{ "cells": [ { "cell_type": "markdown", "id": "b186635f-956c-4107-9ca6-244b179a35ba", "metadata": {}, "source": [ "# Apply CellCap to simulation data\n", "\n", "This tutorial shows how to setup CellCap for dissecting perturbation programs in simulation data. The simulation data has a simple setup, with two perturbation conditions and one control group. The control group covers two cell states, and two perturbations would induce two distinct programs in a cell state A, while sharing one program in the other cell state B. The goal here is to identify these two programs are specific to these two perturbations and cell state A. At the same time, CellCap should reveal the the shared program is specific to cell state B.\n", "\n", "Through this tutorial, we will primarily show hyperparameter setup is critical for CellCap to model the correspondece between cellular identity and perturbation response. A few examples below will show that CellCap reaches to different conclusions due to different hyperparameter setups.\n", "\n", "* [Load packages](#Load-packages)\n", "* [Prepare data for ready-to-use](#Prepare-data)\n", "* [Learning good basal state is critical for establishing correspondence between cellular identity and perturbation response](#Basal-state)\n", " 1. [Train CellCap without adversarial loss](#no-adversarial)\n", " 2. [A small penalty on adversarial learning](#small-adversarial)\n", " 3. [Keep the penalty on adversarial learning large](#large-adversarial)\n", "* [A structured outcome requires tuning penalty on automatic relevance determination](#ARD)\n", "* [The right solution for this simulation data](#Right-solution)" ] }, { "cell_type": "markdown", "id": "ba9b023c-82e3-49b3-806b-a413dc8c1567", "metadata": {}, "source": [ "## Load packages " ] }, { "cell_type": "code", "execution_count": 1, "id": "edfb53ff-224e-40da-8cf0-743b1e171f40", "metadata": {}, "outputs": [], "source": [ "import torch\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "5bdc37fe-25de-46b1-9ab0-32fb74368cfc", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import roc_auc_score\n", "from sklearn.metrics import roc_curve, auc\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 3, "id": "24ed92e7-9880-42cf-b2e8-7e86a30537d7", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 4, "id": "7633cade-39e9-4460-9461-5ef0c43263e3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Global seed set to 0\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/utilities/warnings.py:53: LightningDeprecationWarning: pytorch_lightning.utilities.warnings.rank_zero_deprecation has been deprecated in v1.6 and will be removed in v1.8. Use the equivalent function from the pytorch_lightning.utilities.rank_zero module instead.\n", " new_rank_zero_deprecation(\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/utilities/warnings.py:58: LightningDeprecationWarning: The `pytorch_lightning.loggers.base.rank_zero_experiment` is deprecated in v1.7 and will be removed in v1.9. Please use `pytorch_lightning.loggers.logger.rank_zero_experiment` instead.\n", " return new_rank_zero_deprecation(*args, **kwargs)\n", "Global seed set to 3\n" ] } ], "source": [ "import scvi\n", "scvi.settings.seed = 3\n", "\n", "from cellcap.scvi_module import CellCap\n", "from cellcap.validation.plot import plot_adversarial_classifier_roc, plot_program_usage" ] }, { "cell_type": "code", "execution_count": 5, "id": "b940a68e-66a8-4fe3-8e39-4ff5c3979f5a", "metadata": {}, "outputs": [], "source": [ "sc.set_figure_params(scanpy=True, dpi=100, dpi_save=100, vector_friendly=True)" ] }, { "cell_type": "markdown", "id": "325460ae-7eae-41ca-8463-e9f28a910d9d", "metadata": {}, "source": [ "## Prepare data for ready-to-use " ] }, { "cell_type": "code", "execution_count": 6, "id": "8dfb20c5-5918-4b0e-a696-db17dccc527c", "metadata": {}, "outputs": [], "source": [ "adata = sc.read_h5ad('../data/simulation_data.h5ad')\n", "adata.layers[\"counts\"] = adata.X.copy()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c2e2e971", "metadata": {}, "outputs": [], "source": [ "codes, uniques = pd.factorize(adata.obs['Condition'])\n", "uniques = list(uniques)\n", "adata.obs['condition']=codes" ] }, { "cell_type": "code", "execution_count": 8, "id": "341522da-0a56-4921-a281-3841011ba4d9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(6000, 2)\n" ] } ], "source": [ "drug_names = uniques.copy()\n", "drug_names.remove('Control')\n", "\n", "# one-hot encoding of perturbation information\n", "target_label = np.zeros((len(codes),len(uniques)))\n", "for i in range(len(codes)):\n", " j = codes[i]\n", " target_label[i,j]=1\n", "class_weight = target_label.copy()\n", "target_label[:,uniques.index('Control')]=0\n", "target_label = target_label[:,np.sum(target_label,0)>0]\n", "adata.obsm['X_target']=target_label\n", "print(target_label.shape)" ] }, { "cell_type": "code", "execution_count": 9, "id": "b5896705-9300-4fe8-a3db-256ef79743a4", "metadata": {}, "outputs": [], "source": [ "#create dummpy covariance factor\n", "covarY = np.zeros((len(codes),1))\n", "adata.obsm['X_covar']=covarY" ] }, { "cell_type": "markdown", "id": "afc7cd9a-8c28-4730-924e-f59354ee2900", "metadata": {}, "source": [ "## Learning good basal state is critical for establishing correspondence between cellular identity and perturbation response \n", "\n", "In this section, we will show that learning good basal state is a critical step to model correspondence between cellular identity and perturbation response. CellCap approximates basal state via adervarial learning. The hyperparameter `lamda` controls the weight of adversarial loss in the total loss objective. To learn good basal state, users can focus on increasing or decreasing `lamda`. To judge if CellCap appromixates good state, we use receiver operating characteristic curve (ROC curve) to show if perturbations are no longer distinguiable from control group." ] }, { "cell_type": "markdown", "id": "134868d0-3346-4aac-b3c2-dc68c5a6d99d", "metadata": {}, "source": [ "## 1. Train CellCap without adversarial loss \n", "We first train CellCap without adversarial learning. Here, we set `lamda` as 0, which sets zero contribution of adversarial loss in the total loss objective." ] }, { "cell_type": "code", "execution_count": 10, "id": "a5368679-d736-4d0e-b33a-08a329c75432", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 683/1000: 68%|██████▊ | 683/1000 [04:41<04:11, 1.26it/s, loss=2.05e+03, v_num=1]Epoch 00683: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 763/1000: 76%|███████▋ | 763/1000 [05:10<01:27, 2.72it/s, loss=2.03e+03, v_num=1]Epoch 00763: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 811/1000: 81%|████████ | 811/1000 [05:28<01:09, 2.72it/s, loss=2.03e+03, v_num=1]Epoch 00811: reducing learning rate of group 0 to 2.1600e-04.\n", "Epoch 867/1000: 87%|████████▋ | 867/1000 [05:54<00:48, 2.75it/s, loss=2.03e+03, v_num=1]Epoch 00867: reducing learning rate of group 0 to 1.2960e-04.\n", "Epoch 967/1000: 97%|█████████▋| 967/1000 [06:31<00:19, 1.65it/s, loss=2.03e+03, v_num=1]Epoch 00967: reducing learning rate of group 0 to 7.7760e-05.\n", "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:49<00:00, 2.78it/s, loss=2.02e+03, v_num=1]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:49<00:00, 2.44it/s, loss=2.02e+03, v_num=1]\n" ] } ], "source": [ "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=1.0, lamda=0.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 11, "id": "cc4257d0-dba9-42ca-98eb-26b8101517a7", "metadata": {}, "outputs": [], "source": [ "#get latent representation of basal state\n", "z = cellcap.get_latent_embedding(adata,batch_size=256)\n", "adata.obsm['X_basal']=z" ] }, { "cell_type": "code", "execution_count": 12, "id": "856f5462-b948-4858-a0cf-d271476ffadc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control (AUC = 1.0000)\n", "Perturbation1 (AUC = 0.9993)\n", "Perturbation2 (AUC = 0.9992)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 379, "width": 488 } }, "output_type": "display_data" } ], "source": [ "plot_adversarial_classifier_roc(\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "7da5ccf2-cd69-4394-a161-3cbdee8bcfa4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 213, "width": 487 } }, "output_type": "display_data" } ], "source": [ "df_usage = plot_program_usage(\n", " cellcap=cellcap,\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "markdown", "id": "6db16154-35aa-4007-bf3c-1c9644fc81ec", "metadata": {}, "source": [ "Classifier using latent representation of basal state can accurately distinguish perturbation conditions from control, indicating three conditions are not mixed in the latent space. This is not a good solution to basal state. As a result, program usage suggests that CellCap did not identify 3 programs (1 shared and 2 unique programs)." ] }, { "cell_type": "markdown", "id": "06cf752c-c62c-45b5-bec9-d1ba7343fe30", "metadata": {}, "source": [ "## 2. A small penalty on adversarial learning \n", "We then increase lamda a little bit and train CellCap again. We set `lamda` as 0.1 this time." ] }, { "cell_type": "code", "execution_count": 14, "id": "8a175f99-40af-4eb7-82eb-497122097f2a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 777/1000: 78%|███████▊ | 777/1000 [05:14<01:20, 2.77it/s, loss=2.07e+03, v_num=1]Epoch 00777: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 892/1000: 89%|████████▉ | 892/1000 [06:02<00:43, 2.46it/s, loss=2.07e+03, v_num=1]\n", "Monitored metric reconstruction_loss_validation did not improve in the last 50 records. Best score: 2190.925. Signaling Trainer to stop.\n" ] } ], "source": [ "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=1.0, lamda=0.1)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 15, "id": "b39a947b-ddc5-4816-9e06-3ee241f6f52a", "metadata": {}, "outputs": [], "source": [ "#get latent representation of basal state\n", "z = cellcap.get_latent_embedding(adata,batch_size=256)\n", "adata.obsm['X_basal']=z" ] }, { "cell_type": "code", "execution_count": 16, "id": "85040124-464f-42dd-8fdf-d0d272e3e847", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control (AUC = 0.7417)\n", "Perturbation1 (AUC = 0.6075)\n", "Perturbation2 (AUC = 0.6241)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 379, "width": 488 } }, "output_type": "display_data" } ], "source": [ "plot_adversarial_classifier_roc(\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "775513ba-9b70-4027-b844-50ef6cf57647", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 213, "width": 487 } }, "output_type": "display_data" } ], "source": [ "df_usage = plot_program_usage(\n", " cellcap=cellcap,\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "markdown", "id": "207a772a-f0aa-49f2-ae53-095ec6ef811d", "metadata": {}, "source": [ "After increaing `lamda` a little, classifier is able to achieve lower AUC scores for three conditions, suggesting improvement of condition mixing. As a result, CellCap learns two programs that are mainly specific two perturbations respectively. However, CellCap fails to recover the shared program." ] }, { "cell_type": "markdown", "id": "fef6651a-189a-4613-b162-38836d3b8650", "metadata": {}, "source": [ "## 3. Keep the penalty on adversarial learning large \n", "Outcomes above suggest a larger lamda would be a safe practice to train CellCap. In most cases, we set `lamda` as 1.0." ] }, { "cell_type": "code", "execution_count": 18, "id": "4ef8cb4c-ac41-4e12-9ce5-46d17e4c549a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 758/1000: 76%|███████▌ | 758/1000 [05:04<01:28, 2.75it/s, loss=2.37e+03, v_num=1]Epoch 00758: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 799/1000: 80%|███████▉ | 799/1000 [05:18<01:11, 2.81it/s, loss=2.37e+03, v_num=1]Epoch 00799: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 832/1000: 83%|████████▎ | 832/1000 [05:30<01:01, 2.75it/s, loss=2.37e+03, v_num=1]Epoch 00832: reducing learning rate of group 0 to 2.1600e-04.\n", "Epoch 864/1000: 86%|████████▋ | 864/1000 [05:48<01:46, 1.28it/s, loss=2.36e+03, v_num=1]Epoch 00864: reducing learning rate of group 0 to 1.2960e-04.\n", "Epoch 953/1000: 95%|█████████▌| 953/1000 [06:20<00:17, 2.76it/s, loss=2.37e+03, v_num=1]Epoch 00953: reducing learning rate of group 0 to 7.7760e-05.\n", "Epoch 972/1000: 97%|█████████▋| 972/1000 [06:26<00:11, 2.51it/s, loss=2.36e+03, v_num=1]\n", "Monitored metric reconstruction_loss_validation did not improve in the last 50 records. Best score: 2191.340. Signaling Trainer to stop.\n" ] } ], "source": [ "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=1.0, lamda=1.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 19, "id": "c664314c-1e1a-483a-88c7-b7b33d029498", "metadata": {}, "outputs": [], "source": [ "#get latent representation of basal state\n", "z = cellcap.get_latent_embedding(adata,batch_size=256)\n", "adata.obsm['X_basal']=z" ] }, { "cell_type": "code", "execution_count": 20, "id": "b44ac301-9b26-4ec1-9a2e-491e83344faa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control (AUC = 0.5068)\n", "Perturbation1 (AUC = 0.4898)\n", "Perturbation2 (AUC = 0.4760)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 379, "width": 488 } }, "output_type": "display_data" } ], "source": [ "plot_adversarial_classifier_roc(\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "id": "8a24f0c0-edc7-495c-87fe-7dfe09b389b8", "metadata": {}, "outputs": [ { "data": { "image/png": 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hwwY0bty4RDmJRIKgoCAcPnwYBgYGpZ6rT58+6NGjB9q3bw8jI6MSzxcWFuLYsWP44YcfkJWVhXXr1qF///6ws7Mr9XwbN24UgmZdXV0sXLgQY8aMkftMwsLCMHPmTJw9e7bMdskKCwvDggULhKB5woQJmD59OszMzOTKPX/+HPPmzcPt27cRGxuLBQsWYMuWLUrPT/S20IHqCaeYmErz+BkQEZHWu3z5stzU544dO5ZZtqCgAF26dMGvv/4qFzQDxSOF+vr6AIoDjqysLACAnZ0d/vzzT7mgWVr+k08+wbx584THdu/eXWKNNVAcbJw8eVK4v2rVqhJBMwC0bdsWW7Zsga6urhCYqKqgoADLly/HyJEjS6wpfT0g+vrrrzFgwIAyR+dFIhF69uyJzZs3C4/t2rVLpXbk5+fjhx9+KBG8A0Dfvn3x4YcfCvd/+uknGBoaYvv27XJBM1D8/np5eaFJkyYAgKysLFy+fFmlNqiT7EWbRYsWlRo0A8XvaYsWLbBkyRJYWVmVWmbJkiXo3r17qUEzUBz8Dhs2DD/++COA4vd63759pZZNSUnBn3/+KdyfM2cOxo4dW+IzcXZ2xp9//ok6deqUuMBSmmXLliE7OxsAMGvWLCxcuLBE0AwU/91s3bpV+PyuXr1aYlYHEZG2YOBMRERa7fz585gzZ45wX19fH6NHj1b4moULF0JHp+z/AtPS0nDq1Cnh/ty5c1GnTp0yy48fPx7Ozs4AikdJDxw4UKLM4cOHheP33nsPffv2LfN8rq6uZSagUqRFixb44IMPyv06RVq2bCkEPjdu3FDpNc2aNYOHh0eZzw8cOFDu/qhRo8oMNnV0dOQuMJS1/leTMjIyhOPXL8ZUl379+gkj72V9LidPnhQCYTs7O4wfP77M8zVo0ACffvqp0npDQkJw8+ZNAECjRo3w+eefKyxvbGyML774Qrh/4sQJpXUQvS2kycFUvZFmcao2ERHVeFeuXCmxNjQtLQ1BQUGIiIiQe3zBggVljuYBgFgsFgLBsty9e1cIOMzMzNCzZ0+F5XV0dPDhhx9ixYoVAIqTJr1O9rHBgwcrPB8A/O9//ys1AFdk0KBB5SovFR4ejgcPHiAqKgoZGRnIy8uDRCIRnk9PTwdQPIIZGxur8P0FoPCiAIASGaWVlZdelACKk6jVNLLvx549e7B06dIqOW9oaCgePXqEmJgY4XORJR05fvz4MYqKikpcDJJNBjZgwAClidX+97//Ye3atQrLXLlyRTju37+/SsnaOnToIBzfvn1baXmitwnjYe3BwJmIiGq8oKAgpSONJiYmWLRokdw04NK4ubkpre/Ro0fCccuWLVVaayw7zfjRo0eQSCRCYFNUVITHjx8Lz7do0ULp+dzc3CASieQCWFVeUx6XL1/GunXr5PqrTHJystLAWTbQLc3ro/fKtruSzZguO7pbUwwcOBAHDx4EUJzVPCgoCEOHDkWXLl2UXqQpzZEjR7B58+YSF4XKkp+fj/T0dLn3CYCwPRug2nfOxsYGFhYWSEpKKrPM3bt3heN79+6pdJFA9jssXQtORICOqPimalnSLAbORESklYyNjWFubg4XFxd06tQJQ4cOVTidWkqVqbSygYOqe+Xa2NgIx/n5+cjMzBTWD2dkZMitV27YsKHS85mYmKB27dpIS0tTqX6gfNOEZfe2Lg9lW30BirOaAyhxIaJ27doKy8uOahYUFCitX906d+6MiRMn4q+//gJQfOFEejHC3Nwc7u7uaNeuHfr166fwooNEIsHChQvlpvWrKjMzs0TgLDtLQ9WtoBo0aKAwcJZmkQeAmzdvCtO2VVWe7zPRm47bUWkXBs5ERFTjzZgxA56enlVyrrKSLsmSJgUDoHRf5rLKyQbOsudTtQ3Sc5Yn0ChrG6zXXb9+XS5obtOmDTw8PPDuu++iYcOGMDExkUsmNm7cOGHa7+v7LJfm9eRTVV2+JlqwYAHat2+PP/74Q25UNjk5GRcuXMCFCxewYsUK9OnTB/Pnz5e70CJ14MABuaC5R48eGDBgAJo1a4YGDRrAyMhI7nPp2bMnYmJiAJT+uVTF9/h1lR3xl2apJyLSNgyciYiIXiO73ZE0e7Ayr5eT3Yf59WAkJydHpS2VVK27vKTbOwHARx99pHS6rSqjzG8yVS4WAMWBbM+ePREXFwc/Pz8EBATg9u3bePLkCYDiEeWzZ8/C398f+/btg6Ojo9zrt2/fLhzPnj0bU6dOVVifss+lVq1aQqBb0e9xaeeU2rhxI3r37q3SeYmoJBFUn4Kt/ZcXtR+zahMREb1GdsqzqmsyX7x4IRzr6+vLBc61a9cWtrkCgJcvXyo9X2ZmppCUqyoVFhYKo8c6OjqYNWuW0tfI9u1NIDtVXJUR0PJ+Dg0aNMAHH3yApUuXwsfHB1euXMHMmTOFiyUpKSlCIjmp2NhYYU1z3bp1MXnyZIV1ZGRkIDU1VWEZc3Nz4TguLk6ltisrV79+feE4MjJSpXMSUel0ynkjzeJnQERE9JpmzZoJx/fv31cpuJLdy7dZs2Zy0491dHTkMknfv39f6fkePnxYrsRgqkpOThbWW9erV0/puugnT56UyGiu7WQvaqSkpCgtL5vYrSIaNmyI6dOn44cffhAeu379ulyWbNm1w46OjkoT0t2+fVvp96Np06bCsSrfuZiYGIXrmwH5JGPXrl1Tek4iKhu3o9IuDJyJiIhe07p1a2EtaVJSEi5fvqywvEQiwZEjR4T7stvvSLVr1044PnnypNI2VNd+t7JbFuXk5CgNvvbu3Vst7dAkW1tb4Vg283RpgoKCqmwLrPfff184zs/PlwvaZS+0qDKtWpXPRfY79++//yq9AKTKd65Hjx7C8Y0bNxAaGqr0NURUOhFUH21m3Kx5DJyJiIheU6dOHQwcOFC4v2rVKoVJkXbv3o2QkBAAxYHpiBEjSpQZNmyYcHzr1i2cO3euzPOFhIRUKLOyKszMzISkZenp6XJ7/b7u9u3bb2Tg3Lx5c+H46NGjZZYrKCjAjz/+qPR8ykZppWSn/evo6MDMzEy4b2trKwTPYWFhiIqKKvM8p06dwqVLl5TWN3jwYOEC0PPnz7Fz584yy8bFxcmtfS9LixYthIBcIpFgzpw5KicMy8vLUzq9nOhtwhFn7cLAmYiIqBQzZswQ1qRGRERg8uTJeP78uVyZoqIi7Ny5E8uXLxceGzNmDOzs7Eqcz8XFBQMGDBDuz507F6dPny5R7vbt2/jss89QWFgoty66qujo6KB79+7C/QULFpQ6jffUqVP4/PPPUVhYqFIiM20yaNAgYeT97t27WL16dYnR2JcvX2LKlCm4e/euXCbr0owaNQpfffUVrly5Ijf9WtbTp08xb9484X7Hjh3lzmthYYGWLVsCKP5ezZw5E8+ePZM7R1FREXbv3o25c+dCV1dXaRZ1c3NzjB8/Xri/atUq7N69u8Qsg7CwMHzyySdIS0tT2lcA+Pbbb4XvRGhoKIYPH47//vuvzPKRkZHYtGkTevXqJbekgYhImzCrNhERUSns7Ozw448/wsvLC4WFhbh79y769++PNm3awN7eHtnZ2QgICJBL9NWqVSvMmTOnzHN+++23uH//PmJiYpCVlYWZM2fC0dERLVq0gK6uLh4/fowHDx4AAD755BOcPXtW2G5Idop1ZU2fPh0XLlxATk4OYmJiMHLkSLRq1QqOjo7Iy8vDvXv3hOnJI0eOREREhMKRaW1jY2ODUaNGYc+ePQCALVu2wMfHB23btoWhoSGioqJw584d5Ofno2PHjrC0tMTx48fLPF9BQQF8fHzg4+MDIyMjiMVi2NnZwcTEBGlpaYiKisLDhw+F8kZGRpg7d26J88yaNQuTJk1CUVERHj16hA8++ACtW7eGnZ0dsrKyEBAQgISEBADFWbcPHDggfD/K4unpiRs3buDhw4coLCzE0qVLsXXrVri7u8PIyAgRERG4c+cOioqK0LdvX6SkpMgljyuNi4sLfvnlF8yePRvZ2dkIDw/HJ598AisrKzRv3hzm5ubIz89HUlISQkJCVEqGR/Q2Eokk0BGplstCpGI5qj4MnImIiMowcOBA1KpVC9988w0SExNRUFAAPz8/+Pn5lSg7ePBgLFu2TOEoYL169fD3339j+vTpQsKp8PBwhIeHy5UbMWIEvv76a/j4+AiPySa0qiwnJyesWbMGXl5eyM7OhkQiwd27d+X2HwaKt6r65ptv8Omnn1ZZ3TXF/PnzERMTgytXrgAozhz+enDco0cPrFq1Sm5GQWlkP5ucnBwEBgYiMDCw1LK2trb4+eef4erqWuK5jh07YvHixVi2bBkKCgqQn58Pf39/uYsWOjo6mDZtGqZMmYIDBw4o7aeRkRG2b9+OGTNm4NatW0JfX8+U3qNHD/z0009y2bwVfed69OiBffv2YeHChcJFgdjYWIVZ6G1sbNCwYUOlbSZ6W5QnWzanCWseA2ciIiIFevTogbNnz+LQoUO4fPkywsLCkJycDCMjI7zzzjto3749hg4dKkyzVcbOzg6HDx/GP//8Ax8fHzx58gRZWVmwtLRE8+bNMXLkSHTu3BkAkJaWBqA4cZR0XXJV6d27N06cOIG//voL165dQ2xsLHR1dfHOO+/A3d0dw4YNw3vvvVelddYkhoaG+P3333Hy5EkcPXoUDx8+REZGBiwsLODq6goPDw/0799fLmlXWY4ePYp79+7Bz88P9+/fR3h4OOLj45GTkwMjIyNYWlrC1dUVPXv2xMCBAxVOh/7444/h7u6Ov/76C35+foiPj4eRkREaNGiADh064MMPP5TL+q4KMzMz7Ny5EydOnMCxY8cQHByMtLQ01K9fH2KxGB4eHujXrx9EIpHcGuTatWsrPK+rqysOHz6Ma9eu4fz587hz5w7i4+ORnp4OAwMDmJubw9HRES1btkSXLl3QunVrld5PoreFCKqvXeZfjuaJJNWx1wURERFVSkREBPr16wegeHui0tZDE1WlnJwctGnTBgUFBahVqxZu374NXV1dTTeL6I0REBCAMWPGCPdnmkWjiUGOSq99mmeEdSn/tyPA7t270bZt2ypvoyrOnz+P48ePIygoCImJiTA1NYW9vT169+6NUaNGKb3oVl6vXr3CoUOHcO3aNTx58gRpaWnQ1dWFubk5XFxc0KNHD3zwwQdVOjOrNBxxJiIiqoH+/fdf4Vg2CzRRdTl79iwKCgoAFO9FzqCZiGRlZGTAy8urRFb/pKQkJCUl4d69e9i1axfWrl0Ld3f3KqnzxIkT+P7775Geni73eH5+vrA85MqVK/D29sbq1avRvn37Kqm3NAyciYiIapiYmBhs375duD948GANtobeBmlpaVi3bp1wf9CgQRpsDdHboTzbTGl6lUNBQQG+/PJLXL9+HQBQv359jBgxAk5OTkhNTcXJkydx584dYUeCPXv2wNnZuVJ1Xrx4EXPmzBF2AnBxccHAgQNhbW2NvLw8hIeH4/Dhw0hOTkZ8fDw+++wzHDx4EC4uLpXub2m4zpyIiEiNZs2ahTNnzpS5bZGvry9Gjx4trG92cXFB165d1dlEesMsWbIEhw8fRmZmZqnPBwYGYsyYMUImdUtLSwwZMkSdTSR6K4nwfwnClN00vcb5wIEDQtDs5OSEY8eOYdasWRg8eDDGjBmDvXv3YtKkSQCKL8QtXry40nWuWLFCCJqnTZuG48ePY9q0aRgyZAhGjBiBuXPn4uLFi+jQoQMAIDc3F+vXr690vWXhiDMREZEa3b9/H//++y9MTEzg5uYGGxsbGBgYICUlBUFBQXLZjo2NjbFq1aoq3YqK3j5Pnz7F3r17sWTJEjRr1gz29vYwMjJCRkYGHj16JJfVXU9PD8uXL6/yZHREVJKOqPimallNKSwshLe3t3B/1apVqF+/folyXl5euHHjBoKDg3Hnzh34+vpW+MJvZGQkIiMjARSPbnt6epaaXNDY2BiLFi3C//73PwAQdg+oDgyciYiINCAzM1Ph3sh2dnb49ddf0bRpUzW2it5kubm5pW47JlWvXj2sWLEC3bp1U3PLiN5O2jJV29/fX9hDvl27dnBzcyu1nK6uLsaNG4eFCxcCAHx8fCocOL969Uo4trOzU5hzoVGjRsJxVlZWhepTBQNnIiIiNfr7779x7tw5BAQE4Pnz50hOTkZKSgr09fVhYWEBNzc39OjRA4MHD4a+vr6mm0tvgF9++QXnzp2Dv78/IiIikJSUhJSUFOjo6MDMzAyurq7o2rUrhg0bhlq1amm6uURvDelUbVXLaoqvr69wrOzCWvfu3YXjq1evVrhO2RHt6OhoFBUVlTn7SjoyDaDS66oVYeBMRESkRnZ2dpg0aZKwFoyoullaWmL06NEYPXq0pptCRFro8ePHwrGyXR7q168PKysrxMbG4tWrV0hKSoKFhUW567S3t4eLiwseP36MhIQEeHt7Y8aMGSXK5eTk4KeffhLuf/rpp+WuS1UMnImIiIiIiNRMhHJM1X7tfmhoaIXrtba2hrW1tcrlZfMg2NraKij5f2ViY2MBAM+ePatQ4AwAP/zwAyZNmoTMzExs2LAB586dw4ABA4Ss2hERETh8+DBevXoFPT09zJkzp1p3BGDgTEREREREpGbSjNmqlpW1dOnSCtc7Y8YMeHp6qlxedg9lc3NzpeXNzMxKfW15tWrVCgcOHMC3336LO3fuICQkBCEhIXJlRCIRRo8ejXHjxqFx48YVrksVTNNJRERERESkZiLR/2XWVnbTZHIw2YRbhoaGSsvLlilrGzxVOTk5YeHChejSpUupz0skEhw5cgRbtmxBcnJypepShiPOREREREREaiaC6km/NL2PsyZkZ2fjm2++wcmTJ2FoaAhPT08MGDAAdnZ2yM/Px+PHj7F3714cO3YMhw8fxu3bt7Ft2zbY2dlVS3sYOBMREREREWmRxYsXQywWV+i15VnfDBTvlZyamgqgeFs7PT3FIWRubq5wbGJiUv4GAigqKsLnn38Of39/6Ovr46+//oK7u7vwvIGBAVq3bo3WrVtDLBZj1apViIyMxJw5c7Bv374K1akMA2ciIiIiIiI1k07VVrWsLLFYjLZt21Z9o0pRu3ZtIXBOTk5WGgynpKTIvbYizp49C39/fwDAsGHD5ILm102aNAn//PMPwsPDcffuXdy/fx8tWrSoUL2KMHAmesvExsbi4sWLwn17e3vu20lERERvtezsbERFRQn3e/bsCSsrq2qtU1umajs6OiI6OhpA8Z7KyjJrS8sCqHDCrkuXLgnHnTt3VlhWJBKhY8eOQvbvwMBABs5EVHkXL16sVCZGIiIiorfBmDFjqvX8OuUYcVa1XHVwcXGBr68vACAoKAgdOnQos2xiYqKwFVW9evUqvBVVfHy8cGxqaqq0fJ06dYRj2WRmVYlZtYmIiIiIiNRMBAl0RKrdRJBorJ1du3YVjq9evaqw7JUrV4Tj7t27V7hO2WD5xYsXSsvHxMQIx7LbYVUlBs5ERERERERqJirnTVPatWsHS0tLAIC/vz8ePnxYarnCwkLs3LlTuD9w4MAK1+ni4iIcnzx5UmHZtLQ0uYC9OqZpA5yqTfTWeT1F/+L5X0Hs4qSh1hARERFpXujjJ1i64hfhfnVtaaSNdHV1MX36dHz//fcAgHnz5uHvv/9GvXr15MqtXr0awcHBAAB3d3e5kWpZfn5+GD9+PADAxsZGLveO1MCBA+Ht7Y2ioiLcvHkT69evh6enJ0SvZUnLyMjA7NmzkZaWBqA4aZqrq2vlOlwGBs5EbxljY2O5+2IXJ7Rt3VJDrSEiIiKqeV7/vVQdtGWNMwCMHDkS58+fx/Xr1xEWFoYhQ4ZgxIgRcHJyQkpKCnx8fHD79m0AxZm0K5tPp0mTJpg4cSK2b98OANi4cSMuXbqEAQMGwNbWFgUFBQgNDcWxY8eQkJAAoHiLqu+++65EcF1VGDgTERERERFpgIbjYZXp6elh/fr18PLywqVLl5CQkABvb+8S5Ro2bIi1a9fC2dm50nXOnTsXBgYG2LJlCwoLC/Ho0SM8evSo1LKWlpZYuXIl2rRpU+l6y8LAmYiIiIiISM20acQZKE7YtXnzZpw/fx7Hjh1DUFAQXr16BRMTE9jb26NPnz4YNWpUhfdufp1IJMLs2bMxbNgwHDp0CLdu3UJ4eDgyMjKgo6MDc3NzuLq6olu3bhgyZIhK2bcrg4EzERERERGRmomgeqbmGhA3C3r37o3evXtX+PXt27dHaGioyuUdHBzw1VdfVbi+qsLAmYiIiIiISM1EouKbqmVJs7gdFREREREREZECHHEmIiIiIiJSM21b4/y2Y+BMRERERESkAYyHtQcDZyIiIiIiIjUTQaTynsMihtgax8CZiIiIiIhIzZgcTLswORgRERERERGRAhxxJiIiIiIiUjcOOWsVBs5ERERERERqxrhZuzBwJiIiIiIi0gBVk4OR5jFwJiIiIiIiUjORqBxZtRlgaxwDZyIiIiIiInXTgeqpmpnSWeP4ERBpQHR0NMRiMcRiMebPn6/p5hARERERkQIccX5LZWZm4ty5c7h58yaCgoKQlJSE9PR0GBoawtzcHE2bNkWbNm0wcOBAvPPOO5pursoOHz6MmJgYAICnp6eGW0NEREREVDoRyjFVG5yqrWkMnN8yhYWF2L59O7Zt24bk5OQSz+fn5yMjIwPPnz/H2bNnsXLlSgwYMACzZs2Cvb29BlpcPkeOHIG/vz8ABs5EREREVHMxq7Z2YeD8FklJScHs2bPx33//CY85ODiga9euaNy4MczNzZGdnY2EhATcunULt27dQm5uLnx8fJCTkwNvb28Ntp6IiIiI6M3B5GDahYHzWyI/Px/Tpk3DnTt3AAD169fHt99+i379+pX6hzh16lSkpKTgzz//xI4dO9TdXCIiIiKiN5vo/99ULUsaxcD5LbFmzRohaLa2tsbOnTtha2ur8DVmZmaYPXs2PvjgAxw/flwdzSQiIiIiIqpxGDi/BeLi4rBr1y4AxdM8fv75Z6VBs6wmTZpg9uzZpT6Xl5eHgwcP4sKFCwgNDUVKSgqMjY1hbW2NTp064eOPP4adnV2Z5/bz88P48eMBADNmzICnpyfi4uKwe/duXLhwAS9evIBIJIKdnR369OmDiRMnwtTUtMR5xo0bJ6xtlhKLxSXKeXh4YMWKFcL9nj17IiYmBjY2Nrh48SLy8vLwzz//4PTp0wgPD8erV69gZWWFixcvVmm/iYiIiOhtp/pUbQ45ax4D57fA7t27kZ+fDwDo2rUr2rZtWyXnffjwITw9PYUs1lKpqalITU1FcHAwduzYgdmzZ+PTTz9V6ZzXrl3D119/jZSUFLnHQ0JCEBISguPHj2PHjh1o2LBhlfRBVnR0NKZNm4bHjx8rLFcd/SYiIiKitwuTg2kXBs5vgWvXrgnHHh4eVXLOx48fY+zYscjKygIAODo6YsiQIXBwcEB6ejquXLmCCxcuID8/H6tWrUJeXh6mTZum8JzBwcHYvn078vPz4eHhgTZt2sDExAQRERHYu3cv4uPjERkZiXnz5uHvv/+We+3MmTORkpKCX3/9FWFhYQCAjRs3lqjDysqq1Lrz8vLg6emJx48fo1WrVujXrx8aNmyI9PR0uUC6OvpNRERERG+f4sBZ1eRg1dwYUoqB8xsuMzMTwcHBwn13d/dKn1MikcDLy0sIHj08PPDDDz9AX19fKPPRRx/h3LlzmD17NvLz87FhwwZ07doV7777bpnnvXDhAt555x1s374dzs7Ocs+NGjUKw4cPR0xMDG7evIkHDx7InUs6ii4bUPfu3VvlPiUkJCAhIQFff/01Pv/8c7X2m4iIiIjeQhxy1io6mm4AVa/ExEQUFRUBAAwMDKpkivOVK1cQGhoKAHBxccGyZcvkgkepPn36YOrUqQCK94/eunWr0nOvWrWqRNAMABYWFsK5AODq1asVbX6ZevXqVWbQDFRvv4mIiIjo7SKNm1W9kWYxcH7Dya4VrlOnTpWc88yZM8LxpEmToKdX9sSFiRMnolatWgCAS5cuCWutS+Pq6oqOHTuW+bzsc0+ePClPk1Uybtw4hc9XV7+JiIiIiKhmY+D8FqmqjdMDAwOF4y5duigsa2pqitatWwMAcnJyEBISUmZZabmyNGjQQDhOTU1Vpakq09XVVTqNvbr6TURERERvo+Ks2qrcmFVb8xg4v+HMzMyE46oKNhMSEgAAJiYmsLS0VFre0dFROI6Pjy+znLm5ucLzGBgYCMd5eXlK6y0PMzMzGBoaKixTXf0mIiIiorcPp2prFwbObzhLS0vo6BR/zHl5eXj58mWlz5mZmQkAMDY2Vqm8bDnpa0sjbacmGBkZKS1TXf0mIiIiorcQI2etwsD5DWdsbIymTZsK9+/cuVPpc5qYmACAkF1aGdly0tdqo7e130RERERU9Rg3axcGzm+Brl27CsdHjhyp9Pmk05QzMzOF6cuKRERECMfvvPNOpevXlLe130REREREbzsGzm+B0aNHC+uDfX19cfv27Uqdr2XLlsLxtWvXFJbNyMjA3bt3ARRPh3Z1da1U3crIJkCTSCRVeu6a3G8iIiIi0i4iQOXkYBxw1jwGzm+BBg0aYOzYsQCKg0kvLy/ExMSo/PqnT59i7dq1wv3+/fsLx9u3b0dBQUGZr92xY4cwZblnz56l7ntclWTXFas6pVpVNbnfRERERKRlVA2aOVe7RmDg/Jb46quvhO2WXrx4gY8++ghnzpxROCqbkpKCtWvXYvjw4QgLCxMe79atmzCC+vjxY3z77bel7lN84cIFeHt7Ayje7mny5MlV2aVS2draCsePHj2q0nPX5H4TERERkXbhGmftoqfpBpB66OvrY9OmTZg9ezb+++8/JCQk4Msvv0SjRo3QtWtXNGnSBGZmZsjOzkZ8fDwCAgLg7++P3NzcEucSiURYvXo1Ro4ciaysLBw+fBj37t3D0KFDYWdnh4yMDFy9ehXnzp0TXuPp6Qk3N7dq72enTp2wc+dOAMCiRYswYcIE2NjYCBm7GzRoALFYXKFz1+R+ExEREZGWKU9EzMhZ4xg4v0XMzMywdetWbNu2Ddu2bUNKSgoiIiLkkli9TldXF4MGDcLMmTPlHnd2dsbOnTvx5ZdfIiYmBs+ePcMvv/xS4vX6+vqYOXMmPvvss6ruTqm6d++Odu3awd/fH5GRkVi6dKnc8x4eHlixYkWFz19T+01ERERE2qV4jbPqZUmzGDi/ZXR1dfH5559jzJgxOHfuHG7cuIEHDx7g1atXSE9Ph5GRESwsLODq6oq2bdti0KBBqF+/fqnnevfdd3H69Gn8888/uHjxIkJDQ5GSkoJatWrB2toanTp1wujRo2FnZ6fW/m3btg27du3CuXPn8OzZM2RkZChcj1xeNbHfRERERERUfRg4v6VMTEwwdOhQDB06tFLnMTAwwJgxYzBmzJgKvb59+/YIDQ1VubwqZQ0MDDBp0iRMmjRJadmLFy+qXPfrdVSm37a2tuXqNxERERG9WYTEXyqWJc1i4ExERERERKRu5Un6xbhZ4xg4ExERERERqRsXOWsVBs5ERERERERqJkI5pmozctY4Bs5ERERERERqxt2otAsDZyIiIiIiIlLJ+fPncfz4cQQFBSExMRGmpqawt7dH7969MWrUKNSuXbta6o2IiMDx48fh6+uLFy9eIDU1FXXr1kW9evXQvHlztGvXDn379kWtWrWqpX4GzkRERERERGqmbVm1MzIy4OXlhUuXLsk9npSUhKSkJNy7dw+7du3C2rVr4e7uXmX15uXlYe3atdi5cyfy8/PlnktMTERiYiJCQ0Nx8OBBuLi4oGnTplVWtywGzkREREREROomgupJvzQcNxcUFODLL7/E9evXAQD169fHiBEj4OTkhNTUVJw8eRJ37tzBy5cvMWXKFOzZswfOzs6Vrjc3Nxeenp64cuUKAMDU1BR9+/ZFixYtULduXaSkpCAuLg537tzBnTt3Kl2fIgyciYiIiIiI1EwkEkGko6NyWU06cOCAEDQ7OTnh77//Rv369YXnx4wZg5UrV2L79u1IS0vD4sWLsXfv3krX++OPPwpBc48ePbB8+XJYWFiUWjYlJQUGBgaVrrMsqn1SREREREREVHWk2cFUvWlIYWEhvL29hfurVq2SC5qlvLy8hGnSd+7cga+vb6XqvXnzJvbv3w8AaN26NX777bcyg2YAMDMzg7GxcaXqVISBMxEREREREZXK398fCQkJAIB27drBzc2t1HK6uroYN26ccN/Hx6dS9W7ZskU4/uabb6Cnp9nJ0pyqTUREREREpG5ash+V7Mhxt27dFJbt3r27cHz16tUK1xkbGytMDW/WrBnefffdCp+rqjBwJiIiIiIiUjeRDkQiicplNeXx48fCcfPmzRWWrV+/PqysrBAbG4tXr14hKSlJ4fTqsgQEBEAiKX5vOnToAAC4dOkSDhw4gKCgIKSkpKBu3boQi8Xo1asXRowYUa3rmwEGzkRERERERJpRwZHk0NDQCldpbW0Na2trlcuHh4cLx7a2tkrL29raIjY2FgDw7NmzCgXODx48EI4bNWqEr776qsTUb+lWVNevX8eff/6JjRs3QiwWl7suVTFwJiIiIiIiUrdKTNVeunRphaudMWMGPD09VS6fnp4uHJubmystb2ZmVupry0O6phoAtm/fjoiICOjo6GDAgAHo2LEjjI2N8ezZMxw8eBAvX77E8+fPMX78eBw5cqRcFwXKg4EzERERERGRmolEIpW3mdLkdlRZWVnCsaGhodLysmUyMzMrVGdqaqpwHBERAQMDA/z+++/o1KmTXLlJkyZh6tSp8Pf3R0pKCr7//nv8/vvvFapTGQbORERENZREUqTpJqiFSINr96h6BHzwjqaboBZtj8druglqc7xPA003oVqF5xsBUD4NmdRDur5ZaurUqSWCZgAwMTHBL7/8gj59+iA7OxuXL19GREQEGjVqVOVtYuBMRERERESkbiKR6km/XhtxXrx4cYXX85Z3KrOxsbEwApybm6t0W6jc3Fzh2MTEpPwNLOV1o0aNKrOspaUlevXqhZMnTwIAbty4wcCZiIiIiIjoTSASicoRN8sHzmKxGG3btq2GVpVUu3ZtIXBOTk5WGgynpKTIvbYi6tSpIxxbWVmhXr16Csu7ubkJgXNUVFSF6lSGc6OIiIiIiIjUTZocTNWbhjg6OgrH0dHRSsvLlmncuHGF6pR9nampqdLysgF6RkZGhepUhoEzERERERGRukmnaqt001zg7OLiIhwHBQUpLJuYmChsRVWvXr0KbUUFAK6ursKxKpm509LShGNVAu2KYOBMREREREREperatatwfPXqVYVlr1y5Ihx37969wnW2bdtWmBL+8uVLJCYmKiz/8OFD4biio9zKMHAmIiIiIiJSMxFEwpZUSm/Q3Ihzu3btYGlpCQDw9/eXC1JlFRYWYufOncL9gQMHVrhOQ0ND9OvXT7i/b9++MssmJCTgwoULAAAdHR107ty5wvUqwsCZiIiIiIhI3bRkjbOuri6mT58u3J83bx5evXpVotzq1asRHBwMAHB3d5cbqZbl5+cHsVgMsViMnj17llnvF198AQMDAwDA77//jhs3bpQok5mZia+++go5OTkAgEGDBpU7a7iqmFWbiIiIiIhI3UQiqDyQrLm4GQAwcuRInD9/HtevX0dYWBiGDBmCESNGwMnJCSkpKfDx8cHt27cBFCfqWrp0aaXrtLW1xcKFC7FkyRLk5eVh0qRJGDhwIDp16oRatWrh2bNn+Oeff/Dy5UsAgI2NDRYuXFjpesvCwJmIiIiIiEjd/v80bNXKSqq3LUro6elh/fr18PLywqVLl5CQkABvb+8S5Ro2bIi1a9fC2dm5Sur9+OOPUVRUhFWrViEnJwcnT54Utp2S5ebmho0bN1Y4GZkqGDgTERERERGpW3mmYIsAQLPBs6mpKTZv3ozz58/j2LFjCAoKwqtXr2BiYgJ7e3v06dMHo0aNqvDezWUZM2YMunXrhv379+Pq1auIjY1FdnY2zM3N0aJFCwwcOBADBgyAjk71rkJm4ExEREREREQq6d27N3r37l3h17dv3x6hoaHleo2dnR28vLzg5eVV4Xori4EzERERERGRmolEIoh0VBtxFtWAEee3HQNnIiIiIiIidROJAJGK04tFRdXbFlKKgTMREREREZG6lWuNs4bTahMDZyIiIiIiInUTQfWs2iJN70dFqN7UY0RERERERERajiPORERERERE6sap2lqFgTMREREREZG6lSs5GDNqaxqnar9B5s+fD7FYDLFYjOjoaE03p8IOHz4s9OPw4cOabg4RERERUZUTiUTlupFmVeuIs1gsLvM5Y2Nj1K1bF2KxGN26dcOQIUNgampanc0pNz8/P/j7+wMAPDw8YGtrq+EWaafg4GCcP38eQPGG6U2bNtVwi6pXdHQ0Hj58iAcPHuDhw4d4+PAhUlJSAAA2Nja4ePGiZhtIRERERJonEgEq7uPMqdqap7Gp2llZWcjKykJsbCwuX74Mb29vrFixAl27dtVUk0rw9/fHb7/9BgBo164dA+cKCg4OFt5HGxubNzpw3rlzJ5YtW6bpZhARERFRTScSQcR9nLWG2gLnjRs3yt3PyMhASEgIjh49iuTkZCQmJmL69OnYtWsXWrZsqa5mUQ00bNgwDBs2TNPNqJDCwkK5+0ZGRnBwcEBoaKiGWkRERERERJWltsC5d+/epT4+ZcoUfPbZZwgKCkJeXh6WL1+O/fv3q6tZRFXK1tYWY8aMgZubG9zc3ODk5ISXL1+iV69emm4aEREREdUkzKqtVTSeVdvc3BwrV67EwIEDAQD37t3DixcvYG1treGWEZVf7969y7xIRERERET0f8oROIOBs6ZpPHAGgCZNmqBRo0aIiIgAADx+/LjUwPnixYs4ffo07t69i8TERBQVFaFevXpwd3fHsGHD0KlTpzLr8PPzw/jx4wEAM2bMgKenJyIiIrBv3z74+voiLi4O6enpmDFjBgAIa3KlpK+V9Xqip3HjxgnJxJRNzd2wYYNQx44dO9C+ffsKt9fT07PMes6ePYuDBw8iJCQESUlJMDc3h7u7Oz7++GN06NBBYRtzc3Ph6+uLmzdv4sGDB4iIiEB6ejoMDAxgaWmJli1bYujQoejcuXOprz98+DAWLFgg99iCBQtKPAbIv1+yr/vpp58UTtvOyMjAvn37cOXKFTx79gypqakwNTWFvb09unbtitGjR6NevXplvr60usLDw7Fr1y5cu3YNL1++hL6+Pho3boyBAwdi9OjRMDAwKPtNIyIiIiJSQXmyZTOrtubViMAZKB55lgbO6enpcs+9fPkSs2bNwt27d0u8LiYmBjExMThx4gT69euHlStXolatWkrrO3bsGBYvXoycnJwqaX91K297CwsLMXv2bJw6dUru8fj4eJw+fRqnT5/GuHHjsGjRojL/EAcOHFjqtlYFBQWIjIxEZGQkjh8/jl69euHnn3+GiYlJ+TtWCdeuXYOXlxeSk5PlHk9OTkZycjICAwPx559/YsmSJfjggw9UOufRo0fx3Xffyb3POTk5CAwMRGBgIE6dOoVt27ahdu3aVdoXIiIiInrLlGsfZwbOmlZjAuekpCThuE6dOsJxbGwsRowYgYSEBACAi4sL+vbtCwcHB+jq6iI8PBzHjh1DVFQUzpw5g6ysLGzZskXhVZm7d+9i8+bNEIlE8PDwQJs2bWBiYoLnz5+jQYMGaN68OZo2bQofHx8h8Jw5cyZcXFzkzmNkZFSVb0GF21ua1atX4+zZs7C0tMTw4cPh7OyMrKws3LhxA//++y+Kioqwc+dOGBoaYs6cOaWeIycnB3Xq1EGHDh3QtGlTWFtbo1atWsjIyEBoaChOnTqFhIQEXLhwAQsXLsS6devkXt+hQwds3LgRN2/exM6dOwEUj8orG+lWxX///YcpU6agoKAAAPDuu+9i0KBBaNiwIZKSknD27Fn4+fkhMzMTc+fOhUQiwZAhQxSe09fXF2fOnIGhoSFGjx6NFi1awMDAAKGhodi3bx9SU1MRGBiIn376CcuXL690H4iIiIjoLcY1zlqlRgTOT58+RWRkpHBfGqBKJBLMnj0bCQkJEIlEmDdvHiZOnFgiKP7888+xcOFCnDhxAr6+vjh48CBGjBhRZn3Xr19HvXr1sH37dri6upZapkmTJggODhbut2nTpsR0anVRpb2vO3v2LFq3bo0tW7bIjY6OGDECI0aMwNSpU5GTk4Pt27ejX79+aNGiRYlzLF++HJ06dYK+vn6pdcyePRtz5szBuXPncPr0aQQEBKBt27bC89bW1rC2tkZaWprwWLNmzSq9BjgrKwtz584VguapU6di1qxZct+LsWPHYteuXfjhhx8gkUiwZMkStG/fHg0bNizzvKdOnYKzszO2bt0qV27QoEH48MMPMWzYMGRkZODYsWOYPXs2LC0tK9UPIiIiIiLSDirODag+qampcmteW7VqBSsrKwDFa5ql07MnTJiATz75pNSRZAMDAyxfvlzYZ3n79u1K6126dKnKQWhNUN72GhsbY926daVOKe7YsSNmzZoFACgqKsK2bdtKPUf37t3LDJoBoFatWlixYgWMjY0BFE9zVocjR44IMxC6dOmC2bNnl/q9GDt2rLA+OisrSxj1Louenh42bNhQanDt4OCAsWPHAiieqv7ff/9VthtERERE9BaTrnFW9UaapbbA+fz583K3Y8eOYeXKlRgwYAACAwMBAPr6+pg/f77wGmkgJhKJ8Omnnyo8v4GBAQYNGgQAePbsGV68eFFmWWtra63aHqgi7f3ggw/KnMYNAKNGjRLWJF+8eBF5eXkVapupqakwQ0D6OVa3M2fOCMdTpkxRWHbq1KnC8dmzZxWW7d69OxwdHct8XnaK+ZMnT5Q1k4iIiIiobCIRoKOj2o2Bs8apbar2F198ofB5CwsLrFixAq1btxYeu3XrFgCgbt26uH//vtI6UlNTheMnT56UuaWVu7u7Vl21qUh7FWUYB4pHi1u3bo1r164hLy8PoaGhaN68eYlyqampwhT4sLAwJCcnIzs7GxKJpETZly9flquNFSGRSBAUFCT0oU2bNgrLOzg4wMHBAZGRkYiKikJSUhIsLCxKLSv73SuN7IUI2e8aEREREVG5cY2zVtHYGmcjIyOYmZnBxcUF3bp1w5AhQ+SSgmVlZQnZklNSUpQG3q9TFNgoWudaE1WkvQ4ODkrLNGrUCNeuXQNQnG37defPn8eiRYuQkpKiUp0ZGRnlamNFZGRkICsrCwBgZ2cHXV1dpa9xdHQU1tDHx8eXGTibm5srPI/sNlQVHaEnIiIiIgLArNpaRm2Bs7J9jV/3+pZU5ZWfn1/mc+rKhl1VKtJe6bpjRWS37crMzJR77u7du5g5c6aQgEssFqNTp06wt7dH3bp1YWBgIIyC//rrrwgLC0NRUVG521lesu1UpY+vl3u9n7J0dDS+5J+IiIiIiGqgGpFVuzSywU7Tpk3VlnhKXQoLC6v1/NJRWUWys7OF49f3YF6/fr0QNC9evBhjxowp8zybNm2qYCvLT7adqvTx9XLq3muaiIiIiKh05ZiqDY44a1qNHWKrXbu2EORERkZqxdTY8kzllU5Dry5RUVFKy8huAfbOO+8Ix/n5+fD39wcAuLm5KQyaASAmJqaCrSw/U1NT4aLK8+fPVboAERERIRzL9pOIiIiISGNEOuW7kUbV6E+gXbt2AIpHDKVrcdVJNiFXacmwXie7RjsuLk5h2Xv37lW4Xaq4fv26wudzcnKErb4MDQ0hFouF55KTk4XRZmVrpe/fv6/0IoDsFGhV3kdFRCKRkMQsOzsbt2/fVlg+KipKuEBgb29f5vpmIiIiIiK1EuH/EoQpvWm6sVSjA2cPDw/heN26dcjNzVVr/bLTemWnNZfFyclJOL5x40aZ5W7cuIGQkJDKNU6JEydOlJrwS2r//v1CMq+ePXvKjZbLTpOXHZUuzfr165W2RfZ8qryPyvTr1084/uOPPxSW/f3334VgXfZ1REREREQaxRFnrVKjP4G+ffsKWwSFhIRg+vTpSEpKKrN8UVERrl+/Dm9v7yqp39bWVjh++PCh0vLdunUTjjdv3lxqW8PCwjB37twqaZ8imZmZmDVrVqmZrv38/LB27VoAxaPBkyZNknve1NQUjRo1AlDc79OnT5c4R2FhIZYvXw5fX1+lbSnv+6iMh4cHLC0tAQC+vr5Yt25dqSPZe/fuxaFDhwAUB+/jxo2rdN1ERERERFVD1dFmETjkrHk1NjkYUDwtd/369Rg1ahRiYmJw7do19OrVC/369UOLFi1gYWGBvLw8JCYmIjg4GP/99x8SExPRsWNHTJ8+vdL1t23bFvr6+sjPz8e2bdsAAK6ursLorJGRkTCdHACaN2+ODh064ObNm4iJicHQoUMxatQoODo6IjMzE7dv38aJEyegr6+PXr164cKFC5VuY1n69euHM2fOYMCAARg+fDicnJyQnZ2NGzdu4NSpU0IG7EmTJqFFixYlXj9hwgR8//33AIBZs2Zh4MCBeO+991C3bl1ERkbixIkTePr0KVxcXKCvr68wIHZxcUH9+vWRmJiIEydOwNzcHK1atZLLFi570UEZY2NjrFq1Cp999hkKCgrg7e0NX19fDBo0CA0aNEBycjLOnj2LmzdvAij+Hi1ZskRuH+bqJL0oISV78SItLa3E83Xr1i1x8YKIiIiIiGqOGh04A8XJnA4ePIgFCxbg8uXLyMrKwpEjR3DkyJEyX1NV+zSbm5tj8uTJ2LRpE7KysrBhwwa5521sbHDx4kW5x1auXIkJEyYgIiICcXFxWLdundzzZmZmWLNmDe7evVutgfPXX38NfX19nDx5sswR+LFjx8LLy6vU5z7++GM8ePAAhw4dgkQigY+PD3x8fOTKuLi4wNvbGwsXLlTYFj09PcyaNQvffPON3EUIWeXdrqxTp07YvHkzvLy8kJKSgqCgIAQFBZUoZ2xsjCVLlmDIkCHlOn9lbN68uczn0tPTSzxvY2PDwJmIiIjobcN9nLVKjQ+cAcDCwgK///47AgMDceLECQQEBCA2Nhbp6ekwNDRE/fr10aRJE7i7u6NHjx5wdnausrpnzZoFV1dXHD58GMHBwUhOTla4R3TDhg1x6NAh/PXXXzh37hyioqIgkUhgZWWFnj17Yvz48WjQoIGQmKu66OrqYs2aNejbty8OHToktN3MzAzu7u4YPXo0OnToUObrRSIRli9fjvfffx/79+/HgwcPkJmZCTMzMzg6OqJ///4YPnw4DA0NVWrPiBEjYGNjg3379iEoKAivXr2q9Jr1rl274sKFC9i7dy8uX76MZ8+eIT09HSYmJrC3t0e3bt0wevRo1KtXr1L1EBERERFVOWEatoplSaNEksqmOSYirRIQECC3xdju7d5o27qlBltERGWRSIo03QS1EDHpzRsn4IO3Y/vHtsfLTsT6pjneRz1L3jQlPN8I3qn/l5dn9+7daNu2bZXW8fpvsF0f2aKNTS2VXns7Jhtj90dXa/tIMa0YcSYiIiIiInqzlGOqNpODaRwv8RIREREREREpwBFnIiIiIiIideMaZ63CwJmIiIiIiEjdRDrlyKrNicKaxsCZiIiIiIhI3UQox4hztbaEVMDAmYiIiIiISN044qxVGDgTERERERGpXTnWOHPIWeN46YKIiIiIiIhIAY44ExERERERqZuoHPs416Cs2ufPn8fx48cRFBSExMREmJqawt7eHr1798aoUaNQu3btam/D+vXrsXHjRuG+h4cHVqxYUa11MnAmIiIiIiJSNy3bjiojIwNeXl64dOmS3ONJSUlISkrCvXv3sGvXLqxduxbu7u7V1o6QkBD88ccf1Xb+sjBwJiIiIiIiUjctSg5WUFCAL7/8EtevXwcA1K9fHyNGjICTkxNSU1Nx8uRJ3LlzBy9fvsSUKVOwZ88eODs7V3k7CgsLsXDhQuTn58PY2BhZWVlVXkdZuMaZiIiIiIhIE6SjzspuGnbgwAEhaHZycsKxY8cwa9YsDB48GGPGjMHevXsxadIkAEBaWhoWL15cLe3YunUrHj58CBMTE0yePLla6igLA2ciIiIiIiIqVWFhIby9vYX7q1atQv369UuU8/LyQtOmTQEAd+7cga+vb5W24+nTp/jtt98AAF999RWsrKyq9PzKMHAmIiIiIiJSN+lUbVVvGuLv74+EhAQAQLt27eDm5lZqOV1dXYwbN0647+PjU2VtKCoqwqJFi5CXl4dWrVph9OjRVXZuVXGNMxERERERkbppSXIw2ZHjbt26KSzbvXt34fjq1atV1oYdO3bg7t270NfXx7Jly6Cjo/4LCQyciYiIaqjv29houglqseROrKabQFXMiHMa3zgfnIvTdBOqVcDdQHhPmq7eSrVkO6rHjx8Lx82bN1dYtn79+rCyskJsbCxevXqFpKQkWFhYVKr+qKgo/PrrrwCAzz//vFqSjqmCgTMREREREZHalSfxl3y50NDQCtdqbW0Na2trlcuHh4cLx7a2tkrL29raIja2+ILos2fPKhU4SyQSLFq0CNnZ2WjSpAmmTp1a4XNVFgNnIiIiIiIidavEiPPSpUsrXO2MGTPg6empcvn09HTh2NzcXGl5MzOzUl9bEXv27IG/vz9EIhF++OEHGBgYVOp8lcGJNERERERERFQq2b2SDQ0NlZaXLZOZmVnhel+8eIE1a9YAAD7++GO0adOmwueqChxxJiIiIiIiUjctSQ6mKd9++y0yMzPRoEEDfP3115puDgNnIiIiIiIitSvPNlOvlVu8eDHEYnGFqi3P+mYAMDY2RmpqKgAgNzcXenqKQ8jc3Fzh2MTEpPwNBHDw4EFcu3YNAPDdd9/B1NS0QuepSgyciYiIiIiI1E0EQEfVEWf5u2KxGG3btq3yJpWmdu3aQuCcnJysNBhOSUmRe215xcXFYeXKlQCA/v37o1evXuU+R3Vg4ExERERERKRuWjJV29HREdHR0QCA6OhopZm1pWUBoHHjxuWu7/Tp00hLSwNQvL2Vt7d3qeWCg4OF49DQUKGcpaUlRowYUe56lWHgTEREREREpG6VmKqtTi4uLvD19QUABAUFoUOHDmWWTUxMFLaiqlevXoW2opJIJMLxrl27VHrNo0eP8OjRIwCAq6trtQTOzKpNREREREREperatatwfPXqVYVlr1y5Ihx379692tqkCRxxJiIiIiIiUjctmardrl07WFpaIiEhAf7+/nj48CHc3NxKlCssLMTOnTuF+wMHDqxQfRMnTsTEiROVljt8+DAWLFgAAPDw8MCKFSsqVJ+qOOJMRERERESkdqL/m66t7PZ6djA10tXVxfTp04X78+bNw6tXr0qUW716tbDu2N3dXW6kWpafnx/EYjHEYjF69uxZPY2uBhxxJiIiIiIiUjctWeMMACNHjsT58+dx/fp1hIWFYciQIRgxYgScnJyQkpICHx8f3L59G0BxJu2lS5dqtL3VgYEzERERERGRuolE5QicNTfiDAB6enpYv349vLy8cOnSJSQkJJSa7bphw4ZYu3YtnJ2dNdDK6sXAmYiIiIiIiBQyNTXF5s2bcf78eRw7dgxBQUF49eoVTExMYG9vjz59+mDUqFEV2rtZGzBwJiIiIiIiUjctSQ72ut69e6N3794Vfn379u0RGhpa6XYMGzYMw4YNq/R5VMXAmYiIiIiISO3KMVVbg8nBqBgDZyIiIiIiInXTouRgxMCZiIiIiIhI/bR0qvbbipcu3iDz588X9kSLjo7WdHMq7PDhw0I/Dh8+rOnmEBERERFVPVE59nFm4Kxx1TriLBaLy3zO2NgYdevWhVgsRrdu3TBkyBCYmppWZ3PKzc/PD/7+/gAADw8P2NraarhF2ik4OBjnz58HUJxMoGnTphpuUfUpKChAQEAAbty4gfv37+Pp06dITk6Gjo4OzM3N0bRpU/Ts2RODBw9GrVq1NN1cIiIiIiJSgcamamdlZSErKwuxsbG4fPkyvL29sWLFCnTt2lVTTSrB398fv/32GwCgXbt2DJwrKDg4WHgfbWxs3tjA+datW/D09ERycnKpz8fGxiI2NhYXL16Et7c3Vq5ciXbt2qm5lURERERUM5RjjTMnCmuc2gLnjRs3yt3PyMhASEgIjh49iuTkZCQmJmL69OnYtWsXWrZsqa5mUQ2k7tTyVSU+Pl4Imk1MTNCpUye0bNkSDRo0gI6ODsLCwnDs2DHExsbixYsXmDx5MrZv3462bdtquOVEREREpHaicmTV5lRtjVNb4FzWXl9TpkzBZ599hqCgIOTl5WH58uXYv3+/uppFVKWaNGmCzz77DP379y91KvbUqVMxd+5cnD17Frm5uVi0aBFOnToFXV1dDbSWiIiIiDSGycG0isbH/M3NzbFy5Urh/r179/DixQsNtoioYrp164aTJ0/Cw8OjzPXLtWrVws8//4wGDRoAACIiIhAQEKDOZhIRERFRTaByYrDyTOmm6lIjtqNq0qQJGjVqhIiICADA48ePYW1tXaLcxYsXcfr0ady9exeJiYkoKipCvXr14O7ujmHDhqFTp05l1uHn54fx48cDAGbMmAFPT09ERERg37598PX1RVxcHNLT0zFjxgwAENbkSklfK8vGxgYXL14U7o8bN05IJhYaGqqwzxs2bBDq2LFjB9q3b1/h9np6epZZz9mzZ3Hw4EGEhIQgKSkJ5ubmcHd3x8cff4wOHToobGNubi58fX1x8+ZNPHjwABEREUhPT4eBgQEsLS3RsmVLDB06FJ07dy719YcPH8aCBQvkHluwYEGJxwD590v2dT/99JPCadsZGRnYt28frly5gmfPniE1NRWmpqawt7dH165dMXr0aNSrV6/M15dWV3h4OHbt2oVr167h5cuX0NfXR+PGjTFw4ECMHj0aBgYGpZ6rdu3aZdYjy8jICD169MC+ffuEvr/++RMRERERUc1RIwJnoHjkWRo4p6enyz338uVLzJo1C3fv3i3xupiYGMTExODEiRPo168fVq5cqVK24mPHjmHx4sXIycmpkvZXt/K2t7CwELNnz8apU6fkHo+Pj8fp06dx+vRpjBs3DosWLYKojKkfAwcOLHVbq4KCAkRGRiIyMhLHjx9Hr1698PPPP8PExKT8HauEa9euwcvLq0QyruTkZCQnJyMwMBB//vknlixZgg8++EClcx49ehTfffed3Puck5ODwMBABAYG4tSpU9i2bZvKQXJZZN8rbfkOEhEREVFVKscaZ3CqtqbVmMA5KSlJOK5Tp45wHBsbixEjRiAhIQEA4OLigr59+8LBwQG6uroIDw/HsWPHEBUVhTNnziArKwtbtmwpMxgEgLt372Lz5s0QiUTw8PBAmzZtYGJigufPn6NBgwZo3rw5mjZtCh8fHyHwnDlzJlxcXOTOY2RkVJVvQYXbW5rVq1fj7NmzsLS0xPDhw+Hs7IysrCzcuHED//77L4qKirBz504YGhpizpw5pZ4jJycHderUQYcOHdC0aVNYW1ujVq1ayMjIQGhoKE6dOoWEhARcuHABCxcuxLp16+Re36FDB2zcuBE3b97Ezp07ARSPyisb6VbFf//9hylTpqCgoAAA8O6772LQoEFo2LAhkpKScPbsWfj5+SEzMxNz586FRCLBkCFDFJ7T19cXZ86cgaGhIUaPHo0WLVrAwMAAoaGh2LdvH1JTUxEYGIiffvoJy5cvr1T7Hz9+LBzb2NhU6lxEREREpIV0dIpvqpYljaoRgfPTp08RGRkp3JcGqBKJBLNnz0ZCQgJEIhHmzZuHiRMnlgiKP//8cyxcuBAnTpyAr68vDh48iBEjRpRZ3/Xr11GvXj1s374drq6upZZp0qQJgoODhftt2rTR2HRaVdr7urNnz6J169bYsmWL3OjoiBEjMGLECEydOhU5OTnYvn07+vXrhxYtWpQ4x/Lly9GpUyfo6+uXWsfs2bMxZ84cnDt3DqdPn0ZAQIBchmhra2tYW1sjLS1NeKxZs2ZlJopTVVZWFubOnSsEzVOnTsWsWbPkvhdjx47Frl278MMPP0AikWDJkiVo3749GjZsWOZ5T506BWdnZ2zdulWu3KBBg/Dhhx9i2LBhyMjIwLFjxzB79mxYWlpWqP1RUVH477//AAD6+voKlxgQERER0RtKhHIkB6vWlpAKNH7pIjU1VW7Na6tWrWBlZQWgeE2zdHr2hAkT8Mknn5Q6kmxgYIDly5cL+yxv375dab1Lly5VOQitCcrbXmNjY6xbt67UKcUdO3bErFmzAABFRUXYtm1bqefo3r17mUEzUJzoasWKFTA2NgZQPM1ZHY4cOSLMQOjSpQtmz55d6vdi7NixwvrorKwsYdS7LHp6etiwYUOpwbWDgwPGjh0LoHiqujTwLa+ioiJ88803KCwsBACMGjUK5ubmFToXEREREWkxJgfTKmr7BM6fPy93O3bsGFauXIkBAwYgMDAQQPHo2/z584XXSAMxkUiETz/9VOH5DQwMMGjQIADAs2fPFGbmtra2Rq9evSrZI/WpSHs/+OCDMqdxA8UBm3Sd7cWLF5GXl1ehtpmamgozBKSfY3U7c+aMcDxlyhSFZadOnSocnz17VmHZ7t27w9HRscznZaeYP3nyRFkzS7VmzRr4+fkBKJ6i/eWXX1boPERERESk7UTlCJo55Kxpapuq/cUXXyh83sLCAitWrEDr1q2Fx27dugUAqFu3Lu7fv6+0jtTUVOH4yZMnpWbmBgB3d3eFa6Brmoq0V9n031q1aqF169a4du0a8vLyEBoaiubNm5col5qaKkyBDwsLQ3JyMrKzsyGRSEqUffnyZbnaWBESiQRBQUFCH9q0aaOwvIODAxwcHBAZGYmoqCgkJSXBwsKi1LKy373SyF6IkP2uqWrfvn3YunUrAMDQ0BC//vqr3Hp+IiIiIiKqmTS2xtnIyAhmZmZwcXFBt27dMGTIELkgIisrS8iWnJKSojTwfp2iwEbROteaqCLtdXBwUFqmUaNGuHbtGoDibNuvO3/+PBYtWoSUlBSV6szIyChXGysiIyMDWVlZAAA7Ozvo6uoqfY2jo6Owhj4+Pr7MwFnZlGnZbajKO0J/9OhRfP/99wCKZ1Zs2LCh1HXlRERERPSWEInKscZZewb93lRqC5yV7Wv8ute3pCqv/Pz8Mp9TVzbsqlKR9krXHSsiu21XZmam3HN3797FzJkzhQRcYrEYnTp1gr29PerWrQsDAwNhFPzXX39FWFgYioqKyt3O8pJtpyp9fL3c6/2UpVNN2QqPHz+OBQsWoKioCPr6+li/fj26d+9eLXURERERkZYoz9plrnHWuBqRVbs0ssFO06ZN1ZZ4Sl2kyaGqi3RUVpHs7Gzh+PU9mNevXy8EzYsXL8aYMWPKPM+mTZsq2Mryk22nKn18vZy695o+ceIE5s+fLwTNv/76K3r27KnWNhARERFRDSQqxz7OHHHWuBp76aJ27dpCkBMZGVnh5FXqVJ6pvNJp6NUlKipKaRnZLcDeeecd4Tg/Px/+/v4AADc3N4VBMwDExMRUsJXlZ2pqKlxUef78uUoXICIiIoRj2X5Wt+PHj2PevHkoLCyEvr4+1q5dW+mtuIiIiIjoTVGejNo1Nmx7a9ToT6Bdu3YAikcMpWtx1Uk2IVdpybBeJ7tGOy4uTmHZe/fuVbhdqrh+/brC53NycoStvgwNDSEWi4XnkpOThdFmZWul79+/r/QigOwUaFXeR0VEIpGQxCw7Oxu3b99WWD4qKkq4QGBvb1/m+uaqdvz4ccyfPx+FhYXQ09PDL7/8gj59+qilbiIiIiIiqlo1OnD28PAQjtetW4fc3Fy11i87rVd2WnNZnJychOMbN26UWe7GjRsICQmpXOOUOHHiRKkJv6T2798vJPPq2bOn3Gi57DR52VHp0qxfv15pW2TPp8r7qEy/fv2E4z/++ENh2d9//10I1mVfV51OnjxZImju27evWuomIiIiIi0hTQ6m6o00qkYHzn379hW2CAoJCcH06dORlJRUZvmioiJcv34d3t7eVVK/ra2tcPzw4UOl5bt16yYcb968udS2hoWFYe7cuVXSPkUyMzMxa9asUjNd+/n5Ye3atQCKR4MnTZok97ypqSkaNWoEoLjfp0+fLnGOwsJCLF++HL6+vkrbUt73URkPDw9YWloCAHx9fbFu3bpSR7L37t2LQ4cOASgO3seNG1fpupU5deoU5s6dKwTNa9asUVvATkRERERaRLrGWaUbA2dNq7HJwYDiabnr16/HqFGjEBMTg2vXrqFXr17o168fWrRoAQsLC+Tl5SExMRHBwcH477//kJiYiI4dO2L69OmVrr9t27bQ19dHfn4+tm3bBgBwdXUVRmeNjIyE6eQA0Lx5c3To0AE3b95ETEwMhg4dilGjRsHR0RGZmZm4ffs2Tpw4AX19ffTq1QsXLlyodBvL0q9fP5w5cwYDBgzA8OHD4eTkhOzsbNy4cQOnTp0SMmBPmjSp1G2RJkyYIGyfNGvWLAwcOBDvvfce6tati8jISJw4cQJPnz6Fi4sL9PX1FQbELi4uqF+/PhITE3HixAmYm5ujVatWctnCZS86KGNsbIxVq1bhs88+Q0FBAby9veHr64tBgwahQYMGSE5OxtmzZ3Hz5k0Axd+jJUuWyO3DXB2uXr2KOXPmCOuuBw0aBD09PZw/f17h66ysrODm5latbSMiIiKiGoZZtbVKjQ6cgeJkTgcPHsSCBQtw+fJlZGVl4ciRIzhy5EiZr6mqfZrNzc0xefJkbNq0CVlZWdiwYYPc8zY2Nrh48aLcYytXrsSECRMQERGBuLg4rFu3Tu55MzMzrFmzBnfv3q3WwPnrr7+Gvr4+Tp48WeYI/NixY+Hl5VXqcx9//DEePHiAQ4cOQSKRwMfHBz4+PnJlXFxc4O3tjYULFypsi56eHmbNmoVvvvlG7iKErPJuV9apUyds3rwZXl5eSElJQVBQEIKCgkqUMzY2xpIlSzBkyJBynb8iAgMDhbXhAHDs2DEcO3ZM6es8PDywYsWK6mwaEREREdVEHEnWGjU+cAYACwsL/P777wgMDMSJEycQEBCA2NhYpKenw9DQEPXr10eTJk3g7u6OHj16wNnZucrqnjVrFlxdXXH48GEEBwcjOTlZ4R7RDRs2xKFDh/DXX3/h3LlziIqKgkQigZWVFXr27Inx48ejQYMGQmKu6qKrq4s1a9agb9++OHTokNB2MzMzuLu7Y/To0ejQoUOZrxeJRFi+fDnef/997N+/Hw8ePEBmZibMzMzg6OiI/v37Y/jw4TA0NFSpPSNGjICNjQ327duHoKAgvHr1qtJr1rt27YoLFy5g7969uHz5Mp49e4b09HSYmJjA3t4e3bp1w+jRo1GvXr1K1UNEREREVOU44qxVRJLKpjkmIq0SEBAgt8XY7u3eaNu6pQZbRERlWeJupekmqMWSO7GabgJVsQdD1bf9oya9e7TsRKykXQLuBmLMpP9b6rl79260bdu2aut47TfYrm9Goo3YRqXX3g6NwdhlB6q1faSYVow4ExERERERvVGkycFULUsaxcCZiIiIiIhI3ThVW6swcCYiIiIiIlI3kQjQUXEkmSPOGsfAmYiIiIiISN04VVurMHAmIiIiIiJSN07V1ir8BIiIiIiIiIgU4IgzERERERGRunGqtlZh4ExERERERKR2onIExAycNY2BMxERERERkdqJoHpAzMBZ0xg4ExERERERqRunamsVJgcjIiIiIiIiUoAjzkREREREROomKscaZ444axwDZyIiIiIiIrXTgeoTgDlRWNMYOBMREREREambCOUYca7WlpTL+fPncfz4cQQFBSExMRGmpqawt7dH7969MWrUKNSuXbtK6snNzcXNmzdx8+ZNBAUFITw8HKmpqdDX14eFhQXeffdd9O/fH71794a+vn6V1KkIA2eit0xWVpbc/dDHTzTUEiJSJkFiqOkmqEXA3UBNN4GqWHiOkaaboBY5/O6+MV7/PfT676XqoV3bUWVkZMDLywuXLl2SezwpKQlJSUm4d+8edu3ahbVr18Ld3b1Sdfn4+ODbb79FZmZmiefy8/ORlZWF6OhonD59Gi4uLli9ejXEYnGl6lSGgTPRW+b58+dy95eu+EVDLSEi5Ww03QC1OD9puqabQFXOTtMNUA9+d99Yr/9eqh7aM1W7oKAAX375Ja5fvw4AqF+/PkaMGAEnJyekpqbi5MmTuHPnDl6+fIkpU6Zgz549cHZ2rnB9MTExQtBsbm6OTp06oUWLFrC0tERBQQGCg4Nx9OhRJCcn4/Hjxxg/fjz27t2Lxo0bV0l/S8PAmYiIiIiIiMp04MABIWh2cnLC33//jfr16wvPjxkzBitXrsT27duRlpaGxYsXY+/evZWqs2XLlpg8eTJ69OhRYir2kCFDMGXKFEyfPh137txBSkoKlixZgh07dlSqTkW4ypyIiIiIiEjdpFm1Vb1pSGFhIby9vYX7q1atkguapby8vNC0aVMAwJ07d+Dr61vhOkeOHIkDBw6gb9++Za5fNjc3x/r162FkVLw0xM/PD9HR0RWuUxmOOBO9ZXr27Cl3397eHrVq1dJQa4iIiIg0Lzs7G1FRUcL9138vVQstSQ7m7++PhIQEAEC7du3g5uZWajldXV2MGzcOCxcuBFC8Trlr164VqtPMzEylcpaWlnjvvfeEID00NBS2trYVqlMZBs5EbxkrKyuMGTNG080gIiIiestpxxpn2ZHjbt26KSzbvXt34fjq1avV1iZZJiYmwnFubm611cOp2kREREREROqmJVO1Hz9+LBw3b95cYdn69evDysoKAPDq1SskJSVVa9sA+fZZW1tXWz0ccSYiIiIiItIioaGhFX6ttbV1uQLM8PBw4ViVadC2traIjY0FADx79gwWFhblb6SK/Pz88OzZMwCAhYWF0sC+Mhg4ExERERERqZ0IEKk6AVh+xHnp0qUVrnXGjBnw9PRUuXx6erpwbG5urrS87Ppk2ddWtZycHCxZskS4P2XKFOjq6lZbfQyciYiIiIiI1E4E1bN+aW6qdlZWlnBsaGiotLxsGelezNVhwYIFwmhz8+bNqz2HDwNnIiIiIiIidSvP2mUNrnGuiX755RecOnUKQPEI99q1a8vctqqqMHAmIiIiIiJSN1E5pmq/FjgvXrwYYrG4QtWWN4GWsbExUlNTARRnrdbTUxxCyma2ls14XVU2bdqE33//HQBQp04dbN++HXZ2dlVez+sYOBMREREREamZSCSCSMWR5NfLicVitG3btjqaVULt2rWFwDk5OVlpMJySkiL32qr0xx9/4NdffxXOvW3btjL3la5q3I6KiIiIiIiISuXo6CgcR0dHKy0vW6Zx48ZV1o4//vgDa9asAQCYmppi27ZtaNGiRZWdXxkGzkRERERERGonQnE4pspNc2ucXVxchOOgoCCFZRMTE4WtqOrVq1dlW1HJBs0mJibYunUrWrZsWSXnVhUDZyIiIiIiIrUT/V+CMGU3DQbOXbt2FY6vXr2qsOyVK1eE4+7du1dJ/bJBs7GxMbZu3YrWrVtXybnLg4EzERERERGRuqkaNJcn+3Y1aNeuHSwtLQEA/v7+ePjwYanlCgsLsXPnTuH+wIEDK133li1bSgTN7u7ulT5vRTBwJiIiIiIiUjtVp2lLb5qhq6uL6dOnC/fnzZuHV69elSi3evVqBAcHAwDc3d3lRqpl+fn5QSwWQywWo2fPnmXWu23bNqxevRpAcdC8ZcsWtGnTpjJdqRRm1SYiIiIiIqIyjRw5EufPn8f169cRFhaGIUOGYMSIEXByckJKSgp8fHxw+/ZtAMXZrpcuXVqp+v755x+sWrVKuD9q1CikpKTg/PnzCl/n6OiIJk2aVKrusjBwJiIiIiIiUjcRVJ+CrbmZ2gAAPT09rF+/Hl5eXrh06RISEhLg7e1dolzDhg2xdu1aODs7V6o+aRAutX37dmzfvl3p62bMmAFPT89K1V0WBs5ERERERETqVp61yxpc4yxlamqKzZs34/z58zh27BiCgoLw6tUrmJiYwN7eHn369MGoUaOqfO/mmoKBMxERERERkdqVZ+1yzUlN1bt3b/Tu3bvCr2/fvj1CQ0MVllmxYgVWrFhR4TqqAwNnIiIiIiIiddOiqdrEwJmIiIiIiEgDdACR9o04v634CRAREREREREpwBFnIiIiIiIitRNB9TnYnKutaQyciYiIiIiI1I1rnLUKA2ciIiIiIiJ1E5VjjbPKa6GpujBwJiIiIiIiUjct28f5bcfAmYiIiIiISCMYEGsLjvkTERERERERKcARZyIiIiIiIrXjPs7ahIEzERERERGR2nE7Km3CwJmIiIjoDZeXlwddXV3o6upquilEJMXkYFqFY/5EREQqKiws1HQTqt3b0EepoqIi5OXlCfclEokGW1N9oqKi8MUXXyAsLAzAm9vP170t/SRtJ1LxRprGwJmIqArxh1qxN+19SExMRFZWFnR1dd/owDI2NhabNm3C06dPNd2UapeWlobjx4/jjz/+wLVr1wAAojdwROf58+cYO3YsfH19sWnTJgBvZj+lZP8+RSLRG/dvUVneln4C8n0t65ioOnCqNhGpTWFh4Rs/TVD6gzQ9PR2FhYXQ0dFBnTp1NNyq6lFQUICCggJcv34dRUVFEIlEaNKkCRwdHSESiVBUVAQdHe2/PhsdHY3hw4ejUaNG2LZtG0xMTN7I73JMTAyGDRuG1NRU1KpVC9bW1qhVq5amm1Ut4uLi8OOPP8LPzw+pqano1asXmjRpAisrK003rUpFR0dj9OjRSEhIgIGBAe7cuYMbN26gY8eOkEgkb0wAnZGRgadPn+L06dOIiYmBvr4+bGxsMGXKFJiYmGi6edUiPT0dAKCjowMTExPhs3xT/t1VRNrXgoIC5ObmCp+x9HGt+m5zqrZWYeBMRNUuKSkJFhYWwmjdmxZwSKWmpsLPzw/nzp3D48ePkZKSAlNTUwwYMABdunRBq1atNN3EKvPq1Svs3bsXN27cwO3bt4XHmzZtim7dumH27NnQ0dHRrh8wpYiMjMT48eORkpKCe/fuYdasWVi7di1MTU3fqO9ydHQ0xowZg9TUVDRq1AhOTk7Q19fXdLOqxYsXLzB16lQ8fvwY9erVQ7t27TBu3Lg3LmiOiYnBmDFjkJCQgDp16iAtLQ0JCQm4c+cOOnbsqNV/l7Li4uKwatUqPHjwAJGRkXLP3b59G/Pnz0fz5s21/t8ioPj/0itXruDq1at49uwZMjIyUKdOHbz//vtwcXHBgAED3vigOSkpCRcvXsTNmzfx7NkzpKSkoFWrVnB0dMSwYcNQr149GBkZvRUXEEj9GDgTUbV6/vw5+vbti+7du2Pz5s3Q1dVFQUEB9PTerH9+Xr58iSVLliA4OBhxcXHQ0dFBUVER4uLi8Ntvv8HPzw8ffvghhg4dqummVlpsbCy++uorPHz4UG59KAAEBwfjyZMnyM7OxsKFC7X6h6pEIsGKFSsQFxcHfX19FBQUwNfXF7Nnz36jgmdp0BwXFwexWIwvv/wS7du3f+P+RoHiIGvSpEmIiIiAg4MDhg8fjv/9739o2LDhGxFYScl+ps7OzmjXrh2OHTuGjIwM/PXXX3j//ffh5uam6WZWWkxMDCZPnozw8HAAgJ6eHt555x28ePECQHHgvGLFCuzYsUPr/05fvnyJOXPmICQkRBhtBorfg+DgYJiamuLkyZOYPXs27O3tYWBgoMHWVo/Y2FjMnTsXoaGhSEtLk3tcIpHg0qVLaNWqFaZMmYIGDRpox980R5y1ypv3vyIR1RjSEQ+JRILLly9jzpw5+Pnnn6Gnp/dGBc8xMTGYNGkSIiMjoaenh7p166Jx48ZISUlBQkICMjIycOvWLeTn58PCwgLdunXTdJMr7MWLFxg7dixevHiB+vXrw97eHh4eHnj58iUiIiLg4+OD/Px8XLhwAb169UL79u013eRKsbS0BFD8gzw/Px8A3qjg+fWg2dPTE507d4aRkZGmm1bl0tLSsHTpUkRERKBJkyaYPn06unXrhtq1aws/sLXih7YSr3+mX331Fdzd3fHw4UPcu3cPhYWFePToEdzc3LT6uxsbG4sJEyYgOjoaDg4OeO+99zB06FBYWlri2rVr2LZtG+Lj43H79m0cOnQII0eO1HSTK+zFixeYMGECnj9/DgsLCzRt2hRdunRBREQEkpOTERAQgIyMDFy4cAExMTEYOXIk+vfvDwsLC003vcrExsZi3LhxiI6ORt26dWFraws7OztkZ2fj4cOHKCgowKNHjxAaGorr16/jl19+0ZKLQ9yOSpu8Gb9aiajGSUpKwldffYX4+HgYGhoiLy8PJ06cAIA3KniWjmBFRkaiSZMmGDJkCAYMGAA7OzsUFhbi+PHjOHnyJK5fv4579+7h6tWrWhs4x8XFYfr06Xjx4gWcnZ0xZswY9OjRAw0aNAAAZGZmonbt2ti3bx9iYmIQFRWl1YGzSCRChw4dcPDgQXTu3Blt2rTBypUrAbwZwbP0wpZs0NylSxe5oPlNmO4oDYbv3buHhw8fonbt2hg+fDi6d+8OU1NTSCQSocybFjR7enqiTZs2MDU1xfjx4/H06VOkp6djx44dGDhwoNau/01KSoKXlxeio6PRuHFjTJ06FV27doW5uTkAwMHBAcbGxliwYAEA7c4U/+rVK8yaNQvPnz+Hs7Mzxo8fj27dugkjqmlpadixYwc2btwIAAgJCcEff/yBuLg4jB49Wvj3WZslJydj3rx5iI6OFt6D999/X7iweeXKFQQEBGDLli0oLCxEZGQkJk+ejOXLl6NLly41f9mJlv+78zbR7v8NiahGysnJwZ49e4Tpc3Xr1hWyXZ44cQJz5swBACF41lapqan4/vvvERkZCUdHR3zxxRcYPXo07OzshD1TBw8ejNGjR8PZ2RkAsH//fjx48EDDLS+/5ORkfPfddwgJCYGDgwOmTZuGDz74AA0aNEBRUREAwMTEBL169RISSiUkJACA3GesbVlPzc3NUVRUBH9/f/Tq1QsLFy4UnpMGzxkZGVqXbVuaNKqsoFn6OUmD5oyMDCQkJODVq1dy55F+9jWZNBg+c+YMXr58iXr16qF3795C0Cy9OJCQkAB/f38sXboUXl5eWLhwIVatWoUnT54gNTVVw71QrrSguUuXLjA1NQUAiMVi1K5dG0Dx9lTSC5na9Dcpvchx/PhxhIaGwszMDKNHj0bPnj2FoFn6d+jh4QF3d3fhdaWdq6YrLCzE3r17ERwcjAYNGuCzzz7DoEGD0KBBAxQWFkIkEqFu3brw9PTE7Nmzhde9fPkS//zzD37//XfExcVpsAeVI/2MLl++jNDQUNSpUwfjx4/HoEGDYGlpKfzf0r17d3z99dfYunUrzM3NoaOjg+TkZMyfPx9nzpwRZgsRVRYDZyKqco8ePcKVK1eQlpaGWrVqYefOnZgyZYrw/JsQPBcWFuLff//FvXv3UKdOHXz44Yfo1q2b8CNVur5MX18fXbt2RePGjQEAurq6JYKPmi4vLw8HDx6En58f6tWrhxEjRqBr164wNjYGAGE9NwC4uLhAX18fderUgVgsBlByexht4u7uDmdnZ0gkEqSnp2P8+PGYN2+e8PzrwbM2fJejoqLw8ccfIy4uDo0bN8asWbPQrVs3GBkZQSKRCD/I4+PjcerUKUybNg0jR47E4MGDMWTIECxcuBC7du0CACEBXE2XlpaGkJAQiEQiDB06FHZ2digqKkJRURF0dXXx5MkTzJ07F3PmzMGePXtw8uRJHD58GNu3b8cXX3yBVatW4dmzZ5ruRplUmT3QpEkTTJw4EQCQm5uLW7duAdCuv0nprIBr164hIyMDJiYmwkUQKdmZH2lpaWjSpAnat2+PpKQkBAQEIDAwENnZ2VoRTOnq6sLPzw/5+fmwtbVFly5dhH93pf2U/vs6ZcoUDBkyBEDx32VSUhLOnj2L/fv3Izk5WTMdqCTpd/PGjRtITU2FiYkJunXrJrwHsjPWJBIJunTpgt9//x2urq4wMDBAamoqfvjhB2G7uZr5b5WqezhzL+eagIEzEVW5LVu2ICgoCDo6Ovjuu+/g4OCA2bNnCz/aAO0PnnNzc3Hu3DkkJSXB3t4e/fv3l/vxJlVUVAQDAwN8+OGHqFWrFnJycnDnzh0NtLjiwsPD8e+//yI7OxvdunXD//73P2HkSko6MnnixAmkpaXB0NAQSUlJ+OWXXzBt2jRMmzYNP/zwA+Li4rTiBytQ/CNLX18fJiYmSE9Px+XLlwEAn3zyCebPny+Ukw2epT/kEhIS8Pz5c+E8NUVOTg6WLVuGhIQE6Ovrw8HBAVZWVsKFnoKCAiGQnD9/PlasWIFLly4hKioKqampSExMxOHDh/HTTz9hxowZyM7O1oq9cnNzc5GQkACJRCJ8V6XT60NCQjBx4kTcuHEDcXFxMDY2hrW1NXR1daGrq4vIyEicOnUKXl5eCAkJ0XBPSoqNjcXgwYMVBs3Sz6dNmzZo1KgRAMDHxwdnzpzRRJMrJTw8HH5+ftDR0UHnzp2FxG6v8/HxQVRUFPT19bFw4UJ8/PHHGDt2LD766COMHDkSGzZsEP5Ga6oHDx4IFzg6d+4MCwuLErM8dHV1hcfatGkDADA0NISenh4SExNx4sSJGh44lk16Ie/JkycAAFtbW7lZTrKk/w61aNECy5cvR/PmzYXgeeHChXjw4IGwTWKNIk0OpuqNNIqBMxFVqefPnws/RkaOHIn3339fCIrnz5+PTz75RCh74sQJeHl5AdC+4HnXrl24fv06dHR08MUXX8DW1rbUctIf6WZmZkL/MjIy1NbOqhAeHo6QkBAYGRlhwoQJZa6Ze/jwofAjLy0tDdu2bcMff/yB//77D5cuXcLu3bsxbdo0XLx4ETk5OersQoVIg6xOnToBAOLj44XnJk6cKKyfBIqD51mzZgn7iu7YsQOTJk3CuXPnatSIno6ODoYNGwZ3d3fk5+fj8uXLOHbsGJ4+fQqgeIbEo0ePMHHiRPz333+Ij4+HiYkJxGIxXF1dYW1tDaA46Dx//jymTZsmBM817gdpGVJSUgAU9zUqKgqenp5ITEyEm5sbpk2bhgMHDmDXrl1Yv349xo4dCxMTE2RnZyM4OBiLFi2qcSPPL168QHZ2NqytrfHll1+WCJqB/xu5c3NzQ+vWrQEU/5srvYinLZ8dUDwDJj8/HxKJRPgsi4qK5Ga2hIWFwdfXF3l5eQgJCUFgYKAwZVlfXx9hYWHYv38/fvzxxxJbWNUkubm5wrGiz0gaEL/77rsQiUSwtrbGsGHDYGhoiOfPn2P37t3IysrSiotcsiQSCXJzc4Us4tKLrmXlXZD2z9XVFd9++y2cnZ2FadtfffWVsONFzXoPOOKsTRg4E1GVsrKywnfffSdM5zUzM5MLiufNmycXPJ88eVIrg+cmTZqgTp06sLe3R8uWLZWWt7S0FBKZSPuoLT9WO3TogGnTpuGXX36Bq6trqT86nj9/jiNHjuDKlSsAAHt7ezRq1Ahjx46Fh4cHatWqBT09PTx69AibNm1CaGgogJr9Hkh/nDk5OQEA/vvvP6SkpAif34QJE+SC52vXrmHSpEnw9vbG2bNn8fz5c6xcubLEll2aZGBggJ49e2Ly5Mlo3bo1JBIJ/vrrL+zbtw8JCQmIiIjA1KlTkZiYCLFYjM8//xzHjx/HgQMHcPToUWzduhXTpk0Tznfz5k3h77cmJxEzMTGBlZUVdHR08OzZM2RlZaGwsBDHjh3D8+fP0axZM3z55ZeYPHkynJycYG1tjV69esHT0xMrV64UMm8/e/YMO3bsqFEXv9q0aYMDBw7gu+++U5gRXfq3NmnSJNjZ2aGgoACHDx/Gs2fPavRn9zobGxs0btwYEokE58+fx40bN4TZAQBw9+5d7Ny5E0ePHgUADBw4EIsXL8a+ffuwYsUKfPDBBzA2NkZaWpqQUCopKUmDPSpbnTp1YGRkBJFIhBs3biApKanUz0ra99DQUEgkEjRs2BB9+vRBkyZNhMR4v/zyCwDtmpqvo6MDY2Nj4WLPvXv3hJk/ZZENnr/77juYmZkBKM4B4O3tjZycnJr1HohQjhFnTTeWtDudLRHVOHp6emjdujUcHBzwzjvvyD0unRopXSP6559/AigOngFg9erVSrNt15TtYrp27Yr58+cjKipKpS0/ateuLfRJGkjVhH4oU1RUBDMzM3z++efCY6+3OzIyErt27RLWvY4dOxZjx44VpoQCQK9evbBjxw7cuXMHISEhWLduHbZv364VP9idnJxgZGSEpKQkpKenCz/EgOLgWbrfMwD4+/vj/v37yMnJgYODA7Zs2VLj9lM1MDBAly5dABQvq7h79y527dqF3NxcREZGIj4+Hi1btsSUKVPQrl07mJqaCsnuGjdujJkzZ6JevXpYtmwZAODSpUvYtWsXxo4dq8luKWRsbAxHR0cEBgbi8uXLePjwId577z38999/AIr/ntu2bStkmZb+O2NqaorevXtDIpFg/vz5yMzMhJ+fH1JSUkpdmqEpLVq0UPpvo/RvzdLSEjY2Nnj+/DnS09Oxd+9ezJkzB/r6+lrxb5L0e/js2TMUFRXh008/xYwZM2BlZYVHjx7hwYMHuHv3LoDidb+ySbNcXV3RpUsXNG/eHKtWrUJGRgZu3ryJyMhIWFhY1Jj/X6Tq168PExMT5OTk4MWLFwgICECPHj2ELNGyWe9fvHghXLhs0aIFunbtitjYWCxevBgA8PjxY6Snp5dYZqMNpDNd9PT0cO3aNbRp00ZhP2Snbf/888/49NNPUVRUhPv37yMhIQF2dnY17rMm7VDzf7EQkVaQjkJKJBLo6ekJQbPs6KRs5uHyjjxLp2ppekqotD8GBgYYPHgwZsyYAUD5yGlhYaEwPVnat9L+065JmZmlU5UlEgkMDQ1haGhYokxeXh4CAgKwc+dOAMAXX3yBb775RgiapVPrevfujYkTJwo/dgICAoSgRdOUTdtzdnZG48aNkZmZicDAQADyn9PEiROF7wFQPL3S0NAQGzduhL29vdx0S02S9lO67r5Lly747LPPhJHnf/75B7du3YKDgwMmT54sl5FZGvxLv+djx47F1KlThccePXqkgR6VTfYzlba5d+/eQubln376CdeuXUNSUhKMjY0xYMAAua2ZXv/b7NixIzw8PKCrq4vw8HD4+PiooRfKyfZT1SDAzMwMU6ZMES7kBQYGyu1jXRPJfndr1aqF+fPno2HDhsJjGzZswLfffoudO3cKQfOECROEoFmaPR0oDkb79euHkSNHQk9PD9HR0fjnn38A1IyLmdK+FhQUwNzcHKNHj4ahoSFiY2OxadMm3Lp1S5jxIA2aX758iTNnzuDq1auoVasWXF1dARQvlxo4cCCA4ot6QUFBGuhR5Y0fPx7Ozs4oKCjA0aNHce/ePQCK/7+Ufp87d+6MKVOmQCQSITg4GIcOHRKerxk4VVubMHAmokrJy8tDbm6u8J/96/8ZvX6/PMGzNOhKSkrCpk2bsGjRIgCamRL6ej+B4mBCOkVOWZsMDQ1Rp04dAP+XCfT1H6l5eXnw9/fHgQMHqrLp5absM5VlYGAAOzs7tG7dGlOmTIGnpyeA/wtW9PX1hfP07NlTyPqal5eHxMTE6uyGUqV9pq8rLCxEfn4+6tWrB6B4HTcgn7k3Pj4eOjo6qFu3rnChITc3F2vWrEFKSgoMDQ01ekHk9X5K2ygbPLdq1QoSiQS6urro27cvOnbsWOpIuWwGdem2OEDxGu+aMN21tM9U+rfp7u6O+vXrAygONA4cOIDY2FjUqlVLuEBQ1nfB1NQU7du3F57X9PZUqnx3yyKRSODs7Iz27dtDJBLh/v37wuyfmhNMFCvtu1tYWAhbW1vs3LkT7733HqysrCCRSGBiYoKGDRvCzc0N9vb2GD58OIDif4tEIpHcv9Hm5ubo2LGj0N+EhASNLxN6va/S/yc6deoENzc36OnpITg4GD/++CN+++03BAYGIjIyEufPn8dvv/2GjRs3IisrC/3790e/fv2E8zZr1kw4lq7zrqkXSEoj/Wzff/99mJiYICMjA3PmzEF4eLjSbQCln2+bNm1gaGgIkUhU43IUMDmYduFUbSIqt7S0NNy+fRtnz55FeHg4MjMz4ezsjP79+6Nv375KXy/9z66sadsSiQRr1qyBvr4+4uLicOjQIVy4cAGRkZHIzs4W1mpVN1X6qeoPTR0dHeGHm+zoiTQAy8vLw40bN7BhwwY8ePAAKSkpctOjq1tlPtN27dphzZo1comjZANL6SwBHR0dIQAFUOZ0/OpU3n5K10526dIFvr6+iIiIAPB/UyTj4+Pxzz//4NChQ0hNTUXdunWFoOrSpUvw8vLCr7/+ClNT0xLviyb7Kf3eSoNnkUiE1atX4+XLlxg5cqTCacjS77GzszPq1KmDuLg4FBQUaOzHuKqfqYWFBX744Qd8/vnnSEpKwo0bN1BUVITk5GTcv38ftra2pf49S0djXV1d0aBBA8TGxmqkr5X9d1dKJBKhfv366Ny5M65fvw6geO2o9Puracr6Kf0bsrOzw2+//YakpCQ8ffoUjRs3hpGREX744Qfo6OigSZMmAEpe1JR+ns7OzrC0tMSLFy80NtquymfaunVrIXdCWFgYnj59ioiICOzZswf16tVDbGys0P4+ffrgp59+AlA820dfXx99+vTBpk2bkJmZiZiYGLn3QBuIRCIYGhpi2LBhuHr1KkJDQ5GSkoLp06fjjz/+gJ2dndJ/W7t16wY3Nzfcvn0b9+7dE7YyqxnvQXlGkmtCe99uDJyJqFzi4uKwbNkyPHz4EC9evBCC4LCwMJw6dQqTJ0+Gh4eH8KOlLIqCZx8fH+jp6WHx4sU4duwYDh8+jOjoaJibm6stmKyqfkrl5eUJ0+ukI+mvB80bN27EgwcPULduXfTp06d6OlaKyvRV+gNMGjRLRy3LIl2bJ10/qk6V6ad0iu/t27fx/Plz2NnZISEhQQiaX7x4ASsrK+zduxfXrl3DN998A6A4edbkyZOxbds2uanANamfBgYG6Ny5M0QiEXR1dYU9jhXNosjLy4NIJIK+vr6wNKOspFTVqbx9dXV1xeTJk7Fp0yakp6dDV1cXEokE9+7dQ+/evUsdZZf+uM7IyBCyOKvrs5Sqyn+PpH+zo0aNwsWLFxEQEIDLly/jzp076NGjhxp6U7by9rNu3bqoW7cuHB0dARTv93vp0iX06NEDOjo6QvAoS/p5pqSkCLMkGjZsWKJcdVOlr0OHDoWTkxN69+4NQ0NDHD16FJcuXRKS28XGxgIAHB0d0bVrVyFZYUFBgdCf9PR0ZGZmAoCQoLIm5ZZQ5YKiRCKBo6Mjvv/+e4wdOxYFBQUIDw/Hl19+ifXr1ysMnqXfAenez2ZmZsLoM1F5MXAmIpXFxMTg888/F7au0dPTg7GxMfLz85GdnQ0A2Lp1K9LT0/H555/DxsZG4fkUBc/Hjh1DcHAwcnJyEB0djbp162LXrl0qB6qVUdX9BIp/qJT2w0waNP/2228ICgqCmZkZdu/eLfwQrG6V7auyqflSOjo6ePnypbC+rG3btkKCKnWobD/d3d1hbW2NzMxM4SLI/v37cfjwYSFo3r17Nxo2bIhhw4YhMzMTP/30EwoKCvDkyROkpqaqJdiqSD+la547d+6sdLsXKQMDA0RGRuLZs2coKCiAk5OT2oPJivTVyMgIAwYMQHx8PA4ePCjkHdi5cydatWolrAcF5BMvZWRk4NSpU8jOzoa9vX25Rng10U9FpH+j+vr6cHV1RUBAAABgz549aNWqlXCRSN2qop/SXBhBQUGIiIiQS1D4ermjR48iJycH1tbWGDx4MAD1jcSWp6+TJ0+GnZ0dunbtCrFYjI8//hgnT55ESkoKDAwMhC3GWrRoAaA4ENXT0xP6In1PAAjLhWqCpKQkWFhYyP0OKIt01lKrVq3g7e2N6dOno6CgAMHBwZgyZQq8vb3L/Kz19fWRmpqK6OhoAICDg4PaL5IowyBeezBwJiKVREdHY8yYMYiLi4ODgwN69uyJDz74AKampsjMzMSKFSsQGBiI7Oxs7N+/HzY2NiqNDr8ePOvr6+OPP/4AADx9+hSFhYWoW7cu9uzZo5agubr6KXvFW/oDISsrC7du3RKC5rp162L37t1q6SdQfX0tTWZmJk6dOoWXL1+ibt266Nu3r7DWtrp/NFRFP6VZ0VNTU7Fnzx5YWFjIBc179uyBlZWVkBF+woQJyM3NxcaNG7Fnzx5hRL4m9lMaHOrr66v8gzI9PR0HDhxATk4ObG1thbXr6go8KvOZ2tnZYeTIkSgqKsKRI0eQnZ0NiUQi5Ffo1asXDA0N5YJmPz8/XL16FQCEKdvqUJ1/o/r6+pg8eTLOnj2L+Ph4hIWFITk5Gebm5kpnHFS1yvZT+r2TjqxmZWVh9+7dmDx5Mho0aCCsy9fR0UFOTg78/f1x48YNAMV7Wzs7OwNQTwBTmb5aWlrinXfegbu7u7DeWzbglF3+IxKJkJKSgv379wMAWrZsqfEZBVLPnz9H37590b17d2zevBm6uroKd9MA/i83Q7du3bBmzRp8/fXXKCgowLNnz/Dxxx9j9erVaNmypTCTSfre5OTk4PLly0hJSYGJiQk6deoEQLumq1MNIiEiUiI6OlrSrVs3iVgslnzwwQeSf//9V5KamiqRSCSSwsJCiUQikaSnp0u8vLwkrq6uErFYLGnatKnk7t27KteRl5cnkUgkkvz8fMmoUaMkzZo1k4jFYsl7770nCQsLq/I+laY6+5mZmSnp27evRCwWS+bOnSvJz8+XXLp0STJ8+HCJWCyWtGvXTvLkyZPq7J4cdXymUjk5OZLz589L/ve//0nEYrFk4sSJkvj4+KrsTpmqop9FRUUSiUQi8fLykojFYsngwYMl77//vkQsFkvef/99yYsXLyQSiURSUFBQov7k5OTq7eD/p+7P89y5c5KBAwdKxGKxxNPTU5KUlFSV3VGoqvoaEREh+fXXXyVt2rSRiMViiVgslri6ukqWLl0qOXHihCQyMlISGBgo+fnnn4Xvbo8ePSSRkZFa1c+yFBYWSvLy8iQ//PCDxM3NTSIWiyVff/218H1Xl6rsZ0REhKR169YSsVgs6d69u+Tnn3+W+7wSEhIkBw8elHh4eAifZ1RUlFr6KZFU/Weq6LPKycmR+Pj4SHr27CkRi8WSn3/+WZKXl6f2z/d10dHRkq5duwp/c15eXsJz+fn5Kp/n8uXLwu8EsVgsadOmjeTHH3+UXL58WSjz6tUrydGjR4XPe8SIEZKXL19WaX/K69atWxIXFxfhduvicYkk6ZlKt1sXj8u/9tYtjfblbVRzFjkQUY0UHR2N0aNHIy4uDi4uLvD09MT7778vTPmSXvU2NTXF4sWL5a7clyd7pb6+PuLj47F161YkJSWhsLAQderUwZ49e+Dk5FQtfZNV3f0sKioSpsGmpaXBz88PGzduFEaa1TWiDqjnM5X8/0Q7aWlpuHDhAry9vfH48WNYW1tjyZIlwlq76lRV/ZSOSri5uQEAwsLCEBsbKzfSXNZUQ9k9n6uLOj/P9PR0XLx4EZs2bcLTp0/h4OCAOXPmqG16b1X0VTr66ODggHHjxuHHH38UPieJRII9e/Zg7ty5GD9+PMaNG4etW7fi8ePHsLW1xZYtW2Bvb68V/VRGunykS5cuKCgogEgkQlBQkDB9WB2qsp8SiQQODg6YNGkSjI2N8fLlS+zfvx/jx4/Hd999h2XLlmHixIlYu3YtHj16hPr162PLli2ws7PTur5KvT5iKvt3evnyZWzduhUxMTFo1qwZRo8erfG9upOSkvDVV18hPj5eWGd84sQJzJkzB0DpW1GWRiKRoHv37ti1axecnZ1hbGyMjIwM7NmzB1OmTMGYMWMwadIkjBo1CitWrBA+71WrVqlttojKmFVbqzBwJqIyPX/+HGPHjkVcXBxcXV0xd+5cdOjQoUQSIOl069q1a2PYsGHC/cjISJXrSkpKEhItRUZGCsGkOoJmdfTT0NAQpqam0NXV/X/t3XdUVFfXBvBn6EVRUBQi2CIiRo1iARVFjd0Usfvaa2JB7D0aNdaIimLUiA07KoqxJG+IfnZFir1jAUQBBZQ+DMz3B4v7zsA0cACB57eWa92ZOXPv3XMHZ/acc/ZBVFQU1qxZUyJJc3FdU5FIhMjISOzYsQNeXl64f/8+LC0tsX37dtSqVasoQpOjzThzv4y6ublhyJAhAHLWglWXNBeH4ryeUVFR2LNnj3A9q1atii1bthRb4qGtWGWHIFtYWKBbt244cuQI+vXrBwcHB2HN37dv3yIjIwN16tRBjx49sGvXrmL5Oy3O/3cBoEOHDhgwYACkUilev35dbPNgtR1nbkLYvXt39O7dGyYmJkhKSsLbt29x5MgRHDx4EM+ePUNycjIcHBywd+/eMvn/7suXL/HHH3/I/UAgu+pBSUlPT8eBAwfw4sULADmF3XL/by1o8pw757lZs2bw8vLCoEGDhHWegZwijlevXkVERAQkEgm+/vpr7N27V+k86JLFdZxLE85xJiKFMjIy0KNHD2HekYGBAVq3bg1dXV2FlUpzv4xWrlxZ+AKjabGgtLQ0HDp0CCdOnEBkZGSxJpPFFadUKoVUKkVWVhZevnyJzMzMYk+aiyvWhw8fIjQ0FL6+voiOjkZmZiaaNGmC3377rViSZm3HmXtfpUqVMHnyZFSoUAH9+/cv8aS5uK7n06dPcevWLezcuRNv375FWloaHBwcsH79+mL7IlqUsWZlZcHW1hYLFy5EamoqLl68iMTERKSnp8PY2BgdOnSAhYUFKlasWLRBonj/35VVo0YNoQBjtWrVPj0QNYoyznr16mHUqFGws7ODt7c3EhMThbV+GzduDBcXFwwcOBBWVlZFGOH/FNc1TUlJQXBwMNzd3ZGZmQmpVFrsf6eqPHjwABcuXMDHjx9hbGyMvXv3wt/fH9u2bQOQkzwDwG+//SYkz5rMea5bty6mTJmCUaNGCZ85oaGhqFChAurUqQMXFxe4urp+fj3NuQrSk8we5xLHHmciUsjQ0FD4QJNIJLhz5w48PDwA5AyrzvuLsEgkgkQiwfXr1yGRSGBubo727dtrdCxjY2MYGxsXe9IMFF+c6enpSE1NBZCzPIaZmVmxFgIDiidWsViMmJgYbNq0Ca9evYKNjQ369u2LDRs2FEvSDBRtnObm5pg6dSpsbGwgkUhKLGkGiud6pqWl4dmzZ1i7di1evHgBc3NzdO3aFZs2bSrWL+NFGWvuklRGRkawsLBA7969MXLkSPz0008YMWIEatWqVSxJM1C8/+/K+vHHHxEQECAMDy5qRR2nra0tBg8ejJMnT2LXrl3w9vaGj48P9u/fj4kTJxZb0gwU3zU1NDSEkZERrK2tYW1tjYEDB2Lz5s2fRdIMANu3b8fdu3eho6ODxYsXo1atWpg2bRpGjhwptClMzzMAGBkZwdLSEjNmzICnpyf+/PNP+Pv7Y+PGjRgwYMDnmzRTqcPEmYiUatu2Lfbs2SPcDgwMxMSJEwHk/1CTSqUIDg7GkydPIBKJ0LJlS1StWlXtMXKHao0aNQoeHh7FmjTnKo44K1SogKFDhwr7LK5h6HkVdawGBgZwcnKCu7s7evTogZ9//hlz5swp9mGCRRln7pc1Vb0hxaWor6exsTGcnZ0xevRotGvXDpMmTcIvv/wCGxuboglIheK4pp+D4vj/SFZub2xxJpNA0ceZnZ2NKlWqoFWrVujcuTNcXFxgYGBQIn+3xXFN9fT04OjoCC8vL2zYsAGzZs0q8eHZuSIjIxEZGQkAGDBgADp06CDEPHfuXIwaNUpo++effwoV7jWd8wz877sEAJiYmAjXWfb+zxeHaZcWTJyJSCUnJye5D/xz587JfeDnevz4MQ4fPowHDx7A2NgYAwcO1OjDXiQSCV/cJkyYUOxJc66ijlNHRwedO3fGzJkzERAQUCJJc66ijtXY2BgDBgzAunXr0KZNmxJbO7So4/xcFHWc5ubmGDp0KNavX4/evXvDwsJC+0FoiNdU+3GW5KiJooxT2XJaJfUjSXFc09y1uZs0aSIsy/Q5sLa2xuLFi9G/f3+0a9cOlStXlkuK58yZI5c8nzp1qsDJs+x11dHREW5/Tj+KKcTiYKUKE2ciUkvVBz4A3L17F9u3b8fZs2cBAL/++ivatm2r8f5L8oubrKKO09bWFqNGjSqxHwdkFXWsJV29NVdRx/m5KOo4TU1NheJ2JY3XNAfjLH3KU6yy9PT00KxZM7i7u+Obb76Ruz/3h/NPSZ5LR6+yMiwOVpowcSYijSj7wH/69Cn27duH06dPAwBWr16Nnj17AiidH2ZFHefnkHjk4jVlnKUxTqD8xMo4y1acQPmKNfe8pVIp9PT0hMJzsvHkVg4HCp48JyUlAfjfvPBSqZT2OAcGBmLKlCno2LEjGjdujNatW2PgwIHYvn27cF207caNG5g9eza++eYbNGnSBK1atYKbmxs2bdqE2NjYIjlmXiJpaf1rJKIScePGDYwYMUK4Xb16dcTExAAAVq5cCTc3NwA5H4yfQ49jYZWXOIHyEyvjLFtxAuUnVsZZtuIEynasYrEYUqkU+vr6SofM5yW7QsHq1auxa9cu4bFvv/0Wa9euBQChEnl8fDx8fHzw4cMHLF++XPtBFJHg4GBhWUMA2O+zES2aNtHsubfuYMjYKf977v79aNGihdbPUZXk5GTMnDkT58+fV9rGysoK69evh6Ojo1aOKZFIsHjxYhw9elRpm0qVKmHFihXo3LmzVo6pDBNnIiow2Q98AwMDiMVieHp6olevXkKl4dL2Qa9IeYkTKD+xMs6yFSdQfmJlnGUrTqBsxfrx40eEhITgv//9L168eIGUlBTY2dmhe/fu6Nq1q0b7UJU89+rVC56engCAmJgYHDt2DAEBAXj16hV69uyJdevWaT+oIlCaE2eJRILx48fjypUrAICqVauif//+qFevHj58+IBTp04hNDQUAGBmZoYDBw5opVL/vHnz4O/vDwCoWLEi+vXrh4YNGyItLQ3nzp3D//3f/wHImSLm4+MDZ2fnTz6mMhyqTUQFJjvUTCwWA8gZtgPIz1kq7cpLnED5iZVxlq04gfITK+MsW3ECZSfWmJgYLFiwAMuWLcPx48dx9+5dPH36FGfOnMGUKVOwdu1ahIeHq92PqmHbp0+fxpw5c5CSkoKAgAD4+/vj1atXMDc3x/jx44sstmJRSqY3+/n5CUlzvXr1EBAQgKlTp+Lbb7/FkCFDcPDgQYwePRpAzg8pixYt+uRjXrhwQUiaLS0tcfToUcydOxfff/89Bg4ciG3btmHhwoUAckYjLFiwQPhbKgpMnImoUPLO0zp79iwmTJgAoGBLSHzuykucQPmJlXGWrTiB8hMr4yxbcQKlP9bXr19j9OjR+OeffxAdHQ09PT2YmprC2NhYaOPj4wNfX1+8fv1a7f5UJc8BAQEYPHgwjh49iqioKFSqVAn79u1DgwYNtB9YsSkdxcGysrLw+++/C7fXrFmjsNr7zJkz4eDgAAAIDQ3FpUuXPum4GzduFLYXLVqkcF3yYcOGoWPHjgCAqKgoIdEuCkyciajQ8n7gnz9/XunalKVZeYkTKD+xMs6yFSdQfmJlnGUrTqD0xhoVFYX//Oc/CA8PR61atTBq1CgcOXIEx44dw8GDB+Hs7Cwk0IcPHxYKn6mTN3mW7VEODw9HREQEKlWqhAMHDnwWq1R8klJSHCwoKAhxcXEAgFatWuGrr75S2E5XVxfDhg0Tbmt6zRWJjIzEvXv3AAA2Njbo0qWL0rYjR47UyjHVYeJMRJ9E3dqUn+sHfkGVlziB8hMr4yxbcQLlJ1bGWbbiBEpfrK9fv8aQIUMQExMDe3t7TJs2DRMmTICDgwNq1KiBBg0awNvbG507dxbmaW/YsAG3bt3SaP+6urrIzMwEAEyZMgXNmjUTEmozMzPs37+/9CfNAEpLj7Nsz3H79u1VtnV1dRW2L168WOhjyj63Xbt2Kuf7t2jRAiYmJgBy5pGnpKQU+riqMHEmok+m7gO/tMzTUqe8xAmUn1gZZ9mKEyg/sTLOshUnUHpize1pjomJQf369eHu7o4OHTrAzMwMAKCjo4OsrCxUqFABixYtEgpEiUQiPH/+XOPj6OvrIzY2Fj4+PoiPjxeS5gMHDqBevXpFEluxE6EAPc4ld5pPnjwRths3bqyybdWqVWFtbQ0AeP/+PeLj44v8mHp6emjYsCEAIDs7W6M59YXBxJmItELRB/7w4cMBfF5rF3+q8hInUH5iZZxlK06g/MTKOMtWnMDnH2tkZCSGDh2KmJgYNGjQALNnz4azszOMjIzk2uX2DlesWBF9+vQRbr969UrjY8XHxwtDv1+9eiUMzy4zSTOAx0/DERx2W6N/j5/KJ4OPHz9GcHBwof5FR0cX6DxfvHghbNvY2KhtL9umID+WaOuYss/VJr0i2SsRlUu5H/i5y2sEBQXh7du3sLKyKuEz067yEidQfmJlnGUrTqD8xMo4y1acwOcba0ZGBnr06AGJRAI9PT0YGBigdevWwrBqfX19ufa5azhXrlxZGGZramqq0bHS0tJw6NAhnDhxApGRkWVnTnMeS1cWfhmtpUuXFvq5kydPhru7u8btk5KShG1zc3O17StXrqzwuQVREsdUhz3ORKRVTk5O2LFjBwDg1KlTJf5BX1TKS5xA+YmVcZY95SVWxln2fI6xGhoaYtu2bQBy1vS9c+cOPDw8AOQMq847D1skEkEikeD69euQSCQwNzdXOz82l7GxMYyNjct00lyapKamCtuGhoZq28u2Kex844IeU3bUQ1HNcWaPMxFpXdu2bREWFia3HEVZVF7iBMpPrIyz7CkvsTLOsudzjLVt27ZyveGBgYGYOHEifv/9d6GImZ5eTnohlUoRHByMJ0+eQCQSoWXLlgqXMMpLKpVCJBJh1KhRSE9PR9euXZk0l3OqCoMVJybORFQkPqcP+qJUXuIEyk+sjLPsKS+xMs6y53OMNe9Q8twiZrnJc67Hjx/j8OHDePDgAUxMTDBw4ECNEmeRSISsrCzo6uoKa1qXFfb29ti/f/8n7eP9+/d49+4dbG1thUrSBfXFF18UqL2JiQk+fPgAIGfIvux1ViQjI0PY1nR4vqJj5kpPT1fbXrZNYY+pDhNnIiIiIiLSmKrkGQDu3r2L3bt34+zZswCAX3/9FW3bttV4/59DIbSiULFiRbRo0aKkT6PAKlasKCTOCQkJahPTxMREuecW9pi5EhIS1LbXxjHV4RxnIiIiIiIqEGXLZz19+hT79u3D6dOnAQCrV69Gz549AeQMw6bSp06dOsJ2VFSU2vayberWrVvsx5R9rjYxcSYiIiIiogJTlDyPHTsWAQEBAICVK1fihx9+APC/uctU+tSvX1/Yvnv3rsq27969w5s3bwAAVapUgYWFRZEfUyKR4MGDBwByqrkX1ZJlTJyJiIiIiKhQ8ibPucNqPT094ebmBolEwqS5lGvXrp2wffHiRZVtL1y4IGy7uroW+piyFdgvXbqkcrRCcHCwUIW7RYsWhZ77rQ4TZyIiIiIiKjTZ5FksFgPIqbgNAHp6esjKyiqxc6NP16pVK1haWgLIWVf8/v37CttlZWVh7969wu3cIfqFYWtri8aNGwPIGYb9zz//KG27e/duYbtXr16FPqY6TJyJiIiIiOiT5O15Pnv2rFAVO3epKiqddHV1MXHiROH2nDlz8P79+3zt1q5di4cPHwIAHB0d5XqqZd24cQP29vawt7dHp06dlB7X3d1d2F66dClevXqVr82+fftw/vx5AICNjQ369OmjWVCFIJJylj4REREREWnBjRs3hGrbANCpUyeh2rbsOs9UukgkEowfPx5XrlwBAFhaWqJ///6oV68eEhMTcfr0aYSEhADIqWp98OBB2NnZKdzXjRs3MHz4cABAjRo1cO7cOaXHnTdvHvz9/YX99u/fHw0bNkRaWhrOnTsnJM36+vrw8fGBs7Oz1mLOi4kzERERERFpDZPnsik5ORkzZ84UklVFrKyssH79ejg6OiptU5DEWSKRYNGiRTh27JjSNpUqVcKKFSvQuXNnDaIoPCbORERERESkVaqS56ysrDK7VnN5EBgYiICAANy9exfv37+HqakpatasiS5dumDQoEFq11EuSOIs+5yjR48iNDQUcXFxMDQ0RI0aNdCpUycMGjQI1apV00psqjBxJiIiIiIircubPLdq1Qq+vr4leEZEhcfiYEREREREpHV5C4YFBQXh7du3JXhGRIXHxJmIiIiIiIqEk5MTduzYAQA4deoUrKysSviMiAqHQ7WJiIiIiKhIpaWlwdjYuKRPg6jQmDgTERERERERqcCh2kREREREREQqMHEmIiIiIiIiUoGJMxEREREREZEKTJyJiIiIiIiIVGDiTERERERERKQCE2ciIiIiIiIiFZg4ExEREREREanAxJmIiIiIiIhIBSbORERERERERCowcSYiIiIiIiJSgYkzERERERERkQpMnImIiIiIiIhUYOJMREREREREpAITZyIiIiIiIiIVmDgTERERERERqaBX0idARESfr2HDhiEoKEjp4yYmJqhUqRLq1auHFi1awM3NDdWrVy/GMyQiIiIqeiKpVCot6ZMgIqLPk7rEOS99fX389NNPmDRpEkQiURGeGREREVHxYY8zERFppHHjxmjSpIncfUlJSXj06BGePHkCAMjMzMSmTZuQlJSEefPmlcRpEhEREWkdE2ciItKIq6sr3N3dFT4WGhqK6dOn482bNwCA3bt349tvv0Xjxo2L8xSJiIiIigSLgxER0SdzdHTE77//Ljc828/PrwTPiIiIiEh7mDgTEZFWNGzYEC1bthRu37x5swTPhoiIiEh7OFSbiIi0pmHDhkIxsdjYWI2eEx4ejoCAAFy9ehXR0dH4+PEjKlSoAFtbW7i4uGDQoEEaVepOSUnByZMncf78eTx58gQJCQnIzs6Gubk5zM3NYWNjgzZt2sDFxQW1atXK93x/f39hXrabmxtWrVoFiUSCU6dO4eTJk3j27Bni4+Nhbm6ORo0awc3NDV27di3AqwNcunQJZ86cQWhoKOLi4iCRSFClShU0bNgQnTp1wvfffw99fX2V+5g7dy6OHz8OAFi5ciX69OmD1NRUHD9+HKdOncKrV6/w8eNHVKlSBc2bN8eQIUPQvHlztecmlUrx77//4uzZs7h37x7i4uIgFothZmYGc3NzVKtWDS1btoSLiwsaNWoEHR3Vv72/efMG/v7+uHLlCiIiIpCYmAgTExN88cUXaN26NQYMGIA6depo/uKpYW9vL2w/fvwYAHDv3j0cPnwYQUFBiI2NhZ6eHmxtbdGlSxcMHToUFStWVLlP2eJ4vr6+cHJyQmxsLPz9/REYGIg3b94gPj4epqamCA4Ozvf86OhoHDlyBFeuXEFUVBQ+fvwIMzMz2NjYwMXFBf3794e1tbXGMcbHx2Pfvn34999/ERUVhezsbFhZWaFt27YYPHgwvvzyS0RFReGbb74BANSoUQPnzp3Ltx9lbYKDg3H8+HGEhIQgLi4OycnJGD58OBYsWCA8Nzs7G6Ghobhy5Qpu376N58+fC39rlSpVQt26ddGmTRsMGDAAFhYWamNSdt0OHTqEmzdvIiYmBjo6OmjQoAEGDBiAH374IV/hwWvXruHAgQN4+PAhYmJiYGZmhqZNm2LUqFFo0aKFxq8vEZEqTJyJiEhrjIyMhG2xWKyyrVgsxvLly3HkyBFkZWXJPZaQkICEhATcuXMHO3fuxKxZszB06FCl+woLC4OHhwdiYmLyPRYTE4OYmBg8evQIgYGBAID79+9DT0/1R2BcXBw8PDwQEhIid39sbCzOnTuHc+fOoX379li/fj0qVKigcl/v37/HjBkzcO3atXyPRUdHIzo6GoGBgfjjjz+wdu3aAs0NDw8Ph7u7O8LDw+Xuf/v2LU6fPo3Tp09j0qRJmDJlitJ9vHv3DpMnT0ZYWJjCc3///j2ePXuGq1evwsvLC7t27UKbNm0U7is7OxubNm3Cjh07kJGRIffYhw8f8OHDBzx8+BC+vr4YO3Yspk6dWiQV2L29vbF582ZkZ2fL3X///n3cv38f+/fvx/r16+VGSagTGBiI+fPn48OHD2rbbt26Fb///nu+1yD39bx9+zZ8fHwwefJkjB8/Xu3+Ll++jJkzZyIhIUHu/ufPn+P58+c4dOgQFi5cCBcXF43jyZX7t3jo0CGV7TIzM/HNN98o/DsDcv5m4uLicOPGDWzbtg2//PILfvjhhwKdy9atW7Fx48Z8/yeEhIQgJCQE165dw6pVqyASiZCamorp06fj/Pnzcm3fvXuHwMBA/Pvvv5g7dy5GjhxZoHMgIlKEiTMREWmNbC+zqt6m1NRUjBkzBqGhocJ9NjY2aNSoESpVqoQPHz4gLCwMMTExSE9Px7Jly5CcnIyffvop377evHmDMWPGICUlBUDOkliNGjVCrVq1YGRkhLS0NLx+/RqPHj1CcnKyRnFkZmZi0qRJuH37NnR1deHo6IhatWohNTUVN2/eRFxcHADg4sWLGDduHPbs2QMDAwOF+3r37h0GDx6MiIgI4b6aNWuiSZMmMDAwQHh4OG7fvg0AePnyJYYPHw4fHx+NeoljY2MxcuRIxMbGwszMDM2bN4elpSUSEhJw/fp1JCUlAQA2b96MevXqoWfPnvn2kZWVhfHjx+P+/fvCffXr14ednR0qVqwIsViMuLg4PHr0SIhbmaysLEybNg1///23cJ+lpSW+/vprVKlSBSkpKbhz5w4iIiIgkUiwdetWxMfHY9myZWpjLQhfX19s2rQJgPxr/ezZM9y5cwdATpI3fvx47NmzJ1+1eEXCwsLg7e2NzMxMVK5cGS1btoS5uTnev3+Phw8fyrVdunQp9u/fL9w2MTGBk5MTLC0thcQyNTUVGRkZ8PT0xLt37zB//nylxw4JCcGkSZOQnp4OABCJRGjatCnq1q2LjIwMhIWF4fXr11i8eLFc77CmVq5cKSTN9evXR4MGDaCnp4eXL1/KjSzIzs4WkmYTExPY2dnB1tYWpqamkEgkiImJwa1bt5CcnIzU1FTMnj0b+vr6Ct93ihw4cADr168HAHz11Vewt7eHVCpFcHAwIiMjAQAnTpxAnTp1MH78eLi7u+Py5cvQ19dH8+bNYWtri+TkZFy7dg2JiYmQSqVYuXIlGjVqxJ5nIvpkTJyJiEgrJBKJXI9q06ZNlbZdsmSJkDTXrFkTS5YsydeDmZWVhcOHD2PlypUQi8XYuHEjnJyc0KxZM7l2O3fuFJLmFi1aYN26dQqHdkskEoSGhsLPz09tD+fff/+NzMxMNGzYEOvWrZMbUpydnY0dO3bA09MTUqkUoaGh2Lp1q9Ie3Xnz5glJs7GxMZYtW4bvvvtOrs3du3cxbdo0REZGIjU1FTNmzMDJkydhZmam8jw3b94MsViMsWPHYvLkyTA2NhYeS0xMhIeHB65fvw4AWLduHXr06JEv9vPnzwtJs6WlJTZv3oyvv/5a4fGePn2KgIAApT3s3t7eQtJcpUoVLFy4EN27d883rPuvv/7CwoULkZSUBD8/P7Ru3Vrj5EoTa9asgaGhIZYtW5avx/P27duYNm0aXr9+LSR3AQEBMDQ0VLnPTZs2ISsrCx4eHhg3bpzckHrZ0RVnzpyRS5p79+6Nn3/+We41S05OxpIlS3Dy5EkAwJ49e9C8eXN069Yt33HT09Mxd+5cIWmuXbs2vLy80KBBA7l2fn5+WLJkCX777Td1L4+ct2/f4sCBA7C2tsbatWvzJZiysYlEIvTp0we9e/eGo6OjwmkFYrEYvr6+WL9+PSQSCRYvXgxXV1eYmpqqPZcVK1agevXq2LBhAxwdHYX7s7KysHbtWuzcuRMAsGPHDkgkEly+fBmtWrXC6tWr8cUXXwjtk5KSMGnSJNy4cQMA4OXlhb179xbodSEiyovFwYiISCu2bt0qLEcFAAMGDFDYLjg4GCdOnAAAWFlZ4cCBAwqH/erq6uI///kPfvnlFwA5X543b96cr53sUOrcL96K6OnpoVWrVli7di10dXVVxpKZmQkrKyvs3Lkz3zxcHR0djBs3Dh4eHsJ9Pj4+SExMzLef69ev4+LFi8JtT0/PfEkzkLNG9u7du4U5t2/evIGvr6/KcwRykpQff/wRs2bNkkuaAaBy5crw9PSEiYkJACAyMlLobZUl+/p5eHgoTZoBwM7ODjNnzlTYQxsVFYVt27YBAExNTbF371707NlT4Vzo7t27Cz3CQE7CLZVK1USruczMTKxatUrhMOGvv/4aO3bsEF6vFy9e4OjRo2r3KZFI4OHhgYkTJ+ZLGHNHG2RnZ8PT01O4v1u3bli1alW+HxoqVKiANWvWCPOMAWDt2rX5hpUDwLFjx4QfXkxNTbFz5858STOQ8/c2f/58tVMk8srKyoKxsTF27dqlsFdWdiSFgYEBVq5cCScnJ6Vz8Q0MDDB27Fjh7+Pjx48ICAjQ6Fx0dXWxa9cuuaQ59/5Zs2bhyy+/FPa5adMm2NnZwcfHRy5pBoCKFSti9erVwnSMmzdvalxzgYhIGSbORERUaMnJybh58yamT58ulwiNGDFC6VzLXbt2CdvTp0+HpaWlymP06dMHdevWBZAzzzM+Pl7u8dzeZkD18PCCmjJlCszNzZU+PnbsWNSoUQMAkJGRoTA5OHz4sLDdsWNHuUQpLxsbG/z444/C7UOHDqlNJi0sLDBp0iSlj1etWhWurq7C7bt37+ZrIzt8XVW86vj6+grzUseOHSskOcq0bt1aeI+Eh4fjwYMHhT52Xi1btlTZg12nTh2MGDFCuH3kyBG1+6xevTrGjRunss3ly5cRFRUFIGfKwMKFC5WObhCJRFi8eLGQgEZERODKlSv52h07dkzYHjlypPCeU2Tw4MGFKrg2ZMgQrRZqA4C+ffsK24rm9isyaNAgpe8bHR0ddO/eXe6+6dOnKx0pYG1tLYxOkUqlclMRiIgKg4kzERFpxNvbG/b29nL/mjdvjqFDh+L06dMAcno5Z86cqXS+pkQiwdWrVwHk9AArGpqal0gkgpOTE4CcL8B5C1jJViWWHSL7KQwMDNCjRw+VbfT19eV6j3OHhcqSva9fv35qj9u3b1+hhzYuLg7Pnz9X2b5jx45qhxg3bNhQ2H79+nW+x2Vfv8OHD0Mikag9T0UuXLggbPfq1Uuj5zg7OwvbeYuwfQpNClK5ubkJ248ePVJb8Ktr165qC8rlDosHgPbt26NatWoq21evXl3uB6a876Hk5GS5+dPffvutyv3p6OiobaOIptdLVnZ2Nu7cuQM/Pz9s3LgRK1aswNKlS4V/sqND8s4BV0ZdlXo7Ozth28jICO3bt9e4fe4PGkREhcU5zkREpBW6urqYOXMm+vfvr7TN48ePkZqaCiAnOV2zZo1G+5btKX379q3cYz179hR6tNavX48rV67gu+++Q5s2bWBjY1PQMADkFEjKHeKsiuw87rzJQUxMDN6/fy/czjs3WxELCwvUrl1bSJgfPHigsue2fv36avdZuXJlYTu3WJisbt26YdOmTcjOzsbFixfRq1cv9OnTB+3bt4e9vb3aZaeAnCroL1++FG7v3r1bo0rZz549E7Zlh/l/KlXz63PVrl0blStXFopIPXz4UC6Rz6tRo0Zq9yn7Hsg73FgZR0dHoSp03l73R48eCcO3K1SoIIy8UKUgFdmBnB+ANHkf5ZJIJNi3bx927dqV729RmbyVwJWRTXQVqVSpkrBdu3ZttT9kyNYI0LQwIBGRMkyciYhII40bN5ab25qamoro6GiEhYVBLBYjKysLCxcuRFRUFKZNm6ZwH7LzDFNTUwvVQ5y3Z7Bfv364fPmyUJQqKChIWHu3WrVqaNGiBZydndGlSxeNh3LnnTOpjGxvbd4h5LK3jYyMUKVKFY32WaNGDSFxVpdwqFuHGIBccqGoN/nLL7/EnDlzsGrVKkilUrx8+RLr1q3DunXrUKFCBTRt2hROTk7o3Lmz0sQtb7XtAwcOqD2vvD5+/Fjg5yij6drI1tbWwtz0vNcvL02GscvuQ9P3kOyPO3mvt+y8eSsrK432p8ma57LMzMzUJqC5xGIxJkyYgMuXLxfoGLLTKVRR936WrU2gjfc+EVFBMHEmIiKNuLq6wt3dPd/9cXFxWLVqFU6dOgUgp0iYvb29wjmmino8Cyrv+q46Ojrw8vLCiRMnsGvXLjx+/Fh4LDY2FmfOnMGZM2ewdOlS9O7dG7NmzZLrhVVEdj1qVWQLcqWnpyMrK0v4ci+bLOQt3KWKbE+3uoRDW+sfjxw5Eo0aNcKWLVtw9epVoZczOTkZly9fxuXLl+Hp6QlnZ2fMnz8f9vb2cs8viuv6KTR9vWXbqXutNXlP5I6mAKDRiAV15yB7uzDvSU1oul8gZ7pGbtKso6ODnj17okuXLrCzs0P16tVhaGgoVzQs932iaeG3gryfi2LtbyIiVZg4ExHRJ7G0tMRvv/2GxMRE4Uv1kiVL0LZtW7mhlYB8MuHg4CBU1/5UIpEIbm5ucHNzQ0REBIKCghAcHCy3/qtEIsHRo0cRFBSEw4cPq+x9zl36R520tDRh28jISK5HTHb5Hdl26sgmX5os4aMtLVq0wI4dOxAfH4+bN28iODgYISEhePjwoZBIX79+HQMGDMDOnTvl1pmWva5mZma4efNmsZ23ImlpaUqXzMrbLpc2XmvZ10H2Ohb2HGT3V5j3pDaJxWK5JZ1Wr16N77//Xml7Do0morKGxcGIiOiT6ejoYPny5cIX/cTERGzdujVfO9nhypGRkQqX3/lUNWvWRL9+/bBq1SoEBgbi77//xujRo4VhmxEREfD29la5j+joaI2OJdsu71Be2cQ8PT1d7VBgTfZZHCwsLNCtWzcsWLAA/v7+uHLlChYuXCicS3p6OhYvXiz3HNnr+vHjR41jLSqazpeWbaeN11r2mmt6DrIF2/Keg+ztmJgYjfanabuCunPnjvBjQP369VUmzYDmf0NERKUFE2ciItIKKysrDB8+XLi9f//+fHNfHRwchHVhk5OT81XILgq1a9fGnDlzMGXKFOG+c+fOqXzOkydPNOoxvH37trAtW70ayJlrKptQahJrQkICXrx4oXSfJcHCwgLDhg3Dli1bhPuePn0q9OQDOXPJZef0FnQOrLbdunVLbZuXL18Kc4hFIpFWXmsHBwdhW9P3dmhoqLCd9xwaNGggDElOSkpSW2UdULzkmDbI1idQV8QLQImPOiAi0jYmzkREpDWjR48WhptmZGRgx44dco8bGRnJVS7es2dPsZ1bhw4dhO13796pbCsWi3H27FmVbTIzM/Hnn38Kt3OXzJIle9/x48fVnuOJEyeEXvhq1appVEW5uDRr1kxubnje11B2veg9e/ZoPK+1KChaUzsv2evRoEGDfNMKCkP2vX3hwgW5quqKxMXF4dKlSwqfD+RU0pZNpnPrCCiTnZ2ttk1hyc4pVjccPDs7G35+fkVyHkREJYWJMxERaU2lSpUwbNgw4fahQ4fyDdsdN26csP3333/D399f4/3n7cEG1FdDziU7dFaT6tpeXl4qq1r7+PgIw2wNDAwUDl0dOHCgsP3PP//g4sWLKs9Ptld34MCBxVIASdPX78OHD3LFqvK+hqNHjxbmeN+7d0/tcHhZiq7rp7h58ybOnDmj9PGXL1/K/Wijagm1gnBxcRGqZIvFYqxYsUJpW6lUil9//RWZmZkAcqYYtGnTJl+7Pn36CNu7d+9WuBZ3roMHD8qNWNAmW1tbYfvmzZsqC8L5+Pjg0aNHRXIeREQlhYkzERFp1ciRI4W5zmlpadi9e7fc461atYKbm5twe/78+Vi9erXSJFUsFiMwMBCTJk3ChAkT8j3esWNH/Pzzz7hx44bSysy3bt3C0qVLhduyvaOK6OvrIyYmBmPGjJFbnxjI6U3z8fGBl5eXcN+YMWMUzpF1dnZG+/bthdseHh4Ke7IfPHiAkSNHCkttWVtbyw17L0pTp07F+PHjcfbsWaXD06OjozF9+nQhyatduzZq1aol16ZmzZpy18fb2xtz585VutZvVlYWrl69itmzZ8u9H7RBX18fc+fOVdjzfOfOHYwePVroNa1duzb69eunlePq6OhgxowZwu1Tp05h4cKF+aplJycnY/78+fjrr7+E+2bOnKlwzey+ffsKyXhKSgpGjx6tMCn18/PDihUrhKkQ2tawYUNhqaukpCR4eHjkm08tFovh5eUFT09PjauKExGVFqyqTUREWmVubo4hQ4Zg+/btAIB9+/ZhzJgxckNhly5diri4OFy+fBlSqRQ7d+7E3r170bhxY9SsWROGhoZITk5GREQEnjx5goyMDADAV199le946enp8PPzg5+fH0xNTeHg4ABra2uYmJggISEBz58/x7Nnz4T2FhYWmDx5ssoYunXrhsjISNy+fRs9e/ZE8+bNUatWLaSmpuLmzZty8z2bNWuGiRMnKt3XypUrMXjwYERERCA1NRVTp07Fhg0b0KRJE+jr6+P58+e4deuWMLTZxMQEnp6eMDMz0+DV/nRSqRQXLlzAhQsXoK+vDzs7O9SuXRsVK1ZESkoKXr9+jdu3bwtDyHV1dbFgwQKF+5o8eTJev34tDIM+fvw4Tp48CQcHB9StWxcmJiZITk5GdHQ0Hj16JCTq6pYHK6jZs2dj+fLlmD17Nry9vdG0aVPo6+vj2bNncvPSjY2NsXr1ahgaGmrt2D179kRwcLCwRvmRI0dw5swZODk5oWrVqnj//j2uX78ul0yPGDEC3bp1U7g/Y2NjrFq1CqNHj4ZYLMbLly/Ru3dvNG3aFHXr1kVGRgbCwsKEnugFCxZg+fLlALS7ZJOOjg48PDwwf/58AMCVK1fQvXt3NGvWDF988QUSExMRFBQk/PizdOlSzJw5U2vHJyIqaUyciYhI60aPHo39+/cjNTUVKSkp8PX1lVsD2sDAAH/88Qe8vb2xa9cupKWlITMzE6GhoXLFkmTp6+ujadOm+e43MTERErCUlBQEBwcrPa8GDRpg3bp1Qs+ZMvr6+vD29saUKVMQFhaGoKAgBAUF5Wvn4uICLy8vlb18VatWxcGDBzFjxgxcv34dQM5Q4bw92QBQq1YtrF27Fk2aNFF5ftokuwRSZmYmHjx4gAcPHihsW6VKFSxdulSuF12WSCTCqlWr0KhRI2zcuBEfPnxAVlYW7t27h3v37il9jqOj46cHImP48OH48OEDNm/ejIiICERERORrY2lpCU9PT4XvqU+1aNEiVK1aFVu2bIFYLEZKSorCgnSGhoaYNGkSfvzxR5X7a9myJTZv3oxZs2YhMTERUqkUYWFhcgXI9PX1sXDhQjg7OwuJs7aXM+vbty8iIiKEivmpqam4cuVKvpjmzZuH7777jokzEZUpTJyJiEjrLCwsMGjQIOzcuRMA4Ovri1GjRsmtraurqwsPDw8MGzYMJ06cwNWrVxEeHo6EhARIJBKYmpqiRo0aqF+/PpycnODq6qpwbvKNGzcQHByMoKAg3L17F69evcL79++RkZEBIyMjWFlZ4auvvkK3bt3QqVMnhcNhFalWrRr27t2LkydP4s8//xTOrXLlymjUqBHc3NyU9hLmVbVqVezZsweXLl3CmTNnEBISgri4OEgkElSpUgUODg7o3Lkzvv/+e+jr62u0T23ZsmULHjx4gGvXruHOnTsIDw/H27dvkZaWBgMDA1hYWKB+/fpwdXXFd999p9H6yEOHDkXv3r0REBCAq1ev4tGjR4iPj4dYLIapqSmqV68OOzs7tGrVCq6urrC2ttZ6XO7u7mjfvj0OHTqEkJAQxMbGQk9PDzVr1kTnzp0xdOjQIu3VnzhxIn744QccOXIEly9fRlRUFJKSklCxYkXY2trCxcUF/fv3l6tGrkr79u1x9uxZ7N27F//++y+ioqIglUphZWWFNm3aYPDgwahXr55cj3pRxDdt2jS0a9cO+/fvR0hICOLj42FqagorKyu0a9cO/fr1Q+3atbV+XCKikiaSlmTZSyIios+Ev78/5s2bBwBwc3PDqlWrSviMqCDs7e2F7cePH5fgmZQsPz8//PzzzwByCszJzu0nIqLCY3EwIiIiojJCtvhc48aNS/BMiIjKFibORERERGVAYGAgrl69CiCnjkCXLl1K+IyIiMoOJs5EREREn7Ho6Gh4eHggNDQUimbYicVi7Nu3D9OmTRPu69evn9arlRMRlWcsDkZERET0GcvOzsZff/2Fv/76C5aWlmjYsCEsLS0hEokQGxuLW7duCctAAUDdunVZ0ZqISMuYOBMRERGVEnFxcbhw4YLSx52dnbF+/XqtL0VFRFTeMXEmIiIi+ozZ2NjgyJEjOHfuHG7duoWYmBgkJCQgKSkJpqamsLS0hKOjI3r06IE2bdqU9OkSEZVJXI6KiIiIiIiISAUWByMiIiIiIiJSgYkzERERERERkQpMnImIiIiIiIhUYOJMREREREREpAITZyIiIiIiIiIVmDgTERERERERqcDEmYiIiIiIiEgFJs5EREREREREKjBxJiIiIiIiIlKBiTMRERERERGRCkyciYiIiIiIiFRg4kxERERERESkAhNnIiIiIiIiIhWYOBMRERERERGpwMSZiIiIiIiISAUmzkREREREREQqMHEmIiIiIiIiUoGJMxEREREREZEK/w8s8dtFnuxbQAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 213, "width": 487 } }, "output_type": "display_data" } ], "source": [ "df_usage = plot_program_usage(\n", " cellcap=cellcap,\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "markdown", "id": "6360a0a8-14a9-49f5-8df0-9ad2641ff51e", "metadata": {}, "source": [ "Finally, with `lamda` as 1, CellCap identified 3 programs (1 shared and 2 unique programs)." ] }, { "cell_type": "markdown", "id": "9556552f-9b37-4e82-b9dc-9faff1f72eaf", "metadata": {}, "source": [ "## A structured outcome requires tuning penalty on automatic relevance determination \n", "In this section, we will twist another hyperparameter in CellCap, `ard_kl_weight`. We will start with a small `ard_kl_weight` and then increase it gradually to train CellCap again. We will show how this hyperparameter has impacts on structuring perturbation programs, through visualizing the learnable parameter `H`. In CellCap, `H` represents how relevant a perturbation program is to the perturbation.\n", "\n", "First, we set `ard_kl_weight` as 0.2." ] }, { "cell_type": "code", "execution_count": 22, "id": "8b6ed317-1417-4b01-aa12-0b0a39fe6c5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 775/1000: 78%|███████▊ | 775/1000 [05:05<01:17, 2.89it/s, loss=2.48e+03, v_num=1]Epoch 00775: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 899/1000: 90%|████████▉ | 899/1000 [05:55<00:35, 2.86it/s, loss=2.48e+03, v_num=1]Epoch 00899: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 938/1000: 94%|█████████▍| 938/1000 [06:08<00:24, 2.56it/s, loss=2.48e+03, v_num=1]Epoch 00938: reducing learning rate of group 0 to 2.1600e-04.\n", "Epoch 982/1000: 98%|█████████▊| 982/1000 [06:30<00:06, 2.90it/s, loss=2.48e+03, v_num=1]Epoch 00982: reducing learning rate of group 0 to 1.2960e-04.\n", "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:36<00:00, 2.87it/s, loss=2.47e+03, v_num=1]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:36<00:00, 2.52it/s, loss=2.47e+03, v_num=1]\n" ] } ], "source": [ "#ard_kl_weight = 0.2\n", "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=0.2, lamda=1.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 23, "id": "75051d38-f7ed-45c5-905a-218cddad8c21", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 185, "width": 472 } }, "output_type": "display_data" } ], "source": [ "h = cellcap.get_h()\n", "h = pd.DataFrame(h)\n", "h.index = drug_names\n", "h.columns = ['Q'+str(i) for i in range(10)]\n", "\n", "#plotting\n", "sns.set_theme(style='white', font_scale=1)\n", "im = plt.imshow(h.to_numpy(), cmap=\"Oranges\", vmin=0)\n", "plt.grid(False)\n", "plt.xticks(\n", " ticks=range(h.shape[1]),\n", " labels=[\"Q\"+ str(i+1) for i in range(h.shape[1])],\n", " # rotation=45\n", ")\n", "plt.yticks(\n", " ticks=range(2),\n", " labels=h.index,\n", " # rotation=45\n", ")\n", "plt.title(\"H\")\n", "plt.colorbar(im, fraction=0.025, pad=0.04)" ] }, { "cell_type": "markdown", "id": "7d83c7a2-b865-4675-b63b-86539dd4520b", "metadata": {}, "source": [ "With a small `ard_kl_weight`, CellCap takes advantage of allocatable dimension of `H`. As shown in the heatmap above, CellCap loosely identified Q4, Q5, Q7, and Q9 as shared program, while we believe these 4 programs should be merged as one. For perturbation-specific programs, CellCap also used Q2 and Q3 to represent the unique program and the only one for perturbation 2.\n", "\n", "In the second trial, we set `ard_kl_weight` as 0.5." ] }, { "cell_type": "code", "execution_count": 24, "id": "da09b6e9-e8cc-47cd-b088-0861c26dc3d8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 746/1000: 75%|███████▍ | 746/1000 [04:52<01:27, 2.92it/s, loss=2.45e+03, v_num=1]Epoch 00746: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 816/1000: 82%|████████▏ | 816/1000 [05:16<01:03, 2.91it/s, loss=2.44e+03, v_num=1]Epoch 00816: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 918/1000: 92%|█████████▏| 918/1000 [05:57<00:28, 2.89it/s, loss=2.43e+03, v_num=1]Epoch 00918: reducing learning rate of group 0 to 2.1600e-04.\n", "Epoch 981/1000: 98%|█████████▊| 981/1000 [06:19<00:06, 2.86it/s, loss=2.44e+03, v_num=1]Epoch 00981: reducing learning rate of group 0 to 1.2960e-04.\n", "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:25<00:00, 2.88it/s, loss=2.44e+03, v_num=1]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "`Trainer.fit` stopped: `max_epochs=1000` reached.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1000/1000: 100%|██████████| 1000/1000 [06:25<00:00, 2.59it/s, loss=2.44e+03, v_num=1]\n", "Monitored metric reconstruction_loss_validation did not improve in the last 50 records. Best score: 2190.651. Signaling Trainer to stop.\n" ] } ], "source": [ "#ard_kl_weight = 0.5\n", "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=0.5, lamda=1.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 25, "id": "3f96432b-1219-4307-8cc1-8a201f07d8f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 184, "width": 487 } }, "output_type": "display_data" } ], "source": [ "h = cellcap.get_h()\n", "h = pd.DataFrame(h)\n", "h.index = drug_names\n", "h.columns = ['Q'+str(i) for i in range(10)]\n", "\n", "#plotting\n", "sns.set_theme(style='white', font_scale=1)\n", "im = plt.imshow(h.to_numpy(), cmap=\"Oranges\", vmin=0)\n", "plt.grid(False)\n", "plt.xticks(\n", " ticks=range(h.shape[1]),\n", " labels=[\"Q\"+ str(i+1) for i in range(h.shape[1])],\n", " # rotation=45\n", ")\n", "plt.yticks(\n", " ticks=range(2),\n", " labels=h.index,\n", " # rotation=45\n", ")\n", "plt.title(\"H\")\n", "plt.colorbar(im, fraction=0.025, pad=0.04)" ] }, { "cell_type": "markdown", "id": "ddbbb7c6-8fef-4fbe-9764-9a0b595dd991", "metadata": {}, "source": [ "`ard_kl_weight` as 0.5 greatly improved the structure of table `H`. CellCap identified a single shared program Q8. However, there is a small struggle on learning the unique program for perturbation 2. Though Q1 is indicated as the strongest program specific to perturbation 2, Q10 is slightly revelant to perturbation 2.\n", "\n", "Finally, we increase `ard_kl_weight` to 1.0." ] }, { "cell_type": "code", "execution_count": 26, "id": "c3031ee4-66e6-48b3-92d1-fe7fec329d01", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 828/1000: 83%|████████▎ | 828/1000 [05:29<01:00, 2.86it/s, loss=2.37e+03, v_num=1]Epoch 00828: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 908/1000: 91%|█████████ | 908/1000 [05:57<00:33, 2.75it/s, loss=2.36e+03, v_num=1]Epoch 00908: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 927/1000: 93%|█████████▎| 927/1000 [06:04<00:28, 2.54it/s, loss=2.36e+03, v_num=1]\n", "Monitored metric reconstruction_loss_validation did not improve in the last 50 records. Best score: 2190.828. Signaling Trainer to stop.\n" ] } ], "source": [ "#ard_kl_weight = 1.0\n", "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=1.0, lamda=1.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 27, "id": "7982f6e2-c0e8-4375-83d0-2d4a37c1727d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 184, "width": 487 } }, "output_type": "display_data" } ], "source": [ "h = cellcap.get_h()\n", "h = pd.DataFrame(h)\n", "h.index = drug_names\n", "h.columns = ['Q'+str(i) for i in range(10)]\n", "\n", "#plotting\n", "sns.set_theme(style='white', font_scale=1)\n", "im = plt.imshow(h.to_numpy(), cmap=\"Oranges\", vmin=0)\n", "plt.grid(False)\n", "plt.xticks(\n", " ticks=range(h.shape[1]),\n", " labels=[\"Q\"+ str(i+1) for i in range(h.shape[1])],\n", " # rotation=45\n", ")\n", "plt.yticks(\n", " ticks=range(2),\n", " labels=h.index,\n", " # rotation=45\n", ")\n", "plt.title(\"H\")\n", "plt.colorbar(im, fraction=0.025, pad=0.04)" ] }, { "cell_type": "markdown", "id": "30c4bc00-504e-47a9-a638-dcabc7709fe2", "metadata": {}, "source": [ "The new table of `H` shows that CellCap dissected 3 perturbation programs in this simulation data. Q7 is specific to perturbation 1, Q9 is specific to perturbation 2, and Q5 as shared one for both perturbations." ] }, { "cell_type": "markdown", "id": "27a8fce4-d79e-41b4-a990-d7ce6ce73708", "metadata": {}, "source": [ "## The right solution for this simulation data \n", "Based on results in previous sections, we finally can set up a good set of hyperparameters to reach the right solution for this simulation data. The last section in this tutorial will show how CellCap correctly identify correspondence between cellular identity and perturbation response. As we described in the beginning of this tutorial, two unique programs are specific cell state A, and the shared program is specific to cell state B. We will other visualization approaches to demonstrate that CellCap recovers this information out from the simulation data." ] }, { "cell_type": "code", "execution_count": 28, "id": "163827b6-4695-4356-bc34-8894b09cabe3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mINFO \u001b[0m Generating sequential column names \n", "\u001b[34mINFO \u001b[0m Generating sequential column names \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", "/opt/conda/envs/scvi-env/lib/python3.9/site-packages/pytorch_lightning/trainer/configuration_validator.py:267: LightningDeprecationWarning: The `Callback.on_epoch_end` hook was deprecated in v1.6 and will be removed in v1.8. Please use `Callback.on__epoch_end` instead.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 813/1000: 81%|████████▏ | 813/1000 [05:23<01:05, 2.88it/s, loss=2.37e+03, v_num=1]Epoch 00813: reducing learning rate of group 0 to 6.0000e-04.\n", "Epoch 867/1000: 87%|████████▋ | 867/1000 [05:42<00:47, 2.82it/s, loss=2.36e+03, v_num=1]Epoch 00867: reducing learning rate of group 0 to 3.6000e-04.\n", "Epoch 924/1000: 92%|█████████▏| 924/1000 [06:05<00:51, 1.47it/s, loss=2.36e+03, v_num=1]Epoch 00924: reducing learning rate of group 0 to 2.1600e-04.\n", "Epoch 943/1000: 94%|█████████▍| 943/1000 [06:15<00:22, 2.51it/s, loss=2.36e+03, v_num=1]\n", "Monitored metric reconstruction_loss_validation did not improve in the last 50 records. Best score: 2191.020. Signaling Trainer to stop.\n" ] } ], "source": [ "#ard_kl_weight = 1.0, and lamda = 1.0\n", "CellCap.setup_anndata(adata, layer=\"counts\", target_key='X_target', covar_key='X_covar')\n", "\n", "cellcap = CellCap(adata, n_latent=10, n_layers=3, n_drug=2, n_covar=1, ard_kl_weight=1.0, lamda=1.0)\n", "\n", "cellcap.train(max_epochs=1000, batch_size=256)" ] }, { "cell_type": "code", "execution_count": 29, "id": "5866373c-b396-4d4f-9b77-c7a32d9978fd", "metadata": {}, "outputs": [], "source": [ "z = cellcap.get_latent_embedding(adata,batch_size=256)\n", "_, zH, _ = cellcap.get_pert_embedding(adata)\n", "\n", "scaler = MinMaxScaler((0,1))\n", "zH_scaled = scaler.fit_transform(zH)\n", "\n", "adata.obsm['X_basal']=z\n", "adata.obsm['X_h_scaled']=zH_scaled" ] }, { "cell_type": "code", "execution_count": 30, "id": "4c685c38-2a19-4d04-843f-64b0a3f731f5", "metadata": {}, "outputs": [], "source": [ "sc.pp.neighbors(adata, n_neighbors=10, use_rep='X_basal', random_state=0, metric='cosine')\n", "sc.tl.draw_graph(adata, layout='fr')" ] }, { "cell_type": "markdown", "id": "6a7ea426-d983-4594-b299-6e11d95b3827", "metadata": {}, "source": [ "We differentiated response amplitutes by utlizing the pseudotime, when we set up the simulation data. Cells with higher pseudotime values tend to have higher responses of two unique programs in both perturbation conditions, while cells with lower pseudotime have higher reponses of the shared program Thus, pseudotime will serve as groundtruth to evaluate learned programs by CellCap. We expect the response amplitudes learnd by CellCap would be correlated with pseudotime for both unique programs but anti-correlated for the shared program." ] }, { "cell_type": "code", "execution_count": 31, "id": "bf9d4e08-6858-41d2-91bc-4b6859393c4d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 367, "width": 376 } }, "output_type": "display_data" } ], "source": [ "sc.pl.draw_graph(adata, color=['Pseudotime'], ncols=1, cmap='coolwarm', vmin=0, vmax=1)" ] }, { "cell_type": "markdown", "id": "dc2cb5e9-2b31-4eb7-b083-45b9c97f9396", "metadata": {}, "source": [ "Now we visualize patterns of perturbation programs in both perturbation conditions." ] }, { "cell_type": "code", "execution_count": 32, "id": "ad067356-06e0-405c-b8d4-1d33e18dfd73", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 213, "width": 487 } }, "output_type": "display_data" } ], "source": [ "df_usage = plot_program_usage(\n", " cellcap=cellcap,\n", " adata=adata,\n", " perturbation_key='Condition',\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "id": "4d914406-7245-4773-a4de-0c7197cd53e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Perturbation1\n" ] }, { "data": { "image/png": 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1a1m7di233norF110ERdeeOGb1idBEARBmOhIrBYEQRCEic1kjNViVyIIgiBMWKZPn86xxx67zdr/8pe/XAjERxxxBFdddRV33XUXP/vZz5g7dy6u6/LTn/6U66+/fpv1QRAEQRC2ZyRWC4IgCMLEZrLEaik8KQiCIEwofvrTn7Lvvvuy33770draypo1azjssMOArbus6sknn+T0008H4J3vfCdXXnkltm0X9nd3d3PiiSeybt06GhoaeOKJJ6ivr98q1xYEQRCE7RmJ1YIgCIIwsZmMsVoyuQVBEIQJxZe//GXe+c530trauk2v83//938A2LbNJZdcUhaIAZqamvj6178OQG9vL3/961+3aX8EQRAEYXtBYrUgCIIgTGwmY6wWkVsQBEGYdAwNDfH4448DcMwxxzB9+nTP40466SRqa2sBuOeee960/gmCIAjCZEditSAIgiBMbCZarBaRWxAEQZh0PP/886RSKYDCki0vQqEQBxxwAACLFi0ik8m8Kf0TBEEQhMmOxGpBEARBmNhMtFgd2CatTjCSySSLFy8GoLW1lUBgUty2IAgC2WyWTZs2AbD33nsTCATYsGHDmM9vb28nk8ls0XNzxowZzJgxY7PP3xYsX7688Hn+/PlVj50/fz4PP/ww2WyW119/nV133XVbd29SIrFaEITJisRqbyRWTzwkVguCMFmRWO3NRIvVkyIqLV68mEMOOeSt7oYgCMJbylNPPcW0adOYNWvWuM5ra2ur8NUaDxdddBFf+tKXNvv8bcH69esLn6dNm1b12NIlV+vXr5eB8zZCYrUgCILE6lIkVk88JFYLgiBIrC5losVqsSsRBEEQJh2Dg4OFz/F4vOqx0Wi08HloaGib9UkQBEEQhCISqwVBEARhYjPRYvWkyOQurSSan3ERBEGYDLS3txcybkZWVf7kbJsanygwmIUrVjvbuntvGXnfMIBgMFj12HA4XPicTCa3WZ8mOxKrBUGYrEis9kZi9cRDYrUgCJMVidXeTLRYPSlE7lLPm2nTpjFz5sy3sDeCIAhvDSP9v2qDUB9UnscqpQufr7jiCtra2jb7uhPNNwzKA+xoRS9KA3ckEtlmfZrsSKwWBEGQWF2KxOqJh8RqQRAEidWlTLRYPSlEbkEQBKESC3/PqtLt+++//w43iKmpqSl8Hm2pVCKRKHwebQmWIAiCIGxNJFYbJFYLgiAIExWJ1YaJEKvFk1sQBEGYdJQur21vb696bGkxjdJiGYIgCIIgbDskVguCIAjCxGaixWrJ5BYEQZikKGV+/PbtyOyyyy6Fz8uXL696bH5/IBBg7ty527JbgiAIglCGxGqDxGpBEARhoiKx2jARYrVkcguCIExS1Cg/OzL77bcfoVAIgP/85z++x6XTaZ577jkA9t1338I5giAIgvBmILFaYrUgCIIwsZFYPXFitYjcgiAIk5T8jLPfz45MTU0NRx11FACPPvpo2dKpUu655x4GBgYAOOmkk960/gmCIAgCSKyWWC0IgiBMdCRWT5xYLSK3IAjCJMUa5Wd75sYbb2TGjBnMmDGDn/3sZ57HnH/++QBks1m+/vWv4zhO2f7u7m5+8IMfAFBfX8+ZZ565bTstCIIgCCOQWC2xWhAEQZjYSKyeOLFaPLkFQRCECcVTTz3F66+/Xvi9p6en8HnVqlXceOONZcefccYZm3Wdo446ive+973cdttt3HvvvXzoQx/ik5/8JG1tbbz66qv8+te/Zt26dQB87Wtfo6GhYbOuIwiCIAg7GhKrBUEQBGFiMxljtYjcgrAN0MkB9PL7YMNLZsPUfVC7HIcK11Y9z+lpZ+i+K0mveAa7oY3Y288jvNvhb0KPhUlJteVTb+Gyquuvv56//e1vnvuefvppnn766bJtmxuMAX72s58xMDDAAw88wBNPPMETTzxRtt+yLL74xS9yzjnnbPY1BEGYoLhZyAyDkwYUBCIQjI2+rtR1IJsw51s2BKJgySu1sI2QWC2xWhAmMTozDIMdkB4yMTfWDLFW1CixWmdTkOoHNwN2GMJ1KDv4JvVamHRIrJ4wsVreyAVhK6PTQ+jHfgXDXcWNKx9Cd7wER38RFYp7npdZs4TO752MO9BZ2Db88LXUffgSat/937j9m0j981dkXrgbgOC+JxE+8b+x6qZs0/sRdlyqFcLYwa3DCkSjUf7yl79wyy23cNNNN/Hyyy/T399PS0sLhx56KOeddx4HHXTQW91NQRC2Nm4WEj2ALm7LDBnBO9LgP1Jx0pDqK2knA9kkhGqNSO46Rjh3c8K5HR6bcC4IPkisllgtCJMVnR6EruUUYrWbgf51RvBu3Mn/vNQADG0sbsgkINmHrp2GCkZNu31rTDy3glDTBrUzRhXOBcEPidUTJ1YrrbUe/bDtm7Vr1zJr1iwA1qxZw8yZM9/iHgk7MnrpP9FL/+W5Ty04GbXrOz33dX7/ZFJLHq7cYQeYcumTJH7/EdyNK8t2WS1zqfnav7Fqmra438KOycjnH1D4/eu72TQEvcNub0bzg6VO4Tx5bgrbGonVwptKqt+I016E64xgPRKtIdkN2vU4SUG4AVK9lAnnYLK8ww0idAu+SKwWthckVgtvJrrrNSNoe9G8q2fymNYu9KyiIhYD2CGI1EPHi5WxPNqMmrLnFvdZ2HGRWL19sL17oAvChENvfLXKvlc8tzsDXd4CN4CTZfCmb1UI3ABu5yrSD125Wf2shptKku7dxCSYA5vUqFF+BEEQdliyqfHv01kfgRtAQ2YQz0G1mwWnyvU2F62r9EfYUZBYLQjCZERr11/gBjNZ7UVmGM9YDGY1Vs9K79iZ6EIn+yq3bynaNau8hB0aidUTBxG5BWFrU82X0/LxAXMyVZt01vsL55mX7htLr8ZEdrCPpT/5FI+f2sKTp03lqQ/vxoZ7rt5q7QsTC0tV/xEEQdhhqZZV7bdvtHlfN+u/z0mP2qUx4zpmcJ/ohEQXJLq3jYguTAgkVguCMHnZnFhdJVhr7S+Og4mnWwsnDQMboPcN6FsN/ev9V5AJ2z0SqycO4sktCFsZNWN/dNcK331e2A1TCe60P5nXn/c4SRFsmoYeWO/dZshjSbUH6VcfY/hfl5Fd9yp261xi7zyf8H4nlh2z+Gun0r/4scLvyfUrWPqjT6C1ZtrJHxvTdQRBEARhwhOI5LK9fPZ5YQUw+SE+2dNKVRlcj3GEk02ZopbazRW1jEFpoSytjYeoLskK0znRO1xvlmILgiAIwnaOUhY6Ug/JXu8DIo3e24Mx/0atACYe+8RqNYYcUK0hPQjpAXBdCISNBUpp/HWzMNBenjHupIzoXTddYrUgbEMkk1sQtjazD4MpCyq3t+0Bsw72PEX3rqX20BPArpx3ir/zU0SOPtv3csGD3j9qlxJP3ETPD08h9eydOBuWk158H70//wBD//xt4Zie5x8sE7hLWf2XS9CuLIne0ZBlVYIgTFqCMe+VV4Go/+DTzRrh2bO9uCky6Uegyr48mWFI95vCWtrJFbnsLbdPcZLlAvfI84UdDonVgiBMWmpnlE/0FrZPR3nEVZ2fCM4mjTg+chVVvAViLf7Xi08ZvU/DXTDcaWKzmzGC98gs7dSAj52Yhm1hiSK85UisnjhIJrcgbGWUZcMhn4ANi9HtiwGFmrY3TNsb5TE7rJfcgV70N8JAyxHHMrjiNTKDg9hTdyN23EeJH3s22smQWXQ32Zf+XXZuYM93EDryrKr90dkMg3/9H89AO/T37xM95hysWD0DLy/0bSPZ/jqZno2EmqeO6TsQtg8U/iv9JBgLgrBDoyyTBZZNmkGwUkak9hOj0wPey4xVwAjmgXDOdzNTaVtiR0bP2tIuZHy8RzOD5nylwKliieJWtz4Ttk8kVguCMFlRgRC6ZQEMd5sYaQUg2uRfcHLjknLLkfSgKSZdMw0i9ahgFN24k1n9NNLmq2EuKhit3qFsyrwPVF4dEj1QOy13XBVbkmo1QYTtFonVEwcRuQVhG6AsG6bvh5q+X9XjdM9q9KK/FX4P1jfQeMAh5pc93o21/wdNe3aQ+OeuI/P8XWQW3QVaE9z/FIL7nYLyyP4uJbPqedy+Du/rp4ZIv/IIkQPfQ7Ch1bcNKxTBjtdVvY6w/VFtZlmCsSAIOzxKQTBqfqqRTfkPWIORojCuLAg3mGzrfK2NwBgEbqju2a1dk72tAtWXUo9lmbWw3SGxWhCEyYyyAlAzhgzr/vXentqpfmiYUxCwVSCCnn4gDHaYrG8rADVTUeExjHUzCf992aSJ18ryX/UF1fcJ2y0SqycOInILwluIfv1x/52vPw45kRuMcB468FRCB546rmuoaoUwAZ1OkrztB0SfvQPLtnGdymXQrcedgR2p4m8mbJcopX0LYSg1WoU1QRCESYJTLSMraSxO8ihlfg+MIpxXMMoQyHUhO1i9wKSfl7iwXSOxWhAEYQwMeSd1ATC4EaJNhV+VFYC6GcCM8V1jlFCtnbSxI8kkctZiRvpUpSm+oZrxXVPYLpBYPXEQkVsQtgE6PQzJAahpMVndfqSr+GduJW/NwNz9sKfshLPx9Yp9Kt5A5u4fozetRAFzp0dYtW6IUvvt2j0OY/7nfr5V+iJMLGTGWRCESY12TQEpZfmvMYUqxSRH2Tce7CC+xbCUbby6/QplgckWD8hk9I6IxGpBECY1rgNo7zoaZcdVs/Oqsm88BOPGlsQDbYegfx3lsTr/Ofe0DteaH2GHQ2L1xEFEbkHYiujUIPqRy2DZQ2apcqwJDvggav/TPY9XbbujVzzs3Vjb7qNfL9FP5rFrcF66FwB773cRPOo8VKQYPJVlUXver+j9xQchU5KNZtlE9n47+sW7Cpvq4kH23Lme3oE0erd30Pjuz9F40DvLZ58FQRAEYXvGdYzPdd4iRFlm4OqXCW0H/f2ux2JFoh2T1VXw/o6Ya5XGVmWZ7C4vr09l+RebzIvbXoW5BEEQBGF7xUmbIo/5FUxW0GRj+1mMRRpgcIP/vlHQTtrYnWQSxlIkXA/huvJxsB00bSV7y09WVq7+lddktEaHa40dyljeGQRB2CJE5BaErYi+839h/eLihuFu9GOXo7NpdOtuqGg9Vtv84v7Zh8Ar90DPG+UN2UHUXu+tfq3kAInLPoBuf7WwzV27GGfRXUQ+fzMqUlwKFd7r7dR/8UYGb/kRbv9GQjsfSPyU/yZ13RcZOWy2bUVzQxi7QVFz8Anj/QqE7QiZcRYEYdKhtfHgLBWNtZsTl3XR97p0FVYgWvTaLEONbkviOpDqLZ6rATdnOxKuLxe6AxFzQCZp/msHjYCd9M4aM1gicO/gSKwWBGHS4WaNYF0ad90MDHWgY60mdlpBVGn8q58FQ5sqJ4UDEaidWvVyOpuEvtXF6zmYVdWZ4WIxyTzRRjQaUgMmpodrTHZ232r/CyhLBO4dHInVEwcRuQVhK6HXLS4XuHNkervI3PC13FIrsGbvS+SsX2K17WKKRr7jq+gX/w6rnoBMCqbugdrnfaiWnateL/PEdWUCdx63/RUyT15L6O2fLmzr+8vXGLz714Vl1Zn1y7Gn7lL+YjCCavuEHQOlqlSBlmgsCMKOiJPyz4pODxY/W0EzaFV2saBkZqiYUWaHIRgbvYBUdthDHMcM1p10sWil1kZoL/XczjqmH342JiAjp0mAxGpBECYd6cGK2Km1NiulS8RkHa4zRSMtGxWMoaftB72rYLjbxO54KzTMHbVGlRHHPWJ1qg8dbUTlVnpp14H+NeW2ok5iDAK2PKx3dCRWTxxE5BaErcXGpRWbsv29ZLo3lW1zV79A4ncfIva1R1HhGCocRx18Lhx87rgu5yz5d5V990FO5B5+4mYG7/pV+QGuQ/+N36HupPNh5dOebQQPGF+BS2H7Q2acBUGYdIzVl9PNQLLfLEtWKrd0uW7818tbonjuSxVF7mzCu6hkesAMnv3ascPj75OwXSGxWhCESUfWIx46mcpJ6lS/mSSunwmACtXAlL3GdSmtXTOJ7UdqoGhnNtRRWTdLuzCwDkK1JpZ7IcUmd3gkVk8crLe6A4KwwxBvrtiU7u3CdVy0W56Bpfs6yFz9EfTqZzb/etWyx0r2DT94je9hmZ6N2DsfWrE9sOBYgoedMaZuZDtW0nv9N+n89cfov+0XOANdYzpPeOuxVPUfQRCEHQ41hldfrc2PmzG+m46PH/fWxG9gDLlsco+Yb4fHvvzZzZrMuFS/8RvdWgUzhW2OxGpBECYdI8a5WrsjBG5d/En3o/vWoL2E8TExyoM0l4artQvJPu9jtGvisbJz7xBuMc5Gm8a+QjqbhOFOk1meHpRYvR0hsXriIJncgrC1mHcERBsg0QvAUMdG+tduxHXM0qdQNES0Po5lmwG22/4q+ravwtu/iNrr3eO+XGCfk0ivXOi7L4/T2+HbhjPQTfQ9nyad7CLbtQ6lFPa8gwif81tUYPSB8/B/bqXzl+dC1mSYDQP9t/2cKd+6h9Cc8c2iC28+MuMsCMKkww5Xz9gaOaB0M8YTO1xfzLoe7/X8BOzS9ryWSZf2KRA24nTetsQKmmKZYyEzXH7PTsrYqIQbRrdbEd5yJFYLgjDpCNWWW4iNJvamByAzhK6fg/IrTOmDUgodqim/3si+QJXCkiV9tIO57HIXUBBthEjj2Doy3GXOzZMeBLvf+ImPZYJeeEuRWD1xkP9bBGEroQJh1CnfgWgDwxs30fvasoLADZBOpBns6jd+YoAKmhld/cQf0ZnkuK8XOOxMrLkHVWy35h5E4NAPFX4P7XygbxvB+hbcO79DQGWItEwh3NxKoO8NnBsuQI+Sueamhun6v/MLAndhe/8mun//uXHejSAIgiC8CVg2hHxsR6oNov0Gv6MRjPlnYVslk8lWlSwv7eaWR5f0z83kimWOgut4i/qjLc8WBEEQhLeKQBiiTcXfy0yNfWK1dmFo4+ZdLz7FO1ZHm1D5CWllV4/V6cER3t4aEt3Qt2b062eS5QJ3HidlVpQJgjBmROQWJhU6OYBe/gh65ePo9PDoJ4y1Xe2iNy5Fdy+HQz/MQJf3wNHJOGSSGVAWgZp6szE1CO0vjfuaKhgh8unrCJ1+CfZux2Lvdiyh0y8h8unrUMFI4biaU76ACscqz483ELF8Bsidr6NffaDq9ZPP/RM97L1kK/3aQrIdr4/9ZoS3BlUskjHyR6acBUF4y3Ads2Q3m9q6S3W1Nu066fF7WWtn7H7epSjL+HoH42ZwbIdMVliotnzQHqyM07kGjKDthZsZ3UrFy+e7dJ8shZ74SKwWBGECorMpdKIHnRooJHFtlXZdBz3YgR7aiHY12nVRVtBbhB5JZmiz+qLsEDTuBNFmE49DtVA3ExWfUjxGKYi1eDdgh7xFaoBE16jJY1Un0tMyIb1dILF6wiB2JcKkQS/6O/qZ64rFm4JROOJTqAXv3LJ2XQe96K+wyRSedLMZsp3rfI93sg7haTNRdkmgtgLo1BC0LzH9mr4nagzLklQwQvDwDxM8/MPl1+hpZ/Du35B64V5UIEz0mLPIrHyezIpnAQjtfjT15/wQdf0n/O9r/RLY812++91k9aw2NykBeaIjy6oEQZhQaG2yi8vsPZQp+DhW72nftl1I9W2eUF3aF+2aNpSqntFVdpplBs0jhWw3mys4mTHt2ZHcO0ouC8wOgR2FtI8HaL6Nal6fImJv90isFgRhIqG1C31rTUzNYwXRDeO3CqloO5uCjUsqJmh1qMasHnZSJl4GwmayWnk/BbWTMfHUChQzsUdBWQGIt1a2lexD96w0ftyBCMSazbPXzVB4RwnGTYFKPzLDYNdXuXo1G5QqdmbChEFi9cRBRG5hUqDfeAq98OryjZkE+pHfQPNcVOsum9/42mcKAjeAsgOoYAidSXseHmqegh0pGejGm9FrX4R/fCXntwnUT4MTv4GauW/VS2eTw6y56xo6nrgbZQeY/vb/YupBx9L93XfidK0t3uqqRYR2PZy2y5ahgmHsOjMLnYk1wHCvd+PxJu/tOSJ7vc0s+3adin128wyCM3dncMNq1j52NyiL2ce8m1jr9KptCm8u1QphSIEMQRDedLJJD/9qbQbSkaYt84/ODG+ZwG0FTN9K+6dsM7i1Rnmd1m4ugzwvZofNvSR7KQxsNUDW7AvFMSlB1uiD29EmxO2Q8d/2uyelzPdS6FtIvD8nGBKrBUGYUAxuKBe4wQi+vavQLbuNKVHLl95VlSuQtC4v+KiB9DAEnFy8LCFUC4PtZYKzDkahdroRsavhZs15TsrE91ANOj2IXv9MMRZnhkxmduM8VNMuYNkoZaEzVYpHw+iT4oGIfzZ3buJAZ3LvIMqGcO2Wfc/CVkdi9cRBRG5hUqCX3OWzw0W/fA/q2M0XuXX7CxXbIq2tJNZ7ZHMrRaRhhBdoOgGP/6F8W187+pavwEevR9V4L4vKDg3w+AXH07f02cK2jsfvpGnWXHZS682SqhKSrz5BzzVfIbzgSGJH/BeBxqlY+70P94mrRzYNdghr71O8bzhHoHU2tSd9hoG7fluxr/7M7/D8Fd/lxasvRTtGBP/Pj7/AAZ/5Dvuc9/+qtiu8eciMsyAIEwq/Ao0AThKsMRZa9Gy7im1HHqX8M5/dbFEkz8dX7RQFeJ9sMtzcMaVitZPOHe9xLScFaUx2th02grMd9rEdUaNnuNs5ixTHY+I9EMsN6EfUBQnVmgG3MCGQWC0IwkRBaxcSPd473Swk+yHasHltu05l21r7T/ZmUyZWFSbAFWRSwIgErEwC+tdBwxz/iztpI96XXiszhO553fv6PSvRgRgqXIuONqCCUXQwlqufMYJAFBXysyTLEaoxdicVsVqhw3XG17u0jsZQB7p2BmqkyC+8ZUisnjjI9I8wORioUoRioGPL2i4pvDi8bDGdt1xFqqNSZFaWon7WNKz6qRCKmYAcDEHCZxlyehhe8hHngZV/+3WZwJ2ne80quoeKwVhrTTbtkE07DD3+d7qvvIi1589n4N9XYR3zKdT8o8obCEaw3/cDVG0rbjZL/5rlpHq7PPvQcN5PaPzkbwjO2RsVbyC8x1G0fu0WuqjjhT/+oCBwA2gny7O//Trrn7rf956ENxc/37CCf5ggCMKbia5cGVTA3dLlumO07cg//Kp5f5YK4dqt7nudGfYYIFcZtENO6B40BauclBn8VmSgKQjXF4V51/FvM5RbSq1sc54VgnCD+b5HCtxgClpuka2LsDWRWC0IwoShWqwBcL1XMo8J7TLmWJ1H2WYy2Arkijn7vEdkk9WzrRPdFfelnbS3aJ2nfw30vQEbl5haXw1zK+t92CFonJtr0DWrpry+P6WgdpqJ61bunoJxqJtusthHForWLgysMxMDwoRAYvXEQTK5hclB0xzo9als3DR3y9pu3hkGOxh+9QX6FxoBVymFss240woEiTY3EKmvxbJtiNZDuhsCuWVLVYKT7lnjO/O3/qFbfM/rGXZprrFzzWtcd8QLQzZD1+8/R3j3wwl96Ne4615Cr34WFalD7X48KlLL0psvZ/HVl5DYtB5l28w65lQO+cpviLZMLTSjlKL2XZ+k9l2fLGv+tf9+j2/flt7yR6Yf8g7f/YIgCMIkxQr4i6tbYlUCJqPZK5vZi/yIZKxj7WqDzLFe0xNtMruizUaUdjM5P3CrOJBODxkrlHxn7bARxUtHVEp5e4Knq/iHZpOmHUEQBEHIYwWqx+otWAWk7KB/NnSV/qhcXQqt3epx20kXrD/KyBe7ruzR2PrgZqF3JbTuCa27m9Vb2ZTxDQ/Xo9Aw3JWzI9Gm3XAtRBpHxGoLYk1A0TJUa11pDVPY6ebeERrH1k9BmCRIJrcwKVD7nObtMRkIo/Y8ecvannsEOhBj8MX/VO5TCu1kCUYjRuAGVGjEDG+VgbtqnOm7Tzv+WVal8d1xfGbbXZfBB/5sujBjL+zDP4K1//tQkVqW3XYVT/348yQ2rc9dy2H1g7dw3xdOwnWqzxjrTIqh9td99yc626ueL7x5qFF+BEEQ3lQCfgWr1JbbZ4wUeEdjPIWeqgrw2uNnnGRTRb/sYMx8F0oZISCbKG/TSZlB72hoXT1zXgpdTRgkVguCMFFQSkHM20rTTLLWbtkF6mePvGCVzlgj4u8oT8RR7L20dtGug3azaDdr2vZ9L6H8vcTJQGrAJLpFGlA1bea/SuUE7gGKsTo3gZ3ort7ffLuuU91KTZgQSKyeOIjILUwKVNsC1PFfhZopxY0NM1EnfgtVP2PL2o7U4+78LtzEkO8x2YSZHbb2fz9W0wjhOuhT8TkUg73eXbZJZ1Pol+7Cvft7TJnqX6G5aXrJPVUZTzu9lTYuWmuW/OlHnsf3Ll/Muse8LVS01iTu/jl9F+9BXd8K32s2LzjAv0PCm4osqxIEYUIRiECwhrLhgBWASMOWF0O0grm2x0AwxpiHJKVZ1Xm0awToVP/Y26mGl+CstU/mGcWMb8+2dM4KpbP6NUcr0CW8aUisFgRhQhFrgfiU8rgcqoHGnSrsOseLijYaoTsfg5SVE5o92m2ajyqxFlNK+b8rBCKoEVnc2s2ihzahB9rReTG5dOCsXahp846H4TrUyAluN1N5nJOptBrJkx7wXQmmXQfdvw56VlCYINdupdgt9TMmDBKrJw7yBitMGtS8I2Cnw6BrFVgWakttSkqwW+aa2V6fQGXPO4TAKRdi7XwE+rUH0KufLu4MhkzQSpcMVuumoU76elnRSZ3oR//tAthkBOR5jRna42GGh8q9QBua69nt85eS6ekhuehfOEuf8RSzAcK7HFyxLTPUz8Baf5G6e+lzzDr21IrtqX/9muQt3wNg59Yga7szOCPicDBey+5nfM637bEw1LGGN+7/O046yYwjTqJp1323qL3JjMJ/plNisSAIbwnBqBm06SzGP3orvqraQfAYgxawcpnSdtCMKf0GpnmUDeG68tGL60Cqd2yZ0MFawMllamXxnZW2Pb4DPWIwPhI36/3dZQb9xfE8ytrygbObLVq12OEtt5uZxEisFgRhIqGUgpo2dKzFrB6yAqjRiiCPh3BdpZ1WKAqZpIkt0SaonWaKLg5tytmA5DuXizWlMTgQNd7WJejMMPS+URmrrUBZvFKBMHrW4dC/3tiGZIYhGPO+36BHEcjRLMvcjHd87F/r8w6SszuBoj3ZluCkc+8EOVszidWbjcTqiYOI3MKkQm96ncxjf8JtfwUVb8aK1cHgRlSsAeuA92PvesxmtWvVNBE58N0kn76tYp+KNxI7/09YYbNUWu90BCx7CNY+VzwoFIHZB8Fe70FFanEb54AdLHsg6ievKgjcAOFwkCPfthevL2+no6Mfy7KYNqeN2fOmwqJbCO36diIf+RGhf15G1+2XV/QrMGUONW/7cNm2vjXLefGan5DWFrgulgJ7xOxjtGU6I9HZDMl7Lyv8Xhe1OXx+lMVrU/QlzMtD616HcMiXfk7dzJ2rfZVVeeWvv+LZX19cKGi56P++wbyTz+GIb16JsmRhynipNrMsM86CILxl6KwZzGon9zBSZiCaz+jK+W+OGysAKpAT0EegbIiUrJAKRM3gfWRGtB3O2YXkl0mPeFimB8du9eEkcxYkNUZ89soCKxTTKsHNju5Z6pXNpt3RBW4rmPP03oKYmh4hpGeGzfcZ8hAAhFGRWC0IwoQkb4/lOqYAYrIvVyw5DnWzUOHNFGBDNSYml1pqKcuscg7GUfWzCpt1uM7UptCusQpRClQAHaqFYMTEfDtYGdP613vH6nzdi5KHq0oPo+qmo+2doHeVd/yNNKCC5ZPDOj0Ew53mfUaZSfuK7G+PItc6k6g+ya61mQioadv8zHmtjV1KtqQYZ6rPrJyTehybhcTqiYOI3MKkIbvscZJ/ONcEmhLsaAwrFMZ95T70UR8n8M4LR21r8MVHGHj6HlQwRMMxHyQyd0/qP/pzshuWk12zpHCcitbS9N9/wQrHTOGIF/8BL98NyQHzAhBtgOadUPOOhJ2OIL38Gfr+8CVSrzwGyiJywEnUf/h7ZF99lMTff4zOpgnW1BBrbcUOhwmHgyzYczYL9gtBKEqmeyPZtctxWA6vPo6+9bsooK61jqHeIZyMeVkIz9md1q/dhhUt+qb1rHyZOz9+LKn+nsI2R5sYGMjF+mC8lrknnFHxfbh97eiBTWXbWmoCvH1BgETaJfLur9D0gW+M5c/kS+fLT/PML75UsX3l3X+hZa9D2O30z2xR+5ORah5hEosFQXhLyCarF0R0UkYU9ioeVYrW4KZNlrRSYEeMKB2uNQO50sGtssyAMX9eZsgM/HQuY0pZRmwORIwo7aZzYnZOALfDJoMrmzT7xoqbyQnbPoNZFYBwffnoyEmP7rmtLCNWV1xvFO/OUE11/9GxkE15C+nZhBEatma23yRBYrUgCBMNneguekqnBo2YmyfZC/3r0VP3RcV9/Lvz7eicP3U2mbMnq0dZAXTdDJPNXBqr7RDUTDXnuQ70rzPCOhqUhQ7GUOE6CNegAhF0qh+GN+birEKHa42IO9xp3iV8O+WWi8/ZYXQ2YcR018E8eUtWUoXroWFOeRPJPhhYX3qj4KTRulgoEzvsPWlfrW8A9bNNFvuWkB4sF7jzJHv9+yVURWL1xEFEbmGrotODkBowQSraVDlb+RaSuvnrFQI3gJMYRgVDKKVwHr8Ka7djoXMpdC6DUA1qpyNh9iGFIpKrf3AmfY/9vXD+xmu/x5Qz/4epH/0+rT98kuRz95BZtQi7cRrRw0/HipnMML3oZnjhZnNSfsCa7AXtoHY+mvTqJWz63snoVG52WLskn72L1Iv3EbCyhZlaJ5Ui1dtLw/z5BCK5GWMNzvAg2c4NhX7pEs+uUDREKBpiaCiNRhMPDGJFYug1z5kgNnUPnrv8O2UCdx7XNE+4roljLvkroZpKL3Ar3mRmyz2+32jIIj53D78/y5hZcfs1vvuW3361iNyCIAhjxUnnspVsM2icKCkmeb/o0cgMmveMbMIMOK2cvUbeG1u7RsguFXUzw0URN9KUy9J2jPBth4vfQXqgOMAsfC9u7hphb5HZSY0+KN0s3KJYj8rZrYwhg3ukhUrpvqrnboVhQbVM8WxSRG5BEIQxoF2H1Av34mxYgT11PuF9T5gwq1a1kykK3Nr1KaCoofNVdHD/XIZ32jz/o40Fb2ztZKBvdbmlx9AmdN1MVLgG3bhzLiZnTPwN1RYzl3tWlWc7axfSg+hQicA9VJqApc17Qaq/etFlT5R5n9BucXWZmx8hq1yczqLTw7nVWVEY6vBuys2i8/Yu8VbvY0azaQv41PMaD9UyxTNDYDds+TUE4S1CRG5hq6C1a0ThZIlIqlahm+ebAhJvMU77UnTHMt/9OpNBhUKgNc5d38ZuMgUqdXIYd/E94LjQNIeefrtM4M7Tcf0lEIoQmrELtfsdR/SgyoKRvHx3+Tat6VnbTv+ziwmsGSDU/UZR4C7rWwo3YGEHigNW7TgMbdhA/dy5ZoMdwOneVHFunv7BNG+s6SeRNAP+UKifnb93HG2z28wBNa2sfvRO3/OnHHw87/z5PwhEYp77VaSG0CGnk3782op9mWgznQMOoeceonm/Y1CWhbNxBZnH/oLbvQZ72m4EjzwHq2EazupFOC8/AIEggX1OwZoyr9BOssfbVxwg2e2/T/DHAiwfbWtivEYLgrBV8RJ/lQWhuomRteOmqeozXUqqt/jZITdIznt4K++s5fRgbkxqmYFoYMSTznX8xepsErDGl6m9pWgXkiXiQWH59ogssjx2JLfM2+/BHjAZ3l62KMo213MyxX8Lbsbct9bFTHZlme+6kCE/wm+7mlXLWG1chDIkVgvC5CK78XV6fvx+nA3Fsas9bRcav3ILgSlz37qO5SkVSLNJ/2d7NgndK4qibGYYhjvReesRjYdntYaBdWg9Nbf6qg41YoJWp4cqRVqdK8442I5WymRde1Liae1H6fWUZRLdSt8pXKe4kktrkxk+XDIOD8ZMTPWblAjVQqzZP1YH42gVyK1q06ZoZr5PwTjKSZvvPD9pnEnk3m+0SToL1aBR5vvOZ8iHasqTD33qiJl7kli9OUisnjiIyC1sHfrWlgvcYAZiXcvQ0/YvLsshv7xorZnhdB1TPKJ+dkXF463KeGZsHTP404kBdMcbFAaS7UvoeWpJxeGuNtnO66/5JgAqGGbqmV9j2jnfLB400FGWfZVNZ1hy36MMbMoNXl/6CShorbGpiVRmv7uuZuTWdH8uk6xpDszaDz1wOwz0VpybTGV5bUUPrlscEKfTDq88/TKReIT65noY3ISNg9+3FBnc6CtwA7g9a7GHN2AFQ7gZ87Kiteb13gDrl65FP3smALFpc9nnw58l8uBPIWuOywKpBy4nsMvh6NceKbSZuecnBN/5RUInXgRAy56HsPrBWzyv37LXIb59E/yRZVWCMMlID1aKv9qFdL/Jbi4dcGnXDJwKxQNz2Ulb4tU8GmPUt6s24CXglpLJZ4orYxtWas8xmp1HdpQs6mqoXDErZxxC/kgK7zI+5xeyzHxwMz4DW2XaztvE5DP8S+/XSZn3GMsekSE/VG5zYgch6/M24WWhIoyKxGpBmFz0/uYjZQI3gNO+jL7LPkrzdx4s257tXEvfbT8n8dy/UKEI8SM/QN27L8CKvEk1EMYazpxMMYZpx6z8hpwYPGKUq10Y3JDzxrbRNW3l9hyZETYbWmNG47nP/Wsxq59CxfoZ+XeXvBiuLG8xN1RjRPn0UEHgznXU/KdU4C5tr5TMcC6BwG/SWVeP1UMboXdlcWWUstGxFlReGM9nztth069Si7fMkLFK0SPeh4a70DVTUaHceN4O+U/qy4qrzUJi9cRBJhWELUZrbR7GnjvdMo8urTV0vAg9K4peUAPrYP0zpsrxNsKaugDVPMd3vwoU53usWpN5rrs3MDJoOZnyAbDWhZBa3JZJ0f7nb9P90I3FjdEG4xXmZHFTSVY9t7gocBdOhE0DDlmn8m3B98F42EdRZ1+JdfxXsPc71fOQjk3DZQJ36fXWvram8OvcOf6eafUdL5J+o1LgBzNpkbnmk7BuMeHGRsKNTQRratkwbLOuvRftFL+z4fZVPPPLr5JJjVjOnOgnu/jeEQ1rMvf+Amf5kwDMf+/HibZWFr20giH2PPcrvn0X/LFU9R9BEHYgtOs/oNFueTaVds3y4mzCDEa1Yz4ne7dtho8d5M0bCuSsUZySQeC2EvCDceMDGq7btoNHN+3/98n/TSveWqAis01nfQR97Z8hnxfPA1G8/4bKZIIL40ZitSBMHjKrXiD7+nPe+1Y8TWb1S4Xfs51raf/q0QzcdRnZ9uVk3niJ3uu/Rce3T0JntoWFVo5gSeJTMIJv3M6vmtLaP+FMOzmh2AftwEC7sTbJY4/M0/SJa06quCKp8I6Tu5aVF9dVsa+101ENc1A1U1HBWHlRx3zsLr0PL4G7sM/1nzhPD/nes04PotctLLf+0k4uOTBbntWeTXjXMHHSHhP+GoY6zOp7KNYhGYmyy/++wpiRWD1xEJFb2Ar4DHrylA6chzdVZnyDeRD3rhrfVbUm9dQ/6P/VGfRdehLDt3wft89bbFeWRfh93/b0uLIi0YLHmRWNoYIhdDbj6S8da6gt+73aUH/jjT8m27HS9DWbIbl+HUPPPcLQosfYuOx13/MGU5WtWnblkzEQCaNnH1So5Bw44hyIF61h8oE5b1Hiea3+4lKu/faejUcSOTNiUB+Coafu8GzDXfowurN4P1YwSCAWY+0G72Vi2axLR49Hpp3WaLfy3rNP3wRAuL6JEy5/gBlHnVL4ezXveTDH/fJOWvY42PceBX+sUX4EQdiBGE2cLt2fTXoPSPPZ3eO6ri4K5Mlek+Hk1xdlGUH4zSQzVBRolcU2EdlLPb+39eCxYul3jmySrZAqX+W6uXem3PLysvctKwiR+spsPWFMSKwWhMmD27uh+v6e9sLnvlt+gtO9vuKY1GsLGXrspnFdV2sXnehB969F969DJ/vK6juVouyQmbgFEzf9rEkjuTpOo06Oe11Hle9PdBdjdWlMrSaQl+53s+CMGBMrywjmdrBQ9LKi74VDc4L9eOKo131bART+SQe6Z6Xv96UHR/h8e9y739+s0J+8jUsgDLGW8hVWgYjxCd+WK/Z2YCRWTxzErkQYO1qbwW3eAyu3zFcpCx2IelfoBbNUJ89wl3/7pVWZx8DQ1Z8n9fh1hd+zy54k+dh11H/1HuzWuRXHB/Y6gegXbyPz0BU4615C9bdjhcIo20ZZCiscxQpHYKALaps9r9k8ZxoDm3pwndEz2ZIrF9Hxxb0J7XY4IYZQG82yM63xzqzOMXJfMBpCjQh2yrIIhoOkH/ojkdMvQUVrseqnEv3sTaRu+y7ussdAa6zWeYRX9/leKxItZpTFYiEOaoX2YehNgW3B1Cg05xOvKmbNDXrTysptWpNM+YvrSQ8h3w89VJwUqZs1n+N+fhuZoQHcTJpwg/ffSRgjqspqOZlxFoTtE53LXnLSOc/kiBnAqXzGkk/8KRUlnSqWH6PZgYzsS6qv/Jx8VlWkwXsgFYwaMTSbyA1It7E3pJsxvtcqiDH33gZCcDZhxHuV8wwP1+fE9Vyc9Fs2vVn4PLzHXWhrnJT23w6aolX5bTJg3jIkVgvCDodOJ9Av3Y27ZhEq1oC1z3tQbbsSmL23GXONFGQB7KDZnyPx7D2+7Q8/czc1bz9nbH1xHbOyunSSNGt8nnXt9PKM5hwq1oK2w6aQYyT3kErn4poVzOkEYxWFR7TvuuCmzLlW0IjL6UHz7hCIojLDRnvIJMbQfslKJe0wUm7UWhczvQfaTTa3UmZCOtZqJufz7zCBEKSrvEeNxA7l3r2K2ePFTGyfh3e14tsVhZ03432l1LIsEIGaiNmmlMTqLUVi9YRBRG5hbOQtSUotRdKDJgDEp0DdDOheXnleIFI+u1vt4TmOB2tm2X/KBO5CN3vbGb71Emo/+QfP8+zZ+2Gfexn6+ZvRj/6fd+OpYVR9KzoSh2R5NnKkJsqcg/diU6qZwUUP5QpReA9MA7ns6/TSJ8lYinhdGKUUlqWIRmwSSe8B55Rd5xK1jVdXpL4Wd6ifbCJJJpFEuy6WpbAtIJMm88RfyTx7O9Fzf0PwgFOxpi0g+unr0cO94Dpkl9xH6xsXsKnLewJi+py2wmcrHKVu32MILn6E2TUjDlSKmsPf59mGappVuU0pYtEgwwlvMSQW8flbe0QGa+6BFduC8dqKbYIgCJMerU1BxtLVVblBIaEaIyB7WYNZwW1TeDK/VLiin44ZnIZ8srbtUMmgdpyZ4wVyA7axirt6HOL9eMkmzN8hXJ8TgHP3lxeBM4lx+H3nXR+93j2U/99RbeMsai+/bRkwC4IgVKAHNpH98yegx9hGasBdeD3WCV/CPuQsokedReLhP1ecFz3mbOzGqcUNAX/7KxUMj71DqT7vVUB5OwwfawsVroVwLbpvtckMDnhdU1ePBXbIZGbnM5uzqRFxP1c4MZLTE3LJdsqy0aG4mZSvGj+Vz2dMMcnBjuK9J7rR3Stg+gGoUI15RwnFzTuVsowIbgeLxysF2kf0DkQgGEV57bMC/tZl1Vazjfx+x/OOU2jfwzZMVlkJOxjy9imMjfSg98A4MwzpQVS8BRrnFR7YWmt0pB6m7FHuHRWf4n+NavtGduc5b+sMs+/O0Ruoutxawy7vQO18uEcgUMRP+wbzfnQ/e9+VZMHVr2HZ3oEhFi3OIWlXk00Xg9DUFm9fytrGWqbMmUbtzGnUTmkmGA5hBUMEImGijfVEamIEbFU+o54aInHV+bhdRX9tFWtA1TRj73oUNfEwO82uwyoxg1IKZs6op2X2NLMh3oI6+du0nP8brLpKb+7GM75OcNrO3t/W1D0ZHHLpa+9kqLsP1zH3OWdmg+fxoXgNUxoqA7uKxCsyBVRdG8HDPuzZjrDlyLIqQdjByAx724dlcwUkA7HcAKrkWWuFKwewngPVHPY4Bs5+HuCj7ctTdRlyzuPZT7wN1ZrC1tEWCPp4T76p5LLaS+9JWbnl0mOcYFC2EcrDPhO9obi/mDCuoo/Vyif59Gs8/y6EcSGxWhB2LJz7flkQuIto3H//HN27nrqP/pLYSRegIuZZr6K1xE66gLqP/LzsjPgRp/teI37E+8feoWrZw9X25am2EskOGesPL/FWWVA/B9U0D1oWQGyK98S2my2uJC89XSlUIFQl/oxIrR2ZTDXUWSnuZxPo9kXlth9WIFdIMm4+l658Ux7xMhiH1gWomFe9K2VsQvxSfj3PyZ0Zbxu5peIdSHn1p9CvKEpqY2wzJFZPHCSTWxgbVYPfEIRrUTVTcANhWLcQ+tYCGt37Bsw4qPCQV9FGdM00GGwvbyMYg4a5Y+/PaH5TozHrAPjP1d77puyKdaARVvVQN/rF29HtL0NNi1lKNnV3AFQgSDCxkVnz29jwxiZSSZMFZllQEwsSDpUHHbekoGR9bYidZsKGrjSJRAY7GKR1RjNz95hrssMzxYyyQLyGjOOYopVpH69NJ0P6/suIfPDSss1W4wyCR3+U1keupKkhQl9/Gq01dXVh4h/+Gdb0XczgevreKMsmBMz69XP03f07UksXYtdPofb4jxDb/52el028+AAbLz0dXZLxPtTZS+PcGcx9z3m4vRFW3PBLssOmKEb9rvuz//9eTWTTy2QevhK3ew3WtAWEjv8sVk0z6bsuxV3+BFg29p4nEHrP/6Bqmuhbs4LF1/+GDS/+h2hTK7uf9jHmvcNklqf7e1h515/oXbGE+NTZzHvPecTbKrPLhUpUlWVV1Yp+C4IwQXEqa0kU96XMYDMYM4JnZtAMHN0UpDUEa4rZPHYYLI8sbCvw5hYPtIP+92QHjZANZqltvkimsk0f84NQpUBtQy/qcaFNxtnIwX4+s9srky5Um3sgW7mBdu7hHGk02eFutnjPfmJ5NuldnApyhSIpXwZtBU0f3XTOn12b5fOBGOCWT6bYYbNKQKmcEJH/O1i5PuUmtV3H/C1d1/w7C0Qk03uMSKwWhB0H7WTQr97ns9PFffle7CPOo+7DPyR+0Elk7/81qnM5as3DOPdcgv2OL6BiJqu5/r0Xknj2HtKvLyprJnbkB4ge9O5tfCclBOPeyXAAoVpUjRFndSYJia7cpHsUYs2oXNxSSqGz3vWcAMgk0KEaivYjJUlfgYh5GDolxZe9amyUFI/UTsZ/pVhmCD3ciYq3lm8P10GwO5fBHTTxTGFiZt1MEwPtECq/Si0fA1P95n3KDlUtQK07X4POV6mwlrMCqJYFqEhjeZ+DMTOBkBrIFbN0IRhBRRrQ2RQkesx1lWXeJWJN5jqZRC57P2veGyINqFxyg3bSpki165j+R+rKExYFXyRWTxxE5BbGxhhEZZ1JwLK7y4PcwDr0axthwamoXIEK1bo7Ot4KgxvMAzTaBLXTUB5FIf0I7X8yyX97242E9j9l1PPVtD3R846ElY+P2GGhDvtY8dd4E+rw8/wbSg4Qq4kwb89ZJIdT9G/owraoyEgGUCOKR9bXhmh592dNQcxsCh77HSy93wSlku9bWRbB+gZ0JkO2399f233lXnTHR1Btu5dtD73vO1ht88k89meaetdjTd+d0HGfIbDn8Z7tBJqn03zO9/zvOYfOZuj85UfLBG4A13EZyNRR+18/ZOZ/bqXmyCMZWL+K6M77Mf2cbxGcvgvM24vQoR+saDP62RvR6QRYViHYbnrlOW7/1PGkB/sLx61+7B72PedCdn/POTxwwbtI9Wwq7Hv5zz/iqB/exIwjTx71HiY7ltK+1Z6tCSMKCYIwZqrG6pLiS6k+ygZQThrcXiOcKsu8jYfrzPZ8xnV+SfF43tTtsH8hRL+luiPPtxLe2emlQrFll9f/GMmW+l0HTQ0SI6YP+d/TWMgM5+5rxDtPqK5oa6LdnNAc8xeurUD1e86jXX+BOy9mOynTXv66oVguOzvgXSjTDue+05IRnZM2A/lSnLRp37Jz/+by23PfQ6R+nBnmkxOJ1YKwA+Fkq9e9SJtxtLvqGdy/fxnLzZoMqmwS/cJtZNuXEPj4dSg7iBWvZ+olDzL00HUMP/dPVDBC/KgPEDvkVFMocawE4/5xbSzFoKON5d7VeayAGefnUMEIBGf4t+NWs97QFN9bzGetLZPNrXIru+pno4NRM64e3FBM0lMW2OGCWKtRoEeJ4wPr0dHGMn1CKQtdP8fUEUv1gaVNdnesxT9DOhCGQKv3vtK7S/ahO1/NX6l8Z/0cVOO8oue5ds07SaSOQuHPEcU/lR0yVjK5WJ3XJnSyr7wOmpMy3us1U03bgyWFT1N9xsKlflZhMkLwR2L1xEFEbqESJ2MCVX6mMBg3D2i/pcXBXBZQ51LvWVw3g+5YjJpzdGGTirVUXY4zGsHdjiJ06AdIL/xb2XZV10rstP8ZUxvqpG/CczeiX/4nDPfC1N1RB38YNXO/MffDmnNALtMsQyQWRjfVkuirzHpXlkUwFKRUVLB3O4bIaf+LCkUgFIETvoo+7kLoWIa+7hPl5yuFCoWwwhHclHdWmx2vQ7/wd9QJ36g4N3jkuQSPPHfM9zUSPdQF3asgWo9qmQ9A4sX7cXwqgKdXL2HTZZ9i8L5rAAgD7qbXWPfCPUz7zr8I73IQAF1P/YuN9/8VJzFI44HvYOoJ52JHy1+mnvjFxWUCd54Xrv0lnU//u0zgBnBSSf7znY9y2h1vYIdlSVY1qi2fkjl7QZjg5H0onYwRGu2wEQzdUURlv0JN2i0WSATTpq/H5hixw2AlKwe+yvYWT0eiVK5I47B5B9HaxNxgvFIkrtqPkOdS57GdGzaDSaWM6GvXF4t7+onHo5EZrrSIyRe6Gsv34oebNSKBZRe/n2wVWxg3k8swK/k34ziQTEO4wbRTWsgUSiY7SqKE1v4r/jKDeC+d1ib7rEQAEbyRWC0I2y+642X0q/dA9xsmK3ano2DG3rBusefxat5hALiPXeE9wbtxOfqV+1B7nQSAFY5R+65PUvuuT25+JyMN5hk+MlYHIv72WKV9tgLohrk58Tc3ZgvVQLx1fOJouK5cZC3Fc0K0pKhkuB5CcfNbMAqNO5mCmqkBVLKnvL85UVyPVow72VuhVyjLhpo287OZ6MwwZNMm6zonjuv+tSOOKomb/euNrWvpRER6wLyz1bSBsoyYPdxp+qwsiDabDO2SWG2O6fLu1NAm74kON2PqstVVmZwQAInVEwkRuYVynIyxEinNekoPmAGpsiuLG1iBwkBND/kEJTBFHbYyNZ/4Pak93076yRtxh/sILjiayPGfxm4a20NY2UE4+GzUwWdvfidsG3v23jivPwdApL4G13FIDRaXElnBIA3z5hKMRckODaD2/yD23u8isPOhlX0KhGH6Huj6adDXXrE/2NBIqmMDIwOyCkcITJkOm15DO2kzeztOnFSC9ff9lf7XnifSPJ0ZJ51LuLkNvfBqWPlYMWO/YRbq6M+jE/4WNlprBu//U+X2xADd1/w/pv3gfpb+/LOsv/33hX2bHrmFdbdezv6/fIBgfTMA6cF+1j/9kN9F6Fr2EmEPO9ZUXxft/7mXmceeOvYvYBIiy6oEYTvFyZgCk3m0NoMdP39qK1D0rPQqBFna7tZM1smL1Nlk0XbEDuVE4zG+8isrl7E8hqxl/0ZyBZrGkdEdiBmB30tMV2psmeh+VMviGw3t5rK9S6xZwAjGpWK1Fcy9n42SPeQ1KaJdMykQqvUQwVNm4iJcXwwU2hnlu/Xpg3aMiDOeCYtJiMRqQdg+0esWoZ+8nMIzcGgT+qVbsNp2wm1/pULEVrscjTX7AHPu6uf9212zCHIi99ZAWTa6bqbJ3E0PmQdLqAbCY7eqUHYQaqeZn80lVGNiWtYjoSvkMwEcbfJd9aQs22RajxC58/t0tBES3ZVtBmPmfvwsWMaAdjJFS5BA2KxccrPQvbJs0l1HGoxlq9eERh434yNAZyE1YApwbnq1fDJ/uAtiLejGecUV5n5JDvlr+O1LD6Jdx3yfgi8SqycO8lYplJPq9x6oaMcMaFwn9wDNZRxFG0o8PKtkzW7JYNAHZVlEjjyLyJFnbfW2x4LOJND/+BJ2qgtV34Qz1A/ZLDVtrcSn2TgZBysQIFRXWwguwdp6rMM/hGrb1bddpSzU0Z9G3/ltRgabwCEfRCUTpB75CzplhHS7oYXwznui7IAZ1PqJHFUYbl/FU//9DhLtqwrblv/pe+x77meZYo+YoOhdg37gJ4SOuchktTmVQVmF4+iUd9Zc8uVH6Xr89jKBO8/Q6y+x6tpL2OVzPytpTI1SfMybTBURXhAEYbvGb+ClnZyXctYMiPIZ3sFY8Q1bqSq65zZ4C1fKZFXlV3292biOyWxinJYlwVGEeGWZ79XrbxGI5bxBfQatmzvacTPGK7P0D5gZNiLxyMkLNzfADlabHKiSxZa3qvESwd2MESG2xt90M+K7IAjC9oBecitez1g13I79vu/jvnAneu0LEG3A2vdUrMNLVt3GGmCwEzebwU0mcLNZlGVhhSNYka1fTFlZdq5Y81u0usZJo4Y70bFmE+cyw0aTyNcS8coIV8qIx9Wwg0Y8L1ltVCgq2bwbdC8zQnfegitUU/Cu3ty6ETo1CP2mPlmB4c7cCrwRPuDJXuhbjYq1mFpmXoSr3GMmYSa5vVarDXfm/qaNlfvGjcRqYftBRG4BwPhAZ4bNQxLt6SmNk84tzfG2GVHNu6B7VnhfwA6htTuuwgVau+bBHQiPy6/7TWPp/dD9Bkop7Jo67JpcRrvWkEl7TxbUtkHrzqM2be3xLlzXQT99PXStMuPQUATaXyCw89HYB70NnRwGO4AVKllKPueQzZplXfKzz5YJ3ABuOsWLf/otx551KkMbNpDs6ydcU0P93NlYQ50EhjZQd/Jn6b/j1xXtRfd7B8MLb/e93qbH/PdtfPCmgsgdqqljxsFvZ91TD1QeqBTxxiay/ZXLrpQdoO2AY32vIRhypcx8900E1q1bx5VXXsn999/PunXrCIfDzJ07l/e85z185CMfIRrdcpHltdde489//jNPPvkka9euJZVKUVtby2677cYJJ5zAWWedRU3NlmSRCsJWwsnkLCmqeElqp9IKo5RApEox6c0YxGht4l3ey3uikU0wboHbCoxtcBuMAyqXHVVyjWwiV0jSR+S2N9MCJveOVo72z853s+Zh7lfU0kscL8Urmy6PUyJyK3v8mfLmRMniHgMSqw0Sq4XthcSLD5Fe+Rz2qqeITp/h6Y+tLAh8qHIMlcfa5z1kH/492YFiPQPtOjjZDKpzNeMd7bmpYfRQL1ZD28TMyC1oEOUe09p1/OPUWPzCwWQ0KwWpXMHt3LuKSnRD7QyTCZ2z+irTKkKjW7WMRGsXBtZREauzKXBSZn82lRPwg2AFUYke9JQ9jW1Msrf8PGWh6mZWv2jCx4Ikvy8vcgej+E5uW4GqNVQmpBYzwZBYbZgIsVr+tU5ytNbGnmREsSBtBSsDYJXBq3bS5sFcOyP3YC8hn0HWvw5th8xg0A5CtNkUoPDqU/sidMeL5lgriG7dDTXrMDOYVsrzQasHNxjPKidtZnXrZxerG28D9NpFZb+76RQ6kwY7gIrWopIjvDqVjfW2C0Z9sdDJfvT9P4NVC1FoiMaN1xbAQCf6mZtMsInEIVzyIKqbhtr/jHHfR6pnI51P3eu5z8lkeOEfdxLMFAe6gWefZ97xbyc20EHjeT8m0LYTA/dcTmbjKkKz9qDu1C8S3vUQhp+6wzNDK7LnMSSrCCluunxQfcRFP+a2T7yD9GB50c39PvIlWmbN4+kffbaijV0/8FliU8Q7bDQm+rKq++67jwsuuID+/uLzKZFIsGjRIhYtWsT111/PX/7yF+bMmbPZ17j88sv54Q9/SDZbLkZ1d3fz5JNP8uSTT3LllVdy9dVXs8cee2z2dQRhi9DaZOVWEyQLVPmf13VABUAr8CqCk8/Q1W7uWMuI4l5xS2uTOZRNUvDFDEZNFnP+95EPEq2L1iUa8y4QiHq3v7Wo+p35DPaqZj/n23Ug3V+5xFjnimONFIjz34XlU8xxNJxMpWXcWHDdXFHL4cqillBeELIUOzR20Tq/tH1k4Ukw36V2KrPXoHyFgeCLxGqJ1cL2QbZnAxu+917Sy58rbAvU1tJ23AkE60dk41apd6GT/aiDTse5/3fe1/nPDTh7nELXE/eQ3rSG2Lx9aTnpowTrKxPR3OE++v78/xh+/CbIJLGbZ1Lz3i8Rf+encAe7saK1qED5imvtpGH98+jO10C7qOb5MP1Az3H7VqOk9pfW2liMOGl0sAYVjHrX9hhDhrLOJo3Pd6mAq/MWZg6kB1FWsHJiO2fXMm5Sgz6xU5ukwlQ/hfeODEbniNSj3CzMOhzduRT615l3i1gLqmVXY52SqLRcAcx7V7VYXTIWV8pCx1pgeFPlcfEpJoPeq9bIFtRRm0xIrJ44sVpE7slOott7UOJm0Moqz+gOVQ76tJOG7uWFB6+yAqY6b375biBifKYBel4vL14xtBFdPwcVK18Wpdc9A+ufLesLHS+h+9YYexRAx1pRrQtQuT7pzqXQt6Z4TnoQBjagpx+AitSbAg/DXWbm1A5BrBk91Iuz7HFUOI69+3Go0OgzVzqdANdBRWoK3mDadch0bSwrCKnC/YTe+014/Qnjrd2yM9ZBZ6Bm7OPbtpvNsOmeq9h00yW4iX4a2ppp23kWwXDI+HolS5ZEZ1MwmAI7jN7rBKwpC2DuYcXvehxkhweqLhdOJ5IES54U2USCVQ8/yu6nfRtLKepO/ix1J1cKzfXvv5i+v/+obJsVq6fpoz/GXrOCDfdc43m95kPLPeZadtuPD9zwDIv/+ls6Fi8k2jSFBe/9KDu97T0AhBtaeOW6n9G34iXiU+ewy+mfYZf/+vQY735yM5ELZCxZsoRPf/rTJBIJ4vE4n//85zniiCNIJpPcfvvtXHfddaxYsYJzzz2Xu+++m3h8/BNat99+O9/73vcACIVCfOQjH+Hoo4+mqamJN954gz/96U889dRTrF27lrPPPpuHHnqIurqtv0RUEEYl41EQyo+AxyA059tY1obG+607PUCZUJ5NmIHeSNux9MCIgtTaxP5Sz0c7bN4dlJUrTthfPtDMZk08izQYodtJm+tp14jx+UzhfOaVFRrbSCG/7Fgpqor+aJMJ5uRWX+UF6GoZSzp3n1kPmxK/WKrsXMHGYK5o4+aMdjZzqbBl5yxj4t5Zb7ZHYXFl5b6XlP+/O2vEvwc7ZP6OmUTOL9wyExj5JeaWXdxnBcw+r3+rQgUSqyVWC9sHm3758TKBGyA7MMDGh+5n+qnvK46rrQDMPLDifD3YgV7zBCS6cYf60Anv4sZ9PUOs/eLxZrIV6Lr/r7T/7Wcs+Mm/ic3bu+zYrh+fTvrVxwu/O11r6b3yi/Tf9H3cgU5UOE7smA9Tf/YPsCI1aCeDfvEGGCjW2tKDHcbzed8Po4IR+h++kd5//wmnr5PYXkfS+N7/JtjQaPy8AxGINnqvCh95v24WULkEMHO8Tg+iN75UNlGs420w7QBU3sIkGDNFFasUtdRuFhK9kPTw3GbECjRNsaCyHTLvLcHYmO6hsmnvyWitXe9JZTeT+97MynXVthe07TXyZEgPV8ZqK2i0lUiDKQ7pRaSh7FcVqUPbQaP/OJlc7K5HBcLoYAwSYSN266yJ09GmbZo0uCMhsXrixGoRuSc7I5fElKJzGV8AoRp0IAp9a9D961BWEN20M6p31QgPKG0Cju3lHeUxQOtbjY7UFTKztZOBDu9q0yT7jLBsh2B4E3ptH8w+Cp0exn3+VvRgF6phGmrqfBQmU0l1LUM3zy8TwHVmmPQdPyT7/F2FlwNiDUTO+gWBvU7wvLS7aSWp27+P8/L94DpYOx1C6LAPYgGZnq4ygRtAp4ZJP3gFkS/9qyJA6lyGXGlg1o7D0m+cRu9T/yxsG+rup/ONDezx9oMIKp8Z2r52rOZdUPPHZ82x9t6/suqWy0l0rKFu570INraR6fEuDhryeCqn+wcY6hmkdrb/NZrO/h6R3Q5j4P6rcXo3Et7lYOre/XmCbTvRMmcfGvY9lt4XHi47J1DXxNxzv1HRVt2MnTjyyz+r2A4w+7j3M/u49/t3RPDFUubHb99bybe+9S0SiQSBQIDrr7+egw46qLDvqKOOYqedduL73/8+y5cv5w9/+AMXXnjhuK/xq1/9qvD5iiuu4Pjjjy/8vv/++3PaaafxyU9+krvvvpuOjg7++te/cv7552/ZjQnCeNEeWcF+BGNGUM3mxEllGTEy1etTb0OPTXBND0KksXis61QOtoqNFj86KUhmzblOymcpbK7IoRUY8T6RLRarzKMsk5XsN7B1MqaNvDBr5YTlqsU20xWDQHMbufso/X60Wxz8jQftmIF/lQG55/ULWe/uFth6jPL3DdWCEypm5Fuhoh+5ihSLXJY1aXn7cVuB8mSGUgJR8yOMG4nVEquFiU9m4xskFv3be19fL6mNHUTaphr7iQPPBitA9tm/ozuWoRpnYO1+HKy6vxCv/Cw+Hcdl/ZpecMvH1dneTaz65WfZ49ePFralXnmsTOCGoh+1O9Bpfk8NMfTvP5Btf43W/70H2l8oCNxau+iudnQmhdU4hFr/LO13XEfvnZcX2ksue4bef13N7C/+hMiMnczGYBw9bV+Uz6olPdwF3SsKk+o6PsVYomYz6I7Fle8XQx3QswI14xCPxkontfObsiYb2s9+wxxV/KgwfxelTNbyOFaXae0a7+tEb1GA93q3qvYel02OUgNEQbzViOH5RMJgpJhEUDvdJByOfNcJxiHWXNmcT50Uc//NnucIoyOxeuLEahG5Jzsjltlq1zEBR7sQaUJFGiEUR1sB9NK7YGC9OQ5g/bPomjZU3Cxh0dlU0WNKGZ/FMmsOTw9KbQaMuYepHu6GZH/Oo8ojwGTTxWwyJ427/GEyt34XBku8qGqaCB7xX6hYHTrRXdGP7HN3kH12hCf0cC/Jaz5N4Kzfklz+PCoYJnb4+wlOnYce7Cbx2w+g+4sisPv6UyTXvkj4iDNw197gcVsavXE56es+S+Coj2PPPcjMTK98CDa+CtpB101HzT2GbG8XG6//fpnAnSc1nKB96Spm7zLd47vLXWrVQtRux3nvc7Kw8nEY7IS23VDT9+KVP/wvy/70w8IxiY7VoBQ2lQ/giKUJ+sTcbF+nb5/yxA4+hdjBp1RstwIB9vnxXay58eds+NefcdMJmg45kdlnXkxs5vyyYzcseZYXbv4jQxvbmbL7fuz3wU9RM2U6Gx6/i1V3XEWqu4PGPQ5h5w98nviMeaP2SSgyUZdVLVq0iCeffBKAD33oQ2WBOM/555/PjTfeyLJly/jjH//I5z//eYLBsQtIAwMDvPrqqwDsvffeZYG4lAsvvJC7774bgGeeeUYGzsJbwCgZvPks4UDYfE72lIuSeisU4dWuGTwV4m/GWwT2PDdXsNrLriKPk6oimo/oR6rPCLP57O5AxAzy3GwuS6rk+3LTObE/4C9MuxmT0ZTP4HazRtTPD47tUC4DOmfP4tfOaAUUnbS/yK21uX+tc+8/gcpM+aqD9Wq4UM29Nf8demVVK8tMAKSHctfX5rhgrHJA7qTNOyA6l6kdAZS5h8L24OgFPYUKJFZLrBYmPk73+qpxIBudBgtORM09Ap0cIv2Lk8xq3zz3/oLA4e/FapmJdrIML36SRO8QbiaDHQwQjkewgwEG+1O4rvd1Bpc8QarjDcJtxm4gvfzpsv26Sv9SLz1E6qUHCGaM7ajbs4HMogcgmZt8VorMiwvpva/S4tId7mfTbVcy67PfNxsyQ+j1i9ANsyDRbUTVhrkoO2TG5hteoBirtRGxU/3GG9vvXaB7OW7NTFS82axczibNivS8eByMoyONZuXbwAYT260g2OOUu5wUWD7ifD47HNcUg7RD0LOqfII+1UfBnXnkJLkv2iQP2KMI3eEa8zNyVyBsPL3715nrK8toKzXTyiZLtNYwsA7dt9ok3NVOg4a55vhET9FKJVRrMrgnonf7BEZi9cSJ1SJyT3YCkcLAUyd7jYidfwgPrMd15qPa9jUWIjmBu4zBDnSohsIy5Txag5NBa42yA7lluqHK86FwPf3CLfDsDTDUZQZIrXNh9t7lYnfJZ61dMnf8qFzgBhjsJvvcPwke9UET+Dpfgym7F3ZnnruzsgtaM9jRSfoH7yts673+f2k487tE66JlAnexoSTZjas97ifnxwk4L/4T58V/Ys0/guDeR6BKi331r2fwj58gueQpujv9Z3e7129i9i4zwEfo0FYA98XbIdGHmrEPaua+ZnvHq+hbv2oE7hyJpl1Zfu31nn22G6dQO3UW/cueJ9IynZknnsvQrT83Fi0jUYrAY5eR3vQcgaM+htU2v/KYURh64hac+6+gsdt8h5H2JdiZ8mu98LcruPe7nyu8NK54+C6ev/7/OOjk09hw91WF47pf+g9v3HUNR/36Xhp3r3xwC9sX//xnccLnjDO8feYty+L000/nhz/8Ib29vTz55JMcc8wxY75GJlPMdpg9239Jwty5cwuf0+nNFZkEYUvIe0f6DJDy1hBWbvnp5vg2j7yeH3kf7tJn9VjE7moC97jJ2Z7kyQzlspEzeMdJnfv+qjSZF9mtUFHMLexLFwXmLR2l5K1c7FAxM9tJlReUzHl0+mafKwtQub+7bRIIvKxT8iT7zQTI5nqfZ5M50SHXPzeby1IrOSY9YhLDSecy0wLlRVLdrGkrXL9tfdiFNwWJ1YJQJDhzASoU9R43AeH+11HhBlTNFNLXnVkucAOkh8kuvIPgSefTd8dVpFcuKexy0hmG0xmiDTW+AnceNzmcyy7uwgqML2alX3mE4Pz56EyKzDP/MsllebRm6KWnfc8devkZ3EwaKxgySXP9a6DvdXMqQPsimHsMDLTjGZCzieoxVrswuB4SnehoE8otj/k6PWhqc5UV5k7m7EdGsV5QdmHltXaykMmNncN1qJx+oYc2Qe8b5X2PNPhkaOfiPNrEvUAYaqZXrqDXbmESWb92J7p+NmrKXuO2HzUe5r0mvub1Fl15jF77H+h7o7htYJ2xnW3cGVU6uZAZhmQvunGeCN07AJMxVksqxWQnavywdTYF/WsrB9Hdy6H3deha5t9Gsrd8wFuK66BbFkC01T9whWvRz96IfuQyI3CDCQgdy2H5wuJxll2WaaQ3rIA+b4sN3bkGPdRrfkn1o0sKJ+r+ymILqcEk6eERM8euS+913yD53D3e/QbcDa+VL/cpEbjLjlv+BNnniw8Yd3iAoX9fR3LJU75tl/aDgPd8lNYavfhO3Ht+gPvQb3Gu+xTODRfgJvrLBO5MOkP76+0svft2E7w9SPdsYu//uYqTHs5w9G/+TUvvy8SC3sfWN9cQGFyH8+zNpH53Ou7qRaPfRwlDz/yT9p+cUzZJkHzlSdZ87XicfvNvINHbxQOXXlSRFZHs72HhTVfTn4F0iZaTHepn8W++Mq5+THbyVaC9ft7KVVVPPWX+v4jFYuyzj7+P/WGHHVZxzlhpamqioaEBgNWrPSarcqxatarwed48WSkgvAUoNbrNQ2bIZMuOJRvaj2AtVV8LrYDJcM4MM2p2+ZtNesBfFIZRMqhKKBVzx8toAnhmyGSYZYZMtn2q32RulRahyjPavUQaIdaay2gfbZDgGvEg2VO0aBsrmUQuQ600Oz5jMsV0iejtNYmhHXDz32fJ+dotT4oQRkVidQMgsVqY2Ng1jdSe+EnPfbG2KQQjAfSDP8dd+R/06ue9G0kOkn7p8TKBu5S0itN0wdVgecfqUNscIrN2M4UWU31E9jsOFRu7561V24RqmIW7blm5wD1e0gOVq57cDPqNR9EeBRS16xhhvNoTTdnFyeFEt7E4zZ+fr5XhFQ+ddG4SvKLB3H+swqSrziahf7X5/gY3QNdrxic9PQy9q6iI1cneyuLTJddVzbugWnc3ekt6sNx2LDcRUVi1leiGDYvQS+8wusx4GOowliml7zqpvvJ6ZQPrywTusnvoeg2d7Mt5pOf7n4JEV+Xxgi8SqxuAiRGrJZN7kqPCtWg9LbdsyBvdszK31DRHNm3E09RQziOqB1rn+yzD1SgrBHUzjFg+kmgzKAv93I3eF+9ZD8O9EG82XlSlfls+xTgK+1PDqHiD+cVJ4SSGSb3xCk6kBTu9puzY5JB/JnVy43q8Fy0Bg53Yc/fHecPnZaUEZ+1SArsfAQqSj/2DzKZiQY+aWIDBYe8gGcRFT90d1bcBBopFJbTOZadlyvuu33gK7vo2Kidwd7V3sez55biuS8qBao9ZKxjG6dtI9w9OxO3bSG08gKVgaDiD64JlWzROqadlekmx0PQwmX/+hPCnrhv1O8jTffNPPJf0OX2b6Lv3KppO/wrLH7yDbMr775JxoT8NAwqiNjTmapF1LXqUVF8X4XrxEhsLiirLqko+P//886xf77GSY4zMmDGDGTNmjPn4ZcvMpNrcuXMJ+EzwAMyfX1xBkD9nPJx99tn89re/ZfHixTzwwAMcd1yl7c8vf/lLAGzb5qyzzhr3NQRhq5D3tSzzrB7BWH27/bADQMz7GnmPyWoZ2WP1995mVBGnddYMkLc4y30UrGBuwOvRl5HfTd6eZHNxs8ZrfczksvDDYxQ8tPbPENeOEQ4C4fL3w/x1/K6fjyybbb0yOZFYLbFa2D5o/uiPUcEw/bf/Cp1JoyyL+IxpNO2xwBzgOrhLvX2786RXL/Xd5/R0ENnrHbS993N03PKb8p1KMesTPzBCb24i0QrHaPrUL+j+w4Xo4X6UUr6WJSpWR/TAEyEURWe9J4ZjDXF6N1SK1ADxPQ82Wdza9Z9wd3IWYvlaXG7WZDLnY3Nm2NiDeb2HRBrLfcrdDNiB4v1UE4ZH2oUFYrnVUKrQpnYy3u9Rw5tyk9E+uI53zYx8u6l+6F6BAnSkwYjd2WROlPcQ31N9sGkJTDvA/5olaNcxViNeZIbQmQQqGDUWJX6kB41AnuhGx5pR+feEVD/Ep4ypH4LE6okUq0XkFlCRenTAx0oETCZP7VQzG5hNQ9eq4kyhBgY6IDUIsw7wXn5qBVDRBrQ1HwY7zEPdDprCDrEW6H7DLKf1I9Jm2h5hl2LPPxrnseu8B4mBIKo25/OtXXr+8TsGHrsVsiaY2EGbuil1BEL5IOs/0NSxZhiozP4GsEMhVNcKrLoW3IGu6tli2Qw4GZyNa9AD3WXjwFjEImyTE6HLh4jDqSxr1qSY88Ub4LUH4Y2nTQFOK4D71HUMbOxmqKsPpSxqpjQSb643x2hNJp1l2fPLCkvbQhYMOSUDzRLqdzuAmlm7MHjLpbh9RkxXSlETDxKPBdAaQvEo8daminPdVU+jkwOoiHfBKddxWH771ay85zoyw4NE2l9mqg0hj38uyZUvAuBkqg+C83eRcCCchXj+3WVLRINJxlirQH/yk5/Etjd/udpFF13El770pTEdm0wm6e42ldCnTZtW9diGhgZisRjDw8Ob9bLwhS98gRdeeIFHH32UT3ziE5x33nkcddRRhSrQf/nLX3jyySexbZvvfve77LLLLuO+hiBsNYKxXN0Lv6KHrreQq9QYn4uq6JecTeQGbnbRr3m0zKJAzPRt5KAtEN3KdiU+KLt6DN7WAjeYZcKR+pzFR67wJ9p/wF8tY7vaNZQCnyXxVRlNXM5PZOQF+Grfp5sFxrekukzoFsaMxGqJ1cL2gbJtmj9yCfWZ5Ti9G7HDYaxgudyilAXRekj0ebZhhX1TqyAQQgWCzP7cL4jO2Z2Nd/ye1MY1xOfvx9QzvkzDwe8y9qMlhHc9mLYf3Evy+ftw+jsJzD2Igdt+Rmblc8U+RWtp/vyVWBHj96zmHwXLFjKSUDRM3ayZ9K9ZW7bdjtfR+t6Pk31jMe6mN1DhIPacvYxlaUUjNZBNGjG81KoLTEzUuQLIpVnZdtjYoDopVL7GV8V7TbWJbk3xaakg0mB8wjNDufoeuXomflRdfeRz3Ui9+e9A0ZZGKQvCdehQbVXhXPeuRlURuQvCdmbQrPiuqj8kzbvdWFe0DXehA5GCTYswdiRWT5xYLSL3JEO7jlmS0rfaDMBiLaiW3VCRBnT/Wu+TwrVQO9MUMxjyEXLTQ0bsrh9RIDEQKRSVVOFa09bIPkXqqvuNtszDmrovunEnGNpkBnc1U1HBGNbep+C+WOmxbc07ABU0QbDvmYUMPPS3sv1OxqFv4wBN0xtQliJY30Aq9wAYSeSAkwjF30v6np+U9dEKR7DCEZRS2GQJTJmOOzxItt87SKp4PSoYxs3ZcVgBCydTVLUbohaJjGYorcmWxnsN7f/8M24wys4X/h/sdRIAmft/xZrnl5LsK/p892/opG5qM22774QKBOlc11nm3aYUxO1KoTsQjbHPl39r2h1RpMScp1AK3EwGJ5XCSSTQrouybQKxGFYo5Dt1qbXm4a99iNUP3lK2fZNS7NmgiYx4xgdbZ+JsXMnUvpd8Mw4UuqxI5pBjRO66WfNxezZAQ4tnX4RyJmIV6KGhYvZGPD6Khx4UgvHw8PiXv8fjca699lpuuukmLrvsMn7/+9/z+9//vuyYk08+mc985jMccMDYMioEYauQt3QoFCPMFT+0A5D1E7kts4TZ8RBzvYTu0me2FShOUgfC5qeijVEc7uwgBGrMu4WbBlSx+KCb8V/SW2h/CzOt7Yi5hy3NaN8SssPmew3GID/xmvIWMgzjnZRVEMwVndocgbwaWpvM8NH+Tnksq+TvOp770OZvnZ9EEUZFYrXEamFiku1cw8A/fkTi2btAKaKHvJe6938Va+quWNnKbGStXdIDQ2Sad8da/jCBSHmstabuRGT6Lgy99JTn5HTkkNNQucS0Ke85nynv8SjapkrqVw10kvnPjbgrFmJZAYILjiaw99uJHnIayRf+TWbFs1gNbcSOOB0rWmvG2dohsOc7yT56TWXdK6DtnG9Qm9T0PXwzTn8P0d0OouHgo3H+/VtSm0rsMKK1RE74GFbLzPIGWnYzmkLfGnxXPSkLArXmXUjZxfeVZF8xs3jkO4kd8o//9ohx6lAHOt5WzFgGk7Hth6oSq7zejeyQWYEOuUx1XfYepKwguqo1i//7lnaz0Lu6+A4wWhKDHURnEmZywY+RsTg9aCxW7IjE6nEgsXrixGoRuScRWmv0midhqGh5wcB69OAGmHlobpbUI9soGEe5GXTbXrBxuf8FhnvKRW5lo6btXyjk4IeKN6HnHgqvP1m5M1oPjdPQ2ZQJRCOW2Qbf/wOyta04z94MyQGI1GLvtC/WroeAUuj6OQw8+S3P67qZLO7epxDf7ygCQ4Ns/N1X0SP8x+ymGdS846PYtU2oYJDsv38BGqxQCCtQsuxJm1Bl19ThJIbQHlnIgSPPARxUzAj9VsBG2Vm0o1GWQlmKsK3p84lVHXddwYwzLybcNhuW3U/P/deXCdx5+jd0UTNvAXVz9yazdE3F/rANtoKUq6lrqae+Icac0z5NfI9DTL/qWr07kCPTX5x51o5DOp0mtNuhKI9qzwDr/3NvmcCdj8VprVg9BLvWldxwIEh8zq70f+sIwtkUe00NsLh95EBeExwR+11thO/IxmUs+eS+NBx1GvO+di1WeBQf20mOwj+n7q3KtUsmiy+oY6nqHAqFKs4bDy+88AK33norb7zh4VMHPProo7S0tLDLLrtQW+u9UkEQtir5AkKlgq+TMlm4oTrA59/6aN7MvrFYGW/n0bCD1YXoTM5v0g5W2peF63PFlfwGoBH/fWNB2UaYVxHz/W2uN7lSueKTW+BtnhkueqhnhqtnTysbGCVjupTS4pHKGv+kgFXlmZpNjl3gRhX/nW4OOgvJbjMJEqx5i21uJj4SqyVWCxMPp6edTf/7NpzuYsbj0L8uJ7noXqZ8/neodS+UPdszgwP0vPwybvKRwrZALEZNSyNWNIY9fT7WrAVmFe2BxzD47CNlAqbdtjO1Z/5g9I6F4jBsofs3kvrzF9Alq5GzT1yP8/rzRD53M9H930V0/3eVnxtrgVQfCgif9XPSd/wQ3f6q2RepJXD0xwns8y7qgLpDTiyclrj+YtycwO1kHTLJNG7fEMkbf0Ht6V8k2DbLHFg7HSu3klsn+/xXeWnXxLiRYm82gdbaFEOM1JfH6kA0t+Js5IS+7T1xn+hGh+Io7eZqVlSJf+E6/8l6K4h5Euevq6B2BipvYWIFcu90Jee6GZNdnfaxXq2d7r0dTAZ36SS3UqBLr1+CHTK2pqm+3OS7lxWMqnw3cHMFzXFhsN3c/1itziYxEqsnTqwWkXsyMbSxXODOo13jFTXnGHT7c8UiA3YYYq2o3MyfitSjQzFI+AzY6meiWhag04OoUBzqZ5ulQGNAvf2L6L71xrokTzgOR59vlvYkuqG2comFCoQInnQxgXd+ERK9EGsyAS81AJE6dDKJ2+c/M+skk1j1rYTqW2n9+Lfo/de1pFe9ApZN9OB303jupdi1xp7DnrkXRKvMgFkKpRSh5jYyfd24CRNEVF0bwXddRODgD6KTfQRnLiK95ElUop9QLEw2lcXJZAmEbDYOVBmwui49D99E2y4zYNXj9K9c4XvoQE+C+tMupXZjLyyv9DsPWFBXF2Wfw3YBO4AaeA3d/QaqaQ6RA08k8ei13rfoMw2Z6VhtMrs9CqGsecRk2ntNNHelFF0pTXMYrGgtbV/4Pek7v11YFn/o3DBNcYulHRl6kpDJOgStytnQWEDTFqEgfvc+ditrr/wfZn/2F95fkDAurrjiCtra2jb7/PH4hkUixeKypZWa/chXZi49b6zceeedfOELXyCVSrH77rvz5S9/mUMPPZSamhrWr1/P7bffzi9/+Uv+/Oc/s3DhQm644QamTBFvOmEbk036iJfaFPIL1+f8Ezcz69mOFAVSK2CExtGytPNE6nPejx4PdJ0rcOiVLaQss5JL11CwrNC5JbZWTjjfXJHbDptr5oVSK7iZIrVl2gmEzUA2kygOwMclwuqcXUlq9GxrZZkJhlTf2P6e2eGipYwVGH82dzUxfcw+2cp8T36D8/GQTRoBIlhleb4wZiRWS6wW3jwG7v5tmcCdx+lYydDLC6l9x8XohVfDQAfadel5ZSluslzUzQ4Pk7Rn03DYyWXbY7sfQOio80gufQ53oIvQrocROeIMrMjomZhKWeiaaWTv/12ZwJ1Ht79C9pmbCR5xbuXJlm0yeLWLFW8j8oU7cDcuRyf6saYtQKFNgcMS3IEunNceN/eTypAYKN6jkxmk+8+XUH/aZ4gc/kHU1H2LJ0bqTcFE77vw3a5CcaidZv6bTRrbj9SA6XukoXxyORApxkzXMQJv6b54q7mfvE+4n9AdjEB8N+haXvJ+ocyEfiHLOf8OEkAle81kg1K5dxyPdlXAx2LO5/g86coEN89JbzsENVML2o9SFrp5N/OdJ7rN96ByAvfId8BwLYRqih7oqX5z3Bh1HaE6Equ3fawWkXsSoQc9BO48QxshXIe109txN71qikRmhmG4E61dVLTRHNcyH9Y849mEmnkwqmXXzZqpUvFm9HsvgZWPQ89aiDfC7ANQ+ZnXql5YRuymdgp6sBP3xTvR/R2oqbuhFhyP3dCG0+sdRAOtxZnS8Nw9aDv/EtyMg4o1Ys08AKwgumcVOtGNjsWhbir0b6hoR0WKgUDZNqGmVrTbDDWtqI/diJXzXVKRetTOxxL73E0krvw49KwjGAkSjIZItO2D0/lE1fvs/9slNJ1yCsH6erTjHwDdTa9DNk3z56+l5qXXGFxWWRhzxvxpxru8eYaZBF7xMKrpXIJ2mvjOuzG0orzwSaipGYa9l13r3nacdUsIzNq78rvxqQCeZ1m/orZJUztjF2zSOH3lf6tdWoPMaw7Q2Z/hsfY4ycFyDzMLzdw4Fdndnf+8mpmfuBQrNF7P0MnDWJdV7b///sycOdP7wK1M6VKq0iVWfuSXU8Vi4xNJNm3axIUXXkgqlWK33Xbj9ttvL2tjzpw5XHDBBey3336ceeaZLF26lG984xv84Q9/GNd1BGHcVMvIdtJGFI00mszpzbHmCEa9iySNBSuQK644oo95EXg0oVTl8lzcnKitNejg5vcHcqK6NpniY85EHoEVMN9p6e/hWgiEKj1Dx2KrkvEYhHrh5ny7Iw1m0DkW249sMlcIdIzZ36XobDFDbnPZ2gU88/cj+CKxWmK1MPFIvXh/1X11p30FPWNfEn/7X4af+BtuwjsuJN94DTd1HFa4RFSygwT3fQ+hgz6wWX1TwSjOqkW++51XH/IWuQsNWEazzaawapugpiGXploZq/VQD2gXrTXJIY93Etdl4P6/EX3v98lufIOBf/6BzNpXsJunU7PrroSmzqo8x88eo3YGqrlYHI9ABBWIoO2IEastO2eNqooT1m7WvHOMjLGZYeh8FR2uy9lyWuiK4tE5kTo9iIpPQbcugJ7Xc5P0ACPisLLNxLt2zER5KOb/nuZmTOzLZ4hrnRPNg6aG2XhQyvxttM59d7kVeiMm/JVlmyzxeBs61Ze7zoj3DjuMik8pL/IJRlwXkbsqEqsnTqwWkXsyUc1PSdkopXA3LoHOvLipzIB1cAPadVDxFpi2N/SuhYERQu+cI1BTFmxR95Rlw8x9zM8IsiuewXn2X1iN0wnue1LBb7sUd/ljZP/2lfJg8sgfqD3uw/T+4+cVx9v1zcT3OaJiuxWvQwXD6MEO6F9jghQmtltHnIH7xF+hvzhhoOYegnXImXDvJWUDfBWOoU76BsqjsIA9ez/i33oKZ+kj6IFO7Dn7s/53/1O22KmiXwpCzjB9Lz1Py5FvIz5zFr0vLynsH8rChqRiMAvhxBB9P/8cu5/zFRZc8CNW33UtnQ/ehJtOEq2vZeae82mZNwfCsaKdTKIP7brgpInvNJ/I1OmkNm5Auy7h1ino5DDDS1/06R2okcvTc8x++2m8etNlvudpFJtSmvDy59jwuy/RWGPsW/J09mV4vSNJ1tG0ukm6QwGGMxqtXZpaW5mW3kjc40nmDg/gDPZgNU31vbbw1i2f8iMSidDU1ER3dzft7e1Vj+3t7S0E4+nTqyzt8+C2224rnHvBBRf4BvOjjz6ao446ikcffZR77rmH3t5eGhoaxnUtQRgf1f6vzO1LD2xetnIwvmWCMphgpH36qLUZOFq2sf3wyoDOJkZkIiXM4MwKm0z18ZIZzsX90Xwpw2bwWCFAV7FrscMQDeViuzbnp/vHb6VdjVS/WWYdqs0V/Bwl00a7uaVRm9sJn79dIATpMWRz6yxkxiuwV3m7eTMKgu4ASKyWWC1MLFSVApEqHEe7LgO//CDZ5f9BZ6uv1HWTw0WRW1moPU9DBcefSVmGl0VHvn+Wbfyt7ZC/cJnoLrekyscqO1Q23rWaZkKkFmegB+16P+fdvo0M3HMZPdd9G11SNHnwgQDNp3+W+F6H5HsGzbuYvnctK28kGEdN2d37fiJ16HCNeR/QGoIx1GAHWtlANmfR4dG3bLLwHWitzTuLHSwvvKw1ZFPooU1mUr1mmll9lRk270J5D3Flm+81j3ZMm34T0orc9ULmp2xflYnoUG1x1f1IrECxD9lhtDNCg9Da/N3TAyYqByKmjorO5lbc1ZnsdjeLtoLllrMSq8eExOqJEatF5N5B0G7WzGDmM45CNaaoZMlDU9XPRHe+6t1A/Ux0NlUZUPIkutDRRpQVQO9xCqSGoGuleZhO3w/VMt/7vPEQqqnwd3SHehm+5iKctUUxV9W1Ef/cdQTm7l/YpjMJsrd8vXK2tK+deOMs3Pd8gYF//h6dMQPo4Jw9af3AZ1CBEcKssnKFsjDZ7ZnyZWWqYSrWif8NWQuVHIKpC7Cm72H60LYL+qW7oHcdNM1G7XkKqs4sRdHJAeMZXtdWCD7Ksgns/vZC23asui9RQ8xCKUVyvSkQ2rTfvgwsW4qTyTKYhdcGVKGIRTaZ5YU7/07HE3dyxB5NzKhpYc63/gB9qwh2l2doFwL52ufQfznL+LEBdjRGbM684mGRmBkEZysHwdaM3bGnL8g1p+l86l90PPQPcB1aj3w3O514Fivvud733jKuGQA7/V0kww1Ew+ZFZCjpsGx98W8QtKAtlMUNwozZswh0rSYV9A4nwebpBOqr+4tPdiZigQyAXXbZhYULF7Jq1Sqy2SyBgHeoWr58edk542HZsuKzbu+9K1cglLLPPvvw6KOP4rouK1eulMJWwubjOmZglM+EtsMmk6d0QBPwqY+R3+dmxy5wB+LFwUsgXN2TeazY4SoZ227R71HZxlqldNDnOt5LbXU25+c94t7HkjWcF6C9CNbkZqhLssXtYM4Sxq20a8kLyKV9VmqEWLCVH45uuiguK8v4rmeG/O87m7NR2Zxs7NKJh7x3eWHJcqj6cu3yTo/jotWm79nySZdJgMRqg8Rq4c1C965Fv3wXbHzVWFXMOQy14MTiCmMgduQZpJd61JMCYkd+gMyL/yS7/D8AVetTqXgjgf0/AMkuCNeiZhyIijdv8T0E9j2FzPolnvvsXY/IZTZj4m5NW3ncyya9ay5kExBuMPEnN+ZWoQihI88me89vfPuitabvtl+VCdwAOFl67rqW2HGfNLWuatpQuZU9OjYF3b8G3Awq2gz1swo+1zr3DlKmcyir3C5NWSi0yc6utsrMSeWE/tI45RGzhjvNd2bZRpSumwnDXcbCZcS9ol1TxHNoY6WAnccOF+w5K6gryfLVrlmplk2a7z0YMxMOFRPiqvK9YGQ8Tw+WWY0pKwBWAI1ldCNLFUR9SKOD0aJovjXeH3dwJFYbJkKsljfLHQDtOtD7RvnAMNkLqQF047xChq0K18GUPdEbRwS8UC1qyp7mwe0326hd83ANxVGhGnP8rEO8j92ce1jzHKxfjLZtmL4nKmIE38StPyoTuAF0fwdDl51J7YU3oBpmomItuK89Asl+r6Zh1dM0ffFfNHzg/5Fa8Tx2fSvhnfdHD3agOxYXA58dGuE/5e03qSzLBK1VT8OiG3Gb5qIO+ABq9kGoIz+J07maodt/QuqGS0HZhJunEA2ljZ917RTUYR/B2u99Fe22Hv9hNv3zGs/hYE1YEcn5ceSF+VBtHbMO3Yfu5W/w2vIezyHkhu4UnX0pagbXMvjzT5BxbAKREHXz51O/227mpct1zN/Xzb14jPBaK9x3OEbstK8y/Pfvl/87CceJnfVT0l3t9C95klW3/J6uZ+4r7F539zU0TJ9BvLGJoZ5uz7ZrAsXeq1n7w8bnTP97vF9KLAWb1q6mLYJ5gfEQHdo+cJFnFr1QxFK6SjDemqmK4+Pggw9m4cKFDA8P8+KLL/oGv//85z9l54yH0gCfzVYXdUo9zPxeDARhVFwHUr3lz89swsSgSENxcGKHjfA6ctLWCkKgytLXkdhhs1R2a6G16avrjE181rn7zWd+WYHq4ryThGgL6Lg5N+87XZH57XEd3zbTue87kRO0o0bkDtXkfLeHcwN9ldNic38bZZusd69MuEAY0uP0wh4r2jWZ4mM91pOcKF/x70QZj1DXMYPjzPCI7y45PuHcCo7RE3yUWBIQq5LRkFhtkFgtvBnontXoB35UFCBTA7DkDvTGpfC2LxdsGOPv+BjJ5/9J8vl/lp0fPfy/iB7xQYZv+kZhm2VbKMv1zHSuOelzWLu8bev1P5uG15/Aikax2nbB7ShPYLMXHIO94JjC712vPMP65/6DXdvMnOM/QHzqbN8xMGAmYetnmQxg10xQB9/zDaLBOMnrv21WBY8kXOPpXw7gDnbTe8OlOG8swk0OEN7r7dSe+mUC03dFxZpygns/DLQbq850fyG+6WAcGmYbjWMkwZjJWLZstLKqx8zS/2rtXUgKcuNlBdkBGO4CrdGWqSuh7FBO4B7xThKIer4zqXAdOtIAfavLjw/VoFp3Nzazw12gXVQ4nutaLhPbCgAj+qlMMpzWrvnbQO5dJlp89/J5l1K4puZHqNTzXRe0HyBnAyNUQ2K1YSLEankD2BFI9noPHLVjlrPUFO0aVMtuEJ+C7lsNThoVaynMjOrRZujyy1hK2vNC55cra9eI4lUGTTqdQN/xP7DuheJGO4Q+9rPolvlkX37Y+7z+TWSevpHgvH3QdbPQiWqDQg3JAezWecQOOKF4OzVtEK5FdywB3PJ+RptMEPFi2WOwvDhzr/s7cJY+jA7V4Ibq6V+8EF3iXZ3oXks6HKZh551RAxvR//4Jrh3E2vvd9C9bxMbH70QFQ0x9238x7fQv0n7zL8sk21BAURsp9i1++PsKg8vQzHm0uFkGXunxvft1HUO0usXBbiaVoOvZZ0n39THlkEMKQV9nUrjDg2BZqGgtPZ0DZFWEhpZ6wvMOQO19GuHmudi7v4PUw1fhdq3FnrE7oWM+yhs3/IINd/yBTCZLyuMdonf9OqbXBPFaJxC1TeHJPE7naqLn/Y7Mk9eRWv8Q4D2IdrSiJ6NpDIKLxtEACisco/akT9GZCdD9t98TqKmnY/FTBMJh5r/rDFoX7Of7XU02JmIVaIATTzyR3/72twDceOONnsHYdV1uvvlmAOrr6zniiErroWrMmlX0AFy4cCELFvjbLS1cuBAwmThvloeasAOSTXgPsrRT6Uscqi1mNWudW84azi2LHcP/nYGIyWKuhtbFLB8rUL1d1/EojqiKAy2/7F+dy+zODBdXSY2GZQMlE5SBKGB5i792pHrBSjdN4WnmpHOT2rlsp7LCTnpEEpdjrqfqi0uznUxuaXG4Yrm2931spv3KZpGfIAmZf0dWzhc0n7FuB813lRmqPtEwHp9v7ZqJACe1mV7oyvybyHuXonJ/k9z2ahZ7kwyJ1QaJ1cKbgV5yu3eG7abXYP0LMNOsJFaBIM0X30zy2btIPH0nWDbRQ08jst8JxuM5Wi4KBkM22YyDawYsqHgjNSd9jpr3fbV6f5w0dL0OgTCqaW71Y7tXo+/5Fgx1oYBgTQg3vDtOrA0VimHPPxR71yNRysJ1HJ748Zd546E7C+cv+u3X2P+CH7H7e8+qcpFcnLCD5gfzHAqfdBG14Ub6r/pChUgcf+cnSd/8E98mE4/9Fcs2cWz44WsZeuQG7IY2AjN2o/bYDxHZ6+jcqvUuyoJ1Zgg6l6Kn7IUKRHIrnVImfgRjxdVK+exnL2ItJltcKbQeZeURmLhaOsHrZiHVjw7VmLhbepxjClrqSBP0rzN9izehaqZCwxyUFYS6mUaXcbOomjZ0rA390j9MAmP+K6+dCrMOMzXIoHh9yzar6nMxWGdTlTE+EIJIk7FqqxarvRIGtGsSyYIxk02ucglxTrpQu0TJaqwCEqsNEyFWy7/KHYH80mAvPGbsVLSxWEiylFizeYh5FXkM1aCm7lvmNaXTQ+YhG6otbNepAehZWcwgsgLouplGUPZAP/nHcoEbzIPz4cvQJ3/PDKx9KAjJ/Wuw6lr9F8/WToHm2ebBn+w1D/hABCL1ZknU1L2Nx3h6wDywY80QazXLjFLlQrdODqBWPFX8PZvFGcwdk06R3PRqmcBduKVUimRPD9GWFrTrkrnjB7z6g4/Tvq6YNf3a7/+H+R/9Fntd9gRdD97E8KL7sNpfJhxQhWVuoTl7UXfal1GNU+GNJ7ESPdhTV2HdswTXxwctM5wGD21hYMUKGk7/CsGV/8bZtA63z/h79fUlePnVdpJJEwhVIMic97ey4Ng5AARm70PgnF8W2llz7SW03/p/AGSrvBdox+XAuVFe7VQMDQ6j0DSGYF5NyaynAqt/PckX76fhy3fQEPhv+m7+rWd7SoFGMexoGkLgajPB0t66O89e/Wu0q8mO0C2eu/onHPjxr3LYBd/376jwlrP//vtz6KGHFiovf+ADH+Cggw4qO+b3v/99YWnUxz/+cYLB8km6G2+8kYsuugiAiy66iC996Utl+48//ni+//3vo7Xm17/+NSeccALTpk2r6Mu1117LCy+YZ9QBBxxAU1PTVrtPYZJRdblsurL4npdPY367nwWEFTAWIaWTtvkiSqpEyM6mzICnkLlsGVHcz8MzPegxANImRofiZctffckmc4K1D3mh3ckUi1JaQROvA2GwGowY6ubtV3IZ4omU93fhix4hcFch1V/ZdmYo911Fi4PdkeKwCuSyn2Lmu9au+f7GlPnswWhifv4NyLKL4vDIfz+p8fq4jzLY1475G0UaTVJAtYKpns1bRpDwum42YbLtxzoxIrwlSKwWdkg2vOy7S29YgppZtMtUlk304FOJHnxqxbHhwz5I4o4fFwRfpRTBUACtNcFDTqfuY79FhUxM1K6D7ngNrABWW9EmQC/9N3rRzYXxvK6bjjriU6hWbysBff9PYKjo16yUhR2ysBsasE7+jrEfTfThLnuUpff/kzce+lf5+a7Lc7/6ClP23J/mObO9v4RABK01zssPkHn2VnQmRWCv4wkeeBrx4z5KoG0nhv51Odn21whMnU/8XZ8huNP+9N3+a9y0dwzK12LSrjbJcmRwutbidK0l9eL9NJz1beKHnYxnTNIudL1msrXzk+92yCSvxaeYWJK3WStd4aS1GfPXtJnP6dw7UWbYWwvJX8svjjtpkwyYGjArvnPxVve3Q9cbxXeoYBR2O7FotVI3A1U3o3iJRdeXCdyA0SnWLISdjq7sT85LXDsZ7xif7DVaTf0s9EC7/715FBU195WBzMhV3rmEi0QPuqYNVZYBLkw0JmOsFpF7R6Da8tJxLD1VSsGMg9Grnyh/gNsh1IyDy4Rs3bG4KABbQWiaD3XTofPV8sGem4XeVWg7VCGsa+3CK/d6d8bJYHUuR8UbTdVmD+wpc0p+S6F2ezt66YOVxx14uglcgyXFMtMDkOhG1882M7+Nc02fMklAmYFtrjqx1i6JJ+9g+Kl7cHs3YkcixKZNIzqlDTdZHigyQz6BA0gPDhJpaiI70M/69T1lAnfuC2H5Vd+mab+jmfvZnwGQWPwgQ4/cgNOznlC6m3Cqg8xv3kO2bReCJ16Mvf9JWMDsJ15h1b/+6nndpqCfBY0muWo5dl9nQeDOZBxefGkd2WzxHJ3NsOqmXxKZMoudzvjiiCY0628pFpWsJjO4rmZmU5AZjZrAV56i+49fIr34YWP95ULAVsRqQyhLkVj4D+o++gvmvO8zrL7lcrM8bQSB3D/tdH5sr2BDEla9aKxOXJ/+PHvlpcw+8l1MP+Boj72Ti4nqHQbw3e9+l/e+970kk0nOOussLrjgAo444giSySS33XYb1113HQDz5s3j/PPPH3f78+fP54wzzuCGG25gw4YNvOtd7+ITn/gEhx56KPF4nPXr13P77bdzyy23AGDbNl/9avVsG0GoipmZ89835nYsk+k9MrM57+ecj/tOulycVpbJvFV25bl5mwyrsdIjWbtVBMx8EcQx4mT8rU4C0WLWd+H4lBE8I/XmXSOce+nOX3MsBSe3CJ+2M4MmMypcR8HGJZ81jWtE9GS3+S6DNYVsN2MLtw2LN2WGzPc7crJCu6OI5F5oCDXk/q34vEc4SSBuBu2pcYrcvt+DBpT5t2sFJaMbidUSq4U3lUCVlToBj4lnH+y2nYl96IcM3/C1sjgZmLsftef8rCBwuy//m+y9P4X+3Di1ZScCJ3/dLDh66pryRvvXo+//EZz6E1RsxLh642vQM0IczdO5At23HjYswb3vV+CkWfGkt183wIp/3Uzz+Rd7TgjrcB3Jv/w3mSeLtZayz/yDzCNXE/vCzYT3fBvhPd9mjnWN9Vjqtu8Qq7EZ9HCttAN5m428wF1J362/ILbvMaiAj66RLfHVzk0860AENbTR2JkEo+hYk8kET/SYd4vMEAx1wFAHOtIITfPNcVpD93LvrOcSjUNr10z0W7YR1J20+TsPdxYF7uFe6FxZ3kYmgV5yK8SaUXXlxf300KZKgTvPQDs6NYgKe6zSq5lukgzJfee5miMFL/hEN8SajNd312uV5ytlvOe9yNftKO9pIVQztBEdnFN15f5kQWL1xInVInLvCITr/JfgeHlU+aBdx2Qvh+vNgz1Sj4rUm+CQm23UTga97unymUI3g+58xfhe+S11HWyHkdnj2bRZ+uJHeojQUWeS+tf/VeyyZy3AnlIyw5xJYKV70eGImSXOFY6ywhHU6v/A7sdUtOF0r2Po5h+SfukRtOtghSLovnaUZRPc/WjiJ3wMq2kag7f9isQTtxbPSyYZeP11nEyGSLw8Ky3v0+aFUirXN5f2Dn97lXV3X0Pz/m9DJ/sJdzxLyFlBenhNLmDlZro7lpH+y2cIfeo67DkHcOAFl9K15CkG1q4oa2uX6TEiVb5jNW0BzhvFiYYNHf1lAncpb/z9txUit5scItNdnDywlcmo9r5/WN2RoKEmyMyGRtSRJ7NiyeP0DTu42txag+XSWmehMil0YoBgJEpdwKXfKZcacvbkDGcBFOG0pi4Im6wGwHy3fv0AWHrHtSJyM3GXVQHstdde/O53v+MLX/gCAwMDXHrppRXHzJs3jz//+c/U1Ixiy+DDJZdcwvDwMLfffjtdXV3/n73zjpPrKs//99wyfWb7arVaSasuuciyLfeCCxhjDKb3EhwCCZAESGi/BEIJSSCQ0EIJhF5twIDBGFxx75KLei+r7XV26i3n98e50+/MrmQbhD3P5yPw3nLuuXfuPe85z/u+z8unPvUp3+MikQif/vSnjzp1q4kmKqAH66eK6kcRsSolIBUpLB1AlOQoCguRgrxIxXmul7HUQJrMytTqLs4pYVFY6dRl8EvHSYe6hGl1CnCxeUdFIlUsfgv/PZ+RqtC/pxgFrcpCzZLqCCohvDTmaRXtrOlqTpad4qiJec2cP0ltZ/xJ7mOBbnjSLHWufaztzhdODrSmZnfTVjdtdRN/RCw5E3bd6rtLLJl/PSqZmyW0eAXm6/+V3KGdSM3EXHMegVOvLNZXcg9uwv7ZByqdfmP7sH/0LvQTnuP/fVsZ2H07rK+q75Qp2fz8zDR2KoURiRBoaVX9SU8ib/ufIoGfy9XPaMrufxx7x13o/RsQAW9+IjTQTOzHfldBcBfg7H2Q3K//neAFr1P2upC9JDSse39IMBJE0zQyszkc20HXNTRDQzpz2xGZnia3/3FCK0/xP6CahJWO+ieE4hqCcc8Z7RVurp4fZSdh+FFk70Yl4RrvhelD1NhqoSlyOz3myZpKtS3UCuEOVZi0PENpZrDODUnk4YcRJ1SS3GSmGj+IfAppRmByPySHldOlaw2idYnq6czhUmadZiIjnYhQa2nuGYypZ5GbLd1bIQPQtT3pMBThrQfVbz5XEEahMGZTs7tpq48jW90kuf+MIF1HDVyuXVkkMRBXg1P1gG1GlLb0fNrOTCIfu6ayknIwDie/sqJyMckj9dNdUyOVVY3LYdUukIQZQnYsh/G9PicApk7w9MsRdo7cfT9XEd2Gibn6DELnv0wd4zrKaGXHERP7EaEwWkh5YYvey/F9yLF9iM5+da9S4o7uZfLL78KdKUVTF6YXmi6xttzO9IFHib/502TuL2mVlSMzOEhweX8FsR2Ix8jk/J9PsLUV6QntW1b9SK781CjSsZE/ey+M7sKZTfovJF0b+45voL/xy4Q7e7jim3ew7adfY8dPvkR+egIB7BtMMxvRWBxyazyIQteJnftSkr/9V5JHRrBzeSYz9RfemcF9lc8V0EJRAl195EcPA2AK8BLja5DOumRyeYYn80x9+f9hOFkmU6Xn4EqYmLVxXEnf6lVoLQuY+PGnCAqX1gCkPaJbA3IuJPNQMBkpWxDr6MbCoEByN6IQcsmpBnufPRANPM5HE1j6dOGyyy7j5ptv5hvf+Aa33HILg4ODBAIB+vv7ufLKK3nLW95CONxA/mAOBINBvvKVr/CGN7yBa665hkceeYShoSHy+TyxWIwVK1ZwwQUX8PrXv57e3t65G2yiCfDskidRoZnKXguhSGknX0vkFjSe5wPH8mx9ebEhr0hi+UfrKwNR6F8jTUaffUJlNdWPam7grFaNlhHUTv3BpZGUR10ydb5k8dNBdLuqX9lJ//55KcQgS/IbQldFRq20RzTMs/+6Wa88hc91feYXxxphZaUa/y4Fh4mffm09NCwAVoWjyRJ4BqNpq5u2uomnHs7wLqwHfw75DMYJF6OvuVBpaZ/4YlVkcnqg8oR1V8ypiV2APPgQ8s4vgp1DA8IAnesQG15QJLgBnPu/7z9mW1ncg48hzADOxDAyl0GYAfS2brREG3J6oNaida3EsRwmH3sEa7rECRjRKLEFnYivvwUhXbRQCD0UprM9yuEjU779b5l8gtw1H4JAhMDz3oW58aXFwcZ++Lq692098iuC576i4p6knQevdpYZMjFDpfu3LZvMdIP5ShlEIxLVTxfaddR26Spd86kDJTkSPzh5mB2GxCIVFd7aryKgC3XGCoPt5N5KOVjpquM0s7YfPvxHERmfsPZII97GC2jYer2nTe7hyKO4+TRkxyrnY64Fs4NIBKK1X23LTit+JxD1Mus01WZ6vFJ2Lj8D4Q7FMc0HT7fD+88ETVt9/NjqJsn9ZwJppSE5SMWCKDOBjC9C6KbyOIZaVES3lGoxFUxUEJJ123Zt5JafVxLcALkkcusvEWe8tXRsnaq8QGO90Xo6n+uvhNu+ULu9pRcWrEIICJ59FYEzX4SbTiFyYwhDV/c4Nah0x6QLqUqCv+a+vSrR0srA2A7St19TQXCXo0DkytlJ0rd9D3ykMgCk4+DYDkagtHgMtrRgpVLYmUqjFmxtJZBI4KTU82tJhMhk/BeOrSeeA3vugFGliyTt+gtMd+Bx3J2/gwP3oedTHPrFd7FnJooDrARG0hIhBUsilYvFtkUdJH/+KUa37ytu0xpwH9Elayqeq0xNILf/jt4T17L/dkVyCwFhXUmIOAg0ISk46Mt/kuFbr0HXdfyW3dNph+WX/BVC07CTagJgahCSkJeKDE9aUE1YzI6PYHaWovs16sYLsuiMi+rf6LMIGvj+BjTY/sdGX18fH/3oR/noRz96VOe9+tWv5tWvfvW8jj3vvPM477zzjqF3TTRRBTtbpU+dUTqHIU8nO9jiFTHMoQrsBdXCaD6z32J0dhXxJx214Aq1lB3bSHO6AXEofKQhhPAkRo6huKAfSVnYdjzM+J8MNFNFPc1ncedYah4yH3kVv+fSKOut5vyq39C1S4v6o332jZwlUKaxfpQFKxta6DLoDbIOnkVo2mqFpq1u4qlC7sbPkbv+k8UxMX/zl9BPuJTI27+r5CCe+09w8AHkyDYwwoj+sxGdK+fVtjt+AHnTfwCygtBmeBvy4R8izr66uEmO7K7fTmoGmSwRodLOY2dm0fO96CfX1roSkTam9g9UENwAdipFciBPoqcTCTjpFNJxWLd2IUeGpmtqOoWDOksWeBk0+TT53/wnWlc/er8qViet+k5NOTWE9bvPo1/4FoRuIswAQjfQelbiDtXeq2EahNedQWbbg3XbBNBbFxBcc5aySdVchGYUyWV34jD25huR08OI7uWYp78ELb5QkbgFW91ofpSbQc4aZddQxLIQQummW2nfemcApMeQmQlEeVBAIFyfVI92Vfwp7azqW2KRKlJZjZZFMLK9kuAuYNtvoGe1v5xOZhwWeRkI5XVYCtxMPuVfVyUz7tUXmUc2lXnsxOgzCU1brXA82Oomyf0ngpSu8qZZabXYCCYQdaKgpZTKs1i9MHJtFT2dWKTIx0CsfiR1ZYOeR1JDju9EDjwEKX/Cl/S48ha3qIIIwgjXX541SoGuI5siupYjz3oDbLsJZoaVkeo7GU66vELbSWgaeksHkk6lnzW8HWbL+hyMeHqnPr0TGoQ8T+T4LnByWAe31+2qdGVxJHInjtS/J0BfcRZyeAfuzBjSdRG6TrS3F6fvLGxLgm4QPP2FmEEDkZ2G5AT2TZ9ncV8bI6OzNROLQCRC34aTkUceL21sJIFiGLBbpdQN7dnPzKj/7ziWE6xb1obM57GlII/GVMrC+tkXKV8Ox02YyIPj8xj7y6RK5MwQ8ncfh1yShcu7sCdP5MiW7bi2gxDQvvY0Vn/o22z75OuZ2Pl4bWOA6zh1b832CqrETjqf4Wv/C4CgDoaEqbII7mrIqSE0w8S1LbQ60imt/WtY86I3+l/4WQYh6nMdf+78UxNNPCUoSFG4FqCpQnj1iDfp+C8UpF1K5RQesV3P8VtxnidLIvFSbOvXfMDNF7UhAfX/x1Lk0C+iXLrHRnDPhXJ7/XQPOMLwvwc9WLq+FqCoMS6dygJVfpDM/xlLBxo4rCuPlbXPwz2KSOnyAqZOvjaAofwamqnmjccioQJl75vZONChtgPzaNtoPK98FqFpq5toojHk7Chy629hYj/EuhDrLkd0LPM91jmwidyvagvQO1tvIX/Llwle/h6EEYDl5yOWnz/3tR0LcimkEULe8lnkY78uRjLLQBjR2oXQPcpl753IM99crHMlWnuR4/tr25QSmfF3bjrjg+i9tbId1pFd5A/56C0DTs7CzlvopsHkZJpMZopYeysXnreSx7ccYXwihRCCnvYgJy1vIVChfS2xHrgWEW2FQ5vRownqzQhcqTF2y3Xkf/VD0HTCJ55D21XvIHDua8j+/JNUj/1a5xJaXvv/CO97gsxjd2LPzJDb9UBlgJkZpPUtn1WR3OFWpB4sEc1WpjjvsnfcTf5XnyqR2Dvvxn7w54Te/kO0RGupPaH5R89DqZZJ2b3j2ioXTAiwUvWtl3RUdHYgUnJMt/RWFAIt9UFH9JUK/8n8rMf1AIvPgEPAzBGKWWhda2HVZfCHT9e7OKSnINHtc085JT0GioyuzshvGMCYAeqQ3AXjE4hVZv0/i9G01ccPmiT30w0pS2mpmkoplgDTBysXBLkkMtiCiPfUtmGl6g/GdgbpWIj5RrvkZtRixrWR6Qnk+I65F3LlHsjEIlWMwTcdVkdOHlCpu2hKgzu+EGGG8CMlpVTFIcTiU2DxKch8GqRTcS8yOQL5NETaEZFWhB5ARrohfV+hEcjOqiipeCfMjNb2K9YG++5ETuyFkCLDRaPCIWVd1RcsQ5uZxJ0arjnMWHoKxiV/S+Zrb4R0yUCIRDfhF38IratyciWlhB23I9r6iHGYDesXsWffONNemlbXin7WXHQBgUN3QGspWkAPR3Ez/uSG3l7y5CfH/Qt0AjiuxExEGRuyGanSA48ZkPAehyagNwzD2VJBRz0SZ/nr38+SF7+tdC+P/rQYHS+EYMnGU+g9eR2piUnMi/+W2MYXqeOqddjLn0fdPRBsV99B69lXYi7fQHLXZkxNaX43shHCznPJv1/DI1/7BBO7H8cAzJYOcrPT6MEwq57/as5658cIRI5Na6qJJpp4hkJKNfF3bUWu6UFF7uamKiN1nawiEU2fSvKNJBucLMjY/Ga5UipC28pwdMRj2bFGeG7b7tuEj20/VsmIoznv6Yzu1gPKOVFdu0TonoRIlbdVSu+3zNHw+Vuz8yNhC86Kpx1CpSCXLzYbLV4DiZKzpV6QwJyX9J6dEVKOmKNJWQ7Evflt4ZxC9JvnTDIjzVVhE000UQGZnsLe9CvkzBBa74noJ12miire8BG1Xiwct/W3cNF7EKsvrmnDuv+auu1b9/2Y4OXvmV9frBz2Tf+F/dBPIZuEYAxNOOiBMid2PoOcHEZ0LvIukPE4ARX5qm98Nfaee3xaF1jJaXIzSexcHs3QCcSiBOMxNVIO7YLu1RVnOGMHG/Y3k8qx58BwSYv78BSBkMm5Z6whcNHV2A9djxjZ5Xuue2AT7jXquWiuiwgEkfnKOY/jSGYmplSwGIDrkHn8LnL7nmDhB79D6CUfIn/Pj3FH9oJuYqw+i+AFr0doOsEVpxA87UUgXazN15HadAf25AhG2wKi578c88yritHaAiAQ9bSxJxTxnM+Qv/ELtVHauRS5a95P+G3fKOmSGqH6MmvGHPVRtDnIXM3wHM1KC1yEEsju1TC+v8T7hFoQa69AxBQhLaWsCDYUegD6z0PmvULcXWvRQq1I6SqHSj24dbgizSxleIXaVJClLEuzbmS3pYRIpyrWWSxirlMobEkwoSTYmmjiOEOT5H464dowO1Q54GYm60e85KaRwQSiOi1krkVDg/3SyqrFcmGgdB3QDVVUIelFKTfyvgkNyoh3YQSh9zTk0KNl9yAg0gVHHi67V0dFmednkT2n+MqmCCGQRqi4EBeBiLewlMjsDOy4FVJlaVody2Dtc1WxBNeGXBoGd1XpXVXphmo65LPqvqcHwO2EaDvBtRuxBiqLNJb3q4DwpX9N6PIwU599JTJdSv/SWhbQ8vavkv3O2yBdSS7LmRGyP3wP4Xf+BPbdC8lhZOti7Id+jvvYb4oLyZZEmNM2rkD2rkJvX4AR8H4H6ULrwqJupWaaGPEW7GRZ+pkQ6Cc9H62llB4U76iv42XoglQyW0NwA8zaENAh5Nm/oA5LopD4my9jLl5HYvWpGJEqTa5Dj9ReIxigZeECEKVIxrZTn8Pko3cAKqo666j/1zVo6exGTo/UtBPtW0l8zenkpsZ48N/exsATj4Orkr8SpqR92TqmdvpH4resOJlll76MZZe+jNnhw+iBIOG2Lt9jmzi+q0A30cQfDa7tFRAqs6UiVZrIV8NKqyKPWpUsxJPRD3ZtFRXsWEen1VyEqJSp0AxFIubLiguBIu/r1dUotFOzSaOhJnfDto7yHL8o5vkg1KaeXzWpK3QwIrU1S6Ak8xKIqblHYdFmpecZuS7V8Q2fJ17hxqOJcubonoMZV++iZlSe4zpz6K+XLYg1s8F91PkdNVO9G4V6MdXfitDrB2joppcV4TmThDh23fBnAZq2uokmwNl5F7nvvh1yJYJSdK8gsGg5Il8VDCRd5F1fhmVnI6qkFGSqflCQTE/V3+c6OIe34B7cjLvnbtx9D0J2RgVPCQG5WTWLkBI9WEaWWjlkPqsKOLb0VfRHW3MR+qXvxvnDV0qO8mAMe8EGUjd/p3ica9lkJ6dx8xaRznbftbu5aI2XxeU/7h4YmKkpNpnPWmzbNcWZf/98OPQETh2SW9hZQJH3QtMILVhIfnwMJ5tWpjBgkpnOlgjuMrizUyTv+BltV70D46J3IIe3QfJwZcBZsAUZbocd12N0LKDlua+saEMOPYboWa/4DCmRuqkinz3pN+fAZuVo8IEc2oE7NYoW9QKcjLCyjeU2T2gQ7Znb7gbjnlPXJ4ggEFc8CSj5uGAcXAcRX4hcuB6MqIrgL2TgF2BnfW2lCESV49pzpguhIduWwuQB/76F4l7AhjeXlICuQ+dSxblYWcVLldtqKVU/03Xsf7gNEW5ThTVdGzS9ItO+iUo0bfXxgybJ/XQiPe6zwJD+6cwF5GdqtY8aeRWF7mvopJWByT2VOo6aqRYWtoPU3ZLWoqapars5n4ifnpMrCj1IKdWiZMF65Y3WdES4HXnofv/FlJVWZHfn6tp9ALEFqhBE8X40pGvDtptrKwyP74M9d8GycxRTemS7T/qv9J6J92oLoYz97AQkuiA9DcEYIWeGfCJBfqaS9BWFiQoQuuLdBE66FICu/36CzF0/whnZj9G7htB5rya/637c8YO+BL67/yGcb78RTSqj4aaTuKODpT4VYOcxpIUeqPwNRSgOl7wXeet/kxoeYebwEHY2i5loJX7pm4g+7+0I4SDv/1rxnJ4VS2npamd6tLaQRX9/F5PjtQR3AWm7RHID6K3ddF/+FoRZxwEiIJVM8cT9jzOwV+mGLVrRx0lnnkS0jCRZ/NJ3MPCbb5IcHiBpgSzsc8FKWXRGEsh0qV+mLujKHyZ970+599tfZOzRu4v7JDBtCRac9ny6ol2Mbrqzqk+CE9/6keKfsQV9de+3CQVB/cj4pi1u4lmD3Aw1+sDSbexgdnKgVdlq3aRuDq8w/BdPhdTYemTgfFEd9Sq9FFcjglqBenOF6mjmaujB2m2FopmN5FL+lDBjJU1OLVBW9NOLyG+kg21ni871GsyHZNZ09exrNDdFKRrZyR89yT1fCAPMOSLP5oNCP4/GKeFaYOfBqlMcu0AE+L3bhvftFPTem2iIpq1u4tkOaWXJ/eBdFQQ3gBzZgzU7QqB3ae1JVgYOPgwrKiVH9JVnYz34U9/r6CvP8d2ef+RXZK79MHJC1SBC0zDCYTTTVKSrphXXg24+hxYIVhGZeQiEEKe8rKJdJzPLZCaAs/o1RFtjRBYth+XnMP3/zvXvRypNsKuH4KpaGRW9o4/wua8ic9ePavY5hkkq5Z/Zkx46zPT2R4if9kKcrbeCYyNdSSaZxs7Z6KZBYnFLxTlC0zBbWtFDJftj+QRSFZDb+xi0LUNoBmLhycjOFZAcUg7lUJuKFj7yMHVt0PhOlSFevCGrLLJYzCkHJoWpaqLkposysUXeItwO0W6VoZyt7wBRlxLQsQo5tqPSrhthaFtedbCmoroAEYghEvXWpYX3ZG77K1Y+F/nQt2ptbmwB9J4GQ49WOjkcG8Z243asQWTG/W11S7+aG1bPUzQDWtR3JYRo1siYB5q2+vhBk+R+iiCdvBos9aDy0rnO3AV7fBuqHeCEHkAG4v7keLithmSVrgOj22q1Il3L02A0lHHQg2UDvFcUKzfrLQ5N6NuI6C8ZUWnnYPoAOPnSh6oZgKgkqquRTylvpA9EpFP1d3awVAV58mAtwV3A8E5Yfi6g1zdo0gGqCIW853GVEnbfj5gZJrFiBfnpaXJTUwghMOJtuKsvQjODBNY/F3Pdc4una9E2os9/BwA7b/o5973hOYzueIyAIVi9MMyZK2OYetXvkBrHMYKkjgxiTYwRCOoEY7WFGdzxIfSFVYaxex2ipZfJTfcxcdOn1HFSMj6V4dA3P03n8BRL/upT6JGOYgEKIQQXvu6l3PvTXzM2oORVNE1jyZpl9HTFOPxYfcNd7nh3NIOWN3wCqakCn4X3a/yR2zh8w3fIT48RDTpsv/tOsumSJ3vf1r0MHRzi+Zf+Y1G9K9jWzcbP38pvXn+qcryUIZ+cYjogWNtpkrclAUMQDWoIAYe//j7Gth7y7eveX36DF1yzjR3f/wz7f/MdrNlp2tacxgl/+c8suvDFde+xiVoIhK+TRu2DP06KfRNN/BHh2soOFKJeyxdKR4U6ka2a6a/TbEZqtxULST4ZCE8+pVyH2fLI7HLNa29e0khDWjNqo9MLMD2y/GjmNQKQxxIBfjTQKwseaXrJ+WBlIDtR31lRnG89if4VpFBcpyoqDCVRIzzpjaONap9XFLf325dLvUhZVthUFjPCfFGedl1IO/Z9H+eQbKnXvp2BYKtKCy88G81UUj/NxfJRoWmrm3i2QU4dVva6dQlC03C23KQ0h33gppNIxy7pXpfDR97BPPOV5G/5Cu5IVUavGSJ4+btrjrf3PEj662+tJA9dFzuVwozHEboOrquiZkGNw+V/AyR6EOdcjVhWIq8n7/4lez/1FzipEjncdsZz6T3nYpxh/2xjALniQkTAv9Bf29u+hDADpO/8kSLWdQMjFCCXapxxlJ8aR1t5IsGrPkT6N59nfOtOHLt0v7PjSbpPXEEoUZJ7FKYJUivKxGh6/QhfrX0JokzWQpgRaF+ugucyEzC5VwXFoWRgsHIQjpfGPc+GyHwaZoeRrgXRTtUOoPdvUHbF5/cWiW70vhNVFjvSk4LD40Esxa8YIZX9NgfJrTohVQa7lVZzjlC7kiARQs0n/bKawh3eqa6KyJauuu/sFMX6HtXZWAWUzXFEx3LkaW+AXTfBzJCSHOtYDp0rIDXqH8Xv5GDgIWjzcQSBCrToPQMmdqk28O6vY1VNFkQTjdG01ccPmiT3k4R0LJg5XNJ2Ehoy3AGh1voem0aLjnqFI6PdavDOTqsBVDMVwe1X0DE9VrGQlU7eI7VNVfHX07Qi2gVThX4LCCe8Ao0C1rwILVTV9syhkpdPSq8Yl12p0+SHOkUnCxCxBchoF1gZFcW9/976B0tHefHjCxu2WYNCRHKiF/fxW5HZjJKvjMcJtraWjlvSD/1nITpW+Daz48Zr+fX7Xlf8O29LnjiUZmLW4kWnl8mFaBqZqRlGHnoU6ZSeTTAeoXN5b8VEQFYbpL6NiJZenOlRJq/7HAA5RzKULhSElEz//Gscuu06TvvYd4nZ9xVTtKOtrVx69Rt5+Kbb2LllH9lsjoPb9uLsdxumySTWnUGgpYXt+wc5vHcvzj//NZF/fy9re3TW9MU5aHVxYPPm4vEHHci5tQ1mZtPsvu13rF9dmsTNDOzDzvoTI6m8RGiC9lglsZIcGazbVzuTIj81xqnv+S82vPuzuLaFXi/ivInGEA24lKbLuYlnElxbLWSKGUceQViP1J0LfjJfQqhIIStVih4u6DP6RUgfiyO8GqH2yuLEUlYR3N7/SxvsOSQ4GmlNFopbmxFvESXnR9BrpiqKebSo5yyoRr0oZitdX3NzvphLMsSIeHIdtrpHv2PttFpgBmK10jHHIudSCCwoLKTz5ZFzolZfs5GEjrSpWAYci7On0TkFGZJgopKIb+Lo0bTVTTxLIEe2Ix/8Lsx464BIO5z66oYSIwDScWpJbs2Avg01x4pglMh7fkXul/+K9fAvwM6ir76A4Is+hL6k9vjcLV+pKwHi5HIYEUW0yrLAoIoPtnM52uv+r4L8yo8OsPsTr1WEbhkmH7wZsfsOYqH6cxNt+Vl194lAmLa3f4XEaz+BM7ofe/QAU196CyZOXYsjNJ34yvUA6CvOYDodqCC4AVzHYXT7PvrOOKl4H0IIjFNegPPEjchMinBrnHzaR8YDiF/6Zv8Op0aKcwnpSKw7r8U5uNWT+WjHWH8RxvINEEzgju6AiTLyf3w3snUpomMFItKKcfarse/+ftXNCcwXflDV+7LSCOmAEVCBe+VzmOmDan4T7VbkczU8jkJmJirtrgMgIZSgJBvnZXKV2729d+Fuvwkm9iODMeg7BZadWVlTTTOUE7h6sLezFYEMItoBay/3+pVWvI+dRmYafCPJQWhdUjejUASi0LNBOR2QTUmSY0XTVh83aJLcTwJSSpjaXxm9I11Ij6Le8jpktqarzOjqfWa4LskthFDpNOH2SiPqB89DqSKkhyoW0tKMQGu/SheKdKoClMkjpb6YEcTicxBVBLe00pX6U4XI9QLCbWoA9et756qabdLJK3LcySvyPtSOCESRQ4+VCGk/aAZEO6FHB35e/7iKDmgQa0cicLbdhztRKk7ppGbRI1H0iGdUdt8JqSFkyyLY8DpEpFLn+p4vf9z3EkcmLY5M5OltV33XEh0MPbQZ6VT+xrlkmukjY7QtLlU/1hauUdpdgRhi6VnQfx4A6U03Fyc/I5kCwV1CfnKExz/7Hs751iMwsAlyM4hYN7/7wmfYcVtJM3sGGM0KTmqVNUR3xoYRJ8SBEYf0E4/hTI9ienYtnUrzyB7I5yymJgYqzrMbrJuHHryF9W//WPFvK9VAngewfT6RkFH//dYMk3BXL6C+i6eb4HbyOQZuuZaxzXcSSLSy+PI30LLi5Kf1mn80NCwDDU2PcxPPCEhXRctUvM9SkaDmMRSh1YP1Cw4WyOBAbG6StF6RoPlA6EpHUataiByTnrcHw4eId+2S5IRmqJRc3ZwnwR1Qx+aPgeSebwFDJ68Wk6KK6K+RD3kKULiG0NRzKEjJzaXJLR3Vz3B7SRpF01X0m5/2d6MVkitRq2q/31jWktr1CkoKUXp2xdOf6vG+LHH3j0FuS1c9X9cuRdAfqxPreEPTVjfxLICcHUHe/t+VsgnpCeQ9X0U76ZX1T4y0Kb3r6u9gwysRkTbfU7SWBYTf9EVCb/yCIlT9osA9OEf86wABSLfWVgnDQBRsc8869Jf+R826fez3360huAuYSVrEI4avvrUIRghtfFFtP4a3I7f9HrIziJ4T0NZdhr5iI9PffDe4DromaI3qTKZq5x09l7+Z0MIVkBnHGj5Ebvejvv1y8hbZqSThNo8jiHai9a1DG9uKdGwMx8HWdpA6fLjivHBrDH3XzcgNz0WUOaalY5UIbtch98tPI0f2lvYnJ7Du/jkIHeOUF8Koz+8wdQAZSiCiXQQufBNaRx/2o79DTg4getZgXvQ2jLUXqWPL+RG/osxWWtUSS/SBlVJDqxbwsthzSDtb5VguOy81qiRDoKxApsqmkoNbkff+H8X3M5dU8quTh+CM15TacW3PLlfNxaxMZbZewVZLt5jNrS44h521c/6BAWXvvnpPn157Le0sTOxB5pJKErdt+TMnYrxpq48bNEnuJ4P8bP3FTWYcGe9F+KW9FCKhCikqZliRnD7SI34oHCNzSTW4FRYq0S41SBQGxyqCG1AD8fQhaFum9LRblkDPBhX5pRkQW+DvvStP/ymkw5Yj5mlZVRuN7hMQrZXpMTKfUh7T8kVsahxphpUhibarqPKMjyHpOw2x4CRYIJCJhSVPfznK0310A2IdkMvi5lK4u2ujxJ10CmGYSldtZgxM9fzkQ9+GC95dfB7pyTEm9tWf6BwaTrGwp5XASeeT2vJQDcFdutUZWvu61O8Y68R8+WcQrT6R6Z7RyToSq856P3VgGwfe3ENYszDXnMvsSS9hxw0/rr1HKTiYgrUtkryr1skzlmBnUsd187Bts3ekIKRLgmXrwh2DWboDpUc61zq4ukhl1ynnohkmro+8jKFBLFD7zrdFNKJBjVSu9sYXX/pKgq2djTvxFCE3NcZdf/s8ZvY8Xty26wef5aS//U9WvfY9f5Q+NNFEE08S9TSXQRG4Rtg/qloPlchA6daSm3OhMGjaOdV+QQqsEEGuaTVS4PXb0kqEvBBe0T+f+UJFZO1RTKbNaCnLqwA7WymT5uQVMasHqqQ5fPqhmV4WV4FwLutLIyMiNC9AYJ4OANeTZilLg1YO+Kd4ISF0dQ3f6KZ5LAjdvJJOgbKIeecoyd8CwX2UqLvgqtqumzCP4Pl5wwj/8SK3XQdyU5XzSjsNgYS/86aJJpo47iB33eZfv0BKxORu9BMvw9ny+5rd5kVvQ2g2DGxW8pTtixEnXIFYeeGc11Raw4aSjxjYhBx8VK15O1Yglp6DCETROpbgDu7wP7/M0SyEQHSvJPDST0BmGtHSg1h4gu95+bEB3+0Ati2xcja5tKXU1XRBIGRghIIkrv4iWrS18vE8co1Honp/77kTNv8Up/8srH2bitu7EgaaJphK2Tgu6IbOoivexLK/+wpICzITOKnGDmwnb+FaFsS70U+5Cjr61b3rBkI3aD/5ZIKmJDs1jQCCsRBGwMTZ9AusYITAy/+t7EZLwXPOznsqCO6K57HjIYyyDOEazAyq7HTA2HAlxnPe4c+nFKVP/B3vcmYYNv0MJvaD0JFLzoDVFyMcr5+NnOe5qRLJLV1EIRNNOsitv8F3TjJxADl+ANHWV5q3FJy0hfmYX1FmM6ycA1amst1gTHExfgi1qHmbH8kd8ncEPR2QqTHkvluLmXoSYOQJWHYxItrd8NwmmjgaNEnuJwO/yroFSEcNQkJTA5E3aElhKP3q8ihoOwPxhUeVGiJTozBTZiCtNGQmke3LINKJnNhTPxU6n0RqJlq0W0UPC00Nfo3gs6iXtlcwywiqKOyOlUpOJTut7rttOVrfxspzpITyyHFQ/+3kwMmUFr9LT4fDj8Gs56EUQhnSM95USu15yaeRv/skDHvEs9BUccmWBZDPeOnpWbUoz6dxD/hPUADcXBbNMFRfJgdVG6lRGNsFXWsAMMNR9EAQJ+/v2AhokmwyTXj1mThbHvc9Rt2uixvpIHDiczGe8zZ/ghuInv58RDiGm2wcCW3lsoTDOtaOe9j+h7vqHjeZBw0IK6lt9sRW407XVtHOOmBqpSrAlqOiyI2C3CdgCFETWV7AonOeX/F3uKOH1a96F9t/+N81x67sjaJrtZFswbDJqf0mj812MjOwv7h94TmXc/r7v8Sen3+V3dd8idmBPSSWrmXVa99D/wvfVPfejxVbv/bhCoK7gCe+9H4Wnn8lscW1WQp/TmjocG6mVTXxTIFftGz5PrNV2Y8CES00RdI61TZeKMLsaD6OXLLSFhcio8NtHrneYB4Bqh9GSEWPz6sQ4jFM6woFEsshZa3TumCfq537NRHrmpJtKUQEBVsUWV5eJArK1mblUhby6GUzXEs91+KicJ5zqXpRzuX7haaevRmp364ePDppFDd/bBIuTzWq5Wk003NgHEvfqhLh9aB6vwvSPYVCoPWke54s8nWKX+ZnQO+Y/ztxnKJpq5t4VmC6PvHL9ACB138B6/f/jf3ATyA9hehajrH6PPTt11dmRrUvgf76kh7VkNJFbv4RDG8tbZw6iBzYBGe/jeBFV2M/cZPvuVogAAj0jS/HOPG5aGsvUbW55kBk5Ya6+wwdsqmSx9F1JNmURdcb/5Pwea+u7Pv0IPK+b9U2khqH3X+oyCoXQtAZN2iLaFi2S/yMK+j8+68pTXEMZOtSAosttEgcN+2z9hQCM6gjbQsmB7Bv+SKiZzV67yrEqFpPuplZDM0l1h6vOd1+6GeYV3wAEfY4h7Jx2X38d3Wfhxzdh8wma93JrqPmC7lZZbuCCYh01A8YNCNeoe9aWyFT4/Dwj0tBfdKTTx3agjzz9SqIsBhBrSQ9iu0IrTK6OjuFW9Dr1kMwXV+Ck/H9irsowMkr+ZFQm3I8S6GCECruI+rZ0co5mjDDyGC8luj2AiFVfzUqoivC7RCIIacPeXK3jsoSjPeqKOunEFJK5KF7fGrG2ciD98Daq+YV7Hk8o2mrjx/8ec/6/tTw0+QsoOCFC8aR0QVIPaAK701XEdygFozjtWRjPUjXhpkjfnvUBEEzlKZUI2i6KmY5z4m/MIJFbW2JRA5vh713wKGHYd89yIMPgp1DhFsRbUsRrUsQ0laaV+Wws+Dkka6FzE4hc0mVrlRAQa7FDMKyM2DF2dC7DpaeCi3d8NiPkSNbVJ9aF6G9+stw5cehdy0sXQ+di5XcSSShilaUPWvpNCI6vAHfdZWhKmi/pcaKh5ihMGue/wrf03UB/W06MjVD9s6fEQo2jiIb3XkYa9lFiLZFld3IJZH778bd/hvE+DbaL38zQU00rNQbCZRFETQgBwpt2C4M5TTG99d750SNhEjGVtHfjrffEIr0roapSY78/AvYVZOjU//u02x4xycJBZWDImQI1i5JsGZFJ6GIiWHq6IaGGdAJRwNoukYkbPL8b/yBS756G2d99Ls8/webufC/f8327/wHm/7zXSQPbEfaFtN7Huehf72aHd//z7r3fqw4fFNthXIApOTQ7+vs+zOCEKLhvyaaeEZANFhwCk3NPM2IivrUAiXHazWk7Z/iWg+uXcfZ7BHImjE34WeEPDmOeX6PmnmURLdQxamqyV6nQfS7HyrO9woqFey/bqqFlFG+UPNWAoLGq4L5opzg0PRjI/vLUeyPqJVDKVwvn1KLSSennruUlf+Od9jp2n4GEmpRflQQShs+2KIKd4Xa1XzRmlUBGMX5la2i7udy7BwtpNtYv/2YSPvjC01b3cSzAtEGWZqRDoQZIvDCDxF4y/+hnXAJMjON/eC12FNjnpawh0OPIB/64fyvO7qzkuAuIDuF3HM75smXEVx/aaWdEgItHCafc8mlLTjzjegnPG9eBDdAx6WvI7DAvxBgPTnuqV9/tXbjnjtAuqRnUowNjDA7VVp/abk0wb7SNaSU5DMWudk8btZm+s5fceAvV5LZprKcRagFre80Wl/2Xt/rRzsSGMFK7kMO7cSVBnSroB9ZJxAMADuHnB4q/W1GQDOQjoWoI3kKQCACkdayi0pFbOeSKpBtdgi5707QgzUBg3JmEHfHjbhbf4Uc3YGUwn9OuP8B36KVZGdgwAt2MoKefXc8gt2z9a6jiNrcLHJiD3J2SNm6zKSq29bonTD8pO9kWRadVORzGYQQkFjkG4EtYl0Q71FEdTABiV5oX67eSyMEHSsgvkjVNmtfAZFOGN+hsv8L0eS5GRjboRQDnkpkxiuzA8thpTy53z9vNG318YNmJPeTQTCuFlLVpDWowpNCUwTu1D5PZ8nyjzQBFV1tpYtVghsil6Tu4tPJgZ1FxHsaL09nBiCfQnatUwT2fJDoU4Pg3jtg6lDlvswUHN6E7D+78iPOJStTRaWLTA6UqveCMnDxXnXvwbhaFNkZcLzBNlymD+5ayAN3q+ebUASxtvx8ZKIHufP3MLlfLTZjC2DsYEUXRSiCLKtgXbGvxsh49xDtRE4cRG7+OXLiIBeetYrRbesY3b2teKQm4Lz+AEGP9bWP7CW+ag2BRJz8jP9gbo8dZvATL2Hp/25HC0VValNuEvn4tcXFWu6xOwgc3M6CZV2k9k8ylqw1vh0JA0MvPe/FrTpbR/yJ7o4gpB0YSIPlytI9+kBSCs4TwKwjSDuS1qBA9/iIoAaGLOlzBzRJQIPs0AEeevdlkM8Q7FrEohe/jZa1G8ne+DUWGnlv1JHkxqc5JFx6uoJoeu29Bc54GVrbIrraFlHwcecmR9n148/59nnbt/+dFS9/B0Y46rv/aCFdl2wqxXgWZi31TCKGeo5BHew679KfExoZ3aYtbuIZAyNUP9LW8HQAXdvThpyDnHRyPpHLdVDt5K1ox5NAMUKNNZ3zSUUKBhPzc0oXCv01klMrHez9v5ciW14AqZr8PGrS1lukaUZpgRfwZFqstBetLbw51FOgkaHpqh07q5zVwgDmKLQJ/jpc5b+tdNR7EWqn+G44+dJCrWFhx3m+J38quLYn8eFphBte9uGc700VjLCnDV9Gfrh2/Xas9PwzE+aDud7NPweHwxxo2uomng0QKy9C7vmDClKSrrJJnhyIWH0pAM6uu8h/8+oiISkBe3IUN5cl0FWWGbv9Jjj7LfO6rhzZVn/n8BY48SqC574GY3I3djaDQJDP5pnYe7goTTn1d6cRveh1dP3dNxrqexeghyKs++wt7Pvc3zDzkIoSNwxBPKwjbP91nHV4O/bkEEZbT2lbcpLtd25icqikzZzobGXd2ScTCAdJnHouExNjOKkkds7Bzle2bY8eZPBfrmTpN/egx1oRQtD+mg+jJ7qZuu6/sAb3oLf1EF9zMrF85bq6AHfHHRgv/iAyM4HmAsOHfI/DDCFaFirZ0uykIoeNMEwNoEeiWHWyq/RlpyDalsLssDrHStdyLzMDyCd+ith4tTpGCOS+O5C7by0eIg8/pEjd1ZchhF6ZNTbVIItg8jAy3unJg7hqLlM98Dp5SA7UZqJpOnQshVEfKRahw4LV/td0LXUfmq44omnvmeoBJZ3m5FXmvB6qyToUgYg6ptrZH+9VToBgqRaNzEwqh30NvMz74Br//h0LGgUbgr+T4c8MTVt9/KBJcj8JCAkykFADdYUmUgJingHKTJQNxHNMtP3I8mPtWzCBjPeqAaoaZsSrMpyCiV3QfdL82hQaMtIFEwf8D8jPKo3waFnaTZX3Us4cUpWUy+HaMHMY2bYcoRnI2AJlwKqJ9PJ2RrYUSW4A0bkS0blSRbkLDfbfj9xzd8U5enu3ijCuNqCahhYoI+KFBrE2iHYjk+PIX3yoSFaEgNee28LjicWMDAwSMmBZu0HYLI1cmmkihKD3nDMYe2IbswOV3unimjozy+A/XYKYPABSEli4lMRZF5OfnmJm033YY0MEQgGi7VFWr+kmNjzL4PAsubxDIJagw8jQmaj8hFuDgpVtGrsnK50pAU2yJOpyJCOQCAwNDCGxpd+IK7FcgS0lpgZBL+PcRZCyIBEo3YchSoNIgfwGmNr2AIaA2b2PM37/jbSuOQ1ruPa9mRxL0nX5XxC0k1iP/EoZdN0kcObLibzuMzXHjz9+L67lH5Vlp2aY3PYQXac9x3f/0SKfSnLECpGzSpOHlA0ZW7I4Cl1nXPqUXOdPCo36+TzNPJ8mnimQsiJltwg9VCK5rRTzjlyWbuPo8KOBZqq2Gkl0uJZahMw3dVRoKp31aMjK6tn3k56PeI5UOwuBMsejESxFQ4FyaD9ZklszvWdUHWVfJaHRCI1WH9JVetrzLYZ5rH34U6DwOztecUyhU7e/RsRbeJf9Xka4VuoGGkdPS+ep/YbmIrF1v0i5PzM0bXUTzwY4NuQtmC1ErgoIxxFnvRnRdxoA1g2f9iXD3HQSN9+GFvAyUfzqOj0JiBOej7jja5j6BHYuz/juPTVjT+r2HxJYvI7WV3xgXm0GFy5j1V9/gtSXduDYDpqdIz05S2qmznxAN9BClcWyd/3mugqCG2BmbIpt9z7GKS+4CD3eSscLX0N65+OM3vkH32bd1BTJ239I65XvKG5rueLttFzxdtx8Fi0Qwrr+Y7gP1VmX5zPQuQL0AFprFyISR/rInRgbX6GkSZOVkckEIggzQKB3KfkjlTW7tEgM84yXIMwIsvc0GNmuAuv8kBxEDj2GiHQgU+MVBHcR6TE48ggsOdsLqMsX+1C33dQYHHqoor90r6q1LVbavwZE/0b1Ps6W3bfQ4KQXKEJ6PrCznhM6r6LYC9l2hRov5bJgrcsUN1Ugr4UOiUWImE+Wf67Bd9Jo3zFA6krax3eOIXTlgPhzR9NWHzdoktxPBukxhGshzag3aVfRMEIvS20tX3SJBo9baP4LBT8E49QdJPRgUT9bLDkPeehelSpTgBmpHESy00grM/+qtoXU3HrIp6GwntXMWq3v8Z3+50lXeSQLWlqBKBKpJjxC1Kb61EmhEZ7XUi5YW0McaKEoRu8ynPFhZFYN/MIMYESipcIhmg4dfcpYn/wq5PeuronG06TFmv5W+qgy0gBCEOpWhSf0YIAFp59Cami46OmvXkfbR3ZjhlSf84MHGLz2Wzj5Erlg5ywyM2naF3eyqCfOop44rh4g/PfXM/ahM2smWHbe5uRO6AoLDs5IspYkYUoWhSUZRxWgLCBuwmS+NqJbE8Lrp8ByQWiSQvJyXtZbsMuKVqrpgqkdjxDWSzrf5ZiesVj+7v/DnRrCHT+I1rUMrVyfrAxGtDHJY0QTDfeXIz8xTPrwLkI9Swl1L1Z3ISVuPoceDPHoz75JLlubVu0iyCR6WHD25ViZNE/8+kcMbd1EfMEi1r/kjSR6+ubdhyaaaOJphpQqEtePoCyXyZhvBEmhMOJ8YDTQatYDpXaCLUo7uBGx7GRBxuYfCnI0utaaURnx41dcei79av9O1O9H4T60J0lAagFFovsV+S4Q7U8FyXwsBLfQvUJQf0ZZP43eGyFUdJjrkdSaXv9bmOs9PZqQJr/rFd5FIRRpUvc6nnSNdNVcTjpqmxGc/3fcRBNNPO2QVgZ5/f+rIhqlIge9wvUyNYlbkI7wgZtJl0juhevmfW3RvU5F+fphgSocKYJR9Nd8Eef6j5DadE9de5j83TfmTXIDyNE9mKaOaepAAD0YIpU84tt+7JyXoIVLJHd25BBjD/kQucDM+DSztkEM0MwAei6JdOvbQnton+/2wvPUlp2J+9C1vseI7uWw9z5Vw2roCQKrTiW/5zHk7JR3gIZ+2ksxXvA+SB6uPd8MIRetRz+8mdCKE3CSU0jHQQtH0Tv7oO8UdVwogexcCdP1g+DITEGkAzlWh28AJU+z6HRFnBthMMKINc9DPvAd/+ODVRJe+TRMHIKu5fWvUQ4zBGe+DqZHYOKgIsmXbESEE8jpg4r8FhrEOktyN+VZcNWQTsnZLERJ1q7Y3xiipU/J5Lo2mGU8RzUaSakcpSNaFmysHizeh/T0y4XQEDOHlVRu3mdO1LpUKQu4tiLxpa3myYFY01Y3cUxoktzHCscqam0KISoJbDuj9utm5YepafWL+sQXFQnauSA0A5norSw8qfYg9QBi351I3YSek9H6n4M7fRDGdoJu+l/DsVSRzPkgGFP3VY8QKBD1QoOOlbXFNBvpO5VFB8nxvSp1qLDg0gPq2oXBeI5KwCLShjzhctjym4rtWiSO1tKFdB2YHEIUonQ1HTqWwYaXQO+JiLZ+OLIFmRypaRsgGDFxTr+C7MM3lDYaAWKv+w+MwbtgtqQrFYzHyE3XkUkpY31dV1YQ3MVnISXJ0Wk6lijiVwOMRWuJv+HTJL//geLiW7oS15vA9EQFPVGB7bik0mp/qqrpoO5JmNiSvAuuVOR2NRGdd5U0iVqTSl/KQKuSVPUzR44stT1jwXAGMg4Ef/oDJiML2fCWD2C09vicWULXhgsJL1hMxicVLrH8RNrWnNrwfAAnl2Xn597J8E0/UMVThKD9rBfgdizh4E0/wUpO0bJyPcP5+t9j3ogwNbCf77/5eUwfKUWo3/nlf+Wln/0Ba5/3kjn7cTygmVbVxDMerlWfuLOzKuL5aF72ozleM7ziktUknPCKFaZVW3pQ2bT8bP2C0XB00a/zXpyIUi2M8uscLUFct9LOHP3Qj6HYoTDUOZrpzUcaRaxLECbI8jmLd8/1tCGfShQKMDb6Xf9cYGWgoFE+l+6sT1GsIrTA/Bat0lW/Ufm7oQXVa1n4zTVDydPUg9DUfDU3Q8W7bKVV1uWfSZR301Y38YzHztvqRtLKx36BWP+S0rq6ntOx8DEIDbHx9fO/dtdqRWZX6XLLYAu5tMD6xWcxOvqInHUVxlt/jPyvNyAP/gTHdZFSIhBoukDTNOwJv5pZ9SHaK3W59YBJW18nk4dHK4Yss28NnW/774pjs4P7Go5/mXSeGOBaOZzBfeiGhlNddMlDYEljp4C27rmIRSchB56ougENLT2CfNDTQI93IfrWE+xZg6uFkZFu9J61iCUbVHZ7Pax/MeRmEaO7MVo71LZwKzz3g5U654Fow3dAGoFSweN6kK6qhbbgRI/DEchVz4Xh7XDg/spjw3FFUhfP9XS405OVBa+hca22QByxoK1CnkQObIKDD5YCHPQAsm8DonWRqm9RgaMY6NPjoBmI6rmdH8IdUE8PPdIxr8tJJ684qeI8RyADnoM/MwFIZKgNslOIYByp6Wq+69pqLhGIIcLtynmQGqHixc9MKf3wpq1u4ijRJLmPFXOl16ZG1QdpVi1uzIganG0vzUQPKI2kMumN+UBEu5BGSA1kTh6pB+HAvTDwSGlo2PorOOEqRM8J9UlsoYERVN43zZizYIbQA8jeU+HQA7U7QwlYcKJaAIXbwcki0+PKQ1pIxwm1QHZK/bd0S3pTQoNIl6rwO7YHxqqKIha0p8JtavKyYB4SK6e/Xi2G992tij8EEyoazggoU9GzXBXcQoMr/w2SB2FiDxy5Hzn0MDJXP6pOCEH8Re8m8vKPkn/8ZkQwQvD0F6ElupCDZyNv+Ki3IISW5f2MbHrMtx3dLKssXWfiAZDP5HEdF03X0E96HgDRy/6a4Ibnk73nWqxtf8DafkfNeYauYRguti2JelrYBUMpAENT8iNZp5YEL7tbXCQ6ihRf1akzmnLJWBLHBVfKCmJco/FAPpWHA6lCDyCbmuXBr3yU8V2Pc9l//qT+iYDQdc74529y13uvxLVKxIYRiXHGR3yqi/tg1+ffxdBvv13aICX777gBqyzKfXr3Y8xkSn2sRjDeym8/9q4KghvAsfL86kNXs+zcSwnOEXV+PEDQgJv6o/akiSaeJriNIpqligDWDE/yogHRKnRlv41Q/WP8EIyruUAxldT0NCXLCUBPimSuApmgFgXziSbXdEUm+t2T0L1Icr3ktHbynv5pwTlfILjLiG4h1H/qXnFO6XqRsQ1Gi/k8LzMOIlWaF9Ul1wUEW1XBRDtd2la9+KnW1w7G1DbXUvdWHkX/dBLdhbTlQEw9BzvnabofRZT9cQVXkQfSrZSg8YPQwIxVvefg61Sph9xM7VzbrXJozCmrI7yMyur3ydOMD7X9Waw8m7a6iWc65FRthC+AtC3k0C7cb/8ForMfbfmZuHvu8z1Wj8Sge7Unb7Jh3tcWQoMNr4WBTcjBR8HO44S6GPvhp8nv3Vw8TmvppvtDP0fGurDLdLMlEseWSB0iqzbgTg8jUxNoXcsQZmMbqK04G7FgNXK4FHkcaYkSCAfJRvuhbwOh1WcQXn06+fuvJS8lgdNeiNGzknDfKq8ehb9NiZx4EcQD5O66FqQkEg+RnEzXHKdHE8QufE3jZ6SbGK//Ms5tX8LdchPkU4hwXE01zDJyNzkK44cRl30I8btPwf5rcJEQ60JsfBXastNLx5bZahGMIl/yWcSRx2F8L0Q7oP8chBFAZiaKUqfCCCJbl6gaXDU33ImItKv/ji1QEdt+0HTkzBHEghPV34EIQtMQF/4dcmQH8vAmr9ijAzOe08J1YeKIklpxHUV8G2FYdILXpqHkWtPj1NibQMzjV0rb5eRB2H9v5XFOHg4+hGxZjCgnzIVeaQAq5mh1kBpRtjrYOMNZmGHc6AIYecKTN5GKM4otnBc3JaWE6YOVzmjpwNT+yv5lJ4uOCWFGatULhO4VnqyuB+Oo3yK+kD8HNG318YMmyX2smCvF1rVLEiblUUpCqMEj0qU+WM045mqrIhgvaXTuvwc58EhVHxzkE9cpkj0zrvpjRiDcWoqwNsJeRLgaVGQgpuRMctOKjJZSpaeG20v9XHmJGgiHtxbPI7YAsf4VSgcrP6sGvPLB3AhDog/RuQ556B7lmct6+ti5jNLzyknksvMU0ez7TJURF4vP9teVKoPc/Qe45/9gxvNOLjxRRXKJKi+r4f297VcQLhtwXRs0W6UU5WsnBBgB5MJ1GKEWjEVrK3Y5Ikx+xYvQZg5hJhLEz1mMs34bkz/9DG5qGgBN1zAC2tH/9tF2Apf/Q6kb3cuIveT9ZNyM0iD3sXmRkE4u76I7kvaQxkRWHSAEaFIdHtBFA5JbRW8bAvpjqur30tYSGZNvWwLnvxk9FGXohm+R2vdETQtC0wjGojipJEN1yOO9N/+Mse2b6FzbOBp76LffIuxmsTVwvehwM5cktXszbWtOa3hufmqUod9/v2Kb5VJBcBcQ1mG2zjNZecmLuO0LH/e/RirJTf/+Xp7/T5/HDEd8jzle0PQ4N/GMx1wRp9JResSA7wCqh0qRQ8eK8lTS/GxVVDHqmrkZGgv2CaULXWwz7Gkk5735hVCkqmaWPt5AVKXilBOBmlkqYmlnKmU+LFQEbiDukbJVtq8oEeER/rmpOQju8NzP38pU6qEX9LV9ISFfLT1TJq3imz4uAA10rZYM1wwVme863srEKyTuNIgAmy8Kz6j8WgEDcuXv2zxRLs3xZKB5EfCI+jI6DeFd386oeWyjb0LKOhH2BQmbOd6Lau3vY4Vm1r7Hxa64KqLb9CkidpyhaaubeKZDtCyqdUXls8iMN1YNbkEObkGXEjfaBqky2yUE5pX/hHbW6xCBeWYmV19faNB3OqJPkbDj//maCoIbwJ0eYfRTryRfJwjKdVwCQcns/zsZpIuIthN47jvRzvsL9l3/LcYfu5tAop2lV7yRzlPO964r0F/2H+R+8g9o43uLkcXB019E7JWfRgTCpH72CSb/+Z1FW5C69l8IP/+dxF7zSbovfQ0jN/2gpi+tJ20kdvYrcJOTuIc/jpI3D+K6LumZbNGsGAGd7nd+ES1Uf70ipUQOPATDj6N3d6MveKNyTt/1Tf/jh7fj/uDtFVnNzI4ib/8fXPk2tGVnlWWMedBDaJoOfRvUv3IYIQh3qvmO0GD1C2D/XTCypTQfiPfA4jNL57QthkNB/wLg5XMBPVjheBXdaxDda5CHH0BOHYTpAfXch/ZU6rxbWdhxp5o3LDtDEeyagYyZikMp1LgItag5V7VDdrhOsVPpwuQh6PZkV9PjtYN8QaLEL0NMD5ZsRWZSzecaGAnpWOo5lsvrWhnF43SsqpWdrUZ1tlXh/KOViQslqgpglp1vZ5QSQOAoJPv+RGja6uMHTZL7WKGb3gBTZzHkvclCCKQWgFC7N9EWarALxI6Z3PaD9IusVnvgwD0Q9zSOs9OQHke2L0NopmcwywaSXFJ5/8oXJ9lJSI8h21dCZgKRnYbe9ciOFer+E4vQWj1NY7fg9awa3OwMpEcR7SuU7lnBUIwfgqRXMGP8IDzxK4i2QaxdtWEEFRFdeFbxRYjuE+Z4Fo8gf/dvlQvhwS3KMHb0+S+6ZwYhvKJik9AN5KqzYMtttcdHEnD/t+E5f68e28FtpJ+4i+y9P8Hdc2+RwtV7VtL+7h/Q9qqX0vLivye780Hc7bfg3vNtZgYrNb01Q1OMqw+0eCuZdVfScsXfonWvqNlvrDwb15Hoho5jVS6ghRBEYybhaJAFUjKw7nXs/s0PyKbTRE1Y0qazdFGUX2xOkczWXj+oQV9U/QsbeO9M6d0NJIdY8uZ/AqDthDPZ9I8vwMlURm91xzVaInkmYj3kpoZ97xFg4IHbGpLcs/u3Mfj7H6AJCFR9Pnu++TEWXf5mhF5/8ZwZ2K0kSsrg98gdFyypCnbm3coLLT3rYlY/7xXc9vmP1b3OYz//NsOPP8hrv30zkbbjuJCGoL5ruWmMm3gmYD6FHYuQHulpUySNG6WfHi2kbJxCSwPZher+25myyGcPTk4t2MyIIjHL7bgWUNsLizvX9inU6LVhG+pYx4s+ryaPKyKpy1AdaWTOEe1rZ2ojfeciNo9WG1u6qq+FRaxjqXu3M5XPVDOUU9sMg/TeATs7d/HOGq1y770x6zhGtLnkVcqPDVQe+2TJbilLv4nQ/XUxi6h2+FRd07H8C2wV4Obr/5ZWau7vqmEGxjyhh0A3oFGwt+1plgYTx/cKtGmrm3imY/VF8MB31ToVj1jN1NoZIQRmWzdc9De4hx5FxDowzngV2qITn7KuODNjpB/4le8+a/wIdrb+oOIcfBziamyUqQmmr/0YD33+30hPlopD7vvV/7HuLz/M2pe/jcmv/y3ZR34L0kWLtxM792XErvpHtA4lY5J79Pekr/9M5UWkJHPjlzBXnMmq934FOTPA6IN3qGhjIWg/cQOrX381cvhxnH1eJrGmkc1Y5IROsD1G2BAITRBcdQaR57yh4fOQAw+qYo3FDW79KGlQGup1sqTkE7+D/jOo5QmyyPQYItKpooPtjCJLM+OVJGoghkh0IU54MXLFxYrTsNOQnoLxg8jWhYhgDCE05KINcPgRVd8LVTdNZazpkOhFCh1i3bXSqoAMJmBiv7rXXLp+IdPDW2DDKxHpUXAtNRwH4iqjvTA2+0m8ZhtkkeWSCK9+mhTCiw6vgmaoLH7XRiC9LLUqWVrpFZRuZKun9vv/Vq6NHN2GWHx2/XPB34lQL8OqkA1Y/du3LUMYoTKS24cgT4+qdyLS1bTVTcwLTZL7ySDSqVIoahatlW+xEEItoBKlgnQyN4PMJcGMIMJtT74vDbWuqxYLTh5mR6B1Se1A4eT9F2D5pBoIyxaYIhiFYFQtIor9qNI9rOjjNG4gAZOexENqskRwlyM1qR5hIKw8pUYAwi0gBKKlDkntQeaSyAe/778Qli5kkhBtrd1XVa26eI+L1iKH96j0K9vTWY+2IEJROPgAzugejnz1gyTv+lnpHE0QjQcwDA1naDfjn34ZCz73BFooSvikC7D33YQdDhFuS5CZLBlNTRMEYyFys1lsV1JQLxm1A0xPzyK/83X0H3+f/he/lZP+9tNoRpknun0ptu1imOrZOLaD60gsy0W6Et3W0TSLQNCg7YlfclpbFtoKRl2SHJvl4jVRbt1tM5sqvc9tAckZXUq/u3h/Ve+M2beW7NQ42375bcZ3PU7wojcSH9pKfssdmIagNWoQDaprtTmTDROszFgprWp2z+Ps+87HmXjwJrRAkM41J2OE6kdoZEcOkx7YTXTJGnVXjs3w777L2K0/xslmaN34XDoufJnSxi/TsPMrhpn1PpmIAQFXYrmqz6YGS08+lc5lq2npXVojV1JsExjbvYW7vvhRLvvIl+r2+U+Npse5iWc8hJhfYcfi8VpleqfjaXpXF2c8ZjwFRRCLKIxjZR+rk/Myyaru1c2Do5dI7kZku50tSZIcDaQsDRxmg4ibgnRI/liiiRtcux6stApKyM/WJ15dW70joTb1DmgmuHU0patRM4/KqbmUGa4l+uebEeBX/LN837EM0IW0dier/t8Ild7v2os0bqv8+k5ePWPXAjR1nUa/h2tX3kOB0Cjcrx6gYaH2+WK+36zr1diZb/H3PwGatrqJZzpEIApX/ivy5v9QNZlsi3rjkEiNo684C/GcvwJAShc5sBky09C1GtHy5KQN3JnRp8bRBuw6kiE9WUuQbvu/TxB++BoCE3tL101OMPO7b6At2UDsuX8JQPaO79ZtO3vn90isPYO1r7+aZVe+lMzIEKH2TkIdXmBbbhoRa8d1JXsOzTI2WVrfR4I6q5bGafmLr9RtXzoW7q47kTtuRLR2IcJlMozhhI+T1zuv0fg/fgApHV9imdkRVZhwdtDjI3zegfwsJI9Ay2Kl72xbyN9/Bg5tVsfqJnL1cxBnvgbal0NyWEnIlsMMQ24CefAOlXHWcwqifWXlMTPDMDOk/jvbYC4wOwIj2yBSFvFspVXf4wvU32X3KpMjXruivi2Pdav7zyUR0kEGW5Rz2JvDymxSycZOqqx5GUqoOmgLfaRcy6+dnVL9tTNYwwfJ7XgIspMEl67A6PD5Zqqem3Qs9dtkplS70U7lTK65Zj29Dk9eLhBX80yhKamYaNf8ipDnZ5Wdnq/k2Z8ATVt9/KBJcj8ZaLrSfCroWfqllFRBOhZycJPyTBa2BROIhach5lv80Q8tfWqQ9YOfB8/zlNdE0zTSJM3N+A8s+Vmkk1f6UY0mBVIqT1xhkTnboABFLq1IblC62VYWwi3IjpW+jjBp52B8pzIs43t9jqDUVjUi7aVI92pkZxGmCe29vrtH/q+S4AaQriQ1kyPRFkIIgTsxQPahXxM++2XI3begGarQQqQtQTAWIZ9SaT1mJIx+wqXsfnQXk4/dDagCjXZZaruTy7Dn2i8ipcsp7/18qZv3/Lj434apI6UkNZsrzg0cxyaftQmFDYTwSW+SEFt1Ln/5rV+y784bGPjRpwnuvY+OKtslNFFRLFNKyWTXen59xXLy6RJhoWkaZ/Qa9CYqHRKmLliQ0BmaqX1PjFCY5Ze+DIDU/q08/K4LcNLKeeOkkwzefxuG3uD7EgIjqiYZ0nXZ9pFXMHHP9cXdyS33MPK779Jx5uWM31cqGBrQIFWmVQ5gl82pDE39K2B0y4MITeM5f/dRfvXBt9R2g9IwsPW3PzmuSe4mmnhWQNMVeelayl7PR6rBdZTNKyeLy6U+jgVCHEVU+bFC1hLcBdjZUl2QRgS2dOfnEPA9V5YWMn5wbZXKe7QEOjy5Z5dPzn1Prl0qGp5PNr6WF0FV/xip5iOISvJ0vlHchTb8YITUItHJlTSy54UqyZujQpmNLDgBwFuIT5cd5zYuBFnTrFSyN+W/jWspcvqof++q+YFrgwh7mQ11JEsKsHPHNcndRBPPBojuVfDabygphz33Iu/46pznyLG9ihhPFrJEBXLFBYjn/B3iGIvVGQuWo8U7cH0CsTRNoJu1WbPepQlGSteUUjI8VT87aXjvLha31gZuJX/1WaKXXq3WkDOjPmcquNMjxWKOwZY2gi1VQXPSQe9dzcFJrYLgBkjnHHYcseju7Pdve+/92Nd9EFIFmyEQi9ehnXChIvECYehYCmP7a84V3atqC1QWEGnzJ7hBjf3JAc+2VsmZlCM3jXQXIjQD97r3w1AZ/+FYsO1mpG6gnfFq5NoXwvAWmDqg9tkZMAxvrgLYGeTh+5TMR8viUjuDm0v/3chZKrSS9Gn1veghJU2bn0VO7oNNP4WxMo5C01XgXXmwoGZAy0LkkYfAjCKC8ZJlEwJp5WDbbyptWnZG1WQbegKWX4Bo71fb9WBxLibT456ULMz84nOky7iLWSBy9guIX/zKynso+36kk4fhxysDJHLTam6tVdlqI1TfSR+IqTptgTJ7a+eUZGwg5p9hWI787HFNcjdx/OBJiEw2UYRuKu3LRiS1t08OP15BcAOQm0EOPuJz0vwhVlxcJzVWV97WakgXqZm1JPexBpkVyONGBTb0QElDHBrrUlYvkqysIuu3/hz3yCPI0W3IoceQUwfUwDuxqzTgN9KPWniyqtYMgICeExEXv08Vi/BDohff/BIpca0803ddX7tP7cbKl+7PHt2v+nn4QYQZxFhzJgiBbhqEW+OEWxMYXX3sPzBdJLhtF2wfrWiA/b/4GvnkVPFvt1ybDkjPWhW/Zd6FwYxg66jDzgmXiUztD507vIPR+25g5rYfErBTmKbAkRIpYSoHA2nBkTRMZ1U1cScY55BYwD0/+VYFwQ3gui6PHLGx3drrrO8NEAtXThg0w+A5H/k6oRZVMGT/9/6tSHCXw7Klb+Q1QMfGSwl29AAwcc/1FQR38R6H9hPu7KX9rMtL1xbQ1b+qonBKI1dVuF3pwa+/6g288os/Jda5oKKtch7eSs+DTPsTwpP+q/uviSaeUdBMFbXTqMBjwSZWE9zgRR8/yUKFTyuRNpcBl6WFSKOoGc3gSU8PM5MqUjs3oxZCVkbZ9fkS3JpJxUisB1VEfr3F8VzyF37pwn4oFMRuREYLfQ6CuwxWujLS7VjI/WoU+ufkjmLOJo6SYPeDR3SX62Iei7a3ESqdX5ALqYZrq9+0mlxo9O1Wo/CuHOeRX/NB01Y38WyBEALRcwLijNeposF+iHdD7wlIO4e88eNlBDeAhD13IB/6vv+58+mDGSTx4nf77jODBi0L4r7fXbwtgqaXRc6iagfVQ71dzvA+ZFo5D83lG+ueb6zYiERTUccje2B0ryKlizZHYOeyDA9N+p6fnU2x810bGfv+xzj08Zdz6OMvZ+qm7+BODWL/5O/LCG7VW3loK3L/5tKm/lNhzaWltb8RgpNfjHjxv9WVyBAnv9B3u7QyyJnDam0/uQ/pVw+rHI6FPLS5kuAux9abkGgIK41oW6KijlNjkJtVGeOTh1Xkf+H6Q5srz8+XBYRFW1QWsB86+wEH6WfH8kmEnUG4Fuy4rZLgBmXLU9Ol3yvUCj3rYPoAcvowcmwH7ugOJQVbwOiO+k5bx0LuvQOZnVG20uM2pJSQVDXKMptvrSC4C0jf91tyuyqfgWhdWvpj+rB/BmB2UgV/lM/B9ICar1XDr+AklDL0I50wl7pBoyyB4wBNW338oBnJ/VQi1AKzVRqZoCbXmo5MjUGqjh5xbgaZmTxm6RLR3g8b/wK5/bfeQCagdbFap/rJexhhVZhSOojytFDdBLtOtFMjT6ZmqMHaytWNEpOBOOy7vRSdE4r6F3UEMKsWrEJTns78LBy6DxnvRYRblQd7+rAyPoUFzbIzYPMva9sUGuLct0JrnyqGEYggQp4DYOkFyH23VUYkBVug60TofgxGyrTHpATHws1lca36ke+uU3oP9L23IX87CW4KQjH0nn60lg6cwX3IfBYt0Y695EzGPvmB4jlOg3HctW1m7vgRnS/8GwACq88hc+s3veu6OHbp+Wcd2J8SuB5hkM1DMi+ZtSRLEiWjfWQ0ycQHX1pxHV2AFKD4etWhyYyk54xLcDNJpvY/QM71H7UtF4ZnXRZVRXO3tES46oI4+47MMjadI9Ldxwkfv55Eb3/xmMlHfHTQUQYiHtaZSTsVdi7Us5QT/rEU8TF+1y98zweYvP+3nHntQVL7tpA6sJVQzzISazeSnRjm4I0/IDs5Qi5vs+l7n/M9f81VpejtNc+9Cl3X+dm7Xup77LLzLqvbj+MCDdKqmtphTTwjITySriL61ENBWiKXrB8N7eSVrZuroGI9FApQlkfgCqP+9dQB1F8OFz7UeU78hSdZ0ShrSzNVgccnBbdSt7sgadFId7zUSU8yRqi5giiz78GE54Aoa0foqEKGDZ7TXKuLgkHJz3pzmEaSIBq1xUPrNuwRtp5TQW9UWHOecO35O1v0QFlU3JOE0NUivPBbSHn0Ef/CqJRwqRftBeo5hdo8SRVXfXOFuaaTVdeX0isU6vNblZMsRsiLPqhDyh9jxOcfDU1b3cSzDCIQRrv0Pbg3/CsV47qmoz33HyA1gXPr55FDuxFmABGOVkYIb78JufENxxzN3fKy94NukPzV53GmhhCBMKGlawnN7kNogs4l7aSmMtg5G83QiC3tx3DSkCvLahWCjrjBeNJ/nGwN1ZE1iLQgQjHkxAGCUUHWMGvqCYlglNCyE5G//aQaK1u6lZRmblaRtx39EIyR+f3Xca36Nmd612M4ex8t/p28+zqm+teycKGO8CF23YNb0Jadqv4ItSDO+mu19k+NQrRTRekCvOQ/cK//SFFO1XUlA9pSxh7eS+iJfSw583ycg1txLYvY6hMJ6FmKv3NuGmaHke0rEOWBa+ULv5kB3B03170vXAd58FHE0lOQySEYfKz2mPQUueEjuLk8gd5+xCq7pGnd3q8kaUHZnq5+GNlfaUujbbDmAk9aJY8MxFRWewGOBdkpZD6jtMF9+2lD3+nQewqMPK6CA9IT6ppmGPJJ5PQhRFu/egTJOjyS2quCGKcGED3rS7bazhbnHZkHfl337MxjdxFctUH9EeuBjtVlO33kZQvIJVWRSiut5mxGCKEHkPmUyuCXEoSO8J3nirJaIULNMVzbk7/1wZNRPfhjoGmrjxs0Se6nEnpAVffNeZVmhaYivDUTZgYa62aDVyW3luSWmUmlh51LqmskFkGir+YjEt1rEd1rkdlpdU0zjNx5g7p25ZHKO54egdwUsmUporBgN6NqAK+O+BGaiqTyve8gwghCchDhWipC3LXUQkQ6FKN/xrbD1EEwgyoyO9GlJEuqJU6EVuu9D1R5/maHkekpZVQ1A1oXeUSBC33rlVd77/0UDaYZQlz0bnKHdpL6v3/AGd2PsWgd0cvfQXDNOYhADFZfCbNDyNyMZxBcRG4GuepiSI1Dahwnm2N65w4yIyMI00QLmLh5/8mD7mlcGOEwQWZxd96u2ly6HtGitM2M5euLx6eGDyCdkgGoF7FcbH/rr5CXvRlhRgid+VJSv/5v7MNba44bzpYI7nKMpqErLAmbglReMjE9VnOM5fpTEkMP3oohZMMIBYDRWYeemIbu3Yym64QSMTRdY9XiBKsWA4lWwmUEN4AeicPEkG+bkaDOikVRRqfycN5bSKw5jYWXvga9QWVwP0SXnUh0WalQTah9Aatf997i35bt8sSPvlD8W2gaJ73u75jev4PhzXex4JRz6Tvn+ax4zhUsOfMiDj5we0X7ZjjK+e/6yFH16Y+Ocm2Vmn3Ht7e8iSaOGXpAkWdWRpHLQlOOX4SX+jvHuy9dFKlaBTtXikzVdNWm4ZPdZISUPZWu9/0JFQ3TSPqiGsI4eumOYpT6VGPS06+o5FOCoyC4nbyyw9JVNt6MeBrLpirk7eTV/ds59f/ySUQpV0RaO6XnWo/oPtrnnk96Wt9CvROF+zpmVMprNUQjEvloIUT9SPrGJ6p3vpA9eLThTNUklaaD5i2KpYS8j365GfHeoZy6Znmx+Jrfz/tdjmc0bXUTz0Jop7wY0b4E9+FrkVOHER3L0Da+CjkzgvWFFxaL3kmA5BR6Rw+iUK8on1KEc6S1pl2581bkzpvV2q5tCeKkFyF619cc13LVe0lc+Xc4k4NosXbIzZL+zOXI6UGMgEFLt5edrGmYYYF0gljSrYgCXnPhJdx/y1042Uq7unBROy2BNNInqzl68ZshOYS88aPoVobEhjNI7d6OPaUiq/VwhFB3N9z1NaSuKz5g7DCyeymia4kqapjP4M6m0A89gq5rOI6/zTF85hfp/duZ0XppWdhRe0LG4zICMVj1fJjcj5w+pNb9uUloX4UIRNBWnIt456+Ru+4gNz7IzV/6DJN7rys2s/k7X2BxxKUtqJ5f59nPYeHzX6JkUHQTkDB9EBk8yZc0lA/+ELb8vrFDevBxWHoKjO+p2WVNjDJ248+wxkfUBk0ntukROv7mawjdQKy4GDn4eIkPiSRg8Qnq/sOt0NIDncsqI7zzKWTILPU3oOyUzM40lnMVGkzsLknJAjiuIsmDMUiP42q6ctjMJ8CioHddQNk5bmqq7mmu5UDHKkRsIcQW1Cdr/W5BiOL9FrcFoqVt0oXZoapocKEKdBYkSsywNz9vVd9vta0uSAYez2ja6uMGTZL7qYZm1KZaJAfLInkaRBoF4jWbZGoUhh4rnePkYWyHGhC61vk2U+H1XPV8GHoMObKlNNkPxUuLXSev+hbrUZHSRlj9nRpW6caug9R0dX07o7xz5QOnbkK8RxHxVpqi5qjQqxadEmaOeB3U1EBmBGDROhgfgPSk5xQIQygCetkgrunKW1qA66iKx4WKvtKF0V1lxxuwaAOsOA9G96hiDCvOJ3Xbd5n5zj8WD7MPbyP7wC9oe9e3CJ/zCjVAxxcq8mH6IAiBnB5BunnEWW/E2vUAA1/+MHaZTEi9n1LTBYapEUgkiC9dTO7IQZy0GsTFwAHMtWdiLisrECEEoY4uhG4UiW5DgC4kjo9kSVeLSVBYyD234Pacycx1nyY/MYpLACEsdEPDsV1cCakGdnUqB2ETMm39MF2rZd5oGe5KpWddr48A0xnJlmGH9X1BgtEQoUQczag00NrC2ve453mvY9+3PubbZntLgHTOIUmU3CO3kxkdINTTT+fplxSP6Tj/KkZ+51+speOClzS4qxLOfd9/ccIr3sb+P1yP0DSMUIQHP/c+nFzJQHedfBaXf/EGXvGVX/HANz/Llut/QG52miVnXsQ5b/sg3WtqJ83HExqlTzXTqpp4RkMzKuWzpFRE83wiov0WGVYGrDItwUK0rXT90zMLtrKAUKuyobZPzYQCjLC6tjC8iGCnVLBvLuJVM9QcIz979ARrneJS80L5eXMNKoG4sr9WqvI5OJ48R7BV3bcQKkq3EDWkLuRNr3zmWI2ueyz3JcTRSbtJp1QwyUo9uXRboTM/Z8HTgBrpEKF+r/nIoDh5z2GhgSgjrfVA/cj2eoEV1X0IJhQZ4Fqol8CtjNi20+o6gYTKuLQyntSLVNvNyLFnZvyR0LTVTTxbIRZvQF+8ofi3zKexv/PW0hqwAMfGnR5H92QLCbep9W4V3Ae/C1tLdXkYfBw5+ARc+LeIZefWXl83MDo9reZQlMh7f03+95/HeuAnYFtogQB6KILQNIQWIJAw0S78AIQS6P2nk+g7kYtf8xg7vvefjG2+k4CdZMmSDvoWJnBzWZIHDlZEWoc2XkniVf/C0PffR3LbY0QTURYs6SG+ag3O6BGvT2q8kraFnc+DZhAIBWDkAG44ocjQTBL34A50XWNhT5zDA7XZWaaAYB2/ZXJs2p/kbl+MWP0CZKIPBh5EJo+U9uVmFOHd/xylJW2GECdcxiMffyuTeytlRSRwKC2ImRITl7F7biPU1U3byadCuEVJoDh5RXYGYxV20916Ezz+29I2iZfxVTYYalqJpK2S95COzcgvf4AzWxYt7DrM3vp99I4ltL78H9X8bfUlcOQxmB5AZcgvgpXLGjh7yzK3ot3Yh7Zi798MwSgBNEQ92x1ph+n9/vvyac/OevO8aDtM7PM/1rtfEe+p3KwHkIEo5FMElp6MPbDL72zMxWuUfnh6DBGMV5LW4Q5VdNK3/z7vSU3fNIj3KvtrZ5XNdezKrMrctHKehNvVsdmp0m8XiFVmkh2naNrq4wdNkvvphmsXvVZCM5ChFvXRViPSqQaUaozvwnc1NTOAbFmivGQN4RG32Ul/LSWA7CSi+4TS37oJiT5I9CHHdqj0mcK5mqmuG+1Wi63EEpg94h+lXixe5S3myzUxhVAL9Uir+icELNqoJi2DT8DUIbWAD0Qg1lGK5JFSSY0UCW4JroObmsGdHgNNV578Qw9B74nQ0YvoWoprWSR//C++fZz+wYcInfkSRKHwQ2YCd3g31m3fQI543t+WhYwfGKkkuCmLttYNXNsGIYhuuITO8y7D3HYdeiBA5uAeZJmsibQt8k/cDUYAc/Fqde9mmMDCU+i65NWM3PSD4iOKGTBrV5LIbTGDdYvD6H1rcMf2Mfql92OP7C+1D4S7F5Ian4Rs44i80IkXsPBtH2fqi+9peFw9CAEdQRjxebXCupI7mck4pOI9tLWW9uVSWVJj01jZPPrBnxLbdAvR05+Hccm70BadxOJX/wNjt/+U5L4tFW0uaA+SzjnsHsgAKWCc2f3bGL7rek5+/1dZ/KK3qmd09pW0nnoxU5sqZU+CPf0sfv2H5n1/rcvWsmHZWjKTo/zkhcsqCG6A0cfv54EvfJDz/+krnPeOf+a8d/zzvNs+HtC4CnTTGjfxLMJ8NZaNUO0ku5EMgpXyP6caUs5NPksXjLIsJ00vaQ1nJur3X+hKfis3c+xSGYXxQEpPMqKOTEX5cTX9l5XHVJxXkMBw6hP91izoZQ5vuyy9udhO8X/mhhZQxzp15kaFPlf31wiWAgTmCyfrkcHVz0XDl7Sufo56QGXa1Uvh/WPAzqp/erAUWW9Gvbldo3fX04IvOitaSoEWep3oas04uuhq3fQcP7bnrKqCk1fvlRnxFu5zzZ2PLzRtdRNNKLjbb1WSHD6QuQzScRC6rqKzq5xXcnYMtt3odyby4R9C/9n1iyJ6sGdnmN67j/QeJQ0abo0R7wlieGyxEAJNWhjnv6l4TuvK9Zz1se8BMP3h05nZvYPxMVUE0IiEifUuRDcMAusvw7nkH7j1L89lZm+pcGMkEeXM0xdjIEnPZggETQxD5+CuI8xMqPV3OB5m0dIu4pPjnnM9hOjoB6B/SRu5dI7RyZKtC2qS9gaJNdJ1sWeTilA3TLAtpOsg4g76kd1oRqiS4C7AySNHtyH6zlR/Wnn2//7H/tdAMJWXdHkJbxMP36dI7uyMsrNCeMGDHV6R4xnk5AA89NPaOYZ0Aa2UcaQbsOzcUvBhuqQvnt6zvZLgLkPyxq/Scv7lymkRSsDy85HSVaa7UCS52sFSjngvMtrD7JffiLXjntI1zSCxtesx26tqgLUuVvKt03Wc39L1sv689yvSiuxc4el7l5/jZQUKDbn7NuT+u2DBiYjlFyGCMcXrjO8mcuEryTzyO2S2cs4qwjEip1+sHPL5WeTsIPSdhShETid61Tyz2qkdalOk9HxhhtU/K+3Ph+Vn1RwjEK1fL+04RtNWHz9oktxPN6oWrSLarYak7DTFwSnWg+g+qfpMpJVpXBE+M16TGlJxvpSqmnCjyDCou/iW+VlVELN88eFaMLkH6VqI9tWqD34Ed362KhLLVoR1vdsJJpQHTxiw9CxE/9mq0MLg5spnKF3Izpb9aWPt2ow7XvIu2ge2Yyw7ESPcAkYAOXEjufFpZM6fhHAnjmDt20Rg5Rmqzekh8td9oqgXLqXEOrSD9AH/CteagJYV/cT7l2K88F8IrDkfufdu5L7fYs9MVRDc5bD2bMbsP1FFtAciiCVns/q9F5KZmuTg3TcgUCR3wkAVgAR6u0L0LQijdS/BWHYysw/eWkFwFyBSY3S94GosBxLX/4iZGX9jvvLd/4M2uZfE5Db8/LMN8g4IaGpfwlTR3GNZVShTE4rgDpXNLYdmTZaecx7uwDbSB/cwcXCkuM/OWeSmZrDTvyC+937Mv/weIz/5L6KDT6AHIOeofsQjBj0dQR7ancKVVRlBUrL9yx+k97LXM3P/bxj4xgfJHdnLRE4wmNPJ2pDo7GbjS/6BQMfCOnekkBo+zCNf+Qj7b/kZrm2x+PwXkli6uobgLmDPDT/g3Pd/Ac2s1f1LHtrNth/8F6Ob7yIQb2XZC9/Eihdf7atz10QTTfwpMY/oWCMEpk8hLNeiYWivazWOSpXu3BIijeBYjQl6PaiioY5WP9kPQqhrPdWTdddRBG6j2h8FbekiIf4kIppDbepaVhqORn1EFGRowmqBNi/pkoIl9XtHXNWWn0wclJ5zMOEtrJ/mKG6hq2u6Bak5Hzg5RTgEW73shaPsU35WLYqLc9yq8wvyQXO9Y66tnEgFqRI9SEMHh52tX/jVtbziqGXyRXUKpzXRRBN/QmT9Ce4i9ACc+nI45WW1+wafqG83UmMwNQBti+s2bQ3vZ/BDF+MmC4SpJDOZJDeboWv1EnTTs1+GfyHk1N3XMr29MnjHTmdIHjrMgtM2YJz2Yu7/2JsrCG6A9EyKe+7aSUIv2RshQCvzwWaSGXZvOciqdb3E4iGwssjBbcV9oVyG3rCSodQFmFrjpKJgQBH6hYvpoTBC15GD28l9+60Yz7kao0zysQLJ0orSyWXrrp8AL4hLdcRKelG90pOgCsZhwXqEEUB62eBy602Nbb+uq6C1nhMQqy5SbYc6IPOol/kTLsq++MFNTuCmptHjJYe6EBoIkJ3rlE731AF87aMRRnSfQPpHH6gguNXN5Zjd9igt51yKpnmE9II1sP7FJbmOejDDRYJUZpPKyRNfqOYf2WlPItdrs5DNZOdg4BHk5AHkxrcgUiOgBzC6l9H+N18i+ev/Ib/rIRCCwIpTiD/vjegtnWUPwkaO7YTe01Vmf24aQgkv49C7XjAOLUvnJG9lZgom96p2NF31PdhS31pbqbr8lsxOqffLyiiyPL4QEWpt/PyaeFaiSXI/TZCFKB/NRBQKLaIGShHrQUa61KDUskR52PwwVxV5oSvvYnZaDTqet7JY9CCfLBHNZlRN8AsFKVxbSYOE25T2kt89jO+qv4CbOYxMj0N0QW2xzIIuabEhb3EXjKt/1aS4ZqhUHQBpe4RAAKHpyPYVMLHH82TK0v97cI7srSC4VRsu9t4n0Jw82q771fFTtWlaNX0odP+JmyoKYjq5nEolazAZEEIQ2vgitDXnqw19p0Egipvz15UGkMlJlWHVsx4Z7SV/3cd5+LofsXXvGNKL3B4GFoQkPS1BurtjdC7qxFy2HvOkCxG6QXbf9rrt2/s3sfBT9xC54h384W8uJj9TadTDLW088W9X0xHM0RHVaYnqTFdpm6gYM4msMkWBSIy4nSQvFQkdNcAN1l/qiplB3N33Mj5lMXooiWZJQoYqylLAzNA40fYEMz/4INO33YDwyPKw9xm4ls0T6YUkczsokAaGUOl2QoCVnGTg5//D2Lc/CK7L/lnBobRG4YebHh3mlk/+Pbl0ho1v+QfffuamJ7jhrc9hdvCA+o0kbL3pOnLSQHMhYoBRxU/b2TTJw3toWba2Yvvkrse4+a8vxpotvXujj93D8MO3c94njr3q+1OJZlpVE896FInTOextgRT1xVwfi1DXKOhHC60yunu+Gs31SLe5HNlFje0/0kc9lxxHeXR09bEFIn4+A9CxyqgYkdJvqQeBBgvM8n4Ynl5kLtm4cOfRQjoqutnJ+xdERXhR+EepBX6sfZnXI5WK4K6XGVCnAHnxGvk02HWyH6TrFdYU9d951/GiwMo6O5dsinQqnSTF86qeu3Qgb4EbLmVK/InRtNVNPJshpUQeehSZT0Ovv1QnAPEuxJu/h1YvAKwO+VzaH8SdGSVz949wxg5h9K0jdM6r0EJqHJj55efLCG5wpWQsA5O5PDunD9DX186SRS2YJ17u23zy11/w3S5th9TAEcRPP8bYI3f5HpO3XCyPnAaPBwb08mQjCcNHpoitKZOrEBozI2p800WlGmjdx2BqxBJlY6+UONkMeiRaJDTte36I3vdhhOlTd6RsUArEErS2JZia9A+2ihqlMTy0oIyPkCB6NyIKv1kooQLrJg5VnC8dh9zMDK5tY4TDBHoWI05/DXLd85BDj8ITv4bpsojzWQ0jXl/XWYu1okV8MuvxonR7T0NGOpBHHq7eC/GFyKn9ZO/+oX/jdh4rsoTg6ZdDMI4IxVXkdaFmhZ891U0VUQ7I0d1w8BEq7F60Q2mDF8jvaqTH4eC90NqnfhfdxOxfT/u7voabnkFmJ9FEnblFehSZHkfkvMBMoSmbWP4ZJY8g472IOgUhZWYKjjxc6rNrw/Qh0EeQiUWg6bUkeaHYdJWtlrPDSru8ADsDmQlVoDRWKdHyp0LTVh8/aJLcTzGka8PsSMWiU+pBcO2Kj1hoOoS6IBhD5mdVlJURqtDTFkYAGW5Tnq9qCE0tusd2Vk7sZ4eVnEi4VbVZQCAG47shWUa6WmnITCMXn1Ox9JVeNWBSDSr4SlctBGaPIHVTFW4soLpolbfQEUIgW5eolKHslLLQgYgq4FBOHgidAokpwm3Ihacpw2Zl1MAYCBerV1tH9iMdB63Gakuc8UG0FkWeB+Mx5YH2KfChd/dj9p9SOtNLISvAyannGwib5DP+C7roZW9DXPAuAHI7H2Dmhi9j7dmHnh4lYLgYAZ9PLRhGtC1GxhaR/cobOLBvgC17ahe4w1nB6R/4JL2LlNHN73mM1I3fwp2dwp2ps0gERFAZnJblJ/Lc7z7M7mu/xMhDtzK79wl0J4+WmmB62wNMAxNRgzV9YfYPZhhPOrjS8/R7jzXnSiwXgh0LWXzFm1l00UvY/eGXoE0MEdQUuS2BmTrr3c62MI89sIt8tnRAMg9tIUlA97zTriQ7m2b28L2+bRzJCKb37aRE1AhsCSAJeJum7rwWXJe8C4fT/tbkgW/8O6e8+q8xI7WT4B3Xfb1IcDsShjNguQI1lRRMW1JF1wfU88HrzY1Xn8PFn/s13aecV2zr0a9+uILgLuDA73/M6lf8DV1lx/7p0MAaN8tAN/FMRkEzuzy6ucwhXYECKVqImNaMSpulGfVJPaGBX0FLK62icxtpElc2pDKdqu/Be71HBwABAABJREFUzh5FccGnuuhNo1yfeaARQe0nEyKMuWVf5oIZU9E/UJKwaETIli6uFqG+JHQ5CprZ5fc21zPy7rNQENXOVEXny2OQmREqalkYkJ+ZRx+OAY36NNfzdOZwzICK5qpXqNJOc0z3lJ1UDoXy77deFJ2dKeng/8nRtNVNPDvhHHgE69r3I8f2qw3BKFrXMsR4rS6xfsnfIYwwzp77kKlxtL71aO1lkdl9p3pSCT7jT+dKrEPbmfrcq5Fl0eKpX/wHbR+4HqN3DdktdxS3u1Kyc0oyUzC/eYuJbcMcSga5JN5DuaWSwzuQu27DOvBY3fu0s1ncyZG6+9U1a7dJKkeAdKqMExDKwW65/mOYEBBevYFwZwfJHY+D6xB0U8RaQ2h6rSybdByEYZBO5xkdHif37+8j2N3HgjPOpLWvV9nSWCcsPKXi1BP6Y9zjQ3JHDUm8LAk2wTTWzocw15wJqy5HtC5RWenpUZgdVvOmcImgtlIpkgcPId2SvTGcKC0vOxttfCfywIOVBDeAdIl0L2CqawnOaOV6HyB+4ctL8qU1D8yTDGldCoE4cnKvNyfQINKOMMO4qYmG2Qburjvh3FcqghtUUF+0BbnsIth7S6XtFLqSCQGVjV5NcIMqnqpppXmNHyb3Q7zba1sUa8RpMofURTFCTU4OwOAONf9auAbRvngeEmlSzW/NRXWuXS2r4sHJKdsbiCKF5kXLF4IfHFWkMrqgaH+ldGFqf937k5GuGnmiPw2atvp4QZPkngOyUIwqPQ5IlWIZ7qifmjE7XKt97eRU1BZ4KSU6BBNIMwKDm7zFr3e9YAIWnIwoHN+5VnnAqhex8YWQHPCJXJFeNeJY5cTcSlcS3AW4Nuy7A05+pTo7l4SZAYoeu7oou//MRGW0S/XipqxIkxACGYjBxEGYGlR97FwGHUtLg4IZrSAahKbuV0pXPd9IG9aRfcw+eh/25BgAmmkQikfRA2XWsszoCV0n0b+U6T1VxRV1k8QL3qIiyD3XpGjtrTzGW4hHW0JYORtZNcsIrzyFyPPegRAas3/4IWNf/MuKa2cAggHyLpimRltLEAFkgwtI3nI9xvTXCM+MsXuo/qJvx82/ofdNbyDz0A3kHr6puF3L14/sipz3qtJ/L1jM+nd9is3/8lqsPY9A1U87lbJJpl162gI4uYySmJWlCVVUh0AszMaf7EAPK3L45G88yugN32R2x4OYbQs44cJXcv9n38P07spJ3IKuGJnx6QqCG9QrMZWDrrAspWG5kux0rfxN3oXpOutpW4IpwTQNpCfdMpOnJvq82FZymuGtj9C38YKafUMP/6H435O5AsFdDsGsrXTS4ya0BlRkt51Kcv8n386LrnnCuw+XwXv9dP8UBu769XFBcjc9zk08YyBlSUahEAGqmf4vspRqYVJtq6SjdJql40Vc66Xo3exkJSFeqPJemJgH4t5ioHoyL+psl4pkD7Uzv4mv9Ihxb2FUXehy3igL+Xqy0Ixj1/ieD6qJblG1Tejzi4AvQivNxaxUYzk4qHp3pEcWz3UJDaTw5hTzRHm0cqFAaHbySfxEAiJlacdam5ctYKtnppvHVoD0qcR8rl2MvPZZuDrH+N5JV917Ib3ZdfwdW8Xr5EE7Cm3wpwlNW93EMwXSzsHuPyAHtyipxlUXIbrX+B87O07+W3+polQLyKVwD29BX38FDG2F5Chi4Vr08/8SWvvIffZ5yAmPvBQa+oYXY77skwgjoKJNz/kr5J3/o75711VBU46NNAaZ/sLrKghuAHdykJlvvIP2j9yCFm0tbh/LUCK4yzB5+CC7rv0S6970AXX+vd+ETdcAYAQNLMs/48QIBgkmwmiawPVjs73s1blgGBrSdUuyiEJgLlyJs2ez7/Hh/hPouvwVdI1sw5kYInPzD+o3LiUz0xn27R71lsYp0iNDTD7xEEsuvIDejRtV3SwthOw9vbi261u1kvNch637JpmcyWPqgo6QoNNUdtIMGHT0JAgHBPbWe6FjBYEWzzkxsUsRnh7EijORA08gXZfkocMVBDeAfXgbyf99G4nXfwTGah0hAMLN0/2adzP+62+T3+etWY0A8fNfSuLk05GHH4PulYhAlbxVmfa0iLQrre/JvZWcRSiG1rkYd6wy4rwAPRyGgw+qopZGGNG6xDuvFRntRI5sVdlikXaV7T+xU809Jw5Qd1IwOw5tff77CijnkQrztkLQhmsjN/8G9j9SOmbXPcgVZyOes3JuI9Mom9AvULP8vEDUmw9IlKa69966XlHKwjPPzdSX3JOe3F21ssCfAE1bffygSXI3gJQSxncq/aUCUqMQakF2nVBTnEIWivL4wc4iW/srvUxDj1UQ3ID6SIcfh0VKH1oEosjFZ8PMkVI/Ql7RHj/BftUTJWESbFX9BUg2iMqeOoA7shXRsQqSRygOopEu73yfQbU8CqZ6sVGz8Cx91dLKwqPXQ6as7xMHFdG98ny1+GpfrqLOq64rhIbsWoe9/Wam7vod2KXrupZNenKaaEcbmqGesTAr09LCnZ0Y4TDpvIGTTmF0LyZy5uUYXYuQYzsQC04GwDjj1dgP/EQR8q6L0ATSAcPUaVsQIzWdxcqpyHwjoKOP72Dsg2fS9v5fMvHNf6wguB1XMjjjkLVLA7OupWgJaejug8CD6pqGRjpb3wOZ3vc47v0/JvfoAxXbDVPDsTUcu9LIhzZcRuzSq2vaGbn3hpptBUzOWvQvCBEwNfKWW4yOLnAKPS96e5HgBjBbOul97fsr2rjkf+9g3/Xf5Mgvv4xIDrFoYQsdrSG2PLgbP7hSEdhBHYSmYaWzCJ/Fb9aB+kSQwEXSZdpoSJW+N0ew374vvwdx5V+w8Mq/QguUCAYz1lK853RDjkKQtCCgSdq902f2b2di52baV29QR2j+mQNA/SiBPzKaBTKaeEagQFqXE66OVyAvEK+dWTq5+iSba6kiR+XnZCZrSUvXUmRZoShPIQrXyniFDD371YhAk65qxwjNLbVQuKe8UMcfE8FdjioC96hP93SL8z5ko/CinutFmB/r2FKIXC9ELOmhoyTZXTVvCsRrCe6narw7WtJfD9XqtReLdh8jzKosJU2v1bcMmZ62pk/xzuMJ+aR63/VglcNDHHu3Xf9UaF8cJ2awaaubeCZAZqaQv/kwTB0ubdt2I/LUV6Od/pqa4+2Hrq0kuMvgjh8k9N6bS+1YObL/eTEky+onSRdn0y8QiW7My98HgFh2LrT3I7feAJuvK0o85Hc/jJv2z9Sxdj+APbyH2MVvILvlTgAmcvUHoMPXfZ61Z6yH1qVFghsgtmgRkzt21hwvNI1IZzt6wGBpfxf79tZGdAe1udc2AB0dUaRtK10STUNbfhbtyy/nyGfeXHuwYdJ66esAC4SGFm9Xki52HdutCQYOTvomYR26+x66TjwRMxyGI5tg0WmwQEnL6Ge8it6Jz9LbFcF1pSLyHZuZ0WnSszk0TY1vUqqgJ/vhX2Oe90ZILKoguAHEwrVw8uXk7r627horv2cT2Z99kuDiZapwpg9Md4KeN7yD/FQS12jDTB9GH34CdtyiDth5O3LVhYjFG9TfiUW1khxOrmaOJ4QgfMlbSF3z8Zpr6rEEZke34j2gpmCjCLchllYGQMlQC8wchoFKnfbKg1yVGV/nW6HFJ8raK54phIZ7ZEclwV3Anvtg8amw4lz/y+aSKko8O40c3oJYcDKifXnlQY2CIcpssJQSgRdpXrBpVrrsGc1h544TO9i01ccPjg+m5XhFeqyS4C4gO62iohNVEb+NIku8dBuZnVEDohFR6Td+yM0gs9NF6RKhByC2QEUIFZubIwrGdZTcSWwhzA4y52ogNaIGyTISXhghZNtymD5QFcFmVEaJh9tUSqxVKGxVnWIs1PGuA4c2VRLcBYztg1grxLvg8P3IzrWI9HiZ8RAQ7UL0nELmhq9WENxFSMinM4QSMdB19EitlqIZjdFywZUQjKiFU9iThxnfhdTDjD14OwPf/hcyo0MYhkZrS4DOtkDxnjRdIxg2CQQNHFdVW3YdSf7Ibsa/8Ebc5HjlbaVcslVrVceVTKZtOsrWbLbtEhKCenFinV0J7OlJlS4mJY7t4roSIcAMGhimBN1E6zsJedbrOLJvHzv/+XXEl65mxVV/RbS3Xz3FBuSqZpoIIVjUE2FwLEfWk2bRNEHn8/+CxX/173XPBZDTR9Af+B7LB39P/7owyKUAJKcbR8sVAhZa+7pIDk+iawJHlHwFQjBn9EJvGGImWNkZLKDVVJXDczWR2BDSJXLfJvZ8cRNjd/2Ckz91A5rnEFl5xevZf9O1XomwuY3RjEWR5AZwssqbLTSNvue8hIM3X+N73pJLXjFn238MNI1xE88I2Bn/SbSTAydYq+vbsFigLMlFgLJd9aJyCwucQqSppquFpXMU7JuUqn9GeG5tbfDu9RgJUM30zvXrX/X3PpeutqtIbCNaq61sxpR9zYw/9dHCdtaTF7HnjsT2g7TBqrMQ/GNCMxVxKx3loNEMr9jik5RjMcKN05bBK7KYPgqZm6cD85S6cS3lSNHzJYcSeA6OJ+voQX2zXiSbLxoVjP0jommrm3gmQD78owqCu4hNP0EuOwfRvrTy+JG9tccW9o3uRW79LfLwI6Cb6hNO+q+r7ft/jPHcvy/qO4uWXqTjVmgY1yNMi/tT08QufTOZR28hdaf/3L7Ulo3cfA1U1byK9vZiZ7MkDx0qLn4006Bt2ZJiJvJJJ/dhrr6AvXf+HjuVRNcEiYiBZvmP1+Vff1t7hI7OKFY2Rz6VxXUcxOQfiMSX0fGq9zNx3eeQXjtarI2F7/5fAiddhnzwf0EIRDCMuWYj1pZ7aq+jG+TzklzOf6yUjsP0/v10rlPEdv6RX8DiYYze5ehLT0SuPgdn530q2UlKhg6MMztZev4zk2miiRA9i9sR6Sncx36BduIVvisxccIlyLExOPRd374AOEd2Yps65qJl/gcEleM30BrHGT1E9t6f42TS6NEY4d7FKgBq5+3InhOgpRcm9iJHtynt545Vpfpnfk1vvBK5+06yW+7DzWVUNH1nD5GVJ6jx2gxDtLt+TbbCPey5D/sPX8M99CgiGEZLtKB39dWO+cEYhOPKpldnCrT3I2Jd6r8L3onqcOODj9btg9xzL8KH5JbpCTj0QGk+nZ1GTu5H9p2JtuSc0oHxhTBdKwsD+Ne8KM/eKvemFOT9/OYthczK4wBNW338oElyN4IfwV3cN1pLcmum/7GgIr7K23PrV/YFvMVuS9Xf5RA01JH0Bg4RaVfLiNS4/3Ggih9ohopwCrVWEt2hViWhkp6A1CC1WkMCOtcpktwtIwWoKqBgRqBtBTx0bf1+TA9DvBOm9kFqBLn2KoST9zyUMYSunq89Vj8q3bFstEQHRizu79Rr71UEt9d1HAvG9kJmmuFffZ19v/998VDbdhkbz5LPOyzqiSAluLaLdCWOU/ncpYTcrsoiFK6UzNbx9EsEOVcSKvMVdAccxjJajeaaGTA44cSlYM0iXUkua1V60S0XM6AT62pjLJPigU//Q0Ul650/+SIXfOYXdC3sYsGp5zJwp3809+KT1xBPhNVPapikp2fJZ3OEz3wp4as+Wjwue2gH47/7FtbEEJHVp9PxvDehORnkT96JTE8iZ5OeR14tYiOxELqu1TyzAlrXnELb+jMJn/0yZv75KlxPJqVwtJCKwI60tJKenqo5XyAJeM/RcPJ0vuhvGPvN11jT4rJlSvMqdyvoQtIfKz286U23MXrbT1hw2RvVM7jgSta96p1su+Z/MDXpI1dSCavsloJtXbSvO73494Z3fpLRR+8mMzpQcc6a1/49ravWM/XwzeQG9xHuP4HESX966ZImmvizRb0MKvDkwqqIqrmKTFplpO1cHK3rVlZyqhcBVQ8Fx2MgpvplpZiT/DsmiRChyOf8TB2Sv3BNL+p3PtIcTlY5uEPtJZJQN+sTtUc7wfeVmrHn17dGeDJR0keLcmNdfj/SrYzGd/IqCyDYAkjq6sM3glFVKNG1vGKnrlocevVhyE0dy52oPmm6aif/ZB0FUrUznwwG8BxWlqclinKiuPk6RP0cBHq1trsZ83RVqydfUdWWnQNcNcevW3y2iSaamBN77qy7S+65s4bkFp39dY8Xhom8/5vFv91xH0nOArIzKso11lG3L2a0TrFKQMTaMRafiNA0uv/x+ySXn0TXDz7LzIC/FEPvck9qw0c3vGX5cmJ9feSmZiCfJpiIVdbsSixg3as+zaLkY+TGIWAIhAYDwzA5ky+alJb1F7DsDe9n8otvxHUliUSIUNjEyuTIJktzGJmeJnXD5wme+gJWfvcAqc23ogXDRE9/PlowjHTyFXUJAiedh9ANrB0PInMZ0HSMti60UBhnZo5xXwis8RGm77sVZ2ZKbQpGiF7wMmIXvgn9lOfjHtnJ9K5tzD7y05rTUzNZklNpEh1xxMRe3Ae+j2xfgd69FBGqJETNZevrd0MTCE3DHj3sT3IHoxBpBSB/cCfT130V6ZTmBel9u2k97WzMllbYcxe0leS/5NR+GN2CXHUFQnqK6NKtma8EL3g9gVgImcsiDANhlHFEa5+PKJPWkKO7kEc2g3QQ3eug5yTc7beR//47izyPzCZxpkeQ6VnM/vLiqwLaF6nrxzrAcZRNC7VC5yqElVS207Uo2jjNpFj/TDqVNdyqYXmSu9VZXyNb/ecohx9ELjgRUSCd25crfqla2zvcruYljVCQl0MRxLJtOYztqOwHAtpXqCDA1JCa44TbEWakprkmnl1oztYaoVEEks8+YYZUkcnqSbuTr12EzxWtM0dFdyEE0ghXLsYLCCaKOlIyl4TRLYAD0a6SfEl5P1rLJhXSQRVOKr+WBvEeZOcqGNpcMoZmFNFzilr0VC94NEMNoEKoRZ6dh4k9c6Rulw1aVgoxvgvRU2vE9NYF1FuiGm1dBFacDI5F7vA+pg4O4ORtIu0ttKw5AbH8jLKDQzC6G7JJpOty+J5azzXATNKiq90lGNS9CGP/90I5RlW6FSjuoxFVUU1mRw04d2WUJ47kmEqpO+xoj3Lec9YTT0SQdgDLcnzTxKy8QybvcPd9j5G3XXQv+lkIcLJpHvjAVTzv3D6WZDKMB3WyucrfYfFVb6P9BS9C3vpfIF1cy8IaHyE3MUVu/2dIP34/8Vd+mOTB3Rz4zF+qqHxg4qbvMnzNf7Ly5W8kmJnytqsOCk1DShdd11i4pJPD+2rT7xZccTWL3/f14t/Gio2kHr+74hiJ0t0+7e0f4Z7PfQg3n6vaL9g/K1nbAqFVp7Pk7/6HBa96H8lHbmJ1zuLIyDh7fvw5zMwU7UGloV2O8bt+WSS5Ac5+/+dZccXruf8bn+ahG39Z+7DLYJa1teFvPoFeJpET613GC773ELuv+19GNt1JINHGsiveSEf/GjZffTKZA9tKx647i7X/+gsCbd0Nr/dUo6kd1sQzHz4Dph4EkXpqooyfTKEbI1wi3J3cUyBBQiki2Cq7P6EriQ5p1bfBQvNssHN0BKa01aKi2pFQaLMh2SjwNWjPFFTfW3kUVT1Hw1wEtBn15lQ+Uex2RrVrRr33qewYJwcizTHrb5iRShmUfIq6HiAj4t+/cugBFXnl2qWsCddpXJDSyZVIbiEgkChFpRcdP/O4v2rpFt0sFfx07ZIUD0B2onKc0Lx+/5ENZNNWN/GMQCMnsF3r8DLOeCX2H76mdLOroCdaKv4WgVDNMUXEu4qkZumEyg9HDwYJdXaSHasNcIu++P0IU9m47O3/h33jp1nS4jI6oTGTqRwH4+0trDyloDHuP0bqgQCRc18OrUtw7/22IuEBFq1Hv+LD5P7wbbTZEcLB0iJjcU+EBR1Bcq0r0KaPEEhuxvn5h2ltCWAE1NpDSkku5T+G5jb9lthLBmi5+LWVOzRT2e+ifIUgcMLZmGvPILf9QZKTU8TiUQKRIIGFEN45RMandpJmGCR6FzJ508+RZes0mUsze/P30WJtRE67FK1lAdM3/ca3jwDJqQwtfb1kHr4dNzmlNhoBzNOuIHjRG4pSsboGRiSMna69XzMcUo6DfAaWnI67/0GcoQPguui9K9B614EQSNdh5sbvVRDcANK2mNmyiY5zL1Z1yspIbvUwk7D3VmRiMZmHbyS7+RZwbIInnE/43JehhWOw+nmI5Bhizx2V53b1w+wB3EMuoucU5Jbr4eB9pWsfvB86V2Hd90vfOao7Poi7aCWaaUIoDm2LSsU4hUCsfC6ifYVqS7ow8KByCFc0YoEmFQE9uhU6l8KET4YFIPo2IBKLPEnenCKTczNK1cAXEib2FYuPCs1ALjpD8U/JI8rGBqJFglvODMLMECIQRnauQBSzp4SS5y3vS6QD2bNBKRQUCkPHetQc4MAfKgIYZHwRdJ3wR4+ebtrq4wdNkrsRQq31da/Li9YUoqyNEMR7aotP+pGiQqhoEr806HA7oprkNiM1FeCFEUAK1KTBtdTiNtyupE08yMFNMHVADUxCg0iHIt1dWxHpid5KjalQmz9xHulSBG5iiadDGoe2FaoP06XiCtK1vYFPqOjrwgcthOpj2xIY3FI6PpfFzaYQuoHoO7FSJXR2CEElyS0zU4Q2XkHuEX8DGVq7ERCM79zD4H33F7dPHDzC2FCS/hVnYZhe+rpjF/WrslOTWLP1CYZUxiYY1NF1re6aXAiBGTbJp5Vx1zWvKGG9dWC1qosZZOEZFxN7+DbSaRcBhIws7u6tOK0b0QwDp04a/GjK5eE7D1EeLK0LRZwLAelUhrHhSRK6zSnLYwxN5JlOWeimyeK/+FcWvuzd6qTFpyG3/JaJH3wCZ7I00ctvu5PRf30hI+PZIsFdgDV6mMO//DYrTl9dM4KrasmwaPlCdNNkaMIlNzaI2baAhVf9DYvf8KGK423hPyRJCemhwzUEdwE5V5ByYOHrPwJAsKef4BV/BUAfIO75MZmDU77n+lmdrpPO5MrP/ZTVt9/A7V/6OEeeeNjnROiIBVmw8VzWve7dLDr/hTX7Q21dnHT1P1Vs2/zWUysIboDZbfez+1Nv4YT/qD/xe1rQtMZNPBOgm2DXIW81z/HkOt5EX3gEW4uKLKkgGzXmDt0ugxGqdVgbAcjXW8h7EaYFEs0os735oyS4tapsqQIKRKRmehJkppo/CAG5BgRixWLqKIlnJ19Lcrt249+lAD+i+7gfe4QXad0gIvwpJ+/VnKoY2WQEwcrWksJO3iONfa5/tJHh4L2rkbklUCquM49vqBBlpRmV0dE+hEX9vnnfsh5Qc+58Gmhwj3pA3Ytu1u7T9KoC6lLJ7VQ/RzevnFGB+Pz7+VSgaaubeCZg0Slw2Ef7F0WmgZI+ZHALBMKw5AwCb/461jXvQ055WZFmGL17MXqs0lmlxVoQZhDpU9jROO/NlTWxAFZc4BXzKyG2eDF6MEhmNo87M4axaB2RK/6e8PmvA8DNpTn89Q8wMTKD7UjaDUG8RSeZl0gEi09ay6rTTiQQ8uxhy0JVBHhsT+W1zTCc9irE1BHEivMgm0QsPwex4aUITcfe4R/xrgGhyVJbzvAeNeJJMIIBpOsWCzHmLZeJWZtM3sXQBG0xg/jOezGXn1bZ6PSAIgon9xXnM67jcP/1v2Pr3Q9g5/NomqB/eS8XXnoq/S94GTt+/hPcfGXw3pILL8A6sr+C4C5H+t5fETntUu851s++c6XEnhpVEckF2HmsB36BCEUInvMKQCB33kNs4UJSw8NYs/+fvfMOk+Qo7/+nOkzenG/3claWTglloYAkgiQQwZiMscAmGDAG2/wA29iyDZhggjEimChhEFEJBZRPOoULupzT7t7m3ckzHer3R/XspJ7ZvZOEDnm/z7PP3XSorq7urrfqW+/7fRVvITQNMxzCDKv21/pOwh4dIf/E3dN2yTq4HX34MIHzX4d1aDdu0p+sdVJJrPgUZqe/3IlMDTP5s6+S31Z0kMvveorMuttp/eQd6KEmOP+9yBWXI/c9oriY5i612CJdmDqAHN4O/Zuqy+7fhBypI9UTmwcnXqLyxVieXF+4FdF9GqKlor61Itdce9qDWyw9B3lgQ/ViUrgZseYN6hgjVBx/6Gb9UWIVFyAg1omMdiiOKDupSPNtd8Ck4pAkwJ6H4IRXI7pWFeVJKosORJTndqEt7CwMbawedyT6FZnevKheTZ9/zNnq4wZzJHc9xLo8wrpi0K0HoGGeWsnLTlI6CBbBRmjsVdmjXVuRvqM71CqTEUSUhknrAXBFuUZmpAM6SsNQPBghNSmo0KAURhiaFyGFXrVaJScOwGhJgotCBxCIQlOfR0CWTNBDzdA0H7ITquN0vIRYkTZIjyHHdhSPzU5AakStznkDBxkfVJ14ifeYbJ6vNLsz42oS39INo3uQuTTOkYO4yclimWPDGOe+Bq3dyxDs5KaTUEgrg3z25zC8nQCSyCnnkn52Xcm1NCJnX0nw1EvIjw4y+MT/VDVh9shhhh68j963fVxNBOPF0DY94OOFVgJdV22r6Vpd5zMzFCDW2UZ6PI6Tt+jsXMzAtupkEYYoSmwU0HLx60lu/T0ynyVcwoBbySQTW7fSevLJvhe2HMkzAxaVaiCOhIwDEe8rt9IZaDAxdI2+jhB9HcpYaVt+Bh7JLRq7yeQ0nIlqr+tsKjOt5VaJxOAgdn4xRsAs6q9XoHv1Kvo+cDuuZaEFw76rq9kDW6q2FXDwzh/U3AfQcMMniJ3zat997Rdcx6Ef/6v/vguvr1nmikuuYcUl1/DMdz/HXZ/7W/KefIlAJZxsEjlOfPvf0HPOFXXrVkBiy1rSe6sHNACTT95N9sgBQt0Lffe/EJizxXN4ScCIeF5IlWSprmxYPlXtWRqIqUVhx4JCspt8sg6/WyGBoIdUSGgl9BBouWoCWuje4rjPR5dPHp1XuR5S9be9xIFSKqLQjHiRYyVjFtdS20JNHLMX70wonUS5nif4jJIqJe3p29lo6p6k7dm9F8jje9q7WmfWCxxGuL6n8kwEdyGb81FBqne8MMnUjDplPMe20gyVuBz8ryElddvKqSMfBOq7qSXvV0/CpJ4+dmECnovXPt+Mzl5uxPHpTwqws+oe/oBGcs5Wz+GlALHmT5BHtlR7bc87BTnvFORDX4Vdv2f62wtE0S7+EMG/+T3u/qcgn8ZxJNYdn8VJJwi0d0yT10IIzL4lWBOTyMnB6fON89+GcdGf+9Tljcg9j8D4/uI2IYicdQ3Ra/8dtOp59b4v/BnDg0WJEseRaI7NktYgnW0hIsu6MUPFfkqsuByWXYJ86sew6wG1MDn/DDjjjchHbkbuLnr5yv2PI/etRbvu3yBUPbZwXVnTtNjZHHrAnK5vJudwYDhXFjGcyDjIpx5m+VV/qa43eQj55PdgyvPg1QzlERxt4Ylf382mBx4pu/be3f1kjQZe/Vfv5+S+pRx5ch3pIwMEOvvoOu0MGhsE8bVFyc+qOo4WpRtjK08jvXer73HRpmg5wV0C6+k7CVzwNiVVkxoDIYh0tGOFg+qcCj1k/bRryf/yM1XlOHs3YrfPR84gaSHRlKe0D3I71pcR3AXYg7tI/faLNL7l3wEQHcuQ2RGI+EQaTPZXb4OZIwSNgOJwOlZDx4lK5sTPtlmZ+ovbGfUui3AjXPRO5Nb7YWC72tezEnHl3yIau6pOE4EoMtZdlRRU7dSgZUn1djyyO9wM4Wbk+p9ME9zTcPLIbb+FvjV1Nc/LkBioPX6eOvQHJ7nnbPXxgzmSuw6EZiC7TlZZbdOjgFST4sb5aqqY9dHiysVBDyDMCO7wLhjfXdyXBxloQBQ8rYRQZHnzAo8ED6mVsloIt5WHIRsh5U2i6b5TVznov1qOnVXXK/VaCTRA+wqvA2oty/grrUw5wT1djtou2lcjh7aoVeDpk1w12R3fB5EJpgcshgHLzsF56s5yghsgl8J+7BeYV9+IMAOqfplxiLQhN94Ko7umD42edDahJavJJywwTALz+tBjzQBMrF9Xc5I59fQj9H3qDkWcT/Ujh5RHbSAWo2nxYqb2VeunaZqgIVqckAV7FpAd8E+iEIyFMcNBmvuU7ETnytOInXAaB+6/m9zECAKIhQSNAYFludNz3VBQJ+CkyE5Vk8sAmZERXFdihILY2fLB4WDCrektbrmqKQKmoDnq/7m7A9tx9j+JvkhJueS3+8u2yBkm7q7jACZaKIybSZU/g0AE/bp/Qegmup8XlQejsR1nqjpU0JGQnRhBvUc+b7vQ6H7Ve2rWu2t+NyPRMNmKML6Ws66k49I31L0vgPjGB1ncABlb4koIGcpTHmDPr749a5I7N3Ko9k4pyY8e/oOS3JUDwsp9c5jDHwU03YtC8pLpCRQhZkYUWeVHSOaTKppKMxQpO5M2sBFWNreQoLme7nSwSdnZQpl6wN/rGzzpiaPwXtVMT79bKNKuVEKikuCevoY9vdA+IwF5LJCe5IRmKG1jv0lVWdLLWfYthVBVO/fcdbgrUSUl4iUQlc7Mfd8fUtO77LpejpLCe3RM2uwzQVPjwRes/xdlOptlkLL2d6WH/D2wK1Hv2djZGaUAi3WZYcGjNDnWHwJztnoOLwGIjmXw6puQG34Og89CIIpYfimcfC1s/g1y1/3lJ+RTyPs/j3j91xE9q4h/5U+xthWJYWEGaDjxNKWdjIqIDb72H5Eti5GpcbSuZYiQf9SFCDXCG78Gm36N3PcY6CZixaVwwtUIvXq+lB8fYviB23zLGp/M0doUKMnPIWDJBbD6GoSmIc7/czi/SLS7m++AEoJ7GvseRz77GwJn30Bme/n+enMw6bqIUEwF3mRtjhwZrZLEBDh8/y9YcGM/geZW5MNfVs5605WyITVOvmkpW9c+5Xudge3bGdmzk44FfSy+7GJo7EUsPA/RpDTIjWwMtvtzD3qsCbn7UehYQvsl1zLx+D1YE+USqkbAoKk1Cjn/RWSZmkAmjiCa+xCt85Hjh9XiRjSGk8siLWUThaajBYO4e9bWbDN799MEr3i3sitOtS0VZhDz0j+DnH9+tuzebb7bAbKP/oSGN99UjB5I+ydErUVACzOAaJ2HHB+o3qmb6ItOU+Pb1uXKLtSIgp5xUbdk4Vg0tCPOeYOSOAGlKNC+1Pc06drQvlzlY6uwlWL+OTMm1JSuAwMb/XfaOehfD4uqk136H19nTFtv3wuFOVt93GCO5J4BQjehZbH6K0W6mMhRTnsZeS92LoFMj5UT3AXkE0jNVCtUmqk8qgvhljNWRigv7Ao9QSmlmuwIbXolTzpWWR2rYGUUwS68sFszUnvA7rdSN71vWOkeTez3KuMq+ZTSTi/pqORaU4OQSyI1A3dof416ZXEPb0M/6QrVwWYmVGdYQnAXoEcaCEc1aF3EdIiq62Ad2F6zum42hfvQFxH5BDT04DoCZ3AnIhhm0eWXs/2nPyU3VQxd0jSN+cu60MImWlMXgdNfQTCXwLnzu1jp8s4z3NKIESx/jhKNDnOS9lddhtu+iNGffAlNOjiuJO8K8o7E0EA3NMjWCVeXEq76B6LDNzK1a2fZrnwNCZNiHWDlwib0OjLwctvvwCO5tViL7zGBgA74T6qD81cSWHY29G9C6DoiEsNOp9HaFqCfei3aKa9GRP3LLUXzle9g6NufqNruSOU9bQBpx/stlCa2LqDj5HOJ9viTw/nf/DPufV9n5aIYI2M68UQOIQQdF13PvL/6nu9gthIZL6FN2OfQbEWyGyuTZvudtzC8fSMNXX2ceO1bibZ3AxBZUidRihkkPH/VjHV5PjG34jyHlww0XcloVWKmAbCmzUxwC12FFwuNypwV/scLdXylxIOURZKy8IEdtYREnf6+3n04udmNM44JwksA6Na+nyqCeyZvY1d5GUn3KJP9lYmeHcV5eAT3DDrisyk31OLvBPF8wMoUx4DH0kkXZGwqn5MwPG/oYG2iefpYUZKI6iihB2rXu9ZiUyFyYTY4mlw60vUiIRzv/kvuvd47VxkF+QfAnK2ew0sFom0x4rK/rtrubq/hBezkYffvST39+zKCG0BaeRJb1tNyzkUIXYfOlbDkfDTdVDrDM9UlGIOz3ow4683l5dp5SI1DtBVhKLuZ3L4OafvPgaSEVNqipbHgICYhn0Zo/v2E3H5vzTrJ7fehn/IajOY27MniPH6mz1zXXIwVZyBzNpmtP/cv27EZefTX9J60qpzgLkF8x1PYdeRExgYG6VigIq7d0b2knnyQzMYHkbkUgdUXQDDiS1JHOtvhwNNw4Gn0vtNZ8k8/Y/gX3yC+7nfIXJKGligd8zvRpI1Vg+QmFAMrgzzwBKLvRNjzBOAgNA0jHEGGvJxQXqfopOrYYdtBO+OtRF++ndQ936naHb3mfWjzTkUObfQcHUsgtJpEvLqwDQMboG+N+q0HqiLxAQg3QXrStwjjZW/CeuiHkFDOb9JLcmlc/j7E/LMh2jmtT14Lwggia41HPIlbmTwCR7ZBLqk0vtsXK0mQpoW+ZK2UEka2IZwcsuskpXiQT6l77DsT4adGUAk7V3+8WpGkUloZmDyAtDOIUDM0LSguINQbG/jNCV5gzNnq4wdzJPexQjrqQy/oWxc2ewkX5eT+2uc6eWhaAA09iBIdS+k6qrPIjAFCyYTEuup2YjI9pjzN7SwgkOEWaF6oVtmEVnvAbxQn4DKXBMdCZCfVNX3udRq5JKRG1T2YYXX8vvtVZyWlysJbOgGULiRHyjvxfLZu8hFJABHrLv5ODtU8FumqiZERhIkB6N+KUcfjywwapNb+ltCi5dhP3I4zVNRjE+EYJ17/aiaHxkgPDxOIxWg/4QTMSAR6z0A77U0AODseouHpX2Fl81iZLEITBCJhdLP8c8rnHfIP/qqoya4ZhDp7SBw+xMCUXbbKPpWxWda9EjY/4FtvEQxjLDgV7eJ3Qu4/SY9NYGeyCF2nuyvCjlF/Q24EQ5x79nx6Yi75cf9FDy0cRbOKg53wBW8mdedXq9vO0GhYcRqJnRsqCtDofde/IF72atjzEMO//jr9ax8iNzGGFtpBR6aLhadePxtqiPbXfpj0tsdJPPbL8vLf9hmGv30T8WyWaU5fKk/1sC459YOf8y1PJsewHrgZAF3X6O6M0t3pEQQjTyFcC5iZ+GlbvYbJyvv2EA0HscePYLR2M3loDz9995UkBoue/mv/65949RduZclFVxNZsIrW81/D+KO/riqn65p3Yzb5fH9zmMMcjh31SC/X9s+ZMQ1RtJWldli6ymPasbxjgl4yyzojWCvtJQb0rqeHFFnp40FUF66t7K2fN2y9aBvpKi/r5x0l9+zU83CWFf/OAtJLZFyZNKkejHCRBLYy/sk8Z2onqP8sNaOOF7WmPMPqyW48F5SOx/SQt7jgg4JXeiUKkh12tuR99BZfpCfbMxuYUe/7sau3++V1Kd3vh8J77bvvKJ5/3WdDcZHJsbzvoeRdsFIqekAz1V+tvDlGeG62Ooc5PN9I1XbMcicGyK79X9990rLI5yB00Vtg9VXKOa2wLzuFPLAWJg8qr/HeNYjO2s4k0nWw7/sqzhM/hswUhBrRz34jxuUfxNr5eM3zAISUpPftJLxkFZlkikD2MYKrr0K0L6s+2JNrkVKSHBojOTSKdFzCrU00RrswHvoyoYXLcFrasSeGAYEejpA4dMh3zGKEwwhNY2DTs+zeP8F4DjQBYR2ClZMvKXFG9+MmE+jhcJWjT0Qocl7WGBvFYkriw0lMMnbbt3ASxXFF9vHbEMEwWkMbMuE9T00j2jefyLwS2Y/D6wkuvYgFH/+xao57v4j72Pe86pmQmPK9T3P+SsSWO1R7A1rvctxD26ftdhkpa4bRV12Ms3ed731ovSegBWPEXvMRtNZ5ZB6+FWf0MHrXYiKXvJnwGVcrIrX7NEWwFpImhttgcAdB06aWhQ/29EF8cPq3aF6souvjw+pPM6CtTyVEzSSrnRIDUfTT34C+5s1YT9xK9sHvk+/fhcxn0X71dcJZQeSq99e4egXalsPQs+VRfkKHlmUwvAM2/bp8HHpkB/KU69Aa+/zLK8jPAsIMQUvJYtJsZffMMETbFZ/kAymE4qV0ExkfQB5eO122BBjZBosuRgSiymFzYp//+KF5cfW2OfyfwRzJfRSQUqqJgdAQmgnOVPUA37W9yUMdD5dABNGySJWZHkP2P63IbelApB0RblbHZSeV7nXXSb5Et8yMV3iLS9X5WGmEEVYC/74EsYCm+Sq5x8CG6dVcGeuEE69DNHSXHx5uB/YosrpUP6lAeMfalRednadswuA6yjs5W0E6azoEQors9oHWvqh4R/k4DNf2zFa3o0FqAg6q0JdwLEQgoJPPV0/wwgFBYsPjJDY+QbghhBksfgIyk8Ta9CDtF70OccIJ5ScObkKe/DqEbqKtuBBtwemYB9djhsoJUqErDTdHM8mPDpaX4dpoiWGGU25VGJkE9t/9U5aceB6Wj1xIQHewnriVwMU3EhzaQWBXMSlJmxFke76boV3VoVPnf+KrLMg+jb39AfRIBCddsZIsBMHehdBYfObmolOInftKko+XJ0E0O/tY8k+/Z/SubzN6x81YYwNEV55F15s+TuMZlwMwvGc/e+/4RfGWsymGfvNNMge3c+IXK8IQfSAMk4Wfvo3UlkdJPnU3WihC08VvJNC9GOvXt+DEq9+FjCMQDa0+pYGz70lw8uQsl71DWSaSFuGgztKuEI0kcQ9tQl/2spr1yQ0dpP/Wz+NsvMd30KcJSXTrPex5+0La3/qP3P+7+8sIbgA7m+GOT7yNG+87gBmOsPzvfsDer3yQ0ft/grTyaKEoXa/8Mxbe+G8zts/zjzpLzi+Ufu8c5vBCQ0pli4Wn61xD31EdW2dQbgSLhKljqUmCa1eTh/k86PnaMg9Wupr4c7KQtf1JtJmQT3lEXMXsVQ+8MMTqbCDdF+/apXCygPfMjJCSqjkavfNZXSNP7SSlrtofbICsUzFGFN5iic95wSZvLDZDXUufuR7wd2YQmtLUtjOqPaRUxLsZKWphT5PaXr2QRdJ7Nt5PhWu4ebW4UfDuFprnsVZjIaGWvalF1pfWtZ48iOtJ8vjkAyleIweZnNLTtv3qKNUzCLd6OnJNnnd5oW5CteEMOq4vDOZs9RxeenASE1iDuzHa+9DaFlUnaPTg5lJKz7oG5JJLECdfq/4/uht5aJ2an6ZHy/oEObQVufhCtJVX+ZZj33ETztofFjdk4zgPfYv8oW1k7vohukZV/iOAgCEImhq71m9j8IEt5LM5hKbRu2GA0/7pFwQayyNZxaKzcQ+tZ3jzLpLDRYIzMzFFYmic3gvOxggGMcJhjMC86f2htjTZkXLpC6EJAg1R9h+aZOO2guSlwJWQsMGRcjo3E5pG4ODTDP/iNqSVR5gmkSUraDjx1GmeIdLSyuKzzmbvE9WkfnNrI72tOvkD24nf+1OcTHW/LXMZAiddSPRl1+JuvgvTiaOZ1VJTcuf9iJUqEaV+1p/grv8FZKYQQhBoaceaHMe1LeIpm6mUjdHaTW8oSmlmBi0URvYsRQ7sprI/189/O9pJV2M9/D1kokIuRDMwVp+LzCehoYfIea8ncu51ZfsLtlIIDVoWewkdBTLcilz7A0IdnWSOHMGamiy/biRKZPlqiHUU77VpITzy3zB5uHjg4HZYeRniwr9C7roH+jcoO9Z1AmLFlYiocnrK7niS3L5np09zJwZI3fL3yFyK6LUfr2rXSggjhJy3RhHp+aQa10Y71b1s/lW1o4Vrw877kSuuRPjZllxtR8K6+zzI7JTSym5b7E9y6wYMbkCO7kSuvAaGN1WPcawUcvAZxMILlbTwvDNhZGvRY10PQutSRKxaT/yFx5ytPl4wR3LPEjI9Dqmh6QmL1IPeJNrnhXXyKitsLW+WULMqY/IQcvPPyr1OksPI5gWIJm8FLRdXRHVDT3U58XKtJlkIhbbSajWzZbGaDOdLPZmE0lHKxWHfI5QZheQw8pkfwLnvK9NTEuFmZKhVaSRVNYxUXtqxtuqsvPm0IgMq9ZqEQO+aj3OoWoKESCOiS628STsHicOgaxCIqPIqYYZUhzhWJBaD7R20JuIk4znSaUtpWRsakbCBaWrT9c4kMhiBWNnKr8xlcIYOYMyrSJrg2uq56iZYaQLXfxLr/m/ibH8IrCyipQ+9dzmak4FoE7mN/jpgeUeSt/wnsbmJEVLuyYQCOq5H0AtNEAyZBMImuYe/T/DCt2G++Wu4hzYi9z8JoQa0E1/BVbkcj//bX7D7gbtw8jka+5Zy+rv/lpXXvgP3m7/EbGzBiDRgJeM4yQTSsdGCYcy2TvRorHwQePBpIpkDBFYtJzcxhXRdAg0xzFgUsf1Oum74CF03fKSq/tJ1Ofj9z5K2wZJgeF4EmlCa1vGND9F46kW+916JyLLTMcmDEcTsXIB0XSYO7y88uqrPbt/vbuW0P/tkdUGhRqbSNvdvmiRb0u47+tOcu6KR1TW0+gCyR/bz7F+ehzWhFoo6AzCRZzr5ZNSQ9EWk8pKwLQ7d/LccHPSfhOcSk+x98HZWXvV69HCM5R//Dove93nyo/0EuxZiRBtn1S7PN0Qd7bCammJzmMPxDCulPHinbVs9nSa7tscrFCUL7Kwiu+rByYEbqpYEkdI/TLVw/WOC55UdainvDPUgiHTt+3ne4V1b6PUT9R0zjqG8Ui9t6Xge1fmSNinIkTwH4ntav7vGfjurxoChlmK0n9DU5NJ1vESj3rMXulpI0cyjr5OT8yfwpavGlYEo04R/5X679BspQHjvcWTmxFeg3j3NVOcVCHzX8Sm3tM55/yiE2Uik1CzTgtzkzPUtwM+7vwDpqPJ00yPym8pJ9hfJLs7Z6jm8lCBti9Gb/5r43Tcj80o2LLr6TNoXt6EHKmyoZqBpFlpzD+7koG95xsJTVbl7H0LuvLv+xfc9jOxdgyghIQFkahxn3a1l21zHxbUdko/9EiElrVGdsaRT5qikCehsCXB4wubgeElkt+tyeN0jZP7mOi7+rwfLyhWnXk/6nm+XEdwFWMkkEzv30HHyCWX9u3QdZCZBIBLAsR2Qao6o6RpWOsXW3f6e8GkHQt5crGv5aqzHbymWaVmkdmwBx6Hx1DPVxpb5XPTOU8kOHWRgf5FnaG5t5BU3XAZWntTDd+BYtccvue3raHnLp5FDG2CsRs6RErmU/OAest0vgwNPEMyPoZkmxurz2PzoBiYOeRHXI/s5uGM/y887k4WnFh3R9Fgj8sK34w7sQI4fQjR0oJ1wKdris5FIgq/5K6xHb8U58CxIida5EPOc69G7FiGnDqF1rEa2LFZ2uTDPDzRA/IhyQhQ6dK1SXsOhJiUfko0jNI2Wk08mMzhIdmQY6boEW9sILVyGQEc2LSxSmpt/XU5wF7DjPlh5JdpJ18NJ11ftdob2kHvcP4Ihc9dXiVz1fkSwRnRUCYTQkFJAfBSibYgGAzmyCzKT/iekx2FsL/hFIdQbG8yQp0KmRmF4CyARTfOQvafC8E5vzI7idMJNys7aGdj2K2ia53/N5BGknUUYIfVses9C2lk13jIjM0q5vFCYs9XHD+ZI7llAZuOQqMiAO+2xVGPQ29irSPHKCYhmIrzwCbnnPv+wyslDyFhnMbNserSK5JZSlpHo0s553uOy+DvaAT2nKu/ubFxN2KMdCCOA3L8W34mIlYH+p2HJxeXbjVDtEF/HoiphUCHxZI1VK72jF1wHZ+jwtHSJaJuHccJ5CCuFbJwPAyUhRm0LFJFdSnQbQYh4q+MlBHuwq4f8+CiNWpyGpiD5TI3QVQl2zsYMla8wu1mfxYlYF5gR3AOPwOR+0HSM0y5FW7ACMdqPyIwghK2Mo53FScXJWS5CSjShkldquuYbGS8lTOYhYcHBe36PrsH8VpMT5wUx9GJn6U4VtZ+1+afCfG9Qd/AJzE3/y4XnzuNlZ74N25KETr8ObZXnqRBthfQ4wjAINLdCc4nXs6aBbcHWu3AzccRlH0VuvsNr3iBGd2d5XTffAWe+ybc5Jzav5dCBAziy+MzjlqQtCAENElsfnxXJnb7nm6Ru+ywyrULgtNZeom/7IlPJLHELLFcgkJhCaWRHTbAz/gtK+tJzefpAvozgBtXm63YnWd7UV1NG5fAP/2Wa4AY1SOwJg+NKooYkWuGYUCv5ZwG5xGTZb7OxFbOx1f/gPxDmtMPm8JKClfYhlGf4MPUQ2D79h9DUPikrForrwPbRvS7IQTzfKHhOlxKGQihS1y/R5gsBoRWTYasNPH/3WqeswljEr5PSTBXmnI/7jK88L+rno5r1FhJKJU+MIBR8z6xUxfvpeQbrQe+eZlExK60iE4IN9SMGnax3bR/YtRYkvDq49uxI7nyq/F0TOhgzeTnXuD+t2tOvHPWkgOrIoxwTKur4ImhwV2LOVs/hpYTRb3+Mqd+UyCK6Lqkt67AHmuhYvgARCKA3d6DFmqGpE2ElCV/5XlI//XRVWcaSMwmccDEyl0TuuhdpW8jUFARCaOEaer1DWyFWPs91B7dPe7VK12VyYIz0RBzpSvDmcaYu6GrSyeQltiMxdEEkKDAMwcCkP+k7tvFRRjc+QvupF0xvE+FG0qGFwCO+5yQHjiiSW2gUck456RRIiRACo0IecyKew6rhQAWC8Io1LL32nTg/qdZCB0jt20Vs9Slo3cugpY+gdHn1m65kZHCUsZEJYo1Rehf2IIQg27+fybEkUwkL6UpCAY2GiI6uFTsiEfBsT9sCGNvnX62eE3GT44z+0zXk9m0sbjeCNJ9yBkeefbZIcJdg12NP0drXQ0Nb0TtexFrRL70R+p9SRHXIQO6+F3IJNCB4+iXIl10LoSZEqOSd8GyoEGI6gklKF/n4zbDjnuJYI9QIF30QEetU//ciqISmE+ntI9Lbh7QtcgMHyG97Up2z6RHMi95N4Jq/gd3lixylkHseQrQu8t2Xf/aumtyLzMSx+7djLllTs2wA6VjIB78C2++ZdmiTXavg9BvqnleQ1KlCqBXi/f77jNryn1JKGN9DqX0VrYuQzQvg8FOosVmFnXVtNc4I1XAEc+wyJlPUSmr9B8ScrT5+MEdyzwa1suIC05OCCohwK/SdixzeXAzfCLdC50mg6biZSZWVtlaZ6Qlo6CpeorJ8IZT+t2t7BHfFSqmTU+XHuhGRNnXt0oLStZMxyMQR1REmj4CdRWpmMbFkLTi25/XmSZYULiWEp5FYbfxFcwdWxsYePIgIhgi2zkeEoiqZQrgFWToZ1E3oXAr5jPIc1zzdywKCMfBIUaHpNKw+hfzoMNnhIfKZ2s/PL1u1lk9DYgwaSvSRF5yN3PRjyKpr5Dc/grX1MS/xhEBv7SS45CREIMjAlu3s23wYK6/uOWIK2mMawYBOMGximCa2VZx8T+QhbhXfIceF/aMWli05a0lxwmgsOK26/pOHkM/8iEKDG4aBYQDbb0c29iDmnYo48ZXIB77s3wClE9l9jyHvSCJLaF/puuQmJ7GSSZXBOgdh20IY1RPS9V/6aBnBDeAiGM9LuoJgNrf716EEufV3kvzhx8rLGO9n7SffyFiuxOMeQV6CZUHKluQ0f8OWGRtiaNSfoHIclwMP/oYVr3qr7/6JJ+7w3a5r/rRZ1IBQ0CSb81lUEYK+sy6u3v4iQxnjWivOf+DK1EB/fz/f/va3ue++++jv7ycYDLJo0SJe/epX8/a3v51wODxzIbPEQw89xG233caTTz7J0NAQhmHQ3t7O6tWrueCCC7jhhhuIRmf2mpjDiwApq+3gbGAElT2xUkVyUgt42sGyJGHiMeIF+ZC8Ml3b88rNoSYIuo/sQ+H6zzfRLmokrH6hrkf1ZM+P7NZNyI7XuP4sPaWf6zPzS1po53wWYKSKENB0RfIaodm9w27OG2rV05uvQcJXOEj4Yjb3b2WqF1OkA9YMEQ+1yOqZJGVcyz9xaiHx+vOJo0p0+ofBnK0ux5yt/uOFk5wkfvfNvvtyE1NkR4YJhAM4k2OYJ1+AbgTACBK+/AOgGaTv+DIyPgy6SfCsawm97tPk4+MYU3vI73wKe/8W5bwDaO29BE4+Hy1U+S5U9zeioThHGT80TGayZO4gwfUSAumGRjRY/Og0XZC3ZV1Hl8kd62lbvBzn2Tshl0b0nahyatVCwXwZZpF4r5NLQpuhD1j25/9MgzPFRE1nNQe7cSGBzuXqt9DBDNHR005HT7FdpOuy9/H1JMaKBGjedkhlHbpbAui6wLJcsnmNPZ95C8HOPlqbBeGYqWxSoZ83grjhDib/5lRyoxWSFXaOyWfWMjBR+34Hd+yh4bwzixsSA7DuyeJvISDcDAGvz3FtRHpMeQpTEqnuRdaXYcvtUJkENRtH3v85eN1/IiItyIVnw/6inIuUktzBPbjZEpuYS2Hd8xWEEcDI17G5Cf+8Y9LOIlI+3t8l0BpmnlfLx74NW+8q3zi0HR67GcJRX34GoSHDLf7WWtr+OUeEBkJHOvmik2YpCnlpqgv0hgU1FpJr5XoxI0U5weMIc7a6HC+mrT7+RnLHI+p5y0hZPWbXgwhPt08sfjnSSiOlRMT74cgmNRGopxtYCb9kkADRDmR8oLYOppNXHYoRpmrCZ4Zrh1DrATjwELgW0snD1GD9SUQgpiYFQqhy7azqqwpakWbI87Qu1sFJJ5l67H5kiQeu1b8Pa8VpNJz5Lk8Py4ccD3gJfyqlS9oXqMST3jWEphHs7CbQ0UU2+QRu2p/o1M3yCboIhtDDEZgYVM+ocym0LYSJPdPtZW19DGt9aWZsiTM+RDaXYTLUw86HnygrM21JBuMOfU0ghUZbFIYmvXaQyoPbD/2TNquzDrGQrpJWXvWBqmNkpeRMxT4x71Q49TqVObnSaGt62arp+ESSdP8DtJ57PWHUYCZx4ABOtvj+W8ltWF95E40fvKWM6I7v387Etqd86+FIgR0I0XpR/VVj13HY8a2/59CBLI4LbVGNBa0mpg5PHfSf+EtASsHa73+Vs9/1McxwcVFg350/Ytut1Qk0S1HLAxwoS15Ttc9nmybg1HPO4YmHqj0zTnj1n9K6aEXdurwo8KLMa+57kXHvvffygQ98gHi8qPOWyWTYsGEDGzZs4Mc//jE/+MEPWLhwYZ1SZsbk5CQf+chHuPvu6jDXRCLBvn37uOOOO1izZg0nnXTSc7rWHF4oyJmJskroAY9g1D1vWs/r2socnfxBaXmVENrznISw5MOUrpeouh6mV5y9v+dLn1qq+6058T5Wd2lR8f9ZlFGqYTVbr97C8ZX1f86zEOGNuSpQj7y2sxAwS5I5zoK0dXJqMaaWR7l0VDh4pb62W5E7pQpiZq/q2RDltWBlyqMPCrlu/lDRBwVopn87G5EX3WvbF3O2Gpiz1S8FWIN7kLna/aGdswiEA+A62DueQjv3lYi+s5TX7FXvJ3z5jbjjh8jEE2y9+R8Yet1ypOPQ2NXNksYsrU1FO+yO9pN76h5C519bTjx1nlB1Xa1rBaLvFKw9T5UT3CVwHYmmy7KydENDSIEQtc1hYHIfuc9dVjanDRGh1pJgdNXpXqUKOaxyam5aA82NIaLRPKlUNV8Rau2g44yLsXY/6XNmEVpzuXwLrQthaEfZpvG9+0mMTladazswMmWhaeDaLoHEPoSA7P5tTGkafWeeQmNPMTJY5jNYt/092fHxmvWxrNp20Mrm1EKGris506nD5bZbSkiMKk7CMCHcqPYnhyHi5VwwQuCTXFFuryF3Y+dg9wNwyvWIC/8SGT8C4/sBcFMJ3Gwax3awshYIQSBsomka+QdvRr/4zYgjz/qXmx5GHngMsfC88u0T+zD7lqE1tOAmqh0TzVUXoHfU70/dXAq23u6/M34Eui/2d2IMN8Le38Ppfzq9SToWjGxDTuxRCy/BBgi3IoQ3hi7wQLU+ghp2VWg60gjV5toa53m5VirO6zzx+JT/mLPVwPFhq+dI7tlAD9QnukshdGgq7zSFGYEjG5XsSGGbpiPNcFGHqPyMogxHIKakMvzQ2OclfxxRRHR2SnUyDZ0qGSR4+oc+E662xdXZfAswA4rgtrLIkd2g6Qgz6HkZVbaDgOWvUCumz96qPOICEW/FVkBmQnV+oQYlSyIdaJxH+vD6MoK7gNzODYSHDmEsaIKxI3DoGa++86F7udLfDsS8cJmSFc5IE6y+DPY/ra4JEIwhWrppOCvE1IPVnXygrR3ddKZXCfVoI4F5C4udZnISzjhV3eOUSrgpXRdrq7/etpuKc3CLv3e+5UAqL4kJm6aQTkKHnANZV3kl18Jk2qVxyUmEr/t79K4lSC/b8DQytQcIhX1C0xFXfxL3jNfDrz+h3pkSUiCRyPD7B7cyPKw6PO3ezaxY0cdp3W4ZwV1AftM9THzzfRBtQ+tawlDCYv89/0vOAV2ov0q70/nav6qrOy2l5OFPvoUDT24q3nvGpX/SYWWPSbrOnF8C2fgkj37hY5z6hvfQsuI0nvzch9j5v1+bXoOqNaXvWX1KzXLbL3k9Az/9gu++YChQ5TEpgmHO+vjXaX/1szz5nc8xvH0jsc5eTnvjjZz1Tv8QwTnUxpYtW3jve99LJpMhGo3y/ve/n/POO49sNsuvf/1rfvSjH7Fnzx7e9ra3cccddxzzSnA8HudP/uRP2LRJvXuXXXYZ1157LYsWLcJ1XQ4fPsyGDRu4/fYaA8U5HCcojCxnSawKTekuTv8WgKYSPpcRh7MsTwv4k9ygbFbWJ2HlMaGkPkdFnEuVD8S1Z9YXL0AzFZFek0j17Ihf8kNVgDfpqTy/oItdSsD7R8WVXase/JI1zAbP5yRJM7wIAJ/6zMbrWgj1jOyckluZCW6+vF0q78XJQs7bLnRmlRw0EK3fJlJ6yZ2O0VNfeuHHhSSVubhHvM+AWsSzEF7C1VmUUTxJaaYXoiALGutGWJEiczgqzNnqORwNjPY+NS+s4exV6nwksymk3liWKFIYJm6kjbXvvYzM0KHp7fGhI2wchjNWttAUK86TZGICd+Qweud8tWHBOYgG/3m1+YbPk/7ca+rWf9rsCYEZ1NENHSEEHQ0Ow/Fqr9NgSwft++8EIVXyeilB0wiRItTRUZVIUm9ooe0jt8DBR+CpH6nopJCB5oYwWzuxxivnmYLAuW/gjAtaeOyrn8PJFedtmmFyxjvei9A09I75aA1tuInquX/gxIswOhZOO3Nl9mwhu3szQgiiLSHMiFqYnBioThQopVo6z1hFe551JDFTzQdxXY5s2kZDVztCU/24m0kpWRk/DU/UnDAa1Elk/N+R5pgO4/3qQcRaobmz9GRIx6FUelQ3oWsJhBvUe9fQA63LIJ9EhprLydKkTzLEQtHJETXSjLTADV+B/U/AwEbkvo0kN24kmyyZMwuItcQIMYkMBhF+jntmCCLNyH0PIQNRJfcRbFSOfBP7EJpGwyvfSfxX/43MFBdetOYOYu/8Us16AkjXgaEtdRO2glQ51bIJxYXohuJrglEY24MbH0BEO0AI5O67y50q7Aykx5BaQGl7a4YipNtW+Y7khBlGBmL+8n+N82B8b/X2cCssvwoxtgs5sVddM9SC6FiF8FmgmEN9/F+z1XMk92wQblWhMH6YJhy9CVq4pSpMQ+aTZQT3NJrmw9iu6slbcx8i3KY8uBt6EDW0EYXQkNEO2PTz8gF+ehwyPdCxFKLdatJSKbnS0K06scpkkX1rQAjcDbfDgfWq0xMasmsJLD0TEYh4ZLWrBilGENLDaB0rcDtWw8g2VY6mQygKhgGuVB1283zEgnOh70zyP+n2b08gt+429A0/VMkICpg6AiP74LRXIRZdBJF2mNiPHN6qOr1wCyLUhFx0jjJujfPAycCuu4msakMEgqTWP4Y1NoQebSCy6nSiXW3IXIaRnbsYH4tj2oKeFouo6T0/Jw9bfucloQhBUzcyn0Vm/AkCx5VkErW9m/JeqJuUknBAQ7dcDAFHap4BLS9/Aw1tBjz538jHvwbBGPKEaxBnvUW9F43zYHh71Xl23mJk+16ye/+eyIKVdF76evSulchr/x15+6emMxpLKbnrd5uYmip6UbmOw/ZtB3DHA5zUXe7R5dgumXQe7vsBtit5dsQlWUJAu1J5pwc8biOeh0lLcPA732DdQw9y1ts+xKqLr1CTy2j7dGKIwSfu4cC91ck1srZksIbOXSV23vZNBn7zTTpOv4jhZx4CvOACDfI+46i+BkH6q2+n8aaH0FuqE7v2vvkTTKy7i8z+LWXbO654C/OueScj//1hcnuVjlxwyal03vhFggtWs2rBalZd9YZZ1fnFhtC06UFn9b4XQG7gKPDpT3+aTCaDYRj8+Mc/5swzi6GJF1xwAYsXL+azn/0su3fv5r//+7/58Ic/fEzX+eQnP8mmTZswDIOvfOUrXHvttWX7zzrrLK6//no+85nP4Dh/qIR+czhqFDxzZitZYkaribPpBIWl5OsM0EzlqW2EapOD09rVtbS9hbLTrj37BfWjJvYoLnqLDHWTXgrD04o26i+kOl4uEF8CV6gkTUIveupOH1cqCxNR9sDHU2e6HOAFkT95XqErLfCckjSbfuam532n6UpLuxbySe9dUqH5iMai1F0tzEa+pWa71qpHQj2vUima0jGonZ3lYk3lt1BSVzut/mp5U/shl1ALAH7fmBkDd7L6PTQiauJtJUukiEy16CQ0RWj/kZDac7Z6zla/VGC0dBE7/7UkH64e8xtBg0CkPJeAWH55VWTlwdu/V0ZwFyAlHBhMccry5rLtbi6H3rYM0bcG0VPbuUVrW4B5/ltg8ydqHtP1qd+Se+A7WBvuKCNHl3YGyFkuU5liPxQMhzj7uusQ++7DyWaQTnFBU+gGsaCF0Rwim7aQUhIIGoRjNnJwC+LU1yJ3PQBT/YxPpHhm4wGGhqcImxore8Msbg+gLT2PwGV/gd67kq6DD3PlP3+RvQ/8jsRgP7HOHpZccjmxrh6cPWtJfO3tmHacfIWzrbnwFFr/4juIpnbkyE6GvnQjma3FiORJTaP19R+l6Zr3wa5PwLbinKhAcFc9BwRpW9LgPTY7myMzMUXE09GWjo0QAj1g4uSLNiCXd0hnHRxHYkjwG4NFGyJ0z++YroCMj+Imp3BtlR9MizSgGUY5ce1YMLgLmnsglVYSIa6FDASVNOwJr0YsOFsd2zJ/2kO7CmYQd2gTItKh5GAXvwzmnUR689PlBLdqBJLjSYxQENHSA6EIHHgGskllf6ItyOZunPEhcG306JOIppK5qOeAZ3QtoOWdnyK3awNufBy9rYfAqrPRTIFMDCBDLbhjA2CYGO0LiudnJzweJlhHX7sBNKn4ID9MHoDUkIrqr4wadB0vcWXJyzQSVzK3qysiJwpoW6GcPivGEGLh+dC6BHlwrVoER0DrYsTyV6hvv/MEhE/0xfGIOVt9/NjqOZJ7FhCRNvWBVxLVBd0+URKbEPBJcuHpOFeVG2pAdq5W4TP5tFrBi3aoFaqO1QDI9BgyfhistFotk5byNEMgmubD4Y3+E934IDR2K7H+QKNX95KPa3ibup6mF/WODBMSA8i9z8DBjcVjpQtHdisjsfrCci1sgOGtyL6zYeF5auKSGFKT30AUOlYiIl5yvcb5iIJXej2vptHdYPiQAYlRcAMq273rqLaKdXqeZko7VQgdYs1KTzsQQ+6+B6RLeMlqwktWF8vSQzj7nubpux9lfLC4ALD72T2sPGMli1cvUhtS48UJXnwY0bNKtZNdPTHTBBimgV0j47TudfhCCGIRnfEpl4AOMUOStKuNQSwgiOz6PWgl9c4lYf1PkVYaccH7cCJ9uPE4Riw23akmhkbY9IvfYmWKZM/emz/JaZ+/m+ii1cjulbBHvcuHD4+XEdyl2DuSZ3WnMZ1MREpJNm1Nv0YDSVlGcBfgoojuqRyM5wte8XH6NzxO/4bHuewVZ3H6WSeQn5xCW3g2wZf/BQcf+LVvHQAm0i7zm00O1SC7vdqRsiDrQPbJhwiWzMkNTR1jSUXCBzRJaxBWtmo4o4eI/+qLtLzj36vKNRtbOeVrjzF81/8w+eTdaKEI7S9/E63nX8vo7i0MnvIGnKVXsOz8K+g+54qa9T+ucZxmyNiwYQNr16qIiTe96U1lhriAG2+8kVtvvZVdu3Zx88038/73vx/TnCl5WTnWrVvHz3/+cwA+9KEPVRniUgghMIw5k3lcw4zOzlsV/CUZHItyMnWGAakZKXru2lnPK9TTxhZC2SkhvOSWM3jToM3iuMq6HiXsjFfnSH1P4YCXDHEmWTUnX9uWF4hE8Ly5fY5z8yBDypupLhl7vBPcUEgONg3pFiU9jDBowdqLEq7lkb0Z9e6EmlX7zyb5Zq19z6X/dq0iWQ+AphZxzMgxyu7UqOvRaGlLbwHIj5TWdAi1qP2OVVzw0gPqt+6RZnqwevz6x4I5Wz1nq19C6Hj/f+EkJ8iUSD8aQYPW+R3l5FikBc0nH9HEZv+IWoCplM/87Iw3oa25Huk6yE2/Qm7/HWTiOJFO8mMjOEd2oTV2Yp73ZvTNv8QIBbCz1f11qHcxofZO9Je/i/jGO8v2GbrglAVhMlqIjAgQCpp0dTXgjGwiNzWFpgu0AvklJXY6jUASjgUJx8qJ/dw9Xydw6tXIM17PwM//nV/87Alsu2hjDh2Js+b8U7jwzZ9HNHYrriA5TnjqICeefSpi3hvKJCXTv/kcMjmOpgmCYRPXkUpGVRM0/eW31LGuy9QDvyC95XFlXjw7IqTD+E8/T/i8N9F24fWM3X9LzbYvhSMFjpTKmxvK+iktEMIBIi2NJIYUeZq3HBKp4jzPENBkSrLo5CwXTdfp6mtn+UmLSU6l6T8wRDaVwXTyNAQFsaYIseYorhCIcAyzZ8G0I5Vqcxcm+oGSpIl51U/Idd9Wi/rzToNll8C671XfkBlSHlwjW5VFi3bCwovAjJDe9GDNdsjrjQgziKQJ13ZxJscRhonMOWQfuRM3OamaJ/RrQhe/ieCpl6oTdXPamUGYAUIneCS8lJCcQt7/JbL7tjG1YytOQpVh9q2k+Q1/S+Ds10M+hTCCyKXnw477qyvW2AULz4Jd9/lXPNiAEFIR5AmfRJP5LL62fWK/+mtdXLVLhBqRfWdBfEAt7BtBaJjnjRcFLL5I2ezmxWgFRYM/NszZ6uPGVs+NAmYJ0dCj5EXigx6rVvISFyYUgQaE3wC81goaKnyDloXlL35Dr0pIMXXII7RBShcyh8tWv2RmXJHVtZBPI1IjihiNdqrVOCsDkweL3lkFPdJCmekJOFRDN2rkIHJRElGZrdq1IZdEBBuUZ3HjPP/zPWkWufN+Aq3t5If9vePNsAklYxRpqxVuYZiIrbcjZYLpcNNAbNpzXjqu0lENNyLSY4hYNyy5BLmnonMXGrQtZO9vf1FGcBew45kdtLeEaGiMIG1LaVMFwwg7j5g6grHkNOyd1dpmwgzSvWo5h5+tfiYCiAUFgUgQIV1CmqC5AeIpi74I7E9Ksm7xHQibgjPmB7DGRrBT8zGi5W1uPfFTpn77P1j7VSiIFmmg4eTTCS9axtY77y0juAFyI/1s/ee3ceaX7oK9xcHhZA2CG8B2IWvJ6QQrjuOWJT4ZzdSeZOddmLD8O/NH7n+aeUc2YmgCHr0TcdsXcBrrZIcWGq/+7Lf4yb/+ExOHysOZNAqfjqAwNornoSmgiOwCdA0vnaZkXlgtSAwnHEzhMHzLV2ibTDLvTz5OsKtcg0oPx+i5/i/puf4vp7fd+y8f4pkff33692Pf+SJnveMjXPrX/1b7Ho5XHKfG+K67iklS3vjGN/oeo2kaN9xwAzfddBOTk5OsXbuWiy666Kiu893vfheAaDTKjTfeeOwVnsPxAeHZhXyqvsavES73Ti3gaBPY6UFFHFvpchK37P+AW8uDuwT5uEfCzUT4lhZ8lCgsCM+kOew6qsOciXCvSYJLTxJlFh7xThaMphpyaEeB41GbERTRPWvvZ9Rx+YTyQj5uyH3X877OzPzuBBo8T6wXoO5WUrWP6aObLTRvAcf7LaUi6ksXFuyM8vr+I/HeLsOcrQbmbPVLBXqsmd7P3k3yBx8h+9AP0E2dYLQ6gXzg6o8hTJ/t+dqSEgGzvG8QjV2Ipecx8vMvkrrvZnRripb5PQSCBul9d04vGLqDO7F3PIIeDtO2qIfRvQNlXsZmKEBru4nzP+9Cf9k7CJ79WnLrbiu7lmaadM7rQjN0HMsmcWgAu2Q+ZoZMgtEQQoi6iSSdAaWFLSItPPzI1jKCu4CnH9vEyUcGaI51Yt/zFdxnbmO63w2E0c99HVrvKqTrYm8rzxWkVMaUg178plci05MQjJIYiU8n2ASUpzSg4ZL8/Q9pfftNtJz7SiYeVzIDM/Xy0gtyN0JBwi1N3jYJhokIhAjGQMoW0uNx0vHqRYWABgEcFtzwJprbAojRA+zdfohdm/eVHacLScdogkg0SO+KHvRMEjc+gd5UI6dZAY4NuQyEIshNt8H+h1XUUGsvTI0U7Ue0FRavKV8kTQ0jhzcjXIETr50bRUZbkPkM+bv/GzmmZFZdxyUfL48Kl9kUmbu/jdbQirnkVEAqJYFcwpORkcqpYnAnHHyG/OQE408/UbbgbR3eweh/vofOa+5Dv/DPEdFmOO16JVmy7/Hi2LR9CVz2MQQWsmWRjy63gLZFRXkVPyeFOo4W8sgG5SUebi1faACEEYLWJcVjHQu57/flnuKT+5B95yIae2te47jFnK0Gjg9bPUdyzxJSSiXx4BuCICDSobxvqs5zi55dtSY5hZde6EojKjGgdKVLPWasVI3z65iYzARyx52qI2rsVWT64Ib6XtTpqTr7JaQnoJLkFjoEogjdRHranNLOwcCzXsiPhOb5sPB8cBzk2m8RWbwUa2IEWZFYInjuDZhtzXBkAjefw5kcRVqekdF19FwO0dSFaFuA8CbSbqwXZ/0d2JvuVvUPxjBOvQrztTchFrwMYt3IwfXKUEgJwRi4Lv3bdlILAwdHWLqkDWf0iAov03T0tm4MNAJnXIGcGsYZOlBsgmCY4OmXsLihjYytM7Zt8/Q+TUBnTCPcEKapuw3XtklPxIkA4ZCGG4zRm0kQtwTJnCRsCjobNDTvvbDiU2Ukt5PPM7b+aaRdXPF20wmm1j1MqvNsMhMTvveU2PkMA//vcoyJ/WhmgHBnJ42N1YPHAgwNgmappmj5frfOqxdZfjpy4wbffTnLZTQt6Y55PtjZJE0TD9Usa+E1b6fzsrfwFxfcwNa7fsb2e3/NyK7NpEcGcDJJHFltNKbygqghyzy6AYJaMQt5zkZJxroWw7/5JhOP/JITv/oYwe5FNeuy7c6flhHcBTz5vf9g/pkXsuySV9U893iEQKsagBT3vXgEy7p16wCIRCKcckrt0NJzzz237JyjMcb5fJ7f/U4lY7300kuntcds2+bIkSNKY7Gjg0Cghs7yHI5PSLcOwS2Ux4jh0++5Tn0JD79ycomjOGcWcHJe0uUguM9XosoSFL51bYahn2ODyM2wUOB59VZN1GXFv5X/r0BhEhWIKe96J+c9C8cru0SCYyZd7qNGHU/p5xN+Y7d6pL6TPzZP/WNBvbFpFWT9Y41w0YPazhXlf54XLXoPdkaVG2quT7gXjquElVRExUzfwHGGOVs9Z6tfanD7t6Btuo1Is49UQlMPwRtuQl91SdUuObqb+Sv72F+d4x2AnrbiIpZonY927T+y6wPnYpXM2SYODNDc0UhjrHqx28lkCLSG6V69kGw8hZ23MEMBAuEgbiZJZnIUfvFZjNNejfGy15Df/Huk42CEQgQaGxC6jpSSxOEBnFy5HbeyFiAIxTyiu0bbaB2LAEgHujhy2D/XExL2rn2AU0c24j7z8/J9+QzOo7cgXvURxPyzKdg523KwclaJspXAsMfRNA03k8DJ+su9SVdi7X0Koeus/KfbGPndDxh94KfYiUni25+qwRt4XtyaRvdpJ4LrkjhwgMzwENJx0CMxQj29hJoMApEQwyP7a7QGZGigZfUlpO78chXBDcprfMqS6OkcoweGaOuM4eRzhAIhtPAMusJWVkmJpEYgEFRjjYZ2pfXtSlh0HuRqkNjje5DJCczWDpyUvzNDYN5i7E33TxPcAE6uttRc7qk7PZIblEOlDoEmaF8K+QzZ336F9EA/ufFx3zGRtCxSW56gMRRGXvx+hG7AuW9FnvJqmDwM4WYl2xNsQLq24q8GN8LIDuUUGYxBy3xEuKlYqBmZ1mufFaRUCgL5FLJpQd0EkXJoU7UUinSRhx+HFa9CGEH/E49TzNnq48dW/3GN8l5MWOk6A3WpBvb5JNK1wAgXPbrtnNofaVe62NJV0icFz69gMzT1ISJtasUuPeYlvqowGH7e4EKolbJsjSRS2amit9rkAfVn1vBgKyBQO3sz4K/b1L6i2AkJE2knYesdnlaTh6FtMHEI2TgfkOiRGE1nnk/20H6syTGEYRJceRbhP/8WbLwNt/9Z7NEj5e3gODhjg2jrfoMwA4jlZ6OtOBf7sR/hbLyneFwuib3uZ0ipEXzDvyNaFyNaF6vVwqf+B/bfB9LFStYO186lM9iJknBd18EZ6UfaNsHXf5VQuBVn18O4k6OIYAi9c8G0XMjJ7/ogqebTmbj7a4jJgzSGBdrAToyA+tw0PUBjdzuu7SClxDz1Iibv/SUdQUmHj9pNacgZQGZwsIzgnoaUJB6vL+KfPbSDaEjHsW2SB/bT1N5BY2OYeLx6YLOo1VDe1h40vbzTbg0J+pP+HXbu8K669TAq+v+2kEvvytX07yj3go909nHKe/4fAGYwxKnXvoVTr30LAANr7+J/3l2bVE5alJHcGpLmOv2qNTHEwE/+jcUf/kbNYzb/8n9q7nv2tu/90ZHcs11xXr9+PQMDNfISzAK9vb309s5+RX7XLvX+LFq0qG4o07Jly6rOmS22bt1K1kusumbNGoaHh7npppv47W9/SzqtBnOhUIjzzjuPD37wg5x11llHVf4cXiTUiZwCqYhUOwe46v8FsmsmL25hKPJO8/61Us8vwV2AawMvQLlQXze8rA45lS25FjRTyZHl5XPzvgZP1iOtJlFGUP1J1xsHlbRDPYLb956EkrDITlElJVLwLNe96+US+CuLvoBwZnrGf6DJ0LEQ0H6JRoVe1B+v1Lu20kXplucD0inqhtdCvffSzvpLCx7PmLPVwJytfinB3lBbppBcEm3xmbhb7wY7j1h0FqLRy+U0sY+mrk5OuvLlbLn3gbLkhd09zSy55ga0+aei9axGX3khB296SxnBXcDkSJxwsBHTrJ4Tu7k8RiRCuEn1E9JxsOITRTskwX7mVwjDJNa3EITS/Z6+t3SmiuAuwMrmCUaDaIaO6zeXA0Ivfw8AWqB+1InYdifORI05vWMjx8fQz1iFecLLyW78Hfls+ThHSomVswmETKxsbZskJch9T5B7/KcEz30DnVe/k86r34m0s+z+17cydN9tVec0tDbT0tdD65KFhFqamXhqLfmxYvS0k06S2rODhle8g8hr/h79nSfieNIdlTA6FiNOeg1HfvC5mnXMOAUljyxtnTFkPkdm92bCy09GC83AbYCyW6V9rPBCgDPjKmzYD64F0qXx1DPJHt5fNU7RgiFiZ16KdedXy7bLOlJwztig+k9yFEb3Fm3Z2F6mHruH1PqnZ7wVKz6lpGPHD0KbilAWkWaINKvFaM/+Cc1ARNth2WWw7DLkxD6IV2vdE4h5EZIlXIFhqhxtfshMILNxRAgVmRZs9D1MSldxU747XZg6CG3LZ7zf4wpztho4Pmz1HMk9W9TzfpZSfYglWXOlGVWJJQuJezzdIRnvn5YgASAzqv56z0FEO5VMCVR/ILUcjho7lS5S5QS9QoZkGnYe6hhN0dSFbJsPYz6dXNdKROeKcm3yliWw4HxkYkCtgroWjOwsJ7gLyCfhSDFhhR4KE11eojfd2I3QNOSJ1+A++t2yNpeOjbRtpJS4toUhBOxYixOI4mx5wPdenKd/jnPZ+9HcNGQmkQfXKe/yxDikp2hpa2D0iH9SrcaI/6DBnRhCTg4h+s5CH96G3tRedYzoW0PDvNOINv8NPPN9nNF+7NHqrMFCgJvLklt7B5ouykPECsfoBsHW8nArq8ZqMUAgOYjQDaTPBFoICAXKLXV+dITLL1rJg2t3MzamyhXAghaDk3rKGWFNEwTCAfIZZdT6GgSjGUmuwlbrAiJWEkOA7eNl3RQUtEcqwpeE4PRzzyS0+nz23XcbjpWjddkpnPe3XyXWvaDsWJlP4zz6Xdo23U69MHg70kIyaBBMDtMahJihZEumr0n1Zzbw8K+Zal+BZgZYcul1xLrKDUh6olrepoDMZO3wSYAjzz7B4PpHCTa2suzy1xKI+Rv94xHvec970PU6i2Mz4CMf+Qgf/ehHZ3VsNptlfFx9lz091QlBS9Hc3EwkEiGdTh/1YGHnzmIkRy6X47LLLpu+bmld7r//fh544AE+9alP8Z73vOeorjGHFwMzkIPZifJj9KCSWJiJ/JU22LbKCSHEMWoT/4GgmZ4Hbcm4xQiBHlZ22M4xoxfzbAh8I1xBJh4jMWtlPA1wT+PbztaWQpl1uKcnI2eGaxOsRkh59dY75gXDC0xiP1dd7nrQgur9Kow7NaNcg326Dt4CxowLIYV6HkWbFMoUQr07fteuhZnG866lxvNC88o+TqVwfDBnq+ds9R8NrDo2NJ/G/ca1RZlLoSPWvAHt0g9M58FYdOZpdK1cSv+D92EnJmlvjdDYEIKdD+AefAbjPT8A1yX+aDUBW0A6laep2WdOXPHNO9mMv9esbWEnpjCbW1Wkt0e455P1Jcpcx0U3dILn3EB+64PIhDe3CIQJXf1htBUXMfDFPyP+4K20BCQT+eo+SAhY0pCEydoetjKjnLnCN3yGxNO/q3mcY7szBkqZQYPs7Z8ncOorYNcDyFwCDI0lb3w3wViEIw/cQX5qnFBrG/POu4DuM8+Bge1g57GmJsiPjSjp0Yq2TT1xB9G3fJnWK9/OyG1frr6wbtB6+VsQgSju4vPhqY01aqjGNK4ri9dxHfJDhwktOaH2wrLpOenVSr7o5H1zuEgpYXIYmcsSbG2n/bJXMbnuIey4cpALdPbQeuXr0RuasSrI4FqJCQH0li5IT8KRrWXbrYNbSK2vrf1dVkbIe6ddFxBq3FdIBh7rrnoG2YE9DPzoJibX3YHQBG1nXULPK/8UI+ItBqcnYHQf5NNIoZEZHCC1bSNuNk144TJip5yNFixESApl9/ufRi54GSI7pUh9TVcSs6W22q0f6SWdfO1ZvpTqOq6lno8ZmbPVNfB/1VbPkdyzhRnBd1IovfDNSuNgpSA5iGjsQ3qZbWUhfMMH8sgGaF6oDHrBE610kqKH/HU9zRCccj2MH1ChJgjQdU8T0e9Cdbx2AjGVqPK0V8JTv4CpoeK+aAuccJGS/9ADns53GyLUrFb+yrSUfBIUFGD7h0IBSk4FEIEIsmUxHFHEsJvPKW3swi3kHSzbwmxoRu5+yjcJpDrRwX3oy4iOXmXchnfB8AHIqQHB0hXzGBueQFbobsQawnS01V4IcA88jXH2G5GLLqAqXm7+2dCjwoxE62KkEURrbKvyfJJSYqeS04OmQMAgl7VwvQGS8FYCG045E2EGyib8elM7DPuHr4W6FjHv1NfR/4tqSY22hmISybJz3BzX33ARo6vfSnr4MJFnfoQ26L96F+1sJayFSA4MEsjlWLMoxm63m9F9uwEwNSUJIgT0RuBQulzWJKALLlzo3+08/fRmDmxaP/17aNNa7nr/K3n1dx6isU/pd0nHwv7h+5CH1iOART0x9gz4DyZz8UmULLgGSJoC5c+51JtcSjiYgpGxIfjCxwB49PMf5WUfuonT3vrh6eN6T3sZQ1vX44d5p57ru93OZrjzY2/kwMN3TG97+HMf5sp/+T6LL3617zmVSI8eYdsvv8v43m009i7ihOvfTcO8hTOfOBOOQ+2wVKrYdxVCneqhYIwLq8SzxeTk5PT/v/jFL5LL5bj88sv56Ec/ysqVK0kkEtx+++3cdNNNJBIJ/uEf/oGlS5fy8pe//KiuM4c/MApe1jVRYaydHFh6Uee3HgEGarIQajk26QyzQXlJ10pA+HxBCDAbUfISUpGQQlMaxa7NcyZYC97vml4id3GsZQrALS4+zNSuR0PeurYisl2rus3NSFFfUw8WNS+fV9RYSJBSESJCV8T+0ZZpxtQixEzhw1VtpfG8eKwXFiOmf9vKGz7UVCSbp73xZ3O9Y2h36ZR850m1UFUqQ6SZtdvWL+ksqLpOfyMFJNXC1mwTVrqel7l01fdhhOrLqswWc7YamLPVLyXoKy/CfvR7vvs0w5wmuAGQDvKpn+B2LEGsuAS2/RZcm6CbZ0GrBq2t5QVk49j3fBn9hn8tmz9Wwrd70nRC7/gm2cd+zMTDvyUzPglIQpEAsZYwRoXnt51JYTa3ogWCSMvCyeewkjUirAuX0DT01m4Cy04i9LpP4fTvROYzGCvPBz3Avg+cRf7QdgBWNcKTY1qV09A5py+gMRbCTuSRNSKvtK6VABjzT0KaEbCmfI+TUqKbdYhXQ0PXNdwju3C/9XqEKDacaJ1P3xWvou+q63GnhtGyE0gpyWx9ktyWJ3CyGVKJHJmpNFKCrgtCEZNAUI0j3MlhnNFD9Lzjn0jveobUsw8XyzZMFnzkZgIdfQC0X3gDe/+3en4LENCkcuaKmGUkrpNKQOcSGD1QvbCi6crxL9wMoRrRPbEuEMqeyeQk7sQgOBZy+6OQ8uRBhSDY1kv369+BE59CGAZG11I4+bWQi6PNPxl3z7piewYDNSVLAmuuhkT1HD9zYI9//XwQne/NDzW8sZWH9AjYGWTbimmyOTu4jy3vPw97qshPDd55C1NbnmL13/4nWmoI9j4GqMWDsUcfJrV39/Sx2b3bSWxcR/eb34ceLXEYcW2YOqycCApOIelRZKxnWu1A6CYy2Ag5/8h6Ea6hqe5YkBwst9WaCbHuWdtqmYsjpw6rxJ7hZmjsQzwfMmZztho4Pmz1HMk9SwhNR0bafEjqOoPzbBwZc9RHF+9XYbO1SGYnhzy0FlHl8aIxnVDHyVYMvoFYD3ScoM4Lqk5DTh46Ou0kPQAti5VWISBCMbjgrcjDWyB+RHX8je2IzBhy009h1SsRrUsQegBpZ6u1lAoe5K5bnGQV/gIhsPI+IwsB0RhyeIu6n9b56l4cx3+A4ro4mRR6sH4I0vTcws5BKj5NcAM0t0RZc+YSdu8aZHIijW4Y9PS1snxlLzJRO4kE0RZ1m6tfiew7E4Y2q1XjrhMQJUk3hRHA7ToVuf13iHlLkf1F4tjN58sm85mcw/BYjlTaVnJgDUHm9TaiN/dA1yK1mNEwD9G9imiwjdTHzvINEwp3t9N2+aUErHH67/81+XSaYDhEc9ChtcH/cxcLz0K84bN0HN6I3PBbZGeM+EQIJ1t8F6VUiSfzQ2NqMKRpxJYtpXHNy5jaYZE7vLuq3JgJKxolscYg6VAL7e1NrJgXxt6zTYXIOZKxpEPelthmmAMD1eRxZuwIT//XZzjvT/+c/I7HID6Iuf8pNG/188KTOzg4nMayy98nQbmP91BW0BOFkCYJ6Op+9JIDxnIwkis3Pq5t8+gXPkbXyefQc9p5AKx5ywfZ8psfkUuUDxRDTa2c8ea/xA9PfOMzZQQ3gJVKcPfH38zb7thDpLXT97zpuj/7BL953zXkk8Vrbvj+f3DVF/6XhRdcXffcmaA+S3+j+2ItiGdL3rvZZHUuaHuVnjcblBrvXC7HFVdcwXe+8x00z8MiGAzy9re/ndWrV/O6170O13X553/+Zy699NK6+nJzeJGhGUeRvNGDnVHyG4FGRXLV9XB2VM6MoyXmjBAYAcj+ATyGnbz6CzSqAb/Q1O/ng+AGNWGx9WICT6fGuKaUsK76Ziq9d4+iXrMiukUx/DjYqCZFTr7o+Vsa6abpahz0XLzzhVa8ZkHSBrz3qaTeBUx7h+lUy6nUgB5UzghWxksCKY5isUWo+3SfK8ktvHFsxfOTNuTTKoTZtdVf2XGzKPe5vJv5hCc/5D1XMwJ+JILQ/DX5C2VUjrGRKilsqHXmd87OeQlXPTioZxVqes4a4HO2WmHOVr90oK28BG35Bbi7KpyFdBM96k84yg2/RDvplXDam5AbbsGdOFKzfGfb/Vj/djmhSIBs2p9QDMeq9X5D1/4dsnMVR+6/AzdeJAizqTz5rEVbbxN6SVhogSwUQiACAfKJeN1eL9jaQnj5CrRgGHbcgzywDvvCj2IsXIMWbWbi9m9OE9wATQE4v8PlQEqQlAaNTRFOWN7J0uVqvqk1NOOMD1VfyDBhZDPy0NOI+WswOhdh7ff3ghYCDNPAMHVsH8I80ui1k6apvr504W78EOxZByvOR2vqBDNA6s7vktu1AYD4RIZciRSK40hSibxKkRUyQDfQok1o4RjLv/AAiafvIfnsQ+ixFlpf/mbMtqLnaetpF9Fx7lWMPF5MoqcgafS62Oa2cl5ACGB4H3QsgXATxEcVB9E8D7pWIXpOhtwUcttvPO/grJcTQ6rxU/wQsmUJ1hO34+58tGhzNQ09GFZe2VIiRw9DQyfmktOh5xTEgpchx3dCchDjjKvIH9qkIu8BTdcxoxGsbK44fjJMQue8iuAZ1yC3Vd4fs1owFppG49JlmJpU455wMWJYSukt5CYQ6TGkEGBlGfjBP5QR3AWkD+5m9K4f0NnsKltuBsiOjpcR3AXY48NMPX4/rZdfV74jFy83UNKF5CCyeVHxu+k4QelvVyLcqhYY/JAaqrbVrgWpYZWDbgbIyf3I4aKnvEwMwPg+mH9uUW74GDFnqxWOB1s9R3IfBUSkDambXlJIy9PnNCHrL3kBElwbYQSRzQtnnozkEtUrUF7SSqEHkB0nqY4mPQpCIBrnK+/v9Fj5KlikDeKD/tfw82CJdavjE0PKgDV0ghFEhMMQXqzq4Drq69R02HOfMghm1F9nqakXRvZW369hqPMjjUqLfHy/2h6MQO8JEAwjj6yHfBL9zNfjrP0hMl970unmcxihCKK5EzlZveopIo2IaJOa1OkmZIqTD+k45KfGaQhKTj+pG9cLbTK7FqA7OfK5IK7ftWPt6CsvKV6joQsautT0bP863Ee/A1YWt3kh+fW34+71Vm7DDeiF8CTXLdOQy2Rt9h9KFKXeJMTjObLZcVZf0Engmn8sq4IJtH7we0z857uQVrEDCjVGMYa24W6+m4XzQyx42+txczm05AiT27Yqja5KmCHCf/J5CMWQj34TkAhNo2HZcrJDR8hPTuLaNo7l4DglnuiuS/rQARwRILL0Nb7PB6AhpHHmwhDBZUtxXUFixxZcF+IZhwNj1vSUdrIQSuWDvXf9mIU7fkaokARTCBp6Ogk2xOhsCXHD+T38fv0Qw3ELF9AQaD4LqTJgsrRdYOVs4hmXrCVVIAYwUofb2PbL706T3C0LlvKm79zDg//xd+x//D6EECw+/0ou/shNNPbMrzpXSsnWX37Xt1w7m2HH7T/i9BJPcT/c/+n3lBHcAE4uy/2f/jPedtc+dPM5JHAQWm0vs5Lt3/rWt+jqqjHYmAWORjcsFCoSEJZV2wOngHw+X3Xe0V4H4JOf/OS0IS7F2WefzdVXX83tt9/O9u3b2b59O6tXr646bg7HEQIxsA1FBEpPe1tQx4Pa8yDWTTWwzidnIDzrkZIF+QThSR4IRbobwWIujj8U8nFVH808Rm9SjySuXJyXrmoj6eUj8WvXSvtfzHRV2MDsCVAf1CW6hfKSLiUWdVP9SanqW/ACFrqXQPM5JkfUQ2qhpBJmTDkQ+I3/SmXmZhzga8pbmXqJVeugXl9/VKizKOFk1J/v8TOR2KXvwzGS3U4WNO8Z6KbywLZSxcmwHlRSB35tLd3a/UNhX70EWFJ6IeFVO9TYPtxyVLdShTlbPY05W/3SgNA0gu+8Gfuhm7Gfvg2ZTaAvPRcNG22ghiSF5+Eqek6B1sWIxKdgwN/D1cmmIRWntSPG4MHxqi64cekq2v/kg+SH+nH6tyAaOghe+DaMFecz/F8fwo1XOzu5jiQTzxFrKRJhRoX0oJQaju2Sy+RxbRdN1zCDBpquITRB44pVIARuJsXwwDj7Nj9I5tu3IHSd9vNeRZPPkD5swKomiRAWTa0WTPQzvi1O8/JlaO3zoX0pzuDuYvuEY+jdixBTh5EPfxXOfy/RK97D5Lfe79tWBdkEvSHM/lSUoYEhNKAjIljSYRIMK+7AbGpWhG6l7MjAVlhxPgB2KjlNcNuWU0ZwlyKTtggEdcJnvBLNcx4TQtB45pU0nnkl0s4jt/0O99HHVd+74DTQcpz2huvY3xFlYO3D5CZHMZHEdGiMGbS0RQhFyhvQaOlQnM2RHdC1AnHlxxHRaucimRiG3feWS6XZeRjahb3+d7g715Wf4Lo42Qx6ODLdFnJwJ1zzd2jtK5DZSUgoLkZr7SVw7cexn7kD9/BWMIMEepYSnrcYZ3wYXAejoxdhBpCTA2phNFvhTDV/Mclnn/JtSyMcItrdRai5Cc0wIJeC/q1w71eQl7y3GPkllXyJzE6Bqeo99fS9vmUCxJ/+PZ0XerrJVo70np01j01v30jrZdeqxV4rq2yiFEgriyjN9yZdpTYQbABANHlOjSNbPVJch+YFiK5T/YnPQlJrPzg5tb+OrZZWFjm8rXqHnUGObEPMO6PmubPCnK2exottq+dI7qOECDaWEbsyn65Ncgt9mrQWQoPmhcihDTWSSOq1PT2CDdB1MlqNEAxZGooCSu6jqU+FiZQi1Ay9a2B8jxp0R9qgcR5su6O8w0iOQOvi4opmqcew5wkkrayajljp6tCMsQP+EzrbVkR3Qyfiik8j139fdUjBiknH+G7EqhMxX//v5H7y4dpyJIDW0onZ0Yu1PYUs9ZALhDBXnYlITyhtq2hrWfvayXiZR5PmXd8ePox24jmYkSbyh/cgS0ObAhGCb/0awqgegbi/+3fkBqX7Jl2X7NBguaHMJHAAs6UNPRxByjFsj0QfHcv6Nlc+7zB+8DB+vuqBzvk097RgZbIqeWVIJTFBSpztj6OtXIMQAl33ZE8WL2Fy62bcis6t8ZV/CdLBuvPfcQf3okei6MEwmmEQmddLuKub8c2bywjuUuQO7qL7tWez2wzgWsX3REqwJSQtyQNbE7SO7qCbONGAwJWSQxPWrKexUsKOI3lO6g0ouRUpSQwOg25wePcRpiZSNApoaBTsryODl0nlSZkSTRPEghoCSOVVLew6vFN6tNxTpGv16bzhW3cysW8H0nVoXXoCk/u289TX/x/5xBTdZ1zEokuvQzMMXCtPbqrWIlh12ZUY3bGRib1bffdlxoboX3c/C86/qm4Z9SA0gfCRsCnsK+D000+nr6/vmK9zNCgNpSoNsaqFwspxJDKLxDI1rrNgwYKyZBuVuOSSS7j9dpXUdePGjXMT5+MdBS3mUo8MO1t7YCz0og0SmiLJM8fg1asHlPd0LcJypuSWpTDCqr7TJL3uQyDOBvLorlsKTVfEaq0xjpWGcJsiDq2Szrfegn4ZOf0cvcp9iW4vjsebQFUdn4sfg0TIrCrzApRZAjOs3gWrjpGrB+mAHn0RteRn0z7P9X2oMOR6wPPQL5DchiI78pnifs30FnJmWHyaab+Tp2b9paPGg/WSvs+AOVutMGerX1oQZgjzsvdjXlYkX93HvousRXJ3FpPQiWAD+vl/hrPxzqrDpOtMf/ehSIB5i9qYHEuRTefRdY2WV72Pzj/7AkI38PPbzDz7UM0657MW4wmDRNoh1N7NgvPfCXsfBiuDWHQ22T0HiG/cUTzBcsnnbBpawgRiMezxYWQ2zdhYiu3bix7Y0nEYefhXTMWaaK+xhltK+lmJBIn+IzT1LEVbcg7aFX+NvP3/gaYrmctiychNvyD6qpuwB3aSvPNr0/NTYRjE+nrRDYNUzuWhtfvJZIYpLDhOTcFoOs+qTpf5C1sJtXV4nIBAmoGitrSV85zyNKx9m4t1zNfRW3YlomMpje/8j+p9uRTurR8o16XefDv0rkI74WKWXHE1S15+OWy4a3oRMz94EGu03MFPizRgdpSQgUM7kalxX5JbSZtV11daWZw9z9S6CaTjIAqJ/LJK3kqO7UNuuR1yk9CzCkINaK3zCFz+Z+q4XAr6N6g6VuSd4sgWWH4ZTB4s2xzo6CG8dBWZPdvLtgtdp3nJIky/fnXsADx7J6x4WWmlPQcQB2lG0eokOteMos2StoW0ao+dpOtCNlHOcSWHYdvtyFVXIUrHZBVe2KJpPjT2eTrvATQjhMxOIROT6oBwa/H8mRwSZtqfHKSmrU4OIV0HMWergT9+Wz1Hcj9HiEDE07ny8ayJtJYJ7AtNh3lnIQ89Vj5g9ibVNV31zTCinsaQDzkumuYhw02QGlOD+Gg7NM5TdVh+BSKiEia6j33Vf+I/sd+TSKmYHLuO6pzLPG68/0uJtDIqm28tSIlYfIHSajRN9Vd9EKSG0U++moARJPett/vfdkMLItaEAAKnX4KbmEQmJxHBMFr7vJJOSqp2aF8IyXGk65YRsuWXdnH2bUZraMFccTrSyuOm44hAGOOKj6EtPrv6lANPFQluKXHSqbLEj6XP1U6n0MMRjIYG7PgkAOlMbQOTShWNhcxOQfII9rqfYT/yfYQmCESrh2cym1IhUcGwmtQBRjhM66mnkx0Zxkom0QIBwp2d0NRO6lNrpt8Bawz0WCPBznngumRHh5E1CO4CjKkB1vzDj1n/6TdhW+pecg5YEnAkIEkdGqVfwKnzlCddZZFhHVI1miGoQd6B0aRLV6P3TKVk/9aD5DKWd55ACIgYkK5RTk9YGTXXlTg5h3RJIpeI4R/ZDNB54pllv0e2PMnaf/sgI1ueBCDU1k1mfGia2Nn606/TfsKZXPP1uwk0NNG2/GTGdj3rX/YJZ/puL8DK1DdGVuYYPPpKcRxqh4VCIVpbWxkfH2dwsEZEiofJyclpYzxv3ry6x1ai9PiZEnGUHjs6Wj/B6ByOU+hBECl/ssqsGMgJzSNuK7+/GbxRC4RZTRzFN2VnFGFuBFXfUrGY/QeBEfKRbyiFilZTiwny+UneeFQSHFR4iHvtG2zwdxpwsi8QwU15nV2rKI9yrAsMVeW7daIGZwkBGFGw/9BJNv9AqIxUdHLKY2x60lvx/doZ0ALKcUXo1fvLyp5pujTTO/scCfw5Ww3M2er/CxCnvAb59K2QrdDpFRra2X9atknrPRH9vLfhPPb98mMjrZAu9nPBkElXb/P079DZlyP02t+0Fm323e5I2DUhSQ95ZQ/uZ9eBmzjnX39O22kX4iTGmfiWD3ElIZ3IEevpQmbVd3DokL9NzyenyATUvKQSBR3rArIjQzTYNvqyS2F4+7RsaRUSRyAzSfPb/o3Yha8lu/52xMRhgvYYmrfw+fjDu8hkqu3jpCUYmrKJZXUa9JJ5tZ1HmkE1x23omPZSFWbRi7YW2ad2Cto/dRd6U7U3q1z3g6rEiwD0b0d2LEZ0LFBOhPNPhANqQSTQswC9qQV7chyki97QjN7UVsWtiPGD0LkKAGffk7jDuxGmgUj1F5kNz54LIZD5TO2klVA+poy1Ix//Hmwpkajceh+ccBksPgtrfIjkUw/ixocJtzURXrC4mvuxUoiWhcjFF8G+h5m2HULQfOUbCe7ZRnrLU7gTgwSiUaLdXRihcs/lMk/7gxsqSG4PTh72rqNtXjv9oyO+t9a6sBc3m8EeHUBm05jUHj+Fl6zyd+K0MtC/EZZcUNxWIRkmUyMwdQjhcRFSM4qRkADJI8hoJ6JlcVEKrhZm2l8rqbm6svc8j53knrPVCseDrZ4juZ8PNM1XISkFyRChKe+mSEfVoaJpPgRfgRzbrbT7gg2I1uUwtrv2JDbUXP/6sW6Y2Fd9rUAUoh3VkiLJIUXM23mYPORfppRqZdYvA7B0VRiN6a2ETieewtO89jpk1ymu7uqGmqy3LoHll/smxpT5LHLvUzC4C8T3EQvPgnAjIhxDZiq8l3QDc9nJxXtFoncugJYuak4mYs3Q0gOjh/33F+rh2EraJJNA65iPvmCVCutZeI66rSM7se75Mu7OB0E30VrmIZMJnFRSrXQiy+qgjKVQxtKRiDNejza4hUDTAvI7nkTXBbbjX2ezdR7OkR2463+KyE8hdQP7sdtmJgEKz03TIRCBfFp5Z/cUOxW3bSmZ3/zLtIGWnnaHnZhC6DpOOqUSY9Tpk21Hko7HaX/F63n5tx7i0D+9hkQ8wbaBakPnStg7ZrOoudp4BHUI65KMU34xDYh6vVQ6XzQ8ubxLLqPIg9KWaAlA1pa4FZVeEHVpKRkDWG75eV0hmMxLZMV54ZYOTnz9jdO/E4MHuPN9r8BKxaevnRmr9sYe3foUT33j05z3N19izbs/we8+8adVx7QuOYElL7+uanspOk9YQ6i5jexkddikHggyb81Fdc//Y8Xy5ct54okn2L9/P7ZtYxj+pmr37t1l5xwNVq5cOf1/p5amsM/+WnWZw3EOIZRMVj5RQjx6+S78NHrNiCLNpiVPPK3v/FRtr85aCe0KMEJH50mbT6jrSndmT9JZYSbJiBLowdpSJKXITanJpvscSbxSHC3RDcX1dqEXJzmO5clVWBy1NIrQ1POUDtMJxutB09WYykrOfOzRovAe+tZzhrYq9XaXUi1IaFq5dvRLAUJX72wBjuWTzMpPMiav2taMqD+/hRrNnDmZVb1vX3hJRl+CmLPVc3i+IWJtaG/4Mu49n4fBLWpj0zy0i/8SMf/0quPNV/4d2rLzcdb/CjJTaIvPQjvlVaT/9VLPKasCmo62qL4kQeNlbyHz7INV249kBGmrvB+x4uOs+9sbuPKX+0k98Vtk3l/H1rFcpGsDOlJKUqnatlXrXgyj5fN6w9QIhiveadeF1a9CtC9BTvo4mLmOJ+/gIH/zCXKhebjCINDciLHs5Wp/Ng3RTg7+z1tr1iduwcihEeavXODNZT27qBtqsWDJWdPHBlauIXXvD8GxCQYNkjVMVOzMqzDbvDlpPqWc35wcaAZyy90168LhLRD19KY7l0DbEpgchvgQumGimyb0b6l5ugxEkYPPkr/148ihYq4sEWuF7sWktm8iN3AQhEZo/mJiJ5/pRQHVILpLnBm1hWsQpQQ3qLHblnuY2rWLkdt/NB1FPgGE5y+i57o3qkSrxQKR+Qxi5VXItiVwaK0n/+EghEbkxLMVofz0b2u3USlqjTmtHAxuoeuE5UwNDpEcKV9Eb1+ygKaOFvKHdk3XOdgQJhANkU+Vv+NaYxtNL38dOD6yqFDulW6EynSvZXpMKQyUouBcUTp+SQ0jQ02IcKuKMPQbwwRqODiUItIOYzVkV4JN9Z1K/4jxf9FWz40AjhHSSistbMdSk4ZYNzT0qA9TD5R5cFdChJoRvcqDU+ZTMHWwtsaiGa0tvF8oz4wg21bC2I7yHZqpwq6nK11IBKkpXfFayXeKJ9TelZ5ADmyBgc2q821ZAMsugCYvs202CZmKCYaWhlVXIxPjZO78Erkn/hdcG3PpKYROvxSx8S5IFsk8d+vvwHEwQiFcAW4+i3QlWiCAseIMtEhJ6Mt0e8+g+XjOm0BGED//O2TWP+y31NjIsX5kuAnXSiM/fylSN5FTw0UJFyuLfWgz0pMBUYS2Xx2U/rPW0ot+xV8D6uMLJMdp/8p76b/35751aTHj2P91Q7FN7HpedQoi1owoNZixZkhRTLopNFj8MuyMpUKtpMTOWjheshGhCVx7FMOTQBGahtBcZAmJ4bqSgUmLqbSL/PLH0b7xaXqvfjsrPvcYz37+vTBwv2/dprKSQI1epyUApiPIWGqZIKApD++CI4ChC8bTLilLopcQPhEDxr3HEdBhXhTieUnWUcklGwOSpgAkLUWY51zI2EpOpeD7F9ZhWQP0pyVpR63C9p39ci742H8Qbe+evta2//3GNME9E/bc+SPO+5svseKqN+Jaedb91z8S79+HZhgsvuRaLvrEl9VgrA70QJCz/+IfeOhfqnX0Tn/HXxNuaZ9VXWpiltphf2icddZZPPHEE6TTaTZt2sQZZ/hPSB5//PGyc44GfX199Pb20t/fz4EDB+oeW7q/u7u7zpFzOO7g5D3vEk/2I9gIBQ3uUpkSP+gl5FaBMK1HcM80ONYDSoakFmFZBTk96VN4LjIftWxTDZhRb6F6psQzcmYi/FigeVITs5bn8BIsCAmpkXIJCnEU5H4BQi93EHAdpXFey7PdyYH7AnhI6yFghgWO2RLd+SSQUmO/woLP803IvxjQA0r7vPRbnvU3huofCiQ3KM+zQpvX0lqvhKbX/rbNyHP34Jqz1XO2+iUMKSXpdb8l8fD/IvMZIme8gobXfwWRnVTfZ+vCuonJ9JUXo6+8GAD72bvJ/s9fKLLZ8ZIkCjF9vnHOm9Ba6uvZNl7xTtLr7yPx4C3T2xwJCdu/DvmpMQYf/CUNM0QKSdtBGjZoOqapY/kkeQTIDOwn2hwkFNDUArKUGKZW1QZaOIZ26nXI0b3IPY9CYgwQEPASXefVvM9Op5h64lHsVNGeBpedQuOr36Xm0joz9lGOZeNaFm4mVZSt0E2Ml/0J+qpXwLgijLVIE9Er30bqru8iNGhoDhOfzJSZYLNnMd3v/BRyYp96Pq5dvDfXLk/YXInCuMR1IdYKnSvRznxnsY3T48i7/xnG9lafG4xBdoj8b/4ROVS+354YJrFtazFnlnTIHthNfmSQxtWnII/srn4HhYbQdTDDaOf8KWLIP2o3n0oz8rsfVtnpzKH9TDzxCG3nX1rcaARg52+RRhjRdxac+Frk9tvVIsB0A4ZVu83G+aF9kf/2bAJcB90wWHn5RUwc7Gey/wiartG6oJem7nbs0cEyaVchBC19HaQnEmSzLjLcQvik82k87yqMyd3FRaXC2LmsvYTipCIV89b4wMz3UEB6VOXNibSr+88nKMjkEGhQ+2aACDcjY92QrHRQE4j2FbOvS80LzNnq48VWz5HcxwCZHlPEdAG5KTWpaluGqAx7rldOPgVHNhQnGZrhhVF4RHSsC1qX1yXMCxBNfchIqwpJsjNqwu3aTIde5JPFMBKvYxTdpyBjnUozybfQGteVEvY8BvGSbM5j+2D8AJz9ZuhcATseqD7PdXCf/inxB2/DHSt6U+fW/x5r51PEerrQ9BJvF69jFUKgh8LoobBXjMP4+mdIHBlB2jbRvvm0nn0egVBD/clerBOERLR2Yb7uJvI//lCVgRBmQBmswq3aNu6ejdOTeGnli5mQUQMzWaZzXX8ibZ73lrLfWqyVvo/9kFQyw+Tj5au/vZe+hsjIBtx8HiefV2SzoSuao9QzqxKuo0h4Tfe80XToWgEnXYcIxlSizIZO5A8/iJSSfCpXRmBLV2Jl8iA0jKBJIBJEui625Uxf7vCERTxTbDs3n+XQr76Ja+cJnHwFPOhPcoPk4LhNS0RnIl0+uBMClrz8evp/f1vVWY6E/VMuiVzxnLAOS2KKDG8w5PTg09SgrWz9RpC0IZmE1oAkoBeN7rTzHxAzYFUT0NrDaf/9DOHW6kiMse0batxXNUqTRa569VtZ+co/JTncTyDaSLChadblnPSG9xJp72bD9/+Dib3baOxbwslv+ktWveZtsy6jNkSdicOLE1YFcNVVV/HVr34VgFtvvdXXGLuuy89+9jMAmpqaOO+88476Otdccw3f+ta3GBkZ4cknn6xp0O+4o/htnn12tWTRHI5T5FPlC8iO57UZbJ6F/EAJnHydSZdQpKE5CyIM1CDfCHreVRbIGRYunbwiz6a9sI+V4D5K5JP1pT1q2dnnKxxTWiACqr18E/r5nlTuAfRcYFSEfWu6SmSYm6omujVzZlmSemOT0jYTejE5omYoG146uT1WTHtEeXqcQqhJqH2MJLcWeOGkX2YLYagEXX5j1boyO1UHF/9rRtSzL0ycj+Z9DkTVe2IVoj90Vd5M4dOzwpytnrPVL01IKRn+4rtI3P+D6W2px35B/M7/Zt6/3IPeVD/svRTW47eQ/eEHKy6gku2Jhi7MC96O+Yq/mrEcoWn0fOLHNL3yvaQe/xXu7kcRuRF2rqtN3GR2rKXrTX/j5a6q7ld1U0M4FtI1EAi6uho4fHjSpyRJQINkIkfW1Fi4uJ1sMoPr01dHenvh0a8jd/6+/JrZpLfwZiKlZHLTepx0uTNdbvcmEvf+lKZr3gZ2hoXnXMjeh/2TEDaaEIqFcZJTZaQnjoX9yPfRFp6F6Fw6HVUeOvVSjHnLyW16kEBqisaWHnJZBzuVIDR/KQ2XvRM9ECqLUitIbMjUKDS0FR2zKmAHYuT27sKIxggtbawiJkWkFS7/OPKOT0GihKcwQrDyUuTYAeSRagI8G08WCe4SuOkUmZ0bCcUiSCEUjyAE2qIzMa/6KEI3EV0rEKEG3G+/3rfOiYHhmvY/vmVTkeTWDOWhDioR4v6HEEsvVwvuJeMAYZjIjkUw7EPkl8IMwymv8t9XMmbRdI22xfNpW6ySQCIlhBpxc9XlC00QbWskFooQOOkC6D0JjjxVkbAzp34HvHFU52poWezPZx2NzF3hGkKovHLhlhJbPXsCWfScBhP7kfFDii8JNyNalyov8eeMOVt9vNjqF29J4Y8U0rVhykfiQzr+2+th6mC5F42mgeGtfnWcgOg8EXRTie/nZg4tFWYE0boE0XkionlBMbtsNl6ukyRdyIwjpw7Bqmv8OwYjMK3nXAU7X05wl5a7/jbI1u6wck/9tozgLsBNJchPVMi1+BgE6br0b97D+I7dWFNT2KkUUzu2c/BnPyE/OaGkOfxQ8LJLjML4XrRVlxJ4x81oS84BMwSahhYKo4fLz3dtq0hwuy52KkU+HiefSGBns74GsSZ0Ha1riU/VAqz+l99wwhfuZd6bPkbf2z/Nad/bQmckSXZ0lMzwMPnJSXLj42RHx3C8rLdVuk9CqEFNTnkSSccme6SflOzEWvU6tMUvQ8w7WRHcUwNo5HGdcg/tUtjZHFJK9IBJqClKMBbCDBo4ulFGcJdi4K4f0LXq5JoTQ1MDy5E4rsu8ZpNwUEfTBA2xAKe8469Y848/oe8VFZp7hollBEjkKlbAHcF+71VrD0J7UBLUJIaoRW4I4lZtAyMBoRus/Kv/rCK4cxMjjGx4+KjI6Z41F5dfXdNo6J5/VGWM7dnKI1/5f+x7/Pec/NaP8M7fH+H1P37ieSK4Kb5Dtf5eJJx++umcc46SB7rlllt46qnqjOLf/OY32bVLeY68+93vxqzwir/11lvp7e2lt7eXL3zhC77Xec973jOdDfpTn/rUtA5ZKX7+85+zdu1aAC677LKj1iibw4sE1/aPkJLu0WtH1zs+0FiMmHLtGfT+PBSirMItyvuk3sDX9WyQGeHYCO5j/I6PheAu7KvXdxxNv2KlFeEYbDy6RQm/Oh0t/MZFQlMLJIFGVS8zCsGW2etu+2cSK/7fCKl7NYKKGBWaKntWUjUztWul7mdakcTHAiPiPZMXM6zX8wqrfE6uo76Xo3nPtAoSujCWOpoyHEstqrm2IrsjbUpq8HkhuJmz1XO2+iWL9FN3lhHcBeT2PMPkbZ+fdTnSscn95l/8dwqN0EduJ3D1R3FzGZI7nyE30j9jmZGTL6LjPV+g86ZHaHnjZwiGa0dAR3f8Bj07TuOr3kfGgYxTruLV0BIB18XNqyS1fX3NtLZWzlklMaMYwWpbLpMTaSKNEYygMf2ta2aA2LKVRBcuhh33+487XAdcl/z4WBXBXUB26zpcb86+5k1vJdxcTfI1m5KoAd0L2ssJ7hJYD3wT0XkSouvk6TGN0dFH9PK30nDdB4hdfANtr3gjXa/9M5rOuhStoNstXXDyuOlJko/9ksm7vkt2y8PQs1zxEKUtIyVH9g6y+5Yfc/DW77H3O19l7zc/X80dAKKhE3HDfyIu/hCcfC3i3HfBa78A5JF71vneg52tPeZxclaxvtF2Au+7heCNP0Zfcq6SKAk14O5bh51OYycTONlMGT/g5GuPEdxcFhq6IdIMsTbQdOxknImH72bkNz9m4tbP4gbbys7JHN7P6MFhRg+PkUuWPFtNUxIymg6RRnjt5xGrrq6WrZVSSQHVij4MN8Ky8xCNdZQEjIBa0B3aXuP9s1UkRSCGWHZZFcEtxw/hHlqPtI8ib0nlfQit6AwwC0gplYNpekzJBfedg7bsCrTes54ngps5W30c2eo5T+6jRXaKmhNNK4108ojZDmpraXALAblJpHSQw5unk1rKYCOi+zREpM3/vFIYIWiYB6M7ak/AJg8gAg3InpNhaIsyXkJ4IdWmNzGU5UYt1gX5HLDLv8x8Gvo31ayWNVFbXN5KpQi1l4Sx+Hg+JUYmySWqPxgnk2F800a63/wh5f01sMl7VqgOMDkGE96AxgggRQj9hFehr7gQKV2c/3otTPmEzHgjFOm65MZGcUu8tl3LQug6umkUV+38JtPePiEE1o8/hPbBX6F1VYfENJ1+KU2nF0OW4od24GQrQsVdl/xUnFBbq8pqXdZpequHuoEVn2LsybXewOYR+MWXCJ54Ee1/fStiYi/y91/EsDJ1587SLYR/g6brBKNhiAryeR3w96yTjo18+vucdPGFbH6gPDu5QBLxnOQTOcnJJ3Ww3Cx2QYFlCxG6zppP/w/L3/LXjDx5H3o4RmTRCfz6Xf7a0ylbkHUkIV15GrQFIWHBQI1IZVsKHCkpceae9ubWG1o46fO/Q2vtYdevvguaRu85l7P9u//M/tu/h2vlsWfJlWiGyRk3fgqAzMHtjNz9P9iTw8RWn0PbZX+KHp7Z6/PJ736Bh/7jE9O/N/zk6/Sccg43/PedBKINdc48CghqG90XzxYD8I//+I9ce+21ZLNZ3vzmN/OBD3yA8847j2w2y69+9St+9KMfAbBkyRJuvPHGGUrzR29vL3/913/NZz/7WTZt2sQrX/lK3ve+97Fq1Sri8Th33nknP/iBmnw1NDTwmc985vm6vTm80Kinfe3kZiZjC5Bufa9Q1wLL8ey010FohiLgZkPMGiFAKCmMWrCSR0/UaoZnv54PLe9jgJ/ncmXoqmbMQBB7ci1GSP1JV01OnmsSv9kgF1eLEJWTJyE8BwJvkj6bRY3K82vBzqo/PaiIAjtbLddSZ4xx1LCSKF+Xo31HvG8n1KzIXdfyIgTlUcjLPAcITXnVIzx5EKEIdyt5DNI5wkucipcs1OsbdNNLVjuLts0n1bMqwM6qcXSg4fmb1M7Z6jlb/RJF8pGf1d730E9pe+s/zaoc98gO5JSSIHAsBytnI5GYAQMjAM7ORzi8bRsDP/8KTjoBQtBy9lUs/5ubCbTWD5cXmoH5srey/MZJNn/pw1X7W5pCtDQY7PvSnzOwaQPSiywVQGtEp6srMp00Unqyk5omWH1CD+muM9jz8MM444OYWpHgLiCdytPWESPcECGw9CTQdPRQWM0Bpay/COo6ONk60k2OjZuYQgtFaexdxHVfu4Vnb/0OBx68A5mK0xyQdMzro+/8i2mJb8atIdco+zfD8E5E10pEy2JkPoXc/4D/JV2D3IEdmM3tBKIRsjufYegbf42bnJw+JjR/MR1XvgZt7ABMDYPQGT00zMS+cmfC7MFd7P/7q1nx7e1ViUSFbsLyS4rdY3IIeXizitb2GZ8IXUBN2e2Sh5IYQR54ChpbkKFmiHTg3PcVnEduLraHbeHmcxixRoSmEe5oJ364On8TQGjZKbhoyMQkWlM72YN7OXLLN4uSMOvXMvnwnfS87a8INDcy+MsfEd9YJOrHgNYTVtGxZg2EYyVexALcPMIIwcKLID0CuQSYYeTAZkhOeG1QiBL0oOnKk358H3r3QtwKWZcC9Dbvm8mmFKHuh4YuxFnvAiRy8gDoAaQjcW//B9WGoCR+V1yAdsb16p2uBT0AUZULTg5vR/avBykRPSdD94kzqh5IKVX+vFKnlewkMtSMiFZHbh8z5mz1cWOr50juo8YMk6ujSQ4ldGr1qDKfhpHt5dfLxZEHH0EGG0FoiFi3Cv+oQaoLM4wMxmqHurq2+gvG/D2ghVArdT2nQawHEetENPchn7m1fivohn+GXSnrTtSrwjs0rUwaBCA9WZsISB04CCe8Dk03sQNt2Pf8B3JqCCFtjNZutJjnQWvn4elbkC2LET2qY9Su+STuzz7qaTEW7iMAASCfwU6nygju6VtyHFxdQ9d1ZK1n75EpmmGq0K61PyJw3T/UvA8Ae++6Mu20yvIcV5BK5+kfSSEQ9HVGaYypSbdobC0huIvIbXmI8W99gNZ5MXAthOsQaG7FPuJveFVh5T+1YIjQDBPiUG6Ck9rT2Evb2LtvFCnB0NRfyoa8qwZxA2M5FnSrLkg0d6KVKNU0Lj2ZxqUqsej+H/kPcD2ZOrI2tAaV/rYmIF03SrkytWRJvXuWsOehO9l482eVBz/K+9rEJeDVzRAQ0iHnChVaB6BptK9eQ6J/H7nEJD1nXswZ7/l/dJ9+AcO3f4t9X/qL6YWikbu+x8Ctn2f1f9xPsMMnA7uH0V2bywjuAgY3PcHa//osF3/03+rd5KwhhFZzYDAbmaQXEieddBLf+MY3+OAHP0gikeBf//Vfq45ZsmQJ3//+94nFYj4lzA7ve9/7mJyc5Gtf+xo7d+7kwx+unsC0t7fz7W9/myVLqiMx5nCc4rnKVUxjhlGpa1cTta6l7K7QvRW0oPL8rTXwNYJg15F/8MKtZwUzpgg6zVATmqNJdPl8o+ZAX/ckYzTIJcGpMwkvJN8seOsEG3wSCh4DCu9HTRJSKrJyJgm6F6J9nRxYWrW+c613enqiWg+1vodjWAQpjUAs1a0vOBa80BC6ahs7O/OxVecaXv2lp+UdVe9WlbRRFrSMItPr2UIn71+PwnYzXL3vGDBnq+ds9UsV0qrdh9bbVwkRVM4jmWSWfKZok/MZCyNgMPrQ7fTf9ZOSwiUTT9zJlg9dwCnvfi8iEEH0nQnzz6z5TS19wwdw1t3C3qefIpdz0DRBT2eUlUvbGB9L0r+rnBCUwFjaoc1V08lphBoI3PCvaL0nEm5byNiBS0hODfpeUyt45Wg6RqwGmVizUQRGtPY3JwJBtKZW1RcGG4mGBOf+xSc49y8+QT4+gZPNE159CULXSfz3e8g8/jOk42IEAwQbougFRyVdR/7yb+DtP0CEGhGBKLSvRI4Wc4VJ1+HAr29h8Pe/wcmmAUEgFCQq8gSFxCjxPsoe2sfEEw/TfvGV0LMM6ThM/P5rvvdgDe4lvvbXNF3w2rpNIUeVZrQwTLSWLtzx8rlvMBohXUOWzqzw4HeP7IaTr4DsJO7YwTKCu3iQi5NJY8xfRWzNdUwM/Af5oYroAU0nGnJI/+CTqo6BMOOHJ4oEd6GoxDjDt32XhvOvLiO4Cxjfup3IoqXE5pc4QOkmJNU7JYRQBHGBJN79dU+vXjnGTfMzQqg8Xp5N11o60ZecgrPv2bLxh97Rh97sEcP1FnKbFyFHd0JKRf9L6eLe+w2YKml7J4/cdj+uEUA/7dVemZqyzVZKlR9uhcY+0Azcp74HB4ttIPc/At0nw7l/rjzYayE75R+VmZ1EmhH1zj4PmLPVx4+t/oOT3JOTk2iaRmPj7DvqTCbD5s2bgaMXQX/eURkqUQo9WJ7dfSZEOiBRLd0BeMS0z6REut7kWSCzEzB1ELnwQjQjhMzGVfiJEYR5J6tVzMAMHp9CQKyDqpW8AswIomUhouuk4ralF8Izt/ofX5A58ctE7FgEmhqxk/7SK2ZreTICoWlIIwD57HTnKoza7StMExE/hL17Hfmff3Law0qikoIYvUsxWguhNxK58WfIHXfByE51n+e9FbIZmOxHxtoQ7b1oWx/E3fUYTqb2JFy6EmnqdbUttUBweoVSju6veZwqz8H6yYfrkjQbh032bNk3/fvZ3eOsXtzCqacswJZ6zdC0zOO/wDrvfPRIFM3KEWxrIz08VB5T58GMRdEaOpDJUZWNPBBADwRpCEJDY4hEvHpi19rVQsSaBGDhgnaGDyvPfduF0Sy4JRPxR7eMM560OH3NcgInng9hfxmPxpGNZW+nlKq8wu+dCcFwHk7vEIRDOgvaAhzenfZtvoCPl0QBcv6JbPivT5dvc13yKAJd92xTUAdTkyx76yeIdC+g7/yriXXPryovPzbI/q98oCq8Lzewh4Nf/wjLP/1T/4oAW3/749r7fvOj543kPt5x5ZVXcu+993LzzTdz3333MTg4SCAQYNGiRbzqVa/ine98J+HwcycR/vZv/5YrrriC73//+6xbt47h4WGCwSBLlizhiiuu4F3vetdR2ayXAv7obbUeqJ18TqtMiFMHQtTXXK7aLov/Slv9dG1FXAaaFLHrOmpboezCROO5ahzrwXJSzQi+uCR3LUgHsuNeu87invMpwPOoF5q6RwnTybRdi1l7d1cahppkt5zZS/uopW9qjLP8cDSJE6fLpnb5z2eYbK2J2lHpYD/H6x8NwW1ElHdaQQKmEo7lL23k2ipCI1BnslevHk7ueSO5j3fM2eoXB3/0dhqIrLmK5EO3+u878+pZl6O1L8JpWUR+pDr5n5WzOPLgr33PSx3ex9Sza2leuAA5ugs5uBnt7HcghEbqwHaSe58l1DmfphPPBWDReZfQZwyRyzuYhobuTQ5GhmrLio5O5lgQ9px6dB3joj/DOOWa6f2tl/8pyWcf8j23scn7blwH6brl3q6F3A21+t5AiECzgdnYhBWvJnDDp16IFmmG5kXTjmbSdcg/9CPy636BTI7jtC/CCneS3VKsn2PZ5FMZYl1tGAETPRKDbBy59jvIUFBFXIVboPskiLaCk2f/rd+k/87S5yzJZ7M4Qkm0BKUgYBTvLbltI60vuxDNMLGzmboe6fnDO2ruA5BWGsb3IR0bUpNooTA0tuAWNMaFIHTGlbij42Q33FfehNEQZqjcmVA0FCPqnfW/mo7srvRElo6DPPUqhBD0/vnfMnrfnSSfvh+ZyxBafAIRLYlRkuPNmorX5BuswX1MPva7mvc4tWMHsfneXFQzQDcRoep5tbTzMHGwfGNJVLi0LXJ7tpDdswU3m8Zo7SS0/Gz01KiSMG1sRQRL+vJwEzUXyyNN0wQ3APvXlxPcpfXa9SjywvcizDCEW3wJa3n46TKCexpHnoX9j8IS/6hvoL5zRC4+uwTTLwH8X7LVfxCSe2hoiP/8z//knnvuIR5XL1lbWxtXXXUVN954Ix0d9cMEDh8+zFvf+lY0TWPr1q1/iCrXhNADyGgnpHySNTbOq5v9uQrhVkgPV4dXBhohMUO2WcdS0iDJUZg4iDsxBIc2FCfc4Wa46P3Qe1rtCbo3uRZGCNm+DEYrJUgEtC0FJ4d0LEWaA6JpHpz7TuTj36VsQiU0pW8NyjO893Q4vF5pgjd2g7TRhw+jmQauVW6QzViM0Pwl4NjIXEqFoJhBRNdiCEaRuRxi1TU0pR0Sn77Ot0kaz70G6Vjk7/y87+TUHtyP3txe7DhHdxXrm0sgDj6u7vfcP0Hs/B2M7kRrbcONNsNIjeScgBZtJDB/CfldG2seU9pZi+b6SVTcveuQ8SOK5PfRP+ufsNhzcGfV9m37Jug+6SRaKiVOygp3mHp6LZqhE2hpJdzZSay3l2T/QBkZa4TDROfNQ7vyY2invAZ3z6PYt3yYwvM+8aQ+nt10iNT/Z++8w+w4qrT/q04338kzmqAsWdFyzhlsnDCwGDBpCWbZZVkTDQssYYnLfuSwZDCwCxiTjLENOGfjLMtWztLkPHNz6O76/qgb5947M0q2sOd9nnmk26G6urq7TtVb57wnViRQ6prCrDn5mEI0Q31jkKaWMKPDESaz5QR3oc77oqz8hxPxeHyI+afiZlIM/P5bjN71K9xUnPCJL6UxMczC9iB7+5VneynBncdEGp6d0LhotfK6W7Wojs37omX3pGmCsFlJAAgguPIUhodqP+OsWyS5QRHlDQuWsviKt9c8Z+ze39bUGht/6CacZLymbEk6OlGz3NKEloeM6TTCnkftsFJ0dXXx6U9/+oBDmq666iquuuqqWR9/8sknc/LJJx9g7V5YeCHZanRL/VWTL5htksg8hA7UktWYjRctahKaGlVlSad4jtDU4rnuLUiTTVMRpiVJXadchkW3lMzHTISp7sm1k+Tg5CtKq6gpUtB1wZ6OAJazJ/VLj5NuUdJDt4qePjJXZtU6TSMnVii3inzNTF43B7yAcAjRBTNFJniCqk2yiUri/XD35fnEjNlk8b3RPTwn0ji6deBkum5Or409k7QR05DcM71ThwtztrqAF7utfkHZaSB07uuY/PP3SW97tGy7Xt9Gw2s/ckBl2YEOoJLkdlxwkrXtUXxkhHDIwh3aBxvuJXPXj9m6O8ro9mL7hJafwLrP/RbPKa/DeeK3eD3l310mU7tfytq5vlEIhGHgDu4qJFoEaLr4aiJP3M7EA78vOy9c7yMYyjl3GSYsPRv2P65svSeETEyQ6OshPdCDtB3McB3+rvkY/gCOGcCejEI2RXjNcUR3bCUzMlQoy3fqywm9+Yug6SR6tvDkL7/K7gfvRKYTdAZd1nZ5CXo07MHdpOJbK+5JSklyIkLdwvnoeQnF7sehY4X6f2IUdt+HXHA6o/ffRd/NP6naNo4U2K4EW2LqxTbBcXBSKbSgiZGTZ6mVB8tsX1az7QGIDyPTCWTfTnAdFWAnQAvVQ0MbWrAB8ZL3YwmNzBmvJL3tcdy+begj24ve6nkYFsbai5DpJPE/fY304zer5yEEViiEVV9XvIeS+ur1rcx75+eRH16mdLcfu57Urz5c0abTwakhFwOofF2GyjGG0JTd6zwJe6SbyE1fI7X+NoTpwXfqywlmUmhGdQowvukp0vt3FX5ne/eQ7dtH6MLXY2lT+AV/HbSvgKFdlWPtRWeVj90S48jdj9S+uVQUgY4INNc8RHY/Pu0+MR3JPb0+a+19B4o5W13A822rjzjJvW3bNq6++mrGxsbKPt6RkRF++ctfcuONN/LJT36SV73qVTOWNdPH/5zBWw+JERUKDGqC2rAY4TkwnVwhBDIwT01K7GSOJPYr0jkxXHvg7dqQLCG6RvdD9xQd7OQE8s4vIV7zbWhbC4Mby4lu01+mFyqalyOtIIzvU1IjngDUdal7yiZVUs3GYkiBWHsFsm0V3PY5NeHUdNWh5j9gfwPi3PcgNB2Z81pL//AqsiODGJaOq4tCpmirvgHfvI6cvphA+EomFGO90NiF9vIvInwNhIC681/D5L3lGm6ehStpvOxtuP3blP521XZzcCNj6B4v2FlVV28QfCW6iaO74Mlfgq6D6yJ0A2Pd+RhZl8zeLVWLNdsXVL9eNWg62qqzpz8mOYkQAsPnIxuvHJTtj9aeeO/aupczTl9Z9q1ULLwIyKayJLv7SIyM0bhiGXXLlpKNRHEdG8PnwwwoEkikYwjLlwvjKZbp9ZqccuoSJsYTJJMZQi1NNLS3qAFISUbs405exs6tvfRtqk0g7924nRP++ZPQtJztH7mUyPq7C/uGb93NmNfLCUub0TXBrt5oTZpgJOYwHndoCOh01ml0fuev7L33FlKjAzSsOonWNSez+5vvIbF3k7o3TcfbsYSu176f1ovfyq1vP6dmHauZv0DHoprHAzip2tqk0rFxM6maJPf8U8/nmd/+qOq+rpPPq7r9YCA0Ua41N2XfHF48eEHaasOXI35zi56aoaKbDjSJ4eH8FApSDzlyXLoqjNLXqBa4p2pzF0jx2ZRtV0okWEEl0ZCt4WWmGcUItby+Z2rsQO6otLLqPoSWI7lLdMoPN5x0boyUXyyoQXQfyqRipnOPlvc8DyFyE9wj2HdbIfV8U5Pl7+UBe57nIdR77+a0sDVTlZ+NlU88ha7GrboHkjXGeDUvMU0IMxwaUa1PE+VRK6nXQWDOVs8BXph2Wpge2t/+n4z/4lPE92wBoeM/4SIa3v4lzNaFB1ZYjVtSvJ9QuYaqwBI2bneRyN2xYRuj/RNlx0R3rOfpj72K03/2NObLP0H2z/+tHM4AhMA/fzmpHdUXDXweA2Hk/oTAefIPOCe8AmP1S9Xpus7iT/6Gydt/xNh11wKSYNiHP1BcnDPWXYZ+wQdzz00iB7Yy+f8uJzs2gu1K9o7a9G+N4DzaTVtrHcvqbAKe4nzRt3gl4XUn46RSGMe+FP3saxCaTnJ8mD9eezXR/mJk+e4U9E/aXLw2iDENAWinMuih+uI806r0AB39xecYeezhabtSJzf0GE1IJBJLh4BH4ETHMYMhnMlRfD6dRLyyLpom8DVPv7AjnSzyqZsqHOAEEqKjsPICGN8N6UmsoIZ18hlI7xVkH7wBZ8t9xRM8fjxXfBQRbCDy0w+R3VSyT0oykQgSibehQZU/b6mKQNcMFb2PMm/C8uKOViY+NT21x6aaL4hn5YlMPvSXqvv9HV0qIhDA8CJOfDNOdJzB/zgXZ7wohZPt2UKqsZWW089Q+uQlcOKxMoK7eG8uic3r8fzbD5H7HwfXRnQchww2wuAGaF+pnC7TCQi2IRafAy3LkbvuLJbRt1lxQrVu0PRBoKHm/QPVpXBnsy9ffrqGrZ5Jlu4AMGerjx4cUZI7nU7z3ve+l9FRNSBtaWnhxBNPJJPJ8PTTTzM+Pk48HudjH/sYGzZs4D//8z9nKPH5h0xHoH9D+eA+OabCgj0rDqwww6sMgxWoCJMQwXnIsZ3Vz8tMmUyM7Kt+nJNBbr8T7aQ3Iuefroh5J6MmKZ4QsvcJVXdNB18jwt8I3uqhA3Jwo9I9Sk2AvxnqF8DELlh4LPRsLk5GpFQ9+NpXFryXhaYjkxGyu55Wv4VAN3R0Q+2XmZTyqK4VGjzWA4lJ8DXgpiaZ96YPEDr+LCKP/BmZjBFYeRyhUy9E0xzkTJO7VKKoVyFR5WZTEG4pTgyTk4rkzkHoJt7jzsYeH8adLE+cqYcbsDqXqPCfHc9QdYQlNEXge4MYp74CrbF6FtnYhnsZ/cM3SO99Fj0+QF1LGE/ATzaRLEy0NMsima3tqZ0yW5jYN1g+kBPFjlXTNSKjCZy8V0EkTWz8GTqOW4Gnob6y6gtPUv+pm6eyEjsq/D4/UKtv8FPf4Meor8/dqobUtMLqta5rLF3RySPTkNyO1QSLzmbsgd+XEdyF/akUo0MRTl/bQkezn7ueGqxSikIs7dIQ0MF18CcHOeEDXyvb3/jTZ4hufwo7NkFo5SkY/uLCVOOK4xjb/nTVcvUpr1V4yVpaTjy/Zj0Awie8BPhk1X3+ZSdg1tVOILv8pf9A2+oTGdz8VHk9LA9nvOvj0173gCC02t6Kz7N22ByeO7wQbTV2upIwdm1lAw+U5NZMoEa/m0+4d0goSbCoN6k6SjdHkmm5JNWzlblIKD1h6SpyW2jqdy2UDu6rJYushprHlWwreIY/h3iuvGTstFpMmDZp5gzIa0PXIhAO9F60HKE6E6F7KMhL8mXjs194mQ2EqJTWK3hsSyrkhWZMWFoCzYLpdDpBfWe1vpGZiGrDq96Fiuco1CLb4cKcrX7R4wVppwHnkV/g/Pm/CFsQXtGpNiY2oQ1shAMkua2VZ5F6+raK7ZoQ1C9ZxfjOShLaCgaos7KQ69KyGZvhgeoRk/E9Gxl/+j4az3wL+rGX4Wy+A+wM2orzmT/Uz/h7zlWOXaXX1gSt88JoUzyC7Qd+jDaxVdn++oUQaiHcWY/v8teRfeqvZceKcBvmRe9R/xcCEGQG95MdG8GVkif2Z5hIFvugfb0T9A8Izl4RIJgjutN7tmLUNWI1tsBoUe5y82++W0Zw55HMSrb0pTi2fZoomLIb1aG+PIGnk0oy+dSjNWUiC8dJ5dGdR8qGtCNpHhvH274AN5shELRwXUkqWfSYNwyNcL23khdBLeKkHvgFqfv/D3esG8OO4WlswPCW62tjZ7EjoySevJfsUA96uIHA8WdjtbtYF/wj8py34+x8CGF50ZeegrB82N2bywnuEmSjMTx1der4dRflIup8uQViveCEoDVUcgGaruEPe0lUkQNtuPQf8a09neiT9+GmyqP+9HAD4XNeSbZvE9Kx0U95M2bLMUx86+3YY0oZoNThLTM2RKK3m8CCRWXlZCbHq94TgNO7BdfTiH76OwrbBCAblyp+SQjwNxd0p6WU6r7zC+DRIfDlcsY4lfZbO+4VSqpkGoiWFcjhGtI0rTNwcL4GlSR6qq0udfQ4HJiz1UcNjijJ/cc//pF9+/YhhOBtb3sbH/zgBzFNNWC0bZsbbriBb3zjG0SjUX79618zOTnJl7/8ZXT9CA7SDxVju6sP7qP9yHAnYjrtvqkwPOUdQAlEwxLQTOTotsoPcmqoZmaaEOfBLcjRnRBqRwSVHrV0HeTuu2C0hEQXOrJhUVXhfTm+D8b3FjekozC+B3xhteq2YC0M74dkRE1s3TQ8/APcHXcjzvwXRH0X9q5HFJlcDa6Da/rQp1ktlrsfREZ7YGQbSIdAcwDvy15BbNN6nIkRUtufwrdsLTQsViFd1WQihIbm8VZuz6aV7ndBY2rKxNzJIoRO8CWvI735Eex+1RZmWyfWgmUqMkXTMVo7sIfUyqyUUoWiaRqeky9F71iKaF2E0HREoI2pmLj7V/R8+S1loU3JaJLGjkbqWxtIJbNkUxmySYmRrh1yZw5uIx0rb2cpJbhqhTgZSxcJ7vztZbIMbNzJ/FPXlhnBdGgJEz//L1JbHkbzePHJCQIhq3CM5vWhe7wIw0QYJRNBfx0YfsREL1JKDEOjvS1Efw29upa9dxD95IlMyNor8dG4RMxbQXNq07Q8TJ2vaECEVeVZA6FjTqy6ffUb38fu236NmylfDRZIzJIRms9jctaXb5xRmii0+nQaznol4w/dVL5D05l/9fTZ4nXT5LU/vp2Hv/sZNt/8SzLxCPNPvYAz//WTdBx/xrTnHhD+DsKq5nDk8YKz1VIqT9BqyMYVMXUgg03dAyKpPKWnwgypkMyDSYJXikxMDfxNv6ofKNufjnBAZLF0SxadZyEHko4oEtEKqUlqNXmXaqjVP9hpRUAeqhZ4rU5+xn7pAHSvZ0I1iYtsokRW5lDkR+wDk0+ZzvDplkrQeVDE8wG0l5OGZH7xotpzELnvSs4y/HeaZylEbYJ5Oo+sqeXPJsJS96gkk9VkUGaSNhKaSk6ZTRTfed3KRUsexv5xzla/6PGCs9OATMex7/xGlR0u9m1fQlvzsoJU5mwQuPBq4nf+CGeku2y78Nex9D9+ye7rPs3Yg8UxuSccpmX5ErY9solsOosv4CXUFJ7Wy33zR19OxyX/yPy3fQbztDcA4I73od/4ERZ1eOkdTJLJqv7PF/CxoCOAp5qH7mQvDO+E8T5I3636i+bFmOsuAH8Ye8tDkIqhB8OYze2I2z+Lu/h0xBn/jLD8pJ9RXrIDEaeM4M4j40h2DKQ5YWGROMz078doaIHUJHL3Q7hP30jPjT+rea/7R7Mc21Gb5DaDATRdVx7cHStVXq4SJPZsB9dBF+DVITXFRDkuJByJKwUeDQJGiR+ahOHd+6lfcxxGYyuaaRGuEwSCLrbtomkC09TB9GIuP7WibrGfvY/UfT8v3juQiUYJze/C8BcX9zPxBGO//nZZssfE0w9Tf+kbCJxwHqLpGMzjLiopWWLvLXdAKoOUSCuAue4CRNtyZQvMgIreT47Doz9CJsbQk9GqfEWwwYe16kwSvd1kh7ox25dQf8lbCR13OkiHBdd+neEbf0x8yxMgNELHnkrDqlXYf/l2we4mn7iDeEKQnSxG5eWjGfJI2R4CvnpITig71tCFIARbpygD5CEEwqycVwtNh2AlryGEgMYlyCEVPY3hQWQSaC1duCO9YBfbW7QuRXvJ+2q3aR5LzlHa24kp0VyeMGLpS6Y9VegWMtylnDszOR7FEwJf0/QJKw8Uc7b6qMERJbnvuOMOAM466yw+8pFyXS3DMHjTm97EueeeyzXXXMO2bdv4y1/+QiKR4Fvf+haWNcuVw+cQ0rVzCSFrID4yfYKaagi0qDLzq0u6pQbMlh/RslKRtvFBJEKR0pnJnOdYiUHzBiFeY/Ut2AzpSchEkU0rEJYf+p4qJ7hBTY7G9yCbV5QNKKSdhrG9FCZBpR9oKgaJiPIkt7NK1qQUwzuQt38eXvW1qh1jGTy+YqdTDaM7gSKZH9+ynsHfXVdmlLyLjmHeG96NWddAdrTSc9isb6wdKpJNFknuap2dnUJ4Q3jXngHL1ijra2dgYqgQIuNpaQfNILFvD3ZOF1uYFpoD5rylqhx/M4TKV2+lnWXgRx+uSFAIMNA7zo7+JBOR3DU0SUCHaBWNa01ImkUcqN5Za4ZGNlN9EpxNpkiZrficMQg0kKpbQd9vvleW2TwDZGJeGjtUOJGbSiJMEytUSk4L5AlvIrF/J9m+MTTTwn/6P3DyZcfz13dfSjZRTnQvbDIJewXuSC9uqnYIsvD48b73ZqyJPpYb72f77X+oOKajziDs03FsF9uRpL51NXrDx/G/5GoCL38/Qp++u2tcvo4Lv34Tj331WiZ2K6Ps1yWLghJLk6RcMAUseOtH8AbDjP/m/5Hc9AB6uInQhW/Ff1ylgV32qRvov+ErDP/lOrITQwRXnUbnm/6D8PHnT1sXAE+ojgs+8jUu+MjXZjz2YCEQNcl6cVg1GuZwNOOFZqun9ZAFReQaM9ikUggB3jpFkNtpCt6lpj9HhOY8ddysMpXZGAdFgDppVTdvvbJDmdiheQvPFm5WjRO8DRyyNks2ziGTzAeqnV2Bw0B0655Kj3/pzkI3/TBiajvkie68hI3Q1HvopA9u8mQGFbHr5uTbdC8gakvbqErNsE2o90i6KpKipn52yTNKTxQ93Gbj/ax71KJMNj79d24FcwtecVUPTctplk4hzYQoJ6qlVAS7GZhd1Iem58j0A5MsPBDM2eo5vODsNODuebS2o1Z0GNm7EbHghFmXp4eaaPnMnUR+/WkSj9wIThbviZcSft2nsBYey+rP/YH4no3Etj2J6fczefNXGXyqqPMbm4wTnYgrQrKWHcokGbz5h0w+fR/rvvcouj9E8mfvwu3dRF3IIhw0SWdcNWxobEWrltQW0OqaYKAkF5brIAd3kNn4AM5YMWLVTkQQuo7Z0gG7H0JmU4gLP1pw5BmpIuGRx1CkvP+VOSce6djIP3+BkW1bSUdqSytqSCaiNvUBvWL+KHSNYGsLcvkZiIYOFQU9xYs9sW8Xsawit6VUUbFOrlmTNoxlQKIcDqLARFYyzwtmzgdhcs8eCLWhpSL41p5G4ukH0fVisk8A/8X/hhYsj4y1uzeVEdzFBpAkhocJLyxGCEx295VxCbkDmbzzd/hWnojmZgsL3jI+CjvuR+vdWLPNAIzOJYj0JATalCSK4UWO7II9D6gDsmlITGItWEFm31ZwSrzT15xP4FUfpdH0KfJVaMhsFrn1Loj04a3vZP4nfqU4qeHNyMgwqRs+R96eOrbD5MBExfvruhJNFD26RcNCxJXfQsZGoP9JkA5WIkL8vt+V1adQr1Ad7vdejtt6DNqZb0NbMT2pDCDqF4J0kWO7oHkx7B9HmB709iXIdEJdx/KiXfYZyMRw9z0EyXGlLtB+nFIYKC3PCsB51yK3/hl6n1b2v30dYtVlCP8MUiegpGNC0+dFO1TM2eqjB0eU5N66dStCCF73utfVPGb+/PnccMMNvPe97+X+++/nvvvu45/+6Z/4/ve/j79kpe3owAwv58FMMoRQIRS+hqqTN2F4oG4BAnBTE2qJ084qPcQ8WpZA/MnKsg0vzD9e/V+6EOuHxqXIoRqJRqSrkkT66lWnGh2AoW3lkxRNVxMFUJ7ZeZ0nOzcxyKaVkdNNMC21Qrj7AfTlFyBCzcjoyNSrInxBlfwh4tT29vZ4Cv91ErEKghsgtXc7Y3+9gZa2AKK1Eyc+qTIeGyZGIKS8uHNaZpXPShTvr8ZzdNMpUr17kekUntYW9IkB7LEBnHgUoRvo9c0kensKBDeAzGaI3/NbhGbgu/jdiJY1FZ1fcud67LH+qZfDdqE3Di5FojntqolhiwfGs5JM7rdXg2YP+MzqdZdS4trTe1bJE9+IccEbARj94FllBHehrtEUmVQGK5dpWqIjTFO1q6+B7NILGbvuo8iSRZfkpofwLV7FRWctYdu+CYa7u7F0wfwGg/kNBq4jcZH4nCi1AqWciSF2v9ZP/aqTOP2KdyOsADv+ej2ubSOArgaDUxf7cLJOyUDMwRnZT/Q3n8bu20b9v1bXuC5Fx2kX8qrfbCDSvZOJ264j/vv/V5iHe3QInHAh4fNeT/d7TsQeKYb3Re/+BQ1X/QdNbyn30NYMk843fYzON31sxmvPYQ7PF154tvoIQGiKWLNC1YlWTVd/03mRzwpSRXeZ/hm8oQ+jxzIo0tTNqAizQ63/c4ZaY66DqEPheYoc2Vrlna4IsT3Mz2Am5N87T1iNsaRU+ukHPPbMkb2lz1kCbizniZ3zxp723vLe3FOOkTYkRxSRbPhynv3VogOmnufkFnXcCvm+qjC8iuyWTrkXdR66R91LqdSPi4q4sIKVZHo+Yep0SSbnMIfnES9IOz2TB+VBeFgazQtovOY6Gq+5riy5Yx6BxWsJLF5LenA/Oz5X6ZErBFi6IG1X9n8aRfnCVPc2hm77X1rPfBnOjodLzhd4PareE4ODjGU8aG6GeU1e/F5Fu4i6FpXQMFtuU+zxkTKCO49s/z60QBjdH4TuJ5ETPXhPfy2JP39zWikQTYB0ZcHBSw/niMBUgp4n1zPeN0KDAaNUj2yrtyAWz9LWGsDbFCQdi+PaDqbfi6+xAd00IdScs0tBFdGd62/tdJr9m3eQLuVLpXLD8uiSvoRQDnyl9y8FoxlFdANKM1oA7WvwLzgJbclpJB78A/bgXox5S/Bf/G/4X/pPFfXObPhrxbY8nGQK13HQdB07ncFOVM8nIbMZUjs34u86Mfc7Bc/eDNkURrgezevDTVWea9Y3oBuGigKvW4jw1SEzCZXvKwd3fIDszqfBzmIEgkg7C4aJtXQd+tITlM610JTncSIJD/+osKAru58mfe/PyWaVw6NmWSqZZo6bSUWTNRdoXFei515g3+jTyG9eCItOhVPfBHYEDQhc+I/E/vpTHEct1Oi6htB1/I11it8Z2IL7h4/A5Z9CW3dFzXbOQzQshvqFyI5TwP0R9KxX2z25/ujYfwDDQj71v8VotPE9yP6nYfUrESX54ACErx5xwhvhhDfOeO05vLhxREnuiYkJABYsmD4xn9fr5Xvf+x4f+chHuOWWW3j88cd5+9vfzo9+9CPC4cOok3OIEJqO9DWqUIdqCEyf+GDmC9QgKJ0MxIcQThqsILIhoBJE5r3K6+dB11oY3FX0pg42w7EvV6te+YlRPlFmdhqPaTsJ1CHjIzCwqXJ/LoMwQihP7sJ5aYiOla/iGhYEG5Hj3WiGhfeNXyf5k3eUhaigG3hWnJALa+mA0Z7y/QDeAIx3Q3wMDIvYli1VVl0VopueonnJy3EmtpMdH8PNpBGWByEEmmkVw83zmYfzhH1jF7QuhcHKDNIAif17GH/soZLrCjwBD16fXhhApQb7sVPVve4SD96I18rC/FPguCsRoWJoT5nURwkms6LCWzt/bVtKmjzg5rW6BaDrWHp1wyY0gW7p087JPcuUIXfiEVJb/lb9ICAVS2NaBkgXZ3KEsbTD0HCcdCqD8efbCBtZzDIRa0li9yZCLXWc2Cxxw0HsbCXh7vXoNCxZyvjuyqQXUkpGxtIknnmC6JNXM+8lb+PkP24mtukhzId+iDW0Gdd1ySSr31zywesJvOJazM6VNe+rFOH5ywj/03+RuexqJu+5HjcZJXDiRQROuJCB/3odyaEeNFGu1T1+w38RuuBNWPNnd42Z0Lv+Ydbf8AMiA920HnMsJ7zh3TQtPkDd/5kgmCas6vBeag5HL15othrNoHbCRlFdhuJAUOubce2SiKTpCNCp58vy7U4WjJnI0yNArrqOIgfN4CES3UcSYsq/UzFNu+SfWzUP6dLzs0k1oTQDs5C1eR6I7jzxM1PEQk3kk4JWK/9Aypvmvt0sZLJqscAMKKI7m2RG8txOqEWG2cgJCQEip6fpZnNjR5nTDjeVR1i1a2ViRRL8cMDJFHW5NTPnLX6YJSLmbPWLHi84Ow1oi08DX53yAp6K+k5Ex9pDKr+WR+XE+nvY/d0PkbHVGEGfMp43cQnPa2RkJKoIyNwxnildRmT93bSsXldRvislm/YlGJrIAsqW7uyOsnxpC8vPOBVj0RpEd6UshD1ZO6LVGR9SJDfAeDfm4jPwX3Et7b/+Ej0T1aN0WwOCZCyNbmh4Qn6szkUApEaGGO9TTmdNFoxakvFMeVuFTUmTBXpjO562RuXpG8wRk0IoL2N/GLHzb4qsDrciWhcrGyUlA5v3kU5WOq45QMyuNb+FpKO8vXUB9SEDd6QXLdCMbFhCanCAeG83bjKJSGyFW7+Gx7TRTn+LilTPo8oYz3YkaVviMXJ1r2uHjuNg05drtrmMjBQ0phncqrS/HRthpwkds4rots246eI96oEgnvYF2IkERnt7US5rbE8hKk9Kl+yuZwoyJUIIhKnq6wz3oM1bioxHkIO7FVGejCA8HoTQkK5LfPsmnERxfObmnofh8yI0DTtTK3qKgjn0NTXiDQfUmHX3w7D/SXjVF2DxBWT2DTFuh8mOKPlVb8DLvBWd6CXOhgDuAz9ArL1sVlIfQmgIXx1c8CHk4BZk7wbQDcTC0yHcjnzsB5Xjdekgd94Bp7yz+AwOAVJKSAxDfEiNdX0NEGw/IDmkWWHOVh81OKIkt2VZJJNJYrGZJ0u6rvOVr3yFYDDIr3/9a5555hne8pa3cN111x3JKh44GpdCf7QyhLh+IeIwZmfNQ9ppmNxXRh4rQngRMhNXntcI6DpFeZiN7AIngwi35kso/pMP7/G3qA+9GvIh3OP7a4cFu65KzJifKEoJ0fHKxJF2BuITiGAzANoxZ+O79F+xN9yGm4yg+UMY7YvQPD5FSiw4Uf1tukOFrwlNEdwev5o8pKOQ0Sq01sraK5MmrTdhD/SUbxvsw81k8DTn2kW6ipg3PNA8H9qWQd08mOzLtWkR2egkYw/fN2XyJ0nHU2jCg8dn5pql9uTQTaewRwcQYzej7X0M/RVfRIRVyIx36fFYncvJ9O4oOyc9jbxmPq9k6Qq+4zgktBBBKleWvSE/Xq+GP+QhEan0DvTWBdFHt8P8lUrWQ9NrJgIVUNg3NJJkT2/5uzQsYGGLhc/SGI/ZjMUcso7EGh5hXoufxkBtY9UU1rFXHEd024aK+90Tg8mx3Hf3ix9h3XgDZy730eFL40jJyGiayUgGCfg9GnVBA6MkpC3y6M30DF/P8NMPYdU1suTyt9B1zstr1gXA6lhGy5uKySN7fvdN9tz5h0L7e3Xl6ZC/TOyB39L4xurJJg8E62/4AXd8/j2Fb6zniQd45g8/5crv/omFp55/yOUXMJcgYw68QG21FVQSHBXbZ0NcHgScTE4/uxRVCFDNqxZXnQyVGt8lsmBCq37+TOUfCvLtoptgT5FFOxIQRpU2mOmc6WYJs2yLGT2fpSItnYyS3ii0i8VzTmpXQKiJ6aEu1DxXsBM554kant/V4OQiAl1btb3hmzkBpGaClTtGSjVenO7dOlDJolrIxMvz6ri2ene8dQee4HY6zNnqFz1eiHZamF6Myz+B/YePVjhJmVd8quCdejgxeMcv2PbFt5UtdtpS9UxGzjQIAfNe+mbm+erYf+vPyAx1V/WY1gN1aHkt6hIHrZ6RTI7gLseOXcPMu6CFRsOkQnoUwKk98ZOl2s25ebX/1FfQ/ugNzI/uoXu8vL8LWoJF9YqAdGyXjGug+cNIxybWU5wjCwFLApJxCyYzqh3qLAgZal/zS65ETG5ETvSVVEYiHRtcl0z3TtzoBKAkWIxTrkBbdhZjN/yu5r1k5HQ2WOBKid9n0jYvSHb9HVidqxj//TeJ3v2rwlGubRPZtYPMjz9O695H0d/4A0ROE9xz8iuI/+ZTIF1cKdkznGFw0saVoGka8xcv4NjXfxDLF0S/7Vc4OUK3vBoCb8BCpuMITwCiw5COq/dUSnR/gLrjTyY7MYabTpFNZZnc18voXuXV7128hpa1b8Kz5Hgokct0xwdV1HsVyOg4zu4NECnOqyVA0kCvayY7NlxGcBcPkrjZLLrHg6bX/mY0n5+mxZ14G+rLF4DsNDz0Q6L+hfR8/7Nl30YqnqJn4y4Wn7oG3SghtCODyL5nkW5cjX09YUTLKoSvXGKkolnbViHaVqlquw5y/8O1ZeDSUYj0QV3XtGXOBCkljGwt577SkxAbQM47HnE4x1NztvqowRFt7c5OlSV59+7dsz7n05/+NO94xzuQUrJt2zbe/OY3MzhYGbrzfEFYAeg8WWVC9jZAoBXmrVPhGEcCiRFlBIVQnmnkOoVMHISOCLYi/A2ITAwR60d4/YhAQ6WnErKQQEd0nFD9WpoJuoXseUolxMgm1V8F2ZmbrARyYU/pRG3dxWwK2b4OGRuEh7+NlhzCOuYEvOvOwVqyFs0bUETz0rPB36iu5Q9BfRvUtSiCu+zSEm9rZYKDPMyOZdgb/ly9KhOjyKkDCI8f2pZAXS6jd9c6CLWSX26b7B1gx+33MDyZIZJwcNzydk0ni4OOmRIRprc8QXrLkyQf/QupH7+9IAcihKDjvd8vhu7koE8ZUUmpJEzSLmRcqOIMjdO8EGGVh+FaAS/+pjoAwo1+gvXeoja5AH/IQ31LgMyvP4iz5W40r5/gabVDkLyBfKIbl719lVEBroSBiSzDkSyDkzbZnABbJuuyvy9G30jtBG0yMYmbqdzfn1Se7aXIxCM88Mwg8bTDnv0xRsfT2I7EcSTRhEP/iPoNkMi43POd/8fGn3yBwSfvpfvuP3Dfta/iya9fW7MuU9F38w/Z9T8fpPQVSDkwkipZ75kahQAMPnkvG3/yeXb8/vukS5KA1EIqMsG9X/n3im/YTiW58wvvm3V9ZwMhxLR/c3hx4IVoq9Et8DYqgkwzld6wp352mr8Hg6qD9ClaxQiVmNmukcQyD81UNn/GhfPDTLZqlprspMaPToIbCuOgcswkrXGQkK6Shsv3xULMTkpjVjhYT1+pJpSunYtYOKK+KocJcsq/MyATU99IPoFpeuLAtNCzcXBmSgQ7VS5Fqnc/G895Zc+irq5dNXE8yOlzzBwE5mz1HF6QdhrQ112O+S83oJ30WsSS09FOeyPmv/4Bbfk5h/1arp1l9/cqx9egvIfzm3UBk3/8JpPXfxZzbH9NSZCG0y5FC7VgnvGmsu39o7WlxvY//rjyWg01VezTfLVtvubPeQUbHkTLctzHfkX8q1dAZJATFvk5famfrgaD1oBgVYvOKZ1GWVStPTlBYu8OYg/fRmZK3ipDgzpT0hWA+QEI54Yg4ZXH0bx6XTnBnYN0XeyhbtxoPmJG4k6OkLn/hpwrdm3iMBSsPQ4zNVi4sJ7lq9owTB2ZmMQe2Ef0/iJpLl2Jm3VxbZfE6AT7fvdLJn5SnB/pLQsJXPkJAHYNZeifsAtzN9d12XfnH1n/tQ/B2A7qzn911YXv0Io16F6vSgwKKvdZng8RAjQVyW01NCG8QYY3bSMTKeazSO3ZRO9/XIQ90gtNS4tjh8z0SbnlxEDlRtvGTcbITtQS9QQ3F5XgDdVu28Z1J+FrbCizGdJ11d/IfkZvu6Hqt2FnskwOVEYZyO6HYHQ7xAZgdDty283IiX3T3V45hjdDvIbTZbGC5T+li0yMIaN9yOTYtEliC0iNV3futFMwuX/29Z0F5mz10YMjSnKvXr0aKSUPPfTQAZ334Q9/mPe+971IKdmzZw8f+MAHjlANDw7C8CAaFitR/NbVM65azQTpZJEj25GDG5FTM8ZmSlbsDI+SERndoT7KiT3Iib3K27u8RGRqAtm/Edm/CZnOlZFNIrNJaFyKWPKS8iSZVlCtlO17DCIlHWx+4F+2wu6BhvnQtAgsfxWdyilwssg990C0xKgKTRlAI6+bGFFGQ7ozdli+zi48ra1V99VfcJVaaa0GKXFSUyZKabVYwKKz1W/dhI41sPRMurf1s+XGm4j0D5LOSiJJl8GJImkLyjjkoRu1PyfdLMqaICX27qdI3/jpwv7g8Rew7PsbaDr3MoLLVtJw0hksWlQcAEkJKRcyUo0dslIQyQoSUzmCge0YIoth6uimrmRFHEcZP13VIdTgp21+PS1ddbQtaKCuOaC04aQke/d3AWj5569itMyvuI9wUxDDVJPz8Uim5jwwmZGMRqt7JAxPZArk81QYHcvxthWvm3VhKAlDNearjgtbe5Kkq7i9Oy5E4urd3DVqk855GpRi6/XfZHxHjUzSJZBS0n199ZA2WxYzhgdOvbxY90SMu/71pdz97gt59oef5okvXcNNVyyk+94/TnutPQ/eRjZZfUI/umszI7tqaOofDDQx/d8cXhR4odpqNF3ZNm+9Chs91LBE6apB8dTFX+lOWeitRroeABHrZlX5Zk7q4TmLccwlCzxcmM6WH8yzyHv1PpeQOc/cPAyvSlJYPOAgC3YOQku75Jp5aToryIsiBnamJJN5SFn+vGpBKyFgpKMmwZmIItMzUUiOzmJsW102D8gloT2MCy9ztvpFjxesnQa09tWYr/wM1tuuw7z8E2gtS2Y+aRrYoz1E7/gRsTt/gjNenNPGtj1Bdrw2ye8CAom/RPrREKCLym/Z1CSZTfdhj3Tjfd1/YV34b+BV8+rsNJG4mUQcEhNQ3wGe8kVTo7Gtql0QpoXR0KpsoCeIHNlN9i9fwinRhG4NGxy/wMu6eSadYb3CUQogsekJ3FQCv98su4wQYGlgCoknXEfjiWex7OprWfnezyEmK3NpQc6zvFofl0lgb7yH5vNeU7MNOhc0s6Cjruq+pS0mAVOildQ/E0sUPOWr5ZiSjsPon35I7OEbC9v8L78W77t/yVC0ut3ofepx4n178S1cQst5F+HtnI8eDOFpaaPx1LMJ52Vo9v9NJcdMTpQXoOm5hWbBxO694Fa2hRsbZ/Iv30doBmLtlaAZiPA0nJFW2wtYppNFB7UqELnoANNjEupoLY+C0DTC57+awNJVxfJy3t/SsdVfIkJq/86a5adjU+alphex4yGVPLXg6eUiu/+GnIWtltkExAanj640vBDuKDknCYMbYWIPRPthfA8MbUTOZPMT1d/hGfcdDOZs9VGDI+oCctppp3HTTTdxzz33MD4+TkNDw6zPffe7300gEOC///u/ZxWa9fcKObEPueuussGybFyCWPLSXFZdUeg8ZHykciXKyahwi7r5Bc0i2bMe+jdRmHztexTZeRyi83gY2KA6jfpFiOPfDOkoMjGGmNyHHN9f21vGyeY0BgW0HAOWT02uwl2w+TaotvIISltRI5dQaBqrn00i9z6N3PEQxMaQuomob4aGeYoclhJScUgnEdKl/YxTGd2+j9iunchMErNrBY1v+ASBxSuJP/Tdmpep0I7Sc8khvA3IxuUwpiRDkmOj9N55c8X5roTJuENz2MCVkvGUYKAvScCj095gYvlMsviQySJRoOkalrdyQp995Ho8V/wHwqdW5632JbSdfyEAmV3PkhjazOI2D3sH02Rk9al00hFYmsTQ1DTXEJKdQxliaRdTFzQHddrCBulIDH9DuBDmJDSBkW8LTSvogru9z6q6zFvMou88zeQdPyXxt9+hj+4k2NqIZicLiTZmmr/VUruREpIZqFhs1nR8l72PVquR0cfuIZ112J8A2xXT0gixhENp89ouJHKvmky41IckI7HaBrf7nj/QsLxSU68UTmySVF9t75msCy3nXoV35emFbc9875MMPXVfeTnpJH/71JtpuWkP3obqGv4zDQ7kNLI4BwohtJpaZ4dDA20Ofx+Ys9WzgJ0qX3TOxpUtLV0snhXysg3TwM2qhIKaofSxfU2KiMumch6qR8BrWWi1Ez8fCKYahlIvaMjdU2B6wrJk3FNRluFR+s6FMdNzIB1iJ9VYplC/w9g3TjWSMxnW/PF5AlY3lbaknSrqQj8XMPyqLtPleDncmI3EiLSZ8Z0wfOWa2ekYlfr9UpHe3sZDWIw4fJiz1XOYs9Ozw8QNnyXyh/9XnHPq76f+TZ8jfMX7C3IWteAPePBmU+VclACfDo6U5HNRmkLJFE7++Xtk7/0xnrXn0/Su7+J5+UdwJ/pp/ubH6L3nD1Wv0dg5T/XTTgY6VsLQLsikQAh0fx0eT4Bs7y7cuJIj1eubMbuWILwB1W81LSb78P+RmaiMDJ3JUzS/X9MEzc0+hoeTJfvAF65j6Qf/H57WDvA1IVpW4QxXzu9dV9I3GGF8IoVpaHS2BQpJNQHc3i20v/MTjNz7WyKbynM8hRctpWVpB/XBHkwnTc9omrQtCXkECxtNWkM6djqLk8lieCyw/Fgrzga+CYCs4SQFMPGnbxM88x8Kv1N6oPacSUoizzxE4JxLsDqX0NTYXP0414a+p5XD31RoKlFzJlo70ii140lAyXRw9vvQuh9HG+jB7al0WNLCzYhMrXwZYNQ3kR2vrtsuvH7sVAKEwDdvPuFTziU1EYEVl+Fbfjy6Ow6D22H/00gpy+VvcjAsg4xdPcLOsEom2pqGCIRUbrbujRCfgKWnqH12EmJDEJpXs00AZXdRvIwMd8BkT8UhYtE5iFLZr/HdlXLBTkaR3S2rOCgczsVo5mz10YQj2trnn38+uq6TzWb56U9/esDnv/Wtb+Xzn/882hHQ5DoaILMJJao/1RtkbDeyL5fx2QoVt8dqEMn5rPSAHO+G/o2UD/Il9D6NnMh1IHYKRrZBNonw1iHqF6hB/9RVyrJruGpysfIyRP18hL8ZYXgRniDihCuhdXn189ZcCpH9Oc/t2msqcmAXcv3NEMsZbSeLHO1HDuXCSOKTiuTOTeB0XaN11WKWfOE3LLlhmEU/3Ez4gjeiLzoRra16XYRhonmnMKv17bkElDpa+/Hg78TddD+jf/xhzY4vlZXEMy5P9jlsHbLZ2Z9mw94E92yMkF54Bi3f3knouDMJdHYS7JiHN+CpPvDIJHBLQsCEEAXCxB7YC0BXk8UpywPTciLpnJpNc4OH3SNZIikXV0LalvRO2OweyWCns+heL0a4rpDgotAmHh8ym8FNp3BTSTIP/BQpJXqogcZXf5CuLz9M23u+j3fBMej+otdBXai2J56pi2nnhZ6AiVai7SV0ncDrP4910qsJHXs+Sz/+C4YdC0eqcqYbtgVKqjGZhb4UTGQFE1lBdxz2jNvTTnkTQz2s//J7uOMfT+S+ay5k35//ryKaQPcF0QPVvQ4A6i54PW0f+r/Cb9dx2HPrz6se66RT7P3rr6ruA1h05kXolqfqvvoFy2hetmaau5nDHA4cc7Z6Brh2OcGdR55YFJqSGAEOK+nq2jldcTdHDvuYldfuwXg8ayY41aQXDgDTTRassCLrvQ0qikv3MO295BNcl/7lF/6tUI7sPATyUfeq+swG0i2/t6NiouIUPZaFrhYOvI05iZsjTMpaIeV9VYg0eI7g2EqjMzmuZGSqkQ4zPRvDV74wJV21aFINeSKqFqbT8cxLDs1hDocJc3Z6ZiQev5nI7/6r3KnKyTLxvx8ltek+gseciLejupe4YZnU+80KZ0uB+pQNTeXh8erFPDz5uV16470MfvYyQENvXcoxb/0PdE+lDfaFgixcm0sg72Yh0AwrXqakMy21+KaHG/CuOhnf8efiO/F8PMccj+YPFxzNUgODxG/5Jna8ckwihEA3q0thCVEecRwIWHR2hqir8xBuCNCxcjHHfPjLeE66ErH0ZWjzT0d469CPvaxsUTCTcXjo0b1s2DLK/v44u7qj3P/EAN0DJQue/jp0r59jv3oHS9/yYeoXL6W+q4Ml559L17L5jDzxBBN7e2j32JzaZXDBci+nLPTSGipex04rMtO86H2Y6y5Fq28i40jcKh7TeWR7tpW3d+v0Ws5eC+h5FlqW1T7ItpW9qe+oeUjp3HgqtMHNuHseBUAEmtFWXor1L7/BOPtq8OY4Hm8AfdWZ6EuPr1mO8AUwW+ZhNFWRbNV03OgEMptBZtJk9u8k+exjBN/4dcKXvhtj6RlQt1C9Z/PX1hyr1XfUIPqFoH5hF5geJYsbblT5u/IY61HRCTnIoa24t38R93fvwb3jv5H9myrLNIrzXBFohsYluYhLS/278uWI9uOKZWbitaO0sgnlGV4L0yku+Gc5DpzD3x2OqCd3Y2Mjn/70pxkZGcHnO7gQ0yuvvJK6ujruuuuuw1y7owAjO2prWQ9tVskk/c3q43UySpuwFvID8eEdtY8Z3gH1+Q5fQqQXmo9Rq2jtx8PQNqByJQ0ATwhx7rUI3VR6S/FyPS/Ofzc882fYfo+6JysA614Ji45XdRNCJcqYrCTqpWYg9zxe/bqRUWS4GVEjSQMbfo9oWYiM7FQdY3Ae3rd+l+R3XoeMl2hXmR68be3lZHOwCZoXwrxjEULD3fsY7m8/DE4GGZ+ofr0cdoy5ZKY4/qSzkief3sOlgxvwGhlobcVJxEnFJqsXYvrQphhNMW8dcv/DuLHi9T2mNi1tEgp5OWVtG09tqP7sJhIuiSw0ahq614+17nzSG+7LTeAclTwkD9ch8/tPIMe6sV7+HyQevYnk+tsRlgf/eR/Cs3AN7s/fjbPlHjyWTnuzl/4pGtsCWNThp3coSSpTuYLu8eiEQ16EEIpMlhKhaYi9j5KJvYntN/6Q/ff9iWiquFprakqHfCosTaIbOtmMiyMrdbsBescd/KYgka3eij23/bKQ5Rpg+Ml7GV5/Pyd//EfFezIM5l36Nnp/pzwJXAkxW9XJMC1WXfouhF4cnLmZFNl47bD/9PhQzX3+hmbOvubT3Pe1j5Vt1wyTl/z7Vw6vpleePKq1bw4vCszZ6hkwXSikncp5dAfUROiwexbnpCmsoJpoeusU8V3LY1foikgGtQA+laTTzJxySr7PE4r4sw9A8/hgkIkpol7aqo6GT01kKpJ1ToO8F6+TrqGFfABwc4TpbCC08v5QCEXSTzcmey6Qiea8273Kw9/J5sLZ69S/6ckqHsoHivx9y+Jv11bvXzb53LaBkyzWRzqQyap/S7Xrha7GglXJ6dxzK8WMnu/T7NcM1fYV/YM4jNrt+SLnbPWLHXN2embE7vjJNPt+jHfNeSz/4PfY9PFX4abLbUidbmMnKvtLTSiZyGqwrCJp7AztJf7A9QRf+nbqjzmes751G5u++BZG9+5FaBrtyxax5rzTML25PqhlJeL0fwE7jRzbAyO7ysoWy8+FxDgMb1cbAs3YdctJ//Kj07aB5TXI6gZ2qtg365aJ6dGZGhdrmhoNDV6sxia8p12BqG8idc9PSDx1N87wfswFawhc9l6Myz6OfevnQbps3TFEJFrZ72/eOU5zgwefx8A46UrVdptvpt3dTvtZa3Fdl/2PPMlg7wCagJBXwzIE0pXYGRvDMsrmNyJQh3nOa8iE29jyvpcwulPNmwwBDR4IV1ljNDvKndyC85fTctIFDD95T8Wx9W3NNMxrUbbCTiqpmVSNKIfoKMw/Dkb3VcpYeUMEFi4iNVCpWw4QrLNwb3gvXPllxJLTYXwPMjmOftJl6Of/C2TiyB1/RmTiSNeB3h1liSfVjXnQlhyHsHz4O44h27uH7MgQGF5kJomzb2PFdd3IKJmnb8dzegi55S8wsFmN85rnq8iBKZ7kUkrCTWGSE2GiI6XR6Drtx6/GUxo54rqgTQnXnhwCfz2M7IfH/0hhzDC2D7n3ETjvfYhjLigcLrx1SCtYcCAR3jB4w2qnFYTGpVNuaAb5sFp8GiiHBl8jJKdEP+gW1C2YvtwDxZytPmpwxDPWvPa1rz3kMi688EIuvPDCw1Cbww/pOhAfhMQYIJX2Z3AeYhZ6k3K6xDR2EildRSrXL0KkJpCaWfsjz3uRZaeZ+E3dl5pEurbSijI8cMzFyIESmZNSLDyzcE+ifiEy31lIV2XU9TUgOk9CXvA+iI9BuE1NwMZ2gW4ijQDExiEyqiYlgXqVjdoTVFmGqyTsK9Zzmsl3YgxGdkKgAZmahOHtaL4m/O+/EXvjXbiD29Aa2jFPuByGtsKW29UKf6gRAo0Qagd/I+6mG3Hv/XFhYlTfUkfv7v6ql9RMg3i8+sQxsm87Iw/+geacF4Hm8yMsD7JKognz9NcXpEoK6DoZooPKa70ETUGDoUj1DnxRVx1CQDxVezKbkCaiay16YwvCMLCWrCGzZ3PVegFk7v0J44/eSXrbo4Vtsb/+gNAl76LhX/6P7P3XkX38dyxsiRKiicG+UVI9O/CTYF6Th6DfwDIEO7rjZfrbhtfLskXBwkBGlBiD5MZ7ue/qs5ncUxnCpWtgoWRBcuI9aEKgCcHecQcQZRp6UyGlRCCRUzzcdCHLCG6Z0zzf8aefMrDhIRZf/lZWvO4aDF+Axe/8Aqm+XfQ9cAsjaXDyZTlZbnvXSzj5A19l1evfq+7TF6Bu2bFM7ny2an2a1p5edXsep139IVqWr2X9DT8g0rePlmOO5eR/fC/z1pw07XkHjDljPIccXui2ukjKZRRPpnsU0Tqb93w6Iiy/TzOU/c8mD90jeirspPKYFUJdxwrlPLyrwPQX78kKKy/VvH01LKVFnMt/oZJa6weW1O9gIR1wcjrUrlOUnrDCalxjzyDDIsycbNnEzJOdWdXHnuV6hKgukWEFVDIGeRjqUnFJrfo7V+1dzeaSNJaS2fn3xVuv/p/3eM6Xe1DEd8m17ZzTxXMljVIVuYeXjav7M7zqL+/pn5qkMrGpVEksrXDRi0zkZPhqvQzaDGN5K6i+STvXHrpZKYdyODBnq+fAi8BOA3KiD+dv/4vc+zh4gmjrLkc78dXlsgU14IxVJxrVPjWnazjpQk768Xr6fvtVxu/8X0Q2Q9ASWLpyvJnaq+kCECrPTym8Xh1dL/eKT932TYIvfTsATceeydmfvw778V+gaQJNL+8TxDEvU3Mg0wsXfRz2P4HsfxZ0C7HodESr8viW8VFlL0NtZH92TeH8dNZlbDJD1nbxeXQa6yx0TWDWNVA3fyF2Ikk2HkdDYoUCpMdGyYxVk7oQmKe9CrHqLGL330jsvt8X22x4L6mn/kL9O76B5/XfxNn7JH33fLJq+0qgfzjB8pe/Gcb2YP/mfTCwSclo2C4bbn+I2HiRPB1PuDQFBLYUTKYkmmZTHzBoCRnommBowdnc8+u/MLT161jYNHqUbIwtYVipuzA1oLj+le+pqNdJn/o5f7v28rL5WKixnpMvV4RrIhJj5303MLRzFxqS9uWLWHbSWkxPCYseG1EE7HFXwL6nYLxH2ZCWxdC8gGAiRmZeM9GBEn1nIWhYMA9PSMmzufd9F80eK1+gH9mK6DodcfybkL1PIsZ2o5/xOuTQfiVnEh1ChBrQ5i1CWN5csRpW11KsFachFp1G5AeV95xHdsOtWEOPFvifxOAQsf1/wUXD55EEWxoQmoZ0bDKjI0jHpqnZTzhskUw6WE3N1M3vUnm7psJ1yiP0NUNt656qJoDS6r7vm8httyNWXYpYdq7aPm8dsvcJGNimxiWNCxBWADxhmNiLDHch8lJx00aNCSWhVmuvEMiW1UoRIT6k6ulrgFCn4r8OJ+Zs9VGDv4e07EctpHRhZGtRKsS1IdoHw1uQLasg0IbAVQarSgilCDTXnmP5mgrnCE1XpLInrJLhVEArhl+G2nKEexUEpoRkiFwihUAuPMUTgJalMLyLsg4q0Aj15UkIhSekvLCm3pM3jNQ0JeSfmgBARkfgkV+Xe01FRmDtpWDpEJ1B9N+0ptEKFWB6kH3PwuA2RZg7NgIwhQYLV8PKlyFMLyw6DdmxFsb2qAmJv1nJtux9AJmMQaToXRsI+2nuaGSkr7wthSaoa/TDRG0PsPjjf6V5yTzIphBC4J3XRXqwFzedDy3WME65Es+rP1N5N0JDbrsfTZSPppa2WozG7IpBVmODj/ZmvyJxa8iYAgRe/UnMK/8VedvnYGwPui+A2bWUTA0SNjkRIb3/0Yrt0b9+H9+pV+B7ybuwXvIuAILAAiD1x8+T/uvXC8f6fQZrl4YZncyQdnXq3/hfNLqDyIerh1lu70syuadGJAEqVFAX+cQwlXIoCUdgabXzOoQtSNlKU0+gkqzYJe0lJZQ6e0f2bWfDdz9Oz/1/4sLv3kVyYB/jvfsYy5QQ3CUnP/nND7Pggn8gkEucufbqj/PQf7y+oh4NK06g8+zLK7ZPxZJzLmHJOZfMeNyhQIVhVm+wOVM8hxcMpKvsUZ7ckyivDzsJZihHSElFeFX7HjSjtmxB6cRb01Uy5uRsSO5piLVqcNIz6xEXys3/N+e5OtV7FZT9d9JgR6f3gIHqhuVgB+ulZeXlXsrKm+o5DIicB3gVDckjDsNXQ/pFMK2X78HCU6cmjsmJcjJ6uvauRlpn48pLyQxUTg7TkWk8sHOyaXZ6msUEt/ZgY1oc4DtfE1Mn0LYi+92Maj/XYdpnk4mqtslPRk1/dW1x3Sr/vmshT7AfQczZ6jm8GCBH95K97q3KgxnIptKkn7wTbvk2wat/gKN7kI6Nb/4xVb8Ha8nxZPdVTyZvLTmh8H9f13LmX/ketHuvU5OLHIQQ6IaO68qClrO3sZH6eWE0XSM+GSc2NIahV/8e9cQI7p7H0BafmttgYVhW5YKgZpQRhEIzYNHpiEVVHGC8YTL3/IjsIzdg96to7fFoln19iZKeMMvgWIbjzjmWQJOSZjCDQcxgUDkzOVk8DY24qRR2oqSvExq+i96KseosnPgksQdvqry+dIn87IPUL+rCNYM42dp22F16Dnr/euh+pHh6IsLu7YNlBDcoE9ITkciSu4ils4zHHcSClTz9k18UtqcQRLIw3y8J5ta7h9MCjyaxdBC+EI1v/BTBs66sbL5QkPNf81JGdnYRG5skUB+meb6K7E5Gojx4/c2k48Ux284nnmVoby9nvfZSjDy5m3cKCDTCarVAJBaeDXYG+cyvEcEGGha2E2prIjkRRWgCX0MI3SyRrRrepXKgWSXjCekiex9DrHwV2uLzYPF55e358HdgYn/1xraC0LxKSX0M1zgmNghZZf+HnlxPZFcxt1QMiPQO0b7uGOzIeFlUt2kZmJaBkMkyadGaEBq0Ls05LdYYW0gX+jchBzYjR3ainX417HsC7vlGUS7X9CLXvRKxIqdbHxuAhsXqErqJ9DdXTxQZaCmXT6lWRaFBqEP9HUHM2eqjB39XJPdtt93GxRdf/HxXo4j4SJHgTkdzEh75ZI/DYPqR9YsRuoX01qlVP2GAN6w+tsal0PtE1XBd0XFC+QYnk9MSDKkBeuFAXZHfmbgi2ZuWqpCnaiHKbavLtxmeshVFOdkN4Xngb1CrltIBX71avYzsVwknZ4BMjheTY+aJ/Q03VYYFSxe23AErz0Z4A8hwsyK+p8KwoKEDhvdW9xpqXgSTvTC4FbIZpdlYeo3+jSq5wclvVFWyAjBvrdrdu77Y9lV6nsWrFxKsCzLSN4rtSEJtzcxbtRzd6+GZvX+tqgsmBIQyoxBYCRMDuUGSxNPajptJI4WO/srPYxx7afX2630GetZjNTWTGS2GK4V9Oqct9bN7KMNozME0BAsWtbHmtGNVBm0BbT0pBvZXysEI3aDjwtcjN92sCP4cNLP26mUmUTsEOf7ADfiOq/QCMU+5sozkBpWToyls4jnzDQRe/W+4fVtI1iC5+2YRtS6Eyv7tyOqmwpHVSe6gV8PJOmX63VIqx8LSc6thdOOj7P7z/9Hzq/8m0beXGqonSMdh352/Y/WbPgDAgpe+Bvezv2DjTz5HdN82NMvDggtfx4nv/0p51uvnE6J2Ju+jQ3d2Dn+POOpsdTZRnQiULmRKPaK1nJ3W1fufJ8IMb84TpsrHP5UAnS7BMpR4horaWsDV4GSLRNq08inJMq3DmsjEZif5UYvMrJVZ+GBRUV7p/5UdfW4h1Niqlu6ykz4MUiBVrqlbuTGee+jt66Srk7TGNFIrhq+od56pRWYcyrM4XER3FTgZNcHORGe4hsyNqXPfSV7uxE7mxpm5b/651BufCXO2eg6HGUednQace79bILgjfUMkRicASPUMs/3qYwsykb7OZXRd/AaCTc2YnSvxrHspQghCl7+HxIO/QU5xjBLeIMFL3lW2Lb1rfdU6aJog44K76iW4roPV1oY2+RSmZVDvtTA0iI+MV5wnNIG3PoS7f32R5N7/iIruyJOkgGu72NEI+rZ7ME9764xtkvzR1dgb/qJ+uBLHkezvT1T0cFnbZdfmbtad3YBr22hGTv7DMMHJIjQNf2cXdjKBk0iA5cV82T+jNyvHnMzujeVz6BK4to2TyWCIOPVhLxOR6mOQZgbBVvc5NjDOUO8ImVSGyWjl8bas3ktPJl32rd9eZY9gMAUCScJRo4KBhKBt0SLO/NKfCC1eXeUckDvvhVSE5q52mrvakVKS6t5DYt8udu8dKSO484iMjNGzdReLjs3pp/vr1XPMwwohPGHcrdfjTA6RiSWQaRvTMgjNK3coLMz3hKZkPlynPNLHtSHSUyBzy87tOB5Zi+RecBoi0IJ12mtI7n2q6iFWSDlAJgaHygjuPNLROBP7+/HXUD+Sjo0Tj2IEw5U7Sx0TVl6AaFiAHK1R16l49k+47cfCXz9f7mSRTcGTNyBDLYiONUo+1k4h8mPfugVqDJ3IeWNrBgRaIThDksvnEnO2+qjBUU9ySym5+eab+cEPfsCePXvYvLlSyuB5Q0oZOenaSrJkKrIJtQoV7izXAYrqyPoFCCsIK69A7n0AJrsBqVbm2k8AO4m79SY1sQ21q9U6TQdvPdIK5UKuNbU/0k+ZqWhZDIlIbjsQ7oCuExHeEs9rw1feYYMionPZbgnPK++Es0nk6A6om1/sbHKQvc/iPvU75Hg3ItiIWH0RomWxWhXcdh+M7C0eXDppszOK2K5vQyw9GbnpfijNKqzpiAWrEY0LYNHZ8OSvy8l7Xx2sOB/2PJxjLKcY59zkXA5tR/7mA0hNR7StgEWnIILNMF6sl7C8SN0oK0MIQWtXM61dzYiWzqIEjRAsXtbJru2VXscLmi2loe0JIANNMF4MndPyyQRv/yJy3jGIlqUV59OnPKsNnx9fexfJ/uI1Ql6dE5YE0Ew1cLE6uoqrzMCqk1cxOTZJMlZisDWNtR/4Ft7mdtx77yu7lOYLIHxB5cU+BdM5acmcZplMRZCRIYgNw+BmhGHhufDdpO/8LgCpRIZkNI3rSLjpJ/h7+2h+17cxL76W7G1fLa9Lx2rYuw9Gq2eNNjSo9+l0NehsHrNwEtV10zSzUotTNy3WXHw5e594hEiJZpoQYPkCZJLqnZvOJ2/Pn36C3b8395XVJh7sKdI6iy5+PYsufj3piRF0bwBjauLT5xtzYVVzOEw4qm31dMnjyiDLCWShKaJTM5QWdiZWHJDndaWdTJFUK3hNV/FGzm+b6jVdS5pi2mpOQ666WbV4awUrB9R57UnXmR1BO5O37lRiWrfUQv7B6ntLSeW0V+fAPaZL+66DJVSlGhP5GqpPTKbqch4O5KPjDpfOdf75ydzE2nWU1/N0muJ2bkHIDFQ/RjMPbHEGOCD/Jc3MfSMH+dzsxCzPnXKM6c8tWElgGrv4fGHOVs/hMOCottOAu+1eAFKT0QLBnXUkg1GnzBwle3ey47rP0dFg4DU1zAVraf7YH7EWHkvLx25k/OcfKXh0W0tPJnzlR8jc9X1iz9wOhoXn5FeidR5XtQ6TKZdYRsJ6peM8CQwG61hx8gp8ziSB1macrE1qsui8pek6nuZG4tEUQVcrkCux3j2M7tyG5ffSurCLiScfY3LTM7iZDML4FaGXPkDru76J5i0uqEkpYdcDyB33YPfvLBLcai8TsSy1ci+OD46x+64HEbaN7rGoW9hF3ZKF4PVDJg2ug+EPYqy9CNZdgrBL51KaujbVPVHz245Z1szj63sqhgdNK4+jJaDkI/dv62Fg32DufqoPJWo5FiVsCl70U5FxBZPZYuJPgMG9e7nz2lfzihueQTerLEqP7Cz7GXn6MZL71Lbxydq2bGhvL4tWLFCJJ5uXFsc7momYdywyNUn09p+SfPaRwg0K3SDQ2qzIZSFUvql8WwYbEHseU+OJcBu0LSt68+fGhTI2jIyPIfs2Iwd3QKgFEepCRKfwDd4wDG/ElVmsc99G9tk7sTffXXaIdeqVGPoEALH93TXvMxbJ4vdNI8vlVBkr+uph/okgM9C+EhHMEfsNHUrKbTo5XnWn8MSvakcRbr8XOtbkDi2+KEIICHcgQ+3qXM2o6TX9vGHOVh81OGpJbtu2ufHGG/nRj35Ed3d3To7haHs5cvWZLnlRahwZ6iivu3RgYh+yeSXCE0KsuAyZ0wqVVhD23IWMluhBj+1Ux7esQqQmFdmt+ZQxivRSMVi3AuBvhLPeo4hZ6SoZFSc3cdDN4qQtm0BGepDRQdj/aMnEV6gyfHXqp26pCf7oTlWPHAHubvwL7q2fKUzSJSB3PABtK3D7tyEzKYRhogeCKpRk6qQ452UkfEE44WIY7UbGJxHeIJz5T4hgE6JuoZJsWX4B7LgPOdENmgvhJrDjqjOtOhmXyGQMObS/WL/RHkW8t8xH+MPQtABMD2RSiEAYGRmvaE/hDxXlZjQdFp/CuvBCjP/7HnuH0qRtiWUIFrV6WNhoMDYYp+f//heAQFMdzUu6sAIl5Kadxn3i1+iXfryyyt7iaqmntQ0nMYmTTCIlaLqGKHFT1hvngWWpBBKujc9ncc5lZ9K7p5+J8RieZacz/02fJLR4NTIVqWp0PAtXkNr5THkYuBBYIT+pGpIs2V1PEPvuG/G7o8VwZs0Aw8QSAv2V1xJ95jHiD91a8ihcEo/fSn/vdrq+vR599QXYT9wIqQjasjMxTriCBZ5Ps/F/v1z1msd2eZnfqIzwoNFI/97qJPeK17yLyNYnGdrwEABNx57Ocf/237Qcfzbz0kn23/RDBu75LW4mTcsZl9J02mU8/JFXkx4fmta/zM0o4ksTYAiJXcOTvPPM6vIinnolCZScGGXbHTeSTcRYdOaFtCxfW+OKc5jD3wf+Pmz1QUK6ijD2NhQ1t/Oe2kJTC91TtZCddFFeY0ZyTwCaKlcI5S1eiyB2UpCW6viZ5EWcjNIkzpcLSo7hSGlv637QdUWKCgGmTy0WuNncuONQZD2cYsf8nL1XJYsUdqo8sWHhkMNYF82jxm2aXjvU92BgqzD1Sm3qHAyvepemvk95vW1vPTge9T5JqcaBeU/zWRHxGtWtas5T2skUvx/NLOpbSzf3LeUICD0XBZmZRbjXbGVUqnnoC0FxMaokaatuHX6N7TnM4TnE342dFuo7S4wVI6yiKbfmZz2ZcPHWaWT3b2TsO/9Eyyf/gvfYC2j/ymPYw/tAaAhdJ/KFC3FLnI6St3wFbf6xGPOWYA8UPVyzjlQE9xRkY5P0pltZ/ZEbwRui4dYvkHn8d2QTKbKOS1/PBPHNqnyx9X20PrOB0fEI+2+/vtAnWZbJfCtNIK+AYdtEbrsOZ3KEzv/8Y+Fa8v7/gW13AOD07i1ul2oBrloUcSmcjI2hgZPOMLZ9N07WpmnlMmhbijz2FYj6+YiFpyqd4nQEGekhdsfPid39K2SubCnU+5F/R3TLRLdUn9nSHOTUE+ezY/coY+MJLEuna9kCVl55OeKZv5JKpAoEN+Q4Pw5j/E6V1zbavZN9d/2eJZe8oXJnSRLg7OR4geCG2vKWALqbgYlcdPTmO6HnWTj/GkTXyQjDQ/yv3yb5zN/KzpGOTWxgiHq/H6NU09v0IBrbcwe5MNmvxnsLVdS+HNuLfPDHyN5ncMYGy532TC/6he9D2ONqPOoLqXuSDgxvBidD8H2/Ibvhr2SfuQ10A+ukV2KuOg/35o/CyC7cakR1vs7ZlErMmKxuX7WzrkbufRgRG8xxIGcizvlXRKAJaach0q0cOYWOCM5DnvNuuPtr1R0pSvuc1GTl/jyiOflYoVeVAhNCFBw1pZ3KReVr4K2bVU68Obw48JyQ3IlEgt/85jc89NBDDAwMoOs6nZ2dXHLJJVx22WXoJckYpJT84Q9/4Dvf+Q79/f2FbaZp8g//8A/PRXVnD19D5SR3KmQ+zFZUbk9NKiIZlLC+6YPJ7nKCOw83qzRFvQ0FrWs1iawxebHTiGwc4Z+vDGM2UVUWBSFUKEz3Y1MrDolRJRdi+ooeRm4WmRhVkx8k7p1frfBCczNpnK0Pl21zYpOYTW1oHm850d12TC5xUhqh69C6SBHK4XkQ74V4L3J4C3Seggi0IpefA7vvLL9mIZS8tPoSKV3kcHell5xjI8cGEKYHRvbBvOVgWOp3fTMyGVcTQ01HeP1qu+EBywfHnAOeALrUOObYZSwd7sZ2JIYuSCeyjPRFygZj8ZEJUpMx5p+8BtNbNHhycFv157b8PHjw+4WJrtXSTrpvX8VhRnMHmj9YuJ+8V5lhGiw8Zj4LAZiEp6/DcV6NveFPyOE+NVAJFIl0zR/Et/pUnLqluI4L/ZsRE/sJBbKko3HkVBFwwB3rYfL+XpyuTkILclrtrq1iz0wP+v6HSezbU3EeQLZvB7GHfk/w3KuwMlHcgS0wvgfnkV+w6qyz2Hf374j2lJ8bsqA5UPx+lgZiDBom7hR9Vn/Az7wnf0SXBivPXI3/ig9Td8E/FvbrHh+LX/c+Fr/ufWXnXfi/T7Lr999jz19+SbS/sq0BOk5/GT37lJe9X4eIXflNL3rZVTStqp0YcuNN/8dtn3k3drroKbr2FW/m0s//uCIhzXOF0kFstX1zeHHhBWurdWt20hzVIF1lf/OkWJ7smk4CRbfAlbPwlpY5AlKqwbzpV9eqqoUsDsAjHXVtJ6PqIt0jm1zSSYADiLjSRNaMXDK+JIhcX3lQGs5HAWqNsQzvAb5T00zz3TRkpEpAVk0buhS6VxXlZGYRAeBOf8x0sjduNjcOyjlKuLa6puuobbMiuad55gUtdiPnRV0isSO06lriWkMukeY0SUo1s7rnWSkM3/Rhw9lE+feSjefkAp8/+ZI5Wz2HPF6wdhoQK87HfeaWMlIuU8vlF8jYxf4tvfFe7IHdGPOWAGC0qJlQ/PqPlhHcebjdz1J/6bVM3Pa/2ENq7J+ya19r/NE/43rr0D0+jEv+HTm0A71vM7uf3E0qWbTNMptmx+++R8wu/y4zmSx7s4KVYamSWeYQf+RPpPY8g2fBauV1nCO4VWE50lnKggkNBUyget9tCMrKBojs66F+2VL0yCDi4R+r8hoXweWfRYRaiT12F5GbvlV+ksyR6ppysAq0Npftbm4K0Nxap4hyKYlE0yT37yRkWEwMV0a2Gxpkp5giXVDVIz1ggkhXHzLoQlbcXx7j25+GKiS3WHwmsudJANID5R7RjQGN3onq9qJz/pQ8ZpFBuPOryDPehutrIfHX/6leEemS9jVjnvJKSMcVEW15KmUqExPqL9gGf/sZpKK4k6OVUenZFM4930N/6dsQvio2aGwXtJ+Aue4izPlLceOjyL7t2I90Ixadgxjvxt/WWtOb279wCeaKE8g+fXvFPuGvI3PLfwOgLToZ8+WfRJ9fjIAQhgcal5WfE+5E1nUiN/8Zdj9YjNAvtVNCh3mrYXRv1ToRzsmPBJpr2jfl6NmjuKo8Ir3IcKfSKX+eMGerjx4ccZJ769at/PM//zPDw8Nl27dt28bdd9/N9ddfz49+9CMCgQB79+7l2muvLYRPSSnxeDy85jWv4Z3vfCfz5h1FmjugBtr5kGUmqh9jeKsmnQQqJ7Kug5yoTrIBEO1DLL4AmZrMSYtEczIn1SH7N6gElpYfQu1IT1h1CHnkP7Zaek+grlGnstvKTAL7b7/G2foAZBKIuja0TAzNLK6aSSlxElUmaVJiT4xitXUWt3WsgkADyHo1obDTqj29ofKMvW4W2fMoLH0ZcmRr5aStvgNGdivyoVQPNRmrrY+aSSLtjKIpU1HwhSHYiIiNIYJ15cdqOpnGNcRHxxDr/4ZnYhfaWDealOAPoEmN2GScyeFY9ZCsrM1kzyDNy0qSd5Z4bJdCeMPwso8hb/svcDIYgRCiazHZyCRuOoXQdYz6Joz2xYV2xa5NfGQ33k32vusLv21Ab2zFWriy2Nn6Qmjn/gtm0wKy330VaBqGx0Pz8sVEB4ZJTajFEaEJNK3Yecd6+wi0zys+f9fJLS5IMj3V9NQU0tv+RqDnLuTQdpx48RkZwEUn1PGk1sJgz1Ahc3a9CT19CTrn+fH7TZo8Nhd86nts+M0PGdn4GJph0lrnYUVDFiM3iNBG9pD62TV4mzvwHPvSmnUB8DW3s/ZfPsuKN32IO9/9Usa3lev0dZ5zBWv+5fOMPfQnEj07MDUIG5B0VBJLb2Mra976UVa87poaV4DRPdv48yffiZwy+d74p1/QsmIdp77tA9PW8YhB09RfrX1zeNHgBWurpZwmgd5sy5hic1xnZoLQ25AjrHPSIGXHTzEU2URRXsRbrxZts6XRKlMHxtP5RZXsy0RyM8Upxx+pgbZ0IT0J3sYcATzlmodKdM9GB1yzVHsfkl52FZmZiusYYAanPKfZllkFbgbSMy1iCEW0Cq2Y++RIwsnk3qGD9cSXKrGrnaz9PKSjPMM1feYkj5quvhPDB+mJynrldbSTaaq2d548ny5JpJOpviBkJ3MRa7PQuz8SmLPVc+AFbKcBmYwgezcCYPl92Em1kGZM83obU1xxnYn+AskNkO3fSeLRmxCuLIuELVyzbxNd399C4ok/Yw/tw92ynshffl79Yq5L/I9fJHTlJxH+esx//jVjf/gSqQc/UV6mVJIb1eBIwURG0jSlG4l96VJkUxiteSG6IZW8petgBPxkp3T1Po9OY9hkLFI5rrElPDUKKRdCBiwMQp3lkpmcxNdSQtqO7UXe/kV41ZeJ3vz16pUFhC4IdbRh+qbIlDoubjrG/v4oz+6eIJFy4N4dNHW0sbS+vO/Ny5UYOVJbCoHhD9J54RsYfPpBIrvLJXOaFswn2jPKyGSSUvsrkPinMRG+hqaq20X7scgVL4Ntt1eMH9rCOpNJl1i6vM6dC1tp7WisKEvGx3Hv/BYyMoo7XpkDKw83C+LkNyB0DXnrx2pXOpuF8X5IRZGOjczUGFemIsiBnYjOFVV2SuT4Hhh4Grd/B84Tt6oEkPn7DzUQWLwYz87dpMfHy87UvF4aTjkTs20BYum5ZO/5PnKsBzyBoi3MtZm79wnSP3k7vmtvQ4Raat8TIJqXIM69BrnmMuStnyxK4eb3n/oW6DoRufWOKtJvAtZcAuFOJetbC8mxcoI71xZEepCWH1EtAu+5wJytPmpwREnuRCLBu9/9boaGhmoes379ej73uc/xjne8gze/+c1EIhGklPh8Pl7/+txsDNsAAQAASURBVNfzjne8g+bm529FphZkNqEmc4YHRD0kx1U48VQE2moXYuYkLKRU2WIz0ek9g4SOjA9BfFgN0hsWq8SVtc6J9iO33QKrX62kQjS9+gSxxAtaTg4jJ/pVpueWBUpOxfQjpUvmT19E9m8vOXYQNW0JFIhOaWdrTmSlncXNpNGCDTB/HSzIrQaK3MTNCgCievyQayP3P6QSJ0pbhamYXjVpqW9XnfF4L2SSKrEDzJwALH9cNgshD8w/DrqfVUk383UOtjDQl2X8d/9ZuC+hCVoWthJqDKF7vKTiSSb6RqedwyZLtNsAxOBm3D99DHHhvyP8DeX7lp4Nb/slcttd0P0ouj+MPrhLeZ3nMTkIC06C5efD/d+pek0nESM7Wrmi7owNYQfr0etbSOzaSmagB+74PVrzQjyNTeSXLAyvh2BLI3a8hmeZlKQjUXxNJQMB6SI0Hc0XwE1WP08f2wnJhFoMmfqMElF8E0MsmmLXpISRsTQLAxYYHjrO+we6Ln0bmViE9AO/IHH9R1Ch0aUnucRv+eqMJHceZjDMRT+4l923/i+9D96KblosuPC1LHjpa9EMg1O/+mee/uw/MrHpEUwNPF4PC17xz6x6z1fJphLsvu8WhBDMP+0lWP7yG3j2Dz+rILjz2PD7654/kntOO2wOvLBtNU56ZnmPmZAn36Sbk2qYhUe1m1XXFXrOkzw/Pqi2EpqGtKu8oIXIeZnORuqktLypvymxxVOuOdukkTMR09XKkK4iRg91YeGAoeUWug9UL3oG5GVirFDl/Zq+4rOdTodcM4ue7YcECclR5f18JBM45uGkDoHghkIiV9NbjCaotTiUTRYjBmcsVleLSHaqmJ/GyOvho76jTJQy+T3Tpwhu6eYcKlALIlOf6bRJXVPPH8k9Z6tf9HhB22nAeex6ZM6z099UT3I8gnRdQh6NWLr6+DnkK4mCNL2YXasAsEd7GPnWO0hvvLe429KxfGaZN6UwPLjb7sVjj+FdcRzaMWfSX4Pk9nt1Mrd9i1hkkNA7f4DQdNKycsFMAu409jvjVvbduiHAdXCHdpPOOOCvx/RZeHxezKYWMiPlz3xhux+fJ83IRIas7eJvaWOob5DuRPG6CRuGUpLjGqGrVDojX8++jWR++++441Wix3PQEDg2lApAuHYWN5VicDzFo5vLScb+7kH29xo06YJWr2Q4BWNp1R6WJlnQGuTC918LK84DO8Gis89g7w3/w/De/QjLy7x161hw8imkv/d9SCWJ2xJHgqlBwFCtVs2x3zANFqeewn3s54iT31yQVC3cx3GvQS46A9+8W4htvrbQ/romWDHPZCzuEhUBvMddROv8ToxHfkHP/X9DaBq+libqFy/E8Hpw0ylkLhpX93iwk9VtenrbYwxfswRj6SkE25sw6xuqHofrwv4ncg9kBlubrWGbpITBZ5DJCM5jN1eQxjI6jvD46bjsCiaefYbo3j1I28a/cAkNp5yB1dAIvgasM67GPOftkJwk/duP4G68rfJa8THsR3+NeeF7pq9rDqJpCbz6m8gtf4HhneBvQKx8GWJeLkno5Z9F3vP1ojyJrx5x1jsRKy9BZpPI2KAaP/kaKr2gEyPURGIM6p4nknvOVh81OKIk9x//+Ef6+voQQnDaaadxzTXXsGbNGnRdZ+fOnfzkJz/h1ltv5ZZbbmHTpk1MTk6iaRpveMMbuOaaa2hsrFxFez4g7bQilrNxNbnwN5aEWgqEYSGblkK0X5HdSEVCB9oQ3rrqhRpeNWkCNWnJKBJUBFqQ0cqwKgA0HbmjJAGFbkHLCujfQOVkJ/eRpSNK07tlpeooqk2MPCFkYhy57SEYVZ7eEmDfM7DyHETnibj7NpQR3KVw06miN+9Mcy4pYf4apSU9th+al1AM1fZVD9WVEuKjxUSakPOkyygPbKFB00JoWa4Mhr8NaWdx7vwa9uQ4SLUqrnk8Ba82oRtKogTUCmO4DawgYsFJuEM7kTsfRcbHGd+ylfHHpmhuuZKhPYN4/B4sr8Vk39iM960ZxU9NWF6EYUL3U8g/fwbxmm9UHC/8DYgTXoNcegby3q+XE9z5NuleD52rwBuEVKU3mT05VrGtsG9ilET3fpzJ4gDFHdlHcmQftLRgBhVJWxFeNfW+SrJ/xMYiDO7pJxmNoXnCGHYMyyjv0IXlI2jEkI6smsV7crS2V1wq7WDbLv6zXoPmV9+VFQyT7Hm24lhXSiJxh+hD99L/+bfQesFraD7zihlDhQxfgGNe868c85p/rdjn71zCmT94iJ4/fIeBP1+HO96Pu+8ZHvnSe3nypl+RzSXDtIJhzvvQl1n76qsL58ZHaq/4x4drDzCPOAqEWo19c3hR4IViq3FtRZa5tvKYyCeGnBVqvO+6VSS509HZkahSqkXwQtE5Em46veW8TMkB6//WqPeBJo2sWXwNonu6c2u1ef6cfHlWKEd+zpSkqFAAtcl8p1ym4nD2X04aMqgkpFOh6Tk9bU3lLamGarrXhwLpcPgI7lpkuThEgpucI0LuOQgtt6hdo95OGtLkyOoqetkV1dOUzEk1by3dBF+jeq/sXNy7Y4MbmSKzIhSxrpcQ19Pd86G2x6Fgzla/6PGCsdOAvfsxsvf9GHd4L1rbUqxz/wl32z2F/bpl0rC4i9jgCMQSNAVgLCnLEhLW+zWC3uI3EbzwHWjBRqSUDH3+lWT3byy7ZjbjgBB4SpLsaQMbyf6qSNhZrUtpu/ANDN55fdm5moCWRtVPpB/5Df5X/Dt621K8HUuYCk0oWQ2nRu4eSyvvAw2PiSfow3UcRvcOkowUF0x9jXXMW7cSr2kR3b+faDSNbbtYlk5zvUVbkxdheRALVvDUryoXPySCHTHBqaFyxxvp2NjjwzB827SL2UITuP5mjDf8N3JsP87mO3C3PgjAtv1F5y0pYSQNCVsADiMItkcgaIAnN5zJuIKdA3ECt97Bqa1LcHZvIHHn/9JiZ2hpAEQGjzeDZposbDYY7QNr6lBISkIGTGSLbWt5Lc65+Aw8Hg223oY0vYgTrqq8l7pOzHP/heDAALE/fqmwXROC1uYgKy+5CumpY+CGH5DOzaml65IYHCY9GaH9pOORmeLYxttQT6wGyZ2HvetxJvd7qD/rIozglEVc3YShrcXFWN2sjEgvrT9CzfW9U7zAPGFIT+L2bK2ZENsdH8RoXUDTSSfTdOa5ylO7tOyFZ6h/hQB/PbJ3I1JK3Eym4KClGQbCNHF23o9+3EsR4S5EtTHR1HoHmxGn/GP1fYtOQ77l/2DLn2F8L/jrkJaB7HkMUSqxa/iQbceqaPc8qnAIxX3PtZNFCeZs9VGDI0py33OPMliLFi3ixz/+MUYJ0bd69Wq++tWvEolEeOCBB9ixYwemafI///M/nHfeeUeyWgcEmU3C6M7yUMtMtOiFnYPQDKibjwx3Ks62da2a8OR1DFPjxUmOpw7CuWSU0i1LXCk8YWSoQyWKLIVuVYZQOhlFYB9zCey4rWQAXr6KJGODiJaVKnmjJ6S0wGWJVmP9Qth0R4HgLrl75Nb7kUvPxu3bUruNXKeQxEQY07xSmoZoWaC0rUElQkxMIFqPKZblpCvDWrPJ6pNm6aqki57cJMdbr2RV2k8m+6v3Ye94unCom0kjkjpGKIwQGtLOwNA+ZLAeEZ+EPU9C1xrc2BjOfT8vJGCY2FhDOxuIjkRo6momnZxZm7JuQQfC4wPdLCeOB7cgBzYj5q0m0rsHJ52iftGKwjEi3IkcqSFJ4zqwfz2ydSnseiynlakSQAohkNMYACcawZmcqLovnXIxczbU8HnRPR6cdOU9aqaJFQ4jpaR7Rw/dm3ZjFl49NUAISPCb6l0U/jCt7/42+lM/wM1WN0Az9f/msRfiu+qLZdv0+vKQS9eV7B1Kk0yr9ztyxy8ZvOOXtL7kKtZ88hczEvfTof+m77H/f95b+N0zNMiWyfspJZoysQh3fOZdNC5ZScfxZwLQtuZENv7pF1XLnLf25IOuzyFjbsV5DrwwbDVOppxYdnLbxDSEsdCUtEZe39h1ciRYbsKXlz+AHFE5G8JcUJFoUbrqGkYA7GnkLZxskVTXjNra3M81Cn1BFYL5YMsTmmrf0mc243ml155CmE/FbEn82cJJ52ysXhzLlcpr6F7ydq9KZQ5fPcpwOLy5a8h6GP4DkGKpAsOryigvePp6OCn1Z/iULMmhIBMr95yv+u3KXGLZxuLCkmbUXpCYSU7lSGLOVr/o8YKw00D20RtI/er9hb7b7XkG+6mbMLpWlsVjmj4PDYs6ka5L2+LT0V7zFcYeuRU3lUDf9zjZx/6ATCcQ/jqCL/tnwlf9JwCpp++oILgL107bWF4DIQRGfTOaEy+fLw/tYv7Ckwn+06fp+8XncByp5EHqLDxWrnZSkt35KHrbUhpOvxxP+xLS/bvLrhM0YLKK+TaERKdonnTLoHlJO0IIRvYPlRHcAMmxSQY2bCW8qIue7kgu+aTC5ESKUGOASV8dY0/twa1h8uIZycRkgob6IrHpxKPgughNw1sXKshSToWma2h1bWjzjyN759eRAztASlKJDGORYp86mc0T3EVIBFFbYmjlOuGbH3qYUM9G2uokZqkjlJSkNz2K8AboqNeILQyzc3+koNutC8n8gKTOhP6kZCyjzvXqNuM9vbR2NKMbOmy7A7nu1aq/zkX6lCYjDL38PZiJXSR3bMRNJTFbO/CvOA7dH2T0nluRVZzGnFSaaG8fgcYiyWoFAwTmtZIYGUXa5bxF6XOQ2TTJ/n5Cy0tIbt2CYCNEB8Hjg2QMIUAL1Std7ikQwTpEbAh2j8KiE8Bfr3Z46qBpOfQ+VtXZrXgDthqHiqkkukAsuwDRcVz58f4GnJ7tZeMrN5MB20bXTZU/brIbWlYj6uZzSNh9DyT6weNR9n9sFyCUtraZi5Swk9C/Hrnw7KKXvumDdA0y23qevLhhzlYfRTiiI7bt27cjhODtb397mTEuxbve9S4eeOABhBBceeWVR50xJtpfSbqCIl6ryH8Ikcvuqmllussy2FZMZljqpeVkmTrJ0BqXIn2NyPiwuka4C/qerF4/N4vIJpTedrXEklAeXulrUhpGJYN4gcStILiLkN3PIuqn6cQ0DepaIBlFAHoInOhEZTU6lyM6puhJRQaghOTG9OfCTF3lvZ1PLlirX3AygF8R3IYH/M24m+/EXv+nyvtwHJxUCsOnOj+ZiCJND8Ljhb4tMN6LE4uWZRi2M7VXA+2MakNN13Ht2h4+dStXEZ7fVXP/0MO38PD1VzGySy0khLqWcOp7v8iSC69UByQmap4r4+PI/RuLiR1UhcAfQvcFcOPR6ucZtbMPu9FRjH//E3L/k6CbNFzRyOg33oRMlV5Do375UoYGJ3n6iR3EYylAoAtJvUlBNy2Bh463/CdmUyeB01+J8PqRO29CTFSPVqhrCtOzq7rXc6CxHs/IRtLfvBzjlKvQz30nQjfQu1aXHTcatQsEdymG7r6B1gteQ+u5r65579PBSSXY/5Ny7b3BZKlnYQmkZMOvv1cguY995Vt47KdfIzol6YnQNE7/p38/qPrMYQ6HCy8IW13Li3Y6bWbdo2x4qY2UOUmDqd4YM8lfaWZuMbqWvJM7sx5f6fXMgNIdriyImgZRswD34KRCapHFVQflh4FczSdudLMzy6JUhcxVYZrzDsQDfeqx1Y6zkzlv/Jx9ETmNaN2avh5HBDnb46nLPe/c72x1mz+r8gy/Gj/k7+dQSG47pca3hq/oFKJpFes/1c9Nqm9Sqz1OmRauc2DSMHaqmFTS8OWecZXnOcW5ZQ5zeC7xQrDTMpMkdeOnK/tb6WIP7cP0+yoiLoWmYRx7CXqogbaL3pzb+s+4qa/jTgyhN7YjrOK3me3dOm0djHWX4l19FvK+71SP7tz3BM1vfRfmXV+tWYYWUF7xQjdY9u4vs+0zV2Hbak7oSnA1k4yTxZGgC4GpgVeXNFmAEAQu/icCyT14onsQQmBnsiQnqo8dEmOTjI/FcFxZtP4SdkWhtz8JFB2hdCoTTwJoU2RAZbrYPwZam7FTaexUiTOTAMujHKY85/wj9n3fR47sKQw9BnvHMTWJ7agNsZpDDkHaKdfSzrqC2OQkhm0wr60ykWJ272ZM4JiFdSzqCDIykcbN2hiJOHYyw0gaYo4oeHm7tsPejTtIJVKceOGZkEkgR3cjhFtYTZCGD0LzEIYXMjE8HYvwdCyquHa6vzYXkhodxd8YhpxTH4AnHMYKhXAyGRJDIzip6nbHzoI47wMwtg98dci6dnj4u2qnpkOoAWLjaH4li+bGJtVJuoEWbkTUt+Zu1oGJEcTyi5UHd7gT0hFk72OIuml0si1fkXvy1UGgESb7IRFFPvJz5LZ7EGuvQCw8LXdMU/Xxk+siSxZ75fAWCLQq/uUgIKP9ML672h7FVdWV5HFzsxAbUPcMKmFnNd5LM1T95/CixxEluScmJgBYvHhxzWOWLl1a+P9LXvKSI1mdA4aUbm3iGNQEeap3iGZAoLXiUCEEGFVCMGt4hghfA8LXAMF2pNCQvY/Vrmc2iWhajqxBhIum5cUfsYFyL5VMTA3wM9NMCLJpjDNfh33vD6qGgGgt89EXrFYdYmQYLR5BWF6cuEqkIEKN6F0r0FsXVJY9xWNGGD6kFLD51nJtRF8d1HdWTjyFDsEOcLLI8W4Y20/2wd/UvBU3kwFfcYVPphPgUSuFMjYGY+XhXt6gj8RE9Ymex6869WBjiIn+6tIgTSuPoXntMZCu1OuUrkv/xq3c+dO7yrJOR3t2c/dH34D3e7fRccoF0LYS+p6pPF9K5PC+ysSTroNMxjHqm7EnRpVOeik0HaOpnexo9cRVwhdGtK9E61wDqEFT6/t/SOIv38Ie6Eb3mPjnzSORzPC3B57AdYqVd6RgNKOyX3t0kJkUsmUxofNeW7zAaW+BO76EMC1kVtXdcVz290cYHk2QDdSjRyYKIW4Auq7R0RlS79jkAPad38Qd2YP12i9h7y9vm8l4bQ/2obt/U0ZyOzsewn7op8jh3YimBRhnvAV9VfV+KLb5EZzYRNm2Klx6sR69ewv/94TqeMNP7+SOL7yPPQ/dDlLSuGQl573vcyw6/fns97TaYVVTNc7n8ILF37utxrWnJ7OFXrlf6NWlDoSo7v09k4SIFQJcmJZflsrjt1r+Dign26eV8KhBdGs66L4a5Ph0xc1AFNcihjXzwAl1mZMnc3Ka5fnyp16jtE41vV8Ogliudj/V7r/acVOJU+nkEm02qHsS2nMraSE0FeJc4qWGm5kiyTFbyCll5Ujv6bTGZyzSUUS5dBWJfCBtY6fBKrkvO6X+ZD5izV9+36U4UF320r5B0xV5kI2Xe+ybgefXk3vOVr/o8XdvpwFn16OQGK++Mx2H9qXl0pSAWHgS2vGvrDhc8wbR5lVGfBhttdtHeAOE3/UT5K6HyE7jVakbFubKc8hufaDyuvXtmGtVrh8pJRM//xiNlkNWh6wL2yYhbtvkbbQjQUPS4i+mnLKOOYVQ1xVkb/ggAHa69rwl60LWdQrlSWAgBb3Jqd+9wJESjXLT1bziOIx5q0gNb8MbyOWyEjrIvKOWRsPi+SSGR0hHch7FuoYQAu/Zb8Cz/AQyP/lW7uZ1slmHVDJDowW9yeI91oJbsU/NEVMpG8dx0fXy+3CTCURHJ3KsH8vU6WjJj9PCpNNZdj09SLXV0oHd3cQmIgSbmiE1Bnquv9ZMZc8n9iMblyqORreqRoinMdg74RJNSzyGoCMoqPOIQjuRSalyS8aIQggMvx/d56tJcmt1rYi2VdCmNOMF4IbaIZmLZDM9UN8G2RRaoA6tdREym6q+CDO2F+rmI/I5LLx1yIalCNeBoCLLAbIZm/GhSdLJNN62Dlq6kpg+P4SalQRqtETTenwf8oH/ATuNWHouzlhv1fsAcIf2lfySEB+CnDe3lC7y6T8iN96iIvU71yFOezOiZVnVsuRkjUh1ADtZUAkooCSHnLACyIYlSvkgzxdZQQh3KUna5w1ztvpowRF9C9LpNEIIGhoaah5TX19f+H9rayU5fFTDE1KT5NSEGiSbAfA1loXFzIh8tvhqXmiaWcwCb4UKut1TIfxNEOpQHU1ZhyEQ809T+1HGmNREcbdrFzuGpgXKm7la+Z3rINSM+bL3kb3t62UebSJYj7Ew50krBNS1wtLT0cNt6NJVk63YWG1v5CnEv9R02HxLpXZpclJNaMJTEnk2LlaTnT0lGXrj1cnb3BWm/JRI18GZHMdJRMBxELqBMJSsSENna1WSWzd0Qs3KUz88r5FkLEU6WpwMOhKCHfNoWrtKtUuVENjx7TvYsWOgjOAuVMt12fDjz9DeGYblZ0P/xioTRK22t5KTBdPCs3QtWUI42x8AKdGC9ZhtnZBNk6zhPec5+00VSTtEyzH4l61GW7hIZYIGdm3YW0ZwlxxN1FaDGAmkx9XzcDMp4vddT3L97ZD04fcaeESEZCzB3X/by2S0XCtz0bIltHbMxzOxk+YGA8tT/l25T/8J9/x3VZBP0/E1bon3gv3E78je+PHCCXK8h8zOhzEv/w+Ms95WeVdWZYIZnw61OPWmJavKfjcsWMrrfnALyYlRsskE4fbZh3gNPfM3Nvzkvxh8+kE84UaWXv5m1r3toxjeQ/QsmwurmgMvBFs9w7tq+NT7nLd3uqVsa82BaBVoRm1SV8vpaMt8wsganZBmqGunq2g0W+FifVzn4Lyx85qOmqWIvpqdYf67L5X+OFDCWBxYHfO6x3mislQ/uxqhfCT7n9LrHSzBX4rUZO7ZaczOVbkWdGCGiAFVMRQJPcUmSZmbvB8MyU1xjCFd9ZzcbG7sMpMGeG5SJ2sYQztxaF7QmXg52e5k1J8VrpEI8gDfnakLWLoJen2xPQ6kn3DSxbwAeUmefP9zKJiz1S96/P3baWZ8V41L/wMme3C33gNCoK9+Gdrxr0RUcxKrAd+Jl2G0LcYe3FOxL3jBW9C8Adz21bUXJQ0Pom0Zwbd/m8mvvAp3eG+x+v46Qv/6U5VXCUhteZhs3w4ATF0wmKo+J0i5gomMJCfrTWjNmWQC9ey0F5DY9RQhn4EmiyR4KdQcsXzHQKpWOyqiO68CYni8NET289TPnlbXbZ/H8osvwtMEcricYPS3NONtqMdd/XKEvw5r8Rr0lgVqITfnTCWEAFM9i0YPpF3JSBosTZCpYfqMKd1ng6USSQLE41nSGQcB+P0mPp+B0diKefYbyNx53RTuQJC1QjhO7TxGk8NjBI89v5zkdLNIKdlx5+/YffefSUcjtCxZxOrjF1HXUkzCOtY/yMPbx8mk87ZO0heTHNMgmB/W8NXnSGVPCNHQiRzaAUIgPF4mx+L07xsjGU1g6IJgwCAcNAoErf/8t5XVU9oZ7NASxP6n0b05Oy5EUc5VMxFTeBAnmyXR14+UkmBsAsMTQsZGcJ/8Pe7AVtAF+vGX4O58lNj2TezetL84Rx+cZHDrLpa9/b2E/M0Qre4UKZ/5Ayw+G4B0MottOwghsCwDI+86P9VeliwSy1s/i9z81+LvyT7kjnvRrvofRMfaiusJoR/YyHOKjJnwhsEbRuZlaQ5gIVp2P47cfT/EhiDYglh8LmLBqQdSm+qYs9VHDZ7PpY4K1Aq/er4ghDa9DEhOA5paySVnC38zhczzeegW0t9aHCi3roWev1We62tUq1ZCIJZfjIz2IyO9CM2ExiXFlT6gTIcbyohkbdX5uAPbK0Oyg83IjlWw7Ra0ugDWy9+Ls+8ZiIwgPB60hrbiKpuU6nwroDrBvAfxdMkUrADSU6fI9+Sk0qeqlZwrMQ6h1mIn4W1ALDgb+eTPkIkIMjoKhoXWMh9nYG/VIjRzykDJ8pAd7EVmi9eUjo10bDSPj0BDiPaVCxnZ2082pYy8L+SnZXE7htcCITCEoGPVIpLzTmW8d4iRzY+TmRhhYu8gI6N3seiktTR2tkFWFtrAyWSIDwwSydTu3sd2bQU7hWjsQJ5yFWy/HyZ61ftQ34Uc2aMSQghRXWdaCBASvb4ZY8WJaF6fIhbG+0FKvE1NpEbKsxPrnasJvPqThd/2lvtI/fbjuP1byWQcxhOCZNrFsExGJ2pPpDMO5J0MNn/9vYw+dS/1kT3YezYUjokDwZe+le0Zh8lopfb53l17OO6jP8D7m8okkHm4ux/FmCgfyAZ9OmPR6pPtxtMuAdQAI/vXL5cRHI4r2T8QZ+ir/47/sY0sf8XbaVi6prA/tPp0PG0LSQ8WV7Hn+SSjaZBTBqCaYXL8G/+tah189U346mcfSjWw/gFue/fFuDmv92w8yoYff4GhZ/7Gxd+5bcZkmtNCTLPifCAT+zm8qHC02WolHVbFWzsPw1MknA4F+fFAKbmrmWrgLR1AK8pwTEVpAktPfc7j1lb9dAXhPtthf+lxQi1ulo5Xqi5klg7A8//OkpgVBgh54EkUNRPMoEqyXQuHW0N7OhheNRZybQ6PzIg7pZ1LFg0OxLv7QNYaNKP8fbZTagx5KJ7kmQg4HvV+Ty3H8OXGdDWevemr6YgBFD33Z4t88knp1PYmz0TA9at2KJ14zyZxZQFC3VvVXQdoA+1UeRtIJ+cR7iinmEPBnK2ewwHiqLPTgL70dESgERmvjH4V4Vb0Y85SjmKnv7nK2bOD0HVaP34Tw195A9n9m3IbBf6zXkf9Gz+LO9GPCLciVl+Eu+FWlS+qZA6ln3oVwt+A7m+g4QuPkXnyZuyeTWhN8/GcdiWaryhF6kTKbdpojSAtgGhWEcPhzvkMPfA7/vbDL+Gkiyd4PR6W+9JlUayuBLfKol1mmrXQUMdCmhYswe8mcLc9gpkojkei/QM8+9vfc9I/vhEmRyqiuI0TXoH+ys8hhp4l07Od1JN3YrZ0oS1Yh7vzEVXPoB/La5JJZWn3SZo94NMkWyP5Rf4idCHxlHRPfl2yOKSMnBAwNl68/1g8i99vsvit70RfchLet6zD3rsRue0+GN+HpoE1PlH7xgGr4xhYdnbF9oe+9gn23Hdb4Xdk/3b2P+rnwne+jaa2etA9PHLbI2TSld7dO8Yli+eH8QRzHuXJCPqx5yEDSu5uZPsu9j1W1IC3HclEJIttuzQ1evFf9E48J1xWvM9bv0Xs5q/hRoZBCKy6OoId7ejBEFpjO6JpvuJN4sWIh4mduxh68ilkThJHPL6C5le/h/DQw0VvcEAKHe2KT9H94IcqnNCcTIa9f/o9x378pbUbMD6K07uJyO7tOIliW+S17H0BD8byKUSwX8mkyP7NZQR38eQU7l+/gPaya6F1NaJUL7txKfQ+Xr0uVrB8fmt4IVh94U4ckM0HueNO5JZbixsme5FPXw+pScQxFx1QWZWVmbPVRwuOPgt4tCHUURyklsLfrAjuWUC6Tm7yIcH0VXp6Cw2C84reKZqhEl6O7y6E0wjNQNYvgWhPIZECdQsQXaeVdQIi1I4ItVeth9B0pOEtlwHJ72ucj3bu1bgbb1dhLEJHzD8WcfwVML6tcI4wTIzWhTBviapDfFTVJzYGE0OKoO7eBA2dsPwM8AZUZ+0NKe8WO+ddpptgepVuefejRU/22EhF3QpwHfU8hEA0LISWNcjUOM6zdyAH9xQnmaYXEWpARqeExAlRXDEFMC2kbZcR3KWQdhZheQg11xNqbcSxXdxUEmOKR7F0XaRjo5sag08/iJMoTnJS0Tjb7nuMtRefTai5ETcewY1OkI5EwHXxGrVntYGmor6W6FwDXetw9TD247/FfvgXqi2FAAG6x4seCBUGalJK0nu340yMAGpgotc14WltR0iJnUpVENwATt9W7P3PYC4/HadnI4nvvhHsNKm0w77uKG5J3JlqtuqkRBlXISWD9/6elEfQ7C/v4KN3/ow9ozWMk5Tse/B2Vkyj1ypH9qD3rcdTFyY9qcid5rBBJOFgT4mfCy47nvZL3gqA272hLGQynXG464l+xqM5o77vGzzzy29y2ge+zLFver+6J01j6Yd+yNZPvKrgER4w4JgGkx7RQHxMeayHOxZxwce+QcuKKYk8DhLrv//pAsFdiv7H7qbv0TvoPP1lB1/43IrzHF4osILVkxiagdkPLKWTs7lCEWVTzxMaeOtzSShzSQidjJIHmY5cNLwUsvmC+rZ0T9G7eSqEzsyM59R9soQMFBT65sP5HcvsAZCwOTupe9T9lyb0PFw4KC1vcgvyB+EpPysIQFPvo508MOmM6SR3piJPRIvcO1iIBjyUNha1vcALCzfV3idZ3YmhFE5m9venmcX3p4pEXnm9Euqv1KtbaNNGPxYgdHXc4Zh4SllbYshJges7NLmTOVs9hxcAhOnBc+XnSf3iPeV9hmbgufILs46Edob2kN1yH8ITwDruEoSvfBHJ7FxBx9efIrX1bzjjA1gL1+I8/lvinzoJGR/P9RVqoVMIgTAt9MZ2jNPfhPHS9xTra1h4TrsSz2lXVq2Hd8WpYJhFp65pb17Q2OihwRvhzu9+tiyYCSCVztJb184SOQiuGk8YXqtM8NqVkHLAZ0C2xiVXNqU5vrWfTU/vIVbStUkJ4xkYiSTpvf42Tr7gNLq6fEgHhBVAW3c52ppLcAa3MfLNfyO9c33hXGvBCuoaLHQ3gxCCtkXz6N6qPMFNDZaFwWdItkcgbgsE0BGAE5sFIwmXpK10uRuUb5iScKmyrp1IZIkNDtLQNoqMDqOHGhCJPvCYpIb60GJRAibEq9y7qYE12oPdtwOza2Vh+/C2jWUEdx7ZZIINj+3gJR/6PPF7r2Nw26aq7SmBCWmSn5GL+jaY7FOciuvS99SGqufFEg4LLjgDvzelZGVNH/E7fkjklx8reyiZiQkmkwnqF81HRsbRDB9a60IINkFslOTICIOPlkvWykyK4V9/GX3lAvw5D3MhBEiH6K8/QbqGo1+6fw+x7t3UTussiNzybZzJyoj4TMrGu2AFxppzihvD8xG5fBZy98M1S2VkD+7uexE9j8HqVyJyutrCVw+dpyCnEt2Gt1z611sHrWtU3rtDhMymkNvvrL5vx52w+OxZ83tVMWerjxo8JyT3r371KxobGw/Lcddcc83hqtasIEwvsnkFxEdUyKSmg78R4a2f1fkyHVHnlkw8pLcO4W+uPFi3lAd3amKK7AjKEHvrkYFWNWnSPYjGpRWyEjMi2AYT+4rXK/E4Ey2L0S/4F6StiHZh+pCuDdFJZR37tsDw3uK9aAYc9w/KG+3BH5ZfZ7wXNvwFTnqlCm3KplS226kZb51UmcZS9dDTHLxhWHkFWkkYkvP4b5ED5UkLRDaF4bGQLcfhDO4Bx0Gra0T3eCCVAG8IzV+PcBPYo4M1LyfdnJe0biB0Hd0S2JYJOYJTSomTjOPmNLj67/g1TqLSg09KSd/mXSw/QcMZU0kV8xJkXSFBd0RWnZauuuQV5eXERkn/7v3IiZJQLamSbznpFNJ1MetUGGNmfKwi+aczOUoqk8Tb2kFiaAjpSsTU2DjpkrzzB5jLTydz1/cLXvXDI8kyghtU9vCEU10b1lPFDkUzkibfFH0twMnU9gjPOi7akjNwd1U3ns7WOxFS4m9uwvT7SEdjGI7Lqvo6hlM+xmMummHR+pLXseCqa9G96v2bGvq4Yed4keAutIXk0a9/mAVnX0bdQpUctf6kCzn+umcZvOVHJLu34e1azomXvxNr3v9n763D5Dqu9P9PXWiGYdSIWbIlWbZjmdmOww7zhpkXsrvZX2CzSTbf5Q1s4jAzOIljx8yWZVuyZTGPRhrG5r5Qvz+qe7p7+vbMSJYMybzPM4/UF+rWrXtvnaq3znnPQgZ2b0UIQcvKDd6e9ScB17bpe/TumvuPb77tqZHcc5hDGZ7Lthrdp7SR7aJUgK4GyrP18LBSldFUoAhyL91uzVB/VnoG7WwATRHcJzK4FUJdt2bZsyHAp1zPCBVIfK/+9mTkSqaDUAkRy+/ZY3F9VuXMVK+TIbqd3GmebDjKy/h0J6O0M4pMn/renhRO5B2Y6rVe+He6aAonN801tEIx4uTlPfIToDeWCGsjoL7RCh3vgLqWW4igOJUa21MjJafCsZ5hTe85/LngOW2nAfPs69GaF5G/99u4g4fQWpbgu/it6F1nzniudF1SP/xrcnd/e7LfF4Eo4b/6X/znvLTq+MDKTQBkfvy3WPd8q7SjGDEsACGQVh4Z7cS86sMndC9GfRvxa9/J+O+/DChP7UQN8nlhm5+W5iA9w3nsGt3kyEA/Z33xp+hbfob9+E3ohkY662DZLgNZ6MuALZUkSekGyu7Xr7OiLQiuTTpVFqEsYceYYDCnjj+25xg79vyK9Zddwku+cmvFvGz4ax+qILgB8t17mNDX0LhmA+6xHcTamllc38hQdx+Z0QnMtkWscXOs6T9E2lYSJf5CBsy4T8NsbmJiaJyhiTx9OZ1kzkGg5Fs6grJC0mT4918j8uTPKI5jhGkAAieVxMrZdIQF3QlJrqwNDQFdEUF250PYBx4h8oL3ENik8i8de+R+78ZGzaHyPxjGTk1vQ0vzX4G2/DwYVwkqs2PjWB7z/iLSYwlCLRNw6EHksstI/u4/PY9zcnnyyRT+aAT38BOIpnmIaBP4gow97C0tAjDRN0wopsaoUqiIhFq64JP3Eu2A0ZD3uEEI0g/+qua5TsdaRWobfkRsHsTmlXZOt0BVJH6dPHLvzbDxrZPvnOjcCLFO5JByqBTRNmhaqfi2fFJJtxQTQ58KjB6pvZjv5JXmeesq7/1zeE7haRlx/fjHP552f/FFn+k4eGYMstB9EOuY9fFSSuVBYmWUVuNUIjo7jtR9CH/Mu4DkgPd2JKI4ec1NwNAeZN18hK/2mtxUiEAdsk6oBJSgvKycckMoAQn5JDIzXPJ2Gu6GwSn6Zq4N234JZo0wzFxKndO+HIJR9bu4cm8ElFf2yP7Kc/wR1VF6ee90noXIjCADcRg5CNLFfeL33vfpuuihIL71F3nu55y3qCzHd30D0t6JJREaur/M89vwoYfiOIPKuLnZzCTBDZDN1A7FTY2O44yVnqtuGvhjYZhIsaZJsGtYTibuEMDal7ya5VdcV1GG9ejvKwnuckjlee7aFsIfriK4J+s4Ms5E3whuYYSlaQLDb1Zk3nZ696p/e1T4lZSSpMeyuV9Xq/LjtpgcAGgCfEJO6q2Vw5XqrzzztxCC+uZmRge93/n2cy7HWLGa/A1vgIkpCxKahpgYmJwMm6EQZqhESNU1L8F8769L158Ywtr3EFrDPLTOMxD185Cj6lke7q3h8SUl+2/+MRvf9cnJTYH2RSx4x+eqDm1bc7Z3GU8BQtcxAiHsrPcAzAw91RBoMU1Y1dyK818anuu2Gs0oJICcJaRUg1o3703CWqmSjrbXubMiF101HjDDMyevLIcZUt+gpwTFSZCndppakTenHlIRsEag4MGLZ5KnWZVjRMBOMe09e/VV0xHfp7xvq+HdfLpRJJQnPSJP9pon0h4eEQSgHBR0c5qkp96kDKC+sXLZP9dRnoyafmLSI06+UsJFM6o0PIHpJ+Mni5ma8JRocs/Z6jn8GdhpQF+wgeCCDbM+3s0myW+7mdy2P2I9/IsKUlZmEyRveAfGgnXoLYuqz50YwLr/+94FS3Bdl4mERfq+Wwn6P0rbq/8WX0PbrOvW9M7/RG9oY/z3X6HJPs6xlCKiy2EISSqRY2BAkspOLym1838+xpqGNHqB+a2v87GzJ0tPulSmLgSmAFfTcAqyFG1NYS5e10qwkCjR5zfJZpTd7c0wSXCXY9udd7P8T79m1fkXQN8urPFRstu9HWtyh3aQlBPYqSROOk1OGqQtAysQxtQl8dd9luTX3ks4VSnxGmltonHZAmRsnM337kMW7JZEMJyDtA0rYnKyGxsdHKZ7MEEylScS9rFsYT3NUdUWAoGpCRbHlIN7zlEe3DFf4b0XgJSkb/k65vzV6J0r0aaR7REChGMRCfmoiwUYm/BejO9oCUMwir78PLT5Z8LuIbCyCGP6MZ1WSJ4sJ45DahRnqLvmsXY2hz8aATuPTAwj4i3gD09KpXrBKk9YKl2kC+FYEM3nx/VwINP8ISJnXILo6kLe89/VEVhCIPO1HRJEoB5t0aWlOvcfRE4MoneuRKy4HHnP/+E5DmnoLDll5hIwcQziJYJcRNsUuT0Vs3QoPSFM50w5m/0zYc5WP2tw2klueTKhpDXwlLRnnyZIOwujhyondEKr8EyRY8fg6FZoXAwd6yq8sWUx4Y9n4RIyoyVSOp9UGtxGAPyRyQSUM4VziEBcZePNJ2H4ALh+sLNKuD87pojtqdqJtTpm6cJIdXKPSaQTSnPcsVRnZUaVZrc/6k3mCwH182Cir6QVpvtg3kZE53pk3xPQt72QSMKtJj7Lq5ZJQnyK9rHrqOzId/8vhBvRV1+Be/e3PM/XfVM6ulAUzfRDcyf26CBOtlKLzTR1wHsJ3xcwJ8PPioh3NDPmuHSQoSUsGUxLRNMClr/974m31CFHDimdS12FejsHa6/mIiWptI3tZoi1ei+e5LMW2XSlsXRdiZXN4wv6Jr8vvXUxoDKIuz1PVpVTjogBixY1okfCICWaK9mzw/td0YV3UpXli1rZMjRQlYG7pSlK+/pNaMEY+oYX49z7TZDK693O5XAtB900MIIBhF490BAFXTZp5Uj+4G/I3v/jSYkX3/rnE7rmb7F/+bfIfAbbrt1PWVMGbE8nhBAsvva17P3NN712svja1z7VC8yFVc0B+Muz1Uq/epwZicGiN7VmVn4TcqZkfOXXyk1KkU0msNR9M39jRlD9WVmwEpSYtJN9VjXOE6Js1xQt6ZN6lqLay30mj+ta17GTTCZ1PBE5j9liunpNd++TXsuFYyrKeJr0xUXB7omn2jazfJ9q6osXJnVFUvpEFzQm9bdd5blVfr7uV5EQVg1nhHKcwj7shCH02olpi/JHT6n8OVs9h79AOw1kt/yGxDffj8yUxuJCqEhUIQRSStxcjonvfozwy/4e39JzKs53j26vKXtk2y4HjybJFtyC5U//m4M//zLhdZcSmr+CtktfTuOGS6atn9A0Gl7199S/8uMc+O5nqf/Gp8jYklyhq/RrEDIgk5cc6s9hGLXbXUOSHzxKwggQCymKJhgwGLI0pvbThgZSOmy69GwWx7JEwz6cbAZZ0DFpbYtz5JCSnejL1L7m49/+LCt7l4KU2IPVMhXlSB/vRTc0xlM2x4ZL9n28b4jeT72elVddi5EYIndkJ7phEG5pINSsogke33Hcs4vOOIIxS1Lvg9Ec9I1bFOfSqYxF/1CKMxdFWdCoo5sCTRdKvdQH5S4NQjC5MOBaNtaDP0d/xT8x/5IX8fiPv+F5P/PaYpNOXmevbeeOhw5XRS2v3ria+nM3gc+vutrjT0DbCjj6OPQeIBg0yHg4uek+H3XzlIOkiLZCIIoIxire44rjzTJKTjMmnSL8zW1kjh72PMcXrOQppOuAI2le1EX/nv1Vx7euWYMRiUNkA7JhIQwfAiTScXHGBpGOhb+pidyAN7cS2KDyWjnDR5n4+ruxdt9bqEiI0FXvInjB2+D+KW3tC8KCKfKdJ+X0cIpQv0DxUmkPedxQAzQsfGrlz9nqZw1OK8n9ve9973QW/6yDlBJGD1d/vAXiWgoNHvkRDKqORwKEm+Dyv0YUPiohNGStkE8nV+l1XZw422nIjiDHu5WHc9emKl0zKSVkRgqJnwSEmwuDcg20gPJ+GT2k6uqlrWhNE2psBJSUixfq5iFiXaXfmjl5b7JWIh7dhPr5SlpFusq72wggU0Nw/LHScakJ8AUUae0B4Z+iqeQ4kB4vTYTGj6ONH0drW4w7VfIkXIcWb1TtG4qDYSIK9daCEQzDxBo4VnFOY0OgIolGOVpa65CunJwPCyHQdJ2GhR1Y2RzuskvoWH8d/sXrYfcfYKpns9BqanumszY79o8wkbSAPnT9AB0NJovbAxWD2HzWe5AnJbi2i24qg2pGlUeVefFfYT+pwtiiEZNE0vv8xrZ6QhHV1tKVdB/qJ5OuXkGuD2pVg2qhCaIje9jYaXJwxGYsK/GZOgvbwqxaGMfZdiNi/QshMajCsCybZN8AbpkYne4zibS3VQ4QYm3om94EQPJHHyd793crbji/9SZkNkHsg7/D2fxjWnZ+mf4eby/5jrMvq9rm2jZDex/H2v8IxoGHkY5N+NwXELng+sqs3kA+Mcbxu3+NnRyn6axLqVu+3vM6tbDxfZ9l4ImHGDtYqRd3zoe+SKxr6QmVVYU5YzwH/vJsNdKdHcENasE3N6HspT9W8sY+GW1A1y4sIGeVLfTHqr8zKQu23mIyKWWV/MhspCW8JCWmwdRklKJ6Uj17TEeme+ybqa850WSKJ0qmT63XbBYfhF4i8YsRcF51eDr6USNQqMuplp2ZgprPQarxiTBm8aymvMtFWSFQHl5TSeLimDdQrxZOaoUZg7eHtpTqW5LFb08oT62pi1ZQGKsXtON1/4lFXkApL8DUNjgVut9ztvovHn9xdhrlKTrx1bdVkdTFLldKFytrq8CqR28m/ejN+FZfTOPHfoIWrgNAxJqrCy7gWH+6RHBLSDvg2DbpLbfBlts48ssv0/Wit3PG332t6tx8KsnOP/yI49u3EG5s5YyXvgk7nUQTEDahlsCC40gipsBrShU2CgFcZTmFHFeStrz7dSHAkibRsOpzhKYjCwRxa3ucbDZPf+84zjRmITvSC3IJUkrlQOS4kwsI5chYkrzloOsug6PV89Gc7fLIH28mFIvQ0NbCknkRwmFFwkopGRiuwRMAKUsQNyUDOe9+cld3knn1MZIZhwlp4OTyRH2gldXRH1bOWpbtkrVdxrdvxVjyJGYuRWNAY3iKB30wGmH96pL3cEdrlGsvXsLOfYMMj2UIRoKsOGMpSzeeCRpM5sDIJiDSgtu6Cvu+P9DWGuLo0URFHighYOGmjcqLXGjIUD2aYRK69I2k/vjlqvsTmoYvWuBEfAFEvFnxM0D9xvMYf+KRyaSTpZMg3lY/+VO6DlYiAa5Dgw5aR4SRkSz5vIM/6Ke5s4HGSBq3fx/4w8j0GELTsEcHye17fPIb8zkOeV1HThGND6y7isC6q5Cuw9i/XY9zfE9pZz5N+g//ibj+E4Re+1XcJ26E3u0QbYDWJQizjIzXdBXJPwUyl0QOH1Iytlig+xB1Cz3lfWVmDEYOKLvauBRxAomdhRCw4bXIzTdUOpUafsSG1z913e85W/2swWkluc8999yZD/pzQj5ZewAuHdhx0yTBPYnUEPL2L8LL/wdR1OsL1nuvMJWR52q1rvC7GDbtWJBPIYd2I1rPKB0rXRjcqUjuIpK9StS/MN+QdragXegxWQO1EpepITTWeSYcerB6u2bAwudVbjP8heu4CF8IGWmFpMeKYSCmklUW4VowpGQ0ZD6Lu+t+5JiHJ3gRph/R0F65WJBLe05+zUgE98LX4iYUkSHqmtAioUq9c9eF47shMQhS4kyMVk2MQyGTeZ0Rjh1PVlymrS1KPFp4trL4T0mb2gyHMaIaYnArpA96L3BIF71jCfaeRyo2u65k666hyUEagOO4HB3MYRqCzkY/Ukp0XeBOM8pxXYkuBP5YDLH3dpwdf8I84xrcF/09uZv+jZamIOmMjTOljOZ5TZMENyjS+syzF7PnyaOMjSjPK13X6Oyso74uyKFDg0ykLHShSO+mmCK+64KCszqVp1O0rWmSsHYf+i5y12+gkEQ0NTBYQXADOHmLVFYn1r4IHBtt+cXoF7wFy9UYv++3ZG77LkGPuaq1616cxCjmdR/nnPYLuOk911QleGxdfwFdF1bKxuz+3fd56L//gfSQIsUjhmR1HcTv+AHB9VfQ8enfKY9/4Nidv+LRz74FJ1Ma3HVc9nLO+fQP0AwTa7SfsTt+hD0+SHjVJqLPe0GVnnegvpkXfX8zh279Gf2P3Ys/Xs+SF7yRhqVn8JQxlwV6DvwF2uqTSYIoHSU7UgyfFNrJea0W4VrKFpYnuJGuItTLI6nsbKUEw0mhYOiFoci+2UAzqcqMdSpwKgb5mony7LZP3INZ1vCynpFoLzvPzlDpwf0MeRDbGTWmMgKqHU5K9/wUIZdgVu1Q9D4vejebwQK5nK+dDNTJFSIAY+oevRJK6v5qzetamvlOVh3vi5ae6dRjrZRazCjKnbgFPfti4nQvz2zNKOQFyBV0v7WCNvgJkuVemLPVf/H4i7PTQPbeH9T0wnYdF8dyqqZ1+Z33MPbND9HwQeXconedidZ1Ju7RJyqOc1zJRJmAdt5lkgyWEmyperTDN36DlgteSOuFL5o8duJ4Nz96y5WM95QimTd/69+44I3vqXkvk3FYEgJCIg3I2OCiNKVDhpKBBIiseh70KKcuTYBPh3wNUxdZdT6M36muYZqQV/2UEIKFi1uoCwp680l2j3gvQC6a30R2eISBhx+u0KbWdIFmaEjg6LjLRE4CpUr4tZL8ZMqGnKsWWXMjCUZHEnQfjnDx619LrKMLkR/FH9xBLuNto0xDxw36cSe89aQtR7JlT4JsvnQPhgYL44JoUMf0G0ghONCXYSjhoPjsXtjxDtVGhmReECYs9YyDBixZv5xIex1MlPiWpvoQF5+7QN1/2wLlLFeckzkWINQ8caQH14iAlPh9OosWxZmYyJHLORiGRjzmJ1pXkKgL18GTv0K2rCD26k/jDBwh+2hJalVognBTXMnRCg1t6caKeaCvsZnOV7yJgVv/QL6QR8zwmzTObyFQNv+2U8kKJ8W6ugB1dQHQNHz1TQih6p796qshNQKajojUYw8fr4g0102dSH0Qq24Z1vgIWihG6KLXEn3+e5GjR8lt/lUlwV2G9K1fJfSCj6B3bUD2PIw84pFPq2MjwiyNaaXrIO/+CvLx3xTGMAJaFsLaK2BkP7J5DVoZp+UeuAN6yhJV7r8NFl2M6FJ8k0wNwcgBpJSIhsWISFkCy2KbNy6Gy/8Bjm5GJgcRkWboeh4iMHuyvCbmbPWzBnNZUE4lpskCL+0cHHvCe2d6BI4+BgsKA5hoW2EgP014ZnEy4Fgw0Vs5KU6PIOPzlSwJQKK3kuAuIjUAkXZ1LS/v7SKsnPrzgtDAb0DHWji+g8lJjuFHrr6a7LbbsYaOYzR2ENx4LVrdAnXIRI86tnWtmhgkegurpJqayIQ9EnMW9E+nEtzSdbGSCZx0GpDo8QYCKzchgjFIj5XqZNcmIzRdoJ3zQsTCS9Wq66G7YGAXk2HHPj9SU+G4UkqVAdn0VWleNTYEicf9JFLKYMSiAUyfjnRshFY2KSp3ZpISd6gHTQhEdhzqOzwn3MbidTh9h5HjJYM8OJqpILjLcaQvy+hQBiFUMpJ4UBD0eXewvkiIUGPDZCJK59Ffoq+5Gv91H8OYtxT/fd9g5ZocI32jJPv6MYJBGq97J7Fj98JIpTxJIOBj/cteTq51OdaOu/Al+smMjfPItqNYdsmQpiyHlC1Z1FQ5WcynMgSL2aLtLBBHC8fIDxzHyXk/Q7v/MNpHfo7RuRLpOOz68t/Q/Zv/m3w+Yb/G4rYAgYJY+FDKoXvExvmnt9N2yctYdf07uO7/bmXbN/6F3sfuwR+tZ+kL3sCGd3yiYrDRff/N3PH/vbVicSNpCx4blpzfAmy7nfHff5X6l32YdP9RHvnUG6qI8+N3/pI9i9fQsXwN3V94A7LwbQ0CwWUbWfT5WzBilcmCDH+AZS98E8te+CbP+z9pzK04z+EvEa73ZG/m8wreoEUyzRdVeTdmJI5rfEtWSpGUxYGvla6WCgNlo2tKIcwWslBPDTWtnrJvKswg6Mb045BnClJCMKb+zY0/xXaZ4Tpev09kolKLVD9VsLPqPfRF1BjKy9HCCBWIeY/nrJnqvKcsBTNLol86ECwkiJRyeueQ8nJz44qYNgJqjFj8VopygMaUyD0rM31SWCcHjl99f47lfaydUd+6dCv324Dm847EEFrlwtWpwpytnsNfINzhnpr7pJQ1g3Yym3+NM/Hv6DE1lwy+/QbS//Mq5PCRUtmurOi1is7SlkuBJC19V1v+9b08/9yrJ2Usb/vCRysIbgDpODz4w69z9oYNZKYkbiyW5pb9COrqb+rnG/ZrGIMHob4LOdJNLp2nIwiHPUyxGY6x7A1/j9i6GPnAt5RkRyiMm80gHUc5Obk25y7wcWQiy1RVjWjQZMPaefTddWeVA5HrSBCS/owsENyVyLkQ1BRpnHEEtqvyLgmhdLKtdJIdO3q48K1fReaSLH1oLztu+UP1TSBp89tY6eL4xBvJrFuRoNJ24fCEy1kNAXRNsOd4hom0U/XsQM3T6kxJR1ke8cSuJxGXfwD55F1gV967iDUq72O/8se3kwmy/b2kD+3DHh0GIfB1Lcd0XFzbJZ3I4loOAV0jGDQxTQ3R0AaxZtUgrg3HHkMsvoT6j/6E5H+/HGvXPQih8mIJJFYqReA1X0RLHayKBgovXMKiD32e7GN/wD26E0NzK3XpHafa07sI11WJVYXAzWUhV1hocB2ckT7P8bBu6BgiQfOXd6vyk8Pkv/8e3H33kkvUtqsyMYx9y79grLgUFl2AMMPI3q2QHoVgHaJ9PaKt0kFL3vs15KM/Kd8CA4fgsT/Aea+AwR3I2DxEsB45sLOS4AaQLvLgXRDtQI4egt7Styd7NiNb1iCWXFEdSR6IwrIrT32mmjlb/azBaSW5f/Ob3wBw5ZVXEonMPjnisxXSsZXcRz6tJn/BRoSvrMc0p/G2yteYvBaRKhGXQmjQsBiZTynvmFzBa6XoHVKORH/1NsdC7r0ZcearC2VP4/Hs5CHSVtDHFsouTNVdHD2mtusGOGXXEgL8IbXKWdcI816tOjLDj62FGP7uZyqSLY7/7qs0ffzX+FdsQjYuhdwEwrWhbgFSMxFWWmXXzY7iZtMkHryZzI6HQdMInbGJyBlnI5JjVQR3dqAPN18iEt3BPpzNfyJy6csR4XrV9oUV2Nph1Jpqx8wIItyMWHwZri8MA9vVdQaP4B54FKyckn5xHTRfQA2yKkhMgen30xiYYqg9LisLK+24Du5ANzI9gV7XDPkcbrQZa88W7GMHQAjMecvwrT4P/4XX43Tvwkllka4kMfAIMOr9aGWJS8/mHLI5aK0zqohuIQTBhrpJghtAptSiiLSziJ6HMLuWYQKhZWUn+sbh+i/g/PQj6j0s3NOoEyXXO0jEltTVh5GRLp584nAFwV3EaNqlOesSKWsvWTS4QkOPNxT+q1acofaA1xk5htG5kn3f+SyHf/bfFftSOZe9xzOcMT/EvkGLnX2FAc3oNo7t2MbOn32VF95wB9d+6aaa5QNs/e6/e0YD2FJwLC1ZHIXE3T+h/mUf5ugfv19FcBdx+Dc3YMvhSYK7iMy+R+m94a/p+pi3Tvwc5nA68Odmq3ELXq3SLskhlHt5TvX4nBZTBqWuUzpfaMqz27UUaXYynrT5pCLLoCCVUKsaOhhGgaws1utkPIhdVf/JcYNXGYV7NoKKzCv3YC2Sftmxaa5/umUznNJigz+uPHvLI9tONyq0yme4nijEn8/Wg/6E61K4ftHT2AtOXr1juQkq66udvgWC6VB0aJgtwQ2lBSY7q765QH3Ns4DpCe4inFwpurBmOWnvBQC3IBVo1hIlmMMcTi3+7Ow0kO/eyfjNN2APHMG3YC3x578To6mUkM6YfwY88BPvk6freh0bd7x/kuTWW5YQ+fRD2I/fjLP/XrTebfhNA3/vPeRSmcnyXFlNcAOkBnvZ8c3PcOZ7/oVccoL9d/0eLzhWnvAlr6f5jPPouek7uLmMmlZPU9VyaxkP6nQ2mMjkMHZyGLd1DbmhR1gYUV7f/dkyeQ5DcOFZXZjYaBe/C7nmWuSe25GOjbH0Qgg34mYm4B82EfVbXL8mwMM9FodGHYSAJQ06F1+yDnegr4rgnoQvyNhY7QTbTkHiJVVu3qTyig/q0PfQLTi5LLo/wsZ/+hHDgy+k77F7y+5dsiQqCejKM9wUEktWt5ag5DVeDtuBsYxL0BQkMk5hocK7tRM2xMoUrdx8DoJRtLOuRR7fj9TDCE1DuCnlEW+YWIkJRjffT26wFHEuNIGmQb57D1nHJV+2cuBYLvmsTaTFJBxrrCA1ZS6FAJx99yEOb67S08bOYz3xJwIv+DByz02V3I7wwZN/wC+yyGgY6TiKsC68OXIGmTDXdSv5m1Ktap4jE4PKQU83yP/w/biHVSS5Nk2yTaEbaAO7kMN7Yf89iCs/jta6pvY18mnktl977xzrRY72IurbkePdiuTufbx2WUfuh5SHMsDADpXksnllzXPn8OeJ00pyf/zjH0cIwdq1a1m6tFo7dmRkhB/96EfAM5fhebaQdhaG90/xmB5GxjoRYaX3JcwQ0hfx9nyqW6jCLWtpV3sI3QtfGGmlSqEy/mjBm1kWJgjp2qHSyT7c5ICqWw0PHVnUHww2IMZ6kKPHFKEeqlM61MXOOV8wcJpOSaezsFJV7gGe6ofODQjdZOxrf1dBcAPI9Dgj//1G2v53N+CqJJrpIUAgwi0Qn4eIdeKM9tD3lX/A6iutuOcO7SS94xGaNp1XUaadTFQQ3EW448PkDmwnsHKjkj4BFcKVHvdur6ZFVZu0eeciG5fhHrgX97H/qyD+XcdB2hZCCBXOJIRaBJF4J3OZxeqdTI7hWjkYOEqm7ziybGU5v3sL9vGDhK5+I8biMzHWvorUDe9E90reWbwkssrUJ7KSYJnjtNA1om3NaFMSN2rzzlT/GTpQexKaTyJMH8b7b0TuuYvUwW1s+95XSPaWIhbqWpvYcNnZDA55hBcXMJZxKkhu3WeC6cdsnYcwSiOSY8NZth/Kks5LQj7BwgaDjnihC9MNjK41uLbFkV9V650B5CxJ75hdIrjLkBnqY/N//A3X/Pdva9ZTOg79W++rub+oryez6hvPDvfVPDY70o8Me5MeY3f9lM4PfBVtauLT04Jpwqqm8aiYw58X/pxsNU6+oLddBjsDvlgpa7rug1q5L4xgpRzFVEwlyEVBdsGqPRGclkh28sqOTquBXZDEMMPqOCtNtTf2CWBagruwPZ8oEYnSVQvFrlXypjUCZYT7VGiUhzVPi6mk9Il6ugihCNyCXBtylvIxM2lmz0SWz8pDW6hx29T38VSi+D5ORxYXF3uCjSW9dyfHU3qHThqi8O3V8DqfRI32l456/33TkHzOLJPCFp/xdATBdB7udvZpJLnnbPVfOv6s7DSQuOen9P/bmybJt9SDv2X8xv+l45//SGClmusFLno9qZv+CzkxJSGiEIRf9DEmfv3/PMsWwRh688LKbbqJseGF6N13QoOat88/ez377lZym7pGwdPZu18/eOO3WP3mv8fKpKv0isvhZJKsetdn6Vq2mCdv+BzpsVFcWbtHCgZ0OuIGpi4wyphc13XJFCQqNQFr6mGhLRnPg0+DZYuiGLkesj/7R0Jv+xpjY0l23PoAQzseJtDwM5a95K0sef7r8G98IbmHf01dUOPqZZXzivhFL2bspm/XvBcrlZpWtcyRSgLEC1kHwnrprs1gmOu+fgfHHrqV7t9+lfQDv6XJX5JoEQLmhyUHk1TMXjWhCPBa5tZy5OS+6cz2VMXOUFsHmqHIbLHqIlj3Wjh8l4qsH+/DtW0G77gFJ13J20hX4hbqa2W953HJwXHqnrwfY8k6tEidur86lZ/M2XFb7TruuA3x1hugYREM7kEm+mDsCBx6BJCT9l7oOlowBI6DlC666cdOJmo2gGbouLbHgxK1x2paxyqEbuD2bJ8kuAGMgB+haSWHtDL4O+cjinzCwG7Yexusvq7quCLc/j3Tj50Tw1DfXhqz1uLQwFvmtwA5sBPxtJHcc7b62YJnVK5keHiYL33pSwghnv0GefyYtyf2xHFkoK6U6LFuoZLiyI4zSUaHGhGRdlh9HXLbz6vLaF6GaFvtfd3yD1o3keEmGNqn5Edm0gI9/igE66q0A6XrKu/u7LgKU9lxIzJTNglLj6iJWesKRbAH4jBRIFPFlDXpMhKymGDTHhsif2SnZ5Wc4WNkH/ghgXkLKicP+QSkB5Ft65nYfHsFwV1E7sDjZDZcTkBK3FwW6TrYqdodnn38IKzcWNrQtlJlQ56aRLN9JcRaCpPASpkIEaxHHt5aMQmykwncXPnkXhEUms8/xau7BCldXMdG02t/crlMHs2WaHa+guAuwp0YxnryPnyXvw35h8+Q2f0wjWGdo7qF5WGjvAYFWculrqsTK5tDM0x8oWCFBzeANAOIrvU4u+9EhKb3FpFCwzn8OHZ/N1u/+llSE5ULPGP9Qzx531aVAb3GEK+8jlqskcjbv4TW9xii98nJ7U9u3cejD5YSL45nJY8ft8jaksWNJsELX4de10bm0Fas8eGa9e2dqO1Nd/T+P2JlUpjBQnhaLktubIhAQwtuYpTHP3wZmpOn1gA4ULDrobOuBqCu/N1DhdblXKW919jeDumjnuXIXIbs6AC7b/sthx+8DTMQYuXzX8XSy1/ivYDyVDAXVjWHWeA5Y6uL8gdeyCcK5HbhnffH1bGTCX0FmCH1V0z+OBW1ktFJ9yQ8Yss0q7Kjhf9PlRIp6zOdLNTQszwtcAuRa+UEoCxsdy1F7tUkuZ3Z6ZV7Tcgkhb5nGi9xoVUvNugmsyZty6/7VBNE1kqmCep9mW2C05O7uGoLJz+7S7h2weP7VLxHAsxIwWP6BMhyM1hkB5g+EmAa2LlKklvKkne4dCA3Nru6FMfGmlEzsXdVZGM5ite1M4qoKyaK9dLrfqqYs9VzmAHPGTsNuNkUg196T5V3qZueYOBL72H+l5TkgBZpoP7vfk/iOx/C2veQ2tbYReTl/0TggteQ3bOZ/M57qsoPX/MutIDHAtTY0cnIU4DmJQtwbZvDW7bhz1kkp+lHc6OD/PGqOIHmDmLNrUwMeniNAp17f8jAB/8XN5OiKyQZsHSGk7WZ4lze9ZSSdD2iX8OG+gOQjovUBdmHf8XxLXfy4GMHcYqnHNxJ3yN3Mbh9M+e85dPkd9yJTI1VlBU4+yqM9i7M1ZfB/gOedfM3txM08mRGvOdV/qY2nB7vdpBAfNU56P5SlLsQgnmbriY2+AjHtlU7FcV9sCouycYbydouIZ+gM2zx5MEUedv74cTnL1RypL0H0aYZOpgV3aSg/ZLLSz/bN8DxR1RfXtcJ431kug9VEdyT9+ZKmMb0IyXpYz2EswmcYBR91cWI5Bji0MPT52jQDWQ+g33oMWSiF93uV9H92QRWMkHi8GGs0RF0n0GkpRFfODRpLY2mTuzB6mhnvXMVxqu+QP6bby05LRZbQdMKCwrVN+K76oMAuAfurzxHCIKNdWRGxisWe/xtnYSXrKhshiObEWUkt8ynC86VdTC0H+77EtNG/gUL0qXRdvU70gbpGnN83VSu/V6ws8jxXtxHf4Hs34uItaKddT2ivQb39lQwZ6ufNZjT5J4FpGt7J7pRe1XYbtGbW9ORsU71IueSasIcbFQk35nXqwHxrpsVeS00mH824rx3zL4yo4dLq1XT6kKKUkIfq+iVVuhEJo6VyPPMuPqbilwCkoNQ1wH1nTB00Fu3OxSfclkdJ+Utn1GEO9qD7OhU19UNhF9NVmR2DA7fRWbbnTXPTe/cjGaNQ15NruU0OugVnYnQoHUldG5Q2ugjh5G6iW2Bc7wHMXIj5jkvx/AyPkMHS3XP53CzHhN76SJdGy0QUJ7lk5IbAjStIEviIoWrNJ5FyeM7OZak7/AA+YyaZBmGRjRiEAyY+AIGmq6eczprc+S+h8je+xg+zSEsc8RCBiva/ezvz5Mty77t16RnskXT0NF9JrrPRBiGWpzRNGRRoyvahEyPk//hBwonBNDnLcfsqvYasRJpkl94GU7/AZJZh9SE98R5sKef5q42+ru9PZvrgipCwL/iLGJXvQ49bMCyS6FAclt5i8cf8U5ycWDIYcXL303szV9EDh/CvOVTGKaBbXmT2f4lZ8Fjj3juk66LtG1cy2LLl/+R3b/6BlZqAn+snpaGOMbgIWI+GPK8TUlnGPSGduqv/ygA8658FXu+8zmSPQcYyBa9HQrPPCWIOirRzFSIzhX89N0vYnh/idTfc8vPWf2i1/P8f/n2qSW6hajdj8wZ4zk81zBtIkKpiCy94Mmk6YXoqIw6TzNLCR59EbDElMzrgdPgtVmRnIHKgf7TIbvhcY3y7166lccU9zm56T1ca5U9q/1yBi9pCcL03jVdbpGZcDq0s4tkckWbztDmJwRZNjadpgyhK7L9KetuT7m2kyl49E8XxVAGI6j0wZ08WNNpvUu8tePL96Pez3yqjLSfpYQMMCljBEpqsJZm+XRFaYZaoConwZ2cukffKe4r5mz1HP6MkH70FtyUd4RL/tAT5Lt34Zu/CgBj3irqPvR97Ed/iUwNYSzZhFh6MQCNH/sJY9/8EJnNvwbHRgRjhK95F7FXfXJW9XAdh+NP7sHJW2hCJSTM15hWaiiP4dzQceJ5mBB6VX++fH4dodwEuUKyeV0TtNebaBoMTHj3v6FA5WRt37DDvmGHlCWJGYIlUZe2YHWUsBACx5FI12LH/sMlgrsMu3/2ZbrGtxLMjSM1gdR09KZOgue/CN9C1b7Ri17C6G0/xU1X8xx1l7yQxUND7LixWlIiHAvTEUhQ7ZJWQtfVr63aJl2H4IJlCF8Ama+eUIUCBmectwzN9EFdG7YDC+w72Hewmtysb2ti3hs+jEwMc7j7iyRHxrGQHnHMEPMpHiTY0kbHpVdSv2I1ds8+rENPIu/4GVpTF+YZF6I3zYP2VeS3es8VJ+9j2r1lzyuTwHnsD7D1jyAE7nRRSM1LGf+b1cj0mCojWk/oouuxhkcZevDeCu/p9OAI9Yu7CDc1QH0n5qpLEdtuwT68XTncaTpmYytmQxyx73b0s16G89APq+qoBUMQacAdVI5XIhTH9+J/wtz4MuThB+DQ3VXV1E2TcEsjju2gLzkHU+TQQx42r8DRyPQo8tEfQM82NQ4JNyvJWukggxHIeHBsviA0zYdwi8ofB4iuc5GDu73HMrpfjec97KHM5XG+/mrFy1Hw19j2G/Tr/hFtw8uqy3oqmLPVzxrMkdyzwQlM1mQ+BX3bKpNQjncjW9cigg2I9a9Ern2JWkkOxhFFKY1a8IUnNbmlnYVEGVFY9Gby8jAPN5W8y4VQX7QRQGZGKr3Ds7VlJEgNK5LbF4QFG6Fne4EwL5QZrofyTLS+EORGMSJBhD+IzHmQwUJg+jW4/9uFpJAg6+fBqiuU4JaTYzrT4R7bAXWlAYHQdbUI4QGzc4n6j+EH0w/D+9TvaD2yYw2pn3wG52jJ4zx7z88Ivem/8F/w+tL1urfiTgwhrTxC03CytT2gpG2jBYJIXS9JzExFsA4h7EmSPpPKcnT3MaXzXYBtu4yO5ZFRSS5nEY4GSOddDvSkJl+1FEqJuynm4vMb+P0aQpfUBTUaghq9Q95hwI2tpfdNaBpaIIhe14RcfC4yECX/x69VerpbWZxDTyBMA6NtYaldcjkm7votMqfepVor7EV0bDyHsZE7yCUrV8WbYwbRkI6ULsLwk3zsbvRoHaFN16OtvBp238pA30hN0tp2Jdk11yEMH+5D30az03Qt7eTQruphl6lDhzbK/hp1bF1/Pr5onHs+8w72/rYUvpebGOXoxCgxE6ImWK4KFyxOqDUkLSGBWH0xia619Gy5k67LX4HuD3Lhl27j12+/kolDByuuNdJ7jK3hCOfHklU273hsOcOPVGuD7/zdD1l13WtZdOE1Ne7gJDC34jyHPyfMNOso3+/kKzWKnbwKmwzUKbvqixS8ugseotMtKgvtFCSGrCiQWRF1J1xmGWqNa8rJXs/Ei4X90+UYgdOr9exmVdLAoseslOp603lVnzCmI1k5uf5xNm1+0pjGK1o6zOgdfTJwi4nCZmirIoyAus/ZJDMtjlu9UHzuuYkp79ksn71mgjDUN1+ULgrU1dCZn+6+pLeXt51W484T0v6fAXO2eg5/RpBTI2qn2S8P3Iu850voRWKr/wnkk7+F538aLdxIwwe/izPx70qDu3mhtwd3EXVdEG2d9OYePnyUzPjE5O6wDilbYnvoQptlQ4CYDxYaAru+k/6e44qYXdLA2aubGd61t+rchojBUMLB9eiiWuoDWLkcQgi2DbrsGS71KUOOYCinsTYuWRCRGJoiJg2fjmZoOLZL3paMpmv3U8e2P8qyVh9CB3Bh+GjJo1dKtHQv7W/6EAO/+hbWwHEAhM9P3UXXETvvSmKHHsaZuICDDz9GPq1IxKbWehbGbHQBhqYiVadCM00WrV6AzE0gCnlHpG2Rfvi3ZO/7HuEFS0ju21F1XtNlz0dbs07No6WL4TqsuMbAfHw3B7btIpfOomkabUu6WHvhRkiMI/Y+wIYLz2DrPVuRYylyjsQt2DyfqbFsYQML58VxXUngeVcjmheT234f1vZSFIA7eAR770MEnv8uNCGVlMk0cBGM5pXzsF+HiKmkVQCEJgjEp7yHBTuv5ZPIQLDKYU4G67H3PlS5LTFK8pbvkUq7nvIgY929hK55O7qhQfcj+GJRzFUbVSJN3VBOdQBHHyHpX8bI8Sz2xAj+kI/65hj+aATfWVeiN3Uis2mklUOE42jnvRbpWMgnfoEWiSFCUeSURRAhBL6FazDXnA+HH/ZupHkbVDl3/CtMlPFXqTL5oXiLclDIlS2Wm35YcjYi2qEi7FODyHAzItICZ7wS+eQvy2y/UDnjsmOFnDFTCHDdh7vtpkmCu9S4Ls6f/h9i1ZUqCeWpwpytftZgjuSeBYRuIid1Oj3gLyOqh3ZXEtygBsEDu5DzNyGEhjB8UN81q2tLXxxhpQsdQIKqAbjuA0TpYxe6WiGLd065CaEG9PaUkMzpJoTlg/dwAyw8R3mSu24hAVWZxTf8EKoHQDN9RM69gsS91Yk5QsvOxDh0f+V9jPbAIz+HddeC6Se0cgP5Y4c9q2TqFlBOcmvgCKaOHPT2pfgufavyFpqq05QZJXvfryoIbgBcm/T3PoQeb0SzJnB23I67t5QgQzoOcjaeYtO0qWjsQssPM3ZgCMeySIwkKwjucmTzDmHdIJvK0zNiefINOwdsEmVaJUfGXBY2mqxc1saR/f0VZdc1hGlrr1P10HSEpqNF4tA4H9E0H2fXA2Bl1TmSChkTZ3QM47wL1MJHtJXszscmCW7AM9SuCE3Xies5nrdxAT2H+xgaHEcDmqI69WEDKSVWziH/aGm1eOyWH9P8ga8RuPYfMe/9Nfz+wZrlG4Gw0pc/vBmAZWcsItHbx9BYiegPmIKFTSaBZA+Ln3cxBzdXhjfqgSDnfuBzpPp72Pf773leZ8KCvKN03cIG6ELi19XgxjZD7HnoHnjoHuArbP/qJ7jkf24m2DqfwYFBz/ISqQy5S15EaO9dyoOicyWJ1jXsueNPNe91z59+cYpJ7mnIu2kjReYwh2chNINpCeLiwq8sesBOPU4qOxtUtmxGcrscZsgjsd/JYKpH98lgaht4Dayns/2zWNh/pgfr2XG1EFGUT3kqXtxe0HU8XeOmYrak+tOREBPUNyAKEz3NVO1SS4rjVOCEyhaqPrPxKJcO3rr5BVmhokb8ycC1AEt5ohcJ7qpvpPy3VAlYi/cqdPU33b07uVNMcs/Z6jn8+SC47gowfNVzUsBomodvocoLJLMJ5H1fre4HJvqQD30LccXfAKDHmiaTTM6Is98Id/8XuDbJwZGKXUJAkx/G8nIyAaVA4tMUmVuOsGbTaB/nRS9YSjCiokLU/Km6rzd1waJmH8eTkEmre/YF/DQ1NSBS/dhA2oa9nkoMgr0JNffwadAWEXQ0hCbndzOZYq/9ucduw7d8Y8FuSvztXXS975Pkertxsxn8HQvQAkF1sJ1n8TkbWLDhTNJj4+gDh9ATg2SH1NxmRbufHceqHavOePEr8IcCalGibhFuaoSh/30P+f2PTh4TCBo4vjDSBV9jM/XnXkhkWUFCIp9RNrjARSxet5KFa5eTTaUx/T5Mf2Gxc7wfXJtwNMz5zz+f4cNHSI+MoxsaPp9BNOJHL8xn9aC6J3e4B+tJjxxLjk3uT9/EjETx2w5CE0qaBOVUZbvg0yFtwbExuzSKsmA0Bx1htRhSN6+lIteVKsOdJJ31QBB91ZVIoSMzE+jLzif3yO9g6FhVldxcDifpvSgkbZvc/scIRf2T9RdCgFkpmdW77UmG9pbkYfI5m+R4lgWvvIpAk+KLRCCECIQKYwhNyYkUnCLNJWdiHXwSWRZ94dR3MtG4gnAyQSjeqWR9yxFtRay8Brq3VBLcxbpLiUyMICeGFSlvFhwS/UFEYzta0yIlTZIeRg7vg1AzzN9UyA8nSuP9ci5KSqhbAGPdhd8Gsu8oDNRwb7OyyH33Is6orRt+wpiz1c8azJHcs0WsA0YOUjUxNMOQ6FErbLo56XVdBddSOtqhmY2wlBKOPaKyyOaTSH8cmldUkulFCKEGCtJU2WN9YaXf5Gn1RPWgOxCpLeRfIK0BNXlPj4K/bGWyGMocagBfoOLU6LlXoPkCJB+5E2d8GC0UJbz+AiINEUhVDioAtao8cBA6VxE970pSOx7B6qvULPbNX0WAyo5SCIHuM5GOi+hYgzB9mIvW4Vt/pWqXvmp9KgBrb40wJNchf+Nn8LW24x7ZVbVb0w2cGlmoRUFvu1ZCBoD0UC89Dz+Knase2E19YnYhS0Y275DNV5eXtCFhVT/nw8MWCxYarHveUkaGJnAsh2g8QDjsB6EhDBMtWo/eOh/RsRIa5qkQqrEBcokUVjan5nS6ji8cxAj4kCM9aGe8fPIazn2VCxhBn0Y8pDOerp68Bn06B++4m3hDhHltERr1SmNt5ZzJQUQRMptm6CsfoPPf76P1mrcR+d53SPZXG/9Ix0JaztxUaECVzEoIwbyYoCXkJ5N3MXRB2F8yLBvPXk3nFa9m143fZaK3h4ala9n0oX+haeUGjtz9u2kSygjybunTciUYUmK5AidbGa6dGehh8yffxPp3foJ8qna0hLb2ctZ8/ld03/Ub7vzEm3Ce2ItV5iU+FW4Nzfc/Zxw7doxvfvOb3H777Rw7dgy/38/ChQt50YtexJvf/GaChUHrqUR/fz+XXnopExPKw2fTpk384he/OOXXmcMphhCK+PSSF9PMQq4MJvsKT0hbEaezIaikVJrEdkFfuEh+Sbt2+U8LymVQvHafZsK1VlLPyf0G4Jx8GxXrX/WcTyHx7tq1PcOfaYJ/OkhZGWGXHXuaLjxD9IFmqsnpiSxGSKkkTpy8Klsz1Zhb02dI9HoCkI56jzSDyvoX/1941rpfjcGtjPLUnlGu59RU77mEOVs9h9nCqG+l/pV/x+iP/7liuy0Fifb1HHzzRjTdoH3tGSyKpTFMD3vcvQWZTyN8oRmvJ60M8vA9MLBTLZAtPg9yGcx9fUCl57UuoLHAGcbCGkdGnZpdvpu3OfTEQVZtWoUQQnm3RsPkE9Xz6pBfY+O5G9l/LEEynaUuPUIwWdKzHszU7jbyrqA3o+p2NA0dVpYz5wXwaYpAb4roDNXQ/e6IV7edWyRTA/Wku3eRTyaItLXjb59f1mhScRbhBkgNoxs6kbAP10lTHse1rNVPwBDsH8iTzLmEfRqrXvoaVr3sDeoAKw1De0jc9qMKghvAMHUMmaXpsmvwNzYp6ahMQmkx64Z6VpoBmoG084wfO042kSQYjxEOm+SPHcZNJdF8Jr7mNgy/j4b6MPGAKMmGlkFvX4QQArtnb83xh8xnkU4IzdCpm9fGyNF+Do7YDKVVZinD0DGFxDdlrd+WMOIYnLG6A39Y9XV2Pk96cJR8SjlJmuEg4eZGlbxRB/8bvjx5fvqP/+tdn5nGa/kM4K/eXnBGyCdTDO2t1lyXrkv/3bcTXby8ckfLaiWxW3ZzwufHXHEWMpPEzWV45JEDPHnHFqzcfQhNY+Gmy7jkNa8iOFKQEpl3FmLNixCBGO7IIe/7Gj6uCG6UE6GTHC89s75ujFAberS5dEJ6EDm4S+nq59NMfi2arhwthQaujVhwIaysR973ddjyQ8/3oALTyd7+meIvxVbPkdyzhPBHkY1LVcJGK11aQbLL9H+sabK+wqwH9/LQ3dC7rbQhNw49DyPmb0IG6gtJqqbADKo6SpB2rhRKrBug+0vaUIEYTJQmoFIzcXoPI9MTiGAEvWWe8jQ3/BBvL6uDx70JpS2tJiCFVWzXReazCCTh9RcQXn8BrpVHGKaqw+M3177xgpa3FgjS9vaPk9hyN5nd20DTCF32V4RXrCP71TdWGSYhBCIYIfKRX4M/BMe2gGsjnbxnSLWU0lMHbHK/nUfWSF4oDANhmNWJIXUds64RmUsXJFSqO1XHDNH90CO4NUjyqdBmmEgnpinmQM8489ujtHaoRJpSSmQggnnNOz2SXwokkNq7HSdTWo13HYfsRBI/YXwLK5NJlCcSKWJRi5/uoRyjSWdyoObXwGfnyaQgk8oxNpSgpU5HK6yq27aDW8Nbzk2NkXnsVsKbXsyFf/dv3PYPb8MuI5ONUISLPvlNnNQ49vBx9K6z0Y88qDTGTBMfFj6jWphcjzWSTSc4dvAA2fERBvt66Tu0n2s+/TWCja21G9UDGacgWeLxqEb3PMbIV95WM5QP4KH/+Gv6HrqF4Sc34+RV25saeKxpALD4khecUP1mxLM8rOq2227jAx/4wKRRBMhkMmzbto1t27bxox/9iO9///ssWLDglF73E5/4RMU15/AcghFQtskqEFFCK8hZlNkCOYPUxmxJ4NxEpTenLHipmpECCXcqvLKfYzDDKrFQLQhNec66tvdY5imhSO5PafNa8iuzwXT94GldLDhJyRrPpFZPxztYo+1BbfdFCmM3WfA0n+EbBMCt1MV38moc7Y+eWo8oJz9NktTC/VgJ5Z3tFpNPz/B8TnXyyTlb7Yk5W/3cReMbPoVv3grGb/o/7IEjiPZlHNyxm8w9f5g8ZnzfNvqa6zj/BRehTx3PS7eQhHZ6klu6DvKJn6r5exFWAnSNljd9jqMPXlIxp7NcGMlB2hGIlIvP0NEL83eBGu8XZTpMDXKZPImRJLFGtbgYamokn0xX2YcxM87Pf7mVRKLUpzUHJO0hVY76jGt/yxI1N5DA4WGb7pEkS5tNzujwsbrDx4MHMlhTaIaV7T5C/uq+UsSayQaX8sR/fJSR7SoK1ggEWHDJlSy99oVqvh5uQVt4KTLQjNx8AyCR2YLWeCBYsQjc1eijq1H1eVq8mehLX1eqt5XDOfAA6ft/U/Pe0of3K5LbysLoMZDtEGsDKwe4ZCzY86vfk0uUJCd8pkZXRwjT0HCzYE+M4W9sxhePowdDuLks0i7YGSHQWrrQW+ZN/p4NfOEghzImg+nS+2HbDjbgalTlvkpmbISpIgYd22b8aB+ybI5rpTKMZ45Tt3AevsaFFedqsSacsd6qOuiGhmaantyBMEwC7fNKEmBCg3y2kIxagtCY6Kl2ECsi03ccKzGBGS04UYYaEYsvQ6aGkUYA/DHGD+3l8OZHGTvWi26aJPxxDveUOBLpuhy6/3YyExNc/98/KBVuJZG+MCIQr46ZtPIlgtt1cTJTOKZcGvv+nyCCUbT2spxgvY/DyOHKY10HksOQHIFsEtmzAxqXwhMFZ7yi7fQar2kGYsn5NdvnpDBnqz3xTNjqOZL7BCB8YfAtAkDmEjB2uPKFFTrTDnwD8RmvIXNJ6HvCe9+xR2HtK+Dg7ZXe17oJsQ6k5lMeKU7ZBNN2wLGQwQaEdFTgVf0CGD2CO3gE6/5fVISLOT37MDdejdaxrNKTbTqPKymR0iW9+U9kHlPSC1ooSvDMCwidc7lKHlGELwiZGuxsmee45g8Sv/Ba4hdeC5F2RHwBpPoxVl+CvePOqlPNi96MCKvzZft6GN6vPOeF5kmK683zcDyyEAPosQZkDWkaIQR6vBGxcD32ga1g59E7l2M0dcHRbaRGx7FSSXRd4AuFEEIZGT0aZyLJrAlugEBhYBKMRYgISA6PVez30nYrIidVuJF0bNLDY+STKaTjoPd8htC5VxFaf5E6sGkljHdjHXwcZ9RbViOfyhDa9IbJ3/Lww/gHt5LWtIoVUl0TLGoJsLBVMDyeZ3w8X0X+ZjN5kgE/sZCOY7vYuekXfpyEMoLt6zdx/XfvYO+tv2Wi5zCx+ctYeu1rGPvZF9j1//0IaeXRAmHqF3TQtmwewZYWUsc8DLvho09r5rb/95GKzePHDvGrD7yUt/z6cRqWncnIPu9v0Ms+OdKb5AaQmSTLGnV2DVbfp4ZEB3oeVPIkRsEuBnSl+z01ccq8sy9m2RUv877QyeJZHFa1Y8cO3v3ud5PJZAiHw7z//e/n/PPPJ5vNcuONN/LDH/6QAwcO8KY3vYmbbrqJcPjUJPr605/+xE033URTUxNDQ0MznzCHZx90X4lksjIzL0BXwCPiyQuOVVuuwE6DL1rmaTyNXvJpwXTlypPmT2cs3wiodpnOy9UIqY5ONxXZnU9WL0Y/JWJ5BimVmbzMnzWY4klsBGpL5pVDL1uAtjOnVxvdE4WXazLBq6G+RSs1DZF8ApCOisgI1HMKXuQTw+T3PkOkhO4vSSOdKszZ6irM2ernPqKXvpbopSo54Y6v/D2Zu6vnd2ODYxzd183CVYsqd9TNQ5RHHNfC0N5KgrsI6eJLH2L5P3yPfV94C24+i+1CTxqcoia3BDvvIhAEDTXWdyVIJI1lwwSrEJ3r5nIIxyLW1kR6ZIJsMqOmoMEQf3xilEy20tYNZgUJSxIxlWnThMT10AM3hMSZ0tW5EvYOWARNwbIWHxcvD3Fk2GIspxFZeQ5Lr3wR4dv+fTIHVDl8V7ybLf/fW0gdLXmx29ksB275PYbfz6LLr0a0rwdAtK2Bs9+M3H0TIjWuej9Nw1dXT350SmS2phO4/E1g55Cujcynsf50A3KsD+lRj8lHUSCj7bxF74EjWPZ+Gi96OXGhbnrfTTdXENwAecvleH+GBZ2l/iQ3MoQZjSI0DT0QLMnHCIEWKiV8NLpWktv5sKfzodANREFqZGwiy8Cwd9RQzoWAR+C83Pga2PlbskOjFQT35H7XJT0yjn/jKya3uQfuxN+1kHT3ds/61J21kZGH768a/8TPuQgtUkfiyX0M7txFdmQUX9BP46J51He2qujmGcY7ovMsCAYQdV3IYBPy7v+CfhXJPj6a5vHf3DTpuGflLboHh/Cyf33bt9C7/RHazzhbbbCzkOxFLjwftv+mYpwnyxJN1oxQlhJn592VJPdE9SIA+QwMHWVyLGDnYF9JkrTo+Obmq6+jnf9XiHJv8VOBOVtdhWfKVj8tJPePfvQjGhoaqraPjJQ6xy996UuzKuv973//KavXU4KXLIkQYAa9wyhjnQij2vu1Csm+2oSyk0c4eVj7Khg7orSKABmsVxIluXFkxsODSrpqcmH4VSiHL4zbtAzr5q9V66HZeeydD+BrXzZZb3whlaSj2EFNGg3UBxuMk7zrF2QeLQ1O3HSC1EM342ZTRC9+San8zrWw/4HqOgoNzn4TjO2rDK8NNUHnuci+JyA9hG/jVcpJb+9myKURwRjmxW/D9/y/KRXli0D7enDyqmP2WDTwn3Ul6T99r6qtNdOH5uYRodjkKuNUaG1LMNZfibn+yslt1vAIw7/9dmnVGMiMJojO78TQwM2kyA1On2ypfNoUCuqYKsMI8ZWrCQqT7bfej1NWfkBXRtYLbUsXYZx7OWN3/p58WVIVZ3yYxK0/AccmdNal6vkbYez+47Xr5biIR3+AK/KI896CfOAb6KZObPFikkeOVBD3uqGjGxp2PlOT+M3mIRYWOFNdDjzgX7J+8v/h5nY2vOvTk0bi8CdfysSDN07ud7Mphvfsg3gnbWdfjS3vJHf88OR+YQaoe+u/cd93vDW37Uyax39+A5d/4cfc8sEXkjhWGWJVyzTV4lM0XSPi1zirHSxHcmDEnZyOa0IS0ivPdaQiunUBMROyjsRyoW7hCta+7C1seN370M1TPXF+9q44f/KTnySTyWAYBj/60Y84++yzJ/ddeOGFLFq0iM9+9rPs37+fr3/963zkIx+ZprTZIZVK8Y//+I8A/NM//RMf+tCHnnKZzyX8WdpqT2JtGnLMDM3u3Z+OPJSu8qgNNqhFZztXOH4KcXlacArKnjaBo1ARYflkpf3UfYpgtcdql2uG1Rip/Jxgg5po5hOnn5AVYnqCe+o9n4o+8FQllJSypLE9XTLEfEI9FyNQSi72dEPoapGn+B5lx2bpuV1VUI3tUhHO/riKdHzGoiWm9CPCUO0+m7H+CV9qzlaX4y/ZVv9Z2mmg//7qhOuT+7r7ppDcAnHWa2ZVrpzwdmgCYLyH5sv+mrqzrmDo7l+w+48/xdlyT9VhEuXh7S947jpSYEs5SaIEo0Gk4+DmlJe2Yzmkx1KTUowHj02QqRFAnHNUnh8hwCcgJyudXASSoF67lzuQjrDu6jfjH+2jsW0x/g3XqOSbug9r2TrS33wXMll4N4SG78I3MB6YX0Fwl+Pw3Xew6K2fQ9SVpEtE5wZE5wZkZgz3e++AwQP4ojE008RKJJCOjVbfQeCat6PXNU7yIM62W5FjSmbUDAXIJbxtkr+1nb6DR9l6yz3Y+cI44I77aFu1guXnn0tm0GORAshkHXJ5B7+v8GCkxMlkMArknCjvN32lhVfR2IVv4zXkt0x554RALyPDxxPTRKUhcAvOSkUEmjsIx8Ow6lLswd8D455nWskk2f97A/4XfwJ99WVw9CHM+csJpC4m++SDYFtIVyI1TUmH9O6jfvVqsok09sQYeiRGdOVagguXMbpnF9233lEqO5MlNTJOLpmmbcUiYm3NHH9yn+eYLrz2InwbX62aLp+GG/8WMqUIu+6Ht1REplsukwk9vTB8cE+J5AbFW4Ua4fx3IR+8oTQeLyd7p5ETcUfLJGql9I4STAxT9XVMdW7UDTSfwC1wKKJrA9rGV6KtvqrmtU8ac7a6As+krX5aSO4f//jHNfcVZTS+/OUv1zymHE+nQZZuwWPEzihvlEAdwih0krXeUzOoJrdSKm9rI6D0vGPzSuVaWeVl7FpKbzDUgCh6jhkeukrlMAIITYeGxSo5Vm5isipuLT1wUN5sgXghnFpC714V2uF134kR3LF+tLpW5XntZCFY1CLMo0SDCx2KbuLGl5PZdq9nWZntDxI+7zq0eAuEW6CrAfQQ7Lm9VIbhR1z8fkTLCmhZgUz2q4maP44IN+OmBuH4VsglEIBv2ZmYS9Ygw21orcuRwTacvn1oTQsQMg9CQ/giCN0Hiy9F2lm1kl9EII7v2jcgLUnuvh+r1T0hMMJh/HUNiPQEhKNK+iQ3xSAbPvRVF2InJxjffBfZnoPo0TrksT1gV07ipOuSOHqMeEczQghMahtLfzxG6/r15EeH1Ep5Jo0ZixFZtAR/fT1BYOOLr+DYzv0kenvx+XQW1YW5Z/sgeauyM/cH/HQEBYO33oTVcxDd1EpyNQWkHrqF4JpzEQMqs7UQ00xAhYZwcrDlh2rANrBHNUUwSHThAuxkktzoCKKghz0ThKYRamoid+S4Mt41yBSzY0nlKnugbtIwZrt3VRDc5RjZ9iCt7/kfGp//cfKHniC3dzO21Ik870WYje2MfuaTNes2engvsViYF7z+VXTf/TtSeUn9uc9nz8MPM7CtOkmJrsHC1iA9A9UeCvNXrMDIK6L8/Pkm69skD3bnGctKdI9mKm8FTUDIgGBjK6/51Ta0U01uFyHENCvOz5wx3rZtGw8+qJKNvuY1r6kwxEW8613v4qc//Sn79u3jG9/4Bu9///sxn2I7feELX+D48eOcf/75vOIVr/iLmjjDc9dWq7DljOovhK7sblG2Ydr3WCsRn0JXBHc5QeVYyv4VCUYjUCpvJo+M4kDXCJQR7bP5porEWXmI5Uwk3iy/VWGALCapno7ILpSpGVOIZ6HGEboPAoVEfFJOambOqJMs9MJiuYYiaoV6Tpqu9I5zE5XXE4banp/wlB47Kcx432V4qgk2KyL9prnubK7h1JZYq4RUCbdnIsNPJ3yR0j25+VNMcBfg2mAoOb5JCRHdVwjTLsiizPpS1RF/J1zPwhzhtGHOVlfgL9lWP2ftNGD3HSR153dwho5izF9D+LI3o8eUJ6UwalMSWkMXhBshMw5NSxDrXo7oOgtAJa/fcTv5Lb8BO4e59kp857xMSW/C9ItOhX1mvJH2F7+LR3/x7ZqHTvWkzjjK2Si2aDmhjoU4YyUidrx3uCLXUHq6NXEERVrb0GBeU4To2vPp33wrOctFInBk9fWLSI6OELjyHYjySB/NhLqF+JpXYX5xB9b225CZCYzl56M3L+TYf3+wZn1y46NYBPFZygvd6juAHmvGqG9FBOswXvVf2D//KAzswwgEMQJBxKLz0K7/Auy+EQYOFCLMW3C6n5wsN1gfI5/KVOVgMsJhtIYWHv3eb3Cn5ETq27UHg+kdomxHVipSC3BsR3nw6oU+0wxAXZviMiJNoJv41pyP3tiO9eQ9uKN96IEQeiSGmxhDSklqPD2ppe2NqfG2sKQrhNj+OwB0J0Otxy40gRztIfu99+J/7b+i59X41d8xH00XDD/0ANmRgoSrrhGM5vBnUoTqmwld+krl2IhyQjt+zx2e1xjYd4SmhZ2YAT9tq5bQt7My+aIeqaPjvf9V2nDo/gqCG2CsrzLC2xCUva3ViLR0VG90LAjWQcsqGD6gcsed+UrkHz6neCVNo9YjFuG6sh9CcWRTiW6vxXx/ELKVjoVC19F1HZZdivbiz3pf8FRgzlZX4Jm01aed5J5RMP8EMBsC7VRBOnnlLV0+scqMIKPtiECd8iBJe3v6Em5FxOd57pLpEahYVR6H9BCyYbHy9I7NK032qsptQYTLElfW+IiklNVtJQBfGBluVVPokRnCBXr3Ql0rJAdVckrDrwYDmSlEumNhPfQDcGpMYhwb2/Lhb15V2nbx++CsV0PPVlXuwvMQ/tLKqYi0AmXayD2PVnnOC01Hjh5h7Pafkdv9sMooHIoSPvcawhe8EBmoQ7RtQIQaEStfqNo92a+80uPzkfffgH7oPkLtnWqVspAwZLINJ0aRRgBnfAxcGy0YRm9fjL7kLPLZPN1f+SecZOUzCoRM/IHKT0o6LnYujxnwE6sPM9Q7ip2v7s1b1q+nYeUKMNcjNrwO+dhPYbS74phgNMLCVfNxm0rrxleH/GzbO8yxQRWO394cpYsE1u6tk8bVzgv8IRNR5lrtphM440Podc3I0V7MhmYwTJXheAr8DQ2TGaHZ9gsQAmlZuJm0MnOugzYlRDwa8ZHJeg8O4o0RzOZOODYItuVNdAtwBw8z9G+vx1xyFo0f+ym6L4wc2AP9e8hsf9izbACZz5E7fgBjxUZGerrZ/6sfk+o5gPjq52i94DpirR0kBjxCnoBYQz0T/3wpMjlMe6EebLmBDSuv5u7uFrIjpUGsADYui7OgJUjIr3Nk2CWXThNs7mTRta+jtaOF/M8/MZnVO+QT1AUFidzs+8Sz3v3p00dwA5NEWq19zxBuvrmk3f/qV7/a8xhN03jFK17B5z//ecbGxnjwwQe5+OKLT/qaW7du5Tvf+Q4+n4/Pf/7zJ13OcxXPVVuNY1V7c9ppZaOLsiW1vLnNoCK2vWClKklbJ6eI9OJim+6jpke47ptin6fxSPXap/mU17MQ6ronJLcyHaYQebUSVBf3FbWzXatwz/4ykl+UJCmKcKbzekKR1VOvpRnK61fTC9ezSosVmlHw8C4bX8xEUj9t716B8D+RxI7ldXuqBPpMcGYhbXKqIQT4Yuq5FXOizMo73+s7miHqQVKt6W5n1Ds5W1kUoRfeYTk7KZjpUKsfOWWYs9VF/CXb6uesnQYym3/D8P+8uSKCOPm7/6LpE3/At3AdHZe9nIl9j3ue2/HSD6Jd87qq7VJKUt9+P/kHfjS5Lb/5F+Tu+hbRj/4K4Q8jWtYgux/0rlTr2oqfZjjqfRzVX5nQdBqveh1db/0MaDrigW8hH/gumbEETr5yTlw3jf+aNoUyFLkkZ0QTXPyS9fQcHuC+rcdx7drPPb5gOVrTcmQ+qTStdRP8scnnK8wAvrNeWHGOsffWmuUZ4SjGxH5Gf/Vjxm//GW56QuXGOueFNL/vqxj1nZjv/Clu91YYP45oXgpNC5H3fRkGdpcKGtg/+aytbA4nbxNuqiOfzmKlswih4Y9HiSxYQPfOvVUE92QxB49Qp+E51BIC/L7SWCtvSUb2HiMzpjiDSGOclo3Pw/+6/0IcvavqfL1tEfr4Maivn9yWtV0OPfwEuXRO5T4WAttDQqauvZ2AkyM3Pka0cx6LOkK0tNcjHQc7k8EXjZAdHfO8J1+o8EJIF/u2L6GfeQGkJ5CpMQbuvQcrUSbn4bikxjKKxmEQu78Hs0152WdGhrGT3lHi0nVJDI1S39lK85L5hM7YxMiuXViJcULLzqLxjf+Kr6kDeeA+GOtB9u+uGpcYPpN8mQOfrqlI43EPsx5t62T+udX9ujz6GDzw9bKF5EHEyBG0s16G+/BP0UwTp4Zkib7yAvUffxyinYBRHZ1fTPZeDn8YzImCpnsZzCBi0195XuvUYc5WF/FM2+rTSnJ/73vesgDPCST6vD2HEn1IXwThCyODDcojuxyaCRHv5HXStWHCQye4uL1hiTJKK56P3PmbytUqM4xYfk3leWZocoIl7RzOtj/i7roTsilEYxfa2svR5q1Wx8a6kJlROLYF6doIy1KG0CurrNAQ+SRkJiDSorypsklIj3nel1ZzrbKwP1JX+uGPKw/reIf6mw0GdnpuHr35p9iDJZkNmU6QvOsXoGmEN12HPHwnrh5D1C9Ea1kOoUISxsObYfP3JifKkwRuAa5tkevbX0HcO+kU2tKzEbFm+n/4tSqCGyCbtjB9paSKk+XlLaTPRNM05i9rp+/4BOlRdb4RjtJ6yTU0nnmm6hRDjVA3D+atV++WnS+Fvhs+GO6rKLsu6ufSjR24rsSxHQb3HIEpxlhKiZWz8QXLyFIhkGP95B78JaRVXQL1cbLDoxXe00YoRHhe2YKNk4doE27fkdKmXLWHWTzmYyKZJ5utHLSEOxfQ9tZPYKy8mNB3/pH0g78tVKeS6NYNfXKAZh14jLFvfJD6DefAcTUANga89cOL92Y2tNH/4C08/q/vn3zO0rbou/u3hOOdnqfpPj/LfcPIZPXiVXDPn3jRF37Coe1PMPT4PfiOb2NR3CIeVm268pqXcubr/5d0fw+H/vt9TPzyi0wAwjCJBaAhqu5nfp3J0TFvImjpNa8kcWQvyeOHqV+6ljPe+DEWXPri2vf5Z4yHH1aLGKFQiDPPPLPmceedd17FOSdrjG3b5m//9m9xXZf3vve9LF26dOaT/ozwnLbV+QSes598AgINBX1cj8RymlHbw8u1vb2SpaMitIqJ73zRauJW6MqTtRyGv4wAnoHMM0LqOrmxyu1PBZN96wloURe91nVzdvrC0j0Jb2upzsmMqOdkBtW1tML1rIw3cX4i3tinDbK02OFFqs5EID0LEhCdcshCokjXPkHv7RN9lqK2Hr6TA39dgWS3qkl2PaAWkKStvmX7JCRddL8aJ0lX9SNm6NRrcD9HMGernz48l+20m0sz8rX3VElkuolhRr/+Plo/dx9LXvVB+u69kbFdj1Qc03r+dXRe8SrPcq0nbqkguIuwDzxM9tavEnzhXyNCDbD0KuT+26joa2LzEAsqk84tvvZ19G6p1gUH5WVdjjX/8G2sB37B7jepqFNfyzwaQnlyY9VR1Z1hiPtg3KPbChqV5qAxKEjteoT4+lV0LW7jqrooW584xpE+72jtM1+vPCOFL1I99vCAc3Q7+bE+ErayoyGDiujSeWefx8SdP2f0d98A1BzStWwm7v8NiS030/Cqj9Pwsg+jzd8AbADAffwXlQS3OhH8YcaP9ODkSjeumwZ1XW0YQRWZLvxBcmOVc9ty5HMWDcvaGDlafUxdzIdR8Na2LJeh/lSFvEZyeJzsI9tZ+vYmNV47tAX6DyiHrvo2mLcGMSViu/uJfeTSatwhBHQEJcczVBDddVEf5193MeHVz1Nz84GDsPdB0gMDZAYGJuug+0ycfKUN8oX8mIFSrjI3MaRsSTZBqqenguAuRyaZwxc0sYd6FcntD6MFpredWpHf8IcIt7cR7lqg5OZ0A8b3IG/9/2CirF2FBqHYZCRk67KFHH18V0WZbSGwU5KUXWqPWEcXz//nr6DplZk4JRo8+mOPSCmJGNyJ/vYfIrf/AQ49gnNkW4n30k2Mi9+BcfWHkeNH4cj9MFyQXDEDajGniEg9TEzhBIRQnvvt6+DQZjWen3824rw3q0WZv0D8Jdrq00pyn3vuuaez+NMG6drTeE5J5VUcrEfEOpH+KGTG1KTUF4Fgg5IT8UJ2gpqD+XwK6VgI3URE22HjW2FwNzI7rgx00wrE1EG0birJkswo1u/+BXn40VIth7tx7v4uXPQGtGUXQHoQxkuewcI00Vc8D2enhwRDfZO6h/F+CDfBwF7VQXkR4oDZ2IrR2I49XO0da7QvwewqeHH741DDw70W3OOPek5y88cPVxDc5Uhvvpng0rWw804Y70cCbuNCtCs+grZ4E3K7yrgrdL1CQ7sIa2y02jNdSnIP34xceRXp/d6kO4CddzD8OlrZiEU3BDKfA9OHz2+y8IIL4KK3YO+9B79PoBlmiRxI9CH3/BFSCRgfUFpVviCE42rxIRAGqgleTROkk9maE3/Hdis8/IVhMn7T9xGawAgGMEMBDE0j3BhHdm1AHt+BGY5gxuOV3h5Cg7ZlyOMHC83iHbSkaYKujgjjaUnG34pomEfDxS+n+aIXoRWkUepf9XdY3bvI9+yZ9GcUQiB0UeVhkt16M07cURm9gXBLM/66OLmx8aprRzdchq+5k4OffZdne/jHj3HWS97A9ltvxEqrFfBwcztXf/KrhH7yVs/2sx3Jge/8C8e7j2Nn07SdewXGunWMPXEH+eEBzIEcdbseZt//fpjMkdL7IW2L8SQE1l1J2wXPp+ms60j/5Aa2fvuLFeUvvOwlXP7Z76NNE655WvAsTZCxb98+ABYuXIgxTZuUG83iOSeD//u//2Pnzp0sXLiQD3zgAyddznMVz1VbjTtNkkPpqv26T01unFwp47zuq5QemQov3b8inCxQ8PYy/KA3KmKvSHiVezsXUbzetN6iUnlwu/kpZPFTkCqZKnUyyafP4GViBE7MM1VK7zwlsz0XqdrVyZY8u3VzeomO4j3U8ojW/ODO4Fk+E0RBSmWSKJ1ynWwCxGn2yJ4OT0lmo0Z56KVJpJyNF/YUzFpWZZaYuoggNEVSV0UFlMEq04vXC9+5a5Xef2kXoiW9ojD8apFlMlnmlHfICM6KSDrlmLPVwF+2rX7O2mkgu+0WZGrMc5914FHsvoMYbYu58Ct30n3T9+i/7/cIw6Tj8lfQecWrao6N8w//quY18w//kuAL/xoA0bEB6hfBwE6kk1N60/WLq+YaS174Jnru/yNH7qgs1xDqr4iFL/wrEj/6JPneg6XrDfTQB0TChjIJ5XL9QnD5PMnmfsHxVMHBCknQUCR3EVFTkYi4DoO79qObOoH6OFdctITh8Sz3bD7M6LjqY41gmPVv/hhrXvmumm1Q1SbJCX7/t2+mb1fRXgtGcpLmgJJIbK73s/iiS+n73n8Aao7nlOmkyHyW4R98ivSW39P1yV8gYu3KVh+63/N6yd7+CoIbwLFskgPD1C3sAkA780XEj9WWiYkEdNobDEQ6yOhoBtdVc8yGljjtF1yNTA6jtSxlYs9uZO9dVefbI730ffPvaK/PwGDpeZEeg4FDyIZ5iAJpmplIkB4Zqzjfr8PCsCRlS2JNMRrqAzTVBRCDByGzUjmSHd1HrqeH7PBwxTulCYkI+jA7V+P27cYM+NDNyndZ+MOKc5CyOpFnebsV5/GBKDQtgfr5BFvXErjtTrKHd1QdrxsG0ZYGNaaqb1c23cqqcUu8HR78NqSmXE+6KmK/IBOyYP0aJvqHGC+TLdE1weXveB+BFRsZOriXcGMLXevPQdTPV2PhyQN9kBpTsr9eyKdg900Idxxj8Wr0512PO9wHvdvRQhFEvA45tB+O3FMaEwsB/oK6QOMyRKQN2bAI7v3yZLLMwoGIs1+PWH1dzfY8bZiz1cCzw1Y/zYzKcwQzeQiV7Rf+mJIXmVW5M0xGyss1/NC+bmYfLn8M9/iuCoK7rEDcnXejXfgu2PuHqr3GuisQAwdxxoeRVh7h86HHG9FjhbAdoSmJj1kgdtWrGfv9t3GTpc5Mq+8g/v7vq4GF4Vce3JO3KiE9pMLMNRMibSW98wLcscNKixtRCF8uhYBYQ7Xr5aYmcO79MXr5iGT4MO4v/xrxxm+qRQkU0Ssdp6LdpVtKHFJdsIOz68Ga70fSht5Rm7xjo2vQGNbpagtPrqRK2wJNQz/resRjP8cYUnrNEnDD9chgHOw8wn4ILZ8qGcpcShnjpvlobQtxRga8NaiMUvsOZuBQAjI21PlgSRzKfRaFaylvbldipTI4eYtAVCVc04Nh/Cs2KKmayXZxSQ8OkZ1Iw9FBfOTwh/zIfGYyC/VUaJqg/a/+mcBV71NlpEdgohcpHUQwhvCFsBdsZHT/ftx8Ft3nI2S6hLzkOaTEyWUnSW6A+RdfyJE772F0NEHaVmFUbas30vU330HqISb2V2epLqKjtYkLbj9Cz2P3YfgC1LsTJH/374z1jqJpSt7FX/B8d13JloNpxjOlhKlHbvkxPX/6MUsjLgEdMvseY/jOn5Jxqr9YV8LhLfdhXvEO2qMtPO+Dn2Ppta/hwK0/x8nnmH/RdXSefWnNup5WzDJBxtatWzl+vHZy0pnQ2dlJZ6e3B/1UZLPZyQRK7e3t0x5bV1dHKBQinU6fdP2OHDnCf/7nfwLwuc99jkDgNCQNm8PpwWxtdVEbe9YJ4WZRbrk292wIYV8EELU9R4WuCLTpyLvqk8r+nVLn6bS8pxLD5d7nmlE5EJeyJD2h6R5SLCgvmVqetdPB6/m5topQCzbMjsCtSTCfAk9vM1RweJgiMzJZvltQnHmmvLINYEq7n6zuty9Wygnj2ur/ls0paUcvaKaKWnBy0xPjmqneTacgmTOtE0oB5YtEU8t27Omv51qFBTBNje0dq0R0G/5SlMHTjTlbPWern8OQ2ekjJtyc+qZ1f5BFL3sXi142O+JW5msvHE/dJ4J1sOD8aefVmq5z6b/+lKNffT9HbvkhQgha6vxkshbDY1lMQ6ProuuIrTufnru/5VlGJusQCZu4U/IlhQzBVWubyaVGyVgS6brsH3YYzihP6rYwLK0T6JrAcSUH+zL0JSWWm6AueJyzzlrEy9/5RkbWvpF8JkPLmnPwRUr8g51J0XvHz0gfO0hk4UraLn0Fuq9yXv3Av3+Mvl2Vcg8SwXAezlsdIx4LotV34iTUd+263v1/Zs8jJB78LbELXoqMtnvOSe1kgvyQd8JIJ2dhZ3O4gSj5oz3URQOEo0FSiernuaDVD9kUbW1hWlvD2LaLYWhomkC3xwm8+d/Ij4yS/uXVntcCmLj1O7RcuKGCYM7nLAYOD+BELZrqDCJ1EeyM98K4EBAxoaPBTyRe6HfyWXLb72dix1bcTLrsWFnSAgeE6+Jbfw08eKwyz1QBRteyyTHVdBJCQlMOYL5X/jvafOWJK4f20/W6j3LgPz+Em6mULWls9JM5dhT/qrMwfGV9pXRhpAd7fJDuY6NIVzKvsx6/T7WNdGxkUkV1a4afM9/3ScaM+YxuuRldZmnddBWhdiWX0rxkealcM6Ryrzl5NSzaeTNsvxFS46AXFs/1KbTj8D7lyAeI3begpwoSZLlhGD0Ce2+D+WdCqK66QcaOQ91ihD8KV/49HH8C2bdD5a5btEktwDwTmLPVzxpbPUdye0DoJrKmjifgC59cwf4o1HJ20v2lJBknCLd7W819crgbRrq9dwoNfcEa9LEaL7E/pPSMiiHLmu7ZQSMERss8Gv/qE+T2P449OohR34x/zYWIeFwlGRAaUrrQvRl55CGlZx6uVwlEfCEY2YdsOaOgxw1uchC2/bTao05XcV36NLppaDqa8NA6dSzcLT9GtK+Fo1tVUgq/H2nZKskozDiB0Q/dgz8aJpeonGQlLBixStdzXBhIOLh6jlXRAjErJSJUjzz0APaRHUjHRg8EEJqokP8AcDQdIxpFGKYyeo4NiSFEUxfGukuwdz0MRVkNoaHHGwhFYOJwN/vG4ImyxdmhLBxOwvMbQzQYFtJ1qgypa9k4to1uGDh774cP/wZu+6IipV2X4R27yI0XyZdesoAZDBBrbUAzTTSfTyXwLIOx8mL8l74daeeRT/wM+p6kOGGWdfM5+NtfMfFYKSzQyedJ5AEEoTLXhoylwqL8WZeGeKl8LRDgmAwxkCo9i8Gde4nu3Erb4qUYgRB2jYG1r6EVfyTGkouvY+JP32ToS+8ue3aS9EQO13YJRv30jtuMZ6rJFkfCQFYwPywnf0/FhAX9WXATSbr/+uX4InHO/uAXWHH9O2hcXjtc6GnDLFec3/GOd6iEHSeJj370o3zsYx+b1bGpsucZDs/c1xaNcTp9EmHnwN/93d+RzWZ58YtfzCWXXHJSZczhGYJm4knwFnGyEgK6r7bXtWaePKk5HWkrnWkkHma63tRyT7B+UpY83ItSIHa24KE+1eYLRf4V29bJn5zkw/QVKiT8NmfW+a6F6Uj32cidCL36Hai1cHC69bVrQVqKnC5K9kx3T9PVUferZy9dj+Sfeu1oiacC1y6MLX0ze+wLTRHMJysvciKQbkHjX6iIAsP/7JAimbPVc7b6OQz/2ktqziH1hg7MrtUnVa659nKsrb+vse+KkypTCEGLMU7TysaK7csWFPb7Egzv3VLzfMeRaJpAmBquIwtRtKCFomi5UUKmIGQKQCNmUKWzLqVk+5BkvMz0jWVc7rj/AOtzEVZtfBP+M9W95SdG2feLL9Nz289JHd2L5uQxCxzbnq99gnP/8xYi8xURmXvyT+y98bvedXahb9yhadMlaLkBhGkiLWtak5LadhexTS9EWBlkw0IYOVRZZqb2d+64kiP7B0iNHYT7lAxlcyyMH4ORhBoHBXwaC1sDtNT5ig2Dpmn4fKX+zT68HWfwEGP/855p5dKkK5noG6KuswWE4Fj3IHue7C4kwTzCPqBj2UKWrV3gnSeqAH+Z7KebSZI4cLBCHqVQTVxXVkiXuoP7Cb72P8j94h8hVyCjdQNz0VqM1sKLZfpxPeQyy6/tf8FfY8w/Ezl+DHnnf8LIYULAiqsvYXgoT2rHQ+gyTyzmx+fTcROjZB65i9B5V6PHS+/zni3buONPW8jmVJuZhs75z1vMhjUdylmxMFaVAE/eTMOrv0TDgk7ofggYVyoDgXhlBTVTKQ7oJvJPX0DuK5P9cWxwkkor2yi0odAU8Q2qXygS3OVwLJUjbsm5pcYd6YGJAUAiDz0A4WbEpncgOtchOtfVbL+nDXO2+lljq+dI7loIt0xJEFmAP17lcTxbCMPvreMNEG07qTIBRGAaT3LdROYnEI7lPVDvOkNpb+cqVwBpXqImFKWrqM5panis0CHSqJJuaDqBlWXZWp0s9DyEHNkPCy5GPvp96CnTWkuPwOhR5NKLVeLJge244/3w8PegZ5uy0tEmaFlU6ggdGwwfZkMbQteQTjVp4G9R+7wg+/egXfp+5PbfQWYMITSEr3JxQfP5cfPeE2s9EqV55WJ6HnlyckLpShivYVuHxnKkMjbhAmnrJkdJ3PtbXKs0iTSCAQL1dZXEs+tgT4wjDAPN50cLBBHpCRjsRos1Y256MdKIIqQPnvw1QtOQ4yPIQIAnR6onjLYLmw+lef5SveZKsWs56IYBjoV9YAvmm7+P3H0bqRv/o4zgLsHKZMkmUgTjEcxwGNfnwykQ3ca6awm+9RsITcfd9hPoq/SqHtv8pwqCuxypjEUwoONI2NlvM5hSz/jxn91OS0cTF167iVA4yBMPbWfgWKV0i51Jcf/HX8WlKwM0hx16PebOwvTRcc0bAJBWntEffNKzHmMTeXrHbXomHGqRRomy5z5Fip2sA70ZKs7NJ8d54PPvJTZ/Ke1nX+ZZ5tOKWa44P53IZksPbTZZnX2F77f8vNni5z//Offeey/RaJRPfepTJ3z+HJ5hCKGkCyyPxDtm6ORDA7WCLrRX0jzzJBe5YYZvShRsq8cCbU0UdKGrJmTTeHGXX6/8+HxCEY5mRHmT15wwFo41w8qD+4S0l08Arq0cCk6W5J4J5XIn3hWgIr/FdJ7xM0H3AVqBzJ1mUeaEUSgn2KgIeSt94vIlekB5SguhPOinPvfTQXCrgst052tBlJKbSvf0E9wVkOo70OpVdMMzjTlbPWern8MwGucRef77SP7hfyp3CEHsNZ+uLfM5A/znvZrcXd9mYNdWBiZsJNASNWhqbyNw7YdOur4i6D2vllIiXTltLioj1ggijdDcycTzCI3wqnVkd26uONb06Vh5u8IMjWapILjLsXfrNmL/cBmNL34/gZf+A3e882ISR8q1sAU2kqAO2f5uHv/nN3H+J/4Ld+cfyNz5U2yPOXMRVsdazJUbEUIQWXs2ia01knUWr1R0zHPyiNUvUIkny2ybzNaOuBlN2OSmOEblJlLUBQ1Wr4lhu5KAqc0iOapk9GdfJNk/gJiGkdcEWKk0rmWRTGTY/cSRqmOO7ztM7MLX0HBZK8N3/LRqf7whjFnwdkYI7GyuiuCerJUrKyaFeiiIsfYKjDOuxbr/u7i7bkNoEi3aiMylEf4QtuUiM2kCYR/ZVGXb6KZG3Vv+jeDV70G6NvKWf4FkyUveF/LTaPYTaTSoovZch/zBnQQ3XARWloFdO/nj7x+qeOcs2+Hu+/cRNx0Wtk+R4xrtwfnRO9EXrCpt69+FbFuLaCssTpkhxeMAcnA/7POe32NlSyR3uK5ku3LTSPllE5DPKI/viX71V47UIPKe/4IXfEE5TT7TmLPVzxpb/cyJwzzLIfxRiM9XEzlRCNENt0L0KYY/VE28hfIUOVnvcEBbe02FVEU5RLwJ8eRv4NgOGO6ungA1L0dc/19wxkugeRnMOwvWvABEdZIAcknQNNVBhRuhvgtalk6GmnjCdSAzgjxwRyXBXYSdhz6loyTHe+G3H1cEN6hJ5cQgHHm8UiM71op76HEiLU1VZLYR8BNetJxaENEWRLQZ8ar/gUXnlZ5FpGnyGF9js+e5Rrwe3R8g0tLI/PPW4wsHkIAlwfHIvFzEeFIZKwlkR0crCG4AO5P1JJGRygPAzedKK+KFNhGHHkMjj3bua9Eu/wgy0owzPsyoEa7y6StiYDxPMj/NBLis83X2Pwj9e3Fv/gKZPR7PrYBcsmSYNNPEDIcxw2GMlkUITUfmEtD7+OQxrmVx5MZf033T72qW6bqqPfcMlgjuyXs4PsQ9v7sHNz3B4d2HPc93bIvjoxbzmgPEw5XGXvMHOfOfvkegSSU9zR18DGesWvombUmGMpJUdvoJfjmxbQoQZQO80YJXehWkZNdPvzJtuU8bil5ynn/PjDEuD2uyrNoTiSLyhYHyiYZDjYyM8JnPfAZQq86trd4Jg+fwLIcZVN6smgGIkqbzUyWjhQexJYynRnhNK5ciyzyHPQhV3Q+BuoJmsKHGJEXv21MFJ6+kIGZKICkdRQCeLoIb1LhLM1USwYo2P8X9UnFCMvUPKD2Hp0hKO7Yikp/KO1kLrqW81q3Uyb0Lms6kZvUJJw49nShEDBSfhT2NZ/7phH3ik7zTgjlbDczZ6ucy6t70r9S940uYC9chwvX4Vl9E49/+kvAlbzj5Qn1Bdjjz2XIow5Fhi+5hi0cOZ3hSW4mon10ovxf0s15Wtc2xLHKjY2R3Poi+7Wc1z2186Qdp+efbCV3wKswlZxG68NU0v/pDhDvVe5t3JPuGbTYftdjWb5NwNUy/Sd2FV2E2NHompywi7QgSKYvULV9l9/9+dArBreAisAoma3zXFiZu/V/co9vxGxAL1ya42s84Y5JUbrj0BQSXrJq2a4lueoH6j6YjOs5EXPDusrxbAmvgOPrUbJ2oHEe5wlxUShUJPZCF4RxMpGwcRxL0eThkTc3VZLmME2V862aQYOjCO0eUUH++kOIqeo95eAwX0HPPTcz/m+/R8sqPoYVUxLhmmjQs6KBtURsYJiIUQQ+GcazZLQALfxD/mk2QGsTdfhPy7i8j+ndD7x7cvQ9gP3k/g93H2fHYLrpHbaSuEY4H8IdMfEGDYNRPMOJHb1Qa5hzZUkFwF+GUycVW7RsbVI3df5gnnjhcc23/ib3VOb8AmBioXrToe1LJkOo+aFw2uVke9NZnBxQnFIorjfBA+XholmOsCW/5G/JpOLLZe9/TjTlbDTw7bPWzwD3h2QvhCz8l8nkqpGNBqk8RxcX1BSevPLuPDiANvyLS412IE/BAE+EGjJd+FvvX/1BJBgci6PNXFq8OqWH1kTUUjJA/hujahPCFEeeVEu65d3y+9odo51Rm3mC8IB0yUz0L5fQ+UfuQ8V7c1DjWrTdgDxxBCIEeiWPWNSI0DawccvAwxFsRwSjSyiGHuzH8PuLz2rHSWVzHwfD7MPw+RLiuppa42HC9+rdpMeL6f8Pt3wndDyCfvLUwQRQY4QjBzvnkR4dxc1mEbmDUN2LWl0J9/NEQtu0iKRKdtb3vzAIRL6n2PHccl3Tawh3LEs65xJviFVpeRUgrjyRSMvrZBAwfQfY8ili4CdG5AbY/r3YbF6D7AyC9R1CGr9QdiFAc50//D7KJmmFboLS7nGymQisbQF9cyM6bHqmYePfdexeJg/unr6QQxC+4iv4fVuvIAwwNjjPQ3Ytt1Z6Q520VKrZyQYRE2mYibWPWt7Hw3x/GVwjZkq4NW3+s/l+4x2KY2niudM8hHdI1LlVXNl4UAiI+Hat5Mdlj+7Gm4RsSxw7W3vksxA033PCUjNVsdcOgMpSqPMSqForhVKHQia3gf+pTn2JkZIR169bx5je/+YTOncOzDIa/pCd8KuBYZV63RUhF6maGmNTPni55pRc0o+ABPfN7XXWerxBJ5S9IdUkJmdqhrdNjmjrXkmmbxIkQvk/Ba7m4IKCboNeXSVWcJo3oGXECOu1VKCTuNoLqWeZqT0ZPHALyHpEMs0UxV4qXFN0zBaFDoL7M294F+wS/mZkvUvh3puf6LGqXWWDOVs/h2YzIlW8jcuXbTll53bf9nMO3/KRqe8/9f+TAR85kybmbEGe/FrHyxKRLjDVX4W56A/aDPwBAOg75icRk5I9haNQ3BhkbyVQQhvELX07Laz6OMEz8y9U8SGZGkTf/E9Q1YEWbuOPRY2TK5hSHR12Wd0VZkdcwO5didA9Tq18SSGxb7Tt2/001629LKIq5WcMDSJ+64PqlddzzeDWR2bJ8DV2rSkSl5vPR9oq3kDl6kL5f/xA7UWmz4pe9ivDaC9QVfGpMIjo3QMd65ANfh51/xBkbwPQbIGycsglR8c4cCcfSkHNLdnMkL/EPWyzvKPPsFwKtqRM51gdAOuew7WCSvjELGMGnQVcE2kMCn6HkYopX09Tp6D6TcFMdAPl8bZIv199NavfDdL7tC7RfdT35e76KGQqhlXm/2vseg3QC3TezR6wWayT6oneiBSNIK4/9x89XRI85ruTezYc40luKdjY02Njloz1WRtEZPsxlhXn1hLfErDBq10f4/JCeAMdiPFF74XY8Mc34z84DUzix9Bgsv3aSs5LJIdj9J/X/snl1BZoXlhJgSqkW2qdzloy2QbCuIKFXu34yOXCqXSBOK+Zs9enHHMn9dCI3xVvXyVdus7MwfkRNWFrWeBYhpVvQMjQUAVyAfsZ1aPM34Gy7ETl8CJHoRtS3VRwDQHoUVlyDCDdDtMM7FKiQmLFGBZTnXHFSVUxEVQ7XUR2RdAohJqFpJwpuLkf2p59GJobUJQA3l8VJJfC1diLTSeRwgbQORtGu/JCSL7GyKglDuLJzFGYA0boAOdBdMiaajtj0FrTll6pr5JLYm79P/oGf4A4fR8PGjMXR/co7WwsECXZ0ld1jZSjdWE8/diFjtC4goEHWg9Q0dEFjUwTd78dNV4bjZDMWo6MlY5PuHmS0d5TOFZ34AqpNKymWKavUvfug/9+w8xa22YhjuXQ1+dCEklCZisaYj+b2BtIDQ7h2JWvrCwcr3hVj9ZVwk5LxCMSjWCnvMGHDp+PmcwhdRzMLde5ah1hyHm5iEBFqnJS4cS2L0Z07qu5rKuIr15EPNhW00ryRGk8QCeokM97vVV2o9LyiIYNoyEDE/ZMENwCHH8JI9iB1Aydbig10hZjU15ZSSb0YQmJP8dYP6pKWQEmyJuOAf92lzHvFh/CHY2Ru+Be6H7rds36xBbWjDZ5WFF0cau0rYMOGDcybN8/7uFOMQCBAQ0MDIyMj9Pb2Tnvs2NjYpDHu6OiY9TX6+vr45S9/CcAFF1zA735XO7IAYGhoiN/+9rcAdHV1cdZZZ836WnN4DqJKImNKXyQdJZEinVLCxqmQboH4nOK9YYYKmt+5gvdsrQmXUKSo7quhCTyDh7EQhd3TkXgnShif4PFGaHpyspbesy9aumfXUfIoNdvpWYKZFjvyE4BQ93wqoenKSJ0MiklEpavKOVEIrfBKnMJoAqgO97UzpzZiAQqLJ0E1GMkna49RT/XzOlnM2eo5Wz2HKhy6+Yc19x052MuSBbuRf/ikkqfc8HLP47JjQ+TGR4h2LkYzSrSI76WfRt/4cpztfyS3424YfaDivFDIJOA3yEW78F/yFsLrLiO0zON9y4xRtJ07RvUKgruIvUdHEH+8CZ9OYb7p7ThV7wPDUNvFLPpd3dCJNsQQhcSQSzqjSAnb9o+SSNvommDxgkYu+MINiOP3VZ0f7FrMgnd+jMT2raT2P4lmmkSXrSR81sUqv1OsY9J2uCNHYPO3kIceJnfsILiumqP7TaRPybwITWA6EkbyDOUqCW4Kd7W3P8ei855HID+BiMQxl5+N1rkK+7GbyB/dzX137SOZLo0H8i4cmFDdYGuw0DZl80d/NEzz0q5JB7JoLMRAn/dCs0iPsvcjF2HEm6lfcy5hYxx96bIKkluE48h0An8sQmZ41FOyJLhkFYGNV2EuWacIYM3A7d2nyN0yPLFvmCO9lYvUtgtbuvNcvUInYKr7CV31boRhILMJiHuTm2ZzO9agdz9srtg0ydU01IXoPjbmeVxDvIaziNAg4DHWlW6FU6Z8/BfIfBqZToCtnpHUDUQghNANJUHrOjAxVEpWKjSVAy4Uh3TpuVjpDGM9vchFnUTPXEuopQXZfxAy3p74Inbysr+nFHO2+lljq+dI7qcTUwfp+RqTv8wwMjehJs/5pBpkmyFIDSoNQ6mMnwzEleB+MStvvB3jknchjzyE3P4L77JdGxFunT7rbKxdZbX1gi9c8EQvlucoaROtYJRdu7ITlw7kEqr+NWD1H50kuCuqmk1jDfUp7+MiMgncP3wBbekFuLs8CERNR/MLRKQNoo2QGlPt1bwY7cK3qyodf5z8zf9K9uE/URx4uICdmCDQ0oYRiYLrILVCuJQZqJpgZ8crM4jW+2AwV0mE6obJmlWtKkTKDGA0zSf3pJL+cF3J2JiHdrZlM3BkgHkrCkbMdScJdq9V2mz3fqzBvsnfAeCshSEeOVRJSuua4MIzW9AMg3BbC1Y6o/SzzQC6m6vwHjcvfy/6wg0Up3yhpgYyI2PY2UriR9MF/oCqk2tZaPEWtFVX4owcJ/k3y1XkQt08aFpAeniA7NAAsmD0hABNVk+NA4vOYP6nbsIROtq3fohrexMbYcNh+bwIj+2rHqjEghrNsequzVh2fsVv2f0IvffeX0FwQ0FLrTC4TNlguQKfBrpUngcSiPtgcUzguiox5mBex3Vd2HIHvVvuILLkTNa+/z/oeeSeqnsQus7q13zA876edjwLtcMAli1bxubNmzl8+DC2bWMY3qZq//79FefMFuXhWl/5yszSMfv27eO9730vAK985SvnJs5/7qiIXpmG2LUziogWomALC4R2PlVGlAvllWyGSt+UZoDPUPa9JnkrK8+pgigRlLUwSXRP2TbtfT0F7+upsNNK4qWmrIlLVRJIzVQL6aA83q2nU4f5dEOeWokXMzKLaDoPCA00nxqfFaMBRDHCcJZksuZTciLSVlrepxJTE4CfDqkSx1J/mqmiK/IeknGgvu9nA+Zs9ZytnkMV7FSN7xalM1yEfOBbcMYLySUTTBzdT6RtPgAPfv599Nz3B6TrEmxq58y3/j2rXvXeyfP0rjPRu84k173H8xqaLgjpWRpeMU0CuEgLaAZ2LsuR/R65vgAQjFuSZh1wHJr8MJSrJLr9mqQtKAkVkh+2rVhJ4qGHPEszCqZ/wdplmD4TacYQ/hAyl2bpvChLOiNk8y6mIQhseil65ij449VRRlKi2Vniy5cQX76ktH3kMLLnMcS6pUqn/OFvw/67IDVG7tghnIkxdEOblPQQQiB0dS+Gz6Cus5X9u70jrqUr6c36WH3tm8q3Ym56DceSvySZ3uF5Xk8SWoOopJ8CzHiclsufj358Z8Vx7Z31HD0ySD431RZLCumzsMcHGXzgD6QMGH7oAZqWdRHu6EBr6UJr6sQZHUAjT7SzjWTfYEmG1DAJn3UJkctfXZJZExqi83mI/dXPam+3N9nuSjg6ZrNy7QoCG1+APrqP3L+cB0IgFmzASaZIHNiHk8sSaGggunABeiSOb/XzyO96uGJMZZ7zCvxv+QocvB9506dYt7qd7bv7cKZElgsBG9Yt8KyPaGj35CBE45KK3/LQg8iR3srIMMdGpiYg2oBoWwpDRypVB6QL2SQsOV9J8h3dytAjD3DswfsVB/LIVnp//j/UX/F65r/szbCtOnKDQAzmzxzN/rRgzlY/a2z1HMn9dKKc6JXu9GGQY0cgW5bl3vBXejdJV61mSQeiU1ZawpUZoSshkN33QctqaF7lKYsillyGfOQ7Hqfq3it5Tg7iCyGXUkS8lMpL3XUAqc7TTWheAYNTBgpGAGfoWM3auvlcJckNikg3TETnWuSxJ0vbdRN90RqEqVYihWFCvKCvbSWhfycy3on75K/Ibrsbr4l8bngQPVyUBREQjEIwopIi5DOARDo2ul7ZURkatAUg7UjcSCNtr/8EHc+7BOPI7eq8YAyGj5Ld/yRONksua9fUxMokMth5G8NnIAuGQJi+qs7RGh2qILiLOKvToLmunp3HsiSzLq0bL2PDGQtoHNoC+TSieQnB1VeiNy+Egd1Yx/eRHZ/AN281vue9Cr2zkEiieQkMHkDTdRqXLWb88GHyaUXMmz4DX9BEFFYlRetyAn97C6l/uQR34ACu42LnHfLdBxjduh0pqbpfTYCQJX/Etjd+krbXfwKh65jAomtfx4Hff7fq/pqbY9THA8S0IBLYezRJKuugCWhvDLCy3VcdoeALEbj2w5XtfHQ/mYFqfS9dgE+TZGyBVeZloAv1B5CzASEwDcHRpIs7hWhKHniCY7/8by7715/x0Bc/SKr/KADBxjbO/ei/07quknB/xjDLLNBPN8455xw2b95MOp3miSeeqGn8Hiob4J9zzjlPV/Xm8OcO3Zx9wsN8sqBlXOzgppLEZVrbU+XPZvKezYyoSCgvok0UPL1nkj7xHFSXhapUwanx7Z8M8S3VRM91ZybjJ0+xVXtK9/QT3EJT4zJXziyHMZWMn7pv1pimHbWidEiB1BUF7XUhFCErC4sCwlALAZo+6fSgxlq16lg26dJ9yoEiM1JZlxPxlDYjpYUIMU2S1pOC8HjfT7EXd7mHpGuBqxecSlJMtonQ1Jj7JBPinXLM2eo5zKEKrWdfxsDWe733tZSSRzqpUbZ88k3sv+N3uFZejd+DEax0yWEpPdjL5i9+EN0XYPlL31pRlt6yqOK3lJJ81sbK2cjRo2T/9gLqXvF3hM59cVU9hC+MXHA+7u7blDNMDZQHr4YMqJOQcyS6UL9jpiQW1gkFdIxYHSs3ncGhbU9gZyvtpCbUOXUtDSw7e62qgxCYXUux+4/iJscQQLC+AWPNReiL1qkF6fYzVe4suyzqWGi1JcyOb0OufhEcfUQR3FLi5jI4E8rTVjN0lVeqLNJI+EOEVq4jKGBLQdbCC5mdW3DOWIreWYh6DdQjup7HiF5bdznjKEckXYDQNJouuATfsrNw+vdWkKqmabDh7CXsO5pi5OgxkBJdSMIG+KZ0pZYLupAM7ztKIBKETAJt8Vno138Od+tvMfffT92i+ThNK3CXX05iNEXvjgfRfvMrms69lPiGyxH1CxFmEG3phYXxkKqLlJJsrjYPJC5/D/VveBf5/3s1Mq+eiQAmttzB+LGS5Ez6eC/j+w/Q/tLX4r/4xZgbrsY+8DjSdTAvfT/G4nPV9RZfAPEOGjjOS65eze337Z+ULgmH/Fx82ZnMW9mFnBhGZpIFiTU/onURor6luoKRFujcWLFJJoZrSp9JoSHsfCXBXY6B/YizX0s67XDsgS9WjWVGb/8hoeVn07zmxcg9t6hoSIC6LsTz3oYwT0w/+rRhzlY/azBHcp9iSClrZgMWvjCy6J09nWCDlJCeorVp51SHE4iBlSlNKPIJpD+u9MOLaFyqNIwS1QQo4Xpwc8i+rZBPIOadV13PjnWw7lXInb8vTTJ1vwot6dmpwkoau6YkuxQQboKJXiW7Uj5hkg7YDrStU8kqB/cqz5x4BzLShrzvxppNUTOz8tBBfO/9Ne6eu3G7tyJCdWjLNsFDX61ZFulh5PgxnENPQN5bk0o6Dk46jREOq/sMFkh9fxB8AWQ+hxztp66tkZHuyvYVAsIGtL30r2h85QdVws3eAPgKHa/PT3TpMlJHDpNKTa+lWhwIubaFm06C65If6kMLRfC3z0cLhrFGaiRgABY2B1mxbgVaIIj2qv9AtCxDFmVkTD/y1n9F3vMljuw4SO/BHhzLRjdvpO3YKIve/f/QTB/a5R/G/cVHwbHQDJ1wYx1+v7fXhD5/Hdajv8EdOIB0JXZeGbmJ/5+98w6T6yrv/+fcNnV3ZvtqV1p1yaqW5d67TbMxxpTQS4AAgQT4hZDQIQRCAoFAKKGb3gwYjLExLrgX2bKa1aVVWWm1fafPLef3x5nZaXdGkqsS5vs8+0hzy7nn3rlzznm/7/t+38nszDwlCnZ4+bQlhPolBBeuofe1H6n4vs/8xy/hZhIM3vEb1Xdg1qw2zj1vGbqbxU1MMbsrRH9nkLztoesahi6QUkWWy4Iki7HiUoJX/xP6nJUVfc4m6y8uWg0VxV0PEkV0S5iRNqnGyH03seIfvs51N+5kdPNDSM+ja+UZaA100559NPA4P4fqZs973vP48pe/DMBPf/pT38nY8zx+8QuVsRKLxTjnnGN3HMyZM4eDB+s714ooap6dffbZM9dq4v8IGmko6wEQmWPT4/XyUCUs5Yti1Hd5JpQeBFL1z8ErSClI/2woM6zOrUsGlxPv1buOQrZ6T1P0rPQg2K6cBp6jnN5CKAmSuue4JQPm6Ub5fRtB9Z24eXCO4Tuc0YiWlZ+PiqNFzxcQaClE55cdl5uqJJAlgK2uXYz0tyIlCbmaPlV91ozC+/Iko/V1q0Rwz/S7VUnvPVWiWw+oqOoaYvk4IsyfDJwchNohVMzaE+o5PYdRV7VoztWN0Jyr/+9Cui5C93c2LX7p29l143dIFwJJiggGTZYsLskXPLRuLzt2PVTWqJwhuF1Zto6X8NB/fYDFV7+hQsIxcMHryNz63zOZytlUHqdMZzq/8xGOfOZldL7neqLnv6Kmn2L1dVhC0DvwBw7v85cLaCmYBuO56sL1ElMD09SJd7QSnLOA6Io1aAGDU97496z/+qdm+m8UgnGEgOVnrUaUZZgJ3cDsm4+0QtC7FNqqJUs9xGlvhtGtyMwkItyBTE/AVB0b3XMgO03ukV8xse5R8skklgFBz8Uw1felmwaaIWfkJ4NnXIoZa4PRfbR3xRkfmfRtujNmYD/8e0RLO1prF/SvRbT0EumuL+9gCDVT6OEw7aedqSRHrSDayZfjbbwd7NKaItLXz9rT5mPnHLbd8Gvcaf9+FB0PUkpSY1O09nbgHd6DueRi9GVXIAtZRk5yis3vuZjM4BMz547ecQO9F72Aee/8PHQsRrR2o5//Fty7FE8hhKC9NcD4tP9ap2vZqdh3fZ3c6BHsdHpG/m5quNYOd7NZxh5dx6zVF6K1dmCdcgl0LkPrP23mGKHp8OJ/I/Pz99MRTfD6l61lZDyNp1v0zOlDNwpZ452zkT2LCiS3pX4Hrq0CGV1bzY2zT0Wc9AJEBQ8E0MApnM/UyLVUIKky+sfvvrHu+nTsD9+m+9rHYenlSnHAjCDa5tRv8zlBc65uhGdzrn7uXAr/xyDtDHL6IEzsRo7vRqZGZoi5mWNSI8ipfcjxXerfeoV+6hmf0oNslcHjZGBki9LqLkAIgTj9TWVVjgsIx6GtbNv4LmTBMJJSIhNDeIcexTu8HjoXwaUfhIXnQ+dCOPgEHNoOY/tgaCtsvgOS48UrqkhzIQoR6nWMkal9iL41iGXPR6x6MXQsJvvTj6iBsw40q44+lBlAbv41mgnGhW/BOP/NiM5FpWJVPpCaBfd/B6brVA8uwMsVBuHqawtRGKAlVjjIrJPmzUQyFxGf3UPb5IPIH7wR7Dy0lMnCxHrQIzFaFy+hc8Wyutc3LAMzYCJdBy+bUVFwxb6lk2T2bke67oz0Rz1oponMpHDv+irulttwbvkczm1fxLv327DjTnY/vp0D2/biFgo4urbNwRu+zI7P/406f8FZ6K/9FmL5ldA+gLn0XP/iEGYQ65K/wX3k56qdQgqUbbs4PlqhFU9MCKJ9/Qws6ca76ePIUVWQUWYT2D9+H2sSf+aKlRHOOSnGlecMcMmlqwiGLPRIC1qh2KUQgoClYxTCrIWmYQSDmNEowYvfSPgN/40Wqy3uoA+cXPfZGRp0HsUpnHcl+5OSkWwdQtzzsKfG0HSd7tVn07Pm3BOM4Kbkca739xzhlFNO4cwzVerZT37yEx555JGaY77+9a+zY8cOAN785jdjmpXP9qc//Sn9/f309/fzuc997pnvdBP/O+DkVBZUZkw5k/Op2jnXswvvfyGj5+lCtSSCEBCMcVTdXztd6qOUypGcSyhiUw9AoO0o/TxOQtNzqmptPAX5EumpaPMiUW+GauUoas6Rxx5Jf1x9qboPO6XeBaEf33jXKB31qSCXUN+tnSr8JWeivmrgpAuFOFFEfSCmnBNCL6VJ17wTBemcJ/1shepPPlGK1pKe6ne9fh4rjJAiuP2eq/ZMx+OUOS2KGvgnFMFNc65u4i8OB2/8Og+8Zhl3XGJx78vns+8nn5spZgfKbrXX38qqRf10d8TRTRPD0Jk7t5NLL1lBOKxsuGzOZtfeWklMqCK4C0hPjnP3p95RsU3vnEvL3/4QEevFdbwKgrsckz/5+Ewf3dQ047/5EkP/8QZGvvtB7I41nP2h76L72LUxUxIuBNdM5KvXHYLxvED0zaP7xa+ide1ZaIEgdjJBu5Fl3oUvImgIgrqyXXRdY8XZJxPvbCs8qHK7XCAWnIlo768guJ3JURJ//CET3/0HUk+sh/7TET0rlOZ2PRgBEhvuZdd3vsTY5i0kBvcxtmsfQ4MTZDMl+1QIgaZraLqG3tIOkXYItrDqtKW+gWwdsQDdbUGQHu6ejdA2F5EYQo7tYP6Vr8QI+9dBWbR6Cf1XvZg5172S6IKFKqgP0Dr60S94FdqaK9AWrEFfuBq9fyFCaFhBi3Cspe4tlpv4XlH+Jj2B9/AP8Ua3I4fXI0efYP93PlRBcBdx+M7fM33PD5DjyrY1Ln0Xxss/j5h/JqJjLqsvvtj3uq1zFrHg8utI3/NL7FRpjZpL1SeJMzs24iUnYXQP7HscNv4Gb+OvkAVp3PS+rTz+oVfyyI9+wvo7HuWR2x7Dy3v0zZ8zQ3AD0L0AoesIK1hy9Oim4pCinXDq6xDzL6zgJooQXQ3kLVwHEqP1OSIziEyNYR/a6b8fcCZVcJ8wQ4juk05AgpvmXH0CoRnJ/TRA2hlIlFe7lQUjegIZjKuqsIlDyAMPUGEs5qaQ4U5EdeHGRpqYftFnTgbSoxAppZOIcDvi/L/HG94Ce25X5KRRPbFKSA4j4yHVt3SJ/JWTeyE2F5Y8H37y1tqoKs+BwfWw/GKIdCgPISAbpXZmJmFqr/qRR3qwN96OnD5SiFyqJfz1BacjJvb6NqWFAzB4v3pKO/4Ip70R0bUEOf882HFb7QnxObDtT5BLokdbqJvWKwQSqSLml1wCeysLjciyNJtYbwfRjhiJ0Uk81yPS1kqos13tHNuD/N2HENd9AbntJkWmCA0Wn4ncdh/TGZeEGcFOpmgxwSwb9zr62hFCKM3s8mtLiWO7aJqHPTGCHmnFS/s7CIRh4E6qRZ234Q+wvlSF2wVczeTwHn+P2/At3yc4tAlDSEKnXknsqndjxNW7pe19lOzPP4i752H1ec4qgtd+Aq1nIWJKac3NFIz0f7wz+7pPP5fWQBIzYEF+Arn5Ztwdd6G/6utkbvgEzoY/ABCyNEIWkJ8ml8gS7O5GRDoJnvtW7JGDOPf9AJk4QtF7Wlw0Sc/D2fMo+X9UDgWtfwXBaz+GsVwtKloufCUj3/wHZLb2GQohaAloBNOSrI8vKuNI7jws8GRpMRoxJHMjckbSxIx1Eu5fSH56gp2//CqH7rsZzbSYc8l1zL/6Tb4L3SZK+MQnPsGLX/xistksr3rVq3jXu97FOeecQzab5Te/+Q0//KEqOLRgwQLe9ra3Pce9beJ/BZxcVQSxp4hCN6dINiNQIBn9IqPrzcvHQYZ5joqEKS8kqZkQbFPXdBpEZHuFCJrsVOV86WQVeRyIQ27iGDvSYI0BSjLE9dRxuqkIzUZa0vUKSBbbchzVlp1WpL5mKHLej2zVLZWtdqwoRoYfjWStFzzg2cpZUIxGloX7frp0yY8HXh7yxxFBb6fVOy1EwdnRUjKi3HzBgVP4XjRDSXJIWd/IrLMmKkVSy5KTxc0XNFwTZd992QRfjEjXdNU36VWmwVfDyZf2F/tadIaYIXAbRIA9Vcy8Q67qQzGa2wgWsjpOMML7BENzrm7i6cbe73+a3d/80Mzn3PA+dn71/Uzf8wvmX/tWQue8jNFv/SPTN38dgHkazIuDCIbpWzlAIFKyqxN5A8+tHfOkD8FdxLYbv8upf/MRIl0lktdaeSlt/76JiW+/B27+H9/znEO7cEf349k2g++/GGe0pME99ovP0ffeb3PNF3/Og/90LWNJB6QkbkFHwRxINIhdmsyUZC5G77ubqc2bQEoiwMLeDrRzX0kgsYuedp1AqMq+kBInb3MgHSN7xx3E586jZ8lSxPQw6c0PMXHPrTOkZQpI/OqzdH30DxgdC5DxOTBZGSkP4PWdysFPvq02oM+TjA0n6J/XXrFdX3oBWvcCVcOhZwF9VpALBWy873HGJrNYhsZAb4Rl81vL7DiJiBa4jcw4gajFxZ/9BX/+4KvITY3PtD2wdD5rLz+3RNYGWyDaiZSS3OB2nIkx9HgHwVAIUTX/da1aSWJ/7f1BpW0eiJZl0236Ley6HeathWgHY7f/1Pd8gPF199ES0pG5DBgBtPnnor3+GwjNYAnA2utZ9/VPkBjai9A05pz3As77wJfw9j6Km5ysfLaNliVSIg9tBwpriFwCtv0BeWgDzpnvYMP7Lic/WuKq7HSK3Q+tx2zvo2ugG9rnwdLLABeGHvWvG5cYh99/CjmxHxDI+WciLnkPIq6ic8XalyJ33OXbPYGE0X1qnd3WW0v4ujbc+RUiRpapOrcYOUmRtHL6MHLbrTC+F0IxxMILEf1rGjycJuAvb65uktxPB8orvUqpjI7ioj95GJk4BJO78DWaspPI/rMQTlot6KM9MLypxsiW+RRMDSmjMNAKsb7KNJHsVAXJXYRoG0AOx+v3XbdgYncFwT2DqUGlRZ2oE/mcz4AwoW1uQbNLqr7VK6hZjMaRHiQP4W6/V/VRCEWOlwk3i+55BK/7EN4Td+E+8BM1+KmD0Xrno7WVVdF1beRjP4LLPoRY9iKk58DeewvnCOg+CVZdBz9WhSeFpmNEW3EStcOoHgggAmG0l30BWrqRI9shVYoAEIZZ8S3qpkF8VmdhZ+WA7ex9nNxX34ibGEfv6CN4xtXI5Zdw309vZXxTsXCGxngeusIaPa0Gbb1xom3RwmMqLRwSkxmmxlK4hcjo0FievlNXw/gRcKvIBU3HCAYLbXi+3tbk+FSJjK6G9EjteIyQKcjveZzUn39K7/u+hb7/fsTUYUKnPx/58n/BTScRE/sRwxuRh9ajt7bCQYHQBNKTGKaGpgk8n+sIAcHsEGZrZ+WOfBrnln+fIbir4RzeA+/+NVqretcDgHXle8j/6iM4931/5v2RaCrNbN+GmXO9g5tJf+VVRP7fTejz1qJH48z6wI859OlXInOl35uma1gBHc+TzG8X7E0FyKRLxrmUkqGMwKsit1KO4FAGZoclngStvY8/v/VcJg7swU6W3rWRR+/iwJ2/4oIv3PTcR3YLUd+z/Bwb9itXruSrX/0q7373u0kkEnzmM5+pOWbBggVcf/31RKP+kR1NNDEDKav0q8v1iF0VNWsXq9z7ST4U5CE8V0mO6AE17x53lHQVyQ0FktKERjyt0AoR3T5ksp2Gow4lRe3m44Gsr8dZcdixSEkUnlMuAaE2pXecp5Lo1gPK2VAsflWXdJ35oIhWZKH44ZMkpt0c5AvPRzPUWkwrFAZ9WmQyis/+GSDPpaua9By19jTD6n6kp9Z3mqmuKQv7j4fgLm4XPufMROgX38cKITL1MdRR+X0VCzz6vlNl77XnqN9WsE2R5JqhdMBnfp9PBXV+A5mJWkdO3gY9r9a1zzWac3UTfyFw0kkGf/xZ331HNj5Ey/B6jOv/icyoss2klDiekpYw0inGU2H6rngDcuoQomM+ke41iN+vVvZQGRryha7D8IYHWHDptRXbhW5gLji1zlmApiFCLRz+4qsrCG4APJdD//U2+l73z5wx22BiwiGTk+Q8cCSAwJX1f8v5rBo3pzZuYGrTxop9enIMcdd36bv8QoxgbQDNyNAo9/3pUexMydZp6+3inBeez8Q9f6yxE53Du5j8zvvo/H8/RZz2BuTjP1NSo8U6GwNnkk4auFP+/ICTd8lnHaygsvv1BacTfMPXENkJ5Iafqmm1rZ/ueSlOGzuAl00Tbg2j6ZVjnNYxMPN/KSVM7KW3N8i1X76eA5s2k3dNuk9aTXzk7sIYLtVaygjgTI0z+uvv4IyWpEWN1hidF16GES1Fb7cOzGH2eecy9PC6mUxuAQR00AtjayAaIhgryMJaQYQVUJHJex+D5RfjNcis9kYPwOGtpfsY2Q4HHkXOPQu238EiN8Oij36CRHwZppsiML4LnriR7O4NNW2ZAR2fuCx1b0ETEkegJV65Y3qIkZ9/qoLgLseBnUP0/ONvK7bJ/lORG38O02XBcMlJ2PEgpV+OhD0PIH/2bnjD9xFWGG3B2chz3oi87zuVF9F19QdqHZLLQrDMaWAGYUoVIm2bP8DItl3YmUrHttANuk5di3fvl2H/+orABnngMeTKF6Otfon/w3k20ZyrTxg0Se6nA+XRKa5da4Q6mfqGoueAl0d0LJnZJFv7kaPbC8aLB8kROFKYXEANYhODyDmnIgKFl7DaaC5AWFFkuMufxNYD0NKHHPT3ugEw5e/dnEEwjgi0lgykLgvv4CacI/sRpoXRt3CmECTRKkKz7LcuqtJ/9Vg3QtPRV1yC6OhDbvkjeC4iGkcUNK696XGcAztUEQ0riGG0Y17ybsSqlyKXPh85dbCgZ5mD8e2FlC0JuTRWvA3p2nj5vJrcNQ3NstB0HeNFH0HMKhRfvPrfYNsfkfsfVQZWz2LYdGeJdC+/nbJKtbmJcdIH9gMq7cbd+yj5x25mX/wMxjfVVlgeyUhWrB0gZHrYmSz5ZBrPttENjZztMT5cqV+amZxm8L5HmHPBpUg7j7t3HUiJ3hLDiERKXvACAS5dF89xEJqGZpqYVuP0+PJ1hnNkkInPvYKOZYsQQmBv/TOpn3wKN6smIM00Cfd0Y7W2EuifizywF8/xVDR0a4CpydoIrHDEJDc2SqijDa1Ma09KibPNv4iMepA23uEdMyQ3qHcncO0nMc9/I+6W20E3cYd3k7/tv33Pz/3xy4Tf8m0Aome+iAXf28voF99IbsMf0U0d09Jnnl8EMMOSzftKy+FphxqCu4jJPPR3xrCT09i7NmJ7/pEiRx65nf1//Blzn//q+vf6bOAELZBRxBVXXMFtt93GN7/5Tf70pz9x6NAhLMti3rx5vOhFL+KNb3wjoZCPhE4TTVSjkZRW7cHUkmEF465cG9sI1om+brCQrfe70sxC9KtPH4sSFI10qn3mpMZoRLj63PtTaq+sHekUSPmwIg+lp/ru2aUo4UaXLM9mC7SW9JuDbaW11rFoqVfDzRcyvCjI1eg8rTrQml4Q+DxK38rJ5uM1iKRTKYlzrBrZDcPDGsC18f+ipPqTHhVSPKLglPBsda4QKoLbV/9dqu/TKqxxzZAi7XNTT+779UXhnZVunftAOQyqsy+eCzTn6ib+QpDcuR435V//ByCT9wi6KrjM8STJfGXRxvSjd9Pzz7/AiCmbMwoMXPhiBu/41XH1Ixhr990ePusaxr/1Xt8s0NCpL0C6Lql1t/ieK/NZ0lsfZnIqRy7voQkIFWO8kLSYkHX9x/322f1ghZl6YrPvfplNkdi7j7aTllRsdxyH+//4IHaucj6YODzCo7f8mXma/3iaefi3uLsfQF9wFuKMNyPTEyT2bWXrH3/L9D2/JKR5hFyoZ05q3XOxVpyJPv9k9FNfq2qHRTvgzLci9z/M2M3XM3rbr2d0rYU2TntfGy0dBQLaDKCvuqzUYHZyJgDQAOYu6sWbOII4eDtobmWtCOkxftOPKghuAGd6irG7b6fneVdTlFiVrktL1GTe0llksi5ubB7O2Aj2/q0ITSPSGaNtTo+yCzUdvbO/1KBrw9QR4ietYvzxh32fQ6xP2asyn4F0Qp0zNgSb/zCTBc/+dURdFy81jVecj6drfwO6oWMFDfLZ2oiIaDxEftdGQmvOr9guXYfE43f69g0gtXtjzTZhhhBrX4ecGITEIbCiyDu/iu88mRiGLbfAGkUw6xe+A7nyBXi/eA9MD4OuV+jbA6qOSMdsFTQSiMDo4Mwuw7JYeMl5DD22ielDwyAloTkLmXX+RUTiARja5J+5t/m3yIUXICIdde/1WUFzrj5h0CS5nw6Up+o+GV3CiT3QtmDmowzGCxXfbdXeyA5qBhbXhuEnYKBQ+TTSo7yc0gVRIukAxOyzkHv+VBkdLnTEwLmFVN10wRjx+fG1dKvFvZ8BrRnQUtA6FgLpuWRv/m+cDX+cOSRnmARPvxJjwRqIV2qEG0vPJj+0lRpIieiYjTu4AW32ckR2EtE1UEh3VUa+O34Ye8sDpcjdXBr7li8iU9NYV31IPa+xLaViTKAm17ED4LlooTBGtAUvU0lQaIvPxji15LkXwVbkihfiZUbwRvejhWKIM69FbvyT0pYC7Gye9LiKPAt1tBFojZIZ8vGYei777/eRUinc88HD08xp08mOlzIDPMdlatw/xdfJZEluvp9oZzvhv/kB2qIzmf7DV9n9438nPZ3CCph0drcSjwi8XIkcEbpOsKWVaGuI5HRt26YGll65yMqMT2KPj6K3xJjevbtSJ9y2SR44SMs8AzMcJjB3MXLfbpxslmDIQIgg6ZSN43jouiAUNgmGTJASO5EgEI+rdvI58pPjSPsoWuPt/oVHtK4FaBeq35H9lfrksbv3sYrPeqyT6Ioz0Xb/2f8EKSt02epI8alDEWRz+ZliB/WC5QEO3PXrE4DkbqAte4KkaM+ePZuPfexjfOxjHzuu817xilfwilfUFgA6HhxLEY0m/peg4n1+kqSenanUqq4bfV0varqg+Stl6Zhiv4QAq7UQxVwVFVskg2dIV5+2j4uolMcZVHy0wn/H+TyLEfVmWN1XPunTxlHa1MzK70LTC06H45A6aYSnQqT6fRdeQbLFiqm+5pOV5K7fOcdd4PIZQt0irUf5jho5dIpSJI2kaarX08Wo7urstdIFj96nChzjsW7uBCC5m3N1IzTn6v87MKLxhvs1Tf3OpZQkcrW/YtuDA9/9GPP+7ssz29Ze/QoSD97IeLo0drSYkrynsjCr0dI3j1lrL8BzHLx8tkIHWo/E6XzXtxj5z9cpJ12x370L6HjLF/DGBuvOx56EyZzOVMolUOX/E0CHJRmXIdxcZXCQYVksu/hCiLRjT9cTcwBbi9RsG9p7iHzO3646fHCM2f06hua/pvB+889oL/4XxIJz2L/+IW5533U42dKYrQuNlXGP1qrhUdM1rOwY7vo/oA2sVQR38V4jXSSnYeQPP6u8nCcZOzCOGTDADOGYnWTu+AXRhYsxI0GcQ7txdm1AJidAaMj09MwcocW6sFafjxZRWTf2xBj5Q4P4wZ6cIL9vF1bIRGZTpPftxS1If4YAxjYiOuYQ/tgTaIEw8k+fQ+5bpzSqo3GEXkWdOTn6r7yGqW2bcLOV81lrbzdtvV3ITEJJfZTDBWmYCN1ASomXTlS8N2YkorIVqt6lUEsAI2CQzzh4rocZMDCDJq7jkjl0iMDSNFpIBWM4w/txDuzEmKy6dhmCbZ1194m2uSpbH5BHttc9Tg5vrVSR75iHiPdBpt51JYRjpY9OpaM7EI0w//wzcW0HGe7AmFeoY+ba9YtXSg8OPgZLLvPf/2yhOVc3xLM5VzdJ7qcDgWghbRl8F81GSC3MfQlwpSUpM+OIUMFrPLyhFIGTnqwffZaZQtpZ6F6BSB5CTuxVUVC6BfG50K4ib0UwBkuuQk7ugdSI2h+bhxzeCKPbmNGgtMIQilWllwZg3mmw6/7a6889BcJtM1qW+ft+WkFwA+DYZB/8A+FVz0OvKh5knHoN7oEduDvuKW0saDg6D/0a56FfIyJtWGsuQW+NUW7YO3s2+S4inHu/h3HO6yA5WElwA/QvhyN71FMXAqutEzecxcsqoltbeg76snMVyRBqA8DLp8l97+3Y6/8wU2hJ651P8KJXIPIpph6+m4lH75y5xOTeAwTbWgkYrm9BDaeeAByQz+XJjlcO3lJK3AbnpKfT2KkM7ideTEaLMDo2PfNcHNtlXzJLMm7R112KPpSuS356ikVnnsq2Bx4jkyhFIwhUbeScIwkYlf13M2ny6ayv/AlAdmwMTQhyhw4gAMPU8VyJFQAr4D/UOKkkRiiEZhjkx9VkLjQNWU8zXdNKBa8aQPgUmpxpIt5bs8069YWkf/vvvsfHT38eVvpe8uMqlSrUIAg+3NaJyI8cvyrAc4UT3OPcRBNPG4Sm5r5jkd+oB88uyJUUQq/yiaOfUw4zokg9RxUwRmiFgnuFqAndhFB7SfNYFGRR7FRVv4tjY9lA00gzG0BXhZwqonsb1KaoPDegCNmnLYIW5XQ3Qv4E99EIeykLkd9lznnXKcmc+KHevR5t/3FHUzeS/QDyUxw/GfsMyJw8KzgGiZw6NVlm9lWjnpb7zL5j1O6ulzVxoqI5VzfxF4LogpW0LFlLYvujNfsMHcKWQEpBKl1/VBy97QcMvP0/0KwgXmqK6a//DWu6BYm8TiLtYglJqwUpG9aPS3JeaZwKxNq56KPfYNsX3sWhW76Pm0kRXbCK+W/4ED0XXQdA5OyXEFj8BFO3fovxzQ+idw7Q8YLXIf74abR96zDDQex05Vh0IC3YlRDkbvwtoBMzJUtaPEJl5lFQh7Pe8Pdsu/s2RreownAd8+dzxstfSWzeANhZrO5Z5A/7E0WBU68Bbzekxma2ZdP1M8CklNiuBMebkcPUdIFh6ZiRMLplIu/7Bu7s07jjo2+uILhBZapunxYsbVWyK5qAqAF9/XGEpuZU545vYpz9xhlyeGLj3Wz719fh5iFmVhZ3BBjdP4YmJbAfHn+ACQSxlasIZSqjsmcgBN7UCLlHbiV4/ksQmo6bbixt5U6MgBbHnp6aIbgrnsvYfuzvv5XgijMRpKB7Tv25PRInHI6z/F3/zKFff5/pfXvQDJ2Onjg9c3uQE0O+fAAAjq3kWl2nxrYWuk64p4f08HDFtfVwlEDEQXQInLzD1EgCe9opqGQIsrf8lq6Lr0STDs6+bQB0dkY4NDTpKx/au3hew2dVus8OmDxQf18VxMJzkYc2+R+/6AKwywjwYBTStes33TSgrVaK94RGc64+YdB82k8HQu0qggh8X2AhBITr/EjNsNpfSNGV+XSl5+toi/CuFZBPIUe2ltJ83TxybAfySFlKk+cipEQEWhFGEHbfDiNPlLUvlZZ2ZrJ0jm6p1NLF58GyS1UktNBUZeSTLoGFZyOCMUR8LnQtw37MX0cZz8HZXB0lKxAdCwm+7QcEXvvfGKe8GG3hWTN9nbn91AS5+3+Nl5xSxqZm4mVTyHQdckF6uFvvhGmfgThYW0FZDwQxY+2YsXb0aMGrWDhXTh8k/+P3YD96U0WfvMN7yN78LXKTU0zcf2dNm9mJaXIZf695LFz/JxfRakkKIURDG9vJ5pWnU0omxqd8J+HxyTx5u8qI9DwsN8myc07G0gSGAFOAVbjWdNZTC58CglH1frsZv9R8BTebIz02OjOJqoraoqGN60rB4MZdbLhjPds2HWZo/yR23kWYZi25IATCNPFG9tRvsADr3NfUJSfMc19bu23eKQQvekPNdhGJ0/KKj3PS2z8z017EgJDuv9hZfumLKi7rFxxRxOwLr6m/89nCCVoFuokmnhGYkUr5hCeD4pxZJFnrH1j5MdimznEypX1FXePyLCvPUUS45xS0outpGB8PChHkwZjqR8UuUftXDTOkzrOiqh3xdMRHFKRJnkz2WxFuvuBsSBaKbj4F0rIROf1U26jZf7yk/nNMxj7Z6KNj6bfRIC22uK4ux4zOeBWEpgI1yuWEag8q/devjXrQT4Ai0c25uom/ICz75+9itVcGpGgC+uKmsi00UamrWAUvncCZUkRv+oEbkFlFerZYgu4wtBaSgCImnNUNJ8UkAxHJSX0xXnnjDg5896Mc+PXXcDOKAE3u3sjGj7yC4Tt+PnONI4/9mce+95/s/vMt7LjhG9z91gvYeeuNCCHoXFiZcXo4I9gypVWQ6VO2YMOkViNpOPuia7nq+gd42a83c91/fJ4XfegjdC9ZonSLw3HaLrrK9571th5aX/B2xDWfQ5z+Oph3FvSton31aXWfUzASQkfHybtITyI9iWt75NM2kf7CPUwNMXTnz0mP+pPMGVdwKCNIOoJpWzCUESTKpnU5PYx3cBNuPsefP/Byfv/mi9k1NMnelMbmKVFTbNPJu0ipIvULLTC1aUON3ErpAoWM7kwS97CK3jbbOlVQVB2YETXvOIn6sjj2ob2KExECymuglaOlE8JxAIKHNzNvTojV5y5n5ZlLmTWvB02AtI+yfitKqfr2M0LLwAChk04heNJaouc8j5ZLXoLQBK7jMXZwCjvr4toeTt7Dzrk4qTRj992Fe6QkN2taBgsXd2MYZc9EQO+S+fQvmoVsJIVXPHyV/3uHpiNWvrB2++proGtR7faepYhT/wp6VpS2xWeVpOfKoVswe3XZZ1P9Dnw7qEH/KXX7/6yhOVefMGhGcj8NEEJDtvQpQzU7Cemx2mPCnUgnrYzXgqQIRgBRjG4u6A7K6giVYIOCN6E2iHTBnjqesql9eIFWRGs/TO6dieCSdgbSo/7n5NMQ7lDGcLgDoelKPqV/hforh2ZCTE2CQjOQ08N1u1pBSusB6FiMCMYBMNe+GHPti8l89VX+J3suztAurCVrQTcQxlEMDsP0N66yiYIuZp2ooWjBEyk0ZHYSObqT/GM3+3dpaoTkvXVIfSCfdStqKhQxt9ti495sTfRBrG8OrcYII0kXKaEtrGEWJEOCIYNM2p8IKE5Yjgc+xcNnkEw5tMcrJxDp2Izs34+G9CVjM7bE1AW6qRMuFMMs1x0vx1TK4dBklnR2AiGgI2YytyeEaWgYplpAVUMEggzuGJ6JHgCYnsqSTuWZt6gTw7JUoRgpVTGXwoJF65pf/0YL0OetJfjyT5P9xYcripaaF74Z6xz/9yz6+i9gnnQ+2Xt+hEyNYy4+m9Dlf4PeNZfZs5cT7Oxjz8++QHLvE5zcNYfhrMa+9Q/i2nki7Z0smtVO+2O/ICHEzOLMECo9sfr77jn9UuZc/vKj3kcTTTTxNELTIRhX5KiT8dcsFkbjiOXiQrxORov/OQVCrV4Eqp0GhKo6n0tw7FG71ZGy9VIk9Uppj4Yoa0Poam1SvGcjpP7qpqA+WRynVMkMCgECxypRUiRr/XSvGxHNFXIdR5Nu+V+Io0W5P+l2j8GgMwLghWq/QzPi/84Wdb2dbOH3JEGzlCNGaCVHlpMtrbWLUn6qAdVG8dzitnrQA8+9VEkTTfyFITp/BWf9cBvDf/oxE7ddD7sfojWkoZcZK7FTLyN1762+5xvxboxCBKg9dpBc3sV1peIrtcrMGF1AX8Fea7nsJSSfeJCpjff6trvl029CN0yCsxez6VNvmKl7BEpuY+/OQ0RaQsya3YG2ZikTg4fIJjMMTplA7fyf8wRHsoJZIdWf6JpLCC9eC0CkrQ3Z1lZzTsuas3FTSSbu/D1uQQIjuPQMet7zLfSCXAerrgbXRj70dTqjLXQtWsTIzp01bc2b14t3aHfNdikhN50i2qc+O/nGRG317LF9zwSd8SCBQhav0A0e/5+Psf/2GyqOc6RgdxJWxCTl/KvtFGwovShPA5lEFjPQeCz2UpMA6OEIkVXnkHr8nppjwt1dpeKcDRy4FdHXZmEucvKlubKtX2WII5D5LNJPfhXA85CeV6tLXY5qCZQyaFaA4IozEEbp3o35qxi7525kdWS2BDvvwsQ4+ckWyhOyY7EQq9fMYXoqg2dYtJ+0gmA0DJHOo/MqAKe9AkZ3wRNlvzkjgLjiHxHx/prDhRWGl30JNvwGueseFai28HxYdRXCDMHi56m6cMOb1Bp49Yvg4JaCRC9KLtcMwY4/K4dFSyeEWiDWA2P7a3gesfLq516Pu4kTCk2S+2mCEEIJ6VsRZKAVkocL0Vge4IJnI6wW/0V/qB0RaEVKD8arJiEzqHSvE9UEskAsvhzyCWQjg3xyrzJIi0WdhFYwohugdbYanIpXsiLIcGehcnHhWoFWRM9qRJkRos9ZjbvnEd8m9WWXQ/8Zqg9W1Dd1xxupnWhn9rkSOhfDxF5EtB3R3osc9/EqGxbGyiuRB+9XDodyTB+BaBtM+xD8wSi0zQIExOZCYgiZmoBc/chl57C/3hdQIAUqF1KO42EBi2dZDE+7TKVcjHALc573agLJg9xz628p8r2agHntBvPaDcJhE8+DXFmhCaEJgpaGpgkcV+I4jY1uzYfFTtkaj24dZiShetpmqYWeVcz+lhDtaCFYVvE62NmFnahMA5tKO+w6XErLkxJGJ23SGZeVC1vQdQ0RAM9T5K/QdMxwkNGRZAXBXf6cJsfTdHZHS4uCAnE8pM9l//97Oekj+4ktWs3SV7+P3rOf53vP1kV/jbH2apzHf4+08xgrL0XvXlhznOfY7PzR59h30/fIT47QvvJsFr/+U0RXn1txXOfpl9F5eqXWVz6VYOTOnzP6X29FFORM2kwYz2vFbmNp4Gk6oTlLCbZ3M/vSlzH/qjeiGSeA4fy/QDusiSaeVogCmWwEFBFmp0vzmjBQJFgdKQM9UNpn158bamCGj14E0E4V9ImPh2zUjn68Ziqiekb7W2ss1WC1lEhtzWeJWEEYNurXUYjgGSmWNDX3cCzSIsXo9Op5/ljwpMY2oSKL3fz/TuWQo+HpkmspQjPUdyM9RRIb4fpksRVVzpNixoJu+Ud1FX93bk71VbfUb6v6PTWCtVHg0itIBflpHBSdRUUNdF29n0bwxIjihuZc3cRfHIxwlP6r3kL/VW8hefNXSN70RdzR/UzrMQ4E5pKbMPGsLtozIzXFD3uvfTeaYZIfHuTQDV/ByZbmrByq7pBRZY5rrR20vfwD7L/5+3X75GbTbPjgS3E65zJdaNPQIKCVMjcP7D3CrNkdRNpjRNpjIDRu+XGt9EoRSQfQdOLnXsOc9/xPaUcgRkXNrzLEz72c2Os+hz00iBZuxZq9pOYYNVaqMfWcN7yOx3/5C/Zv2ITreoQCOovWrqbVzVFvJZMaHqHjpEXQvYS+865Gt96J60N2a8gZu7EIKWF4LMNAXwuicx70LmPnr7/lex0PwURe0uUToOu4EgNlw3qNIrmKfQm1qECGgTOJCxORHiG1eyfSdRG6TmTOALE5s2aeqdnSilNH41xv60S6TkmD27TAMLGTSexMhsCyFejhgszs9HjDNYt0XcUHlQVszUBoKmvbCiDztY4Q0T2vguAG0OachJ29o87FlMNF6gHwKp3HmiaIt4XR27owowWeJ96P9+v3qneld6Uii2N9tf3QDMQLPoI84zUw+IjKnFp8AcInGFOmxpAPXg+77lHPZcE5iDNei2gtSYkKIWDWyYhZJ5dOPA1kZgr5+C9g112Vzu+xfdDWB5E26J4PmaSao8MdiIUXIvrL2nku0ZyrTxg0Se5nACLQAoEWZGYSDj/mY9wWF9MCIt3QtVxtntqvCGmhQWYKxgchl1SL+Gi3KrroOtDai5h3HqJjIfJohLXQKqPHpHv0H5nVAlROqiLYirSipYgzM1gz8VpXvJvM119X24X22Zinv7Si8IQftO6FuOP7/ffFuiEUBV0VQDDPuJr87d+HfNkAKATmVR9GRNqR5VaMlJCeUAZOtDAhJSdKEd3BFuhVKTWi92REIIqczCEicbBCldcov99wgFzKPzLPbIlizZ2HfXgQ7DxTUzkmJ0pEcLuA+Sf1s+A7+5nctYmbX7O2gnPwJOwecwibgu4Wnd7lC3GmJ8mmcmi6RjASYGz/CJNJB7fgyVW0Qu13qwloiVROkGkR4A93bCeTsSlGMY3kYNqWLI8VFm0BHTOgFWxfyWQWsskpDKuVcD6BKDzjwxP+Hv50zmN82qYzZqFpGlZnJ8ItEfWpRJ1sAiCdqmpTCLYn4uzZ/NDMppF1dzDy6J2c8dHvMXClf3S21tqNdf4b6l4H4OEPvZLDf/7NzOfh+2/myMO3cdbnfkt3FaldDSvSQvLXn0eUfXmtJpiaR8IWmPNWE19xJvOveyetC1c1bOs5gRD1o+2ak3ET/9dRJMOcgixII/LWCKooUSjMg40MriIJa5ZIuKM4IhWOM0JY6A20uPVCoT6dClZPCEUoFos/lkMzCnIkDX77QtQ1vEsoL5BZx/CbId6fJGNcPP+pSHkca/Sy0FWGm5t7+gpbVrR/LKT+s4CK65T//zi/I6FVytC4efUXiNXPKNB00BpIl0ipNNcr2s2pdoNxf4dMZacaf3dCL5DxIX+C/blGc65u4i8Y0ee/g8jz3s6Wn3+NOz/zd0hvZGbfkGGyJOIQNSRauIXea9/NrFd9QO37yt/h+ARE5V2JaWpo0U7QdMKnPY+2l/8TVt8izFj9QnxSwqQDztA+imNk3gPbk0QNZW9lM1V2YUs3LT1zmB7a69tm6/KzCMzug/5lOKlpjBYVvS2MALJjMYz6RAjH5qJHu9CXdNV/aGZ4pg6Jnk+yMpZg2ZmzsF2PgKkhxAhjoz7rgAKEAAJRxIXvIhAOseas1az7c20gW2udJYPremAGsa79FF4+S366fgaYLeuvBTxPomkCK3iUwKBACP2c16Itvwq56y5IHSF+2jm0Ll6Cm06iB4JohqFs+oziTjyhk0k72Nm8ukbIxAoYCF1Hy0xjb34QvXcueksMe3qCgw+vJzGkApq0399C+3nPo/fq1yri1Wcel1IiHRvyJftfmBZaMIx0PZLj03j5PIF4jGB7G57jIvNZdMOAQASx7EJENFbjzHdT9b83ACk0AotW4G33CTwUAj3eWagBE4OR7aUvcO99yKH1cMVHfIluANG5ADoX1L92Zgr5s3fB9KHSxs03IQcfhFd+HRFpb9h3pAu77/bflxiD3mXQvhDRt7YiIPOEQXOuPmHQJLmfSYxvrx+9NWstWC0VKSIyMaT+kxyBvQ+VGW9jgIDTXo82cEZFMyLQggzE/AsuCc134S+sCNIM+0eixeYgYrNhYneBEFdtSM9V0ell2qByah+ybSFap/IgG0svwLzgTTjrfqWioIVAX3YxoVd+FhGoJLil9FREueeAFUEYQcwL/1rpaVdDNzFWXlRhHGltvQRe8De4Ox/FmziEaOnGvPz/oc1epeRYsmXPIzmq9MatkEo1CscVse06KgVG01W028LLIdSBTBxBagGEGcQ8+XLsh2/0ebaCUDxKejKFW613DZhuhtxeNXHYjldBcBcxdeAgI9/+f+wdyShZDh8cnHaZc/IaQvPmktu+DitoFZ6fJJFxZwhuAEuHrFtb6CkQslQBkOLjnLuGXaMmmcxtNdfLeYIjOUlfCGIxC+m6pKZTbD+YJV1G6FsBgxXLZxEOW6R27fLtO0Ay7dDZFiaw4hw0J4EztId8KkM+la5I86uGpgkIRDHPeTX6kvPJSou9b72k9kAp2fS1DzH77CtwH/4J3q77wAyjr7kK/eSrGqeHAeMb76sguGeadWye+PqHj0py26MHyQ1uqdke0pVu96yrX0vXde9t2MZzi0YaYU3tsCb+AiBlgfCts/gMxNQcUf47OZp+YSBWG7WqW40jqI8XRlDJNNQtfukqR66HIvesaCm61QiqtYlrM2NY6oHKiO8ipFc6TjPVszBCYDcu7FRClfEqdFWsWjMqr19zWj1pEU3JuAlD3V9RjuJ4iNjjleaQrlpDHC0av26B8QKO18DRrYIz/tmURylG4R/PMyo4TnSzoJFeR+fUTqnvqygVdDzR0m6uzrOVai0baCDtB4VzG9yTGVbZHScsmnN1E3/ZyCenufvz/1hjLzmOw5GeVZzxyW8QGjgJPaTkFd3kJNMP/q5ueyIUYc5/3IXRt7Rie+9lr2Tn1z6Al6+123KektiohkSQ9yRBHaKtlcSbWHMtK61zuO+LH6w5TxNg7HyAYiLzgZ9+juUf/xkdZxc0jltmw+4HIXUE2vuV7dq+ENF3ak1b9uQI4w/8HoSg/awXYMY6kb2r4eAjODvWgWuj6wJdV068bM7FkQ6uVJIt1YisvQzxyq8jop3IfQ9x2rmraW0NsemRLUyNjtMSEASFh1ZnWO1cfTbBt34F0aqC9FrmLCaxf4fvsbFo/aLBngQ9FCYYi+A7hguBiMQwl5yK99ivQYvAvnvUik4ItFgnWigCdmHd1tYPnSEyj9/ByOZtM+sBzwXHdpGxCK2z2pT96Lm4Q7sR8Q4GH9pEZrI0t3n5LKO3/xphmPS+6v0w73TY81BF16RTqt1SlLGU+RyZjMvoE7sq9Lp108AKqqhuo3ceLS98HYG5y9R68+CGQqafgtk9GxEIIXP+jtvooqVYs+bhCHB2bVDcByDifZiXvQN91jJkahQeub52XZJPIzf/FlZdg9x7LyQOQyiOmHs2ov3ocqFsvLGS4C4iOYpc/0vEuW9pfP7hJ+qvk50cYt5FiPa5R+/Hc4bmXH2ioElyP0OQTq5BGq0quCTCVd5iz1WD7YENPj9wCRt+juw/BVFlPItZJyMPPFQqPKm2QqClfkXfjoUwtquS6I50w/yLYHKwUtJE6ODlCpHk+UKqqKd+xKNPIKPduDsfIvv9dyndaykRhomx6goCb/gawk4hs9MzKS0yl4SpwcoCk8E4+kkXEXj5v5G78ZNQKBIiou1YF70WLV5IcTEjMxFoQtMx4h0QMKFrCSJQMODLDdh8WjkNnIJBRSHySwil3V1EcgTu+C/k4a1qIgm0IOedhnXR65HZJM6mO0vfiaahh0IITaNjbjfTR6bIJlQKrG6qKGvd1Gf6Mj1ZP3po7MYvM52vr5WacSD6+i+hHX6EoPBwx4/gZZIkp9K4VdVKFL0tZv6PultymTwps5+e2R0Iw0C/6h85+IG/rXvNhA1ds4NEwur57DqQJJ2uJKTzOYet24Y5+8IVmJaBnfc37IMnX0HLe7+GHHwY57cfI5fKkJtS71YkZJCvo/MW6+vGuuJdWJeqfo7+7rt1SfH04X2MffYFRN2JmW3e9rvwtt6B+cr/rP8bAI48VEv0FzG55WHs5BTYOYZ//WWm1v0JPRSh49K/ovPy1yF0HWGFlKOkjpNCCzbOXnjO0awC3cRfOjznKMSz9PktVGv5lo/FQhVCDFVpaQqhsqRy0zQk2ypP8j9Ws0A/HqIZ1SfdUvN49Xl6UMmteS4IWYpkdXLqvPI+GCF1rPSU9MMx30ex7+Xrl2N4DjXjt1dFOD+FaPDjgZ06OkkdiBWc9z7z2tHOrSD1C//XzKMT608Xik6OfKou2VAXZkRpZ4I6vx48B7ITVHxfbr7wTkUbX6NR8dXiPs8t09ovEOhF4vpYn/+JiuZc3cRfOPb++SacrP+cM7p9I160Y4bgBvBymbprcwDh5Ej+5EPE3/vziu1WvIsVH7qeTZ94tSIpi8fTOCHL9iCow9yFvTNniFUvZLrjZEZu/jQhXZJxiy2BoevMCdnoWsmN6eWzPPEvr+WcXx2CdT+Eh39YZnsacPabsEMDZDY9QGjWfAJdSgv5wE8/x+C3PjRDmgozwLy3fpq+a/8W6ebxxr4z08+87bJp5wQj42qc14RGm+XRG4SsC1M2uMEWnMhCIuksoSgz9vqSVYvp1DMcXDdJJufhSsFEpnb+7e6J0aGNIR/+HkzvBylZtmYhD/mQ3GFL0BHRyNbxjeq6IBbXMU++lNT4JF5inJbONvT++ZBVEm/evs3I3Y8hAW/7g2AG0AeWokXjamwPhNUfQLgdcdmHmLz9FF+Hd2YqRbC9jcPD04yNJpFAa+swzsS0b/2q4btvYbRlKYfvfRA9NcKcDoO5s9tUtnM5we0VyXSX0S07a/S0Xdshj0YgZOIc3svk9z9Jx9/8O0ZnPwycBqkxNb92LcMYOJPY4ASTv/1qTX+s9g46LrwSmU2hZ6bRYnH1HsdmoT/vA2gLlRSnvPdr/g8c4OB65NRgybE8AXLocVh5DWLu2fXPA+Q+f9laAPY9Aue+BTm+F7n5JpjYB9EuxElXIvoK2c7mUZzN9QpPnihoztUnDJok9zOFo0Vr+e0Pd8DUgfpan/kUjGyD3pUVm4UVRbYvhn33qQV+MAbRHkSDlEthBJCLrlCEdH5aGeRWFCb21F6/GMXkZCoNjYI+orfrLrLffQ/YasIskorupj+S//G7sE69Eul5ZLasI7PlEbzUBIFFa4le+Er0tgJ5nZ0E3cI85zVo81bibb0ddAOtd2FlNG6gFaK9cGQbbP5Tqajg1GHkzruRi84HXBXdFohAqkxHHBQh6ceVpiZhsiylLZeAbXcgpEfoqvfiXfAa8vf9FG/b3Qi99Fx106CtvwNpzSabyCITtelY1WR0xT7HoyUA9Up2tq08B3PhaXjrr0foBkZXH9J1yY/VFht1ZclOq56Hx4ZG6D9pnvqw9x5Mq/5PPxo2icfVJJPNeyTS/uRyJp3nyJ4DdHeEOXiodnUidJ2Bt38R0dKJffuX8bLZGYIbIBTUyGR1srnK9uOdUWJRHefW/0ToJuZFb0P3q+JZBi15BEKVzh93w03op74Ufcn5dc8zQvUNa2GY2JMjbP+Hy8iXVamefvRPTD7wexZ99GcYre20nHoliYd9CpRqOs7e9WS3P0RwyRm1+08ENLXDmviLx5MgSGvIx+roZ1cZB9WZVJqhCOL8cZDTiIKesV5w0Bqqz/np448Kr0fAulnIZJkhjEXRSVs+Nhfu0ckoEtyKqGdwVBK2ioR2c+p6uqWyqZ4MKq5Z7nA4hu/ymSiwCGV67U6ZIfMkrlXUG4eCvIafI+XpRsEBg6xfHLUR7GQhcCB4DPOGz304mUJmQgOT5GgSOp5TCCwpD3LIq6KWVlS13Uhmx83XzX48IdCcq5v4C4drN3B0AW6VnrHZMYvA3BXkBjf7Hm8FdPIb/ojMpRGBShuj67yrWfH3X2DrF/8ez7bVzw8aTjOaabHqw9+gc24fMpfEm7WSbQ89yANvvBgy07SaEDUg76kCmJawOZwR7Emq2j0dAUlnAOzUFAe+8T5mO5X9dvM5tn/xvYwMjSMLmchdp11Iz8rV7P3OFyuOlXaOPf/9XiILVxM/5TJE6yxkQaLj0SfGmEqUnqUnJWM5gRNpJ50YUxvtBMmffJ7B336T1ZdcTnBiJ1p+mlygle0PbpiJSgYI6yA1Qd6VGLpgYMEs5i/sASRy9wOIDiV7sXBxD+7FZ7L54SfIJpXN2BnVWT7LQpeSeq7VWEeYRNbj0R/9nHRGzf2heJxlz48za8kCcnf/Ai+VKHwHJlogiLBzuHs2IXoGoGtOZbDT3HNwRg9i+xTcLD6PTRsPkCmrg5VJ59GEql1VTnTbHuw5ksD+9r/ObBs+AENuB+e86HJ47MYKghsgM5msLRhZgGt7yKBECFXMMnX/74hd9TY1xkc7wRxADJwHdpqOK69FZEaYuucmvGwGoRuE580j3BZj+v7bMGWeYKwFoWkI04L0GPLXH0C+8iuI/lWNM5fcvE/mlEQ+8TvoW6MKR9bDUfbJA48i//iZUvsjO5B77oOz3oxY8UKYtbqwTi5zmBez9QItyN33wKILEZH6skLPKZpz9QmDE3Q1978fwgwhy6KOa1AdxQ2I+DzksP9kPAMfr7S3+04YKitqkR6H1CiyZ0V9ojvQihZTHuCZgpfTByqiqysv4tSNpHHW/36G4K7Zt+UezLVXMPmrr5B9ouTdcw5uJ7PuFjrf/XWcsUNkNt0DukH4krcQmHsSYs4y/36YYSXRsvvhEsENuPk8Tt7G2n4XomeeMsJzBSJBaI0HFtep23923Y9cchFa+2wCl76F7N5HZtJ+ymHMWQqP3ldq0vVwbRcpwTA0cjn/5xoImXR1hNlzOFMhPaK6rbH8zR8t3QOQ3L2T5O7tZFM+/W1gA7uOiz0xipuYQu7bxfx4AJ+ynQDM7yyRxc5RCn3YtstAX5RkKsfUdGmBKQyTFe//OqFZ83DW/RKmDuFky4pTehLpQVurSS6vkct7gKCtN4YtDPYfShAJmbTd9Q1yeivWE7ejW5Zv0ZN4PEK4jOB28zZOLq/mmXU3VJDcMjOF3HkveA5iwVn0X/oytnz1n3yjxPsufAnDP/v3CoK7iIm7b2Dq4VuIn/E8+t75X+z+fxdjjx6oOCageaRu/SapW79J/Lp/pP11/9LwWTbRRBPPATST+parqIo8LsAM+0uENYKUyvnaKCLVD3pAFfgBRWrnphtLYjSCH8FdgcIz8CUCy8nDlCIDjRDkj0ZyVz/XwufjfQ5HxbMQzd0IZjlJ8lT7UuddfFra9mk30KrWSPnUk2+/eO6TfTedHJQ73z238L4K5RDRg1XZimXQA7UZBzPtlhHoVkvhd1vnOCcDZrSxkd5EE008Jxg4+3I0w8BzaseY2JyFxOctrdne+6ZPMfixl4CUjOUgYQuCumQgrmOaynEsPbfCTe1mUuz4wPNJbr6XoIRcWZxVUFca3H5Y/paP03fFawCYHNzJT1/zPKYO7CnsFehC0huCsAEpBw6XNZx14WBakHMlsyOS4Tt/yezzTqpof/tj2zlyoKRFjucx8tAdTG+pHzl74KvvoeXTv8U4/eXYv/sXJqZzFQR3OabGxzGq+DknNc2OP/6KFXPCeMDeg4MVBDdQKOApWT4vQiBk0Tp/Vmln0U4vnLNkzVI686MkD9sYuiBglC4WjQVIJfIVBHBLPAimwcbtiXKemMzkJI/95CeI1bOIWaX1ipdzkY6NHmlBeB5y8ggiFIWWgg60FVVFCifr14Sazkoy2do1kCcFGUdSXuJqNCewvVp+YWjT4xw691J61YkV+1znKIW7y5K57MEtyFxKSb7qlqobJgTe4Q1weAvtJ68kvmQu7tQ42cEdpDevIzN+EIAskA4GaVu0QGmRA3gu3oPXo53/Jgg3kPgyShnmUkpIjKsMezMAhzYiyqRzZXIExnaqebZnOWLppci9D/q3u/RS5P3f8l0nyEd+AIsuUvd61l8j7/nvQqZlKSKe7DRsuEHJqVzwbsTstY2fZRN/0WjGzT+T6FiCr85nbABh1kamCjMEi66ov8A2gtBVWUFZTu2vJLiLyCUgM4EMtiGdnCp+4DnIxLCqetvSXzo2MVRIoW6ARlWDU5P1z8tMk9uzuYLgLsJNjHPki2/nyJfeSeKOH5O47fsM//MFTHz/I4jO2sUKugVWFJkan9F7cnI59t3/CFtuvJXtN9/O1pv+yOi6h6t7WPqvX5SO28BId/NweAsIDRGOY73o/Urbuwxa+yyM/kXonSpFLZ+zyaXzOLaL67iYOvhJZggBbR0RwkGds5bFaYm3zOwLdfVx1ke/S89pF6sNc88kvX8viW2bkbaNZWoYVSJqfmlURbRETZzJMeX9dx0Wh5PM6axN+ZnXYTLQXnpGIUtX+tj12o1YCCmZ224yJ67RERb0zuri1Pd9nv7nvx7v8DbcP3xG3W+hHSklXtmkH7B0WqMmgaDOhh0TPLrpCFt3jrNu4zD33vE4hz73erJ3Xs+8iFPza7LinaxaNWem3cz4JKmRMXLTCbJTCab+8G3Sd3wbAO+xG3C//EK8330U7/efxP3K1Vhbf8fKv/t8jRMk3LeAFe/6LBP31up1FzFxz69V//sWsuQbm+h7xxcJz1+JqQvCloZZVrp98hf/RnbrA3Xbes5QTKuq99dEE//XIYSKGvGDGfZ3kOpmIfK1XptaKRq6iGKRPD9ohj+ZjqgkT/PJJ08iPq3wlOyEdEs633+pEHpBt91Q70q9wopPGdUSOU8HNPUeF4qTPbWimp56P+tGgh+l3066dG4+Bdlx1V4+AZkx9d4bPmvjorOlUUZB8XenmxBqV/Iq9eY3O1k/2OO5RHOubuIvHNGefk553ftqtgtd55z3/JuvnRU7+2q63/o5HhzVeXhMZ+u0xvoJndsOwFjaw1x2AVqoci4//LN/J7n5XkARuCEdTKF0q+de/gq615xXe52FK1n4snfOfP7tB15fRnAruFJwJKti1aYLw5UnVRZu0cQezUHehfT4WMW52XS2kuAuQy6ZqGuiZwc3M/YPa3DMFvTll5FIHb/8VSLrkc272I5HzvZn+PMurB/McMfGSf7wh41s2XIQ1/WUpKMs1nhQf3LiMJGAVkFwA4TCFp19cexgkGndwmyL0toWYmgsV80TA8rm27dvrHa76+IVAqKk9GC6cExsDuK8dyOsCEb3XKyFtbrmAKl8fb6j2sGRaPA4D27bhuicV7PdCtdfM5UncgFomQm8X/0L7p9/AFYXItCK3P8wbPoNTO6HbAIND4FHevO6mvbcbJbkoaqQtoOPI4ceAS8NHXNqOxGfAwWpTWnnkDseRu7dgDy8G7n/CbxffgA5tBkpPbzHfoy8/dPIx3+GXHc98taPIWM9sPii2nbnnwOzVvjrdUNBe/wx9RzmnIq46t9g5dX+63PXRt77deTTHizxNKA5V58waEZyP4MQkS5k/+kwuVeRzkYAWvoRrf31z8FDLroYnriZmmiTZS8E6SDTYwUjO4oc8am6XMT4bpjYqyYYz1XVhIsRWoc2Ipe+ADFrFaRHkakxNWDaaWW0ts5CRMqqNusBwL/AldY5u/79dPST2/G47z7pSdyJWqGOxB++RvCUKwiuPB+GC/rkRgD0gErhKRggUkr23v0gmYlSRJ2TzXHowQchEKJz9cmFC8nSpGEFVGXl8jTvow06U/uQE10Q6UaL9aBHWpBCrUqEriPyKeTQDkKzZjN5YC9OvtJA0jVBa1QnJ02ySWVEBkMmnT2tBArVojtaLa58wV+R1FrwFr+Q9mVnlDyvAANnkNxV0jITQhBvtZhK2NgFkThDE0hEjTyKbmh0tldOqpomuGRVnCEnxkGzH6GbLLz272i7+z+wd5YcEmYkwpwl7Qxu3VvzWLo6wgQCOpNDY7i2Q8TSiFiAO0HyO+8h2NGLufW3M1HyRiiE0HWk7U/S7B6xyVQtLjJ5yeCkZHGHTntIEDY1RtISfdUVtJ1yIfOvehPiT5/HfeTn5FNp7ExVpJf0SHz3PZixTsQtn6HiN+W5yPu+zbxrPk3n9Y+y76bvkZscpX3V2cy58tUY4aNohJY/40grnde8i9SN/4lm+r9Pybt+TPCks465zWcFzSrQTTRRkFnQVD0GWShmWK7n64dGZLMRKhTKcxUJV9TCrtuWi38ErVSRp0W5hRNtQW+nINimCPqKApgn8NghxNMnWRJsU+9K+VipBZ6c5McxoyAtkk/w1KO6vUKRyBjY9QqYPkVolnr/jUAhC6EBK5CbVu+6n9a7nYRAXK1F3az6DnXr2IpWlkNohcKpDbTD3RxojSXSnnU05+ommuDsd3+K9kUr2fyLr5M4fIDOJas55fXvpe+UWuK5iAfuvo+JqqkzbcPtu21e+89/z+affY30+DDdK05n4NznMf6nH1UcqwmwigpeT9zJQGaEaAwO5SzyuTy6kOT3buTevz6DtZ/8KXlP49CGygKERdieIO1KHE+QdytHcFNTdlzCkURjleNPJtnYAVkW/FuBgKWBa5P49rvo/MITtLYug8/9Y4NW/OE6XqnWFGr4nbZVRLosSGUahQqU2ZzN9h3DTExmOO/ltVnZWiCIm83MdLronEjmPB7cm2A66+EC7kEHwxC0BQQW/sUxk2mHfN7FsiqDCqSTh0BAyZ2G2xGXfRjROqvimLar3sqRL78TWZUZYIYCZOpkdwu9WJi58NkKQK7OuswIYLz6C+S/9JKKbPFgSxgrHCSfrr2GGTAqnDXBeEz9Z2gz7o/eAW/4Lmy5kervKju4078PQG5iEuaU8TRW2bs16yRo7YbpUWjpQ/StRs45A+7+vJI3ObANslVzZTaBe8P70S7/O9hf9Z47WVj3A7jknxDLn4/c+WeQHmLheTD/LJjYX9FzKaUqCColWIGKd1hEu2D+ecgNv/K/sXwSDj4OA6fXvffnBM25+oRBk+R+hiGCcehdc+wn5KYRPSchgy1w4FFIjUMoBv1rVFXbZJlHLj1aX2YDVISybip5jWyVAWNnkJtvgEgncnIfjGwvOy8PI9NIO4uIF7x8VrQUuVUFfcm5iA13ISeGavaZay7H3vWEb/e8BgVBUndcT+jkiyE2UChUVIZoJ0Q6SO56ooLgLsfouofpWLECoVe94kKDSEwVoiwUtyQcV4NszsfoCUaVVvf4jYDAGdqFyGcQ5UUrpcQbHsSYtwIt3gnpgzXNGLqGFTCYe+pp5A/vwzAqJ2TR0o7et5h4pBNt1Tkz273JQ9i3fwV33S9xM5WGn65rtMcDOI6H2d5BS1sY6TgMH5xgYjyF9CStbWF6eqIEfIhXIQT95jQLX/uPiO7laP2nIZetwP3x3+AmpxCmiXRsZh/ai5jdwsHhFLbtoeuC3q4Ic2fHyKezuHVI66mffJyONq/iepHuThJDw1RP0Om8V9d7nspD1pYETUHQEMxpFbSevJK2175fPaNVz8PdfAv2cJ30M+mRvvk/idQpAS4f+yWtr/oqK9/9HzX72s59MSM3fdP3PDM5rNIcyySBZPGd8oGXeYZIhKcCTVN/9fY10cRfCnTr2KNwpawvnQC1BFqx6HH9Bhvs8pSTPNAgtfRYIYzCHP40Sl7YaRVtrlnPXJHEclL66TASng6iW7MqM8M8R33vx+uI8OtHo3s0Q4owFuL4JXPqXddOHr+++7FCt0rZiXrg6O+I3YDMcbIQaFHr2mo0KtJZs2492nf/HEvf+KE5VzfRBABLX/BXLH3BXx3TsamxI+y440b/fTmPH7z1GrSyubxr+WnMrbaXy+BMHEGENBxPIpwcgTJTLjm4lYfe9wIW/sO3GvbJ8cBPwdL21CpBF9B99pV49kGlmGaYBBtE/wIIQ4cq2UUhIN6ixkovn2H8N18kfsFrifT/D6mDu2rbEAIhase+oCmwDA0hIBTQSGY99iYg41bOU1FTSbEUMTIyzcjQCN1zSuSy59i4wsQuq0ui6QJNEzy4N0siJ8lLFfUOSk30sCMxBMwKFaVRyp5Z3mHjlhECAZ3+WS20xYvPSSAMAyE0xMDpFQS3d3AT7l1fwxh6nN4zTyd5cIj8dAIjHCZ68tkYI5NM/96nzhIwsHwBHZ0t2Nk8oeVnk982xI7b/uB77JzL/gqtYz7GCz6A85uPVezrXDCLyaExMlNppOugBYMYwsEocySEuzoItJQFW+WSePd8Ha3Kr+s6Dnu272PoQA7Xg3hIoz+uEyzY/dLzkFKWyPPZVY6HSDtE2hHzL1FBmJ5HTuvE2XY7+vh+jHC4NksicQS58UaE5TMXezbiwCOIJZcj5lXWo5JtA9A6C6YPIbMpZHKqtPYQGt7EISrYkUbr7GPZ/1ygOVefMGiS3CcaClHKItYPseqI7yojRHoQbJQyXRR1qjMISInc+PP6hsHUfmS0W6WOSrdAdE+VSUNKyEwhMlMEzriC/Po78Y4MqgjnWA/mmksxFp5C0AyTeuhWn+vX77o3eRBGtpQigMqi4IQRRJ78UjKP/EPd8+1UCnv3Jgxc0DREvAc6+pVXN9SqDKV8qhQl3jEHdj5Y+azMoCK5i5Hj+QwUi3LUdNhFpqdVcYc6kK5LsLsX3dBwRg/PVO3WY52Yp12JcHKI2afNHJ+/42vkf/vpmYhBoQnfYhWGodHS1Y5pSGROMnteJ7PnlTTfpeMomRI/6AYEWhDdy9U14v3oV/wD2r3/gzc9Sm7fdgQwe1YL/b1RbMfD0DU0TemcO7n6Bqt9YCsytnhGpgRAwyPUEiA1WWnI5p3GRqXtQfkSz0srJ4z3mw8id96NYQhkA6eJTIxDzP+7kYkjqg+pBNt/931GnniUSNcsll79Bvpf+2GmHvoD+ZFKve2gJfA23sz0Df9G7Lp/ntkeWn0Jqft+6Xud0JrLGt7jc4JmgYwmmniSOA4iTKqaA0++fXkMhGZ1f0TtPuk3DxT1yI+xcGM1ijIsQqemsF+x2N9MZPNxtu9HABfDxp4qqonuYpv1yO/qa1bLyDwZqY9616p3j0VpDiiQxw3qvhzPdYtZCc/ImF/Q08xNHZvUTiOyvfhuSU8Zt55a32EUiktWF54swskqErworVMsMFmvP9ozJTnzFNCcq5to4riRHhv2rblThJPPYpXxTiNbHsGYO496+damoaJPxzKSvKuivIvEq5Qwdfgg6z72GgQS6TvnSxxhAP59cqSkb1YH/ZlNuLZq2NMNgtEW2gfmML6vtkZQa3fwGIqNAAEAAElEQVQnswc62b9170y9JssUdLcFCJgaY9M2I1N53G98Cr7xKVoXnYKU80kPleRUes55AUHhMnR/ibDNu0pOZVakeH+S3vYA9+/O1BDcAElbFdAsJ6JHDgxXkNyT6x7AnqoMXPNcyVjKI5GTuGUEd+VzEUzmJdUqm8XvLpdz2b13ksUL2mhtDaAFgwjTQpohtNNeofrv2tg/fR/e5jI+QghaZ89CjxSkYIMavSuXM7J1G2O7KwtTxjpizF40G70YpNY9i+WLz2Lo8UdJjRypOLbv3BfQf8HVAOinvwI5vAP3wR/PzG+aFaTr0ucj2vuQ+RyaoeFl0uSGBvGG92EFDXSzlkCWBx6HhSeXPnse9//sRo7sKdmohxMuoymX1f0WIVPDaokWSGoBc5ZDf52aZ24eZ3gXU5+7Dne45ATRAwFaZvejVfcnPQFWt29TMjOpVpTpceT+hyAziWjtgzmnI87+a7zffwyZqApglB7yj/+B7F6EmHOK2hafDaE4ZCZrLyI06Fnufy/PJZpz9QmDJsn9HEClZ6QKhXKAQGtJo9sIqMioY0XLLFXEMu0TxVrUBG1kNOSmFZnr21EPjmxRRRyLMMMQ7gA8FWVeGHi0cAvBc65C5jJITyIuej9icieM78IaWEpo9XlkNtxT0Xy9AiIAgcUFrSw3ryLS4/PU4KBZSp9p132YkfpyEpquITLTSF1TEifDeyCTgpMvRzi5gtGjA3rp+Zx0PkweUnImgQikJiqfXQMStbg/2NVDenCP7+5gRyd4HmZbF3prG9LJoxmWigqfPASxbkTHYnXbux8m/5tPVpxvhQLkfApOCtMi1N2NzKZwcj4ODV1X7nAf6MsuQlvyfESZrqpYeAHMORXnO2+pvI4QWEUvs6aem9DrFDYFNCuACEdnUp2k5+FmUuiGjhk0sMsqV4esxt7NYNVIFVx9Cd6fv4rcebfqm6ZhhEPYSX+D35i9DBK1kQsAomcJU/t3ceNbLiU1XFoorP/uv3PJJ7/H/Ne+n4Nf/XtytqqIHrI0QgH1XiVv+Tqt135AOU+A+Cv+mfRjtyAzlRHd1qK1RM+9ruE9PidopBHW1A5r4i8dUhaqzNuAUPNzUXu5mtA9emMcO5FcR7qkLlFe73ganFPYF2xXkbxPVQpFusxIaSDV89FN5Riv28dG7TWKbufpUUTxMzjKt9Xtg1aKJnayTy/BXb6/QgbFVNrf5dvMsCJusxON13nHet2ny4FQjqKUzbFqyWt6A/LZUOvB8uKRLir6O9BakjLxQ7EAZRFmxN9xpFv+keLPNZpzdRNN1IWTTTN4608Y3/oowfYeFrzo9UR6B4jPWUigJUYu4e8k9pPAGB4aor+nFTKVtap0DQKGYPeUZDjDDIltapJWU+k1256AyTEipiJ9q6EJQcauv27QNJ2TV3ZXRM5K18GN9LHsv25g88dfyeRjd8zsa4mFWdgfxNKzLF/Ry8TQCNL1sApRvJNJh8NVWi2ZnY8R6ZjFyf9xI/mpcWJLTia2cBWDb1+FDMNIBg6kIFsoqHgkC/Pzedb0mQQtnWm3PkmfdSFaNhyZoZIz2J6eJDfsr8ecLohduw2mp5Qr6JxZR0gCmpJ4KcfhIynina0Y0VYVmT7vTESbykh37/pGJcENICXu2DBaIKhs8dQkWns/q175Co7sHGTkobuR+QydfZ30zO1BL9q8QkD3QkLBKFd8+F/Z/qc/cHjj4+iWxdwr/4qFL38fWuFYIQTmVR9GP/eNuPd/Q0Xnd8xCjA+qtgwDPBc9LAgvWo6ru6rQox8ClTI2Qzt2c2TPvprDHA/2Tzgs6Q0SWbAEugdg7bUImamzVhAQ7WH645dVENwAbi5H8tBhWgeq9Lu7FoHtX89NxPqRhzch132vFCgIsPNPiLPfAR2LYdzvXZB4636OXiC5hWbAydchH/DJqF56BSLS4Xv95xTNufqEQZPkfpYhpYTp/SWCGyAzjgy1I6K9EIwfF8ktNB259AVwZDOMbFVkZigG6fGSsSJ06k1IFQS2f4crP9tpyAcRbXORR7bXHC4CIYTrwKYbEJ1LkPMuQTgpYlcFCeSOkBkZRToOViyG1RZndP3GCqJbSokIRbHHh0mtv4vw6vOUHER2EtG+UB2TnoB9DxGbN8Chxzbg5muN81hPu8oKkZ66BaEhpo9AOgl64Z6cvCKyERAtaGu2dquo8bH9JYkXTVeVhgNBZfzUKVQpDINQWwwr3kZ+stJDKXSdljn9eKkpvExqZtD3rCBaazsiMwUjg6XH/EClJhxAIBLAcz3sbOl+tXCUtrMuR7NHkZFWSCeZPjJBPmcTDFlEW4JoponUDXXd8j71LCbwsn+vILhn9lmRmUhz33sNRTAGTiI8MUb6kYd8SfTIwsXos+bhDm5VFZ3tUr+DYQsB2HkX6UlClkZni85oovY9bQ8JzLKVqLXwVEKnvwjvv19QcVyoo9OX5NbaZxO67hPIH721VpJGM9DOeA33fOpdFQQ3gOc43Pnxt/Dit72TlrCBX86EN3UEmU0gwko3LTB/NX2fuYvJn/4r6fV/RAtGiV74Stpe/s8No/ybaKKJEwzSK2gIl41tTkaRY2ZI/eWT9c/3gxVVhHkxM0loxyml4MfuPhXpBQlOSpGDRlj1xcmBd7ya0uW1DpxSoSDPAe8Z0hF/JgjZ6vb9Pldfs1G6bHUbQuNJRcv7EdwVbR4LnmSk/lOBbqlI62N1oAijPvmMAD1Y0BCvvg+piHTRwKSpLiapW+qZ2mn1ngpR0OE/wbS4m2iiiYZIHd7Hn95xGcmDpcjbzd/5V875xPcZuPQ6Tnvt33HvVz5Rc54upC/J7dl5FnzyD0ze9DWmHr4FLRAmGA5hTOzhYBIGp6F8HrY9wUROYmpiZoiOmZB3JXmvLJNVKFLdaeCPbGsxfQtoOnvX4919Pcte/37sd3yWzIGd6Nv/SGj37RXHtbS3kp0sEY+j0/5jrz12CHd0PwNXv021v38D9v4naDEF68cgWx7fBeya8AiYLovjHnYDkt71FNGtAZYhmH3eZZDcB7k0dlnkeDVaA0efy41AgFNfdQ1DDzxAct8eNJ9TUhkHs71z5hnKbOlZOOt+Ub/fyWmMeIeas8NtaGaQ3jXt9C4/CW/bfaQO7Cd5cJhQRxwrEoY1L1Fz7/B2AkaAVVddy6prXg6tsxH9p/t+h6KtH31hIUJZSpg+XFoLarpqz3PR+pbibbvft59a/0kQikJGzZHDO+s/04kMtJ9xHmYsDovORbR2I3PTqpBzNTqX4uzbjLN/k29bTjqNm8+jW8qOFYsvRDv5WuQj3609OBhH9q6COz5dO+/mEsgNP0OmJ+v2W05U2uJi8cUQiCK33AQT+yHSiVh6KSy5vG4bTTQBTZL72Udm3N8wzowjrSjCiiKjvZAeK8mIGMHCQFhI+ywadwXjRgRjiPkXwvwLAZB2Bvnod0vGuRWETB0jwwwXjvMzfoQ/CZ6ZQLb2+xt3U0dg4iDIDapFIwBnvAFx+AlCnZ2EOjsrDu9eezJTgwfJjI4ipVTSGukkybtvIHn3DVgDJ9Hzri+iF4hYOT2EvPe/wU6jGQZzLzyXwT/fh5srGeWRthZ6FvRV9kt6SDTkoa1ovfMRU8MweqBMC0pAvBdOexU8+D1FgAOe65IfHUEIDau3H62zH294b+2TCoYRBT3mzuVLSRwYIp20kdkUgViUllk9mKaOm6w03mQ+izt+GL2zD5EqEeMyURuZL4QgHAvjtYTBDCJMk8DiVWgij8x55DI5nnhskMx0iciNRAMMDMSUnpppFhZgAn3llQRe9QVEvSh+QOtdgrfrAf99LW0YS87CXPtaurY8wOh/vgZZTmJ3dhKbPQuh6YiVF+LJIN62eyCpFhxC0zADRoX+2Ekhk12jMDyZx8vn0INh+s97IbOsNPktf0aEWoic/0riL/sgwnNqCGszEqZlzhzSR46o90FoWCdfQctrPovePR/5ii/j3vpZOPyEcjaF2hBrXkzGjLP//j/63qeTTTM0Mkl7nWckQlFkPgdldnFg/mp6PvCTus/1xEKjas9Nj3MTf8Eokl8121PK2Vl0Dtrp0jzSSBcYUTgvoMhuUO1nJ5/unh8fnCyQA4SS8aqWRTsuyNIzc/NPTTP6aNcxQvWjdo8bMxpshX+OFu1c/rnO8/KVWilbbxwrjCCY0cbnCANkAyJZM8BqVd9JRYFQn+M0veDIPx5CXCjSWHrq/RdaiTD2lcjxgV74XQhNRWUXZfJAbdNDhfVvHYJFeviyHjNdFLWOkePR4X/O0Zyrm2jCD4/8x7srCG5Q2s/3f+JN9J5xGee8/UNousEj3/8imckxjECQuWdexJH7lO6yJ9Vop6GGh5b++bStPo/2NRfMtJd++CYOf+oa9k37j4seAk+WIsOFUMNReaRxcejRNSWf7dfSmkVtFZ+llCQPjZBLJGHPh9X5nXNo/7sf4N7/xEwbru2STWZACDQrgJPLg+eSs+uP46nditCUBx+Djb9A6DpHEi6ZOkPsrjGHhTGDjrBgNO3fri1LMU+WGWA6C+G+NfDYDegNxueWgEZvq8HBKYd66pXzV69k1smnkhsZJb3fn9y1ApVOgops48RI3evjuUjXxck5eLu3oEVaMXrnkN63l8O33oWXVcGHUoI+fwXmvuuxdIeOBXMxgwEwNiquow7BDcqGl1ZUcUBCQM8SGN5R4lKEgN7laGteBXd9De/+71We3z0XgaPm6NlrITONFri37i3plqUI7lgf9J6k2gh3IltmQeKQWntaEUTnUuhYirvut/WfDyrwS4/GEatehHbxuxR/sOaVyK1/gMwEICHSCUuehxjfhTOyD3fsEOgGRs8AWrgQKja+BxHrRR7coNq1bXKTkzjpNGgagVAfuutU1FQTA6cjTrQCk3XRnKtPFDRJ7mcbjYy+7BQUiG6sKNK1QQiEZiBTI5AcrlzgCx3CHYiq1EphhmDJ85Dbfq8W/roJgSjky4xxoSk9b8MEV0B2WhVjlFLJW5hBdY7vYC1VpFa1TEp6GsYrPXA4OeR9/wOdS3xv2YxE6Fy9Emf+mRz8n3+t2Z/ft5WJH3yUjrd+QcUhbb5RkQpWCJw8ke4ull7zQo5s2ExmfBwrGKC9pwWtqrCjlFJJqWxfh7vtYYRpobfE0YqpVFLCxBDc/Q0QHgiN5OBepp7YjGcXtLODQeKrTyE4ZzleNgtjg6CbaIFARZSuZhjE5g0Qi/fDq78N/3MN2JkagnsGnodMJxHhEpWqDZyM+8TtvocbwQBGS6t6N4Z3IwEpNLY9uL2C4AZIJXPs3zvG3D4VWWeEwxjhMHLrn8g9/nsCa69BpsZwNt4K0sVYfhlam3IQmOe9AefBn1booYNK0csF+0n84mvIH/wH5vIL6Hr1+7E33YY3OUog1kog1qoM5elRhBbAeNV/oqcncT56OuSSheekIz2JdD0wA4TOfwOnXvZ2vEArmSMHCPXMwYz4F1uTBW876cqIeaslitUShSv+Ce2kS9AKEdYAon8l+qu+gvOjdyIPbIDkKPKebzHy0883JDU8KdHb+3HHawuKanaaiX+5jPYP38bYwX1s/vGXmNyzlZb++Sx/xTuYtfYCnxZPIAgaaIc9qz1pookTC06DaGYnB5ahiDw9oObVouM5O+0fvawHahe+mqGIveONCD8eaIFCf44h4js3XZI5e7IQmhpPn8l7AmUYHnWMqiKv60EzlMxKtk6KcE2z5TIiRk3Br6PieIpeOln1Heqmes/cvLq+bpXeJzMEuTokt2YWnCkThcjqRo4YVHSz65QKfovqCHChHAzFYpLSU+9MXRL+KGZGIKb6VEE+ByCgq/dRuuoazjFojzdyBBR1wQOxQjZFptR3M1xZRPRERHOubqKJGuSmxhm69/e++9xsmv13/pqFV72Bs9/2T5z+xveSHD5IqK2TQLSVn7/qTIY2rSvTzlaR3ae+5YMzEoRFhE9/IS0v+Qey//XZun3xoKJonib8XcaagAUdOkPTHpkCCa1pgjNf805W5++scK6nRycUwV1+X6P7GfvsS4kNKFtt4tAEU0cmZ4ZpISAUNjEtHVOHeoHXga5+pJtHbrsZzdCJLF5O8qGNde8v56q2lrRrjKb9Gy0fivKZLH/84n/yyje+EBMwW6LoAQu3MFdJKbEdiUSSjc6iJTRKa8ZhPCtxqwa1UDTCGVecB10n0fvaizhw123KDqxCz5yu0gdNh865pb7NXo0cXOfbb+lJUk88VmDoHwMgE2zlyI4DyEK2uSshYYO3bcvMefsffoy5c+O0tLeg79+J+fZfoLd0k96zicTjf0ZvidN2zovRQ8oGF+2LkIfXq5OtMMxerdaMqUmYOAKP/Ar52G9VpPQFr0fufxxS44iWOMIMqAjuzBS0zkY78y3M1haw+4Erfe9p9qqViFNfDUsuVS+F54IZQhMCZp1Sc7w5sIq6GV9GAOudv0LrnIswSpUvxcCZyNY+uP+risNKHEY+/G2yWx/DLQsItHc+jrl4DdbASWoNM/d02Pon3FyW5L59Fbr56cfvxPnv19Lytz+EwxuQgw+o9WTbfMTCCxGRymDJEw7NufqEwQm+qvs/iOrUjXJURahUkNe5RG0ESzG12AeibT6y7xQY36UW8pFCxEo+rX58dqZk6GSmK9txHfDSagD2gxlG9KxUXdh6U2l7XS+ppK5cCoAVJLX+3rqa16nN62h//Jd4bQtgZDsyn8WbHFGRvJrB4L0Pkx5RZHsamByE7oX9dMzpLuhAp/FyWUCgmRZC05B2Hmf8CEZ7d4noBjVIawbZ6RQTG9ZX9MPNZhl7+AG6Vi7DOuta9Cv/VkVc3+2jFQUweRCGNqpnDQ3lP6STR85ahRzdjdxzL0bQxA7VasIBaC0x0ESFtzg5mSA15U8qJNMueVtptDnpNIenHbbuSzD5p5djWAHmtOssnx3ENDRymo55+kuxemdDbhrr3Jdjb7wDWXRexPvIJfM4j5S+9/xjN5PfdAfxk0/FbJ1de28TB5A3fgS5+z7MUAC7QHILIRC6gHALoXf8BGOBqsKsA2Y0VtNOBfIphJP1py7MEPqaq5XMTRXcW/9DEdwF5JJp8vv3EdKpG73QtvHHBKJhci3tuGU6abqhoRsa3shetn3hHdx30+9mCnyOPrGOPX/6Jef981c56dq/bnwvzyWa2mFNNFEHR5MNKaCozw2KvKwXaVqXAwyqOeK49L2PEcKAYCEq1jlGGTQhnpqqheeov+O9n+MhfuEYjYWivMtRpDo8u9TfY+mHbhXqhdQhlo+ljerCl377i8hXO8gL96MHCiSwLJHZM0yHXoqsLsLNNf5uPUetgdyy9eCMtHvhOQbjlRl+R5snGr4HWv1I6nzy+N8hR63z6mYmek5Bgqj8e3PU/RY1vU9UNOfqJpqogZNJNiw6b5cFFxlWgPicBQDkktOMHRisKg4pcCXkMv41Fjpf9ymC3/822QmfGlioCO1yBHVI1klkOXUgyOURjQOTDrYLcy+6hs53/Sf2rz6I9/iNgCKBy6VHyuElRnEip5Md3MXU8GTFPikhnbKJ6oJY2F8GUiDxtt4L4y8BJ0t+9DCBthgt0SBM+2dIWRqYuvI/xi1IOWB7pRnWr95eLp1mz2PrWbKoG2nnaZ3dx/T+g0xPZ5lI2Lieaid3WOlKt5oQ0SHhaRDrBCGYvWQBp1x0Di3tcRjeTHBRP0vOP4Md9z6CV0aOdvV30j+/p9DZEKK1HdG/BrnvYeTBDeh9S3AGH6V6fpC6gT16uEZ2M314eIbgBkg74FUVxfQ8yb59k5wUsZBDu3D/8wUcmtAY31Ai0/VIjAV/9Q5iUUfNyZ3zIdajXhghVJbVw7+aCQDDBjb+FtHSjWiNQ6Cn9svYez9exwI6Y3nmXXQle++8pWJ3y9yTWP6x3yLaumrPrQPNy2D1zSE/VKvxHVx9AXpvbbCilB489M2y2itgH9hRQXDPbN+xHt000SOtiC2/g54FZDc86FsYNr/+ZnK/+wSWLAtkm9yP3P8wnPu3iHgt13DCoDlXnzBoktzPNqxI/fRkM+K7WTrZ+immuSk8O4PY9yDywCPKmI0PwOxTIdhW0sYERbAXjbKWXpgeUqS3H1EuPVUwMFq76Bd9axFCg97VYGeRg/epqBinUbqsDh3zYGxv5XbdgEgcb88Bv7MK929Dagz2PYA7vBfvQEkLfGRwmPRIrb7UkV0H0dwclqHIyJlHkM+ihyJohnIgONPjGAKEYaqiE4VjJjeur9MZSfrQIYyHfoEIhBHR+kUP3EyG/M3/hTw8jBEwEZqG8DHaxibSbNl1kJEbPoiuf5iBRbNZdeYKgnPmkx8bxRsfAinR5pyMMWceYtfDNSnSWZ+ClOWwHUVyH55yeGRv6V1y8jn2HIbJZJ4LVsQQnov94M/Qlp6K0dGLDmhLToYVH4VYP/n9W3G++iafC2RJ79lObNHiysflech8BraoCdgIR9BMEyeVRIbbMNa8GPP8N6C1z6ltsxF23q2epaYjyx1HQiCkoyK8o5XeXplP4236Q8W21OgkQsCiVthYGRQOwLwOk1hIBzeH6bloAQOkRJQ5GTwpWXdLieAuXVDy4Bfez8Ln/xVmyP+3/ZyjORk30YQ/GkW8anUK05WTpdVwcioC1skWyEaponO1QqE75xkguYuOajMMyDoFEqvZYo2jksKNIN26dSvqn/Msa0X7wT6O4pFOxudZlj2zo0VLz5xSh+g+qpxJsehiORldeH+s1oLkSF5J69S0TeOv1q1eD8pCtHNIOWSOd16oaa8cZfJ7FZudY3t+vqhDcBf31dOIz6cgaB2flMyzieZc3UQTNQj3zCE6exHJAzt99/ecepHv9q2/+yHZSR9tYuCxH36JpZe/hO3f+zRDd94AnkfPOS8kfsqF9J1+Cbtv/VnNOaYuOGVxG4/vKAXChHRwpSTjlslnAKfNDdDVohyFc9tNMINEX/J+AIwXfRhHM/A2/BaZzzYk8GX3EhL3+UstAtg5l3hIJ512Sbuleh4aqlBm5qGbyOx6HenbfkV2cCfSk/SYDkFd6WpXY15cQxMCicTSwSr4Oj0Jkw3M/2TGUdnU+TxGwMLo6GS0IDfieJCrukVdg7jm0t4V4qy/LgUJSSmVHOqjv6Srp5X4tVcwPjSCa9vEZ/UQaY8V7EGhIvF1Cx78NrLATWiA0TMbN51FJkZA09EWn0fCdtlxww8ZTzjoGnTHLQZ6Arhl4umeVIS+H1xXMj2dJR4PMfzEdsaPVM67bmqKXd/5LKuufQFmKAgT+6B1Flz8XkS4DXnPN0oEdzkSR0C4EIlXbJbSQ7g2HN4I8dmsfeM7mXXKGey//y5cadJ9zouY98I3YEb8KknVh9z/EC1rziJlBcju3w2uizBMgnMXEl6yzP+kkW2QqnT6OIcG617DGT2EXsjQFho49TLcAXv977FOPruqgQxyy28Q57zz2G7quUBzrj5h0CS5n22EOkrFrAqDMZquBuNg3P+cRmnTAI/9EDm6o/R5ZKsaeHqWqiKUCFXgYHxvKZJc3wm9qwANUnVSdPMp6DgLJnap86woYtYaCHchB+9XBs+skxF9ayF1BOn9CAYf9G+rfS50DCijK5tUJG0gDGFlkAW66nsbrc5uhK4jN/6+guAGmBqpP0BOH5kkGrXQTZ1ANDhDSrrZNCKiKi/jOLjTEyqq2AqitbaR3LkNJ1vf4HUKqVbeljvRL32bbzHK7JHDZA8dBFRaUx7QgkFCnZ0VaXATUxn+/MBePE8ZZo7jsnvrICOHx7jipRcTnD0Xnv/3sPRyRKQN787P4e2sfMae45Af9Y8sALWsCVjqmjuG/d+liaTD8KRNb5uKqnKG92F09KrzPRsOP4624nnYf/xG3evkJ8aAxTP/zwwdxM2kEZqGFYsR7OhAaBqaaWHF20Fo6Be+CRHvr9tmXRR+E0LXVWGr4r0WDVQ7i3Rs0nddT+benyFzKawlZxLIptCM0rBXLHraE1YLq70JlY4W0KA/CmvmV2qWa1oxZqGEyYxHNucfrmGnphl6+HbmXnDV8d/js4HmZNxEE/4ww/7yYppRP/q0UaYWshDtUmYp+UYD+7GQjYi3otCnWWpL6MppLnRF3gqtUDAzrPrYKEpWNwrRwceopewHXzK9Do47gvsZIiGL5OfRIqzrQirpmWI0cLr+nFyBp/t+3BwYrY3lYqrv8Wj3LL0nR3DDsT1LWXDAFAnxpyqZM4PjeLbSVX+Nilc+l2jO1U00UQMhBKvf9nHu+8hrasaagUuvo23Jyb7nTezdVvFZypI299ieHdz6+rNmMlhtD4786tvIX31bJc3omrLZCtcTgIlkcCjB2WctYd+uI6QnJ/CQdAbUflsKdAHzVqxiYPlCnK13gZTo808leO3HyE5MkHv865i984le9VG47O/xxvahfealeBOHfO/BWnQGjvgW4B8Ep+xKQYshCeuQ96QqCKmVpp3x738ERvfi2C75jJrz17bB45OClCNmnvFAq2BphxpnIpbA0EoFNAWKQK5Hx3fMmw+ytCYY3l+aGxtIhjO+dy92NosZDCqyf9cjqu5XASbQMyuOaC0UjESqDF6hgRkoyKZVrq+0aAwtGoNXfg7Ru5zk8AEefONpODllwzsu7B/JMZF0WNpdmgvUV11/PnFddSOT4/5rH891Gds1SO/KpWrD9CHE3gcRa65DHljve470PHIHBvGsEcz2Tgw3i5wcBddGmgGEFp6JaJ615nRmrTldZdrPu7CuLnhDuHmErhNddRqRZSfjZbNowRDCMGYkdKSTRY5ug8SQ4q6ytY708vpcNftqMtqPYW1bjZEdSDvbsKbYc4rmXH3C4ARdzf0fhm6ql7w8asgVEO31lVdQ59RPoZSpUSgnuEt7VBXaUEzpN43uqtzt2nDwMRg4E6hNTQFAMxDzL0QOnKMiya0W5KYbYN9DzBjhugVzz4KWLuheAPtqo4zRTcSy58Ohx5HhFgjXehdDcxcT6N9O7uDeyh1CED95LbgO3r7aqr9eAy3MInHs2i521sYKWUhPAp4qbBioHCBlPkv+yCGcZAJNE7ie/+yrBxTBIScPI8wgcu6psLtUoNHNZAoEd1V/slnyiaTSqy5g686xmX6WIzGZZHDnARYumwf7H0E77VVqYgm3KOdArpR6nh4ZR5cu4YAgnattK95qYugarieZytSPChhPlEhuma+KDB/ZjsynEcFo3fO1QpGI3Pgoqd2lqArpeeQmJnBzOaKzy1KMpIc8vO3JkdwDp1Ekg5xsjsy4isgOtbdh9C5AtvYy8flXkHusFLlt73mMjGkRm9uPbqpIzEA0QnpMEVmdQfVXhBU0lHZZ8f7qvBNHW0qIpghXE03874OmFyQfquYYM1yfmKw3h8/gWIs6VhPdUkV814tuFXpBa9gtnKepOdurKiA4Q+DVsyyFIjM9t6Az/STJ3qekd+LXradjDH0K0ekVzTToi5tX0fr5VOPrPZPRwm4ZWd8Ix9UHqd6J6nz8Y4Fu1Xd6FDMicpNVRV6fgoOliSaa+ItC75pz6Zkzl7H9e3CkIlxbO7s55e2frHtOfGDRzP89qfSWi5DAtr0H6A1C1IRUZbIoQnqK2BVgaKrYpBCQyths2jXNooF5PHh4gpRbGi/DumRtu6Slu5/I3/0Sd/IwXmIcwm0MfvwlZLY9VOpPpI3krBVMTGfR8hadSZdZLVoFcan3LiJ42osIzFtJ+vE7fO9R07UZ60MXKrK8Gs6RQXQhZwhuUPd8bpdkMi/Re+ewaHEH7ugIqSOKnNaEYCCus3vcnXkmQUPJedQ855YA/cuWKvnOlHK8Zo6SeTwDUSbLOTJYQXDPIJtEBkKIQFhJsy08Ew5tURzHxOH6bR/ehJh3Bjuu/wxOrrY/yYxLwrWUJKXjoQkl8SLr2HORiImUEsepv8bLV8ngyP3rEGuuUzXGqo+dmmJyx44KuZRAawsts/sRmgA7h9x2D5hBxNLzSycWC6brdbING0D0LEceUDIrwjDRo2Vt9CxH2hnkzlsqM8RytSS3HuvAHR3yvYZeJUVqdfWS85FHAbD65vpuVx1s2tVNHB1NkvvZRuJQhXaRgoTJvchAa00RSUARqfWKU037e3gBZWh5ToNjpPLG1UP7AuShx2B4szJS0hMwVTVpuHnYcw8sOAesICy9CPY+ogopALTOQpz1ZkR8NjLYAttvU4Nw9T22dtF93VuYvPM3JLesR9p5Al3dxFavJdQ/B7KpisG+iFBLmPSUf0EiyyrN6E7OxjS1UpZvKomXy2K0xiuITCeh+m1YBq6f/IoQRDri6v+RNpzDu8luXY+zbxeakFhtbXgN0s6dTI7wy96H9CQiGGX07rfXPXZkaFSR3IXnJacOInQDseA05BN/njkuN628+J2tBuMJl2RWTbICaA3r9HYp5lYTharedeZg0ygjdCO1mtjy4GMEz34F6Zu/5Ht+oLcfiSAz5C8946TTOJkMRqg0oYsqSZFjhWibjTz5xUz+5kskhkrv5OTe/bRevILgozdXENxFeHae5IGDBFrCIDScVKIuFxGMVEZrCk2gtXbiTVdG6HUsWkEkOUzqSK1jw4rG6Dv9kid1j88K/ET0yvc10cRfKvIp/2jnfFJJgfn9PjTTnxh/UqiWcGjUplD9crI0JHIrorOr2hc6BFoKUVChQlTt8RLDTxORXI1ihN6zMSaVX0sPlcbIfPLo1y+e69mUtM2rnsczfg9Srcv0YH3N8CeDJxuBpFsgTJA+DhrNUGtL75kgtTVqn32dfoB6/5+2CPJnAM25uokmfLHpk69FDu+hvXzJnjjC5k++ljP+5wHfc0560Wt44KufJDs1jn88k2A4K+v69Yo/OaNqf3bsMI9kHFJu5W8y7QrWjcPFbXM48l9vIX33T5H5LDksnGzJJs65sO3AJM7++2a2jQDjuQArCwnP1vILaPubryN0g46Xvtef5BZgBXSEJjAtHTvvo8utaxg62NV6IQXELRCTBwkHetAG+gl3tpOdVPxFVzxGX8pm164jJBJZukMm6Dp7DiXI5VXZyNm9Uc4+eRbi8E7EqS9EcCfy0C6soEU+q8ZhS6tfD6k1EmDq9huJrjkLq5p7KEeoA855PbT2qHXbgcfV9uqAu3Lk1TMfefi2uodMJh1WnHcuE7sHyRzYR6gOkR+LBQkGC4FTQZNc1n+OCcVaGVm/gem9g7i2TXj2PLqWXEtw6WXIkZ24ts3krkGSh4Zx83l0Q1fBVoWXMDedQDsyQrS3e6ZNue0eWHgmwii8/JpxDMEWdTBwBuy8A6aqbHjNgL5VyCObayXQAhEIxyE9iXRs3MODvtHdoIhzo3NW5TOZtxg7lcGbqqzpZp12NWZXm38/u5ZWFL884dCcq08YNEnuZxupOsUZpafSW1tm+e+Pz1UVFauJ7oYV4QtJRHYDr2lmElp7lZxJOQwLDAMOPlLalvTXL0N6MDUEnQuUJEn7HDAiiLYF0DYw44kVwRic/3fIdd8vDaK6paLAQzG0+Fza3/da2jf9Gjn0uCoQ6bo4h/fhpVPg2EoPuWyQ6JzTxf7pdE2VZcMQBAJlA72UNfaOdByc5DR6e4loLUqJGKaODJrkszaOJ5ESLEMQG5iFEVSDqxefQ+p7H5yRKvEAJzGJ3l9HuwpUis2OP6Kd8XrE0suwWv+Z/LS/XIwVKDg8elcUOidgbL+q2D1vDfLIHkhPzch1aELQ2WrQFpW4nsTQBFZ7F5qXBE3HjESZNxBg197a71EImFMMYxYaRt/8qgM0WP8jjFUvJXLtB0nd8Kmq3RrOyAGSmQRetvS+SSnxPOX7FprASadLJHfXQsTs1bXPKDOFt/tB0E20hWcrJ4+UpG79Gulb/wdndBCzfxnGkrMrCO4ipu/4MfZkvSKoSm5GExLpSeyMjRUwcGwXrxDKITSBYdaubIUQtL71a7hTI+QevAHp5AmcfCXBC1/HOQ/dxZ/e/3K8slQsoWmc9b7PYZQXNj3RIESDtKrmZNzEXyikV19LWHqFiF2fRbYQqoBdbvppIrrL0cBgk7aaH48LBY1OI6TupXwtoRnqPvIFabHqyVO3wAgX9juUyO0TQFu7AtVjWJk2M1CRZF0tq1GU0Ai0qvv107euRjEyuUhui/JrHs0B0Cjh+ziRmwYzWiC6jzFqrhF0y99wLuqvC63g4CnInjhp5XCRntquaf61x53MMycPEmhV5HmR6DcCKivSyYLtEzBiRU/sOa85VzfRRA1Sg1uZfPzPvvumtz7M9LZHaV26tmZfsDXONV/9HTe9768YPzjoe75EkHIkVh3O0G80dzyYHveXqsq4gk2//AZdIUFPWKihMl8Z9HUwLXBk7e95eCrHsr/9Mn3nPh+jqxTh2nLmC5n13m8y8t0P4Ywre0g3TYJBgd7aTvjsl9Jx4evZ/y+vxD5UyugWukHb7A4ykwnytqumK6GkWVKOkhHRgLDhqcKAuoYZDmGGS0FKXd2z6eqOA+BmM+C5nL7KYzqVZ9+haXbtn+KXt+4gFjvIKreHRWdejKeZdB+ZJDmp5tNihHk10a0LiMgchzduJLhtC7POOItQHZU4NB3R2g2xOUqqsrjdDEB1VnLx/mcpu9oIhqknCOsGW2FgObNPvRB7egovn2NqaIhDj20ie2gQ3TRobwvQ3V3IcBYavWeezeBdte+jFY2QHtxDdrRkf6f27iT9Dxcy8OlbsPpO5tAvvkl+ujQ3ubZLxnYJtQRmiO7sxCSRnq4KaU6mhqGjUNeqdbaqmVYFmTyiJGuDMehaghACmZ4mc9NnyT/wc2Q2iXnS+VhrLsaQeUhNqvk71KqcB0PrIFyHdO5Zihzejv3gTchMEgHowRBuPj8TnKGHIpixtpp1ltbSTuyDt5F74BfYW+5ABKMEzno51ukvQW7+DeyqcuCYYcSKq/37caKgOVefMGiS3M8ipJSNi+k0KNYkNAPaFyKHN1Uaz21z4eB6fKfbcJsyLqxi+qwPzICq8huMqkhtz1WeuVAcslU6X2WF9WR6GlJToOvQ2oko1w0XKmRYtNemmoj2eYjLP4x93/U4D/wEb2IIrXMA/exXY8QHYOQJmLUc0X0S7t5Hyd36NWSmrLq0rmNGW2ekXUItYWYvn8vYSIr0kRGVNhU0iETMCjJcq+OOl/k8nmPPFKI0W1qUp9pzsREMJTxShcjoUNAg4GqEhI626krSj9zm+525B58oPIbawcyId4BnIx/4FnQuZP7zX8PGb3zct28DC3rJDw8h2YB24J0Y04Mzz1kDiLQiF59GyHiUxLp7S49IE+iaunbLqz5D+NyXIbMJ5NdezCmdNpPTWcbGS++DELB2YZSgpSFaOgnMWThTGKLUcTVUyK2/J3zZ+zGdIXK7NpHfswXsLJqmRDncxKQ6TkpcVxbkYYoPRmJncwQB4n3oL/lMzT0793wb509fKjlmQjHMqz5M8vE/k7r5yzPH2XvXk9mxruLc4jU9T+I98TCmJwsa2pWQgPSkKoRSKCJpBowZR0nxe5NWFFD9ENEOQi/5MNaqK1S3znt1RZtzL7yKF19/P5t/+t9M7nmClv4FLH/52+lZXVU040RDUzusiSZqcTQd4UYRQpqu6mtk6jiFn3Y8RWLZc0DzKYyrWxCIl7SSpacISd1SxHY+USA3Q2pNUq+g39FwPBrYfkUK6zdc+NePPC7uOxqpLJUue7hTEaQNiygK9Swz43UcHEe5x0CLIoSdPNjTjY89FjgZVXj8WEnuet9D0eFRDikV6V8uQyI0sFoK70vZu3C0ApJPW9ZDMQJfK2ijm+rPrEoFN0PqN+pk1bU1Qzl6GgaMnABoztVNNFGD7Ih/5mgRuZED4ENyA/SuPJ2rv/xrvvuSU477uq6nonqTAoI6RA01hLpHGeYdDxJ5SYslCFaR56M5mGwwXB7a8QQD1/xNzfa2K99E7MJXMP2jD+Jsvg3dzaDPXUvg1BfCngfwfvWP9J97NtnAdWR2rUfsf5R0MsOhPcMV7WjAlAPF+dEFpmwY3DnEguXKnvccFyklumnAorOhcy4MbUUc2Iwc3o2ua+wYnGTrnlLw1uRUmruv/wG5VIqFs9shZxOL6EwVdGBCOlihMPrAcvK7HkWTHrqEvC3J25Jk1iN170OsuOBkX1te9C5Vc+/UPuhYAh2LYGwnhFogn6N87s1PTZGeSELyOwTv+DZ9XSY7apNwAciOjPLoN/6H9sWLOenF12C2xuju7KHnndcj9SDOyE62fvW93L5hMwjBglPXsOzcsxGxLobuvI389BQIQevceXTOamPkkXU115D5LKM//jSxC66rILjLkc86M5nF0nVr10EF/oJwJ6JzaWX7ro186DtKSrb4HFp6kWf+NcmvvRl38LGZY+2Nt2JvuYPQ89+EHZqFFYlg6hqMH1CR76290DlQUQcLAE3HnRhHZkr9F7qBEVJ2tR4Kl4K9yh04rX2Ic/8GrXMu4Re9D170vopmxcprkB0LkfseVAEVbfMQCy5AhNt9n9MJg+ZcfcLgBF/V/d+CEAJphOrrE5rHEPFpBCsiioQVRs5aBYc2VF2sUHjBzqgqvskxalM3dehcpLYHIuqvCCevClK6NlhhRYKbAWQujTywFZITpWOH98L/Z++8w+Q6qrT/q5s6T86jHK1kW87ZxgEbMJhgssmwsOQlLLDEBT7YJefF5GhsMMlgMM45yEGSJcvKWTOaHDr3DfX9UR2nw4xkGWSr3+cZy31D3bq3b9ep89Y579EDiK7qEczFsO/6IZkbPp//7O0dw9u7HnnaFZgnXAyAlB7pO39eSnADuC5OMokZUiunwhcgsmwRjac04NoZxu+/AzdRTuibVumrbmccMikH6UlMd4RwRyu6aaJHmggvjjC66Ql2HEiUSHskUw4bN+zn5E//N+EmP+5f/q/qPWoNrcjolAhtoeGfszD7QSK33cGy132YwTX/YGB9aUrd8lXz8PdvIeO5sFcVSMlYPgJzF6GZ2eXsdBxn21qk7SAME8+2S+yer7MX/8gjsLkB6SlDb1kGz71oBX394wwNR7Esg3lz2/Cb6kRt4YlqAcF1stKuAnRDvTmJSXBHYdttmK2dkIrj7lhXotMpshpqruuVEtxZpMajhF79XswzX60WborgPnk7zk1fLj0hOUH62g8S31suuVMcvS89SSrl5H10Z2SYFBAMW5hTwjD0bH8VmZ2NZsx/LiDwwg8TXHUe0slgzDsJYdZOj2pdeiLnfap6Yc6jEvW0qjrqKIfQqBl5Ox0hJkTt8w+9Q0ewrUNALiI3h6kR49IFDjWC/J8II6AI16f66JyUIk5Tdo0FDnn4RD+oeZ3un77Q+Iwg1UKEfYiSMyVEt1DEu+4rtwVOsnweK73KhVpn0tenCjNciDTXjOltl25VLx57tKJuq+uoowzh+SsRuoF0K+hIaBrhRSfUPL9t4XL8oRCpeKVAMFWwcWrLSQdG05DzHSaAUU3SG4RIZy/Rg4MlWZ3F7eUSjKNpj2Co4DvFHBhI1SbAahUTTPzgzcgNN5PzdtxNt5LYdCtmOIRmGDC4HT8QMCxGpCQ6Vk6oRosI7mL07xmktaOR2IFBYiPjIMHf1Ejb0hcQbuiEpl603lW4f/0Sk5OxEoK7GOtu/BtNvUoCpilkEAnopDIeWriVpsvfTfz2XxK3PCZyZqsIyWSag3uG6VnQUboj3AaLz1H/7zmQjiJWv5r0Ne8mveVRvPgkWiCIr2sWiZFxotu3Zk98jCjQ1NZOU3sT40PjJc1amsxL0Yxu28aOG/7AktNWKtMa+xzuisv5yxc/yf61D+XP2bP7JrY8vpUr/uOdtJ58Funtj6FrYAb8DNx3b8VnAhB/7BasSLlEaA5ukQSqZpml431jJ8K0YNaZaBUireX632frqBUhepDM7z5YQnCD8qm3H4ix83+/TjrjoJsmCxd2cfIpCzEMHfq3wt4IrLxEcUJF8Pq2UglCiJJik+KyTyB0Aww/onV+xXNKzu9eheheNe1xRxXqtvqoQZ3k/mcj0g1jO8u36z6YyepUhagX0TIPaQVheLvS+9YMJTdiJ2Fsr1rVXHIR7Lq/oIdthWDVlYhgE/LAQ6UNJidhz7pS59YXhqZO5IEtpQQ3gJTIzffCnBMRoewgG+6q0PUM3q41ZP7+lYq35qy9CWPZOQjLj3dgC3JioOJxMpNCW3ICmuVXOlTZQUM3LZpOP4/JtWuwx1UUnW6ZWEE/oijiOhXPkEoUnFFndJLURIy2FcvRQw1YQhAPtOF65dFU0nHY+8fvsvyVV1XsWw6+xccjW5aRufuniiRtbME/ZyFGQ1PhoOQY4uBGzp6bZtA/j4GhGIau0dvdgC85XqbBKjNp0gf3E5i9AOl5jG3ZSnJoSlqcUEbFCAZoXrEcMbYH+dBPVcqRFYBMEiEEvT3N9PZMMYiBsCJypSxZqZWpOPTvVAsfAAe/hWybjTOm3gMpJZmkjedJTMtANzW8TBXHVXqk9mzBOrt86HEf/HXFU+xEoqJmpyYEXtYhz2TcvG8uJSRclXLnJjP4TI3WsEFDUFfPxtTJpGySsQxOVqdONzVMy1AFPQDhCxG64Cr0hvbK9/GsQY0VZ+orznUcoxBCRXxWqB+BZkxf1Gemkckzha9BRcRW6s9TRSXZFekp+58nMmeoRV2MmpP5KcRr7thDem7VyNui6+b7P/W4KRIiORmLavDcLFl+hOREKl7DAa9yJNfMUOF5eIchVVL8vVWLnK/1rP7ZEJp6h5/1zmPdVtdRx1T4Wrvovuz19N34k7J9XRe+kkBXjeJ1QHpskDaRYH9RwEsODSYYOmhSyXhIVJHKsSKCOwfbE0xYzbzwe7fwyM+/zhO/Lw94CRuQU0JMODCRlvizBe3H0tlAI0EVjXCYc8EVZdtkbJSRG7/Nuhv/wmDUxWcIFrQZzGtVcxQnlcIKFwhJ6WQYHxwva8eT4NWw83s27sFXlMmUGp9g/9WfY+4Hv05g3nGInfehN7fx2H3bqraRSaWZTBs0B9RD0DVB0KeRnhhk7BefVO0qVdK8fElALwztowmTniXPgZ33q0XNuSchTnghojhAz3NI3flzkg/9I7/JtTNMjoyQjJUvIGeGh1i1fBkxFnBg217GDw5hinKt9cHtO5m/uAPTMiExxqabb2T/2h1l7fVt28kT9z3MCYsa8YcLWUSar3qQlIaHt7G8hlQOxYsbgZZmFc2taYhABLHiAnBSCDsGlPr00snArnsqtukc3FW2bevBDFsOFp6Ra9ts3byPRDzJBc9ZhRsdxzu4D3ZuQnQvRF9xPlpLt8rwm4kOeM9KtJ5nGGF9WKjb6qMFdZL7nwwRbEVKFyb7CmmcvgZomldRR6kMrk2ZM6PpKtoarzQaO4eJ/bDscmhdCNEBZTHCHYhID8IKIZ0UDD2hnCzpwd715U5MOgYxCyYqa43lz1t2AVhhpcddvHvbHch7vo832lddI9xO4w3sRJ+9HBkfr/0czBDC0MscG+G5+H3g61ALBjnj4KY9cF1c1yshuPP9cz0m9/fR3tUDQGw8WnZMDtGdW6FvC3ogiJusQDoIDWvucegXfZRARwvse6TsEOm5oAdwb/0GwnPobI/Q2R4BwEnEcKoUYnKjE0jXYWL33jKC23Y8MraHbmgESJEZGcLfqTTeRXIS2TYbqqy2Yvqgo3wyKD0XDmybQrhL5NAesCWZlEN0NFEStW35DUy/UTXqwB2vXAhVjpenHXquW5X30HQNz3PzMiU5RG1Kir6kbUnfmA2aoKs9gJ1yiI6WRqG5tofn2viCJnpDO63v+9kxQHDXUUcdVWFkHRQ7Sd7e6paK6J0OlXSsnwqEUJlenjuNZMYhQjMVwVsMO5El04v7X6uYZbUFzWrSImLKv0WRw0LUJpJL2qvWp6lkRaXjio8RBf3magUQhTYzTe5/KZ6GSP9q38UR15s/TAgNfI3HAMFdRx11VMNxH/guuj/EgRt/jJdKoPkCdF/2epa8+2vTnps4sIOI4TInDKMpSLmKiA6bkoBRIJ59uiKCJzNKq7sSJiZj+Fp7OO+j3yI5dICdd/8tv8+ngSFU+35daU7HMxLDJzB1pYEN6phKMULzL3sNXac8J/9ZSknmhs8zdNMPuHHNAGmncNKBCZeBqMvp8/wkkzbbBsYYHE0hhKCrLYCXcZhKSWZFGplK3ufgZdKUneQ6jNz0G3oveA5y30YS8STRiUTVNgBMfcriQMYlmpZ4EoI6jGdgVwzSnjrO1CS9AWj2KX9Qe+FnYXhLRRuUHh8h2TeA85evlnXVzlQvbpw82EfvWWejuTbpofJ6TjmJy+3rthGIBOmc3cn23VW4EGD7gw9xwoILS7Y1LFrE6Pr1FY8PNgbxh0wSlQPgMUwdoWsEWlvxN6mIbylBnHoFIhDJ3mAFLiITq5oZJozSQA3Hk+wYqnzs/n3DDO/aQ2OgKPitbxvOwG6MS96G1jYXrbUHd6BCACegmT7oWIL2ov9XcX8ddTxdqJPc/wKIUAcy2K6IZE1HHErapG5lndwiQ2EGFJFdzSFxUpAYRYTaoKFbEZfJEWSsH6n7lKMb7lVGY2xf1qmvgPhYIZq3AmQmhfA3IXpPQxRFusmBLchbv6z6V0EjuQTZCsFauKn6MZYfbf4pWS3yUngJFX09lWDVLB8yk8ZOVk+tTo+O4tk2mmliBaqvupoyjbP2FqxImGQ6BV7pcw+sPg/R1I3UfYiVL0TuX5s3yFJK3JF+vIlR2LEx2zkNYRRpiE9Zxp9MOOw6mGI06qBpgt7JrbRkxvNGXEpJLO6QtnP9cInFbOxN25jb2a20pxMxvPFhQEdID4GnjJw/DKFGiLQUri8E+cJZ0dESgltKiZdO4aZTeOk00ZF4GceRSTkgBJa/8vBiLaisjyfaFyFH9gJgJ9NM9o+Qiat3UegahilK9NiEJrCCPlxH5kteuxLiVfzvwQmHzjaIRysbculJ/Ge9mvZ3f39aaZJnDeraYXXUURk5YtnIak7X+q2UnTuN3MmhIq2KB1eu23GY1xG6IneLbaWTPrJkbgnRXc32T91+JJ5bzlmv1U72GGGofppBVbCxEuz4sUmkVpPlEfq/nug2AmCGjp3vpW6r66ijIjTTYun7vsHCt32O9OB+fG09GOHq8g/FCHTPA00jZHiEwgV74XqQmuJSa6K2RfEcmwc+fDkNvfOJP/EATaaq+qCRG6YEMVsS0Ap8ccKWdDYYRAIeyZhECLA05cvkXMHuUy/gnP/+Wcm17Du+j33H93lk63gJwZ3D1kGHuc0O2w+mSNuF/Tv3R/EZGj0+r8QdF0IR75U1xQWWVvnOk1vXItvUvCQ+OoGlgYasGBUe9gnCVmH7RNJl/5ibv6btwYF46SKC7Ql2xyWmBh3Hn6s2BtsgXsj0Tk+MsuH/PsvAI3eB56Fr0N1sMbvNV6ixVCNLzEvEcUYHCDZEyvZJCt/54AFFbO/ZvJekV11e1qsQiu9rbqHt1FMZfvjhku2m36SpowFN1wg1h4iPlc6/zIBF8+x2DMtE9xddU3owsh9mZWVig23lHfE1qKCMTHmGmBVpoJjNiac8nBomfWQ0RmPvlNocro278S60869CDwXwwk3I2HjJISIQRn/5l9GXXVy98Wcb6rb6qEGd5P4XQeTSoQ8V/qaSwV01ppUXBiq/IADSc5RcytRoMDMI/pbqBLc6GzoWwUAV7aWu4xCtS0oIbgC54c95Al7zBRCGWaLRlD8/3IzWuSB7nIk+Zxnu3ifLjjNXnIeYd6oqlDm2p7SNjsWwtzxdSgiB8Acw559B6gGVxmS7koNRj/GUMkgNPkFjNEGkpZGeRXPo31G5oElXl5o8abpOsLMTJ5nETafRdB3R0k18z05G77kF+Bi+2YtpOG4lpt8HdkoR3GNTVoo9D2nbCCtL8Pt8kA0kjyZdHtsey2uDe65kz84BBk1Y1mGgCUEq4xUR3AWMD4zScnCQgOEiE4XIdM/z8DQLY+XZGPNOgQNrKddrF6pARLgbBvfmN7vJhFrRB1ITyapBfHbawfTp5YsNzT0Ezn1txXOMs99AZsudOOk0Izv7kEWLB9L1sF2wAqIgKaJpRLra0S2TxOM7cW0HpT5S2el1HA975Yuwb64siwLgSXHsENxAvQp0HXVMA5ElQg/1nPyC9BGAdEoKP1e4IJUlOWrIeVjh8t+4c4hyKDOSFxGV+1KNKM2SASVtP21jkVQ648nhrGOiV4jCF7XVWqY+g6err5o1jeZ3pQKbTwFCr65bbQZV4dGnE7pVWsByKmrpXj4bUbfVddRRE0YwgjFvZrWhcgi09xJZdT4Dj96BqRXkRHQN/MEGUrHShc+QDlUCbvFpkujj9zC27h4yjlDTgCnHSAQSWVDoCjVjRjx6tSRDcTu/LmzkYo5Mi1M/9E1EsYSklNh3/QjPk+wbqT5GbupPIysQ4GkHJjVomjK8h1q7SGRsnMnSO2xbeTpsfaCsHceDTMahf/dBWjpbCAZ9CAGNFoxnZAlZrSE5eeVsmBzI9kGyd9QpsbTVo+QFw7bGmQuaOPDt19O3aSu27dG6/CTmvuBVPPI//8HE9o35o10P9o9kEEIwu035c4ah41bwk0ERzc5QH8GmNiLtLUSHCvdfbYZjZhJUk56Yf/YlVLLFrSecSGjRSsYeuAt3/CD+kI9gQyDvJzd0NOJvDJOKJpGehy8cINAYyu/3HBvdKJqL5uYejXMQwdbyp6YbsPhC5BM3lO6YGEJ3kvja2kkPKz7CZ9a2IQGrshyJHNwJug8hPcwlq/FG+vHGVZtaUwdaaxdaqHzx4FmNuq0+alAnuZ8hkFJCfFCtyGkGeI6KyJaeKkY563QYeKKyVqIZhEBW7zs+WNnxthMqMiZUYTUw304AcdwpyMFt5Y5dpB1ae5B9jyIbehFtxxXI7om+/GFCCMyObjL9+0rbMCzM815bMOTSw3fqZdiGib1nk3LwhUDoJt7IAbxECv25n4Sd9yIPrFXR0LNPQ591EmLLw8hoecqR1jWf4NKVRB/4B44n2Tbski7ysUeTkgdufphzX3g2jR0tLD5lBdsfe7KEbO3pbaKjs7CgIABfU7MqtpixGdm6GekUyIj03i0M9+2k/axz0P0BvGiVSDHpIT0PoWlopoXmC+Clk+w+mCopfplD0obRhKQtJEinqy+/ju7YRc9spdMlpcSJRXESCZCSzMFr0Wc9jv/056Mn+spP7l6FiMxB7nwo20UvT3ADuHZ10kV6En9DiEwihczegLnwVJre+UO0UFPFc7T5p2Fe+SUm/++dJc+8GCLcTKCtBU0H08vkI7ubeloZ2TMwrf0IXfFRYmtuxRmpcL+AHmmuuP1ZC01Uz66YLuuijjrqKIf0IB0tyJGVQFP1LapFDD8lTP29TkNAp6Nq7mAGCxNv70hH5wpFpuuWmpu4dnYBwKd0zZPV6AL++c5APhOuKGV7OnmUSiR/btsR779XfWHACKjrHY5me6XFBM0sj/IvuZ5fPa9DivqfKk8zDcwIuCM1DjjGIqLqtrqOOo4oon17+MeHXsHQk4+SG5/8uqTVB63Hn82C1/4n93/oxcWCWpgmhAxJ3Cm3t21+yXhaSZJIVGS0pRWGUdtTf3sdJVnS5oOecABDTBCyNJZ3muwccUjakokMTDo6acdm6B0v4ZTXvpPTXv8+RXhmksiJg9PeXzIj8WtqiJeUDhOO6UPTMvmoY7OpjXmf+A1m72L6b/g+0SfXYDZ30vX8N+MLN7Dr3afkbYXMZsxmPAGOQ2zzfvZs2c/sRT20NgcYGUvS7oekI3Gl0rfu7W1lwckrGd8kSA0cZDTullmCTI01Wi/UyPY776RvbaFY4sSWtey59Q/Y0bGK5/SPZehttdCEwLQMMmm3zLcUQhBoVBJ07vgwyy4+l233PMTY/trPt9UHcUyiU7LDm9uaWHXKcojvUzXSspBSIj2PwNmvRfc14az5bcV2faEA/kiVKPHibH0hEM1dSup2/vnVO7ricrVYvOVmdb7n5uuq+VvbMUMRMpMTWJ5HT6egb6B88ToYMOlsq9InXwTReypy4w0ITUNv70Vv7y09xqwe9f6sRN1WHzWok9zPFCRH8iknUhgq8igXSSN0tWq06BLY/FdKnAihw8LnKEkUz67tXNsJRKQdGelU2t1T0bkUrXcF8tw34z3+NxjvVynUPcchVj1XrRp6NozvRibHYO45Sme8sRcGNueb0QMh/HMW4kyOI40gYsGp6KsuRtO8bHozYIUQQzsxW9rwxlqQSXXvQggY2k3ml+/G99afoS+5ELGkoH0lAN8bvk/qJ29Vkd657Q1tWKsvRgTChFefzY577qESN5xOZdi5aTcrTlvO7GXz6ZzXw8D23bjRcVpaQvgDFSKbskvviZHREoI7v9uxiW1+gvCsnqr6WOrAXGIb+GbPx5mcYGzjpqqHR9MebSEtX3yxEpxkklwxCicRx5lSQdzdv4lEdJTg896Ks/kuhKZhtnerQh5uCgIBaOiCyYPl1ctNA8dTE7mpvrBu6uiGprZnfVF39yNEf/Z+Gt/3G7RA5ZVd/YQX4DTMhf4qut2uS+MJp+C5LgOPrWds22Yc2yUQ8hPubsPIGEzsP1gxVS6y9GT8Pg2fSOBQ2dUOrKwxWXg2op5WVUcdRxaZWBWCG0Aq3WczWIGQFKqA3lMucDhTqQ+pCjNKt5AJpunVdalzfUQDssZTiMpEb/E1MnHwG+qep9brtCJPU0TwU3AkZkpOH+niotPBcwA9H+RQAietiOdDkXqpRtALod7fTEx9P9WehxnMZv7N5F09lEwD1KKIrPUeMn3x12cb6ra6jjqOKG76wMsY3rKuZFvKFSQdScvkHvzJUea/+G3s/nNpEclFc3uxTnsRT/zj9yRGhwjokmafxPYgXWR7HAmuq4on2iXyJwLbgagDDRMjzOrxIYBmAScHLB7pc9g+6ZEbW8f37+LW//0w0YMHuPgjXwYrgGjqRhvvZ3arxd7hytHc4e7Z9O/ZS8xWEdI+TdLsg6AB0nYwdYnUsrlW0WH6v3wV87/zGPPe/Nmytrr+/ZscvPoD4DqkvSzBXQwJ+7b1sXBpF1JKRsdThLJDdHOjnxNPW4rQNJpXrsKeN5+++9bnydYcjKKpxVQEI+ESgjv/jKsQ3ACOK8nYEr+lMoCDDRYZR8eOx0GCFfQRao5gWAUqTMdh+WUXMnnfzaQzDpt3jFdsWxdw+gm9TFpN7NisMsrnL5rFcfPb8Dbdilx1EdGYw/jW9ST278Pp24ebTuO//RE6Lnsdft2sID8n0MIRZKJyAWpRVNxRzF6OEBIOPIYUOmLhcyqfIzRY9WLk0BPqeonJkvml7vcT8PsBOKupldsfHWF0XyFDPtDQyPnnL0dLlwcOAugnvlBlwwVbIDGKMz5MZucm3LEhhGFizF6C/3lznsqM7JmHuq0+alAnuZ8BkFKqqKscon0qgsZJq8FKt5QESbAdZp8G43tU5HOwBdqPQ0Q6szInw9M4sBIZH1V5Wqa/UCBSCGiZB73Hq8+di9CWX4icPAj+MKJ7qXLOi5GegNhBiPQgVr0Iue2OkoFVGCZmawec/RZExxKkGYDR7YXz/Y0w1o8XHYNUvLyIoedg3/pt9IVnlt2FPv8Ugp+4H2f9jXi7H0DTXbSu+fk2mp7zIlLrtsJkZSJ16EBhMLcCPnqPW4jTV7mgQv75AHaiutRLJjqJTFePEpaui3SzqVuajgYYDU2YwSD2ZOVoKf+ikxGJHZhxm3SVJfBgS65IhSwjuHNwRg4w/ovP5r8fEQgRPudyrEgb7H8ITn05zpo/kt6yBjedwkWjvz9GbDKrlw0EDDVxyiHc1kAqqiLGi7+7zKa7iF3zMRre8p2qz0Jv6qi+z6eM8b577mNs56789vhkgngsxYJP/4EmV/LE516Lly58H2ZTO8s+8iPSf/0yoQBkfDqZCqscB7/xVuYueBizc27VPjyrUDfGddRx5OC5tSUWkIrcztXCyEfliuxita5stZ1UBPQ/A25GzQs0A4wgZGoshGumshNymgjnHESWyLST4KuwsGlkI7qdtIr0/lfrPJchG9WdJ4QPgdiWFO6/EjF9WHArcMrZazhJ9V65GaYlnmsR9Dmi202Doyvd62rI1++YDhUO8jWo34s9xaEXGpjh2u8hqIANf9OxY6fqtrqOOo4Y+tfdV0Zw5zCagejBfWS+9EZaXvoB7NVnMdm3F1sY0NBGsHses086ned8+Es8+KX3suXPPyknfbOQTCW4S7F50GZJt48MGvsmHZIZj80jlQ9++Nff5Yy3fIhwWyfmeW8lc8PnOGVBmIGJsRLdbYAVL3kz2+/9B1G70K+0JziYlHQFoMFwyXiqoGYOzvABxm78Pu2v/WTZtVuueDeRs1/C5N2/Y+dvvgrDlbNhJ8birF7ZTSyeIR5PYyIJBgy0dAxoYWRglO0bdzIyksRxlSxLrtRSgwkxuyiTqghtLWGi1Ws9VoQQEB2NEwN8AZNQg4+ADyJNbWimcljdjI2dTKEZBrppINoXI0jhi4Sx0kkiIZNovHLQQvvCBSxbMI/Tzz+J6JYnGVv3KJMHNzLmSXZcfxOjicJ8xqdJeoPAzsfZ+70PM+uq/yS06xbk5KDqq2lhds5C+ALYyR0VZNA0RFM7wh9CdC9Ca5uV3SFh/xpkpBPRsbzKg9CRhh/SCdDMqoRzwG/x/I9+koP9Y4zt2UGovZPZp1+ANvtk3Dt/gHvn90ubnXU8+gXvQPY/CnNOwnn4DyQfuSvPJchMGnvHBrzvvIrQh24skdx5VqNuq48a1EnuZwKkWxg0nDSkxiAxWuo0mQEVeSOEKiYIoBvq3PgQTPZBYijrbFWJMtN90PeYulawEWSkUFQxehA2/EWl+gztACdTGCj3rIUTnq8kS4q7nRhBRHoQnUvh4o8g7/0/SI6rnb4wnHAFYt5ZEGxFjGxDFkd1JcYBiRev7uh4u9Ygp5CoOQhfEPO0l+M1N8JQBV3vULhqu7qhq+V3TQPdRAuHEP4QmfFRUhNRPMfF8Fv4GyMYPr+6vmFBIAxViG4hhCKxhUBMMV7SsdU+6eGlVRSfOwE2B+hq1NlZ5RHMf/UHaT3tMiIP/43dX3oLXro0MtAMh2k98VTYv0kZzAoSIJ7r4bnFpTVAJuNEb/89TS97B3q4kfQjN5B45DaQEikle/oS2EXaZhJV91EA4YBB46xOrIBBYrDyym/ygd8Suep/VbT4FKQevxV3/4bKNwyE5s4jOTJaQnAXbsaj7yf/xfIfbeTMa7bS//efkezfTXjBSroufR1mpJmJ79yK0ASm36xIcruTw4z98et0vOMbVftQRx111FERM43AriQZJl2luWwnOCQytbSRwzvNzWRJbh/IUHkfhKHmGEJXC9jFmEk0d9XIdrKkZkA9kyMSHH0I0cwzwVOKqgcl2RJR9+mkjmxhz6lwK8jVPRU4qeokt5N6as/GTqpghpyUjfTUnFX3k894qAXpqcWRw6ltU0cddRzTiB7YXWOv4MkJ6AhIJn77dQBiKZiwBbAbnniE3bdez5pvf4z4UD/TZQ7VGiXTjuSJA2l2DanF8bQLThXC3HNs9q+9n+MueQnmc96OjI3QdM9PuOIUwab9CQYSBoH5J7D85f8Ousmj1/+k4r2NZyTdfsFIWtLuL+iQAyQevxMqkNwAZlsvrS99Pzuu/XrV+3Fs5VcZro2ZzcBOJCExOkFy3ygbN/UVFYEU2FIVajQ1Rbi3+WE0LfGyC+magNPOXonfTlCc8+V4MJoRxLJTi7AJzZbME+YAYV3iZsl/x06Timdo7YqgByJ4qRjpiVhJQUrdH8D/3P9C6Dpm4zIyN3yBnq4wW3eMlc0oIp3ttM6bA0Cy7wCjjzyY37drQjKaLPUv057gQALmhZQe++Bff8zSS86CFiUlK/wFbW6jczbu6AAyKw8qmnswTnsRmnBhcAfER5UUSrgVGjtAaMi+9VVJbvf+n+Pc+3tIRUFoeMIgPjKOazv4G8KEO1vRNA1CLYiOBfR0avSceGqhgWg/5iXvR1/xXNz1f4F0HG3hmWjLLwY7iXTT4IuQObCv4pzA3bkGZ8M/ME94XsX+1VHH04U6yf1MQE6ORHoq9Tc+XD6Q5ApGmv7CNjejNLgbegsyJbqVdR6mDNmapUo550hoyK44uRAbUU5sKgbR4XLdTicFm26D019Vut3NIJ0UwvAjFp8PC86Cg1n5ja7lec1umZ4EJMLfiNR9ygnUsrIgRek5ZfBHKhLcxRCRLuQUkju25jbCY7uoIMgCQO/8bkCq+7fU80y7GpP7CpHfdiJJajJOy4WXYzQ0kRzoxxmrTs5aAQsvEQNNGRgnlUZoGobfyhcU8zLlaepzW3VGx0zGY6UkwdwOH77bvoIXcAlM7mDWmecy9Nj9JCejIASNCxbSff5FmItOx9X9yN2PKtJ+CtHtVRL8BpWStmUt/mWnkHj4ljyJEU84JQR3MdK6jyUnLUYDYvv3VX0WZJJ48Qn0KSR3ZsdjjHz55eBk0AwNzym9Tqi9GSszyuie6ulpqT2byAwfwNfWy7zX/VfZfmH6kclJ7HR1Bzq+/o7qfX+2ob7iXEcdRw617NWM8U8muEHNCTxX9d8MKo1nzwaEIr/zoqJVosunlfiYQbKqZmbnJodLUh+i5vPTjeJnkoln515udV1tzackOg45mj0X+XYo9z3D46uR2E76qcvM5IpoajpYU4j0md6KZwPHCMldt9V11HHE0LygdoFKiWAwBd0BQOYI7qL9kizBPT3CJozWUKrcMZjJS/VOJ9l74KHbmHvKuQSa2/C96ONYF/07/r2Pc36oGX3OCfnjbv/Sh6q2kXLV+C8RxGwlYZKDHp6+LlFk+emM3LW/4r5Q2IedSpMYK43OklKydUtfCamcgyvBkOreuwMwNwQTGXVcT0eE5UtaGBvS2f2EOt7xYG9c4BRllI1nIO7ArJBEFxDQJa1T1EVdVxKbTNF+5moSD9xUtjjvppKM/fwjJFuW4I73E15wLo2DG1kC9A0miUZTGOEmOi98OfPm+RGemg9FtxRkRW1PMlJlmpT2BAlXEjIgMz6Cm0pjBsPZfkik6+CODSFTCcVthBvR55+Evvp5EB2CzXcU+uw5MNYH6Th0LszL2U6Fc/8vcP7+v/nP8ZEJBnf1l9y7tXM/s886FeOM1yh5k6nI8kJaz3K0nlIiXWYDNqSUuPvLAwrz/dhyz7FDctdt9VGDOsn9DIAQAulvUkWaUpM1HI+UisQqdq7SE0BvPpJKCA1pBrO6n1lnSrNU6milopXJaGEwdO3qhamSEzC0C9rnF/ccRrYhw52IUIcitXtPKD9XFOlMGRboJrJnFey4F72pHXfoQMVLGqtfXLkvgMwkkaN7wd+q7i1L8mcG9hFbcxvNQY3WkMZIvPRZtve0MW/JbFzbJrZzF6nxSYSmkRkdQlAaNS4dh+jah2i9+EVEH7lbBbRV8B2tUAArYJEYj5MYi+E6rvqKBBg+k0hbo9IEqxBprQk4cV6AkajJaNRB16CjySIS0PEGtpO5/r+wYzF016WrzUC2NgGgtzVgXf559Egr2urX4PzjKxi3X40TKzWEtQLw3Og4mT2bS/pVTRYFwEmnSQ4P4wv4a3IeWnMPWlNn2fbYjd8ERzm+hqUjDS1PwgdaGmjobld9SdZI49c0NF/1IhfmyVeQueOHZYsjjgcTtoqgaIin8ewMmllBf/3ZBlFBUL14Xx111DFzCC0rGVHDoz0a4WbUnxVW2s5CKFJ2Kg53TDD81fdJryC75qQ4NNK2+Lingdw+bN3tqfJqdoHULTvUyMpuiGwgQ3QayZsjgRnel1bFRXAOo8BlGWq8S0JkAy+mkf6RuToux4CtqtvqOuo4YmhfdhI9p5xP3yN3le0z8j81waQtZ1TitpbFmh2GmF25sKKpl2b3mhqYQmLL8t+0hmTr9d9n999/xaVf+z2zTr8IEWrBWHZB2bH+xpaqfdWFzA8ZU/vUePHrqp6XHhsiPdxH14vfxej9f0HapeOzaRm0dTSSGhsvOzflSNJOtSck8GseEVPk+9XiA5DIyUn6122i64RldPU0cbBvnPFMKcGdg+0JbDRaTBdLU5ro1pTDUkkHEWiq6G+PTWYY/v1PS7Y1zZ/P4ue/kk7Tgu7j0U99EwAyOY589JcwsAk7Vljwzbi1rWs+RkyIvGQKQiAdB2fwQD7oDUDYabytDyBaetESw5XnI4kJxdO0ly/aSNfBuefH+c+u4zK0u7+snUwiSf++KL1miIphGjWCN4QVRlphRCYGVkBJolRCJX7p2Yq6rT5qUF9SeKbA36T+ahXjkVKR0MUDWO7/i5wVITQVXW2Gsn8qTUYEWyHcWXpucaHE6Ry+YpmJQEs+UpvYALKsyFYRzGCZQy0MHyy5EM3nx+ieV3aK6FmO+dwPlG2XUuLc8T0yX7kA+3svwf76pThP3I9ng8ykSG1em30GggXtJks6TdrDGm1hjSW9QU6/8CSkYzPw4Bomtu8gPTxEanAAz1GyHlNXoTND/aT278qnFWmahtCEIlEFCE1gBS1G9w0THZzAtd2Cb+aBk7aZODiK55QvHniexHMVsd7WYLKkN8DC7gCRQMHgOKkU0i2cK4S6tje0i8ydP8o+SwthBTAbGtF8pdrptcZbvakNOWVRwzCqn6BpSurETSZwbZd0wiYZzZBO2LhFUdmh57+vpIBG/lnuWlfaN02oApamjiyKOG9oMKtqezWc+jyMSPVIBN8LPozWvZRAuPC+RW3YERUMpTTGMoI927dz++tOJFllceXZB1Hlr4466jhkWGFFdD+dEAalv9GZkrHT/K4zsdoSFLpv+jbKLmlUJrmlVNdLjkJqXC3Ia3r23mbUMEdN1PZUHIojI52CA3i0RfkYVRaMp9UXn4ENmVrHZSqs8PTPw7MhPX4EJGWeKajb6jrqOFK49Mu/Zd75LyzZpotS+Y60q8jSw8XCS15GV4PFihZR9kvVBMxZPK/MXDT7FKFdDIEkbCrTYidi3Pqxq3Az1RfTV1z+GoRe8LOkLPwVRzgXR443XfIGImdeUdaWHZvgsc+8lltfPIu733QSD374hfhOvgxr7kpFCwhoaouw7KSFWA0RXE/iOi6O7SI9mb1O7XHK0sDQpAomQ6ILiZnlCmP9gww/8SRzmwRzWgySNYb7yZSHLsCVgoQrSE11rSWkd20qOy+dcRkeL19UHd+1i+3XX8/w3beTXvcP5KiSyhSBJoi0QecizOa2/PE+vXY0vi/7bjXO6kY3sxxJKo6cGCohuIvhPnk3cnIQLzqG07cTe/823JF+ZDYojFQMMfu08hNjwxAdzH+Mj0Xz38dUJLasZeh/rmLyhu+UcAoAhNornpODaF8BmoG57Oyqx5iT2/Du+FoZp/DsRd1WHw04ymbUdVRDnoRunFPrKDXpdzMFQtrKak+b1aNbCbZB80LoWIk47nnVo3emq2afnFChzIk4bL0LufGvyMFtihgulkGZ2msh1H0JnZJBoGUOhFswOmZhLT0JvXMOeudczIv+Dd/br0EEygtZuff8CPeO7yjtKQDpIbffh3vb1Th3XoM7VqoT3RjQmNdmMr/NpCmgKjBP7NyFUyFaODdBKNs+ZUVYCNWOpmkIIUhNJHEqyWNkpbClJ0nFC6ucruMRn0wSG0sQn0iSjKVxi0hwz5MkY2mio3GiQ5N5DbSpyNxxNTJXPFQ3EELga2lF85loho7QBbpZLaVG4F9yItbspSUPIBI0qFY7oiliIYQgGc8QHU3i2h7Sk7i2Rzpu49guVtc8/N4Q3o9eivez1+Dd9wNktqiq3txduWFAKxJaM0yD3tUryogEq2MOs9/1zaptAGjhVsIfvYXGN3+D0NxFuBL6E2paVYz43q08/tX31mzr2QGtkFo19a9uHuqo49AhhCqyWCt6+XChWUrf2d9YLvEwfcdmdphTIwo9d2+HAl9DZdLXjpdH93hO0UL+UeAQ/LOibpxE0eTicK95CON1rfvK7RO6KmaZGILkiJJcyfVxxmR8tWimaQpaglrw8DdnifYa/fWcrIb8sx11W11HHUcS/qZWnveNP7Lk4pfg0yGgK5KyeHiUCNwKUcPZOKayzwIwAyGWvOiNPO87N3Lh/1xL8yv+i86g4KwuwZyw0p2eGxFcfuVFHHdqeXazqUFnAJotD78uCeqSJquUfE+NDbH33r9XvbfG3nlc9pnvI3R9it9a6sQ2hw2CYYuWebPo+o8fVWzr0U+8nL5br83WjgI7HufAXTfQv/UJJo0IkTlzWLxqHv6gj3Q0Tnw4Sjpuk0nYJKNpMikbnyEITQ2rzkLTBCGzsMBgaur/hSgQxrHBUaSUNAd1AtX8VsotRcor9dsNUyOx6RG8KWTveLR63ZDJwWEmN23kwB9/x8jPP150MQ00g4YzLym0rwnaqyhoBXRJwAB/1xx6V69SG+0U2KlyYrkYE4O4Q/txh/YjU3HIpPAmhnH2b0dm0qRjNuNffSVDb+1g9KMnk7j5/xTvEmjILyZ7jo2TqG0npWOTfOivxG77RWGjvwki1X1zUIS/mHM2vss/jNa9uGy/b+4StEAI9q6BLbfUbOvZgbqtPlpQf9rPMIi2xdUJaz1nnbNFe4QGoQ61zwxCuIsSEyB06FiB6FiBCHcgNB3RuhBx+r9Bzwngbygt6qNppZrfJdfOLjFvvRs2/gX6n4C+jbDu97D+T8hahacAYQYUIa/pSCmRfeth/fWKtPcF0BpbMecuxZy7BD0zjLCCSM/F23o37sPX4e15DOnauA/8vPpFpIthT1TdbTU1AZAYGKx6zNRVUD0cwYgNlqyYl9yXppFJVk+5LchreQhdx/MkiUlFEOfgeZJUwsZ1PVzHZXxgkvh4UkVKTyYZH4iSile4RiqG88CvANCWXZzvj9XUgmZZCE1DN3SMKRMGISB4xgvRV70Y49JP4TvvDfl9mibo6Qig66VTiXDQoK3Vh5SSxGTl+7VTLoHmEOxZA04amRzHe/hanF/9G15ijNCFb6z6nAxDlCwmtB53HMe9+HI6Vq4gfNrzkKe8GPvkFzO0eT1erckCIHwh/Be8hVnf34r10o/hVXGgB+77K5nJ6vrfzwrk0qqq/dVRRx2HB+MpaAVrUxeUhSKL/Q0FSTLDD77G7LFHcCo3XVRsyfWmC3ETiqzMZYXZySyR7c0gfXW6to/mKO5D7Jv0ChIlh5oFoJlq7uRvrvDe1ECl8b2E3XELBUOlp4j41Lj6LqddwCm+/6I2NUtl7WnZ2jDTZQcKTS3mBFprP5djIRW6bqvrqONpwQlv/E8MQ6/4MzI1JV9SKTrXF4rQddJ5+c8qXmsRV/z8Pi74zI+YfdalCCFoftUn6PjY72g/9WJWLZrFWce1ccY5q2ifN4fexfNpCJePp5pQRSFDBgSMytdPT+OfHHfZK/A3tk7ZKhhICQaS0NZo0tMZJNzoJ7L0eISm48YnGbn1Vwz95fuk9m9jYstjDD9yW/5s24OkK/LFMZ1EjN1b97F16wBuxmbwyd1ltZ6ctIuTcZjX7sOckk2MEBx32glYoXJeQ1C4b8/x0A3lZ89pqD7etfqm2hSRj8TXNIHPr4L4iv2+TMohnazOUdie0vxOuTB2y3Wkd65XLbcqQtc/awGtp56Rz5Se2yjojOgl0eutTQFOuOI1zPvEdSz9wQbM3uOyF88GFdRaOPaFkbHx8u2eS2Lnk8Ru/RXO7nXgpHEPbid+zUeJXf1mMHzox78Az7ZxY5NYvurX0DQVnAeQXPM34gMD9N38J/pu/A2JzQ9X71sWwvCjzzqZ8CfuwX/2yzE7Z2H1zCN4wplYPXPzx8kdd0/b1jMedVt91KCuyf0Mg9AM5LzzYc89pYUGNKM8ArvtOIRmKqc40ILwRZAtiyA5lmUy2yrKRhDpUvrbsUEwDLCLnLZAQ9YhswtaiLqp/gw/jO8v/xEPboGDm6FpbtmlcpBuRkV2CQ123gWjewvOsMwWgcy1m44it96Gc/M3YLxIUqJzqao6XP0q+CJhUmOTuJlSIlboBuE583OfarRRfJIg1BCAxCTBlibiQyNlhwSawmT6x6dtyoyE0UMBUkOjVf0+2/ZIx1J4bvkBsbEElt8oiXjWTAPnsT9invdWtO5laKdfhffQr9AME7OxGS+Txk0mgBSaoSkCXwisVZcQeMuPlT46EH7DNzDnrSb++/9GxkYJ+HTm9wZJJF1cT+L36VimhiYEbtN85NDGiv2XnsRxITo8gXBsQvZ4VtNtF/b/OxPzovcSWHYmyScfKDnPH/ZjmDpeOoUeCCIaWxGmD3+jD6+xlcdvvR3PUROUbb/9Dk1LTuT8b92Er6mtQi9KIRqqp2FJ18WJT2I1NE/bTh111FFHCTRdEd1OjRoCQCH+SyobbgaVPfVyJKNQxGClybFmqPOYTq7hECbW003CPTt7vZkQuTIbqRQvHG9TPVvsaIQQh6nNndMWnyFyNVX0LBE8E11u3V8aWe9rVO+bHZ/+XGEA08mOTIF0VFS3GSJfDH1GyDEVOSLBBjelSPlqkf4lp4tposeP0gWPOuqo46hH85IT6bnktWy+8Te4jo2hQVBX5HIuniego2pEGQGcVILeMy7h+Dd/jKYFyxndtoGRLesItnfTc+qFFeUUAyvOIXnD/yAc5Sdm9m1jdN82wiedw5kXns6j/7iT0bSyrKamyG1Lg7GMxKsQSQ7QvqA8arYYT/79OhIjlYO2xmyNWe0+hKbha2nFklFGb/0Ve7/1TrxkllsQAm25IvGlhMGkYMImm/kqCRvQ4VdE9J69o7QHyjObc3AcweyXXElvpJU9jzzGRP9BDOFgRcdIbHgMAM0wwHHQsosKehEnaAUsjGwW8oJmSV9UMpgoHfebLElrhbVQXRf4/TqWz8gTuULTsZobSY+NkphMYmiQntJ1KWFPXHAgQVYDXNITAP/ffsLsd38TulbB6HYY3kF41ixCPT2kR4cRqRjzQgHSaZvoZJJA0CJyybsRp7620PYLPo/c8Ce4X2lma5aFl6ocaS1a5yIPbCjbLqUkPVj5+009+Af89iD6pR8m/dD1APj8Jv6gRSpRPrcIhMx8rarxwREOfPzl+X0Dv/kiLc99I3M/9OOyelZlfdVNzJ4FmN545QPSlQtk1lHH04FnkKdRB4CMDyNSY9CxHDm2UxVULCaAc9B0tI4VZecLw6dI7FroXw/7H823QyACdlqRzuF2CDQpcnlqwR9fCFJVIqX7HofjLq1+zaxDJycPKqJcupBKKjI9B9MC04cE3Ju+ApMDJU3Ig5undbyEptEwu5uUfxapnY8jM0l8S08nfOlbMTvnQCZBIBYifv+fK55vNjcjpIfZ0IRPdzD9yqL6IiF00yA1GcVzPIymZoK9sxHpGKloiuR4ZadTCBC6TqizHd0wYDIFscqkiBQ6dpnAWAGZpI0/rPojdB3NNCE+jMzEEVYI49IP4845mfQv/x0vUTA0ejiSr6hsrLwE87XfK5mkCSEwT34R/ugIyT98Nr8tFCwaPgRoXUswn/MuolvfWrF/AwnJQzc+Sia7rN4QMjl5aTOtjT6w09g3fRlfQy9GawQ7bSOEwPAZaNm+SNdBa+tBa1a68elkijW3PFAWuT2+dR3rv/WfnPapn1R9Vjm0rj6v6r5gz3wCnbOnbeOZjVrpU/VEnzrqOGxkYjOLMBUaBCospGl6zYI/gCI0q2ZJ5RanDzFypIqTWth/iJqKdgWnZlpNZ8j3v6JNz93TP4ncrObYFZPfuWMqEeLTRu8I9T3m5lRWg4p6d2qQ1VMJ7tx1DL/6jtwa755mqMho+xBJbkAtXMQ45PeqEjxbvcO15PRy0EygyoLRoUSwP2NRt9V11HGkIaXkrx94BTvv+mt2iyDjge1JfMUujoDuk87lzC/8tqyNlsWraFm8quZ1or/7b5x95QFAT955N5vkbPomDAxc2v2S5qI17UYTxiqsd/aGBebuR+D4c6pec3TX1qr74jbEEw7Nc7rwt7eRjkbZ/ZU3l+pCS0ny8bsAwWBKMG6XCLQQc8BLSnqCqqhhnDBQmXSVEny98wA47sLzsaOTbPnp93FTBTvlOeraObmSYoRbw8rvbImQnIhz7twM+yclfTGJpgkC0iGiy/yadFYNVJlEn4Hl10sIWt3vJ7J4KRwYQA6sx69BUpQuKOyNK5K7+J77knDT76/nre/6hqo7tuKlyB13wr4NCE3D39YBsh3sFH5fBn9jM5z5FsTxLy69ISuAWPlC5L71sPtBlVkdCuPGiwICAO24C6GppyLJ7WYyVRcVAJyB3Wg3fgYZL0T8t3ZHmBxNEJ9I4XkS3dDwBwys7MueSjnEE+XzgtGbf0bkxAtoveT1Va+Xf0qdy5D7H6u8s2v5tOc/81G31UcL6iT3MwjSc2Fyf9ZxliqNs1rEjr8Z6dqF4o8zvYb0kLvvK92oaeDLpl77Q7DobOjbBAe3QCYBDV2w8BzYdX91kjtbIEHufQS55WZIjEHbQsSKyxFNswqFJyf71b/xiVKCGyBbyVnamTKCGxTxKmtmCitjpek6kUvfStPs8mrE+EI0veBtpDavwR3tL9nl751N+wWXIITAHdyPu39byX7D7yOcJb3NWQsRhgk00RxsJnP/A7jpcq1T3W/RsmAOumEgLL9aya4GmTPb1W5PQzMMhGmof4VA616EHNmK6F4NQOaRP5QQ3AAyk0ELBLFa2tEufFcJwZ3ceDdjP/8v0lvXIBGqf64NAiy/gekzEEIj+JKPE3jBB5F2Gu3HH8aLlabRjaUkW8dL+z4Zt7ln/RCXnt5FIGtgZWwITdfwBcuX40WwAb2lsECzb9veqtIk+277LSd/5HvoPj9SSuIP/43o3b9FZlKETn0ekfNfjWb5aFp6El3nXcHBu8sXNZa+5VNVC1w+a/AMqAJ94MABfvzjH3Pbbbdx4MABfD4f8+bN44UvfCFveMMbCAQOXxYiGo1y++23c++99/L444+zd+9ekskkkUiEpUuXcvHFF/PqV7+axsbGI3hHdTzr4bkzl1DIkbiHWnRQetNoER8GwZ07T0pw04W5hmaqqPSZEO9PqR8V7JvurxENX4vs/icQ4VPHyDKCWxb+qSpjUtSGm1YktRDg1dBGh3Ji2Emr+aCcZhHCDCsZOs+dWcR3VRyh5+qkCveSe++KpVtyWQy6pcj5SgskMyHJn+mo2+q6ra7jiGPvQ7cXEdwFSAQTGUU4p1zwJLRrPuxkHDNwaPUw7JF+xv7+E5xUSvlOPuU77Rj1uH2XDexQxyHYGxekXMnccDYYyFLSJQlHyYT4NMmcBo0FzQIvk0Q6adyHf4e74W9Ix0Zfej7GmVchgk00zV5QtU8BA4TrMr5rD7ppMhaTFQsfWhoIw2QiU3lBNOEK0q7Eb2qEznol0d99seJxVu+ikgXr4XWP4qZSeFI9WwToZBOnLL/KAAOsoJ+G9gi+gOIyNF0j1BIh4Ho0LmxmVdscko/fTzJl0DeUxPVK88ykhMFJh2jKo6vZzEuIGMLDS6eQ2c9CqAWFhCNJe+BJwYFE5XF1eHCQPQ/dwbwzLgQEcmIv0vCj5QtIC7AC2b8QYvnzS86X2+9Ebv4HJEZwkwlGdh8kOjqBYZm09rYTDFlIw4f2ki+hLzgDb+9avAd+Ud6RaTLMhK4rf10383yKEILG1hANLUESk8kyM56oEUg3evMv8iS3tFOw5TbkvkfBDCCWXoSYfZI6cPFzYPM/ID5c2oCpiP1nPeq2+qix1XWS+5mExHCps2eFlUbi1LRWoYG/CTm8BZrnIXLFJ6eBlB4cXK/arAbPVe33rlR/oGRPfBEVhT15sOJpovd4vMeuhbVFq+DDO5Db74JLP4XoWoa0Qmowduw8KV4GOwORXuCJyvuFhuhZiux7smx7Ie/Jj5jcgZTLKo43Rs8yur/0AJN//Tap9bcipEOwo5HwoqWFleDpyM8iwsJs76X7M39m4o9fJbnhbhUZHQrgjygZDuGksScd9KZWgp0dJAfKCXyAUFsLmXgaO1nZ+Q00hzH8hbLZtitIbl6Pt+7lmAtOwdfWivvonyqe6yYTyJWXI3oL0QjpHWsZ+MwLkHYaKbPVsjOFhYdMysGMROh+/w/wn/UKddu+AK1v+xpD33xLSUTg/nhlY+y4kp19cVbMV4Od8JyqrrOx5CwQ6bxhz+jVC6C56RROKoFm+Rj46puYLCqkEbvnd0zceDWzvngLWiDMKZ+9hi0/+Rx7bvgxmfEhGhefyOI3fJTeC6+s2v6zBke5Mb711lt5z3vew+TkZH5bMplk3bp1rFu3jmuuuYZf/vKXzJ1bXQqpGm6//Xbe+ta3kq6w+DQ6OsoDDzzAAw88wPe//32++93vcvbZ1SuH11FHCQ6lEJ5nQ3JUFfiZqYyH9LILyk8DgatbkIkqsjHfR0eRkf4mRXgLvahAZA0IY3rSNY8q9+KmKUSlT4EZVP11cllfMutEH+bYlSuIOBOy+JAgi4juCvtyyMTUfM5zal/fCJUuNjhpyExWPx4gp+ueCyjQdPX8DrtoY42IgrLvXaOqpE7OUZcS0hOlmQluWvXXykqa+BqzBUvT5Bdfcu/Asx11W1231XUccTzywy9U3ZdyS6OoN934Gw5seJgrfng7oY6eGbVvD+5l7wfOxokVxtmknSGTdllzoPI5gynoCqgimABhU7K8EQyhIpU1zUMTBv7jLyTzs7fh7ShIPDr71uGuuwHfO65l2Qtexd3f+hTJseGyayxpKYwZ0f6D2N0nAU+WHScE+AwdSY0sYg96wxq+voeJh5vLgpwAmq78COLUi5B7H4ToAInRCVIu2BJy9logCeiAJph94mKklOiGjpSeivguyiIz5q3Gd+XniP743QAE/Dpze4IMjKaZTJT3NZnxmEy4NIUMLL+BjkNy9zYCi47PS5LpAiImhCXEHYktq/v5A9d/jt6JR4k9eguZLQ+ClBhNLYQWHofVnNVBFxri7HfkpT8B5LbbkWuvVc8tHmfzDX8jXTRmDu7uZ9ZpZ9DzgZ8i2hcCoM1ZjXbSy/Ae+32hHSkRQuA4HplERkmN+gwMS700Qtcxwyr63eiYh9NfGpQnhCAQCWJH5uAc2Kw26gY0NMFQX8V7diaV1I5MTSL/+CEY2VXoz+abkauuQDv/3QhfGJ73GeRj18Luh9RcsfdExOpXIhp7qz7TZw3qtvqosdV1kvsoh3Qziiw0LOUIF0EIDRnpVdszMeXcmQEQJux9GBIjSM1Adp+AWHShKu5YC/FB1VawVUVaV4K/oXybk1Rps/NOg/4NkIqW7g93IHuOhz9+sMK5aeRDP0Vc8SWI9EDXSth2Z81uimWXwYabK++zAuirLob5J+LZDt62+2G8v1jYC+O4MxBOEvrXQe/JyIHNsG+dci67V8LxL8GwQjS/5L1w2RuQA5tgW2lFYK2xDVdsJZ7IcHAojiaguyOM32cgOhciznwtTByE1sUQbkEf2kLzssU0GcNIKbEnxkpIYOm6OCODmO3dNMyfx+TuPSWrtIHmJvxNDTRJGNqyu6QvUoIzaymDhp9AcoLmliC2DemB3YCa3KQfu5E04AsHMKwq0f1zTi35OPH7LyNtNVBJT6pqzVNgR6OkJiYoLpsSOv/VeEPbmfz9l3AzDgiokP2Ux2S84NSKzkXoHUtwHvl9yTHG6hdhvvZ7kBhRcjahNjqO286m2++o2GbDghX4GluIPfTXEoI7h9SWhxj7w1dpfe2n0S0fy9/xeZa/4/NI161aRPTZiaM3reqJJ57gHe94B8lkklAoxLvf/W7OOussUqkUN9xwA7/+9a/ZsWMHr3/96/nb3/5GKHRo0TVjY2Ok02k0TeO8887jggsuYPny5TQ2NtLX18cf//hHbrjhBoaGhnjDG97An/70J1auXPk03W0dz3jkCulpRg0JkRpIjatoaTM4/UTYSR1hEjYLoQOilODOQypC1Neg/tIT0/fBCFSWK1EXY3otcdQ1hI5K0yq6nmaqKG9NU//qlor+kofx7AGMbDSwkzgErenifs5Qo7wEU79nWeXZT4ExhdR1DpOoNoJZaZMZXHMqNBOQ5e+6kS0inqupInR1TKbKe5Bb2HFSlX83bqYowl0DK6L+psrlPetRt9V1W13HU4X0PCa2rgUpaVx6EiNb1h3S+RN7t3PzK5Zy/rs/RfNLPzhttufINZ/FGSlns/dNuMQy1XwNwaQtac/ubjCUhEcOnifxnXAJRqwfu4jgzkEO78K558f4Lvswr7j6r/z5fS9jvF/1QQMWtQiWtRbGTtuWhE5+PmNrbq3Ym7a5C2Fwc1UbZxqCwbjH/htvp/W4k+m0hvCP7lZ3Ylo0XXIVkQuvAiSicxW0Libl/Qx7ita4RJBwJSHTKqkvJYSGEQgiXRfpeRgv+Txu32YSv/xgSca1oWsqKrwKEhmPWd3+vC63zKQRTprG085n8P47mbAFjgdBQxLUQTd0XKfyHCespRi//kt46ULGnjM+ysS6h2i64EWY7b3Q2Ak9xxfuz3ORT/49/3n/Q4+UENz57Q8/RGvaK/GrtRd8Atwkcvu94LpI3WTokfVk4oXrZ5I2VsAkGPER7OjIv5vWSS/AW/sPvOLgPyEIvOqLNJ73Zuxda3HHBzDnHo/35+9x8JrKCz/hVUoaRz58TQnBnceGPyMXn4/oWYUItSHOfTfynHcBMi+JemygbquPFltdJ7mPUkjXVqRzPuVZ5NN3iiE0HelvUs6EZyuCeXRv4QDPgQOPIicPwKlvqVxoMof4kPq3ZY4iEqemWwsNvAxED07R9VY/WuGLIM98K+y4VxlEhNJfWv48RP8mFSleCcPb8bbeApMHlOPUtUK1UQlCQ5t7Mt6ic5Hb7ynfHQghsiS5DuhzjkPOPQ4Zn1AR3E2dhWjsyX7kwHWwd22hgf5NsONevFmrIJaNSp9K2qMM9xP9Dls37M5vW79liBXH9bDshS8Bf0QtCMRHYCDbfigCQuClUlV1T93JMUI9Pfjb2kjZAum6mMlRDJ8PKSUeGv7ONuxoHC+dxtYt+qIe9pNb8m2EOruZ5xvHnCpqBmQS6aokt2ieVfI5va1QUdmrMXOI3vkbmp73NmRsELn2t3jb78V98BZCDT4yKQ3X8QiYHpkKBTMBgv7CMGSd8yaM01+Fe+ZrcB7/OzIxjsjEEBN7sX98Ffrql6Cd9DKEptFx8mw6Tr6AwUfvnHIjghVv/ZTq213XVe/3XdfR+tpPl556TBHcRzc+/elPk0wmMQyDa665hlNOOSW/75xzzmH+/Pl8/vOfZ/v27fzgBz/gP/7jPw6pfcMwuOqqq3jve99Lb29pdMHKlSt57nOfy6mnnsonP/lJkskkn/3sZ/ntb8v1GOs4xuFmCbw84VtTM6s2nKRqx1dhMbnkmjMoSng40C1l46teN62IbtdW5KQLVI3w0rJR1noFMnwa6a2pqESme7Yi2pFVyPZDIUBFdr5zGOT2jFFJtuUw35Nih1HKGWicZ6/rZCOjPVtJzdX6rqeDGVDzNTej2pHZKHo3U1iwMXyF/opk5e8pJzVSS0PcyZLcJbd0LBHcRzfqtrqOZwIG7r+RDV97H4n+3QD42mchExNUsxUVXCjVzkSCgR99BHt4P53v+GbNa8YeuKHksydh04SgP1l7/NKEwBAeDSY0VXDZAmdeibvplvIdWbgbb0Jv7qBjeAdv/fj72fqnXzG2ZQOtAQgYpdc22ufRcskbOHjdl3BGy7Ox29O7mN2ksW+sfPz2GxDLSMgoWxZb/wj7dY1zlrXQGjIwgxba3lvJ/OzNGJ1diKQKoIvv2VSl5wI9WDkgT+g6omspqT99HjmuyG3hltrsWiS3ROQJ7vzxmo94MMTOWMGmTtiCYEOYZatmsXHtlqnNEA77mRXIkDpYwWa5Lsm9uzCXnZWVeCui2RIjeUlX6XmM7qxAFANIycidv6X3qo/j7VqDe9f/IfetAyEQoUa05g4mN24sIbhzyCRtwh1NmJFsprNuop32WoKXfAhn7Q24Ox6CdByRmYR1f8De/xj6GVdhrr4MgPYXvYvhv/8YZ6w0o1wPN9Hxsuy4va1ycBmA3HYHoqeQEa74lrqtPlpwrNnqY2lp5RkDKSVE+6aQzJWdQimlqnafi4CJlaclAYqYHto8o+sLwwfzz4BIJ2pwEmD6IdSiUlwTo5AcLxzfsVw5KpqOCDQiVr4AceEHERd+ALH8MkSlolpTsfnvMLBJFb0c2wVWFY3F2ScjAk0YV34J7cQrQLfIxOLEDg4SPdBP4sAB7MlC34gOqvSuznlozV2llYFTsVKCO4eJPtj7aOFzBXJ+3+adbN2ws2SblLDxyT6GB1RKD0YAxvfk9wvLj5izUi1gVIGXURFVeqiB0OIVhBcvx2hoIp1Ise3hzezesIOhfUOMjydwLD8DKQ07Xeqoxgf62TtUOTJLeh6eW34/2oLT0HtKNcq1xvbiM6v2WaYTKn3p5s/DnoewB/blV/x1Q5HGsxork8dCwIKeEJh+jIveg3H6q9R5i87EPP0ViN33w+4HkSO7kfvW4dzwaZw//lf+/HO+8mcWv+q9mJEmAJqWrOasL/6O2Re+TPUtU91x9tLVdF6PIQgKqVVlf/+6bq1bt44HHlARKq961atKDHEOb3/721m8WFWX/9GPfoRtH1oE5xVXXMH//u//lhniYrz5zW/mhBNOAOCBBx5gdHS06rF1HIOQnir+XELePUUJETdTXo+iKmr9SCvssxprnzMTvW07rkhNN011glsoUlLTwN84RU7iCEqsyGlkPWYK3eLpJbiPIHRfKck9IydSFv71HOVoHzbBLZSud04r2/CBZqn3wbPV9+HZSj4lEy/00d+o+p6DZij5kVzdmJqvxT+pwOjRjLqtrtvqOg4bE9sf5+H/enme4AZIDe7H1MDUyscXgcSo8ruSCKSE8Ru/X5EULm2otJG9cRhMCXSh5EcqwQpFePHvnmBuRCspQlkMs2Nu7YW+yQF49DewZw3iyZtYOCfMrEajjOAGCD/3bRiRZpZ8+XbCJ1yQ367pOiGfhrRdzprnozNSOj9o8AvMCvfguh5P7IvjC/vRstHE7pN34mVlMaTnkUlUzz7SfD70rE9XAiuI52vKE9wAmibQiojrcKD6HKYhbJKxXaLRDMmkWhhOp9Js/POfy45NTMbo8EkWHDevtI2GIFdeeS5edKLqdeyDWb+/Y3kp52CF8rZbSomsUlMKwE3F8XY/gnPNuxTBrU5CxsZx+ncR3VWFIAdSkyk0y4JQK+LyzyFa5yIMC/PUKzEXnITYdQ8cWI8c3YO39S7sX/wb7to/AmC2drPka3fTdO7LlHyJptFwxuUs+dpd+LqzGu+15qfOYWbSPZtQt9VHja2uk9xHIxKjKhImEy/RoKpYXMdJlUbxZKobDjm2t+o+AEId+f8VZgDCrSrdprETgk1qwMshR3I3zUUEW2tHnvkaYO6pVC2sZfpK2xYCghEItpQe13Ec4oy3qkOsIMaLPktm4aUkB4dwEwm8dJrM0EEm1z5EZmSocN/xceT4AHK0r5T0TNUouhRX9+dMjDL2wB0c/MOvOPjHXzP+8H24iTg71pVrl+Ww/Za/4ZodFbXNRed8RMe8queqSHsB4WZIJ8DJIBo72LNxF5kpWtzjo3FSscrfdzTpkXEqO+2arzQiSpu1Ev/rv1d2XOTiNxX1q/pQEZi3FLbdjowN400M40YLUjeaLtANje4GnfktesmczNBgebuONFvRr/oR1qUfKGnXueXrFd9nb/0NeNlK00YgxOr3f40X3zzEy+5J8NxfPMysC16cP9a36nwGU7A9KtgWVdETdvaxhE59XtV7OmZQ1RDX0BT7J+Cmm27K//8rX/nKisdomsaVVyrd9PHx8bzxPtI488wzAfA8j3379j0t16jjGQo7wdNCwE0nd1JCGosqf1NghsAwC9G1ZRDZQn/V9tfClGvrVmG+IrRSLeh/GmYQLS50pfd8JIjy6cbLIzGeaqaSApmKqVHOFSHVd2EnOfwIcgN8TSqKO9+srF7Aslj6RWhK1i7Qqv78TQWCG7LyJ1VwLGhuT4e6rZ4WdVtdRzVsvPrTJFIZ0m5BdUMICOjg1yGgSwwh0YXEpym5imo/qwZTomuAY5N88v6a1w2f/ZKSz8XFDCOmItOLoZkmL/zc1YTnLiV02uUV2zRnLSVw/AXoyy+pel3NXxoNbQT8tKxciQgU1TISGuFL30H40rcD4J9zHIu/eBOtq04nZApCuocOpOIZMuMJLlvm54Wrgpy9wOKy4/ys6jKqRrsPT2RI26V21c0uCHgTI/j81cf0QCSIHm7AaOlA8wfxNAO7bTnaa6/G2floybFCCHRTwzA1NNOgrS2C318uUmAaAi/jsHv3JP0H4+zbH2X3vij7d/VXlOIEGNy6nZe9/nLe+L7XcNnlZ3Lllefw9rc/n87OJjSr+jxJC4ShdQmi9+TSvlohmKWKMwpNI9zaVLWNyPxluPf8AC+TIj0xQXp8HDenc5xK1iTIMX2IBafD63+GWHROfrNMJ3Bu+1aFEyTOLV9HZmuh+WctZsGnfsfqG5Os/luKRZ+7gcD8QnQ23dXlJcTcU6vuO2ZQt9XT4p9lq+tyJUcZ5OgOmCj+woVyBnxh5RBYEeVY55yyqYOzppcS48Uwp3GEQh3K+UhmI5ErVFrOw81A14loDdniG/4mtS1dpC8lNAh1IHQTQm2w+pXIx35T2o7QINJW3r5uwsLTER3LlORH82xE++LSLozsJ3lzOTmLlCR2bMZqbUemkzB8oCgaWyDbZsHisxBVtLZUGx5OdIKRG68tifhN7tpGZrCfZLT6udEN9zH08fMxuufTeMZzMNu6Svbr81bi7ttKJUdTn70Slp0D/Y/nt8UnE2UEN0wfd+a4EmvKL9wIhwnOW4SbTOAlE4iOhZiv+S6iobPs/Mhz30J66xpit/0cTRMVXyvDZxIZW4v7iIe7ZwN4LppT6KsQAtNnoOkeizs0Zje6DMdcNAEtAYGuCewDWxn+yivp+vo69Ab1Lkg7hdz1YNV787bcidZbmhKlm6WTJjed4vE//5LxdIGgH83ApA2Le1tpeflHaj6/YwNHp3bYmjVrAAgGgxx//PFVjzvjjDNKzjnvvPOOeF8ymULEozZdwdk6jg1ImS0SeBhaxjPBdPqFhl9JOMyUnC2OmDVDBVmJwgUVES2EOk7315aPqNSfnEazZpQX0HTtp09i5alAuqrI5uFAZO+3uABntoDV0wJhZL+jCu+GGVLBDtMtjjhJnlIokXRUhLa/ueCsSbf2e+hmSkn4Sk6e9MCr9lvSZkjiP9tRt9XToW6r65gKOx7l9v98OX0PFfSmBYpgNjUI6mA0thOdGMfIRqFagRABJ07UhnSZoyVZEC6M8Xq4dqZy66s/SfyRf5AZ2MN4RhVpzMHQoMUHKVfieNDS1sZLfnoXbQuWAtD5vh/SNzFE6skC0WR2L6T3U39UPs/xz8dd+ye8baXynsIwK0ZCB1ubCbzoJ6RiSWQqjn/VczCmBF3F7v0d9taH0afKeniSZDRNe1OAtpAGmk6sr3YtCDF1rPc83JGDZDY/SkdbgH37y+cEps+iY47ymYXlY2T7XkZ370e6T8A/biAQCdLcqKGXaHYLhC4wfH7MSAPLmps4eGCU0ZEYUkpaz30pcu/jTO4ozWbPpBxiW3dU7b/nuniuS2dPO51tEYgVIk79PbNJ9ZUGDkopcTIuxsJzoff0ijrUYvWrkbFB3CfuoKsrzI7RiTKSPRw2Mf7xeVKOTXq8cM302BhGKIQZDOELB0mMVi42HezqgMEtcOv/wov+p3A/ex+FdJXaGIkx5P71iHkFkrqSfKecOACjVZ5ZzypYUC/6W7fV0+OfZavrJPdRBBkbmEJwA0hIjSnH0/CpdJe24wqOmZOGvUXa1IFGiFcO/Rdd1V9qUIZCdh2vZE3ig+pa6cqDKJoGA+shS3ILISDciQw0q0ghoYEVKhnkxeqXQ/si5JZbVB9b5sLk3hoOkovoPaFqfzMbbq1K6LuJOE5sEj05NaVIwvA+mJ2EtgWwf0PlxgMNxJ94pKKkhRuPEQlGmKySYRHxqXt2+ncx+reDtF35NrWq7nkIw0QLNWKc9zqc+35Tkvajr7gE87XfRt751ZL27HjlKKlqqXSgBg1DK1RgBhCGQXjufDw7g5eIgeci+zeT+fqlaCe/DOP5/1Wi2S40jfb3/pDIkkUkN9yNFxsnvXsLyXH17gVbGmmc1QGeg719DULT1MTL50OzLLzsICaEwDB1DFPH8ySd4XISwIuOEL/9ZzS8+EO5i6soO1lloaVW1BfgZVLsufGnjG9+tGyfIwWpE1+E2XnolYOfdZhhFei1a9fS11e54vZM0NvbWzN9aSq2bVOVwOfNm4dhVDdTixYtKjvnSCO3km0YBvPmzXtarlHHMwxOcnqCW8uSkq6tfkueWz3idSqmi1wVmlpYTk/MQI8ZlfGVI7lFltD2nGzftIL0RA5WGFxTzS/wAL0GCZlF1Qhxjk6CuwQ1iGmtgk654VcBB8kKk4A8+StLPz/lLjrqemawPKtPCLWQkRyh6r3kHemnWLBRuoVCkOrih99Wrl92jWKfpn/6RZ9jAXVbPS3qtrqOqVjz9Q+VENygRsioTV4KZN5p57Hifd9gcOMa/E0tjDx8C1t/9gWaLIg7kHSV1rOpQZtPEdMAZuc8AqvOr3l9s62Xud96mPXvPgt7/w4COiSK6ycLCGZ/Nou1YbSHfgsLPgmA0dTOnK/dR/KJ+0jv3oDZMZfgyZfmM2uFbmK9/mrcx/6A+/jfwc0wqrez+84/k9n6JJ2dTcxf2I1pFvw6zTQInf2Kqv2NP/y3qvvstJprCCHwz57HwjaHJ/o2VrQ4XS1+LKN03Naa2kjtepKRsRToGh3tIYZHEvmaT8GGEEtPW4meHUcGn9zOyI49hQY8l+REFC9l0NETYSrMFRfC3kcwTZ3Z89qZPb8T47n/gTjlVax/eXfFezKlSzUbFgn70ewUmZ3rcSeGEYYPo7EFo6UDs6mF0KJlxHeogpyZpE0yngEJiRt+yNhtv6X9bV+h8dK3lLQp/BHkOe/Bu/d3hCIBFixuY7B/gkTCRtcFTY1+Wlv9eNGR/PPOQUqJHY1hR2PoeAhNIKeIkJsBH5FZ2eDDvg3Iwa2IjiXq2lODD6ZiGr9apmN4j1yLcNLgD4Odzs4/hcoSPPFlteu+HSuo2+pp8c+y1XWS+2hCtMbLnokrJ9LXiNANyOpcC8DzNysiHCDcDplkNiU1B4FYehki1DptF4TQkE5KOTCNs1QxykpOtBmA2EFkYkTJleTO162aDrqYtRoxazUyNoDcex+4MYgNVT62fVnF7YVr1R6QqaHHzKbb4JzXqyKbo3vx7AxudBykRG9sQ/iCpHdWlySZ1WRysF/HnZIypGvQ01AY5GU6ych131U62FJiNLcSam/DiDRjHH8pNM1CWCG0RWehzzlRnTPlefhbpsi2ZGFo4NMhXYHnbwmC8CSevwX/0lOwFpyM/5xXofWtx/7rF0sXBzwH7+HrcCMdGOe/vdB3KfH2rUdPHKTh5LOwNz+CPtFHuL0Zf0MYL53EnhjGzRXR1DSMYBjNsvA1N2PHYjjJJHgeus+P7vcRnxygGuy9G/P/LwwLbekFeE9WrvatrXhuxe3p3RsZ+elHSDx2M3smqxMXg+uqFDY91iC06gRC0fa3ve1t6E+hKOcHPvABPvjBD87o2FQqldfo6u6uPDHNoampiWAwSCKReEqThWq49dZbefJJNQ6cf/75RCLlE+s6jkFMLcpcCUaWnMuRv5rMFpacJgfHisyc1KtIcBePe9kJtZsGGSptt1LEdf60rKa24Vf3mqkS/ZPDYUmcPEPg2dlFAL2wIKAZhUKL1XCoRLLQVLS2bmYLdqaV3IfaWTjOTmTfq6LoZimzCwnTEdxTPh8u2V08f9B01e9qC9LV5oNuJqvvPs0ijWvDNFO9YwJ1W10TdVtdx1TYyTg7/n5NxX0SFVXtMwTzX/ZOgu3dzHvOFQA09s5n5+++gxOfJGxC2CycNSuoxk4t3Ez3R66pKeWY70dsnPh+Ff3a5oe98fIixH4dugMw8dfv0fyKjyk/P4vAirMJrKgcISsMC+O0V2Gc9ioe/8kXWPt/n8rv273zIE9u2stzn3cygUC2lsPsch3ekvam86tRkpdWWxc+XeeEkxKse6y0PpXPMjhpcRPS85BZ/1CLNDMwFGfDfTuxnewz1GBeT5i2RgtD12hYuhLTUmOX57iM7a4sY5BOO4wMRPH5DfxBC8PUEcEG3JF9GKsuR2uehQg1oq94LqKph9SB7XipylHnPh3CPkEsXWojBTBvbjOph2/OZ7VLIDM+iKcHsVZeQOiMt+BvmMvkX7/NxO+/U3K+F59g4Jv/hjXruJLvTjppvCduzgYQgN/SmD2rfKxypmSaSylLzLtuaISbAqSTDk7GAU0QbI7QvHQxWjGBObobciT33FNUbbVKgZCN3YhZq8q3A+7Gm7Fv/Rby4GYQGlpDM0ZbN8I3ZbG9f2M9khvqtnoa/DNtdZ3kPprg1Ih2km5Wz7A8NUrMPQd54GGIHVRWo22BKgyEQBh+6FqFCNZOqcpfJu8sgTB8yLZFMLK9IF2i6aooZM4ApychOD15PvUa8sDD6p6aupW+99RCBs3zoKd25Lm1+nkqyscuJxyMSCN6pAWKClSUIJ2Ax/4Ayy7FTnlkHv5jwfE7uA9t79aa/l9jY4hzX3IC6+9+hLFBJe/S4BcsajPwm1PSvIqMlTM2wsTYCA29XZgT/WAGMN70U7RZ6l6l55XqVALBtlbC3V3E+ssLnMxf1E1MC9G3ZQeep3TiWkM6bWE1kHqTQ1grLyF82b8D4O5dO2UBpAB3zTXo5/0bQgicnQ+T+uV78Aa2I6UkPpEhHS9E8mmGTqQlgOkrGkI8Dyc2idnYhNANrEgEKxJBb+tBpBRJog+O4yQrE0R625ySz8alHyKzfz1ES0l//by3o7UvKDvfHtzDgY9cgBdTCz6i6L9ToZnPYlLmGY54UeZCKBSa9vicMU7UKGRzOBgbG+PjH/84ALqu85//+Z9HtP06nsGYjqg2AuUSC7kI6kyslNjTrcKk2DiEqNWyPlQiOHPbspHk+gzbLr7GTAju6Rxjw5eVysj2payvlbZN2a/7s4UNZxC5PmPMhOTNzYmEkunIRyrNQPP7UCA9sPxFCwbpKf0rupadLLxfThrsWPV3spZ8ijzMqO6pxI4VVlkFU5+HFa78Prt29viZ4F9YqamOmqjb6jqOZqQnRnFrFZg3LI7/4NdpW10ajR3omMVZX/sra//nHUR3bQLA19LJ/HMupbWlCbN7IQ0XXoUeapxRP1IDBVmLiAmzgjCYkmQ8ZfeaLVjRBLoAd2IILzaO3lhBxrMGxnc9WUJw5zA5kWDtozs465zlKtI20l6znfA5LyN6x68q7rOCPsz2Xvw9vQhdJzU6Rtv4fk7q1OiLSTKupDFgsOpdXyD4xPV4gwXye2JghLUbNpWYI8+DnftjhIPNdERMRKQZGpphtI/MZKzEd54Kz5O4jkd8MkW4JYyFC8O7cIZ3IdoXEnjvHxFB9f2YfgvNtPDsyhzLwnaTkYTH4KSL40oifo3eFpPWRqtixp6z8zGsl38F0bUEA0gPD1FxLiAlY3/5bp7kdh/9He7t30EmCnWrqtvfQntTCe4cdEMjGLEItHVj+H0IfxCjaUpQXLjwfQvDxHjBJ3Gu/3DZHNS4/JMVo7DdjTeT+fW7CvMI6eFNjGCnk5izF5dK0uh1SvFoxbFqq+tv5NEEX7jIEZyCYBuiqDBkMYThR8w9F5mJq6grX0RFVB8GhBBIM1AgQn2NSgLF81B6m1MGwVoFJ6shMVy4T8MH3ctg4iAkJ5RD1HEcdB8PkweQoXZEUWquTE9CtB80A9E4h/Cr/x+xX36oxJETgQZC77kWMbEHeee3yUSjpEZGcDMZdJ8Pf2srRijExI6dpNd/FSMxQjBU9Lykh5eIYgV9OKnKKdqB2fNo7unmuVe9kEQ0zthDd6HHZ+q0QXJsAjPQAXYS59ZvYr3xx+rSu+5SIdpTMOeU49n/QJLJkYns16DR3NVCR28T7a5HUzxAJm2ja6BNMZqJW79H6PzXIAKNeCO7q3cqNoLc+zCyaS6J774SkkqqJhktJbhBEfeTQ3GaexpKKlsDuKkURihbHEs3EKFGCIQhFSc0fwkTmx6nDIZF+MI3lmwSLXOw3vlH3Id/i7f3MUSoGf3EF6MtPLNi9ydu+Hae4AZotGCiikTprIuurP4cjilUKVKX3/fPRypVWAQxzemjSizLKjvvqcJ1Xd7znvewf/9+AN73vvexcmX1Yit1HGPQjOoRqJXkJIrP8zcpwll66vPhRtMKjenJ4eJrH0bEyFTd7qnXEtkaIJmYIvaLrzFVDsUITCG6s//6GsFNThMdL9Ux/1JkZTV82aiT6cj/w0E6BgFTPTPPoXpktlOQwclUkZR7yqj2bonyyH3dVAsATlL1W+iKhK+2+OEcguNUSwbnmELdVldC3VbXUQ3Btm4CrV0kR8oDhADO+MJvmX1e5eKOravO4uJfP87Ejg246SRNS1ajGYeXUhKcuwyhG8hssFijBQ0m2FKiAT3BgtunN7ajhZsO+Rq7b76u+r6dA7S19uBu/hkNm/fQdcW7MFsKdZhGH7+X2M6NBLrm0nryZYTPfQWxe35b0oY1Zzldn78Jbc2PkXvWMLFjFyNPPIn0PCK6YHmLlo1qlySu/TS+jmCeAJVSsnfvSNX11n0H43S0h9G75quF3sZOzPYJuPuhLPdQjmK/MxlN4QsXiDs5tAP7gV9hXfQuAMTNX6B9djsDOw+UtRNoCNPQESEYnWR2Ubye1TULLT1RdX6Wuf6j+P79OoRukunbWvnGgOSaG3D6tqLFDuLe+HnVHyGQmgaeh2b5cJ1yR1VoGtQqLlkEGWjEaG1C+AKlpHPTLJgi+aovvxjx9t/iPvJb5Og+tLb5aKe+Aq1tfsW27du+XXGhXKYSePFJ9HBhoUfMO2tG/X32o26rK+FfYavrJPfRhIbZEB+mzLHQDCUdMg2EFVI62k8VkZ58YQGhm0irobIjFWwvkSoBkJ4LB9YiD24E3UTMOgXRsbT0vKnkgOGD1iJ95EgPwsso/cnkGLJ5PvgakPsegJEtheM0E//qizDm3krqzp/ijvVjzD2ewIVvQW+djUyuJPGXL5HYU9D08jIZYsPjDI/buEWrxP6Awaw5jSXFLAxLxwz4sKcUffSvOBf/inNhbLd6DJEQLF7K5Lo11Z5oGYrJc7nzQTw7rdLT9j0E0VFIpwAPrAAIgZaOMfu42Th2N07axvRb6IauKizbaTRNYFYpcy3sFPLBq+Hc9yN31JDpsPyw8Xdk3MY8wS2lJBWvvPotpSSdyBAIlzqhuarPnuPgOhJn11b0hkbMlg7CF70Yb8E+on//bj47QISaaPn372N0lUdni1ALxgXvqN7nIiQ3lVY5bzCh0ZRM2KXPpem4U1j4yvfPqM1nPWaoHfbDH/6Qzs7y4qQzxaHohvn9hQhY256mkBqFAhbF5z1VfOxjH+OOO+4A4KKLLuL973//EWu7jmcBjEDlgoVCU/umg6YDT1G7UAglG2YnmJbo1qzyiFopVZRSjiw1/OXyJWXOzZSxIhc97LgqotjXoNrIRCsXttSzOt8ym7GUi1wXgZlJwBwqNB9Ie/rI+5nCTQORgi71EYennp0Vmb6IZHpieu32pwLDny1QWnSfQgOrSvFLTVeR2zPB1My9atCsZ7cUzqGgbqsrom6r66gGzTBYcdV/8Mg3y4vMt604lVnnvmDaNhoXVpZwOBT4WrvpuPg1DPzjF/ltQoAllExJcVxTw/PfXiJVAmBHx9n3958zseUx/O29zH7BmwjPXlxyjFNFjgPAdR3Gn3gYISD2xP0M3fQzVnzrHoQvxKMfezHjGwuFLYO9CznpC38kfPZLid59HTKTInjyZTRc/Aa0QBh5/Is5eP3VxPsKWdLSlTiui2HpSifazmCnLKyAItOctE0qU90GR2MZ5PnvQgTTan4gBHqkicaly5l4cmPZ8ZoGepG/69oOmVSa5HgCJ+OgmzrhB/6AddG7kAc34e5dR1NLgHS0gYnhaL7QY6S1kbmnrsIM+MmMjpAZGwUh8LW0YnTPJbXhgbJr5+/5wAbc276JfvYbsUyHqmWTvTRj33gVjStOKtkuDANp22imhbR8eJnSFszl5zL52AM48SiWpeG3qs8XjYvfjza5FQ6sK2xsmoW47FMVi19qnYvRXvDxqu3l7zGTRPZXl22VqTjkSO7jLkV01ZaYPWZQt9UV8a+w1XWS+yiC8DcgO1cqgtnOGixfBFoXK9mRpwky5+zqFkJoiFA73sFNsOs+FdEdbodIi3IWc7DC0L26tB0ng7z3WzBcEKqXO+9GLjwfbfVrCgcG25RDVKzrmIzCRNZoejqEW7LRX36Y3K9c+GKCG8CzkXvuxlj2UiJv+W75fQmN5ECpBrSUkqHRVNnicCrpMNAfo2dWITJdei4+n4ah+3Bs1VfD0jEG1uPO/SRaYC1y6114k6NYAR/BE59DYsM9BWmXGijRcRMCueXvEO6Cdf8odQB9QZh/IlLfpa5vGhhm4WebM9am38LNVBm4MglS627B0iOIiQN4UpauEAsBmobeORc8F2/Xw6XPzKtOoHhO+cRFei52IoE9WbQwMniAdGAP4Ys+QtO57yJ8+XtIrb0ZLdiA/6TnoU3V9joM6A2lCy5CwOwQNNqSWLgb39LT6Tzzecy57LXovhkQUccERA15hIIxXr16NbNmTb/QdiRQnEoVr1J0tRi5dKpg8Km/QwBf/OIX+fWvfw3AaaedxtVXX/2UdNPqeBbC8JGP7M0RqJqZlWd4GiM1ZE4iIzuJ1v3KXkwtjFjW3ynzB+lBaqK06LOTKo9C162ZF8tEqmM1o0KhSamkzQLN4KtEzD5Nz8zLKMLYSZQurguD6gWvayH3nR9BmZKpcDOqBsu0EfpyeiL8qUD3q/Rj11HPUejlBUoPF0Kr/vyFpn5Lepbgfjp/T88o1G31VNRtdR3TYdXrPoh0XTb+6mukx4cRusHc57yYMz/6ndKo1yMMz7FxUgmsLAm46D3fwO7fyeiG+/L2I6CrqO5iRC56Q8nn2N4tPPCei0iPFEjlnb/5Kid+8uf0Xvyq/Lbu0y/miV99rawfUoIhYHdMqZU1mdAwfID9P/sM4+PjJQQ3QOLADtZ+4krO/fUmwueUZ7wmh0dKCO5iuI6HkSVjVb0qEyklru0S9GmMJyoT3TqSrT/5Miu+fhP6nnsYXHM7sYEBzNZZ+Jf6SW15JH+spkEgYJZ8d57rMbJnqMRkJh+8C+2OX6PtW0N8k5KcabAg1BkAf5CGubMJhINgKpvma23D11okEaPraE3teOMFucxowmHLgQQjUZtg0GJJ7MfMa26nccVKok9uqDgvsPwmbt9W7LBeUlpCCIGwLKTnYfhaEYaFm04igOSsM9hz4+9xYoXscJ+l0dEWKMucFqYf3+lXovlDeINbYWgbNPYiek946u+3YanAyUyVsb11Hiw8HbHgXMTskyofc0yibqun4l9lq+sk91EGEWyFYCsyW1xoOnJbpiZUwcqcg9rQi5hhNI2UEvY9iNy3BtJRMIPI3pMhOgJbbiocGB2AIT+suCyrx22qfvkiSDejilO6GeTeNSUEdx477sLrXI7oPl6R6LoJbcuRgxvU/gNPwOCOwvH9m5FdxyHmn551lhtgfFeVm/CQI1sRPSeX7bK33I9MlaYUJ5JutewnopNpXNcrRHN7EiEEhqljFFWnxnWwb/sOus/E21GQ3vABvpf9B56vEfuOH0J8hMRY5ZRmX0NhwBFtsxB962D7w+URTukE9G1DNHcho+XFIoSutFw1jYqVljVNQCpGcuPDZPbvJtAUKk+ByhpmvVNF04tQgegXQqDpAs+t7HDrZvkgJRE4xQR3Fl4yTuquX+IbHyBz8zcRA1uRvjB2/zqsF3wU4XtqWQgNl7yRxJTK4F52gtfo1zGTQwQ1F814GqPfnmEQQlSdCD2dDkAt+P1+WlpaGB0dpb+/iqZ+FuPj43lj3NPT85Sv/d3vfpfvfEcVkFm1ahU///nPCQTqCyJ1VICR1U+WXjZyYxq9azej7HROpmSqvEctyCy56qQAmZUA8SuicCZEZ25ROXe+51QmGe0E+eKHQqjzcsUnZwLPqVFIMKttXWlOk9O8zh13RJBtLxOFsgh0Vz1/z5l+gWAqZhI5/1ThzjSq/Wkco720erec3EKOUM/MDD514tnwV188kSI7J6kRDXUMom6rS1G31XXMFMe/8T9Z8Zr3Eevbja+pDX9T9TpSUkoO3n4d/f/4FU58kpbVFzD7pe/C1zKziEs7Psn673yUPTf9GicZp2H+cpa/4SPod/4Y/4776PJLHE8RzlOTb4UviNHUyeiWtez+x29wEnEmNt5Lari/ZCiUrsO6/3kbkcWraZirMqV7Tr+EnjMuoe/BW4ruBUDiSIEjAQ/iDiRcCff8gdFo5ejv+L6tjD52B60nX1i+b82N1Z+dJ5FS+c2aVvCjkdDZaHBw3KE8Zkri1yE1PsyjbzsLL9CAPTGc36v5Aiy66rOI7feR2nA7ulY63ikS3Ss3yVIy9N13EQp5JVZS14UK3kvEIByqPm+zAlhzjyM1OQqey8hkhtsfH8PJ+sKjUZv9A9s4Qfwfx88L0tgRYXIomvfBhSbwh0z0bJi+NMLgVPDhNQ3hD6KHIhg047keu//6O9x4aaZgOuMxNmnT2mQVnSvwhX24T9wMXgKeuFEFL4Tb4YSXwqoXVb63GUJoOvpJL8Z98Ncl26Xr4DkOXt9uHEfH6jyxTiYWoW6rS/GvtNWHWIWojn8WhBmcnuCOHoSD6yA+qKKkYgeh7zFkYrjmeQDSc5Cb/ozcfpsiuEE5bztuLyW4c3BSsPdRhC+i+mX4lVbWwfUwuV/1Yf9j1S+4+W+w+x7k2C5FrhsBiI3CzjWlBHcOBzcjR3YrJ9RJVy2WmO93BYgK+mlejahkADdH5tYYpADcnY/g7XiofMeaa/D5bMLPfwtGuAFfuPw7NIN+As3ZFB9fEH3+CRAdVprklTA5hDZrBV6gGS+TzlerBhDNs9BPfTme7WD5TQzLQNMUMW1YBqZfrXh7rkdqoJ+JnXtITURL2sjeOF5U6Vlbp75ELWZkEYhUThfWI834glOesaYjneqR7Jk115P6xTuRA1kNs3QM596fkfrRm6qeM1OEz34ZjS96T/6z68FEBlIupAf3E9t4H7u/8U62f/7VT/lazx5o0/z9a7B4sUrF3L17N06N92n79u1l5xwufvazn/GFL3wh39Y111xDQ8Nh1Byo49hBjgiejuDOxJWNdjNZm5aC1PjMZBukp6QpnCR5T056inzMS0nUmDhrpiIrU2OqDSdVg4hGSZOlxgrEtmZOf38zRTXZkBJbW0vP8LAvXNRuVmvaSRw6wZ1Hjf4JvfJ+zVDP8khCn0GGn6jxPGs5XHZySkHL7DOrJNNzqDACNaRWPPW+ZqLVI8iOSdRtdQ51W13HoUK3fDTOW1qT4AZ44otvZsN/v5bhB//O+Ib72PmL/8eDbz2FZP/uaa+RGhvi5jedwfY//AA7ocauyV2bePAzb6Dv0bsB0ARYejnBDRC56HVs/OVX+PvrTuXJX32NbX+4msGtTxB3CkHCroRJG4YnEvzxyhX8+ZUnsPeuGxBCsOKyK+no6cHQBLqQ6CJn90oxlhEk0k5VvWuA1ND+itvFNEFCQgiEJgrkrifRdIHf1FjabWX7lK15LCURUz0PUBIJxQQ3gJdOsv2nn4Ftd+Pz6WV+uabrVbONvWQUJ115TEqNjiLnnqqIeTudz4oGYN7p0DwbLRjBt+QENJ+fx3bG8gR3Mdbf+wj77n8I3dAJNfoINqi/cJMf0ypQv9ZZr636zDR/gfAbSwfLCO4c4nEbMxzC8JkYPhMz6EfTNdzbvwWPXqMIboDYEPK+q5GP/qbqNWcK87IPoc0tRGl7jo2bSiIdG29wB+7Gm0l+9xVk7v7pU77Wswd1W53Dv9pW10nuZyik58Lo9kp7YGR7fsCWnoOc2Is8uB45+AQyMaKI5od/BAPlWlfUqkQ9tg/p2ipVu3k+jO0odVprOeyuo+RFBp5ArrsOef/3YWxvdWIXYDB7f54NgZaqh4kq+4y2Hgg1l2yzzOqvvK4LTFND8wfxd89BD1aPLBY19DjdXWvR2mYTePl/EX7OK2k49TyCqy8mdNk7aTrvBTSuPgOtbRba/BMxTroM4Q+BU93Z9uwMqUduw977JPbEGJnRIZy0gzj5FZhv/gXWSz6vCjxmo86tgIXltzBMNSFwbJdMysF1POxkmvjwGOP7D5ZVrpYTI+CLoC1/HsF3/BIaOnFsF93Q8IX9CKvgUPtXnkfnB3+GMC2V0qwbKo8MWTpZmIoq9+nteAB3e3X9s5mi/e3fYPZ319Ny1X/j9C6vGG83evfvmVh7x1O+Vh1PH0499VRApUw9/niFQqVZPPjgg2XnHA6uv/56PvGJTwAwd+5crr32Wlpaqo85ddQxY3hulYLSsjSaVXpqwTY9qRaeXVsRzcnR2qR0LWiGklA51CKJ0lPnpCYU2ThjTetpItpFhcj1XNQucsrfvwiaWUMHegbku5za/2wEtK9x5prVM4HQlSa7Fal9nG5lrzuF7J42oqjKd+CmS6XmDgciW3DU1wRGsOidmdInJ/nUr1XH04q6ra7j2YLRdXfTd9Mvyranh/vY/pNP5z+n+nex++qP8OR/vYhd33k/id2b2PCjz/Gny+cwsWcrHuBRql7Rn4vFqjLuhk5/IeLs17Dhh58t2+dKQdpV7U1mwPYKY/n4zie44z+v5P73X8bmL/0b/okD9AQ8ugPqvGqQXYvR/dWlCBoWry7bJu00vt6FVc8RmiK4TZ+BkZMlE2o7AhqDOp0+0IRk0pGM2IK+BIxl1L1Vs/qeJ4mmXHRdwzR1NF2gB8M0Pe+NtLziQ1X7UwueB+6ex3FHD+KOj+CODuJpfsQZb0Jc+kk48ZUAaE2dOP4IwxPVffQDI2kmBiZwMh66oeV97xysE56LdcFb0S96P5hFC9OGhdbQqjTYNROWXYozu3rxRikldjKJQCKQSNvGjkZxhvdVPn79H5C1AgRnAOGPYL3jOqw3/wT9gnfgicoL9em//D9kur4ofTTjWLTV9QyDZypSY9U1Dd00ZKJI3Qf9j5ZEQcuJvTC8vYJmZv6I2tdtXgChdhWFNtXxbuxRelCVEGlHbr8PDm4p9NsK1vYZ7WwkmeFHNM9H7hwoP8YIQMsi1XMpITaAHO+Dx34DEwcwdElxL30+HZ+lka5QBKPztR8nGImh7Vub3SJxJiuT8KKWpnNG9Vv4Q5irLsBcdQGiYyWiYzneht/DwBPl5wQby7dl7yk10I+008UbcSeH0fUAItKh7uvUl5J+8Ldl53ue0kMr2247JEbHCXcURTU0dCLO/HfQTeTYATITE3iZrBa5AbplELzi/+E/80rMzvnIdBzbH4F0TD37XBC8piFdDzvjkoxlcF0P06cTDFnoplE1Qt7d9TD6ojMr7svfejqG3L8BfEFE7/EV2/LNW4lv3kq2//wLVdsZf+AvNK5+Ts1rHROYYYGMfzYuu+yyfHrTddddx0knleu9eZ7H9ddfD0BjYyNnnXV4lb3/9re/8YEPfAApJd3d3Vx33XV0dXUdfufrqKMYVW0tWdkQr6CRXWx/D7mwYbHcR5ZE1M3aWVDT4VA1n3VTOWuVpChyms6Q9WjdLJFfpGs+UxhBdd5hYZo5Ti5TrdIcpwTV5FWm3otUiw1Cy+pNG4e/aJG/tAH+bDRMxbYEmCH1vHNSNUdyPPfs6aV2pKf6lrvnStCzWQJOkqqTQTcDWl2Gom6r67a6jqcXg3f/sca+P8HHYWLtHTz58RfhFRV63H799xhKltswD9Ck+nmmXHC8bJFJIfIMuNE5j+5P/QnfvFU88rUPVL1+JqsY5VUaJz2PXfffQqOl5Bmt/Dpz5UhugObTLiOgeey69qtl+9rPeB6RbMFNL50k07+TzKY7Sfz5S3jRYQyfjpOe4lcKsPwGuqUTaokoP1Cz8L3gP0hc/xl0XUMKyUAahtOFPtlSMJgCx5M01AgSzwWdC01gaDq4KfznvRlz/knof/4p7khf2TnC9JVKjRZBN3WYPFh0ARdvcDda22I03YCOZchgMyIxhtazGNhQvXO5e0k7mH6jsGYP+E56AY3//iNkKoo30Y8UGph+tFADWkMLwt8Ap74B0bMKEWgktK56AJauC4wKKQBOdDIvE1OCTAJGdsM0BSG90f24/VvRWmejd5VH7goh0JechzT8cOOXKzeSiuJuvRdj1aU1r3VMoG6rjxpbXY/kfrbCTqpCjVMd3MRYQV+xEqwazkTHcWjhDjWQViLYe0/IFuQCKT28iWHcvp24I4PIwV3Qv6n0vEwC7BqOfJbAJdKDaJyNmHteaSRUuBOx+DKE4UP2PY68+dPIf3wa7vgqcnw/yd1bcSbHy5ptb/UTaQ4hsqL3ZksXs97xFXpe/99oRiGCSw+G8XX1ZiOUs9B0fPOWYHTNq95v04d91y/J3PwDnHU3I5OTyOx9iwUXlBb2ymHOKbDo/LLNbiJWSnAXwb7rx8hskcvgSz+B1lJewMBzq5MH6ViiEHWtmxhXfBECLbjXvofYLz+AlyjV1RaeQ/LGr6KHm9RnXwjzvDernUUkhdAEiViG4f4o8WiaVMImOpZiqD+KV2PIEaHaK3zuPT/E/upFOL96O86PX4f9nRfh7V9fvb0aRQ2mVi8/ZpEzxtX+/kVYvXo1p59+OgDXXnstjzzySNkxV199Ndu2qUW1t7zlLZhmaYTBddddR29vL729vXz1q+UTeYC77rqLd73rXbiuS1tbG9deey2zZ88+wndTRx014KSzkmFHUIta9ykCEWbQ7tQI6qfQD8OvoovNECVzDN0Cf6MaU5yUWqRPjU2Rw5gBhKYil60aWppPGdn7N6tkcum+KaTtDORViudh+ajqSiiWVKkGAf4m9W9OgqYMWWmR3DPS9BrR6YeBWs9eSpUFkBxRMju577oasV/X3Z4Z6ra6bqvreHpRIws17bhs+tu1PPSZ1+MmSxdYJ6cSvsVNZv8VQMyG/XEYSmbJaiFouPQt+OYpQtmpIlORa8epYSodWfjX9pQsir+aCyQEC170Zpa+44sseO1HMLJ1mIRp0XvZ6znxv3+DlJKBX3+eJ18zi63/tord33gP4wcO4HkSX8DEFzTRDC0rjanjC5oITaAZOpquofUsI/C2n+G/9H1gBRFCkHJkCcFdjPEMFfS6Cwj6ym2OTCcQukHbW79ScdG15XX/jd4xt7wxTcPfWCEDSnq4D/5KPQtNQ5x8FWgGwaYmOmd1VO1bW1FwtpPxCLU0EGgKE1l5Gs0fuA4SY6S/eTnufb9ARseQsQncgX14E6Nq7rf1FkRABbo1nPgcQisqE4vNTf7KQWKuixur8u74q0tDyHScxI/eSvTjq0l8++XEPnMG8W+8FG9yqOLxYro5V7XF7GMNdVt91Njq+hv5TIW/WUVGVSKbha5SnuMVtLlzkiI5HdGpDqZhqajixJQIZt1EHP/SwucKKbLC34BccTlyzxqcR26EZGHQ9fq2obd2ozVMITI9V/V36u9eN6F7mXLmIt2q/ZaFKpI8PQmagbCUEypHdiIf/H5WpzQDSJyDe8gcrKwppmmC5pBg/nOeizf7NHzP/68C6ekrvS+zuRWjoQk3HgMh0DtnI/xhvEUX4P39m4Vo8/zz8+HteDT/0R3ag7vjUaw3qxUzEWqF096K3PsQjO0C3YfoXgU9J8GKFyPv/SFs/CukY9DQhde0GAYrF/qQsWFkfBTR0IHeNoemz9xN6s6fktl0J+6edcjkNMRJbkKn6Zgv+Rwi3Ia75te4Ox7AjleJksskiP7g3wi/8nPoPcdhXfYh0A0yN38zv2DhuZKJ0fLz1fYkHcEKzrYVwDjx8qpdddf9Gff2b5duHN2D86t3Yr73r4hgc9k5Lee+lOFbflWxveZzX1px+7GHWhph/9o10M9+9rNcccUVpFIpXvOa1/Ce97yHs846i1QqxZ///Od8peYFCxbw9re//ZDbf/TRR3nLW95CJpPBNE0+85nP4DgOmzdvrnpOd3c3jY2Vsy7qqKMidKt6kT2ove+wIEoXUmvqQFezD9UjwKpCtwrXMgOK8JZuIYIZFKF/qNIpORh+MMNFTsLT5CyI7FxAN9X8w04WIpINv1rIl57Si85F2wtd9ata5LssIng1U83fnKQ63nM5pOfta1DXysSqZ/NBto9RRdZrela2hkMoalkFQqv9TtmJcuLdcxTh7W8pd/Kmi26vqt19rKFuq+u2uo6nEx3nXsHe35f6GVLCgYRgJJNh43++DgBLEyxtkDRmhyanlpuVbcPWTB4bKdgHS4OTls9n/gvemd/WecoF7PhLZW3jYGMzTmy8PFEoi+IRwJZgSmi2YCApy6K/V77ugzTOXQLA0nd8gYVv+Dipgb34WrswI8qXGrzufxn4+adKzstkPCYn0zQ2+tAMDUurEFWcshGXfYLgZf+u7l9KtozqbNkRI56RCFQ0+1TlUA+B68mKCUINAR3f1BN0A3PuCQBEznslRttsJv78TTL7nsTonE/j5e8kdPKluOe/kthvPk567Y3gOhgLT8H0G8jR3XieVyiQmcPwrvz/iu5V8NxPIrffyelXhvj793+InSq1n/MiEChi0nIR1UZTB/7Xq6hZ58b/B5PlmejOwF6c2ATe9k1oth/fc96GFmlj8edvYM9X38b4/X9Geh5GOELbogWEo3vKH07+whVejK7liKbeqqckr/kQ9iOl2QvO5rtI/OBNhD/017LjtbknIVpmI0fL5VFEqAV9ydnV+3dMoW6rjxZbXSe5n6EQmo5sWQAjFeRBchFTlVAUqYwZUA5J8eq17oNwK5g+RVJ7rtKQCjaWnCsMHzLcCbHSgVsEGnEnoiUEdw7uSD8iEFY6ziX9Danr5Ajj5jmw6BxE1yqIdCOyVk+6NkI31f0VQW67pTDAex4yk8IbH6q9YCYEhmXC8BP5SG2ZGoeOBTDltyh0HaOhEQIR6F0Jc1ajN85CXPUdnPt+gbftXjB8aHNPUv8PqrBjLmI+GcW952for8kS3YEmxNJLkWP7kNtuQz76W7jzu+rZ96yC11ytVl833IB2f7k+XB7BJkSR5rgWbiF4+QcJXv5B3H2Pk/r9p0ltexR3pHIhUrNzLuL4y6FtAbJlnur3EzfVLEYC4Gy8hejm2/G/7L/xnXY55uy5cM7LydyhCOVkNFWVO0lOxPGOPwFttMhYGz58V30bEWyqek3vwV/i2g6u7WBYJpqRnQmlo3jr/ox+1hvLzpn1ps8xuf4uMoOlBrnjhW8nsvyMmvd4zEBQI63qn9qTMqxcuZL/+7//473vfS/RaJT/+Z//KTtmwYIF/OIXvyAcPnSt2zvv/P/t3XeYXGXZ+PHvc86Zvr1kN733BEggCSVU6R1EARUEARUF7PpT31ff14LltXcUFEXpUkTpoBAg9IRAIAkhvWezu9k6OzPnPL8/ztSdM7O7qZPs/bmuXOzOac9Mwtzn3Oc+9/MfurvdZEw8Hue6667rc5uf/OQnXHzxxQM+lhjEDNNtq+VZcbs7sp6JzdHrtVQLEa8ErLJyE7B5++nrS0C5CV5f0I1fWY9hu1UrvU4xC0wS3S92HPzJ8cS7iyd4e4/RCrhJVCcBGMlxFmn3lqqCNyz3xrcdcyvQ451u9TlGsjq9OvO+iiWPe/ciTyWdITmxdmdu7+n0ZJGpv8vk8VJtT1Lb9cXucf/4y93zkYEmuPMKIRT4KwrHDK0L/zvXjvs5Wl43ucvy2/WAe7Omr7Yog4XEakBitdh7amafSOPJl7DlyTvTr22PptprZL6bYo7i7Z1wRK3Gl0zY2gXCiQKcinq6duRWx8YceGNTJ9OyejSPet9FLLvj5zQvez1nXTMYZs6MRoydNk++2e4Z9XtXbWvcCR1HloFj+ugIVFM26XAmXfhxRh53jruO44BjY4UilI3JtLTQiThNf/+p5/tJJDTxuIPpNXNmUveixyhLJrmf/8mXeOOdTCsRjVtpDvmJ7rLGkTS+72KaXnmczveW4K8dSm19FZXtbuLZsR0c7VaphyoC2G8+jHGUO6FjaNrRhKYdjX73Wewl/2DDgz/g9V9+CTtUQ+MxZzP2R/+H0dNB861foe2lf4HWKMOgrL6asobaTIV0de4T0apiKGr2pTTMvpTzj/oIS2//OVsWPonRto1hYajr9fB7aPJcfIcejTl6Fka42m1TsmJB3mfkxOP0tLbA9m3uCw/9kOgTvyVy3e20/vte7Ff/QZlhow2wTIeysAUdCs+nDQwTs3Z4bsFEeQPqxM8V/Dty2rYRf+U+z2X2yoXY697AHHVo7mdhGAQ/+H26b74yd34twyTwgRtR2f3GBzOJ1UBpxGpJch/AVPkwtC8MbZvcCwtluBcQqcqXVBI7W7jarfDWtpvc9UeSF38ODDsMOrZB20YIlrt/sugtb6AqhmZeqBwNZhA6t7oXXL4wTqgG552nC47Z6dyJWVWf+6I/CIEymHQaatQclJX5otTaQS97FL16AfS0oSP1qAknocbOz2zfmlWxbRg4yUe+rGCQWIf3RXWgLvnokR1zL76UAW0bUUPGoyccAyufz92gahjMuyR9DN0wE9MXwpx4HNpxUIZB/LGfYK9YgE7E8xLFiSWP4rvEXQ9w26s8/2voaIa2rCT0tuWw9J8w6URY9zJmeSXK50fH8/u6+o+53E3692Ive5rEPV/EsuOU1VdiR7vyK7N9AXzhMN1P35L8nDU0TsPvszFtG8OycArMvqu1O7lk9O/fxAwmMGsascbPIrF0Ac62tUUfOQPwzbsY1bQSEnHUqNn4Dr8QVZap8O9Z9Qbxravxj5yKf8RknK52dry8gO7mlmTeRRGpraRyxBC371vTGs/jBBpGMeN3r7Ltn7+nbfF/MCOV1J3yEWqOOa/4AAeTEu0dlnLqqafy5JNPcvPNN/PUU0+xefNm/H4/Y8aM4eyzz+bKK68kFJJ+raLE+SNugjIRBXQyPgywD3U2K1w8aW73gJFVzR2ocNdPRN14Z/iSFea7WFXtK3PPNbK/I1JtKlLvUVlukjI7qdnvxLQXnTlOv5LlySR9sDrTckwnG6T2tBXOStg9QNbJfbzb43NyIJFw36th9d273FfgOyre5V3Znoxz6SsihZugtoE4yceCB9BWJlb4MfiizGDyxoACKzkhZ/Yjy3Y8+e/JcpPROlF8XDoBeCS5Dcutmk9Es6rmA1LFnU1itRB73cz/uo3aOaey+Ym/kehoY8Wb7wJteevZWrEtqhkehkrL7bndm+Hzc8QXf8EzP/is57G6m7ex5j8PMuE0N8Fj+gO879eP8+YfvsWax+8k3tnO0HknM+rIE4j/43+oChvMHhtm0ZqunOssv6HzktwKsCKVzPzWPVQecmxOcZm9cxttd3yD7hfuQce68U85hooPfoPAtGMBiDdvJtHqJl+1dluJ9DgQsaDcB4mEg1nk5qOOujGta8dW3rzj157rxB23f3g6tzxqPEfdvQylFOM++YP0dXX0VxfSvXQb7dvbcLLetNPSif/V+/Alk9wAzjO/wXnxz7z0yio2bGhJv7510XOs+scfmTY0BOvfyozTcWjfugOUorzBnZ/KnJfZX857an6PSl8HR3/0KhIXXMDGH30au2VbzjpW7TAivih68f0kFt9PQpmoiUd7VlnH2tvyE9bRdpp+8AE6NrvFg0olb5J0dbD99UUMGdeA7sk/7/PVj0Cd+21Y+yrEulD1E2HcMen8gHZs9IbF0NPpzmUVrsLetLTo3CD21pV5SW4Aa/rJhL/yFPFn/4SzdQVG3Rh886/AHDmz4L4GHYnVJUNpXaQJ1UFiw4YN6X4w69evZ8SI/N7FBwPdtjH3wteOQfsWtB2D9q3Q3eq+Hq51v1yjze7vVgg16ihU40ycl25yJ1zyUjMOY+YHvI/t2Ogti9E7VpK499sFx2hU1mLWZDWfD5TBoRegRh6BKs9vSu8suh3WLsx7XU0/DzXxZHedZ34MTe+mBoK9eS2JTasAiO5sz0vwGoEAlYcegRkIwtAZGGd9G+3YsGVReh29/T26X3mERFszwUmz8Y2dkbwYTfXrDKNGHYuqGJbeJv7oj4g99auCF8+hb7+BEalxE/f/+pr7d7JtLZ4XhaYPxwrgdOzEifeQaNqM7klWYSkD35GXELjk//KS3DoRI/aTk93e66nXHE13cys9HVG0L4x/ytEYzavTk4TGonF6uuNZh7YIV1cQ78i/+FYKDNO9yDVMg8Cc0wkeda57nFiU+KLH6VryAluWrfP8DPyREKMOm5DZX8NkrI/8DhWpIdG8mS3fv5To0sxd7/DcszFw6H79sbx9hWsrqR49FPPkz2Ie8zHP44n87z8g/fu6hfcwYqh3r7kNm7cx6qgPpLc7WL83RekYLLGa7ub+9aJWRvJCSGd+90XcBGCX9xM6gNtWw1+gCkM7bizr18SWKvfn1KSMXhe40VbvZK+/3N0Ger3vAZ56mkG3qtpJZJ2j9GMfynST/Nn9Invair//UF2y2ttxx1z0OIUq6pOssHuTozfHdvtWF9pnqi2IE+vj+PuI4XMnM1Uq2X6kLfemhRFwk9jFbmT4K7wruQUgsVocOAZDrNZa83+HBAr26m4MasaVJ5eNO5ztWzbT3bQZgMqx05j7td8Rqh/B7WeNK3iMeZ/9AYde/gXPZW2b1vLYNz/BuhefAiBoKQ4dGWByg4+NzTFWb42iHO1OZpmlfMQ4Rp95BUPPuopAbe51tY5F2fa1Y0hseCd3I9NH3TceIzD5SJzuTpZ+cAgdnd0s26nocTLnARU+zRHDTMIBs2AL84oPfoPKi77Kqqcf5JHPv7/gew+YYCoIWnDECB9V046k+oa/YNVl+vdGf3k+TS88SaIn/9zCX1PPsJvdIjfdvA7n5ovZvLmF5xeu9DxeY0QxutJwC7VsjeM47v1406B+2mQi7/8vzDmX5G2ne9pg86Kc1xIt22l9/HY631oIpp/IEacT3vw8Jn1PKu0k4vQ0N3sua97Sjl2g+XrlsDrKasqwu7vRto0yTcxQCP/s07GOyqqEjTRA3WSUUuj1i7D/+T+ZSTZNP+qIi9EVlXTe/PmCT25Hvvok1uhZfb6XwUpi9YFBKrkPJqY/N8lt+tHhWlj1TO7ER20b3UT3jA8mL0oAJ4Zu3wSR+swFpNbQ2QI9nW6v7qGFv/D05tegda07WUPtCPQO737YKph1sVc9CnXiF1AV3jOu6s4mWPui97IVj6Mbp7szVTgKdja5F96hCEbdMNiyFhybYGU5VsBPvDvq9raKRIhMmonh87l9xg+/NDmwzOPBsa3r2fCb/6Fn3XJ32RMPUzn7aBrPvwxlJf+XiXehVz8FUy9AJZMJxtST4PGfF/yM7MX/xDjmcrfyvLMJerrwunjVWhPfvil30kzDwNcwAiMQxAhFMCbO9qzidla9mJPgBlCGIlxXTbgOfJ+4G6e7k/bvn+q+jVgiJ8ENYMcTdDS1UNFYR8/OnVn5FZV7E1KTc1dZ+YP4552Lf965dN11M20v96roV4raUblf/HrrcuzHfoh14ffZcuMHib7zQs7yrpf/iVIqnVjPWdbcRsXYMfgOk8rsXVe6vcOEOGgps39J7lSVrC+SbPcQd29eu1dmhROKvdtjZOtpK1rB48mwkr2gC3wn2LHC1czxLnd7rXu1v+gjOZxDZVVD90q85/DYn7bdc5pQbaaKxvAVT3I7cfd8yo73Y4x9LC9U8Vb0JoOGULX7ucb6czNid/Tz78GJu3+XvrDbX7v3v1+nr3EqqczeLRKrhdiXlFLUjZ9G08qlnsvDVtb35qrXmPq+D1H//s+wc+NaNrzxMovv/wvDZ80nWDOEaPM2z33UTvCugLXjMe65+jRa17+Xfi2a0Ly0OorPVEwdGqSxysfb67ro6k6kBkzj8Rcw67/+jBkMe+6364W78xPc7gFpvuN/CF/6XRKxOC1V41mxcSkJnRtj2+KKZc1wxNggTiyO7lXUZdaPpuzUawAIlBfvs9sYhoZKi8YyA9NQxFe+TPOPLqL+ey+m24fYQ6aR6HnEc/tY83ZiG5bhHzEFvXIBoNm4qcVzXYDmqGZ0JTgJB51VFa5th21vv8vQD1TjOd1053b3aecNS2DjmxDrxqweTu1ZH6bu0i+gRh1D4pmbSGx+psCRc2OsLvK4c6EEN4BthjD9fkx/VhwNVWDOPKXXeLdCsBJtBrHv/YI7f0h6JzH0S7ehZp6MNeFwEiteyTuOOW6uJLh3i8TqUiFJ7oNJsNK9gE10uzP22nHYuSE3wZ3StQOalqP8odyLlVCy32K8BzYtg1jWti23ossaUcMOydmVjndDa6Zy15h+AvaCv+Xd/VajZmO8/3uolnUQqUENmVzwrWg7jt6xioIXX/FueOVP8N4rub0pu9tR5TVY42aSWPWm228sGMAKBiBYjm/MdAzltuZQh12EGuJOvqGUgQ7VoDu3se4nnyG+LStJ7zjsfPU5zFCYIWdl3S11EuimFahhbq9tY2imp5kXp8mtLo9tW09s61YCAdPzf0C7oy03wZ0cQ6J5O8FxkzH8AXjjPvSMc9wL/1gnhKrc3uWJ/LYmORI9OFmTRsSiBVqSOJp4NIbpkVxOr4PGGjEp97VYFN3WROPF1xM+4jxaHrmZRPMWgo0jqfK1EqrMP4Vw3n6C6JSz8xLc6X0m26PkzSqtNfqYa93JPMWuKfHHqoQ4KPlC4FGZ5MlJuAnRRFY/ZbuHos394l3JXty9Iowdz0pwF0lumgE3menYbpK2936yaV28XYe2IdpSYLyFxpC1rulP9mZOjiE1nrxEfbFErXbbfVjJRHmx9wPuvk3/brZXAVBufDYD7hhSif7+fLdq3b8bIbvL9LufaaIn07qtYL/yZHuWXRlXasJMsWskVguxz8356Gd55L+vyXvdpzT1vVoQNz11O01WNa/c/tv0a2/9/RbKhwxLd8rKFrE0nbd8lvikJ/DV5U4QuOKJ+3IS3NmWbOhh6lA/4YDJ0Tf8D12jjyO6fSMVk2ZRNnKi5zZaa5xYlNiy/Oss29FsbE3Q9tQTxJ54gm5bEbPJS3CnbO7UVF70aXyGQ/sbrxFd9TYok9C886i88CuYFXUADDv8OMqHjaF905q8fZRZmnFhTSQIZtYElol1bxF7+1kC0493XxhRPNkae+91/COmYDdvREejOS1N8j8D99rWM8lsJ2j+89fdySp3bkcnYli1yb8T7cCbj8CmTKsTulpgy3L03A+hRoFu2ZS/z8yRMfwBnIR7nmSGwtC207OK2vKbJGLe8Td44tWYVQHstx4FO44xehbWjBNy2n2mdWxBr3srN8GdPaLViwie+GGidoLEe4tJnT+ZwycR/sStRd6L6JPE6pIhSe6DiDL9aCsIbVkJ2i7vR2IAaFoOQ3MT1nQ1g1awfU1ughsgEUU//SO45A+o7EdOe9rIvsA0GsfDcR/BeftZdNM6CFZgzjof84RPowJhKDLbr96yBL3uRTcJ38cEiGx423vypc6dmGd8HTMRx37rSXS0A2PEYZizz0f16jOeo2IEHS/9KzfBnaX15WepmXMUhj+AqhziJl17Mr3alD+EqhtTsEe0He/mvc8fTcfSl0BrlGlSM7KRoVPHo7KCfLx9Z4EBahKtzfiHDHMT7M/+Ato3uxfkwUqYcjpq1GyPyaKSTAvqx2P0ZJIlTpHP2I4nsIwCE10AZsN4rPHuCYh2bOKvPExi2UI30W6YhGacRvWP/4OKVGM//yfsp37mfSAnQXy9R2VBX5TCN/2kgW8nMpRRuDqz0OtCiN1j+pOVwn3clEzJTnCn9ZHU7Wl3q4FzXu598dQ7yZysmLbCyd5UBU4RUxMMpnp875asMRg+t7VJahLLQvzlySfOBtDGI3tiR8OiaII93pns+70n2oRot/I5lZRXRm7SvhBlsMdmKSpW9W/3gAq5vcuVcvt3Jwqsq51dT/wb+U+eiQGQWC3EPjfzgitY+69bWf7Sc9jJpG/I1IyIaGzttttI6U7AW1kJ7pT2bZuoDUDC0SS0QqGp9sPYMk3P+mVs+NknGPudf+Zs07TizYJjaos62DVjiJz6KfzHfYxi0/05sR5W/ulbbHjoD8R37iBYVUMtNtWRzBNG65rjdPZotIbu5Nd7saiuHU13aCThw06k5szvoAp8/yjD4NTv3cY/rjmZeNYTST5DM7XCja090QQ+f+7TTokt76WT3P6Jcwpf0wLNv76arju+QkB1oZSixpfAu1km1ISNolXUPe8tYtNXTyC+wm2R6ht7KNWX3UigujI3wZ1ix935uw79IDpUhROPoywrvyBLKbe1iGmiKqoxQmVoy090/eq8XVbMO4PmBf/Mex1g5z9+CmdfR/UXnnTno9qyJFlA4MGOo1s3FnyvdLWi/EFCZ34CZ+d2nOYtqMpazMaJGJUNhbcTfZNYXTIkyX2wae91N3EA/0Ppju3QvNr94u4s8MXZ0wHrXoFxWRM/+vIfizIaxmE0uH3I1PhTUMGqwsfVGnauR697CZqzemkpVSRh64fOAgl8x4Zt76LGzMU6+kNQORLlMcbelOkj1uGVTEjutidK9PFb8QV8qLJqrNmnYTQelvU+HHyHnUnsyd/k77tyCBsefYDude9m1rdtdqzZiDIUQ6eOz7xeYMJHd1lWUqTpXUjNZhzdiV58F7RtwagegtO8JW9bo2oI9t2fQ695DTMQxO6JYhgKx/YO+lbAh89vEu/IvxOsIjWUf/VJFDH0pleJL7idxFtZj2o5NvaSh+netJTQZ/6BGuV9N15rTbeOkOiJeVdru0fz3DY0+3R8DWM8l4n+yprczHOZEGKP0zrZCmNvHsN2j5Hd1srzfCDr//NQTfFzBq3dxHy82211llnQx2D6qthO/tdfXri9RzbDTN4kGEArj95J5XS/695j0b3+uzuS+3Dimf2neqKbffSmjrb2+ox3kTLcBLYdcyfQ9DqfSnS7/1aClclkdIHzIGUWvOldlBWUCqbdJrFaiH2te9sGrJUvMKVSE7U1hiI9yWPMAV9W0eaOWOH/D1tjcESNxlRuD21fVphtf/VR4i1b8VVnkovlQ0d67MUVqq6j6lsvo4zCsdrp6ab92btZ9ufv0bo2c90ZbW1mI26nz9oyk+6YQ2eP+50e15D6LrGK3WMuq6DymMtQob6vqxsPPYqTTpzPqhfcCvGwqWkIku4j7nX9aQ3LVKObFfUEJs2hZ/lLeeu5EzNqepqbUBE/gZCPhkqT2nKLHe25sTMYsJhxyAg61mzAsQun8GPLX0hfh8ZXv8G2Gy9gyIe/7DVdMgCJtW/Q/e0TsNe+kR6Ug0ksATs64nT12ASCfoaPqqOqKoIy3fOQwIhxqLJqetatxOlqxwhF8M86neBHf485/VfsuP1bOG070u/T9JkQ7WDnvd9HtW+h6ppfu/HaI8mt7Th0tRef/yKr+tuorMeorHePVT2+0Bai3yRWlwpJch9EdKInWX2UJVzrVnR5idTn/r4zedevwMSJadHM/rR23GpmX8StfuotVFs8we0k0Mv+Ba1rIdZr7EpBpNpNZmdfWJk+qGwEr75iKakEghXsV4I7JTBiSsFlhmm4gQbQHS3En78Xf3IiTt3VjH7025jNa/A1jCDetAXsBKAwRkwlNnou3c9/13O/zeu30nDEkRiWDxqnYugynLW5k1w4tuMW2QWSj1sr5R3A1r2MWT0E5fPj7NyBjsdQ/gBGVT1O63ZofhkAf2UV7Zs2YZoGjtfft1KEqiow/H7UmCOJvfNs+jO1Jsyj7Jo/YESq3HVHHkdi+Wc935vTtJbYr87Ff/VtqHFHoldleqx3tXWyYfkGYtEYPP8SGAYB5RAwc4NA5OjzcbatJrYmU9kQmHo09Z+52fOYYgDksSoh9j0nwb6ZTDDrGNrxbl2WYgb6SHA7EN1ZoJK3r77OhZZp0if9ZqB/Ce4Uw+qV5O5jDKlKYifh3VM6eyzFD+yuZyaT5P2uZO+1/2ItXpTatQR37zYuht+drDN1vqBM6ClQwKAT7gVzoKpw5be2IdGV/3qKGcz/TEw/+ApMgir6T2K1EPtc86L/oG0bQ0G4V8ZE41Y8p6JWgXqh9LLl7YoRYTfJm8NxsNub00nu9i3rWfmvv1IoJh1y0TVFE9yxTe+x/qsn07V5La3d3t8N29sT1EQMookCRU6Gm+j2Wjzjkk/j60eCO6Vs3HRGLH4Cr/hs9LreM0MR/JOOct/Hsudo+fmHoL0Z0zJy+lW7NXCZbWPdcQIhH4ZSHD4+woZOH1uiYWwrTOO8Uxm38zlCZoJIZAIbX/fOHbjzTvX6vBIxOl5+nMCIirz1nXiMzhVL04VpibhNR2s30bjD+vbsfw9dbNrUyqRpIxnXMNKNyfXj8YfW4R86yo23Y45CzbkcpRTV511PYORENv/vOW661MgdU9u/76Bi/BjUcTeg2jflPBGoNyyB915wn3J3Uu3H8s9R1BGX5j9NWD0OaiflrSsGSGJ1yZAk98HEa7Kp8iFuC5KsthoAVI2G8l4TPqYugH0B9wKuUKVZdi/tjq1uxVH5MGhbn/tYdbAKNfLI4mPe9DrsXJdMYntEUysA5Q1QPcbtp7lzDYTKSV9kFhzjJLcqrCxzZ1w7Nmx9222FEqmDIVPdPtZZyuacgX/4BGIb82dnLqurwMg+sbAT2K/djzl8JnrBb6B5jTvk2kbM6iHoWBQVqkQdeyUdzz1c8CNw4nESp/4vwVFuT2//mP8Q/f1loDWx7hg7t7UR63YDUbg1Qf3MCP6GEd5flvEuCFW70x6UVWXee7QLopmbEN0tLWjbwbTcGbIT8cwFrREIUDluPL4pR2Ie90ms8uF0PPhLOpe+gL9xDEM++GXMulGZ8Tevy79BkUV3NGM/8ROsD/4U+9+/wln8DxIdLax5ex1OPOuC3HFwO81q/MkTH18oQM351xGYfgLdSxeQ2LIa34gpBCfPLXi8nM+2uwOUgVFgEhYhhNjnBnKiO5C2Jr1lVy/3tBdOrBo+8HtOuZQR6+yjVUUyyWwmr+DtaO7rxVhB90Z5itZuAjs18abhy//MrEDyxno/bxbYPWCE3XOh3WmxEqrJjCXe7VZH7wpt77kLHsOf/PtT7jmAtpMTloZyb1xom6J/H9pxk9jBKrfafCCV8uD+PRpl7r+z9N9dPy8ztOOOTS4ChRAlwgoVv0GX/W017rRL2PbgXd77Ue7aG7qgyqcJZF16WtUN+Ie6FbRaax667hyaV76Fz4C4k5vonnLmJRx17X8XHdOWn19DYttaokXCXMIB36mforJlOxsf/FvWGDPHK/NBV8KtWAfwl1Uy45JPM+fa/0nvJ9bWzKan/068vYXaw46lZuZReceqPvtaWh76DTqefx4TCGbigxXwE6kpw1n2NMbEY2n5+YfRHS0opfAFLJRKpHtu905GZ/fiNg3FmOE1zPz+2+nX7Kd+jrPwz1gBPxVD62jb3JSzvdtOxPuz6tm+GTyS3LGmbekEt9aajtZutKPZ1uV9w+PdZRsZdtFnCB19GfhD6E2L3fxMzRhU/RRU1lN38Y0rMAzvWOjEekhsfAv/mhdg3LHQsgq6mtA71sLyf2fekwICIXRPd845jyqrw5h5jnvO0LHFjdfhelRf54BJuqfDLSA0JYUoSpv8Cz2IKNNCh2qhe0fmNWWgG6ZkWnsoE1U/CeqnwM71ue1N/CGIxt1vxprhbl/u3kbNQdW5bUi0Y0N3S3K3Pqgeh453uXcQTT9qyPQ+q6j19mWpgRZeyTBQw2ehhkzDWb8Qtid7cVt+7yS35U5UpSqGZY7TsR396p/S4wXci9U5V6IidZnXtixixPkXsumBO4luzHT2ipQHKAsr7O4ujGAoHWD1tpXormZY/3rOEJRhoIJh0HFoWY+/ttcNhex1fQF8tZmxWlNOIPDhX9B5zzdpWr7UbeeS1LWtiQ3Pv8yoc4dh+T12Zvpg7kdhwa9zEhrZJxfacXJakFg+E9My0icJlad9kODkw6F6LD1xg+VXTSfRuj29/vbH/sLYr/2VmuMuAsCoaCwwEVjqszDR7y0E7WCd9mX0KV+g+a4f4rz4dc/1E8qgujqIaRoYpkH04Z8SmH4CoenHwvRjC36O2aLvvsqOP32V7iX/BsMgfPjp1H3sh/hHFq7UH5xUkepNSTYIsVcYVpE+ycle2MpwE7mm303MDjTRbQUz/287dvHKYX9ZP9qU9CfhqZI9tX0QdZLH7CMJHajMbalix/Pm+cCwkhMXZo1xoD2znWT7lqKJ+j7213vSSF/I3abfY8lKWCgzOXH0LibJ3Z24/0lNBtmTNZ+HE3eLDrI/3/5Uyid63AKBQIX79x5r73+yOxF1q9RMr5OTAuyYe7Midf5gBtyLb6+ijUFNYrUQ+1rdvNPxVdYS37kjb1mofjh1U2dhVdTRcMYVlE8/mrVr17F58cJea+p0ixNQtMQ0jaHM0iGX/D8Mn/uduX7hEzSvdPs/Gwr8Bjho0OAPRzj1f27C9BWe3yC+bR3dS/4DZCrMPSlF1QVfxl89hHVLFtOxemn6eKmktqHcRLejYdqkBqb8ahH+yiHpXWx6+u+8/u0rsHsyT4gNOep05t54L2bAvdmt7QSJf91ITY2f1qY4djL7axiKqiEVhCtDaMD0+TH97vtytr5LbGcruiO3JakyDVSBG9SmlfvdaNSOzv39xOtAKaJP/h7D6aG8JkxPNI62NabPRAUCJDq9i7Ws2hEw+xJ4/c6c1+1Y5po3EbPRjsZ2NF0FHsLSjsO29gCjdQy97nXcv1Q/dGxCd++A4XPSiWarrnC7GmWamMEQeuNrGJNPhSHT3afqlz2bu2IihjJNVLgMbdvu8QwTpWPw1j9RR3wIKgrPkZY3/hX/Rr9+J7RuACuInnQS6sgrUX4pIsslsbpUSAf0g03NhLxej0oZqDHHYMx4P8b081FDprmvVY12H09JXUxUjMhsVNkAQ8Zmej77wzDjXNSJX8is43EBq3xhVKja/aLuz4VRauJIpQpfgFlBqHV7dKnhc6BqjDu5oeWDYMSdUDG1vT8E/hCqO7dyXS++IzfBDdDdjH4jE7R0ZxP6vafxV9Uw5opPMXTubGoby2gcVUlVXRgF2N3d2N1ZgbB1PXrpI+nPwbFtmt9bw5oFL7LmuZdoWbMO3d1B2dTZ+Id4B5Pq930YM1KZ85rv8AvobpiTk+BOsaNRdi5f5v1ZjZyDMWoO6uwbYcrpMOwQmHwK6uiPp1fxbE8CGEphGArd3ZlakTU/uzYnwQ2gE3HW/uga7G734lyV1WAddpbnPpVhonw+QCfbt7iv9WzJn3AjJZFw8PktDNP9eoovexbd1ySkWWIblrPxaye7CW4Ax6HrlYfZ+P9OJNG8ud/7GRRSj1UV+iOE2DsCySeSvF4PVuYmC/3lnnNfeFPuujmV0X20IOtzMsF+JpOVmUmoBsr7WcWb3VJF5ye4wU2AZieD7R63j/RAOLGBVyb3ZnlM8eULg9qFehEz4D6dFqhyq98Nn/u71Z+/5149H7XjJqPzJJPUqfOIgVRWQ7JtygCq3p0B3oixY7mTcoL7dxTduWu9vw9mEquF2OfMQJBDvvYnDH/ud7+/qp7ZP/wn0777IJO+cguVhxyLYZpc+LuHmf2RG1C4TydbSlNmZXpQAzjJCSz9w8Yz/LM3UXfBZ9LLWtauyDmOUu7klqYBdrSTzm1FJhME7I7MdW7IAqNA7K6bdxqBmgaUUsz63v2UjZ0OQNBwJ9b0W4qA32RIbZj5s4cxaVQ5Vtb3e/f2Tbz2v5flJLgBti18lGW3/G/699iCW0m8/g+CYR8NIyupG1pOXWMZjSMriVQEMAyFoWDr9k5eX7SBhS+t5Y27/0zLm71vFFCwshnAH8pN/PtPuCrnd2WYGCdcR0/CzTOYPpNweZBIVYhgxI9F4XOgspM/hjH3MtTZ34WJJ8LIw1FzPoJx6LnpdVJFYn1FLaenC71taf6adg96e6byPDznbMzaEXiJjJ2A4fPlxE2lDGjrdX2bda2vTBNlZibF1OtzW6L2Ra94Gv30j9wEN7g3tN9+GP3I/xbfcDCSWF0ypJL7IKN8QfTwOW4bkVi7e8FZ1liwolqVNaC1DR1bUVUj3J93vOd+eVYMgbpxMPFUVM24vNYebo/LIo++9qeap3wotCQTnlYgOaFVdv9tP2ra+enHeJRhoca9D6d+BqxJTvRgetzVrhmT/lG3rof2AsnNnRvRbZtRFUOTgcfldOzEaFpDMJS/bycaRQdDKMPANDW8/BfwhXAcm1XPvED3jsxJRvumLbS2Jhhz/Y2M+fS3WfuH79GzITMJSOUxFzDs2p97Di36zouerwNEm5ryX6ybgJp9KQCqchhqzmWZz0A72Atuhua1GJaFMk20baO1pqcrRiyaAO32/jK3bycExOI+Ope+4Hl8u6uNnS/+k5oTLwEgcNH3cFo24qx+Nb2OMkysikqUUqjhM1HhqvSy4IjCfb98vtx7b8ofKdp/rrfW+3+K7s6vjrN3bmfnv35L7WXf6ve+Dn4yQYYQ+4VhQajavVhw7ORkigX6Uqtk4tqxiyRqVTKx7NHao68JqPuqmlVGkcrzXsfP3iZY5b4/zwRsUnbS1Y5R8HzCTvZ6Vkbm5vhAaKefifHszy5rLFawcAJaJ+hXW5YU05+5aWH6cs9h0uMstC+P72XDhEKTaWnbPZ9LHcNf7raYo8D6vc/bDLP4UwB9ja2Y3nPIpGjbbXdjhbyXD0oSq4XYH4YcfRbH3b6MDQ//ie7NaygfN5PhZ34Uf0VN3rr+cBnHf/nHtC97ie1LvK/hhk8/hEn/dSeBkZPzllWOGFdwHFYwTLh+aNGx+kdMwaysx965HUNBfRC2RTU66zsiPHIS0774u8zvw8dz9J/fYMejN9Hx928RifgpL+t1QzdSi6rItP/c8OhfcTzajwCse+iPTP/U9wCIL8wUkimlctqTaNtGmSbvrWtja1MmNu9Y+hrN7yxmdJ1JZVYjdKUUls/EdkhWJoMRqSIQVPhVcixWgMBpn8E356K8cen27ThNaz3HbFoGkTHj6Fy3xu1l7R6Q8tM/SdlJl7u/jjgMNeKw9DbBEXPp+fctYMexkncxLEMRMDU9ng/pKeoPmwu6wHlIdzM60YOyAijLR+N/PcDWb59NonlLepXQ8JFUH5Fs19k4M3f7ymHQnlnXvUntfSj8/Y+tWmv0q3d4L9z8FnrjEtTwQ/q9v4OfxOpSIUnug5AyTMhq1dGncD10N4MdR1WPRlcOdytpzCCMnIfhlUROHkcHqzxn98UM5FaSFRrriDno1nXJ/pRG8kI+4V5oDZ+DGnoIypf/ZWyUN+BMPQPefCB/p8MOQdWOyfze1+PAqeVZk3LZzZuLVhJpx8FXMwTDn6yaj0fZsXp9ToI7pWPFm7S+u5aaM65hylFX0Ln0eWLbNxAafxhBj5OcFLOyHtZ7T5BhhsIQCEP9JFTtRLen15DC+1LKwHfpL4jfeQNqx1qCVZV072imu72HRCwTjbWjaX3haYyqYQTPOLrg/sCtKkjvP1RB+IYHiN/xWeylj7l3jS2fe9fYCmCcdEPOtrWnXsGWv30Xu3Nn791SXpZ7kR046gNFx9Fb9J38CoD+LBuUlFE4AdZXYkwIsXtSMa+/fCHvRLAy3YRyoSqRVF9rr2Sl4etfGwtf2DtZnXoPZsD7+FbQHbNXcj67pQr0XTWsdTKXvCs9tVNj6yMR7Y9k+oqne0v38RmlJ3cqdtM/4O7H9BWvplaG22Ik1s/e4crsR2uP7NYvptuqLdrqMbmlyv/3aIVy51opxqvSvZhiyXM7IVco2SRWC7HfhBpGMvHKb/R7/cM/9R0ev/7MvETwiLknMfM3jxfcbvQxp1M1ehKtvSq6AaaefyX+cPEe4YY/QO0lX2PbTZ9zx23BiAh0xjXm6JkM/dBXaTjh/RhW7nW9Uoq6Mz5J+bpn0Ovyq3yt+Vfm9Izuad5acAyxnTtwEgkMy0J3tRZcTwNd0UROgju9zLHZ0hWkMtzraXFDUTVnPv6hY9CHXIp/4lGgHRLLnoF4FHPSMRhltZ7HU8Eyt5iuwE3yyJjxVM49nm5jKIRqCM0+Hd+wiQXHbzaMp+yaP9D55xswacMXsIj3JKgPwcaO/DOB4SdcQNmw0eimAk9iQ04hgX/MIQz/zTK6/3YddtNa/DW1+KuTN1bCdagJJ+W+v+lnoTdktU41LbcwwuuzmPy+wmPoLboT2jYVXr71HZAkd4bE6pIhp5ACZfrQtZPSk0gqwwd1jW4FeDKoae1k+oKaAQhUuAnM8kb3Szl7YksrBJUj8mcp9jp2WQNMvwC9/kXYucG9ABwyHTX6qD77eavDLkIrA5Y95k6KZfhg7FGouR/NXbFieNZFaN6bd6vJAVU5Er1liftzsPiJhH/IcDfRnKbZua2t4Po7X3yY2rM/BUBk+jH0Tv9r2yaxfS1GuAKzwu0RXnnqlXS/1avHVuotzZiNmnIGTD7NfUwpi5NIuD3Be1U/q7qx+D79IHr1y5g7t2C/+jhtD9zkuf/W5x5lzNW/wz9kFLFt6/JXMAwqZp+c97J1yU8x33gQZ/GD6M5m1PAZmEdejmrMTcBblXVMuPER1vzgcno2uZN8Kp+fipCiLCvJbY6YRvjC3ElWtG3TueQ/OO3NhKYeha8+95Eus7KOQszK+oLLBie54yzEAcOw3FYm8W43FiuVvKEcyiSYtZOpes6etDFQnj/5pOHLrb4uxkomseNdycdk3RuY+CJ9P4LpL4e4ykqWqvzJJlPvr6CsPodmgYR9sW37y0mkZuDyfhpN62RFefZ4AkWqxJM3ATxu1qdvpPf+/EwfBGvc9h+O416U5yWke61fkEo+dZf9kkpW2XcnJ/jU7j6scH4y37DAX+FOsFks6Z5qt9L7/Tkxkk1X8y/wCp2XpcYoskisFuJAMfSIEzjj90+z5E8/YNsbLxCsqmPiuVcw/cOfTa/TtWMrqx6/m1jHToYdcQKNs+ajDINzfvUQj37pErYvc5PNyjCYdMalzP/8D/t17OrzP4MRqaT5nh8SW78Mf+1Qhpz1SWov/mqfkwX6L/st8Ye+jbP0cXcOi0gN1vwrsY67Ome9qmlzC+6jcvJsDMs9jjnhSJzt3u0plWHQ2lr4qaxoRyfq0JnoLWvBTmCEI4SnziY8ya1gVgFQyWS9b+apeds7PV04LZsxqhoxghFUIEJg7gX0vHBn3rpYFv5JczFmnkfFsEPzFms74fnZ+Y84D9/Mk4m/+SShzlZ2/ON3sOIVRpVrmqMQtd12M1UBqPfHIVz4+hRfOC+GGoEw4ct+De8+hd74uhsvhx6CmngyKpg7GaYaMQuO+QT6lb+5xXumDzByCvgAmHwyjD8u9/3Fo7B9ufvLkMmo7BvWvlDxCdB7jUNIrC4VkuQWACjTD5Uj3T+96Hg37Fyb2zfR8KGrxqCsAFSORNsx9wLW8HlWXhc9dvlQ1LQL3EQ6ql/JcXCrk9VhF6FnngudOyBY6TkBggpWoEccAetfzt/JqLmoQDKhXT8Z1r8EXU2Y9cMxKmpw2przNjHDZb0S3C5d5H3rhHtB7rRuJvafm0m8uxAVrsQ372KiLS203vVd7O3rwDAIzZhPzfTplHVsomLiFNrezbrrqxQ1H/gSkY9+N699zI43F/LWTd9g++v/wfAFGPm+DzDjUzcSqhuatbmBGnek+/M2j5YnSU5bE/HN7zH8qu+w+vsfzatqH3Lupwg0jM7bTimFOux8jMPOL7jvlMi0I5l263I633kRp7ONyLQj0c3r6Vl4F05nK77JxxCYcwHKl+kx3/XOi2z83qXEtyYfOTNMqs+4msZP/wqVnBq7/OQr6H7zGc9jVpxyRZ/jEkKIkmVYhRPTdsxNZBeatDFY6cbxVHuUgfRnBvdCx/QnK6oHcLKuVLKveFnyqS3Te3vTV7ji3BfObJOqLu5XRXfv4/Szotux3SSwk3A/OzPgjj2e1UrEsNyf09VSWRNLot0kvhXKf692T6+bBcHk+8tKAqduYJgkW5gUms3KJl2B7dX+I/tzy/kYUr3b+/EkQWoC1NTfi5HsB2r3uO/TSP67yD5OoidZ+Z/1OffuFW8FC7csGWhVuBBClJAhM4/k5J/c77lsxUN/4dnvfDKn0nvk/DM45f/uoXLkeC6+8xW2Ln2Vru2bqZ10CBXD8q+3iqk85QoqT7kCnYinE8H9ocJV+C/+Mbp7J7qzBVU1DGXl3+wdduKFrLh1Gu2r385bNumKr6V/Dpx6PfHX/wE9nXnrKdPE6OM8ovKIY/H5T8KJxTCSbULTklXPsVWL6HjsdyQ2LcdqnEDk5KuIvvIgXU//CR3tQAXLCM08nrLaMoJdm0hU1mJnTyQaCFN+9W8xDz8v7/h65X/Qb/0Ddm5CByth8smoQy5AZZ07qUAE/xHutr6Xn6BnxSsELcWwXrVyPctfQvkj6Irh0JbfW13VTvTMfyhfCKadjZp2dtHPCkBNOQ0mnOBWVxs+9JDJqA2vo1cvBGWgxh+b03IFQK9egH7r/kyFuxWEme9HjXGf5lZWAD3+WFjxVP4BrSCMP7bPcQmxP0iSWxSltYa29bkJbnAvdto3uhNXkkySm350rAPdvsm96LOCEKzKecSpmN4Vyf2lTD9UFO9Tpqadi/aHYd1L7kWqLwSjjkJNzDyyowwLDr0EvfpZ1LZ3CM4/n+5n70dnTeRhhCsIjvQ42TBMKqbPJbp+pefxK+adhb1tFZ0/Ogvdti39eufL/6KzNetRYMehe8mzbF35CsOOPJyGicOoaiin06lCTT6R8vkX4R82IW//Lcte45nrTsGJuftyYlHWPnIbO956kZNvfQXL4xE3s6JIVbNSmBW11L7vw1jlNWy5+8d0vbcYf/1I6s/+OPXnfLLwtgOglKJs2lGZFyKVWCNnABDv6mDLogVYwTB1M47E6e5g/X+fjd2edePBsWn5101Y9SOpv9Q9sSo/6SNE336etsduznk/1R/4CuHZ+Xf7B7ViE2FIJZ0QBw6t8xPckJy0sTOTGDcsN8ls97ivo92kpS/U/0cpd/W7QSn6nKQxUAHxzkzVtzLcRHH2TWRluBM2xjt3bTJJZRTuL2763Qq2nl6ttPKqmHSB9i9WMjnt925xkuhxW5Fk7yfR7e4rUFUgIW2Q+/eq8n/2Rdy/10R35iaGFdpzyWKlcivbs3uJa8cdv1KZBHjM48m2eJc7xtSYrLDblqT3hJW+soHfgDnYSawW4qDQtmEVz3zrmnRf6ZT1zz3ColtuZM6n3HmDGqYfQby7i0X3/IHlTz6IdhwmnXQusy/+OP5I8aeNUwaS4M7ZLlSJClUWXG5YPo7+xeO8+bPPsfmZB9CJOJFRk5hy1TcZdvz56fXMoZMp+8JDRB+8kcTbT4EyUYZCmQZKKWqrg6za0IF28m9YhwMGdreNPxzG9HofQ6bS9dL9NP/8cjeOALEVL9H17O3JB62SkyxGO+h65V84NdVUjh5F+dAhJCoiJIYfgTnxGAJz348RqcrbvX7nUfTLt2ZeiO6EN/6ObtuCOu56z88l9SS29zL3mlvVTwd/Obptg3s+EKhAVY9Fhb3brAyUsgIw/DD3Z4DRc1Gj3cp73dWM3rTE7bFeORy9fQV6ca/K9kQUveh2KG9E1SZzPEdfg25ZB9szc4phBVCnfCVTKChcEqtLhpxFiuLiXYUfUYl3pSdJANCd23MvDG23kkeXD0+vs7doO+72Bnds8JehelW6KcNETToNPeF9EOsCfzjnTmx6PV8YNel09MTTsLRD+ZnfJfHGIzhNazCGTsZsGAsPfBES2Z+JghHTqPWX07pkPLFN7+XsMzRhFjWnX0XPbdfnJLgBoh3en22iq5uubU1EGocQqCgngI1638Wo2rH57z3WxTu/+Gw6wZ2tY/27rH30r4y/MDcprRM9hKKrMINB7Gj+duHDT8OqcW8cVM49g8q5Z3iOc295528/5c2bv028071Qjgwdw/STz8lNcGdpeeg36SS3Uooh1/+OyrOupfOlh8C0KDvmQvzDC092OXjJY1VCHBRSVbWFlulIMrmr3Qrb7LieqsoNVPavP/fuyJ480/TnJzOVAn9ZsuI3WRntdWFgmG5CPPspI7sn06Yl9T69FOqfbfjdP70T3Pk7KLzIiWcq572OGy8wR4iTcLft3SJFOx6J/NTxVaaNDCQnx9yHFdBaJ29IZD0Orfp4QiDRnRmjUu7TBXbMvbGQql7f2/8GD0gSq4U4GKz45215Ce6U5Q/emk5yx7u7+OuVp7BpSeYp5PWvP89b/7qDy/7yNIFIP1uN7aLWVW+zYcFDKGUw8sQLqBiZW2AVrG1kzrfvIN7Zjh3tJFDT4FmJbI46lMj1d6Ht5FNR3a0k3ngYHW0nNOFoprz8DO/8/HO52xjQWG7Q+sITBM/9IKp3u65RR0KoltY/fj6d4M7Q7mmBBlvDpjaHrrimvK2JmQ0N+IIBfGVl+OwmjOM/6pkLsJvWEX/0p2D34KupTz8pDMDq59GHXoiqHJ571OZ1hNreodDZQ8XJbitVpRRUjUZVDaw6f3doO4Z+6U+wZmH6CThdPxk8kvvJLdyCv1SSO1gOF/4E1r2G3rYcFaqCCce7r4teJFaXCklyi+J6V3B7LNcJ7U5K0N0ChuFewGRV+OjOrWDH0dFWMAOoypGoYOE7xAOlu5uhZQ3ZF546UA41E/Kqw5Vh9at/lFIqebFm4st6hEnHOtETj4TmjRDtAF8QaoZDMIIFTPh/v6Np4b9pe/EhMEyq5l9I3fk3YATDxJc8kjturbEThR+37mlrJ9I4JPPC2pehV5I7seRh4vd9naa3lhbcT9PiBflJ7pf/jNrwKg3HHMOWBQtwYpmEh2/kVIZc//tiH89etfbJe3n951/Kea1z8xpeu+N3TImA3yN3kNixCScWxfBnLvAD4w4lMC6/t5rIoihyx3mfjkQIsTv6M2mjTlZ1e1UgaydZaWtkWopYwT2bcIx35baniHe5SU1/Wf73kCp2odB7vaTsBK/dR89uX8R9n9m9za1Qsiq5j/OevthxN/mcLd7lJoT72q53krunrXD/ccMa2MSle1qiO78XubahQAIHcHuM95ZqgyMKk1gtxEEh2rK94LLuFrcQasuiBfz7/77MpiWv5q2z9Z3FPP/b7xCxoGPzOqonTGfKBVcTrmvcY2N8+f8+w/J7fp3+/fVff42ZV36Vwz75rbx1fZFyfP1IuKd7Wkdq8B39kfTrteuWMbbWorXbIeFoQpaiMmxgGQq7aT2J0Sfji2+H1nUQKEONmAPDZxNb9jxO65aCx2uNOry0PkFPVjha/ujbnHXyNCrKAtDRBNtWQuOUnO267v5vok/+Nt2GTFkWoYkz8Nc1ZFbauhyyktzaSRD/67X4ujZTNbKB1vW5E3NGjnk/led9ps/PaG/Rr90Oq5/PfXH7cmgNgq9AtX9nbktTpQwYPQc1es5eGuVBQmJ1yZAktyhOFbvAVe5F2balmQtsB/fxG38Z+ILoRA/seBedddGoW1dDw0xU1ZjdHp62Y3kJbsB9bLttE1SO8Nps1ykFvgA0jPNcbJVXM/TK7zD0yu/kvO7sWJU3y7FSCmUotONdFWYFel0km7m/O9veI37XF8BJ4POZxOLeSQ5/eU3O77qnPR3sgvX1jDrnHDrWrSPR1UWguprIFb/FqBvutat9YtmdP/d83U7E2dGjGBrK/7x8Q8flJLiFEEIkKcNNlMYKVBGn9K4YTnS7Vcl7IgFpx737L9s9kLC8J2bcmwwTTI9jJnah/UlvvS9k7FjfCW7IvzBKVXcX4i/rf4uZPU3rIpNtFiFV2kKIQUwVuQHbMGMeb/31p7zysy/RFIVCWbFXb/0J1f7ktdAT9/DmX3/Gmb99lPppR+z2+FY/dmdOghsArXnzjzcy5NBjGHbUabt9jByGSdCnaLAM757U5Q0YI0/MHY5t0/Sfe2lqjWM7Gr+liIRM/D4jOVzNqxtzE9wA7V1xnnlxFeecPNV9wZd73Rh99s9EH/9V7rESCbqWvYF5+PzMfFy9WnToFQugZT0A5Q21hKoq6GppQzsOwbohlH3xtj4n/dxbdKwTVi3wnkslHgVDgdfYyou3gRWi1O2ns2NxwOhuLpzoDtfCznXeFWSxDvf1jq2eVVF621I3Ab67unZQ8NHh7sITK+4KrR3oboVQdYE1FNTl98vW296GZf/AGjExb1kg7H0HVRkGkaFZVdyGBRNyJ3ewX7k7/dmOaCjcE2v0mZflvtDRlPN3Yvh8VIwfT83MmURGjEB17dnPbSB6tq6lddnrBZfHLO+qtdr3f35vDengluodVuiPEKL0aZ2cELEAK5Tsv70LetrzJh7eJYn8tlhpu9JXuxjtFD8eyd7RvfWuNC+2fdF997op0N9kcK8b2b1vjOfp18Sbe4mT2LXj7+ubGQcLidVCHPC6tq5n48O3eidflGLaB6/ltV99zWtpDt0rJsfaW1nwnWv3yBhXPvSnIstu3SPHSGndsJqn7r2Xu96xufsdhwXrbXb2ZN6bNXwy/pHT8rZb8+Or2fz3X5Kw3dYkPXFNc1uCnpgbk3Z0a7oK3EvYvK2dtvYo1E9E1Y7JWdbz71u8N9Ka2NYN7s+BchgxK3fxjjU5v1sBHxWNtVQOqyfg19Dp3WpzX9DvPQc71kPTOvdPe3PuE1Vep3eGhRp/wr4a4sFFYnXJkCT3IKUTPegd76LXL3T/7Hg3L+msE1G3isjw5U8WZVhgBoteEOpYF7Suh+3vQfO63Aop7UD75t1/I8UeK3bsvBOB3dK8Gjq3Qd1Ez56TavQxqEBuKxStHfQat2o6cNiJqEBukjZU5icwdEzufiyLukOmYvpTF8oKdey1qEjupBRO66b0z+NGVlJf0+viUSlmfPI71Eyfm/t6WV3xnpl9TOK5tyR2NrHic8fhswsnJxpO/yihKfPSvxvhCuo/+i1qzvnUvhiiEELsW47tJpq7drg3nWOd+clFO0bRPtHKo/90vxWYYHFX9lNw0R5M1mrtThBVLHHuj+RfbKTatRTVjwsUf7n3vvuzXe8q576qnos+abcXOQnoaS2+jhXqNb5kr/XeiXwhhDgIbFryMvfdcBG/mD+UP5w1nYV/+AF2LHfepbWP3QGOTZkPfFkZGENBeThAvL0VJ+HG22CRr/eAx7IdyxbRumb5br+PnubC7VSiLdsKLhuozh3b+NtlJ/DOY3/H0e6D4Bva4ck1Dh0xjfKHqLnqZ3nbda16kx2P/8Vzn+1dNihFPFioGM3V7fgxTvtK3utO84aC2zjRKFhB1PE3oMzcm+SqbkzhgwXLIVJTePlepDcshid+CPHk+ZDWEG2HnVszxQvTzs4t3gvXouZenddzXIgDjbQrGYS0HYcti3Mrndo3QdcO9LDZqNSjyak7fUq5PbZ11j8XpdzeiwWPkYB3H4H2rH5Z29+FxmlQ6SZRdXQndDWjwrvx5V+sH6Uv7Pno067QsY70JFYqUIEeeSTsXO/2y7RCboK72mMSic6m9GPKRmUd4bOuJvbOy9jb1qJ8QXzHXEbF+64n9tSPia5cjBGKEB4/FaN1I7TvAH8QjrgMNebovF0bjZNx3nrU/dlQzD2kkaaWbrY3d2PVj2bsl++gfPRkd/yO7T6W5A+jAuXoscfAe8/kj7d2PKo+v+J8X9j+z5uIb19PjR82dntMXhIMM/mjXyHSMJKede9gt7cQHHcIRkhmdt51MkGGECXLsSHaSjpBnGoRYccgWJVJpvanH/fujsNwdq81hrKAApNYF7vpOlB2T5FzE5Vsv+JRxd1XD28r7FYhd+/I7Kt34t5fCZZHaxdlAQVuyBsW+CsyCe3UjFnKcJcZPu+bDPtzgsZiTw0AYLg9z/1lyYpv7b4XqWLaDRKrhShVG157jjuvPh075iYTu1uaePZn/8XGRQu56DcPpNeLtbkVvYaCSHJ+ZJ38nXgUJ565ORu2oNvWxJ3c/78tpQl5fPVroG3DKkI1QwhUFE/yFlM1eRbr31mCo8Fv5ibb62bMK7zhAC266yY6tm3Kez1mw6qyGZz2wzvwDZ+Ut7zttScK7jNha6o+dwflw2bw2nlT3Sewe/EFg9TecCdqyJi8ZeaI6SSWP+e5b2vy8aj3/zA92aITi6LtBGaoDDXxOKgZ5Rb09WIc/kGU13nBPqBfvNW7GDARg1gXNE7FmH4OetpZblEiQNXIvPnMxEBIrC4VkuQejNo3ej/Ka/dA20aoTk5uaAXIuZDLuUBREKh0J3ry2tfmJbkJbnCj+ea33d1teAPatqEBXTsWZl0MKu5OLKEdqBiBajwkrzI6Z3d23K1wU4b3Rf6e7CfVk9vLVPmCbkV3SqE7nr0u3o1IJcEjTsnsZ8pZKMMgMPt8/LVZyf5I8n2XNWB4JLgBrLkXk3j+VujOzOVcVx2iriaM/8pfYI6ejE7E0K/cBu885lYAljfAYReh5l7h9klf80ImAdIwFTX/08U/h72oY8mzAFT4Ia4dmqIKJxkQfD6L4350P5GGkQAERk3db+M8qBR7fEoSEkLsX/EuPCugte3G69REi6YPCuVoleEmRAvtq1/j6HT/GJZboWvHktXjuOcJvnDxBLgdh0SRKuk9OXliX8lqrwQ39P19Z/nddaxQVvuRrG3MgHeCG9zkeKEnlFIV3NpxY3SqAl2Z7ucSqMiffNL0uwnk/aVoZb+CYGXm89yTNzAGM4nVQpSsZ3/xjXSCO9t7z/yLda88y6g5xwFQf9h8lv/1R+nlSmWiSM20OYw6/lxe+dmX0I6DoaA2AF0JTdROtrE0HQySSfEsGlCmyaM3nIMyDEbOP5Mp51/F2/f9gU2vPoO/rJJJZ32Yw6/5Or5w4dix8plHWPiPe4n3ZA4QMDV1QQhW1jD5oj331Oz6V54tuGxbl/ZMcAMYgSItrwyD4LTjsMqrmXjWh1nxz9vyVjnk8i8S8EhwAwRPu56OFc/nFQaoshoC7/82KlhOdMtaVv3uS+x47kG0naBi+tGMufo7VH74tyT+/hX0preSY7EwZl2AedL+u65m45LCy8wg6vjPAclJJb0K9cTASawuGXL2ORh1txRflkxyK8NEByuTlWS9BCtRpoWuGg1NK8i7eG5e671/JwHL/p17Z3HHanjqhzD5WAhXuq+1rka3b0KPno9KVgSp3lVLnVtBJ9xHj+PRzIWXMqFqNCpYVfh9DlTRiilV8AJfhWvQkXro9Hj8ywpAcvJNVesmzPWWxe4FrWFBzXjU8Ln526X2XV5P4Kpbid33X+hNS93XKodinf5FjJrhOI9/H957zr1oViYYBrRvRS/4NcqOYcz/FHrWxdC6Acrq9vujSWZZVfrn2gBU+TXdCY2hoG7m4TTOfd/+G9xBS+44C1GyiiUT7VgmyW1YbuLT9qiUtkLud78v3L/JD4uOJ5F+oiktEU2OJZRMqPtzT+S1zt8mLVlZvScTocUuIootM3x4VmdDMn4mx+gLu/tJRJM315X791AsUW9YblFArCNTZa5MN1Gdaq/S++9a2+7n5i93q/ZTPbCVuf8nb1Sq8P0S0y+J7b1CYrUQpSgR62H9qwsKLl/9/OPpJPfQo8+kdsY8drz1Us46yjCYfvU3KB8+lukf/hxv3fZjwE1ml/mgIuzHZ8cwDYgmIObRUlnbbmzRjsPaZ/7Jmmf/lU7WJro7WXzr/7F24RNMv/QGyuqHMmreSRhmJpZ0te7g/s9fQrw794Z0j62IV4/g3N/8g0jDiF36jLwEK6p2aVn1se9n/W8/j47nn+9UHHEqVrlbxX7CN35PZMgw3v77H+jZ2UykfhiHfOSzHHrZ5wru23/IqUSu/A1d938b3eJWmZtjZhO5/Gd0v/MiO+77KetfW4CdyDwt1rb0Bd788ukc9otnKb/mdpwty6GjCdU4GVVW18ensJcFytzzCy8TT8prgyr2BInVpULORAejYn0ce188hWrc16I73Yssw3KrdAJuMlqFqtFDprv9teNdYPnR4frCkz5FO70fndEObHsPxszOvGb3wJYlUDkClIEuG4pK9o3SdixzDGWAP5z7mK8VzD/G7ghWQ9smPK/sglVFH+1RE05GL70vtye5MlETTsmZbVnVToSaCW7CwLDyk/oejOEzCF7/AE7TGohHUQ0TYfu76HuudxP/KToB2gDLrWLTi+6B6We5Aa5EglztqZfT+uw96d/N5MldapnYC+SOsxAHqF7/f/rL3RiciOLGQdOtIE7FQl/IjeXxbjfeGqabkIx15O15wLSTlUBX7sRM6bZn8SLtVPTutUDxUujpMijeD1olx93T1ntBbtW0Um5C2wqRrJ/r33el6XfPI1JJbsNyzwlivY/XS7zLvSFeSoljMwhOgX83e/rcS7gkVgtRkgzTwvQHPCu5AXyhSPpnZRgc9/NHePN332Dtw38h3tlG7Yx5TLvqvxl61OkAzPnMD6idejgr7v8DXU1bqJsym8ZDj2LRj64DIGiBYbuJ7lS7k9405FQjaw09Dqxf+gbr/+sqACqGj+G8n95Nw1R3EsW3H74rL8Gd0tqyk8oxe/YJ2unnfoQVTz5QcFkhvuohjPr0z1n7i0/nTKDoqxvOqE/9LP276fNx5PXfZe61/0usYyeBimqU0ff5RuDoS/DPuwh70zJUIII5ZCytD/2Kpps+S0dcY3ulMOIx1t/+A6Z9616MxsnA5D6Ps09MPRUW3eOxQKGmnrrPhzMoSKwuGSV01iz2mcgQiBao5o4MyflVKeVWEQWr0Fp79rhWgTIIZFp3KMCpGg2tHtXciSKVaZ2t+a+lKsC0A+0b0VYQ5Qt5J8pV1t2zIv3Cd4VbtT7KbaeSfUphBaFiWPFtyxpg1uWwdSm6qwkCFaiGGahQVf66SiXbxAyMkTXphbPwj7kJ7hTtuCcEhgHdrdC2GapHDfhYe0vlvLOov+AGtt//i5zXq477AHVnXL2fRnWwkzvOQpQsM5DVGqOX3nFCKfepJn/EvaL1Opk2/ZnkMyTX69qzEz+i3URxsDrThqOv9fckw0pWrfe6WDd8fbdFSSWiE1H3HMKw3BjvlYhXxb47C1CK9CTeWvevsl7bhf8+9xcrCE4s/8kBK5T770vsQRKrhShFhmky5bT3s/Sh2/MXKsXUMz6Y85IvUsHsL/yM2V/4GU4igWHlp2LGnfpBxp2a2a5n5w6W/PKL2D3utZ3fdP8A7Cww1UW2mAMJnfs90bZxDfd96lyuefRdrECQzh2FJ5WMdbYTj3YRKCvcQnSgstGiWAAAG4VJREFUJr3vPGZd8kkW3fm7nNennnkJh1xwRdFt68/+OJFpR7HjsVuJN28hPHkOdad9NF3Fnc2wLIJVAyvmUqaFNXIGAE53B823fQNw+4UX0rZ04YCOsS+ooz6G3vI2bF6a/SrqhBtQ1SP317AOchKrS4UkuQejsgZ38qSuptzXQ7VQ1lhws4FM4qgmn4Z+6Q/kXcAGynIrmrP5khVA2oFYtzsxgmGhg9UQGYKyY7D1LbQVhHBNuojKU7GKrV2kQtVof8Rt6WLH3WRCsKpfn4vyR2Dk3L3+9abtOKxfVGQFBzDci/ZA+V4ezcCN/NTPqD3lclqevQdtJ6g88hzKDzlufw9LCCH2PV/YrYTufVPXChZPJvY3Vqd6THsmWwu07uivnp3JiROLnWaq4k+W7Spf2P18Ej2ATrbQ8PXvczFMN7bvbdrp582FErwoUsk5WXJ6swdLq9pcCCH2keM//z02vfEyLetW5rx+whe+T/Wo8QW380pwewlU1jLhok+x/G8/yVvmC5cR7yr8RJbWEC8QyjubtnD7pUdRP3EGFWOnFNxH7bgpezTBnXLqf/+SmedfzvIn7kc7NhNPPIcRh8/v17bhcTMJX/vjPT6m3rrffh6ny33iqncv9GxW5X5uTeJB+cPwgV/C6hfRGxa5RYlTTkZV7bm2M0KUKjkjHYSUUuj6aclE9w5AQ7gOQrUDSmQXPUbjdJh7FXrZI+5kloYPhs+CIVPhie95b1Q3yq007moGJ3m71I7BpsUQrkNXj3bHF+90x+6LQKgq/8LVX44qNLnU7r4v0+/eJNjHtJ0AJ+FOeFmMMtyLdK9K92wjD0eFd3327b0pPHE24Ymz+15R7D55rEqI0pVOJva4N1aVyq/G3l2+kLvfeKqiO/k0kTJ3r4e3djJJ0EKTQ6eOvTcYFvj3wylu6hHxPfW+rEDpfhfv6X+LojCJ1UKUrPIhw7ji3ldY+s+/seG15whV1TLj/MtpnLbnrmUO/fT3CVTWsuKuXxLdsYVgTQMTLvoU0bjNazd9q+B2bkQq/B3R9O5bNK98C62hrK6RjqYteesc8/H/t/tvoIChM+cwdOacvbb/QpxYFJSB4Ssew1TW8rAFXQUurxtPv2IPjm7PUYYJ449BjT9mfw9lcJBYXTIkyT1IKaXcxHZ47915VENnoobORMejYFqoZJWPnnM5+tW/ZbUUUTBqNtQMh2hbJsGdrasJwtVuP/CUeGcyyZ28gFaGO4lVqDR6TPemW9aity2FWCdE6lBDD0WFaopv09lM4omf4Lz1KCR6UMMPwTrp0xjjj/ZcXxkmevx8ePc/3js0DKgeiTruut18N+LgII9VCVHSVHJiw73Z69gKJp9+6tVjWtv5/a0LJayL0Y57o9tJZI7hCyX7WpcYrd3EfKq3ueFLVin3UXHu2O45Saqy2fC5FeGFqpuN5GSWxW5Ip1qvCCGxWoiS5o+UMeviTzDr4k/slf0rw2Dq5V9hyke+RLyrHV+4HGUYOPE4LaveZtUT96bX9QVDBGsbaN+4JvnNodF9fE8oBXbLFiaeeDarnnscOx6jauQ45l/7dWac++G98p52h47H6Hj6Vrqevwcd7yE061TKzrgWs7x4DqBj+ausv/lrtC16GmWYVB19LqM+/gOCw8Z5rh+afixmzVDs5s34TUWFX9PWq0VM3fHvZ/j7r99Tb00c0CRWlwpJcou9rnf1sZpxDow7Bta94l4YjjwcVd6A7tiKXnJX4R11t+QmucFNGDce6l6MK3OPVaLvaXrjq+j1WbNpd25DN62AKeegCvT01okY8VuvQm/PPP6mNy4h/rdP47vs9xhjve98q6OvcXtwtffqrzb8ENRh74cxR/ZrUksxSJTo/zNCiH3Iq8e0v8xNRKdbUgTcdexYZr6Mfu/fcCeyHshkjftDrMOtnE9xEm7CO1hZOGGtHbc9S3by34m7E3YX285f5q7Tuy2M4UtOFNrPFiticJB/C0IMesow8JdlroUNn4+Tf3AnTVcuYtOrz+Avq2Ts+y7ACoZZfucveefXX6YtDjti3t8f2a8qBaMPnct5//dXYp3tRGqH9Guyxn1N2wm2f/9Com88mX4t9u7LdD57Bw3f/Tdm5RDP7brXvsM7X3gfTndHej8tC+6j4+0XmfmHRfg8Wo4o02LI9b9jy40fRMd7KPMpgqYmikXk2ItpOO/TVEybt3feqDgwSawuCZLkFvuFCtfAlNNyXytrQBtW/mRGKdqjqVhqMkxVuv+UdawTveGV/AVOAr1mAeqQiz23c5Y+lpPgzt4u8exN+AsluSsa4JKb4O2H0ZvegmAFauqpqOGH7s7bEAclueMshCjCMMHoVXG9qy0qdmWyxn3JjucmuNO0284lUKAnaSJaoLpdQ7y78PwXhuVO7J2a6FIZ0ttaFCCxWghRWN2UWdRNmZXz2tj5p9Hzly+hNazucFjXpbCTE1AqwCA/H2cn4vjDEfzhfTA3xS7qWnhfToI7JbHlPdoe+AnVH/2+53ab7/5ROsGdLb5jE9v++QeGf/irnttF5pzFyF8tou2R3xPbtBL/iElUnP5x/MMm7N4bEQchidWlQs6kRWmpGQ9b3/ReFqrKfy1cmq1JcrSsKfx4d1cTuqcN5XHx7KwrPIGkLrIMQAXLYfbFqNneCXQhhBBilyiVbD8S7/82B0Lv5kI32FPLtPau0LGLfA59zY+xrya6FEIIMagEx0zHP3Qcsc2rGFeuGRXRdNmwst2gPe6dcBt3wln7eJQD1/3KQ4WXvfxgwSR3+5vPF9yu/a3nih7TP3wSdVf/qH8DFELsd6X3DIoY1NSoI90JJXsLVbsVT9l8ESjQ6uPAUuARsnBV4U2KLRNCCCH2Jl+YflelGL4DI8m9q1SRU2l5bFUIIcR+oJRixCd/AqZb02gZUOGDieUOlj8/Jk899zIaph2+r4e5ZxWJuVZF4cK4YsuEEAceqeQWJUUFK2HWR9AbX3UroE0/qn4qesg0VMdmdwJKcCfMrBiRnsyypFWPgTUFJuuK1KMKPMpsHHou9nO3eG5nHnbeHh6kGIyUUgX72Jdqf3shRAkwfW6/6Xi3W62cmiBTWWBH3epmpdwJLa3ggZHsNf2Q6C68rNB7sAIF2pywdycMFYOGxGohxK6oPPpcJv3sObb9/adEVy3BN2QU4865lhlDJ/HarT9h0+KFhKpqmXbe5Uw//4r9Pdx+Cc09l67n7ymwrPD1cd1pl9Pxzouey+pP++geGZsY3CRWl44DIEMoBhsVKEeNOzH3NYDqse6fXaA7m9CbF0H7FrACqLrJ0DBjn0zAqPwRGDEXvb5XYDUs1Oj5Bbcz6sZgnfl1Eg/f6PbrTO1v7DzM4z6+t4YrBhXpHSaE2EWG5d1v2izb9X3aMTdxnt2jel8lik2fm5TPS1gr7yfM0tv53Qk6eyfIzYD7R4jdJrFaCLFrIlPmMvbrd+S9fsr//n6X97n+Pw+w4q5f0L7uXcpHTWLyJTcw4vh9U4AVPvICOmedRnTRYzmvW0MnUHHe5wtuN+Ssa2h/8zl2PHV7zuvDPvRVKme/b6+MVQw2EqtLhSS5xUFPd2xFL3so0xsz3olevxA6NqMmnr5PxqCGHw6RevS2tyHWCZE6VOMhqFB10e3MOR/EmHgs9lsPQ08nxti5GOOO3CdjFoOAUoWrE+WOsxBiX0r0QKw987t2INbhxm7/biTOB8JfBrbfnQwS7bZasYJu7+yi20WSFd3J3t2m302aC7EnSKwWQpSIZXf8nEU/+0L69+6mzWx7/RkO/8LPmPTB6/b68ZVpUf+Ve+n8z210vXAvOhYlOOs0yk/7OEZZ4etqZRhM+NptNF5wHS0v/gvD8lNz3PsJjZ6618csBgmJ1SVDktzioKc3vOw9+VPLGnT7ZlT50H0yDlU1ClU1ahe2G4o1/6q9MCIh5I6zEKIEaA3xTu9liahbKb0Pnrxy264E3D8DZVjuHyH2OInVQoj9L97VwZu//x/PZUtu+ibjzrkSK7T3J1NWlo+ykz9G2ckfG/C2ZVPnUTZ13l4YlRASq0uFTDwpDmrasaFtY+Hlrev24WiEKDGpO86F/gghxL6gHe95K1Kc+L4bixClRmK1EKIENC15nkRXu+eyeMdOmt5cuI9HJEQJkVhdMiTJLQ5uSrl9PQst3heVYUIIIYQQQgghxAHK9BefI6Ov5UIIsS9Iklsc1JQyoGZc4RVqJuy7wQhRclQff4QQYh8wzOKtPkz/vhuLECVHYrUQYv+rO3Q+4SEjPJdFho6m7pCj9/GIhCglEqtLhSS5xUFPjTwSAuX5rw+fgwpV7fsBCVEq5LEqIUSp8JfheRHgLyv6RJYQBz2J1UKIEmCYJnO//nvMQCjndTMYZu7XbkIZEqvFICaxumTIDDnioKf8ZTD9Imhajm7fAlYQVTcJVd64v4cmRAmQoCuEKAGGBaFqd6JJJ+Emtq2gTOYoBCCxWghRCoYeeSpn3rmElff/gY71KykfNZHx519D2bAx+3toQpQAidWlQK4cxKCgrAA0HoJqPGR/D0WI0lHszrLccRZC7GvKAF94f49CiNIisVoIUULKho3lsE/fuL+HIURpkVhdMiTJLYQQg1axHmGlEYw3btzILbfcwlNPPcXGjRsJBAKMGTOGc845h49+9KOEQqG+d9IPDz74IHfddRfvvPMOO3fupL6+nrlz53LFFVdw+OGH75FjCCGEEAMnsTpFYrUQQojSJLE6ZX/HaklyCyGEKElPPvkk119/PW1tbenXuru7Wbx4MYsXL+b222/ntttuY/To0bt8jGg0yic+8QmefPLJnNc3bNjAhg0beOCBB/j85z/P5z73uV0+hhBCCHGwklgthBBClLbBFKtldgAhhBisSngS6KVLl/LJT36StrY2IpEIX/nKV9J3hT/84Q8D8N5773H55ZfT2dm5y8f54he/mA7ERx99NH/84x/517/+xY9//GPGjBmD4zj86Ec/4vbbb98j70sIIYQYEInVEquFEEKUNonVJROrpZJbCCEGrdJ9rOqb3/wm3d3dWJbF7bffzhFHHJFeNn/+fMaOHct3vvMdVq5cye9///tduiO8cOFC7r//fgBOOeUUbrnlFkzTBOCwww7j1FNP5fTTT2fjxo1897vf5ayzzqKysnLPvEEhhBCiXyRWS6wWQghR2iRWl0qslkpuIYQYrFITZBT6s58sXryYhQsXAnDJJZfkBOKUT3ziE0ycOBGAm2++mXg8PuDj/OY3vwHANE1uvPHGdCBOqamp4etf/zoAra2t3HHHHQM+hhBCCLFbJFYDEquFEEKUMInVQGnEaklyCyHEoFWaz1U9+uij6Z8vvvhiz3UMw+Ciiy4C3ECZCt791dnZyfPPPw/Acccdx7BhwzzXO+OMMygvLwfgkUceGdAxhBBCiN0nsRokVgshhChlEquhNGK1JLmFEGKwKtE7zi+//DIA4XCYQw45pOB6Rx55ZN42/bVo0SJ6enry9tOb3+9n9uzZgHsnfFfubAshhBC7TGJ13n56k1gthBBiv5JYnbef3vZVrB4UPbkTiUT6582bN+/HkQghxL6V/Z2XSCSwrMzX/uYtWwtvl7Vs0aJFbNq0aZfHMHz4cIYPH97v9d99910AxowZkzPe3iZMmJC3TX+tXLnScz+FjvPMM8+QSCRYvXo1kyZNGtCxRP9IrBZCDFYSq71JrC49EquFEIOVxGpvpRarB0WSe/v27emf586dux9HIoQQ+8/27dsZOnRo+ve5x53Wr+2uueaavL5aA/H5z3+eL3zhC/1aNxqN0tzcDJAzVi9VVVWEw2G6uroGfLKQvX5fx8l+5GrTpk1y4byXSKwWQgiJ1dkkVpceidVCCCGxOlupxWppVyKEEKJkdHZ2pn+ORCJ9rh8OhwHo6uoa0HE6Ojr6fZxQKOQ5PiGEEGIwklgthBBClLbBGqsHRSX3zJkz031l6uvri5bpCyHEwSSRSKSrbmbOnIllWaxfv77f2990003ccsste2t4eaLRaPpnn8/X5/p+vz9vu/5I9Q3rz3ECgYDn+MSeJbFaCDFYSaz2JrG69EisFkIMVhKrvZVarB4UUSkYDDJnzpz9PQwhhNgvxowZk/P7iBEj+r3tJz/5Sc4555zdOv5A+oYFg8H0z/2ZjCIWi+Vt1x/ZAbav42QH7oEeR/SfxGohxGAmsTqfxOrSI7FaCDGYSazOV2qxelAkuYUQQuyagU5usbuyH3HqzyNMqcepUo9X9VdZWVm/j9Pd3e05PiGEEKIUSKyWWC2EEKK0SazeN7FaenILIYQoGcFgkJqaGiB3Bmsvra2t6WCcPYlFf2RPitHXcbIn0xjocYQQQoiDjcRqIYQQorQN1lgtSW4hhBAlZeLEiQCsWbOGRCJRcL2VK1fmbTPQY/TeT7HjWJaV94iaEEIIMRhJrBZCCCFK22CM1ZLkFkIIUVJSvR67urpYsmRJwfVefPHFvG3667DDDktPrpG9n95isRivv/46AIceemh6GyGEEGIwk1gthBBClLbBGKslyS2EEKKknH766emf77rrLs91HMfh3nvvBaCyspKjjz56QMcoKytj/vz5ACxYsCDn0alsjzzyCO3t7QCcccYZAzqGEEIIcbCSWC2EEEKUtsEYqyXJLYQQoqTMmjWLefPmAXDnnXfy6quv5q1z00038e677wJw1VVX4fP5cpbfdddd6ck9fvzjH3se5xOf+AQAiUSCr3/969i2nbO8ubmZ7373u4Ab8C+99NLde2NCCCHEQUJitRBCCFHaBmOsliS3EEKIkvOtb32LYDBIIpHgQx/6EL/85S957bXXeP755/nyl7/Md77zHQDGjRuXDqoDNX/+fM477zwAHn/8cS655BIef/xx3njjDe666y7OOeccNm7cCMBXv/pVqqqq9sh7E0IIIQ4GEquFEEKI0jbYYrW11/YshBBC7KIZM2bw29/+lhtuuIH29na+//3v560zbtw4/vKXv1BWVrbLx/nxj39Me3s7Tz/9NC+88AIvvPBCznLDMPjsZz/LZZddtsvHEEIIIQ5GEquFEEKI0jbYYrUkuYUQQpSkU089lSeffJKbb76Zp556is2bN+P3+xkzZgxnn302V155JaFQaLeOEQqFuO2227j//vu5++67efvtt2lra6Ouro558+ZxxRVXcMQRR+yhdySEEEIcXCRWCyGEEKVtMMVqpbXWe/0oQgghhBBCCCGEEEIIIcReIJXcQiS99NJLXH755f1e/3vf+x4XXnhhn9sGAgGqqqqYNGkSJ554Iueffz6RSKTovmOxGG+//TZvvvkmS5YsYcmSJaxdu5bUPanly5f3e5xCCCHEwUJitRBCCFHaJFYLIfYXSXILsZf19PSwdetWtm7dyoIFC7jlllv4zW9+w5QpUwpu881vfpP77rtvH45SCCGEGLwkVgshhBClTWK1EKIvkuQWwsOll17Khz70oaLrNDY29mvblpYWVq9ezZ/+9CfWrFnDxo0bufrqq3n00UcLNvbP7iIUiUSYPn06q1evZvv27bvwboQQQoiDj8RqIYQQorRJrBZC7EuS5BbCQ21tLZMmTdpj286bN48LL7yQa665hhdffJHt27dz991387GPfcxzH8cddxxz585l5syZjB8/HsMwuOyyyyQYCyGEEEkSq4UQQojSJrFaCLEvGft7AEIMFn6/n+uvvz79+/PPP19w3TPPPJMLL7yQiRMnYhjyv6kQQgixL0isFkIIIUqbxGohRCHyf7kQ+9C0adPSP2/ZsmU/jkQIIYQQXiRWCyGEEKVNYrUQwoskuYXYh0zT9PxZCCGEEKVBYrUQQghR2iRWCyG8SJJbiH1o5cqV6Z+HDx++H0cihBBCCC8Sq4UQQojSJrFaCOFFJp4UwsOOHTtYsWJFweW1tbXU1tYOeL9//OMf0z+fdtppuzQ2IYQQQkisFkIIIUqdxGohxL4kSW4hPNxxxx3ccccdBZdfd911OZNdFNPS0sJ7773HTTfdxLPPPgvArFmzOOuss/bIWIUQQojBSGK1EEIIUdokVgsh9iVJcguxh/3qV7/iV7/6lecyy7I488wz+eY3v4nP59vHIxNCCCEESKwWQgghSp3EaiHEQEmSWwgPA7mjPBBjxozh6quvpqysbI/vWwghhBhMJFYLIYQQpU1itRBiX5IktxB72KWXXsqHPvQhAGzbZtu2bTz11FPcd999rFy5kssvv5w77riDcePG7eeRCiGEEIOTxGohhBCitEmsFkIMlCS5hdjDamtrmTRpUvr3qVOncvzxx3PSSSdx7bXX0trayhe/+EXuueceTNPcjyMVQgghBieJ1UIIIURpk1gthBgoY38PQIjB4oQTTuCSSy4BYOnSpdx33337eURCCCGEyCaxWgghhChtEquFEIVIkluIfei6664jHA4D8Otf/5pYLLafRySEEEKIbBKrhRBCiNImsVoI4UWS3ELsQ7W1tVx88cUAbN68mQceeGD/DkgIIYQQOSRWCyGEEKVNYrUQwoskuYXYx6666ioCgQAAv//977Ftez+PSAghhBDZJFYLIYQQpU1itRCiN5l4Uoh9rL6+nosuuoi//e1vrF+/noceeojzzz8/Z53t27ezYMGCvNdSevcdO/zwwxk9evReG7MQQggxmEisFkIIIUqbxGohRG+S5BZiP7jmmmu4++67icfj3HTTTZx77rkYRubBilWrVvHVr3614Pa9l33ve9+TYCyEEELsQRKrhRBCiNImsVoIkU3alQixHwwdOpQLLrgAcAPvY489tp9HJIQQQohsEquFEEKI0iaxWgiRTWmt9f4ehBBCCCGEEEIIIYQQQgixK6SSWwghhBBCCCGEEEIIIcQBS5LcQgghhBBCCCGEEEIIIQ5YkuQWQgghhBBCCCGEEEIIccCSJLcQQgghhBBCCCGEEEKIA5YkuYUQQgghhBBCCCGEEEIcsCTJLYQQQgghhBBCCCGEEOKAJUluIYQQQgghhBBCCCGEEAcsSXILIYQQQgghhBBCCCGEOGBJklsIIYQQQgghhBBCCCHEAUuS3EIIIYQQQgghhBBCCCEOWJLkFkIIIYQQQgghhBBCCHHAkiS3EEIIIYQQQgghhBBCiAOWJLmFEEIIIYQQQgghhBBCHLAkyS2EEEIIIYQQQgghhBDigCVJbiGEEEIIIYQQQgghhBAHLElyCyGEEEIIIYQQQgghhDhgSZJbCCGEEEIIIYQQQgghxAFLktxCCCGEEEIIIYQQQgghDliS5BZCCCGEEEIIIYQQQghxwJIktxBCCCGEEEIIIYQQQogDliS5hRBCCCGEEEIIIYQQQhywJMkthBBCCCGEEEIIIYQQ4oAlSW4hhBBCCCGEEEIIIYQQByxJcgshhBBCCCGEEEIIIYQ4YP1/7dKVNe2qgV0AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 212, "width": 732 } }, "output_type": "display_data" } ], "source": [ "n_prog = 10\n", "attention = ['Q'+str(i) for i in range(1,n_prog+1)]\n", "for d in ['Perturbation1','Perturbation2']:\n", " ad = adata[adata.obs['Condition']==d]\n", " attn = pd.DataFrame(ad.obsm['X_h_scaled'])\n", " attn.columns = attention\n", "\n", " for a in attention:\n", " x = attn[a].values\n", " ad.obs[a]=x\n", " \n", " print(d)\n", " sc.set_figure_params(scanpy=True, dpi=100, dpi_save=100, vector_friendly=True,figsize=(2,2),fontsize=10)\n", " sc.pl.draw_graph(ad, color=['Q2','Q4','Q9'],ncols=3, cmap='Oranges',vmin=0,vmax=1,size=30)" ] }, { "cell_type": "markdown", "id": "2adb3104-26c8-4052-8f6f-eadfb5719d1f", "metadata": {}, "source": [ "We next calculate the pearsone correlation coefficient to evaluate if response amplitutes of learned programs correlate or anti-correlate with pseudotime. Here, we use perturbation 1 as example." ] }, { "cell_type": "code", "execution_count": 34, "id": "e2850a9a-ccf0-4e8f-aeb3-7d5fdfeec5bd", "metadata": {}, "outputs": [ { "data": { "image/png": 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Wb775JlatWpU0j+3HP/7xkPdaW1uh1+sxODiI/v5+qZgBABx//PE4/vjjk/ZHXPuxojeW2PA1uYISANxuN7q7u+Hz+WAymdDc3Iy+vj709PRg5cqVaG1tTZpTdN9998W91uv1OPXUUzF79mycdtppaGtrw9KlS3HllVfGHff73/8+7rXRaMQxxxyDgw8+GKeffjq+/fZbPPLII/jzn/8cd1xiOwBw+OGH46CDDsLZZ5+N9evX495778XTTz8te+wEQRDEyIIEEDHs7N69W/KmMAyDmpoazJ49GxdeeCGmTp0qHRMMBsEwDC655JKk7Qjf5QwlPrn/6KOP8Otf/zrpU2SRVE+6m5ubU+YgnH322fjXv/6Fv/3tb3jttdcwd+5czJ49G3PmzBliOHs8HrhcLgBIucmkmHOSWPRBREwkT6SqqgoA4PP5kn6eyI4dO6TrJds/JREl+i5nY81Ux4ierWXLlkk5NImI1+3p6cl4HUEQcPvtt+O5555Le1w23o90iH0bM2ZMyrLSud57h8OBzs5O+Hy+OAGUDr1eD7/fD47jkn4u5rgBQ710qXC5XDjzzDPR1dWFq666CpdffrkksFavXo1rr70Wd955J3iex0UXXSSrzbFjx+KnP/0pHn30Ubz77rtJhUsyKioqcOmll+LWW2/FihUrIAiCrH19dDodrr76alx00UX47LPPMDAwEOcNIwiCIMoHEkDEsHPnnXdm3I9DFC8cx0kJ1akQn3ADUeP92muvxeDgIE499VT87Gc/w4QJE2CxWKBWq/Hxxx/jggsuQDgcTtpWun1Qpk6din/84x9YuHAhPv30U7zwwgt44YUXoFKpcPjhh+Omm26SjPpYcSIKlkTE0C6WZZN+nmpzTdGzIiQpGpEM0eslN9m7kH2Xc4zY361bt2ZsQ47H4rXXXsNzzz0Hk8mE3/zmNzj88MNRV1cnGfvXX3893njjjZRrIlvEOUk1d0Dm+Uu1DrO990A09M3v90uhcInECj+5AuDRRx9FV1cX5s2bN2Sfnzlz5uDGG2/Eddddh7/97W8455xzMhYoEDnggAMAfO+Vk4t4ntvthtvtli0OxfMikQja2tpIABEEQZQpJICIEYGYY1NXV5fVXiL/+9//MDAwgJkzZ+Kuu+4a8iS4s7Mzr34dcMABePLJJ8GyLNauXYvVq1fjzTffxEcffYQLLrgAb775Jmw2W5wB29fXh9ra2iFtOZ1OACj4pq9i++k8YrEMd9/F6y9ZskTKB8uHN954AwBwww034Cc/+cmQz7u6uvK+RizinPT19aU8plj3Hoh6Nbu7u9HW1pb0c/F9hmGGlMlOxZo1awAgafgeAOm+eb1e7N69O66seDrEkMdsy2fHhkpmc25sWCCV7CYIgihfqAgCMSJobm4GwzDo7e2F2+2WfZ6YBH3AAQckDYNJlfuTLWazGfPmzcP111+Pf//732hqakJ3d7ck1mw2GxwOB4DvQ9AS2b59OwB5ZZXzYfLkydL1RO9KOoa776IXTY4HSA7ffvstAMQVthDhOC7lGOWEUSVDnJPOzs6UHp5i3XsA2H///QEgpSc1tmS1nBLYQGrPVTJiPbSZEOelvr5e9jmx5+n1+qT7K6Vi27Zt0t/ZXpMgCIIYOZAAIkYERqMRc+fORSQSwTPPPCP7PDHURnzCHkt/fz9efvllxfooYjQa0dLSAiA+J2Xu3LkAkLT/giDgH//4R9xxhaKpqQktLS3gOE72XA5n3//f//t/AIAXXnghK+M5FWKoWzKPzKuvvirlOyUirqVsCgMAUQHX0NCAYDAoFfuIpbu7G++88w6Awt974Pv5/Pjjj9HR0RH3Gc/z+Ne//gUAOPbYY2W32dzcDAApq9iJRTTUarV0bCb8fj+WLVsGILVnKRmRSEQqYHDwwQcnLZyRiiVLlgAAJk6cqEgBDIIgCKI0IQFEjBiuvvpq6HQ6LFq0CI899tgQQ7SnpwdPP/10XClmsSLY22+/jY8//jju2F/96ld5hbn84Q9/wPLly+H3++Pe//zzzyVDMLYq24UXXgitVosVK1Zg8eLFiEQiAKJJ53/605+wdetWWK1W/PSnP825T3IRK7U9/PDDWLp0aVxCvN/vx0svvRTnCRnOvh9zzDE44IADsHPnTlx++eVD8kFCoRDef/99qSx0JmbNmgUAePDBB+PEzv/+9z/cc889KfNTxE1K161bl1V+kEqlkhL/Fy5cGCcSnE4nrr32WnAchwMOOACHHHKI7HbT8fbbb2P+/PlJ78eMGTNw+OGHIxwO4/rrr0d/fz+AqPfrzjvvxI4dO1BVVZW0Yt38+fMxf/58aTNVkVNOOQVAtCT3woUL49bT6tWrcddddwGIlqSPzatZvHgxnnvuuSH5SG1tbbj00kuxZ88eGI3GIYUT/vWvf+Gxxx4b8mBDnM81a9ZArVbj8ssvj/t81apVuO+++4aE/w0ODuKOO+6QimzILbhAEARBjEwoB4gYMUydOhX3338/fvOb3+C+++6T9vwQQ+PEfJ7YKnH77rsvjj32WLzzzju44IIL0NzcDJPJhG3btkGv1+O6664bUiZXLl9++SWWLVsGrVaL5uZmmM1m9PX1SWF3p5xySpxBO3XqVNx88824/fbbcffdd+PJJ5/EmDFjsGfPHng8Huh0Otx7771J925Rmh/84Ae47rrrcP/99+NPf/oTHnroITQ3N8Pr9aK9vR0cx2Hp0qVS+Nlw9l2tVmPhwoW47LLL8PHHH+P//b//h+bmZtjtdrAsiz179oDjuLj9gdJx8cUX46233sJXX32Fo48+GhMmTIDH40F7ezvmzJmD2tpaKU8olrlz56KiogJr1qzBUUcdhXHjxkGr1WLevHm49NJL017z7LPPxrp16/Dmm2/i/PPPR3NzMywWC7Zu3QqO49DQ0IB77703p/lJhs/nS7oHjsidd96Jn/70p1izZg2OPvpoae8cl8sFvV6PBx54IGk+kthmoifu+OOPx4cffohXX30VDz/8MJYsWYKmpia4XC6pKuPYsWNx2223xZ3X2dmJpUuX4o9//CPGjRsHu90Oj8eD3bt3QxAEmEwm3H///UOq4Lndbtx3332477770NjYiKqqKgQCAezYsQM8z4NhGPzhD38YUhLd7/fjsccew2OPPYa6ujrU1tYiHA5j+/bt4DgOKpUKV155JU466STZc00QBEGMPEgAESOKY445Bm+99RaeeuopfPTRR9i1axfUajXq6upwzDHH4Ac/+AHmz58fd869996LSZMm4bXXXkNHRwfsdjuOPfZYXHXVVejt7c25LzfeeCNWrFiBNWvWoLOzE3v37kVtbS3mzp2Ls88+G0cfffSQc372s5+htbUVixcvxtq1a7F582ZUVlbiqKOOwmWXXSaVQy4Gl156KQ4++GA89dRT+OKLL7BlyxZUVFRg3333xTHHHIPp06eXTN9ra2vxwgsv4OWXX8by5cuxdetWdHR0oLq6GjNmzMBhhx2Wct+bRBoaGrBs2TLcf//9+OSTT7Bz5040Njbil7/8pVQ+ORkWiwVPPvkkHnroIaxfvx5ffvklIpEIGhsbM15TpVLh3nvvxbx58/DSSy9h8+bN6OzsRGNjIxYsWIBLLrlEdqUyJairq8M///lP/O1vf8N7772HrVu3wmaz4cQTT8QvfvGLrO+lSqXCnXfeiSOPPBKvvPIKvvnmG2zbtg06nQ7Tpk3DggULcN555w2pPHjiiSdCEAR89dVX6OzsREdHBxiGweTJkzF37lyce+65SQsxzJ07FxdeeCG++uortLe3Y/PmzdBoNGhqasKcOXNw7rnnJh3D9OnTcfnll+PLL7/E3r17sW3bNgiCgLq6OsyePRs/+9nPpBwpgiAIonxRCdnUTyUIgiAIgiAIghjBUA4QQRAEQRAEQRCjBhJABEEQBEEQBEGMGkgAEQRBEARBEAQxaiABRBAEQRAEQRDEqIEEEEEQBEEQBEEQowYSQARBEARBEARBjBpIABEEQRAEQRAEMWogAUQQBEEQBEEQxKiBBBBBEARBEARBEKMGEkAEQRAEQRAEQYwaSAARBEEQBEEQBDFqIAFEEARBEARBEMSogQQQQRAEQRAEQRCjBhJABEEQBEEQBEGMGrTD3QFCGViWxRdffIHu7m643W44HA40NjZi1qxZ0Ol0w909giAIgiAIgigJSABlAcuy2LhxI9avX4/169fj66+/Rnt7u/R5Y2MjVq5cWdQ+9fT04P7778c777wDn8835POKigqccsop+PWvfw2LxVLUvhEEQRAEQRBEqaESBEEY7k6UOkuWLMGrr76K7du3IxKJpDyu2ALoo48+wvXXX4/+/v6Mx44bNw4LFy7E1KlTi9AzgiAIgiAIgihNyAMkg88//xxbt24d7m7EsWHDBlx11VXw+/3Se7W1tTjiiCNQXV2Nzs5O/Pe//4XH4wEAtLW14ZJLLsHLL7+M+vr64eo2QRAEQRAEQQwrJIByxGQyYfr06diwYUPS0LNCEggEcOWVV8aJnwsvvBDXXHNNXL6P1+vFLbfcguXLlwMAent78etf/xrLli0ran8JgiAIgiAIolQgASQDvV6PGTNmYL/99sO+++6L/fbbD5MmTYJarcb8+fOLLoD+8Y9/oLOzU3r9ox/9CDfccMOQ4ywWC+677z709/fjk08+AQCsW7cO7733Hn7wgx8Urb8EQRAEQRAEUSpQDlCezJ8/XyqEUIwcII7jMG/ePCnvx2q1YsWKFaioqEh5zp49e3DcccdJ+UvTp0/Hq6++WtB+EgRBEARBEEQpQvsAjTBWr14dV/TgpJNOSit+AKC5uRmHHXaY9HrDhg1oa2srWB8JgiAIgiAIolQhATTCSPQwHXvssbLOO+644+Jer1ixQrE+EQRBEARBEMRIgQTQCOOLL76Q/tZoNJgxY4as8w488MC4159//rmi/SIIgiAIgiCIkQAJoBFEJBLB7t27pdfNzc0wm82yzp04cSIMBoP0eseOHUp3jyAIgiAIgiBKHhJAI4j29nYEg0HpdUNDg+xzVSpV3P4/bW1t4DhO0f4RBEEQBEEQRKlDAmgE0d3dHfc62w1N6+rqpL/D4TD6+voU6RdBEARBEARBjBRoH6ARBMuyca9NJlNW5yeGyyW2J4eOjg50dHRkfR4AhEIh7N27F7W1tWhpaYFWS8uPIAiCIAiilAmHw3C5XACAlpaWuJSKkQpZoCOIxA1X9Xp9VucnHp/LBq6vvPIKHn744azPIwiCIAiCIEY2L730kuwCXKUMhcCNIGLzfwCAYZisztfpdGnbIwiCIAiCIIhyhzxAI4hED062RQxCoVDa9orJSy+9hNra2mG7PkEQBEEQRLkw2DWI/p39cG50Su9VT6tG5cRK6Iw69GzswWD7IALuAABAEASEg2EwBibuWGu9dUjbPT09OOOMMwAADoejCKMpPCSARhCJOT/ZenASj882hwgAfvSjH+HQQw/N+jwA6Ovrw69+9SsAQG1tbdZFHAiCIAiCIIih2A12MG4G+iY9/C4/jA4jKhwVqB9fD4PdADPM8FZ6IQgCOJaD3+UHgKTHpqNc8rfLYxSjhHyLGCQeL3cPoVgaGhqyKr8dS1dXV07nEQRBEARBEKkx2A2wjLEAAGzjbFCpVLCMsUiCprq1GpY6C0JsCDqzDt5uL7yd3qTHjgZIAI0gYstYA0PLYmciVoBotVpUVVUp0i+CIAiCIAgiNwLugCRM8hEhiSInsS2D3SC9Z7Ab0h5b7pAAGkE0NjbCYDAgEIjGb7a3t8s+VxCEOAHU1NSUdREFgiAIgiCI4UApkVBqOLc44e2MhqaJnpjq1uqc24sVOUoeW26QABpBqNVqjB8/Hps3bwYA7N27FyzLygpl27FjR1wO0MSJEwvWT4IgCIIgCKVQWiSUCgF3AN5OLwb2Dki5OABgqSutcLTgQPlVDaYy2COMWbNmSX/zPI/169fLOm/dunVxrw866CBF+0UQBEEQBKE0sSKh+6tuDOwdgLfTK1UzG8mE2BAEQYgrSCAIAkJsKMOZxcO5xYmejT3D3Q3FIQE0wliwYEHc67ffflvWeYnHJbZDEARBEARRaowEkZArOrMOKpVK8vwYHUaoVCrozLoMZxYHUXwOtg8Od1cUhwTQCOPggw+Oq8H+1ltvwePxpD1nz549+Pjjj6XX06dPx7hx4wrWR4IgCIIgCCUodZGQD2LltoqmCtTtX4eKpoqSqsYmis9y8LYlQgJomPn222/R2toq/Td//vy0xzMMg4svvlh6PTg4iLvuuivl8ZFIBH/4wx8QiUSk937xi1/k33GCIAiCIIgCU+oiIV+qW6tRf0A9qlqqUH9AfUnlNonis1zmOhYSQCOQs88+G2PGjJFev/LKK7j77rsRCsW7g71eL6677jp88skn0nszZ87ED37wg6L1lSAIgiAIIh9KWSQogcFugK3RVnJCQxSf1kbrcHdFcagKnAza29txzDHHJP2M5/m446ZNm5b0uKeeegoHH3ywIv0xGAx45JFHcPbZZ8Pvj8bELl68GG+++SaOPPJIVFVVoaurCytXrowLj6upqcGDDz6oSB8IgiAIgiCKxWgu2TycVLdWgwU73N1QHBJAMhAEIU7opCPVcYIgKNklTJ8+HQsXLsT1118Pt9sNAOjp6cFLL72U9PixY8di4cKFqK+vV7QfBEEQBEEQxMhEzv5K+gp9kXtVeCgEbgQzb948vPHGGzj11FNhNBqTHlNRUYFzzz0Xr732WkrvFEEQBEEQBJGegDsAT7unbIoCOLc40fVlF/q29qHryy44tziHu0tFgzxAMhg7diy2bNlSkm3X1tbi7rvvxq233oovvvgCnZ2dGBgYgMPhQGNjI2bPng2dbuRXSiEIgiAIojyR44UYboZrM9ZCzc1I2YS1UJAAKhPMZjOOPPLI4e4GQRAEQRCEbIZLWGTDcImFQs5Nsv2VbONsCLEhEkAEQRAEQRAEUQhGihciG7EQcAfg6fBABRWsDdak45Dj1Sn03MTuryS2Xy77K8mBBBBBEARBEARRdEaKF0KuWHBucaJ9dTt8fT4AgKnKhMY5jahurZZEz2DHIDiWy+jVKfTciCWuAcA2zib1pZTmvZCQACIIgiAIgiCKzkjxQsgRCwF3AK5tLvRu6sXAngEAQEVzBYwOI4KeIDiWQ3AwiP4d/QgHw9DqtWm9OtnMjXuPG75eH0w1Jtib7SnHkeh5qm6thqXOUvL5V4WABBBBEARBEARRdEaSFyKTWAixIXA+Lip2/BwAIOgJwuv0gvNzCPvD6N/Zj3AgjJA3FN1c1IWUXh25c7Pt39vQt6UPkUgEarUaVa1VmHz85CH9T5VPNFr3VyIBRBAEQRAEQQwLI8kLkU4s6Mw6MCYGepsegf5omWy9TQ+1Sg2tQYvB9kFo9Br4nD7oLDqEg2HYGm1JvTqip8ZSZ0k7N+49bvRt6UPvxl6wvSzMNWYAQM20mjhP0EjJtSomJIAIgiAIgiCIYWEklMCWg8FugGOyA36XH+baqBAxVZlQPbUaHMtFRcd3Hh+tXovKSZXQW/VDvDrZVH7z9foQiUTA9rIAALaXRVWkCr5eX5wAGim5VsWEBBBBEARBEARRFGIFj7fbW/IlsLNB9GYlVoETNxgVQ9kYMwNrg3WI6MvWU2OqMUGtVsNcY5Y8QGq1GqYaU9xxOrMOHBsNy+P8XErP02iCBBBBEARBEARRcGK9GxzLxXkkyiUsK1mYXKYwP1EUBgeCWXlq7M12VLVWAQCqIlVSDlBiIQRvtxd+lx+CIEBriJr+pZprVSxIABEEQRAEQRAFJdG7AQCCICAcCIMxMmUflpUqfyiZKMymKt7k4yejZlpNXBW4WC8bAHg7vQAgzbXRYYSlziK1US5hiNlAAoggCIIgCIIoKIl5KJyfg9agBWNkAKBkS2AXUhykCnkzOoxZVcWzN9slr09iDhHUkOZdnGvGzEhCM5uco3KCBBBBEARBEARRUBL3tbE12gBEjX3GzJRkCexCi4NkxQnq9q+Duc4MQ4Uha9GVTFDFiqpEr9Jorg5HAoggCIIgCIIoKKn2tSnVEtjFEAepNju1NdgyXiOZZypVtTeVRgWdRTfEq+Rp94za6nAkgAiCIAiCIIiCk6oYQCka28UoHZ3rRrCpPFOpBFX9jHppTLHznup40TsUm0dUbpAAIgiCIAiCIIpCus1ES4l04kBJst0INpNnKp2gSmw71fGJ5cl9jE/RMZcCJIAIgiAIgiAIIoZcvTO5Xktuu5k8U9kKqsTjAaDry644gRWyhvIbYAlCAoggCIIgCIIgEshWTBQDOZ6pbL1ssccnywtSW9TKDqIEIAFEEARBEARBEEkotZC9QnumkgmskIo8QARBEARBEARBDBOF9EwlE1iUA0QQBEEQBEEQxLBSKM9UwB2AzqKDfYIdaq0aOrMO7oBb8esMNySACIIgCIIgCKLIJNvLZzhJVl7b1mgDuoa7Z8pDAoggCIIgCIIgikiqvXyGi3TltcsREkAEQRAEQRAEoTCpPDzJxEbIG4LAC7A2WIfFG5SuvHbQGyx6fwoNCSCCIAiCIAiCUJB0Hp5EseHc7ISpxoSQPwS2h03pDSpkyFyq8tqDHYPo+bZH0WuVAiSACIIgCIIgUlBqeRrE8CJnPaQLJzPYDXFiQ9x3h+1hEQ6Ewfv5uGNFCh0yl6z6G2NmwLEcBtsHFbtOqUACiCAIgiAIIgmllqdByKNQolXuekgXTiZWbxPFhtaghafdA7aHBWNkhhwrjiedoFKKxPLaITaEvq19CLgDil2jVCABRBAEQRAEkUCxjE5CWQolWrNZD6nCyXRmnXSMKDY8HR4wJgamKlPKYzMJqkz9zkYMJpbXVqlUZbneSQARBEEQBEEkkI/RSQwPhRSt2ayHZOFkljFD+yCKDbVGDW+nN+WxcgRVMvIVg+I4rP1W2eeMFEgAEQRBEARBJJCr0UkMH4UUrdmuh8RwsnTXz3SsXEEVS8AdgGubC67tLnB+LrqfD7IXg9Wt1WDByj5+pEACiCAIgiAIIoFcjM7RznAXjCikaM20HpKNPTGcLFP7+YikRLrWd6FvWx9c211QqVQIeoI5i0F9hT6r40cCJIAIgiAIgiCSkK3RWW5kI2hKoWBEoUVrqvVQrLHLFVQBdwAhT7SkdqA/WsBAZ9WBYznyYH4HCSCCIAiCIIgUZPMUv5zIxqgvpYIRsSIlEo5ArVUj4A4o1o/E9VBKYxcJsSEwZkbyhgmCAHOtGTpbVLSJwlacn9Eo7kkAEQRBEARBEBLpjHoAQzwgpVYwwmA3wNvtLYpXphTGnuipE0MBq6dUw9PuAWNk4NjHgfoZ9ZKwde9xI9AfgMFhgL3JPupKvJMAIgiCIAiCICRCbAjBwSBcO13Q6rWAKxpS1rW+C4hgiKgotYIRxfTKKD32bPOoUnnqkoUCAoC304veTb3o3dALPsRDo9OAYzkAo6vEOwkggiAIgiAIQmKwYxD9O/rBB3j4nVGPhmgk+13+pKKilApGFNMro+TY5YYdxoawpRJ6yfKVPO0eCIIAtpuN/tvLwtpghbfbi+op1aOqxDsJIIIgCIIgCAJA1LjmWA7hYBghbwg6iy7qBVIBjImBa7sLwFBRUUoFI4rtkVJi7Km8VlqDNi5PJ1Yk+Zw+cH4OAVe00EHiPUnMVxLnxVxnhs/pg7nGHBVadZaU8xNwBzDYNZjjzJQuJIAIgiAIgigLhrsMczkgek+0ei2sjVbwQR6Vkyphn2CHe6cbAKR9ZRKN5mIXjAi4A/B0eKCCCtYGa1z56UJ7pBLXWr5jT+a1Er00pmoTVCoVGDMDjuUkkaTRa8AHeenfTEIvdl4YEzMkByix/6LY6nf15zyuUqXgAojjOHz66adYv349+vr6oNVqUV9fj0MOOQTTpk3Lud0LLrgAPM9DpVLh6aefVrDHBEEQBEGMNEqhDHM5EOs9gQuwNdqgt+rBsZxklGsNUfNxOMPcnFucaF/dDl+fDwBgqjKhcU6jdM8tdRZE+MgQcZQLiWKnEGst0Wul0WsQ6A+A83EYbB+E0WGE1qiF1qCVRBIf5GGoNIAxMZJIynRPRG+VY7IjbRW4WI+Uc68zr7GVIgUVQM8++ywWLlyIgYGBpJ83NTXhqquuwsknn5x125999pkkgAiCIAiCGL2UYinikUoy74noeQCAcCAMxshAo9NA4AVFS0zLJeAOwLXNhd5NvRjYE7UxK5orYHQYYamzDKkAp9Kocu5jothJ9MIotdYS5z1ZeFvlpEqEA+G40L6KpgrYJ9izKmctx1uV6JEqNwoigMLhMG644QYsX74cgiAAQJxQEd/bs2cPfvvb3+LVV1/FnXfeifr6+kJ0hyAIgiCIMqYUShGXE4k5LSE2hL6tffC7/GCMDNieaBI9NADbwxbd2xZiQ+B8HIKeIDh/VJgFPUGE/CF4Ojzw9fgUESjJhHWiFybdWss2JDN23isnVsK9y40BfH9tvVUPS70FbDcLjVEDnVEHyxgL7M32rMaVbrxif+M8gV5Fmi8pCiKA7rnnHrz11lsAosJHEARJ9IiIgkgQBHzyySc49dRT8eCDD+KQQw4pRJcIgiAIgihTSq0MczmQ6CUQ51eqJNbDIhwIg/fzAIrrbdOZdRAiUY+MWqOGRqeB3qaHzqiDCqo4Mexp90Br0KJ3cy8qxlVklR8WK6w5P4fAzgCqWquGeGGSrbVcw+Ri5z0cCAMYWsqa7WahEpSNgErWX/F6QUtQ0WuVAooLoHXr1uGZZ56JEzgHHnggTjzxRDQ1NYFlWWzZsgVvvvkm2trapOPcbjcuueQS3H333TjhhBOU7hZBEARBEGVKqZVhLjdi51dr0MLT7gHbw4IxMsPibfN2e8GHeOisOpgFM/RWPWqm1sAx2QFLnQVsDwujwwjnZicEQUDnuk64drhgbbRm3PQzmRckHAxjsH0QOosObDcL61grKpoq4kIEQ2xImiulQjITPXEA0PVlV1wpcm+nN2fxmamcdv0B9bDUWcDt5rJuu9RRXAAtXrxY8vZoNBrceuutOOuss+KOOe6443D11Vfjn//8J+655x709/dDpVKB4zhcf/31GBgYwE9/+lOlu0YQBEEQRJlSjDLMo7nKnDi/ng5PNOm+ylRQb1uquRbFBQDobXrobXpYG6xoPrJZCgWzjLEg5A3BVGPCwN4BsN0sdBYdBtsH0276mcwLwpgZaPVa6Cw6hLwhhINhmKvNUt7NYEe0zb6tfdI5OotOsZDMWI+Q6H1Tol255bRtjTZY661ZtT0SUFQA+f1+/Pe//5W8OldeeeUQ8RPLaaedhnnz5uH666/Hp59+CpVKhUgkgttvvx0ejweXXXaZkt0jCIIgCKKMKWQZZqoy9/38qjVqeDu9BfO2pZvr2LA0xsgAACqaKqDWqqXzq1urIfACQv4Q2G4WhkoDBjsG0276mcprY641o3JSJfxuP6wVVmj1WgiCIBUdSFYQwT7BXpCQTKVCPRPHmqqcdiQcgafdg6CXQuDSsn79eoTD0XhFh8OBiy++OOM51dXVWLx4Me666y4sXbpUyhl68MEH4fF48Jvf/EbJLhIEQRAEQWQFVZmLp5DetkxzLVcEWBusYHtYVDRXoHdDb9ymnxzLITgQRMD8fQW7VIU0BAjQW/VwTHQMuV6qc9RadUFCMpUK9Uzsd7Jy2pyfg3uXG4IgwOmmMthp2bt3L4Bootxhhx0GnU6eIlWr1bjpppvQ0NCAu+++WxJBixcvhtfrxf/93/8p2U2CIAiCIBSk3EPDRkKVuWLfg0J52zLNtVwRkGrTTxVUUe+RmYmrYJdKWNkabFBr1Cmvl0qM2RptBRGJseJT3MdHLEUudw0kG2tsOe1IOBKtQPedCPVpfYr0vZRQVADF7vczduzYrM8///zzYbfb8fvf/x48z0MQBLz44otgWRb33HMP1Gp15kYIgiAIgigaoyE0LJ3XoRTEXzndAzkeHrkeqMRNP0NsCO6dbvhdfnR/1T3Eu5RKWBnshqTXyyTGCiUSDXbDkL2OOD8HxsjIWgOp+i3mUCXmGgXcAcXHMNwoKoAikUjSv7Ph1FNPhdVqxTXXXAOO4yAIAt566y0EAgE88MADYBhGqe4SBEEQBJEHoyU0LJXBmGiEDofwKLd7YLAbooUHjFpUTqqM7n2TwsOT7aafnnYPGDMD13YXgKHepXTCKtX1ilF8A4j38AHImMMDpF8D6fqdKEJH4jrKhKIulYqKCulvpzP3eMEFCxbg0UcfhdFolMLhVqxYgcsvvxzBYPklYhEEQRDESCRZuJIgCFJJ4HKiurUa9QfUo6qlSioPLBqh3V91Y2DvALydXulpecAdgKfdU/Cn56V+D7KdB+cWJziWg9agRTgQBmNmFBOVcZt7Akm9Swa7AbZGW1ZGfy7nZINzixNdX3ahb2sfur7sQtf6rrh7znaziEQi8HZHq+PJXQOp+i0K/oqmCtTtXwdrY/lVgVNUADU1NUl/b9iwIa+2Dj30UDz11FOw2WySCPr4449x4YUXwustwy1pCYIgCGKEIcegLCdiDcZ0wiPRYHVuKVwSeSnfg2znIdab1b+jH2F/GBzLKSYiE71LFU0VJb9fVOyciEI75AmBY7nvK9XVmaFWq2Gpi3oplVgDsYK/dlqtImMpJRQNgZs8eTKA6Oan27Ztg9vtht1uz7m9GTNmYOnSpbjooovQ19cHQRCwdu1anHfeedJeQwRBEARBDA+jeQPSVLkqqTaVLFRIWqneg1xC8wpdbCLRu2Spzy1kMdu8r3zyxFLNiUqjgs6ik+55shygxDLf2fZBDPvzdVERhLRUV1ejubkZe/bskXJ3zj777LzabG1txbPPPosLLrgAnZ2dAKLeJXGvIYIgCIIgho9i5UCUGqmEh1qrLnrFuFK8B7mIGaX2uUlGMkEmepeymS+x4ERwMIhwIAz7eDsaD2rMeHyueWLiXkMAwPk52Bqja61+Rj0AxN3zVCKnnIpkKIWiAggADjnkEOzZswcA8MILL+QtgACgubkZzz//PC644ALs3LmTxA9BEARBlBCF3IC0lEkmPALuQMGM+HSU2j3IRcwU0pslR5Bl8pKIIurb1d/C0+aBzqLDYPsgACQVQUoUqPB2e6XwSq0harYnVpoTiV0DAXcAng4PQp4QfE4f/C5/WRTJUArFBdCCBQvwwgsvAAC2bduGlStXYv78+Xm3W1dXh+eeew4XXXQReYAIgiAIgigJEoVHqYakFZtc56FQ3qxMgkyOlyTEhhAcDMLT5oHf5Yen3QMAcO92o2py1ZC+5hvSJwooANGCEEYGGp0GAi+k9Vw5tzjRvrodvj4fAu4A+CAPqKKipxT3sBoOFBdAhx12GGw2Gzye6KJ44IEHFBFAAGC327F06VJcccUV+OyzzxRpkyAIgiAIIleSeQ1KMSQtF/Ld4yjXecjXm5Ws3+kEmVxPjc6sQzgQhs6ii5bUNjIIeUPQGrRJBUW+IX2xAooxRjduFQQB0CBuE9fEsbu2udC7qRcDewbAh3hodBpY6ixxIXRiH0phH6vhQHEBpNVq8f7774PneaWbBgCYzWY88cQT+Oqrr6gQAkEQBEEQw0Y6r0GphaRlS7Z5I6kM6WLPQ7p+pxJkcj01BrsB9vF2Kewt5A3BNs4GvVWfVNTk6w2MFVDi5qRsD4twIAzeH7WzE0VaiA2B83EIeoLg/NHcIQ00UOvVMDgMMDqMUh9Gc26Q4gIIAEwmUyGaldDpdDjooIMKeg2CIAiCIIhUjOQNSOXmusgdW6kY0nL6nUyQZeOpEXN93Lvd0Bq0KTdqFalurYbWoIWv1wdTjQn2ZruUn6OCCtYGa8pzYwWU1qCFp90DtocFY2RSijSdWQfGxEBv0yPQHy0fzlgYaHVaaHXfm/3Z3GPXDleKGR+5FEQAEQRBEARBlCOieAgOBIte7U0J5Oa6pBtbrIACUDJCMNecm2w9NY0HNaJqcpWs0LHY+Q55Q+jd2Atfrw++vmhpaa1Bi5rpNaifUZ+0HdFr5enwgDExMFWZ0oo0g90Ax2QH/C4/zLVmcH4OocEQGDOD4EAQao062h9ekDVXAXcAbA+bcnwjFRJABEEQBEEQMog1ZjmWkwzRYlZ7y4dscl1iQ68AYGDvAConVg4RUFCjZIRgPjk32eYryQntS5xvjV4jCQq2m0XQE4Tepoe/34+QJwTHZEdSz5l4LVG8ZBJpsaKJ7WYR8obQv6MfwPf3R4Aga65EUVlukAAiCIIgCGLUkGvSdyrxYHQYR0y1t2xyXSxjLBjYO4CgJxj9byAIzsdJBrI4B7HzoJQQTHeP0n2Wb86N0vlKifPNdrOICBH4XD4EBgLROfVzUOvU0Jl00Fl0aT1n2Yg0cSyBhgC6vuwacn9sDTaoNWoA6edKFJXlxrAIoM7OTqxduxabN2+G2+3GwMAAvF4vDAYDzGYzGhoaMGnSJOy///5obm4eji4SBEEQBFFm5JOrkkw81O1fB3OdGYYKw4ioopWNh8RSZ4FGp0FoMAS2m0WgP4CgNwhrgxUqlUrKQzFUGsAHecWEYLp7JOf+lVIFvsT51ll1YHtZ6Ew6hJgQNDoNAEDDaMD5uWiYnIxwvWzGlE4UGuyGjHNlsBtgrjVnOfLSp2gCyO12Y9myZXjxxRfR2dkp+7zm5macdNJJ+NnPfgaHw1HAHhIEQRAEUa7kW7QglXiwNdhKXviIZOMhCbEhqNQqCIKACB9BxB+BNqAFH+JhtEfnLhwMo39HPyonVQIAVBpVylwWOaS7R4D8XKOSqsCnjnrHBEFAoD8AQ6UBarUaWkN0LiNcBMYq45Dy1EqSThTKmSvHpPKzvwsugHiex0MPPYSnn34awWAwLo4wnUtNPG737t145JFH8MQTT+Ciiy7CFVdcAa2WIvcIgiAIIhdG674f+W5KWS4bnMr1kCSrJmauMcNab4VtrA2CIKB/R78kgowOI3SW/Iz3dPcIKJ1cIzkkFj8IuAPQ6KMeH8M4A7RGLRgTA51JB8bMFHw9lZQoLAEKqiT27NmDa6+9Fhs3bpQEjSh6BEHImFQVe2wgEMDf/vY3rFixAo8++ijq6uqSnsNxHG688Ubce++9Co6EIAiCIEY+pVKueDjId1NKoLTCqzKRKVdGTpJ/bDUxADBVmdA4pxGWOgtc26OlkROT67MVJLH9THaPOJaDpy1aiIFjuZIrOpFsnhM9WcB3tqw7AMbIgA/yqJ5SjaqWKujMuhGxnsqNggmgLVu24IILLkB/f7/0QyuKnvr6esyYMQPTpk1DfX09rFYrTCYTfD4fBgcH0d3djQ0bNuDrr7+WwuXE8zdv3oyf/vSnePrppzFu3Li4a/p8Plx11VX45JNPSAARBEEQRAwjed8aJVDKg1MqT9JTCZyAO4Cu9V0IeaLelHAgDPt4u7R/TTbEVhNL3LPGsY8DIW8oL0GSTJDH3iNPmwc9G3qkXBk+xMM6xoq6/euG1QMnzn3flj74+nxx+wFVt1YP8WRxfg5agxaMkQGAuLkqlfU02iiIAOrr68Nll10Gl8sVF+Z24okn4qyzzsLBBx8su60vvvgCy5Ytw1tvvSW11dHRgSuvvBIvvvgiDIboonG5XLjkkkuwYcOGsqxWQRAEQRD5kG8IWDkwkjw4yRAN78GOQXAsN8ST59zihGubC33b+tC7qRecl0NFUwUG2wcBIGsRJF4vWZ5TvoIylSCvP6A+roRzwB3AwJ4BAEBFcwXszXZY6ixpNxDNltiNSRkzA7VWnVRYxs5978Ze9G7sRTgUhlanhW2cDWPnjIWlzjLEk2VrtAGICp9ihLsRmSmIALrtttvQ1dUleW0mTJiAP/3pTzjwwAOzbmv27NmYPXs2zj77bNx8883YuXMnAGDbtm247777cPPNN2Pv3r24+OKL0dbWpvRQCIIgCKIsUCIEbDhRKndppD5xF70lwcGglHuj1Wsl4aA1aOHt9MK13YWeDT1w73IDKiAwEM3fce92o2pyleyxF7riWjpBbmu0SUUYgp5oqWgACHqCgAbQV+hTXivbdeLc4kT76nb4+nzShp/VU6thb7LHCcvYufe7/RjYPQC2l0VwIAhLfVQIBqcFpf4nE4cjWXyXG4oLoDVr1uDdd9+VvDD77rsvnnjiCdjt9rzanTlzJp5//nlcdNFF2LBhAwRBwPPPP4+ZM2fiz3/+M5xOp3TNMWPG5DsMgiAIgigrRnIS/2jOXQLivSX9O/sRDoQR8oZgbbQCruj99PX6ohu0+jkIYQEQolXa9FY9Qt4QtAatbG9fNuGSuQrKTII8WREGvU0PnVGXUrRnu04C7gBc21zo3dQL1zYX/P1+aI1a+Jw+cAdGRZcoLGPn3tvlBc/zCA4EodFrEPQG4bA4EA6Epb6lEocj4fs2GlBcAP3jH/8AEE32cjgcePzxx/MWPyIVFRV47LHHcNJJJ6G/vx/hcBjXXXddXI7R+PHjsWTJEkWuRxAEQRDlxEgMARvtuUtAvLdEo9fA5/RBZ9EhHAxL5ZNNNSaEvFHvg6/XBz7EAwAYMwPbOBv0Vr1sb18xwiUzCfJURRgckx1J+5DLOgmxIXA+LrrRqzeIcDCMcDAMU7UJ3m4vqqdUS8Iydu4NdgP8bj+sDVbwHI+K5gpY6i2wj7dnXWKaGB4UFUAcx+G///2v5In5zW9+g8rKSiUvAYfDgd/85je48cYbJdEj/jtlyhQsXryY9gsiCIIgiBSMNKOMcpfivSWix0er16JyUqWUfG9vtiMcCAOIft63pQ/hYBiVE78/Ru58FStcMpMgT1eEIZFMJbSTXSPWy6S36BHhItAatdAwGljqLHHCMnHuq/RV4IM8NHoNTNWmnAtNEMODogJow4YNCAS+qxVvNuPEE09UsnmJE088EXfccQd8Pp8kfmbOnInHHnsMVqu1INckCIIgCKL4jPTcpWxIlb+SzFvCmBlYG6xxx8YKijEzo+kAuXj7sgmXzDc3K5MgFz8ThUwqUq2TVAUjxLZjvUzJcoAShWXs3EfCkaQFE4jSR1EBtGvXLgDRktWHHnoodLrC/DjpdDoceuiheO+996BSqXDQQQfh8ccflyrCEQRBEARRHozk3KVsyJS/ks5bkihCDHZD3sJETrhkMXKz5FxDHCtjZlDRVBEnVDiWSxsWl+hlYsxMtAADVLDUWWTPBTGyUFQAuVwu6e/6+nolmx5CbKGDOXPmkPghCIIgiDKlHAzQdIIkVf6K1qCN8zAk85YkEwgAFBEm6bwzxcjNknONxPHHesZCbAh9W/syhk/GjtO5xQlfTzTvh+1hpblTOnRUqaqGRG4oKoBCoe/dkzabTcmmhxAb6qbRaAp6LYIgCIIghpeRlrsUSyYvRrL8FUEQwPayMFWbwLEcdDYd6mfUD/H8JAqEkDeEkDcEb5cXnJ+T9qBRumhEMXKzMl0j2fgrmiriREViWBzHcggOBOEOu4eErxWr4MZor2pYCigqgIxGo/S30+lUsukhxLYfe12CIAiCIIhSQY5RnZi/otFrEOgPgPNx6FrXBUEQYK41I+QJwTHZIRnLyQSCz+VDoD8AnzOaJx30BAtSNKIYuVmZrpFJICWGT3raPNE56ovOUWIBg2KIulSiVeAFRTd3zad/o8EzpagAqqurk/4W84EKRWz7tbW1Bb0WQRAEQRBELsgxqhMNdZ/TB87PYbB9EEFPEH6XH0FPMGr8W3SSeEoqnNwBBD1Bae8cnVUX9SApXDQi29ysXAzrTNeQI8Jic3w4lsNA2wB6N/SC7WGlEtaD7YMIDkY3NOVYrqCiLnE9ODc7o5Xm/KG4kDslkTv3o8kzpagAamlpARDdA2jt2rVwuVwFKUntcrmwdu1a6XVra6vi1yAIgiAIgsgXuZ6S2DynyomVcO9yI+AKQBAEANFQLs4frWaWysPhc/qiSfyD0bLNoudIZyvM03y5uVn5GNbpriFXhBnsBqlIAtvNggtwGOwYhEavgXOzExzLwe/2o2FWgyQc6/avK0jBjdj14Gn3SLlG4UAYvD+6d5OSIXdy5z6dp7IcUVQATZo0CdXV1XA6nYhEIliyZAmuu+46JS8BAFiyZAl4PrpIqqqqMGnSJMWvQRAEQRAEkS/ZeEpi85zCgTAcXodkIAOQNj1N5uGIFU4qqOBp94AxMnDs40D9jMIVpsqUm6VEXk1sZTtPuydl6e90IkwUHuY6M9y73dBX6BEcCEJn1kkby3as6YClzgKtUQvGxEjFD5Qkdj1oDVp42j1ge1gwRkbxkLts5j7tPkplmGqvqAACgBNOOAFLly6FIAhYsmQJjjnmGMyYMUOx9tevX48lS5ZIm62edNJJirVNEARBEAShNLlUsRPP0dl0CHmi3ot0Ho5Y4QSUTslwpfJq0nkyxHY8HR4MdgwmzaWJFR4QgN6NvQiHwoiEIlDr1IhwkWi4odMP+0Q7BvYOFKzwRmxYHmNiYKoyFSTkTu7cB9wBBAYCKcP/fAGfIv0pJRQXQOeddx6ee+458DyPcDiMSy65BI8//rgiIujrr7/GJZdcAp7nIQgCGIbBeeedp0CvCYIgCIIgCkcuxrTBbsD4I8ZnlT+TSmwNV3K7EsUSMnkynFucaF/dDl9f1FA3VZnQOKdxSKiXODeOyQ5UT6mGr8+HSDgCtpuF3+2H3+kHH+Lh3ukGY2Tg7fSm9VTlM6fielBr1PB2egsiWOXMfaywFIXSkPC/LkW6U1IoLoAaGxtx0UUX4dFHH4VKpcLAwAB+/vOf44orrsBFF10ErTb7S/I8jyeffBKLFi2C3x+9OSqVChdffHHcfkAEQRAEQRDlRroQsHTHixQ7uT1RGIieF0OlAeFAGIyZycrITxueBcC1zYXeTb0Y2DMAAKhoroDRYRwiXmL7NWH+BOn1YMcg3LvdGGgbgHunGzqrDnyQj8u3SkSpOZXjHcxVaGUKv0wmLMV5K4WKdIVEcQEEAL/85S/xxRdfYM2aNVCpVAgEAnjwwQfx4osv4vTTT8fJJ5+MpqamjO20tbXhjTfewKuvvor29nZpkQmCgNmzZ+Oqq64qRPcJgiAIgiBKilwN7kzeE6U9Q6n6GfQEwfay0Bq04FgOzi3OtP2P7Vc6T0aIDYHzcQh6guD8HAAg6Aki5A/FiZdU/TLYDbA12mCuNQMAGCMDPsin9VQpkdeUOO+FKCABpBdYqYSlvkJf1uIHKJAA0mq1+Pvf/44LL7wQX3/9tSRa2tvb8fDDD+Phhx+G3W7HtGnTMGbMGFitVhiNRvj9fni9XnR1dWHDhg3o7+8HgLgKKIIgYMaMGVi0aBFtgEoQBEEQRNmTj8Gdznvi7fYq6hlKtceNuC9R2B/GYPtgxv4nM/rTeTIYEwO9TS9VcNPb9NAZdYiEI/C0exAJRzLOn73ZjnAgPOS6yURivnlNSlRmy9YTlOz4xIp0jJEpSMn0UqQgAggArFYrnn32Wdx999149tlnpaIFopjp7+/Hxx9/nPJ88Tjge+EjCALOOecc/Pa3v4VOV/43hyAIgiAIIh+DO5X3RI4oyLef4h43A+0DCPvC0X1u6ixp+5/K6K8/oD6pJ8NgN8Ax2QG/yy95cUxVJqg0Krh3uSEIgrSvUsAVSDt/ybwlScVYnSXnvKbE8Wn0GskzZm+2S8eE2BCCA8GCbsxqsBvAmBl42j0IDAQQ8kVDCs11ZjQe1Jh3+6VMwQQQAOh0Otxyyy046qij8MADD2Djxo0AIImhWMSFJRIrmARBwPTp0/HrX/8a8+bNK2SXCYIgCIIYYZT77vX5FBJIlQei1qohCAI87R7wQR4+ly9alrnDk/McptrjRs1Eq6wBAOfnkpbzFkkn9myNtqR9i62qpoIKjJmBe5dbEhkRPoLgYBB6qx5qjTrt/MV6S9J5YLLZBDbV+Nx7o3s9OSZH98wUK/iJgotjOem6hagS59ziRMcXHXDtcMG9y41IOIKq1irp83IWQQUVQCLz5s3DvHnz8MUXX+Dll1/G559/jvb29iHHxXp9gGhBhYMOOgg//vGPMXv27GJ0lSAIgiDKjnIWCKNh9/ps9hJKRjLPRsAdgKfNg6AnKBUPiIQiYEwM1Bp1TnOYao8bk8MU/bfGBOtYKyw1lpT9j4Qj8Dl90Og1GXNxEq8tlcP+Tnz5XX6wPSyCniAYCwMAqJxYiYqmClnzl06M5VLaHPheJPrdfrh3ucGHeAQGAuA5HoyRka4TK7iMDqPiVeIC7gBc21zo2dCDvi198HZ5oWbUCAfD0Jl1sDZaUTW5qux+L0SKIoBEZs+eLQmZnp4ebNq0CW63GwMDA2BZFmazGRUVFbDb7ZgyZQrq6uqK2T2CIAiCKDvKWSAolSMxEsjV4BZJlQcSDoQR8oUQCUfAb+ehr9ADyH0OU+1xUz2lGkaHEZUTK1NWGBPXKufjwAd5GBwG2WIlFlFkaPQaBD1B8CEe8ALmGjMYIwP7BLsUbhZL4oOCTJ63XEubM2YGKqigNWjh6/XBYDfA7/SDdbJgzEyc4Krbvw7mOjMMFQZFH2CIxSPCgTDCgTAECOD83+0D1O+H1qBVLNSuFCmqAIqltrYWtbW1w3V5giAIgih7yl0gKLXJ5khByY05Q2wItnE29G7shb5Cj4HdA1Br1ejd3AutQQudTYfxR4zPq5/J9rhJJb5j12qgPwCNXgMhIkBr1MJSZ8n6+pYxFrC9LOwT7VJpa7VGDVO1CWqtesg5qR4U5ON5S4W1wYqq1ir07+6Hpd6CCB+BzhIVVTqjbojgsjUkD/3LB51ZB8bEwFxjhtFhRISPQKPXwFBhgH28HXqrvqyLIQybACIIgiAIorCUu0BI9oSeYzkEB4IImANlMcZCIc5dRXMFfH0+6K16hLwhaLQasD0sQp4QAu785jAbr1XiWvW0eWCqMcG9142wP5xT+WetIWrmZiptne5BQb6et2TozDpYx1hRM7UGnjYPdBYdLPUW1E6vhd6mL9jGqLEkFo8Y2DuACBdBzfQa1EytKdh1SwUSQARBEARRpsSGArHdLMx1ZkWTqIebxNwYT5sHfpcfjJmJVhwro3A/pYmdu3AwDI1Og0B/QDL+GTOjiFCW67VKVUAhHAiD9/MAsvdcpittHUumBwVKet6A7+d+7JyxCE4LIhwIwz7eLhUdUFpwpSJZ8Qi1Vh2XJxZiQwh6gwXrw3BBAigP3G431q5di66uLni9XtTW1mLs2LGYOXNm0fcoikQi2L59OzZt2oT+/n74/X6YzWZUVVVh2rRpGD9+fNLqewRBEET5YrAbwPmj+RQ6W3R3e87PKbrb/HATa8SJVbO6v+ouu3C/QiDOnanWBGu9Fd4ub8YqbUqQbK2lKqDAGJm8PJdyPDj5VNnLhthxp+uXKLgC7gA87Z6CfidTibvYkECn21mQaw8nJIByYNeuXbjvvvvw/vvvg+O4IZ/X1NTgrLPOwmWXXVbw/YoGBwfxxBNP4JVXXkFvb2/K4xobG/GTn/wE5513HvR6fUH7RBAEQZQGAXcAjJGBRq+Bv9sPS50FjJEZEto00gsliJtTMmYGru0uACM/3K9YgjQxXyedp0QJ0q21VAUU8hUkmTw4YmECrVGLykmV0Fv1ceNX4l6kGneq9obzO5kYEujT+opy3WJCAihLXnvtNdx2223w+VIvht7eXjz88MNYuXIlFi5ciLFjxxakL+vWrcPVV1+N7u7ujMe2t7fjvvvuw6uvvopHHnkEkyZNKkifCIIgiNJBDO3hgzyMdiP4IA9BEOJEQbkUSijWU/xiMBzGbyFyXRKRs9bSFVAo1Hp0bnGCYzloDVqEA2FY6r+f73zvRcAdgKfDA/dO95Dy1qm+Y+nmCcCQcuZK37PEkMCAO6BIu6UECaAs+OCDD/C73/0OkUhEem/8+PGYM2cO7HY79u7di//+978IBKILZePGjbjsssvwwgsvwGLJroJJJjZv3oyLL74YXq9Xek+lUmHWrFmYPn06rFYrBgYG8M0332DdunXSMbt27cJ5552HF198EQ0NDYr2iSAIgigt5IiCcimUkO9eOaXCcApSpXNdEslmrRVDkAHJ55tjOcnoz+deiOKJ7WGlkD5LnSXjdyzVPHWt7wIikMQY5+cg8AJC/hB0Rh0ckx2KCGWdWQeOjUY4pQqZHemQAJJJT08PrrnmGkn8qFQq3HDDDTjvvPOgVn9fTtHlcuHqq6/GZ599BgDYvn07br31Vtx///2K9UUQBNxyyy1x4qelpQX33XcfWlpahhy/ceNGXHvttdi1axeAqIfqT3/6Ex555BHF+kQQBEGUHnJEQSE9J8XOKyqW0VxIykWQJkPOWktcM4Uec6r59nR4EPaFERwM5nQvYoWVpz264SwAWTlWqaobin3wu/zQ6DUY2DsAPsAjHApDb9PD7/IrIpS93V74XX4IggCtQQsOQ9M9RjokgGSyaNEisCwrvf7lL3+JCy64YMhxDocDTzzxBE477TTs2LEDALB8+XJcfPHFmDZtmiJ9Wb9+PdavXy+9rqiowOLFi1FTU5P0+GnTpuHpp5/GiSeeiMHBQQDAihUr0N3dTZvNEgRBlDmZREGhPCfDlcNQDKO5kJRTKF8imdbacKyZZPPtaYsW1BAEAf07+hEOhqHVazPei1jxFiusGCMDtpeF3qqHud6ccXPXZDlJUAMCL0g5bgN7BhDwREUWAAT6AzDXmjHYMZjT+hf7HglHpDb9/X6o1WpoxhS3sFcxIAEkA6fTiZdeekl63dTUhEsvvTTl8Xq9HrfccgvOP/98AFGPzaJFi7Bw4UJF+vPJJ5/EvT7zzDNTih+Ruro6nHHGGVi8eLHUp9WrV+OUU05RpE8EQRBE6ZJJFCjtOSmXvKLhoFxC+VKRaq0N15pJnG+xkqD4nyh+khVHiCVRvDFmRhJWzs1OaPVaaPQaqNVqMGYmrbBLlpNUNbkKXV92SUJNX6FHcDAItUaNCP99aoYAIes5iO27z+kD5+fQt7kPQU8QgiAA5ad/SADJYcWKFXHV3s4880wwDJP2nEMPPRQTJ07Ezp07AUTzh3w+H0wmU979SSx6cMABB8g678ADD5QEEBAN6yMIgiAIQFnPSTmHcckln/C/cgjlS4c4nhAbkl4P55qJne/gQBCMmUH3V1FbSxQ/1jFWOPZxyC5aUNFUAcbMwOgwwlRjim4uOxiK5u58l2OUrq3eTb3wdnthqbPAXGMGgCFCTaVWQW/TI+gJQm/Tw1Rlgq3BltXYE/uu0WsQcAfA+TnpXkS0kQytjDxIAMlg5cqVca+PO+44Wecde+yxWLRoEQAgGAxi1apVOOaYY/LuT2wRBgAwGOT9MBiNxrjXtC8QQRAEUQjKOYxLDkqEco30UL50JJsfS51lWNeMtPeOOQC2h43rh96qTyl+gNSC39pgjYbD+UMIB8Ky9jQKsSG497rRu6E32qYzurGvWOAgVhg7Jjvg2uYC5+PAmKLHZLtmEvvOB3lojVrobXrwIR4qlQos2AytjDxIAMlgzZo10t/V1dUYN26crPNmzpwZ9/rzzz9XRAAlltXu7OyUdV57e3vc6+bm5rz7QhAEQRCJlHsYVzrKNfwvk0dLrscr3fxkWjNKFtUQy1OroIK1wZp0Q1a5azed4NeZdWB7WPB+Xpawi4QjCLgC4EM82F4W5hozAq4AIuGI1L+4vubpKUzWd6PDiJA3JG2Ma7AagLezbrqkUVQAXXXVVQAAjUaDv/71r0o2PWx0d3dLhQMAYOrUqbLPTSx6IBZFyJd58+bh3nvvlV7/+9//xhlnnJHxvOXLl0t/m0wmzJkzR5H+EARBlArFrjpGpKZcwriyXVPlEv4XO25vtzetRysbj1e6+Um3ZpQskODc4kT76nb4+qJ7OpqqTGic0zhkQ1a59z2TaMpGUKm1ahgqDdDoNLA2WKFSqWCoNECtVSc9Pl9PYaq+A5Dm2+l25tx+qaKoAHrvvfegUqmg0aTOlvr5z38evbBWG5ePUqqIOTwi2eydU11dDYZhpPwhsQx1vkyZMgVHHXUU3n//fQDAqlWr8Pzzz+OnP/1pynOefvppfPrpp9LrCy64AFarVZH+EARBlALDuXO6kqQzuEeawBvpYVy5rKlyCP+LHbdYFABAUo9WNpt2ApnnJ9maUdKrFnAH4NrmQu+mXgzsGQAAVDRXwOgwJt2QVS7VrdXQGrTw9fpgqjHB3myP+0yuoNKZdbA328H5OLDdLMx1Ztib7TmvHzm/Gan6J76n9iYXXyMZxUPgBCF99QlxfxytdmRE3yUWHKivr5d9rkqlQl1dHb799tukbeXDH//4R/zsZz9DW1sbAOC2227D559/jrPOOgvTp0+H2WyG1+vFN998g+eeew7/+c9/pHOPPvpoXHHFFYr1hSAIYrgpl7CjdAZ3uQi8kUKua2qkh//FJuGz3Sw0eo1UjSxZDksyj46h0oCd7+2E1qCVqqGJ6zWX+VHSqxZiQ+B8HIKeIDh/9AF10BNEyB/Kqr1EYRH7/Qx5ozk/sd9PuYIqdn6qp1TntX6y+c1IVphC/M/X5cv62qWOoipEpVJlFEAjDZ8v/qZnW8XNbDZLf4fDYQSDQej1+rz7VVtbixdeeAG33XabJG7eeustvPXWWynPsVgsuPjii3HppZem9dKlo6OjAx0dHTmd29fXl9N5BEEQmSiHsKNMT9LLQeCNJPJZU7mE/5WKdy/EhuDe830SPh/iYaoywVIfXYeJHptEj044GEbPNz1RITAYNaZrpka36hDXa7pS2MnmIJXXKBKOwNPuyWrOdGYdGBMDvU2PQH8AAKC36aEz6mR7WZKVvOZYTrHvpxLho9kK+NH2gEVRAWSxWDA4OAie58GybJzxP1JJFEDZipfE41mWVUQAAUBVVRUWLlyIDz74ALfeeiu6urpSHtvU1IRbb70V8+bNy+uar7zyCh5++OG82iAIglCacgg7SmdwAxjxAm+kke+akvvEP+AOoGt9F0Ke0BBvSSHIJLQi4QgC/fFJ+Cq1CpZ6C8x15iEeiViPhaHSgP4d/fD2eBEcCCLQH4huLNruGbJeE+cnnQGezGvE+Tm4d7mzNtgNdgMckx3wu/ww10btVFOVSXYFtWTCQmvUQmvQKvr9zCd8NOAOwLXdheBgUFafysWDng2KCqD6+nqpYMDHH3+sSMWz4SYYDMa9zrT/TyI6XfwPZWJ7+dDd3Y0777wTb7/9dkbP2969e3HxxRdj5syZuOOOO7DPPvso1g+CIIjhZqSHHQGZDe5SFXil4rlQmkKsqWRhU65tLvRt6wPbEy01nOgtURI5T/nVWjUMjvgk/KopVaidUQtDhSHpfRY9Fq7tLgAA5+cQ8nwv3Bkjk3a9yjHAY70ikXAE7l3unA12sa1kVeAykexBReWkSoQD4by/n0p8l8R7HBwMon9Hv7SRa7o+lYMHPVsUFUAzZ87Etm3bAAB/+MMfwLIsDjvsMFRXV0OtHpkJVInemtgNUeUQCoXStpcrmzdvxvnnn4/+/n4A0f8xnnTSSTj99NMxZcoUWK1WDA4OYuPGjfjnP/+Jt956C4IgYN26dfjxj3+Mxx9/HAcddJAifSEIgigFRnrVMSUrSRWLcg+bUXJNpQqbcm13wbXdldZbEkuuRrLcp/w6sw4mhwmWRgtCAyFUNFfA3mSHrcGWMffJsY8DIW8ItkYbQoMh6Kw6mGvNcOzjSLteRQPc0+5BOBgG5+eSzoHoFfG0e/I22HP1sCR7UKG36qEz6+Dr86FyUiX0Vn3W389036VcS4yL4idTn8rBg54tigqgn/zkJ3jxxRcBAC6XCzfeeGPKY3mez6qkdCpUKhU2btyYdzupSMz5ydaDk3i8EmGBAwMDuOSSSyTxwzAMFi5ciKOPPjruOIfDgblz52Lu3Lk48cQT8atf/Qocx8Hv9+Oqq67Cm2++iZqamqyu/aMf/QiHHnpoTv3u6+vDr371q5zOJQiCkMNIrzqWzuBWWuDl+7R5tITNKLGm0oVNcX5O2pg8k7ckH8Ep9ym/t9sLv8sPxsCAMTDQmXWyjflEEc+xHHQ2Hepn1GesfOZp8yDoCSLoCUJv08PT5sGYmWPijhPXbCQcyWiwF8ozmSocjzEyUrEIS310Y1e5+UnpvkuZSpDHkniPRfFjHWNNu5FrOXjQs0VRATRt2jRcdtllePTRR+O+zMkYKcUSEgUQy2a3G27s8VqtVhEP0N///nf09PRIr3/9618PET+JzJ8/H1dffbW0f5Db7caiRYtw6623ZnXthoaGrEqBx5IuR4kgCIKIks7gVkrgKeG5GY1hM7mSLmwqk7ck1ujPR3DKecovGuIApKpvYnlouRTKE5u4Zjk/h4qmiqQGe6E9k5nC8ZybnGC7Wdk5Xam+S54OD3w9Ptn3PJV3Kp34STUmtVaNgDtQtt9lxWtRX3PNNRg/fjwWLVqEvXv3Kt180amrq4t7nU0pa0EQ4o5PbCsXBEHAv/71L+m1yWTCOeecI+vcc889F3/729+kwg5vvPEGfv/734/Y8ESCIAgie5Ty3IzGsJlcSWWYWuot4Fgupbck1pD3OX3g/BwCrkD0350BGCoNKZPaYwWI+JoxMylFAxBviDPGaM4zY2ayFrXZCvUQG4oa/O0eaPVaaPSaODGdbM1WNFXAPsEOtVY9pJJcMTyTqcLxPO2euIIIcq6f6rukgiqrhwz5enIMdkNSjxMqspubkUBBNuM57bTTcNppp2HLli3YtGkT+vv7JU+IWEFMrVbjF7/4RSEuryiTJk2Ke93e3i77XKfTGZczNHHixLz7s3fvXrhcLun1jBkzYDDIXNgGA/bbbz+sXr0aAODxeLBnzx5MmDAh734RBEEQIwOlPDfFDpsZycUWUs1VdWt1ynElGvIavQZ8kIff7Yff6YfOokP/jn5Y6i2wNdqk85J5ShgjE5d7ZG2wJp1HJUVtNvdLvK6t0Zb0uqnWrFqrjht7umML5ZlMnDNxrsV5l3P9VOvDUmcB28NmdT/y8cClEo8qqLKYkZFBQXcjbW1tRWtra9x7sQLoqquuKuTlFaG2tlYqKAAAmzZtkn1uYm6SEgIocS+d6ursXLqJOT/9/f0kgAiCIEYRShq5icYWgKz3ZZHDSCq2kMrwT2WYpvKWJBryfJCHRhfdw09n0UU32wyGwbGcFKqUSjSJ/4qek1T3RylRm+39ynTdbNZssT2TyfKeBr4dkMSnrdEm6/qp1kcu9yPXUNlUxSjEDWPLiYIKoHJh1qxZeP/99wFEBcjevXvR1NSU8by1a9fGvVai6lpiDlG2RRn8fn/c62w3diUIgiBGNkp7bkRjq1AiRU5IU6l4hzLNQTaGaTJDXmvUwuAwwLnZCWuFFVq9Nrrh6HfehUTRxHaz0Nl08Hf7YbQbZXkj8s3hyTUELd11s16z6mjomZxjlVg7sX0f7BiE3+WHz++D1hA1s7MpIpGqxHih13fAHUBgIADnFueQYhT2BntBrjmcFF0AiQn0Wu3I0V4LFiyQBBAAvP3227j00ksznvfOO+9If+v1ehx++OF596Wqqiru9Y4dO7I6P/F4h8ORd58IgiCIkUUhKsrJMXpzMTYzhTSVindI6dyTZEa/WDo7Eook9W4kiiZznRl8kIelzoKAOwDGGD0/kzcin2Ib+YSgpbuunDUbuxYAQKVRpa1Ap+TaEa/BsVFvSa5FJFK1XUhhH7t3kGevB/4+P9RMeeeHF12FrFy5stiXzJv58+fj9ttvl/J5XnrpJVxwwQVpN0X95JNPsGvXLun1kUceqYi3pb6+HrW1tVIVuJ07d2Lz5s2YMmVKxnO//vpr7N69W3rd2NiI2travPtEEARBjDzkGlVyRIscozdXYzNdSFPAHYBrW3QfHTHcCBieUtz5GP5yw+YAoGt9V0rvRqoSzb5eH8KBsNQ/b7e3YPNTyBC0dGs2mQDVWXTSZ4nzW4hiCUoVkSgmsfPQv7MfQkSAIAjQW/XQ2/TRNewPZW5ohFHe8k4hqqurceaZZ0qv9+7di8ceeyzl8cFgEHfccYf0WqVS4Yorrkh5/LfffivlS7W2tmL+/Plp+5NY8vq2224bsuFqsj793//9X9x7ma5DEARBjG6cW5zo+rILfVv70PVlF5xbnEmPizV6AQwxemONrO6vujGwdwDeTi8C7kDGPohGfUVTBer2r0NFU4Vk9Het70Lftj70bevDYPsgejf1SiFhxSbTHKQi0xwb7AbYGm3wdnvR9WUXBD7Gu3FA/RARWd1ajfoD6lHVUoX6A+ox7tBxUl/CgTAAyJ77XEh3vwpJMgEqCAK61nclnd9Ux+ezdnRmneQB4vycouIv4A7A0+5R/L7FzoNGr0HIG4KpygSNQfN9/pKx/Co7lmQcGsuyYFkWZrNZkY1DleCyyy7Dv/71L6ma3cKFC2EymXDeeefFlZF2uVy4+uqrsX37dum9E044AdOmTVOsL5deeileffVVySO1bt06XHTRRfjTn/6UNDdp586duOmmm/D1119L7+n1elx88cWK9YkgCIIoL7J5Qp4pRyPR2BRLBXs6PLIM42ThTwF3ACFPCGwPi0B/1CjUWXWyQrwKQS65VdmEDqbybqTqi3i+p90DxvydNyKhKhmAguSWFCtvJZZknidRjPhd/iHzWwhPlbiJrCAIWef/pKOQYZ5xwt0VXbviBqp6qx6WGgPCu75U5FqlREkIoA8++AArVqzAunXrsGvXLvA8L32m0WgwYcIEzJw5Ez/4wQ9wxBFHDEsf6+rqcP/99+OKK65AJBKBIAi46667sGzZMhxyyCGw2+3Ys2cP/vvf/yIQ+F6d77PPPrj99tsV7cvYsWNxyy23xG1i+tlnn+G4447DrFmzMG3aNFgsFgwODmLDhg1Yu3YtIpFIXBu333476uvrFe0XQRAEUT5kG9KVzuiNNbKcm51SpSnGxECtUSc15hLDlhLDn8R9bcR2BUGAudYMnS0/gzufpPhsDX+5c5xPeF0qQ3+wYxAcyxUsd6rQeSvJrpcoQKEGBF6Aa3t0+5DYebM12hQtBqLEJrLp2i3UvkZJc81MWlQM7IX+k1VgVq9CV8z2K+XCsAqgDz/8EHfccYe0YaqYtBZLOBzGtm3bsH37drz00ksYP348br75ZsydO7fY3cVRRx2FO++8E7fddptUTW337t1xeTWxTJ06FQ8//DAslvwWfzLOOussAMCf//xnSXDxPI/PPvsMn332WcrzTCYTbrnlFpx66qmK94kgCIIoH3J5Qp7K6BWNrJA3BFONCWwPC7aHhanKBG+nd4gxJ+eJt9i/6inVUTFlZODYxwF7sz3nUtzFLqggd47z8VakK6ZQ6M1Ci4UoWi11lqE5U192pZw3JT1Vhcr/Kca+RtWt1bDUmhH+ZjP0X6wC8+mHwHe55uXKsAmg+++/H48//jgASD80KpUqqQhSqVTScbt27cIll1yCSy65BNdee21R+wwAp556KmbMmIH77rsPH3zwQdxGpyI1NTU488wzcfnll0OnK5wb/qyzzsIhhxyCJUuW4PXXX5fC85JhsVjwwx/+EBdccAHGjRtXsD4RBEEQ5YHS5bKrW6sh8AJC/pD0hDyZMSf3iXeqhH/3LndOAkaJJ+1K73+T7XGpSDT0Q2wIfVv7irZZaCHJNOeZ5k0pT1Whij8UfF+jb78FVqyAYcUKoK1NmTZHAMMigBYtWiQVEYgVNw6HA9OmTUNNTQ1MJhN8Ph96e3uxadMmaQNQUSQ9/vjjMJlMuPzyy4ve/4kTJ+KRRx5Bf38/1q5di66uLrAsi+rqaowbNw4HHnggNBqN7PbGjh2LLVu25NSX5uZm3HbbbbjllluwZcsWbN26FW63Gz6fDyaTCXa7Ha2trWhpacmqTwRBEAShdC6HtcEKtocF7+eTVnQLsSEEB4IIDgbRs7EHKqikzRiTGeex/YuEI3DvcucsYPJ90q7E/jeRcARqrVra2DTVcbnci0RDv5ibhRYKOXNerHwkpR8YFLRdpxNYsSL637ZtefVvpFJ0AbR582YsXLgwTvjMnz8fF110EWbNmpXyvDVr1mDJkiV47733JBH00EMP4aijjpJVAroQVFZWYsGCBcNy7UQ0Gg2mTZumaLEFgiAIglAylyOVMeft9kpP8Z2bnehc1wnOyyHkC8FSa4Gt0YYxM8ek7Z+n3ZOXgMn3SXu++9/EzkEq71G290IUlaKwis2nKoSxriRKlV8HipePVCixlUu7Q+bP5wM+/BD4z3+AdeuAJBFXQ2huBhYsAPbbD/gu9aJcKLoAeuCBB6SEfK1WizvuuENWPsqsWbMwa9YsvP7667jpppvA8zwikQgefPBB/P3vfy9wrwmCIAiCUIKke9t82YWBvQPwtHvA9rAY7BhEaDAEtVaNkCmEkC9zaeJ8BUy+oiCf6xci0V0MDXPvcSPQH4DBYYC9yS4Jq+Go1CYXuaGEBQ8Py4FCiS057YqiRypwEQ5Dv/VrVGz9DObN64BgMPOF6uuB+fOjwmfCBEClArq6FBpF6VBUAeT1erFq1SrJ+/Pb3/4262T8U045BQMDA/jTn/4EAPjoo4+kktkEQRAEQZQ+iWWaxaf4fDAaGqfWqKHWqqFhNNCatDBWGTN6UlIl+4vlnuUYjzqLDvYJ9jhvSTZjylVApfJkeDo8OQkUUVD1bupF74Ze8CEeGp1GKgstCqtiV2oT+5ZuTEqWXx9NiKIx6AnAv/prWDd8gsqda6HjWKgNWvAWHTTaFNt/VlYCRx8dFT7TpkVFT5lTVAG0Zs0ahMNhqFQq1NfX4+c//3lO7ZxzzjlYvHgxOjs7wfM8vvjiCxx55JEK95YgCIIYLeRT+pjIj9in+OLmkREuAg2jgUangbnGDJ1RJ+upfqxXQ3wK3re1L2NBgvbP2+He7YbWoI3ufTImGnYnh9i1k6tXJZknw9PmAcdyUqnvbAo6iIKK7Waj//aysDZY4e32onpK9bAVO5Dj2VGy/PpoIeAOwLdxN1T/eRcVn3yAmv4uCHwEap0WvEYFDaLlwOOsfpMJOPLIqOiZORNIkScecAcw2DVYlHEUk6IKoK4YF1o+ZaxVKhXmzZuHF198cUi7BEEQBJENxS59XAqUkuBLfIrvafNgsHMQGl3UIDNVmeCY7JDdT/E4uWWe2z9vR9uqNni7vAh5Q7CNs2HsnLGyws9SrZ1cChTEzgHHctLmna7trqxD4kRBZa4zw+f0wVxjjvavzqJYiJgcT07ixrVyPDtKll8vewIB4IMPoHrlDdR8vhYhbxACL4DnI1Bp1NENWbXR75FKo4qKnIMPBo45BjjsMECvT9u8uL77Xf3FGE1RKaoAGhgYkP6uqanJq63q6u//5xTbLkEQBEHIpdCbDJYipSb4EkPPxGIHng4PVFDB2mDN+l7I9SIE3AG4d7vh7fLCucUp7d8SnBbM6CVReu3EejKCA0EwZgbdX3UDiIYJag1aeDo8stqOFVSMiRmSA5Tv2s60hpJ9rrPoZBcsKIewtoI9ZBAE4OuvgbffBt5/H/wgC1UwDIHnodGqwSMCjV4LlVoFxqiFSqMGpkyB5oyTo94eu112/8X17dzrVK7/JUJRBVBsno7H48mrrdjzTSZTXm0RBEEQo5NibDJYTJTMrygGyQxlMfQsn/7I9SKE2BC0Bi1C3hAYI4PAQACGSgN8fb6MXpJCrB3RkxEwB8D2sDA6jHBudkIQhOhmryYGao1almAVBZVjsmNIFbh8yLSGUn1un2CX7dkZ6WFtBXnI0NMDvPNOVPh0dAAAQj4OfIgHAES4aIExnSU6n0JNLVT/7xiojv1/MOzXkvXlEtd3uVFUAeRwOKS/165dm1dbsedXVVXl1RZBEAQxOinFKlK5Uoj8ikJSSDEm14ugM+ugt+phG2eDv98PQ0X083AgDG+3N20/Crl2xP6HvCGYakxge1iwPSxMVSZ4O72y50g8RkkhkWkNpfpcrVVn5dkZqWFtSq3rgDuAkGsQhq+/gO7DFcDateA5HgIvRMPZAPAhHnwgDD4ciRY4sFjAH30UmFNOgP7w2XkVM4hd3/Dm3EzJUlQBNHPmTADRvX82bdqE1atXY86cOVm3s3r1amzcuHFIuwRBEASRDeUUblOo/IpCoYQYS+fxSuVFSDzHMsaC2um1iPARDHZEc490Jl1GoVHotVPdWg2BFxDyhxAOhMEYmaRzlG4OCuGJyLSG0n1ua7SNaM+OHPJe14KA/rdWQVj+bxjWfgw+GEDou3w40dsTCx8W4G2ajoGph8B4ygJUTR8DvcwCHumIXd9Bi4zy2SOMogqg+vp6TJkyBVu2bIEgCLjhhhuwdOlSNDU1yW5j7969uOGGGwBEiyG0traivr6+UF0mCIIgypyRHm4DZLchZKkIvnzFmBzjPtGLkOocUWioVKqUQiMZSq6dZELG2mAF28OC9/NJ5yjdHBTKw5ZpDcn5fCR+x+SiM+ukcuOcn4PBboDP6UPlxMr0J7rdwDvvgP/XGzBs3gE+EAb3nWdH4KPhbREuInl7+Iax8M06An3jD4Q3pIfRYYRJp1f0YYa4vrndnGJtlgpF3wj1sssuwzXXXAOVSoWuri6cccYZuO6663DaaaeBYZiU53Ech1dffRX3339/XP7PZZddVoxuEwRBEGXMSDfKshETShnt+SZ55yPGcjHu052TSWhkGoecKmjpSFdNLtUcZZqDQoY7JtvM1tPukcZaDg8VcsXb7YXf5YcgCAh6ggh6ogUt3LvcCAfC8SI9EgHWrAHefBNYtQrgeQjBqJeHD0ekf1VqFQQVwKl1GJg+G+6ph6LimIOh0qphiQDmmHWj9Fwb7AZY662KtlkKFF0AHX/88XjllVfw0UcfQaVSYWBgAH/4wx9w3333Ye7cuZg2bRqqq6thMpng8/ngdDqxceNGfPTRR/B4PNKPg0qlwty5c3H88ccXewgEQRAEUVIY7AYwZgZaoxaVkyqlvWwKlV+hVGhVroZyLsZ9unNsjTZFPWPZzE8mIZNqjjLNQaHDHcU1lE68jXThk63IF+8lAPj7/QgNhqBhNBhsH4QK0XwcrUELjbsP+o//C93770aLG8Qg5vdotGrw4QjUjAbB1v3AzjoC/fXT4Bvko/dSrUb9jGgE1GgUmvlSdAEEAA899BDOO+88fP3111CpVBAEAQMDA1i+fDmWL1+e9BxBEABAOn7GjBl46KGHitltgiAIgihJnFuc4FgOWoMW4UAYlvrClbZWOrQqF0M5F+M+Eo7A5/RBo9eAD/JDzlHSM5bN/MgRc8nmKNMcFCPcsdSqCipJLiI/9l6q1dF9eMKhMMLBMPy9gzBtXgNu48fQ79kIHgJCOg10pvjoJ41WDY1OA766DsGDjkTgoHkwTRsPIwC+0wtrEm/PSJ/r4WBYBJDJZMKzzz6Le++9F//4xz+kxSUiih0A0vui8FGpVPj5z3+O6667DjrdyKvSQxAEMRoppY03y41kRijHcgi4AwWZ61KoJJetcS8as5yPAx/kYXAYUNFUEXeOUms02/nJ1VMjZw4KHYpWqLUw3L8XuQq72HvJ+TnobXroPb2o//K/qN79BdTsIFQqFUKCEK3aBoDXaaS/odMBRx0F3YknIjJuMgw+DraYORitYYWFYFgEEADodDrcdNNNOPfcc/HMM89g5cqV+Pbbb4ccJ4qhcePGYcGCBTj77LMxbty4YneXIAiCyJFS23iz3Ci2ICmVSnJyjPuAOwBPhwfunW74XX4E+gPQ6DVgjAzsE+ywN9sBKLtGs52ffDw1cuYgWw9bNuKjEGuhFH4vUn2nPB2ejHNtGWMB+DBqnRugXbscxr1boDFoEQnziGjViMTk9mgACLwATNkHOOkkYMECwBJdCwYAhkrjkPaHQ/i4driKfs1CM2wCSGTcuHG46aabcNNNN6Gvrw+7du3CwMAAWJaF2WxGRUUFJkyYQHv9EARBjEDKOUSmVCi2IMnVYC/EU/10BqFoSLM9LDztHrA9LCx1FvBBHqZqE9TfPXUvREhftvOTj6dGSaM4W/GhZJhdolgdzt+LZN8pT5sHHMuBMTOp56azE9X/exOVr70BweWO5vNUmyDwAoTvwlM5lgPP8VCZzfAfdjTUF5wJ7ax989qzp5AE3NFNecuNYRdAsVRVVZHQIQiCKCNKIVyq3BmO0taiwe7p8EAFFSx1lrTHyzWslRJJsaLG0+5B0BPdx4Tzc7A12uIEYiHWaC6CZriLBqQTgkDqRHslwuxSidXEe1Gs0LjE7xTHcpIoc213xQszKwN8+inw+uvA558DggANAOg13zf4nbUdGgzCYx+H/qmHwbfvwXDs2wDH7MmK91/JeRK/H+VGSQkggiAIorwolXApJSik8ZVv28NRdtjb7YWvxwdBEKIGaxpRI8ew9nZ7FQt9ihU1jJFBaDAEU40J1rFWWGoscQIxcY1q9Bp5+7ZkYLgFTbakEoJd67uACLLabykb5IrVYofGxX6nggPRUtbdX3UDiM6N3RaG8NTbwKoVgNOZvjGbDe4pc7BTPxU9HiMC7gAq2AjqjIziuXpKz5P4/Sg3SAARBEEQBaOUNt7Mh0IaX0q1XUyDO5uwMTmGtfiEXfw839CnRFFTPaUaRocRlRMrYW2wxrUZu0YFQUCgPwDOzyXft6WMEedMo9eA7WZhrjNLG3oWMiRNjlgFMCyhtOJ3KmCOhoEZKw1Qf7UWtTs+ha1tA3RmLSAWMEjG/vsDp5yCwH4Hof39vXCt6YR7jzO62a7Tj+BgUFFveCFCjg12A8y1ZkX6V0qQACIIgiAKykjfFLGQeUwjNUcqm7CxZF7ARMMaiIqPcCAcNQ7zDENLJbxTiZnq1mpoDVqwvSw4H4eAK4ABDAAo/XuhFAa7AZw/WiVPZ9OBD/Lw9/thG2uDa3s0Cb4QIaxyxKqn3TOsobQGdQiOte+i+q03oXFF9+3RxFZvi8ViAY49Fjj5ZKC5GQAQavdAa9Ai5A2BMTLg/BwqLBUIB8KKesMLFXLsmORQqoslAwkggiAIouCMtHCgWAqZxzScOVL5hN1lE9qYTIxAHa1+JRrWnD+6hxFjjO6JokSoZLbCW61Vw1RtwmD7IIDRl68WcAfAGBlo9Br4u/2w1FlgrIyK1UKGsMoRq3LWW0FCVLdtA/75T2DFCthCIfDhCAQjA5VGNVT8TJ0KnHIKcPTRgF4f95HOrIPeqodtnA0AUGGpgKXeAvt4u6JrK908ifMTCUeg1qpH5MMoJSEBRBAEQRBpKGQe03DlSOUbdpdtaGOiGAGAri+7pHHbGqOGodFhjKuyla+Blii80xnJ5ZSvlguiGOeDPIx2I/ggH70XGhV0Fp0iVd5yLaSQab0pGqIaDgMffBAVPhs2xH2k0arjLWeDATjmmKi3Z3LqYgZi/8fOGYvgtCDCgTDs4+1oPKgxtz5muA4QP09ifp17jxuB/gAMDgPsTfZRvSUBCSCCIAhiRFHsTRILmcc0HDlSSoXdZethSRQjycZdyFDJTEZyueSr5UoqAVg/ox5A6ipwcpAjUDJ5iVOtN8XCSHt7gTfeAN58E+jvT3/sxInAD38I/OAHgMkkq/nEyonWBqv8vmVBqocNvZt60buhF3yIh0ankcJQR0uIZyIkgAiCIIgRw3BtkljIPKZi50gpGXaXT2hjqnEXYvxyjeRyyFfLte+ZBKASVd7yzXNLtt7yWs+CAKxfH/X2fPghEImkPlarBY46Cjj1VGDatJz27ZFbOTFfYudJzJ9iu9nov70srA1WeLu9qJ5SPWpCPBMhAUQQBEGMCIa7YEAh85iKmSNVSqFexRp3NkZyKeSr5SJklHg4kK0AlNPPQue55bSeAwHg3XejwmfXrvQXqK6OentOPBGozL00+nD9fonzY64zw+f0wVxjjq6POsuoCvFMhAQQQRAEMSKgTVWVQU6oV7HDDAtNMUSfUnOWi5AptJcln34Weu6zCl3s6YmKnjffBLze9A0fcABw2mnA4YcDGk36Y2UwXL9fsfPDmJghOUDl8P3OBRJABEEQxIhguDwX5SYGgPRP+ocrzLCQFDq/R6k5y1XIFNu4zqafxcitSuu5EgTgm2+AV17JHOZmMERLWP/wh8CECUkPSfV7kOl3ItffLyV+f8T5cUx2UBW47yABRBAEQYwIhiNJvRzFgEiyJ/3uPW50r++Gz+mLVgMb5n2JlBSfcsO7sr1mOjEAZFc8IFchU+yHA9n2sxi5VUPWczgMrFwZFT5bt6Y/eezYqLfn2GMBc+pNP1P9HojvBwdTV3jL5fdLyd+fUgjtLCVIABEEQRAjhmImqQ93zlGxcW5xont9NwbaBuDe6YbOGjWehyvMUEnjL1bUiCW387lmbHupxEDX+i4gAtn9D7gDCAwEctp3x2A3gDEz0Bq1qJxUCb1VX9CHA7kIrlQGuOIeVrcbeP114LXXAJcr9XEqFXDIIcDppwOzZmUsapDq90Br0MLb6cW3q7+Fp80DnUUn7SWVKIKy+f3K9venHD3VhYQEEEEQBDGiyOdJZjZGwmjKORKNLZ/TB/dON/gQj9BgCJomzbAkSispPrMRNXKumdieuG9RrBgQSwz7XX5Z/Y9tU1xvdfvXyfZyOrc4wbHRzWTDgTAs9YX1VCrljVXUw7p9e9Tb8957Ue9PKoxG4Pjjo8KnUf4+PKl+D3y9PgQHg/C0eeB3+eFp9wAA3LvdqJpclXORjWx+f8rZU10oSAARBEEQo4JsjYRSqpZWaGI3wdTb9Ah6grBPtMNUbRqWRGmlxGc2QkrONZO1V9FUAcbMoKKpQhIDUAMCL8C13ZWx/8naNDqMsNRZYG2wyqrElng+x3IIuAMFLWyRrzdWEZErCMAnnwAvvQR8+WX6Y8eMiYa5nXBC2jC3VKT6PTDVmNC/qx86iw6edg8YI4OQNwStQZvXwxK5vz+jzVOtFCSACIIgiLInFyNhNG2MGWtsAdHxmqpNaDy4EfZm+7D2Jx/xmY2QknPNVO1ZG6xSOFzs5pNy+p+qTX2FXjFPQaE8BPl4Y/MSucEg8J//RIVPW1v6Yw84APjxjxGYOhMhfxg6ToNcepzq98DebAfbw0phbyFvKHr/rPq8HpbIDWscTZ5qJRl2AeT1evH6669j9erV2Lx5M9xuNwYHo4to48aNQ47v7+9Hd3c3AIBhGEyaNKmo/SUIgiBGHrkaCSN9Y0y5pDPuSqk/2c5/NkJKzjXTtZcoBuT2P1+xl+n8YnsI5Hqachq32w3861/gX3oFQv8AVBoVNFo1AIAPRyDwQvQ9gw445phomNs++0QF4PqevAVgqt8DMdfHvdsNrUGrSA6W3LDG0eSpVpJhE0CCIGDRokVYvHgxWJaV3hNRpUhG6+3txamnngqVSgW1Wo13330XDQ0NRekzQRAEMTLJx0gYjupJw5HQnE7slVp/5JKtkBKv6enwQAUVtAYtPO2eOIGTrr3YeUrV/8S5VETsqQGjw5j0/GJ6CLLxNGW1H5WrC4b/vAG88w5CAz7wIV46RqOL7tHDh3hErBXwHX4M1Kf9EFUH7yO1oaQATPV70HhQI6omVynyPZEb1ij2Z7R4qpVkWARQIBDA5ZdfjtWrV8eJHiAqfBLfi6WlpQXz5s3Dhx9+iEgkgtdeew1XXHFFobtMEARBjGBGkpGgRLhSroIlmXFXqGpscvqlhPhMFDVieepUeLu98PX44N7jHrJpZHVrdUphk2qe0hVQEI+x1FkQ4SNQQSUr7ydZewCg0qhQP6NettdKSUSjvXdTL7zdXmme01Ut01l0sE+wJ92Xpv2zbxH4YDXsn/0HzPb1COk00Og04EM8+EAYfDgCjVYNgY+Aqx+Hvv0XoLd+PxhqrKjwaWH+TiwUUwAq9bCkFMuMlxvDIoCuu+46fPrpp5KXx2g04tBDD0VzczOeeuqpjOefdtpp+PDDDwEA77//PgkggiAIIiMjwUhQ4mm10oJF7I+Y4O3wOgpejU3peySKGkEQwPawGSvB9W7qRe+GXvAhHhqdRqrqJo471rsiXSPDfUt1b4OeIDiWk+ZFpVHlvP+QzpJbaJ8ShNgQ3Hvd6N3QGzXenX4wZgaOyQ5ZolpnjhYR0OnV8L7wFrT/eB6VHbsh8BEE9VrobXrgu+fjfDi6malnTAv8x5wC/6Rp8HZEo4kSxcJIDBFTssw4kZyiC6Dly5djxYoVkvg56aSTcPPNN6OyshIAsHTpUvA8n64JHH300WAYBhzHYcOGDWBZFuYcKnoQBEEQo4tSNxLyfVqtdLiP2B/nZieCniAEQYAgCNDZdBh/xHjZ7eRaYlqJZP1cKsGx3Wz0314W1gYrvN1eVE+plu5DYj+hRsb7luzeGioNYHtZhP3hrO9XNmtFKfGfTpxGwhEEXAHwIR5sLwtzjRkBVwCR78RKbBuJ92Ng7wBMFjVsX38I1XtvgunqhjrEg/NxUKmACC9Aa9BCw6gBjQbsgfPQPXke1C37RIUfAKMjklQsjCTvr0gp9Dn2XpcjRRdAixYtkv4+4YQTcO+992bdhtFoREtLCzZs2ACe57F9+3bsv//+SnaTIAiCIIpOvk+rlQ730Zl1kndCbJPtYRHyhJLmI+TTr0Jt/JhLJThznRk+pw/mGnPU+KyzSPchVdlqAGnvW7J7Gw6EoTVopQpi2dyvbNdKvuI/kzhVa9UwVBqg0WlgbbBCpVLBUGmA+rsiBSKJ94Pd0YHarR/B8fX/oAn6EAEg8BFEOB6ICNFQN4MKgbAW3DGnInLyDxEK6GCP6QcQ9cClEgsjwfubyHD2OfFe+xhf0a5dLIoqgNrb27Ft2zYAgMFgwM0335xzW6IAAoDdu3eTACIIghgllPOO5/k++VU63MdgN0Bn08Fca0bQE5SiNxgzk5WoyqfEdL4bP+ZaCY4xMUNygAx2AzztnqT9VGlU0Fl0sI2zRUPm1KnbFu8tY2bAsVzOxTmK5SWQI051Zh3szXZwPg5sNwtznRn2ZvuQsYj3w6pmYX7/Ldg3fQwVx0GICIBGFa3kplZDrVGDV0cQNDvQNu5QRI75f2j+QSvqp9TDDAz5DcgkFkrd+5uM4SrAknivQ9ZQ5hNHGEUVQF999RWAaKGDOXPmwOFw5NyWGDIHAG63O9+uEQRBECOA0bDjeT5PfgthFNfPqEfIE4JKpQLn52BrtGUtqvItMR1Ltp6i2GsbKg0IB8JgzEzGSnCOyQ5EwpEhCfqp+lk/ox4A0LW+C0B0I9SuL7vi1miye+vc4kw7L+kolpdAjjiNnefqKdUpx2JwdaDmX4+j7n//A4QIBEZABN+Xstbqo1XdQs1T0DVhLnZyDTBWmWGvroAgCAixIdgabUmroY00gVOKJLvXaos6w1kjj6IKIKfTKf29zz775NWWyWSS/vb7/Xm1RRAEQZQ+o2nH83yMOaWNYoPdAMdkB3QWXZzwzLZdOWW2GTODiqaKtGIg0UDztHui5ao7PGmrjQkRQQo541gOzi3OtCWaU40vnZgLuANAJGo0ura7kq7RxLarW6uhNWjh6/XBVGPKeu+lXNdKNp5UueI05T0WBOCrr4Dnnwc++wxmALxZK+3bw4f4aMEJAMFpMyGc9RMw+8+A9rN2jHX6wAf5EVG8oBxIdq9DKvIA5UUgEJD+1uv1ebXl9Xqlv2PFEEEQBFGe0I7n8lH6abgcUSXHoJZTZpsxM7A2WFO2E2ugOTc7IQhCtEKdiYFao44TNWLbwcEg+nf0IxwMQ6vX5i2eU81HLms0dvwhbwjhQLjgXs1sPamJoi9ZiF/ssXHC56OPgOeeAzZvjjtOo1VLVqhGz4A77EgEjv8hDFNbpPPDgfCQfpbKd71cQ3GTCXx3wD28nSoARRVASoat7d69W/rbbrfn1RZBEARR+ozEcrYjkVSGXTpRlWtoYjKvXkVTRUYRZRljQcgbgqnGBLaHBdvDwlRlgrfTK4ma2Lb7d/YjHAgj5A3B2mgFXMhbPCebj2zX6HB4NXO9pij60oX4SYTDwMqVwLPPAnv3pu6MXg+cdBJw5plgamvBpLhmqQmNQobiloKwip33wY5BcP3csPSjkBRVANXW1kp/b9y4Med2QqEQvvjiC+n1hAkT8uoXQRAEUfqUQmnYcicXwy4fIz5Xr151azUEXkDIH/WYMEZmyLmxbWv0GvicPugsOoSD4ZzymOSQ7RothFczkwGd9zXThfiFQsC//w0sWwZ0daVuo6ICOP104NRTAZst7eVKLbenkKK1lHIcxbFwLCdVKSwniiqAZs2aBa1Wi3A4jPXr16OjowMNDQ1Zt/PSSy9JIXAWiwX77ruv0l0lCIIgSpBSfSJcDuRq2OVjUEfCEficPmj0mqzzPKwNVrA9LHg/n9TbEuuNET0+Wr0WlZMqobfq8xLPAXcAng4PVFDB2mDNqeRywB1AYCCQcxW4ZMgxoPPxpKa8184BGP7zOvDii0BfX+oG6uuBM88ETjgh6v0pAkp7VAoVipvL96/Q3iJxrAF3IPPBI4yiCiCLxYLZs2fj008/RSQSwV/+8hc88MADWbWxY8cO3H///VIpzgULFkh/EwRBEOVPqT0RjqUUwldyJVfDLleDWjTWfU4fvN3R0LWKpgrZwiSTtyVV2el0+UVycG5xon11O3x90b1RTFUmNM5pjBMamdZorFAR57tu/7q8vJpyDeh8PKmJ99psjMDyn1dh/vK/QIBNfeLEicDPfgYcdRSg0WQ9tlwphEelUKG42X7/iuEtEsc60n7L5FD0jVCvuuoqfPrppwCAt99+G2PGjMH1118PtTpzib2PPvoIv/3tb+Hz+SAIAtRqNS655JJCd5kgCIIgMpKvQTLc4ilXwy4Xg1o01r9d/S08bR6otWqooEJVa1VWc5bJ26K0xzDgDsC1zYXeTb0Y2DMAAKhoroDRYZQdApVqI1VLnWWINykbsjGgc50Xg90AxsxAx7Oo2/YubGveh1bgoDElZu98x7RpwDnnAIccAhT5YXWhQtUKFYqbzfevWLlj4lit/VbF2iwVii6AZs+ejVNOOQWvv/46VCoVlixZglWrVuHss8/GrFmz4o7leR5tbW34/PPP8cYbb+Dzzz+HIAgAonsJnXfeeZg0aVKxh0AQBEGMIuQIk3wNklKI/c+m0lci2RrUITaE4GAQnjYP/C4/OD+HakM1/H1+BNyBrIy4TN4WJT2GITYEzsch6AmC80cTw4OeIEL+EDwdniHjT7Z2UgkVfYU+r35mK2BzmZe+jzfB8Pwy2FetAEIhaAxa6KxJQtkOPDAqfA44oOjCR0SpULVk97AQobjZCKtiVsSsbq0GizTevRFK0QUQANxxxx1ob2/HmjVroFKpsHXrVvzhD38YctyMGTMQiUSk1+L/GARBwGGHHYbf/OY3xew2QRAEUaakEjlyhUk+Bkkp7W+UVaWvBLIxqHVmHcKBMHQWXbSEtZFByBuC1qAt6bLmOrMOjImB3qZHoD+aF6G36RHoC8C90w3GzEjrBEDStVOoEKqCFgnp7AT3xFMw/est8L4gwuEINFo1IrwA/ru/AQCHHQacfXbU8zPMKDHP6b7/hQjFlSuscqk2mI9Y01cUJ1+rmAyLANLpdFiyZAluv/12vPzyywAgCRuVSiXl9PA8L50jvicIAn70ox/htttukxU2RxAEQRDpSGXkZCNMcjG2RKMkOBDM62luQULnMmzmmS8GuwH28XapulTIG4p6Qaz6uDkrRlhgNtcw2KObwvpdfphrzQAArUELxsTEzZe3y4twIAzOz4EP8tDoNWB7WWgNWtib7YoLFXEMljpLzp6JpPPQ3h4tZf3OO1D5OSDCgw9HH0zz4Qg0AISIAMyfHxU+EyfmPYbh8Kik6s9wPJiQI6zSjS1xHkvBu1yKDIsAAqIi6I477sDJJ5+Mxx57DKtWrQIAKcQtEUEQMHPmTFx11VU4/PDDi9lVgiAIokxJZ+Rk49XJ1tiKNUo4lpOuna14GuwYBMdyiho3hQ6vEfteNbkKAODe7YbWoB1Sma0Yhlsu16hurYbWoEX/zv6oN8iqh7fbi+6vuqNtbnZCzaghQECgL4BwKAytTgv7RDsASBudKhVCpcQ8JbZhU3ng+Pgt4L33gO8icVSa6INojVYNPhyBWsfAf/CRUP3qYmin75Nz/5UaQzKSzbNcoVXqGy8nG1uyTYU5lisJ73KpMWwCSGTOnDmYM2cO+vr68Pnnn2PTpk3o7++Hx+OB0WiE3W7HPvvsg8MOOwxjxowZ7u4SBEEQBaTYhQDSGTnZenWyKX+cTHQZHcasxFNwMIj+Hf0IB8PQ6rWKGTepxh0JR+Bp9+RdQS3R0J10zKSkuTOFfPoulrF273TD7/JndQ1xDAAQ9oehUquk+fK0eyAIQjQvyBsCH+IR9ASht+mjIXJGJm6zViWKMuQ7T7Ft8Nt3YszGFTDuXAvezEhiR+AFqDQqaHQaQMsgeMh8sPNPgmnaeBhihEou31+xsIRruwucn4Ot0Zb1GNJdP3aesxFaSoYqFuJ3LbHNZGtBa9RCa9BKv2+edg+0Bi08HR4SQMPdAZGqqiocd9xxOO6444a7KwRBEMQwMByhGumMHLlenURDRE4BgETRVbd/Hcx1ZhgqDLLFU//OfoQDYYS8IVgbrdJeN/k+oU42bs7Pwb3LnfbeZDLy0hnrotGbbo6UevourjO2h4Wn3QO2h4WlziLrGsnGUNFUAcbMoKKpApFIBOFAGOFgGOYaMwY7BmGuNyPsD0Nn1YEP8hAEIatxpJvXxHnKxcANsSFoOtvgWPYMbNvWAhAAiy660WyIAx/6Lh2B0YE//hRozz8HjM4CWzgCtVYtFa1o/7x9iDdPzve3a30X+rb1wbXdBZVKhaAnmNO9zvT7ka1YVCqnSunftYA7gK71XQh5QnE5ZzqLbsh3pnJSJcKBMIwOI5ybnRAEIZpzZ2Kg1qhHdShcyQgggiAIYvQynPH26YycTF6dXIybVKLL1mDLSjxp9Br4nD7oLDqEg2HYGm2KJNMnjjsSjsC9y5323siZh2xETaEKBcSuM0+7B0FPEAAkz0Oma6Qag7XBisGOaD6TRq+BNqSFIAio3a8WwcEg9FY91Bp11uPINK+x85STgbtzJ0yPLQbzzgrwgTB4CNBo1RD4CMLBMCIcjzC0cE6ZC/bok2CdOg71lQ6Eur1x/WJ7WQy2D8Lb5ZXyucbOGZvx+xtwBxDyhMD2sFJRCZ1VB47lsrrXcn4/chHV+YYqKv275tzihGubC33b+sD2RCuz1UytAQDYJ9iHfGf0Vj0s9Raw3SxMNSawPSzYHhamKlOcJ3I0QgKIIAiCGHaGM94+k5GTyquTq3GTz5PlWINX9Pho9VpUTqockkOTL+K4xbCuVPdG7jxkI2oKVdEsdp0xRgahwRBMNSZYx1phqbFkvEa68ECO5aBWq8F5o+WxzbVmVE2ugkqjAmNk4kSM3OIWmeZVnKeQN5SdgbtzJ/DUU8CHH0ILIKKLbk6qAcAHwohwEfAaPXqmHIG2xkNgaK4HgoBFEODp8MDX45P6pdFrwHaz8Lv9GNgzAMYY3RMoOC2Y8fs72DGIkD+EcDDqpRAEAeZaM3S27MSGnN+PfPa5ynXdKfm7Jq4H1/ZouGCgPyCFXdrG2aDWqpN+Z6pbq9G7sTc6z4EwGCNTcvlMwwEJIIIgCGLYGe54+1yMnHyMm3w2okw0chgzA2uDNef8gkzzleneyJ2HbEVNIfZaSRxL9ZRqGB1GVE6slLUJaaoxqLVqaQ7MtWbJo2SfaEfttNqc1qTcea1urY6Gq8kxcPfsiQqf99+PnxcTA16nAR8Mg9ea0T/jKLSNPQS+UNRMjPWQqaCK6xfbzULFqBBwB8AYGXB+DhWWimiZ8+/WSLLxO7c40b+zH4PfDkKr1yIshKMV8uotMFebs9oPSs7vR6FEdT79ymZdiOuB83NxlZEZIyO1aWu0Jf3OWBusYHtY8H5eUY/qSIYEEEEQBDHslGq8fTryFW2ZRFcq46jYFcQy3Zts5iHbvitVKCD2eqmeksslVWWx2DmwNdpgrjXD1mDLeRzZzGtGA7etDXj6aWDlSiBFtV1NhRWhBSfC2TIXXdtYqAGoetghHjJLnQVsDyv1y1xnBh/kYR9vh9/pR4WlApZ6C+zj7SnLMFvqLPB2euF3+eHr9QEAKpoqoDVowYd4eLujOVpy702q+wogrnBHIUR1Lv1KNS/pxiquB1ujDaHBEHRWHcy1Zjj2ccR9H5OtteEQf6WOogLoxhtvVLI5WahUKvz5z38u+nUJgiAIZSm1ePtMFNKoyGQcFbuCWLp7k0uxiMSiB4Ui1TzmawQnzn8h1kI2baY8lu0DFi0F3n03pfCB1Qr8+MfA6adDFdYCX3bB6Iik9ZAlK5LBGBkEB4MIB8Kwj7ej8aDGlGtM4IUhHjOD3QBEHRvo/qo76+9v4n31dnvR9WXXkHuf63cn10puqQRztr9VifeYYznobDrUz6jPaX5Gs/gBFBZA//znPyW3XDEQFzUJIIIgiPKgVOLt5VIIo6JYQi7b+UqXC6Wz6GCfYIdaq1asWES+ZJpHpddEIdZCNm3GHet1wfD6EuDtt6V9fADEl7SusAJnngn86EeAObqpqwFDxU2yeyV3f51Ua0yAMMRjJpZs7t/RH3dsNt9f8b4WovhAPus3cb3l+luV7xorxLofqRQkBC7VZqbpkCOccmmXIAiCGB0UqnJYMrItfZ1LrH+hhZwS85XMMEz07ii1V02hcmiUpBAGZrI2U82HIeSB4YV/AMuXAzwfd07IFy1pLegN8M07ATjrDFQfOH7I9eQa2cm8YInHpqt4qNaoAcTnsnEsp8j3txDFB5R8IJHPd49EjDIoKoAaGhqyOr63txfhcBjA9+JGrVbDYrHAaDTC7/fD6/UiIu5C/J1IYhgG1dWjt3Y5QRAEMZRixbln+zQ411h/0TgSy11XTqxUdBz5zpdcwzBbYzTRuE81f/kWbxipJJ2PahXw7LPAG28A39lVsfDhCMLQom/mArSNOxTqSjscHSFoq9xJvXZKGdnp1pjBbhgitJxbnEmPTaSY974QQnq4c3KKveF0KaKoAFq5cqWs48LhMO6//34sWbIEgiCgpqYGP/rRjzB//ny0trZCr9dLx4ZCIWzZsgUrVqzAq6++ip6eHoTDYRx//PG49tprodFolBwCQRAEUQIoGW+vdL+yeRqcb6y/IAgI9AekjUjDgbCioWP5zJdcwzAbQZdo3ItegcT5C3qC4Fgur+INsYwUgzBxPZkNYVhf/wD8V+9DExkqfAAAej1Cxx2H3mlHY/snTgT7ghCcffB2e+Ha4ULdjDrFwhKTzWOm/LHY13LWoxKFO7JBrpjKdg0NV06OuJcQ5+PAmBg4Jjsy3nfXDldR+lZMhqUK3HXXXYf//Oc/AIAzzjgDN954I0wmU9JjdTod9ttvP+y333649NJLcdddd+HFF1/E4sWL0dbWhoceeqiYXScIgiAKjNLx9kqS7dPgfGL9tQYt2F4WnI9DwBXAAAYAyAu9ycYYy3W+5AobuYIumVgU80Ji589QaQDbyyLsD3+/D00vC61BC3uzPe7aShnUpYK4noJd/aj+cgWqvlwJgz4CwcgA+oQHwgwD/PCHwE9/CpXahOBHe6W1yId4BPoD4AM8OB8nhS3mE9aVbh6zWWPpjlWqcEc2yBFTua6hYoezBdwBtK9uR++mXgQ9Qehtevhd/rT3PeAOSJuulhNFF0DPPvss3nnnHahUKpxxxhm4/fbbZZ9rMplw++23Q6VS4YUXXsC7776Lf/zjHzjnnHMK2GOCIAhCCeQY5e49bnSv74bP6QMf5AteyS3bvmYbWpNPKI5aq4ap2oTB9kEAqcWT3JAxpcnGUyVH0CUTi5WTKhEOhOPmz+/yI+QNwdPmQTgURiQUgX2iHQCk68rN0co3v6PYniOdVoD5/bfgeOMVYNADjVYNQAuVJiaPWqsFTj4ZOPtsoKoKQLS4gc4WLZsses/CoXD0v2A477CukVa4I1vSialiV5/MB0+HB74+Hwb2DIDzcwj0B2CuNcPT4UnZV3HOy42iC6Ann3wSAGC1WnHTTTfl1Mbvfvc7/Pvf/4bH48HixYtJABEEQZQ4coxy5xYnutd3Y6BtAO6dbuisUZGgdOJ6JqM105PsbEJr8gnFkSOe5IaMFcoYy8ZTlUnQJRuv3qqHpd4CjuVgG2eDp82D/l398PX6wHaz8Pf7YayKjpExMvB2etOGxyXe+3zyO4rqOQqHgeXLYVi6FOq2LvACD1ii60Cj00SFkEYDHH88cO65QG3tkCbqZ9Qj5AlBpVLB5/IhwkXzq7V6bd75USOpcEeupBJTw1FsI1dUSF5wLNX7wPdzXm4UVQCtXbsWHR0dUKlUOOKII2Aw5LYwjEYjjjjiCLz55pvo7OzE2rVrceCBByrcW4IgCCJXYg1NANITUk+7B4yRgcPriDOQxaeoPqcP7p1u8CEeocEQNE0aRQ2cdEZrwB2Ap8MD9043/C5/SgGRbWhNrqE4mcST3JCxQhtjcj1VmYzXVOMVPTqeDg/YbhZ8kMfAngH43X5odBpwLAe1Tg0+yCM4GIwLj4u9f95u75B7rzVo4XP6oNFrJI9jpvUmd50oQiQCrFgBLFkCdHZG59HEgNdpvi9nzWiAH/wAOP98IE0xKoPdAMdkB3QWHQRBgKfNA0CZJPxshUmunjMlCnco7bEbScU2rA1WmKpMqGiukELgTFUmWBus0jHJvKfmWvMw9rowFFUA7d27V/p77NixebUVe/7evXtJABEEMWoo9YTtRJEBdTREyrnZiaAnCEGIboKos+kw/ojxAL5/isoHeehtegQ9Qdgn2mGqNilWHSldqIpoHLM9LDztnugu9HWWlMZ8prCqxPuTayhOOvEkN2Ss0MaYXANQjvGaaryit0alVklrSKWOPpU2N5iht+lhdBgRDoShNWiHiDFPhwe+Hl/cvR/YOwCjwwif0wdvtxeWOgsqmirSrjdxbctdJzkjCMCqVcCTTwL/n703j3ObvPPH37Il+fZ4PDOZYSYXCSEJlLMcZXuX9tsC292enFsolHKVtlt6F3qxXaCl0INzOUoppVtK7+6Plu1CoYXtEo5CKCEhJ0kmmdPjsS1bp/X7Q5HiQ7IlW5blyfN+vfLKzNh69OjRIz3v9/O5duyo+zhIBzQG94Y3ABdcABx8sK1mK8e3f0W/NqagqoqctgInwqRdy1mrGwqdsth1O6ObE4RTYYydOIZIOgKxJIKNsEivSht9tRqj9Mp0l3vuPjwVQFNTU8bPPM+31Vbl8dPT0221RUBAQNAr8HvAtpnIiKQjEAvVZJ2b4iDmRPBZvs79CdCIRHQwirETxuoC21uFlatKJTnOjecg5AQAgFTSgsOdCIhO3B8r8WSWhEDmZUQHoqAClGdkzA4B1EVhfDjelLw2ul4mykCRFMi8jCAdBBNlEElEMPraUYQSIctaMhSoqnufG8+BDtOGKA/QAVCgMLB6wPJ+Vc7tdudJQzz3HHDnncDGjdbfee1rgQsvBNascdx8OBWus4ZRQartOWJHmLgVL+N0Q6HTcTrdyujWCqz62miMFiI8FUCJxH4T20svvdRWW5XHx2ILzzRHQEBAUIteCLa1EhmSIBkB2EZNtxhj7JhbkWi3xA9gbamoJMdMhIGYFxEdiiKxOIH4UNy2gPD6/lglIaACWixQYjThGRlrRADdEoXhVBh0lAbN0gj3h1GWy4gviiMxlgAbZ5E6OIXUspRpLZn4cBzcFGfceybCQCyKWuwSJ0EqSRgMD6I0WzJEeS0q53Y788QSmzcDd9wBPPOM9XcOO0wTPscc0/JpOjlPmwmTbsXLeHFerzO6tQOzvjYaIyzAijOeCiDdbU1VVTz77LN4+eWXsXbtWsftvPzyy3j22WeN35csWeJaHwkICAj8il4ItrUSGWPHjYEJMaAoynLHvNO7qFYiq5YcD64ZRCQdQf+KfkeuQW7cn1ZqiZglIehb2ufKGLabTpvP8shsziCzJWPcd6A1sj2zaQal2RLiB8VRzBQR6Y+AiTOgAhS4GQ4URUHmZcSH4ygr5TrXLibGgI7Q6F/ZD4qikNmSQXQgipmZGU3QFETQYdryftXO7VbnSR327tVc3R55pOrPilzeH+dz6CHARz4CnHQS+HkB4niubvfe7n3q5nukW/EyvRSn0y00GqMiX+x291yHpwLoxBNPRDweB8dxKJfL+PSnP40f/vCHWGSSrcQK09PTuOKKK1Aua9lL4vE4TjzxxE51mYCAgMA36IVFvJElR+ZlIwDbyjWr07uoViLLKvjeCdq9P80SNFgRXLtJCJzCDcvNxPoJzG6eRWZLBhSlxe+00rfKJBmFvQWE4iEtNa+quVPKvAylpBhxPUyMqXLtmtk0A4mTQIdpyLyM1PIUYsMx7HpyFwBALIhILkkilAgZ98ssGNzpPGkoTLJZ4L77gN/+VsvyVgGxKEERFSiDwyi864OgT/t/GFwzZHpPADi6T93OpNaNeJleitPpFhqO0USXO9cBeCqAWJbFWWedhTvvvBMURWHbtm14//vfj8997nM47bTTEAgELI8tl8t46KGHcP311xuxRBRF4ayzzgLL+mfxJyAgIOgUemURtxIZfvGTNxNZbvStnftjJ0GDFcHtBKF1w02Kz/IQcyK4KQ78nBa3yyZYSJzkuG+61YLPau2oqor4aBwUKCiiAibCGHE9umVD7zMdpuuuReIkjBw9AgDI7siCDtNayu1998tK/DmZJ5YCslgEHnwQeOABoFSqO06Ry5DCCUz9wymYXHwsIkMJ9E1woPel+a68DrEgAkDDbHR2hJzujgqg489lt94DrZ7X70ln3IRf3tFewPM6QJdffjkeffRRbN26FRRFYXp6Gp/73Odw7bXX4o1vfCPWrFmDdDqNaDSKYrGITCaDjRs34oknnkAmk9mfVQjAypUrcfnll3t9CQQEBARdg75A5fbkQIHybYCqlSXHz37ybvStVQJhJ0GDFcHthDB2w01K5ETDEhNJR6CqKmKLYmCTzslnWS4jtytnZIBj4yyYMIP+g/uhiIoRl6OqKqSSBCbCGH0uThctr2Xs+DEMrBqoul/NxJ+deWLahiIj+fQjYH/xU836gxo3NzoARKMQ3vVeTB36Bky+nK3qr9l10GEaKmV9n+wIufyePCROwuwrs54lVunWe8Dpef2edKYR2kk17td3tJvwXACFQiH88Ic/xIc//GFDBKmqikwmg9/+9rf47W9/a3qcXoVW//7KlSvxwx/+kFh/CAgIDjgUJgsoTmlkiJviOrIoH0i7nm6jFQJhJ0EDYC1E3N65tWNVajZH9DYG1wzur/90SBojR47Y6kMl+ZQ4Cfm9eeMzOkwjOZZE/8p+o0iqxElV46T3OToUhVgQG9Yfquy/W+LPaENVwTz1Fwxu/G8ESlkgpEWU625uAIBgEMo//iPiV1yMQJkF9fxEXX/NroOJMgBgem12hBwATwvn9hJ6IemMFXpZuHkFzwUQAAwNDeFnP/sZvv3tb+OnP/0pAFRVmdXFTuXfdeEDAGeddRY+85nPkOxvBAQEBxy8WJTJ4uk97CZoaOTe5ubObTOrkp054qZLoFSSIPMyynIZ0aEo6BCN5JKkkelOF2K6u6BZ/JndfrjhUqi3kc7tQN/vf4pYdhzBMA0qrrWhyGUoogJZUDC38njk3/kBxF5zMOgy2zCOjpvijEQOussegLprDqfCyI3nmgq5Xkis0i30wtiYbUL0snDzEl0RQICWuvqrX/0qzj33XDzwwAP4n//5H+zevbvue7roWbx4Md7+9rfjjDPOwME2C34REBAQLDR0elEmi2f34CRBQzdTWzuZI04tUzqhE+YFY55zUxy4aQ4BJgAqQCFAB5BekTZESaXwC6fCbcefueFSGJ7bi0U/+Q6op5/e9wcaQTaoubkBUBUVwmHHYPvBJ6MQWwRlRgGdF4zn2Ky/tYkc4iP7RafZtdkRcr2QWKVb8PvYWG1C9IJw8wO6JoB0HHzwwfjCF76AL3zhC8hkMti6dSvm5+dRLBYRjUbR19eHlStXIp1eeFVoCQgICJyi04uyHxfPA8kdr1MJGuzAbJzN+uN0jti1TNW6vOnFXfXaUcK8gNiiGGKLYoikI5aixI34s5bHfHYWuOce4KGHEFVVKHG2OsYHAA4/HMqZ5yErD4F7ajfyu3Jg4yzmts4hPhI3UoVX9tdMdEqcZNQsMrs2O0KuU4lV/PTMthML49ekM402Ifwu3PyCrgugSqTTaSJ0CAgICBqg04uy3xZPu+54fiJcnUCnA5OduD16mXWOiTJIrUghuy2LvoE+hJIhJMeSSK1INXXLbHdOOBrzUknL6vbTnwKCYPw5SAf2M62lS4GPfhR4/esRoigwT4+DDtFg4yzEgghZkKtETSVEToSQF5DZlgEdooEMbG1M2BFybgtsP7nQttsXv2ZFa5Q0JdwXBhNj0Le0z3fCzU/wlQAiICAgIGiOTi7KnRZYTkipXVcrPxGuXoRTt0evss4NHzUMOkKD2cWAiTBQBAWRdASxRTEkR5MN2/NiTmhpvksI/++fwD54P5DJmH+xvx+44ALglFOAYND4c2I0gf6V/ShlS0j0JUCHaKiqaipq8nvymNs6B4VXUJopGeNelsvI1RRFrYWZkDNLjd2rLrRW7xS3+tLpzYdWhLrZJkRuVw4SJxmZF5kYY8TIEfFTDyKACAgICHoQnVyUOyWwnJJSO65WlSTHyDRWSB/wMUt2SRWf5ZHZkoGQFxy5PXqVdW5ozRAi/ZG6edPsmjqeKGTjNMRHn0Dit/dDmRyHyAbB7svIZiAUAs48EzjjDCASMb3mUCKE9Ip0Q0san+UhcRJkQYZYEMHGWdAhGtwMBwCORV4nxaHXLrSNrsWP7ry1aPVe1G5C6C6jpUwJmS0ZRNIR9C3tI+KnAYgAIiAgICCog9sCqxVSasfVSic5MxtnjBoxqqqCTbJY/qblrvW/26gUNAAaCg+7pEr/npAXMLd1DrIggw7RdamUrc7lVdY5q8QGVug08RWe/TuY676L8N9f0LK57YvtUfQkBxQFnHoqcP75wMAAgOp6RgE6YFyHHUuafj10iEZiLAFFUBAbjgEqHIu8Zs9hu26DXrrQNrsWv7nz1qK2/8FQENw0BzpMI7Us1fT4yk0IYV4AE2Mw+cIkgPbm/EJ3J9ZBBBABAQEBQcfRCim1QxDZGAtukoOQE1CYKCDIBsFNcRBzomksRbfQDqmoFDS5XTkA1eNRKW7sCs3a7+nipzK9sp5S2kpIuU2UGlmVnIitjhHf6WngrrsQ/N3vwZYkiHIZZUmBwstgAxRURQVefyJw8cVARbZa/f5lX82Cn+MRToeRWpoyxrOZuKu8HmSA5FgSAToAOkwjP67VRrJLeBs9h/r9FvICZF5GankKY8ePmbZjde+9TBzQ7J3i5yQGQHX/uSntHZZakQIAyLxs2xIUToXBx3jTdPl2XCQrcSC5E3sugNauXetqexRFYcOGDa62SUBAQEDgLlolpc0IYmGygMJEAeVyGYqsIMhqMRZMjPGNq0s7pCL7ahaT6ydRnCmCz/IQclqAfW48Z2QLqxQ3doVm7fd08ZM4KIH0IVoyoonnJyyFVKeIkhtWJdeJL88D//mfWpIDQQAV1OoTKoIMqSSDClAoIA3pny/Ays+fXn3oPqE5/fI0pl+ahiJqc1TiJAD1RUntXg8TYyBxkuPnyeo5LMtlFPYWsPup3cjty0qni6taEdTs3nuVOMDOO8WvSQyA/f3XMx0qooLstiyYCIPC3oIjl02zOSKVJGS3Z20/o402TxYiPBdA+o2oLHZKQEBAQOAcveSq0A4ptSKI+oIdDAVRlspgo6yR/cgLV5fa8Xe7KOHMphlMrp/E/K55ZLdloUIF9i2dwVDQVNzYFZpm3wslQkgfkkY41biIJgDf1YqqHXtXiK+qAn/8I3DHHVp6630I0gFAVaGWVfB0HC+nX4/cYSdiaWgpBl7NVrkv6UKTm+S0/6c5JEYTKEwWMLhm0LZIt6oLJBZEBCNBsBHW1vNk9RwG6ACEvIDcrhxKmRJy45qlMbsji4FVA47nc6cTBzS6llZcNbvxLtX7z01zRqZDNsFCERTLZBiNUDlHynIZ2e1ZR89oo80TBE0P6Wl0xQWuFfFDUVTbbRAQEBAsFPSiq4Lbu7H6gq0ICmJDMQghAbGDYqAC2g55J4lM7fhLJQlMhHGtKKFONIszRWS3ZaGIGili4yzoMN0wVscuKWz0vUZCym/B5VbPQlskfP164NZbgU2bTD+m4jFMr3oHnp0/GGBCCMoqBE7A9EvTCPeF68YxNhxDcaaI2FBM6+Nw3LFIt7oeSqVMvm0Ns+eQz/KQeRlsnDWSiYgFEXSYrrqvfrv38eE4ykoZFCgkRhMt9aHRu7TTwmhw9SDosEbFKzMdtrqBo8+RRhsYrcRcFvli6xfpU3gugC6//HJH3+c4DlNTU3juueewd+9eAADLsjjnnHMQi8U60UUCAgICX6MbqWbdgps7w1WxEQACbABlqYxQXwgSJ2Fm00xHRKFZ8LIiKMb/bhQlrBR3oWTIiA8IBAOI9EeqRItZrM7I0SNNiVuzmJtGAskvweWuPwt79wL/8R/A44+bf05RwLvfDeHk9yH76F4kN0yDm9asO3Ob55AYTmDi+YkqEaaPIxNl6mKAWn0W9OvWM39F0hFbblOVhF53oQS0+51anjLc3sSCiOSSJEKJUNV9LctlFGeKVXO9lVgTN1ArXKgg1VLAv9X8aRYD5xZSy1KQedlRpsNmaOW90/CZn2i5K76F7wVQJR555BF84xvfwMTEBJ588kncfvvtGB0ddbF3BAQEBP6H33ZhK+G5K0kAiKQjCPeHga2ALMjgJjiUxTKAzojC2vHnJjmwSRalyRIiqUjV/UiOJVty/auMDwiyQaQOTqFvSR/GThhDuC9clRHOKlankuBaoZEg1QVSbk8OFCgjFqARUfLy/reawtsUxSJw333Az38OyHLdx4pchnz4UcCllyF01Br0ARgY19wB6R005l+dh8iJmHh+AsXZIhafuNiYe/o4plel67LAmV2TnfFr5R3QzGqsx/pMvTQFqEBsKFY1V/XjpaIERVAQTofRt7TPcayJG3BL+DYqKFqcKnq2yeS2dbxVl2M/x0y5jZ7KAnfyySfjmGOOwZlnnonNmzfj4osvxs9//nOEQqFud42AgIDAM7iR5aoTRNVLt7zKcwGALMroX9mPua1zADorCmvHPzYcgyIoiA/HTV1YrFyOGo1/OBWGVNKIJptkEQgEwMZZI75EP6YVVxcnKEwWUJwqavErU5xxT61iUry+/41SeNtCuQw89BBw991ANmv6Fb5vETL/70wIa44CNRdAfJ9lcdUpq5AcS0J+SDaEt34fhMOEqntgx/LpZPycvgPsCoZQMoTYYAxSUbI8np/jEQwFwUQYIzOd19ZotzaBrMaRAuX5JpPbcVOtihkv4rf8gJ4SQACQTqdx3XXX4eyzz8aWLVtw44034otf/GK3u0VAQEDgGdrNctUJoupkR7Zd8WV2Lv18XrhlVY5/uD8MmZcBCogNxqrGFECVW5B+reNPjyO7Iws6TBspp2vHn8/yYCKMluxgsoT4cBxMhKlL7d3JWifN7mnlNXnplmknhbetcz73HHDLLcC2beafJxIQP3g2JkaPw/w4h9L6qbrrigxEMHT4EHK7tbgZqSShL96nxdM43JBwMn5O3wFOigqbudXVHq8ICqKDUSM2zWtrtFvzPpwKg4kxoCPV8yc+HDdNK+2XGkJ2caCImVbQcwIIAI499lgcdthh2LBhA375y1/iiiuuIFYgAgKCAwqt7u51iqja3ZF1Q3xZnYsKUmDjrCc1PwZXD0LICUbhwlAiBCbGIDGaABtjUZgsYOL5ibrrHH96HLue3IXCRMGIs6h0l6q9RkVQEElFLDNDtSuGG8HJLnuz71qJXicFXq3OVZvCu+m1792rJTh44gnTjxWVgviO00Cdey7EQAjqK7OW18XGWIQSISSXaO6GffE+xEfiSC1PueKK1UhIOHkHOCkqbNYHq+OjQ1EUJgoAAKkkITmW9EQouDXvZzbNQOIk0GEaMi8jPrL/feTHGkJuWu57KYtoJ9CTAggAjjnmGGzYsAGFQgFPPfUU3vSmN3W7SwQEBARtw8mi1MruXqfih+wQLLfEl9W5Ro4cMa6x04s6n+UhcRLkkoz8eB6RdAR9S/uM6zW7TjpMI7sji8JEATObZsBEGAD17lKNrtGMWHbKb99uH/gsD35eG49gKIjCZKEqy5mV6HVS4LVZvypTeFuiVALuvx/42c8ASTL9SnH10Zg9+XTIgyOgtnJgYmLDMdCJ+OITF0M4rHkB0VbG2o54tPOusFNU2KoPVsfLvIxSpgRVVY1sZmZCoRNku915b/Y+kjjJsLL6LR7GTct9L2YRdRs9K4BSqZTx8549e7rSh2w2i+eeew4TExMoFApYtGgRFi9ejGOOOQbBYPeSps/OzuKFF17Arl27wHEcWJZFOp3G0qVLsXbtWpI9j4DAp/BiUeqUy5QdguWW+Gp2LidttUrMGtbMAEw/K04XQYdpFGeLUEQFQk5AbDhm6i7ldIe7E64udvpQOWenXpoCn+URHYpCERRIJU1kWIlB/e+58VzTAq9O+1UFVQX+53+07G4V9XyqsGIFhHMvxJR6kNbXFyYNUavXlrI6lxtE2eqarDKRtfKusEpq0awP+vXUXiegJeAAAJmXjZig2nY7+V5rZ97beR/5xYXMTct9L2cRdRM9K4ByuZzpz15g+/btuOGGG/DYY49BMtlFGhoawhlnnIGLL74YLOudv+gjjzyCe+65B88884xlnaRAIIDDDz8cH/rQh/DP//zPnvWNgICgMbxalDrpMtWMCLopvtwgne0Qs2bXYuUuNL1hGvy8ZjEJskFwkxxAmYs2P+xAN+pD5ZzVRYzMyyhOFdG3rA9MhEF+T95SDOp/VwTFEEBWBV6d9KsKmzYBN90EvPSS+ed9fcCFFwKnngphb8HU3U13a2yWtMKqD3ZFtpXAaCQenb4rrJJaWPWhtr3K66xMwKFbM5kYYxpX5Eey3cn4ObfhpuXez1lEvUTPCqC//vWvxs+V1qBO4ze/+Q2+9rWvoVi0Lgo1PT2Nm2++GY8++ihuuukmLF68uKN9mpubwxe+8AU89thjTb9bLpfx4osv4rHHHiMCiIDAR/ByUeoksW5EBN0WX+3szrZLzPRrEQsigpEg2AhbdS2m17kvfXWQDoIKUFBEBQEmACZcn9zAjWtsB7Wk3awPlXO2UsSE+kJGzJIK1VIMigVRczsqSQgltTheJ5ncGo7N3Bxw553AH/6gWYBqEQwC730vcN55QFy7V81cwLwQ2fp5GqX4rhSPlX+3W1y32Zy3e62V46UXT5U4yXZcUbfJdic3g9yGm2Ktl4RfJ9GTAui+++7Dli1bjN8PPfRQT877+OOP4wtf+ALK5bLxt+XLl+PEE09EKpXCzp078ac//Qk8zwMANmzYgIsvvhgPPPAA4vG4VbNtYXJyEueddx62b99e9fdDDz0URx55JAYHB6EoCqampvD3v/8dW7du7Ug/CAgI2oPdGBo360T4zaLgJdwkZpRK1f3N7Dpz4zlEB6KgozSYKINAUEttLZZEXxBCHXZJe+WctRIxydEkAsEAgGqSqRd/1P9uFgPU0njIMvDLXwL33qvV9jHD8ccDH/sYsGxZ1Z/dJsStiuxmKb4rxaMTAuu2GNHHa37nPOgwbbRdmCwY7fmdbPvlfdQMbs7Nys0bOqy9i/wq/DqJnhJA27Ztw7333osHH3wQFKXlaB8cHMRRRx3V8XNPTU3hU5/6lCF+KIrC5z//eZx33nkIBALG9zKZDD75yU9i3bp1AIAtW7bgK1/5Cm688UbX+yQIAi666KIq8XPcccfhK1/5ClavXm16zK5du/Cb3/wGWYt6BwQEBN1BswXOT0GrvZ49qDJov1Vi1ihlsFX8ABtjwUQZxIZikIsa+Q8lQ2AjrG8IoRPSXjtnG4mYslIGBQqJ0YRpTMlBxxwEwHkCi6q5uOkFLa31rl3mXx4d1YTPSScBVL1ore1TZT9amfOtCA47Kb5rxaPT4rpuipH4cNxorzLmqzJVut+tLH6J8wEaz7NmYq2VOapS5uESBwI8F0Dnnnuuo++rqgqe57Fnzx5kMhnjb4AmQj7xiU+AsniRuYnbbrsNHMcZv3/84x/H+eefX/e9dDqNu+66C+9973sNa8tDDz2ECy+8EIcddpirfbr11luxceNG4/d/+qd/wre+9a2G47FkyRJcfvnlrvaDgIDAHTQiX37xo29XiNmpgdNJVPZfJ6bDRw07JmatpH0Op8JIr0qjlCkhtkhLRhMdiCK9ykbqZo/glLTXihh+nkdxuojoUBSpZam6+UIFqYaiwsk46G0HpieQ/PV9CGx5AWyUqf9iJAJ86EPABz4AMCaf16CWELc651sRHHZTfLdiueiEGBE5EUxsX/xPhDF9Dtg4i9TBKQToQM9umngBO/PMSqw5maN2Nm8OBHgugNatW9eSYKkUPTrOOeccfPCDH3Stb1aYmZnBgw8+aPy+dOlSXHTRRZbfD4VC+PKXv4wPf/jDALS+33bbbbjppptc69OWLVtw9913G78ffvjhuPbaaz0RgwQEBJ2D2QLnFz/6doWY3Ro4nYJVAdX4cLzKMmEHjchtIzJSm4nL6XndRq0IacUVU/9Xed1iQQQ3xUHiJNP5YpXdzEm/C6/OIvCznyL5l4dAB8pQwjQUNoggvd8rA//v/wEXXQQMDLQ8Pq3O+VYEBxtjIXGaJUWvq1Ob4lsf/7JcRqDyWm3AbZcvp8+BnuGPoBrtzDOnx/plPek2uuYCZ5WlzM5xY2Nj+Nd//Ve8+93vdrlX5njkkUeqsr2dfvrpYJrsIp100klYsWIFtu2rMP3444+jWCwiGo260qd77rmnqk9XXnklaLqnPBoJCAj2oZnrgl/86NtZOPksb7sGjtf9D/WFHJ/fitwC5mmfG7nGdRpW88tKqLXiimlGwugIDTpM1413bk8Oxali6xZNVYXy6GMYvPkWKLu0MhhKGQgCUBVVYzZr1gCf+ASwdm1bY9cuWXQqOAqThYZ1dfTxz76aBT/HI5wOI7U05UhAVs6/WjHlVBS18xwQ7Ec788zpsX5ZT7oNzxnz8ccf7+j7FEUhGo0imUzikEMOwTHHHOO4jXbx6KOPVv3+rne9y9Zx73znO3HbbbcB0OJ1nnzySbzjHe9ouz8cx+Ghhx4yfl+7di1e+9rXtt0uAQGB97Dr9uAHP/p2Fk6R0wJuxYKoZYsqSeiL95nWwOkE3Ij7qYVVogM/7a46ESyARlBbccU0I2H9K/sh83LdeFOgWh+j3buB738f4b8+BbEgAnQAilw2rD7UQD9w+WWa5ccFjwg3yKJdwauPL2BeV0f/fPrlaUy/NA1FVBBkg4bFiA7TjkSMG2IK6I3nwA9otNHVzjxzeqxf1pNuw3MBdN9993l9yrbx7LPPGj8PDg5iyZIlto475phjqn5/+umnXRFAf/rTn6rScJ922mltt0lAQOA9nLgu+CFbUTsLJxtjEUqEkFyiucD0xfsQH4kjtTzV8WtxK+7HDGaJDvyyu+pUsOgEtTKOp/LaGh1jlhKZoiiklqcgcVLVfIkPx8FNcc7GiOeB++4DfvYzQJYRpAMIslrB8SAAUAEo//hPCH7+csBGsW+7AeNeksXK8TWrq6N/zk1y2v/THBKjCWRfzUIRFMztmENqWcqWS2EzMeXUUuPn58APaLbR1c48a+VYP6wn3QbxmWqCyclJ5PN54/e1DszptUkP3EpB/fzzz1f9ftxxx7nSLgEBgbdw6rrgh2xFrS6c+iK9+MTFEA7TCmamlqcwdvxYR/vrZtyPHdSSEYmTAGdhGo5hRebtCpZKgrrrr7uQ351HuVxGIBDAwOoBrDplVVMLmn7dtSmR06vSGFg1UNU/PssDASCSjjQnbKoKPP44cOutwPR01UdslIHCBiGvPhz4+CcQOWqNrfFqREbNxrKVOd9KRq5mokH/PDYcQ3GmiNhQDHyWh1pWIeZF0CyN2U2zGFo7BKCxiLESU4XJAgbXDLZtqfGDlcEv2SrtbnQ5mWe119ZqUoxuryfdBBFATaDH8OgYHR21fezg4CAYhjFidWpr9bSKv//978bPNE0bomxychK/+c1v8Oijj2L37t0oFAro7+/H4sWLcdJJJ+Hd7363besVAQFB59Gru6StLpzd2HVsJe6nXeKkX+erT76K0owWzzHx/ETdrm+r56k8rlEygWaFPWsJarlcRn53HtMbpsFNc4gNaZYUOkSDClBNLWiNUiLrwe+V4gMAqCCFkSNHzK//1VeB730PytPPQlVUUEGqOsHBwACCl12G4FvfatvdrREZLUwWkNmcgVgSwUZYpFeljbF0MudbzRrXTDRUfs5EGeT35CHkBKNYKoX9Frhm7mZmYoqiKMSH4669g7ppZfBT2QAnG1125lnttTExBonRBNgY27EkE8K80JF2uwnPBdCePVrAIkVROOigg1puZ2JiwqjJ40SUOMXk5GTV7yMjI7aPpSgKw8PD2L17t2lbraLSkjQ0NIRwOIyf/OQnuP7666tc4wCgVCphz549WLduHW699VaceeaZ+NznPgeW9TfBIiA4EOCHXdJW0I5A8HrX0anIdIs4zW6exdzmOcuMd62ep/I4iZOqSFXtznKz+VVLUDNbMiiXy+CmtZIP3DSHJJfE7OZZI8VxIwuanZTIteKDjZtkl6NkhH/zAPCLX0DM81BExfhOkA2CTYSBD35QS23tMLFQLRnNjedAh2lMb5xG5pUMpl+ehpATEEqGUMqUHLuCOc3I5XQnX/88vSqN3O4csjuzmHpxChQoI3mC7n7YSMTUiqnaGCC3ntFuWBms7oHTGCm34OZGl506UW4LvZlNM5jaMOVqm36A5wLobW97GyiKQjAYrLJkOMUpp5wCnudBURQ2bNjgYg+rUSsonGZxi1X4IsuyDEEQEAqFWu5PuVyucskbGhrCd7/7XSPZQiNIkoT77rsPL730Eu68807E43HH59+zZ48hYp1idna2peMICBYyes0Xu9Huox/77kRkulVvqVnGO6A6Q1YwFAQ3zYEO00gtSzVst/I4QMuMqgfMm+0sN5tflQQ1OhRFIBBAbChmWIBUSUWoLwRuQhNFjSxozYheo53wwmQBhT15hJ7/PwR//SOIfB5BNghFVKDwspHoQDz0NShf9VmEjzjU9v2w6uPMxhmoqorceA7FGS0r3fzOeUglCfwcj9iiGPJ78o7uvZPdfisR3Ew06J+zMRZySYZyiIKZjTNgEyxii2JIH5JuOMf1uVAppvQscPr/fJb33fNsd+PF7B7obn7RwajnFiE3N7oqr00qSciP58HGWZSyJaRXpAG4m2lPf+fkx/PNv9xj6IoLXKspsDvVTiPUCiCn4qX2+xzHtSWA8vl81XVv374d69evB6C5w51xxhl4z3veg5UrV4KiKGzbtg2//vWv8Z//+Z+QZa1y9HPPPYcrr7wS3/ve9xyf/xe/+AVuvvnmlvtPQEBQj17xxe7G7qMbMBMBZmTKrfoYzTLeVZ6Hm+Ig5ASkVqQAaNm/rMawtn9SSQIdpo1zMBEGEifV7SzbnV+pZSkMrNbq5QyUBxAIBJAYSyA2FENZLDfdvW5G9KwEUlkuo7R+C6I/vB2hV16ESgeghGlg31KnyGXI8X7sfv37EH3fuzCQHkSrT4veR7EgIjoUBTfFgZviEEqGIOSFKmsTAKhwxjPMrlHiJAjzAvgYb8y93J4cstuyVcUoAWfk1SzejE2yli6FjQRXo8/9ACd9q70HwVAQ/BwPqagJBjtj7Xb8kFsbXZXXxm/TisyKBRGJvkRHMu3p7xw+y7vSnp9AYoCaQBCq/R6b1f+pRa2rWW17TlEryHRrUCgUwm233YbXv/71VZ+/5jWvwWte8xqcfPLJuOSSS8Dz2iT+wx/+gEcffRRve9vb2uoPAQHBgQOvdx/dRKUIsCJTdsirHdjJeEdRFIKhIIScRrqz27JgIkzDiuy1/dP9/aWiBFVVjXtTmCy0fA9WnbIKQ4cNGVngUstSmNk0A8De7nUjomcqkAZYhH75nwjd/xOI89r6pshlLbMbVCAYRO6N/4g9a9+G8HAKVCBg6Tpkl7QOrh6EqqgQS6JhPZNKEkLJEChKi3UKJUOIDkSRHHUWU1F7jbldOS2rW4zRCsPuE6rcFIfceA7cFIf4cLxl8mqHWNsRXG5ZPzsBp32rvQfFmaJm1cto/KdyrAHUjV2nhKAbG12V1xbuD2Nu65yxEWXXtc6JuNPfOd2eA51AzwsgyoU8/41Qa62pLD5qB6IoNmyv3f7o+Nd//dc68VOJk046CVdccQWuueYa42933303EUAEBAS24fXuYyfQjEw1Iq9Og9mtMt7pn3PTHFIrUshuy4JNsFAEBaqqNswCWCsgmBgDbpLDxIsTEOdFqGUVk+snm7rTNUJqWarqWKe7142IXmVboU3rEbruNig7d0NUtNTWlTV9AieegNl3no1cKYpUmDasjE6sG1ZIjCbATXFQSsp+MTmmxRhRAQpMlEF6VbqtJBi5PTkjTmvyhUkEQ0EogqJZJLI8hJy2ISqVJCTHki3HhTQab31cmgkut6yfnUArfaucZ/0r+pHdnsU85qssj/k9eUicVDVn4sPxtoVgp7PPVV5bfCRedw2Nzun0OdHfOYm5hOvX0W30pACSJMmwZEQikY6eqzbmx6kFp/b7MRv1CZz0BwD6+vpwzjnnND32rLPOwu23345MJgNAq2+UzWaRSqVsn//9738/TjrpJNvfr8Ts7Cw+8YlPtHQsAQFB92Fn97Esl5Ebz/k2JqgZmbIir06JkJ1gdjqsLcFMhIEiKLZ2cGvbFTkR0y9PozBeQClTwsymGcONrZE7nVO46aYZlvII33mLlt4aqKvpU06mIH7kEnAn/AOECQ60qonI+Ig5WWvFemHlrudWPJ4uKpgYg8kXJ6EICmReRnRRFKXJEiKpCMS85oaXWJxAfCjuavKBWqtPbjzXUHD5OSNlq32rnLMyr4UAVG4cSJxUN2dURW1LCHrlRqhfW3IsaVtwtWrliw/HEZnsLNfuBnpSAK1fv96YXOl0uqPnqhUcHMc5Or7y+zRNt20BCofDoGnaiOcBgH/4h3+w1S7LsnjDG96A3/72twC0GKq//e1veOtb32r7/KOjoy1n3ZuYmGjpOAICgvbhdFfS6vuNdh+lkoTs9qwvYwh02CFTleQ1s0XbMGplR9xMNFSOa2pZCjIv1xEmJxYWfp4Hn+Eh5AXM75xHgA5gdtMsYkMxxIZivnBhMiDLwK9+BdxzD1AqVX3ERhkoYQbiO/8RwQ+fj2A0irnnJ6rImsRJpsH5rVovrESqEafTppBnYyxyuzThIeQEBNkgitNF9C3tgyIoGFwziEg6gv4V/a7WpLKy+jQSXG4G6rsNN/pmtnEw+8ps3ZxRobYsBLvlRmh3c6KV50SfS8VM0fTzXkbPCCBVVTE/P48XX3wR3/rWt4y/r169uqPnHR4ervrdSSprVVWrvl/bVjt9Gh8fN35ftWqV7WMPPbQ6c45bqbkJCAj8C6e7knaqltfuPpblsuZm4vLi77Y7Sa0VS+ZlMDHGcUazVqCPq5Cvdotrx+oQoAMI94e1vg5EUJotgYkwEPJCQ3c6z/H3vwPf+Q5QU1vPwOGHI/ipTyGyciUALT21XbLWzr0yI4+d2sWnwzTCqTD6lvSBiTEd2SSoJOG1Vp9mgsvPGSnd6FvtvTabM8nRJAJBzQXTqdjysxsh4Pw5qZxLMztnPO5t59ERAXTzzTfjlltuafgdRVGMAp7twIn1ohWs3Pcy1lEpPJphZmamKmZoxYoVrvWpsh99fX22j6397vz8vCt9IiAg8AdqBUMrdUmcBhyHU2FHhNUu3CKiZrVWhJxgpJ6WOAkzm2bqRJ6bO+L6uO5+ajdyu3Jg4yzy43kIecFIwNBK27oladERizD14hTCqbAWK+NiQcu2kMsBt98O/P735p8nEsAllwCnnFJVzNQJWXPzXrm5iy9yWv2n3HgOwVAQdIjG2AljiA3HEO4Ld0RkVJJwJsKYWn2axXz4gaybwVU3zAZzJpwKtyS2/OxGCDh/TmoF3UJDxyxAzVJUt5PCWk98sHLlSrz73e9uuR07WLRoERKJhJFt7eWXX7Z9bG19IrcE0CGHHII///nPxu+1iRYawe2kDAQEBP4An+UxsX4CYk6s2l1m46wjYdLqLiYbYyFx2oZPK0Hd7Qo3K5iJqPiw5ronl+SGaXHd3BEXORFCXjASK+TGcyjOFlHKliBxkjZWDVIYW0EnNaOvHUV0MNqxgpaOoarAH/8I3HorYLXRduqpwEUXASabeI3ImplV0K175eYuvk6Ik2PJOitDp+5LLQnvlJvdQkCzjIVOx8rPboQ6nDwnlXMJBQ876RF6xgWuEhRF4eSTT8ZXv/rVujTTncBrX/taPPbYYwC0QP6dO3di6dKlTY977rnnqn4//vjjXenPCSecgB/84AfG707c2GrjcPr7+13pEwEBQfcws2kGmc0ZzG6eBTelxR0OrR0CAKQOTjnalWx1F7MwWTAKDurB/XYXfzOR4lS4mcFKRDkJdHZr15mNsVodoDiL3HgOgWAAxZki2DiLLQ9vQSgRQmxRDGJORHpV2pGly6ygZVddmHbvBm68Efjb38w/X7ECuOIK4PDDGzZjRtYaWQXduFdu7uJ3gxBbndNvsXh+gRtzxqy4rB/dCHXYvebKuSTE2yvh4kd0RACdcMIJuPzyy00/04toBgIBXHbZZbbbpGkasVgMY2NjOPLIIzE46N3DfPLJJxsCCNBq6Fx00UVNj3v44YeNn0OhUMM01U7w+te/HtFo1KgJVCu0GuFvNQvSYYcd5kqfCAgIugOd5Ge2ZJDZkgE/xyOSjiA3nkNySRIBOuCIhOmLnljQinkyUaYpaeOzPDKbM1qNkbkSoukoIukI4sNx2/2vFSlOhZtpn7ZkIOQFVwOdW0U4FUZqecqoqF6YKCDABiAWNKv8fGYeQk7Q+hFnHVu6fOG6JEnAf/4n8OMfaz/XIhIBzj8feN/7gGDQVpNVCR+aWAXdiBdzW7R0gxD3AglfKLCK61soY67PJWmHsxIwvYCOCaATTjjB9LObb74ZFEUhEAhYiiS/4W1vexuuvvpqI57nwQcfxPnnn9+wKOpf//pXbN++3fj9zW9+s2kK61bAsize/va3G9nc1q9fj1deeaUuwUEttm7dimeffdb4fdGiRY4SKBAQLGR0unZDp6C77EglyXAPVlUVTIQxSH1yLNkSIVIpe67KE+snMLt5FpktGS0VtlTG8FHDtqw1Vi5HToVbJSpJiVmq7nYCnduBXgcouyOLslwGN8mhMFWAMC8YbnBSSfJX8gK7WL8euOEGYOdOAFoxU1VRQQUpra7PG98IfPzjwNBQy6do5J5WmCy4lrjAbQHhljh18o7yhSD2EN14f1vF9QH7n/WFgHAqjMQIqQPkCtqJ/+kGBgcHcfrpp+P+++8HAOzcuRN33HEHPvaxj5l+XxAEfOMb3zB+pygKl156qWX7u3fvxsknn2z8PjY2hkcffbRhny677DI89NBDRjrsr33ta7j33nstRZksy/ja175WNfYf+tCHGp6DgOBAgVe1GzqByjgDMS+CTbCILYohfUi6Ls2tHWKgL+qVFeMLewsNkyaIORHcFAd+TqvPxia0eCA7FpVal6NgKIjiTBH9K/pbIqK1VgJd/PSv7K8qpNlqoHO7GDt+DAOrBiByIvJ78uAmuSrXxXZjp9qFk5oiIieCVXiEf/rDqiQHYlGCIioAgHJqANJFlyF11qlt983KPa0sl+ssQ2JBhKqoLce9mD0v3dwk6eV3lI5OjV+3xsYsrg/QNjgGVg0cUAK0F+G5AHrkkUcA7E9k0Cu4+OKL8etf/9qo63PTTTchGo3ivPPOQyAQML6XyWTwyU9+Elu2bDH+duqpp7ruanbwwQfjjDPOMETZs88+i0svvRTXXHMNFi1aVPXd6elpXHXVVVi3bp3xt7GxMZx99tmu9omAoBfRrdoNbqHWZUfiJMtgerNEA7WExGkQuF4vRyemqqoitigGNmmP5FT2X1VV8HO8UU+Im+KQGE04Iky1/dfFT+KgBNKHpNsOdHYD+nn1NOJskq1LXtFq7FQ7xM9uezObZlDYk0f46b+A/u2PIUpFsFFt802Ry1BEBbKgYOawNyP/rg8gedAwwib1e5wSYiv3tAAdqLrnMxtnEB2KQixpwtwNQtxNAdLr7yigc+PXzbGpjetjIozhOtzMgturHgcLCZ4LoLGx3jQLDg8P48Ybb8Sll16KcrkMVVVx3XXX4ac//Sle97rXIZVK4dVXX8Wf/vQn8DxvHHfIIYfg6quv7kifvvCFL2Djxo2GW9tf/vIXvOMd78DrX/96I333tm3b8OSTT6JUUXQuEongpptuQjze3D+fgGChw++1G+zAjqWkloBIJQlMhKkjJHaCwCsXb/37g2sGDRKQPiSNkSNHHPWfDtPgpjlIRQl8hsfuvbvrLDd2CJNZ/0OJUJ348QvCqTCWv2l5S4Vq3SR+dtvjszxK6zcj+oPbENryEsp0AEqYhsIGEaQDUBUV0pKDse2I94IfWgIUVCRMXPpaJcRmc53P8sY919Oxc1McZF6GUlLaGhcnY+O0Tbv3u9ffUXbGr1VB0M2xqY3rEwta2vNQItTQgrsQrHkLAT2ZBa5beMtb3oJrr70WX/va1wxBsWPHDuzYscP0+2vXrsXNN9/cMaHBsixuvfVWXHHFFXjyyScBADzP45FHHjEsbbUYGhrCbbfdhsObZN8hIDhQ4PfaDXbRyJpRS0CCoSAUQTH+ryUkjWJvTNNKuxA0HqADiA5GkR/PQypJyI/nwcZZlLIlpFekq/rXbBwa9Weh7LzaJX52r9dWe7IM9d4fYfC++yDOFzWxI8sIMJrwQSKC8gXnIjN2AqjdeaCBgG5HUNTO9cp7Todp5MZz4KY4MBHGFULsNsl2SoC7/Y6ymkNuzS2n42G2AdPO2LTzTqiM66PDdJWbrdW5et2at1BABJBDvOc978GRRx6JG264AY8//nhVoVMdQ0NDOP3003HJJZd0PE13KpXC3XffjQceeAD33Xdfletd7ffOOOMMfOQjH3FUOJWAYKGjG6lqvUYtAeEmObBJFqXJEiKpSB0hsbIoWS3eI0ePtB1PU0lk+G082DgLsSAi0ZdwTDit+u/XnddW+mWH+Dlpt2kdp5dfBq6/HuzmrRAVGWpZhSLKoIIBSCUZ8gknIXntlWCHhsA8PQ46UqqLu9Khx05ktmVAh2ggg7ZFin7Pc3tyYKIMogNR18SCmwKkFWtIN99RVnPI6dyyGj+ngsDtDRg33gmVcX2ubDT4AAtlo6gRXBVATz/9dNXvZnVvar/jBtyqr2MXK1aswC233IK5uTk899xzmJiYAMdxGBwcxJIlS3DsscciaDPFJwAsXrwYmzZtark/FEXhzDPPxJlnnomNGzdi69atmJychKIo6O/vx6pVq3DEEUdUxSoREBDsx0JPG1tLQGLDMSiCgvhw3LAA1RI6M4tSo8U7OdZeccdKkhfuD5tmb3NCOGv7b2YF46Y50GEaqWWplvtthUoCAcBybrW6I2zH0uWkXcs6TiEVuOkm4Fe/AlQVQTqAQJACFaBABQPg2SSm33EW+k4/BSyTQGHTDCROAh2mIfMy4iP1hDK/J4+5rXNQeAWlmZLR/3YtGvo9DwQDKOwtINwfhszLYGKMa3OzXQHSqjWkG+8oq2dGERSUMiXbc6vR+Okui3YEgdsbMG5aY+zGE3bbmmcHZnMQC3Df3FUB9KEPfchIbkBRFDZs2NDwO27A6jxeoL+/vyp7mx+wZs0arFmzptvdICDwBG7uUnUrIN4LmBEQsxigZtff6cW7kuTFR+KQOMlR/xqhknhyUxyEnIDUihQAQOZlVy1BlQQit0vLDGVVlLKdHWGreBiREyHMC46JpT4WTIRBJB1BYtcG4Cu3AFNTVd8PsjToSBkTh74RMyf+I4LJOJKqityeHIpTRczvnDfiwZgIA74iAQKf5SFxEmRBhlgQwcZZ0CG6bZFSOy5CTjAErsRJmNk009Y9dkuAtGMN8fodZfXMlDIl0BEafEaLd7YzZ63Gz8k7xckGjJ21wStrTG1f/OxxYDUHKfRW4jI76IgLnJ001+2mwqYoqufSaRMQELgHv7oz+RWNyHK7WbjcXLxrM6S1QjjNjtOJVjAUhJAToIgKstuyYCJMwzTfTs9ZmZI5N56DkNMqqOfGc0iOJQFU7zC3KyorSXHlMyFxktGeE2LJRBgES3kM/fJBBDc+DYSqvRkUuQxpdCnGX38m5qhBlEsS4vvapqCtyzMbZyDkNAGmqirYJIvlb1pedS46RCMxloAiKFqWvtHW6oyY3WtDZJVk5Mfztnf2m2VJdEOAuGUNaQS3NoasnpnUwSnIJbkqhtDOnDUbPyfvFLvPit21wQtrjFVfuulx0Gh+WIlCqUQKoTaFF+LHrTYICAh6EySQtDWYBY87HS8vF+9W+mdFOHSixU1zSK1IIbstCzbBQhGUtguPVp6zOFOEVNIy2SmCYgigYChoSmhbFZVmZN3smYikI02TQRhEsD8M9q+PY3Tdr8GqPKi4RgT1oqZyOYD8//sAxpefhNkt81DVAmKLYgA0d7n4cBxz2+aq482mOIg50bACVZJOZLS6R82yZllds9W9biXGyG6WRDfghjXECrXXwcQYx6nkdVg9M4FgAOH+sBZrNRh1vBFSex/tvlOsnhVA22DQx8nu2tDpDR07Fj2n7bX73m0mDi3nYMQ/LnpuwVUB9KMf/ciV7xAQEBA0Qq8Eki5U+NVdsBnh0NNtAwATYRztXpudq9biU5thLxgKIpQMAUDDWCanotKMxLBxtu6ZGD5qGLHhGMJ94abJIBLBAvp/fyvYTS8CAIL70loLeQEyL6O0dA1ePeEDyCGB0nNTUERNOIaSIUTSEWOM2aRWiFfICYa7OxNjjGfTDok1s76YEXuJk0zvtVmMkcRJEOYF8DHzekR2syQC1vFcTtCuNcQMdooAOxVxVs9M39I+pA5OIUAHHI1Fow0KO23UPiuFyQImnp8w2kMAjtaGTm7ouLlOueHxYGfj0GoOyn2yo3P1AlwVQCeccIIr3yEgICBohF4IJF1I6JWMQLWEIzee09Ii78kZ/U4tS0Hm5Toy4eS6rCw+AAziTAUoLHrNIvBz2t+bEVq7BNCKxKQOTpk+E8nR+tiIquNTLKKP/X8YeOI3gCBAjTCggpQhfoqlAHYc9h68Gl2LwB6gLM6DoimUZktIjCYgC3KVwBk5cgRiTjSsKHXZ5NCcxNZaX8zEDh2hQYfpOnI5vXEauV05lLIlI8ZImBcwv3seTIwxLYxqN0vixPoJoIyOut22Q8grr0MqSZjbNocgG0R+Io9Fh2kF0luxkls9M06Th7hludefFbP2Ki2fdteGTm3ouLVOuTVudgWZ2RycmJhw1OdeAEmDTUBA0HPweyCpjkbCoVdERS/FWlUSjpmNM1oSgnEtLXIgGDD63Q7JbGYtkAVtpzQ2HNOSK6wdNFLkluUyAnSgKimAU1iRmAAdsPVMVB4fmhnHyM9+jERpAmqEAR0KGqxAkcuYX3EMNhx0MiZ2ighwEso5QUtOUZIQG4pp5xiOV5G6cCqM9Kq0YZGy6ocViTWzvlSKHakkgd/GY2D1AGReriKXuV1aDE1xtojSTAkBRst8ysQZKLyCyRcmTcmjnSyJeorwUqbUcbdbM0Ju531ReR2ZpzMQORHStHavpl+ebstK7oalxG3LvVV7VJACG2e7vja4tU65NW5mgszKMupXK7+bIAKIgICgJ9HtQNJmaCQcOikq3BRWdnce/SLmdMIhFkREh6LgpjjM75w3XLFqXT0AjVxU/m4Fq+xqiqAY8RB0mDbSd3OTXBVxFguiK/e80a5ycizZ9JlgYywoRcbo3x9G35//C8EggDANKliR5WlwEPw5H8VccBmKD28FE1EhlSREB6OIDccMYRBOh5FamqojdXaeTavxNLO+9K/sh8zLkAXZKJDLTXJILE6gb2mf4eJWypQgFSVkt2WhiAoAILQopGWC22dVshuHVWuFQgBQFRWZLRkA3rrd2n1fVM7/+EFxlGZLKMtlbQ4OAhIntWUlb5cUu225t2pv5MgRAK25Krr9LnNjnXJr3GrneW5XTkt8YmEZXeggAoiAgKBn4dddqkbCAbAfpOsUdoiSkwXezs5js3N6LY4GVw9CVVSIJRHzu+ZRlsqY3Txbl43MSb8Lk4WG2dX0eIjidBEAMLd1rmq8KtNDu1FvpNGucrNnIjyxAyO3fh3q9h1ATKMAerwPAOCf/xm46CIExQBCz08guUTLXNcX70N8JI5FRy7C4OpBw5pldV8b9aNRtjqrGlVqWYVaVo0CubIgIzYYM+JQhHkBTIzB5AuTCCVDRsrmSDpi1MBrRB6bZUkEgInnJzx3u3Xq/lQ5/4szRUTSEaiqitiiGNhkYzHqRVITNy33dp4FJ+jUxlS765Sb41ZZMFh/9qwsowsdRAAREBAQuIxaX3x+G49wf9iwNnQigYMdouR0gW+289jsnHbP5zYBS4wmMLdtDnSIxvzEPIDqbGRAYxFqRtABVH23NrtaalkK4b4wxIJYN156emi37nlLu8qCANxzD5Sf/BS0XIYaprW+7Yv3wdKlwGc+AxxxBAAgHNUyuy0+cTGEw7RECJGBCAZXDzY9ZzPXz2bZ6iqtL/ouNR2mtWx9BRGJsQTokPZ7gA5oKdNjPLgpzmgvuSSJ6GAUYyeMGfErTuOwan/vhtttK+5PidEEuCkOBx19kFGPKX1I2rCMVMJrF1e3LfdupPcH/J9Z1M1xC6e0tYiJMV2xaPoFRAAREBAQuAxdOFS67MxtnUN8JI6BVQMdSeDQjCi1ssBXutTQYRpMlKkifY3OCdizdLVDwKyITjjVOBsZYC1Ca/stlSTIvAyo+wOrrbKrWe3U6umhAVgmBnAKR7vK69cD118P8ZXthmsYoFl+2EgIOPts4NxzAYapOqySdOX35CFxEmZfmW14n5rdT7M5YzaefJav2qXObM1AzItgE9qY1T43VmOvB+q7QR674XbbivuTXYtBt0i/25b7yvZafZ/0QmZRN8eNJBJyWQDdfPPNbjZnG5dffnlXzktAQEBghnAqDCbGgA7RVS47ejxIJ3aSmy1o7S7wKlVfe63ROe0IstyeHLLbsnWB5XSYbppetxnRaZaNzE6/uSkO3DSHABMAFaCgSAqG1g6ZZlfTYUaSZzbNoJQpaQVA96UU9iQwu1gE7rwT+PWvochlKKIChZehyGUE6QDksWVQv34VQq99jWUTeh+tUk7XxoI1I9RWc6Z2PGt3qZkIAzGvxXYlFicQH4o7ij1qlTx2ohiqE7Tq/mRHrPUC6QfsW4ibzb9G7RxogsBtd8RehOsCSN9p8xJEABEQEPgNidEE+lf2o5QtIdG332VH5MSO7CTXLmgSJwGB/Z+3ssDrhKJSoBT2FqoK+TVaRK3Op4sXbopDbjynBeAOxw2RwE1zVQUWzeKY7NSzaJSNrFm/g6GgYT0S5gXEFsUQWxTTat6Y1K2pvRf63/S+AoDMy2AijFE3p6N45hng298GJicBaAH8wL6ipoEg9h53GujzzsbAyDBCTZqyS5TtfM8J8aqds4NrBhFJR9C/oh+J0YTj2COn8Mo9rBnBb/V9UTsPO1F4tdNwcg8azb/KOD6zdg5EQeD3REKdRk+7wBnZWQgICAh8BjbGIpQIIb0ibUouOrGTrC9oE+u1mg2qomLi+QljsXe6wNshtFaLqBWhAPa7mOXGcxByAgDNNSycCoOf4yEVJeTH85aWhnbqWTT7TO83N80htSKF7LYs+gb6EEqGkBxLIrUiBQBVdWvskjImormYVdbNcR2FAnDrrcDvf1/1Zz3Lm7TsEOz8hzMRPGQF+mjGFtm1S5Ttfs8u8bKaQ15kquqUe1izAq+NMry1et5GxUf9TPqd3gOr+VdbrNiqnW4Lgm5k0/TaouknuC6AVLXeTYKAgIDgQENXyUVZEwWZLZmqxd7pAt+I0Jq5BtXC7Hy58VyVIKh0a6JAVRUVtRI2LVmz5uvJRaN+665qTIQxspHFFsXAxlhkt2fbJmV2hIdjQvS//wvceCOUyWmoiro/wQGAYCwC6QPnoXDEW9BPUY7mY+VcDveHNUtWjKlzf9Nd1vTU1E4SDlihW6TUTlFdp6gVImYFXgF7Llt20UxEOBlfrwm6Uxc9q3dugA7YbqdbgqCX6q0tFLgqgDZu3OhmcwQEBAQ9jW6Qt2akwckCb0UomrmT1Lah9wto7NbExBhNXGC+oViwKy51UpF9NQt+jq+qW9OMXKSWpYzsYUJeMEi/EzLlpK+1cESIcjng+98HHnkEYlGqT3TwD8cDn/0s2Gga0T05UKAMFzK7pHZw9SCEnABumtPq6nASZjbNYHD1oCmxT4wmXHXv9JqU2i2qaxdmQqSywCvgzGXLLuy6Jbo6H11CK5sHVlnh/Ozq5/cMdAsVPe0CR0BAQOB3eE3e3Pbrr6wbQYECHaYdWUDMiFMjtyaZl+s+ayUuQicV0y9PY/qlaSiigiAb3J+Iwga5qCX93CQHboqrygjXKilrBEeE6MkngRtuAObm6hIdULEocv98HvouPQeFKQ6FV/a77VFByhHJ5rM8JE6CXJKr3BPpMF3X176lfT0fU6AL18qiutwUh+hAtCoOzi7MhIhe4LVVly07cON90M1sca1sHtS+c/3u6tfpZBR+KVTtNxABREBAQLCAYMddySkKkwUUp4pQVRXFmaItNzXAmjiNHD3iODbH6lqtPtdJBTfJGYkVEqMJFCYLGFwzaItcVJL+ib9NGAUlmQgDJspg+KjhlklZI9giRPk8pG99B9Qj/2O4ulUmOigsPRx733ImEkesRPH5CSOdtH4fxIJotG2H1Fr1qThd7IlMYlZoRA4ri4rqCSxavT4zIRJKhBAfiUPipJZdtprBDfLfzWxxblnRux3f0widTEZBXOusQQQQAQEBwQJDI3clp6gVMWWlDCEvIJQIIRAMNFysGxGn5Fh9GulKMpocS7Z28fugk4rYcAzFmSJiQzGNAAzHbZMLvf96soZSpgQhJ2Bg1QCSi5OID8cts5GZwe5ObFNC9L//C+Fr16A8PWscE2SDCLJBqJEoZt5+LqZHj4YsKpC3ziGUCoGf46uy7dFhGipln9Ra9Sk6FDUt/uoX96JGsEMO9aKiSklp6/pqhYiepXFg1QAAtOyyZWdOtUv+u5ktzk3rhV8D/jtloSKudY1BBBABAQFBj6EZKbByV7Ja+Bq1V1sXR8gJYOJaNrP+Ff1a24G6JgFUEye9Ir3ESabEye2dykpSwUSZuhggOwRA7z8TYYwEP3pdISbGINQXsk0k7F5fw2QCQQm49jtQHvoDygWxqqYPAAT+4SSUzvgogjyL/ryAua1zWv2pvVJVtr3kWBJMVLuHdkmtFUnTY6Vq/+5HglU5z4HqbIRMhEG6kK57Rtwkp82yNDo9p5Nnph3y3y0XsgPJetEJC1Wv1HnqFnwlgERRxI4dO5DL5cBxHGKxGJLJJJYvXw6W9f9uEgEBAUGnMbNpBpnNGUhFCUyUQXpVuo4UOFn4mpEMXQTodXEUUQEKQGwoBn6OB83SYGJMQyI3v3Neszjs61NhslCXQczpTqWTne/0qjTKcrlpcdVa6P1PF9KaG90UBwB1RVWbwe71NUwmsPF54MpvQ5mchlySoCplKHIZACAFWBTOugjRs9+DgcV9iGV5ZLZkAABzW+cAwLSIKKCJALuk1oqk+dm9SEft2CKgZa2d2TgDISdAVVWoqgo2yWL5m5ZXHVt7fYB1DShbsMjS6MQV1O3d/U7VImoVB6L1wm0LVS/Ueeomui6AZmdn8fOf/xz//d//jU2bNkFRlLrvBINBrF69Gu985zvx/ve/HwMDA13oKQEBAUF3wWd5jD81jumXpyHkBISSIZQypTpSYHfhs1tQtLYuDptgoYgKqACFwkQBhYmCJUGJD8eNfkglLQFBbRC5051Kr3a+gf3Ej02yEHOaZcbpDrid6zO7F31L+8CqIsK33wo8/LCR4U1VypBKMtSyCm75azD3vgsQP3w5UvGQcc3pQ9JVrmlWRUR1UqsLRD7LtxR35Vf3IsB8bPU4qMr7wk1xEHOi6Rjo19euVcLJXLcT49bO7r4uevJ78pA4qaO1iJzCL9aLXk4g4PfkD91G1wSQLMu4/fbbcccdd0CSpIb1g2RZxoYNG7BhwwbcdNNNuPjii3HJJZeApruu3wgICAg8Q25PDsXZIuZfndcSEczxiC2K1dUmsbvwOSkoWlsXB9B20KWS1DA4XHfn0o81+56Tncpu7AyHU2Esf9Ny8FneyIYXH47bPr7Z9fH7LDZCXqi6F0OFbQh++16Am6/L8KYEWUy97XRQp52CeDJcd3+t5kAtsQ2nwq6lXPYrrOa5JEiILYpByAlGUfXaIrVWbnOtzr1Ki2phsuAoJs2snVZ393UhJ1S4StIh2nNLi5XAaPf63BAuC8EFrxess91CVxREoVDAhRdeiBdeeKHKr9pOEVVJknDLLbfgiSeewF133YV43P4iREBAQNDLoEDZ/rudhc8Jyaisi6OqqpFVDEDDY+2cw8lOZTs7w+2SospseNwU1zSOp7JIrNX1mRFRFhIWP/cb9L/yFAJxFqjJ8MYtWYs9bz0biaNXInFQAulD0i27LXXL1cjLnXWrOTh23BiYEGPEddW6Nlq5zbU796SSBEVQEEqGoAgKpJLkaXa3yns+t20OMi9DLIhIjCWADEyvqRP3q5HAaOf67AgXO3GUC8UFz8/W2W7CcwGkKAo+8pGP4IUXXgCwX/iEQiGccMIJWLt2LQYGBhCJRFAqlTA7O4uNGzdi3bp1KJVKxvdfeOEFXHjhhbj//vsRDAa9vgwCAgICz90jEqMJRAei6FvWZ7jARQeiSIwmTL/fbOFzSjJqCbVuOWh0rN1z6Fam4nQR0aEoUstSpn1odWe43d3cVuN49PNYFWisbFMWZCSnt2L5Uw+AKcxpmd32JTigghTUUASzbzsHU4tfi8hAFKFEyFL86Gg2B7rhauT1znqzBA5snK3qi9m90d3mAGc1oGqvV984CIaC4Cd5xIa1tOrNXA/N0OrufuU9D4aCKM4UwcZZbf7tE4FluWzEOXXCQmjneWrl+uy0a2f++cUFj6Bz8FwA3X333XjhhRcMIRONRnH55Zfj9NNPRywWszyO4zj87Gc/wy233AKO4wwRdPfdd+Oiiy7y8AoICAgIuuMeEU6FMXbimBa/UBLBRlikVzUmwM3glGRUEupwKmzrWDvnqBxPsaDVXbGKQ3C6M+zGbm6rcTyV56kVIyInQsgLyGzLgAmWMfa3hzC85QkE2SDoOGuIHwAIvu4ElN57AQJiBMM1ZL0deB0o3Y2ddT7Lg42zSB2cqkuEYTU3re43FaTAxtmW5x6gWZFkXkY4FYYiKNqcb5FYt7K7X3nPdYsPHaLRv7IfoUQIUklCdnvW0tILtH+/7AoMp9fXrF27848kEFj48FQAKYqCH/zgB4b4GR4exg9+8AOsXLmy6bGxWAznn38+3vzmN+OCCy7A5OQkVFXFPffcgwsvvBCBgEUeVgICAgKX0U33iE74dLfjIlF7rJVVrNE5nIxnIzJrhcp6PrIga+5ODndz7RAip7vG+T15zG2dQ2j3Niz7y/2IyVlQyRDoCLNf/EQiwGWXAaedhgGKQqxNq6MT97xW2msGr3fWzTYqamtMmc1Nq/s9cuSIcR1O5p5+vVJJAh2mwUT2pyFvp8ZPKzC753rGwbJcRnZ71lSwtVMIthadEhjN2nUivEgCgYUNTwXQ008/jWw2C0Bzfbv++uttiZ9KrFixAtdffz0+9KEPAQCy2SzWrVuH173udW53l4CAgMAU3XaP8KtPd6tWMbvjaYfMmoGNscjt0oqZ6q6DuV05HHTMQabfNyOedgiR02QOUq6EgSd+jf7/+z0CQQoUG0QgSO0XP0cfDXz+88DIiHFcO/feiXteO+2ZXavetpc76+1sVDS7360KZ32+RtKRhhkFO21htrrnufFcy4LNCTolMJq162T+kQQCCxueCqCdO3cC0MTP4YcfjhNOOKGldo4//ngcccQRePHFFwEAr776KhFABAQEnoG4R2hwK0OWnfH0yurWiHg2I0ROSJ20YRMGbrwW5Vc2Q2WDUFUVTIRGkKUBlgUuugh43/sAyjzxhVM4dc9rtz0dZrWNENCIdKd31tvdqHCDAFvNCS9r/DTqWzPLl13B1go6JTAatetUePl1s4mgfXgqgHTrDwAcc8wxbbV19NFHGwJofn6+rbYICAgObDh1NSHuEe5myLJyyRE50fjcjm+/2T3UU0yH+8MIMAHQIRoBJmCZ6cpOXaRG19OU1JXLwAMPIHrHXRCzRSh0AArKoOkgqGAAWLMG+NpVwNKldm6DbbhttWwlJkpPtdy/sh8URYEKai5lnXpu3NiocIMAW80Jq3a7aWFuRbC1e75OXFOjdollhwDwWABVFjBNJMyzFtlFZfprUhiVgICgVbTqanIgL6JuZsjSUTmeemHG2VdmqwiYFZm1uoeVKaZ3/3U3ijNFBJgAgqGgqQucW8TTknyNjwPXXgu89BKCAIKslsE0CACBIOQzz0HkiouADmQ2ddtq6TQmSipJyI/nwcZZlLIlpFekwcY7azF1slFhJy1yO583I/rdchM0g1PB1osglh0CTwXQ4sWLjZ/37t3bVluTk5Om7RIQEPQmulFxu11XkwN1EXUrQ1Yt9O9ykxwyWzJGbRZAuydmZBYwd72jw7Tx99x4DsWZIsSCCDpKI4SQ6fk7RjxVFfjtb4HbbgMEYf/5ogwUNghlbCnUz34eide+pr3zNIAuBsSCqMV0RJm2rJZ2Y6IkTgIACPMC2Dir1ZvpS3hm1XCagdBsE6Tdz62gv/N0wV95fLctzH5+t+njVpbLthOh1B57oG1aEdTDUwF03HHHYXBwEDMzM/jLX/4CRVFaquGjKAr+/Oc/AwDS6TSOO+44t7tKQEDgIbpVcbvbyQx6FZXEtrKApNMMWWaYWD+B2c2zyGzJgKIoCDnBuCdmZLY2aFu/h8XpovF3RVA097cojXAyjFAy5F3mp5kZ4JvfBJ55pv4zikLwQ+cgeP75AMO0fg6HUKn9RcfbIYTNxEVhsoBSpgRVVcEmWYh50Ui57KVVoxGZb7YJ0u7nVjArgKuPCwCMHD2yoC3Mrc47fdyyr2bBz/EIp8NILU3ZWjO6tc4Q+BOeCqBgMIizzz4b3//+9zE7O4v/+I//wGWXXea4nTvuuAMzMzOgKApnnXUWKYRKQNDD6GZK6W67mpihF3YoK4ktHdaWkVYyZNWCz/IQcyK4KQ78HA8AYBOa2NLvSS2ZtbqH0aEoxIKISDqCYqYIiqIQToQRHYoagq3jmZ8eewy48UYgn6//bHQU+NKXgMMPb9qMG3NCf85KmZIxTuNPjdcFtzslhFbiQj8fAK3YaJRFNB1FcnHS9WD6dtBsE6Tdz81Q+c6b2zYHmZc1y9hYwqjLI3IikmPJro9PJ9COxaywt4Dpl6cx/dI0FFFBkA0amzGN1gyzdUYsiFAVFYnRREtujQS9Dc8LoV5yySX461//iqeffho333wzQqEQPvKRj9g+/p577sH3v/99AMBrX/valgQUAQGBf+DHgN9uLXa9sENZS2yZCINIOoL4cLzJkdbt6SRD5ESDHEfSEaiqitiiGNikNQGxuoepZSnIvIz5nfOI9EdQlsoAgMRYAn1L+1zJ/GRJkDgO+N73gD/+0fzAf/5n4JJLgHDzc7Q7J/Q+CvNC1XOWG8+BDtPG725vPFQ+13oK5YHVA4gNxxDuC/uGVDbbBGn3czNUjk0wFERxpgg2zkIW5IbifCGgnQ0vfdy4SU77f5pDYjSBwmQBg2sGG64ZtevMzMYZbZOkpG24OHFrJMJoYcBzARQIBHDbbbfhqquuwh/+8Ad8+9vfxkMPPYQPfehDePOb34z+/v66Y7LZLB577DH8+Mc/xksvvQQAOOWUU/CNb3yDFEAlIOhxdNsK45dkBm5awjq5QJsRWz1jm9NzmaVIpigKg2sGkRvPgYkwSB+SNlzrrGB1D+PDcWNehZIhhFNhMBEGqYNTSC1LtXT9Vn3XCZLwl3UIXH8dAnOz++v5GB0d1Or62HTbbndOVPZR4iSjDf3eqaoKqSS5WuBSh9VznRz1l1Wj2SZIu5+boXJsdIuPnh0vlAj5wjLWKbSz4aWPW2w4huJMEbGhmDbe+xKkNFozKsdcd5vlpjjIvAylpACw59ZYmCz4fpOKwB48F0Dnnnuu8TPLshBFES+99BK++MUvAgAWLVqEgYEBRKNRFItFZDIZI+GBqmp+y6FQCLOzs7j00kubno+iKNx7770duBICAgI34AcrjB8Cfq2IQW5PzpGY6bQVyS3BakYy+pb2gYkx6Fva53gumN1D3aIEAEyEgSIoiA5GEagVJg5hSpBkCcF77kL4v3+L8r61KsgGwUb3xfa89a3Apz4FOMiA2g5ZtCJxev0dXRDp7bq98eCH59oumm2CtPt5LczGhokxSIwmFrxVoZ33R+W4MVGmLgao0bhVHkuHaeTGc+CmOFPx3+hdXJwqdsVd2w6IZcoZPBdA69at02pG7IP+sy5uJicnMTU1ZXyu/73yu6Io4umnn256LqM+BQEBga/hFytMN2FGDHK7cpA4yXaMhhfxVO0Q21p3NzOSoZNAN+ZCp6yLtX0vv7IFqfv+E8zenVAUFYpcNqw/SiqJ4Oc+DZx8ct0Y2N3xbqX/ZuM7fNRwlQuavpttdR8b9dXOdfTSc91sE6Tdz2vRS2PjJtoVxvq4pVelHWeB04/N7cmBiTKIDkQduTVSoCDkBWS2ZUCH6Kp4rW7fv15wn/YbPBdAOiqFjd3PGh1DQEDQ2/CDFaabqCUG+g59KVNCZkvGlpjxKp6qFfJm5e5mRu7dmgudskIYBKk/jMif/j8c9MzvEEAZVICCLGjuNIpchnLIYZCv+hISR60E4JyktNN/Oy5o4VTY8j426quT63DjXi7Une0D9Z3XrvhrZ9z0YwPBgKX4t3ruhJyWsU/hFZRmSsZn3Y7X6mYioV6G5wLo+OOP9/qUBAQEBD2BSmIgzAtgYgwmX9BcgO2IGS/jqZyQELfd3ZygEzvt4VQYCbaE/v+6GeyWlwCGQiBIo6yoCNIByGUK2bd/APjABzGyTCu22ipJabX/dsWT2X1s1FfAvO5Sp8iWU9G4UMXSQkO3xZ9Tt0ZAm/eyoGXsY+Ms6BANJsZ0fZ6Rcg6twXMBdN9993l9SgICAoKegU4M+BgPbopzJGb8GnfhhbtbI7hOth55BAPf+Q6U+TzUCAMqSCFIByAWJcgHLUX+nMuAsWVVY98OSWm1/62Kp0Z9BeAZ2XIqGokb0IGJVkWvE7dGPXECHaKRGEtAERT0r+xHYjTRddHd7URCvYquucAREBAQEFijVTHjx9iCRgu0U0tSV6+rUAC++13gkUcAQIvz0VdRigJ7/r+g/P5z0CeqdX2sHQM9/XH/ivrMpzrcuN5WxJNVoVudUHlFtpyIRi/cgLo+/wjq4JXorcvcN5ZEKBHC7KZZFGeLoMO0kcHPa9Ht140vv4MIIAICAgKfoh33J98tfoH9GchaWaC7vru/fj1wzTXAvqykVVi0CPjiF4Gjj0YYgNlVVZIUVVXBz/GQShKy27OQebnuWrp5vc0K3XpFtpzsbHfaDajr84+gDl6WDjATGdw0h/x4HoWJAsSCiOSSJBafuLgqnbZXgtmPG19+BxFABAQEBD6GL8XMPthZ4CuJIwBQQQojR444uqauBvnKMvCjHwE//jFglojn7W8HPvlJIN68EOzg6kHQYRrcNAepKIHP8JjHPIDqa+GzPDKbM8hsyRgWmNrvdAp2Ct16Rbac7Gx30g2IBJn7E26JXrvitnLel+UyuGkOhYkCZjbNGDXRhMMEiJzYlXpBfl4r/AgigAgICAgIHMMOaTAjjmzcOSHtWpDvnj3AN74BvPxy/WfxOHDFFVp9nwaoFYkBOoDoYBT58TwA82vZ+eROjD89rhWDDTMQcoJnQc12C90asWpZHrnxXMeEkF2x5dQNyMnuvFNXPCfCsFNWggPBXc8N0etU3OrzPjeeAx2mIRZEMBEGUklCX7wPMi+jLJeJYO4BEAFEQEBAsIDRCSJklzS4JVw8D/JVVeDhh4Hvfx8oleo/P+oo4Etf0lzfGsBMJOpV662uZfzpcUyun0RmcwaFqQKYMINFRyyCxEmeBDU7GWuv3MLs7mzbFUtO+213TJy226nxO1Dc9dyIfWn1HcXGWIQSISSXaNbZvngf4iNxpJanEKADJCtbD6DrAkgQBGzcuBFbtmxBPp8Hx3GO6/1cfvnlHeodAQEBQe+iU0TILmlwS7h4GuSbzwM33gg89lj9Z8EgcMEFwJlnAoFAw2YaiUSra+GzPLI7shDmBXBTHKACFE2BTbBgk+0JWLtC2O5Ye+0WZqf/dr/jtN92xsRpu51yc/STu14rmy9Oj2nXHbPVd5Q+JxafuBjCYQJkXkZqeQpjx4+Bz/IkK1sPoGsCaMeOHbj11lvxxz/+ETzPt9UWEUAEBAQE1egkEbJLGtwULp7EnbzwgpboYGqq/rPFi4ErrwTWrLHVVCORaHUtIicabjWxRTHw8zySY1q68JEjR1q+LKdC2M5Ye+mWaKf/dq+x1X43G5PKdqWSBH4bj3B/2LLdifUTmN08i8yWDCiKcs3N0S81YVrZfGl1w6bSQuhUQLXzjrKaEyQrW2+gKwLoF7/4Ba6++mqIorg/MJaiHLejPyQEBAQEVjgQfOHN0Eki5GSBd1O4dCzIV5aBH/4Q+MlPzBMdnHoqcPnlQCRS95HV/GomEs2upc6tZqnmVrPo8EUtX3erQrjZWHc66UBtAcpG/Xdyje30u9GY6O3Kgoz8eB5snMXc1jnER+KGdafq+nIiuCkO/Jy2AcwmWFfcHP1QE6aVOefGhk2rAqqdd5TVnCBZ2fwPzwXQI488gquuuqpOvDh1eyMgICBohgPFF94MnSZCThZ4X2cn2r0b+Pd/BzZurP8skQA+8xngTW8yPbTR/GplF7iRW02r6JQQ7tQud+2YItC88KqTa+xUv8OpMJgYAzpEg42zEAsiZEGGxEngs3xdbBwTY4znU1VVxBbF2nZz7OT1WcFsA6CVOdfuPG1XQHXiHeXr9x6BtwJIVVX8+7//u/FiU1UVRx99NM444wwcddRRGBkZQTQa9bJLBAQECxR+8oXvBrwgQp1e4DtqvdMTHXzve4CZG/Yxx2i1fYaGLPvWbH61sgvc7Bh9TMpyGQE60LTddoRws/F3e5fbbEz1cW3Uf6fX2Knd+cRoAv0r+1HKlpDoS4AO0VBV1TI2bnDNoJbpL8IgfUi6LTfHSlhdn9vPk9UGQCtFf8tyGcWZIoKhIBRBcbxh4xfXP4LegacC6LnnnsOePXsMy89FF12EK664wssuEBAQLGBULvBkQextN4yOWu+KRS3RwSOP1H8WDAIXXgicfnrDRAd251flrnjl74A1IbUSlvqYZF/Ngp/jEU6HkVqaajg2dgP4a/thd/zdFMFWY0oFKbBx1rL/rVrb3H4edBfG9Ip0R2LjnAiY2utz+3lqtgHQStFfqShBERSE02HN/bPJmFSOh5sWbz+7Tfu5b70GTwXQK6+8Yvy8bNkyfOpTn/Ly9AQEBAsYtQt8pYtJL2TiaWdha3RsL7phdNR6t3EjcPXVwN699Z8tXgx8+cvAoYc2bYaNaTEbAIwsXk5SIzslpHrWsMkXJzG3bQ4URSHIBo0+NBqbRkLYKlV3N6ynViRWt4x4aY0yQ7NntJOxce0ImE48T802AJwU/dX7xs/xCIaCYCIMUgenkFqWqrsOfbzMCo26YfH2s9u0n/vWi/BUAOVyOePnN7zhDSSBAQEBgSswW+D7lvaBiTHoW9rn+0w87SxsvbwoWhHKjljvVBV44AHgrrsARan//LTTtEQHYXvtFyYLKGVKUFUVdFhbSu2mRqbDtGNCOrF+Qvv3twmIRREKr2BwzSAKkwUMrhlsOjZmQtiqf6qidsV62kxAOLV6uAm7z1knYuPaFTCdeJ7sWFyaFf3lszwyWzIQ8oLRN0VQEB2MIkBXW18rx1/ipKpr0cdj5OiRtkSwn92mW0mzTixFjeGpAIrH48bPfX19Xp6agIBgAcNqgU+MJgx3OL8uBHYWNqvFrBMLtlcLZyNCaUWuynIZufGc877NzgLXXgs8+2z9Z7GYlujgLW+x3Zw+7gAg8zKYCINIOoL4cLzqe1bzsjhddERI+SyP6ZemMf33aRQmCxALIsLJMIS8gOTiZMvZw6z6p0KtG3+JkyDMC+BjfEfnRSfiitpty+lz5rYQa1fAdCIhih1rl9l59Xk0vmdc+zkvYG7rHGRBBh2iTftWO/6A5lqnP3uV45EcS3bMqtUIbr83a9tz0rde3hTzEp4KoFWrVhk/z87OenlqAgKCJujlHaNGC3y3XMDsjmezha3RYub2zq6VO5Tb86IZoTQjV3oMgeNF/amngOuuA7LZ+s8OP1xzeRsedtT/ynFnIgwAgIkxtgvBRoeiEAuibUKa35OHzMsQcgJQBmiWBhWkEAwFQYdpzO+ax8T6CYwcOWIrxqhZ/5KjSQSC2g58ckkSuV057VpjDLgpriVC1U78Sqtwiwh2O56wXQHTqYQozcRq7Xn1eaSqapXo0f/vX9mPUCJU17fa8ZdKEugwbTx7brk3tzrObgsOq/ewnb752YrlN3gqgI499lj09/cjm81i3bp1Xp6agICgAXp9x8iLjGdO4GQ8Gy26zRazZgu2E9Jpdq75nfMIskEgCEAB4qPxOpJd24Ybog+AEUNQnC5qfcjA2aIuScCddwIPPlj/GUUB//IvwHnnaUkPHKLdQrCpZSnIvFz3d6trUaGViQglQ0bJiHA6jOhAFPO75jUSycsQcyLSq9K2Y4waPTfhVBjx4Thye3KGy9HkC5Oe1mdpB+0SwU4F2LcCN95vnYqRaiZW9fNWzqO9z+7V5mtBRGIsASbCoH9lPxIHJZA+JF3XXu3463WVIumIEevpVipzp+PstuBo1J6dvnVbrPcSPBVANE3jggsuwA033IDt27fjj3/8I97xjnd42QUCAoIaLJQdI79kPGvFXcZqYcuN5xouZo2OdUo6axfO3HgOwrwAoSCAz2hpovuW9lWR7Eq4JfrM2ivOFCGVJKMfZrEEVfd9924t0cHmzfUnHxgArrxSS3PdItwIdncyX5OjSUQHouhb1odwLgxQQCgeQoANQCpImJ+Yh5ATtDGMs45ijBr1Q3e9YWIMMlsyALyvz9Iq2iGCZglVENAId7dq67jxfuuWNbx2Hulpsdk4C1mQkRxLatnzTMSPfrzZ89aJ973TcXZbcDRqz07fui3WewmeF0K94IIL8Oc//xlPP/00rrzyShx00EF4zWte43U3CAgI9qETO0bdcqfr1gJfiVbG02phs7OYmR3bCumsPRcACHnBcFspK2WIRRGhvhDYOGuZyald0WfWnl4bxKxGSBVZBdC/7Rn0/fwH5rV9/uEfgM99DnAhBrV23AFgasMUKFBIjCbqhESjWBE+yzeMbQqnwhg7cUyLoShKUMsqFFFBKVNCaVa7V7qboKqqjmOMGj037RKqbu1It9rv2rlX6Z5FURSoINXQCtoumhXX7fb7rVVU3g9ktOe+kdtbLazekZ0YDyfj7LbgaNZes7452ZzpZbd3N+C5AAoGg7j99tvxiU98Ak8++STOOussnH/++TjjjDMwNtZ6tWsCAoLW4PYLvNfd6YD2FoZWx9NsYbO7mNUe2wrprD1X9tWsZlUIUFChQhY0ly1+nq8r7uim6DNrTxEUhPvDYKIMooNRY1c+tyeH7LYsSpkShIk5LFn3c7Bbn4USZxGszCLFMMCllwLveY/m/uYS9HGf2TSD8afGUZwtAgCiA1GMnThma963ml2sMFlAZnMGqqqCm+IAwEjFbRVj1EoSiXbdr+ymC3cbrfa7cu5JJQn58TzYOItStoT0ijTYeOf6vVCs8WYwux9MjDES1di5Pj8KQLfdr71yd1wI63S78FwAAUAsFsNdd92FH/zgB7jhhhtw55134s4778SiRYswPDyMsM00pIC263Xvvfd2sLcEBAsbbr7AF8IC3u7C4PaC2IrrS6sirPJc/Sv6EQgEIPMyVKgoy2WwURapZam6ttwUfVbt9S3tQ+rgFAJ0APk9eUiclhQhN55DeeMmHPrsT8HOTwNxFqqi7l/dli4FvvIVYOXKpuPWCvT6PNMvT2P+Va3OSd+yPiMrnJvxA5XjpcfoqJSKSH8EkYGIsZNuFmPUchIJtOd+ZSddeKfQ7rPDb+PBxlktVqUv0XHr1UKP3/CLm7LbcPu6Ou3uuBDWaTfQFQEE7+HS5QABAABJREFUAL/+9a9x//33Q1VVI6hzcnISU1NTttvQX+QEBATtwa0XeK8v4G4tDK2Mp5vFTNsRYZXnkk+UEUlHkNmSgVSSkBhLILU0VdeW1fkAtJS22mq3OEAHUJbLkDgJ8zvnkds9j+Szf8Li536LIKUiGNISGlDBfeuCw9o+rUDkREhFCUJOgFTSLB1CToBYEpvO+3afl8JkAaFYCChr6bjjI/tFTeUcLMtlZLdn25rXrey+200X3kk0I4JmLlX63Av3h5umaHYTB0L8hh+tOG7A7evq5Dj1+jrtFroigL70pS/hV7/6lfG7LmIqxRABAYG3cOOF2+sLuJsLg5Px7IQ7ghuiVm9j5JgRlOUyAnTAsi0zF62J5ydavqbK9nSLz+wrs0ZCBHFvBgc//mPENj6HABNEMEwjyAQRZIMI9iUc1/YBWnN9ZGMsmCiDUDIEfk6LOwolQ2AjbNN5387zYibWJU4Cn+WryHw41TyZRqdgN114N9Domauce/GROCROqvpep/rutvXYDzjQ40z8eP29vk67Bc8F0J133olf/vKXADThowuewcFBDA8PIxqNet0lAgICl9DrC3hZLqM4UzQNtgc6s5h10h3BDVHrpA39u+0Ud61tD4Bh8dETIjA7t2Ll/9wDOjuDYJRBgAmADjMIhoIIvuYwzeXtoIMcXWerIjScCiO9Ko1SpoTYohgALQYovco8o1Xtsa0+L7q4yI3noAiKFl9jIWq6RXj8SrTszE99LifHkp6S2IXkJnagx5n49fp7fZ12C54KoFKphNtvv92w+Ohpsc844wyMjo562RUCAoIOoVcXcH2xkoqSFnSfDqNvaV/LaaXtYiG6I7RT3LVhW6qK1P89jJFnfocApSKwLyA9yAbBRhng9NOBj34UoJ0tbWZZ5+Z2zIHP8hhcPdj0PlTWOjHLAmfn2FYsT7ldOQg5AUJOQCgZQm5XDgcdUy/8nBIetwi/X4mW02fOa7etXnYT0+dOWS4f0HEmfo+z6dV12k14KoD+7//+DxynZauhKArf+c538Pa3v93LLhAQEHgAswXcj64AOioXK36O16wMEQapg1NILUt1dDHz6y65HVjd03aKu9ZCbysWlpF+8A707XkZwTANOkwbaYmD/X3AF78InHRSS9dRSYi5KQ7ZV7MI9YWQ3Z7F7KZZWxnd2iGtXhBeu4THbaHvR6LV7WfOr+/CdvtlVbtLKkngt/EI94d7emPHCXphY6uXhbYb8FQAbd++HYAmfo499lgifggIDhD41RVAh1na5ehgFIF9qZQ7uZjpu+RiQQQdpsFEGV/skjdDs3olrRZ3rUU4FUZf7lUM/fSbCMzPAWEaQTYIZl9GMfnQtch/7DNglo6i1RHTCXEwFAQ3zUGYF1CYLKA4VYQiKnUZ3bwmsGbnEzkRySVJ5MZzCIaCoEO0rVTnjfrbKaHvN6LVTcuUX9+F7fbLqnZXKVtCaaYENs5ibuucVlQW8J34cxvNNoFqn2e/iuKFDE8FULlcNn4++uijvTw1AQFBl+B3VwCg+Y6wVzvGKtUbSWDs3NN2irsaKJeB++9H/z33QFEUqBFGs/jQAYCikD/5nzD7undDnaVAZSZaJpM6IeamOcRHtf+hAmWlXJfRzWsCa3a++HAc/DwPidPq6rg1J3th19otdMMylX01i8n1kyjOFI0YQ6D770I33tFmm0hBVsvKqKcSn9+tpYmXOMlI2e4H8dcJWInswmSh7nkG4EtRvNDhqQAaHh42fmZZ/7t3EBAQtI92SFXlrpjeVifISrMdYbd3jCv95EVONIp56uSjsLfQdVLUCHbvqdnOf6OxrNoFLReBf/934LnnAEATPfqKlUpB+MRnMEuNtZ1oQcfg6kHQYRoiJ0LMieAmNXftyoxues0fPS14cixZd043YUZM53fOI5KOgIkxxvgPHzXsihWj265hdsBn+ZZirczgpWVqZtMMJtdPYn7XPLLbsmAT2pj6QWC6IXzN5g4doRFOhzGzcQZhNgw+w6MwUTCKygLdF3+dRK3IBoCJ5yeqnmexIAJA1fsfWNjj4hd4KoBWrVpl/Lx3714vT01AQNAltEqqKne+c7tyAKoJs9s7ZM12hN3aMdavK/tqFvwcDxUqoALcFIf4cLwndt3bJcpmY1l5v0NbNmDgwdsQkrj6g489FrjySgglGuors64kWtCRWpbCkpOWIBAIoDhbBFCd0W3Hn3dgdvMsMlsyoCgKQk6wda+cCLHK79YS09x4DnSYNn6PpCOGe167YgDQBAETY0BHaPSv7Dd26f0yD2c2zWD8qfGqe2MnPqvb0IVscaaI7LYsFFGBmBcRXBr0hcB0Q/iabWwwMQYSJ6EsljG3bc7TorJ+QaXINnP/pcM0VOrAsLr6DZ4KoDVr1mD16tXYtGkTnnjiCUiSBIZhvOwCAQGBx2glA1VuT86wiuTGtUxXgLaAdHLXvdmOcCs7xrVWrMLeAqZfnsb0S9NQRAWqqoKNs6DDtGFV8AMpagQ3LGKVY2lYOl7NIvbfv0Lib79HORSEEmc1yw8AUBRwwQXA2WcDgQDYLO9aooVKWGV047O8Zhma4ox6P2yChcRJDe+VEyFW+10mxlRdIxNhoKoqpJIEJsIYZCnUF2rrWdDnqF5viQ7TdYVVuw3d+jb98jTmX9VcqfqW9dXFZ/kRupBVBAWhZAhCTkBqRQrRwagvBKZbFm6rjQ3A+6KyfoSZ0GSiGge2GyvUKkiMUT08rwN00UUX4dOf/jRmZ2dx11134dJLL/W6CwQEBB7DaQYqbopDbjwHbooDHaINARQMBXtqh6yW0CKgFXzmJjnt/2kOidEEFElB39I+JBYnEB+K+4IUNYPuMlacLiI6FEVqWarltkROBJWfx9C930Zs18soA0AoCFVRtVVqcBD48peBI480jnEz0UItzISuyImGIGFiDBRRAZtgwSat57MTIWb23b6lfWBiDPqW9iG5JAmJk6quqVUSWUmG9JgEIS/UEdTawqrdhMiJkIoShJwAqSQBQF18llN4RQoriS+gzdfoYBRjJ4y19dy4Cbcs3LXPTreKyroNN+aK1TsL0DbGmsUKtboZ4dfEG92G5wLotNNOw9/+9jf8+Mc/xk033YREIoF/+Zd/8bobBAQEHsNJBqpKq0+5XEYoGQIAX+4cWi2MZoRWJ0Cx4RiKM0XEhmKgKApDhw+hb0kf+lf0u+LK5DbMrlFfVIW8gLntc+CmOIwdP+a4HQAI7XgFgzd8BerkNBTAsPpQQQo44QTgS18C+vrq2okPx9tPtGATepuhvhC4aQ5sXPudiVh7MTiJrbD6bmI0YbjDVQqWVnfqK8lQpaCa2zYHmZc1F6WxBJDxR3yKDjbGgokyCCVDhgWuMj7LKbwkhVbE1y/iR0enYqL0dr0uKusW3JwrVkKzWayQ/p1WPBD8noSoW/BcAAHAVVddheHhYXzve9/Dv//7v+N3v/sdzjjjDBx33HEYHh5GKBTqRrcICAi6iEoCyEQYiHkR0aEoEosTUEoKAH8VUwQaL4xWhJYKUhhaOwQmyoCf4xFOh5FamvLtrpxVFrLC3gJ2P7UbuV05sHEW+fE8AFiKINOxOnQAeOABhO68E1RJgBKmEdz3/WCIRvCSizSXt33Fsy3bqRm3TqQ5NuJjQjSiA1GIBRFUgGpoJXEixBp9t5KYhlPhlnfqa8kQoFkkZV5GMBREcaYINs5CFmTfuWKGU2GkV6VRypQQWxQDUB2f5QTdIIV+rIfUDfgtJXozdGKuWCWHaRQr1OpmxIGU2dEpPBdAa9eurfpdVVWsX78e69evb6k9iqKwYcMGN7pGQEDQRdQSwME1g4ikI4ZVBKjPAtet3cTaOCWzhdGK0I4cOQIASK9KoyyXEaADviVEVou/qqgQ8gJyu3JGnBYAZHdkMbBqwJZ7F1UsIH7TtaCfexpUkAIbZaCwmtsbNZhG8N++Dhx1lK3+mJGRThDOxGgC/Sv7UcqWkOhLgA7RUFW1YQ0ju0LM6XdbuZ5aMiSVtHgf3YqVXJIEHepOAgQ7z7JVfJZTdIsU9hr5J+jOXHHTgt0LmR27Bc8FkKrur3NBUZTmF1/zdwICggMPVgSwcne/csHpll+zWZySWfa2ZoTW7cWzHTFodazV4q9CsxqwcRa58ZxmsdtXyNWOe5f68stIPnoPFG4OKqPZfIJsEGyUAU44FrjqKqC/v66fTsmI24STjbEIJUJIr0jbJhNOhFinrQS1ZEhPKKKn1dbjm3S3O6/IupNn2Y17SkghgV10Y664acHuhDV8oaArLnA6iOghICCohF0C2C2/Zqs4JavsbV65vbQjBhsdy8a0LGdA9TUmR7WAfN3trThbBJtkm7t39YcRfvwPGPnrrwBZhkJRkAXFKGwqffBsMJd8BAgETPvabeLaKpnQSTuf5ZEbzzWcC520Elj1v5uuWd14lgkpJLCLbs0VN9cO4n5pDs8F0OWXX+71KQkICHoIdghgt1xYGsUpWWVv67TbSzsEstmxhckCSpkSVFUFHdaWC/0a9VifXf+7C2ySNdIyFyYLpmMQ76OQevQehNavQzmooowAynIZACAyUZQuugKJd78VjIX4MdrpMBlpZklrlUz4JROTVf+7RYq69SwTUkhgF92aK26uHcT9sh5EABEQEPQcumUJaBan1O4C04obWzsEstGxgJaaFQBkXgYTYYyaKzoGVg2Am+SQ2ZIxUhMX9hbqxdeWLRj89leh7NwNNcJA3VdnRuFl5IdWYPbMyxBfs8zW/eskGbErUqzIhJOMgED3MjH5iQx106rnp3GwQi9mTVuI6IW5QuAMXXWBIyAgIGgFjSwBnSQMjeKU7Lg3NUKrFoJGBLLZWDQ6ttbaBQBMjKkSVnptHABVhTmrxNdDDwHf/S4gSZqr275VpywpyLz5H1F41wcRT3W/IGS7IqWVjIAkE1P1MxXuD2tiO8Yc8OMC+MdqSECwEEEEEAEBQU/Cqup4pwlDJ86rk+/pl6dRmCwYVhY75NtKlNkppNfMpazZznzD3XtBAL73PSi/+/+0zG5ByqjvI1AhzF7wCRSWHAaZlxGPMa7ELLWDdkSKmXgSCyJURTUSCpCge2sMrh6EkBPATXOgwzQkTsLMppkDmuz7zWpIQLDQQAQQAQFBz6LSLcFNwlBrOan93e3zipyI7M4spl+a1kj4TAlMjLFd46RWlAH2C+k1iglpFm9j+Z1iBvjsVyGufxmKqBjfD7JBBI54DSZPuxBzeQalrXOIpCMNa+lUopOksB2RUiueZjbOIDoUhVgStSyBB8UdxS4daG5PfJaHxEmQSzLy4/kFS/ad3FdiNSQg6CyIACIgIFgQyO/JozBdMNIyt0oYai0MUkkCE2EsLQ5uEJWyXAaf4aGICrhpDrGhGPgMbyQJsINKUea0kJ6Vf7udeJu677z0LPDpa6HM56GIChRehiKXEaQDKL7pXSh/5CIoszxKr046Hq9mMUvtiIZ2EixUiid97LkpTotz2lfEd+ToEVuxS52wcPldUB0IZN/pfe201dDvc4KAoNMgAoiAgKDnMbNpBnPb5pDfnYeQEyDkBAytHXJMGGotDMFQEIqgGP+b7Uy7QVQCdADh/jCCbBCJ0QQoikK4P4wAbZ0RrRGs+lSWy47jlOwE/4ZTYYQTDHD33cB//icArVgqAChyGWUmhPG3/Qsi7zkFMTrY0njxWR78vGYpqD02vycPiZPaFg2tJlioFE90mDbqQ9UK8eRYsmGbnbBwWRFvPxHgTpB9P11fK/e1kxkPSWwRAYFPBND8/DxeeOEFTE5OYn5+HoIgOKoRRDLLERAcuNDJRSlTQnG6CACILYppGcscEobanWhukgObZFGaLCGSipjuTLtBVNgYi9SyFKSiBG6SQ2w4htSylC1RYEbyzPoklSRkt2cbkp6WSePcHHD11cDzzxt/ooJakWtlZAw73nYBgisPRnRfDaFAMFDVt2bjVUnY9HszfNSwUbhT4iTXREOr2Z508ZTbkwMTZRAdiLbtSteuJcSKeAs5wRXB6BbcJvt+I/it3tdOZDz0W2yRn4QqwYGFrgqg3//+97j33nvxwgsvtNUOEUAEBAcuKslFbFHMKNiZWpGyRXoqF+DanejYcAyKoCA+HDcsQGZktl2iUkkAB9cMOhYFZiSvsk9luYzs9mxD0tMyaXzxReDrXwdmZ6v+HKQDKL/5Lcifch762VDVNYVTYdvjZUbY9HTcidEERE7E7CuzvnCf0q8tEAygsLfQliudG5YQM+Id7g+Dm+Ygl2RfEGAdbpF9vxF8oL376jTlejN0QmS3es/8JlQJDix0RQBxHIfPf/7zeOSRRwDAmPyVVh+KoqqOqbUI6d+v/R4BAcGBhVpykRxLIrYohuRosumxZguwmeWkNgbISRyNXYLghADaJXn6z5ktGQh5wZL0tEQaVRX4+c+B228HyjWxSjQNfOxjiP3zPyM4L1haqewQJivCFuoL2c5W5zXccKVzwxJiRrxlXgYdppEfzwPwV7xNbXIRPxB8N+AnC5ebIrudfvhRqBIcWPBcAKmqik9/+tN47LHH6v5eKWbMXOD0z1VVdeQiR0BAsHDRKrmwWoDNgtVbJWPdSNmsf87GWCMVtpAXMLd1DrIggw7RdaSnsj2pJIHfxiPcH7YmjcUi8M1vAn/+c/1nQ0OaRWjtWgDtFxBsRthq77/ESYCD0KlOueC060rXTp8qr6n22dBdBv0kGGvhJcH3ygXLLxYut8RYu/3wo1D1C4hboDfwXAD95je/wWOPPWaImTe/+c24/PLLceihh+KYY46BoiigKAobN25EsVjE7OwsXnzxRfzhD3/AI488AkVREI1GceWVV+L973+/190nICDwIazIRaOFpNECXBus3gqZdUoQnJA+K5JXmQxA4qSqa9PFT//KfoQSoSrSo7cnC1oaYjbOYm7rHOIjcSTHaixp27cDX/kKsHt3fceOOw648koglTLGoN2F3A5h0+//xPoJAFoChonnJ5oSZydj7iUpaUc0ml3TyNEjdXWrAPeD692AlwTfaxesdjcDAHeEgxtirN1+kNpY5iBugd7BcwF09913Gz+/9a1vxS233GLpxhaNRhGNRrFkyRKceuqp2LRpEz7zmc9g8+bNuOqqq5DJZPDRj37Uq64TEBC4DDdJZS25aLaQuL0A116LE4LQjPSZ1SGy2tnX2wA0a7nMy2AijCF+EgclkD4kXSfwmJj2HTbOQiyIkAW5vj7Pn/6kWX4EoX4Azj0XOO88IBCwNf5OYJuwlbVxzmzJNCXOToi2X4WS2bmtrqlSyHYiuN4teEXwvXTBcnNOuPXe6rRl1s75O5XlrldB3AK9hacCaHJyEps3bwagubNdeeWVjmJ4Vq9ejfvvvx/nnHMONm/ejO985zs4+uijcfzxx3eqywQEBB1CJ3e67Cwkbi7AprFEw3HbBKER6dPd2GrHqZbk1SYDkEoS6DANJsIAACLpCEKJUJ340ZEYTaB/ZT9K2RISfQnQIRqqqmrEM04Dd9wBPPhg/cUnEprV58QTHY2/UzQjbE7rQNkl2u0KJS+FhhPx4IY1ohPwiuB75YLl9nvOL8LBjX74WYh3A8Qt0Ft4KoD0bG8UReHII4/E2NiY4zaSySSuueYafPCDH4Sqqrj11ltxzz33uN1VAgKCDqJTO136TqswL9haSNyKt7C6FrsEoZb0BUNBFGeKRiplq3GqJXm1ySAATfgwMaYpQWFjrCaQVqSriafEAZ/5CmCWrfPQQ7V4n5GRqj97vZC3UgeqtngpE9EsaLXfb0coze+crxv/TrqzLAS3Iq8Ivhdj1an3XKP3lpcWSDfen34V4t3AQnh+ewmeCqCZmRnj5zVr1tR9XmkNEkURLGt+04844ggcccQRePHFF7Fu3TpMT09jaGjI/Q43QTabxXPPPYeJiQkUCgUsWrQIixcvxjHHHINgMOh5fwgIegWdIMiVO616/IudhaTdBbjRtdglCJWkT1VV8HM8pJKEmU0zWlKCDF/XttmOvhlxtEtQzI7v48YR/ux3gZkZKHIZqqKCClII0gHgtNOAT3wCMHlPszFWS0YAGGnJOxWI3qgOFBNjjMQQZnFh8YPimN85DzpMG/ewMFmo6oNdUlI7D3LjOdBh2vjdC3cWv1gH2gGf5cHGWaQOTiFABzpG5L0Yq05uBJi9t7oRP0IEjHtYCM9vL8FTAZTP542f0+l03ecsy0KWZQBAsVi0FEAAcNRRR+HFF19EuVzGCy+8gLe//e3ud9gC27dvxw033IDHHnsMkiTVfT40NIQzzjgDF198ccNr6DTuueceXHfddVV/O+GEE3Dfffd1qUcEBBo6EX9jttMaSUc6vpDYyVJm57yDqwdBh2lw0xykoiZ6pJAERVAQDAUb1iGqbMNM8DiOnSgICP/5v8HecwcgyxCLEhRR0b4UDEK88GL0XXK2ZTuFSU2QqKoKOqwtM+0GoluJpErXt8o6UCqlCeHZV2aNdgFUnYuJMQiyQQg5AaqiIjoQRWFvoSVXydp5oKdO19Ooe+XO4ie3IqfC1mwu1CXhcBGdHisvd/RJ/Ii36JSlzU/P70KHpwKIYRjjZ7PYn3g8jmJR28GbnJxEal8mITP09fUZP09PT7vXySb4zW9+g6997WtGP80wPT2Nm2++GY8++ihuuukmLF682LP+6di9eze+//3ve35egu6iV9Jnur3TZbbTOnzUMGLDMYT7wh0dDzevJUAHEB2MGjVaFEFBuD8MJsogOhi11Xa7O7LhCIXw7bcBDz+s9UEuQxEVKLwMIZTE9Ac+jvCaoxGqTI5QAZ2IATASMOiFS62+24y0WYkkK9c3JsoAKqraFQuaJaiUKVVZB8WiCG6KA0VRmH55umVXydp5UJuFz0t3Fj/syju1RnSLwHdyrLzc0V/o8SN+Wts6bWnzw/N7IMBTAVQpWjiOq/t8aGgIU1NTAIAtW7Zg9erVlm3Nzc0ZP1daljqJxx9/HF/4whdQrij6t3z5cpx44olIpVLYuXMn/vSnP4HnNXeVDRs24OKLL8YDDzyAeLx+8e8kvvrVrzYUaQQLD35In+lkkXJzp8tqpzU5mvRkIXHrWsyuo29pX8fdgQzs3Qt89avAvmQ1gJZSGgDyw4dg9zsvgBJOYFhPjtAkuYCegEF3Rav9vh3SZkWM6TBt6frGJlmoiorMlozRLh2moVLVLmqqqqKwpwB+TntnswnWNA4IsEdKaueBnsDiQHNnaUXMLFQC79WOvtfWJi/FiB/WNh3E0rZw4KkAWr58ufHz+Ph43eerV6/GSy+9BAB44okncNppp1m29b//+7/Gz4lEwr1OWmBqagqf+tSnDPFDURQ+//nP47zzzkMgsL/qXiaTwSc/+UmsW7cOgCbkvvKVr+DGG2/seB91/PrXv8YTTzwBQBOVXlrICLoDP7yU9UVKyAuQeRmp5SmMHd840YlbO11e7rRaLf5uXIvVdaSWpdpq1xaeeQa4+mqgZkOJClLg3vpuTB35LihZsSmxckLE7HzXihgXp4vG3ytd31IrUkiOJjHx/ERVu0x0fza8She1ABtAJB2BqqqILYqBTdqrI2WFynkQToUPSHeWVsTMQg4A92JH36t3oNdixA9rWyU6LdRr3zl+snwtNHgqgFavXo1AIABVVbFly5a6z0888UT88pe/hKqqeOihh/DRj34UK1asqPveT37yE+zYsaOq3U7jtttuq7JaffzjH8f5559f9710Oo277roL733ve7F161YAwEMPPYQLL7wQhx12WMf7mclkjLgfiqLwxS9+EVdccUXHz0vQXXR791RfpHY/tRu5XTmwcdZw42omgtyCFzutXiz++nXk9uRAgTJ1HXMVqgrcfz/wgx9oP1ciEkHw858HRg5H394CkhXX3SjzlF0iZue7VsQ4OhSFWBCrst7FFsUMq59Zu4AWAxTuD6M4W4TMyzjo6IOMLHDpQ9IYOVLLaNfqvTar2XSgEZdWxAwJAG8fnX4HdkOMdHttq0UnhXrtO0ePH/SD5WshwlMBFI/HsXbtWrz00kvYsWMHZmZmMDi4/2a+4x3vwNVXX41isQhBEHDeeefhM5/5DN74xjeir68P4+Pj+NnPfoZ77rkHFEVBVVUMDg7iqKOO6mi/Z2Zm8GBF/YulS5fioosusvx+KBTCl7/8ZXz4wx8GoGV1uu2223DTTTd1tJ8AcM011xjugWeccUbHx4bAH+j27qnIiRDyAnK7cihlSsiN5wAA2R1ZDKwa8Gyh6iTZ9HLxL0wWUJzSLBzcFNe5ha9YBK65BnjyyfrPliwB/u3fgGXLMAhYEisroWCXiDX7biOrmMzLdX/Xj7dqV8gJ4KY5RAeihuvb4tctrjq+1XvtJ1cdoHtxE62KGRIA3j46+Q7shhjp9tpWi04J9dp3jp74pjIBDkBc7dyEpwIIAN7ylrcYbm6PP/443v/+9xufRaNRXHbZZbj++uu1gNTpaXzhC1+oa0Pdt0tJURQuu+yyjqecfuSRR6qyvZ1++ulVCR3McNJJJ2HFihXYtm0bAO1ai8UiotFox/r5l7/8Bb/73e8AaK5vn/70p5HL5Tp2PgL/oNu7p2yMhczLYOOssZsuFkTQYbrtxdEvLgBeLf5eCC0+y0N6ZSuiN14DjO+uTm8NAG98I/CFLwAV7yszYtWsr624jZnBihjbEU+1liqJkyCXZOTH84ikI0aChsRowviu2b0O94eR2ZKpKiRbOTcB+MpVp9tirFUxcyBazHoF3RAj3V7bzNAJoV77zuEmObBJFqXJEiKpSNctXwsRngugU089Fffeey8oisIf/vCHKgEEAB/+8Iexfv16PPzww4aVpxIURRl/f8973oOzzjqr431+9NFHq35/17veZeu4d77znbjtttsAAIIg4Mknn8Q73vEO1/sHaGnDv/rVrxq/f/GLX0QymSQC6ABCN3dPw6kwUstThtubWBCRXJJEKBFqa3HsNomrhFeLf6eF1vjT4xAe/hMW/eYulAqaW29wX6rqYIgG+8nLgDPPBEwydXrd10pYEWMnhNmqv6G+UEO3O1mQMbdVs6yLBdE0pTYC8Hx33GpzQBem0y9PozBZMNwovRZjRMwsLHRLjPjRMuj23K5958SGY1AEBfHhuK0SCATO4bkAWrlyJZ555hnLz4PBIG688Ub84Ac/wB133FGX4U1VVfT39+PSSy/Fueee2+nuAgCeffZZ4+fBwUEsWbLE1nHHHHNM1e9PP/10xwTQd7/7XSOxxBve8IaGCSQIFi66STj0WJ/sjizoMI1QItTW4ui34NfKxT/cH9ZSPMcY1/vSSaE1vm43St/9D6Sf/B14SQFAIcAEEBAUUKk+cOdfgfQp70DYhvjpdF87Abv9rb3Xc1vnDBFklVK7svaUF2PRaHNA5ERkd2Yx/dK0JspmSmBiDNKr0r4gj92GX6zKbsHL6+mWGFnoYtpMXJrFAC3kMfAangsgOwgGg/joRz+KD3/4w3jmmWewfft25PN5xGIxHHLIITj22GM9KzA6OTlZJcLWrl1r+9japAd6UgS3sX79evz4xz8GoMUfVVqCCAi8xNjxYxhYNdDS4li7iPst+BXQFn89hoQO05A4CTObZtq2SrWaRMBJuygWwX7z3xB55ilIxf0uvSpUFFOj2Pm2CzEweijiDsbXD+4pTsifk/7qRE9Ppa1bgMxSautzkwpSYOOsJ5kIG20OlOUy+AwPRVTATXOIDcXAZ3iU5XKTlhc+/GRVdgPduJ6FLka6BTNxudDEup/gSwGkg2EYnHTSSTjppJO61gc9hkfH6Oio7WMHBwfBMIwRP7R9+3ZX+wYAsizjy1/+MhRFq9J+6aWXYunSpa6fh4DALlpZHM0W8fhw3HfWBbMYEqA9q1S7SQTstEtP70X/D25AbM9ulJQyqACFslxGgA5gaug12P7aDyBMJxHYOof4SBzJsaTt8zTqa22MTKvXY0UCWiF/TsY2nAojfUi6KtucWUptfW7qGeQ6TViabQ4E6ADC/WEE2SASowlQFIVwv/b3AxV8lkduTw7Zbdkqyx3Qu4HlfrOSE7SP2vWTiM3OwdcCyA+YnJys+n1kZMT2sRRFYXh4GLt37zZtyw3cdddd2LhxIwDNvfAjH/mI6+eoxJ49e7Bnz56Wjp2dnXW5NwQLAY0W8W5bF2rhtlXKrSQCjdoNPvsUlj5+HwJlzW0rGKIByKDDDHYecSomVr0B4ZCWtEIWZEicBD7LOzq3WV8rxUlulxaLWHkf7e5SW4mcdsif0wQNta6PseEYQslQVZFTvdgrG2MdCchW0MyVj42xSC1LQSpK4CY5xIZjSC1L+c41URe2uhjvdPp6bopDbjynZVYcjvvCqtwO/GglJyDoFRAB1ATFYrHqd6dZ3GKxmPGzLMsQBAGhUMiVvu3YsQO33norAE1sff3rX++4a+AvfvEL3HzzzR09B8GBhUaLuBuWEDddCNyOeekUgRE5EWq5jNjDv8DQuv8PKgAqrvUxlAxBZvsx9b5LEH3NURjLC9izbo9WDLSspd3O7cm1nblPFye58RyEnAAAyI3nDHFgR6g0Ejntjp2TeWHm+hhKhjBy9AhETkR+Tx4SJ2H2ldmOuSE5cZOs/HxwzaAvNg9qoYuS7KtZ8HM8wukwUktTro+d1VzUC+d226rcDnotBs9PIK5lBEQANUGtAHIqXmq/z3GcKwJIVVV8+ctfhiBoL/P3ve99OP7449tul4DAazRbxNuxhNRaD5gYg8RoouVFz+2Yl04RGJaS0X/PjaCfewoKYKS3ZuMs1BUrIf/rFzF28BLMbp5FZnMGQTaIzNYM2BgLOkyDiTIIBAMtE9FKcaIIikE6g6FglVDRv2t1PxqJnHbGzqnrXCPXRzbGQuKkjrohteIm6cfMWToqs9RNvzQNRVQQZIOQOM1d3M2xq5xDTISBmBcRHYoisTiB+FDcd8LQCfwQg9eLWGhxYAStgQigJtAFho5m9X9qUWuRqW2vVfz85z/HunXrAAD9/f347Gc/60q7BAReQt+FY2IM+pb2dbSwnCzIoEM0+lf2GxnqnCx6el/jw3HXiGVHCMyuXQhfdRUCr2yFEqahV0kLskEE3/kO4LOfRSIU2k/qBRnF2SKgaime53fNIzoQRWFvoWUiWilOpJJmLQEAOkQbQkW3mjQiIY1ETqtj14rrXCMhBnQ2/XU7bpJ+jR/Qx5Ob5LT/pzkkRhMoTBYwuGbQVReu2jk0uGYQkXQE/Sv6q2o/9Sr8LHT9CBI3RaCDCKAmqLXWVBZEtQNRFBu21wqmp6fxrW99y/j985//PPr7+9tu1w7e//73t5yUYnZ2Fp/4xCdc7hFBr8Jt60wt8nvyKEwXkBvX4k/y43mwcRalbAnpFWkA5ouemWtEJ3cM3SQwwn8/hsA3r0VA5MFGGShsUCtySgcQ/PjHgA98wKjvo5NQOkQjOhBFXswjwAQQSobaJvG14qQ2BoiJMbasJno7elFdJspUiZxWxs6J61xljEoja1Mn3ZAWYpyHLkpiwzEUZ4qIDcW052pf4hM3XbishPJC2vH3q9D1Ixbi80TQGogAaoLamB+nFpza71fGBLWKf/u3fzMKnJ5wwgl473vf23abdjE6OuooE14lJiYmXO4NQa/CbBeub2mfa+JnZtMM5rbNIb87DyEnQMgLCMVDEAsiEn0Jy0XPKhtdJ3cMXfFFV1Xkb/gP0D/5Ecr7ikcH2SDYKAOkk8BXvwoce2zVIbVWGuwr/VNppWmHiFaKk4OOOQjAfnc3kRMx+8qsIxKiUqrp352SP7uuc7VzQSpJllbKTrohLcQ4j0pRwkSZuhggt4kosZIQ6FiIzxNBayACqAlqBRDHcY6Or/w+TdNtW4AeeeQRPPzwwwA0d7yvf/3rbbVHQNANON2FcyISdHFVypRQnNZi+CpTAVsRfCvXCFVRO7Zj6Ipliechff3fQf/hf6DwMhS5bMT8yKtXgf7WtYBJ9spmVho3iKhZSlcddkhI5b3Uv9eOa57eh2aCxUqgpw5OmWYra4Vg253TbrpJ+inwWx+z9Kp0x7PAAcRKQqDhQIib8tNz7mcQAdQEw8PDVb87SWWtqmrV92vbagXXXXed8fNFF12EFStWtN0mAUG7cPrCdbIL51QkVIqr2KIYpJKE9Mo06BiNUCxkWVXbSpSpUDuyY+iKL/rUFHDllaBe2gQAUPYVulTkMqRjToJ01ReRHBmyPLyRlabdLHCN2rFLQjrlrtJMsFidN0AHLFNcOyHYTue023WhuuUGVjsviCgh6AYWskXQD895r4AIoCZYuXJl1e/j4+O2j52ZmamKGXJDrMzNzRk/33777bj99tsdHb9u3Tocdthhxu/HH3887r333rb7RXDgopUXrhUBBrRUyZVVsM1EAh2mLXeMa8VVciyJ2KIYRo5uXKTSSpQlR5MIBAN1fW130Wyb3K9fr7m2ZbOggpr/WpAOQJFVZN/xQagfPB0j6UTTZhpZaVqB3flQSUJ0C0Bt/SGn7ipO6so0It+ddJOpndPBUNBIr51alrI8rh2x4IfAb0LMqkF26buLhSi+/fCc9xKIAGqCRYsWIZFIIJ/PAwBefvll28du2LCh6ne3rTWKorR9XLlcdqs7BAcg2nnh1u7CFSYLmHh+ooogsXG2TiToWaOig1FTImWnRooZwqkwmBgDOlKdKU5fKN3eMWyLZP/ud8D3vgfse5aDdABBNgg1HEXuQ5dDPeyYrrh1OJ0P4VQYhcmCJTFudE9q4VZdmU5mJgSqhS83xUHICUitSAEAZF7uiCjoduB3t4iZX0UGEYMEnUC3n/NeAxFANvDa174Wjz32GAAtk9nOnTuxdOnSpsc999xzVb+TOj0ECw3tvnB1cWFFkFIHp6pEQjAUBD/HQypKdfVY7MRkNCJEM5tmIHES6DANmZcRH6kXVm4uIi35ossycPPNwG9+U/cRe+jBKH/+K4j3D3eN8FVm3mMijK3YrkbEuNk9qW2n3boync5MCOwXvsFQEEJOgCIqyG7Lgokwbcc3NTtntwK/u0HM/Coy/LZL75VI9KsYbYRe63O3n/NeAxFANnDyyScbAggA/vCHP+Ciiy5qepyerADQ0l+//vWvb7svzzzzjKPv7969GyeffLLx+wknnID77ruv7X4QEADuvXAbxVxUioTiTBFSSQKf4au+Z0akagVLI0JkRkokTqpzyXIbjnzRs1nN5W39+vrPTjwRuOoqhONxdGuZrsu8lxMwtHbIMrmByIkQ5oWG9XXM7kn21Wyde5sbdWU6kZnQjEDpwpeb5pBakUJ2WxZsgoUiKFBVtSOioNuB314TM7+JjEr4aZfeK5HoVzHaCONPjyO7Iws6TLdUN64b6PZz3msgAsgG3va2t+Hqq6824nkefPBBnH/++Q2Lov71r3/F9u3bjd/f/OY312WUIyDwC1rd6Wr1hVt7vkYEKTmWNERC/4p+ZLdnMY95w8ogcVJTItWMEHWLlNge961bgSuvBPYlVVHkslbfJ0gh+KFzgAsvBAKBjvWzGcwy78UWxRBJR+rmQyUZkjjJuB+1993snli5P7pRV6adOeC0dtTg6kHQYW35ZSIMFEHpuCjoZuC318TMTyKjFn7ZpfdKJPpZjFph/Olx7HpyFwoTBYgFEcklSSw+cbGv+6xjISd4cBtEANnA4OAgTj/9dNx///0AgJ07d+KOO+7Axz72MdPvC4KAb3zjG8bvFEXh0ksvtWy/1kozNjaGRx991KXeExA0Rru7c05fuFbnaxa3o/8s8zLmd86DDtMGySlMFhqetxkhMiMlEidBmBfAxzpjBbI97o8/Dlx7LbCvpphYlKCIClSaQe79F0E55i1I7C10dbEzy7yXHEsitSKFwdWDVckJzMhQJB0xve9O3B/brSvTKjFttXZUalkKMi/XHdvJe9huIoV2SJWXxMwvIsMMftml90ok+lmMmoHP8sjuyKIwUcDMphkwEW2jWzhM8G2fa7EQEzx0AkQA2cTFF1+MX//610Zdn5tuugnRaBTnnXceAhU7r5lMBp/85CexZcsW42+nnnpqVeY1AgK/wK3dObsv3Ebns0uQ4sNxg9hIJc0q2yx2wooQleWykXWutiZOKVMCE2PATXGuuT80EwJV16CqwA9/CPzoR8bxilyGIioQmAR2vP1CFORR0E/uqkoQ4GY/W01rrmfeS44mqwSCmQvj8FHDiA3HEO4Lm7qKAfbcH9upK9Nq4oN2a0f1ym6tWy5MXhEzv4gMK/jhvnslEv0sRs0gciLoMA2xIGoeBiUJffE+yLzs2z4TtAZfCKBCoYBnn30WL7/8MrLZLPL5PFRVxTXXXNPtrhkYHh7GjTfeiEsvvRTlchmqquK6667DT3/6U7zuda9DKpXCq6++ij/96U/ged447pBDDsHVV1/dxZ4TEFjD6925ZuezQ5B0ogrAVqA9YE6IpJKE7PZsFakbOXoEuT05wzVr8oVJ11w2mgmBqmsolYBrrgGeeKLK3U1VVEjLVmHz8eeAD0SR35UDG2dRypaQXpF2vZ+tpDUP94ch87Jxj2pTPiuCYvxfmWrcrM+VRLHS/dGKSLVCsNtJfOBG7ahu7tbaEbq96MIEdE9kOClw283x80ok+l2M1oKNsQglQkgu0ep99cX7EB+JI7U85ds+E7SGrgqgHTt24Pbbb8d//dd/VaVm1hciMwG0bt06XHvttQC0xAI/+tGPwLLeqPK3vOUtuPbaa/G1r30NpVLJuIYdO3aYfn/t2rW4+eabEY/HPekfAYFTeL0758b5WmmDz/Jg4yxSB6cQoAMoy2WNTJuRuj4t9XJmSwaAO6LQrPaLmRBgY6wW5/OlLwHbthnubjrEN56MuX86D+yeIrhtc2DjLMSCiERfoiP9dJrWXMgJRk0biZMwsX6iSiAogoJwfxhMlKmK47FLFGVeBlBPpFp1z2o38YHbtaOaXUc71+kkRqkSvebCVAmvRUavBft7JRL9YPGyC12wLT5xMYTDBMi8jNTyFMaOH+t21whcRtcE0K9+9StcffXV4HneeFmoqtr0uOOOOw6FQgG7du0CRVH47//+b/zjP/6jBz3W8J73vAdHHnkkbrjhBjz++ONVhU51DA0N4fTTT8cll1zimTgjIGgFXu/OuXE+p22YkRKz+kI6qeuEKKwlkZZCYPcW4MtfBrJZw91N4WUoiorMu84B9d73gImz6KMZhPvDmNs6B1mQQYfojvTTaSIAiZMgl2QjRqcyxqdSYOhC1CkZMiNS7ZBON9K4W83FcMpZ7ahm19HqdbYao6Sj11yYuoVetZR56Zbo53GoRC8JNoLW0RUB9Ktf/Qpf/OIXAWhBrjpSqRSy2WzDYwOBAD74wQ/ixhtvBADPBRCgFTS95ZZbMDc3h+eeew4TExPgOA6Dg4NYsmQJjj32WASDQdvtLV68GJs2bepIXzvZNsHCgNcvezfOZ7cNu/WFKklduyLNbLfdjETWCYH/ewy44Qat1g+0OBIAEINh7D7tQhQXr8YwYLhniZyI+EgcEie5FkTfDtm1EhNUkAIbZ6vGMrUs1XIfK4lUu6TTDXLfaC66ERunW7hauc52Y5T0a2j1eei1OirtoJctZQT16CXBRtAaPBdA27Ztw5e//GUAmvhJp9P4+Mc/jne9611IpVI4/PDDq9zhzHDKKafgxhtvhKqqeOqpp4zF32v09/dXZW8jIOhVeP2yd+N8duOF7NQXqiV1rYo0q116KxKZWpYCymXgjjuABx6oaosKUlAWjWLvKRejiGSdSAunwkiOJV0lme2Q3UoxUZmifOkbtKLRrfax0fV10oLjBO3OZ7PrCPeHkdmSQfqQdMvX6UaMEtDa89Br7mDtgljKCLzGgbTB0Al4LoC+//3vQ5ZlUBSF0dFR3H///RgZGXHUxpIlSzA2Nobx8XHkcjls27YNK1eu7FCPCQgIugE3Xu526wuZncMpqa3cbdcFQLqQNnbpTUlksQj8278B//d/de0F/+F14M+8DLF5FVGP0iQDrYs/XUyYpSjXRaBTNCPRnbbgeIXa65AFGXNb5wAAhYkCQAFQ4fg63YxRcvI89Io7mF82DwgInOJA22DoBDwVQMViEY888ojx+ze/+U3H4kfH4YcfjvHxcQDA9u3biQAiIFhAcDPtrt36Qu1C322f2TgDISdAVTU3IzbJYvmbltefb+9eLdmBWRKVD34QuPhiDAaDiFeQNABG2u5W4l86naGqMkV5MVMERVHIbM40JL5WfbJDojthwenGrmrldVTGdu3+626oqorYohiYCAMmymD4qGHbKbobpfZ2GqPkBL3gDtYJAukHMU2w8NErGwx+h6cC6Nlnn4UkSaAoCmvXrsVxxx3XclvDw8PGz5P7qqMTEBD0Ptx+uXtFStgYC26Sg5ATUJgoIMgGwU1xEHMi+GxNMdUXXgC+8hUgl6tuhKaBT30KOPVU4086WTVL1yxxku1x8mLHUCfc3JQ2DqXZUp0IbNSnyhTUdkm0m/e3m7uq+nXo2Qen/j6ljWGmBCEnYGDVAJKLNatlYjTR8DrtpvbulOur393BOkkgSexIcxDXrfbQCxsMvQBPBdCePXuMn4899ti22komk8bPenFSAgKC3ofIiRDyAjLbMqBDNJBB2y93L0hJYbKAwkQB5XIZiqwgyAYh8zKkooTcntz+8//XfwHf/S5QG+vY1wdcfTVw5JF1bZsRNjpCgw7TthZBr3YM2RhrJGXQ+2UlAmv7pGez04u6MjHGk1o6jorTdhjhVFiL+dlXhFHPjKrXrWJiDEJ9IceJD5yk9nbrOvzsDkYIZPdAXLfah983GHoFngqgygxvqVSqrbZEUTR+DgQCbbVFQEDgPlrd5cvvyWNu6xwUXkFppmQQKD+/3HXSGQwFUZbKYKMsFEkTOLnxHJgogwBUDD76IPCLX9Q3sHy5Vvj0oINM2zcjbP0r+yHzsq1F0CvCF06FwSZZxBbFIOQEIzkNE2PqzlXZJ6kkIT+eryrq2re0z9J9yy04Kk7rEXTxkC6koaoquCltgy85Zu858Au597M7GCGQ3QFx3XIHft9g6BV4KoBisZjxc7FYbKutmZkZ4+d2xRQBAYG7aHWXz6glI8gQCyLYOAs6RIOJMW2/3J0IMqfiTSediqAgNhQDBw4hJgRFUsBNcYjHgMA934K4ayOoIAWKokAFKQTpAHDSScBVVwHRqGX7ZoQtlAgZabCbLYJeEr6RI0cg5kTDamFF3Cv7xG/jTYu6VrrDuU2i+SyPzOYMMlsykEoSwqmwdXFaj6GLBzbJQsyJhjXMDsnxE7n3qzsYIZDdgV/E+UKAnzcYegWeCqB0Om38/Oqrr7bV1rPPPmv8vGjRorbaIiAgcA+NdvmA6nTItUJDXyDpEI3EWAKKoKB/ZT8So4m2+uREkLUi3ipJJwCwCRYyLwMqkAxyGLj5egSLMyjty9YfoAOgwzSU93wA8S9/CmhixbYibIOrB22JNS8JXzgVRnpV2ig2a3Uuq8D/2qKunSLRE+snMLt5FpktGVAUBSEnYHDNYH1x2i4Ri3AqjOVvWu5YjBNybw+EQHoPP4nzhQC/bjD0CjwVQIcffjgAQFVVPPPMMxBFESzrfOI/88wz2LlzJwDN/a3deCICAgL3YLXLN7F+AijDIMVSSTLiHCor1BtCIqO5/YQSobYWSCduF626aNSSTomTtFouuzZj8P7vguIKkMsqVKUMgAKCQex5+7kIvfndoHP2dj+tCJvdRbAZ4XMzMNkuuaz8np2irm71kc/yEHMiuCkO/Jzm8sYmWEQHolh0xKL9xWl9QC5aITmE3NsDIZDegohzAj/BUwG0bNkyLFmyBLt27UIul8PPfvYz/Mu//IujNiRJwje/+U0AWmDoEUccgXg83onuEhAQtACzXT6JkwBoYqiUKRluRpXuRoAmNNxeIJ24XbTjojG4ehB0mEZxuoj+Ff2g/uePYH/1PZQpETIThMxrGTA5icGG15wNNXgI1qiqZdt8lkduTw4UKCPrV7uEzer4TgQm2+2r/r1mRV3d7KOerU6fp3qqaTbJasVpexwkyxaBX0HEOYFf4Hkh1HPOOQfXXXcdVFXFjTfeiCOPPBJHmmQ9MgPP8/jsZz+LF1980fjbeeed16muEhAQtACzXT4EAFVRjRS/3CQHNsmiNFlCJBWpEhpuLpB8lgc/r8UV2XG7aMdFwyDo5TLYB36E5J//C8FIEEqA0eJ+AhSm+Tj+b+SfUOKSSO7OY3zdOA46pj7xwcymGYw/NY7irBYrGR2IYuzEsY5kS/JTYLKVaHK7j/p9HlwzuL9o7SFpjBzZWl06P4Fk2SLwO4jljcAP8FwAnX322fjxj3+M8fFxFItFnHfeefj4xz+O008/3dKSUyqV8PDDD+O2227Dzp07jcxCa9euxSmnnOJl9wkICGygVsQAwMTzE4awiA3HoAgK4sNx04BzNxbISiKoW3Rqi0jW7pS36qKhE/Tc1mmkf3Y7wjvXQwnTCLJB7ZooCtzBr8GLoZNR2lWEXJIh8ZIh0GrTQ2c2ZzD98jTmX50HAPQt60MkHWmpoGgz9EJgstt9XKiuOH4SswQEvQBiLT1w4bkAYlkWt956K84++2xwHIdSqYTrr78e3/ve93DooYeiXC4b3/3c5z6HnTt3YsOGDZCk/b7hqqqir68P3//+973uPgEBgU3Uipj4QXGIBRF0mAYT1awitTFAbi1AZkRQFxC6O5nVTnkrFiiRE0FlMxi++xqEp3dCARCEZvUCDbDnnoXCmnch+edXkc+OI9QXAlQgOhRFcbpY5XYlciKkogQhJ0Aqaa6DQk6AWBItCX87u/69EJjcbh/NSM5CdMXpBTFLQOAXEGvpgQ3PBRAAHHro/8/em8c3ctf3/8/RHLplWbbXXnvvZNkcsCSBkPBLuSnnAwpNy1EKIYUSUgiUM2laINwUCOVIGqCcbbnhC5RSrgQo5cgBJNkce9/rXZ+yLGmk0YxG8/tjVrOSLNmSLcnHfp6PRx6xZM3MZ0by6v2a9/v9ej+Cz372s7zpTW9ifHwcgEKhwIMPPgjgiZwf/OAHAFXD4BzHYXBwkFtvvZUNGzYsx/IFAsEScCT377l3W2/HAtB6gWCgN4CVcwXFQnfKW81A+ceO0f/xd+DMTLjiR3Fd3SRVhje9CZ7/fHqPphh/YJL4ljj6pE54wM2ClexS1ZBQLayhhlT8Mb/XoO+P+dGCWt2Av5m7/vPd5VzubEinXezmC3LmK7lbjcJoNYhZQXOstM/gSlvPUhHZUsGyCCCASy65hO9+97t8+MMf5r//+78pFoveFxTg/b8SSZJ4znOewz/8wz/Q3y9UukDQKp38Eptv3+Uvm7IJQjARJHsqS2QwQmwk1vb11QaCxUKRmYMzAJhZ0+1Jated8t/8Bv9734uUz7plb6eflnuiyDd/EB7zGADim+P07egDoK/UR34qj+STsHIWY/eNeYF52UY6n8wTXufOTgv1hUhsT9Rd20J3/Zu5y7lc2ZBGa2tXxmYxQc5qviu83GJ2rbFcQf9K+wyutPW0A5EtFSybAAJ3LtCHPvQh/v7v/57//u//5p577uHhhx8mlUphWRY+n49YLMa5557L5ZdfznOf+1y2bt26nEsWCFYtnfwSW2jfzXzZtHN9jWbMzByc8crhgKXdKXcczC/+J77P/xuST0ILqdiajGM7SMPrkT/2Edi0qWqT7c/ezsAFA8wcmkEf17FNm/H7x+cE5uVgv9YFrpJycFYqlhre9W9FAHS7Mbl2bbJfRp/UyYxmkHxSSxmbRrQa5KyFu8IrpbRvtWcMmvn3qBPnuNI+gyttPe1CZEsFyyqAygwNDfHqV7+aV7/61d5zhmHg9/vrZoIEAkFrdPJLrJl9L/Rl04n1lQPBsvNcOQNUDoIlWUKLaIu7U14sot/4Pnw/+wn26adkTUYLqXDJTnjPe6Cnp+618ik+byjs+P3jVWuqDMznC/ZrgzMrb9GzqWfOuaRH000LgG4HrJXiRJ/QKaQLhNeHKVkl1KDqDUSFpbu9NRvkrJa7wgu9V50Us818TlZ7xqCZf486dY4r7TO40tbTLkS2VLAiBFA9AgHxIRQI2kUnv8Sa2fdCXzadWl8gHiBxbgIza3pBsOyXSR1NMXD+AJGhSOtDLzMZitffiO93v8c2itjFktfzYz3rmaj/dAOo6pzNKgOm8qDUxdx9rBec9WzqIb41PudcmhUAyxGwltcm+2UK6QK2aTOzfwZ/3E9+Kk90JOoOw+2i29tquCu8nOKi2azIas8YLPTvUSfPcaV9BhezntWS/Vsp2VLB8rBiBZBAIGgfnfxSbXbfjb5sWp3V0yqVQbDjOEzvncZxHIwZw5uvU9mHNC8nT8INN8CBIwDYxZL3/9xzX0zgb69GrSN+GgVMwUSw5buPjYIzn+Kbcx7NCIDlCljLa9MndeLb4qQOpVDDKiWrhBbRKBaKxEZiS/4cVH7uSsUSPsVXZToxB9/i3pdusJziotljr4WMwUL/pnXyHFdaZqLV9ay27F+3S38FKwchgASCs4ClzLdpp0NX7ZfNQrN6ANKj6SXfnevf0Y8SUJg5MoOVt9DHdWaPzjY1X8fjoYfgH/8RZmeRZLc0V1Z8FJGZ+vNrUJ7+FGIRf91N6wVMg48eJDwYJtATmPf8at+DVsXsQnc55wvmyr/v1N3R8vsCoAZV7IJNsVBE8Sv0ntOLP+pvS/AXiAfIjmfnDcwqP4sAkiwxtHNoRQVHyykumj32SstgLIaF/k3r9DmutMxEs+tZC9k/wdnDihdAf/zjH/nWt77Fnj17sCyLkZERnvGMZ/DCF74Qn8+33MsTCFYNrX6ptnInr10OXZWzerLjWcbuG2vbnUSf4kMLadimPWe+Tvpkev61/+IX8MEPguVuJys+ZE2mFIuTedVbUTads6jSqthwbN5r1eg9aFXMzneXs9HaMiczWLrV8Tu58c1xikax6jzVsEp0ONq24G+hwKze77XIygvYl1NcNHvslZbBWCzz/ZvWjXNcaZmJZtazFrJ/grOHrgugH//4x3znO98BYNOmTbzjHe9o+NpbbrmFW2+9FTgzC+jgwYP86le/4utf/zqf/exn6e3t7fyiBYI1QrNfqou5k9cuhy5/j5tFafedxEbzdYxpwyu/mhPoOw589avwuc/N3d8jd1C64V30hOILBurlgMnMmshBGS2oLRgwzfce1AZnUJ0pa6UGv14wp4ZVLN3q2p3cTt/xXigwWy2B23KKi1aOvdIyGItlvn/T1so5tpO1kP0TnD10XQB99atf5e6770aSJG644YaGr7v99tu55ZZbAHf+T3kIKrhi6IEHHuDaa6/la1/7mnCKEwjaTDcCwvm+LDtx/EB87nwdJaCghlTyyTzJA8nqQD+iwMc+Bj/60dydXXYZvPOdBEIhWl2N5DT379VC16D8Xz1HODWotpS5qQ3mTN1ket90VwVBJ+94LxSYrabAbTkD71aOvdIyGJ3gbDjHVlgr2T/B2UFXBZBlWdx7773e42c961l1X+c4Dh/5yEcAPOGTSCTYsGED+/fvJ593v5Tvv/9+vv3tb/OXf/mXnV+8QHAW0bWAsKbhXA2rC862aYXaTEjtfB2A7Hh2rh31+DSB99wMFf9eefzZn8F114Esz/3dPOtoNAh2KY5k9Wbp2AXb+38rmZvaYG61CIJmWCgwW22B22ID74WGFQthI1gqIjMmWC10VQDt27cPy7KQJIlt27YxODhY93V33nknR48e9TI7f/d3f8cb3vAGAFKpFNdeey333nsvjuPwla98RQgggaDNdDogrNdwrgbdsqvpfdPzzrZpRG0A16h/pjKAM1IG+oReFegryUnCn/0kjI0CrsObYztIig/5utfBX/wFtJh1XkxGq/Y9sHQLatoeTd2kkCmQPJRE8SsYKQMtppEfzxOMBxeduVltgqAZFgrM5nMpXAvB3Hw9fa06d62VayLoDEIkC1YDXRVAx44d837esWNHw9f99Kc/9X5+1KMe5YkfgHg8zkc+8hGe9axnUSwW2bt3L2NjYwwNDXVm0QLBWUpkMELJLiEhER2OLvqOcS2NelvMtFmVIWk026YetQFcsz0stYG+dvQA/Z/+OHIx564pZ1HMW9g+lZmXvpbQzqfQv4iS28Vm1MpB+diuMQAc22HsvjEvQM2czDBzcAbbsMlP5Qn2B/H53EGr5QzQYjM39QTBag98FwrM5nMpXA2Wvo2Yr58MWuu3WyvXRCAQnN10VQBNTk56PzfK/gDcdddd3s9XXnnlnN9v2LCBiy++mHvuuQeAhx9+WAgggaCN1AY5kiy1LTCslw1RAgqO1Nxsm1rqBXdKUEEJKE1lXMqBvv2zOwj8x8eRS0UALKNIPpnHIMjuS19OMbWOgbtGqwLDVsqGlpRRKTGnT0kJKFi6RbFQxMyaaBGNYDxIdEMUNaCiT+o4joMaVpfUN1Xe9mwLfNeSpe9CVufNZifX0jVZLKv9JoBAIHDpqgAq9+4ARCKRuq9JJpMcOnTIe/zkJz+57uvOO+88TwCdOnWqfYsUCJaJlfLFuhjL4MrfL0S9bIgacoeHLqbnpF5w13tOL0Wj6O1P9svkpnL0bqvjGuk4BH70XfjsZ8/sM2dRSBeYVRL8rv95GOMBIswSXhcmczLTsMRuMSVWizm/2MYYuckcjuOg+BWiI1Hsgu3OzunxM/XwFJmxDLImI0kS/ph/SWJlNQa+rf491b5+tTjDNcNCGchms5Nr6ZoshrPtJoBAsJbpqgCqdGuzTs/TqOW+++7zXrtx48aGmaKenh7vZ13X27dIgWAZWElfrJ22DG6UDQG3FKfVDEm94M4f9RMZinhzbIwZAytvkTqcomgUz1zbYhE+8Qns7/2X2+dzesCpbdrMDpzLnbFnkJm28Tk2tmkD4ODUNR8Yu3+MyGCE8GC44Xu4mNr4RsFraCCEmTVdMZKE2Ih73bIns6SOppg9OguAmTGbH/bagNUW+Lb699RIzK4VI4iFMpDNZidXk1teu1mNNwEEAkFjuiqAwuGw9/PExETd15SzOgAXX3xxw301ElACwWpjpX2xtmoZPG92pQGNsiGLyZA0Cu76d/STOppCn9SxchZG0mCWWe84Aa0EN92E+b+/9cRNmdzjn8rh4acj706i5rNoEY3IUAQloCDhDgktCwJ9Qkef1PGpPqb3T+OP+hk4f+DMcZb4HjY6v/IA0crn8YF1OntVO+y1UUlTM9d7NQW+jf6elIBSt59svr+/dhlBrITsbuXfXKlYwqf4MFJGlTviQmtci+YYzbLabgIIBIL56aoA2rBhg/fzrl276r7m5z//uffzYx7zmIb7mpmZ8X5uVE4nEKwGlvOLtV5g1opl8LzZlQWolw1ZrHtQowDOp/gI9YfIjGaAM9fWOjFG4BPvx96zD9u0sY0idrGET5WZ+dMXkbzoaQSMIvHNJcLrwvhjfgI9AbSwRnY8i6VbnvgrpAsYKQMjbaD6VXo29ZAeTS/4HpavfTkYnc+aODJYv7yu3kDUY+ljc4a9akFtjlhpJUuymgLfen9PjuOgT+qE+kNzznW+v792WPqupOxuIB4gO55d0B1xPs5Wm+OFbgKsBJErEAiap6sC6JGPfKQ31+fgwYPcc889XHrppd7vf/vb33L06FHv8eWXX95wX5V9QuvXr+/MggWCFljsF2C3766X15k5mfFKxGoDs2Ysg5WAgj6pk5vKkTqUcm2a6X7mqvK61xom1O03GjtB6FOfgJlpHNu14baLJRxZ5eFHXkku/hjkUxm0kEbfeX2EEiGQAMcNjsfvH/eyBGpIRY2oWIctnKKDabtOdolzE/MGR+WgOHU0hTFjEEgEiG+KL8qauDZwrR32GuoLkdieaDrr0ei9W0rg283gsF6G0pgxsHIWmdHMnHNd6O9vKZa+rV7netepndeuXdnms9HmeL6bACtJ5AoEguboqgDq6+vjsY99LL///e9xHIe///u/5x/+4R+48MIL2b17N+973/sAt//nggsuYNOmTXX3Y9s2u3fv9h5v2bKlG8sXCBqylC/Abt5dL6+zkCkwc3CGYqGI4lfqBkILBTk+xYeVczM/juOQm8qhhtQ5wXY9FhPU1dtmoetee239+x+i/wufQJbc0rFyzw+xGA9e+BLGi/2wP4kaVomORImORFn3qHX4FB/T+6ZJHkgCrhAafPQgdtFm5vCMl2VSAgqB3gCRoUjD4Khs0T25e5LJhyaxTRtZk6sEJLRmTVxJ7bDXehbmi8k6Vmasyu5hzbx33Q4Oa9/z3FQOK++WQMLcc+3k318r17nedQLaeu3WUhnXcmRcGlnDr6QSZoFA0BxdFUDgDjW9+uqrkSSJ6elp3va2t3m/Kw9FBHjVq17VcB933nmnZ3wQi8XYunVr5xYsECxAO74AO11WYqQM0ifTpA6lyCfzzByaoWi49smBhPslHugNtBQIlYoljBkD27TRJ3XCA2GMGYNSsTTvdosJiBs1qZeve3o0jRpUSWQTc667Z3P9w/8h8NVbkKUz/87Iig9p4wamr3wD1qEizv5p9HGdyGCE/FS+qm+kXpagZ6SH7NYs+ak82g4N27RJbE+wbuc6+nf0z2vRrY/rXmlWdDhKdjxL/3n9LVsT12Mh8dpq1rGZjFU9lis4rPx76t3WS+pwillmG55rp/7+mr3O9a6TmXU/B5WzsWBp12419XLNx3JmXGr/ttaSqBQIzia6LoAe//jH8+pXv5rPfe5zniucN2vkdHncn/7pn/Kc5zyn4T5++MMfAm6m6JJLLunKugWCRrTrC7BTZSXlYEGf0EmPptEndPwxP7mpHMVCkdljs0SHokw8OIHkk5oOAH2Kj0AigKzJRIejSJJEIBHAp/gabrOYgLjRNo7t4DgOU3umKKQLOI77WItpbHniljM7cBwC//VN+OIX3VK2Si68kMD730901KTHOU7mZAZpUMLKW/REeigaRe961MsSRAZdMwIrZ6GP64QHwwycP0Bs2C3FK3820qNpioUiVt5i3SPXUTSKhAfD5KZyhAdOu8addh1byJq4HXe+W8l6lK//fBmrRutYzuCw8u+p1iyi3rl24u+v2evcymyspVy71dTL1YiVlnFZK6JytSF6rgRLpesCCOCtb30rW7du5dOf/jTHjx8HXBEUDof567/+a6677rqG2yaTSU8AOY7TcE6QQNAtVvIXYGWwkB5NU0gXvN8F+4Nu5iKiMXt8Fi2poQQUcNw+kkZ3VCtLoeKb4li6RXY864qBTfG6513epjBbaDkgbhREOzheD1P5d/qEjpk2PXcrikW4+Wb48Y/n7Lf4uP+P3DV/j+b4iQ77SWxJkBvPkT6epifSQ2QoQnxLvKHhQK2FcP95/XMCSi2skT7uXvdCuuCZE/Sf3094IIwaUudkVOazJm7UwL4YIoMRSnapYZlc7fWfL2PVaNuV8rfRjgzPYgOuZo7d7tlYS13PSmalZVzWgqhcbYieK0E7WBYBBHDllVdy5ZVXcvz4caanpwmFQmzbtg1FmX9JuVyOm266yXv8tKc9rcMrFQjmZyV/AVYGC2pQxcyYhAZCRDdEkZBcA4OjKdSQipk1SR5IukFWRKt7R7X2i8fKWwycP1A3+K+3Tdk9rZWgrlEQHRt2+zvC68IU0gUvo6yGVTcY0krwrnfB738/Z5/ZJz2HqSf9Bc7RLNIx3c3mrI+w4bINFC4oUDSKxLfEGbl0pGq7elmCxQSUfdv7AFdoNnKBq+fwNnbfWFvufNe+j5IsLShiFspY1WMl/W3Ml+FZSNwsNeBaKLvU6DrB4mZjLXU9K5mVIqorWe2icjWx0jKAgtXLsgmgMhs3bmTjxo1Nv37Dhg1VdtoCwUpgpX4B1gYL/ef1E0wE6d3WixpWSR1OYRdszIyJpVueqHEcZ84d1XpfPD2beohvjc9r41zvyyqYCDYd1M0XRA/tHMJMm966y8NAtfwsvPMmqHCLBECSMK9+DVMbL68aYqpP6ow8boShi4YW9R42CihN3SS2MUZ6NI3iV5D9sne3OjYSW/AYlftNj6aXdOe7MnPXSgBRef3VkErmZAYlqNCzsaepgLxTfxvtKoFZSNx0K+Bq52ystcJibPqXi9UsKlcTKy0DKFi9LLsAEgjWCkv5AuxUPXOjYKEc4BWNIolswi1tmjhtLFIWETV3VBt98fgU3xz76fm2GXz0IOHBsDdXp5nznW+IY2J7Ai2ieQFsYGYU+SMfxk6nkCv7kfx+eMc7MLY8CmfftDfEtJAuEN8WB2Bw52DdO/tLtTiPjcSWfLd6KXe+K4P8hVzR6lG+/vhA8SsgN7/udn+2jZTB2K4xzLSJGlaXVALTjLhpd8A13/Wo92/I2RpYzydMV+oNJ0HnWYkZQMHqRAgggWCZ6XQ983zBQvl3WkybE1DWBhWL+eKZr3yt1aAlEG88xLF8fsbtvyZy20cpFtxgVdZktJAK8Th88INw3nloKQNJkrwhprZpkzqUQg2qZE9l59zZXykW54vdV22QL/tl7ILt/b+lAKIEtml772W961VJuz/bU3unSO5PMr1/2hPsA+cPAIvLyDQjbtoZcIneheZoRpiercLwbGelZgAFqw8hgASCZaTd5TWN7i7PFywE4gG2PHHLgnfqF/PFU97GzJrIQRktqNXdppkswXzXCqD0Pz8mfOvHKRUs7GLJy/7YWzcj/8tH4fTA5PKa9Emd+LY4qUMptKiGXbDnlP510uK80TlXPg9UvaZeX1B6ND3vdasN8u2CTaA3gBpSCfWHmg4gWs2EdOKznT2VJXkgSfJAEmPGIJgIkh5Ne+uovV4L0Yy4aVfAJXoXmkeUOQnmQ2QABe1gRQggx3EYHR0lnU6Ty+Wq5gE1w6WXXtqhlQkEnaWdX/SdbtSGpX3xSE6tB3Xz6zZSBskDSQqZwpxrNXb/KcI//T6h732VYsHGtlybZrtYwt66A+vd7yd2WvxUnocScP/5U4Nqw0xIpyzOG51z5fPp42lgbulieV/Nvt/1gvyFerfq0WompN1BbHl/Vt6qGqGgBt2sZeZkxnMFbPbz36y4aUfAJYL65hFlToKFEBlAwVJZNgFkWRY/+MEP+N73vscDDzyAYRiL2o8kSTz88MNtXp1A0B3a9UXfrrvLzWRiWvniKa+rcphjZdlUM+suB/qFTIGZgzMUC0UUv0IwEcTKFIj/4N8J/vpnWAWbku0OYXVsB+PRl2Fc+yaGBvvqri2+OU7RKM4REZXnViqWyE3lFlUuNl+Gp945KwGlrmV5ejTt9Vi1ct3KNAry45vjLa271UxIu4PYyn4qM2OiRTXC68Ikzk2ghlUs3VrU579ZcbPUgEsE9c0jypwEAkGnWRYBtH//ft785jdz4MABgJYzPoA3NFUgWM2064u+HXeXG2UUUkdT5CZzhAZCDYPmxa5rod/XBvpl8dN7Ti9+P8S/cgv+Xb/HLJaQZAnJBp8qoz/52ZgvexWReebbwPzBb/l6WDnLLRtLBOjZ1Jzz2XzZmUbnnJvMec/bBdsTQLJfbvm6tXKeza67lf1A+4PY2v1ZuoUW01wnQN1k+rSxRTPXo96+Ox1ci6C+NUSZk0Ag6CRdF0AnTpzgla98Jclk0vuSXQxC/AjWCu34ol/q3eVGGYXxB8bJnMhQKpXw+Xz07ehj+7O3t21djX5fKpbcLEjN4NSy+IlFHQa+8nGkQ7sxAVnxYRdLKGGNzPNfhvqKvyKxgPgpUy/4rbwexoyB7JdRgyrxrfEFReBC2ZlG5xwaCGFmTTezlbfwx/zeOTdz3SzdojBbwAgbDXu45rsezWSVWnV0a3cQO9/+VkN2RQT1rSHKnAQCQafougD68Ic/zPT09JmhharKU57yFB73uMcxMjJCMBhctCgSCFYrS/2iX+rd5XoZBZ/qczMCJ7Pokzr+mB8jZRAbiTG4c7DhvmqD5PnWVe/3Vt4idTjVcHBqyJxl3W0fR544BYoPWXM9mWVZZvavX4/27Kcv2VmrnnFAqD+Er9JWu8lta7MR85WkFY2i93y9HqBG1y19PO0Ouw2r6BP6otzFFlr3YnvM2h3E1ttfN7MrS7X1PtuC+k5Z/AsEAsFS6KoASiaT/OxnP/MEzvbt27n11lvZtGlTN5chEKxJlnJ3uV5GoZAuIKvukFAzY5KbzKGEFI7/7jiyX64b/DYKkudbV+2Mn9ThVMPBqeroEQY+czOypZ9Ze0jFjsfIv/UfiV/6mJZc1hbqX5H9Mvq4Tngw3HRGoZlsXKNrUvn8+otd44aFrlv6ZNoTiuP3jy86czPfuleDg1k3sitr2ca6E0JlLV8vgUCwuumqALrrrru80jW/38+nP/1pRkZGurkEgWBNs9i7y/XuoJdKJYr5Iv6Yn9xkDp/iI30sTXggTHJ/ck7wu1CQvFC/SCAeID2abjg4NXT4IYJf/mfkYqF644EB5H/+ZyJbt3pPNeOyNl9AFogHsPJu748Wcy2yrbzVdEldM9mIRtek9vmFrpupu/ObkgeS3jVbTOam3rrVsIqpm3NKEVeqg1knsyurQQQulk4IlbV8vQQCweqnqwJoYmICcGu1n/CEJwjxIxCsIMrW0JWGB3bBxkgZKCGFmf0zSJJEfjrP9P5ptJjGlidu8bZvhxFDoyxE/OE70T79SbDt6g22bYMPfQgGBrynmnFZWyggM1IGalB1DQjG80QGI6hBFSNVv7+m3rVsdzbCSBmkT6aRkIhW9De1M3NTue6yrfT0vum6pYgrocemm+VVa9XGulNCZa1eL4FAsDboqgCyLMv7+ZxzzunmoQUCQQ21wWPlXWAza1I0imx/9nZiIzEO3XEICcltsp8x0Cd0zLRZJQhqA3HZL5ObytG7rbfpNZWzEN7g1IBK3z0/Qvufb8598cUXw3vfC+Fw1dPNuKxVPl/pOFe+HuV92AWbYDxYd0hqM+eykOlAs8H71N4pRu8aJTedAyDUF2LkshFvLlCjjFO9jNpCQWj5+Xq20uVSxJXgYNbt8qq1amPdKaGyVq+XQCBYG3RVAA0ONm6cFgjWOiupGbg2eJxvjsrgzkHyKTc4Sh5InjEwOV0eVa8x33EcjBnDMzQoGsWWg1PJdoh//8v4H/gVhNTqXz71qXDDDaCqc7ZrxmWtNiCrdz1adVlrhVaCdyNlkNyfZHL3JLNHZwHo2dxDMBH07tI3yjgtNgitFxSXSxEDPYFl/wwvR3nVWrWx7pRQWavXSyAQrA26KoAe8YhHeD+fOHGim4cWCJaVldQMXC94VIIKSkBpeBd4aOcQZtr0XNpiI7G6QVK5jE6f1LFyFkbSYBY3aG8mOC2vzRifJfGNfyV0/EHsgIKtychlB7YXvxiuuQYauEUG4gHUsIoSPD0vKOqv67JWFjrpk2lSh1JVw1p7NvWghlV6NvW0zWVtvus/3/UxdRMrZ1FIF7Dybha9kC5g5s05AnSp7mhlkV4qluoGxbHh2IoIYJervGot2lh3UqisxeslEAjWBl0VQDt27OC8885jz549/O53v8OyLNQ6d3AFgrXESmsGrhc89p7TS9EoNpzHo4U1EtsTaBGtSsTVW79P8RHqD5EZzXj7bzY4NXUT9AwDX/4IoVMHsQEZcGwHVAle9zq48sp59zG1dwpLt1ACCkWjSGTojFip1+OSOpwiPZp2hc1gxFtvdDiKFtaacllrhVaDdy2s4ZTca+6TXdtvf8yPFtSauktf6RYnIREZjDS8bpUi3cpbngBcaXfvl7O8ai3aWHdSqKzF6yUQCFY/XZ8DdN111/G6172OmZkZvvjFL/Ka17ym20sQCLrKSmgGriy/qxc8+qN+IkMRLN2qO4+nHAAPXTRUFSTVK+tbSnCq5Wfpu+W9SJOHXfFzOusj+VV45zvgyU9e8DxrxaalW16vUmWGo1zylx5NU0i7znK12a1mXNZapdXrkx3PYps2WlQj7ITxR/0MnD9AYnui6eNnx7PkJtweqHoZrHrXrWdTD/GtcXyKb1nu3s9XMirKq9qPECoCgeBsousC6GlPexqveMUr+Pd//3c+8YlPMDQ0xPOf//xuL0Mg6BrL3Qxcr/yuXvDYv6O/SiDUm8cTGYwQG4k13O9CTfnzcvQogX98O77kSeyAgnz6abkngvzxj8KjH73guc4nNrPjWW+9uakcVt4t0VODKmbGJDQQIrohSmQgUrXeeu/fUvqBmr0+Zde31KEUAP6YH3/MT3Q4yuYnbSa+Od7U8eZzxfMpPkrFErnJHIVMYc518yk+7/3uJs2UjHajvKrbfXsrqU+wVVbz2gUCwdlH1wUQwI033kgsFuPWW2/l+uuv56c//Skve9nLuOSSS/D7/cuxJIGgYywU8HYycGgU/A5dNFQ3eJxvHk+tY9p8ZX0tB6cPPQT/8A+QybiDTTUZx3aQBvqQ/+Vm1+66CRqJzVKxVLVe2S9jF2zv//3n9RNMBOnd1ltlMV2+JpXvXzv6gRa6PmUBoE/oVeV5AD2bevCV+6GaoJ4odBznTJ/WjOFdh2KhiOJXltWxq5WS0U5mLbrdt7eS+gRbZTWvXSAQnJ0sSwaojCzLFItF7rjjDu644w5kWSYWixEMBpvenyRJ3H777Z1YqkDQNhoFvJ0OHObLiMRGGje0L5S1aqasr/x/UzerHs/hd7+Dd78bCmcGnMqKD7ZsgI98BIaGmj7fRmLTp/iq1msXbAK9AdSQSqg/tOC1r+yjaVc/UGXwXimCAU8AzFee1yz17MmNGYPcVI7U4RS2aSNrMsH+IMF4sMo4opN38hsJ/5VSMtrNvr12HW85sjArrcdRIBAImqHrAmh0dNSz0QW8nx3HoVgskkwmm9qPJEle0CgQrAZq71Y3GzgsFNRUlq3V9msstvxuoayVFtawdNeRrFFg3pS4+9GP4KMfhVKp+vnzznMHnPb01D3X+QK8emLTSBlzrkOrPS7N9gO1GoTWXid8eAJgofK8Zqh9L8vlf6lDKS8TFB2OAtB7Ti/R9VES5zbfX7QY6pZlnn7PGjnQdTMb1W0R1o7jLVcWZiUIVoFAIGiVZSmBcxxnRexDIGgHi73r2kzgsFBQU/596mgKY8YgkAgQ3xRfej8Oc4UE4DnCZcezXimVEnD/Gakt65tX3DkOfPWr8LnPzT3wZZfBTTdBoH5ZWCFToGgUiW+JM3LpSN2114rN2utg6Rb4INDTWglVqVgiN5XzSsZqg/NWg9B616ly6Gg+mZ+3PK9ZKt/L3m29pA6nsHSL3FSO8EDYXetgBH/U33HxU++cZ4/NEkwEvflLy+1A1+2+vaUebzmzMMvd4ygQCASLoesC6IUvfGG3DykQdIyl3HVdKHBYKKgp/35y9ySTD01SyBRAgsFHDTL8mOHF9+NUUBYSledZLgEDKBpF1KDqDeUsM6+4i2lwyy3w3e/OPeAznwlvfSsoSt2ysBN3nSB9PI0W0Tyb7UYiqJbydRjbNQZAYbbAwZ8dnFdIVVK+BlbOckvoEgF6NvV4wmri4Yk584Rg/iDU1E0KmQLJQ0kUvwLJ00JVltAi2hyTiqVQKQrL85DUkDpHOLeSfVwMtZ+N9Gi6agZVbXaunNksO/l1g267zC31eMuZhRGOfAKBYDXSdQH0wQ9+sNuHFAg6wlLvui4UOCwU1JR/r4/r5JN59y56X5DxB8YJDYSqbJKX0ixee55wumT1tPgBUMNqVbDVUNxpErz3vfDLX8490EtfCn/7tyBJdcvCCpmCZ0CQHk0DkDqSom97X2vnVoKJhyY8IZU8kESf0Fn3yHUNy+Eqr0HZNEANqsS3usNVx+4bm2NY0EwQmjmZYebgDLZhk5/Ke5+DoZ1u31On+jnKYjCxPVG3dNJIGYztGsNMm15Wpl0lVbWfDTWousI6b6EG1SoHOjNrLqmsaykCrttDPJdyvOXOwoiBpwKBYLWxLCVwAsFKptmgqR13XecLHBYKasq/16IaVt7Cp/jIT+fd7FDSoFQsNTpsS9Sep5V3h4yWxU+9YKuuuOuRCHzwXdj3/MF1eJMlb84Pr3+9N+C0UVlYPplHi2ikR9Nub0zWRAkoLV3vcsalLKSm9kwRXhcmfSLN+K5xoiPRqhLCRtfALtiE+kOYukluIteUYUHt58pIGVi6RbFQxMyaaBENxa+ghtU5RhKdoJEonto7RXJ/kun90+gTOgAD5w8A1eJ+seKiXjli5d9QI+e+Vm8wtKMnptuzcRZ7vJWQhen2tRIIBIKlIASQQFBBK0FTu+661gscysGlGlYb9kKUg56eTT307ehjeu80SlDBH/UT6A20ZJU8H7XnWZ4LU9mzUc4AldcFNeLOzBL4wLswd+3GNm0AHLuEpKnYb3k7pcufjHa6xKmRsAxJISJDbpBnZk1iG2P4o/6WHdGKRhEtojFzeAbHcZgdnSU/m8eYMciMZjxzh8pAu9F7LSE1ZVhQ73OlRTS3h8qvEB2JYhds14TgtCFBp5hPuJTFZ/JAkuSBJMaMQTARJD2arhL3SxUXtcK/PKNpPue+Vm4wnI3OZN3MwoiZPwKBYLUjBJBAcJpWg6ZO3XWtDS7VsEp0OFo32Ojf0e+ZEIQHwpgZk/BgmPjmOFpYa0ug0ug8y8FW5qQrGqb3Tc8JhgPxAIH8DPzT27CPncA2bWyj6PbRKBoHH/NXmEd6iVqHvMxLZDBSV2xsumIT4XVhUkdSKAFljlVzM+caiAeIb4mTGc24maDRNFbWQlZljFmDQG+A7HiW/vP651h6N7oG+oQ+r2FBo89VfGvcO0+SEBtpXdC1ykLCpSw+rbxV5dCpBlVP3LdLXFQK/0A80JRzX7M3GM5WZ7JuZGHEzB+BQLAWEAJIIDjNYoKmZu+6NitE6gWXPZt65t0uvtntQwkPhKuCkvJd9XYEKpHBCCW7hIQ0x4nM0q3GwfChQ/C2t2FPTFHMWzh2iWLBpiCH+OO5L2Z2phftgYk5mZdGwnLk0hH6tvctaZ5S2fDAH/cTHYmSm8yhj+toEc1zQ6sXaDd6r+utdb7yucoel26WLTUjXMqZrthIDDNjokU1wuvCJM5NeGtbaEjuYlnIua+V67PcPTFrlbMxsyYQCNYmK0IA2bbNrl27uPfeezl06BDpdBpd1wmHw8RiMbZt28bFF1/Mzp07kWV5uZcrWKMsZWbOfF/+rQTni71zXc+yeuy+sXkDlWbnC5UzPOX1S7LUnFHDsX1w442Yk+6wTccuYeWLGME4D176StIpDXDqZl7mE5a113sxQVnf9j7UsErqcAocyE3n5rihwRnb7/nMJBYSwfN9rmIjsUWXLbWa3Wt2eG1tf44W0xjaObSwwUUHxMViy7pWQk/MWuRszawJBIK1x7IKoHw+z5e+9CW+9rWvMTk5ueDr161bx8te9jJe/vKXEwwGu7BCwdlEJ4KmVoPzpQSXlcH5Qnfpm50vVMgUmDk4Q7FQRPErc9bfaL3+B/8AH/sQds7wyt7sYol8fD2Hn3UtWjBKfIHMS7PlPK0GZZXnroU11LDK0MVDVW5o2fEsY/eNNZ09m2+tC32u5usBaxT0L6YMqdnP1kKio9viYrFlXcKZrP2IzJpAIFgrLJsAevDBB3nLW97CsWPHvKGm5ZrzejiOw/j4OP/yL//C//t//4+bb76ZCy+8sFvLFZwltDtoajU4byW4rJ2TU7nm+QKVZucLzR6bZebQDEXDdSmLjkS9OTXl9ddbb++Bu/F/7TNQKuHY7t+2XSyRW38ux597DYkLRrALNspOpW7mpdVr3kpQ1kyJYb3XmFkTx3bmlP81m4Vp5XO1kLhZbBlSK5+thUTHahEXwpmsvYjMmkAgWCssiwB66KGHuOqqq8jlct6XvOM4nhDy+Xz4/X4KhQKl0hkr3/Lrjhw5wite8Qr+4z/+gwsuuGA5TkGwhmln0LSYO6bNBJeVQXL6uDsTp7YHpVGgMl92CCB5IEkhUyCfzCP7ZXJTObSIRrFQnGPtXLvewE//C+0rn/d+J8nuTQ3j/Is59sRXEFjXgz/qZ+gJZ+bc1JtD0zI+15VuoaCsGUGaOZkhO5n17Lan9kwRGghh5k13xs/p69tqFqaZz1Uz4qZVUV0p0topXIS4ODtZLeJXIBAI5qPrAiibzXLNNdeg67qX8QkEAjz3uc/lT//0T7nwwgvp768oxZma4qGHHuL222/nhz/8IblcDkmS0HWda665hh//+MeEw+Fun4ZAMC+VQedi7pjOF1xWBsmVs2fSo2nPojoyGGkYqFSKsnKQb+mW1+tTWfamBlViG2MofoXec3rnOK956+3xE/jmv8PXvlb1vKz4KD3tT8k/+yrW+Xx1y7+WQqUIAVdwVfar1LKQIJ3aO8XMoRkyJzIU0gVvDk7yoGsJbZ/rWngrAWVJzeCNMke14queuCkVS+Smcsh+GbtgNxTV8w0zFUGrYCkI8SsQCFY7XRdA//Zv/8bU1JSXzbniiiv4wAc+wODgYN3X9/f386QnPYknPelJvP71r+ef/umf+L//+z/AFUef/exnedOb3tTNUxAI5qVeZmDooqGOlNXZBdsTQLJfnhMw1wtUymUss8dmUQKKOwvn+GxVRqHc81MWPfNZcWPb8LGPwf/8z9zFvvjFhK+5Bnm20JThQivXp162RIssbFjRSJCW95dP5slN5txTs2yKRpFirohdsMklcwR6A+Qmc4tuBm+UOaoVX4V0gYHzB+YItOyprGsjXrAJJAL0bOqZI0qbHWYqEAgEAsHZSFcFkOM4fPOb3/QyP09+8pO55ZZbUJTmljE4OMinP/1pXve61/HLX/4Sx3H41re+JQSQoCm6MbxvvhKmcnZmqVRmMay8hT/mB/BMCiRJolQszXEwqyQyGPGyIOWZLzkjR9Fwsz5l8RNdHyVxbqLx9TJNeO974de/nvu7a66Bl7wEOHPH2EgZc9a12Lki7XLMq1daFl4XJpfMuYNTC0UK6QLZ8SzhwTATD06ghlV8Pl/LzeCNPh/ljFKl+AqvCxNMBOcItNljsxgzBrJfRg2qxLfGiW+OzznGQsNMBQKBQCA4W+mqAHrggQeYmZkBwO/38/73v79p8VNGlmXe97738bSnPY1CocDMzAy7du1i586dnViyYI3QreF93bCJrc1i1PYAWXmL1OHUvOdq6m5ZFOCWwOUtlICCGnSfCyaC+KP++cWPrsM//iPcf3/185IEb3sbPPvZQGM77fIg0YVKyRoJ13Y55jXaXygRwnEcCpkCPtUHebByFvqkTn46T6gvRM+mnpZKGxt9PiozSuF1Yay8RWwkRnxb3Hvvare1Czah/hA+xeft30gZXg/XfMNM69GNGwQCgUAgEKwEuiqADh06BLhmBn/yJ39CX1/fovbT39/Pn/zJn3DHHXd4+xUCSNCIbg7v65ZNbGUWY/3F64EzhgKpw6kFz7V2neXsVDARrOoXaXh9Zmbg7W+HAweqnrYlGeMNb0d+/BMJUN9O2ym5wXgim8CxnUXbdbfbkareDJx8Mo8kSdim2/vjU3yYGZPZ47MAxLfEG5cG1qHR5yM0EMLMmlXvR3hdmNhwbMFta8vjytda8kn4Y/45w0xh7nyjbt0gEAgEAoFgJdBVATQ9Pe39vG3btiXta9u2bZ4ASiaTS9qXYG3TzeF9iw3KF3P3vTaLsZDDW+1r662zkbtT1foKs/CWt8DoaNV6TEfh5J9fR9YaRvv1McKDYSzdqrLTnj0+ixpSkTXZNS6Q3MB+MXbd0H5Hqtr9ZcezJPcn3T6pY7Po4zq2aTOxawIcCA+EFzWg08yayEEZLeiaZMQ3xykaRe/9sHQLfPW3Lb+mXv9S+VqVe7gGHn+6h+j0MNN6842aycI1g8ggCQQCgWC10FUBVDnnp+za1A7auS/B2qPbw/sWCsprA8V23n1v5VwbrbN2vZXrU8ZHWfelD+MvZKpeY4ejHHziqxk9GaKw5yj+mJ/IYITec3o9O+30aBoc0Kd0tKCGPqHTt70PNazWLSWrFHNW3sI4ZBDoDdQVc4Bn473U4LtSWAbiASKDEbSYK9Imd08yvXcaJaiQOpwi1B8isX1umWD5PZ7P4ltyqueeld+PsV1jADi2w9h9Y1Wfh2b6l4C6PVyNBOVCWbhmEBkkgUAgEKwmuiqAEomE9/Phw4eXtK9yOR2w6FI6wdnBcgzva2QTWxsoqmHVy5K0ozyv1XNdyM62Mmh29uxh648/TckxsCMacrn3ZP16Un97A6n7dGaPnnTFyoyBFtXIT58+pySEBkIUtAJKSEENnO4/qnCXa2TXXSwUyYxm0CIaMwdniAxVG0p0OvgOxANseeIWxuPjzByewR/zU0gXsE0bY8agVCxVvb68ntTR1Jwhr+VsSz6Z997v7Kls9ftdckVI8kCy7uehmf6lej1cjTKhDs6SbhB0s8R0pSCyXQKBQLC66aoAKpe9OY7Db37zG5LJZJUoapZkMslvfvObOfsVCBqxnMP7KrMBtYGiElRQAkpby/Paea7loFl64H42/fAzYBkQ0XBsx/3XY+tW+MhHsMdt4GDVtmpQJTgQxB/2E9sYI6EnmD0xi23YXpN/OdBuZNethl1HOi2iYWZN8qk8qSMpwuvCBHoCpE+mSR1KVQkK6EzwHewL0rutl/xUHi3iCo5AIjDHhCB7Ksvk7kkmH5rENm1kTXZL2lg427LYcs1mhG+j7GBsOIZP9s277Xx0s8R0JSCyXQKBQLD66aoAetSjHkU8Hmd2dpZCocC73vUuPvnJT1aVxi1EqVTine98J4ZhANDT0yMMEAQLslx3bCuDpdxUzs2OJN3Pbj6Zp/ecXopGse3leQsNUq28FvNdGy2sEXjoj/T/6DZKloms+HDsEqViieL556N8/KMQjRKTDVfwJIIohkJ4IEyoL8TmKzYDVPXU1AaP870f0eGoW0aXyuMzfeSn8swenyVzMkOwN4gSUEiPptEndCKDkY4G31pYI74pjqVbZMfdrE18U7zqvSqLAX1cd/8/qRMdjpIdz9J/Xv+C2ZallGsuJHznE0nlUr/F/I10u8R0OTkbs10CgUCwFul6D9CVV17J5z//eSRJ4vbbb+e6667jPe95T1OZoGQyyTvf+U7P/ECSJP7iL/6i08sWrHI6cce2GUFVGyzJfhm7YHv/L5cpRYYiWLrVtvK8+dZWey2svIUaVBtem8A9/0ffVz6BrQKqhm0UKVkl8uedT+pFbyJ8skD/DjfAV0MqkeEIdsEmMhRh5LKROX1FrQbaWlhzr9FghPxUnkKmwKnfn8Lf4ycQD+BTfZQstwStNqvUbioFRP95/fNmWcKDYXJTOcIDYfd1g5Gmsi1LLddcqKRxPpG00LbzHbPbJabLxdmW7RIIBIK1SlcFEMBrX/tavvOd7zA7O4vjONxxxx3cddddPP/5z+epT30q559/fpUYSiaT7N69mzvuuIMf/OAHZLNZ73e9vb1cc8013T4FwSqiE3dsK0WEpVuew1bt/urNbQn0BlBDKqH+UJXgaEeGykgZjO0aw0ybVVbWZUHTjCCrujbf/S588pNoARlbkbALRRzbR3rbRRy97OUExgs4/qw3xBPcmxLB3iA9G3uIDEbqrrOVQLscXOuTOmpE9YwRzJxJYbZA4hEJz0Y6uiFKZCDS0eC7lSyLGlLn9AA1k23pdLnmYoXOfNSuGeZaba8FzqZsl0AgEKxlui6AotEot912G3/zN3/jlbFlMhm++tWv8tWvfhUAn89HIBDAMAxKpTMNxuW71I7jEAwGue2224hGo90+BcEqot13bCtFxNSeKRzHIbwujJk2SWxPVGVP6gVLPZt6iG+Nz3EGW2pQOrV3irF7x5jcPYmZNpEDMgPnDwBnBE3ttdDHdbSYRn48j+JXzrisZQsEfvAt+MIXvP27pW8yxuOfwJEdzwOfXHeIZ3mQqhpW51zjVkrvKunf0Y9dsJl4aAJ/zE9uKnembLbkZmOCCbc/Jzoc7VjAXbneShOGeutVAm7fkqzJBPuCLWdbOiFSWmEptuxruUfmbMp2CQQCwVqm6wII4OKLL+Zzn/scb3vb2zh58mTVtHIA27bRdb1qG0mSPPEzPDzMRz/6UR796Ed3fe2C1UW779iWRUR6NE0hXSCfzFNIF9x9RrQ5bl31gqX45nhLx1woGDVSBqN3jXLi7hOkj6cxsyaRwQj+mL9K7FVei/Ro2sv8AGdc1g4kGfz1d+Dun805jvPnV5J+zPMJHk/PO8Sz3jVutfSulloDAiNl0LOph4FHDXhZn04G2a0E9bWvlf3yvIJppbEUAXM29Mgsp6GKQCAQCNrDsggggMc85jH813/9F1/4whf45je/ydTU1LyvdxyH/v5+XvKSl/DKV76SSKR+eY1AUEm779iWRUQ5eAe8gN5xnDlZj3I2IDeZIzQQcp3LWigNaiYYTZ9Mk5vOoY/p5KfzlOwSZs70Gu7LQqR8LWaPzaIE3D99Y9bALtiuy1o6z+D938E/dh92xN3GsR0kWUK+5m9RX/YyIvumQZLmCLrKIZ5le+/yXB7Ac0bTx3W0qIZt2t7vyuJgviC51oBg3SPX0bOxp+NZH2gtqF/tAmCp6z9bemSWO0MnEAgEgqWxbAIIIBKJ8IY3vIFrr72W+++/n3vvvZfDhw+TTqfRdZ1wOEwsFmPr1q1cfPHFPPrRj0ZV1eVcsmAVUc6cRAYjbbtjWxYRiWzCdfmacDOVjZrvKwXM5MOT7msrxMN8d9bnC0bhjLOahJtBlTUZJaDgOA7R4Six9bE5Yi8yGPEyNVbeIhgPYuZMrJkcj9zzHXqOPwCnLafLJJ/zcvTex9G7e4rocLTutay8K545mcHSLab3TbvZXR+kjqaYfGgSx3EYu38MJaAg+2X8EXemzkJBciMDgm6UVrUS1K9GAVCZYVxo/QtlI0WPjEAgEAhWA8sqgMqoqspjH/tYHvvYxy73UgRrhE72IZSDfS2mzTEcqAwKU0dTjO8aJzeVw0gZFNIFwG0Obybr0SgYHds1BqUzPXFqWCXUF6Jncw+B3gCyJhPfHGfLU7bMKbczdXe94M7psfIWfrnEub//d8In9no21wC2Dft3XsmJyQ3I/7Of6EiUng09jFw2Uvdals+jcrCr7JddoTimY5s26dE0pWKJQrqAFtEomSW0qOaaSSwQJC+29GipBhOtBPWrTQDUG8zbaP3N/E2JHhmBQCAQrAZWhAASCNpJN8qQAvEAW564pWFwPbV3ivFd48wenyV1KIWDA27FHLJfbiozUC+YLg/UrBz82bOph/7zXSMAM2+iBTUS2xN1e41q9xlPyKz/1i2Epo8gRc4E6Y6icvCxL+VEcYSZgzMAZE5mMDNur0+ja1kp2vQJnUK6QKAvQD6Zx8yahPpDGLMGTtEh0Ov2JYXXhdFizYmTcumRkTLqlhLWvh/tEMKtBPWrRQAYKaPuENmeTT2oYZWeTT1V6wea/psSPTICgUAgWOkIASRYc3SzDKleL0BZgOWmcqQOpbBNG8dx0CIaSkBB8SsNMwO1AXxtMI3P7ctJHkhWnVt0OErf9r4Fg87KfcZ7IfHpD+DPjCL3BLx+H4Ihxl50HUY2gX3vKXDANm1s06aQLmDmzYbXsiywZL9MIV3ANm2yJ7OeQYTjOO6w1ICCT/URSoRInJtgaOdQ09e8kaipl82ozEYtRQi3EtSvdAFQvk76hF53iGx0OOqVw5XXX7Yfb/ZvSvTICAQCgWAls2IFkGEYBALiC1TQOu0oQ1pK2VRZgNkFG3/M7XGJb4vjk30Ee4MNMwPlwLSQKVA0isS3xBm5dGTOfJWx+8bqnluzQWf/jn4ivhzOW9+PPHkS2S8jKz73X4OeHvjwh/E7CRL7k5g5k5JVwkgbBGIB/DE/WlBreC0r5/bEt8VJHUqhRbWqWT123jVAaCZDUs86u14mojyLqPJ5JaigBJQlCeHa47drIOlyUXn9yk6GMHeIbO36V1tpn0AgEAgE87EiBNC9997LT3/6U3bt2sWBAwfIZrOUSiV8Ph+RSIRzzz2XnTt38oxnPIOLL754uZcrWOEstQxpqWVTlcGilbfQohqhvhBbnryFQE+grrAqB6Yn7nKtrLWIRmY0A8DIpSPVRgZLLbE6eRLp79+Ic3IMG7AtG1mT0TYOwc03w+bN9IPX5xRKhLDybuldqC9EYntiwQxI2WVODarekNXKWT3AggKz3vugRbS6mYjKWUTl53vP6aVoFBcdtC/0OWjH8NpuU5kdVYMqZsZsaojsaintWy5W42dBIBAIzmaWVQDdfffdvP/972ffvn3ec2VrYXDnAc3OzvLHP/6RP/7xj3zpS19ix44d3HjjjTzucY9bjiVXkUql+OMf/8jY2BjZbJZ169axYcMGLr74YmRZ7to6stks+/fv59ChQ6RSKSzLIhaLMTQ0xEUXXUQikejaWlYKS2mYX2r/UD27aUmSKBpFApvrZwZM3aSQKZA+PWMnPZoGIHUkRd/2vjnW2osusTpyBPuNb6J0cgzbKGIXS8iKDzuxjtL7PkJg8+aqYG7LE7cwtHOI9Mk0ElLTltPxzXHPIU8JKPij/jkCYr79NHof4lvjdTMR9WYR+aN+IkMRLN1qOWhf6HOwWod91mZyWhkiu9JL+5aL1fpZEAgEgrOZZRNA//zP/8yXvvQl4Iyb1UI4jsOePXu46qqreOUrX8n111/f4VXW5/Dhw9x888388pe/xLKsOb8fGBjgxS9+Mddccw2a1pkSkQceeICf/vSn/Pa3v+Xhhx+mVCo1fO3OnTu56qqreO5zn9vUdV4rLKYMqV39Q7V20+A2kTcSUlpYo2gU0SIa6dG0e3c+a6IElLrHXlSJ1d698La34UylALCL7mcmH11H7rp30hvtI9sgmGv1WFN7p7B0CyWgUDSKRIZaCwobvQ8+xddwuGztLKLy2hdzd36+zwE0bwiw0qjN5Fi6hRbTmha2K7W0b7lY7XOfBAKB4GxlWQTQu9/9br7+9a9XCR/HcQiFQjziEY+gv7+fYDBIPp9namqKffv2kcvlAPdOuuM4fOlLX8IwDN71rnd1de3f//73uemmm7z11GNycpJbbrmFn//853zqU59iw4YNbV3D1VdfzW9/+9umX79r1y7e8pa38O1vf5sPf/jDrFu3rq3rWUu0q9eh1m66mabxYF8QOSAT3xKnZJWIbYzhj/rb02exaxf2W6/HyepellVWfOjxESZe8Rai8T5KxVJbgrlK++9y+ZulWxgpo+n9zPc+xEZiC84iqnx+MUH7fMdfjbN+Kilfp7FdY4BrqjF235jIXCyC1f5Z6DSiNFAgEKxUui6Abr/9dr72ta8hSZInZp785Cdz1VVXcfnll9fNUDiOw5133smXv/xlfvnLX3rbff3rX+eKK67g6U9/elfW/r//+7/ccMMNVdmWLVu2cNlllxGPxzl27Bi/+MUvMAwDgIcffphrrrmGb3zjG0QikbatI5lMznlueHiYiy66iHXr1hEKhZiamuLuu+/myJEj3mt+97vf8cpXvpKvfOUr9Pb2tm09a4l29TrUBtCyXyY3laN3W/3rPrV3yu15Oz3kNDIYYeD8gQWP3VSAcc89mG++Hjub955ySg6l8y8g/+q3Ew2FiayP4FN8LQdz9WynK+2/tagr3loNChd6HxqJmnZlKBY6/powBCi573HyQFJkLhaJMIdojCgNFAgEK5muC6CPfvSjgCtqVFXlAx/4AM973vPm3UaSJB7/+Mfz+Mc/nh/+8IfccMMNFItFHMfh5ptv7ooAmpiY4E1vepMnfiRJ4vrrr+eqq67C5/N5r0smk7zxjW/k7rvvBuDAgQO8853v5GMf+1jb19Tf388LX/hCrrzySrZu3Trn947j8JOf/IR3vvOdzM7OAnDw4EHe9a538clPfrLt61krtKPXIRAPoIZVlKCC7JexCzZW3iJ1OEXRKM5ppi9nXuyCTWQwQqg/RHxrvO4snzL1AozyukvFEj7Fh//+u1E+8kHsbL665+fRF+O8+z0kIqEqh7VWgrlGttOV9t9mxkTeJC8qKFzunpP5Mkqr3RBAZC7aw1r4LHQCURooEAhWOl0VQHv27OHIkSNelufGG29cUPzU8tznPpdMJsNNN90EwJEjR9i9ezfnn39+u5dbxW233Yau697j6667jquvvnrO6xKJBJ/73Od44QtfyMGDBwH4n//5H1796ldzwQUXtGUtiUSCG264gZe97GXz9hhJksSznvUsNm7cyMte9jLyeTfY+clPfsKuXbvYuXNnW9azFpkvk9BM1qXcA1MqlsiOZ73nZ3GFaGUgUBuM2gWbUH8In+Kbu+OKNdQGGLPHZgkmguSmcxgzBgOj9zJ8x39gni55K/f8pDY+EutVb6UvEiI2Eqs652aDuXrHL9tO19p/h/pDiw4Kl7vnpNHxl1uctUrtZ7YTmYuztdxptX0WuoEQ2AKBYKXTOMLqALt37/Z+Hh4e5qUvfemi9vOSl7yEkZGRuvvtBFNTU3zrW9/yHm/atInXvOY1DV/v9/t5xzve4T12HIfbbrutbev5t3/7N66++uqmDRYuvPBCrrrqqqrnfvKTn7RtPWcTU3unGLtvjOl904zdN8bU3qk5r6kUB9N7p7ENm/yUa4aQT+ZxHMdrpofqMhqgqWC0NsBIj6bJTecYf2Cck/ecxPc/PyD+tduwsiaOXcKx3czP7CMuZfqvrkNS68/y6d/Rz9BFQ/Q9oo+hi4YalqzUC3DKhgfBRJDwujADFw7Qs7GHkceNrMnSl0A8QGwktqICOiNlkB5NY6QM77l6n9my2O3Z1MPgowfp2dSzpMxFM38Xa5mV+FlYThbzb5pAIBB0k65mgCYnJ72fr7jiiiXt64orruCb3/wmANPT00va10LccccdVW5vL3rRi1BVdd5tHv/4x7Nt2zYOHToEuP1DuVyOUCi05PUoSutv23Of+1w+/elPe4937dq15HWcbTRb1lEpDsq9P1pEo1goVg2bLLOYMpraO/hqUMVxHAqzBdbv+yXD9/4QNBnbsj0zBvMJz8C+8mp6fL55999M1qVeBqFsO62P68hBGS2okdiemLeMr9OcTVmJRiWRjT6z7cpciHInQS2iNFAgEKx0uiqAotGo93N//9LuCFdu306DgXr8/Oc/r3r8rGc9q6ntnvnMZ3qZn0KhwG9+8xv+9E//tO3ra4bNmzdXPe60aFyLNFvWUXX3M+kGAIpfofecXm8eTm0g0GowWs/OOD+dY+iP/0Ps4R/jqDJI4JMlSpaN9FcvJXTta1FyVlvEQKMAB0Af15Gc5bdbP5uasBuJEMd25v3MtqPEUJQ7CeohSgMFAsFKpqsCaP369d7P5ab8xVK5/dDQ0JL2tRB/+MMfvJ/7+/vZuHFjU9tdfPHFVY/vueeeZRNAlf1LsLgs0tlOs30T9cSBGlaJDkfnDQQWCkZrsxlVAUZIpfjxTyE/eDvFqJ9SsYRTckCSmLriz3Ae/wIiE3rbBICRMtAiGvGtcXyKz7sGY/eNkU/mvesz3+yjTtKOrMRqyh41EiEOTsddyoQTmqARy93DJxAIBI3oahT82Mc+lkAgQKFQ8FzSFkt5e7/fz6WXXtqO5dVlfHycTCbjPW7FbKHW9KBsirAc7N27t+pxp0XjWqSVso523P2sDMCz49mGA0oDPX74+MfhVz/CjmioQZWS5brOnfr/rmTq/CcRPJ4GSWqLGKmXWYmNxEiPpldMJmCpWYnVlj1qJEJiwzF8stvq2alSJFHuJBAIBILVRlcFUCQS4dnPfjbf/e53OXDgALfffvuiLKxvv/129u/fjyRJPPOZz+xoCVy5h6fM8PBw09v29/ejqqrXP3T48OG2rq0V/uu//qvq8eWXX75MK1ndtCJsluIkVxmAW7pVFchXZTNiGnz4w3Da1EJWfKBAUYLMn7+KqeAF3nbtECPzZVZWUiZgKWtZjT0t84mQQDzQ8VIkUe4kEAgEgtVE1+ugrr/+eu68805OnTrFjTfeSF9f35xSsfm4//77+cd//EfAzWL8wz/8Q6eWCrgZoEpayZxIksTg4CAnTpyou69uceTIEX7wgx94j2VZXrZSvLXAUss6Fsou1Abg4DoJFo0ialA9I2ZmcwQ++WH4xS+qD+DzUXr72zF6zidYEcS3Q4zUc59TAgrpk2nWXbCupUxAsyVmiylFW0pWYrX2tMwnQrpRiiTKnQQCgUCwWui6AIrH43zmM5/huuuu4+jRo7z85S/n5S9/OS972cvYsGFDw+1GR0f5z//8T/7zP/8Ty7LYvHkzt9xyC/F4vKPrzeVyVY9bdXELh8Pez8VikUKhgN/vb8vamqFUKvFP//RPVS52L3jBC5ruY6rl5MmTnDx5clHbCuOF5rILtQG4lbdQAgpq0HVzCyaCSHaR0Kc+DH+4q/oAigLveAfaE5+Ies8oSlAhPBjGp/hQw+qSA9TKzMrUnikcxyE9mkYNqfhk35wgHFyRVBuQN1titpRStMVmJVZSJqtVhAgRCAQCgWBhui6AbrnlFgCe8pSn8NWvfhXTNPnSl77El770Jc4991zOO+88+vv7CQaD5PN5pqen2b17NwcPHsRxXEcjv9/PU5/6VH7yk580Nc/m9a9//aLXWyuAWhUvta/Xdb2rAujWW2/lnnvu8R4nEgne+ta3Lnp/3/nOd7z3cKWxHE3rrR6zmexCbQBeHlYaTARRwyqSZbLua59AOfRQ9c5VFd77XrjsMm8Qa24qR3bcNSIID4SZ2ju1pF6WcmYlO5bFp/kwZ030CZ1QX2iO4cHYrjHMtOmuuUK8NFti1szrFrr+ixEEoqdFIBAIBIK1zbIIIEk6Y5ErSRLO6Un1+/fv58CBA3O2Kf++/PqyaGqWpQigQqFQ9Xih+T+11A4rrd1fJ7n99tu59dZbvceSJPH+97+fRCLRtTV0i+VoWl/MMetlFyzdojBbwAgbZ3o26gTgkcEI5lSK0M03zxU/fj984ANwySWecJjcPcnkQ5PYpjuItUw9odGqcCwWilCCQrZAKBCqEnLZ8SzJ/Umm90+jT7jugwPnD3jHbrbErNHr0ifTmLpJ5mQGS7c68p6vpJ6W1eRGJxAIBALBamBFeCFXCqLF/L4R5cBoKdRmaypLyZrBNM1599cp/vCHP/CWt7ylSjy+/vWv56lPfWpXjt9NlqNpfbHHrBU36eNpd5BpWEWf0L0gvm4Ans0S+Jf3wp6Hq3caCsGHPgSPehRwRjjo47r7/0md6HCU7HiW/vP6q4RGrdmCFtMY2jnU8BxSR1OM7xonN5Ujn8y7NyQyJvImGUmSKBVLZE9lSR5IkjyQxJgxCCaCpEfTnshptsSs3uvSx9Oe6Jk5OEOxUMQpOahBlUQ2Me/1b1VILLacrJ2CZbW50QkEAoFAsBpYFgFUGZSvdGp7flrN4NS+vrInqFPs3buX1772tRiG4T330pe+dEmZsDJXXnklj3/84xe17fT0NG94wxuWvIZaOtm03iiYXcox+3f0owQUZg7NIGsytmkzfv/4HBFVGYAbR8fx3Xg98rHDrtNbmWjUdYE77zzvqbJwCA+GyU3lCA+E3eB5MFIlNCpFXLmfJ7wujJk2SWxPzAm0p/ZOceLOEyQPJcmezIIEiqYQ3xYn1B8isj6CT/G5YipveTcfHMcVKOVjN1tiVnfY6+kZQzOHZigaRWaPz6KGVGRNxnEctJjGlidumXPNuyUk2nmc1ehGJxAIBALBaqDrAmjPnj3dPuSSqBVAtQNFF6Ly9YqidDwDdOzYMV71qleRTqe9557znOfwzne+sy37Hx4ebskKvJKxsbG2rKGWTjWtzxfMLuWYo/eMkjqSwtRNjBnDzfwMRhqKqOm79qPddCPK2AlsQNZktJAK8TjcfDNs21a1/0rhoIZUjBmDQCJAfFO8SmiURVx6NE0hXSCfzFNIF9zziGhzem1G7xpl7L4xZg7PUCqWCMQC9D+mn56NPYw8boT45jhGynDnz4zEMDMmWlRDi2oEegNVJgzNlphVvq4wW0ANq4zfP47sl0mPpsEBfUpHC2roEzpm2sRIGS33ErWDdh9ntbrRCQQCgUCw0lkRJXArmcHBwarHrVhZO45T9frafbWb8fFxXvnKVzI5Oek994QnPIEPf/jD+Hy+ebZc3XSiaX2hYHaxxxy9Z5TjvzlOdixLbjrniqi+IFbeIjYSmyOijP3H8L/j7XD8BGax5GV/7KEB5E98AjZtqnucsnBIbE9QKpbwKb45QqMs4tSg6mVlJUnCyrslZpWBduZkhtx0Dn1cx8q6v/dv8hPqCxHfEsen+DzhUXldpvdOk5/J45TckrxKE4Z6JWb1Mm7l1xlhVywGE0FIQmggREEroIQU1IDbm6eG1aZ7idotJNp9nNXsRicQCAQCwUpGCKAFOOecc6oej46ONr3t1NRUVc/Qtpo79e0kmUxy9dVXV63vsY99LLfcckvLxg0riWb7KRbTtD7fvpsJZls9ppEySB1JkR3LMrV3yrW1lqBnSw+95/YSGYhUi6hTp5Df9macyTHMYgkAu1iC3n5y7/wQ0Qbip8xCPSxlsZLIJtxeodOGBfWEmMOZslUtquGTfYQHwihBBUu3OPXHUxSNIvEtcUYuHSEyGCF9Ms3U3ikK6QLpE2n8MT/5ZL5hRmSh8rFacZXQE8yemMU27IYCEronJNp9HOFGJxAIBAJBZxACaAHWrVtHNBolk8kAsHv37qa3ffjh6mb1TgmgbDbLq1/9ag4ePOg9d+GFF/KZz3yGQGD1Bkut9lO00rS+0L4rg9n0aBo1qLomAUsImk3dRAkomFnT3V/eon9HP9HhKIMXDhIdjp5Z/+govPnN+KbdbJ6s+LCLJUoDQ8xe9y7WnbN50euopCzitJg2x7K68lrGhmOE+kL0bO6hkC7gj/mJDEXQwhon7jpB+ngaLaKRGXX/TkYuHSFzMkMxX2T26CxW3sKYMQivC5M5mamb+WmmfKy83vTJNBJun1OtE9xCvUSdEhKdOM5KcqMTCAQCgWCtIARQEzzmMY/hl7/8JeA28h87doxNC9x9B/jjH/9Y9fjSSy9t+9oMw+Caa67hoYfO2CKfe+65fO5znyMSibT9eN2ik30bzey7HMzOHptFCSheNig7nq3roNaMQNPCGv6on9hGd65PT6SHyFCEdReuY+CCgTMvPHYM3vxmmJ5GVnzImgyAMzjC7LX/SOi8jW0NhAPxAFueuGXejFggHmDkshHXtjtnoYZUtJhGYbbgOdmlR92+s9SRFH3b+6qyRpXUe76V8rHseJbcRM677mpYJTocbbqXqFwSWNsr1A46IVjEcFOBQCAQCNrLihdA2WyWn/3sZ+zZswfLshgZGeHpT386mze35w54MzztaU/zBBDAj3/8Y17zmtcsuF3lkFa/388VV1zR1nVZlsUb3vAGfv/733vPbdq0iS984QurftZPJ/s2mt13ZDDilTNZebeUMXsq62ZxdJOJXRNkx7Je+VV5m0brK4uqDZdtoHBBgaJRJNgXJDocPROMHzniip+ZGW87LaRS3LEd64Z3s254XUeC4WZKDWuDe4CDPzuIFtG8LJmZNb3rUy9rFOoLERuOzdl3s+Vj9cRrz6aepsRGIB4gO56tK1rbaV0tBItAIBAIBCubrgug3bt38+tf/xqAWCzGi1/84oav/fWvf83b3vY2UqlU1fM333wzr3jFK7j++uuXPOenGZ761Kfynve8x+vn+da3vsXVV189b2/N7373Ow4fPuw9ftKTnjTHUW4plEolrr/+ev73f//Xe25oaIgvfvGLHTdb6Aad7Ntodt+m7paEAahBlXwy783VSY+mSe4/M+emkC40JdAqRUR5kOf0vmnXOc2aJHHr+2F2tnqjRzwC5aMfJRaNLvnc6wX6rWSyaoP7+Ja4V/ZmZk1iG2P4o35v/7VZo8T2RN3r02z52FKEcaPMXyFd6NhA1ZWKGK4qEAgEgrOZrgugz3zmM15m5Oqrr274ur179/K6173Om6NTKXRKpRJf/vKXyefzvPvd7+7sgoH+/n5e9KIX8ZWvfAVwraY/+9nP8rrXva7u6wuFAu973/u8x5Ikce211zbc/4kTJ3ja057mPR4ZGeHnP//5vGu66aab+OEPf+g97uvr44tf/CIbNmxo6pxWOp3s22h237VCSfbLrmjJW6SOpDCSBpZhYZs2iWiiqkdooXIyAEu3vGC8x5xg3fc/iVVybaglWXId384/H+PG92CmHTS7cclWMwFt2X5bCSj4o34i6yNEBiNLKjUcuXQEYM5+F2MU0cxrmxGvrcxuCvQG0Cd1ivniokstm7n2K0lwiOGqAoFAIDjb6boA+s1vfuN98b7gBS9o+LoPfvCDFApuMOg4TtXw1PJz3/zmN3nOc57DZZdd1vF1X3PNNXzve9/z5vp86lOfIhQKcdVVV1VZTCeTSd74xjdy4MAB77nnPOc5XHDBBW1by8c+9jG+8Y1veI97enr4whe+0FGXueWgnf0UtQFoM/uuFUrj949TmC2QOZWhkC64Q0aHwihhhfC6MFrM3U+9ALP2WJXBeGD8CEP/9SnskokjS/hUt+eHCy9Ef80NZA/MH6w2E9BW2m+XMzUbLtuAYztLLjUcuXSEvu198wq+ZvfVrHMd1Bevrc5uKhpFlIDiZbFaPf9mrv1KEhxiuKpAIBAIBF0WQIcOHSKTySBJEuvWreMRj3hE3dft27ePO++808v6XHHFFdxwww1s2rSJu+++mxtvvJGpqSkAPvvZz3ZFAA0ODvKxj32Ma6+9llKphOM4fOhDH+LrX/86l19+OfF4nKNHj/KLX/wCwzC87c4991ze8573tHUtn/nMZ6oep9Np/vzP/7zl/dS61K1E2tFP0SgAXWjfRspAi2jEt8YxdZPIUITseBZLtzAzJsH+IP6Yn4HzBujb3sfQzqG6AebssVmCiWCVw1pkMIIkSfTmRln3/U8hFwuUHAfHligWbMxt55F64RtwThjkk/mGwWozAW1d+22gcEGB0LpQW0oNu9n30ki8LmZ2kxp23f0Wc/7NXvuVJDjEcFWBQCAQCLosgI4cOeL9fP755zd83Y9+9CPAHSQ6PDzMbbfdhqa5AckTnvAEPvaxj/Hyl78cgLvuuot0Ok0sNrexut08+clP5oMf/CA33XQT+bwbQBw5cqTqvCo5//zzueWWWzruxuY4DrZtd/QYq5XFBqC1ogkfhAfDroAZiiBrMoHeAIntCdZftN7LQqRH01UBZno0jRJQvMeVx++ZPYL/+59C8pco+XyUbIdSsURmaDsHL72KWMZGLZmkR9MUC0XXbKEmWJ0voC3/vjBbmGO/3RPpoWgUiQ3H8MluBrNeRmUllW5VUk9wLXZ209Re92ZKq6WWzRyvE4JjKe+JGK4qEAgEAkGXBdCpU6e8n+ezkf7d734HuKVuf/mXf+mJnzKXXnopj3jEI9i3bx+2bfPwww9z+eWXd2bRNbzgBS9g586d3Hzzzfzv//5v1aDTMgMDA7zoRS/ita997Zy1C7qLqZsUMgWSh5IofgWSLBiA1hNNZeHSf14/6dE0iXMTRIYiDO6snt9TG2CqQRXHcbDylmekENsYo/i7u4h96gPYjgWqjBJQKBpFpnrO4cHz/xK16CN7KkvRLGIbtueilj6eZv3F6721NgpoywYLjuNg6e4Mnlr77fiW+JnMSI0oMFIGY7vG5swGWsm9Is0G97XiabGlls0cr92CY6nldGK4qkAgEAgEXRZAuVzO+7lRxsYwDB588EHvcaU5QCUXXXQR+/btA+Do0aNdE0DgDjS99dZbmZmZ4Y9//CNjY2Pouk5/fz8bN27kkksuQZblpve3YcMG9u7d2/TrW3nt2U7mZIaZgzPYhk1+Ku8FffMFoI3u2kuyhBbRqgLH2uCzNsC0dIt8Mo+pm2THs0QGI/j33I/y5X/BLJjedrIkU7zoUk4+8kWokwZm1kQOyJTMEkWj2HCt85V11Wa9yvOGikaR+Ja4Z2BQ3k9lH01yf5Lp/dPoE27P28D57pyildwrspTgfjElfOXjla2/1ZA653jtFBztKqcTw1UFAoFAcLbTVQFUWaZVaWpQyQMPPECx6AZ8vb29DfuE+vvPBJ6ZTKaNq2ye3t7ehgJN0H1qS4OMlIGlWxQLRcysiRbRUPwKalidN+grFUvkpnLIfhm7YHt37Yd2DgG0NC+nVCxx9P+OYqQM/DE/wT33EvvFF3Fk1wXOtmxkVaaw83FYb7qB+NE0ucxJoj1R99j9QUoTJQI9AWS/XDd7VRvQmrrJ9L7pKgE3+OhBwoNhAj2BBd3KsqeyjD8wztSeKSzdIjIUIT2aXhW9IssV3DtS/X/P2rmmdpbTNdP/ttoF0lo4B4FAIBB0hq4KoMo5ODMVgx4rueeeewC3/O2SSy5par+i/0VQrzRIi2g4joPiV4iOuIKi95xeosP15+lUln1ZOQu7YBNIBOjZ1FN1177ZjEJ2PEtyf5LcZA59Qid29H42PvwdJAUso4SVM8GByXWPJPfkVzCsyPijfhLbEq473GkRF+hxjxcbaZy9qg1o65VdxYZjC67d1E1SR1PMHJrBmD2didJkEucmVk2vSLcMGcpisdKkInsqWzcj0441dat/ZyW51i2WtXAOAoFAIOgcXRVA69at835uVMb1f//3f97PF110UcN9pdNp7+d2DhgVrD4alQbFt8a9gJGkKyDKQzprGb1nlImHJsiczGBm3NK0nk09qEGV+NY48c3xBddQm33KnsqSPJAkeSBJZO8feMSe/4ej+XBkBduycUow2nsBxx51JQOz7gwh3/ozhgTTe6cxMyZqRPWc25opn1pK2VWpWMKYMZAkCStroQZUAr0BIkMR0StSQ7cd1brRv7PSXOsWw1o4B4FAIBB0lq4KoLLzm+M43H///YyOjjIycqYP4fDhw9x3333e48c97nEN93Xs2DHv58pyOMHZR6NA1Kf4mgoYyzNypvdPuy5uRYf4ljhGyqD/vH58im/OMSuZL/tk5S36Rnex7cFvIckSkiwjSSCrMuPrL+bERS9E9skEEgF8is8rlzr2m2PkZ/I4JYfU4RShgRB92/uIDDbnKLjYsiuf4iOQCCBrMn07+twhr9sTrNu5bkl30NdiOdJyOKp1usRvLdhkr4VzEAgEAkFn6aoA2rx5M9u2bePw4cPYts2b3/xmPvGJTzA0NMTExARvf/vbvd6goaEhdu7c2XBflTNsNm/e3PG1C5aHZgLneoGopVsUZgtEh6PzBoyVM3JSR1Ku4YAEluG6ti0U0C6UfRpO7ab3vm+CX0ZWZdSggqzJFJ70NJJbn4VyMkt0JEp8U7zqOFbOXf/4A+PImmuo4TiOF8Q1c10WU3alhTXim+JYuuWZNgycP0BsePE282u1HGm5HNU6WeK3Fmyy18I5CAQCgaCzdFUAAbz85S/n3e9+N5IksWvXLp72tKfR29tLMpn0xI8kSbz0pS9tuI/du3d7g1A1TWP79u1dWbuguzQbONcGounjadeCOqyiT+jzBtymbnozcgI9AfSCTnhdmNhIzLW6XiCgrXe3OdAbIDeZI/LQnYR/9iXoDeDYJSTZhxbRkP/izzm2/dn49iWJboji8/mw8lbV7BgloDB7fJZioYgxa6AGVWYOzbD5CZubui6LzbhUXsv+8/qXHNSv5XKkykG5PsW3JrJba8Emey2cg0AgEAg6S9cF0Ete8hJ+8pOfcOeddyJJErZte2JGkiTAtZm+6qqrGu7jxz/+sff6Rz7ykaiq2vmFC7pKq4FzuTQofTLtWU+fuPMEalAlkU003E4La/ij/jMzcjb14O/xM7hzkE1XbFowaKq921wsFJk5OEPo3l8T/t7n8flA1lQkWUJWfPDnf47x169GvX8c2S9jjBuEB8OoQdU1PIgHvH36FB9m1jVKsE0bxa8we2yWqb1T5KZy2AUb2S+jT+ooAcXrUyoLpEKmUNfyeiHaWWa1VsuR6onQ2EjnhzF3g7Vgk70WzkEgEAgEnaPrAkiSJG677TZuuukmvv/971f9znEcLrroIj7+8Y/j9/vrbm+aJt/5zne8x0984hM7ul7B8rCYwDkQD2Dq7uDO4789TiFdwHEcHMdBi2lseeKWuttE1kfYcNkGChe0Lhgq7zYHegPMHJwh8sBviP3qa9iKBAEFpSx+rrwSXvc6zJMZHMdxXebiAeyCXVXeFogHyM/kKVklcMApORQyBfKzeY7/7rjr1HYoRdEsomgK8W1xAIpGkchghOypLCfuOkH6eBotopEZdW3iWxFBldmoysetshbLkZYrq9XNPqpuOel1krVwDgKBQCDoDF0XQADBYJB//ud/5o1vfCO/+93vmJ6eJhQKsXPnznn7fgAOHTrEE57wBO/xs5/97E4vV7AMLDZw1sIalm5ViSd9QsdMm16GpZZW7hbXC0LL2ycPJAn/4VdEf/U1wMEuOsiAYzvw0r+Ea6+F0+cw37kZKQNZlbFNG7to4xQdHBxmDsxQ2lxCH9MpZAoU0gX8MT+pQynUoOpmJGxXLJXLANOjrlti6kiKvu19TQeE7erb6WY5UrcEwmLEuZEySJ9MIyERHY62vL612kclEAgEAsFysCwCqMzw8DBXXnllS9ucd955fPCDH+zQigQrhcUGzoF4AC2mEV4XppAuYJs2hUyhKsNSSWXQXFnCVC+YrgxCLd1Ci2kM7Rzyfh/6/S/Rvvt5Sorkip/T7nHOX5wRP82cm6mbSD4JWZPRghoObm+cz++jVCzhj/kxsybhoTDFfBEtqnlZJAeHolFEi2ikR9P4ZB+zx2bd3qiT6aYC73ZnOBYSmO0QLt0UCM2K8/J5ZU5mmNo9RW46B0CoL8TIZSNNr28t91EJBAKBQLAcLKsAEgjKzJdZaTU4Hto5hJk23QGkkzr+iN8tTRuq7tNoFDTXe75cWjZ7bJapPVM4jkN4XRgzbSLJErH7fkXsm5/DNt2hvFrEDYaLL/xLgm96vSd+ysx3blpYQw2p9GzuwTZtSsUSkfURekZ6vJK5YF+QQqaAP+rHJ/uqhp1aukVmNENuOkfqcAo5IDP58CSSLGHpFtHh6LzXsxN9O43KkdohXBYrENphFFEpYAHSo2m0sEZ2POv1YU08OEHqcMrt5wJ6NvcQTASbFjBrtY9KIBAIBILlQgggwbIzXxC8mDr+QDyAElLwaa7rmpk1KRaKWLrllcE1CpqVgFL3ecd2e4nSo2kK6QL5ZJ5C2u0ZWnfwToK/+gamczrr43PFjvOSlxJ9+3VzxE/lOhtlQ8KDYQbOHyC8Lgy4WYPQQAg1qHrXycpbVY/LWaSRS0coZApkxjIYMwb5VJ7Zo7PYlo0xY7DukevwR/0NxcZ8GY52lpm1K7OxGIGwVOFVK2Cz41nG7hvzsoPltcwcmkGf1MlOZClZJdcCPV3AzJtNC5i12EclEAgEAsFysuIEUDabJZvNUiqVGB4eXu7lCDpIuS8idShFPplvW3nP1N4p8tN5ZFUmO55FC2s4JaeqDK5R0JybzNV93sENlMuCA1xDj9jvf8HQ/d/Dth18ig8rZ+FTZVJPfB7Fxz2PyL7ppgPr2qC8//x+1LBa1TdSK0AaCZL+Hf3MHpslcyqDkldwHAd9Qsen+SgWiiS2JRpe50YZjnJWo7w+NawumE2aj3ZlNloVCO0SXmUBW7s/cA1dikYR2e/2cmkhDTNvogZV/DE/WlBrWsAIW2eBQCAQCNrLsgugY8eO8Y1vfIO77rqLPXv2YNtuCZEkSVXDTsscP36cffv2Ae4MoEpDBMHqIXkwiWEZ6BM66dG0O69nMLLk8p5yMJqbyjH58CSFdAFj1kBCIhAPsP7i9UDjoDk0EMLMmnOejw3H8Mk+EtmEJyYG9v6arQ/+N44kIatuf44DnNjxFJIbn0TseBokqW5gXU/I1AblPZt65hgX1GaNGmXItLBGuD9MbDiGYzlYOQslpFAqlFD8ined0yfTDQVUZYYDYOy+MW99xUIRxa/Qe07vvNmk+WhXZqOeQFDDakMHu3aXlNXuz8pbKAEFNeja8yfOTVCYLaBGVNSgSqgvRGJ7oqVjCVtngUAgEAjax7IJIMMweO9738v3vvc9SqUSgHdnfT4kSeINb3iDt81///d/c84553R0rYL2o0/oWBnLKykDN3CMjcSWVN5TDkaNlAFAfiqPJEtkVVdcTO+fZuTSkTlBs6VbmLqJpVuoYZWeTT1z7rYH4gEigxG0mIb24/+m9/BPIKzilBwkn0TJtDn16GdyavOTiIS0uoG1kTIY2zWGmXbtusv71yLagkF5K+VngXiAxPYE+WSe8LowVt7CzLj7UvwKwUSQ9PG0d771ysAqxVV6NO2tz8q7PUZaRCOfys+bTVpojbXvAb6mN6+iUiBkTmbQx3VSh1OoIZXE9kTVebW7pKx2f+U+s2Ai6F1bNazOyea1irB1FggEAoGgPSyLAEomk1x11VUcOHBgjuiRJGleIbRhwwae8Yxn8KMf/QhJkvj+97/Pm9/85k4vWdBmysG0GlQxMyahgRDRDVEiA5FFlfeUxUGpWPJK1ZSgguyXcWw3A4JTbQddDprHdo2RPpHGyltM75sm1Bei//z+uuVdgXiALdP3Yv/ft3CCZwac2sUS+nP+ktKjnsFARTlfZWA9tXeK5P4k0/un0Sd0AAbOHwAgvjU+b1C+mJ6V/h39KAGFmUMzqCEVySd5FuHlPpV8Mk/yQHLBMrDKIN84ZHi9VdGe6JIyKJXvAbi9Vsd+fWyOw14zeG59u6eY3D3p2YTnk/mq82p3SVmj/YmMjUAgEAgEK5OuC6BiscjrXvc69u/fj3S6OXx4eJinPe1pbNmyhfe///0LZoL+7M/+jB/96EcA/OpXvxICaBVSGez3n9dPMBGkd1vvkmekWLpFPpUnMhQhP5PHylno4zrh/jBm1kQJKHMCdTNtkjqaYvboLHDGpasslKoyL7/8MXzyk67ZQcVfj/za1xB72cswT6+lNrAul7glDyRJHkhizBhuFmY0TaA3QG4y1zDztNielfJ1ASjmi0TWR+jb3oepm25JVlhl/P5xYOEysHoDX8tlcG1pyi+5azj+2+NVDnu12ZsyjbJh6ZNpctM5Zo/OYuUtjBmD8LrwHAvwdpeUVe6vVCzhO22BXuk6KBAIBAKBYGXQdQH07W9/m3vvvdcTP9dccw2vf/3rUVW3Xv4DH/jAgvu44oorCAaD5PN59u3bx+zsLD09PR1dt6C9hNeFCfWGqoL9xdgfV5ooVNpTR9dHiQxHUAIKhU0Ft6+nP0jRKFIqlrx9mLqJlbMopAtYeQugyqWrsvE/9Juf4fvBv6OF1OqFvPrV8LKXAfUDayNlkDyQpJBxj1H+7DuOg5kxmTk4A4A/6q9rLGDqJoVMgeShJIpfgSRNDd5sJJpiIzGMsNt/1YrTW+W5RYYiXjZpqRmUctlircOeJEloEW2O0JsvGyZR33Gv3vPtLikLxANzjCLEwFKBQCAQCFYeXRdA//Zv/+b9/PKXv5w3velNLe9DVVV27NjBfffdh+M47N+/n8c+9rHtXKagwyTOSRAPxBd9B74cBJdNFGaPzVKySlXB89BFQzglh9x0jtxUDrtgY+UtUodTFI0i/Tv6vZk7/pgfY8btG5I1mfxknsndk9iGTT6ZJ/C/P2Hgt9/CDijYmuwNOa0UP2UqA+vyOguZAjMHZ5B8kusCFtXQom5ZWbFQZObgjGd8UHs9MiczzBycwTZsMqMZQgMhIuNuiZURNupeu4Ua/Zt1emvUFxQbibXNErtcXlfrsGflrTkDbCuFXXo0jRpUSWQTnkiKDkcJ9YXo2dzjlcCF+kJEh6OLXl+ziIGlAoFAIBCsDroqgA4ePMjo6CgA0WiUN77xjYve1/bt27nvvvsA10lOCKDVR6WNcHmAZDOBYm0QXEgXsC2bolEEqoPnvh199BZ7Gb17lNxUDiNpMItb6lYOTCvNAvQJ3S2hOj5LdjyLMWswsP93bN7939iyhIzbp4ICvOpVc8RPo3Xmk3nyKVeMrNu5Dn/Ej1WwUDTFywA1Mj6wdItiocjs8VlwYHpmmtxUjvxMnp6NPXX7ZZpp9F/I6a02gK8VPO3KoJTFWKXDHlDXEKMs7Kb2TFFIF3Ac195ci2lseeIWdw7SZSMEE0HMvIkW1Fp2XFssYmCpQCAQCASrg64KoIceeghwA9THP/7xhMPhRe+rsuQtnU4veW2C5WExzf2VgWbZRCE6HMU2beyCa6NeDp5LxRK5yRxKQPF+l0/mCfQGSB5IEhoIoUU0Nj9pM5lTGcb+OEbRKDJ7dJbcdI7hsT+w8dTPKCo+lNO2xpIswd/8Dfz1Xze9Tn1Cp5AuEF4fpjBbIHFOgr7tfYzdNzavSCnvwyk5qCGV6X3TFAtFjBmD1KEU0Q1Rhh49NKdfptlG/0ZOb+XrVA7gO13aVRZjWkwjezKL5JNQQ+qcNWthzSu9K69Tn9Ax06Y35Ha5LKPFwFKBQCAQCFYHXRVAyWTS+3nz5s1L2lcgcCaoMQxjSfsSLA+LLRmqDTTLJgpIgINnPVwudyuXn5Wb9sslZ+kTaeyCTSARIL4pDj4I9YeYeGgCY9Zg6PjvOf/ET3AUH5IqIfkkfLKE/Levgpe/fMHzK69T9stulsq00U/phBIh1/IZqowFikYRNazWzeSUy8NKdgnbtJmdmXXFgGHhU3x1+2UaCYHU0RS5yRyhgRDxzfGG17UcwJeKpa6UdpVtxs20iZk3G75Gi2mE14W9UkfAm/tT6fTWaeFTLyMmBpYKBAKBQLDy6aoAsizrzIGVpR16dnbW+zkSiSxpX4LlYbElQ/PZDqdPppFw566kDqfmDO4MD4bRx3XyqTz5qTy2aSNrMpZu0bOxB6fk4I/52Th9P9tP/RRkCVnzISk+ZE0m97wX4zz/RTQT0pbXqU/qxLfFSR1K4VN96OM6sQ3uefbv6KeQLqBP6igBBUu3mNo7NSeTk8gmyM/kMVIGM4dm8Ef8FAtF/FE/pWKpbr9MefvKx/t/tJ/pvdOUSiV8Ph99O/rY/uzt815Xn+LrSmlXWRCX7bmDiSDZU9k5Qmtop5vxKovcpc6OWgyNMpdiYKlAIBAIBCufrgqgRCLh/Tw9Pb2kfR04cMD7OR6PL2lfguWhNuMg+2VyUzl6t/UuuG1toJkdzzJ235gXkOKjKmhX/Aq95/Tik31oEQ3jD4bbbzKpEx2Okh3P0n9eP1pMY9vdu0lM/AwrqODYDj5Vxqf4GHv0M7EveRb++8YaloDVZgXKs3jAdZfLT+UpGm4GKjIU8Uq6ivkimdFM3exK+VzLGS7ZL5M5mSEgBwjGgwQTwSoR0MicIHU0xfTeaSYfnkSf1AkPuCWoAxcMeJmgRi523SjtalYQl/u2ysNju51pWShzKQaWCgQCgUCwsumqABoeHvZ+fuCBBxa9n2w2y7333us93r59+5LWJVgeKjMOjuNgzBhzXNoqadSEXy8gLQellUG7P+onvjVO6nCK8GCY3FSO8EAYSZLwR/3kpnJs1h8ieM+3KUQ0PMUBHD/nKYxveRL+Bye82S615gCZk5k51tD9O/qJb46jT+hkRjPYho2ZNSkWili6ReZkpvmg/9wE6ePunBvJJ4EN4aEwQxcN0bOpZ0EXt9xkjlKphD7pmgzokzp9pT5yk7mqUrjaAL5bpV2t9NAsZ6ZFmB0IBAKBQLC66aoAuuSSS/D7/RQKBXbv3s3Bgwc555xzWt7Pl7/8Za/vp7e3lx07drR7qYIuUc6Q6JM6Vs6q69IGc4edIkHvVndwamVAauUtjEMGgd4A/h4/WkSrCtrjm+MUjSJm1vRssfGBT/YRuPMXyL/4KkUfSLIPxS9TLNgc2/okDm98Apxuti+kC3PMAWr7jGqzAtHhKL3n9JJP5Yn2RFH8CoVMwTufhYL+sshzHAfbtMF2+15iIzHUoEp8a5xAT2BeF7fQQAifz0d4IOxlgHw+H6GBUFPvUycFR1lENhoGW4/lyrQIswOBQCAQCFY3XRVAfr+fP/mTP+GOO+4A4L3vfS9f/OIXvUbmZvj973/Pbbfd5m3znOc8pyNrFXQPn+Ij1B8iM5oB5t5Rr8zwTO2ZQp/SkVWZ6EiUng099J/f783TyYxm0CIaMwdn2HjFRvq292HqJqViCZ/iw0idMcyIjJxuuM+aJPbfRf9P/gNbkSjJruGBXSwxcfEzONL7eIq5omerrEXdsrVKc4CZQzOesIqOROcMK9XCGv6on8S2hNeTNHNwht5zer35Q4OPHmwY9JdFnj6uu71IUzkCvQEKmQJKQCE3mZvjjjZn9k9PgGB/kPjWOH3n9Xk9QJXZn/nolOCo7aepNwx2JSHMDgQCgUAgWN10fRDqddddxy9+8Qscx+Guu+7iLW95C+9973sXtMR2HIdvfvObfPCDH8S2bRzHQVVVXv3qV3dp5YJOUXlHvTzc0tIt7466qZsUMgUmHp4gczLjCaXMyQxmxiSYCKKEFBS/ghbRvBIzfVxHC2uYuumJA0u3qgSClbeIPvQ7Bn7zNVB82EUHVVVwSg7pJz6PkxueRKhgM3t8lnB/GFmTCa8Lg+SWlBUyhar+JS2iUSwU5zTmVwbNgd6Aly0qD0ANJoJEBiNEh6N1A+nyNaot3QO8OUKSJHkZidrMRFlkxEZiyIqMpEqMPHakafHTKeqVL9YbBrvSEGYHAoFAIBCsXrougM477zyuvvpqPv/5zyNJEj/60Y+4++67ufLKK7nkkkuqXnv8+HGOHTvG3XffzY9//GOOHTtWNSn+TW96E0NDQ90+BUGbKYuD2WOzKAEFM2eSPJAkPBhm5NIRMiczzBycwcy4JWembiIrMrZpU0gXMPMmkaFIVYlZYbbA9P5pslNZzJTplaaBK6aLRtEVT/f9lg33f5uS5M7a0UIqkuyj8Lw/J3/584lN6+indAZ7B91ZPEHVNTVwIHMq4wkZNagS7HdLzvrP6yc6FJ2TFSgHzckDrh38zMGZOSV785V7lQWUGlIxZgxkv4xdsKuEFLh9T5WZCYDk/iTJA0nPNa1nqIdAz/IH7au5n2YlmR00Mr4QCAQCgUAwl64LIIC3ve1tjI6O8uMf/xhJkpiamuKzn/1s1Wscx+EZz3hG1WNwhY/jOLzgBS/gb/7mb7q6bkHniAxGCCaCbonbpE6oL8Tx3xynkCng8/lc2+qZPIpfwQk7+FQfgZ4A/pgfLagRGghhZk0igxFmj866GaAJHX3cbfj3StPAc2UL776Hc+/7FrZpI8kSquLDp/ooXvki7L/4azgwgz/kp9RbQg2pxDbGvAxS+b+ysJL9MsF4ENkv45N9qGG1rktc2cygnKWqLNmLDEU8g4V6AW1ZQCW2J7wBr2URBq54GHz0IOHBMIGegLftkV8dYXr/NMkDSSRJquphKu97uQLoZvppRHA/P4sZJiwQCAQCwdnMsggggI9//OPcdttt3HLLLdi2DeB9gZdLeypFT1n4SJLEddddx9/93d8t19IFHaCcCSikC+4snKkpAJSgW46Wn8qjhlSK+SKxDTGv6T/UFyKxPUF8c5zJhyexCzaFXAH9pI5P8zH4qEFPZBQLRRLbXCv20J7fM/DgtymYRUq2g+RIFA2b2SueytDrXsv0/eNV82jKJWrgmg+M3z/uru/0bKFCunAmI5N3Hd6MlFE3YA/EA6hhdU7JXnmb+ZzcyvszddMTfbXiITYcqxY2aRN9Qvd6jco9TGWRsZwB9EL9NCK4n5/FDhMWCAQCgeBsZtkEEMC1117Lc5/7XD73uc/xwx/+EF3XPdFTieM4BAIBnv70p/N3f/d3bNu2bRlWK+gkWlijaBTRIprXB2RmTSRZInMqg23a5KfzhAfCxLfGGb50mNhwzOuZMVIGalBl+sA0k7snKVklZE1mau8UA+cPeHOA/FE/8VMPEf7Vf5CXHCSfhGOVKBVLHFv/OAoXPhtl33Tdsix/jx8trKFP6FWiw6f4iA5HvUxMejSNElBIn0w3DELrucI5jkP6ZJrcRK5hQFsrCKy8Na9rWtlZrZxlcRzH62EydRNjdvkD6Eb9NCK4X5jVXEIoEAgEAsFysawCCGDTpk285z3v4aabbuKhhx5i9+7dzMzMkE6nCQaD9Pb2cs4553DJJZegacJmdq0SiAeIb4l7Bgdm1iS2MUagJ0AhXSB1JEWwL4isyUSHowycP+CVi4EbCGZOuQYJxVyR3HTOC/jjm+P0nuNaZvsfvhf/Fz4OqoSpyfhUGQo2xwYey751T2Z7QMHKWQ3LsuplLNSw6llZT+2ZcoXMaBo1pOKTfXXnGRmz7nDRsitc+RgSUsOA1pg1GN81Tm4qh12wPcOA+NY4PsVXt0SsXGLWf16/JyzLPUzT+6bJTeXcPqSkMed43Qyg6/XTiOB+YYQlt0AgEAgErbPsAqiMz+fjUY96FI961KOWeymCLlLZ3zFy6QgAqSMplICCP+pHn9SxCzaSKmHpFqH+EGpIpVQsVe1HC2sU0q4ltJk10SIaEhLBeBDJJ9G3vY/A/gfgw++DYtHdJurHyhUZHbyEQ0NPJ7GhB5/PR++2XoqG+5p6mZV6GYupvVOYWbcsTZ/Q0SfcPqbsqWzDeUblwL7S/joyGJmTYZIkiczJDKkjKWaPz5I6lEKLat76fIqvSgxWUivYKnuYkgeSXtle+f9LCaDb3asjgvuFEZbcAoFAIBC0zooRQIvhwIED/Ou//isf+9jHlnspgkVQr79j5NKRqtk9s8dmmTk8Q34yT6lYIn0sTXxznNThFEWjWNUbk9ieYOKBCXo29VCYLaBGVRzboVQqkfzm7fT/+81o6pnjqwEF66nPIH/hn7HVcebMxZnP5rg2Y9G/ox/HdjDzJkXDdYWrLYWrV9JVz/66UYYpN5UjdSiFbdqYGRN5k9yUIKgUbIXZQlUPk12wCfQGUEMqof6QdzxTN73zrEet2OlEr06ngvu1ZqogLLkFAoFAIGiNVSmA9uzZw7/+679y++234ziOEECrkMJsAeOU0bC/IxAPMPnwJLnpHFbWwspZFHNFlIDC7NFZL+ivzK5se+o2d1/9QUrFEoWUa0zg/OFeIj/5DLZcwo5oyIrPXcQzn8nA9dejHpslN5kjNBCqmovTqs1xdDiKPqFj5+26pXCO7ZCdzHqlaJW9RfXssssBrambTO+bxi7Y+GN+CukC8W1xQv2hpgVB+VyMsDEnw1RZRpc5mcHSLab3TTcUMvUGl1q61ZFenXYH92vVVGElWXILBAKBQLDSWVUC6KGHHuLWW2/lF7/4BXDGNU6w+jDzJoqjzOnvSJ9Me8GuwxlDDMknIWsypWIJB2dOP0j5rv45Tz+HkUtHmHxoEiNt4Pzxfjb94F9xihZENBzbcT/1T386vP3tIEnEN8fbNxDUB7ImzymFG71rFFmTyZzKUEgXKKQLDJw/0DCDUxvQlkvBwM2GhPpDjDyu9UGmjbIq8c1xjJSxoJCpl8VSggpKYO572a5enXYF98JUQSAQCAQCAXRZAOm6jq7rRKNRgsFg09vt2rWLW2+9lV/96leAED5rAS2o4aScqkxE+ngaS7e8jAISqEGVns09KCGFYs51iQv0BKr6QeplJHq29KD+Yh+Jn3wap2ghKz4c23V7s578ZNQbbgCfr23nU7mGYqEIEvhj/qpSOEmSyE3mAAivC7vlb01kcOYTLYuhUValGdOBeq/pPcftmVrpvTrCVEEgEAgEAgF0WAAVi0W+9a1v8bOf/Yx7770XwzC8361fv56nPvWpvPKVr2TDhg11t9+zZw8f+9jH+L//+z+gek6Q4zgkEgmuvvrqTp6CoEP4e/wopz9+tc35x397/Ixds+MKib4dfdiGXTWQFB8YswbJ/UnGHhjDnDWRA+5A0kH/DH3/9iF8ZgE5omEbRUpWCf3iS5h92iuIHJhpW+lTbWZB9stISATiAeyCjRpUcRwHK28RXhfGylvERmLEt8Wr1lDZmwJUCZTIYISSXUJCquoXqrdtKyVxlTRjOlDvNf6on8hQBEu3VnQjvjBVEAgEAoFAAB0UQAcOHODaa6/lxIkTAHPm+5w8eZKvfOUrfOtb3+Ld7343L3jBC7zfmabJRz7yEb761a9SKpXmCJ/+/n7+5m/+hpe+9KUtZZIEK4t6zfkn7jxBIV0gn8wze3TWzZIMRyjmivRs7mHdI9cx/uA4+ak8juOw57t7mHh4wu29sWxsw2ZDX47off+OTy7iU31IPgmf6iOzZSeHd76I4KgOstK20qfMyUxVb0+tsUBZ3MHprMNIjPC6MLHhM85tlRmk9PE0cCbbY+UtT0RJkoQkS1XrbldfSzOmA41e07+jf8WbCwjHNIFAIBAIBNAhATQ6Ospf/dVfkclkqsRLPQqFAjfeeCPxeJwnP/nJJJNJXvWqV7Fnz545wmdgYIBXvepVvPSlL8Xv93di6YIuU9ucXw70bdN259PMGmTGMkSHohQLRab3TqNP6uBAbjqHmTXRJ3QKswUsw6JPSbHjwe8gBx1s1YccUJAkMB95CUce8zKQlYalT4sJ4Kf2TjFzaIbMierentr5PNnxLNlT2bqBd2UGKT2appAuAO5A1XIWqdKmGty+FYD0yTSpQykve7bUvpZmTAcavWY1NOILxzSBQCAQCAQdEUDveMc7SKfTVeIFIBwOE4lEyGQy5HJuL4QkSZRKJd7znvdw6aWXcvXVV7N3717vd47jsG7dOv72b/+WF7/4xWIY6hqlfHc+kU24fRqpPMVkEbtoU5gtYGZNLMN1gys7wqkhFTNvYls2+CChZrj82HfQFBMk1XN7cx77WFJXvp7AqXxV6VOpWCI9mq4SKNMHpslP5em/oJ/znn/evGsuC5d8Ml+3t6fWUa5R4F3Zm2IXbE8AyX4ZfVxHi2nkx/ME40FPvI3tGoMS6BM66dE0+oROZDDSlr6WhYTMSs/01KN2zatl3QKBQCAQCNpP2wXQvn37+O1vf+uJF03T+Nu//Vte+MIXVvX6HD16lG9/+9t88YtfxLZtTp06xbXXXsvevXu9bQOBANdeey1XXXWVyPicBZTvziNBfiZPqVAidTSFg4Psl8mOZSmaRcxZE6fkYOom0fVR7JBNMDvNYx76LgHVQg1paBEVSfbBRRcT+MRHiBzJgJqtKitLHU65vTmnS9QO//IwyX1JfJqPE3edIHU4xeVvvLzheiuFy3y9PWUaBd6VvSlW3sIfcz/ril/xMkCRwYiXAbJ0C4DZ47PMHp2lWHDtwcvH72Rfy2q0kV6NaxYIBAKBQNA52i6AfvjDHwJuz4+qqnz+85/n0ksvnfO6zZs385a3vIXLL7+c17zmNZRKJe655x5v23PPPZd//dd/ZdOmTe1eomAFE4gHGLpoiNljs4w/MI6/108xV0RSJHDAMR0K2QI+2Yc/6keLaAz0Fdlxx3dRQ0VkNYAaVpE1BXY+CuUTHwO/n/4dfi8DUyqWSB1OeaYFALOjs+7coSl37lB4MIy/x8/4rnF6NvXUzXjUNtXX6+1p9pwre1MW6gHCB6nDKSYfmsRxHIyUQc/GHnrP7SUyEOlYX8tqtJFejWsWCAQCgUDQWdougB588EHALV978YtfXFf8VHLFFVfwF3/xF3zjG9/w+oT6+/v593//dxKJRLuXJ1gFlIoljJSBFtSwdItgbxAtqhEdiTJ27xiBWADHcfDH/AyN+Ljkwa+DZkAiiOyX3dK3Cy+ED38YKjKH5QxMejRdZYds5S0KqQKST8LKWkiyRCFdQJIlTtx5gnwyXzd70ExT/ULlYuXfRwYjnkBbf/F6oNoFrnI/xqzB2B/HsE0bfVInPOCKtfgmN/PUqcB+NdpIr8Y1CwQCgUAg6CxtF0CHDx/2fn7e857X1DbPe97z+MY3vgG4wunlL3+5ED9nMamjKQrpAmbORA2paCGN9Zesp1Qsse6R60juTyJrMj2RIuf/9vP4CjMolSVfj3gEfOhDEArV3X+9zE3JLpE5mcEatCikC4QGQvh8PiRZ8rIHJbuEFtGwCzaDOweB+ZvqFyq9Wuj3te5rlbN4AokAsiYTHY4iSRLRkSixDbGOBvX1bKQt3aIwW8AIGytSUAjra4FAIBAIBLW0XQBlMhnv5+3btze1zY4dO4Azc36e/vSnt3tZglWCkTIw0yYAsiJTKpYID4bpP68fJaQwsWsCNaBSmk7yqHv+E6WYxIlW9Idt2wYf+QhEItX7rGmAr83cjFw2gj/q59S9p5BkCS2oEdsUo3dbL+P3j3PqvlPoYzqRkQiZUxnSo2m2P9v9fNfr7Vmo9GoppVlaWCO+KY6lW2THs0QGI8Q3xTse1Ncr1csn86hh1TVh6HBvTavmC+XXq2GVnk09wvpaIBAIBAIB0AEBlM1mAfD5fIQa3IGvJRqNVj1ev359u5clWMEYKYP0yTQSbgmkGlbdQHUoguM49GzqQYtpbHniFvxRP+ndo/R/5lNo+iQlxUfRKOKUHLTzz4Wbb4ZY/fk6lVmWepmb/h39jO8aJ30iTWxDjJ5NPYzdN0ZmLMPMgRkKmQKpYynSo2kUv8LABQNVTm+VLFR6tZTSrEoh0n9ef1eD+vJ1S59Me+YR4/ePd7y3plUjg9rXq2GV6HB0VTnXCQQCgUAg6AxtF0Bly+tGc38WQpblpoWTYPUztXeK0btGyU27NtJKQEELa/Sf1+8NFk2cm2Bo5xAAIxfE6f/EOyjOnsI+bWVt6RaFSB/5v38nPfG4t+96WRYza2LMGPhjfqLDUWIj1YYFgzsHvfI2cMVYySzh03zkpnP4ZB+ZExmSB5KcvOfkHAFUzjqUiqV5S6/mK81qJtOxnPNsygJODaskDySBzvbWtJotq/f6nk09QvwIBAKBQCAAOjQHSCBoBiNlkNyfZHL3JLNHZwHo2dxDfHOc2IbY3JKlfB6uvx750AFKqkyxYFMybfJaD6NPvxblvll600cY2jlUN8sytWcKx3EttQM9AUJ9IUYuG2mYSTBSBpIk0bO1h1P3n0ILa+4+Sw65ZM4zaygH1bVZBytvNSy9amSgUJ5H1EymYznn2XSzt6bVbJkwPhAIBAKBQDAfQgAJlg1TN7FyrumAlXdn2xTSBQJ9AeLb4gR6Amfu2hcKcOON8NBDSLKbXZQkCUON8OBlf0Nmn0E4NY4x4/YQJbYniAxGvCA9PZrGylvo4zq2absmCpt73KGldTIJZTFTyBTAhnB/GLtgu6YMYY1AT4DwYNgLqhtlHeJb4/gUX93sQ20WB2DsvrEFMx0rYRBpMw547aJVsSWMDwQCgUAgEMyHEECCZUMLa6ghFVmT3WGnsow/5ncNCE7P0jF1E0yTwEfeC/fdB4Cs+JA1GUsLM/rM12Oc8oF+RtxIkoQW0Vxr6dNBuhJQKBpFsuNZjLRBySyBDGbeJH0yPcdyulLMFAtFhi4aIrYpRn4yjxJS2Hj5xqqgulHWwaf45pTZVVKZxam1566XuVhJQz27VYbXqtjqpjgTCAQCgUCw+uiIAJIkCdu2ecUrXtHytq1uJ0kSX/7yl1s+jmD5CcQDSLKEGlSJrnftnGW/jBbTmN4/jaVbOEWL3i99HN/++9FCqrettr4f463vIXhKpjeYJH0ijTFjeKVnjuNg6mZV075TchjbNeYKCMlBkiWO/u9RtKB2xnhhfQQtolUJEcWv0HtOL3bBRgkoVa8tB9WVWYdy75KlWy1lHRbKXCzWOa6TGaNuleG1KraWs0dKIBAIBALByqZjGSDHcbjnnns6ul35LrhgdWKkDNSgSmxjDKfkUDSLKH6F6X3TpE+koWRz7t3fQDl6H3ZAwdZODzmNROCjHyV27rkM7p1CDaooAQV9QgcgNhKrEg7lIH307lHMjGtQYBkWeSWPkTSY2juFT/Z5giK+NT5HzEiSxLanbwOoKllLj6a9ADuyPsLssVmUgOIJqOx4tunge6HMxWJ6W1ZSxmiptCq2lrNHSiAQCAQCwcqlYwKoVWEihMzZRzmgtws2/h4/5qjJzKEZTv3xFD5ZYvsD/49Q+mHsgIIMOLYDsZA75+fcc4Ezd/q1mIaZNr3sjBpW3fI58MrayseZPTqLGnSzSXJQJjOaoWdTT1XZWiMx07+jn0A8UFdYRAYjXvam3NOUPZVtyRp6vsxFq70tS5k1JBAIBAKBQLBW6YgAKlthCwTzURnQG4cMfIqP3GgOp1hi00M/YHD2fkqa7IljKRSEf/5nOO+8qv0E4gG2PHGLV+qVOZnB0i2m901XlbX5Y34oQag/hJk1CfWHcGyH6Ig7h6pSUGhhraGYKf9cKywc20ENu8JKDaqLdh9rlLlotbdlKW5oK8FoQSAQCAQCgaATtF0A3XHHHe3epWCNUhnQB3oDnPrDKUJ6kPX3/IBNs/eDT0INKsiaDzkUQP7Ih+CRj5x3fwCWbs0RJ/GtcaLro24vj2kTXhcmvC7MukeuY+jRQ1WZnEA84Ja+VYiZ9GgaJaCQPpkm0BOoKywcnI67j7XS27JYN7S1VDYnEAgEAoFAUEvbBdDIyEi7dylYoxgpg5JdQgkohNeF3aGjn/8SiZnf4wQVfKrs2k73hlE/+iG4+OKqbeuJgPnc2CLrIwztHEIJKlhZi9jGGOc+61zPJEFC8jI8leKhPD8oPZpGDamEB8N1hUVsOIZP9gGddR9rtrdlMW5oomxOIBAIBALBWkfYYAuWhbH7xjiy9wimbnomBpvH7yL60M8oRTUkn4Qk+5D9Cur7boLLLvO2nS9DMV/Wo1zWFu4LY4Uswv1hd9ZPuuA6zjkO+oTu7S+yPuKWyg2E0Cd09AmdUF8ILeK6xgUTQeSgjBbUPGERiAdWlPtYq25oYoioQCAQCASCtY4QQIJl4eivj1I8VCQ9msY2bc6T9qGe/CnFoIril1FDGpIsIb/jHzEefRnmabc1qN9/U85QzJf1qC1ryyfzBHoD6JM6xXxxzv76d/Tj2A5m3qRoFKv6esp9QZIz17xjud3HarNjraxHDBEVCAQCgUCw1hECSLAsZE9lyezJYKQMNub2sDn9c/KqD79VohRS8Sk+/O+4nqnNl5C9b8zL9pi6iZkzSR5Igg+svEWgN0DyQJLEuQkC8UDDrEe94L5oFFECCpnRDDA34xEdjqJP6Nh529vG0i3vteXnWnV76xRL7d8RQ0QFAoFAIBCsdYQAEiwLZta1qB7K7OOx6dtxAMcHZs4VFyef/pf0XvQksodTXranWCjilNwyNX3cnfmjRlQK6QIb/7+NmFnTC/jrZT3qBfdq2B1Y2ijjUW8bfK7jW/JAEqDaIGGZMz/t6N8RQ0QFAoFAIBCsZYQAEiwLkfUR1h08zE7jF0iyW0bmOEDJYf/gFZgb/z9yvx8llAh5VtSZ0Qw+xcfM0Rkcy6HklLBNGwmJiQcniI3E3H3PE/DXC+6n9k4BjTMetdsYswajd48i+2XSx9NVBgmWbhEdji6LcGhn/85yl/EJBAKBQCAQdAohgATLwtYBna0zP8IOyZSKEpIkUbJLHO6/lCPr/4TEZI5gPIhjOd6cIC2ikR3LEuoLkT2VRQtplEolioUixqyBGlSbCvhrg/tmMh7lbcolZlbOwkgZ3swrfULHNm2UAwq95/Tij/q7bh8t+ncEAoFAIBAIFkYIIMGyMPBfX0DxlZDDKpLPR7FQZHzz45jc8Vz8ho0+rhPbGMMet5H9MrEtMfRTOnJAJj+VJzYSIz+Txyf5KFkl8tN5gr2LD/ibyXhUlpgZMwYAsiaDA0pQIX08jRbRyKfyJLYlgO7aR4v+HYFAIBAIBIKFEQJIsCw4RgFZ8VG0HZDAuuIplP7sVSSOpJg5NIMkSaQOpQj2B1H8CpH1EYK9QdSQirPVIXMyQ7AvSG46h5W1CPWFUPwKaljtWMBfW2IGruiQJAkj5WaozKxJtCe6bPbRon9HIBAIBAKBYH6EABIsG3axhCRLZLZdhPXq1xPRFCTFh+yXSR1K4VN95KfyaBGNYqFIYluCYCJI77ZeCpkCqWMpZg7MuPsq2PSe00t0ONqx9daWmJV7joKJII7jMHNwhmKhiOJXulp+thjb60aDZAUCgUAgEAjWOkIACZYNWfExO3w+0y/5O3oUhaGdQxizbmmZGlTRx3WKRnFOVsXf4yc6HCU3mUMNqlh5i95tbt/NQoJjKYF/oxKzyGCE9Mk0kk8CB89ZDt/irksrLMb2eqlW2QKBQCAQCASrGSGABMuCT/NhP+JRmK9+Kz3+gNerEogHKBpFsqeyxDbEGmZVsuNZ8sk8juOgBNyP8UL9Lu0I/Bu5yOUmcp4LXHo07Ro42A5j9411TGAsxva6XVbZAoFAIBAIBKsVIYAEy4L2p0/Bf93b6CvJc7IxkcEIJbtEeF2YyFAES7eqRAu4g1QBikYRNagSTASJDEYaHq+dgX9liVntfmW/jF2wMTMmdsHuqMBYjO11O62yBQKBQCAQCFYjXSjSEQjmUrjqGsw64mdq7xRj942hj+voEzr+mJ+hi4boe0QfQxcN0b+jf04QX7ajNnWz4fHqBf4LbdMMtfvVx3VKpRLZ8Wxbj1OPyp4koKm+o8Vs026MlEF6NI2RMrp2TIFAIBAIBIIyIgMkWBYmHp6gFC9VlaLNl6UpGw7AmSC+WCiSGc2gRTRmDs4QGap+XSWdmpFTu9/wYBi7YBMZjHgZoFaO00qP0mJsr5fbKlv0HwkEAoFAIFhuhAASLAuZ0Qz20eoSsYXKsyrFgRpWUfyKZz1dLBSxdHc4aaNBpu0I/Os5rtXu18pbqEG1Kshv5jiLEQeLsb1eLqts0X8kEAgEAoFgJSAEkGBZMFIGoUioSuTMl6WpFQf4oPecXvKpPNGeKIpf8UrNGgXTtYE/QHo03bQIaCRQ6gmKVt3mliIOmrG9bsc2S6XV/iNh1S0QCAQCgaATCAEkWBYC8QAUq3tQGmVpgDnioLxdZDCCPq57A0kXKjUrB/6tZlsWEii1gqJVgXE2mBO0UoYoSuUEAoFAIBB0CiGABMtCdCRKf7x/TolYvWxKejSN4zikR9PYBRsrbxHbGPMeazHNe/7/b+/Ow6Iq+z6AfwcQEEZ2EAWRUDAkd9RceiyzR1NT0/dxCX3NMvdcytflcclKM+1xKVzKjUzNhbTcs1zL5QER0gTFFVESkFVA9pn3Dy5OnGGGmYEBzsx8P9fldc19OPc5P+fG8fzm3mqrt6W2E5TamqMkJboOQ+RQOSIiIqpNTICoXni09oCz3Fnt8CbV3hNre2s8ffgUhU8LUfi0EDYONki7mQbHZo4oyilCfko+5I3laNCwgcY5QBVVJ5mp7QSlvhcnqCu6zD8yh94wIiIiqj9MgKhe2DjawMFT/YptuigtLIVSqSxbac2poVDW5SG5OslMXSQo9bU4QV3TNjzQHHrDiIiIqP4wASLJK8orEoa8WdpYwsrGCs4tnFFSUFKth2RbJ9uyVeQall3HppGNTslMXSQo9bE4gdSYS28YERER1Q8mQFQv0m6lwTLDEo2aNhIebDWt+lXeI+Dg5SAkOzaNbCD3lKM4r1jvh+S0+DQU5xXDytYKJQUlkHvqPsGeCUrdMJfeMCIiIqp7TICoXjw49wA58hzYudrBq6sXAGhc9UtTj0D55qk1XW66qv2DqP4w2SQiIqLawASI6sWjiEfIs82Di78LLK0tYS23Rn5GvsZVvzT1CHC5aSIiIiLSBxMgqhf56floYNkAltaWcPR1BCyhNSkxRI8AJ9gTERERmTcmQFQviguKobBVAAAsrSxh3dC6TpISTrAnIiIiMm9MgKheNGraCPYN7OHY3BEu/i6QN5Yj93FunSQlnGBPREREZL6YAFG9cGnpgiaeTdC4TWN4tvUs65mpw6SEE+yJiIiIzBMTIKoXjds0RmPPxnDxd6n2ggZERERERPqyqO8AyEwp6zsAIiIiIjJHTICoXuSl5CE/Ix+5j3NRkFVQ3+EQERERkZlgAkT1Jj8jH0qlEkV5RfUdChERERGZCSZAVG+4Bw8RERER1TUuglADWVlZiI6ORnJyMnJzc+Hh4QFvb2906NABlpaWdR5PXl4eoqKikJKSgqysLLi4uMDLywudOnWCtbW0kgy31m5wdHHkHjxEREREVKeYAFXD/fv3sWrVKpw9exbFxcWVfu7u7o4RI0Zg4sSJdZJ4pKamYvXq1Thx4gSePXtW6eeOjo4YNGgQZs6cCblcXuvx6MLezR5OzZ1gYWWBgqwCJkFEREREVCc4BE5PBw8exNChQ/Hrr7+qTX4A4MmTJ1i3bh1GjBiBR48e1Wo858+fx6BBg/Djjz+qTX4AIDs7Gzt27MCQIUNw48aNWo1HVynXUvDg3AOk30pH8h/JSItPq++QiIiIiMgMsAdID+fOncO8efOgUCiEY76+vujatSucnJyQmJiIM2fOoKCgbFWzuLg4TJw4EXv37q2VnpfY2FhMmzYN+fn5wjEPDw/84x//gJubGx4/fowzZ87g6dOnAICHDx/ivffeww8//ABPT0+Dx6OP9NvpUNgp8DTpKRy8HAAA8sYcDkdEREREtYsJkI5SU1Mxa9YsIfmRyWSYO3cuxo4dCwuLvzvSMjIyMGPGDERGRgIA7ty5g8WLF2P16tUGjaegoABTp04VJT/vvPMOZs2aJRp2l5ubi0WLFuHYsWMAynqnZs6ciT179hg0Hn0V5RahsKQQljaWyM/Ih0MzBxTlFTEBIiIiIqJaxSFwOtq4cSPy8vKE8vvvv49x48aJkh8AcHFxwZYtW9CiRQvh2LFjxxAXF2fQeHbu3InHjx8L5WHDhmHu3LmV5hzJ5XKsWrUK3bp1E47FxMTg5MmTBo1HX9Zya9g42MDKxoqrwRERERFRnWECpIO0tDSEh4cLZR8fH0yYMEHj+TY2Nli0aJFQViqV2Lhxo8HiKS4uxpYtW4Ryo0aNMHfuXI3nW1hY4OOPPxYlaxs2bDBYPNXh6u8K90B3eL/oDUcfrgZHRERERHWDCZAOTp06JVrwYPjw4WjQoEGVdbp16wY/Pz+hfO7cOY2LFOgrIiICmZmZQnngwIFwdHSssk7z5s3RvXt3oRwbG4uHDx8aJJ7qaPFaC7Qa1AquAa7wbO8Jt1Zu9RYLEREREZkPJkA6OH36tKjcr18/ner17dtXeF1YWIgLFy7USjwV71MV1bhPnTplkHiqw8bRBrZOtnDwcmDPDxERERHVGSZAOrhy5Yrw2s3NDc2aNdOpXocOHUTly5cvGySeqKgo4bWlpSXatm2rU72OHTvWSjxERERERMaCCZAWKSkpyMnJEcqBgYE6123durWofPfu3RrHo1AokJCQIJSbN28Oe3t7ner6+fnB1vbv3hZDxENEREREZEyYAGlx7949Ublp06Y613VzcxPNFbp//36N40lKSkJhYWG14pHJZKL9fx4+fKhxM1ciIiIiIlPEBEiLlJQUUVmfDURlMhkaN26s8Vp1HQ8AUTwlJSVIT0+vcUxERERERMaCG6Fqobpym52dnV71Kw5PKykpQWFhIWxsbKodT8W9iGoaj7rrafPXX3/hr7/+0qtOudTUVLWviYiIiEiaKj6zlZSU1GMkhsMESAvVBEjf5EX1/Ly8vBolQIaOR9+luffv349169bpVUedf/3rXzW+BhERERHVnYyMDHh7e9d3GDXGIXBaVJxvA0Dr/j+qrK2tq7yescdDREREROZh37591R4JJCXsAdJCtcdE30UDioqKqryescdTE1999RXatWtXb/en2nf16lVMnz5dKLPNTR/b3Pywzc0P29y8xMTEYObMmQCA8PBwDBkyRK9FuKSICZAWqnNs9O0xUT1f1yWr6yoefecQDRs2DN26ddOrTrn4+Hh88sknQtnV1VXvRRzIuDx69EhUZpubPra5+WGbmx+2uXlxd3ev7xAMjgmQFqoJgr6LBlQ838rKqsY9LjVdxED1fH0TsqZNmxp91k9ERERE5otzgLSouGw0oN9S1kqlUnS+6rXqOh4ASE5OFl5bWVnB1dW1xjERERERERkLJkBatGjRQlROSkrSuW5aWppojo6fn1+N4/Hy8oKtrW214lEqlaIEyMfHR+9FFIiIiIiIjBkTIC08PDzQqFEjoXzjxg2d68bFxYnKhkiALCws4OvrK5QTExN1HgZ39+5d0RwgQ8RDRERERGRMmADpoFOnTsLr9PR0JCYm6lQvOjpaVO7cubPB4yktLcW1a9d0qhcTE1Mr8RARERERGQsmQDp49dVXReWff/5Zp3onTpwQXtvY2KBHjx71Go/qearXISIiIiIydUyAdNC7d2/RXJnw8HCt++9cunQJ9+/fF8q9evXSe8lpTbp06QIXFxehfPToUTx9+rTKOg8ePMDFixeFclBQEJo1a2aQeIiIiIiIjAUTIB24ublh+PDhQjkxMRGbNm3SeH5hYSGWLl0qlGUyGSZPnqzx/EePHqFVq1bCn969e1cZT4MGDTB+/HihnJOTg88//1zj+QqFAh999BEUCoVwbMqUKVXeg4iIiIjIFDEB0tHEiRNFe+aEhoYiLCxMlFQAQEZGBsaPH487d+4Ix/r374/WrVsbNJ6QkBA0adJEKO/fvx8rVqxAUVGR6Lzc3Fx8+OGHuHTpknCsQ4cO6NOnj0HjISIiIiIyBtwIVUeNGzfG6tWrMXnyZCgUCiiVSnz++efYs2cPXnzxRTg5OeHBgwc4c+YMCgoKhHotW7bEJ598YvB4bG1tsX79eoSEhCA/Px8AsG3bNhw5cgS9evWCq6srkpOTcfr0adHwOHd3d6xdu9bg8RARERERGQMmQHp4+eWXsXz5cixZskRIOhISEpCQkKD2/MDAQKxbtw5yubxW4gkKCkJoaChmz56NrKwsAEBqairCw8PVnu/t7Y3Q0FB4enrWSjxERERERFLHIXB6GjJkCA4cOIA+ffpo3ETU3d0dU6dOxb59++Dt7V2r8bz00ks4fPgwhgwZgoYNG6o9x9HREWPGjMHBgwcNPhSPiIiIiMiYsAeoGvz8/LB+/XpkZmYiOjoaycnJyMvLg5ubG5o1a4aOHTvC0tJS5+t5e3sjPj6+2vF4eHhgxYoVWLx4MaKiovD48WNkZ2fDxcUFXl5eCA4OhrW1dbWvT0RERERkKpgA1YCzs7Ok9tKxt7dHr1696jsMIiIiIiLJYgJEdaZp06aYNm2aqEymjW1uftjm5odtbn7Y5ubFFNtbplQqlfUdBBERERERUV3gIghERERERGQ2mAAREREREZHZYAJERERERERmgwkQERERERGZDSZARERERERkNpgAERERERGR2WACREREREREZoMboVKVsrKyEB0djeTkZOTm5sLDwwPe3t7o0KEDLC0t6zyevLw8REVFISUlBVlZWXBxcYGXlxc6deoEa2vrOo/HFEmlzXNzc3H79m3cu3cPWVlZKC4uhoODAzw9PdG+fXu4uLjUWSymTiptTnVDqu2dnp6Oq1ev4uHDh8jLy4O1tTVcXFzg4+ODwMBA2Nvb11tsxk5Kba5QKHDnzh3cuHEDmZmZyM/Ph729PVxdXdG6dWv4+vpCJpPVaUxU+6T2/MYEiNS6f/8+Vq1ahbNnz6K4uLjSz93d3TFixAhMnDixTn5xU1NTsXr1apw4cQLPnj2r9HNHR0cMGjQIM2fOhFwur/V4TJEU2vzPP//EL7/8gosXLyIuLg4KhULjuW3btsXYsWMxYMAA/mdZTVJoc12EhYXh888/Fx3r0qULduzYUU8RGSeptvepU6cQFhaGqKgoaNqb3cLCAkFBQRgzZgwGDx5cZ7EZOym1eU5ODrZs2YL9+/fjyZMnGs/z8vLCyJEjMXbsWNjY2NRqTKYmLy8PcXFxuHbtGq5du4Y///wTSUlJws+9vLxw+vTpOo1Jqs9vMqWmTxsyWwcPHsSSJUvU/qKqat26NUJDQ+Ht7V1r8Zw/fx6zZ89GZmam1nObNWuG0NBQBAYG1lo8pkgKbT5u3DhcvHhR73rdunXDypUr4eHhYdB4TJ0U2lwXjx49whtvvFEpTiZA+pFie2dmZmLevHk4e/asznX69++PNWvW1F5QJkRKbR4TE4MZM2YgJSVF5zrPPfcc1q9fjxYtWtRKTKYkLCwMBw4cwJ07d6r84rCuEyApP78xASKRc+fOYdKkSaJ/QL6+vujatSucnJyQmJiIM2fOoKCgQPh5y5YtsXfv3lrJ3GNjYxESEoL8/HzhmIeHB/7xj3/Azc0Njx8/xpkzZ/D06VPh5+7u7vjhhx/g6elp8HhMkVTafPDgwbh586boWNOmTdG+fXt4eHjAzs4OaWlpiIyMREJCgui8Fi1aYNeuXXB2djZYPKZMKm2ui3fffRfnz5+vdJwJkO6k2N4pKSkYO3Ys7t+/LzoeEBCAtm3bws3NDaWlpUhNTcX169dx9+5dAEyAdCWlNr958yZCQkKQm5srHJPJZOjUqROCgoLQqFEjZGdn4/r164iJiRHVdXd3x759+9C0aVODxmRqpkyZglOnTmk9ry4TIKk/vzEBIkFqair69euHvLw8AGUfUHPnzsXYsWNhYfH3ehkZGRmYMWMGIiMjhWMDBgzA6tWrDRpPQUEB+vXrh8ePHwvH3nnnHcyaNUvUVZ+bm4tFixbh2LFjwrEOHTpgz549Bo3HFEmpzcsTIDc3N7z55psYNmwYnnvuuUrnKZVKnDhxAosXL0Z2drZwvG/fvvjqq68MFo+pklKba/PTTz9h7ty5AMr+Y6w4bIYJkG6k2N6FhYUYPny46AuP4OBgLF68GK1atVJb5+HDhzh48CCysrKwcOFCg8dkSqTU5kqlEsOHD8e1a9eEYwEBAVi1ahUCAgIqnR8XF4cPPvhAlBj36dMH69evN1hMpkhdAmRnZ4egoCDExsYKvYB1lQAZw/MbV4EjwcaNG4UPTAB4//33MW7cONEHJgC4uLhgy5Ytom7pY8eOIS4uzqDx7Ny5U/SPZ9iwYZg7d26lccpyuRyrVq1Ct27dhGMxMTE4efKkQeMxRVJqcxcXF8ybNw9nzpzB7Nmz1SY/QNl/5v369UNYWBgaNmwoHD9x4oToP1lST0ptXpWMjAxh3o9MJsP8+fPr5L6mRortvWHDBlHyM2jQIOzcuVNj8gOUDY+ZNm0akx8dSKnNy+eilHN0dMS2bdvUJj9A2VC87du3o1GjRsKxU6dO6TV0zhzZ2Nigbdu2CAkJwfLly3HkyBFcuXIFO3furJeREcbw/MYEiAAAaWlpCA8PF8o+Pj6YMGGCxvNtbGywaNEioaxUKrFx40aDxVNcXIwtW7YI5UaNGgnfBKtjYWGBjz/+WPQBv2HDBoPFY4qk1uabN2/GuHHjdJ6IGxQUhLFjx4qOnThxwmDxmCKptXlVPvvsM2Hc+IgRI9CuXbs6ua8pkWJ737lzB1u3bhXKQUFBWL58ORcyMRCptfmlS5dE5eHDh8Pd3b3KOo0bN8a//vUvUUwREREGi8kUrVmzBuHh4Vi8eDGGDh0Kf3//SglvXTGW5zcmQASg7BuWiivEDB8+HA0aNKiyTrdu3eDn5yeUz507p9NkS11ERESIJs0NHDgQjo6OVdZp3rw5unfvLpRjY2Px8OFDg8RjiqTW5lZW+i9KOWDAAFGZPUBVk1qba/L777/j8OHDAMqGvn344Ye1ej9TJcX2DgsLE8W0YMGCav3bJ/Wk1uaqPTft27fXqV7Hjh1F5dTUVIPEQ7XPWJ7fmAARAFQaE9qvXz+d6vXt21d4XVhYiAsXLtRKPBXvUxXVuHWZFGiupNbm1dG8eXNROT09vZ4iMQ7G0ObPnj3DRx99JJTnz58PBweHWrufKZNae+fl5YnG+gcGBqJTp04GuTaVkVqbq65IZmtrq1O9isObAbCH0IgYy/MbEyACAFy5ckV47ebmhmbNmulUr0OHDqLy5cuXDRJPVFSU8NrS0hJt27bVqZ7qt0aGiscUSa3Nq6PiOHeger1I5sQY2nzt2rXCvhU9e/as1MtHupNae585c0bUs8C2NTyptbnqstoV54VUpeLeNUDlL7tIuozl+Y0JECElJQU5OTlCWZ812Fu3bi0qly9VWhMKhUK0zHHz5s113gHcz89P9A2TIeIxRVJr8+qKj48Xlbn0uWbG0ObXrl3Dzp07AZTNTajYE0T6kWJ7//HHH6JycHCwQa5LZaTY5i+99JKofPz4cZ3qVewptLOzQ9euXQ0SD9UuY3p+YwJEuHfvnqisz3r7bm5uovHFqns6VEdSUhIKCwurFY9MJhM9BD98+FDt7tfmTmptXl2HDh0SlV988cV6ikT6pN7mJSUlWLRoEUpLSwEAkydPho+Pj8HvYy6k2N7Xr18XXltZWQkP6CkpKdi0aRNGjhyJnj17on379njllVcwZswYbNiwgXM5dSTFNn/++efx8ssvC+ULFy5g9+7dVdbZvn07/vvf/wrlcePGiVaFI+kypuc3JkBUaZKiPt+iy2QyNG7cWOO16joeAKJ4SkpKOC9EDam1eXUkJCQIE+WBsq721157rV5iMQZSb/MtW7YISyO3aNEC7777rsHvYU6k2N4Vv9F1d3eHra0tvv/+e/Tr1w+rVq1CTEwMnjx5gvz8fPz111+IjIzEl19+iddffx1Lly5FUVGRQeIwVVJscwD49NNPRUPxlixZgg8++AARERHIzc2FUqlETk4OLl26hPfffx+fffaZcO4rr7yCyZMnGywWql3G9PzGAfNUabUXOzs7vepX7N4sKSlBYWEhbGxsqh2P6ryOmsSj7nokvTbXl0KhwMKFC0XfDg0ZMkTn8e7mSMptnpCQICx7KpPJ8PHHH+u8HDqpJ7X2VigUouFZ7u7uWLt2rU5LLhcXF2PHjh2IjY3F5s2bIZfLqx2HKZNam5fz8PDA3r17sWTJEvzyyy8AgKNHj+Lo0aMa68jlcowfPx4TJkyApaVljWOgumFMz2/sAaJKH5r6fuCpnl/TX1hDx1PbS/YaI6m1ub7Wr18vmiDp4uKC2bNn12kMxkaqba5UKrFo0SJh2MTQoUPRuXNng1zbnEmtvXNycqBUKoXy/fv3heTHysoKISEhCA8PR3R0NGJiYrB//36MGTNGtLBJdHQ0FixYUKM4TJnU2rwiV1dXhIaGYtOmTVp7BXx8fLB27VpMnjyZyY+RMabnN/YAkWi8JgCtewaoUv2mVvV6xh6PKTLm9/jkyZNYv369UJbJZFi2bBlcXFzqLAZjJNU2/+GHHxAZGQkAcHZ2xv/93/8Z5LrmTmrtrfogU94bZGNjg40bN6JHjx6in7/wwgt44YUX8Oqrr2LSpEkoKCgAAPz88884ffo0evfuXaN4TJHU2ryilJQULF++HD///LMoEVYnMTER48ePR4cOHbB06VK0bNnSYHFQ7ZLy76Aq9gBRpYxb30lnquOya9plLrV4TJGxvsdXrlzBhx9+KPoPdNq0aXwY0oEU2/zJkydYuXKlUJ47dy6cnZ1rfF2SXntrqj9z5sxKyU9F3bp1wwcffCA6tnXr1hrFYqqk1ublbt68icGDB+P48eNQKpWQyWR44403EBYWhkuXLuH69eu4dOkStm7dioEDBwp7/sTExOB//ud/uJ2FEZHq76A6TICo0hhNfTNu1fN1XfKwruLRdwyqOZBam+siPj5e9E0wAIwaNQrTpk2r9XubAim2+aeffoqnT58CALp06YI333yzxtekMlJrb3Wfw46OjggJCdFad9SoUaIe3itXriArK6tG8ZgiqbU5AGRnZ+O9995DZmYmgLIegY0bN+I///kPunfvDhcXFzRo0AAuLi7o2bMnVq1ahQ0bNgg9B/n5+Zg2bRqePHlS41io9hnT8xsTIKr0C6bvuN+K51tZWdU4Y6/pJDjV8+vi4dzYSK3NtUlMTMS7774rPCwDQP/+/bF48eJava8pkVqbnzp1CidOnABQ9lD08ccf1+h6JCa19ra1ta20UXH37t11uq61tTV69uwplJVKJWJiYmoUjymSWpsDwNdff43U1FShPHPmTLzyyitV1unduzdmzJghlLOysnRaLIPqnzE9vzEBItGyg4B+y18qlUrR+arXqut4ACA5OVl4bWVlBVdX1xrHZGqk1uZVSUlJwdtvvy36BvCll17CypUrYWHBjzBdSa3NP//8c+H1hAkT4OfnV+Nr0t+k1t7qruPv769z3YCAAFG5vpbflzKptblSqcRPP/0klO3s7DB69Gid6o4ZM0aU0B0+fBgKhaLGMVHtMqbnNy6CQGjRooWonJSUpHPdtLQ00RhPQzzEeHl5wdbWVhjqpE88SqVS9A/Ix8dH70l45kBqba5JRkYGxo0bJ4ovODgY69atY7vqSWptXj4kBij7lvjrr7/Wq35kZKRo9/rOnTtj+/btNY7LVEitvctjqhiHo6OjznVVz83OzjZITKZEam2emJiIjIwMody2bVvY2trqVNfW1hZt2rRBREQEAODp06d48OABnnvuuRrHRbXHmJ7f+PUpwcPDQ7TL8o0bN3SuGxcXJyob4kPTwsICvr6+QjkxMVHnbtS7d++KxpDyW2X1pNbm6uTm5mL8+PGizRODgoLwzTff6PyfKP1Nym1eWlqq05+q6vHbYTEptrfqal76bGzKxW20k1qbq25i6ebmpld9d3d3UbnilyYkTcb0/MYEiAAAnTp1El6np6cjMTFRp3rR0dGisqH276gYT2lpKa5du6ZTPdVx4dxPRDOptXlFBQUFmDhxImJjY4VjLVu2xJYtW7gJYg1Iuc3J8KTW3l26dBGV9RkeU/GbYQBcLVADKbW5apKq74T4/Px8UZkLGhkHY3l+YwJEAIBXX31VVP755591qlc+iRko+7CrajnTuohH9TzV69DfpNbm5YqLizF9+nRERUUJx3x8fLBt2zbu9VNDUmrzqKgoxMfH6/zn1KlTovpdunQR/XzHjh01jsnUSKm9AaBHjx6ih1jVh+6qqD4cVRz+SH+TUpurzt+o2JuvC9Xz+flvHIzl+Y0JEAEoW3Wl4ljL8PBwreu3X7p0Cffv3xfKvXr1Mtg3NF26dBF92B09elS0Apg6Dx48wMWLF4VyUFAQmjVrZpB4TJHU2hwAFAoF5s6di3PnzgnHPD09ERYWVuuLLZgDKbY51R6ptbe1tTX69OkjlK9du4Zbt25prXf37l1cuXJFKHt4eOi1gII5kVKbe3p6wsPDQyjfu3cPN2/e1Knun3/+iYSEBKHs5eUluhZJl7E8vzEBIgBlY3OHDx8ulBMTE7Fp0yaN5xcWFmLp0qVCWSaTYfLkyRrPf/ToEVq1aiX80bZxZYMGDTB+/HihnJOTI1o1SpVCocBHH30kmgcwZcqUKu9h7qTW5gCwZMkSHD16VCi7uroiLCwM3t7eWuuSdlJsc6o9UmzvKVOmiJbDXrJkSZUP6CUlJViyZIlo8+MxY8ZovY+5klqbqy55vWTJEq1zvwoLCysti8/Pkvpjqs9vTIBIMHHiRNGa66GhoQgLC6s0uTgjIwPjx4/HnTt3hGP9+/c3+JCEkJAQNGnSRCjv378fK1asqPThmZubiw8//BCXLl0SjnXo0EH0TSOpJ6U2X716Nfbu3SuUHR0dsW3bNi5kYWBSanOqfVJr7+eeew4jRowQyleuXMHkyZNFe8WUe/LkCaZOnYrIyEjhmJeXF9566y2DxmRqpNTmEyZMEPVIxcTE4N1339U4N+nevXsYO3Ys/vzzT+GYjY2N6IGapM8Ynt9kyopfq5DZO3v2LCZPniz6oPT19cWLL74IJycnPHjwAGfOnBGWOATKJqfv3bu3ysnpjx49Eo3n9PLywunTp7XGExsbi5CQENFkSA8PD/Tq1Quurq5ITk7G6dOnRd2r7u7u+OGHH+Dp6anz39ucSaXNW7VqJSrLZLJq7fOjupoRVSaVNteH6rW7dOnCeT86klp7FxUV4e233xYNa7O1tUWPHj2EpZzv3buHCxcuiD77GzZsiF27diEoKEi3v7gZk1Kb7927t9Km1ZaWlujUqRNat24NuVyOnJwcxMbGIjo6ulKitmLFCgwZMkSXv7bZSkpKwmuvvab2Z6oraFpaWqo979tvv620UAlgus9v3AeIRF5++WUsX74cS5YsEX5pExISRGNxKwoMDMS6detqbWWuoKAghIaGYvbs2cjKygIApKamIjw8XO353t7eCA0NZfKjB6m1eTmlUql26WOqOam2OdUOqbW3tbU1NmzYgA8++AAXLlwAULby46lTpyotdlHO3d0dGzduZPKjIym1eXmP32effSYkXKWlpYiMjBT17qmys7PDokWLmPzoQJ//LzWdZ+j+EKk/v3EIHFUyZMgQHDhwAH369NG4CZW7uzumTp2Kffv21fr8jJdeegmHDx/GkCFD0LBhQ7XnODo6YsyYMTh48CCH6FSD1Nqcah/b3LxIrb2dnJywdetWfPzxx5X2B1I9b+LEiTh69CjatGlTqzGZGim1+YgRI3Do0CGMGjVKNDxPHblcjpCQEBw6dAhDhw6ttZio9kn5+Y1D4KhKmZmZiI6ORnJyMvLy8uDm5oZmzZqhY8eOGrtRa1NeXh6ioqLw+PFjZGdnw8XFBV5eXggODoa1tXWdx2OKpNbmVPvY5uZFiu198+ZN3L17FykpKSgtLYWzszP8/f3Rpk2bag2FJTEptXlpaSni4+Nx69YtZGVl4dmzZ7Czs4OTkxNatWqFgIAAfu6YIKk9vzEBIiIiIiIis8GvVYiIiIiIyGwwASIiIiIiIrPBBIiIiIiIiMwGEyAiIiIiIjIbTICIiIiIiMhsMAEiIiIiIiKzwQSIiIiIiIjMBhMgIiIiIiIyG0yAiIiIiIjIbDABIiIiIiIis8EEiIiIiIiIzAYTICIiIiIiMhtMgIiIiIiIyGwwASIiIiIiIrPBBIiIiIiIiMwGEyAiIiIiIjIbTICIiIiIiMhsMAEiIiIiIiKzwQSIiIioGsaMGYNWrVqhVatWGDNmTH2HUy0RERHC36FVq1aIiIio75CIiGqdVX0HQERElT169AivvvpqlefIZDLI5XI4ODjA398f7du3xxtvvAFvb+86ipKIiMj4MAEiIjJSSqUSOTk5yMnJQVJSEs6ePYuvvvoKAwcOxMKFC+Ho6FjfIVIduHHjBk6ePCmUx44dCwcHh3qMiIhI2pgAEREZCUtLS1FZqVRCoVCIjikUChw6dAjR0dHYvXs3PDw86jJEqgc3btzAunXrhPKbb77JBIiIqApMgIiIjECXLl2wY8eOSsdzc3Nx48YNHDhwAD/++COUSiWAsiF006ZNw969eyGTyeo6XDISXbt2RXx8fH2HQURUp7gIAhGREZPL5ejcuTOWL1+O0NBQWFj8/bF+9epVHD9+vB6jIyIikh4mQEREJuK1116rtBrZ4cOH6ykaIiIiaWICRERkQkaOHCkqX758uZ4iISIikibOASIiMiF+fn6ws7PDs2fPAAA5OTnIy8uDvb19pXMLCwtx48YN3LlzB9nZ2SgsLIStrS0cHR3h5eWFgIAAuLi4VCuO3NxcXLlyBSkpKcjMzIStrS3c3NzQrl07yS/TXVpaisuXL+PBgwfIzs6Gi4sLvLy80LlzZ1hZGe6/zZs3byI+Ph4ZGRkoLi6Gq6srfHx80L59ezRo0MBg96kLSqUSV69eRUJCAlJTU2FtbY2WLVuiS5cusLa21lgvPz8fUVFRuHfvHvLz8+Hk5IQXXngBL7zwQo1jio+Px61bt5Ceno6ioiI4OzujWbNm6NixY5UxEZHpYwJERGRi5HK5kAABZclIxQToyZMnCA0NxdGjR5Gbm1vltXx9ffHqq69ixowZsLGx0XrvqKgorFu3DpcvX0ZJSYnac/z9/TFlyhS8/vrrWhdomDdvHn788UcAgJeXF06fPq01BgA4cOAA5s+fL5RPnTqlNfEqLS3Ft99+iy1btiAjI6PSz11dXfHWW29h0qRJ1U6ECgoK8N1332HHjh1ITU1Ve45cLscbb7yBadOmwc3NTeO1WrVqpfZ4VftHfffdd+jatatQjoiIwP/+7/9q/HlF6tpCoVBg9+7d+Pbbb5GYmFipjqurKz788EMMGzZMdDw/Px/r16/Hrl27RL+r5fz9/bFkyRIEBwdr/Luok5ubi23btiE8PFzj+9uwYUO88cYbmDp1Kjw9PfW6PhGZBg6BIyIyMapJjVwuF17HxMRgwIAB2Lt3r9bkBwASEhKwdetWPH36tMrzioqKMGfOHISEhODSpUsakx8AuH37NmbNmoWpU6ciPz9fawx1IS8vD2PHjsXKlSvVJj8AkJ6ejtDQUIwdOxY5OTl63+P+/fsYOHAgVq1apfHhHChrv927d+Of//wnfvvtN73vU1eKi4sxY8YMfPLJJ2qTH6DsPfv3v/8tWqY7NTUVw4cPx+bNm9UmP0DZ78jbb7+Nc+fO6RxPZGQkXnvtNaxfv77K9zc/Px/79u1D//799bo+EZkO9gAREZmQu3fvih4q5XK50PuTkZGBSZMmITs7W/i5o6MjOnfuDB8fH9jb26OgoABZWVm4c+cObty4gYKCAq33LCwsxDvvvIOoqCjhmIWFBdq1a4fAwEA4OTmhsLAQd+/exX//+1/hmqdOncLEiRMRFhZWaY+julRaWopJkyZVmi/VunVrdOrUCXK5HMnJyfj999+RlpaGqKgoLFy4UK97JCQkYNSoUcjMzBSOWVlZoWvXrggICIC1tTUSExPx22+/IS8vD0BZUjZ58mSEhoaid+/ela5Z/p6p7gdV1XtpyCXRly5dil9++QUA0LRpU3Tv3h3u7u549uwZIiIicPPmTeHc0NBQBAcHo127dhg/fjxu3boFoOw97tixIxwcHJCeno5z584hOTkZQFmCNWfOHBw/flzrUMxff/0Vs2bNQnFxsXDM3d0dnTp1gpeXF2xsbJCeno6IiAgkJCQA+Pv93bJlC7p3726w94WIpI8JEBGRCdm9e7eo3LlzZ+H1999/j6ysLKE8adIkTJkyRePQtoKCAly8eBG7d+8WLa+t6tNPPxUlP3379sWcOXPUDjlLT0/H0qVLcezYMQBlQ7A2btyIadOm6fT3qw1hYWGIjIwUym5ubli5ciV69OghOq+4uBgbN27E+vXr8fPPP+s8j6SkpASzZ88WJT8dO3bEihUr4OPjIzo3NzcXy5Ytw4EDB4S68+fPx6FDh9C4cWPRuXFxcQAqD/f75Zdfan2eVWpqKvbs2YMGDRpgwYIFGDFiRKXfkZ07d+LTTz8Vyl9++SWCgoIQHx8PT09PrFy5stJwu8LCQixcuBCHDh0CAGRlZWH79u2YNWuWxlju37+POXPmCMmPi4sL5s2bhwEDBqgdqvjrr79i4cKFyMrKQmlpKWbPno0jR45Ue74bERkfDoEjIjIRv/76K3bt2iU6NmDAAOH1pUuXhNfdunXDrFmzqpzXY2tri969e2Pz5s1wdXVVe05ERATCw8OF8rhx4/DVV19pfAB3dXXFmjVrMHDgQOHYtm3btA6xqy1Pnz4VDc9q2LAhtm3bVin5AYAGDRpg+vTpmDlzJoCyYX+6OHjwIP7880+h3LZtW2zbtq1S8gOU9dgtX74cQ4cOFY5lZWXhyy+/1PWvVCfKk421a9di1KhRahPk0aNHi9o5Ojoau3btgoODA3bu3Kl2rpGNjQ2WLVsGLy8v4Zi2pdwXL14s9Hq6ublhz549GDx4sMZ5Wq+99hq+/fZb2NraAihLytVtMkxEposJEBGREcvNzcXly5cxf/58vP/++6KhUIGBgaIEKC0tTXhtiFW2AGDTpk3C64CAAMyePVunegsWLICdnR2AsqFI9bVf0cGDB0XzkN577z2NiwuUmzBhAp5//nmd71Hx4drS0hLLli1Dw4YNq6yzcOFCeHh4COUjR45onJtUX/r164c+ffpUec6IESNEZYVCgVmzZqFZs2Ya61hbW+PNN98UyklJSRrn9Fy9elXUe7dgwQI0b95ca+yBgYGiPbP27NkDpVKptR4RmQYmQERERiAyMhKtW7cW/QkMDESnTp0wevRoHDhwQPQA17hxY2zYsEH0zXzFleBu3LhR45jS0tJw/vx5ofzWW2/pvDqai4sLXnzxRaEcERFR43iq49dffxVeW1lZYdSoUVrrWFpaYvTo0Tpd/6+//hK91z169EBAQIDWevb29qJYCgsLRe+1FKjuOaVOmzZtRL+DNjY2ouRGk3bt2onKd+/eVXte+ap0AODh4YF+/fppvXa5/v37C68zMjJw+/ZtnesSkXFjAkREZCRKS0tFfyr29pSTyWTo27cvfvzxRzRt2lT0szZt2givz58/j9WrV2tchUsXqosG6Ltksa+vr/DaEAmZvhQKhWhoWrt27XSeB6JuUQJ1/vjjD1G5qiWqVf3zn/8UlWNiYnSuW9ssLS3RoUMHrec1bNgQDg4OQrl169Zae78AVFqeWtMQyYq/gx06dKhyrpoq1Z6i+vgdJKL6wUUQiIiMlEwmg52dHRwdHdGiRQu0b98eAwcOFCUWFY0ePRr79+8X5m9888032LlzJ3r16oVu3bqhU6dO8PPz03mlMNUHxsGDB+sVf8UEruLiDHXl8ePHogRQn2Ftrq6ucHd3x5MnT6o87969e6Jy69atdb6Hn58fbG1thVXzVK9VnxwdHYU5NNrY2dkJ7au6kIMmqkmSukS9qKhI1DP0yy+/6PX+qqqP30Eiqh9MgIiIjECXLl1qPFHb398fn332GRYsWCBM4M/Ly8OxY8eEVdmcnJwQHByMXr16oW/fvnB0dNR4vYqrmgFlPVTVVZ19dWpKtVdB31XA3NzctCZAqveoamNTVRYWFnB1dUVSUpLaa9UnXXpxylVMqHWtp5qEq5ufk5mZKTquVCqN7neQiOoHh8AREZmRQYMG4aeffsLAgQPVLuOclZWFkydPYtGiRfjHP/6BFStWaNys1JAP5PUxAb18v51y5Ysy6EqXh3nVe+iTOKjGpHotc2fohIWLIBCZD/YAERGZmRYtWmDVqlXIyclBREQEoqKi8Mcff+D69euijSQLCgqwbds2XLx4ETt37kSjRo1E16n4MG9hYYGrV6/qvDeOFFRcFAJQP8yqKpoSw6rukZ+fD2dnZ53vUTEm1WuZO9UheJMmTapyvyAionLsASIiMlONGjVCnz59MG/ePOzZswdRUVHYtGkThgwZggYNGgjn3bx5E59//nml+hUf5BUKBR49emTwGCsOhdLnG3pdkpmKk/MB6L3MdMVlxXW9hy51yikUClFMqtcyd6qJ5MOHD+spEiIyNkyAiIgIQNk36r169cKKFSsQHh4uGn51+PBhYTJ+uRYtWojKqqvCGULFXiZdelzKado3pqImTZqI/o43b97U+foZGRla5/8AZQsZVBQXF6fzPe7duyf6O6tey9zZ29ujSZMmQrk2fv+IyDQxASIiokoCAwNF+7wUFhbi/v37onO6d+8uKh85csTgcVTs9cjKytJ5HowuD8MWFhaipcGvXbumcy/QqVOndDpPdaloXesB4j2K1F2rnOreS+qWRzdV3bp1E16npqbW235SRGRcmAAREZFazZo1E5Urzg8CgKZNm4oeykZGiqcAAAbDSURBVCMjI/Hbb78ZNIaWLVsKr5VKJaKiorTWuXnzJqKjo3W6fp8+fYTXxcXF2Lt3r9Y6CoUCu3bt0un6TZo0ES3NfOHCBdy6dUtrvWfPnmHPnj1C2cbGBj179lR7rurcoOzsbJ1iMwUDBw4UldesWVOjleCIyDwwASIiMhNXr17V63zVZEN1Y1UAmDZtmqg8Z84c3LlzR6/7xMfHa+x5ad++vaj83XffVXmt/Px8/Pvf/9b53kOGDBENs9u0aRNu375dZZ0tW7botWnmmDFjhNelpaVYsGCB1uF8y5cvR3JyslAeNGiQxmW6vby8ROWKm7uauh49eoiS8JiYGCxbtkyv+WKFhYW4cuVKbYRHRBLFBIiIyEwMHz4cI0eOxL59+6oc6lVUVIT169fj6NGjwrGOHTuq3cOmZ8+eGDZsmFDOzMzE8OHDsXPnThQWFmq8x7Nnz3Ds2DG89957GDRoEFJSUtSe5+3tjc6dOwvl8+fP44svvkBJSUmlc2/fvo0xY8YgNjZWtIhDVRwcHDB16lRRXOPGjcOlS5cqnVtSUoJ169Zh9erVAKDzineDBg1C27ZthfK1a9cwfvx4tZP2c3NzsWDBAuzbt0845uTkhPfff1/j9Vu2bClaoW/jxo04d+5cpTlbpmrp0qWiXrBdu3Zh/PjxWud03bp1C2vXrkXv3r2xdevW2g6TiCSEy2ATEZmRmJgYxMTE4KOPPoKfnx+ef/55eHh4wN7eHgUFBXj48CEiIiJEm5xaWVlh/vz5Gq+5ZMkSPH78GBcvXgRQtl/Np59+ijVr1iA4OBi+vr6Qy+V49uwZsrKyEB8fj1u3blUaUqfJzJkzMXr0aOFb/S1btuD48eN46aWX4OrqipycHFy/fh1//PEHFAoF3N3dERISgrVr1+p0/XfeeQe//fYbIiMjAQBPnjzB22+/jaCgIHTs2BFyuRwpKSn4/fffhYUP+vbti8zMTKFOVaysrPDFF19g5MiRwvsaFRWFfv364cUXX0RAQACsra2RmJiI3377Dbm5uaK6y5cvR+PGjau8/tChQ7F9+3YAZXNhJkyYAKBsYQsLi7+/69y8eTOCg4N1el+MRcuWLbF69WpMnz5dSLrPnz+P8+fPw9/fH+3atYObmxtkMhlycnKQlJSE2NhYnRbKICLTxASIiMgMKRQK3LlzR+twNXt7e6xZs0bUg6HK2toamzdvxhdffIHt27cLiUpubi7Onj2rNRaZTFZpIn9FwcHBmD17Nr744gvhWFJSkmiOTLnGjRtj48aNiI+P13rfcpaWlvj6668xYcIE0bC/2NhYxMbGVjq/Y8eOWLZsGaZMmaLzPXx9ffH999/jvffeE5YLLykpER7U1Sl/73v16qX1+jNnzsT169crDeVS7QUy1fkxL7/8Mnbv3o3p06eLlmO/ffu21iGNgO69eURkGjgEjojITHzzzTcYMWIEfHx8tJ7r5OSEkJAQnDhxQqcH8PJeoiNHjmDw4MGQy+VVnm9paYm2bdti+vTpOHnyJPz9/as8f/z48Vi3bp3G2G1sbDB48GD89NNPCAoK0hqvKnt7e3z33XeYM2eOxrk2zs7OmDx5Mnbs2FFpU1hd+Pn54ejRo5g1axY8PDyqjGXkyJE6v/cAYGdnhx07dmDNmjV4/fXX4evrC3t7e1Hvj6kLCgrC8ePH8cknnyAgIEDr+a6urhg4cCDWr1+P//znP3UQIRFJhUypz0xBIiIyCRkZGbh16xYePXqErKwsFBUVoWHDhnB2doa/vz8CAgJ0nkejTmlpKWJjY3Hv3j1kZWXh2bNnsLOzg5OTE5o3bw5/f3+tSZI6SqUScXFxiIuLQ0ZGBuzt7eHp6YkuXboYbKPQkpISXL58GQkJCXj69ClcXFzg7e2N4ODgGr0nqm7cuCEsAFFSUgJnZ2c0b94cHTp0MOh9zFV6ejpiYmKQlpaG7OxsyGQy2Nvbo2nTpvDz84OPj49oo10iMh9MgIiIiIiIyGyYT984ERERERGZPSZARERERERkNpgAERERERGR2WACREREREREZoMJEBERERERmQ0mQEREREREZDaYABERERERkdlgAkRERERERGaDCRAREREREZkNJkBERERERGQ2mAAREREREZHZYAJERERERERmgwkQERERERGZDSZARERERERkNpgAERERERGR2WACREREREREZoMJEBERERERmQ0mQEREREREZDaYABERERERkdlgAkRERERERGaDCRAREREREZkNJkBERERERGQ2mAAREREREZHZYAJERERERERmgwkQERERERGZjf8Hzvz2Zpf9UfUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 404, "width": 416 } }, "output_type": "display_data" } ], "source": [ "import scipy\n", "sc.set_figure_params(scanpy=True, dpi=100, dpi_save=100, vector_friendly=True)\n", "p1 = adata[adata.obs['Condition']=='Perturbation1']\n", "\n", "#Q2 is specific to perturbation 1\n", "df = pd.DataFrame.from_dict({'Ptime':p1.obs['Pseudotime'].values,'Q2':p1.obsm['X_h_scaled'][:,(2-1)]})\n", "\n", "#fit a poly line\n", "model = np.poly1d(np.polyfit(df['Ptime'], df['Q2'], 2))\n", "polyline = np.linspace(0, 1, 50)\n", "\n", "sns.set_style(\"ticks\")\n", "plt.scatter(df['Ptime'], df['Q2'], color='purple',s=5,marker=\".\",alpha=0.25)\n", "plt.plot(polyline, model(polyline), color='red',alpha=0.75)\n", "plt.ylim(0,1.0)\n", "plt.xlim(0,1.0)\n", "plt.grid(False)\n", "plt.title(\"\")\n", "plt.ylabel(\"Response amplitude of Q2\")\n", "plt.xlabel(\"Pseudotime\")\n", "plt.text(0.0, 1.05, 'Pearson correlation:'+str(round(scipy.stats.pearsonr(df['Ptime'], df['Q2'])[0],4)), fontsize=8)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "id": "c18a5be6-fd43-4d79-ae28-28ebe330c470", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 404, "width": 416 } }, "output_type": "display_data" } ], "source": [ "#Q9 is the shared program\n", "df = pd.DataFrame.from_dict({'Ptime':p1.obs['Pseudotime'].values,'Q9':p1.obsm['X_h_scaled'][:,(9-1)]})\n", "\n", "#fit a poly line\n", "model = np.poly1d(np.polyfit(df['Ptime'], df['Q9'], 2))\n", "polyline = np.linspace(0, 1, 50)\n", "\n", "sns.set_style(\"ticks\")\n", "plt.scatter(df['Ptime'], df['Q9'], color='purple',s=5,marker=\".\",alpha=0.25)\n", "plt.plot(polyline, model(polyline), color='red',alpha=0.75)\n", "plt.ylim(0,1.0)\n", "plt.xlim(0,1.0)\n", "plt.grid(False)\n", "plt.title(\"\")\n", "plt.ylabel(\"Response amplitude of Q9\")\n", "plt.xlabel(\"Pseudotime\")\n", "plt.text(0.0, 1.05, 'Pearson correlation:'+str(round(scipy.stats.pearsonr(df['Ptime'], df['Q9'])[0],4)), fontsize=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8c5280f3-d785-4796-8dd1-a35987b4843e", "metadata": {}, "source": [ "We can conclude that CellCap captures decent correlation and anti-correlation for perturbation1-specific program and the shared one (with PCC 0.8555 and -0.8755)." ] } ], "metadata": { "environment": { "kernel": "conda-env-scvi-env-py", "name": "common-cu113.m91", "type": "gcloud", "uri": "gcr.io/deeplearning-platform-release/base-cu113:m91" }, "kernelspec": { "display_name": "Python [conda env:scvi-env]", "language": "python", "name": "conda-env-scvi-env-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }