1r0sMiQjXvwhjCcpyotY5goQUBf+qLt584bRCbYBkpa7KBrRVYqbkfElStVv7/pbAy4i+1nEcersToWAcVbNzkUymYTBpUd6Qc87FTnJpoL+br/3iCAtdjU7FWVa5pZk4c2gIsVCcZ64mhnzwucM8k0XiaO5qcdsrPzmEaCTBQcNkiLFofRW2PH2S2wLJdbCgIhPHd/VxpauoJhuzl5egbuHM7PT5yOLq3QwODuL555/HSy+9dC5PhBazM2fO4Ermal/EaJbJ+71/EI59eh0i27Zzq5y6sADqmhrY/uTbFzRDR3LxSSeT8P/ox4gda4a6shKRnTvZEl5TWcluh9Zvf5Pn2CSXjjdPjeLZIwOozjGjddSHyWAcw94wTFo1KnPMODPixeJyB3UBosxhYjfOGwK9cPzqUXakpOtD2SXIKczCRN8Im8RQG6A+w4rWh76GqMmKpw4OsDj7v7c3YFH5VNbHVcBMXJuu9nWJoewmz09piFa0v5F1OYXqkoEEOeZZP2JLnmTa8bqCeO6H+xGLJtii+8CbbbDajbBlmWDNNOC2Ly/iCork0kCSYOOjh7ltjwSRzx1C66FhbuGrWVCAke5JGMwaFFSSGyWQXWBhAwwSWcd398HnCkGlIpt2G1yjATbJ8EwEucBav6gQpgwtFAolju/sRX5ZJj79l6svnrHFNPKxvBCLiorw9a9/HVu3bsVPf/pTXH/99XKYeAZArYCEMicHsRMnec4oHfAj3taOyOYtiLWLPB3JlUOKqnIjo1yJhFbD1tmU5UXVOrKWJ7FF/5dcOmYX2ZBlFlbs5VkmdE4EuCWQLNl3tk9gaUUWdrRP4PVTo/jlvj6+X4fShGBZFYYe+DyG7n8Y+SsWA243L1zBaJLt24MuL9yjbhzp88Bm1LAIG/a+14hmpiPXphkKzRwS1AZIworc8ZKUIXUS8L0wZWwhuZLwTAhr7+xCK4LeMNt+J+IpBL0RDHS40HFs5FwrmeTiQyehqKWPcqzo/1RFjEbiHCis02tYPBVVZ+HI5i4c296Dg5u6oFAqWHyV1WVhzspSNC4vQW5pBrcSkhEGdamS5ws5CnafHEckIPLUSFCTtftM5IIYzdMbQBa4NEy8c+fOC7FJyTSdsUhOTHA4LtmK80xRfh5nQ0GrE1+VSkT3H2ADB8mVA72v1NoZpYqV3w/tiuU8Q5dob0e8tZVbBX3/8i/n5sokF5+CDAP+5IY63NSYjzU1OewaSLlwdCFjmMlQDFq1EkatmMPa0e5ELL8Yv1p8F/553IB/bI/jlxmNSK9Zy7NV1CaoVilgrK/BwZBGZMhR/IdBg4J3hX1fTci1aYbAAb8jUzlMJJLpN1srLNLpqI2yoUhwBTdP955KPiKUgURVko7mEZgzDSistLOYIkOE4R432o4M4eDbHXygLrk0UDbVHV9ZzHNRdQsLObMqmRDB7NXzCjgM2GTVszkFiaeOY8PIr8jEaL8XR7f1YP/r7cjIMrK5hcGshYbWMJWSs7ComkWo1CqYMvRcoZyJnNepvL/4i7/4SIvZ9773vY+zT5JLZOLAOVLZ2WwbnnS5EHzmWXh27IbPnAHLrRtgHuyFtriIK1nxk6fY2EK3Yjkib70F4403QF0snYeuBCgUOfj4E0h53FDo9Qht3Aj9tddx8DJlfinz85GOxRFrPs5GHapVK6d7l68ass06ZFeJFlsSUD/Z2YVBTwi3zslHnyuECX8UdEyhVytZbMVTwAttk1CoM5BTkYuNzgSK587Dwus1KD5xDMHCMrTWLQQG4mgsoOwrJe6aX4TZRTNzFkWuTTOQBOVIpQB1jrgebQMm/wOIHAU0xcKYgZz8Mh4CfM8AsU7AdJ2wWA+9DVilU+SVwli/B3tebeX50lA8iQNvdKBpWQkG2l18MF8xOw8jPZM8z1MzrwDZRbbp3uWrhpwiG19IPJHYPbSpiytNhRV2jPZ74Br2C5fbSILFk88VxkCbEyqNEhlZJmx+6iTWPzAbWfkWjPZOchth0BdhAwyDWYea+flYcdss2HNFq/NVKa5efPHF9zgwfRD0/bMDxHIBu7yJHjmC4JO/4UBd7YL50N98E2L7DyC0YxfCzSehtWfC43QhsXwpTAcOQGkyse05CbJET68I4dVfnWfCr0SS4+MYzivDseIFCIQiaEj6UNO8G+YvfgnxUye5qhU7eBCq3FxZkZxGCjP0WF2TzSIqx6JHqd2I7e0TfJI+kUpjVr4F/liC/08GGKNTrRXdcTXeSFdCObuS7XKrVRb8yz3FXBmjlkCyc5+pyLVpBkFVKN9LIhCXxJX5HlGp8j8DBLcDiW4gOSrum6AwYI+YvaKsJ6pikbCy3Dfdz0LyEZgcDyC/NAPusSDMGXpoDRpoDCpcd18TRvomMTkWYGGVU2xDInE2h1JyKVFrVMgty0DDNcUsrui9aIqVYPcrraStWASX1mcj4KHsqxTbrysUCoR8UfgmwzhzaACZ2WZ0nxrBvNUV2PC5eVy1Ipt3MrqYqXykJnSNRoPZs2ejWFYsrkhoxia6bz/Cb74JhcUClV7Ppgaev/wrJCi3yWaDZe218G3aArPJBJPPjcTp0yyuKDiXgksNa6+DKrcRydFRqDkPSnK5M2nKwE8nLXC7nUiFQ9gVjuCRVTeh4n9+wU6Bie4efm8VJiOUNJP1MaHZLs4py8+HynH1mCh8XI4OePCrA/1ITrW/LKt04MGFxRgNRMUsVTSJQDgBjVKBhAIIxRKcf0XVqQM9bhg0SpRmmaBxBeEKxpBj1eFgzyQGJkOozDZhcbkdZt3MXMzk2nSFk/QAgVeB0G5AWwHEfUCELMh/CESOAYbFgGouEDkEKLMAdT4Qbhb245TjREG5FNpLH50Uta/Lk39XApSftP+NdhZOkWAceqMGa+5uwN7XWrkdjay7qfWM2ssyc0wf+2c5h/2Ix5LIKrDM6AP7CwmdmGrZO4BjO3q51ZzmqxbfUI35a8rZPl+lUbEIzivJEJ+/KcHlKLBwdWu4exIBT5RzsajFs2FpCRBN4dT+AYQDMZTWZaNsVs6Ms2Q/b3HFdsGxGI4cOYKhoSEsWrQIixcv5ktJycy05p5pRPfuhe/ff4hEZxc7ARrvuxeRXbuR9noAnQ6pvj7oSkuQeddtUMbj0NbVwK9WI+V2c/aT/oYbkEqlEDt4COYvfmG6n47kPOkNpOC12ZGe9HEWlyIzE20wg5J/qN3TcNONQmApgPArryBRVwv9ihVQ2d5pwUhMOBE7sB/JsXEOYtbOboLSaETsxAlEdu4iH2zoVq5AOplCePMWsiEFjHoYb7oJ2lmzpvX5XwlM+CLY2jqOaDwFvVaFWCKJI32T+NyyckRTabZsz7PpsK/HiRXVWQjHkjyLRblYw54IZ2XR4yKxJIupHmcAp4a9ONgjZuj2d7vgCcdx17yZZ3sr16YrHDKl8P4c8P5GhACTYMr8hmgFVKgApREI7wEy/whQ5wor8rQaCG0SZhYqB2C5F/C/AMTJbEnO5lwpeF1hWOxGuEb8HFpLB+pedwhqrRqRUAI18wu4Lc0zEcDBtzrYJKF6Tj6UKuV7Wgu7T41x1aSsPodntsgQo6N5GJ3HR2HJ0KN2QSH62yZ4Jojc6yyZeixaVzVj530uJPTaNu/qFZ8rhZJFateJUdQvKcRQu4tf0/zSTBze1sVGGH5PGFkFVqQSSRZWNGul1ihZSJG9O7UINu/oQcAb5e23HhnCjZ+ai/KGXFx14mr79u3Yt28f9u/fzxeytn3llVewceNG/n5OTg4vaEuWLOGvZWVlF3u/JX9A1Sr89iYotDoozGakPB42MkgODUFBlr6pFFR5eUgODEIZCiMeCCKyeTNsX/8aUmNjYiMaDeJHjsK44WZo5Ht8xaBPJTgcmQwsFDYbt/5Z7FZoZ9ULJ8hEgt9rJJPQp1IAGZfEEzDdcTs/nu5PM1uJvj6ocrIRevkVqMtKoVu9BsFf/4qzvWhuL7JvPwx33I7orl1IjY6ygFcajNDU1MjA4t8BVaqeOzKAcV+UDwt7nEE2slApgCFPiIXW51eU43Cfm+evep1BtmpfWeXA3756BtfPyoOa8lRVSoxQJolFx9Ws3xzs5/bCs2cEd7VP8H3NupnzXsi1aQYQ7wOCOwClAVBaRHZVpFkIJxJTFASstALxASC0V4QF05mg7H8A4nRSyAikokA6BNgeFtuRXDEEPBGuItEBOJ28pQPzsD/Komh80Iu2oyLLzGDRwzni5/uSiCLcYwG8/oujbIxAc0G7XzmDqtn5bAN+8K1ONlOgky+tR4bRsLQYR7Z08f1s2SbOz5q35soPF7+YeF0hNO/sYWGkgAIBb4TfJ2rfTERTMNv0WHJDDsYHPbDYDGI2bm4eNHo1Nv3mOOavrsBIrweRUBypRAp55ZnsKjja6+E20LOuS/3tzqtTXOXl5eHOO+/kC9HT03NuQaOwxrGxMbz22mt8oV7LlpaWi73fko+KUsmhsXShKhRZcysLCqAJhRE7fBgKqxVKixnqikokhoehiISh0usQ3bsHsUNHkKYQ4euug+WRr0A3Z44IoJVcEZT5R7EsV4fdbR6ko1HkWAxoGu1A+M23oMzIgEKnhXb+fMQOHWIBRsIqtn8/jLffxp/nxOAg4idOQF1bI3KyysvZmj/R1sq/N8meXv4jSb9T8eZmpD2THESdTsQRfPoZ3o66sHC6X4bLlmFPGFtax9l0osspnJQSyRTW1OdiW9s4rq3NwZg/gv09boRooDjTiE0t47AbNfjrm+txcsiHzy0tR/Oghxeq8mwTPKE4m2EEokmUOoxc2bLSPMMMa72Qa9MMQEGHIUohrDABKEyAbi4Q2iIqWRScS2JKlSVCgtMkpIKimkXVKvqe/dtA3s8Aw7zpfjaSj4DWoIYty8jVp0QsicqmPLhH/Ti1bwBGi45zr0xWHYK+KAemU8VqYtB3TlyN9k1ySyEJpjC1QhfZ2H1QqxcudhR0G/DSfJ6CWw7prx9VTyZHA1wxofDbszObkvdDVSaqXFEY8I7nT/Nt1BZY1ZSHE7v7UFyTxZb5J/cMsOil0OFtz5/Ghofm4e4/XoqhTheW3lyDvrYJGM06ripSq+dwzyTPbpGjIB076GfgXPAfdAqzvLwc8XicL5FIBLt37+azAx8jj1hykVEoldCvWwfvvr/japWKXADHxlkkaRsbkBgcgm75CiQn3Ui0tECVlyssbqMxKLOzABJkVI2gClfGzHQem6noYhHc0XcQC+vrEQqpUdR3BraWCOJVVUiHgkj29UNTVw91RTlAolkBqCsqzi06Cr2Bq5ZkYkIGKGTfno4nEH79df6dSWdlIe33IXbytMjOGh4RVv7uSf5DTIJO8uEI4aPFiUEv7phTiEFPGHqNktv4KFiYcJh0KLAZEIwl2PDCoFUimkjj9LAPOzsmeCYrmkgimQZODnnw5VUVWDcrD2+dHoU3HEe+TY/b5hRAp1FhJiPXpisQdTFgWgd4fiyqVuZbAd+vAeNyIHoaSIUB6yeBEIUGDwKqXNFKCBWgzgMUWiC8G7B9VvxfcsVATnPlDTmoaMzl+Z3+1glEwwnklWXCMx5A+7Fh1C4sQDoFGEw6nu2pnV9w7vFavYZb/Ew2PZv3hH0xBPxh9Jwex8K1Fdx6RgKMspnIjEFUXlSIRhI8B0SZWiq1FFcfBr1WKqWS59Tmr61ALJyA0apHz+kxFkTUYkmtmrnFNn4vJyeCKK3NQm+LE/Y8M5p39nHgMAndiQEvH1tkZJvY4p1Em8GkRXahBZWzZ1bV6iOJq+HhYezdu5fPCtIZQZfLxbefXbSys7O5x51aLySXJ+lwGLpVK5HyUH5VPoK//jW3iynNZqgKCxFvb4cqN4cFF83OcJUrIxOpo8e4lVBptQDyQPmKQ11dDZ1ahbID2/l6grLMli9DOhRGOpXkSiZZ7GtmN3EGVjocgf769e88viAfxnvv4Qpn4L9/wq2EyoJ8aOfMRXjTJmjKy4RInzMb6vp6nt8jQabK0UDT2Mi5aZIPJ8+mx53zCvDkwX5uC6T2vyyzjqtP19ZmI51KceCwTqPE8GQYfW4Ruri5ZYyrUYtK7RxA7AykeNZtw+wCHO2fRCiWxIoqB5oKM3BjYx6KMo2Yici16UonBaTjgOlWIEWtgAVAaDMQPQxoSkUli5wEk3RwRid/1IAyE0i6KPEeUBlF62CaKhSSK4nS2myc2tvPM1J0oE6zVnoTCSYDDCYNV5nmriyHa9TP7nNUKSmrf8dIiyohY30OHN/Zi9MHBrkFurjWwYKrv92F3tNjmL28FCV12TwLxKPANh1bgVfNyeOgXMmHU1BpR/W8fPSdmWBR1HpwCFa7AaFAlI0pbA4jCsozsXB9Fc/NhfxReJ1BnnVTaQq4OkVVRWovpFbBkhoH2o6NQKNVouGaEtQtKOCv3CJ4NYorSrcfGBh4z4KVm5v7nsFh2ct++RM/cwaJ1jZxJZXk+Rkys6BwYBJW2oULobv2WigzbNwapq6tRejZZ3m+hkSW0mqFuq5uup+G5COiysyE9Rtf4xwrqiIp8/IQfOop/p5CqYJ+7VqY7ruXnSNZeBfks1nFWZJOJ9LRCCJbtrDIpm2kRseA+hiUNitgNPHvj+H69UicPAX9hpsBnxcKexYM69dCKW37fy83NuajMtvMValbZ+djPBDl0MxMkxZ6tQo/2NyBcDwJdzCKFVVZPHt1fWMeP3ZdbQ4CsQTaxwJwmLUY8YSxq2MCRq0a5VlmRJNJdhWcici1aQZAs1XhvVPiKAUoqD1QCSgMQIKs11OUJwHYvybcAun0t7YRmPwn4RBIrYLaBmHLLrmioLa/Wz6/EMPdbs5Kolmes+1nJLRW3jELc1aWcSsZVZmoGvJuQUQtgOQy6BoLcEsaCbS+M07Mu7acHevMmXoEfFFMjPh4pqdxWTESsRQLBaqYSX43VFla98AcDnNOJdK45qYaeJxBfq/IDIRE08ZHj/BrTRlWNNdGgcMmmwgYXn1XA0b7PCy4rA4j2o+OwDnkR1aBGVq9GmmkZ6SwOm9x1d/fz1+1Wi2ampp4wSp9l2Vzc3MzX85yxx13XIx9lXxM1KUliB06zP9POV0wbNiA0OtvIDXQD3VBAQwbboZ+0UKkXS5E9+xF0j0J8xe/yAfT1FZIlQlpZHFlQhlWhhuuP3ddU1qCeEcHV5g0dbVCTBmNUGVlvedx1OYXfOFFIBZHOhKFMjOTq51UTSHBpV+2DMHfPMXmFYmubm4rpO1F+wdgWLYc2jlzpuHZXpmtgbMK3h+QGU+m8Pevt6BrIsAtgWRa8eapUayflYtgJMGtg0adGovK7TBo1Oga92PjiRFE4ilE4jEc7HUjz5rPLYPAzBNYcm2aAahswn6dWgBJVCUmgIwvi9bAlBcwLAVMNwC6eUD0BBBroz9MwtAiOQmo7YB+KaCSzm9XIvllmXw5CwXQUvsfVUioPZDa0x35JLjfi2ciiN0vn4FSreSDexIC1O5H/ycBRs1+rtEAb8/rDLEbIQkworQui4Wd5PdDr2vl1Im8d0PVxFd+dgjeiRB3XMQicYz1eVk0xSIJxCcjbBpCIcJkKNLfPoHuU6NIxpNsia/VaZBXOnNHTM67LZB+wamP/ejRo3z5XcgF7PJEt3QpEgODLLDoYJgstbPuuRuJ7m4orDZoKyug0OlgfvghtucmBzg6KJfMPOh9PZ/3Nt4/gERbG5ITTp67orZBmtcjS3ftqpUIPvkUFEYDTJ/5DDtNqqsqkRifgIKswdeshjo//5I8n5lKJJ5Ey7CPc6ssejUHCIejSdhNOnjDCczPMiHTqMGmljG0jPjgj8SRSKa5JdCkU3FroUGr5jbDmYpcm65wqNXP9jnA859AjDL3bMJa3fqAmMFSFwr7dZoBzf57cZsyA1C/c0AumTnQAff5HHRTyPBgp4sNMchxkCogdKGA2uJqB17/n6Ow55rZhp0swR25FvS3Ovlgf96acq6wSP5wSLCS6x/NVesNGm7JpErirCXFGOlxo3FZCQcKtx4eZLfA7pNjwnVQqYAylcZQlwvXfaIRM5Xz+u0qkDMTMwKqSli+/CUk77idxRW1ixHqnJz3HaxQJUsiSY2NIrJ1G6BWQ7twAedZKRxZmJg1D88aipDxR/VYqg0Bf/e/uboZO3oUpk8+AF1DPTRVsk3n4xKIJDCnKAPD3ggLpWA0gbnFGXjmcD8WlNqhVinx1y+d4jZCEmL3LypBLJGCzaCGUqFgQdb4ARWxmYJcm2YIurqpSpQTUDreqULpat57P6UO0JZPyy5KLi+cgz5uJySziqblJQh6o8gttcFqN3Ir2voH5nBr9ebfnGCr9rH+ScxdU4GaufnQGaTxyceF2rCLquwY7fPyvBWJpvLGPLz1q2as/UQTBtqdbI0/PuBlAVw9Nx+e8SCfJNFolGyEkVN8lVeutm7devH3RHJJoGqUFE6S84Us1ZV2O1J+PyKvvc5mFZHPfwV/v3cEijyKlgmiU5fCFyqroDh2FCqDAfHTLcj4h+9Ji9sLgEmnhl6rxE2NeTjcO4kCm56rWJU5Fm4RfOPUKNyhKM9Ukaja3jqOzy4rxU93drMle1OBDc8eGUCPK4g75xXyHNZMQq5NMwgKC1bK0GfJ+RGLJaHRqREOxnF4cxfMGTpkFVjw2mNHeDar5cAgKhtzodGr+KCeDuaN1OI2+/0tbpI/zEY/I8eMzBwzi9ysQhuGu12Ys6KU2wIp9JlEFWWNUWUxmUijpD4LPafG4cg3c8vnxp8dxtKbqlG/uBgzDWmVIpFIPpR0Milm7nQ6bgtUGI3oMzmQisWBeIyHyzuGJzFRVgeFRg2lyQiFQS/ysiQfGwr87Z4IcrBwNJ7gLCtnIIoRbxj9kyEMekJsbuEOxTDuj+LEsJdNL757WwOqskw4PuiBL5LA1tZxnBryTvfTkUgkko9NKpmi6E6GZqloxspkNfAcUDKZYvdBOrlH4bSZ2SaetaKcK5oHkif9LgxarRq9p8fZIIQMRdqPDrPQOr6rD5PjAW4BJLdHqih6XWH0tYwjp9CGOx9ZAp1eje6TI9w2uHtjK4dBzzTO6zTmF7/4xQ+8XalUQqPRwGazobGxkfvZDQaZji6RzJSyf3TnThhu2YDk+DiSvX0cJNwe1wAqFaA3IOUfhzE/D6aQEwqTGQqbDYYbb4RS/h24IFAf+8IyO7admcDy6my8fnIE84oz8OrJEXYXXFmdjcO9box6I1ApFVhZnYUDPW7oNWrs7HShIvudIX+qeM005NokkVx9UJ5Sf5sTC9ZWwjnkQyQYQ2l9Dva93srZTDRP5Y+EeXbLPxmC2abnMOLSd9m4Sz4eZJdfVG1HNBxD7fxCdDYPs4Cl44ZYOI6S2iw4RwKcLUbugvkVmWje2cvid6zfi9wS0a5OQpicBmk+7qoTV7t27WK1/2FBjPS9F154AU888QSefPJJZExjyCyFRn7/+99HZ2cnHA4HHnzwQTz88MPybIVE8hGhz4zSbEH8xEkorFborrsW8VOnsbROg5bqcnick9A57Lj3mnIUerTAgiZo6urYVVJy4bi+PhdOfxTdziDuX1iCpkIrvBTYGIqhOtuEDIMaR/o9yLPqee4qkkiJXDOH8ZwFO/35K7XPvJwruTZJJFcfao0SsUgSIz2TsOea+MB9vN+DZbfU49j2bgT9ETawWHJjNcLBGHR6DQurd7sSSj4eRosOq+9qxO5XWhCPpXDtvY2w51kwOR5k+/u5q8sx2OHC+KAXWQVWDHY4+X2z55iRXWRjq32CRO9ME1bnLa7orN+HLQDk0kShjYcOHUJPTw/+67/+C3/xF3+B6YAsd7/yla/gpptuwte//nUcOXIE//zP/4xkMokvfelL07JPEsmVjGH9esRb25D2+RA/dBiGW29BhdeDP1H4MFLuQKYxjcq5JVDnL5nuXZ2xFGYa8fW1NXAGIrDoNXwx6TX45d5euIJxNr0gq/XdnROIJ9PIt+ph0irxtbXV2N42wZbE6xtyUZ9vxUxDrk0SydWHzWHCwrUV2P9mB9xjQW47W33XLDTv7EPTshI2ssgrzeQDfOkKePEorctGbvFSBANRWDONfBIvFk6geXcvm4qQACMHwYEOEexePiuHbfWXbahF27FhFlpzV5fBZJ15WVeK9Ied8vuIbN++nReP4uJibNq0CdPB5z//efh8Pjz77LPnbqMF7De/+Q327t0L/XmGmQaDQZjNQkkHAgGYTDI/Q3L1khgYQKK/n4OkNdVVSMdiHBqMeBzqqiqoHI7p3sWrkrOzV7/e38927GRaQeJqfX0OFpc7UJFtRiKZ4vuSq+DVykxZm+S6JJG8A+VZjfV7+ODdnm9BdoEVXneIs5Z0ehXyyzOhnaHh6ZczJCnco35MDPlx4O12bskky3YSULNXlrJroCXDgEQ8KfLIZmjl/oJJ+jVr1vAf/rGxMUwHsVgMBw4cwNe+9rX33H7DDTfg0Ucf5TOFy5cvf9/jQqHQed0mkVytqIuL+XIWhVYL3fz507pPEnB2FV2+tlaL4wNezCqwojrXjLq8d6zXr2ZRdSWvTXJdkkh+N3Rg/ttBwDa7kS+S6UOEPlv5YsnUY6jbjeo5+SiscnCo8FloNm4mc0HrpdTioKJB92lgYGCA20DKysrec3tpaSl/pbaQDxJX8+bNe99tqZQ42yuRSCSXOwUZRr5IZs7aJNcliURypVNY6eDL1cgFO625ceNGhMNh5ObmYjrw+/389WzbxFnOtk5QG4VEIpFIri7k2iSRSCSSy65y9d3vfvdDv0dn04aHh7F//34uB1577bWYDn7fWT2y5v0gjh079oG97Tk5ORds3yQSiURy4Zmpa5NclyQSiWSGi6unnnrqdw6dnfXEqKqqwiOPPILpwGKxnFuA3s3Zs4K/fdbwLEbj+9tpLpDHh0QikUguIjN1bZLrkkQikcxwcbVo0aIPvJ162LVaLWd2zJo1C3ffffcHLgqXgpKSEt6fvr6+99ze39/PXysrK6dlvyQSiURycZBrk0QikUiuSHFFAYyXOzqdDgsXLmSrXbK9PXs286233uIzh7Nny2BTiUQimUnItUkikUgklxszyqf3q1/9Ko4fP84hjTt27MAPfvADPPbYY/jyl78Mg8Ew3bsnkUgkkqsQuTZJJBLJ1cMFCxG+XKCzgz/84Q/Z3pbcoR588EE8/PDDH2kbMqxRIpFIJJfT2iTXJYlEIrkymHHi6kIgFzGJRCKRXE7IdUkikUiuDGZUW6BEIpFIJBKJRCKRTBdSXEkkEolEIpFIJBLJBUCKK4lEIpFIJBKJRCK5AEhxJZFIJBKJRCKRSCQXACmuJBKJRCKRSCQSieQCIMWVRCKRSCQSiUQikVwApLiSSCQSiUQikUgkkguAFFcSiUQikUgkEolEcgGQ4koikUgkEolEIpFILgBSXEkkEolEIpFIJBLJBUCKK4lEIpFIJBKJRCK5AEhxJZFIJBKJRCKRSCQXACmuJBKJRCKRSCQSieQCIMWVRCKRSCQSiUQikVwApLiSSCQSiUQikUgkkguAFFcSiUQikUgkEolEcgGQ4koikUgkEolEIpFILgBSXEkkEolEIpFIJBLJBUCKK4lEIpFIJBKJRCK5AKgvxEYkkiuJZCqNE4MedE0EkGHQYl5JBhxm3XTvlkQikUiuYvwxP05OHIcz5EShpRCN2bOhU8m1SSK50pDiSjKjCccSaB31wxuJozzLhFK7Cfu6nHh0dw9USgXf58SQB3+0pgo6jWq6d1cikUgkVwGTYTe6PJ1II42qjGpk6DPxWtcr2De0B0qFaCq6teoOXFe6brp3VSKRfESkuJLMWBLJFJ4+PIBdHU6kUmkoFMADi0vwzOEB9LuDsOg1sJu0OD3sQ48ziDF/FH2uIApsBiwsy0SGUTvdT0EikUgkMwxX2IlHj/83RoOjSKQSyNTbcW3pOjzV8muolWoWWhatBTsHdqDWUY+WiVPwRD2oyqxCU/Ycvo9EIrl8kZ9QyYyl1xXC/i4X0mlwC6BCocC2tnFUZJm5NdBm0PD9ookkjg1MYvOZ8XOP7XeHsLLKgWQ6jbIsM/SyqiWRSCSSC0Cr6wwmI5OIxMPo8/exWKqx16IhuwmheJDFViAWQKE5H8+eeQp9vh5+3N6hXbi39n5k6DJg1llQZCk+V+WSSCSXD1JcSWYsrmAUFoMGrkAMS8od6HEGEEuk8EbnCLzhOAumdXW5uKUpH6+eHD33uGA0gV/s7cHhXjeaBz1c7bpjbgGK7SbMVNLxOBQaITYlEolEcnFIp9PwR31QKJQwakxYkr8UE+EJ7OzfhuHgMKLJKNQKNe6t+wQqM6rxUsfz5x7riXjw69OPYyw0Cp1aj0/UfRJry9bBpDFjRkJnRlNJQCUPVSVXFvI3VjIjcQdiePrQAI70TWLUF0EqncbXr6vGy8eHMRmMwWrQsvja1DKGMruRWwYJah+k+/sjcfgicUwEovifvT3It+lnpLhKjI8j8vYmxJqPQ1NXC8ONN0BdVDTduyWRSCQzkjZ3KzZ2vYyOyTY2sCBh9Im6B/B8+7NchSLx5Yv7cGK8GVqVHvFUHBqlBuF4GIP+flRkVMIf82EoMIiNnS+iyFKE+XkLMeMYbwHOvAD4BoCy64CamwGdZbr3SiI5L6S4ksxIup0Brk6V2I1QqxQwaJTIMGqwqjqLK1JnRv3QqJTINGkw4o+gqcjGLYS+WALReBL3LCjCmDeCdXU5CMWSGJwM83bD8QR/NWhmxkcn/MpGRHft5v9HJyaQ8kzC+vWvyyqWRCKRXAS6PV3QqrQos5XzzFWRuRi5pjzMy5mPjsl2eCKT7BBo0drQPdmB+bkL2UEwkgxz++Dc3AWw6KxQKdRwh93wRr283WA8CK1SC41qBvztDrmBPf8EhF3i+slfAWoNUH/XdO+ZRHJezIwjRInkt1AqweKKHAFnF9oQSaTws109LLLKskzQalTod4Wwti4HneNBnr/6i5vr0TbqhycUw+P7etAy4gfSQLHdiM8uyMf2tnG8cUq0D97UmIcVVVlQq66Mfnc6G5qanITSaEQ6mUR0/wEkJ8YRfvMtFlIKgwHqigqk3JMIvfUWt2HoZs+GurBgunddIpFIZgzUJOGLeqFV6bC8cBXOuE7h8VM/h0qpwYLcRYgn49CotMgz5aHT04E1GeuwvGgluiY7eR7rR0d+gGAiwNu6rmQ9rFoLXm5/AYfHDiHLkI0by29GraMOVwyJGBD1AQY74B8G+nYCEQ/gahO3aS2ArRQYOcbrMTQmoHgpoLdO955LJB+KFFeSGQc5/r1xchSlDiO2tZKBhQn7e9xcxTJp1XAHY1hfn4twPIl4IsVWuIvK7IgnUyh3GHHQH0EgkoRJq4JaqYRZq0L/ZBhPHOqAzaznbKwn9vex0+Dsogxc7iScTkS3bUestQ3qvFwkJyeRGh+Hqrwc0GiQHB6G/uabEHrhRaS9XkR27ITh+vVItLbC/PBDUNls0/0UJBKJ5Irn+PgxtE+2Q6lQoc/by2KIWgNJSKmVGnR5OvBgw2e57Y8cBfUqAwotRUim46iz1+O5tmdg1pqQQhJmjQVD/gEcGj2IrX2b2WEwEPPj8VO/wLcXfwd2EiaXO842oOMNwDcMZJYDYyfEmdHMSsA3BFDGV1YdcPRngNYEaJ4BGu8XFa3Zn5zuvZdIPhQpriQzjoM9bnjCcWSZtbh7fhGMWhUsOjXPUhk1KgSiCXYSPDnk4dbAh5eV4VCPC82DXigVCswptsGuU8Ko0kKlUmLYHeC2QLc/Am80BYVDwS2GA5Ohy0ZcpUIhKPR6xHv7kJp0Q11WBrXDgXQ0itDzzyP07PNQ2jOBeD1Cb76JtNsNZWYGrN/6FkJbtiB+8hTSgQCUWVlIx2KIbNsO3epVCP7ycRjvvAPq4uLpfooSiURyxUIzU691buS2vcbsJizKW4wB/wAUUGDQP8jW687QBDsDHhs7wm2DN1XczFUtX8wLi8YCs9bM7YI0p0WPo1bAU85TcIYn4Iv5UG6r4J9FhheXhbhKpYBEWIik8VPCnCK7TgglTx+w51+B/p1ATgMQDwHHnxClvZKVwDXfEOKr5XlAqRLboMeTAKPb00mg5jbAIE/+SS4/pLiSzDhC0Th//cWePm6HWz8rlw0tApEEuwV6wjHo1Erx/1AcJ4d9ePv0KKwGDbLMOniCcaSUSgyNOGG2mqBQKmHRq5GAAtQESGYXJK5yrfrpfqpITDgReeMNxFpboSkrQ+CXjyPl90O/ehVMDz+MtN+H0G+eZvGVDgbZuEK/bh0imzcDyRSie/dBlZuLVG8f1GWlSA6PQKHVItHbC01jI2JHjiJ26hQMt9wKpdUM7fz5UFllO4ZEIpF8FGKpGMwaE5onjuGMqwWpdAo3lm/gnKtYMgZX2MXCK5GMI55K4JTzJAusExPNyDZm8zbsBgeC8QBGgyOw6+0otpQgS+/gbaXSSYQTIVi1Vtj1jul+usDEGeDU09SkD0TcwOlnAJUWmPMZYMGXgdPPAr1bgVQCGNwv2v1ym4DJbmD4EGArFu2A+gxAawaifiAREsLKUggc/DHg7gayasV98xcCGt10P2uJhJHiSjLjqMqx4Efburjdj1q0D/S4cff8QrSM+LhSRc5/e7qcGPNF4QvH+VJtUaGywIqUSoOJQATXN+RjwK5FpkmHYU8EkRRw54ISfpxJp+Z5qzzL9IuryJtvItZyBtrZTfB+7/8hHQqBrA/Dr70OdWUlUm43kiMj3P6nzM0BBkLsjKi02ZByOpGORhB9ax/0S5ci0dsDBd0+NgbNnNlI+rxIupxc0Yru2IbIlm3QLlkM67e+CW1t7XQ/dYlEIrlisOlsyDXno3vKWp1Wp35fL1aXXIcW50kWRNTat39oL8bDY+wc6I36UGmrQomtlK93uTtwV+29aHOdYROMfm8fiqzFbOfePtkGqzYDN5TfBKPaML1PNuIF9n0f0NkAUw6w5ycA5XFR5enAD4HsWUDLM0BgBDBkCmFFoqpoCeDrB8J+IOwGxk4CZDMf8wIaPRAcBSpvAFztQHgS6NkK9O8W81lNDwJLvwGYc6f3uUskUlxJZiKFmQaetxr3R1lcUYVqW9sEbmrIwZgvhj5XiKtYXIEyqLBGF4AHLjy3qxdRayaQkYGmQhu8UMOk0qCm1Iyf7+llYbawNBOV2Ub0uQL4+zfc+PQ1pVhWmXXJnlu8rw/x9nauQqlrapAMh6AwGZF0Tky1YCS4PRA6HWLHjwtbdaWS2wNTXh8UDgdfV+h1MNx8E4ss7ax6KB12GO+7F2mPF1CpkAoGED/dwsIqFYtBVVkFvVIFhU6P8OuvIzXpgW7uHPGzJBKJRPJ7KTIXocBcwHNW1P3W7+tHjjEXjVlzEEtGcGzsKBLpBFezqjJrkGvMw3hoFK90vsRtg5UZVUgmE2yGYVQbUWwt4RmrAlMh5uTMQ01mLd7ufRN7hnbj042f48rXJYFE0+gJYLKLT+7xzBS1+pE4outnhRW195Gdeu8OwFIMuDqEM2CGFTAXABEfoNQC13wT8PQKoZQ7B0hGReYVfQ06gUREzF05qoH8BaJylYwAp54Cyq4VFbCz+SoSyTQgxZVkxlGQYcTSCgdeODaERCoNg0aFDU356BoPQKtR4tbZ+ehzhzDoDmO5OQZNZxs2jmsQ8wehCgShNurRPhYA0gq8cmIUi8oyYdCqkKlToq1vHHuag7hnTh4i/iSeOtiPulwr7GbtRX9eJKpCG19F6NlnAa0OurVrgXAQoaefhX79OlGdospTOAylXg+l1YZYSwt0y5ayOyAJIcs3vobEyAgMs2Yh0XwcwV//mhc+smO3fOMbUJaXI1RQjAPdbnQbalCxLIkF8CLR1o7YyZNIDQ/zTFb49TdgfuhhGG+/FUrTzMv/kkgkkgtNma2SxZQ74uZKFLX71TsaeMaqKrMat1ffhdHQCMaDY2xkMREew6GRgxwsTK1/NFulUDTgxPgxjAVH4Y1OcqugWqXGroHt2Du0C0sLVmAiNIbt/VvxuabPX5on1rMdOPMc0PoSYC0BZt0NdL4NDOwCGu4XlSmaqWJIaMVFMHBWPeA8A1gLgDkPAYN7gZpbgD3/CHj7hUAiIbbuH4TPosYIdL8NWPKFYyARHBMOg+Q0qFSLx1PrYfWNl+a5SyQfgBRXkhlHy7AXQ54wOwBGE0k2tijNNGDcH0G2RYfyLDMSqRTPXQVcAXTbStA+6kFunhGGkQFEgiGM+SOw6jWozjWz3Xo4moAulkAgHEcylUY8EkNi3IWgwQB/NH5JxBW5/UW274C6ro6rT/FgEJFNm6GorEbk8FEYb7sVoaFRpNwumJcvQ2JgAMnOLqSsVjan0C6Yj/jIGBThKNTFJYh0d0NhtgDpFFS5eQi//DK0q1fhlYAZu8cTSEc1OBpSwZOTh1sSPUA4jHQkAoVOi9T4BBId7Yi3tUE3f/5Ff+4SiURypXN84hgchizMzZkHhUKJSlsl9Go9ckx5yDTY0ZQ9G5MDblRlVOGU6xTnXZHJEs1XeaMeviRScWQaHCixlqB53MW27mRuQdUwo8bEuVdkbjEcGGZBRiLuohIPA0MHgNaXgeqbhVHF6HHA3QFklAFDh4CGe4CJVlHBqr0NOPQTIOIUM1V1dwIV64C+XYDRIeaqKKtLrRcXmjcj8WTOA4b2C2dBYvw0MOteoHsTEAuI2S26f+92wF4F5M0FLHkX97lLJB+CFFeSGUfHeACHeyc5GDiVBmwGLf5zZzeHA9uMWmw+M4YHF5egPMuEZ4/4kJsIotBqQe+EH+UZDqjVajQWZCAQibMYI8v1g53jSCqUMFmMmFVmQoY5jbgviIZsE/IuobEFixulAhPtPVDrLUh4/VBG40gtXootGbXoypwLk9UCuwa4MzcPmmCABZbSbEKyuwfx4yeQJNG1ZAl3/SuzHFBohDBUWC3wZGRj75kRpI0mbv2jVozdYR3W1s6C6ugxbhnkM4jUgkjthsHgJXvuEolEcqVCrX77hnbj1MQpzMqehVgiBm/Mi019byOaiHDe1cnx45xpFYmH0e5uQ0NWI6KJKBtekHBSKzSwG7Iwy9HAjoErC1fj+Y5nWVxlGbNxXck6DikOxkNYlL/44gursyRjQE4jMHhAGE+Qnbp/EDDmAJVrgfGWKWMKCxCcAOY/BLS9LGazqArVvRkYOgiEJoDaO0QLobVIGGCQ2yAZWsQDwiSDhFcsKNwC/UOArURUreh2ah1U60T74LlKmURy6ZlR4mrv3r146KGH3nf7mjVr8JOf/GRa9kly6THr1ZhbYsPuDic84QT/vR2cDHHOFX1VKRRoHw+iuX8SS0ocGOoK4pZ6B0bK7RiaDKOxOh/tzgCO9E0iEE1iaaUDn7ymDJFQBJ5JP9IqJQZiwL23LML8hhLoNCQ4LgwU8Eu5U1Croc7Pf8/3NLW10K29FuEt2zARTSMjCegyM5HyeNBfNw9vtrugrayAJqWHemgcpYY4FmRkQPepB3nmKn7gIBRq8ZGPnzgO4913I/jkb6Ckn6PVQlNTA+WxozBlzIM3EOQWQwoatlkzoXNokc7LQ3JsjLdFhhfkxKiurLpgz10imanItUmiVqqRY8rFPJUGr3a+gvKMCg4JJjt1slgn+/TxkGgHJGFVai2DN+LB55q+wO6CbOGeNRtbezej09uOdDqFe2sfwL2193N7YCwZZyv3ioxK3FB+I5YXrriwT4DECokYvR0wvsvmXWMQLXrUnkc26fS1ZBmgUIkqVDIBjB0HssluPQiMHAXKVgKlq0VVauKUEFUkpAi6XrQU6HpTZFypsoDIpKhKRb3CIIP/7xNfi5cDkz2Ap1tUr6ruB/SZYg5LIpkmZpS4OnPmDMxmMx577LH33G6V1tFXFUvK7Dg+4IE/muSWbZqXImOLaIJaJBSg2OBEMgV/NAHYMhHPLcR/Hx5Fns2Ar6+tgSulwIg/hgWlmTyz1Tbq59DhJ471YXaWDt3eKNpdEUQVKuQWhlGebb4g+530ehF6+hlE9+3nCpFhw00wbtjA1uhnUdXWQRuJAZv2YOxkKwpXrYExFoG3qAzKRAjzdVE0jTdDPTKErFm1SE1OItHaBsOddyB+6DAUZjObV6RcbhZHlke+ClVlBdJ+P0Ivvgxty2ncccc8PDGQ5NdMn5ON21fWYeOpLjhu+ywW3+yC3jnO81uG1augLnivAJRIJO9Hrk0S4vqym/CT5v+AQqFAKBZEvrmAg3+DsSBXnzQqHTsE9vp6cF/tA3ij5zU8cfoXmJezAPfUfAKtky3INeUix5SDifA4Do7sx61Vd2DHwFbMyZ6LU5PtODJ2mEOK5wTHUZZxgQwt3J3AgR8LwwpyAFz0iBBQZ1FohFiiChUJoL7dwKx7RMWJWvbIrCJvNuAfATJLRTtg2+vA7AeEhXrHqwDlckU8gHcAqLkVKFsFWEsBdztw8EfCNbDyemD4sJityp0NVN0EnHwSmPNpUe0i8UbVsoa7RCVLIpkmZpy4qq2txdy5c6d7VyTTCOVVkQkFuQWeHvJCrQRm5VvgjyT5+3OLM3Fm1IdUKg2TVoM9gwGYdXosrivAY4dHMOIVs1lUkeoY82F1TQ5CsQS78rVEFWgeC3C4cMtYEM8dHcTcIhvMho8/cxU7ehTRPXvFlUQcgUcf49wpwrB+HXyd3XhqQguNthRLlsQwsO8oJroG4F93MxR2O0oGvJh/ej8iR5tBz1TTchSaVTR7NQh1YQF0K5cjunsvBwJr77gDumuvhaaqEkqDAd5//TeocrOhmXUP5vedQWHDXIyNjMGRiiJ8yIft/UBKNYlnwiF8dpYDC/rPwP/vP4Tyu/8bmvJL5EglkVyhyLVJQpC738qi1Txv1eftQa2jjk0qEukkYokoW6ofGTuILEM2OwmOBIaQZ8pju/Wfn/wphgIDmJXVhF5vDzJ0GSgwFSAUD6HcVomt/ZsRToShVmrY2KLIUsRVMKp4fSyo9ePMi0JYEcFxYMtfCUt0c7b4OnIYaH0FyJ8vqlXUvkf3p9knqlhRC9+Zl4CQS4geV5cwvSD79Wu+Lkwt6P4kmEiUFV0DZJaLFsLD/yFmsqhKRW2EVM3yDABKBdD1lpi56t8lWhMb7gUCo0DMDyz/ExFWLJFMAzNKXLW2tmIJz5KcPyHKBTqP2yRXBmO+CJ4+1M8tfcFoAnfMK8KpYQ/KHSY0FWbAE4rhQK8bY94IllQ42DWwIMOAReWZONQ3CX8kgYlAFL3uEK6tzYZeo+a1hbZ1TYUDvz7Qj2Qa0CoU0KqVXCH75f4+zr66oSEP+bY/PF8kOeEU/1GpMNC0GGeSBmgdJZiV9KLgmWfRec06HOzrQtLtR39uDZZ+ey2iWg2MPZ2Yt/1FzFmwBO7tPVBn25EZDcDodSF69Bh0q1dClZMD8+c+xwHCBAksBc9PCXSLF7OYS6fSiB07BuvmzbAXFCCgN6Hz1k9BoTYCI8NAVIVmbRbmeT2INzdzCLEUVxLJhV2b5Lo08+iYbMdzrU+zMCITizuq78LuwV24oXwDLFoznGEn9g/t446ClUWrsKn3bRSYC7GsYDne6n2T56cC8QBXqTZU3IrdgzsxJ2cOt7lTcHCAKkRTeVokqA6O7sdIYBgN2Y1YVrgSRnLa+0Ogtj4K7iWoamWdmpui3gYSMmRkQbbooTHg2M/EzNSs+0QViipJ3j7AUQuMNIvWPxJXVN2iVr+zNuprvyfup7MC1sJ3fjZZsZetETNZtjLg5K8BQ5YQTdT656gSduyTvcJZkFoGaX/IAKNiLVB6gVsjJZKrTVxFo1H09PSgqKgIt99+O7q6upCdnY1PfepTePjhh7kM/0HMmzfvfbelaFhf8j4G3CE4A1EU2AzItenZIIIExoe9ttPBrg4njg96EUumMeKL4LHd3bihMY/nrfZ2udic4ubGfBzuc6Nz1I8Cu5EdBUl8vXZilOe1yK/BqFFxHpbVoEYwnuAK1fWz8rBuVi72d7u4xTAcS7KZBc1pjfmjCMeT+PLKSijpjNpHaAWM7tqF2OkWzqRKx6IYW74OP2qPIBrxQOlVY5Pfg6/pIvC2dQEqJVR2OwZiKQw0j+KhJUWYM3AasZOnkN9YD0dNMVLRKNSZVQjv2s2iyrDhlnN26Zqysg/cD92SxTzvFXrhBRgeFDNa5DpoWrIcW/3ZUJsoQyuOpEKBnKgPidMt/DjKwZJIJBd2bZLr0kcgERPOdPGIONimA3S6TaPD5UI4HsYLbc/yTFU8FUOvq4dnrYrNxVAp1Tg8eogzrFYXr+GWwOPjzUilk8g1FXCVi5wAKedKASUMaiOCiRAiyQi3EJIII8v1U66T8Ed9iCYjXM2iUOIBfz9vT682YEXRqo+20zTH1LUJCIyLKhLNW1kKRAgwGVNQtSizSrzOlKdFbXmWQmBwv5ixWvy/hG06iSyqSFHuFVWfqKWv623AlAtUTdmla41Adv3794E+G7M/JX4eCaxr/07MdNH8F81anfyVML4gYUlGGv5RIdzod4BmsiSSaeKKEFd0xu7ll1/+0O/n5OTwJZFI8CL2zW9+EzabDVu2bME///M/w+fz8W2SP5zdnU48vq+H7clL7IZzphB1+Rbc1JiPMsflUX7vmvCjMtsMVyAKh0nDf5zJRv25IwNYVZ2DrokAtw3u7RIzRw6LDrfNKcS+LhcLqXgyzVbrSig4jLh1xM+BwtQq+MrxYTy0tBSZRg3cwTg0SgWyrTqcGfHzzz456MVkKAaH+fwX9fAbbyDyxlv8f2oB1K1YgU5zLuLqEajyHUj2DyCQSqG7pgBVIReMljJ+PlCroEilYBoeQMrnh/GO2xH45eNQqtVIjo4irlTCeN990K+7DkqjkUWcymb70P2guS51aQn8vjD6Nm5DIh5nkVgeieOGB/8IG0+NIWWxICfoxsKJTnYtJFMLCjKWSK5W5No0zcSjwLGfTx2sZwvHOhIFVBWhigfZfr/bfGGa8Md8cEdcHOo7GhxFnqmARZAn5kHMG+NK1hl3C3KNuTwzRVWhlUXX8u3joXEWWgQ9RqPSQqVQwq7PYmt2T3QSx8eP4caymzEaHEEsGYVGqeXqVXLqcWSQ8ZHEVcQP7P0XkTVFZFaI+aaO10XFSGcG3N1A2A00flJYqJMbILXmkYAiMwtq86M5qYJFwKH/otMD4v5UeVryv4D6e8T9SRRrfofjLm2bRFtgBNjzT6JiRo6AZLVO7YMk5riKVSOqX0T1BjHXJZFME1eEuKIF6Lvf/e6Hfn/x4sX4z//8T/z0pz9FU1MT7Hbxx3Tp0qWIRCI8RPyFL3wBFovlfY89duzY+24LBoO8IEoE1Er32okhNnzY3DKGfd00w2SDSgE8fWgAzQMe/PGaSiRSYOFR6jBNWzVrbnEG/m1TO3pdIaTSaZi1anxySQl2djihVSu40lSYoef8qmg8hVAsyfNUwVgCt88pxNbWMWhUClxT7kCpw4i5RRk41OviTKwbZuXhVwf64YskUOIworHAxu2FZ6H2QrPu/D9SKb+fZ6DOkvZ4EDtyFIbPXwtFT5CrR2lqyYACOp0Wjn1b8dW7i3FoMo1oKoH5Di0qm0/w/ZIjI0g7nVDU1kBNbRskjnJyEHnzbSQ6O6HIsML8mc9AO2cOkuPjSE56EDt0CKmRUShsNhhuWI9Uph1jsTQLK96/VBrjJgfW1OZidokdwVgSRX1WpPf7gc8/BE1DA3SLF13gd1AiuXK4WGuTXJfOE2cLMNoMKFVA5xtA55tA9U2ija1/t7Dqrr5VzAFllArb72kgU2/H7Oy5+OWpn7PQIurs9cgz5WPIP4jazDrMcjSi3d3OAiyZSvL9YqkoQrEQ7qq5l2eqSq3lXN1SKlUosZRi28AW6FUG/v8vTj6KLGMWV6wW5C1Cx2TbO2uT+V2tdueDp+cdYUXQbBS16FF1iQQMVaPY8kgpqkRkMtF4HzB0WAT9FiwUlSZqA5xoEe2B9Fhq20vTgUIVsOvvhQimGaqFXxXbp5ks+tlky06th9mzgLo7hJiiOS7+mVStjIgK1dI/ASY7xW1kpkEVM5rlyl8M5My6AO+cRDKDxVVeXh7a2t75Q/FhrF69+gOtbp999lluxfigYWKj8f19yFTRkLwDiQ/Kivrlvj4WGZF4EtvaxnHL7Hx4w3Gu+pCoImHR7wrj7oVFLESmA41KxY6A5BBI8s5m0MAVjLHoIjHUVJSBcCyBE0M+DHvC3OZI5hU9zhDC8RQyjBosLrfDF47jqYMDcAaj3A5o0qq4XdAbScCiU8GqV6N11IflVVlwh7wcVHzP/KKPZMuu0OmgyspCwu9/5zaTEQ36BArUSdTmWVGoc7FZRmWeEarCApS5BlHUPwD4/UgMDkJFYcFjY2xKwZlVOj0UlD9Fi1A0jFQwAFV+HuKDg/D83fdg+tSDXCGjwOBERweUmZnQX7+eq17pb/4JPHfcD+PLzyI2OgZdfT3aZi9DWTLFgjne1Q3fL/+HHQcVGRlIdPcgUVQETXU1/0yJ5GrjYq1Ncl06T6j1i2Z42l4Rtt40A3TiV0D1LcKa+8wLoq2NKiapOLDiz4H8S28qQlUkqj6R5TpVnwxqA1wRF2rsdSi0FqPR0YR5ufNx2nkKL3e8wCYX7rATDdlNODJ6CL6YB0XmIszJmY+j40fQ6+lGMpXA+vIbeSb40OhB6NU63q5Ja8Ip5wnUZNaix9uNOscsLMz/iCfBdBbRvkfW5mdRm4C8IqB7C1B7u7BPp2oRVadI7FCopMYEkHgkoUszUoFhwFAAmPPF9kiIUaWKRC9VuGjeqncHkIwDliIgGQYO/EiINxZyvaLdkN6z2Q+KeSrKsKJ5Knri1JJI7YbdW4VrIM9rpQFPF5BZBlilm61kergixNX50NLSgubmZtx///1QvutAj84OEmfPGEo+OjkWPYsqsi+napBBo2KBRcKKMOtU6HEGUZxp4rmjl44NYU5hBvJsly5c9+zBRzKVwoKSTKhUCrgCMTa2oGrVvQuKcKx/Egd73Vha4cCf3VCDLa1jPFc16A5hVU02traOs0iqyVXgrZYxJBIplGbq0dU9gm+tKsH20QiK0mEYJzxIeTUw5WRjSbkdt80uQLZFL+a1fgdJlwuJnh4oTGZoKiu4Fc94910Iv/464hNOqLOzoamthlmrwLdr9fA8+WukwxEYk1EkfT6oFy+C//s/gPGee/i5qjIzuHJErXkplwua2jrEW05DmZMLVUE+osdPIrZ9O1e2dMuWIel2c4ZW/FgzZ2PR4kRfyZRCXVcL68gAxosrMXz3F5GLGEaUeqwxRGA5sh/xwkJEDx+BKjcX0ZOnkA6FoKmsRKy5Gbr582H6xH1Qmi+MJb1EMpOQa9NFhFq/SGBR+xuJJzqAp8pIOgHEw4DBAbQ8K9oDfQPAmefF/M8lPhlEM1A6lQGL8pZAq9Kh3dWKwUA/6h0NnHe1e2AnTjpPYFXxGnx13tfwVs9rUwYVClTYKtHl6URFRhXaJ9twfOwotwvmmvJwxnUan2v8Ak47T/B2XWEXoskof++2qjuhVqqQa8r//Y6B1ErpGxLihOarMsqAeV8AereJwF6q+J0VUgu/Ahz4d1FNGj0KZFYKF7/TzwCLHwHG3aJCRRUnEmA0qzVyBPANijkrEkrHfwW4WsX71vQpoGcrsPRbohWRoNudrUBGBTB8CKi+UcxZ1d0p3mN6b0mwdW0WZhkkrqnyRRlaJK6o6kXuhXM/A9RsELNbEsklZMaIq/b2dvzt3/4tSktLsXz58nO3v/766ygsLORhYskfhjMQ40pNsd3IM0WZRi1/pduoWrWs0oGXjw+z0QUJLjK5oGrXpeZwrxu/OtDHVahQNIH5pZm4qSkPGxrz8LM9PSy2iGePDHJ1q2cihG5nkG8za1W4rjYbjYU2DHsjMOs0sGuj0PT30kQ6QkfcuL6sCF2eCShTKaTjUdg9aVQpI8jKzvq9+xbv7obvhz+Gd3icWxBNN94A+/LFwIsvItjRBW1JMcIeL0LPPA8N0tAumA/DyWYojEakw2EWtXRAQNWukCOHw3v1wQCfLUx0dyHldEFdXwdVYSGUeTlALIbQcy8gPdXiF923D8a77kKyv5/3JeV0QulwIEWCa2QE+vXrueq1YXY+9pu18Ls8+IS3H/onfoMgmWiUl0GZk43g089wdS01OoZESwtXwqI7d0FTVwv9uz53EolEINemiwhVQKitzFosDr7tFYBvWByAU+WDZnlIBFCrGVVXyPCAKiGXWFy93fMGtvS9jT5fL1ewbqq4BQvzF6MhqwH/3fwfSJEgBNDr7canZn0WrW5qgRNkGRzIN+WzTfuvzzyBbGMO33/QP8jbonmrZYUr8Hz7s7yu0RzWgtxFbOGup4Df3wdVjvb+q7BYp/245luAIRNoeQ4IjIl8qvHTUwYWFaJ1j4SS3iYeQ/epv1v8n8RTngow5Yl5KhJnVM2iGSiqHhYuEZlWIfpZYh4Mg/uAsmuBoUNCFFELoS5D2KnTNvPniQyspd8G+veIahrNc1GFkt7H8vViW8d/Kea+qFI5chxY8kfAscdEZYsEo0RyCZkx4uqGG27Ao48+iu985zv4xje+wb3pr776KrZu3Yof/vCH7zljKPloBCJxHOmfxIamfBzqdXOb3WeXlnL1JBJPoXnAi7V1OTgz4uMzRLV5FhRm/OGW5H8oOzqcUCuVKHMYEYgmMOGP4qurKxFLpVlYkVEFBQfHEkns6JjAjQ25LK5IIHIlLhJna3ZqE9Sk4lAM9HF7nVGvQXk6AMezj+GPbvsUWiZCMKuBueFxmPt7gLLff3BE1aHJoTHePmF+aSNUHhdUBw4h7g8gcfAg1KtWcatioX+CWwDZ4U+tQjqUpgEonivo+fO/A956A5GBIdiMWuS8+BIsSxYhsmkzlNnZ0K9ahcSpFiitVnYKTAeDHCSsMOihys9H8IUXoF+xHNFwCOl4gt8v3ZIl0MydA01pCWwTE1i573VEDuwHkilo6mqQ6OgUrYY+P9KxGBSGqfdWoUDS6QQ0aiT6+pBsaoJKhqJKJO9Brk0XEWof8/SKKgnNWJGRwg3fBAYOCuMEmsOpWA+0vypmrqquB9SXNlzWGZrAnqFdbIVekVHBVawh/xD+aun/xtGxIyyU4skY26wn0yn0+/sxy9GANncrV6gmIx7kmfOxa2gnGrObsLn3bbjCTqiUKjRkNbGYsupsuLXqdnYjpPmuZDLJrYVFmpLfvXPRAHD8CTFHRS2VxOH/FJUrqgKRIO3bBjTeL+aqwh7AVgKodOK1ZqE6ZYHe9Elg1/8TAs2UJQQuVbvotSfxpNQIUUaufhRufC701yGEFAUOUy4WzVDRtuMBoHAhULIcIJGYCIs8rLET4jFUtfQPiAoY7Q9tPxEVlSv6TNG+U9XN1S4MMdQfP4tSIrnqxJXBYMAvfvELfP/73+cFa3JyEtXV1fjxj3+MdVPZPpKPDgmoHO84siIBnDrtRKY9k3LkMTwZwYgvzLNYn11awpUsrYqEjQkrqrI+kh35hUJLDhvc367k6trZmSuqpKmVChYuJLiI6pwklGlwtYpyrypzTFhdlYWdnS6EIwl8dU01mveEYFOmsNYSQ+7BbUhrNKg/uRclJgviWgMsnWegXHd+1Rpqv0tGIqhIBaFECmnooXa5Ee7uhcpi5va/1MmTMNU1IhH2IB0KQ5GVhdTICJT0musN8FTUYHjUDXvvAIslbyACvUYPI+VjqVRI9PYiNV9YOOtvWI9Efz9Xsuh72tmzEdq2FaZPPoD4yVPQzJ0LLZlRqDXQ1NdDP2c23y+08TWEX3sVSaeLXQepqqWuquTv0XVVQQELrZTPB4VKCaXFgsiOnVBXVMD73b+F+eGHoW1suIjvskRyZSHXposEHTjTAfXYKVGdIpvwoFMIq5BTHMA3PSAMLyiEtmgJkNN0yXeTrNTpH6FT6fli19tZbGXoM5FIJdDvH0CETDcADhdeUbiKZ3y7Pd1YXHANmrLmYGPXSxwafFftPdjevw0llhLkGHPR5+9lcUUirtBcxG2BgUQAFppv+n2QAKFqEQkdyrAiYxB6XakS5O4UIoYEC7VekpClRZVcA3u2iMoUtV0WLxVzUGSAcbY1kwQvvR/0/tD2Ot4A5n5OVJZqbxWzcCTgqOqVOwcYPwOULhOOj1SJLJg/5TS4EMhtENWy3f8EjJ8UQqxnEKi/S1ju0z7Tz6eqmWLqOfG8WFK0OlLrIOVeLXwEsH1EYw+J5GoXVwRlh3zve9+b7t2YMYx4w9h9qAP9pzqxvCoPg4oQOnwuOAoL0ToegCcY53ms1lE/Mo06ZJm0ODHkxb4eF+6eV4S75xdBgTQGekewZzCA4Yhw87um0gGT9oN/9eLJFNpH/Rj3R1CQaURNjvm8nQdX1+Tg9LAPCRqsBbCkwg5vKM45VXfNK8LfvXaaby/LMiHHosPeHjdahn1ANIJTHT0InVbivmVVeMWlQLsrgU/UZsC88XnY6eyaWgPTQ5/DQZ8Szx3qRcidwIq1D+Kukgqcz/kwmmky/uSnSHp97Hekmz8PaiUQpuccikCfYYOqrBQKEjQqNRRmE9TFRVA2NvCMlm75UnQrbMDIJBR6YfVO2wnTcz07/J4QrZi6NauhW7oUSrsdyZ5eQKtFcnISmrEx+H7w7zTsAcMn7kPwyaegImOKkyeh1Ov5PuG33kK8p5dfc3p8oq0Nmvo6JMbHOYfL4HAg/PYmnr0iEZVOpqBfvRqx9nYWq8Gnnob6r/+StyeRSARybbrAjJ0Emp8Q9twN9wIDe8QBNR2I92wHbEVAKkdUW6h9LW4RFRQyRFj1V0DZajG3Qy1pgwfENkvXAMXXfPh8TsQnqibsfDdLmDGcBw6DA9eVrcOb3a/zdQUUWF68irOs6O/sNQXL0O5u5dsX5C3msOA3e17HRHic862ebX0KE6UTWJi3CK2uVmhUaqwqXIPjE8c468qmzcCakrXcdkiPI/fABxs+AxOJk98HVZgKFwkrexIoBLUF0mtFUBWKHP8UShHcS2HyJFwr1wMqvahM2asBd7swpaDZrrPGK+R0eza4mKpG9LpS4C8FB9PjKK9KqRUCS20Adn5PtCNSFZJMLUh8Ufsf7hMzW2PNgHdA3IdaDWkmy1wg9kOVAoqXidZFelz5dUJYlawQgoz2q3crMOfT5/WeSSQflxklriQXDgoI/uXePrTsa0Ha70dznwsPzM3DipNvY6tpA950qnBdXQ42t45xtYqCdKlKVJRhwKg3gh9v60SGKoW5nUfx8+4Eusa8UGZl4cRALjv0LalwoNRufJ9w2tQyiqcPD3COh0oJPLS8HMsqf/9MEzGnOAN/dmMdep1BGLUqzp36h7dauWpl02t4Wxz2G0vwbNigJwwV0kj19SMdCaPLq8JJTxytA0GcckawTaPEhiW34c4iHcpmV6NHZcFPXjkNRWY+NBkJ7BoJo7BvEjc0vd/Z67dJB0MwrFuH+OgYFFSp0uigb5zFwsbX2w/FkmugmDUL+gknbPYMpJzjUDkcUObmsmiKbt2Gsj/9K2zb04NVCxfCt+8gUmklco16eGwOaDIdsKxeBWVBAWLHjsJ0+23Q1tUBdXVcfZz8zne41UJptUA1by5izccRGxkTi+bgKFI//RlSkQi7AJIlfFqrhVKrhZZEYEkptHOaoF24kKthuqXXIN4/INpC33gTSXIdtNuhLClBcnSEf18gxZVEIrkYkPnClr8SMzqUnUQHzQu+AgwfBMKT4rST3g50bxKmB2QFTmLA0y8ExP5/50B0jJ8ADv5IVD8ySsTs0ZKvAfnzActvud1S9WXfvwFDB4SII+Fy7d8CWeeX83ddyXoUmUu4nc+kNeP1zo0YCPRDq9Ki2FKCBxs+C1/Uy9UnWhFPO0/CorNgwNdPKxROjjdDp9JhS//biCTCXLFqyGrEquLr+CvNXbU4TyFTT50lSrzetRH1jlmosdf+/p0jMUSChtoCybiC5tjmfQ44+jMxJzXvYUChFveh9rygS8y4kWAhwwoSaOVrgbaXhWMj2bZTpY7m36jiRO17TfcD/jHRFli6QrT6Ee4uYO8/i6qZOU+4AJ5+TlSgSEANTM1Y0f2oUkZVK3p/jVlAEVW6ckQljFo+nR1A3e3i59O6RtWqwb2igkkVMZq7k0guEVJcST4QEh4d4/73nMXbORzBwgwTltXkIV1uQv9kCKV2EwcKUwYSzWKVZ5s4cJdEFoaH0DPoRNdUK3ckmsDgqA/PxFM4MejByupsrJ+VB9VUC2HnmA//tb0L44Eo51PlWPV49cQw5pVkwKA5v19VChCmy472cTy+v49nqRRKBQpsesyKWTlEmNYSmrOqybWgu3+ChRWh0WmR1OhworePK0fBRAptWjt+nTAguM8Js24SVq0Shzo9sJu0yA2Po/u0FunGgnMikTOkxsagMJkQ6+hgoaLKy2dTitiePbzdVG8ECIeRyMuGprwUWY0N8HoDSOmNsN15B/DS81D4/FzJirecmbKcVSNPlcCti8uxWXUzcsrqUaBJYSArF96hEVTUz4WtoxmJY83QLVv6nteE981oYrt2WpdUdgf8p84gEU8ilVRgZCKAUp8PGfk5bHKhXbQQsYOHoLRZYbjlFjb0oJmv5OAgUi43En39bKKhzLRDXVzM4gpJMZxM7YcktCQSieSiQBULav2iP7lUJKGDb7L8piDZqhuFwDr+uBAAJIpoVqdrk2gLJEFGj+l8TbS7kQkGQSKCRFv7RvHYFX8mRNZZyM3uxBPiMXRgT0JgYO95iyty62vIbuT/P33mSewZ3sVmFGqlBuFEGFmGLHYEJLKNuWxaQeHAJKwIu8EBf9TH81UkskiExZMJ7Bvazc6CdP9YMo6u/5+99wCTuz6v/c/0PrO996pd9d4lJIEKHUQzzb3HLU5sJzc3dpJ78783uamO417BgOldCElICPVeV9L23tvMTq//57zfXRAY24ANCPQ7z7OPdmen7cxq53fmvO/njDeJ8QonQjg30vCaueJrCE0Hd6y4j0RABc2KlC43KyIf95w42sfxP6ZLHMnjGN9IMzD3o8pUXnh2cncppUwrZZ9MvwL9Kg1ksS9HApl6kRRYukolTzRGtute/8DQtKVVTiZeCXU/mQxy1I89VoJyz1J9ZvW3qeeGt5MzW5k3Jl6hEWXmCMng7wYTK+5uTSVok7AQ5KmReU2a3gtp5krTq2Ki1DQwAZNRL0hyJj7ZVcWwTXjR1zuEbJsegzOuxK96U+gYHURltksoduyHYs9Vrzchu608jcmUtes0TPEYUtmFGIvrELPYkIolUZxuE3T5Y8d70NDnw4bpeajLc+NwxziGfWHEozGMR2KIJ5PI91iF5fB2RTQ8jRWVSqZk34rdV59dWYEhfxRF6TbZEfv+qB+jRiP0yQSur3DDGg9CbzTAZjaqbisAO84NipkaD8ZQ4DIjN82GgfEQ3A4niv1DiHd2CQwicuIE/D/8EWC2QOdxIzUygsiBg9CZTHB88uPQl5UhfuSImI9UIoFESwuSwSAMRiPybroOtrVrBM+OxfPhf+RRhJ997tWfh4aJyV9JMAZHmhtbhgoQDYVxc1cf0jqbkcrLks4qGkXrletevVxkZBSRnj7ZjYoQmlFbg1h/P4wzZyHZ2gYvaVrxFILTZ8PV3YJYQwPMa9fCtXwZ9Nm5CG/bJslZavuOSaT7EgR/84jsYOnTPLDfdhv0Vgviw8OwLFkCy4YNiKe4ladJkyZNfyLxAJ/JA5MKphxMUJhyELDAUT2OqxUsVAaIuzc8OKfYuUSDQOAB0eY8cC9dqVIWmgDzZHkzjQYlY2ZmYNffqd2i6qvVPlfnPoUbpwHwhSb3fCYv8zY0EZlAp69DjBUVT8YkzarJqBMsO/elKtOr0e3rxK/O/EzOYzc5BHAxGh6VkUF+XZVWg6MDh+XzUDwoUAwmWDRXI+FhZFqzxIjFEjGYaJrOPgKceVCN8BEUMXJBGSwme0u/pnqiaEJpRHgenpeEPT6u6/4XULRI/QB8PF76G7WPNSWmUDRcTKicOWq/igkVx/f4mBGAQViF7FJd1LfFNIpGiLfLfivudxmM6vmyOCdPj6r7QXN29jcqReNjz4TszAPqek8MA9nT1O4YzTNP4y7Yoi8CHXvEd0kvV/HKSQDHW++i1KTpnUozV5e5SPjjh9Ggw5PHezESiMBlNaE214mr6nLx071tGJ/QY3HtNKydk4OfnRnB7pZhuWxxul0MjMNsRDyRwkcWFiORSOKaGfkoTLNiPJgJo8mIOe586ZQaC8WQ7rZjbnE6vrezWToHxwJRNA368dW11ThyvgfL86146bxqsPfHYli1rhoOy9v/NTXqdJhV7EEwFEXnWASxZBIFaVZMy3djofW1Q///edNstNc4YT11HLlHX0Q8MQ93r1qKXx/uEeogEzbefjCakA6v/vEAVlZm4+WGPqyry8LsM9uB2CwkQyEEH3lUQBRGjsf19SH0wgvQO5xIxeMI/PyXcH7us4iVlgoBMDk0jPDOndBZrYhfaISppga6jRtevV+29VdJbxSLfgmLsCxfJgkU74veoEMgksA9yV4YHn4QMR3gznIgUV8J97e+CWOWGqMc2HMAXf/5Q6SXFghh0FZUCKPTAcOMGUjNXwzvmQuInzsP87R6dM+Yg6z/+yKSA4MIPfAA7LdshnnWbJV6mUwCs6DLjbd3CMwimpGFRCwFXWMTLFWVMOfn41xBDbbu60XIPIp1tTmSTBImokmTJk1vS7EI0HMAGGmBzIcf+ZE6nftTxHozhWCKQZFkx8Tq2c8DEUIXDEDNtUD3AbWPY9EBs+8Fhs4AWXUqQeF+Dr/H6+HtMLni9TLJOvOQGitjCsO0h9fP/SAaO9kB4hiGVyU7b1OBWEBSpjJ3GaLJGHr8PbIbxeSqMr1KxgSpYlcxCl3FOD5wFD3+bjQMn8Xa0qswGBjAgd59MGQYxDxRRr0RkXgEwVgI5WmVmIj6cGPNzRjwDyjEO+ESNCL8nCZosBXoOaIMKnfWTj0ALPmq+tloQDk+yceEvWCEYpC2eHG58JKvKcQ6MemFi4DiyRE/Gh6OWDLdMycUtIJFwUwS534cmP1RVfpLg3P4+8Cxn6i9NVIJmXRl1StjtO4fgcan1fXTANOk0awxLdv3T8A131dGiveNe178GZhe8bmkIWMKRhPN87ADi0aNidwLX1ZmcvotKmnTpOldlGauLmOd6/Pi37c3wReOI9tploLdDLtJiHoD3hB8oZigy41mE5rHIzjlT+F4D2eegfp0E6rGe7ByXgXGdBbEk4A/EsP+lhHUF3ikaLh4+XyMnTyLJVsexqysPITzChEqzUTreFiMldGgl/NF40n0ekPIRhQjQ8O4cUY2AgmgwGXCKs/b68tiUe+psThs/d34XPNemHo6EZuzAA01c3GiaxwvXxjGp1aWoypHvWOZ5bQga3E9EjX5SK5bKrjyq31xhBKQvS2z0SAGy6BXxEG72YiMiB+biizY1H8annQ3jCXFSPr90jWl7kQCiLPUMqVGE2hQdDrVV8Wy3/p6BB/6jZxVwBFpaUIEvFgGjwf2TRsBflwkmpXV1dmwGvUo/tWT8FkMyHGYkB6ZEKPE3ipkZWHi+Al0fO8n8LZ2ID3TjVg4At3AIFwZtUh1dmK0ehbur74C6+Yug7W/B/WpCbg+81lEz5+TXSsxgOEQxkNRgYLo9TZkGeNiWscLytDnj8IQM6DQ4oR1x06M187Ef50+jKTDAdO0aXhAusKMkmBq0qRJ09tSy1a180MDxMSKB9CcAww51YE5u4so/m3leB7H28RY6dUBv8EGLPozZRb4N5jJl7db7V4Ry00gBQ/+aZq4u8ODfI76NSnohPQqMbEi+psH7IReZNUCebNVesW+JhbcvlUl4ogEBqQE2B+dgNPsRjwVx7KCFbAabZJSVaRX4dba24UgyNeFUk+pfAwEBiThynPkI82SJv9m2XPQNNYIf9QHt9kj12U32lHoKEB+7kJ0jndgdelaWPgzSOI2Of5hSVfjj1NfU+ExIBlRKRF/1p79agSQj23BfGVWLlZ6GZD+8d/+GdNL1QggjdLuv1d7byz25fW27gBm3a1M8/kngO3fUuCJ0VZFeBSjFAaGzqkxQ3eJMm00Tfx69XcUcp3pFkcF+drKHTH+bLx/vK8GgzJzPF2KpZPAyV+o+3TmN5MGbpoykev/Rd1fTZreJWnm6jLWnuZhSY0i8SRyXGYxOZxSptniQfxEOI4BH3HfBumIahrwY0VVJoJ9g1h35FnEKyrxwPYgQg637BhV57nxjzfNQHGGEy829GN30xAW7tmF/lPnodeRcqRHTmkJQp/+KpxWI9xWkyRmHP/zhWNwpblgcNgx3DWAbJcZGQYTfnFyBLUBC5ZXZSHN/ru5fExTgs8+i+6xMF6IpmP5ka0Y6+mDxWSAZ2gL5pkN+J6jXkiCz53uw5fXvp5CaEhPl4/E+DisPh/a+r1IsEck343u8SCi8ZQkWVfV5cAej6BWF0S+Xw/zgvkyyseRPKLNWajLnSTzrJkIb9+u5tv1ehjycmFZMB/JoSEkAgE4P/YxhHfvlj4r8+w5MM+e/Zaft9o8N4rS7PDvzkOs8ST0XSpJjBuN6vozMjDR2Apfe5ecnrDaheoXC4aQiMVhtNtQM68eX54II/a9H8ERC8HY04XIjBkw5BcIYj3e3IK+a29Br96OWGgYqVgKkbQ0VC1chOEj51HgNMFs1sFdXIBANIpeG7tVwtBFY0j5/eRPI8iRxOEWSbyMNTUwaLtYmjRp+kMKeYETP1MH2jwA58E5wQjuIpVg0AQlowq8QLAED8yZOLF4tmSZGnHjaNkr/6iSFqYh9bcCV/xPdSB+5IdqNIzJF/d6aMhoQmZ9FMioVHtC3N+iUjpgok8lY8SMt+9SAIXxDuDAvynqIMcM32hALtZYO3D8ZzhjMuJUMoxn+vYiwaJ4gxmDgUFcXXGtUP8IpDiZXovVJWted/FcjjlS3m6Y4yF0+tqkz2pl0Wrs7NgGm8mGaRl1mJ+/CAadAS6TEx5rGmZkz1KX41gdUyXCJ9hnVboaOPeo+h7NCMuWKzYCQ/8+ObanU6aSiHSi63Mnr+etqOoqYLhEGdfx1klTTLOarm6fZna0ST2WvC9E5JM0yN04is/3zLtUMnb0J2pMkEnijNvVddAssyeLxosmSgxhGKjeBBgd6mtCOdKrVNKVv0D97vBzPtdMtPhccc+MH/zd4S6c+b3v5dT04ZZmri5TNQ5MoHNUpVPheFL2mmxmNcKVSCYl0ZGFYY6tx5OwuwyYWehBXb4L3h0t8Hd1onvVRrRdmEBsJIBUMIlubxiLyzNkp2l7Qz+W51qB1hYxZkkd/7wl4ejvRVYyjNJMO872+GRHa1FFJvaeH0D/uRbEJyawflktIkkdth1qhrGyEmeP9wgsY05RGk5OjuktLMtAccZrlL7IkSMIb92GvsVXohghJFta4PS45L6MB6PI3X8AM+5ZiB2NozjSPoYDrSOYUeiRvSsaTJYOFwdHYP3R9+CIxbF++XV43mvBuX7VhbWsMhvlmQ7saxnGjs4ADlmNuGnufCycNAw0avYbroc+PQ0xlvhWlMPz999BeNsO2U1y3HoLzPPmwTx9OuK9vVLEa7/tFjGFRJwb2Uf1FkVKn273S7BlpCE+NCR7W4RV2DasR+TkSeiysmHoaIdn8XyM7zmA3oZGlNy8GcbOVhgL8mCpr0dyz25kBYMI+0YkTUvFYojuPwDL6lWSfpmXLsWhuBP+Wz6BsqEOeRfwrCsHkVwXMj/7SRhPHEO4qATegXG4R0dQUV0LtIXVCI9ejxn2JIof/gUmBnvlPhuKCuH+ypel2FiTJk2afqf6WFY7psb3mBjV3ajSFo6TUeVrVHcRxYN07lPl1APr/x/Q8IgyYUwniPjmAThx4BxBy56uaIHc0aJ44M6DcaY0CR3gbQeKlqpxQu4DMR0ruwI4/lO1n8TbX/sPwMlfKugDd4n6j6kki1ANltVy74hJiX3yjSSmZtwV6j+Onvx6hFJRWFIpRPR6jIRGZIRvODQMs8GCXn83zo80CLyC+1NMuNq8rdClUij39sJ1/OeocRdimtmM8xEvBpDCrbV3YE7efEmvCLZoHW9BibsU11Ze/+qIoaQ9K74FNL+gjGLttcpwde1X5mnOPcpgbfwPBYWYebcq52U6RGDH1M/yVkRcPVNHmtwpPD5TQKaJfC55X2homGqFR4GJfjXCScPEx47mlmXQBGek4oC3X5nfC88pomPmNJU+cmdu1j3KMNEsMf3KmaWun8aXtzl8QT33NGVcvOK4KD+Ycu7/t9dgXZXrgfmf1UqGNf1JpZmry1Stw36BVrDvqc8XxstNQ/joklL4J3eL5pemSwcU4RPcN9o0Iw9LKjIFQHE0lYbiG+9AKiMT0YQPSaNJXkP8oRhah/z48Z5WrKjKRk9ch/TSauT4/JJQcQQQZWU4FdYJTXBanlv2oC70T2CgrRspnxf6eBy9g16cGw7L7hJhEBSTsJ6xIJqH1DtcNEff2liHDKf6gxjvUilNBmI4AwdqcjLRPeiTA32O841lFWAklED3aBBX1ufiV/s7cFV9LoKxBHaeH5S9KEtXOz5fNw8FB3Zh1aEXULPySoTnzUBhpiIgvnC2X1Ivt03tYP10T6sAN4rSlckzZGXBcfPNAD8mZb/hBind1VlUNxUR5aaKyXGS/Px39NzFOzoQfOhhGKuqpM9KZzBA53YhcuYMzMEgJi40wlZVjcwlC5FyuBE+ewZDnizYvnwLAr/+JTJ274HR4+awPuKtrTKuSHetd7uhz8xCvLEJtjVXwJ2wYEfAiIP2SrndVCiC+VYTIt296M2vwHNBN7qHJlCWPR93Oz24Yb4NWweTgNuFVYkhOPq6ldmiYe/qRuTYcdg3bkByYkIKj7lvZiwvh86o/RnSpEnTpIhE554PDZUhqkzA6r9R5sWRN5lcJYCmFxRAYeEXAEc+MNigRtx4sM4DfDl2JmEpoQ64uUfU+BxQd5NKp1hwy1ExpjfcP0qvVOfjbTPZypsHNDwKDE3SCWnk2JnkH1QJy5QuPKNSGaYqFBMZIt158M5EZvCMnJyht8DCdzENJvjCo/JtqckIj8JhdGAg0I9IIoqfn/ox7qy/Fy93vYRumpzIBMrjcXzUUwLPaDPu8RSjrWIDEpnVyLHnoMPXjmean5DCYafZKeOCTzQ9js/P/bPXDBZN0sVkw6oNihzIn3sK8GBPVx+Up+CdPXc9hxSZkUaWJb80njRSBGpw5JAmitj0ld9SzwXNXu4cILNK7X7xsStYrEiEHAlk0sSDC+7K2XPU40zD2/Gyei6mRCOYWQ4c+6GiQp5/Uhkv7sURZlF5perI4s7VxSORFE0n07y8WcrsyflylZnTpOkdSjuquQwVTyQRjiZwvGsca6Zlw2oySrrDcTOO68XiSTxytBvFGTZ8ZGEp6gtcWFqRhadO9uDZU31ITiRwoXUUi8urZZSP+1KpeAo1eS4ZIYzEkthypg+fWl6OA9OWYEkqiZyeVgxnFeLo9JX41f5O3DSnUPqoMuyTsIgEYDaZFV1Xp0eGzQjfRZhAo14v55sSk6yWYT8ynOpdNRoxViAWNJ1C7pUfQST7Lhh+cR904RDclaU4M2uJlB5fPSNfXm+jiaRg2U91e2UEkubK7/XjYFYWbrZaofd6UbhrK9I2rMLOngk8ebwHiVQKXaNBZDotKEy3IZZISafXlLl6Mwn+/E+s5NiY7HUlhoegMxoQ2bNXioJ1TicMeXlInjuPyOFDyLl6E+CxYvxzn8dxuFB66hzSYYArJxcmk17SM3UndUAiBX1+vowvGmuqYSgsxHxYcLh9FN1jITnLumI7crc+BRQW4JkxF7oHR2AwGtDrj+M3fie+UW/Bis3TkTBbkXl0H4KTxopminj66PETSOl1iOzchWRvnxx8WNetg+O2W14zn5o0abp8xcSKZqfrALDgs5O49JBKWHig3H9KFcWyjJZlwCUr1YH5S/9DEexomo58H1jweXUdHB9EFJhxm4JW8IC74xUgf65KLGjYeJvEejNZGW8Bpt+uOpMKFimoAs3H1A4SUxeahKnUg4kVb4P3c0ptO4H6WwB3oSrepXno2IW6JNBkz8PS4tV4tuVpmPQmLMhbDF/UiwJnIa6ruhFDgUGkkJLeKjFWVCKKtvEWXCgtB5l9dm8Xpnt7EKu5Afed+Tl8UR8O9u5HKB5GoatI9rI6vG0CvCA843eKoIc/tVgwLI9LTI37cSSSo5lMpWhyORbIr2FQo33pFcokkTDIx5jfoyErmKvSyUmaugAo+FgyLeT9JmRk7z+pcVDi2GmOWnaqkc2jP57EuZuVSWPSuewvlSm3uoFjP1PPH00b7y/vE1H7NHan7lfXSVO68M+AitePaGrS9FalmavLUAfbRtDQ55XU6mjHuBiVjy4tFbPCNGlBSbqkM95QVNCvNBB7Woax68KQXD5mdyBRVCyJz20Li9HQ70eKXVeRuIwX0gQxkdKzvLeiFL7Z1Tjd0Y9dvWGM+5KIJcJ4/kw/7lnCd4Z0gkXfHzPAYU9HQSKAhfYorG4DHohYEZuEOKypzcGLZycLsyZlM71GorMsXIjE0DBavDFsP9SMpVfMQ/e9X4IrGsCIMwNdIWBxnkugFty7omgYwvEERgNRCVgcWTmYIIxiMklhgW7UZse2hjY5XyG7u8TYRST1I7Ah2/XemwKOEbIvKzUyCn12Nuy33iKpkyRCff2y3xTz+TBodOLXVaswMq7DjAw9yiKjSB0/DF2aC/prNiF+9izsN96ApNeLVCyOZCCAxNCQnMb0Kis7C3+5IAtjviCSp08jueMgUplp0BWVoK9zACaDTgqZ2Y21u2sCa+dXYEOeMrvxabUIOexiBOM93dB70sTUEi/PMUkWFustZtlLM8+bI+OSmjRpuoxF0hzTDI7zsZiWuzZMLEj2GzqrIBLcxyGUgAfG8aAay/N1qhEwmiCi1UmQ4+jf/E+psUD6IB4w8/u8HA/imYDxfAs+B5z6tTJZpMvRfA2cVkkHb5NjarwN7j1xxIwjiDM+or7HI38mXyypJVJ8SkyDeMBP8SB++q0Ca7igT6Gtdx/qqq7HVaWKDBtPJhCJh8QEnR46edGDkRJzFI6HYdYb4DbZEZ7qbaJyZoj5Oj18CumWdJR5KnBu5KykYDRXRa5ieLiD9l6LjxfFx5PmiWOWTIu4K0cjSsw7RzNduSp5ZBLFHSk+Tyxo5n4XCYEcL6zfrJIuigmg2a1+Bzr3Ap5y4IrvqN8Vft1Fwz1NPU+Cuder3w+OBNKkVW56Lbnj2CZHPwlAobEipXCkCeg7rjD/sqMF2ZND/pzJsUJNmt6eNHN1GYkjCByv+/tnzwnZz2MzY1qeC9U5ToFX0BztODeAM71ePHW8B8uqsvBK4xDyPFaUZzkEtx6MxmVELp40Ic1sQlKnh9tuRiSWQCKpR/PwBDw2ExaWZeLWeUXoGg9hd9MgdvbH0DwSgstqRIHHJvdlZmEaHjzchSy7CXevqMTwwBiWpGVjwYHnZbyuqqIWA74Ict1W2dtiikIjRC2tyET1JPGPIrbcedut6D3Wgbi+Fwe6J1Cdl4Nj3NFKGHDPkiKYjDoZ7ePPSWNUn1+Ig22jAu3IdJhQV1uKrDQjWtN1qLEnYVu9CgnoxEBZjAbZqyJenFTFTIcZdywqQWmm4z1/Hg3Z2XD92RcR3rIV8YF+mOfOlccz+vgTMJaVIvDwwwildBg9cR5Lr74J3w4V4tqQDyNbtiGD74v2dCP481/A/VffxMS//htSgaAASWw33ADTzBkI7X4FertDyoMjJ09AR9BJ3XSMtnbCfeQw0sZGMaN2Dfa1jsJis2M8acCCAg/ODAaxKBhFut0s5cLuv/g6wrtehmlwEPGeHvh/9nPorVbp+LKuvwrxc+dgyM1TAAxNmjRdvuJBNAEGu/9hMsHwqN0gHjzTxBClTQPDFIspA1Msdh9xv6pwgdqB4m4OD5Z5EM89HBots1+lKLyeCe7fZAIz7wTqNitoAsENbdvVZfk9XsY4OSLIziz+ywSDYAbeJq9//qfVrhZ3wghOYMEtUy/eDq+H2PeL95Q4XrbiWzhx9N8x4crFhfFGIQLSTNVkTMNtdR/B6cGTMhYYT8Zl1K/UXYanmh4X0EWZpxyFZesQtOWgy5qF4vRqoHgFDKF+IQfyMiwLjiVjArrgztWN1ZtfGwl8L8Xi5cVfBZqeUc+jjGiyKzGijBT3qZhMMqmquQ5omRzJI/GR43oDJ1VaRUDF3v/72vOy4DMKMsJ9NxYED3x/siMrCOTNAboPKXO06Evq+0wp+fNHg8qcc4+vZIm6j/yaqWfLi+r3iSj4sw+rTjQaOyZsNICC4w9o5krTO5Jmri4jNQ748NSJXnhDMUTiCQSjIViMenisRjE5Bh1w+8IS/PeuZjFcnSNBDPojUirstJrEiA0HImJ02GdF0MMv97dLIXCazSTXRdDEispsrKrJFlLfgZYRjAfi2Dg9Fz/aExQTxzcSr56ZD7tJj/o8F1qGAzjRO4Ha3AzE0k1I++Y3pPSWU98Faa+N3P3VxjpJ16wmPaqzXXL9b5TH45AdHqZT7O/KdVlw64JiFKdbseXMAJZVZknawkLhxgE/FpSmCzqehcEceWx1WbDLUoA7p5fhyuxsnO0ex6AvIrtm80szkGY34NvX1mFpZZb0gb1fMtfVCfKc44H8eUk5pPz/+V3A4UTIkYaJOGB6aRuuu/OL0DeehcNuhjW9BGa+Q4wU9HY7bNdymTgi+09IS4Pvf/8jUhMTsFyxGqHnnoehpATRkTEkzjei4OqNiHU1IfzgQ9jwF2WIe9xoGB7BvIp8LBg4CWfzOPSzPgHY1by+7JYZTZj4wQ8QfuZZmGfOhKG8HKmAH+YZJDSZoHe5Ze9KkyZNl7F40H3ov9RBLQ9o+S/3d2iyeLqzUBXZNm9RyUPTc0AsDJgcwEirOmCmWaLpYbpEbPru/6UOvEmR4wE6SXgc+WP5MMf9uNvF66+5Hmh8Rhk0HsCTTMcUi6kZ96VIHuSeUGaNSrreCD5gia6kM53qX57vjdIbkOMuQpOvDd6oV0b5qtNr8JG6uxFPxaS/aknBMjFIRr0B7d42bCi/Wnqq+gK9ONB3AF3OQuw0OvDJmqtRrtejfbwNPRPdCMaDmGedj8q0Snx29hdQlzX9/TFWkz8nKtcB5VeofTfScom+517Tnv+jQBNMlrifFugDSq8Q2If0l3GPjQYVCbWzNedj6veAz2ciDjz/JZVocvSTI58cu5xKHPl88/eF4BLeNvf0aKzKFysDzdSRGHj2bPE+cS+LJurZz6nrIA2S52GaWb4W6D8B5M5Uz6cmTe9Amrm6TBSIxrG3ZUQw60Sf63U6GesaC0bljSLuWY1H4zIuyL0pdl1V56pkKJZIwh+Oy97RR5eV4mS3F/luK052jWF9fZ4Q94iW7R0LS7nthvo8FKTZcLbXi8eO9aDPG0J1rhOfXVWBpoEJofStnZYr/UlPnuxBOKp2q053e/G/b5opxurNRHjF1I7V79LMAg/mlaTjWOeYfF2Qbkf3WFBGGp880SOpGpMwg16H8WAMc0vSYNQpYAYTLb3bIgCK5073ojzTjh++3IJwKAK7HjjeOYqPLyvHFbW5l0Q5rqDkJ0cYDWlpsK5aKYaI5mic4I9kEqlUEg7i6MtLkNt8DDq+4FlUL4ixtBTRY8elGJgy1k1DyqcgIKkIe08SSEWjgpo38OtgAPpwWIAVGftfxm1jXviy82GyV6LzlcNwu60wHtgHFN8iO2zxvj55N5LmyVRbK0TC0BNPQJ+XJ3ALQjNYoMx9LI0iqEnTZSr2TzG5YHLAv098QaJp8vUCBQVqJIzGZZQH5pw7H1YJE0f9ePDt61CJUuUGYPi82s86P0mTIz2O18+UiUh2Hjhzr4fJCYt1eR0cGVv652p0rXwdUH21Mm9MSabkyFYluL+LKMedLX78Hi3OX4oLI+eEDsi/3fVZM/Fi2xZMxCbwYscW1WNlTZckKt2agVgiKjtUR/oPC2Jdp9Mjmorh2MARBGMBPNH0qJyXHViH+w7hy/O/htm5c3FJaAqSQXEnLrpCmRWCQYjYp2TKMaXGB4lFF9kmYRKlaoeOzy+fNyaPfL2jUePpMU47cMTToEYKaa7ZbUUjfPZRVR7MjjSmmL1H1Lhn9YbJ8/nVZThCSEoi975o7mnqeRrJkDydpovADU/R+/EIavqASzNXl4loXAa8ERR4rLJrxLUjp8WE2jyn0AFpoKaQ7Eyh2kYCkuq4LUZBn0+EY1IIe6rHi5cbhyS9IhzieNcY5pdk4JWmIdm1YuHuiD+CL66pxJGOMUS4wwTgfP+EUAHvXFSC/vEQtjX0I99jQ77bhsGJiMAiiH8nGv6PkctmwqdWlKN9JFcWgydCcfxgd4ug3102o5hGu8UoPyOBHTQf3CvTQ4c0uwnDgagQEw16K3q9YYRGxxHv7oYlGoXV4cRgrws6dxjJwsJ3BVbxx8jgdsN+3TUYOXgMgaWVGI4kkV9eiKjDhbwFS2FNeBF5+RVJqew33wRTXR2cbjfCO3ci1tIKY2GRlCjT7Og8Html0hsNMHrSEY/yHWETdC4XLAsXILzlBeg9Hjj6B6AvLpQOMCZ5seYmxEdGEH7ueYRf3i00QmN9PWw33SipGCEaqXAIqVAYicEhMYKBBx8S8uGl9nhq0qTpPRBTDaZGBEyQzkdEOnunaHKYRshY3xjg2qRSDCK+p9+hzBEPvJlksKCW42eDp4Dew6qjiaeT/MbTpg6yeb0sDea+D0+jmFpxt6ZsDdCxWy3jcuSMEAYmXEyBrJmKXvdHqNhdgi/P/3N0+7vhNDlxov8Yzo6cQYWnEolUAn3+XthMdlgMFpR7ytEw3IBEKgmrwQqL0Yq+QB8cRjsi8YjsW9GkDQUHkEylkGHNQK+/B1m+bOQ7C2DkSN6lJKZ53JeiUebYHscE8+er79HQnvm1SgldRWoEMLsWWPXX6nnieWU8MB3wdanRPV4Psercd2PaxOeJnztygO79KoViCslxUyaQhGDQKJEoSbojRwLZk1ZzjQJf8HeAxorGnYkWyYFM1Fq3AXPfpDBZk6Y/oEvsf6Cmd0vD/gjGQ1FkO824dX4Rhv2KDphhM+GlxiFU5jgkySnwWKTLauvZAbQMBfA/r62XEbq+8bAYJKY77HsiQY5mpTbHhcbBiVdJfjRiOy4Mwm0z4VTXOK6clouXzg/KOCHTsjyPSrR+ua8d6+tzpV+qPMsuBodvTHl+T1HwWxXHBWvzVPr17CnVs0TK37raXDx+rBtWQwob7EEs8gDO8lKc09mR4TALQt6s16PSocfqIieyLToke3sAGgtZhk4is/kMvI/ugLG0DM5PfUJ2iy4prV6LR8PZONk8gBTLjcds+POFeSgsSkPq3nth37gRiVAIukRS0inef+e998pFE6OjSAwOIDnhh7G4iHEmokePwpSIwfnXf4XQhB+26kokjh+XxXBDQT6sM2Yg0dIMm02BPczTZyCy/wCCW7ZIEXFyYEDQ8bpkEuaVK5Ds6xezCiZglMmERF+/Ssw0c6VJ0+UnEt1omgiZYNrEkTEaLe7Q8GBZZ1QGi6kM0w5iuDkSeP3P1G5V/0lg5IJKqZhsCLAiRx1QE5AhJkqnDrgJKWjj5f1A9bVA+0tAcFQdwPNg3H8A2PYtoPZ69TefnUhTZECmIn+kXBY36iz18vkj5x+Sf0dCw1hWuAL7evYIjKLMXYHq9FosLVyBieiEGKkTg8fEkGXZs1DoLJRxQe5o8QFhR9Z4ZBxnh89gR8c2LCpYgusqb4SDdL1LRWY7MP024MW/BHi/jXb1vF75/ym4RdbfvYazJyKfBof7W/ygBLM/roiBTDV5voEzihrJHbjO/SqVJJyEO3PZ01RxMnf1pqiING5MJA/9p/p9YNp5/OfAYu5p1SrwCQ00zRqfc96Psdb39WHT9MGVZq4uEzFZON9nEYPEPyIz8t3IcZqEFMjPOR7ILqqW4SDKMoFNM3JRluXEJqLLmXz1jGN/q3rnbkahG9fPLsD8knSkdCn8aHebnG4w6AR44TAbpXh4LBSTyywsS8fpXi/sZqOQ9rY1cEkZ6PdFxATR+KTZzWLq5ha/9gKW6O9HrKkJOosVprppv3Nc8PepZLJomEldx0gAty0swo1jF2B66gnYuGRmsWDxFz+PozEbPrmoGPO7TsO0awdie3RIv/UG3D0jEw+fHkLUZMEsSxSzzx9TI2/t7Qi/sgfOOz+CS0lt3gjOTACG3NxXTzvaOYaZRWkyihK7cAGBXz+IVDgMY1kZHJ/4mOoTkxcTFi3qED12FMEnn4Rt4wbYrr8eKe84dG0tyLplM6IHDiC5Yhlst9yC5OgIdG63JF6J3l6Y6utgXrEcgYcfQezkKeisFhlNRCyGyOnTsF9zNYKNTQK14MGBISdbQBfcxWJKpkmTpstQJSvUWBaR3DRFxKSHvWo0jIlFlkmNfDU9CxTMV3tTNZtUMS3FUUES/Ujp4z4VkxB3sUozmFJQPCiXTqXZCqVOiEHZamWeSBokrIIwBaZeFG+XiRXH2HhZdjZx1ExuL6XGD8e5Y5WrroNp29vUzOxZ6JrolB0skv0+OuOTGAoO4tTwCZwbPYtcRx5urr4VufZc3Fl3j+xenRtpwNPNT0p58NL85TjYvx82ox21GbVSOGw1WgXLTsDFvNwFuKQ0cn5yB2uyQys0pFJF11XKADc+q8Y16aBplDiGaZs8HqBhJt2PxpoGaO6nFDWS4AomWHU3qGRy4ecAW5Yyarzs0AUFveBuFzHuHPWjSaPRpoHjuOhoqyIWjjYp08XdLz7HPA9/LzRpegfSzNVlIpPBgANtozJ2l+4wSwnvFbU5uDAQEBCF1ajHzgtDYraOdoxh4/Q83LHwtRI9kv2+uaEWx7rG5bKk+PFAfHahBzfPLRTiHlMo7nNdMzMfTUN+ZDrNsOtTWJlrRnVOoaRXHMubMmL+SWrfx5eXoSrbhbJMB6xmNasda2+H71/+FSmfQrGaZs+C67Ofgd7x9t6Nm17gwceWleFIx6hMeyx0pmB54FlYaKyoSATBZ59D9po74G5uQuCBB+Vkfjf64K+xePUqVGVFECv0wPGr+2EIh6ErUY9LggnMJSZSA98ojnBS8d4++O/7tUriiAA+fBjJUACGomLY1q5FYqB/0hTZoEulZPSPmPdEZxfMC+bD9y//BoSCSCVomKIwzpqJ+I5GxE6egLGiEomuLhhLiuWxM1ZXIdHdI+aVHVam8nIkJ3ywXX+djBPqTEaEXtole1f2m27UioQ1abpcRSNDGMVU4W80BGTXA+x5Ik6cpocGiHszHB1b/g0g/6KDXqZMNFNde4Deo2p/J2+2Gj8jPe7w99ToFzHhTDpo4rhnY/aoLquK9Wqna2oXiAkVC4y5u8WxMV4PqYE0BhRHB/f/62tltDQB02952z82ARbRRFRME3dhmVod6N0n/VcUk6nm8SZ4I15EEmG83MXHCPBFvHim5QlUempwbeX1cJldeKLpMaRZ0sVcUV6a00tNb/La9OppHMGjuaKYIjJhJBKdJdE1NwLnHlMje0w4aXhP369IhNydCg0Dx3+qLssdOv4uEGBy4OlJ/HulGg915akiYppmXg9NM/9l2snnkmado4d87DiOSpQ/TZ4mTe9A2hHNZSKmNvNK0tAzHpL9q+vnFOLZ031SpJvpsGDttBxBrVsmi1/bRwICv0h3vNbjFIwlBWXOv4djwRh+/EoLvn5VLa6ZVSBgiCFS9QZ8ePnCkMyB3+gIoHjPiyjZ74Vt3nwE1q3HAZ9euqY4NkhwxngoJjjzafnu193f6JGjrxorigf9scZGWOa+vYVdgit43w63jeJErxfpziiiPaOoyLRLkkaxi2l5WRq6Dg+xblKU67bAZjZCn5mBzHAPkt0tiDrssos0JSLQLzVVZDuF6igJ5eTPT4IjlfSOK2NFwzU+Lp1W+t5+6DOzEHzuORjy1TuKeqtFDJD0XwWDki4ZZ9QjdvasAkA5XYh3dsK8aBEie/bICySNmc5hR3j7DhgXzIdtwwZEDh9BrOGspGjmRQthyMpC6OmnkfRNQGc2wb55M5x33alSM02aNF2eYicVD5Q7CbXwK2N07hG198QUi0Q/HhDTOPBgmeOCr7bL8ijGrPZn2nepr4lFZxqx/l+ApV9Tu1s8UOfBO42VyanSJo4TMj2hOSuYp8YCmWow8aCRCo+p5IIwiymROHfm4deMFUWMNwmGNAJvc0Rwdu487D++F/6oX3qtuic6UeQqeXVnirtYN9TchB+e+G/5mtvBWfZsxJJx1GfX42DfQViTVnjMHnhYcCz9jXqUuF97Y/SSEcmNBJEwLaKYUhJyQQUmy4cp7srRJDFh5DggDTYhFhRH/Gg++TxxKoIUQe5lsaeKY5wcCew9Bsz7lDLMchmXSjWHG1UaRXhJ63b1O0KMP4EVfOeVhorGyp4FrPgGUHnVe/0IafoQSTNXl4kynSZ0jYWkQLg0w45nTvYgGE1Kf5MvHBP4BHefGvomhCJIuANTJZL2jrSPynUQenHxm08MRNpHA2KMiEznR6bLIiYL/gmUPPYwsmIB6M1GRPbuhdNuw3V33olMpwVbJwuBSRasz3/NsEyJlLrfUvSdwS6aBvw42+eTna+GpAMVc+bA23j2VXNlveIKZBRkwDOnCiN77TAZ9LAL5l0HU3UVzJtvRioUQuLGGxB6cRsSfb2wrFgJ04L5khRdSuaAP9MnV5TjVLdX9uOqcl2onaQ+GgjhyMpEcnhETBOl97gRfPgRIB6H+xt/qa5Ep4ehqFBBLQoLYVliQLJ/QJIpQ0EB4h3t0LEHi0aciRN/KYxGpIIhwGKGZfZsBJqaoU9Pg3nhIqQiYUQPHYJl+XJY1q5F/Nx56NwuxBrOIXrkiBRAa9Kk6TIVx7t2fhsIDiqoxKHvqREuvpMz0qwShSn6HA1Eeqn6mqN9NFpMKpgmXSyOhXHfxp6u9m8owixO+pWJOv+EwmzzIP3kr4Blf6kOyHnA37ZD7eew/PdiY0URI86D/ovFfTDu6bwDnR0+hUAsIK8hRoMZep1RSIBui0dMUnV6NWoz6rC6aA1eSsZhMVglnbIabZieNRNLCpYjlohhfu5CvNL9shAFVxatQqHzEiTcMUFa+7+AgRNq34rGmeN4U99jgsnUiskUTQ4R60Tv0whx3K9tUBlswjGYLtKoFS5UcApvh0qguD/H8xiZ/umUKachZ/0IDVb5aqBtt0LClxWrcVPehmDfo+p2+ZyTOMjC4/Sy9/tR0/QBlWauLhPR+PSOhRCLp+C2mtA6HEQ4mpARQRbzRuJx5HlcuDDgR1GGHSursnGmZxw/eqVVTqOunZUv4Ar75Oge5baYJAnjrlVljhNF6XY5uI81NyOKsBirKUVPnoTjjtuxvMiJ+QaXJB223De8eE3KPGumpCDEgVOG/DwZNXsnYufVlIZCcRxbeBWuml4LS9iLeEUlzpVMQ7hlGNNnzkTeLTcivG274Nit11wNc329fN4ZBs5FXLBfdQtq3UaYtm+B7+/+XvaWOOomnU6XiDIcFhn5fDOaoOvzn0Po+S2AiUWdViED0lhRkRPH4fjoPYi8zBcfG8wLFiD46GOINzfDVFsDXRpf0MywXCS5We4AAIhnSURBVHEF9GlpSPj8sF13HSI7d4pho9vmZUzFxXBcdx3GvvlNGffjmCEPhqKHj4g5S46OAiPc30sJUZCXuZQMqiZNmt5D8UA3EVaFrnyjhpAKmh4aKKYcksgYFBkwvRxIq1AHvy/9LRAeUd+v4N5O8rXRPY57MdHq2KMOsInW5sE8R/xYQswxtIvlbQfKVqkxQKZVTo6QZbw5mKH2OjW2NqWKKwH35B7R2xSN0ZTax1uxpmQtXGY3bCYbil0lGA2N4szQaTmdhcINw2dkP+umms3IsGXK7ipHB4dCQ3Iep9mN7R0v4smmxzE7Zw7WlKwTvPslo9+FrM+ZDiz7C+DcE8ocMT3iHh5Fw8U9Ku7ade5Wu28c6zz2UzUyWrlRpZ+kBXKsjx1ZTD3ZP9Z/ShVA0zTzuScFMDQGtG5V6Rh/N2jqBk4reAUTSYIu+HtI866ZK03vUJq5ukzE0b/5ZenwReJipuaXpOF41zicFgPsZhuWlGUi220WVLrNZMCelmHphKIJM+h0srdztseHOcVpMjJIrajKQvuIHzvOD8nXMwrcMBsNaB3248p8C2Y7HDAGAkIhZIrinlcBfWc3cN99gujmgTpuvxW2K6/8rfvLkln3X/y5pBvEd5vnzIEh4/d3XP0uVWU7kOexot+rCHVnw0ZcedVGeCN+/OuzpzC8Z48kOKWlefhCSQXsK5bDQMDC/Plo80bhCwfw4MEODAfUC2Fx3IfbbQ64snJhPXVaxus8/+OvpZT3UlYyEEC8qxu6jAzYbr4ZIRL9mppkd86QlyfvelqWLoV1zRo5Pyl/UjBsMSOybz+s66+Cwe6QEUI+XphEuusz06G3WIU+GD1xAqZZswRWQeMppmtSxvIyeaz4wpX0+5EcH4c+Lx/+p5+Bde5cmEouMfKiJk2a3n0xIeCBL8EENFY8kJaDXp068KUxImSANEBCKYjNDo5NFs7yXSGfOmAmXIKJFUfDZtwBHPmR2r/idXCvikkW0zHu0XCcjCkUgQhMSngwzWJaFhZzt4sH9xwfmxpbu1hVVytDyL0sJi+FS14jCr5N1WbWyS4V+6pYHTIe8eKu+nsF0f6fR/5NCoZpptaWXomKtErZqyp0FqDAWYjW8RaMhEbw8LkH5Xy8jqq0ajhMdikR3t21S8YLr6u6EZe8+LwKcGSmMkUsHOZYJkcA00rUczXnXmDmncpAt2xXjznJgRwHXfI1YOgs0HNQwUZyZwFFK4CipcowcZev+4C6fhozjppePFpKMz1luDlCyt+B0RZVDVB+FWD77ekaTZp+nzRzdZmIpbdEsJ/t9aFl0I/qHCc+urQUrzQNSznvaDCCJFKSVi2pzBLaH+UNxVCUboMvFEfbcECu454lpDjpEIzE8A/PnZP9KlL/2JPV5wvLZR5vjSHrmtuQvutFjHb1wVRfgzO1C1D29IvIb2mRET3u/wQe+o0UzL4Z0pypET/+WHF3bFFZhuydOSwmLK3IwDS3Hs8+eRJDrQpKkfB50R4K4fRQFHP274SvZjoe69HjnDkDI8EYZhZ64LGlYDPqMTFuwd+2h5AbLcKNK6dhzqEXJQHSl5fjUlZoxw6EHnvi1a8NFeUwLVwATPjFwNqvveZ1XVMsGbZddy2Cjz2GlD8gCV7whS3yb3LcC50lLLh1jmAEfvOIMmkVFTBk5cBcXwfHXXcicP+vkRwZhaG0BI7bbkN41y6Etr6IWEMDUrGoEAZju3cLit14x+3QmdQytyZNmi4TccxvweeA7X+lDpQ5nseD256jKjmQfiorMN6mRrzEyKRU6at0GfkUUv3WR1RXEZOs3kOKIMiD6Ly5ahSNyRivt3mrSqhIpmPaRex7YAQ4/39f674iPOHkfWqM7Y3FwSaLIg3y449UPBETDPtwaAg59lwsLliGiagfj5z/DUbC6k1LAi2ebnoCy4tWoXW8WTDtvzmvwEsDwQGsLFqNlvEmlHsqcGrohGDZ2XtFWuCpwRPYVHHtpdd7dbGYIB38D4Xkp/gcTLtRjQNKx1i6MknUVDJJRHvePLWjR5PLhJPGiukmnzumTu4itVfH3wOqZJUyY4Jv/4waB2VJcclKlT4KLfKogqbQbLFPLTwK6C3AtOvepwdH0wdVl/D/OE1/atXle/DXm+qw/dyAvD6x8JfAg/0to0L5o+HaOCNfDBi/DkfjyLSb4Q3GBNOe47JKUeyuxiHphWKaxcLgunw39jQNS/eVx2rC1XVZ6O4fQ9SVwojBClNZKdpq52PHMPDRQAiRWEJgEaJYXBIMvEt9UW3Dfjx0uEvGGV0Wg/xs9fkuxMd7YeJItkGPBOl3KSAxPIJEgRpTPJ1djlPnumGssSOR1OOFM/24dUExIvEEtrSMotiShHcihPvOhJE7bznS0y+h0Ys3UTIYROQlRZuaUqK1Da4vfE6MkiE9DUki0w8cgLGuDgYS/XQ62G+4XlDphGHwfLFz55D0+cCXuERvH1JjY0iMjAoV0EBSYArw/eu/imkylZbC+YXPQ2cyS5JF46bPz5ORQ9OM6dDZ7Qj85jdITfjhzM2F/8GHYKqshGXJYugMr42eatKk6UMuos75V6Vv0kjRADGtOPe4wnDX36r2sHigzINxjoBxFIx7OUy0WEjLUcLhc+rAmMhtHpjz4Pv0g8B4qzoPEzIBIowpk5Y/+7X+JMITeOA9lUIx6WJZ7RvN1Z9IR/uPYHv7VtmtovlpHmuS3ak+fw9sJkX9m4JayF4WIOCKC6Pn5LxMqbiftatzh4z/0WCdHzmHbEcOOnztiKfiuLFq86VtrCiaoyljRfH+EnCx7h9VIknynxioAJA7Q+3OcWRzxTeBkRvVrhRNFM1VxA+Y+CLUpZ7H0UaViBI4Qsx+/wkgq0ah2Qk8QVKZMI6gLv26gpWU0jQngSM/UL8DZreCY/A63izJ1KTpTXSJ/6/T9KfW7OI05Lgt6BkP4kyPDzYzUJntQCSWFJDD3JJ0NPT5MNMWRyQcwudXV2A4EMXgBE2UC3tbhrG7aRhWgw5fWleDddNy8PiJXhn7Mxt08IZjaB4N4ypS+X7wY4yFoojFkzDuP466ez6LsZnzUdxw9NX7o0tPg6Ho3Vm+HQ9G8d2XmrG7Ub0DSOT8DXMKMd7Vi0jnSczcdxC2giocMOfg7EAAGVluVE70y7tjYwmD/MuDfJfRiCF/BLFEAmOBGGxOGxxxtYeW1BvhnTEXBu4jXcLi7pPe5UZybPy102hyqqqQ8PsRfPwJpEZH5TTs2w/XJz8JvduF5MQEjKUl0JmrEHzpJaTCESSHh6Gz2aFLT4ehuATR06ckzTIWFSH8wlakkkkpBmZRMOEV9uuuffU2uXc18V/fQ7K3Vx5f+403IPjkU2Ky4+0diOx4SdDtlgXz36dHSpMmTe+5eCA87Xo1AkjsOgEVHOcikp3/EkZAYzTermAThEqs+9/A4FkgFVfp1NGfAH1H1UjY7HvVblbz82oEkNaEyQS7s9yFwN5/VgflfFfNU6b2rOpvUb1LUype+lrP0p9YrWPN+N6x/xA6IJXnLMDc7LloGmtEw/BZ6FI6LC9chXMjZzEcGpYUimXDDrMT50fPwWK0QKfXIdOWie6JbtnToqHKc+YjwjQGkH2tmoxJmMelLI5x0gDRTE+J2HQ+/h17FXyEzzeLh1kWPetOBajgOCcJhFIofFr1jvH5JBGQO1Y0RUSw8/nl7xeNOJMtjvsxxaxYq3rTpiiQDY8A+/9ZGTSaN1Imu/YBNLqtO9T+3ob/p35/NGn6A9LM1WWofI8NeW4rFpWP4XD7GLKcCrden+/G/AIninVt6HrwCSTicYQWr8C+wrkYTxmx88IgVlZnozbHiWgiiX/eeh6ra7KRbjcizWqEUc8S4oCMGBYG+mFMJsA6qZiOr39x5I/0wrRoPdI/crsgvAk3YFGt4V1KfZoG/egdf43sFIknEY/FUXHkRUSazsDUP4DSc+dQeNVGzFgwEzOmFcP1ix+KOSg3x+X+8UCfm1TT891YWpGFgYkwhv0RmPRupLIzYTSbUFh1CWJv3yCd2Qzbjddj4vs/kFJfJlnsmIqdvyCFyMH77lfwEKZVm29G9OQJxBsbEe/uht7ukMTJ92//AeviRTDm5yHp9cFyxWqEDx+BZfkKRPbtg86q9q64v5WamEDc5xPMfYIAi1gM8aEhwbOzMyu8ZUiVC+8/AOuG9TBWViK8hQWSQKy1VTNXmjRdbmJ6QLIfk4qGh9W4n2nyQLbyStVJRfN0/kk1+sfz86CY/VbErFdtAByZKp3Y/Q9A+RpFkOOBNEfLxprUWBiR3BQTMh60E2bBA+3aawF3vkrEeFs1173jXao/JJYBJ2gKJ9Xv70V26QY83vioGIQ+f68kT9dW3CATBPVZ0/HYhUcQiocwM3s2Onxt0o1FquDajGmSYq0sWoPmsUYkkZT9K44Jlnsu7VF1ESEldZvVc87dKI4FekqB3uPA6V+rjiuKzx138noOAw1MNA3KINNIHfh3oHqTSpqYbHHU8+QDQNV6YIKACl5vTCWUTC15G5EJtefF1SvuW/HrnFkqASN1kOaNu3pM0nhZftCYaeZK01uQZq4uU/EP9g2zCyWtauj1oTrXJeW/aLwA78OPYsLH8b0kws9vwdzbMnEyf5qg3Lm3NKswDU+e7IHVaIAnGsBXQxegO3MSsZIK7C+aAVdJFpI9AzDJXy0dHGaj7GVlluVhZn0BrLOLYbt6k6Qd76Zo7GxmA7KJh58sL643R2A/dxow6mHIy4UjGITuwmls/PidMBYWIlH6bTEUC9PTkQpb8XLTENxWI66sy5O9K38kBrNBj5cbh2D32HDTnAKUZzvxQZBl/nzo//ZvET16BLELjYgcPIR4YxNihFqQGMgDiVRKdqJMc+dKkgSTCYmhYcGpp4YG5Xs6txu6eFwMly6ZFIPk+sIXkIrHYDozHYn+frXLwBTMZMbYt/5KCpfNs2Yhcu68jBSSsEg8uz47B5Ybb0B05y4YOBqq11/yKaAmTZreRTmzgWXfUP1R/l4FoChbp1KoC0+pMb7AoEoxaq4HipaovSxHPjC4Q0EtiOm2Zyustrdb9VgReEEwBpMdAilo3phkEAtO4hyTEn5cTB18l6TXG+A0uWA3OWS0jyJQiEf6HOMrdBUiGA8hpUvi7vqPwWK0otRdirHwONxmD04OHZf9qsq0SqwsugIFrkKUesrwXOszaBq7gCJnMa6tugFWJn6Xuvi6M/MOIH8O0PGKMrtnHlR7Vuefeu18fJzYZ0UCIE0xjRVNEtNMEgGZPHHHjs9rVj3g71H7cew6m+gG+k4B0clyZe7m8feH4AyOHnJ/jvCKosWT+32tQEYNkFWrzBbrAgi6II1Qk6a3IM1cXcbKT7PhkysqBKNOQiANV+goaW70HnqkjJCEyuNXpb8Oi0HQ7Uc7xzA8EUF5lgMzGg7Ctu9l6csK9/fh2uA4HjBciWDUgTWz5qK07bzQBh2LFiDjqmVSHEy928aKomGclueWn4edXTRas2oKYM/OQErG43SSypBqZ8hWu1aGrEz5oK4AJJm7GBPutJhwy/xiXFmXC3MqAVN3J6INgzCWl78OBnGpikS+4EMPybieKCdHOq9e19dltSJ68CBC27YjFQwglUgKwl3ncgt4guN+TPeM+fkInW2AdeUK2ZOKnTsPy/JlkmohHoOxthah55+T0uB4a5sYOtsN1yOyZy8MhQVIBYIwLatC/MhRhF/cJjfNLizT7Fnv4yOkSZOm913chSKemwfQxJ9TTA0E1c4dqBQQjagDcx4oM11gOsFxQn5Ogh/TjXhAJRMdLwPTbwPOPASUrFBEQl7OYATmfELh1af0Hrw2Tc+agT1duyV9CsYDqEyrxszsWTjSf0jdBR3Nl1Nw7FMGqcBVJB9UsacY11Re97rXpnxXAT4+81PwRXxyel+gFx3edhS5imGY6gm7VMVEirtzhFhMUSCnduH479TPyVTq6A/Uaf5+tXvHsl+OFRLZrg+q3xGOczLd5C4fC6oP/CdQf7O6DM0TCZXnn1Zfj7UAo03qfC1bVVpF8iBvsns/0PyCGitd/k1lsjRpegvSzJWmV8t0KZbHuuxm2TFiquUwGxEsLBLaoMtiREm6TU67MDCB5fk2uA+cRJQj8UY9ct0WjDadx5yFa3FftxVYdj2WrFqLHJcFZYtnwOJ4b1HlhG9snluI7TajJFfF6TbA6YLzI3dg4qc/V5hxhwP2zTfJ2Nyb6Xf1L7lTMQTufwDBffvka2PdNLg+9UkYsrJwyesiWESipwfm+fPUaRG+OOlhXbcO4T2vyEiklA17vXI+otilAyuZhHXTRlivuxbW669DKpFAeM9eMV76jHQkQ2HZc9BbuRdgQMo/gVRYYfB5Hl4nEey2O25H7NRpoLcP5nlzZb8rNeETwAVyc9/HB0iTJk3vu2h8+DEl7lIRVkFqIHus+HqSM1MdCDORYprBtIO0NxbN8sBYP3nQbpoEVmTVqZ4rEgk59lW8bPLg/L3t2Stxl+KW2tuwv3evjPBVpFVJ8S+R67s6X5L+KpqiObnzfud1vNlrE00URwfva/iFjBrSvK0pvRKbKq659MEWNDCS3k2KZEd2VrF3is8tn3NCSdp2Ahan2rsaPA3UXq8AFUOnAYMVWPxloOwKoPo6lXwe/bEyZTRwHAN05Kkki66bt0EDT2PGZExogjUKsX/hGaB0hfpab1a/Z0w1L3GfqunS0KX+v03TeyzTtGnI/fynYXz8aQQCIZiuWo/4shWoSuplLO75030oSLPhptkFGPOHMO7ORLx3CGPBKIw5TpRUFCA1swKDGUExNI+MM2IHvlYbwwzHe/uzJJMpvNAwgObBCeSz58oXwfNn+vDpFQuQVlKK5NCg7FW9E0NElDj3jKbEJIgdT2/W2XWpyXrFFYi1tcPI9GjCD1PtNFjXXIFE/4Dqu3LYkfL7kRgbQ6ytDXF2Uo2MINbYBNdffF0SOvs1V8sBSfTcOYFQBB54UL3wmM1w3PkROD/+NcS7uhDe/hJSsThgNCozazQixX4rl1Pw9bHjx2FZsQKpWEztfJnM0qulSZMmTa8TD5i5L0OCIKEFdbeoQlmaI5bP0lSVrgTyZisDFg0CyagaISS6m3s4TEJIBOSODamDTCwINaABew/FfqpHLjwEl8ktkIp2byusRiuuqbwes3PmIhwPibni2ODb1bGBw2KsKHZn7ezYjvrM6ahMr8IlLRqaaTeo9JHjfTS/cz8+2Uc2puAmBE4xZeRzykRy5LwiRHK884rvAOmVQMU6dVleD0dLm55T18/usrX/G6jaBDQ+DfQdnwRpcFTHqnbzxGQFFa2QjyHHR/k5iYJWz3uSamr6cEgzV5p+690w68qVyF+4UA6W36wYl8j1skw7jnRPYO6KK5E7MCA4bl/KiOq77kRLVIfGAUXTmxLN13stXziGfm9IKIGPH+1BIpXCtHwX1tfnooZIcH68QyWZrrzxNN8EPgiyzJ+H5OAgfN/7nrxYxDs7YNuwAY677xIT5fv+DxHetk12pyyLF8Ow/ioYq6vFIHH3yrJyBWJNzdJRFiesIuCX5E/SqWgU4Z07Yb/pRpjr6uD46L0C0dC7XDAvXIh4fx/sH71HCo2TQ0Ow3XQTUky5IhFEWlrguPvud40eqUmTpg+wrG5gzkcV/ICjgRcj0r0dwHCDIgK6ixVxcPotwNlHVOpBSEb1RmDvP6kepClxP4cjZu+xuRoKDiLLliP4dO5IcQwwmohidfEaSbX+GI3TgF4kGiyi3D8QqrtVQSlolmmg+fmyrwN1NwEDZ4FT/wR07Vfwiem3AoUL1R5UyKsMFpMt9pedun+yq+qASi85asjnnTtc1dcA5evUSCCLpolYL1iofn/mfRLoO6H2/gg04e8RzTfNOm+P6ZcmTW9BmrnS9KbSW1/r2ZjSrCIPvrKuBuf7fa9CHb7fk8Sy6z6B6lQAuspCWBfPQXnHKOsNX70cRwpLM9/j2Er2o4yyF/b9XS2vntY+EhSKYE2u+3dejmRDJizy+cW7SBclYj2eXIx4o2ImspxmeBxWmGhAPgDizxfatUuKgdltZaqpRbS5GcZDh4UQGDt1EsayUumhire1wfmpTwqQwlRXD8fmzUL5G//mtxA/fwG6tDTonU4BX8hjlky+WgTMr23r1gqoIvjUkwg985yg91MZmWh/aT+shflw9/TDU1EqJs9xzz2wX//6PQJNmjRpep04EvZG8UCYycR4h0otuCdDfDZpcdYMoPYGhXnngTSTrylxTHByj+m9VKY1C0kkxFhRyVRC9q1ax1tQm/nmez18LeK44NT+1Ju9NvmjE3CaXWgaa4LNaBVUe449T1KwD4QCfUDzNmV4ieBnrxRx7NyfYukvy4K5i+frVoW/S76skis+zzNuBzr3Adv+UsEnipYpqAVTJ44QMgETc5RSqPXFXwJy5wDHf6aIhO4SwNejutT4u2IhvCKlaIbc1yI4RZOmtyjNXGl6y+If8hmFHvngH3ZfJI5HjnShI66D35GDldPK5HxzitLwsWVl2HVhCC6rEevqclGS8d7uW1FGgx6FaTY4LEYEJqEdHGmcCL2GwL1Y8Z5ehF58EbGGcwJoYIoTb2mFae4c2UMyZqvxwc7zbTjUPoqsj30G9iMH0R+LwnntOinG/SAoFY3KDhV3nIhBDz39jIy7x06fhm3DeikHJtTDWFoqhcEsDo6dPAVjVaV8LzE0hHjDORnlS/X0wHL1JoRf3q2SK0G5b4bxolJoc001DJ/7HEx1dQgOjuDCk1tRMGcGUqdPImGzI1G0HIbeHpin179qzDRp0qTpLYvQC46DUTyw5n5MzyHA1wuYPUDeJCSHJoupV+deNWZGiAGJcu+xsh3ZyLBmwqQ3I5aMwW12I92agYmo703Pf2H0vJQFeyNezMuZj1ZvK3wRLxYXLMWigiWwGCyyu3Wo74CkYtdWXi9lw5m2LNw+7SPI4HjbB0F87saaVepEWt/xnyvUOlMlJlM0zzRL3MViWsnnmCOe3Cfj2CiNERMqjvexNJg4fnZg0YzxethddXHiWbZSodXbdysqIHvOOEIqe3zl6vcjNKJ2+zRpehvSzJWmd2y0bptfLEZqPBRFSbodJZPpFE0N+7D48X5rVqEH9fku+MIJmAw6GPQ6VOU63zTNCT78MKInTko5bvCZZ5HoaIexpASJLf1CzXPeey9CW7ci8KvfIHd4QsbrTi/dgPGkAaZ4CrbvfR/GynJYli2DwePBpSqaRmLRmTqFt7wgGHamVLEjR6RzLKXXwVRfj6TXK+mTsaZGyoPZXcUEyrB0OVJmE1JjYwrdvuMlOD/1CSQGBqG3WJH0jku/1dQum5i57h6hC45NxJBXW4HoE48jxU6TFOCPRZH719+CZan2zqAmTZr+SHHEjwXDHCPjOBiTDiLZ5XsZwKy71Mf7rHm583F84KikViaDGVaDDcUcaXyDhgKD+MWpnyCcCEt31X8d/w+kWdLEjD3e+IgUCtemT8OTzY/j8fOPSD/WquIrBJCRSCXQ7m3Hvp69QiOclTPn0gZbcO+Ju3Ec5Tv+U2WIOLpJNPuSrwKJmAKbkPBH0IQg0oeAoQaFcSdWn8kli4A5Djp0Hpj/WWC0Wf1eTBEnpxK/8IQyYyyR7jmg0s/G51RqxpFE4vyv+Lba09Ok6W3oEv5fpulSF8f9mGJdyrJZDLh9YQn6vCH0+8JYXJ4phnBK8UQSo8EoHAEvoidPyWmG3FxEdu2SUTWmMzqTGdEjxxBbvFhG26z5eTAE43L+q2bUoG/bLmT6hhGvLkOitwfJca8QCS9VpTjy6XbDumoVYseOQZ+WhnhrK2dTEO/shOdrX8PEf/+3mDDSuqJnzsD56U8jvGcPBo81oL1iPuqvuwnGfa9APzoKU021mK/o4cMwFhbBNK0W/l/+SpDs1tUrkQgEEScVUKdDePo8eIx6xPV66PQ66DMykLA7oEMSuosohpo0adL0jmVNA0qX41JWtj0HN9fcgr5An+xbLS9cgVx2dU0qFAshEPNjINAnxopiOsVeLJPeJOaKah5tQjwRR/NYE8rTKiSxomlbV3oVtrQ+h6axRszKno3HLzwib4rOzb2EC9pJBMyoUtQ/FkATQ09aIA0RO60WfwXY90+vdjIKlGLW3UDzFqB1mzJjtTcqUiSVPxcY71TmiwkVwRXb/0rRA7l31bVXmTeaqcLFqvdKxi5NgKtA3bag/zVpenvSzJWmD60u9Pvww90tGPJHEY4lcOPsQuh1QCKZgtEA9I4H8cjRbpzt9SHXYcSNG25E6dYnJaXS5+YKNlw3iQI2FORjNKbDC7OvwqmRKMrLFmGxNQz88hdwJgFLYBzh9mbYrr0Gkb37YLvmahjcv3uv6/1U/MwZhJ99ToyjPi8PyeERRUEyGGCeOQux8+cRb2tXeHaWCyeTSHR0YCKSwFDNdOzqCqA6PROGwmKY2O9F8t/omGDXjRXlCG3fDkRjSIZCiB46CNvVVyP80g6BgBREIhibMQvRI8flviSsVuTZLNBnvrcL5Zo0adL0fmlf9x482fQYfFEfzHoLrq64VsATUzo3fBZPNT2B4dAQSj3lKHOXo93XBrPBLHh1M03IpLLsWTIiSDM2FhnDovylSLem4+nmJ2HQGdDt60Snrx3XVd2I8yPnLm1zxbG+Yz9VZb5T62TEs7O3ihAL0h1phvhNlkFzZI9ESI79MV3izhT3qjjySSPF0b7ug8ow8fPTDykaIF/XuZfHsb8zv1HnnZcLlKwEOrg2oFcGnQbPqhUHa3r7+sBxJV966SXU1ta+6ff27NmDzZs3Y/bs2Vi7di1++tOfym6QpstPfN6fP92PsWAMPWMhtA0F8KNXWvHS+UG80qxoUVvO9ONUt1fMVu9EDA+EMxCeOQeJrm5BjRtrqpGMhGVk0LRwIZ7qi2NH8yiGRnw42D6GV5ABW2EeckPj0EfCYkaIL7esW3PJ7g5xRC/41NNIdHUh2dsLQ2EhzDNnwrJ4ERz33I1YZ4fCptNURaNiukgC1NmswJVX4XBODWY7Umj7xYNoOdmI4XNNCG99UTqtDNVV0Hk8SAVD8jjw3UVSJMM7dyEVCMj1RJ96CrlRP7I3rIUnKw2FOWlwb74RpqpLHBOsSdMfkPbapOmtiDtRTzc/AX/Mjw5fO86PnsWOjhfxwNn7JWWiUXrg3K8xEOyXsb6WsSaY9Ea4TC70B/pxQ/VmZFoyMRGdEBOVYcnE863P4dTQcfT5e7Cv5xWYDCZk2bIF6Z5EEka9CVaDFSWuP45E+K6KY3gH/gOI+dUOFJHpJPWxu2zhFxRanYkTe6loqGiIOD5IqiALokn545uEJ36uYCbcoSIEg3h+wir4vSgpv0ll1GjI+o6p0ziOeODfFQq+cCngKQGyaoCFnwfsmrnS9CFPrg4ePIivf/3rb/q9EydO4HOf+xw2bdqEr3zlKzh69Cj++Z//GYlEAp/5zGfe8/uq6f1VNJ6UUcBwPAlfSDW+ByJx2bmiwVpakYHz/RNIEsLAD4sF4zYbIrd+BLnXb0IqKxupdVch9eILSHm9GDnZgKPhcRhKSpAcHhZi3lk/EJ4xB86RIUlu9DQhDgf8P/s5Em3t0vdkzHvnuPd3Q0l2VvX3qy/0ekR3vwJdmgcZ3/0uEl6vwDw4bmG/9VaEtr2IVCAIQ001TPPmIhHRIdobhyPKPpA4CNc3hOPy+LAXy/XlL8nOGoEXejFZAehdbuizMqUPS+9wqBe4eAx5X/kzxHt6xHAZCwre74dFk6Y/Stprk6a3KmLRI4kIgrEgEhx1o+EKDSHDlomm0UYYdUYxWOF4EPFUAjaDFaORMfzZ/K9KQXCGNQNnR87gWP8RjIfHsadnN0bCQ8h3FGAkPCJpFXu0aLyivJ14UG5jLDyOX575qZyHpcI0YJeU/IPKPFGpGHD+CaD6WuD6nwC9RxQxkKaHxEeOA/Kxq7kGSK8GuL/LfTqCLDjix1SLCRWNE0cFi5YDfYfUfhX37/iz880N9oixSJiwDO5zMeG67gfARI/av3qPEf2aPjz6QJgrv9+PH//4x/LhcrkQDKo/Fhfru9/9Lurq6uRFi1q1ahXi8Th+8IMf4N5774X1TdDimj68spgMWFaZhUeOdr06nj0tz4XxYAxZLjOsSKHOkcLO/Y2q/FanR/6MauTmpKPDZ8WTh3rQeq4N040lWO/shXu4H3lp+ejif5rKSiHjZU2MwJWVhmQwKDhyQ1EBkv0DSHZ2IfDLX0HndML9mU/jUhL3qyxLlgisIjE4JOmSZdFiwO1C4vgx2K67FvH2dsTZQbVpE4xFRdAV5COybTscR45ic3E5YptvhzcvB2mBcdiHesUwmefPR/zkKUSPHoVt/XrZ0yLUQl9bi1Q0BkNamvRZGYpLYJ41W5I9U5miS2rS9EGV9tqk6e0qz56HYleJkP+mVJdVL+AKh8kJjzkN8WQMbd42QYEzdVpSuBw5jlwc7T+C+xt+KWODM7NnT6LZjWKySj1lSLOmy54WU6o8Rz6axxqFGFjoKsaJwWMYDg3ie8f+HVm2LCwrWoFLSp5iIL1CmabQqEqmipeoMUB2UrGDquewGtOb+REFs+A+1KH/UHtVHAvkOCC/T7MUGFL/kizYtkMlXuzF8vep88+4DRg+DzjzlanLqlUF1ET9W948gdak6UNlrh599FE8/PDD+Nu//VsMDQ3hv/7rv173/Wg0Ku8cfvnLX37d6Rs2bMBPfvITeadw+fI3X259sxfDNztN0wdP66blCHRjW8MADHogw2GGJzSBGztPYOxbP8KqutmYmFWO/X0h5KTbsaHYJntCv9rfgZ7xEOKhGA4MjsBQWYhbfedxQ1US96fM8Ol0cEQCuCUzDv2eV2C64goYq6oQPXVKkqApRffvR+qTn7ikQA06vR72W28BOKJ36hRMNTWwrl+PiX/8P4gePAjLmitkZ4xmMdrTg8j+A7Bfew1Cz2+RcUFXOIzkf/8bSv78a4ht34bESA4sSxZJsTCR7pGXdsK6+WbYSkoQb2mRsmBDZgbiNpuYKYI+LHPnvN8PgyZNl/Rrk/a69OGV1WTDHXV34ZXul6XbKteeh2gyiulZM9Ewcgbb2l7A0oLlQgHs8XWjLms6cuw56PB24MGG+wTdPh4Zl1HCqyuuQ4+vC+vLN6LN24pkMikGjbtZA4F+bKy4RhKtg737MRoekdvnbhfHEZfhEjNXzlxg1d8oMqC3W6H1aaCe+rhCtJevVQmW0QYMnlFGi2OD3QeUERs4pa5jzd8DTc+p06o2qvPs/xc1BjjzTmCkUSVYJAV6SlXaVbxMmTdCLzRpulzMFWfUb7/9dthsNnkX8I3q6upCLBZD2RveCS8tVfPFbW1tv9NczZ0797dO4x8oTR98OZJRrAt1YXVxEp0ZBfCaHKjYfQTjL2xFmzcE/ZFzWLd8MYyz1qCtfQC/uNCKUGaujBNSeo8bJbowcvRRYPZsVIx2428/sQkjSQMcr+yE6dkX1D6SxYLQI48i3tsLM8fnBgeRaO+AibjzS8hYTclYWAjX5z8naHWma6EXtiJ6XAEmEAojybE+u02h2J1OJEdZCk36RAL69HQYCbFIJqDLzIQpOweWBQthKi5GrKoKhvIyxI4ek+tGJIJUKIT4+fMw1tXBfvNNglvnY6ZJ04dB79Zrk/a69OEWjRPJfrUZ04QUSEAFaX7N400YCQ3j5NBxgVyYdGacHTolBMDPz/mS7GDpdXoxWxz7s5lsKHQXo9JTiTvr7pFxwGdbnhbzxMTKF/Vib/duhBJhrChahaN9h2TUMN95iY5iF8wDcmYow8Pushf/EggMqtG+sTa1l5VRqfay2FdFoAWlM6gESmdSpMH0KsDsBkpXq50s9l2dvF+ZspYX1bgfi4pp1Pi96XeoVEuTpg+DueI7cU899dTv/H5OTg7WrVuHkpKS33s9EzyQ4xsfztf3Fzm44zE5uqHp8hLBDYFfPyApDJVtMqLyq19B/8HD6BpV7wDbLWY07TwAU+VCDAx5oc/IxMutY6jNc+Fc3wQWZlsw88RBWNuaEbezHPdmON12pJvNCOdnwZ9MwlBWiuAjjwrMgh1RkT17YP3s52Dw+5HyBxB46mlY118Fg82GS0lE8uomaYbJgF+If8nRMcA5uRfFWUq9DsnRERhKSmGaP092owx5eYgcOIDgb34D84IF8pjorTYEnn4a4Vf2Qm8wwrJ8GRKjowhv24YU320nICMQQGTffhhzsmFZvPj9/vE1afq90l6bNL2bQIsfnfi+kACpTFs2bqi+EW2+FhnbI+iEJmpH53ZkW7PhjXpR4CxCr79H9qn4vYV5i7GtfSu6J7qRac3EkvylyHbkyMfZkdPo8XfBYXRgS9uzSLdmCmFwd9fL+Mzsz6FrogvnRxrgNDmxIH8RLjnRNPEjFgHCY2r0jykTi3xJE9RPdllx9ze7TsEouB9FE9W1D+Djyl2t+lsBXxdw7CdA2yuKFli0BJjoU+kVxw+j/P+pA47+AMisUDtdmjR90M2Vz+fDd77znd/5/UWLFskL2B/SH3pHT8+Dxd+h41Pv2F+kQCAgL56aPriKd3S8aqxEsTjCBw8hXlgENHXLSSzItWY50auzwpBfAH1GOixGPa6ZmY/xYBR1nQ0wd3ciP8sFfTKO8K6XYaqrhw4pGAoK4Pz8ZxE9egz69DQYioqA8nIEh72It3Wi4/hZ5OricD3+OFL+CTjvev9LK3+XzDU10OfkyG5U9NhxMUySZOn0sK5di+iF87DMm4t4azsCDz8sjyULgmONjYjs34/Qc1sQbzgLY1W1PBYTP/kpnJ/+JOw33iiPmbGoEIbiYsQvNAqOXZOmS13v92uT9rr04dWF0fOvGitqJDQk5D92WE298cWi3zxHHgJRPwqdxXBb3HCZXbih+mbs79mLs8OnpXg405YpZmxH+4twmB1IJBMyUphmScfp4VPIseei3FMpl28db8GxgSM43HcQTrMLz7U8g+8s/wfMvxQNFmWyANWblBHydqlRvrrNqiyY5b4EWySSqiyYZdGkBDKJovliITCNE2mBvFzJcnUdpx8AZt4FdO8Dhi8A+XNU8XAsoIqHNWn6MJirvLw8XLhw4Y++Hi4ST734XKypdwXf+K7hxbLb7b91mobI/RCIBzVGI4xVla9iwFmbYdh0DcyNHYj29iHucMJxx104O2pDaXkmspwW1OW7keuy4a+vrkfwV0eRcOqR7GxHLBiS3STv3/09DOxkMhnh+tQnYdu4EYmBAaRicUy8uB1msxn2669H7NBpdEdjqHK5EXz6WdhvuQV6y2vdJJeSOL7IXSjZqzKZYJw2DUmfD4b8fCR7esV0Ro4eh7m+DoiQEQjE+/pkBNL/wx+rsuV4AtFjx2Bdt05+ztTQMIzTp8M0cyZS4+NirLjnxedDk6ZLXe/3a5P2uvThFSEUxKozZSIx0M7EJQXcUnsHfn32F4JoL3GXotJThcaxC6hIq4TNaBMjNStnLmoz6vBvh/+vjPp1eNvkugiy+LfD/yymKd2Sjo/N+rRcL8EWLeNNONC2D0WuYpR5yrCzc4fcD+5lnRo+demaK6rqamC0VZUCczSQwAomWWYXMNqsaH9hr9qdoqmiyRpvB3JnAafuV8aKxunC08D024GWrSrNKlsHGO2Af0BdJqMGSNMAS5ous52rPySOZhgMBnR0dLzu9M7OTvm3slI7oLvcZCwthWXFcvh/+EOkQqrd3r55M3JuL0fTV/4Cw21dGDHakV+ah28tsmNX4zAOto6gcdCPPc3D+OKaKuTNqMf4r++T8T7jtFpJaYgd1LtdYtQCjzwK69/8DYYrpqH/x7+EQWdDltmE+AMPIXfpCvTtO4Io9HBw/I5jdpeo+E5pvEdR/1KRKJIDA4geOSqkQNIFdYkkjFlZYqhkB2twUMYgU8mkUBP1HCWcVKKvT9DrNFI8YnDcslnGCHVGEyzLl2qEQE2XlbTXJk1vVHV6LU4PncRTTY/L1wadETXp02QnKp6IYTA4KIj2pUUrsKxwBZ5qeUJSp5bxZpweOoU76u/GvLyF+NmpHyORiqMqoxaH+w4g3Zoh5opFwkf6DmJR3hI80/ykJFUWgxXBeACvdO0WUmGPvxs2o12w75e0iFRnFxWpfzRKNEZNzwO5MxWwYgqpLt1XcSAWBhxWhVeXsmCLMldT15VZq+AYlWWAIwvoOQSklQLl69SOlyZNl2uJ8JvJYrFgwYIF2MYdj4ve3du6dau8czhr1qz39f5peu+ls1qRikagz8ySPSFjZQXiLc0wdHRg3fxyrF6/CDetmYGb5hbBYTGhodcHl9Ukpmk0EMXB1lGYZ8+C7dprYZoxHZa5c6GzmJHy+ZCKqd6spG8CrT1jGLjQhqjZAp/ejMaQHglPOkypJPRIwawDzIsXIfTcc0hFIrhURcgFy39ZHBxnifL11wFO9WJDM2nduAHxxibY1l8FY3WV7JrxcaWxSrILKztbUi9TTTUsq1ZJmmeZPVvGCd1f+Dxcn/kUzNOnv98/piZN76m01yZNb5TT5ECHtx25jjz5YJr0Svdu2I023Fx7K26uvQUfnfkJLC5YgnAijFAsCCuNBICGkbNoHm3EnJx5WF28BhVpVShyFsFqtMloIVMxajwyJlAMjg9yxDAUD8IX8WE4NCwJFs9PIAaTreMDx3DJigkVEyXi2MU8hdSooN4sY+vwlCkiYP8JRQKkUXIVADmzVG8WsepEs/OVnRCPstUKu05oRs3VwJrvAHM/DqRpu1aa/rS6xN+2eOv6/Oc/j49//ONS0rh582aZWf/pT38qxY4kOWm6/KSDXkp/mcDwb6ukM6Tc6XTI97z2OxGMJn7rsr5wFHqbDYa8XBhycpEYGoZ5xgyE9+4VOiBlWbEMW3sjqMkqgC6egpG892QKXocbpjVXoWLhAmQkIoi1tSF68BCMZWVi0i5FmZcuQby1VUqAdckkzCuWw/HpTwmIgvtk4e3bYdu4QcAXltVXINbUiPArr0i/VYKlyno9HB//GIw11XIZ4x23wzRJRNOk6XKW9tqk6WIRhW7SmyStosFhSsVi3yRPN5hQ6Cp69bwsDX6jWApcmzlNrqnAWSi0QbfFg1gyKiTBqXTsmaYnkecsEHgFDRb7rxblL8Xc3HlYmL9EdofPj57D8cFjKHGXCF3wkhPBFrPvBQ79pwJRkCK45KsKXsFswF0EvPwPQPXVgC1djQwOnlXp1vTNakQwf74yYNzTSiWA/LmqcFiTpndRHxpztXTpUkHh/ud//ie++MUvIjc3F9/4xjfwiU984v2+a5reBzElMi9djFhrC4JPPCGjA9yP0ue/hqAlOp0JS2l2AbJdFgxNvJYszSnmu12Adf0G2afimJxp1kx4li5BYmBQioRH62dj9PgInrMV4/pVqxHdvw+e3AyUfOYeWOizDu5C3GJGorkZhtw8QbRfqjLm5MD1Z19EvLcPepsVhjcszptnz0Z41y7EW9tgLC6SouRkOIx4VxcsK1bAsmA+rMuWvW/3X5OmS1Xaa5Omi0UQxYbyTXis8RG80r0LdpMDd9d/FG6iw/m6lIyj29eJYDyEYlfxq4RAymqwocJTKZe5ve5ObG3bgp6Jbtw27SOIxCOSUNVnqgmBkcgIChwFiHoi0oE1N3c+Pj7zU9jdtVN6tVg8THJhmaccQ8GhS9NcUbkzgPX/qoqEHdmA1fP679deA+z9J8DiAVJxdb5oAMioAopXALPuArJq3q97r+kylS6lbcn+lrh8PLVozMXjKWyupktfHNkL734Foa1bhegX3vqivMPHnSe9xyMGwrp8OSKHDmPixz+RMThYLJj4wldwPOmCNxTDzEIP5pakw6B/bU8q6ffLqCEJg1N64WwfjrSP4sKAHz2jQazI1GNpfSE2LqpE9PgJBB99TMYBp2TdtBHp3/m2XM8HUUzvYs1NsmcVPXcBKe84kuNepCJhpH3zGwLA0KRJ07sj7XXpgy2amV2dO2Tfym1Jw7GBw4gn4mK2MqyZ+POF30CeMw9bWp/Dzo7tknAxmbqieC3afe0w6Y2YnTNX+rGmRCMWSUTgINjhIn3/+HcFv76r86XJlKwWGyquwaKCxXipfTseufCQgC6mdr6+OO8ruLbqenxgRbgFe7DiUaDviEK1kw6YPR1Y/hdqN0uTpvdQH5rkSpMmKnrqFAK/uk8+J0Qh0dMDfW6uFOKycym8fQdCL+2C3u2GjgAHnjESgefBX+LGb/8t9G+gdBHakBwZgc7heJ2xolwWE9qGgyhKs2FGgVv2aj2ZaTJ2aJpWK6kYzCYxdhwtTPb1SVpmqnjtxfGDJEN2lnxMAUNiZ84K2MI8a6ZmrDRp0qTp92hvzyt4uWunQCfavC0YCAzAY0mDPzyKiahP4BNE88cSMTFWFLutegO9uHXa7b91fZF4WPas0qxpv/U9plAHe/djUf4SGQlk8pXHkl1Axg7HwqNiqiwGi1ALTwwelzSNY4kfSDGl4kcyodIt4ttZIFy0WDNWmt4XaeZK04dK8Q5F4aJ0LpckWakJH3Qmk3wv4fUi0d2DeFsbHDffhNh5hVtOMYEJsYzwNXPFMT4SAaXLKisTjo/cITtTqXhcTMWMQo+kXKd7vBiciGB6gRv1BWq0Q2ezyY7WFMRCZzBIYqX/PbUAHyTRIH5QTaImTZo0vZfigNDJwRPyuequKsLhvkMCqiCEwh+dwGCwD50TXWKuZmbPEmNFjYZHfuv6msea8FTTY+j196I6vQbXV92IAleRXJYGaXH+MpwfbkDXRKckWFeVb0TR5C5Xlj1LRgEDsYDsaPGDnVo0YR946Q1A0SL1oUnT+6gPwf8mTZpekyEn+9XPY11dUmZLSANNlmXpUkSOHIEhK1NMTvKi7hkCHWh+IgcOIjk2BkN5uRTpRg8dlu8nBwYx8f0fInHbLQhv2w5DQT5smzbhs6sq0Dasrqc82wGbSf2XYnrFMcBhix3tOifMeqBuRsVv7TJp0qRJk6YPt/h6UJlWiaHgAJJIStnv5tpb0TzaBIPeIGW/B/v2S79Vv79PEqUpzciaKaXDjSMXJIEq91TgkfO/wWCw/9VS4qebn5L9qhNDxzEzaxaWF6/Clxd8HT0TXXCYnYJfn4JdMNW6sfoWHB84gkA8ALfZgzXF6+Q+atKk6U8jzVxp+lDJPGcOLGvXIPTc8zAWFiD45NPQOeywLFmK8AsviMnS5efBWFMl5bn8HnexkpEwvP/8/xA/dw46q01GCVNR1Y81pURvD6L7D0LvciHe2o7xb/8dHJtvxrT1V8mY4RvVl1WI//LMwdioT3qf5kYy8MlITNDvmjRp0qTp8tHKotUYDAygYfiM7EmxfyrbnoscaxaODRwRQ8Uka3bOHEmjaIZohBpHL+Chc/cjmohJulSfNQOdvvZX8ewcITzUdxAzs2fK+ff37sGR/kO4qfZWzMud/6qpulhmgwlnh88ikgjBYrSiKr0alRyr06RJ059EmrnS9KESEynH3XfJWF7o+ecB7kwNjyB25gyM1ZWIOtw4tmAtzlsyUFRWjvlZ+XDe93NBiIeeeho6u13G3ZKjI4JxT4x5X7tygx66tDREXn4Z8Sa1DBwIBaXfyXGDWgZOBoOINTXLrtehkB3DZ7qgz86S+3WyaxxNg/5XSYSaNGnSpOnyUIGrELdOu0P2rh4+96DUg3T4WmVMj6aoKq0KOp1e6IA0PHajA4f6DkgvFcuDmW5l23MwGhwRsiCJf1NQi1xHLlwmF55qflyMG0cBvZFx2ObZMD1rhpxvNDSKdm8r/FE/Hml8CD3+LmTZsgR48WLbFoFlZNoy3+dHSZOmD4c0c6XpXRXR3smAHynfhOw5MfUxzZsLI0tn3yXpEgnEOzuQHBySr0m3i50+DeOc2Tjzqc/hoYZR6AxWnDzTh/bwGD6+YD70KcA0exZix08gGYnIYrEhOwfG/HxE9h+AzmqBfc1q2beKt7e/dmMmEyJ798J+zdVSpuv/yU8QOXBAkOWhT3wT0OuQ6OpSO1c0ZnFV8qhJkyZNmt4f0ZBwp4njeQOBfgyFBpHnyJeROqvp3eseo/EZDAxKVxWTqnA8jH09e3BX3T3wxwO4MHpOTm88dwEL8haiMq0KTpNLxvoGg4NirvqDfbi26gacGTqN1vEmFDmLUeQuRjAWlHSLMhss0OsM6PC2ibnq9HXgZ6d+hHZvO2xGmxQT875wJ4tFxEy3uK+lSZOmP400c6XpXVvgDW3bhuAjj8FUUY7gs8/BWFgoiZLx8GG4v/ZV6N8llLDObIZ5Wp28ezfxgx8CBFAYjTBVV2NP8zCQ0kma5XZasGC0DePbn4bVOyajgJbVq5GcLMU1z50D8/x50DmdiJ48ifALL6oUimOEo6Mw5OcJXVBKig0GxM6eRezUaQXGiMdRM9qFnfpcxI0mJEMhZDnMKDeodxs1adKkSdN7L5bpPtn4OM4MnZLy3eODR5Fnz5fdJxLzNlZc867ddr6zAC6TU4p8X+rcLq9RNFN2swP7evdIckW4RUVaJY4PHBNTRONT7C5BbUYdEqm4JFr8nEbwyabHZa+K3VU0WXaTDZFEVAAV/Hlck91ZHBP0RrwIxgKyq7UgbzHGo+NiLn0RL2Znz4HdqBVaa9L0p5JmrjS9K4p3diH40MMCiWBiRQx60ueFwWZFvKkZsTMNMM2c/lvo8z+FgtE42svrYLd54L5tVIyQPj0depsdGeEJtHeOA5EwFpQ6kdjyPPSGhEAsiF23rloJ26YNMJaUwFRfLz+HdGWlUtBZLEgFQ7Bt2IDomdPyQqjPSIdt00Yk+gdkFDAVjUJnMsv9KH3uEfzZV/4KF2ImmL3jmDHRC+O/PY3opz8paHYmYHqXE8aKCqEZatKkSZOmd1cNw2fFbJCY91LHNkl7OFJHo/Vy507MzJ4tI3jvBpacpMCytApkObJhMVgRToSQY8uFL+pDLBlHf6BXzkewBYt/Y4mopFyETdxT/zFJrmoya6X/6lDvAZwbOSvnd5icSKZSWF2yDi1jzTDqDWLApmfNRLevSyAZNFJmgxnxSBxt4y3YXHMrWsdbZXfLG/biF2d+irum34tQPIzh4CByHLlyO5o0aXr70syVpndF7JVCIiE4dJ3TAQsR5MmkACXiZ84itGsXAo89AsfmW2BZ/KfBphKzPn66ASd6vNjTOYHusRDuqF6A6VsfQer0GRjLSrHuxllo7NPBHwEssShyLHpYkjqAqZrZhER/P2wbN75KThLTYzQAsbi6kXgcqVQSaf/4v5HyemEoLET8wgX4/9+/wlBagnh3t9AIDbm5SIyNoSYwgMIHHoJxxgwYc7KR8PsRev4FhmeInzotV2m9ehMct2yW0UFNmjRp0vTuiUkNlWZOw7SMeqHpUSPBYfSH+/Dw+QfFhFxbeSNKPaV/ktvk6CFR7OdHGqTYN92SgQX5C7Gnezfaxlsl0VpTslbKfTmySDnNyjB5kCYJFymDV5SuffU6WT58sbzRcawuWYObqjfLdXDM8aXObXJ7JAy2+9rkNPZsyetbSoeWsSbMyp6NuC6BLl8ntrZuQaevEwPBPtnFurP+XszJnfsneQw0abqcpJkrTe+KjEWF0BUWCCWPJbqhZ58VY2IsK4P9jtvFCOkzsxE5dUo6pEyVlX/U7bGTyvfd/0LP6UakRiZwdU0F9NNnIvj4C4jluuBctRK6zAxUhMfwDfcIevMzUVCQAevWGBKd3Wp00GSC/bbbpFQYVkViMhK5fs01CD35lLohkxG2K6+EiaOARUVI+HzwP/iQ7HXFm1smd68CkkaZamulRNj4yh4YszIRfORRGTeMnjoJQ0kpjJWVUiwc3vICLPPnw1T1xz0GmjRp0qTp96vIVSKQiH5/v0wfPN/6jEAk5uUuxLWV16NrogtGvQnH+g8L8MFh/uPG14lK/8mJH+D86DmMR8ZwbeUNQg3kWGC5pwouswMzs+egbawZmyqulQSr3F2O3V27kEglkUwlkG7NQKb19bAJEv5IFWwaa5SvadimZdYjf7IsmJj3lzq2y+f9gX5cVbYByWQKFemVKE+rQN9Ej4wfDoYGpETYarThxOAxrCtbL1TCWDKG51ueQW3GNNjexT00TZo+jNLMlaa3JIIcaCDerARXinL1+teNthkyMgRT7n/4UUS2b4c+LV0MjM7lRqy5BdFDh5Ag4CIjQ1Iu5x23q92ldyh2WSU6uxAlMCKVgrPhFAw2E0a6uhHymmEeGoDhu/+N493jGAueR3nSj7TTx5CoqYGpvAJJ7ziMhUWAxSKjjBfLPH06Uom4/Hym2mkyZhh86mkYSoqhz86WAmJRIoHYufOA0wnX166HMSNDHpvo0qUI73hJnUevB3R6xBsbYZ4zG8k+WVBDitRBTZo0adL0thRNRGXk7c0MQCgWkrG3izucajJqUTdeL6OBZ4ZPIcOaCYNOj1A8iAujjdja/rzsJtVl1iOajOG6qhtgN73z8fXdnbtktI8jfkyDtre/iPqs6ZIU0cCsKFyJhfmLZNeqL9ALu9GOk0PHsbH8avQFaAAhxsqkf637irIarFhWuBKFrkJkWLJQ6i5D83gjGkbOoCqtGhOxidftmbWMTWBJwTIxkHw8+HO3etvwROPDch4azBSAk4PHMS93gQA/eB2kEtqgmStNmt6ONHOl6Q8q1NyC/uNnYGlvgzsnA7ZrroYhK0tG3MJHjiLy3HPQO5ywXXeNJDBTSnnSMKEzwazTQV9eCuv8BUj6A2ImzAsXINTWJrtOyYEBhPcfgCEzE7GTJ2EoKoRl2XLpqXqrIkSC+04uIxAwm2AYDUKXTMFkNMASDiBePAP3HepGg4+jiWnQh8z4/NIalHz/X5Cc8LEsBLHxcVhWrnjd9UZPnIDvv743ORaYQqy2Fom+fqTGx+T7jk9/GuZ5cxE9ekxuPzE0CPO8efD/7OeSYpnr6mDffLOMG6Z8XsBiBVJJuQ551eSLWkE+jKV/mvETTZo0abocRGgSoQ9nh09jJDQikIilhcsldRkLjmF39y6cHDqGEncZrixbL3tMFI2FSW8WM0EsOb9H8EM0ERETVempwunhk5II9Ux0CwadJb78nCkOjZDd9NbTLG/UK/eV44emRFRGBHkfXWYXIvGwkP3+/ci/IBwPwR/zy/7XyuLV2Nq2Rah+8VRcRhlvmZb1uuvlyN8Lrc/L5ywXnpszH6eGTsjnFr0FH5v5KYFfBOMBIQmSiFgbrsODDfdLilXAUcTitWIyQ7GA/OwcNfRYSLVVHY+L8hfDY/H8SZ83TZouB2nmStPvVU//KB7Y2oDTLUPIScvBLQkzpj/zLJJ+PyIv7ZQ9I/OMGYi8sgcT3/8B9H/zP2AqK5PLJvILESoshmPhAhhMJkx8979Y7QHziuXQZ2bCtGABEt3d0DtdAncIPfMskExAd+IkYhca4f76n0Nve2vvmDFtirW1gS95OenZMOblAQ4byrKcsNrS0Vk1HafOdiAVCMCQlY1UdjaOwoOqObOFJEiDpTMaJY26WCEmTpP7VslwBKEXtsJxyy2ItbchcuwYcN998PzPvxFyYHj3KzCUlUKnNyB++gwmujqR9nd/B4PHI4Yrsnu34OENeXlwfeHzsndlq66GZcniNy0h1qRJkyZNb66DvQfwgxPfRZ+/V3anSNWjQTraf0SM0ayc2ShwFOH00EmMhUfxxblffhWzTppehi0bG8o24dzoWTSMnIVVb8WV5etRnV6NweCAlPM6TDacGTqJYwNHxRARIEETtKHi6rd0H2lqCp2F2Na2RXadiEEnYp2nE05BU8f9qMbR83J72bZsofwRUFHoKESWI0eMFXuw0ixpr17vUHAIL7Wrkb8pUAZNEguGaQLPDzfg1OAJfHLWZ7C35xV5DIhk7wv0oHHsvFzmzun3IMuejdVFa/DAuV9hNDyKUlcZbqy+SRKzFcWrMT934Z/8edOk6XKQZq40/V5tO92HU839SCVT6B/148GUE3+RFoB598uIN5xF9PhxJHp7YVqyFPB6kejre9VcOR1WjC69AvnZHgT/7u8UsMFkQvTAQVjXr4chIx3xhgYk/ROSUrGLSudyQme2IN7aCtP06bAsXwZjTs7vvY/xnh4EnnwK9s03ITURgHWgXzDqsYbz0M+fAzjssJSUILW3R8xboq9X7UJVZ8N+6y0Y//bfITUxIeS+wI9/Kqnc1M+QCql38ORz/nxdXUI9TPn9sK9fLx1eHGt03HorYu3tiJ+7IOOBcv5xnyRW8XAYocefgHXNGiDJQi0jDNXVMFdVwZCbAx1HBTVp0qRJ01vSRMSHh87djx5/j6RCDaNnkWHLQNNoI3Z0vohANCDjcR+pu1uSGHY+DYeGUWRSb55VplejaawJqVQCjWONMq7HbsMX27bimsprYTVxwgAYCY0izZqG5rEmSXCYej3R+KiM1M3M/sOdWOdHG3Bh5Bw2194uY3Y0UjOzZ+JI32HUZEyDSW+U5IojiVT3RDcqDGakW9Oxrnw9fnLyh2IaOS7IXqrPzP68jD9yD4sJFcWRSCZ3NGXsxeIdX1u2TsYMed+ZzLWMNwl9cErnRhsQiAWkpJjmcVPFNTKiyFHDyrRqLMpfhnSbVnavSdM7lWauNP1OxUZG0dA1ilQ8gSKnEdcVW5ETHIF5QpkhjrfFjh2XfSfrhg0IPPGEGBfuGVlXrRLTMHdWOUbazkLn9iCS4AtBCiaLCVaHHcaCKujcbrk8UyHrxg1IjoxCZzQg1tODWEMD4m3tcH/pi78XVZ4cGQGCQSAUQXj3bjFK8YEBWObMQXTffsDlRGEqhQ1zFuDFC8OChTdGI1hSnonE2UPQc8fKahWjFO/qRPjll2VnjGmSde0a+JubkYpGJK3jfUyEQ0AoJKN/5lkzJX3DzJkw5uUj0dwKfX4+khMTkmaxgDjR34dEb49cPw0mRyN5H4K/uk+u37phvexnadKkSZOmP6x2b5uM6nF8bWbWHNRlsQMqAX9sAiuLVot5Yfp0dvgMajPr8ArhEMk4rq++SXauOAK3qng1fnryR2IoIomw7FeZ9SZ4LOnSAzUWGsXxwWOTO1GLZfeI3w/FQ9jS+iwC8SCuKFnze+/naGhUxgIz4hk43HcQ8WRMxhHZbXWk75CMBq4qvgJlnkr0+3sQToThNntQnVEjXVyZtkwkU0kZFzzSfxDzcxdgSeEyQcUvLlgqBcTc5yJJ8KrSjeid6BbaH5O2hXmLMBAYQImnBEadCS6TW25vLDKKWdlz8HTTE5Jo9QV75T7SOI6GRgRN742MYV3ZBiwpWCJwD02aNL09aeZK05sq1tIK3/e/j/rihTAXZeLa7mNI/+E2MQbJ0kIki4thyMhE3OGAIT8fkT17xFSxw2r8f/4t0r7zbdjWrYPDbESqvhadGTkw+PxIJqKIwoDInPmI/fRHYjJ0NjtSw8OINjUiTiBEMgnnF78ggAqO8cX7+mF6w7jexSIOXed2SSJEY0VwhmXuPISeeVr2mvTJBMK//BXW35lAnisH4RkVqCrPwbRCD0JNJhhrapAY6AcScRjz85HyB+C7/9cCskiOjsCyeiWSY+NyPj4u0Wefg6GgAOYli5FoaxdDSJkXL0KspQWRvXthmjNbACCRXS/DWFONeEenwtLbbTIaSDOaMhgQ2rkT0YYGOO+8E+a6ae/dE6xJkyZNH0DRpLzcuUtMB41Uh68D9539hYztzcmZJ0j1ObnzsL19K3IdedjVsR16vQEHevehcfQCvrXkb4SYx5G42blzsLf3FQwGQnJ9Hlu2jPH98OR/w2a0w6DTSQcVyX1MlwjH+NycP5MRvEO9+7G6+IrXwTLeqEJXkWDU48kEYskodNCLsSMendfFfagfnPwePlJ3F8Y95UIFXF28BmmWdBkRrEirQstY4+S4oBFt3haEYyFYTFYZY5ybu0BGAplC7e3ejebxJiwpWI5UMoEj/YdxU82tMmK4oWITHrvwMI4NXhAiIUcF9dBJl9Ur3S8j05oFzuxH41Hk2LNV0fKFR9E0egHXVl0vI4yaNGl669LMlaY3VWTvHqSGhrEsdRzTKuthPX0c+lAIZgOQHBqCrqYa0dNnxERYV69C4Ff3qwQpmRRzE6apKCuHqbIC/Rn5aLvudhSfOQJzIorIwmV4dNyOT+UXAj3dkoAZ8nIR7+oSo0YyX3jXLlgWLEAymYTe/vtHLwjC4A5T6KWXBKqBRBI6g35yPE+HeGOTpEn6gT7U739CkiLP1X+N4AtbEXjgQcQazsJyxRogHEF45y5EL1yAfeNGScGC990v10OqIburdB613MsUyzZvPhK5eVIkTEWPHEWitRXG6mr5CD38qPxcvD7btdcgcugwDNk58nPxhSzZ04tES4uANwJPP41kMCg/q4mlwpbXk6E0adKk6XIXjQTx4Nw5mpY5HTqkMBYekXRFr9Ph3EgDFucvQTgexoysmWIKCIQYCwwj256Ndl8rdnftlF4pjteZ9RYsyFuEPn8P0q2ZKHOXCy2PyRLH6zjFTdPFyzKx4mkcr+OoHs3Z7zNWFAEYd9TdhYbhM1hWsBI5jhx0+Nplv8oX8cl1cgSQ5MDjA0fxydmfFUz8Qw33i6Fr9bZgc+1tAq7g/WAytbL4CnT6OvBi2xY4TA7BtS8rXC5wDo5I8mfhKOBIcAQWg1nIhyQUEo7B3bRUMiklwXxsxkNjQhDs9LYj05aNuszpGA2PocffJalbui1DipZnZM6C2+qR+/aHfmZNmjRp5krT71ByEi/uaTiJzGRE/jAbp1XCVFAoO0Y0QbaCQpjmzkH89GkxXGJmaGpiKeisNoFU0Fx5YiE82xODKWeeGj0468eK2VmwzpmFWCoJ4/Q6RPbsk5SKpiIVDEFfbEcqkYT9tltlB+oPiVQ+9koFX9yG6Mu7ASdHGXRi1IhX576UsaoKqbEx6Ox2oRQGH34ESasNzXd+Fpn+UWDsDJwuD8yBIAKPPQbHzTfL7hbHA9ldFTt6DLYbrkcsPR3WNVcg+NCDSHl9soel96TJ/plp+gxEz5xB+MmnYKyqhN7jQezUaYTPnIVlzRqY589FcMsLsssV3q4WkrmnZvZ6ETabED9xCpYVy+G45241rqhJkyZNmkSRRFRgENwvOjV4XHqdLAYr5uVUyZ4UTVWZp1xAETRANFteKQ1OSVLjNqdhLDKGgUAfytIqxOTs63kFufY8DAYHcbT/ED4+89MyIjgR9QkE4qGGX8NpcUkCFYqHZayPFD4mTH9IvA+LCpbIGN7D5x+QDq1cez5iicOwGi1yG4RcZNmyZQ/MY06TfaijA0eQ68zH7Jw5ONx7UHbCeL+ZUNGE0RRyLNBmsKFlvFmoiXNz58M2akOOIw+PXXhEkjwmULdN+4hAMWoy63Ck7yC6J7pk34v7XxwL5P7WDVU3y/lp0J5rfQaj4RG5/yQbctyy198roIyba27FsqLXE3U1adL029I26TW9qcwLFFJdn54ui71GlwOm0nKEnnteyIChZ58TtDi7qmg8bFdvknSHJsN+040CcphKdDLTHLhneoZAMUbHA6gtSMO6HANijY1IhoIIPfW0jMQlfT6+GskYnfNTn4Lrc58RE/OWpdMhfv48glueR+C++yRRM1VVwVRTI/eJu2M6ixXWZUsRPXVadqVOz16BBztjGG3tRu94CL16G5KJBJJ9/dA5nUj29kpHVaK7B9ZrrxFTZFm2FLGzDYDBIEaNQA//ffcLxj28cydip04h0dsnI5I6hx360hIxaMa8XCEs2q+6CtHGRtUNxoRKp0Pk+HEYPOlSuhzZsxex8xferadWkyZNmj6QIrSC+0+SHNmyZHSPZopmYGfnDhnXe7rlSYxHxsWIMRWanTNPlfDasrGu7CoMB4fgsig6a6mnFOtK1wtNkGN/RLnT6NCQEZZxsGe/7D/FEjE5/7y8+ZIKfW3hX6IynfCItyZi0AnQeLH9BRzqP4ClhcskKZuRPRPXVF4vhcbstyLFsHHknPRzkUrIy7B8uMffLd8nlIMmpzK9EmeGT2NX10vymNC8MQnj9fVICTLfN0+JueTeGUEXzzQ/KdfDZEtO81TJTle+sxDeqE8SOVIJaV75+HIXjYXGgo7XGeSN0WdanpJdNE2aNP1+acmVpjeVZdEiQG8Qgh9Nk+POj8D7938PfV6uYM9TgSCCz2+B69OfhOPuu4WeZ1m9CrHTZxDv6oZ11UpJkygai/l1RSgZaEcg24KMSBc8lbPg93iQ8k0IQS9y8hTst94qEAgaKsusWW/7PjNRC23bBh1HOSJRBB9/AparroTtuuuQFChFFPY770B8ZASJxibo0tOxbyQBn9ePUHkVdA0N8MeSCBsMcBCGceSI7ErRBNGIxXOyJUlLDgwicuAAUqMqBaNBijdegOGj98p9ENPkdCDJPbKDh2C76SaY7r4LIfaBpaXBWFYGy+JFiISC8jimYjGY585FMhyCjh1dRUVaqbAmTZo0vYk2lG+SkbxuXyeKXaUCmvju0X9FvqMAJoMJ4+ExKQcmAW9h/kKsKl4ju0MdE+0y/nZTzS1iIqgyTwXm5y2U3iqO1BF3nufMh9lggtvsEjNS6i7HTTWbJQ1jPxT3lN6uhoKDONx3QBKoDm8benzduHv6vfCYPRiNjKImsxazs+fguZZnpA+LpmdP9244TS7MyJ6FM0OnZffLarBgTck67GjfJoaQfV3s4bpr+r2IxiOwGm1ihuKphFwHd7o44jctgyOUk/1eeiNGQ8Po9nfJ/hX3rXZ2bkeGLUuMZE3mNHT52pWh1OlktJHji0zrcuw5apTxXXheNWn6MEkzV5reVOx8si5ZLB9UMhSCsaIC8fYOJIdHpBuKO0jsqzLX1ggZMDV7FuIzZwFGA4zFxa9DjFvmzkF+eRmSo6Mw5ORA73TCfvPNQtwzVlaIySB5z7pyhVz2nUjGCa02JPV6GalLGY1IjY4ifuasGl30eWWniiYuMTIqCZZL74ZuLIJd9kysu/EmWE+fhCXLDlthPvwP/QZ67lmRVKjXyXXBH0C8s0vMUHTvPkn2COWwrLkCerdLxiSZehElT3HvjOOEHG1M+/a3pUCZ3V2GrEwxpEz4aFbZgxX40Y/l+0zETNOVMdWkSZMmTa+JqdMVJWtf/bpD9oWypNuKe0lGA4l/aUi3ZEjvE1WbWSumgwbpYjgDE561pVfKflY0ERVjRZPFBGtv9x4ZAaQp4fjhvNz5cL/TQl2dTm53IDggRi6ZTIgp3N39sozdcTzwWP9hrCy6AmeHz2JWzhxJpohfJ8xiccESjIXHUOgqFKIgiX8cZeRuGBOl9vF2oQO2eJvEeHIckPedI3+EY5SnVUjSxnSLWHdehqkfDdynZn0W31zyP8R40ZzeHbsXTzY+hkDcjyxbjuxe7et9RX4MPq5XlK5Dgavwj30aNWn6UEszV5rekmgInHfdiURPrzIOOsB+802wLl36qonSmc2yY/W7ZEhLk48pcbfIUJAvO0eGvHwxWX/MsizhEbarrpTRvGRQpUDW9Vchevgw4t3dYmbYcxU9dgzGoiJEjx3HqjUFOJediT53Nu7ri+PG2+5B9faHEHj+eZhqa+Q8xoJ8gU3QXEb27Ydx1gwxgtzxotGU8UcdxBS6PvkJTPz3fwOtgHFaLXQZ6QK54GM2tUPFF2+mee6vfkUQ9Bzf8P3j/wdDeZlcJ81cvK9PdrfiQ0PQOxww19eLIdWkSZMmTa+JkIUbqm/Gw+cfwnBoUAzU/Nz5mJ6tjBVFYh7Je79Lb0yjuIM0M3u2ADSYXGU7sv+o+1jmLkN5WiVsJrskQjajFYXOIjQMnxXABU1QX6APWfYc5DlzcbT/MNaXbcShvoNiyIKRAG6r/wh+cfrnqEyrkD0zGigaJP6bZc8SM1buKcfttR9Bf7BfjBnNUI49T9KnG6puwoPnfi2GckHuIsGt04wOhYYwPXum3M9IPIJyTwX+bP5XZSQwEJ3Afxz9VwFd0Hhyx4sjjMTac/8r3ZKOaVn1f9Rjo0nTh1G6FI/0NL1OgUAAzskDWb/fD4fD8X7fpUtGsY4OxFtaoXc6YKyrg8HlwqUkFgqHuCPV2QVDSRH0aemIHjyA0LPPI5mZhcGFKxGvrUNe5wU4J8aR9Prg/8JX0GPPgPnQPpScOAizyyHUQ5q1RP8AIgcPCpZdl5WB+JkGmJcvk4Qp/MyzSPh8sG/cAPttt8Fcr9KmWHsH/L/4JaLHjiLBsUKzGZ6/+Doct98mlMHAo48hsnefmLdYU5PQm4y5edBlZ4kRQzQK04yZkrRFDx1GvKMDllWr4P7aV2AqLX2/H2JNmjS9D9Jel363aFhIAuSBPzuguJN0qfUznR85h4O9+8WUcE+MQIm93a/g2OARlDhLBBtPqAUTrcbR8zKCt6H8aikI5tcsIeZ+FHfDSt1lONx/CAP+XszLW/gqgKImvVbAHC93vSRjfDSdNGkZ9kz5Pvu/trQ+gxMDxzER80mn1t8u+3vMyp2D3okePHLhN9J1xZFCmj6mWdXpNYK35/m5h5Vhy5TC4T3dr8jYISEXt067Qzq0NGnSpKQlV5relnhwf6ke4CfGxxG4/wGkImFEz55F4vnnYSwuQjIag+HKK7E9axp2dIUwc0yHgrJ5WDanHIV2AzKrq1Gm0yE8kg//zhEkRoZkjMO6ZjUs11wDy6oViJ47L3tXhHfEm5qEDEjkuyE7G6HtO6DPyhL8uyRPZjMShUVozijGeCSJkhw3XEjKfYyePInIzl0C7eBOGAmJTMSiPb2wLF8moBBjaYkg6BOtbUgODsrlIrt2IViQD/dffP1145aaNGnSdLmL42zV6bXycSmqfbwNDzT8CgXOIrzc+RJe0euFDMhkiej4tvFWnB9tEEohRxQ/UncPSj1lyHXkigkjoIMdVi3jTbAabLi55hZJ1rgT1jLaiFgqJrdBM8TUi4mWyWDGQ+d+LaZnUcFSwclz56vEXSZ9W1RFWgWCgpiHdF+1e1tR7qnEsy1PQq8zSIq1rf0FLC1cgSeaH8WKolVSaMxEzTD5OsQy4qr0ailD1qRJk5JmrjR9aBQ7cwaxhgYYSksRn6TtsfRYn56GvpXrse/IAO4pS8Dw7K+ECBi96VoYPnnXq6OIJCS6MzKQHB5SnVaFhQg//YyM+SW6umEoL4dj881IDAxAZzJDl+ZAoqND3XZjk+ylOW7UI5lMYUsyEy/2eqEzmKEfCuAzC/KwMJFEZ9yE+PxlyA/7pGSYREKORZIqKPe9oEBOM6SnI9L0oowPUqlYFOFDh2HauQuWObOl20uTJk2aNF36IiGQ6Rr7qbgvxTlypkb8nD1TTKeYXB3qO4Dzo2fxGdsXsSB/oVyWY3yEeNRl1ktqVeIuRSKZxI6Op/DwuQfEHJFiuKroCgwE++GxehCJR9Ef6JXLXxg9L6aNhcf+2ISkZVPfOzNyCp+e9XnpwgpOJmqRBPssLUIMJDGREI3BYL8g42neYuyqTEZgJ1k3lUQkERYUvMPokF0xGl1Nmi53aW+Ba/rQiEALEYuMp5RIQGcwwp8AVhbYkHriMcRDYSRDYUy8uA2Rw0deTZR8/+ef4P/hD5EYHoahsFCQ84H77keir1+KkVn4G3pxGwwlJdC5nEgRHU/p9bIvFn5hK8a+8S10tfdhR+cEEIkI7CIRi2NbIh2/OdyB/3NqAv+3Q4en8mcjMWOmYNz1eXkwzZoFY00tzAsXyF4bDaGxolz2sUg51NnsMOZkS9rFfq6UFCRr0qRJk6ZLXQRJMAliCqWUEpAFkyQi1/Mc+WKseBoBEo9e+A3avW1iyFgm/O9H/gXPNj8lcI0MayZe6X4Zvz77S4QSIcSSUUmrJmITyLblwKw3YzwyJrdC4AVH/H5+6sf4X/u+jYHAANp9bQLF4AfJiqQO/ufRf8eL7VulMJjgDY7/EVlfm1GLaRl1yLcXSOdW23gLit0lMOmNsjvMXjGL0Yp4Mob7G36Jw/0H39fHWZOmS0VacqXpQyOO2rEwWGe1CGQiOTYuiVAqmUBphh3e5jYgpvpKSORz2y2It7Uh8OSTiJ05Cz13nohzf/Jp1V/V2Smpkpg1s1kumxjoh97lhOtzn0XgV/fL7XGXirtTxupqAXTEWloBTzb0NgdS8ZgAKkYDUQSONiOZSEGXm4+XWkYxbfM9qM7Ngd5mkdLmWNMFxBvOw7ZhPaInTsH1pS+p3qyGc/KzMdVid1bk0GEpMzYWFLzfD7kmTZo0afoDmpMzF2eHT8v43KmhE2KqmAIRxpFnz0freIsYK4rGxm6yo328VQwXd6gIqjg5eBwPnrsfZoNZSpC5m0UiIAuVedn+QD9uqblNoBjPND8Fj8WNK0vXi/FiopRhTUeHr02MnNAE9UZymNDl68SpwRNixJxmN17q2IGN5dcgmohhINgrydmurp1wmNgpVgFvZBxfWfB1vNS+DaPhURlPJDyDOth7AMsKtZJhTZo0c6XpQyNTWRncf/41oQO6vvAF6Y9iMTHx7/qXd2DOwiXof8mNaCyONKsRrkREABMT//ldVWBMw8XLj4+rsUK7XdDqLP5lOkUjZV2zBqaFi+D/f/8iZsc0Yzr8Dz6I1OCQ7HrpPR7k3XknFmQX4bg+F4mhISRHRrBgTgle3N0KQzKJ1aUu5MdHkD6hF6PGdIwJm2n2bJjmzWNnM0z1dYi1NMPx2c9IKTER+DR5OtIWIxHozJb3++HWpEmTJk1vQXNy58mYXfNoE740/2uS+AyHhuCPTMAb9mJe7gIpC2YyRdohx+1I/3u88VEZu/NYPPjojE/IrlP3RJf0cRHcMRgcEINlM9ixpniNjPMR6V6XWSfX88szPxPYBQ0SIRhrS65CmjVdypX7A33QQ48kkmKYSP6j+UshhUx7FnZ37pQkivflqrKNklqVuEuknDkcjeDTc76IUwPH5T5wv4spWJr1NRqwJk2XszRzpelDJfO0WhjLSiWJ4sgd96C4w6Tr6oL1zAlU3ny1jNYl+/pgvvYaoR+S1keABQ1OaOtWWNaulaLflNMJC7HpaWkCsbAsXAjrNVcjfv6cjPtxZ4o9WOFIHPHsPJgjIZgmfEj19eO2GXMws7AEfXv7URgZg+HcEST6xnD1wnLkPn4fEmPjMGc7EDUZBIIRO3sWsTOnYdu0CalxLyIv70aKJkpvRGjLFiSHhoRQaL/xBilrZk+WJk2aNGm69EVzMy9vgeDYWWhMQ8LyXu4vdQc6BRO/oWwTtrY/L3tVV1dci2ebn5ZkifJGvOj190qqxZ0rfr255jacHDqOiYgPq0rWYHr2LIFLMNFiMsV0jMaJJozJEuEXw+EhfHzGJ9Ex0YFj/Uegh05IgCQELi9aIYkXkzGmazOzZgkYg3taHENcWrBcjNrLXbuQa89F03gjTg+dkBFEpnDXV9+EFYWr3udHWpOmS0OaudL0oRLnwIOPPY7wi9sAu03IfaHnt8jOFAxGWK+7BoZNV0NP+MXhIzDUVEPncEhpcnJsTEyWqbREcOsGtxtRtwsTs+dhYGAcgYFhlD39AtweO/TlZdAbDRhIz0VXWAckddAnzCjJyoWztATu+hosi0Yw8st/ketNutz4xPV3wTPciXgihgybDtaAD7G+flg3bpDxRKSSQDwBXbpHUQTr6xHesUOSL2N5mdAJY21tcH35S+/3w6xJkyZNmt6GSPz72akfSfLE7qnzIw1C/2NSRENzVekGbKq4FueGG/BcyzNC8vPHJ6CL6QTfzpLjjZVXozajDsWuEkG7l3rK0eltk9TovjO/kK95fUyzaLCGg8Ny3QadHunWDEzPmonazDr4o37BwnOcsMhZjFtr78CRgcNCFuTOFvu99vfs/f/buxPoKstrb+D/M4+ZZxISAiEQphAIMwKCKCi0iENbtVa0n9Z+Xu1Xq7WrvVa7eq3VXm9X9fvqUHvvbe11rlVBVASZB5lB5jkkJCQhZE7O+H5r7xAKEgTxwEnC/7fWWef4niFvnsQ87PfZz96QdMLNVZt075fb6kKdT/YZG/p11las1s+VPmAhI6iBWt/E/GgPM1GnwOCKuhUpl966cJE+lqa+zf94t22vlN2hRSBaN26GEZ+MI7sOoqc1BEdmFlrL39U9VebsbDinTIG1qAjW5GT9jIreA/D0fy1CXWmF/nf/jL74btUWxOfmoHLzdrxnysaIPn0Q2LsPYY8Hx+PikBQ2UPfkb+CcOFF7VxlSXbC6CoM+fQeOsePQXFsOo7YWyM7WoM/scOq5wmqBffRI+D9bB3NWFiCl3YcWaml2U3wCTBaLVirUvEEiIuoy9h7frYGVkMp7pY2HNRCSdEEJno611uC4rxaHG0p0z5X0k5IVLmmALEUl+icVYHTGOK3GF2dpS797as2/aUELcVXONThYu0/TAY/7azT1UPZJtYZ8GgTlJ/bX1aotlRsxKKUQbpsHVc1HUdJwUFMGJVXwQN0+3XullQxba7R4huzRyonJ0f1WkiYYY4uF1+bBiPRRusomK2P1/jrdw0VEbfh/A3UrRtg4WS1Q9lzJypWsRoVNZpgsJt0TZU1PQVLhQFhSEmCYTXDfMPtkWXRTchLCpaXwVVbBkpWJrdVAfV3zyc/fWV6HQ/kFiAvUITS8GFv2hBEovgYDhx6H1WHDDlcceh7ZAkvVMdQ99TvE3HEHmurrYR85AoGtn2txC+mJZbhcWizDMXYMrP3ydW+XpCIGDh3UghyOkSO0gmDj8y8guG8fzG43rPn58Mz5HlMCiYi6GCmf3k6a8DosbWXNpYKgpPAlORPhsrnbVoPieulerGm51+rzmTE90eBrwPbqz2G12JDpzcLCQwtOqT4ILCtdrIUoWoKtSPf0wMcHPtD+VrKPS75WkitFA7wGfwN21ezCFVkTsKdmN9K9GVo8Y2j6cBxtqtA+VnX+Ok3zk9WuYWnDkexKxtbqrYh3JKAgd6D233p+0/9FS7BFP3tS9hSM7jEmSiNL1PkwuKJuxZqVCcfYsWhduhStK1bAMWY0fCtWIFx+FIbbBc9VU3Dsr/+DUNiALyEW9pHFaP10MWC1wpqXB9ugQVotUPY7GSYT8q+8Bo7kRLQ21J8M3gynE9Z4N7x/+RsGDZmOLXuOY6esdLXaMcMNWMsOI+z3AS0tCFYehedb30Ljf/23FsXwrfkM9sGDYM3uCSMQhDkhEY6rr0JIGhNv2YImeZ3s/zIMTVU0ZfaAe8QIoKVZ0xfNSW0rakRE1HX0TeirZdFl9UpS+folFGD7sW26QtQ7vo+uJH144ANYzTbte5UZk6nVAqWEu6xGSRGLv+9+ExaT/LPN0JUkKSAh7xeyr0oKTpQ1lGFf3V5dDZPUP1kBk8IZ1/aZqStl/rAP5Y1HMKbHeAzPGIH39/5D0wE3VqxHkQRS7hQN8OLscZiSc7X2xVpY8gkWlyzSvWNuqxuTe12le7Lktf6QT48luTg3EbVjcEXdiqTOeb59M8zpafCtXAXb4IGA3Qa70w0jKxuVL74Eq9sFSyAIW2sLQiWHYemdi9C+/bCPHq17tSQYE7YBAxDv8mD4iBlYHc6B0dCA67OdKCjZjMa5G+DK6YnZ4XLk5Gah1O3GoLwMDF7+ARAIwuRwAC4nzPFxCJaWwqir0/LwJrMJ/s/W6vMSKEn596aXXgJMZuBEny6jpUUDseb358J7x+1oeO7/6X4s6ddl69MHGD0qyqNMRERfhQQ5/6vwXnxashCH6g6ib3y+9pTy2r2akvefW1/WqoCy0iQBU0HSQA2sYm0xmrYnZdilwqA8Pyl7su6Lyo3trRUCRVvZ9fVaBVCKXkzqORk1vhoku1L0/Z9XbdHXSdqf7NkKGn4cqj+kK1VeewzMZjOWly7F9NzrNFByWl343WdP6r6rHdWfa/qhFMgwAgY2VKzXvVvSe0sCMQkMx2dN0EbIRMTgirohc2ws7EMGo+WdfyBoMcO/YhXCzc2wTLkKLpMBq9upjXvNsjLkccP9jZkwqqUaH+DfsP7k5wS2boUrPw/TjUqkDOmDzHAzsv78LIIlh7TsemDdeiRedy2ueOcN7W8V+6MfITxsCELxMVqB0D17NpoXLoK9dy5MsbHauDi8/wAsGemw9ctHy8JFaJk7F47x42DumQX/smWQ8lAaXIXDMHvc2v9KUhZ1JSvGjtYlS+C67jqmBhIRdTESfOTG9cbWys1YU74S+7VRsF9LscdpefVUTcWT5AXpSyXl12NtcdhavVkDKyGl0Rce+gS3FNyGMZnjtZqf7OF6bcffEDSCGnRtrtyESdlXYkvlZkzoOUlXucJGSFMCpcBFurcH5u+bi/zEfoi1x2q1QFnV6uHJRI+YTLy/7x+apTE6c6wWv2gINOr7pEqhFMvItfTG/uP7NODyG9Dy7tKHqzhjZLSHmKhT6JLB1aJFi3Dvvfdi165dpx33+XwYNmwYglIZ7hRutxsbN268xGdJ0WTNzobr2ukIHinTPlcSoBg7tsM78zqEq6sR2L0b/vIKWPv0gVFWhpb5H8I1bRpM3hgYsoJktFWNMMfGIb6+BpO3b0K4phYty5Zq4QpTXKym6QUPHNTAyZKSisrmAIKOGGDdZrhqq2F+9z04r74KLcuWwTF+PFoXfKzph7JCFq45Dmt6OiyJifr1wiWH4Bg9Cv7VawC/X7++9NGSCofmxMS2c/F4YPj9MAJtG5iJqPPgvETnQ4pTrI9Zi5ARxqojqzTFT4pGDEoerIUs1lZ8phVlTYZJ917tr92vqXeyktQSaNbgShoHp7jTdG+UlEOXPVsH6w5oYOawOBFGLQJGQAMvqfRX76tDS6hV0wSlamGsIw55CXnYV7sPBYkDsKxsiZ7DpJwp2lRYKgC2BltQ76vXCrwS/M3fP1f3ioUQQoYnQwtYHKzfr6mCshrWHGzLvCCiLhhcrVmzBg8++GCHz+3evVsnsKeffhrZUontBFnupsuLyWyG+/pZuvcqdPVUtHy6GLaePdG6ajXMDof2wZLLg/LPnVZp/puagmDpYViS2gIZWT2SwhPmhHgENqxH69x5cE6+UhsLG42NWvxC+l9J0QtzZg8E03vgkyYnil59RQMry9FymIMBmFas0ve0zJuHmPt+qL20Arv2wLd8BSzJyQgeOwbnmNEa3DkmXAHXtGs0gJLzD0uVw9LDWpZdbmGTCa5vzIAlnakXRJ0J5yU6X3HOeNwx+C58cvBjFKUNw7bqbTjWWq2rTosOfaJpejazFRuOroPH5tFmwuOzJiLRmYgmix2hcEjLse88JnMYsKTkU0zJmaoBl/ShyvD20AIUUnziypyrEOeI1b5Viw8v1ABNKhAe99VoauCGo2sxKHkI7i78oaYbfnRg/onS7RaYTCb4QwHsOb5T915d0XMiwuEwHFaHVjSUAKx9v1edpQ5FqUXRHlqiTqPLBFeNjY146aWX9BYTE4Pm5n9WcGu3c+dOWK1WTJs2DXapEkeXNSkIYXZJMNQEz+zr9ZgELIHVq9v6XknuhcmEwK5dcF45Gc2vvY6YB+5HsKxM0/Lsgwai/rdPwzFhAmCxaDEK9/RpaH7vfS3vbpXCFH37ovWjj7Evrwj5bsC7dxvg88NibWtKHKquhmPUKIQOHoTR1IzAoRKY3S5dnZICFvZRo9oKW0ilwrCB5k8W6gqVrlaFQrAUD4fr6qnaDFnSHa1983XSI6Lo47xEF0L2KMmKUJIzCd8puFULW8TaY1Dnq9Xng+GA7nvaUbNTC1XM3f+uNg2WVaUYu1fLn/9x03O6r0rmg0P1B3V1aU25rIRB0wXNMGNn9XYUp49EiidVi2RICqCsfMlN+mAlu1L1/aX1JTBO9KlaWbYcJgMYlTlWg6wDdTZNJ5T9WGnudE1BlBUz6Zkl+7xkNUv2jsmqGRG16TKXzt566y288cYbePTRR3Hbbbd1+JodO3agd+/eX2kCk8mwoxt1DxL8mGK8CO7eA1N8PAJrP9OKgLDZtLeVlEa3ZPRA4HCJBjzBPXsR3LkTob17YYTCMDmdMIJBfa+sWPnWr4dz4gR4H7gf3jlz9L3u2dcju08WkmurYBs8BGGfH2GXR1P7HCOKESorQ9xPHtTURKkU2LLgEwSPHGn7vMWLtViFEQ6hZflyeG6+CZaMDC3d7plzB0yJiQhs347QkSMIHSmHJS422kNKRCdwXqIL1T95AOr9Ddhft1fT7KThb4o7pa0in82jQZVUDJTy6NKzSsqoy+M9x6XxcFuvLFmJktfvkRLrvnpc3Ws67hp8N2b3vVHLt8/qewMGJg/SJsOyp6veX48EV6IGV1JOPcWVrAGSXGTs4c3AgoMfaipgdWs1Pj4wX6sBNvobcKSxDJOzp+rq2djMK/CDwv+NyqZK7K/bj2Mt1ShrLNVUQyLqYitXkydPxre+9S24XC48++yzZ53ELBYL7rzzTmzYsEEnM7la+PDDD8Pr9Xb4nqKiM5eyZembugcp/BD7owfg3/q5rhQ5J12J0PEa2IuLEaqs1MIXEgT5t2yF6xszEdi3V/dkWXNy9PXSxDe4exdckycjdKxaV8NsBQUIbN8Bp1Tt8/tQ/+r/wObzId7tgf3GG9GSmQlrTRVcBf214qD022qdNw+h8grYCofIv5za9nTZrFolMFxV1VYtsLERgb17dfWs9cP5WrnQZLPCMXUqgtu2wzFuLOyFhdEeUiI6gfMSXah+if1x99B7UdZwGKvKVsJmseoqk+yDktwECYqkml+v+Fz0TcjHjurtqGqpxOScqRpoSdn1Pcd34Zpe01HTWoNYRyx6x+dh89FNmkZogoF5++ZClqGkL9btA+foCpns8SpMKUK6O13v39z1uhazkFRE6ZslwZoBKxxWJ3xBH/xhv34d2Zs1NnOclmTffuxzJLuTtQdWVXOllnnPiukZ7SEl6jSiHlzJ1bh33333rM+npqZiypQpp+Wqd0SW2GUjsdzfdNNNurF469ateO6557B371688sorzHG/TFkl2MnM1Ga8oaZGTcEzEhJhTkqEfeIktM6dC1vfPN0b5Rg7DkZtraYF+jdthCktHd45d8CQJsRlZfCvXKmrYN67v6+pew1/eE73Z4X2H9DVsNB778E7aSJaP9+ExmXLYHK5EPvj/wP/xk0wy0qZVAGUnliBgAZXRksrTE4XbAMKYC4qgiWvDxr+8Kyualkye+h5SPAV+8tHYcvuqXuxiOji4rxEl4JU60txpeKjAx/CZXXrfqqCpAJtOJwXl4/K5ipNHbTAihE9RmlxCglmJA2wb3w/DE0r0j1S68rXYOex7TjSeAT3Dr0P5U1HtEdWvb8Otb7jJ9IJY5Edk42PD32IxSWfol9iP1yTOx1HmyvaelSZTCcKYjgQCgfhC/nhC7ZiYs/JumJls9rxH+v+HanuFE0DrG2txeDkobp/jD2uiDpZcFVfX4/HHnvsrM+PHDlSJ7Fzkcnrj3/8IxITE9G3b189NmLECCQnJ+Ohhx7CsmXLMHHixDPe11G1pqamJp08qXtxjhsL//oNCFccRfDgQdiHFSF8vAaW+Djd9yQFJmSVyQiFAItZH4cPHEBg526EGxq0Sp997FhNFbSPHqNBVbiuFqGa47ovy+R0AE6HllS3JiQgJJX9wmEEtm3TSoASUMnvqXvmDLSuWqVVDB0jRyDU3ARDUv4mTdK9YNaC/giVlmkVQS3hXlUNi9vFwIroEuG8RJdKgisBk3OmYP7+eVpsQoKnmXmzUNZUqn2vRKI7SdP+pGqgBFMtwRYtz54Zm4UNFZ+hV1wexmVOQpwzFoNTC7GhYi0aA026AiarWGZpCuyQku5b4A/5YSCsRSlkL5WskHlsXlhgxpU9p2BT5UZ9fkxKoZZXT/Oma4DntXkxPG04qluqT5yHA8daqxhYEXXG4Co9Pf2M0rUXQq7+jRp1ZnPVSfIPVkC/RkeTmJTD7WhCpO7HPnQo4h55GMF9+zUNwuTxIlRejqaFi2ArLob//bltAVVdnQZCUkjCt2UrbAMHIFRSApPXo5X+TFYLQocOaWBk7V8AS2YmWubO04p+1gEFsA0eDKO2Dvbhw3T/lMluR6vPj71JmahJ74meaXHoP206TDXV8O/dB2d8vKYqSll3/+7d2l9LVtrsI4oRPHhIe2K1l2MnoouP8xJdSpOypyDd00NXkWTlyG1xY03FaqwoW4rxmRPx2vZXkOpJQ2nDYa0EmBmThVhbLNxWF4rTR2vwtPv4LmSGe+BA7X5kxWRr1cAkVxKWH16CkBHCFT0nIcubhermKvTPLNDgKGiENBVQSrwnO5ORE5uJa/vM0BWzisYjGJo6DKUNJVoVcOnhT3VlTFbbesf30dLv+Qn9oj10RJ1S1IOrSDl69CiWLFmC8ePHo4f0BzqhVRqwytWhhIQonh11Frb8fL21C5Qchn34cE3fk8IT2lw4Lg6QMuqpqXBfOx31//F7PRaurITz6qnwr18P/+fb4LntFtgGDUDjCy/qHipzSgrCRyth5NTDnJGuVQj9n62FJTcXy7/3IN7bVApTSzPM1Vbc1nwAwzcthnvWN2EbPhx1v3lSV6h8CxZoemFASq83NsBz5xw4r5ige72IqGvhvETnQ1ajhqTKftp/7qk1TMCK0qVa1c8X9mlwLYFVIBzEmIzx2Fq9CW/vfhN2s12Dp9y4XO2RtbNmJ6bnzsDwtGK8uPmPcFqd8Ni92Hh0PWbn36hf59OShbpqNabHeF3dWlO+GruO79TUxCuyJmqPq2/0vR5Wk1XLs8ter901O/U8Zb+XHJ/eewaKM868cEBEXaha4LmEQiH867/+K15//fXTjn/wwQe6mbi4uDhq50adl+xj8t5/H2yDB8HSIwNmlwtGXZ02+ZUy7k1/fUUnH9kELP2nZHXJnJUFo75eV69aFyzUFD5zcpK+RhoLh47X6mcZfh9so0fDNH06UvZ8jptz3UhPjtXCGB8ebITfG4vG//xvhI5Wajlc7Z/lcsHkcGizYQno7P0L9ByJqOvhvEQXqiitCPcW/YuuUmV4emiFQKn2J5X/moJtpdFllUtKoUt/q1hHvL5vV81OlDeVaaBlhkmr+ElT4kTZu2WyorS+FB5bDCZkTUJOXA5sFptWDDTBjOqWKhxvPabV/97c+Zo2DM6KycLRxgqtTCiBXNiQpMEwitNHIMYeE+1hIuqUus3lcLkqOHv2bLz88stwOBxabWn9+vV4/vnnceuttyI3Nzfap0idlLOoCNasLK0S6P/8cxg+n/a1MsfG6CZf2fckhSe0uERdnTYa1tRBmw3BXbtgze2FwJYtMCUl62Op6Bc+Xqs9rMx2B5oWLUZa/gCktdQirW8BXjhmRzhsaJEM/cyKCtjy8oBQWMuuK6sVprg4WNLToj08RHSBOC/RhbKabdq4V3pLlTce0cCnKdCAwcmFCIT8bUFTOKgp7lIIQ1a2pLqf9Mgymyx6rDXUilp/rX5GTlwvJDgStIlxXmJfbKvaqmXW3XaPNi4enTEaC0sWIGSEtaGw7P+SYEzOo39SAXYf36nn5bV7kRffVwtkEFE3D67E448/jp49e2qVJ9lELHnz999/P77//e9H+9Sok7OmpCD2/n9BYOdOhBsadZ+UrFS5b/8uApu3aDELk90Gx6iR8K1YCVv//m1l1JuaYOvVC+477kC4sgrBgwcQ2LRZi1JY0tLaGhT3SENgwXz4QwZSRx7B1VfORpzZgG3ZQdmUAUtKCqy9emlfLcekSfBv2qTVA2PmzNG9V0TUdXFeoq8jP6kffjziYe0pJYGTZDnI6lFZYxma/I3aD8tsMsFhdUDSLMb0GIfmQBM2V23Q4CzZlYLt1dtR3VyJzVUbEe+Ih8fmQbo3AyX1h7GpaiMsZgu+kTcb2d5sLV4he6ykUXGqOxXTe1+H1UcS9etKwDUqYwxm9p2lK15E1DGTwV2yHVZlau8/0tjYCI/HE+1ToigJVVfD99laLXxh7Z0L2B1tq1QOB5pefwOO8eMQ3L8flvR0+JYs1YbD4SNHYMnKgvs730Hw0EG0fjBfV6KC0nnEaoXjoYdh3bIZFl+LNiB2XHFFW1qgvLemBkYwBHNcLMz8vSOiEzgv0alK6g9hS+UmDa6kv1Vda62WaJfAan35OgxKG4LjLcdQ2VypFQil2W9ToEkLW+TE5mhD4hVlyzSwktLvic4EzBl8N1YeWabl4WXPVV5CW4XLlkCLlnWX1MEEZwIDK6LLaeWKKNKkPLsUtTiVc+QIhGtr4Zo+TYOhcCCIhn9/Rle2jMYGmNxuGM3NMJoaYU1P1xRDk8UCmY6kd5XXaYXzpz+ByWaDOeafOetStMLCUstERHQO2bE5ejuVBEFym5n3TTQHW1DecATPrHtK92ZJM2C3zY1DdQdQmDwUFU0VsJltemHPZrUh2Z2KrNgs/CTrZ7qXSopXtHPZXHojovPD4IroK5KgSFL5VEaG9sUKjB2D5n9U6j4pGHUwxcRomp/J64K1fz9AmwU7YI6Jha1PH1hYWp2IiCKoPQhKRNv8kuxKQv+kATjSUAqvLUYLUfSKy8Xe2j0YlDJY93JJpUEJupKcyRqsSfl2Ivp6GFwRfU2yKuW+fhaMYAC+lasQTkmBc/RoBEvL4LpqClwTr0DrosUItzbDOWkSbEOGRPuUiYiom0t0JeP7hffgnd1vYU/Nbt1rJcGVNBiWvVny+LPy1UhwJmJ85gQ2BCaKEO656gBz2+lCyApWuKoKcDi0mqCk/FmSeBWQiL4+zkt0oVoDLWgINMBmsum9FLlgmh/RxcOVK6IIrmBJYQthYXNQIiLqBJw2l95EvItzE9HF1m2aCBMREREREUUTgysiIiIiIqIIYHBFREREREQUAQyuiIiIiIiIIoDBFRERERERUQQwuCIiIiIiIooABldEREREREQRwOCKiIiIiIgoAhhcERERERERRQCDKyIiIiIioghgcEVERERERBQBDK6IiIiIiIgiwBqJD+luDMM4+bipqSmq50JEdLlyu90wmUzRPo1OgfMSEVHXmJsYXHWgubn55OO0tLSongsR0eWqsbERHo8n2qfRKXBeIiLqGnMT0wKJiIiIiIgiwGScmmtAKhwOo7q6utulpciVz7Fjx+rjlStX6vdGlw7HP7o4/l1v/LvT39+vq7vOS4L/b0YXxz+6OP7db25iWmAHzGYzUlNTo30aESe/CPK9CVnO5P/AlxbHP7o4/tHF8f96uuu8JPi7EV0c/+ji+He/8WdaIBERERERUQQwuCIiIiIiIooABldEREREREQRwOCKiIiIiIgoAlgtkIiIiIiIKAK4ckVERERERBQBDK6IiIiIiIgigMEVERERERFRBDC4IiIiIiIiigAGV5ehRYsWoV+/fh0+t3z5ctxwww0oLCzE5MmT8fLLL4M1TyKDYxsdFRUVKC4uxpo1a047fujQIfzgBz/Q50aNGoVf/vKXaGxsjNp5dhfhcBivvvoqZs6ciaKiIkyZMgVPPPHEaWPLsaeOcG6KDo5tdHBu6r5zkzXC506dnPxP/OCDD3b43KZNm/SXavr06XjggQewfv16PP300wiFQrj77rsv+bl2Jxzb6CgvL8ddd92FhoaG047X19fje9/7HpKTk/Hkk0+ipqZGfx6lpaX6Dwu6cH/605/w+9//Xsd9zJgxOHDgAP7whz9gz549+POf/6w/C449fRHnpujg2EYH56ZuPjdJKXbq/hoaGoxnnnnGKCgoMEaOHGnk5+ef8Zo777zTuPHGG0879tRTTxlFRUVGS0vLJTzb7odje2mFQiHj7bff1t/19t/31atXn3z++eefNwoLC41jx46dPLZ48WJ93bp166J01t1j3IuLi43HHnvstOPz5s3Tsd2yZQvHnk7DuSm6OLaXFuemy2NuYlrgZeKtt97CG2+8gUcffRS33XbbGc/7/X69cjh16tTTjl9zzTVoamrSq1l0YTi2l96uXbt0OX/WrFl46qmnOkyDGT58OBITE08eGz9+PDweD5YuXXqJz7b7kPSJb37zm5gxY8Zpx3v37q33hw8f5tjTaTg3RQ/H9tLj3HR5zE0Mri4Tkkct+ezf/va3O3xefrECgQB69ep12vGcnBy9l+VTujAc20svIyMDCxYswM9+9jM4nc4znt+3bx9yc3NPO2axWJCVlcWfx9cQGxuLX/ziFzpBneqTTz7R+7y8PI49nYZzU/RwbC89zk2Xx9zEPVddXHNzM959992zPp+amqqb9rKzs7/0c9rzfr1e72nHJWIX3Ex54Ti2l158fPw5fybt438qOcafR2Rt3rwZL774Iq688krk5+dz7C8TnJs6P47tpce56fKYmxhcdXGy+fGxxx476/MjR47UCex8qqh8GbOZi5wXimPb+XxZJSyTyXRJz6U7k7Qi2SwvV/5+85vf6DGO/eWBc1Pnx7HtfPj3sXvMTQyuurj09HTN4f26YmJi9F7yrE/VHq1/8coWnT+ObecjY/7Fn0f7zyQtLS0q59TdfPDBB3jkkUc05UiqNCUkJOhxjv3lgXNT58ex7Xz497F7zE28LEFKUjMkt1Rq/J+qpKRE7/v06ROlM+v6OLadj+RVt49/Oyk9LCVX+fP4+qRs7Y9//GMMHToUf/vb3zQFrB3Hnr4K/v28eDi2nQ//PnaPuYnBFSmHw6FN02Sj5alLox999JFe3RoyZEhUz68r49h2PuPGjcPatWu1j0U7qRQk+0TkObpwr732mlbBkr45clWw/ep4O449fRX8+3nxcGw7H/597B5zE4MrOunee+/VDX7SSHDJkiXabE2i/HvuuQculyvap9elcWw7l1tuuUX/YTFnzhz9h8Wbb76Jhx56CBMmTMCwYcOifXpdVlVVleavZ2Zm4tZbb8X27du1SWn7TSYtjj19Vfz7efFwbDsX/n3sHnOTSZpdXaTvhTqpZ599Fs8991yH+fDyCyUdq6XspOSYyi/hnXfeGZXz7G44ttEhfVxuv/12/OUvf8GoUaNOHt+9ezeeeOIJbNy4UasBXXXVVXj44Ye5z+Br9iz6+c9/ftbnZXKbPXs2x546xLkpOji20cG5qfvOTQyuiIiIiIiIIoBpgURERERERBHA4IqIiIiIiCgCGFwRERERERFFAIMrIiIiIiKiCGBwRUREREREFAEMroiIiIiIiCKAwRUREREREVEEMLgiIiIiIiKKAAZXRBfRd7/7XfTr1w+PPvroGc898sgj+txdd9118tjkyZP1mNykM/ipysvLTz4nN3l/R6TLuDzfv39/lJaWdviaUz9HbgUFBSgsLMTUqVPxwgsvIBwOn9f3N3/+fH3/tGnTzuv1REQUfZybiC4eBldEndThw4dPm4BWrVp1zvfs2LED27Zt08eGYeDNN9/80tfHx8cjLS1N7wOBAEpKSvDMM8/gd7/73Tm/1p49e/CrX/3qvL4XIiLqHjg3EX05BldEnZDNZjtj0lq9evVpz3Xkrbfe0nuHw6H3f//73xEMBs/6erlquXTpUv06K1euxPDhw/X4K6+8glAo1OF7/H4//vrXv+Lmm29GTU3NBX1/RETU9XBuIjo3BldEndDgwYPPOoENGTKkw/f4fD68//77+vinP/0prFYrKisrsXjx4vP6mnKF8Lrrrjv5WWebnF599VX8+te/1sdFRUVf6fsiIqKui3MT0bkxuCLqhEaOHHly0pIUiv379+Po0aNIT09HdnZ2h+9ZsGAB6urqdCK66aabMGHCBD3+xhtvnNfXlMnunXfe0cderxcJCQkdvs5sNmvOvVyJHDdu3AV+h0RE1NVwbiI6N+t5vIaILrGcnBzNN5dJa9euXVi/fr0eHzFixDnTLmbMmAG73Y4bbrgBixYtwrJly3TDcUZGxhnvkbz03/72t5pOUVtbq5OlmDNnjl5d7Mgtt9yim6GJiOjywrmJ6Ny4ckV0EcmVtAt9TftkJVcI16xZo49HjRp11g3G7akZ119/vd5PmjQJycnJWl2pfXL7Ipm0ZJKsr6+Hx+PBgAED8Pjjj+O+++476/laLJZzfk9ERNR5cW4iuni4ckV0EclVOtFR+VipgPRlm4Al/WLu3LlYsWIFtmzZcnJSa79SeCrZHNx+ZU+uCn7R22+/jR/+8IdnTD5Sfak9l52IiC4PnJuILh6uXBFdRElJSXovqQ9fdOzYMb2Pi4v70tz25cuX61W81NRU9OrV64zXyeTYno9+NvL1pfISERER5yaii4fBFdFFJKkM7ZWV3nvvvZNX8KRK0rp16/TxoEGDOnxvbm4uUlJSTl5ZbJ/QvkgmuPYJct68ediwYcNpt4EDB36lzcNERNS9cW4iungYXBFdRJIG0adPH+3L8dBDD2HYsGHar+Oee+7R1Au52jdr1qyzvv/USetsE1h7zrpMhHl5eZqffupt5syZ+vySJUs0h52IiC5vnJuILh4GV0QXkUwg0ntDKhzJZCVX+qRPR1ZWllY1kufkNWdzagWmjqoxSb8Pqbokpk2b1uFnXHvttboxWSbRs20eJiKiywfnJqKLx2S0rwUTERERERHRBePKFRERERERUQQwuCIiIiIiIooABldEREREREQRwOCKiIiIiIgoAhhcERERERERRQCDKyIiIiIioghgcEVERERERBQBDK6IiIiIiIgigMEVERERERFRBDC4IiIiIiIiigAGV0RERERERPj6/j8RlmD/wPq0+AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_latent_space(ls_v, labels, preds, fold_results, common_samples=False, plot_type='umap'):\n", " if plot_type == 'umap':\n", " reducer = umap.UMAP(n_components=2, random_state=0, n_neighbors=30, min_dist=1)\n", " reduced_latent_space = reducer.fit_transform(ls_v)\n", " elif plot_type == 'pca':\n", " pca = PCA(n_components=2)\n", " reduced_latent_space = pca.fit_transform(ls_v)\n", " explained_variance = pca.explained_variance_ratio_\n", " print(f\"Variance explained by Component 1: {explained_variance[0]:.2f}\")\n", " print(f\"Variance explained by Component 2: {explained_variance[1]:.2f}\")\n", " print(f\"Total variance explained: {sum(explained_variance):.2f}\")\n", "\n", " fold_assignment = []\n", " for fold_idx, fold in enumerate(fold_results):\n", " if common_samples:\n", " val_idx = fold['common_val_indices']\n", " else:\n", " val_idx = fold['val_idx']\n", " fold_assignment.extend([f'Fold {fold_idx + 1}'] * len(val_idx))\n", "\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 8))\n", "\n", " labels_mapped = ['Reprogramming' if label == 1.0 else 'Dead-End' for label in labels.flatten()]\n", " df_labels = pd.DataFrame({\n", " 'UMAP 1': reduced_latent_space[:, 0],\n", " 'UMAP 2': reduced_latent_space[:, 1],\n", " 'Cell Fate': labels_mapped\n", " })\n", "\n", " colors_fate = ['#E31A1C', '#1F78B4'] # Red for Dead-End, Blue for Reprogramming\n", " sns.scatterplot(data=df_labels, x='UMAP 1', y='UMAP 2', hue='Cell Fate', \n", " palette=colors_fate, s=15, alpha=0.7, ax=ax1, rasterized=True)\n", " ax1.set_title('A. Cell Fate Labels', fontsize=14, fontweight='bold', pad=20)\n", " ax1.set_xlabel('UMAP 1', fontsize=12)\n", " ax1.set_ylabel('UMAP 2', fontsize=12)\n", " ax1.legend(title='Cell Fate', title_fontsize=11, fontsize=10, \n", " loc='upper right', frameon=True)\n", "\n", " df_folds = pd.DataFrame({\n", " 'UMAP 1': reduced_latent_space[:, 0],\n", " 'UMAP 2': reduced_latent_space[:, 1],\n", " 'Fold': fold_assignment\n", " })\n", "\n", " colors_folds = ['#FF7F00', '#33A02C', '#6A3D9A', '#FFD700', '#B15928']\n", " sns.scatterplot(data=df_folds, x='UMAP 1', y='UMAP 2', hue='Fold', \n", " palette=colors_folds[:len(fold_results)], s=15, alpha=0.7, ax=ax2)\n", " ax2.set_title('B. Cross-Validation Folds', fontsize=14, fontweight='bold', pad=20)\n", " ax2.set_xlabel('UMAP 1', fontsize=12)\n", " ax2.set_ylabel('UMAP 2', fontsize=12)\n", " ax2.legend(title='CV Fold', title_fontsize=11, fontsize=10, \n", " loc='upper right', frameon=True)\n", "\n", " for ax in [ax1, ax2]:\n", " ax.set_axisbelow(True)\n", " ax.set_aspect('equal', adjustable='box')\n", "\n", " return fig\n", "\n", "fig = plot_latent_space(ls_v, labels, preds, fold_results, common_samples=common_samples, plot_type='umap')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "61cd4325", "metadata": {}, "outputs": [], "source": [ "with open('objects/fi_shift_flux.pkl', 'rb') as f:\n", " fi_shift_flux = pickle.load(f)\n", "\n", "with open('objects/fi_shift_atac.pkl', 'rb') as f:\n", " fi_shift_atac = pickle.load(f)\n", "\n", "with open('objects/fi_shift_rna.pkl', 'rb') as f:\n", " fi_shift_rna = pickle.load(f)\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "862b7b76", "metadata": {}, "outputs": [], "source": [ "all_indices = df_samples.index.tolist()\n", "de_preds_indices = df_samples[df_samples[\"predicted_class\"] == \"dead-end\"].index.tolist()\n", "re_preds_indices = df_samples[df_samples[\"predicted_class\"] == \"reprogramming\"].index.tolist()\n", "\n", "all_layers_attentions_all = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=all_indices, average_heads=False, return_flow_attention=True)\n", "all_layers_attentions_dead_end = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=de_preds_indices, average_heads=False, return_flow_attention=True)\n", "all_layers_attentions_reprogramming = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=re_preds_indices, average_heads=False, return_flow_attention=True)\n", "\n", "cls_layer_attentions_all = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=all_indices, average_heads=False, return_flow_attention=False)\n", "cls_layer_attentions_dead_end = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=de_preds_indices, average_heads=False, return_flow_attention=False)\n", "cls_layer_attentions_reprogramming = att.analyze_cls_attention(\"Multi\", fold_results, multimodal_dataset, model_config, device='cpu', \n", " indices=re_preds_indices, average_heads=False, return_flow_attention=False)\n", "\n", "rollout_attention_all = att.multimodal_attention_rollout(all_layers_attentions_all)\n", "rollout_attention_dead_end = att.multimodal_attention_rollout(all_layers_attentions_dead_end)\n", "rollout_attention_reprogramming = att.multimodal_attention_rollout(all_layers_attentions_reprogramming)\n", "\n", "rollout_attention_all = rollout_attention_all / rollout_attention_all.sum(dim=-1, keepdim=True)\n", "rollout_attention_dead_end = rollout_attention_dead_end / rollout_attention_dead_end.sum(dim=-1, keepdim=True)\n", "rollout_attention_reprogramming = rollout_attention_reprogramming / rollout_attention_reprogramming.sum(dim=-1, keepdim=True)\n", "\n", "cls_layer_attentions_all_avg = cls_layer_attentions_all.mean(axis=1) # Average over heads\n", "cls_layer_attentions_dead_end_avg = cls_layer_attentions_dead_end.mean(axis=1)\n", "cls_layer_attentions_reprogramming_avg = cls_layer_attentions_reprogramming.mean(axis=1)" ] }, { "cell_type": "code", "execution_count": 13, "id": "cc4ba1d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(163, 1998) all_attention.shape\n", "(36, 1998) dead_end_attention.shape\n", "(127, 1998) reprogramming_attention.shape\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = viz.plot_att_weights(cls_layer_attentions_all_avg, cls_layer_attentions_dead_end_avg, \n", " cls_layer_attentions_reprogramming_avg, \n", " feature_names=feature_names, print_top_features=False, top_n=5, scale_weights=False,\n", " use_mean_contribution='sum', fix_scale=True)\n", "viz.plot_att_weights(rollout_attention_all, rollout_attention_dead_end, rollout_attention_reprogramming, \n", " feature_names=feature_names, print_top_features=False, top_n=5, scale_weights=True,\n", " use_mean_contribution='sum')" ] }, { "cell_type": "code", "execution_count": 14, "id": "79318d06", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean attention weight values per modality and per condition:\n", "All - RNA: mean=0.00051129, std=0.00001925\n", "All - ATAC: mean=0.00048696, std=0.00001862\n", "All - Flux: mean=0.00051095, std=0.00002896\n", "Dead-end - RNA: mean=0.00050599, std=0.00002776\n", "Dead-end - ATAC: mean=0.00050151, std=0.00002780\n", "Dead-end - Flux: mean=0.00046453, std=0.00001951\n", "Reprogramming - RNA: mean=0.00051280, std=0.00001572\n", "Reprogramming - ATAC: mean=0.00048284, std=0.00001221\n", "Reprogramming - Flux: mean=0.00052411, std=0.00001358\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = viz.plot_att_weights_distribution(cls_layer_attentions_all_avg, cls_layer_attentions_dead_end_avg, cls_layer_attentions_reprogramming_avg, feature_names=feature_names, print_means=True)\n", "fig = viz.plot_att_weights_distribution(cls_layer_attentions_all_avg, cls_layer_attentions_dead_end_avg, cls_layer_attentions_reprogramming_avg, feature_names=feature_names, plot_type='box')" ] }, { "cell_type": "code", "execution_count": 15, "id": "52aabfb8", "metadata": {}, "outputs": [], "source": [ "top_n_print = 6\n", "\n", "top_n_get = None\n", "fi_att_rna = att.get_top_features(rollout_attention_all[:, :945], feature_names[:945], modality='RNA', top_n=top_n_get) # RNA\n", "fi_att_atac = att.get_top_features(rollout_attention_all[:, 945:945+884], feature_names[945:945+884], modality='ATAC', top_n=top_n_get) # ATAC\n", "fi_att_flux = att.get_top_features(rollout_attention_all[:, 945+884:], feature_names[945+884:], modality='Flux', top_n=top_n_get) # Flux\n", "\n", "fi_att_rna_de = att.get_top_features(rollout_attention_dead_end[:, :945], feature_names[:945], modality='RNA', top_n=top_n_get) # RNA\n", "fi_att_atac_de = att.get_top_features(rollout_attention_dead_end[:, 945:945+884], feature_names[945:945+884], modality='ATAC', top_n=top_n_get) # ATAC\n", "fi_att_flux_de = att.get_top_features(rollout_attention_dead_end[:, 945+884:], feature_names[945+884:], modality='Flux', top_n=top_n_get) # Flux\n", "\n", "fi_att_rna_re = att.get_top_features(rollout_attention_reprogramming[:, :945], feature_names[:945], modality='RNA', top_n=top_n_get) # RNA\n", "fi_att_atac_re = att.get_top_features(rollout_attention_reprogramming[:, 945:945+884], feature_names[945:945+884], modality='ATAC', top_n=top_n_get) # ATAC\n", "fi_att_flux_re = att.get_top_features(rollout_attention_reprogramming[:, 945+884:], feature_names[945+884:], modality='Flux', top_n=top_n_get) # Flux\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9cfadd06", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 16, "id": "96016c90", "metadata": {}, "outputs": [], "source": [ "def create_combined_feature_dataframe(fi_shift_rna, fi_shift_atac, fi_shift_flux,\n", " fi_att_rna, fi_att_atac, fi_att_flux,\n", " df_rna_degs=None, df_atac_degs=None, df_flux_degs=None,\n", " remove_batch=True):\n", " \n", " def process_modality(shift_list, att_list, degs_df, modality_name):\n", " shift_df = pd.DataFrame(shift_list, columns=[\"feature\", \"importance_shift\"]).reset_index()\n", " shift_df.rename(columns={\"index\": \"rank_shift_in_modal\"}, inplace=True)\n", " shift_df[\"rank_shift_in_modal\"] += 1\n", " \n", " att_df = pd.DataFrame(att_list, columns=[\"feature\", \"importance_att\"]).reset_index()\n", " att_df.rename(columns={\"index\": \"rank_att_in_modal\"}, inplace=True)\n", " att_df[\"rank_att_in_modal\"] += 1\n", " \n", " combined_df = pd.merge(shift_df, att_df, on=\"feature\", how=\"outer\")\n", " \n", " if degs_df is not None:\n", " combined_df = pd.merge(combined_df, degs_df, on=\"feature\", how=\"left\")\n", " \n", " combined_df[\"modality\"] = modality_name\n", " \n", " return combined_df\n", " \n", " rna_df = process_modality(fi_shift_rna, fi_att_rna, df_rna_degs, \"RNA\")\n", " atac_df = process_modality(fi_shift_atac, fi_att_atac, df_atac_degs, \"ATAC\")\n", " flux_df = process_modality(fi_shift_flux, fi_att_flux, df_flux_degs, \"Flux\")\n", " \n", " all_features_df = pd.concat([rna_df, atac_df, flux_df], ignore_index=True)\n", " \n", " if remove_batch:\n", " all_features_df = all_features_df[~all_features_df[\"feature\"].str.contains(\"batch\", na=False)]\n", " \n", " max_rank_modal = max(all_features_df[\"rank_att_in_modal\"].max(), all_features_df[\"rank_shift_in_modal\"].max())\n", " all_features_df[[\"rank_att_in_modal\", \"rank_shift_in_modal\"]] = all_features_df[[\"rank_att_in_modal\", \"rank_shift_in_modal\"]].fillna(max_rank_modal + 1)\n", " all_features_df[[\"rank_att_in_modal\", \"rank_shift_in_modal\"]] = all_features_df[[\"rank_att_in_modal\", \"rank_shift_in_modal\"]].astype(\"int32\")\n", " \n", " all_features_df[[\"importance_att\", \"importance_shift\"]] = all_features_df[[\"importance_att\", \"importance_shift\"]].fillna(0).astype(\"float64\")\n", " \n", " all_features_df[\"rank_shift\"] = all_features_df[\"importance_shift\"].rank(ascending=False, method=\"first\").astype(\"int32\")\n", " all_features_df[\"rank_att\"] = all_features_df[\"importance_att\"].rank(ascending=False, method=\"first\").astype(\"int32\")\n", " \n", " all_features_df[\"mean_rank\"] = all_features_df[[\"rank_att\", \"rank_shift\"]].mean(axis=1)\n", " \n", " top_th = int(all_features_df.shape[0] * 0.1) + 1\n", " all_features_df[\"top_10_pct\"] = all_features_df.apply(\n", " lambda row: \"both\" if row[\"rank_shift\"] <= top_th and row[\"rank_att\"] <= top_th else \n", " (\"shift\" if row[\"rank_shift\"] <= top_th else (\"att\" if row[\"rank_att\"] <= top_th else \"None\")),\n", " axis=1\n", " )\n", " \n", " float_cols = [col for col in all_features_df.columns if col.startswith(('log_fc', 'mean_', 'std_', 'pval_'))]\n", " if float_cols:\n", " all_features_df[float_cols] = all_features_df[float_cols].round(6)\n", " \n", " all_features_df[\"importance_att\"] = all_features_df[\"importance_att\"].round(6)\n", " all_features_df[\"importance_shift\"] = all_features_df[\"importance_shift\"].round(6)\n", " all_features_df = all_features_df.sort_values(by=\"mean_rank\", ascending=True)\n", " \n", " all_features_df = all_features_df[['mean_rank', 'feature', 'rank_shift', 'rank_att', 'rank_shift_in_modal', \n", " 'rank_att_in_modal', 'modality', 'importance_shift', 'importance_att', 'top_10_pct', \n", " 'mean_de', 'mean_re', 'std_de', 'std_re', 'pval', 'pval_adj', 'log_fc', 'group',\n", " 'pval_adj_log', 'mean_diff', 'pathway', 'module']]\n", " \n", " return all_features_df\n", "\n", "df_features = create_combined_feature_dataframe(fi_shift_rna, fi_shift_atac,\n", " fi_shift_flux, fi_att_rna, fi_att_atac, fi_att_flux,\n", " df_rna_degs, df_atac_degs, df_flux_degs)" ] }, { "cell_type": "code", "execution_count": 17, "id": "43665453", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_rank_correlation(rna_df, atac_df, flux_df, figsize=(18, 5)):\n", " \n", " fig, axes = plt.subplots(1, 3, figsize=figsize)\n", " \n", " dfs = [rna_df, atac_df, flux_df]\n", " titles = ['RNA', 'ATAC', 'Flux']\n", " colors = ['#E64B35', '#4DBBD5', '#00A087']\n", " \n", " for idx, (df, title, color) in enumerate(zip(dfs, titles, colors)):\n", " ax = axes[idx]\n", " \n", " df_clean = df[['rank_att_in_modal', 'rank_shift_in_modal']].dropna()\n", " x = df_clean['rank_att_in_modal']\n", " y = df_clean['rank_shift_in_modal']\n", " \n", " ax.scatter(x, y, alpha=0.5, s=30, color=color, edgecolors='black', linewidth=0.5, rasterized=True)\n", " \n", " z = np.polyfit(x, y, 1)\n", " p = np.poly1d(z)\n", " ax.plot(x, p(x), \"r--\", linewidth=2, label=f'y={z[0]:.2f}x+{z[1]:.2f}')\n", " \n", " pearson_corr, pearson_p = pearsonr(x, y)\n", " \n", " textstr = f'Pearson r = {pearson_corr:.3f}\\np = {pearson_p:.2e}'\n", " ax.text(0.05, 0.95, textstr, transform=ax.transAxes, fontsize=10,\n", " verticalalignment='top', bbox=dict(boxstyle='round', facecolor='white', alpha=0.8))\n", " \n", " ax.set_xlabel('Attention Rank', fontsize=12, fontweight='bold')\n", " ax.set_ylabel('Shift Rank', fontsize=12, fontweight='bold')\n", " ax.set_title(title, fontsize=14, fontweight='bold')\n", " ax.legend(loc='lower right', fontsize=9)\n", " plt.tight_layout()\n", " \n", " return fig\n", "rna_combined_df = df_features[df_features.modality == \"RNA\"]\n", "atac_combined_df = df_features[df_features.modality == \"ATAC\"]\n", "flux_combined_df = df_features[df_features.modality == \"Flux\"]\n", "fig = plot_rank_correlation(rna_combined_df, atac_combined_df, flux_combined_df)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "01a594d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_top_features_shift_attention(df_features, top_n=20, top_n_pie=100, print_top_features=False):\n", " df_features = df_features.copy()\n", " for col in ['importance_shift', 'importance_att']:\n", " min_val = df_features[col].min()\n", " max_val = df_features[col].max()\n", " if max_val > min_val:\n", " df_features[col + '_norm'] = (df_features[col] - min_val) / (max_val - min_val)\n", " else:\n", " df_features[col + '_norm'] = 0.0\n", "\n", " shift_top = df_features.nlargest(top_n, 'importance_shift')[['feature', 'importance_shift_norm', 'modality']]\n", " att_top = df_features.nlargest(top_n, 'importance_att')[['feature', 'importance_att_norm', 'modality']]\n", " mean_rank_top_for_pie = df_features.nsmallest(top_n_pie, 'mean_rank')[['feature', 'mean_rank', 'modality']]\n", "\n", " df_features['rank_shift'] = df_features['importance_shift'].rank(ascending=False, method='min')\n", " df_features['rank_att'] = df_features['importance_att'].rank(ascending=False, method='min')\n", " df_features['rank_mean'] = df_features['mean_rank'].rank(ascending=True, method='min')\n", " mean_rank_top = df_features.nsmallest(top_n, 'mean_rank')[['feature', 'mean_rank', 'modality', 'rank_shift', 'rank_att', 'rank_mean']].copy()\n", "\n", " color_map = {'RNA': '#E64B35', 'ATAC': '#4DBBD5', 'Flux': '#00A087'}\n", " pie_labels = ['RNA', 'ATAC', 'Flux']\n", "\n", " fig, axes = plt.subplots(1, 3, figsize=(22, 7))\n", " ax1, ax2, ax3 = axes\n", "\n", " shift_features = shift_top['feature'].tolist()\n", " shift_values = shift_top['importance_shift_norm'].tolist()\n", " shift_colors = [color_map[m] for m in shift_top['modality']]\n", " y_pos_shift = np.arange(len(shift_features))\n", " ax1.barh(y_pos_shift, shift_values, color=shift_colors, edgecolor='black', linewidth=1.2)\n", " ax1.set_yticks(y_pos_shift)\n", " ax1.set_yticklabels(shift_features, fontsize=10)\n", " ax1.invert_yaxis()\n", " ax1.set_xlabel('Latent Space Shift (min-max scaled)', fontsize=12, fontweight='bold')\n", " ax1.set_title('Top Features by Shift Importance', fontsize=14, fontweight='bold')\n", " ax1.spines['top'].set_visible(False)\n", " ax1.spines['right'].set_visible(False)\n", "\n", " att_features = att_top['feature'].tolist()\n", " att_values = att_top['importance_att_norm'].tolist()\n", " att_colors = [color_map[m] for m in att_top['modality']]\n", " y_pos_att = np.arange(len(att_features))\n", " ax2.barh(y_pos_att, att_values, color=att_colors, edgecolor='black', linewidth=1.2)\n", " ax2.set_yticks(y_pos_att)\n", " ax2.set_yticklabels(att_features, fontsize=10)\n", " ax2.invert_yaxis()\n", " ax2.set_xlabel('Attention Weight (min-max scaled)', fontsize=12, fontweight='bold')\n", " ax2.set_title('Top Features by Attention', fontsize=14, fontweight='bold')\n", " ax2.spines['top'].set_visible(False)\n", " ax2.spines['right'].set_visible(False)\n", "\n", " modality_counts = mean_rank_top_for_pie['modality'].value_counts()\n", " pie_counts = [modality_counts.get(label, 0) for label in pie_labels]\n", " pie_colors = [color_map[label] for label in pie_labels]\n", "\n", " wedges, texts, autotexts = ax3.pie(\n", " pie_counts,\n", " labels=pie_labels,\n", " colors=pie_colors,\n", " autopct='%1.0f%%',\n", " startangle=140,\n", " wedgeprops=dict(edgecolor='black'),\n", " textprops={'fontsize': 13, 'weight': 'bold'}\n", " )\n", " ax3.set_title(f'Top {top_n_pie} by Mean Rank:\\nModality Composition', fontsize=14, fontweight='bold')\n", "\n", " if print_top_features:\n", " print(f\"\\nTop features (up to 10 per modality) among the top {top_n_pie} by mean rank:\")\n", " for modality in pie_labels:\n", " subset = mean_rank_top_for_pie[mean_rank_top_for_pie['modality'] == modality] \\\n", " .merge(df_features[['feature', 'rank_shift', 'rank_att', 'rank_mean']], on='feature') \\\n", " .sort_values('mean_rank').head(10)\n", " if not subset.empty:\n", " print(f\"\\n{modality} (count in top {top_n_pie}: {subset.shape[0]})\")\n", " for _, row in subset.iterrows():\n", " print(f\" Feature: {row['feature']} (Mean rank: {row['mean_rank']:.1f}, \" +\n", " f\"Shift rank: {int(row['rank_shift'])}, Attention rank: {int(row['rank_att'])}, Mean-rank pos: {int(row['rank_mean'])})\")\n", " else:\n", " print(f\"\\n{modality}: No features in top {top_n_pie} by mean rank.\")\n", "\n", " legend_elements = [\n", " Patch(facecolor='#E64B35', edgecolor='black', label='RNA'),\n", " Patch(facecolor='#4DBBD5', edgecolor='black', label='ATAC'),\n", " Patch(facecolor='#00A087', edgecolor='black', label='Flux')\n", " ]\n", " fig.legend(handles=legend_elements, loc='upper center', bbox_to_anchor=(0.5, 1.02), ncol=3, frameon=False, fontsize=12)\n", "\n", "\n", " plt.tight_layout()\n", " return fig\n", "\n", "fig = plot_top_features_shift_attention(df_features, print_top_features=False)" ] }, { "cell_type": "code", "execution_count": 19, "id": "5de174ab", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_modality_importance_pareto(df_features, importance_cols=(\"importance_att\", \"importance_shift\"),\n", " modality_col=\"modality\", title1=\"Attention Importance (Lorenz)\", title2=\"Shift Importance (Lorenz)\"):\n", " \"\"\"\n", " Plot Lorenz-like (Pareto) curves for feature importance values split by modality.\n", " Uses df_features only.\n", " \"\"\"\n", " skip_features = {'batch_rna', 'batch_atac', 'batch_flux'}\n", " \n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10, 4))\n", " modalities = [m for m in df_features[modality_col].unique() if pd.notnull(m)]\n", "\n", " def compute_curve(scores):\n", " norm_scores = (scores - scores.min()) / (scores.max() - scores.min() + 1e-8)\n", " sorted_scores = np.sort(norm_scores)\n", " cum_scores = np.cumsum(sorted_scores)\n", " total = cum_scores[-1]\n", " frac = cum_scores / total if total != 0 else cum_scores\n", " x = np.insert(np.arange(1, len(sorted_scores)+1) / len(sorted_scores), 0, 0)\n", " frac = np.insert(frac, 0, 0)\n", " return x, frac\n", "\n", " for modality in modalities:\n", " sub = df_features[(df_features[modality_col] == modality) & (~df_features[\"feature\"].isin(skip_features))]\n", " scores = sub[importance_cols[0]].values\n", " if len(scores) == 0:\n", " continue\n", " x, frac = compute_curve(scores)\n", " ax1.plot(x, frac, label=str(modality))\n", " ax1.plot([0, 1], [0, 1], ls=\":\", color=\"gray\", label=\"Equity Line\")\n", " ax1.set_xlabel(\"Fraction of Features\", fontsize=12)\n", " ax1.set_ylabel(\"Cumulative Fraction of Total Importance\", fontsize=12)\n", " ax1.set_title(title1, fontsize=13)\n", " ax1.legend(fontsize=8)\n", "\n", " for modality in modalities:\n", " sub = df_features[(df_features[modality_col] == modality) & (~df_features[\"feature\"].isin(skip_features))]\n", " scores = sub[importance_cols[1]].values\n", " if len(scores) == 0:\n", " continue\n", " x, frac = compute_curve(scores)\n", " ax2.plot(x, frac, label=str(modality))\n", " ax2.plot([0, 1], [0, 1], ls=\":\", color=\"gray\", label=\"Equity Line\")\n", " ax2.set_xlabel(\"Fraction of Features\", fontsize=12)\n", " ax2.set_ylabel(\"Cumulative Fraction of Total Importance\", fontsize=12)\n", " ax2.set_title(title2, fontsize=13)\n", " ax2.legend(fontsize=8)\n", "\n", " plt.tight_layout()\n", " return fig\n", "\n", "fig = plot_modality_importance_pareto(df_features)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "bc6d6c23", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_flux_heatmap(df_features, top_n=30, metric='mean_rank'):\n", " flux_combined_df = df_features[df_features.modality == \"Flux\"]\n", "\n", " top30_df = flux_combined_df.sort_values(metric).head(top_n).copy()\n", " top30_df = top30_df[~top30_df['feature'].str.contains('batch_flux')]\n", "\n", " pathway_counts = top30_df['pathway'].value_counts()\n", " top30_df['pathway_count'] = top30_df['pathway'].map(pathway_counts)\n", " top30_df.sort_values(['pathway_count', 'pathway'], ascending=[False, True], inplace=True)\n", " features_order = top30_df['feature'].tolist()\n", "\n", " heatmap_data = adata_Flux_labelled[features_order].T # rows: reactions, cols: samples\n", "\n", " rp_samples = flux_labels[flux_labels == 'reprogramming'].index.tolist()\n", " de_samples = flux_labels[flux_labels == 'dead-end'].index.tolist()\n", "\n", " if len(rp_samples) > 1:\n", " rp_data = heatmap_data[rp_samples]\n", " Z_rp = linkage(rp_data.T, method='average', metric='euclidean')\n", " ordered_idx_rp = leaves_list(Z_rp)\n", " ordered_rp = list(reversed(rp_data.columns[ordered_idx_rp]))\n", " else:\n", " ordered_rp = rp_samples\n", "\n", " if len(de_samples) > 1:\n", " de_data = heatmap_data[de_samples]\n", " Z_de = linkage(de_data.T, method='average', metric='euclidean')\n", " ordered_idx_de = leaves_list(Z_de)\n", " ordered_de = list(de_data.columns[ordered_idx_de])\n", " else:\n", " ordered_de = de_samples\n", "\n", " ordered_samples = ordered_rp + ordered_de\n", " heatmap_data = heatmap_data[ordered_samples]\n", " flux_labels_ordered = flux_labels.loc[ordered_samples].str.capitalize() # Capitalize group names\n", "\n", " group_palette = sns.color_palette(\"Set1\", 2)\n", " sample_color_dict = {'Reprogramming': group_palette[0], 'Dead-end': group_palette[1]}\n", "\n", " unique_pathways = top30_df['pathway'].unique()\n", " pathway_palette = sns.color_palette(\"muted\", len(unique_pathways))\n", " pathway_color_dict = dict(zip(unique_pathways, pathway_palette))\n", " reaction_pathway_series = top30_df.set_index('feature').loc[features_order, 'pathway']\n", " reaction_pathway_colors = reaction_pathway_series.map(pathway_color_dict)\n", "\n", " log_fc_values = top30_df.set_index('feature').loc[features_order, 'log_fc']\n", " \n", " norm_logfc = mcolors.Normalize(vmin=-0.5, vmax=0.5)\n", " reaction_logfc_colors = log_fc_values.apply(lambda x: plt.cm.bwr(norm_logfc(x)))\n", "\n", " pval_series = top30_df.set_index('feature').loc[features_order, 'pval_adj_log']\n", " norm_pval = mcolors.Normalize(vmin=pval_series.min(), vmax=pval_series.max())\n", " reaction_pval_colors = pval_series.apply(lambda x: plt.cm.viridis(norm_pval(x)))\n", "\n", " max_length = 25\n", " def truncate_feature_name(name, max_length=15):\n", " return name if len(name) <= max_length else name[:max_length] + \"…\"\n", " truncated_features = [truncate_feature_name(feat, max_length) for feat in features_order]\n", "\n", " pathway_legend_handles = [Patch(facecolor=pathway_color_dict[p], label=p) for p in pathway_color_dict]\n", " group_legend_handles = [Patch(facecolor=sample_color_dict[label], label=label) for label in sample_color_dict]\n", "\n", " fig = plt.figure(figsize=(12, 10))\n", " gs = gridspec.GridSpec(nrows=1, ncols=2, width_ratios=[0.25, 1], wspace=0.02)\n", "\n", " ax_left = fig.add_subplot(gs[0, 0])\n", " n_reactions = len(features_order)\n", " w_pathway = 1/3 # for pathway annotation\n", " w_logfc = 1 # logFC annotation width\n", " w_pval = 1 # -Log10 Adj. p-value annotation width\n", " total_width = w_pathway + w_logfc + w_pval\n", "\n", " extent_pathway = [0, w_pathway, n_reactions, 0]\n", " extent_logfc = [w_pathway, w_pathway + w_logfc, n_reactions, 0]\n", " extent_pval = [w_pathway + w_logfc, total_width, n_reactions, 0]\n", "\n", " ax_left.imshow(\n", " np.array([mcolors.to_rgba(reaction_pathway_colors[feat]) for feat in features_order])\n", " .reshape(n_reactions, 1, 4),\n", " aspect='auto', interpolation='none', origin='upper', extent=extent_pathway\n", " )\n", " ax_left.imshow(\n", " np.array([reaction_logfc_colors[feat] for feat in features_order])\n", " .reshape(n_reactions, 1, 4),\n", " aspect='auto', interpolation='none', origin='upper', extent=extent_logfc\n", " )\n", " ax_left.imshow(\n", " np.array([reaction_pval_colors[feat] for feat in features_order])\n", " .reshape(n_reactions, 1, 4),\n", " aspect='auto', interpolation='none', origin='upper', extent=extent_pval\n", " )\n", "\n", " xticks = [w_pathway/2, w_pathway + w_logfc/2, w_pathway + w_logfc + w_pval/2]\n", " ax_left.set_xticks(xticks)\n", " ax_left.set_xticklabels([\"Pathway\", \"logFC\", \"-Log10 Adj. p-value\"], fontsize=10, rotation=-45)\n", " ax_left.tick_params(axis='x', length=0)\n", "\n", " ax_left.set_yticks([]) # remove default ticks\n", "\n", " for i, label in enumerate(truncated_features):\n", " y_pos = i + 0.5\n", " ax_left.text(-0.1, y_pos, label, ha='right', va='center', fontsize=10, transform=ax_left.transData)\n", "\n", " rect_pathway = plt.Rectangle((0, 0), w_pathway, n_reactions,\n", " linewidth=0.7, edgecolor='black', facecolor='none',\n", " transform=ax_left.transData)\n", " rect_logfc = plt.Rectangle((w_pathway, 0), w_logfc, n_reactions,\n", " linewidth=0.7, edgecolor='black', facecolor='none',\n", " transform=ax_left.transData)\n", " rect_pval = plt.Rectangle((w_pathway + w_logfc, 0), w_pval, n_reactions,\n", " linewidth=0.7, edgecolor='black', facecolor='none',\n", " transform=ax_left.transData)\n", " ax_left.add_patch(rect_pathway)\n", " ax_left.add_patch(rect_logfc)\n", " ax_left.add_patch(rect_pval)\n", "\n", " for i in range(n_reactions - 1):\n", " if reaction_pathway_series.iloc[i] != reaction_pathway_series.iloc[i+1]:\n", " y_line = i + 1\n", " ax_left.hlines(y_line, 0, total_width, colors='black', linewidth=0.7)\n", "\n", " ax_heatmap = fig.add_subplot(gs[0, 1])\n", " sns.heatmap(heatmap_data, ax=ax_heatmap, cmap=\"plasma\", cbar=False,\n", " xticklabels=False, yticklabels=False)\n", " ax_heatmap.set_ylabel(\"\")\n", " ax_heatmap.set_xlabel(\"Samples\", fontsize=10)\n", "\n", " split_index = len(ordered_rp)\n", " ax_heatmap.axvline(x=split_index+4, color='white', lw=3)\n", "\n", " if ax_heatmap.collections:\n", " ax_heatmap.collections[0].set_rasterized(True)\n", " heatmap_pos = ax_heatmap.get_position()\n", "\n", " cbar_width = heatmap_pos.height / 5 # Height for each colorbar.\n", " cbar_padding = 0.04 # This can be kept or adjusted as needed.\n", " vertical_spacing = 0.08 # Adjust this value to control vertical gaps.\n", " cbar_height = 0.015\n", " base_x = heatmap_pos.x1 + cbar_padding - 0.03\n", " bottom_y = heatmap_pos.y0 + 0.05\n", "\n", " hm_vmin, hm_vmax = heatmap_data.min().min(), heatmap_data.max().max()\n", " sm_hm = plt.cm.ScalarMappable(cmap=\"plasma\", norm=mcolors.Normalize(vmin=hm_vmin, vmax=hm_vmax))\n", " sm_hm.set_array([])\n", " ax_cbar_hm = fig.add_axes([base_x, bottom_y, cbar_width, cbar_height])\n", " cbar_hm = fig.colorbar(sm_hm, cax=ax_cbar_hm, orientation=\"horizontal\")\n", " cbar_hm.ax.tick_params(labelsize=8)\n", " cbar_hm.set_label(\"Normalized Flux Rates\")\n", "\n", " sm_logfc = plt.cm.ScalarMappable(cmap=\"bwr\", norm=norm_logfc)\n", " sm_logfc.set_array([])\n", " ax_cbar_logfc = fig.add_axes([base_x, bottom_y + cbar_height + vertical_spacing, cbar_width, cbar_height])\n", " cbar_logfc = fig.colorbar(sm_logfc, cax=ax_cbar_logfc, orientation=\"horizontal\")\n", " cbar_logfc.ax.tick_params(labelsize=8)\n", " cbar_logfc.set_label(\"Log Fold Change\")\n", " cbar_logfc.set_ticks([-0.5, 0, 0.5])\n", " cbar_logfc.set_ticklabels([\"-0.5\", \"0\", \"0.5\"])\n", "\n", " sm_pval = plt.cm.ScalarMappable(cmap=\"viridis\", norm=norm_pval)\n", " sm_pval.set_array([])\n", " ax_cbar_pval = fig.add_axes([base_x, bottom_y + 2 * (cbar_height + vertical_spacing), cbar_width, cbar_height])\n", " cbar_pval = fig.colorbar(sm_pval, cax=ax_cbar_pval, orientation=\"horizontal\")\n", " cbar_pval.ax.tick_params(labelsize=8)\n", " cbar_pval.set_label(\"-Log10 Adj. p-value\")\n", "\n", " ax_leg1 = fig.add_axes([0.99, 0.55, 0.08, 0.3])\n", " ax_leg1.axis('off')\n", " leg1 = ax_leg1.legend(handles=pathway_legend_handles, title=\"Pathways\",\n", " loc='center', frameon=True, fontsize=11, title_fontsize=12)\n", " plt.tight_layout(rect=[0, 0, 0.87, 1])\n", " return fig\n", "\n", "fig = plot_flux_heatmap(df_features, top_n=20, metric='mean_rank')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "d5cacdae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_top_fate_specific_reactions(df = df_features):\n", " \n", " flux_features = df[df.modality=='Flux']\n", " top_flux_markers_re = flux_features[flux_features.group=='reprogramming'].sort_values(by='mean_rank', ascending=True).head(5)\n", " top_flux_markers_de = flux_features[flux_features.group=='dead-end'].sort_values(by='mean_rank', ascending=True).head(5)\n", "\n", " def trim_feature(name):\n", " if name == \"Dolichyl phosphate D-mannose+Protein serine→(Gal)1 (GlcNAc)1 (Man)1 (Ser/Thr)1\":\n", " name = \"Dol-P-Man+Protein-Ser→Glycosylated-Ser\"\n", " if 'glutamate' in name:\n", " name = name.replace('glutamate', 'Glutamate')\n", " if 'serine' in name:\n", " name = name.replace('serine', 'Serine')\n", "\n", " return name if len(name) <= 50 else name[:47] + \"...\"\n", "\n", " def split_feature_label(name):\n", " return name.replace(\"→\", \"\\n→\")\n", "\n", " def significance_stars(p):\n", " \"\"\"Converts p-values into significance stars.\"\"\"\n", " if p <= 0.001:\n", " return '***'\n", " elif p <= 0.01:\n", " return '**'\n", " elif p <= 0.05:\n", " return '*'\n", " else:\n", " return ''\n", "\n", " top_features_re = top_flux_markers_re[\"feature\"].tolist()\n", " top_features_de = top_flux_markers_de[\"feature\"].tolist()\n", "\n", " order_re = [trim_feature(f) for f in top_features_re]\n", " order_de = [trim_feature(f) for f in top_features_de]\n", "\n", " signif_re = {trim_feature(row['feature']): significance_stars(row['pval_adj'])\n", " for _, row in top_flux_markers_re.sort_values(by=\"mean_rank\").head(5).iterrows()}\n", " signif_de = {trim_feature(row['feature']): significance_stars(row['pval_adj'])\n", " for _, row in top_flux_markers_de.sort_values(by=\"mean_rank\").head(5).iterrows()}\n", "\n", " df_re = adata_Flux_labelled[top_features_re].copy()\n", " df_re[\"group\"] = flux_labels.map(lambda x: x.capitalize())\n", " df_re_long = df_re.reset_index().melt(id_vars=[\"index\", \"group\"], var_name=\"Feature\", value_name=\"Value\")\n", " df_re_long[\"Feature\"] = df_re_long[\"Feature\"].apply(trim_feature)\n", "\n", " df_de = adata_Flux_labelled[top_features_de].copy()\n", " df_de[\"group\"] = flux_labels.map(lambda x: x.capitalize())\n", " df_de_long = df_de.reset_index().melt(id_vars=[\"index\", \"group\"], var_name=\"Feature\", value_name=\"Value\")\n", " df_de_long[\"Feature\"] = df_de_long[\"Feature\"].apply(trim_feature)\n", "\n", " fig, axes = plt.subplots(2, 1, sharey=False, figsize=(12, 12))\n", "\n", " palette = \"muted\"\n", "\n", " sns.violinplot(x=\"Feature\", y=\"Value\", hue=\"group\", data=df_re_long, palette=palette, ax=axes[0], order=order_re,\n", " cut=0, scale=\"width\", inner=None, linewidth=1.2, alpha=0.7)\n", "\n", " sns.stripplot(x=\"Feature\", y=\"Value\", hue=\"group\", data=df_re_long, palette=palette, ax=axes[0], order=order_re,\n", " dodge=True, jitter=0.15, alpha=0.5, edgecolor=\"black\", linewidth=0.5, size=4, rasterized=True)\n", "\n", " axes[0].set_ylabel(\"Flux Rates\")\n", " axes[0].set_xlabel(\"\")\n", "\n", " axes[0].set_xticklabels([split_feature_label(label.get_text()) for label in axes[0].get_xticklabels()], fontsize=12)\n", "\n", " for strip in axes[0].collections:\n", " strip.set_zorder(3)\n", "\n", " sns.violinplot(x=\"Feature\", y=\"Value\", hue=\"group\", data=df_de_long, palette=palette, ax=axes[1], order=order_de,\n", " cut=0, scale=\"width\", inner=None, linewidth=1.2, alpha=0.7)\n", "\n", " sns.stripplot(x=\"Feature\", y=\"Value\", hue=\"group\", data=df_de_long, palette=palette, ax=axes[1], order=order_de,\n", " dodge=True, jitter=0.15, alpha=0.5, edgecolor=\"black\", linewidth=0.5, size=4, rasterized=True)\n", "\n", " axes[1].set_ylabel(\"Normalized Flux Rates\")\n", " axes[1].set_xlabel(\"\")\n", "\n", " axes[1].set_xticklabels([split_feature_label(label.get_text()) for label in axes[1].get_xticklabels()], fontsize=12)\n", "\n", " for strip in axes[1].collections:\n", " strip.set_zorder(3)\n", "\n", " handles, labels = axes[0].get_legend_handles_labels()\n", " axes[0].legend(handles[:2], labels[:2])\n", " axes[1].legend().set_visible(False)\n", "\n", " for i, feat in enumerate(order_re):\n", " d = df_re_long[df_re_long[\"Feature\"] == feat][\"Value\"]\n", " max_val = d.max()\n", " offset = (d.max() - d.min()) * 0.05 if (d.max() - d.min()) != 0 else 0.1\n", " star = signif_re.get(feat, '')\n", "\n", " if star:\n", " axes[0].hlines(y=max_val + offset, xmin=i - 0.2, xmax=i + 0.2, color=\"black\", linewidth=2)\n", " axes[0].text(i, max_val + offset, star, ha=\"center\", va=\"bottom\", color=\"black\", fontsize=14, fontweight=\"bold\")\n", "\n", " for i, feat in enumerate(order_de):\n", " d = df_de_long[df_de_long[\"Feature\"] == feat][\"Value\"]\n", " max_val = d.max()\n", " offset = (d.max() - d.min()) * 0.05 if (d.max() - d.min()) != 0 else 0.1\n", " star = signif_de.get(feat, '')\n", "\n", " if star:\n", " axes[1].hlines(y=max_val + offset, xmin=i - 0.2, xmax=i + 0.2, color=\"black\", linewidth=2)\n", " axes[1].text(i, max_val + offset, star, ha=\"center\", va=\"bottom\", color=\"black\", fontsize=14, fontweight=\"bold\")\n", "\n", " fig.text(0.5, 0.02, \"p-values are adjusted (Benjamini-Hochberg FDR)\\n*** : Adjusted p ≤ 0.001\", ha=\"center\", va=\"center\", fontsize=12)\n", "\n", " plt.tight_layout(rect=[0, 0.05, 1, 0.98])\n", " return fig\n", "\n", "\n", "fig = plot_top_fate_specific_reactions()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "ccbdc14b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean_rankfeaturerank_shiftrank_attrank_shift_in_modalrank_att_in_modalmodalityimportance_shiftimportance_atttop_10_pct...std_destd_repvalpval_adjlog_fcgrouppval_adj_logmean_diffpathwaymodule
198155.5XMP→Xanthine407132Flux0.0708810.001868both...0.6146970.8547674.913970e-780.00.342436reprogramming75.7130080.748136Purine synthesisM_145
188569.0Dolichyl phosphate D-mannose+Protein serine→(G...538563Flux0.0565960.001658both...0.8209290.8177982.116897e-480.00.268822reprogramming46.8961490.596168O-linked glycan synthesisM_125
184572.52OG→Succinyl-CoA489744Flux0.0614770.001523both...0.9992231.3801585.583689e-130.00.180825reprogramming12.1707840.449075Glycolysis + TCA cycleM_9
1846126.53PD→Pyruvate68185126Flux0.0488310.000957both...0.7287250.8388211.488236e-400.00.227753reprogramming39.5365170.533394Glycolysis + TCA cycleM_4
1833128.0(E,E)-Farnesyl-PP→Ubiquinone77179175Flux0.0442550.000983both...0.7792530.9515984.082193e-620.00.321702reprogramming60.2429780.753711N-linked glycan synthesisM_116
1840137.5(Glc)3 (GlcNAc)2 (Man)9 (PP-Dol)1+Protein aspa...86189217Flux0.0390360.000945both...0.6152700.7855501.520189e-220.00.157720reprogramming21.6711790.353717N-linked glycan synthesisM_120
1987138.5dCDP→dCTP80197199Flux0.0412650.000907both...0.9535751.0441386.144087e-260.00.208046reprogramming25.0276260.526818Pyrimidine synthesisM_161
1921138.5IMP→Hypoxanthine752021510Flux0.0447160.000897shift...0.5740260.8231456.004070e-730.00.318511reprogramming70.8993350.690068Purine synthesisM_143
1931141.0Malate→Oxaloacetate742081411Flux0.0449920.000866shift...0.9627190.9516073.960863e-150.00.146091reprogramming14.3007530.366592Glycolysis + TCA cycleM_13
1980142.5XMP→Guanine50235514Flux0.0604690.000788shift...0.7505820.9480022.233535e-680.00.337266reprogramming66.4256980.785923Purine synthesisM_148
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10 rows × 22 columns

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" ], "text/plain": [ " mean_rank feature \\\n", "1981 55.5 XMP→Xanthine \n", "1885 69.0 Dolichyl phosphate D-mannose+Protein serine→(G... \n", "1845 72.5 2OG→Succinyl-CoA \n", "1846 126.5 3PD→Pyruvate \n", "1833 128.0 (E,E)-Farnesyl-PP→Ubiquinone \n", "1840 137.5 (Glc)3 (GlcNAc)2 (Man)9 (PP-Dol)1+Protein aspa... \n", "1987 138.5 dCDP→dCTP \n", "1921 138.5 IMP→Hypoxanthine \n", "1931 141.0 Malate→Oxaloacetate \n", "1980 142.5 XMP→Guanine \n", "\n", " rank_shift rank_att rank_shift_in_modal rank_att_in_modal modality \\\n", "1981 40 71 3 2 Flux \n", "1885 53 85 6 3 Flux \n", "1845 48 97 4 4 Flux \n", "1846 68 185 12 6 Flux \n", "1833 77 179 17 5 Flux \n", "1840 86 189 21 7 Flux \n", "1987 80 197 19 9 Flux \n", "1921 75 202 15 10 Flux \n", "1931 74 208 14 11 Flux \n", "1980 50 235 5 14 Flux \n", "\n", " importance_shift importance_att top_10_pct ... std_de std_re \\\n", "1981 0.070881 0.001868 both ... 0.614697 0.854767 \n", "1885 0.056596 0.001658 both ... 0.820929 0.817798 \n", "1845 0.061477 0.001523 both ... 0.999223 1.380158 \n", "1846 0.048831 0.000957 both ... 0.728725 0.838821 \n", "1833 0.044255 0.000983 both ... 0.779253 0.951598 \n", "1840 0.039036 0.000945 both ... 0.615270 0.785550 \n", "1987 0.041265 0.000907 both ... 0.953575 1.044138 \n", "1921 0.044716 0.000897 shift ... 0.574026 0.823145 \n", "1931 0.044992 0.000866 shift ... 0.962719 0.951607 \n", "1980 0.060469 0.000788 shift ... 0.750582 0.948002 \n", "\n", " pval pval_adj log_fc group pval_adj_log mean_diff \\\n", "1981 4.913970e-78 0.0 0.342436 reprogramming 75.713008 0.748136 \n", "1885 2.116897e-48 0.0 0.268822 reprogramming 46.896149 0.596168 \n", "1845 5.583689e-13 0.0 0.180825 reprogramming 12.170784 0.449075 \n", "1846 1.488236e-40 0.0 0.227753 reprogramming 39.536517 0.533394 \n", "1833 4.082193e-62 0.0 0.321702 reprogramming 60.242978 0.753711 \n", "1840 1.520189e-22 0.0 0.157720 reprogramming 21.671179 0.353717 \n", "1987 6.144087e-26 0.0 0.208046 reprogramming 25.027626 0.526818 \n", "1921 6.004070e-73 0.0 0.318511 reprogramming 70.899335 0.690068 \n", "1931 3.960863e-15 0.0 0.146091 reprogramming 14.300753 0.366592 \n", "1980 2.233535e-68 0.0 0.337266 reprogramming 66.425698 0.785923 \n", "\n", " pathway module \n", "1981 Purine synthesis M_145 \n", "1885 O-linked glycan synthesis M_125 \n", "1845 Glycolysis + TCA cycle M_9 \n", "1846 Glycolysis + TCA cycle M_4 \n", "1833 N-linked glycan synthesis M_116 \n", "1840 N-linked glycan synthesis M_120 \n", "1987 Pyrimidine synthesis M_161 \n", "1921 Purine synthesis M_143 \n", "1931 Glycolysis + TCA cycle M_13 \n", "1980 Purine synthesis M_148 \n", "\n", "[10 rows x 22 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_features[(df_features.modality=='Flux')].sort_values(by='mean_rank', ascending=True).head(10)" ] }, { "cell_type": "code", "execution_count": 23, "id": "d8d77a59", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean_rankfeaturerank_shiftrank_attrank_shift_in_modalrank_att_in_modalmodalityimportance_shiftimportance_atttop_10_pct...std_destd_repvalpval_adjlog_fcgrouppval_adj_logmean_diffpathwaymodule
198155.5XMP→Xanthine407132Flux0.0708810.001868both...0.6146970.8547674.913970e-780.00.342436reprogramming75.7130080.748136Purine synthesisM_145
188569.0Dolichyl phosphate D-mannose+Protein serine→(G...538563Flux0.0565960.001658both...0.8209290.8177982.116897e-480.00.268822reprogramming46.8961490.596168O-linked glycan synthesisM_125
184572.52OG→Succinyl-CoA489744Flux0.0614770.001523both...0.9992231.3801585.583689e-130.00.180825reprogramming12.1707840.449075Glycolysis + TCA cycleM_9
1846126.53PD→Pyruvate68185126Flux0.0488310.000957both...0.7287250.8388211.488236e-400.00.227753reprogramming39.5365170.533394Glycolysis + TCA cycleM_4
1833128.0(E,E)-Farnesyl-PP→Ubiquinone77179175Flux0.0442550.000983both...0.7792530.9515984.082193e-620.00.321702reprogramming60.2429780.753711N-linked glycan synthesisM_116
1840137.5(Glc)3 (GlcNAc)2 (Man)9 (PP-Dol)1+Protein aspa...86189217Flux0.0390360.000945both...0.6152700.7855501.520189e-220.00.157720reprogramming21.6711790.353717N-linked glycan synthesisM_120
1987138.5dCDP→dCTP80197199Flux0.0412650.000907both...0.9535751.0441386.144087e-260.00.208046reprogramming25.0276260.526818Pyrimidine synthesisM_161
1921138.5IMP→Hypoxanthine752021510Flux0.0447160.000897shift...0.5740260.8231456.004070e-730.00.318511reprogramming70.8993350.690068Purine synthesisM_143
1931141.0Malate→Oxaloacetate742081411Flux0.0449920.000866shift...0.9627190.9516073.960863e-150.00.146091reprogramming14.3007530.366592Glycolysis + TCA cycleM_13
1980142.5XMP→Guanine50235514Flux0.0604690.000788shift...0.7505820.9480022.233535e-680.00.337266reprogramming66.4256980.785923Purine synthesisM_148
1850143.5AICAR→IMP632241113Flux0.0506580.000821shift...0.8883781.0743993.226334e-430.00.283827reprogramming42.1467950.699027Purine synthesisM_135
1975150.5UTP→CDP54247717Flux0.0558850.000752shift...0.9208291.0821502.986642e-310.00.236744reprogramming30.3123450.593868Pyrimidine synthesisM_155
1851150.5AMP→Adenine56245816Flux0.0550330.000765shift...0.6111280.8086901.823917e-710.00.311445reprogramming69.4679280.680440Purine synthesisM_139
1831150.5(E,E)-Farnesyl-PP→Farnesal109192278Flux0.0334100.000929both...0.6573250.7765398.639482e-460.00.245369reprogramming44.7015260.524325N-linked glycan synthesisM_115
1990165.0dTMP→Succinyl-CoA35295123Flux0.0760300.000642shift...0.6355690.8648649.558568e-860.00.374541reprogramming83.2714190.801254Pyrimidine synthesisM_164
1896165.0GMP→Guanine1152153012Flux0.0316960.000843shift...0.6215060.9709254.186456e-580.00.310113reprogramming56.4081170.707774Purine synthesisM_149
1947166.5Propanoyl-CoA→Succinate762571618Flux0.0444570.000723shift...0.8555201.0099681.111661e-360.00.246502reprogramming35.6877600.604253Propionyl-CoA MetabolismM_46
1967170.0Thymine→Succinyl-CoA722681321Flux0.0474590.000688shift...0.6513480.9059199.118961e-780.00.378284reprogramming75.5928970.791352Pyrimidine synthesisM_166
1952178.5Pyrimidine→B-Alanine822752022Flux0.0397490.000675shift...0.7422500.9987231.392078e-530.00.304897reprogramming51.9927550.714546Beta-Alanine MetabolismM_45
1891184.5G3P→3PD1252443615Flux0.0303060.000765shift...0.7261190.8331635.505461e-370.00.215158reprogramming35.9881400.504225Glycolysis + TCA cycleM_3
\n", "

20 rows × 22 columns

\n", "
" ], "text/plain": [ " mean_rank feature \\\n", "1981 55.5 XMP→Xanthine \n", "1885 69.0 Dolichyl phosphate D-mannose+Protein serine→(G... \n", "1845 72.5 2OG→Succinyl-CoA \n", "1846 126.5 3PD→Pyruvate \n", "1833 128.0 (E,E)-Farnesyl-PP→Ubiquinone \n", "1840 137.5 (Glc)3 (GlcNAc)2 (Man)9 (PP-Dol)1+Protein aspa... \n", "1987 138.5 dCDP→dCTP \n", "1921 138.5 IMP→Hypoxanthine \n", "1931 141.0 Malate→Oxaloacetate \n", "1980 142.5 XMP→Guanine \n", "1850 143.5 AICAR→IMP \n", "1975 150.5 UTP→CDP \n", "1851 150.5 AMP→Adenine \n", "1831 150.5 (E,E)-Farnesyl-PP→Farnesal \n", "1990 165.0 dTMP→Succinyl-CoA \n", "1896 165.0 GMP→Guanine \n", "1947 166.5 Propanoyl-CoA→Succinate \n", "1967 170.0 Thymine→Succinyl-CoA \n", "1952 178.5 Pyrimidine→B-Alanine \n", "1891 184.5 G3P→3PD \n", "\n", " rank_shift rank_att rank_shift_in_modal rank_att_in_modal modality \\\n", "1981 40 71 3 2 Flux \n", "1885 53 85 6 3 Flux \n", "1845 48 97 4 4 Flux \n", "1846 68 185 12 6 Flux \n", "1833 77 179 17 5 Flux \n", "1840 86 189 21 7 Flux \n", "1987 80 197 19 9 Flux \n", "1921 75 202 15 10 Flux \n", "1931 74 208 14 11 Flux \n", "1980 50 235 5 14 Flux \n", "1850 63 224 11 13 Flux \n", "1975 54 247 7 17 Flux \n", "1851 56 245 8 16 Flux \n", "1831 109 192 27 8 Flux \n", "1990 35 295 1 23 Flux \n", "1896 115 215 30 12 Flux \n", "1947 76 257 16 18 Flux \n", "1967 72 268 13 21 Flux \n", "1952 82 275 20 22 Flux \n", "1891 125 244 36 15 Flux \n", "\n", " importance_shift importance_att top_10_pct ... std_de std_re \\\n", "1981 0.070881 0.001868 both ... 0.614697 0.854767 \n", "1885 0.056596 0.001658 both ... 0.820929 0.817798 \n", "1845 0.061477 0.001523 both ... 0.999223 1.380158 \n", "1846 0.048831 0.000957 both ... 0.728725 0.838821 \n", "1833 0.044255 0.000983 both ... 0.779253 0.951598 \n", "1840 0.039036 0.000945 both ... 0.615270 0.785550 \n", "1987 0.041265 0.000907 both ... 0.953575 1.044138 \n", "1921 0.044716 0.000897 shift ... 0.574026 0.823145 \n", "1931 0.044992 0.000866 shift ... 0.962719 0.951607 \n", "1980 0.060469 0.000788 shift ... 0.750582 0.948002 \n", "1850 0.050658 0.000821 shift ... 0.888378 1.074399 \n", "1975 0.055885 0.000752 shift ... 0.920829 1.082150 \n", "1851 0.055033 0.000765 shift ... 0.611128 0.808690 \n", "1831 0.033410 0.000929 both ... 0.657325 0.776539 \n", "1990 0.076030 0.000642 shift ... 0.635569 0.864864 \n", "1896 0.031696 0.000843 shift ... 0.621506 0.970925 \n", "1947 0.044457 0.000723 shift ... 0.855520 1.009968 \n", "1967 0.047459 0.000688 shift ... 0.651348 0.905919 \n", "1952 0.039749 0.000675 shift ... 0.742250 0.998723 \n", "1891 0.030306 0.000765 shift ... 0.726119 0.833163 \n", "\n", " pval pval_adj log_fc group pval_adj_log mean_diff \\\n", "1981 4.913970e-78 0.0 0.342436 reprogramming 75.713008 0.748136 \n", "1885 2.116897e-48 0.0 0.268822 reprogramming 46.896149 0.596168 \n", "1845 5.583689e-13 0.0 0.180825 reprogramming 12.170784 0.449075 \n", "1846 1.488236e-40 0.0 0.227753 reprogramming 39.536517 0.533394 \n", "1833 4.082193e-62 0.0 0.321702 reprogramming 60.242978 0.753711 \n", "1840 1.520189e-22 0.0 0.157720 reprogramming 21.671179 0.353717 \n", "1987 6.144087e-26 0.0 0.208046 reprogramming 25.027626 0.526818 \n", "1921 6.004070e-73 0.0 0.318511 reprogramming 70.899335 0.690068 \n", "1931 3.960863e-15 0.0 0.146091 reprogramming 14.300753 0.366592 \n", "1980 2.233535e-68 0.0 0.337266 reprogramming 66.425698 0.785923 \n", "1850 3.226334e-43 0.0 0.283827 reprogramming 42.146795 0.699027 \n", "1975 2.986642e-31 0.0 0.236744 reprogramming 30.312345 0.593868 \n", "1851 1.823917e-71 0.0 0.311445 reprogramming 69.467928 0.680440 \n", "1831 8.639482e-46 0.0 0.245369 reprogramming 44.701526 0.524325 \n", "1990 9.558568e-86 0.0 0.374541 reprogramming 83.271419 0.801254 \n", "1896 4.186456e-58 0.0 0.310113 reprogramming 56.408117 0.707774 \n", "1947 1.111661e-36 0.0 0.246502 reprogramming 35.687760 0.604253 \n", "1967 9.118961e-78 0.0 0.378284 reprogramming 75.592897 0.791352 \n", "1952 1.392078e-53 0.0 0.304897 reprogramming 51.992755 0.714546 \n", "1891 5.505461e-37 0.0 0.215158 reprogramming 35.988140 0.504225 \n", "\n", " pathway module \n", "1981 Purine synthesis M_145 \n", "1885 O-linked glycan synthesis M_125 \n", "1845 Glycolysis + TCA cycle M_9 \n", "1846 Glycolysis + TCA cycle M_4 \n", "1833 N-linked glycan synthesis M_116 \n", "1840 N-linked glycan synthesis M_120 \n", "1987 Pyrimidine synthesis M_161 \n", "1921 Purine synthesis M_143 \n", "1931 Glycolysis + TCA cycle M_13 \n", "1980 Purine synthesis M_148 \n", "1850 Purine synthesis M_135 \n", "1975 Pyrimidine synthesis M_155 \n", "1851 Purine synthesis M_139 \n", "1831 N-linked glycan synthesis M_115 \n", "1990 Pyrimidine synthesis M_164 \n", "1896 Purine synthesis M_149 \n", "1947 Propionyl-CoA Metabolism M_46 \n", "1967 Pyrimidine synthesis M_166 \n", "1952 Beta-Alanine Metabolism M_45 \n", "1891 Glycolysis + TCA cycle M_3 \n", "\n", "[20 rows x 22 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_features[(df_features.modality=='Flux')].sort_values(by='mean_rank', ascending=True).head(20)" ] }, { "cell_type": "code", "execution_count": 24, "id": "7df46d88", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_modality_importance_combined(df_features, agg_method='sum', top_type='pct', top_value=100):\n", " modality_order = ['RNA', 'ATAC', 'Flux']\n", " modality_stats_list = []\n", " top_desc = ''\n", " \n", " for modality in modality_order:\n", " modality_df = df_features[df_features['modality'] == modality].copy()\n", " n_total = len(modality_df)\n", " if top_type == 'pct':\n", " n_features_shift = n_features_att = max(1, int(n_total * top_value / 100))\n", " top_desc = f\"top {top_value}%\"\n", " elif top_type == 'n':\n", " n_features_shift = n_features_att = min(top_value, n_total)\n", " top_desc = f\"top {top_value}\"\n", " else:\n", " raise ValueError(\"top_type must be 'pct' or 'n'\")\n", "\n", " top_shift_df = modality_df.nlargest(n_features_shift, 'importance_shift')\n", " top_att_df = modality_df.nlargest(n_features_att, 'importance_att')\n", "\n", " if agg_method == 'sum':\n", " shift_value = top_shift_df['importance_shift'].sum()\n", " att_value = top_att_df['importance_att'].sum()\n", " elif agg_method == 'mean':\n", " shift_value = top_shift_df['importance_shift'].mean()\n", " att_value = top_att_df['importance_att'].mean()\n", " elif agg_method == 'median':\n", " shift_value = top_shift_df['importance_shift'].median()\n", " att_value = top_att_df['importance_att'].median()\n", " else:\n", " raise ValueError(\"agg_method must be 'sum', 'mean', or 'median'\")\n", "\n", " modality_stats_list.append({\n", " 'modality': modality,\n", " 'importance_shift': shift_value,\n", " 'importance_att': att_value\n", " })\n", "\n", " modality_stats = pd.DataFrame(modality_stats_list)\n", " shift_total = modality_stats['importance_shift'].sum()\n", " att_total = modality_stats['importance_att'].sum()\n", " if shift_total > 0:\n", " modality_stats['importance_shift'] /= shift_total\n", " if att_total > 0:\n", " modality_stats['importance_att'] /= att_total\n", "\n", " method_colors = {'Shift': '#2271B2', 'Attention': '#D81E5B'}\n", " methods = ['Shift', 'Attention']\n", " bar_colors = [method_colors['Shift'], method_colors['Attention']]\n", "\n", " x = np.arange(len(modality_stats))\n", " width = 0.28\n", " gap = 0.05\n", "\n", " fig, ax = plt.subplots(figsize=(7, 5))\n", "\n", " bars1 = ax.bar(x - width/2 - gap/2, modality_stats['importance_shift'], width=width, \n", " color=bar_colors[0], edgecolor='black', linewidth=1.8, label='Shift', zorder=3)\n", " bars2 = ax.bar(x + width/2 + gap/2, modality_stats['importance_att'], width=width, \n", " color=bar_colors[1], edgecolor='black', linewidth=1.8, label='Attention', zorder=3)\n", "\n", " ax.set_ylabel(f'Normalized Modality Importance\\n({agg_method.capitalize()}, {top_desc})', fontsize=13, fontweight='bold')\n", " ax.set_title(f'Modality Importance: Shift vs Attention ({top_desc})', fontsize=16, fontweight='bold')\n", " ax.set_xticks(x)\n", " ax.set_xticklabels(modality_stats['modality'], fontsize=12, fontweight='bold')\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.grid(axis='y', linestyle='--', linewidth=0.7, alpha=0.25, zorder=0)\n", "\n", " for bar, value in zip(bars1, modality_stats['importance_shift']):\n", " ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.015, \n", " f'{value:.3f}', ha='center', va='bottom', fontsize=12, fontweight='bold')\n", " for bar, value in zip(bars2, modality_stats['importance_att']):\n", " ax.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.015, \n", " f'{value:.3f}', ha='center', va='bottom', fontsize=12, fontweight='bold')\n", "\n", " ax.legend(fontsize=13, frameon=False, loc='upper right')\n", " plt.tight_layout()\n", " return fig\n", "\n", "fig = plot_modality_importance_combined(df_features, agg_method='sum', top_type='pct', top_value=100)" ] }, { "cell_type": "code", "execution_count": 25, "id": "f73d5696", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_dotplots_by_group(\n", " df_features,\n", " adata,\n", " modality=\"RNA\",\n", " groupby=\"label\",\n", " top_n=15,\n", " metric=\"mean_rank\",\n", " no_group = True,\n", "):\n", " df_mod = df_features[df_features[\"modality\"] == modality]\n", " top_re = (\n", " df_mod[df_mod[\"group\"].str.lower() == \"reprogramming\"]\n", " .sort_values(by=metric)\n", " .head(top_n)[\"feature\"]\n", " .tolist()\n", " )\n", " top_de = (\n", " df_mod[df_mod[\"group\"].str.lower() == \"dead-end\"]\n", " .sort_values(by=metric)\n", " .head(top_n)[\"feature\"]\n", " .tolist()\n", " )\n", " if no_group:\n", " marker_dict = df_mod.sort_values(by=metric).head(top_n)[\"feature\"].tolist()\n", " else:\n", " marker_dict = {\"reprogramming\": top_re, \"dead-end\": top_de}\n", "\n", " scaled = adata.copy()\n", " if modality.upper() == \"RNA\":\n", " sc.pp.normalize_total(scaled, target_sum=1e4)\n", " sc.pp.log1p(scaled)\n", " sc.tl.rank_genes_groups(scaled, groupby='label', method='wilcoxon', use_raw=False)\n", " dotplot = sc.pl.rank_genes_groups_dotplot(\n", " scaled,\n", " groupby=groupby,\n", " values_to_plot=\"logfoldchanges\",\n", " var_names=marker_dict,\n", " cmap=\"bwr\",\n", " colorbar_title=\"Log Fold-Change\",\n", " show=False,\n", " use_raw=False,\n", " var_group_rotation=0,\n", " dendrogram=False,\n", " return_fig=True,\n", " )\n", " else:\n", " dotplot = sc.pl.dotplot(scaled, \n", " marker_dict, \n", " groupby='label', \n", " cmap='viridis', \n", " show=False, \n", " use_raw=False, \n", " var_group_rotation=0,\n", " return_fig=True)\n", " return dotplot\n", "\n", "fig1 = plot_dotplots_by_group(\n", " df_features,\n", " adata_RNA_labelled,\n", " modality=\"RNA\",\n", " groupby=\"label\",\n", " top_n=20,\n", " )\n", "\n", "fig2 = plot_dotplots_by_group(\n", " df_features,\n", " adata_ATAC_labelled,\n", " modality=\"ATAC\",\n", " groupby=\"label\",\n", " top_n=20,\n", " )\n", "fig1.show()\n", "fig2.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "f8fd43c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: adata.X seems to be already log-transformed.\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_rna_markers_de = df_features[df_features['modality'] == 'RNA'][df_features['group'] == 'dead-end']\n", "top_rna_markers_re = df_features[df_features['modality'] == 'RNA'][df_features['group'] == 'reprogramming']\n", "\n", "de_top = top_rna_markers_de.sort_values(by='mean_rank').head(15)['feature'].tolist()\n", "re_top = top_rna_markers_re.sort_values(by='mean_rank').head(15)['feature'].tolist()\n", "marker_genes_dict = {\n", " \"dead-end\": de_top,\n", " \"reprogramming\": re_top\n", "}\n", "\n", "scaled_rna = adata_RNA_labelled.copy()\n", "sc.pp.normalize_total(scaled_rna, target_sum=1e4)\n", "sc.pp.log1p(scaled_rna)\n", "\n", "sc.tl.rank_genes_groups(scaled_rna, groupby='label', method='wilcoxon', use_raw=False)\n", "\n", "plt.figure() # Create a new figure\n", "sc.pl.rank_genes_groups_dotplot(\n", " scaled_rna,\n", " groupby='label', \n", " var_names=marker_genes_dict, \n", " values_to_plot='logfoldchanges', \n", " cmap='bwr', \n", " vmin=-3, vmax=3,\n", " colorbar_title='Log Fold-Change', \n", " show=False,\n", " use_raw=False,\n", " var_group_rotation=0,\n", " dendrogram=False\n", ")\n", "plt.show()\n", "plt.close() " ] }, { "cell_type": "code", "execution_count": 27, "id": "161e2fe6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean_rankfeaturerank_shiftrank_attrank_shift_in_modalrank_att_in_modalmodalityimportance_shiftimportance_atttop_10_pct...std_destd_repvalpval_adjlog_fcgrouppval_adj_logmean_diffpathwaymodule
11021.0Foxa1_3061112ATAC1.8160000.023609both...0.2047790.1397812.313543e-240.00000031.658024reprogramming21.2918220.338856NaNNaN
12045.5Gm5294_3387464ATAC0.1739620.011048both...0.2080450.1920404.096515e-190.0000002.993346reprogramming17.1659010.289132NaNNaN
11376.0Foxl1_3649373ATAC0.1669570.014082both...0.2080450.1920404.096515e-190.0000002.993346reprogramming17.1659010.289132NaNNaN
14586.0Nfe2_1323937ATAC0.2452600.007149both...0.1057760.0924873.413335e-060.000013-1.104146dead-end4.884190-0.067140NaNNaN
10338.5Dmrt2_25410786ATAC0.1617760.007726both...0.0648510.0686841.496897e-110.000000-0.812362dead-end9.947033-0.065280NaNNaN
172812.5Tcfap4_20196105ATAC0.1142620.007729both...0.0647800.0538147.604965e-140.000000-0.837195dead-end12.146070-0.070648NaNNaN
110435.0Foxa3_831565419ATAC0.2269050.002003both...0.1790480.1297007.341758e-220.0000003.737926reprogramming19.5684500.271260NaNNaN
110935.5Foxd1_33020511115ATAC0.1095680.002525both...0.1747830.1301997.870701e-250.0000007.071175reprogramming21.6351470.293782NaNNaN
97036.5Atf5_79124491214ATAC0.1019960.002592both...0.1206860.1056918.700407e-080.000000-1.397173dead-end6.381671-0.089598NaNNaN
143037.5NP_5954926178ATAC0.0612200.004686both...0.1496780.1009011.586768e-110.000000-1.570293dead-end9.925408-0.140376NaNNaN
\n", "

10 rows × 22 columns

\n", "
" ], "text/plain": [ " mean_rank feature rank_shift rank_att rank_shift_in_modal \\\n", "1102 1.0 Foxa1_306 1 1 1 \n", "1204 5.5 Gm5294_338 7 4 6 \n", "1137 6.0 Foxl1_364 9 3 7 \n", "1458 6.0 Nfe2_132 3 9 3 \n", "1033 8.5 Dmrt2_254 10 7 8 \n", "1728 12.5 Tcfap4_20 19 6 10 \n", "1104 35.0 Foxa3_831 5 65 4 \n", "1109 35.5 Foxd1_330 20 51 11 \n", "970 36.5 Atf5_791 24 49 12 \n", "1430 37.5 NP_595 49 26 17 \n", "\n", " rank_att_in_modal modality importance_shift importance_att top_10_pct \\\n", "1102 2 ATAC 1.816000 0.023609 both \n", "1204 4 ATAC 0.173962 0.011048 both \n", "1137 3 ATAC 0.166957 0.014082 both \n", "1458 7 ATAC 0.245260 0.007149 both \n", "1033 6 ATAC 0.161776 0.007726 both \n", "1728 5 ATAC 0.114262 0.007729 both \n", "1104 19 ATAC 0.226905 0.002003 both \n", "1109 15 ATAC 0.109568 0.002525 both \n", "970 14 ATAC 0.101996 0.002592 both \n", "1430 8 ATAC 0.061220 0.004686 both \n", "\n", " ... std_de std_re pval pval_adj log_fc \\\n", "1102 ... 0.204779 0.139781 2.313543e-24 0.000000 31.658024 \n", "1204 ... 0.208045 0.192040 4.096515e-19 0.000000 2.993346 \n", "1137 ... 0.208045 0.192040 4.096515e-19 0.000000 2.993346 \n", "1458 ... 0.105776 0.092487 3.413335e-06 0.000013 -1.104146 \n", "1033 ... 0.064851 0.068684 1.496897e-11 0.000000 -0.812362 \n", "1728 ... 0.064780 0.053814 7.604965e-14 0.000000 -0.837195 \n", "1104 ... 0.179048 0.129700 7.341758e-22 0.000000 3.737926 \n", "1109 ... 0.174783 0.130199 7.870701e-25 0.000000 7.071175 \n", "970 ... 0.120686 0.105691 8.700407e-08 0.000000 -1.397173 \n", "1430 ... 0.149678 0.100901 1.586768e-11 0.000000 -1.570293 \n", "\n", " group pval_adj_log mean_diff pathway module \n", "1102 reprogramming 21.291822 0.338856 NaN NaN \n", "1204 reprogramming 17.165901 0.289132 NaN NaN \n", "1137 reprogramming 17.165901 0.289132 NaN NaN \n", "1458 dead-end 4.884190 -0.067140 NaN NaN \n", "1033 dead-end 9.947033 -0.065280 NaN NaN \n", "1728 dead-end 12.146070 -0.070648 NaN NaN \n", "1104 reprogramming 19.568450 0.271260 NaN NaN \n", "1109 reprogramming 21.635147 0.293782 NaN NaN \n", "970 dead-end 6.381671 -0.089598 NaN NaN \n", "1430 dead-end 9.925408 -0.140376 NaN NaN \n", "\n", "[10 rows x 22 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_features[df_features.modality == \"ATAC\"].sort_values(by='mean_rank', ascending=True).head(10)" ] }, { "cell_type": "code", "execution_count": 28, "id": "7c84fcaa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top RNA genes per group: 48\n", "Reprogramming: ['S100A13', 'CD9', 'RBP1', 'APOA1', '2200002D01RIK', 'KRT19', 'TMEM176A', 'ANXA8', 'IGFBP4', 'TIMP3', 'IGFBP2', 'PLAC8', 'FOXA1.HNF4A', 'EPHX2', 'GSS', 'DPEP1', 'RAMP1', 'EZR', 'KRT18', 'GSTA4', 'PIR', 'SERPINB11', 'CALML4', 'FGB', 'FAM129A', 'SPINT2', 'ACSL1', 'SLC9A3R1', 'BEX1', 'APOE', 'MSLN', 'BEX4', 'S100A16', 'STARD10', 'ATP1B1', 'MGST2', 'SORBS2', 'UPK1B', 'APOB', 'KRT8', 'ACTA1', 'DUSP1', 'KLHL13', 'IFI27L2B', 'FRMD4B', 'AIG1', 'NDNF', 'ANGPTL4']\n", "Dead-end: ['ACTA2', 'TAGLN', 'BGN', 'S100A4', 'SPARC', 'COL1A2', 'PTN', 'COL1A1', 'THY1', 'GPX3', 'CAV1', 'GREM2', 'CXCL14', 'COL3A1', 'CTLA2A', 'CNN1', 'COL6A2', 'SPRR2K', 'VCAM1', 'PTPRZ1', 'APBB1IP', 'GNGT2', 'KIF21B', 'NCAM1', 'VCAN', 'FBLN2', 'COL12A1', 'SH3KBP1', 'CRISPLD2', 'NOV', 'FMO2', 'FBN1', 'IGFBP6', 'TMEM200A', 'CD248', 'GNG11', 'AKAP12', 'TIMP1', 'ZDBF2', 'MYL9', 'BCL11B', 'COL8A1', 'MS4A4D', 'SERPINF1', 'MYH11', 'FLRT2', 'ADM', 'TRIB3']\n" ] } ], "source": [ "gene_count = df_features[df_features.modality == \"RNA\"].shape[0]\n", "gene_count_5 = int(gene_count * 0.05) + 1\n", "\n", "top_5_genes_reprogramming = df_features[\n", " (df_features.modality == \"RNA\") & (df_features.group == \"reprogramming\")\n", "].sort_values(by='mean_rank', ascending=True).head(gene_count_5)[\"feature\"].str.upper().tolist()\n", "\n", "top_5_genes_dead_end = df_features[\n", " (df_features.modality == \"RNA\") & (df_features.group == \"dead-end\")\n", "].sort_values(by='mean_rank', ascending=True).head(gene_count_5)[\"feature\"].str.upper().tolist()\n", "\n", "print(f\"Top RNA genes per group: {gene_count_5}\")\n", "print(\"Reprogramming:\", top_5_genes_reprogramming)\n", "print(\"Dead-end:\", top_5_genes_dead_end)" ] }, { "cell_type": "code", "execution_count": 29, "id": "90a81466", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reprogramming Reactome Pathways: {'Chylomicron remodeling', 'Post-translational protein phosphorylation', 'Visual phototransduction', 'Plasma lipoprotein remodeling', 'Plasma lipoprotein assembly, remodeling, and clearance', 'Metabolism of fat-soluble vitamins', 'Plasma lipoprotein assembly', 'Scavenging by Class A Receptors', 'Regulation of IGF transport and uptake by IGFBPs', 'Retinoid metabolism and transport', 'Chylomicron assembly'}\n", "Dead-end Reactome Pathways: {'MET activates PTK2 signaling', 'Signal Transduction', 'Signaling by Receptor Tyrosine Kinases', 'Collagen formation', 'Integrin cell surface interactions', 'Platelet activation, signaling and aggregation', 'ECM proteoglycans', 'Hemostasis', 'Collagen chain trimerization', 'NCAM1 interactions', 'Non-integrin membrane-ECM interactions', 'Signaling by MET', 'Assembly of collagen fibrils and other multimeric structures', 'Extracellular matrix organization', 'Degradation of the extracellular matrix', 'Collagen biosynthesis and modifying enzymes', 'Collagen degradation'}\n", "Reprogramming KEGG Pathways: {'Cholesterol metabolism'}\n", "Dead-end KEGG Pathways: {'Cytoskeleton in muscle cells', 'Relaxin signaling pathway', 'Protein digestion and absorption'}\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "de_all = pd.read_csv(\"analysis/de_all_48.tsv\", sep='\\t')\n", "re_all = pd.read_csv(\"analysis/re_all_48.tsv\", sep='\\t')\n", "reactome_dead_end = de_all[de_all[\"Category\"] == \"REACTOME_PATHWAY\"]\n", "reactome_reprogramming = re_all[re_all[\"Category\"] == \"REACTOME_PATHWAY\"]\n", "kegg_dead_end = de_all[de_all[\"Category\"] == \"KEGG_PATHWAY\"]\n", "kegg_reprogramming = re_all[re_all[\"Category\"] == \"KEGG_PATHWAY\"]\n", "\n", "def preprocess_data_with_label(df, label):\n", " df = df[['Term', 'Genes', 'Benjamini']].copy()\n", " df['Label'] = label\n", " exploded = df.set_index(['Term', 'Benjamini', 'Label'])['Genes'].str.split(', ').explode().reset_index()\n", " return exploded\n", "\n", "def filter_and_preprocess(df, pval_threshold, splitter, label):\n", " df['Term'] = df['Term'].str.split(splitter).str[-1]\n", " if splitter == \"-\":\n", " df['Term'] = df['Term'].str.split(\"~\").str[-1]\n", " def truncate_term(x):\n", " if len(x) > 60:\n", " return x[:60] + \"...\"\n", " return x\n", " df['Term'] = df['Term'].apply(truncate_term)\n", " filtered_df = df[df['Benjamini'] < pval_threshold]\n", " return preprocess_data_with_label(filtered_df, label), filtered_df\n", "\n", "pval_threshold = 0.05\n", "\n", "reactome_dead_end_data, _ = filter_and_preprocess(reactome_dead_end, pval_threshold, \"~\", \"Dead-end\")\n", "reactome_reprogramming_data, _ = filter_and_preprocess(reactome_reprogramming, pval_threshold, \"~\", \"Reprogramming\")\n", "reactome_combined_data = pd.concat([reactome_dead_end_data, reactome_reprogramming_data])\n", "\n", "kegg_dead_end_data, _ = filter_and_preprocess(kegg_dead_end, pval_threshold, \":\", \"Dead-end\")\n", "kegg_reprogramming_data, _ = filter_and_preprocess(kegg_reprogramming, pval_threshold, \":\", \"Reprogramming\")\n", "kegg_combined_data = pd.concat([kegg_dead_end_data, kegg_reprogramming_data])\n", "\n", "print(\"Reprogramming Reactome Pathways:\" ,set(reactome_reprogramming_data.Term.tolist()))\n", "print(\"Dead-end Reactome Pathways:\" ,set(reactome_dead_end_data.Term.tolist()))\n", "print(\"Reprogramming KEGG Pathways:\" ,set(kegg_reprogramming_data.Term.tolist()))\n", "print(\"Dead-end KEGG Pathways:\" ,set(kegg_dead_end_data.Term.tolist()))\n", "\n", "def create_binary_matrix(data):\n", " binary_matrix = pd.crosstab(data['Term'], data['Genes'])\n", " label_mapping = data.groupby('Term')['Label'].first()\n", " pvalues = data.groupby('Term')['Benjamini'].first()\n", " return binary_matrix, label_mapping, pvalues\n", "\n", "reactome_matrix, reactome_labels, reactome_pvalues = create_binary_matrix(reactome_combined_data)\n", "kegg_matrix, kegg_labels, kegg_pvalues = create_binary_matrix(kegg_combined_data)\n", "\n", "def sort_matrix_by_gene_and_pathway_contribution(matrix):\n", " sorted_pathways = matrix.sum(axis=1).sort_values(ascending=False).index\n", " sorted_genes = matrix.sum(axis=0).sort_values(ascending=False).index\n", " sorted_matrix = matrix.loc[sorted_pathways, sorted_genes]\n", " return sorted_matrix\n", "\n", "reactome_matrix = sort_matrix_by_gene_and_pathway_contribution(reactome_matrix)\n", "kegg_matrix = sort_matrix_by_gene_and_pathway_contribution(kegg_matrix)\n", "\n", "\n", "reactome_library = pd.Series(\"Reactome\", index=reactome_matrix.index)\n", "kegg_library = pd.Series(\"KEGG\", index=kegg_matrix.index)\n", "\n", "merged_matrix = pd.concat([reactome_matrix, kegg_matrix], axis=0, sort=False).fillna(0)\n", "merged_labels = pd.concat([reactome_labels, kegg_labels])\n", "merged_library = pd.concat([reactome_library, kegg_library])\n", "\n", "merged_matrix[\"Library\"] = 0 # will be overwritten with our library code\n", "\n", "GLOBAL_LABEL_COLORS = {\"Dead-end\": 1, \"Reprogramming\": 2}\n", "GLOBAL_LIBRARY_COLORS = {\"Reactome\": 3, \"KEGG\": 4}\n", "\n", "new_color_list = [\"white\", \"orange\", \"#87CEEB\", \"lime\", \"navy\"]\n", "\n", "\n", "merged_matrix_colors = merged_matrix.copy()\n", "\n", "gene_cols = merged_matrix_colors.columns.drop(\"Library\")\n", "\n", "for term in merged_matrix_colors.index:\n", " label = merged_labels.loc[term]\n", " label_index = GLOBAL_LABEL_COLORS[label] # either 1 or 2\n", " merged_matrix_colors.loc[term, gene_cols] = merged_matrix_colors.loc[term, gene_cols] * label_index\n", " \n", " lib = merged_library.loc[term]\n", " merged_matrix_colors.loc[term, \"Library\"] = GLOBAL_LIBRARY_COLORS[lib]\n", "\n", "\n", "def plot_merged_pathways(matrix, gene_columns, title=\"Pathways\"):\n", " \"\"\"\n", " Plot the merged pathways heatmap with an extra column showing library assignment,\n", " using one vector rectangle per cell for full Illustrator compatibility.\n", " \"\"\"\n", " value_to_color = {\n", " 0: \"white\", # no gene\n", " 1: \"orange\", # Dead end\n", " 2: \"#87CEEB\", # Reprogramming\n", " 3: \"lime\", # Reactome\n", " 4: \"navy\", # KEGG\n", " }\n", "\n", " n_rows, n_cols = matrix.shape\n", "\n", " fig, ax = plt.subplots(figsize=(15, 10), facecolor=\"white\")\n", " ax.set_title(title, fontsize=20)\n", "\n", " for row in range(n_rows):\n", " for col in range(n_cols):\n", " val = int(matrix.iat[row, col])\n", " color = value_to_color.get(val, \"white\")\n", " rect = Rectangle(\n", " (col - 0.5, row - 0.5), # lower left corner\n", " 1.0, # width\n", " 1.0, # height\n", " facecolor=color,\n", " edgecolor=\"gainsboro\",\n", " linewidth=0.3\n", " )\n", " ax.add_patch(rect)\n", "\n", " ax.set_xlim(-0.5, n_cols - 0.5)\n", " ax.set_ylim(n_rows - 0.5, -0.5) # flip y axis so first row is at top\n", " ax.set_aspect(\"equal\")\n", "\n", " x_labels = list(gene_columns) + [\"Library\"]\n", " ax.set_xticks(np.arange(n_cols))\n", " ax.set_xticklabels(x_labels, fontsize=14, rotation=90)\n", "\n", " ax.set_yticks(np.arange(n_rows))\n", " ax.set_yticklabels(matrix.index, fontsize=14)\n", "\n", " ax.tick_params(which=\"both\", bottom=True, left=True)\n", "\n", " legend_handles = []\n", " for label, idx in GLOBAL_LABEL_COLORS.items():\n", " if label in merged_labels.values:\n", " legend_handles.append(\n", " plt.Line2D([0], [0],\n", " marker=\"s\",\n", " color=value_to_color[idx],\n", " linestyle=\"None\",\n", " markersize=10,\n", " label=label)\n", " )\n", " for lib, idx in GLOBAL_LIBRARY_COLORS.items():\n", " if lib in merged_library.values:\n", " legend_handles.append(\n", " plt.Line2D([0], [0],\n", " marker=\"s\",\n", " color=value_to_color[idx],\n", " linestyle=\"None\",\n", " markersize=10,\n", " label=lib)\n", " )\n", "\n", " ax.legend(handles=legend_handles,\n", " fontsize=12,\n", " title_fontsize=14,\n", " loc=\"upper right\")\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "plot_merged_pathways(merged_matrix_colors, gene_columns=gene_cols)\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "5d8bf810", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 9 significant bp GO terms\n", "Found 26 significant cc GO terms\n", "Found 9 significant mf GO terms\n", "Reprogramming Biological Process GO Terms: ['cellular response to lipoprotein particle stimulus', 'triglyceride homeostasis', 'cholesterol homeostasis', 'lipid metabolic process', 'lipoprotein biosynthetic process']\n", "Dead-end Biological Process GO Terms: ['cell adhesion', 'skeletal system development', 'extracellular matrix organization', 'cellular response to transforming growth factor beta stimulus']\n", "Reprogramming Cellular Component GO Terms: ['1_extracellular space', '0_intermediate-density lipoprotein particle', '0_apical plasma membrane', '0_chylomicron', '0_low-density lipoprotein particle', '0_microvillus', '0_very-low-density lipoprotein particle', '0_cell periphery', '0_high-density lipoprotein particle', '0_sarcolemma', '1_cytoskeleton', '0_cytosol', '0_discoidal high-density lipoprotein particle']\n", "Dead-end Cellular Component GO Terms: ['0_extracellular space', '0_extracellular matrix', '0_collagen-containing extracellular matrix', '0_extracellular region', '0_basement membrane', '0_collagen trimer', '0_cell surface', '0_focal adhesion', '0_glutamatergic synapse', '0_cytoskeleton', '0_Schaffer collateral - CA1 synapse', '0_collagen type I trimer', '0_growth cone']\n", "Reprogramming Molecular Function GO Terms: []\n", "Dead-end Molecular Function GO Terms: ['extracellular matrix structural constituent', 'extracellular matrix structural constituent conferring tensile strength', 'integrin binding', 'extracellular matrix binding', 'platelet-derived growth factor binding', 'heparin binding', 'calcium ion binding', 'glycosaminoglycan binding', 'protease binding']\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def trim_label(label, max_length=50):\n", " \"\"\"Trim label to max_length. If trimmed, append '...'.\"\"\"\n", " return label if len(label) <= max_length else label[:max_length-3] + \"...\"\n", "\n", "def load_go_category(category):\n", " \"\"\"\n", " Loads the dead-end and reprogramming GO files for a given category.\n", " category: one of 'bp', 'cc', or 'mf'\n", " Returns a combined DataFrame with an added column 'Group'.\n", " \"\"\"\n", " pval_threshold = 0.05\n", " key = \"GOTERM_\" + category.upper() + \"_DIRECT\"\n", " df_de = de_all[de_all[\"Category\"] == key]\n", " df_de = df_de[df_de[\"Benjamini\"] < pval_threshold]\n", " df_de[\"Term\"] = df_de[\"Term\"].apply(lambda x: x.split('~')[-1])\n", " df_de[\"Group\"] = \"Dead-end\"\n", " df_re = re_all[re_all[\"Category\"] == key]\n", " df_re = df_re[df_re[\"Benjamini\"] < pval_threshold]\n", " df_re[\"Term\"] = df_re[\"Term\"].apply(lambda x: x.split('~')[-1])\n", " df_re[\"Group\"] = \"Reprogramming\"\n", " df = pd.concat([df_de, df_re], ignore_index=True)\n", " if category == \"cc\":\n", " df['Term'] = df.groupby('Term').cumcount().astype(str) + '_' + df['Term']\n", " print(\"Found \", len(df), \" significant \", category, \" GO terms\")\n", " return df\n", "\n", "df_bp = load_go_category(\"bp\")\n", "df_cc = load_go_category(\"cc\")\n", "df_mf = load_go_category(\"mf\")\n", "\n", "group_colors = {\"Dead-end\": \"#5c3566ff\", \"Reprogramming\": \"#729fcfff\"}\n", "\n", "order_bp = df_bp.groupby(\"Term\")[\"Count\"].sum().sort_values(ascending=False).index.tolist()\n", "order_cc = df_cc.groupby(\"Term\")[\"Count\"].sum().sort_values(ascending=False).index.tolist()\n", "order_mf = df_mf.groupby(\"Term\")[\"Count\"].sum().sort_values(ascending=False).index.tolist()\n", "\n", "\n", "print(\"Reprogramming Biological Process GO Terms:\", df_bp[df_bp.Group=='Reprogramming']['Term'].tolist())\n", "print(\"Dead-end Biological Process GO Terms:\", df_bp[df_bp.Group=='Dead-end']['Term'].tolist())\n", "print(\"Reprogramming Cellular Component GO Terms:\", df_cc[df_cc.Group=='Reprogramming']['Term'].tolist())\n", "print(\"Dead-end Cellular Component GO Terms:\", df_cc[df_cc.Group=='Dead-end']['Term'].tolist())\n", "print(\"Reprogramming Molecular Function GO Terms:\", df_mf[df_mf.Group=='Reprogramming']['Term'].tolist())\n", "print(\"Dead-end Molecular Function GO Terms:\", df_mf[df_mf.Group=='Dead-end']['Term'].tolist())\n", "n_bp = len(order_bp)\n", "n_cc = len(order_cc)\n", "n_mf = len(order_mf)\n", "\n", "desired_bar_width = 0.5 # inches\n", "default_bar_width = 0.8 # (data units used by seaborn.barplot)\n", "\n", "ax_width_bp = (desired_bar_width / default_bar_width) * n_bp\n", "ax_width_cc = (desired_bar_width / default_bar_width) * n_cc\n", "ax_width_mf = (desired_bar_width / default_bar_width) * n_mf\n", "\n", "wspace_inches = 1 # for example, 1 inch gap between subplots\n", "\n", "total_axes_width = ax_width_bp + ax_width_cc + ax_width_mf\n", "\n", "fig_width = total_axes_width + 2 * wspace_inches\n", "\n", "fig, axes = plt.subplots(\n", " 1, 3,\n", " figsize=(18, 10),\n", " gridspec_kw={'width_ratios': [ax_width_bp, ax_width_cc, ax_width_mf]}\n", ")\n", "\n", "sns.barplot(\n", " data=df_bp, x=\"Term\", y=\"Count\", hue=\"Group\", \n", " palette=group_colors, order=order_bp, ax=axes[0],\n", " edgecolor='none'\n", ")\n", "axes[0].set_title(\"Biological Process\", fontsize=18)\n", "axes[0].set_xlabel(\"\", fontsize=18)\n", "axes[0].set_ylabel(\"Count\", fontsize=18)\n", "axes[0].tick_params(axis='x', rotation=90)\n", "axes[0].set_xticklabels([trim_label(label) for label in order_bp], fontsize=18)\n", "axes[0].yaxis.set_tick_params(labelsize=18)\n", "axes[0].spines['top'].set_visible(False)\n", "axes[0].spines['right'].set_visible(False)\n", "axes[0].margins(x=0.04)\n", "\n", "sns.barplot(\n", " data=df_cc, x=\"Term\", y=\"Count\", hue=\"Group\", \n", " palette=group_colors, order=order_cc, ax=axes[1],\n", " edgecolor='none'\n", ")\n", "axes[1].set_xticklabels([trim_label(label.split('_')[1]) for label in order_cc], fontsize=18)\n", "axes[1].set_title(\"Cellular Component\", fontsize=18)\n", "axes[1].set_xlabel(\"\", fontsize=18)\n", "axes[1].set_ylabel(\"Count\", fontsize=18)\n", "axes[1].tick_params(axis='x', rotation=90)\n", "axes[1].yaxis.set_tick_params(labelsize=18)\n", "axes[1].spines['top'].set_visible(False)\n", "axes[1].spines['right'].set_visible(False)\n", "axes[1].margins(x=0.04)\n", "\n", "sns.barplot(\n", " data=df_mf, x=\"Term\", y=\"Count\", hue=\"Group\", \n", " palette=group_colors, order=order_mf, ax=axes[2],\n", " edgecolor='none'\n", ")\n", "axes[2].set_title(\"Molecular Function\", fontsize=18)\n", "axes[2].set_xlabel(\"\", fontsize=18)\n", "axes[2].set_ylabel(\"Count\", fontsize=18)\n", "axes[2].tick_params(axis='x', rotation=90)\n", "axes[2].set_xticklabels([trim_label(label) for label in order_mf], fontsize=18)\n", "axes[2].yaxis.set_tick_params(labelsize=18)\n", "axes[2].spines['top'].set_visible(False)\n", "axes[2].spines['right'].set_visible(False)\n", "axes[2].margins(x=0.04)\n", "\n", "handles, labels = axes[0].get_legend_handles_labels()\n", "axes[0].legend_.remove()\n", "axes[1].legend_.remove()\n", "axes[2].legend_.remove()\n", "fig.legend(handles, labels, loc='upper center', ncol=2, fontsize=18, title_fontsize=12)\n", "\n", "plt.tight_layout(rect=[0.0, 0, 1, 0.92])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "d3c8cc4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def preprocess_file(df, splitter):\n", "\n", " \n", " df['Term'] = df['Term'].str.split(splitter).str[-1]\n", " if splitter == \"-\":\n", " df['Term'] = df['Term'].str.split(\"~\").str[-1]\n", " \n", " df = df[df['Benjamini'] < 0.05].copy()\n", " \n", " df['Gene Ratio'] = df['Count'] / df['List Total']\n", " return df\n", "\n", "def plot_gene_ratio_bubble_merged(dead_end_df, reprogramming_df, title):\n", "\n", " marker_shapes = {\"Reactome\": \"o\", \"KEGG\": \"s\"}\n", " n_dead_end = len(dead_end_df) if not dead_end_df.empty else 1\n", " n_reprogramming = len(reprogramming_df) if not reprogramming_df.empty else 1\n", " fig, axes = plt.subplots(2, 1, figsize=(10, 15), gridspec_kw={'height_ratios': [n_dead_end, n_reprogramming]})\n", " for ax, (df, condition) in zip(axes, [(dead_end_df, \"Dead-End\"), (reprogramming_df, \"Reprogramming\")]):\n", " if df.empty:\n", " ax.text(0.5, 0.5, \"No Significant Pathways\", fontsize=14, ha='center')\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " continue\n", " df = df.copy()\n", " df['Display_Term'] = df['Term']\n", " df = df.sort_values(by='Gene Ratio', ascending=False).reset_index(drop=True)\n", " df['y_pos'] = df.index\n", " scatter_obj = None\n", " for lib, marker in marker_shapes.items():\n", " subset = df[df['Library'] == lib]\n", " if not subset.empty:\n", " scatter_obj = ax.scatter(subset['Gene Ratio'], subset['y_pos'], s=subset['Count'] * 20, c=-np.log10(subset['Benjamini']), cmap='viridis', alpha=0.8, edgecolors='black', marker=marker, label=lib)\n", " ax.set_xlabel('Gene Ratio (Count / Total)', fontsize=14)\n", " ax.set_title(f\"{condition}\", fontsize=16)\n", " ax.set_yticks(df['y_pos'])\n", " ax.set_yticklabels(df['Display_Term'], fontsize=12)\n", " ax.invert_yaxis()\n", " if not df['Gene Ratio'].empty:\n", " min_x, max_x = df['Gene Ratio'].min(), df['Gene Ratio'].max()\n", " padding = (max_x - min_x) * 0.1 if (max_x - min_x) > 0 else 0.1\n", " ax.set_xlim(min_x - padding, max_x + padding)\n", " ax.margins(y=0.1, x=0.15)\n", " if scatter_obj is not None:\n", " cbar = fig.colorbar(scatter_obj, ax=ax)\n", " cbar.set_label('-log10 Adj. P-value', fontsize=12)\n", " min_count = df['Count'].min()\n", " max_count = df['Count'].max()\n", " if min_count == max_count:\n", " legend_counts = [min_count]\n", " else:\n", " legend_counts = np.linspace(min_count, max_count, 4)\n", " legend_counts = [int(round(x)) for x in legend_counts]\n", " class HandlerDualMarker(HandlerBase):\n", " def create_artists(self, legend, orig_handle, x0, y0, width, height, fontsize, trans):\n", " cx = x0 + width/2 \n", " cy = y0 + height/2\n", " offset = width/2\n", " offset_y = height/5\n", " size = np.sqrt(orig_handle['size']) * 0.75\n", " a1 = plt.Line2D([cx - offset], [cy], marker=orig_handle['marker1'], color='gray', markerfacecolor='gray', markersize=size, linestyle='')\n", " a2 = plt.Line2D([cx + offset], [cy], marker=orig_handle['marker2'], color='gray', markerfacecolor='gray', markersize=size, linestyle='')\n", " return [a1, a2]\n", " dummy_handles = []\n", " for count in legend_counts:\n", " dummy_handles.append({'marker1': 'o', 'marker2': 's', 'size': count * 20})\n", " size_legend = ax.legend(dummy_handles, [str(x) for x in legend_counts], title='Gene Count', loc='lower right', frameon=True, fontsize=10, title_fontsize=12, handler_map={dict: HandlerDualMarker()})\n", " ax.add_artist(size_legend)\n", " lib_handles = []\n", " for lib, marker in marker_shapes.items():\n", " lib_handles.append(plt.Line2D([], [], marker=marker, color='w', markerfacecolor='gray', markeredgecolor='black', markersize=10, label=lib))\n", " ax.legend(handles=lib_handles, loc='upper left', frameon=True, fontsize=10, title_fontsize=12)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "\n", "reactome_dead_end = de_all[de_all[\"Category\"] == \"REACTOME_PATHWAY\"]\n", "reactome_reprogramming = re_all[re_all[\"Category\"] == \"REACTOME_PATHWAY\"]\n", "kegg_dead_end = de_all[de_all[\"Category\"] == \"KEGG_PATHWAY\"]\n", "kegg_reprogramming = re_all[re_all[\"Category\"] == \"KEGG_PATHWAY\"]\n", "\n", "reactome_dead_end_data = preprocess_file(reactome_dead_end, \"~\")\n", "reactome_dead_end_data[\"Library\"] = \"Reactome\"\n", "reactome_reprogramming_data = preprocess_file(reactome_reprogramming, \"~\")\n", "reactome_reprogramming_data[\"Library\"] = \"Reactome\"\n", "\n", "kegg_dead_end_data = preprocess_file(kegg_dead_end, \":\")\n", "kegg_dead_end_data[\"Library\"] = \"KEGG\"\n", "kegg_reprogramming_data = preprocess_file(kegg_reprogramming, \":\")\n", "kegg_reprogramming_data[\"Library\"] = \"KEGG\"\n", "\n", "merged_dead_end = pd.concat([reactome_dead_end_data, kegg_dead_end_data], ignore_index=True)\n", "merged_reprogramming = pd.concat([reactome_reprogramming_data, kegg_reprogramming_data], ignore_index=True)\n", "\n", "dataset_name = \"Merged Reactome & KEGG Pathway Enrichment\"\n", "\n", "plot_gene_ratio_bubble_merged(\n", " merged_dead_end,\n", " merged_reprogramming,\n", " dataset_name,\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "id": "c71596f4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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EwaURyw9BEARBEARBEARBEFwaET8EQRAEQRAEQRAEQXBpRPwQBEEQBEEQBEEQBMGlEfFDEARBEARBEARBEASXJvFkwYIgCIIgCIIgCIIgCDrDFLjLly/H5cuXVVab6OhoGAwGpEuXDlmyZMHLL7+MgIAAvYuVbC+CIAiCIAiCIAiCICTO2bNncebMGURGRiJz5syoXr06vL29YS2UHmbPno29e/fC19c30X1QGAkJCUH+/Pnx5ptvwsfHB3oh4ocgCIIgCIIgCIIgCLFQ6Fi0aBGOHz+Ohw8fKksMWmdEREQgPDwcBQoUQKtWrVC4cGFYAvcxevRoZeVB4SMlKII8evQIr732GkqWLAk9EPFDEARBEARBEARBEFIxu3fvxq5du5QwQZEibdq0aN++PbJly2aTpceECRPg5+cHT0/PJLejy0rp0qWVQJEcPKbPP/9c7Y/HZg2hoaHo378/ihUrBnsR8UMQBEEQBEEQBEEQUiEHDhzAggULlKWGeZwMTvMpTlD8GDRoENKkSWPR/s6dO4fx48er+BuWEBYWhjx58mDgwIFJbvPDDz8oyw9rhQ+NJ0+e4Ouvv4aHh30hS0X8EARBEARBEARBEAQHc/v2bSVUXLlyBVFRUSqeBd1Hunbtqiw1bLH2mDdvXrK/NRqNyn3kq6++gr+/f4quJh9++KHVx8L916tXDy+99FKC7/bt24c5c+bYFcCU16pgwYLo27cv7EFS3QqCIAiCIAiCIAiCAzly5IiKeREYGKhEiPTp0yvx48aNGxgxYgSuXbtm1f5ocTFr1qwUhQpaW9Dq4/fff09xnytXroSXlxeshfvfs2dPot9t3LjR7swtdL05efKkEnLsQcQPQRAEQRAEQRAEQfgPBuUcN24c3n//fQwdOhS//PKLCvRpz/4mT56sBA83N7c432kpXulqYg20ILHUQoNl3Lp1C0FBQclud/DgQZuzq9A1hQJP/POmuKMH7u7u2LZtm137EPFDEARBEARBEARBEP5j7NixSiygxQIFhvv37+Onn36yeX9Lly5VwT6Tg+LK/v37Ld7nqVOnrIqBkSFDBixcuDDJ7ymM0CrFVnidtmzZEuezY8eOJRsw1Rp4/S5cuGDXPkT8EARBEARBEARBEIT/YmRcvHgxzqSdVgc3b95UsS1s4dKlS/D29k5RPGDwUksJCQmx6hjc3NyS/c3Vq1dTPMaUiG8dc+bMGbtdXsxh0FR7EPFDEARBEARBEARBEP4L+slXfJgnhHE2bMHSWBXWxLSwJW+JKZnfMKiordlYkjp+lhffzUfP/VuLiB+CIAiCIAiCIAiC8F9wzSxZsiT4nBYMiX1uCYz1kdLEPTw8HDlz5rR4n76+vlYfh08y8TyYEpfHYA/xg6Vyn7YKRnqdszkifgiCIAiCIAiCIAjCf/Tr108F8KSbCF90t+jdu7fN++vQoQMePHiQostIYqlikyJv3rxWWX+EhoaqdLRJkS9fvhTjkiQHRY6iRYvG+axatWo2uwrFh8FTs2fPbtc+LI+QIgiCIAiCIAiCIAguTp48efDdd9/h+PHjatJdvnx5u9w3MmbMiJo1a6qYHkwLGx+KK61atVKxRSylXbt2+PHHH9W+LbWaKFeuXJLf8/woXjD2hy3uL7xOLVq0iPMZU/pmypQJekDxpnHjxnbtQyw/BEEQBEEQBEEQBCGeGFCmTBlUqFBBl7gVXbt2RcOGDZWFB61AaFly79495Q7Tvn17NGrUyKr90fKDogz3kxK0XunatWuK23Xu3DlFC5XEoPBRpEiRREWTsmXL2u1OQwsXClKJCUfW4GayJVKKIAiCIAiCIAiCIAhWc/bsWdy+fRv58+dXIoY9TJ48GYcPH1apbOOLNAxiSreTV199FRUrVrRof8uXL1cpay0VGignUNwYOXJkomltKe58+umnycYbsUS8+eijj1QMEXsQ8UMQBEEQBEEQBEEQUik3btzA4sWLcfnyZSVE0AKDAVpLly6trEriByJNiYULF2LHjh0q/W5KFh8UWD755JNktz1//jz++OMPpEuXDtZC8aZ+/frKLcheRPwQBEEQBEEQBEEQBCGWffv2Yf369bh165aKK2JuVfL48WP1f7FixdCzZ89ELT7ic/DgQUybNk0JIJa6ETHOB4Om0h1HD0T8EARBEARBEARBEAQhAXfv3sXSpUtVbJGYmBhlRVKyZElljWFtLJQ7d+5g/PjxKsBrcpYitF6hVUmXLl1QuXJl6IWIH4IgCIIgCIIgCIIgOM2qhHFFKKzQioRuOowN4u3trbLDMEhqy5Ytrcp+YwkifgiCIAiCIAiCIAiC4HQY04PuLUzFy6CtjkTED0EQBEEQBEEQBEEQXJqEiXgFQRCcyO+//64CJenNnj17VBAmZ8Go2MzdLgiCIAiOZtiwYeolCIIgWI6HFdsKgiAIgiAIgvCM+fTTT5/1IQiCy8MAnxUqVFDvDx06BD8/v+d6v47c95NUeMyJIeKHIAiCIAiCIKQiAgICnvUhCIIgpDrE7UUQBKdy/vx5dOvWDeXKlcOrr76KBw8exH63f/9+tG/fXkV4bt26NdasWRP7XWRkJL799lvUqVMHpUqVUi4mc+bMiRMsaciQIUo5btasGY4dO5bisaxbt05FkuaxdOzYEXv37o39jq44TMXVr18/dTzc57Zt2+Kk6nrttddQvnx5vPzyy7h69apOV0gQBOHF5Pr168pdcdy4cahSpQq++uqrFNvpsWPHxvYpr7zyCi5cuJDkvsimTZtUm61lEli7dm3s/php4IcffkC1atXU648//kCTJk2UGyXh/n799Vf13YABA9Rn8+bNQ/PmzVG6dGn1+ZdffqlSQRK6pYwZMwbvvvuuOj6Wd/LkSfz8888qdWPdunWxatWqOMe7efNm1b+xLxs1ahTOnj2r+kX2NW+88Ybq6+K7vdB9dOjQofjiiy9QsWJF1KhRA3/99ZfF5yUIgvCiIOKHIAhOgwJG//79kSdPHhUjg4KCJmAEBgaqgR0HecuWLVPCAgd2FETIxIkT1aCQg7zVq1ejXbt2GDlyJIKCgtT3HPRdvHgR06dPx2effYbJkycneyynT5/GRx99hDfffFPlLm/Tpg1ef/11XLlyJXabCRMmoFWrVli+fDmKFy+Ozz//XA0iyeDBg9V7Dnz5u3///deBV04QBOHF4eDBg1iwYAE6d+6cYjv9559/qr6EfUq2bNlUH8O+Jv6+KLbv2rUL77zzDtq2bYslS5agU6dOeO+993D8+PHYfS1evBg//vij6kPY51y7di3OsVE8mTVrFt5//30lxFCgoPDOfonCx/z587Fhw4bY7dk3VK1aVR1/+vTp0atXL9y7d0/1fRQ52Hdp/YrW11GcYP82bdo0vP3220rY+Pvvv3H48GG1/8TgYgFTRC5atEiJ9hQ7Ll26ZPF5CYIgvAiI+CEIgtPYuXMngoODMWLECBQqVAjdu3dH48aN1XczZsxAzZo10aNHD+TLl08NTrt06RIrKlB8+Prrr9XqF8UTrrpFRUXh8uXLePjwoVo9o+hBqxBah7z11lvJHgsHkhxY08KE5XFgzFU4Dmo16tWrp8SYvHnzqsH3rVu3lEhz7tw55ZPIQW+RIkXUah5XHgVBEAT7oUDAdteSdpr/9+7dW/UpFAzu37+PHTt2JNhX/vz5VT9DoYTbFyhQAH369EHTpk3xzz//qG1nzpyprDRq166NkiVL4rvvvkP8pIjslwoWLIjChQsrv3T2S9xH7ty5lQUIf8c+QoMWIbRI4fG/9NJLCAsLU30Vj5eWKyEhIbEiPmHfxf6O22bKlEkJ8LVq1UKlSpWURQdF/sSgsEKhiOVw8YD/a6KOJeclCILwIiAxPwRBcKrLCweg5oGMypQpgy1btqgBHVfUtIBHhOIGB6iEIgkHtBy0cVuaDhOaF3N1i385YDTfr7kFB1e+NGgOTNNoCibmrjMsj4NDDR6rRpo0adTf6OhodR4cWObMmTNOeVz5EwRBEOwjV65c6q8l7TTdPMzbafYZ/B2FafN9afvr2rVrnLLY59AyhKLJ3bt34/QdFDnSpUuX6LFpwoaPjw9+++031S+cOXNGWaWYHx9FEQ1umzlzZvWX0FKDmFuqUNw33968PP5vvq05LMfd3T32f39/f9VfWXpegiAILwIifgiC4FTirzZ5enqqvxykcXVP86PW8PB42kzRR5ouJrTEoMsLTYWTSy3r5eUV+56D3RYtWsT+T9NoiiU0n+a+zNEGpebHltjxJ3UegiAIgn1oooAl7bTWR2jwNwaDIcG+4r/XoMsJX9p+4rft8f833wfjQA0cOFAdHy0O+Z6uL+bEPz7zY0sMcwHDku1T6q8sPS9BEIQXARE/BEFwGlyJ09xUtEj1p06dUn+5WkdXEprsatAUmatcFERmz56t3GU0EYOrbNoAjqtYHPgxyCnNgolmGUJopcGXOSyPAebMy/v+++/V5/QDT46iRYsqU2Wu8Gm/185DEARB0AdL2mnGb9Jg38Lg0wwcmtT+jhw5Eucz9jv8PG3atMiaNStOnDgRa0XIuBihoaFJHh8F+Q4dOigxXhPxWX716tXxvGDLeQmC8BRaKtOiK7Xs15H79kuFx5wYEvNDEASnwZgeOXLkwKeffqrMjxmgbuXKleo7+kTTP5kWHhRIGPT0p59+inUtoXhBtxgO2hgE9cMPP1SfUxyhqTNjhNDfmwNbRrBnBoDkoM83y546daoarE6ZMkW9zF1dkoK+2hRZPvnkEzXwXr9+vQq0KgiCIOiHJe00+woG82Sfwr6FfQYzmiS1PwYGZSwp9jPcF7PJaDGbGIODLiwMjMq2/eOPP1afu7m5Jbo/9ksUTzhoZ5wPBulmXKikXFOeFdaelyAIgqsi4ocgCE6D1hmMvUGrCaYaZNA6Bj0l9GtmbA6aETPQ2y+//KIGkozuT7755htlXcHgbxy4MbAcUxVqFhfMxELfbQaw4+8YODU5GDiVK4gMBMeApXPnzlWR8JkS0RIo0mTIkEG51FCk4eBSEARB0A9L2mm6S9IykC6Rjx8/VjGd4ruaaDDdLPfHvof9DGN9sK/RLAb79u2rUsAyIwwDpTZo0EAJBEm5NTITC4OSMggq+x66xFBIed4sAa09L0EQBFfFzSROf4IgCIIgCEIqg6Iz08hyUq8HW7duVUFMM2bMqP5nsFAKI0xdax64NLXhquclCIJgLRLzQxAEQRAEQXjhYVYZWpm8//77yjLi119/VVlSUrtA4KrnJQiCYC3i9iIIgiAIgiC88AwfPlxlV6E7Y+fOnVUWmHHjxiG146rnJQiCYC3i9iIIgiAIgiAIgiC88DAQMjM5UTBkpikG02cmJwbav3Pnjkq1/cMPP6hMg7buf+nSpSroP+MUMY4dMxjSKotlVaxY0ep97tixQ8Wfi4iIQN68eVVso7CwMLuPefHixZg0aZI6NmbFYvw9vrf1mBkMun///rGxhxggOqljZCwnBqfmtWdsp0GDBkEPRPwQBEEQBEEQBEEQXmiYTXDEiBHKVczf318FWH7w4IF6MYvUq6++qoQGigtLliyxev9Hjx7FW2+9pdJPU/ygmECYPfDs2bNKGFi7di28vLws3ueNGzdUym26tlE4YOptZqKiOGHPMQcHB6Nx48ZYvXo1MmfOjM8++wxZsmRRgo0tx8x027RC43Ex0DTFj4EDByZ6jAwazVhOvEYURfr166e2YeBmexG3F0EQBEEQBEEQBOGFhln8OEGn8EFKliyJK1euqEyEzChFatWqhYcPH6pJvDWEhoYqYYWxdzQ2btyIjh07qvdFixZFnjx5VEpqa2C67kaNGsVaTAwZMkS5t9l7zEajETExMUrs4Pvw8HAlRNh6zBRnaL3BTI0kKioqyWNkGRQ60qZNq0QVbrN8+XLogYgfgiAIgiAIgiAIwgtNoUKFVAYp8ujRI/zxxx+oXbu2moCnSZMmdrts2bLh9u3bVu37008/VVYfOXLkiP2M7h7Zs2e3a7+XL19WaatpKdG2bVt899136njtPeaMGTPi3XffRatWrVCnTh1ljfHKK6/YfMxff/016tWrF8eyJKljZBl8b/45P9MDET8EQRAEQRAEQRAE4T9Rgm4W5cuXR7t27RLdhjFBLIWxK+jqQjcScxKLPmHNfgljYmzZskW5oSxatAi+vr4q/oe9x3zq1CllrUHLku3bt6tj/+CDD3Q5ZkJrkqSOMbEyGF9EDyTVrSAIgiAIgiAIgvDCc/r0abzxxhvKdYQxKSguMFDnkydP4Ofnp7a5e/duHMuElFi2bJlyG6FlBvfD3/fs2VNZUDDoJ907bNkvYRyOKlWqxFqUsAwKIfYe844dO1Q8Dm2/PXr0QNOmTXU5ZpIpU6Ykj1ErQ4Ofm1ub2INYfgiCIAiCIAiCIAgvNJxk9+nTR2UgofBBPDw8ULduXZUBhjC+BT+zJnPK/PnzVcwKBvMcNWqUcq+ZNm2aitUxd+5ctQ1jXVy8eNHqbC8NGzbEnj17Yt1CNmzYgNKlS9t9zCVLlsTu3btVsFdCC5AyZcrocswpXVeeE8ujawxjg9CihQFS9UAsPwRBEARBEARBEIQXmokTJypLBP7lizDFK4Og0pqCE3XGqfj55591ccNgnA7um3E1uL/Ro0fHiYFhCRQk6I7y2muvKSsVpudlFhm+t+eYa9asie7du6Nbt27q97TIYDwRWnzYe8waSV3XEiVKqAwvLJ/nQTGE6W71QFLdCoIgCIIgCIIgCILg0ojbiyAIgiAIgiAIgiAILo2IH4IgCIIgCIIgCIIguDQifgiCIAiCIAiCIAiC4NJIwNPnCIZfYZAdwpQ/euUzFgRBEARBEARBEIQXGbH8eI6g8MFouXxpIoggCIIgCIIgCIIgCPYh4ocgCIIgCIIgCIIgCC6NiB+CIAiCIAiCIAiCILg0In4IgiAIgiAIgiAIguDSiPghCIIgCIIgCIIgCIJLI+KHIAiCIAiCIAiCIAgujYgfgiAIgiAIgiAIgiC4NCJ+CIIgCIIgCIIgCILg0oj4IQiCIAiCIAiCIAiCSyPihyAIgiAIgiAIgiAILo3Hsz4AwXUwmUzYvX8/zl29CpPRhHw5c6BujRowGPTX2M6cP4+pa9bizpMniIyOga+XJ/KnS4v+7dsjU8aMSM1ERUVh8frVuBV6HzEwIb2XHzo2boGAgIBnfWiChc+Bm5vbsz4MQRAEQRAEQRDMcDNxpC48Fzx+/Bhp0qRR7x89egR/f3+798nbu+/gIVy/dRtp0/ijSoXySJcuHfTk4cOH+HPufGw6dxFnTR6A/9NzMIU9QaGYcNQrXABvdNRHlNi4axcmb9yMAw8fITJTpjjfmYxGpA0KRI2sWTD45ZdRrHAh6MXtO3cwZ9VaPIqIhKeHO0rmzY1WjRvpOsm9evMGJq1ehG1BF3Ejtx8MPl7qc1NMDDJcDkHNdHnQo2YTVCxdFqmZkJAQ3L17F97e3siRIwc8PT11L4P1fsO27Vi8ex8Cn4QhJsaIAG9v1CiUD73at1Nl60VMTAzmrFyBFceP4XxIMMJjouHt7oFC6dKhVcnS6NrqJXh46K8znzx9GmcvXYa3pxfKly6JHNmzw1EEBd3DgaNH8SQ8AgXz5EbZ0qVE4BEEQRAEQRBSFSJ+uKj4ERoaivEz5mHryYu4FOEBg48/TNHRSBsVihoFs6Nb8/pKCLGXfUeO4oN/Z+JG+ixwS8LCg6JEluBAfN2pHRrUqG5zWVMWLcbP+w/icfr0KW6b/f49fN+hPWpWrgR7OHD0OCatWIU9t+/jMc/xvwmf6cljFDKFo0mJIhjUqwfc3d3tKmf9ru0YvnMh7uVPl+yk0vtWCAbmrIL+L3eFHuzYtx9zNm/DydtBiIiJga+nB8rmzIaeTRuiXKlS0As2M4tWr8GyA4dxIPA+Hnl4wmA0IafBiFr58qBPq+YoWkgfsWrDjp34bfkanI5xB9LEtZYxRkUh+8P7aFe2BIb0edXuCfyWPXvw5ZKFuJg+Ldx8fRJ8bwwPR4EHoRjeuh0a1qgBPayC/p47H+tPnMWxx5EwpUkLGI3wexyCqtky4eUaldGiYQPoxeaduzBv6y7svnkXoX5p4ebuDrfHj1Dc2w0NihfGgG6d4eOT8Lz1qC8RERFKpHKkyLLv0GHM27wNgU/CYXBzQ84Af/Rq1QyFCxZ0WJmCIAiCIAjCs0HEDxcUP85duIh3f/4LVz0zw80tcUHC+8l9vNWwAvp0bm/z8R4+cRJvTZ6BoPSZLdo+bXAQfu7cFnWqVrW6rIVr1mL4tu0IT5ey8KGR9d49TOrbCyWLFoUtLN+wCSNXbkRIQNIWK8aoSNR0C8fE4R/Dy+uppYa1bDuwF0O3z0FoHsssctyDHmFo9iro26YTbCU8PBxvf/cDdjyKhjFtwnLdg++jWdZ0GPP+u3ZbLURGRuKtb0djS5QBbr5+iW7j/yAI79etju5tWttVFuvJqHXb8ThthuQ3DA9Dmww++P7992yeXK/buQMfrFmJkMwpWzSlvfcAoxs1RfM6dWGPoPn612NwyDMABo/ErWXcHoeiS94s+OLtN+0WDX78Zwomn7yM6DSJ10taJJUMf4AJH7yLbFmzQA/2HzyMmSs34+C5G3gSbYKXwYRyBbKjXcNqaFLf9msXn6vXr+Oj8ZNwNMyEmLRx2xSv4CDUyJgGPw55J7Y91gN2tZu27sTWPUeVq17m9P7o1aUtMmXS300vOjoaMxcsxbaj5xH8JBw+nu4omz87Xn+lA9JbIB4LgiC4OkajEQ8ePFDWp2nTpn3WhyMIgpMQ8cPFxI979++j5/AxuO6VNcVtPZ8E49M2NdG+ZTOry2G1eenDT3EunXWTnlz3bmPt96OscnXganejTz7DzazZrD7OmhHhmPrZJ1b/bt/ho3h76lyEpI3rWpMYpphoNPUx4fdPP7TJZaLF9x/gajHrJiS+l+9jceehyJc7j00To97DR2KvV9okrXU0K4mmXjEY+9kwmyfSrCevfzkKWwy+ymogOXwehuDLhrXwctMmNpV19ORJ9Pt7BkLTWSbGUQB5q3g+DH61u9VlBd27h5Y/fIfAnJa7mmS+dRfLBg9B9mzZbKonPT8dgQPeGVK+F+Fh6FswOz7s3xe28ufsufj14GkY/VKOM1P8USBmjxputwXI3zPnY+K6o4jySUS4Cg9B+3I58Nm7b8Bebty6hV7f/4br6ZJuI00mI0o9voeZOpwXOXvuAob/PAXn73vA4B0QW4ZPVBCaVymAT97rr5uFC8XvoWMm4nJMerh7esexwAsIu4OPujfHS00b6lKWIAhCaoNjyp8n/IttRy7iVkg0DG4mFMsRgNYNKqFzu1bP+vCE55jr16+jUaNG6n3Xrl3x5Zdfqvevv/46tm7dqt6fOHHCIa7OqZmGDRsiW7ZsmDVrFp4H5O64GOOmz8M1zyywZBgd5Zce/6zaipdbNLV64L1y40ac9fC1qBxzrgVkwMwly9Cro+UWJ9MWL8H19BlsSk20/9FjnDl3DsWKFLHqd5NWrLZI+CBu7h7YFPQAR0+cRNlSJa0qZ+6a5bicx8fqc3uSLwP+WbcUX/YZaOUvgb/mzMMed78UA9EaPD2x7nEkFq9Zi5ebWy+QkRUbNmJLJODmn7JbUHhAOvy5fjPaNm5kU5DcKavWWi58EB9fLD18HG93j7HabWnCooW4mz2rVfU/MHsWTFyyGMP7Wz+Bn7N8Bfa5+cHdkufUxxfzTpxDv3v3bbIqoFXQtF0HYcxgmUhzyjcDJs1dgLdtEJE01mzcij/XH0d0YsIH8UmHhceCkGPmfPR7pSPs4Yu/piQrfBBazJ3wy4Rv/pqMr955067ybt++g3e/noQgUxYYvOOWEeGVFYv234Pppwn4bKh95WgC+ruj/8JNj2xwj/cIUeh85J8D387djEwZ06NG5YrQC4qcc6bOw/71h1VfUq15ZXTo1s5hLkvBwcGYNnkBQu8/RomyBdCuQyuHBNbWVoeXLlyFE0cuIiC9L3r27YAMGVKwLLODk8dPYvncdfRmQ+M2dVC5qn73KT5cZJk6fgbu3wxGoXIF0KlHe4cN2llHVi5ejcPbj8EvnS9eeaMLsmVLeZHGVs6dPY9Fc9ciJtqI+o2roEbtag4r68L5i5g1dRkeBD5G5hxp0atfB+TMlcNh13H96o3Yu/kwfP290KVve+TKnQuO4vKlK5g/fTkiw6NQs2FF1G+knwVefOjqOOvf+bhx6S5y5M2CV/p01N2tksLH6++PxLHgNDC4Z4ZbAMAV4NMPgdPz9+PqzTt4/y3bFw6S4tbNW5g1eRHCHkagcp0yaNpS35hx5uzfcxDzpq7G3evBSJfFHy91qofGzerDUezZsRcbl2yBu6cH2vRoieIlisHVYX+zY8eOWOvm/fv3q8/YXwgJGTNmjM3W8Y4g1aW6nT59OoYNG6bLILFYMcc9oO3bt8eePXvgTLg6vP30Zasa1Msxfli6ep3VZS3acwBu/wU2tQaDlzdWHz9p1W/WnDoFg40PDYOiTl69xqrf3Lh5C3vvPLDqN9HpMmD6mvVWHh2w6vxhGPys79x5j7cGnlcdubVsOHkWBk/Lrqebnz+W7T8MW1myd79V9eSClx+WrF1n0yB+x7VbVv/uik9aJSxYAzu3LVcuJWs1k9Q923T1snpOrWXVoeNw97a8noSmz4yJ8xfCFqYsWIy7AZYJf5r4t/HUOdjD3LU7EO2dgtuXlx+Wbj+sBv/2uLvsDwq1aFve360Xrtj0jJnz57SFCDQmLcoZPH2wau8V3Ll7F/YyaeZC3DAkf++eeGXA1KXWt1XJ8fEbn+PPPjNxZMY5HJ5+FuNe/RcjBo+CIzh+7BR6tfsMy/8+j22L7+CPEVvwZp9P7L5PicFn9e3XPsPYLzZh2+LbWDH5Inq//BkOHTwGRzB10my813YMNv11Flv+PouPO/2OcT9OckhZF85dRM9a/bHgo/XY8ttBTOw7G6+1HqjET73hMzuk90f4ofNf2PzLAawYsQ19agzEzi274AgWzFmOd7r9jI2zbmDLvFv4fMBMjBk1ziFl7dl1AO/2+QXbFwfixI4n2DzvFt7q+S3OnrGvTUyKzwaNxOieU7Dtr9NY8/MRvN5oGDas3uSQslYtXY+32ozE+olnsW3aZYzqNx0jPvzeIWXdv38ffdoOwcyRu7B9xhXM+WY3+rQegsC7gbqWM37yrP+Ej0REPq8AzNt2HqdOndG1zC0btuP15p9i7biT2D7tIn54Yw6Gvf2lXX1ZkmVt3IERb/2Do+tCcPuUG85sfYIfhizA7GmL4Ah+GvEbPm72DTb+uB/rvtuNd+oOw5wp8+DqlChRAteuXcPVq1dx6NAhPHnyBKXM4uTx3v7666+oVasWatSogS+++CK2bV23bh2aNWuG0qVLo3bt2pg8ebL6fOHChWpe+ueff6JevXqoVq0aJk6cmGj5a9euVfuoWLEiXnvtNWWRQvGwdevWqFSpEu7cuYMZM2ao/f3777/qe74fNWoUXnrpJVSuXFkdk9Zv8rt+/fqpcnv16qX2RasWHkOdOnXw888/xwo7fM/zKlOmjCpPm+uePn0anTt3Rrly5dTvhg8fHrv/Dz74AN988416HxYWhq+++grVq1dH1apVMWjQIHW85Pfff1fHMmXKFPU9r8/ixYt1v3+pTvxwFfigJPayh9UbNuIGZWwrMPj4YdMh68QIcvy27R3SiaBgi8+VD87p+9YJEfE5fe++VdvPXb0WTzJYH8PgwLXbVg+sTzyyfcJzLZMH9hw6YNVvTp09i6NPIq36zYE791SGFmthQ3/AynrCmCDrj52wuqz5K1fjgZUuWMTdxwc7z1yw6jdHjh3DWU/bAtxe8PHC7gPW3TP6JB8ODLbqN7Qq2H/1Jmxh94XLMFi5+nviSRROnbFtwHjt+nUcuWGZIHEl3AdrN26BrcxcuQZhVjzbN/0zYMHK1TaXxwHQnuMpC9KR3lnw75xlsJcdxy/AzZBy3dx/6Z6abOjB3p17sXf6MXjg/66MHkZPbJ+yH8eOHIfeTPxtLiLuMTD00+GLh8EbF/cbMWPqAt3Lmj19Ec7ujlJlEN7HiHvpMWnsfN3LYp84f9xaGJ78Py6SR6Qflk3cjjt37BfG4jP+67/x6HgMDNp1dPPEtTX3MemXpwNxPVm+cAUOzzin6oV2HaOuGPD3N9N1L4tjhul/rgHC/+9K6mFKg3XzTylrEL35988liAr5f7wInlt4UFr8PU7/OrJlwzbsmcPr6BNbljHQB1N+mKf7RJoTnX9/XQRTSJrY9svT6Icd889h/96D0JvxP07B/RMecHd72vcY3Dzw4LQnxv/4r67lbD98PnHh4z+MvpkxY4n1CzDJMfnn+Yi55x97HT1MPji45AY2rN0MvZn110rEPIzrMu8W5YdFUzfpbpVw6eJlrBy7Ce5hZiaN970w8/uFyhrClaF4QPf9bdu2YefOnciSJQsKFy4c+/2iRYuUiEFh4r333sPq1avV/3xOp06dqrb97bffkDdvXvz4449xFsXWrFmDjz76CJkyZVJCQ/zx96VLlzBkyBAlMFDAYF/O7RkgnvtiG8jvf/jhB9StWxevvvpq7G+XLFmijunll1/G7NmzMXPmzNjvDhw4oI71nXfeUaLLsmXL1P/c/u+//1biDAWOCRMmoEWLFqqsjBkzxooTY8eOxc2bN/HTTz+hZ8+eOHr0KI4cOZLg2n333XfK/aVv37749NNPldXMW2+9Fad+8rpSPOH10kSTF87thTd/5cqVytSUPkOMhXHjxg2lSgUFBalK06dPH7Rr104NIHjBqMjxO25PJYmVaO/evUr1ool72bJJpwul4vXtt9+qm8b4CFSeqFrxplIZY4U7fvy4mtxRveJDQNWK23CiwspMy5LkqFChQoLP7G2YbgXeh7u3r9W/Y/pWa2CjFhZj+7GGe3gos2U/v8SDX5rDhz7CTjPcx1HWnd+jyCibzBEfWdnYM4BluJftZo/uAX64EfhULbWUC5evwOSXxip3jUfunupZsjZFMp+Fxwbr792jyGirfxMaFpZiTJGkeGzlivHV27cAP+ufM2JI44/rd6wTyTjxeeLuaTa1tIyHVj7XGqH8nVmsCEsw+qXBles3UMIGa7rTZy8g0jPAos7I4O2Pi9dsE3VISHikVc82LaTuBlsnPJnDfuDeoxggBeMnHlNQsH3iN7n3KBxIyYKGKy8GPxUbpJoO6cd3rNsD9/CElmSGR17YsnIrypQrDT25dJptXly3E3eDJ04fuwq9OXX0CjzcvZI4Bn3ZuHYzwm56wCP+klSIH1YtXoveb/TQtbxLhxNeLwoh5w9dht4c2nYMHqZEruPha7FZnXQr6+ARPLjuBp94DaYhKh02rNmBIkX/P0HRg8tnKfAntLa6fE5/wWrvlkPwiE5oAXj9xH0EBgYia1b93Ii4on3rzCP4GeI+ax7R/ti+YZ/u7liXTt5O0Dbz/8unrLfoTI7b9x8DfsnHWLvzIPnxu7XjoGun7sMLcdtlCiD7tx9D42b6ZWfjRPHy2TtwS6Q+3r4QjitXrqBAgQK6lbdu6QbgvifiDyiDTz/Bnp17Uad+bbgqvr6+yvKBri93795V80JzNm/erOamnOibT+gHDx6McePGYcOGDSpGyK1bt5RYYb4g/Oabb6JJkyZKaKBgwnmQ+fibYgt/M2fOHPXS4D6KFi2KDz/8ECNHjlTBzVm++XNFS4127dqhTZs2SqDZtWuXsvQgVapUUd8RzoEfPnyoxBXz42/evDny5MmjRJTbt2+jcePGaNXqaZwcWrjQqoUiCPdFQYbz4/isWLECNWvWRP/+/dX/3A8FE4o6GkOHDkXJkiXVdVq+fLm6lvZm1UxV4sf69evVBV+6dKm6gbxJfHh5c2kqwwrHSSRNbXihLl68qDoAKl5sCKhg8Sb16NFDKWEUQig80KQmKahqZc6cWVUMXnCKGlTIqKBdvnxZiS4UPbiP8ePHK0WM/1Mk4c08duwYunTpAmfj4W5Q52ztxN3DygpFn2B3O1wVPUwmi/04OShyN5pg/XT4/3glo/IndR1twdPK66jOLcYE650gnmKKioa/j3WTcH8/X5XyGFaMNd2NRpsGp+r8YP2987Th+lt77eP81oKVcnPS+PmpTCe2wGvvb4HoZ46vrw8MNgij1j7X9vzOFB0Ff1/bBKE0/ryeFKBS/j3bN3vutYfB+obLw8r6keAZcDNa9Ax42NOoxu7DsmeH19vf37p6mBQBGfxhNBljLQg0YkwxSJdZ/8wy/gHeSEyP8vfXbwKtwZgKSR2D3uTJlxvwjARi4s7aY9wikSO39UGSU8I/nS9CEZno53rjl9Yv0bGJfwZfq4KfW0L2HNng4RON+B1rtDESmbI4oD6m8cLDRwk/90ujfx3hvWGg5PhZ/HzSeeiamYpw4uQdYADi6QBGUwzSprctE2Fy+AdwTJhIfUyrb8wPTw8DwlLYxstDv0kWF/l8AzwQE8+bjM/D03PWDz5fvv7eCH+Y8DvvNE/vqZ5kyZEZMYiOY/VHDP5AztyOiXnzPEG3DM4DuRDO4Ke0YNDgwjkFEm2uyXkq55X8S4Ehd+7cajGdcTDolmJuuaUlu9DaxvhWXZorCQWKggULxibI0OI10TiAULyg4MXFf/PjIlpbbB4ryzzjEbejyMG5NOFx58yZU7UznBtTuKG7zz///IM//vhDiR7du3dXghANDWhF0rt3byViaCKHRvx+QDs/889TugYu7/ZCVapp06aqEnHCTLWK6hYvOk1h2rZtq8xraI1AlYyqFM1xWJmofJ08eVJtf/bsWXUxNYuL5MQJ3lSa+3DfjN3ByL3nzp2LbchY4Unx4sWVBYOmxHF7wptPISY5ePzxX9yHPdSpVhlej+5Z9RtWqJzpres0+bBksSFOhUZGAyy2IuCDlt6GCUuc8nysG4QUy50TxjDrV2FzpbXuOrJOZzTZPvDzCnqM0kWKW/WbKuXLI1OEdasaeTzdkCOH9R0ZO9rcXh5W18fcVl5HUrpwIeChZa4T8ckWYN0ksHSx4kgTmsho1wL8QkJRvoR1QXHZ4eT0sL7ht+U62vq7DBFPUK70//1draFyxfLI7pnScPQp3k8C0apJPdhK6bx5YAy3rCziEXwPde0IDMqOu0S+lOOnxEQ8QbVytqXkNqdEbssC/uZPY0LJ4ta1HUnRrV8X+BdLOFlIW9oLnV/tAL2p0bAkYoxxJ0luPqF4uattWaKSo8MrzWDwC00wia7RoITuZZWrUBb5q2ZIMMjLWtYLTVs21r28uu1rIMYQ1+rNLX00WvWwLbh1crzyRid45jUmmERXbVle90C1efPmQfHKmRJcxwx5w9GuQ0voTaXaRWA0xpU3Y0wRqFHfunbeEl7p1wneeeOWReGxQqOiFlnSWtt/l62bT4kt5vjliUDXXpYHrLeUxi/XhDFeP2B0D0OjtjV0LadMweSFxJjoSFQumU+38iiAV2hQRNV3czyzPcEr/fRvHyvWLqTqhDl8FkpUya57oOY2HV9ClippEpRVrHF+FOKYzMXhXJDzS1rt0+rBHMbEYGwLxubg/JNuHZxX0iuB4gTrBQWFTZuexuuxJhYc902hgK409EigdQa9GiikcM7MGCIdO3ZULik0FKA4okErioULFypRg+II96VhLj7wc8YJoYhBMYPZbBjbg+953jRKYCwQii+0buK50o2FLjIcs9JyhW07jy8+tBbhfHfSpEnKsGHatGnKGyN//vxwFs+9+KF8Gs1WPTmY5P/8fMGCBcqqgy+a/lD4oP/SiBEjEBAQoHyaGLxFW3Ew3w/NZ7QbTZ8jChd80cSG29GSQ9v33LlzlXpFzKPV8vfmipV5Z5tSxHR2VIm97KFQgQIon926iYvPo0D07dDa6rJqFchrsxJXK18ei82XeF1r5MkNWzFGRqKBlZle2jVrigLR1okfxugoNCptnck/z61WloKwlYpu6ZE/b16rfkMxqVYey4UM3uM6hfLZZG7Ghq9OgXxW1RO/+4F4rV0bq8uqU70aSnpaXx89HwSil5WpnrNlzYrq6W1zF6iaJh1y58xp1W/Y5tUuaGVK4yeP0a56JdjCK43rwxBiXZydWnmyx1k1sPb8apWwrJ5Uyp8RObJbnl44Ph1bNUe+SMuFqwrpfVG6hH0iQYu6FWGKTF5wzOv/GK1b2D/B7dCkFhCWvJsOrZbqlSmo26STiwrD/nwPmWukQYR7GCI8niBrrQB89tcHurozaLwzpB+adssP70whiPYIQtbCERj0RVuULqP/ZLN48aJ498sOyFokElEegarMxl3y4d0P465k6cU3Ez5BiRYZYcrwEMZ0oSjUMABfj//IIVkh+g3qjbYjGsG/pAExGcKQuZo/Bvz+KmrW1XeySXLmyolhkwYjV/0MiMkYBq+CRtQdVAEff/8BHME3v3yAsg394JbmHmK8g1CgkgEjf35bdysT8v4nA1CV98znASKiHsLgH4yGHfPi9bd66l4WBYnPJryDPLXTIDrtQ7jnCEPVHgXwxU8fwRGM/OUjVGiXFYZMoYj2e4C81bzx+W8DdRdaSOuXm6P7xw2QrnAUon0fIE3BSHT9qC7adXpJ13JeadMI3lFJxzvK7fkA3Ts9XcjUi89HD0X1bnnhke0xov2DkauKFz75fUCcFXm9+PCLgShe1wfRHk9F2yg8Rq4KJnz6zdu6l8Vx4aipn6Nw6xwwZYmAIVckyvYogG//GYEXAS6mc1GeFhK5csXNuERLEAoeDNlACw2meh04cKAKlMpFdVqJjB49Wv1PtAV2SyhSpAh++eUXJaJ8/PHHqh7RvYXuMUwIwtALn3/+uZrHUmyhIYAGhYt///1XzWtpqZGUIQA9K3gOFFIY/4Pv6WHBAKWcD1MIefvtt5VAwrIZ84QiDIO4ck5N4wSmBOZ+4sPvO3XqhL/++ksdG11j6ArkqIxtieFmckS4YR2h3xSDqtDthMIDVSWuQp8/f15FrKVZDZUlCh28oYyuS8GDN4pxCrp166b8kVjpeCOYboeuMvPmzcNnn32GM4kE6fv+++/VDaUPEoUQBothWfXr10eHDh1iI9vyLysvVTTeYPpasTLw2Hg8VLXi+4Gl5B+umS5qZkzWsnTNeny+ZCdMPgGWTWzTRuKPL63PnnP7zh00/+5nPMlknTmuZ/A9zH2tB0pZsep4/NQpdJw6A9E2+KfnDLyLDV+PtHrQ8/3EfzDpahAMHpb9LtuDW1j7/UirB/vnL11E+6W/IzKPdYq88XE4vsxUDd1aWt9JHz5xAq9Nno2HaVO+nhmDAzH/g3eQywbLD8IMFm2+/REPMqc8YTUZjWjsHo3xn9g2kBs7bQZ+PXtDpei1lOqmMPz7xSdWl7V84wa8vWc73KwwNTY9eYKfK1TFy02tX1k9f/EiOv/6F55ksMynu9jjICz+fpTNk6ZXPv0SBz0tEzO8Qh9gYvd2qF7JdgsJroC8+uG3uIIsSR5z5qi7+OOTN1C4oH2rA3/OnotfDp6FyS/59tXnYTBGt22MZnXrwF6+HPMHlh+6DzfPhJOG9AjC6CGvoIJOsTFG/fonFhwLUtlx4mMyxqC0Twgmjxmu+0SQ/cmxY8fhbjCgZKmSDkvjqMGVMq42sZ90dFk8N67wcaCrp99xUjAOBsvUO81nYnCMw3NzxnXUxjnsJx2VUtccWgSzntDK0tHcu3cP589eRIlSxWwWgq2B94xjYmdcR5rZ8+UI0SM+rPesIyzLUZOhxSvX4dcZaxHqmRWG/9waYyLDkN/vEUZ/+DqKFLZ9USo56ErAOumM63j86Ans230YxUoWQs3aT63VHQnbYraNz1M6U+H/cE7LOfCAAQNUENMXnefe8oOCA8ULigkUMrSAThRE6J7C4C30m2JcDrqh0OyGIgi3502mMsfATRzoMd4HFSr6W1H0SGoQQwGDnRe34/6pZLHs5GCQVQZI5bHSnIjK3LOgTbPG6FQiGxD+OMUOpmDUXXw39C2bysmeLRteKpAbpogIi39jjI5Gw0xprRI+SOkSJVDD10dNjq2Bx/ZSiWI2DfKH9H0VVY2P1WQhJfxDH+DTDq1tWuUsXKAgGrpnhzHK8sgYvHelr0WhczPbVkTKlyqFjxrWUsedHBlC72Nk+1Y2Cx+alcTnbVogTUjymSV4b0uGBGHMoIE2lzWgWxdUjn5ocT3JGhqEj7p1tKmsVg0aopHRYHHsDx5TvUgj2ja2zTS/cMGCGNqgJrwfphx8M1tIIL57vbddE5nRb72O3MEpB3V0fxyKNyqWsEv4IGxvJ339PiqnD4P7k6C4X4YFo4RPCMYOe81u4YO80bUzuhfIAsPjRByj/8P34QO8W6uCLsIH+eKDt/B+p/IomfEJDI9vwvjoNtJG30GTYp4YP6K/bsIH+WzwG3i7YTHkxT0Y/3NxM8ZEI0P4HbQt4od/vv/cISvgrG9ly5ZBqdKlnDKJZv/NxQJnlMUyKA44Q/gg7EucIXwQTjCddR2JuW+6o+FEzBnCB+Hqa7UaVZwifBBOoJ11HdleOGPCTlgPWR8duQrcrmUTLJ84An1qZ0f9Ah5oVNgLn3augPkTvnaY8EF4v5x1HUuXLYU+/bs7RfggfM5E+BBSC8+95ceLhB6WHxq/T56O+buO4Z5P5gRpKz0eBaFSFj+M+eBtpE9vXQaP+CtG73w7GmvD3eCWwsTfGBWJWsZwTBr+iU0Db/qmdRv5NU5lTnplOE55kZFo5mbCHx8Ps3lQx9W3QaN/xLbgcBjTZkhUzOFE87OOL6FZvbqwZzWg709fYHdeAwxenimLVmdDMeW1YciWxfrUruZs3rMXk9dswIEHjxCVIXPs/n0fBKJq1owY0LoFKpXRZ1K2addu/Lp8FU7FGGAK+P/gkOWluXcXNbNmxPeDBtpV57Xn5o1vvsdegx8MXt5Jx7kJCcT3r3ZF1fLlbC6L9eP10d9ii783DMl0+sbIKNR+FIa/P/rY7gnNwtVrMX7tJlzxCoAhXrBbt4chKO1lwtf9XkVRHfxtr924iWHj/8Lhx9GISRfXSsgYGYGcT4LRp2519Gr/NDq4Xpw5dx4LVm/C47Ao+Hh7oHmdqqhSsTz0Zuna9Vi8ez/2BgYjwi+AFQMBYY9QI1cWvNKwLmpVrQJHwDrKVTL6Xzty8sJ6vn7zVly9cRsB/n5o06KJ0ybUgiAIgiAIzyMifrio+EE4wJ4ydxH2X7iOxxGRKoJ1nkxp0atNc10mR4TV5/u/J2PFybO4GZBBpYaM8310NDKHBKFJofz44s3+dq2c0TR+wA8/Yi8NlgKSduvxfHAfL2XJhNGDB+uyenDgyFHMWLcJB6/fwqOIKHUdc6b1R6MSRdGn48u6TCgogHw+eSzWh1xGaP70cEvkuL2vP0AVY3p832sQMuoYuOr02XNYtWMXwmOi4efhiZcbN0De3LbHWUmOzTt3Yfne/QiNiFBZRXIFpMHr7dshq51Cjjk0c562aAlWHz2JI4/CEUPhijF/njxGgZgw1CuUH290ao8smTPrUtbvM2dizfkzOM3ciuZuMI8eo3hYBJoULorB3XvotmrMMuetWIWNx08jJDxCuRlkT+OLjvVqo2aVhGnF7OXw8eOYuXYTroc+RFSMEel8vFCraCH0aNfGIRYEzubmzVs4ce4sPN09ULZkCRUkTBAEQRAEQXA9RPxwYfHDmdCPceqiJdh27gJCIiKVKBLg5YXqBfKib4eXdTP14343bN+O+bt3Y+edQITSL9TTC8aICGSPDEed3LnQu2lTq11rrCnfkebBjJr814r52BV4GcHR4SpqdxoPb1RInxN9GrZGofz65Wh/EThx6jQOnzyFyJgY5MmeFQ1r13aIOS3rxeotW3Dg4gWER0fD28MdlQoURIv6DZxmTi4IgiAIgiCkTiQ2h3MQ8eM5IjWLH88CCgWnz5/H/ZAQ5MicGSWKFXOaf68gCILwVPjbuX0pQu/tYlTfp5nVTH7IkLU2qtdsqbv4R3fLXTtXI/jBZZhMEXAz+KN48dooVFj/bC/k4sVTOHVyG0zGx3Bz80a69PlQs1YLh4ioJ04fwYGTaxCNp9nGPOCLMoXqo0I5ywOnW2NJuXLjVEQY78OIKLjDBxn886F5wy66W3Txnm3ctgy37h9HtCkcBjdPeJgC0LhWV2TLZntMqaS4duMqNuxZikjTE5Wq1dPgi0pFa6NcadsyYCXHpcvnsHnfLEThAaKNEfA0+MDLLTOa1u6FHNnjZoDQA44Nt+/fjgehD+Dh7oH8OfOjcvnKuj9ntEZds2EW7oTsghGPEGMywsPgCx9DQbRo0B8ZM+qbqeToif04eHIuohGEGGM43A0+8EAmlC/WEeXL6l//ndk+bt6xGqdvbkWU6TFiTFHwdPdDgCE32jbqozL46B0Id97a2bgfGYSImAh4uXvB3xCAjg27IJPO94zsO7gNpy9vV22WAe5wd/NDldKtUKxIKd3LehGgOzXTy+bOnVtlbREcg4gfzxEifgiCIAipAU6et2wYD2P4JtQoewGZM8WdfN0NAvYcKwJ33/po0OQtu/uz+/fvYevmCYgK34jK5c4gQ4b/l3f6rDeu366MDFlao379rna7mNG1bMuWebh3ZwlyZduHksX/H9g7OBjYd7gIPLwboG79N5EpU2a7J5kr1s3C+aANMGQ7iWwF417HoGsmRFwvigLp66N10552pw8+fHQvdp+Yi1DDHuSr8BgG9/+XF/4kBjcOZ0UWr5poVrsPcufKZ/c9W75xEm492YGspa4hTfr/C0Ycel495g3fsIooW6At6tRoqoNV6CocuLIO931PIWPxp8EzNYKvxsDnTn6UyFIH7Zp0tVvgWb91MU5eWw5jhqPIVSwmwbFcO+4FnycVUb5Qe9SqZn8a60PHD2HZwWU4HXEahiIGePh5wBRjQsS9CKS/kR7lMpZDj+Y9EJCMS7AlPHhwD8vW/Y4HkdtQoPx1+PrHFfmMRhMuHA6AV2Q1VCv7KsqUqmpzWbxOK9dNxZXAVQjIdQzZ8yUMVn77mgGhV0shb6bmeKl5n1RjSRkeHo65KyfgcuhOBBS7joBMcdskY4wJN494I6OxAhqUfwVlStoXNPzkmRNYtn8RzkacgHcpwN3T7FkzmvDkZBTyozialGqBGpVq2n1uS9dOxrWQLfDPfw6Zcsb9/tZ5A4yBpVAkazM0b9TZaYGiXdHygylymUmU13D79u0qsQcTflAcMYdzRmYw3bJlC4oVK4Zs2bJh9erVKrkHk32MHTsWbdu2xbp161RaWabnHTVqFPbu3avaDCb3GDx4sApayzL5+1mzZqn+qVSpUiqJCBOG9OzZU81VWcaqVavUsTGVb6FC+oRScBYifjxHiPghCIIgPO9cuXIWB7a9gzYNL8JgSH4yEhNjwpINRVCj0TjkymWb2972bfPw4O7XqFUtKNnyHj4yYvOOcmjU7A/kzGlbZqDbt69h7YoBqFfrCNKlTbosTgJ37c2EtJk/Rp26XW0qKyQkBL/Pehs5a5yCj3/yE4TICCOuby+I11/+Bdmy2mYtMWPhz7gfMBPZCyafEYvDwiuH/VEl54eoX7O1TWUdOb4bqw4PR4EU7hl5cMuIyAtN8VbPb22yqKHb7ejJHyK61HH4Z0xe1IgMi8HjfTnwXofvkTVLNpusWCZM/xReRdYgXdaUJ+L3rhvgF9gJPTt8YNPEnec2YvIIXMpyCT55ko4vZow2IupYFLoU6YK2DdrCFi5dPoMlWwajZJ3LFh3r1VNpkMf3PTRt8IrVZXFS9efUIchRYS0C0qdc1qNQE64faIQBPX957mNN3Q28jT8WDEGOulfh7pHyud097Yly/m+gVaMuNpU3b81srA5ZCL/CKV+XsOuRqBhWF292ftum+njz1jVMXj4IBWpdhqd38s/qk4cxuLW7PN7pOU7mM3aIHzdv3sS7776r0k1TxOjduzc+/vjjOL8bPXo0/vnnHwwdOlRd62+++UY9Y+biR9OmTdGkSRM0b95ciRm0nv/www8RGBiIn376Ca+++qrab0riBwUT/mUm1K+//hq5cuXC4sWLkZp47lPdCoIgCILwfHD9+kWc3Nsf7RpfSnFSS9zd3dC+6Xkc2Poa7ty5bnV5mzdNgw8+RZ0a91IsLyCNAa2bHcPOzT1x48ZFq8u6desqtm7ogTYtjiYrfBAeS63q9+Hv/jk2rPvHpsWO32a/hgKNzqQofBAvbwMKNrqMicsG4N79eOmgLWDK3G8RnntaisIH4aQof4UnOBb6NTZuX2J1WUdP7MH6Mx+hkAX3jGTIYUD6Smvx6+T3lPBiDRycj5w0CB7VT6UofBAvX3dkqHsXPywahKB7gVaVxWMb9+9HCKiw2iLhg2TKbURM/tnq+lsLJzvvT3gfN8reSFb4IAYPA7wreGNuyFzMWjXL6rJu3LyCpTveRKm6VyyeFOct8Qi3TN9h3eY5Vl/HP6a8g/w111gkfJA0ad1QqNYGjJsy0Oo6khQnT53BzPmLMG/xMgQGWv9MJSVojl34DnI1sEz4IFmLR+F4zFis2jjX6vJmr5yBtdGWCR/EN7cXDmfZjt9m/WR1Wbfv3MC/a95A0YZXUxQ+iF+AOwo0OopfpvVV1iKCbdC6gmLIG2+8of6/f/9+gm327NmDIkWKoH///ujevTtq1KiRYJvXX38dbdq0wYULF3D+/Hn06tUL7dq1U5/XrFkTy5cvT/CbxJ41iiuffPKJ+i2tSU6dOoVgmkSmIkT8EIQXHPoYzpy7GOMmTceCxSvUYNKRcCXrypUruHPnDlyNM2fOYdXq9Th9+uyzPpRUyd27gfj214noOPALNOv7Mdq9+TmGfz8W5y9YP5FNCdbz6fMXodewr9HsjU/QfMCneHP491i5doNug+tnzeUrV7F63UYcPnJUl3Piqvf2dYPRrM5Nq3/7UoNr2LhykFXHcezoVngYv0XhQmFWldW4/mVsWveWamusqQ/rVr2Jpg2sq2sFC4TDz/MHHD60warfjZ/zPgo0sHyiGVte3Vv4c751IsHaLfMQkXMh0sZzTUqJ7EWicDjoR5w+d8zi33AQvOLAZ8hb/pFVZXn7GpCh4lbMXGzdpGzsrJHwrXkpjpm/JWSqFYJf5g2z6jouXPkn/Euvh4+fdWWlyeCGyFwLsW7LfKt+N+rfUQiuHKyEDUvxyuWFFY9XYMu+LRb/htdgzsohKFnzFqwlZ4EoXAwdg3PnT1j8m7lLfkbeKpuUoGcNnl5uKFB9C2YtGgN7WLJ6PXp+MAo9Rk/H9xsuYtTq02jzwY9458sfcezkKbv2PX7eMOSpf8vq5zpTfuBg6AScOmv5s7br4E5sCF8GnxzWWcJ4p/fA8Qx7sHjDAqvqyD9LhqBwHevGbRQ/CzU4hz9nf2jV74T/o1nN0CWFJNZm0VXT/PPE6p/mEueWyHfxkzlwf9r8ILFxAF/mOCIGliPxeNYHIDgeutAcOXIcuXLmQP4C9vnwpsTOXXuxecdh9SBVr1wSDevXdoiP5sOHD/Hn5Lk4eOIaHodFIWM6X9SrWgyvdu+Q6h7CxFZ7Zs1ejCNHryjT6vz5MqFvn052+/LGh/fo5z+mYM3OM7hvygCDuydioq7i70Xb0b5RBbz2amfd79mY36Zg39HrCHzoBne3GBTO7Y/WjSuhayfbTKtTTAk7dxkO7D2LmGgj8uTLhN79OiKDjmmCNdZt2IqZczfh3OUwmAz+cIvZgML5vdGtQ300a1Zf9/I2bNqGJat34dqtELi7G1CyUFb07NISRYro73d5/foN/DN9MY6fvY3IKCNyZg1Ay0aV8FLLJrqWs2HLDoz8eylCvbLBzS09wMXwaODauSis++IvvNOuJl7pqE89CQ4OwYAvxuBEmD/cvfwAz6fZqG7fB3bM3YllW3bj9y8/goeH/l3kxQsXcevWHVSoWE63LFjx2XvgMCbOXomj1x4i2iMApugwFMowHx0aV0G3DrZfw21bFqBJDU4ObGtj61c+jt07V6JGrVYWbX/m1N9oXOehTWU1rHMMmzZOQ7Pm/SzaftPGGWhY57BN51ai6EOs3zoF5Ss0smj702ePwz33QYusIuLD/jR9ydPYvW8zalRtYNFvjl9dgDw1U7b4SIw8ZR5jy77pKF5ktEXbL9vwFwrWuMcjtbos/7QGXHi8BlFRgyxybQgKCsQNj73I4mWw6ToaSlzFll3rUb9mym0ZB/vng1agYHHb6n7GHCYc27kITdDRou3PXTyHM2nOwNfT+iDunvk8sfToUtSrUs+i7XfsWoPcZU/CVgqWeYzte6eiSOHRFvXLt0JXoVQKllVJ4ZfGgEuP1yA6eohN7fPYf2Zgys7ziPFOy1mlqqVuMCDcPyu23wWO/TQDI/u1QZ0a1scyOXPuJIy5jtk85s1WMgob9s9EiaKWWQmtOroUPmVti6fhk80Tmw+sQ7tGHSzafvP2FchegYs61td/WsCYsuzBlWsXkS9PQRuOVkiJ6tWrY8qUKZg4caISS3bu3JlgG21uVLRoUeTLlw9Tp05F9uzZERQUhF27dqFPnz7q+0yZMinrkB07dmDr1q0J9hMWFoaRI0eiSpUqylqE7i9p06ZFaiJ1zxKFFDuZr0b8ik7tPscn7y1B71d+Rf9+X6jVab2hSdsb736FId8ux4rdoVi55yE+/WU9+rw1XAXG05PAoCD0fnsUFmy7j8sPAhAYnhFn7vhi/KJzGDh0VKxiqSc8h5/GTMQ7A77GR0PHYPOmHXAEd+7cRc9en2LSlNM4eDQGh48bsXDZbXTr8SX27Tuka1kjfxiP2dtuItiQVQkfxN3TB/eMWTBx5WmM/Wu6bmXRxPv1wV9j/aFwhBqzwts/Czz8suPy/QD8NvMgfhk3BXrCyW3v7sMw8ef9OLI7Asf3R2Hl/Jvo0elLbN28S9eyli1fh29/WYOLN/3g7pUJHh4+cPfOiEu3/DF67HosXLxa1/LGTpiG4b+sxYELBtx9kgG3HqbDhsMReOuTSdi6Y4+uZR0+egKvD/0Nq/c9wY3QdAgMy4AjVzzwzcQd+PaHCbqVc+bseYycvAoPvbMnOnCM9M2K35ftx6Zt+ty7wSN/xqnojHD3SmhKbvBJgx33vfDZD2OhJ8eOnMTrHT7A642+wued/0HX2oPx7fBfEqyg2MvOvQfw4a/zcOSeD0x+WdQ5evhlwJWI9Php4QH88c8Mm/cdfHc5MpgFrbSWbFmAO9ct8w2+ceMyMqezvT77+Rrw8MEqi7cPubcCaeIFd7SGbJl3q1golrD10Cxks2MOkD67AQcvLLE4G4NfAfss0R4Yd6s23BJB/eaj7TaJOhq5ywdi5fqZFm27YOO/yFTGdoumNFk8sOeCZXWE2WqylLLebcsc71yncOTYPou2XbBzAXwL2Z697ka6Gzh5xjJB4+SVxciQBXbx0LhDTYpSYt3mechf7qpdZRUofw1rNsy2+nfrt2zHlO3nngofSRDinQlfTpqvsqZYy8b9M5G1kH2LfYHG/RY9azdv38Q1z/N2lfUwVxB27rdsLHvi6goEZLS9fcxVPBobdk21+fdC8gwaNAjNmjVT4gcFi6pVqyYpDhoMBrVdiRIl8MUXXyjRpF+/fiquiLYvCija36xZs8b5febMmZVFyPDhw5WIMmaMfZZYzwIRPyyEPlFXr9rXYDubkSN+x+a1DxAdnhleXmng6Z4Jl854Ydj74y1qXK3hy+/G49hVb7h7/b9TcfcMwNm7afHpyHG6lvXNT5Nx80kWuLnFrb7uHt44eNUL4yfZPrhPymKhf58vsWrBLZw5YsShneEY9ekSTJ08D3oz4qsJuB2UEe4eT83biMHgjsfhWfDN6Bm6uaRcuHgJq/Zeh1sSq0punmkwf8Mx3YSrX/6YhquhmRLcM1WWRxrMX3saly/r93x9NXwsbl8OgIf7/zMjsOyox5nww7ezLRqkWQKFtr+nrUcMEk9XF4N0+HfmJt3u26EjxzB71SnAM12C756YMuHHPxbqJv5xIjP611kIjeGz5pbgni3dehPrNlhuWp0cUxaswkPP5NPwRXqlx6yV9pe3bdceHAlO3PRTw+Dugc2nb+vmB05XgOEDfsH1vZHwikkHb3c/RAX6YePfZzF6xG/Qk3HTl+GxRxLX0jstZq0/ogKdWcuVK+eRN8sBu48ve7q9uH37Rorb7dn1F8qVsc51Ij4F8x3AieN7U9zuzOnDyJvLvnMrUzIcB/ZNTnE7tj1BMfaLlA+9DijLh5TYf2YhMuWwb0KWv9JDLLMgrsnm7cuRueQVu8qi+8vFe+stap8uP95vl9BCgrxP4vadlN09Tl1fiYAM9g2Zs+ZzU5l2UoITixOPLXcjSQzffL5YvDdlofHOnVuI8U35GUmJwhWDsHJ9yvX/0u1VysLHHvzSuONq0Bqrf7dgw07E+CbsO+MT5JkVk2cvtHoB8HaMZcJWcuSo8ASL1/2b4nbzNs2Cf/H/jxNtwS+7NzacTHlx5sbNq4gIOAh7uRu5U1k2C0nDLC4MUspgp2Tjxo0q8KgGv/vhhx8S/G7OnKdxdz766CN07NgRly9fRsGCTxX2d955R/2OQoVG/vz5MWnSJBw+fBjbtm3D+++/H+tWU6dOHSWgMOUuBRB+z2CnGsw8w/8PHjyoytXKSU2I+GEhf/31l645l6kqJ/bSCw5ud++4CndDQtPR0Hvp8e8U63xPk4MT5D1Hb8LNkND8jhOMw+dCcPXqNV3KYqCfA6cDk5y4uLt7YutefS1b/p44B/dupI0zcTeYArBwrr4N+blzF3DqzKMkzy3oQVrMn58wIJEtzFi4Gkaf5FM0PnHPgimz7I/gzEHqnsOMHp90c2P0zIzpc1dAL+uZY4eSriNPgtNjxjTrBjZJsXjpagSFJh/F/N7DAMxboM99m7d4I0yeGZP8/s7jNFi0VB9Lky1bd+JyYNImtQavtFi+1v5BM8Wavactax8OXQ7G7du37SpvyebdgAUD4DD/LPh3/lLowb8TZiPsWkIrEw+DJ3YuP66bGL3vwCGcDUrekiTMOysm2/BcnzqxDWVLJPT/tZYKpZ7g+NFtKW7nbrAs40RyFMwfjSuXd6e43YXzO1C0sOXxQZLC3S3leCHnLpxBQB77RbVsRcNw4GhC0+b4hMM+awXNbP1RdMri9I17J5E2o/1pLS05Zo5xIvytC1iaGBmLmbDn4PaUj8ktZcHOEiKQcrycs+fPIjyH/QEi78bcTXGbI8d3IW9x+9sfxuMIi0pZ+Ipys78+kkhcs3qcevCSZc+dm7s7dp68bNX+L1+5BJ8c1ovK8fHwNOBRtAX135j0GMca7hstEFAPb0PuEvaPdX2z3lLZTAT9qVevnmoTmXaWwgndu5mJRUgcqxzmGE2W6XOoDtEfk2Y1mzdvVma7TIXz+eefKx/mMmXKoEuXLti/f78a2H766afKH4npdqgUMa1OrVq1VPRamtxcvHhRPcRdu3ZVUWoJ8xAzdQ5Tv3J/ly5dwrRp01R6HcY+oKr19ttvq5z3FCaolHN17bXXXlP7WLhwITZs2KAaPKYJqlSpkjpefn7r1i2MGDFCVZZhw4bB19dXqV/37t1Tv+f3PFeu1mr5kJn6Z8KECapy/frrr8pP6ty5c8qsiCoccxzzGJkmiANZ/ob74f6rVauW4FpWqFAhwWd6mj/v2rkPEWFp4JHIOISWBNeuJIwWbCtHjp7Aoyh/eP5/kT0OMe4ZsW3nPnTPm8f+so6dRFhMGngmU3Pv3HucIHiPPVy+GJjoxP3+HXccP34CFSqU16WcXbsOAIakJ7YeHt64dFmfIKFBwRTakr8+bgYDAu/bt/JK+DzcC4kCkrHg5b26e18f8W/f3kMwRgQgqdTyBoMHrl+jT7r9XL56B+4eyZsm0yLp+g19LAhYt4GkV3t4LBev2CcOaJw8cwkGr+TjzNy590gXy6pgzqktWMSKcPfHmfMXVftrK/cfhVtUGJ/5+4/1iVB//cLdJNujx7fdcPjQUdSqnTA6u7UcOXEW8EncCsn8vO48sH6yY4p5rEub6unphqjIEIvK0wOj8bEu21iCyZhyGxZ07xb80tkfS8bLx4CHj1Jux6IsOCZLiLZgP9HGMCQxDLAKo1uYGn8lF9OBWTXc/WlRZ9/qNwOlhkWl3I5Fx+hzHS25H3fu34FXgH3nRSJiUhYrHz95gDRWBh6159xidKqP1u7n1q3beARPi2tL8GPrrEMD79+GX4A+1zEyJuWywy24t5YQHpNyHxcZ/chuCyvil9YNQfdvoUAB21KeC0nDOSjnyI5mmhPKcAZWP6kMgvLHH3+gffv2uHv3rhITli5dqlQmCgWEEda1vL/0CWLeYS3qOsUDbk+RYNSoUcr0hgFTpk+frl5agJXVq1dj0aJFmDt3rhIRzMmZMydWrlyJFi1a4N9//1X5ibnt+PHj45gDUWj5+eef1b64X4osM2fOVKoY/Z00mPJn/vz5SkShUkahhudVtmxZ9Tc+R48excCBA7Fs2TIlqvAYNHOjzp07q8/79u2r0v88K3Lmyg4Tkm7UfHz1C+SXJXMmwJR0Q2yMDke2rMmbtFtK5kwZgBQafS8vg65BVv39Ex/OeXpHIXv2bLqVkzlzehiTOTcKOj4++tw3LwsDhXl62r+KR4HSwz1lv2xvK6P1J0XWrJkRY0q+Q/fW6zp6GlLMFsDv9biOxNvLPcWyUtrGUnx9vGAyJu9Co0dZPj4+8IBlwq8pJhLpA9LYVZ63FUHyPN31qZO+aZKeErp5RSFbtrg+tbaSxs8Hxphoi+qttbgZ7J+MESVMW7AvvcqzZD+GRCwkbSrLLeX9+PulQVSE/QsdJiPg6ZF8+lOSmPWnLVhyjdwtOH+LMHoo0+qU2g1TpEGX+mjJNdKrjhgsqSO+/oiJsN990cOQclvn7u6tAqvrgcGiZ02f59ra++Hv7weDyfJr6pFC/Uuwf199nuunZXvqcm8twdOC/VhSZy0hMsIIf7/UFRhTcE2s7jno+pElSxYlUOzevRsvv/yyyvNLCxAKI4QTz1deeUW9ZzRYBkyhvxEpX758bMRZChLadunSpUPr1q2VbxH33bJlS2X1QQsTCgrmVKxYMbYcCjH0S/rtt9+UZYm560i5cuVUYBbuI1u2bMraRDsHrhpo0KqDHS19rQjzHSe2nQb9pqiyEQaMocUJt6PYwbzHpHLlyiqiblIcOnQowSux6Ly2Ur58WeQtkHijFmMMRqvWdXQrq3jxoiiSK+kOLWe6cDSsr095pUuVRMHsyVfbcsVzQk9ata0NuD9MMGAqUS4jcuTIoVs5zZo1QqYMSa9AuuE+OrRvqktZ1csXRkxU8qsLpogQNKqd0ELJWvj8lS6SvEhkjApDjcrFoAdVqlZErnxJ15EYBOOlNpZFwU+Jl9s2hcGUvFWHwXgf7VpblgUiJaqULYCYmKTNT92jg9CxXTNdyurUviV83ZI+N5PJiHIlnraZ9sBJTLFcyVsraORNY0Tp0qXsKq9UvqwwWRAXxRT+ELXLl4QeNG5bG1GGxFcqC1bKjMI6Zelp91IzZDAmb9VnCg9F4xrWW6v5p8mB0If2D+7vBAKZs6TsI2wyWVYnkiM8nMJjypEcvXyy40mY/edmRMqZpPLkKoSQO/ZP2oPvGJE7Z8r1xgP6TDY8kHK2MU+3AF0m0jzmlBYwMmbMiJjQlMWflHgUFIXc2fKnuJ27Sa/rmLJ4WzBPQcQE2S9++BuSd8kkObMXwoO7+ogf7qaU6whdhnUpCym7LprDBdn8aS0XNIrlsm7BLleOvHh8Tx9BwsOUch3xddMnU5iPW8p1JGumvAi9b399fHzPF9mz6Ts+FwRbMNgyUNVcNOh2smTJEvWihYYWEEWlEDNLN8qJoma+SBcT88/N4f80daQQkVy+Ym0fFDo6dOig3E8odAwZMiTOdlrwFo2kTCjjp1RLKcUaV7LjH1v8YybJpVyle1BiLz0ZPKQzfNLcU5MUjRhTCF5qXxSVK+vjqqHxevfm8EFCf0cPYzB6da6vW/pZXu8urWvBEJ14IE5/BKF3lxbQk5q1qqLvWzWRJlMwwiLuI9otEMUrmDDy28G6lsM61LljLcCYUHCLiQlHgzp5kFcH1yHSvk0L5PVL3tS3WFagVnXr070lRud29eBpDE7y+3wZH6Nd6+a6lKVc6F5tDDePhHUkxhiBanWzoUwZ+ybQGrlz5UTlMpmTtJDgs1ehVHrkz69PvKDuXdshb7rgxPO8R0eiXqUcKqW1HlB8bl6nKIzRiYtkWXzv4bVelqVtTImm1UrDGJW8tQ6vcZ2yBVJcEU6Jvl07IF14yr7whXwi0Vgn0bZu/Vpo3KsUos0EEGXJlTsMgz5/ml5OD9g/N6xUAMboxC3IWGbxTDGoV+epwG8NNWu3xLYD9qdK33eiMCpVrpvidhkyN8ODB/ZNynbvz4V69bukuF29eh2xe7995xYSakK6jCmnTKXlqmdIadjL48sFULFcyu1zNt+qiI6y7zrevWJCpWJtUtyuSZ1XcPWo7RlKNDJ5VUpxG47Dcrjb347HXMiO6pWfLowlR2avCila+Vmy8p0jTfUUt+NiXd4I+/qMqLAolM+c8jivUoXquHO+MOzl5kV3VCjZNsXt0ntVsfs68vcBHpWtHhfULlUAJgvcy92ePEDXlpalkTa/Zz4PS8Begq4YUbVEyqnAK+WujogH9sUpiokyoljalJ+hWtUbIuiU/WMYn7BySrR83mB9onu2vB67xMuS9sXmGWmNGjWU4MHI5RRCGNfjzz//VN/xf7p+EOYOZlDIxKwgaImhRbFlbI4VK1YolxPG4lizZo0SNxgzhOJKYjDuB2N9MBotf7Nly9NMAI5IdZoSWmwS7byPHz+Os2fP6up+YS2VKpfH5OmfokW7bChbxRPV6/ph1JiOGPL+67qXVb9uDYz+pDMqFwb83e7Az3Qb5fPHYOTQ1mj7kj7WChrt2zbHwG6VkdkrCDHRTydMxshQ5EsXjK/e74jSpezvgOLT9ZV2mLt4NP6c3h9zlnyO38d/gQwZ7F+ZjE+3rm0xeGA95M7xGJERdxERHoiM6e6ja4eC+Pyzt3Urh2LUd8NeQxbDHRjjTdyNMVHI7R2I7z99U7fy6tWujoE9asDXeDtOeTGRj5A//X38OHKQbgIZad2mCYZ80hJ5i0Qh0hiI8Mh7SJspBK0758eob9+Hnnz95WCULBgOY1RcsSUm6hGK53uCb77STySjoDtuzAcoly8Shqh7saKAj+kuXqqRAV99Ngh68v7g19C5cW6kMQTCaPzPnSLyPkrkeIzfvnlbt9zu3Tu1Rd08bklP2o0xKOEXjCFvvGp3WRSZ3+3YCN7hSQenSxsRhGF9Ourafg/76l18/m9vVO6QE6WbZ0LzgSXwz8rRKFNeHyEutpxBr6NhQU+4hcU9v5iIJyjscw8/DbetPiqB37OuXRMXWgUYfOpbdF3r1H0Z+w4nbT1pUXmG+nEWK5KCCx4mQz27zm3vwUKoV6+TRdsWytwI4U9sH6fERJuQO01ti65jm6Z9ceWgfc9pxI0SKFemSorbZcqUGWkirZuUxufGGXc0rNrTom1rFG6Jh3dtz6RljDGhcNpqFl3HVg1ew5Uj9lmaXD2YES81sawNq5m7JiIf2T659TjlgY7NUhanee5Z/esjJsY+QeLx7bIoVSJlS9FGtfvh4nH7BLLLJ33QqJb1ovE7fV5BQQMXBJM+V/ZBTYpkQMVyZa3ef7HMDRBhx3NN3G4XRbnSKYt/zeo2h+cFO5/r4yZ0bfY0zmJycGyWw6+WXVZdj0NjUDSHPgtcesO5Judw8krjEi9LkofYbKPF4KQMJMqUOhQ7SpYsqUQIDQYMZSwMWlvQHSWx1brPPvtMBR6luwsFEsYRady4sfquVatWat+08qA7irnFiEbx4sWVWMLYH3StoQsK1dcrV+xLtWYr33//vYpl8s8//yjXGLoHaZYyz4rMmTNh6Af9nVJW5Yrl1MsZdOvUGp3bt8TKNRtwN/ABihXJj9o1EwaW1RPW5ZIl9RdW4tOuXTP1YlYLxsph/ddTGNAoWrQQ5vwxHP/MWIB9J67iSVgU0vp7oWaFwujZpZ1FkwZr6PRyS7RsWg9TZizEjdsh8HA3oHa1SmjSqJ5DRMJmLRqoF2MTMQ0dzV7ttRpIDF6nCb+PwNatO7Fq/T48ehyBNH7eaNKwCRrUr6X7uWXJkhnjf/oU5y9cxLbt++Dp5YF2rQeqRl9veOzvvd0Hb74WjsXLKEiHo3qVl1CyZHHdy/n5yw/xwx+TseHgedwxpoO7p7eKX5E+Ogg1S+bC8Pc+T2DNZyvtWzVDGn8/TFm2CScfxAB+T4VM90dBKJcjDd7p3w0Vytq/Op+YBQhfjoRtxZgR72P/oSNYuHorHjwMh4+XB+pXqYo2LZvYVR+r1e6PnfsWoVZl24IWbt2bFrXr97f4PLx8myA8/Cx8fKw/5iPH/FCxcl+Lt69a/XUcPLIYlcpbH8Q3MtIED+/GFrcvLRt3xegZs1Cwtm2Bl68e9MfgNv0sFvvSoxpMpnU23fuwR0YUyGi5217FIu1x8Po2ZM5tYz27VxYFC1gmetWu1gCrJk0GstoWUDrwkDvebNvLom2zZMkKnzC6XO+yqSxOuDMZqlk8JmzXuB2W/7kcSFlzSkBMVAzKB5RPNmCsOS0b9cfUtfNQvHJc915LCXtsRL7Mlrlb5syRG3jIk0o541NSGIMrIU9u64Nm8lmY+NVQDPnmdxyjVZlv+jj3x+tJIJqVyokvhw606bheatIVI6fPQZ6aSVu5JgeFk8IZLXPJ5bNcOn1FHIvaBncbYorxfAt5lFBzJ0t4qeFrmLh2KQpVsS0I+K0jufHqq+1t+q0g6I2byV77s0QoVqyYCjZq6UOVWEBRWk5o8UAYhJSD3g8++ADPM4w/QiGHmV44cW3Tpg3Wr19v8eoozXW0CcyjR49svn6CIAipFQrhS1auQeC9UKTx90aH1i10dwk0Z++BQzh4/JSKZl+vehUUK2K/Cbgrs3blOJTM+TtyZrcuRsbVG+64eP99NGxi2aSd0A122pTuaNt8h1XZBm7ddseV2x+geUvrJjFrV09AzszfIXdOy1dvOYRasqo6uvealaLLrDlbd6/CweCvkbWwdSkk7101oJBpMFo26mrxb0JCgvHHgt4oXO+a1RYm17ZUxtDXJlglwE+Y/jn8yiyHbxrrRPtLezOic80/kD9fEYt/c/j4fsw59RUylLLuOoZeN6KaoS9aN07ZLUrj+s0rmLlpAApUT9ltLj7nt+TBWx2mIF06yy1G9xzeg7Enx8KjiId1LiF7AvDTgJ+sqo9LVv2JsPS/IZOVzzUtRk5urIbB/f6xWPy7fOUcVux5HUWrWJ+97tz+LGhaaQIKF7QvHtOOPfuwaMMOBIWGwd3dgHyZ06J3p9bI+1/sP1tZv20xDjz5BZkKxFhthXR3Swl8/PoEi68j+8oPJgxCdM0Qq4VN414fjOr6AzKkTzlOkcbSNVNw028sMuW0btp464wvqmb9CtUrN8TziPncq55726cZ/NzdVMpjppZUf5nxkX+ZQtPgrr6HwQCTx3/v3Qww8S+3cXeDyeCm/je5G/7/nn8N+O+92V/1HjDyf7f//o//PZtS9//em20Ds9/HfuYW93+TwWS2rSn2e+X7we/cGYTc9PR/NxMMBqM6XTeDEQYD/3/6mbv2190IdzcGiuZfIzwNRnio743wMsSo9x5u/CwGnoZoeKr3Rni6xcCL/4Ofx6j/vQ1Ralv1nVs0vN2i1HtPt2j4GKLhAX7+3/9u0WpbL3B7E3zc3ODh5gZPGBAZ5oaCZW9YPH9+LsUPpj6kBQUtOGhVQpeZr776SqW4fZ5hBhqmw+Uggcf91ltvoXlzy828RPwQBEEQnneWL/oWpfNORd5clg3wL171wLk7/dCi9VCry2JfOH9OP7RouAPe3ikP8C9d8ca1u/3Rpu2HsIUVy39Gjgx/oGABC1JARpqwcn01tO882SYXsFUbZ+NU+B/IXtSytJVBlzyQK6o3OrS03nX12vVLmL7uXRSqc82iiVJkuBHXtpfHe70nWG0FyGHl2CkfIk2ZDUiTwbJJ2eV9mdC87CiUKWl9nKnt+zZixaVfkaG0ZW4ioVeAMsZO6NLKcssgjZNnDmHFoY+Rv0qgxdfi4vZceKXRL8ibx/rAxpv2bMKUs1NgKG6wyOIj3f50+Lr31zbVx5kLv4Nb9unInMOy55qxZE5sLIuBvf5N1Do7OY4c24mdZ4ehcEXLriO5cCgTqhb8BhXLpxwz6FmyaM0UnMVkZCpgmZAUHWXEnS2F8EHvCVYL/cEhwRg+7SPEVA2FwcNgUX007vfG+y0+R8G8KQeejs+cpb/jfsA0ZM5rWR25ecoPpdO9h0Z1nl+rD/O5V0P3DvDwpPhhiCt+GOKLH4a44gffK7EjGfEjvugRRxD5T/wwJC1+xAoaZuKGxeKHe3zxw5S0+OGevPjhYS5+UNTQBI9ExA8ldmhCiBI7+H9c8eOp2PF/8SNW7OB38cQPz3jih2es+AFkK3z92Yofgm2I+CEIgiCkBrZsnILQu9NRp9JlpA1IfNAdHGLEjkMFkSFHb9Su99SS0xZoAbJsyTeIiViHapUvIiARi4KLlz1w8UpF5MzbHTVr2TfQ3r1rMa5dmo4CeQ+icMGEFgWPHhuxa18BGDwboU27z6xaYY/Prv0bsP3UP/DJew6Zcrklmdnl4YUCqFqoBxrUSjnwaFIEBz/AtGVfINxvP/KVC09UBGG6zquHMiKrRz306vipza6CHFrOX/EHLtxfjpzlbsE3TeL7uXHKA4YH5dC23ofIl9d2q6vjpw9j8Z6/8CjDOWQsnHhZobeiYLiWB/WKdkKjmi1tLuvqtYuYt+EreOU+juwFTMnGL8Hd8ujZ+mtkypRy1qGkOHX+FGbvmI1zpnPwKuEFt3hWUJGhkfC94Ity6cphQPsBdtXHZWv+xsV7U1G44m14eRuSvLeXjvvCFFwPfbt+b7M74vmLJ7F8y+fIXvwkMmVPert7t4Hbp4ujZZ2vULRwGaQGNmxfhm3n/kbGMnfhl0SWGV7Hm0c9kD6sGt7sOtLm68jYhz/O+g7ncQK+pdxhSCRFO8t6dDoSecIK4d32HyJTRuuy2ZizYdtCHLw0HRmKXUK6zInXkcCrQPj1Eqhbuj8qV3i+xSoRP0wifgjPDhE/BEEQhNQCg4tv2zIPIYEr4IWTSBcQDo4oQh75IAqlkSFba9Su2163mEUUQTZvmo3Q4HUwgIELI+Dm5g+jKR+KleyOUqX1yU6lcfLEfpw6MQ3ubldhwmMY3LwQY8yIgPSN0KBhd4tjKljCgcM7sefUAjyIPolo49OU5x4GP6RzL4YKhdqgZtWGusUPCgoKxIrNf+Nu+B5Emh7AhEi4wwfeyI686evhpSa9dItXxnu2ZtM8nLu7FmHGq4hBGNzgAQ9TWmT2qYRG1V9F/rz6pHomZ86fwpp9c3En8jQiTU9gNHFw7otM7vlRu3hr1KisTwYncvL0EWw/PAtBUXvhERACT58oRD3xRMyjjMjiUwONqr2KAvn0c6O7d/8eZq6diRuRNxAREwEPgwd83XxROWdlvNTwJd2eM06mV62fihvB6+Ce7jgCMkTCw9MNj0Pd8PB2HmT0rqsCl6r4HTqwd/9mHD2/AGHuu5AuazB8/NwQ/sSE0MD08ImuhjKFOqBq5QbPNIGALdACfPWmhThxcx1CPU7CO30E3L1MiHzkAQRnQy7famhdvw+yZU1G+bGC4OBgzF43HSdCjiA05gFMXkYgyoA0bgEomqYUOtXvhlw5culSFqeO23atxbHLSxEacxZGPFEzbQP8kdGzNKqX7mJRkOTnARE/TCJ+CM8OET8EQRCE1AgH+szaxgkKXVQdEaT5RUEbljlrssfyXLEsZ4qAISEhatxGdxO+XKX+M37d3cBbiIgMQ5ZMOVUAdj1FP3N4/W7evI4HIYFInzYzcubM/dy7u1vjzn/v3j2EhT9BpoyZkTlzZofWET5nzMZJEdMZddHZbZaeiPhheuHED8e0YIIgCIIgvDBwgJ0+vf7pv19EnD2BcGZ5qXFylBJ0DcqYMaN6uRrZs2dXL2fACWjRoswkpm82secBijjOFHL4nDkyUHhi5QlCasE1pGlBEARBEARBEARBEIQkEPFDEARBEARBEARBEASXRsQPQRAEQRAEQRAEQRBcGhE/BEEQBEEQBEEQBEFwaUT8EARBEARBEARBEATBpZFsL88R5lmHmXpJEARBEARBEAThRYWZa5yRUSYG0YCJLze4mYycmD39a2TuV/41MrE709so+wGT0f3pe5MBJuaQBXPKusFkclP/m7iN9p5/mW42/l/1HjDy/6e7evoyxk11y2JjU93GWJnq1hA/1S2STHULw/9T3fL7py9+9vRvjDvP/+l7XhOmv326Ld/HxH4OQwzcDNHqvUl99vR/E2JgMsTA9N//RjcjjG5P/+c2fB/D9wYjomFEjJsR0dyHmxFRfP9fqlujmxs8VKpbIDLMuroh4sdzxJMnT2LfZ8uW7ZkeiyAIgiAIgiAIwrPk0aNH8Pf3d3g5W2KWUAERXBxxexEEQRAEQRAEQRAEwaVxM5n7WgjPFKPRiKCgIN1NvGhRUrNmTfV+586dat+OwlXLcnZ5rlqWs8uTc0t9ZTm7PFcty9nluWpZzi7PVctydnmuWpazy5NzS31lObs8Z5TlSLcXToPNLe+fF5xdZ55nrLkWltQVcXt5jjAYDMiaNavu+2Ul4L4JzcYc+QC5alnOLs9Vy3J2eXJuqa8sZ5fnqmU5uzxXLcvZ5blqWc4uz1XLcnZ5cm6pryxXPzdHHL8zXGpetOv6PF8LcXsRBEEQBEEQBEEQBMGlEfFDEARBEARBEARBEASXRsQPQRAEQRAEQRAEQRBcGhE/BEEQBEEQBEEQBEFwaSTbiyAIgiAIgiAIgiAILo1YfgiCIAiCIAiCIAiC4NKI+CEIgiAIgiAIgiAIgksj4ocgCIIgCIIgCIIgCC6NiB+CIAiCIAiCIAiCILg0In4IgiAIgiAIgiAIgpNZv349XnrpJTRt2hTDhw9HVFRUnO+jo6PxxRdfoHnz5mjWrJna/kW9Fg8ePMDbb7+N1q1bo1WrVpgyZYrVZYj4IQiCIAiCIAiCIAhOJDAwECNGjMBff/2FNWvW4MmTJ5gxY0acbfg/J/0rV67E1KlTMXLkSAQFBeFFvBZjxoxB0aJFsWzZMsyZMwezZs3CgQMHrCpHxA8XZvny5fjzzz9x7ty5OJ//888/SO2EhYXhypUruHbtGsLDw+EqREZGxr6/d+8eVqxYoRqA0NDQZ3pcqYnffvvNpepEYty/f181+D///DN+/fVX1QHcvHnT4eXyeXMkrthmmV+zs2fPYuLEiep82H7pjfkAYMuWLWrVhIOk3bt3w5Hs2rUrto1asmSJKnPRokUOLVMQXnQc3R5fvnxZjbXI/v37Vbu1d+/eVN1GCsLzxo4dO1CxYkXkyJEDbm5u6Ny5sxoLmbNx40a8/PLLMBgMyJYtG2rWrKnmBi/itWjYsCG6deum3qdJkwb58uXDjRs3rCpHxA8X5YcfflATojt37qBHjx5qQKpBtcwZ9OrVS/d9UhB46623UL16dbV/nluNGjXQr18/3Lp1S/fyvv/++2RfetOlS5fYgQZNuih+cBLRsmVL3Qcd//77b6zgQiWV5nQsk+JBfDMzveA9OnToUByRh+h5bn///Te6du2KkydPwhl89NFHSoxwpklg+/btcfToUdU5mEwmHDlyBK+88oqqL3rBQW/8F00NKSxpA+LU2GY1aNAA+/btg7MYNGiQ+rtu3Tr07dsXd+/eVUJVz549sWrVKl3LGjVqlPpLYey7775DwYIFkTt3bvX5tGnT4AgowLH9YJ34448/VNnZs2dX7dbo0aN1LYurQL///ruaHD169AhvvvmmGij17t0bt2/fhjPguboCp0+fVs/c+++/jw8//BA//fQTDh48mGrHBhrsW9i3LV68GA8fPsTAgQPRqFEjfPzxx6rO6F0ff/nlF1X3uO9PPvlE9aEsKzg4WNeynN0ec7WV94mry3PnzlXndvXqVWV6r7cY7cw2koSEhODzzz9X40b2OeYMGTIk1ZYVExOj6n6nTp1Qt25d1K9fX42FuKDgqDHd5s2bVX1/7bXXVHvMfuf48eMOKctVYX2noKHB9/H7M46L2K9qZM2aVX32Il6Lxo0bI0uWLOr9zp07cfjwYSUGWYOHTscrPGewQWLn7+HhoSbUbHgzZsyIOnXqqMmS3nTo0EFNxMw5f/48OnbsqN7Pnz9fl3LYWdAXjBN0npvmC8eB9gcffIDp06dDT7y9vZU/GTvk+OfnSDgQ5USifPnysQNVTrLNJ4T2wvrBwQ0HwGxwWCbrBjvPr776Sq3e6gnVW3aM6dOnV4PG8ePHo1ixYuq7b7/9VreV4gIFCqgBPQdUnBixU6aJnKPYsGGDEnR4fzjIdjQ//vijGkSZdxCE95CTQPpA6kGVKlXUYIqYtxmsk3wWTp06hdTYZvGcvvzyS9VZcvKQNm1aOAMOQNk+5c+fX/3PeslzbNGihe5lsX7QNFYbILB95goKJxN6s3btWtUueXl5qfc8R67GsG1p06aNei70ghOwgIAANeHjyg+fN7ZTLJeTMl5jPUlM4Oa5avWRooFesL9MjsKFC+tWFgUq3ifWvWrVqsW2H7yGrCtsR1Lb2ECDJtOPHz9WgjQn6bVr18a7776r+h/2a3ouWvD+8xnz8/PDN998A19fX3z99deqT+CEkH2cXji7PWb94DXj88a+lGIIz5UiDyfXHBOl1jaSYgTLqFWrlhpncaGEfQK5dOlSqi2LbSHrPuulNj7gc81njMfB8ZeecGzMyWe9evXUoky5cuVU2z906FAlOrL9F1LGaDQm+IwWHuYkNgZy5pzkeboWGuz3ad3KBZjMmTNbVY6IHy4KHwpNHOAEk6sT7MA4IHbEA8PVDq64c9JJcyU+qGxs9RwcEq5CsOM1h+fJzzRLBj0ZPHiwWu3gBMmRq1XxiYiIiBU+SPHixRNtFPQyWV+4cCE8PT3V/+wgHTEh42oty6FivWDBAjWo4SA8T548uk5uWb854OXAbebMmRgwYIAawFWtWhU5c+ZEnz59oCdcWecK92effaYG2xywcdXF3d0djiK+8EE4ME2qk7AFXjtOFigQcAWJtGvXTgkUqbnNypQpkxrI04KA1k4coLVt2xYlSpSAI+G5aYN6wlUcPe+XOazvFI7M/9eurd74+PjEtk28thRBCM9N7/O7ePEili5dqsrjM8ZJLaHVE1en9YZm97SG4Oqp9jyzLnKyqzfvvfeeKo/Pcfz2kGVyQq3npIVtMCcq5rCPoyihp/jhrLGBBi3i2PZzkk7zaK0cXl8+53rC+zV27Fj1npNarW0sW7asbiL0s2qP+Vxr9YPtB59tws8c1W45q43kfeMCGuFY4dVXX8WECRPUWEHvxUFnlsWxXHxXiLx586JSpUrKelhv2Baz3eV9o0sGBY/Jkyer54znKeKHZbCec4FTg4KVuZWHtg0/18YpfM925kW8FoQxQTg25LzClusgbi8uSpkyZdTKAyfupHLlyhg2bJga1LAy6Q33O27cOCVAcNDB1SQOEDnh5Esv2AlzhTg+9IdLly4dHAFXGx0lPMSH94srR7x2miUEVzk5WTOfzOgBTWVpkpkrVy5liaHB946YKHEAT+FDWw1k5//GG2+o+qLn5FYbUHDwxtUp1g2uiPA8HeEjzWPnZH3evHmqw6cAQmsFumdpbgh6wmeLohxjOrCT4Gvbtm1qIqit4uoBOxQOZDhJorhDCytHrjQ4s83i80WLBE4c/P391cSMK6ucqOkNV/dYF7hqyw6b0FyVK9AcmOoJ98uBJwOj0UKIMH4KLeZ4fR0BrxnFB7omsf5RsKLIyWe7SZMmupbFZ5sr+tevX1duBZrZL99TMNYb9mk8D7oh0tWME0+uMPEvX3pPbimkchWLbZb5S0/hg3BCyfYxPhSu9G77nTU2MK8jrAucpLPv1uCKuGY5oadlqBaXgs+yVh8ZtE/vSbuz22NO1NlHU/zjc0yLmj179uDTTz9Vk+nU2kYSlqPFBWM9oYXO7NmzVTBJva+pM8vi85uYKwTdBrTFLT3hM6XVc7YbWgBOvceqrg6fNfYxjFvB9ouWOnTPNYdWjnz2ORfheIixMTjOfBGvxZw5c9TnHHPbKgC5mRzhAyE8c+j3OmnSJGX2z/gYGlu3blVuDlRsHQGD3nEFnJNcdpR6xxe5cOGCmqiwgddWvznQYHk8L/q4p2Y4UaH/Gt0oOEDktaQpKAUfDgRoJaEXnKRwlYxiB10AuNLOcmi+y5VOvc1aaXHBiRmtSjhoJBQHTpw4oTpN+vvqAesH64KzSGz1jefDe8iJPC1c9B5M0TR406ZN6jlgZ8gVVXaOdAVwhHBFhZ2DNU4yV69ejdTcZiW1WkohkPdLb5GAEz4+Z6wPvDecTFPM5P+cSGTIkEHX8jgZ4745OeIqPttguhlwcqE9d3rDusHVdpbNcmm9QL9cutnoaQHF+0ZxmHWeAiAFA06mGdCVcWIc4dZDeP84+aNPO03XHRXMlSu3tIbTVoodBa2eOHimcKWtqrEfpUsPB59cwU1tYwMNCgQcHDP+kVb32KfSLZbitJ51hNeQ/Q3rOp9tCtIUdHh+LM8Rq+3Oao/Zz9Bih9cx/nNNMZUuPo5oI3nPKLpobSQFLL0n05rlE928KLITLiJwzMNFIZabGsui6wnbKYpT2nPNiTIDYdPVJv4k0l74PLPfZD1nbBaWyf6NFkoUV/WO+eTKUODmGJzjILoPcWzMesP7x76OMVvoHs62hc8m+3NXtazZkMy1eOedd1Sfz/bHfOzEcbY110PEjxcEPjgc3NDs3xmwc+Zg2BGmyJqSbT7xS8wsSi8oCNCUkNeP6jkjCzPuSOnSpeEKMAgpJ+uc9LGT5CoF/VP1hlYXNHemeaS5+TFjjdBawhlBsij06G2yTlHKUSbclsJBMGOpOBLNnNx8NdURsEviihhXlbgiyBgutM7QC04aHDUpeV5w9DVMDA7k2SZz8sJJUmKWBXrAwTYHf5wQcRLBCWjJkiVV4GtHwsk7xSoGF6Ygl9rhREkTUFlf2IdSQKWriCOhBQgn1I4aG5Bjx47FETHZ9/A8tcmnnnCFksK9uUDAa+jo8QHPke0xreWcjSP6UWeXxdVlTp4KFSoU+xknVzSj56Q+tZbFsRzbRPPnmoKm5rakJ7Sw4uIcXb74vPXv31+1z2xbKLw7ytVSEOxFxA8XhZ09YzfQFYQrYmyU2DEzdgXN7swbYb3K06wSmKqMggEbPg6mKBboBZVAruxwwNG0aVPVqGvwfGkm78iATlyVpukizRYdEdCJ50ezZwbyMRdbWA79sfU0k3TWPbMEmrLrtbrDwG90AaFAxlUqrnhovssUXhy1asvJHwc0NAN15ORPC07L/XOVhatkHHhzRZXm5UWKFNGlHLqF8OUsE1ZmYOFqKc2emaWBbgUUdCjs0PLD2mjeLyLP4hoyAxdFTbaTLItDCgoFbCu5YkNx2lHwWT9z5gwqVKjglDaLK9QsjzGYHC0m8boyxgnLorunI2G/w0mTMxZHnH3PCFelHRHHypnnxoUern5SWOG4jhNnCnHapFOLtaMXnNAyTooz+lFnlvWscXT9pyUJx8ds6837bgplXLRzZBvC+8gxJONSODLmmSDYDcUPwfXo1auXafr06aYxY8aYKleubNqwYYP6fMuWLaZXX31V9/LatWun/q5du9ZUq1Yt06hRo0wjR4401alTx7Ry5Urdyvnkk09MQ4cONU2aNMlUt25d04QJExIcg568/PLLpqioKPX+8ePHpt69e6v39+7dM7Vq1Ur38j7//HPTH3/8YTp37pzpxx9/NM2YMcN0/Phx0zvvvKPupSPvGe+XI+6ZBq/fb7/9Zpo4caLp4cOHpgEDBpgqVKig6uqtW7d0K6dLly6mbdu2qXv00UcfmTp27GgKDw9X37Vt29akN0FBQaY333zTVLZsWVO9evVUvSxfvrypb9++pps3b+peHvc7fvx4VT9Y1ty5c9XnmzdvNvXo0UO3cipVqmRq0qSJaf369SZnwHtz+PBh9f6VV14xHThwQL0/ffq0qU2bNqbUyujRo5N9pfZryP6EdVBrJwnf87Pu3bvrWtb27dtNVapUMTVu3Fjtn+0W28b69evH9nF6snfvXvVMnz17Vl3LGjVqmFq0aKH+7tixQ9ey2M7zHvF6sp+uWrWqqX379qo9PnjwoK5lXb16VbVZ7E9PnDihrmP16tXV837+/PlUfc/YDsZ/sWztfWo9t48//tj0xhtvqH7tm2++MQ0cONC0YsUK0/vvv28aNmyYSW+c2Y86u892Js6sI5MnTzY1a9bM1L9/f9V+7Ny506HjY20uwfaxQYMGptatW5teeukl1Y6wzxGE5xURP1wUbaAbHR2tGltzHNEIavvs0KGD6dKlS7Gfc1LbsmVL3cphw2q+b3YoCxcudFgn2bRpU1NMTIx6HxEREad8R4gf8c+BgwLtPrJTS433TGPw4MGmzz77TA3WeB1//vlnU2BgoBJ42Fk76hp++OGHaqCY2HepbfIX/xw4MUrqOz3K4QCGA1FOpDdu3KjqoaMwb5c6d+4c5zs9nzUO0jjRi/+qVq2a+qs3v/zyixLDKPz9/vvvCV6p8Rqak1xboXeZFKM50OakoWTJkmoSTygy8ju9caaYxLZ+06ZNpmnTppnKlCljOnLkiPr81KlTsf1AalwccfY9a9iwoXqWe/bsqcRgvvj88S8/S63nZv6csV5GRkaq9xyfNG/eXNeytDKc1Y86u892Zh/gzDrCcRUXlgjFWYq0FFUddR21/oYLMlxE06CQFb//EYTnCXHIclFocqb5ejM4ogbN7RwZIdzRqcoo2NHfm+fHfdOFh0HMGCXfEedFH2EGG9ICOtGUkObIDOhUqlQp3ctjvA1maqB/KN1etCjhNClM7enlnJWmkseu1X3CTC8MtkoTfEd4+Tk7/bIW+Je+tawrDGZZuHBhlQFDz2wG5llsGPOGcVkY84ApmGker7evMl2waMrNQHCM38DgiwzIyDqTWGpfW2HASqYjZopKuic5Gmemy3bWNUwsA5eWftORGbhYv+nWpb00tz261uidyUN7BhhwjdBtlK48hM+F3uXRbY7XkG2Uefo+ur3oncmG7Ub37t3VOTCIrBbng+0y3S5T8z2jiwTbKZYzdOhQNVZgkONp06bpXpYzz43BijX3UD7LHBvQLZYxMRzRXzuzH3V2n+3MPsCZdYTtleYuxLEqg58yMCbHV44c97M9Mc/sRXd0uqELwvOKpLp1UdjpM9YHG1dtYsvBKIUCRwRndFaqMg7O6N9Kv0nCSR9TOtK3nX6OejN8+HBVBicRHPDyurIz5sSCWQf0hllWOGmmzysHpxQGGJuDvpqdO3dO1enlnJWmkveI141iFaEvNEUyZpVhbBO9cXb6ZUbaZ91g5gnWfT4PHMix7vAzvTAfdDZr1kxNHjiJpg+2I+I4cKDGmBXMlsCYN4w3Qn92xvjh86AXnEzyOjFTCNMfx3+l5nTZvIZ79+5N9BryO0fAdvDXX39Vg23WDb4YMJkTC71TPTOmCMU4omXsoTDMzBCOCOiniUkUPjQxifeRZestJjGGD7O9cJJinvmKGUT0jh+kLY7wr6MXR5x9zygyMpsNRXyKjRwXOGri58xzY8pgBpGcMGGCasMoDvA8Oc7Te2zg7H7U2X22M/sAZ9YRxhBhu8sFOsK4eKwffA4oUDgiWD7j4nGxjkFWzdssR8dEEgS7eNamJ4LjoJuGOTSHY9wFR8B908xu7NixKh4BoVkt43PQj1NPFi9ebDp69Gicz2gazBgSeqOZKDqTXbt2mf7++2/lb04ePXqkux+2s+8ZWbRokTKxrlixounff/9VbjzDhw9XrkVTp07VtaywsDBTSEhInM+MRmMc00y94L2h+SdNTPmXL7qa0aT14sWLJkfB8yF37941rVq1Svey9I5HYSkPHjxQJv90MXDU88drd+HCBZOr4oxrGB+6y9FFhPEp9IzhYw7PhXEPzFmzZo1y47hx44bu5bEdfO2111RsIsb6KFasmDJdp8vLtWvXdC2L5uk0Wzd3LWNMB7p2sn/TOw5BzZo145RFs3zGCWD/k5rvmTl8Btge0xXGETj73A4dOqTiqb3++uumPn36KPcQR/Rpz6IfdWZZzuwDnFlH2O4zjk/8OF2zZ89WcUf0hm56P/30k3KVGzRokPrszz//VHGSNHcbQXgekWwvgkulRSNdunTBnDlzdNkXUygyrzQzajjSbPB5yMBCNxuWZZ4725FpKmm9wwwRzkhT6QycmX45PnSvcaRLhTMiuWvnwLKY452WMzTr5uoVnz++1wOaizsqE09S7gzJwXz1ej5ftAbSsmGxLTS3GGKWIEfAlLNc6WPbxTTnfLarVaum3A1cAVqn0XVJS2WqtdGORnPxdAR8zswzhDCTDd0PnNlXOwNmPeKqdPPmzZHaYepqtoO8bxwrsE1m/+mo+ujM59qZZTm7D3ge0p5rfx0N2xHeR2eUJQi2IjE/XBTGAUgOunLoSXKpymii78xUZXq6UND9g/EVaG7KFJLVq1eHIxk0aJC6VjR75jXUBmw9e/bExx9/rGu6Pp7PmDFj1D2jwEMzaM0klJ87wrXB3A2Ek+jLly/rLnw4u+5rUOxwhuBBc9n40K2BwoT2vOkBhQgKEufOnVMpdfk8cwDF54umtUWLFoWe0CSYZTIlq5bOl0ISB8KMsUM/cD3ggJr70jtNdVJQhGBcGKKtNZgPRjUXPj1gylm6OdIFhX7tbJc1lyHt+dYbxoKh6wQn6mwfb968qdottmM0i9bTFYsT9lmzZql2hIIwU5tz0sR7Stcirc/RE6Y4p+k6Y3+wXdTK4zOhPXN6oLnTcFJGN7Nvv/0We/bsUeXSfUnvdLeMweSMyaaz71lS5dEUn7FA9CzPmefGuEt0w509e7Z6lvmsU/jgfaMrs97tmTOfa2eW5ew+wJl1hOI3092zveJzTLdmjocYq4j9atasWZFa20dB0BOx/HBRGOTuypUrapUq/i3mgHvDhg26lsd4A4y7wc6YMSMoGLAzY5AuNsKar6Mz0DMvvLavTZs2qUBwbMzZYbJxpzjARl9PtPIotrCz0uK1UKDo168fVqxYoXtZvG8M7EqfYkKrmdWrV6sJtZ5w8BkfxgTQAmfWq1cvVdZ9Z4stjAnDuCnmASZpJaEFLeSkSc/6wXrH51sLaLZ9+3bla66XdVX88nj/Fi5cGGvpwUkhRT8O/vWAA1A+uxyMctLgaIsqPrsULxk7Qgvo5yjatm2r4lJoK3CM8aRZzjiqHWY8Ivq0U+Dhe8atoPUAV1dZV5ctW6ZbWZwscPWbsYM40GdgPdab5cuXq0kS+x494WD+wIEDynqAEwdarLF+rly5UtUfTqb1gjFZ+FxTXKQFBoMK87nj5IKTQVr0OHqyyTgx/F/Pyaaz75kzy3NmWa1atVJtCGNS8Lnivtme0NqQAY71HBs4+7l2ZlnO7gOcWUc4lqOYSSve/fv3q1hg7du3V7G6OP5iHJXU2j4Kgq48a78bwTGEhoYqH2UtXZ6jcXaqsuTQM5Vv/H3t3r3bNGLECJXPnOnz9EYrL7HUhuZpdvUsK7H744i0mM5KQejsus/7wtSUPD+m0DN/OcLXnCkO6ffN1MFaWjtHprFLLB2fI+oHY8AEBwcr/2j+1eA56pl6mefF9JBMKcrYLG+//bZp3bp1CfzN9YSxGxwRkyix+0LfeY3bt28r/2uW74gU51qZGmwbzX3q9a4n2v5YJ+L7sOudelYrj3UlKChIxf3Q0lkzVgb7AD3R2nfG6mI7aR6PQ+9z43k9efJExSMoW7ZsbCww1h29+5lncc+cVZ4zyzJ/frt16xbnO0ekpn8Wz7UzynJ2H+DMOmLehsRP2euIMYIz20dB0BPJ9uKi0ESWZpGTJk1ySnlaqjINmhQyurSjUpU5i/jHTouPL774Qinphw4d0r08Z2Zg4SoLVxW5AmJuek+zRUeYK3JVv0qVKihdurSKEM7sIVxx4V+aXafWus+I8Uy1TMsgWmCYv/S2MiG0iOCKClfIuLJ/9OhRh/jXOjuSO91oaLlw8OBB9YwRxrzhylWHDh10b68YBZ/3p0GDBioVIFcDtVSmesNU2Y6Kt2EOLca4UspVP8KMJMwOwXaYLmaOgNlk6ELHNku7b4xHQDfIChUq6FqW5nZFU3GuqGpwZdURaVNpdcRni1kZzM24+bne5XGfPDda7HDFm7GyNLN5LeW5njDWDFeJ+XxpcT5oqal3f+3se+bM8pxZVqlSpZTbC8cDtNLhKj4thejm4AhXTmc+184sy9l9gLPrPy1MGBPGPGW1FossNbePgqArukopwgsLo8dTaV65cmXsZ1TRu3btaipevLhTj0XPFU5LMiXw3B2RgWXChAlxMrDcv39ft3LM99uoUSOV0YDMmDFDRfzX85ziw0wv3bt3N12/ft1hq9HOZufOnaZ33nnH6eUy4wRXAevXr+8ykdxv3rwZm81p//79ceqiuUWIrSS3AuaILEeWwJVHvdi3b1+C7FB37twxjRw5UrdraA5XGZmdyhxmfBk3blyCjGP28s8//ygLIXOrCGbAYEYUvTNGaRmPaJlmXt7p06eVZR6fDT3hs0Vrsdq1a5u++eYbU6dOndRnfL71LmvYsGGm999/P855sa+jNdlnn32Wqu+ZM8tzZlm01GF2NGZMo8UkMw+VKlXK9Oabbzqk3XLmc+3MspzdBzizjixZsiRBFieOTTg2p/Vfam4fBUFPRPx4gencubNTU5U5ckJtDif0zsTZE/ivvvpK932Gh4erv0xRaT45ctQ9c3QKQmfX/WcJTU05mHJ0HdHEOS3FLlm4cKEptT1rFAdS4uzZsyZn4kzXwGchOOop7sRPc85Ju/k91VvcWb16dZz/ObhnunVHwH1raW0pPn755ZemefPm6V6Osyebzr5nzizP2eemTdDp0hb/XmkLJqnxuXZmWc7uA5xZR+7evZvgf/NFPL37Nme2j4KgFyJ+vMCk5lgc5nAF61niKtfR2WUxNoe5pZAzB2/OvmfOFlucVUecPZF21n1z9nk5szxn131nl+nse+fMZ9uZZTlzYuvKz5urluXs51rGWamvLFdbaBJcB8lD9ALj7DzcevgSDx48OMFnjAyuff7rr7/C2bhyPnNHxmthbI74qXuZZYa+o652z/RMv/w84ex4Ps66b6k5TtHz2F45s0xn3ztnPtvOLIsxF1z1njmzPFcty9nPdWocr77oZbny2EdI3Yj4IaSqzovptJgibODAgSroIhtyBnw0T/sp6IcrDziciasKZHJewot+71x1AuiqZTm7PFcty9Vx1fvmys+aIFiKZHsRUhXMcsFMMswcwuwQjFTPfOLMm86XkLqRjlIQBEEQBEEQBEcglh9CqqNx48YoXrw4PvroIzRp0uRZH47LWisIwvOGqz5rdAFzFq56DQVBEARBEFJCxI8XmEKFCjm1PD0H3blz58a///6LMWPG4N69e3AGkZGROHnypMplXqJECbi7u6vP+/fvD2fiyv6hrlr3nY2z7psjyrl//z4yZswY57O9e/eiatWqqFmzJlLrebH92LJlCx4/fqz+j4mJwdWrV/Hee+9h6tSpcBbOuobmiLgjJIfE/Eh9ZTn7uXZmWa5836R9FAQRP1yWkJAQ/PDDD7h58yaaNm2KLl26xH43ZMgQ/PTTT+p7vQf3wcHBKi6HOZcvX0b+/Pl1FwlCQ0NRqVIlNSni+dL9RW969eqlRJZz586pQJxp0qRRnQeDOI0dO1a53rRs2VK38rjv6dOnq2vG82rWrFmCbebMmZNq75kzO2ZOMsePH4+dO3fC09MTtWvXVvfQy8tL97r/vIktetWRW7du4fbt2yhVqpS6bvHFiM8++wx6U7duXXz88cfo3r177GfffvutcnX78MMPdS0rOjoaBoNBvcxp164d9GbQoEEICgpS17NMmTI4ePCguobORu9raAmuLO4489l2ZlnOnGw6+545szy9y9q3b18CV1EfHx/VX//+++9Ijc81xyGTJ0/GjRs31HiVfbXGd999h2HDhjm1DXFUH/A81EdnnteLsNAkpE7cmPLlWR+EAIcMtNkZlixZEn/88QcqVKiAL7/8Un3H2BicSOgJJ5hcwTQajaqxY9aVbNmyOay8VatWYcSIEShdurQq88yZM8oKpFatWrqWox17v3790LVr11g3m+3bt6uBhp5CBBk1ahROnDiBihUrYvPmzejQoQP69u0LR+Dse6axfv165bqkwSZo3LhxePvtt1WGgTx58uhSztChQ1VQXHb2LGP+/Plqkvv1118jNRMWFpbs976+vrqUw8DCHHimT58eT548UUJSsWLFHF4/OPhlPaSwyBg/vGe8h4sXL9Zl/zyXn3/+GStWrMCDBw/UZ5kyZULDhg3xwQcfOGzSx/2vW7dOtcM9e/ZUghzPb8aMGbqVkdK+zAUlvTh//nyy3xcuXBiORBOoXQG2jXzeypUrp/qz06dPK4FswIAByuLQVXD2PXNmeY4ui3HOWC+KFCmi2sazZ8+qxQu2axw/6OUK7Mznmu0gF5RoUUuR45VXXonN+ubIvuZZ4UptliCkRlynNxXicOXKFfz222/qPVX0V199FRMmTFCDKEfoXVxJp8UCJ9G0iODgnsJAhgwZHFIez437p8BDLly4oCxalixZAkfASZL5oILXlBNDvdm9e7c6B7rU9O7dWw0AHCV+OPueafz4448qPTFjtty9exfvv/++EimIXsIH4aBw2bJlsf9TUGrTpg30hq4MyVGvXj3dxQFaEBDtPnH1j+/599SpU7qUM3HiRCxcuFANrBcsWKAEwFmzZql75Mj6wbrwzz//KOsPWh798ssvCSwz7IGriAUKFFBimCb2sR7OnTtXiR9sJx0By+JzzTaLdbNVq1YIDw/XtYxjx45hzZo1aN68OZwFBVT2N1myZElQL1gfN2zYoFtZFIPjB0XmJK1jx47qPe9pan22KXYcOHAADx8+VM8cXb/Y9q9cuRKjR49WE0S9cObE1tn3zJnlOfvcSI4cOfDJJ5+gcuXK6v/jx4/jr7/+Up9xvKCX+OHM55oZ+7S+mu0ixyJ8Bih8OKKv+f77751mHefMOuLM83oWYx9B0AsRP1wU+pNzYE1zSLpqcNWWri958+Z1SEYNWg9wJUKzOomKilLpaB2lbnN1WxM+CCfwWgwOPaHZ/5QpU5QgsGPHjljLEjb62oRdT7garJ0HBx28j47C2fdMgxNqujFwBevRo0eqzE6dOuleTubMmZWLQfbs2dX/jA3D+6g3rB+HDx9WrgyJDRL1HgDMmzdPDQ4pTnAS7yh47Jo7FAdwtDjh4JoigSOz8vAa8jmgOEeRs1u3bsosWi/owqYJw+YTisGDB6uBt6OgWx7FRtYTCixc4edEV08oyFLIqVGjhkOEvsSYOXOm6ltYdtmyZR1aVuvWrfH3338rwZT3jHXl888/d5grjzOfbfYpS5cujRXa6VpGa486deronsnMmRNbZ98zZ5bn7HMjtI7UhA9C61fGDqK4qme77MznmteNYx2Ofdhfc7zKBTvGdnNEX+Pt7a2ebYqLjs4w58w64szzehZjH0HQDbq9CK7H5MmTTS+99JJp3759sZ+dOnXKVKNGDVP58uV1L69r166mvXv3xvnsnXfeUa8WLVroXt6oUaNMX3/9teny5cuma9eumX7//XfTkCFDTOfOnVMvvdi0aZPpp59+Mr366qumQYMGqc/+/PNPU7169UzHjx836U27du2S/T813zONkJAQ04cffmhq2bKlqW7duqqu6gmPn/eqU6dOpqpVq6p68cEHH5hq1apl6tu3r0lvIiIiTB06dDBt2bLF5CxWrFhhGjBggEPL6N27t2nRokWm8PDw2M9Gjhyp6k3jxo0dVu6wYcPi/M9jKFWqlG77f/nll1VbGJ8TJ06Y2rdvb3IUQUFBpn///Ve9//77701t2rQxrV69Wvdyrl69ahozZozJmezcuVM9d87gyJEj6h5u2LBB/d+2bVuHleXMZ5ttrtFoVO8nTJgQ+3lkZKRqK/UkNDRUlcdr6Wr3zNnlOfvcunTpotpEjSVLlph69OihxkFsU1Ljcz169GjVN588eTJO2ey/q1Sp4pAyOS6YMmWKyRk4s44487yexdhHEPRAYn64MPv371cr3eYBh7gqyBVjvQMVMk7Fu+++q9xquEpMuFpL03Wa7eplim/uP58Ueq5c0dyY7hmM8aEF4aK1Aq0+HKGsMxYGVwU06MNrfq/0VNKZuYar3c66Zxq8jgwSy5UQrnLSXJf+ynSp0IOU/IP1XkXVriWPf+TIkXAWtMTQK75HUiuMrIu8Xm3bto39nMGS6ZZCc2tHwXpBVza6KjGYsZ4WO3QtYDwYWgZpVkFsF/li3BvGW3AUDLDK+ERc4WT8FGeszrkiDHbNdpGWSXv27Inj3pZan22arNNtiaupmvUf68oXX3yBatWqKWsNPaHrIc8rvhWUK9wzZ5fnzLIYjJxjEsb94PCdq+60zmCMpnz58ukagN2Z0N23YMGC6nw0eI5sk2kJoje0BKWlVZ8+feAMnFVHnH1ez2LsIwj2IuLHC8C2bdtUJ0IzQsaUcKQpWmJpKhmdvEqVKkiNUGRhPAxO1BngNP7joncwP7ozmE+ItDgO2l89I55rwo65O495h8ZguY7AXEjSmDZtmjp3vdEy85jfN0cKBs6EkfFz5coV5zMOqjhR0nvCHj/YIgdYDBLqqPrBQSLjfHBQ1aJFCxWgVM92iyIf/cwpeND9iyIIRQ+62zgK3hstCC/rI68r2xY9nzMKO8yAlZQvtjPNkHmOdK0wd0/UG7aHnETQFcwVYLwW8wxfFD/Yd5uLj6kdZ98zZ5bnzLI4mWYbSbdmR0Mxmu4N7AfYTqZNm9YlynoR6r82dhQE4f+I+OHiMH0YrSACAwPVRIIZSxhoSe8UploGCu6fQTO1akU/TloVcFCnt8hCdZvpTFkWJzAcaDOYpp4wUw5jVDB2RPx0sHr7Rjs7W4OzhR0NihEc1NOPmHWSg/s333wzdhVeT59lBhHUgkrqHRD0WWe7oIA0fPhwFQCVE2laZHBQRbFTTxiPheID/a8JJ9YUJ/Qux7w81kvGF2GGFwpxtEZyVDBjwjg3jMDvSBiDg/dL89fnyjvvmZ6DYN4XWoslJiTqLZ4m9rwxTot5NiLGIWDWKj2h8Ma6R+GK6ZcZx4qpIhnfytUy2ThLRHI0zrxnzi7P2efm7KwhHOOwXaFIy3EWnwn2q9WrV0/VZZFvvvlGxd7QxP07d+6oBSFaX6XmOsJ4QbQkYzBVxrh6/fXXlYWX3rFbnof2URBsQcQPF4crRhxcd+7cWU0kuFrAIFZMFasnNLHjYF5Ds1Zgp8JJtt6mtT169FCm8JzI1q1bV60W00TeERlYCDtEWko4Gk7y4sOJ7dq1a1VHydXj1CrsaNDVhgP5Ro0aqZVw1tGDBw8qVwq9XYgo6jB9niNxlgtWfDiooXDFgHd8DujexowQDKSpJ2w/eB1Z1pEjR9SzxnTB5kH39ISBcFkvzdPbUjig2OkogZHZEjhAdFQ62KRSNuqZwvdZw+eAbQqFK7poUCSj65KeqaWZnpupgosXL66sXGixRrcoZs9hHS1VqhRS+7PtDBGJ1y/+arDWZ9PlRk+XNmffM2eW58yyksoaok0wHZFZhrB/5rlwwk74TLMvcET6WWeWRZjdi2XQtYau2xSOObakK3Bqrf9aH8oyNRcijg8ovOttbfKsxj6CYDe6RA4Rnlu0AH7mAZYYCNVRfPzxxyZnoAVc/Oqrr1Tg0cDAQBXg0lFowU7jB4R0NOfPn1eBshhw9datWw4pg8FHn0WdZCDZcePGxflMTxiY09WZOXOmqWzZsqbatWubjh496rByGKitePHiKmgsnzVH0rNnT9OFCxdig/2uW7fO1K1bN93237FjR1P16tVVYFXtxcB62ntHwWCxDETHAJbR0dEqaCHLCwsLMz158kTXsm7fvm16++23TRUqVFABA4cOHWq6f/++yZGwnSK//fZbbAA87TM9gz0ycCxhgMf33nsvNqBg586dTc7EPBCwnjRo0EAF5B04cKBq///++2/TJ598omsZjx8/Nj169Mj0xRdfqDrJOsjghXPnzlXBxFPzPXNmec4si4HB2c4vXrzYtGfPHtPu3btNTZo0Ue/5chSJPcOOCsTuzLI0FixYYCpTpozq2/i86c2zaLMSG+M7OhCvs9pHQdADg/3yifA8wxV2rizShPDmzZsqxSiDSjkKBmxzBlq8AQb44go4gxfSQkJvaJlAN6GtW7eqv9qLK7Y0kXQkjIPxyiuvqFVvmrbq7Rai+ddyRYBQpeeqLQPlOhLeJ9ZHrmTS9JNuMHRf0hum++TKClcxuUKmvRzFxYsX1eobV0+58s1YFXpa6sSnX79+WLBggXq+uWL1zjvvKDcKvWFaVgY+ZdvBek8rMlp/OApar9A6iNeT1kG0HOBneq6sv/TSS2plnfvleTEFIf/y5SiYIpj7p+kxV+SGDRumVjTLly+vrNb0hKbctHiihR8tZvLkyaPrNUwMmnPTiozpl7nCyWecwaH1hPvT2n66YWnPM68pgyY7irfffjtOWmK66nF11RHQcourxAyIy7g+TFupt6uen5+fij3DuDd0naBVIe8fXc5471LzPXNmec4sq3fv3hg3bpwaC7Bcxnbifaxatap66Y3WX7Ie0uqVgVYZBJtWvIwrlFrLMod1nQkAmOKcbSQtroKCglJ9m8U4KeZuogxgr7dF6LNqHwVBD+JGsRNcDk5s6dfImB80u+Zkk9HjHQWDnbLh4+DNkWgdVfPmzTFixAgVwFCL7aAnnMRyABo/LzsDjdE03xHQL5QTI8Y1mT59OooUKeKQcjgpYoRuBnnkhJauNQyIyOvJATEHwo6gfv36yvSTwhwnfpxQUyjQG82dwNxk1pGmmHzWGPNm48aN6h5+9dVXqo4yBo4joLsLBQ+6lnHCyfroiGebvsqcuGvBVXn/6AbmqOvIATDvGQfAjBlEsVbPQKTcF4WA9evXqyDQrO/OCAjHiaazYNvx1ltvxf5PMYmCjyOh2xDbLU7QKDoy/ozewXfpnsc4VjSPZ32n+E3xlKKjIwf3dC1g/0m3Srp+8RjM+wNHikiM7aO3iKTB54v1UosFwODkeuPse+bM8px9brxPjEfBuBh0p+D9cxTx48KZx21je6lnxkBnlmUO+0/203SRpVj7559/qvGInuL+s2iz6PLChTstc2DRokXVWMQV2kdB0AVd7EeE5w6ajpMJEyY4tVya7BYrVsxUvnx5ZVperVo19VcvLl68qP7STHz16tXq/YwZM0xvvvmmad++fSZHs2PHDtOAAQNMJUuWNL322mu673/FihXqev3www+mqKgokyNp3bq1Msc8duyYqVSpUqZ79+6pz4ODg01t2rTRvbxz587FvnivTp8+rd5rf1M7dKcgNCWfNm2aQ8z+40NXho0bN5q2bt1qCgkJMTmLhw8fOmzf169fV64TdBMxfzkCmiHTpaZ+/fomR0NXF7opvfPOO8r0eeHChQ4r64033lDPtXm72b9/f5OzYPt88uRJ5U6h9/3q3r276l969eql3HsuXbqkrufNmzdNjoTuV5rrF8t1FOvXr1fnRreUpk2bqj7VUe5YdJfg+TRr1kyVVa9ePWWOn5rvmTPLc2ZZ8V1b6K6k9TnOxpkuDY4s6+7duwk+oxu1q7RZDx48iO2r6dbmCu2jIOiBBDx1URiIiKuaXCXQAvmZ46igfrSSSIz4KTntDYZIxZ6ri86ApolciWagxFu3bimrD1pkOCKQJi1muJLP9HWJpbw1DyprL61bt47NNc9sK+PHj0/0O0cEx9LOTWt+HGGRQReepEw0HYG28sHnjS5LPDfWU72vo7Mi49O9KzkcFWCPK290C6F1lzl6Z6gyd8OiaxStkBwJrayuXr2q3NhYN2iZxGB3XKHTG1pyMUsOryPbE67GcQVSW2l0xL3jc0W3noCAAPU/LQB5bitWrEBqZ/ny5erZpmUX3bFolUTzfEdZ5WnQNYtl0QrEUZkhoqKiVPBFtsFcIWZbQusT4flCC/rMgPWOsiZ81s+1s9sQWsixLWQAUvOpUGq3WnD2dXxW7aMg2Iq4vbgoNOWjnx8HT3pGbk8J+s7TdJadiSPED7q3cKJOc2CacseHUbv1hPEGOOCguSkjgNM8kubjjsog4szo2JxcMoUpr6MmfHAwwMwXHGzrDd1BnIl5HBEO8GnKqrcZfvzJOQcdNG+laSvriiMHUfSH5iDYUZHxKfSxfjgbiosUCpwFxQFHCx9a+kH6YfP8CF32KObqKX6wDPr/sx44G3PTZ7pSMHuT3vVfc0Hk32bNmmHQoEGxaSqZpYGitCOg0M5MNpp7CPsExmDYsWOHQycuvr6+SpRgpg9HTja1jBOOmCQ5+545szxnlsW6QAGEsTASE6YdJUY706XB2e4THPvwOeN4zlGuj8+izXJGW/ys2kdB0AMRP1yUK1euqAENG3VtsO0MOJii6pszZ87Yz9ipNG3aVJf9T5o0Cbt371aDNMYecDQcULAcrkYzTgU7LUfGB9BLJLIEDno5gTavHwysx3TIzpx8OgrGpTCHfvMDBw50WHmMW8IXRRdeQ8ZQceSzx5SUmvBBmOpWT7JkyeKQQHr/a+/sQrSqujh+fEmFCEQI6SKTMKKbmFQKksYwi0DNEUotskAtLK9yNNQukqIEBxSlBryZIosKFcVC0oIyCb2xLyEoxITSi3FM/ABDw87Lb7/shzPj1Njb3mufs+f/gwefeYRnnefsj7P32mv911DgoEJnBH0ifmNourq6/vb/Yy0SWWTTN/xpHBEniE6GBOFbFp4bNmwwPR2GF154wenQPPXUU07gDzFeSrSGhE0EGwiinXDM8bxh0c04i6WLAUTpsPmk/dBZYBN69913R7FluXGxsGXdZpb2LG319PS45zN6RZaRCRbjOoUt+O2331yUZkxSzFnW99FyfhQiBHJ+ZMpg0R4sttmQET4bK+2FkDdOjWJsWoCKJzgiOFnHBp5mNpos3BCGCw2bMDYTPLTYTLO5JfokB8aMGdMSxPLg4OGVIzyciWaIBd/d2dlZ/PDDDy50nJBPIpGqDooQeLV4r4xPGDRjgYiPkMr4hAEjIvxXmZHczxjgOCV1qJoaxftQFS9Gjx7t0gGpomEhdOqdLdwvTmyJ+GDhi+Bq6AirVKfD1dBnHIw8B4jQCx36TGQa/R2o0kA0Ho7amCLecPbsWddfeK7SH/lNOI5jkNtm07rNLO1Z2iIVlg0l0RCWhyQW4zqFLeDZTMW7sWPHFrFIMWdZ30fL+VGIEMj5kSkDSzYSEv/iiy+68G4mwViwIWMi9KW9YkGZVFJfCBlEk4OJlomXB0voBQflZnkRhknVC7z1hKujqYIjpumw8B1sE7h169aiyRBeWt1A4zRAAyEWVA1h40kpVext377dVYBhox2SqvYFvw+HZtVJEEoZ/6effiomTZrUz/nB94d2Rgx2wonDkbKAsUKd0d6gHCBVjWJDOUrgXvLycBoY494RFffSSy+1TocJtyaKJ7aOg0XoM05FNhNUFSMKD6f0E0884X53TEfWYGMbx3HosZ3jZtO6zSztpeiPaPlQ5pxDH/piDD2wVCkN1ukTtBllbrGHUzxG+nSKPmJ9Hy3nRyGCEEQ2VdSarVu3lvfcc0/59ttvR7dF5YkpU6a4CgpUnPGv0MycObO8fPly62+UrGfPnl1agHr2e++9V86dO7fMgS+++KL1+vTTT8vOzs5y8+bNZdOhmsauXbtar/3790etoNPR0XHVZ7H65C+//FKuX7++fPbZZ131EKqjDKZcH/r3WBC7Qg5Q5eitt94qraE6D5WOqPzC+xi/i0ov27ZtK69cuVIuXry4bGtrK9vb211VpdgVXoAqJb7yUOhqBh999FE5bdo0N5Y9J0+eLB966CFXsSqHsU3VlWrFld27d5dTp05trC3rNrO0l6I/0mZU1qCKCJWx/KvJ4zqFLb9GGOzV9D5ifR8t50chQqDIj4w5depUsXr1aud1JkLCQnmZcD5CaWOd2lZTeKp6CrHSbP4qGoS0oVipQ9YM1E5BqJOTCSInmgjVTnyEgocTFwReOX2JFf3BCU9fX587ZffjL4bmBxFP5A2jo0Pb8Vs5DSQKacuWLcF+n0VKyGAQnUZExvTp04uRI0e2Pg853ohMW7RoUWEJgrtE5dAnPvjgA5dCxyng/fffH8zGunXrnNYT301EEBF/Bw4ccBpQnOij6RALi9BnqlARPeMFA32aFCebH374YRELq7FtnT9vYcu6zSztpeiPVGziGW2FZUqDdfoEejexSdFHrO+j5fwoRAjk/MgUKr3giCDvmzDv6sQbEwT8ULCOBZoKGzdudLoUS5cubaWdEL6LQKIIo13Bw6upkLc+EBYApAMgFseiIwb0R6oy+M3sl19+6ZyPoaH/d3d3F5MnT+73+cyZM91mOtQG14fMWkOFKhaHpN3EdqDihCAUmPlx2rRpxbx586I5fQilRoSUfoKuAg7pNWvWBHV+ULIUsVPvbMFBRnoPDrHe3t4iJhahzzj+vK4N44vqWDjI+J2EdcfCamznuNm0bjNLeyn6I859nFb0xWr541gaTJYpDdbpE3fcccdV8z2HW1QsbHIfsb6PlvOjECEYQfhHkG8StYJJnQU9E3l1co+dH8rmC7ucTFRPbVGVDwHODh78bFzYPFD5BTssCKgxbhkBkgs+UsJ78BG5JOqDvOLc4BTm448/jvb9R48edeVGGWfc11D9/lp/AydZoUrdpoTxffz4cfcvG7IYzlsWgzj6KE1MezGvUB0LbaQYoBO0c+fO1hwGLFBDOuOq3030B2VL/Skxi22vDxODqu1Y4833b5xWaBIhJEjb4fDkPfpFTR7bfiNBRBfPM79x+eSTT6JsXCxsWbeZpb0U/ZEoAhzEAzftsTSYLMZ1CluAXpwHIfu9e/c6JzEHhk3uI9b30XJ+FCIEivzIFLzLKWBy5aHsJ17vbAl1PdUKFDw4vIq2f3jFOv3ImWqkBG3FSTFOs5xA7JSFx7hx44J/N5EWnJ4CG/XY6WVWUVypIHph2bJlzpGJM46FPuk8VKUICQs1Nno+PJcqLDgjYjk/GFOISvpNC9VeQo8zyuhiA1FmhE5ZhALVsEj5ioll6DMRNIxnb4tTx/nz5wffSFiPbWDzRdoh0Fd4xuHob7otqzZLYc/Cll9TIaJtieW4tk6f8GLU/j1OQJzUIZ0fKfqj1X1MMT8KEYK8V9HDGMtSaB7KK7KBYKNJOCYTIQ8TPwGHrkAxWERLrNOP3PsKJ36U9eWk/d5773X6CjnlbP7xxx+uTDJpUzEcfn4BwEaCEx7x/0O6Hgt80lCAfvnaa68Fz4/GGYCTAGcfoHlAPn0sSLnylWZmzJjhFqhvvvlmUBvLly93aYcXLlxwtnCuvPPOO075f9OmTUVMLEOfcfJUnTn8HcMpmGJs57rZtGqzFPYsbH3++eet90S88pz2gdusfWLpV1iOa+v0CV82vpoai/5N0/uj1X3U2kc0FTk/RBAOHz7sRBgp3xhThJF0noHhfOLfaxHQfugdsAAgNJ90AF8qMwdIZ+AVg2rmIFEKFpERLHwHuw42802Hjbt3fEB7e3vR1dUV3A66GywQ0UphEfrZZ58VY8eObdkK2f9JIyByhfBn0nlw5vAbEScNCTowlAEnOs47ddBuoUT3hAkTiphQMvL2229vhT4jWhs69JlIBdKUcFShbUIbEW6NcyeGkLH12M5xs2ndZpb2LG1VtVhYV4Usx5p6XKewNVjZeJwToSNrrPu/5X1MMT8KEQI5P0QwrQ8m89gijKkqUOQM4fekvowaNcr9TfQOD+ucnB9WWPTPmLoNdYB0F07k/GKNhaLvmyHh+70NUkRw2sawQ+QFgsxsMHGyEBFHVMbrr7/uIuRCV43iN1R/B5FyMbEMfT548KCrXPPtt9+6KDXgtPaWW25xqVIxsXr25LbZtG4zS3up+qNFX7Qc19bpE5cuXXKHaKxxWO9U10KvvPJK0GesZR9JmYaitbloFEEK5ophz9/V9J47d24wOy+//HKw7xL/Y9asWf3+/vPPP1Wj/R8wZ86c8vfffy8vXrzY771/iX/GwYMHy6lTp5aLFi1yL97zWShOnz5dLl261H3nlStXysWLF5dtbW1le3t7+eOPP5ahoU+cPXv2qs/7+vrKRx55pGw61fn98ccfL3PCcmz39PQE/b662BLh6ejoyGpcW88hnZ2d5aOPPlo+/PDD5fvvv1/29vaWS5YsKSdNmlR2d3eXTcX6PmrtI5qKIj9Eo0QY8cqLsHAyvGrVqpZ4LMJcd911V+rLagxVHRrg3nEKIh2af0Y1nY3TK6IiuIeUtQ5ZpnXdunUu3YSQY074jh07Vhw4cMCdzq1fvz5YlJoHDYUxY8Zc9fmNN96Yha5OitBnItXQSzl37ly/z7/55pvGjm3L/PkUufpWbZbCnvVvszhltxzX1nPId9995yq7UOqZ6Iuenh6XHshnMUTRrfqI9X3U2kc0FTk/hBjGnDlzxml97Nmzx20KEcC77777ooeQ5wQhrCK+oB957qE0U8i9hq+++sqVgEUfA2dISCeLh2tnITqwEhWfIcSbE1ahz2+88UaxceNGFzqey9jOebNp2WYp7FnYqpakP3/+fEv3yW80Dx06lEVKg4UtxEZHjhzphH5JeSQNsVo5MIf+b3EftfYRTUXODxGE3EUYc4TywytXrnSbMk6gu7u7i7a2ttSXJYYpVoJ+aIp4vv7662LFihWtv2M4I8gpX7t2bfHqq6+6aBa4ePGiE9Z74IEHiqZTLT+O89S/98QoPz5+/Pir9KVyIrfNZoo2s7RnYatakj63cZ1iDvEgchrb8WHVR1LeRyGahJwfIgi5izDmCAK1pLggeIfQF5tPwj+FSE3MDRmnfj///LNzynLqx4kqHDlypF8pwlAsWbLEOTpI30FMEtV/Um1winDi2HRShD4jzEnZahzunOB6QkUHpSD3zaZ1m1nas7BFSfpcx7X1HFJ9vlTbKyYWfURpKEJcG3J+iEY+mMW/h00Yjg948MEHi02bNqW+JCEc1Y1YaJYvX14sXLjQldTF+XDDDTe4iiw4A2OMASJNqOzy/PPPu/LfLELJL6fUbg6kCH1Go4J8fV89IXRqVApy3mymaDNLezn2R8txbT2HVCOVrVKILPqI0lCEuDbk/BBimDLwdN1KtFaIlJEfhB7v37/fnXaj9QE4I7Zt21ZMmDAhmt2bb77ZvcS/58SJE8W+ffuKnMh5s5mizSzt5dgfcyZFpLL6iBD1QbsdIYRDddpFSiwF/UaNGuVeHk7BRXO49dZbi+PHj7t/RTOwbjNLe+qPzSJFpLL6iBD1Qc4PIYYpA0Vq/YbTQj1eiNSCfqK5oNfS0dHhNhLkz/s5a8eOHakvTdSkzSztqT+KoVAfEaI+yPkhxDBFIrWiTkg3SFwrzzzzTHH99dc73aJLly65alW+ko6oJ9ZtZmlP/VEMhfqIEPVBzg8hhinabAohmsSpU6eK5557rpg1a5arokOpYOYxqvasWrUq9eWJGrSZpT31RzEU6iNC1I//pL4AIYQQQoih6OrqctUR2EQAgrXvvvtusXnzZle2W9QP6zaztKf+KIZCfUSI+iHnhxBCCCFqz/fff188/fTTV31+5513Fr29vUmuSdSrzSztqT+KoVAfEaJ+yPkhhBBCiNozMEd+w4YNrfejR49OcEWibm1maU/9UQyF+ogQ9UPODyGEEELUnuuuu644c+ZM6++JEye6f0+fPu3+T9QP6zaztKf+KIZCfUSI+iHnhxBCCCFqz2OPPVZ0dnb220xcuHChWLNmTTFv3ryk1ybq0WaW9tQfxVCojwhRP+R2FEIIIUTtefLJJ4tff/21mD59enHbbbcVI0aMKI4dO1YsWLBAG4maYt1mlvbUH8VQqI8IUT9GlGVZpr4IIYQQQohroa+vzwkJsnxBOPCmm25KfUmiZm1maU/9UQyF+ogQ9UHODyGEEEIIIYQQQmSNND+EEEIIIYQQQgiRNXJ+CCGEEEIIIYQQImvk/BBCCCGEEEIIIUTWyPkhhBBCCCGEEEKIrJHzQwghhBBCCCGEEFkj54cQQgghhBBCCCGyRs4PIYQQQgghhBBCFDnzX293af0thCD/AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "top_atac_markers = df_features[df_features['modality'] == 'ATAC']\n", "de_top = top_atac_markers[top_atac_markers['group'] == 'dead-end'].sort_values(by='mean_rank').head(15)['feature'].tolist()\n", "de_vals = top_atac_markers[top_atac_markers['group'] == 'dead-end'].sort_values(by='mean_rank').head(15)['mean_rank'].tolist()\n", "re_top = top_atac_markers[top_atac_markers['group'] == 'reprogramming'].sort_values(by='mean_rank').head(15)['feature'].tolist()\n", "re_vals = top_atac_markers[top_atac_markers['group'] == 'reprogramming'].sort_values(by='mean_rank').head(15)['mean_rank'].tolist()\n", "marker_tf_dict = {\n", " \"dead-end\": de_top,\n", " \"reprogramming\": re_top\n", "}\n", "\n", "rank_genes_groups = {'names': {}, 'logfoldchanges': {}, 'pvals': {}, 'pvals_adj': {}, 'scores': {}}\n", "rank_genes_groups['names'] = top_atac_markers['feature'].values\n", "rank_genes_groups['logfoldchanges'] = top_atac_markers['log_fc'].values\n", "\n", "scaled_atac = adata_ATAC_labelled.copy()\n", "plt.figure()\n", "dotplot = sc.pl.dotplot(scaled_atac, marker_tf_dict, groupby='label', cmap='viridis', show=False, use_raw=False, var_group_rotation=0)\n", "plt.show()\n", "plt.close() " ] }, { "cell_type": "code", "execution_count": 33, "id": "dc14aaca", "metadata": {}, "outputs": [ { "data": { "image/png": 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gxo0bJwKOyZMni9spQ0NZFer1iYiIgIODA2JjY3Ofi45jqZdeekmUl/n6+uLtt98Wt1HWhp7fhAIuOndTqRsFV1SCRmVq1Jszf/58i5+fMcYYY4xVXTz9rJxbv349AgMD890WExMDnU6HgICA3NuoxCsqKir355EjR4qggQIayqYQChwo4KDgo1q1aqUKYgqys7MT2wsvvIAJEyaI2yigyc7Ozt2HghyaBkcoGzRo0CDUrl1b/Pzcc8/h6aefttr5MMYYY4yxqoMzNRWQh4eHCArCw8Nzb6NSM7qd0ISxhQsXYvDgwfjmm29yszGLFi0SmZ1Dhw6JkrVHH3201Ofyzjvv4M8//8z9mQInZ2dn8T2Vnt25cyf3vtu3b4sSNFKjRg1RqmZC/T68DixjjDHGGLMEBzUVEGVeKMtB08JoYABlbqiHhkrOyC+//CJGSVOfS58+fTBv3rzcki/KptDjIyMjxbhlGi5QGk2bNsWPP/4oskRJSUlYvHgxhg0bJu6jc/ztt98QGhoq+n+o52fIkCHiPtqHslDBwcHiXL/++mtRHscYY4wxxlhJcflZBUWTz6gHpV+/fiIzQ0EC9bVQxoYCCxq1TI34r7zyCvr374+tW7eK0jDqw2ndurVoyqcmfdo3MTERbm5uFp0HDQWggMY0HICyQ9OnTxffU5By9+5dMeWMemlouhp9T+i8KQiiIQZxcXHo3r27GGrAGGOMMcZYSUmMXPNjdTTamJrxCZVYUUO+rVBAk5WSCh31rtz7VcrkcqhcnCErwRQzxhhjjDHGKirO1FRQGYlJSI9PwNXtuxB95SqSQsOhzcqCVCaDk68PPGrWQL1HusOzdi04eLiL2xljjDHGGKuMOFNTwTI1msxMJN4NwYGlyxBy8gyMev0D93evXg3tJo1HzU7tYW9Bidknn3yCP/74o8j7OnXqhKVLl6Iqq1+/vhhVLZFIcm+jnqWTJ09adDzqjaIBEDTowYTK9GioA/VKFZyEVxQqB6R1jM6cOSPObfz48WK6nGkgAy3UumbNGjGYgUaGv/7665BK/2uvo9uffPJJtGvXTpQsMsYYY4yVd5ypqWDZmYsbNuPIDyugu7feS3EuXLmMmHc+RP0eXdFj5nS4BviX6Dlnz54tNnZ/GzduNCvYsAQNUpg5c2a+SXfFod6kRo0aicl31K80evRoNG/eXKxfREMdaKT35s2bxb4TJ07EunXr8k3CW7FihQjKKKhhjDHGGKsIePpZBQpoji7/BQeWfGd2QBOVmY5Fl04jPCMNwfsP4d/ZbyIxNMzm58py0GQ6GuhAwUS3bt1EhoSmzdF6PY888gh++uknsd/Vq1fRsmVLXL9+vVBAQ0HHU089VaLnpal2s2bNEoMiKMtDfVemzCGtXUTDItzd3cVGE+k6d+6cb+z2qlWrxNQ8xhhjjLGKgoOaCkCbmYlLG7bgzKp/SvS4M/ExUMvkCLDPuaCNu3kLW99bgLTYOBudKcuLSsBolPX27dvFukBHjhwRQQSVhH3wwQei1Iym1VFmhabA1atXL9/jfXx8sG3bNowYMaJEz6tUKkVAQxPpaCoeTZaj0dtUFknT6GjtIJo+R4EWnZdpEVYqTaNSNDpv0yKpjDHGGGMVAQc1FUDC3VAc/uHnEj2G+iLOJMSinosr1oXcRJZeJ26POH8RlzZtE4ESsw7qS2nTpk3utmvXLjHCeseOHSIrQgueUuDw4osv4t9//xWPoewNrSs0btw4qFQqTJ48udBxKbtSmn6s33//XQRFx44dw19//SUyR4TOa+XKlaJXatOmTVi7dq24ffny5SKwonNjjDHGGKtIuKemApSdHfzmB7NLzkxC0lORkJ2FbJ0OKpkMN12ScDU5EX5qByhX/Ib6fXrCNUBts/OuSmgR0YI9NbQgqk6nQ0BAQO5t/v7+oonfZOTIkaIcjAIaGi5gbbTQao0aNcSggL179+aWlE2ZMgWurq5iGzt2LPbs2SMyOf/884/YGGOMMcYqGs7UlHMZiYkIOXGqxI87FBMhvuqMRqTpdPj55mXcSEmEUiaFJj0D13bshqGYyWnMch4eHlAoFPka/KnUjG4n1OdCE85osVJq6I+NjbXK81KGjkrOqE/HRKPRiGwR9dA4OzvnZmxMJWf0mJ07d4pArEePHiLbRMMPqDfn2Weftcp5McYYY4zZEgc15dz1nXth0OWUjpXEhcScvhk3Ozt09w3ErMatMKdpW7T19M057q69yEhItPr5shyUeRk0aBA+/vhjEURQwEA9NFRyRmg8c0ZGBj766CORQZk3b55VnpdGS9OY6SVLlogSuJs3b4oyMyqRo/voK01AS05OFgEXlaX17dtX9PTQCGiaekYbBVuU0aEeIMYYY4yx8o7Lz8qxrJRURF357xP3kphUpzGcFAr43xsSUFDCnRCRLWC2Q5PP5s+fL5ry6b2mDMpLL70kMjaLFy/GDz/8IBr6X3nlFfTv3x9bt2612vO+9957YkAAZWaol6dr167ivtdee00EWhRwUXkclaZRoMMYY4wxVpHx4pvlePHN1OgY/D1tFhJDQmEL41csg2/D+jY5NstPn5kJbVISjHoDxDqdEgnkzs6Q3/tzwhhjjDHGLMeZmnKMos2SDggoCZ6AZlv6DApkEpFy6gwSDx9F+o3r0ETHUuMLFB7ucKhXFy5t28Ctc8ecAMfJ6WGfMmOMMcZYhcRBTTlGH+hL5bb7FckUCpsdu6rLioxCzJq1CP/tD2RHRBa+PzQUqWfPIWrVaijc3eA7ehQCJj4Bpa8vpMVMQqOJZdeuXSvyvhkzZpR4sU7GGGOMsYqOg5pyTKZUwsnXB8lFXBSXlkQqhYOHu9WPW9Xps7ORceMmrr/5tghaipNpMGDF7WA88e0yxO/chbofzoNT0yYPLEuj5n7GGGOMMfYfnn5WjqmcneBVp5ZNju0S4FdsRoCVPKBJu3gJ5ydONiugIfsy0rAiORGZRgMygm/h4uQpSD52HLr0dJufL2OMMcZYZcFBTTlGQUfdXt1tcuxqbVqLoIlZT3ZEBC5NnQ5tXM44bXMcz8pEfaUdHKU5AaY+PQOXZ8xEZvAtG54pY4wxxljlwkFNOecWFAivurWtXnrWfOQwKNRqqx63KsuOjcWtjz6DJjrG7MfojUacyspANbkChzNyMjOJeh2ikpJx4515yI6KsuEZM8YYY4xVHhzUlHP2Hu7oMHmiGAFsLfV794STt5fVjseA9EtXELelZOvMXNNkI8VgwK6MNGxOT8HbsVEYHX4XHyfEIOX0GcTv2QuDXm+zc2aMMcYYqyw4qCnnpFIpglq1QIM+vaxyPEcvT3R+bjLUri5WOR7LydKE//5HiR+3PT1VfKVw9VBmBsJ1Wkx188BcDx9xe+SfK6GJibX6+TLGGGOMVTY8/awCoACk67QpSAoLR9TlqxYfR+nggIHz3oKTn69Vz6+qM2ZrkLB3f4kfdyYrU3yq0NvBCcMcnUVvjSRPRi713AXoEhMA/n0xxhhjjD0QZ2oqCGc/Xwye/y6qt2tj0eOp3Gz4p/Ph16QRZDz1zKoy7tyBUaMp8eO+9Q3EpsAaeM3DGw3sVPkCGpPUC5esdJaMMcYYY5UXBzUViIu/Hwa89yZ6vfKS2ZPLJDIZGg7og8e++xIBLZpCbmdn8/OsatKvWJY9U0ulUN2benY/aZcvQ6/VWnhmjDHGGGNVA5efVTC0YGbT4YNQq2tHBO8/hKvbdyH+1m1o0jNy95HK5XANChBjm5uNGAJHLw+oXbiHxlZ0qWk2O7Y+PR3G7GxAobDZczDGGGOMVXQc1FRAcqUSLn6+aDF6BOo/0kNMyMpKTYU2M0sENPauLmJss8rFGQqV6mGfbqUntVPa7NgSuQISGf81ZYwxxhh7EL5aquCT0Rw8PcT3Tj7eD/t0qix1zZo2O7Z9rZqQqTkwZYwxxhh7EO6pYayUHBvUt9mxnZo1s9mxGWOMMcYqCw5qGCslqVoNp2ZNrH5cpY8PVNWCrH5cxhhjjLHKhoMaxkpJ6e0F38dGWf24vo8Oh9zF2erHZYwxxhirbDioYayUpDIZPB7pBfs6dax2TKWXJ3zHjIbcwcFqx2SMMcYYq6w4qGHMSqVidd9/R6wLZA2133oDdn6+VjkWY4wxxlhlx0ENY1bK1jg0bIDac98AJJJSHSvouSlw7dIJMh7HzRhjjDFmFh7pzJiVKN3c4D10CKQKBYI/WAB9ZmaJHi9RyFF92vPwf+JxKD09bXaejDHGGGOVDWdqGLMipYc7vIYORou//4RLu7ZmP86xUUM0+/Vn+E96UvTTMMYYY4wx80mMRqOxBPszM6Snp8PR0VF8n5aWBgdu9q6SsqOjkXnrDiJXrkTyyTPICgsD8vx1o54Zp+bNxOQ0x8aNoPT2FguqMsYYY4yxkuGgxgY4qGF5aRISYMjKglGngzYpWQQ2cmdnSO3sIFUqofT0eNinyBhjjDFWoXFPDWM2pnR3z/1eXe2hngpjjDHGWKXEtS6MMcYYY4yxCo2DGsYYY4wxxliFxkENY4wxxhhjrELjoIYxxhhjjDFWoXFQwxhjjDHGGKvQKmxQc/DgQYwcORLNmzdHr169sHz5cjxoOrVGo8G3336L/v37o0WLFujXrx+WLFkibs/rwoULmDBhAlq2bIkuXbrg888/L7QPY4wxxhhjrPyokCOdz549i+eeew4DBgzAiy++iFOnTuGTTz6BXq/HlClTinzMBx98gPXr1+P5559H06ZNRfCydOlSREREYP78+WKf0NBQPPXUUyLo+eKLLxAcHIxFixYhKSkJ8+bNK+NXyRhjjDHGGKu0i29OnjwZKSkp+Pvvv3Nvo6Dmzz//xOHDh6FSqfLtn5iYiI4dO+KVV17B//73v9zbly1bhs8++wxHjhyBu7s73n77bezbtw87duyAUqkU+/zxxx94//33sWvXLvj7+5t1frz4ZsnptVpkJiTCoNFAn50NbUYmZHZ2UNirIZHJoXZ3g1xl97BPkzHGGGOMlUMVrvyMSsGOHTuGPn365LudyskomKCsTUEUWIwdO1aUqeVVq1at3AyNqaSte/fuuQENoXI1g8Eg7mO2CWZSwyNwe9tO7Jr1Gv7qPww/t++O33v2xy+deuL3XgOwfdpLuLp6LVJCQqHNzHzYp8wYY4wxxsqZCld+RgGIVqtFjRo18t1evXp18fX27dvo3LlzvvuCgoLw7rvvFjoWZV8UCoU4VlZWFsLDw1GzZs18+1AGh7IudNyiZGRkmHUbKywzPgGJwcHY+/q7iD57rsh9shISEbL/oNhcqldDtw/ehl+b1nDw9irz82WMMcYYY+VThQtqUlNTxVdTeZeJqcSLsjLmoBKztWvX4oknnoCLiwtiY2OLPK7p2Pc7Lg0UKIgyO+zBMuITcGvzNuyeMxf6rCyzHpN8NwQbnnwG7V6ajubPTIKjj0+R731GXDz02RpAknObRCKBytUFSi4DZIwxxhirlCpcUFNcwCCVFl9Rt337drz88sto3bo1Zs+ebdZx6cKYWUd2aipC9uzHrldeh0GnK9mDjUYcX/QVZHZKNHvqSdh7eoib02PjkJWcjKv/bkLE6bOIu3Yd2SkpkMrkcKkWCK+GDVB3QB/4NGkCe093yO24P4cxxhhjrLKocEGNk5OT+Er9M3mZMilFZVry+vnnn/HRRx+hXbt2YvqZ3b2LW9PjCh7XdGzT8xZ05syZQrfRMby9vWEL9evXh1qtzhdkyWQynDx50irHX7Nmjchg/frrr/n6mB5//HERALZv396sbBoNXTh06JAIMocOHYpXX30VcrkcKcnJmPPyyzh44AAkzkrUzZaiY7pGNHfRxIrDDkpct5OLJEvzTC1aZmqLfI5jn32JgE4dILdvjtSISBz8aBGurt8EvSa70L5pUVEIP34SZ1f8Bvc6tdH55RdRs2c3OPrY5nfEGGOMMcbKVoULaqpVqyYu4u/evZvv9pCQEPG1du3aRT6Ohrx9+OGH4mJ98ODBWLBgQb6BAFRi5uPjU+i48fHxIki533Ht7e2LfC5b2rhxIwIDA1EWoqOjRTBDI7DNtXDhQhHM7N+/X/QqTZw4UQRKo0ePxofvzUPS9ZuYEJcOnQTY4KLCNTs5GmbrcEElR7RcinGJGciWSLDRRQU3vQE1NPpCz2HQanHw3fkYuPxrrBw9AUl37ph1bgk3g7Fh6gzUGzIQvee9Ddca1Ur0fjDGGGOMsfKnwk0/o8xKmzZtRE9M3uBh27ZtIpvSrFmzIh9Hi2hSQEPr0Hz66af5AhoTGjCwd+/efItt0nEpiOrQoQPKO8qQvPXWW2J8dbdu3cS4ahqqkJmZiUceeQQ//fST2O/q1auiF+j69evQ6XRiDR96T3v37o1z587lO96IESPQtWtXs8dZExrKQEEjjdamY2RnZ8PV1VXc98qUZ9HudriIpjUSCfSQQHXv93jTTi6yMyoj4GIwokmWVmRtimQ0IuL4CSQG30LD4YNL/F5d37AZa59+Dol38gexjDHGGGOs4qlwQQ2ZOnWquPimhTdpXRlaKHP58uV49tlnRWkWlYvRAp0JCQli/ytXruD7778Xi27SiGZ6LN1v2kyla7SGDWVm6OuePXtEEEAX54899liJLuoflrlz54rzp56h1atXi/V3vvvuO/GeUODy1VdfISwsDHPmzBHvYb169fDbb7/h+PHj2Lp1K1asWCHW+TGhoGTTpk145plnStRTRBPlKGicMWOGCJQCAgLQs2dP6DUaRBw+CmNGJrY72eEPd3s4Ggyofi8TkySTisyMiavOKG4rxAgYDUboNVrcXL8ZNXt0tej9ijxzFttefQupUdEWPZ4xxhhjjJUPFTKooUwEXaDTmOVp06Zhw4YNomeDLr7JpUuXMGbMGJF1IXSRT1kdKqGi2wtutD+hErMff/xRlEzRBTkFNZMmTcKbb76J8oR6VCizYtpoNDWdM2Wv6H2gjBX19FDQ9++//+a+ZwMHDsS4ceNEsEILmJreGyoP8/T0FMHHhAkT8gUnbm5uFp8nLYhK6/skJSVh8eLF0KSnI+bceXFfr9RsPBmfU2Z2wl4hbtNKAHmeyj05jKJErRAjBTQ52bSYC5fgWIr+pVs7duHGlu3i3BhjjDHGWBXqqaHyokcfffS+pV5lgRbfLLgApwk1s1+7di33Z7q4p80cFCSsWrUK5dn69esL9dTExMSIUjIKTEwouxQVFZX788iRI/H333+LgIZK6ghldqiXKO9jrFkq6OXlhSlTpmDJkiWYMu5xpISG5/7BkxuNYhDASXsl2mdoRUCTN4jRQQJFwf4kI2DQ63NLD5NDQiCVyyBXq6GzcGHOgx8vQu0+vXjkM2OMMcZYVcrU/PXXXyLDMWDAACxbtkw0k7OHy8PDQ2RWaAFREyo1o9tNI6upgZ+GJHzzzTe56/JQhiYyMjL3MabbS4PKAE1ZMkI9SmJ6nNGIFXdu4K4iJ6AiegmgvBeguOoNSM5TbpYkl8BVXzCoMeYbA01laBTolGbiNk1HCzl4xOYDHhhjjDHGWDkrP6MLQCr/WrRoEXr16iU+/aepXNQUzsoeZV4GDRqEjz/+WDTnU+aGSvSo5Iz88ssvyMjIEOOsKcM1b948cTsFOVRyRxkdCk7zjnK2VKNGjfDtt98iOTlZBEwU+A4bNgxShQLV3Nxx2l6BbAmQJpXgjFqJelk5QUqdbB3OqBXIlADJUgkuqhSom51/HRsj/V+e4EPt5ip+1mWV7s/dtU1bxaKdjDHGGGOsipSfbdmyRTSW00ZlXnq9XjSY00ajkakZf/jw4aKUi5Udmnw2f/589OvXT2RmKJB46aWXRMaGelp++OEHsVbMK6+8In5H9PujjFtERITo06Hx1NTYn7d0zxI0hIACGnoOKkGjNW5o2IIuKwvj+vVHxJIl+NPNXpSfNc7SiXHOpGmWDhlSKVa5qWm5UzTL1BYa52wssEiqV5PGyEpJKXR7ScVeuQodB+SMMcYYYxWSxFjKmps7d+6IIIdGH9OoYHHQe7VA1N8xatQoPPHEE8UuilmZ0Lo2ptdLk9Uo0CtLWamp0Gk00GZlQ5ORIcqzqO9ETSVgEonIbph6aspaxPGTWDlwhCgjKzEjoNdq85Wf9f9mMfQSCba8NLt0JyaR4IVLp+Dk51u64zDGGGOMsYoX1JhQ+dLXX38tmuwpqKHDmoIbX19f/Pzzz6hevTqqgocV1KQnJiEjMQlJ4RG4tHUnws5dQFJYOPQ6HdTOTvBpUB+12rdFnW6d4ODmBpWbC5R2dihLqeER2DR5KiJPnCp1UOPg441xOzZi9ZP/Q9zV0mWXiAhq/P1gK5nx8dBlZCIjOgZZiUkw6vWQyGRQebjD3ttLDDtQe7jb7PkZY4wxxiori8rPTGhyFpUw0VomtN6LKT6iry4uLiKooXG+FPDQQpBffvmltc6b5aHNzkZ6XDzCzl/EtoWLEHyo6Kb328dO4uiK3+Ho6YH2T4xFlymT4OTtDQe3nIUxzTVr1iyxjk9RKDP3oBHYag8PtJv5AtY/8bRFJWN55wG0mzkdqVFRVgloZEoK7koxbeABMmLjkHj9JrKTkkTwknL7DpJu3RYBjsLRAS61a8Fo0CMjKka8P671aouvjDHGGGPMhpkaysZs3rwZJ06cEL0bxJSZ6dChg7iwNY1bpgUhaa0Ud3f3fAs7VmZlmanJSk9HalQM9i75Dvu++UFkMooTadQhAnoMbNAEj33xEQJbNIOztxfKSnpMLI598gXO/biixI816vSitK56z+7o89WnWPnYBCTeul3qc/Jp2gSj/vgJLoH/jcQuLeohSg0NQ9KNmzDqDbi2cjVC9+yHvojeHblahaBHeqD+mNEiwHFv2ACOAf6Ql3EmjTHGGGOsygQ1DRo0yC0xM61tQuvW0FZwnRNqQqfpaLTgI2VzqoKyCmro4j4xNBxr57yDM2tyFtk0xwZDzkKTQ6QOUDk7Y9KK71CrYzs4eXmirKSEhWPfG+/i5qYtRe8g/mjd+6NZ4E+od4tmGLDsK9zYsRu73nzXKufT9PHH0Gf+e1C5uFjleLrMLMReuAijTofrq/7B1T//FuVmxaEJcY2efBy1hw6CTK2GZ+OGkHFgwxhjjDFmm5HOSqVSjBCmccC0ov306dOLXLiRAh9a3b5Lly6WPhW7j9TYOOxduqxEAU2G0SCyNLUhh95oFJPDfv3fNCSEhCIzJQVlxSnAHz0WzEO7WS8UvminYFlsgEGnF9knvSYbeo0GDR57FAO/X4KsuHjUfaQHntqxEXX6PlLq82k6ZpTVAhpaHDTh6jUY9TocfX8hrvz2l1kBjXisVouLy1fg5GeLxWKiiTeCef0cxhhjjDFbZGp+//13MQJYLKjIHkqmhoYC3Dl2At8MH2dWyZnJBWM2jhiz4QEpXCHDI1I1Mo0GtOrXB+O/WQSPGmU7zIHWhkm6fQfnvv8JNzdvgy49Q6Rm9FpdbiAglctRvXdPtPjfJLjXqY2TCz/BjVX/QO7ggLqjRqDFjOcReeESNk6bBb1WU+Jz8G3RDKN+/wnOVhoSkBYRKYKa898tR+iu/xYhLalaQwagweNj4dmsiRiKwBhjjDHGrBjUTJgwAVKpFF988QXc3Nzy3UdjnWfPni2yNt999x2qorIIauJu38Evk6fjxr4DJXrcakMaUmAQFV21oUA09EiEAUMl9pi3dhXqdusM+xIODrBGZoOCG11GBhJu3ETM2QvQpKVBrlLBo0E9eDSsL1r4w3bvxcmFn0KfmSWyNvQ44uDvh+6LPoHC0wO/jxgHfVam2c8tlSswds0fqNapA6RWGHOtTU9HyJ79SL0TgiPvflDq43X7dD7UPt6o1rMH5CouQ2OMMcYYs1r5GQ0IOH78OLRFZAjoIv7GjRs4dcqCkb3MLFmpaUiOjMbNA4dK9Lg4gx5xMIByGfSbuw0tvCBDP4kafpDh8E+/Iystp9+mTBmNMGq1iL9wEdEHDsGtehAC27aCV706SL58BQdnvYrVnXvh8Jy50CQli5HOMqUid2R4ekQktk16BlkRkXjst+Uleur2LzwH78aNrBLQkOzkZDGW+fy3P1jleOe++R5KR0cxOY0xxhhjjJVipDNlX0aOHJk76YxQgqd79+73fczDWtyxKqCV7y9v31XikcgZMIhfeHXI0VCiFIGM7F5gQK7vOwBtpvlZDmvRpKSKMcc7J00RPSXFobI0o1QqJoPRe0F/FvWZmdgz7UUM27QObZ6djJPfFR/ctHxqAto+Oxn27vmzjaWRcO0GUm7dQXpUlFWOlxx8WwRtEqkUDr4+VjkmY4wxxliVzNTQtLMhQ4aIi0fT6GbT9LOiNtK6dWtbn3uVRVPPws5eLPHjqkkV+J/UGX2k9giUyPMFNISGBqRGx0CblYWykp2SAk1qKg69+sZ9Axrx500qFdkU6q+hDfcCOirJMmVZKDg6/ObbaPu/SaLf5n6Uzs7os+B9dJ3zMhyt2KuiSU2DNjUNEUeOwZoiDh9FVkKiGBHNGGOMMcZKsfjmzJkzxXhmClqo/IwuNFu0aAGFQpG7D91mZ2cngqBJkyaZe2hWQpr0DCSGhdnk2PF3Q+HXuBEUKhXKAmVdwvcfRPzFy4Xuo0DGzs0V1fr0hnuzxnCpU0f8TOgiP/nGDSRcuIzQnbuhSUkRQVH4/kNIvnET7Z77Hw5/tjjf8ZROTmg4bDDaTn0GLkGBsHPK6XuyFppWRpPcEq/fsOpxaeHO6n175/YZMcYYY4wxC4MaHx8f/PLLL+J7ClrI4sWLxe2sbBlhzG2Stza9TgejsWRlbZaicsbspGRc//2vfLdTcKx0c0Gj/z0Nv65dELxnH85t2IrYq9fEwp2EMiye9euheucO6LXie0Ts2Y8rP62ALi0d1/9chdZvvoa46zdEFse1ejX4t2oJ3+ZNYOfsBHWB4RbWQgG/TGUnAi5rykpIgMxOKRbwZIwxxhhjpQhqCvbYsIdHJpdD7eJsk2Pbu7mIBSDLAmVXKICJOnEqX3bGp10btHhlJq7v3INdj44TGYqCUiOjxHZ7734c+fIbtH3mKfT4dgnOfPwZoo4dh9LeHv0/mS9K1SiQkZXRa6KhBxIxq83KhzXwWjWMMcYYY6UKatatWye+DhgwQJSXmX4uzvDhw83aj5WMnaMjfBvUx80Dh616XBFQ1K0De+eyWX+ILv5T7obAoMlZW0YilSCge1c0nj4VW996D1Fnz5t1nOzUVBz8/Evc2rsffd9/G+cXfSkCJnt/P5tlZYpC508laA5+vlYbFEDoePQeiV4ixhhjjDFWiFlXSXPmzBHr0nTs2FGUm9HPpnG690P3c1Bju4vnWh3a4uD3P1n1uL4N6pXphbNELkNmbNy9HyRwa9gATV54HutnvIyE4NslPl7E6bPYOOs1DFn0sQgupBKLJpZbTOHgKMZNu9arjZgzZ612XLf6dSkChLKMgk3GGGOMsYrG7Ku+gmt03m/yWcEpaMz6HD08ULNjO7j4+Vr1uK0fe9Sq442LZcwJfgmNZ245exb2f7bYooDGJO7aDRz86hsoKEMjtX4Z2IMo7NVQubsjqEc3qx43qHs32Ht7l10JHWOMMcZYBWPWx/ILFiwQX11dXfP9zB4eezdXdJj4OLYt/Nwqx3P09EDLEUOhLsNsgNGgh4O/nwhsagwZiPjQMNzava/Ux72xZTuinp6I6l07wQ5ly7V2LTHRza1eXatMQfNu2UJMVHOuXs0q58cYY4wxVmWDmhEjRjzwZ1b27F1d0HHieFzctB3hF0q+Zk1BQ957E04+XpArlSgzEqkIahSOjqgxdDB2vL/QKoeVKZU4t3I13GvVgNrVRZROlhU7VxdR+tbypWnYPW2mGBxgKRrY0HLGVBglgOreKGvGGGOMMVaYRVd7Y8eOFcMCsrOzLXk4swIKPpy8PDH6i4VwKGXJWLvxY9C4fx9xvLKkpHVijEbUHTMSOr0B0RcuWeW4CidHRF24hPS4eGQmJqEs0ToylF2hNXEaTRhXqmM1+d9EUULn3axpmU2kY4wxxhirMkHN2bNn8frrr6Nr16748MMPceOGdRcbZOaXoPk3boSnfv0Bzj7eFh2j/RNjMfid1+HoXbYBTe5ira4uqD9+LCLPX7DacamvJSslFeGnz4iJbmXN3tsLrnVqo/bwIag7yrJhGQ0nPI5qj/SEe6OGUHt6WP0cGWOMMcYqE4uu+FxcXMQggJSUFPz2228YOnQoxo0bh3///Reae+N5Wdlw8vJAtTYtMX3zP2g2dFAJHueJcV9/IcrOnP18YGdvj4dBqlDCISgQSaHhVjmenZubyGpkJSUj9uoNaNLS8TA416wOex9v1BszCh3eeRNKFxezHqfycEeX+e+h1qD+cAoMhAv30jDGGGOMFUtitGBMmVarxe7du7F27VocPHgQOp0u52ASCZydncUo58ceewy1a9dGVZSeng5HR0fxfVpaGhwcHGz+nFmpqUiPT0TUtes4/NPvuLZ7L9LjE/LtQ+Oa/RrWF1POmg8fDCdvTzh5ln2GpqCkkDDsXfgZzv70i2iytxQFM5QhSYuLFwt2NhjUH33nzYVHnVp4GIwGA9IioxBz+izUHu64s20n7mzZhuTbd/P32kgkYsBAzUH9Ua13T2TFJ8CndUsRFD2MTBNjjDHGWJUIavKKi4sTGZr169fj2rVrOQeVSMR2+fJlVEUPI6gxyUhKRnZ6OjTpGchISkL8nRDotToxWMCzVg3I5HJRtkYN9PR9eRB34xYOfbkUwTv3IOX2XTEVraQoYHOuWQN6nR6p9xa+bDxiCHq/+ybca1RHWdFrNKKPJyU0DPE3gqHXauDTtLF4r5Nv3oadixMUjg5IDQmDPisLcrUaTtWCoElNEwMG3OvXg72Pl+jJYYwxxhhj5in1Va2npycmTpyIGjVqYNmyZTh//jyvUfMQUfBCG9FptfCpVxdGo0GscaK6F2iVN2p3V9g5O0EilcGldk2khYZBl5Vl9uMV9vZwDAyEXq/LDWiIe40aUDk7oyzQoptpUdEI3r4bek02PBvUh0tQAJLuhCDq9DmoXF3h2bA+pAo5JJBAr9NBJpWJcc0qTw84Vw+C0skZcrWqTM6XMcYYY6wyKVVQQwEMTUHbvHkzkpOTxW0U0CiVSvTv399a58gsJFcoIL8X4JRntESmX9MmOLJkGRy9POFcqyayEhKRFR8Pg1Z738dRQKD28IDS1UUMBsiIj893v1+LplQDZvPzz05JQfjJ00i4EQzvRg1xdf0mHF/6HVLDI/LvKJHAo14dNBg2GLV690LczVvwb9UC9l6eYmoaY4wxxhgrw/Kz7777TpSc3b6ds/K76RDVqlXDmDFj8Oijj8KNVnSvoh5m+VlFpM3IRFxwMH4f9QRSo6LFBb6Dp4cIyihjo83IgD4rW/SoUI8J3S93sIfMTgWdJhvpMXGizCsvl6BAPP7nz/CsW9umAUNWcgpubt4GlbsbYi5ewrEvvxalZMVxCvBH1zmvADIpHH28EdihHRRqtc3OkzHGGGOsMrMoqGnQoIHomaGHyuVy9OzZU6xd07lzZ9ucZQXDQU3JJYdF4MjS73Dk62W5t0ll8pweFJVK9MxQRof+sBq0OmizskRAcb/+my4vTUf75ybD2c/XZueszczCjS3boHJxxqWV/+Dy6rUlejwFaJ1nz4RrrRpwrRYE/7ateTAAY4wxxlhZlp95e3tj9OjRYvPx8bH0MIwJ1FPTfOxoXN+2E/HBt8RtBr0OmQmJyCzhsbzq10PjR4dCaeNgMjkkVGSQgo/uKnFAQyjzdPDjz9Hnow8QduIUnKsFwcmGQRhjjDHGWGVlUaZm586d6NWrF6T8qXKROFNjmfS4OIQcPYE1U6aL6W2WsHNyxKjl3yCgTSs4eLjDVijYOv/bn3CpFoQNU6aLQQGWonHPw3/6DnFXb6DZE2O4v4YxxhhjrKxHOrPCOKixjMFgQHJYOEKPHsfGWXOQbUZvSl4qVxcMWfQxAtu2hnOAn02D7rir15FMY5uvXoMuPV0EIpqMDKRERiF4205kxOUfWlCcZk+Mg3fTxqg/ZCAcfTnzyRhjjDFm9aCGemjoAnHPnj2i1Kxhw4bFH5jXqRHfc1BTMnq9HqkRUUi6exc75y1E6LETZj2ueueO6PXmbLhWrwZnf9sGNHqtFnHnL0KpVCD451+RERoGQ3Y2ZPb2cKpXB149eyLi/AVcXrcBUWfPm3VMlZsbRv7+I7KSklGnfx+bnTtjjDHGWJXuqckb+3Byh9mKTCaDa1AA7BztMXjRQkSdv4Tzq/4RPScFMzdUahbUvh2ajxkJ78YN4ezvC3sbT93TpqYi6ew53PnxF8QfP4G0yP/WxSGR23Yg+Puf4NOrB7rPnI47J07h2NJl9JfmgcfNSkxESliEGEtNC3jKlEqbvg7GGGOMsSoX1LRt21Z8pfVn8v7MmK2o3dygcHCAs58f/Jo3gdFgFCVdNPKZUEO9vYe7mBbm5OsDO0cHmwcC2qRkRPy7Abd//BlZiUli1HRR9FlZiNi8FdF79qHJu2+h25yXsX/Bp8UeP+7adajdXJGdkgp7Tw8bvALGGGOMscqJe2psgMvPrE+n0eTJ1BghgQRKJ0fIyyijoUtLQ8SGTbjz/Y9iKACNk6bsiiYt/YGPkyoUaPHpAtw8dQbnfvnzgfu2nDQB7vXrouGIoXDw9rLyK2CMMcYYq7wsajxYt26d2LKzswvdFxUVhR9//BGrV6+2xvkxJlDwQtPMcjYPkaUpTUBTv359tGjRAi1btszd2rRpc9/9M8PCcWf5z/lvlNDKOQ9m0Gpx8Z0P0PTR4bji6oD9Tnb33Vcil+UrU/vjjz/EGlB0bhMmTMCtWzmjrsmqVavQu3dvtG7dGk888QRu3ryZe9+aNWvQo0cP8bhXX30VWVlZxZ4nY4wxxliVC2rmzJmD119/HUlJSUVmKT7++GN89dVX1jg/xmxm48aNOHPmTO528uTJIvfTZWQg/N8NNJ7tvxuNBsgUCrOeJyspCcuXfYejigcHQTTkgNauoTI6OpelS5eKDwhOnTqFdu3a4a233hL7nT59GosWLcLXX3+N48ePo2vXrpg2bZq478qVK+Lv33fffYcDBw6Iv6NffPGF+W8KY4wxxlhl7am5fv06fvrpp0K3L1y4EKoCa2rcuXNHfE1OTrbWOTJWplJTU/HRRx9h165dUCgUGPRIb3Q4cRoagwHvxkSgh70juhiBaDsFFns4YUpSOnz0BhxWK3FIrYRGIkFtrQ4jUjNhZwT+cVJBf/Yc+nfoiBt799/3eT3q10NyWJhYiJSyRtu3bxelixkZGeKcXF1dxX7R0dGYPHky6tWrJ34eP348Pv/8cyQmJopAbeDAgSITRWbMmIFnnnlGfBDBGGOMMValg5q6devi0qVLuHHjRu64ZrJ169Yi96f7a9SoYc3zZKzMzJ07V5RWUlCRmZmJZ8aPR2xiCoY6u+JJVw98nRCDJnaO+FOvQ48sjQhorinlOKhWYmJyBtz1BvztrMZOezsMSs9G//RsOKVm4VpPF9yxtwdSC5dtejVuBINeD78WzcXwA0IBDY1Rf/7550WP1q+//ipuHzBgQL7H7tu3D15eXnBzcxMlap07d869r2bNmkhISBAZG1NQxBhjjDFWJcvPKEiZPXu2GOVccLRzUZunpydeeuklW543Y6U2dOhQkRExbZSZof6THTt2iF4UJycneHt748lOXXA0I2dIQUOVGm3VDlikSYfcYEBvO7W4/YKdHK2ztCLAoaK0oalZ6JClFfc5GXL+zugzM+47oa3JYyORcDMYzoEB+W6nAOXcuXOYOHEipk6dCo1Gk+9+uu/tt9/Gm2++KX6mICxv9lStzjm/gn01NL0tIzoGCddvIPrkaUSfOoOUkFBxW3HDDxhjjDHGKuw6NVS3v3v3brHqOzUoU6CzcuVKEcCY0G12dnZwd3fPzeYwVl6tX78egYGB+W6LiYmBTqdDQMB/wYWXgwMS9brcnzvbO+JARhp6ye3g4OwMXVo60qVSVNfmBDHE0WiEoz7/YEGj3gCJtPDfi8AO7eDZsL64T+2ef50d0xh1ytZQCSiVgjZp0kTcRlmcV155RZSWmbI3FNDkHeBBQQ6xpwwRgIzYOMRduIjgdRuQEhIGtYcbFPYOIkukTU+HJjUN3i2boc6jw+AUGAA7FxeL3lvGGGOMsXIZ1BB/f3/xdcGCBeJrgwYNRBDDWGXh4eEh+mjCw8NF6RaJ1WrhLJOJ7w1GI1YlJ6Kd2gHbszLRMj0Nbn5+cE6IRcq9sjESI5PiplKOTpn/ZVakdkoYtP8FR8TRzxedX52F6PMX0ezJcbmlZ2vXrsWxY8dE35p4XoMBer0ezs7O4ud//vlH/D387LPPxKQzk1q1auH27du5P9P39MGDWi5H3IVLOPnpF2LCWmD3Lmjw+Bgk3rgJbWoaJDIZVDRZztcHEYeP4uCct+HdugWaPfM0HPx8c8+LMcYYY6w8suhKZcSIEejTpw+WL1+O0NDQ3NtXrFghJi3R2iyMVUQymQyDBg0SE8SoOZ8yN78fOYy26px1h3anpyDbaMDTbp5opbbHGqlBZDnau7jgtFqBWJkUlK/Z7WCH5DxZGaWbG+SOjvkW7HSrXQsDvvwMkafPoNGo4VDn6Xlp1qwZtm3bhhMnToiSM5p2Rh8iBAUFiclo77//Pr7//vt8AQ2hIQE0LIB64Ojv4ZdffokB/fohZOceHH5nHuo+Ogz1x45GxNHj2DhmAvbNfA2H334fh958F7uem4Hd02ZCm5aOdnNegb2nJ/a89AoSr90Qr5ExxhhjrFItvklNx08++aQYHEAXW/379xe3T58+XfQl0FQmamo2fapc1fDim+UfTQejP6sFy88IBTPz588XDfiUIRncrx/6JSQj9Nx5Mf3sJQ8f1LFTId2gx1vR4Rhn74zG2VoclkmwMzMNmUYj6mm0oq/G1EFTY/xYrIwIw9WTp9BLJ0Hj0SNFIBN27CSajBlZqJeG7Ny5E5988omYakY9P++++67o8aGJZtT3U3Dy4KZNm0Q2ldaQWrJkiXhczx498L/uPXHz1z/QfPpUXPvrb9z4e22x749crUL7t+ZA6eyE63+vRbdP58O1Vk7mijHGGGOsUgQ1dKFFWRpCAwGee+458T2NjqW1MaifZsqUKZg5cyaqIg5qKhdNRgYSDh7G1Q8WiAU3pTJKcObvjdFrtchKSoZULodMLkdWSgp0mZnQazRiPc2Of/6Cs/+sg5O/H2r27I646zcgV6lQu3cv2Ht62Ozck2/fwYFX30Tz56fgwg8/4+62neY/WCJBh7fniJ6bmNNn0HHe21B7uNvsXBljjDHGyrT8jD5BpsDlf//7X25AQ6gchn6mOIn2YayiykxMQvy1Gzj7w884OG8BJK6ukPv5IS08AunRsdCkpcGg0+VOA6SFOO093KGwV0OXnQ25Uima/p2DAtFoxvNQ+/shoG0bqNzckHTnrghmGgwbbNOAJjspGee/W46gXj1wd8fukgU0xGjE8fmfil4bep0Rh46IxUEZY4wxxir0oAATWvyPjB49utB9w4cPx7fffouIiIjSnx1jZSQrOUUEI9TIr0lJEdkZmUIOj4YNQGHLxTXr0GjGNFyZ9yGSL15CVlKSyMqoXF1h5+IsvqdmermdnRjbbNTrRSDg0akjgp54HFmZmajTvw8kMinUbm7Yd+AAZg2ZVeS50MQzGhJQ6teUlITYc+dRZ/gQnPx0sUXHMGi1uPbnKtQeMVRMTPPv1B7qPBMPGWOMMcYqbFBDF100NvbOnTuoXr16vvtu3rwpvtIEKcbKu4z4BGQm0JYoSsViLlxCWmSUKL1y9PWFd+OGcKtTG97Nm0CTmYnG77+DO8t/RuS2HTiQkgR9ShJ6uXmICWFyO+qgkYgsptzZGX6DByDwsVFQurvDqcDz9uzZE2fOnLHZ66KAKmTnbvi0aSWmmWmSky0+Vtj+Q2jxwlRkJSQiMz6RgxrGGGPMxqinNy4uLndZhpIslWJfwv2rdFDTtGlTHDp0CO+99x5efvllMZVJq9Xi4sWLWLx4sXgjaR/GyivKyqTHxiEtIhKhh47i0uo1iDl3EUZD4Slfvq1aoPGYUfBt3hQSewf4jRmNahPG4/nBA9FGqUY3jQYpoWGi1My5Xl349O8Lz25doHB2hvwh9VNpUlORcOUagnp2zxnjXAqUrbm9eRv8OrZDwtWrcK9f12rnyRhjjLHCKKDx8fGx6LFpVbSf26Kg5qmnnhJBTWRkpFj8r+AnxBTUTJo0yVrnyJjVA5rE4NtIi47GgQ8/RuSps+LCvaiAhkSdPiu2al07o/Ocl6Gwt8emP/5EZHIynlz8Prp07Qbo9ZAqlVC5u8He3++hr+uiz8wS/T90Pil3Qkp9vJQ7dxHYoysSLl+DYfBASO+t28MYY4wxVmGDmi5duuDNN9/ERx99JFZfz3dAuVwEOl27drXWOTJmNRR0J4eEim3LjJeRERsvmt/vF9DkFXLgEJJu38HAr7/A8bgYuKjUmDnndfT1D0J3/0AkZWaiad/e6Dj7JdFr8zBRH5CeBhao1WIKW2nRMWR2dtBrskW/EDioYYwxxsrEeNhDXcxsLy2MWIF0VGUWBTVkwoQJ6N27t1gg8O7du+JisUaNGujbt69YK4Ox8igjNg6ZCUnYPvsNZMTFi8t/mmJmrpSwcGyf/Sb+Db0Bg0yKFK0WwanJ+Pf4HcRnZ+EzowGNx4566EENldJSEELBCAU22lIuiEvH0GdlQaZSQcIBDWOMMVZmlJDCTvLgoEZa8hVaKh2Lgxri5+dXZJkZBTi0cGHB1c6t6eDBg2LhTxpM4OHhgfHjx+Ppp582qzHq8uXLYnIbBWQFF1/s1q1b7nS3vI4cOQJ3d16jo8KXnd26jTPLf0FqeM50PqPBSP9TouMcvnwRMZr/goTTCXFo7eGFDp7e8LBT4erqdXCtWRNKx4dXzyqzU8ExMABZCQlwqVUDcecvlup4LjVrICsxCR6NGnLpGWOMMVaGKJwprqhdWkbnUmmDmoIoGPj777/xzz//iO8peLCFs2fPivVwBgwYgBdffBGnTp0SC4Lq9Xqx6OeDXL9+XexTsGyOJCQkiPN+9dVX0bp163z3OTs7W/11sLKVnZwCg96Aq+s35twg4pniy84KijPoxV+cIf36YXT/Qcj6e22+f0wiT56GNj39oQY1SmcnMY468ugJ1B46qFRBjVShQI0BfXHyky9Q99FhVj1PxhhjjJkR1BTzmb2U/qeKJ2tKHdRQVmbPnj1YtWoVDhw4IEbQmYYF2MpXX32Fhg0bikDGlF2hIIXWx3nyySehUqkKPUaj0eC3337Dl19+CTs7uyKPe/XqVfG1T58+qFatms3OvyrQZmSKBSpNi1PSp/t2zk5iDZeHJSMuDjc2bxVDAXIYczI1JdRFoRZbt+69UbNTR5w4fgrJd0PyrQ+jzcjAw0R//4Ie6YHrz72Aju++BTtXV2QnJVl0rMDuXZAaEgq1pztUnK1kjDHGyhRnamwc1NDkM1NWJiYmRtxmuoAlrVq1gi1QcEILE86YMSPf7f369cMPP/wgsjadO3cu9Lj9+/djyZIlePbZZ+Hp6Ym33nqr0D5XrlwRI/CCgoLMPp+MIi5ei7qtqgQyWcnJCDt6HJGnziDpbqgIbIja3R1uNasjqFMHeDVpKBaglJXhWkYUbGfEJyK6YMaiFDWo0ecvwK9NK7jUqJ4vqCG01o1rzRp4mFRubvBq2QLRp86iwbjROPfN9yU+Bk10azDuMdzesg11Hh0OlQcHNYwxxlhZktH6d8UkCwz0P5ypKdmF4e7du0VWhkY60895gxn6dPjxxx/H2LFjUbeubdayCA0NFWvi0FCCvEyLgN6+fbvIoIbWzaFzd3V1xZo1a4o8NgU1dD8FTIcPHxavr3v37njjjTfg7e1d5GNatmxZ6DbT+1JV0PSwtOgYXPxjFW5u3wlNauGm9PToGMRduYobm7fBwccbTcaMRK3evWDv6VEm50jnJFPIkXTnrtWOmRB8S/yZp9dTkL4Ewwdsxc7FGc2enYz9r7yB5lOfEYHXnc3bzH48jaVu/+aryIiJERk2/47tquRiXowxxtjDRKVnZpWfVXFmBTUREREikKFgIDY2tlAgQ832YWFh4ue5c+fa8nyRmpoqvjo6Oua73bTIEC04VBRzFjCi8jPqqXnssccwceJEBAcHi3I1mvS2du1asUIry0+XlYXoC5dx6OPPc5vvi0MBzrEvv8GdvQfQ+bVZcK1ezebrulDgRVO7Co03llj+yYY+KxsSqQRSeeG/Rspy8mfF0d8PzZ59Gue+WYYW058Tgc61v1YXm6GS26vR8Z03xbSzm2v/RbdPFnDpGWOMMfYQcPmZFYOaRx55pFB5Wa1atTBkyBCxUXbkmWeeQVkoLgsiLcXF8fvvvw+ZTIZmzZqJn9u0aYM6deqI7NO6devE14LOnDlT6Lb09PT7ZnYqE71Gg4iTZ7Dnnfehy8wq8eOpFGz7y6+jz8cfwK12LZtmAainx6DXQ+HggMyExHu3SiCRSGE0lnxYAFE42MOg00Of26Nz76hSKRwDysdYc5Fh6dQBeo0WZ75YgoZPjkftIQNxY+0G3NmyvdCoZ6fq1VBn2GBU69MLUcdPImLbDnT+8F04Vze/JJMxxhhjViSRFHuNJCmzk6ngQY2p8Z82KvP68MMP800Ho6CmrDg5OeUGDnmZMjQFMzglUVQpGb1Oek7TEIGCisre5A3+KrOkOyHY++6HFgU0JmlR0dg99330/+IjOJqRTbMUTSKjRSPda9dESmhOVlEoRSDlXrsWpDIp0iIi893uHBRYrsYeUyAX1LMbnGtUx+nPFotgNKBbFzSeOB7Jt+9Ak5Iqsk3UL0NbxMHDOPbhR/Dr0A49vvgEDr4+Ns+kMcYYY6xonKmx0aAAWmiTRiLTwpuDBw8usn/FlmgqGWVT6DzyCgnJadSuXbu2xWVttG4NZWnq1auXLzNEPTy8Rk1+tHDl4U8XW2XKF/V6XPh9FVo98xTsnCwPSh+ELsqpf8e3ZQtR9pZzY04Gh0aBW1KD5tu6JexcXJBcoE+nRu9eULu7oTxR2NvDs3FDdPnoAyRcvoqb69bj7rYdUDo5Qm6fE/BpM9JFOaF3y5bo/skCOPj7itfHGGOMsYeHe2qsGNT8/PPPYtLZzp07kZ2dLbIk69evF5ubmxvq16+PskLjmKksbMeOHZg8eXJuOo4CEsqomErHSkqpVIryMwrWPvvss9zbabhAVlYW2rdvb7XXUBlEnj6LmIuXrHa8q+s2oMGIITYLakwT2Or0642T334vsktU8uZWqyYUKjsRnKVGRCLq7HmzJqKpPdwR1KG9WJAyby+RwtEBtfo+UmSfTXlg7+UJ++5d4Nm8CQwaLTSpqSJTQ0EfZWloIp3CyVEEQYwxxhir/Jkag8GAlStX4o8//hA98vRBPrWe0OAsUwUUJRMWLFiAkydPiuRC//79MXv27FJVSFmbWVdeHTp0EFtKSooIZGiMM00KMy1YefTo0dx9V6xYgaFDh4pgx1amTp2Kp556Siy8OXLkSNHXsnz5crz88stQq9WiFO3mzZsiq2NuhoWCJeoLojVwaOQzTT2jhTrpZ/rFduzY0Wavp6LJiE/AlbXrrXpMg06H6/9uQuup/4P8PusIlZbK1UXkY3rOmwulSgV7V1fEn78AQ3Y25GoVnOuMgszBERdW/YObm7ciOyVnKEVRWj49UWQ1Qvbdy/rc02rKZDh4e6G8U7m6iq/2FeBcGWOMsapMKpGI7YH7wHK0JMoXX3whkgV0vUttJTQo68aNG/jxxx9FNRMN0KLr44ULF4prf1orkgIguv4uL0r0cbKzszOeeOIJsV26dElkbzZt2pQ7kYzQi/3000/Rq1cvLF682BbnLN5wCjboDZ82bZqYbPbqq6/i6aefFvfTudEinBRRPvroo2Yf9/nnnxdBEEWqf/75pxjvTOOpX3jhBZu8jgo98awUK9TfT8iRY2gybjTkRYxItgbKQrhVD4I2MgpXflqBpKvXxJQyylgYDXqaMgGXenVRp29vtH12Mra98rpYb6eggHZtUKtPL/E+hB44lHt7UJdOqN6z20NdYJQxxhhjlYstMzUGgwHff/89xowZI5IDpFOnTiI5MXPmTFy8eFEsc5KUlCSmIJuSBXTtTe0otD5k3j77h0liLGVXO5WjbdmyRWRvTpw48d+BJZLcbE5VQ+V5pnQcZY1M46Yri5BDR7Fj9htWPy6VQI3++zc4+fnCFrLi4nHxq68Run0nDFoNsmLjoUlOFuOeCzbW+3TqgLbz5+Ho18tw5vufcu/zatIIfT9dAKWDA459/mVuP01gxw7o8OrMCpGlYYwxxlj5Rgvbm5YjeUvpAsdiBvZojEa8nZ1U4mtPqsKiJMGAAQPyBSc0IGvYsGFYtGiR+KCf2jTyZmWoH7lt27Zi2RMKfkqKwo/ExETI5XKRNLGGUhf+U9nW8OHDxUb1dpS9ofHH8fHxVjlBVv4kBt+yyXEpuKA1bGwR1GQnJuHi0m8RtmMXsmJjoUtJzZ3qVzCq16an5+yXkIDu338No1aLsyt+R6NRI8QwA7lKjQu//SkCGipbazZpAmoP6Ad7Dx4mwRhjjDHrkkIitgfv85+MjIwiR0AXNbGXAoq33nqr0O3UR09oaRNat3HgwIH57qe+Glqn0twJyJQE2bp1Kw4dOoTjx4+LdS9Ny7TQsWjQV4sWLdCjRw/RAmLJEi1W7Wamcc+vvPKKiNj27dtnzUOzcqTQApZWROOGbSH+3AWEbduBjMhI6On8pRJIjIBUIReLctL0L7HleUzcqTO48v1P6PDCVDR8bKS4TaZU4NyPPyMlJAwNRo1A/eFD4OjnC7lKZZPzZowxxljVJjFj+pkkz/dUPlZUUHDt2jWznu/cuXNYtmwZevbsKSYCU5tJUZkfuu1+i96b0GOpZ4cGESQnJ4vbChaJ6XQ6cW7Uy75q1SrRuzN69GjR41OSaiebjGiiiIt6aljlRKvN2+zYKjubZGlurVmLrLi4nIDGhNZeov+TGWGkfzEUcjH5zPSXjT7lCN20BbVHDodXnVpIjYlFZnwC2r/0AuxcXWDn7MTBDGOMMcYqzTo1p06dwnPPPSeyMNSbTh7UqfKgRUE3bNiAjz76SFRvmapjAgICxNRkWqTe1KpBwQ6V21FgExkZKbI433zzjaj+mjVrFkaMGGHWuZfPubOsXPOoW8cmx6WMiS2mcVEZWezJ09DmGWjx35Pm/I9EfARipMYe/FeQJkFWbJzI8njSujRt2xS7oi9jjDHG2MNcp+bw4cMW9XNv3rwZc+bMQY0aNUR2xTTJmIKPgoveE8rSmPp+ikIjn+m6iSYo0whomiZMWZgHMU1VplI1WlbljTfe4KCG2Y5LtSBIZFIY9fkb7EvLOdAfUqkM1pZ87Tq0iUkPXn/mXnCT54dc8RcuQmmvhmPtWlB5eFj9/BhjjDHGrNVTY29vX2T/zIPQEAAa09yuXTssXbpUrP1oUrNmzdxF7vMOCqCRzn379r3vMWla8uOPP45atWqZfR40XY36d2ij7M3vv/9u9mN5AVJWYlRy5duiudWPW71LZ7GWjLXRApNFZmnMpMvIgDYlBdkxsVY9L8YYY4wxc3tqitss9ddff+Hjjz8WE9AoQ5M3oCGdO3cWE44pi2Jy8OBBMZCA7rsfGkBQkoCmICpRK8lkNc7UsBJTu7uh0aPDilzDxVLUgF93cH+brPEip7VodFrLH69Ww5CtQUZEBFwaNrDquTHGGGOMPayemtjYWNE7Q70u48ePx+XLl/PdTwvZU7blt99+EwvfT58+XaxZQ1mdbt26oVWrVmY/F01HLg6NjnZxcUGjRo1yy9+sGtTQHGqaorBx40Z4efE6HAzwbt4Efq1bWi2wafzYKNh72qa0y5k+JaCPOR5UfvZfG00hrg0aICsiHLoM2019Y4wxxhizRk9NSdC04qysLISHh4ugpiDTQva//PIL5s+fL6YcU78O9cjQwvclQf065vYm09CxsWPHFjluulRBDY1jo5MwzZM2adCggQh29uzZ88BGIVb52Lu7o+PMF7Dp+ZeQnZJSqmO5162NRqOGiwUtbUHl5gqv1q0Re/JkgSDGCKPBSMvp0nfiZpqGBqn03uAACew83ODVpiXOv7MRfo/wRD/GGGOMle+empIYNWqU2IpDo51//vlnlNaDJqkVHPNM/TS0Tg4FN2XSU2PuybHKxzkoAD3ffxtKp5yRfJYOHej53ltwsMHUMxO5gz1qjbo3OYP+uBqMMGi1MGh1OdkbmVRMXqONvqfb6D4qWQvq3w8JJ0+L/R2qV4Mt6dLSkB0Tg5SLlxC1cTMi16xDzPadSLsZjOzYWOizbbOGD2OMMcbKL5nEvK28o4lmzZs3h0KhwKRJk7BkyRKx0UABuVwuAhgaUvDZZ5+hSZMmIsZYu3at2cfnnhpmMZlCAZ/mTdD30wU49NFnSLx1p0SPD+zQDh1mTodLUCBsSe7gAO8O7eDXvRsidu3OmdxMAQytSUMLbmoN/5Wm0do1lKmRyeBUuxZqDh+Cix8uhGujhlCWsLazJMFMZkgoIv5Zi8Sjx2HIyiq0j8LDHZ49usN3yCDY+fpAqlDY5FwYY4wxVnXKz8oSBSjnz58XJWV5S9169+4tenpoWEFwcDCmTJkiKsAo2KGfzVUR3gNWjsmVSvg0bYx+ny9Ei4lPmNUX41qjOrq+MRvd3nrN5gENkcrlUDo7ocn0qfDr1k30zRi0Ghg0GhHU5Ou1uRfoOFYLRLsP3kXwit+QGRkF357dIaHFOa0sOzYOoSt+w8WZsxG/d3+RAQ3Rxicg8p+1uDBjJmJ37IL23qq8jDHGGKsa5WfFbeWdKevSsWPHQvfR0AHKzKxcuVL87OvrK75m5l00vRicqWFW4eDtjRZPPYH6wwcj5sIlRJw4hcTbd6FJSxP3qz3c4V67FoI6dYBrzeriZ+rHKgva1DSkBt9GytVraDxtCrzatsbtNevE+jUFqX19UH3oYFQb2B9XP/sCcUePwbd3L7g0boTQf9ai+mOjxDQ1cxj0eugzM2HU6UVPmlStyjfdjUrNbiz4BCnnL5j9WnQpqQj+7AtkhoUhYMxoKFysPwKbMcYYY+VvpPMD90H5l3zvA9nTp08XGvV85kzO4Km4uDjx9fr1nGs0tVptm6AmOjpaLLZj7u3+/v4lOTyr4OiC3dHHW2zVu3dBdkpqTiYERkgVSqhcnEVpV1miqD/l2jWkXL0K744dcHXpt+Kc2rzzJjSpaYg7cxbatHTIVHZwqVsHbvXrIWLrdpyY/iKyoqLFgpv1pj6L1Bs3kR2fgLTbd+DauNF9n8+g04msCq1rQ8FK6qXL0CWniCyPQ+1acG7WDKrAAEjt7HB7yTclCmjyili5Gkp3d/gMHiTOnTHGGGOVky1HOpelunXr4tKlS/jwww8RGhqKFi1aiOu0s2fP4tdffxUfAFOwQ+vh0Oho+pkW/rRJUDNmzJh8P5vGshW83XRfwVnXrGr129h7uD/s04AmIQG3f/8LNcY+hmNTX0CTObMRtXcfjk55Hq6NG8KpVi3YOdiLsq+YHTtx6d33xVAA4t2lMxrOmoGri79C2q07aP/dEtxa8RuavP4qlG6uhZ4rOy4e6dev4+73PyIzPAJevXvBuVkTyB2doNdooImJxe2vv4VDg/oiWIrbu1+UxomPYCwQ8vOvcGnZQgRLjDHGGKuccuaxFr9PeUe9MjNmzBAjpJctW5bvPgpuKHZ45plnEBERISYu08+0IKjVgxqecsYqosyoaCjd3RBz6DDSgm/h1Muvod6059Dtj18QuXM3Qv/dgIzw8Nz95Y4OCBwyCEHDh0CfmY0L732IlHtlaskXL0OqkCM7ISFfUGM0GJAVFYWQH35C+q3b8B0xDPbVqsGo00GfkQFdaqrIzDg3bQLH+nWhDgpC2J8roU1MhNzJSdxnSQbLkJmJ8D9WotbMFyB3tHwCHWOMMcbKLymVsBfzAagU5V/fvn0xd+5cfPrpp4V6ZWihzVmzZmHgwIHYuXOnCGiGDh2KiRMnmn18idGMaKUki+UUXLCnKkpPT4fjvYvMtLQ0sUgRK3sUbNz47ns416+P8+99IErITOw8POA3oC/8+/UVk8R06VSCphKlXLGHjiBsw6Z8+xP31q1Q97lnRJN+zcf/m5lOWZmrb78Hhzq1RXaGRkbHbN2OqA0bkXnnbu5+Mns1vPr2gd/IESLQ0qam4sqct0S2RqpWWxTYSFV2aPH9t1D5+6Es6LOyRWmdITtbDFuQyhUiKJM7OZrda8QYY4yxB4uJicldA3KZsydcirlGyDIaMTE5tkJce6akpODw4cOiBI3GOwcFBaFz585QqVS556/VakWgUxJmBTWsZDioKR80ycm4+uVSeHfuhENPTCp6J4lEXIzTWjb67Gzo0tLv9QEVvW/3NSsRuXMXGs58UTyOppcFL/oSClcXMXI55cJFXH//Q+jT0os+BJWbGY3w7t8XNaY9J8rSLj7/IuTOORkbS9R/by48unSGrd9LXVIyUm8GQ+HkKLJP+swscc6UtaL7HWrUEGOvKWBjjDHGmHWCmu/NDGqerCBBja2YVX72+uuvi0wNfXVycrL9WTFmBYZsjZg+RuVi92U0iiwNbcUyGnMu7jMyxXEpQEm5cAHZcXHwe3QYUs6cw9W33rl/UEQkEpFBit60RQRQdV57BfXnvY3Ls1+Hnb9fTo9NCdEwAvfOnSzKppqDFv5MPncBUns14vbsQ9SWrciOjsm9nwI6n3594Dd4EDLu3IFTo0ZQ++WMYmSMMcZY6UgqSfmZyebNm8VggGvXronX1rBhQ0yYMAH9+vVDacjNnStNT/riiy9yUMMqFgoidDqrHc40npla8jTx8bi99FvUfGGa6G+5Nu/DBwc04nxygiMSv28/HBvWh9/wobCvVVNkP2BBUKNJSBSvUWKDBTmzY2KRfOkyUq/fwI1PF4m1fQrSJiUjbOVqhK36BzWnTIZUaSdeo7qMSuIYY4yxyqyyDAogCxcuxIoVK8T3pmKxU6dOiW3SpEl47bXXYKmKFNgxViISmQwSqUw041sLDRKAjHpgVNBERcOoN4jStah/N4jApqSi1v4r/inyGToYWgpOiguKiiB6cWyQpdEkJSGJxlJfvoJrCz4uMqDJx2jE7e9+QPTOXUi9dk2MwGaMMcaYdUY6F7eVdzQA4OeffxbBjFKpRKNGjUSWhr6n2+i+Xbt2WXz8ivAeMGYRal5XujpD5eVZ5AjmklIH+IvGeHs/X7FwaMLhY/AZPAASiRTRGzebdxD6VCJPAEJlXEknT8KjWxdIVSpRmlZS9jVrWFS2VhxtYhKkSiWuf7ooN7tkjrs/rhDZm6zwCKufE2OMMVbV0GWDOVt599tvv4mvjRs3xvbt27FmzRpRDUbfN2nSRAQ2VJZmqRJdCW3duhUuJVjBfPjw4ZacE2NWWwzUrUULJJw6C79+fXH3r1WlOl7goIGIPXoMPl27iH6Y1MuXETTxCaQHB0MTF2/eQQxGkVnJG7zEHzwMpyaNoQ4KhDYpqcTn5Vi/PqxNl5mJtFu3EbN9J4z31u0xm9GIyHUbEDThcaiTkqB0LX1AyRhjjFXt8rMHRy0SlP+5X7TwJpXwv/rqq7lDEAh9P3v2bDG++eLFi2UT1FAdnLnopDmoYQ+bW9PGCF2zDtVHj8TdVasBCzIhhKZ8+fXrLRbyrDVhvLjQ1yQmQuboKDIa5qJghkZI5/2nR5ecLM5L5ugg1q4pCTs/X5uMc9alpEDp4ozoLdssenzcgYOo+dz/RJ9Q3qCGPoWhoQxGrY4G74v3gkdBM8YYY5W/p0Z770PSokY1m27TW1CGb1FQw9OfWUWjcHWFV6cOoj8kYNAAhG/YZNFxgkYMQ9rtO/Dv10eMLNbExoqSL6OeGvRL8NfIaMz5e0R9MPcCrJwxz7BooIHPgH5QWKG0riBdegayoqOhedDkuAeg/puUS1cgc3CAfVAQ9FlZ0CanIPHkKcQdOSIyXdTzpHB2ht+AfnCoWRMKdzdIZTKrvxbGGGOsIqssQU1gYCCCg4NF2RmtgZkX3Wbap0yCGjqBkpSfMVYeStBogc1Lny5CrSfHIysqCvEnTpXoGD49uiFo+BBE7tyDhi+9IC68ZWp7qAL8oU1MhiogoETHo0CIenNMjfcqX19I7JTQp6XlBDtmoolptJinLfppDFot9OkZpToGZWSoJyczMhJhf69BzN59UDg5wbV1SzjWchRZKxq3fWXhJ1A4O8Fv0ED4PNKL17lhjDHG8pBKcrYH7oPyr0+fPrh586aYfnb79m107NhR3H706FHs27dPVHn17dvX4uOX6GpowIAB+WrgGKsI7Dw9UO/Zybj21Tdo9OoruPn9ckRu32nWYwOHD0XNx8cgZO16EdDY3bvgljnYw7lZU8Tt3gufAX3h1LQJUi+YWQdqMIoLehrBTGVsPoMHiiltaTeDofLzM3sIQu1ZL8LOyxO2IJXLLF4M1ETp6gKZSoULb8yF3NERNSdPgsxOhait25AUEwNIZXCsUwsNXn0ZacG3EPbPGiRfuIC6M6bDztM2r4sxxhiraKifpvieGgnKu8mTJ2P9+vUIDw/H/v37xWZCVSx+fn546qmnLD5+RQjsGCs1h+rVUW/acwj9dz1qjBuD9su+hv+AfpCpVYX2lTs4iGCm40/fI2Bgf4Su34SGL06HQ9B/KVHKjrh1aIe4PXshtbeH77AhJTofU6mZS5tWUHi4I3LNOsjValGSVRzav/5778ChTm3YiszeQQRYNJHNEhKlEi7Nm+HGF19CHRSEwFGP4vb3P+LEU/9D6F+rELN7L2J27sKtb7/HsScmIv7QYdSd8QIywsJxc+m3ol+JMcYYY/9laorbyjtHR0f88ccf6Ny5swhi8m6tW7cWk89oH0tZv26FsXKIJo451a6FxrNnIezfjUi8cEGUldV55mkkX74CbUqqSHtSj4dLo4ZIunQZ4Rs3wbNDezR57WXYeXgUOiatf+PaqiWST5+FR9cuiKhXF+nXb5h/UkYjgiZOEGVsGSEhkLu45Kw5cz9SKTy6dka1yZNg5+Njk7IzE1p7R5uSAq+e3S0aFuDRqYMoPzPo9fDv1QPnXnoZ2bFxRe5ryMpGxPqNIqBpMGc2rn++GImnz4hSNMYYY6yqqyw9NYQqvpYvX46QkBBcvXoVMpkMtWvXRo0aNVBaEqMZ3f9fffWVuOCjlJCDg0Opn7SyS09Pz40009LS+D0rZ3QZGaJpPebgISRfuQKjnrr0DTDSuGW5TKw749a8KTw7tofSJaeEqihUQpZ+8xYuz3kT9ea+Dl1yCi7NfAWZoWHFngNlZOq8+jLcu3VByvmLcGvfVjTTx2zdjoxbd5AdGSn6WmRqtRj17NiwPnwGDoDS0wOKMuprS7l8Bem3buPMc9NL9kCpFC2+/Bxxx46JwOTap4uQcvGSWQ+t9sTjcKhRHSlXrqLxO3O5v4YxxliVFBMTk9vyscrdG27SB3+QmWk0YGh8VJW+9jTro94XXnjB9mfCWBmhEcK0VRv1qBg5rM/KphDl3r0SEUgonIpPf1JWhUYq03osNxZ+grqvzUaTJV/g9pdLEb/vwH2nmVGDf/XnnoFzkyZIOnMWiYePwmdgf6j8fOHUuFHOwIB750LZHIlMKrJC1HRfluy8vUV2JWDUowhfnTOVxBw+ffuI0riIrdugz8wyO6AhkZu2oM0P3yF8/UZkx8VyUMMYY6zKq6iZmiVLllj0uOnTS/hh6j1cfsaqLFO5mcLZ8mNQ8OPetQv02dmI3bMXviOGoeEnC0QmhsYWZ4WEIn7vPsQdOAS1vx98hw6BQ93aYn0WKutKu3IFDT+cBzsfb3E86quhrbwMWHCoVROBY0aLiW0Ra9cX+xjPbl1Q79VZuPvr73Bv01oEKSVB6/QknT0HlyaNEXfwEJzq1SvFK2CMMcYqPokkZ3vgPiifQQ1da5UUBzWMPSQyezXcunSGZvdeXP3iS7i3bAHnevWQHRUlSrG8hw1B9anPwqjXiyxM9KYtOVPTBvZHo4/mi/6YB/bSPETqAH9RZhc4ehTc2rZBxLoNSDxxUmSQ8nJu0hh+QwfDtWVzMXwhMyICLk2biK8llRkRLhbs1CQk5kyJK6fvDWOMMVYWKmqmxpI1Li0Jgkw4qGGsFDTJyWI89N3Va1BrwuPw69kd4Wv+xZW33s1Zh+beX07HOrVRfcJ4eHXrAnWN6mi6+DMovb2gLGJV3fKEAgqH6tVEuZ7UwR61qwVBYgSSL1wUmSgK6Jzq1xMjmyGTicyOWGtHIhX/kFn2j5NEBDPFfizFGGOMVQEVdaTzL7/8UqbPx0ENYxai6WAh/6zF3X/WofGsFxGzfSdCfv8ztz9HqlTkJDSMRqTfvoMrHy5E1OYWaLLgfdjXqS0W8awoaD0c2jTxCdAkJ0Hu7ASDRguJQi5K+JTu7qL/hYIgTWISFC7O0CYlwb5aEBJPnS7Rc9GggOSLl+Aa2ISzNIwxxqq8irr4Zrt27cr0+crje8BYuUdZiPiTp3Drtz9RZ+ITiN2z715AQ+4Vv0qk4qKc+mtM688knb+AS2+9g8y7IaiIlB7ucKxVC26tW8GjY3vRN+NUr67ovzEFIBTQeHXrivhjx+E3ZHCJjm/n7QWnBvWRcukyPLt1tdGrYIwxxipe+VlxW3nz4Ycf4u7du6WaALdo0SLbBzUGgwEnT57M/Xnv3r1ipdDnnnsOp0+X7JNZxioa6ve48/caqH19xHb3l9/Mehz11VDW5s6KX6FNNU05q1wouPHo0A6ahAQxYMCtTWuzH+s/bAgSTpyEc+NG5b40jzHGGCsLVFomNWMrb2gxzQEDBuDpp5/GqlWrEB8fX+xjIiIi8Pfff2PatGno1asXli1bZtvys5SUFEyaNAmxsbE4cOAArl27hueffz63GejIkSP466+/0LBhQ0sOz1i5lxkdjZRr11F99EhErt9EUb7Zj6U1cuIPH4UuJdms0dEVEZWkeffogYh/N6DeKzNxfvacYtfvocyMd6+euPbZItR/eRaUbq5ldr6MMcZYeVVRp599+umnWLhwIQ4fPixig3fffReBgYGoX78+vL29xZqO1HtL6ztGRkbi+vXrCA0NFY+lmILW6Zk1a5Ztg5ovv/wSly9fFieSmpqKlStXisyNSqWCTqdDdna2iKxKkjJirKIw6PWI2LZD9Mp4tm6Fk19/V7LH63TQpaUhds9+VHtiHCojWuun2rjHcPHt9xC+bj2af/oRbi1bjtj9B2DUavPtq3B1EWVqfgMHIPjb7+DdrStcmjZ+aOfOGGOMlSdSM0qrpCh/Bg8ejJ49e+KPP/7Ab7/9hujoaISEhOQGLgWZkiM1atTA2LFjxUaxhU2DGio1o4Bm/PjxYsXSgwcPip8pkKG00Zw5c3Dq1ClLDs1YuWfIzoYmKUmUWUkVcrG2SknRwpwZoWEiwJHKK+e8DpWPDxq//SYuf7AAt3/8Gb4D+qHWs/9DzO69yIqKgkQmh1O92nBv2xaJZ87i+qLF8OzUATUmPSlGOjPGGGOsYo90dnBwwDPPPIOnnnpKtK1QzEAxAvXLJCQkiH3c3d1RrVo1tG7dGp06dUKrVq0sei6LrqYo0iIU1CQmJoqoiyIpOhk/Pz9xn+lEGat0JPdGK0pzxhZbegzB0sdXEOqAADR+721Eb9uBiI2bREDo1qqlGANNY5uzomNx8b334VizJupMnSLWwuGAhjHGGPuPuOoopv5MYiyvYU0OuVyODh06iM1mz1GaB0ulUhw/flx837hxY8hkMiQnJ4ufnZycrHOGjJUzUjs72Hm6i2wLTW+mNVqonKxEx5DJoPLxhlShQGWn8vZG0Lgx8O3fF6k3biJ23wFkx8SKiXA0Ta3FZ59ARWv2uLs/7FNljDHGyp2KnKkpSxYFNZSNoXq41atX48KFCyJ67NixI5KSkrBkyRKxD6WRGKuMKJj379cXIWvXI+HsOXj37oWIdevNf7xCAalaDa9HeqKqoBI7Oy8vsbm3bZOzMCmV7ymVFWq9HsYYY6yscVBjHov6iqjph8pufvjhBxw7dkwENQMHDsSOHTty+22GDx9uyaEZqxDsPD3h1rQJog8chP/QwUWOJVEH+MN3QF8EPjZSBD6Ke9O8aB0X93ZVt8yKgjq5gwPkajUHNIwxxlgx6LranK2qsyhTQ7OjT5w4ISagERrnXKtWrdz50927d8fo0aOte6aMlSN27m6o/tgonHtnHnTZ2fAfPgQRa9eLf1T8Bg9C3VdegsLBHkatTtxGHwJI7ZTIjIrGnZ9/RfWJE0RwwxhjjDFW7PSzYmIWKcc0kBgt7HSmh1FQ4+LiImZOEyo/279/PwYNGiT6a6oqmrdNs7dJWlqamPzAKh9tWjoitmzB7b/+RqOXZiB05d+oN2MaFI6OyLx1GxG//YGko8egy8iEwtkRHr16wu/xsVD6+kLm7ASFvf3DfgmMMcYYK4doOhit00J2+wXAvZhJqZkGAzqGh1bpa0+Lg5q8tFqtWJDTw8PDOmdVwXFQU3VoU1MRc/AwInftQvO334I2Lh7XXnsdCfsOiCECuWjhLPFVAp9RI1Hr9dmQu7qKAIgxxhhj7L5BjX8APIoJajIoqAmr2kGNxWv16PV6rFixAiNGjEDLli3RtWtXcfuMGTNw8+ZNa54jY+WWwskJvr16oNm7b0OXlIRLz01D4r4DOU19kjyb6QFGI6L/Xo0bb74NfUoq9FlZD/cFMMYYY6xcq2w9NVeuXMGCBQvwxBNPiOouQotzZmZmln1PjUajweTJk8UiOqZED72Z1FOzfft2cfvKlSsRFBRUqpNjrCKQ2dlBl5qG8B9XIPXsObMeE7dlmyhH8x4+FLISrJbLGGOMsarF9AFpcftUBIsWLcL3338v4gfaKH6gCqcPPvgA69atEwkTS7NMFmVqaOoZDQqgE2nfvn2+VBmNu6UFOb/99luLToixikav0cCQmYnIv1eX6HERf/wFfVq6WISSMcYYY6wyZ2o2bNiA7777DgaDAao8H+gGBweLr5cuXcLy5cstPr7U0pOiN+/NN9/Exx9/nHt7w4YNRTqJIq8jR45YfFKMVSS05kry8ePQxsaV6HGpZ84iOzIK+myNzc6NMcYYYxVbvnL2B2zWEBUVhTZt2oglW/IaN24c6tevX2ij9SrNRSVmFD889thj2Lx5c+7tTZo0waRJk0T8sGXLlrItPwsPDxdfu3TpUui+Vq1aia9xcSW7wGOswjIakRmS05xXUlkR4XBoUM/qp8QYY4yxykEqkYituH1KKzIyUrSXpKam5rudgo1r167hqaeeQv/+/fPdV7t2bbOPf/36dfF14sSJorLLhL5//PHH8fPPP4tzKNOghmrdaHwzDQSg6CovU8Tm7MxrcLCqw+K0bwVIFzPGGGOs8vbUGAwG0c/y0UcfFXl/SEiI6HuhdShbtGhR6mslCppMU4JNTMGMnZ1d2ZafUR8NRW1z584VDT0my5Ytw3vvvSdOul27dhafFGMVCf15V9eqZckDoaZhGsWMaWSMMcZY1VXSnpqMjIwit/uhLMw777yD4cOH52sryTutjDRo0KBUr6Nx48biK7WqnD9/Pvf2s2fPYuHCheI1UCtLmQY1NLaZsjU0EOCnn37KfSNpokFycrKIsp577jnY0sGDBzFy5Eg0b94cvXr1Eo1F5i65Q4uG0hsbFhZW6D7KNE2YMEGMqabyus8//1xMe2PsfqR2dnBp1RJKf/8SPc6lfVsovbzE9DTGGGOMsaJIpOZtJp06dRLXsQW3+/Hz88OOHTvw+uuv52vgzxvU2Nvbi4CHEhtNmzbFM888g1u3bqEk6DGEAhqKJUzxA/XrXL16VXxP1+BlGtTUqlVLBDN16tTJHclm2iiKo1Ft9erZrk+AIjoKmug8vvrqKwwZMgSffPKJeF5z6vmmTJkCnU5X6L7Q0FBRL0hB2RdffIGnn35avE4aM8fY/UgVCkjVKviNG1Oix/mPfxwyZ6cKMbGEMcYYYw+HRCqB1IzNUq6urvD19b3v/RRwUKaHWkuWLl0qrovv3r2L8ePHIzo62uzn6datm6jyksvlheIHpVKJWbNm4ZFHHrH4dVhc99KsWTMxBY1e6J07d8QJVqtWzabBjAkFMpSeokDG9CZRkEJjpJ988skio0zKttDUhS+//PK+9XoUFFEG6uuvvxZvLtUO0rHef/99EUT5l/CTeFZ1SNRq+I8fi5Rjx5F48FCx+/uOfQxu3btCymvUMMYYY+wBzBnZLMlz/+HDhy1e66UoM2fOxP/+9z+0bdtW/EzT0Wgw2IABA/DLL79g9uzZZh+LBgJQ4LJt2zYRP8hkMlSvXh19+/aFt7d3qc6z1MX8lJkpbY1dSVBwQmPmKG2VV79+/cT6OadOnULnzp0LPW7//v1YsmQJnn32WXh6euKtt94qsqSNAhkKaExoygP1CdF9NIKuoKJqFB9Ut8gqJ4W9PXXaocEXnyH4gwWIWb9B/FyQRKlEwFMTUe35ZyFzdoZMoXgo58sYY4yxyjkowN7eXmzWUtR1flBQkJh8ZiobKwkfHx+RhLA2s4IaqrErKYoY58+fD2ujEjGtVosaNWrku52iPHL79u0igxqq/9u9e7dIsa1Zs6bQ/VlZWWJUdc2aNfPd7u7uLiY00HGLUlSNIk2RYFWPQkzykKDOe3NR/YXnEfnXSiQdOQZ9egbkLs5w79UTviNHQO7sJAIauVpd7DG1ySkw3uvpkigVULi4lMErYYwxxlhVG+lcFKqEososuu4ueM1L1850nWwumrBmDhpYYLOgZu3atRbV/dsiqDHNzi44Cs6UZktLS7tvVGjJcU3Hvt9xGctL4eggNgpaqr80A0HPZeXcYQRkjo6QqOxysjoPYNDpoE1MRPqVq4jdvBWae4t6Kjw94T2wHxwbNYTczQ1SnprGGGOMVXq2Hun8INReQpVOVBr2559/5t5+6dIlMerZ1Pxvjjlz5phVRmfToIaYO1nMxFbNz8VlQfIu5mPN497v9Zw5c6bQbTTLu7R1gaxiU1CQbUE9qz4zE6nnLuDOV0uhiY7Jd1/m3RCknDoNpbcXqk+fCucWzSGzYnqZMcYYYxW/p8baXnjhBbz22mt49dVXMWzYMERERGDx4sWiv33EiBElOlZJ4wmrBzW7du1CeeHk5JQbOORlyqQUlWkxh+lxBY9rOrbpeQsqqmbRlr8wVnkZsjVIPnUGwR8uhFGrve9+mphY3Hx/AWrNmQ23Du0htfuvB4wxxhhjlQuFK8VmamA7lDmhfnPqXZ82bRrUajX69OkjppVRo7+5aH2agtfL2dnZYuHNlStXihYQ6mO3aVATEBCA8oImrNEbSKPk8qIUGKGmJUtQiRmVqBU8bnx8vAh0LD0uY+bSxMfj9iefPzCgMaF9bn/2BRy++QqqAJ7KxxhjjFVWZVl+1r59e7EYZ0EDBw4UW2k8KKtD/fCTJk3C8ePHUb9+fYuOb1mtVp6RcfPmzRPrvtBUsQ8//BAnTpyALdE4ZholR4sE5c2I0Gg4yqbQqGlL0Ru6d+/efItt0nEpiOrQoUOpz52xB/XRJOzdB30RmcL7PiYjA/G7dovHMsYYY6wSl59Ji98qsnbt2omvlLGxlNzS/hOqq9u0aVOh+2gtmJEjR9p0wcqpU6eKRTJffPFF8VzU17J8+XK8/PLLIiVG5WI3b94UWZ2STGWgGdz0mugrHZ/mZ3/++edilDOvUcNsSZeYhLjtO0v8uLgdu+A1oD+UXp42OS/GGGOMPVy0sKasmKBFaqzYQQ0NJaNkBU05LtOghhap3Lhx433v/+eff0Rd3OTJk2ELHTt2FAtw0kKaVNtHZWMUZD399NO5Exlo/jXV7j366KNmH5dKzH788Ud8/PHHYh0cNzc3kQoruCYOY9ZnRFZ4RIkflR0ZBeO9IRcGrRb6tHSxPo5ELhMT2GzZOMgYY4yxyj39zJpo0c2iEiWUjKCNrll8fX0tPr7EaEFXe+/evREWFiYW3nn33XfFqqJ0mPPnz4sGH1rThbIk27dvR1VEPTimwQP0S7Lmqq6scsqOjsG58RNL/Di5qwsaL10semwSd+xC2sVLYl0bmaMDXLt1g1PrlpC7uEBqZ2fW8fRZWdAlJN7rOJRQFx9kri6Q85Q1xhhjrMzExMTkLkdyqUU9eCkfnIdI1xtQ89TVcn3tSYt4UuDyoNDjjTfesHhhTrmlbzSdFAU0eRe6pL6Td955R2Q3oqKiLDohxqoiiVQqAg9DdrbZj6GSs+rTn0f0b38icfeeQgMGUk+dgdzVFX5PT4RL586QO91/MqAuNQ26xATEbdmG2DXrkHU3RAQ0doEB8Bw2BF5DBkPu4Q6Fs3OpXidjjDHGqmamxv8+rRw0WY0CuMGDB2P06NEWH9+ioIZWFb1x4wa8vLwK3efq6pq7D2PMPFKVHVzatkbiwcPm7W9nh2rPPYOYP1ci48pVSGRFz/zQJSUhdNGXMGq0cOvdq8h1bbTJKUg9cQI3Xpkj9s8rM/gWQj9fjPBvv0ftD+fBrUc3KNzcLHyVjDHGGKto69RYy+7du2FLFk0/o2lnlDpasWJFvhSSTqfDt99+KxbApCZ+xph55E5O8Bk21Oz9Xdq3RcalK0g7c/a+AU0uoxHh3y2DNjau0F36bA3Szp3DtekvFQpoCk5auzl7DpIPH4UuPcPs82QPl1GvhzErA8bM9Jyvep6UxxhjFTVTU9xW1VmUqaG1W2iG9Jo1a3Dq1CkxRpnGIJ87d06UnVEKaefOnWLLG0HOnz/fmufOWKWirlEdrh3bI+nIsWL3de/cEeFLvjG7V8ao1SFh63b4PvUkpMr/FuvUJSTg7oKPYcjKKv4YOh1uL/gIzVq2gNyBe2zKMwpgkJ0BY/BFGBNjAJ0WkMkhcXYH6jYHVA6QqMtfvTVjjLHKk6lZt26dxYt9ltmgAFOjT0lduXIFVQEPCmCWyo6JFYtqppw6fd99VAEBCHp6Iu68+z4kCvM/l1B4eaLuF5/nG/+cdPAQLj0xqUTnWO+rL+A5sD8kJVhF2NqM2dkwZqSLLJRRm7OulEShFB9VSRwcIFGaF+xVNkYKXhKiYbh0FIi6KybhFUL/dnsHQtqoPeAVkPO+McYYK7eDAq63a2DWoIDAI5fL1bWnJfEC7X/5cs7rKJNMDSlpLFQeI0jGyhs7by/UenUWkg4fRcymLci4GZzvfvs6teE/fqyYcFaSgIZo4+Lz/axLTkbcxs1mPtoo/p/Ebdgkyt+U3t4oa4a0VBhTU2AIC4FEpRIX6MaEnNclcffICXKysyANqAapkzMkjk6oKkRwFx4Mw7FtOZmZ++5oBKJDYYiNgKR1L6BGwyobBDLGWEVQUTM1xILcicUsCmp27dpl/TNhjAlKDw94DR4I104doImNgyYmVlyIKn28RZaFGvWTzRwokE+Bf/Con0Ybn5BzkVto33txjNF4b7rzf4/VJibCoNVBGxkBib0DpA72kMoVsHlvSGI89HduiRPT7t8J3enjMMbH5j9tTy/IW7WHontvGCCBrHpNSNw8HmpWqSyItYpiw2E4uhUwt2/GoIfx5E6AMjVBdSGx8e+QMcaYhWQSoLj+WZRd8GAuWi+yLFkU1AQEBFj/TBhj+T5xoeCGNjSoX+h+uwD/nECjBJ+A2Pn75V4A6+PjYczMgEQuF1mfXHJ5zgx5vUGMmc795Ec8j1EEOVKFQlwQQyqDMSsTeo0GRrUasnsll9ZGvTyGiDAYU5KgO3YQmi3raCpJ0fvGxUK7fSO0u7dCOXAEJHZ2kGRmQOofCInM4sR0+ZeVDsOJHeYHNCaU2Tq1GxLvAEDuYquzY4wxVgUzNSNGjCjT5yvVf+Xv3LmDxMREMfWsKG3bti3N4Rlj9yF3d4NDo4ZIv2R+3al7n96QqlXIOHYMCct/gMuYsXBq1QJx6zfk9KJIpTAaDTAajCKzQd9Dq/svcKJ/MKVSOLVsLoKi+KVfwvnRUVA1bw49ZVK0WshtMO7ZEB0JY0oyspYvhf7KBfMepNNBs/5v6IOvQ/XUVBhkcsj8A1FpxUcBacmWPTY7E8bwW0DdFuXyP4qMMVblSem/v8X8+2ys2P9+GwwGxMbGirHP48aNK7ughiacPfvss7h+/bpNGn0YYw9GJWiew4aaHdTInBzh2q0L0rZsQfLqv+HYpw/kAQHwatEC6ZevIGH7DugSk8Q/mhLKwFA5k06X8zUPCnY8hw6G7lYw1J27Ivq1V2Df8xF4vjwbhnt9OnIX633ib0hMgDEuBtkrV5gf0OShv3QO2X/+DOXoJyCxt4fU1R2VcdKZ4fqZ0h3j5nlIguoCattk2xhjjJUCxSuVYPVNjUaDefPmicAlOTlZBDJFxQ+WBjUWrVPz/vvv49q1a6IU5UEbY8x2KMviPepRsxb2rPbyLOhiYqBNSYHLW28j1skNJ5avwNGvvkFqjRqo+fUSBL76ClQBgTBkZ+eUd1EpWoFeFO+RjwLZGoRMmw5tYhLcX5qF9O1bETv/fUgoCNJozBoPbQ7K/OjvBEN37ZLon7GU7tRRGG5eE/04VMpW6VApYExY6Y4hxj5XwveGMcYqS/mZtJhNUv6DmmXLlmH16tVISEjIqfCwcvxgUabm2LFj4s2rVq0aevfuLcbGVYQ3k7HKRO7sDO8xo6Hw8EDMmnXQxuZvmif29evB7+lJop8mPfgWboZHI3jaS0i7fEVc4EtVKsgDA3H6q28R2Kk9Wi74AFGffIbU02cALU1YU+bMDNDr4fZITwS9OA0Rb7whRgXHfPUVAj78EPY9eiFj724kN2wEl3HjoU9OglTlW+rXR1POaCqXZt2qUh8r+99VsJ/zvihjE1PSKhMqE6TAprTujcZmjDFWzpizuqak/F+Hb9u2TcQLfn5+8PX1xZkzZ/DII49Aq9Xi4MGDInOzePHisg1qTAHMokWL0KhRI4ufnDFWOlTq5TF0MFy6dkHGlatIOX4CBq0GckcnuPXuBaWPj+ijSbt+A8e+W47wcxegDQ/PzVhQZkUXHQ25jw9CjhxHYvBt9Hr/bejeehuZwbdEtkRdpw68Hx0GrxHDEfPxR8g4ciTnyQ0GJKxcCa+JTyJjzy6krvkHziNGAgqFyPaYuzDo/YhpZ7euw5gQV+r3yRgbDcPdW4BaDWllC2py5tOVXnH12owxxh6Oe9mYB5FUgH/DIyIixNdPP/0ULi4uGDRokFhokxIklMX5/PPPsWfPHvTt27fsgpqePXtiw4YNYkgAY+zhomlkSm8vsbl06SQCFolCIRr/iSY+Hje2bEPIgUPidgpUcslkMKSnQxcRAZm7OzKzs3Fu7Xq0/eJzZJ45A1W1anBo0kiUroU+PxXZBRbQzTx3TvSqKGrXgfZWMDJPn4RD956AvnSZA+rloX4a/dWLsBbdlQtQ+PrnjKmuAJ9omU8C0DozmmzLD0F/VuS8CCdjjJVPlSNTo7v3gaq3tzcCAwPh7OyMCxcuiKCGAhkKao4ft7zc3KKg5tVXX8Xp06fx2muvYfLkyahduzbUanWh/Xj6GWNli3pgCvbBZKek4trqtZA6OEB/r0RNBDw0slkqhZ2LCyRymQh+DHo9wtLS0OZ/T0Ht7AjN6ZMI/+E7eD4zpVBAIxiNSN1/APZdusLYth1kQdWRfOYsMoJvQZ+ZBZmjAxwbNIBD3TqQu7lCKjfzn5yMdFFWZQgNgbXQgp2ib4SO7VCJGuKpRNC/Nox3SjGYxacawOvUMMZYxZ1+Ji3/QY2np6fI1hw+fBiPPfYYGjZsKNa+nD59Os6ePSv2iY/Pv1C4zYMaqnmjICYsLAwff/xxkfvw9DPGyoe4y1eQFhYupp1REz+tTePg74cW06eiWrcukCtzPqGnEc5xV6/jzNJvce3v1agpAxJ/+1XcJ3N2hkSthjEzs9DxqdTM6cknEfnHXwiZMROGexfH1I9jYufnB8++j8CzzyOiJK64TImYukYjprMyrPY+0Jo64pgGvbUKtsoF6jtCvZalCmqk9VpCorK36nkxxhizDolMKrYH7mMs/wO6OnfujFWrVuHdd99F69at0a5dO3z11Vfo1KkT0tPTxbWBj4+Pxce3aPrZBx98gJs3b+Ys0sfTzxgr15Ju3cldqJNWjW808Qk8+u9qeHq448ab7+BY7wE42qsvzk16Bsabweiz+DPUGNAP0qAgyBwcxDEomJHaF77olbm4QOrkjOh/NyB82Q/IDo8sclHj7MhIhK/4Dddee0tkcQqOii5IBD30bwhdsFuJCLKMBkgkFv2zV745OANeFi6K7OwOuFv+HxHGGGNlNCiguK2cmzZtmig7k0qlCAoKEv00dnZ2SE1NFQkTih1GjhxZtpkamlBAaHpBnz59xPQzOkHGWDlEfzcpoJHJUf/xMWg1dQquzJqNhAOH8u2WfuUqbrw/HyHf/4imy76GXadOSPvrL1ECRgGNISN/1kRq7wCpiyugskPm7Ts5N9InSeLf1aL/cc0KD8eNt99D/QXvQ129+v3P2d5BnLPUL0CMY7YGqX9Azj/6RQRnFZ3E3hHSdn1h2LMayEg1/4FKFaSdBgLqnOCVMcZY+UOfxRX3eZykAlyGUxZm3bp12LlzJ5RKJQICAvDtt9/i66+/Fpka6qt55plnyjaoUSgUyMzMFGPXmjZtavGTM8Zsz71+PUjs7CBXq9D2pWm4/uY7hQKavLKjonDxuelotep3qNq0hszTQyyqWbD0jAYLaJKS4Ni5M0J/nSZukzo63fvX9/6fGGliYnF36beo/fprULi53r83yNkVsjoNoDuw2+LXnu986zQQx6TFRSslF3dIuz8Kw8H1QKoZQ1zUjpB2GQq4elXO7BVjjFUWlWSks9FohKOjo8jQmHTs2FFs1mDRf8l69OiRuzIoY6x882hYHy7166H+0EHIDg1H3I5dxTxCAm18PCJX/g3n4SPgMnwEUrZuzbcHrW9DVWYO7dohhcZEx8WLjBD13uSUeD34H9eUs+ehTUh44D5ST2/Im7bIydqUksTRGbKGTSH18EJlJQITNy9Ie42GpEW3nLKyoji4QNKkI6R9xgFefiKDxxhjrPwqduFNM0Y+lwc0PXnJkiWIjo62yfEtCmpeeeUVUXo2d+5cMbXg1q1bYppBwY0x9vCpXF1Qf+xo1O7dExEr/y52XRPRjGg0Imr1Gsh9/aBu267Qwp5SFxcYZTJ4jB2LmDVrxSdEUgpoTGWoxZWj0uKdGzdDn5V1//NwdIQxIwPKvoNRWoq+g2DMzIDEyQmVftVpRxdIGraF9JHHIO05CpLmXcXPkmadIe02QgQzkqYdIXFy5QwNY4xVBJWkpyYqKgpLly4VC24+//zz2Ldvn1V78C36iG7EiBHIyspCZGSkGMNWFJ5+xlj5IHdwQJ1+fYDsbKTSWGZTE34RaMSzGLus1UITHQODVovMkBCRmcl3TP8AePzvf4j8Zy0yLl+BRKmE3NMzJ16SmvfPStLxE/AbNwayAsfOPRc7FWQ1akGiUkF39iQMd4ItePWAtGYdKDp1F/05YlJYFSBGdts7iU3iX/Nhnw5jjLHSqCQjnevWrYsbN26I9WpokU3afH19MXr0aDEgoDSTz4hFH9PFxcUhLS3tgZPPePoZY+WHjJruFXJIqdRIBB4F+l4o0yKXi4U8xVoulMqmhTqNRmjzZF1p2pnb6NEI+mghov7dgLi163ICmsAgsZAnHdy06GdxdKlpxe4jcfMA1PZQTXkREh+/Er9uia8/1FNeFI3w4liMMcZYRczCm7GVdxs2bMDq1avx+OOPi4U36RqDEiQ01pmyN5Qo2b9/f9lnahhjFYfUzg6auDg4Nawvppwh7wcPFNDQ+i30M/XDKOTie6WXJ6QUsHh5QdmjBxw7doS6UUNkHDoIvUaD+C1bIfPwgMzdI2fqmZHGJlu3P4MGBsgCq0Gn1cL+5bnI/utn6E6bt9qwvHUH2I15EqCMT2CQ2cEWY4wxVq5UkkwNadKkidhef/110cKyfv16MVWZ+vRpKtru3bstrvSy6ApkwYIFFj0ZY+zhkNmrkRUeAb/HRiNy5eqcTAylbO59smPU6+/taYRBqxNBj8/IEdAmJsKpSWNkHU6CNi4GSb+uEGVhFCSpmzaDPj09d4RzSQMauZOjWfvR88lr1oEhNhrKMU9C0akHNLu3Qn/lQuEyOokEskbNoHykP6T+QZB4eImBAzT9jTHGGKuQKsn0s4KTlNu2bYuYmBiRrbl69WqpK71sMvaGFtChqKtbt262ODxjrITkjo6w8/eD3MEenv36IG7bDhgptXKffzyUfn7wGz0SGXfuwL5WTTj2egRGnRYwGEXpGg0JcG3fBvG79wJSmUVjkl3bt4Pc2bzGfQpKKGMjcXSCQW0PO+qPUdvDEHYHhvh4sY/UwxPSoOpiuIDEyRlSb19IXd1KfF6MMcZYeUKVBmKIz4P2MVSMtg/KyFCGhtarOXToEPT3PlSlYMbT0xOjRo0q26CGnpgWy6EUUXJycu4JEfo+MTERWq2WBwUwVo6oAwOQcPAw6r07F4ZsDRL27b/3yQ4FN//tR8FPk2+XQpuYBOfmzSCVSWGEAtD/12tDmRrvEcORcOCwZScjlcJ78MD7Dgm478Nc3cRmSEkGKMii4CWL1s+RACoVpA4OgFwBqbOLZefFGGOMlTPm9MxIKkCm5u2338bWrVuRmpqzSLQpK9O+fXuMGzcOvXv3hpyGFVnIokf++uuvYuFNegMLpolMt1WEN5exqkTh4gL3zp2QFRuDRos/RcqZc4j4ayVSz18UU85U/v7wGzkCHn17IysiEvaBAVD55WnOd8kfKKgC/OFQvx7Sr10v8bk4t2wBhbvlWRRT0CJ197T4GIwxxliFIKkcPTWrVq3K/d7FxUX06I8ZMwY1a1pnSqdFQQ2ljIi9vb1IFYWEhKBp06bIyMjAzZs3RUDzzjvvWOUEGWPWoUtLgy4pCca0dET9uxEODeqj3jtzRZO/KB+j9LZSgfTrwXCsVwd23t4PPJ7C3R01Zs7AtTlvieOaS+njjerTnoXC1dUKr4oxxhir5CheKbanBhVC8+bNRVZm4MCBUCqVVj22RUFNaGioCFy+/PJLuLu7i0jrhRdeQNeuXbFw4UL8/PPPYkFOxlj5oEtJQVZoGEK/XIKE3Xth1Gpz+mlo8pm9PSRyuQhyqr8yC86N6ouApTj0b4C6RnXUe/8d3Hx/ATQxMcU+RhUYgDpz34AqMNBKr4wxxhir3CRU+l1MJkZSATI1lBRp0KCB+J7WuzQlSYYPH26V41s045ROhFSvXl2cHGVszp07J26jBXQIrRLKGHu4KIOijY6GIS0N+sQEKLw8IXdxzrnz3qc+howM6FNSkHL8BK5NfxEZwbdEEGQOWtuGStAafLoQ/k+ME1mYoqgCAhD49ETUX/gh7GvX4vHKjDHGWEmnnxW3lXOmgIZQT/6cOXPwxhtvPNxMDZWcRUVF4cqVKwgMDBQnSYvl0KI5lMUh0dHRVjtJxljJ6BITkXXpElI2b0LmlSvIDo+ARKWCc58+aPjFp4hatx4xq9cWehxlW+7M/wh1P1kAufO94KcYFKCo/P3gP34cvAYNQMb1m0i/eRP6tDTInZxF0EMT1ORuriIIYowxxljVXKemoNKMcC7IoiuMVq1aYdOmTZg9ezb+/fdftGnTBt9//z0GDRqEiHurj1NZGmOs7Oni4hD71ZfIPHsWRoMRRk02dAkJNGsd8T/9hKQ1a+D3zjuijyZ61epCj089c1asaaPw8hLDBcwlVShg5+UlNrfOHa38qhhjjLGqKScRU/Gnn9maRTUgzz//vJhaQLOmvb29MXjwYLEiOfXRZGZmijd2wIAB1j9bxtgD6ZOTEb98uQhoBKMxp5TMYMi3T+S778J7YH/YBQUVeZzYtf/CkEGjkv9jSE+HPj4OurhY6OPioE9MhFGns+0LYowxxqo6U6amuK2KsyhTU7t2baxZs0ZkadRqNerVq4f58+eLMc/p6eno27cvZsyYYf2zZYw9kC4xAelHj+S5xSjWpClI9NBs3QKvgf0Q9t0Phe6ncjV9RgYM2VkwJCcj++QJaCPCaSGqe4c1QqJUirSxumNnyH39IHVz40+KGGOMMWujPtTielGlFatXVSaTwd/f36rXDRYXuAcEBIiMjcmwYcPExhh7OAwaDVK378iXlRHu8w9GyvbtCFr6NcKWLc+ZhFbwMUYjMrZthfZWMOyaNYeyfgNor12DIT0tZwFOe3soGjRE9tnTSA8Ph8OAgVDUrJ2zACZjjDHGrMOcQQCSivWhIvXn796926rHtErXbkpKCu7evQtXV1cE3aechTFmW8asLGjDwwrcKoH0PnPg9bS2jF4PmYODaOrPSxXoD6lCDmn16mJyWsovP0Nz+WKh4Efi5AT77j1h37ufCH6yL16Ew4BBkLm4QJecDKNG89+ivPTJjLPzfc+HFc1IQWpWRk6wqrSDRGn3sE+JMcZYJc3UREVFibaSpUuXon379rm303X+ggULcPLkSZFl6d+/v+itd3R0tOh5EhISEBYWJq4PqlWrJtpayiyooTHOtP7M4cOH8fXXX4sXodVqRdnZ6tWrobtXW9+wYUOxVg2VpDHGyvqTnAL/qEklkDs7QRMbWziDI+6XwmgqKctlhNfQoZBKJIhf8AG0wTfv+5TG1FSkb1yP9M0b4Tzxaag6dYEuKgoZFy4gZctWZF25krMmjkQCuacHHLt2FRPYKOiROTlZ6YVXTvS+GdOSYbh6Xmyg99HFDbL23SH18IbEqfT/AWCMMVYBlFGmJjIyEpMnT0Zqamqh5MXEiRNFdoWu8Skg+eSTT0RQsnz58hI9B01OnjdvHs6aen/vffDZtm1bzJ07F3Xq1LFtUEMDASZMmICLFy+Kn00BzEcffYQ///wz376XL18W+9J0NHrxjLGyIVWrYVe/PjLPnM69TWRIZDLIKXOSmJhvf0VAAAzZ2TBk5hkIYDTCqVULKP18kfzd0gcGNPkYDKJPR5eWjpiFH0MXFQmJo9N/tbI0sCA2Dklr1iJp/QYR2LiPHQO5FaYk6lNTxGswUOaJAjeJBBI7O8jc3EUpHC0sWtEY6fdy/SK0634FMtLz3Wc4ewzSWg0gHzkRUnf+N5Yxxio9Gwc1BoNBLIRJ1/VFoWv9pKQk0U9vmm7s4+ODKVOm4NSpU2jdurVZz3Pt2jWMHz9eDBXLO8qZvj927BjGjRuHv/76S/TuW8Ks/9r/+uuvuHDhgvieUk406YzWoTEFNHThMnDgQPGVghmK6Chye+211yw6KcZYydHFu1P37khe809u2Ze4XSaD0tMDhqysfAGMy4ABiKUenFxGKH18UPPN1yHNykDmrrz3PZh9vwGQN2mGsOnTIXFwENkfmUoNKBSFd9bpkLJli1gM1Ov55yF3c7Po9VIQRVPYDGmpSN+6GdnnzsKQmQGJQgm5vz8c+g2AonYdyDw8IHN2KTfBjdF4r5wsLRlIT8n5D5GLB6Cyh0SV049kuHsT2lXLAZ22yGMYbl2FduUPUI6fCokzZ2wYY6xSK2FQk5GRUWQDvr29/X2DjXfeeQePP/44OnXqJIKVvA4ePCgCl7zLtXTp0gUODg5inUpzg5pPP/1UnBtp2bKl2CigoaTJiRMnkJaWJvb55ptvYAmz/iu/bdu23NTQokWL4OzsLCI6vV4vbu/evTs+++wzsS9NMli2bJl4AzioYaxsSV1c4DJkKJL+WZ1vcUwolFAFBkATEwtdaiqUQUFw6NYNITNeztlJJoNrxw6o9tJ02Pn6IG7KU/9NOivuOd3cYT9oKEJffFEEGBKtFjJvb/G91NUNdtWrQVmtGiR2KpGB0EZGIDv4FtKPHoPC3x/uY8dBqlaV6HVSD5A+IR4pf/2GtPXrRKCkbNIUyuoNIXF0hDEjA5lHDiH70gWoWrWBsk5dyLx9ILV7uP0oxqwMGMNvwhh8EUjNnzmDhx+k9VrC6OAK3e6N9w1oco8VEgzD3RuQNW1j25NmjDH2cFFpeXE9M5L/7qfAhBIQRQUvRfHz88OOHTvg6+srMiYFBQcHi+RFXpTkCAwMxO3bt81+GdSPQ3HD008/Lfpx8qIJyhTMFPX8Vg1qaP0Z8uKLL8LDw0N8T701JnnXpKHvKaihujzGWNmipn/nYcNEpiR5w/rcwEQikwISJZS+vnBo2xaeU6cids9+uLRtDaWfH7wGD4Tc1QUyhQKpX38JfWyM2c+p7tkLKXv2Qk8LfIrSqSwYJRI4tG8P14EDIFcpob90DkZaw8pVBWm7wTDIlUg9dEQ8zmXQILOCGmNGOozpqdBfOgtDQjwMqWlw6toVTqPHQCKTi0EJtIaOVKUWmRpacDTt2HFoE5MgS0uDRKWCxM39oWVsREBz+RiMty8XvUN8JAzn0iBp1BHGuzfEkIfi6I/ug7RmPUgcna1/wowxxqpE+Zmrq+sD76ceG8rKFES3UXbFXEqlUvToP/roo4Xuo+EEFNQoiqrwMJNZ/3WnEyC00CahDA1FWyYdO/63erhKpcr3GMZY2aL+GdfRo+HUqxdStm9D1uXLIsiRe3jAuW8/KOvUgUSlFp/MUK+LlP7OymTIPrAPUm8fZOze9eAnkMogUSoAmRyQy6Du0Qvxr83JvVtibw+fqc9BqZBAu+Y3ZF+/UugQslp14dx7IBzatEbG2XNw7v1ITkapCHTuxphIaLeshf7yWRjT08WUNxE4fbgE2pAQpPzxG7LOnMoZSmAwiKyM49DhcBkxEhHvfwDN19/AY8IEOA8YAMW9f8fKeoKZMfT6/QMaE5U9DGG3c4YCKIqfEmeIjxFZKsYYY5VYCYOaw4cPFxmEWCpv/0vhpzU/mOrRowfWr18vsjsF+2ZogADp3bu3bYMaGrNmGr1GI5sPHTokIjN6IbVq1coNdsi5c+fMivoYY7Yjc3QUm/uTE8VIZkJry9BIZRO5039jGPVJidCFhojyMOiLuEim5nu1fU7jvUwmpqpRM768dh1oY+Ohi4nN6Z+RyeD31luQx4Yhc+1KSB0dofD1zckU3QtQaDFQQ+gdZC5bDOWg4VB0fgT65OQie2voH1JDZCg0338BY0oSjDodDKmp4jzt318spqvFfzgvJyMll4tzowBCHxON5B++g+bSRfjPfRd3nvkfoj76CJmXr8DnlZeh8PJCmcrOgPFWzqCVB6JFTamEIDszJ2gsptyAAkH6T03FWp2AMcZYiUhl4r+vDyQz5uuduV//jCVo4nF6ev6hNYRiARoYYK5XX31VTD179913xbCAFi1aiGFkx48fxxdffCFaWGjYWERERL7H0e1WC2qaNGkiGoGo3o1O4vPPP8+9r0+fPrnfU5MPNfhQsEOPYYw9XNRDYlYfCU0NMxpFiVchCiVkFHAY9FDWrg11955Q1KwJY0oypM6uyIyIhNzXVwQbzgP6Q6HLhG7/TtFHA2qKp0CJ+kNkMhF0SOUySL08RYZBu3MLZB5ekNxnhKMxORGaX78TAY1YI0eng56et04DSNy9ED/12ZyARtx3L7tBgcC98dXUV5O2eQO8X3gBYTNnIv3oEcR+8w28Z8yAvCw/eElJyBkMUJz0FEhqNsv5/gGfjJlIAquLXiXGGGOV2ENefLNmzZoICQnJdxtVbVGyo2/fvmYfh1pUaDkYiiUowCn4ISYNGhsxYkS+2ymmoMnKVgtqRo0ahX379okszLRp0/KVmtGkBDJ9+nTs2rVLnBSdAD2GMVZRSHL+7hZYGFOiVkPq4gq7Bg3gOPxRGCLCoNm1BZlnT4nAQdG6PQwt2sMQEw2JqxvcHh0B/V8/QqqQiZIxKhXLR6EQ/R+UNTJosqHwcIdm91bY9RtS5FkZ7gSL4+SWcNHaLdnZUI9+UgQr0NKUt3sX//SFhpfcy9aYpK1bA9/vf6J/sERGKO3gIbgOG1amQY0xLcm8HTVZQHoSpI2aw3CL+moe/MmcrGMvkUFjjDFWiT3koKZz585iqjFVbZkmoNFAMJpkRveZi4KWB5W0PajMzWpBDWVjnnzySfzyyy+5t6nVarHwjqn0jKYgmE5m9OjRpaqJY4yVLRG8qNSQef1XSkoZAKmzC9QdO8G+Qwekf/qhCGryMqanQebqIkZIO7RqCbkuG9qbV2FMoqEBRfwDS0FJYjyMqcmQ+vjCkJIixi3rr1yA1Ms7X22uMS0VuiN78j/fvVHVEm8/ZB5dlhPI5P030KC/14siyb1DFx4GfXw87Js0RdbFi2KkctLGjbCrVasMFwA1/z82xsjbkPceBs1fPxRaoyYvWZvOkHr7Wen8GGOMlVv0n5BigxrYDCUwfvvtNzz11FMiiUFr1lAM0K1bN7Rq1crs4xTMwlib2WOA3njjDXEyNGqNJhNQ0JK3jq569ero0KEDxo4di/79+9vqfBljNlq4U+blldMnU7MWdHfvQOrmBlWLFrBv3RppH8wVAUxButs34VStGmTuHvB58UVo1/91L6AhD+j2oN6Y6ChIff1hSE6C/vRRKFq1A5z+6/kxajUwFpzCZvoUh2qLqawtX0ST58f/YpqcmzUaMf1M3GgEMk6dFmv2lFVQI3HxKHim95cSD2N8GJRPvQTtxr9gDLmVvxRNZQ95u66QdekDiUNZBWWMMcYeFuqfvN8wnbz72AplZyixMX/+fLzyyitiCAFd6xcsISvOggULYEslmm3asGFDsRVl1qxZ1jonxthDoGrdFqlr/4Z9n35IW/UnpA72cBw4GKnvvV5kQCPQujNHDsDtifGQKhUwRhcc5f7gwIZ6ZiT2jjAkJoiSsfx7SnJ6cvIyNUpmZUIeGATN9auFj1swepDLIffygjY0JGdyGx1Wo4EhPWcBsDLh4Ay4eALJcYXvy/saxSdxElFCJ/H1F4tr0ntkuHIOoCyVpzek9RqL94x7aRhjrIoow/Kz/7P3HWByVFfW51VPzlE554wEiJwzBmwcWBtsr3Nc54jTv8724l3b2IuX3bWN8TrhRAaToxAgUEQ55zAzmhlNDl3v/85971VX93RP0kgo1OEbRtNdXfXqVXX3Pe/ec+6ZZ56Ztp/NtGnT8Jvf/AbHMo6NFtsRIkR43eHRGc3XyD/jTLQ99QTyTl+Izmceh653mZf06Hz6MZT97JfwmVGgY1cSev+QpebGK6+Epshf9DEhxDzpK+MyPwpK7Ke5GtX90nMouu5NaH3ysR6HE9ISIjYFF1wozTo7t29HrKo6NMbDq90dEPIKoKaeAv2Ks8tmxsg3dszU0QixUcbkoLAEavJcqKwcoDgHqrgU3pgJR2+sESJEiBDh2MLrrKk5XnDkclURIkQ4rkD75aK3vA3dB/aj9MMfQ8F5F6Dj6T561lDGsm+vOJp1r1wGb9zElGdTRS+pT7MWrAWxcRN7mH0xmI+dcX7iAdpCM4NRVISOe/+MnBkzkbvgtJSTcCYBZmfMZpS88z1ouO8+IUMey9tIHLKy4A2h3WXm0/Oh25qBmj1AUSnUlHmGxNA2m7bNrU1Al3WH6+4UTZCafRZ03X7omt1iYR0hQoR+gh8ifP9TWyc/xtUxQoQTRlPT189JjojURIgQIUDWsOHIHj8RWSXF0HUHoBv74dqVlw/d3oauZ59A1pnnATn9sJAm5EPYuJplXXC59MpJflohNn0OVEnIpSwWQ6y0DIh3SWPP6m99D7mnLbQvgOmh42sWF0MVl6D6+7cg3tGBut/8Bl5RcVCXXDBvrtXYHDnojjboravhP38v/Ofuhn7uHiC/GOq0i4HCUhNwFRTbJqbZwITZ8C6+Aehoh179AvwXHwJqdkKn6xsUIUKEZCLDhYGOVqC9GWizP/w3H7MLBhHBiXDcgotx/fk5yRGVn0WIECGANOisKEfH8iXQB/Yha/Ro+A0NpoFnhoBA5WYLQfEP1iK+fg2yzjof3c+Gyqx6vMCuJtlfsdmnmMCdZCR10+JS5Lzzw+j49c8k2FdsQJaTi1hlFTr/cZ9kYqq/8310bduK5gfvQ3z/fnks77zzUHjxZejYuQs7PvRB4+RWWRlockqvuRZZpaU4ooRm7RLozaYZsaC7C/qVx0RboybOgjrlfGhmbfKLjA113T74m1aIUYAg3g3/1Sfhnf8mo8eJECFCMkhm+NnR2dZTf0fwI4VkhqSGTW1z8vvV1DZChGMO/SEtXnRfR6QmQoQISWBHe+kj01AP3VAvZWl0N/Obm6Db26EZJHAbNtIsLpbeNiorCyq/EB33/RUFn/sa/G1b4O/cll5TE3qI1sy5N70f7cuXI+/Ms3tuyjKxiVOR++HPoeveP8HfuRUqOwux0lIzxpVL0LlzC3Ju+hDKPvEZxA81SZDTVd+A1o2bkF1ZhQm/+z0O/PRWdJHwxGLImz0bedOmHtmSs12bkgmNeQJob5GSM9o269x8o7UZNw26fAT0+ld67qy7E3rzSmDueVBiVR0hQgQBP4dIZpih6Q+kEXALEMsGcguiADDC8YVIU3Nikxo2/fnJT36CTZs2obKyEu985zvx/ve/P6nPRSoeeOAB/Nd//Rd27tyJ0aNH48Mf/nAPz2x6bu/fv7/HaxcvXhw0HIoQ4WT48GTvGhIEXV8PzYfouEULZAYDtuSDvWR0Rzu6169D9gWXoPOeP6Pt179A/r98ER2//yXiK5f2/KC1hmje1JnIe/+/QHtZ6N6wFuqKqzNnjyZNg/rAp6AP1iG+ZBH8liZksZRs0gx05+Rj/+/vQv1df5bmnGHkzZmNkV/5CkbcfDP2//SnYjQw4rOfQVZ5+ZGbv/ZWQ0RSweAr1BRUNDXM6Kx5Bd7V74bOyTN6mxSQAKnpp9v+OxEiRJD3EcvKBlOaGWeZWguQWxgRmwjHD47TTM0999wzqNddf/31R4/UfOUrX+n1eRKLnJwclJaWYu7cubjkkkvgDeFkL1++HB/96Edx9dVX49Of/jReffVVaQIUj8eFqKTDI488It7abCJ6/vnn4/HHH8fNN98s47zmmmtkG3ZKJaGh7/ZppyULkEvoDBUhwsmAvHyoWBa80eMMIYkZOzHdxiwDN7BlYo6sxLLQ/vc/ouDjn0PnA39H/LUVaLvt35H77g8i5/q3o+uZx9C9egV0W5tp8Dl9FrIvvFyO07V0CTB6HHJOOwMetTK9wKO2pqRMzAjiDQ3o3LED+//zNjQvWgTE43YjS7gs2levwY5PfwbjfnYrRnzlZsTy85FtGwYfMTTVA00pjnEcUxrCIoh3Qe/cADV8nPzuAbrCHdxnbKGPEPzuLigp0+mSTJO0+cnKhlIx0fscyf4HESIMCHwv0VzjcLRmfG1XO8CFBJalRYhwrOM4zdTcfPPNvSYb0oHbH1VSc/fddw9okOxtw6Y9RUVFGAr8/Oc/l32SyLjsSnd3N26//XYhLXlpBMA//vGPpVEQm4gSJDaNjY249dZbA1Kzbp3peXH55Zdj3LhxQzLWCBGON9AVjFma2PiJIrbXTYdSdDA93/vU0hC511yP9nv/iu6N69H9/76IrJlzkH3Bpci/+GrZJw0F4ju2o+3Pv4e/bw8Kv/ZdtDz1BEo++LGMgTONBJgNUhLEeGCug6Vk2z70IcTrDprhUGvjmpORgIVcj/zGRuy75UcYe8u/ITa8d0LDDBB74ITL31BcNqCgXjfUpHlQ9ypS1vW1UKMmZn6+vfWINIv2OafdnVBsdNpwALp2lwSMmnNZUAqMmAjk5kNn5UAxADweINeeWouukFV2zGgpGMAOxRe/XEubcjwGA4kTGiTfJCSHCxIj2qbTVTFChGMdxympIfRRNOgYFKkZNWoU2traUF+f7FaUCWvXrsV///d/4/Of/zwOF52dnXjppZfwqU99KunxK6+8Er/85S8la3PuuecmPbdr1y5s27Yt7WsefvhheW7ChAkyTnZJHTt2bL/H09ra2q/HIkQ4npA171R0Pvckss+9SAT5fUHl5KL1V79A0ee/Br+lBZ2PPSQBZHzzRnStW92DCKmychR8+mY0PfsMCq+6FiqNaF/0O61N8FctQ3zTWjEKAAX/V78Vh558EvHGRsBTCbFwsHPPLLoEH/Aa7atWomPbNsTycqCqq6WULulYhxqg6+sQf+4fiC97ESC5yc6BN30eYhe/AWr0eHhllf2bvHCJWX/B4Lu3L6QjkCmR7AwJTM1O+DvW9ggU9aE66H1bgNJqeJMXCJn0jmViYzNNch7pVvFJaLJzzQ9JzkADAGcVzqyg350QpguhtuLzoSJNxxs4F6lxy5GwmJUszRAQGgdmT/MKomxNhGMfvEf7+h5Qx959fMsttyT97fu+JBnq6uqk2mr+/PlSybV06VI89NBDkrD47ne/e3RJzV133SUaFmZEvvGNb+D000+Xx1988UV8+9vfRllZmRCMWCwm2ZT77rsPTz755JCQGuphurq6hISEMX78ePm9devWHqRm8+bN8ru31zhSw7GT/Lzwwgsy+RdeeKFkd4ZlKFlZsGBBj8f4uggRjmeIAUAsC7mXXIGu556Ebmnu/YO0tAztS19F59e/hPLv/BuyFixE58P3onvNa0mERpWWIeeCS5F90WVoee5Z5J52JupeehXlxWUomDJZttHxOHTNPnQ//Qjiq15Nypx4M+aiu64ejfffbxpXMqBkNoWBplsNShdgAdKrJm/ip+Dv2Apv2uwg++I3HET8mYcRv/d3yYSkvQ3+K8/Jj3fauci66aPwKvsuXVPFZdCjJhsxMoM6ZgwO7AJYvof0omZVWGwcmjLts6j30ryBgmYPqrsDet9W6G2ret+4sQb+6ufhzT7P5CaORWJDQkMLX851JvC+oLDcOs6JYLw/ZFGybPa1vVwjQ5ryzOr/sVyu594fUmN4mOSD+3LuYvztwP152caqfCiJnjSs7acxQH8g2TxawA/dLiNEOCI4TjM1b3zjG5P+/sUvfoGamhp8+ctfxnvf+97g8ZtuugnTp08XwvPMM88IuRkMBvXJ+8Mf/lDIBQkN9TLUm/DniiuukMco3ufAq6urRbxP7N69G0OBpqYm+Z1aysYMC9FM69kUuMf6eg3Lz6ipmT17tmSWWAu4ZMkSvPvd746yLxFOKqj8AuScdxG6t29FwSe+AORm7j2jSkrQfagJflsbutesQt3H3g81fTYKvv4DFP3kf5D/yS8i/8OfQsHnv47Cb/0IeuI0dNTWIefCy1Dz3GLU/P0e7Pr5beg6eFCaTfrbNqLj9h8hvuT5JEIjx2LDzKwYOrdvN8EIV+RJaKS0qPcPdGpw/PZ2dC9+UjIzhN98CPHFTyB+9297zbD4ry5C9x9uh19v7ZYzbdfeDj+7GF01zWh78lm0PvIkOpaugZ6wADj1cqByZLoZhJowC5rEJx0KSoCSITYpoXamuQF6G0lnP9DRCn/TUmiWqYWD12OG0ND1rr/Brk5s31dZhNxjXUDbod4JjWxL4tMKdDQnB/jHWi8XkrouY1Ihv1mGNdBGlbK/uBHrk+ylnq/MW6cR5HPe0tktD+o8jsCC4bF2rSJESIf+NN5Uxx6pScVf/vKXQDaSCvIJlqq5bY5apoYsKpzpCGPKlCmBMJ9ZG0ccqHkZCvSVBUlnSNDf13znO9+R7NK8efPkb2ageD5kkHRw4O9ULFu2rMdjLS0tGTM7ESIcL1CVVcg+9Qx0rVyKwi98A623/YdYPCeB752cPHTv2Wf+zspG3mVXoW3zVuz9819QftXVKD3tTNMUs7MTvtboLi7DwecXo3nZciExROvadWjfuQuF5cXo/M1tQCuzGj1BrQwtp5MIiPy72/Sg6e1zxpkJtLbA37Aa3hnny7/j9/2hX/NBYqMvegN0aXlajY3f2ICORx9Cx1OPwa/dFxAyhtrtD92DrDmnoOCm90BtXwns3pR44Yjx0J0dQEuj+TsnD2rEeGnUKSvIpdWiaxnS+ma62u3dkr6PUCYcqoWiJTVd2HJMv5/j2gWLmZ3CsqB3UcasAAPzgYBjIWmS6xcyrggH5K5M5GhkdKQ8s8vOUcr1FmkQ+7x0mzFJlqkfpXmOwPWHBHV3mO143xxueYx7Dw8lIlIT4XjAcZqpSQXLzpzh16RJk5KeYwkaUVtbi6NKapzo5+9//zu++MUvJj33t7/9TX6zRCxs5zZU7mHFtJS1xKE/2ZiBvCZdKRld0Ph6ZyKQigKuHL+OoqgIEY4UqEuJjZsghKTzlcUo+uYt4mLW+dRjiG9ab7bJL0C8uRleeQVyL7kcOedfgqbVa7Hvx7fCVx723XGn/LC3jMrKlkxGpkDIi3eh465fZyQ08rqGg2LbnDVsGLp27UoO3JzlZYZFjCxqabKzgbZW+Mtfgj9nAeJLX5C/+4v40w/BGzsJKEvOnPiHGtF61+/QtehZMy+5BYawuVIZ30f3ymVo3rMLRZ//KhQD8do94mjmLbgQ/sZlovVQU+ZDlVdD798GXbfHWGvzvItKpa/NUJR+aRoDcPX84N6Bv3bfVhnzsfPVSY1F5+Bf291OZ4z0wYAQpgESmvBr21sNGaUGJF3gLKWTJBFD3AwyMKWw7zNe6yTNmcpMVDhW0Rxl9b3dQL7nmLUheTxcUf6R+G6Nvq8jHA84Ti2dUzF58mSJp5lEYAUXkwhMPKxcuRJ33HGHxB1Tp049uqSGGQxma37961+LMJ9kgIE8mdeKFStkUHxs7969uO222+TvGTNmYChAVzJmU7az/CSEHTt2BBOWiokTjasQXzNr1qzgcbcPvoZlbcwucYKnTZsWbMPJJkGLetREOBlBQkNik1tSgq5XXoKO+8h/70dEx6IbG6AKCtEd12L/e/Cpp9Hwze+hu7PT2ACHgiLd1S0/mZA/ZTJUcyP0rm1CftLCj6N77Upkv+GfUHL55ai7446eq7jU12QgNaVveANi2THEa/aJCxtaW6FfMytD/YW/biV0vDspqOdnX9eKpQGhEXgxqMISaGYDWN5j4ya/9gBaf/drFN74TqCgGN78C+Dv2SKlQN6Ci6D3bYO/+gUTBLOkjvtob4beuxmoHA1v2qlQ1IMcBkiSNDMJg1ih1i0NUEOUdR8ya9+BZJtSwQwZdTC0rg7Dt5mIQY0rRJiyeiEHrnkkyQ3HMBjzgh76FpuVkfsnhwK1lLK5cOfbDMfinGbTyj2r99KzgYIEX87xMAKvI8Kmjx2KHiFCRohOrS9So3Csgzoa6mna29tFpoKU71JWTv3Lv/zLoPc/qE+Xz372s8inPavWQmJ+85vf4M4775R/8zEaCLAnDEmNw4033oihQG5urpCqxx57LCkjQkLCjIorHQuDZXJjxoyRbcJ49NFHxSCAz7FfDZkjtTRh0OCAk3/mmWcOyfgjRDge4ZVVIOfiK5B3zZvgDR8pFss+G28OH4Wdv/0jNn7tX1H7xNPojvvS+X6gvvQVF5yH+PNPCGnqFQ0H4a9fhbJrr4XKyUmzQp0+WMseNQr5c+dCMzPD7ZpY6qVN2ddAkK45JsvOnny057YkNgXFUNTD0GGJ5TfZucbobOQEeKddCn3wAFRuIbwzroSmExkJDpFXaPvSKBN4M8O1ezP8Fc9CtzTBT2kyOjBYfcWgXsrBHyMr25Ix6Dj8faQL0MUSunvwhMaVmjGjwaxHbxBtSot1VBvE3DqSIVoZlxWyAVAPHZAdm8vmZDpeJh0Mt+9LW5QJgz2/MEiKhhqZyg8jRDiWIIYb/fg5xvGmN70Jn/vc55DFhVEusIV+KFeh89nFF198dDM1zLqw78z3vvc9yc6EQfEPB8xtSAiYRmLvGPZ+GSp87GMfw/ve9z5pvPnWt75VdC2/+tWvxF2NZItlZTQrYFbHZVjI/Ng0lO5mFCM98cQTYuf8k5/8JCBLH/rQh6QHTlVVlbiebdiwQf6+9NJLcfbZZw/Z+CNEOF6zNqq8El55JbImTzUZipoadDY0SsB+OGtERXNno/Wv/4u84dV9bquffQSx938W1R//OA789KfJTzJYFx1DIlAl+RnxxS8glpcLf/WylGxK0cDW+VOsoOWQjQ2IbzEOiz1gv2hUfqEEdNmnnYH8y6+A/+y9UE11JrtEfQt1NGMmCdHxN68wltLd3dKfRsrxXODdUAddOQooG4E4LaeLS8SlbiDQvFIsMRoM2K/mWFrZHorSodTgfbCBeyqhIUiMhGQ7q7FewJLE3KKBBdlCaLp7kjsG/70aJ1hC4zQ/qQsBjvioIcrSJJWJxo4tUnMk9hkhwlCDWZi+MjHeMfTZ3As+/OEP421ve5u4DO/Zs0cWQRmv07n4cPtZDorUEHPnzsWf/vQnHDx4UPrAZGdnS3+X8IBIHvgz1CDBINn42c9+JmRl+PDh+NKXvhQ4ra1evVqI1A9+8AO85S1vkcf4mz1uWDJH3Q/H+m//9m94wxveEOz34x//uJCgP/zhD/jjH/8oBOgd73gHPvnJTw75OUSIcLzDZGMUvNxcHI7UlqRDutl3dPS90hSLwd+6EerZR1B65RXyUM1tt4nOxiA5QPNKSjDqG99A/pw50I/+zdoqsxatHMjLh3f6efCXLe73WL35ZwE5yYSApWxZc+ZRSIj4rh3QKdo9e5aIjRuPvCuuRPyB34rGIFY9zPY2yQZaD0GvflmacHrnvgHxl/4h/+4RQHZ2IL5qMbxZZ8vxNPU9RaXmy4wr9Yybs7KgeiEtQoLyCqGZDaLwfwBQlaOgqf3BsYKhIDU6PVEY1L7SZDdIXEXr1Y93Cd3IROPTT6tpaUSZJlvFa0yS1J/xZjoWy8VYhtbjef06Xi9bFjeYLFo6SBbt2LmbI0TIiP5kYtSxn6lxYKx97bXXDvl+B01qwgN7PfQmzPxkyv6wVGz9eiNkDoMEhT+ZwFo+OpylczmLECFCT3i5OcgdM1oyNoeTAWJvGoqIVW9CYmZWsnOgOzsRf+xexLRG2VVXofi889Dw4IM49Nhj6KZrSlYWckaPFg1NyaWXIlaQB/3kfdBb7GdCVjay2FCzuxPe9DlASRlwMDx+BRQUwpt/JtSE6aZsrLUZ/pqlyLrwanjFplEotTV8PIZu5M2ZLmRHveVt6N64ER1PPwG/NnlOcs49H3rZs0CT0SIlZwYsKdu9GXoPxfhlQN3+NJPlAY11kvnp+v1/IPvDNGrxofk6sYTWxnxgIs+rAiqNaxpJjc+My/AJ0NvZGLWfiGVBVY2BPqa+OPuRAelzF97hl+e5LE3a5+L918qQpIg2rJ+kJm35nZuTAdgzy8vSZWvSxfxDMOeDBckh9UfxXvpmDQRiinAs3c8RImSArCEe/+5nDo8//rgYiTEJUV9fL1VfTDQwOcF2MEed1FBkf++994r1mnM6S13F/f73vz/ogUWIEOHYR6y4GEXz5oo982BBRzSVlwcvj4Jtr/cPbJZ/2Uag8cfvg7d5LWIXXImqd96I8re8GcpmUWj9nFVRDtV8CIp6hXMvhV9Zjfimdci++GqgswXxP/8C6vzrkP3Oj6PrF98LVn+9My+Ed+Eb0LXsVXQ9/JCUgHlV1ci9+nqg1Czg8DG9aRX8l58CavbC37PLBIc5uYjNWYjC938YrX/8P8R3GgMT5Ocje/JUxP/0sPk7N30wpbUPvfYVeAsvRXxH8sKMGCiw9lhcudrgzTkVaKiB//I/oGv3QuXmAWziycf2bIEaOw2YfTYU9TzpCOKwcdAHthtr435AjZkmhhAeSd4xAWWaOx6urqYvzcvR7qHC0jeWoPX2XhAinMEkYcCcw1lOpwZFGfYtpW3+61fqxX2wcWq/+xJlADM+AyzdjBDhdcMJ4n6mtZbKqgceeCD4m3zh0KFD4n5GssMqsMrKykHtf1Dv6Oeee050LfE+POMjUhMhwokN9mspv+hC7P/Tn6FZPjYYaI2OPXuRM28BVN2B3relJTOJixX4sxSNPxgxGrnv+yS8qgr4m9fAX7kE8VVLgu1IRmKnn4ecd3wAur4GetFTEsDpJ/4K743vQ/bHv4au//tPeKecCUyfj6Zvfw264WBwWL+mFt27diNrxmwUfOgTUDW74LOcjYEftUb5BdDUvnR2wF/6PFTtPhTc+C40/+dPoVtb4ZWUSrNL4wCl4BWm1A0zmBTnqjhQXyPOaO5xVVAkP+YLiz1m4uZ8TjsH8Ud+Z57LyYWmNXV7GxRL63LzoXduMIYD00/r4ShHYuLrOLwZZ8Ff+yLQ3juxUaOnASMmGxJxrMCt2h8OqRFL5dTVTVtyNVQkhc5qIY1Xv7I1aTMk/dS2DCaJkk5Xk24A0ssmhVAEfXhSDuz2534frrtb+LozA9kWH/w14nnkFhwXQWCECCdSn5rf//73uP/++wMTL+dCvG3bNvlNOQsNu7761a8Oav+DekdTy8JmmqnOBeGfCBEinByIlZWi6o2HVxvbvHkbci66ss/tFDMM7BET/vAuLkHuOz8MvXwxun76dXT/5ifwX30+QWiIxoPwlzyDrp9+A3rPDqgLrrUrzt3w7/sNUDUMOd/+L8Quux4tv/gJ9KFGU25VVAw1bCQgJEQhvnE9Wu+43TYNtZ9zHFMJS9JCFtY7NkFvXo3sBaeZB6S8zqwhKWZTwmV2DLC48uzE29zOjwtZ8YaPNoTlUD107T7o2gNQheUmsGzYZ3RNLU1QefnB63XjQauv0dDb16V1bJPDZudB01Z6zvlQY2ekafCpgLLhUDPPNs9n58IjCTiWIKv2h7HanpPfMyMi1qkDzSj08p3HrMuAytn6KB2T5ql9mACIVivdjzMtOJwgiivGJGq2TE/K1PzQuO2Pe9yZDvDeGarSRR6f1uaDyfxwDDTuOKbKKCNEODncz/7617/K9xb18DQcc6BzMTM45A9PPfXUoPc/qG8D6lU4qHPOOUfsnampYe+YCBEinByIt7fDZz8aMQrIwbC3vQXNS5ehbbO1JB4AYkVFKL/kYsQqStHNgJ/OX71AGmiWVxohfSwbue/9BPyli6BfW2L6gqSLBz1PyrP4mvi9/4fYG98FdfpF0C8/AeTlQdHeeeNKdLy2RlzHVGmZLfHpNpkT/juvALqkHN2vvgj/0suhKoYBB01mSeXmwquqgi+dkM0A9IoXkHPte9G56Dn4B+uArFzJKHk5Kc0WGTfm5BmnM/45dgrQ3ABVXCpZJSn1CSx441AjJhiCs24ZVFmlITEuYHXx5KFGqEpmtNqAQ3WJzE94HpkFysmHzyB17Ex4IydDtzSazAcd22gpTc0BCVQsG96xWKojq/aFAPvuDHTVXvQUab63OI8ssZPyrhCC+6qPRTteC5k3BvE260PCKHqZ7v4ZBvS1MJjpXEmOeU7OZSzVxS0gKtb1LOlcUizRua90pIYP8V4WYtWPBUwhNNmZndYGC55fXpGxse5vtk5s1W1PoAgRjiecIJmarVu3yu/rrruux3PUyd9yyy3Yvz+NnrSfGNS3VElJCerq6vD1r389aGwZIUKEExt+dze66hvQvGkzDjz+BLqbmqV0J6e8HCOuvhLjvv5V1N3/AOrue8BmMvpGrLgIE756M3KHVUrwnnX5tej6++9MBiLTqpNYJNMhahi8KdOA5kbJzKjKauiGuvQvyS+EZud5+dDXiD/wB2R/9KvQ5cPgLTgX+qXHgZkL0fXM45LVSaphltVoDbQ2CflARzs6n38aebOmQtftS9g2FxbBy8qWvjW6rQ26Zq9ojrhS7w0bAd/XyDrzEuiVi9IMUJkxtrVAzTkLevdG6Aa6n9Gdyn2hZUFNmQ9NDZKKQbc2Q3e1G3LlgsXAhteaD3CxyZkQZIDndEhsmMqgT/NYWqyfFQ0FDqNER7L24QCc8zRUX7zuuhAkbfwnSUPQq6UXkHD0Vn7EkjEhB7YUzGXRMgXxcg/EDHlxZIJariArYjNwbIhJQkDC1NsYe5uj1Dk1L7BErMs29LSleamkxpHjIECy94wdYjDcTI3+JEvEhp4dQE6BOVZfZJJzTYJEpz2WQ6Y2Oj0ccIzMtpFE8v3tGo+my+Zxm94+VyJEOJbBz/K+kgexY5+ssycknYjZx3LSpElJz23ebFojsF/NUSU1V155pdge0186IjURIpz46Kyvx/5HH8e+Bx9G267dPZ7f/8hjKJwyGaOvfyMmfOeb2P79H8In6ekFhXPnYMxHPoTYgV3ouP0n0A31yLnmzcg64wJ0PXK3IS7s35LFD+qUIC83D1mnLETWZdei++93iJCfARf76Ii9c1urNAiVDE1+ocl6NNYmduPHEX/5WXinni1Bj17zCtQp55myM/flIAEcGwba1/C1tuxHiAuDahIdVwbDgD0v3zQFjcdlHKq0FEVf/n+IDRtusj/MxjQ1QG9NcR3jsbLz4J13nYkzd28xWSKHojJ4k+dCx/IQv+93iF11A1BcBuzfIVoaVVRiyuDy82VuTDDumyCXgWQasNlnwvnK9qCJJUrQBks9ZF5cU8tgZd5GzCyJc+VdvDaDCTBFe9RtAmpeD0c2GCyToPF6MLtFcpNapsXjkZhmytIkZYAKzPUN955Jx2l4egyaGVzzmByXPG6Jg3stxyx9a2wg7lsC6giMa/gppWq9zH46IwASGhfUuzmS82ApY5oFhoDcuAxfyg5JvtKNgWPsbE3MOedIei11ppAJa+JAMsPXdHBOtPk91FoWmWde+zxAu3GH37T9XOWOEOFYxgli6bxgwQI8++yz+OY3v4l3vetdweMPPvggfvzjH8ui1ymnnDLo/Ss9CAEMm1u++93vFrcCNrQk28qjc1EKRo0ahZMRLS0tQb8eztXhsM4IEV5vdNQdxJZf3I6ap57pe2OlMPqGt2D0G69D7X33iytax67dhmh4HnJGDEf+5EmouvpK5MQU4vffZZzDHHJykfvmd0A3NaDr/j8DTY1GQ5OfL3oaInbm+YjNXwi9fzdUSRm6b/t2KDAzDmRcuacTmnaZAbqKMasSRl4+sm/+MfTT90KvfBHqrR9F849vgV+zL6EXSAVF+bSMPv9i5E0eDb3kKRO8MVOQGiSXVyN2w0eg2EcmBGZjULMb/tpXARItBvfDxkJNXyAlaKq0Enr/TuhDzBhpKO47pwD+skWiC2J/GrXwIsSmzoD/woOm8Sm1NyRBbS3QXBF3gfHwsfDOuFJ0NWr0JCmhk1Kd5nrouj2JYJNBPvUzZcPM/gZRniNfJQxsGUSTTNF8gCv64Z4iDHK5cp9XnHCfIhnrt+WxJSvswSLnmObri9eDJWnSH8b27xEikWtLqpy2pA+4jAQzLr1ZNkvfnyIzpsAQwBK3dFkMPp5tNVAkIu41ztVLMoS9uJ+FSYKcL0l0d5pSM1v2RpLVm6aHxws4AMkIs0l2nnrMfVvPzB/PP1xeJkYLlsRx29Q54JiYrYoQIUKvOHDggPRhJPbc9lUMK+29MWVLeydKP/jNYzr2XLFiBd75znemNRrjdwilLHfeeSdOP/30o5epYd0bbZw5aZkaU/JLas2aNYMaVIQIEY4NdDY2Yvsdd/aP0BBaY/ef/4bs4mKMvOkdorWRgElq/K3DV1MDuu+5C12b1qU5YAc6/vI7ZJ13EXI//XX4O7age9GT0Pv3su4V2VddD6+4BPE/3gZv3kLoPdtTXJaUBP0sIdNsQllWZQKudEFde5sElXo3a3w1sGM9ss+5AB33/jlzEMhMS+UI5Jx3EfSiexNlXgwypbQm1PhzzsL0WhaKlMdNgzdsjCEi5FxKwV/3MnRcQ+3ZAX/x40BJuQkUOzsMIWMAbA0KqNfBWZcIaQGf833oxrrkgNOLwZt9lhA2vWUN1Lyz4J12AfSuDWa1PQwGoPu2iMWzGjMduqTSNOnsJ2hFHWQimg8a4hGGC9YJISUtpjyqqEKyCXKt+rPKyP0LoemldEsc5khkWD5GG/ASSzIGsIop59NlyVChLSWz95gjRq6fDa97UhmWIzQ6M6EhOeA5qNB2bv64fzEw6GV8rpmnu+dTCY07BxI6ySClkMuk7XTifDIRGrNh+lJGN243P70RQIL3sRe6HyJEiHDSZGpOOeUU3HrrrfjGN76BgwcTDqNEVVWVJEoGS2gGTWrYKMchcjqLEOHERfvuPdj38CMDft2O3/0R1RddgPzRo4PHqLPpXv4KOu64zayCZ4IfR/ezT6B70dOIzT4FOe/+KLyqYZKtwZZ1iN//O6iYMrbFh/b1LDVxoEPjwQNQFdU9syjhjy0GaiQFq5cg500fRufjD0Mfakg/Nu0ja/oM0cjomt2JAJbBI1egnV5g5HioGQt61aO4/jEs11KNNVBTTjXDqq+Fmj5f5kgNHwVVNRxoORQIz/3lL8Jf9ZLogmLX3QS9dokxAwiviJdWwpt/IXR9nRAaOc7yRfCpmxk3qSepCc293rEWavws6JKqfulphNCQbDFQb6pNBOkkLcxguEyCC8JJlvjlS3LSRPvqMjby6ZvYkEBI1qEfQns637GBaUuDJRIDzAy4jBDPjVmFwlJLzD1b8iZnbs6RY5YyLz9UzmX1PqkZoTChkV34Pcu/+ByPLYL2dPPhdCHMRGWZ0q+M5xE3hFuMCyju70xDTGx2Rq5LL5qToTA4CPYTxQ0RIpyMRgHEpZdeinPPPReLFi0SK2dmZ2jvfPbZZ6et+jripObNb37zYR00QoQIxz66W1qw5577+heopMDv6MCBx5/E2HfeCI+OZAxjag+g40939E5oQmBpWfa5F8MrLxddja7Zh/gffm4CfAZFdD9jQBYEk2mae5CsNNRBlQ8z2wR6D1u6xLE4DQr3u3UVCj97M1pu/TfR+KQiNmseCt7xLqjCAqg3vhf+C4+aTAndpLhaXlQKNXUevLOvgKLmpRdoHpPaH35XUWfAcq3GGujuOLxTzwLa26FXLYb//P1G28Fxl1VDzTwdWf/8GdESdT/4Z+lX4511BfTmVUIcVUmFrM7THU1vYzbMBs1dHdDLn4c3fR50QxodRWJk0Hs2QTHDQZ1Cf8u0DlnnNwbaReXmubZDyaVSwcX1DOEpqjJExZGBrFBA7crZnD6HGQzJSPTVxMWcg5APZh2YZZHsQ2wAhIZ6o5RsHcvqurqTDQNchkJK6ujERZ1PhqCdpIGlZknkgNvZLImbF+lZ5HqwpCEYjhjy/IRQt/UxFZYMuh4zHGfY6cxpx0S6lqnkjdeif+Yf/YKc27Evao4Q4ZjBCZKpueeee+T31VdfLeQmjH379uGhhx5CcXExbrjhhqNHan7wgx8M6mARIkQ4ftB9qAl1L7w46NfTWGDEG65GbnWVNKbsfPDvQHPvds0OqrwCee//qAj/sWMD/JZD0JvXidOZ2YAFxI1QoyfbIJKr1uz34gKlUNDLLAKDOpZ9HapPCjglrps0C3rPNhPwrXoRatJMFH/7FnQtexVdS14UIT4zRTkXXoLYiBHA/q3Q9bsk0+Bd98+B+J9lSGrCdBGq0z46EzSzOh1t0FvXmBKz4jL4+7dDNR0UgqWqxgF7d0AvYoMyT3rlaJ4bz72hBnrxw8CeGch66wfEntp/4QnR3eg1yyXY9TkWnk/l8FAPF0sMOI+7t5nj8niZwKCe9s59kBohZvxpqrPlS7lAcYV5bXtT70EtCQ+3KbR9h5gl8j2j5xEXM6tnkXKymNlveJVfLnFvLmGW7JII8XX91gmxzMpaBPN8OIfUKYUzguF+LzyOOK51W61Ma4K4h7M1sTQ20W4bt8/wSqs777S2yswQmn5G/YaMsyNkfxwS1IuNdR/ZLBobDBWiCo8IEQYG8pUejYLTbHOM4+abbxZ5CrMyTi8U1qPT0pmPH1VSEyFChBMfHXV1iLdmKFPqB9r37oO2wZ1uaUb3ilf790LPQ+4N7zaEZt2r8J9/EN7bPg7/vv9L2kxvXIXYBdchTrJC8b2z+JXMUPJqvmaDSvZ0CREaNWYiFF8341Rj6SwEQAOvvQy9YSWypp+CrOvfZFzB2luhd7wG/eJ98N79Oeglj0j2RG9bI9kTlFYBBQXGaa03QkMh//pXjXB/wkxolknt3yn9YtTEedDsT+NlwSdxkWySLwG1KiiEZqDP8Upzzw1A9Sh4884UIqSXPwe9YUXiQOwxEy5dCjmp6b3boSptU9CkLEJyl3pdv0+IhCLZywReX5ITBvTMpJB4HKrpf98QHrOZfXRKgfwSEzj7XUBLfXKZVEAi3PWzmYbguYwHML9IOjL1XUkdj5sDl9lIIjSpxw7PBfVRHYYIaZvpSbJLtlnFdGNMZ16QqYQtPLY+7Lr7ONnQSdi5da5oSefrNGuHcagIESKclOVnGzZswB133NHj8R/+8Ic9Ss1YikY0NtrFyyNFaijcIbPib6aF+LsvcPvvf//7gx5YhAgRXl/E29J3oh9oGZrsa9N6o3PoB7LOPB8enRN3b4b/xF+hpp4CvWWtEfY7MObqaIO/cSW8BWfDf+Fx+7grpQl9tDFIbbfWv9S9sBxKefDOuBj+huXwKoZBnXcN9GJqh3ISQfBrLwGrXjLlWNaiVp1/jclCBCVW2oyrbbs1Csi8VEZnM716MUCHsUMH4S96EKjdE5Q5aWZ4Zi4ERhcbW+LmhkSndpIgZmxoU+2ae65fBu+fPiHNQf0n/5I4EEkem5iGx5Kk2bCBNTNLpcPELtocxwS2urHGuLKJnbWfpJ8Mu5RJlkZIl7Xu5nw01/ef0ITR2mjKotgfh+MjwVEJHY1ymY8eFsUpDSPDYEkYCVdwzv0oW3P3j3t9UO7WT3B7vo5wJZFB76BUBE1hBkcYhsqmOLwPZ5PtFgic/bb0eGGmyzTcPfxjHgdLyhEiHFM4PsvPpk6ditWrV2Pjxo3yt/sO+cc//pF2ez4/YcKEI0tq7r77bjnQpz/9aSE17u++EJGaCBGOX8TyD0+wR3i5uZKtiW/e0M+DxpB99rlixxx/7gETWDFIZyPKNKD4PfbmD8B/7VVbWmbLZDwbSDrnNYJ6k9JKIVdq5DghQ9i+Hnr7OqgppwDnXwO96kWg9ZCNY1VI/1EAdc5VUKPGQb/0MNBpg11XtpObD1VWbRpYZjq3A7uA/GL5rV97wRCssG6jrRl6zctCdNS510A//ucEsWAgr3JNPxIK7J1bVachdtTyoIU9cwrNT2qpVXhQZZVQJCAllYbAbN+VyE7wXGgQMG4WdFO96SvD47U1GX2SnQsjkFfWkthP9CtxLmEDRVGlyaSQMAYWytY1LbcAuqCQ/QdMOZwjUb0RG3G8Y2lcyJGsv8G4I4DSMLJ/5ZJJkKan2YYYh+vguV/X0LPHMYP/JYbLTFtvQ3b7TtdnpleEGoKGx+a0Nz1Ini1d5DV2JX2HRWyMGYGQ1+DamccPp9FrhAgnNI7T5ptKKXzxi1/Ehz70oeDv3kzGqqur8ZnPfGbQxxt0+VlfrmdD1jU6QoQIrwtyqyoRKygYdAla3qiRULGYZBfYrLI/iE2ZLuVb4ixWu1ce0/ygbs/g8FSzB/7LTyLrXf+C7v/7T6NtIRgwyQd8qHs6+8GMnQg1cwG8GfOA+gNAdrZxGqO4vqAQsblnwV/N8rMVJrNEjcvUeVBT5kLv2wb9wgPJ1rj8HKRGhlmMihGiU9FF5XLeqWVn/s4N8MZNh//M3YYYZLDY1RuWQ42dBgwfI6VpIqi2AboqLIbOy4MiIeJjrc1iWy0NLSuG2ZKzNJ+9zHCAwvkceKecIyRF79/aMxhmlqVut5AdNXaG6H9UQ0p/H5aGMWinkQCzK9w3+86IrmYQKLaEhkYDQbNMew78m1mcjlbo0ioosRx2GZQeM5dwBmOfmjD5EaOAfnwnSdCOfupVUkT+DhwzbZSD/blGrmb+0wr705V8cU76ghAfS9h67CO0ryT9kWMRIU2QM9HIeKr2OdnO6ZMG8R0fy4KmtogknWV9QtoTGSHNbCfnXhqzRjFEhAgBwo16M26jcCzi/PPPx5NPPgnf93HZZZfJe/uuu+4SC2cHPpabm4uKiorDeu/3i9Q88cQT8nvYsGFJf0eIEOHERVZxMSrPPRsHHhvc+334lZcju7zMZDX6+RnljRkv2hQRw1sokou8/IxFQMzWMCDK+sDn4T95P/zVS02w5ETWsSx4Cy9E7PwrxdJW79kC/fx9JsgsLBPCApZ1NTfCLy4XowBVOcxkBRgr1u2FfuZvRuSdIfBT46ZB1+wS8b937rXQdClLKutpFwtnOpQFNr6ZgkiuYm9cDjV5DvT+HTZ2tqv2JFndygTs3EduLtSU2dAvPgJ0KTtmlTH4VedwDrqg97E3D0uMUo9tX0unNJoXjJycPrvAuaN2hoEp9UTSK6UfZWcsC8yxHeWdfoMaFFov9wYezxFGEhZnox3W2DhrYmYUWGIYkEb7eH8gATbvm8OxHc6gg+F4eK7BfIYcz8LaGbnetnEn3ztS+pWhYWhgJx1Pk/UJkRnR5/gpAVJoHDxGWqIYAq8vM3TMpA2C2Gi+Voh4Y+ZjkfCRzOUVQufkDaoJbIQIJySOc/ezUSwpDxmNzZgxQ0jMUKNfpGZ0qNdEur8jRIhw4iGrsBCjrn+jWDMP1K2IZWfDLrlY7Jy1p+BVVNOfrO/XDR8hgYwvGQoDZm28c64BnjRWkOmglz4HXbsX3mkXInbFW+CveBE+G3b63YhddA1UTjb0a4uMhoWBOIOrojKoypGmtI1WzKMnQ7c3Q1WNFDcybF5hgmO6m6Va4IZBAjN1gTTPVKMmQrc1GwIjbmzZRmjf2izifb11tR1wBp0FA18aDdTsgZp7rs2Ih49Ja2ZmM5QZf3G5OR5L55590JSnpfti47hHToQ372zofVskwBVNTNK5KKiYzfSICL0TmiL+vCIoBqLpwLI0Bp4llb1cVVvKxUabkqlot0GxMjokDoEBb6beOQ7iYsbmm+3GDIIldE7/IXbQtskqCV84CyZEr79f9tpk+PrrXuzISMo8Jv6ZcpFZksbxSL8dO+7U7XhuJBm8zpwnbivNONME+HLeNvvjMjai4wllYVKtqQMi5YwMrG6mjUS5l5I3ltWFM2UDKEUTQsMsIO+XvlZheU1JcuOF0PnFEbGJEIHg52Wf7mcKxzrStYRpbm7GM888g6ysLFxyySXIzu5HlvpIuJ/RqYCNOLtDzjphLFy48HB2HyFChNcZ+aNGYuS1b8De+x8c0OvGv+ddyC4rlX8zKIlNnY6up/tu4qm4csOgR1bhLfbvkmBTjZ0CvXNTyitIHGxgtWsL/B2bpJRMzVmI2PwzoMZPBer3Sz8ZxYCVepmK4VBzz4GqHAG9ZTX0jvWWTBRATVtgNDezzpZAXK98LpFRkVVx/oSaK1aNhnf6JdBNDfDmnW+yNZuWQkvfknwollaNmGjcyMIWygwQxS455bOTj7M0LXz+wany49oem1mXGadB0+K5ZrtoYNSVb4e/7HmgxWZxHLJzoCbPlt45fFxzxZ0ko0f5mw3MGURm2ecb66BGTzWr6z2vVmCtLaSmh4jfgtkJGhJwhZ9BbXA4Wiczi6dsA070rsnh9jRboMFB80FDXqQhqc10UPvTY85iJnPTX61GUF5lA/0+kaYELSmzlcbRjONktipo/NqdPO8EtUo8N5+W1B3mfiCxSXceck+mHtNqZNItRrh7w93XOSRQdGsTAZoVJGc4XZJ8IaK+dXvrxwwJCSKhOTSwlWRxnVPGQCMiNhFOdhznmZowfvOb34hRwJ/+9CchNG9729uwfft2eW7WrFn47W9/i8LCQhw1UsMGOR/5yEfEqi0TWHqxZo3pZB0hQoTjE9mlpUJQ4m1tJmPTF5TC2Bv/CSOuvlIyPQ7ehMmiWUFr70Jy3dVlshPMOITgr3kF6rTzEqRGFqVDwVw4eDt0EHrZImDqHKiKKviP3yUERhpYjp4M78wr4C9/Fvq5+3qUVelta6GHjxXCgKnz4VWPNk0td24wgR9F0zzmmClQ42dC5RdBs2lnTjb8Vx9L7I+BHLMh7EdTuwuqcrQQIFU1GppZKAatFPSnrvK7YHHsNGj2pXHPu3N1RGTqKVATZ8HfskIe0/xdMRLe1TdKyZLMk6/Fxlr68JAo2YDaqxpjCAgJTsMBYxYgzS1jtou9Le1yZgQkQHQjY+NIBrVJZUx2xZ9ObdTXtKaUkZG4lXLuD6WUp7EsMJYI7ElSmMnhKr3oakL6j3BczmtQWGpLzFqTndak3DD0pc5z5LZhJ7y+wNfHaf9MW2bfNrnsI23jMhZuXnjtZVzOnSzUC8a5zAl5YokkSXlech8Zdw9xHnieLjPCvxVJXAqT4L4k02WvjRP9Z8yuhu45l9nrsPqjvogN90uyQWLDMfGa9patce5pJPSDCbhIXHkPRaQmwsmO49TSORV///vfxc6ZWRkmRP7yl78EVs4EecMvf/lLMSY7aqTmO9/5DtavXz+oA0aIEOH4Qk5FBSZ97MMomj5NMjZtOxKlYWHw+TFvfTPKz1iI7JLipOdUUQmyzzgXXU8/2uux/AP7EZs+S0rAdNjxbPMqqPnnQs1YAL1uWWZC45BfADXrVHETU8ySMCAsqzaE5sm/ShPLHpBgMC7ZCb1iEVT9AeiJs4HSCngzbkq4aeXkQtftg961yaysU0+z7qXkcUh5TqjJZ81Oce9Ss84wDmdCMGwpEolCGF0dUNPmm3FPWyDZJLNCr6WhpjxXPQr+tlUmsCcBYeDNxpo718M7/61Am7Gd1qWVJvt1cA/8AxxDHLq7y7hMMWAuHwFv4lzRz0iQLcYHbSZrRSLG4JVlYZINsCVkPKaUB3UnvkQZfJYlN1JDcZVpRsnxsexKBOBuQhwZCJVJMbAmMeKKfriFitvWzafTprhAPklb4xzT8g0ZSBcMy75C+w/IR4gsi96Iep+cvkmNu3ec7kX0UpawuHMNg6Vl6ZzG0o3TXouA7GXqtcNjMZPTZbVEvZWLilU2Fw5IFrzk7FlwLr3YX0vj1GZTJplbbEsA0xyT2jBmgWh5fjjBVnszNMs4I2e0CCcz5DO4j/eAd+y/R5idISZOnIj29nY89thjkgT54Ac/iP379+O+++7D448/fnRJzUsvvSSDGDdunDgZME0UOZVEiHDiIqe8HKPf/CZUX3A+WrZtE/OArqYmCTT43PCrr0TeiOFCgNJ9FjCwzr7sGnS/thy69kDG4/h7dgFtrVDzzoHetCrxRHcX/Ef+CO8N74bPXiqbVmcmNAykisugho2CXv60Cb6aGqAufAv8Fx5OT2hY0jRpjtgdSzBHofz6pYZYtLfAX3sX1KS5RhTPDEO8G6pqFNT46dB7twJ0Pju4PzmLIf+2QbXniThfDR8PNf8C6GVPm1V5jrWg2PYF8U3WYtx0Y4ywfwsw6zR4Z1xu9ReQ5pySXdm41BAFEozUKfC7pQyO5+QNHwd/0zIoIQ0MkPNMBokZJwaztJEurZbsjd7DLJiWRphqxAToQ3XiSCZOa07YzcCd2Y/yEVLWR+OFIAPBL1QnyGc5mZg1MAvQaZt7hkqerBtd8G+C5ISkxmUaZA5lA0tiOY/WqpmZHzEdyAdK+BqbQXPEIpXMOFMCcSHrDI3DZnQcWZCmltY2m/vmfkXf0pcJgr0IuXYsJF3hUjy3b+6Lx0pXXpgOQqSZRTMaJzMvGQIXzqcQlXgis5NJg8P54b3GeUx7Ovbezfi1znK/NrMf2pQHD4eyUq5Usi/y1hdoFFLQy3lHiHAy4ATJ1GzevFlihG9/+9vIycnBqlXme/4DH/hAQGp27ky/cHrESI0LWn7yk59I/VuECBFOfJDA5FZXyU/pvHnwGWwohVhODrycvt2lVEUlcv/5I2j/xb8nN9IMIb5+DXTnG+GNmQSwp0xjyCaYGZSH/wDvqhuhJ82C/8ozIqjvgaxseDNPNSVRLK+hzXP1aJOFIQEJf/BzBfjMy6HGTBHSIYE8BfOVI+G94Z+h92yDmk1L53nQuzZCb1sNlA83lsskKrs2SwCsykZATZgLXbPDlKoFQXnI1Sor27iOTZkHVVJmbKN5PJfxyC+UfjnU9fh1e+DReSy30Aj6m2qht69N7JcBazpCw8yPbZyoxkyFX7tD9DAyDGZdiKQMlwYa9pvyNOpeWhsMoanbYxtJZsvxgxmTUrN6M2Y2Ea3bbQLp4nLzu6TakgsewzZBlSxDciNPc0OwBM2WUwnhML2ETLkVNR5yQFuCxpIsTwigctoZ7lOIGfvzFAN5mTIzrgdLe88xCNFiGRWJV7a5X0TbwhKyNpNp4hgt0c3oiEZi5AwAeM5S1pWXHORzvEJQ7PXrL0g+SIbcOfdWTsf9ih4n22aEeJ1D8+1IX9DYNQMkUdOPZqWuVC5TeRg/I3o7Tr9gbdPZkDZChJMVJ4impr29PXBTXrlyJbq6uqTZZllZGRobjXbziFs6p+Liiy/G/fffLyYBESJEOPkQy82Rn4GSotjEycj76OfQceft0PVp+pp0daJ76cvIvuBieGddIdkZ82JFqgE01kA/9Xdg9ETEbvgQcKgB/vqVps5feVDFpVALLwZKSoGNK2zfGi0lW+z/knwSMahLb5DyKv+5vyeVGbEcS0pe5pwDTaF9VzvUhNnA9NOEkOnlz5iMjzSg7DAER4wGToOaeRb0msX2fDpsjxRTOsC+L15RKTTGShaFBgNSykP72orh0OwfU7cbHs0FqHk5eECIEhpC2a0gQE8zx8PHQx/cZ5qBFpRA791oA/c4dLxL5pBubLozRUtUt9eUobG0jhohyczQDS2DpsQRCRohMNjkeITs2BIpBvPM8PDfkhVIY+HrerdIFiceap0SCr6F0FhSwgwZyYNz0gpOWlkRfQZC47tsQR8OfhyLNPjMtSJ96zxGgkJi48wT3HaEI0ByLt2GSATlX/ZHmsF6JsCnqcUAnQQDHY75I5koh8HzJCmUcfP62myYkEb7Wj4n2bB+EI1Mx0m7aSgT5t6vPHafvX76iaHaT4QIxyv4WdNXc01v8Nqzjo4OnHrqqT2MvwoKCrBs2TIMFUpLS4U7UEezeLH5njzjjDPk91NPPSW/hw9PKWU+0qTmS1/6EpYuXYovf/nLkjKaPHky8vNts7EQIvezCBEihKGycxCbOgP5n/s6uv5xL7peedFoS0Loeu5JxObNhzdtPryGWuiXH084bTHAZAC98gXolYuBMZOgho8zq+S2BEmVV0ovGhO4mSBLnM6WPm1LYuzu5pwN+F3Qa15MP9jsHOitrxkzgP07xDJazVwI/cL9JuhmMO+0M3GK6Ful3I1WzLR41ns3m1V26TAfM8RlxHhoiuLr95mmpGKRy6C/Hdi93oqibanayEnQW1cEBCPZNSwN0WAgOXIS/M0roMqGQbMZpgsyRSvTYcwJGKtm5UCHiUZXu5gaqOIK05TTXisdj4sWKG1wy4CfpIYicAmeKXo3BgSG7LWbsReUmqA0LbGxZXcue+TMEMJlalIyxTK9Mqj2JtNYM3D7orV1ReYvc46dGZf+9pxhdqnblqCJRqXdktZuS9CoC+LXppvXsJ7Gkk0hNjzfVjt+c+2DkqwBN60Mb99HCUpS8G9JTCpcqWBvzTZDu+htuNo1FuV1Ecttu0820pTyvcH2+kk3kAgRTmIc4fKzDRs2CKH50Y9+JNISB2+IdTrz5s0T++ZPfvKT6OzslKwMbZwfeugh3HLLLfL3eeedd3RJDbuCksTs2rVLBpEOkftZhAgR0kExQ1I9HDlvexeyr3oT4mtWIr55A/yDtRIUqaJi+Pv2ITZiNHDWFUBBEfSihww5YEAZBPQaYPkXf4hRE+Fd+jb4OzYacXxVqJ+W6CJsE1AGWl4W1NT58Jf8I/0gSVhIRBprhfR4c84FKkdCr1qUIGGSjbDOTM5EgIRkzUvwLr/JiO9hA3kGuYx980ug9202+2a5mROtS8+WgkRWoqMZuukg1OQF0GsXh77QVMbGhWrSPGg6vLGvTmV2z2yGzbgwE0OtkMrOk+xNEPhy/LYUTjmSKKVMGb4maEssJXDU+2Qllz8wmxKI5n3jntYUMn4IQ0qqsm0vFmYy4imWzIUm8+QyOyxN47YkEEVlhkhl+uLNpLvqDUJCs634Pg+Icy6t2YE5SXu8kMmBmBfYcwjrWeR62uyJCPTt73QNTTNBMlmOLPQVYPTjXJ1Gx++nTijdMy7zw/uWWVIaRYQh2SyrRxLThIE16jwey2oiRDiicOWjfW0zSKxbt04cya666irRuhwp0Dl50aJFaG01ZcSUsFx44YV4+umnhVtUVFTg/e9//9ElNd/97nexadMmIS6mOVyECBEiDAyKDmX5BfAuvBxZ51wI3UZLWroyZcOj/bMNwDH3bHizTodevQR6/fLk7vMMJCfPgZp9BlR+Ifz1r0rfFHXmVea1w8YCB3ZafYi1xiVGThDRvZR+pYLkgoFkU70Zz6E6s2DNLuds3ukgtsys86ezly21YXDPUq9dG0WXo/dYwsXX0865pT55+Tuw+Q2V7jgcqoEaPQMYOwN6xzpjic3SIQbztGF2rmkkIZPmAaXV0BuXhVbjbc8T1bM3iT500BAFnqs8oCUzIyV5LovD4D5wJ0vJ1jj9CefPiew5fJZu8W8GuU4gzmvEbE1JlSlRSxfMMwhmM00Gv9T2uHGzdKu7A4qCdhIMEhyxdS4zzmyud1A6CEnL0Lm+V9gMR5B9Iolhhituy88sgXVBBsdMEufK1dKVdjniRmIUd6Siv6SGJgGWgEiWqJdxB3ZxGfbjetrkWK1TOJPXT5jKOj9RypapMSvPme8P3xI7ayM+KDhNUYQIJyuOcKZm7dq1mDRp0hElNMSCBQvwhz/8Affee6/oaN797ncLl6Ab2tlnn42vfOUrGDVq1NElNc8//7z8HjlyJC6//HJxPxvqFFWECBFOHjCglqA69XG6jzEoprHArIXwFpwPtLUYoTOJR24+9MH9Is4Xkb/9HJImmNSEzDgV+sBO6PoaYMRYYNtas2MGxKlWtg4M9Fubk0XeLC1LLddxJVXSdNKWQtlSKmpUxC0tDIrpmdmQoNauvvembZCGiD4wegq8kZOMU5mUlAFq4hzTx4YlY9TitDYZQmMDZcnGjJ4M1O4KiUzjyToVNrJkVoeZGNvYU1EvdKhBLLi1x5X2HOhc627JIJjbSxmg1Y7YL1rZK7NWPH793kTzR4Jz5JpHFlcYc4Sk81bGUc19H0uTRrPP8CYS2OcVJxp29qd+vD8lVmlfR11MqJRO5o2EIAvIcr1grI7GNdTsLUvCueP93cVMW0fCprkvYkOjAkeyXGlfJjhHOTrbJe2DRDPLkHBHqqiH4rbMerrXhTUxZoc9e4ciRGic7iiT5bXLYElWzVpN93UO6eDK/iJEOJkxQKOA1tbWtIJ7amQykZpYLCZZEspLSG6YtaHcpKhoaE065s6dKz9h0CzgjjvuOOx9D+qTIjs7G21tbbj11lt7DCxChAgRhhJiKexshdmcs6kBmhkZBlQu8E9Zsdd7tsKjyL+jBWr6qdAbV0DNOUuaa/bqIsVsgDhdOQtj59IVk2P3AAmWkBX24giJw9NkNlRJFfSBbZIFERF1P8TamsF9azP87atthsqQEok9y4fDGzMNPt3Wancnv7CxFmr8DDEvMAG31P2l11IwI1NRJWV8mkShsED0PtT/CKGUEjOW2tEhrVr64UgfFyvml7N05UWHatMErXZOGNjK/suMlTC3Y4aD15YZHx4jLzsloE4RyJNsiG10PwPjvjIQmQLswHkttdGlJTfMPHT03ki2B1yJmmTBOs18So+hDNbLnBveo7xe/M3z7pUQ8D4NGTu4DBKJjFg3h+aChJ5W4t2NgV14cH+4ksh0x5JrQHLsGfLPxYXeIDbdhYmsnXPEG0gpGl8fLZpGONnBUk/+9LWNxTnnnJM22ZCuxyQrrvg4f99www342Mc+JlbL//mf/ylVWb/73e+GLHGxZ08ax9I0GGy2ZlCk5qKLLhIvaYp8IkSIEOFogGVREtgxM8EP7w5bkpNu9ar1EPTeLaKDobhfmndS8F85EmAJWc0uqIWXQoeDfAkCrRFBcFCWH2VDFVdC+7WJ4Mq9RppeNgJFpYYc2NdScB84n7HpJ0vI2PvGBZ26j1IhgsF/Wwv8dS+GVsMtWWJQ2noIfsMBeDPOhM/sR0rvE71vO9SISdA7qG00TUNl3AGpcV3lc6VPTfzpeyXgjF3yFglYNRt4drYZ1zkHzhHPTfq52HIq8g1eFwmcU0TtfFI0L1lmfMzCVIwGCkoSPUxq60ywO2yC1WnEzF4CB7FQU0xXuuUyQWHy4bZJyjikKetzOwxPf2oAn0So0pkP0M7cOZn1s3SryxIZR8alASabiOaae8eRXDdf/NuVWpKcOCe3TMGF60HDeZZ7Odc0YU2XSeF8czteB14313g2yID1JHRyqkJolCFEzNr1lWkieSMpcdka16uovy5NorXKi/rgRYhwBC2dtdb4r//6L9GzTJ06NTD6qqqqwhe/+EU899xzonsZCtAUoK/38+Fo8gdFar7whS9gyZIl+MY3voHPf/7zUguXl8cVzmQcTl1chAgRIqQFtSBjp0NvWNrrZixJUwyK2Bhz9ETogmJ4l94A/6HfChERfcyoyQCd0pwmhF8Krmmi1R+w3wvd1MRBraTCaG2kfMwG1gxIWQrGjI3Y+/rSb4YZGW8krZlpxelB0XI6Kxs+9TBSTkTnqF5OoKTa9MVJF5RKH5V2cx41O4xeJ6TfkfM/sBMqvxhq3CzoPRsNKfTsCjsDUqKgBN6Y6fCXL7I9f2iPnGuyEC6jFM7scG4O1QDlNGEwxgXaERdnmyzGBzRCKLJlVlYcT80Msz78oQ7DZZCc6YCzfg7IikVAPmxQn2Mto4UYhOZGSsOsfbbLJogg32mW7D7M7CT+Dq69O5jdV6YvXmc+EH6+X5oUjplleNaSmnof/tAu2pVeOnJB8ufOLXCS42sLDFnJFLxIhifXjJ9zHJ6fVLjsCUv/mHF0GhvnQtfj9Hmds8015bXL1FQzMAWwBJqkiccQ4wnXtyZktJAJvKeKy6EOw6Y2QoQTCgPQ1LzwwgsiDekPmIU588wz0yYwCGZxhorUEEdSiz8oUvPmN79ZGujs3bsXn/jEJ9JuE7mfRYgQ4Ui5p2H8TNOM0onlM4CkQLc1w2MpVksD/FgOvDd9CP7Lj0FvXQPvzCvhs5yKmQ6Jw9xque1OXz5MGm36z94DjJwINeMM6Jf/ESp5CzmfMXjPyoJiViY7G7p+r5SbBWMsKoc3YTZU2fCkUrKUszO/ss3qtGkGmnpStpeKaDJ86Nrd8OZeAM3gkVkjVzrHTbevkTIyb8qpQr7YB4fZG0WBN7U0fP32jdAtTVDULJ11mQSTmk04XeCcFSJwrn8MDQ9opcwAl6YAEuTb0+GcsAkniRH1NY5USINRNskstnMSIjUkhK7nT+qUBNkUazrAoJ8BdeoXvOshI1kNvo5WzMyMtYfK2bye2Zvg36GSt4wW0X5yuVgwBqdVQvprGhAmS8ZoUU0yI5oszzzW2Zrmdc5Qwj7ktuHr02VseH1IauiC1xuhcRCtS5e5Jq7/kXMuY5dQV34phNH24yFZSiLalkiRrPF9w/eBmxun2+mwTnUcl2sa21t8xv0Vlpk+SREiRBhwpqagoCCjfiYV+/fvF5tlWimHkxGuUWZ5eTmGCuQPqQSHPXLIJ5YvX4758+fjuuuuG/T+B/WJUVubwZozQoQIEY4GCkvgnXEF/MUPZ7Q4DrB/O3zaK0sp2hkSXHnnv9EI7/dug3f65ZLloGOZsXtmNqMQatRkqOrR8F982GRE2P+lcgTUaZdBr3jWWibbAJgr7TQ7GD0ZasJM+FtW9hxXc730kPEmzoN2TlkBws42yjTRbGkyNdLaOaSFwKCQBEFE29RcZAt5kRK7xjrovVsTzm4S6OaJA5liYNneDM1MADNK/G/kGMQmzbR20R0StKogIHaZC9uDRghcPDmbJS5krsEjCUol0NpgskGS7QqVhEn2QJuVe25DkOQxA0FwjO4cGThzjlyJE/fPwJoWwggF3fJcSMvEwJ+kraMbYIPYbo4tJTMjpWPhOXVEh3NldT2pvXLcGHqUXKWQlvBcBFOYktVh5sU17uT8dDSnkLQUMuOOzf+RRBbYzBiviYjvXbNSOz5xfeujvDE8zySpHAvvE15Pdz/Kfu1eOO+p5hokV8zI8b3Ae6rHe9ESHpJf7oT7ZukayZM0kA1dAx6LxIjXzvOiDE2ECCFwkas/ZVuDQTwel8qrj370o/jsZz8bPM7eMTQPOP300zFU+MEPfpDxud///vfirvzxj3/86GdqIkSIEOH1AsuidMUIeOdeC3/J41bP0QuyskU4r8qqTZC2c521g55rYr+pp8KbusAE3Pz70EHoTSvgr3ohQT60hn75UajZZ8G79O2iWZESNpKD4eONML+jBf6OtZmJVlsT/O2vGWLDILDxQCKzwmC3qByqdJghPeKuxt48sZ59TaT/Szyxqq7j0uyTxgIorYI343T4dfugyocnbJsZ7FPYrW1DTZehaGfwX2CyPNIrJ9zBHokAXwhfLBGICqFy9tE5thmp1QsxYJVMkCUbYa2GlFLlmWwOTQIks+IbEuYskaU/TYHZJ/fFoJnEUeYgrAlyhCVF2+KMIDi31HNIZihsX2wbZrpzcT2AmJFgiZUrpXPBPYN35xzX640ZsupOIlxp4PQpcv17Oo0FCJfeueNbLRM6mxLZGdfgU87VZknCr+kLvNeci58jI2zW6sr5Uu9pkg/OcXNdZgc0d735w/3R2pvjk32XJJtq2GsgJY8RIkRIRtD4t49tBgFmZ97ylrfgV7/6FXJzc8V2+dVXX8Xtt9+Od77znSIxORp4+9vfLqTmv//7v3HBBRcMah9KR41mhhwtLS2BBV5zc3O/6xojRIgwMIjNMleQ6/bB3/oaUGvthB1Ykz9hpmRdRIuTlW3qeTvbpWxL1+2B6myDpjUyA+zhdPzKA5i5YaPNTMFadq6UpZFAiEkACQ01LXW7+6evKCyFmrQASjIxrumlB93RCsWVeP5dWg1/2VO2eaHLlNgSMFdqJedYATV5PlCzPXFsnuuIKYngnASh4UBiX073wFIuZklI8Eh4WFLW1dazmWLYXUsCZd8I/nk86QGUa5zauBnJGl+frvGlHDvLBOA8lrPBpmuaZI5SQIJRUmlKlkgsOP6g/MsGwunE+k5fQ8LgshlJmQF7LoHxgyWzjtAExE2n9ObJTZDJdBACavU4jhw6Aio20SnjJKHjfNkh9YDrCZOaqRPSV5R8nUTHVGzIYTA+Sxp6NTRIZGSSBsFx295B8j5jjyHXgJSEhq9pOZhhn5kO5ZlMnh8XvVeECBEy48CBAxg+fLj8e+/D/4dhFWW9bt/S1o6Si24YVOxJ469f/vKX0j+GDmUjRowQJ7QPfvCDR61lC7U7b3rTm5Cfn49ly2zPtQEiKliNECHCcQtZ1WU5C00Aqkeb1WZZxda2nCZHAnq3+iuEpr3FOIK1t0KJi5UJQEkovMIy+GtfgJp4ChRLzra8lj44p5PZllXG2eziG4xeRfqz9GfQdC9rNs5UXK2u3RmMISmu7eqEqhoFfWBHyPnKZkpCQbUaMVGyPqKBoa20rOB3QDfsAypHm30yk0UCRR0H9yMZIEuUWBIk1rza6GDoiJWW1FhdDV9HguGImJdtMj8H9xiiwrmwjTsTzmmhrEpQwmatipsa0hMagufJuXIlbpKZcrF3Hw5y7mFHJpixccE959FqkgyZyUo85oisC/JdOZls322tlrNTiI1KZJI6W5LJsMv0SG+fUOmee85pldKNP1MvI0dukx6Lm+ssPZhCDnuSBTGT0XMNs2eZW/DPcDZPbM2Z+bIlgHLdBlGGznNpPphosBohQoTX3f2MYF8aln0dTulXf8DmmqnwfV9I2OLFi+Xvw0kEDIrU8IPxzjvvxD/+8Q/U19ejmyUHaWr7Hn/88UEPLEKECBHC0Fx1Z+kKtRqumSE7zOfli6A4KLNCaeadsIkme76QzDA4Z8bABep5xdDM+jQ3Qq9/GWraQqiyYdCbVwINNTbAdJmQAqiJs8XlzAjrnS1uP7I0royJmQMRQqd5HTdhjx2aDjBLwdIwIVfUvSQTGmqEFImRa4roAveGAzJ+45RmLYhdQO/K2YTcZCVKi0gIVVnC4Sp1UE5zxDKiTjbDLITy46acj+VtZcOh2WBSLhh90bQxPCDBkWE562CWfjHjQbLQ2bsPFsfBVX3qfaS5JPfRS7kWEZTJWZLHvjJdcdPMkuft7MAdXAmgaEpoftCSKPtyPVuchTMzObzvwiWBJCw8/3Rlh05Dw2OwnC6WnyCfwcV2/7TE0+lJpMFnlzn3/txbJEw8jrvmbghuX0nOck6HFDq2kFTjTGZ4oyFUcg15jiS7PAcSk8GCc0Y9G7OVkW4mQoT+Iazt622bYxx33313Ru0PuQWfY9PPo0pq6Gf985//PGkgqYh85SNEiDAUYCNIuoXpDSugd25MCtYYYKkJM4BJc8Q8gOVlGffDDMK+rcmvd80UuZKe44J/48Kl1y6GGjYO3tlXQ7e1AmLF7EtWSFWOhG44AH/9y/Dmnt+vRpqJ44V6qoTHQtiAUhpsZuWI05s3eQF0zU5omh24LvQsORs5Sc4ZB3dbK+SUIJW7YsNQEifaAQfBuQ3QxbbXZrBIPtwY6MzGHjl8nsEnCYkbFzMULEli4C3lYD70/m3m+NL53YPKZY+bpuQvqtSMiojB6UzmNBy9BOwuW9HtA7nWDrnH10vKPngfpFoOM9CXTIzL9oSE9Q5O++H6qiROIkF+ZSzcLs+81tlrZzSssHPuSFCWs5m2F8n1qeH+uA3JLsm7+14l8c4vNeN2DT/D2qZUsHyQpJPkhqVj4upHsmuzYxnn2RJOq2kKygkdeB9JE9xQNmswcBbVfnH/+9VEiHCy4whnao4mMqlemC264oorpFXMUSU1f/3rX4NBsVkPU0URiYkQIcJQQ7e3Qq9fCk3BfmArbINyoq0Jeu0r0BuWQy28DBgzBYp2x+kg/WTqez7O4C07x3ymhYOsOMX3WwwRqqJ+xHZsPlQDvXOtzZiYlXSVk29C6t56lwTjpn4jBsVg1QXOjmxIc8w4NBsO5hVCb7flb8WV8GYsNGQg3iXzIqvle/aboNocMBHX01qXIam4YOUnC9GD4NX2l/G7ZfwmaLUZCM4zbX4Ly6EkALWlYhw/sxh+kylz4j5IgiRoJ2noToj8Q5ke6WVDakNSwhI1kiKOIeaJdkjmgb1SevNzZraFmQiOVbQdKuWL3P5tyVbS/Mv8sg8OM1G2TC/dNSJImkQzYssYw2NxpWI8z2ynRSE5TW58GjqwdfXKt+V9Nuvm7MN57ThXLKEkkXHNNoNT10CbLcFjhoTlitTgCBFKR6KMfkfuZTrMSZlaSlaL1y/VeSxpynVgtKDZW8k9LtlMa9zAcbjMYKZ+NZnA6yCGBq3QsZIodogQ4STK1DzxxBMZCU1ZWRmynfvk0SQ1dXV18kH0ve99TxwTIkSIEGGooVstYaG7WbjjelCmw0aA+aZnC8Pmlx4xwdvYaT0yNhQ66/p9mUt4SAK6u6AKio2DWOqKdmOdLQNygaR1l2JZTqgPDZpCZTmyqi9HT4zZOT0561xa6TrLY0eSuGlROfT+rYnjNR6AbjwANXoGdO0uYwEsu7a6CY4/0MCrUOBttS8M9FnCFJ4/J/7kcYurTBaANssUzZO80UAglg3NbEpXh5SZBS5c3D8rolh67Nyx2BeG89FYY8r2SIKYsbFzTrtpmSPJRJDwmC9p2S+Dfj4XlDWFyAzLDKWLfUlobmO2+WbYEc6z21pi6oiTkFVmhYzOJ7lxZob7gXNGgufK+VyGLBDcW8LIe7A3S3Eeh/doJ0snnU7JEiz4Rnuk6fpmtU3hkraEFMaSmybb0JQ9hrJNz5cUyObieuZK/NgjxjY05d98HYkJf0jEenMNDJkLiBufc7VjJsjdA7y/SH5JbFh+18PuOnU+QtbTzrnPXa8IESJkRngxr7dtjnGMHs3GzUcOgyI1U6dOxerVqzFv3ryhH1GECBFOakigTJH+wQPQLzyUPvB0rlv8ac8yZVh0NlvyBBSzKsVlaev4M4Ir0owBGSizb8rBFNG/dFkPf6E4I4Jc6JpdUGOnQ5WPSG6WmWRVm9zkUZUPMwVfojWxQbODlDUZxzJVPS6RiaFLW1cXVGk19H72NXFjI2nJBpQNKFl6RKLH14lDVaM1A3BNKK11sbNaZsaI/WPCug0en0Ev3dhIsCRbYy2Iw9eDpMGek2homurNnNTvhWIJGx3SGPwzcCVxcY0bnd2zK8dj9oAkgkF7ai8UBuBCImzZmHNvk94nNnsS7vMj7mQ8BkmNtZEWEuSyO+kabybug8CtzBkThDMtDOrFsMHaJWd5QGcaJzRqU3gdpVmobZbKFUi67HW1m8yVMyBwmht3rpwje+8EJWBunLyHaYUtRCp57KZ6wmWgrEW26wUUhnNJ41yXVAFNdenJPu+Lrk6zX14Tl91x18H1zJFrUQgUVSbuo3RwJXjh6xR5r0aI0D9woYk/fW1zjIFOasTIkSMlGeL+7g3cjhmb0tLSAWduBkVqPv3pT+MjH/kIbr31Vnz7298e0m6jESJEOMkJzYGd0HV7gV2b+9888FC9ITZ8xY71wMyFyf0uguC3F3D7lkaokZOhD+5LObZtzOjAFWonxqYt9LTToZsOGicyZliCDvOuD4cNlvnv0moolu/wC4j7SQnidYHVBpEc7NuSKO/JK4Ii4WJQy94gJCtuaAwQ80ugKkeZw7Y1GRE2j+f6iXCFn6vprl+M6INKTWDK82C2xzXzdGMlaaGzGrdjFkosoe3r491iy6t1aHvJJk2DJgGjTbNkB3JMGRuzMwyISahsUKwcQSD4vG0OGswZS6g4F0GWw8JlCaSkjEF2yKFOmqFa7Q0zNwzuHQGS16Zma0LX382lBAfOZY7mDNYamvsRy2cnuu+5H+3Z7aRZJRtSUn/CUj9mSQqhSZDamyypC/XKIbGhSYG4sCXsn4XYOALEMUrTzVhmQuNem4lc8PxY5sZ5JqmhxTKvVdL82kwdz5+9lJLehjaFJGId62bH82QGhxk/ITYp2atAw5XSTTSRiooQIUKv6IemBseepuaSSy4RS+innnpK7Kn5d39LTvm6U089FbfccouQoiNGas4//3xpjEN3M9bHkdTk5eUlbRO5n0WIcHJBM5higNnRYtzArFBZ+lFQM0CHMgaivaGxFv4LD4k431/0wECODrTQttgTq2U1cZY5pkPQ/LG3XRjHMIyfDTVmGvSejUnZlaDsiLoQBuoi5vahppwKv7URHjUI7F8zZrr0wEnKDDFwZealfCRUQQk0A05mh0g4wqQmlg2VWwi9Z1PPVXZaUVPfQ8LCMjT2pSERoBYlJ1+yOqY0rcWW3ymAJXc8RuVoMx/Su6Uj4YYmpIqr7e7LkDbPlrS4DIiUmNkSN9e00vVq4b+ZBZK5YDapHfrAdqhh441ZgBCmdqNz4t/i9ha2r3ZW1Qx67X4Lysx0u6acSS5stEfOtlogK2onceHjUo7GPjbU3jDzU2CIg+zHWUrbsiz3pRq+J8LE1xEc53hGcN8ciztfeSzUrNJlhFhuRgIYkGhHNroMmZDyr2JTeihlgjbTwzExGyKkxxI7twfJJFr7Z5IaluqhPaRXSiE0WX2UxbltaX5Be2WSVpIRB6eZoW2z01MlCXNcbZwlW/wf3/vM+pDY8HWu5M2ZTKQGMhKgHXsryxEiHJNwrpV9bXMcGAP0tz1mPB7HK6+8gm9961vSCPSIkZr/+Z//wdNPPy3Ehf7S1NikIhL/RYhwckDq7TvaJJjVjbU96uqDj6/CUnjDxpnGk4G4PbRdazP8lx41GYpDBxM2uwMlNlnOVSsEBmXMAqQzCkgVSG9fAzVhtgTxevcGcwIMEvmFkRUKoOn0NWmBsTXe/ho0CUtJlWhfvOETzUI2Bf3cAYX/bFDZVAdNYb7r08HVe2pFrLZBM7gkEQn6xKTY/RaUQrnmheVcuUqYG7CRqGhfcvJEQyRZECvIln2WVdtsQVGSLbTJ0NgVd3fBmAEJf+8w8OYciuuVPSbLzViexnPdvTER4LccElImdtIVo8y2PK41SZByu9TrJtkR+4VMUuDKC8NleU6LxLF3NtkGm/Z6BGV73bZMStvsU3Yioya2y87mOWxtnMZNjNfbNUFNAvVFbB5qraFdBseWZOksSxLTleo5cL8s7fJIPP00An3OFbMaPQMBM3cp2aHAKttmjniefO/0pW8huA2JCDOAjpjx3Hj+JF297sMZNQSNg8w8MBsohgIhE4x0kBLIKE6IEOFENgq4/vrrhQ8UFJiWC29+85v79br29nY8++yz0sx+yZIl/T7eoEjNH//4x+BDtqSkJHI/ixDhJIXu7oRu2A+9Z0vfQVRLI/ytq0ywO4ouZcnZXZadoWYPUDUyOegeCDgG18cmBPl8Kq0yjSwzjTNYkWfflfXAyInwhk8wZI1aGQmWlSExZZNFuyOP715vXntwD/yuDnhVY6DpUNbAkh5bpiMi7xKo6rHibCYBHVftGTiS4Egn+1ZTzsUmlgxMNTUhvs08+LKdCPBZKtSwT7JeFJpLJowWz7wWdkVdGnHSWczF1SQ2PAYfoCEA51caTtrg3MxSKAj3Ez1hXIZKDARsCYQtq1N+t8kiofs1VQAA36NJREFUjJ+VIBOcP2qiWpvF3hnZnjEDSGfAkArJAlkylnINkWVLyuIh+2OSCgbR7rUiXKcGJ6XUzGUIZb8p1981wHTnyXlyupx04Hm6BpTMbpCIuuPzMfbv6f0kTWkas1fcVxiBLbd1FguPkfs2FnuJzV2WRs7Lzi1JSdhFrV+9behoVmTmnuOSDFmKpbX7jndzGj6fMHhudLTL6AhnIeWDRz5uEDMGZ8Ih+qhc8/6IEOGEMwrwcKzhhz/8YdLfP/jBD/r9WmZnfvrTn0ry5IiSmoMHD0qQ8I1vfAM33XTTYHYRIUKE4xzS96V2F/S+bQN7XcMB6M52eBNmGythsW5ugb9+udmAAUgv/Wb6BPvapEvDM1ilhqBhf6aRmRV0F3zv3mBW3sdMhzd2RtB4UoIkErkdq3sEpYqZGK58F5ZJ1iYojWLg2Nwg5E+Nn2l7nbBcyjfjKR0uupNAkC3Dsc5QnAuWl7GxZd2uZBJCVzeSCgaSLrwMC+fDwTGzQRR0S1lWc6KJpGRlrLOZC1CdfXU4AA037XSrhp3tULn5UPFuQ6j4XCxmzBrYZ0cC+CZbJpabpqFnGt2Fy9qQuATaHhu8k9CQUJBcuZ4tweWzpVkxuqkZu2xmrGT+srKhpBcMA3YbyLvzDciWJQ68Zr26gtk5pQGCWD8rI7wXq2s3jw4MMsJfyKGMBq9DYBhgXyNz6AhW+JghbZY43YWyamE9jVh+k6T0RaxC4PE4dmYASUQCu+d0JSKuCWkvCxiuqSuvU6YSOMm6kVwcGVIj5S281+iguHUNNEmetdBWw8cBoyaZ7Km8PyNEOA7gSnT72uYEAqUuNBZobe3le2MoSM306dOxatUqnHXWWYN5eYQIEY5zSLDYdHDAhCZA6yH4ezbDG0P7ZfY3iQO11hWl5RBUSQU0A44Bl6ABKElvXKIYMA4fLwQqUd4VghNoh1foqYPJzYem1TAfZ/BKZzRmaLi/TIEbRfwMjJOCtpAtsSs14tNc6WeAfOiAIRnh7RkgstSM2R8JzMLBpCkDUyWVhgwFlsX2OXdOzAoxiOdzJFKdLeaYDEz5t4jana7HZThsNoYBtGQ5SGDakrMnni3pYxDcTcvnULZDypDajDZDRPuWQEnjxvRuYUGQTxLC+8E1FA3KzjqtpoZ6psxfcizvC9zPpIdMp1wLzePzcckQWg2IJWhschoQaV43IZT2GrjrFbosAs4dtTG8N6iz4f5dg043lY78JfEDp0UJ9b1xJIGldyxfS2dq4eaCCwHBPRdyq+O9yedZAjpQuLnmfSSaoV6yLME59VIX78ryMkGarx6ZAEwWHQ7uh7/mJaORS32+djf0+lehRk8Gpp8mNu4RIhzr4AJAX4sA6hismPrnf/7nAb+G53HnnXdi9uzZYkY2EAyK1HzqU5/Chz70ITnov/7rv4pDQYQIEU4idHXAp47icMCAg6Vo/GHJmCs5o41szW6oCbOgN9rszQCgppwC3dIsxKjHcwxox8+E3rUxpdEhy6a6k0lDWTXUiEnQzbUilpfX0mbXrWLbBoVBH5OkA6Wpb3Y6oiAhYgN0kgaK/rPzbSYhpWmkCwKbtqeUiClTjkYdjRCCNIvrLuuhbB8Uki1+XjNwZkAuTR2LezTLDAJtkgk+z7kKkz1X6sVjc3U/qPdOqftmNkU0PNa1i2MgyeBrXODObBiPLwJ+BAYMwfPOkcx38x16LoSQrN4QDo6drmlCFH3rLsax0CihM8jgmF48JruhnK21uNsxO2XJnZR32QyII49szso5IrFz965oc8Q1w47FleuljFf6B1GH40r6rBMeiaGI/XucXmL/UqpoSYdktDjOLNvYcwBlZ0mTZwmWG0vqeFPJuVsA6G1/mcB5ZeZxCEtl5D3JrCXJ8IEd0K8+abNxoZK5MFiquX2taPe8hZe/bsRG9IiycGMXKPoyUolw8sI1+u1rm2MML7/88oDIlmgHD4OcZQ12kFOmTMGf//xnPProoxg3bhxyc3PTMq0IESKcWJBGliyZ6stdqR/wD+yAx34mKeUyevsGeHPOhN64on+2zg4saRk3XUrcMHJc2k2k5I3lZOxoXrcboCkBAyCXmSitgqLAnUYBTTVB8CYrwM4e2TxiMwJWg5EUCKZ8KPM13Dd/JPan1TEfo/7BmhcwWyPWzCQbTYlAzBGnwGrZCNml7IyZJGpsaH3M8jXZV0oAytcym8PAV0wG6OLVZsu9lNGF8PUM/hn4MzCUYJm6kexEKVa4JJBfPM6OOtxAMWkFn/NjLaKl2WNHQtsjWYWQC5n7LeJynZhjpykKb5OmvjrJTcdlmdxYSKxoZ83f1N/w/MRZzhIwEi0G2tQHMbB0GR1uHya5JKCS5TFuahKQcl+OuNHWmPPGbZgNFP7p22xZqMRNHPTypRwxuK68J2nn7LJE6cB7h+8VEg9xPwtl/HgPHM770dQtBpctOThKF2DYUr1MxCZTUMJ7hmYXg3Rpkjl3jUDZC4jXS2zHaerQBdXRAf/lx1IyirbZaTqhdf1++MufhXfqxVCc/6METd0VnQJ3bTT28dKANg/e2GnG0IMlnceok1WE1wnHqVGAR0OdlHFRI5POAY3bjRgxApWVlYM+3qDdz9wgGxoa5GcomVaECBGOYXCVU/q4DAEYxDGYFyekEBpqpExMnXoR9NKn+rcvfnieey30zk1AWVWvm0otPX8Y0I60pU4uyO1shWZ5WmqfD3HW6oAqqYZuqHGCBhOEMsALgsrUDI21ICYYlNLa2otBMzPD51jO5rQkrY1QlaOh925MCNqFZITsb3me4uplHbsYtDGIZsZLmm3WJyyMeT4MgCncptaHY2QAzbIwserNAXJzEg0gpXeOzR65bIDVnyixc0OK9sY6nrkyqqQ+MPZvXl82wXRZqbDzGMcTfoz3gWQBXBYjZgkHtTrZiSyJHNs2qMwoWneBt7Wflh4vHdZtjt9ZVqcic1dsA8t84+iWrkTONXul5bZzrZN+Qjl2fFZTFOhabAZLStxIbGzGhgSSBNmVkjm3MYLXw/W1Ce5r27g0v9BkNHnPuvspVEJ3eHBaGZuxFFOJtj5Wf+388j5KJWJSUhp2rqP1d5HRsQwiWKcGj9dOSjADDZG9V/OLhOwoFYO/YVnPrClL88D+SrbpbOpc0TykmQ1qjw6p4eeaXr/UmJGkkEJ/71bpt+XNPQ+6cqS1Zo8QgTg+MzVr1qxJ+nv37t14xzveIW5orPQ65ZRTEIvF8Oqrr8rfbW1tYg4wWAx6BvhFkuknQoQIJzCcCHeodseSqAIKrpM/jvSy54BhY6BOv7TvoI0C4POvNyUo65dClfdOagK4TvPMOHClvaUemivomRoXth8yQaWs2FuikdrHw62ouVV75zrG/1eMTAR1riFk0LzS9GTR8U6okVOsxsSu9kuZWJEtUcmDZoBYNjKx8s9tmHEpLgNGTQWqxwHVY82/GXxL8Mtj2fKuQzUmyOa5SOamxZAPlsLw3Lm9LTFSJDQBWcjw+R6YprkA12YgnGkBg0nnhiUBvSVLQbkNt6HzWbfR93Bb0f+0Wf2TbV4pPW3sXJPQ9LiedpwkQi7jxHPkvvlY8IrQKzlGHiPIVHWFO78knyZL1XituR3vW2YsmRVsbbLHIqHpMkSSWTGn6yF4L5Bckszy3yxbY1DOuXflfZyP4grzehJg/uZ2rgyum8F9WyKDFL7PBgtxVrOlkdwvCQTnLJjT3vrJ2OsmTno28+ayfLxWLAGkfou9awaRfRAzksYa6HpmhjuM2QbdCKnlY5bV6aXYq8k5KGYC7/9QU9Okp7auMtmTIwzd3gp/1SLobaszZ7laDsFf8qg09ZXMVIQI4e+Vvn6OcdANrba2VgjMOeecI+7J7HN57rnnymNsEfPv//7vRzdTs27dukEfMEKECMc5BuKs1B8wIMwrAcoqgXpmQCzoqPXSY1CnnAvvug9Cb1oBveU12/vFoqgMauopRn+zZwv02lfNqjcDwf4gaO6YsAAWq2QJwNMH8JpBaPkIYP+25C8RBpau3ChcWhUaa1IJlwsAg5It8zfLyShqV8PHG5JGosNxsZdI/V5TviO2vYcMGXSr5LRfZuZLSt1shoLZGT5Pd7VwgMSAk0SOWQOrVUkarc1I9DAmMANPPCQmBM6JK1y+FHqJy2C4bFzYXplzz/HRrtmniUB3Gg2Ktk5tNBNgaZhxMTPXKAQJmG32hf+WUjw7GF4bvpYZquC62OfEnjk7oZsJldAl3QGSlck3pV7cTo7nyGiL+WEQzzkl2SEpZUmg7MiWqpEI8bUkLuwd5PRB/OF4SQBcKVu4/I523u58xXTBEl6X4ct1pWuDWFR0Jg22JFFn55l+OCQitOdmo1QG/JnK4gIyb3vrsLRQSh2paVNQg9TcCqFpqDEmDgd2wGdj2RARkAXUPZuh+RkwYa5YiCdc/zKR75AWzt0HzIAFDntHDrLou38HQPv7vhDvhr/8GXjnv8W8xyNEcOXLfW1zjGPRokXyu6qq58Kje8xtc9RITX8QlaBFiHCCImNwM0gwcM8rgJo0B/rVlFIzEpulz0AXlUKNnw7vDe81ZSjszyKaj5iUm/mLHgzIjho7NZQB6OtcnH7DZhacJTEYNJO8pQl02pqkeaa4qDXSXcmVW5GU2OA4FVylHjk50XSUzTG1Dy3ZkmKz8i/P2f4vzBwwY8EAk49TC8LdVow0QSh1QC6AFwc2V5ZlgzYRnNsyHAb0Us7lp3G8cqeYUsIlQbgtDQv3gQkHjK50jMSkxzkzuLSkh6+j4xpX/6WJZ7bNNoTGI6VhpnyPBM4Rm6S9co5yChKGC9zOXSN37tKHhJoWOojxb3uNxabYfukrlu7lmvEzAM+x2SqOKcgshRzLnKkDiSTnPVzelNpPRrJ+nsmO0RWNxJEZG5cNcteAZIHmBVLaF+KALD/kgTlXrlEsiZHMoS0Hc41SSYCZrZJ+Pb51sUuxuc4EXhdnX877n6VXvM4kVc31kh0JjsUMITNGPG8Sn96yB7a5qzgNDoG7IgmNv35Jmqa5ofuV2ZsNS6DGz4aaNh96w9KevYiSXmqzo1VjxAFNFZVJw1y9ZyM0M76iTys1+ryhNEHi4sS25FKcXsHPs9rdwLjpQzeGCCd4nxqFYx0sNSPuuOMOfO9730syGvv1r38tvw/HfGzQnzw7duzA888/j8bGRsRDHyD8N1NL7AT6zDPPDHpgESJEOEYx1ALWLGpMPGDCdOi1SwBZcU1BcyP06peh175iRNaxLCPcF6esUIDDjMPshVBsINgLApG36B5srXKOLROTFfF2EzAyaE4lAyQjh2qhho03pUhOX5QuO0MUlECNmhr05JFdSJ+azoRNNANep7mQfUl0b8biVui5bwadzrnL6WAkEKXZgS1jM0dIlAYxO8GSujDkS8PqJ5L627jrawkDg1QhRdYIQQJaJ+rnsYutk5clUs4Ewe2VwTlfJ2Vu1lBAbJ1DOhCP7mNdaRs9JlEt0Y7Y5zk2zgHnLhxkc99ib51S2iMEqA3I4lwwI1Jixk+SxLI9KQW0pgaBBbObSxv4B3bUqneCT5LnshXSn+ggwCwbCYfLYqUJUIJzlX5CRYZ4MWvD4LqFJDYERw7dfhgouHsjnR7IwWWseI15z7nvburkaFPO+8RpdMTJzdg8S/kXMyLMUFpRfg9wjoorD5vQCLo6TAPbHevSEJo0aw3MgmxeDjVtoSnxY0lgpoZ9JIOzzxbtit67GXrDK9ZMo9x8rnAbGnBUj5EyTlq6Dwlok53GYro3+DvXwxs2DipviMYQ4fjFcWoUkIozzzwTjz/+OO655x4sWbJEbJuZBHnttdewd+9e+d5lf5rBYlCfPitWrMB73vMedHSkL0OJsjQRIpzAkE7gaWxqBwnFoJ8EoqAE3hmXw3/67swbS9lU5tVoNedMII2Vs4Oz7pVASYLMlM7xJB6iY6iQoE9sZ7mqziAu3BSRj5HYVIwAqkYb44CmgwmzAAaEReWioRH7WtvkT0pm4jbQlSyDMs5kXA2XUqxQCZc5o0TvFpYDOWE7ndO4jfRz6TLZAAabQoCszoar7wxg+XjYGSvIhISsm+VxG2Q7ciIaFGYobBmatTE2uhNrQ8t9SwmbtUx24xdzBPYZak8QIQbUJFMpZWOSmelBHG3WJXhcCccLer8w88MhcGySfVGmHC/dPRn+KuKcC3lk2VFJqEQtbH4Qyvy4+eB90aO3US/lSryWQcbIljg6VzQ773I0anQcmQrmA1AsZWPzVnH6ikPHcqBkzi1Er2TGyQUBDUtEGdAzy5KOdPC+5nnx3uf+Xf+fghLoPZvMGKXBn82uydyFzADYl4rNVodPMMQr0PWwfI3W3yVDQ2hcNpRzQRONHkirdjL/37dZsi/GyCMdFNS8c2V7/dpzydm4JCvyVuhdG8RF0ZtyKlRYYzRYDEaHKIs2ka4mAhKf631uc2zj85//PF566SU0NTWJaQB/HPj9OHz4cHzpS18a9P4HleO5/fbb0d7e3qtRAAVARxLMEr31rW8V54RLLrkEv/rVr/o0KXjggQdwzTXXYN68ebj66qtx9909gyc2FX33u9+NBQsW4LzzzsOPf/xjdNqyiAgRItgvfwbhQ7Yv05BSsjUjxkEtuGBwu5o4E2r6goy9HiSzQ61D7c6E+Dz1S4AlPgf3ADU7zCo+g1lmf1gGJo04C+1PgSEqDFT4QwOASafISrH8MBAaNUVKWZK6lpPQkPyEm4oys1A6zASdPdLutlt95djQirUtlXP9WHguJHrMNnA/DGzphEZSIgFsayhADdVli76Hrma2jC2UIQlW81mSxP2LYN+aCfA4fF562JTYvjMd1t2qwDzurJSDLIrVxTiyYi2EJaB3vVqSr1ZK9itlfCzZk+vF0jcvvQOXKxsLyFHIiYxz4oiBXJe4IYpuntKtkLpMUfgATguVCtk2dE48d84LIc1ITQmlkGybCVLux8sSQbkQk8b9RheVkyelUZkgAnz3Uz48cNkLQH0Lj0VxPa+LE/cXlUszShmfKy2UUsVQIB3cN9lm3CQazHTxvcHj8F4rKBsyQkPBvujI9rEvUz8hTVXZ72k3VPmwRGldCqi9Ezv0jcuSM7zyXkhzHZsb4G9aZtzXDheDcaZyvZ8iRDhBjAImTpwo7WAuvfRSaQXjeAMNA66//nr85S9/EWIzWAzqU2jlypWyssoGnBMmTMDXvvY1/PznP5eBfPOb3xQLNw7uSGH58uX46Ec/KsTk05/+tFjB/ehHP5LStw9/+MNpX/PII4/gC1/4gnQ3ZWqL6a+bb74ZOTk5QnSInTt34n3vex/mz58vlnKbN2/GT37yE7GsHmhX0wgRTlSQNChmJ3ZYMfPhgMFWSDwvpR7TF4h4V7/yVMJWuDdIOckZUDNPg8pAtiTT0rDPBOa0U84vgnL6F2Zd2HiR4mwXhDOzUbsDqBpnAuLeeoDQTjY7x9gs9wJpDBiscNuAisElAzK6X1E7wRIiIQ/WgpZlSC6zw7mQx21Zk5QfsUQobhtKUpdjH3PiZ8nyOGc2637mSqxIllzTSDNC84ukhdsw0HWuWy5DIvqUtuRtRN9hiYXT36SDlICx0zzF7d1mEUoISReQVdCjsWhAJILsD7VDnYaQ8D4hoeJ8MkgnmXJjDR8vnHly2hvOm2ezRpwD5/jG1XgJPFMIlLzU9b0J7TsgUWkW08KZHjkPXjcb1DKrQcMAt18pJcsy90dKryPxnZMsSZ0V7lsdTppSR8nYuHGxLFCur20mKmS6zgrk7Tjk/vFM+V0qHNkKk01XWkiS66zC+9HlfMCwFumBrqfH82kecwSVr+N5FrG8MKU0ldmxcVPhr36h54IG76dMdfxcGGisBViOdjig4L+33j5poOTz8YhJnyMcTzhBys8csbntttskZq+vr5fPkIqKiiH5LBnUu4U6GuJtb3ubNMn5+te/jgMHDuCyyy6TtBFL0373u9/huuuuw5EACdTMmTOFyBAXXHABuru7JYNE0kJ7uFQw43LVVVfhq1/9qvxNYsPzuPXWWwNS87//+7/CFn/xi18I2bnwwgtlX9/5zneERI0aNeqInE+ECMcb+GUrtsI9SnIGshMP3vAJPXoxCLGZOBuqerRobPS29enJDQOEMZPgzT5LnNMyZmgY8DAw4T5YpsVgrn4/NB+zgmshVxWjDTGgu5VznWLWpnJ076SGK+/9WYVlMCr7SWnSSVKiWE5mraEZjIp9b6cZt/SPiSWyOnxe+vtYXYUrPQrraUh88kwmJiFQD4npWTJGUbQEwZY4BGYHMXMcNz55jd2v2076pVCHYsvSslwPGa9nKVeYqIiNcwG07rCExvXiYf+cvIQY3jWudEGpNCulKYG933h8Eli5B5mlChkYuNXtsIhfyJ8V4LOkh31qHFHjPhig83mxv7ZaJ1fC5UiBZFg6E+NJCk7DhMzeE0nlRnZ8HDNf191pShulMaS1+45ZcwVp7GkyT+b62HloOwSdV2hMJBjopstESODD+yFm9kG3Nr6+cWfiHnJ6JZ43dTSZIE5w6Y0vqL9RlaPMORwBsOeMyWINANye9yTJYboFhuox0CyXTDVTkCa4vS9I+Pu3wWNT3sOxzuY9MWwcsLcf7mcWNE/J9Lk2lJB7hdnWILPK0sRcqIhQHUM4McrPUk0Dwi5ora2tUlF111134W9/+xsGg0HdsUVFRUIIOIBx48Zh/PjxeOWVV3DTTTcJ2yK2bt2KIwGWgrEe71Of+lTS41deeSV++ctfStaGftdh7Nq1C9u2bUv7mocfflieY8aJJW0kMiQ0DiRC3/rWt+S5f/qnf+oxHs5Bfx6LEOFEAr9ovbHTpTRjsNoasSzOUKsuX6ZsoHn6pVBzzxG9hK7bZwJSZkVYYlNaYf7dl5CXX9QMZkqrTalN3Z6e9q0tjdL/QhyRKkYZ62S+TvqldCayBOlAt6c+zBMkaHBBrtOyuJW33GJDCkhUpDeL1X1wbhhsM9AnyRAL5BZT8sNAx1lruwDbZTVIeiSjY4lASb7ZVkgTnb+M1kU5giQ9bKx7GrNXSdmb8ElY0iNBrhPVx1JITIiIJPU4CRGucDmXey3JgojYC+xYrcMXwfHyPJxjmnOvEkF+CVBoM1EM0jk/jsCFSY7L0HBeDh0w/3aEq6XLED9qWBjwioYmz5RX8RgkN+KUZjNDwbUO30NuDiyhdL1sHMEK+tUo6EM14nxs5sCHJtETHaqrZlNGw8GMom2IKbPH/YklNcvM+v7qlswNd0jjDdcLKfx8dja0s45Of8F7ZqwcxIzBLggcAWiS5UzlbCn8MQDv29wsk6VKoylSI8ZBs9FmGDE61dHUoQ9yxsUFaVw7eFJD8xJvyjz4+7f37iDnUDXKkOwjCM3P07YW6J0bjFFEm71XWG7LnlcjJwIs52O57VA6wUU4qTM1qaBJAEvSHnzwwcOOnwdFakgAaBbAUjNmNViuxcH8z//8D5577jnZ5kgZBbBErKurS8YQBomVI1OppIZlZG7cmV4zYsQIESwxLRYGSRpJXCaSRu1NKvxMrisRIpxIyCuCN34W/O1rBkxsZJW3cnSfdfiiR+EPLZ2Hjx3cOBnoFlWYhn2Z3IdsgInaXSY8HTbBBDHOGpmrrOlIjXSVz6x1CCCZFxtouVIt/kgPCm0yQk5bwvIsBt8MoJ3ehsdhiRqDIeqCykaYoJuBLgMTKTPLMY8xSN651qxaU9RtyY8EJSQv3fY4Xd1Wi5APxOnu1Wked+N0n+Fubtx5hMu6OFbX1T4gCiEI8XEaGkPAZAtppJmyEk/Swsep1wnrUjj/tLeWxpt27ghH5EhIZC5LbIakJXnsDLy5X/a2qTfzbOQ2Vm8jWZluI7AniWyuM05pfI6GEZwbyeix5KrClAIGZC2sNLfEhvsQ0X0oM5JfDM35rd9nCDuNMeT+cm5yrCvnw5aI5ORDc1vuSxzwLIHtbDXZmv62VBFCn4G49Mg2ZXh9+PolPY4jA1uSqUqroIOMYT/R1QlFTdnEOdDNjck9rbj4Ef6b7xe+//pBEIesP1dJJdQpF0CveLZ3YlNSCW/+hVB8D/cBaRoqOijqBo2Bh5TWWgONdPuQLBibfK5eLDqkHiDROVQHvXuzZBe9mWdAV48eOie4CDjZEzUtLS24//77hcysXbt2yIzGBkVqbrzxRtG1kNiw7Ouiiy4S0T31JwQHRDH+kQAdEwgSjTBYNkY0N/csh3GP9faaTPt126Xbb4QIJzPYQ0IXV8KbPB/+rvX965FBIfTISVBlwxI9W/oJ+cLmij77UrB8h0EjV1lF0J+b9oOQX96ybXtb73aq4vpkS5TY5K/QliGJbXGJWSEX62WbCXClStn50m9GupWn2vQmNfSz/XC6nQjbrugzQ0PxtttOAvdYovaej7MXDkvgOphFsV9ctPgtGWb24xoxMug6VCP210HZGbNSFaOgSApc7xgeQ0rcwo0xYybTIWNgxieWQmLSLI/bhI0Zs91X2gvnMjpWkO3IG8lLOLDn6/m8y2oJ6bHlcu4aJZWzufI2OzYGwJwLISIh22grAtd1bN7YJeWOLEOSYI/Xzc29c2UTQXwnPaSNDoWkUmykreMbm6hyRdsLZZMcqaQmisd2znZBdiwbqNllSDwJTVIzy8T5SKNLEjP+sKM8HfhIsF0PJds4UluziD5Xz8NkOt1zMrd99HRJZ6jh3POOAKTcitdx+ATofVsHkKrhKuQIaC4GDBsL78K3Qtfsgt621jjjuUa3DMxFQ8OM1wCyD0PQnFNKbUdNFO2fv2m5IRThBSH26xo91ZSd8bOtt+F0tEF3tEPxM6mt2WSyaclNy3m+lyuGQZVVw285BFVYHDi4iWHK/h3wSawy3RthtDXDX/ok1JipwKwz+nSCMw6TndCyOBNP6B7jzABl9Sg37vFa6YUUmhNun5t3xEodjxu41gN9bXOMg5p8EpmHHnoIbW2m3NiZfGVlZYnxFznGUSU1b3rTm4QEUDczbNgwXHHFFeIUxhItgjqbL37xizgS6CsLkq5pT39e09c2mZjjsmXL0jJQzkuECCc6pNt3URm8SaeYlT0G0Qz4UoMO1meXDzOlXTl5fZZrhSFfwi2N8PdtAQ7uDwLJ4AjsnzFiAlA+omfNO1d9YjnQB022Ni0k2LEZChtgsExNyuNEi0MNRqMhNq4cjEER981VfZkIz+gX+LgTlIt4v8MK4m3jR9o3S4NGBuD56bvAcwwcE4M79xxXmAvKrNjb2jvz3wd32wAzFOyHP6poWUxbaWcuIJtZG2gGC8xq2HkSUkEbZmnmyGAnpYws9TNSSFqr+U3nKVeek07/5MTfblVcjmvq9g3RseNigMbHmBVhEBQYHNjyqdQGoDIup5tRCZcxuoXFW+W+oVOdphaHhIGERjJbVrvCjED4XiSZkvI8J7D3zbXn3DPjISVOJE7lZnt3zziCzvEnWVszy1hhCIjYLR8wgVumzCbnwtkyc8U9HoduqoXi8TkO8jyOrbVJSLXPlXhrDpGW4Li+PunAeZN7sB+BbSp4vY9kACWZrTohKUEfqL54DY0ARk62Wcg2uRdU1QioKtuwlvbZXCCgZq4/jQxTMUTaFlnMqR4Nj9bzfK801Jr3Jq9FaZX5fOwlgy2lrLzPuHixcwP8TSuAxvTaKM2mv3R8m34q/HyWLxZD1e2Bv+ypzH18Mh1310Yh3d6cc9JmbMS1Lh6H4jnxs+DAbnNuvP9YKjxsjNw3vv38VzTMcK/l/XyoHnr9cmh+xjcZciZzXloJNWo8MGmOGKD01YPshEWq7XjabRSORTApcN9994mz2bp16+SxVLdixthPPfUUqqurD+tYgyI1dCx417vehXe+853BYKhnodaFAf1pp52G0tJSHAkUF5vVCx6nP9mY/r7GvS51G7ed20cqCgrSpHaHYEUnQoTjCUImWFLGL2XRO9Cpq8sEGM6ZKit7QGSG0FzxO7ADevvqzMEZMzeblkOXVsGbeqoEsck7oetYhjIWt3pryzYCNNUDo6ZaMmC1KiIu96WRopJyD5YJcbXfuY+xuaOxvTWr/qakKNAmSBBhswk0LHDHSQrS7Xhc9iccbDNDkDMW8G0ZHMvRZPe9BCe2eaIE1gz4XTaC43c6j1CXe2Tz2MwmhKbDkbJwpsSREzFJUIkSMGZfWM4mJWm2tEmyJTkJHZBz4JIO9Slie9fHhvPKbVMNClh3xTkSMbjtn5JEvkiw8qBbm6F4TTgWBlFdbRJwiVUyz7Og2ASH7vOa5CCYy5R71F7LQKfhbLy5b65ak6ySKHF+XTmXyzYIybbameYGqPKRxtI73pRsm8xxF3A1vQi6bjeUiPSt6QKzDMWVJlMZy4biqvyudeb8S6qFzEsTWOkDFOu5AEeCGL6XQveUKqk0mY0BQpVUHVkROUtOvSx4E+fBZ5Cc2jw2ldXw+k2eb4grXQSdo5sznuDW1IlUjjKuavI+G8B4JCs7tMG0EAP+FFuC3A/IPdzcCNVUB/+lR4G6dH18QmA2Z/2r0NvXQZ11tZTwSoZmsCXyuzdDV44Cxk5NIl5+RxsUP/P3bIW/5ElgS8/Pa3HmGzMF6vSLgYkzEIeGx/fOwRr4i/8B7N+VZvy89o3Qu7dAL3seasapwDzTOPXk64V4fNafffWrXxXtumsDE66AYkJk5MiRImMhDpfQEIP6VHrjG9+IqVOniiPYjBkzgsfZKfRIg8YEdEzYvj3Zw37HDiMAnDx5co/XOJ0MXzNr1qzgcbcPvoYTTEvq1P3W1dUJ0Um33wgRIiQgXzLui58B32FCSsfqdkNve61/L2ishb9xKbxpp0G548vqfYZaeKe3kFKhHi3Kbdd6Cr6d7sEG7y250BTOcr+uvImBFJ/naj6DMLdvwpVBiVbAakAYtJKkSBAdIjREqtbEuYZxtV+CXTaiDJe2hbZzts1hMIBxmRnCNehkcO/mSYiZdf1iLRlJhRgbuGagoSwQndoccdTUuyQCR8nAWP0KYuxXYx9nd3ghh3RZ6jTPOy2OI1XioBaXfiySdZBtOpN7zTiTAClfK0gErXJMa9Pc3gq94VUpPZIM4eR5QC6d0xJ6CtGuUF9ks0B02zL7yeqZFXKlX2ECKI1IWQppSRrJHAlGMF+WBPJeIInhtWb5I8uLOIdVdNrrDOmossSNjx3uOS+a911WjrF5JiSD5ZqXWlLLa1W/F7phv8lQ+OwTlG/mLwj4vDRObBacOxesZ9KLpBMnk6CmLhwMMWTxg4SLzS+nn2EaYbIsNKwBcosBhWVQ42YYwkeCIFnAniRO8b4vq5b3btrmpL2NZ9j4ISc1gwEJqGqogf/M35L1QX2B9w+bp9IAhQs8gc37IMaw7mUoZl1seZzf1ipE23/qbuC1FzMvPvHxnRuh+TN1Hrwr3gGf+3j58fSEJhV8X7z2EvSuzfAueSt05bCTrCStP31oFI41/P3vfzfNtbWW8jJWdZFDuD41Toc/VBjUHUECwb4vr0dTSk7C6aefjsceeyyJ9XE8zKak0/LQEGDMmDGyTRiPPvqomAfwOYIGA08//XTSefE1JFFnnXXWET2vCBEipIClW9tWD+w1jbXQB/clPht6q0MOLIV7yayKnCCUPXH9PoQMtdvSNBIZrtRbpywbbMkY3P6dI5drCMnXitDell45MXam7uFu1V7E9DbT4Zo5Jg02DbiCL6VdrSYwE3tk6nNsiRWDQDFDsM+5jAzr8uk6Fu4uz7+FTNgSEzc3YYiwv9nMS3sTNH8CRzIj5kZXV+hL2v5wTnPyoVoPQdN8QnRKns2A2KyfIxsMxkUfQYe4CvM357p+nyFLLMeR2v4O6L1bJQOSmKZQqZ78MyT2Z18gOS97bzibW9FvlSTG4Mre3DaWbJpzYy+dFlPmxPLF8DXleEjUd2+QAJNBu/xNTVr9fjN2WzLGLjXu2gshZCkRMzmpNszUUOzZaHQVDF67O4P7X8pDqfPJdHu3NUFVj8v8HnGNWsMlXtVj+7RAHgqwrI7aOxkbNTILLoWaMNfYItOlkNq8uRfIIoZo9WgsIAsCMdP3KIuNc3Ohhbgrk8FjtmbUlIENhD2tyoe/7pkBTfLQ2gz/+fsGRmgIkvuRE6A3LLcGG4dhZsQys/3b5R6LM0NDQvP3/wZWLe6/7mjjSvh/+hk86n0ueKM1TOknGmrhP/JHoL4WJxdUP3+OTfD9Q0OuU045BXPnzpVY/khg0O5nmzZtEhey1wMf+9jHpEkmG2++9a1vFV3Lr371K3z+859Hfn6+lItxfMzqOIvpf/mXf8FXvvIVlJWViRDpiSeekJSYMzcgPvjBD4qLG39z/7R6Zn8bWjlHPWoiRDh6YBAs+pyB9qrga/dtg2ItPgNk2tpmEraK01eGhRkGMKzddr1jZByu+7wVs0rfElvOxX+T7Ig2JZZwhwoHD04r41bfGayzbwlX8oMSoVSxgP2iYlAumQ3W07eK0FiXVhrDgN7grIldPyHRvVD3Q90MSY7RBgUOYG41WkwT7LmHu61LsM+giGPhKlNRYjU/tfGlI3Y8HyFgxgzAX/acaKO8864BunnMnIAwyWo8iYnU8K8zOinqkFwzSKtlkh9qCrKzzfmwFI/XOWi+ao8rrma1UsZoHOQazbh4XNr5umvBrQtLzWq+kAJDwlhiQ1tlxblnCRRtn1na5MoPHWg6QCIjejJLBty55xZCk7CEswO8P5g96TUG9KR3jWhweG+0tUoJj6ocCZ2Xb8vYEqRc791iSrD4OHU5rjyI8yskNo3NcUerlK6RIOj923pmQsLrntyuerycz9EK8EUvVFYNdBabjGtxORSzXu5twnNjzyXGIo0HoZctgs/SpzY22fWA8mp4c88Cps6Fzi+Gl50DPWysIZfU6PWFvEJ4U0973V2/WCopfbVeW5xo3DoQ8J6hVsU18KWeZzC6IjeePVuhhk+E190B/7G/ALt60SxmQt0++A/cCe+tHwHOuwb60bv6/1o6tz33ALzLb+jTUOGEwXFq6XzaaadJqxWCDsM/+9nP5IfE5tprr80o7RgslB6EAIQ9aT7+8Y9LP5d3vOMdmDZtmgyMqaUwFi5ciCMFZmo4MbRaZtkY9T3vf//75Tlqe9iE8wc/+AHe8pa3BK/505/+hF//+tfYu3cvxo4diw9/+MO4/vrre5zbLbfcIhZz5eXlYorA/jbZ/PLsJ1iu5jQ6JFjOZS1ChAj9A8Xc0vl7oJauFt7cC6D4xS0C1nboravMqnkYTv+SDtQMsIM4iUqqboPg6ndBiXEeInFgSU7QmZ3BeyyUqQkPLFSS5pp+0v3MdZ3vsdJmv8go9m9vMU5rRFG52T8dvVLPS07avnbkJLNKGzS19IzzGQNwnpc0o0xZ9RVbaFsWFmSDbKZKGl0ygHfBe44JnumulhIgiUOXrJDnJwJQ2xfDX7kYauJMqNETE2J7kokda5Jd2kS/Q2e2QrN/BtTsUSTjsg0DpRGpzZQwmO/sgL/6ReP8JkOPSeDrLbgQmuctGhItJYqiU6EOhdeBls81O5OJLo9ZZgwodNNBUxYnts8hMsn55A/vFUcyJJNhjQYoeuf95ymosTOh924KOYqFMkZ2ms28ZpugXPqGaKjhE+Bvec2cE0vYRk2BGjYWev9W68RmStiYwaD+RvH6sSzL9aohWXO24WlAtyzJZrU2QvM8qGUQAwKT4VDUgPGez8p6XUt+pBzPZT9F/J9lAtxnHoBes9TcE07HFmQBeY0K4F3+NqgJM0SgLlo9Zsr2bk3/GUMCVzECatQ0WzL4emdpWsQ8wn/gjv71uEmBmnG63CPU1whIBEmM+6NxdKYlzmqe5JILPhe8FWrTSui/3T6IMwqN7Yp3AHPPMqSGDm4Dee25V0PNPP2E7aHDpvaMb4l9q1/BsOpEo8p0aGlpRfHEWcdc7MkEAU0C7r33XtTWmgxb+D3lbJzZr4aVUUed1MycObPvHSuFNWv4BXXyISI1ESIMAal55dHeS8N6AVesPTqiyc60rJTrrStD+7MBEUuw0r1+4jwT7PP5dEEEg9jCctPd3XWJD4uSk/QxqcLtmCUJcSC/1ARftGIOVvKDpi6JQJ2gm5ML2Kjh6W6XchqxfGapU3icJBLiNJcP5RzOnEaEBIEEjFka0YakZB0kO0MC0mrKuxgQ8zjtzSZrIA07acUcEsVT6N7VAWUbSQqhEZ0LAydqjVrMPnnOLJ8qGwZ9cK8QGsX9FZWZTAGzDKKdsfqZVLczZk2mLDD7Yr+e1GvDcyNZqdsHveIZ8xJa5I6n9lMnCGiY5FG7wr/FWjtclmMyQxSe+68tgjfzLCFF4mLGOZWGnJbQcK54LyQZPpgyOV1/ACD5oDPUuJnQnPvAITBUkhi614VEkUAyiCcprRoLf8kjicwg54R26nPOhd6/JZEh4ngnn2quKYmKzdaYjvHt6ecsOKiCzikwlr0koOGySOpVjsFVYN18SDIFenOaMlVXWuh0a14M3rXvFpG6cd5iuWCHKdtjU15X4siMHQ0dWP7Wi/3w0YTfeBBY8yL0qhcG9Xo1/0JjkLBjvXnAZbj4m3BknCTc2bhXjhBXSdpCi06N71VuT1LYUAs1ZjL8u24DdpGkHwbKquG998vQe7dDP/fAwF7LTNwb3gVFC/4TntS82k9SM/OYjT1pMkaHs7/+9a+ipeHfhPtsYSUVEw1MRlC3f9TKzyJ3rwgRIgwIqZ3mBVabkP4FgyY0AldGI8Fch+k7Q+1A7Y5EWVCmGI2iYCE8tvlmbxoX+bfNYmTqzZIKKU1zjR87gbxiQ0BYVuIyKJwXBpd8TvrltPUkOwySvS5oNuJkLxXXQ0dsknOMsQADWUewwr1wnCMZHduSzssaCARaJBMMarEp5uus0QBJk3Mu4/zm2eaWKi+xf2n8yCwCm08WAdQq8nXsuUNxPl27WhqhW+pNzxghBaGgygw6NDYZvJkP6f1CcmKdyRxILmhbS31FcQXUqElQFcNNQCcaIlt2SLJGslAx3OyDpWWSDbIEiufADEV2vskY0lJ89SJ48y8229Llz/U5YaaJX84uO+buDwaN3IbnZUu/qPdS1aNtU8kUYwc5Z1tKJiWBlnyUVkPv2ZIgNA50wFrzArw554lGx+h7Og355MqnrK6br3jJ2IhD4WgjFGdmLbW0kxkrBq28RsxUHIMkpkdJFi2AUwmNK0/kfRKyaSf8e38N731fhtbdJuNHUwVeS2Z17X07UIfGoUJg1cxMSH2NIbUk8bQ0LigyrmMsnTuwc3AHCF9Pzovcu93GEbC1xZRo8r4ZNgbevHNN5nT1y/C3rjWZPzoGTpkHNWqCWWhpa4e64kboDUuBpc9mdpjsCw010DV7gHGDCGLrbV+uE5TUhMH3Y1/vSXWMv2eZhbnsssvkh4SNJgL8cUZfDQ0N+M1vfoM777xz0EmRQZGaT3ziE4M6WIQIEU4yiJjaN0E5g4xgxd06pTHQYvDfg9w4MfbgBK0qO9TEMd4JRTev4eOMq1RSiVFohZyB8rBxphSJ2Y9exff5iaAzaGIYgrNBzsScJPByr7ckgGVdXPV3wS0DDxfoh/cjgaoJuiUQlYxKgRX6q8R8JzV3tMF6Vp4JZp0g3hGQ1C9D2TbH9AiSfjYkP/Y8JSCyjl/SFybXEAPR7YTF/6HyO2u1LNeDhgqyD/aqyDfBv7tPxGHMEgTX70f26dze7L6ZcWD2SIIrBuhWbyRW2CQ+HfBOu9RoJ6jTcdMg2iFrViClWXGo0mFQJdWy+myaW7Jcrcw4sbFHCsvVxLbadFk3vZC0MbEgUSKhLB9mroFPohkyPqjfB1U1xughOIfMRFWOkExVohlsuAxNy5ywqaIcs6gcysuCT31RpoCQTTqZlWG2LmyXzbKsWDY8R2xcVooOYZzzoPGpzSzxOosl9NCW8lCj6mrqaevKMnVXqv6tb31LnJDCYN09S8P37NmDb37zm1ICnhatTfBXvZj8GO8RZ2JhsamxFTc8vAwPXHsaRnOTDSuAEaPEUU2NnW6a05LMUWMF4PHHHxetLcvUqR/+2te+JroAgkZCLGvfv3+/mAd9//vfD3S7g4UQ2JZD0FvXQG9aBRxK1sm5RqvMSkgZ2eS50MufMdnP/oJZ3sJSk0GWzxujJ/MbDia5Q6rx0+HNXGiczPZuMw/y3j7lXGsH/TLi9/xeTAvkXi0pg3fqefDe+jFj97z8edNLbKDYsxUYOcGQE1qYDwD6wB4Z2wmP41RTkwns5UgHZf5QMsLyNMpKOjoylIT3ExGpiRAhwtDD6Um4Up/OPtUFH/zhijtX8sMrpAwMhVwMwuGGX9h0xOLKNjMhJCDN9UaPQqF3xUjjIMUAU9ymlCEyJRWmMWPj/kRdfjpwnHREYo+ZoOcLA/tE1sOEqS4ITyElYQQuUpbEcQXdkSQJ8kM7dENiUC3ZnFjimCz7clmU8Dy4uZaMi7VJFrtqWz7W40vQlkMx4JcvUfS0MharYktyxNpXAR2NCTLjiJV7jaz8x4z2R3oCuSyatbd2lti8BixJc4FXMJEus2aCcgncxZSBfXEKgKpxxihAxpaV6DtEDQhLvZgFYuDm9FPispZrmnK2t8KvWQ5VMRrxe39re9/EofdslzmKXf0OqPFzoLeuMGV1uzcBU+abppjUl3D1nNd/yypzPsz2UOvCLA/vbZY2kehwHzvWmizKjvVQ42dCMztH8izk2GbuKGSXFXPbDym3EP6axQmy4hz4gusKGZOadZbZl8tOyL3FLu4kaclf80JaGMD30uBxKMEedg7vfve78eY3vzlJ65qKJUuWSENsEqF0zbQd9MEaoDakwRAnP+uUZ9Hta3z9xQ3oDPXp0StfhDf5/UZTw/5XnLPhE6Qp5s6dO/HlL38Z//Vf/yUuqw888IDoh2ksxO7nX/jCF3Dbbbdh/vz5+M53voN//dd/xc9//vNBz40sGtTsgf/iP6T5ZK+fpVtWQ29+DWrWQngXvgX+y4/2QiAUMGy0WF1LNpLGIvwsZqmYyy66jJZ7xaiJ8GacBv/+35j+WcSYyfDOvhrdT94P//e3y3tCsgF8DzFTVrsP8Z1bEK8YBm/8FMSuvBH6+QeAnQMsSavj+6DbuKANkNSgdq95j71OGbajht6cPMPbHIdgOxj+NDU1SZPOv/3tb4Pe19H5VIsQIcLJBX4Jc4W7P6JWBhXcVixzzReTys6DN2IS/MGQGq4sSnaBovZCI+q2GR/RwDhdCQXfDLZbm6CpB2HTw3D5U6YvCAbL0ivEBgQMmFkmFg7++wOXrZIAodv8JsnhvtNUX8ljFOhKMGptoR34Ggb43N7phAJiwC/DmHleetF0pXEsswRG/qYzWqchpJxHCsidzXOgGbHOcTQK6G4L7SelaSjB45JcBCV5Kap4WzIlGY3anQnXNVf+5jI0fJyrzS2NCcMEZn7Ye4MZG3GRyzKv5byS0EqvoRzTxd13vXW0EYqL9XO9sU6Wcrhh0GuXyb0gARYtax/6E7Le8xnpmUKhtpQH0QSCU1BSBX/9ElM2GCII7LzOe1BNPgW+aJqMy5maMNvcawf3mCxP9Tio4ZMS1uAS5FKnUyQ6I+o8pPSN4+T+XbNRzjnvF5f5ZPaI50Syy/3wmh3YDl1QKu8jv6tTXL+ONezatQv/7//9P3Evraqqwhe/+EXJWnzjG99Ad3e3ZEdo3MMg54477pDt2eyaWRwaAe1eswJv/93jeNPU0bhr7Q5U5mXjK6dOxAWjE5mT/129E6dWl2BVndUcEQcPyLwEvWV3bzRZv6rRkp2h2+kZZ5whzzGL9L3vfU+EzitXrpQxuX58dFtlzw1qF9I1/e4Lcv/t2gyfJKBXl8fwwoOGXvOyOJl5578R/gsPGo1aGGXVUAsukgUjvW4p9AsPC9nz/ukT0Lz/ZCEpWxwUvbJK0SVpX8NbcAH8B/8vQWhGjod31lXo+t1t0Ht3JEYgduOhMfH9W18r95neuQVZ7/w49HP3Anu29X8u+P4bbKZBsrxctMGJjRMsU5MONByj6Rd/jiqp6Y9RAJ3RSkpKpG/MRz7ykbT9YyJEiHACQjI0TQNz6eGXOoPocMaGZTIkHwwkBwCP/SvEnjjPjiNV76KNG1hnm5TtyIp2o+tYbr8UXJIl1WKZWQeWBAVOZxbcH4N3Z53s9pXq0BwGCVfY3leE6QUmeBXSFBo3SYSI3G1DSgauSQTK9rBxepp4qLSMRMk1lXTi/nAZYFAqZgXVDPhYIsaSL+7HCailCaXdxonImVFzmYV0EDJhHatSv3DlsCFywmvBJpLSgNLqZqQ5pW2Qyi7idIGrSQRYAl6LsuHmHHl9uG1Bmcl6eZ7hbi3UkYRc3sqqgKZGY93M+4HHKykVIwTRorAEjOU9fhzxl55C7PzLTXaP85CVC9XVaTIojtyK5sjuW7qk74Pf3gpvzjnG/prapYO75X6WRpkkGS7bxuvK+5z3f2uzsbrdz0xRqAzD9crhfJK0yv2QH/Q7Ev0F56vA3hd87aEaaOn1MtyIvI8R0bsDXUVJEG6//XasWrVKytRYfsKStLvvvhv/93//J7X2JBV//OMfRThMkfEnP/lJk+npjqOurQMN7Z147qaLsWjrLnxu0To8fN3pqM7Pwbr6ZvxjRy3uuvIU3LnOOuERzm49BBIbGkCQzDhCQyxfvlwyNCxDu+eeezBp0qTgObqjksywYffs2bMHPgH1Nf0gNKFA1en8iH3b4S95HOq0i6Gf/nvwPlLUvEyaC3/xIwlTAHeOW9YAk+YAa142CzHMSPoaqrhMjDTkeZf5yckV0tT1x9uTCE1iTClci0TJL4Su24/uu/4HWTd+FPpv/2U1b31DFZXaDPAgSo+40HOCup8loz99aBROdgzqTiBT7+uHdXE1NTV48sknhXXxQytChAgnAVhOM4j+MkmaGyInD960000g10/QXUr0AtKk0gbDvW0v5U85QMVo+8UYrN/2JDTUu1SMlmZzPYgSg3LRCIX6WQSkKM0XDQkXg1kGKs6djMcSAqfMOfCHPRjsvyXboFwzzZAzWPh40melPegJY/riUG8Stz1hrOOZHM4RGRvouX4y/LeU8NjthETlhjJYISLUF6THT1d6IiWZH7ehEXYr2mSzwSLLBF1mgo5etDAeNdU4lKUrZySxISEkOWDmxAU5rmTDZZqIknLT4ZrNDIMdSO7FBHrU4YgrW6G1wV1pyhn5ehLaWDZ8lpIxYJOsjjMJsOCYOcamOug9m6ELyxLfjSxHa9gHMCNFxzsdh96xGrp+n9l23csm05PuvpVr2GlJq83U8HqF7gExX3Ar9xwvs1gMeDtajBD9dQQzLQ4s89qwYQM++9nPygIoMyAkMaluTWzWx0wNCQ3jCQqN2R+vsbFRbJqJz58xE7k6jkvGVGJmeRGe23MQnXEfX39xI/71jCnIy0opSyJhDfUnEvB9E7bpBoSskECxHx7JC8lNXl5yw1v2xePjA4VmE80XH+n/56RrmBvGtrVAQx3U5LlmkymnAKOnwL/vVz0IjRzztZegxk0Xp8FAr8YyyoaD8EZNgl6/LLHxlHnw16+SzEvPobA8NE2pE3U2+YXyGn/DKmDqABayR9KcJdZDT9QfqBFjT1hL5yTIx6bq4wcnPQatqXnmmWeEqFRXV0sTHYLpWXpQs+nljBkzxNr45Zdflg8h1tXeeuutQz3+CBEiHEtwIvXBgq+1PUkk8GR/kVlnw9/wSu8ZGwqcx82EotCfQnPXE6UfkA721F2wFIiEhfoM55TF1W+Oh8Jxam8YPKfLQInYt8FsJ1qXdlMSxC/beMjJTXqtFBhiIoFVip2yuJqxIz1dzLgqbzNO/LZilsVpJFwgK0G7Iye2RMtpcVKzI5KlocFAgQm6XUNRd56SVemGdlkjt39uyzFwG2vZnFSOFl5BTjcvwVid5sYL9RNx29lfFLt7bPI41hAwsZv2TckLMzTpCA3BuWSmp6XeBKjMjNgskQixAyvndqMJkEviG90QEcs21svBXMWh47bHDu87ZmToCEbSzHNlJsW5n/UgCwljBjbE9MbOgGZZnMuSOX7HkkU25SSB4bViltLphzLBGSoIWe0Oro3og6SEs0yyRIntfemvI71rujvYnSdxLWjTHAoGp0+fLkE658f3fVRWVoq9KhtXH27vCGpS6Grk8Pzzz8t1odiexOVzn/ucOCKlgoYCJDvMklCQzzI14pprrsGYkSNRkJ2FstxsOhDgM8+txfLaQ1hZ14RvvbwJJTlZUnoWxt8278Pt6w/giRt7OnX5B3bA4zzl5EkswwqTm266CR/4wAfkec4NjQ7CIKEZlG0uHcwGIqhnRpSmGimfgXrFc/Auezt0Qw3UhFnw7/91ckbSgZ+l1Kq8/AS8hZdDL34A2gmyR4yFJjmqPwAtvWji8KYtQNeff5lmP56VG/o9nbb4eUuhvxeD//KzyPqnD4h7Wp/gosWYSUYjNVDizc+SqpOkMXqUqDlypIYk5he/+AWuuOIK/Pu//7ustBB8w3/mM5/BCy+8IA4hXH2hXdtXv/pVLF3KxlgRIkQ4sWGtVAcLpw0JYmoPuqhMbGupmfD3bTU15I4IsJxn2FjRY4hFLwPsNms+QOvdfkIxEOhog2a2hba3wcoXSyLajS6ir1VVfiFTDE8SRJtYWcnnynrCTUyyOdIwsjFhZhCG04+Ixibfuqx1mfKoYBuSFltOFpSB2Q724SyMBNxOZB8S75MAuFIt9zj3z3ItV7LmCJKMhfqoRqN5ijOz1GpKqmRuOtI38HTgnOXYPi5OcyQaIts/JDBCMBkV1d0F7VlNDRuLkqTklUCxFFG0Nra8ygU/7ho5PYkcR5lxsUcM98lsiHVxU4XFYg6gstlHxjnCGUKnN7zWY+zSoFM0OjlyX7B7ufQ0IemlPojX0+/IHFTwnmI2kNk2kgtn/02CzIwBe8zwNW3NUMPGQ29c2nfZJueemTMhNd3ivsb7Vo2YCN2j1w4bVhyUDJg0JHXZO75veD15r2dbzREgwvgxY8bIv9etWyeZFGpG+B1+OJDMipuSjg78+Mc/FlLDWIGaGhInmgikOqE9+OCDQoAefvhhERE7J7T7778fTzz6CH5wy49Q19qKSqWxvr4FU0sL8Z4Zo/C/a3ahpq0TZ/1lcbCv6x9aKscsr6wy5DkVvD7Q0j+DcczNN9+MG264IXh64sSJMhaHgwcPytxwEXcgYIbQ37B8QK8JsrJyn4c+MxrrRBPjnX4Z/GfvTU9ozA4Mwd24Qj6b1LnXQS9+GGhpMvbne7cZsX0sC3rkeGhaPNMsI7wHOwbpVcX9Wbe8pPtVMolZ8lpxSGMGZm/yfnqMbM6Z0Hz/vfYEBgzaS3NB6qRAxGr6g0Hl7H72s5/JhwNdQRyhIZiaZRans7MT//Ef/yGP0UGEqK/P4OwRIUKEEweH28MqjTZD/Pm5mlc1Gt60hfBOu8L8nH6lkB01epqIXkUzICVVdPUahB20aG3aJRuj6JZ2qFa0N8p10u7nPkxJGUlQl+m/QmMB/vDLnyUuLDdzBCTtGF3pm7E3VqnZCWc7nOQmkDrvNgMjneaZYQmVjono3Ha8F/2T649jS9Bc00LJ0tjMDK8LiQ0zDjyX/BJDPmnNy+1IbNJBxm4JnZAae0wen/ty50B9Udsh02OGjmIU5Yuuh+M1TkumLI7jsQ5mXoiYSNlZQ/L9R6cmln7x30LwnMuYMgEcV775SNlw+CtfTpBxcQcj0ckWBzs1Y76chzd1gbGHdkGcWE9brUv40qWiu1vsdFVhBVRuMVRxNVBUaXUI1piCWSPeM+xD0hfcPeNMNdhklgSOgXqq1kuOn2IMYU08eC7++pfh71xnepWkgNUWdPj6wx/+IP0jWD52wQUX4D//8z9Fd8J/s2Lj61//Ok499VRce+212LTJuF6RoJAUMBPzvve9T1zCKPpndQcJzsUXXyw6WzqJMUagvetvf/tb0eGGcejQIWRnZ8vP1q1bA8LFpn2XXXmV/PuWVzahsaMLu1vasaelHReOrhD75pduOBsv2h9ielkh/mnhPDMP0ieoJ7Zt3SZaH1o1hwkNwUwSndkWLVokxIy2zzyPAWdq+PlUF8qm9Qv2fcBy1NSyLxoC0Dlt95ZeXh4yBVm/FHrNUnjnXw81Za61WjeaMJYoqvLqlLIz07tHPhbc+y/sqBjO2ITs7fXOrUa71huo5znnKvO+3tXL+NOekwdv/nmmTPRkQJ+lZ/0wEjgJMChSs3HjRvnd2trzg5ClZoRrnOPqTQ83fR0hQoQISqx484UsyG/+pK2n7qfmIx0km2D3yeCHwberQ+/TSpoZBSvaZ/BI5y3nXEVNjpSSueP04lYjblUailkdZ6Mc/tKSTvM5ib8daUk+EXMusqJqy1ecBoNkQ2xdU8cQqstOzRi43jrMnrBMj+Um/M05YulX0GMnBcxWSSNKp22xBMVZNPN1oocpMn+zjxAJigRy2SajRYITXFP745zquG9bpiaEhY8xC2Jd75Toc4weQYI2zgcDSwZUVaOha/bBf+5hoxWQhps2C8JsT2c7YmdcLLa4PrUwHEeYwLE8sMd3W1jnpOSepcta/K+3I37njxD/9Q+gn/g79P49UNXjE/fEoVp4dEgT2223nwyrs663UWk1FDu/83wk05AGrtxOSFAa8ttYA3+T6SMjxgkhkHDwu3vFihXyN/uz8Dt+8eLFeNvb3oaPfexjYm/84osvioHQ//7v/wavpWMYNbW0PKb4n/tilQcJzC233CLZGmaDSHy47Ve+8hUpZw+D9s/sqH7++edLtojGAlOmTMHmzZuDGKNk+lxccd8rcmZjivJw7QOv4gNPrMKWxuT4pKK8HJe8411JZYCpuOuvf5OYhYRswYIFwQ8JGcdBIkPjgrPPPlvm4tvf/jYGDLmvBiGIZ2ZQPmNSPouKSpP1ML0t2jDTSF67bBHid/8aKCiHmnEaFDN3uSwxjclnKx3SmJnhe0Ky5aITS9aOad77bpEk+UDm/+1t5t7PBGYIr30PNN+rz9w3MGMZTses04CqkThpEJGaI1d+xlrbffv2yZubH0zjx4+Xx7mSwpUdZ83G1Qyu4hD8IIsQIcIJjsP9UB2KD+VQic+gMkd8iegWrA5CVifjRrxOkpHSC0NIg2QtqNloMyVlDD6ob7CrllJ/ztIOZjl0UaKEJLzqGj73WK7J0DjdSqBHCeluqDmJub4loWxNaoNTnktqmRtLz3hukjWh8DxFfyRZpJS5c6L71KyVZEpIsugaVmDF8yyf8yyJskPjeFk6xXkVLQibhRqSo/dtNn1dXGDjsm7M4JCM0TksyMxYjQ2343yyhMqZLfBx7pfHo30tdQQlFcY1jeMSksiSNG2yG7u3wX/wD4Z4co/trcby1pbseRe/CciOwX/yz1CnnCev4f5ZEinljbwvUlfOw9extFqCu4CEFpdDTZ0HVTXcrLCzPwczLfUstWuEbmuCOuUi6FXPpThH2UkM388lFfBmnSMZF5aepb3fXVmiaLuYVcrw/nJZKs4Z5zB0DqWlpVJm5fDe975XiM7ChQtF70JyQ5BwUNTvwCwGLZjD4PYOo0aNwr/927+JPTMzP7RSJuhs5vrY8PXsGZMKivhvvPFG+fc3vvlNXHreWfjNr36NL8wcgbH5MbFy/sSza3DvNadiX6wQ46or8b2f/ATrXllkdsByVVfSxc8Kq6X78hc/j5u/ZmKWdCC54s9h4XDKc4VAa+MM2Wxs0ulepg8kTBjSguSapZdeluhnBIcOwn/sL1B1+6CKS837gpU3JDI5eWZxwGUS08IZfdhSNJIc279GHiWhcfbyqSgshrrufcDoicDqJUBf40/F2KlQzNKQiJ00iMrPjhipufrqq/HrX/9aVkquuuqqIGXMVDHBD0QK+ZiuZrqZf4dtEiNEiHCiwn3BZRB09wWp7T+MD2ZXbsVgk/vqw/0sI+SL3BIbBrzNhwyZYcBcyIwEy65CjfGE7NjAWrIypcmCfguTVfKg86iJsW5jIYIU9GrgP8IOTa7cI5xZIYFi6YgjCa68ihvZ8il5XbwjOXPl3MC6uD01L/nW3MGJ+FOCZ4fUen5xe7NObAzcxZnNWlJn24CG5IbmA5uWmteWDTP6JynHM1oevW+TEeazzMVqPrTLcpWPMJkeOp8dqoNmqZzP4CtXxO9G4L9HyI8qHSbZDjby1HRRcmSwqR6aAWBJJRS1KMy08LgscSspQewt74f/ynPw1y1LkJ5JMxA782KgtAz6tRckQ6NffBjq7DfAp0vb2JnQa61eQ46TknmzAaF0rG+shSobBm/hJeK8preuhr/hVVOWxowjV8UnzIDOOQg01QJFGt6pl0LvXA8dWDuHGqFyVX3sDKjh46AbDiQc89LFnkFvG94jnYBnV845B65HEoN6+37VezcBEyaJRkf6l3R14VBDA6qbG+CvMw6mpdQoHWqQ73UuXjqwUaYEwhZO1J8JJCa0cSY5couf/YET8bPcjSVrvBfOnjEe59x2q7mXt63HJ85vxP994bvYtvAN+O5v78KXPvZ+lOh2qOIq837ZtD5Rrshs75Q5wIRToFXsyIeFh9X01GZGeB+UVMj7T+zKMxlocHu+V5ihoU6mMaRHtNAbV8F703vhP3e/+cxhH58x0/pRvmtveiGG9jiS5TRSAzVsBPSWlckvoa5t1ulQ518HzUab3d3QbAja79NXUDNPh1pwHhRNCU4muM/t3uCdBC5wfWBQ7y7aHFLcx59UESDBDynaIDpzAPq5M00dIUKEExyuf8ZgSQ1fe7gfzCQzFGdzhX+wpIYQ0mFWLiUIZMkIA/VMq4+BsxnPofdyW1kJlwCYq+jJzljpO2+mHaDR7jiNjLOTFiLTHcoGuS87S1aEcNhyLYIZGYrGpcdOhmOSDDCj02ZLnFgyRuJRz5Ks9sQ143kzu8JmmB3t0JwPuoo516aGA4ZMcMwVI6GqxkKNZVPKRilj09IY1BMtDMep928VkiJif5YeFlBzYs5PtzdJvxhnTiEZBiFBHcb0IDxPPFeOY+RE0e6INsb19hg+At7V/wTvkuvMNebqb8shaJpS7Flns1zMjnVDr1oM74zLodkzZ9J86C3LE+VdLotmj6mmL7TP0ZmtQAiKfv6eJJMDlvXo3ZuhNoyDWniZyQbW7TYZpuox8MbPgmYDWhJqZlmoOSoqNyU7u9YnCGy6+0UIKu3BbfBHkls6DIpkkPNGw42uVqOL4vXk1gWl0Ae2AzoHXXf/Dq++thpdnZ2YsPhRNHElnlz6378GNWoc/KJhQj6lpC/Ne7aHO1YIq1evFlexd73rXaLD7S/CIn6WgJHU8P3+9MoNaN23E284/wzWmcGvqBDTwUNtzVi1Zh2+smmL3PudnR3o6I5j1ie/gbyYcVgMDRiP/ectqFp4gWQ1jhj4uXQ4Cz+8pi5ryYyNmGDkmM8ol+l0FtCu6Sq3F91Mmvd3U4OUYKqJs6A3rYLetQXewkuB8ippqpl5GKHMAX/lMXMcM25keflQE2dA79wATJoNVVIOjBgPNXm2nL+fm4eY1bTpq26CXr9cGoVK9inTsUaMh7fgPKB6VKCHO9ERXiSoqeVnb++UuyUkCQm/9mTCoEgNrQ2ZRv7b3/4mNbP0nKeQb+zYsZKhYfaGHxYsU/vyl7+M6667rs9VmwgRIpwgcA5LA6yRDtx0DheuBGKw4wiDRIGaEQb91HwwgGD5SJiEeDZ4IDlJFc72BUeEGIS7LyHngCZBacrY0+1bsiHW2YyvE9IVzuq4/jt2NdWN0/X/kTI3BswlhqBwRT84t1jCzjlY2baW0Af3hgeWsJFmNoVjoFtY3IdmrxR3HUSvlG2Os2+rIQ55xVCT5xsyY80KNF3kWN7FGv/i8sDVi5az4tRFAkNCYAMrcWZipiy/2DTNlGxdSpkPV7ZJUJjNUW6uhX5Ar3nR9MCR5pYskbNlPly5do0vicYaaBIMkrDyaqiFVwF7t0JTB8TrwOxS9VgR78t2e7cBbIb46lPQ641uJUBwfdhP5gD0i/+AOvMKQ2w4RpIbzh0Jh2gTtCF+fA2DOmelTZLD8ThnPXef8J6kWULpBCGu3sT50Pt3QC97CmioSX8/1tcA4yfJNX9t8xZ8Z+l6vGvyKLFHdqRGVtd3bEG8dilwqFEyON6EKb3e5jQUciVsNA1ipuWjH/2olLL1F9TdUMT/wx/+EFdeeaU8tn696cfSXVCGH/zuZ5g+bhTGDmvDrX99CFPHDMfpE4Zj+SP3QG9ZB/3Cw3h5z0F87fk1eOyGc5N3zvcD39+rFsFvqoV38fWmIeSRAI9VPgyo2T00K/e8N/jZKYYaodJT0a9ZO2hCDAHSL8joNa/AW3CukBrpnbRlDWKnn4f4Y/f0cvxwXxRlSJU19YideRFQMQzetf9s9i96tdzgMygWIsGScZl/LtS0+ZLV1Pt2mvcDyTJfM3ws1PAx0gOHhjAnE8K69TlnnD3g1xYVnVzzRQw6D0r/+Le//e3ykwl0T+FPhAgRTiLwC4wkgE0QM3WaT/ca9u0YivS5EAWbWeEXLft3DAYMcBkQuBV4+WK2Nr5BP5HDFGg6S2KeO4Ngak4k0mb5VXairCTT/gPtvLU7JsS22e7HQcroKJCPAx1pnJ+E5BSawE5c0SxJksaNDOKbEqUmPP/92xLHD4/PjYekhaSEATmvgyMJkqWwDknu3igqg27cD9TsMq+XAM2eS3GlcQUTpzFmZHzpgm5KeLTJELB3htgbW+tpBvMkna6ZqyM+vCfr90B3tUOJjqjLuJvR5Yz9YoTAhMrrpKwvRYvEcTMYpSbmwDaocXMA9kcaP9vqVtjnp8WUjdFRrGKEKX9b/0qGa2j72bAEjaNZ/gy889+csBzmfPF95EDSVFJpys6KKyRTJn/zeM42nHMhPY46bZlZnmTh/MUPZrY5t4T6us9/0556NoZXVuCNE0bgvZN66QPi++i68+eInX8FdHvmzAOrN9injjobZmjYSJN/h3vX0Uwg1dI5jLvuuisQ8fPHgeYEV1x9NXasfw0fuuW/0djSitOmT8JPPvkeoHocsGsr9KKHe8l8qqQmpnrbevjP3g/vojeJsH7IwfLBKXOhD5fUEAz8y6rFutyQnJTnw4mowiIpKUyXrdE7NwMs6TrtQkCyJssQu+pGxJc8CzSkN6BIys4Vmf40gtJyeKefD4+P9RxGhn3FzD6KSqBGTzLNb+3ClLhPRojQTyh9GDkqNtd86KGHgtWSWbNmSZYmVRx4soHz4hgyV6cG1ZwrQoTjGSHr2D4zJQxgGfwO5ZeX663CYKUzpHfpLxg0UwzOkizqP4ISnyMI3wXuVkPBki+6bfVFDEUITsJVYLbnv8PdxxnsMPsgxgBuX6EVXW1XcXmOLrBjYMygPJxBIpghYPB/yDaqtH1ySA4kmGbNu9MS8bjV46HXLAqdY4jUiGBaQU07HXrvZpNF0Y7UmPU2VT0OmvMhpXHBCYlAWIuDlDUG4BhsGY6UrrU1GzIk2QUtjS1Nj5mdhqDl0j0vz6wGl42E/+RdiXKgoH+N1WQ5pzZXrjb9NIArx8wWkVDU7JDskWRmpEcOm6e2Gp3PqCnwFz0AvW118vUImzlYMwhVOdzYgJ9zncnQiQNcCGyWOXoqNMvG2g5BjZ4ujTXpXCXzJ4TQZnSkP1KOHJ+v8x//Q0+Di+D+sdc7rKHIzhG7dP9ALbr/8fd+GW7EzrsMWZdeJ8FzOqQaEAwFJHwRPZkRtGvaUzPjxuNQvzFqOvzf/biXUi/b+0Usx5PH5l11I7ypprH4UIPlhf4jf5DSr8OBWnA+1KQ58O+/A2gNv0fSgJnNxoPQLRm2y81H7E3vFWtlf/Gj0FPmwZu+AF2/+an0s0kCS/ecuQZL9WhdT5KTX4DsGz8GNW5yREaGALQu37Fjh/ybcfVA3j9VVVWiczvZMOhMzauvviqpYDagCoOWh1x9oW99hAgRTlI4q0+x27X6jlTXHwYSDJJdz5GhBPfHcioGhlytZsaFDkf9AcfFkgjR5fC1R+nL2R0nEOu7khGK+HsJKqUEhYJ9ZhqMMD/Q/TDbIKv3rgeLe1HYaY3znzA10Hw95010M102sHe9Udjc1AY4LgvCH9Ho2H4rtlxLysS4LxJLkkpn6ezAbAIzJmK0kOr0ZcflbJuTYDM+khnpMlmOnHyTcbFZNc3+QvlF0Az0PA+qqAK6tcHeA0pIh7icsccFj0HiKk1dXWAfaj6a6m5GHUN2nmhbZMuy4UYnxDngdeC9Q9MCKYlrg96xNqQ9yCDodyRQVs3XQ02ZlyA1fK7IOLhJBodW1TxH3p98bNeGZBJL5BVJGZyQlc0rbVmanbeUzKKW+yaFOFMrs/YleLPOhjdlFvyNIVKWBnubWzH8ucfgjZsEb85pUNTpSBzt4/HHH5dsChtmslz9nHPOweFC87OkqxO6fp84xsl7hOWLIyaanioHtgElI6E3rMhMaFzT1hCZTzrGqhehR0+EoqB9qFFQBO/MK+A/8ZfB9/ailffkeaIBU+OnQ69NKW9MBd8HJWXQ1Na4UsIwOtoQf/YhxN7yQSiWca54AXrrWmR/8Avo/suvoPeY4FoWLvg5wMWEfGc4oaCqRyLrze+BGjk2IjRDBLoMsulrhCNMaqihYU0sMxKpiR6mlfnc3XffHTTKihAhwkkKR1hcs8dAL5IcyB2xY3PVnsEhgxdqFbiCTqevdIGEWBLn28C9JeEQdSTHmHbcoeP5ytokh+yOk7a1wQXPh+eWCkcseut9Qatle0zpR0FRP4NGzhtJKa+ds1sOMguOhCkTYDoyEDR49KG7Oox1Muvg2VjTvV76bdhrz+siGapUbZWxIOY+hPykSAHkeycQKrN8qw2K2Ren/2GpGf9mjxsG6GxO2G0zQbKKn2OOTXLAZqtjp0KvOpBC1qxWSoJinjNXoguNfTKd8bo6oDlHXV1QpcOBSgbHdJXrgv/4X6Fr98K77j2yaXhegmvs7LpF7G9JJcfETBjvvbJhcm2FPLW3mCwTr7GIwKmnMY53NEwIbLYLy8Qsgdkbdy6apEYsul3TUHtMlzEKu+wlJli28Tcuhzd/Ya+k5vGtu/Hmvz+KP19/Ga6+/y7kjJ2EPe2duOOOO/CrX/1KtDCzZ88W++beXFBZ8fGOd7wj83EefxwV5WUSfPt0aWNfnlQnr51rxV3Pm3k20B1H/PE0mhDONa9/4E6YfvVb79lmMhRHgNRQA6arRkGdfgn0K08OnNgUl8E779qEocGM0wyB66tJcCwGr6IKfu2BtO5m3vRTEH/mMSGKsfOZMfShDx5A9ns+BV1fh/jLz0JvXWddF/nZkQ1v0kzEzroYasRo6ZmTvm9YhAjHMKn57//+bymrYjqMTmhceeGXzAsvvCDdhvkct3E9ayJEiHCS4/X4onPZIgkKSWaaTHkOyY3TW7jgzulNmOHQHSYoFoeh1/kL2ol9aVjgXM2clkeCMtYo0JLXNukMB0dOSNydofxPbJ+5yho6R6ehITgf1GCQKHA+XLdwa+0sGR1XMhe8Xg5sgn4SMs4he8QwIHdjkijfbkdLWtEDuPO1JgZShtcpgStLqIQ8pMKRD9vhXOrwS6rN6j1tlMfNFK2OKhkG5OVBwfbmkdPktbYNSDvaoEZOhN7yWkK/4rIZzgHPBv5qyimGRBzYAV27x5IM2/DTnpNi75iGWil7NCU6od5Bqb2E3KtYvsMxiZW1teOmvomZKDrAyXW3eiZ3T/AxnufYWVJ2KP1zWHZ3YDt0U51k2rxhE4Cx06D3bEmxCJcLnNkK2s6r3rsdsTnnQFVUQx/saS6wdF8tbrz3CVw6fjQuGjcSDyxbhTuueQP+sWQp8vLyhKR86EMfkh42fZXOTJ8+PXBUTQdeX2qf9J6NmYN3kjyef1YOvOqJxmrcEbyg11M/F1N4T+3bLhmIIwHpsTJ5rmRa9JInE++7vkAXsLNoKFGReIyNZOefC/3qM30dVYT6XtVw6PpasewOnmHPmGHjEH/sYcmC+auWisudN30O/H17oYaPQtZNHzNZWDf/4rCWfWSyWREiHC1S8/zzz8sH1Je+9KWklRWaApDofPOb3xTrxQgRIkR43SGlaLQ7tf1YxO7XBdLCCkwALXbERbYc6xgqn3BBvzQUDWW8RAdhy75kO24US5AGamzSWVq7kjRnCxtGOOtC8N/U6XTSUczaxuYWCnEIDdBtnPjNf1Jk3d4ClVcEzXIsittT9UGthyQY96WpZxwqj3bTnda9TNtmphS8FyXpaqTEqKs7RGy0zfBkSeNAIRokZJJh6ga2rwamnGp64LgmnK4pJWes5SC8M6+Ev+RRsXM2WQx7/hwyNSzTT5dAUq94OtETKGyUYEkyHcu8U86Fv+hhaLqJDR8N7E9pLuiO7YgiSY00edVQw8eKbkaxXM5mwwIi48rHCG5fu1ectJip0g37zdxxHrjPlkb4axeLZolmb6LrEU1NqJcOwfs9NVsjGiVDoP0d6+DNOx3xpym2T2BL/SG8+W+PYmJZMWZVlWH2L/8qZWgLRg3Hbf/x77jp/R8IetgdLlhGJ2R194b+vYDXnyWPTudE8J53c9NfkBQdQQixmTATqmoU9OqXoLevNxrAdCgfBjXjVKixU3q4gCkS72kLoGv2Ajs29IvYSAPYFjaobZaSSe+C69D1j3vM+82CJWfx5kOInXkBYsNHQ5WakssIEU4oUlNXZzrSpkslu8fcNhEiRIjwukOyMda2VVsjk9Dquvllg8djFYHWxmZm0pWjiYMzV/ptp21rfxysTjuClCawk+xFuhI2t2MSgpYGKBIOlnVR24HQir87vg3U2Q+Fom2K/SXbwqwFbaDDWQoGq401oksxbnk2WBedgx3Xge1Qo6dBSxbJGiE4ZzaHnDyo4mpjbcxsyYhJ0Ad32/I20+RTmndSI8Uu7NTfiGOaJRKdbfC5un/em6AP7DQNAVmGR5JUUmHK09gLZ/3LoXl3HdVTMjv7d0AtvBqK9rTrlsGbNA9+KqlxxJSr3uzh4UrRWDI3bKw4q5m5SLnGop1RZmxF1gWN8zdpHnTXjuSeOTxnZjc2LYc3fSH0wX0AXd6CDax4n00zbQlge2cXHnttI06dNgmjC+w9dHCf6SUUwu6mZlz8hwfR1NmFA63t2N7YjHfMmoz3zZuO+cMrkfP2G+ANFaHhvLQegt69sf8v4vkEboD2IpHISnPe/nRmt3B9Xo4gJJtXWgksvAxq3rlAYx10zR5jsiKZzuFQlSPMwgzLHzOQMmZLvHOuhs7LN6VofYHOYszwjJsK75w3IL5lo8kYjp8sJImZGW/SdKixE6XMTWUfBbOUCBFeD1LDZprUzqxduxaTJk1Keo6PERUVodRohAgRIhwLcJqO4338rhwtKKMLaUWSymsGcq6WMGU8tskW6Lo9UMPGmXieugb3WhfU06WrYjQ0SQqzK3439MG9pjHmsPHyb+OK55sVY+qeKOonYRH75uCA1smrXUqO1MhJxvyhuwNaCAdd3nKg+FhWDvyG/aaen3oe6pBam4ymhqv2JE97N8ObPN+QmS42syTBSwStqrMFuqMZevgYeDwW+3WwtK/xAPztodK0tPNmh8ufsirRvKjTLwQ2rTbNCIePE7ITtgAX1zaxwrVOcHx4zlnGACBVYyHBuCF6mu5tKgaPJJO2wHzdjIXQ3B8zW8zEEXIvtMu5stloXV4ZXlj2LK6bPy3Rp4eZJd/Hq9v24M6nl+BPi1egvqUNd3zy3XjXXPPdTpc5jxmFEN7698dxoLVN/DeqC/IwsbQY+1ra8Kc1mzGlvARle3bAGzlEmtquDviu0Wh/wawfe5zYUskA/Dezjf11kSqvxtGCZFv4Q10KbY0H4RYnGpuFl0KNmwZ/2bNAHUlsBpAgMfMzfYH0iokNG43Y/DMSJhz5BcZqOUKEE53U0HP+wQcfxPe+9z3pV8POvsTixYvlMb4RexMERogQIUKEw4DLuFDvkkgXDL5fDmG1KRkOaAPENhHc631boCpGAcyI0H1KgnLPrPRm5UI3HgDYQFOC/Zi8TtdZIkInL+qcRHrjmzIh6k+4L+olpF9P3JZF2dp9vn7XeqgxM6REUDHjQtABi45gLGOrHmtK3OjaRk0JV8Bpd8wu5ezp0nQQ/taV8CbMlXIvRSc0EiTJ+rB5YImMiyvnJAE0SlBjZ8Lf8Er/+i1JhioGNXaGZHVUexP0hGnizBa75Ab4ix8yxEZ6MuUnu5DxdfPYLX2M9NIJMoaSYbQlaNQx0cCCNtYkhzvWBYRK799pm5S2W6e/FtPskNejrRkN29bjyi/9CIdqD+Das74pTU5rDh7E7597BXc+8ypW7diLkWXF+NDFZ+A9l5yFaaNGiOZCwHlMyRj979UX4NGtuxDzFA60tAvBqWltw8oDdWjr7kZpbS/B9ADAwF6ub8YMYsZXwm9vhpoyRxpLhnZodFSSgenjvVJaaWy2XycM1v6a70HN7Ev1KLGM1ru3QNftC/pFqdIKqJHjgerRpmeOdaoTxzJnPBAhwslEat73vvfhkUcekc7An/nMZ3p8CJHoDKRTcIQIESJEGAR6cW8axM5shidNWRszQ21NpicKt2P2pWaHyQZIHx/zVSI6FmnwaDM3rP2njkP0QMr8u2Gf2YeD6AM8aGY32FeFYvem+oReiBmIkkqoAtukk8QlDNFCGeczNtaUEkOSorJhUp7FMamKEdLThcTA3/iqOGQpuovlVJngUeyXW43DmOxfGbtkEjVmdzYt7d8MTj5Fxor9Www/lN49DJCHwbvorUbovmmFaTTK4LqgBGrMFKgJs6CpXarbaa2v7Qo5SR8JSijbIKV6Kga9M6SdINnMKzevIwERN7w2mZc2rXD9zT/Eth178PjPvoeHlq7GnU+8iPuXmBKl606fi+/d+AZcPmsisliSxKxZfV1ykNyWTCrmDquQn4xIZxk8GJC01u0Z3Gub66HmnQ29hlbH4ZJH9jNKb+Mchjfz1CPifHY0ICVq1LQVFBuNFm2cnfsgs6NRBibCCYpBkZo5c+bgu9/9Lv71X/8VHR3JojYSmq9//eti4RghQoQIEY4TiFtcdvoGjVzZbtwnOg6xeaYbmfSn6QBINAix7uZXSqK06f+3dxbgUd1ZG3/vhLgLEAjuLsVLaaFOqQvttlv37VZ2u+1X3frWZevduu7Wtm5Au6VODSjFXRMkJCQkROd+z3vu3MmdyUwyk0yMnN/zDEyuzZWR/3vPOe8xUrIsJy47NY3L+DimeRy9aLnMHjcUM+ynkdnVstfmcrQz3r0TZv7SmgJ9J1ExMDr1sgRJZQWMpDRJ0WKExL2JTlnVMDr3sswKGEGiwCraLiKHqV4GRRl7tdimCtwfprVRFG1fL+vy+M01vwWJGNB2O17qWiR6RSFimwxQuDC9jvU4my0rXGPwOCsqI+lvLjEFoGsZIzKWiYHHQtqvn4zcZaddc0wc3D/PCXCdeP2iPALIyoerKi3Bqbc8jJ+Wrcbxh07DUX+7Gbk78jGiRxfc/cejcOrUichKt4q/GXFjvRQFjOkoFjdy+qF60W/hvZeSI1NPI+fQ7osULowApmXD6D8M5spFNdM9jTrrvBeQkg5j4Ki9ZvAvhgSK0g5ocPPNY489FmPHjsVbb72FZcuWiZjp27cvjjnmmFp1NoqiKErrRgrGma7EiIETqdUos6IO7OmSlg2TFtlif+24A27bEdsCJj7V6rGTv6kmT98WNp5GnVKkH58M98r5MuB39d9HjAPoICZihOKGwoB1JN5+Ow63tfhkGNl9YRbmWcYFFCiMHtFRbe0ib/qae/1iuHoPt3zhirbXNNekkKKzGaNFtgEBG1dm97bcxJjylbca6NgDrnGHwyzYBjNvbY24YYSIDR/pQMai/LzVIrDslC0ROTQl2LjUU7hfIcdiOV8blr04DQVW/yad4V00RGDEiEKwgil9lqU0o1RGYirMrRvgnv9l7Ua2TA20Xe94vjymEof95RbMXbBEJn809zucdsQhOGtUT4zu2bUmvYk1PGxempAMs6ICZnFRzXaZnpSRDfeK18J6L7lyeiEihJ125ou5cxOM/Y6AWVoCbF5TM8PTIDYgicmIOvwPUtuiKErbwjD9u2eGwMMPP4yRI0diypQpcLVmt6AWgk1Jk5KssDV79iQmevK/FUVRWjHigsVaGOegmcKEzTNZ3M9lWHvCATYduvwHndI7h6kvKTBSO8GkgBAb7ZKaVDk7FU2sjJMsi+ilP4jocY2YKq9vuZixjj8OJkUGo0NsdmkbDIhzk2UCIMJk0worktG1H9xF+cDmVbXrYCiaeg6xIin5m600NxoGiGFBvGyPkSWkZonjmuy3Exbgp3W2Cvw9gkB+PHmuaH7gEV1GZxZ5Ww5rViqYtR8SheG5FZc3RnPcUhPlyugK97fv19g8d+4Jo0sva5/E5KAa2LLK6jUTyKLbMOCacrzVkJL1J54o0a7iEmQdda5Pg+zYmBh0ycrA2cfNwPVnnASw1oL7xH1nimFUNNz52wCmK/GQB42Fe3c5qr+aFfqbKDoGsX+7HUZ6JhoLU8/cFISNITYRRmYOzB+/EDc6Ebq8hnz4YABduiNq6jGWfbLUMimKstdHatgpuKysDA8++CAOP/zwyO+Voih7F7ZlLdN8OEizbXGlJ4xnIOyfbqM0O9L/hULDa9csU327j9MhrLIcRlZ3q7aGKWMe9y72xhGXM0YtJEJTbTWFjGG/G4/jmG1IwBqalCy4F39vrW+LFEZnKILcldbrcHFGLmgO4OlBI8KEVsbpnaVBotg0d+ptRZAocAIh9TTz4eo/BugQD6PfAI87m7WPFGJS4F9dBYOOaz4nxoBBEcIifg8mRRRrW0QAeuyZefefEa/cdVb0iOdN+glVA8mZVi1PTme4d26xUvhogMBzkt4JKGBqnAnkrYOZt856Df7NY6Z4DGThTTp2g1ltWVZbO23teWpyAnbPfgW5BUXYUrQHuZVRyNtdji0b1mPoqOEw+g6HMWwSzNLdMNcusXr5GC64MjvBvWWDZSXcYxCqX3s6rPeQaxAbSsaj1VBeYqURjtoXxthpMJfPh7lmqRUJ4zVlSmD3vnCNmAgkMSKmxfKK0q5ETUxMjIgaNttUFEUJip1mxBx9/3Ql4s0ocnlrGVp1r5j2gF3874mWWPUdNddEREZJgdS5wI6iRKVYLlxM18pdbTmRSe3NLiv6wwgOXcnsCFB8ikRG3Mt+lIJ29qExug2AuWGJpHoZXftaNTKsp6Gw4XuDTmWsk+D7ieundYa5bYM1KM3uBZMCY+V3dR6aweL/bZvh/vQ1uE68yIrIVFeIKDD6jZO+HTxCk0Lb0bXear9j9eORtC1bwLBuqEOMmKcZdOqiKOLx7tpuved5Lm1BWJwv4ox2064+I2EyLY2CsLwERs/BMPNza16NDma2m519/mQ7Tqc763+jB9fdYgkJO8XPMz8WBnqlZ6GXuwqu/uPgXjoPGN/buqpLvoPJmwqZ3WD0HwkMHgvzly+svje9B8E1YCwqP3wLKKLxQ4gYBqImHwwjwdMLKgxoLW01RXVbotYjHC2zheD9lUKCUb4dNLaIBnr1Q9SISda1sW3DY+Ospq2KorQ/UXPBBRfg3nvvxUMPPYSrr74aXbt2jfyeKYrStrG73kvvkXoscaVzPe2CK6x0p0Dd7pXmq61hKhLPP4UNB9V2Cpq1RI04LdstvV28A2lPNEEaJaZ1supLWCPCmhgOuFM7wohLtsRK8U4RMuJalrvGcuviIL9oJ9B/jBUJYsSnpNDqLUMDgZgEuZsu0T4KiE49rYEwy2NW/VTn+4xRHYow96f/lg7qEiXc7UnXkmw4l9TMSJ+Q5ExLhMjxmJ4aGFdNJMbttsQL50oUB1aUiLbKdE/zNPX07o/dFJOU7xEHNkaMZNDOc5PaCUb3AR5HM9Mqj+H43RZEIupoDOD4TDA61WuoZdu8dbU13yHEvMYNfND0QEwIHD1bCM/jtvWWuOvYHa5xh0iam6tLL1S88SLMjWvDeu+4xkyGKzu88YBcW4rhHZusHkZ2SiOjRmwaymiamCB08Nz0sK5Bg+A5KsgDOvWQWi5FUfYuGiRqFi5ciJSUFLF15iM+Ph7JycliFmDDu1lz5syJ5L4qitLWBI0MSMKAA0WuwxQoFTYthgzw2QMnJcYaCMtA0mMX7LwknhvdtWCNBlOs6EDGnjbiNmXZzJoVm2HSlUy63ldadrPcdrYVQSBioZzTT+pyJBpEsSs9bUqt1DhJd6MbWBeJ1LgpohyOXT7EJ1k2yNVuuGe9DhTugDHpUMsIwBZniRkwGQlig84eQ0TEcb7UVdjRAUZiRHxb7mSihSi06BjGyAJNDxLT4d6w2HImsw0TZF2/faqqhHv1QrgGjYeb4q5oB4x+oyxr642e/jP2ibbTzniOHLVORu/hMHoOhJvnyr/Wxi6C95gTyPG7OsDoNhDmFk+9kTNqyn3N3wx3dZU0KOW5jZo0FVXLfqujd5EvRlZndDj4KOlsH5KQKS+DSac3Eb2Flmh21mix7ojvDbrHMVWP55QPRtEYlbJTVsOFERm6/CmKstfRIFEza9Ysq4DR82VXWloqj0g0jlIUZS+AgyamCjVoXcvGV9KV9Hsk/BQej6uXZVvrKciXKEN4d7et5V0wXYnWwDopwxIU/Nr3pjnJq3pW8NtAPAVMGbBxeU3SVPdBQNkeKz3LXj86Thy2fAe0JrBpJcztm60am7SO1uCcr8vIRHwKzNWLUb3gXUtYDBwF9B4OsNEm08koMLwpb5Uwl86Hufp3q0i/QzSMfsNhrmb/Es9+sS6FvWModHoNs4RcakdL+HjMCAIdJPvYeC2qWd9D+2FGnCSyVI8oZxNT1sF4apjM7RVAn2EwOnWzGmvuzLPcz7htXldGaygqs7pIuho7wrtX/uyJ4DgvnOc1PfssDUtZu7P+Zxh9RlrOblsZgXHum9XEk8cvoqrHYLhyesA1cBjcyxx2yEEwMjoi+vQ/1WsOIHbRpbvhXjgP7g2rrevFt2hiMlwjJ8DoNhRmaYH1/qiutIRlZjeJ1vkIZlpgM3ooxhThfUdIzZeknimKsrfRIFGj6WaKogSFAzAO7MI3VqxB6nDKPIXhWmNTH5ImJQ/WI+y2zp24jLFWKU4GzpLqRAEQZu8NuUEV1QFmYro1aKdQ4d1y1kg5r40VurBeNzpWBo/uJT84NyQWze4Fc51bt/7rMRBgM09/KHTo/JW3xjOIjRazCZNF99yPLevZOx7mpjVAciqMbn2BhESrOWXZHqmfYeG9RDIoCGDANfkIy3jAjnpwX5MzLCEBA+7VC+DqN1r63CA9GybTlXwP0rH7Lut8MBLSIRYmi+3tiJEtKgPBmhnqiO0bpSZGxCK3QwezxFQYg8ZKA0UaDshniVkQ7J2T0xdm+R7L8lpcwQJ8xuQaWPspIpLNM1fPtyJda3+Dq/9YSySwGWkA2FTV1bU/zOgYuMZMqlfUuIaMQocjZ8LI7BT0ZiZT38y8zaj+Zjbcq34H2N/OYX7AvXUv+gnI7ISo0ZPhGjkeZv4G6SvE+iwxr/CJ+rK5aGn4wobnMKNL2AJfUZS9WNR88cUXkd8TRVH2DjioDdTAMVw4OBT73Ejs1N6LpPLwwYGxRDv8BrqsVeIglgPApAyYUZ4oRriU75ZaE7NkFwymDFEoMJLgTUGjAxir060ifvfKX6UuxQsjGSXFVg2JfVH5H52/OMikXXMwAStizUrxkjv73Eb3wVYa2XefWq567CGzI9cxwPVEOOwXoqCbeBiQ3Q1Yt9Az2QWj13DLbYwRDwq+gjyJoIjZAetWOvcWYwTbitkrbLg9miHQsICREJoc8H3PfZGX97w2j4374Sns90Z+eCwlhVaqHwvYJeJiTZOULPbOyepiDfxpNb1+MdybV8DVe4QVeSkpcpg52IdpNeDk+afTGtPizFXza/alugruvLXWvCCiRtLsKDC79IGrY2cgNR3YVVBrMaN7b3TY72C4+g+BkRS82SbFpXv5IlS9/4r1meZxSx1UADe3/G2onvMO3Mt/Q4eTzoFZsBnuvHUwegyBueInv/e2ab234ywRGwqunP6WyFcUZa+kwc03bRjmLyiwvvAyMjIisU+KorRVOGDxbwzY8I3VpPEowSM0HAzvyvMtEq+9pJUOyOhKarZV3B7GeaVwMgu2iiAxsnKAtJ7Wnf7dhTV9Z9hXJTFNBvjuJd/7RgKiouHqNhDuFfN9RVBCGlyDx8PcsrLuHRBBwDoWK01KdEtJAVwDR8FMSoH7py+kVgaoCFxb07kbXPscAKSlw1z/u7cJqEGBwMhH7mpLUNEJrBPFjAn3ppVwZfey0t5ik4CUjjXuXFyWUUQut/Y3K4pQzf45UVa/FzslzW1akQTTUWPj42LGWRVW5AvWjQCRTBQ5FHFMs0rrJFEZc9NyS0Cxr8zuArjoesZ94TWQGh6X1JrQJpt21+4NS2uLHsLoB5t8cj/9e/E4ozVd+ki0Jmr8FLhXLfOmiRk9+iCqz0AROwajY3VESXhs7tVLUfXui55ImadGqJ7vCHPjalS9/jQ6nHIhzG1Wfx5xeaNw9FnQ45gWQkTX6NzLstXWKI2i7LU0qPkm2bp1qzig/e9///PW09As4OCDD8Zf//pXZGVlob2izTeV9p16VlLPADsMmPvOCEM7qq0x/ax7gw3CZEBLQcN+KOEISQ6Y07pYtSUhpvZJ+hBTq+y6FwoY3vWma5UdKSotEgcrGShzMM9UNelHEwNj4DhgRy7Mdb/XbDQ5E64xB8G9bQMMNsP01oL4vbhM99SWOCez30xSOty0RGbPkdISmMt+hblzK7CnxIpYsInisPFAXLzVCJQ1MhQeyVmWcxoH2GxYGZ9sRV14F1/62fzi6TrvcWzL7GqJQPblsUVVVAxM/r18Xk1EiINrET72QoY0o5R0QGevH5/jGCtCQ6Iz/JspduztQ0HDdLm+o+Tc82EMGGeljtEljNtPTIcRn+hJy3NbKYZ0X6unns3I7iMiQNL6guDa5xBJdaO9t1HhMSKIjoERG3qkg408K5/8h7eZp7wvKkpD/n5w7bMfoiZPtfrMMJWO4pppdz7rG2IGEfTmB6Nx2b2ta6i1NIqyV9OgSM3mzZtx8sknIz8/36dbcVFREd555x189913eP3119G5c+dI7quiKG2BYE0CG7qtumoT9hLke5QF0BQpYqPsETZshslid6bh0b3KeR5EQJaGHxnja3A9VzIQFeJda37NO19H0q2WAp0tYSCWwBQM4o7msd9N6yjuZUZGV7F4Ntf+bg2+s7pKobuR4kllo6ARHG5hdqqWdXJqKx37nDA9rGyP1TCRrlsTD4bhNq16FA7yK0qsYvztW63zxx44WTlWhIsDddtCnMdDEcRIE00Geg61CuY5v2CrRKlMpjnxNaOiLOFZVSXWx5KGJ+LF06GeA2exMbf32W1Ns8WOH4zKSCRM/vBsx5PGZnTpb+1HahaMvqNgJKXBzFvrSV/z9L7ZnW8N6Pk3BU4IqZ/m7kIYnXrUvZD0hzEkVdFI8hxbGJhVVXAv+KFG0FhTw7rh4f79J0RNmyHXjueB1881cALcdHCjeLM6uVrXiYLU/3siMQ2urv0kRa1BKZftHHmfM9VTmt3mA7Qt542WpFSAKYf8zCSoNbbSemjQp/y+++7Djh07vKYBw4cPlx+CJUuWYNOmTd4oDpdTFKU90QhzgHaKRDqYvsQ78IEECiMeFAPseM+75vbgjANzzmsIXM8usm4oHDwzbYsDzV7DAXOoFUXgMTA6k5AqzShNDoIoYugqxshGZZnVq4YDfdayEHsw6qyHCSRmPMsYXfrC5OCfdThb10hDS4lASQ2W1UeG9T1GbCJA22feqaf1stzNZ18Zq4GniAO6o+0pFpElTmp0FWPJTN+RcG9dX+PUxnQwT1NIEZRcl+lptByWHjAV1oCddsN2apekY3IQ72ku6y9s7AiDWFRzf9m00pS0LQoaRpFE1FBYcHDOHj2M/Ii9cZXnPFlOpNKgVI4vhHo2rl/ftWdKHI+poTcUSopQvXBe4254VJTD/dtPMPr1E4twimfpb8Q+M137WWKTNwEonOyePEzBow14RhfLBMIWm0pYgpTXz1y1CO5lC4ACfgb8Io38vHXKgWvYeBg5vS2hoygtTIN+0b755hu5Y3j00Ufjjjvu8PancbvduOmmm/Dmm2/iq6++ivS+tlsGDhwo///nP//B6NGjfeYx1e+jjz7CuHHj8MorrzTrfr3wwgu48847a02PiorCPvvsE7H9GTJkCI477jh5ryltgWDNSxqyKbtz+l4saIp3WIPz+gahLLpnuhdrLGwrYdbINASuxwgLm0iGUmNgeAYx/nfZOUBnlKZLP0sYsGklIyRsmLlpmXcgZNqDZAqH5AxLVFFA9BoqjlyWW547hP2go9dgjxjoYNkwc0Av58iTBuckPsUabJUWw9y2UXqhiM20DQUIl2FjTsMlv2EulwuuuESYRhRcTNOi+9au7VYvGq4rdTJRIn4okpjGZq5d5BEb1mCQ/XisCFCZo4bEtKIJ/Fuac7o9Bfv5lmjhPA7KY+LgyuoOM3etVWvkcZQzN6+QFCpZn2lujnQr6QMkLmCOHjV14WPJHYAoT5NLHmcDa1DMXFpkO4wi+HINSEt1z/8OHYbtAxNbrAl7iq10PKZAJmdIJNBgFI3pgzxX3F+eT3VNbBC03DbXLoWbBhy0X68r4rtlHdxb1onZh2va0TAYhQ0jPVFRWoWosVPOzj33XJ+Gm/wxOOOMM0TUVMndKSXSIsJf1Hz77bdoad577z3v88LCQrz44ovikHfjjTfitttua9F9U5obw9OkMYQBaih47qzvjZhM1aJjWX2CxglrJRg5YNF6Y9P8JLXPbl0fwnWISbDERwDMbeus6AlTycpKYGR2AdgfRcQT0+hcEpkxC7fBXPObFbGgDXLXfpJWxfQ0n941gWAKEaMVknoWY0VbmI4VqH6kQ6zUUUha2eqFwWtMeDw0CuBrxyZKnZCZkCS1FzI4i40T9y7e8XdRoDBNzNM4UtZlI0/2lYldaRX128XwFDYUXhRNnFbNJpie5pGemhlJh8vMkRQ8EVYUKhSaW9fDzVQ9Rnr8oiSMfMm1EKc420lN5lgiitEvis8gBgBeKKDqSFs0OuZI+p5EtygaGxCtcW93WmF79rEBJbwmhREFoz+8tp7URWmdNOpA6xwqDcbcvQvurz+EuWpxeCsWbIP73efhmnQIMGQsDPaSUpS2ImomTJggg1bW1ASqtyH77bdf4/dO8ZKamooffnD0fACQl5cnIiIurmW/yAcNGuTz98SJEzF+/HgxkVDaGTJ4jY6MpTPhtlp5PY3UZ0hNjOcOPJG73Px6ZU1CkDvnHOg6mwqGClPVGBFpLGGMLyXlLTXLiioEgoP93NWWDTJ7vuRajlXW4N1lnRdHXxIW+Et6kKQMRYkgooWwyQL4gm01aVqcn5RmRSgYPeGgndtjU0Y6WSWkWOLCGbFiyhEF1o7NVhSp3oPziLryEphrFlh1QlndvGlLRlw8DMQDiSlwMx1rM5tGFso+iiDZvRNGzkCYbIRpw+OksOFgnMKGIiLGrhlijZgLRp8R1vEwfa0oX5zGsGmFVZ8UjIKtct6kX5A3Zc/zDz9z/LwQbrcu0ZLB/jtbA8/k7nVirVCFRKcMbjsxuGVzUKT+IgLYVttKk2KWFsP95Xsw17JfUwNwV8P97WfWLZKh4zVio7QIDYrP/t///R/S0tJwyy234Ndff5WoTFlZmaSc3XrrrVJnc/3110d+b9sxFAoUMBQyNv/617/ERjs62vND5uHKK6+UlC2mrY0dOxafffaZd97vv/+O/fffX+bxMXLkSLz22msy7+eff5Zp99xzj3f9SZMmYf36EAYGAVLQGLlzvmeGDRsm26QIOvLII1FBxyIAhxxyiKSXHXDAATJ/8ODB+Pvf/x5wu2+99ZYsc80114S9T0oz4RnMNxrpyB7VqsUM60Mk2sIGjfyfA0vpS1JtOV6xKzrrSuw7+I51pe9JQ+Ggv7EDPYqtcAQjBURd9QkUNnlrJfXM6D5QUssohGQdPijEOveG0Xe0FZ1h08xt62AWF8CUOpQ4y1K5/xgYQyfDGD4FxqAJlsua1JLEwuBAnQ5r0p2+WHrhGF36iJCyMMTZi00twxI0Traul/XFatl/cdbfrF0Ec91imJtZrL4d5vplQNFOy8XMFhXWHlrXiQKIkRU6snnEmjTcZN0MU6lyV1suZPlbLIcv1uMEge5ybGoasB6G7zExmPA4rgWDaVusJ2J0qtYLsDdDtogtSbfbuALupT9aLmjhUutuvSeyFC48p/VFJX3OuxIuImCX/NxwQVOzJbi/n231i1KUtiJqLr/8csTExGDdunU47bTTMGLECEmLuvDCC5GbmyuPqVOnyuDUfnCQrDQc1qhQKDz77LPeaZ9//jmmTJnis9xDDz2Ejz/+WK7Fc889hwEDBsj12rhxo8w/66yzJG/8qaeewhNPPCF20/51Ma+++qqkjbGGhT2IKEhChULl7rvvxs6dO3HYYYfJNKajvfvuu5KayG1zH1auXCn7akOTCe7rSy+9JKKF7nl8Hzn5+uuvccMNN2DatGm46667wjyDSrMh/TIicJdOek+0ziiNpCCxQJkDQ6YlMSWKA0UOhClw6ARGd6adW2Tgy+iKSYFjp99IM0lnh/Qw2VNkiZqGWtRKxKNDWL1qxAK6c+/6l9tdIPUfEnXh9aNzF3PtWQvEInivMcKummPZsUHuFBsdOsCMocNYtOX8RjHUIVbOHUoLLSMCWg/EJlo1Mp7BtriaMd2M+0cBQVFTF5K6VcfP37YNEkVz1xpMs99P7QG+uWohsGMLXEMmW8KENR7+goN1HjRV6DMayF0Hc96ncP/6PzFUMLr2lWM2y4phDBgbQLR40jpNj3MZo1y198K3j46YDgQ4dNbx5G+pnQrGvxNTreae5XtgiEhdb5k5MHoWJtK40+8QGmJMYaRl1u/wF8cWClpD02AK8+H+6cvIbIsRm/+9J6lsitIm0s+WLl3qzbHlj3QDW90oYcJBP4UMo2Dsf8Oozfnnny+pgDYvv/yyRD4oZMjkyZMlGkM3OooIpg5S8FCIktNPP91HXJDzzjsPJ5xwgjynCFm7dm1IRgY2FF/Tp0/3RusY1aP4vfrqq+VvRo8oWhYvrsnbjY+Px9NPPy3Pn3zySYnazJ07F6eccopMo6Me95vHwvlKK0YsfWOAKNuhqQHwTrMUPhuttLg/v2aglZBqdZGnkAkEU6OKy4Hy3UBKJ+uuMtcNpTDen5h4GejbRdAmU7DYZyXcdD+KsDALwMUmmcXYrIUJdqxOmG7m6WtjlX2w7iNeUtRE8NhIkXys1MZIehujIbbgYIG8ZzFxLouJhcF9p2hg+hQL/Fn/QltkprRVlMPcsNi31qTmCHytouuBdT7yWowi+cwIsvyG5TBz18HI7gVXv30sISZ2z54aH+5j7lq413xuCWFCh6lfvwAyu8I1ZIJYMvP9ZQzdz0pno+00z4VdPwND0tNcfUZaqW9O9zvOp1jl8ra7GYWN3VuIsOdOWierD4/P8ZhAaiZcfcdIVJGCxr38F+97lDU+Lvb88T8XdWB06Q5QkDjNAhoQXXSN3hcmhW9dr5WcrtGaBmLSYW7ht1aaX6Qo2AZzyzoYA0ZGbpuK0lSihk5bSvNz7LHHSoSCqX40DWCDz/79+9dq/Ml0M3+hwaga08GYWsZtMH1r27ZtKC6ubQk7atQo73NGcqr9Umf8ef755+X/H3/8USJAfG2nUDrmmGOkMSuFDSNGrMViyqJzu+np6d7n2dnZ8n95eblPlIYwtVFpA3DAzAEV8+rZfyUcxJo3vt4O4S2BlTZWUCNoPBa8KC6of2UOUIu2w0ztFIKg4S15+7khvWrE4UnS3Qo8wmqnJf4S0z0RhBLfAWwwGAWh1XEDXK2k0z3dvihQ2DAyHBJSYHTtD5PNQu3jZ1SGYokDdKcADnR+eO75fkpIlyiN9G1JTIHhSbWSfWJ0TAZnoQuYwSdfjPOOORRXnnqcd9rmbfk4+NIbsPSbOTAzc/D4449L5Ltrdjbe++vpQUVkcVERbn/xAXyzbC1cUVE4fNxIXDVzBmIYoZI71wEUEfeb9T8lu7BpV4mk4v70448wRh4ods7L5/+CW1/+L5ZvzEVaUgIuOvJAnDAjFq4+o7D8689wxzOvYemGXKQmJ+L8Yw7DSVPGWALHEx0SAcv3K3u25AyAm3VDttiyhU7nXjBSssQZzqisgHvFL1banM3OPCsKGYaoYR1O1IjxqP7qE8dETw+jUG92xMTCNWIszNyVdTviZXVvsEtbu6esFObqMI0BQsC9aB6Mbn1hsH+UorRmUcNogNL8MGpBQUJrZ9o4sxjfH/6ws17FjrTYdOzYUYQEIyBMEWO0hNEUCgc7QuKMmoTDvvvu6/2fgoS23hdffLGktxH+T5HTp08fqdE58MADcd111/lsw+mi5zwWm06dOonY+uSTT/DnP/8Zffv2DWsflRaAd2VlIM4eHs4GfMEwrLQ1sZNtfQMUeT/yDrvTEpiOYOEM7rkuhQeFReAXsQb03qajLiA9GwYduthwkOfRjl5JipbLai7J6E16F5hRMTBKC+u+JhRVtCJuoGgUESH9WVJhbl1Xf5SIr8PCe0ZVaOvMaA/PA9MLeaxMKQsx2s9mnhQ05s+zYfQdCYzav2YeIzzBit/r4YUP5+CwCftgWN+evjMK8mCkdpT0WabjHn7gVLjnf1nTr8aP+z78EuWVVZh1/QXy/yXP/RfPv/sJLjx4Yr37sGDdJvz1ur/LjSYZoMcnwew1HJf/6Rr88ejD8fKBk7Bq9SqccsN9GDNsEHrFJ+HyR17GSUccjGenjcfKNWtxzh2Pom+XLOzTy2PCwLdKQjKMrEFyHJK6xhQ9nveoaLFENj0RDrNoh7wnJELDlEknvD58n4XRi4SphK5RE1E97381DThddnPR0ESNa+hYy8mtjveY1BjVVUOk1IlZuMO64RJptm1ueKReURpIRFrsVlZWoqioCJmZEXDkUYJCl7OcnByxUGbkhUYN/lCQsBbFFhqE6WhHHHGEFOrzB5M1N7YouOKKK+R/1tlESnjReIApcb/88gvGjBmDf//73xJR+vDDD2UZRppKS0vDSlukuQHFErdHwTRr1qyI7K/SxHBwJoXino7qHJz4v9ekNiS6JnWmFaac1TS7dKTByOCsInxrZaYMUVg4sd3TGNWyPxc8D+nZMhAFoxveZZ0reiISdOLKW231TElICyxsWIDOYn0OZhvZXZ2Wxybv8FOgMHK0a4cl1uzBJ68po1hMCUvtaNXj2K8Zn2Kll0kBfXFogoYijJGEgu0wf/1ctmey1mN5IjB4guW0JA0yG1andPSUCbj28Rfx9t3XIcZ5g6V0N46feYo0lWZt4ZoLL8R508bhkZf+jQ9+XoJq042j9hmCy4+YguioKNmFiw6ZhMTYGHnMGD0E363wNBitg2/X5uGm+17BeeefL2Y73sOOicW777+P2NhYGJVl2JVfjg4xMUgcMBqFpokeXTrhrJOOR1RyGgZ37YNxw7/Awo3bsM+4CZb4ZB+XuCTpR2QWFUh6m1wzSVGrsgwA2F+I1zN/K9zrlwRNQzILtsHo2ies82qkpqPDMaej6u3nauyu7VqweupkjJxeiDrwSJjb1gRfiGK+20DZf6WB5G1omu3yfUQHwOS0ptm+ogSgwbdDmTrEAnCGymkSYBesX3bZZVi1alVDN6vUw6GHHipF9XQ8CxSpOemkk0RM0D2MFtD8e8OGDbJs585W4eY///lPWYZRn08//VSmsUYnUjAyw5orWzAxhY37wLS4OXPmiMCiiKIYDgeaU9DZjW5srMlR2pCwkXqIeICd5Omi5X2kWkW+tLwVt7NWKmgIBYfzzmOH2LrTvawSiNoZULZdsV3IzefSIb7SZ4BvJmVaDlROQWPNqTlPdpoW/2YzyvzNVooYTQs40KPw4vPMbp56nphGCxrv4bF5JqMtjCTR7YzpYAPGWY9++0iTTBalsw7D+ZrcPzaalHoVPupKEePgm8KI4m7N7zB//NSK9vDcMUq1fqm4hnHQXm9vljo4/9jD0SEqCo+/9ZHfHBP/feV5SXtlRPuSSy7Bc3O+w0+rN+GNv5yOd688Cws35OLFuZad860zD8OgrjWC9atla9C/S1a9rz90wmR8+uknEkn3Jz42Bq49RZi8/1ScccHFOHPGgehUUYD08kI8ddWFcBXkwtywFMVbt+DXpSsxsP9A67rEJMDoEIfqpT9i85x3rIL/HTSu2AHs2iE9g8Co14YVcM/7zOrnU1ddBRu/hnnzi8LK1W8IOhx7Zk00he9VsfoOXl9jdO+LDjPPh7lzY/DryiapvYbX6Ran1A3rp8xdO5tu+7vD6MGlKBGgQb9uTF9i401aANt32zmIZa0E76BzOged3bt3j8Q+Kg7OOeccye22C/39YXE+DQRofcxrwOgOC/RpGECOPvpoiZhQYHDeqaeeKmYATOuKVEoXo0mso2HKBgcC999/P84++2wRvKzr6dGjB/r169cgq2g6p/H4//GPf4igptBR2gjeYuc2irMOgfBY/Ad5ImJc1kBLIk+eyAoHixyc0VDA9AgkCjqKlkCmAawTYPrRpiAWqxwQSmTHbQ0WJcLFGaY0kqTLls+y7IvSRCl9YhoTxp1yyz52HszC7TB6DpYGlEyrY7NHr2ikeYDc0Y+VnjfulQutNDVpMMm0qppjcf/+PVxZXRtV6Mwoyx0Xn4HT/n4vDp2wD1ITHc5hfo2k3/3oY9xw6onISraO+aKDJ+LOd7/AeQdO8Fnu/g/nYs3WfNxz6ox6XjwWGUP3kX44/kjtFAXIlpX44om7sHLDZpx3+4MY2b839hs1zLvcnvJyXHrnfaisrMDf7/8nZt15lXzXmjFxuPejb5FQWYI/x1i/1X9/8zN8+OtSjOvbHVfO2B/H3f8iYqNrhgJ3/mE6Dh3hW5Mp8P1jGNiyZQtmzPA9JkbfTzzxRHHNpLEMo+psH8Dvev4mjR01EtEZWaj+Zjbcq37HnLVb8O8VG/HspAG+kc6MTojaZ1+4Rk2AuWODrxGCk6gOYpaAlEytpWnNNMQMRVGaW9Q888wz+Omnn+RLkxGAefPmyXQWnnMabYDpUMUcZKXxLF++3Kc2xvk3oYh08sgjjwTdFl3Q+HDi7Anjv+1XXnmlToHBRyBo68yHjf0eCcTs2bNrTXPuByNTTtgPSVGaE7lDHXDQ7BBpHNwzKsK75BQqFCy2vS6nMQ2LuetlnruXEp1yBfzhN+OSYUiH+kA56R47Yjf3x7Rei1EjjzuWdLZnN/jWegebd/y3rJH9Nn/7xrJwTk6HwV40FC0UfiXFcNMum7UdPAcUTYzqBBLGHPiyCJ/1Go1gSO/uOOvIg3Hd4y/iob9eUDPD7/Xy8rbi8n8+A5ekCoqMtBpUeqiqduOWt2bhx9Ub8NxFM5GWWPd1MAaO9VgS+yIib3ehCBpG8GJjojGsXy8cOWUCvvzlN6+oyd9VhIvvfAQx0dFIT05CRlICvlq0HFNHDpZzXbh5PRIHDLEaaJYU4e15i/Dvy07D8B5d8MEvS3DAkL547Jwak4Sg8BoZhkSt5s+f7528aNEi/OlPf5K0YGZwMJrFiBPHCcwI4DzeSOvcvQ+MY0/H22+8jltf/wLDu3SC0XcoYJgwaAgwaiKMzjkw9/CYVwSvo0nOgKvnUKnXC8uSXKmN1G752Y9HEn9rc0VpjaLmgw8+kC833oE5+OCDvSFz9qNhzxPmHn///feR3ldFUZQWwqxd+8E7zEz1YvE+B1dJ6dZAjL1p/MUIB96yTJpV18IUKg5a07KB/I21BBOdzgIXvXuiIraRgDN9TQq+PVb7xTutCEhrhE5fdj2Fpx6I7lpmfm7tc2yn0NUT4XNvXgkXjQMaycUnHIE5Py7AU+84HLv8ei5lZWXhgfvvx4iumXD/PAclpXtQUGKlIVZUVeHS599FYWkZXrv0NGQm1z2oY38ao0svGGyE6k9FOYpW/obj/3Ij3rz7BqR5tlVRWYXM1BR5vnl7Ps666T5MHD4YyYnxMN0mendMw+tz54moeWPuj/jw+1+AH35Fwc4j8PHsOXCbJs564nXcePzBWJW3A4O6dgzp3BhptZej+cy1116Lq666SsQOU883b94sacI0f6ExDNPTmeZ85pln4qEnn5IbXGeedTbm//orok/7k1UixsvLPkS5qwP2AZLPS3I6XJ17WS56vEmgNBqO44zsHsFcyhu5cReMVLsprqI0Dw2K2/JLi+y3334Bm0SSHTt2NHbfFEVRWgkBIgRMJ+OdSE5n8TUH56xTCOb4QyFCBylGUrgpLse/M7tbFstOKIBoQuCzC64aQeNvTuAUOYROYBEy/4gkTKcy8/1rhOCoC3LVfoSSspi7zhJ1jawXoknAPy4+Ax98/aNPk1InRx11FB597DEUuOJRPmRf3PT2bNz+zucy7453PkfRnjK8cPHJ9QuanH4whtDkIHDambl9A5JjO6BzZjoefeM9VFZV4ddlqzDrh18wffI4+fuifzyMaWNH4uYL/ogPv56H46btiyOmTMRPy9dic34BZh4wHkdOGIULpk/FjZddhO+esBotv3/V2Th23DAs37Idv6zZhINufwoH3/4U/vX5D4F3Ni5B3Nj8efvtt6VmkmnNhJEa1nuyV5kNszfs5s+09ad7Z+8+fUTIGcmpcPGRlCr1V67Bk+AaMRWuAePg6jta+v24hu4H1/D9xcKaPXZU0EQWIyu7Qf2D6iWjY6t0sVT2bhr0juOXGAlkCMBQNElJse4kKc0D75j5u4nxb05XFKVxSN6+v22sLS5oeEDBwSaYoUCHLgobDsDZW4ZCKDkL6Eib5LSaAYZ9C9t2i6KFM1OegrmtyfRW3giZ9TTsSRNpeD557CmNd+Ac3q8Xzj7qYOsPbs9vwMd0KtYEHnv88dj/xNNQnpyFOy4+E8V7yiW1a+nmbdjvpscw5tqH5HHB02/5vkBMHIyR+1uChmIhEJ5aGnLfFedh49YdmHzOX3HTUy/jrkvPxYAeOfhmwWKs2rgFb33+Ncb88RLkFxbhD9ffhVdnfYWD9hmGN+d6hJkHc8dmiQw5YWoc088+uOpsPHneCXjrh9/wzo+/19odI6dvrYJ8/r6wvvGCC2pS9Wjbz55jNIth7S3NahiZsXuO0Zo/GEwlY8oko5QiXjK7wsjoIm5tYjahts1NA89tt/Bc7ULBNWi02IkrSnPSoNta7ErPcPKNN94oDSFt/vWvf+HZZ5+VkGYgZy4lstBBjHfBaI+8ePFiKeDcvn27uIrxbhnrb5gSMHToUCQkJHiXVxSlAbAGBn4DcvZboRApDLE/Cu9gS2+WXVb9CCM9rL3ZubnGqcxOT7Pz0RlxoR1ufUW3XM4ef9O22e+zLkXndh8c4rHPjpQbWkjY1tWR2I5Pg1IKAbcMhMPtVbP0dauflhM24uRDBtYdosWi3obmJEyx5sO7O2wKWrwTv7/U32pU6W9XzGgTXdy69YPRpbdEPgLVg3Tr1k3qCc2dud7zlJ2Zgaeuu6zWsozQLH3L6jF26T2P49uFi5EQF4tXPv0f9pRXIC66Ay452iPOSFE+jG4DfLZx7x+P9D7vl52FP0wejf8tWYXjxteYEPB9avQYXCtF7rfffhPXzKlTp3qn8Xfnsccew8033yzuqGwtQLdLNopWWicGbb5HTYa5YVXkborw/d13mJo4KM1Og37N6GLFDu80BGA3eXG/AfDggw/K3Ru6al100UVoSviFySL2rVu3imsX7YMD2WE6YdTi0UcfxTvvvIPCwkIZ7POHaeTImlxsOnLRNtkfZ5+V1gAFCn9QWGTPQvpAfWaYJrhgwQIRoEOGDJF+NfxxUWGjKA2Anxv//hoUBBx8MvWM84OlfPErUtKYWP9Ca+hqqw4mIa2mkaM0Kd0OFAFmfDKMuGSpjQkZESyeTLlkK5ddord8vQoOugusyJCT2ESYXJZ34ek41tTudJJi1ohUFzlGmiNUeqJW7pqBGI8tNh4m7/KLyGzksWR0sQweQkAiLnEJcKVmec53eU30SMRqkvX+YCSinu9f010dVjRr565ifL3gd7x19w1ITfIIYdONk6+9E3Pm+3aKN2WfLMoqK/HIp9/iooMnITk+VqZVVFUj1q8RsmvIhICpZ3PnzsVBBx3kk2rG3yFGZdirzNm77A9/+EPIx6M0P0anHBgDRsBcsTAi23NNPtwyplCUtiBqGGKmmKFRwMqVK33mDRo0SKYPGOB7RyiS8LXp4EWXFTaUZF4vnVdeeukljB07Nuh67MtCq2MWMdJ2mNuhexeth3v2tDpJL126VP5/4YUXpJGlDYVaa4JihbbMDPHXB39oaK+5YsUKHHbYYd66J0VRQsdgHxjaMBc5uq1zgM4BNutfKFo6eKyW7SiCuHV56kK8tTAen2eKGIn+BHgtpqixtwy3ycF7SHgG9xyARnWo6d2Svzm4kxSFAB+sR8nIgRnCoLtRsFliYipMRjPCQQIzdKCr8Jgq+N1RZppLVSXc29bD1WMI3GzsWVnmEWlGw1JyOveCQUESBt56D16D1Eyfgb2/s6TzJiEt771Q8AYqlg/C+199j9ED+qJf964+0+mS9vrcH9GzUyZKysqsiQ5RGxcdjW+XrxXjgL/O2B/rtu3Ev7+dL712vMfTfzTQMSfge4KRmunTp/sev2Hg0ksvlTYC/K15//33pUcZxY/SuqM1romHoHrbJqAwv3Hb6jcMRq9BMPzEsaI0Bw1+17FPCl3Qli1bJt3t6XRCT/qmFDO2H/7jjz8uPwIUNXa3ef5oMOxNoRKI3Nxc6WxPwcXeLLbRAb942Uvl9ttv94qa7OxscW1prTAVgpGycKEA4jXbtWsXpk2b1iT7pih7NYzU0H7X27neI1BsBzKpgXE5+sbYRfyOCI7du8YWPYEwTZgcgKZ3tkRJqDCdLK2zJba4/o5NofWKoFDYvgHI6gYzNrHpetrwrn5mF5gbAw/wg6eseQRasGNJ7QiTQqC0CO6CPLh6D4d77SKYFDbSrDSM42HNS69hMCnAEBlYHB8yzhTBEPjv/77DaYfX/j4/+oBJePrdT3HQmOF49L+fomB3Ke6+7iqfZR4681jc9vZs7Hvjo0iOi8UFB03A/oP7WFG7gWNgdOsftDCf6c5McfYXNQ888ID0qeFv7cCBAyUlXdPPWj90Kos64jRUf/ya1aC1IdvoPRiuKTNgJOj1VloGw/SvLo8AJSUlkop2ww03RHrTUnR4xhlnSGPJUaNGeafTE59fpr/++mvAqMp///tfsZ785ptvfL6Ib7nlFulyb4uECy+8UL6Y2WenMcdvf4kzRcw2VmgsjLgwQkNh0ljo4MPzp6loihIeTA+SmhiKBtbAMMqxbV1oK9sihl+76V0tAbRjY5BlXUB6F5g0INi1LYRtu2B06VdjLb11bfjN7yiGOvVqUocps6QI7i/fql13EnBhjygsp2Vy8J8qY/zhMFEtdS1Cdh+4UjvCvWWV18DBCEXYpGTB6NpPmla21HejWVkOc91ih3BuJJ4eS6z7MTr1AEqLYW5cEXz5zC5WyhkL9MUmXGlPmLt2wv3DbJgrfgu9xqZDNFzjp8EYNAZGopoDKG0gUlNcXCyRjoULF4pomDhxonQQ9s/BZkoUu72zEWdTiJrVq1fL/7169fKZzvQx2kky1B0oWsT1KC787yxxPe4rhQjnM1LDaYz8sPieLm7sXH/55ZdLEaQ/LNIPZVqkamh4fiMBt0MHH62xUZTwYIG3SQtnfh+Ul1muaKxJYSQh+Fq+WVCsxWHTSVo6B4OCpDBPIi+MGogZQTAhwOgK+9JwvwgH8g3p5k0BUZwPMz276RobMhLStQ/MDcvqX5bHIOe1jsEVB9/pHWFusFKHhbw1cJcWwZXTH1XJmajatgmxlaW1ImMLlq/Ck2++j+S0dNx33/3WtiIYoQmGWVlhCU8KDgo2ily+J1gTJLU3sVZvI/u47cOXHfOk1IW6k+LcFysCxUjNlFah4urG+hq+PtOEeNwpmTC697eMAYK5sintImLj2v9ImINGw1z4HcyNq4Obe/Cz3HcIXKMmS7qlOtQpbULUsOcM/eUpGGw+/vhjiXA89dRT8nd+fr6EnD///HMpTm1IwSnFwHvvvRd0Pu0gObAn/uFsOxpizw8kygKFwJ3rscCRxgMUR3YzMTYRZXoa09fuv//+WuuzsZg/gYr2GwuFB00BQqmhCQVuh9s74YQTEGnOPfdcEb8///xzxLetKK1G2LC3THS8NSClmAgoaoIMPmkDTWTgWgccTBTkiqGAkTNABsDm7gJPLxxDBJUhbmkuq68907s4r77t1kVpkaRzNUnvCu41Bz4DRsPctrHGJCEQpqfuqB5xZozYD+5d22sLn6IdyN+8HlPP/xtmzDgSd91+q0Q/9hTk480PPsJTL/8H3/8yHzldu+LWW26SY25qowSTbnl7dsPctAImrbz9a2cYJekzEmZsAky+n/hb4pO6aNVoiWMdLb7l7xD2WXSQSxpYGhldJa3M53yJ8Inzph0ypZu/mcFqU5m2rezljmg9B8DslCPvUTN/K8zc9cAefl4Nq6lmlx4iksXpjCJcUdqKqKHnPF3B/Pnqq6+kEJDOWuecc47YCdvZbMOHDw97Z4qKisQKMhi0iZ48eXKd2wgWdagvy47r0faYvvuM1NBa035NWng+9NBD0p+ATmstAQUfXc4iCaNS3C6PO1LQhY4pfsnJGoJW9m4knSnKZRXkU+DEJ4eWMkRzALqe1VUj4oQ3iUoKAD7Yw4NuZZ5UKisVrhCoKoeR3Vf2ySwtbliUxvt6bksUUSw1FfHJcFGM/DQ7+L5yejCDAw9GnxFWUX5u7Z5p5RUVOPGvf0duXh7OnDICq77+DE+9Pxsv/OctuQlHN0imJTMVlzWhTYlcpz0lcK+aD+Rvqb0Aa1h6DQPiE+FesxCuHoOtaI6/aJF6m2pre5UVVnoYRWIoqXVs8tkhxirgrud4+duuKBQ3fE8aaVlA36EwaWIhurqJoriK0khC+ib/9ttv5Q4WoxLXXHONWDgyasEoBiMrDz/8sKRwEaZo0f3kvPPOC3tnWKAfzCHG5tVXX5X/mS6WmupJtXBEaIINphml4Tr+ONdjWl0g0UQffooamiL4i5r58+fXWp6vU1eTsXChFTVT4SIdAWJEitvldW3sjzq3c/7558tgIVCanqLsrfDutsmv0tRO1gC0rigJ09TSsq1Uo4b0h2FkwxHd8A53kzJ8Hc8aS0UZTNMdWh1KQ88ZXbVGHQBz4Ve101ts2+a6ttFzCIy+w+HOtVKSfVc3ccGtD+D7hUtw00Vn4K/3Po5Z3/+MtOQknHnGGbj40sua3NTGuy+MnBVshXvpDyJEasG0sIHjgN0FMJf9bplEZOVY0TJGc/ieYvoh65xsFz1PyprJdMTqKmlOWW9kLT3bqv9SlAbi36tIUVobIf2qMiWLXHfddWKhTBhRYT+X7777zrsc5zE0zVqNpqJ3797yPyNHdGCz4d8cTHfv3j2oDTUFzM6dO5GRkeGzHu2dKWjo4sYOyGwWxloap+Maca5nEyjKEWnvBYpIOs00BdxuXTbYocJUNu4nbbVZS8UeRorSrtLRpFahI5CYDpR6jAQoMigMOCBlk066p/GuPJePSbCmMdLSGLhN1kNwm/5Oaw2F2/D0vGkqDO53194wElPgprBhHx3v63v66wSC9SHDJgFZXeHOWx0wmnPVA0/i1Y/mIDM1Bdc/8izGDh2Ip2+6EjMPnYrEXoPg6tI8EXcRmQXb4P7928B1CXSr6z8G2LUdZu6amvXy1llpaElpMJLSZDlp8MnrwsaqcUxPKwMKt8PctU2c3+oUNrSolvQ6rZ9UFKWdixp7UJ+VleUTVXHC1CxaLDsbcTUFjCpQSLDQ3RY1FBEcVNupYoFgZ2PCRpS2pTPrSr788ktMmTJF/mb6HOuCmIo2c+ZMn/ohRnrYrLMlYJSM+9YUcLuRyCNn2hkfitJekXoEVyxMDiwpbtxME/POrKmFsCdFRcFkdId328XdqwGwj01WN6u+wtpqePbFwQ8mtFqNSAgb1pFMmgEzbz3M9UuBXR47WX9xFp8Eo/tAGD0HwSwtgrl5hSV+/Hjpg1l46JW35XlUlAv7jR6GPt264vdV6zBp5HYM7JQDs6qyeZy9ynZbEZoghdZGlz6SOugUNJIiRpcynv6yErz54rMY3TsHfXI6excpr6rGG98uFKvmfSfviwf/ehHMgjyrwN//+lM4de1vRXsURVHau6ixC/+dg1+neKCY+fOf/4zmgA0xWb/DnjSMzFDksPkm058YJbDJy8uTB+t9uK+MxtDF7M477xRDALqnsacN63jsVLkxY8ZIfxpGmyjkGHGi6Hn55Zcl7c4ZvWluKisr29R2FaW9UiNc6h80c2Btsskmnc0Y3QkH1uZkdrUKvD3fzZLWxRS3cLflD5twNoOosTFYF9NrCIzsXhKhMSlsmHol9UoJMNIyZbBvlhTCTatqGggEYdq4UTj5sGlIS0nCnrJy5O8qwsoNm1FYtAz7jhyCgQMHeURG04oaRlLcqxcG31ceV6fucC+dVzMtOQOuXkMlUuNe9Qte+vwHnHPHI3jjpsvQp2snbN9VjKc++BxPvjcHeTsLcdj4ETh9/EAgMRlGSgawZTUQ5ajD4e82DSYoCJvxeiqKorQEEamO9O8q3NTYEaE33nhDCvspPtiQk6LE5s0338Sjjz4qbmx20f+tt94qwoRuZiyQZ+SFwobGAIQRGq7DxwsvvCBRDDYUve2223DSSSehJWmqOhWtf1GUlkWEDesd6IjGfjR1DNgFRoJYQ5OUHjjakJBsbaehaWjcPkVGODUjzlQxDp49KXbhIINuFibLH4C7vNjzpArmtvWh9bUB0D27E1696/o6djjy7pQBobPZ9k1BZzMaY+7YXHNcKZlw9RwC94qfpQ/Sd4tX4KJ7nsA5Rx6E/r174oL7n8Grs7+Fy2Xg9EP3w5+POwxDelm/bebyn6xoTLeBQN5ay9mMaXpd+0qKozNCqCiK0q6bbw4aNEh+cNjw0pmCduCBBwacbkNL5PZIpJtv8hLRZY6NNyMNG3AeffTREb2LR1ch1tSopbOihI58FVMcVJVbtsoUN3axPAUC04fiEq2Hi6IhiNOj2EDnNbxWh8070zrXKUpEyHDf2NOGFtOs97CFDd242DcnNcsSakynCrMXllmyC+6VTfT9EZcEV9+RMBjpaiJ4fsyV82Gy+WcgDBdcIw+Ae9k86zpHx8E1aJxX0KzfugOTLrkJWWnJ6JyWiv8tWIKuWRn403GH4vwjpiIzNbAhjtFtkNWDprIcRsfuVh8RjdAoitJOCOv2zcknn+zzt/1l6T/dnhdpC+L2Cl3KKBCbQtRwu9x+U1uaKopSN/J9ysgLIzexCUC126+XSFRI4kAMA2jHTBe2YE3z6okC1Slo6Iy2YxOwMzdwMT8jD+zFwpQ6psZ17gkzJSu8xnwUcDwfETZdEaSgvom/7yorrD40wUhIsgr9PVE5o+dgq66mZBcKindjymW3YseuYmwrLEJM/2i8cN0lOPnQAxDNfiD82aW1Lq+t8/oy9XD7ehgdc2BmdIFLGyEqitLOcIVzFzHchxIZKDiYKhesB09DYQoft6uCRlFaF3SpYj8R6QJvP8L5/EsBfrfwTAO4LNcJMhimk5cU6K9ZCGzfGNydzEllGcxNy2FuXCoOXWHB3j9NgJGQ0vTpWPz921NHz6KEVGBPkfWc7masF5K0MeD+Nz7GlvwCuD2/oQtWrsNZ/3gMaYechndnf2E1QKSYoSkPBRofYvfssuqRVs2HK5RroyiKspcR0jc7C+yVloWObzQ9+P333yO2zcGDB0e08aaiKK0DMQxgtKdjD2DnlvrrUSiCMnI86Uq1hZDcpGL0Zd1v9faPCUjxTpjrfwd6DYNBI4P6YMpaahbMUJqZhgML59n/palhCmEdtTsGRYhH5BlZ3WBuXeedd8u5M3H8wfujoqIcu4uLsbukFMV7ylBaVoGJg/pYFtZuh2iR1MQ46//KKmB3IcyyYssJTVEUpR0RUk2N0rI1NYSNN7ktur7Rirqx0BGOhgvcz0hHgBRFaWV1OpVlIiysxp32V75h1eckZ1iDYhb3B6m/kJSz1fOlKWejYBpat4EhpaKxL4t7+bzIFvazGL/HEMtKugkxi3bC/fNnQecb3Qaw8EaspV09h8K96CvrOOX8G5ZwYaPOAD14rA0EuE609WbUhvU0XfrA6DNKDQIURWlX6DdeG4HCgwLksMMOwwcffNDo7XE7KmgUpR3V6TBCQpFj38fiPEYu6hn4cuAt7mONFTSkaAdQnAUzvXP9jSCjrX4tzihGo3BFwZXdp8kFjVBXSi+vR2oWjPhky8qbQpP1TxSb9jmR6EuMV6TU64hHKIDK3CJUzT0lMPi3ihpFUdoR+o3XhqAA2WeffVBYWIivv/66wdvZf//9ZTuKorQfGnzXnulmNAWIEOa2DTAkOhRb//5m5sAsyvcM+huH0blXk9Xp1IJGBEwx8xeCaR3h6jEY5s5cuFf+Kr1q0DHHqpGhkLFrYSS6Vi7F/+wZJEKIDVrZt6cuuB0u523GqiiK0n7Q2/RtEFppH3XUUT4NUEOBy3O9adOmNdm+KYqy9yDmAAW5kXUh46C7riJ6v9oTpmdJxKIRGFk5MDK6wmBxfXNAMUIDACdZ3eDqPhDu5T/CXL/ESjfjcvJ/lHWOPdEzLxQxjOQwFS0uyVpO7M/qgM5oTDfUxHJFUdoZGqlpo7C/DJuOzp49W6yzWXNTl8sZTQHYP8au9VEURakXpjDtbmC/mzowmYbG5qGhpL/GJsDVeyTcm5YD7IkTDnSR69wTRma38CylG4mIsS594N6ZZ01I6wRXl15wL/4OqNhjRXIoXrhPjKqIaHTUOrk8wsVOF6TRA8UPa6BonlCXyOR2GelpriajiqIorQQVNW28xuaEE07A9OnTsXjxYmzZsgXbt29HZWUloqOj0bFjR+lDQ9tmupxR+GgNjaIoIcPBMxtrRhpGHzjwdsWEVhcUlygRG/Z+kfqeUGpMEtPg6tpP1m2Rgnm6rFGE0Aygx2BPo80yK+WMx0T3s4KtUtRvUoD4CxU7aiNRHHdNShrT0Rjtqov4ZKsPTmyCNt9UFKXdoKKmDWMLFAqW0aNHY+zYsT4/YHQ+cjbWVEGjKEp4mL72wZHCjjyEgcEanMwcy5K5ZBfMXdthlpdYdSsUBBz8cxAfnwQjo4vU7Mg6LUVsPFwD9hEnNDbFlAgLU8ichf8i7DpY9UX+9Td2lMbwGAjwu53rsb6G0Z1Azmie5YykdCvCRlHF2h5FUZR2gIqavYRADTQpcLSxpqIorY4G1ntIuhoH6XzQHtpd6bstDurZtDScpqNNBL9/zdSO0pfH/cssK0LDCIuzMabphrlzi9WrZsuqwBuSCE41nROs46tgtCa2tqhx3NAyOnaDO3ctjMyuTXV4iqIorY6W/+ZXIgIjMoQ9bNjPxu5lY09XFEUJH0/6U6RhtKGRaVEs+jei46R+xfugDXQrEDReOsRIpEYiMf6CxoOZtw5Gp551n2cpufFEthg5k4iM8zg9/W14TtM6icGD1B9pXY2iKO0IvY3fxmGdDIXLb7/9hp9//hl5eZ7CVADZ2dmSkjZixAgxC9D0M0VRwoKDZEYYImCp7APTotqD7TB7/NAUgWKGdsuB2LMbZuFWGN0HwdywOHAUS/SfWeOUJmlr/J8NO1011yqqgzQXdW9aYU3T3tqKorQjVNS0cUGzYcMGvPHGG9izZ0+t+RQ4H374IT7//HPMnDkTPXr0UGGjKErosMA+MTXiosZIyQzN+awZkWJ920XS5YpMxIdCprTYqoWR6IqnTsZPbJjrFsM1cipMRlekJxCXCeTe7BE2fNCeWoQSIzScZ8DoPcKKDJUWWYu3pqiVoihKE6PfeG1c0LzyyisBBY0TzudyXL4u6+dIce6550qEyMlHH30k0wYOHIghQ4bg0ksvrbXejTfeiGHDhskyw4cPx5133ukz/+mnnxYra86nRTWFWklJSZMfj6K0VwxXlFV0X19vlHBgPUx8MloDZlUFzLISaYZpblwO9/rf5WFuWm5NKy+FyeajDX8FPwtmChCXFWWxi/95at3V4o5GlzRk5dSkkiHAw2sgEFWzPq9Tv1Hyv5m31nop9vZR5zNFUdoRKmraKEw5Y4Qm1JqZcJdvKFdccQW++eYbn2nr1q3DlVdeiczMTDz55JM49thjMWvWLFx33XXeZW666SbZv4MPPhgvvviiCKAXXngBr7/+usz/7LPPcN9992HQoEEy/y9/+QsWLVqE0047rUmPR1HaPawHSesYsc0ZWd2l1qQlMasrJSriXvc73Eu/g3vdIpg7NgKF2+Rhbt8o09xLvoN7w2KYdFsLUA9T/wuxx0wQUSSChD/BHuGxZ7f0sTE694bRd7R13uvCFizJmXAN3U+iTOaGZTUuDBSOTVEPpSiK0krR9LM2iF1DU1+Exh8uTyEwcuRIqbGJJOyTc/755yM/P1965Di57bbbxAnovffeQ1xcHKZNm4bVq1fL3//4xz8kevTmm29KlOahhx6SdSZOnIgJEyaI+Dn55JOxYsUK9O3bF//5z3+88z/++GPZjqIoTYfBov7sPjBpEUwr5saQmCYCqSVTz9i/xdy6HuaODfXXnDDNq3Ab3Lt2wOjcC+jYPTybaG6fy9fXV4fihq/FqNGir2Hk9Idr+P4wC7eLOxotrGu2YQDxSUBKRxjpnWBERcOdu7pWk1RXpx7N2nBUURSlpVFR0wahIPnpp58atC7X22effSK+T7Nnz5b9eumll3DDDTegoKDAR/DQtICCxoYRmQULFohYYe0PhdrZZ5/ts8158+Z5nzNdzU5Zowh69913Zd0BAwZE/FgURfEjJhZGjyEw1y0KXvBe7zbiYXQb2KK9YyhomF6G4p1hruiGmbcGZtluuLoNhkFL5VBWo6hhTZJd41JX1MV0vBbT33JXi9Wz0bEHjF6pNU04mWLGWifDJddDxGYgIwb2qlEURWlHqKhpg9CueevWrQ1alwKC68fExEQ87YyPQLDupXv37j7TGHWxBQ/T08iuXbskOsP/KYDOOuusWtvkvrPehnCZxx57LKLHoShKbVg0byamwOg1HObGpfVHHvyJT4bBehHWebQQZmUF3JuWhy9onDA1jalzXfvBCCGFzmANY0a2pLPVv7AnWmNTXQVz6zpg6zpL79h1OHw65mCY5eW1ojM2rp5DtemmoijtDq2paYPYPWgaSmVlYwpfw4eRFX8RlZiYKP+XlpaisND6Yb7jjjtwyCGH4P777xczgSeeeALPPvusz3pVVVW46667JGrD50ceeWSzmB8oSnuHpgFISrPqPdKzQ3PWYkQhuzeM3sNhxCVKGmpLwL4tYq1cuLXx29qxScSERGHqXbgaBiMmoQgMrzFAEBghY8PNjC4w9+wG2Hg00GaYJpec0WLnWlEUpaVQUdMGaWyUxb/mpamhjbS/ELNdy1JTU73Hc9hhh+H222/HjBkz8NprryEjIwPPPPOMz3oJCQk47rjj8Oc//xl///vfRRS9+uqrzXg0itJ+4UDZiI2HwUjFgHEAm0ayTsZupslHdJw1qM7pL8vQGKAlU84EupxtWRmxzbm5rVCiVdFxMAvyrChVKEitUR1ihH1ouvUHSoqA8rJas42O3WB0G6C1NIqitEtU1LRBKAJYo9IQuF6kU8/qg1GZnTt9Uz7sAn/aM/fu3Vue+9tA5+TkoLjY6o/BfjvPP/+8z3zW5ZC1az0WpoqiNJt5gBGXAINRmJ5DYfQfC2PQROvRb7TU3yAzB0ZMHIwIm5I0CPZ/CTdlri7KSsStrF4MQ1zWJFrD6FaowiZIlIXn2qRDW4cYqe/xEtXBug49hso5VxRFaY+oqGmDsKjeXwCEyrhx45rc1tmfoUOHIjc31ydaM2fOHIkY9e/fH0cccYRM++qrr3zW27RpE1JSUuQ5Bc0999yDsrKau5M0C7CPSVGUForcRMdY4sX5oOhpJelP7DPjloaWEd7uzi0w6/sujY6FkdFVanlcfUZIBCskpJeNr7hh5Ivpf+aW1TBosc3aIJ7nzj3hGrafpJ2FamCgKIqyN6Kipg1Cl7ERI0YgPj68olsuz/UibedcH9dcc43UvTCt7IsvvsD1118vzmfsV0PS0tIwadIkfPnll7j11lvxww8/iBMaHdQuuOACWeaqq66SbRxzzDH4+uuvpd6GtTedO3fG9OnTm/V4FEVpQ7AWhZGVCMOmnVLjUge0rqaDGei6tnEZXAPGAp16hPgKnj42HWJg9BkpdtLmqvkwOvUQ4wDXgHFwjTjAitAkpLSOiJiiKEoLYpghVTsq4cB6kaSkJHm+e/dub1F8JOEAf8OGDXjllVdCirxQyPzxj39Ejx49pMalKWGxPwXJzz//7J323//+V/rVsAaG+8Jl/vnPf/qsd/HFF2Pu3LlyPLGxsTjzzDOlaadzG+xrw5Q0HgPNBNiI0z7XiqIoAW2cf/eNAkcE1rcM3rfedC/T42Jmrlss7m9GzgCrxmfTirqd2ChoMrvA1X2g1fwzdy2/yOEaNgUG+9QoiqIoPqioaaOixils3njjjTobcTJCM3PmzGYRNIqitC/oLCYRi6pKq3lkxR7LmpgRBg6+aRzAmg86oe1NosZwwTV0v5BqWGQfVv4K7NpuTUjvDCOzKwwY4srmbGxqxCZYLnOpHWHuKYa5Y7PVfNMw4Oo/RtzPWrJ5qaIoSmtFRU0bFjW2sGFkY9GiRdJYk31onKYArDdhXxdGR1TQKIoSKUwKl8oKmLu2Sf+WoIX4jDgkZcDI7ALEJjS7uBFBsfhr7nBkN9whGi4aI8SElgZslpdawqYov2ZiXBKQmAwjNtFykOM+MopDEwIKGfucsnapz0hLCHE5RVEUpRYqatq4qLGhsKFwYTE++9CwCJ8uZ/Z0RVGUoJEWs1rG0wbrT1ixwWabhssyF2aUxa/o36yqAkp3wcxb440w1I8hjSgNuqI1o8WziJpVv0S+riYxFa4+o8I6FrN8D8zcNTBzV4cusuISPSYD6TCiVNAoiqIEo2XyAZSIYwsXChmnZbMKGkVRgtV6WA0dq4A9xVbqGAUKB9tstMkIBNPHYuLhlvSxKBgUO1WV0nsF2zeE+4rAzlyYpcVAt4HNZz3MfY9Psgr7I4gRnwKEKTLY4wfsI5PZVYSNuXMr4K4KvHB8spgCGFld5Rq0Fjc5RVGU1oqKGkVRlDaGBNg9d/rDra/guhQ0RlW5JU5YzyERGj9KCmEWWA0kxUI4Md0SN6wLCVvQOCjbDXPzcqDboGaJ2Ei6W2Y3mAVbI7tdRpwakNIr6WPJ6UD8SBg9WYdUCrOkUBzSGCEzEpIlCiSCKSZWhKSiKIpSPypqFEVR2lJkhXUWlWVWMT6nR8UAjHpwsGxE1TnQFjFUWQGDqWM7NlpRmvqoLIO5faN0sTc69pBmko1mz25LUFEYNEeNTVyiRD4kIhUJ2EyzkT1hRNzwwTqj1KzI7JeiKEo7RkWNoihKaxczdBQrZeF4TfNZH5hZxZSx2CSYcpefdTABxA3Ty3bvhNmQSEtFqURYjE49rX1ydrRvCPmbgZQs2demhqluru6D4F75c+MNA1xRcDF9rhnrghRFUZT60bi2oihKK0TSxChC6C62a2twQWPDKM6eXUD+JisS4pdS5rYtlxl1CRe7nqO8BOa2dTA6drdEVGPg8RXkwQyhz1ZEYI1Kdp9Gb8bo2l+iK4qiKErrQkWNoihKK0PSxKrKgZ1bJEIS3spuoGgbsLvAKxjocGZUV3oiNA2IVDClzU5VK/fUgKR3QaOhvXGwQvkIwzQ3I6s7jM69G76Nrv1hsE9MC/XcURRFUYKjokZRFKW1wWaWrDlpzIC/tFAiN4zYyIO1MMF6ydSLy9dMoHArDKa5NTZaw+MMpa4nQhjRMTA694Kr90ggnPSxmHi4+u4DI6ub9olRFEVppejtJkVRlFaERFeKIxTBoJCJTYLhroLpbPrYkPQz9rOxoUhic0gWzBftaNw+lpdahfzNBEWJmdYRroRkK/0tf4u1D4GIT7JcztI6WS5waqusKIrSatFIzV6E2+220lY86Sv8uyU499xzMXbsWJ9pS5YswbRp0zBw4EAMGjRInq9Zs8anYenJJ5+MIUOGyDL77rsvvvvuO59tvP/++7Jdzh88eDBmzpwp6ynKXgVrZ8oj9b42YXJb/C6g2UBDkbG8X9raniIYsREQI81VU+OAJgoGXccYtek/Fq4hkyV6Y9BmutsgaarpGrqfFZ3p2AOG9olRFEVp9aio2UugiNm5cyc+++wz/Pvf/5b/+bctcpqLK664At98843PtN27d4tg2bVrF+6//37cfvvt2LFjB0499VTvMieeeCIWLFiA0047DU899RTS09NxzjnneIXPunXrcPXVV6Nz5854/vnncdlll+G3337DmWee2azHpyhNibiKMW0sghhMEQsWiQgV+RrxG9Sz1ofNJBtLC4oFETcxcTDiEmGkd4arUw95MDIjoofzVMwoiqK0CTT9bC+AwuXHH3/Ep59+6jN93rx5OPzwwzF+/Pgm/2FevHgxzj//fOTn5yM62jfn/M4770RFRQXefvttDBgwQKZt374djzzyCLZu3SrzKF5mzJiB66+/Xubvt99+GDlyJG666Sa8/PLLsi6P87nnnhNhw0jOrFmzsHz58iY9LkVpVngTojERlUC4Olguao3ClMaQMB1RFbqpdYjAT0gkhJGiKIrS7tFITRuHKWYUEv6CxobTOb+pIzazZ89GVFQUXnrpJXTp4uuKxDSyrKwsr6AhF198saSkUaD89NNPMu2II47wzu/QoYOss2zZMvk7JydH/r/hhhtEBP38889YuXKld7qi7BU0Wnw0Efz+qKOpZ4PhzZbomMhvV1EURWl3qKhp4zACwwF+XdQ3P1JpZ19//TUmTJhQax7T4Dp27CipYkOHDpW6menTp2Pz5s0y3xY7toCxYbpaWZnVm+OUU07BmDFj8NVXX2H48OGSphYfH4+33nqryY9NUZoN2jhHGncVjA6NFA60ifa3MeY2qxppZpCQSq/lxm1DURRFUVTU7B2ipqCgoM5lOL8l88KrqqqwdOlSrF27FrfeeisuvfRSbNy4Ecccc4xEmoYNG4aUlBSppaFoKS0tlWX27NnjNTvIy8vDpk2bRBDde++9OPvss6VW59hjj22x41KUiNME5h6SetbYZpHcL6af8eFMG2tkrY6Rnq0WyYqiKEpE0JqaNg7TylhUXxecz+VaStjwdV0ul6TCJSRYgyumnV177bV49913cfzxx+OFF14QocK6HMLUs759+2LLli1eRzWKnHfeeUf+PvrooyX6c8899+Cjjz6SehxFafM0wWfUYPQnJt56NKZeh31qGJ2hOxuJT4HZGFGTkAIkJDd8fUVRFEVxoJGaNg7Fir99sj/1zW9qKGSSk5O9goZMnTpV/mcEhzAtjWYHc+fOxZw5c/Dtt9+KXXNaWprM37BhA3r39u0Ebkdp6IKmKHsFjU0TC0TFHpiuKBgpmY3bDkUN62qYhsbtMXWMfXAaAtfP7tP4tDhFURRF8aCipo3DCEhmZqa4nAWC0zm/JdPPmDJWVFSEwsIaq9ovvvhC/md9DFPMJk2ahEcffRTZ2dno3r27uKIx5WzixImyHAURhY0Tih8yatSoZj0eRWkyOoTR5T4cqsqsRpnRcY3bDi2nuY/pXWCWFFpCpyGCJmegFTlSFEVRlAhhmM3dyKQdwAhDUlKSPGfdR2Ji03fL5mWkyxlNAVhDw5QzRmhaQtAccsghsg+2QQHtmulsxpSym2++Gdu2bROb57i4OK/z2UEHHSTT2cOGAua6664Tk4AffvhBzt8TTzyBhx56SMwC2KOGFtIPPvigRIC+//77Zj0+RWnSPjUFWyLvgpaWDbNDLIw9xTC3rKrdSDMc2NOlSz+Y2zYARdvDWzc6DkbXvkB8stU/R1EURVEihIqavUTUEPtSUsQ4nzc3/qKGMJ3sb3/7mzihcZ969uwpPWdsS+bc3FycccYZYiBAaAtN4wCnDTQjOc8++6wYCdA+euDAgXjmmWdEuCnK3oB8bkuLgOIwxUJdMF0sIwdGVDTMynKgeCfM7fycNeCrPzoWRpe+VpSF+1pSCHPHpvoNA1wdgNSOMDK7WtvQhpaKoihKhFFRsxeJGkVR2j5mdSVQkBu5aE1qZyu6Yrgs0VRZAezZBXP7JoCvFSoJKTCyusOMjoXL41gm2+N+lu+BWbwTKC+xtk/BRCETGw8jMRVITBNxZfjbQiuKoihKhNBfGEVRlFaERFRSOgI76fzXyHtOsUlATIIIGm8UNzoGpisNRmwizII8q9i/rtqYmHgYqR0tYdIhGi6HMJGIS3Ss9UhMsWpunPfJKGQ0zUxRFEVpBlTUKIqitDboCpbSCSja2vBt0BQgORNGlK+ooBCh65hJoZPVDUZGNrBnN8wyZ5QlCoiJgxGfLILFjIqWKEtdaWMinNTNTFEURWkhVNQoiqK0MhjdMOMSAVe2VYwfrstYXJJH0ARvbCkiJaoDTHc0EBUDJGfAqLZex6TwobBhf6sO0dAKGEVRFKW1o6JGURSlFWK4XDBjE4GMGCtFrHy3b2pXIBgpScywallCTPvi67D/jAgXjwhSEaMoiqK0NVTUKIqitFIk3YupYilZgDvDKsSv2GMV+LvdlvpgQT57xzCyQ1HDPjDqLqYoiqK0M1TUKIqitHIk6sJHhzSYrHORiI0dtTFUyCiKoijtHssSp43x4osvSi+UESNG4LjjjsPcuXPDWv/ll1/GgQceGHDehx9+iBkzZsi2p0+fjnfeeSdCe60oihIZgWPVw7B4v/4CfkVRFEVpD7Q5UfP888/j7rvvxrHHHotHHnkE3bt3x8UXX+zT6LEuPvroI9x1110B53322WfSIHLy5Ml47LHHMH78eFxzzTWyjqIoiqIoiqIorZM21XyzrKwMU6ZMwcyZM3HVVVfJNO7+KaecgoSEBBE8wcjPz8c///lPvP7660hLS5OGmF988YXPMocddhgGDx6Mhx56yDvtiiuuwJIlSzBr1qyQ91ObbyqKoiiKoihK89GmIjULFy5EUVGRpJ7ZMO2Cf8+bN09ETzCefPJJfPPNNxLdmTZtWq35mzZtwrp163y2bQud9evXyzxFURRFURRFUVofbUrUrF69Wv7v1auXz/SePXuiuroaGzZsCLouozlMLzv00EPD3jZZu3ZtwPVKS0sDPhRFURRFURRFaWfuZxQC7733XtD5nTp1klQuYqd22djpXfb8QPTt27fO12/otkePHl1rmptWq4qiKIqiKIqitC9Rw7Sym2++Oeh8Fu2zgL8uXGwi10DqEyKN2baiKIqiKIqiKO1A1GRnZ2P58uV1LvPqq696C/FTU1O90+0oSnJycoNf316X2w4lgmMzf/78WtO4TufOnQNuT1EURVEURWld0HBK7fHbNq1G1IRC79695X8W7rOPjA3/jo6OFnvnSGx7yJAhPtuuK32NHwJ/nKlqtrhRFEVRFEVRWifqVtv2aVM5VaxfoYhgwb8NLZ1nz54t6WkxMTEN3jYNAbp16+azbUIrZ5oHcJ6iKIqiKIqiKK2PNhWpiY+PxznnnCONMRmZoch5++23sXjxYrz00kve5fLy8uTBiEs4QueSSy7BtddeK31sDjzwQHz++ef45JNP8OCDD4a1n1lZWdi6dWu7CmfS6GHfffeV5999913ACJayd6LXvv2i1779ote+/bK3Xvu95TjaM21K1NjCIyoqCm+88Qaee+459OvXD48//jjGjBnjXebNN9/Eo48+KqIknAjL8ccfj4qKCtkuxRLT2e6++24cccQRYe0jTQXo1taeoHCzzRQYvtUvh/aDXvv2i1779ote+/aLXnultWKYzN9SlAjcubHtrWmeoF9y7Qe99u0XvfbtF7327Re99kprpU3V1CiKoiiKoiiKovijokZRFEVRFEVRlDaNihpFURRFURRFUdo0WlOjKIqiKIqiKEqbRiM1iqIoiqIoiqK0aVTUKIqiKIqiKIrSplFRoyiKoiiKoihKm0ZFjaIoiqIoiqIobRoVNUrIvPjiizjkkEMwYsQIHHfccZg7d25Y67/88ss48MADA8778MMPMWPGDNn29OnT8c4770Ror5WWuvZVVVV46KGHcMABB2DkyJE49dRTsXDhQp9l1q9fj4EDB9Z6HHnkkU14NEowvvnmG5xwwglyvfhZffbZZ1Gfl0won91Fixbh9NNPl4Z9++23Hx544AFUVFQ04ZEoreXa77///gE/4zt37mzCo1Ga+trbLFmyBEOHDsWmTZtqzdPPvdLcdGj2V1TaJM8//zzuvfdeXHLJJRg2bBjefvttXHzxxXjppZcwduzYetf/6KOPcNddd6Fz58615n322Wf429/+hjPOOANTpkzBnDlzcM011yAmJkZ+MJW2ee15vd966y1ceeWVyMnJke2cddZZePfdd9GzZ09ZZunSpfL/Cy+8gPj4eO+6cXFxzXBkipMFCxbgoosuksHp5Zdfjl9++UWue3V1NS644IKA64Ty2d24cSPOPvtsjBo1SkTu6tWr8eCDD6KwsBC33nprMx+l0pzXnsJl69atuPrqqzFmzBif9VNSUprl2JTIX3ubFStWyDK8geWPfu6VFoGWzopSF3v27DHHjh1r3nPPPd5pbrfbnDlzpnnWWWfVue6OHTvMG2+80RwwYIA5fvx4c9q0abWWOfTQQ83LL7/cZxr/PuSQQyJ4FEpzXvstW7aYQ4YMMV999VXvtPLycnPq1Knm9ddf7532wAMPmPvvv38THoESKuecc4554okn+kzjdR89erS8DwIRymeXn39eY15/G74vBg0aZG7evDnix6G0nmv/7bffynf/+vXrm2jPlZa49vwsP/vss+bIkSPld53XeOPGjT7L6OdeaQk0/UypF6YMFRUVSfqRjWEY8ve8efNQVlYWdN0nn3xSQtuPPPIIpk2bVms+Q9br1q3z2TY57LDDJDWJ85S2d+2///57uXvnXI93cKdOneqTurZs2TIMHjy4iY9CqQ+mhPB6BvoclpSUyN3bhn52+flnCiKvv83hhx8Ot9st85S999ozEpuYmIju3bs38VEozXXtyVdffYVHH30UF154oUTrAqGfe6UlUFGj1AvDxqRXr14+05lCxBD1hg0bgq57yimnSJrCoYceGva2ydq1axu9/0rzX3uux8FMx44da623bds2+cG0Bz18zvfJ8OHDMXnyZNx3332orKxssmNSEDBVhOc8nM9hKJ9dit7Nmzejd+/ePstkZGQgKSlJP9978bW3P99paWm47LLLJP2MtRVXXHGFfAcobfPaE35Xf/HFF5KGHBUVVWu+fu6VlkJrato5paWleO+994LO79SpE3bv3i3P+WXkhINWYs8PRN++fet8/cZsW2m91764uLjWOv7rlZeXS749xdFVV12Frl27SoTn6aefRm5uLu6///5GHZ8SOrxe4V7nUN4bwbZrL6ef77332tuRWH7GZ86ciTPPPFPE0MMPPyzF4zQVSEhIaKKjUprq2pNAtbGhbNfetn7ulaZCRU07h6lFN998c9D548ePl7vndeFyNTzgx1B0U21bablrX59zDtfjgOa5556Tu4LdunXzvibTFVhY+qc//aleUaxEhoZ8DkNZp75lmMqo7J3Xntx2221yJ5/uaITGIv369RMnRBqG8H+l5Wiq31/93CsthYqadk52djaWL19e5zKvvvqq/M80odTUVO90+25LcnJyg1/fXtdOR/LfdqA7PUrrv/a8bv7X1H89OpwFEk2su6Go4V1eFTXNQ0M+h6GsY68X7L3QmO8OpXVfe8J0M3+Yhsb1+flWWpam+v3Vz73SUuhtcKVe7LxYFoA64d/R0dGNKgKta9tEB7Vt89r36dNHfrz8e1FwPdo7U9CwmPg///mPRIyc2OYDzL9WmocePXrIHXX/62zXTAX6HIby2WWqCVNV/JfJz8+XAY9+vvfea88UJFq60/bX/y4+6zj08902r30o6OdeaSlU1Cj1wrttTBViwb8zvWj27NnedKGGYqceObdNZs2aJcWLdlqS0rau/b777iv/f/rppz5OO19++aU3OrN9+3bcdNNNPsuQjz/+WO70saGb0jzExsZKahCvqzN1kNedd1Xt9KGGfHZ5vXndnU33uA4HUxMnTmzS41Ja7trzu4HpZ0899ZTPMiww542LCRMmNOFRKU117UNFP/dKS6DpZ0q9sCniOeecg8cee0zuznOgywaMixcvlgaMNnl5efIYMmRIWEKHTR2vvfZacclhN+PPP/8cn3zyiTTqUtrmtWc05rjjjsOdd94phgAc6LD5JqMy5513njcNZdKkSdKkk4Mc5trzR/Dll1+WJn7anK95oZMRm+WxAR+7i8+fP186i7N5Kt8HjLytWrVK7u7ad9lD+ezyerP5Lv/n9hmhY2dxFo/THELZO689B8znn3++2PlnZWWJvS+jNvz7oIMOks++0javfSjo515pEVqkO47S5qiurjYfe+wx84ADDjCHDx9uHnfcceaXX37ps8zDDz8csAmXzf/93/8FbL5J/v3vf0vTtmHDhpnTp08333nnnSY5DqX5rj2brt1xxx3mpEmTpEnbqaeeai5YsMBnveLiYvPOO++U9wWv/RFHHGG+8cYbzXZsii+zZs0yjzzySHPo0KHmgQceKA32bH744Qe5xm+//XbYn92ffvrJPOmkk2SZKVOmmPfdd59ZUVHRLMektNy153cHGy7OmDFDvjt47dnYMVhTR6XtXHsbTg/2u6+fe6W5MfhPy8gpRVEURVEURVGUxqM1NYqiKIqiKIqitGlU1CiKoiiKoiiK0qZRUaMoiqIoiqIoSptGRY2iKIqiKIqiKG0aFTWKoiiKoiiKorRpVNQoiqIoiqIoitKmUVGjKIqiKIqiKEqbRkWNoiiKoiiKoihtmg4tvQOKorQOrrnmGrzzzjs+0wzDQHx8PLp06YL9998fZ599Njp37oyW5L333sPVV18tz++8804cf/zxaG3k5eXhgAMOkOfHHXcc7rrrrnrXmT17Nt588038/vvv2LVrF+Li4tCnTx8cdthhOP300xEbG4u2wqZNm3DQQQeFdfyR5JFHHsGjjz4a0rL2/gV6//uTnJyMn3/+OaTtfv/99zjrrLO8n6M5c+agW7duiARutxsrV67EwIEDvdP4Hvnxxx/l+fLly8Pe5n//+19ce+21QT9Xy5Ytw6BBgxq974qiKE2FRmoURQmKaZooLS3F6tWr8fzzz8sAkIMbJbL84x//wJ///GfMnTsX+fn5qKqqwu7du/Hbb7/h3nvvxamnnirXQWk7vPXWWz6fIwrWSPD111/jmGOOkc9jcwl0Cj5+9hVFUVozGqlRFKUWr7/+OrKzs1FZWYmtW7dKdOSNN96QAfell16KDz/8sE1FDlozS5YswYsvvijPR40aJee3R48e2LZtG/75z3/K3XdGb1544QX86U9/aundbRMwonjSSSd5//70008l+kAYjTj88MO98xiJDPb+94cRl1BgpI2RNydvv/22XNsOHRr+s7t582acd9558nzo0KE+8/heqaioaPC2p0+fjn333Veep6ameqdfddVV3giQoihKa0ZFjaIotcjKyvIO6rp3746xY8fC5XLhP//5DzZs2CAiZ+bMmS29m3sF8+bN8z4///zzsd9++8lzCpsHH3wQU6ZMkXQjpjOpqAmNpKQkedikpKT4PA8kWIK9/xvCBx98gPLycnneq1cvrFu3Dtu3b8f//vc/HHLIIQ3eLiM+wcjIyEBjoLgLJPAURVHaCpp+pihKSDBn3+aLL77wmcf0tCuuuAITJ07E8OHD5U74Y4895h3YOaEgOuWUUzBhwgQMGzZM7g5fdNFFWLBgQcBljz32WNnm1KlTZZsc4IcLo03XX3+9CAa+5oEHHih1FEVFRT7LMc2GdQrct+LiYtx2222yDl//xBNPxFdffVVr2wsXLsQ555yD0aNHY9y4cRIJKCgoCHnfYmJivM8pYpiCxvQze3BNMcMHj93JqlWrcOWVV8p54TFReLIOglEf5zmyj2ny5MkS/fm///s/jB8/XvaXkQOeGw64WafEbYwZM0bEU25urk+NDLfBByNGHLQfffTRcl5YO/Pkk0+iuro6pOMN9b3CaAejKxQBPD4++Fq8JpzXFlLPEhIScMcdd/hEgILxzTff4Nxzz5X30MiRI6WW6p577vG+l1jzYtcpEdb/8Hpwuv35tK8RYQ2P/fcTTzzh81qM6PA9znn2zQlux17e3iafO6M0/Juv8+qrr3qX5Y0OJ2vWrPHO+/vf/96Is6goihIeGqlRFCUk+vbtK8XrZWVlWLp0qXc66z5YEF1SUuKdtnbtWjz88MMyGGfuf3R0tEx/5ZVXZFDqhCltvIP93Xff4f3335c72+Rf//oX7r//fu9yHGRzm506dQprvzdu3Ig//OEPMnB3pvFwvyhSONBkAbgTpt1x8OY8zkWLFon4+uijj9C7d2+Z9tNPP0mqE5e34YCQA9RQOfjgg6VuZs+ePSJULrjgAokycHA7adIkGfT7mzNQZJx22mkoLCz02efFixfLg/U4l1xyic863D7FJI/dZtasWRJFYL0Ot2nz+eefy3nj9fBPueLxOQvRuR7FGAvXndcrEKG+VyjKeF55LP7HzffQ/PnzJR2yMalcTQVTBe33DUUIhSINHzjY//bbb+X85+Tk+Kzz8ssv4/bbb/eZxuvy7LPPSg3Na6+9FvZ+TJs2Td43dvroxRdf7HNTwn7vnHzyyWFv+8gjj8Tdd98tQvTjjz+W95Uz1c+mNZp4KIqy96KRGkVRQoKDW3vwb98pZzoMIyAcpKanp4vjFAc1N954o6SrcdDPu7qEA1UO3gjvRPNO82effSYpV4QDJA76bKHDgS5hSgwHfBw8McrAeeFAEUVBwxogRmf4mvfdd59sl1ED1iL4w+NhFOfpp5+W12WUgzAawQGiDe/C24KGtQ4UPHTesiMtocCBp70/NhQlFHo0EODglMfgrJfgPvAaMMrD/edd+WeeeQaJiYkBI2n2MXF5igIWrXft2lWmr1ixQoQqj5V1Hz179vROp+Dwh4KGg1XuA1/TdvRinVVdYi6c9wrrjGxBw/PK5Xgd/vjHP8o0DtQpbJoKihE72uB8hGsQcNRRR/n8z8+Av2HAli1bRCAQugwy6sXjZdTGvg6MvrHmxRnpodhlVI/TAxEVFeWNwvA6MqJoY7u88fN8xBFHBD0Wbp91Xs6/+X5jzQ3FOOF1c94wsEUNb04411UURWlqVNQoihI29qCdA1wOugjdkZhOxME5BzyMNDgHUBy4UlAwOsJ0mCFDhkh6Fe9i29h3jxm1scUC7+yz6JuRIqZ5BRrEccBPlyb/Bwf+vNNtD1QZ+WC0ift26KGHynRGIwLVKlBA0caar/uXv/zFO33Hjh3egbV9R54pWyyo7tevn2zXuXwo8Hzx3DAS5DwftpCiEHGmMTEK88svv8i+c3DLO/88lx07dpT5wdKzmK7GYx8xYoRPbQfPK4+VKV72YJUESqPjYJUik/a+rPe55ZZbvPMoroIRznvFWahuRz447brrrpN0KIpfe53WBMUhxR2hcLPFMEWNHfGicHSm6jFaZr/X//rXv4qIZSSQ76fLL79comBM9eO54jW24d+s+6mrDoafGzuaZZ9bChBbfNJFra71uX1neiT/tmt3TjjhBK9Qs4UMxZMdxVO3NEVRmpvWF7tXFKXVwggCSUtLk/+dd/Kfe+45efjDtCSKDg6OOABi7QyjEPx//fr1PvUf9nNnPQejOk5499ceONrwrv0ZZ5xR67V5V9zeJu/08+EPBQBTrViY74QCJVARti3o6tpH/79DjdhQDPFBwcR0rE8++QRffvmldzDMefa5ZxoTa1vYN4U2207L52B1R07BZEd1/I/VOT1QxIlihFEAm3322cf73JnC5k847xWaU7Cuh+L3hx9+kAfhNWKNE1OmmrJnSjD3s/rg4J61WISRHYpzGwpPnh/WNfH9b4tHppnZDB482PucIqixxhB8T1Ek0YmN7yWKQgph+7o2xuyDNwh4THwfMkLJdE1b3PAGBgWToihKc6KRGkVRQoKuZ6zLIPaAMpSaBt6VpnBgNIT1IpdddpmIEm6D6Uj1NUn0H6BzwBQqodZc7Ny5s9Y0p2W1cxBv46w18d/HQMsHg3UoPCfOGhgORmmQ8NRTT0n9AuHdfF4Dp4EC6444nfUnfM4ITF04j8l5Hhm9CnRcgfC3DXZGuepaN5z3CmGUgoNl9u+hcOK+8/hZX8IoQKAUu0hhu5/5P8JJPaMQY2ql/XAKPtYDBTp/4aQthopd78IoKKOkdvokjSJCTakLBN8/djSGNygo8m1RQxMIptIpiqI0JxqpURQlJJy1JHbqljO6wSgC06dsWBfBdCg7JYqDPDsVjK5bF154obd43B/ndjnf6fr066+/1lqeTk6BuqjbkSX7rrTTpIBRARbkN3TwxWiCcx+dBNrHYHBdOxJBe2ceSzDstKyHHnpIBAAjL4xG2WKCbllNDWsz7MibbaBgY9fjBCKc9wrT3nh9GMWgIQLfLxRvPK8UxkzzYkoeXexaC9xX1peEAj8HFAF879nGGHaqnTNaQzHE88xUO6ZhOkVjXfbOTpgCx3NPQUjha39OGmIQwNd07gNrq+hcx+mMqtmNeSm4FUVRmhuN1CiKUgvWjbAmhUXMHKg8/vjjEjUgLAy3By0DBgzwRm2YTsQ763YfG1ogM1WIA1LidLzioI71FRzEO2sy7DvVXM9Og6IjFu9ss6jfLtwPFYoWpt/YNQW0n+Xgk+k/vINNO2QOzEIdIDphSppd18HBNk0IeEy8W/3AAw+EvB2ncxRrXrifdMriQJ/b4TklPM+2aLDPJQfGTE/jueHr0z2tqe742/B9wXoP1rlQjN18883eeXX1YAnnvcKIAtOZaCJAi2wKJx4rH3Y9SmtzPnNGaWijTfHg/6BA8zcM4A0C+1hs0wem6lG48jzwb7u2yRlpY+omr7szDTIQFCG2gLHNAtirJ5jBgD/O12Qdly1cCNPPGJUhtokBP7f2TQ9FUZTmpHX9KiiK0ioIdheX9Rx097Lv0nPAxBQyOlQxbYiFzv7LM33ILqbPzMwU9zLe0bYdoZzYRfgUI9wuH3RF4+DWhp3U/a1+64IDcNbcMP3mpptu8pnHtCvOD7VTvD833HADTj31VBEZFF98EN59534761yCwcElay8o3FjEzQGxP3Spsh2yCAeNHBQzHdAZ8bDhIJjCpikG/kyNo6mB07qXUBzWFWUK570yY8YMEa8UbPbDCd9/jNi0Fniu3333XXlOS+pg9SQUsLbDG2ukmHJIYcD3IHvy8Pr7W3FTDNpOaBTSjGZxOb6n6VzGdXlO64LXhoLJTh3k/jlTDuuCQtSOsFKUsf7KFtqEgpT1Xzbsr6NNPBVFaQk0UqMoSp1wgNK/f38ZWLEWhq5lTtjIkQNyDs5Zi8BBHdNqOJDidDtvn4NW3qHnHXneKeZAnUXnTJliA07bMta+E093Jaa2UMRwEMvBH2tP/Pvc1Afdy3gXnfvDugjuHweGHHyxPoMFzw2FAz7eoWbEh40WeYx8HQ5cna5R9cFjYm3RAQccIMKPYoR3vHnemXbEAb6zMJ7igI5ltGXmnXSmFzGyYYs2Dl5te+xIw2vFfeVgm+eSaXiMMDnd2YIR6nuFx0/xzOaNrBPieeU0+7ox4sb+L60Fvm9tW2NGBp3GEk54zmxjBUa8uB7hNWZqGM8tPxcUHEwtpHCjDTo/L3Ydy6233irnided58OeVxfcH543m3BSz7hvPCa+Dt+T/umajM453erU9UxRlJbCMBuSd6EoiqK0G1jkbtc1cdDKVDdFIYxI0g6ckVDeeGDj1oZGPhVFURqDpp8piqIoihK20KV4YZNcu78Uo6sqaBRFaSlU1CiKoiiKEhasJWM/JWetFVMgFUVRWgqtqVEURVEUJSyGDRsmdT3p6enSSPTFF18Mqb5HURSlqdCaGkVRFEVRFEVR2jQaqVEURVEURVEUpU2jokZRFEVRFEVRlDaNihpFURRFURRFUdo0KmoURVEURVEURWnTqKhRFEVRFEVRFKVNo6JGURRFURRFUZQ2jYoaRVEURVEURVHaNCpqFEVRFEVRFEVBW+b/Af6pbsMG+pY0AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "max_rank = atac_combined_df['mean_rank'].max()\n", "atac_combined_df['inverse_rank'] = max_rank - atac_combined_df['mean_rank']\n", "p = \"Reds\"\n", "\n", "plt.figure(figsize=(10, 6))\n", "ax = sns.scatterplot(\n", " data=atac_combined_df, x='mean_de', y='mean_re',\n", " size='inverse_rank', hue='pval_adj_log',\n", " sizes=(50, 300), palette=p,\n", " alpha=0.8, edgecolor='w', rasterized=True,\n", " legend=False\n", ")\n", "\n", "norm = plt.Normalize(\n", " atac_combined_df['pval_adj_log'].min(),\n", " atac_combined_df['pval_adj_log'].max()\n", ")\n", "sm = plt.cm.ScalarMappable(cmap=p, norm=norm)\n", "sm.set_array([])\n", "\n", "cbar = plt.colorbar(sm, ax=ax, shrink=0.5)\n", "cbar.set_label('Adjusted p-value (log)')\n", "\n", "inv_min = atac_combined_df['inverse_rank'].min()\n", "inv_max = atac_combined_df['inverse_rank'].max()\n", "size_min, size_max = 50, 300\n", "\n", "def map_size(inv):\n", " return ((inv - inv_min) / (inv_max - inv_min)) * (size_max - size_min) + size_min\n", "\n", "actual_min = atac_combined_df['mean_rank'].min()\n", "actual_med = np.median(atac_combined_df['mean_rank'])\n", "actual_max = atac_combined_df['mean_rank'].max()\n", "\n", "inv_for_min = max_rank - actual_min\n", "inv_for_med = max_rank - actual_med\n", "inv_for_max = max_rank - actual_max\n", "\n", "size_val_min = map_size(inv_for_min)\n", "size_val_med = map_size(inv_for_med)\n", "size_val_max = map_size(inv_for_max)\n", "\n", "legend_handles = [\n", " Line2D([], [], marker='o', color='w', markerfacecolor='gray',\n", " markersize=np.sqrt(size_val_min), label=f\"{int(actual_min)}\"),\n", " Line2D([], [], marker='o', color='w', markerfacecolor='gray',\n", " markersize=np.sqrt(size_val_med), label=f\"{int(actual_med)}\"),\n", " Line2D([], [], marker='o', color='w', markerfacecolor='gray',\n", " markersize=np.sqrt(size_val_max), label=f\"{int(actual_max)}\")\n", "]\n", "\n", "size_legend = ax.legend(handles=legend_handles, title=\"Mean Rank\", loc=\"lower left\")\n", "ax.add_artist(size_legend)\n", "\n", "dead_end_top = atac_combined_df[atac_combined_df['group'] == 'dead-end'].nsmallest(4, 'mean_rank')\n", "dead_end_top = ['Nfe2_132', 'Dmrt2_254', 'Tcfap4_20', 'Atf5_791']\n", "reprogramming_top = atac_combined_df[atac_combined_df['group'] == 'reprogramming'].nsmallest(4, 'mean_rank')\n", "reprogramming_top = ['Foxa1_306', 'Foxc1_320', 'Foxd1_330', 'Foxl1_364']\n", "for f in dead_end_top:\n", " row = atac_combined_df[atac_combined_df['feature'] == f]\n", " ax.annotate(\n", " row['feature'].tolist()[0],\n", " xy=(row['mean_de'], row['mean_re']),\n", " xytext=(10, 10), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\", color='black'),\n", " fontsize=9\n", " )\n", "\n", "for f in reprogramming_top:\n", " row = atac_combined_df[atac_combined_df['feature'] == f]\n", " ax.annotate(\n", " row['feature'].tolist()[0],\n", " xy=(row['mean_de'], row['mean_re']),\n", " xytext=(-10, 10), textcoords='offset points',\n", " arrowprops=dict(arrowstyle=\"->\", color='black'),\n", " fontsize=9\n", " )\n", "\n", "plt.xlabel(\"Dead-end Samples TF Activity\")\n", "plt.ylabel(\"Reprogramming Samples TF Activity\")\n", "plt.title(\"TF Activity Z-Score\")\n", "sns.despine()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "178822d9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TF Heatmaps (9, 2) Dead-end Reprogramming\n", "feature \n", "Foxa1_306 -0.112726 0.226130\n", "Foxc1_320 -0.078247 0.150447\n", "Foxd1_330 -0.110524 0.183258\n", "Foxl1_364 -0.071203 0.217929\n", "NP_595 0.098921 -0.041456\n", "Tcfap4_20 0.047740 -0.022908\n", "Atf5_791 0.031711 -0.057887\n", "Dmrt2_254 0.038894 -0.026386\n", "Fosl1_107 0.059068 -0.035410\n", "Gene Expression Heatmap (9, 2) group dead-end reprogramming\n", "Foxa1 0.018206 0.030524\n", "Foxc1 0.049399 0.070757\n", "Foxd1 0.027121 0.031040\n", "Foxl1 0.001848 0.002757\n", "Pnp 0.322281 0.371609\n", "Tfap4 0.026138 0.025543\n", "Atf5 0.477394 0.213573\n", "Dmrt2 0.002629 0.003614\n", "Fosl1 0.077360 0.066654\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with open('data/datasets/rna_labelled_all.pkl', 'rb') as f:\n", " adata_RNA_labelled_all = pickle.load(f)\n", "\n", "atac_df = atac_combined_df.copy()\n", "top_tfs = ['Foxa1_306', 'Foxc1_320', 'Foxd1_330', 'Foxl1_364', 'NP_595', 'Tcfap4_20', 'Atf5_791', 'Dmrt2_254', 'Fosl1_107']\n", "top_tf_genes = ['Foxa1', 'Foxc1', 'Foxd1', 'Foxl1', 'Pnp', 'Tfap4', 'Atf5', 'Dmrt2', 'Fosl1']\n", "\n", "top_atac = atac_df[atac_df['feature'].isin(top_tfs)].set_index('feature')\n", "atac_heatmap = top_atac[['mean_de', 'mean_re']].rename(columns={'mean_de':'Dead-end', 'mean_re':'Reprogramming'})\n", "atac_heatmap = atac_heatmap.loc[top_tfs]\n", "\n", "rna_data = adata_RNA_labelled_all\n", "adata_subset = rna_data[:, top_tf_genes]\n", "if hasattr(adata_subset.X, \"toarray\"):\n", " expr_data = adata_subset.X.toarray()\n", "else:\n", " expr_data = adata_subset.X\n", "expr_df = pd.DataFrame(expr_data, columns=adata_subset.var_names, index=adata_subset.obs_names)\n", "expr_df['group'] = adata_subset.obs['label'].values\n", "expr_group_mean = expr_df.groupby('group').mean().T\n", "expr_group_mean = expr_group_mean.loc[top_tf_genes]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "ax0, ax1 = axes\n", "\n", "sns.heatmap(expr_group_mean, annot=True, cmap='magma', fmt=\".2f\", ax=ax0)\n", "ax0.set_title(\"Gene Expression\", fontsize=14)\n", "ax0.set_ylabel(\"Gene\", fontsize=12)\n", "ax0.set_xlabel(\"\")\n", "\n", "sns.heatmap(atac_heatmap, annot=True, cmap='viridis', fmt=\".2f\", ax=ax1)\n", "ax1.set_title(\"TF Activity\", fontsize=14)\n", "ax1.set_ylabel(\"TF Marker\", fontsize=12)\n", "ax1.set_xlabel(\"\")\n", "\n", "print(\"TF Heatmaps\", atac_heatmap.shape, atac_heatmap)\n", "print(\"Gene Expression Heatmap\", expr_group_mean.shape, expr_group_mean)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "118b6687", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }