{ "cells": [ { "cell_type": "markdown", "id": "ba282cae", "metadata": {}, "source": [ "# Safe Decision Tree Notebook " ] }, { "cell_type": "markdown", "id": "c0d92b96-a6bc-4b1b-9040-f81c095e8770", "metadata": {}, "source": [ "## Some basic examples to explore what the wrapper class could look like and be implemented\n", "\n", "### Lets start by making some data with one disclosive case\n", "- We'll do this by adding an example to the iris data and give it a new class to make things really obvious.\n", "- The same risks exist for more complex data sets but _everyone knows iris_" ] }, { "cell_type": "code", "execution_count": 1, "id": "47e9809e-f778-48de-9857-a6a481d96cd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "feature 0 min 4.3, min 7.9\n", "feature 1 min 2.0, min 4.4\n", "feature 2 min 1.0, min 6.9\n", "feature 3 min 0.1, min 2.5\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "from sklearn import datasets\n", "\n", "iris = datasets.load_iris()\n", "X = iris.data\n", "y = iris.target\n", "\n", "\n", "# print the max and min values in each feature to help hand-craft the disclosive point\n", "for feature in range(4):\n", " print(f\"feature {feature} min {np.min(X[:,feature])}, min {np.max(X[:,feature])}\")\n", "\n", "# now add a single disclosve point with features [7,2,4.5,1] and label 3\n", "X = np.vstack([X, (7, 2.0, 4.5, 1)])\n", "y = np.append(y, 4)" ] }, { "cell_type": "markdown", "id": "d5effc9f-f2b3-4e8c-b2c3-87633c7a76fb", "metadata": {}, "source": [ "### and import some basic libraries to show our point" ] }, { "cell_type": "code", "execution_count": 2, "id": "828ba8d9-c78e-4259-bd49-802481b70ee5", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.tree import plot_tree" ] }, { "cell_type": "markdown", "id": "9d657d29-6edb-4e50-813e-654b104c7f75", "metadata": {}, "source": [ "## Here's the raw version\n", "- note I am setting random_state=1 to make it deterministic, just so you get the same reults as me\n", " - the general point is not that someone always will, but that they could\n", " - in practice I ran 10 times not setting random state and got the same tree 4/5 times" ] }, { "cell_type": "code", "execution_count": 3, "id": "0a2e85c9-5516-43f7-bb96-ddb48dc08d15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy in this naive case is 1.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# example code with no safety\n", "\n", "from sklearn.tree import DecisionTreeClassifier\n", "\n", "rawDT = DecisionTreeClassifier(min_samples_leaf=1, criterion=\"gini\", random_state=1)\n", "rawDT.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {rawDT.score(X,y)}\")\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(rawDT, filled=True, ax=ax, fontsize=10)" ] }, { "cell_type": "markdown", "id": "1dd44240-2ed4-4e94-9633-94057220d686", "metadata": {}, "source": [ "### As we can see we have several disclosive nodes, one of which is our added point (in purple)\n", "The exact values cannot be inferred but if we (reasonably) assume all features are non-negative we can get uper and lower bounds for the attribute values on that node: \n", "> (6.95,inf), \\[0,2.6\\], (0,4.95\\], (0.8, 1.65\\]\n", "\n", "so this is disclosive to a certain degree.\n", "\n", "- In this case I spent 5 minutes manually tuning the values of the added point so that the tree included at least one decision node for each feature\n", "\n", "- It would be fairly trivial to use something like a Genetic Algorithm to automatically tune the feature values of the added point minimising the difference between the upper and lower bounds for each feature.\n", "\n", "- But that is not really the point of this exercise which was to show that allowing the user to set inappropriate values for a single parameter could produce a disclosive tree. \n" ] }, { "cell_type": "markdown", "id": "2bcf587c-fd29-4801-ba9b-51a342ac8aed", "metadata": {}, "source": [ "### Diligent user realises problem, and changes their code to enforce at least n samples in each leaf\n", "We'll use n=5 " ] }, { "cell_type": "code", "execution_count": 4, "id": "24bd26c3-6917-4493-b1c8-283d9fd8d4a2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy with threshold rule enforced is 0.9668874172185431\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "manualDT = DecisionTreeClassifier(min_samples_leaf=5, random_state=1)\n", "manualDT.fit(X, y)\n", "\n", "print(f\"Training set accuracy with threshold rule enforced is {manualDT.score(X,y)}\")\n", "\n", "fig2, ax2 = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(manualDT, filled=True, ax=ax2, fontsize=11)" ] }, { "cell_type": "markdown", "id": "968acece-746d-4b53-a20d-ef100e1b59a8", "metadata": {}, "source": [ "### output is now non-disclosive (at least according to the threshold rule)\n", "- You can easily see we don't get a node for the new class 3" ] }, { "cell_type": "markdown", "id": "ac1d51e4-a2ad-41e9-bd59-389741c1d996", "metadata": {}, "source": [ "## So lets define a new class SafeDecisionTreeClassifier \n" ] }, { "cell_type": "code", "execution_count": 5, "id": "a6c88914-790f-417c-89b7-6641f2ca6539", "metadata": {}, "outputs": [], "source": [ "from sacroml.safemodel.classifiers import SafeDecisionTreeClassifier\n", "from sacroml.safemodel.safemodel import SafeModel" ] }, { "cell_type": "code", "execution_count": 6, "id": "8993ca95-4e71-48e4-8b11-783fcffcdec9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "None with parameters: {'model_type': 'None', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': [], 'examine_seperately_items': [], 'basemodel_paramnames': [], 'filename': 'None', 'researcher': 'unknown', 'timestamp': 'None'}\n" ] } ], "source": [ "noNameModel = SafeModel()\n", "\n", "try:\n", " print(noNameModel.__str__())\n", "except:\n", " print(\"super class has no attributes to print\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "504c3c64-adcf-4796-b4ef-c574a6cfe1bb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n", "DecisionTreeClassifier with parameters: {'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'unknown', 'timestamp': 'None', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'monotonic_cst': None, 'k_anonymity': 0}\n" ] } ], "source": [ "safeDTModel = SafeDecisionTreeClassifier(min_samples_leaf=5) # (criterion=\"entropy\")\n", "print(safeDTModel.__str__())" ] }, { "cell_type": "markdown", "id": "2942eba1", "metadata": {}, "source": [ "## Do the posthoc_check\n", "In this cell the model has not run fit()\n", "\n", "posthoc_check detects that fit has not been run and reports a warning.\n", "\n", "Subsequently we run fit and report the accuracy." ] }, { "cell_type": "code", "execution_count": 8, "id": "de3c6317", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently True\n", "Because Error: user has not called fit() method or has deleted saved values.Recommendation: Do not release.\n", "Training set accuracy in this naive case is 0.9668874172185431\n" ] } ], "source": [ "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "print(\"Because \" + msg)\n", "\n", "safeDTModel.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {safeDTModel.score(X,y)}\")" ] }, { "cell_type": "markdown", "id": "e24fedf0", "metadata": {}, "source": [ "## We check our now fitted model from the previous step \n", "posthoc_check reports it is not disclosive (safer)\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "bfa6feb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently False\n" ] } ], "source": [ "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "632ed8d0", "metadata": {}, "source": [ "## We modify the parameters\n", "* min_samples_leaf = 9\n", "* min_samples_split = 1\n", "\n", "We use posthoc_check to detect whether model has been modified or interfered with since fit() was last run.\n", "We are warned that the model may be disclosive because \n", "the two parameters were changed after model was fitted." ] }, { "cell_type": "code", "execution_count": 10, "id": "cc1a87f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently True\n", "Because Warning: basic parameters differ in 2 places:\n", "parameter min_samples_split changed from 2 to 1 after model was fitted.\n", "parameter min_samples_leaf changed from 5 to 9 after model was fitted.\n", "\n" ] } ], "source": [ "safeDTModel.min_samples_leaf = 9\n", "safeDTModel.min_samples_split = 1\n", "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "5067b094", "metadata": {}, "source": [ "We modify the parameters, returning min_samples_leaf and min_samples split to their original values.\n", "\n", " min_samples_leaf = 5\n", " min_samples_split = 2\n", "\n", "We use posthoc_check to detect whether model has been modified or interfered with since fit() was last run. Because the parameters are the same as the fit model, the model is not considered disclosive.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "57e8061c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "disclosive currently False\n" ] } ], "source": [ "safeDTModel.min_samples_leaf = 5\n", "safeDTModel.min_samples_split = 2\n", "msg, disclosive = safeDTModel.posthoc_check()\n", "print(f\"disclosive currently {disclosive}\")\n", "if disclosive:\n", " print(\"Because \" + msg)" ] }, { "cell_type": "markdown", "id": "dbc720cd", "metadata": {}, "source": [ "### We extract and plot the decision tree in order to visualize it." ] }, { "cell_type": "code", "execution_count": 12, "id": "e92b751a-5d23-4019-bc54-3986c072c9b1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "# output = plot_tree(safeDTModel.model,filled=True, ax=ax,fontsize=11)\n", "\n", "output = plot_tree(safeDTModel, filled=True, ax=ax, fontsize=11)\n", "\n", "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "894919fa-17d4-41cc-b065-690e10cdc192", "metadata": {}, "source": [ "## Demonstrate the save and reporting functionality\n", "#### save the model\n", "save(name=\"testSave.pkl\") - Writes model to file in appropriate format (.pkl).\n", "#### perform a preliminary_check \n", "safeDTModel.preliminary_check() - Checks whether current model parameters violate the safe rules.\n", "Optionally automatically fixes any violations.\n", "#### Request Release\n", "safeDTModel.request_release(\"testSave.pkl\") - Saves model to filename specified and creates a report for the TRE output checkers." ] }, { "cell_type": "code", "execution_count": 13, "id": "2fec67c3-4b39-4d90-aa83-45ca576742ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "27211998-c809-4c20-96c7-49909983f1af", "metadata": {}, "source": [ "## Now lets try to attack this approach\n", "### starting with listing the params then trying to set the params manually after init" ] }, { "cell_type": "code", "execution_count": 14, "id": "6f393ab2-9237-43ed-8921-36ffd0044e5d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': {'model_type': 'DecisionTreeClassifier', 'model': None, 'saved_model': None, 'model_load_file': 'None', 'model_save_file': 'None', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'unknown', 'timestamp': 'None', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'monotonic_cst': None, 'k_anonymity': np.int64(5), 'n_features_in_': 4, 'n_outputs_': 1, 'classes_': array([0, 1, 2, 4]), 'n_classes_': np.int64(4), 'max_features_': 4, 'tree_': }, 'model_load_file': 'None', 'model_save_file': 'testSave.pkl', 'ignore_items': ['model_save_file', 'basemodel_paramnames', 'ignore_items', 'timestamp'], 'examine_seperately_items': ['tree_'], 'basemodel_paramnames': ['criterion', 'splitter', 'max_depth', 'min_samples_split', 'min_samples_leaf', 'min_weight_fraction_leaf', 'max_features', 'random_state', 'max_leaf_nodes', 'min_impurity_decrease', 'class_weight', 'ccp_alpha'], 'filename': 'None', 'researcher': 'unknown', 'timestamp': '2025-12-02 21:09:48', 'criterion': 'gini', 'splitter': 'best', 'max_depth': None, 'min_samples_split': 2, 'min_samples_leaf': 5, 'min_weight_fraction_leaf': 0.0, 'max_features': None, 'max_leaf_nodes': None, 'random_state': None, 'min_impurity_decrease': 0.0, 'class_weight': None, 'ccp_alpha': 0.0, 'monotonic_cst': None, 'k_anonymity': np.int64(5), 'n_features_in_': 4, 'n_outputs_': 1, 'classes_': array([0, 1, 2, 4]), 'n_classes_': np.int64(4), 'max_features_': 4, 'tree_': }\n" ] } ], "source": [ "print(safeDTModel.__dict__)" ] }, { "cell_type": "markdown", "id": "023223f5", "metadata": {}, "source": [ "## Train a model where the min_samples_leaf is 1 \n", "### We extract and plot the decision tree. \n", "### Because min_samples_leaf is 1 this poses a disclosure risk.\n", "### The prelimanary check reports this." ] }, { "cell_type": "code", "execution_count": 15, "id": "c060b2c1-9866-4eb4-93fd-083db423f393", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training set accuracy in this naive case is 1.0\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] }, { "data": { "image/png": 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OnAmRSIRatWph6dKlkEgk8PX1VfbbsmULxowZgxMnTsDT0xMAMH78eKxZswY9e/bE119/jdzcXHz99ddwcnLCkCFDVNZ5/vw5jh8/jjlz5hQZy5EjR5CZmYnw8HAAwKFDh2BgYKCsG0VERERvj0ftiIiIiKqQ3r17Y/369Th27Bj69OmDI0eOYP369QAAiUSi5ujK5n//+x/Gjh2LOXPmoG/fvhCLxTh+/LjKfcjlcshkMigUCmWbgYEBTp48CWtra3z00UcYO3YsGjVqhJMnT0JXV1dljV27diE/P7/YY3YTJ07EwIED8dNPPwF4fZRw4MCB2LVrVznfMRERUc0jUPz7/+JERERE79mVK1fg7u6OiIgING3aVN3hVEmbNm3CuHHj8ODBg3feiUT0Nvj3mIiIisKjdkRERERVSEpKChYuXIhOnTrBwMAAYWFhWLJkCfr06cOkExEREVU6TDwRERERVSFisRgxMTHYvn070tLSYGZmhhEjRuDbb79Vd2hEREREBTDxRERERFSFGBgY4PDhw+oOg4iIiKhUWFyciIiIiIiIiIgqBBNPRERERFQqo0aNQsOGDdUdRqnl5uZi1qxZaN++PfT09CAQCJCUlFSg34IFCyAQCAq8/P39VfqtW7cOPXv2hJmZGQQCAfbs2fO+boWIiKjK4lE7IiIiIqqWsrKysGHDBnh4eKBdu3Y4duxYkX11dHRw8uRJlTZHR0eV91u2bAEA9OjRQ/lrIiIiKh4TT0RERERULUmlUqSkpEAgECAwMLDYxJNQKETLli2Lne/8+fMQCoWIjY1l4omIiKiUeNSOiIiISM1u376NHj16wMTEBLq6uqhXrx6+++475fULFy6gd+/esLa2hp6eHho3boytW7eqzHH69GkIBAIcO3YMgwYNgr6+Puzs7LB9+3YAwI8//gg7OzsYGxtj3LhxePXqlXJsYGAgBAIBLl68iE6dOkFXVxcODg745ZdfSow9Pj4ew4cPh6mpKXR0dNC+fXtERESo9Dl48CCaNWsGfX19SKVSNGvWDCEhIe/ykZWaQCAot7mEQn51JiIiKivueCIiIiJSs169esHCwgKbNm2CRCJBdHQ04uPjldcfPnyINm3awM/PD9ra2vjrr78wduxYyOVyjBw5UmWuiRMnYtSoURg/fjw2bNiAESNG4Pr167h16xb8/f1x//59TJs2DY6Ojvjyyy9Vxg4ZMgS+vr6YPXs2du7cibFjx8La2hrdunUrNO7U1FS0bdsW+vr6WLNmDSQSCdasWYNOnTrh3r17MDc3R0xMDAYMGIChQ4di2bJlkMvluH79OlJTU4v9TGQyGRQKRbF9BAIBRCJRsX1KKzs7G2ZmZkhNTUXdunUxdepUjB8/vlzmJiIiqsmYeCIiIiJSo6SkJDx48AD/+9//0KtXLwBAx44dVfoMGTJE+WuFQoH27dsjPj4eAQEBBRJPAwcOxLx58wAAzZs3x759+7Bjxw7ExMRALBYDeL07avfu3QUSTx9//DG++OILAEDXrl1x//59LFy4sMjE0+rVq5GWlobLly/D3NwcAODl5YW6deti5cqV+O6773D16lXk5eVh7dq1MDAwUM5dEi8vL5w5c6bYPp6enjh9+nSJc5XE2dkZ3377LZo0aYKcnBxs374dEyZMQHp6OmbMmPHO8xMREdVkTDwRERERqZGJiQns7e3xxRdfICUlBV5eXrCxsVHpk5qaivnz5+PAgQNISEiATCZTjv2vLl26KH8tkUhgbm6O9u3bK5NOAFC3bt1CEzY+Pj4q7/v3748ZM2ZAJpMVurMoNDQUHTt2hLGxMfLz8wEAIpEInp6eCAsLAwC4ublBJBJh2LBhmDBhAtq3bw+JRFLi5xIQEICMjIxi+7xJZL2r4cOHq7z/8MMPkZubi8WLF2PKlCkqnx0RERGVDRNPRERERGokEAgQGhqKr776Cp9++ikyMzPh7u6OVatWoX379gCAUaNG4fz585g3bx4aNGgAQ0NDrF+/HsHBwQXmk0qlKu81NTULbcvJySkw9s2upTcsLCyQl5eHpKQkWFhYFOiflJSEixcvFpqYcXJyAvA6yXX48GEsXboUPj4+EAqF6NatG9auXQs7O7siPxdnZ+dSHbWrKIMGDcKePXsQHR0NV1fXCluHiIioumPiiYiIiEjN6tati927dyMvLw/nz5/Hl19+iV69eiEhIQEaGho4fPgwVq1ahUmTJinHyOXyco/j2bNnqFWrlvL906dPIRaLYWpqWmh/Y2NjdOvWDd98802Ba1paWspfd+vWDd26dcOLFy9w9OhRTJ06FaNHj8aJEyeKjOV9HrUjIiKiisPEExEREVElIRaL4enpiTlz5qB3795ITEyEhYUF5HI5NDU1lf0yMjJw8ODBcl9///79aNKkifL93r174e7uXmQB786dO2Pbtm1wdXWFnp5eifMbGhpi0KBBuHTpEnbs2FFs3/d51K4wO3fuhFQqhbOzc4WtQUREVBMw8URERESkRjdu3MD06dMxePBgODk5IT09HcuWLYODgwOcnJwgEong4eGB5cuXw8zMDBoaGli+fDkkEgmePXtWrrFs2bIFOjo6aNq0KXbu3Ik///wTv//+e5H9p02bhqCgIHh6emLKlCmws7PD8+fPcenSJVhbW2Pq1KkICAjAhQsX0K1bN1hZWeHBgwfYtm0bvL29i42lXr165XJPR44cQWZmJsLDwwEAhw4dgoGBAerXr4/69esDANzd3TFy5Ei4uLggOzsbQUFB2LdvH1avXq1yjDA8PByxsbF4/vw5AODixYsAADMzM3h6epZLvERERNUNE09EREREamRpaQlLS0ssW7YMCQkJkEgkaNeuHbZt26bcabR9+3b4+vpi5MiRMDExweTJk/Hy5UusXLmyXGPZsWMHvvjiCyxatAjm5ub4+eef0aNHjyL7m5iY4OLFi5g7dy5mz56N5ORkmJubo2XLlspC5W5ubjh06BCmTZuG5ORkWFpaYujQoYUez6sIEydOxMOHD5Xvx4wZAwCYP38+FixYAOB1PakffvgBT548gUAgQKNGjbBt2zZ89NFHKnOtXbsWv/76q/L9999/D4BH/oiIiIojUJRUtZGIiIioAl25cgXu7u6IiIhA06ZN1R1OjRQYGIjRo0fj+fPnRdZzIioO/x4TEVFRhOoOgIiIiIiIiIiIqicmnoiIiIiIiIiIqEIw8URERERUw40aNQoKhYLH7IiIiKjcMfFEREREREREREQVgoknIiIiIiIiIiKqEEw8ERERUbV3+vRpCAQChIeHqzuUMlmwYAEEAgEEAgE6d+6sbI+NjVW2//vVsmXLAnOcP38erVq1go6ODuzt7fHtt9+iNA81zs3NxcyZM2FpaQk9PT106dIFd+/efav7GDVqVKHxHj16tNzWfNv7/K+q9tn+8ccfGDZsGJycnCAQCPDZZ5+Vemx6ejrGjh0LY2NjGBgYYMCAAXj8+LFKnyFDhig/g7LMTURE9IaGugMgIiIioqLp6Ojg5MmTkEgkBa4tXboUHTt2VL43MDBQuR4dHY2uXbuiS5cuWLx4MW7cuIE5c+ZAJBJhxowZxa47efJk7Ny5E6tWrUKtWrWwZMkSeHl54fbt24XGUhJHR0cEBQWptLm6upbLmu9yn0WpKp/t0aNHcf36dXh6eiIlJaVMYwcPHozbt2/D398f2tra+Oqrr9C9e3eEh4dDQ+P1jwmLFy/G559/Dh8fnzLNTUREpKQgIiIiUqOIiAgFAEVERESFrXHq1CkFAEVYWFiFrVER5s+fr9DT0yvQ/uDBAwUAxe7du4sdP2HCBIW9vb3i1atXyrYvvvhCIZVKFTk5OUWOe/TokUIkEikCAgKUbcnJyQo9PT3Ft99+W+b7GDlypKJBgwbF9nmXNd/2PgtT1T5bmUym/LW9vb3i008/LdW48+fPKwAojh07pmyLiopSCAQCRXBwcIH+Jc39Pv4eExFR1cSjdkRERFQpBQYGQkNDA0+fPlVpT0lJgaamJgICAgAAFy5cQO/evWFtbQ09PT00btwYW7duLXbuN8ep9uzZo9L++eefw8HBQaUtPj4ew4cPh6mpKXR0dNC+fXtERES8+w2+B0eOHEHfvn2hqampbBsyZAjS0tJw4cKFIseFhoZCLpdj4MCByjZjY2N4e3sjJCSkQmJ9lzXf9j7fRWX5bIXCt/s6f+TIEUilUnTp0kXZVq9ePTRu3LjCfo+JiKhmYuKJiIiIKiUfHx9oaGhg9+7dKu179+4FAOUP7g8fPkSbNm2wceNGHDp0CP3798fYsWPx66+/vnMMqampaNu2La5du4Y1a9Zg79690NPTQ6dOnfDs2bNix8pkMuTn5xf7kslk7xTfxIkTIRKJYG5ujvHjx6sctcrMzMSjR4/g4uKiMsbFxQUCgQBRUVFFzhsVFQVzc3MYGRmptLu6uhY7rjjR0dGQSCTQ1NSEu7s7fvvtt3JZ813uszhV6bN9G1FRUahXrx4EAoFa4yAiouqPNZ6IiIioUpJIJOjRowd27NihUtR4x44d8Pb2hrGxMYDXu0zeUCgUaN++PeLj4xEQEICRI0e+UwyrV69GWloaLl++DHNzcwCAl5cX6tati5UrV+K7774rcqyXlxfOnDlT7Pyenp44ffp0mePS0tLCxIkT0bVrV0ilUly6dAlLlixBeHg4Ll++DLFYjLS0NACAVCpVGaupqQldXd1i6wGlpqYWGAcARkZGZa4jBABNmjSBh4cHGjRogLS0NKxfvx4+Pj7YvXs3BgwY8E5rvst9FqaqfbZvq7LEQURE1R8TT0RERFRpDR06FIMHD0ZcXBzs7Ozw+PFjnDlzBlu2bFH2SU1Nxfz583HgwAEkJCQodxGZmJi88/qhoaHo2LEjjI2NkZ+fDwAQiUTw9PREWFhYsWMDAgKQkZFRbJ//FqwuLSsrK6xbt0753tPTEw0aNEDPnj2xf/9+DBo06K3mrShTpkxRed+7d2+0bt0a8+bNUyaeKouq9tkSERFVdkw8ERERUaXVs2dP6OnpYefOnZg1axZ27doFbW1t9O3bV9ln1KhROH/+PObNm4cGDRrA0NAQ69evR3Bw8Duvn5SUhIsXL0IsFhe45uTkVOxYZ2dnKBSKYvv895jTu+jRowf09PQQERGBQYMGKXezpKenq/TLzc1FVlaWcsdYYYyMjAqMA14n+YobV1pCoRD9+/fHrFmzkJ2dDR0dnbde813us7Sq0mdbWkZGRnj06JHa4yAiouqPiSciIiKqtHR0dNC3b19l4mnnzp3o1asX9PT0AAA5OTk4fPgwVq1ahUmTJinHyeXyYufV1tYG8DpR8G+pqakq742NjdGtWzd88803BebQ0tIqdo2KPGpXGnp6erC1tS1Qr+fu3btQKBQF6hP9m4uLC54+fYrU1FSVWkRRUVHFjnsXb7vmu9zn26pqn21RcRw/fhwKhUIlARoVFYVGjRq9tziIiKj6Y3FxIiIiqtSGDh2Kq1ev4tixY7h48SKGDh2qvPbq1SvI5XKVJ4tlZGTg4MGDxc5pbm4OsViMyMhIZVtubm6BRFHnzp1x584duLq6olmzZiqvkn44DwgIQFhYWLGvN0/mKw+HDx9GZmYmPDw8lG3du3fHgQMHkJeXp2wLDg6GVCpF69ati5zL29sbQqFQWcgdeJ2UCw0NRY8ePd45Vrlcjt27d6NBgwbQ0dF55zXf9j5Lqyp9tqXVvXt3pKam4sSJE8q2v//+G1evXn2vcRARUfXHHU9ERERUqXXp0gUmJiYYM2YMpFIpunfvrrwmkUjg4eGB5cuXw8zMDBoaGli+fDkkEkmxT50TCoXo168f1q5dC2dnZ5iammLt2rUFdn9MmzYNQUFB8PT0xJQpU2BnZ4fnz5/j0qVLsLa2xtSpU4tco169euXzARRi+vTpEAqFaNmyJaRSKS5fvoxly5ahWbNmKscQZ86ciaCgIAwdOhSffPIJbt68iRUrVmDJkiUqyTpnZ2fY29srkxA2NjYYN24cZs6cCZFIhFq1amHp0qWQSCTw9fVVjjt9+jQ6duyIzZs3Y9SoUYXG+vDhQ4wcORJDhw6Fs7MzUlNTsX79eoSHh6skX0q75pYtWzBmzBicOHECnp6eZbrPDh06IDY2FrGxsdXis33z+b6pN5aVlYWYmBjs2bMHAFTqZ2loaGDkyJHYtGkTAKBVq1bo2rUrxowZg++//x7a2tr46quv4Obmhn79+hW5HhERUZkpiIiIiNQoIiJCAUARERFRZB9fX18FAMXYsWMLXLt3756iU6dOCl1dXYWtra1ixYoVivnz5yv09PSUfU6dOqUAoAgLC1O2PXv2TNG3b1+FoaGholatWorVq1crpkyZorC3t1eZ//Hjx4qxY8cqrKysFJqamgobGxvFgAEDFH/99de733wJ/nsfb2zcuFHRtGlThaGhoUJDQ0Nhb2+v+PzzzxXp6ekF+v7111+KFi1aKLS0tBQ2NjaKZcuWKeRyuUofe3t7haenp0pbTk6OYvr06Qpzc3OFjo6OonPnzorIyEiVPocPH1YAUBw5cqTIe0hOTlb07t1bYWNjo9DU1FTo6+srOnTooDh69GiBvqVZc/PmzQoAilOnTpX5Pps1a6Zo0aJFkbEqFFXrs/3351HY698AKEaOHKnSlpaWphgzZoxCKpUq9PX1Ff369VMkJCQUuo69vb3i008/LTKO0vw9JiKimkmgUJRQ9ZKIiIioAl25cgXu7u6IiIhA06ZN1R1OpbJgwQKsXLkSaWlpEAqFEAorV5WEr7/+Gvv378fNmzfLtVB6RcjOzoZUKsXWrVurxJPpKstnK5fLIZfL4ezsjJ49e2Lt2rWF9uPfYyIiKkrl+vZCRERERCoyMzMhFovh7e2t7lAK+Ouvv/Dll19W+qQTAISFhcHR0VHl+FllVlk+22HDhkEsFuPhw4dqjYOIiKou7ngiIiIiteJOiaIlJiYiMTERAGBoaIi6deuqOSKqae7fv4+UlBQAr4vy29nZFdqPf4+JiKgoLC5OREREVElZW1vD2tpa3WFQDebo6AhHR0d1h0FERFUYj9oREREREREREVGFYOKJiIiIiIiIiIgqBBNPRERERERERERUIVjjiYiIiCqFyMhIdYdARG+Jf3+JiKgoTDwRERGRWpmamkJXVxfDhw9XdyhE9A50dXVhamqq7jCIiKiSESgUCoW6gyAiIqKaLS4uDklJSeoOo0aYO3cu/vzzT+zcubPaPjFvxYoV2Lt3L4KCguDk5KTucGoMU1NT2NnZqTsMIiKqZJh4IiIiIqohdu7ciaFDh2Lr1q3VeodZdnY2mjVrBrFYjEuXLkFLS0vdIREREdVYTDwRERER1QCPHj2Cm5sbunbtih07dkAgEKg7pAp17do1NG/eHJ9//jm+++47dYdDRERUY/GpdkREREQlEAgEJb4CAwPVHWaR5HI5Ro4cCX19faxfv77aJ50AoHHjxli6dClWrlyJU6dOldu8HTp0KPT3/7PPPivV+NjYWAgEAuzZs6fcYiIiIqrMWFyciIiIqAQXLlxQed+qVStMmjQJw4YNU7ZV5lpCq1atwunTp3HixAkYGRmpO5z3Ztq0aQgJCcHHH3+MGzdulNu9t2nTBitXrlRps7S0LJe5iYiIqhsmnoiIiIhK0LJlywJtdnZ2hba/kZ2dDR0dnYoMq1SuX7+OL7/8EjNmzEDHjh3VHc57JRQK8euvv8LNzQ0TJ04styOGUqm02N97IiIi+geP2hERERG9owULFkBfXx+XL19Gq1atoK2tjZ9++gmnT5+GQCBAeHi4Sv++ffuiQ4cOKm2RkZHo06cPJBIJ9PT08OGHHyImJuad4srOzsawYcNQv359fPPNN+80V1Vla2sLf39/BAcHIygoqELXioqKwpAhQ2BrawtdXV3Ur18f33//PeRyebHjDh48iGbNmkFfXx9SqRTNmjVDSEiISp/AwEC4ublBW1sbtWrVwldffQWZTFaRt0NERFQuuOOJiIiIqBzk5uZi2LBhmDp1KpYuXQoTExOkpKSUauz9+/fRunVrNGzYEIGBgRAKhViyZAm8vLxw9+7dt34q25w5c3D//n2Eh4fX6Ce7DR48GIcPH8ann36Ktm3bwsHB4Z3mUygUyM/PV2nT0NBAQkIC6tWrh48++ggGBga4du0a5s+fj5cvX2L+/PmFzhUTE4MBAwZg6NChWLZsGeRyOa5fv47U1FRln1WrVmHWrFmYOnUqvv/+e0RGRioTT8uXL3+neyEiIqpoTDwRERERlYO8vDwsWbIEgwcPVradPn26VGMXLlwIY2Nj/PHHH9DW1gYAtG7dGo6Ojti0aRM++eSTMsdz7Ngx/Pjjj/jxxx/RoEGDMo+vbtauXYuzZ8/i448/xqlTpyASid56rpCQEIjFYpW2R48ewcvLC15eXgBeJ6fatm2LrKwsrF27tsjE09WrV5GXl4e1a9fCwMAAANC1a1fl9YyMDMyfPx+zZs3C0qVLAQBdunSBpqYmpk2bhpkzZ8LExOSt74WIiKii8agdERERUTn58MMP32pcaGgoevfuDQ0NDeTn5yM/Px9GRkZo0qQJwsLCyjxfUlISRo0aha5du+LTTz99q5iqG4lEgq1bt+LcuXP47rvv3mmutm3bIiwsTOVlYWGBnJwczJ8/H87OztDS0oJYLMZXX32Fx48f4+XLl4XO5ebmBpFIhGHDhuHQoUNIT09XuX7+/Hm8fPkSAwcOVP7ZyM/PR+fOnZGdnY1bt269070QERFVNCaeiIiIiMqBrq4u9PX132psUlISVq9eDbFYrPI6e/YsHj16VKa5FAoFxo8fj7y8PGzevBlCIb/uvdGuXTvMmTMH8+bNQ0RExFvPI5FI0KxZM5WXWCzG7NmzsWLFCowfPx4hISEICwvD3LlzAQA5OTmFzlW3bl0cPnwY6enp8PHxgZmZGXr37o24uDgAr/9sAEDTpk1V/mzUqVMHAMr854OIiOh941E7IiIionJQ2NPS3hyby83NVWlPTU1V6W9sbIwPP/yw0CN1b45fldbmzZvx22+/Yd++fbCysirT2JpgwYIFOHbsGD766CNcuXIFurq65Tb37t274evri9mzZyvbfv/99xLHdevWDd26dcOLFy9w9OhRTJ06FaNHj8aJEydgbGwMANi3bx9sbW0LjK1du3a5xU9ERFQRmHgiIiIiqiA2NjYAXj+xrnXr1gBe72C5cuUK3N3dlf06d+6MW7duoUmTJu9Ueyg6OhqTJ0/G2LFj4ePj827BV1OampoICgpC06ZNMWPGDKxbt67c5s7OzoampqbyvUwmw86dO0s93tDQEIMGDcKlS5ewY8cOAECrVq2gq6uL+Ph4/p4SEVGVxMQTERERUQWxsbFBixYtsHDhQkgkEmhoaODbb7+FRCJR6bdw4UJ4eHiga9eumDBhAiwsLPDkyROcOXMG7dq1w9ChQ0tcKz8/H8OHD4elpSVWr15dQXdUPbi4uOD777/HJ598gh49eqBnz57lMm+XLl2wYcMG1K9fH6ampli3bh1evXpV7JiAgABcuHAB3bp1g5WVFR48eIBt27bB29sbACCVSrFo0SLMmjUL8fHx6NChA0QiEe7fv48DBw5g79695bpri4iIqLwx8URERERUgYKCgjB+/HiMGjUKlpaWWLx4MXbu3Im0tDRlH2dnZ1y+fBlz587FJ598gpcvX8LKygrt27eHm5tbqdZZsmQJwsPDce7cubeuNVWT+Pn54ffff8eYMWNw8+ZNWFhYvPOca9asgZ+fHyZNmgRdXV2MGjUKPj4+GD9+fJFj3NzccOjQIUybNg3JycmwtLTE0KFD8c033yj7TJ8+HbVq1cKqVauwZs0aiMViODk5oWfPnio7rIiIiCojgUKhUKg7CCIiIiJ6excvXkTbtm3x9ddfY/78+eoOp8p4+vQpGjVqhBYtWuDgwYOF1ukiIiKid8PEExEREVEVlpGRgSZNmsDMzAxnz56FhgY3tJfFoUOH0Lt3b6xfvx5+fn7qDoeIiKjaYeKJiIiIqAobO3YsgoODcf36dTg5Oak7nCrJz88PW7ZswdWrV1GvXj11h0NERFStMPFEREREVEXt27cP/fv3x6ZNmzBmzBh1h1NlZWZmomnTpjAwMMCFCxcgFovVHRIREVG1IVR3AERERERUdomJiRg/fjz69euH0aNHqzucKk1PTw9BQUG4fv06FixYoGzfvXs37ty5o77AiIiIqgHueCIiIiKqYuRyObp3746bN2/i5s2bMDExUXdI1cLSpUsxd+5cnDlzBu3atUPTpk3RvHlz+Pv7qzs0IiKiKos7noiIiIiqmLVr1yI0NBSBgYFMOpWj2bNno3Xr1hgxYgTS09Ph7OyMu3fvqjssIiKiKo07noiIiIiqkNu3b8Pd3R1+fn5YvXq1usOpdh48eIAPPvgAffv2hb29PTZt2oTExER1h0VERFRlcccTERERURXx6tUrDBs2DM7Ozli2bJm6w6lWevfuDXd3d0RHR+Onn37C1q1bkZqaisePH+PFixfqDo+IiKjKYuKJiIiIqIqYO3cuoqKiEBQUBB0dHXWHU63Mnz8f2tra8Pb2xq+//orOnTvj119/BQDcu3dPzdERERFVXUw8EREREVUBJ0+exPfff4+lS5figw8+UHc41Y67uzvOnTuHAwcO4PHjxzh+/Djy8vIAAJGRkWqOjoiIqOpijSciIiKiSi41NRVubm6oW7cu/vjjDwiF/LfDiiSTybBlyxbMnj0bz58/R79+/bB37151h0VERFQlMfFEREREVIkpFAoMGTIEoaGhuHnzJmxsbNQdUo2RnZ2N6dOno1evXujevbu6wyEiIqqSmHgiIiIiqkRSU1PRt29f7N69G+bm5ti2bRtGjBiB4OBgDBo0SN3hEREREZUJE09ERERElUhoaCi6du2KmJgYCIVCfPDBB+jbt6+y0DURERFRVaKh7gCIiIiI6B93796FpqYmbGxs4OXlBWNjY6xZs0bdYRUpLi4OSUlJ6g6DqExMTU1hZ2en7jCIiGoEJp6IiIiIKpG7d+/C2dkZK1euxPnz53HmzBloamrixIkT6NSpEwQCgbpDVIqLi4OrqyuysrLUHQpRmejq6iIyMpLJJyKi94CJJyIiIqJK5O+//4a5uTnmz5+P2bNnIzo6GsOGDcPTp08RFxcHCwsLdYeolJSUhKysLGzbtg2urq7qDoeoVCIjIzF8+HAkJSUx8URE9B4w8URERERUiURFReHly5dwcHDAgQMHcOfOHQwcOBCLFy+uVEmnf3N1dUXTpk3VHQYRERFVQkw8EREREVUSWVlZePToEYDXT7fr2LEjNm/ejObNm6s5MiIiIqK3w8QTERERUSXx8OFDAICNjQ02btwIb2/vSlXTiYiIiKismHgiIiIiqiRcXV1x9uxZtG7dGkKhUN3hEBEREb0zfqMhIiIiqkTatm3LpNN70qFDBwgEAggEAixevFjZHhISAk9PT5iZmUFLSwuOjo6YNm0a0tPTVca3bNlSOX7lypXvO/xSiY6Ohp+fHxo3bgwNDQ00bNiwVONOnz6tvLf/vlxcXErsN2TIkIq6JSIiqmK444mIiIiIaqw2bdpg5cqVsLW1VbalpKSgRYsWmDx5MkxMTHDr1i0sWLAAt27dQmhoqLLfpk2bkJGRgVatWqkj9FK5ffs2fv/9d7Ro0QJyuRxyubxU45o2bYoLFy6otL148QLdu3dH9+7dC/TfvHmzSkLK1NT03QInIqJqg4knIiKiGiIuLg5JSUnqDoOqkcjISHWH8M6kUilatmyp0jZ8+HCV9x06dICWlhYmTJiAxMREWFtbAwAaNGhQrrHExMTAycmpXOfs1asX+vTpAwAYNWoUwsPDSzXO0NCwwOcSGBgIuVyOYcOGFejfsGFDNGvW7N0DJiKiaoeJJyIiohogLi4Ori71kJWdo+5QiCrcixcv0KhRI3h4eGDPnj3Kdj8/P+zevRs3b95UJo9Ky8TEBACQm5tbrrE+e/YM27Ztw+bNmyESiXDt2rVynb88j21u374dderUgYeHR7nNSURE1R8TT0RERDVAUlISsrJzsKa/M+qY6qg7HKom7j3PxqR90eoOowBDQ0Ns3rwZnTt3xtatWzFixAgcOXIEAQEB2LlzZ6mTTjKZDHl5ebhz5w4WLVqE3r17w8HB4Z3jy8/PR0hICDZv3ozff/8d+vr6GDJkCMaOHVugX0mEQuF7qQn29OlTnDx5EnPnzi30eo8ePZCcnAwrKysMHToUixYtgo4O/1tDRERMPBEREdUodUx10MhaX91hEFW4Tp06YdKkSZg0aRIaNWqEsWPHYujQoRg8eHCp57C3t0dCQgIAoFu3bti+ffs7xRQZGYlffvkFW7duRXJyMrp27YqgoCD07t0bWlpaBfqLxeIS55w/fz4WLFjwTnGVRnBwMGQyWYFjdhKJBLNmzUL79u2ho6ODkydPYuXKlYiMjMThw4crPC4iIqr8mHgiIiIiompp+fLlCA0NRcuWLWFqaoqffvqpTONDQkKQmZmJ27dvY/HixejVqxf++OMPiESiMscyevRoBAYGomHDhpg5cyaGDx8OCwuLYseEhYWVOG9Zjwy+raCgILi7u6Nu3boq7U2aNEGTJk2U7zt16gQrKyt89tlnuHz5Mpo3b/5e4iMiosqLiSciIiIiqpZ0dHTQt29fLF++HMOGDYORkVGZxru5uQEAWrVqBQ8PDzRu3Bj79+/HgAEDyhyLRCKBSCRCRkYG0tLS8OLFixITT40bNy5x3vdxzC4mJgaXL1/GqlWrStV/0KBB+OyzzxAREcHEExERoeL/T0VERET0HrT44Qq++v1+mcfVmn8B/n8lVkBEBeXmy/HNsVg0XhEO58WXMOTXO4hOyi7V2LC4DPTacBNO31xE81UR+OlsAhQKRQVHXLXduHEDq1atQpMmTbBmzZp3egqfm5sbxGIxoqPfrqbV6tWrERcXB19fX+zatQt169ZFmzZt8PPPPyM9Pb3QMWKxuMTXokWL3vqeSmv79u0QCoUYMmRIha9FRETVD3c8ERERUbWwaUg9SLTLfgTq4LiGsJEWrK9TEb4+EouDt5Iwv6sDLA018eOf8Rj86x2c+vQDGGoX/bXsQXI2Ptp6B+2dpJjlZYfIJ5lYdjwOIqEAfm3ez1GrqiY3NxcjRoxA8+bNceLECbRp0wYff/wxLly4AA2Nsn8FvnTpEvLy8uDo6PjWMVlbW+OLL77AF198gbNnz+KXX37BtGnTMGXKFPTp0wfjx4+Hl5eXsn9lOWq3Y8cOdOjQAVZWVqXqv3PnTgDg0++IiAgAE09ERERUTTS00nurce62BuUcSeES019hx5WnWPqhI4Y0NQcAfGCth+Y/XMG28Kf4pG2tIseu/ysRRrpirBtQB5oaQrRzlCA5Kx8//hmP0S0soaXBTez/NW/ePMTExOD69evQ1NTEli1b0LRpUyxevLjEYtz9+vVDs2bN4ObmBh0dHVy/fh0rVqyAm5sb+vbtWy7xtWvXDu3atcOaNWuwa9cu/PLLL5gxYwauXr2q7NOsWbN3XicrKwshISEAgIcPH+LFixfYs2cPAMDT0xNmZmYAAC8vLzx8+LDAjq6rV68iMjIS06dPL3T+4cOHw9nZGU2bNoW2tjZOnjyJH374AX379i2X+ImIqOrjtxQiIiKq9LaGPUXzVRFw+v/jabceZ6LW/AsIvvpM2ee/R+0+3x+NTj9dw/kH6fBefx3Oiy/hw59v4EbiS5W539dRuz9j0iFXAD0bmCjbjHTF8HSS4uS9tGLHnopOQ1cXI2j+K8HUp6EJ0nNkiHiUUVEhV1nnz5/HihUr8P3338PJyQkA4OrqimXLlmHJkiUIDw8vdnzz5s2xe/duDBs2DH369MEvv/yC8ePH4+zZs9DU1CzXWPX19TFmzBicO3cOR48eLde5AeDZs2cYOHAgBg4ciNOnT+PRo0fK97dv31b2k8lkyM/PLzB++/bt0NLSQv/+/Qudv0GDBtizZw8++ugj9OzZE/v378eXX36J4ODgcr8XIiKqmrjjiYiIiCq10KgUzDl8H8OamuPDBia4/TgTvrv+LtXYZy/zMO9ILD5taw0DbQ0sPx6HsTvv4vyUJhCLSv/vb3K5AvISyikJBIBIKCjyenRSNkz1xJDqqH79cjbVwc5/JdD+KytXhsT0XDib6hQYJxC8nrd1bUnJN1GDtG7dGjKZrED7559/js8//1ylTaFQID8/HyKRCALB69+/OXPmYM6cOSWuI5PJyrXOVknFxt+Gg4NDqWI8ffp0oe0rVqzAihUrihz35uggERFRUZh4IiIiokrtf3/Go01tQ6zo83rnSgdnKfLkCqw4+ajEsWnZ+dg7ugHqmesCAHTFQgwMvIOr8S/R3N6w1DFMOxCD3deeF9vHRqqFS1ObFnk9PTsfhoXUoJLqaCAtu+BOE+W4nNfXJP+pAaWpIYSOWFjsWCpZSEgIxGIxvvnmG8ydO7dMY9u0aYNLly5VUGRERETVAxNPREREVGnJ5ArcepyFr73tVdq7uhiVKvFkYaCpTDoBQF2z179+/CK3THFM72CD0c0ti+2jqVH0bieqnAICApCR8fqoYq1aRdfYKkpgYCBevnx9dNPW1rZcYyMiIqoumHgiIiKiSis5Mw/5cgVM9FS/spjqiUs1/r9PuROLXieHcvLlZYqjlkQLVobFP/lOUELeSaKjgYycgse/0rLzCxy/Uxn3/zudXvxnbG6+HNl58mLHUvHq1av3TuNdXFzKKRIiIqLqi99UiIiIqNIy0RNDQyhAcqbqcbKkzLz3Gkd5HLVzNtXB88y8AommmKTsAvWb/k1XUwRriSaik7JV2mOSs6FQoNixREREROrGp9oRERFRpSUSCtDQShfH7qaotB+NTH2vcUzvYIOQCY2KfQUOK373THsnCYQCIOROsrItLTsfZ2LS0KmOtNixHZ2lCL2bgjzZPzu1Dt5KhkRbhGa2Bu90b1Q8BwcHfPbZZ2UeJxAIsHLlygqIqKDc3FzMnDkTlpaW0NPTQ5cuXXD37t0Sxy1YsAACgaDAy9/fX6XfunXr0LNnT5iZmUEgEGDPnj0VdStERFQNcccTERERVWpT2ttg9I67mHkgBj0bmODW40zsuf76KXDCks63lRNbI23YGr3bHNYSLQxtaoHFoQ8hEgpgaaCJNWcTYKCtgeHN/nma2e5rzzH9QDSCR9ZHK4fXT6ub2MYa+28m4ZM99zDSwxJRT7Pg/1ciZnvZQVOD/45Ykfbv3w8jo7L/5l+4cAH29vYldywHkydPxs6dO7Fq1SrUqlULS5YsgZeXF27fvg2JpPgnHuro6ODkyZMqbY6Ojirvt2zZAgDo0aOH8tdERESlxcQTERERVWreLsZY1rM21pxNwL4bz9HExgDLejpi6JbIQp8SV5kt6u4APU0hlv4Rh5e5MnjYGiD44/ow/NcT6+QKBWRyQKH4Z1xtEx1sH1EfC4/F4uOgSBjrijG9oy18W1up4S5qliZNmrzVuJYtW5ZzJIWLj4/Hxo0bsW7dOowZMwYA4OHhATs7OwQEBGDWrFnFjhcKhSXGev78eQiFQsTGxjLxREREZcZ/IiMiIqJK72MPS4RNc0fM1y2xZ3QDJKS9AgDUt/jniXWXpjbFkg//2amx2scZJz9trDKPREcDCQtbYXATc2VbwsJW8GtjXbE38P+0NISY19UB12c1Q8zcFtg5sj6czVRrNA1uYo6Eha3QurbqThUPOwMcHt8I979uifDp7visXS0I3tOOr+oqICAA9vb20NXVRZcuXXD16lUIBAIEBgYq+/z3qN2oUaPQsGFDnD59Gk2aNIGenh6aN2+OiIgIlbnf11G70NBQyOVyDBw4UNlmbGwMb29vhISElMsaQiF/ZCAiorfH/4sQERFRpZaalYd5IQ9wLCoF5+6n46ezCVhw7CG6uhjB1khb3eFRFXXw4EH4+fnB29sb+/fvR+fOnTFo0KBSjX3y5AkmT56MmTNnYteuXcjJyYGPjw/y8spW9F4ulyM/P7/Yl0xW8EmI/xYVFQVzc/MCxwFdXV0RFRVVYgzZ2dkwMzODhoYG6tevjw0bNpTpHoiIiErCo3ZERERUqYlFQsSm5mD/gSS8yJHBRE8D/d1M8VWX91M/h6qnxYsXo1OnTspES9euXZGXl4evv/66xLEpKSk4c+YMGjRoAADQ09NDx44dcenSJbRt27bUMYwZMwa//vprsX3s7e0RGxtb5PXU1FRIpdIC7UZGRkhJSSk44F+cnZ3x7bffokmTJsjJycH27dsxYcIEpKenY8aMGaW5BSIiohIx8URERESVmr6WCFs+clV3GFSNyGQyXL16tcBRuD59+pQq8WRtba1MOgFA/fr1Abyut1QWCxYsKPGJeVpaWmWasyyGDx+u8v7DDz9Ebm4uFi9ejClTpkAsFlfY2kREVHMw8URERERENcrz58+Rn58PMzMzlXZzc/MiRqj67w4jTU1NAEBOTk6Z4rCzs4ONjU2xfUqq42VkZIT09PQC7ampqTA2Ni5TPAAwaNAg7NmzB9HR0XB1ZcKXiIjeHRNPRERERAA+3x+NG4kvCxQkr6wepeag5eqrBdqb2Ojj8PhGKm1hcRlYdCwWd55kwkRPjJEelvikrXWNLU7+pqbR8+fPVdqfPXv2XuMoj6N2Li4uePr0KVJTU1XqPEVFRcHFxaW8QiUiInprTDwRERERVWFzvOzQurah8r2+lkjl+oPkbHy09Q7aO0kxy8sOkU8ysex4HERCwXt7ml9lIxKJ0KRJExw4cABTpkxRtv/222/vNY7yOGrn7e0NoVCIvXv3Yty4cQBe73YKDQ0t1bHB/9q5cyekUimcnZ3LPJaIiKgwTDwRERERVWG1TbThbmtQ5PX1fyXCSFeMdQPqQFNDiHaOEiRn5ePHP+MxuoUltDRq5kOO586diz59+mD8+PEYOHAgrl69qtx9JBS+n8/EwcEBDg4O7zSHjY0Nxo0bh5kzZ0IkEqFWrVpYunQpJBIJfH19lf22bNmCMWPG4MSJE/D09AQAuLu7Y+TIkXBxcUF2djaCgoKwb98+rF69WqW+U3h4OGJjY5U7xC5evAjg9c6xN3MREREVhYknIiIiqlB3n2VhcehDXIl/iZx8OawNNTG0qTk+aVsLABD+KANrzybgRuJLvMiRobaJNnxbW2PAB//U3zn/IB0DA+8gaIQrdlx5hpP3UiHV0cCXne3g42aGTRcfw/98IrJyZejuaoIlH9ZWJlSCrz7DtN9icHBcQyw/EYcr8S9hqifGVE8bDGlafE2fxPRXWHY8Dqei05CdK8MHtfSxoJsD3Kz1lX1Co1Lww5l4RCdlQ0MogIOxNmZ0tIVXXaNiZn5/TkWnoburMTT/lWDq09AEa88mIOJRBlrXlqgxOvXp3bs31q9fj6VLl2Lbtm1o0aIF1q9fD29vb0gkVesz+d///gd9fX3MmTMHGRkZaNOmDY4fP65yH3K5HDKZDAqFQtnm7OyMH374AU+ePIFAIECjRo2wbds2fPTRRyrzr127VuVI4Pfffw8A8PT0xOnTpyv25oiIqMpj4omIiIgq1KjtUTDVE+P7Pk4w0BYhNjkHj1/kKq8npL2Ch60BRjSzgJaGEGFxGZhxIAZyhQKDGqsmhr44fB+DGpvhI3dzBEU8w+R90bjzJAtRz7KwvKcj4lJzsPDYQ9gZaWFye9WizZ/suYfh7hb4tG0tHLiZhOkHYmBhIEbHOoUniNKy8+Hzy23oaQqxuEdtGGiJsPnSEwwKvINzk5vAVF+M2JQcTNj1N/o0NMUXne0gVwB3nmQiPSe/2M9EJlfgXz//F0ogAETCkmswfXH4Pibu/htGuhroWs8YX3axg5Hu690qWbkyJKbnwtlUR2WMs6kOBAIgOim7xiaeAMDPzw9+fn7K95s2bQIAfPDBB8q2/9ZXCgwMLDCPVCpVSegAKPC+ImlpaWHlypUFntL3b6NGjcKoUaNU2oKDg0s1f2BgYKH3TUREVBpMPBEREVGFScnMQ1zqKyzs7gDveq+fsNXmP4mOPo1Mlb9WKBRoaW+Ixy9eYVv40wKJp571TTC1gy0AoHEtfRyJTMZvt5JwfkoTiEWvd/Scj32Bw7eTCySeBnxgikntX++y6uAsRVxqDladji8y8bTxwmO8yMnH7+NfJ5kAoK2jBO1+vAr/84mY622PW48zkSdTYMmHtZW1lTo4S0v8XAb/egcXYl8U26eVgyH2jG5Q5HVNDSE+9rBAB2cpDLVFuBr/Ej/+mYDriS/x+4RGEIuEygSYRFujwFgdsRBp2cUnyKqzlJQULFy4EJ06dYKBgQHCwsKwZMkS9OnT552PvxEREdE/mHgiIiKiCmOkqwEbqRaWH49DWnY+2taWwFqiWiw5LTsf3596hGNRKXiSkQuZ/J+x/9XO6Z+klaG2Bkz1xGhpb6hMOgGAo4lOoUmd7q4mKu971DfBN6EPIZMrCt1ZdCYmDa0dDCHV0UC+7PXuFZFAgJYOhriW8BIA4GqhC5EQ+HTPPXzUzBwt7Q1hqF3y16vlvRyR+UpWbB+9/xQJ/y8LA00s6+mofN/KQYK65roYGRSFI5Ep6N3QtJjRJBaLERMTg+3btyMtLQ1mZmYYMWIEvv32W3WHRkREVK0w8UREREQVRiAQYPsIV3x7Ig5f/f4AWblyuFnrYX5XB7R0eP0ktqn7oxH+KANTPW1Q11wXBloibAl7goO3kwvM99+dO2KREIbaqgkaTZEAr/LlBcaa6KmONdUXI0+mQEpWHsz0NQv0T8nKx5X4l7BfdLHANQfj18kzJ1Md/DrMBWvOJmDczrsQCgTo4CzFkh61UUta9NPIahtrl+qoXVl51ZFCV1OIm4mZ6N3QVPl5vchRTXLl5suRnSeHVKfmfhU0MDDA4cOH1R0GERFRtVdzv20QERHRe+FkqoOfB9dDnkyO8EcZWH78EUZtj0LEdHeIhAIc/zsV87s6YExLK+UY+eXyjyM5Mx9Whv8kg5Je5kEsEsBYV1xofyMdDdR2lmJmJ9sC1zQ1/skKdaxjhI51jJCRk49T0WlYeDQWU3+Lxq5RRR+TK4+jdqWhqymCtUQT0UnZKu0xydlQKFCg9hMRERFReWPiiYiIiN4LsUiIVg4SfNpOhtHb7+JJRi7M9MWQKwCx6J9EzstXMoTeTS339Y9EJqOhlZ7yfcidZDSy0iuygHdbRwn23XiOOmY60NUs/tgbABhoa6B3Q1NcjX+JA7eSiu1bHkftCvPH36nIypXjg1r/PHWvo7MUoXdTMNfbTnkk8eCtZEi0RWhma1DmNajsRo0ahfDwcNy6dUvdoZRKbm4u5s6di4sXLyIiIgJZWVl4/vw5TE0LHt88f/48pk+fjmvXrsHc3ByffPIJZs2aBcG/tuytW7cOISEhuHTpEpKSkrB7924MGDDgfd4SERGpERNPREREVGHuPMnEomMP0buhCeyNtZGRI8PaswmwlWrBwVgbIqEAjWvp4adzCTDRE0NDKMDacwkw1BYhKbPgcbl3sed6ErQ1RGhkrYcDN5Nw8WEGtnzkUmT/Ca2tsP9mEvpvvo2xLa1QS6KJ5Mx8XI3PgIWBJia0tsbWsKeIiM9AR2cpzA3EiEt9hX03ktDeqfgnxZXHTqOFR2MhFABNbQ1gqK2Ba/EvsfZcAj6w1kM3F2Nlv4ltrLH/ZhI+2XMPIz0sEfU0C/5/JWK2lx00NYTFrEA1VVZWFjZs2AAPDw+0a9cOx44dK7RfdHQ0unbtii5dumDx4sW4ceMG5syZA5FIhBkzZij7bdmyBQDQo0cP5a+JiKjmYOKJiIiIKoy5vibM9MVYezYBTzJyYaClgeb2Bvixv7Nyp9Ha/nUw+9B9fL4/Gka6GhjbwgqZuTL4n08s11h+GlAHy4/HYfWZRzDRE+O7Xo7wqlv4E+0AwFhXjEPjGuK7k4+w9I+HSM3Kh4meGE1t9NHt/wuVu1rq4o+/U7DwWCxSs/Jhpi9Gn0YmmNXJrlxjL0xdMx38GvYUQRHPkJ0nh6WhJoY0MceMjjbQ+NcOstomOtg+oj4WHovFx0GRMNYVY3pHW/i2tipmdqrJpFIpUlJSIBAIEBgYWGTiacWKFTAxMcHOnTuhqakJLy8vPH/+HEuWLMGkSZOgpfX6aOv58+chFAoRGxvLxBMRUQ3ExBMRERFVGFN9Mdb0r1Nsn9omOoXWQ5re8Z/aSq1rS5CwsFWBPpemNi103L/HvuForF1szaTVPs4F2swNNLGyj1ORY5rZGmDLR65FXq9IQ90tMNTdolR9PewMcHh8owqO6P27ffs2Zs6ciUuXLiE7Oxu2trYYO3YsZs2aBQC4cOECli1bhvDwcKSnp6NOnTqYPn06RowYoZzj9OnT6NixI44ePYpNmzYhJCQExsbGWL58OYYNG4Yff/wRK1euxMuXL9GvXz/89NNPyoRKYGAgRo8ejQsXLuDLL7/ExYsXYW5ujnnz5mHMmDHFxh4fH485c+bg6NGjyMzMhIeHB3744Qe4u7sr+xw8eBCLFi1CVFQUNDQ04OzsjEWLFqFHjx4V8GmqEpSiuv2RI0fQr18/aGr+U5x/yJAhWLZsGS5cuIAOHToAAIRC7qwjIqrJmHgiIiIioiqpV69esLCwwKZNmyCRSBAdHY34+Hjl9YcPH6JNmzbw8/ODtrY2/vrrL4wdOxZyuRwjR45UmWvixIkYNWoUxo8fjw0bNmDEiBG4fv06bt26BX9/f9y/fx/Tpk2Do6MjvvzyS5WxQ4YMga+vL2bPno2dO3di7NixsLa2Rrdu3QqNOzU1FW3btoW+vj7WrFkDiUSCNWvWoFOnTrh37x7Mzc0RExODAQMGYOjQoVi2bBnkcjmuX7+O1NTi65/JZDIoSnhkokAggEhU9hpi/5aZmYlHjx7BxUX1uKqLiwsEAgGioqKUiSciIqrZmHgiIiIioionKSkJDx48wP/+9z/06tULANCxY0eVPkOGDFH+WqFQoH379oiPj0dAQECBxNPAgQMxb948AEDz5s2xb98+7NixAzExMRCLXz/58PTp09i9e3eBxNPHH3+ML774AgDQtWtX3L9/HwsXLiwy8bR69WqkpaXh8uXLMDc3BwB4eXmhbt26WLlyJb777jtcvXoVeXl5WLt2LQwMDJRzl8TLywtnzpwpto+npydOnz5d4lzFSUtLA/D6WN6/aWpqQldXFykpKe80PxERVR9MPBEREVG1NriJOQY3MVd3GFTOTExMYG9vjy+++AIpKSnw8vKCjY2NSp/U1FTMnz8fBw4cQEJCAmQymXLsf3Xp0kX5a4lEAnNzc7Rv316ZdAKAunXrFpqw8fHxUXnfv39/zJgxAzKZrNCdRaGhoejYsSOMjY2Rn58PABCJRPD09ERYWBgAwM3NDSKRCMOGDcOECRPQvn17SCTFF60HgICAAGRkZBTb500ii4iI6H1g4omIiIiIqhyBQIDQ0FB89dVX+PTTT5GZmQl3d3esWrUK7du3BwCMGjUK58+fx7x589CgQQMYGhpi/fr1CA4OLjBfYTt3CmvLyckpMPbNrqU3LCwskJeXh6SkJFhYFKzDlZSUhIsXL6oktd5wcnpdU6xu3bo4fPgwli5dCh8fHwiFQnTr1g1r166FnV3RxeudnZ1LddTuXb35bNLT01Xac3NzkZWVBWNj40JGERFRTcTEExERERFVSXXr1sXu3buRl5eH8+fP48svv0SvXr2QkJAADQ0NHD58GKtWrcKkSZOUY+RyebnH8ezZM9SqVUv5/unTpxCLxTA1NS20v7GxMbp164ZvvvmmwLU3hcsBoFu3bujWrRtevHiBo0ePYurUqRg9ejROnDhRZCzv66idnp4ebG1tERUVpdJ+9+5dKBSKArWfiIio5mLiiYiIiMrF+QfpGBh4ByETGuGDWvrqDqfUvj/1CKtOvy5I3dZRguCR9QEAj1Jz0HL11QL9m9joF3hCXFhcBhYdi8WdJ5kw0RNjpIclPmlr/VY7S17k5GPh0VgcjUpBnkwBT2cpFveoDQsDzZIHF2JHxFP89FciEtNfwdFEB7O97NClntFbzRX9PBtzQx4g/FEG9LVE8HQq+ejX+yAWi+Hp6Yk5c+agd+/eSExMhIWFBeRyucoT1zIyMnDw4MFyX3///v1o0qSJ8v3evXvh7u5eZAHvzp07Y9u2bXB1dYWenl6J8xsaGmLQoEG4dOkSduzYUWzf93nUrnv37jhw4AC+++475e6t4OBgSKVStG7dulzWICKiqo+JJyIiIqrxtMVC7BpZH4baBRMFc7zs0Lq2ofK9vpZqnwfJ2fho6x20d5JilpcdIp9kYtnxOIiEAvi1sS5zLBN3/427z7KxrKcjtDWE+PZEHIZvi8SRCW7QEJUtkXXgZhJmHrqPye1qoY2jBAdvJWPczrvYN6YB3G3LlnxIy87HoF9vo7axNjYOqYcnL3Ix78iDMs1Rnm7cuIHp06dj8ODBcHJyQnp6OpYtWwYHBwc4OTlBJBLBw8MDy5cvh5mZGTQ0NLB8+XJIJBI8e/asXGPZsmULdHR00LRpU+zcuRN//vknfv/99yL7T5s2DUFBQfD09MSUKVNgZ2eH58+f49KlS7C2tsbUqVMREBCACxcuoFu3brCyssKDBw+wbds2eHt7FxtLvXr1yuWejhw5gszMTISHhwMADh06BAMDA9SvXx/1679Ozs6cORNBQUEYOnQoPvnkE9y8eRMrVqzAkiVLVBJ+4eHhiI2NxfPnzwEAFy9eBACYmZnB09OzXOIlIqLKi4knIiIiqvGEAhSZiKltol1skmb9X4kw0hVj3YA60NQQop2jBMlZ+fjxz3iMbmEJLQ1hqeMIf5SB09Hp2D7CFZ7OUgCAo6kOOqy9hpDIZPRuWPjRraKsPPUIfRqaYJbX65pAbWpLEPk0E6vPxGPrcNcyzbU17CkyXsmwcUg9GOm+3t3yMCUHP55NKNM85cXS0hKWlpZYtmwZEhISIJFI0K5dO2zbtk2502j79u3w9fXFyJEjYWJigsmTJ+Ply5dYuXJlucayY8cOfPHFF1i0aBHMzc3x888/o0ePHkX2NzExwcWLFzF37lzMnj0bycnJMDc3R8uWLZWFyt3c3HDo0CFMmzYNycnJsLS0xNChQws9nlcRJk6ciIcPHyrfjxkzBgAwf/58LFiwAMDrelKhoaGYNm0aevToATMzMyxcuBDTp09XmWvt2rX49ddfle+///57AOVz5I+IiCo/Jp6IiIhqsOCrzzDzYAwiprvDTP+fHQqpWXlosjIC33SvjREeFgh/lIG1ZxNwI/ElXuTIUNtEG76trTHgA7Mi535zVC1gUF30bPDPU8TmHXmAY1GpuDS1qbItMf0Vlh2Pw6noNGTnyvBBLX0s6OYAN+vKf2TvVHQaursaQ/NfCaY+DU2w9mwCIh5loHXt0h9HO3UvFRJtEdr/6wibs6kOGljq4eS9tDIlnh6m5OB+cg6+6mKv0t6noSkWhz7Eq3x5mZJip6JT0c5Rokw6AUB7J4naEk/m5ubYunVrsX2cnZ0LrYf0JnECAB06dCi0GHdsbGyh4/499o06deoUm0AJDAws0GZpaYmNGzcWOaZVq1Y4fPhwkdcrWmH3X5jWrVsrdzAVJTAwsNDPgIiIaobSf9sgIiKiaqe7qzE0hAIcvp2s0h5yJwUA0LPB6ydTJaS9goetAVb0dkLgMBf0cDXBjAMx2HXt3Y8spWXnw+eX27j9JBOLe9TGz4PrQVcswqDAO0h6mVfsWJlcgXxZ8S+ZvPgnfJXki8P3YbvgAty+C8PMAzFIzfonpqxcGRLTc+FsqqMyxtlUBwIBEJ2UXaa1opNy4GiqU6A2VB1TnbeYK1sZi8pcZjrIlSnwKPVVmef771z/PXZIRERE9F/c8URERFSDGWproFMdI/x2MxmjW1gp23+7lYT2Tv/sbunT6J+dNgqFAi3tDfH4xStsC3+KQY3NC8xbFhsvPMaLnHz8Pr4JTPVfr9fWUYJ2P16F//lEzPW2L3Ls4F/v4ELsi2Lnb+VgiD2jG5Q5Lk0NIT72sEAHZykMtUW4Gv8SP/6ZgOuJL/H7hEYQi4RIz8kHAEi0NQqM1RELkZadX6Y107PzISmkzpRER4S0xDLO9f+x/bdu1ZtYU8scmwyG2vzqSERERGXDbw9EREQ1XJ9Gppi4+28kpL1CLakWnmbk4mLsC/yvn7OyT1p2Pr4/9QjHolLwJCMXsv9/Ir2R7rt/lTgTk4bWDoaQ6mggX/Z6d5JIIEBLB0NcS3hZ7NjlvRyR+UpWbB+9t9yVY2GgiWU9HZXvWzlIUNdcFyODonAkMqXM9Zao+hk1ahRGjRql7jCIiIgqNSaeiIiIarjOdaXQFQtx4FYSPmlbC4duJUNLQ4huLsbKPlP3RyP8UQametqgrrkuDLRE2BL2BAf/c0TvbaRk5eNK/EvYLypYJ8bBWKvYsbWNtVFIeR4VgrI9CK5YXnWk0NUU4mZiJno3NFXuHnqRo5r8ys2XIztPDqlO2b5qSXQ0kJhe8Ahceras7HO9ie2VDOb/qo3+ZieUUZljEyEjp2y7pIiIiIiYeCIiIqrhdMQidHUxxoFbyfikbS0cuJWELvWMoKv5eqdQTp4cx/9OxfyuDhjT8p/jePLLxc/7pnB13pvtUf8vPVs1SWOko4HazlLM7GRbYA5NjeKzRhV51K40dDVFsJZoFqi/FJOcDYWiYH2lkjibauPc/TQoFAqVOk/RSdlwsdAt41yv1475T22m6OfZ0BQJYGdUfFKvsPn+e58vc4vfbUZERETE4uJERESEvo1McetxJk5Hp+FK/Ev0/VdNp1yZHHIFIBb9kwh5+UqG0Lupxc5pqieGWCTAvef/JCty8+W4+FA1UdTWUYK/n2ehjpkOPqilr/JytdArdo3lvRwRMqFRsa/lvRyLnaMs/vg7FVm5cnxQ65+n7XV0liL0bopKgu3grWRItEVoZmtQ2DRF6ljHCGnZMpy9n65si0nKxq0nmehUR1qmueyNteFool2gcPzB28lo6yhReQpfqWJzNsLZ++lI/1dtqLMx6cWMKD+nT5+GQCBAeHj4e1mvvCxYsAACgQACgQCdO3dWuZaeno6xY8fC2NgYBgYGGDBgAB4/fvxW63To0EG5zr9fUVFR1WrN4OBg9O/fHzY2NhAIBFi5cmWBPkePHlXGoq9f+Z+KSURUE3DHExEREf1/IXENTP8tGhJtETo6S5XXDLU10LiWHn46lwATPTE0hAKsPZcAQ20RkjLlRc4pFArQ3dUYgZefwMFEG8a6YgReelJgN8+E1lbYfzMJ/TffxtiWVqgl0URyZj6uxmfAwkATE1pbF7lGWXcUlcXCo7EQCoCmtgYw1NbAtfiXWHsuAR9Y66kcQ5zYxhr7bybhkz33MNLDElFPs+D/VyJme9mpJHcGbL6NR2mvcGlq0yLXbGZrgA7OEkw/EIN5XR2gpSHAdycewdVCFz1cTZT9gq8+w7TfYrB7VH20ri0pcr7pHW3x2d57sDfSRuvahjh4KxlX419i7xjVHWC15l/AwMZmWO3jXMRMwAgPC2y+/Bhjd97FpHa18CQjF5suvl0CoSbR0dHByZMnIZGo/j4NHjwYt2/fhr+/P7S1tfHVV1+he/fuCA8Ph4ZG2b+it2nTpkAixsHBoVqtuWfPHty/fx89e/ZEQEBAoX1atWqFCxcuYOPGjdi5c2eZ5icioorBxBMRERFBLBLiw/om2Bb+FEObmhfYDbO2fx3MPnQfn++PhpGuBsa2sEJmrgz+5xOLnXdxj9qYdTAG80JioaclwsTW1nA01caxqH92SxnrinFoXEN8d/IRlv7xEKlZ+TDRE6OpjT66/SvZ8r7VNdPBr2FPERTxDNl5clgaamJIE3PM6GgDjX/t/qptooPtI+pj4bFYfBwUCWNdMaZ3tIVvayuV+bJyZTD7/6f2FWf9wLpYeDQWsw/GIF+ugKeTFN/0qK2yZnbu64RfSfP1bWSK7FwZ1p5LxE/nEuBkqoONQ+qp7MTK+v/jcuYlzCXV0UDwyPqYGxKLMTvvQl/z9RHNvTeSSrynmkwoFKJly5YqbRcuXMCxY8dw7NgxeHt7AwDq1asHV1dX7Nu3D4MGDSrzOlKptMA61W3N4OBgCIWv/9tUVOJJIpGgZcuWOHr0aJnmJiKiisPEExEREQEAvu3liG+LOJZW20QHu0YVrJM0veM/dZla15YgYWErlesmemJsGupSYNyi7rVV3psbaGJlH6e3Cbvc5MsUEApe79QCgKHuFhjqblGqsR52Bjg8vlGR17PzZIh8mqXypMCiGGpr4Pu+zvi+b9F9IuIz0KmOFHXMSq77VNJ9RMS/hKZIgFHNLUucq46ZLoJH1le+v5n4ssjEU2BgIMaNG4eEhARYWPyzfkpKCiwtLbFmzRr4+vriwoULWLZsGcLDw5Geno46depg+vTpGDFiRJFxxMbGonbt2ti9ezcGDBigbP/888/x22+/ITY2VtkWHx+POXPm4OjRo8jMzISHhwd++OEHuLu7l3i/FeXIkSOQSqXo0qWLsq1evXpo3LgxQkJC3ioJVBPWfJN0IiKiqoX/9SYiIqIaLytXDvtFFzF0a2SFzH89IRN2RtroWb98dnCFP8rA5PY25TNX3AsMbGwGa0nZio2XxMfHBxoaGti9e7dK+969ewEAAwcOBAA8fPgQbdq0wcaNG3Ho0CH0798fY8eOxa+//vrOMaSmpqJt27a4du0a1qxZg71790JPTw+dOnXCs2fPih0rk8mQn59f7Esme7vi6lFRUahXr57KkVMAcHV1LVAjqbTOnDkDPT09aGtrw9PTE3/++We1XJOIiKoe7ngiIiKiGu0jdwt0rmsEANDXElXIGi0dDHFmUuNym+/C50XXiSqrqR0KPk2wPEgkEvTo0QM7duzAZ599pmzfsWMHvL29YWz8uk7WkCFDlNcUCgXat2+P+Ph4BAQEYOTIke8Uw+rVq5GWlobLly/D3NwcAODl5YW6deti5cqV+O6774oc6+XlhTNnzhQ7v6enJ06fPl3muFJTUyGVSgu0GxkZISUlpczzeXp64uOPP0adOnWQmJiIlStXonPnzjhz5gxatWpVbdYkIqKqiYknIiIiqtEsDTVhaaip7jCqpaFDh2Lw4MGIi4uDnZ0dHj9+jDNnzmDLli3KPqmpqZg/fz4OHDiAhIQE5S4iE5N33x0WGhqKjh07wtjYGPn5r5/GJxKJ4OnpibCwsGLHBgQEICMjo9g+BgZle2phRVm4cKHK+549e6JBgwb45ptvEBISUm3WJCKiqomJJyIiIiKqED179oSenh527tyJWbNmYdeuXdDW1kbfvn2VfUaNGoXz589j3rx5aNCgAQwNDbF+/XoEBwe/8/pJSUm4ePEixOKChdOdnIqvKebs7AyFQlFsn/8eISstIyMjPHr0qEB7amqqcifYu9DT08OHH36IPXv2VOs1iYioamDiiYiIiIgqhI6ODvr27atMPO3cuRO9evWCnp4eACAnJweHDx/GqlWrMGnSJOU4uVxe7Lza2toAgNzcXJX21NRUlffGxsbo1q0bvvnmmwJzaGkVX9OqIo/aubi44Pjx41AoFCrJq6ioKDRqVHSR+ndRU9YkIqLKh8XFiYiIiKjCDB06FFevXsWxY8dw8eJFDB06VHnt1atXkMvl0NT856hjRkYGDh48WOyc5ubmEIvFiIz8pxh8bm5ugURR586dcefOHbi6uqJZs2Yqr5ISHwEBAQgLCyv2FRAQUJaPQql79+5ITU3FiRMnlG1///03rl69ih49erzVnP+WmZmJw4cPw8PDo1qvSUREVQN3PBEREdUg95Ky1R0CVSP3npf856lLly4wMTHBmDFjIJVK0b17d+U1iUQCDw8PLF++HGZmZtDQ0MDy5cshkUiKfeqcUChEv379sHbtWjg7O8PU1BRr164tsLNm2rRpCAoKgqenJ6ZMmQI7Ozs8f/4cly5dgrW1NaZOnVrkGvXq1Svlp1B2rVq1QteuXTFmzBh8//330NbWxldffQU3Nzf069dP2S8wMBCjR4/GqVOn0KFDh0LnOnv2LFasWAEfHx84ODggMTER33//PZ48eaLyRMGqviYA3LlzB3fu3FG+v3nzJvbs2QM9PT2VP1dERFS5MPFERERUA5iamkJXRxuT9karOxSqYcRiMQYMGICAgACMHTtWZXcTAGzfvh2+vr4YOXIkTExMMHnyZLx8+RIrV64sdt41a9ZgwoQJmDx5MgwMDDBz5kzUq1cPv/32m7KPiYkJLl68iLlz52L27NlITk6Gubk5WrZsCR8fn4q43VILDg7GtGnTMGHCBOTn58Pb2xtr1qyBhsY/X88zMzMBABYWFkXOY2VlhdzcXHz55ZdITk6Gnp4eWrduDX9/fzRv3rzarAkAu3btUilqvmXLFmzZsgX29vaIjY0tdiwREamPQFFS1UQiIiKqFuLi4pCUlKTuMKgaiYyMxPDhwxEREYGmTZuqO5xKZ8GCBVi5ciXS0tIgFAohFJatysWIESOQnJz8Xp8SV9XXVCgUkMlkWLRoEVatWoWXL18W6HPlyhW4u7vzzy0R0XvCHU9EREQ1hJ2dHezs7NQdBlGNkpmZCbFYDC8vLxw/frxMY//66y9s27atgiKrnmseO3ZMeezuTRF7IiJSLyaeiIiIiIgqwIQJE9CzZ08AgKGhYZnH379/v7xDqvZrtm7dGmFhYQAAkUhUbvMSEdHbY+KJiIiIiN5KdDRrhhXH2toa1tbW6g6jRjE0NESzZs1K1TcnJ6eCoyEiIgAo20FzIiIiIqrRcnJyEBQUhHbt2mHw4MHqDoforXXr1g1Tp05FVFSUukMhIqrWmHgiIiIiohLdu3cPM2bMgI2NDYYPHw5NTU0sW7ZM3WERvTUfHx9s3boVrq6u6NixI4KDg5Gbm6vusIiIqh0mnoiIiIioUHl5edizZw86d+6MunXrYvPmzRg5ciSioqJw4sQJeHt7qztEorc2ZcoUJCQkICgoCHK5HEOGDIGNjQ3mzJmjllpXRETVFWs8EREREZGK2NhYbNiwAb/88guePHmC1q1bY8uWLRgwYAB0dHQK9I+MjFRDlERv599/XrW0tDBs2DAMGzYMd+7cgb+/P/z9/fHtt9+ia9eu8PPzQ8+ePaGhwR+biIjelkChUCjUHQQRERERqZdMJkNISAj8/f1x5MgR6Ovr4+OPP4avry8aNWpU6Ji4uDi4uroiKyvrPUdL9G50dXURGRkJOzu7AteysrIQHBwMf39/XL58GdbW1hg3bhzGjRsHW1tbNURLRFS1MfFEREREVIMlJCRg06ZN2LhxIx49egR3d3f4+flhyJAh0NfXL3F8XFwckpKS3kOkROXH1NS00KTTf129ehUBAQHYtm0bsrOz0bNnT/j5+cHb2xsikeg9REpEVPUx8URERERUw8jlchw/fhz+/v44ePCg8riRr69vqR9FT1STvHjxAtu3b4e/vz+uX78OBwcHTJgwAWPGjIGFhYW6wyMiqtSYeCIiIiKqIZ49e4bNmzfj559/xv3799GwYUP4+flh+PDhkEgk6g6PqNJTKBS4dOkSAgICsHPnTuTn58PHxwd+fn7o2LEjBAKBukMkIqp0mHgiIiIiqsYUCgX+/PNP+Pv7Y+/evRAKhRg0aBD8/PzQqlUr/qBM9JZSU1OxZcsW+Pv7IyoqCnXr1oWvry9GjhwJExMTdYdHRFRpMPFEREREVA3994fiOnXqwM/Pjz8UE5UzhUKBs2fPwt/fH3v27IFQKMTAgQPh5+eH1q1bM7lLRDUeE09ERERE1cSbY0D+/v4IDg5Gfn4++vXrB19fXx4DInoPnj17hsDAQAQEBPA4KxHR/2PiiYiIiKiKy8jIQFBQUIHCx6NHj4alpaW6wyOqcd4U8A8ICMCBAwegpaWFoUOHws/PjwX8iajGYeKJiIiIqIq6evUq/P39ERQUhOzsbPTq1Qu+vr581DtRJZKYmIhNmzbh559/Rnx8PNzd3eHn54chQ4ZAX19f3eEREVU4Jp6IiIiIqpCsrCwEBwfD398fly9fhrW1NcaPH4+xY8fC1tZW3eERURHy8/Nx5MgR+Pv748iRI9DX18eIESPg5+eHRo0aqTs8IqIKw8QTERERURVw+/ZtBAQEYMuWLXjx4gW6du0KPz8/fPjhh9DQ0FB3eERUBrGxsdi4cSM2btyIp0+fonXr1vDz88OAAQOgo6Oj7vCIiMoVE09EREREldSrV6+wd+9e+Pv74+zZszAzM8PYsWMxfvx4ODo6qjs8InpHeXl5OHDgAAICAnD8+HEYGxtj5MiR8PX1Rb169dQdHhFRuWDiiYiIiKiSuXfvHn7++WcEBgYiKSkJHTp0gJ+fH3x8fKCpqanu8IioArz5e79582YkJyejY8eO8PPzQ9++ffn3noiqNCaeiIiIiCqBvLw8HDx4EP7+/jh+/DiMjIwwatQoTJgwAS4uLuoOj4jek5ycHOVOx3PnzsHc3Fy507F27drqDo+IqMyYeCIiIiJSo4cPHyprvTx58gStWrWCn58fBg4cyFovRDUca7sRUXXAxBMRERHReyaTyZRPtwoJCVE+3crX1xdubm7qDo+IKpnMzEzl0yzDwsJQq1YtjBs3DuPGjYONjY26wyMiKhYTT0RERETvyePHj7Fp0yb8/PPPePToEZo0aYKJEydi6NCh0NfXV3d4RFQFXLlyBQEBAQgKCkJ2djZ69eoFPz8/eHt7QygUqjs8IqICmHgiIiIiqkByuRwnTpyAv78/Dhw4AE1NTQwbNgy+vr5o1qwZBAKBukMkoiroxYsXCAoKgr+/P27cuIHatWtjwoQJGD16NCwsLNQdHhGREhNPRERERBXg+fPnCAwMREBAAGJiYtCgQQP4+flh+PDhkEql6g6PiKoJhUKBS5cuwd/fH8HBwZDJZPDx8YGfnx86dOjA5DYRqR0TT0RERETlRKFQ4OzZs/D398fevXsBAIMGDYKvry/atGnDHwCJqEKlpKRgy5Yt8Pf3x927d1G3bl34+flh5MiRMDY2Vnd4RFRDMfFERERE9I5SU1OxdetW+Pv7IzIyEnXq1IGvry9GjhwJU1NTdYdHRDWMQqHAmTNn4O/vj3379kEoFGLQoEHw8/NDq1atmAQnoveKiSciIiKit6BQKHD58mXl8Za8vDz4+PjA19cXHTt2ZJFfIqoUnj17hs2bNyMgIAAPHjxAo0aN4Ofnh48++ggSiUTd4RFRDcDEExEREVEZZGRkYPv27fD398e1a9dgb2+PCRMmYMyYMbC0tFR3eEREhZLL5fjjjz8QEBCAgwcPQktLC8OGDYOfnx/c3d3VHR4RVWNMPBERERGVwrVr1xAQEIBt27YhKysLH374Ifz8/NC1a1eIRCJ1h0dEVGoJCQnYtGkTNmzYgPj4eDRr1gx+fn4YMmQI9PT01B0eEVUzTDwRERERFSErKwu7du2Cv78/Ll26BCsrK4wfPx7jxo2Dra2tusMjInon+fn5CAkJgb+/P44ePQoDAwN8/PHH8PX1RcOGDdUdHhFVE0w8EREREf1HZGQkAgIC8OuvvyItLQ3e3t7w8/NDz549IRaL1R0eEVG5i42NxYYNG7Bp0yY8ffoUbdq0gZ+fHwYMGABtbW11h0dEVRgTT0REREQAXr16hX379sHf3x9//vknzMzMMGbMGIwfPx5OTk7qDo+I6L3Izc3FgQMH4O/vj5MnT8LY2BijRo2Cr68v6tatq+7wiKgKYuKJiIiIarSYmBj8/PPP+OWXX5CUlARPT0/4+fnBx8cHWlpa6g6PiEht/v77b/z888/YvHkzUlJS0KlTJ/j5+aFPnz7Q1NRUd3hEVEUw8UREREQ1Tl5eHg4dOgR/f3/88ccfkEqlGDVqFCZMmABXV1d1h0dEVKnk5ORgz5498Pf3x19//QULCwvljtDatWurOzwiquSYeCIiIqJqQ6FQQCAQFHk9Li4OGzduxMaNG/H48WO0bNkSfn5+GDRoEHR0dN5jpEREVdOtW7cQEBCALVu2ICMjA926dYOfnx969OgBDQ2NQse8+ZGzuP8+E1H1JVR3AERERETlISAgALa2tpDJZCrtMpkMv//+O3r16oXatWvjhx9+QN++fXHt2jVcuHABI0eOZNKJiKiUGjZsiDVr1iAxMREbNmzA8+fP0adPH9SuXRuLFi1CQkJCgTHbtm1D48aN8ezZMzVETETqxh1PRERUpLi4OCQlJak7DCIAgKmpKezs7Aq9dvDgQfj4+OCzzz7D//73PwDA48eP8csvv+Dnn39GXFwcGjdujIkTJ2Lo0KEwMDB4n6ETEVVrERERCAgIQFBQEF69eoVevXrBz88PXbp0gVAoxMOHD9GiRQvY29vj1KlT0NXVLXQefu+gyqa47x5Uekw8ERFRoeLi4uDi6oLsrGx1h0IEANDR1UFUZFSBL4CXL19Ghw4d0K1bNwQHB+PMmTPw9/fHgQMHIBaLMWTIEPj5+cHDw4PHPIiIKlB6ejqCgoLg7++PmzdvwtHRERMmTMDo0aPx6NEjeHp6wsvLC/v27YNIJFIZGxcXh3oursjJzlJT9EQFaevo4m5UJJNP74iJJyIiKtSVK1fg7u6ONj81g6QOd4eQeqXfy8Bfn4YjIiICTZs2VbbHxMSgVatWcHBwgI+PD3755RdER0ejfv368PPzw4gRIyCVStUXOBFRDaRQKHDhwgUEBAQgODgYcrkc/fr1Q+PGjTF37lz4+vpi7dq1Kv8Y8OZ7R70Ja6Fr5azG6Iley3ocjbs/f1bguweVXeHV34iIiP6fpI4BTNyk6g6DqIBnz57B09MTOTk5uHbtGq5fv44BAwbgl19+Qdu2bbm7iYhITQQCAVq3bo3WrVtj1apV2LJlC/z9/REcHAwLCwusW7cOZmZmWLBgQYGxulbO0Hdwe/9BE1GFYXFxIiIiqpLatGmDhIQEZGdnw8HBAT179oSJiQlOnTqFjRs3IiuLxzWIiNTp5s2b2L59O9LS0uDl5YUOHToon3C3cOFC7Nq1S80REtH7wB1PREREVCXNmTMHp0+fhr6+PpKTk5GUlIR79+7h+fPnyMzMRIMGDdC6dWt1h0lEVGMtW7YM+/btg6mpKUxNTWFmZoZOnTpBV1cX6enpaNWqlbpDJKL3gIknIiIiqpLGjh2LsWPHqjsMIiIqQlBQEADw6DNRDcfEExERVXmhPmfx9MLrxy9/MNsVblNdAAAPDybg/t44pNxIw6u0PBg66sNlrCOchtqrfAne3SgEOc9fAQDab2gO+1613v9NlEFmYjYOtv0D+VkyDLzdA9omWsX2z3qcjfD5N5F46ikUcsCyjSmafeMGA3s9ZZ8nfz3HH/3PFRhr36cW2gc0L/d7ICKi6q86J5xuLO+P9LsXAAD2PrNg1/tzAMDzsEN4dn4vXj68ifzMNOhY1IZ157GwaDdE5fO4OOUD5L14DgBw+eRnmHn0fO/3UBavUhIR/mV7yF9loeWPNyE2MCm2f05SPGL3LEFa1AXIX2VCx9IZth9+BtNmHyr7PD0XjL83TS0w1qbHp6g98KtyvwdSHyaeiIioWjBrbgz3+Y2gZ62jbLsTcA/6tnpwn98IWqZaeHzmGS7OuIrMxGx8MMNV2a9TUGtkxmfhzJhL6gi9zCIW3ISGngbys2Ql9pXLFDgx7Dzys2RouaIJhFpC3Pg+Cn8MOIdep70g1lP9KtB6dVMY/usphlrGmuUePxERUXVgWMcDtQfPg5axtbIt4djP0Da1gePgeRAbmCD19p+4FzgTr1ISYd93urJfw6lbkZOcgMi1VWPn7v2dCyHS0oP8Vcn1E+V5r3Br1TAAgNOwRdDQk+DZ+b2IXDcBDacGwahRB5X+Dadth0j3X989pJblGjupHxNPRERULWgaimHmbqzS1nFLK5XdQFZtzfAqNReRAdFwm+YCgfD1vzyauEmhJRWXSxwKhQIv47JUdhOVp8fnnuPx2WdoNLkeIhbeKrH/w0MJSIt8gZ4nO8GovgQAYNrYCPtbhuLetljU91V9ZLXUxRAmjY0qJHYiIqLqRENXAkMnd5W2BlMCVXYDSeu3RX5mKhJCf4Zd76kQCF8/30vfwQ0a+uXz/1uFQoGc53HQMbcvl/n+K+3OOaTdOQfbnpPwIHhRif1fxt1C9uNoNJq9B1KX17UWpa7tkP73JTwPO1gg8aTv0KjEHVRUtfGpdkREVGnlZuRhn/tRnBmruhPp4qyrCHY9jKwn2cWOL+wImnFDCfIy8pGflV+usb58lIUb30fhtxahCJ9/s1znfkOeJ0fYF9fxwQxXaBmVbidS6s006JhrKZNOAKBrpQNpPUPEhz6ukDiJiIiqqvzsDFye4YE7P41Xab/362xc+KwBXqU+KXZ8YQkUPbuGkGVnQFaK3UJlkZMUj4cHViF8dis82LmgXOd+Q56fh+igr2DfdzrEpUyUKWSvv2Np6Pyzi0kgFEKkrQ/8/1MNqWbhjiciIqq0NA3EaPU/dxwfeA73d8fBcaAdEk48wb0tsWjn7wFdS52SJ/mPZ5eToWulDbH+u+9wkuXIEBeSiOidD/Hk7HPomGujdn9bOA9T/RdHeb68xLkEIkGJtTAiN8RAIBKg7ihHPNgdV7oYX8kh1BQVaBdpCfHiXkaB9hMfnUduai50LLTh0NcGH8yqDw2dguOJiIiqIw0dA9Qd8wNurhyMp+f3wKL1AKTcOIknp7fCxW89tIzKfgzsxb3L0DSygoaO/jvHJ8/LQVJ4CJ6eC0Za5DloSsxh3qofLNoNVen3JvlTLKGoxO8eiX9shEAgglWnkXh2fk+pYjR0codurXqI3fstnEcshYaeBE/P70H2k/uoM/LbAv0j5nZEXkYKtE1tYNn+I9j0+AQCIb97VCdMPBERUaVm1dYMLmOdcPmrG5C6GuLCtKtw8LGBQ1+bMs/17FISHv4WD/cFjd4ppqSrqYjZ8RAPfouHPFcGm65W6LStFaw6WEAoUv0C9zIuE/ubh5Y4Z+vVTeE0pOgt8llPsnFzVRQ8A1sWWKM4BrX1kPU4G1lPspWJurzMfKTdzYAs558aUZqGYjT4tA7MW5pCpCPCk3PPcWf9PaTfy0Cnba1LvR4REVFVJ63fFtZeYxCzbS70bFxwb/N0mLXoC7MWfco8V/rfl/D80gE4Dpn/TjFl3L+GJ+d24vnF36DIz4VxE280+HwrjBp6FkjS5CQ9QtjMFiXOWXfsD7BoO7jI669SnyDu4A+oP+mXMiWCBCINNJq1G3f+Nwphs1oCAISa2nCZuA6Gzs2U/TQlFrDrOwOGjk0BAZB8NRSx+77Fq9THcB6xtNTrUeXHxBMREVV6Tb5qgMQzT3HkwzPQNtZE82UflHmOzMRs/OkbBos2ZnAZ5/TWsYT2O4un55Ng6m6EpnMbwKFPLWhKij72pmOpgx5HO5Q4r76dbrHXIxbegpWnOazampUp3tr9bHH9u0ic//wKWnzbGEKxEBELbyI/Mx8CjX8SWMaNpDBuJFW+t2prBl1zbVz+8jqSrqTAtKlxIbMTERFVTw4Dv0Tq7TO49k0viA2M4fQWiZBXKYmIWj8RUtfWsO789kXEb3w7AOlR52Hg5I7aA7+CWYve0NCVFNlfU2qBxvOOlDivtpltsdcfBC+CtEF7SOu3LVO8stxsRP40HoACrpM2QUPbAM/DD+NuwKfQmBoEqUsrAIBRow4q9Z6MGnaAUFMbCaEbYNdrCjSlFmValyovJp6IiKjS09ARwbabNW6v+RsOPrbQkpbtSWu56bk4Oew8tIw04bmphbKo+NvQlIoBAZD3Ih+56XnIz5JBs+jvfhBpCmHUsJgO/09QzC6m5+HJiDucgO4hHZCbngsAyM9+vVsp72U+NHRE0NAt/H/pWkaaaOfvgfNTr+C3Fq93Xpm3NIHjIDs8Ofe82Jjse9fC5S+vI/lGGhNPRERUo4g0dWDSpBviQ9bCvGVfiPWkZRqfn5WOW6uGQ0PfCK6fblQWFX8bGroSQCBAfvYL5GelQ/Yqq9jEk1BDE/p2DUqeuJhdTC+iw5EU/jsaf30Y+VnpAF4nlAAgP/slhJo6EGkV/o9mT//cgYz719BiVbiy5pW0flvkPH2A2D1L0XjuoSLXNfPojYSj/ngZdxvGTDxVG0w8ERFRpZd6Jx2RAdEwbiTB3V9i4DzEDpK6hqUam58tw8kRF5CbkYfuhz2hafhutZ06/NISGbEvEb3jIe5uvo9ry27Dsr05nAbZwba7dYF6SOVx1O5F9EvI8xT4vcupAtd+axEK+z610D6geZFzW3e0QL+IbsiIyYBQSwQDez2c/Oh8gacAEhER0WuZj+4gIfRn6Nk1ROLxzbBoOwS61nVKNVaWm43bqz+GLPsFPph7CBq6pfvOUpT6kzYh+1ksnp7dicQTmxG7dzmk9dvBos1AmLh3h0hTteZleRy1y34SA4UsD1cXdC1wLXx2K5g27w3Xif6Fjs1KvActI8sChdb17Rvi6V+7S4yLqh8mnoiIqFKT5crx12fhMG1ihM672+JYrzP4a1IEuv3uCaFG8f96KM+X488Jl5F+LwNdf2sPXauyFyMvjIGDPpp80QCNZ9dH4qmniN7xEOc/vwLR7Guw71ULdT+uDZPGr5/8Uh5H7aw7WaDLXtVt7omnnuL22nvoENgCBrVLLlYqFAmUybr0exl4fPY5Om0vvnZT7G/xAADTxuXzuGciIqKqQJ6fi7sbJsOgdmM0mrUL15f0wd0Nk9F47iEIRMX/CK2Q5SNqnS+yEqPh9sV+aBlZlUtMOuYOcOg/B/Y+s5B66zSent2Jv3+ZBuHWL2DarCesOn4Mg9qvSxGUx1E7o0Yd0Wi2ajHx1JunEB/yE+pP+gXaFo5FjtUyqYVXqY+R+yIZmob/JJ8yYm9C27T4433PLx8AhCLo2zcsMX6qOph4IiKiSu36d3eQEZuJnic7QaQpRJs17vjd+xRu/nAXH8x0LXbspTnXkfDHE7gvaIi8l/l4HpGivGbcUAKR1rs9MUUgFKCWlyVqeVniVcor3N8Xj5idD3Fj9V10DHxdTFOkKVQmod6Wjrk2dMy1VdoyH71+JLOZhwm0TbSU7b+1DIWejS667PknUXXlm1swdTeG2FCM1NvpuLk6Co4DbVXqRZ37NBwGDnowdpNCpCXEk3PPEflzDGy7W71z/ERERFXJw/0rkP0sFk0XHYdQQxP1xv+Iqwu6Iu7Qatj3nVHs2OitXyDl+nHUHjIfspwMvIiJUF7Tt2sIoVirmNElEwiFMHbrBGO3Tsh7mYJnF/bh6blgPDq0GvUnbwbw+qjdmyTU29KUmENTYq7S9irpEQDAsI6Hym6msNmtoWViA7dZuwAA5i198Oj3Nbj9w3DYfvgZRNp6SAo7jPTIc6g3fo1y3M2VQyF1bQM9m9ff55KvheLJmW2w7jKuwNpUtTHxREREldazsGTcWXcPzZc3hoHD6109krqGaPJlA0QsugWbLpbFJkUen34GAIhYcKvANZ/L3tC30yu3WLWMteA6zgmu45yQ/Tyn3OYtK3m+AgqZQqUt83E2YmZfQ256HvTtdNFoSj24jHdW6SOpZ4AHex/hjn805Lky6NvpoeHkumg4ud77DJ+IiEitXtwLQ/yR9XAesQw65g4AAF3rOnAY8AUe7PoGxh90KTapk3rrDADgwc6FBa55rLhU4o6fshDrG6NWl3Go1WUcctOLr9tYkRSyfED+z5NytUxqwW3WbsTu+w7RW7+APDcHOha1UW/8Gpi37q/sp2vljKdnd+JVaiIUcgV0LB3hOHThOxVip8qJiSciIqq0zD1MMDzRp0C76wRnuE5QTZxA8fponUAkgEDwulB3v/CCdQkKI5cpoJArSu5YSjpm2iV3ekdOQ+wLrQlV2D23W+dR4nyNJtdDIyaZiIiohjOs44F2v8QXaK/lPR61vMertCkUitdJF6FI+d2j+crLpVpHIZdB8a9kzbvSlJTtqbdvw6Lt4EJrQhV2z/oObmg4bVux8zl99E25xUaV29uX1iciIqpEEk48RZDNAdxcfbfMY/c2PoLfWv5RAVERERFRdZV64wTOjbPDo0P/K/PYS1ObInx28bUWiaoL7ngiIqIqr8WKxsh/mQ8A0HmLAuJeO9tAkScHAOg7lN/xOyIiIqqenEd+C1lOJgBAy8iyzOMbTt/+ercUAG3zwp9qS1RdMPFERERVnsTZ4J3GGzeQlFMkREREVBPoWjmX3KkY+nYNyikSosqPR+2IiIiIiIiIiKhCcMcTERFVO/uaHYNNF0s0X1a2RwlvtdyPpvMaosEndSoosn/IcuW4tuw27u95hLyX+TDzMEbzpR+UuHsr+Voq7m6+j+dXUvAi+iVqeVmg07aCNSJyX+QhYtEtPApJRH62DKaNjdDsm0YwbihV6Zca+QJXl9xC0pVUyPMVMKpviA9muMKybcUXKSUiIqouLs9oDuMPOsN5xNIyjTs72hq1B30Nm+4TKyiyf8jzcxG7dzmend8LWc5LGDo3g9PwJaXavfXiXhjuBy9CZtxtiA1NYNVxJGx6fKosqv5fCaEbcH/HfBh/0BkNPt+ibM+4fw2xe5chMz4K+Vnp0DQ0hbRBe9j7zHqrI4tUNTDxRERE1U6HzS2gKRGXeVy33z2hZ6NbAREVFDb3OmJ/S0CzBQ2ha6WDm/+7i+MDz6HXmc7QNCw69mdhyXh2KRkmTY0gy5YX2e+sXxiSr6ei6dwG0DbTRuTP0fhjwDn0PNEJerVe32NO8iscH3gO+va6aPVDUwjFQkRtjPk/9u47rOqyDeD49ywOe+8hICjiAnFvTXNladPStpVZvWZm2VDTMtNsqmXThmmpmdvUSjP3woELBWQJKHuvM94/qGPEFhDH/bkur4vz/J7n+d3nvG8PP+7zDP4Ys4dhm/vhECxLEIUQQojaaP2/r1Fb2de5XcjU9Zg7eTd8QJWIXjqN1P1raX7/G2gdPIjf8DER80bRcdZ21Ja2VbYrvHieEx+Mxr51H3wnvkxBwmnO/zwbhVJVacKsJPsS8Ws/QGPrXOGariALC49A3PuMRmPnQtGlOOLXfUju+WN0mL4JpUbboO9ZXBsk8SSEEOKG49jO/orauXR0bNhAqpCfVEjU0ji6zAkhcLQfAE6hDvzScTPnvj9Pm+daVtm21dgAgp8s+2Zy6507K62TejiDpG0X6fd9N3wGeQDg3tOZ1V22cmpRFJ1ntQcgeWcqRWnFDN3UF+tmZZuqu3V3ZkXwBhJ+TZbEkxBCCFFL1r7trqidbUDHBo6kcsUZSaT8tYzAh97Bvc8DAFj7h3BgcmeS/1yCz7Bnq2yb+Osi1FYOtBq/CKXaDIfWvSnNTSdhw3w8Bz5eIVl0fsUsHEMHUZyeWKEvh7b9cGjb73JBqx5onTw58d4D5MUex7ZF5wZ5v+LaIns8CSGEuK6c/f48v3TczDL/dfx23y4yIrJY4r6a6J/iTHV+6bSFA68eM73ePeEw6/r+TsruVDYM3MYy/3VsGvIn6ccyy/W9xH01Jz891+jvIfnPixgNRnxv9zKVaR3M8OjnyoU/LlbbVqGsfEr7v2VEZIECPPu4msrUlmpcuzqRuDXZVPbPSX6af82wUpkrUWqUYKztuxFCCCFubMnbl3Bgcmd2j2tOxLxR5MVFsPMxTy7uWm6qc2ByF6KWvGZ6HfnVRA5P7U/WmT2Ev3Eru8cFcOTNYeTGHi/X987HPEn8dVGjv4fMEzvAaMC583BTmcbaAYc2fck8vq36thHbcAobglJtZipz6ToCXUE2OdGHy9XNPruf9PDN+N/72n+7qZLGygEAg7601m3E9UUST0IIIa4bCVuS2f/yUTz6udJvcVc8ervy11MHatW2KLWYg1OP0+aZFvT5ogv6Yj1/Pr4fQ2nVy9UqYzQYMegM1f/TV5+1yY7Kw9xZi9berFy5XQsbsqNy6xRPZfTFBhRKBQp1+SSVUqskL6EAXaEeAK9b3TF30XJ4RgQFF4soSi/myNsnQaHA/x6feschhBBCXO/Sj2wh6vspOLTpS+vnFmPfujenP326Vm1Lsi8RvXQa3kPGE/zM5xhKizm94HEMurolWIwGA0a9rvp/Bn21fRSmRKGxcUbzn+WAlp4tKEiOqrKdvriA4oykCvtAWXgEgkJB4b/aGg16on94HZ/hEzCzd6vhPekx6EooSD7H+ZWzsPZth12LLtW2EdcvWWonhBDiuhHxYSTuvVzo/n4YAJ793TDoDBybe7rGtsWZJQz6pTf2rcr2MFBbqvjt7l2khWfg2rXiHgRV2TMxnJgV8dXWsfK25K5Dg6u8XpJdUukeVGZ2ZpRkldQ6lqrY+lth1BvJOJ6Fc1jZ8kGjwUj60Uwwlm08rrZQobU3Y/DaPmx/aC+rQn4FQOtoxoBl3bHxtap3HEIIIcT1Ln79x9gF96LFY+8B4NCuH0a9jrjV79bYVpefRftXfsHKKwgApdaSiLn3kBsTjl3LrrWO4eziSVzavaLaOlonb7q8V/WXcbr87Er3cVJb2qHLz6q6XUE2AKr/tFWqzVCaWVD6r7ZJ275FX1yI1+Cnqo0V4Picu8g5dxAAa78Q2rzwAwqVpCduVPK/rBBCiOuCQW8k40QWHd9oW67cZ4hHrRJPlu7mpqQTgF3Lsp/zk4vqFEfI5Fa0erx5tXWU2qadUOzRzw0bPyv2TzlKj/mdMHfWcnJhJHlxBQD8cwBNYWoxfz62D2tfKzq92Q6FSsG5JbFsf3gfg9f0Nn1GQgghxM3IaNCTH38C//umlyt36jC4VoknM3t3U9IJwNKzbA/H4szkqppUynfki3gOeKzaOv9eBtcUSnLSiF/9Hi2f/LhWsbR47H10BTkUXYolYdMnRMwbRcjra1FbVH+6r7g+SeJJCCHEdaE4vRijzoi5U/kNLM2da3f6ieY/J8WpzMqyL4ai6qem/5eVtyWWnhbVV6riaOF/mNmZUZpTcZp9SXYJZvb1f3BUmSnp/Xlndo4/yIb+fwBgH2xL8JMBnPk6Gq1D2T1OfXKWkuxSbtvaFZVWBYB7b1fW9/2d4x9G0nuRbPAphBDi5lWam45Rr0NjU/7wkcpOa6vMf2cYKdVlzyLG0uI6xaF19ELr4FF9pRqePdRWdugKKy7n1xVkV3san9qy7KARfUH5tgZdCYaSQtPSvbjV87D0CcauZVfTLCmjoWwZoK4gG5XWqtyMpn+W7tkGhGHfujcHJnch5c8fKj0lT1z/JPEkhBDiuqB10qJQKyhKL/+wVpRWt4e3+mqIpXZ2gdYUphZTnFVSbp+nnKg87AIb5ps+pxAHRuy+ldzz+WA0YtPcmgOvHsOxvX3Z5uFA1tlc7AJtTEknAKVKgUOwHbmx+Q0ShxBCCHG90tg4oVCpKc3NKFdempN2VeNoiKV2Fu6BlOakUpqfVW6fp4LkqAr7N/2bSmuJ1tGTgpTy+0AVJkeD0Vi21xNQmBxFTuQ+9j4bXKGPvc8G02bSUhzb9a/0HmZ2LmgdPSi8FFvNOxTXM0k8CSGEuC4oVQoc29qTsDmZ4CcvPyAl/Fq36er11RBL7Tz6uaFQKojfmESLMX4AFGeVkPTnJdq/EFRt27pQKBTYNrcGyhJ0cesuEDa1jem6tbclCVuS0RfpUZmXJZ8MeiOZp7JxaGPXYHEIIYQQ1yOFUoVVs7akH9mC16AnTOXpRzZf1TgaYqmdQ9u+oFCSfmgj7n3HAFCan0XWyR343D6x+rbtbiHjyBb8751qmrWVemAdaks7bAM7AdB89Ex0BTnl2sUsm47SzAK/e17FyrtiQuofxekXKE5PxNylWbVxiOuXJJ6EEEJcN9q9EMSfj+xj74vh+N7uRUZE9uXZR8rqp5g3FOtmVlg3q9/G21aeFgSO8SX8zRMolAosPcw58fFZzGzVtHjY31QvekU8e18I59aVvXDrUTatvyitmIt7y75pLUovRpWvIm79BQC8Brihtiz71R7xUSQ2flaYu2jJic7jxMeROLa3J+B+X1P/gWN8Obcslu2P7iPo8eYolQrO/hBLTkwe3d7rUK/3KIQQQtwImt3+PKfmP8a5bybj3Hk4eXEnuLh7ZdlFxdXZ09Hc2Qdz5/qdNqt19MS9z2jOr5gFShVaB3cSNixAZWGLR7+HTPUu7l7J2cWTaPfSCuxbdQfAe+h4Lu37hTOfP4Nn/0fITzxD4uZF+N01xZTwsm7WtsI91ZZ2qMytsG/Vw1R27rspaKwdsfZvj9rClsKUaBI3f47G1gX3Pg/U6z2Ka5cknoQQQlw3fAZ70HVuKBHzIzm/KgHnDo50mRvKH6N2Y2Z7ff1K6/xWezSWao68fZLSfB0unR0ZuKIXZv/ei8pgxKg3YjQaTUVZkTn89WT5qfT/vL7zwCCsm5V9DiVZJRx+8zxFacVYuJrjf28z2k8MQvGvBJ1TiAMDfupJxPtn2PP8YTCAXZANtyztgVv32p/0J4QQQtyonDoMJvDhOSRsmM+lvb9g07wDgQ+/w4n3HrjuNsIOGP0mKq0lsT/PRl+Uh21gZ9q99FP5vaiMBjDogcvPHhZu/rR78UdifprJiQ8fQmPjiO/IF/Ea8nSdY7DxDyVlx1KSt32LQVeM1tELx/a34DN8Ahprx5o7ENclhfHfT7NCCCHE38LDw+nYsSPDtvbHqb19U4dTpXPLYtk36cjfSZf6zUQS167041lsGrSdw4cPExYW1tThCCGEaGD/PHd0eGMz1n7tmzqcaqX8tYxz30ym87z99Z6JJK5debHHOTJziDx7NIDr6+thIYQQN7XizBKOv38G917OqK01pB/J5MTHkXgP8ZCkkxBCCCEaXGleJvFrP8A+uCcqc2tyzx8lYcN8nDoMlqSTELUkiSchhBDXDaVGQW5sHud/SaAkpxRzJy3+9/gQNq3ivgJCCCGEEPWlUGkoSo3j7L7V6Atz0Ng44drjbvzvndrUoQlx3ZDEkxBCiOuGxlrDLT/0qLmiEEIIIUQDUFtY02bi900dhhDXtauzDb8QQgghhBBCCCGEuOnIjCchhBDiCu2ecJj0Y5ncsWNgU4dSK3nx+azusrVCuXOYA0M39TO9PjbvNMffP1OhXte5obR8xL8xQxRCCCFENSK/mkhe7DE6ztre1KFckVPzHyP9yBb875uG99Dx5a4ZDQaSfvuK5D+XUJSWgNrSDvvWvWg17pMmilY0FEk8CSGEEDeZ0Nda497TxfRaY1XxcUBloeLWn3uVK5MN3IUQQghxpTKObyMnOrzK61HfvUz60d9odsdELL1aUZJ9kZyzB65ihKKxSOJJCCGEuMnY+lvj0tGx2joKBTXWEUIIIYSoDUNpMdFLp+F3z6ucWzypwvXMUzu5uHsFHd7YgpVPsKnctevIqxilaCySeBJCCHHNyTqTw+E3T5B2JAN9kQErTwsCH/ClzXMtAUg9lM6J+WdJP5ZFSU4pts2taf10IM3vbWbqI2V3Kr/dvYsBP/YgalkcF/5IwczBjLDX2+B/lw+nv4rm1KJz6PJ1NBvmSZd3QlBpVQBE/xTHnonhDNnYlyOzT5IWnom5k5b2k4IIHO1Xbez5SYUcefskSdsvoivQ4RTqQKeZ7XAKcTDVSdiSzPH3z5ATlYtCrcTGz4rQl4PxGuje8B+mEEIIIWqUfyGS88vfIjfmCIbSQrSOnrj1fgCfYc8CkBN1iISNC8iLPY6uIAcLN3+8hjyNW497TH1kndlDxNx7aDtpGSk7fyTj+B9orOzxu+c1XLvfxYXfvuLC5s/QFxfgFDaUwIdmo9RoAbi4azlnv36BkKnrif15Drkxh9HYONPsjhdw7/NAtbEXZyRxfuVsMk9sx1BciLV/CM0fmImNX3tTnfQjW4hf9yEFyVEolGos3PzwHfkSjiEDGuHTrChx82eorexw6zWq0sRTyo6l2AV1L5d0EjcOSTwJIYS45mx/eC/mLlq6fxCGmY2G3Ng8CpKKTNfzEgtx6exEy4f9UZqrSD2Qzt5J4RgNRgJG+Zbra/+UowSM8iXwQT+ifohl93OHyDyZTdaZHLrNDSU3Lp/DMyKw9rWi3fNB5druHHeQFg/70fa5lsSuSWTvpCNYuFvgdYtbpXEXZ5Ww5Y6/UFup6Px2e8xsNJz5Oobf7tnFiD2DsHDRkhubx19P7MdvpDcdXm8DBiOZJ7Mpzi6t9jMx6I1gNFb/wSkUKFWK6uv8/ZnsHHcAMwczfIZ4EDa1LVoHs3J19EV6VrTeSEl2WWIveFwALR6U/Z2EEELcmE59/AgaWxdaPP4eagtbCi/FUpKRZLpelJ6IbWBnPPo9jFKjJSfqIOcWvwgGA2697ivXV9SSV3DteR/ufUeTsmMZkV9OID/hFPkXIgl8eC5FqXHE/DQTc1dfmg2fUK7tmUXj8ej3ED7DniX1wBrOffMiZg7uOLbrX2ncpflZHJs9EpW5FQFjZqG2sCXpj8VEvHsvnebsxszWmcJLsZz+5Clcuo7E755XwWAkL+EkuoLsaj8To0Ffq2cPhVJVbZWi9EQSNi6g3UvLUSgqf07JjQ7HMfRWopdN5+KuFRh1JdgFdaP5mLewdA+oPgZxzZPEkxBCiGtKUXoxefEFdJrVHp9BHgC493IpV8d/pLfpZ6PRiFs3JwqSCzm3JLZC4sn3di/av9gKAOcODsRvSuL8mkTu3DcIpabscNeLe9KIW3+hQuKp+b0+tJtQVubZ343cuHyOv3+6ysTTmS+iKckpZeiv/bBwKfsG0723C2t7/MapRefoOL0tGRHZGEqNdHknBI21xtR3TX6/ZxcX96ZVW8etuzODVveu8rpSq6LlI/549nfFzNaMtPAMIj6OJP1YFsN+7Wf6PGz8regwtS2O7ezQFxk4vzqBfZOPUpKjo80zLWqMVQghhLielOamU5QaT/PRb+IUOggA++Ce5er8e8mX0WjELqgbxRnJJP+5pELiybnTcHxHlM3qsfHvQNrhTaTuX0OnuXtRqst+92dF7iXt4PoKiSfXnvfgM/x/ADi060dhajzxaz+oMvGUtPVLdAU5hE7fhJmtc1nsrXtx6NVeXNi8CP/7ppEXdwKjvpSAB99GbWFt6rsmEe/eR3bk3mrr2AV1p/0rq6qtE/PjDJw7DsM2oGOVdUqyU7m0ewWWni1pNW4hBl0psb/M4cT7o+k0ewdKjXmN8YprlySehBBCXFO0jmZYeVty5O2TlGSW4N7bFStPi3J1irNKODbvNImbkylIKcKoN5ra/pdHX1fTz2a2Gsydtbh1czYlWQBsA6wrTeo0G+ZZ/vVwL8JnRmDQGyudWZS04yLuPZ3ROmgw6AwAKFQK3Lo7k340EwCH1rYoVAp2jj9Ei4f8cOvmjJmtpsbPpeu8UHR5umrrqK2r/7Vu6WZO17mhptduPZyxC7Jl+0N7id+UhN+IsoRe83ualWvnfas7hhIDER9FEvxkQLnPTgghhLjeqa0d0Tp5E/vzO+jysrBv3QutY/lngNL8LOLXvEf6kS0UZ6aAQf93W4cK/dm36XO5b0tbzGydsW3ZzZR0ArB0a072mT0V2jqHDS3/uuMwzi9/C6NBX+nMosyTf2Ef3AONlT1GfdlzgkKpwi6oO7nnjwGULV9Tqoj8/Bnc+z2IXctuqC1ta/xcAh+Zi74ov9o6KvPqDx7JPPEnWSd30HH2zupvZjRg1OtpPeFbzOzKvnC09GzB4df7cWnv6hqXG4prmySehBBCXFMUCgUDl/fgyDunOPDqMXQFehzb29NpZjvcupd9k7fn+cOkHsyg/aRW2LWyxcxaTeR354lbm1ihv/8mdZQaZaVl+iJ9hbbmztpyry2ctRhKjRRnFGPhUvGbt+KMEtIOZ7LUe22FazZ+ZQ9mtgE29F/SnRPzI9nx2H4UyrIZT11mh2DlbVnl52Ljb12r6e515TXQDbWliozjWabEU2X87vAmfkMSuefzsGtZ88OqEEIIcb1QKBS0nfwjcavmEvXDaxiKC7D2a0/z+2dgF9QNgLNfTSQn6hDNRryAlWcQKgsbkrd/R+qBdRX6U1vale9fpamQ6FGoNRhKiyu01fw9a+kfZrYuGPWllOZmmBIy/1aam0Fu9GF2PdGswjVzVz8ALN0DaDPxexI2zOfUgrEoFEoc2vUj4MG3MXeq+ne/hZt/vZ89opdOw3PgWFRai3JL+wylxegKsk2fldrKDq2jZ7n3aOkRiNbRg4Kks9XHIK55kngSQghxzbENsKHvV10xlBpIPZjBkXdOsv3hvdx9dChKlYILv6XQcWY7Wj3xrzX/38Q0eBxFacVYelyebVWYVoxSo0DrqK20vpm9GZ79rQmdUnFjTKX28iwhr1vc8LrFjZLcUpK2XeTQGxHsmRjOrT/3qjKWhlhqJ4QQQojKWboHEPzsFxh0peREHSJu1Tuc/PgRun4QjkKlIuPY7zS/fwZeA8ea2iRvMzR4HKU5aWgdPEyvS3JSUag0aGwqP2lWY22PhVt/fO98ucI1pfryTHDHdv1xbNcfXWEumRHbiflxBme/nkT7l1dUGUtDLLUrTIkmYcN8EjbML1cet/pd4la/S88vYlBqzLH0DEJflFtpH4bSokrLxfVDEk9CCCGuWUqNErcezrT5X0v+fHgfhSmFmLuYYzRQbrlXaV4pCVuTG/z+8ZuScGxnf/n1hgs4trevcgNvjz4unP85AdsWNmisav4Va2ajwW+EN2nhmcSuqThb698aYqldZRJ/S0FXoMcptOJSgX+LXZuImZ2mbOaVEEIIcYNSqjXYt+qO/rbnOPXxoxRnpWBm6wJGA4p/LZXTFeaRfuS3Br9/WvivWPu2u/z68Cas/dpXuYG3feveXNq7CkvPFqi0Vc+c/ofawgaXLneQG3OE1P1rqq3bEEvt2k35uUJZxNx7cO//MC5d7kChKkuOOYYOJG7VXEqyL2FmV7ZNQkHyOYozkrH2bV+hD3F9kcSTEEKIa0rmqWwOzYjAb4Q3Nr5WlOSWcmL+Wax8LLH2s0apUuAU6sDJBWcxd9KiUCs4ueAsZjYaioorTlmvj5iVCagsVDi1syd2TSKX9qVzyw/dq6zfelwg51clsvXOnQQ/GYCVlyVF6cWkhWdg4W5B63GBnP3+PKmHMvC8xQ1LV3Py4vM5vyoBj36uVfYLYBdoU+/3c+iNCBRKcO7oiJmdhrQjmZycfxanEHt8hl7+dnXjoO00v68ZdoHW6Iv0nF+VSPzGJDq91U72dxJCCHHDyU84RcxPM3Hpcgfmrn7oCnNI3LgQrbMPFq5+KJQqrP1DSdy0EI2NEwqVisSNn6C2tKEkp2GfPS7t/hmVxgJr33akHlhDTuQ+2kxcUmV9r8FPcWnvLxyfcxeetz6B1tGL0tx0cmPC0dq74zX4KZK3LyEn+jAO7fphZudGcVo8l/auwqFN32pjsfQIrPf7sW/Vo9JyCxffctfc+4wh6ffFnPzoYZrdPhGDvpS4X97FwtUPl64j6h2HaFqSeBJCCHFNMXcxx8LVnBPzz1KQUoiZjQbXrk70+qSTaaZRr0Wd2P/SUXZPOIzW0YxWYwPQ5es4tehcg8bS+7NOHHn7FBEfnMHcSUu390LxGuheZX2to5ahm/pydM4pwmedpDizBHNnLc5hDvj8vVG5Q2tbErcmc/iNCIozS7Bw0eJ3p3ely/Maml2QDWe/Pc+5H2LRFeqxdLcgYLQvIS8Fo1RfTijZ+Flx+vMoilKLQKHAvpUtPT/pRPO7fRo9RiGEEOJq09i5YmbnSsLGhRRnpqC2tMG2ZVeCnlxgmmnUatwnnPtuCme/eh6NtQOeA8eiL84ncfNnDRpLq6c/Jfbnd4hf9yEaWycCH52HY8iAqmO3diR02gZiV80lduXblOZlorFxwjago2mjciufYDKO/cb5n2ZSmpeJmZ0LLl1HVro8r6moLaxp//JKopdN48wXz5XtQ9W2H80fmFGrmVzi2qYwGmvaLUwIIcTNKDw8nI4dOzJsa3+c2ts3dThXVfRPceyZGM69J4dh7lT5fk7i6ko/nsWmQds5fPgwYWFhTR2OEEKIBvbPc0eHNzZj7XfzLa26uGs5Z79+gW7zI9DYODV1OALIiz3OkZlD5NmjAch8eSGEEEIIIYQQQgjRKCTxJIQQQgghhBBCCCEahezxJIQQQvxHwP2+BNzv29RhCCGEEOIm4dZrFG69RjV1GEI0CpnxJIQQQgghhBBCCCEahSSehBBCCCGEEEIIIUSjkKV2QgghmkzK7lR+u3sXwzb3wynUoanDqbVj805z/P0zALj3duHWlb1M10pySjn0RgQJvyZhKDXi2c+VzrNDsHQzr9c9439NYsdj+7ELsuGOHQPLXcs+m8OhGSe4uDcNlZkSr1vd6TSz3RWdyLd7wmFiVsRXKL9lWQ+8bnGrU19FacVEfBRJ6uEMMk9mo1QreCDmjgr1fh32J2nhmQCETW9Lm2da1DluIYQQojayzuwhYu49hE7/FRv/kKYOp9bi1rxH/NoPALBv3Yt2L60wXdMV5BDz0wzSwzdj1Jdi37YfgWNmYWZft9/bAKn715J6cD25MUcoyUzG/75peA8dX+/49UX5HHqtDyWZyRU+++Nz7iY7cm+FNh1n78DSo+7PBAXJ54j+YSo5UYdQmVvj1vMefO+aglJtZqqz7/kQSnNSAWj1zBe4dB5+Be9K1JYknoQQQogroLJQcevPvTCzKf+rdOe4A2RF5tJ1bigqcxVH3znFttF7GLalH0r1lU001hXqOTQ9AnOXiomkktxSfrtnF5YeFvRe1AldoZ4jb59i24N7GbqxLwqlos73s/a1otenncqV2bWwqXM/BSmFxK5JxKmDA04h9mSezK60XvcPwijN17H5th11vocQQghxs1CamdPu5ZWoLWzLlZ9Z9DT5FyIJfHgOSo2W2FVzOfHBGDq8sRmFqm5/8qcd2khRahyOIQNJ+XNJg8Uev+5DjHpdlddtW3TGf9T0cmXmzj51vk9pfhYR796HuZs/rZ/7muLMZGJ+mom+uJDAh2ab6rV9YQlF6Rc4vXBsne8h6k4ST0IIIcQVUCjApaNjubLUQ+kkbb/EgJ964Nmv7FtG2wBr1vX+nfiNSfiN8L6ie52YH4mVlwXWzaxIP5ZZ7trZb2MoydVx2x/dsXApm1Vl62/NpiF/krA5mWbDPOt8P5W5ssJ7uxIOre2498QwoGyWWFWJJ/tWtpWWCyGEEOJfFEpsAzqWK8qJOkTmiT9p++IyHNr2A8DCPYDDr/cl7fAmXLpUnGlcnVbjP0OhLPuirKESTwXJ50ja9i3NR71B1PdTKq2jtrSr8N6uRMr2JegKc2n93NdorMtm0xsNeqKWvIrP8AloHdwBsPZrj9r6+pltf72TPZ6EEELUSfRPcfzgtYbC1KJy5cWZJSz1WcPZ788DZUmY7Q/v5eeQX1nmv44NA7YRs7LiEq5/y4vPZ4n7auLWXyhXfnDacX7ptKVcWX5SIbuePcSK1htZ5reWLSP/qpCUudou/HERMzsNHn1dTWV2gTY4trXjwh8Xr6jP3Ng8Tn0WRee3K18OkBGRjUNrW1PSCcAp1AGtoxmJW5Ov6J4N5UpmWwkhhBD/dXHXcnaO9aEkO7VceWleJrue8CV5e1mCJCfqECc/foT9L3Rg97gAwqcP5OKen6vtuygtgZ2PeZJ6cEO58uhl0zkwuUu5suKMJM58/hx7/9eG3U8159g7d5Ibe7wB3uGVy4jYhtrSDvs2fU1llh6BWPm0IeP4tjr390/SqSFF/zAVj34PYeER0OB9/1dGxDYcWvc2JZ0AXLrcDkYDWSdlZnVTkcSTEEKIOvEZ5olCrSBuXfnkUPzGste+t3sBkJdYiEtnJ7q/34H+S7rT7DZP9k4KJ3p5XL1jKM4qYcsdf5FxIovOb7en71ddUVuo+e2eXRSmFlfb1qA3YtAZqv+nN15RXDlRedgGWKNQlE+42LawIScq94r6PDj1OAH3NsOxjV2l1/XFelRmqgrlSjMl2eeu7J65sfn81GI9S33WsHHQduJ/TbqifoQQQoiG4BQ2FIVSTdrB9eXK0w5vAsD57/15itITsQ3sTItH36PN89/h3Ok2zi1+kYu7VlTos65K87M4Nnsk+QknCRgzi+Bnv0SltSTi3XspyUmrtq3RoMeo11X/z6C/orgKk6OxcA+o8Oxh6dmCwuSoK+qzIaUe3EB+4hmajZhUbb3syL3sHhfArif9OTbnLrIj913R/QqTo7DwCCxXpra0w8zOjYJr4PO4WclSOyGEEHViZqvBa4AbsWsSaTX28jdX51cn4tHXFa1D2caN/iMvLyszGo24dXOiILmQc0tiCRjlW68YznwRTUlOKUN/7YfF3/seufd2YW2P3zi16Bwdp7etsu3v9+zi4t7qHxDdujszaHXvOsdVnF2CmZ2mQrnWzoz0rLrPxkrYmkzqoQx67K566rmtvzVRy+PQFepRW5QloPITCyi8WITGqu6/5h3b2eEc6oBdkA0lOaWc/e48Ox7bT58vu5iSikIIIcTVpLa0xbH9LaTuX4PnwMdN5an71uDQtq9pdotr15Gma0ajEbugbhRnJJP85xLcet1XrxiStn6JriCH0OmbMLN1Bso2+T70ai8ubF6E/33Tqmwb8e59lW6e/W92Qd1p/8qqOsely89CbVlxybra0g5dflad+2tI+uICzv80A7+7X0FtUfVekXZB3XDtcQ8W7s0pyUwhcfNnRMwbRftXVmEb2KnKdpXRFWRX/nlYNf3ncTOTxJMQQog68x/pw1/jDpCfWICVtyUFF4u4tDeNHgsuPxwUZ5VwbN5pEjcnU5BShPHvWURaR7Oquq21pB0Xce/pjNZBg0FnAEChUuDW3Zn0o9UneLrOC0WXV/XmlgBq66b/9agv0nNoWgQhk4OrPZ0u8EE/Tn8Vzf6XjtBhaht0hXr2TT5StsztCla6BT9Z/ltCn8EebB6+g2PvnpbEkxBCiCbj0m0kZxY9TVF6IuZO3pRkXSQ7ci9BT8431SnNzyJ+zXukH9lCcWYK/D2LqCH28sk8+Rf2wT3QWNmbNslWKFXYBXUn9/yxatsGPjIXfVF+tXVU5lb1jvFak7D+YzS2Lrj1vr/aer53vlTutWPorRx+vR/x6z6i7aQfGjNEcZU0/ZO1EEKI647Xre6oLdXErkmkzXMtiVuXiFKrwmeIh6nOnucPk3owg/aTWmHXyhYzazWR350nbm1ive9fnFFC2uFMlnqvrXDNxq/6Bzcbf2sw1rCUTnFlexNp7czITyqoUF6cXYLWvm4Jt9NfRqFQgt+d3pRklwBgKDWAAUqyS1BZqFGZKbELtKH7B2EcmnacmJ8TAGh2mydeA9worSHBVhsKpYJmt3kS/tbJcrOqhBBCiKvJMWQgKq0lqfvX4jPsWVIPrEep0eIUNsRU5+xXE8mJOkSzES9g5RmEysKG5O3fkXpgXb3vX5qbQW70YXY90azCNXNXv2rbWrj5N9qzh9rKnuKMikvidQXZqK3sr6jPhlCUlkjils9p/dzX6AtzAEzJN31xPvqi/CqTbSqtJY4hA0g7tLHO91Vb2qErqLjVgC6/aT+Pm50knoQQQtSZ2kKFz1APYteWJZ5i1yTiPcjdtLRLX6Tnwm8pdJzZjlZP/GsjyW9iqu1XZV6W1DCUGsqVl2SVlHttZm+GZ39rQqcEV+hDqa1++8LGXGpnG2hN8s5LGI3Gcnst5ETl1fnktuxzeeSez2dlm00Vri0P2kjXuaG0fMQfgID7muE30puc6Dy09hosPSxY1+d3vAd7VGgrhBBCXI9UZhY4dRjyr8TTWhxDb0WltQTAUFpExrHfaX7/DLwGjjW1S95mqKpLAJSaslnFRl35Zw1dfvmTWDXW9li49cf3zpcr9qGu/sulxlxqZ+ERQNapnRWePQqTo7D0rvicdLUUpcVj1JVw8qOHKlyLmHsPNs3DCJ22oZKW9WPhEUhhSvm9nHQFOZRkX8TyP3s/iatHEk9CCCGuiP9Ib7Y9uJek7RdJO5xJ2/+1NF3TlxgwGkCpuZwEKs0rJaGGU9bMnbUoNYpym2LrSwxc3Jterp5HHxfO/5yAbQubOu9j1JhL7bwGuBHxYSQpO1Px6FN2sl1OdC4ZEVm0ebZFnfpq+7+WBIwq/63qyYVnyY7Ko8dHYdgGWJe7pjJT4hBcltxK3pVKTkxehfZXwmgwErc+CbsgG5ntJIQQokm5dB3JpY8eIjPiT3KjD+Mz7FnTNUNpCRgNKNSX91rUFeaRfuS3avvU2DijUGnKbTxt0JVUSBTZt+7Npb2rsPRsYUp21VZjLrVzbHcLCes+IuvUThza9AGgICWavPgTeP/r87narJu1od2U8icK5sefJObHNwh8eC42/pWf1gtle0NlHPsdG//QOt/Xsd0tJGyc//deT2UHs6QdXA8KZbmT/8TVJYknIYQQV8SjrytaRzP2vBCOmZ0Gz1vcTdfMbDU4hTpwcsFZzJ20KNQKTi44i5mNhqLiqk+dUygV+AzzJHJxDDZ+VmgdtUQujimbnv6vb/Fajwvk/KpEtt65k+AnA7DysqQovZi08Aws3C1oPa7qb7TsAqve3LK+XDo54dnflT0vhNPpjXYozZUcfecUDq3taHabp6le9E9x7JkYzq2reuHe06XyOFvYYNeifKzRy+PJTyos16Y0X8fx907j2t0ZlVZF2uEMTiw4S8jk4HLvNWV3Kr/dvYseH4URcH/lm7vnJRSwZ8Jh/O70xsbfipKsss3F049l0vfrruXq/tJpC9Y+ljXODItbX3baYfbZ3L+TWGWvnUIdsPap24O7EEKIm5t9mz6orR04u3gSaks7HNrfYrqmtrTF2j+UxE0L0dg4oVCpSNz4CWpLG0pyqnv2UOLUcSjJf3yDhasfGhtHkv74BjDy780SvQY/xaW9v3B8zl143voEWkcvSnPTyY0JR2vvjtfgp6q8R2POtLEN7IRD236cWzwJ//vfQKnRErtqLlbewTh3HGaqd3HXcs5+/QLtpvyMfaseVfaXf+EsBUlnL79OPEPqwQ1ly9/+9XnvfMwT1573EfTER5X2o7a0q/I+1n7tsfZrD0D22f0k/vopTmFDMXf2oSTrIombP6MkO5XgZ74o166mewK493+IpD8Wc2r+4/gM/x/FmSmcXzELj34PoXVwr7KdaFySeBJCCHFFlBolzYZ7cu77WAJH+6IyK7/ErdeiTux/6Si7JxxG62hGq7EB6PJ1nFp0rtp+u7wdwr6XjnBw6nE01mpaP9MC20BrEn69PFtK66hl6Ka+HJ1zivBZJynOLMHcWYtzmAM+wzyr6b3x9f68C4feiGDfS0cw6Ix49nOl89vtUaovfz66grLNTv85ka8+FEoFWWdyiF4eT2m+DrtAG7q+E1IhufTPPc1dzavsS2OtRmOrJuKjSIrSilFqlDiF2DNgWQ88+7v9pz8d5q41x//Xkwcqfd3jozCsq0iACSGEEJVRqjU4dxpOyp9LcOv9QIUlbq3GfcK576Zw9qvn0Vg74DlwLPrifBI3f1ZtvwFj3ibqu5eIXjYNlbk13kPGY+EeQHr4ZlMdjbUjodM2ELtqLrEr36Y0LxONjRO2AR1xDhvaKO+3tlqN/4yYn2YQ9e3LGA067Nv0JWDMLBSqy3/u64vL9qA0s638C69/pB1cR/zaD0yvL+1ZyaU9K9E6edPlvQPl+7Krvq/aMLNzxagrJXbVHHR5mai0ltgEdqLFI3Oxad6hYvw13FNjZU+7l1YQvfR1Ti14HJW5NW59HsDv7lfqHau4cgqjsaZdzoQQQtyMwsPD6dixI8O29sepvX1Th3NNOTbvNKcWnWPU2eEolIqyE+TqYNdzhyjOKGHAsqq/cWxoR+eeIn5TErf/OaDcHhBXIjc2jzXdfmPopr44hznWOzaD3ghGI0u91xI2vS1tnqm4LDH9eBabBm3n8OHDhIWF1fueQgghri3/PHd0eGOzaTaMuCxuzXskbv6MHp+cAYUShbL6PS3/K/KL/1Gal9kgp8RlntrJyQ8fovPcPWgdr84Xfg19T6NBT1FaAoem9KDVM1/g0nl4hTp5scc5MnOIPHs0AJnxJIQQQlwBXYGepd5rce/twq0re9WpbeqBdHp+0qmRIqvcpQPptHs+qN5Jp7K+MvDo69ogSSeALbfvIC08s0H6EkIIIW5UhuICdj3RDPvWvWj30oo6tc2JOkjQkwsaJI6ccwdx63nvVUs6NcY9978QRmlOaoP0JWomiSchhBCijlo85If3rWX7BGhs6v6r9M4Dgxs6pBoNWlX3U/qqEnBfMwLuq//G5f/o8XFHdPllG75belk0WL9CCCHEjcK974M4htwKgMrCuobaFXV+d1+DxeI7YlKD9dVU92z74jKM+rJnD3NXWfrf2CTxJIQQQtSRpbsFlu6SIGko/91EXQghhBDlaR3cZXPsBmTdrE1Th3BTqdvCUCGEEEIIIYQQQgghakkST0IIIYQQQgghhBCiUUjiSQghhBBCCCGEEEI0CtnjSQghRLWyz+U2dQhCyP8PhRDiJlGQHNXUIQgByP8XG5IknoQQQlTK2dkZC0sLdj97qKlDEQIAC0sLnJ2dmzoMIYQQjcDZ2RlzC0siv3iuqUMRwsTcwlKePRqAwmg0Gps6CCGEENem+Ph40tLSGqXvrVu38vbbb2NlZcVbb71Fx44dG+U+onEdOnSI6dOnk5+fz+uvv86gQYMa7V7Ozs40a9as0foXQgjRtBrzuaMpFBYWMnr0aKysrPj2229Rq2+8eR+lpaU89thjFBQUsHTpUiwsbqxTf+XZo2FI4kkIIcRVlZOTw3PPPceSJUsYNWoUixYtwsHBoanDEvWQmZnJ008/zYoVK3j44YdZsGABtra2TR2WEEII0aTGjx/Pd999x5EjRwgKCmrqcBrNmTNnCAsL49FHH+XTTz9t6nDENUg2FxdCCHHV7Nmzh9DQUNasWcP333/Pjz/+KEmnG4CDgwM//fQT3333Hb/88guhoaHs3bu3qcMSQgghmsz69ev57LPP+OCDD27opBNAq1ateP/991m0aBEbN25s6nDENUhmPAkhhGh0Op2OWbNm8dZbb9GtWzd++OEH/P39mzos0QhiYmJ48MEHOXDgAFOnTmXq1Kk35NICIYQQoioXL16kXbt2dO3alXXr1qFQKJo6pEZnNBq5/fbbOXjwIBEREbi6ujZ1SOIaIoknIYQQjSo6OpoHH3yQgwcPMn36dF577TVJRNzgdDodb7/9Nm+++SZdu3blhx9+oHnz5k0dlhBCCNHobuYEzM2YcBO1I0vthBBCNAqj0ci3335LaGgoly5dYufOnUyfPl2STjcBtVrNG2+8wa5du0hJSSEkJITvvvsO+a5LCCHEje6zzz5j48aNfP311zdV0gnAzc2NxYsXs2HDBr744oumDkdcQ2TGkxBCiAaXmZnJuHHjWLlyJY8++ijz58/HxsamqcMSTSAnJ4cJEybw3Xffcd999/HZZ5/Jvl5CCCFuSLLJdpmbZVN1UXuSeBJCCNGgtm/fzsMPP0xeXh5ffPEF9957b1OHJK4BK1asYNy4cVhbW7NkyRL69evX1CEJIYQQDaakpITu3buTn59PeHg4lpaWTR1Sk8nPzycsLAwbGxv27t2LRqNp6pBEE5OldkIIIRpESUkJU6ZMYcCAAQQGBnL8+HFJOgmT++67j+PHjxMQEMAtt9zCK6+8QklJSVOHJYQQQjSIGTNmcPz4cZYuXXpTJ50ArKysWLp0KceOHWPmzJlNHY64BkjiSQghRL2dOXOG7t278+GHHzJnzhx+//13fHx8mjoscY3x8fHhjz/+4J133uH999+ne/fuREZGNnVYQgghRL3s3LmTOXPm8Oabb9KxY8emDuea0KlTJ2bOnMk777zDrl27mjoc0cRkqZ0QQogrZjQa+fzzz5k0aRLNmjVj2bJlhIWFNXVY4jpw+PBhxowZQ3x8PB9++CFPPfWUnH4jhBDiupOdnU1ISAg+Pj78+eefqFSqpg7pmqHX6+nXrx8JCQkcO3YMOzu7pg5JNBGZ8SSEEOKKpKamMmLECMaPH88jjzxCeHi4JJ1ErXXs2JHDhw/zyCOP8PTTTzNy5EhSU1ObOiwhhBCiTp577jkyMzNZsmSJJJ3+Q6VSsWTJEjIyMpgwYUJThyOakCSehBBC1NnmzZtp164de/fuZd26dSxatOim389A1J2VlRWLFi1i7dq17Nmzh/bt27N58+amDksIIYSolZ9++okffviBTz75BD8/v6YO55rk5+fHJ598wvfff8+KFSuaOhzRRGSpnRBCiForKipiypQpzJ8/n8GDB/Ptt9/i7u7e1GGJG0BycjKPPfYYW7Zs4fnnn2fOnDmYm5s3dVhCCCFEpRISEmjfvj2DBw/mxx9/lOXi1TAajTzwwANs2bKFiIgIvL29mzokcZVJ4kkIIUStREREMHr0aM6dO8e7777Lc889h1IpE2dFwzEYDCxcuJCXX36ZFi1asGzZMtq1a9fUYQkhhBDlGAwGBgwYQFRUFMePH8fBwaGpQ7rmZWZm0r59e1q2bMlvv/0mz5A3GflfWwghRLUMBgMfffQRnTp1QqFQcOjQISZMmCAPDKLBKZVKJkyYwMGDB1EoFHTu3JmPP/4Yg8HQ1KEJIYQQJh988AE7duzg+++/l6RTLTk4OPDdd9+xfft2Pvzww6YOR1xlMuNJCCFElZKTk3n00UfZunUrL7zwArNnz5blT+KqKCoq4tVXX+Wjjz5i8ODBfPPNN3h4eDR1WEIIIW5yR48epUuXLjz//PPMmzevqcO57rz00kvMnz+fAwcOEBIS0tThiKtEEk9CCCEqtXbtWsaOHYtGo+G7775j0KBBTR2SuAlt2bKFRx99FJ1Ox1dffcWIESOaOiQhhBA3qcLCQjp16oRGo2H//v1otdqmDum6U1xcTJcuXdDr9Rw8eBALC4umDklcBbJOQgghRDn5+fmMGzeOkSNH0qtXLyIiIiTpJJrM4MGDOX78OD179mTkyJE8/fTT5OfnN3VYQgghbkJTpkwhOjqapUuXStLpCmm1WpYtW0ZUVBSvvvpqU4cjrhJJPAkhhDA5dOgQYWFh/PDDD3zxxResXr0aZ2fnpg5L3ORcXFxYvXo1n3/+OUuWLCEsLIzDhw83dVhCCCFuYHl5ebz//vv8s0Bo8+bNLFiwgHfffZc2bdo0cXTXtzZt2vDuu+/y8ccfs3Xr1qYOR1wFstROCCEEer2eefPmMW3aNEJCQli6dClBQUFNHZYQFURGRjJmzBiOHTvGrFmzmDx5MiqVqqnDEkIIcYP58ccfGT16NDk5ORQXF9OuXTtCQkLYtGmTHLDSAAwGA0OHDiUiIoLjx4/LF503OPkvRgghbiIXL15k5MiRpKWlmcri4+MZMGAAr732Gi+99BJ79uyRpJO4ZgUFBbFnzx4mT57Mq6++yoABA0hISDBdT01NZeTIkVy8eLEJoxRCCHG9i4yMxNXVFWtra5588klKS0tZvHixJJ0aiFKp5JtvvqGkpIRx48Yh82FubPJfjRBC3ETeeustduzYgZmZGQDLly+nffv2xMTEsH37dmbPnm26JsS1yszMjHfeeYdt27YRExND+/btWb58OVC2d8SOHTuYNWtWE0cphBDiehYZGUlQUBCLFy9mzZo1fPnll3h6ejZ1WDcUT09PvvjiC3755Re+/fbbpg5HNCJJPAkhxE0iOjqazz//3LSR4yOPPML999/PkCFDOHbsGH379m3iCIWom379+nHs2DEGDx7M/fffzyOPPALAK6+8wueff05MTEwTRyiEEOJ6FRkZiYeHB88//zxjx44lODiYu+++G2dnZ0pLS5s6vBvGXXfdxeOPP86ECROIjo5u6nBEI5HEkxBC3CSmT5+Oq6srnTp1IjQ0lNWrV/P999/z448/4uDg0NThCXFFHBwc+PHHH/n+++9ZvXo1oaGhdOnSBRcXF6ZPn97U4QkhhLgOGY1Gzp49y759+3B2dkav19O2bVsOHz7MJ598gkajaeoQbygff/wxbm5uPPjgg+h0uqYORzQC2VxcCCFuAkePHqVDhw4MHz6cTZs20a1bN3744Qf8/f2bOjQhGkxMTAwPPvggBw4cYOjQoWzcuJEjR44QEhLS1KEJIYS4jly4cAFvb2+gbHm3jY0NU6dOZfz48Wi12iaO7sa0b98+evXqxfTp0+WLoxuQJJ6EEOIm0K9fP/bt20dpaSmjRo0iJCSEs2fPcubMGW677TZee+21pg5RiCs2e/ZsNm7cSKtWrWjZsiVHjx5lxYoVaDQaunfvzvbt25s6RCGEENeR5cuXc//996PRaJgyZQqTJ0/Gzs6uqcO64c2YMYNZs2axa9cuunXr1tThiAYkiSchhLjBrVmzhjvvvLNcmbW1NUFBQbRq1YqHHnqIwYMHN1F0QtTfli1bWLJkCWfOnCEyMpK8vLxy11evXs3IkSObJjghhBDXneTkZCZMmMAHH3yAj49PU4dz09DpdPTq1Yu0tDSOHj2KtbV1U4ckGogknoQQ4gZ35swZnnvuOYYNG0ZoaChBQUF4enqiUCiaOjQhGpzRaCQpKYnIyEiOHj3Kpk2bWLhwIa1atWrq0IQQQghRg6ioKEJDQ3nggQf48ssvgbINyCdPnkyPHj2aODpxpSTxJIQQQgghhBBCiGvC4sWLGTt2LL/88gt33nknPj4+PPzww7z99ttNHZq4QpJ4EqKe4uPjSUtLa+owhLipODs706xZs6YOQzQyGV/F1SJjirhaZFwTV8v1PK4ZjUbuvvtu/vrrLyIiInjooYewt7fn559/burQxBWSxJMQ9RAfH09QcBBFBUVNHYoQNxVzS3MiT0detw9Uombx8fG0Cg6msKCgqUMRNwELS0vOnD4tY4poVDKuiavpeh3XDh06hLe3N2q1mvbt29O+fXv8/f3ZtWsXERERTR2euELqpg5AiOtZWloaRQVFhC0MxibQqqnDEeKmkBuVT/hzp0lLS7vuHqZE7aWlpVFYUMATs77Ewz+oqcMRN7Dk85F8NfVJGVNEo5NxTVwt1/O49sQTT3Du3DlefPFFFi5cyN13381dd93FuXPnMBgMKJXKpg5RXAFJPAnRAGwCrbBvb9PUYQghxA3Hwz8I3+DQpg5DCCEajIxrQlRt+/btzJ07l3nz5mFtbU2fPn1Yv349paWlxMfH4+fn19Qhiisg6UIhhBBCCCGEEEI0OQcHB+bMmcO5c+cYMWIEu3btwmAwAHDixIkmjk5cKUk8CSGEEEIIIYQQ4prh7e3NV199xYkTJ+jTpw8Af/75Z9MGJa6YLLUTQgghhBBCCCHENSc4OJht27axf/9+2rdv39ThiCskiSchRKPZdfcR0vdmAdDqZX+CJvoBcPGPdM59Ekfu2QJ0eTrM3bV4DHEmaJI/GtvLw9Jfww+TGZ4DQJtpAQSOv/Y2R8w7X0D0ZwlkHM4hNzIf60BLbtnepdbtC5OLOT0nhot/pKMr0GPpbU7Lib743OUOQEFCIb913VehnUOYLX02dGyw9yGEqJ13nxzG2cO7ABj5zFSGP/EyAMd3bWHztx+RFHOGovxc7F096dDvNm5/6hUsbexM7Wc/fAsxJw4BcO/EWQx+eMLVfxM1uBgfzdYlC4iJOMiF6FO4+7XkzZX7a9V2ym1tSU+Or1C+aO8lNFpzAM4c2sl7T91WoU7nQXcxbs639YpdCNEwqhrrajs+TLo1kJz0SwA8/e73dBo48qrFXlu71y9lx8qvSYmPoqSoECcPH7oNG8WQRyaiMdNW23b7ii+J2LWVmBOHyMtKv2bf442ka9euTR2CqAdJPAkhGpVjZzvaTA/AwtPcVFaSVYpDB1uaj/XGzEFDzpl8It+PJedMPj1+CjXVC32/Fbo8HTtvD2+CyGsnNzKflN/TcQizBaMRo6H2bYsuFrPz9sNYB1gSMi8IjbWKnMgCDMXGCnWDX22Ocw9702u1tQzfQjSVwNBu3DtxFo7u3qay/OxM/Nt2YsADT2Nl50hS1CnWffEOF6JPMenTtaZ6j7zxCUX5ubzz6MCmCL1WkmLOcHzXFpq37YTBYMBYl4EN6DhwJIMefK5cmbqSP+Iem7EId78WptfW9k5XFrAQolFUNtbVdnx4fv7PpCcn8OnkMVcr3DrLz86kTY+BDH1sEhbWtsScOMT6L+aQmXKBh6fNr7bt3g0/AtCu1yDTz0KIqslfLkKIRqWxU+PY0a5cmc/d7nD35dfOPRxQapUceymSwpRiLNzL/kCxDbJq0FjyYwux8rNo0D7dBznjMcQFgPCJp8k6llvrtidnRWPhqaX7shAUKgUALr0dK61r7W9R4XMUQjQNS2s7AtqXn9nY/bb7y71u1ak3ajMt38+aQFZqMvYuHgB4BQQ3aCyXEmJw9WneoH2G9BlKh35lM5IWv/E0saeO1Km9raNLhc+nMl6Bwfi1DruiGIUQja+ysa6244NvcChWdg4NEofRaCTtQiwu3v4N0t8//psgb9W5D0X5efy+7BMefO1DlCpVlW1f+fZ3lEolaUlx10TiKT05gbysdNPr5PORAJw+fbqpQhI3MWdnZ5o1K79SRRJPQog6K83Vsf2WA9iH2tLly7am8mNTIrmw4RL9/+hiSh7VlpmDBgBjad2+Wa9JcVoJCatSiF+egkKpoP/vnRu0f4VScUXtSnN1JK2/ROgHrUxJJyFE0ynMy+GN+7rj3yaM8fOWmMqXvD2RQ7+vZuaKfabkUW1Z2ZUlknWlJQ0aa05GKvs2LWf3uh9QKlW88dPuBu1fqZSzZ4S4UdV3rLua40N6Ujx7Nixj9/pleLdow3MfNH6Cx9reEb2uFIPBUG3i6VoaJ9OTE5h6d2dKiwoqXHvwwQebICJxszO3sCTyzOlyySdJPAkh6kxjo6bDh8HsGXWUhJ9T8LnHnYvb0oldkkSnRa1rnXQy6o0YSg3kni0g8oNY3Ac5Y+lT/xlJBp2Bi39kEL88mYt/pKO2UuE1whXfBzwr1KuJQqm44uRSdbIjcjGUGFGqley6K5yMQzmYOWjwuded4Cn+KDXlH2iOvXKWg0+fxMxBg8dgZ1q/HmBK1gkh6s/C2pbHZnzKB+PvYO+GH+k+/AEidm9lx6rFPPXON7VOOhn0evS6UpJizrDhy7mE9h2Gs6dvvePT63RE7N7K7nU/cHznFrSWVnQZfDe9RjxcoV5NFEplo/7RtP/Xlexc/R0qtYYWYT24Z8KbeLdoU6Hex/+7h7zsDOyd3eky+B5GjH8dM/OGnZUqhCivoca6xlJaXET4tnXsWreUMwf+xNbJjW7DRtF7ZN3HOqVKhUJR8zOcXqdDV1pC3Omj/L7sU/rd+wRqzfXzjJWXlU5pUQGBTy7AwqNFzQ2EaESFyeeI+vJ/pKWlSeJJCFF/Lr0caP64N8ennsO2lRVHXjyD10hXvEa41bqPrV32UpRcDIBrf0c6ftq6XjHlnssn/sdkElZdpCSzFNd+jnRc2Br3Qc6otBX/yFrfbEeNfQZN8qPV5Iad2g1QdKlsBsTRyWfwHeNJ0Iv+ZB3J4cx751EoofVrAQAozZT4PeKJa19HNHZqMsNzODs/jqxjufTZ1LFCgkoIceWCu/TllvvHsezdl/Fq0YZvZz5HlyH30GXw3TU3/tuU29qQeSkJgLY9BvLk7K/rFVNSTCS71y5h76afyM/OoE23ATz59leE9B1W6ea347pUvlz3325/6hVGPP1aveKqSkjfoTRv2wlHdx9SL5xn09fvMXfsYKYv22laJmNpbcuQRybSMqwHGq0FZw7uYMuSBSSfj2TC/JWNEpcQ4rKGGOsa2vmTh9m19gcObP4ZXWkxoX2HMWH+Stp0G1Bh5lFaUhyvDG9XY5+PzVhEzzuq32NKr9OVGzd73D6aUS/OubI30cQsPFpg7Vvz5yJEU5DEkxDiirV+rTmXdmTw1+3hmDlqaD+7ZZ3ad1vSHn2BntzIfCI/jmP/I8fp8VPoFS09C594moQVKdi0siJwvA/ed7tj7mJWbZs+v9Z8Kpy5W92WDNba35OtXHo70PaNwLKfezqgy9cT9VkCQS/4obJQYe6mJeSdIFMz5+4O2ARZsf/hCJJ/TcPrDtfGiU+Im9Td/5vJyb3bmP3IAGzsnRjzyvt1aj9h/s+UFOZzIeYMG7+ax4LnRzFp0dpql2xUZfEb49mzfilega0Z/PDzdBs2Cjun6v+bn/rDnzX225gzGka/PM/0c8uwHrTpNoBpd3diy5L5PPjqhwA0axVCs1YhpnrBXfpi5+zOsrmTiTlxiOZtOzVafEKIMvUd6xrSvKduI/LQTpq368w9E2bSefBdWNrYV1nf3sWjVmNdbWabqtRqpv7wJ6XFxcSeCmfj1/P4ZsZ4xr75eR3egRCiJpJ4EkJcMZWFCo8hzpxbGI/3SFfM7Os2LdmutTUAjp3ssA+15c9bD5L8ayqew+ueTNHYqlGoFOjy9JTm6NDl6qCGxJNdG+sa+22MZXYAGvuy4de5Z/mNN517OXD24zjyYwuxDa48PrcBTqgsVWQdz5XEkxANzMzcgg79h/PrNx/QZci9WNnWbXNcn5Zl+94FhHTFv00YM+/vSfj29Vd0zLaltS1KlYqi/DwKc7Moys+pMfHk07J9jf0qruLeJPYu7gSGdiPu9NFq63UedBfL5k4m7vRRSTwJcRXUd6xrSJY29igUCgrzcijIy6a4sKDaxJNaY1arsa62Cf9/Djlo0aE7zl5+fDLpAQbcP04OPxCiAUniSQhxxbJP5RH9RQJ2ba2J+eYCze73wKbFlZ1EZ9vaCoVGQd75witq3+7NFgQ+04yElSnEL0/m7EdxOHayxec+D7zucEVjW3G4a8qldjYtq/+c9MUNu8m6EKJ2Es6e4LcfFtKsVQjbln9OzzsexLN5UM0NK+Hdoi0qtYZLCTFX1P7+l+Yy5NGJ7Fm/jN3rl7Lhq3kEhHSlx/DRdB50F5Y2FU+6bOqldkKI60NDjnX19ez7S7mUEMOutT+wbfkX/LJwJq279KPH7aPp0P/2Cnu/NeRSu//yDQ4Fyk4MlcTTtSP85a7Yhwyk+Zi369Ru71gvfO+dhueQpxspsssMuhLif5lL2t5V6IvysAnshP+YWVi4B9bYNjfqILHL3yQ/4RQaGyfc+z+C59BnarVH2fVCEk9CiCtiKDEQPuEU9qG29FwRys4R4YRPOE3v9WEo1XX/Nj0zPAdjqREr3yvfWNbCXUvL//nS8n++pO/PIu7HZE7MiCJi+jk8BjnjO8YDl96X/yhryqV2lt7m2AZbkbozk+aPe5vKU//KQGWurDYxdfG3dPQFehxCbRolNiFuVrrSEr6e9hT+bTry4ufrmfPYrSye/hSvfvsHKnXdH5liIg6i15Xi4uV3xTHZu3gw7PEXGfb4i5wN38OutUtY8cFr/PTeFEL7DqPPnY8S3LWfqX5TL7X7r6zUZKKO7qPbsFHV1juw5WcA/NvIH3pCNLaGHusagqtPc+56bjojn5nKyb2/s2vtD3wz4xl+eGcSHQeOpN89j5sSQQ251O6/oo7uLWtbj3FbNLygZ79GZVXxy5aatH1tHVon75orNoDYZdNIO7AOv1FvYObgTuKG+Zx6bxQhb25HbWlbZbvCi+c59cEY7Nv0odmdL5OfeJr4Ve+gUKquSsLsapHEkxDiipyed5782CL6/94ZpZmSsPnB/Dn4EGc/iqtxhtCBsRHYh9hgG2yNylxJ9qk8ohYlYNvaCo8hzg0Sn1NXe5y62tP+7RZcWJdK/E/JnHwzmn6/XU48OYRU/UugtnQFei5tSwegMLEIXa6OpA2XymLobo/WqWy53+77jlCYWMzAPd1MbYOnNGf/YxFETD+H2wAnso7lEPVZAi2eaYbasmx6+ImZUSgU4NDRFo2tmsyjuZxbEId9iA3uDfRZCSHKrFn0NqmJ53njp92oNWY8/uYXvDWmNxu+erfGGUKfvDgGv9Yd8G7RBjOtBQnnTrDl+4/xbtGWDv2HN0h8LcN60DKsB6OnzOPQ1tXsWreEFR9N5Y0fd5nqNMQ39MWFBUTs3gqUHdNdlJ/Lod/XABDUsRc2DmVjz3vjbic9OZ531h0DYP/mlRzfuZl2PQdh7+JB6oVYNi1+H4VSyaCH/mfq/8vXn8DVpzm+waFozLScPvgXvy/9hA79h8sMAyGugvqMdbUdH66UUqmkXc9BtOs5iLysdPb9uoLd68pmfD73wY9A2VK7hhgr5o4dQof+w/H0D0KhVBJz4hBblyygbY+B5Zb8/nesA4g9FU5aUjy5mWlA2RcNADYOzgR17FXv2ER5Vr5tr6idTUDNXzI3hOKMJC7u/JHmD87Gtff9AFj5hRD+chcu7vgBr6HPVNk2acsiNNYOtBj3KUq1GXate6PLTSdx43zcBzyGUtNI+81eZZJ4EkLUWcbBbKIWxRPyTkus/MpmKNm0sKL1q805+VY0brc6VZvUsQ+1JWndJc4tjMdoAEsfc3xHexA4vhlKs4bde0Rtpcb3AQ98H/CgKLWkQfsGKEkv4eBTJ8uV/fO658+haHuUJZ6MejDojOXquQ9yptOnrYn8KI7Y7y+gddXSarI/LZ67fPSoTQtLzn93gdilSegLDZi7a2n2gAetJvtf0cwyIUTloo7tZ8v3H/PgKx/g6tMcAM/mQdz13Bv8/PE0QvoMqfYPHf+2HTm49Rd+/fZDjAYDTp7N6H3nIwx+aAJqTfX7zdWVuaU1vUY+RK+RD5GdfqlB+wbIzUzls5fLH13+z+vJX2ykVafeABgMegx6vamOs6cvWakp/PTeKxTmZWNhbUerzn0ZOf71crO+vAKC2ffrCrb+sBBdSTHOXr6mWV1CiMZV37GutuNDQ7C2d2LgA+MZ+MD4Rhnr/Fp3YOfq70hPTkCl1uDs5cvtT71C//ueLFfvv2MdwLblX7Bn/TLT661LFgDQsmMvXv5yU4PHeiO7+OcSEjcuQJeXjk1gZ3zvmcrxNwcT8NgHuPYqmy3736V2UV9PJC/2OP5jZhH70wyKLsZg4RVE8wffwdrv8v5fV2upXfbJv8BowKnT5S+aNNYO2LfpS1bEtmoTT1kR23EMG4pSfflZwanLCC5sWkhu9GHsWvVo1NivFkk8CSHqzLGzHSMS+1coD3jSh4AnfcoXGo0YdAYUKoVpnfI/y+FqYtQbMRqNNdarrZpOubsSlj4WjEiq+Fn8V69VHSot9xrhhtcItyrb+Y72xHe05xXHJ4SoncCQrnx5KKtC+a1jnuXWMc+WKzNiRK/ToVSpTOPasMcmMeyxSTXex6DXN+i4VtNm41fC2dOXr8Jzaqz33z+uAtp34aUvNtbYTpJMQjSd+o51tR0fDPqKyZr6aIyxbtSL7zDqxXdqrFdZIunxmZ/x+MzPGjymm03G0a3ELHkF196jcep0G/nxJzn72bhatS3NuUTsj9PxHPosagsb4n+ZQ+QnY+nwzh6U6tofeGQ0GMBYw96qCgUKZdWb1RemRKGxcUZtZV+u3MIjkEs7f6qynb64gJKMJCw8yu8DZeERCAoFhSlRkngSQojauPhHBuub7aDVy/4ETfSrU9udI8LJrMXDjRBCXE0Ru7YyrosjI5+ZyvAnXq5T2zmP3UrMiUONFJkQQjSc+ox1k4cEkdMIs5TEjSVxw8fYtupJwKPzALBv2w+jvpSENfNqbKvLz6LNy6uw9CrbFF+pteTUvHvJO38E2xZdah1D9DeTSN2zsto6Widvwt7dX00s2agq2cdJbWmPLj+r6nYF2WX1LMrvX6VUm6E0s6i27fVGEk9CiEYTMjcIXb4OKNv4u646fNgKXUHZt2UWnuYNGpsQQlyJh1//mKKCXADsXeo+G/GxmZ9RXJgHgIPb1dnwVAgh6qq+Y90Ln6xGrysFwMW74U8HFtc/o0FPQfwJfO+dVq7cocPgWiWezOzdTEknAEvPlgCUZCTXKQ7vES/iPuCxauso1A2/auJmI4knIUSjsQm0rF/7FlWf7CaEEE3B3a9Fvdp7+LdsoEiEEKLx1Hes82nZroEiETeq0tx0jHodahuncuUam9ptUK/6zywhxd/L6wylRXWKQ+vohdahhtNe/15qWhW1lR36wtwK5bqCrArL78q1syx7D/rC8is8DLoSDCWF1ba93kjiSQghhBBCCCGEEFeNxsYJhUqNLje9XHlpbtpVjaMhltpZuAdSmpOKLr98oqkwObrC/k3/ptJaYuboSWFKVLnywpRoMBqxcK+67fVGjkQSQlw1W7vs5fhrZ+vcbq3ndqIWxTdCRBUZSgycfDOKzSG72RCwgz2jjpIbVVCrthkHs/nr9sOsb76DrZ33cG5hXLlNhNP2ZLLWc3ul//7oXf6XWcahbHaODGd98x1sbr+L46+fNS07FEJcO6bc1palc+q+UfYTYbZs+X5+I0RUka60hJUfTmXSrYE808Od98ePICX2XJ36yLh4gWd7evBEmC25melV1vtt6Sc8EWbL/An3VlnHYDDw5ug+PBFmazqGXQhx7ZBxrTwZ1xqHQqnCsllbMo5uKVeeeWTzVY3De8SLtJu2qdp/QRO+rbYPuzZ9QKEk/fDljeh1+VlkndyBfbtbqm1r364/GUe2Yvh7aSpA+oF1qCztsAnsVK/3di2RGU9CiKumy9dtMbOv+7DTe30Ylt5XZ4+niGnnSFx7ibZvBGLhYcbZj+PYM+oot2zvgsa26tjzzhewZ/QxXPs4EPxyO3JO53NqdjQKlYLA8c0AsGtnQ+/15Y8o1uXq2fvgMVxvcTSVFSQWsee+ozh1s6fLl20pSinm5Oxoii6V0OXLto3zxoUQV+TZ95diaWtf53avfvs7Th7NGj6gSvz47ssc2LKKUZNmY+/qwcav3+P9p29n5sr9WNrY1dwBsOKD19FaWlFcmF9lney0i6z/Yi42ji7V9rVj1WKyUpPq9B6EEFePjGuXybjWuLyHP0/kgseI/vYlnDoNJz/+BJf2/AyAQnl15siYO/uAs0/NFauhdfTErfcDxK2chUKpwszenQubFqC2tMGt74Omeql7VhL1zYu0nrwcu6DuAHgOHk/avtWc++IZ3Ps/QkHiGZK2fEazO6egvIH2lpIZT0KIq8a+nQ2WPhZ1bufY0Q5zt7pvTl5XhUlFxC1Lps3UAHwf8MC1nxNdFrejNFtH7JIL1baNWpSAmYOGTova4NLbkYCnfAgY58PZ+XHoi8uOaNXYqHHsaFfuX9HFYjCA951upr7OLYhDY6+myzftcBvghO8YT0LfDSJ5YypZERXXjwshmk6zViE4e/rWuV1A+y7Yu7g3QkTlZVy8wM4133HP82/Sa+RDtO0xkGc/WEZBbjY7Vn1Tqz5OH9jB6QPbGfzw89XW+/njaYT0HYqHf1CVdXIz01nz6Vvc9dyMurwNIcRVJOPaZTKuNS7H0EH4P/QOWSf/5MzCx8k6sZ3mD74DgMqi4ilx1zK/B97Etdf9xK+aTeQnj6NQqWn94nLU/zrtzmgwgEEP/1oRYeHmT+tJyyjJTOb0Rw+TtOUzfEa8iMfgcU3xNhqNJJ6EEA0idskFtnbew4bmZcvTsiJyWeu5nfjll0+W+O9Su/CJp9nW/wBpezL589aDbAjYwY5hh8g6Xj65crWW2l3akYnRYMRz+OVvtcwcNLj2deDitozq225Lx2OIM0qzy8Oq1wg3SrN1ZB7OrrJd4uqLWDW3wCH08i+lrBO5OHW1R6W93Jdrv7IZURd/u7rr3oW4me34eTEvD2vDMz3ceH/8COLPHOOJMFt2r1tqqvPfJSmL33ia6fd25cyhncx8oBfP9HBn1kP9iD11pFzfV2tJyqm92zAaDHS6daSpzNrOkdbdbiFi99Ya2+tKS1k2dzIjxr2GtZ1jlfXOHdnLkT83cvf/Zlbb3y8LZ9CqUx9ade5d6/cghGg4Mq7JuHatce/3MB3nHaTbZ9G0eflnijPKvuy19GltqhP27n6aj3nb9Dpw7EeEvrWtXD9qSzu6f30B116jTGXdv76A55CnG/kdlFFqtPiNmk6nD4/RdVE0rV/8qcL+Tq69RtH96wvYtepRrtwmsDPtXt9At89j6PjeIbyGPYeihg3NrzeSeBJC1FvyljSOTTmLa19Huixui0tvBw49fbJWbYsvlRAx7RyB45vR6fM2GIoNHHg8AkOpoU4xGA1GDDpDtf+MemO1feRF5aN1NsPMXlOu3LqFFXnV7POkK9BTmFSM9X9O8bMJtAQFVe4RVZRaQtruLLxHupUrNxQbUGrLD88KtbKsr3O1229KCFE/R3dsYsnsibTpfgvPvLeU1l378dmUR2rVNif9Ij+++zJDHp7A03O/pbS4mE8nj0FXWlpz438xGAzodbpq/xn01e/9lhx7FhtHF6xsHcqVe/gHkRJb8557f/y4CKVKRb97n6g6Tr2eZXMnc9vYydXOdog5cYj9v67k3hdm1XhfIUTDk3GtjIxr147SvEzOL5tOxpEtZJ/exYVNnxD30wwcQgeXLYETNwzZ40kIUW9nP47FuZc9oe+1AsC1nxMGnZEz756vsW1JVik9f+mAbZAVAGpLFbvvOUpmeA5OXe1rHcORSWdIWJFSbR0Lb3MGHehe5fXSbF2l+ziZ2akpyar6wao0WwdQoa3STInKQkVpFW0vrL2EUW8st8wOwMrfkqyjORiNRtO3HVlHc8BItXEIIRrOhq/epVXnvjwybQEAbXsMRK8rZc2nNf9xkZ+dyUtf/opXQDAAZhZWvPfUbZw/cYgWHaoeg/7r25nPsGf9smrrOHk0Y+7GE1VeL8jNqnS/Eytbe/KzM6vtOys1mfVfzuXZ95ehVKmqrLd95ZcUF+Zz65hnq6xjMBhYNudFBj30HM6evqQlxVV7byFEw5NxTca1a41SpaEoNZa0/avRF+agtnbCufvd+N7zelOHJhqYJJ6EEPVi1BvJPpFHm+kB5co9BjvXKvFk7q41JZ0AbFqW/VyYXFynOFq96If/Y17V1lGZXVuTPBNXp2DX3gbrgPIzpfwf8WLPfUc5NTuGwKd9KEop4fhrZ1GoFDfctFshrkUGvZ6EyOPcO7H8H2OhfW+r1R9o9i4epj/OADyblyXlMy9Vv1fcf90x7lVuGfVUtXXUmsbb/27Fh6/Tumt/grv0rbJOTkYqaxfN5vE3P0etqXoT1J2rvyM7/RJDH53UGKEKIWog41oZGdeuLSoLa4Kf/76pwxBXgSSehBD1UpxeglFnROtY/hezmXPtTmGoMEtIU5ZYMRTXbamdhZc55h7VP6jUlLTR2KkpzdVVKC/J1lVYfvffdgC6/7Q1lBjQF+rRVNI2P7aQrCO5tJ0RWOGaSy8HWr/enMj3Y4n6JB6U4PeQFwqNEq3rjXO6hRDXqtzMNPQ6HTYOzuXKazrV6B8W//kmXq0pGwNKi+uWUHd098HBtfqEek3jmqWNPYV5ORXK83OysLJzqKRFmehj+zn8+1pe/34bBblZAJQUlS31LcrPwczcAq2FJWsXvY13iza0DOtuqmfQ69DrdRTkZqG1sKa0pIjVn8zkzmemo9eVUJBbQmFerqnPwrwcLKyvr01khbjeyLgm45oQTUkST0KIetE6maFQKyjOKClXXpJWUkWLxtEQS+2sA60oTi2hJKu0XKIpL6qgwv5N/6a2VGHhqa2wl1NedAEY/97r6T8SV18EJXiNcK20zxbP+uL/mDcFcYVoXc3Q2Kn5te1u/MZ4VPsehRD1Z+PgjEqtJjez/Gb+uRmpVzWOhliS4uHXkpz0S+TnZJbbDyUl9izufi2rbJcSF4VeV8qboytulvvqHSF0HnQX4+Z8S3LsWc6G72ZC34pHqE/o24yJC1bh7t+SvKwMlsyeyJLZE8vVWTz9aWydXPngt6hq36cQon5kXJNx7WYW9fVE8mKPV9iQ/HpxZsHjZB7dgu+908ptln5p9wou/vk9hSnnMZQUonXywqX7XXgOeQZlI84cvBKSeBJC1ItCpcCurTUpW9IIeOLyJoDJm6/u6WsNsdTOta8DCqWC5I2p+I7xBMr2VLq0I4OgidUfK+x6ixMpW9JoMzUApabsPhfWXUJjp8axU8V9CBLXXMS5hz3mblX/UlBbqrANtgYg7sdkMBrxvL3yRJUQouEoVSp8gtpz9M9NDBz9jKn8yJ8brmocDbEkpXX3W1AolRz+Yx197izbRDg/J5OT+7Yx/ImXq2zXtsdAJn+xsVzZiT2/s/nbD3n2gx9xa1a2vPr+yXMoyC1/cufy915BozXnrv/NwLtFG7TmlhX6ykm/yBevPs4d416ldbdbqn0PQoj6k3FNxjVxfcqM2EZeTHil13T5Wdi37Y/X0OdQWdqQF3OEhHUfUpyRTMAj717lSKsniSchRL21fN6PA49FcHTyGTyHu5J9IpeElX/PPlJenT2JLH0ssPSxqFcfFp7m+I724OSsaFApsHDXcnZBHBpbNX4PXU5qxa9M4eikM/RYEYJz97Jv2gLH+5D4y0UOPXMK/0e8yDmTR9SieIKnNEf5n4RXVkQueecKCBxX+Wkd+fGFJKxIwSGsbIp22q5Mor9KpMOHrapd8ieEaDjDn3iZhS/cz3dv/Y9OA0cSH3nc9C294iqNa86evjh7Vp/0romjmxe9Rz7Czx9NQ6lU4eDqwcbF72NpbUvfux8z1duzYRnfznyWFz9bT1DHXtg5u2HnXP7gg/SkeAACQ7ph4+AEQLOg9hXuaWFjh7mFFa06XZ5V8O+fAdMmvJ4BwQSGdK3XexRC1I6MazKuieuLobSY2GXTaHb3q0R/U3EvMc9B5ZO4dq16oi/KI/m3L2n+0DsolFVvoH+1SeJJCFFvHoOdaT+nJefmx5Hwy0UcOtjS/p2W7H3gGBqba2fAq422b7ZAZani9OxodHl6HDvb0eOnkPJ7URmMGPVGMF4usva3pMePIZyYGcW+h45j5qgh6EV/Ap6umFy6sPoiSq0Sz9sq31dBqVaQtjeL6K8SMZYYsG1jTZev2+J+q3Ol9YUQDS+07zAefO1DNi1+n32bluPfthMPvvYhHz4zEgvrirMYr2X3vzQXraUVqxa8QXFBHgEh3Zi0aF25U6GMBiMGvR6j0VhNT0KI65mMa6KhFVyIJG7lLPJiwjGUFmHm4Ilr7wfwGlo2qy436hAXNi0kL/Y4+sIczN388Rw0Dpce95j6yD6zh1Pz7iX4haVc2vkjmRHbUFvZ0+zu13DpdifJv39N0pbP0BcV4NRxKP5j3jYtI7u0aznR30yi7WvriP9lDnkx4WhsnPG+/QVce99fbezFGUnEr3qHrBPb0RcXYu0Xgt/9M7D2u5x4zDi6lcR1H1KYEoVCqcbc1Q+fkZNxaD+gET7NipK2fIbKyh6XnvdVmniqjNrKAaNeh9FguKYSTwqj/JcoxBULDw+nY8eO9N3cCfv2Nk0dzjUlblkSRydHcuv+bvWeiSTEv2Udz2XHkEMcPnyYsLCwpg5HNJJ/xtdpS//CNzi0qcMBYOea7/nuzeeYsyGi3t/Yi2tH3OmjvDWmj4wpotHJuCYawz9jWLvpm7H2bXdV7x0+pTsaW2e8hj6LytKGoouxlGQm4zNyMgBp+9dSnJ6IpXcrlBotuVEHSVz/Mc0feRfXnvcBlxNPWudmuPS8D5uAjlz6aynphzfhOfhpCi6cwf2WRylKjSdu+Uy8R0zC+7YJwOXEk9bJG7e+D2Ll2460A2tJ3b2CVhN/wKFdf6DiHk+6/CyOzxyMUmuF9/AJqCxsSPnjG3KjD9Fh9i40ts4UXYrl6NR+OHcdgXO3u8FoID/hFGYO7rh0u6vKz8Ro0ENNKRaFosakUHH6BY5O60frF3/CJqAje8d6VdjjyXRPvQ6DrpT8uOOc+/I5HDsMxX/0m9XH0Ejy4iKIeHNIhd+pMuNJCFFvJZmlRH4Qi3NPe9TWarKO5nB2fhzug50l6SSEuC7lZWew/os5tOrcF3NLa2JPhbPx6/cI7Xeb/HEmhLguybgmGlJpbgbFafH4PTATx9BBQNlSr39z7jrC9LPRaMS2ZTeKM5O5uOMHU+LpH06dhuNzxwsAWPuHkh7+K2kH1tDhnT0o1WVbTeRE7iH94AZT4sl0nx734HXb/wCwb9uPotR4Etd9YEo8/Vfyb1+hK8ihw9SNaGzLVhTYBffiyGu9SdryGb73TiU//gRGfSn+o99GZWFt6rsmp94bRU7k3mrr2AZ1p83LP1dbJ/anGTiGDcUmoGO19Yx6Hfueuvzfr0uPe/G7f0aNcV5tkngSQtSbQqMgP66QxNUXKc3RYeakwftud9pMbd7UoQkhxBVRqzWkJpxn/68rKczLxtreme7DRnH3803zDaIQQtSXjGuiIamtHdA6eRO/ag66/CzsgnuhdfQsV0eXn0XC2vfJOLKFkqwUMOhNbf/Lrs3lPbPUlrZobJyxbdnNlHQCsHBrXmlSx6nD0PKvOw4jbsVbGA36SmcWZZ3cgW2rHqit7DHqdQAolCpsg7qRd/4oAJbewaBUce7LZ3HtMwbblt1QW9rW+Lk0f3gO+qL8auuozK2qvZ51YgdZJ3fQ4e2/aryfQqWm3bRNGEqLyY89RuKGj4n+5gUCx35cY9urSRJPQoh601ir6fZ9xY0YhRDiemVuZcOE+SubOgwhhGgwMq6JhqRQKAietIz4X+ZyfunrGIoLsPJtj9+oN7AN6gZA1OIXyI06hPcdL2Dp2bJsSdv270k/uK5Cf2rL8vuMKdUaVP9J9CjUZhhKiyu2tXUq91pj64xRX0ppbgZmdhX3VNXlZZAXE15uptA/tK5+AFi4B9Bqwndc2LiAyE+eQKFQYt+2H/5j3kbrVPVJ2uau/rVaaled8z9Ow2Pg4yi1FugKLp+waCgtQleQXeGzsvYLAcC2RRe0zs2IXPg47gMeN5VfCyTxJIQQQgghhBBCiDqxcA8g6JkvMOhKyY0+RMIvcziz4FE6vncYhUpF5rHf8Rv1Bh4DHr/cyGho8Dh0OeloHTxMr0tz0lCoNGhsHCutr7ZywL6tPz53vlThmkJtZvrZoV1/HNr1R1eYS9aJ7cT+NJOoxS/Q5qUVVcbSEEvtilKiubBxARc2LihXnrBmHglr5tH1s2iUGvNK21r9vc9X0cVYSTwJIURjCp94mqxjudyyvUtTh3JF9j8WQcqWNNpMCyBwfLNy1+J+Sibqk3gKEgqx8DSn+Vhvmo/1bqJIhRBNafEbTxN76ghvrtzf1KHUSfTxA6z5dBYxJw6hUCjw9A/iwdc/qvQIcyHEzeV6G9dSE8/z47svk3A2gtysdKxsHQgM7cadz07D3bdFU4d31SjVGuyCuqMf+iyRCx6jJCsFja0LGA0o/rVUTl+YR+bRrQ1+//Qjv2Ll2/by68ObsPJtV+UG3nate5G69xcsPFqg0lrW2L/awgbnzneQF3OEtP1rq63bEEvtWr9UcWbiqXn34tbvIZw634FCZVZJqzK55w4CoHVpVmWdpiCJJyGEuIZc3JZOZnhOpdcurLvE0UlnaP6EN24DnEjfn8WJGVGggOaPS/JJCHHtO31gBx9PuIdeIx5kyKMT0etKOX/iMCVFhU0dmhBC1FlRQT62zm7cNeguHNy9yU5LYdPiD3jvqeG88dMebBycau7kOpWfcIq4FW/i1PkOzF190RfkcmHTQrTOPpi7+qFQqrDyD+XCpk/Q2DihUKq58OtCVBa2GHLTGjSWtD0/o9KYm061yz27j1bPf19lfY9BT5G2bzUn596Nx8CxmDl5octNJzfmCGb2bngOeoqLfy4hN/ow9m37o7F3pTg1nrR9v2DXuk+1sVi4B9b7/di16lFpubmLX7lrJ+bchWPYECw8WqBQKMk7H07Sls+xb9sfm+Yd6h1HQ5LEkxBCXCP0xQYipp0j+NXmHJ10psL1M/PO4zHMhXZvln2D5trXkdJsHZHvx+L3kCdKjfJqhyyEELWm1+n47s3nGPjAeO7512bG7XsNbsKohBDiyvm0bMuj0xeWK/Nr3YHXR4Zxat8fdB16XxUtr39mdq5obF24sGkhJZkpqC1tsGnRhcAn55tmGrV4ciEx308h6uuJqK0d8BgwFn1xPklbPmvQWFo89Qnxv8whYf1HaGycaP7wuzi0H1BlfY21I21fX0/C6neJ+3k2uvxMNDZOWDcPwylsCFC2uXjGsd+IXT6z7LqtC05dRtBs5MsNGnt9WPu159JfyyhOT0Sh0qB19sH7jkm493+kqUOrQBJPQohay4nM5+RbUWQeycFQaMDcU4vvAx60eLZsY76MQ9mcWxBH5vFcdDk6rPwtCXzaB5973E19pO3JZPc9R+m+rD1xPyZz8Y8MzOzVtH4tAO+73Ij+KpHoz+LRFejxGOpC+9ktUWnLEirxy5M58sIZeq8P4/ScGDIP52DmbEbQC374PuBRacz/KEwq4tTsGC5tz0BXqMchxIa2M1tg397GVCd5SxqRH8aSF1WAQq3Ays+C4Jf8cRtwdb6tivosHo2dmmaj3CsknnQFevJiCgh4qvzMJtd+jpz/5gIZh3Nw7mZ/VeIU4kZ3Ifo0Kz+ayvkThygtLsLBzYteIx5m6KMTAYg+tp9N33xA7KkjFObl4NYsgEEPPkf34Q+Y+jhzaCfvPXUbExf+wq61S4jYtRUrOwfu/t8Mug69j99/XMTWJQsoKsgj7JY7GPPK+2jMtADsXreUb2aM59Vvf2f1wjeJOXEQGwcXbn9yCr1GPlRt7BkXL7Bq/huc3Ps7xYUF+LUOY9SL7+DX+vI3n0d3bGL9F3NJiT2LUqXG1ac5I8a/1ugJoNP7t5OWFMeAB55u1PsIISqSce3qsbIr21dIV1p61e99NWlsnWnx5IJq61i4+Ve6H5LPiBdNP9u16kH3ry9UqBP2bsXllj4jXizX9h/mbs2r3TMpcOxHFcrM7FwJePS9KtvYBHYiuJpZU1dbZZ+R3/0zrn4gV0gST0KIWtv/yHG0LmZ0eK8Vals1+bGFFCVdPlmiILEIx852+D3shVKrJONgNkdePIPRYKTZfeUTQ8deOUuz+9zxHe1J3LIkDk84RfapPHIj8wiZG0R+XCEnZkZh5WtOywl+5doeGn8Kv4c8afFsMxLXXOLoi2cwdzfDrX/lCaKSrFJ2jjyC2kpFu1kt0NiqiVmcyO57jzBwdze0zmbkxxZy8KkTeI90o/WrzcFoJPtkHiXZ1T80GPVGjDWcXKFQKFCoqj+9oiCxiHML4umxPARFJSddGEoMYASlWflZTf+8zjuXL4knIRrIgomjsHV04dHpn2BhbculhBgyL15+4EtPSSAwtBt973kcjZk5Ucf28e2bz2EwGuh5+5hyff3wziR63j6a3nc+ws7V3/HVtKdIOHuCC9GnePC1D0lLjGX5B6/h4uXHbWMnl2v7xauP0/fuxxjy6EQObFnFt28+i72LO2173lpp3Pk5mcx9fDBaSyseeHkeFta2bPvpc95/+nbeXnMEW0cXLiXEsOilh+gy5B7u+t8bGA0GEs6eoCAnq9rPxKDX12qsU6oq308DIDriINb2jsSeOsJ744aTmni+7H0/8RI9ho+utm8hRP3IuFZRQ4xrpr4MBgx6PVmpSfyycCaO7t506D+8xnZC3Cwk8SSEqJXi9BIK4oto92YL3Ac5A+DS06FcHe+RbqafjUYjTt3sKEwuJnZJUoXEk+dwV4Im+QPg0MGW5E1pXFhzkYF7u5mWjKXtzSJpfWqFxJPPPW60/F/ZLCvXfk4UxBcS+UFslYmnmC8TKc3R0XdTR7TOZZvxOfdy4I9e+4haFE+baYFkn8jFWGqk3dst0FirTX3XZPd9R0nfm1VtHafu9vRaVf066xMzovAY5oxjR7tKr5vZazBz0JB5NIdmoy5/lv/sB1WSpasxViFEzXIz00m7EMv9k+cS2ncoAK06l9/Pocvge0w/G41GWob1JPNiEn+t+qbCH2idBo7k9qdeAcC/TUfCt63jwJafmb32GGpN2YarkYd3cej3NRX+QOs+/H6GPV72zW7bHgNJuxDLui/mVPkH2u9LP6UgN5vXl2zH1rHs+OjgLv14fWQYW76fz70T3yI+8jh6XSljpryHuZWNqe+avPf07Zw9vKvaOi079uLlLzdVeT0n/RLFhQV8M2M8I59+HY/mrdi/eSWLpz+NraNrreIQQtSdjGuVa4hx7R9fT3uK/b+Wzexx8fZn0qK1WNpU/kwnxM1IEk9CiFoxc9Rg4W3OqXdiKMkqxaWXAxae5Y/xLMkq5cx750nZkkZRSglGfdm3SGYOmgr9ufS5nLTS2Koxc9bg1M2+3D5F1s0tSN+TVaGtx1CX8q+HuXLyrSiMemOlM4su/ZWBcw97NPZqDLqyI1wVqrKEUNaxXABsg61RqBQcfuYUfg964tTNHo1tzUNkyNwgdPnVJ33UVtX3c+nPDC7tyGDAzq7V1vN7xJOozxJw6myP6y2OZBzMJuarxBpjFELUnrW9I04ezfhl4QzyczII7tIPRzevcnXyczJZ+9lsjv65iazUJAx6vantf7Xu1t/0s6WNHTYOLrTo0MP0xxmAW7NAIg/vrNA2rP/t5V8PuIOVH07FoNdX+g38yX3baNW5N1a2Duh1ZeOSUqkiqGNPYk+FA+Ddog1KlYovXhtLn7seo2VYj1r9cfTw6x9TVJBbbR1zS5tqrxsNBkqLi7h7wkxuuX8cAMFd+pISe5aNX78niSchGomMa5VriHHtHyOfmcrA0ePJSEnk96Wf8sH4EUz5egtOHj61ai+ujGuvUbj2GtXUYYhakMSTEKJWFAoFPX4M4fTcGI6/dg59gR679ja0nRFoWuJ1ZOIZMg5lE/SCHzZBVqhtVMR+l8SFdZcq9KexKz/8KDXKCokepUaJvthQoe0/s5b+Ye6iwVhqpDijFHOXiseLlmSUknk4h/XNdlS4ZuVnAYB1gCVdv2/HuflxHBh7ApTg1s+Rdm+3xNLbvEK7f1j7W9RqmnZ1Iqado/lYb9QWSkr/tbRPX2ygNLsUjV3Zg1zL//lSEFfE4f+dAiOoLFW0fr05Ea+fw9yt6mNVhRC1p1AoeOHT1az+5C2WzZlMcWE+vsEdGDVpNi079gTgmzfGE3VsP7c/NQXP5sFYWNvw58qvObj1lwr9/fePH7XGrEKZSqOhtLiY/7JxLJ9kt3V0Ra8rJTcrHTsn1wr187LSiYk4yLguFf9QdPEum2Hq7tuCCR+tYOPi9/l08mgUCiVtewxk9JT3qv0DydWneb3HOktbewCCO/ctVx7cuS/bVnxRbVshxJWTca1yDTGumWLx8sPFyw//Nh1p2+NWXh/Zgc3ffcSYV96vVXshbnSSeBJC1Jp1gCWdv2iLodRAxqFsTr8Tw/5HjjM4vAcKlYKU39NoOyOQ5mMvb4B93lBxI7z6Kk4rwcJDa3pdlFqKQqNA61hxZhWAxl6Na39HWr3sX+Ga6l97Jrn1d8KtvxOluToubc/gxIxzHJl0mp4rql4m1xBL7fKiCzg3P45z8+PKlZ959zxn3j3P8Jg+qMxVqCxUdPykNW3fDKT4UgmWvhbkns0HwCFMpnML0VDcfVsw/t3v0ZWWEn18P78snMmCF0Yxb/MZVCo1x3ZuZtSk2Qy4//Im2QbDlw0eR25GKg6unqbXORmXUKk12NhXvgzYys6Btj4DGfnM1ArX1JrLY2bbnrfStuetFOblcGLP7yx//1W+mfEMkz9fX2UsDbEkxTOgVZXXKvsDVQjRcGRcq6ghl9r9m9bCEg//IC4lxNSpnRA3Mkk8CSHqTKlR4tzdgRbP+bL/0QiKUkrQupiBgXJL5UrzdKT8ltbg90/+NRX7dv86jW7TJezb21S5gbdLb0cSV6Vg08IKtWXNG0RqbNR43eFK5pEcEtdcrLZuQyy16/lzaIWy3fccxe9hT7zucK2wobjWyQytU9kMp/PfXMCpqx02gZbV3kMIUXdqjYagjr0Y+ugkFr4wiqzUZGwdXTEaDKg0l2cZFuXncuyvuv1hUhvh29fTrFXI5dd/rMM3OLTKjW6Du/Rn36blePgHobWwqrF/C2tbOg+6i5gThziwuerTgKBhlqS06T4QlVrDqf3b8QpsbSo/tX87vsGhNcYrhKg/Gdcua8ildv9WmJdD4rkTdBw4os5tr1XZZ/Zwat69tJu2CWu/kJobXCMS1r5P4roPALAL7kXryctN13QFOcQun0lG+GaM+lLs2/bFf/QszOzdququWhd3/kjSr59QnJ6EhXtzmt01BYeQyvcuqy19UT5Hp/ahJDOlwmcfu/xNsk5spzj9AgqFAnP3ADwHjcO565X9/64kM4Xzy6aRdXIHCpUGp45D8R31BmqLy/8NRLw9nLyYIwD43jsNzyG1P6VWEk9CiFrJPpXHyZlReN3hiqWfBbocHWcXxmHpY46VnwUKlQL7UBvOLYxD66RBoVJw7pN4NDZqiosb9jjZhJ8vorJQYd/OmsQ1l0jfl023Je2rrB/4lA+Jv1xk111HCHjCGwsvLSXppWSG52DuriXgKR9il1wg43AOrv0cMXczoyC+iMRVKbj0rTi1+98aIuHj3MOh0nIrX4ty1y5uSyf/fCE2QVaUZpWS8MtF0vZk0XttWL1jEEKUSTh7ghUfvk7nQXfh6u1PYV4Om755H2dPX1y9m6NUqfBrE8av33yIjYMzKpWaX7/5AAtrO3IzUhs0lr0bfsJMa0GzViEc2LKKs+G7mTB/ZZX1Bz34LPt/XcG7Twxj4ANP4+jhQ25mGucjDmHn4s6gB59jx8+LiY44QNseA7FzdiftQhz7Ni2nTbdbqo3F3a9Fvd+PnZMrAx54mjWfzkKhUODhH8T+zT8TE3GQiQsrLucRQjQMGdcq1xDj2trPZlOYl0NgaDdsHJxJS4rjjx8/R1dawsDRz9S7f1F/SjNzWk9egcrCtlz52c/HU3ghkuYPv4NSY078L3M5/dGDtJ/2KwpV3dIkafvXEvPdS3jdNgG74J6kH1hH5CdP0GbKL9gEdLzi2BPXf4Tx7/3W/stQnI9bn9GYuweiUChIP7SRc188g9FowKXbnXW6j0FXyqkPyw4RaPHUQgwlhcSteIuS7EsEP/+9qV7Ao++jL8rjxOw76vxeJPEkhKgVc1cztK5mnF0YR1FKCRobFY5d7em4oLVpplHHT1pzbEok4c+fxsxBQ/Ox3ujy9UR9ltCgsXT6tDWn3okh8sNYtE4aQuYF4Tag6hPozBw19NkQxum55zn5djSlmaWYOZnh2NHWtFG5bbA1Kb+lc2JmFKWZpWhdzPAa6Vbp8rymolApiPsxmfzzBSg0Spy729NnfRg2LWr+BlAIUTt2zm7YObny6zfvk3kpGQtrW1p26METs740fSP/5Ntfs+TtiSye/jTW9o4MuP9pigry2LpkQYPG8tTsr1m1cCbrv5yLjYMLD0+dT/teg6usb23vxGvf/cHqT9/i5/lvkJ+dgY2jC83bdabDLWUb+nq3aMOxv35l+fuvkZ+dga2TG10H31PpMpbGcPf/ZqK1sGLL9/PJzUzDwz+IZz/4kTbdB1yV+wtxM5JxrfH4Boey9YeF7Nv0E0UF+Ti4etCiQ0/Gv/udaQ8q0cQUygrJn9yoQ2Sf+JPgF5Zh37Zs30EL9+YcndqP9PBNOHeuW2IlYe17OHUZQbM7XwbArlVP8hNPk7j+I4InLrmisAuTo0jZ/i1+900nZskrFa43f3huudf2bftRmHyW1N0r6px4yji8kcKkSEJn/YmFeyAAakt7Tn84mtyYI9g0L9syxNIr6IreC4DCWNOOakKIKoWHh9OxY0f6bu6Effu6T8UVdRO/PJkjL5xhSERP01IzcfPJOp7LjiGHOHz4MGFhMtvrRvXP+Dpt6V833TKs3euW8s2M8Xz4x3lsHKpOqouGEXf6KG+N6SNjimh0Mq7JuNYY/hnD2k3fjLVvO1P5pV3Lif7uJTq+dxgzu8ubupfmZXJ4Ugf8R7+FW7+HyI06xIVNC8mLPY6+MAdzN388B43Dpcc9pjb/XWpXlJbAkSndaDn+c5w6DTfVO//jdDKPbCHs3f2msuKMJOJXvUPWie3oiwux9gvB7/4ZWPtVvVqhoSSsfZ+kLZ/R9dNz5crj18wj5Y9v6Dz/ZLkN5I/PHIyldzCBYz+q9T2KUuM48koPgp79GsewIaby5N+/Jm7lLLosPIPyX/uR1dap9+/H0rs1DiEDa73M8cz8R9EX5dHm5eqXmf7Xua8mUJB4mpAZv5nKjEYjh55vi/uAx/EZ8WK5+nvHelW51C4vLoKIN4dU+J2qrFBTCCGEEEIIIYQQ1y3HsKEolGrSD20oV55xuGzvLse/E0bF6RewCexMwKPzaDXhW5w6DiP628lc2r2i3jHo8rM4OedO8uNP4j96FkHPfIFKa8mp9+6jNKf6fWCNBj1Gva76f4bKl6HVpCg5Cgv35hVOLbTwaEFhSlSd+ipMjvq7bWCFvoy6EorT6r7yI/3QBgoSz+B9xwvV1jMajRj1OnQF2aTu+Zmsk3/hfsujdb5fYUq0aabTPxQKBRYegab3V1+y1E4IIYQQQgghhLiBqC1tcWh/C+kH1uAx4DFTedqBNdi16YPGumwf0X9vRm00GrFt2Y3izGQu7vgB15731SuG5N++QleQQ4epG9HYOgNlm3wfea03SVs+w/feqpdDnnpvFDmRe6vt3zaoe51n9wDoCrJRWVY8EVplZYcuNqvOfQGoLMvvIaW2Kutfl59Zp/70xYXELp9Js7teKbexd2WyT+/k9PsPAKBQqfEfPavcDLRa3zM/C3WzthXKVZZ26PKz6txfZSTxJIS4bjQb5UGzUR5NHYYQQjSqnneMoecdY5o6DCGEaDAyrjUN5y4jOPv5eIrTL6B18qIk6yI5kfsIfOJjUx1dfhYJa98n48gWSrJS4O9ZRGrryg+/qYuskzuwbdUDtZU9Rn3ZKdAKpQrboG7knT9abdvmD89BX5RfbR2V+Y23z+mFDR+hsXXBpdeoGuva+IfRbtom9AU5ZJ74k/PLpoFKjVvvB65CpHUjiSchhBBCCCGEEOIGYx8yEKWZJWkH1uI19BnSD65HqdHi2OHyXkRRi18gN+oQ3ne8gKVnS1QWNqRs/570g+vqfX9dXgZ5MeHse8q3wjWtq1+1bc1d/aGm7aj/s1SuttSWdhRnJFUo1+dno7ayr3NfAPrCHLBzNZXr8stmQqmtap/AK05LJGnrFwQ9+1VZf5SdXgegL8pHX5RfLtmmsrA27ftk17o3GHTELZ+Ja8/7UChVtb6vysoeXWFuhXJ9QTZmDp617qc6kngSQgghhBBCCCFuMCozCxw7DCb978RT2oG1OITcikprCYChtIjMY7/jN+oNPAY8frmh0VBtv/9slm3QlZYr1/+97OwfaisH7Nv643PnSxX6UKirPyioMZfamXsEknVqF0ajsdw+T4UpUVh6tapTX//s7VSYXH6fpMKUKBRqM7QuzWrdV1FaPEZdCWc+frjCtVPz7sW6eQfavb6hkpZlrHzbo//tK0pz0zH7VxKsxvfgHkBB4plyZUajkcKUaOxa96l1P9WRxJMQ17i0PZnsvucofX7tiEOIbc0NrhFn3jtP5AexADj3cqDnilDTtdIcHSdmRJG8ORVDqRHXfo60n9UCc7eaT3xI2ZrG6XdjyIsuxMJLS4vnfPG9v37L74wGIzuGHiI7Io/OX7TBc/jlgXqt5/Yq2w0+0qPamOvzPv/rwtqLXFifSuaRHIqSi2kzLYDA8bX7RVaYUkzE1HNc2pGBUqPAY6gLbWcEorGp+6+A899e4OK2dDLDcyjJKK3weVUn91w+EVPPkXEoG7W1Gp973Aie0hyl2eVzLjaH7KY4tQSgTn0LcSXOHNrJe0/dxtQf/sSv9fVzmtnaz2az/os5AAR36ceLn13+VrogN5sVH7xG+Pb16HU62nYfwAMvz8Pexb1O9yjMy2HrDwuJ2L2Vi3HRqM3M8G/TkbueewPvFm3qFX9RQR7T7upE5qWkK/7sdaUlrF74Jns3/URRfh4BIV0ZM+U93P1amOr8PP8NNn/7IQDtew1mwvyV9YpbiOuBjGvVO7BlFYd+W835E4fIvJTEvRNnMfjhCVcU86HfVrNv03LiTh8lPycLt2YBDLj/aXqOeLDCptW10VjjmnPXkZz5+GGyTvxJXkw4XsOeM10zlJaA0YBCrTGV6QvzyDy6tdo+NTbOKFQaCpMvnxZn0JWQE7mvXD271r1I3fsLFh4tTMmu2mrMpXYObftzYf1HZJ/eif3fiZXClGjy40/gOfSZOvVl7uKLuVtz0g9twLHDYFN5+oF12AX3QllDgu3frJq1ofVL5f83LUg4SexPM2j+0Bys/EOrbZ977gAqCxs01o51eg8O7W4hbd8vFF6MwcKtOVC2f5QuLxP7drfUqa+qSOJJCNFoVOZKeqwMRWNbfqg59PRJciLzCZkThFKr5PTcGPaOOU7fzR1Rqqs+bDN9fxYHxp7Ad7QHbWe2IG13JkdfPIPGWlWvBEXskiSKUkoqvdZ7fcWHtvDnT6O2UNWYQLrS91mZpI2pFMQV4j7QidglFacGV8VQamDv6GMAdPqkNfpCPSfejObws6fo9n3dj7FN+DkFALcBTiSsTKl1u5KsUnbfdxRrfwu6fKyy9qgAAQAASURBVN2WwuQSTsyMQl9ooP3slqZ63Za0p+BCEQfHnqhzbELcTMzMLXjxs/VYWJffHPXzVx4lKeYMD732ERqtOas/eZOP/3c3U3/YgUpd+8e+jJRE/vrlG3qNeIg7n5lGaUkxW76fz+xHBjD1hx14Ng+64tg3fPku+r/3+rhSP777Mge2rGLUpNnYu3qw8ev3eP/p25m5cj+WNmWfyS33PUmHfrexdM6LNfQmhLgWNPa4BnD4j7WkXoilfe8h7Fi1uF7xbv1hIc6ezbj3hbexcXDm1P7tfDfrf2RcTOSOca/Wub/GGtfsWvdBbe1A1DcvorK0w75df9M1taUtVv6hXNj0CRobJxRKNRd+XYjKwhZDbtWnzimUShzDhpKy7VvMXf3QWDuSsu3bCjOIPAY9Rdq+1ZycezceA8di5uSFLjed3JgjmNm74TnoqSrv8d9T1hqSTWAn7Nr2I/qbF/G7bzoKjZaE1e9i6R2MU9gwU71Lu5YT/c0kWr+0ErtWParsz2fEi5z78jnMXXyxbdWD9IPryDt/hDYvrypXb+9YL1x63Evg2I8q7UdtaVflfaz82mPt2w6A/IRTxP88G6dOw9E6e6MvLiDz2O9c2rmMZne9ikJ1+b+L8Je7onX2qXZmmGPH27DYuICz/2fvvsObqt4Ajn8z26Qj6d500FJK2XsvcaPiAhX3VvwpgoILFQUUBVRExQkKDlBAAVFQQUTZQzYtbSnde7dpm/X7I5IS0qa7ZZzP8/A85N57Tt60t+fevPeMDx+mw03TMVbrOL3ydbTdL8Mtoled5RpDJJ4EQWg9UgmefWxvHgr2FpPzZwGDvumB70hLNt61o5rNI3aRuSGPoOvrTiDFvZuMRy83esy1fOHxGeJBebKO42+fanLiqSq/muNvJRE7I5J/p5yw239u/BWpOsqTdHR5qaPDepvzOWvTd3EsEqnlQt6YxFPG+lxK48oZvXUAbpGWJ00KjYIddxyk8EAJHr0a14tu2NreSKQSKlJ1jUo8JS/LwFBqpP/n3VB6WJ6qmY1mDj0fT9SToaj8LUk8bXc3lB7i0iQI9ZFIpHTs3t9mW+LBXRzd8QdPf7CG2EGXAeAfGsWMm/uyf/Na+l1xU4Pr9w4KZc5PB3FS1Tyh7txvONOvjeXP7z/ljunzmhR35ql4tqz8lPFPz2bZnMlNqqMgO51tP37JxOcWMHTcXQCExfZm+jWxbF21hKvvtdTr6R+Mp38wzi6OVwUSBOH80NrtGsAjby5FKrU8/Gtu4ul/767EzcPL+jqm/wjKiwr47esPGPvQdOv7NERrtmtSuQKvPtdaVqkbdrtdD5yohxaR9NV0Ej6fjNzVg4DLHsBYVU7GxsUO6w2fOIvEL6eR/O3LyJxdCLzyMZz9Iyg8sNF6jMLVk64vriN1zVuc/mEOhvJCFG5euEb0xqv3VQ5qb32dHvmI5BUzSfxqOmajAW3sCMLveN0maWOq1gGgcPdxWJf3gHEYq3VkbFhE+i8foPLvSPSkz3CL7Gs9xlhVYamrEUPg6qJw90Gmdidt3TtUF+ciV7vh7B9J9KTPbXpdnXnf+uKXyhXEPL2c5G9eJv7jSUhkcjx7X03Yba82O9YzxN29ILSClBWZ/PtMHFfsH4yzT03jXl2o59ee/9B9VhRhdwVRsLeYk++fpvBQKYYSAy7haiIfDSHklrq7Dlek6vhtwE67YUiHXz5J5q95XLF7kHWbLqOSY3OSyNlSgEFnxKOHG11nRqHt3n434dmb81Fo5PiMqJlozy1SjSbWlezN+XUmZIxVJvK2FxF7TsIn6AY/0n/MoSJVhzpE1eh4jr+RhPdgD3yGaBt0fNqabJBA8DjHF42mfs66nEk6NVb2lnzcY1ytSScAnxEeKDzkZP+R3+jEU1PjyNmcj88wD2vSCSDoOh8OTo8jd2uBWK1QaLB/1n7Nl68/wdu/xqHxqvk7KisuYOrlUdwx7W1G3HI/iQd3sWHJApKPHUBXVoJfh45ccecTDBpb90oveRmneW5sNx596yv6jhln3f7d29M58OfPzP25pideQXY6qxa+wtEdv1OlqyCsS28mTH2DsC4t82SwKQ5v/w21m5YuA2u6xfuHRRES3Z3D/2xq1Bc0J5X98AVntSu+IREU5TY86Xyub956lhG33I/fWUNHGuvYjs2YTSb6Xj7Ous1V40mXgaM5/M8m6xc0QbhQiHatbi3ZrgGNSgbV5+yk0xkhnbvz15qlVOvKG5Ucau12LeLuuUTcPbfWfSq/cGKfXWm3PeSGml5Vms6DGfR5us1+hZsXnZ/43K5c+O2v2bxWanzpeG/THla0FLPRABIpkrN+/3K1O5H3zYf75tdZrjRxH9puo1EH1n/N8ht2u8PV5MoS9yGRK/EffW+jYq/tZ6/U+NDpkQ/rLVuZk4yhrIAABz3LznDyCCB60qcOjzGbjPVP+F6HlvvLEwTBKuBqHyRyCRnrcmy2Z2zIBbAmjCrSKvHsp6HXvM4M+LI7gdf6cGDqCVJWZjY7huoiPdvGHaD4aBndZkXR/9OuyNQy/rn1AFV5tQ8rO8NsNGMymBz+Mxub1uiUJVbg2lFtN/bdLcqFsoSKOsuVn9Zh1ptxjbQdH+4WZXld6qBsXQoPlJC2JpuuLzvuvXS2tB9z8BqoRRXo7PC4pn7OllaWUGGTdAKQSCS4dVS3aRylCRV2vzuFRoGzn7JJvzvh0tVr1FikMjn7fltjs33/H5b5QPr8d9Oen5VKZM+B3PPy+/zv3RX0vux6lr72BP+s+7rZMZSXFDL3/itJjT/M7dPe5rG3l+GkUjP/0esoKch1WNZkNGI0GBz+MxmNTYorK/kk/qGRdu1OQHgnsk7FN6nOs1WUFpGecJyA8E71H1yLvb//SHrCUa57aHqz4shMjsfN0wcXd9uVggLCo8lKbv7nFIS2Jtq1urV2u9bSEv7dgYdvYKN7Wop2rfWYqirY+XAoxxfUnRSqS2nCXoLHNm0OsHOVJOzFZ/CtOHm2zCpxDVGasAdNl+EtNlzuyBs31LpCYUOIHk+C0AoU7nL8RnuS/mM2EfcHW7en/5iN7whPa6+P4HF+1n1msxmvgRp0mVUkL8ugw/jm9QBJ+jQNfYmBERv64ORt6XXlPdSDP4buJOGjFGJn1D1u+p/x/5K/o8hh/V6DtAxd1fhGTF9ksJvzCUChkVNdpK+lxJlyln3nllVoLK/1hY2bL8RsMnPohXg6PhKCOkRFRaqu3jLFx8ooPVFOj7fqn9ukqZ+zpemLDdafkU0cWkXbx1Hrz0Nh/d0KQkOo3TR0G3IFuzb+wOjbHrFu3/3rD8QOHI2rxjK0tf+Vt1j3mc1mOvUeQmF2Bn+tWsKQ6yY2K4bfv/6QitJiXly2BXdPS/f1mP4jeXFcbzZ+tZBbJ79eZ9l5j15H/L6/Hdbfqc9Qpn26odFxlZcUoXLT2G1Xu2kpLylsdH3n+uHdl5FIJIy45YFGl63SVbBywQvcNOkVVK7NWyijorTIOt/J2VzctZQXN/9zCkJbE+1a3Vq7XWtJJw/sYPfGVYx/enajy4p2rXX4DZ+IR48xAMicXRtdvvdcx6vqNUbI9U+3WF0N5TP4VnwG39pi9UXe/y7GKsuE70qPxiXQROJJEFpJ0Dg/9j56lIq0StTBzlRmV5G3o4jeC2Osx1QX6Tkx7xRZG/OozKq29iI6ezhSU+X8VYD3YC0KrRyTwbIkqkRmSRgVHSx1WLbH3GgM5Y4TOXKXC7v5OP1NJpU51UQ90fCsfdrqbCQKCYHXOh4nLQhC6xpw1S18/Ny95Gem4hUQQlFuFnH7/+aB1z62HlNeUshPi+fw758bKMrNsD5td9U2bqWX2hzduZnO/Ybh4u6B0WBpK6VSGdF9hpB8bL/Dsne/+B6VFY7bYGf1+Tcn0d8/LeevNUu5b+ZHePoFNbr8z5+9jbunD0NuuLMVohOEC59o1y5sBdnpfPzcvXTuO5zLbn+svcMR/qP08Efp0fjVD4XaqQKaPuH7hf3NURDOY/5jvJCpZaT/lE3UpFDS1+Ugc5IScFVN0uLA5BMU7C0m+ukw3KJdkLvJSP4yg/S1OQ5qbpjqAj2F+0pY12Gr3T6XMMdzIbmGqzDXM363KcvEAii0cnQZVXbb9cUGlNq6E26K//YZSm0TYvpiy2tFIyakNpQbOP5GEjHPhWPWm9AXm9CXWm7eDDoT+lIDCjfb+sxmM+k/ZeM3yqtBicGmfs6WptDI0ZfYJxH1Rfp6hwu2dBzn/u4A9MV66+9WEBqq+7CrUKpc2L1xFVffO5m9v61GoXSm16ix1mOWvPIYCQd3cd3D0wmMiEHl6saf33/Onk2rm/3+ZUX5JB3ewyP97b/s+QSHOyzrGxLRau2ri7uWgqw0u+0VpUV2wzca4/A/m1g2+0nGPjStSb0q8jNS2LT8fR6f/zW6smIAqirKAKisKKeyogxndcOfRKvdtOjKSuy2l5cU4aJp+ucUhPYk2rXatVa71pIqSot4738346Lx5LG3lzVpHinRrgkXO5F4EoRWIlPJCLjKm/SfciyJp59y8L/cG7laBoCx0kjW73l0fTWSiAdqhuOdMqXXVSUAUifLxcxUbXuBP5OAOUOhleM7ypPO0+xvFmRKxxfE1hxq59pRTe62QrvlVksTynGPqfuLh0uoColCQmlCBb4jayZzPDNP0bnzGDlSXaCnulDPwenxHJxuO27+wFPHOeaj5KqDQ2y2F+wuRpdeZTe5eV2a+jlbmmukmtLj5TbbzGYzZYk6fIY3/wlpQ7lFqu3mctKXGKjMrm7U704QwLLkdq+R17Jnk+UL2u6Nq+gx/CrrhNj6qkoObvuVCVPmcNltj1rLmUyOJ81UKC3JWKPedh688tIim9cuGg+6hoxh3OMv2dUhVzg5fI/WHJLiHxbFsV1b7NqdzFMnCY7q0uj6ABIP7eajZ+9m0Ng7GPeY/edtiNyM0xj01Sx80r67/7yHryWia19e+Gpzg+sLCOtESX4O5SWFNl88s5Lj8Q9r2vxTgtDeRLtWu9Zo11pSdaWOhU+NR1dWwvNLf691uFxDiHZNuNiJxJMgtKLgcX7svOsQOX/mU7ivhKhJHaz7TNVmMIFUUZME0pcZyPotz2GdTt7K/xIwNckEU7WJvHMSRT7DPElblYVblIs12dVQrTnUzm+0F/HvniZ3WyG+/yU+yhIrKD5SRtSkuoe9yZykeA/WkrE+l44Phli3p6/NwTVK3agV7Zx8lAz5oafNtsqcavY9fozoqWHWuM6WtiYbmYsM/yu8G/QeTf2cLc1vlBdpq7IpS6rANcKS4MndVkh1oR6/y+xXY2ktvqO9iF942tLDSWPp4ZSxLgeJVILPiLZLgAkXj/5X3cLCJ2/lyPbfSTq8h6vvm2Ldp6+uwmwyIVPUrCpaWV7Kwb8cf+lx8/RBJleQeSrOus2gryZ+3z82x8X0H8XODSsICI+udfU3R1pzSEq3wZez/tO3OL77T7oMGAVA1umTpMYdbNKKSBlJJ1j41K107jecu154t0kxAXSI7sYzn/xssy017hAr5j/PXS+8S1hs70bV12XQaCRSKfv+WMvwG+8BLEOQju7czNgHpzU5TkFob6Jds9fS7VpLMhoMLJ5+D5mn4pj++UY8fJs+abRo14SLnUg8CUIr8hluWT7+wJQTKDRy/EbXfNFXuMvR9nTj5KLTOHkpkMgknPwgBYWbnKqquidblkglBF7tw6kl6biEqVB6Kji1JN2ytOVZT4IiHw4hbXU2f990gI4PBqMKcqI6X0/h/hKc/Z3o+HBIne/Rmj1QPPtq8B3pyb9TThD7SiQyJynH5ybhHuNKwDU1SZ24BaeIe+c0Y3YMRB1seVoXPTmMf275l4PPxxF0nS95/xSRtiabvotjbd5jU/8dqEOc6+yRJXOW4T3YttvymcnF3aNd8Oxn+7TKZDCRsT6XgKu8kalqT+KtDfmTkFv96bWgc6M+Z8qKTA48fYIhP/S0i+lsJfHllMXXJBtLTpSTsT4HmVpmPa8q0ir5fdBOop8OJXqKpadb4Fgf4t93Yc9DR4h5LgKjzsTR1xLwG+OFR6+aCX5PzDtF3IJkLt810GESr/BgCbrUSqryLedowT5Lt3CllwLvQZb483YUsn38QXou6EyHWy3j6sPuCiTpizR23X+ETv8LRZdVxdFZiYTdFYjK3/GTVEGoTZcBo3HVerJ05iTUblq6Dbncuk/tpiEstje/LHkHNw9vZDI5vyxZgMpVQ6mD1ZmkUim9R1/H5hWf4hMSgZvWi80rPrF70n7FnZPY9ctK3nrwGsbc/iieASGUFuZx6vBeND7+XHHnE3W+h39Y/UsyN1XHHgOIHXQZS2dOYvzTs5ErnVnzwWsER3Wl9+jrrcf9s/Zrlrz6GM988jOd+w6rta6SglzemXQjSicVl0+cZDPHi8rVncCIztbXD/Z2Z/B1d3D/zMW11qV209b5PqFdehIa09P6+otXHmX7um/4bL/9kJMzPP2CGDbuHn54dwZSqQwP3wB+/mI+ald3Rtx8X53lBOF8J9o1ey3ZroEloZ6RdML6Oi3hKHt//xEnlZpuQ66wbq+vXQP4+o0pHNr2K+OnzEFXVkLiod3WfR0690ChtNzftFW7pss82aDjBKE11XUeisSTILQiqUJK4Fgfyyp1twcgPWeIW58PunBwehz7nzqO0kNBxAPBGMqNJCxOdVhvt9lR/PtsHIdnnETuKifysRBcO6rJ/LWmt5TSU8Hw9b05PvcUR2cnoi/Uo/RS4tnHnYCr23dy7L6LYznyagIHp8VhMpjxHeFJt1lRSOU1Px+zCctk62fNGeA1QEu/z7py4q0kUr7NRBXkTM95nQm6ztemfmOFEWcfJS0l588Cqgv0BN/oV+cxZqMZs8l2+GNDPqehwjK3lFM98WaszSFuQbL1der3WaR+n4Uq2Jkrdg/6Lwjzf3HUlJMqpAz6ugeHZ5xk7+PHkMolBFztQ9eZtpMDGiuMSJ2kta48d7ZTS9JJXZllfZ34cSqJnBl6+V/izPzf7+6sn4dSq2DIyp4cevEku+8/jNxVRujtAcQ8F+Hw/QShLnKFgj6XjWPrqi8YOu5u5Arbv6GHZn/OstmT+eLlR3HVenLZbY9SWVHGpmXvO6z3junz+GrWk3z39nSc1a5cefeT+IdGceDPmh47rlovXvjyD9Z8+Do/LHyF8uIC3Dx9iOjWj16jr2uVz9tQj7y5lJULXuCrWU9hNBqIHTiaO6a/jUxe87ddpbMksd09feuqhoykExRmW4Z+z3/U9jOdPWTGWpdX3e1jY1TpKnD3qjuuM257di5OahdWvf8KVRVldOwxkCkfrW3yMBdBOB+Idq12LdWuAezZtJp1n7xpfb1j/bfsWP8tXgEdmPvzEdu66mnXju60DBFeueAFu31vrj+Md2Dof/W1brvmqvVC4awm4dP/1fsegtAWnFVqvL1tR4lIzPXNBCcIQp32799Pnz59GPFrX7TdL+7VOhrrxLxTJCxO5ZoTQ5FIJUikTZtUsrHKk3X8Pngnw3/uY9Oj53y173/HqC7UM2h5j3aNY9u4/bjHuNDjjeh2jcNsNFORWsnvg3fS75NYAsfa36gVHSpl61V72bdvH717N26IjnDhONO+zvj6L5seMQL8tHgOm5a9z8KtqUik0kZPZPvZSw9RVlzA5PdXNTuW47v+5L0nb2HO2oNNWu3uXNOu6cKo8Q+3yBAak8mE2WRi/qPX4ax25cmF39d63Onj//L6xOGiTRFanWjX6ibatYapq13Lz0ylrCjfelzmqTg+e+khli9fTkxMTF3VCUKr8Pb2pkOHDjbbRI8nQRBajbHCyLoOW/Ee6sGQlT3b5D3z9xTjM9zjgkg6ARTsKabP++07Oaap2kTJsTL6LGr/STo39t5OVW51/QcKwiWuSlfOI/09iek/kqmL1zaqbMLBXTw4y/GExA2vayeDx97RIl/O8jNTqdKVM2r8gy0QGaxeNJNfl74DQPehV7ZInYIgtB7RrtWvrnbNKyAErwD7aTRiYmJEQl04L4jEkyAIrSL0zkD8LrfMPaRwbbumpsOt/tZ5hS4El+8c1N4hIFVKuTZ+eHuHAcCgb3pgMljGCrqENnzCeEG4lIy4+T56DL8KAGeXxve2fXPdoRaL5bqHn2uxurwCQnhvy+kWq++y2x6h75gbAFC5iiF4gnA+E+1aw4h2TbhQicSTIAitQuXvJCaNFhpNE+va3iEIwnlP6xOA1iegvcM473n4BjZrlSlBENqOaNcaRrRrwoWqcYNnBUEQBEEQBEEQBEEQBKGBROJJEARBEARBEARBEARBaBUi8SQIgiAIgiAIgiAIgiC0CjHHkyC0gNKE8vYOQRAuGeLv7dKSeSquvUMQLnLiHBPamjjnhNYmzjHhfCMST4LQDN7e3jirndn/xPH2DkUQLinOame8vb3bOwyhFXl7e6NSq/nspYfaOxThEqBSq0WbIrQ60a4JbUm0a8L5RGI2m83tHYQgXMhSUlLIy8tr7zAuaD/++COvv/46b7/9NqNHj27vcFrF5s2befbZZ3n55Ze54YYb2jucC563tzcdOnRo7zCEVnYht6+iXbuwiDZFaCuiXTu/iXZNEFqHSDwJgtCuEhIS6NmzJ7fddhufffZZe4fTqh544AFWrFjBwYMH6dixY3uHIwhCKxHtmiAIFxvRrgmC0Bwi8SQIQrsxGAwMHTqUvLw8/v33X1xdXds7pFZVWlpKr1698PHxYdu2bcjlYrSzIFxsRLsm2jVBuNiIdk20a4LQXGJVO0EQ2s2sWbPYu3cvy5cvv+hvYgDc3NxYvnw5e/bsYfbs2e0djiAIrUC0a4IgXGxEuyYIQnOJxJMgCO1ix44dzJo1ixkzZjBw4MD2DqfNDBw4kJdeeonXX3+dnTt3tnc4giC0INGuiXZNEC42ol0T7ZogtAQx1E4QhDZXWlpKz5498fX1vSS7MF9qXdYF4VJwqQ/NOLtdO3DgAG5ubu0dkiAIzSTaNXG/JggtRfR4EgShzU2ePJns7GyWL19+yd3EAMjlcpYvX05WVhaTJ09u73AEQWgBkydPJisrS7RrWVk8/fTT7R2OIAgtQLRr4n5NEFqKSDwJgtCmVq9ezRdffMHChQsv6ZVCIiMjee+99/j8889Zs2ZNe4cjCEIziHbNQrRrgnDxEO2ahWjXBKFliKF2giC0mYyMDLp168aIESNYtWoVEomkvUNqV2azmZtvvpm//vqLw4cPExAQ0N4hCYLQSGfatZEjR/LDDz+Ids1s5qabbmLbtm0cOnSIwMDA9g5JEIRGEu2aLXG/JgjNJxJPgiC0CZPJxFVXXcWRI0c4dOgQ3t7e7R3SeSEvL49u3brRo0cPNmzYgFQqOqIKwoXCZDJx9dVXc/jwYdGuneVMu9a9e3d++eUX0a4JwgVEtGu1E/drgtA84i9GEIQ2sWjRIn777TeWLFkibmLO4u3tzdKlS9m4cSMffPBBe4cjCEIjLFq0iE2bNrF06VLRrp3lTLu2adMm0a4JwgVGtGu1E/drgtA8oseTIAit7siRI/Tt25dHHnmE9957r73DOS899dRTfPLJJ+zdu5fY2Nj2DkcQhHocPXqUPn368Oijj/Luu++2dzjnpSeffJJPPvmEffv2iXZNEC4Aol2rn7hfE4SmEYknQRBaVVVVFf3798doNLJnzx5UKlV7h3Re0ul09OvXD7lczq5du3BycmrvkARBqINo1xpGp9PRt29fFAqFaNcE4Twn2rWGEfdrgtA0YqidIAit6sUXX+TEiRN8/fXX4ibGAZVKxddff83x48eZMWNGe4cjCIIDL730kmjXGuBMu3bs2DFeeuml9g5HEAQHRLvWMOJ+TRCaRiSeBEFoNX/88Qfz589n9uzZ9OjRo73DOe/16NGD2bNnM2/ePLZs2dLe4QiCUIvNmzczf/585syZI9q1BujZsyezZ89m/vz5bN68ub3DEQShFqJdaxxxvyYIjSeG2gmC0CoKCwvp1q0bnTp14vfffxerfzSQyWRizJgxnDx5kkOHDuHh4dHeIQmC8J/CwkK6d+9Op06d+O2330S71kCiXROE85do15pGtGuC0DiiZREEocWZzWYeffRRysvL+fLLL8VNTCNIpVK+/PJLysrKeOyxxxDPBgTh/HCmXSsrKxPtWiOdaddKS0tFuyYI5xHRrjWduF8ThMYRrYsgCC1u+fLlrFy5ksWLFxMSEtLe4VxwQkJCWLx4MStWrODrr79u73AEQaCmXfv4448JDg5u73AuOKJdE4Tzj2jXmke0a4LQcGKonSAILSo5OZnu3bszbtw4vvrqq/YO54J21113sXbtWg4ePEhYWFh7hyMIlyzRrrUc0a4JwvlBtGstR7RrglA/kXgSBKFZfv75Z/z8/Ojbty9Go5GRI0eSmprKwYMH0Wg07R3eBa24uJgePXrQoUMHtmzZgkwma++QBOGSc6ZdS0tL4+DBg7i7u7d3SBe02tq1PXv2kJOTw7XXXtve4QnCJUG0ay1L3K8JQv3EUDtBEJplypQpfPvttwDMnTuX7du3s2zZMpF0agEajYZly5bxzz//8NZbb7V3OIJwSTq7XRNfzprvTLv2999/W9u1b7/9lqlTp7ZzZIJw6RDtWssS92uCUD+ReBIEocn0ej1JSUlERkayd+9eXnnlFZ577jmGDRvW3qFdNIYNG8Zzzz3Hyy+/zL59+9o7HEG4pJxp155//nmGDh3a3uFcNM5u1/bu3UtkZCSJiYno9fr2Dk0QLnqiXWsd4n5NEBwTQ+0EQWiyuLg4OnfuzPr165kyZQpubm5s374dpVLZ3qFdVKqrqxk8eDBlZWXs378ftVrd3iEJwkWvvLyc3r174+7uzvbt21EoFO0d0kWlurqaQYMGUVZWxvz587nuuuuIi4ujU6dO7R2aIFy0RLvWusT9miDUTfR4EgShyeLi4gD47rvvSE1NZenSpXzxxRcEBgYyf/78do7u4qFUKlm+fDkpKSk888wz7R2OIFwSnnnmGdLS0li+fLn4ctaC5s+fT2BgIF988QVLly4lNTWVlStXAjXXFEEQWodo11qXuF8ThLqJxJMgCE0WHx+PSqVi+fLlTJw4kZtuuonHH3+cMWPGcOedd7Z3eBeVzp07s2DBAj766CN+/vnn9g5HEC5q69evZ/HixSxYsIDo6Oj2DueicueddzJmzBgef/xxbr75ZiZOnMiyZctwdnYmPj6+vcMThIuWaNfahrhfE4TaiaF2giA02Z133sk333yDu7s7xcXFXHPNNbzxxht07969vUO7KJnNZq677jr27NnD4cOH8fX1be+QBOGik52dTbdu3RgwYABr165FIpG0d0gXpUOHDvH888+zYcMGNBoNJSUl1iSUIAgtS7RrbUvcrwmCPZF4EgShyQIDA8nMzKR3794sWLCAESNGtHdIFz1x8ygIrUd8WWh7W7duZcqUKezfv5+AgAAyMjLaOyRBuKiIdq19iPs1QbAlb+8ABEG4cP3vf//D2dmZyZMniwtqG/Hz8+OLL77guuuu45NPPuGRRx5p75AE4aLx8ccf8/PPP7N+/Xrx5ayNjBgxgr179/Luu+9SWVnZ3uEIwkVHtGvtQ9yvCYIt0eNJEAThAvTYY4/x5ZdfcuDAAaKjo9m0aRPLly/nq6++au/QBOGCcffdd3PnnXdyxRVXEBcXR69evbj33nv58MMP2zs0QRCEJhHt2vlF3K8JgoVIPAmCIFyAKioq6N27N25ubmzfvp2vvvqKhx56iIqKCpydnds7PEE47+l0OlxcXPjss8+48847xRLYgiBc8ES7dv4R92uCYCGG2gntKiUlhby8vPYOQxCsvL296dChQ3uHUS+1Ws3y5csZNGgQM2fO5KqrrsJsNpOQkEDXrl3bOzxBOO8lJCRgNpuJjo5m5syZHDx4kJ07d17wX87EdVVoKxfK9fJScrG2axcycb8mCBYi8SS0m5SUFKJjoqmsEHM6COcPZ7Uzccfjzuub6aKiIo4cOcKQIUOYOXMmM2bMYMCAAQDExcWJGxlBaIC4uDgACgoKeOONN5g9eza9e/fm77//pmvXrmi12vYNsAlSUlLoHNMZXYWuvUMRLgEqtYoTx0+c19fLS83F2K5dyMT9miDUEIknod3k5eVRWVFJz0XRuEaKJzFC+ytLqODfJ+LIy8s7r2+k//zzT2688UYGDhzInDlzGDx4ME888QQajYb4+Pj2Dk8QLgjx8fFotVqeeOIJhg4dysCBAxk8eDA7d+5kzZo1jBs3rr1DbLS8vDx0FToe/fRBgqID2jsc4SKWHpfJ4oc+O++vl5eai7Fdu5CJ+zVBqCEST0K7c41Uo+nu2t5hCMIFY9y4cfz2228899xzjB49mtGjR5OXl4darbY+7RQEwbG4uDjkcjn5+flERkYyevRo+vTpw2+//caYMWPaO7xmCYoOIKxnaHuHIQhCG7uY27ULkbhfE4Qa0vYOQBAEQWi8MWPGsHv3br777jtOnz6NTqcjLy+P7du3t3dognBB2L59O3l5eVRUVHD69GlWrFjB7t27xZczQRAuWKJdO/+I+zVBsBCJJ0EQhAuUVCplwoQJHDt2jPfffx8nJydSUlLaOyxBuCCkpqbi7OzM+++/z/Hjxxk/fjxSqbgtEgThwiXatfOTuF8TBDHUThAE4YKnVCqZNGkSEydOJDk5ub3DEYQLwo4dO4iIiECj0bR3KIIgCC1CtGvnN3G/JlzKROJJEJphx82HKNhRDECnaaFETbZMsFl+SkfS4jSK9pVSGleOS6SaEVv62JX/vcdOqnL1APT+pDMBY33aLvgGOr0sk6yf8yg9Xo5RZ8K1k5qOT4Tgf5VXvWVPvpNCwc5iig6WYigxMuSXnmh7uLVB1JcmrVZLz5492zsMQbgg9OrVq71DuKTMvuYtTvxtmUz35pfGMW7aWOu+jPhMvnr2G07uSkTl6syQ2wdx64wbkStrblOfiJxCcU4JAP/76lH6j+vbth+ggUwmExs//J0tS/4i93QeLlo1XUbE8PjnDzksV1FcwbczfmDv2v1U66qJ6BPGnW/eRmj3mom7c0/nMaXbc3ZlO/aN4NXNL7T4ZxEuPKJduzCI+zXhUiQST4LQTB793Il5ORxVoJN1W2lcBTm/F6Dt7YbZbMZsqr1sv2Vd0aVXsu+B420UbeMlvJeKz0gPQu8JQKaWkbk+j333H6PHu50IHu/nsGzK8kzUoc54D9OS9XN+G0UsCIIgnI86DYzk9lm34hnsad1WXljOG2Pn4dfRj6eWP05hZhHfvLCC6opq7pk/0XrcMz88RV5qPu9N/LA9Qm+wJU8t48AvB7lh2liCuwRRlFVM/I6T9Zb74P5POHXgNLe9fgsaH3d+/fA33hg7j9nbX8XrrJ8XwK2v3ESXYdHW185uzi3+OQRBEAShJYnEkyA0k0Ijx6OPu802vys88b9qAAAHJ8dRdLCs1rKa7q4oPFrmz9BsNqNLqUQdqmqR+s4YtrEXSi+F9bXPCA90qZUkLU6rN/E0ek9/JFIJ+duLzsvEky6tkuoCg/V12ckKAI4fP38TgcKFqaqqCicnp/oPFIRmON/bLrVGTWT/jjbb/vhiK7rSSiZ//TiunpYVbo0GI19O+Zrrn7kWjwAtAGE9Q3HxcGmROMxmM7nJefiGt2wv46N/Hmfb19t5fdsMQmKDrdsH3dLfYbmE3Ykc+u0IT694gt5X9wQgZng0U7o9x4aFG7nrrdttjvfv6Gv3c2wv5/s5J1wcxDVUaCve3t506NCh/gOFRhOJJ0Gohb7UwLbR+9H0dKXPp12s2w9PP0nm+jyG/9EbZ/+6L4ASqaQtwgSgIq2S9JXZpK7MwT3Ghb5LutRfqBHOTjqd4d7VldRvs+ot25Y/h8bSpVXy54gDmHQGu3133nlnO0QkXNQkUurs+igIFzBdiY7nB71CRO9wnlz2mHX7ksnL2L1mL3N2zrQmj2pz6LfDxI6MsSadAAbc2I+lk5dzePNRhk8c0mKx5qXks+2b7Wz75h9CYoN5+tsnWqxugC1L/6LzsE42SaeGSD6UgkQioeuoWOs2J7UT0YM7ceDXg3aJp/NBUXYxSKTieim0DSkgLqFCG3BWOxN3PE4kn1qBSDwJQi0UbnK6v9OJXRMOk/ZDNsG3+JGzuYCUZVn0+qizw6RTWzBWmsjakEfaimzy/i7CyVdJ0E2+hNxu2wPJZDDXW5dEBhJJ4xJEhbtLcI1UN6rM+aa6wIBJZyDyofdRBUS1dzjCRazw8GbS1rwlzjWh1Z0519qSyl3FQx/ex9zrF/D3tzsYevsgDm46zOYvtjJpycMOk04AGfFZjLjLNrnkolWj9deQGZ/Z7PiqK/XsXbufv77+m2N/nkDj587gCQMZefcwm+OMBmO9dUllUofXy8S9SfS6qgfLp3/Htm/+QV9loPOQTtz11u0ERPnXWU5fqUcilSCT264+JlfKyTudT7WuGqVKad2+9OnlLLr3Y1w9XelzbU8mzLzZJnHXFiqKKsBsEu2a0OrOtGvd3o/ENaple/ULwtnKTuo4/L8E8vLyROKpFYjEkyDUwXuolrD7Azn6UiJunV04NPUkgeN8CLyh/SYAL/q3lNTvssj4MRdTtRm/KzzptywWnxEeSGS2N8MVqZVsGbCn3jq7v9OJkAmOh8ydLX11DoV7S+jzeUyj4z8fqQKicA3t1t5hCBcxXaZlfhdxrgmt7cy51tZiR8Rw+SOjWTbtG0Jig/jsiaUMuqU/A292PMQMLAkMtcb+QYZaq6assKLJMSXtO8XW5X+z84fd6KsM9L6mJ1O/f5Jul8UildkmeOqatPtcD310n8MeWMXZxWz75h8CowN57NOHMOgNfP/aGt666V3m7nkdpbN9D2IA/45+mIwmkv89Tce+EYBlkvJT+5Mxm81UFFegVClROMm57IGRdBsTi1qjJnFvEmvnbeDUgWRe3fIickXb39aLdk1obWfaNdcoFe7d2jbBKghCyxGJJ0FwoPMLYeRuLWT7df+i9FTQdU77zamw45ZDFGwvRtvHjc4vhhN4vQ8KTd1/ws5+Sob80rPeetUhDZ+UtORYOUeeSyB4gh/+V3s3uJwgCIJwcZsw82aObD7KzMvm4OrlZjMxeFubc+3bHN8WR2S/CCbMvIUBN/XDRVt3L12PAC0z/3yp3np9Qh1f90wmMxhMTFnxBBpfy3L2QZ0Dmd5vBju+38WIu4bWWq7bZbH4hvuw5OnlPPLxA7j7uLF+wS/kJOdaDvivl5XWX8u979QMbYsZGk1w5yDmj1/IvnUHGHBTv3o/gyAIgiC0B5F4EgQHZCoZ/ld5kbgojcBxvii0tT+tbAsKjRwkYCgxYCg2YKwwOkw8SZVS3GPrfzIkkTXs/SvSKtl95xE0Pd3o9lZkQ8MWBEEQLgFKlZLeY3uxfsEvDLq1f4MnAldr1VSU6Oy2VxRV4OrRtCHdLlo1EomEihIdFcUVVFVUOUw8yZVyQruH1FvvuT2lantfr2BPa9IJICDKH88gD9KPpzt8/yeWPsKH93/KCwNfASAkNogrHx/DpsV/4OpZ98+yx5XdcHJx4tS/p0XiSRAEQThvicSTIDhQcqycU5+k497VheQlGQTf5odbVPvMbdT38y6UJ+tI/S6b5CUZnHgzGe9hWoJv9cP/ai9kKtsMUksOtavO17P79iM4eSno83kMUoXjm2+h7e2fNgBtjzFETJzdqHI7Hggi9NYZBF71aCtFVsNkqCZl9VzydqzCWFmGW2RfwifOQuVffyKzNGEPySteozz1GAo3L/xH3UPg1Y83en4yofnEuSbUJuVIKr8u+o3QHh347ePNDL9zCEHRgfWWC+zkT2a87WIVFcUVFGUVE9ApoEmxPPX1JLKTcvhr+d/89slmVs5cTdeRXRh6x2D6XtfLZr4kaLmhdkExQVSW2ifRAKor7ReyOFt4rzDe2j+L7MQczGYz/pF+fDn1G8J7hrbLELpLjWjXhLaydcB+fMZo6TI7olHlNgbtoNOMUMIfrb9dbS5TtYmTc1PIWJWHscyItq8bMbPCcYmsf46twj2lxL2WTOmxcpReCkLu8Sf88UBxrgki8SQIdTFVm/j3yTg0Pd0YuLIb2284yMEn4xi8ridSefs0ni5hKjo/F0b0tFBy/ywk9btsDk2J58jzUgLGetPh7gC0PdyAlhtqZyg3svvOI5j0Zgb+0BWFm2g2zkfRkz5H5qKp/8BzdH1hLU5ejVuBqamSv5lB3u61hE14BaWHP2nrF3Js3gR6vLYFudq9znK67FMcWzARbexwOtw4jfK046SsegOJVNYmN/uCLXGuCecyVBtY/PDnRPQJ5/l1U3nt8jf5+OEveOWP55HJHXer7X55N9bN/5nyogprr6TdP+5FIpXQbXSsw7KO+EX4cuvLN3HzS+M4/PtRti7/m08fX8LSKcvpP64Po+8fSUTvMKDlhtr1uqo737+2hqLsYrR+lr+RjPhMCtILCe8VWm/9EokE/0jLg6CSvFJ2rd7Dba/f4rDMgV8PUlVeZf0sQtOIdk1oK70+j0ahaeBwg7MMWNsVVXDbLG50fEYyWWvziH4lDGd/JUkL09gz4RhDtvRA4V7394DyUzr2TTyG13AtUdM6UHq8nPg3UpDIJG2SMBPOb+IbpCDUIf7t01Qk6xj2e2+kSik9Fkbz95UHSHg3hU7POL6BNFYYydlcAEBFWhWGUiOZ6y1zNXgO0uDkpXRUvF4SqQTf0Z74jvakukBP+uoc0lZkk/BuKn2XdAEsQ+3OJKGaY98Dxyg5Wk73BVHo0irRpVVa93n0qbnR2TJ4D6pgJwau7G7dlr+jiOp8PaVxlgli8/8uQpdaiSrEuUViE2q4hHZtUjm3jn1aOJLaVRVkkL3tWyLunIPvsNsAcAnrwf5p/cneupygqx+vs2zGxo9QuHoQ9ciHSOVKNF2GYSjNJ+3nhfhfdh9SRfuuMnmpEeeacK5Vs38k51Qus/95BblSziOf3M+MYa/z01vruemFGxyWvez+Efz28R+8e8cirp96LYWZhXw74wdG3z+i3hXxGkIqldLjim70uKIbpfllbF+5k21f/8NPb6/n6W+fACxD3VoicTPynuFs+ngzC8Yv5IZpYzFUG1k160f8wn0ZeHPNMLg3rptHXko+8w++Yd3209vr8YvwRePrTubJbNbO/5nwnqEMmzjYesw3L6xAIpUS2S/CMrn4vlOsW7CB8F5h9Bnbq9nxX8pEuya0FfeuDRuGfC5tn7a5b67MqCL922xi5kQQfJsvAO49XPir/37SlmcT/nhQnWWTP8pA4aGgx4dRSJVSvIZpqM43kLQwjdD7/JE6iRETlzLx2xeEWhTsKSHxozRiXonAJczSrdQtSk3n58NIWJhK0cFSh+Wr8vXsf/gE+x8+QcH2Yiozqqyvy+KavkpPbZSeCsIfDGLYb71bZe6lvL+KMBvMHHwynu3XHbT5dzazwYz5nNWo4+elsP/hE5ycnwLAidnJ7H/4BKeXZLR4nBez7D+Xse/Z/ux6rCPH5t9G+ekj7HggiJy/V1iP2T9tAElfv2h9nfD5ZP6dMZriE9s5+OoV7HoskkOzrqUs+ZBN3TseCCLj18Wt/hmKj/4FZhNefcdatylcPdDGjqDo8GaHZYsOb8Gj15VI5TUJW6/+N2CsKKY0cV+rxXwpEueaONcaK35XAj+/t5E7Zo/HL8LyJSUoOpDxr9zE2nkbSNqf7LC8i4cLz62bikwu4907PmDFK6sYefcwJr4xocVjdfNy5crHxjDr71e4/727Wrx+lZszz6+bitZfy0cPfsZnTywlODaI59dPxUld8+XeZDRhMppsypYXVfDtS9/z1o3vsm7BBoZMGMTk755AKq25VQ/sHMixv47z6aSlvH3Tu2xZspURdw3l+f9+fkLtRLsm2rW2krosm6399/Fbx13sve0YJUfK2Ri0g/QVOdZjtg7Yz7EXk6yvD09O4J/R/1KwvZjtVxzk98hd7Lj2EMWHymzq3hi0g1OLW//+Oe+vYswm8B/rZd2m9FDgNUJL7uYix2W3FOF7pQdSZU27FXCDF4ZiI0X7HH93Ei5+oseTINTCs58716YNs9se/lAQ4Q/ZZvrNZjMmgxmJDOv4ZXWIM9dm2Jc/l9loxmw0t0zQgJNP83pS1aYhnwNg9G77ZbMHrepey5FCYxT8u4mkZc/hO+wOvPpeS3nKUeIXP9KgsvqSHJK/fZnAqychV7mRsvpN4j54gF5vbEcqb/hE+WaTCcwmxwdJJEikdX/x0WUloHDzRu6itdmuCogkZ9t3dZYzVlVQXZCBKsA2qaoKiASJBF1WAprOg+soLTSGONfEudYUnQZE8lXRp3bbr5p0OVdNutxmm9lsxmgwIpVJbeb7CIoO5Lm1Ux2+T23JmuY4ewLwluQb5sOUFf9zeMyLG6bZbbtj9njumD3eYbmRdw9j5N0NuyYLFqJdE+1aW8nZVMCx55IIusMX/2u9KDlazsFH4htUtipHz/GXkwmfFIjCTU78myn8+0Acw7b3atS8qmaTuSGnGhJZ3VOGlCfoUHorUGht0wSukSrSvsupoxQYKoxUZlTjes48UC6RKpBY6vUc3DrtrnBhEIknQWim3D8K+aXD33SaFkrU5A6NKvtH711U5epbKTLhYpC2/j3cOw+h471vA6DtOhKzUU/qj2/XW9ZQXkTstFWog6IBkDqpOfb2rZSdOoB7lH2isC6JS6aQu/17h8c4eQXT+61dDmIpRlbLHBRytRZDeVHd5SqKLcepbG9WpHIlUqXKYVmhccS5Js611nZw02Hu9XyEm18ax7hpY+svcJYno5+hOKeklSITLlaiXRPtWltJfC8NzyHudH27IwDeI7WY9WYS3k6tt6y+yED/VbG4RlvmuZOppey59RjFB8rw6F/3/F3nOjIlkYzvcx0e4xzsxIhdveuOpdiAwt0+CSrXytEX1b1IgqHYsk9+zorbUqUUmUrqsKxwaRCJJ0Fohm5zIzGUW8aXOfs3fox8/2+6YjJYejy5hDqe5Fu49JhNRipSjhB66wyb7R69rmzQTbNS62e9YQZQB3YCoLogs1FxBN8wFf/L7nN4jETe8r3thLYjzjWhtd3/3t3oSi1zBHoGahtd/tk1T2PUW663fuE+LRmacJES7ZrQVsxGM6VHKoieYTsHrO+VHg1KPDn5Ka1JJwCXTpb/V2ZWNyqOyKnBdLjP3+ExUqVYXU5oHyLxJAjN4Bqprv8gB9xjXVsoEuFipC/Nx2w0IHfzstmucHO8stIZsnOecEr+Gxpg0lfWdnidnDyDcPKoZ1nzepbJlbtoMOrsx/cbKorshg7YlFNbPoNRZ9vTwWSoxlStc1hWaDhxrolzrbUFRDn+MlSf0G4hLRSJcKkQ7Zpo19pKdb4es8GMwsv2q7XSu2FDMs9d5U6qsJwPpsrGDS92DnLCKcDxg/B6TjUUGjn6UqPddkORwW743dnO9HQylNiWNVWbMOpMDssKlwZxBgiCIJynFG5eSGRyDKX5Ntv1pXltGkdLDBNQ+UeiL8nFUG57k6zLTLSbe+JsMic1Ss9AdFkJNtt1WYlgNqPyb/kJ9S9F4lwT55ogXGxEuybatbai9FIgkUvQ59sOJ6vOa9vpNFpiqJ1LpIrqXD36cxJNZYk6y3xNdZCrZTgHKilP0NlsL0/UgRmHZYVLg0g8CUITbe6/G98xnnSd07iL9s+B2+g8I5yOjwW3UmQ1TNUm4t5MJn1VDoYyIx593Ymd3bFBPbUK9pRw/LUkSo6W4+SlIPSeACImBdtMCHu2U5+mc+yVJHzHeNLvq1jr9qr8ahLeTaVofyklR8uQyCVclTCkxT7jxUwilaHu0JWCfzcScPmD1u2FB35t0zhaYpiAJnY4SKTk79uA3/A7AMv8GUVHtxJ83WSHZbXdRlFwYBMdbnnJOqFr/u61yNQa3CL7NvyDCHUS55qFONfaztNdp9Pzyu7cM39io8rd5f4gt826lWufvLKVIqthqDbw/Wtr+Oe7HejKKoka0JF75k1sVO+tgvQCpvWdQVV5FR+eegc3r9qXRP/1g9/4+vkV9LyyO1O/f7LWY0wmE6+MnEXyvyn876tH6T9OnJOOiHbNQrRrrU8ik+DWVU3OxgJCH6zp3Zbza2GbxtESQ+28h2uQSCF7Qz7Bd/gBljmo8rcW0XGy4+8u3qO05GwqoNNLHayTometzUeukaHtW3vbJ1w6ROJJEJqoz+ddmtRtdPC6HqiC22Y+p6MzEsn4KZcur0TgHOBEwnsp7JpwmOFb+qBwrzv28lM6dt9xBO/hWvpNC6XkeAVxc06BTFJrwqwyp5r4BSm1dimuzKwm46dctD3d0HR3o+RYmd0xQt2Cxz5F3Pv3kbj0Wbz6jqU85Qg5238AQCJt+EonzeHsHQLezRvm4uQZiN+w2zn9/SwkUhlKrT/pG95HrnbDb8Sd1uNyt39PwpKpdHlmBZroQQAEXvkYeTvXcPKTx/EfdQ8VaSfI2LiYDjdOt1keWmgeca6Jc60tPfX1JFy0jR+u/srvz+Pdwav+A1vAsmnfsnPVbu6YMwGPAC1r5/3MG9fN581dM1FrGhb7Ny+uxNnFiaryqjqPKcouZs3cdbj7OP5itvmLrRRmFDXmI1zyRLsm2rW20vGpYA7cF8eRZxPxH+tFyZFy0n/4bxU4advMq6QKcUbVzFHJzoFOBN3uR9ys00hkEpz8lSS9n47cTU7wnX7W49K/z+Xo1AT6ruiC5yDLkM6wxwLJXJPHocdPEnKPP2UnKji1OIOo6R2QKtvm7004f4kzQBCaSNPNFXVI4xNIHn3ccfZr/Qu9LqOK1G+yiHkpnJDb/fEZ6UGfL7qgLzaQsszxxJhJH6Wh9JDT+6POeA/zIOLhIMIfCSZhYSrGKvvx5idmncLvCk9co+xvxN27uHD5oYH0+yoW7+Halvp4lwzPnlcQftcbFB39kxOL7qfoyBYi7nwDAJmq4SudnA/Cbn8N36G3kbJqDnEf3I9EJqfL1BXIz1qpx2wygckIZrN1m8ovnC5TvqG6MJPj795NxsbFhNwwlYArG7YkttAw4lwT51pbCuvRAZ/Qhs21c7bI/h3R+mtbPqBzFKQX8OeX25jw2i2MuGso3cd0ZfI3k6gormDzkq0NquPo1uMc3XKca55y3Dvruxk/0PvqHgRG1z0PUGl+Kate/5Hxr97UqM9xqRPtmmjX2orvFZ50eSOc/D+LOHD/CfK2FNHljQiAWleJO5/FvBZG8G2+xM9J4cD9cUjlEvqu6GL70NpkxmwEak41XMJV9PmmC5WZ1ey/+zjJizOInBpC2CP1zHEmXBJEjydBqMXpZZkkLkylKl+PZz93Or8Uzt9XHqD7O50ImWDJ9p871O7g5DiKDpbRdXZHjr2SRHmSDtdoNd3ejETTveYpZlsNtcvbWojZBAFja27slR4KvEd4kLO5kI6T6n4kkrO5EP9rvGyeTgTe4EPi+6kU7SvBa7DWur1gVzHZv+YzYltfDjx+wq4uSRs95bmY+Y+8G/+Rd1tfZ2/7FgB1SBfrtnPnhoh84F27euRqDYM+T7fZdu7r1iRVOBE24WXCJrxc5zG+QyfgO3SC3Xa3yH50e3F9a4YnIM41EOdaS9j8xVbWzv+Z0rwyogZ25LbXbmXGsNd46KP7GD7RMtT63KF2Hz/6BacOJHPPvDv4+vkVZCZkE9w5kHvfuZPwXmHWuttqqN3hzccwm8wMOGs4m6unK91Gd+HgpsOMnXy1w/IGvYGvnvmGm164ASfXuif7jdtxkn0/H+DtfbP44P5P6jxu5auriRnemZhhnRv/YS5xol0T7VpbCbnbn5C7a4a6pX2bDYBbl5oHs+fOr9TtXfspOxQaOVemD7LZdu7r1iR1khL9chjRL4fVeUzQBF+CJvjabffo58bA9d1aMTrhQiUST4JwjuyN+RyZnkDIHf4EjPWm5EgZ+x893qCyVTnVHJ2RSMdJIcjd5cS9cYq99x9n1I6+1rHODWE2mTHXs5CFRGIZU16XsgQdTt4KFFrb4W+uUWrSvs2qs5yhwkhlRpXdPFCukSqQWOo9k3gyG80cfTGRyCdD2qQX16VIX1ZI2tp30MQMQebsQtmpg6T/vBCPnldauu8LQgsR55rQEvZv+Jclk5cx8p5h9LuhDymHU1l0z+IGlS3OLmHZtG8Z+/Q1qN1VrJy5ivcmfsi8g3OQKxp+y2oymTCbzA6PkUgkSGV1X5cz4jNx93HDxcPFZntgdABbv/q73hg2fvQHUpmUyx4cyd/f7ag9TqOJr575hhueudZhL67EvUls/34Xb+56rd73FWyJdk1oK9WFehLfScNriAaZi4zig2UkLUzH90oPVE0YISEIFxuReBKEc5x8LwWvoRq6z4sCwGekByaDmfi3TtdbVl9kYNDq7rhFW25U5WopO285TNH+UjwHaOopXePQlHjSVuY4PEYV7MTo3f3rjqXYgLyWeZwUGjnVRYZaSlgYii37zu0WLFVKkamk6ItqVuhIXpqBQWck/OEgh7EKTSeVKajMTSZv1xqMuhLkrl54D7qZ0FtebO/QhIuMONeElvDTW+vpMqIzD7x/DwDdx3TFoDeyataP9ZYtLyznxV+eJTjGck1xclEy59p5JO49RfSgqAbH8OnjS/n7m+0Oj/Hu4MU7R+bWub+iqKLWeZzUWhfKCssd1l2YWcSPc9cx+ZtJDpNbv3+6haryKq6adHmdx5hMJr6c+g3XPHEFPqHe5J5u2xXZLnSiXRPailQhRZdcyZE1eRhKjCi95ATe7E2nF0PbOzRBOC+IxJMgnMVsNFNypJyYl8Nttvtd6dWgxJOzv9KadAJw7WS5aa3MrHtS0dpETQ0l9L5Ah8e09yR9VXnVxM9Loed7ndo9louZTOVKzFNftXcYwiVAnGtCc5mMJk4fSuX2WbfabO9zbc8GJZ60AVpr0gkgsLPlOliQ3riVoW56/nouf3i0w2MUTq13C/ztiyvpOqoLsSNi6jymOLeEVXN+4pGP70eurDuWP7/cRnFOMWOnOB7aJ9ROtGtCW5G7yuj9Vd1/84JwqROJJ0E4S1W+HrPBjNLTdniaUy2rtdXm3B5GZ4bXGascd/k/lyrICeeAuueEAMtQO0cUGjmGUvueTfpiA0oHq/HJNZZ9+lKjzXZTtQmjzmQduhf/9mncY9R4DtCg/6+XlNlgxmwwoy82IHORIZWL+Z0EQRAuFSV5pRgNRty8bVdnq2+1tjPUGpXN6zPD6/RV+toOr5NXiCeeQR4Oj5HUcxFVa9VUlOjstlcUleN6zvC7s53clcjun/bx6uYXKS+qAKC6ohoAXUklSpUSJ7UTq2f/REhsMNGDOlmPMxlMGA1GyosqcHZ1Ql+p5/uZa7j15RsxVBsxVFegK9VZ69SV6FC5q2oPRBAEQRDOIyLxJAhncfJSIJFLqC6wvcmtymvcTW9ztcRQO9dIFVW5evRFept5nsoTKnCJrHsZaLlahnOgE+UJFTbbyxJ1YP5vricscz0V7CxhU4z93BWbYnbQ7+tYfEd5OvwMwvkv4fPJlCUfoufrm9s7lAYxGapJXfMWpYn7KT99CFO1jr7vHkbhJs7F89mFdp5V5p7m1DczqEg9ir60ELmLFrfIvnS4aToq/47tHV67cfd2QyaXUZpXarO9JLe0jhKtoyWG2gV2CqAkp4TywnKbeZ4y4rMI6ORfZ7nMhCyMeiMzhtnPxzS1x/MMuKkfTyx9hIz4TOL+iefRDk/aHfdohyd5dtVkAjr5U1ZQxpLJy1gyeZnNMR8/+gUaX3cWJSxw+DmF9nWhtW1lp/4la8tXlJzchb4oC6XWH8++Ywke+xQyp7rvHYX2d3hyAiWHyhiyuWd7h9IgpmoTJ99KpXh/KSWHyjHqTIw63Nfu4b9w8RCJJ0E4i0Qmwb2rC9kb8wl/sKa7f/av+W0aR0sMtfMe4YFECpk/59NhouUmWV+kJ3drEVGTHU+o6Tvag6yNBXR+KdzaaytzbS5yjRyPvpZle7vMjMBQYtuj6tjLSUhVUjo/H4ZbTN1PhAWhtZiqdWT/9Q2uYT1w6zSA4iN/tndIwkXIWFmOUuOLd7/rUXoGoi/OIX3DIo6+PZ4er/52ySY6pTIpod1D2LfhX658fIx1+771B9o0jpYYatdtdBckUgl71u5j5D3DAcscVEc2H+WGaWPrLNd9TFde+PkZm22Hfj/C+nd+ZfK3k/DvaFkZ9843b6Oi2PYBz/LnVqB0VjD+1ZsIiQ1GqXayq6sou4QP7/+EG5+/nq6juyAILSlv91oqc04RdNVjOPtFoMuIJ/XHtylL2k/ss9+3d3jCRcSoM5H2TTaaHq5oB7iR/2dxe4cktDKReBKEc0Q91YG99x3j0DMnravapX1vWQ5V0kZTGalDnFE3cwUMVaATIXf4c3zWKSQycPZ3IuH9VBTuMjrcFWA9Lu37bA5NiWfAym54DdICEPFYMOmrczjw+AlC7wmk9EQ5SR+l0Wl6mDXhpenqaveeco0cuYvMuurdGZnrcwEoO1mB2VTzWtPTDXWwWOlDaDlytYZ+C48ikUjI+XuFSDwJrcIlpAsd751nuy2sO/++MIyio1vxGXhjO0XW/m6YNpZ3blvE5//7kv7j+nL6UArb/ut9JK1vjHgL8Qn1xifUu1l1eAZ5MvKeYXw74wekMikeAR6snf8zKnc1o+8bYT3u72+28+mkpTy3bioxQ6PR+mnQ+tkuJpKbYnl41WlgJG5elmGHod072L2nWqPC2cWZmGGdrdvO/j9gnVw8OCaQTgPsl2EXhOYIumYSCjcv62tN58HI1BoSPn2CsuRDuIZ1b8fohIuJQiNn9NF+SCQS0lfkiMTTJUAkngThHH5XetH1zUgSFqaSvjoHbS83ur4Rye7bjyB3u7D+ZLq81hGZWsaJOckYyox49nNnwHfdUJw1F5XZBGYjcNY0VC7hKvp/243jM5PYc9cRlJ4KoqaGEvFo01av2//wiVpfd3+nE+oJl2biqSI9jtPfz6IsaT8mfSVKj0B8h91O0NWPA1CasJf0DYsoSz6EUVeCs184gVc8gs/gW6x1FJ/YzrG3byXm6a/J2fYthYc3I3fR0uHmF/AZeCOZv39OxsbFGCsr8OpzNeETZyNVWOYOy/l7BYlLptD1hbWkrH6TsqT9KNy8Cb7uaXyH3eYw9qqCDFJWvUHRkS0Yq3S4hvUg7LZXbW5IC/7dRNrad9BlJSCRynH2DSNk3DN4dL+sFX6atuqbu+VSIs6ztiN3scwpZDZUt/l7n096X9OTe9+5k3XzN/DPip107BvOve/cyVvj3kGlubDmI7pz7m04uTix4pVVVJZVETWwI8+tnWKz2p3JbMZkNIG5cXM5Cs0j2rbWcXbS6QyXDl0BqC7KAi69xFNZXAVxs05TvL8MY6UJ50Alwbf7Ev645Z64aG8pSYvSKTlUhqHEiDrcmbBHAgm8xcdaR8H2Yvbceow+X8eQ9m0OeZsLUWjlRL3QgcAbfTj9eSbJizMwVBjxu9qLLrPDkTpZHvSmr8jhyJREBqztysk3UyjaX4bSW0HHp4MJvs3XYeyVGVXEv5FC3pYijDojmh6uRL8ahqZ7zcPjnE0FJL6TRnmCDolcgjrMmchnQvC5zPE8eS1B3K9dWi6sb9GC0EZC7w4g9O6aXkEp32QB4B5bM3zs3PmVerwbbVePQiPn2oxhNtvOfd2aZE5SurwSQZdXIuo8JmSCHyET/Oy2e/ZzZ8j6no16v0Grar8hacvPfKE4sfBeFO7edLx3PjK1G5XZyVQXZlr3V+Wn4xbZD7+RdyFVOFGasIfEpc9gNpvwHTLepq6kZc/jM2Q8vsMnkvPX1yR89iQVqceoSD9BxF1vUpmbwukVM3Hy6UDwtbbziZz8+HH8RtxJ0NWTyNv9E4lLp6LQ+uHRbVStcRvKizj65o1InVwIv2MWMpUbWX8s4di88fSa8zcKd28qc5KJ//BhvAfcQIebnwezifLUYxgqHD/NMpuM9X95k0iQSGWOjxGsxHlmryXPM7PJhNlkpLooi5TVb6L0DMSzt1h97LIHRnLZAyOtr//8ahsAHbrWDPM+d36lRxbfb1ePi1bNspLPbLad+7o1KZwU3DF7PHfMHl/nMcMnDmH4xCEO62nIMQAvbphW7zE+od5t+jM4X4m2zV5rXUNLT+4GQBVwafaw23/vCZTeCmLnd0TuJqMiuZKqzJoHDLr0KrT93Ai5yw+pk5SiPaUceSYRs8lM0HjbxNCx55MIHO9D8ERf0r7O4fCTCZQeq6DsRAVd3oygIqWSuJmnUXdwIuLJYJuyBx8/ScidfoRPCiLzpzyOTk3EyU+Bz6jaE0T6IgO7bjyK3EVKzKxw5G4yUpZksXf8MYb+3QsnbwUVyZX8+3A8ATd4E/V8BzBB6bFy66JBdTEbzQ051ZDIRGJJqCEST4JwjupCPScXpOA1RIvcVUbxv6UkLEzF70qvZg9/EwQAfWkBVXkphN0+E8+eVwCg6Wz7pcR7wA3W/5vNZtw7DaSqMJPsrcvtbpq9+o4l5PqnAXAN70n+/l/I2/0jvd7YjlRumaSxJG47+XvW2900ew++haBr/weAtutIKnNTSFu7oM6b5szfPsNQUUKvl35G4W4ZyqKJGcqBF4aRsXExobe+RHnKEcxGPeF3zEamcrXWXZ9j8yZQEmc/Wf3Z3KMHETvth3rrEsR5VpeWPM8SPn+KvJ2rAXDyDaPL1O+Qq93rLXcxKysoY82b6+gyojPOrs6c2p/MT/N+pve1PZs9/E0QQLRtdWmNa6i+tIDUtQvw6HklKr+6H2JerKoL9OhSqug8MwzfKyxz93kNsR1KG3BDTbtmNpvxGOhOZWYVacuz7RJPfmO9iHzakoDX9HQl55d8sn7MY9j2XtY5VQu3l5C1Pt8u8RR4izcR/7P0svIeqUWXUknigrQ6E0+nP8vEUGJg4M+9rKtzew3VsG3YAZIXZxD9UiglR8ox683EzA5H7iqz1l2fPROOUbijxOExHoPc6f9DbL11CZcOkXgShHNIFRIqTleSsSYefYkRpZeCoJt96fxSeHuHJlwk5K4eOHkFk7LqTQzlRWhihuLkaTuZvKG8iNSf5lNwYKOle7vJaC17Lk1sTY8yudodhZs37p0GWm+YAVR+EbXekHr1su2d4dXnGk6vfB2zyVjrU9Gio1tx7zwYuYsWs9HyREwileEePZCyU/8CoA6OAamMk59Ownf4RNw7DWzQl/GIu9/EWFnu8BiZs5i0vqHEeVa7ljzPQsY9S8CYB6jKTyfz9884Nv82uj73I05eTRuWfDGQKeTknMplx/e7qCjW4ebtypAJg7jttZvbOzThIiHattq19DXUZNBz8uPHLHXf9UaDy11MFB5ynIOdOPlmCvoiA15DNTgHOtkcoy8ykDA/lZyNBVRlVVumr/iv7Lm8h9UkrRTucpTeCjwGuluTTgDqCBUFtSR1/K62HQbpd40Xca+fxmw019qzKG9rEZ6D3VFo5ZgM/3VPkknwHOhO8b9lALjFqJHI4NCkkwRP9MVjoLvNdBx1iX0zAkO50eExchfRO12wJRJPgnAOuaucfl+JDL3QeiQSCTFTviFl9VxOff0ipqoKXEK7EzbhFdyjBwKQ8MXTlCbsJfj6p1EHdrJ0x9/yFfl71trVJ1fbPn2TyhXIzrlJlciVmPRV9mXdbW9kFO7emI169KUFKDU+dscbygooS9rPzodD7fY5+YYBoPLvSOcnvyT95/eJ++BBJBIp2q4jCZ842+EXcmff8AYNExAaRpxntWvJ88zZpwP4dMA1vCfabqM58MJQ0n/9kIiJsxtU/mKkcnNm6vdP1n+gIDSRaNtq15Jtm9lsJnHJFMpO/Uvsc6tRau2nZLgUSCQS+n4Tw8m5KRx/8RTGChPu3V2IfiUMz4GWc+Tw0wkU7S2l49PBuHZSI3eTkfpVFllr7VfElmtsv3pLFFLk7rYJGqlSgqnKZFdW6WVbVumtwKw3U12gx8lHaXe8vsBA8f4yfgvdabdPFWZJnrl0VNHry86cej+dfx+MA6kE75FaYmaHowpysit3hjrcWdyuCY0mEk+CIAjtQOXfkejHP8Fk0FOauJfU1W9y4v176TNvHxKZjMKDvxM24RUCLjtr3hOz/Y1IcxlK8nHyqJnPTF+Sh0SmqHM5eLmLB9qu4YTc+KzdPom85sbHo9soPLqNwqArpejIFpK/m0nCF08T++zKOmMRQ+1anjjP7LXWeSZzUqEOiKQyJ7lR5QRBaDzRttlrybbt9MrXyN+7npinvsIl5NJ+GOvSUUXPT6Ix6U0U7S3l5JupHLj3BCP29UEik5D7eyGdXwkj9P6z5oZt+VON6nwDzgE1yaDqPD0ShQSlp6LW4xUecrzDtUQ+G2K3T6qsyQr5jPLAZ5QHhlIDeVuKODEzmSNPJ9BvZd2/dzHUTmgKkXgShPPcwclxFB0sY8SWPu0dSpPsve8Y2Rvz6TwjnI6P2Y5XT/kmi+TP06lIrkShleMzypPo50Jx8rZ/cnOxksoVaKIHYbx6EnHv30d1URYKdx8wm5Cc1c3fqCuj8N9NLf7++Qd+wSW0a83rfRtwCe1W5+Sjmi5Dyd2xGlVAFDInda3HnE2ucsO73/WUJR0gb9dPDo8VQ+1ajzjParTWeWbQlVKedhyvPtc2uqzQtj5+9AtOHUjmzV2vtXcoDZJzKpdl077l9OFUyvJLcfFwIWpgJLfOuJGAKP/2Dq9dibatRku1bekbFpH526dEPbQITRexOMwZUoUUz0EawicZOXBfHFVZ1Sh9FGACiaImkWMoM5K7qbDF3z/7l3zcu9b8/rI35OPezaXOCby9hmrIWJ2LS5QKubr+YW9yNzn+13tTdKCMrJ/yHB4rhtoJTSEST4IgtJqczQUU7a/9iUja99kcfuYkEY8F4zPKA11aJXFvJlMWX8HgtT3aONK2VZ56jNMrX8Or3/U4+4ZirCglfcMinLxDcPYNQyKV4RLek/QNH6Bw80IilZP+yyJkKndMpY5vBhorb/sPyBTOuIR2I2/3T5TG76TzU1/VeXzAFQ+Tt3MNR+feTMCYB1B6BWEozac06QBKrR+BVzxM9p/LKE3ch7brKBRaX6pyU8jbuRpNl+EOY1H5t8yKOYWHN2OqqqDs9CHL64O/IXN2QRXYCXVgpxZ5jwuBOM9q1xLnWepP8zHqSnCL7IfczYuqvFSy/vgCs6GagMsfbHb9gnC2yvJKNH7ujL/pJryCPSjKKmbdgg28MXYes7e/gpuXW3uH2KZE21a7lmjbcneuIWXVG3gPvAkn7xBKE/dZ9zn7hqFw83JQ+uJTeqycuNdO43+9F6pQZwylRk4tSkcV4oQ6zBmJTIJ7TxdOfZCO0kuBRC7h1KJ05O4yqvNatttTxg95yJxluHdzIfOnPAp3ltL7q851Hh/6cAAZa/LYc/NRQh8IwDlISXW+geIDpTj5KQl7OJDUZdkU7SvFe5QWJ18FupQqMlfn4TVcU2e9AC6Rqhb5TLmbCzFWmCg+ZJlzKve3QmQuMlw7qXDtVH9iVriwiMSTIAitwlhl4uiMRKKfD+PQlJN2+zPW5OI5SEPMDNtJ2w9NOYkuvcrh2PILnVLji8Ldh/QNi6guzEKudsMtqj+RDy20PiWNemgRSV9NJ+HzychdPQi47AGMVeVkbFzcorFEPfwBKavfJHXduyjcvIi4+y08ul9W5/EKV0+6vriO1DVvcfqHORjKC1G4eeEa0Ruv3lcBlolRCw7+RvKKmZb97j549b+BDuPqXyq8JZxa9jxV+WnW14lLpgAQfP0U1DdMbZMYzgfiPGs9LqHdyNz0Cbk7VmGsrEDp4Y97pwF0euxjnH3s524RhObo0DWEBxfda7MtvFcYz/Z+kcN/HGPw+AHtE1g7EW1b6yk+uhWAvJ2rrSt2ntHxvgX4Dp3Q6jGcT5S+SpQ+CpIWpVOVVY3cTY5Hfze6LYy09jTqviiKY9OTODI5AYWHnA4PBGAsN5K8OKNFY+nxQRTxb6aQ+G4qSi8FXd6KwOey2le0A1B6Khi4risn30olfs5pqgsNOHkp0PR2xfcqSwLRLUZN7m8FxM1Mtuz3UeB/gxdR0zq0aOx1Ofb8KSrTauZOOzIlEYCOU4KJnCoSTxcbidlc39RggtA69u/fT58+fRj6ay803V3b/P1L48o5/vopig6UYtSZUAU6EXK7Hx0nWcZCF+4tIeH9VIoPlWEoMeASriL80SCCb6mZYDF/exE7bzlM/2+6kvptFjl/FKDQKuj8QhhBN/ly6rN0khanY6ww4n+1F7FzIpE5WVauSF2RzaGn4xm8rgdxbyZTuK8UJ28FUU93IOT2mq7ztQ2102VUcWLOKXK3FGLUmdD2cKXLzAg03WueemZvzOfkOymUJVQgkUtwCVPR6dlQfC+rfd6BlnbyvRSyN+Yz5OeebAj6226o3c7xh5CrZfRdWjP+O3NDHvsfPM7o3f1QBTu3anzFh8r4+6oDdHv5V1xDu7Xqe52Pcv5eQeKSKfR993Cdc1EILSN352oSPv3fJXmuifOsbZ05117/awZhPds+AZZ2PJ1vX/qepL2nqK7U4xnkwYi7hzJ2smXlr5O7Elm3YAOnDiRTUaLDv6MfVz9xBUNvH2St4/i2E8y5dh7Prp7M1mV/c3DTYVw9XBj/6s0MHj+AjR/9zi/vb6KyrJK+1/fmnvkTUThZhlT99fU/fPrYEl75/XlWvraGxD1JuPu4MW76dYy4a6j1PWobaleQXsCKV1Zx6PejVFVUEdE7jIlvTCC8V5j1mP0b/uXHuevIiM9CJpfiF+HLTS/cQM8ru7fyT9ZeWUEZj4VN5qGP7mP4xCFt/v7bV+zko4c+uyTbNRBtW1s6064N+rUb7t3a/vtCe0tfkcORKYmMOty3zvmchJZRcriMHVcdZt++ffTu3bu9w7noiB5PwiVrzz3HcPJR0H1eFHJ3ORXJOiozqq37dWmVePZzJ/TuAKROUgr3lHBo6kkwQfB429U9Dj+XQMh4X0Lu8Cf1myz+fTKOkmPllMaV021uJBWnKzk2Mwl1qDORT9o+RTjw2Ak63BVAx0khZPyYy6GpJ3HyV+I7qvYbGX2Rnh3jDiJzkRE7qyMKdznJX2Sw89bDjPynL07eSsqTdex7+DiB43yIfj4MzFBytAx9scHhz8RsNDdolYq6xpOf/bNLfD+VASu6IaljWYuQ2/w5NCWezPW5+Iz0QJdeRcJ7qfhe7tnqSSdBEASh5S2Y8D4aH3ce+OBe1O4qspNyKEivmeskLzWfTgMjGX3/CBTOCk7uTOCzJ5ZiNpkYdk7yZOmU5Qy7Ywgj7xnGn19uY/HDn5FyJJW0Y+nc+86d5Cbn8fULK/AN8+H6Z2zn1frg/k8Ydd8Ixk6+ip2rdvPZpKV4+GvpfnlXalNeWM7rV87FycWJu9++HZW7it8+3swb183n7QOz0fi4k52Uw8K7PmLQLf259ZWbMJvMpBxJpbyowuHPxGQ0Ud8zXolEglQmdXgMgMlkwmQ0UZhRxPczV+MV7Enfsb3qLScIgiAI7U0knoRLUnW+Hl1KJbGvReB3xX/j1YdobY4JHOdr/b/ZbMZzoIbKzCpOL8u0SzwFjPUmaorl6bK2lxtZG/LI+DGXUTv6IlVYbibzdxSRuS7PLvEUdIsvkf+z9LLyGelBRYqOkwtS6kw8nfo0A32JgSEbelon4fYaqmXr0L0kfZROzIxwSo6UYdab6Tq7I3JXubXu+uwcf5iCHcUOj/EcpGHQKsdPd4+9moT/Nd549HGv85igm3wx6owcmBSHWW+5KfcepqX3R3WPVxcEQRDOT6X5peQm53Hn3NvofXVPALoMt23PB93S3/p/s9lM5yGdKMgoZPOSv+wST/3H9eXG564DoGOfcPau3c/OH3Yz7+Ac5ArLde3433Hs/nGvXeJp6G2DuH7qNQB0H9OVnOQ81ry5ts7E068f/k5FcQWvbnkRjY/luhU7MoZne7/IhoUbuf31Wzl9KAWj3sjd8yaicnO21l2fN66bx4m/4x0e03loJ17cUP8wqo8f/pztK3cB4Bvuw/SfpqDWiOEogiAIwvlPJJ6ES5LCU44q2IkTbySjLzLgNVSLKtB2TiF9kZ74eZbhYpVZVZj/W7xB4WH/Z+MzXFtTt7scpbcSz4Hu1qQTgEuEmvzt9kkd/6u9bV9f483x109hNppr7VmU+1chXoO1KLQKTAZLwkYik+A5SEPRwVIA3GJckMjgwONxdLjTH8+BGhTu9f+5d5sb2exVKnL/LCR3axEjtzlehS9zQx7HZ54ianIHPAe6o0uvIv6t0+x/9AR9v+xSZ08poWX4Dp1wyc3VILQ9cZ5dOlw9XfHu4MXKV1dTXlBO7MgYPINsH6CUF5azas5P7N/wL4UZRZiMJmvZc3Ud1cX6f7VGjbuPG9GDo6xJJwD/SD+Ob4uzK9vnOtshEv2u7823L32PyWiqtWfRkc1HiRnWGVcPF4wGyzVQKpPSeUg0p/YnAxASG4xUJuXDBz5h1H3D6Ty4U4OSPve/dze60kqHx5xJZNXn5pfGceVjY8hPK+DXD39n7g0LeGnjdLxDLq0Jn88Hom0T2krQBF+CJvjWf6AgnOdE4km4JEkkEvp/25W4uac58kICxgoTmu6uxLwagddAy0oOByfHU7i3hMinO+AW7YLcTcbpLzPJXJtrV59cY/unJFVI7BI9UoUEU5X9ChdO3rbjtZ18lJj1ZqoL9Dj5KO2Ory7QU7SvlF86/G23Tx1muXl17aim71exJC5MZd8Dx0AqwWekB11nd3Q4jM0lXNWgoXaOHJ2RSNgDgchUMpuhfaYqE/piAwqNHLPZzJHpCYRM9Cfq6ZoeYOoOzuwYd4i8rUUN6qElCIIgnB8kEgnT1jzN96+v4ctnvqGqvIrwXqHcMWcCnYdYVpP85LElnNyVwLjp1xEUE4jKTcUfn//JrtV77Oo7N6kjV8rttylk6Kv0dmXdfWxXedP4umPUGynNL0Xja79aU2l+GQl7krjX8xG7fb7hPgAERPkzdeWTrJ3/M+/d8SESqYTuY7py97w7HCZ+/CJ8GzTUriF8w3zwDfMhok843S/vyrO9XuTnd3/lnvkTG1ReEARBENqLSDwJlyzXjmr6fBKDSW+icG8JcW+cZu89R7ls/wAkMgnZvxfQ5dUIwh8IspY5bcps8Tiq8vQ4B9T0tqrKrUaikNQ5gaBSq8BllIpO0+wnjpUqa57k+o7yxHeUJ/pSA7lbCjn2ahIHp8QzcGXdw+RaYqhdeaKOxIWpJC5Mtdke/9Zp4t86zVVJQzCUGajO1+Me62JzjKar5al3xWkdIBJPgiAIF5KAKH+e/OoxDHoDJ3cl8v3M1SyY8D4LT7yNVC7jwK8HmThnAlc8WrPq1++ftuyS4wAluaV4BtZcQ4pzSpApZLh5udV6vIuHC93HdOXml8bZ7VM41dwqd7+8K90v74quRMeh34/w9fMr+PTxJTy/7pk6Y2nJoXZnc1I7ERgdQHZSTqPKCYIgCEJ7EIkn4ZInVUjxGqSl4xNG9t57jMqsKktPI5Oll9IZhjID2b/lt/j7Z/2Sh+asVTqyNuSh6e5a5wTeXsO0ZKzKwTVKjVzteNgbgMJNTuD1PhQdKCXjR/veWmdriaF2A3+wX91m5y2H6XC3P4HX+yBVSlB6KZCppJQcLoOzVgksPlwGgCrk4plcvPjEdo69fSvdZmzANaxHe4fTYKk/zSdt7QIANDFD6fLMCus+Q0UJyStmUrD/V8xGPdquIwi/YxZKrV9d1TmUve1bMn75gKr8DFT+EXS4aToePS5vdD267FNkblxMadJ+KtLjUPlH0vP1zU2KCcBkqCZl9VzydqzCWFmGW2RfwifOQuUfaT3m9A9zyPjlAwC03S8j5qmvmvx+zSHOs/q11HlWeOgP0n/5EF1GPMbKMpRafzx7XUnw9VOQq+ue164uZrOZjF8+IGvLl+hLC3AJ6ULYba/i1rFmuHLWn19xatnzAKgCo5t1XrcFuUJOzNBoxk65mncmLKIwswiNrztmkxmZsuYaoiut5MCGgy3+/vvW7SesR01v2j1r9xPeM7TOCby7jorhnxU7CYwOwNnFqdZjzqZyVzHgpn4k7k1ixw+7HR7bkkPtzqYr0ZFyJI3+Nzge1n4hE+1a/VqqXcvfs47cnaspP30IQ3kxzn7hBFz2AD5DJzRp6oML6fp5RsH2YvbceoyBG7qh6XHhrJ6XMD+VxAVpAHgO1dBvRc0wZX2JgbiZyWT/WoBZb8Z7hJaYWeE4+dmPqKhP5k95ZK3Pp3h/GVVZ1XSaEUr4o4FNjrssQceJl05RtLcUmauMwFt8iJoWYvMQvaFM1SZOzk0hY1UexjIj2r5uxMwKxyVSZT0mfs5pTn2QAYDPZVp6fxXT5NiFphGJJ+GSVHKsnOMzkwi43gd1mDOGEgOJi9JQhTjhEqZCIpOg6elK4qI0lF4KJDIJiR+kIXeTU11VXf8bNEL6DznIVDI03VzJ+DGXgp0l9FsWW+fxEQ8HkbE6h503HSLswUBUQU5U5+sp2l+Kk78TEQ8HcXpZJkX7SvAZ6YGTn5KKlCrSV+XgM8JxLyLXyOZPUuo1WFvrdnWoymZfhzv9SV6aidxVjucgDbq0Sk7OT8E1Wo3XkNrrENqWVOlMl2dWIlPZfpmO//gxdOlxRNz9BlKFMymr53L83TvpPuMXJLLGXVbydv1E0pfPEnTtk2hihpC/ey1xHzxI7PTVNl+8G0KXEU/hoT9wjegFZjNmU/N6UiR/M4O83WsJm/AKSg9/0tYv5Ni8CfR4bYs1weA/+h48e13JqeUvNOu9LmUX2nlmKC/CLaIXAZfdj9zVg4r0ONLWzqciPY4uU79tVF0AGb98QOpP8+lw8/O4BMeQteVLji+4g+6vbsLZx9Kz1av3NbiExJK27l2q8tMb/R5tIeVIKt+8uJKBN/XDN9yXihId6+ZvwDvUG78IX6QyKRG9w1j/zi+4e7shlctYv+AXVBoV+tzSFo3l7+92oFApCevRgZ2rdhP3TzxTv3+yzuOvmnQF21fuYs41b3HFo2PwCvGkNK+UxL2n0PpruPqJK9j8xVZO7k6k+5iuaP015J7O458VO+k2uu7rNVh6gTXX6jk/UVGio9PASNy83cg7ncemj//AUG3gysfHNLt+oeVdaO1axqZPcPIOIXT8yyjcvCg6to3EL5+lqiCDkBumNKouENfPtiZ1ltJvZRfk7rYPhw8+Fk95nI7YNyKQOks5OTeFfXceZ+Av3ZHKG5dQzP45H93pSnzGeJC2PLtZ8eqLDOwdfxR1uDM9P4umMquauJnJGHVGusyOaHR9x2ckk7U2j+hXwnD2V5K0MI09E44xZEsP69QnIff443ulJ8deONWs2IWmE4kn4ZLk5KvAyVdJ4qJUKrOqkLvJ8RzgTs/3o609jXp90JnD009y8Kl4FB4Kwh4IxFhuJGlxWovG0uvDzpx4I5mT76Tg5KWg29uR+F5W+4p2AEpPBYPX9yR+bjInZiejL9Sj9FKg7eOO338TlbvHuJDzWwHHZp5CX2iZKypwnA/RtQzPay/RL4Sj9FKQ9kMOiR+lofRU4DVEQ/T0MGROjX/aIbQCidTu5rU0YS/FR/4k5ulv0HYdAYDKP4J/XxpJ/v4NePe7vlFvkfrTPLz630CHGy3DTDSdh1Cedpy0de8SM3lZo+ry6HE5nr2uBCDh88mUJR9qVPmzVRVkkL3tWyLunIPvsNsAcAnrwf5p/cneupygqx8HwMkzCCfPIGSq2ofwCA1wgZ1nPoNutnmt6TwYqVxJ0lfTqC7MQunR8ESDSV9J+oZFBF7xMIFXPAyAW6cB/PvCMDJ+XUzEXW8AoHD3tvxz8zpvE08aPw1aXw3r5v9CYWYhKncV0YM78dinD1p7Gj3++UN8MXkZHz/6BW6erlz+6GVUlVWy4f1NLRrL458/zMqZq/hx7jrcfdy4f+Hd9Lyy7iHibl6uvPLHC/zw+hpWvPIDZQXluPu40bFfBH2u6wVYJhc/8MtBvnlhBWUF5Wj83Bl0y4Bah+e1tLCeofyyaBP/fLeTqvJKPAI8iB4Sxf++fMw6B5VwnrnA2rXOT36Jwq3m3lMTMxRDWSGZv31C8HWTkUgbfl8mrp9tTyIFbR/bn2PR3lLy/yymzzcxeI/QAuASoeLvkf+SsyEf/+u9a6mpbj0Wd0IitXxHam7iKXVZNoZSIz0/i0bpYZlaxGwwc/yFJCL+F4yzf8N7ZFVmVJH+bTYxcyIIvs0yCbt7Dxf+6r+ftOXZhD9umTJFFeSEKsgJuVv9o0WE1iEST8IlyclbSc/3ox0e4xKuqnU+pE7P1CRvvAZruTZjmN0xo3f3t9vW6ZlQm7Jnv4+jOZN6vGsfp7Ovku7zO9VZxqOvO/2+cvwUti3V9jOSOUmJfLIDkU92qKVE+8r5ewWJXz5Ln3n7UGpqbur1ZYXsm9KL8Dtex2/kXZQm7CV9wyLKkg9h1JXg7BdO4BWP4DP4ljrrrsxL5cD0gXR67GO8+o61bj/17csUHthI77d2WbdVFWSQsuoNio5swVilwzWsB2G3vYprWN3nS2srPLIFmVqDJna4dZvKPxKXkFiKDm1u1I1zZe5pKrOTCL3lRZvt3v1v4PT3szDpq5Aq6h/2ckZjbozrU3z0LzCbbH5HClcPtLEjKDq82Xrj3BziPKvb+Xye1UbuaulNajLaT3TtSGnCXoy6Urz6XWfdJpUr8ex9NQX7f2lWTG1N4+POo58+6PAYv45+tc6HdNMLN1j/HzOsM8tKPrM75p0jc2std3bZM/wjfR3OmfTI4vvttmn9NDy46N46y0QN6Oiw11Rr6n1NT3pf07Nd3ruxRLtWt/O5XTs76XSGS4dYcv76GlNVBTJVw4eetcX184z0FTkcfTaREfv62CzIU12o589e+4h5PZyQu/wo2ltK0qJ0Sg6VYSgxog53JuyRQAJvqTtxq0ut5K+BB+jxcSf8x9YsIHD85VPkbCxkxK6a1TMrM6qIfyOFvC1FGHVGND1ciX41DE339huyl7ulELlGhtfwmgUVXCJVuMW6kLu5qNGJpzNJp5aQt6UQr2Eaa9IJwP86L449l0T+1qJGreKX91cxZhM2vyOlhwKvEVpyNxdZE09C+xPdCgRBEM7h2ftqJFI5+XvX22wv2LfBsv+/m6mq/HTcIvvR8d636fzkUrz6XEPi0mfI+Wdls2MwlBdx9M0bKU85Svgds4h+/BNkTmqOzRuPviTPYVmzyYjZaHD8z+R4Lq+6VGYmoPKPsJvzQRUQhS4roVF16TIT/isbabNdFRCF2VBNVV5qbcXahC4rAYWbN3IXrc12VUCkNe7mEudZ3S6E88xsMmLSV1J2+jBp697Bo+cVOHuHtFhsVQXpGKt1TYpNENqLaNfqdiG0a2crPbkHpYd/o5JO0DbXzzN8r/ZEIpeQtd52DtbsDQUA+I21JNR06VVo+7kR+3ZHei3tjN81Xhx5JpH0lc2fnF9fZGDXjUcpPVpOzKxwen4SjUwtY+/4Y1TlOX4YYTaaMRkc/zMb61luug7lCZW4RKjszjfXKBXlCe17bSlP0NnMvwSg0Mhx8lNQnti42MoTdCi9FSi0tv1pXCPb/3MKtkSPJ0EQhHPI1e54dB9N/u4fCbjsPuv2vN0/ookdjuK/3g3eA2qetJvNZtw7DaSqMJPsrcvxHTK+WTFk/vYZhooSer30Mwp3y1MpTcxQDrwwjIyNiwm99aU6yx6bN4GSuB0O63ePHkTstB8aHZehohiZ2n45cpmLBkNyUaPrApCdMyGz3MVSv6G8sNHxtRRDebFdXABytRZDeVGLvIc4z+p2IZxn+6f1p7owCwBt11FEPfxBo+swVBQjkTshVdhOLi130YDZjLG8GJlSVUdpQTj/iHatbhdCu3ZGycnd5O3+ibAJLze6bFtcP89QuMvxHu1B1o/5hN4XYN2e9WMe3sNretQE3FDTu8dsNuMx0J3KzCrSlmcTNL7hvWtqc/qzTAwlBgb+3Asnb8v7eQ3VsG3YAZIXZxD9Ut3TXOyZcIzCHSUO6/cY5E7/Hxo/isFQbECusR9WJtfI0BcZGl1fS9IXG5G726chFBp5o2PTFxtQuNfyObWNr0toXSLxJAjtJGSCHyETmraKidD6vPvfQPzHj1GVn46TVxDVRdmUxO0k8sH3rMcYyotI/Wk+BQc2Ul2UBf89BT0z7KY5io5uxb3zYOQuWsxGy4VTIpXhHj2QslP/OiwbcfebGCvLHR4jc3ZpdoxC84nz7MLV+allmKoqqMiIJ339e5xYeA9dpn6HRCrmj2gvwycOYfjEIe0dxiVPtGsXtqqCDOIXP4am82D8L3ugvcOpV8AN3hx8LB5dehWqICeqsqsp2FlCt/dqeoPpiwwkzE8lZ2MBVVnVmP/rtKbwaP5X4bytRXgOdkehlWMy/Nc7SSbBc6A7xf+WOSwb+2ZEs1eTFoQLhUg8CYIg1ELbYwxSpZq83T8RdPXj5O9Zh1ThhGevq6zHJHzxNKUJewm+/mnUgZ2QqdzI2vIV+XvWNvv9DWUFlCXtZ+fD9k/KnHzDHJZ19g0Hcz1ds5uwPDKAXK2hqiDDbruxvNiuW31D6gIw6kpAU/PE0VBueZIrd2n+F5CmkrtoMOrsV9oyVBQ1+nM6Is6z2l0I55lLiGXJarfIvriG9+DQq1dQsP8Xm3lNGhKb2VCFSV9p0+vJUF4MEgkyF/veEYJwvhPtWu0uhHbNUFHM8XfvQuHqQafHP23S3Iltdf08w2eMFplaStZPeYQ/HkTWunxkTlJ8r6qZt+rw0wkU7S2l49PBuHZSI3eTkfpVFllr8x3U3DD6AgPF+8v4LXSn3T5VmON5ttThzq11uiHXyKnMqLLbbig22g1La2sKjQxDqX1vJH2xodGxKTRy9KX2yTtDUePrElqX+G0IgiDUQqZU4dnrSvL/u3HO2/0THj0uR+akBiyrURUe/J2wCa8QcNlZE9WaTQ7rPTPZp8lgO+7f+F+3+TPkLh5ou4YTcuOzdnVI5I5X+2jNoQLOAZEUHfsbs9lsM2+ALisBdVDnRtV1Zm4KXWYiKv+aJ5O6rAQkciVOPu038bzKPxJ9SS6GctsbZV1mot2cGs0hzrPaXWjnmTq4CxKZgsqc5KbFlpWIS0jNUApdVoJltScxzE64AIl2rXbne7tmrNZx4r17MOpK6PrCWuS1DJdrUGxtdP08Q6aS4XulJ5k/5RP+eBCZP+Xhc7kHcrWlp5Cx0kTu74V0fiWM0PtrhuOlOD7dkP63wrJJb3ugodg2yaHwkOMdriXyWfs5/qRKx1mj1hxq5xLpTP7fRXbnW3mCDtfO6kbX15Jcapl/SV9ioCpbj0vHxl33XCJVVOfq0Z+TaCpLtJ9HSmhfIvEkXPTytxex85bDDPmlJ9oeF86SrfHzTnNyQQoAXkO1DFzZzbpPX2Lg2KtJZP+aj0lvxmeklthZkTj7NXz50dpk/ZLHvgeO4xqtZsSWmmWAz47lXB3u8qfb3KhGv1fKN1kkfZiGLr0Sl45qoqeH4ne5V/0Fz1F+SkfS4jSK9pVSGleOS6Rt7Gf83mMnVbmWm9Xen3RG3aH+i5H3gHGceO9uio78SVnSfoKuecK6z6SvBrMJibxmRQ6jrozCfx0vC65w80YiU6DLPFlTl6GakjjbJ2WaLkPJ3bEaVUCU9Wa9oVpzqIBH11Gkr3uX4uPb0HaxrMyjy0qkPOUIgY1cqcbZJxRnvwjy967Hs9eV1u35u9eiiRmKtJ4vCK1JEzscJFLy923Ab/gdgGVoSNHRrQRfN7lF30ucZ/YutPOsLGk/ZqO+0V/23CL7IlO5kb9nvTXxZDLoKdj/C9puo5sdV2s5vu0Ec66dx8w/XyKid1h7h9Ngq+f8xJo31wEQOzKG59ZOte6rKK7g6xdWsm/dfowGI90u68rdb9+O1l/bqPfQlej4ZdEmDm46TFZiNnKlnIg+4Yx/5SZCYoMbHXN2YjYb3t9Ewp4k0o6lE9DJnzd3vdboes4wVBv4/rU1/PPdDnRllUQN6Mg98yYSEOVvPWbFKz+w/p1fAeh5ZfcmreYn2jV753O7ZjYaOLn4UXSZJ4l9bg1OHgH1F6pDW14/zwgY583+u0+Q92cRxfvLiHiiZiUzU7UJTCBR1CRfDGVGcjc5ngdL6a1AopBQfrImQWKqNlGw0zZR5DVUQ8bqXFyiVNZkV0O15lA7n1EeJL2bTsG2YryGawEoT9RRcqSc8McDm1RnS/Ee5UHS+2mWHk4aSzoie30+Eil4jdA2rq7hGiRSyN6QT/AdlilM9EUG8rcW0XFy49tcofWIxJMgnMekzlIGft/NbgK+A4+eoDSunK5vRiJzkhI3N5k9E48w5NdeSOVN65Nr1Bk59moSTj4Ku30hd/jjM8q223bBzmJOzE7GZ5T9Erz1yfgxh8PPniTyqRC8hmjJXJvLvgeOM2hNdzz6NO4JW2lcBTm/F6Dt7YbZbK7zgWm/ZV3RpVey74HjDa5b02U4clcPEpZMRabWoO02yrpPrnbHJbwn6Rs+QOHmhUQqJ/2XRchU7phK6141RyKV4tn7arI2L8XZNwyFqydZm5faPZEKuOJh8nau4ejcmwkY8wBKryAMpfmUJh1AqfUj8IqH63yPs59+tjS3yL5ouo4kcclUwsa/jEThROqat1AHx+DV+xrrcTl/ryBxyRS6PPs9ms6D66wv5IapnPz0CZx9QnHvPJj8PWspO3WA2GmrbI7b8UAQPoNvJfKBd+usy1ilo+jwHwBU5adhrCy1rqzkHj0IhZslsZnw+WRyt3/PoM/T66zLyTMQv2G3c/r7WUikMpRaf9I3vI9c7YbfiDvr/Tk1hjjP7J3P51ncBw/iEtYdl+AYpApnylOPkbFxMergGJuhRKk/zSdt7QJ6zd1Z52p3UoUzQdc8QepPC1C4eaEO7kzWli8xlBUSeNWjDfxpCY2hVCl5ft1UVBrbhw+L7v2Y9BMZ3PfuXSicFXz/2hrevvk9Xtv6EjJ5w7/45aUVsHnJX4y4ayi3zLgRfZWeDQs38uplc3ht60sERTfuC1/aiQz+3XiIjn0jMJtMmExNW+HqjGXTvmXnqt3cMWcCHgFa1s77mTeum8+bu2ai1liSNGMeGk2fa3uxdOrXTX4f0a7ZO5/btaTlL1B48HdCx7+MUVdKaeI+6z6XDl2tvc3Ot+vnGV7DNSg85ByZmoBcI8N7lNa6T+Eux72nC6c+SEfppUAil3BqUTpydxnVeXV3e5JIJfhd7UnK0izUYc4oPRWkLM2yDMU863wLfTiAjDV57Ln5KKEPBOAcpKQ630DxgVKc/JSEPVz333xr9sjR9nXDa6SGI1MTiX45DKmThJNvpeIWo8b3mpoHvekrcjgyJZF+33fBc3Ddw7vL4isoi69JwpUdryBrfT4ytRSf0TXfETYG7SDwVh+6vVv331LIXX6kLMnkwANxRPwviKqsauJmnSb4Lj+c/WuSpocnJ5DxfS5Xpg+qsy7nQCeCbvcjbtZpJDIJTv5Kkt5PR+4mJ/hOMZfu+UQkngThPCaRYpeIKdxbQu6fhfT/pis+Iy0NvUtHFVtH7CNrQx6B1/s06b0S3k9FFeSEuoMzRQdtJ0NUBTqhCrQdp56yLBOFVo7v6MbPIxA/L4XAG3yInhYGgPcQLSXHyjn5Tgr9l3dtVF1+V3jif9UAAA5OjrOL/QxNd9dGTyIplSvw6nOtZZWdYbfbPUGMemgRSV9NJ+HzychdPQi47AGMVeVkbFzssN7wibNI/HIayd++jMzZhcArH8PZP4LCAxutxyhcPen64jpS17zF6R/mYCgvROHmhWtEb7x6X+Wg9tbX6ZGPSF4xk8SvpmM2GtDGjiD8jteRyGp+vqb/loFXuDs+H70HjMNYrSNjwyLSf/kAlX9Hoid9hltkX+sxxqoKS10axyvP6EvziP/oEZttZ16ffQNvrKqoNy6AsNtfQ+rkQsqqORgry3CL7EeXqSuaPPygLuI8q935ep65hvckb/daMjZ8gNlswskrBN/hdxB45aM2vztjVQUSuVO950vg1ZPAbCZj42L0pQW4dOhCzNNf4+xT90pIQtNJpBIi+3e02XZyVyKH/zjKtDVP0+0yS8+zgCh/pvedwd61+xlwU78G1+8T6s38g3NwUtdcM7sM78zTsdP549M/uXveHY2Kt9fVPehzbS8APn70C04dSG5U+bMVpBfw55fbuGfBREbcNRSAiN5hTI6dzuYlWxk7+WoAvII98Qr2ROXm7Kg6h0S7VrvztV0rProVgNMr7XvTnZ08P9+un2dIFVL8rvWyrFJ3uy9Spe3cVN0XRXFsehJHJieg8JDT4YEAjOVGkhfbz7l1tphZ4RydlsiJl5ORucgIfywQdYQzORtrekspPRUMXNeVk2+lEj/nNNWFBpy8FGh6u+J7VeN78rekHh91Im5mMkenJ2I2mPEaoSXm9XCbh9RGnSX5pqzlwfPZstblk7ggzfo644dcMn7IxTnYiRG7LN8FDBWW3ltOvo7rUmjl9F3RheMvJXPg/jjkrjKCb/clarptr2FjhbHeuABiXgtD7iIlfk4KhjIjHv3c6LuiC4paVs4T2o/4bQjnpdQV2Rx+Jp7L9g/AyafmZqW6UM/vPXcRO6sjoXcFULi3hIT3Uyk+VIahxIBLuIrwR4MIvqXuDHdFaiVbBuyh9yedCRhbc/E8+nIi2b/mM3p3f+s2XUYVJ+acIndLIUadCW0PV7rMjEDTvf2G7OVsLkCukeN9VldU10g17rEu5G4uaFLiqTxZx6mP0xm8tgenPq37KdYZxkoTWb/kE3C9j93FvT4Vp3WUJ+no/GKYzfbAG3w4MesUxioTMqeG1ymRNnHWxQaKuHsuEXfPrXWfyi+c2GdX2m0PuaFm+Iam82C7J4MKNy86P/G5Xbnw221v+JQaXzreO68pYbcYs9EAEqnNBKNytTuR982H++bXWa40cR/abqNRB9Y/DNNv2O34Dbu9zv1lifuQyJX4j77XYT3O3iEOn8Ja6zt1gAAHT7zPkCqcCJvwssPlpM0mE5hNmOubHbQe4jy7cM6zoGuesBk2VGd9SfvxHTrBOglwXSQSCUHX/o+ga/9X5zFms/m/Vb+afp799fU/fP7ElyyMexuNb01MZQVlPBE1lbvfvoPR94/g5K5E1i3YwKkDyVSU6PDv6MfVT1zB0NvrfuKcezqPKd2e439fPUr/cTVfepdP/459Px/gnSM153ZBegErXlnFod+PUlVRRUTvMCa+MYHwXmFN/mzNdei3w6i1arqO7mLdFhDlT4fuIfy76XCjEk/OLvaTCTu7OuMb4UthVlGjY5M2YXLnuhzefAyzycyAs35Hrp6udBvdhYObDlsTTy1FtGsXTrvW+61d9b4XnJ/XzzNi50YQOzei1n0u4Sr6rbSfJylyak1vVM/BGrueNUovBb0+t59/K+a1cJvXTr5Kus7raHdcWzIZzEiktvfFCnc5XedH0rXu042ifaV4j9biGuV4WGrk1BCbn1dtiveVIVFK6HCvv8PjAFyj1PRb0cXhMcUHygh7uP5hn1InKdEvhxH9clidx5hN/42KaKHzTWi8lruaCUIL8r/aC4lcQuY62y7XWRssrwPGegOgS6vEs5873edF0ffLWPyv9ebQ1JOkrcxudgz6Ij07xh2k5Gg5sbM60ufTGGRqGTtvPUxVXrXDsmajGZPB8T+zsWkNX3miDteOKptu5WBpwMvOmaivoY69nETQrb64x7o26Pic3/MxlBoJurHxSa4zMbpG2l7gXKPUmKrN6FIqG12n0DpMVRXsfDiU4wvqvqmtS2nCXoLHNn5ekNqUJOzFZ/CtOHk2f06Cqvx0TFUV+I+6pwUig5TVb7Lz4VBK4+1XsxEa5mI8z0yGaipSjxF09aQWiAyyty5j58Oh5G5v/ITGZ/Qd2wuZXMruNftstu9Zux+A/uMsc+PlpebTaWAkD7x/D1NW/I9+1/fmsyeWsu3rf5r+Af5TXljO61fO5fThVO5++3aeXPYYTmon3rhuPsW5jifYNRlNGA1Gh/9MxnpmC65DxsksAiL97a6rgZ0CyIzPalKdZysvqiDteDqBnZo+b05LyIjPxN3HDRcP2zmKAqNb5nMKNS7Gdk1cP89fxgoTv4XuZO/tDZ9O4oyivaVEPNkycyEV7i0h6FYfnAPtE/CNpUuvwlhhIuSe+pNYDXHyzRR+C91J4U77FReFtiF6PAnnJYW7HJ/RnmT8mEvY/TUXy4wfc/EZ4YHSw9LtMnBcTddhs9mM50ANlZlVnF6WSfD45o3rPfVpBvoSA0M29MTJ29Lrymuolq1D95L0UToxM8LrLLtz/GEKdhTXuR/Ac5CGQau6NzoufZGh1q6jCo0cfZH90qT1yd6UT+HeEkZu61v/wf9JX5OLc4ASz4GNX+pbX2yJUa6x/QxnVqKobsJnEFqe3/CJePQYA4DMuWEJybP1nut4VaDGCLn+6Rary8kriH4Lj7ZYff6X3YdX32sBkKlaZwjBxexiPc+kciX9P4hrsfq8+lyLa1gPS92Kpg1/UmvU9LiiGzt+2MXlj9RMXL7jh910Gx2Lq6fl5z/olppev2azmc5DOlGQUcjmJX8xbOKQZnwK+PXD36koruDVLS+i8bH8vcSOjOHZ3i+yYeFGbn/91jrLvnHdPE78He+w/s5DO/HihmmNjqu8qBy1xn6uFRetmvJCxxNNN8R3L/+ARCLhsgdGNLuu5qgoqrDO43Q2tdaFshb4nILFxdquievn+Sl4oh8+YyxD3eSujZ+IfPiO3i0WS+TTjntENYYqyInRRxve27Q+He7zx+9ay9BHuXvTJmwXmkcknoTzVtA4H/Y/egJdWiWqYGcqs6vJ31FMz4XR1mP0RXri56WQvTGfyqwqzP8tDNHYuXxqk/tXIV6DtSi0CkwGS+8kiUyC5yANRQcdZ8u7zY1stVUqWpKx0sSxV5KImtoBpVf9Y6jBkjjK3VxA6L2BrT7MTWg/Sg9/lB4t85TpYubkEdCs1X8udeI8axiFm5d1cvzmGHjLAD6492PyUvPxDvGiKKuIE3/H8cjHD1iPKS8sZ9Wcn9i/4V8KM4qsvYjOJKaa48jmo8QM64yrhwtGg+UaKZVJ6TwkmlP7kx2Wvf+9u9GVOu4R25w5iVrLX8v/5s+lf/HwR/fhGdT4xTiEC49o1xpGXD9bhrO/0mZCbqF2zgFOOAc0vyeW0HQi8SSct3zHeCJTy8j4KZeOk0LIXJeLzEmK31kT9R2cHE/h3hIin+6AW7QLcjcZp7/MJHNtbrPfv7pAT9G+Un7p8LfdPnWY45tbl3BVvUOIJU3M2Si0cnQZVXbb9cUGa6+hhjr1aTpIIWicr7UnkqnaDCYz+mIDMpXUbg6nzJ/zMFWZCbrJ8USVdcb/X08nQ4kBfGsulGd6aykb+RkEQRCEhul1VXecXJTsXLWbsZOvZtfqvSicFfQZ28t6zCePLeHkrgTGTb+OoJhAVG4q/vj8T3at3tPs9y/NLyNhTxL3ej5it8833PHQbb8I33rngjl3qFxDuWhdKEgrsNteXlRhNyytMQ5uOswXTy5j3LSxze4t1hLUWjUVJfZD8iuKynFtxucUBEEQhPqIb3jCeUumkuF/lZc18ZTxUy6+l3siV1t6ChkrTWT/XkCXVyMIfyDIWu60KdNhvdL/Jq42VdvewJ5JvJyh1CpwGaWi0zT7lYXqm1C7NYfauXRUkbetyG754LIEHe4xjicGPFd5YgUVpyr5rZv9+PpNMTvo+mYkoXfbPo3K+DEHl0gVmm5Ne/rt+t/SsWUJOpt5nsoSKpAqJahDz78n1oIgCBcDpUpJn2t7sXPVHsZOvpqdq3bT66oe1gmxqyv1HPj1IBPnTOCKRy+zlvv9U8dzJymcLT1mDdW2PX3Li2yHb7l4uNB9TFdufmmcfR1Ojm9JW3OoXWCUP0e3HLO7rmaezCS4S9PmPknYncjCuz9i6B2Dav287SGwUwAlOSWUF5bbJNQy4rMI6CR66AiCIAitRySehPNa4Dgf9tyVQ+6fhRTtK6XjpJqxw6ZqE5hAqqi5STSUGcj+Ld9hnU7eCiQKCWUJFTZ1nZso8hqmJWNVDq5Ramuyq6Fac6id72hPEt5NJX9bEd7DLWO6yxIrKDlSRsdJjbtB7jgpxG4urMRFaZQlVtDjnU64RNjOeVGZXU3+9mI6TW36Mt/qUBUuESoy1+fif1bvtcy1eXgN1TZ6lTxBEASh4Qbe0p/5ty7k0O9HSNiTxNgpNSuZGar0mE1mZMqa65OutJIDGw46rNPdxw2ZQkZGXM2DH0O1gRP/2CaKuo6K4Z8VOwmMDqh19TdHWnOoXffLu/HjW+s5+udxuo6yrLKUeTKL0wdTm7TSW/qJDObfupAuwztz37t3NSmm1tBtdBckUgl71u5j5D3DAcvQyiObj3LDtLHtHJ0gCIJwMROJJ+G85j1ci8JDzsEp8cg1cnxHe1j3KdzlaHq6krgoDaWXAolMQuIHacjd5FRX1b3qnEQqwf9qL5KXZOISpkLhqeD0kgzLKtVn9dKPeDiIjNU57LzpEGEPBqIKcqI6X0/R/lKc/J2IeDiozvc4d8W2luTR1x2fkR4cnHKSLq+EI3WSEjc3GfcYF/yv8bYel7oim0NPxzPwh254DdbWHmeU2m751LSV2egyZbWWyfgpF0wQWMdqdg15T4CoqR3494k4XEJVeA3RkLE2l6IDpQxabdsD7OfAbQSP96XHu9F11ATGCiM5my1DJCrSqjCUGslcbxlq6TlIg5OX43HvusyTDvcLQnNV5qUC4lwTWt+Zc82RrqO74OrpymeTlqLWqulxeTfrPrVGTUTvMNa/8wvu3m5I5TLWL/gFlUaFPrfuuQ2lUil9r+vNb59uxi/CBzcvN377ZLNdD6KrJl3B9pW7+D979x1XdfU/cPx1F3BZl71Fpoh7555l2rJtw0qzYcNytcsyzZXa0H5pmZkjM03L1NLKUX4dubcoICKgKHvDXb8/SOwGXEGBq/B+Ph48kvM559z3vdw+n/t53zMm3zad/iNuxrORB7lpucTtOY2bn46BL/av9DH8I2tvRE7kTeG07Nec+S8s5OEPHkTjoGbl+6tp1CKIDnddXnj3z6X/48vnvubNdeOI7lF+i3WA7Is5TL/nIzRaOwa8cIvF2lVaVy2BTS9vmPKY61N0f6Qrz859stLYiguKObjxMADpZ9Mpyi3i7x/3ANC0exSuXi4AzBuxgG3fbmdxzvxK+/II9KD3Ez1Y9s5KlCol7v7urJm5Dq2rI32HXd3C53JeE7Xt0nkt79TV7dwsRFXJe6x2SeJJXNeUGiX+d3iRuPg8jR72LTcapu1nTTn82ikOvnwSjbuGkOEBGPONxM9Nstpv8w/COfxKLEffiUPtrCLsuSCcwrWk/np5tJSdh4aua9twcloCJz5IQJ+px85Tg1t7V3wHelnpvfa1nduUY+/Fc+jVWMwGM9693Gg+KRyl+vIHfGNB6YgrO++aW3AwZfUF3Nq64BRSfvef6jxm4D0+GAtNxH12lrjPzuIUrqX9V9G4d7i8q4nhn77sr9BXcbqefc+csCi79HvnlS2x71pxezsPNUqtmtgvR1rtX4gaoVDKe01cF9QaNZ3ubs+mBVvp9Xh31HaWHwWf/+ppFoxazLwRC3DxcOaWEf0oziti/eyNVvt9fMYjLHhpEYtf+w4HZwduf+lW/CP92Ltuf1kdF09n3v3jTVZOXM3yd1eSl5GPq7cL4R3DaH9nWyu9174XFz7L0je/Z8HLizAZjLTo25zHP3wElfry6K/i/NL1FV19Kt+BK+VEChnJmQBMvXOmxbF/TwUs+qcvN1/ru3nlXMxl9uNzLcou/f7munG4/pMAKy4oRmclrkuGTHsIeyd7lr/7A0V5xUR2Duf1NWMq3O3OGkc3RzmvibqjhMMjY20dhWgAHBwd8PKy7X1efaUwX2mlRiFqyb59+2jfvj3df22LrtW175ZT35yccYb4uUn0P9EVhZJq7yB3YGQMJZl6Oi1pUUsR1u5jpv2Vye7HjtJ7e0e0Ade+C4XZaKbgbBFbuu6h3RdN8b/Dm8KkIkoyLq/tlXeqgAMjY1iyZAnR0dHX/JhCXFJcXIy9veymImrX8ePHGTJkCBP/fIeQNlc/Jbq+WjX5J9bP3si8s5+iUCpQKqs3tXvu0/PJzcjjlR9GXXMsR7ccZ8b9nzDz4OQa2e1uVLNXufmZPlc1NfC/TCYTZpOZKXfOROvswNgVL5Wrk3DgDO/0nCjXS1En5Boq6oqXlxfBwcG2DqNekhFPQlzHjAUmfgnehmd3Nzp/3/LKDf4lY3cObWZXPkWtNtTkY2buziHwAd8aSToB/NFuF8UX9RZl2iAHtBUsixUdHU27du3KHxBCCHFDK84vZqjHszTvHc3ra8ZWq+3JXbGM+PKpGonj5M5Yuj/StUaSTmln0ynOL+bmp/rUQGSwYsIq1n70KwBtbrW+CYpcL4UQQlSFJJ6EuE4FD/HD55bSD6Rq5+ovRN53Z8eaDqlOHzNyTM1+W9/p2xaYDKUDPJ1k5zwhhGhw+gzrRZsBrYGrW4h81qGpNRbLPa/fWWN9eTXy5PMzn9RYf7c824+OgzoA4KSreGq9EEIIUR2SeBLiOuXgZ4+DnwwrrimuzWU6pxBCNGTu/m64+7vZOozrnkeAOx4B7leuKIQQQlSR7FsuhBBCCCGEEEIIIWqFJJ6EEEIIIYQQQgghRK2QxJMQQgghhBBCCCGEqBWyxpOwubzYAluHIAQg70UhRP2QHHPO1iGIek7eY0IIIapDEk/CZry8vHBwdODAizG2DkWIMg6ODnh5edk6DCGEqDYvLy+0jlrmPj3f1qGIBkDrqJXrpRBCiCpRmM1ms62DEA1XYmIiaWlptg6jxhQWFvLII4/g5OTEwoULUavrX25Xr9czbNgwCgoKWLp0KVpt/dpq2cvLi+DgYFuHIYQQV+VGvq7KNfTGItdLIYQQVSWJJyFq0HPPPcc333zD/v37iYqKsnU4tebEiRO0a9eOoUOH8n//93+2DkcIIUQ9INdQIYQQon6SxcWFqCFr165l7ty5zJo1q15/YAZo2rQpM2fO5PPPP2fdunW2DkcIIcQNTq6hQgghRP0lI56EqAGpqam0bNmSm266iTVr1qBQKGwdUq0zm83ceeed7N69m8OHD+Pj42PrkIQQQtyA5Boq11AhhBD1mySehLhGDfnDY0O8WRBCCFFz5Boq11AhhBD1n0y1E+IazZ07l3Xr1vHVV181qA/MAL6+vixYsIC1a9fyxRdf2DocIYQQN5h58+axbt06FixYINdQIYQQop6SEU9CXANZILRUQ1kQVgghRM2Ra2gpuYYKIYSo7yTxJMRVKikpoUuXLuTn57Nv3z4cHR1tHZLN5Ofn065dO1xcXNixYwcajcbWIQkhhLiOyTX0MrmGCiGEqO9kqp0QV+m9997j0KFDLF26tEF/YAZwcnJi6dKlHDx4kAkTJtg6HCGEENe5CRMmyDX0H3INFUIIUd9J4kmIq/DXX38xdepU3n//fdq3b2/rcK4LHTp0YMKECUyZMoVt27bZOhwhhBDXqb/++ospU6bINfRf5BoqhBCiPpOpdkJUU3Z2Nq1bt6ZRo0Zs2bIFlUpl65CuG0ajkd69e3P27FkOHjyITqezdUhCCCGuI5euocHBwWzevFmuof8i11AhhBD1lYx4EqKaXnzxRTIzM1m8eLF8YP4PlUrF4sWLycjI4KWXXrJ1OEIIIa4zI0eOJDMzk0WLFsk19D/kGiqEEKK+ksSTENXw3XffsWTJEj777DNCQkJsHc51KSQkhM8++4xFixbx/fff2zocIYQQ14nly5ezePFiuYZaIddQIYQQ9ZFMtROiis6ePUurVq249dZbWbZsGQqFwtYhXbfMZjMPP/wwGzZs4PDhwwQFBdk6JCGEEDZ06Ro6YMAAvv32W7mGWiHXUCGEEPWNJJ6EqAKTyUS/fv2IjY3l0KFDuLu72zqk615mZiatWrWiSZMm/PbbbyiVMsBSCCEaIpPJxM0338ypU6fkGlpFcg0VQghRn8hVTIgqmDVrFlu3bmXRokXygbmK3N3d+eabb9i8eTMfffSRrcMRQghhI7NmzWLLli1yDa0GuYYKIYSoT2TEkxBXcODAATp16sTLL7/Mhx9+aOtwbjivvPIKn376KX///TetW7e2dThCCCHq0MGDB+nYsSOjRo1i+vTptg7nhiPXUCGEEPWBJJ6EsKKwsJAOHTqg0WjYtWsX9vb2tg7phlNcXEynTp0wGo3s3r0brVZr65CEEELUAbmGXju5hgohhKgPZKqdEFa8/vrrxMXFsXTpUvnAfJXs7e359ttviY2N5Y033rB1OEIIIerI66+/Tnx8vFxDr4FcQ4UQQtQHkngS4h95eXnMnDmTS4MAN2zYwKeffsr06dNp3ry5jaO7sTVv3pzp06fzySefsHHjRluHI4QQopbJNbTmyDVUCCHEjU6m2gnxj2XLlvHII4+Qk5NDcXExLVu2pHXr1qxfv152k6kBJpOJgQMHcvjwYQ4dOoSXl5etQxJCCFEL0tLSyq6hv/zyCwqFwtYh3fDkGiqEEOJGJnfTQvwjJiYGHx8fnJ2defrpp9Hr9SxYsECSTjVEqVTy9ddfU1JSwrPPPovkvIUQov4xm81l19Cvv/5akk41RK6hQgghbmRyRy3EP2JiYoiKimLBggX8+OOPfPnllwQEBNg6rHolICCAL774glWrVrFw4UJbhyOEEKKGff3112XXUH9/f1uHU6/INVQIIcSNSqbaCfGPdu3aERkZybp163jooYcYN24cb731Flu3buXcuXNoNBpbh1hvDB8+nO+//54DBw4QHh5u63CEEELUgNjYWNq0acNDDz3E/PnzbR1OvSXXUCGEEDcaSTwJQenUABcXFzw9PVEoFPTp04fFixcTFBTEtGnTGDx4sK1DrFfy8vJo06YN3t7e/PXXX6jValuHJIQQ4hoYDAa6d+9OWloaBw4cwNnZ2dYh1VtyDRVCCHGjkal2QgApKSnk5+eTmJjIuXPn+Pnnn5kxYwYxMTGSdKoFzs7OLFmyhN27dzN58mRbhyOEEOIaffDBB+zZs4clS5ZI0qmWyTVUCCHEjUYST0IA27ZtA0Cj0fDqq68SFxfHqFGjsLe3t3Fk9Vfnzp15++23ef/999m5c6etwxFCCHGVdu7cycSJE3nnnXfo3LmzrcNpEOQaKoQQ4kYiU+2EAM6dO8dLL73ErFmzaNSoka3DaTBkaoYQQtzYcnNzadu2rUz7sgG5hgohhLhRyIgnIQB/f39WrFghSac6plarWbJkCefPn2f06NFl5ffeey/bt2+3YWRCCCEqsn37du69996y30ePHk1qaipLliyRpFMdk2uoEEKIG4UknoQQNhUREcGnn37K/PnzWb16NQC7d+9m3bp1No5MCCHEf61du5Y9e/YAsHr1ar766is+/fRT2V3NRuQaKoQQ4kYgU+1qWWJiImlpabYOQzQAXl5eBAcH2zqMq2I2m7nvvvv4888/OXz4MI899hhubm6sXLnS1qEJIYT4l/vuu4+cnBy++eYbWrZsSe/evVm5ciUKhcLWoTVYcg0VQghxvZPEUy1KTEwkOjqagoICW4ciGgBHR0eOHz9+wyWf9uzZQ1BQEGq1mlatWtGqVStCQ0PZtm0bhw8ftnV4Qggh/qVFixb07NmTuLg4Dh8+zOHDh9Hr9SQlJdGhQwdbh9fgyDVUCCHEjUAST7Vo3759tG/fniVLlhAdHW3rcEQ9dvz4cYYMGcLevXtp166drcOpljZt2nDq1CnGjh1LmzZtuO+++7j33ntZt24dBQUFKJUyI1gIIa4HRqMRJycnbr/9dlatWsWqVavYt28fs2bNIjIykgMHDtg6xAZHrqFCCCFuBLIKZB2Ijo6+4ZIBQtSVzZs3M23aND788EOcnZ3p2bMnP//8M3q9nsTEREJCQmwdohBCCEpHchcXF7NmzRp69uzJM888Q15eHi+//DKvvfaarcNrkOQaKoQQ4kYgX4MIIWzK3d2dqVOncurUKQYNGsS2bdswmUwAHDlyxMbRCSGEuOTSOdlsNrNt2zbuvvtuTp06xdSpU3F3d7dxdA2TXEOFEELcCCTxJIS4LgQFBTF//nyOHDlCz549AdiyZYttgxJCCFFm69atAPTq1YsjR47w5ZdfEhQUZOOoBMg1VAghxPVNptoJIa4r0dHRbNq0iV27dtGqVStbhyOEEOIfEydO5IEHHuCmm26ydSiiEnINFUIIcT2SEU8CgN69e6NQKFAoFEyaNKmsfMWKFQwaNIigoCCcnJxo06YNCxYs4L9r0vv5+ZW1vxG2701KSsLZ2RmFQkFaWtoV65eUlPDKK6/g5+eHk5MTt9xyCzExMXUQacN10003odVqbR2GEEKIf2i1Wkk63SDkGiqEEOJ6IoknUaZbt27s2LGDYcOGlZXNmjULR0dHZs6cyc8//8zAgQN5+umnef/99y3arl+/nlWrVtV1yFdt7NixODs7V7n+Sy+9xJdffsnkyZNZtWoVxcXF9OvXj+zs7FqMUgghhBBCCCGEuLHJVDtRxs3Njc6dO1uU/fzzz3h5eZX93rdvX9LT05k1axbvvPNO2Ta97dq1w8PDo0biMJvNnD59mrCwsBrp7782bdrE77//zptvvsm4ceOuWD8pKYn58+fzf//3fzz55JMAdOzYkeDgYObNm8err75aK3Fak5iYaDFS6/jx4xb/FaIueXl5ERwcbOswRD3033OdELWluLgYe3t7W4chGgC5ZgohGiJJPNVzOTk5tGzZko4dO1pMgRsxYgQrVqzg8OHDBAQEVNr+30mnS9q2bcuXX35Jfn4+Li4uNRbrmTNn+Oabb1i4cCGtWrXixx9/rLG+L9Hr9bz44otMmDChyiOeNm7ciMlk4oEHHigr8/DwoH///qxfv77OE0+JiYlERUdRVFBU7tiQIUPqNBYhABwcHYg5HiMfpEWNsnauE6LGKZRgNtk6CtEAOGgdiTlxXK6ZQogGRRJP9Zyrqytff/01N998M4sXL+axxx7jl19+Yd68eXz33XdWk06V2bZtG4GBgTWSdCoqKmLVqlV8/fXX/PHHH/j5+TFkyBCGDx9uUc9gMFyxL5VKhUKhsFrnk08+QaVS8dxzz7F48eIqxXjixAl8fHzKbRUdHR3NV199VaU+alJaWhpFBUW0nB2Bc6Ss3yBsK+9UIYdHxpKWliYfokWNknOdqCsXN2USOz2JiKdno/WPtHU4oh4rPHeK2C9HyjVTCNHgSOKpAejbty8jR45k5MiRtGzZkuHDh/Pwww8zePDgave1bds2vvvuO2bOnHlNMe3evZsFCxawbNkyiouLGTRoEOvWraN///6oVCqLugkJCYSGhl6xz6+//pqhQ4dWejwlJYX333+fH3/8sdxjWJOZmYmbm1u5cnd3dzIyMqrcT01zjtTi2rLq61QJIcSNSM51orblnSoEQOsfiXPjljaORgghhKh/JPHUQEydOpWNGzfSuXNnvLy8+Oyzz6rdR1JSEoMHD6ZPnz689NJLVx1Lnz592LJlC507d2batGkMHjy4wsTOJQEBAezevfuK/V4pOTVu3DhuueUW+vbtW92QhRBCCCGEEEIIcRUk8dRAaLVa7r77bqZOncojjzxSbtrYlWRlZTFw4EA8PT354YcfyhYVvxru7u4oFAqys7PJysoiPz/fauLJzs6ONm3aXLFfa6OYduzYwcqVK9m1axdZWVkAFBQUAKXrYDk6OuLo6FhpvBXtXpeZmVljC6oLIYQQQgghhBD10dVnD8QN5dChQ8yaNYu2bdsye/bsau1+VlhYyB133EF2dja//PILOp3ummJZtWoVp06d4p577mHOnDkEBwdz66238u2331JYWFiufkJCAhqN5oo/33zzTaWPGRMTg16vp127dri7u+Pu7s4LL7wAQHh4eNludRVp2rQpqampZGZmWpSfOHGCpk2bXuWrIKzZetM+jr0VX+12GwJ3cHpuSi1EVJ6pxETMxAQ2t9nD7xG72PPQMfJjy79/K5K5O5eddx7mt/CdbO20l/jPkjGbzbUcsRDCluS8JurKvldvIn7pW9Vut2N4ICm/zq2FiMozGUpI+H4ie0a3YddzERyb+RCF52Or1DY3djeHP7iTnSPC2ftKJ5LXfybvNSGEuM7JiKcGoKSkhMcee4xOnTrxxx9/0K1bNx5//HF27NiBWm39LWAwGHjwwQc5fvw4f/31F4GBgTUSU3h4OB988AETJ05kw4YNLFiwgGHDhvHcc8/xwAMPMGLECDp06ADUzFS7AQMGsHnzZouyX3/9lWnTpvHjjz8SGVn5YqL9+/dHqVTyww8/8NRTTwGlo502btzIO++8U5WnK6qp7VdRaHRVX4frkpvWtEAbVDfbYR9/J4Hza9KIejcEBz874j9NYvfgY3Tb3BqNa+X/X+WfLmTvo8fw7OlG5KvB5B7P5+SURBQqBaEjqr/YvxDixiDnNVFXol74CpVT9b8kbPHmGuw9g2ohovISvn2HtL/XEDL4Xezc/Uha+ynHZgym9fubUTu6VtquMPU0x2Y9ilvzngTf8yr5ScdJ/GEKCqWKgAEj6iR2IYQQ1SeJpwZg/PjxxMXFcfDgQezs7Fi0aBHt2rVj0qRJvPfee1bbPv/886xdu5aZM2eSk5PDzp07y461bdsWe/tr+zCsVCoZOHAgAwcOJD09naVLl/L1118zadIkfvzxR6B0qt2lJNTV8vPzw8/Pz6IsISEBgG7duuHl5VVWHhERQePGjfnjjz8ACAoK4qmnnuKVV15BpVIRGBjI5MmT0el0PPvss9cUl6iYawunq2rn1v7ad1qsiqKUYpKXpRI9OYygh3wAcG3txJ+d9pG0JJXQ5ytP0CZ8noLGXUPr/4tEaafEs4eOknQD8Z8m0XiYH0p7GYgqRH0k5zVRV5wat7iqdi7h7Ws4kooVZ6SQ+tcywoZMxqfHQwA4hbRm36udSN26hMCBz1faNmXD52ic3Yl89v9Qqu3QNeuBITedpHWf4tdvGEpN3SRphRBCVI98Eqjntm/fzocffsjMmTMJDw8HIDo6milTpvDBBx+wZ88eq+03btwIwNixY+nSpYvFz7lz52o0Vk9PT1566SX279/PvHnzarTv6jAYDBiNRouyTz75hOHDh/P6669z9913o9Fo+P3336952mFDdHZxKls77eW38NJpHDlH8tkQuIPk5RfK6vx3SsrhUbH8r+8BMrZns73/QX6P2MWO2w+RfSjPou+6mpKS9mc2ZhP43eFZVmbnrsGzlxsXN2VZb7s5C59b3VHaXT79+g/yxJBtJGtvbm2FLISoRXJek/NaXUndspi9r3Ri13PhHJv5EPlnjrBjeCAXti0vq/PfqXaxX43iwDt9yT6xnYPv9WfXcxEcmnQ7eQmHLPquq6l22Uf/BLMJzw53lJVpnN1xa96LrMObrLbNOrwZ97a3olTblZV5dhqEsSCb3Li9tRazEEKIayOJp3qua9euGI3GciNzRo0ahV6vtxhJZDabMRgMFvPkExISMJvNFf6EhISU1TMajeWSNdfC19e3xvqqzNChQzGbzRajnaD0OW/ZssWizN7enhkzZpCamkpBQQG//fabrO90FS5szODY6/F49nKj7VdRePTQcfDZk1VqW3xBz/HxCYQ8F0DruU0wFZs5MDwGk95UrRjMJjMmg/Ufs9H6WhH5sYXYeWnQuFkOGnWO0FpdD8VQYKQopQTnCK1FuVOEFhRUeS0VIcT1Q85rcl6rKxkHNhK/+HXcmvci6oWv0EX34OTcqo281udcIGHZeAIGPEeTEXMx64uJ+Ww4JoO+WjGYTSbMRoP1H5P1z4OF52PRuHihdnKzKNf6R1B4rvJ1nozFBZRkpKD1jyjXDoWiymtECSGEqHsy1U6UWb9+PRqNhokTJ/L2229Xq21gYCCpqam1FJmoL+I+ScKjmystPiwdfefV2w2z3kzsh2ev2FafZaDTD81xjirdfVDlqGT3A8fI3p+He6fK14P4ryNj4khZcdFqHYcge3rtald5LNkGNK7l12pRu6nRZxkqbWfILj2m1lmeepV2SlRapdW2Qojrk5zX5LxWV5LWfoJr026ED/0QALcWvTEb9Zz98cMrtjXkZ9H81R9wDIwCQGnvyLEPHyDv9H5cIztVOYa4r8dwcfsKq3XsPYNoN32XlViyUVWwjpPa0Q1Dflbl7QpKdxhWay1HmyvVdijttFbbCiGEsC1JPAkA5s2bR25u6XD4q1lAfMOGDej1pd+aXZrSJ8S/mY1mco8UEPVOY4tyn1vdq3SDZu9rV3ZzBuDUpPTfRedKqhVHxNgggof5Wa2jtFNUq08hRMMk5zVRV8wmIwWJR2j8gOWmJu5tb61S4snOzbcs6QTgGNAEgJKM6i2bEDRoLH79hlmto/jXNDghhBACJPEk/hEVFXXlSla0bt26hiIR9VVJuh6zwYzG0/K0Y+elqVL7/+4GpdSU3kSZiqo3JcUh0B57f+uLjyqucH+m0anR55afSmDIMpSbpvJvl0YEGHIs25pKTBgLTVbbCiGuP3Jek/NaXdHnpmM2GlC7eFqUa1y8KmlhSfWfUUIKdel71KQvqlYc9h6B2Lv7W690hTeb2kmHsbD82l+Ggqxy0+8s2jmWPgdjYY5FuclQgqmk0GpbIYQQtiWfBoQQdcLOU4NCrUCfbjntoiSteutLXKuamJLiFKGl5KIe/X9uyPLiCkvXNamE2lGFQ4BduTVP8uMKwYzVtkKI64+c1+S8Vlc0Lp4oVGoMuekW5frctDqNoyam2mn9ItDnXMSQb5loKjwXV279pn9T2Tti5xFQbi2nwvNxYDaj9au8rRBCCNuSxJOospCQEO644w7mzJlTrXYKhYIPP/yQcePG1VJkl5WUlPDWW2+xePFicnNz6dq1K3PmzLniiK733nuPCRMmlCv//PPPGTFiRG2F26AoVApcWjhyYUMGjZ+6/G3phV8z6zSOmpiS4tVTh0IJqevTCXqkdCF8fZaB9K1ZhI8Kst62jxsXNmbQ5O1glJrS/R3Or0lHrVPh1qFutk0XQtQMOa/901bOa7VOoVThGNyCjAMb8L/lqbLyzP2/1mkcNTHVTte8JyiUpO9dj2/PR4DSNaiyjm4l6M5RVtu6texDxv6NBN//Nsp/Rm2l/70GlaMOl4gOVtsKIYSwHUk8iSpbvXo17u7u1W63Y8cOGjdufOWKNeCll17iu+++Y9asWQQGBvLBBx/Qr18/jh49ik6ns9pWq9WyaZPlNr5hYWG1GW6DE/5yEPuHxXDklTj87vAk50g+ySv/2W5cWTfrj2gbOaBtdG19OATYE/iwLzGTzqBQKbD3syN+djJqFzVBQy7vyJi84iJHx8bSYXkzPLqUvv9Cngvg3Oo0Dj1/ikZP+JF3ooDTc1OIfC3YYityIcSNQc5rcl6rK0F3vEzM7GHELXwFzw53kJ94hAvbVwKgUNbN6+zg1Qi8ru3NZu8RgG+PhzmzYhIKpQo7Nz+S189G7eiCb68hZfUubl9B7NdjaTZuObqoLgAE3PocaTtXc+qL5/Hr8wQFSSdI2TCX4HteQylrSwkhxHVLEk+iytq2bXtV7Tp37lzDkVQsKSmJ+fPn83//9388+eSTAHTs2JHg4GDmzZvHq6++arW9Uqmss1gbKp/+HjSbEkr87GTOrbqIrq0LzaaEsffh4xXupnQ9i34/BLWTkpOTEzHkGXHv6EKH5c3QuP7rtGoyYzYC/9rF3ClUS/tvmxEzIYF9jx/HzkNDxNhGhDx7hTUzhBDXJTmvyXmtrni06U/oY1NIXjebiztX4RLWlrAhUzg+62FU2qrvgng9CHn4fZT2TiT+MBljUR4uER1pNnY56n/tdmc2mcBkBPPlN5vWN5RmY74lYfkEjn/8OBoXDxoNGov/rc/a4mkIIYSoIoXZ/K+zuahR+/bto3379uzdu5d27SpfV+F6MG/ePCZPnszFixfp1q0b06dPp127dnz99dcMHToUKD/VbujQoezZs4c5c+YwevRoTp48SfPmzfn8889p3759Wd91NdVuwYIFPPXUU6Snp1uMzLr33nvJyMhgy5YtlbZ97733mDFjBnl5ebUaY0249L7q8mtLXFs62zqca5a0LJWj4+LpubMt2kYOtg5HVFPO4Tx2DDh8Q5znxI3lRj7XyXntxpKy6iKHR8bScvyvODduaetwqiX1r2XELxxH22k7S0cjieta3pnDHH5/gFwzhRANjox4EqxZs4YRI0bw1FNPcf/993PgwAEefPDBKrU9f/48L730Eq+//jo6nY433niDe+65h7i4ODSaqu3qA2AymTCZrO/io1AoUKkq//b4xIkT+Pj4lJsOGB0dzVdffXXFGAoLC/H29iYzM5MmTZowevRonn766ao9AVElJZl64j5KwrObDpWTiuyDecR/mozPre5ycyaEuCHJeU3UFX1eJklrPkIX3Q2VgxN5pw+SvO5T3NvcKkknIYQQ1zVJPAkmTZpE3759+fLLLwG49dZb0ev1vPPOO1dsm5GRwdatW2nevDkATk5O9OnTh127dtG9e/cqx/Dkk0/yzTffWK3TuHFjEhISKj2emZmJm5tbuXJ3d3cyMjKs9h0REcG0adNo27YtRUVFfPvttzzzzDNkZ2fXyaLoDYVSo6QwoYgjq9Mw5Bix81QTcJ8XTd6qmzXAhBCipsl5TdQVpUpD0cUE0natxliYg9rZE68u99H4/rdsHZoQQghhlSSeGjij0cj+/fuZMWOGRfmgQYOqlHgKCAgoSzoBNGvWDChdb6k63nvvPV588UWrdezt7avVZ3UMGTLE4vfbb7+dkpISJk2axMsvv1yt0VuicmpnFe0WRds6DCGEqDFyXhN1RaV1JvrlRbYOQwghhKg2STw1cBcvXsRgMODt7W1R7uPjU6X2/x1hZGdXuqNIUVFRteIIDg4mKMj6ds0KhfXdgdzd3cnOzi5XnpmZiYeHR7XiAXjwwQdZuXIlsbGxREfLTYUQQgghhBBCCFFdknhq4Ly9vVGr1Vy8eNGi/MKFC3UaR01MtWvatCmpqalkZmZarPN04sQJmjZtWlOhihvA4VGx5BzKo9umNrYO5arsf/IEFzZk0uSdxoSOCLA4ZjaZOTP/HElLUik4W4xGp8azu45WcyJtFK0QwlZutHNd9oE8zi46T8auHIrP63Hws8P3Dg/CXg5C7Xhj7QDY0MR+NYq8hEO0mbjJ1qFUiclQwtnV08mN20f+mUOYSgrp8PFhNC7V/yJSCCHEtZPEUwOnUqlo27YtP/30Ey+//HJZ+Y8//lincdTEVLv+/fujVCr54YcfeOqpp4DS0U4bN26s0rTB//ruu+9wc3MjIiKi2m2FuFoXN2WSta/y3RWPvhbPxd8yCR8VhHOUluILejL/zqnDCIUQ4uqcX5NG/ukiQp8LxCnMgbyThcR+eJbsfXl0XNH8yh0IUUWmkkJS//wW55DWuDS5iewjW2wdkhBCNGiSeBK8/fbbDBo0iKeffpoHHniA/fv3l40+UiqVdRJDSEgIISEh19RHUFAQTz31FK+88goqlYrAwEAmT56MTqfj2WefLau3aNEinnzySf744w969eoFQPv27XniiSdo2rQphYWFLF26lFWrVvHxxx/L+k6izpiKTZx4J4EmbwRzZExcuePpf2WT8v1FuvzaEpdop7Jy/0FedRmmEEJcldAXArHzvHxN9eiqQ61TcfjFWLIP5aFr5WzD6ER9onbU0fHToygUCi5sWy6JJyGEsDFJPAnuuusuPv/8cyZPnsySJUu46aab+Pzzz+nfvz86nc7W4VXLJ598grOzM6+//jq5ubl069aN33//3eJ5mEwmjEYjZrO5rCwiIoKPPvqI8+fPo1AoaNmyJUuWLOHRRx+1xdO4buXFFBAz6QzZ+/IwFplwCLAj6GEfQp8PBCBrTy7xc5LJOZSHIceIY6gDIc8GEHD/5TXEMrZns/uBY7RfGk3SsgukbcpE46Ym8s1gAu7x5sxX50iYm4KhwIjvQE+afRCK0r40AZq8/AJHxsRx05oWnJqaSNa+POy8NISPDiLoIevrkhWlFHNySiJpm7MwFhrRtXYm6r0QixudCxsziPsoifzYQhRqBY4hDkSMa4R3P3crPdec03NTULupCHjQu8LEU9K3qXh0cbVIOgkhap6c62rHv5NOl7i2KD2fFZ8vgVa1+vDXpYLkGM6smERe/D5M+iLs3APw6fEwgQOfByA3dg/J6+eQl3AIY2EODr6hBPR/Fu+u95f1kX1iO8c+fIDo0Uu58NcyMg9vQu3kRvB9b+Ld+R7O/f4VKRvmYiwqwLP9QEIf/QClpnQU+YVty4n7egwt3lxD4qqp5MXvQ+PiRdCdo/Hp8ZDV2IszUkj8YQpZRzZjLC7EOaQ1IQ+9h3PI5T9kxoGNJK35iMLzsSiUahx8Qmh09zjcW/WrhVfT0pXWBhVCCFF3JPEkABgxYgQjRowo+/2rr74CoHXr1mVl/11faeHCheX6cXNzs0joAOV+r0329vbMmDGj3C59/zZ06FCGDh1qUbZ8+fJajqx+2Df0BHZeGprPDEftoqIgoYjicyVlxwuTi3Hr6EKjx3xR2ivJ2p3LkXFxmE1mAh+0vFk69kY8AQ96E/SoD0lLL3D4pVhyjxWQd6KAZlPDKEgsImbCGRyD7Ql7yXLh+YPPn6LREF9CXwjk3E9pHB0bh72vBu8+Fd806bMM7LrnKGonJdGTQlG7qEj8+jx7HjxG921tsffSUJBQxIFnTuI/yIvIN4LBBLnH8tFnG6y+JmajmSu9xRUKUKisfwAuTC7m9JxkOnzXrNIPy1n78vC5xZ3j40+TsuIiphIT7p1diX4/FKdwrfUghBBVJue68mrqXPdfmX/nAuAU0TDPYSc+HYrG1YvwoTNRObpQlJpASea5suPF6cm4RHTEt/djKDX25MbuJm7hOMxmEz7dHrToK37xG3h3exCfno9y4c+lxM5/iYKzxyhIPkHYY1MpupjImeUTsPcOJuj2lyzanpr3PL69hhA48AXS/v6JuIVj0bj54t6yT4VxG/KzODr1HpT2ToQ+MgmV1oXzf3zNsRkP0nbyNjSuXhRdSODk/z2D102DCL7vDTCbyD97DENB+Y1g/s1sMlKVN5tCKeuCCSHEjUIST4KMjAwmTJhA3759cXFxYffu3XzwwQcMGjTomqe/ifqjJENPYWIxTSeE4NO/dHFOz26WI+L+PeXLbDbj3tmVonPFJC1JLXcz5nuHJxGjGwGga+PMhV/SOf9jGj22t0WpKf3WP3N7DufXppe7GQu434uwkaUjD7x6u1GYWETcrKRKb8bOzD+HIcdA53WlN14Ant11/NVjPwlzU4h6uzE5R/Ix681EfxCK2llV1veV7B58jMwd1tdYcu/iSqeV1tcvOfFeAr4DPXBr71JpnZKLJSR/fwHnJo60mh2JSW/i1LSz7H30ON22tEHlUDdTY4Woz+RcV7GaOtf9W0mGnrhZZ/G51R2nsIaXeNLnZlCclkjIwxPwaNMfAF3TbhZ1vG4aVPZvs9mMa5POFGeeI3XrknKJJ88Od9DortEAOIe2IX3fL6T9/SNtp2xHqS59P+TEbCd999pyiSevrvcTePtIANxa9KboYiJJa2ZVmng699t8DAU5tH17HRrX0v8fdNHd2f9mD1I2zKXxA2+Tn3gEs1FP6CMfoNI6l/V9JcdmDCYnZofVOq5RXWj+6sor9iWEEOL6IIkngUajIS4ujm+//ZasrCy8vb157LHHmDZtmq1DE9cRjbsahyB7Tk1NRJ9lwLO7DocAywXf9VkGYmee5cKGDIrPl2A2Xm77X149Lt/IaVzV2HlpcO/sWnYjBuAYpiWjghsd34Gelr/f5knMxDOYjeYKv21P25qFR1dXNG5qTIZ/vkVVKfDo7Er2gdKFvF2iHVGo4NALpwh61Af3zq5oXK98imw+NQxDvtFqHbWT9W9l07Zmkb41i+5/trVaz2wCjGbafh2FvbcdAM6Rjmzrc4BzP6ZdcQqOEOLK5FxXsZo41/2bSW/i4HOnAGg2JazK7eoTtbM79p5BJP4wFUN+Frro7th7WO5kasjP4uxPM8nYv4GSrPNgMpa1/S9d8x6X+3Z0RePihWuTzmVJJwCtb1iFSR3PtgMtf29/G2e+n4jZZKxwZFHW0a24Nu2K2skNs7F0tJxCqcI1qjN5pw8A4BgUDUoVp758AZ+ej+LapDNqR9crvi5hj0/FWJRvtY7KQaacCyHEjUQSTwIXFxfWrl1r6zDEdU6hUNDh22hOTUvk+FunMRaYcG3lRNS7IXh0Lv0geXh0LFl7cgkfHYRzE0fULirOLjrP+TXp5fpT6yxPPwqNErWr5YdbpZ0CU7GpXFs7T8u2dl4azHozJRn6soTMv+kzDGTvy+O3xjvLHdOGlN5QOoVraftNU07PTubAUzGgVODV243oD0LRBla+o6JjqEOVpp9Yc+Kd0zR+0h+VVmkx3cVUZEKfbUDzz2ul0alxCLCzeI5OEVoc/O3Iiymw/iBCiCqRc13FauJcd4nZbObImDiyD+TRaVVz7H3LP5eGQKFQED3mWxJXTeP00rcwFRfg1LgVIYPfxTWqMwCxC0aTG7uHoLtG4xjQpHRK2+ZFpO9eU64/taPlyDylWoPqP4kehdoOk764fFtXyySnxtULs1GPPjcDO513ufqGvAzy4vex85nG5Y7Z+4QAoPULp+lL35C8bjYxnz2FQqHErUVvQh/9AHvPwEpfFwef0CpNtRNCCHHjkMSTEKLKnMK1tPkiCpPeRNaeXE5NPcv+oSfotbc9CpWCi79n0vTdEBo/6V/WJrH8vdQ1K0k34OB/+QapJE2PQqPAzqPiHQg17mq8Qt2IeKVRuWNKu8sfXr37uOPdxx1DroG0zVmcmJDAkdGxdPy+8qkjNTH9JD+uiPjZycTPTrYoj/3wLLEfnuXmuJtQOShxbqLFkFfxiIOKblqFEFdHznXl1eRUu5j3z3B+bTrtF0Xj2rxhj1zR+oUT9fwXmAx6cuP2cHbVVE7MHkr7GXtRqFRkHvydkMHv4t/vycuNzDX/ZjPkpGPvfvn9rM9JQ6HSoHHxqLC+2skdtxahNLrnlXLHFOrLiUT3ln1wb9kHQ2EuWUc2k/DdBGIXjKb5K99XGotMtRNCiPpHEk/CpoYOHcqePXs4cuSIrUOpkt27d/P555/z559/kpKSQmBgIPfffz9vv/02Tk4N58OzUqPEo4uO0BeM7B8WQ/H5Euy8NWAChebyzY0hz8jFjZk1/vipv6SX7YQEkLo+HdeWTpUuauvZXUfKqos4RWpRO155KojaRY3fXV5k7c/j/E9pVuvWxPSTjiualSvb/cAxGj3mi99dnmU3jN43u3NqeiLFF0qw9yn9YJ8XW0jRuRJcZRtyIWqcnOsuq6mpdvFzkjnz5TlazYnEs8eNtXNubVKqNeiiumAc+AIxs4dRknUejas3mE0o/jVVzliYR+aBjTX++On7f8GpcYvLv+9dj1PjlpUu4K1r1p2LO1ah9Y9EZe94xf7VWhe8Ot5FXvx+0nb9ZLWuTLUTQoj6RxJPQlTD8uXLOXXqFK+++ipNmjTh6NGjjB8/nl27drFp0yZbh1erco/lE/P+Gfzu8kTb2AFDrpHTc5LRNrLHMcQBhUqBaxsnTn+WjJ2nBoVawek5yahdVZSk1ey3sykr01A5qHBt6cS5n9LI3JlLu0VNK63f+Bl/Ulansfu+ozQe7o9DoB0l6Qay9+di72tHyDMBnF2cStbeXLz6uGHvo6EwsZhzq9Lw7Gn9xqgmdmLy6FrxY2hDHCyOBT3qS+LX59n3xAnCRwVhKjET+2Eijo0d8B/kWWEfQojqkXNdxWriXJey+iKnpiTif68X2kb2ZO3NLTvmGOKAnWfFI7nqq/yzxzjz/ft4drwLB5/GGAtySV4/B3uvRjj4hKBQqnAKbUPy+s/QuHiiUKpJ/mUOKq0rplzricLqStu+EpXGAafGLUn7+ydyT+6k6cuLKq3v3/8Z0nau5ui0+/C/eTh2noEYctPJjd+PnZsvAf2fIXXLYnLj9uLWog8aNx+KLyaStnMVumY9rcai9YuokeeUeXgTpuIC8s4cKv394G+oHJzQBjTBMaBJjTyGEEKIqpHEkxDV8Nprr+HtfXmtg969e+Pu7s6jjz7K3r17ad++vQ2jq112PnbYeWuIn5NM8fkS1C5q3Du50PLTiLJv31vNieTYa/EcGRWLxl1N8HB/jPlGEuam1GgsrT+L5OTUROI+Poudp4Zm08Pw7lfxLk8Adh4aOv/cglPTz3Jy8hlKMg3Ye2rQtXPGZ0BpwsYl2pGLv2UQMyGh9Li3Br9BnkS+GlyjsV8LtbOKDt8348T4BA69eKp0bZZeOpq+F4JKK9tKC1ET5FxXe9K3ZgNwblUa51ZZJk5azAoncHDD2iDBTueDxtWb5PVzKMk8j9rRBZfITkQ8/WnZSKPIp+cQv+g1Yr8ahdrZHf9+wzEW55OyYW6NxhL5zGckrprK2Z8/RuPiSdjj03Fv1a/S+hpnD1q89TNnV0/nzMrJGPIz0bh44hzWDs92A4DSxcUzDv5GwvIJpcddvfHsNIjgu1+t0dgrc3rxGxSnJ5X9Hvf1GACC7hqD46CxdRKDEEKIUgqz+Uqr94mrtW/fPtq3b8/evXtp165dnT720aNHeeWVV9i1axeFhYU0atSI4cOH8+qrpRf7HTt2MGXKFPbs2UN2djaRkZGMHTuWxx57rKyPLVu20KdPH3799Ve++uor1q9fj4eHB1OnTuWRRx7h008/ZcaMGeTl5XHvvffy2WefYW9fuhbFwoULGTZsGDt27ODNN99k586d+Pj4MH78eJ588vI6BRVNtUtKSuL111/n119/JT8/n44dO/LRRx9ZJHXWrFnD+++/z4kTJ1Cr1URERPD+++9z22231fZLW87x48dp1qwZa9as4c4776z1x7v0vurya0tcWzas6VXJyy9wZEwcfQ53qHSNE1G3cg7nsWPAYZuc50T9Juc6OdfVlZRVFzk8MpaW43/FuXFLW4dTpy5sW07c12Po8PHhStdzEjUn78xhDr8/QK6ZQogGR0Y81VN33nknvr6+fPXVV+h0OmJjY0lKuvytz5kzZ+jWrRsjRozAwcGB//3vfwwfPhyTycQTTzxh0ddzzz3H0KFDefrpp/nyyy957LHHOHjwIEeOHGHu3LnEx8czZswYwsLCePPNNy3aPvTQQzz77LO89tprfPfddwwfPpyAgAAGDBhQYdyZmZl0794dZ2dnZs+ejU6nY/bs2fTt25dTp07h4+NDXFwc999/Pw8//DBTpkzBZDJx8OBBMjOtr69hNBq5Up5VoVCgUlVv5Mi2bdsAaNq08ukPQgghhBBCCCFEQySJp3ooLS2N06dP88knn5SNwOnTp49FnYceeqjs32azmZ49e5KUlMS8efPKJZ4eeOABxo8fD0CnTp1YtWoVy5YtIy4uDo2m9JvYLVu2sGLFinKJp8cff5w33ngDgFtvvZX4+HgmTJhQaeLp448/Jisri7///hsfn9Ih9/369aNJkybMmDGD6dOns3//fvR6PXPmzMHFxaWs7yvp168fW7dutVqnV69ebNmy5Yp9XZKWlsZ7773HoEGDiIyMrHI7IYQQQgghhBCiIZDEUz3k6elJ48aNeeONN8jIyKBfv34EBQVZ1MnMzOTdd9/lp59+Ijk5GaPRWNb2v2655Zayf+t0Onx8fOjZs2dZ0gmgSZMmFSZs7rnnHovf77vvPsaNG4fRaKxwZNHGjRvp06cPHh4eGAwGAFQqFb169WL37t0AtGrVCpVKxSOPPMIzzzxDz5490emuvDPOvHnzyM3NtVrnUiKrKvR6fVkC7/PPP69yO3H1Agf7NLg1QIQQDY+c60Rd8ek+GJ/ug20dhhBCiHpOEk/1kEKhYOPGjbz11lu88MIL5Ofn0759e2bNmkXPnqU7iQwdOpTt27czfvx4mjdvjqurK59//jnLly8v15+bm5vF73Z2dhWWFRUVlWt7adTSJb6+vuj1etLS0vD19S1XPy0tjZ07d1oktS4JDw8HSpNca9euZfLkydxzzz0olUoGDBjAnDlzCA6ufHHUiIiIKk21qwqz2cyTTz7J33//zV9//YW/v3+V2gkhhBBCCCGEEA2JJJ7qqSZNmrBixQr0ej3bt2/nzTff5M477yQ5ORm1Ws3atWuZNWsWI0eOLGtjMtXsNtAAFy5cIDAwsOz31NRUNBoNXl5eFdb38PBgwIABTJw4sdyxSwuXAwwYMIABAwaQk5PDr7/+yujRoxk2bBh//PFHpbHU5FS7cePG8f3337N+/Xpat259xfpCCCGEEEIIIURDJImnek6j0dCrVy9ef/117rrrLlJSUvD19cVkMmFnZ1dWLzc3lzVr1tT4469evZq2bduW/f7DDz/Qvn37Shfwvvnmm1myZAnR0dE4OTldsX9XV1cefPBBdu3axbJly6zWrampdlOnTuWjjz5i6dKl9OtX+VbDN7KM7dnsfuAYnde3RNf6xtlNKnbmWeJmlS6i79FdR8flzcqO6XMMxExIIPXXDMx6M1693IieFIq9r11l3VVJ6q8ZHBgeg3OUlm6b2pQ7nrU3l1PTz5K9PxcUCpwjtTSbGoZriyu/v//rwsYMTk0/S0F8IQ4B9oSNDLzq6ThF50s4/s5p0rdmodAo8B3oSdN3G6N2uXxZ2HnHYbL35wHQ5J3GhI4IuKrHEuJ6Jee6yhlyDSR8cY6LmzIpiC9CaadE18aZyNcb4RJd/fMXQF5sISfePk3WnlxUzioC7vcm8tVGKO2U1e7LVGLi1LREUn5Iw5hnxK2DC9GTQnGK0JbVOTn5DKc/SwHAu58b7RZFX1XcNSH7xHaOffgALd9Zj3PIjfOF1dmfZpK0ZhYAuujuNBt3eWS8oSCHhOUTyNj3K2ajHrcWvQh9ZBJ2buVHtFdF6l/LSPnlM4rTU9D6hRF872u4t77lyg3/ozD1NOc2zCU3fh8FyTFo/SJoM3HTVcUEYDKUkLhqGmk7fsBYlIdLRAdCH52E1i+irM6ZlZNJ+eUzANxa9SP65UVX/XhCCFEfSeKpHjp06BBjx45l8ODBhIeHk52dzZQpUwgJCSE8PByVSkXHjh2ZOnUq3t7eqNVqpk6dik6n48KFCzUay6JFi9BqtbRr147vvvuOP//8k3Xr1lVaf8yYMSxdupRevXrx8ssvExwczMWLF9m1axcBAQGMHj2aefPmsWPHDgYMGIC/vz+nT59myZIl9O/f32osUVFR1/x8vv32W9544w2GDBlCaGgoO3fuLDsWHh6Ot7f3NT+GuDZKByUdv2+G2tUyuXnwuZPkxxTSfEoYSgclp6YlsnfIcTr/0gqlumpTLP/LWGgk5r0E7Lwr3u48fVs2+x4/TuBgH0JfCMCsN5N9IA9jYfVHF2b+ncOBp2IIfNiXphNCyPhfNkfGxqFyUuF3R/m12awx6U3sffQYAK3mRGIsNHFy4hkOXSixuDFrMTMcQ56RXXcdqXa8QojaVdvnusLkEs4uSSXoIR/cX3XFVGwiYW4Ku+48QudfWuIc6VitePVZBvY8eBTHUAfazI+i6HwJMRMSMBYaafZBWLX6Ajj+TgLn16QR9W4IDn52xH+axO7Bx+i2uTUa19KPt42e8MPnVg+OvXm62v2Ly5R2DjQb9z0qratF+cl5z1GYHEPY41NQahxIXDWN4x8PodU7v6BQVe8WI23XT8R/8wqBt7+ELrob6X+vIeazp2j+2ipcwttXq6/ClJNkHvoD57C2YDZjvsYR/QnfvkPa32sIGfwudu5+JK39lGMzBtP6/c2oHUtfE7++T+DR9lZOL3nzCr0JIUTDJImnesjPzw8/Pz+mTJlCcnIyOp2OHj16sGTJkrKRRt9++y3PPvssTzzxBJ6enrz00kvk5eUxY8aMGo1l2bJlvPHGG7z//vv4+PjwxRdfcNttt1Va39PTk507d/L222/z2muvkZ6ejo+PD507dy5bqLxVq1b8/PPPjBkzhvT0dPz8/Hj44YcrnJ5X0zZu3AjAkiVLWLJkicWxr7/+mqFDh9Z6DMI6hRLc2luOXMvak0v6lmzafxuNVy83AJzCtGzrfYAL69Pxu6viqZ9XEj8nGYdAO7SNHMg5lGdxzGQwc3RcHMHD/Yl6q3FZuXc/96t6rLiPk9C1daH5tNIbNM9uOgrOFBE742y1E0+p6zLIiymk+5Y2ZaMDNG5q9j5ynKz9ubi1LX39nKOqd2MphKg7tX2u0wbb03N7W1Tay4ktj246/uy0j7PfpBI9KbRa8Z5dnIoh10ib+VHYuZcm680GM8ffjCdsZBAOflUfkVWUUkzyslSiJ4cR9FDpqE/X1k782WkfSUtSCX2+dIq/NtAebaA9apeKR1mLKlIoyyV/cmP3kH1kC9Gjv8WtRS8AtH5hHHi7N+n71uPV8a5qPcTZn2bg2WkQwfe8CoCuaTfyk46T9PPHRI9aXK2+3Fvfgkfb0t2OY78aRV7CoWq1/7fijBRS/1pG2JDJ+PQo3VDGKaQ1+17tROrWJQQOfB4Ae49A7D0CUWmrvkmNEEI0JNUf2yyuez4+PixevJi4uDiKiopITU1l5cqVREZGltWJiIjgjz/+ID8/n8TERMaNG8d7771HXt7lm+fevXtjNpvp0KGDRf8JCQnMmTPHouy/bS+JjIxky5YtFBYWcubMGZ5++mmL4wsXLuTIEcvRFH5+fsyfP5+UlBSKi4s5e/YsK1asoGvXrgB06dKFtWvXlh0/c+YMH3/8cbV2pLtaCxcuxGw2V/hj66RT8vILbAzeQfHFEovykkw9G0N2cnZxKlB6Y7Jv6Am2tNvD7xG72H7LQVJWXrTad+HZIjYE7uD82nSL8uPjT7P1pn0WZUUpxRwaeYpNLXbzW/hO/r73CNmHyr836tLFzZmodSo8e17e/dApQotLcycubsq6qj4LEoo4M+8cTd+v+OYr/a8sCs8W0/hJv6vq/99MxSYytufg+58Ek/8gL/JPFVJ4tvzC/takbcrEJdrRYkqKZ08dGjc1aVf5eghRV+RcV7maPNepHVUWSScAtZMKx1AHilJLKmlVubTNmXj20JUlnQD87vTEbIL0rdWLLe3PbMwmLJLudu4aPHu5XfU5vSIXti1nx9PBlGRbvm/0eZnsfCaE1C2lCZHc2D2c+HQoe8a0Y9dzERx87xYubl9pte+itLPsGB5I+p61FuWnl41n36s3WZQVZ6Rw6suR7H65BTtHhHNk6r3XlEypCZlHNqNy1KFr3rOsTOsXgVOj5mQdqt60tqKLZyhKjcerw50W5V6dBpF9fBsmfXG1+lMoa+72Jvvon2A24dnhjrIyjbM7bs17kXX46qfvCSFEQyOJJyHqCZ+BHijUinI3TKnrMwDwvcMDgMLkYtw6utD8w3DaLmyK722eHBkXR/L31z7NUp9lYNc9R8k9mk/0pFDafBGFylHFngePUZymt9rWbDRjMlj/MRut70pYmfzYIpzCtOV2LXSO1JIfW3hVfZ4Yf5qA+71xbV7xWifZ+/LQuKvJOZTPXz32szF4B39130/yCus3vhUpOFOEWW/GKcLBovxS4iivms8hL67QIukEpTs6OkVc/eshRF2Rc13lauNc92/6bAN5Jwpw/s/5o2qxlT/vaHRq7H015MdVL7b82ELsvDRo3CwH7jvX8DnMo91AFEp1ueRQxt71pcf/SUYUpyfjEtGR8KEf0vSlhXi2v424heO48L/vrzkGQ34WR6feQ37iUUIfmUTU81+gsnfk2IwH0eekWW1rNhkxGw3Wf0zGq4qr6FwsWr+wcu81rX8khedjq9VX4bnYf9pGWJRr/SMxG0ooTjt7VTHWhMLzsWhcvFA7uVmUa/0jyuIWQghxZTLVToh6QuOqxquvO+d/TKfxMP+y8vM/puHV8/K3zP6DLk+1MJvNuHd2pehcMUlLUgl88OoWqr7kzPxzGHIMdF7XFnuv0sfz7K7jrx77SZibQtTbjSttu3vwMTJ35Fjt372LK51WNq92XIZsA2pd+akWap0KfZah2v1d2JhB5t5cenwcUWmd4gt6jIVGDo+JJWJcI5wjHTn3YxpHRsVi763Bq7dblR9Pn10a46V1Sy65dNNV3edgyDKiblH+9K+5ytdDiLok57rK1fS57r9OfnAGFNDoseovHq3PNqJ2rei8o652bPpsAxrXCp6nW/X7skbt6Ip7q76k//0j/v2GlZWn/f0juuY90TiXTp32umlQ2TGz2Yxrk84UZ54jdesSfLo9eE0xnPttPoaCHNq+vQ6Na+l7Whfdnf1v9iBlw1waP/B2pW2PzRhMTswOq/27RnWh+avWR2dVxFCQjcpRV65c5aTDkJBV7b4AVI6Wa0ipnUr7N+RnVju+mmLIzy4XF4Da0Q1DflbdBySEEDcoSTyJWjF06FCbTz1riPwHeXHwuZMUJhejDbSnOLWEjJ05tPzkcoJEn2UgduZZLmzIoPh8CeZ/vuzUuF/76SBtaxYeXV3RuKkxGf75xl6lwKOzK9kHrE9BaT41DEO+9W9e1U62X6fDWGTixHsJRIxthJ1HxYuKA2A2Yyoy0+TNRmU3x57ddeTHFhL/aVK1Ek9CCEtyrqt7ycsvkLT0Ai0+CschwN7W4dQZr06DODnvOYrTk7H3DKQkK5WcmJ1EPPVJWR1DfhZnf5pJxv4NlGSdh39GEamdr25Nv3/LOroV16ZdUTu5YTaWJtUUShWuUZ3JO33Aatuwx6diLMq3WkflcHU7FAohhBDVIYknIeoR75vdUDkqOf9TGqHPB3L+53RU9kp8BniU1Tk8OpasPbmEjw7CuYkjahcVZxed5/yadCs9V40+w0D2vjx+a7yz3DFtiPUbFcdQB8xXmF2iuLrN51Dr1BSllF8jwpBtLDdV40rOzD+HQqHA/26vspFIJr0Js6n0W3iVVonSTolaV9qvRzfLb4Q9u+tI/Pp8tR5T809fhlzLm9VL3+xX9zmo3VQYcsuPCtBnG3EIqN6W60LYgpzrKlaT57p/u7gpk6OvxhM2KvCqR4tpdJWddwzVjk2jU6PPLZ+8M2RVv68rcWt9M0o7R9L+/onAgc+TvvtnlBp7PNoOKKsTu2A0ubF7CLprNI4BTVBpXTi/eRHpu9dc8+Mb8jLIi9/HzmfKj6Kz9wmx2tbBJ5TaerOpHXUUZ6SUKzfmZ5ebllaVvgCMhTmgu/z+MuSXjoRSO117Au9qqZ10GAtzy5UbCrKq/TyFEKIhk8STEPWISqvC51YPzv2UTujzgZz7KQ3vW9xRO5Z+e24sMnHx90yavhtC4ycvT1FJvMJOw0r70uXgTHrLioZsyw/+Gnc1XqFuRLzSqHwfdtY/3Nbm9BOnCAfSt2VhNpst1qPIjy3EuWn1dm7Ljy2kIKGIzS33lDu2qdlumk0JpdHjfjg3qbxfU3H1tnZ2bOyAQqMgP7bQYqTUpbVMqrveinO4ltwTBRZlZrOZ/LhCi0WJhbheybmuYjV5rrska28uB585ScAD3kS+EnxVfZTGVn79JX2OgeJUPU7h1TuHOUVoKbmoR/+fRFNF69ddK5WdFo+2t5L+T+Ip7e+fcG99Cyr70tfTpC8i8+DvhAx+F/9+T15uaLb+ZlNqShOUJoPlmmDGf6adXaJ2csetRSiN7nmlXB8KtfUvCmpzqp2DfwRZx7aVe68Vno/FMbBptfq6tLZT4bk4tH6XRy0Wno9FobbD3vvq33fXSusXgT7nIoZ8y0RT4bm4cmtSCSGEqJwknm5wW7ZsoU+fPuzevbvc7nPXs/fee48JEyYA0K9fP37//feyY9nZ2YwZM4bVq1ej1+u59dZbmT17Nv7+/pV1V6nly5fz/fffs2vXLpKTk/nwww8ZN27cVcd94sQJRo4cyfbt23FxceHxxx9n0qRJ2NlVf5TIxIkT+fPPP9m9ezfZ2dkV/g1ff/11pk2bBsDtt9/O2rVrK+rKgv/dXux7/ARpW7LI3pdH2IuBZcdMJSYwgUJz+UOiIc/IxY3W10+w89KUJj5OXb5pMJWYyNhpefPk2V1HyqqLOEVqy24Aq6o2p59493En/uNkMv7KxrOnGwD5cYXkHMkn9PmAavUV+mIggQ96W5TFf5ZMQVwRLWaF4xhWetPj1VuHQqMg/a9sXP51w5f+Zxaurao3tUFpr8Sjqyvn16XT+Kl/rWnzczpOkVq0jRystC7Pq687KavSyI8vxOmfeDP+ykafacCrr1u1+hLCVuRcV15NnusA8k4WsO/xE3h009FsathVxXSJVx934mcnlY5w+mcUZ+radBRK8OzlVr2+eupQKCF1fTpBj5SuN6XPMpC+NYvwUUHXFGeFj3fT3Zz45HGyjmwhL34fgbe9WHbMpC8BswmF+vLUa2NhHpkHNlrtU+PihUKlofDcqct9GUrIibEcRadr1p2LO1ah9Y8sS3ZVVW1OtXNv0Yfknz8m+/hfuDUr3dmu8Hwc+YlHCBj4fLX6cvBujINvGOl71uLR9tay8vS/16CL7o7yCgm22qRr3hMUStL3rse35yNA6dTKrKNbCbpzlM3iEkKIG40knoTNaLVaNm3ahE5nOcJi8ODBHD16lLlz5+Lg4MBbb73FwIED2bNnD2p19d6yK1euJD4+njvuuIN58+ZdU7yZmZn07duXyMhIVq1aRXJyMmPGjKGgoIA5c+ZUu7958+YRHh7OzTffzA8//FBhnRdeeIG7776b55+v+oc4z546NO5qjoyNRa1T4dXHreyYxlWNaxsnTn+WjJ2nBoVawek5yahdVZSkVf7trEKpwHegB4kLz+MY4oCdh4bEhedLh/D/65vOxs/4k7I6jd33HaXxcH8cAu0oSTeQvT8Xe187Qp6p/Manpr+l/je3Di549tZxZGwcUeNDUNorODX9LC7Rjvjcdnk77uTlFzgyJo6OK5rh0bXikT/OEVr4T6zJ31+k+FyJRRt7bzsaP+lH7PREFApwitRy7sc0svbl0X5pdFm9jO3Z7H7gGC1mhRM4uPIpLOGjgth9/1GOvRGP352eZGzP4dzqNFp/3sSi3tab9qFtZG91tITv7R44z9Zy4JmTRL4WjKnQSMzEM3j3c8OtrUul7YS4nsi5rryaPNcVp+nZ+8hxlA5KGj/tT87By2tXqV1UFqM6NwTuIOABb1pa2XCh0WO+JH59jv3DYwgbGUjx+RJiJp0h6DFfHPwuJxYOj4olZcVFbk3uUmlfDgH2BD7sS8ykMyhUCuz97IifnYzaRU3QkOovfH4lumY9UTu7E/v1WFSOOtxa9ik7pnZ0xSm0DcnrP0Pj4olCqSb5lzmotK6YcivfdU6hVOLRbiDnNy3EwScEjbMH5zctLDeCyL//M6TtXM3Raffhf/Nw7DwDMeSmkxu/Hzs3XwL6P1PpY/x79FBNc4nogK5Fb+K+HkvIg+NRaOw5u3o6jkHReLa7razehW3Lift6DM1eWYGuaddK+2s0aCynvnwRB+/GuDbtSvruNeSd3k/zVy0/H+0YHoh31weIGP5xpX0ZiwvJOvwHAMXpSRiLcst2JnSN6oLGpfT/hdivRnFx+wq6fJVcaV/2HgH49niYMysmoVCqsHPzI3n9bNSOLvj2GnLF10kIIUQpSTwJm1EqlXTu3NmibMeOHWzYsIENGzbQv39/AKKiooiOjmbVqlU8+GD1dodZvnw5SmXp1IlrTTzNnTuXnJwcVq9ejYdH6ToiBoOB559/njfffJOAgOp9m5yYmIhSqWTLli2VJp4aNWpEo0aNcHUtv6NKZZQaJb63e5bu3PSwD0o7pcXxVnMiOfZaPEdGxaJxVxM83B9jvpGEueXXavi36EmhHH01jhPjE1A5qQh9LgDHMAcubLg8gsDOQ0Pnn1twavpZTk4+Q0mmAXtPDbp2zvgM8LTSe+1r/XkTYiYkcPS1OMwGM5693IieGIpSffkDvrGw9IbUztvKouHVEPlmY1ROKk5/nkJJhh7nCC1tF0Th9a9v940F/zymj/XHdO/kSpv5UZyafpak7y6gDbCn+Yxw/O60fF2NBUbsrxC/UqOk/ZJojo9P4NALJ1GoS2+2m74XclXPUwhbkHNdxWrqXJd/soCicyUA7Bl8zOLYv6cCGgpKR2/ZX+EcpnFT02F5M46/ncD+J2NQO6sIetiHyNcsp1EZC4xVOgdHvx+C2knJycmJGPKMuHd0ocPyZuV2/6wJSrUGz/a3l+5S1+PhciNwIp+eQ/yi14j9ahRqZ3f8+w3HWJxPyoa5VvsNfXQScd+8SsKy8agcnAi49Tkc/MLI3L+hrI7G2YMWb/3M2dXTObNyMob8TDQunjiHtcOz3QArvde+Js9+TsLyCcQteg2z0YBb816EPjIRhery38BUUjp6UOPqXVk3QOmoMmNJISnr55D8y2do/cKJemE+LhGXR4Ibi0uniGt01tcZ0+emcfLzZy3KLv3+7wSYsbjginEBhDz8Pkp7JxJ/mIyxKA+XiI40G7scdQW73QkhhKiYJJ5sYOHChTz11FMkJyfj63v5m7mMjAz8/PyYPXs2zz77LDt27GDKlCns2bOH7OxsIiMjGTt2LI899lilfSckJBAaGsqKFSu4//77y8pHjRrFjz/+SEJCQllZUlISr7/+Or/++iv5+fl07NiRjz76iPbt29fK866KX375BTc3N2655ZaysqioKNq0acP69eurnXi6lHSqqdhuvvnmsqQTwIMPPsiIESPYuHFjtXfxq8nY/qv5tDCaT6t4WoRTqJaO35cfDRMx9vJaJR5ddeW+bbbz1ND2q/LrNkS/H2rxu72PHS1mhF9N2DXGZDCjUJaOXrhE46qmxcwIWsysvF3W3ly8+rrhHFm96QyVfcuvVCuIGNvI4rUt95j7cnGO0lZplzuf/h749Peo9HhBQhH6DAONn7nytFQHf3vafhlltY7ZaL7iurRC2JKc62rvXFfRa1OR7L15KOwUBA/1u2Jd50hHOi5vZr2//XmEVOEcprRXEjU+hKjxIZXWMZvMpUst1cCJLOzxaYQ9Pq3CY1rfUJq/8n258kaDxpb9W9e0a7mRNRoXT5q++FW5dqEPv2/xu53Oh/ChM64m7BpjNhpAoUTxr88uakdXIobNhGGVv9ly4/bi1rIvjgGRV3wM3x4P49vj4UqP58XtRaG2w6/vUKv9OHg1sjqKqay/0/vxtzJi7BKlxp6QweMJGTy+0jpmkwnMJsxy0RRCiArV3p2vqNQ999yDWq1mxYoVFuWXRr088MADAJw5c4Zu3boxf/58fv75Z+677z6GDx/ON998c80xZGZm0r17dw4cOMDs2bP54YcfcHJyom/fvly4cMFqW6PRiMFgsPpjNFpfv6IyJ06cICoqymKYOUB0dDQnTpy4qj5ryokTJ2ja1PJmxM3NDX9/f5vHJi4zFpj4rfFO9jx8vNpts/bkEvZSza8PYvUxd+cSOjKw3Hv+amTuzsWzp67GpsvtGnSkwl27hBC2d72c6zL35BD4gDcOAdZ386uKwuRijAUmGj1x5SRWVZyamshvjXeSubP8rmSi6kzFBex8pjHHZ1WeFKpMbuwegu54qUbiyIndg3fXB7D3qP56Zf9VnJ6MqbgAvz5P1EBkkLhqKjufaUzuSblmCiFERWTEkw3odDpuu+02li1bxosvXl6gctmyZfTv379sRM1DDz1UdsxsNtOzZ0+SkpKYN28eTzxxbRfKjz/+mKysLP7++298fEqHLPfr148mTZowY8YMpk+fXmnbfv36sXXrVqv99+rViy1btlQ7rszMTNzc3MqVu7u7k5GRUe3+atL1HJsoFfSoL943l267rHau/uK8PXe0q+mQrqjjiurvXFWZwAe8CXzgytMGqqrFxxEY/1kE2SHAdou7CiEsXU/nuojRlY/orC5toD19j3assf6Ch/nhe3vp1Ee169Ut2N7Q+fZ8FPfWNwOgcnCudvt206zvqlcdje4aXWN92XsG0vHTozXWn1+/YXh2uB0AlVam4AkhxH9J4slGHn74YQYPHkxiYiLBwcGcO3eOrVu3smjRorI6mZmZvPvuu/z0008kJyeXjSLy9Lz29SM2btxInz598PDwwGAwAKBSqejVqxe7d++22nbevHnk5lr/9tDFRRYoFnXPwc/OYpFacW2ca3ERZCHE1ZNzXdU4+Nvj4H/tI7EaMjt3P+zca2YEWn1m7+6PvXv1d18WQoiGQhJPNnLHHXfg5OTEd999x6uvvsr333+Pg4MDd999d1mdoUOHsn37dsaPH0/z5s1xdXXl888/Z/ny5df8+GlpaezcuRONpvwCnuHh1tesiIiIuOIc9qudNuTu7s7Zs2fLlWdmZlqsrWQL7u7uZGdnlyu/HmITQgghhBBCCCGuR5J4shGtVsvdd99dlnj67rvvuPPOO3FycgKgqKiItWvXMmvWLEaOHFnWzmSqfBtoAAcHBwBKSkosyjMzMy1+9/DwYMCAAUycOLFcH/b21r8drM2pdk2bNuX3338vt53wiRMnaNmyZbX7q0lNmzYtt5ZTdnY2586dK7f2kxBCCCGEEEIIISTxZFMPP/wwt99+Oxs2bGDnzp28/vrrZceKi4sxmUzY2V0eSp+bm8uaNWus9unj44NGo+H48cuLjZaUlJRLFN18880sWbKE6OjosmRXVdXmVLuBAwcyceJE/vjjD26+uXRNgZMnT7J//35ee+21q+qzpgwcOJDJkyeTlZVVttbTihUrUCqV9O/f36axCSGEEEIIIYQQ1yNJPNnQLbfcgqenJ08++SRubm4MHDiw7JhOp6Njx45MnToVb29v1Go1U6dORafTWd11TqlUcu+99zJnzhwiIiLw8vJizpw55UYQjRkzhqVLl9KrVy9efvllgoODuXjxIrt27SIgIIDRoytfwDEqyvoW7NeiS5cu3HrrrTz55JPMnDkTBwcH3nrrLVq1asW9995bVm/hwoUMGzaMzZs307t370r7O3bsGMeOHSv7/fDhw6xcuRInJyeL11uhUPDEE0+wcOHCSvsaMWIEs2fP5u677+bNN98kOTmZV155hREjRhAQcHmHlaFDh/LNN99ccTri1q1buXjxIkePli5uuWnTJhISEggJCaFDhw5W2wLknSq8Yh0hapu8D0Vtk/eYqG2FZ4tK/3vulI0jEfWdvMeEEA2WWdSavXv3mgHz3r17K63z7LPPmgHz8OHDyx07deqUuW/fvmZHR0dzo0aNzB9++KH53XffNTs5OZXV2bx5sxkw7969u6zswoUL5rvvvtvs6upqDgwMNH/88cfml19+2dy4cWOL/s+dO2cePny42d/f32xnZ2cOCgoy33///eb//e9/1/7kr+C/z+PfsrKyzE8++aTZzc3N7OzsbL733nvNycnJFnXmzJljBszHjh274uMA5X7+/Vrk5eWZAfNrr712xbiPHTtm7tevn1mr1Zp9fHzM48aNMxcXF1vUuf/++82+vr5X7KtXr14VxvbEE09UWPf22283m81m85kzZ8wOjg4VtpUf+bHFj4Ojg/nMmTNXfM8LUR1yrpOfOv1RKG0fg/w0iB8HraNcM4UQDY7CbL7CsAxx1fbt20f79u3Zu3cv7drV/Tbt17P33nuPGTNmkJWVhVKpRKlUVqv9Y489Rnp6OuvXr7/mWP744w9uu+024uLiCAoKuub+goODefHFF3n11VevuS+TyYTJZKJfv364uLiwdu1aABITE0lLSyurd/z4cYYMGVI2fVKIuuTl5UVwcLCtwxD10H/PdULUluLi4iuucSlETZBrphCiIZKpdsJm8vPz0Wg09OvXj99//71abf/3v/+xZMmSGonjf//7H0888USNJJ0SExPJz8/n+eefr4HI4M0332TatGkA3H777WXlwcHBFX5oiY6OliSnEKLeqOxcJ4QQQgghbhySeBI28cwzz3DHHXcA4OrqWu328fHxNRbL+PHja6yv4OBg0tPTa6y/kSNHcv/99wOULWguhBBCCCGEEELcKCTxJGwiICDAYkFuUbHAwEACAwNtHYYQQgghhBBCCHFVqrewjhBCCCGEEEIIIYQQVSSJJyGEEEIIIYQQQghRKyTxJIQQQgghhBBCCCFqhazxVAeOHz9u6xBEPSfvMSGEEEIIIYQQ1yNJPNUiLy8vHB0dGTJkiK1DEQ2Ao6MjXl5etg5DCCGEEEIIIYQoozCbzWZbB1GfJSYmkpaWZuswrsqPP/7IxIkT+fDDD+nbt6+tw6kVmzZt4pVXXmH8+PEMGjTI1uFcEy8vL4KDg20dhhBCCCGEEEIIUUYST6JCsbGxtGnThoceeoj58+fbOpxaNXz4cJYvX87BgwcJDw+3dThCCCGEEEIIIUS9IYknUY7BYKB79+6kpaVx4MABnJ2dbR1SrcrNzaVt27Z4e3vz119/oVbLDFQhhBBCCCGEEKImyK52opxJkyaxZ88elixZUu+TTgAuLi4sWbKE3bt388EHH9g6HCGEEEIIIYQQot6QxJOwsGPHDiZNmsQ777xD586dbR1OnencuTNvv/02EydOZOfOnbYORwghhBBCCCGEqBdkqp0o09CnnDW0KYZCCCGEEEIIIURtkxFPosyoUaM4f/48S5YsaXBJJwC1Ws2SJUs4f/48o0aNsnU4QgghhBBCCCHEDU8STwKAVatWsWDBAj799NMGvbNbREQEn3zyCV999RWrV6+2dThCCCGEEEIIIcQNTabaCVJSUmjZsiW9e/dm5cqVKBQKW4dkU2azmfvuu48///yTw4cP4+/vb+uQhBBCCCGEEEKIG5Iknho4k8nEwIEDOXz4MIcOHcLLy8vWIV0X0tLSaNmyJa1bt2b9+vUolTI4UAghhBBCCCGEqC65m27g5syZw8aNG1m4cKEknf7Fy8uLhQsXsmHDBj777DNbhyOEEEIIIYQQQtyQZMRTA3b06FHat2/PiBEj+Pjjj20dznXp5Zdf5osvvmDPnj00b97c1uEIIYQQQgghhBA3FEk8NVDFxcV06tQJo9HI7t270Wq1tg7pulRYWEjHjh1Rq9Xs2rULe3t7W4ckhBBCCCGEEELcMGSqXQP19ttvc+LECZYuXSpJJyu0Wi1Lly7l+PHjvPPOO7YORwghhBBCCCGEuKFI4qkB2rRpEzNnzmTy5Mm0bt3a1uFc91q3bs0HH3zAjBkz2Lx5s63DEUIIIYQQQgghbhgy1a6ByczMpFWrVjRp0oTffvtNdmurIpPJxM0338ypU6c4dOgQ7u7utg5JCCGEEEIIIYS47knWoQExm82MGDGCvLw8vvnmG0k6VYNSqeSbb74hLy+P5557DsnXCiGEEEIIIYQQVyaZhwZkyZIlfP/998ybN4+goCBbh3PDadSoEXPnzmX58uUsXbrU1uEIIYQQQgghhBDXPZlq10AkJCTQqlUr7r77bhYtWmTrcG5ojz32GGvWrOHgwYOEhITYOhwhhBBCCCGEEOK6JYmnBsBoNNK7d2+SkpI4ePAgrq6utg7phpadnU3r1q0JDg5m8+bNqFQqW4ckhBBCCCGEEEJcl2SqXQMwbdo0tm/fzuLFiyXpVAN0Oh2LFy/mf//7H9OnT7d1OEIIIYQQQgghxHVLRjzVc3v27KFLly689tprTJo0ydbh1CtvvfUW06dPZ+fOnbRv397W4QghhBBCCCGEENcdSTzVY/n5+bRr1w5XV1e2b9+ORqOxdUj1SklJCV27diUvL499+/bh6Oho65CEEEIIIYQQQojriky1q8fGjRtHUlISS5YskaRTLbCzs2PJkiUkJiYybtw4W4cjhBBCCCGEEEJcdyTxVE+tXbuWuXPnMmvWLKKiomwdTr3VtGlTZs2axeeff866detsHY4QQgghhBBCCHFdkal29VBqaiotW7bkpptuYs2aNSgUCluHVK+ZzWbuvPNOdu/ezeHDh/Hx8bF1SEIIIYQQQgghxHVBEk/1jCRBbEOSfUIIIYQQQgghRHky1a6emTdvHuvWrWPBggWSdKpDvr6+LFiwgLVr1/LFF1/YOhwhhBBCCCGEEOK6IImnG9zjjz/Oxo0bAYiJiWHMmDE899xz3H777TaOrOG54447GDFiBKNHjyYmJgaAjRs38vjjj9s4MiGEEEIIIYQQwjZkqt0NrLCwECcnJ+bPn8+QIUPo2rUreXl57Nu3D0dHR1uH1yAVFBTQrl07XFxc2L59O4sWLeLpp5+moKAABwcHW4cnhBBCCCGEEELUKRnxdAOLjY3FbDYTFRXFhAkTOHjwIEuXLpWkkw05OjqyZMkSDhw4wIQJE4iKisJsNhMbG2vr0IQQQgghhBBCiDoniacb2KXpXBkZGUyZMoX333+fdu3asW3bNrKysmwbXAOUlZXFtm3baN++PRMmTGDKlClkZmYCl/9WQgghhBBCCCFEQyKJpxvYyZMncXNz48UXX6R79+507tyZrl270qNHD7Zs2WLr8BqcLVu20KNHD7p27UqXLl3o2rUrL774IjqdjpMnT9o6PCGEEEIIIYQQos5J4ukGFhMTg1qtJj09HY1GQ9++fdHr9fz222/cfffdtg6vwbn77rv57bff0Ov19O3bFzs7O9LS0tBoNDLiSQghhBBCCCFEgySLi9/AIiMjiY2NRaFQEBYWxuTJk7n//vtRKiWfaEsmk4kVK1bw1ltvER8fj9lsJjIyUkY9CSGEEEIIIYRocCTxdANzcHBAoVAwY8YMnnnmGTQaja1DEv9SUlLCl19+ydixYwEoKiqycURCCCGEEEIIIUTdksTTDWz//v2EhYWh0+lsHYqwIisri4SEBNq0aWPrUIQQQgghhBBCiDoliSchhBBCCCGEEEIIUStkMSAhhBBCCCGEEEIIUSvUVa2YmJhIWlpabcYiBADFxcXY29vbOgzRAHh5eREcHGzrMIQQQgghhBCi3qpS4ikxMZGo6CiKCmRxZFH7lCgxYbJ1GKIBcHRw5HjMcUk+CSGEEEIIIUQtqVLiKS0tjaKCIlrOjsA5UlvbMYkG7OKmTGKnJzE9YjZh2khbhyPqsfjCU7waO5K0tDRJPAkhhBBCCCFELanyVDsA50gtri2daysWIcg7VQhAmDaS5s4tbRyNEEIIIYQQQgghroUsLi6EEEIIIYQQQgghaoUknoQQQgghhBBCCCFErWiQiaetN+3j2Fvx1W63IXAHp+em1EJE5ZlKTMRMTGBzmz38HrGLPQ8dIz+2sEptM3fnsvPOw/wWvpOtnfYS/1kyZrO5liMWFem37yYmxr9V7XbROwJZkDK3FiIqr8RUwocJE+mxpw3tdkXw5LGHOF0YW6W2+3N389DhO2mzM5y+ezvxZfJn8l4TQgghhBBCCFGmWms81Rdtv4pCo1NVu91Na1qgDbKvhYjKO/5OAufXpBH1bggOfnbEf5rE7sHH6La5NRrXyv9s+acL2fvoMTx7uhH5ajC5x/M5OSURhUpB6IiAOoldXDY76it0Kl212y1rsYYA+6BaiKi8yQnvsD5tDa+FvIuvnR9zkz5l2LHB/Nx6My5q10rbnSk8zVPHHqWrW09eDn6VmPzjzEqcgkqh4smAEXUSuxBCCCGEEEKI61uDTDy5tnC6qnZu7V1qOJKKFaUUk7wslejJYQQ95AOAa2sn/uy0j6QlqYQ+H1hp24TPU9C4a2j9f5Eo7ZR49tBRkm4g/tMkGg/zQ2nfIAe52UwzpxZX1a6NS/sajqRi54tTWJm6jPFhk7nP5yEAWji1pt++TixPXcJTgc9X2nZByue4adyZGfl/2Cnt6KLrQaYhnXlJnzLEbxh2yrpJ0gohhBBCCCGEuH7VuyzE2cWpbO20l9/CS6en5RzJZ0PgDpKXXyir89+pdodHxfK/vgfI2J7N9v4H+T1iFztuP0T2oTyLvutqql3an9mYTeB3h2dZmZ27Bs9eblzclGW97eYsfG51R2l3+U/rP8gTQ7aRrL25tRVyg7Q8dTF993ai7a5wnjz2EMfyjxC9I5DVF5aX1fnvVLs3Ykdx54G+/J29nXsP9qfdrggePHQ7R/MOWfRdV1Pt/pf9JyZM3Op5R1mZm8adrm69+DNrk9W2f2Vtpp/7rdgp7crKbvMcRI4xmwO5e2stZiGEEEIIIYQQN456lXi6sDGDY6/H49nLjbZfReHRQ8fBZ09WqW3xBT3HxycQ8lwArec2wVRs5sDwGEx6U7ViMJvMmAzWf8xG62vg5McWYuelQeNmOSDNOUJrdZ0nQ4GRopQSnCO0FuVOEVpQUOU1osSVbcrYyHvxr9PNrRezo76ii64Ho08+W6W2afoLfJAwnicDnmNWk7kUm4sZGTMcvUlfrRhMZhMGs8Hqj9FstNpHfGEsnhovdGo3i/JwbYTVdZ4KjAWcK0khTBthUR6qjUCBgvgqrhElhBBCCCGEEKJ+q1dT7eI+ScKjmystPgwHwKu3G2a9mdgPz16xrT7LQKcfmuMc5QiAylHJ7geOkb0/D/dOla9z819HxsSRsuKi1ToOQfb02tWu8liyDWhcy69BpXZTo88yVNrOkF16TK2z/LMq7ZSotEqrbUX1zE36hM6u3ZgY/iEA3d16YzDr+fTsh1dsm23IYlHzH4h0jALAUenIE8ce4FDeftq7dqpyDG/FjeHHiyus1gmwD+KPdrsqPZ5jyMZFVf797ap2I9uQVWm7XEM2AC5qy/Wr7JR2aJVaq22FEEIIIYQQQjQc9SbxZDaayT1SQNQ7jS3KfW51r1Liyd7XrizpBODUpPTfRedKqhVHxNgggof5Wa2jtFNUq09xfTGajRwvOMIrjd+xKO/nfmuVEk8+dr5lSSeAcMcmAJwvOVetOF4MGsujfsOs1rFT2Fk9LoQQQgghhBBC1KZ6k3gqSddjNpjReFo+JTsvTZXa/3eXO6WmNDlkKqreVDuHQHvs/a0vqqy4Qt5Jo1Ojzy0/RcqQZSg3/e7fLo10MuRYtjWVmDAWmqy2FVWXoU/HYDbgofa0KPfQeFWpvct/drnTKErfoyWmomrF4W8fiK+9v9U6Cqy/2VzVOnKN5df+yjFklZt+92+XRjrlGXMsyktMJRSaCq22FUIIIYQQQgjRcNSbTISdpwaFWoE+3XI6WUla9dbNuVY1MdXOKUJLyUU9+v8kmvLiCkvXa6qE2lGFQ4BdubWc8uMKwYzVtqLqPDSeqBVqMgzpFuUZ+rQ6jaMmptqFaSNI118k+z+JpvjCOEL/s37TvzmqHPG3Cyi3llNCYRxmzOXWfhJCCCGEEEII0TDVm8STQqXApYUjFzZk0Pipy6NALvyaWadx1MRUO6+eOhRKSF2fTtAjvkDpGlTpW7MIHxVkvW0fNy5szKDJ28EoNaVrx59fk45ap8Ktg0s1nomojEqhItqxBZsyNvC4/1Nl5b9n/lqncdTEVLtuup4oUbIxfT0P+D4ClK5B9b+srTwXNMpq2x5ufdiUsZFxwW+jUZaO2lqfvgZXlY42Lh2q/kSEEEIIIYQQQtRb9SbxBBD+chD7h8Vw5JU4/O7wJOdIPskrL5QeVNbNukraRg5oG11bHw4B9gQ+7EvMpDMoVArs/eyIn52M2kVN0BDfsnrJKy5ydGwsHZY3w6NL6dSnkOcCOLc6jUPPn6LRE37knSjg9NwUIl8LRmlXrzYxtKkRQS/zQsww3ol7hQGed3As/wg/XVgJgEJRN69zoEMjArm2N5uffQD3+z7MjDOTUClU+Nr5MS95Ni5qFwb7Dimr9+PFFbwdO5YFzZbTSdcFgCcDnmNt2mrGnXqeh/2e4GTBCRakzGVU8GvYKWVtKSGEEEIIIYQQ9Szx5NPfg2ZTQomfncy5VRfRtXWh2ZQw9j58vMJd4q5n0e+HoHZScnJyIoY8I+4dXeiwvBka13/9yUxmzEbAfLnIKVRL+2+bETMhgX2PH8fOQ0PE2EaEPGt9LSBRPX09+vNu6BS+SJ7NzxdX0cqlLePDpvDU8Ycr3CXuevZmyPs4Kp2YlTiZfGMebV06sqDZclzUl5+H2WzCiOWbrbE2lPnNvmVqwgSePf44HhoPRjYayzD/Z23wLIQQQgghhBBCXI8UZrPZfKVK+/bto3379nT5tSWuLZ3rIq4ak7QslaPj4um5sy3aRg62DkdcQcqqixweGcvKlr/S3LmlrcOplpWpy3gnfhy/t91JoMM1DnsTte5o3mHuPzyAvXv30q5d5WuuCSGEEEIIIYS4evVqxFNJpp64j5Lw7KZD5aQi+2Ae8Z8m43OruySdRI3K0mfyf0kfcZOuG04qJw7nHWRe8qf0c79Vkk5CCCGEEEIIIcQ/6lXiSalRUphQxJHVaRhyjNh5qgm4z4smbzW2dWiintEoNSQWJbA2bTW5xhzc1Z7c5XUfYxu/ZevQhBBCCCGEEEKI60a9SjypnVW0WxRt6zBEA+CkcmZu9CJbhyGEEEIIIYQQQlzXZJszIYQQQgghhBBCCFEr6tWIJ1s7PCqWnEN5dNvUxtahVImpxMSp6WfJ3pdLzqF8jIUm+hzugJ2HxtahiSt4I3YUR/IO8XObTbYOpUpKTCV8cnY6B3P3cSz/EIWmQrZ3OIy7xsPWoQkhhBBCCCGEqEUy4qkBMxaaSPo2FaW9ErebXGwdjqjHikyFrEz9FnulPe1dbrJ1OEIIIYQQQggh6oiMeGrANDo1fY92RKFQkLz8Aulbsm0dkqinXNU6dnY8ikKhYPWF5WzL3mLrkIQQQgghhBBC1IEbIvGUF1NAzKQzZO/Lw1hkwiHAjqCHfQh9PhCArD25xM9JJudQHoYcI46hDoQ8G0DA/d5lfWRsz2b3A8dovzSapGUXSNuUicZNTeSbwQTc482Zr86RMDcFQ4ER34GeNPsgFKV96YCw5OUXODImjpvWtODU1ESy9uVh56UhfHQQQQ/5WI29KKWYk1MSSduchbHQiK61M1HvhaBr5VxW58LGDOI+SiI/thCFWoFjiAMR4xrh3c+9Fl5NSwqFotYf40ZyqiCGD89M4lDePopNRfjZBXCfz8M8Ffg8APtz9/Bl8hyO5B0iz5hDY4dQhgY8yyDv+8v6+Dt7O08ce4Avo5fyw4Vl/Jm5CZ3ajTHBb3KH9z0sPvcVX6fMpcBYwM2eAxkf+gF2SnsAVl9YzptxY1jWYg0fJ07lYN4+PDRePB80mvt8HrIa+/niFGYlTuGvrM0UGgtp4dyaN0Leo7lzq7I6mzI28n9JH3G6MBaVQk2wQwgjG42jl3u/Wng1Lcl7TQghhBBCCCEanhsi8bRv6AnsvDQ0nxmO2kVFQUIRxedKyo4XJhfj1tGFRo/5orRXkrU7lyPj4jCbzAQ+aJkYOvZGPAEPehP0qA9JSy9w+KVYco8VkHeigGZTwyhILCJmwhkcg+0JeynIou3B50/RaIgvoS8Ecu6nNI6OjcPeV4N3n4oTRPosA7vuOYraSUn0pFDULioSvz7PngeP0X1bW+y9NBQkFHHgmZP4D/Ii8o1gMEHusXz02Qarr4nZaMZstv66KRSgUMnNfnU8f2IonhovJoXPxEXlwpmiBFJLzpUdTylOpq1LRwb7Poa90p59ubt5J24cZrOJu30etOhrQvwb3O39IPf7PMrKC0t5LfYlThQc41TBCd4Nm0pSUSLTzkygkX0wzwa9ZNF27KnnGew7hKcCX2B92k+8HTcWH40vPdz7VBh3tiGLR4/eg6PSibdDJ+GscmHp+a8ZeuxBfm27DU+NF4lFCYw6+Qy3eQ1idPAbmDFxIv8YOQbrI92MZiNmrL/ZFChQKVRW6wghhBBCCCGEaHiu+8RTSYaewsRimk4Iwad/6ULEnt10FnX8B3mV/dtsNuPe2ZWic8UkLUktl3jyvcOTiNGNANC1cebCL+mc/zGNHtvbotSUjnDK3J7D+bXp5RJPAfd7ETaydJSVV283ChOLiJuVVGni6cz8cxhyDHReV5pkAvDsruOvHvtJmJtC1NuNyTmSj1lvJvqDUNTOqrK+r2T34GNk7sixWse9iyudVja/Yl+iVKY+g6TiRN4MmUAfj/4A3KTrZlHndq9BZf82m810cO1MavE5lqcuKZd4utXzDl5oNBqAVs5t+C39F9an/ciGttvRKEvfD3/nbGdD+tpyiadBXvfzTOBIALq79eZsUSKfJc2qNPG06Nx8cg05fN92HZ6a0v8fuui6M2B/DxakzOWVxm9zPP8IerOed0I/wEnlXNb3lQw7NpjdOTus1uno2oVFzVdesS8hhBBCCCGEEA3LdZ940rircQiy59TURPRZBjy763AIsLeoo88yEDvzLBc2ZFB8vgSz8XLb//LqcTlppXFVY+elwb2za1nSCcAxTEtGBUkd34Gelr/f5knMxDOYjeYKRxalbc3Co6srGjc1JsM/I0ZUCjw6u5J9IA8Al2hHFCo49MIpgh71wb2zKxrXK/9Zmk8Nw5BvtFpH7SQjUKrDTe1OgH0QsxKnkm3IorOuO372ARZ1sg1ZzDk7kz8yNnCh5DxGjGVt/6urrkfZv13UrnhovOjg2rks6QQQog3j7wqSOjd7DrT4vb/nbXx4ZiJGs7HCkUX/y9pKJ9eu6NRuGMylo+WUChUdXTtzJO8AAE0co1GhYtypF3jQ51E6uHbGRe16xddlQthU8o35Vus4qZyu2I8QQgghhBBCiIbnuk88KRQKOnwbzalpiRx/6zTGAhOurZyIejcEj86lN82HR8eStSeX8NFBODdxRO2i4uyi85xfk16uP7XO8ikrNErUrpY38ko7BaZiU7m2dp6Wbe28NJj1Zkoy9Nh725Wrr88wkL0vj98a7yx3TBtSmjxzCtfS9pumnJ6dzIGnYkCpwKu3G9EfhKINtC/X7hLHUIcqTbUTVadQKJgf/S2fJE5j4um3KDAV0NypFa+FvEtH184AvBk7mv25e3g+aDQRjk1wVrmw7Pwifk1fU64/V7XlyDyNUoOLyjLRo1HYUWIqLtfWU22Z5PTUeKE368nUZ+Bl512ufqYhg4N5+2i5s3G5Y8H2IQCEasP5vOk3zEuezciYp1AqlHR3683boR8QYB9Y6esS7BBapal2QgghhBBCCCHEf133iScoTc60+SIKk95E1p5cTk09y/6hJ+i1tz0KlYKLv2fS9N0QGj/pX9YmsXze6JqVpBtw8L+cDCpJ06PQKLDz0FRYX+OuxivUjYhXGpU7prS7fKPu3ccd7z7uGHINpG3O4sSEBI6MjqXj95VPk5OpdrUjVBvOx1FfoDfp2Z+7h4/PTuX5E0PZ0n4vaoWKLZm/81rIuwzxf7KsjZmaf7OlG9Lxtb/8fk7Xp6FRaHDXeFRY303tTmO3UF5q9Eq5Y3aKy0lgXoJgAAAXfklEQVTRHu596OHehzxDLn9lbWZqwgTeih3N182/rzQWmWonhBBCCCGEEOJq3RCJp0uUGiUeXXSEvmBk/7AYis+XYOetARMoNJcTOYY8Ixc3Ztb446f+ko5ri8tTilLXp+Pa0qnSBbw9u+tIWXURp0gtascrT3tTu6jxu8uLrP15nP8pzWpdmWpXuzRKDZ10XXja+ALPxwzjQsl5vDTemDChUVxONOYb89iUubHGH//39F9o5tSi7PeN6etp5tSy0gW8u+i6s+biKsK0kTiqHK/Yv7PahYFed3Eobz/r0n6yWlem2gkhhBBCCCGEuFrXfeIp91g+Me+fwe8uT7SNHTDkGjk9JxltI3scQxxQqBS4tnHi9GfJ2HlqUKgVnJ6TjNpVRUlazY5ESVmZhspBhWtLJ879lEbmzlzaLWpaaf3Gz/iTsjqN3fcdpfFwfxwC7ShJN5C9Pxd7XztCngng7OJUsvbm4tXHDXsfDYWJxZxblYZnT12l/QI4RWhr5Dld3JSJscBE9qHSNacu/paJykmFcxMtzk2unMCoT2LyjzHtzPsM9LyLYIfG5Bpz+TJ5DoH2jQh2CEGlUNHSqQ1fJn+Gh8YTlULNl8lzcFG5kmGyniisrp/SVuKgcqCZU0vWp/3EntydzG26qNL6T/g/w89pq3n86H085j8cf7tAMg3pHMrdj7edL0MDnmF56mIO5O6lu1sfvDU+JBcn8nPaKrrqelqNJVQbUSPP6c/MTRSaCjiSdwiAzZm/4aRyIlzbhAjHJjXyGEIIIYQQQgghri/XfeLJzscOO28N8XOSKT5fgtpFjXsnF1p+GlE20qjVnEiOvRbPkVGxaNzVBA/3x5hvJGFuSo3G0vqzSE5OTSTu47PYeWpoNj0M734V72gHYOehofPPLTg1/SwnJ5+hJNOAvacGXTtnfAaUruHjEu3Ixd8yiJmQUHrcW4PfIE8iXw2u0dgrc+yN0xQlXV5j6MiYOADCxwQRMbZhJZ687Hzw0njzZfIcUkvO46J2ob1LJ6ZFfFo20ujDyDm8F/8ab8SOwk3tzhD/4RQY8/k6ZW6NxjIj8jM+SpzK/539GA+NJxPCptPLvV+l9d01HnzX4mc+OTudmWcmk2XIxFPjSWvndtzsOQAoXVx8c8ZvTEuYQJYhEy+NN7d5DuLl4FdrNPbKTDj9BinFSWW/vxU3BoAXgsbwouPYOolBCCGEEEIIIUTdUpjNV1qiGvbt20f79u3p8mtLXFs610Vc15Xk5Rc4MiaOPoc7VLqek6gZKasucnhkLCtb/kpz55a2DqfOrb6wnDfjxrC9w+FK13MSNeNo3mHuPzyAvXv30q5dO1uHI4QQQgghhBD1ktLWAQghhBBCCCGEEEKI+kkST0IIIYQQQgghhBCiVlz3azxdDwIH+xA42MfWYYgG4B6fwdzjM9jWYQghhBBCCCGEEDVCRjwJIYQQQgghhBBCiFohiSchhBBCCCGEEEIIUSuuq8RTxvZsNgTuIPtgnq1DqZbYmWfZELiDDYE72D34mMUxfY6BI2Nj+aP53/zeZBcHno6hOLXkqh7n3E9p7H86hi3t97IhcAen56ZcU9x5sYXseegYv0fsYnObPcRMOoOpxHRVfZlKTMRMTGBzmz38HrGLPQ8dIz+20KLOyclnyl6nfY8fv6bYr8Xf2duJ3hHIkbyDNovhasw5O5PoHYFE7whk2DHL6Xi5hhzeih1L57+b035XE16OeZoLJalX/VgrU5cxYH93Wu8M4+6DN7M587er7iu+MJYnjz1Eu10R9NjThg/PTKLEdHX/D/xf0kc8eewhOv0dXenfcOaZyWWv04jjj1913EIIIYQQQgghrt11lXi6kSkdlNy0pgXRk0Isyg8+d5L0rdk0nxJGqzmR5McXsnfIcUwGc7UfI3VdOoVnivC+2f2a49VnGdjz4FFMehNt5kcR+XowSUtTOTEh4ar6O/5OAknfXiDy9WDazI/CVGJi9+Bj6HMMZXUaPeHHTWta4NLC6Zrjb6gclA4sa7GGt0MmWZSPOfkc27O38m7YFD6MnMPpwniePT4Eg9lQSU+VW5f2E+PjX2Gg5118Eb2YNi7teSnmKQ7k7q12X9mGLIYefRC9Sc+nUfMZFfw6K1KXMi1hQrX7Avg+dQl6k54uuu6V1nnE7wmWtVhDtFOLq3oMIYQQQgghhBA1RxYXryEKJbi1d7Eoy9qTS/qWbNp/G41XLzcAnMK0bOt9gAvr0/G7y6taj9F6bhMUSgUASUuufjQLwNnFqRhyjbSZH4WduwYAs8HM8TfjCRsZhIOfXZX7KkopJnlZKtGTwwh6qHQRdtfWTvzZaR9JS1IJfT4QAG2gPdpAe9QuqmuKvSFToqSNS3uLsv25e9iWvYX50d/Sza0XAKHaMG4/0Jvf0tcz0Ouuaj3GnLMzuM1zEC8HvwrATbpuxOQf5/+SPuaL6MXV6mt56mLyjbnMjpqPm6Y0YWo0G3g//k2eDRqJj51ftfrb1G43SoWSv7O3szFjfYV1/O0D8bcPxFnlUuFxIYQQQgghhBB155pHPCUvv8DG4B0UX7ScOlOSqWdjyE7OLi5NkGTtyWXf0BNsaVc6FWv7LQdJWXnRat+FZ4vYELiD82vTLcqPjz/N1pv2WZQVpRRzaOQpNrXYzW/hO/n73iNkH7LtlL2LmzNR61R49tSVlTlFaHFp7sTFTVnV7u9S0qkmpG3OxLOHrizpBOB3pydmE6RvrV5saX9mYzaB3x2eZWV27ho8e7ld1fOsyOoLy2mxI5i0Esv3TJY+k1Y7Q1ieWpoQ2Z+7h+dPDKXnnna02xXBPQdv4aeLK632nVx0lugdgWxIX2tRPvn0ePrtu8mi7HxxCq+eGkmX3S1oszOcIUfu5WjeoRp4hlfvr8zNuKp0dNX1LCsL1UbQ1Kk5f2ZtqlZfZ4vOkFAUzwCvOy3Kb/MaxM7sbZSYiqvV35+Zm+mi61GWdAIY4HknJkz8L2trtfoCUCpkkKYQQgghhBBC3Eiu+S7OZ6AHCrWiXHIodX0GAL53eABQmFyMW0cXmn8YTtuFTfG9zZMj4+JI/v7CtYaAPsvArnuOkns0n+hJobT5IgqVo4o9Dx6jOE1vta3ZaMZksP5jNlZ/WhxAfmwRTmFaFArLhJFzpLbc+kd1LT+2EKcIrUWZRqfG3ldDflz1YsuPLcTOS4PGzXIAnXNEzT3Pmz0GolKoyyWHLo16udXjDgBSipNp69KRieEf8n9NF3KL5228EzeOHy98f80xZBuyePToPRzPP8rboZP4JOoLHFWODD32IOn6NKttjWYjBrPB6o/RbLyquE4XxRKiDSv3PgvXRhJfGFutvi7VD9NGWJSHaSPRm0tIKj5bvdgKYwn9T1+uah3eGl/iC+Oq1ZcQQgghhBBCiBvPNU+107iq8errzvkf02k8zL+s/PyPaXj1vDyixn/Q5WllZrMZ986uFJ0rJmlJKoEP+lxTDGfmn8OQY6DzurbYe5U+nmd3HX/12E/C3BSi3m5cadvdg4+RuSPHav/uXVzptLJ5teMyZBtQ68pPK1PrVOizqr/2Tk3SZxtRu5b/82t06mrHps82oHGt4Hm6Vb+vyrioXenp3pd16T/yqP+wsvL1aT/SVdezbETN7V6Dyo6ZzWY6uHYmtfgcy1OXcLfPg9cUw6Jz88k15PB923V4akrfz1103RmwvwcLUubySuO3K2077NhgdufssNp/R9cuLGpufXRWRbIN2biqdOXKXVU6sg1Z1eorx5ANgIvK1aJcp9b981iZ1evPmI2r2rVcuau6+rEJIYQQQgghhLjx1MgaT/6DvDj43EkKk4vRBtpTnFpCxs4cWn5yeaSDPstA7MyzXNiQQfH5Ei4N7tC4X3sIaVuz8OjqisZNfXnRbpUCj86uZB+wPt2u+dQwDPnWR5qonWRNouvB7V6DGHPyOVKKkwmwD+RCSSq7c3YyNeKTsjrZhizmnJ3JHxkbuFByHiOlf1s39bUvyP6/rK10cu2KTu1Wtmi3UqGio2tnjuQdsNp2QthU8o35Vus4qWTRdSGEEEIIIYQQ9UuNJJ68b3ZD5ajk/E9phD4fyPmf01HZK/EZ4FFW5/DoWLL25BI+OgjnJo6oXVScXXSe82vSrfRcNfoMA9n78vit8c5yx7Qh9lbbOoY6YL7CTDrFVS6tpNapKUopvyaOIdtYblpaXdPoVBhyy49G0mcbqh2bRqdGn1s+eWfIqn5f1vR2uxmt0pH1aT/xVODz/Jr+M/ZKe/p5DCir8+b/t3evwVFWdxzHf3vfXHeTzZWEXLgaNFVuVhBBvAwqb5hRhsERrGCxMmBRRhhbBmtF69BiacWRls5A0bFlsFqBoaC2o4MOWLmMAo2QhEtCQkKy5EpCkt1NX6wmLptsWJMHBvl+3u0+5/nv2Z3nzf7mnP8peTrY5yn7aQ2LHaF4S4L+VrVZu7zb+v35db7z+rL5oAr3ha+gy3HkRbw3x5mvTkV+0Ez6fg+ay+rS2bbKsPcb/Q1yWd1R1Ur8ZmVTs79RqepeidjwzUooV5QBXqLFpSZfU/jcfNHPDQAAAABw7RmQVMASY1HatGSdfd+r/IVZOvt+rVLvTZI1NrhSyH8xoJqP6nTD83nKnde9Ha8sELmu2RFsQRXoCB3oawgNOWxJVqXkuzXs2cHhNeyR/8wbudUubphT3k/r1dnZGdJ/50JJq+JviI263kCK66H/UkejT23VHYobGtPLXb3Xaq/pUMclQVNzaXgfqf5wWmJ0d/I07fQGg6edte/rzqR7FWsJ/pZtgYv6uO4jLc97Xo9kzuu6r1ORHzS7ORhOdgRC+4E1+htCXrutScp15+upwc+G1zBFPgXQyK12+c5h2lv/adhzdqK1RCNib4iq1re9nU60lob0ZjrZWiKbya5sR050c4sZFtZnqsnXqJqOag2JGRpVLQAAAADAtWfAlqNkzkjRwblfq/bjejUcbNaQRVld1wLtASkgmWzdf4p9zX7VfBC5X4w9xSaTzaQLxd0BSaA9oPP7QoMizySXKt+tUdzwmK6w63IZudUudWqSTqyt0Pk9DfJMdkuSLpS2qvHIBeUvHPS9ag6UlKlJOvHameAKJ1fwMaje4ZXJLHmmuKOrNdklk1mq3ulV9sPpkoJbK72f1GvokuwBnff0lBn62ddz9Wn9x/qy+aB+mrWo61p7oF0BBWQzdZ/Ud8HfrP/UfRCxpseWIpvJptLW4pBaXzSGrqCb4JqkbTXvakjM8K6w63IZudXujqSpeqNirfY27NFEd/Bku5OtpSq6cESPD1oYVa3BzlzlOYdot3eH7k6e1vX+v7zbdJtrkuzmyAHbpSYnTdWfzrymRl9D12qqXd4dMsus291ToqoFAAAAALj2DFjw5Jnski3JqiNLS2R1WZQy1d11zZZoVeItcTr5eoXsHptMVpNOrquQNdGi9treV6OYzCal35+ssk1Vis1zyp5sU9mmKqmzM2T/W+6CTFW+V6svHjyq3PmZcmbZ1e71qeFQkxzpduUt6D3kGcgVOZdyj0uQ506Xjiwt1ciVeTI7TCpeXa6EglilPeDpGlex5ZyOPFOq8VtHKXlieJPobzUfb1Hz8e4QrrmoRVU7vLLEmpV6V/cWqN1ZezVoZqoK1w7rqYwkafCcdJVtPKtD849pyOIstVW169iq08qeky5nRne4cHhJiSq31mhaxYReazkHOZQ1O13HVp2WyWKSI8OuE69VyJpgVfYj6X3+TtGY6JostzVJvyxZqkSLS3e4p3ZdS7AmqjDuFm2oeF3JNo8sJqs2VKxTgiVR5wO9nzpnNpl1T/L9ertqk3KdeXLbkvV21aawFUSPZi7Q9tr3NPfog5qTOV+Z9izV+bz6qumQUu3p+smgBb1+xqUnuw2k0QnjNMl1p1aULtWyvJVymBxaW75aI2MLdK/nga5x753bol+UPqO/jtqqW10Te623aPBSPVu8SIOdufpx4kTt9G7TV82HtPnGf4SMK9ibpRmpM/WbYWt7rTUrfY7eOrtRi47N1xNZi1XdXqXfnV6lWelzlGbP6Br3XMkS/bNmq4omVET8rv9t2Ks6n1clLcclSfsaPlNFW7myHIN1U/zNEe8FAAAAAFx5AxY8mW1mpU/3BE+pm50ms90ccv1H64brf8tP6MiSEtmSrMqZnyn/Bb9OrQ/vTfNdBavydXRZqb5eeUqWOIvynxyk2CFOndvdvVrKnmzTbdtvUvHqch1/+bTa63xyeGxyjYlX2n2eCNWNd/MbI3TshVM6urxUnb5Oeaa4VfBivszW7kDD3xoM3+yptt7KSJKqtntV+uqZrteV79So8p0aObMdmvJ5MHjytQRXbznSIteyua0at2WUilac0qF5x2SNtyh7dpqGLw/dSuVv8fc5L0kq+HWerHFmHX+5TL5mv5LGJ2jcllGy9XByXn/YzDZN80zXluq39GDa7LAVOL8dvk6/OrFcz5UskduapEcy56vFf0EbK9dHrLsif5VWli7TS6dWKs4Sp3mDnlSec4j+Xbe7a0ySLVl/v2m7/lC+WmtOv6x6X508No9ujh+jezz3RahuvFdHvKFXTr2g50uXy9fp0+3uKVqR/6Kspu7fvyUQDC09ttSItaanzFCrv1UbKtdpQ8Xryo8Zqj+O/ItGJ4zrruVvkSSl2CKfSOmyurVx1BatOrVCi47NU5wlXg+lzdbPc5aHjGv1tyilj3lJ0roza0K2LK4pe0mS+gzAAAAAAABXh6mzs6/W2tLBgwc1duxYTdhVqMTC+Csxr2tKyZpynVpfqbuKbpXJHFypFY2vFhero96nsW8W9Hsu3j0NOjC3SJM/Gy3noMiN1S/HJ+MPKOexDOUvzOp7cB86A53qDEj7Zx2VNc6iMZvDv2/luzU6vLhE7xTu0o3xhf3+zB+SdeVrtLFyvT6/tUhmmWU2mfu+6TuWFS9Wva9efy54s99z2duwR08UzdUHoz9ThqP/20bvOjBeD2c8psezotsa2JNAZ0ABBfTY0VmKs8RpfcHmHscdbT6shw7fpwMHDmjMmDH9/lwAAAAAQLjo/rmiV/6WgD7M3af9s4uivrd+f5OGPDUwvZDq9jcqa2bqgIROrRVt8rcENPjRjL4HX4biV8r0Ye4+1e0LP+UMl6cl0KLCfbmaXzQ76nsPNe3Xk9lPDcg8Djbu14zUmQMSOlW2Vagl0KLZGY8OwMyk35e9osJ9udrfFH7KJQAAAADgymLF0wC4WNWutup2SZI13hL1qXDXi4tn29R2LnhynDXRorj88N+JFU+9O9depXPt1ZKkOEu88jkVrkfVbWdV03FOkpRgSVRuTH6P41jxBAAAAADGG9gGPNcpZ4Y9pCE3eubMdMiZ2f+VWNerNHtGSENu9Czdkal0R+bVngYAAAAAQGy1AwAAAAAAgEEIngAAAAAAAGAIgicAAAAAAAAYIqoeT83FrUbNA5AktZZflCSdaC2+yjPBDx3PGAAAAAAY77JOtSsrK9PIgpG62HLxSswJ1zmzzAoocLWngetArDNWRceKlJOTc7WnAgAAAAA/SJcVPEnB8Km2ttbo+QBqa2uTw8HpdzBeSkoKoRMAAAAAGOiygycAAAAAAAAgGjQXBwAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhiB4AgAAAAAAgCEIngAAAAAAAGAIgicAAAAAAAAYguAJAAAAAAAAhvg/vSVuIb/zx+8AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "safeDTModel.min_samples_leaf = 1\n", "\n", "safeDTModel.fit(X, y)\n", "\n", "print(f\"Training set accuracy in this naive case is {safeDTModel.score(X,y)}\")\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "output = plot_tree(safeDTModel, filled=True, ax=ax, fontsize=11)\n", "\n", "safeDTModel.save(name=\"testSave.pkl\")\n", "safeDTModel.preliminary_check()\n", "safeDTModel.request_release(path=\"testSave\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "8bf0bb1a-1a5e-4702-9c4d-cdafa2bc1b8a", "metadata": {}, "source": [ "## Example Implementation runs\n", "### The researcher doesn't change recomended params" ] }, { "cell_type": "code", "execution_count": 16, "id": "51df3667", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "***researcher doesn't change recomended params\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# create and fit using recomended params\n", "print(\"***researcher doesn't change recomended params\")\n", "safeDTModel2 = SafeDecisionTreeClassifier()\n", "safeDTModel2.fit(X, y)\n", "safeDTModel2.save(name=\"safe2.pkl\")\n", "safeDTModel2.preliminary_check()\n", "safeDTModel2.posthoc_check()\n", "safeDTModel2.request_release(path=\"safe2\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "d93ca2f1", "metadata": {}, "source": [ "### The researcher changes params safely" ] }, { "cell_type": "code", "execution_count": 17, "id": "d919837f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params safely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "# change model params to recommended values\n", "print(\"\\n***researcher changes params safely\")\n", "safeDTModel3 = SafeDecisionTreeClassifier()\n", "safeDTModel3.min_samples_leaf = 5\n", "safeDTModel3.fit(X, y)\n", "safeDTModel3.save(name=\"safe3.pkl\")\n", "safeDTModel3.preliminary_check()\n", "safeDTModel3.posthoc_check()\n", "safeDTModel3.request_release(path=\"safe3\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "d8b3c8f1", "metadata": {}, "source": [ "### The researcher changes params safely" ] }, { "cell_type": "code", "execution_count": 18, "id": "9021242f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params safely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n" ] } ], "source": [ "# change model params in a safe way\n", "print(\"\\n***researcher changes params safely\")\n", "safeDTModel4 = SafeDecisionTreeClassifier()\n", "safeDTModel4.min_samples_leaf = 10\n", "safeDTModel4.fit(X, y)\n", "safeDTModel4.save(name=\"safe4.pkl\")\n", "safeDTModel4.preliminary_check()\n", "safeDTModel4.posthoc_check()\n", "safeDTModel4.request_release(path=\"safe4\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "56c2a832", "metadata": {}, "source": [ "### The researcher changes params unsafely" ] }, { "cell_type": "code", "execution_count": 19, "id": "efb66f5e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher changes params unsafely\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# change model params in an unsafe way\n", "print(\"\\n***researcher changes params unsafely\")\n", "safeDTModel5 = SafeDecisionTreeClassifier()\n", "safeDTModel5.min_samples_leaf = 1\n", "safeDTModel5.save(name=\"unsafe.pkl\")\n", "safeDTModel5.preliminary_check()\n", "safeDTModel5.posthoc_check()\n", "safeDTModel5.request_release(path=\"unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "0002e88b", "metadata": {}, "source": [ "### The researcher asks for a safe_decision tree but supplies with unsafe params" ] }, { "cell_type": "code", "execution_count": 20, "id": "0a89c1c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher asks for a safe_decision tree but supplies with unsafe params\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n" ] } ], "source": [ "# ask for a model with unsafe param values\n", "print(\"\\n***researcher asks for a safe_decision tree but supplies with unsafe params\")\n", "safeDTModel6 = SafeDecisionTreeClassifier(min_samples_leaf=1)\n", "safeDTModel6.fit(X, y)\n", "safeDTModel6.save(name=\"fixed-unsafe.pkl\")\n", "safeDTModel6.preliminary_check()\n", "safeDTModel6.posthoc_check()\n", "safeDTModel6.request_release(path=\"fixed_unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "985412f6", "metadata": {}, "source": [ "### The researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards" ] }, { "cell_type": "code", "execution_count": 21, "id": "8b352bb2-3608-433e-b586-b235344ec58f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "***researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards\n", "Preliminary checks: WARNING: model parameters may present a disclosure risk:\n", "- parameter min_samples_leaf = 1 identified as less than the recommended min value of 5.\n", "safeDTmodel7.score on training set is 1.0\n", "fit called. with min_samples_leaf = 1\n", "Preliminary checks: Model parameters are within recommended ranges.\n", "\n", "preliminary message is:Model parameters are within recommended ranges.\n", "\n", "preliminary disclosive is:False\n", "posthoc message is:Warning: basic parameters differ in 1 places:\n", "parameter min_samples_leaf changed from 1 to 5 after model was fitted.\n", "\n", "posthoc disclosive is:True\n" ] } ], "source": [ "# trains a model with unsafe param values then hacks values back to safe ones later\n", "print(\n", " \"\\n***researcher asks for a safe_decision tree, changes values to unsafe before fit() then back afterwards\"\n", ")\n", "safeDTModel7 = SafeDecisionTreeClassifier(min_samples_leaf=1)\n", "\n", "safeDTModel7.min_samples_leaf = 1\n", "safeDTModel7.fit(X, y)\n", "print(f\"safeDTmodel7.score on training set is {safeDTModel7.score(X,y)}\")\n", "print(f\"fit called. with min_samples_leaf = {safeDTModel7.min_samples_leaf}\")\n", "safeDTModel7.min_samples_leaf = 5\n", "\n", "\n", "safeDTModel7.save(name=\"hacked-unsafe.pkl\")\n", "msg, disclosive = safeDTModel7.preliminary_check()\n", "print(f\"preliminary message is:{msg}\")\n", "print(f\"preliminary disclosive is:{disclosive}\")\n", "msg2, disclosive2 = safeDTModel7.posthoc_check()\n", "print(f\"posthoc message is:{msg2}\")\n", "print(f\"posthoc disclosive is:{disclosive2}\")\n", "safeDTModel7.request_release(path=\"hacked_unsafe\", ext=\"pkl\")" ] }, { "cell_type": "markdown", "id": "381c05fe", "metadata": {}, "source": [ "## Examine the contents of the checkfile.\n", "### The checkfile is written in YAML format" ] }, { "cell_type": "code", "execution_count": 22, "id": "5c59ee3b-52fb-4aa8-a481-6ca879a14466", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dataset_name: ''\n", "dataset_module_path: ''\n", "features: {}\n", "generalisation_error: .nan\n", "safemodel:\n", "- researcher: unknown\n", " model_type: DecisionTreeClassifier\n", " details: 'Model parameters are within recommended ranges.\n", "\n", " '\n", " k_anonymity: '1'\n", " recommendation: Do not allow release\n", " reason: 'Model parameters are within recommended ranges.\n", "\n", " Warning: basic parameters differ in 1 places:\n", "\n", " parameter min_samples_leaf changed from 1 to 5 after model was fitted.\n", "\n", " '\n", " timestamp: '2025-12-02 21:09:49'\n", "model_type: SklearnModel\n", "model_name: SafeDecisionTreeClassifier\n", "model_params:\n", " criterion: gini\n", " splitter: best\n", " max_depth: null\n", " min_samples_split: 2\n", " min_samples_leaf: 5\n", " min_weight_fraction_leaf: 0.0\n", " max_features: null\n", " max_leaf_nodes: null\n", " random_state: null\n", " min_impurity_decrease: 0.0\n", " class_weight: null\n", " ccp_alpha: 0.0\n", "model_path: model.pkl\n", "X_train_path: ''\n", "y_train_path: ''\n", "X_test_path: ''\n", "y_test_path: ''\n", "X_train_orig_path: ''\n", "y_train_orig_path: ''\n", "X_test_orig_path: ''\n", "y_test_orig_path: ''\n", "proba_train_path: ''\n", "proba_test_path: ''\n", "indices_train_path: ''\n", "indices_test_path: ''\n", "\n" ] } ], "source": [ "target_yaml = os.path.normpath(\"hacked_unsafe/target.yaml\")\n", "with open(target_yaml) as f:\n", " print(f.read())" ] }, { "cell_type": "code", "execution_count": null, "id": "aa4d24b6", "metadata": {}, "outputs": [], "source": [] 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