diff --git a/jeju_thesis_model_test.ipynb b/jeju_thesis_model_test.ipynb new file mode 100644 index 0000000..bb61dff --- /dev/null +++ b/jeju_thesis_model_test.ipynb @@ -0,0 +1,385 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualize" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import cv2\n", + "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, precision_recall_curve\n", + "\n", + "base_dirs = ['./2nd_Battery/unet',\n", + " './2nd_Battery/unet-dice-loss',\n", + " './2nd_Battery/unet-focal-loss',\n", + " './2nd_Battery/unet-l1',\n", + " './2nd_Battery/unet-l2']\n", + "colors = ['red', 'orange', 'yellow', 'pink', 'green', 'gold', 'magenta', 'cyan', 'violet']\n", + "losses = [0.2072, 0.3879, 0.0112, 0.0357, 0.0241]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "unet - precision: 0.582, recall: 0.895, accuracy: 0.958, f1: 0.685, iou: 0.550\n", + "unet-dice-loss - precision: 0.509, recall: 0.934, accuracy: 0.946, f1: 0.642, iou: 0.492\n", + "unet-focal-loss - precision: 0.894, recall: 0.762, accuracy: 0.984, f1: 0.818, iou: 0.711\n", + "unet-l1 - precision: 0.670, recall: 0.885, accuracy: 0.971, f1: 0.752, iou: 0.618\n", + "unet-l2 - precision: 0.778, recall: 0.788, accuracy: 0.977, f1: 0.777, iou: 0.649\n" + ] + } + ], + "source": [ + "lst_rst, lst_cdata = [], []\n", + "idx = 0\n", + "\n", + "for base_dir in base_dirs:\n", + " result_dir = os.path.join(base_dir, 'result')\n", + "\n", + " ##\n", + " lst_data = os.listdir(os.path.join(result_dir, 'numpy'))\n", + "\n", + " lst_img = [f for f in lst_data if f.startswith('img')]\n", + " lst_gt = [f for f in lst_data if f.startswith('gt')]\n", + " lst_pr = [f for f in lst_data if f.startswith('pr')]\n", + "\n", + " lst_img.sort()\n", + " lst_gt.sort()\n", + " lst_pr.sort()\n", + "\n", + " ##\n", + " # id = 0\n", + " length = 1000\n", + " tp_list, tn_list, fp_list, fn_list, rst_list = [], [], [], [], []\n", + "\n", + " for id in range(0, length):\n", + " img = np.load(os.path.join(result_dir,\"numpy\", lst_img[id]))\n", + " gt = np.load(os.path.join(result_dir,\"numpy\", lst_gt[id]))\n", + " pr = np.load(os.path.join(result_dir,\"numpy\", lst_pr[id]))\n", + "\n", + " tp = np.sum(np.logical_and(gt == 1, pr == 1))\n", + " tn = np.sum(np.logical_and(gt == 0, pr == 0))\n", + " fp = np.sum(np.logical_and(gt == 0, pr == 1))\n", + " fn = np.sum(np.logical_and(gt == 1, pr == 0))\n", + "\n", + " precision = tp / (tp + fp) # precision = TP / (TP + FP)\n", + " recall = tp / (tp + fn) # recall = TP / (TP + FN), SE(Sensitivity), hit rate\n", + " accuracy = (tp + tn) / (tp + tn + fp + fn)\n", + " f1 = 2 * precision * recall / (precision + recall)\n", + " iou = tp / (tp + fn + fp) \n", + "\n", + " tp_list.append(tp)\n", + " tn_list.append(tn)\n", + " fp_list.append(fp)\n", + " fn_list.append(fn)\n", + "\n", + "\n", + " # output_binary = (pr > 0).astype(np.int32)\n", + " # label_flat = gt.flatten().astype(np.int32)\n", + " # output_flat = output_binary.flatten().astype(np.int32)\n", + "\n", + " # accuracy = accuracy_score(label_flat, output_flat)\n", + " # precision = precision_score(label_flat, output_flat)\n", + " # recall = recall_score(label_flat, output_flat)\n", + " # f1 = f1_score(label_flat, output_flat)\n", + "\n", + " rst_list.append((precision, recall, accuracy, f1, iou))\n", + " \n", + " # avg_precision = sum(item[0] for item in rst_list) / len(rst_list)\n", + " # avg_recall = sum(item[1] for item in rst_list) / len(rst_list)\n", + " # avg_accuracy = sum(item[2] for item in rst_list) / len(rst_list)\n", + " # avg_f1 = sum(item[3] for item in rst_list) / len(rst_list)\n", + " # avg_iou = sum(item[4] for item in rst_list) / len(rst_list)\n", + " avg_precision = np.mean([item[0] for item in rst_list])\n", + " avg_recall = np.mean([item[1] for item in rst_list])\n", + " avg_accuracy = np.mean([item[2] for item in rst_list])\n", + " avg_f1 = np.mean([item[3] for item in rst_list])\n", + " avg_iou = np.mean([item[4] for item in rst_list])\n", + " print(f'{os.path.basename(base_dir)} - precision: {avg_precision:.3f}, recall: {avg_recall:.3f}, accuracy: {avg_accuracy:.3f}, f1: {avg_f1:.3f}, iou: {avg_iou:.3f}')\n", + "\n", + " total_tp = np.sum(tp_list)\n", + " total_tn = np.sum(tn_list)\n", + " total_fp = np.sum(fp_list)\n", + " total_fn = np.sum(fn_list)\n", + " y_true = np.concatenate([np.ones(total_tp + total_fn), np.zeros(total_tn + total_fp)])\n", + " y_score = np.concatenate([np.ones(total_tp), np.zeros(total_fn), np.ones(total_fp), np.zeros(total_tn)])\n", + "\n", + " lst_cdata.append((y_true, y_score))\n", + " lst_rst.append((losses[idx], avg_precision, avg_recall, avg_accuracy, avg_f1, avg_iou))\n", + " idx += 1" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "avg_loss_list = [item[0] for item in lst_rst]\n", + "avg_precision_list = [item[1] for item in lst_rst]\n", + "avg_recall_list = [item[2] for item in lst_rst]\n", + "avg_accuracy_list = [item[3] for item in lst_rst]\n", + "avg_f1_list = [item[4] for item in lst_rst]\n", + "avg_iou_list = [item[5] for item in lst_rst]\n", + "model_list = ['BCE', 'Dice', 'Focal', 'L1', 'L2']" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(model_list, avg_loss_list, '-', color='blue', label=f'Avg Loss')\n", + "plt.plot(model_list, avg_precision_list, '-', color='green', label=f'Avg Precision')\n", + "plt.plot(model_list, avg_recall_list, '-', color='red', label=f'Avg Recall')\n", + "plt.plot(model_list, avg_accuracy_list, '-', color='gold', label=f'Avg Accuracy')\n", + "plt.plot(model_list, avg_f1_list, '-', color='orange', label=f'Avg F1-Score')\n", + "plt.plot(model_list, avg_iou_list, '-', color='pink', label=f'mIoU')\n", + "plt.title('Performance metrics for each test case')\n", + "plt.legend(loc='right', bbox_to_anchor=(0.99, 0.3))\n", + "# plt.legend(loc='lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "unet PR AUC: 0.704, minDist: 0.497, (0.885424512257604, 0.51682025846915)\n", + "unet-dice-loss PR AUC: 0.692, minDist: 0.555, (0.931617865125619, 0.44876511258753)\n", + "unet-focal-loss PR AUC: 0.822, minDist: 0.277, (0.7487617009547043, 0.8840717896362793)\n", + "unet-l1 PR AUC: 0.754, minDist: 0.393, (0.8766366499467493, 0.626387811957221)\n", + "unet-l2 PR AUC: 0.760, minDist: 0.349, (0.7813983872652583, 0.7285129156027101)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import precision_recall_curve, auc\n", + "\n", + "idx = 0\n", + "for cdata in lst_cdata:\n", + " y_true, y_score = cdata\n", + "\n", + " # PR 커브 계산 및 그리기\n", + " precision, recall, _ = precision_recall_curve(y_true, y_score)\n", + "\n", + " # AUC 계산\n", + " pr_auc = auc(recall, precision)\n", + " plt.plot(recall, precision, '-', color=colors[idx], label=f'{os.path.basename(base_dirs[idx])}(AUC = {pr_auc:.3f})')\n", + "\n", + " # (1, 1)에 가장 가까운 점 찾기\n", + " min_distance = float('inf')\n", + " closest_point = None\n", + " for i in range(len(recall)):\n", + " distance = ((1 - recall[i])**2 + (1 - precision[i])**2)**0.5\n", + " if distance < min_distance:\n", + " min_distance = distance\n", + " closest_point = i\n", + " plt.scatter(recall[closest_point], precision[closest_point], color=colors[idx], marker='o')\n", + "\n", + " print(f'{os.path.basename(base_dirs[idx])} PR AUC: {pr_auc:.3f}, minDist: {min_distance:.3f}, {(recall[closest_point], precision[closest_point])}')\n", + " idx += 1\n", + "\n", + "plt.plot([0.0, 1.05], [0.0, 1.05], '--', color='navy', label='baseline')\n", + "plt.xlabel('Recall')\n", + "plt.ylabel('Precision')\n", + "plt.title('PR Curve')\n", + "plt.legend()\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "unet ROC AUC: 0.760, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n", + "unet-dice-loss ROC AUC: 0.760, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n", + "unet-focal-loss ROC AUC: 0.760, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n", + "unet-l1 ROC AUC: 0.760, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n", + "unet-l2 ROC AUC: 0.760, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve, roc_auc_score\n", + "\n", + "idx = 0\n", + "for cdata in lst_cdata:\n", + " y_true, y_score = cdata\n", + "\n", + " # AUC 계산\n", + " auc = roc_auc_score(y_true, y_score)\n", + "\n", + " # ROC 커브 계산 및 그리기\n", + " fpr, tpr, _ = roc_curve(y_true, y_score)\n", + " plt.plot(fpr, tpr, color=colors[idx], label=f'{os.path.basename(base_dirs[idx])}(AUC = {auc:.3f})')\n", + "\n", + " # (0, 1)에 가장 가까운 점 찾기\n", + " min_distance = float('inf')\n", + " closest_point = None\n", + " for i in range(len(fpr)):\n", + " distance = ((0 - fpr[i])**2 + (1 - tpr[i])**2)**0.5\n", + " if distance < min_distance:\n", + " min_distance = distance\n", + " closest_point = i\n", + " plt.scatter(fpr[closest_point], tpr[closest_point], color=colors[idx], marker='o')\n", + "\n", + " print(f'{os.path.basename(base_dirs[idx])} ROC AUC: {pr_auc:.3f}, minDist: {min_distance:.3f}, {(fpr[closest_point], tpr[closest_point])}')\n", + " idx += 1\n", + "\n", + "plt.plot([0.0, 1.05], [0.0, 1.05], '--', color='navy', label='baseline')\n", + "plt.xlabel('FPR')\n", + "plt.ylabel('TPR')\n", + "plt.title('ROC Curve')\n", + "plt.legend()\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# id = 7\n", + "h, w = 0, 2\n", + "lst_idx = [857,739,986,2,592,333,487,155]\n", + "names = ['BCE', 'Dice', 'Focal', 'L1', 'L2']\n", + "fig, axs = plt.subplots(len(lst_idx), 7, figsize=(8, 9.5))\n", + "\n", + "for id in lst_idx:\n", + " result_dir = os.path.join(base_dirs[0], 'result')\n", + " img = np.load(os.path.join(result_dir,\"numpy\", lst_img[id]))\n", + " gt = np.load(os.path.join(result_dir,\"numpy\", lst_gt[id]))\n", + " axs[h,0].imshow(img, cmap='gray')\n", + " axs[h,0].axis('off')\n", + " if h == 0:\n", + " axs[h,0].set_title(f'Image')\n", + " axs[h,1].imshow(gt, cmap='gray')\n", + " axs[h,1].axis('off')\n", + " if h == 0:\n", + " axs[h,1].set_title(f'GT')\n", + "\n", + " for base_dir in base_dirs:\n", + " result_dir = os.path.join(base_dir, 'result')\n", + "\n", + " ##\n", + " lst_data = os.listdir(os.path.join(result_dir, 'numpy'))\n", + "\n", + " lst_gt = [f for f in lst_data if f.startswith('gt')]\n", + " lst_pr = [f for f in lst_data if f.startswith('pr')]\n", + "\n", + " lst_gt.sort()\n", + " lst_pr.sort()\n", + "\n", + " ##\n", + " pr = np.load(os.path.join(result_dir,\"numpy\", lst_pr[id]))\n", + " axs[h,w].imshow(pr, cmap='gray')\n", + " axs[h,w].axis('off')\n", + " if h == 0:\n", + " axs[h,w].set_title(f'{names[w-2]}')\n", + " w += 1\n", + " if w == 7:\n", + " w = 2\n", + " h += 1\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "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": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/thesis_model_test.ipynb b/thesis_model_test.ipynb index c521c6d..f6df2cd 100644 --- a/thesis_model_test.ipynb +++ b/thesis_model_test.ipynb @@ -21,15 +21,15 @@ "\n", "base_dirs = ['./2nd_Battery/unet',\n", " './2nd_Battery/unet-mini',\n", - " './2nd_Battery/unet-dice-loss',\n", - " './2nd_Battery/unet-focal-loss',\n", " './2nd_Battery/unet-sgd',\n", " './2nd_Battery/unet-rmsprop',\n", + " './2nd_Battery/unet-dice-loss',\n", + " './2nd_Battery/unet-focal-loss',\n", " './2nd_Battery/unet-l1',\n", " './2nd_Battery/unet-l2',\n", " './2nd_Battery/unet-l1+l2']\n", "colors = ['red', 'orange', 'yellow', 'pink', 'green', 'gold', 'magenta', 'cyan', 'violet']\n", - "losses = [0.2072, 0.1324, 0.3879, 0.0112, 0.1787, 0.1666, 0.0357, 0.0241, 0.0550]" + "losses = [0.2072, 0.1324, 0.1787, 0.1666, 0.3879, 0.0112, 0.0357, 0.0241, 0.0550]" ] }, { @@ -43,10 +43,10 @@ "text": [ "unet - precision: 0.582, recall: 0.895, accuracy: 0.958, f1: 0.685, iou: 0.550\n", "unet-mini - precision: 0.708, recall: 0.929, accuracy: 0.973, f1: 0.794, iou: 0.676\n", - "unet-dice-loss - precision: 0.509, recall: 0.934, accuracy: 0.946, f1: 0.642, iou: 0.492\n", - "unet-focal-loss - precision: 0.894, recall: 0.762, accuracy: 0.984, f1: 0.818, iou: 0.711\n", "unet-sgd - precision: 0.541, recall: 0.960, accuracy: 0.956, f1: 0.681, iou: 0.530\n", "unet-rmsprop - precision: 0.855, recall: 0.789, accuracy: 0.984, f1: 0.794, iou: 0.696\n", + "unet-dice-loss - precision: 0.509, recall: 0.934, accuracy: 0.946, f1: 0.642, iou: 0.492\n", + "unet-focal-loss - precision: 0.894, recall: 0.762, accuracy: 0.984, f1: 0.818, iou: 0.711\n", "unet-l1 - precision: 0.670, recall: 0.885, accuracy: 0.971, f1: 0.752, iou: 0.618\n", "unet-l2 - precision: 0.778, recall: 0.788, accuracy: 0.977, f1: 0.777, iou: 0.649\n", "unet-l1+l2 - precision: 0.714, recall: 0.908, accuracy: 0.976, f1: 0.790, iou: 0.667\n" @@ -133,12 +133,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -154,7 +154,7 @@ "avg_accuracy_list = [item[3] for item in lst_rst]\n", "avg_f1_list = [item[4] for item in lst_rst]\n", "avg_iou_list = [item[5] for item in lst_rst]\n", - "model_list = ['unet', 'mini', 'dice-loss', 'focal-loss', 'SGD', 'RMSProp', 'L1-loss', 'L2-loss', 'L1+L2-loss']\n", + "model_list = ['U-Net', 'Mini', 'SGD', 'RMSProp', 'Dice', 'Focal', 'L1', 'L2', 'L1+L2']\n", "\n", "plt.plot(model_list, avg_loss_list, '-', color='blue', label=f'Avg Loss')\n", "plt.plot(model_list, avg_precision_list, '-', color='green', label=f'Avg Precision')\n", @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -178,10 +178,10 @@ "text": [ "unet PR AUC: 0.704, minDist: 0.497, (0.885424512257604, 0.51682025846915)\n", "unet-mini PR AUC: 0.780, minDist: 0.375, (0.9224052152557138, 0.6334823172698756)\n", - "unet-dice-loss PR AUC: 0.692, minDist: 0.555, (0.931617865125619, 0.44876511258753)\n", - "unet-focal-loss PR AUC: 0.822, minDist: 0.277, (0.7487617009547043, 0.8840717896362793)\n", "unet-sgd PR AUC: 0.731, minDist: 0.497, (0.9538732855195041, 0.5053105923119683)\n", "unet-rmsprop PR AUC: 0.813, minDist: 0.283, (0.7531937969524044, 0.8625253033281114)\n", + "unet-dice-loss PR AUC: 0.692, minDist: 0.555, (0.931617865125619, 0.44876511258753)\n", + "unet-focal-loss PR AUC: 0.822, minDist: 0.277, (0.7487617009547043, 0.8840717896362793)\n", "unet-l1 PR AUC: 0.754, minDist: 0.393, (0.8766366499467493, 0.626387811957221)\n", "unet-l2 PR AUC: 0.760, minDist: 0.349, (0.7813983872652583, 0.7285129156027101)\n", "unet-l1+l2 PR AUC: 0.789, minDist: 0.341, (0.9011364203573499, 0.6734219064478764)\n" @@ -189,7 +189,7 @@ }, { "data": { - "image/png": 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", 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IS0mX+GbXFL7ZHkO8+RYARj080QReq16Xdrv6o1v8NGyLxGbSkd7AwuUOFnS1M6niMpdFB3trGthVx0RKhJGQMCOdTTpaUELrb4tFE0auIikjSwopAF1aHtGk7O+N1+SYLqFo99R5OQulvBK8DdWUWFIoFIp7nDNnbjF8+GJMJj1r147EYCjaO50SQm7C3S9kljWLRUcWEbP1M7bE7cgZbxEMUZEwrFYQvqv7wbJxsKo9JHlj87WR3sBCfIdM9GEZBNmcM+Kz9BBby0hsuJHUCCOhoUa6GHS0wg1lfkKA2ZItkBzzkxy+diIDDNect92M18B0PTtf6QpwvWj31nnkFkeukSVDsHLxVigUirsQIQRz5uwnKupXkpOzCAjw5Pffx9CsWfUiXa+EkJsoqxcSYF/8PmJio5mzdzbpNln9FWiCZ9vAxEhoEGCEtY/CyldhaVs4I6u6bIE2MuqZudrlBobqBvysHk7zphlhR20jO8JNpIYbqRNi4EG9jjaA2+0ZhXARRo75SZlSROUiyzmaZLoOHtc1AUUciGtAUX7UjLLiLU/rAOXirVAoFHciCQkZvPDCcn744SAADzwQxpw5gwgPDyryHEoIuYmyFEJ2bqXfYsbeGcTsjOZUwumc8V61YdID0Kc+GHTAvv6w6v+kKNrmCUKHQGCrbCOz+TWu35+A0T8Qb4uzZ1CSJ/xe28SOCCNpdYxEBBvoqtMRCThLqDLAanXJT3KJJlmt+VxoBv11MF4FzxvgcQOM16V40sWBiJMeS9jyud4Rg3Tpzk8oKRdvhUKhqDBs3HiWESMWc+FCEgaDbJXxl790xmgsXvRfCSE3cTuEkB2bsLH61Gqid0bz64lfEdkRkXAPmNgZxrSFKj6AzQBXhsDqV2BZa1ilgxT5AyIQ2EJTybr/CDea6zAaQ/F0EUY3vHVsCTeyPTti1LCKnq46He2B22q7KIRM1M4viTsjS56TLxYw3gKvm+B5MzuqdBV08UA82LKdu8krKuWKTkaOCrIOUC7eCoVCUabYbILWrb9m//4r1KtXiblzB9GhQ60SzaWEkJu4nULIkdO3TjM5djLT/pjGrQyZXO0lYGgYRPWBtjWzT7QEgGUkbIyCpY1gmYALmmoWOoG13V7Mkee4VacyRksjTC5baZf9dWypY2JbhJHUcCP3BRnoCnQEfG7P080bISDL7JCf5LIFl2kufA6jDrxTpFjyuK4ldRMvo0qWi9KHiSLMBWConr9QyjGmzLuPnUKhUCgKZ9++eGJiYvn00174+ZV830IJITdRXkLITpo5jR8O/kBMbAx74vbkjHfUQdSD8GRn8LRnRFvrgf5Z2PcsLKsJSwGXzhyi+lmsXbZhbpJAYqWGGNNbYHBJvj4bpGdzuJGt2RGjFv56ugH3AxXKe9rJFsBFJKVnyWq4wvA0gZcJvFLl9pvperav0hVnoWS5CKKIxpSGKvl7LOXYB1SoV1KhUCjKBSEEU6fuISUli1deyb8PaElQQshNlLcQsiOEYMelHUTvjGbBoQWYbTKCUc0M46vBhKcgLMTxgodANxIuD4blflIU/SYgw6Ec3SsJ0Xo1lsjDmGvrSdZ3w5jaBL1w3oc9XkXPpggTW8ONpNYx0sZHT1fgAaD8XpEi4Ljt5prE7WgLkB86HXh5gJcneHpoYsleDWe7DJZLUiRZLsq+caKoxpRB+Xss5bh4V+hXV6FQKErF9etpjB+/jJ9/PorRqGfv3udp2rRoFWFFQQkhN1FRhJAjV1KuMHXPVKbsnsLFpIsA6AU8lgaTOsBDjzsUSdm8QP8EMBLSesBvBlgG/ALEO0yqs0LD3xHtVmFpfgmzd11Srf0wpISjc/CztgEHgw1sjjDyex0jaXVMRHrq6AZ0BoLK/Nm7CbstQH5J3JmF5ScBBr0USTkPE3hmygRvwxWwxWnRpJzI0gWwFdGYMpeLdx7J3srFW6FQ3IGsXn2K0aN/Ji4uBZNJz4cf9uCVVzqh17vv75kSQm6iIgohOxabhaXHlhK9M5r1Z9fnjDdJ0hPlbWPE0xDQzOECURN0w4GRYGsqt82WIaNF+10mr3Ec2izF1mY9llA9FvNDpJn7YEit4byGbHPHTeEmtoQbyQgz0tGkoyvQBXKZQd4xCCHFUK4E7uzvs4qQU2QySoHk7alFlrw8wSNTRpWslzShlCOYLsivbQlFW6eji7dTZMmhIk65eCsUigpCRoaFN9/8jc8+kz56TZpUZd68J2jVqkYhVxYfJYTcREUWQo4cunqIr2K/Ytb+WaRkpQDgZzEw8qKVqFZw33BcVEkbYCQwFKgO55BRoqXAepxzh/1uQcvl0HoZtma7sdASs7U/GRld0acGOa0j0wC7Qo1sDjeyKcJIZqiRBwxSGD0o73R3YLXlYzCZHV3K1xbAAUdx5Pi1tycYMmTFm2s0yTHCZL1RtLXmuHjnZx1QCwxVlTGlQqEoU6xWG506TSM2VvbgjIqK5L//fRgfn7KxLlFCyE3cKULITlJmErP2zSImNoaj14/mjHeP8yAqI4sBA8DYD81ASBhB1wcpivoBXpAErEZGi5YDju+3Bgs03ghtlkCbZdgqmTFn9sAiBpGZ0g5dmnOdWaoJdoQZcyJG5hADnfVSGHUF3P8ZoIKQs+2WT4+3wn6N9HoHceThEFnK/t5oBFu6zFFyjSY5RpisV4u2Xp2HrHhzrIjL5eJdXRlTKhSKUvH559t5//3NTJ/+GP36NSzTeykh5CbuNCFkRwjBujPriImNYcmxJdiETAyuleXNhD8yGF9PUH0E0N7xoiDQPY0URR0BHViBbchI0TLgKM7UPgqtFkGbpYi6O7FZI7DYHsdsHUBWQhN0Gc5K327uuDnCyKZwI9bqBh7UacKoZG4Rdxh2W4BcCdwO+UmFYTQ4R5O8PZ2/12dHd2yZWmTJfMElwmR/xFN0F++aBVgH2F28S93YRaFQ3CXEx6dw/XpaTlsMm01w82Y6VauWvTmLEkJu4k4VQo6cTzzP17u+5ts933It7RoAHhh48qwvUSeS6NhHFpjh1MS3PlIQjQDCteETSEG0DNiMFEp2gm5ByyXQ5mdotgbhmYbN0hyzYRSWjO5k3aiNLst5++W6j44tdYxsDjexOdyIyDZ3tAujOm59Je4QbLZ88pOyCmhb4oKHKe/8JC8PWQHnmDMkzGCJ04RSrgTvi9nGlEVx8dZnu3jnI5RM2caUysVbobjrWbbsGGPGLCUoyIs//ni+VJ5AJUEJITdxNwghO5mWTBYeXkj0zmh2XNIavrbJqsKkdck87ZeF93DgCcDP8cquSFE0GKeC+ZvASmS0aCWQ6HCJhxmab4EW86H1L1DlEkLosep6YNGPwJzWEcvVqrl8DC/763JE0aZwI4Zsc8euQDcgArjn036t1vyTuNMzi2cL4CSSPME7e9vNNblaWGTkKD+hZL4ot+lK7OLt+nWocvFWKO5Q0tLM/PnPq5k8WRrZtWgRzJIlTxerT5g7UELITdxNQsiRXZd3ERMbw/cHvifTKhu+Vtb7MvZUIC+suUxEd2AU0B3ICeJ4AQOzD/QEHPJFzMgI0dLsxxmXGzY4mS2KfoLwP0AHAi+sXsMx257AktQCS7y3c4QJzdzRnmNk8tfnCKOuQAOUMHLCyRYgj/ykYtsCuCRxe3mAIZ88IWGVOUm5KuEckr0tl0AUYesPXFy880r2Vi7eCkVFY8+eOIYNW8TRo9cBeO21Trz/fnc8PW//lrkSQm7ibhVCdq6nXWf6H9OZvGsyZxPOAqBDx6PmCKJWXOeRq0nohyG1TxPHK0OAYchIUXPnSQVwGK00fzvOKSjVE6DtSmg2C+5bJ8vJAWGqhcV7PBZzH8w362GN0+VKXTlWVZ8jirbUMeLlo+dBNGHUBCWMCsRuC2AXSa7tS4pjC5ArPyl7201fQPWZsIH1eh5CyWVbrtgu3nlYBygXb4XitmGzCT7+eCt/+9s6zGYbISF+zJo1kJ4965bbmpQQchN3uxCyY7VZ+fXEr8TExrDq1Kqc8foeNZh4IojR849S6T6k7nlGB1UcfwxaIZXSUCA49+RXkdVny5DVaKkOx7zN0HYPNJsJLX6CQHuVkw4R2AWLxyjM6Q9iuVINa7zzlo+jueOmcBPbaxvx9tQ5CaOmOAS0FIVjs+VtMGn/2lIEWwBPD22bzTWy5GEq3NNICLDddIksXcgtnIrl4l2AdYBy8VYoSo0Qgr5957Fy5UkGDmzMt9/2p0qVcu1WqYSQu7hXhJAjx28cZ3LsZL7b+x2JmTLxx8fozTBrU6KWXKblgcvQB6l9+uvAZP+RMAC9kWppAHn2ss9A+hTZo0WXHI7pBDS7IEvzm3wNtQ5p4R1TELaqj2HRDcGS3A7zRQ9s152FkUUHf9Q05OQY7Qwz4mPS0QVNGLXAaUNPUVwsFheR5CKUbIXZAujyzk1yzE8qCkKALTHvaJLj17akos2n9y9YKJlqSUGljCkVCicsFhtGo/y4GR+fwsqVJxk1qiW6CvC7ooSQm7gXhZCd1KxU5h6YS/TOaA5cPZAz3jmgGZOOBjBw9i48vLNgCDBKBx0cfzQCkQdGItu15vFLIYC9aKX5u12O10qGjlugyTdQfzkYHbZtglpgq/QEFlt/zDfrYzlnw3bLWRhlGiC2ljEnx2hPqAFfg7MwagWoYm83kWMLkIfBZEZmMW0B8kji9vIseNstL6xJ+SR2O3xtu1W0uXQ++Xss5USWqiixpLgnSE7O5E9/WolOB9OnP1bey8kTJYTcxL0shOwIIdhyfgsxsTH8dOQnLDZZGVTDJ5jnRRueW3yemtsPQUNktf2zBgh13EKpl31gBFDAfvElpLv1MuA3INPhmL8FOh2FVgugXgz43dSOGf0guDvWwCewZPbAEh+E+YwZkez8o5pmgu3Z5o6bI4zsq2HAV6+jM5owaguowu4ywmaDTHPuBG7790W2BcgjgdveGLckIsSWAuZLBQimC6V08Xb511BNuXgr7mi2b7/IsGGLOH36Fnq9jv37J7i1Waq7UELITSgh5Mzl5Mt8u/tbpuyeQnyK7Npq1BsZVOMhog750mXGOnRJSVrF/RAD+DiKoi7ZB55ERo3yIRUphpYixZGjQbJBQNtr0H4tNPoCKm93vjagEaJGb2y+j2FJaYf5vA7LWQsizflHN8lTehhtyS7VP1LdgI9OxwNowigSzYRbUcZYrXkbTNq/thbBFsDTI2+DSS9PmeRd0mhNLhdvR8F0oZQu3nkkeysXb0UFxGKx8cEHm3nvvY1YrYLatQOZM2cgXbpUTMc3JYTchBJCeZNlzWLxkcXExMaw+fzmnPHm1ZoRJSIZtvgEfmu3gA+y4n6sCbqaXUrxH0MmGj1MgRtUNiAWbQvtgMvx+hnQeS80nwPVvwW9wxaMwQuqd5PCyPNRzNdqYTlrwXLOgsh0/lG+6aNjUx0jmyJkjtGpynq8dTo6oQmjDuSZ+aQoa4TIIz/J5euitC3Jy2Ayp79bKYWHo4t3XkKpxC7e+VXFKRdvxe3jzJlbDB++mK1bLwAwdGgzvvrqUYKCKu5fRCWE3IQSQoWz/8p+YnbGMOfAHNLMspIn0DOQ0REDmbjfk4YzlsHly1ATWXE/wRvqpjvMEIxWit+y8BueRXO33oCzKWNlG3S9CO1WQPhn5OoJ4hsBNXsjgntjpRuWix6Yz5qxnLfkMne84q9jg4O548UgA57I5iN2YdQRqfUU5YwQztturu1LimwL4JrEnR1dKswWoMjrtLt4F2AdUGwXb8fIUhjKxVvhbqxWG02axHDixE0CAjz56qu+DBvWoryXVShKCLkJJYSKTkJGAjP2ziAmNoaTN0/mjD9S92Gi9B159KcDGJb9Ij/ZtwHGGmGEAfwdk4Fakl2jT5FasiYBq5DRol+Rbtd2TAI6p0KnndB0OugXgs0hWqQ3QbXOENIbEdwHa2pjzGctMmJ00ZLL3PF8JT0bwo1sriN9jK746zEh27XZhdH9uJhyKyoGNlv+DXCLZQuQT35SUWwBioqwgOVK/v3hiuvibQjO32NJuXgrisivv57gww+3MHv2wNvuEF1SlBByE0oIFR+bsLHm1BqiY6NZfnw5InsroE5gHSY2HsHY/QaqTP8Bjh2TO2K9gUl+0CMdjPY3JD3QCymKHgOK4CBsAbaileYfdznezAYPnYbWi6HS15B2yvm4d00I6S0jRlV6Yrnqh+WsBfNZM9ZL1lw7Gqeq6lmXHTH6vY6RWz56jEA7NGH0AE5NSRQVFYvFxWTSZdutSG1L8jCYtIsmk5u3sIQt28W7oP5wF4vh4l2tYOsAYyjoVezzXmLTpnMkJmbQv3+jnDEhRIUoiy8qSgi5CSWESseZW2eYvGsy0/6Yxs10Ga7xNHgytNlQojw7027h7zB/PqSlQSVgqB5eDILGjqGdAOAppCjqTJG9o4+jiaItOO82BAO9EqHDFoiYBkkrweqwXafTQ5WOULOPjBj5tsZywSa30c5asMY7RxBswLEaBtaFa+aOyZ469Mjgl10YdQGCirZ6RUXB3rYkvyTujCKIDYPBxWDSRSgZyqCKLF8Xb5ctuaK6eOsrFyCU7F5LKh56p5OVZeWddzbw739vITDQi/37JxAWVkBhSwVGCSE3oYSQe0g3p/PDwR+Ijo1mT9yenPH2oe2Z1HwsT+634jV9FmzPrgCrD0T5wSgDVHLs5hqBFEQjkGX5ReQGsAIpjFYit9TseAHdrdDtGLRYCJYFkHjY+XrPqhDSS0aMQnphE1WwnJPbaOYz5lzmjlYdHKppYE12qf7OWkYyTDp0SO8iR2FUpejPQlERESK3MHJsX1ISWwDX/KSy+hSep4u3a+5SaVy8Xb8OUy7eFZhjx64zbNgidu+OA2DMmFZ89llv/P3vzK1TJYTchBJC7kUIwY5LO4iJjWHBoQVkWeWn6ao+VRnfZjwTArpT+/tfYfZsuH5dBn+6AP9XA3omgIfjp9cHkKLoKYoVZ8kCNqFFi866HG8L9E6AyLUQNBeu/AaWZIcTdFC5bc42GlU6YEvT52yjWc5acpk7Wgywv5aRVQ7mjmaDfHNrjiaMHgQqnhuHolTYbQFcE7jt31sLyU/S6cDTlLfBZGltAYqCk4u3axPd0rp4uwqmsLJz8RZWSNsM1jgwhIBPF2VRkI0QgqlT9/Dyy6tISzNTqZIX337bnyeeuK+8l1YqlBByE0oIlR1XU68ydc9UJu+azMWkiwDodXoGNBpAVKvn6LE/Bd306bBqlfxj7A084w2vVIX7LoHOLjY8kXlEI4FHKJYlogAOoZXm78A5F6gW0M8KXQ9DxEK4uQxu7XWewxQEIQ/nRIvwCcWaYJURozNSHLmaO2aZYE9tIyuyG8juq2HAppd/+JsA3dDEURFSxhV3KkLIRO38kriLagvgaAPgGlky3qY3e2uSTOLOtz9cSVy8C2ioWxwX7+RFcOUluQ47xloQ/Dn4Dyr+c72LsFptPPnkQhYvlhW23btHMHPm49Sqdee/3ykh5CaUECp7LDYLy44tIzo2mnVn1uWMN67amIntJjKqag8C5v0E06fD2bPyYAjw55owSkCVOIfZqiMrzkYhK9CK+anyCs4NYh13BHyROqt3ArReCVlLIG41ZN10niOoeXa0qA9UfQChN2G7aXOKGLmaO6Z76thdx8jy7IjR0ep6RPYf+YZooqgrUpsp7hHsbUvS88lNKlLbEmPeDXDtX7vDFqCo2FIdjCkv5L0lZ71etLl0nrm33fJy8U75GS4NJrd/U/bfhtAf73kx9NJLK5g8eRcffNCDV1/thF5/5yREF4QSQm5CCaHby+Frh/kq9itm7ptJSlYKAH4efoxoMYKoti/Q9OAVmDYNFi2CrOw3gfYmeLsu9LwCHgkOszVHK8WvWfzFpCMbxNqjRZcdjumATkA/G3Q5CP6LIH4l3NiJ0x9coy8E95BbaCG9wS8CIQS2q1ridV7mjqk+OmLrGFkWYWJTtrmj/dNvPZyFUcX0dFXcFpxsAfLo8WYpQn6S07abiz2AO20BiootXXop5WUdYP/aeqWIk5mQpQz5bT/qpGCqd+ae2ibLyLCQlJRJ9eq+AKSnmzlx4iYtWgSX88rcixJCbkIJofIhOTOZ2ftnE70zmiPXj+SMPxT+EFGRUTxWvQvG7+dLUbRvnzxoBEYFw6tVockJ0Nk/LeuR7tWjkFtoJSgDFsAeNCPHPS7H6wL9gd6JUG8lXF8BcSshw+UPtn/DnEo0qncFozfCJrDGW7WIUR7mjkn+OnaEm1gSYWRTHWnuaKcOzsKoLsWOgynuVhy33VyTuItsC+CRO4HbcdutPMqp83XxdugPV2QXbyBsPfh2K8sVVxgOHbrKM88sIijIi3XrRmIoi4rFCoISQm5CCaHyRQjB+rPriYmN4eejP2MT8g93rYBaPN/2eca3Hkfw8UswdSrMmwdJ2QmblXXw9n3wjBWqOrpL+yP7nI1EZmGX8I/ARWQPtKXAOpwbxAYCfZDRok4HIX25FEXXfpcJm3YMXlIM2bfR/BuCToewCqyXrFrEKA9zx1uV9GwPN7I4XEaMrvppzyMU5xyjBihhpMgDuy1AfkncmUXITzLo80/i9vIofduS0iDMcGsKXP1T4efWnAcBQ8t+TeWIEILo6J28/voaMjOtVKvmw5YtY2jY8O6tW1VCyE0oIVRxuJB4ga93f823e77laqpscGnSm3iy6ZNMipxEx8ot0C1aJKNEGzdqF7avDP9sCN0ugMclhxnDkWX4I5ByoYSkAGuQkaJfgGsOxwxIvdUf6J0M/mvg8kopjNIuOM/jG65VogV3B5M/AMIssFzUEq+tl3ObO16vqmdbhIlFdYxsDDeS4K0Joxo4R4yaoISRoggIIcVQrgTu7O+L3LYknyRurzK0BbCTugEuPFT4eXd5RCg+PoVnn13CypXS8b9Pn/p8991jBAff3b5PSgi5CSWEKh6Zlkx+PPwj0bHRbL+odZ5vXaM1UZFRDG0+FJ9zl2Vy9YwZEJedTK0Dnm8KL1eChvtA51gS3wkZJRqCdHYsIVZgJ1pp/iGX442BAUA/AU2PwJWVELcCrm7K3f6j6gPaNlpQ85w3DZEpsJy35GvuKICrNQxsCzeyMNzE5tpGUjy1N5xqyDL9bkhh1JQSx8UU9zJWW/4Gk+mZhdsCQN4NcO3CyR22AMIKp8KzW5Lk9dZ19+cILVt2jDFjlnL9ehpeXkY++uhhoqIi7yiH6JKihJCbUEKoYrP78m5iYmP4/uD3ZFikx1Alr0qMbT2WFyJfoK5/bVixQkaJfvlF++NcxQfebw9PZUDQTodSfA+kUhmJ7P1RyoaVp9Hyijbi3B6qCvAoMlrUIxXSNshI0eWVkHLSeR7vmrI0v2YfqNETPDSxZkuzaeaOZ3ObOwodxNc0sDXcxPwII1uyzR3tVEYKI3vEqAUykKVQlArHbbe87AGKYwvgZA+Q/b2xiG1LkhdlV42Bkxiyf5n6CdR5FqqV4gNQBcVisdGmzdccOHCVFi2CmTdvEE2b3jtOZUoIuQklhO4MbqTd4Lu93/FV7FecSTgDgA4dfRv0JSoyil71e6G/chVmzZKi6LhDI7Iu9eG9xtD5FBiPOMxaDVlxNhJoTak3lBKRrtbLkA1iHS1VPJAhmgFIYVTppLaFdmU9WB3q+O3tP+zbaJXbyrFsbMlSGOVn7mgzQFwtI1vCjXwfYWJbTc3cEaQ1ZWe0iFErZB66QuE27LYABeUnFYbRkH8St6stQPIiiHsRbA6ln0IPif+CzIfl9/fVuyvF0IEDV5g9ez///OdDeHreW7/JSgi5CSWE7iysNisrT64kOjaalSdX5ozXq1SPiZETebbVs1TyCoLff5eCaMEC2ecM5CfMFx+ESYEQsRV0jhVfTZGCaBgyHbmUWIDf0UrzT7gcb4kURP2B1hlwY4smjBJd9tuc2n88Al7On/isCbIizR4xcjV3tJngUm0jW8JNzA03st3B3BFkenlntIhRW0odJ1MoCsZmyyc/KauYbUs8tTYll+KBo2C8AAH/An0qJHwEmd3k+Z4m6NCifKrg3ITNJvjkk63YbIL/+7/O5b2cckcJITehhNCdy4kbJ5i8azLf7f2OhIwEALyN3gxrPoyo9lG0qtFKVpn98IMURTt3ahfXrgn/7AKDUsDvN7SyMB3QE1mK/zjSZdENHEMTRb/j3CC2BtAPGS3qAYjzELdKiqL438Ds0trA3v4jpDdU7Qh67VOgEEIzdzxjlh5GLuaOVk8dF+sY2RxuZE64iVgHc0eyn/H9SFHUDYhEBrQUituG1Zq/SErPLNwWwC8afGdCZiQkfKWNt2wIQXfm3/mLF5MYNepn1q07g8Gg4+DBiTRuXLW8l1WuKCHkJpQQuvNJzUpl3oF5xMTGsO/KvpzxB8IeYFL7SQxqMggPgwccPCgF0ezZcOOGNkG/zvC3xtDuMBi2OszsBwxGRoq64raU4+vIBrFLgVWAY063F1KHDUCKo2AzXN+mRYtu/eE8lykQajycbejYC3ycfaldzR3N58zOVgCA1UfH+WzH61nhRv5wMHcE2fmkE1rEqEP2MhWKcsHVFiAjE24lQYLDL5I+Dqo+LnMDry8Aa4QcbxIB1e+8cvKFCw/x/PO/cOtWBj4+Jj7/vDdjx7a+JxKiC0IJITehhNDdgxCC3y/8TkxsDD8e/hGLTYbXg32Dea7tczzf9nlCA0IhMxOWLJGiaM0aLakzKAhe6gfP+0LIGmQmtJ3aaKX4jdy36CxkkrU9WnTO5XgkcvtsADLLOSNetv2IWymjRq7tPwKbaZVo1R4Ag3NX6RxzxzNSFOVl7mjx13E+3MTGCCMzw03sD3QWgJ5IMdQNKYw6UiILS4XCfSQkwb7jzmOBfwavjZD2JCS/IcfusIhQcnImL720ku++2wtAu3Y1mTt30F3tDVQclBByE0oI3Z3EJcfxze5v+Hr318SlyPJ6g87AwCYDmRQ5iQfrPCg/TZ07J0vwv/tOfm2ndSv420Pw6A3wXILMhLbTAbl1NgRZk+UmBHAArTR/p8vxMLRk626AyQo3d2mVaDdcOsoafaVfkV0Y+UXkvmURzB0tlfScCzeyIdzEzHAjB/2chZEJaI8WMbofGUtTKG4bQsD2/c7eRx47oNIksPnA9eWyEvMOyhGyWGy0bv01Bw9eRaeDt97qwttvd8VkUjWfdpQQchNKCN3dmK1mfj76M9Gx0Ww6tylnvFn1ZkRFRjG8xXD8PPxkzsHatTJKtHix1ufMywuGDIA/N4Kmu0C3Gk0pmJCqZCTSatrNmTRxaA1i1yB7o9nxA3pl374vsgAu8wbErcmOFuXT/sNeiVa9Kxhzx3GKYu5oqarnTISJ9eFGZtYxcsTbWRgZkQnX9hyjBwD1m6Uoc67dgsOnHAYEVHkSjOcg6XWIePOOqxr78ssdfPzxNubMGUiXLqrroCtKCLkJJYTuHQ5cOUBMbAyz988mzSwryQI8AxjdcjQTIyfSqGr2lteNGzBnjhRFBw5oE9StCy8+CaO9IGgJsNdh9qrAUKQoaovbvZ3TgbVonkVxDsf0yCQee7SoMYANEvZruUXXfgfhUInj2P4jpDcENMrzk7KTueMZC9YruU30LDUMnAk3si7cxKzaRo54Os+jB9qgRYy6IEv4FQq3c+0WnDyvRYa8F0DAR6BvAA2OVfho0Jkzt0hMzKRVqxqA3O5PTs4iIMCzkCvvTZQQchNKCN17JGQkMHPvTGJiYzhxU6trf7juw0xqP4lHGzyKQW+Q4fZdu6Qg+v57rc+ZXg+9e8MrPeChC2D4AYh3uEMTpCAaDjgnL7sFG1qD2KU46zGQ7evtoqgzMnCVlQhX1mVvo63Io/1HHU0U1eiR0/4j160LMXdEB5ZQA6fDTawNNzKnlpEjJp3rKbREE0YPIr0nFQq3IAQkJssk6pNHoHIf0KdB2G/g26O8V5cnQgjmzj3AxInLqVbNl717n8ffX4mfwlBCyE0oIXTvYhM2fjv9G9E7o/nl+C+I7D2gOoF1mNBuAuPajKOqT3Z5aloa/PijbP66ebM2SbVqMHo4TGoMtTcAi4GM7IM6ZD38SGAgZZY5cx7ZA20ZskGso1ddEHLXrn/2v0HIN4qkI1q06OpG5/YfOiNU65xdidYbgvLPq7Al23Kq0fIyd8QA1lpGToUb+S3CxLyaBg4bcs/VHGdhdO944yrKlJPnIenP4LMQ/B6HWovLe0W5SEjI4IUXlvPDDwcBeOCBMBYseJKaNfP+MKLQUELITSghpAA4c+sMU3ZNYdof07iRLkvrPQ2eDGk2hEmRk4gMjdROPn5c9jmbORPiHSJB998PE4bCkzrwWgBscriDL/AEMsm6G2XW/SsZmU+0FJlfdN3hmBG5L2WPFtXLHrekwpWNWrQoV/uPEIdoUU/wzD9BvDBzR0xgrW3kVLiJNeFGfqhh4JA+tzBqgpZj1BVptaRQFJv0DNi9DKo+Beih3mkwVZxcm02bzjFixGLOn0/EYNDxzjvd+MtfOmM0qu6ARUEJITehhJDCkXRzOgsOLSA6Nppdl3fljEfWjGRS+0k81fQpvIzZLjpms9bnbPlyrc+Znx8MGQIT+0DrQ6CbDTiKizDkttlIshN6ygYrsAOtNP+wy/H70NytO6I1IEs+KUvzL6+U22m52n90gJA+ebb/cKQo5o46Tx3WOkZORBhZE25iYTU9B/KIPjVEixh1pUw2HBV3KwdOgG0YeMZC5b9A9Q/Le0VYLDb+8Y/1/PvfWxAC6tWrxNy5g+jQQf1kFwclhNyEEkKK/Nh5aSfRO6OZf2g+WVa5dVTVpyrjWo9jQrsJ1Aly+GQZFycjRNOnwwmHfhr33Qdjx8CzjaHSMmA+kOBwl/ZIQfQ0ZZ4pcwrnBrGOec9VkQ1iBwCPoO3iWTPh2uaC23/UeESKohqPgHdwvrcXQmC96hAxysPcUeejwxpu5ES4idXhRhZX1rNPp8vVV7wuzsIovBgvg+Ie42YiHP8Wgl4HfRWofxH05WsJKoSgX7/v+fXXE4wZ04rPPuutcoJKgBJCbkIJIUVhXE29yrQ905i8azIXkmSSsV6np3/D/kxqP4keET00h1chZA7RtGmwcCGkZ9e8m0wwYACMHwE9M8EwG2kv7ViK/yhSFD1KmTe1SEA2iF2avYwEh2MeQHe0aFGYw7HUCw7tP9YUq/2HK07mjmezzR1dWkzpAnSIcBPHw42sCjexLFDPHpw7lADUwVkY1cXtdXuKOxUhIHYv+PYFQzyEzIDAUeWwDEFWljWnMerVq6ls2XKeQYOa3Pa13C0oIeQmlBBSFBWLzcIvx38hJjaG307/ljPeqEojoiKjGNlyJIFegdoFiYlan7PYWG28Vi0YPRrGDYA6W4FZyDIwO5XRSvEjKfO3dDOwBa0K7ZTL8VZo7tZt0NKbbGa4vl0zdLy1x/k6U6DMKbJ7F/kUHPYXVoHlkiUnYpSXuaO+kh4RbuR4uIkV4UZW+OnZRa7TCEUTRd2ABihhdE9z8QrE/RP8Y8CzLYTH3tZS+hs30hg/fhn+/p7MnPn4bbvv3Y4SQm5CCSFFSTh6/ShfxX7FjL0zSM6SPY58Tb6MaDGCqPZRNKvezPmC/fulIJozB246tMXo0QPGjoVBDcFzPjAHZ5OgRmil+LXL9DkB0jzxKJoo2oZz+CUELVLUA9mIzE76FYdo0Wpp8OhIYDOtEq1a51ztP3ItxSywXNASr/Myd9RX00O4iWPhRlbVMbLKW89OcnUNoQbOEaMmKGF0T2GxwPaNUKUv6LKgznbw7nBbbr1mzSlGjfqZuLgUTCY9Bw9OVC0y3IQSQm5CCSFFaUjOTGb2/tnExMZw+JqWjdy1TlcmtZ/EY40ew2QwaRdkZGh9zn77TetzVqkSDBsGY0dDqxvIKNEiNDtpHfAQUhQ9wW1rYnEN+BUpjFYBKQ7HvIGHkaKoH86lXTYr3NytVaLd3AnCQVHZ23/Yo0V+dQtdSlHMHQ01DBCRHTEKM/Kbp44d5EpFohqyTN8ujJpRZnV8iorCiXOQEgXeyyFgONScXaa3y8iw8NZba/nf/7YD0KRJVebOHUTr1iFlet97CSWE3IQSQgp3IIRg47mNRO+M5uejP2MV8k061D+U59s+z/i246nh51IEfvas7HH23XdwwcHgsE0bGDcOhj4KQWuRomiDw4U+SDE0EimOblPvoczsZdijRS6ejLRHK81vjnPIJfMGxP+mbaNlxDtf698gWxT1ybf9hytFMXc0hBrQ2SNGtYysM+nYhnO3EpCbkY7CqAW37VVV3C5S02HvQqgyCvCA+ufBmH9yf2k4dOgqzzyziP37ZZubiRPb8dFHj+DjYyrkSkVxUELITSghpHA3F5Mu8vWur/lmzzdcTb0KgElvYvB9g4mKjOL+sPu15GqQZfe//SajRD//LMvyQfY5GzxYbp11rQO6uUhR5FCVRihaKf59t+PpSQSwH600P9bleB20LbSuyJb1OdcKSNiXf/sPvacUQ/ZttIDGRcrnyDF3zG4ga0vIbe5oDDOiq2PkeISJVTUNrDfo+B1Ic5krEGm5ZM8xaoW0YVLc4ew7BrrB4HEQqv4Lqv7V7bewWGw0aPAlZ88mUK2aD9OnP0a/fg3dfh+FEkJuQwkhRVmRacnkpyM/ERMbw9YLW3PGW9VoxaTISQxtPhQfk0vk4/p1rc/ZwYPaeL16MGYMjB4FNS8gBdEPwC2Hi9uhleJXK6unlTeXcW4Qm+FwzB/ZIHYAskGsa3qEOQniHdt/nHc+7tT+ozuYivZ7WhRzR2NtI/pwE8cjjKwJNrBBr2ML0pfSEX9ktxJ7xKitvFxxp3H9Fpz6EgLfBmMo1DsrndTdzMqVJ/nyy51Mnz6A4ODbtI19D6KEkJtQQkhxO/gj7g9iYmOYe2AuGRapEip5VeLZVs8yMXIi9SrXc75ACNi5UwqiH36A5Oy3Zr0e+vaVUaJHe4JpFVIU/YpWe25EKo5RyFL82+xPkoZsELsU2frDcRdMj2xHb69Ca+RyrRCQdFTbQru6EWwOGT46I1R7QNtGK6D9h/O0AtsNh4hRXuaOXjopjCKMnAw3sbqano06HZuBRJf5fIH70YRRJLf9VVaUBCFg527wfwT0t6DmjxDwRKmn/eWX42RlWZ1K4YUQzpFfhdu5a4VQTEwMH330EfHx8bRs2ZIvv/yS9u3b53v+Z599xuTJkzl//jxVq1Zl8ODBfPjhh3h5Fc0wSwkhxe3kZvpNvvvjO77a9RWnb50GQIeO3vV7M6n9JHrX743e1ak5NVV6Ek2bBlu2aOPBwTBypBRFjSojI0SzgF0OF1dCRohGAh247bVStuzl2I0c97kcb4Amih4g9/6TJQ2ubJDCKG4lJJ9wPu5VQ9tCq/Fwge0/HHEydzxjwXw+D3NHXx3GOkYMESZO1jGytrIURpuAmy7zeQOd0IRRB6B8LfsU+XIhHq78Ffymg3c3qLO+xFOlpZn5859XM3nyLgIDPdm//wVq1w4s/EKFW7grhdD8+fMZOXIkU6ZMoUOHDnz22WcsXLiQY8eOUb167jaM8+bNY8yYMUyfPp3777+f48ePM3r0aJ5++mk+/fTTIt1TCSFFeWATNlaeXEn0zmhWnFyRM163Ul0mtpvIs62fpbJ3Hm/qx45pfc6uXNHGH3hACqKnngLfs8BsZCn+JYeLG6KV4pdTv6VzyCjRUmA9znXulZCBrP5Ab2SijivJp7Lbf6wooP1HtjCq3Bb0RUt5FjaBNc6qRYzyMXc0hZswhBs5HW5iXaCeDciOctdc5vNEiiG7MOqETHFXVADMFti5Gir3B50NIg6AZ7PCr3Nhz544hg1bxNGjsqHfq6925IMPeuQYJirKnrtSCHXo0IHIyEiio6MBsNlshIWF8eKLL/KXv/wl1/mTJk3iyJEjrF27NmfstddeY8eOHWxx/ORcAEoIKcqbkzdPMjl2MtP3TichIwEAb6M3zzR/hqjIKFqHtM59kdkMv/6q9TmzZScG+/vD009LUdS+Leg2ADORpfiOKcHdkKJoMDIDphxIAlYjI0XLAUfbISNSQdgTrvOqrrdmwrUt2jZa4kHn455Vstt/9Cm0/YcrwiKwXJbRIstZC5ZLeZg7VtZjrGPEGG7iTLiR9X56NiK7l7jUxGFCFtXZhdH93DYDBEVeHDsL6WPAaz0ETYAak4t8qc0m+OSTrfz1r+swm22EhPgxc+bjPPxwvcIvVriVu04IZWVl4ePjw48//sjjjz+eMz5q1CgSEhJYsmRJrmvmzZvHxIkTWb16Ne3bt+f06dM8+uijjBgxgrfeeivP+2RmZpKZqcXAk5KSCAsLU0JIUe6kmdOYd2Ae0Tuj2XdF20O6P+x+oiKjGHzfYDwMebTeuHxZ63N20qG5a9OmUhCNGAFVPZFiaBYyFGP/NfcGBiFFUQ/KrWjcijRvtJfmH3U53hRtC609eS+zsPYfldpo22hVOxXY/sOVopo72iNG5+sY2eAtI0YbcY7LgdR5bdGEUWdA/fW5jaSkwf5ZUPkF0PlC/UtgKHxLy2y20qfPXNauPQPAwIGN+eab/lStquJ95cFdJ4QuX75MaGgoW7dupVOnTjnjb7zxBhs3bmTHjh15XvfFF1/w5z//GSEEFouFCRMmMHly/ur+nXfe4d133801roSQoqIghGDrha3ExMaw8PBCLDa5RxPsG8z4NuN5vt3z1ArIo12FELBpk4wS/fijc5+zxx6T3kQ9e4LhEnLbbBZwzGGCmsAwZJJ107J8ioVzAi2vaDPO0ZhqSAPH/khDx7xCKzYzXN+hVaIV1P4jpBf4huUxSf6IDIH5vDmnKi0/c0djhIwYXahtZKOHLididM7lXD2ye4ldGHUBgoq1IkWx2XsEjI+C8QxU/xwq/6lIl73yykq++WYPn3/em7FjW6uE6HJECSFgw4YNPP300/zrX/+iQ4cOnDx5kpdeeonx48fz97//Pc/7qIiQ4k4iPiWeb3d/y5TdU7icfBkAg87A440fZ1L7SXSt0zXvP8SJifD99zB1KuzerY2HhcGzz8pHeB2kAdAs4HucU4DbIKNEQ4Hc+Xm3lVvIxrDLsv91LOHyRDaIHYAUR/m1M0u/Itt+XF4J8avyaP/RVKtEK0L7D1eczB3PmLHdcPEw0oOhpgFTuAljuJHLtYxsNOlyIkanXebTAS3RhNGD5HYdUJSSazfhzH8h4D9gagh1j8g8MxeSkzNJTs6iZk25hZyRYeHixSTq1y9aYr6i7LjrhFBJtsa6dOlCx44d+eijj3LG5syZw3PPPUdKSgp6feGm+SpHSHEnYLaa+fnoz8TExrDx3Mac8abVmhIVGcXwFsPx98wn12ffPq3P2a1s3yGdTutz9vjj4KVDluDPQibs2LOYDUAfZJSoH+VeC2VGRojsRo6uCqI1mrt1G/IukrNZZYTo8goZMbqxw7n9h8FHtv+wb6P5Fz/3o6jmjsZwI6ZwE/E1DWw0aBGj43nM2QyZ2WUXRuUsT+98bDbYsQMCHwZ9KoStAt9HnE7Zvv0iw4cvokYNPzZsGI3RqBqxVCTuOiEEMlm6ffv2fPnll4BMlq5duzaTJk3KM1m6bdu29OzZk//85z85Y99//z1jx44lOTkZg6HwfAclhBR3GgevHiRmZwyz988m1ZwKgL+HP6NbjWZi5EQaV22c94UZGdK52t7nzE7lyjB8uBRFLVoA14H5yCRrR8voIGAIMlLUiXJvWyqAI2iiaBvOeTuhaFto3XFuEOtI5s3s9h8r8m7/4VdfRopCekNwtyK1/3DFessqI0Znss0dU/Iwd6xjxFTHhDHCyLVgA5v0WsToSB5zNsG5kazqYFUCzl2GG6+Cz3zw6w+1lgLSHfqDDzbz3nsbsVoFtWsHsmHDKCIiKpXzghWO3JVCaP78+YwaNYqvv/6a9u3b89lnn7FgwQKOHj1KcHAwI0eOJDQ0lA8//BCQ+T6ffvop33zzTc7W2AsvvEDbtm2ZP39+ke6phJDiTiUxI5GZ+2YSExvD8RtaDKFn3Z5ERUbRr2E/jPklBJ85o/U5u3hRG2/XTgqioUMhMBD5Fjw7++FwHvXRSvEj3PzMSshVZFBrKbIaLdXhmA8yn2gA0mMyvwIyISBhv1aJdm1LHu0/HtSEURHbfzjfwsXc8awFkZ6HuWMdLWJ0o5qeTTotYnQgj3kb4iyM8tslVDiQZYbYpVBlMKCDuqc4cymI4cMXs3WrbKY3dGgzvvrqUYKClDNUReOuFEIA0dHROYaKrVq14osvvqBDhw4AdOvWjfDwcGbMmAGAxWLh/fffZ/bs2Vy6dIlq1arRv39/3n//fYKCgop0PyWEFHc6NmFj7em1xMTGsOz4MmzZ2zy1A2szoe0ExrUZRzXffFpuWK2wZo2MEi1ZovU58/bW+pw9+KD0W2EDcuvsJ5xVxoNIUfQkFab2KQO5XHu0yFHD6ZAmP/YqtKbkH9wqrP2HT20HQ8ceRW7/4YgQAusVh3YgBZg7miJkjlFCJT2bs4XRBqRPpesf7ro4C6PwYq/sHuHoGch8BuGxnbnr/8LEvwSQnJyFv78Hkyc/yrBhLcp7hYp8uGuF0O1GCSHF3cS5hHNM2TWFb/d8y410mRDsYfBgSNMhTGo/ifah+bu0c+2azCOaOhUOH9bGGzSQfc5GjYKQECAFWIzcOluH9hbsBQxEiqKeVJg2pQLYi1aav9vleDiaKHoQyMOhQM4jIOmYJooKbP/RG4JaFjtaBMUzd7RHjBID9WyBnIjRHqSptyO10XKMuiKFkqp3ApJS4dDXmP1eJ/KpF9h3tBoPPBDG7NkD1VZYBUcJITehhJDibiTDksGCQwuI3hlN7GUtz6ddzXZMipzEkGZD8DLmE+oXQiaR2vucpaTIcYNB63PWt68sy+cCMBcpihzNf2qgleI3L4NnWAouo7lbr8W5QWwA0tW6P9LluqDCIEuaFEOX7e0/XFKcvWrI0vyafYrV/sOVXOaOFy25VI6+sj5HFBnrGEnx0/M75ESMdpHLD5JQnCNGDbmHhdGeg+DZi8NnzCza/iZ/eecllRh9B6CEkJtQQkhxt7Pz0k5iYmOYf3A+mVYZwajiXYVxbcYxod0EwoPC8784JUXrc/b779p4jRoyQjRmDDRsiAy77EYKou9xtoluhYwSPUP+yTnlRCrwG5pn0VWHYwacG8Q2LGSulNOaKLqyDiwO24c6PVRur22jVW5X5PYfruSYO2YnXlvj8jd3NIYbMdYxkuatZytaxGgnzt1NQEpXR2HUhLtbGJnNVt55ZwPe3ib+Nr4pnH8P/L8Az1YQvqdE0TzF7UUJITehhJDiXuFa6jWm/TGNybsmcz5R5rrodXr6NexHVGQUPev2zN3w1ZGjR6UgmjULrjoohi5dZJRo8GDw9QWykIY/s5DqwrEUvzdSFA2g3EvxXbEhi+TsW2iuGckN0Urz76fgnT9rJlz7XdtGy6/9h93QsRjtP1wpkrljiEGLGNU2ku6hYztaxGgHudKSqIbcKbQLo2ZI48e7gePHbzBs2CJ27bqMwaDj2JGJ1Lt+EIJ6gy4Tav8OPveX9zIVhaCEkJtQQkhxr2G1Wfnl+C/ExMaw5vSanPGGVRoysd1ERrcaTaBXAe0GzGb45RcpilascO5zNnSoFEWRkdmfqG8gS/FnId9u7QQCTyG3zu6nQsYezqJFijbgHEKpjNw6GwD0ovAc8bSL2c1i7e0/Ep2PV2qtVaJV7Qh6U4mXXSxzxwgjxlpGMo06dqBFjLYB6S7zVkY6XndDCqMWlFtDlhIjhGDq1D28/PIq0tLMVKrkxbff9ueJJ+6Ds5fg1kTwXgoBQ6HmvPJerqIQlBByE0oIKe5ljl0/xlexXzFj3wySMmVvLl+TL8NbDCcqMormwYXk91y6pPU5O3VKG2/eXAqi4cOhit0T+RhaKb5j9VVdZJRoBHl3V60AJAGr0BrEOppwm5DKwB4tCi9kLpsFrm+X0aK4lXDTJXvbFODQ/qN3sdt/5Lpdsi2nTL8o5o6GmgbMBh2xaMLod5zrBEFK2S5oEaPWVJj0+Dy5fj2N8eOX8fPPMpete/cIZs58nFq1sv/uZ2bB7oVQeThghPrnwajcmSoySgi5CSWEFApIyUphzv45RO+M5tC1QznjD9Z5kEmRk3i88eOYDAVEKWw22LhRRol++kmaNwJ4eEjn6rFjZZ8zvR65B7URGSX6EVmFZqczMkr0JPKttgJiQYZM7KX5x1yON0cKov7IBrGF7SdlXIW41XILrcD2H72hWpdit/9wpcjmjtk5RoZgAxa9jt1owmgLkOwyrz8ypaobUhi1lVNVCMxmK02axHDq1C1MJj0fftiDV17phF7vEok8fAosg8BjP1R9F6r+o3wWrCgSSgi5CSWEFAoNIQSbzm0iOjaaxUcWYxUy36Smf02eb/s849uMJ8S/kE/JCQkwb54URXscmp3Wrq31OatTJ3swFfgZmWT9G86l+I8hI0WPUKFjDcfR8oq24FzRFYw0cByAdBTwLWSunPYf2dGiG9vzaP/xkLaNVoL2H47YzR0dI0aFmTvqq+mx6nTsRRNGm3BuAUf2U70fLWIUiWwNV1589VUs0dE7mTt3EK1b5/MznJgMR7+AwL+BIQTqnwNdRZFzCleUEHITSggpFHlzMeki3+z+hm92f8OV1CsAGPVGBt83mKjIKB4Ie6Dwztt792p9zhIS5JhOBw8/LKNEjz0Gnva3x0topfgOPkYEI0vxRyJbkVZgbiLzxJcCK5FbanY8gR5oDWJDizBf1i2IW6Nto6XHOR/3q69VogV3A2NhSqtgcpk7njPL3HcHdL46LfE63Ii+kh6bTsd+nIXRTZe5vZCNWbohhVEHyjZd/uDBq6Snm4mMDM15bhkZFry9CxA2QsCefeDVAww3oeZ8CHiqDFepKA1KCLkJJYQUioLJsmbx0+GfiImN4fcLWgl9y+CWREVG8UzzZ/D1KOQNOD0dFi+WomjdOm28ShWtz1lzez6SAP5ACqJ5yN5ndlogBdEwZMF3BSYLqQjs0aKzLsfbopXmt6LwfHEhIOGAJoqubQGbQwa3vf2HfRstoEmpS8BLYu6oD9RjAw6hCaONwDWXuT2RYsgeMeqE7IRSWoQQREfv5PXX1xAS4s++fRMICChGLCr+Olx8E/ymgncXqLPJDatSlAVKCLkJJYQUiqKzN34vMTtjmHtgLukWWVcU5BXEs62eZWLkROpXrl/4JKdPa33OLl3SxiMjYdw4ePppyPldNCNDK7OQasIentAjy7VGIrfQ8uuoWkEQSGVgF0U7cPb+qYWWV/QQRQuVmJOlX9HllbJhbOo55+NuaP+R62lYBJZLlpyIUaHmjuFG9L76nP64jsLIpbUtJuT2WVdk1Oh+wK+Y64uPT+HZZ5ewcuVJAPr0qc+sWQOpWrUYEstqg52/QVBf0FkhfB94qTYbFRElhNyEEkIKRfG5lX6L7/Z+R0xsDKdvnc4Z712/N5MiJ9G7fm8MhRkGWq2wapWMEi1dCpbsUIOPDzz5pIwSde7sENW4CSxAiqJtDhMFIEvxRyLTde8At5sryOqzZcgGsWkOx3yRaVH9kflF1Yswn2P7j7iVcGVDHu0/7tcq0Sq1cothoMgSWC4WwdwxQjpeG+sY0XtLYXQCTRRtQG6MOmIA2qFFjDpTsEvBL78cZ8yYJVy7loaXl5GPPnqYqKjIwrdv8+L0RUh6Frx+g6DnoMbXxZ9DUeYoIeQmlBBSKEqOTdhYdXIV0bHRrDixApH9LhgRFMHEyImMaT2Gyt5FaC1x9SrMni1F0ZEj2njDhlqfsxqOW2EnkIJoNuAYCYlAluGPAIoQnaoIZCBbttmjRZcdjumAjmhbaPdRNMslSxpc3SQr0Qpq/xHSG0IelgaPbqAk5o46Dx0COI1zxMglvoUeWaJvjxh1AYKQFWEvvbSSyZN3AdCiRTDz5g2iadOiKMh8yMiEPTOh8vOg84H6F8Gg+o5VNJQQchNKCCkU7uHUzVNM3jWZ6X9M51bGLQC8jF480+wZotpH0SakTeGTCAHbt2t9zlKz3WsMBujXT0aJ+vQBo72KzAZsRoqihTgXdd+PLMV/CvmWeQdgT4+yl+bvcTkegeZX9CBFr09POa0ZOl5Z69z+Ax1Uaa9VopWi/YcrtjSblnh9Nh9zx1CD1g6klhGdUSq9czgLo1Muc+uQqfMPCsG2x+cTu/QYr73Wifff746npxuqDA+dAFtfMJ2E6p9C5VdKP6fCrSgh5CaUEFIo3EuaOY3vD3xPdGw0e+P35ox3qtWJqMgoBt83GE9jEZJXk5NhwQIpirY5bIWFhGh9zho0cLwzshR/FrAGLXnFE6keRiLziu6gcuiLyAaxy5ANYh37YAQiO5YMAPoARQ1YOLb/iFspE7Ad8agMIY7tP9yXlO5k7njGgi2xAHPHCBOGEAM6gxRGF3HYSrMJTmRYwCf7//JaKuy/QrMedXMiRg9StF1FO1akpI4DQoAut5IwnPg3BHwIpnpQ97jsGaeoMCgh5CaUEFIoygYhBNsubiMmNoaFhxZizq5wqu5bnfFtxvN82+cJCyyia/Lhw9K9etYsuOZQf/TggzLB+oknZG5RDpeRFWczAcc+X9WRzV9HUrRSrQpECtJqaSlSHDmWYRmQSTT2aFGDXFfnT9olGS2KWymNHfNq/2GvRKvaqVTtP1yx3rI6RYxymTt6gLG2s7njxUtJjBr1M5Vq+vPUnEE5OUZH8pi/Cc6NZPNzwFoEvIQUW3ZqCcHB3bsI9OkO+hSo9Sv49SndE1a4FSWE3IQSQgpF2ROfEs/UPVOZsmsKl5JlWqxBZ+Cxxo8xKXIS3cK7FS2pNStL9jmbOlUmWtv7nAUEwDPPyK2ztm0dEoEFsBcZJZqLs3pohtw6ewao6ZbneduwIlvI23uhufR0pTFaXlEnit4UzGaBGzs0Q8ebu5yPG/1l+4+afWS0yLd2aZ6FE07mjmcsWM7lNndccvwkryxeS0JqJj7eJg4cnEDdujIH7SrSrcAeNXLtmQtSH9ojRl2RxXqLgMHkyvFGBzx3+RpT4l4G33ng2xfClrvr6SrcgBJCbkIJIYXi9mG2mll6bCnRsdFsOLshZ/y+avcRFRnFiBYj8Pf0L9pkFy/CjBkyUnTmjDbeooXW56yyY6K2GVmiNRMZVrHvM+mBh5FRosdxj5vNbeYMWrL1Rpy9fqqgNYh9hMIbxDpib/8Rt1JGjTKvOx8PvE+rRKveBQzus0h0NHe8dSSN16J/4/s9Mu7TJjSYrwf3on7tSrnMHe2C+gZyq8seMdpHbrFTF1nGn0be+FqtxO34Bf/KjwM6uT3mcYck4d8DKCHkJpQQUijKh0NXDxETG8OsfbNINcvkXX8Pf0a1HMXEyIk0qdakaBPZbLBhg9bnLDNb4Hh4wKBBUhR1757d58zOLWRy9SxkS1E7/sg+ZyORdUl3YE5IItJ6aRnwK/Kp2jEhfYrsnkV1cl2dP8IGN/dIUXR5Rf7tP+zbaP7uEQzbt19k2LBFnD59C71ex5+Hd+T/HmqPLk7kMnfUB+q1diARJvQB2v/fLWQHFHvEaA+5LJDy5JOTF3g19Wnw3AqVXoXgT9zyvBSlRwkhN6GEkEJRviRmJDJr3yxiYmM4dkPrYNojogdRkVH0b9Qfo76IVUC3bsHcuVIU7d2rjYeHa33Owlzzkk4iy/Bn4Wz/XAdZhj+S4iXdVCAsSJ1njxadcDneAi2vqB3F031ZtyD+N20bLf2y83G/elolWgnbf2RlWalf/wsuXEiidu1A5swZSJcuUr2V1NzRThLwPvDfQtZQNz2Dk3u/RlfpZdAFQYOLoC9dKxOFe1BCyE0oIaRQVAyEEKw9s5aY2BiWHluKLTvaEBYQxoR2ExjXZhzVfYtRB7RnjxREc+dCYnYCsE4Hjzwio0QDBjj0OQP5Lvo7UhAtwLlRWCekIHoKKIIvUkXlGFpp/u84C4cayB5o/ZENYouzQ1ho+w8Prf1HSG+5pVZEo8M1a04xY8Y+YmL6EhSU/9abyBJYLmiJ1wWaO4ZLc8dNXnoeKsIarh84RhVdDzBeghrfQND4Iq1dUbYoIeQmlBBSKCoe5xPPM2XXFL7d8y3X02ReiofBg6eaPsWkyEm0D21fdMfg9HRYtEiKovXrtfGqVWHECCmKmjZ1vQhYghRFq9AUgwdSKYxC1q7fQaX4rtxAbp0tQ26lOVoweSHFUH+kOCpuLrk5Ga6s17bRUs86H/cJ07bQgnuARyAgxfCcOfsxmQw8/XSzkjyrHJzMHc9YsF51MXfUgb6GganhRlaEm9he20iqh871FGoBZ24mYjj1Dvh/Bh4tIGKvW5y5FaVDCSE3oYSQQlFxybBksPDQQqJjo9l5aWfOeNuQtkxqP4khTYfgbSpGn7FTp2Ry9YwZcNlhK6dDBymInn4a/F2TtePQSvEda5GqopXit+GOKsV3JQuZOGOPFrnaOrdD20JrSfGeqhDS2dq+hXZ1A1gztOM6A1S9nwS/3rzwcXV+WHQJf38PDh6cSO3agaV4Us7YUm1YzuVv7mjWw+5QA5vDTWwKN7KrlpEso44fgUFCQOxW8O8BukyovQl8urhtbYqSoYSQm1BCSKG4M4i9FEtMbAw/HPyBTKtMiK7sXZlxrcfxQuQLhAeFF30yi0Xrc7ZsmXOfs6eekt5E99+fx6f+fWil+FccxpsiBdEwILRkT7CiIJDl+HZRtMPleBjODWKL0dgdAEs6XN2obaMlHWPjkTqMmDyICzcCMehtvDM2gb+80QFjWC+3tf9wxZakmTsmnrXg7WLumG6E9FpGatrNHcUNdNcmgM/P4P8UhM4vk3Upio4SQm5CCSGF4s7ietp1pu2ZxuRdkzmXKEMXOnT0a9iPqMgoHq73MPriOABfuSKNGqdNg2NasjaNGsko0ciREBzscpEFWYo/C+lmbS/F1yH3lEYCA5EdVO9w4nFuEJvucMwPWZI/AFmiX614U2dlWXnnrZ/596cHEQLqBd9i7sQf6VDf3oI1u/2HfRutcqTb2n+4Yr5l5chZC7qzFjzOmqmel7mj/zVMoV9grP47hra/oPO4w0XvHY4SQm5CCSGF4s7EarOy/MRyYmJjWH1qdc54g8oNmBg5kdGtRhPkFVT0CYWArVulIFqwQOtzZjRqfc5693boc2YnAfgRuXW2xWHcD2nVNxJp33cHluK7ko5sEGuPFsU5HNMh27vZo0VNKHALLTPTQpcu3xEbK7cox4xpxeef9sAvI1bbRkvY73xRGbb/cORdIZh33cbws2ZeOZu3uaPOMwNjuD/GCFmVpq+qL1mne0WJUULITSghpFDc+Ry/cZyvYr/iu73fkZQpq718TD4Mbz6cqPZRtAhuUbwJk5Nh/nwpirZv18Zr1oTRo2Wfs3r18rjwFDAHGSk67TBeGxiOFEWNireWiooNacZjL83f63K8Hpq7dWfyzCv/859XM336H3z7bX+eeOK+3Cc4tf9YA+YE5+OVWmmVaNXud1v7j2vI/7EMZOpUF7u54/F0LIdOYU6oDBbnXDKdry5fc0dF2aCEkJtQQkihuHtIyUph7v65RMdGc/Cq1neiS+0uTGo/iYGNB2IyFPPN8tAhrc/ZdQdn5W7dZJToiSfA2zVhWwBbkVGiBUiXQzsdkIJoCNL2+S7hArIH2lJk1CjL4VgQ0Aeud00j/QEzYc1kEnRmpoXr19MIDS3C316bBW7s1CrR8m3/kS2MStn+YwLwNVLHLXE8sP8QQtcDa1ItzBkxWOLuw3LBkre5Y7gxRxw5mjsq3IMSQm5CCSGF4u5DCMHm85uJ3hnNoiOLsApZOh3iF8LzbZ/nubbPEeKfXwvOfMjKgqVLZZRo1Sq5lQYQGCj7nI0bB23a5HFhOjJsMgtZp24v4zYhQyYjke3jPYr9PCssycAa5NP+BbgOqznFKH4mgiA2dX0W42N6qTLyCqwVhYyrMkqU0/7jmvPxgCaaoWMJ2n8cQ7Zs0yEbuubE8a4nwNn/A79vwKsThG8ttbmjomQoIeQmlBBSKO5uLiVd4pvd3/DNnm+IT4kHwKg38kSTJ4iKjKJz7c7F38K4cEHrc3b2rDbeqpWMEg0bBpUq5XHhFWQp/iyc95KqAEORoqgdd3QpvgsZqRbeHPMbny2Q5WdNqMpqRlDL3vSsCVppfkeK3iDWEcf2H3Er4fo2l/Yf3g7tP/oUuf3HAKSWex6YknMvAbHrwL8X6KwQvge8WjsvJ9vc0V6Vlpe5o6G6ISdiZKxjRO+lhFFxUULITSghpFDcG2RZs1h0ZBExsTFsOa8lNbcIbkFUZBTDmg/D16OYVV42mzRpnDZNmjba+5x5emp9zh56yKXPmZ39yNYec5ClWXaaoJXiu7YDubM4ePAqzzzzEwcOXAVg4sR2fPTCI/j8ZpIKYxPOW0pVgUeRougRZOu3kpB1C+LXyi20/Np/5Bg6PpRv+4+NyE71XsB5HIriLsTDjVHgtRoCx0DItAKXY8uwYTlvKdDc0VDDkNMjzRhmROdx94jhskIJITehhJBCce+xL34fMbExzNk/h3SLrAcP9Azk2VbPMjFyIg2qlKC32M2bWp+zffu08YgImVw9ejTUqpXHhRbgN2SUaDEyRRdkVKg70sV6ILIK7c5ACEF09E5ef30NmZlWqlXzYfr0x+jXr6HziQk4N4hNcDjmgfQpskeLSqoJhYDEg1ol2rXNudt/VOuibaM5tP8QQHtgF/Au8A/7NWYL7JoFlcYCXtDgEhiK3nrFbu5ojxi5mjuiB2OoUYsY1TKiMyph5IoSQm5CCSGF4t7lVvotZuydQUxsDKduncoZ71WvF5PaT6JP/T4YiutbI4TW52zePK3PmV4PvXrJKFH//uCRV05QIrIUfxYyXGLHF3gCGSnqRsn2j24fWVlWOnacyh9/xNOnT32+++4xgoMLEXJmZP+zpdmPUy7HW6GV5rel5G4Ehbb/qKVVotXoyQ8egQxFRoPOI6NDABw7A1m9wXQcqn0EVf5cwgU5mztazlqwuZg7YgRjmJZ4bahpQKdXwkgJITehhJBCobAJG6tPrSZ6ZzS/nvgVkZ3QER4UzsR2ExnTegxVfEpQ4ZWWJrfMpk6FjRu18WrVtD5n9+VRNg7AGbRS/JMO47WAEUhR1Lj4aypDhBA5+VZHj17nt99OExUVWfwcLAEcRSvN34Zz8nEIsgfaAKAHUIwuKy4LhuQTmijKo/2HpVoX6j34M+c9AvlG2BhvN+tMSYNDH0Lgv8AYDvVOynYhpUQIgS3BliOKzGfNiLzMHWtrideGGoZ7slRfCSE3oYSQQqFw5PSt00yOncy0P6ZxK+MWAF5GL4Y2G0pUZBRta7Yt2cQnT2p9zuIcnAg7dpSCaMiQPPqcgVQF25Gl+PNx3j+KRAqip5EJNuVDWpqZ115bRfXqvrz7blH6uReT68its6XIHrgpDse8gYfRGsSWxmPRkg5XNzm0/zgKwKeNX+G1Np/SOOk4hw6+j75mb6jxMBy9AB7dQJ8EtZaBX79S3DxvhBDYrjtHjESGi7mjtw5jHYdS/ULMHYVNYDlvQaQIdH46jLWNd2SESQkhN6GEkEKhyIs0cxo/HPyB6J3R/BH/R854x1odiYqM4sn7nsTTWNxGW8i+ZitXan3OrNmJs76+UgyNHQudOuXT3TwDWY8+C6kMHEvxH0WKor4UvwFYydmzJ45hwxZx9Oh1jEY9J0++SJ06QWV3w0xgA1q06ILL8fZoRo7NKV0BXsoZiFtF0tWNhEVOIckjkF82PMqjl3+VE1cbD5XTwHcO+DwCtVeV4mZFQ9jNHe0Ro3NmZ88mHMwdI7JL9YM0YZR1JIu0VWmIZO2tXuevw6eXDx5N7iwLByWE3IQSQgqFoiCEEGy/uJ2Y2BgWHFqAOTvRtppPNca3Gc+EdhMICyxhJm98vNbn7PhxbbxxY63PWfXq+Vx8FfgeKYr2OIxXRkaIRiEjRmXzSd9mE3z88Vb+9rd1mM02QkL8mDnzcR5+uKTGQCVAIIvv7KIo1uV4bTRR1JVS6cPXbVY+1hvolnyK9ZsHZbf/MEDNryF4POgE3OwLNZ7Mbv9RTJ+qEiKsAmucVYsYFWDuiAdkxWblPRHgO9j3jhJDSgi5CSWEFApFUbmScoWpe6YyZfcULiZdBECv0/NYo8eY1H4SD4U/VLJcDSHg99+1PmdpaXLcaJSJ1WPHykTrXH3O7BxECqI5ODcAa4SMEg1HqgL3cOFCIqNG/cz69WcBGDiwMd9+258qVXzcdo8SEYcMmC1DFuK5NojtjRRGfSn2TuIFoC5SY+wG2qRdlkaOl25B4GLw3CK16cXsC4JaapVobmz/URg55o5nssv1L+U2d8wPXYCOwBcD75htMiWE3IQSQgqForhYbBaWHltK9M5o1p9dnzPepGoToiKjGNFyBAGeJfx7kpQk+5xNnQo7d2rjoaFan7O6dfO52AqsRYqiRWhKQIesNhsFDKLkBj2yLUb9+l9y8WISPj4mvviiN2PGtK54ybppyJdiWfbD0apJj2wQay/Nb0SRAmfDgbnAM9n/ApBlhj1fQ9CLILzg/H1w4w+cHBSN/lCjh+Zd5FundM+tGNjNHTP3ZWI+ZC70fL8RfpjCb49oKy1KCLkJJYQUCkVpOHT1EF/FfsWs/bNIyZJZvH4efoxqOYqoyCiaVGtS8skPHpRRotmz4cYNbfyhh2SUaNCgPPqc2UkCfkKKog0O4z5IMTQS6VNU/Eqnb77Zzbff7mHu3EE0bHgH9EuzIcM4S5GiaJ/L8fpooqgzkE/g7Q+gDfIVO4ODtdHRU2DpDsbzEDwZvJ+A+DXZho75tP+wi6LqDxa7/UdJyDqYReri1ELP8x3oi0ezO2N7TAkhN6GEkEKhcAdJmUnM2jeLmNgYjl4/mjPePaI7UZFRDGg0AKM+v62tQsjM1PqcrV6t9TkLCpLtPMaOhdatC5jgHHLbbCZwwmE8FBnnGAnkV8YP27dfRAhBp07yrV8IgcViw2Sq2H5G+XIObQttHdLDyE4lZOu3/sittCDnS7sD64HXgI/tg8mpcOQfEPApmO6Duge1ZHdhg1t/aIaO17eBcHCWNnhD9W7aNpp//XwS5UuH+ayZlNkphZ6nIkJKCJX3chQKxR2OEIJ1Z9YRExvDkmNLsGX3vKoVUIsJbScwvu14qvvmlwBdBM6fh+++k49z57Tx1q2lIHrmmXz6nIHcrtmBjBL9ANxyONYWuXX2NPZmEhaLjQ8+2Mx7720kNDSAffsmEBRU9tGL20oysBoZLVoOOATeMAIPokWL6spT+gEByLyhnHeNP3aA50OgT4ew9eDbLe/7ZSVA/G/Z3kUrIf2S83G/ulpPtOrdwOQeR3FhEyR+kehULeaKyhGSKCGkUCgUbuJ84nm+3vU13+75lmtpcnvEw+DBk/c9yaT2k+gQ2qHkuTU2G6xdK6NEixdDVnY1kJeX1uesW7d8+pyBrENfjowS/YpWamQE+nLmzNMMH57K1q3yjXro0GZMnvwogYF3mRByxIq0bLJvoR1xOd4UbAOg2d/giA98ArxqP3b1Blx8Hnx+Ar9BUOunwu8nBCQe0gwd823/ke10Hdi0VNGirCNZpP6Y//aYqhqTKCGkUCgUbibTksnCwwuJ3hnNjks7csbbhLRhUuQknm72NN6mktojI/OH5s6VCdYHDmjjdetqfc5CQwuY4BoyQjQLIXYxZ04LoqIeJTnZk4AAG1991ZJhwwZSVqX4FZaTaKX5m8mxbZo6FsZPhbAbcGozmHoCPjaIXQyBgwED1DsDpmLaKphTXNp/nHE+7tT+owd4BBX7KeXlI4QX+Pa7s0QQKCHkNpQQUigUt5Ndl3cRExvD9we+J9Mqu9VX9q7M2NZjeaHdC0RUiij55ELArl0ySvT997ICDWRUqHdvGSXq1y+fPmeyImz06Fn88IN0KXzggfPMmbOI8PAEoAFaKX54ydd4p3ILWAEsg4x1UGc/XA2GeUNh6GJk8tD9CdDhGQhbAVX+CtX+VfL7ObX/WAlX1+dq/0HVTto2WqVWoMsv+ucydbazdOb2TMwnzHi09sC3n2/J11pOKCHkJpQQUigU5cH1tOtM/2M6k3dN5mzCWQB06Hi04aNERUbxSL1H0BfxjS1P0tLgxx+lKNrk0MC1WjVp1Dh2LDRxrmgTQjBo0AKWLTvGO+88yF/+YsZonI2sPktzOLMbUhQ9gUOWzL2DGf55Af5RF9oegNgWLrGyJnug+1oY9RK083BPIM2SLrfOLq9wav+Rg1d1qNFLbqPVeAS8CjdKyjqaRerCVAzVDQQ8f+f9Pyoh5CaUEFIoFOWJ1Wbl1xO/EhMbw6pTWouG+pXrM7HdREa3Gk0l7/ySn4vIiRNan7N4B0Od++8na9QYMvsPxD+kMgDXr6dx+vQt2rd33EpLRvoSzULWTNnfJryBgcgk6x6UpBT/TuU60qIyHdhwFrr+gNxG2yZAOCifmshE6/7IqFEpdkCdSDkrS/PjVsrka4tjRZgOKrfTKtGqtAd97v8bW7KNxM8SQQdBrweh87yztj6VEHITSggpFIqKwvEbx5kcO5nv9n5HYmYiAD4mH4Y1H0ZUZBQta7Qs3Q0sFvj1VxklWr6c49YghjGIesZkvh/pi27cWNkEtsCE3PPIUvxZwDGH8RC0UvxmpVvnHcILwBRkFdky++DJVJj9I2zzg9/7QJqD27YPzg1ig920EGsWXN+qbaMluBgleVSSTWJr9snV/iPxi0RsiTb8hvthirgzyubtKCHkJpQQUigUFY3UrFTmHphL9M5oDlzVkp871+7MpMhJDGwyEA9DyRNbhRBM/WQ9L7+1mTQzVCKdfUwmjCS47z65bTZihNxGy38WZHOvWcieZzcdjrVBCqKhQCmsAio4x4HGyFfiSPbXCAF7NoNPD8gywNn9sKqhVEoXHS7WIRvE2kvzm+G+XPS0yxC/OnsbbTWYE5yPB7XMqURL2dIG82ErXt288O6SR7jKZpVbculxUkBV65JndKk8UELITSghpFAoKipCCLac30J0bDSLjizCYpMl7jX8avB82+d5ru1z1PSvWaw5r19PY/z4Zfz8s8wx6d49nJkvhFBr2VxYuBDSs9tymEwwYIAURY88AoaC3vyykKX4s7L/tZeAG5DuhCOR7/Z3X+n948AS4Dnga/tg/HWIGwHeKyFgNNT8TqqlfWil+btcJgpH20LrCrirgMtmgRuxMloUt1J+7dD+IyP5RdKvvoup5mX8nvZzbv9xYRHsfgnSHBScTy1o+zmEDXLTAkuOEkJuQgkhhUJxJ3A5+TLf7P6Gr3d/TXyKzPMx6o0MajKIqMgoutTuUqgn0Zo1pxg16mfi4lIwmfR88EEPXn21E3q7gV5iIvzwg9w6i3Vo5V6rltbnLKKwqrbrwHykP5FjO/ggYAhSFHXibinF34z0XPREbhpWB+nxFDsHAkfJI/UvgtElefky0t16KbInmkNBGAFAL2S0qA9QWBcTa/ZC4pA7lF3IP10r41p2+4+VEL8KS0Itki/9hk5/g8DwBugCG8u8IpMfHMyr6i37/63Lj+UuhpQQchNKCCkUijuJLGsWi48sJiY2hs3nN+eMN6/enKjIKIa1GIafR2434owMCw0ayGapTZpUZe7cQbRuHZLrvBwOHND6nN102Pbq0UNGiQYOlOaNBXIEmJ39cNwXqocURCOAUtgFVAAE0AEp+d4G3rEfOHUB0nqB6QhU+zdU+b/8J0lFiqGlSHF0xeGYHngA5waxjiwCXsL55a0FfI5sKVfg4m2I63tJ+CYMbEYCanfAYDpRyEUAOhkZGnCmXLfJlBByE0oIKRSKO5X9V/YTszOGOQfmkGaW5e2BnoGMbjWaiZETaVilodP569ad4aefDvPRR4/g41PExNjMTPj5ZymKfvtN63NWqZLW56xVq0ImsSEbv85EluI7uhs/iBRFg4HAoq2pgrEAGeuqiowKeQNkZMG+9yHwPTCEQf0z0vunMGxIVWU3cjzgcrwhUhANQAqmITg1uge0YNuPFC6GgKQZSVgvWPF5FDyrroPT38Hl5YVf2GM9BHcr/LwyQgkhN6GEkEKhuNNJyEhgxt4ZxMTGcPLmSTkooPHpkfRp/hAfvTYCgzs+uZ87p/U5O39eG2/TBsaNg6FDZSPYAkkBFiPzidaivYt7IUvxRwI9ybcFfAXEgmxgfw6ZJ/Sc/cChQ6B7APSJEPoz+D9W/MnPom2hbcC5QaweKZzyQoeMDJ2hUFeDtDVpZG7PxKOtB759feHs97D1mcLXdv88CB9a+HllhBJCbqKoL6TVasVsNud7XKFQ3LmYTCYMBSYD3xnYhI01p9bw8Zop/PapL5xsAB6ZhL75M396eDRjW4+lik9hCSdFwGqVfc6mTpXRIvvfRi8vGDxYRom6di1CX6yLyFL8mYCjQWANYBhSFLUo/XpvA58BryADNkeQGoWEZDg1CXxngXcPqPNb6W6SBKxCRouWZH9fGOuR/pcFYO9BZgg2EPBcAFzZAGsfKnxuFRG6OyjshRRCEB8fT0JCwu1fnEKhuG0EBQVRo0aNkjdBrSAsW3aMMWOWcv16GkYPgUefjaS12gA68DR4MrT5UKIio2hXs517bnj9OsyZI7fODh7UxuvV0/qc1Syssk0Au5FRonk4t4BvhRREz+A+4x33kwyEAYnI4E1/yC6lXwM+fUBng4jD4NmkoGmKzhxkilVhzEO6GBRALmNFkw2WhkPaJXLvu4HKEbrLKOyFjIuLIyEhgerVq+Pj43PH/5FUKBTOCCFIS0vj6tWrBAUFERJSQAJxBSYtzcyf/7yayZNlXXaLFsHMmzeIug39+eHgD0THRrMnbk/O+R1COxAVGcVTTZ/C0+hZ+gUIISvN7H3OkpPluF4PffvKKNGjj8qy/ALJQjb1moUMfTiW4vdCiqIBuM+i2X38H/BfZPX7Bvvg5Wtw9Unw2ghBUVAj2j032wAUIWhTlIgQOBgrjvDDFG6SpfObB2cfdZQFqmrsrqOgF9JqtXL8+HGqV69OlSpuCCcrFIoKy40bN7h69SoNGza847bJ0tPNtGv3LYcPXwPgtdc68f773fH01PJshBDsuLSDmNgYFhxaQJY1C4BqPtUY12YcE9pNoHZgbfcsKDVVehJNmwZbtmjjwcFan7NGruVPeXEDWYo/C9jhMB4IPIUURQ9QUUrxLyJr4CzIfOd2ILcRd38LAS+Azg/qXwKDG960rUjvoQKCNkXNEQJI+SkF82EzXg954d05W2Tm6SMUBm0/K3cRBGUnhErR4e/uw54T5OPjU8iZCoXiTsf+e34n5gJ6e5vo168BISF+rF49nI8/fsRJBAHodDo61urI7IGzufDKBd7v/j61AmpxLe0aH275kIjPIxg4fyC/nf6NUn8e9vWVW2KbN8PRo/DGG1IEXbkCH30EjRtD584y6To1tYCJqgATge3IHKK/Ijt8JQLfIg1z6gPvAqdLt2Y3UAt4OvvrT+yDBgNU7guWOiBSIGm2e25mQJbIQ/468DOK3P7NWEv+vFgvWrXBsEEw4CxETpHfmwKg/+kKIYLKEhURciAjI4MzZ84QERGBV6F+GQqF4k7mTvt9v3gxCbPZSkSEbMialWUlOTmTKlWK/sHNYrOw7NgyomOjWXdmXc5446qNiYqMYmTLkQR4uumTttns1OcMW3a5k78/PP20jBK1b1+EBGsbsAmZYP0jsgrNTmdklOhJpIHj7Wcv0BqpP04jZRvpmXDg7xDwERgbQb0jRXieRSQvH6FAYDpFKp23Y7lkIXl6MjofHYGvBjqngVgzYIEfCCs8fhF8QvOf6DZy10aEYmJiCA8Px8vLiw4dOrBz584Cz09ISCAqKoqQkBA8PT1p2LAhv/76621arUKhUNx+Fi48RIsWkxk69CfMZvkJ3sPDUCwRBNKZemCTgawduZZDEw8RFRmFn4cfR68f5cUVLxL6aShRy6M4fO1w6RdtMsFjj8HSpXDhAnzwAdSvL3OJvv1WNntt3hz+9z+ZgJ0vemTSy3dAPDJr+BFkWGQLsni9BjI28ytyo+r20Qrogdy5sgds8PYEn6Fg8wHLMUhbl9/lxWcQssR+PVID2hdRzKCNIdgABhBpAtstl5p8gxcENJZf39pb8rXeIZSrEJo/fz6vvvoqb7/9Nnv27KFly5b06tWLq1ev5nl+VlYWDz/8MGfPnuXHH3/k2LFjfPvtt4SGVgy1eq/z97//neeee67wExVu4y9/+QsvvvhieS9DUUYkJ2cyZswSnnrqR27dysBqFdy8me6Wue+rdh/RfaO5/OplYvrG0KRqE1KyUvhq11c0/aop3Wd256fDP+X0OysVNWvCm2/C8eOwYYNs8OrtLX13Xn1VHn/ySVi1SubY5Isvssx+FXAB+A9wH5CJzC16FLlh9Sqy0dft4bXsf79FbuIBULMuZDwqv775pXtvaEBqw7ezv98C3CreFDqjDkOI3EezXMzj/ziopfzXtbP93YgoR9q3by+ioqJyvrdaraJmzZriww8/zPP8yZMni7p164qsrKwS3zMxMVEAIjExMdex9PR0cfjwYZGenl7i+e92unbtKl566aVc43FxccLf31+cPXs217GtW7cKvV4v+vbtm+vY+vXrBSBu3bqV61idOnXE//73P6exdevWiT59+ojKlSsLb29v0aRJE/Hqq6+KixcvlvQpFUp6erqYOHGiqFy5svD19RWDBg0S8fHxBV6DTGfM9fjvf/+bc86NGzfEM888I/z9/UVgYKAYM2aMSE5OznO+EydOCD8/PxEYGOg0fu3aNeHv7y9OnTpV6ud5r1HRf9+3bbsg6tX7XMA7Qqd7R/z1r2tFVpalzO5ns9nE2tNrxaD5g4T+Xb3gHQTvIGp9Wkv8c+M/RXxywT/zxSYhQYjJk4Vo104IWYMmH2FhQvzjH0KcOVPUlQshdgsh/iSEqCqEwOHRQgjxsRDisnvXnscK7su+40c5gzYhYpcIcQQhjuiFyMr9t9Et2G/8ffEvTV2dKm6+d1Ok/pqa++Ch/woxFyE2P1naFbqNgt6/S0O5RYSysrLYvXs3PXv2zBnT6/X07NmTbdu25XnN0qVL6dSpE1FRUQQHB9OsWTM++OADrAV+glDcDqZOncr9999PnTp1ch2bNm0aL774Ips2beLy5cslvsfXX39Nz549qVGjBj/99BOHDx9mypQpJCYm8sknnxQ+QQl55ZVXWLZsGQsXLmTjxo1cvnyZQYMKjkPHxcU5PaZPn45Op+OJJ57IOWfYsGEcOnSINWvW8Msvv7Bp06Y8I2pms5mhQ4fSpUuXXMeqVq1Kr169mDx5cumfqKJCYLHY+Oc/N9K583ROnbpF7dqBbNgwmn/9qzsmU9lVt+l0OrpHdOenp37i7Etn+WuXv1LdtzoXky7y9/V/J+x/YQxbNIxtF7aVPrkaIDAQJkyQJfh798KLL8o2HhcuwHvvQd268PDDsilsRkYBE+mANsiNqctIV5/ByHbu+4E/I6NEfYAfAPdE1FxXYI8KfU62AYBOByEdITMSsMGtMvod7Zf977LiX2oMlQnTeUaEKrWS/95SEaE8sVgsYurUqWLo0KGiR48e4qGHHnJ6FIVLly4JQGzdutVp/PXXXxft27fP85pGjRoJT09PMWbMGLFr1y7xww8/iMqVK4t33nkn3/tkZGSIxMTEnMeFCxfuyohQXtGTli1birfffjvne0B8++234vHHHxfe3t6ifv36YsmSJU7XHDhwQPTu3Vv4+vqK6tWri+HDh4tr164JIYQYNWpUrgjHmexPbU2bNhXR0dG51pWcnCz8/PzE0aNHxZAhQ8T777/vdLyoEaELFy4IDw8P8fLLL+f5/PO63h0kJCQIk8kkFi5cmDN25MgRAYht27YVeZ7HHntMdO/ePef7w4cPC0DExsbmjK1YsULodDpx6dIlp2vfeOMNMXz4cPHdd9/liggJIcTMmTNFrVq1ivGsFEJU3N/3zEyLaNv2awHviKFDfxS3bpXf+jLMGWLOvjmi49SOOREi3kG0ntJaTN09VaRm5RFJKA3p6UJ8/70QPXs6R4kqVxbiT38SYt++Ykx2QwgxWQjRSThHiQKEEGOFEBuFEFa3LT1DCBGcfYc59kGzRYgdH8uo0NHKQljL4P9yc/ZNKwkhzMW71JpoFTffuylu/vOmsGXanA+mX5ERobk6Icwpblps6ahQEaGXXnqJl156CavVSrNmzWjZsqXTo6yw2WxUr16db775hrZt2zJkyBD++te/MmXKlHyv+fDDDwkMDMx5hIWFFe+mQshyz/J4lEFB37vvvstTTz3F/v376du3L8OGDeNmdqfphIQEunfvTuvWrdm1axcrV67kypUrPPXUUwB8/vnndOrUifHjx+dEOsLCwrh58yaHDx+mXbvczrULFiygcePGNGrUiOHDhzN9+vQSfZpcuHAhWVlZvPHGG3keDyqg31GfPn3w8/PL99G0adN8r929ezdms9kpctm4cWNq166db+TSlStXrrB8+XLGjh2bM7Zt2zaCgoKcXrOePXui1+vZsUPzT1m3bh0LFy4kJiYm3/nbt2/PxYsXOXv2bJHWo6h4CCGw2eTvhYeHgblzBzF79kDmzXuCoKDyq2jzNHoyrMUwto3dxq7xu3i21bN4Gb34I/4Pxi0bR61Pa/H66tc5fctNpexeXrKibM0aOHMG/vEPCAuDmzfhiy+gZUuIjIQpUyAxsZDJKgMTgK3AceDvQB1kn4ppSBvE+shEm5OlXronMCn760/ItvoxGqDSQLAGg7gJyfNLfZ9cdEQ+1VvIp1oM9AF6dAE6EGC57BIV8qoO3iGAgATXTrB3FyXqcvfDDz+wYMEC+vbtW+IbV61aFYPBwJUrV5zGr1y5Qo0aNfK8JiQkJFePoCZNmhAfH09WVhYeHh65rnnzzTd59dVXc75PSkoqnhhKSwM/v6Kf705SUqQ/hxsZPXo0Q4dK//UPPviAL774gp07d9K7d2+io6Np3bo1H3zwQc7506dPJywsjOPHj9OwYUM8PDzw8fFx+j86f/48Qghq5mGrP23aNIYPHw5A7969SUxMZOPGjXTr1q1Y6z5x4gQBAQElcgGeOnUq6en5h8NNBTjfxsfH4+HhkUtoBQcHEx8fX6T7z5w5E39/f6fttPj4eKpXr+50ntFopHLlyjnz3rhxg9GjRzNnzpwCS0Xtr/u5c+cIDw8v0poUFYeEhAxeeGE59epV4l//6g5Ao0ZVadSoajmvzJm2Ndsy/bHpfPTwR0z/YzqTd03mTMIZPt72MZ9s+4S+DfoSFRlFr/q90OvckHURHg7vvivF0Jo1sgx/yRLYtUs+Xn1V63P24IOFlKc3AN4D3gE2Iw0bFyLdB9/LftyPLMN6CqhUoiW/AHwA/IGDEXRoTTj0BPh/BTe+hMBRJZo7X4xAX2Qx3S/Ag8W8PNSIOcmM9ZJVOkw7EtQS0uNk5VjVjm5ZbkWkRD+tHh4e1K9fv1Q39vDwoG3btqxduzZnzGazsXbtWjp16pTnNQ888AAnT57EZtNK/Y4fP05ISEieIgjA09OTgIAAp8e9TIsWWkNDX19fAgICcqr09u3bx/r1652iJY0byxLKU6dO5TunXWS4erEcO3aMnTt35ggvo9HIkCFDmDZtWrHXLYQocbuT0NBQ6tevn+8jr7wmdzJ9+nSGDRtWbK+a8ePH88wzz/DggwX/ZfP2lq6waWlpJV6jonzYtOkcLVtO4YcfDvLRR1u5dKkoXTXLlyo+VXj9gdc58eIJlg1dRu/6vREIlp9YTt95fWn4ZUM+3fYpt9KLWcaUHwYD9O4tnasvXYJPP4WmTSE9HWbPhm7dpGv1v/8NcXGFTKZHRoKmIUvx5wG9s8e3IiNIIUgx9AvOrd8LpwrwbPbXOVmLPl7gOQKECbJ2Q3rBFjElojR5QrVUnlCJhNBrr73G559/XuqEuVdffZVvv/2WmTNncuTIEV544QVSU1N59ln5ozRy5EjefPPNnPNfeOEFbt68yUsvvcTx48dZvnw5H3zwAVFRUaVaR4H4+MjITHk8iuFwrdfrc/1/5OWY6xr90Ol0OcIyJSWF/v37s3fvXqfHiRMnCnwzrlpVfnK9dcv5D9+0adOwWCzUrFkTo9GI0Whk8uTJ/PTTTyRmh7XtwjQxjzB3QkICgYGBADRs2JDExETiCv1Dl5vSbI3VqFGDrKysXE14C4pcOrJ582aOHTvGuHHjcs3rahNhsVi4efNmzrzr1q3j448/znntxo4dS2JiIkajkenTp+dcZ9/arFatWqHrUVQMsrKsvPXWWrp1m8H584nUq1eJTZtGExp653xQM+gN9GvYjxXDVnB80nFe6fgKQV5BnLp1itdWv0bop6GMXzqevfF73XfTatXglVfgwAHYvh3Gj5cR+xMnZHl+WBgMGCAjR4U6hvsgu5OuQJbifwQ0Q5biL0S2UQ0FXkbGeIr2fvcKMnl6ObIrPQChjSHjEfm1u0vpQbZkMyLNuIu5y+cohHK9p9tL6O92L6GSJBY9/vjjIjAwUERERIh+/fqJgQMHOj2Kw5dffilq164tPDw8RPv27cX27dtzjnXt2lWMGjXK6fytW7eKDh06CE9PT1G3bl3x/vvvC4ul6CWld2v5fPv27cXrr7+e831iYqLw9vbOlSy9ePFip+sCAwPFd999J4QQ4q233hKNGjUSZnP+GXcPP/ywmDRpktOY1WoVAQEBTnObzWYRHBwsPvnkE3HgwAGnR7169cTkyZOFEEIkJSUJvV4vfvrpJ6c5T506JQCxZcsWIYQQ58+fL3Gy9MWLF8WJEyfyfeRV8m/Hniz9448/5owdPXq0yMnSo0aNEm3bts01bk+W3rVrV87YqlWrnJKlDx8+7PS6/etf/xL+/v7iwIED4ubNmznX/fbbb8JkMom0tLRC16PQKK/f92PHrot27b4R8I6Ad8SYMT+LpKSM27qGsiIlM0V8s+sb0WJyC6fk6gemPSC+P/C9yLRkuv+myclCTJ8uxAMPOCdY16ghxP/9nxDHjhVjMpsQYo8Q4mUhRHXhnGTdTAjxXyHEpXyvtvN49hXjcqa1CRE7L7uU3kMI85VirKmIPJR908+Kd5nNbBM3378pbr53U1huuryXJhyRCdPzfYWwlp11Q1Epq2TpEgmh0aNHF/ioyNytQugvf/mLqFGjhti0aZPYv3+/ePzxx4Wfn1+xhNClS5dEtWrVxODBg8XOnTvFyZMnxcqVK8Xo0aNzxOb48eNFZGSkOHPmjLh27ZqwWmXVxaBBg8Rrr72WM+/ixYuFh4eHSEhIyLXWN954Q7Rr1y7n++eee06Eh4eLJUuWiNOnT4uNGzeKjh07io4dOwqbTatkiImJETqdTowZM0Zs2LBBnD17VmzZskU899xz4tVXXy3tS5gvEyZMELVr1xbr1q0Tu3btEp06dRKdOnVyOqdRo0Zi0aJFTmOJiYnCx8cnR/S50rt3b9G6dWuxY8cOsWXLFtGgQQMxdOjQfNeRX9XY22+/7VSRpiga5fH7npaWJapX/0jAO6JSpX+LhQsP3bZ7305sNpvYfG6zGLJwiDC+Z8wRRMEfBYu/r/u7uJhYRr5fR44I8frrQlSv7iyKunQRYsYMIVKKU/2UJYT4RQjxlBDCU2iCSC+E6CWEmCuEyLtqbkv2mZ5CiBz3pfNxQuxvKsXQtX+V5NkVzKfZN+1R/EsTpyWKm+/dFBn7XQS51SLED95SDCUWR1CWDRVKCN3J3K1CKDExUQwZMkQEBASIsLAwMWPGjDzL5wsSQkIIcfz4cTFw4EARFBQkvL29RePGjcXLL7+cI0iOHTsmOnbsKLy9vZ3K53/99VcRGhqaI4z69euXp4GiEELs2LFDAGJfdilsenq6ePvtt0Xjxo2Ft7e3iIiIEM8991xO2b4ja9asEb169RKVKlUSXl5eonHjxuLPf/6zuHy57AzT7IaKlSpVEj4+PmLgwIEiLi7O6RzA6XUUQoivv/5aeHt75ykGhZCGikOHDhV+fn4iICBAPPvss/kaKgqRvxBq1KiR+P77Erip3eOU1+/71Km7RffuM8WFC+79Y15RuZx0Wbyz/h0R8nFIjiAyvGsQgxcMFhvObHD6sOM2srKEWLxYiEcfFUKv1wSRv78Qzz0nxI4dMkpTZG4KIb4WQjwgnKNEfkKIZ4UQ64VjKb5NCNEh+4y/2wfNZiF2vCeF0LFQIWzFrHUvjOPZNzQKIYr5o5W6qgBjxZXtpRA6t8ANiywdZSWEStV09dq1axw7dgyARo0a3RE5CqrpatkghKBDhw688sorOcnRirJnxYoVvPbaa+zfvx+jsURFoPcst+v3fc2aU3h7m+jcuTZA9jso6PVuasJ5h2C2mvn56M9Ex0az6dymnPFm1ZsRFRnF8BbD8fMogwrdS5dg5kyYPh0ciz6aN5cVZ8OHQ5UqxZjwJDAbWXl21mG8DjAi+9GQhciU6yrAeWRGEseOgbUT6G9B6E/g7+au7o2BY8ACZB/aIpJ1KIvURakYahgIGO+Sp7bjOTj1LTR9C1q+78bFFp8K1XQ1NTWVMWPGEBISwoMPPsiDDz5IzZo1GTt2rKpcuUfR6XR88803WCy3t+HhvU5qairfffedEkEVkIwMC6++uopHHpnDM8/8xK1bsrpSp9PdcyIIwGQw8WTTJ9k4eiP7J+zn+bbP42Py4eDVg7yw/AVCPw3lpRUvcez6MffeODQU3npL9jlbv14KHy8vmXD98suyz9mQIbB6NdhshU4nvYfeBU4Bm4BxQABwDvgX0AjoxECmEIGVG0jJJNcSBmmPy69vlEHStL167JfiXWZPmLZesSLMLrGRe6ByrERC6NVXX2Xjxo0sW7aMhIQEEhISWLJkCRs3buS1114rfALFXUmrVq0YMWJEeS/jnmLw4MF06NChvJehcOHQoat06DCV//1vOwD9+zfE01OJVTvNg5szpd8ULr16ic96fUaDyg1Iykzii51f0DimMY/MfoSlx5ZitbmxfZJeL0vtZ8+WZfYxMdCmDWRlwYIF0KsXRETAO+/AuXNFmRDogmy1Gg98j2zjoQe2Y+QFXuZ1AD4lBRtm8PMB40gQesjYAJmH3Pf8QBa6AfwKFOOl0wXo0PnnY6xY6e6vHCvR1ljVqlX58ccfc5nirV+/nqeeeopr1665a31uR22NKRQKKJvfdyEE0dE7ef31NWRmWqlWzYfp0x+jX7+Gbpn/bsUmbPx2+jeid0bzy/FfENml6nUC6zCh3QTGtRlHVZ8yMpjcu1eaNc6ZA3abDJ1O9jkbOxYeeww8PYsxYRxSFM0khVOEcYEEKvEzI3iMynBtBFx6A7zWQ+AECHFjDzIzUB1IAH5HekQWkZSFKZiPmvHu7o3XAw6/D+ZkWJj9XjnoGniVn9FnhdoaS0tLIzg4ONd49erV1daYQqG4J0lLM9O37zz+9KeVZGZa6dOnPgcOvKBEUBHQ6/Q8Uu8Rlg5dyqk/neKN+9+gincVziWe4821b1Lr01qM/nk0sZdi3X/zVq3gyy9llGjePOjeXaZWr14tt8xCQ+UW2oGitpkIAV4F9uHH7zzPHwB8wnjgC+nQbOktT02cBdbCWoUUAxMyKAXFNlfM8RO65BIRMvmDXz35dcLduT1WIiHUqVMn3n77bTIcOgKnp6fz7rvv5usKrVAoFHcz3t5G/Pw88PQ08OWXfVi+/BmCg8upPc8dTESlCP7z8H+48MoFZjw2g3Y125FpzWTmvpm0n9qeDlM7MGvfLDIsBXWkLwFeXjB0KKxdK5Oq//Y3KYJu3IDPP4cWLaB9e/jmG0gqqgN4S16kOyYEm3mQnbwFOiNUOwSWCCANEjsg+2Okuud5lDJPKE9jxZw8ob2lWVmFpURbYwcPHqRXr15kZmbmNFndt28fXl5erFq1qkCn3vJGbY0pFApwz+97WpoZs9lKYKC8/ubNdOLikmnatHohVyqKw85LO4neGc38Q/PJsmYBUNWnKuNaj2NCuwnUCSqjNjlWq4wMTZsGS5dqbtU+PvDkk3LrrHPnQvqcwShkwvRTwHwSwLwY9h4G/4/B4AH1s0DnCwzOPrsrJYxTwE3k9pgV2UotvGiXCYsg4T8JYIOASQEYKmk9PTnwTzjwDwgfAffPyneOsqastsZKXD6flpbG3LlzOXr0KCCbnw4bNiyn71FFRQkhhUIBpf99/+OPOJ55ZhHNm1dn/vzBJe6Fpyg6V1OvMm3PNCbvmsyFpAuA3Fbr37A/k9pPokdEj7L7f7h6VSZaT5sGR45o4w0bwpgxMGoU5NN2Zx/QCiltTpGtTY4eBFtH0KdCWA3wdWziHIYswx+JrEIrJl2RBW1fApOKflnStCSsl634DvTFo5lD/86Ly2DTAAhqDn33F389bqLCCaE7FSWEFAoFlPz33WYTfPLJVv7613WYzTZCQvzYvfs5QkL8y3C1CkcsNgu/HP+FmNgYfjv9W854oyqNiIqMYmTLkQR6BZbNzYWQfc6mTYMffoDU7C0tgwH69ZNRoj59wMXS4hFgDbJz2f8AklPhxFjwmQ8+j0LtN5Fxo/mAY95Qe2SUaAjSlagIfAy8nn3TVUV/ammr0sjcmYlnpCc+vR16XaaehyV15LbeUylgKE7yuPsodyG0dOlS+vTpg8lkYunSpQWeO2DAALcsrixQQkihUEDJft8vXkxi1KifWbfuDAADBzbmm2/6U7Vq0RskK9zL0etH+Sr2K2bsnUFyVjIAviZfRrQYQVT7KJpVb1Z2N09JkaX306bB1q3aeEiIjBCNGQMNGgBSj/QG/JAtXoMA9v4KXo8COqh7CjwigHRkpvMsYCVaHbwJmQA0EugLOERsXDkKNMk+5TpQRI2edTCL1MWpGEIMBIz7f/bOPDym823A90z2PSEJiUSCkIgqsRZVS9XalrZ+9rVaXWirqO61tLS+UksprSZoS1GqtLailKL22IJYYk8I2SSyzjzfH2dmkslMIiFqO/d1nStz3v0dZs4zz/ssBZ6PIrCsPOQkQ/t9UC6iZAOWMXdKECpxig2NRiOXL182vS7q0mq1ZRb2+k7woKbYeFAICgqSKVOmlLj9pk2bBLBIutqnTx8ZP3582S5OpVjeffddi4S89zKl/bz/8ssR8fL6QmCMODuPlzlz9t6Z9BAqt0RaVprM3DVTwmeGmyV8bTG3hfxy5BfJycu5swuIiREZMULEx8c8z9kTT4j88IPoMzLkEVGyYEw09rl8TST6MSXtRsJIK4MmiJJErK6Yp/YoLyJDRWSXKAk9CqEXkRBD02WW1UWRl5wnSeOSJOmzJNHnFBp3fUsl1capuSUfsIxRc42VEaogdHu0aNFC3nrrrTs2/pUrVyQjw3oiQ2tkZ2dLfHy82QMpOjpaypUrZzVv18KFC0Wr1crrr79uUVdULi8R63nali5dKi1atBB3d3dxcXGR2rVry9ixY+XatWslXn9puXbtmvTq1Uvc3NzEw8NDXnzxxWLzk8XFxQlg9VqyJD930K5du6R169bi4eEhnp6e0rZtW4mOjjYb68CBA/L444+Lg4ODBAQEyMSJE83qExMTxc3NTU6dOlW2m75DlObznpGRIwEBXwmMkQYNvpPjx6/+BytUuRX0er1sitskLyx+QWzG2pgEokqTK8m4zeMk/nr8zQe5HbKzRZYtE+nY0TzPmbu7RM2fL4hIJb1eskVEdDqR3dMUQeiYp4iuuO++AyIyUkQqirlQVFNEPheRc+bNhxmqB5Z86Xq9XpK/SpakcUmSe7ZQLrQ9wxRBaM9bJR+wjLlTgtAtmqVbkmIMRKWichv4+Pjg7FzyYwZ7e3sqVqxoZiD59ddf87///Q9XV0vX5cjISEaNGsXPP/9sFv6htHz44Yd0796dhg0bsmbNGg4fPszkyZM5cOAAP/744y2PezN69+7NkSNHWL9+PX/88Qdbtmxh8ODBRbYPDAwkPj7e7Bo7diyurq506KAEHElPT6d9+/ZUrlyZnTt38s8//+Dm5ka7du3INXjJpKWl0bZtW4KCgti7dy9ffvklY8aM4bvvvjPN5e3tTbt27Zg1qwwDxN0jODvb8cMPXfjgg8fZvv1FatQoTW4qlf8SjUZDy+CWLO22lDPDzvBR84/wdfHl4vWLfLL5EypPqUyvZb3Ydm6bpZt4WWBvD88/D6tWKRGqP/tMiVidlkavl1+mYnw8FzUalqxbpwRwLP8c6PxAUiBtUTEDPwp8iXKwtgboCTgCR4H3UXKdtUE5UkvPjzK9CihJ5hCU9862Ur4bvRkPcqqNW5GevvjiC1m0aJHpvmvXrqLRaMTf39/iV+S9xoOqEbJ2pGQt+/ycOXOkS5cu4uTkJCEhIbJixQqzPocOHZL27duLi4uL+Pr6Sp8+fUxZ4Pv372+hVTBmny+MUbvy+++/S40aNcTJyUleeOEFycjIkHnz5klQUJB4enrKG2+8IXl5eUXu42ZrLnw0lpeXJx4eHvLHH39YrOn06dOmbPCNGzeWBQsWWF2zNSigEdq5c6cAMnXqVKttCx/TlRUxMTECyO7du01la9asEY1GIxcvXizxOHXr1pUXX3zRdL97924B5Ny5/F+UBw8eFEBOnDghIiLffPONeHl5SXZ2tqnNu+++K6GhoWZjz58/XwICAkq9t7tBcZ/33FydjBu3WebO3f/fL0ylzMnKzZIFBxdI08imZsdmdWfXle/3fi8ZOSXXQt8SOp3Ixo0ivXrJ+I8/FkSkzv79ore3Fxn4osiuoYpW6GQdkVIdt6aKSKSItBBzLZGzSPYAEfdc5fbfko+YuS1TksYlyfXFhTTNSfsVjdASz1Kusey4pzRCs2fPJjAwEID169ezYcMG1q5dS4cOHXjnnXduUzS7xxCBvIy7c92BXytjx46lW7duHDx4kI4dO9K7d2+SkpIARavXunVrIiIi2LNnD2vXruXy5ct069YNgGnTptGkSRNefvllk3bB+P/AGjdu3GD69OksWrSItWvXsnnzZp577jlWr17N6tWr+fHHH/n2229ZunTpLa+5MAcPHiQ1NZUGDRpY1M2dO5dOnTrh4eFBnz59iIyMLOnbZsaCBQtwdXXl9ddft1rv6elZZN9atWrh6upa5GXU0lhjx44deHp6mu2tTZs2aLVadu7cWaK17927l+joaAYNGmQqCw0NpXz58kRGRpKTk0NmZiaRkZHUrFmT4OBg09xPPPEE9vb5Bprt2rXj+PHjJCcnm8oaNWrEhQsXOHPmTInWcy8SF5dMy5bz+OSTzQwdupr4+Ot3e0kqt4mDrQO9avdi24vb2Dd4H4MiBuFo60h0QjQv/f4SAV8FMGLdCE4lnbr5YLeCVqtErF6wgFeHD8c5N5cDdevy1+OPw9woWOMG4gC5B+DsilIM7A68CGwGTgPjUJLC3gD7edB+mdLs979QNEc3p2CEaSn4DHIPB60d5KbAjfOlWOO9zy1lAUxISDA9AP/44w+6detG27ZtCQ4OfvASQOpuwJK7FB22WzrYupTpkAMGDKBnz54ATJgwgenTp7Nr1y7at2/PjBkziIiIYMKECab2UVFRBAYGEhsbS40aNbC3t8fZ2ZmKRcTLKEhubi6zZs2iWjUlPHvXrl358ccfuXz5Mq6uroSHh9OqVSs2bdpE9+7db2nNhTl79iw2Njb4+poHtNPr9cybN4+vv1YyPvfo0YMRI0aYvIZKw4kTJ6hatSp2dnal6gewevVq03GTNYqLw5WQkGCxL1tbW8qVK0dCQkIRvcwxCjhNm+YnIXJzc2Pz5s106dKFTz/9FIDq1auzbt06U1b7hIQEi/fJmGYnISEBLy8vAPz9/QHl38EoRN0viAgLFhzi9ddXcf16Du7uDnzzTUfVLf4BI8Ivgu+f/Z7/e+r/iNofxaw9szidfJqv/v2KKf9OoX1Ie4Y2Gkr7kPZoNWVmPWKinKcnLwIzgMm//sqTH3wAf2yCZ9qC0++wojusaaW44T/7bCnynFUBPgY+Av4FfoCnN8GS7vBHOfgsHGiA4orfA7CeM8zGzwa0IOmCPlWPjachsKKNPbjXhJSDSoRpl8q38S7cW9zSv7KXlxfnzysS4dq1a2nTpg2gfJHodGWYLVilzHn00UdNr11cXHB3d+fKlSuAEh1806ZNZhqKsLAwAE6dKvqXUkEtR0GNhrOzs0kIAuXBGRwcbGa7U6FCBdP8t7LmwmRmZuLg4GARVG39+vVkZGTQsWNHQLFneeqpp4iKiip2bmvIbWjqgoKCCAkJKfKqVKnSLY99MzIzM1m4cKGZNshYPmjQIJo1a8a///7Ltm3beOSRR+jUqROZmZmlmsMoyN1vOQdTUrLo3ftX+vZdzvXrOTRrFsiBA6/Su/ejN++scl9SzqkcI5uO5MQbJ1jVaxUdQjogCGtOrqHTwk5U/7o6k7dPJinTuvb5dhgGaIA1Hh4cmTkTNm+EVEPYmTZ5sHcddOsGAQEwfDgcKU2Weg3QBJgFHaaCVuBAXTgXDOwB3kDJh9YFWA5km/e202BTQRF+dBcKPc8fUDuhW9IIPf/88/Tq1Yvq1atz7do108Nv//79hISElOkC7zo2zopm5m7NXUK0Wq3FA9qa5qGwFkOj0aDXK5Z06enpPPPMM0ycONGin5+fX5FzF9RyFNRoWJuruPmLojR9vL29uXHjBjk5OWbHOJGRkSQlJZmtT6/Xc/DgQcaOHYtWq8Xd3Z2MjAz0ej1abf5vBKMjgIeHEqCtRo0a/PPPP+Tm5pZaK1SrVi3Onj1bZH3z5s1Zs2aN1bqKFStaCIB5eXkkJSWVSEO3dOlSbty4Qb9+/czKFy5cyJkzZ9ixY4dp3wsXLsTLy4sVK1bQo0cPKlasyOXLl836Ge8Lzm08svTx8bnpeu4VMjNzqV8/iri4FGxsNIwZ05L33nscW9uy1wao3HtoNVo6Vu9Ix+odOZl0klm7ZxEVHcXp5NOMXD+Sjzd9TK/avRjScAgRfmUTP6ca8BzwK/AVEOnsDGFd4Mp0sD8EM1rA8BNw6RJMmaJcjRsrWqIePcCtkJZSp4OtW5XEsX5+0Ly5EuDR21GRibYBqw7Ca1EoxtT7gBWGqxyKhqgfSvBGDbYBtujideRdzDOPMO2ppNQiJbpM3od7hVv6pE+ZMoWhQ4cSHh7O+vXrTb/w4+Pji7SbuG/RaJTjqbtxlSJUvI+PD/Hx8ab7tLQ04uLiSrXVevXqceTIEYKDgy00FS4uyhGdvb29hdavoJbjTmo0SkLdunUBiImJMZVdu3aNFStWsGjRIqKjo03X/v37SU5O5s8//wQUW5m8vDyio6PNxty3bx+gCEAAvXr1Ij09nW+++cbqGorzoFy9erXZGgpf33//fZF9mzRpQkpKCnv37jWV/fXXX+j1+hIdSUdGRvLss89aCCk3btxAq9WaadGM90aBs0mTJmzZssVMuF6/fj2hoaGmYzFQ8hDa2dnd0/kGC+PkZEf37rWoVs2Lbdte5KOPnlCFoIeUkHIhTG43mYvDLzLnmTnUqVCHzLxMIvdHUu+7ejSLasbPh3425Tu7HUYY/v4EJAD4loMcxQSAurFw5iT88Qc895wSpXrnThg8WEnjMXAgbNum2JH++isEB0OrVtCrl/I3OFgph/wkrL+7AW8Be4FDwCjAHyU52TfAYyhRGCdgWykFeIg8x8rU9Po+4EH1GnvvvfekYsWKsmXLFjl48KB06dJFXF1dLbzGCsfC8fDwkLlz54qIyMWLF8XHx0e6du0qu3btkpMnT8ratWtlwIABJs+ul19+WRo2bChxcXGSmJgoOp3O6nqseWCNHj1a6tSpY1bWv39/6dy5s+nemtdYcWu2FlCxXr168vXXX5vup0yZIn5+flaD33Xr1k26du1qum/btq3UqVNHNmzYIKdPn5Y1a9ZIaGiodO/e3azfqFGjxMbGRt555x3Zvn27nDlzRjZs2CBdu3Yt0pusLGjfvr1ERETIzp075Z9//pHq1atLz549TfUXLlyQ0NBQ2blzp1m/EydOiEajkTVr1liMefToUXFwcJDXXntNYmJi5PDhw9KnTx/x8PCQS5cuiYhISkqKVKhQQfr27SuHDx+WRYsWibOzs3z77bdmY40ePVpat259B3ZetmRm5kpKynXT5z07O0/S0rLu9rJU7jH0er38c/Yf6bm0p9iOszV5m1X4soJ8/NfHciH1wm2N30QUp66PjAWnTokcLqd4kKXmx/mShASRL78UCQszD9bo729+b7w0GuVatkzksGESBxFJL7yCPBFZJyK9RcRJjF5neUmVDYEVr4o+t8CzMuuq4jm2AJGcsvXcKgl33Wts5cqVpl+DK1euLPZS+e95//33adGiBU8//TSdOnWiS5cuZvY5JcHf359t27ah0+lo27YttWvXZtiwYXh6epqOTEaOHImNjQ3h4eH4+Phw7ty5O7Gd2+Kll15iwYIFpvuoqCiee+45q8kYX3jhBVauXMnVq1cBWLx4MS1atOCVV16hVq1avPnmm3Tu3NlCUzNx4kQWLlzIzp07adeuHbVq1WL48OE8+uij9O/f/47tbcGCBYSFhfHkk0/SsWNHHn/8cbNYPrm5uRw/ftzCRicqKoqAgADatm1rMWZYWBi///47Bw8epEmTJjRv3pxLly6xdu1a05Goh4cHf/75J3FxcdSvX58RI0bwySefWMQwWrRoES+//PId2HnZICIkJmYQE5PI+fNppuNke3sb3NzuTv4klXsXjUZDs8rNWPjCQs6/fZ5xLcfh7+bP5YzLfLrlU4KmBtF1SVc2n9l8S7aDRq3QN0AGQKUAyHxOKbw6Pb9hhQowciTExCiaoIEDwcVFOTqzhnEtw4ZBqE7J8poNbCzc0AYlIdlPwGUgCmiJ1vMcGpfLoNeii38GJQHsenDwBOcApWvKoVLv916lxLnGtFqtyWuloP2ExYAazT1tMK3mGnvwyczMJDQ0lMWLF9OkSZO7vZyHhjVr1jBixAgOHjxo8ja7l8jN1XH2bCopKUogTRcXDTpdEiEh1dTPu0qJydXl8tux35i5eyZ/n/3bVF7LpxZDGg6hb52+uNqXzNNYB9RAcXyfCbwOcGQbaFuARgfBB8CxCIP91auhU6ebT7JpE/zaUslE/xIwpyQrO0v6kqvkHq+KU5uPcWwy01DuD+cc4dBpqD4DagyxsqOtQDyKQXZzFGGrbLhTucZKrBHS6/Um1129Xl/kdS8LQSoPB05OTvzwww8mLY/Kf0NGRgZz5869J4Wg1NQsYmISSUnJQqOBgAB3goM9sbFRbYFUSoedjR3/q/U/Ng/YzKHXDvFq/VdxsXPhSOIRXl/9OpW+qsSba97k2NVjNx3LBsWDDJSM9DqASo9CdiulMOnrojunphZdV5D4+Hw7oRJHmQ7CtpJi55d3YRTwGuAFXILKp6ET4D8GmA4kGvr8iqJ6agX0MvwNNpTf25RYI/SgoGqEVFQeHvR64eLFNC5fzgDA0dGWqlW9cHa2Uz/vKmVGalYq8w/MZ+bumcReizWVt6nahiENh/B0jaex1Vr/gZAOVAaSUZzZu4jA/h/AeQDgBNUvgo2XZcfNmxXD6JuxaRM0aamEDUoHdqOEE7oJuWdzSf8hHY2bBo+3PNBocoBVcONzcNxTQI1iC0QYBi6M0RxhKfD8zSe9CXddI1SQN998k+nTp1uUz5gxg2HDht3umlRUVFTKjPR0xcPH19eFmjW9cXYufSBMFZXi8HD04M3Gb3J0yFH+7PMnnUM7o9Vo2XB6A88tfo5q06vxxT9fkJiRaNHXFXjV8HoSKN7CFTtAbgiQCSlzrU/avLkSZ6go72KNBgIDlXYOKKZAAH+UbE+2/ragAbkuSJqgDPI85C1UJLZ9tiD1gTysC0GgZGICRe91754W3ZIgtGzZMpo1a2ZR3rRp05umS1BRUVG5k4jB9QVAq9VQpYoXISHlqFzZQz0KU7mjaDVanqr2FL/1+I3Tb57mvWbvUd6pPOdSz/H+xvcJmBJAv+X92HVxl1m/oYAdSrifnQAVykO2Idr+tRkgVs6zbGxg2jTldVHC0NSpSjvIT8L6e8n2UjCwopkbvVs10LnAsTxI+xEoQlAzISiJYreWbOK7wC19K1y7ds0UXK4g7u7uql2GiorKXSM3V8eJE0lcvJifH8zR0RZPT/XoS+W/JcgziM/bfM6F4ReY32U+Df0bkqPL4ceDP9L4+8Y0nNOQ+dHzycrLwh/obeg3GRThxbMv6F1BHwcZ66xP8vzzsHQpWIvfNnWqUm+kI8pJ1T7gYsn2UDDvmAmNFjwNBtzJ0SiaopIQf/Mmd4lbEoRCQkJYu3atRfmaNWuoWrXqbS9KRUVFpbSkpGRx5EgiaWnZXLmSQW7uvauKV3l4cLR1pF+dfux6eRc7X9pJvzr9cLBxYM+lPQxYMYCArwJ4b8N7dE9TpJNlQBxApWDINKTduDqt6Amefx7OnFFsgRYuVCJQAxRIhgyAL2CMu7qqZGu3CbCiEYICEaYPoHiHlYSStvvvuSVBaPjw4YwaNYrRo0fz999/8/fff/PJJ5/w3nvv8fbbb5f1GlVUVFSKRKfTc/ZsCidPJpGXp8fJyZaaNb2xsys7t10VlbKgUaVGzO8yn/Nvn+fzJz+nskdlrmVeY+K2iXSaWhmf+P3ogSki4OQADi8qHbP+hJyTRQ9sYwMtW0LPnjDE4NK+aFF+PCEjRu+xktoJVVI0QroEHZJXYCxThOloFBf5APINowujAQIN7e5NbkkQevHFF5k8eTKRkZG0atWKVq1a8dNPPzFr1qx7OpiaiorKg0VGRg5Hj14lMVEJIFmhggs1a/rg5KQaRKvcu/i4+PDe4+9x+s3T/Nb9N56q+hR60ZO44V0AZuTe4PPds0n1rgHZTQGBpJnFD2qkc2clY/2xY3CoUNBDo53QBqAE+ZS1Xlo0zhrQKcKQCS+DRij5AEoQAKPGqihhaCplGU+orLlly8HXXnuNCxcucPnyZdLS0jh9+rRFMkcVFRWVO4VOp+fEiSSysvKws9NSo0Z5AgM90GpLnqNPReVuYqO1oXNYZ/7s+yfHhhzjDe+aaK8cRuxd+CA1jkpRNZlx2vCYTpkL+oybD+ruDh07Kq8XLzavq42inMkE/rr5UBqNJt9OqODxmGdtQANZCZB5GcU1filQ2FbJj7Jynb+T3LIglJeXx4YNG/j1119NHhqXLl0iPf0uZWpXeeCZN28enp6eFuVPPPEECxcu/O8X9BDTo0cPJk+efFfXYGOjJSDAHU9PR2rV8sHdXU2RoXL/EuodyvQO0/imXAgAto8NJ0OXw1uH/uFUOkAqe44NJ1eXW+w4AHQ3eJwVPh7TUGrvMauCkK0LuFVXXqcYE7A+D5wBNgEVDGU/ca8LQXCLgtDZs2epXbs2nTt3ZsiQISQmKrERJk6cyMiRI8t0gSr3Fi1btrynYkWtXLmSy5cv06NHD4u6zz//HBsbG7788kuLujFjxpgy1RfkzJkzaDQaswz0IsJ3331H48aNcXV1xdPTkwYNGjB16lSLnF5lyblz5+jUqRPOzs74+vryzjvvkJeXV2T7zZs3o9ForF67dytxPo4fP06rVq2oUKECjo6OVK1alY8++sgsq/yRI0d44YUXCA4ORqPRMHXqVIu5PvroI8aPH09qSaPblhFJSZlcv55tui9f3olq1bywtb131e4qKqVhoK0jfkCeawXee/UAz4e+wOyTipbTNvU7gqcFMe7vccRfL8YL6+mnwdkZTp+GvXsL1Rn+/kF+mJ9isKlkMJi+WOi7x8xOyNQaaAkY6hSz73ueWxKE3nrrLRo0aEBycjJOTk6m8ueee46NGy2yuqmo3DGmT5/OwIEDrea/i4qKYtSoUURFRd3WHH379mXYsGF07tyZTZs2ER0dzccff8yKFSv4888/b2vsotDpdHTq1ImcnBy2b9/O/PnzmTdvHp988kmRfZo2bUp8fLzZ9dJLL1GlShUaNFBCydrZ2dGvXz/+/PNPjh8/ztSpU5kzZw6jR482jXPjxg2qVq3KF198QcWKFa3O9cgjj1CtWjV++umnst14Eeh0euLiUjh9OpnTp5PJy1PiqhgFPRWVBwV74E3D69U+NVnSfSnDwteSo7OhrhdUcYhn9ObRVJ5amZ7LevLPuX8sE766uMAzBtXPokXmda0AZxQX+uibr8cUWDFN0KcViGdkEoQOWOkVYvhbjIH3vcStpKwvV66cHDt2TEREXF1d5dSpUyIiEhcXJ05OTrcy5H9GamqqAJKammpRl5mZKTExMZKZmXkXVnZ7BAUFyZQpU8zK6tSpI6NHjzbdAzJnzhzp0qWLODk5SUhIiKxYscKsz6FDh6R9+/bi4uIivr6+0qdPH0lMTBQRkf79+wvKbwjTFRcXZ3U9Z86ckaefflo8PT3F2dlZwsPDZdWqVab6FStWSEhIiDg4OEjLli1l3rx5AkhycrKpzdy5cyUwMFCcnJykS5cuMmnSJPHw8DDVX7lyRTQajRw+fNhi/s2bN0ulSpUkJydH/P39Zdu2bWb1o0ePljp16lj0i4uLE0D2798vIiKLFy8WQH777TeLtnq9XlJSUqzu/3ZZvXq1aLVaSUhIMJXNmjVL3N3dJTs7u0Rj5OTkiI+Pj4wbN67Ydm+//bY8/vjjVuus/b8yMnbs2CL7lSXXr2fLwYMJsnv3Rdm9+6JcuJAqOp3+tse9nz/vKg82SSLiIkpk0D9FRDIyRfZ2FjmKnDnUSJpFNhPGYLrqzKoj3+35TtKz0/MHWb5cBEQCA0V0OvMJOhsGL/6rwUTqd6mSNC5Jso8U+O65sEpkASJ/hFvpMcUwQdeSTVBCint+3w63pBEqKrnqhQsXcHNzu0WR7F5FgIy7dJV9GrixY8fSrVs3Dh48SMeOHenduzdJSUkApKSk0Lp1ayIiItizZw9r167l8uXLdOvWDYBp06bRpEkTXn75ZZPGITAw0Oo8Q4YMITs7my1btnDo0CEmTpyIq6uSkTkuLo6uXbvSpUsXDhw4wCuvvMKHH35o1n/nzp0MGjSIoUOHEh0dTatWrfjss8/M2vzzzz84OztTs2ZNi/kjIyPp2bMndnZ29OzZk8jIyFt6vxYsWEBoaCidO3e2qNNoNFYDixpxdXUt9nr11VeL7Ltjxw5q165NhQoVTGXt2rUjLS2NI0eOlGjtK1eu5Nq1awwcOLDINidPnmTt2rW0aNGiRGMWpFGjRuzatYvs7OybN74FRIRLl65z7NhVsrN12NvbEBpankqV3FWDaJUHGi/A4DivBFh0dgQ75XMcZLuPf/ouYf8r+3kp4iWcbJ04cPkAg/8YTMCUAIavG87JpJPQvr1iOH3+POzYYT5Bae2EKlkJrGjUCKUdh7zCLmj3l0boltJEt23blqlTp/Ldd98BygMhPT2d0aNH09Forf7AcAMlG8zdIB1wKdMRBwwYQM+ePQGYMGEC06dPZ9euXbRv354ZM2YQERHBhAkTTO2joqIIDAwkNjaWGjVqYG9vj7Ozc5FHJkbOnTvHCy+8QO3atQHMAm1+++23hIaGmmx3QkNDOXz4MOPHjze1mTZtGu3bt2fUqFEA1KhRg+3bt5sF8jx79iwVKlSwOBZLS0tj6dKl7DB8+Pv06UPz5s2ZNm2aSRgrKSdOnCA0NLRUfYwUtDOyRnFJAxMSEsyEIMB0n5CQUKL5IyMjadeuHQEBARZ1TZs2Zd++fWRnZzN48GDGjRtXojEL4u/vT05ODgkJCQQFBZW6f3EYPcKMecLKlXOicmUPbG3VFBkqDwfDgJnAOuAw8Ih/C7hYF+yjIXk2dSuOY86zc/i/p/6PudFzmbl7JqeTTzPl3ylM+XcK7UPaM7RnA9p/9xc2ixdDwbRYxsf0biABKP7rXAmsuLeQwbSTHzh4Q/ZVSD0C5Qtmci0oCAlFu9XfG9zSt8qkSZPYtm0b4eHhZGVl0atXL4KDg7l48SITJ04s6zWqlCGPPvqo6bWLiwvu7u5cuXIFgAMHDrBp0yYzrUVYWBgAp06dKnLMWrVqmdp36NABUBLzfvbZZzRr1ozRo0dz8OBBU/vjx4/TsGFDszEaNWpkdn/06FEaGyOkGmjSpInZfWZmptWs4T///DPVqlWjTh0l1kXdunUJCgpicWFX0hIghc/eS0FISEixl6+v7y2PfTMuXLjAunXrGDRokNX6xYsXs2/fPhYuXMiqVauYNGlSqecw2gfeCYNxrVaDnZ0WGxsNVap4UrWqlyoEqTxUVCXf3+orgHIekNdLKUj+FkT5keDl5MXwJsM58cYJVvdaTcfqHdGgYe3JtTzt9xfV34RJsfNISi+Q8NUPMH4FlyDKtNFzTBdfILCiRpOvFUopbCdUBUW8SAeulHjPd4tb0ggFBgZy4MABFi9ezIEDB0hPT2fQoEH07t3bzHj6wcAZ5R/zbs1dMrRarcVDu6AnkBE7O/NAcxqNBr1eMYBLT0/nmWeesSrM+vkVHR599erVprmM//4vvfQS7dq1Y9WqVfz55598/vnnTJ48mTfeeKPEe7oZ3t7eJBcOI4+iCTly5Ai2tvn/vfV6PVFRUSbBwN3d3arHU0pKCoDpyKtGjRocO3bsltZ3M+1Tnz59mD17ttW6ihUrsmuXeWLGy5cvm+puxty5cylfvjzPPvus1XrjkWZ4eDg6nY7BgwczYsQIbGxK7n1lPFL18fEpcZ/iMBpA29pq0Wg0BAV5otPpcXC4pa8pFZX7nhEoUXh+AsZrNPj5dIe0/wObK5C2DDx6mtpqNVo6VO9Ah+odOJV0ill7ZhG1P4o4r2TeaXKdj6cE0OvRPgxpNIR6fvUU77HdKN5j1n8v5Y9tCKwoNwTdZZ3pqAzPOpCwoZDnGCj5xyqjuNOfIN+d/t6k1N8wubm5hIWF8ccff9C7d2969+598073NRrK+njqTuDj40N8fL47ZVpaGnFxpXNdrFevHsuWLSM4ONhMiCiIvb29hX1YUccigYGBvPrqq7z66qu8//77zJkzhzfeeIPQ0FBWr15t1tbo3m2kZs2a7Ny506zs33//NbuPiIggISGB5ORkvLy8ADh06BB79uxh8+bNlCtXztQ2KSmJli1bcuzYMcLCwggNDTUFBC14BLVv3z4cHR2pXLkyAL169aJHjx6sWLHCwk5IREhLSyvSTuh2jsaaNGnC+PHjuXLliklztH79etzd3QkPDy92XBFh7ty59OvXz0LwtYZeryc3Nxe9Xl8qQejw4cMEBATg7e1d4j5Fcf16NnFxKTg721GtmpcSyM1Wq2qBVB5qHgOaAtuBGcB4P3+48gK4fAtXp5sJQgWpVq4ak9pOYlyrcfw8sj0zsrcS7ZdDVHQUUdFRNAlowkehH9GRjvAnkAUUk5dYo9FgW8mW3BO55F3IyxeEbuo5dgbleOzxW9j9f8itWFj7+/tLTExMGdps/3c8qF5j7733nlSsWFG2bNkiBw8elC5duoirq6uF19jy5cvN+nl4eMjcuXNFROTixYvi4+MjXbt2lV27dsnJkydl7dq1MmDAAMnLyxMRkZdfflkaNmwocXFxkpiYKLrC3ggG3nrrLVm7dq2cPn1a9u7dK40bN5Zu3bqJiMjp06fFzs5ORo0aJcePH5fFixdLQECAACYvrB07dohWq5Uvv/xSYmNj5euvvxZPT08zr7G8vDzx8fGR33//3Wzexo0bW11To0aNZOTIkSIikpubK7Vq1ZJWrVrJtm3b5NSpU/LLL7+In5+fvPvuu6Y+er1eunfvLk5OTjJ+/HjZvXu3nDlzRn7//Xdp3bq1xftZVuTl5ckjjzwibdu2lejoaFm7dq34+PjI+++/b2qzc+dOCQ0NlQsXLpj13bBhgwBy9OhRi3F/+uknWbx4scTExMipU6dk8eLF4u/vL7179za1yc7Olv3798v+/fvFz89PRo4cKfv375cTJ06YjdW/f3958cUXb2ufOp1ezp9PNXmEHTyYIDk5ebc1Zkm5nz/vKg8Pv4rif+UlIukiIsd2icTYiBxFJHPfzQfYsEH0INtquUuvX3qI3Tg7xdtsNHLR46IIIleWXrnpMDe23pCkcUlyfen1/MLkg4rn2BJ3EX1hT85XDSv/sIQ7vTl3ymvslgSh8ePHS//+/SU3N7dMF/Nf8KAKQqmpqdK9e3dxd3eXwMBAmTdvnlX3+eIEIRGR2NhYee6558TT01OcnJwkLCxMhg0bJnrDf/Ljx4/LY489Jk5OTsW6zw8dOlSqVasmDg4O4uPjI3379pWrV6+a6gu7z8+aNUsAs/c+MjJSAgICxMnJSZ555hkL93kRkVGjRkmPHj1ERHmAly9fXv7v//7P6pomTpwovr6+kpOTIyKK4Ne/f3+pXLmyODk5SXh4uHzxxRemeiM6nU5mzZolDRs2FGdnZ3F3d5f69evLtGnT5MaNG1bnKgvOnDkjHTp0ECcnJ/H29pYRI0aYfeY2bdpk9d+gZ8+e0rRpU6tjLlq0SOrVqyeurq7i4uIi4eHhMmHCBLP33RhCoPDVokULU5vMzEzx8PCQHTt23PL+MjNz5MiRKyYhKC4uWfLyrAvWd4L7+fOu8vCQJyLVRHlYfy0ikn5DZH9bRRA6P+DmA+Tmivj6Kq70a9ZI/PV4+fTvT6XS5Eoyq/4sEURmNpwpzy9+Xv46/Zfpu940vy5PNsVtkrUb10rSuCRJnpqcX6nLEfnZXhGGrp8uNPEkw6q73/rmC3GnBCGNSOmtQY2BE11dXalduzYuLuZHR7/++usta6juNMajjNTUVIujiaysLOLi4qhSpYpVI1yVO8f48eOZPXs258+fL1W/hIQEatWqxb59+8rcc0mlaGbNmsXy5ctvKaCkiHD16g3On09DrxdsbDQEB3vi5fXf2heqn3eV+4WZwFAUA+pYwObgz2DfC3CA6pfAplyx/Rk6FGbOhAEDYO5cAHJ1uez6dhfNhjTjrMdZgocFgwbCfcIZ0nAIfR/ty/rT63lr7VtcSLuACy6c0ZzBRmPDtk7beLqeIUT1mnqQvB+a/wqBzxWYdAXQBagP7CmT96G45/ftcEsH8J6enrzwwgu0a9cOf39/PDw8zC4VlZvxzTffsHv3bk6fPs2PP/7Il19+Sf/+/Us9TsWKFYmMjOTcuXN3YJUqRWFnZ8fXX399S331eiE+Ph29XnBzs6dWLd//XAhSUbmfGIASW+g0iniBXzvIrQFkQ3IJYqQZc48tXw6GuF92NnY0G9AMHCEoNYjPvD/Dxc6FmMQYhqweQoVJFXhhyQtcSLsAQAYZxBADwJzf5/DrUYPCo0g7ocIu9PcupTKW1uv1fPnll8TGxpKTk0Pr1q0ZM2bMA+gppnKnOXHiBJ999hlJSUlUrlyZESNG8P7779/SWF26dCnbxanclJdeeumW+9rYaKlSxZOMjFwqVHBRU2SoqNwEF+B1YDxKgMXnvb3gfE+wGwtJM6H8cNAU4+jQrBlUqgQXL8K6dWD0JnUG2gB/wIdpHzJ0+FB+OPADM3fP5Pi14xbD7GY3talNA00Dhq0dRufQzth4KmFKSIku1NoYOy4VuAbcvlPFnaJUGqHx48fzwQcf4OrqSqVKlZg+fTpDhgy5U2tTeYCZMmUKly5dIisri9jYWD7++OMiPdVU7m/0euH8+VQSEzNMZW5uDlSs6KoKQSoqJWQoSh6y7cAOjQbK9wW9O+jPQvrq4jtrtWDIEGCRe6xAElYPRw/eaPwGszrNsjrMHlGOuBrQgPNp59l6bmsxGiEnwBjM9d6OMF0qQeiHH37gm2++Yd26dfz222/8/vvvLFiwwBSHRkVFRaUgmZm5HD2ayOXLGZw/n0ZurmVqHhUVlZtTETAGq5kM4B8EWYaQHlen33yAHj2UvytXQsEgqEZB6F9MsQ8T0q1Hr9+NEuakLnWxw4746/HgZQjSm3EGclIK9bg/Um2UShA6d+6cWQqNNm3aoNFouHTpUpkvTEVF5f5FRLh8OZ2YmEQyM/OwtdVStaoXdnYlj1OkoqJizgjD3+XAKTtbcH4JRAPZGyAntvjODRtClSqQkQGrCoSTrgREoJjxrFGK/NysB9A9xSmuyTUcNY7UprbSzt4LXAyOKhZaoeqGvw+QIJSXl2fhXWFnZ2c1grGKisrDSW6ujhMnkjh/Pg0R8PBwoFYtHzw9Vc8sFZXboRbQHtADUwECGkCOIYfY1Zs4L2g0+UbThY/HCiVhbV65OQHuAWis5AjbY/AAe8rxKZpXbq4UmuyEijKYPlH82u4ypRKERIQBAwbw/PPPm66srCxeffVVszIVFZWHE51OT0xMImlp2Wg0GipX9iAkpJyqCVJRKSOMWqEoIMnVGeinFKTNB/1N0kEZBaHVqyEtLb/ceDy2DsgBG60N09pPA7AQhox2QgMqDMBGa/hcm+yEogtN+AAejfXv3x9fX18zV/k+ffpYuNCrqKg8nNjYaPH2dsbJyZbwcG98fVWvMBWVsuRJ4FHgBvAtQMXnIC8QuA4pPxTfuU4dCA2FrCzFVshIfRQjpHTgb6Xo+ZrPs7TbUiq5VzIb4rDtYQD80gocn3kZNELFutDfu5TKTWeuIRCTioqKipEbN3LQajU4Oip5zfz83PDzc0OrVQUgFZWyRgOMRNEDfQ0M9ymHw8XuYDsJrs4Ar9eUYzCrnQ3HY+PGweLF0KePUq4FOgGRKElYn1KKn6/5PJ1DO7P13FaWxSxjxu4ZpJdLh6ugT9Wjv65H66bN1wilHgZ9LmiNOQ6rGf4mGa6bBH68S6gZDVVUyoAnnniChQsX3u1l/KeICAkJ6Rw9epXTp1PQ65WgaVqt5j8Rgt577z3eeOONOz6Pisq9RnfAH4gHftZqodyLII6gPwqZW27S2XA8tm4dJCfnlxe0EyoQ/9BGa0PL4Ja8+/i7AOxI3AE+Sl3exTzlhUsw2LqBPgfSCsYfcgGMmqNTpdvkf4gqCKmUipYtWzJs2LC7vYx7ipUrV3L58mV6GN1TC/D5559jY2PDl19+aVE3ZswY6tata1F+5swZNBqNWfZ6EeG7776jcePGuLq64unpSYMGDZg6dSo3CrrCljHnzp2jU6dOODs74+vryzvvvENeXh45OTpiY69x4YJiEG1vb2MShGJjY+ncuTPe3t64u7vz+OOPs2nTJrNx33zzTerXr4+Dg4PV9+D48eO0atWKChUq4OjoSNWqVfnoo4/MHDNGjhzJ/PnzOX369B3bv4rKvYg98Kbh9VeA+IdAlsGj+8rU4juHh0Pt2pCbq0SaNtIGcADigKOW3QLcAwj2DEYveq64K372eRcMgpBGW+B4LLpQz3v/eEwVhFT+E3Q63T0Tb6qs1zJ9+nQGDhyIVmv5cYqKimLUqFFERUXd1hx9+/Zl2LBhdO7cmU2bNhEdHc3HH3/MihUrbinfV0nQ6XR06tSJnJwctm/fzvz585k3bx7vvPM+R45c4fp15UgsKMiDatW8sLVV9v/000+Tl5fHX3/9xd69e6lTpw5PP/00CQnmsUlefPFFuht/nRbCzs6Ofv368eeff3L8+HGmTp3KnDlzGD16tKmNt7c37dq1Y9Ys68HfVFQeZF4BXIFDwHp7O3A0RHvP+h1yLxTf2fijraD3mAvQ2vD6d+vdjF5i+zT7ANBdKBAXzHg8VqTn2L0rCN1S9vn7mQc1+3xQUJBMmTLFrMxa9vk5c+ZIly5dxMnJSUJCQmTFihVmfQ4dOiTt27cXFxcX8fX1lT59+khiYqKIiPTv398iI3lR2efnzp0rHh4esmLFCqlZs6bY2NhIXFycBAUFyaeffip9+/YVFxcXqVy5sqxYsUKuXLkizz77rLi4uEjt2rVl9+7dprHOnDkjTz/9tHh6eoqzs7OEh4fLqlWrRCQ/A/sff/whtWvXFgcHB2ncuLEcOnTopmtJSkqSvn37iqenpzg5OUn79u0lNjbWot/y5cslJCREHBwcpG3btnLu3DlTmytXrohGo5HDhw9bvAebN2+WSpUqSU5Ojvj7+8u2bdvM6kePHi116tSx6GfM/r5//34REVm8eLEA8ttvv1m01ev1kpKSYvXf4HZZvXq1aLVaSUhIEBGRvDydfPbZZHFxcZPt2+PkyJErkpmZa9YnMTFRANmyZYupLC0tTQBZv369xRxFvQfWePvtt+Xxxx83K5s/f74EBASUcmcK9/PnXUVFROQtUfK7PyUiknpd5EA9JSt9/PvFdzx5UslGb2MjcvlyfvlMw4CPW+/23Z7vhDFIz+96StK4JEmakCT6PEO2+hNzlCz0G9sU6jXeMGi/0m7PgjuVfV7VCN0MEdDp7s4lZZ+obuzYsXTr1o2DBw/SsWNHevfuTVJSEgApKSm0bt2aiIgI9uzZw9q1a7l8+TLdDKHZp02bRpMmTXj55ZeJj48nPj6ewMDAIue6ceMGEydO5Pvvv+fIkSP4+voCSnqNZs2asX//fjp16kTfvn3p168fffr0Yd++fVSrVo1+/fohhv0PGTKE7OxstmzZwqFDh5g4cSKurq5mc73zzjtMnjyZ3bt34+PjwzPPPGN2jGJtLQMGDGDPnj2sXLmSHTt2ICJ07NjRot/48eP54Ycf2LZtGykpKWZHYP/88w/Ozs7UrFnTYv+RkZH07NkTOzs7evbsSWRkCZIjWmHBggWEhobSuXNnizqNRlOsp6arq2ux16uvvlpk3x07dlC7dm0qVKgAKLY/jRo9QUbGddLSzhMW5o2jo7m/Rfny5QkNDeWHH34gIyODvLw8vv32W3x9falfv/4t7R/g5MmTrF27lhYtWpiVN2rUiAsXLnDmzJlbHltF5X7lLZRjnfXAQXdXEIPxc8oc0GcX3bFaNWjQQHnOLFuWX250o9+Okh6sEE8EPQHA8oTl4Ajkge6yQStUMNWG2bPr3tcIqcmdboZeD//svztzPx4BNmUbf2XAgAH07NkTgAkTJjB9+nR27dpF+/btmTFjBhEREUyYMMHUPioqisDAQGJjY6lRowb29vY4OztTsWLFm86Vm5vLN998Q506dczKO3bsyCuvvALAJ598wqxZs2jYsCH/+9//AHj33Xdp0qQJly9fpmLFipw7d44XXniB2rVrA1C1alUKM3r0aJ56SnF1mD9/PgEBASxfvtwkxBVey4kTJ1i5ciXbtm2jadOmgCJwBAYG8ttvv5nWkpuby4wZM2jcuLFp7Jo1a7Jr1y4aNWrE2bNnqVChgsWxWFpaGkuXLmXHjh0A9OnTh+bNmzNt2jQLIe5mnDhxgtDQ0FL1MVLQzsga7u7uRdYlJCRQoUIF9HpBq9Wg0WioX78GAHp9ulWDaI1Gw4YNG+jSpQtubm5otVp8fX1Zu3YtXl5epV5/06ZN2bdvH9nZ2QwePJhx48aZ1fv7+wNw9uxZgoODSz2+isr9TBXgBeAXFFuheRV6wrUvwOYKpC0Bz75Fd+7eHfbsUbzHXntNKauM4pt/ECXKdB/zLjXK18DXxZcrGVe4Xv46bhfdyLuQh62/LXjUUmyFshMhMx6c/Q29jNGl792giqpG6CHj0UcfNb12cXHB3d2dK1cUw7cDBw6wadMmM41BWFgYAKdOFW3xX6tWLVP7Dh06mMrt7e3N5rO2BqO2wSjkFCwzruvNN9/ks88+o1mzZowePZqDBw9ajNmkSRPT63LlyhEaGsrRo/kWf4XXcvToUWxtbU0CDuRrMwr2s7W1pWHDhqb7sLAwPD09TW0yMzMtoq0D/Pzzz1SrVs0keNWtW5egoCAWL15s0fZmyG1oBkNCQoq9jFo6a+h0ejIycrh06bqprLAGyNpahwwZgq+vL1u3bmXXrl106dKFZ555hvj4+FKvf/Hixezbt4+FCxeyatUqJk2aZFbv5OQEcEcNxlVU7mWMARYXApd8fSG7q1Jws/xjxiSsW7ZAwTRZhaJMF0Sj0fB45ccBOGZ/DADdRYNGyNYJ3JXnhbmdkNGFPhElE/29xz2hEZo5cyZffvklCQkJ1KlTh6+//ppGjRrdtN+iRYvo2bMnnTt35rfffrszi9NqFc3M3cCK8W3RTbUWD0xrqU/s7OzM7jUajclwOD09nWeeeYaJEyda9PPzs557BmD16tWmuYwPJuNra8H0Cq7BWG+tzLiul156iXbt2rFq1Sr+/PNPPv/8cyZPnlwq1+mi1nK7eHt7k1zQBdVAZGQkR44cwdY2/yOm1+uJiopi0KBBgKKNSU21/GJISUkBMB151ahRg2PHjt3S+m6mferTpw+zZ882KxMRkpIy0WrduHLlComJGVSo4IKdnQ2XL18GKFIj+Ndff/HHH3+QnJxs0jZ98803rF+/nvnz5/Pee++Vav3Go9fw8HB0Oh2DBw9mxIgR2Bg0pcZjXR8fn1KNq6LyoNAYeBz4B/haq+Vzz5ch+zvI2wOZe8CpgfWOlStD06awfTv88gu89ZZS/jQwHlgL5ALmjwyaV27Or0d/ZWPWRhrSMN9zDJRUG6kxiueYv/FHsTvgi5LR9RRQr0z2XZbcdY3Q4sWLGT58OKNHj2bfvn3UqVOHdu3ambQBRXHmzBlGjhxJ8+bN7+wCNRrleOpuXKV4cPv4+Jj94k5LSyMuLq5UW61Xrx5HjhwhODjYQnPg4uICKJoVnc48g3hQUJCpXaVKlawNfdsEBgby6quv8uuvvzJixAjmzJljVv/vv/+aXicnJxMbG2vVbsdIzZo1ycvLY+fOnaaya9eucfz4ccLDw01leXl57Nmzx3R//PhxUlJSTGNHRESQkJBgJgwdOnSIPXv2sHnzZqKjo03X5s2b2bFjh0moCQ0N5cKFCybhwsi+fftwdHSkcuXKAPTq1YvY2FhWrFhhsQ8RsSpMGSk4v7Wr8FFTXp6euLgU4uJSeOSR+pw6dQxvbzGlyFi/fj3u7u5m71FBjJqZwkeFWq32tj319Ho9ubm5ZuMcPnwYOzs7atWqdVtjq6jczxi1QrOB9ErhkG2IiJg4rfiO1rzHGqHECUoDtlp2MXqOLUhcAIA+RY8+3fCZLGgnZMa9bSd01wWhr776ipdffpmBAwcSHh7O7NmzcXZ2LtbdWKfT0bt3b8aOHWvVXuRhpHXr1vz4449s3bqVQ4cO0b9/f9Ov5pIyZMgQkpKS6NmzJ7t37+bUqVOsW7eOgQMHmoSf4OBgdu7cyZkzZ7h69ep/4hI/bNgw1q1bR1xcHPv27WPTpk0WQs64cePYuHEjhw8fZsCAAXh7e9OlS5cix6xevTqdO3fm5Zdf5p9//uHAgQP06dOHSpUqmRkl29nZ8cYbb7Bz50727t3LgAEDeOyxx0way4iICLy9vdm2bZupT2RkJI0aNeKJJ57gkUceMV1PPPEEDRs2NBlNt2vXjtDQUHr27Mn27ds5ffo0S5cu5aOPPuKtt94y/ft169aN7t2707NnTyZMmMCePXs4e/Ysf/zxB23atLGI0VOQ0hyNXb+eTUxMIklJmQA8//zThIeH89JLAzlw4ADr1q3jo48+YsiQITg4OACwa9cuwsLCuHjxIqAcUXp5edG/f38OHDhAbGws77zzDnFxcXTq1Mk018mTJ4mOjiYhIYHMzEyTYJaTkwMo9lpLlizh6NGjnD59miVLlvD+++/TvXt3M+3h1q1bad68uZkmUkXlYeMZFEucFGCugz3Yv6hU3FgCeVeL7ti1q/KD+99/wehwYIwyDUqU6ULUqVgHV3tXLuZcJMdL+byatEKm5KvRhXrd24LQXXWfz87OFhsbG1m+fLlZeb9+/eTZZ58tst8nn3wiXbp0ERHFpbtz585Fts3KypLU1FTTdf78+QfSfT41NVW6d+8u7u7uEhgYKPPmzbPqPl/4vfbw8JC5c+ea7mNjY+W5554zuZSHhYXJsGHDRK9XXCSPHz8ujz32mDg5OZXIfb4w1tz8C6+rsPv40KFDpVq1auLg4CA+Pj7St29fuXr1qojku8///vvvUqtWLbG3t5dGjRrJgQMHbroWo/u8h4eHODk5Sbt27ay6zy9btkyqVq0qDg4O0qZNGzl79qzZOKNGjZIePXqIiPJ/unz58vJ///d/Vt+XiRMniq+vr+Tk5IiIyMWLF6V///5SuXJlcXJykvDwcPniiy9M9UZ0Op3MmjVLGjZsKM7OzuLu7i7169eXadOmyY0bN6zOVRpyc3Wyb98l2b37ohw8mCDXr2eLiBK6oEOHDuLk5CTe3t4yYsQIyc3Nd5k3vv8F/x/s3r1b2rZtK+XKlRM3Nzd57LHHZPXq1WbztWjRwiIUQ8FxFi1aJPXq1RNXV1dxcXGR8PBwmTBhgsVnMzQ0VH7++edb2vP9/HlXUSnMN6I4qVcRkbykVJGDNRVX+ssTiu/YqpXiSj9xYn7ZMsNgISKit+zS9se2whhkV+QuSRqXJBkbMpSKGwmKC/0CjUhueoEe4wwDDrzl/YncOff5uyoIXbx4UQDZvn27Wfk777wjjRo1stpn69atUqlSJbPYNsUJQqNHj7b6hfugCUIPK8YHcXJycpmPXZQAVZj4+HgpV66cnDlzpszX8F+SmJghcXHJkpenu9tLKRGrV6+WmjVrmglmpUH9vKs8SGSISHlRHuq/6PUi+z9TBKFjlUT0eUV3nD1bEYTq1csvSxMRe8Ngxyy7fPr3p8IYZOqcqZI0LknS5qXlVy6roAhDif8W6LHQMFjzW96fiBpHCIDr16/Tt29f5syZg7e3d4n6vP/++6Smppqu8+fP3+FVqjxsVKxYkcjISM6dO3e3l1JiRITExAzS0vJjjXh7OxMc7ImNzf3xtZCRkcHcuXPNDNJVVB5WnAGDEzyTNRrw7Qt6D5CLcL2IUNEAL7yg2KTu2wcnDC7ubkBLQ72VrkY7oV+SfwEg71IeojM461iNMH1vH43d1W88b29vbGxsLIxFjfFjCnPq1CnOnDnDM888g62tLba2tvzwww+sXLkSW1tbqy7eDg4OuLu7m10qKmVNly5d7rzhfhmRm6vj1Klkzp5NJS4umby8eyP1SWnp2rWrWfgDFZWHnaEoecj+BbZXCIDs55SK4oymvb2hTRvldcHwHsbgilbshBpVaoSd1o7tN7ajd9ArgRWvGJxojHZCZjnHjIJQPJBR8g39R9xVQcje3p769euzceNGU5ler2fjxo1mcWGMhIWFcejQITOvl2effZZWrVoRHR1dbJRjlQeTli1bIiJ4enqW+dgDBgwwubI/KKSmZhETk0hKShYaDVSo4IqNzZ3PFK+ionLnqQAYQyhOstGC+2AQLeRuhmwrmVSNWPMeMwpC/wCFIoQ42TnRsFJDBCHRPREoYDBt1XPMCyhveH3vaYXuug58+PDhzJkzh/nz53P06FFee+01MjIyGDhwIAD9+vXj/fffB8DR0dHMC+eRRx7B09MTNzc3HnnkEezt7e/mVlRU7ln0euH8+VROnEgiN1ePo6MtNWt6U7Gi6x2Jr6SionJ3GG74+xtwMqAeZCsBEEksJsBily5gbw9HjsDhw0pZFaAWoEOJKVQI4/FYtDYaKJCA1ZiFPuUASEFt8717PHbXBaHu3bszadIkPvnkE+rWrUt0dDRr1641RRc+d+7cLUWkVVFRUcjL03P0aCKXLysqaR8fZ2rW9MbZWf3hoKLyoBEOdETxCprq4AB2ilKB9B9Bl2a9k6cntG+vvLZ2PFaMndCq9FUA5F00aITcaoCNI+RlwPWC5iqqIFQsQ4cO5ezZs2RnZ7Nz506zc//Nmzczb968IvvOmzfvzkWVVlF5ALCx0eDkZIetrZaQkHIEBd0/BtEqKiqlxxhgMQq45v8c5AUBGZA8r+hO3bsrfxcvzk+aaky3sQbIM2/erHIzNGhYeX0lAPpkPfoMPWhtweMRpdF9YjCtfhuqqDyA5ObqyMtTVNUajYbKlT2oVcsHT0/LvGgqKioPFq2AukAmMNvTHfKURNtcm1EoM3wBnn0WnJwUz7H9hkTjj6GY9qSgZKQvgKejJ7Ur1CaNNNLd0gFrdkLRBXqogpCKisp/REpKFkeOJHLmTKop/5ytrdaUJkNFReXBRkO+VmiGRkO2z0ugdwY5ARl/We/k6grG6O/G4zEblHM2KPZ4LNYhFihgJ2TyHFM1QioqKv8hOp2es2dTOHkyibw8PdnZeeh0Rfz6U1FReaDpDlQCEoCFflUg2yDkJE4tupPRe6zg8VgxbvRGQWhTtpLmx2QnZIolFF2gtVEQuoCiq7p3UAUhlf+MefPmmbm5jxkzhrp1697ROQcMGFBszrGyZuPGjdSsWdMiMe2dJiMjh6NHr5KYqCQ9rVDBhZo1fbC1ffA/4levXsXX15cLFy7c7aWoqNwz2AGGfPJM1moR18HKTdZqyC0i+GvHjopm6OxZMCakbgfYAsewUOY0D1IEoV/TfgUMgRX1Al6PKg1uXIDsa4bW5QEPw+vTt7O1MufB/5ZUKVNatmzJsGHDymSskSNHmsWQehAYNWoUH330kUXC28zMTMqVK4e3tzfZ2dkW/TQajVWjf2uC3MmTJxk4cCABAQE4ODhQuXIwzz/fjX379mJnp6VGjXIEBnqg1ZatW/zMmTMJDg7G0dGRxo0bs2vXrpv2SUlJYciQIfj5+eHg4ECNGjVYvXq1qf769esMGzaMoKAgnJycaNq0Kbt37zbV5+bm8u6771K7dm1cXFzw9/enX79+XLp0ydTG29ubfv36MXr06DLdr4rK/c7LgCtwBFgX+ARkNwCNHhJnWO/g5ATGpNPGmEIewBOG+kJaIX83f6p6VeWYHCPPLg9yQXdZB3bu4GpIiG46HtNwrx6PqYKQyl3D1dWV8uXL37zhfcI///zDqVOneOGFFyzqli1bRq1atQgLC7stL8c9e/ZQv359YmNj+fbbbzl06DCTJkUSHBzCjBmfUauWD+7uZW8QvXjxYoYPH87o0aPZt28fderUoV27dly5cqXIPjk5OTz11FOcOXOGpUuXcvz4cebMmUOlSpVMbV566SXWr1/Pjz/+yKFDh2jbti1t2rQxZbO/ceMG+/bt4+OPP2bfvn38+uuvHD9+nGeffdZsroEDB7JgwQKSkpLKfO8qKvcrnsBLhteTHe3BZoBykxYJ+izrnYzeY0uWgFGzbfQeK8JOSBDOuyjpqyyPxwraCVU3/D1Ril38B5Rp5rL7gOKStt3PSRitZXW3ln1+zpw50qVLF3FycpKQkBBZsWKFWZ9Dhw5J+/btxcXFRXx9faVPnz5mCW4pIlu4NebOnSuBgYHi5OQkXbp0kUmTJpklMR09erTUqVPHrE9kZKSEh4eLvb29VKxYUYYMGWKqS05OlkGDBom3t7e4ublJq1atJDo6utj3pXBS3qysLHnjjTfEx8dHHBwcpFmzZrJr1y5TfVJSkvTq1Uu8vb3F0dFRQkJCJCoqSkSUzPJDhgyRihUrioODg1SuXFkmTMjP7DxkyBDp2rWr1XW0bNlSZs+eLbNmzZKnnnrKoh6Q5cuXF7t+vV4vtWrVkvr160teXn4SxevXs+TKlXRJSkoq9r24HRo1amT2b6HT6cTf318+//zzIvvMmjVLqlatKjk5OVbrb9y4ITY2NvLHH3+YlderV08+/PDDIsfdtWuXAHL27Fmz8ipVqsj3339fku2IyP39eVdRKSlxImIjSsrT/UnJIocrKMlYk+Za75CVJeLpqSRi3bxZKTthGMBWRFLMm3+/93thDDJzykxJGpck6csNWecPjlWSr27vV6D1R4aBXrmlvahJV+8SIkJGTsZduaQoN8fbYOzYsXTr1o2DBw/SsWNHevfubfoVnZKSQuvWrYmIiGDPnj2sXbuWy5cv061bNwCmTZtGkyZNePnll4mPjyc+Pr7ItCY7d+5k0KBBDB06lOjoaFq1asVnn31W7NpmzZrFkCFDGDx4MIcOHWLlypWEhISY6v/3v/9x5coV1qxZw969e6lXrx5PPvlkqbQAo0aNYtmyZcyfP599+/YREhJCu3btTGN8/PHHxMTEsGbNGo4ePcqsWbNMCX6nT5/OypUrWbJkCcePH2fBggUEBwebxt66dSsNGjSwmPPUqVPs2LGDbt260a1bN7Zu3crZs2dLvGYj0dHRHDlyhL59XyUpKf/XnKurAz4+Lnh5eRXZd8KECbi6uhZ7FZU0Nicnh71799LGmI8I0Gq1tGnThh07dhQ558qVK2nSpAlDhgyhQoUKPPLII0yYMMFkP5WXl4dOp8PR0VyD5eTkxD///FPkuKmpqWg0Gou0Ko0aNWLr1q1F9lNReRgJBroaXn/l6QG5Bo1PUfnHHBzgOUOOMqP3WAgQhhJLaJ15c6OdkDGekIVG6D7wHFPTNt+EG7k3cP3c9a7Mnf5+Oi72LmU65oABA+jZU4kpMWHCBKZPn86uXbto3749M2bMICIiggkTJpjaR0VFERgYSGxsLDVq1MDe3h5nZ2erSXELMm3aNNq3b8+oUaMAqFGjBtu3b2ftWiux2g189tlnjBgxgrfeestU1rBhQ0A5dtq1axdXrlzBwcEBgEmTJvHbb7+xdOlSBg8efNO9Z2RkMGvWLObNm0eHDh0AmDNnDuvXrycyMpJ33nmHc+fOERERYRJoCgo6586do3r16jz++ONoNBqCgoLMxj979iz+/v4W80ZFRdGhQweToNKuXTvmzp3LmDFjbrrmghw6pOQK8vauzPnzaXh5OZXYGPrVV181CbRFYW3toBgj63Q6U7R3IxUqVODYsWNFjnf69Gn++usvevfuzerVqzl58iSvv/46ubm5jB49Gjc3N5o0acKnn35KzZo1qVChAj///DM7duwwE4ALkpWVxbvvvkvPnj0tEij7+/uz3xj/REVFxcQIYDHws0bD576vUyl1Fuij4cZOcLaSuLhHD5g7F5YuhenTwdZW8R47hmInVOCrpHq56vi6+PJvxr+gBX2SElhRa0y1kRYDuhywsedeFYRUjdBDxqOPPmp67eLigru7u8nO48CBA2zatMlMSxAWFgYoWo2iqFWrlqm9UcA4evSoRWZwa4l0jVy5coVLly7x5JNPWq0/cOAA6enplC9f3mx9cXFxnDp1inPnzpmVFxTmjJw6dYrc3FyaNWtmKrOzs6NRo0YcPaoIGa+99hqLFi2ibt26jBo1iu3b86OIDRgwgOjoaEJDQ3nzzTf5888/zcbPzMy00G7odDrmz59Pnz59TGV9+vRh3rx56PUlz/p+6dJ1LlxIBZSYQNWrlyuVR1i5cuUICQkp9rK1LdvfRXq9Hl9fX7777jvq169P9+7d+fDDD5k9e7apzY8//oiIUKlSJRwcHJg+fTo9e/ZEq7XcW25uLt26dUNEmDVrlkW9k5MTN27cKNM9qKg8CDREsXfOA76uWB2y2yoVV6Za79C6tZKVPjERNimu8SY7odUo+ccMaDQamlduTiqpJDsr2VnzLuaBc2Ww8wR9LqQZE74aBaFzgKXTyN1C1QjdBGc7Z9LfT79rc5cUrVZrcZSWm5tr0c7Ozs7sXqPRmB7I6enpPPPMM0ycONGin5+fX5Fzr1692jSXk5NTiddckJv1S09Px8/Pj82bN1vUeXp64unpSXR0tKmsXLlyt7SODh06cPbsWVavXs369et58sknGTJkCJMmTaJevXrExcWxZs0aNmzYQLdu3WjTpg1Lly4FFO+l5GTzNM3r1q3j4sWLdDcaIBrQ6XRs3LiRp556CgA3NzdSU1Mt1pOUlIxW68ilS9cJCqoGQG7uZdzcHEq1rwkTJlgVDgsSExND5cqVLcq9vb2xsbHh8uXLZuWXL18uVjPo5+eHnZ2dmQddzZo1SUhIICcnB3t7e6pVq8bff/9NRkYGaWlp+Pn50b17d6pWrWo2llEIOnv2LH/99ZeFNgggKSkJHx+fYveoovKwMgLYAszWavnQ5TXcdKsgcxnkXQFbX/PGtrbQtSvMnq14jz31FDRFSSJ/DfgXyP89SfPKzVl2dBkHtAdoSUslsGINeyUB65W/lQjTXnUAXxQ/tnQgDuW87e6jaoRugkajwcXe5a5cpckK7uPjY5acNi0tjbi4uFLttV69ehw5coTg4GALbYGLi3JEZ29vbxEjJygoyNTO6BFUs2ZNdhrjUBj4999/i5zbzc2N4ODgIt3p69WrR0JCAra2thZr8/b2tii3JghVq1YNe3t7tm3bZirLzc1l9+7dhIeHm8p8fHzo378/P/30E1OnTuW7774z1bm7u9O9e3fmzJnD4sWLWbZsmcm+KCIigpiYGLM5IyMj6dGjB9HR0WZXjx49iIyMNLULDQ1l7969Zn2zs3PZu3c//v7BaLUa2rVrRnh4OFOnTrGqTUpJSSny/X311Vct1lD4KupozN7envr165v92+j1ejZu3Fislq9Zs2acPHnSbK2xsbH4+flhb2+e8NXFxQU/Pz+Sk5NZt24dnY0uvOQLQSdOnGDDhg1FehoePnyYiIiIItejovIw8zRQA0gFoio/Bbm1QJMLV2db72D88fbrr5CTo6hNOhjqCnmPGe2E1mYqpg9F2wndoy70ZWp6fR/woHqNvffee1KxYkXZsmWLHDx4ULp06SKurq4WXmOFPZM8PDxk7ty5IiJy8eJF8fHxka5du8quXbvk5MmTsnbtWhkwYIDJS+nll1+Whg0bSlxcnCQmJopOp7O6nh07dohWq5Uvv/xSYmNj5euvvxZPT89ivcbmzZsnjo6OMm3aNImNjZW9e/fK9OnTRUTxmHr88celTp06sm7dOomLi5Nt27bJBx98ILt37y7yfSnsNfbWW2+Jv7+/rFmzRo4cOSL9+/cXLy8vk8fVxx9/LL/99pucOHFCDh8+LE8//bQ0atRIREQmT54sCxculKNHj8rx48dl0KBBUrFiRdN7MH36dKlfv75pritXroidnZ2sWbPGYl2rV68WBwcHuXbtmoiILFy4UJycnGTmzJkSGxsr+/fvlxdffFHc3T1k69YjkpWVKyIiO3fuFDc3N2natKmsWrVKTp06JQcOHJDPPvtMnnjiiSLfh9tl0aJF4uDgIPPmzZOYmBgZPHiweHp6SkJCgqlN37595b333jPdnzt3Ttzc3GTo0KFy/Phx+eOPP8TX11c+++wzU5u1a9fKmjVr5PTp0/Lnn39KnTp1pHHjxiZPs5ycHHn22WclICBAoqOjJT4+3nRlZ2ebxsnIyBAnJyfZsmVLifd0P3/eVVRuhVmi+GwFi0juwf9TvMeO+onocy0b5+WJ+Pkp3mO//66ULTQMUKtQU12euE1wk5pjakrSuCRJ+jxJ9Dq9yMkoxXNsQ6sCrbsaBplS6vXfKa8xVRAqwP38xZiamirdu3cXd3d3CQwMlHnz5ll1ny9OEBIRiY2Nleeee048PT3FyclJwsLCZNiwYaLX60VE5Pjx4/LYY4+Jk5PTTd3nIyMjJSAgQJycnOSZZ54pkfv87NmzJTQ0VOzs7MTPz0/eeOMNU11aWpq88cYb4u/vL3Z2dhIYGCi9e/eWc+fOFbmGwoJQZmamvPHGG+Lt7W3Vff7TTz+VmjVripOTk5QrV046d+4sp0+fFhGR7777TurWrSsuLi7i7u4uTz75pOzbt8/U99q1a+Lo6CjHjh0TEZFJkyaJp6enVffx7Oxs8fT0lGnTppnKFixYIBER9cTNzU0qVKggHTt2lOjoaNN7b+T48ePSr18/8ff3F3t7ewkKCpKePXuareVO8PXXX0vlypXF3t5eGjVqJP/++69ZfYsWLaR///5mZdu3b5fGjRuLg4ODVK1aVcaPH2/m+r948WKpWrWqWbiElJR8/9y4uDiLkA3Ga9OmTaZ2CxculNDQ0FLt537+vKuo3AoZIuItyoN/cWqSyBEvRRhK+cV6hzffVAShPn2U+yTJ98U/bd603Y/tRDtGKwnjEyRpXJLkxueKXNunCEK/lBMxfY+9ZxhgiJSWOyUIaUTugI/2PUxaWhoeHh6kpqZa2BlkZWURFxdHlSpVLIxeVVRKwjvvvENaWhrffvttqfrp9UJ8/HXi49NxdrYjLMy7zCNDP8g89thjvPnmm/Tq1avEfdTPu8rDyGhgHNBIhH8PDEbj+D3YPA7VrYSe2LEDmjZV0m5cuaJEnm4J/A1MB97Ibzp+y3g+2vQR/7j+Q/iNcJw7OuNQF1jiCpIHnc+BSyAQBQwC2mLhi38Tint+3w6qjZCKShny4YcfEhQUVCqPsKysPI4du0p8vGKU7+xsd0diSD2oXL16leeff94UFkJFRaVohgAOwC6Nhm0VR4BoQfcPZB22bPzYY1C5MqSnw5o1SlkRUaaNdkKbczYDkHchD2wcwKOm0sAUYfresxFSBSEVlTLE09OTDz74wKr7d2FEhMTEDGJiErlxIxcbGw1Vq3oRHOyJjY360Swp3t7ejBo1qlTOBSoqDyu+QD/D68m+NSCnhXJjzZVeo8k3mjbmHjNmo98MXM9v2qhSI+xt7M0FIQBPQzyh5GhDS6MgdAbIucVdlC3qt62Kyl1Ap9Nz6lQyZ8+motcLbm721KrlS7lytxZ+QEVFRaWkDDf8XaHVcsL1beUm42fQWYbwMAlCf/yhaIZCUVKG5QIFQqk52jrS0L8he9gDGAIr3tBb8RzzA5wAPVD6CPt3AlUQUlG5C2i1GvLy9Gg0EBDgTo0a5bG3t7l5RxUVFZXbJAzohOJ1MCWwPeRVAc0NuBZl2bhePQgJgcxM+N1wHmbUChXKRt+8cnNSSOGygxJzTHdRZ4gfRAGN0L3nQq8KQioq/xF6vaDXK7Y/Go2GKlU8qVnTm4oVXdVjHRUVlf+UEYa/8+ztuKo1pChKngFSyL6x4PGYMfeY0U5oFWZRpo12Qrv1uwHD8ZjxaCz9FOQaz9JUQUhF5aEjMzOXo0cTuXgxzVTm4GCLs7N9Mb1UVFRU7gwtgXpAJjCr8qugdwE5DenrLRv36KH8XbMGUlLgccADSAR25zdrGtgUDRo2ZivBV/Mu5oGjDzj5AwIphwwtVUFIReWhQUS4fDmdmJirZGbmce1aJnl5JfcoU1FRUbkTaMjXCs1w8SAr9wXlxprR9COPQHi4EmF6xQqwA9ob6gp4j3k6evJohUfZbZCO8i7mIXopYCcUbWipCkIqKg8Fubk6Tp5M4vz5NEQEd3cHatXyKVWyVBUVFZU7xf+AAOCKRsMC/w+Vwpx1kHPGsrFRK1TYe8yKndAxjpGtzYYc0CXq8o/H7lEXevUbWUXlDpCSksWRI4mkpmaj0UDlyh5Ur14OOzvVIFpFReXewA4YZng92bs6+pzHQCNwZZplY6Od0IYNcPWqkndMCxxESSZvoHlQc/ToOWJzBDAaTNdVKk0aoeqGv6eBvLLazi2jCkIqd4zffvuNkJAQbGxsGDZs2H8y54ABA+jSpUuxbYKDg5k6deodW0Nenp64uGTy8vQ4Odnyyy8z+Oijt1WD6P+Q2bNn88wzz9y8oYrKQ85LgBtwVKNhrddopfD6PNBnmjesUQMiIiAvT0nEWh4lIz2YaYWaV1YMpjflbAIMBtNGz7GUQ6DXAZVQwjrmYSZF3SVUQUilVLRs2bLEQs0rr7xC165dOX/+PJ9++umdXdg9hK2tlsqVPahQwQUvLx3ffDODDz/80KLdjh07sLGxoVOnThZ1mzdvRqPRWM0ob02Q27RpEx07dqR8+fI4OzsTHh7OiBEjuHjxYllty4KsrCyGDBlC+fLlcXV15YUXXuDy5cvF9klPT2fo0KEEBATg5OREeHg4s2fnZ79OSkrijTfeIDQ0FCcnJypXrsybb75Jamp+fJMDBw7Qs2dPAgMDcXJyombNmkybZv4L9sUXX2Tfvn1s3WolbYCKiooJD+Blw+vJfm1A5weaFEheYNm4sPeYleMxPzc/qnlVY5fsAgyCkGsI2DiDLhOun0ARPaoZetz94zFVEFK5I6Snp3PlyhXatWuHv78/bm5ud3tJdwwRISEhndTULFNZ+fLOBAZ6EBUVSdOmTQkKCrLoFxkZyRtvvMGWLVu4dOnSLc//7bff0qZNGypWrMiyZcuIiYlh9uzZpKamMnny5Fse92a8/fbb/P777/zyyy/8/fffXLp0ieeff77YPsOHD2ft2rX89NNPHD16lGHDhjF06FBWrlwJwKVLl7h06RKTJk3i8OHDzJs3j7Vr1zJo0CDTGHv37sXX15effvqJI0eO8OGHH/L+++8zY8YMUxt7e3t69erF9OnT78zmVVQeIN4CbIC/bG3ZbzdSKbw6DQqn+jEKQps3Q0JCvhv9X0BGfrPmQc3Zy14A9Nf06LM14PmoUnkv2gmVaQrX+4AHNft8UFCQTJkyxazMWvb5OXPmSJcuXcTJyUlCQkJkxYoVZn0OHTok7du3FxcXF/H19ZU+ffpIYmKiiCiZ3CmUAdxa9vlNmzYVmSl86dKlEh4ebsqaPmnSJLO+WVlZMmrUKAkICBB7e3upVq2afP/99yIikpeXJy+++KIEBweLo6Oj1KhRQ6ZOnWrWv3C2+ZK8V2fPnpVnn31WXFxcxM3NTf73v/9JQkKCqT46Olpatmwprq6u4ubmJvXq1ZPdu3eLiEhs7Clp2bKtuLl5iKOjk4SHh8uqVatMfWvVqiUzZsywWMP169fF1dVVjh07Jt27d5fx48dbfQ+Tk5OLXf/58+fF3t5ehg0bZnWv1vqXBSkpKWJnZye//JKftfro0aMCyI4dO4rsV6tWLRk3bpxZWb169eTDDz8sss+SJUvE3t5ecnNzi2zz+uuvS6tWrczK/v77b7G3t5cbN25Y7XM/f95VVMqanqLkhO99I1UkxkHJSp/+j2XDxo2VjPRffy2iF5Eqho6/5TeJ3BcpjEEOjT8kSeOSJOdEjsjOV5RM9PvfM7Qabuj4donXeKeyz6saoZshAvqMu3PdgcSbY8eOpVu3bhw8eJCOHTvSu3dvkpKSAEhJSaF169ZERESwZ88e1q5dy+XLl+nWrRsA06ZNo0mTJrz88svEx8cTHx9PYGCgxRxNmzbl+PHjACxbtoz4+HiaNm3K3r176datGz169ODQoUOMGTOGjz/+mHnz5pn69uvXj59//pnp06dz9OhRvv32W1xdXQHQ6/UEBATwyy+/EBMTwyeffMIHH3zAkiVLbvn90Ov1dO7cmaSkJP7++2/Wr1/P6dOn6W785QP07t2bgIAAdu/ezd69e3nvvfews7MjKSmTF198hczMLObM+ZWtW3fzxRdfmNablJRETEwMDRo0sJh3yZIlhIWFERoaSp8+fYiKirqlRKu//PILOTk5jBo1ymq9p6dnkX07dOiAq6trkVetWrWK7Lt3715yc3Np06aNqSwsLIzKlSuzY8eOIvs1bdqUlStXcvHiRUSETZs2ERsbS9u2bYvsY8w0bWtrW2ybcuXKmZU1aNCAvLw8du7cWWQ/FRUVBaMr/WJHNy5Ib+Xm8lTLhgW9xzRYTcJqtBPaptsGGO2E6iqVyfeeRqjobxYVBbkBsa53Z+4a6aBxKdMhBwwYYMrSPWHCBKZPn86uXbto3749M2bMICIiggkTJpjaR0VFERgYSGxsLDVq1MDe3h5nZ2cqVqxY5Bz29vb4+voCUK5cOVPbr776iieffJKPP/5Y2V6NGsTExPDll18yYMAAYmNjWbJkCevXrzc9YKtWrWoa187OjrFjx5ruq1Spwo4dO1iyZIlJWCstGzdu5NChQ8TFxZmEuh9++IFatWqxe/duGjZsyLlz53jnnXcICwszrKka586lcfp0MgkJF2nX7mk6d34CR0dbIF94OHfuHCKCv7+/xbyRkZH06dMHgPbt25Oamsrff/9Ny5YtS7X+EydO4O7ujp+fX6n3/v3335OZmVlkvZ2dXZF1CQkJ2NvbWwhaFSpUICEhoch+X3/9NYMHDyYgIABbW1u0Wi1z5szhiSeesNr+6tWrfPrppwwePLjIMbdv387ixYtZtWqVWbmzszMeHh6cPXtv5DNSUbmXqQ+0AP7WaJju9yH/dzkKsldAXgLYFvi+/9//YPhw2LYNzp+HpwNhOkqUaT2ghZByIVRwqcDOjJ1003ZTAivWMhpMRxsGuncEIVUj9JDx6KOPml67uLjg7u7OlStXAMUIddOmTWZaAePD/9SpU0WOWatWLVP7Dh06FNnu6NGjNGvWzKysWbNmnDhxAp1OR3R0NDY2NrRo0aLIMWbOnEn9+vXx8fHB1dWV7777jnPnrHsdLFiwwGwv1gxnjx49SmBgoJlmKzw8HE9PT44ePQoodi0vvfQSbdq0YcKEz1m3bjfXrt0AYPDg1/j22yk8+WQLRo8ezcGDB03jGIUMR0dHszmPHz/Orl27TAKpra0t3bt3JzIyssh9F4WI3LI3WqVKlQgJCSnysmbXdLt8/fXX/Pvvv6xcuZK9e/cyefJkhgwZwoYNGyzapqWl0alTJ8LDwxkzZozV8Q4fPkznzp0ZPXq0Va2Sk5MTN27cKOttqKg8kBisg/jWswppuiagyYUr35g3qlQJmisaH5YsUaQnVyABDGZBaDQamgc1Nw+s6PEIoIHMeMi6Qr4gdAqzPB13AVUjdDM0zopm5m7NXUK0Wq3F0Upubq5Fu8K/8jUaDXq9Euk4PT2dZ555hokTJ1r0K07jsHr1atNcTk63nj39Zn0XLVrEyJEjmTx5Mk2aNMHNzY0vv/yyyKOPZ599lsaNG5vuK1WqdEvrGjNmDL169WLVqlWsWbOGsWPH8MUXs3nppV40aPAGPXp0YdWqVfz55598/vnnTJ48mTfeeANvb28AkpOT8fHxMY0XGRlJXl6emaZIRHBwcGDGjBl4eHjg7u4OKEc+hbUuKSkpeHh4AIpWLTU1lfj4+FJrhTp06FCsV1VQUBBHjhyxWlexYkVycnJISUkxW9/ly5eL1BZmZmbywQcfsHz5cpOn3KOPPkp0dDSTJk0yO2a7fv067du3x83NjeXLl1vVTsXExPDkk08yePBgPvroI6tzJiUlmb33KioqRdMRJbn8cY2GyPITeDulFaR9B34fg6bAZ7BHD9iyRfEeGzEC2gHLULzHGipNnqj8BMtjlpOlycIx2xF9ijM2biGK11jyAfBrhRLJKAe4CFT+T/daEFUjdDM0GtC63J2rFL/0fXx8iI+PN92npaURFxdXqq3Wq1ePI0eOEBwcbKEdcHFRjujs7e3R6cyl96CgIFO74oSNmjVrsm3bNrOybdu2UaNGDWxsbKhduzZ6vZ6///7bav9t27bRtGlTXn/9dSIiIggJCSlWU+Xm5ma2B2uCVs2aNTl//jznz583lcXExJCSkkJ4eDgA2dl5VKlSjbfffps///yT5557jr/++hU3NwcAAgMDefXVV/n1118ZMWIEc+bMAaBatWq4u7sTExNjGjsvL48ffviByZMnEx0dbboOHDiAv78/P//8MwDVq1dHq9Wyd+9es/WePn2a1NRUatSoAUDXrl2xt7fn//7v/6y+B9bc7418//33ZmsofK1evbrIvvXr18fOzo6NGzeayo4fP865c+do0qSJ1T65ubnk5uai1Zp/7djY2JiEcVD+77Zt2xZ7e3tWrlxpoVEDOHLkCK1ataJ///6MHz/e6nynTp0iKyuLiIiIIvehoqKSjxYYbng9zbc5eTof4DKkLDNv+MILoNXC7t1w6pR1O6Gg5ujQsY99QCE7oZQDKHoYo+nDiTuwm5KjCkIPCK1bt+bHH39k69atHDp0iP79+2NjU7ooxkOGDCEpKYmePXuye/duTp06xbp16xg4cKBJ+AkODmbnzp2cOXOGq1evmj3AbsaIESPYuHEjn376KbGxscyfP58ZM2YwcuRI09j9+/fnxRdf5LfffiMuLo7NmzebjKGrV6/Onj17WLduHbGxsXz88cfs3r27uClvSps2bahduza9e/dm37597Nq1i379+tGiRQvq16/PhQvX6NfvZRYv/oMzZ86wbds29uzZYxKShg0bxrp164iLi2Pfvn1s2rSJmjVrAoqWrk2bNvzzzz+m+f744w+Sk5MZNGgQjzzyiNn1wgsvmI7H3NzceOmllxgxYgQrV64kLi6OLVu20Lt3bx577DGaNlUimQUGBjJlyhSmTZvGoEGD+Pvvvzl79izbtm3jlVdeKTZ+0+0cjXl4eDBo0CCGDx/Opk2b2Lt3LwMHDqRJkyY89thjpnZhYWEsX74cAHd3d1q0aME777zD5s2biYuLY968efzwww8899xzQL4QlJGRQWRkJGlpaSQkJJCQkGD6P3j48GFatWpF27ZtGT58uKk+MTHRbI1bt26latWqVKtWDRUVlZLRF/ABzmptWOZqsBdNLBRp2tcXnnxSeb1kiRJlWgPsR1HuALV9a+Pu4M6/+n8BQwJWY6qNey3nWJn6oN0HPKju86mpqdK9e3dxd3eXwMBAmTdvnlX3+eXLl5v18/DwkLlz55ruY2Nj5bnnnhNPT09xcnKSsLAwGTZsmOj1ehEROX78uDz22GPi5ORUpPu8iOK2TQG3eSNG93k7OzupXLmyfPnll2b1mZmZ8vbbb4ufn5/Y29tLSEiIREVFiYjiWj9gwADx8PAQT09Pee211+S9996TOnXqmPqXlfv8hQuX5NSpJNm+PU7atu0sfn6VxN7eXvz9/WXo0KGm/yNDhw6VatWqiYODg/j4+Ejfvn3l6tWrprFXr14tlSpVEp1OJyIiTz/9tHTs2NHqunbu3CmAHDhwwPRejB49WsLCwsTJyUmqVKkigwcPNoUzKMj69eulXbt24uXlJY6OjhIWFiYjR46US5cuFfte3A6ZmZny+uuvi5eXlzg7O8tzzz0n8fHxZm0As/9f8fHxMmDAAPH39xdHR0cJDQ2VyZMnm/5/WQu9QKFQDaNHj7ZaHxQUZDZ327Zt5fPPPy92/ffr511F5U4yRhTH9gbZGaKPsVFc6W9Emzf6/nvFjf7RR5X7JoZOs/ObdPipg7Qb006SxiVJyjcpIhf+UFzo/3jE0OItQ6eRJVrXnXKf14jcAR/te5i0tDQ8PDxMLrkFycrKIi4ujipVqlhVx6s8HFy/nk1cXAo5OYoGolIlNypWdL0lo2QRoXHjxrz99tsm42iVO8+RI0do3bo1sbGxJnuqwqifdxUV6ySiWOxkAX+fHM4TeVPAsT8Ez8tvlJQEFStCbi7ExMDymvAhSrRpwxHZ51s/Z/JfkzmhVY6+PIZkoF0bCBob6JYONt8DbwBdgOU3XVdxz+/bQT0aU1ExoNcLFy+mcfz4NXJydDg42BAW5o2fn9ste2ZpNBq+++478vLufmLBh4n4+Hh++OGHIoUgFRWVovEB+hleT65oiDCUuQR0KfmNypUDo6fm4sX5dkIbAIOjZvOg5lzjGmc1SggLXZIvOJQH0UFqDPfK0ZgqCKmoGBARkpIUl3dvb2fCw31wdbW/7XHr1q1L3759b3sclZLTpk0b2rVrd7eXoaJy32I0mv7dxZ/jmjagyYTEOeaNjMEVFy+GWpKvRvpLKW7o3xAHG4cCdkK6QnZCBV3oS25vWtaogpDKQ43hgBoAGxstVap4Ua2aF8HBntjYqB8PFRWVh5NQFCWPaDRM8flCKUz5BqSAwPLss+DgAMeOwaGDFt5jDrYONKrUiN1iiCdkEWE6CCXLWSaQ7/X8X6N+06s8tOTm6jh1KpnExPyAe66u9nh53XosJBUVFZUHBWPajfle9UjUBANnIG1NfgN3dzDEBGPxYvNs9Abr4+aVm7OHPQDoLuoQj4IRpu2AYEOnu3c8pgpCKg8lqalZxMQkkpKSxcWLaeTl3T21rIqKisq9yBMoqTeyNBpmeUxSCq9MNW9kzMu4aBG0EHABLqG40qPYCR3hCJlkItmCHkPuxeQDhnyad99OSBWEVB4q9Hrh/PlUTpxIIjdXj6OjLaGh3tjaqh8FFRUVlYJoyE+7McPnWTI1jpC3EbILCC2dOoGLC8TFweE98JSh/A/lT9PApohG2CtKcNi8lCDQ2kFuKmScBaobOty9oIrqt7/KQ0NmZi5HjyZy+XIGAD4+ztSs6Y2zc9HJRVVUVFQeZrqi2EAn2tjxk8to0AgkFAiw6OICzxiMgxYtsrATcndwp06FOvl5xy4BHobk1CkHUDVCKir/EXl5Oo4evUpmZh62tlpCQsoRFKQaRKuoqKgUhy3wluH1Vz6vokcDN34AfYFkxkbvsSVLoL3BzGAPJvvn5pWbs0cUOyHLCNOqIKSi8p9ga2tDxYqueHg4UKuWD56eagA9FRUVlZLwEuAOHHPwZI1jH9CkwdX5+Q3at1cMpy9cgNPboZGhfJXyp2Amen2iHnE1ZGa1EITuTnxnVRBSuSPMmzfPImt6ScjJySEkJITt27ff9hpSUrLIzMw13fv5uRISUg47u9LlYHvQycnJITg4mD179tztpaioqNyDuAODDa8n+YxWXiTNMBg7o7jQG/IFWniPoWiErnKVOFESgeflNFYqkg+geI1pgQzg8h3cRdGogpBKqWjZsiXDhg0rdb/4+Hh69epFjRo10Gq1RY4xe/ZsqlSpYkoqWpBXXnkFGxsbfvnlF4u6AQMG0KVLFwB0Oj1nz6Zw8mQSixb9gUajISUlBY1Gg0ajIScnh//7v/+jTp06ODs74+3tTbNmzZg7dy65ubkWY5cVBw8epHnz5jg6OhIYGFhkxngj8+bNM6258HXlyhUANm/ebLU+ISHB6phffPEFGo3G7P23t7dn5MiRvPvuu2W2VxUVlQeLN1GOyTa7VGOfQ2MgBjK25Dcweo/98gt0VNITsR7IggquFaherrrJjT4v1ZB1PiMOcrJQrJDgbh2PqYKQyn9CdnY2Pj4+fPTRR9SpU8dqGxFhxowZDBo0yKLuxo0bLFq0iFGjRhEVFVXkPBkZORw9etUUG8jFxdwQOicnh3bt2vHFF18wePBgtm/fzq5duxgyZAhff/01R44cuY1dFo0xq3pQUBB79+7lyy+/ZMyYMXz33XdF9unevTvx8fFmV7t27WjRogW+vr5mbY8fP27WrnA9wO7du/n222959NFHLep69+7NP//8c8f2r6Kicn8TCHQzvJ7safgRlzAlv0GbNkrajcuXIeVvCEBJtbFJqW5euXl+YMUEO3A2CD8pB7nbdkKqIPSAEBwczNSpU83K6taty5gxY0z3Go2G77//nueeew5nZ2eqV6/OypUrzfocPnyYDh064OrqSoUKFejbty9Xr14FFK3L33//zbRp00yahzNnzpR4fdOmTaNfv35F5n/au3cvp06dopMxQFcBfvnlF8LDw3nvvffYsmUL58+ft2iTlZXHsWNXycrKw85OS40a5fH1dTVrM3XqVLZs2cLGjRsZMmQIdevWpWrVqvTq1YudO3dSvXp1i3HLggULFpCTk0NUVBS1atWiR48evPnmm3z11VdF9nFycqJixYqmy8bGhr/++suqoOjr62vWVqs1/2inp6fTu3dv5syZg5eXl0V/Ly8vmjVrxqJFi25/syoqKg8kxgCLiz0f55xtIOSugtyLSqGdHbzwgqHBIsvjsQJ2QrqLOsSzrlJxDxhMq4LQzRCUo8u7cd0Bu7GxY8fSrVs3Dh48SMeOHenduzdJSUkApKSk0Lp1ayIiItizZw9r167l8uXLdOum/A6YNm0aTZo04eWXXzZpHgIDA8tsbVu3bqVGjRq4ublZ1EVGRtKnTx88PDzo0KED8+bNM9Xl5elJTc0iKysPEfD0dKRWLR/c3R0sxlmwYAFt2rQhIiLCos7Ozg4XFxerazt37hyurq7FXhMmTChybzt27OCJJ57A3j4/d1m7du04fvw4ycnJxb0tJn744QecnZ3p2rWrRV3dunXx8/PjqaeeYtu2bRb1Q4YMoVOnTrRp06bI8Rs1asTWrVtLtBYVFZWHj3pAK0Cn0TLd4zPQ5EHCjPwGRu+xZcugvSHR9O+AKBqhIxzhBjeQLEFv10qpvwdc6G3vyqz3EzcA15u2ujOko0TpLEMGDBhAz549AZgwYQLTp09n165dtG/fnhkzZhAREWH2QI+KiiIwMJDY2Fhq1KiBvb09zs7OVKxYsWwXBpw9exZ/f3+L8hMnTvDvv//y66+/AtCnTx+GDx/ORx99hEajwcYmPzN8UJAH3t7ORWaLP3HiBC1btiz12vz9/YmOji62Tbly5YqsS0hIoEqVKmZlFSpUMNVZ09IUJjIykl69euHklJ8CxM/Pj9mzZ9OgQQOys7P5/vvvadmyJTt37qRevXoALFq0iH379rF79+5ix/f39+fs2bM3XYeKisrDywiU06455brzSfJQ3NMjQcaCxh5atIAKFZTjMdkITu3gPHAIqtauio+rD9EZ0TTVNCUvqxE2YNAIGYMP3Z2giqpG6CGjoH2Ii4sL7u7uJsPbAwcOsGnTJjMtR1hYGACnTp0qcsxatWqZ2nfo0OGW15aZmYmjo6Vbe1RUFO3atcPb2xuAjh07kpqayoYNGwHlyM/V1R43Nwd8fFyKFIIAU4LV0mJra0tISEixV3GC0O2yY8cOjh49anEsFhoayiuvvEL9+vVp2rQpUVFRNG3alClTlLP78+fP89Zbb7FgwQKr721BnJycuHHjRrFtVFRUHm46ADWBNBsHvnd/CzSJcG2xUmljA//7n/J6+UIwKqB/V76nCx6P5aUZfhimHAa98Ufi3XGhVwWhm+GMopm5G5dzyZep1WotHvLWPKDs7MyNhzUaDXq9EgArPT2dZ555hujoaLPrxIkTPPHE4hf8UAAAPglJREFUE0XOvXr1alPb77//vuSLLoS3t7fFMZFOp2P+/PmsWrUKW1tbbG1tcXZ2JikpiZkz8w2Nvbw8SU9PsxgzJSUFGxsb05FXjRo1OHbsWKnXdrtHYxUrVuTyZXPXUON9SbRr33//PXXr1qV+/fo3bduoUSNOnlRUzHv37uXKlSvUq1fP9P79/fffTJ8+HVtbW3Q6nalfUlISPj4+Nx1fRUXl4UULDDe8nlrubXKxhWvT8xsYvcd++w3aGZ5BBdzoTQbTl53B1hX02ZCWh5LQIw24esf3UBj1aOxmaCjz46k7gY+PD/Hx8ab7tLQ04uLiSjVGvXr1WLZsGcHBwdjaWv+vYW9vb/bwBAgKCir9gq0QERHBrFmzEBGTVmf16tVcv36d/fv3o9VqSUy8wZUrGZw+fZxx44Zz7VoS5cuXIzQ0lEWLFpGdnY2DQ75t0L59+6hSpYpJAOzVqxcffPAB+/fvt7ATys3NJScnx6qd0O0ejTVp0oQPP/yQ3Nxc01rWr19PaGjoTY/F0tPTWbJkCZ9//nmx7YxER0fj5+cHwJNPPsmhQ4fM6gcOHEhYWBjvvvsuNjb5MZUOHz5s1XZKRUVFpSB9gA+B8/blWOrWjZ7XF0LGHnBpAE2bQkCAElzRcSPQHnYCVxRB6FM+BQyBFYMeQ5O8AVKOgWcAyjnaSeC//UGmaoQeEFq3bs2PP/7I1q1bOXToEP379zd7yJWEIUOGkJSURM+ePdm9ezenTp1i3bp1DBw40CT8BAcHs3PnTs6cOcPVq1dN2qSSYNQapaenk5iYSHR0NDExMab6Vq1akZ6ebubCHRkZSadOnQgLq4WdnR/u7oGEhITRrVs3vLw8WbToZ0Bx/9ZoNPTr14+9e/dy8uRJoqKimDp1KiNGjDCNN2zYMJo1a8aTTz7JzJkzOXDgAKdPn2bJkiU89thjnDhh/Yz6do/GevXqhb29PYMGDeLIkSMsXryYadOmMXz4cFOb5cuXm44iC7J48WLy8vLo06ePRd3UqVNZsWIFJ0+e5PDhwwwbNoy//vqLIUOGAODm5sYjjzxidrm4uFC+fHkeeeQRs7G2bt1K27Zti9yDioqKCoAjMMTwepLXGOUwK2GqUqDVgsHBhg3zFQtrAVbDI76PkO2QzVlRbBHzMJhS3GXPMVUQekB4//33adGiBU8//TSdOnWiS5cuVKtWrVRj+Pv7s23bNnQ6HW3btqV27doMGzYMT09Pkzv2yJEjsbGxITw8HB8fH86dO1fi8SMiIoiIiGDv3r0sXLiQiIgIOnbsaKovX748zz33HAsWLACUo6NVq1bRtu3THDmSSHp6DjY2GqpU8SQkRGkbGRkJgKenJ1u3biU3N5dnn32WunXrMn36dL766iteeeUV0xwODg6sX7+eUaNG8e233/LYY4/RsGFDpk+fzptvvmkhHJQVHh4e/Pnnn8TFxVG/fn1GjBjBJ598wuDBg01tUlNTOX78uEXfyMhInn/+eauRunNychgxYgS1a9emRYsWHDhwgA0bNvDkk0+Wan07duwgNTXVqkeaioqKSmFeRxGI9jlX52/nFpCzFPKuKZVG77GVK6FdjvL6d7DR2tCscrN8O6FsQy6O5LvrOaaRW7UevU9JS0vDw8OD1NRU3N3dzeqysrKIi4ujSpUqNzUsVbkzHDx4kKeeeopTp07h6upKbq6Ow4evoNMJrq72VKniiYODeqJb1nTv3p06derwwQcf3O2l/Geon3cVldvjNWA28HTaX/x+6UlwGw+VPlBSb4SEwOnTMOFP+OApxfv6Knyx+wviNsbxhfYLbCtn4GYXCI6+8PwI4F2gF7DA6nzFPb9vB1UjpHJP8eijjzJx4kSTfZOdnQ1BQZ74+7sRGlpeFYLuADk5OdSuXZu33377bi9FRUXlPuJtFDPaP9xbc8w+FNJmg+hAo8k3mt41G/xQHID+NhhMGwMrXnFB0ELWFcgubxhVPRpTecjR64U2bZ6ncuX8CM/lyjnh7+9WrFu8yq1jb2/PRx99ZBafSEVFReVm1ACeNbye4jUKNOch5XelwCgIrVkFTxmOx/6ABv4NOKE9QaZkIlmgtzf42Kca2jysgtDMmTMJDg7G0dGRxo0bs2vXriLbzpkzh+bNm+Pl5YWXlxdt2rQptr3K/UNWVi7Hjl0lISGduLgUdLqSG2KrqKioqPz3GF1R5nv05YqND1yZphQ8+iiEhUF2NpQzRLv/HRxsHKgXWI8DHAAgD4Od6DWj23yS4frvuOuC0OLFixk+fDijR49m37591KlTh3bt2pmC/BVm8+bN9OzZk02bNrFjxw4CAwNp27YtFy9e/I9XrlJWiAiJiRnExFzlxo1cbGw0BAV5YGNz1/97qqioqKgUw+NAQyBba8c3nkNANkPWcfPjsaMzwAE4A8SYH4/lZTVQ2iTFAMbMAv+tVuiuP2m++uorXn75ZQYOHEh4eDizZ8/G2dm5yAzjCxYs4PXXX6du3bqEhYXx/fffo9fr2bhx43+8cpWyIDdXx6lTyZw9m4peL7i52VOrli9eXuoxjYqKisq9joZ8rdBMr7fI1DhCvCErvVEQ2rgSnsj3HisYWFGXaohDdxc9x+6qIJSTk8PevXvNEkFqtVratGnDjh07SjTGjRs3yM3NLTKGS3Z2NmlpaWaXyr1Bbq6OmJhEUlKy0GggIMCdGjXKY29fuvhHKioqKip3jxeAIOCqrSc/ePSDrIWgT4eaNZUjsrw88DXkOvwDmgQ2YZ9mHwB5yc6I3hWuHwd9sGHEh0gQunr1KjqdzpR80kiFChVISEgo0Rjvvvsu/v7+RWbV/vzzz/Hw8DBdZZktXeX2sLOzwd3dAUdHW2rW9KZiRVfVIFpFRUXlPsMWGGZ4/ZXXKPSadLhsONUxxhQ6O1P5uwPcr7tTsWJFzst5NKIhT98KRA+ZxgznD5EgdLt88cUXLFq0iOXLlxcZB+T9998nNTXVdJ0/f/4/XqVKQTIzc8nNzU/RUbmyBzVreuPsbH8XV6WioqKicjsMAjyAWIdqrHLtBCkzlXhCxuOx7YuhVi7ogTWF7ITEEGE6Lc8w2kMkCHl7e2NjY2M1GeXNElFOmjSJL774gj///NMso3phHBwccHd3N7tU/ntEhMuX04mJSeTMmRRTglgbG61qFK2ioqJyn+MGGOPkT/Z6BzSxkPYXVK0KDRuCXg+BiqeYhZ2QyWDamHT7IRKE7O3tqV+/vpmhs9HwuUmTJkX2+7//+z8+/fRT1q5dS4MGDf6LpaqUknnz5plSQuTm6jhxIonz59MwxjHX660HNL927Rq+vr6cOXPmv1moCjk5OQQHB7Nnz567vRQVFZX7mDdRjsn+dnmCPY714XIho+mE75W/6+Dxio+zB+U7JzclUHk2XDambEoEUv+zdd/1n+LDhw9nzpw5zJ8/n6NHj/Laa6+RkZHBwIEDAejXrx/vv/++qf3EiRP5+OOPiYqKIjg4mISEBBISEkhPT79bW3ioaNmyJcOGDStx+5SULI4cSeS335YzZEgP2rd/lPr1q/D4481Yt26dRfvx48fTuXNngoODLeratWuHjY0Nu3fvLvG6CgpkRtLS0vjwww8JCwvD0dGRihUr0qZNG3799VfuZMaZzZs3U69ePRwcHAgJCWHevHnFth8zZgwajcbicnFxMWuXkpLCkCFD8PPzw8HBgRo1arB69WqzNsXF6rK3t2fkyJG8++67ZbZXFRWVh48AwGARxORyI0C3FrLP5SdhjZ4D3jpIgwr7K5BZLpMsyYIcB/S5VeHqERBfwwin/rN133VBqHv37kyaNIlPPvmEunXrEh0dzdq1a00G1OfOnSM+Pt7UftasWeTk5NC1a1f8/PxM16RJk+7WFlSsoNfr0euFkyeTyMvTc+jQLp59tgNr1qxh7969tGrVimeeeYb9+/eb+ty4cYPIyEgGDRpkMd65c+fYvn07Q4cOLTK0QklISUmhadOm/PDDD7z//vvs27ePLVu20L17d0aNGkVq6p35FRIXF0enTp1o1aoV0dHRDBs2jJdeesmqMGhk5MiRxMfHm13h4eH873//M7XJycnhqaee4syZMyxdupTjx48zZ84cKlWqZGpTklhdvXv35p9//uHIkSN3ZP8qKioPB0ZX+l/c/sdZu0oQPx0CA6FZM0APVY8pDf6AJkFN8gMr5jSFvHTQBxhGOPHfLVoeMlJTUwWQ1NRUi7rMzEyJiYmRzMxMU5leRNLv0qUvxb6CgoJkypQpZmV16tSR0aNHm+4BmTNnjnTp0kWcnJwkJCREVqxYYdbn0KFD0r59e3FxcRFfX1/p06ePJCYmiohI//79BTC74uLirK4nMjJS3NzcZffui3LuXIrodJa7CQ8Pl7Fjx5ruf/nlF/Hx8bE63pgxY6RHjx5y9OhR8fDwkBs3bpjVt2jRQt566y2LfnPnzhUPDw/T/WuvvSYuLi5y8eJFi7bXr1+X3Nxcq/PfLqNGjZJatWqZlXXv3l3atWtX4jGio6MFkC1btpjKZs2aJVWrVpWcnJwi+zVq1EiGDBliutfpdOLv7y+ff/65WbtWrVrJRx99VOL13O9Y+7yrqKjcPk+KCCLy9rXJIjHlRXRZIl9/LQIi1UcpldVE5u2bJ+PGjpOkcUmSPmu+yAJErrc09P7MYtzint+3w13XCN3r3EBJmns3rht3YD9jx46lW7duHDx4kI4dO9K7d2+SkpRw5ikpKbRu3ZqIiAj27NnD2rVruXz5Mt0Mas1p06bRpEkTXn75ZZOGomA4AsP/XkCJB6XVaqhRozyBgR5oteZu8Xq9nuvXr5vFf9q6dSv169e3WLOIMHfuXPr06UNYWBghISEsXbq01HvX6/UsWrSI3r174+/vb1Hv6uqKra31pK5bt27F1dW12GvBAusZkwF27NhhEeKhXbt2JY6XBfD9999To0YNmjdvbipbuXIlTZo0YciQIVSoUIFHHnmECRMmoNMpnnmlidXVqFEjtm7dWuL1qKioqFjDqBX63uNlUm1yIXEBdO0KWi2cmAn2AqegdU5r9ojBTigzQulksnL57wym1VTeDxkDBgygZ8+eAEyYMIHp06eza9cu2rdvz4wZM4iIiGDChAmm9lFRUQQGBhIbG0uNGjWwt7fH2dnZwqsvJ0dHXFwynp6OVKjgaip3d3ewuo5JkyaRnp5uErIAzp49a1VA2bBhAzdu3KBdu3YA9OnTh8jISPr27VuqvV+9epXk5GTCwsJK1Q+gQYMGREdHF9umcDysgiQkJFiNl5WWlkZmZuZNE55mZWWxYMEC3nvvPbPy06dP89dff9G7d29Wr17NyZMnef3118nNzWX06NHFxuo6duyYWZm/vz9nz54tdh0qKioqN6M9EA7E2Lgxx/NlRibNgLAXoWVL+OsvCI6D2KoE/B3AOZdzkAn6dH/ExwVNUhpUBFUQuodwpoCAehfmLmsKhhpwcXHB3d3dZCty4MABNm3ahKurq0W/U6dOUaNGDatjhoWFc+6c8gCNiGjMli0bil3DwoULGTt2LCtWrMDX19dUnpmZaTUeVFRUFN27dzdpa3r27Mk777zDqVOnqFat2k12nI/chiG0k5MTISEhN294h1i+fDnXr1+nf//+ZuV6vR5fX1++++47bGxsqF+/PhcvXuTLL79k9OjRpZrDycmJGzfuhB5SRUXlYUIDDAdeAqZ5vcVbSdOwu/6v4j32119w4xfgXTSrNIS+EcqFmAsEaALIy47A7soJRYpSBaF7Bw3gctNWdx+tVmvxoM/NzbVoZ2dnZ3av0WjQ65Us7+np6TzzzDNMnDjRop+fn59FmU6n59y5NL78ch55ebk4OdlSvXrFYuMCLVq0iJdeeolffvnF4qjI29ub5ORks7KkpCSWL19Obm4us2bNKjC3jqioKMaPHw+Au7u7VUPnlJQUPDw8APDx8cHT09NCE1IStm7dSocOHYpt8+2339K7d2+rdRUrVrQaL8vd3f2m2iBQjsWefvppC82On58fdnZ22NjkpyWpWbMmCQkJ5OTklCpWV1JSEj4+Pjddi4qKisrN6A18KMIFu0CWuHejd8IUeH4mDBkCF2YB78I2aPNRG/awhwACyMtqiF3iP4YRElDUEJY/zMsa1UboAcHHx8fMuy4tLY24uLhSjVGvXj2OHDlCcHAwISEhZpfRZdve3h6dTkd6eg4xMYlcu3YDP78AGjWqTdu2jahWLajI8X/++WcGDhzIzz//TKdOnSzqIyIiiImJMStbsGABAQEBHDhwgOjo6P9v787DoqzaP4B/Z2GGQYYZEBBQQHDPBVQU0ddQwzDMsrcU13BJK7VcyiXTKH3DJUyLNLNIzNfEbLF+buXrkrmvuICC7G4gyL7Odv/+QCZHQBliWO/Pdc2V88w55zkPh+m5Oc9Z9K81a9YgIiJCPxamU6dOuHDhQoUyL1y4oO/JEgqFGDNmDLZt24Y7d+5USFtQUACNRlPhOPD3o7HHvV544YUqr93Hx6fCxsAHDhx47HpZ5ZKSknD48OFKZ9MNGDAA8fHx+mAWAOLi4uDo6AiJRGLUWl1Xr15Fz549n1gfxhh7EnMAsx5smbTG5h2QZhegBODnByAFsL8HaIFn45/VL6yoVj8NqAHoyhc+rqMp9LU69LoRMHbWWGOxaNEicnBwoKNHj9Lly5dp5MiRZGlpWWHW2C+//GKQT6FQ0ObNm4mI6Pbt22RnZ0evvPIKnTlzhuLj42n//v00adIk0mg0REQ0bdo08vLyot9+O00HDlyhixfvUF5eSYX6PDpba9u2bSQWi2n9+vV09+5d/SsnJ0ef5vLlyyQWiykrK0t/zMPDgxYuXFih/JycHJJIJLR7924iIkpISCBzc3N666236NKlS3T9+nVas2YNicVi2rdvnz7f/fv3qXPnztSmTRvasmULRUdHU1xcHIWHh1P79u0pOzu7uj9yoyQmJpKFhQXNnz+frl27RuvXryeRSET79+/XpwkLC6MhQ4ZUyLtkyRJycnLSt8HDUlNTSS6X06xZsyg2NpZ2795N9vb29J///D3jIjIykqRSKUVERFBMTAxNnz6dlEolpaWlGZTl6upK3333XS1edcPWmL/vjDUGmUQk0+kIRHQoZRBRyodEERFls8dabiICkW6sjgaFDKKsZVmUEZJEuv+CqMiVyube/GhQnqlmjXEg9JDG/D/G3NxcCgwMJCsrK3J2dqaIiIhKp88/LhAiIoqLi6OXXnqJlEolyWQy6ty5M82ZM4d0urLp77GxsdSvXz8yN5cRALpxI6HS+jwaCPn6+laYeg+AgoKCDPL17duXNm7cSERE586dIwB05syZSs/x3HPP0UsvvaR/f+bMGRo6dCjZ2dmRQqEgb2/vCtdLVBZELVq0iDp06EASiYRatWpFfn5+9Msvv+iv0xQOHz5Mnp6eJJFIyN3d3eDnTkQUHBxMrq6uBse0Wi21adOGFi9eXGW5J06cIG9vb5JKpeTu7k4ff/xxhaApLCyMXFxcSCKRUN++fenUqVMVylAqlRWWJWjKGvP3nbHGYgaVBRoB+buJYpyIsu8TSSRE8Cn7QEn08paX6e5HdylrWRZpItyI7rk/yLXSoCxTBUICIhMupdsA5eXlQaFQIDc3t8K+YyUlJUhKSoKbm1uVm7g2R0SErKxiyGRmsLAw0x8zxU7xe/bswfz583H16lUIhfzktq4EBgbCw8MDixcvru+q1Bn+vjNmevEAOhKBBALEJHZBF6tlwGvbgF//D7DIA4paYHvYdrTMaok+gj6wsH8d0iFHgQ7pKBtu/bW+rMfdv/8JvtOwx9JodEhKynnwytaPRTFFEAQAw4cPx/Tp03H79m2TlM8qUqlU6N69O+bOnVvfVWGMNTHtAbz44H7xqc08IDPswd5jOkBUtrK+7xXfv3eiL+kDZGY+yF03q0tzIMSqlJ9fipiYDGRlFQMArK1lJguAHjZnzhyDhRqZaUkkEixZsqRas9cYY8xY5QssbrWaiHRRLDC0PSCTAfnbAQCOfzrikrBsq43CEm8gT/sgR91MoedAiFWg0xFu3cpDbOx9qFRaSKUidO5sCycneZ0EQowxxpqOAQC8iVAqNMd665lAzlfA888D+B0QaiGIFcBeXLamnEjVBZRbvorebZhmjwVDHAgxA2q1FtevZyItrWwZSVtbCzz1lB0sLSX1XDPGGGONkQDAOw/+iN6gnIEiza/AuBcB5ANmZVv9DE8djjt0B0KIocn3BDTluxIkmrx+HAgxA2KxECKRACKRAO7u1mjbVvnYBRIZY4yxJ3kJQFsi3Bfb4jvly4DnLcDSEijdCQDwvuitHyekLekDFJX/8W36x2N8h2NQq7UGg6Dd3KzRtas9bGx4zAhjjLF/Tgxg7kODpnXF3wAjXwSwGwBgfc4aMeqyBXXzi/sAuaUPcnIgxEwsN7cEMTEZuHUrX39MIhFBIhE9JhdjjDFmnCkAlKTDDUlH/J/8KWByVwCJgDgOAo0ALtkuAABtiRcoR/UgFwdCzER0OsLNm7m4cSMLarUOeXml0Gp1T87IGGOM1YAlgNcFZWHHGpt3AKcjgFIJaHYBAHxifaAiFaRkD9298u2aOBBiJlBcrMa1axlITy8EANjZWaBLF1seC8QYY8yk3gIgJh3+sngaZ6S5wNQAAP8HAOh+tjuu0BUAgCa9z4McHAixWkRESE8vQExMBoqLNRCLhWjf3gaurrU/IDoiIgJKpbJWy3yUQCDArl27jM43ceJEhISE1H6FWJU2btyIESNG1Hc1GGP1rDWAcXiwGWvLuUCgAMBJQJANSa4Et/JvAQAK73s9yJEKoMSkdeJAqBnRaHS4cycfRIBCIUXXrnZQKo3bWmDQoEGYM2eO0ee+e/cuxo0bh44dO0IoFNaojMdJTk7G1KlT4ebmBplMhnbt2iE4OBgqlcog3aVLl7B37168/fbbFcrYvn07RCIRZs6cWeGzxwV2lQVkP/30EwYNGgSFQgFLS0v06NEDy5YtQ1ZWVo2v8UmysrIwfvx4WFlZQalUYurUqSgoKKgyfXJyMgQCQaWvnTt36tOdPXsWzzzzDJRKJaytreHv749Lly4ZlPXDDz/A09MTFhYWcHV1xSeffGLw+ZQpU3DhwgX89ddftXvRjLFGZ96DQdM/yl9BsvIK0NoaoD0AAIc7DgCAgoI+gFqIsm0pk0xaHw6EmhEzMxHatlXCxUWB9u1tYGZWdwOiS0tLYWdnhyVLlsDDw6NaeSZNmoQPP/ywWmmvX78OnU6Hr776CtHR0Vi7di02btxYYe+ssLAwjBo1CpaWlhXKCA8Px4IFC7B9+3aUlNT8L5D3338fgYGB6NOnD/bt24erV69izZo1uHTpErZu3Vrjcp9k/PjxiI6OxoEDB7B7924cPXoU06dPrzK9s7Mz7t69a/D66KOPYGlpieeeew4AUFBQgGHDhsHFxQWnT5/GsWPHIJfL4e/vD7VaDQDYt28fxo8fjzfeeANXr17Fhg0bsHbtWnzxxRf6c0kkEowbNw6ff/65ya6fMdY4eADw0+mgE4jwWctJwMdPo3z2mMfFsvuDhaYbKKt8LSETPx6r1S1cGwFjd5/X6XSkK62nlxE7obu6utLatWsNjnl4eNDs2QspO7vsegDQ119/TSNHjiSZTEbt27enX3/91SDPlStXaNiwYdSiRQuyt7enCRMmUEZGBhERBQUFVdg9PikpqdL6PLr7/MN8fX1p9uzZT7ymoKAgCg4OrvJzAJXuLl9u9erV5Obmpn+v0WhIoVDQ7t27K6RNTEwkmUxGOTk55O3tTdu2bTP4/HHX83A9Tp8+TQBo3bp1labNzs6usr7/RExMDAGgs2fP6o/t27ePBAIB3b59u9rleHp60pQpU/Tvz549SwAoNTVVf+zy5csEgG7cuEFERGPHjqVXXnnFoJzPP/+c2rRpY/A7/Oeff5JEImkwO9zz7vOM1Z/9VLa/vKUmj7Kv9iWCgghq0kFHscGxlLUsi1SnfR6k+pSITLf7vNi0YVYToAZyVuXUy6mVC5VADRd0LixUoaREg6IiNZKTc9C9e9ny5R999BFWr16NTz75BGFhYRg/fjxSUlJgY2ODnJwcDBkyBK+99hrWrl2L4uJiLFy4EKNHj8ahQ4fw2WefIS4uDt26dcOyZcsAAHZ2drV0tbUvNzcXNjY2+veXL19Gbm4uvLy8KqTdvHkzhg8fDoVCgQkTJiA8PBzjxo0z+pzbtm2DpaUlZsyYUennjxs31bVrV6SkpFT5+cCBA7Fv375KPzt58iSUSqXBtfn5+UEoFOL06dN46aWXnlj38+fPIyoqCuvXr9cf69SpE1q2bInw8HAsXrwYWq0W4eHh6NKlC9q2bQugrLfPwsLCoCyZTIZbt24hJSVFn87LywsajQanT5/GoEGDnlgfxljT9SyAbloVrork2GTniwUv5wA//QUBBiMjJwN2Le1QnOoFs74nYeoeIX401sQQEdLSCnD9eiZ0OoJQKIC7+9+DoSdNmoSxY8eiffv2CAkJQUFBAc6cOQMA+OKLL9CzZ0+EhISgc+fO6NmzJ7799lscPnwYcXFxUCgUkEgksLCwgIODAxwcHCASNcz1huLj4xEWFobXX39dfywlJQUikQj29vYGaXU6HSIiIjBhwgQAwJgxY3Ds2DEkJRn/XPrGjRtwd3eHmZmZ0Xn37t2LqKioKl/ffPNNlXnT0tIqXJdYLIaNjQ3S0tKqdf7yAKd///76Y3K5HEeOHMF///tfyGQyWFpaYv/+/di3bx/E4rK/o/z9/fHzzz/j4MGD0Ol0iIuLw5o1awCUjQ0rZ2FhAYVC8dhgjzHWPAgAzBOV/aX/ufXbUM12QPnsMetkawDA/Tt1M3OMe4SexOxBz0w9ndsYGo0OcXH3kZ9fNkBYJBLC3t4CVlZ/D4ju0aOH/t8tWrSAlZUV7t27B6BsIPHhw4crHT+TkJCAjh07Vnreh3syHtdr8STbtm0zCFxKS0shEAgQGhqqP7Zv3z4MHDjwseXcvn0bw4YNw6hRozBt2jT98eLiYkil0gobxx44cACFhYUICAgAANja2mLo0KH49ttvsXz5cqOugYiMSv8wV1fXJycykeLiYnz//fdYunRpheNTp07FgAEDsH37dmi1WoSGhmL48OE4e/YsZDIZpk2bhoSEBDz//PNQq9WwsrLC7Nmz8eGHH0IoNPxbSyaToajI9JsoMsYavnEAFmtLcdusDX5wd8ME2z+ATMD9kjuKexfDLL8PiACBgAOheiUQCGr8eKouCQRC3L2bj/x8FYRCAZydrSAU6irciB7tqRAIBPrtNQoKCjBixAisWrWqQvmOjo5Vnnvv3r36gbMyWc235XjhhRfg7e2tf79w4UK0bt3aYIZX69atH1vGnTt3MHjwYPTv3x+bNm0y+MzW1hZFRUVQqVSQSP5u1PDwcGRlZRnUXafT4fLly/joo48gFAphZWWFwsJC6HSGP9OcnBwAgEKhAAB07NgRx44dg1qtNrpX6J88GnNwcNAHtOU0Gg2ysrLg4ODwxHP/+OOPKCoqwquvvmpw/Pvvv0dycjJOnjypv+7vv/8e1tbW+PXXXzFmzBgIBAKsWrUKISEhSEtLg52dHQ4ePAgAcHd3NygvKyurQT9OZYzVHSmAt4QSvA8gtOUcjF8+DYI3YyG91RH5lI8WulbQ5TpDpEgGBKonlFZzHAg1Efb2digouA8LCzO4u1tDpSoy+tFOr1698NNPP6Ft27b6xx6Pkkgk0Gq1BsdqqydDLpdDLpcbvLexsUH79u2rlf/27dsYPHgwevfujc2bN1cIAj09PQEAMTEx+n/fv38fv/76KyIjI9G1a1d9Wq1Wi3/961/4448/MGzYMHTq1AkajQZRUVHo1auXPt2FCxcAQN9bVj4zasOGDZg9e3aFOubk5FQ5TujhgLIyjwsyfXx8kJOTg/Pnz6N3794AgEOHDkGn0xkEl1UJDw/HCy+8UCFIKSoqglAoNOhFK39fHkCXE4lE+kB1+/bt8PHxMSgvISEBJSUl6Nmz5xPrwxhrHt4QCPCxTo1L5p449KwLnhHshkDzDvKz82FtY43SpD6w6HkTQAqAViapA48RasQKClRQqcqCkiFDhuC333YiI+Mabty4hqCgIKPH78ycORNZWVkYO3Yszp49i4SEBPz++++YPHmyPvhp27YtTp8+jeTkZGRmZla4GT5O+ViXgoICZGRkICoqCjExMUbVsSq3b9/GoEGD4OLigtDQUGRkZCAtLc1gfIydnR169eqFY8eO6Y9t3boVLVu2xOjRo9GtWzf9y8PDAwEBAQgPDwdQ1lvz7LPPYsqUKTh48CCSkpKwf/9+zJgxA4GBgfoAwNvbGwsWLMA777yDBQsW4OTJk0hJScHBgwcxatQobNmypcprcHV1Rfv27at8Pa43rEuXLhg2bBimTZuGM2fO4Pjx45g1axbGjBkDJycn/c+oc+fO+jFh5eLj43H06FG89tprFcodOnQosrOzMXPmTFy7dg3R0dGYPHkyxGIxBg8eDADIzMzExo0bcf36dURFRWH27NnYuXMn1q1bZ1DWX3/9BXd3d7Rr167K62CMNS82ACY/GFKwxn4q8Nx5AIAisayXPf16+TihG6arRK3OQWsEjJ0+3xDpdDq6fTuPzp69TbGxmaTT6Sg3N5cCAwPJysqKnJ2dKSIigjw8PAymn6OS6eYKhYI2b96sfx8XF0cvvfQSKZVKkslk1LlzZ5ozZ45+GnRsbCz169ePZDKZ0dPn8cjUewDk6upa5XUaM31+8+bNlZb/6K/4hg0bqF+/fvr33bt3pxkzZlRa/o4dO0gikeiXD8jOzqa3336b2rVrRzKZjDp06EALFiyg/Pz8SvM+/fTTJJfLqUWLFtSjRw9atmyZyabPExHdv3+fxo4dS5aWlmRlZUWTJ082qFtSUhIBoMOHDxvke++998jZ2Zm0Wm2l5f7xxx80YMAAUigUZG1tTUOGDKGTJ0/qP8/IyKB+/fpRixYtyMLCgp555hk6depUhXKeffZZWrFiRe1cbC1oLN93xpq6eCIS6LQEIrp6egQRsqm0eyllLcui2NADVDaF/jOTTZ8XEP2D0Z2NUF5eHhQKBXJzc2FlZWXwWUlJCZKSkuDm5gZzc+NWXK4rpaUaJCXloKCg7HmpjY0MbdsqKjwGYpUrLi5Gp06dsGPHDvj4+NR3dZqN6OhoDBkyRD/7sCFoDN93xpqLl1X5+Fkix5SccIS3s4ZW9yLy5uVBAzVsF7lCYDYNeXn/qfL+/U/w3bORICLcv1+E6OgMFBSoIBIJ4OamhLu7NQdBRpDJZPjuu++QmZlZ31VpVu7evYvvvvuuwQRBjLGG5R1J2fjQ/1pNQNr0aAhzhNAWaiGGGdR3PGDKKfQ8WLoR0Gp1SEnJRVZWMQDA0lICNzclpFJuvprgxfzqnp+fX31XgTHWgPUH0E+VhVMSG6yfIceylTqYp5hD/ZQad+P6wtV5j8nOzV0JjURhYdmjMCcnOTp1aslBEGOMsSblXbESALDBaSKKOl+C+FbZfS4vyQsQpADQmOS8HAg1UDod6RfnE4mEcHe3RufOtnBykldYEJAxxhhr7EYKhXBXZyNL1BJblqVBdLNs5rP8vhcIWgA3TXJeDoQaoJISDa5fz8S9e4X6Yy1aSGBp2QhWdmSMMcZqQARgzoMVjNcGdIUgTQxoAYXGEbrcNgASTXJeDoQaECJCRkYhYmIyUFSkRlpaAbTa6q/TwxhjjDVmk81awFpbgPgWrvhtXCZEaWW9Quk3+oADoSZOrdYiISEbKSm50OkIcrkEXbrY6TdLZYwxxpo6SwBvqAoAAJ8uUkN8s2ycUFpcH0BnmkUV+S7bAOTmliAmJgM5OSUQCIA2bazQsWNLSCQNc2d3xhhjzFRmyRxgplPjeEcnJEvKAiFxWh9Ac9kk5+NAqJ6pVFrEx2dBrdbB3FyMLl1s4eBgafSA6EGDBmHOnDmmqWQ1TJo0CSNHjmww9WGMMdY4OQEYV5wKAPgisGzSkGNhD5DmlknOx3Ow65lEIoKTkxwqlRZt2lg1mUdhP//8s9G7rzPGGGMA8I65C7YA+OoVMyz/QACxzAzZd+xhipljTeOu24gQEe7dK0RR0d+7jDs4WMLVVdlkgiAAsLGxMdhJnjHGGKuu7iIzPFt0AzqxEHHysj6b5NheJjlX07nzNgJqddljsNTUXCQmZkOnK+vyq611gTQaDWbNmgWFQgFbW1ssXbpUvxbR1q1b4eXlBblcDgcHB4wbNw737t3T583Ozsb48eNhZ2cHmUyGDh06YPPmzfrPb968idGjR0OpVMLGxgYvvvgikpOTq6zLo4/G2rZti5CQEEyZMgVyuRwuLi7YtGmTQR5jz8EYY6zpekdkAwD4xbtsvCwlmWZ/SA6EqqmwUFXlq6RE88S0t2/n4dy5O0hPL4RAANjbt4BAUHW5NbFlyxaIxWKcOXMGn332GT799FN88803AAC1Wo3ly5fj0qVL2LVrF5KTkzFp0iR93qVLlyImJgb79u3DtWvX8OWXX8LW1laf19/fH3K5HH/99ReOHz8OS0tLDBs2DCpV9eu6Zs0aeHl54eLFi5gxYwbefPNNxMbG1uo5GGOMNQ1DpS3RvSQZx9uV9Qg55HqZ5Dw8RqiaLC1XVPlZQEAH7NkzTv/e3j7U4NHXw7y8nHD06CTIZGXjZ9q2/QyZmUUV0hEFG11HZ2dnrF27FgKBAJ06dcKVK1ewdu1aTJs2DVOmTNGnc3d3x+eff44+ffqgoKAAlpaWSE1NRc+ePeHl5fWgXm316Xfs2AGdTodvvvlG33u1efNmKJVKHDlyBM8++2y16hcQEIAZM2YAABYuXIi1a9fi8OHD+t3ga+McjDHGmgYBgHfUpZjhKIZGAFiIa2/H+Ydxj1Ada9HCTB8E1bZ+/foZPGbz8fHBjRs3oNVqcf78eYwYMQIuLi6Qy+Xw9fUFAKSmlo3Mf/PNNxEZGQlPT08sWLAAJ06c0Jdz6dIlxMfHQy6Xw9LSEpaWlrCxsUFJSQkSEhKqXb8ePXro/y0QCODg4KB/PFdb52CMMdZ0jLXsCIU2G9GtTLecDPcIVVNBwXtVfvboIOd7994FUDYw+saNLJSWauDqqoCVlTmEQsPxQMnJs2u/so8oKSmBv78//P39sW3bNtjZ2SE1NRX+/v76x07PPfccUlJSsHfvXhw4cADPPPMMZs6cidDQUBQUFKB3797Ytm1bhbLt7OyqXY9HZ5EJBALodGUrZ9fWORhjjDUdEoEAbxVcw9k2PeGWbJpzcCBUTS1aVG+fL5VKC3NzsT446trVHgIBYGZWeTRb3XKr4/Tp0wbvT506hQ4dOuD69eu4f/8+Vq5cCWdnZwDAuXPnKuS3s7NDUFAQgoKCMHDgQMyfPx+hoaHo1asXduzYAXt7e1hZmaZrsi7OwRhjrPF53boXZtsTRpuofH40VouysooRHX0Pt27l6Y9JJKIqg6Dalpqainnz5iE2Nhbbt29HWFgYZs+eDRcXF0gkEoSFhSExMRG//fYbli9fbpD3gw8+wK+//or4+HhER0dj9+7d6NKlCwBg/PjxsLW1xYsvvoi//voLSUlJOHLkCN5++23culU7C1zVxTkYY4w1PjZiGdoURpusfA6EaoFWq0Nycg4SE7Oh1RKKitT6Rz516dVXX0VxcTH69u2LmTNnYvbs2Zg+fTrs7OwQERGBnTt34qmnnsLKlSsRGhpqkFcikeC9995Djx498PTTT0MkEiEyMhIAYGFhgaNHj8LFxQX//ve/0aVLF0ydOhUlJSW11ntTF+dgjDHWOE11lyNLVjtLzTxKQOULzTQTeXl5UCgUyM3NrXCDLSkpQVJSEtzc3GBubl6t8goKVEhKykZpqRYA4OhoCUdHeYWxQIyxhqUm33fGWP35v9AkvDDfvdL79z/BY4RqiIhw924B7tzJB1D2CMzNTQm5XFrPNWOMMcaanhat/zRJufxorIbUah3u3SsEANjYyPDUU3YcBDHGGGMm4jX83yYpl3uEakgiEaFtWwW0WkLLlhb1XR3GGGOM1QAHQtWk0eiQmpoLGxtzKJUyAND/lzHGGGONEwdC1ZCfX4qkpByoVFrk55dWujAiY4wxxhofDoQqUT6RTqcj3LmTj7S0AgCAVCqCm5s1B0GMNQHNbMIsY6wKHAg9pHwLiKKiIggEYiQm5ug3T7W1tYCzs1WF7TQYY41TUVHZZsePbv3CGGteOBB6iEgkglKpxN27aSgtzQGRGEKhAK1bW0GhMIdarYK68k3lGWONBBGhqKgI9+7dg1KphEhUNyu/M8YaJg6EHuHg4AAAiI29BaKynqCsrEJkZdVzxRhjtUqpVOq/74yx5osDoQcOHEhA1672cHKSw9HREQqFDQAdjwdirAkyMzPjniDGGIAGEgitX78en3zyCdLS0uDh4YGwsDD07du3yvQ7d+7E0qVLkZycjA4dOmDVqlUICAio0blLSjR4773/Yd260/Dzc8fvv0+AUCiAhQUvjsgYY4w1dfU+8nfHjh2YN28egoODceHCBXh4eMDf3x/37t2rNP2JEycwduxYTJ06FRcvXsTIkSMxcuRIXL161ehzX716D337fo11604DADp2tIFarf1H18MYY4yxxqPeN1319vZGnz598MUXXwAAdDodnJ2d8dZbb2HRokUV0gcGBqKwsBC7d+/WH+vXrx88PT2xcePGJ56vfNPVVasO4oMPTqC0VAs7Owt8++2LeP75jrV3YYwxxhirNY/bNP2fqNceIZVKhfPnz8PPz09/TCgUws/PDydPnqw0z8mTJw3SA4C/v3+V6auycOEBlJZq8dxz7XHlypscBDHGGGPNUL2OEcrMzIRWq0WrVq0Mjrdq1QrXr1+vNE9aWlql6dPS0ipNX1paitLSUv373NxcAICZmQYffzwQ06f3hkCgQ15e3j+5FMYYY4yZUPl9urYfZDWIwdKmtGLFCnz00UcVjqvVoViwIBQLFtRDpRhjjDFWI/fv34dCoai18uo1ELK1tYVIJEJ6errB8fT09CrX93BwcDAq/XvvvYd58+bp3+fk5MDV1RWpqam1+oNkxsvLy4OzszNu3rxZq897Wc1wezQc3BYNB7dFw5GbmwsXFxfY2NjUarn1GghJJBL07t0bBw8exMiRIwGUDZY+ePAgZs2aVWkeHx8fHDx4EHPmzNEfO3DgAHx8fCpNL5VKIZVWnAqvUCj4l7qBsLKy4rZoQLg9Gg5ui4aD26LhEAprd3hzvT8amzdvHoKCguDl5YW+ffti3bp1KCwsxOTJkwEAr776Klq3bo0VK1YAAGbPng1fX1+sWbMGw4cPR2RkJM6dO4dNmzbV52UwxhhjrBGq90AoMDAQGRkZ+OCDD5CWlgZPT0/s379fPyA6NTXVIPrr378/vv/+eyxZsgSLFy9Ghw4dsGvXLnTr1q2+LoExxhhjjVS9B0IAMGvWrCofhR05cqTCsVGjRmHUqFE1OpdUKkVwcHClj8tY3eK2aFi4PRoObouGg9ui4TBVW9T7goqMMcYYY/Wl3rfYYIwxxhirLxwIMcYYY6zZ4kCIMcYYY80WB0KMMcYYa7aaZCC0fv16tG3bFubm5vD29saZM2cem37nzp3o3LkzzM3N0b17d+zdu7eOatr0GdMWX3/9NQYOHAhra2tYW1vDz8/viW3HjGPsd6NcZGQkBAKBfuFT9s8Z2xY5OTmYOXMmHB0dIZVK0bFjR/5/VS0xti3WrVuHTp06QSaTwdnZGXPnzkVJSUkd1bbpOnr0KEaMGAEnJycIBALs2rXriXmOHDmCXr16QSqVon379oiIiDD+xNTEREZGkkQioW+//Zaio6Np2rRppFQqKT09vdL0x48fJ5FIRKtXr6aYmBhasmQJmZmZ0ZUrV+q45k2PsW0xbtw4Wr9+PV28eJGuXbtGkyZNIoVCQbdu3arjmjdNxrZHuaSkJGrdujUNHDiQXnzxxbqpbBNnbFuUlpaSl5cXBQQE0LFjxygpKYmOHDlCUVFRdVzzpsfYtti2bRtJpVLatm0bJSUl0e+//06Ojo40d+7cOq5507N37156//336eeffyYA9Msvvzw2fWJiIllYWNC8efMoJiaGwsLCSCQS0f79+406b5MLhPr27UszZ87Uv9dqteTk5EQrVqyoNP3o0aNp+PDhBse8vb3p9ddfN2k9mwNj2+JRGo2G5HI5bdmyxVRVbFZq0h4ajYb69+9P33zzDQUFBXEgVEuMbYsvv/yS3N3dSaVS1VUVmw1j22LmzJk0ZMgQg2Pz5s2jAQMGmLSezU11AqEFCxZQ165dDY4FBgaSv7+/UedqUo/GVCoVzp8/Dz8/P/0xoVAIPz8/nDx5stI8J0+eNEgPAP7+/lWmZ9VTk7Z4VFFREdRqda1vsNcc1bQ9li1bBnt7e0ydOrUuqtks1KQtfvvtN/j4+GDmzJlo1aoVunXrhpCQEGi12rqqdpNUk7bo378/zp8/r398lpiYiL179yIgIKBO6sz+Vlv37waxsnRtyczMhFar1W/PUa5Vq1a4fv16pXnS0tIqTZ+WlmayejYHNWmLRy1cuBBOTk4VftGZ8WrSHseOHUN4eDiioqLqoIbNR03aIjExEYcOHcL48eOxd+9exMfHY8aMGVCr1QgODq6LajdJNWmLcePGITMzE//6179ARNBoNHjjjTewePHiuqgye0hV9++8vDwUFxdDJpNVq5wm1SPEmo6VK1ciMjISv/zyC8zNzeu7Os1Ofn4+Jk6ciK+//hq2trb1XZ1mT6fTwd7eHps2bULv3r0RGBiI999/Hxs3bqzvqjU7R44cQUhICDZs2IALFy7g559/xp49e7B8+fL6rhqroSbVI2RrawuRSIT09HSD4+np6XBwcKg0j4ODg1HpWfXUpC3KhYaGYuXKlfjf//6HHj16mLKazYax7ZGQkIDk5GSMGDFCf0yn0wEAxGIxYmNj0a5dO9NWuomqyXfD0dERZmZmEIlE+mNdunRBWloaVCoVJBKJSevcVNWkLZYuXYqJEyfitddeAwB0794dhYWFmD59Ot5//32DTcKZaVV1/7aysqp2bxDQxHqEJBIJevfujYMHD+qP6XQ6HDx4ED4+PpXm8fHxMUgPAAcOHKgyPauemrQFAKxevRrLly/H/v374eXlVRdVbRaMbY/OnTvjypUriIqK0r9eeOEFDB48GFFRUXB2dq7L6jcpNfluDBgwAPHx8fpgFADi4uLg6OjIQdA/UJO2KCoqqhDslAeoxFt31qlau38bN4674YuMjCSpVEoREREUExND06dPJ6VSSWlpaURENHHiRFq0aJE+/fHjx0ksFlNoaChdu3aNgoODefp8LTG2LVauXEkSiYR+/PFHunv3rv6Vn59fX5fQpBjbHo/iWWO1x9i2SE1NJblcTrNmzaLY2FjavXs32dvb03/+85/6uoQmw9i2CA4OJrlcTtu3b6fExET6448/qF27djR69Oj6uoQmIz8/ny5evEgXL14kAPTpp5/SxYsXKSUlhYiIFi1aRBMnTtSnL58+P3/+fLp27RqtX7+ep8+XCwsLIxcXF5JIJNS3b186deqU/jNfX18KCgoySP/DDz9Qx44dSSKRUNeuXWnPnj11XOOmy5i2cHV1JQAVXsHBwXVf8SbK2O/GwzgQql3GtsWJEyfI29ubpFIpubu708cff0wajaaOa900GdMWarWaPvzwQ2rXrh2Zm5uTs7MzzZgxg7Kzs+u+4k3M4cOHK70HlP/8g4KCyNfXt0IeT09Pkkgk5O7uTps3bzb6vAIi7stjjDHGWPPUpMYIMcYYY4wZgwMhxhhjjDVbHAgxxhhjrNniQIgxxhhjzRYHQowxxhhrtjgQYowxxlizxYEQY4wxxpotDoQYYwyAQCDArl27AADJyckQCASIioqq1zoxxkyPAyHGWL2bNGkSBAIBBAIBzMzM4ObmhgULFqCkpKS+q8YYa+Ka1O7zjLHGa9iwYdi8eTPUajXOnz+PoKAgCAQCrFq1qr6rxhhrwrhHiDHWIEilUjg4OMDZ2RkjR46En58fDhw4AKBsR/AVK1bAzc0NMpkMHh4e+PHHHw3yR0dH4/nnn4eVlRXkcjkGDhyIhIQEAMDZs2cxdOhQ2NraQqFQwNfXFxcuXKjza2SMNTwcCDHGGpyrV6/ixIkTkEgkAIAVK1bgu+++w8aNGxEdHY25c+diwoQJ+PPPPwEAt2/fxtNPPw2pVIpDhw7h/PnzmDJlCjQaDQAgPz8fQUFBOHbsGE6dOoUOHTogICAA+fn59XaNjLGGgR+NMcYahN27d8PS0hIajQalpaUQCoX44osvUFpaipCQEPzvf/+Dj48PAMDd3R3Hjh3DV199BV9fX6xfvx4KhQKRkZEwMzMDAHTs2FFf9pAhQwzOtWnTJiiVSvz55594/vnn6+4iGWMNDgdCjLEGYfDgwfjyyy9RWFiItWvXQiwW4+WXX0Z0dDSKioowdOhQg/QqlQo9e/YEAERFRWHgwIH6IOhR6enpWLJkCY4cOYJ79+5Bq9WiqKgIqampJr8uxljDxoEQY6xBaNGiBdq3bw8A+Pbbb+Hh4YHw8HB069YNALBnzx60bt3aII9UKgUAyGSyx5YdFBSE+/fv47PPPoOrqyukUil8fHygUqlMcCWMscaEAyHGWIMjFAqxePFizJs3D3FxcZBKpUhNTYWvr2+l6Xv06IEtW7ZArVZX2it0/PhxbNiwAQEBAQCAmzdvIjMz06TXwBhrHHiwNGOsQRo1ahREIhG++uorvPvuu5g7dy62bNmChIQEXLhwAWFhYdiyZQsAYNasWcjLy8OYMWNw7tw53LhxA1u3bkVsbCwAoEOHDti6dSuuXbuG06dPY/z48U/sRWKMNQ/cI8QYa5DEYjFmzZqF1atXIykpCXZ2dlixYgUSExOhVCrRq1cvLF68GADQsmVLHDp0CPPnz4evry9EIhE8PT0xYMAAAEB4eDimT5+OXr16wdnZGSEhIXj33Xfr8/IYYw2EgIiovivBGGOMMVYf+NEYY4wxxpotDoQYY4wx1mxxIMQYY4yxZosDIcYYY4w1WxwIMcYYY6zZ4kCIMcYYY80WB0KMMcYYa7Y4EGKMMcZYs8WBEGOMMcaaLQ6EGGOMMdZscSDEGGOMsWaLAyHGGGOMNVv/D7zO6rmcW08qAAAAAElFTkSuQmCC", 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" ] @@ -237,27 +237,27 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "unet ROC AUC: 0.789, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n", - "unet-mini ROC AUC: 0.789, minDist: 0.081, (0.02485883834974988, 0.9224052152557138)\n", - "unet-dice-loss ROC AUC: 0.789, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n", - "unet-focal-loss ROC AUC: 0.789, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n", - "unet-sgd ROC AUC: 0.789, minDist: 0.063, (0.0434974242368962, 0.9538732855195041)\n", - "unet-rmsprop ROC AUC: 0.789, minDist: 0.247, (0.0055918602005307965, 0.7531937969524044)\n", - "unet-l1 ROC AUC: 0.789, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n", - "unet-l2 ROC AUC: 0.789, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n", - "unet-l1+l2 ROC AUC: 0.789, minDist: 0.101, (0.020355838523738234, 0.9011364203573499)\n" + "unet ROC AUC: 0.923, minDist: 0.121, (0.03855843283619862, 0.885424512257604)\n", + "unet-mini ROC AUC: 0.949, minDist: 0.081, (0.02485883834974988, 0.9224052152557138)\n", + "unet-sgd ROC AUC: 0.955, minDist: 0.063, (0.0434974242368962, 0.9538732855195041)\n", + "unet-rmsprop ROC AUC: 0.874, minDist: 0.247, (0.0055918602005307965, 0.7531937969524044)\n", + "unet-dice-loss ROC AUC: 0.939, minDist: 0.087, (0.05330329573045489, 0.931617865125619)\n", + "unet-focal-loss ROC AUC: 0.872, minDist: 0.251, (0.004573449270014527, 0.7487617009547043)\n", + "unet-l1 ROC AUC: 0.926, minDist: 0.126, (0.024355441418179306, 0.8766366499467493)\n", + "unet-l2 ROC AUC: 0.884, minDist: 0.219, (0.013563852969138058, 0.7813983872652583)\n", + "unet-l1+l2 ROC AUC: 0.940, minDist: 0.101, (0.020355838523738234, 0.9011364203573499)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -274,7 +274,7 @@ " y_true, y_score = cdata\n", "\n", " # AUC 계산\n", - " auc = roc_auc_score(y_true, y_score)\n", + " roc_auc = roc_auc_score(y_true, y_score)\n", "\n", " # ROC 커브 계산 및 그리기\n", " fpr, tpr, _ = roc_curve(y_true, y_score)\n", @@ -290,7 +290,7 @@ " closest_point = i\n", " plt.scatter(fpr[closest_point], tpr[closest_point], color=colors[idx], marker='o')\n", "\n", - " print(f'{os.path.basename(base_dirs[idx])} ROC AUC: {pr_auc:.3f}, minDist: {min_distance:.3f}, {(fpr[closest_point], tpr[closest_point])}')\n", + " print(f'{os.path.basename(base_dirs[idx])} ROC AUC: {roc_auc:.3f}, minDist: {min_distance:.3f}, {(fpr[closest_point], tpr[closest_point])}')\n", " idx += 1\n", "\n", "plt.plot([0.0, 1.05], [0.0, 1.05], '--', color='navy', label='baseline')\n",