{ "cells": [ { "cell_type": "markdown", "id": "be6d19dc", "metadata": {}, "source": [ "# Achieving _equalized odds_ on real-world ACS data (ACSIncome)\n", "\n", "**NOTE**: this notebook has extra requirements, install them with: ```pip install \"error_parity[dev]\"```\n", "\n", "**DATA**: the data used in this notebook can be easily downloaded and parsed using the companion notebook `parse-folktables-datasets.ipynb`;" ] }, { "cell_type": "code", "execution_count": 1, "id": "01898056", "metadata": {}, "outputs": [], "source": [ "import logging\n", "from itertools import product\n", "from pathlib import Path\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import cvxpy as cp\n", "from scipy.spatial import ConvexHull\n", "from sklearn.metrics import roc_curve" ] }, { "cell_type": "code", "execution_count": 2, "id": "ba678d67", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Notebook ran using `error-parity==0.3.11`\n" ] } ], "source": [ "from error_parity import __version__\n", "print(f\"Notebook ran using `error-parity=={__version__}`\")" ] }, { "cell_type": "markdown", "id": "8aa7fefa", "metadata": {}, "source": [ "## Given some data (X, Y, S)" ] }, { "cell_type": "code", "execution_count": 3, "id": "8ecf4a84", "metadata": {}, "outputs": [], "source": [ "ACS_TASK = \"ACSIncome\"\n", "SEED = 42\n", "\n", "data_dir = Path(\"~\").expanduser() / \"data\" / \"folktables\" / \"train=0.6_test=0.2_validation=0.2_max-groups=4\"" ] }, { "cell_type": "code", "execution_count": 4, "id": "c617827f", "metadata": {}, "outputs": [], "source": [ "ACS_CATEGORICAL_COLS = {\n", " 'COW', # class of worker\n", " 'MAR', # marital status\n", " 'OCCP', # occupation code\n", " 'POBP', # place of birth code\n", " 'RELP', # relationship status\n", " 'SEX',\n", " 'RAC1P', # race code\n", " 'DIS', # disability\n", " 'ESP', # employment status of parents\n", " 'CIT', # citizenship status\n", " 'MIG', # mobility status\n", " 'MIL', # military service\n", " 'ANC', # ancestry\n", " 'NATIVITY',\n", " 'DEAR',\n", " 'DEYE',\n", " 'DREM',\n", " 'ESR',\n", " 'ST',\n", " 'FER',\n", " 'GCL',\n", " 'JWTR',\n", "# 'PUMA',\n", "# 'POWPUMA',\n", "}" ] }, { "cell_type": "code", "execution_count": 5, "id": "034be8ef", "metadata": {}, "outputs": [], "source": [ "import folktables\n", "\n", "def split_X_Y_S(data, label_col: str, sensitive_col: str, ignore_cols=None, unawareness=False) -> tuple:\n", " ignore_cols = ignore_cols or []\n", " ignore_cols.append(label_col)\n", " if unawareness:\n", " ignore_cols.append(sensitive_col)\n", " \n", " feature_cols = [c for c in data.columns if c not in ignore_cols]\n", " \n", " return (\n", " data[feature_cols], # X\n", " data[label_col].to_numpy().astype(int), # Y\n", " data[sensitive_col].to_numpy().astype(int), # S\n", " )\n", "\n", "def load_ACS_data(dir_path: str, task_name: str, sensitive_col: str = None) -> pd.DataFrame:\n", " \"\"\"Loads the given ACS task data from pre-generated datasets.\n", "\n", " Returns\n", " -------\n", " dict[str, tuple]\n", " A list of tuples, each tuple composed of (features, label, sensitive_attribute).\n", " The list is sorted as follows\" [, , ].\n", " \"\"\"\n", " # Load task object\n", " task_obj = getattr(folktables, task_name)\n", "\n", " # Load train, test, and validation data\n", " data = dict()\n", " for data_type in ['train', 'test', 'validation']:\n", " # Construct file path\n", " path = Path(dir_path) / f\"{task_name}.{data_type}.csv\"\n", " \n", " if not path.exists():\n", " print(f\"Couldn't find data for '{path.name}' (this is probably expected).\")\n", " continue\n", "\n", " # Read data from disk\n", " df = pd.read_csv(path, index_col=0)\n", "\n", " # Set categorical columns\n", " cat_cols = ACS_CATEGORICAL_COLS & set(df.columns)\n", " df = df.astype({col: \"category\" for col in cat_cols})\n", " \n", " data[data_type] = split_X_Y_S(\n", " df,\n", " label_col=task_obj.target,\n", " sensitive_col=sensitive_col or task_obj.group,\n", " )\n", "\n", " return data" ] }, { "cell_type": "code", "execution_count": 6, "id": "caaec009", "metadata": {}, "outputs": [], "source": [ "# Load and pre-process data\n", "all_data = load_ACS_data(\n", " dir_path=data_dir, task_name=ACS_TASK,\n", ")\n", "\n", "# Unpack into features, label, and group\n", "X_train, y_train, s_train = all_data[\"train\"]\n", "X_test, y_test, s_test = all_data[\"test\"]\n", "if \"validation\" in all_data:\n", " X_val, y_val, s_val = all_data[\"validation\"]\n", "else:\n", " print(\"No validation data.\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "b5206c61", "metadata": {}, "outputs": [], "source": [ "n_groups = len(np.unique(s_train))" ] }, { "cell_type": "code", "execution_count": 8, "id": "4e391ba2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Global prevalence: 37.2%\n" ] } ], "source": [ "actual_prevalence = np.sum(y_train) / len(y_train)\n", "print(f\"Global prevalence: {actual_prevalence:.1%}\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "8fbc24a2", "metadata": {}, "outputs": [], "source": [ "EPSILON_TOLERANCE = 0.05\n", "\n", "FALSE_POS_COST = 1\n", "FALSE_NEG_COST = 1\n", "\n", "L_P_NORM = np.inf # constrain l-infinity distance between ROC points\n", "# L_P_NORM = 1 # constrain l-1 distance between ROC points\n", "# L_P_NORM = 2 # constrain l-2 distance between ROC points" ] }, { "cell_type": "markdown", "id": "69bc6798", "metadata": {}, "source": [ "---\n", "## Given a trained predictor (that outputs real-valued scores)" ] }, { "cell_type": "code", "execution_count": 10, "id": "6e709bb8", "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rf_clf = RandomForestClassifier(n_jobs=-2)" ] }, { "cell_type": "code", "execution_count": 11, "id": "0ed640b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 46s, sys: 1.81 s, total: 1min 47s\n", "Wall time: 13.7 s\n" ] }, { "data": { "text/html": [ "
RandomForestClassifier(n_jobs=-2)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "RandomForestClassifier(n_jobs=-2)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "rf_clf.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 12, "id": "85ba7bf6", "metadata": {}, "outputs": [], "source": [ "predictor = lambda X: rf_clf.predict_proba(X)[:, -1]" ] }, { "cell_type": "markdown", "id": "6af00a5e", "metadata": {}, "source": [ "## Construct the fair optimal classifier (derived from the given predictor)\n", "- Fairness is measured by the equal odds constraint (equal FPR and TPR among groups);\n", " - optionally, this constraint can be relaxed by some small tolerance;\n", " - the type of relaxation can be changed using the `l_p_norm` key-word argument (default is `l_p_norm=np.inf`);\n", "- Optimality is measured as minimizing the expected loss while fulfilling the fairness constraint,\n", " - parameterized by the given cost of false positive and false negative errors;" ] }, { "cell_type": "code", "execution_count": 13, "id": "3235a0d0-fd42-4537-ba2d-9e7b4678da5b", "metadata": {}, "outputs": [], "source": [ "if \"validation\" in all_data:\n", " X_fit, y_fit, s_fit = X_val, y_val, s_val\n", "else:\n", " X_fit, y_fit, s_fit = X_train, y_train, s_train" ] }, { "cell_type": "code", "execution_count": 14, "id": "48f713ae", "metadata": {}, "outputs": [], "source": [ "from error_parity import RelaxedThresholdOptimizer\n", "\n", "postproc_clf = RelaxedThresholdOptimizer(\n", " predictor=predictor,\n", " constraint=\"equalized_odds\",\n", " tolerance=EPSILON_TOLERANCE,\n", " false_pos_cost=FALSE_POS_COST,\n", " false_neg_cost=FALSE_NEG_COST,\n", " l_p_norm=L_P_NORM,\n", " seed=SEED,\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "3dbca6de", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:ROC convex hull contains 8.7% of the original points.\n", "INFO:root:ROC convex hull contains 10.8% of the original points.\n", "INFO:root:ROC convex hull contains 6.0% of the original points.\n", "INFO:root:ROC convex hull contains 9.6% of the original points.\n", "INFO:root:cvxpy solver took 0.00044025s; status is optimal.\n", "INFO:root:Optimal solution value: 0.201182803373743\n", "INFO:root:Variable Global ROC point: value [0.14162381 0.69846535]\n", "INFO:root:Variable ROC point for group 0: value [0.14576582 0.70242546]\n", "INFO:root:Variable ROC point for group 1: value [0.12760711 0.65242546]\n", "INFO:root:Variable ROC point for group 2: value [0.10263456 0.70242546]\n", "INFO:root:Variable ROC point for group 3: value [0.14840647 0.65242546]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 14.9 s, sys: 218 ms, total: 15.1 s\n", "Wall time: 2.14 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "import logging\n", "logging.basicConfig(level=logging.INFO, force=True)\n", "postproc_clf.fit(X=X_fit, y=y_fit, group=s_fit)" ] }, { "cell_type": "markdown", "id": "599af3ba", "metadata": {}, "source": [ "## Plot solution" ] }, { "cell_type": "code", "execution_count": 16, "id": "b5ed8e16", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "sns.set(style=\"whitegrid\", rc={'grid.linestyle': ':'})" ] }, { "cell_type": "code", "execution_count": 17, "id": "ee9d0214", "metadata": {}, "outputs": [], "source": [ "all_groups_name_map = {\n", " 0: \"White\",\n", " 1: \"Black\",\n", " 2: \"American Indian\",\n", " 3: \"Alaska Native\",\n", " 4: \"American Indian\",\n", " 5: \"Asian\",\n", " 6: \"Native Hawaiian\",\n", " 7: \"other single race\",\n", " 8: \"other multiple races\",\n", "}\n", "\n", "largest_groups_name_map = {\n", " 0: \"White\",\n", " 1: \"Black\",\n", " 2: \"Asian\",\n", " 3: \"other\",\n", "}\n", "\n", "group_name_map=all_groups_name_map if len(np.unique(s_fit)) > len(largest_groups_name_map) else largest_groups_name_map" ] }, { "cell_type": "code", "execution_count": 18, "id": "5ccb923e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAAPbCAYAAAA0GlQ4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdd3gU1foH8O/M7mzPJpveQyhJKFKkK1JERRRRvIpeO6ioiHItF7BcbNi99oYoIngRFQSlKD8ExEKTFnoLIY30ZJNsLzO/P5YMO9lNsptkSYD38zw8ZHZnZs/Onp2dd84572EEQRBACCGEEEIIIYSECNveBSCEEEIIIYQQcn6jwJMQQgghhBBCSEhR4EkIIYQQQgghJKQo8CSEEEIIIYQQElIUeBJCCCGEEEIICSkKPAkhhBBCCCGEhBQFnoQQQgghhBBCQooCT0IIIYQQQgghIUWBJyGEEEIIIYSQkKLAkxBCCCGEEEJISFHgSQghhBBCCCEkpCjwJIQQQgghhBASUhR4EkIIIYQQQggJKQo8CSGEEEIIIYSEFAWehBBCCCGEEEJCigJPQgghhBBCCCEhRYEnIYQQQgghhJCQosCTEEIIIYQQQkhIUeBJCOnwHA5HexfhnELHixBC6FxISEcjb+8CEHKhsNls2LZtG/744w9kZ2ejsrISlZWVYFkWBoMBBoMBPXr0wKWXXopLLrkEer2+Xcv7wQcf4MMPPxSXjxw50i7lWLVqFb7++mssWbLE7/Pbtm3DXXfdJS4vXLgQgwcPPlvF61DsdjvmzZuH8vJyvPDCC+1dnKAcOHAAS5cuxY4dO3Dq1Ck4HA7ExMQgNTUVY8aMwTXXXIPw8PCQlqGkpATff/89/vrrL+Tm5sJsNiMiIgLx8fEYOXIkrr/+eqSkpAS8v59//hn/+te/WlSWAwcOQC4//36iZ82aheXLlwMAkpKSsGHDhnYu0fnjzjvvxPbt2wEAgwYNwqJFi9q5RO0nNzcXc+bMwZQpUxr9Pbj88stRVFQEAJgwYQJee+21s1lEQi5I59+vGiEdjNPpxJdffokvvvgCRqPR7zoWiwVFRUXYv38/vvvuOyiVSvzjH//A9OnTERERcVbL21EcP34cL7zwArZv346kpKT2Lk6Ht3HjRsyZMweFhYWYMGFCexcnYDabDS+88AJ++OEHn+eKiopQVFSELVu24P3338dLL72EK664IiTlWLBgAd555x3YbDbJ4+Xl5SgvL8e+ffvw6aefYurUqXjggQcgk8ma3efBgwdDUlZCiH82mw0ff/wx5s+fD6fTiSlTprR3kQghXijwJCSEampq8MADD2D37t0+z2m1WoSFhYFhGNTU1MBisYjP2e12LF68GOvWrcNnn32GHj16nM1idwiff/65ePeeNO+ll14S796fK+x2O+69917s2LFD8rhOp4NGo0FFRQV4ngcAVFVV4eGHH8arr76KG2+8sU3L8cYbb+CLL76QPKZQKBAZGYmqqiqxu57T6cR7772HgoICvPrqq83u1zvwDAsLg8FgCLhMDMMEvC4hxCM7Oxtz585t72IQQhpBgSchISIIAqZPny4JOnv27Im77roLl1xyCWJjYyXrFxcXY9OmTfjyyy9x8uRJAJ7WlnvvvRfLli1DYmLi2Sw+ISE3Z84cSdA5aNAg/Pvf/0bv3r0BAHV1dVi6dCnee+89WK1WAMDs2bPRpUsX9OnTp03KsHLlSknQmZSUhKeeegojR44Ex3FwuVzYuHEjXn31VTGw/+GHH5CZmYl77rmnyX17B55Tp07F5MmT26TMhBBCyLmIkgsREiI//vgjtmzZIi7fcsstWLp0KW644QafoBMAEhIScOutt2LlypW49tprxcerqqrw4osvnpUyn4sGDx6MI0eOiP8u1PGd55rs7Gx8//334vKoUaOwYMECMegEPK2EkyZNwsKFC6HRaAB4Wh0DaW0MhMlkkozrSk5OxnfffYcrr7wSHMcBAORyOa688kosW7YMXbp0Edf94IMPUFVV1ei+i4uLJc9fiL0WCOnINmzYIP5u0PhOQs4OCjwJCZFvvvlG/Ds9PR2zZ88Gyzb/lVMoFHjttdfQtWtX8bGNGzciNzc3JOUkpD3MmzcPgiAA8HStffXVVxsdN9m7d288/fTT4vLu3bvx119/tboMP/zwAyoqKsTll156CdHR0X7XNRgM+OCDD8SEPyaTCV999VWj+z5w4IBkmQJPQgghFzoKPAkJAZvNhn379onLo0aNCipDpUKhwL333it5bPPmzW1WPkLaU01NjSSb6Q033NDs+McJEyYgJiZGXF65cmWry1GfXRUAMjIycMkllzS5fpcuXTB69OiAyuDdzTY1NbXds1QTQggh7Y3GeBISArW1tXC73a3ax6WXXipZLisrC2i7kydPYvny5fj777+Rn58Po9EItVqNyMhI9OnTByNGjMCYMWPaZKqGlkyN8MMPP+Cpp54Sl9evX4/k5GQAvlOj1CsqKkJmZqa47J1gpiXTqVitVqxcuRJ//vknDhw4gKqqKrjdbkRGRiI9PR2XXHIJxo8fj7i4uGbfj3e51qxZgy5dusBms2HNmjX45ZdfcPz4cVRUVEClUiE+Ph6XXnopbrjhBsl2LdVwypt6y5cvlwRV3se4IaPRiBUrVmDr1q04fPgwqqurwTAMIiMj0a1bNwwbNgzXXXddm2ZX/uuvvyTfj0Ay1crlcowYMQJLly4FAKxbtw5z5sxpcT2uqKjAoUOHxGXvgLIpo0ePxtq1awF46uXevXsl3YPreQee7dnaWVhYKHlve/fuhVKpxJo1a/DZZ58hNzcXBoMBGRkZGDt2LK677jq/x7SkpAQ//fQT/vzzT+Tl5aGqqgpKpRJRUVHo06cPRo4ciTFjxgSU7TdYmzdvxubNm7Fz506UlJTAaDTC6XSKCZt69+6NSy65BFdffTUUCoXffTz66KPi5wZ4bgZ++umnTb7uli1bMGnSJLFlPiUlBStWrIBOp/O7viAI2LhxIzZs2IBdu3ahoqICFosFERERSElJwaWXXorx48cjNTU1qPdfVVWFZcuWYdOmTTh27BjMZjMiIyORkZGBG264AWPHjg3JcW+otLQUy5cvx7Zt23D8+HEYjUZwHIeoqCh0794dl112GcaNGwe1Wt3kfrzP2WFhYeI47+PHj2PJkiX466+/UFJSAp7nERcXh379+uGGG27A0KFDG92n99Qo3rx/GxpOMRPIdCre5+n686jJZMJPP/2En3/+GXl5eaiurkZUVBRSUlIwfvx4XHfddVCpVJL9bN68GcuWLcO+fftQUlICjuOQnJyMyy67DHfeeWeTvzUtmSYnkOnQvNfxfv/Z2dlYtmwZduzYgZKSErAsi7i4OAwYMAD//Oc/kZWVJdlPVVUVfvjhB/zf//0fCgoKUFdXB4PBgIsuugg33ngjRo8eTcnSiIgCT0JCIDIyEhzHwel0AvD8YD322GONXhT5ExcXh9WrVyM8PBwRERHimLPGGI1GzJkzB6tXrxYzgdZzOp2ora3FyZMn8eOPPyIlJQVPP/00Lr/88uDf3DluyZIleOedd/xObVNcXIzi4mJs3rwZH3zwAW6//fagP7ddu3Zh1qxZyMvLkzxut9tRU1ODI0eOYMGCBbj11lvx7LPPnpULRn/cbjfmzp2LefPmSTIq16ufyuS3337De++9hylTpuD+++9vkwsI794ADMP4Ddz86du3rxh4mkwmHDt2DN27d29xGeoDCgDo169fwGXwtmvXLr/l9+5q27NnzxaVMVQWLFggGSdbX+/379+P66+/XrKuw+HAu+++i6+//hp2u93nubq6OvG8kp6ejueee67JACEYW7ZswWuvvYbDhw/7fb6qqgpVVVXIycnB8uXL8d///hevvfaa39d/8cUXsWvXLpSXlwPwDF9YvXq1ZDy9t5qaGsycOVOsI3K5HG+//XajQefu3bvxwgsvSG5m1KufkmfXrl345JNPcPPNN2PWrFk+wYk/ixcvxltvvQWz2Sx5vLS0FKWlpfjjjz+waNEi/Pe//212Xy1ltVrx3//+F0uWLBF/0+o5HA6YzWbk5+dj7dq1eO+99/DYY4/hH//4R1CvsXDhQrzxxhs++8/Ly0NeXh5WrFiBSy65BK+99lpANwRDZfPmzZg1axZKS0slj9d/h7Zv346vv/4ac+fORXx8PGpqavCf//xHctMD8PweHD58GIcPH8aSJUvw3nvv+dxsPtvMZjNefvllLFu2zOe5uro6HD9+HN999x1mzZqFu+++GwDw66+/4plnnvH5PS0rK8P69euxfv16XHHFFXjnnXeC+h0l5y/qaktICMjlcsldwby8PDzyyCPiRU+gunbtipiYmGaDzvz8fIwfPx4rV66UBJ0cxyEuLs6nm19BQQGmTp2KTz75JKjyhJpKpUJqaipSU1Oh1WrFx+Vyufh4ampqoxd/TeF5Hk8++SSee+45yY8kwzCIiIhAbGysJAi02+2YP38+7rrrriaTyHjbs2cPJk2aJAadLMsiJiYGkZGRPmVZvHhxq5NGhYeHi8fEu5VKq9VKjlfD+mO32zFp0iS89957kqCTZVlER0cjOjpaMh65rq4O//3vfzF16lSfeS5b4tixY+LfiYmJks+6Kenp6ZLlnJycNikDAEnioKYkJydLjueJEyd81qmsrJT0UOjZsycKCwvx/vvv45///CcGDx6MXr16YdiwYbjtttvw8ccfB9yjobWOHTuGt956y+9zo0aNknzuNTU1mDRpEr744gtJ0MlxHOLj42EwGCQ3InJzc3HfffdJxre31I8//oj77rvPJ+gMDw9HUlISoqOjfW6ClJSU4P7778f+/ft99hcREYFXXnlF8ticOXNQXV3t9/Wfe+45SXAxffr0Rm+QrFy5EnfddZdP0BkREYGEhAQolUrxMZfLhW+++Qa33XYbKisr/e6v3htvvIEXXnhBEnTWn1O8eyDs2bMHd999d8DnqWBUV1dj4sSJWLRokSQolMlkiI2N9ekJUV5ejqeffhqzZ8/2uQHamEWLFuHll18W9y+XyxEXF+fTcrp582bcfPPNKCgo8NlHUlISUlNTfRL3xcbGiudBf0n9gvH777/j/vvvF+sFy7KIjY1FWFiYZL3Dhw/j0UcfhclkwqRJk8Sgs/6za/h7XFdXh0cffRSnTp1qVflaw+l04qGHHpIEnRqNBvHx8ZLfRZ7n8corr2DTpk1YuXIlpk2bJv6e1q/fsMfEr7/+2ug5h1x4qMWTkBC555578MQTT4jLv/32G0aNGoXRo0fjyiuvxKWXXhrUvH6NqaqqwuTJkyUXST169MCjjz6KSy+9VLzLmJ+fj2+++Ua8gBAEAe+++y6io6Nx8803t7ocbaFPnz5Yt24dAGk33ri4OPHxlnr55ZclY/J0Oh0eeOABydhBs9mMX3/9Fe+9957YBWv37t2YPn06vvzyy2a7dT733HNwOp2IiIjAtGnTMG7cOPEzLi0txZdffokvv/xSXP/bb7/123UpUHfddZfYlcy729hVV13VaJbG+ml+tm3bJj4WHR2NadOm4ZprrkF4eDgATwv66tWr8eGHH4oXtBs2bMB//vMfvPnmmy0qb72SkhLx7/j4+IC3a9jS0ZoLNe8yMAwTcCuKTCZDdHQ0iouLAcBv976Ggc93332HdevW+XS/r28J27lzJ+bOnYv7778fU6dODSgJWUu9/vrrPq1K9by75AqCgCeeeEIy3c3AgQPx4IMPYtCgQeJ5paKiAqtWrcInn3wCo9EIl8uFF198EUlJSRg+fHiLylhUVITnnnsOLpcLgOeCdvr06Rg3bpwk+ZPJZMLvv/+O9957T5yCyul04u2338b8+fN99jt8+HDcdtttWLx4MQDPufPll1/2uShesWIFfv75Z3F5yJAhuO+++/yWdceOHZg1a5akrPfffz8mTJiAhIQEAJ7eBbt378Znn32GTZs2AfC0iE+fPh0LFizwe15ZtWqVZJofjUaDqVOn4uabbxaDvZMnT+Lzzz/H0qVLUVhY2PgBbSGbzYb7778fR48eFR9LTU3F9OnTcfnll4uZpuu74M6dO1e8kfXtt98iMjIS//rXv5p8DYvFIra+R0RE4LHHHsP48eOh0WjA8zy2bduG119/XQzqS0tLMW3aNHz//feSFrT67qcNh1689dZbbZbpfM6cOXC73YiLi8P06dNx7bXXQqVSQRAEbN++HTNmzBDPK9nZ2ZgwYQLy8/OhUqnw8MMP4+abbxZ/Dw4cOIDnnntO7P1hMpmwYMECSRK1s+nnn38Wz0/jx4/HlClT0K1bNwCeG1Dvv/8+vv76a3H95557DhUVFRAEAf3798fjjz+Oiy++GCzLwmq14uuvv8a7774rfi+++eYbPPDAA4iKijr7b450KNTiSUiIXHPNNT4XXk6nE7/88gueeOIJDB06FOPGjcPs2bOxYsUKv3dxA/Huu+9Kth03bhy+++47jBo1SvLDnJqaipkzZ+KLL74QLxgATxe09rzTejbs2bNH8qOZkJCA7777DlOmTJEkrNFqtbj++uuxYsUK9O/fX3x8+/btfi9kG3I6nUhMTMSKFStw5513Sm4sxMXFYdasWZILMUEQsGrVqla+u+CsWbMGGzduFJczMjKwYsUK/POf/xSDTsBzEXj77bdj+fLlktbAn376CWvWrGlVGbxbeoK5+dKwdcVfd+mWlCEsLKzZXgWNlaOmpsbnee/xnQDwyy+/iBd1HMchISHBp5XXZrPhgw8+wMMPP9xoYNgW6seK3Xnnnfi///s/7NmzBz/++CMmT54sSa60ePFi/PHHH+Ly5MmTsWjRIgwbNkxyXomOjsY999yDZcuWIS0tDYCnVeSpp57y6ZobqLlz54rztjIMg48++gj33HOPT8ZhnU6Ha665Bt99952kNWvr1q2oq6vzu+8ZM2ZIWs5XrlwpBoOAJ+h96aWXxGWDwYA33njD780Ah8OBJ554Qry4jo2NxQ8//ICpU6eKQSfguVkxYMAAfPbZZ5g+fbr4+N9//y05L9Wz2+2SG0cajQZfffUV7r//fknd69SpE+bMmROy6bYWLlwo6RY/ZMgQLF++HOPGjZP8hsTFxeHBBx/Et99+Kzmffvrpp9izZ0+Tr+F2u+F2uxEfH4/vv/8et956q7hvlmUxdOhQfPvttxg2bJi4TX331LPN7XYjJSUF3333Hf7xj3+IXaUZhsHgwYN9ujvn5+eD4zjMnz8fU6ZMkZzrevbsiS+//FISiP32229n5X34U39+evzxx/Hmm2+KQSfg6WXwn//8B0OGDBEfKy4uhtPpxOjRo7Fw4UIMGDBA/I6o1Wrcf//9krrucDjaJBM5OfdR4ElIiLAsiw8++ADXXHON3+cFQcCxY8fw7bffYubMmbjiiiswatQoPPPMM9iwYUNAF5+FhYWSrjHdu3fHq6++2uRF9ODBg/Hcc8+Jyw6HA/PmzQvinZ173nvvPfFvmUyGd999t8mulXq9Hh9++KHkQvfLL78UL4ab8sILL0guOhu69957JV2zsrOzm91nWxEEAe+//764rNFo8PHHH0suFhuKj4/Hhx9+KBmP9vHHH0vGRwbLu3uv9wVscxqu23Dc29koQ8P1/ZWhYeAJeDL3fv/999i3bx9+++037Nq1Cz///DPuueceyfd1w4YNksAnFB588EE8++yzSEtLg1qtRlZWFmbOnCl+xi6XC59//rm4/qBBgzBz5swmx/cmJydLLrwrKirE8bjB4Hle0rth5MiRzWYbDg8Pxw033CAuu91uvy3RgOei+M0335S0Mr7wwguwWCzgeR4zZsyAyWQSn3vllVcabQ1fvny5pOX8rbfe8ukO3tDUqVMxatQocfmLL76Aw+GQrLN69WrJsIwnn3yyyXHQEydOxIQJE5p83WCZzWZJHYiLi8P777/f5DCHjIwMvP3222I9EQQBH3/8cbOvxbIs3n777UaTLimVSrz11luSIG3BggWtOge11KxZsxrtpTFgwACkpKRIHrvzzjslNzG9hYWF4eqrrxaX8/LyWnyzpi307NkTU6ZMafT5hnVMpVI1meDtpptukiw3HN5ALkwUeBISQiqVCu+88w4+/vjjgBKMnDp1CkuXLsVDDz2EkSNHYsGCBU0GoBs2bBDvtgPAtGnTAhrAf8MNN0jmCfWXkOh8UVNTg61bt4rLI0eO9EkQ409kZCTuuececbmqqgp//vlnk9vEx8fjsssua3IdhUIhSYjT2BizUDhy5IjYJRHwXBg0vFDyp3PnzpKLjmPHjvlNohIo7zodTFZamUwmCX686/7ZKkPD9f2VwTuxEMdx+Pjjj/H666+jd+/ekvJ37twZTz31FBYsWCAJZr/99ltJF9e2pNFomry4BDxj6bx7QfjLNO3PRRddJEnS9MsvvwRdPrfbjbfffhtz5szBgw8+6DOtVGMaBi3+EmZ5l/Ohhx4Sl4uKivDBBx9g/vz5kuN+xx13NJmAzfumX2ZmZsBdOu+44w7x77KyMp9WQe/jptfrAxoK8eCDDwb02oHaunWrpDV/8uTJkh4RjRk0aJDkHPj77783e44bOXJko8FZPYPBgH/+85/iclFRkaQ19myIjY1tNgN3RkaGZNn7hog/9b0E6vnrQXG23HLLLU3eXGqYiX348OE++Qu8RUZGSsaztud7Ix0HBZ6EnAWjR4/GDz/8gJ9++gmPPPII+vbt2+zFbkVFBV599VVMnDhRHE/WkPfcnhqNBiNHjgy4TN7ZHGtqaloVSHRk27ZtkwTVjWWx9Oe6667z2VdTGgYWjfFuYWyLZD2B2rJli2Q5mGMxbtw4yXJzx6Ip3i0V7ZVmP5RlePPNN/H666/jkUcewTvvvNPsVC0DBgyQ9EIAEFBLUUv07t272WRODYPeYLLyXnzxxeLf2dnZPq15zeE4DkOHDsXNN9+Mxx57DAMHDmx2G0EQfLrWNjed1UMPPYQ+ffqIy4sWLZL0jMjIyMCMGTMa3d5isbQ4c/HFF18sqXP13Z8Bz3vZuXOnuDx06NCAbiZ26tSpTaZoqtdW5wpBEPD33383uX7D82xjGgZ93sftbLjooouaXce7N4tCoZB0WfWn4Xcx2O9LW2ouu3jD1u5Aponyfn/t+d5Ix0HJhQg5izIzM5GZmYlp06bBbDZj165d2LFjB3bs2IHs7Gy/rZsHDx7E7bffjqVLl/rcXczNzRX/zsrKCqrlpuGP6IkTJzrctA9twfsYAUCvXr0C3jY+Ph4xMTFitzd/GUwbrh8I7wvJs9nS7H0sZDJZUPNL9urVCyzLiuVt7lg0heM4sUtZMK2WbrdbEjB6ZwttSRnqBdty6r2+vzL079+/2RachsaPH4+PP/5YzIi8fft2mEwm8WLPey6/5vibs69eIBfPDbsK33nnnQEnPKqtrRX/ttvtKCsra3QO2Zaorq5GYWEhCgoKkJOTg0OHDiE7OxsVFRWS9Zr7XslkMrzxxhuYMGECLBaL5Nxb31Olqfp17NgxST1Yt25di1upvRMDlZSUSLr6NmxBa0r37t2b/OyD4X2uiIuLa7I7fkP+flua4n0DoCldu3aVTFPWmqzWLZGYmNjsOt43FMLDw5v93oQykViwmhoiAvjeoAtkfH5Hen+kY6DAk5B2otVqcdlll4ndkmw2G7Zt24a1a9di5cqVkruDRUVFeOWVV3yyL3onVwnmwsDf+q1J1NKRNezmFexxio6OFgPP5o5RoNOCtBfvY6HX64OaV02lUkGn04mBRWvqi06nEwPPQMbN1ms4nrK5ieqbK0O9YMrQsBytKYM3lmUxfPhwMTun0+nE4cOHMWDAgDbZf72GCXr8aTgtR2syphqNxhYHnjzPY8uWLVi3bh3279+P3NxcSVDWWp06dcLMmTN9WptnzJghGYrgT8NjVFdX12hCo+Z4f5caTrnVVFfGhlo7XYg373NFKH9bGIZpNuCpx3Ec9Hq9mBisuelo2lqw5/dzbd7KYKcpO9feH+kY6FYEIR2ESqXCiBEj8Morr2D9+vWSBBSAJxtpw0mrvS/Cgv1RbHjBHOzF97nC+xgxDBN0Ihnv49TcMfKe76wj8j4WwR4HILhj0RTvJCHBBLANxwgFEkQFUoba2tpmu2Y2Vo62nB6g4XjbUFxYN5xz0J+2DO6aGmvZlF27duH666/H5MmT8c0332Dfvn1+y8VxHAYOHIirrrqqRa/jL3FQIIF2S4NMf7xvZDTsjhjMjY2WzG/cmNacK4L5bVGr1UG1inknOTvbXTeDHQt+rjnf3x/pGKiWERICVqsVVVVVqKysRFxcXMBzBNaLjY3Fxx9/jLvvvlvsXud2u7F9+3bJeBiNRiO2QAWb4bMtW4+CEcwFflvwvmgSBAEWiyWoC6lQtG61F+/33ZKAoK2ORVJSkjg3YFlZWcDbNbzxEuz3qmEZ6vE8j4qKioD253a7Jd06g5mHtDneF9X1r9XWAhnP6l2O6Ojosz4NwqZNm/xOKxMXF4du3bohPT0dnTt3Rvfu3dG9e3eoVCr8+OOP+L//+7+gXqeqqgrPPvusz+MLFizA5Zdf3uT40ob1//nnn5ckv2mphq1IwXxP23IantacK4L5bQm2zN77bsnNswvF2f6dJSRQFHgS0sZOnDiBsWPHisuTJ0/GzJkzg94Py7K49957JeO6Gl54R0REiIFnwy5azWm4r9a23AQ6VrGlLSAt1XDux/Lycp9Mgk3xDoyC6fbWEXkfi9raWtjt9oDHSZpMJslFX2uORZcuXcS5RAsLC+FwOALqttVwrFgw49/8laHhvgMJPAsKCiQXy40lDzGZTKiqqkJSUlLALeENu4V7j6Gq74J7NjScp5Tn+bM2Vqu6uhozZswQjzHLspg0aRJuu+22JrvstmQaitmzZ0tuImg0GnFalZkzZ+Knn35qtBWx4XmlrbJTN6yDwbR6t+VwCe/319rflqbOFU6nUzKWuSl2u13S0tyWN33OFR31d5aQQFFXW0LaWGxsrKRVwTtDYbAaXmg1DBK8L3oPHToUVJKUhqnoG5tDrSneF6OBXvh5z3t3NjQMTvbu3RvwtgUFBZILymAC1o7Iu7643W5JVs7m7N+/X5LYpzXHwjuZiMvlCrgc3tNO6HQ6dOrUqcVlaJiBONB60XDqi4aJVD788EP07t0b/fv3x5VXXhn0Ma7HMEybZikNhndQ7nQ6xdbpQNTU1LQqU/OKFSskAdSjjz6KGTNmNDtOtOF5pbk5Hn/44QfJfKE33XQTZs+eLS4XFRVhzpw5jW7fuXNnyXIwn7MgCCgvL/dbxri4OMm0JcHs9/DhwwGv2xzvc0VpaalPMNmUhr8tzZ0rAi334cOHJS157fX9ONvOhd9ZQgJFgSchbUyn00nmaczOzva5WA2U95yLgG/rindXMKvVig0bNgS0X0EQsHr1anFZp9MhKysr6PJ5d6EKdJxcoBf4bTXFRf/+/SX78n7fzWm4brCZSjuahl0H16xZE/C2DY9Fa5LeDB06VDKeaP369c1u43K58Pvvv4vLl1xySavGJBkMBkmG40DKAEDyHWu4D8CT+dL74tC7zE0xGo2SLq1ZWVnt1sLesJ4EMx/nlClT0KdPHwwdOhQTJ04MOgjNzs6WLN96660Bbddwyo6mAs+ioiK8/PLL4nJcXBxmzZqFCRMmYNiwYeLjy5cvlwSn3qKioiQB+ubNmwMe9/nnn39i2LBh6N27N6666ip88803kueHDBki/r1161ZJpuDGVFdX+xy71mircwXDMM2eN+t7PzRn7dq1kuVLLrnEZ532mp4plLx/ZwNtWT/bc5wSEigKPAkJgX/84x+S5RdffDHoZCyCIGD+/PnickxMjM/F/tVXXy2ZFuKjjz4KKOHCihUrJEHtFVdc0aKLeO/shS6Xq9kLnwMHDmDXrl0B7dv7AqK51oumGAwGycXkpk2bsHv37ma3q6qqwsKFC8VlrVaL4cOHt7gcoeZ9V7yx49WjRw/JxfKyZcuQn5/f7L5zcnLw008/icvJyclBTUvTUFhYGEaMGCEuf//99812E1y+fLmky19zE7MHwnu+wezs7GanK8nJyZEEqNdff71PF9QRI0ZIvktLliwJKFnPe++9J+ked9tttzW7TaiMGDFC0uq2ePHigFq8Nm7cKN5kq6qqgk6n8xm32pyGwVsg3ZTXr1/v89k1Nnawvhut92fy0ksviUmXXnzxRcnYwf/85z8+U7XUGz9+vPi3xWLBp59+2mxZeZ7H+++/D8CTHCcvL8+n5W7ChAni3zabDV988UWz+12wYEGbJtu57LLLJN1t58+fH1BX3m3btknmlx4wYECzScCWLVvmkyW4ofLycixdulRcvvjii32ScQG+03e05rejo/D+nT116lSzrZm//vorTp06FepiEdIiFHgSEgITJ06UdMU6cOAAbr/9dhw/fjyg7e12O2bNmiXppvvQQw/5BIcJCQmSZEOHDx/G008/3WSX27///hsvvfSSuMxxHO67776AytWQ92TxAPDJJ580OgalrKwMs2bNCniMivdd3tZm2XzggQfEv3mex2OPPeYzv6c3k8mERx55RDK+6o477mjTrJFtLZDjxTAMpkyZIi5bLBZMmzat0QtrwNPN7pFHHpG0XE2ZMqXVY/7uvfde8W+j0Yjp06c3euG8d+9evPLKK+JyRkaGT9bnlrjpppskF9dPPPEEioqK/K5rNBrxyCOPiN8tpVKJu+66y2e9qKgoXHvtteJyeXl5s9/Jr776CosXLxaXu3bt2iaBdUtptVrceeed4nJNTQ2mTp3aZHBw8uRJPPPMM5LHvOtaoLyTPgGeoKQpW7ZswdNPP+3zeGN1af78+ZLW0euvv15yEyQpKQlPPvmkuFxdXe03ARHguTngnSX4iy++aLa8r7/+uqTXx8CBA33OoyNGjJDMsTtv3rwmEydt3LgRn3/+eZOvGyy1Wi2pA2VlZZg+fXqTSeyOHz+OJ554QhLsPfjgg82+VnV1NZ588slGW8fNZjMee+wxSTbphx56yO+6DW90tGWG5vbiXT94nsfHH3/c6Lo5OTl48cUXz0axCGkRCjwJCQGFQoEPPvgAer1efOzAgQMYP348Hn30Ufz0008+SSMEQcDhw4fx+eef48orr8SKFSvE50aOHNloC8isWbMk459WrlyJiRMn4rfffpNcfBUUFODNN9/EpEmTJBcPjzzySKMJUppz8cUXSybV/v333zFt2jTJxN51dXX43//+hxtvvBFHjx4NeNoX726GtbW1QXWRbWjgwIGSIKG4uBg333wz5s2bJ2lFs1gsWLlyJW644QbJZPDdu3fH1KlTW/z6Z4P38dq2bVujk6tff/31uOKKK8TlI0eO4IYbbsCSJUskF3Y1NTVYvHgxJkyYINnXZZddhokTJ7a6vP3795e0GG3duhUTJ07E1q1bxQtXk8mEBQsW4K677hJbA2UyGWbPnt1k4Hv55ZcjMzNT/NfY9Bg6nU4SZJSVleGmm27CihUrxO+O2+3Gr7/+ihtvvFFyHB566CGfIKnejBkzJImB1q5di9tuuw1btmyRdEffv38/Hn30UUlQrVar8cYbb7T7HHkPPPCAZPzq/v37MWHCBHz//feSVsna2lr873//wy233CI5p02YMEHSZTRQY8aMkSy/9dZbePvttyU3R1wuF3bu3ImnnnoKkydP9tsS5y/gOHz4MN577z1xOSYmxm/Qetttt0l6l2zcuBHffvutz3p6vV7y2QmCgKeffhpPPPEEDh48KHl87969ePDBB7FgwQLxcbVa7TOHKOBptXvppZfE3ixutxv/+te/8Morr0haskpLS/HWW29h2rRpQY3vD9SUKVPQu3dvcXnr1q2YMGECVq1aJWmdLy8vx2effYaJEydKzqe33HKLpLdJU/766y/ccsst+PPPP8XviMvlwoYNG3DzzTdLbhaMGzeu0d4nDZPkLV26tE2z/baHUaNGSVrhv/32Wzz77LOSulBZWSl+BqWlpR1+Tmly4aKstoSESNeuXfH111/j4YcfRkFBAQDPBcTatWvFsSocxyEqKgpOpxM1NTV+Lx6uvPJKvPXWW42OXQkPD8fcuXMxZcoUsbXmwIEDeOCBB8T922w2vxdn9957r6Q1MFhyuRyzZs3C9OnTxWBh/fr1WL9+vdjNzvuCkeM4fPTRR7jnnnua3XfPnj0ly48//jhee+01AMCkSZMwefLkoMo6c+ZMVFVVYdWqVQA8AfFbb72F//73vzAYDOA4DpWVlT6fQVZWFj777LOguwyebT169MDWrVsBeN7bddddh/j4eFitVsydO1e8gGQYBq+//joefvhhcf3y8nI899xzeOGFF8QLt8rKSp/W6aFDh+Ldd99ts3FUzz//PIqKisSW/UOHDuHuu++GRqNBWFgYKioqfMYNP/XUU01OcxGsm2++GceOHcNXX30FwNNFdObMmXj22WcRFRWF6upqn4QeV199dZMtOdHR0fjiiy9wzz33iOPzsrOzcc8990CtVsNgMMBoNPpkntRoNJg7d65P3W8PCoUCH330EaZMmSImfykpKcGzzz6L5557DpGRkWBZFuXl5T715JJLLsHzzz/fote99NJLccUVV+DXX38F4Ak+5s6di7lz5yIsLAwqlcpv3ezZsycOHjwonocadkd0OByYMWOG5Gbcc88955OdFvB8R+bMmYPrr79e/Oxfe+01DB061CcJ21VXXYVnnnkGr732mlhXV61ahVWrVkGj0YifdcOWQqVSibfffrvRm369evXCm2++iSeffBIulwtutxtfffUVvvrqK0RFRYFhGFRWVorvNyoqCsOGDcOPP/7Y5PENhkKhwIcffiipA3l5eXjiiScgl8vF367q6mqfLq3jxo2TJGtqSkZGBo4ePYrDhw/j3nvvhVqtRkREBKqqqny+e0OGDGky6VN8fDyioqLEmyAbN27E4MGDERERAYPB0GyLdEcUERGBRx99VPz9AzzDE77//nux/nr/vuv1erz++uuNtgoT0p6oxZOQEMrMzMRPP/2EqVOnSlo/6zmdTpSUlPgNeJKSkvD666/jww8/bDbo6dq1K5YuXYqxY8dKgoL6/TcMOpOSkvDRRx9hxowZLX9zp40ZMwavvfaaz/szmUySoDMpKQnz58/H0KFDA9rviBEjfO6Wl5WVoaysTJL9M1ByuRz//e9/8cwzz0guNgVBQFVVFUpLSyWfgUKhECevj42NDfr1zrb77rtPUk63242ioiJUVVVJWl8AT0vfF198gYceekjSRZfneZSXl/sEE1qtFk888QQ+//zzNu1urNVq8fnnn2PChAmSemuxWFBaWioJOvV6Pd58801J97+28vTTT2PGjBmSY1H/3fG+8JXJZJg8eTLefvvtZoPvnj17Yvny5Rg0aJDkcavVilOnTvkEnQMHDsR3333ns357iouLwzfffIN//vOfkrHkbrcb5eXlKC0tldQTjuPwwAMPYO7cua26UfPWW2/5tHwCnhsqDeumQqHAgw8+iCVLlkiypzYc8/nuu+/iyJEj4vI111yDK6+8stEypKen45FHHhGXLRYLZsyY4TeB2l133YV58+b5ZLq1WCwoKiryCTozMzPx9ddf4/LLL2/09QFg7Nix+Oqrr3yC3crKSlRUVIjBXkpKCubNm4eEhIQm99cSjdUBl8uF0tJSVFVVSYLOyMhIzJkzB//9738Dzhvw9NNP48477xS/U1arFcXFxZLvXn3d+vzzz5ucF5RhGMycOVPy/TSbzSgqKsLBgweDzrXQUUyaNAn//ve/fTLbG41Gye97VlYWvv7661ZNNUVIKFGLJyEhptFoMH36dDz44IP4448/sH37dhw6dAhFRUViawrLstDr9UhJScFFF12EkSNHYujQoQHP/wd4fvDfffddHD16FKtXr8a2bdtQWFgIo9EImUyG+Ph49OrVC1deeWWLkwk15oYbbsDw4cOxbNkybNy4ESdPnkRtbS2ioqKQnp6OsWPHYty4cUF1/2EYBp988gkWLFiANWvWoLCwEFarFTqdrlUJI+666y7ceOONWLlyJf78808cPnwYVVVVcDqdCA8PR7du3TBs2DBcf/31kqQOHV1UVBR++OEHzJ07F7///jvKysrgcrlgMBj8XmzJ5XL861//wp133omffvoJf/31F3JyclBVVQW3242oqChkZWVh+PDhuO666/zeOGkLGo0Gr732Gu644w789NNP2LJlC8rKymAymRAWFoZu3brhsssuw0033RTSLK/33nsvxo0bhx9++AGbNm1CQUEBjEYjVCoVUlNTMXjwYNx8880+8382JTk5GYsWLcKuXbuwevVq7Ny5E8XFxTCZTNDr9WLCsCuvvDLgGzJnm0ajwfPPP4/7778fq1atwpYtW3Dy5ElUV1eD53mEh4eja9euGDJkCCZMmBDQXKjNUavVeP/997Ft2zYsX74ce/bsQWlpKex2OzQaDaKiotC1a1f069cP48ePF2+4XHHFFeJYxy1btiA/Px+pqanYsWMHvvzyS3H/BoMB//nPf5otx+TJk/HLL7+IN7p2796Nzz77zG9L0qWXXorVq1djw4YN+O2337Bnzx6Ul5fDZDJBrVYjLi4OvXv3xpgxY3DZZZcFfG4fMGAA1qxZg9WrV+Pnn3/GgQMHYDQaERYWhrS0NFx99dW46aaboNPpmhwH2hr1deC+++7DypUrsXnzZuTl5YkZVmNiYtCzZ0+MGjUK11xzTdA3HViWxbPPPovx48fjm2++wfbt21FWVgaFQoH09HRcdtlluPnmmyXDOppSf+7+6quvcODAAVRXV0OhUCAuLg4lJSVIT08P+hh0BPfddx/Gjh2LZcuWYdOmTSgsLITFYkFMTAy6deuGa6+9FldffTUUCkWjwwsIaW+McD6k/CKEEEIIIR3etm3bJGPuFy5ciMGDB7djiQghZwt1tSWEEEIIIYQQElIUeBJCCCGEEEIICSkKPAkhhBBCCCGEhBQFnoQQQgghhBBCQooCT0IIIYQQQgghIUWBJyGEEEIIIYSQkKLAkxBCCCGEEEJISNE8noQQQgghhBBCQopaPAkhhBBCCCGEhBQFnoQQQgghhBBCQooCT0IIIYQQQgghIUWBJyGEEEIIIYSQkKLAkxBCCCGEEEJISFHgSQghhHhxu93tXYSQOF/fFyEdTXl5OR5//HEMGDAAw4YNw+7du9u7SIR0CBR4EkLOCrPZjCuuuAKjR4+Gw+GQPJednY0pU6ZgyJAh6NWrF4YPH465c+e26vUKCwuRmZmJzMxM/PDDD63aF7lwrF69Gv/+97/b5bVDWWfb832db7Zt2yZ+Ttu2bRMfP1fPOZdffjkyMzPxwQcftHdRJFpbrvZ6Xy6XC5MnT8bq1auRnp6O8vJyLFy4sE1fo7q6GgMHDsTEiRPhcrnadN+EhBIFnoSQs+KVV15BQUEB/v3vf0OhUIiPHz9+HHfccQc2bdqE6upqOJ1OlJaWQqfTtWNpyYXonXfeweOPP47y8vL2LkqbOl/fFyEd0cqVK3H06FEMHToUTz31FABPoNiWDAYDHn74YWRnZ+PTTz9t030TEkry9i4AIeT8t2PHDixduhT9+vXD1VdfLXlu5cqVcDgckMlkeOuttzBkyBC4XK5WB54cxyE1NRUAKIglASktLW3X1w9VnW3v93WhoHMOAYDvvvsOAHDfffehpKQEABATE9Pmr3Pbbbdh0aJF+PTTT3HttdciPT29zV+DkLZGgSchJKQEQcBLL70EAJg+fbrP8xUVFQCArKwsXHPNNW32unFxcVi3bl2b7Y+QUKM6e26jz4+UlpZi9+7diIqKwiWXXIL33nsPAJCYmNjmr6VQKPDggw/i2WefxauvvorPPvuszV+DkLZGXW0JISH1yy+/4PDhw8jIyMDQoUN9nq9PeKLVas920QghhJA28/vvv0MQBIwYMQIsy2LXrl0AgD59+oTk9a6//npERERg06ZN2LNnT0heg5C2RC2ehJCQ+vzzzwEA//jHPySP33nnndi+fbu4vH37dmRmZgIAJkyYgNdeew0A4HA48OOPP2L9+vU4ePAgjEYjWJaFwWBA7969cfPNN2PYsGE+r1tYWIjRo0cDAF599VXceOONADyJQe666y4AwL59+/Dhhx9i6dKlMJlMSEhIwLRp09CvXz9x2/Xr14PjOMybNw+//fYbSktLodVq0adPH9x+++0YPnx4k+9/9+7d+N///ocdO3agsrISarUaGRkZuPbaa3HTTTeB4zifbQRBwM8//4wVK1Zg//79qKmpgU6nQ3p6OkaNGoXbbrsNYWFhbbZdoLKzs7FkyRLs2rULxcXF4DgOGRkZuO666zBx4kTI5b4/Kb/99hu+//57ZGdnw2g0QqvVIiMjA9dcc02j79/7s2vJ8Q/2OHzwwQf48MMPxWXvurh+/XokJycHVG+uu+46AG1fZ1t6PAJ5Xw3XW7hwIQYPHuxTtua0pJ7Xc7lcWLVqFb7//nscP34cTqcTWVlZuPvuuzFmzBjxXDFt2jQ88sgjAKTf46bKXP9+vbf11tLPyp/GPr/6MgRi0KBBWLRokc/jrTm+PM/jl19+wTfffIOcnBxYrVZ07twZt956K2666aaAy9aYlnzH26JcLd0+lOfJzZs3AwAGDx4Mh8OB7OxsyGQyDBw4sEX7a45CocB1112HRYsW4fPPP5d83wnpiCjwJISEzP79+7F//34AwJgxY4LevqCgAPfddx9Onjzp85zVasWpU6fwyy+/NHpR2ZyXX34ZS5YsEZdPnjwpXozX27dvH5577jnU1NSIjzkcDvz222/47bff8Nhjj+HBBx/02TfP83jjjTfw5ZdfSh53OBz4+++/8ffff+O7777Dp59+iri4OMk6//73v7Fy5UrJY0ajEbt37xYvQBcuXIhOnTq1yXbN4Xke77zzjk9XLrvdjl27dmHXrl1YuXIl5s2bJ45ts1qteOKJJ7B+/Xqf8mzfvh3bt2/H4sWL8emnnyIpKanR127J8Q/VcajXVL0JdZ1taX0MldbUcwAwmUyYPn06/vzzT8njO3fuxM6dO/HAAw+ErOyh/qxaQqVSSZZbe3ytVisee+wxbNy4UfL4/v378eyzz2LLli3geb5FZW3Nd7y15WrN9qE8P/z9998AgP79++PPP/+E3W5Hv379WnXDrzlXX301Fi1ahI0bN6K0tNRvPSCko6CutoSQkFmzZg0AoGvXrkhISJA8N2/ePOzatUtsJerfv78YxLz44otwu92YNm0aTp48CY1Gg6eeego///wztm7dilWrVuGpp55CREQEAODjjz9GQUFB0OVbsmQJxowZg7Vr12LDhg14/vnn0a9fP8k6Tz31FARBwH/+8x9s2LABf/31F958803xtT/44AO/r/3++++LF4tXXXUVFi9ejG3btuHXX3/FrFmzoNPpcPDgQTzwwAOw2+3idqtWrRIviu6++2789NNP2Lp1K9auXYvHHnsMcrkcpaWlePHFFyWv19LtAjFv3jwx6Bw8eDC++uorbNmyBWvWrMGdd94JANi1axdeeOEFcZvHH39cvCAdO3Ysvv32W2zbtg1r1qzBlClTIJfLcfToUUyePBkmk6nR1w72+LfkODzwwAON1kV/QXFj9eZs1Nlgjkeg78tgMCA9PR3p6elQq9VBlael9bzec889Jwadt9xyC1atWoUtW7bgo48+QmpqKubOnYsDBw4EfZyaczY+q3r1x9zfv7///ls85+h0OsyaNUuybWuP7wsvvCAGZxMnTsTKlSuxdetWLFiwAH379sXq1atRXFzcovfVmu94a8vV0u1DeZ4sKChAeXk5DAYDUlJSxN+/8ePHB72vYPTt2xdhYWFwuVw0xph0fAIhhITIuHHjhIyMDOHpp59udJ2ZM2cKGRkZwh133CF5/LfffhMyMjKEjIwM4ccff/S77bp168R1lixZInmuoKBAfG7ZsmXi41u3bhUfHzVqlOB0On32671tjx49hAMHDvis412+L774QvJcbm6ukJWVJWRkZAgvvfSS37JnZ2cL3bt3FzIyMoT58+eLjz/yyCNCRkaGcPfdd/vd7oMPPhAyMjKEzMxMoaqqqtXbNaekpES46KKLhIyMDOGBBx4QXC6XzzovvfSSkJGRIWRlZQmFhYXChg0bxGPz2muv+d3vL7/8Iq7z+uuvS55rzfFvzXForC4KQmD1JlR1trX1san31RqtqeeCIAh79uwRy/zGG2/4bFtRUSGMHDlSXOf9998Xn/P+PLZu3dpoGf1tKwit+6wae+3GPr+mzJ49W6yP69evlzzX2uO7b98+ITMz0+93TBAEwWazCRMnTmz0GDWlNd/x1parNduH6jwpCIKwcuVKISMjQ5g0aZJQU1Mj9OnTR+jVq5dQU1MT1H5a4u677xYyMjKEKVOmhPy1CGkNavEkhISEyWTC8ePHAQAZGRlBb6/VanHXXXfh2muvbTTbrfe4rqqqqqBf48orr/Q7LtHb8OHD0aNHD5/HL7nkEnE+0sLCQslz3377LXieh1qtxmOPPeZ3v7179xbfV336fcDThQ7wdP3yNzH4bbfdhs8++wyrV6+WdN9q6XbN+fXXX2G328EwDJ555hnIZDKfde6//3506tQJw4cPR2Vlpfh+YmJi8Pjjj/vd75gxY3DFFVcA8Lz/+iRTDQV7/EN1HLw1Vm/ORp1tSX0MldbUcwBYvXo1AE9Ln7+urFFRUXjyySfbuNQeZ+Ozas7//vc/scv29OnTcfnll0ueb4vjKwgCdDodHn30UZ9tlUqlOM9ksFrzHW9tuVqzfSjPD/XDSrp27YqlS5fCarXiqquugl6vD2o/LdGtWzcAnnH4hHRkFHgSQkLi5MmT4hibzp07B739gAED8Mwzz+Dtt9/2e5FfU1MjSU7UWODSlO7duze7TmPZCDmOQ3h4OADPeCNv9eWqf99ms9nvv/p9nzhxQpxgvD4JxaFDhzBx4kQsXrxYEkhERkZixIgR6NKli+S4tHS75mzZsgWA58ImJSXF7zpxcXFYu3Yt5s6di969e4vjnC6//PImk57UXzDX1dXh8OHDftcJ9viH6jh4a6zenI0625L6GCqtqecAsHXrVgCehDoNxzbWu/LKK5usQy11Nj6rpmzZsgWvvPIKAE+A9tBDD/ms09rju23bNgBNH9++ffu2aI7J1nzHW1uu1mwfyvNDTk4OACA1NRVff/01GIbBlClTgtpHS9XXkerqahiNxrPymoS0BCUXIoSERP3E2QDEC+KW4Hkeu3fvxr59+3Dy5EkUFBQgNzcXp06dgiAI4nrefwcqMjKyVevUtzA1fO36C5kDBw7g4osvDqgsJSUlMBgMuP3227F27VpkZ2fjwIED4vi29PR0DBs2DKNHj8bgwYPBstL7hi3drjmlpaUAEHCiDZPJhLq6OgBAly5dmlzX+/ni4mL07NnTZ51gj3+ojkOgZQLar842Vh9DpTX1HDhTt9LS0hpdX6FQoFOnTjh27FgrS+tfKD+rxuTl5eFf//oXXC4XMjMzxQzeDbX2+NaPcWzq+AKe70Z5eXmgxW/1d7y15WrN9qE8P+Tl5QHwZCAuKirC5ZdfHlRG49bw/o0tKSkRxycT0tFQ4EkICQmLxSL+XZ/pNFhbt27F7NmzxR90b8nJyRg2bJgku2iwlEpls+u0pFWsqWQ5zW2jUqnw9ddfY9GiRVi6dClOnDgBAMjNzUVubi4WLVqEpKQkPP/885KpM1q6XXPqs6c21rLQkNlsFv/WaDRNruudyMZ7O2/BHv9QHQdvTdWbUNfZlrbShkJr6rn3383VrVBlBA31Z+WPyWTCQw89BKPRiIiICHz00UeNfk9ae3zrg8O2Pr6t/Y63tlyt2T6U54f6c+WGDRsAwG8rdqh4v1fv315COpqO8wtGCDmvMAwj/u1vXGBz9u7di/vuuw9OpxNarRZXXnklLrroInTt2hUZGRmIjIyEy+Vq8wvDtqBSqWAymXDNNdfgnXfeCXp7hUKBe++9F/feey9OnjyJv/76C5s3b8aWLVtgNptRVFSEqVOn4ttvv5W0ErZ0u6bUXzjabLaA1ve+EG3uAiiYC9hghOI4BOJcrrMt0dp6rtPpYDQam+0aXD8uL1hN1dn2+Kx4nsfjjz+OnJwcyOVyvPvuu412Xwdaf3zDw8NRUVHR5se3td/x1partduH6vxQfywsFgvGjh2L3r17B7xta3lPHeP920tIR0OBJyEkJLRarfh3S8acvfvuu3A6nQgLC8Py5cv9XqB5j2fqSBITE3H06FEUFRU1uZ4gCM1eJHTq1AmdOnXC7bffDofDgW+++QavvvoqnE4nvvnmG8yZM6dNt2soISEBhw8fRn5+fpPrzZs3D3K5HBdffDH0ej1qa2vFMU+NqU8+BXiOWSi01XEIxLlcZ1uitfU8LS0NRqNRbHVqjL9kSd43s5xOp9/tmhrr1h6f1ZtvvolNmzYBAGbMmIGhQ4c2uX5rj29iYiIqKiqaPb7BThWj0+la9R1vbbna8n215flBpVLB4XBAqVTi3//+d0DbmEwmWK1Wn/GoJpMJcrk84J4m3nXV+7eXkI6GkgsRQkLCe97O+rFcwdi9ezcAT7bOxloF6hPfAGjxJOihMGDAAACesVneY10bmj17NgYPHox//OMf4gXIvffei+HDh+N///ufz/oKhQJ33323mCW4/ri2dLtA1I8tO3r0aKPb1dXV4d1338Vrr72Gbdu2oX///gA8Xc4aCwoA4JdffgHguVBqSebjhlp7HFrbUtBR62yoWkBaWs/r1WeN3b59O2pra/1um52d7TeA9O7C2VjG2V27djVaprP9WS1fvhzz588HANx44424++67m92mtce3vqtoU8c3Pz/fb1fjpjAM06rveGvL1dLtQ3meBM50d500aZLf+X+9ORwOzJw5EwMHDsSwYcNw//33i78BDz/8MPr374/+/fvjqaee8js/a0PegWeobuIR0hYo8CSEhESnTp3EBA3NtZb5U9+ikZub6/eir7i4GG+99Za43NTFz9k2ceJEAIDL5cILL7zgNyNmdnY2li9fLo710ul0UKvVKC0tRWlpKb799lu/Fxw1NTU4deoUAE/2RAAt3i4Q119/PeRyOXiexxtvvOE3ycqHH34Il8sFlmUxduxY8f2Xl5fj7bff9rvfX3/9VZx8/oYbbmiTzKWtPQ71da6ldamj1tnWvq/GtLSee28vk8lgs9nw6quv+mzrcDjw+uuv+33tlJQU8fzy888/+zxvs9nw2WefNVr2s/lZ7d69G7NnzwYA9OvXDy+88EJA27X2+I4fPx4cxzV6fHmex6uvvtqixEmt+Y63tlwt3T6U58m9e/eKSY/Gjh3b7PoLFy5EWVkZNm3ahB9//BH5+fmYPXs2XnzxReTn5+OHH37AunXrUFlZiXnz5jW7v/pW8ZiYmBbnVCDkbKDAkxASEmq1Wpx24uDBg0FvP2zYMACelrYnn3wShw4dQnV1NXJycvD555/jhhtukNyRbiw5TXvo3r07brvtNgCeFoG77roLf/75J6qqqpCfn49Fixbh/vvvh9Pp9OmWde+99wIAjhw5gkmTJuGPP/4QL5Y2bdqEyZMno66uDjKZDLfcckurt2tOXFwcHnjgAQDAqlWrMHXqVOzevRvV1dU4dOgQZs+eja+++gqAZw68lJQUXH755eKchPPnz8djjz0mtlydOHEC7777Lv71r38B8AQQjc0D2BKtOQ71mSCPHDmCAwcOoLq6OqiAo6PW2ebe19dff42rr74aV199Nfbu3RvwfltTzwHPZz916lQAwA8//IBHH30U+/fvh9FoxI4dOzBp0iTs3LnT72vr9XoMGTJEfO0XXngBubm5qKiowIYNG3Drrbfi0KFDjc6heLY+q+LiYkybNg0OhwNJSUn46KOPwHEcrFZro9Oj1AeYrT2+aWlpuP/++8XjO23aNOzbtw9GoxF79uzBlClTsGHDhhaNwW/Nd7y15WrN9qE4T7pcLsyePVu8gbF582bxuV9++QUvvviiT7fflStX4qmnnkJsbCyysrLw4YcfYu3atfj555/x6aefomfPnkhMTMTzzz+PlStXNluG+hb8+pZoQjoqGuNJCAmZSy+9FAcOHBDnfAvGk08+iR07dqC8vByrV68WJ5v3NmrUKFRUVGDfvn1BdxcLtaeffhoOhwNLly7Fjh07xAseb1qtFm+//TaysrLExyZMmIDs7Gx888032LlzJ+677z6f7TiOw0svvSTpntrS7QIxbdo0GI1G/O9//8OGDRvErI3exowZg1mzZonLb731Fp588kls2LABa9aswZo1a3y26dmzJ9577702vUPfmuMwePBgzJs3DxaLBTfeeCMAT8tEfZfQ5nTUOtvc+6qurkZubi6A4Mdjt7Se13v44YdhNBqxaNEirF27FmvXrpU8P2HCBCxfvrzR177jjjtgNBqxePFiLF68WHyOYRjMmDEDf/zxh6TLbL2z9VktW7YMFRUVAICKigpcfvnlsNvtTbYyen82rT2+jzzyiHh81q1bh3Xr1kmeHzlyJJxOJ/7666+g31trvuOtLVdLtw/FefLTTz/FoUOH0K9fP2RnZ+PLL7/EFVdcgWPHjmHGjBkYN26cT3fusrIyyXQw3bp1w2WXXYa6ujpJN92EhASx/jTGYrGIc6TW31AhpKOiFk9CSMhce+21ADxJHk6ePBnUtsnJyVi+fDnuvPNOpKamguM4KBQKJCQkYPTo0fjoo4/w6aefinfdd+zY0ehYr/bAcRxefvllfP311xg3bhySkpKgUCigUqnQrVs3TJ48GWvWrMHIkSN9tn3++efx2Wef4aqrrkJ8fDw4joNGo0F6ejruuOMOrFq1ChMmTGiz7ZrDsixmz56NRYsWYezYsYiNjQXHcdDr9Rg6dCjeeecdvP/++5LuslqtFp988gk++ugjjB49GjExMeA4DrGxsbjkkkvw+uuvY8mSJU1m9Wyplh6Hyy67DLNnz0anTp3AcRwiIyObvejz1lHrbGvfV1NaU88BT4D47LPPYv78+RgxYgQiIiKgUqnQq1cvvPLKK43OcQl4LtZXrlwpHm+FQoHIyEiMHj0aX3/9td8grd7Z+qy8A0y73Q6bzRZU19bWHl+WZfHcc89h/vz5GDlyJGJiYqBUKpGRkYGZM2fi448/bvEY4NZ8x1tbrtZs35bnyVOnTmHjxo0YMGAAPvvsM8yZMwcOhwNXXnklnnjiCUyZMgUvv/yyz3bJyck4evSouFxUVIRt27Zh9+7d+PPPP8XHjx8/jvj4+CbLsHPnTrhcLigUCowZMyagchPSXhjhbM00TQi5IN12223YuXMnHn30UTz88MPtXRxCyDkmMzMTgKfl/ZFHHmnn0hDSNKfTibKyMsTExEChUPhdZ9myZVi4cKGYPOj111/HkCFDoNFo8P333+Oll15CfHw8XnnlFYwdO7bJZFRPPPEEVq1ahRtvvNHvmFdCOhLqaksICampU6fi3nvvxYoVK/DQQw+JCUEIIYSQ8w3Hcc1mtb3xxhtRWVmJmTNnwmq14tprr8VTTz0FlmXhdrsxY8YMKJVK/OMf/8Add9zR6H5qamqwbt06sCyLKVOmtPVbIaTNUeBJCAmpYcOGoXfv3ti7dy82bdqEUaNGtXeRCCGEkHbDMAymTJniN1icOXMmZsyYEVAX6B9//BF2ux3XXHMN0tPTQ1FUQtoUNT0QQkLuySefBMMw+OSTT9q7KIQQQkiHFkjQabPZ8Pnnn0OpVFIXdHLOoMCTEBJygwcPxu23347s7Gz8+uuv7V0cQggh5Jz25ZdforS0FNOnT0fnzp3buziEBIQCT0LIWfHkk08iLS0Nr7/+OhwOR3sXhxBCCDknVVVV4fPPP0e/fv0wadKk9i4OIQGjrLaEEEIIIYQQQkKKWjwJIYQQQgghhIQUBZ6EEEIIIYQQQkKKAk9CCCGEEEIIISFFgSchhBBCCCGEkJCiwJMQQgghhBBCSEhR4EkIIYQQQgghJKQo8CSEEEIIIYQQElIUeBJCCCGEEEIICSl5exeAtD+HwwGj0SguK5VKyGSy9isQIYQQQgghpF243W7Y7XZxOSIiAgqFotX7pcCTwGg0oqCgoL2LQQghhBBCCOmAYmNjW70P6mpLCCGEEEIIISSkKPAkhBBCCCGEEBJS1NWWQKlUSpZTUlKg0WjaqTRAfn4+3G43ZDIZUlNT260c5NxBdYYEi+oMCRbVGRIsqjMkWB2lzlgsFskwvIaxQktR4El8EglpNBrodLp2Kg3gcrngdDrBcVy7loOcO6jOkGBRnSHBojpDgkV1hgSro9aZtko6Sl1tSYfDsqz4j5BAUJ0hwaI6Q4JFdYYEi+oMCdb5XmcYQRCE9i4EaV8mkwlHjhwRlzMzMzvUXRZCCCGEEELI2RGq2OD8DKcJIYQQQgghhHQYFHgSQgghhBBCCAkpCjwJIYQQQgghhIQUZbUlHU5ZWZmYSjo2Nra9i0POAVRnSLCozpBgUZ0hwaI6Q4J1vtcZCjxJh1NSUiKmkj4fv3Sk7VGdIcGiOkOCRXWGBIvqDAnW+V5nqKstIYQQQgghhJCQohZP0uF06tQJPM+ft3MYkbZHdYYEi+oMCRbVGRIsqjMkWOd7naHAk3Q4er2+vYtAzjFUZ0iwqM6QYFGdIcGiOkOCdb7XmfMznCaEEEIIIYQQ0mFQ4EkIIYQQQgghJKSoqy3pcJxOJwRBAMMw4DiuvYtDzgFUZ0iwqM6QYFGdIcGiOkOCdb7XGQo8SYdz6NAhMZV0796927s45BxAdYYEi+oMCRbVGRIsqjMkWOd7naGutoQQQgghhBBCQopaPEmHEx4eDpfLBbmcqicJDNUZEiyqMyRYVGdIsKjOkGCd73Xm/HxX5JyWlpbW3kUg5xiqMyRYVGdIsKjOkGBRnSHBOt/rDHW1JYQQQgghhBASUhR4EkIIIYQQQggJKQo8m/DCCy8gMzMTH3zwQZvsr6ioCHPmzMGYMWNw0UUXYdCgQbj55puxYMEC2Gy2NnkNQgghhBBCCOloaIxnI7Zs2YIlS5a02f42bdqExx57DGazWXzM4XBg79692Lt3L5YtW4ZPPvkEycnJbfaa56qcnBxxYHWXLl3auzjkHEB1hgSL6gwJFtUZEiyqMyRY53udocDTj/3792PatGngeb5N9nfkyBE88sgjsNvtkMlkuOmmmzBgwACYzWb8+OOP2L17N44ePYqpU6fi22+/hVqtbpPXPVeZzWZxDiNCAkF1hgSL6gwJFtUZEiyqMyRY53udoa62DWzatAmTJk2CyWRqs30+//zzYtD5ySef4MUXX8T48ePxz3/+E9988w3uuOMOAJ4AdeHChW32uoQQQgghhBDSEVCL52kOhwOffvopPvnkkzZr6QSA3bt3Y9euXQCAG264ASNGjJA8zzAMnnnmGWzZsgU5OTmYP38+Jk+efN7e6QhEr1692rsI5BxDdYYEi+oMCRbVGRIsqjMkWOd7naEWTwCbN2/G2LFj8dFHH4HneWg0GkyaNKlN9r1mzRrx79tuu83vOizLis8ZjUZs3bq1TV77XMWyrPiPkEBQnSHBojpDgkV1hgSL6gwJ1vleZ87PdxWkn376CYWFhQA8dxq+//57jBo1qk32/ffffwMAwsPD0aNHj0bXGzJkiPj3H3/80SavTQghhBBCCCEdAXW1PS0yMhLTpk3DrbfeCplMhsrKylbv0+12IycnBwDQpUuXJu9epKenQyaTwe124/Dhw61+bUIIIYQQQgjpKCjwBHD77bfj+eefh0qlatP9VlRUwOFwAACSkpKaXFcmkyEmJgYlJSU4depUm5bjXFNVVQWe58GyLCIjI9u7OOQcQHWGBIvqDAkW1RkSLKozJFjne52hwBPARRddFJL9VlVViX8bDIZm1w8PD0dJSQmMRmNIynOuKCwsFFNJn49fOtL2qM6QYFGdIcGiOkOCRXXGg+d5gOchiP8LYFgGAi8AAg8Igvg373CAd7kguAUIAg/wboD3/C24+TPb8G5AJocqLtazX8HzeP3zlpJiOMrLAJ4H3G7INGooow0QeB4C7wYjCFAlJYERBNTl5MJZbYTAuyHwPNxmM3ieBdw8BIEHw7Dg9DoIggCnqRrm2krY3A7wvBu81Q6lnYdcABhBAMAALAdeYGB1uVHhFGDlBTgFOXgwSBuYiTCZGhwjh9stgOcF8G4BeSfLkF8uwAUWKqUJA28ajshBg9r7o2tzFHiGkNVqFf9WKpXNrl+/js1mC1mZAnH8+HF06dIFYWFh4mN2ux1HjhwBAERERCA1NdVnG4vFAgDo3bu35LmKigqxFTclJUUShLvdbhw4cAAAEBYWhvT0dMm2J0+eRG1tLQCgR48ekMvPVFmj0Yj8/HwAQEJCAmJiYiTb7tu3D4IgQK1Wo1u3bpLnCgsLxRsDGRkZktZuk8mEEydOAABiYmKQkJAg2fbQoUPiD0n37t0lzxUXF6O8vBwA0LlzZ+h0OvE5m82Go0ePAvB07U5OTpZse+zYMVitVjAM43MzpLy8HMXFxQCA1NRUREREiM+5XC4cPHgQAKDX69GpUyfJtrm5uairqwMA9OzZEzKZTHyuuroaBQUFAIDExERER0dLtt27dy8AQKPRoGvXrpLn8vPzxZskmZmZkjpeV1eH3NxcAEBcXBzi4uIk2x48eBAulwsKhQJZWVmS506dOoWKigoAni7qWq1WfM5qteLYsWMAgKioKJ+eBC6XC3v37gXLsj6Z4crKylBSUgIA6NSpE/R6vfic0+nEoUOHAHhuAKWlpUm2zcnJgdlsBuAZB+7dbb6qqkocI56cnCy5uOB5Hvv37wcAaLVan8mg8/LyUFNTAwDo3r27JJt1bW0tTp48CQCIj49HbGysZNv9+/eD53moVCpkZGRInisqKhKHC3Tr1k0yN7DZbBaHAERHRyMxMVGy7eHDh+FwOCCXy33GpZeWlqK0tBSAZ3jAuX6OADyf/bFjx+gccYGcI44ePQqbzdaic4TT6QTgqZMN0TnC43w7RzS8jhB4Hm6LBU6TCUU5J1BTVgrYHUiIiYVcLoPgckPg3bBbrCgrLYWgDwMTHg63XA7zyZOAAAgCj9ycE7Dt3wfW4UC4Xg/B7YauazoU4ToYq6pQW1MDRqNBp/79oJJzKPphJQQ3D5fLiTpjDXizBTKGhZJTQODdkKmUYJVKmOvqwFtNgNsFpUIJ8G64TFbwbvfpf55ZG1iGBcMwnoBPEABBgNvthixCB+1FPREWpjsdyHmer62thWXPPvC1Z65r1bE6KKM14F1uuFxOMEoOhl5pUHIc8n7cDWetHZ43jJBxKhkImYmI0+ghYxjxcbvdgZrcfLDVDvGx2jAWiGYQ6QBYQQY3I4cyTg4eMhQVKuCwaOFmObhZOSAABlspeIaFAAYCw57+m4VRHYdqdQJ4RgaeYcEzMjAQIIABz8rhZmTgWf8zUzC8CzW7chDBqaHwOke43TzKzTJUyz3nqzo38Nfi7RgwaFC7nSPqf6faGgWeIeT946RQKJpdv34dl8sVsjIFwu12+0wpIwhCkz+6LpdLfL4hnufF5/xNVVP/XP37Tk5OFrsZVFVVic8LgvTs5V2mxvYrCILkR8ZfeVuy30Dea1P79fcZ1++X8Tp5tsV+2/Kz8eZ2uxstk/d+/dUXp9MJl8vld9xzU/ttrB7W15lTp07B6XQ2u9+m6vfZPIZN1cNAjiHP85IgoV5LjmHDMjXcruF+2/Mc0dh+g/kuJycni4GPv3LROcJ3v+fyOcJ7vy09R9TzNyyHzhG++23vc4QgCGAYBk6nE47TN/QFQYCzthbGPdlw22wwVVXBWlwCvrIKhSyDEl4Ab7OB4WQQnG6YjdWAzQqTy41ylxuC0//1Wa7fRwF5jA6K1CRwnBxFezZ7WuQEAc66OjgP5kFwA/VNDbU7NkJ+Ov5nAcjVQNWBbyHwQMkO3327ANgbeV0A8H8kPRqbNLBOXgNz6QlwdeHS9S1W2OxWcK4zW+Y7zODqzEi0u8EAYG2AK6ccLgAWJwPOT/1ojACABwsXy8HFKgCGOR3YyeFm5eAZGdysHC6Gg5XTw83K4WbkEFgXlK5aOO0RkDEseIEBDwYOpxv5uhTUhceCZ2SSwBFqr/Nn7en/9af/nSZ32+GuOei3rCZlJOpU0X6fa/Z9Muzp9+vnuyNIz0kW4cxNkPY4R7Tl1JLeKPAMIe+7u42dTL3Vjwdt7zk8ZTKZz48ywzBiufxVULlc3mi5WZYVn/P3Y1//XH2A6H03uLa2Vny+4cWWd5ka268gCH7L5V3eluzX+//G3mtT+/UXDHMcB5fL5feisjX7bcvPxptMJmu0TN779VdfOI4DwzBB77exelhfZ+pbqPy9F+/9NlW/z+YxbKoeBnIMeZ73W66WHEPvMvE83+xn057niMb2G8x3OTIyEkVFRXSOwIVxjvDer9vtbtU5QqPR+GxL5wjf/QZ6jhB4HrzdDpjMYI3VEKx2VGMXXGYzXBYreKsVdZWVcFdUQpaeCpvbDWNhIXinHYLdDpfNChw/CvvGv1Du5lHOe7pkhmfFgpUBTpsdMrcLXLQGpfvDYa8woeSvEp+yW3weaT0r7wR4O9SMDIL7zHUgwzBwsgzk7jOBwkmVHBqlgER7gwDB9+seMnYGcAhOePcTEARAAAuLTANGoYCbkcPNcqiQqyBn3RBkAnjIIbBysFY53JCjQq+AXR/mCR5ZGRQuK2LMBacDQAYCWDEYLNN2Qq0qBvBzXmsO57Yigi9AtUsNudf2Lt4NJ6uCQ+77XQ0EzzSeDJQRWhGQMSwai8cdkPaMFJgz35H2OEeEajoXRvB3y4pg27ZtuOuuuwAA06ZNwyOPPBL0PnJycnDNNdcAAO6++248/fTTTa4/fvx4HDlyBHq9XpyG5WwwmUxi9xfA0yXKu/sXIYQQQog/vMsFZ02N55+xBo6qaphycuCqrYPbboPbZodMrYbgdMBtscJlNsFts4K32eG2OxptRfRHlx4DVbxvl3ne5UbV30ckj2liAO8ej4owQBkOOC1Axf4Wv92gVMVwUKXFI5UL83nu1M5DUDjOXIIXJsqhUQGpNs/xkKsAdbQn8Cvxc0koAGI3UIFhwZ8O5uqUkbDLNKdbBT1dRzm3HQIrOx00nm5JZORwyhSwy7WnWxdl4Pg6hIfXIEqm8XQdFRgIpyPfE7U6WOURLToOKmcdEuqO+32uUpPsCTxbQO62I0pTgAiZEnJJsMigqIaFUR7fov0yghuppgOQ1XdJZgCWkwNgUA0tKrimE4b6JQhgwCMppgyRKhW0cgVYGSBjGLCMgJ1HLahjzhwHGW/DM+/c1KLyt4VQxQbU4hlC3mMb6vtfN6V+nQt5ADohhBBC2pfLZoOt6BTsFRVwVFTCWVeH8It6gbfb4bJY4KytRliXNHA6Jco2/I6CpT+flXLxjQxFYvy05lgYgGMB5ekGqvpmFsZ31dZhPP8YAE4WcDMMBMYTGNqVLOQqOWRKlSd8Ox3EAAzsWhnMSgE8AzhZBao0ejgUMigZORxQwSFTwWVWwSaoUJ6ug5XVQQAHgZFByVcjRqiAVqbw7FIu9wRGDIOj5jA40bIAwS4DFFEc5Jqo0wEXI5ZbyKlruv9uEywqDnWdUpGsjQYnk4NhWTByOcAyKD9RCTR/ieyXUyGHulcPRGiioJBxZ1pNGQbGE2Uwnmy+HZthAE4hg1vgwTAAK2PAymXoPGECtCoNlHLO85iMhUzGwFhtRv7JKnAcC4WSg0rJQa9XQxeuBMfJwClk4DgZ5Kf/ZhhAqeLAcdKKZzQawTAMwsM93Zotny/E9kNnnpex7TvsLlQo8Ayh2NhYaLVamM3mZqdIcbvd4kDehgP5LzTe/cpD1dRPzi9UZ0iwqM6QYJ3LdUbgeTiNNbCVlcFeVgZHZRUcVVUI69kDjMDDZTHDbTbBbbHAbbXAWlKMqq17JPuo3rzck0n09FixOgPAaQFb9dl7H1a3CzLeDSUrvYhnGMAlA+RevVSLFBzC5TziHacfPP3xsTKgVs/CpGDhlDNwyllEOAE9p0akSgOWk4ML04LTayBTKvBL5X4c08jgkDNwyhmkOAV0hQxDWTUYpQKcPgoyjR4Mp8BiawH+tJRC7lJC7lAhURGG3oldwcX1A+9m4HQDThfgcgM7K7PgMAOsW47T4R3KHUBufW9JHmcGcTYIli16LezdYtA5RprQCwCYrcfOjF0MEqPSwJCSBE1YrE+3TY2xALaSliW/VCu16JqZ5Qk6G+w3skYBU02V70YMJIFc/f92mwsyOQu5nIVKzWFQ706ewJD1BIb1AWJ8ahSqKyxQKGVQKOVQKOTQhSmh0Skk+2NljN/hC00ZMDS9+ZWaUF1djX379oFhGPTu3Rvh4eEI56RdbblQZmVqRxR4hliXLl2wd+9eMUNcY06cOCEO/G2YWepCs3//fjEjZMPMdoT4Q3WGBIvqDAlWR6szvNMJp9HTxdVhNMJprIG9ogLWU8VwGo1wVFfBVVcHt8UK3uHwm11UfywbigjfbqC8xbeliLc54B3v1Q91Y0NxJelpbINNzsApY+CSAW4ZA6uGR5QG6KIKA8Myp1v6FGAVCuTU5aOEAxwc4OBYhIepkKUJR4wqBqxSCc4QB05vAMMp8EPhZuyoyRNfLjM8GUNS+mNE1+EAKwMjkwOnu1kKW/+H4qM7wNlV4JwqWJUJMEWm4ISuMywmByxmB8zlnv9rq2LR0wExkHTrTSgzy7G1qMQnc7NCUMPtblmrVrQ6EhlR/hspwtU6lNeaWrRfHadFoj7O73NqhQr1qZBYGQOZjIVKJfe05ilOt/BxMnAcCznHwmJ2Qs6x4DgZNDoFsronituxMgYy1vN/t+5xsNucUCrlUJzen0olP91a2PIBri3oDHtW1Aed9Tey9u7di969e4NtOJj3PB0JSYFniA0cOBB79+5FZWWl35T99bZu3SrZhhBCCCEXHmdtHayFhZKA0lZaCme1EY6aGrhqa+G2WuG2WJvfWTN4uw2Ab+DJqnyngBN4SFre+NMNid7jKFnOE4iyKjVYtQYyBQeWk4EL10GuVYHlZNhQeRinNDLUKVg45AwyLTxSGRl6ytWQa9XgouLB6aPAqrV4u3IPjtoqxf33iuiEQan9kNZ1BBiZHIxXJGxMAfYU7BKXs6K7QpFyMRIzRkneh9vNQ1teCE1tHTiHCnKnErw1DDVKIIc1welwwenkPf873Kj6v3Bk2UdL9lEEN4pwzM8RZSThg0FmQFwj0+mplUpY61rYnVLwBG4+r84wUKrkUKrkkMlYsWUwLFwFlZrzaUGUyRhYzA5wCjkUChl0eiXSukR5gkPWK0iUsRh4aSfIZSw4hQys7Nxq8e8oGgadgKfHY3FxMRh5gwQ/rQi6OzIKPENszJgx+OKLLwAAixYtwosvvuizjtvtxuLFiwF4xoUOGzbsrJaxo9FqtXC5XH6zdxHiD9UZEiyqMyRYLa0zvMsFZ20dag8dgqOyCs7qarjMZsSOGgne6QTvcIC3O6Dr2hmKcB3Kfv0FJ79aEpo30bBsdv+D9hhW5pnTQwAY1tM9Va4A5BrPMsMCMgXAyDgoonU4OE6Bo1oZqmUCLODRRxOHAcl9MSyxD1hOCUau8ASKcg6Ff3yEQ5UnxNeKjeuObsl90LnrCJ9yxGypwdH8M4GnQ8bCwQAs5xvMKWp1CK9IAudQQu5UgimMxMlcO77982+YzQ6xddJmdQLQozOGitsa3EpERsehKN+337BWpUKtvWVdTAXeM1We32zGSj8ZgzkWWp0SWp0CGp0SWq0CGp0CKjUHl9MNnV4FtYZDmF6FqFidp2upVxdTlmUw4qoLu9dcR1VVVSXOm+ktJiYGGRkZ2JtXBu8+0qycAk/SAn369EG/fv2we/dufP/99xg6dCjGjh0rPi8IAubMmSNORn7bbbf5nSPsQtJwclxCmkN1hgSL6gwJVsM6IwgCHJVVsBYWwnqqGLaSUuh79QDcPNxWC1xmC9xWKwS3G86aGpT8vFayvaPsKASHDbzDBsFpgzIc4JR22IwhfiMswLIAIwfkWjlUcZFgOTlkSgVYtQZyjQYyrQan4h04qXKjSM7AyPDoro5BZngy+if0gjzMAJk+GqxSA4ZhcGrjO8grOyq+hDPMAHdYBJRxnXxePkobBXgFnlaXDVan/xkpI9URgMCAcyihcmoBjoPLzKCspBYOuxt2mwt2mxNVFRbUbQpHiqOvZPvyUy6Uo7TZQ6KAAio/wSzgSTzTUjKZHInJ8eA4GRSK062Np1scI6O1cDhc0OvVCAtXIdyghlrDtap7KemYmgo6u3fv7n/M+HlaDyjwbKXCwkKMHu3pgpGUlIQNGzb4rPOf//wHt9xyC5xOJx577DFs2LABw4YNg81mw4oVK7Brl6drSKdOnfDAAw+c1fITQgghxBfvdMJWUgJz7klYi4thLyuHvaISzupqOGtq4KozQWgwKbvTVAuFXgfe6YDgOvPPWePbkmY/lScZM8nbAShbMGaSOd29lQNknKcLLCs73e2VA+QaBRSGcHBRkVDFxgKGSJQrOZSwbjC6aITFd0VyVCfPuEYvG+r242jlCTEpT6ROi9T4VGi69PUpgkEdIVluMpjUSNe12ZyorXDg6IES1NbYUFNt9fwz2lBVGYZeddeI41NT0g2I1EbjYEWxz35VagWcjpa1TDod7kaf8w485XIWCqUcEZGeYFGrU0JzulVSq1VApeHAgIE+QgW9QQWlkgLJC11jQWdsbCy6d+8u1o/KgiJ4d3t32lsxX2gHRoHnWdCzZ0+8++67+Pe//w2LxYKffvoJP/30k2SdtLQ0fP7559Bqte1USkIIIeTCIAgCXHV1sJdXwFZcDEd1NewVlZ7gsrwC9opyOKuNQe/XmnsQQly0z+MM53u51XDMZH2yHhl3unsrd+YfI9eCVesgUyvBaVVQxUVAkxwPLiIc1hM7wcjkkGvDIQuLgiwsEtBHQx2ZAM4QJ+mW+safn2Jn0VYIpyO5vvE9MFCjRadY3+yosdooT+B5mtlhhcXpf1xpZIPA0+a0w+52wM27IWNl4N087HYXbFYXZHvjcWnJDbCbeTitPNwuAbkAcrGjkaN6hsPe+JhIpUqOuiCn5eA4GRQqOcL0KkTH6CQtkpxSDo5jkdUrHnJOBn2ECgoFXTaTwFVWVuLAgQPNBp0AUFpjgXfg6RIajPk8T9A36Cy54oorsHr1anz55Zf4/fffUVJSAoZhkJ6ejjFjxuDOO++koJMQQghpY5bCQlT+tcUTUJZ7AktbWRkEZwsnJWyC2+a/lY+VycSWTEbmaaGUKQG56vTUjqxnGfD8nzQiAnJ9FGT6aMj10eAM8VCn9fR0bVVqwCpUYmKdzanJ2FNyELnVBTDWnUI3ZTou5vS4IjbVpxxKGScGnQBgdlphdvqf6zBWFyVZtjgtcLidcLgcUMgVAAC7zYUaoxXxpjSM5sfBXisAVg5xQhi6xiRiz7ZC2G0uOBxnAsaSXAvqalp27G3WxgNPlUouJs1Razmo1Ryi48IQHqH2tEjqFKdbJ5XQaDioNArI5ZQkh4RGZWUl9u/fD6FBdlp/QScAOITzc97OhijwbMTgwYNx5MiRZtdLTk4OaD3AMz/nM888g2eeeaa1xTuv5eXliQkc0tLS2rs45BxAdYYEi+rMuY13uWA+kesZW1laCntZOeLHjoHgdMJts4G32aFOSoAmNRW2U8XIXxzaZD31waRczUKdEAVWwUGm5MAqODCcDKxcBoWiEIK1FoyM87ReavSQ6QyQ6aPA6WOgiOsERUwK5GFRYOQcBEFApaUaudUFUMg4GBRypIbH+Lz2loJd2Fa4W1yusdXB5GgkmNRKW2PNjtPBpNsJhUzawpISloRMTSZYiwI6ZwTCygyAMRJLt+5GndGGGqPtdKKehpxQup2oNfgPwlvSMgkALMuAZT1zLiqVcjF7q1LFQaWWo2efROj0Sqg1iuB3HiJ0nrkwNRZ0xsXFISsr64Lufk2BJ+lwampqxLnSCAkE1RkSLKozHZfgdsNeUQFLfgE4QwQgAG6zGS6zGS6zBbzdBke1EUXLlku2k2nUkGs04jKrVECTmgouMqJ1BaofQykHWIUnm6tM4WmtlKsAmQriWE1FQhS0nZPAqk53jVXpwKp1YFU6hPUY6mnF1IY3+5ILdn+PX3P+gMPtCewyo7ugf+JFSAlP9LloTQiLlSzXB5NOtxNcg2AyTncm8ORYDkpGiVhlNKqqTIBTBpvFk/XVanFix7oacNWeLrhWAFa4UYbygA5Zcy2T/mjDlAiP8CTZCTdoxL8ddjfCDSqEGzRQqTkolXIw7Llx4U7nmQtPRUUFDhw4EHTQyfFuKFxnbhjJhJaNV+7oKPAkhBBCyFnDO52wlpTCWlgE26ki2EpKPV1gKyrhNNbAZTKJk6dHD7sU6mTfqeAZudyTmtVr7JTLbAbcdrjqKuA2VcNxahdM27+EvexUk+VhFXLIdRqoYiPAhWngrskDA6sYYPpL9sMoNeAi4sAZ4iE3eP7nDPGQ6aPBGeLAML5dOE/VleJI6QEcrTyBElM5YrXR6BaVjiu6+E6hJmdlYtAJACaHGQ63E3a3Ayq5NPtqgk4aeNaPwzQ7LAhThKGm2orqSguMVRaYTmkwqvhm2OrcsJqdiIkPA1gDDqPMpwytyeZqt/kPPOVyGRKSI6DTqxAWrkJEpAaRURokJIdDH6Fu8esR0lFUVla2qKWzs0EF/tCZHpQsc352vaXAk3Q43bt3hyAIF3RXBBIcqjMkWFRnQsdlsZzOAFtxOllPufi/rawczmrfDK+N7sts9v+EwEOmVMBtPdMqULt7Iziv2cjcKoCN9oyfVBo8SXvE1kpDHJQJnaGIDINcq4ZMxYE5PaWB+bAFzvJ8gJVBpo2APDwanCEBrCEB8qgkKOPToTLENVp33LwbMj9P/Xr8D6w6ul5crtHXIUpjkIyZrBffIJg02T3HweQw+wSeiapEDNFcAncNB7VdB1m5CqYCFRb+uAM1RhsEXnoR7M1qdjT6XGMtk/5ow5SQy1moVHJPy6VBjdT0KKjUXt1hVXLIuZYHs+ciOs9ceDIyMsDzPEpLPdP4xMfHIzMzs9k6oJVLp1KUn6d1hgJP0uFQlxQSLKozJFhUZ1qOdzhgyS8QA0l7eTlMOSfgKK+As7YWvN3/2L6WcFksENwu8A4beIcVgsMK3m6F4HYCgh3M6fkoWfnpoFJ1OiPs6aywgCd5T2Q36X7lBha6zBQAAKtQQaYOA6vRQ6bRQ53SHaxGDy4mBSzbdKBUaanG/tIjyC45iPyaIhjUEege0xU3ZI3xmZsvvkGXWJOjPpi0ILJB4Jnota5MkINzqaATwlBdYYEdDKwWJ2xWz7/tf56EqdQAwNMlFrCd/tc8/2M0PZQqzwFkWAYqlRxqjQJRsVokJkcg3KCGPkLt6QIboYack1GA5QedZy48DMMgKytL/DuQoNOzboNeEufpV4kCT0IIIYQAAHieh724GJbCIigiIyG43XBbLHCZLVBEGhDeswcshYXIfmJG6AvDAM6qU3AZwyBTKsBpOMgMWrCKCLCcDJyqEkJdKcAENte6PCIOipgUcNHJkOujoc0Y5Bl/ySmb37gRm05uxZJ9Z6ZHMzus6BaVjlp7HSLU0rGcDcdi1jnMEAQBJocZkZoITzKhMjPyTlSiIN+MYXk3wlrngsPqRkSkBpqweBSdMgOQtgIrg2iZbMhmc4HnBcjlMqjUcqjVHFQaDmqNAt26x2L0tVkIN6ihVHFgmxlXSUEnIR4Ng8+AtpFJb3Kdr98nCjwJIYSQC1T9fJaWwkLkfDQX9rIy8A5P98vYK0ZDGX1mSg3B7RlzpIzxzazaEgwnh0ypgEwlB8sxYBg7WNYGuRKQqz3TiijjDdBmdfG7vTIyEnZzqe9+5QrIw2PARSdD06UfFLFpUMSkgFUENobQzbtRWFuC7JKDOF55Ei7ehV5xmRjRaQi0Co1k3XRDimTZaKuFIAiottX6DTzjtNHQKjTQK8MQp4lBOtMVebtN2Jq3A/m5VbCY/Hd9tTbRMqlWN9+qplTJYYjSwBClgUwug1arQGSMFjHxOsQn6KFUc+fthS4hodJUK3+w3ye5VnpuaRiIni8o8CQdTm1tLXieB8uy0Ov17V0ccg6gOkOCdaHVGUEQ4KioABhGzBprL6+Eo7ISvMMBQRAkQScAuC1mAGcCT7fZk3FRrtOBVanA25ruzsmFh0MZGwNlTAwUUQawrBNw18BdWwrBWgnwJrCyphNouGurGr24k4dFwRUWCc4QD0V0KhQJnaFKyYLckODTzTUY2wp3490tX4jLSpkCaRHJKCgvQrw2RlJnOhukc2W6BTfqHCZUW40+QWk4p8ejXabh+KFyFO6vQmmpCUWunIDKZLc6Gz0OqtOBp0oth0arRFi4EjFxYUjrHIWIKA0ioz3ZYCmwPPsutPPMhaSsrAx5eXno3bs3lMqW95poTMMERecLCjxJh3Py5Ekx/Xjv3r3buzjkHEB1hgTrfK4zgiDAUVkF0/HjqD10GHVHjsKSlw+3xYLw3hdB36O7zzYMw4AzGGAvPdOC6DJL54J0WSxi8KNOiIezzgTV6cBSptOBVXBQxcdBlZAAVXQ4WBkPt6kKNTvXwprzM/jTF1IMTneNDeCGPm83Q3BYwarDPIl+wgyQ6SI9819qwsA0MwbTm5t343hVHg6WHcWpulL0ie+BrOguiNZGStZLbxBM2t0O2Fx2HMk/BrOiVlJnwlV6dDakgpNxiFSHo7MhDf0TL0J8WCwEQYDZ5EBNtQU11Vb8/ddJ5OVUBVxeb4LgyRQbpldBreGgUnNQqRVQazgolDKMub4nNFrFOTPNyIXifD7PXMjKyspw6NAhCIKA7Oxs9O3bFwpF6+aPLS6vQpU6UVyWo/HEX+cyCjwJIYSQc5i9sgqm4zmoO3wYdUePwXLyJFwm/9lgHVWNBz6KSK/Ak2XBsCyUMTGQazWQaTz/IAgAw6DP22+KWWDdNjNs+QfBckq4aivgMh2DtcarJZPnxelRAsHIFVDEpUOZ0AWKmGSoUnuBi4wPKshsqLCmGLPWvSqZoiRCpUe0xuATeMbpoqHmVLA6z7ToVltrIHcD8HNt+dpVTwEAzCY7ThwtB1+lxOGcEtQYrXA63eJ6urDAWkXCwlVITY+EUiVHWLgK0bE6xCaEIcKgBqegyzZC2pN30AkAFosFe/bsQb9+/VqVTKq4xowadbK4LHfTPJ6EnBXx8fFwu92Qnaf920nbozpDgnWu1hlHVTVMOTkwHc8R/3dWG4Pa3h+ZRo2oIYMQOaA/9L16Qde1M1i5/0sEV005bAWHYSs4BFvhITjKCsBwCugHX+d3/kpZWKSfvZzGsJCFRUGd3huq5MzTwWZKcC2ZbjeOV5/EwbJjSDekIFYXjcSwOMk6cbpouAVe8pjRVotqW43P/liGRWdDKk7VliJcFYaU8EQMSuqDKCYCWplarDN1NTbkn6jCoX3FKDhZjboaz4XikBHpUCh9j53e4H+MqSFKg7QuUUjrHInUzlGIiFRTt9jzxLl6niH+lZaW4tChQz6PR0REQN7I+TJQdt7d/ErnAQo8SYcTGxvb/EqEeKE6Q4J1LtQZh9Hoack8egymI0dhyS9ossUyEILLBd7lgiouFsroaCiioqCMjoJcq/W7Ps+7Yc8/BMuJ3bCfOg5ndQnctRW++3XawVtqIdNG+Dwn00V4+tYKAmTaCHBRSVAmdIYqtSfUqT3BqjQ+2wTC5Xbhxd/eRU5VHpy8p4X1ii6X4eKEnj6BJyfjkKpPRK6xQHys2lqDaqtv4AkATw2fBoXsTOuFIAiorrQg/0QV8k+UIe/EflRXWvxuW2O0IiYuzOdxjpNBG6YAAwaxiXqkpkcio0cs4hL01EX2PHUunGdIYBoLOpOSktC1a1e6WRQgCjwJIYSQduYw1sDs3ZJ5LKfVQSbDcVAYDFBEGqBOSoTh4n7QdusKZVRUo62ZvNsFe/5BmI/vhK3gEJzlBRBcgY01ctVUSAJPVqmBPMwzHlMZ3wWq5EzIdRGNbt/kvnk35A1aQeUyOaqsRjHoBIBqqxHV1lq/++gcmYZcYwG0nBpxuhhkRKWjZ2yG36Q9HCNHUX41jh4oQ96JSpQV1zU556W3mmqbJPBUqzmEG9QIN2jQf0gadHolXaQScg45G0GnzMU3v9J5gAJPQgghpJ0de+c9GPdkt3h7T5AZAUVUFNQpydB17gJtp1QoIg1QREaCbWTskSAI4K11cBnLYC06iuoNCyG4AguwJK8v48BySk9WWX0M5GGGgKcvaYjneRypPIGtBbuwv+wILorLQmdDKoZ3GuyzbufINJSZK8XlamsNaux1cPNuyBoEqjf1vAa3XjQeeqXO74WizepETbUVFeVmrFyyBw5H8F3fWJaBTMYgMSUC4QY1Ik7PgUkIOTeVlJTg8OHDPo8nJyejS5cubXYTKZJlcNJrWSYEfx4+F1DgSQghhISIs64O5pwTMB3PAVgWCddcDVddHZx1dXDV1oEzGKBNS4Wua5eAA09WpYKuS2founaBrksX6Lp2gQCACwuDXKcVk/74w7tdcJuqwZtr4Kwph6umDLzDMzZREPiAU/izah1UyVlQpXSHKiULyvguYORtE2A9v/FtHK44M81ImEILvVLnN5jsYkjD1oJdAAANp0aESo+MqHS4BR6yBmlzozQG8W+n04Xaajvsdk+wWVNthc125kKPU8oCCjyVKjlS0iOhD1ehU5codM2KhUpDgSYh54OzFXQCgEYuPW+zNJ0KIWfH/v37xfTjvXr1au/ikHMA1RkSrFDWGcHthrO2FmW//Y68BQvFx2UaDXi7XbKuJjVFDDz9YeRyKAwR4CIjoc/KRNxVV0CdmNhkcCktiwv2khOw5e2HNe8gbAWHoErtDmViN9/XYljI9dFwVZf4PMeqdFDEpkKVdhF03YeCi07ym0goUG7ejTqHGREq37kNu0Z2kgSepeYKuHg3Kq1GxGqjJOsOSemHlPBEJITFIl4X0+iFoNPhxsmcShzaW4yivGpUlpsRn6xH1yz/Y/DCDWqY63y7GCtULGLiVejVNx1pnSMRm6AHS+MzSSPot+ncdTaDTgCQXSDd7ynwJB0Oz/PiP0ICQXWGBKu1dcZlNsOUcwJ1R44gcvAguC1WOI1GOKqNcNXWQuB5OIzSxDVuiwVumw0ylUp8zFlbBwDQde0CVqmEtnO62JqpiDTAbbNDnZgIVVws2ADmieOddlhPZMNefBz24uOwFRyB4JSm5XebjI1uLw+Pgau6BKw6DMq4dKhSe0CTORCKmLRWXWi53C4cqjiOP/P+xsHyY9ArdegT3wPjM6+AilNJ1u0d3x2rjq4Xl6ssRjjdTlSYK30CzzhdDOJ0MT6vZ7M6UXCyCnk5Vcg/UYVTBUbwvLQFoaba2mh5wyPUOJVfA6VKjpj4MKR0MkCmMkFvYKFQKNC7d3pLDgO5wNBv07mpuLgYR44c8Xk8JSUFnTt3Ds0YbebCyHxMgSfpcFQqFWQyWavmQyIXFqozJFjB1BmXxQLTseOoPXQIdUeOwZKXB0flmcQ/tuJSKGOifbbj9GFgZDII7jNdNh1V1VAnJpzZt8kEQRCgiI7GkG8WgWnBtAtOYxnq9m6E5dgOOMrygGbS8ruMpT4JdViFGlxELFTJ3SG7crJnSpM2vLj65fgmLNyzVFw22U3oE98DpeYKpEUkS9btHtMNclaOCJUeiWFx6B2fhaEpAxDt1VW2obpaG47uL8WJYxWoLDOhvLSu2alDzXUOOJ1ucNyZY85xMoQb1EhNj8IlI7sgMSVCzDh79OhRsfWKkEDQb9O5p7y8/OwHnUCbDVXo6CjwJB1ORkZGexeBnGOozpBgNVZnXBYrzLknUL0rG6Zjx2AtKGw2u6yjqspv4MmwLDiDAc7qanAR4VBERkKmVoFhWch1OsjDwsDpwwCe9wScQQSdtuIc1GVvgPXEHr9dY5vC2y0A74IioQu48FjII2LBqvwn3AlGra0OFqcVYUodtArpFCkXxWVKls1OK0wOM0pNvoGnUq7Ap+NfhV6pa/S1XE43amtsyP67ELu358NUa2903aY4bC4kpUQg3KBBhEENjU7R6HGg8wwJFtWZc09ERAR0Oh1MJpP4WGpqKtLT0ykbdRugwJMQQsgFiXc4YM496Zkn8/hxmI7nwFp0Cs02lTXgqKr2+7hcq0XSjddDFRMDLiLCE2iGhUGmUQc8RrOeIAhwm4xwVhbCWXkKdft+g73oaMDbczEpUKf2hCq1B1Qp3SHTGVp9EeVyu3Cg/Cj+OLkNB8qOocZeh/GZV6JvQk9kxUjHrKaGJyFcpUeN7cxUJ6WmCnQ2pPrdt7+g0+l0w1hpQcXpFk2eF1BRXhdw0MmwDGLidIiI1KBTlyhk9IyDIUpDF5OEEBHHcejTpw+ys7NhMpnOWtBpd7uaX+k8QIEnIYSQ857gdqPu6FFU786G6dhxWPILPC2ZrRl7xbLgIsLBheuhiDSAi4iAIiICnMHzfyBjMpvCO+1wm6rhrCyCo/KUp6XyNC4qqcnAU6YzQNP1Yqi79IM6pQdk2vBWlcUfi9OKlzd9IHms0lqNMnOFT+DJMAz6xHfHyepCxOmi0Te+BwYm9UWE2je5kCAIMFZZkHusAscPl6MwrxqXjOwCu80FAdKbAuERjU/ZIpOxSEqLQGrnSKR1jkJymgFKFV32EEKaVh98lpWVITEx8azcnKqwS4dIONnW/X50VHQGJoQQct4ReB7m3JMw7t4DY/Ze1B056pNRNigsCy48HMqYGGhSkqDr2hW6jG5QRkd7xnIG2YLZGLelDpbjO2E+uh3WnN0I6z/G73yYMn0UGLkCgut05lWZHMq4dGi69ofuohHgIvxnaw1WmakCNbY6KOUKpEYkSZ7Tq8KQHpGCXGOB+FipqQLxukq/U59MHXgXWD/HSRAEVFWYkZdTibycKuTlVKK2RpoQqSi/GlGxvq2gCqUcai0Hq9kJlmUQGa1FQko4LuqXhLSuUZLxm4QQEiiO45CUlNT8im3EwVOLJyHtoqioCG63GzKZ7Kx+6cm5i+oMAQC33Q57eTnUCQlwmS3IfmJG0N1mAYCRyaBOSoI8TAdNWip03bpBn5UBRVQUZEplm5fbaSyD5eh2mI9uhy3/ECCcaYV1Vp6CMsF3qhWGYaFM7ApGroA2cwh0PS8Fq9T4rNcSxXVl+C13C7YU7ESJqRyDk/uhZ2yGT+AJABfFd5cEnpXWahjUEbC57D7jPOuDTkEQUFFqQt6JM4Gmqa7pmwI11Va/gadGq8DQEV0QGa1Bl6wYKJWhS9BB5xkSLKozHVtlZSUMBoPfG2IkNCjwJB1OZWWlmDmQTtQkEFRnLkyC2w1rSSnsZWWwl5bBYTQCgoC4K6+AMjoKui6dYTqe0+x+NKkp0HXrBl3XLtB16wptWmqru8k2x1FdgtodP8NyZBtcNeWNrucylkkCT5lKCy4qCVx0EgyX3dyquTQb8/G2r3Ck8oS4XGoqR0p4IqxOG9QNpj7pG98Dh8qPIUkfj95xWeif2NtnHcATbP7910nkHqtA3okq2CzOoMpkPD31iUzGItyghiFSg6hYHTTas9cdjc4zJFhUZzquoqIiHDt2DNHR0ejRo0e7B58sC8j4M3MHywTfeYTPBxR4EkIIOWcIPA/jnmyU/t86VO/ag7CMbtD37CFZx1ZaCmV0FCL69vEJPLlwPZTx8bCF64HkJCgzM9F3yOCzUnaXuRq1O9fCfGgLnBWFgW1TXQKZRg9FbCoUUclgNfo2G2/UcEqVegOT+0oDT3MFBEFAqakCnQzSDLS94jLxctyMRl+Dd/OoMdpQXWnBn78eb7Zl05tCKYM+Qo24xDCkd41BerdohEeowMqodYIQ0nKFhYU4fvw4AKCiogIHDx5s9+Czx6AMWNcfhPv09FtyRfC9dc4FFHiSDqdbt26NXhAR4g/VmfOf226HtbAI+f/7BtU7d4mPW/ILfAJPe1kZ0LMHIvr1RcXmLYjo2wcRfftAn5UJLtyTZMdqtZ6VOiO4XajNXo+6PevhKMmVdKNtDCNXQN25L7SZg6DucjHkbZQYyOV2YV/pYfyRtx1Wlw09YzMwKv0Sny6xg5L74uvsHyTbhSvDoOL8dzPm3TxKTtUiL6cSGq0CvS5OQlGeEcYqC2qMVrjdnvccFq5sMvDUhSmR1iXq9L9IqDUclCquw4zTpPMMCRbVmY7HO+isV1FRgYqKCsTGts3Y+JbQc1roZUqA5SEAUCk7xnmvrVHgSToctbrxLIWE+EN15vzkttthO1UMS0EBbMUlEHheDBzrOWtq4DDWQBHheZyRycDIZBAEAfqePdD/kw/97juUdUYQBLjrqmAvzoGjohCWY3/DUdx0l19WpYUmYyC0GYOg7twXbCNBXkvtKz2Mt/6aC6vTk7RHzsqRGp6EgppTyIrpKlk3XheDPvHdoVeGoVtkOoZ3GgSNV3DqdvMoLqw5nQyoEvm51XDYPYkxImO0qK6ywJ9wgwbFhWemU1Eo5YiK0aL/0FSkdYlCZLS2Q1+g03mGBIvqTMfiL+gEgPT09HYNOgHPOZljGIDxBJxK2fkZop2f74oQQsg5iXc4UP77H5Dr9bCczIPglqaYV8REQ6ZWw221io85Kiug7ZQKw8UXQxkdBUbWPneKBZcT9rI8OIpz4DIbxce52DT/U5/IOKiSMqDreRl0vUeAlYduvGKKPgE255nWRhfvQpm5Evl+Ak8AeGbEo2fWdbmRf6LqdDKgShScrIbT4fbZBgCqKsxwuXjI5b5d1sIjPd1mIyK1SE03IDE1ApHRWujClB064CSEnPsKCgqQk+N7AzA9PR1paWntUKILEwWehBBC2p216BSKV/+Msg0b4bZaETlkMLSdfC8GGIaBJjUFttJShPe+CHGjL0f4Rb3aL9h0O2E+tgO1O36BMjkTDOtbDpk2Aqw6DLy1DmBYKOLToet+KXT9RkOu8s3U2hJVFiO2Fu5CVnQXAAw6R6ZKno9QhyMjujOOVJy58CqqLUFCWCxMdjN0Sq34uMvpRmG+EbnHypF7rBLFBTVid9lmCUCt0YrIaK3kYX24ChGRWgy6NJ3GaRJCzqrGgs7OnTsjNTXVzxYkVCjwJB2O2WwWx0RotdrmNyAXPKoz5ybe6UTVtu0o/nktavcfkDxnzjnhE3gyMhlUCQmIHDwQmtRUsPKW/4S1ts44yvJRl70edft/B2+pPV0+Dsqkbj7rsgwLbdYQyLQRCLv4KnBhkS0ud0OrjqzHHye3iVOaDE7uhy6RaehkSAbbIOPtoKS+OFKRgxhNJNIikjEk5WL0je8BnVILp8MNU50NdbV2HNxzCtv/PBl0WdQaDuGRaigUZz4XQ6QGPfomdphxmq1B5xkSLKoz7S8/Px8nTpzwebyjBp08L5z+P8CbfecYCjxJh5OTkyOmH+/du3d7F4ecA6jOnFtspaUoWbsOpevWw1Vb63cde3k5nDU14MLDoYqPgyYtDZrkpDab5qQldcZlrYN5/x8w7dsEe7HvOCFnRYEk8JSptFDEd4YyLh2sMjRjvbJLDkrm0SyqLUFKeCIqLdWI0UZJ1h2VPhSXpg2AWq6CSq6EqdaOgiNVqK4shdN5pusswwbW7TUmPgxpnSOR1iUKplrP2FGdXgWdXgldmBL6cDU4xbkfcNaj8wwJFtWZ9nUuBZ0Fx3NxqlYmTj3NmYKbcupcQYEnIYSQkBPcblT9vQPFa35Bzd59EH9dG6GMi4UqIQFxoy+HXNd+LQWCwMN8eDtqd/4MW8EhgPc/thEAXLUVcJuNUKf2hDKhC+SG+FaPXeR5HhWWKpidViTr48HJOMnzg5P7IrvkoLhcYiqDm3ejuK7MJ/D0tGy6sO33XOzeVoCsi+L9BoZKlRwqNQebVXrhE25QI7NXHNI6RyGtcxQ0ujM3AXheABtgwEoIIaHWWNDZpUsXpKSktEOJmlZYWI5qebq4LHfb2rE0oUOBJ+lwoqOj4Xa7IWunMVvk3EN1puOyl1egdN2vKF23Ho6qqibXZRUKaDunI2bECMQMvxRyXduMf/SnuTrjqChAzbZVMB/Z5hmb2QxVSnfoeo+Epkt/yMMMrSqb0+3EvtIj+DXnD+wvO4IIlR7D0gaBY+VIDk+QrDsgqQ/m7fgGAgRwrByJYXHQK3XQK6XHzlRnx99/5mLbH7lw2D3Bc3FRDVLT/Xf7jYhUw1THIsKgQVyiHqnpBsQm6BGXqPe7/oUQdNJ5hgSL6kz7yMvLQ25urs/jHTXoBABHEzc1zycUeJIOJzExsb2LQM4xVGc6FsHtRvXuPSj55f88c242M1ZFGRMNbdeuiB52CSL69AYXFhbyMvqrM4IgwHJ8F6p/XwJHie+d8oZkOgPCeo+ErvflUES1XR3cVrgH72+dLy6XmSvhdDtRbCrzCTwjVHrc3ucGxGijEa+NRpI+Hgqv7LglRTXY9kcu9u865ZMg6FR+DZLTDGLQyLIsdGEK6PQqdOseC324GlqdghIBnUbnGRIsqjNnn8PhQGFhoc/jXbt2RXJycjuUiHijwJMQQkibcFRVo2Tdryj95f+abd1kOA7a9E4I654FQ98+0HXtCk4f+oDTH8HlhL30JOzFx2EvzW066GQYqJKzEDF0AtRd+vrNYhvw6woCnG6nJFAEgIsTekHGyuA+fQecF3iUmMoRptT5nYx+fNZVkmWeF3DsYCm2/p6LvJzKRl/fYXeh1mhFv0GpiIzRQqtTXhAtl4SQ85dCoUCfPn2QnZ0Np9MzXOCcCDo5aUgmnKenYgo8CSGEtJjA8zBm70Xxml9QvWNns62bYZkZ0HZOh65bN4RldoM6IaHdpkJxm2tgP3Uc9rKTENwuAIA8LAoynQFuU7VkXZk2AprMQQgfcA0UMS3vqlVqqsBvuZuxo2gvBib1QXJ4Ii5J7S9ZR6NQ46LYTOzxGrtptNUiWhMJJ++CosE4z3p2mwvbfj+BHVvyYKq1+12nXlSMFgMuTcOAIWmQnQcZZwkhpJ5OpxODz7S0tI4fdAKIiwlHvtd9QpY9P7veUuBJCCEkaA5jDcrWb0Dp/62DraS0yXVlajViRg5H/JiroE3v5LfV7mwReDfMR7bBVnAYrMp/0iJlYjdYjm4HZBzUqT0QdvFV0GQMBNuK1k2e5/HqHx9ib8kh1KdVitZGQi6Tw8W7IW+w78HJ/WB12pASnoQhyX3RIy7TZ516VRVm/PHrMRzYcwouZ+OBv0zO4qKLk3Dx4FQkpUW022dACCGhptPpMGjQIHCc/xt1HY2+QTk50HQqhJwVhw8fhsvlglwuR1ZWVnsXh5wDqM6cXflLvkPh98sguFxNrqdN74T4a65GzGXDIFOfmU6kPQIe3mFFXfZG1Py9Gq7qEgjqcLhS+oKVyRAVHS1ZV5XSHVx0EsIHj4dc4z+ZTrBYlgXLyOCdy7eotgTphlSUmSuQGBYnWf/yzpdidJdhTb8nN4+cI+X45ou/m1xPG6bEwEvT0H9IGrRhypa+hQsenWdIsKjOtK9zJegEAHmDeZeZZjK/n6so8CQdjsPhgNPpPG8nzyVtj+pM6LltNlgKCqHr2gXKmOhGg05GJoMmLRXhvS9C4vhxUEZF+V3vbHHVVqJmxxrU7V4H3mYWH2esNeBNVRB0nqyuDBhwUYlQJnaFPCKuxcFxpaUKZeZKdIvq7NNCObzTIOwu3i8u1ycNqrRU+wSeTb2+0+HG4X3FMFZb4XbziIhUw1hl9VkvJk6HSy7vip59EyCXU3fa1qLzDAkW1ZnQEQQBJ0+eBMuySEtLa+/itB57YSRxo8CTdDhyuRyCIEAup+pJAkN1pu0JggDB7UbNvv1wVFbBXlEBCAK4cD2ih12K3C8WwG0+E8hp0lIR1j0L+h49EN4jC4ro6HbtymnJ3Qfj5mWw5R9sdO5NuakcvCER6tQeUMZ3brTrbXOqrTX48dBabCvcA04mx7C0QQhT6Hwy0A5M7AM1p4IgCEgJT8SAxIswotNQRGoimn0NnhfgsLtwqsCI/Fxp4qaktAhJ4BkTr0P/IWnoOzgFCgV9J9oKnWdIsKjOhIYgCMjNzUV+fr742LkefCqjYgCcmbqLkZ+fgSh9E0iH06NHj/YuAjnHUJ1pO06TCSWr16B03QboL+oJVWys5Hlz7klEDR6E2MtHonTtOkRdegnix1yJsKzMdh8zyPNumLI3oGbbSjgri5pcVxGXDv3FYxDW9/JWZabNLjmIV37/EMLpblEMGNhcduTVFPoEngq5Av8ZMR2p4Yk+mWwbU3KqBn/+ehyFedXoOzAF8HOII6O10OmViI7RYfDwdHTrHktToIQAnWf+n737Dm/juvIG/JtBLwR7770X9S7Zltyr3IvixLuJP6dt2iZx4sTZJI43zUk29jobJy5xb7JlW3JXsXoXSbFJ7L2TIAmiz8z3B0WQQ7AAJEiA4Hmfh481dwou6MMLnJlbiLsoZjxvsqSzvr4eDMMgISHBizWbI4m4cWf8dIZxSjwJIYTANjSEhuf+he6DhxzdaIdrap0ST2NTM4KXL0Pc7bch/q47FmTNzZlw5mHoj+3CUPFe8MaBaY9Vp69E4JoboUzI9UiinBmaAjkrg4WzAgAECGgeaINapoLVbnVKMNNCk2a8psALqK7qwomD9aiv7nGU93YbEBqhdTpepZbj/q+vRWi41uvJPyGEzJfJks5Ri2k852SGunoAjH1e2K3+2T2bEk9CCFmiBJ7HcEMDhuvqYenugbW/TzR209jSiiCzGRKl0lGmjosDb7NDHhTojSqL8DYL+g68gqGzn0OwT718CCOVI6DgcuhW3wB5qPsLuvMCj0GLAQbrMOJ04qeYSpkSq+OKcKjxpKOse7gX16ZfBk5w74uD1WJHyekWnDxUj97uYaf9LY16UeKpVMmQkh6GiGjPTIBECCG+ShAE1NXVobm52WlfZmYmoqOjJzlr8Wjp6gcwNtbfxvtniuaf74oQQsi0zJ2d6D9zDraBsSeE6qQk6EvOj63FyfMwNrcgZMUyyMPCEby8CKwP3FXmTAaYW6pg7WyAra9jyqSTkaugyVqL4M13QhYYMekx0xk0D+GDC5/jQP0xZIalIi00CVGacEgl4o/OLUlrcaq1BNnh6VgXvxwbE1Y5HTOdgX4TTh6ux7kTzTCbbFPXR2+GzcohKS0UsfHBUGtd665LCCGLmb8nnQBgFSZO2OefvVco8SQ+p7OzExzHQSKRIDIycuYTyJJHMeMaQRDQc/AweM4OS2eX036JQgF1QjyMjU3QJCUi/PLLEHHFZT7RnRYAOOMQzM0VsHY1OsZUyiMSYW44D8FudRwn0YYgoGgrgtbeDFahmvRaM8XM+1Wf4fXz78POj3wZqO1rREJQLBr0LU7dZfMiMvHMzb+DUur6UiWCIKCxrheHPqtGQ00vpps5X66QIj4pGKs2JiElI4xmqPUSameIuyhm5k4QBNTW1qKlpcVpX1ZWFqKiorxQK8/zz8VTnFHiSXxOZ2cnbDYbZDIZNdTEJRQzM9OXlKLuH8/B1NwMXW4OAvPznI5hFQrE3HQj1EmJ0KYk+8x4QVNTBaw9zeANAxAmfDwzEink0amwNFdCHpEI3eoboM3fAnaGCYNmipkITagj6QSAXlM/9OZB1PQ1IDUkUfS7YVkWSta1pJPjeJw70YTjX9Sjr8e5O62oDtEBWLMpGZm5kVBp5D7z/2OponaGuItiZm6WStIJAODsYMYNz2BAYzwJIYQsMoaaWtT941kMVV1wlA1duAhteppj7KYsKBCB+XlQRUeDkfjO0zRzywX0H34LptpzUMSkQZW63OkYhmGhK9wK6ZZ7oUp0fwZJQRBgtlucnlaujC1EsDIQ/eaxrsgdQ11YG7cMnMBDyrj/ezIarPh8TwWKTzp/iXJggIzsSKzZnIyktFBKNgkhS9KSSjoBZIaoIKkqcWyzzORrZS92lHgSn5OcnAye58EukcV0ydxRzDgztbai7h/PQX+u2GmfYLdjsKISoWvXILAgH9rUFDA+9LszNVVAf/gtmOpLHWWWjnooYjMda20yrASK6FQo47Km7E47FTvPoV3Wh72tR1AYmY2BFjM2J60RHSNlJdiaugHvVn6CtJAkXJ60FpuS1kLmxthNYGSG2t7uYbQ269HfOwytTgm5QgqrRfylgpUwyFsWi03b0hAa7jxzLfE+ameIuyhmZkcQBNTU1KC11XlZrOzsbL98eqyUiG9+Svz0piMlnsTnBPjIeDKyeFDMjDF396Dh2efRe/wEpho4KNFqEJiXi+gbroNE4fq4xPkkCAKMF09h4NRumBvLnQ/gOVjaqqFOXwlFTBqUsZlg5Urn42awq/IT7LmwFwOWkYW6tUoNZHI5DNZhaOUa0bHXpV+Bq9O2IFDp3qyxgiBgaMCM/j4j2psHYDaPTRjEsgxiEwJRX90LAFAopcjIjcT6y1IQEa2jJ5w+jNoZ4i6Kmdmpra1dUkknMHKzczx//SigxJMQQvyAfXgYTa+9gY6PPoZg5yY9hlUqEbp2NRK+dB+UYWELXMPJ8TyP4bIv0H9kJ+x97VMex6p1UCUXIHD1DWBls0+W2wY7HUknANT1NyEzLBUN/c3Ii8wSHatVaCaePi2r1Y5Thxtw6nADZHIJcpdNvnRLVFwg+nuNiI4LxHW35kET4H4CTQgh/kqnG7kJJ4y7eerPSScAgJ2Yafpn5kmJJyGELGKcxYKODz9Gy853YB8yTHoMI5MheMUyxN9zNzSJCT7xVI3neRhK90N/ZCfs+s4pj5NoghC47hboll3p1hNOnufBQ3C6i3xV2mYcaDjm2DbaTGg3dCEmYPZfaAYHTDh9pBFnjjXCZBx7umkatkKlES95IpNJkJAcgo1XpEGlpuVQCCFkooiIkeWvKioqAAA5OTmOMn8l04qHWLB+Ons5JZ7E51gsFgiCAIZhoPCRboDEty3FmBE4Dl379qPptTdh7e2d/CCWRVBRARJ33AeND81SO1x1HH37X4ZtmieckoBQBK3fjoCirWClridoF3pqsbf2CGJ1UcgOT0NGWIpof2pIIlKCE1DX34RQVTBWxRTi+qwrEKkNd/t9tDXrcfyLOlSUtIPnnbs1tzbrkZY18mVJF6hETHwQIqICwEpovNditBTbGTI3FDOzFxER4fjd+XvSORl/XV6FEk/icy5cuOCYfrygoMDb1SGLwFKKGUEQ0HvsOJpefhWm1rbJD2IY6HKzkXT/DgRkZi5sBadhN+jR++mzGK48OuUxrFKDwLU3IWjNzWCkMpeuKwgCzndW4bXz76G2rxEAsC11E5RSBdJDxQk3wzD4yrI70FTfhCA2AEq5wq2kUxAEXCjrwLEv6tFc3zftsUMDFkRG6xCbGARdoHsTIBHfs5TaGeIZFDNz49ddayfoHzBgSB7i2DbDNs3RixclnoQQskjoS8+j/tkXYGxomPKY0HVrEHf7bdCmpS5cxWbAmYZgaiyDrasZrGryGVtZlRa65VcjaMNtbo/htHBW/PnYPzFsNTrK6voaEaTUodfUjzB1iOj4rPA0WNuNsNlc/2AXBAFV5zuw78Mq9HZPv/5mdFwg8pbFYMXaRMiV9DFLCCGTEQQBw8PD0GppJu/67n70aBMd21LO7MXazB/6RCQ+JygoCBzHQeJD6wkS3+bvMWOoqUX98//CYNkks71eEpifh8T7dyAgI30BazY93maBuaEMlo5axyQREk0QZOEJsHU3ARh5wqlbdR2C1m2f9aRBSqkCV6VuxruVHzvKGgdakR+Zhe7hXqfEE3A9ZgRBwMXyTuzdU4WersnH0AKAVMaicGUcVm9MRngUzWTpj/y9nSGeRzEzNUEQcPHiRXR2diIvLw8hIc7t9FJi5SefFNDfUOJJfE5CQoK3q0AWGX+NGVNrGxpfeQ29R6bumqpJTUHS/TsQWFjgM2M4ebsNproS2HqawdutTvuViXmwD/YgoPAKhGy5x+VJg2x2G7qNvQhVh0AxYdznNemX4YMLn8PO26GQyLEqthBbUzciaoputK7EjNlkwye7ylFy2nkB81EBgUqs2pCE5WsToNbQZEH+zF/bGTJ/KGYmJwgCLly4gI6ODgBAWVnZkk8+/XVM50SUeBJCiI+x9Pah+Y230PnZ5wDPT3qMNECLwMJCZP7gu2B8aHFyU30pej59DrzFCG3h5WAYcd0YiQzarLUIvfw+lxPOiz11eKt8N5r0bbgiZQPyIzORE5EhOiZYFYjt2VcjUKnD2rgi6Nxce3M8i9mOpvo+tLfoIVdKwTDOS6IqVTKs2ZyMjVvTIKHJggghxCUTk05gZBby8vJyrF27FjKZa2P7/Q43+We9v6HEkxBCfIQgCADPo+/kKXR+8umkx7BKJQLz8xBx2WaErFntM0mnTd+F3s9fgPHCibGy9nrIY0bGmjKsBIqYNCjjs13uUjtkMeCJI8+gorvaUdZh6IJSqkBGaAqkEvFH2B15N8zpPVgtIwlnW/MA+EsJv0otQ2SMDh2tgwAApUqKwlXx2HxlOi2HQgghbpgs6QRGJn3Lzs5eukkngFCGQfO4bYlg91pd5hMlnoQQ4gNsQ0PoP30GEpUKUVdtQ+dnn2O4ts6xX6LRIPaWm6BNTUFAdjakat+YJZW3WaA/+i4Gjr8HYUK3WlNzBaThcVDGpEOdXABWqXHr2lq5BkNW8UQ+F3vqEB0Qibr+JqelUmarvroHTXW9YCUsuEnuOiekhEDfb0LB8lhsuSrDaW1OQggh0xMEAVVVVejsFK/bzDAMcnNzERYW5qWa+QaNVHwTmRX88wkoJZ7E59TU1MBut0MqlSItLc3b1SGLwGKOGYHjMFhRicHKKgjcyOQCmpRkpDz4VZz/8U/ByuWIvvF6xN16C6Q+NvPfUPlh9O9/GfaB7kn3y4IioE4pgjp55mUEeIEHA8Zp6ZMbM7fh6ZMvOsr6zAOQMlJo5Oo51b2mpgadbQYUH+tBb5cZMrkEqzclOXWbZVkGqZnhuOyqDCjpCeeStpjbGeIdFDMjpks68/LyEBoa6qWa+Q6pj8zRMN8o8SQ+x2g0Ota9IsQVizFmOKsVXZ/vA2+zgjOaRPv6T51B1DVXIe0/vomgoiIoQn1rwgX7UC+63n8S5obzk+5nVQEIuexeBBRtBcNOP5tjQ38Lzrafh1wiw9r45U4z0G5IWIlXS3eBFwTkhKfjpqxtSA1JmtNESvo+I/bvaUR709jv3Wbl0N48gLikYAAjX4iiYgORmBICpWrxxBWZP4uxnSHeRTEzknRWVlaiq6tLVE5J50S+MWxmvlHiSQghC6y/uBQ1Tz4Fa08vIrZdAcWELka8zQa7wYDIrVd4qYaTEwQBAyfeR//BNyDYLM4HMCx0K65B8Oa7IJlivc5RPcY+PHX8BVR0V0PGSnFdxlZU99Y7JZ4yiQw/2/IfiAmIdBrT6S7OzuPYF3U4+NlF2G3O3Zia6/sREx+E2IQgJKSE0BhOQgiZg6mSTpZlkZubS0nnOIxsaXzeUOJJfE5Bwczd8ggZb7HEjCAIqP7LX9F94KCjrP/MWUReuW1kkiCGQUBGOgLz88D62B1yS3cTunf9D6xdDZPuV8RkIPz6r0MeMfPyAY36Fvxi359gtI08cbTxdjTom6GQymC0mqCWi8evJgTFzrn+9dU9+OidsinX4pTJJcgpjMbK9YnQBfnG+FniWxZLO0N8x1KOmemSzqW+dMpSRoknIYQsALvBgL6Tp2Ht6xeV2/r1MNTWIXTtGoSsWgF5cLCXajg5QRDQd+AVDBx/H5hsgWuJDLqV1yDk8vvASlxLluN00YjUhqG+f2wOv+reeqSGJKJtqBNpoUkeqj3Q3zOM994oQVNd36T71Ro51mxORv7yWASFzG3cKCGEkJHPjYqKCnR3i8f/U9I5NW7iml1+ihJPQgiZRwLHYbCyCoMVlRA4DgFZmTA2NsE2MAAAkIUEI3zzJoRv2TSncYvzgTMOwVhzBtaupkmTTnlUKsJv/CYUEYluXVfCSvDQqi/hJ5/9FrzAQ8ZKkRuRgc1JaxATEOmZuts57P3wAk4daQBnn2R2QAZYuS4Rl1+bSV1qCSHEgzo7OynpdFOnSTx8xc76Vq8nT6HEkxBC5omptQ39Z8/CbhhbEoRhWQSvWonuA18gbNMGpDz4VUjVvvWkTeA5mJsrYW6qhCDwkEelwNrVCG6wBwDAyFUI3nQnAtfcOGOyzPEc7DwHhVSc3CUHx+PGzG3oNw3gjtzrERkQ7rH6XyzvxIc7z2NwwDzp/pj4QFx7az5iE4I89pqEEEJGREZGwmAwoKWlBcBI0pmfn49gH+vR40usvPgGqQDfuhHtKZR4Ep/T09MDnufBsuySX9eJuMbXYmagrBxd+/ZDET55MqVOiEP+b3+DgHTfm17f1t8BY81ZcKYhRxnDMFCnr8TQuc+gSsxD+PXfgDRw+t+z2W7Bm+c/QLAqEEHKQGxMXOWUpN5TcDNYxnMz+XF2HnXVPdj1WjHMJpvTfqmUxdbrs7BqYzL6+nrR1dXlMzFDfJ+vtTPE9y3VmGEYBqmpqQCAtrY2SjpdIIC62hLiFW1tbY7px5dSQ01mz1dihjOZcOGJv6D/9BkAQORV28RjNhkG2rRUBBUW+NzkQdzwAPTHdoGRKyfdLwuOQvS9v4AqMXfGa51rL8PfTr4EvXkQKcEJWB6TjwZ9C5KD40XHeTLp7OsZRmVpO2w2DqlZYSg/1y7an5gaghvvLEBI2Mhsu74SM2TxoJgh7lrKMTOafMbExEDtY716fJFAYzwJIYS4ytLdg7KfPQpzx9gC2X2nTiNy21YwLAtFeBiCVyz3ycmDDOe/QO/nz4M3GaDNvwzSoAjHfoZhoIjNgCoxF4wLkwd9eHEfXjj3lmO7rr8JCYGxKG4vR6QmzGnGWk+w2TiUnmlxbIeGaxEarkFv9zC0OgWuuikHecvmPjMuIYQQ1zEMQ0mnizJXpMB04CJ4ngcEQKqcZG4CP0CJJ/E58fHxjq4phLjC2zEz3NCA8kd/CdvAoKjc1tcPY0sLEu68A+qkRJ+bPMim70LPR/8HU12Jo8xUVwxt0VYwrATSgFCo01dAqnU9WV4ZU4DXSt+DhbM6ys51lCM1JBF2YZJZcWdJEARwHA9BAE4dbnDan54TgSQbj6tuzIZM7vxR5+2YIYsPxQxxl7/HDM/zqK6uRkJCAlQqWoZqLoLVOuhkcgg8DwGAQumfMUOJJ/E5NA6AuMubMdNfXIKq//49ePOEiWxYFmEb1yP1oQch1Wi8U7kpCDyHwdMfoe/AqxBs4pn0uGE9LK3VCLn8PiiiU91OliO0Ybgr/ya8WPw2ACBMHYI7c2/A5qQ1HvvyNTxkwZ6d52G380hOC4XVanc6ZuPWdKg1U89WS+0McRfFDHGXP8cMz/MoLy9Hb28v+vr6UFRURMnnHCgkcihZCcBKAAAqmX+maP75rgghZAF0fr4PtU//HwRO/CRPolYj7VtfR9iG9V6q2dQsHXXo/uApWLsaJ92vyV6HkK1fgWyGyYMAoN80AJ1CC8mlD8pR16VfjnPtZVgRnYe18csRovbcl6/K0nbsefs8jMMjT1RlMhbhUQGiY7ILoqdNOgkhhMze+KQTACwWC4qLiyn5JDOixJMQQmah8aVX0PL2O07l8pAQ5Pzy59AkJHihVlMTBAH6IzvRf/gtgHN+QijRhiDsmq9Bk7l6xms19Dfj/arPEB0QgZyIDORGZIj2syyLn235D492LTYZrfjonTKUnWsTlVdXdiEwWAW5QgqpVIL07AhERus89rqEEELG8DyPsrIy9PX1icrtdjusVislnmRalHgSn8ONe3okkUimOZKQEQsZMwLPo+GFF9H23gdO+1Rxccj91aNQhIbOax3cZR/qQ+fOP8DSenHS/QHLr0Lo5TvAKqfvEmznOTx/9k3srTsMXuCxLn45GIZFQmAMAhRa0bGeTDovVnRi91ulMAxanPYxYGAy2hAVG4jM3EgolK7NFkztDHEXxQxxl7/FzFRJp0QiQUFBAQIDA71UM/8xOrmtv85yS4kn8Tnl5eWO6ccLCgq8XR2yCCxUzPBWKy7+5a/oPXLMaZ8mJRm5j/0SMh8bz2koP4zuD/8PgtXktE+iCULErd+HKmHmJVJ4nsdvvvgryrvGktdz7eUI14ThTNt5bEla6/HJk8wmGz59rwLFp5on3Z+UHorY+CBkF0QjOi7Qrdendoa4i2KGuMufYoaSzvnV39GFPsPIzW0AkBmd16L2B5R4EkKIC2yDQ6h8/LcYqqxy2qfLz0POo49AIvedcYW8zYLuD57CcOXRSfcrkwoQsf17kKpd65bKsizyI7NEiafZbkF1Tx1WxORBgAAGnks86y524/03SjCoNzvtU6pkuHZ7LnKXxcBu4yFX0EcZIYTMF47jUFZWhv7+flG5RCJBYWEhdDoa3jBXVVUNaGeTgUtz8Ek5588+f0Cf1sTnBAQEwG63Qyql8CSume+YMXd0oOJXv4GpVTy+kJFIkPqtryPisi1gfGi6fN5mwVDZQRirzzjtY2QKBG+5G4Grb3T7CeX27GtQ19+Eky3FYMCgKDoXD664F6Eaz00eZLXY8fnuSpw+OvnkR2lZ4bjhzgLoAkfGEckVs/u9UztD3EUxQ9zlDzFDSefCsPtp19qJFu9fAvFbycnJ3q4CWWTmM2aGqmtQ+evHYRsYEJVL1GpkPfxDBBX6Vvcpa08LjNWnwdssUKWvhLHyiGOfLCwekbf+APLw+Fldm2EYfHP1l2GxW3Fz5pXIjcz0aPfaxrpe7Hq1GAP9zt2C5Qoprr45B0Wr4z3ymtTOEHdRzBB3LfaYmSrplEqlKCgooKTTg3iB93YVFgQlnoQQMoW+k6dw4Q9/Am+1isrloSHIefRn0CQleqlmznibBcaas7B2NznK5GGxsEclw9rVBN2yKxFy5QNgJTM3+4IgoLavEdEBEdDI1aJ9KpkSj2z5tsfrf6GsA288f3rSfUEhKtxwRwFSMsI9/rqEEEKcUdK5wFjPzpHgqyjxJISQSbR/9DHq/v7PsSnmLpGHBKPg97+FIsx3Zq61dDbAVFcM3uY866smfTWCN98FTfoql65V29uA/zv1MgqjcxGuDsEVKeshk7g2U+xsDRssGBwwQa2RO9bnBACWZZCSEYa07AintToJIYTMD47jcP78eej1elG5VCpFYWEhAgKoPfa00IhgNOnHFUj88wkoJZ6EEDKOwPNofOkVtL6zy2mfIjISad/6us8knbzNgp4P/w5rdyPUGc7rb8pDY6BOWwlW4dq6avvqjuAfp18DJ3CwcFZsSFiFEy3nsD5hJVjG82NYBV5Ac0M/Gmp7wfM8MvMice5kMyAAuiAlsvKikJUfhYTkELAS3xlDSwghSw0lnfMrcMIkeTJwUxy5uFHiSXxOQ0ODYzB+UlKSt6tDFgFPxQxvs6H6f55Ez6EjTvvUyUlI+tJ9CCrIn0NNPcfa04LOd56A7VLXWllQFGQRCQAAViqHKnUZ5BGJLo+H/Lj6AJ47+4Zju8PQjbKuC2AYBl3DvYjSerab67DBggtlHRgcGJu5LyBQicTUUEhYBms2pyAlIwySeUo4qZ0h7qKYIe5arDEjkUiQn5/veOpJSef8UzDilIz108mGKPEkPmdwcNCx7hUhrvBEzNgNBlQ+/jsMllc47dPl5iD6phsRtHzZXKrpMYayQyNrc9rGkjZjXTECdKFQxqa79ZRz1MrYAuws/xADliFHWZ+xH6tjizyWdHIcjyN7axAUqoa+zwied/5gzc6LQmZeFAKD3au/u6idIe6imCHuWswxM5p8VlZWIjExkZLO+ebhdbB9FSWehJAlj7NYUPrwIzA1t4jKGYkEqd94CLqcLCijojw6g+ts8HYrej99HkPnPnXeyQDyiCRocjbOqp5h6hB8f8PX8Kv9fwEn8MgKS8W31n4FEZowD9Qc6OoYwruvnENn2yACApUoWhUHZtxkCgwYxCUFIyktdN6echJCCHGdRCJBXl6et6uxJMhDQgEYHduM1D8/BynxJD4nJycHgiB4/Us+WTzmGjOsXI7wLZvR9PKrY2VKJbIe/iGClxV5qJZzY+lqQtfO38PW1+60Tx6RiIhb/xPy0Jg5vUZ2eDr+bfndkLASXJa0FqwH1ibleQHHDtTiwMcXwXEjkyUMDZjR3NCPhJQQAIBaLV+Qp5zjUTtD3EUxQ9y1GGLGbreDYRhIJBJvV2VJY2TilIzx01luKfEkPmcxL7RMvGMuMWPVD6D3yBGErF4JS1cXOj/9HPKQEGT//KfQpvjGGmxDJfvQ8/E/INitTvsCirYh9Kp/AytTuHQtXuDRMtCOdkMXVscWOX0hujJtk0fqDAC93Qa891oJWhr7nfY11fUhJi4IyRlhXnnKSe0McRfFDHGXr8eM3W5HaWkpWJZFfn4+JZ9eZB0YEm3zdprVlhBC/IYgCDDU1EJ/9hwEnkffiVOIv/MOsAoFYm++CYpwz3QxnQues6Pnw/+DoXS/0z5GpkDYNQ8ioOAyl683YBrEbw4+iTB1CJKC4xGo0CErPNWDNR4h8AJOHq7H3g+rYLc5f3hqAxTIXx6LVRuTFvQpJyGEkBGjSefg4CAA4Pz585R8elFdazuAKMe2xe6fKZp/vitCCJmGfXgYfSdPwdzR6SgTOA49R48hcce9kCiVXqzdCPtgL9rfeAy2rianfRJNEKLu/QUUl2axdUWjvgW/PvA/GLQY0DTQBp0iAOc7KxGiCkSE1nNJdn+vEbtePYfmBuennGCAdVtSsP6yFCjVchrLSQghXjAx6QQAvV6PCxcuICcnx4s1W7qs3MSbtNTVlpAFodfrHWMigoKCvF0dsgi4GjOc1YqLf/gT5KGhkAXqnPcbjeDMFq8nnsaas+h67y/gzcNO+xQx6Yi848eQaoNdvl73cC9+9vkfYOFGuuryAo9jzWewNWUDOgzdHkk8BUHAqSMN+Hx35aRPOUPC1Ljp7iIkJIfM+bU8gdoZ4i6KGeIuX4yZyZJOAJDJZEhMTPRSrQgP/1w+ZSJKPInPaWpqckw/7isNNfFtrsSMbXAIZY/8HMamZrAKBSKv3AqpVjt2AMMg9uYbIVF5t+unub0WXe//1TnpZBjoll2FkKv/HSzrXleocE0oLk9Zj4+rDzjKBAhICUlEQVT2nOus7zfinZfOoqVRP+n+VRuSsPX6LMgVvvORQ+0McRfFDHGXr8WM3W5HSUkJhobE4wnlcjkKCwuh0Wi8VDMiOD3x9E++8y2AEELmiaWnF6UP/xTW7h4AAG+xoPuLQ4jYdgXkwUEIWbUSqpi5zQg7VwLPwVh7Dpb2Wqgz18BQsg8QRj6IGLkKYdc+hIC8jbO+/v1Ft6NloB1lXRcQGxCJ76z7dyQFx8+53qcON+Cz3RWTPuVUKKW4+Z5CZOVFz/l1CCGEzB4lnb4tKUAC4WK5Y1sCmxdrM38o8SQ+Jzo6GjzPe2QpB7I0TBczdqMRPceOg5kwXoIzmSDVaBB97TVg5fKFquqkOJMBw5VHYTeMjIuUBoRAlVoEU81ZyEJiEHnnT9xaKoUXeLCM+HchZSX43vqv4oMLn+OO3Oshk8xtQXPOzqPmQjeqK7smTTqj43TYfFUG0jIj5vQ684XaGeIuihniLl+JGZvNhtLS0kmTzqKiIqjVai/VjIzSKVWQ8WPzTshYuxdrM38o8SQ+Jzw83NtVIIvMVDFj1evR/cVBcEYTwjZtQNe+A7Dp9WCVSqR96xsI37RhgWs6SR17W2G8cAK8XXx3Ux6VCnlYPIK33A1W6npiPGAexImWcyiMykGkVvx7CVBocW/BLXOuM8fxOLS3GgAQHa9DT9cQ9H2mkXorJFixLhEbt6ZBpfZuQj8dameIuyhmiLt8IWYo6Vwc5Kz4ZrAvr/06F5R4EkL8kqW7G91fHAJvG0noWLkc4Vs2oe/kaaR9+xsIzPXuzH2CwEN/dBd4u9XpA4ZhJdCkr4QiMsmN6wl44/z7+KLxBDYnrsGx5rPYlroRWrlnu0/Z7RxKT7eO1ZVhkJEbiTPHmhAZHYBrb8tDbLzrEx8RQgiZHzabDSUlJTAYDKJySjqJt1DiSQjxO3ajEd2HjjiSzlGK8HAU/P6/IdMFeKlmI3ibBd3vP4nhqmNQpSyDIjbdsU+iCoA2ZwMkmkCXr2fjbHjqxAs41nwWAHCmrRSrYotwpPE0tqZsgFTimabebuNw/mwrBgdMonKVWo5b71uGzNxIsLRECiGEeB0lnYuLLEAr2mal/pmi+ee7IoQsWfriEpja28FbLKJyRXgYwjZthESh8FLNRtgN/eh887ewtNcAAEx1xWCVashCYyEPj4cmfRUYqXvjL/928iVH0gkATQNtCFTqsCauCFbeNufEk+cF7PuwCnKFBDwvnvKdZRnkL49FcChNTEEIIb6iqqrKKelUKBQoLCykpNMX+WnX2oko8SQ+5/z5847px/Pz871dHbIIjMYMyith2vkulFGRCNu4AYxkZNkRZXQUwjdtdGx7i7WrER1vPA77YM+4UgHG6jOILNwKVXLBrMZ1bM+5BmfazsNkNzvKtHI1rkie+9NOq8WOnS+fRXVFF1RqGYrWxEMmG/k9MmCQUxCzKJNOameIuyhmiLu8GTNpaWkwGAywXLoJq1AoUFRUBJWXlwwjk7OarbBIxv7fCALnxdrMH+oTRXyOIAiOH0JcIQgCbGfOwvT2O4AgwNzegd5jxyHwPKRaDULXrfV60mmsOYvWfz0yIekEWIUakXf8COqUwllPJhAfGINvr30ADBgoJHLclXcTvrvuq3NOOocGzPjX08dQXdEFADAZbagobgfPC1AopFi5IRFhkdoZruKbqJ0h7qKYIe7yZsyoVCoUFRVBoVBQ0rkIlLV0oi0wy/HTokr1dpXmBT3xJD5HpVJBKpVCJpvbcg9k6RBOn4F990eiMlNLK4xNzUj9f1/zevfavoNvQn/4TWDClw9pUASi7noE8rA4t64nCIJTkroytgD/vuJuZIalIDHIvetNpqNtEK//8yQGB8yi8kG9CRaTDeu2pPj0rLUzoXaGuItihrjL2zEzmnyO/pv4Lhvvn084J6LEk/ic9PT0mQ8i5JKWt9+B4b3dTuXazAzE3Xk75CHem2FVEAT0fPR3DJ37zGmfIi4TUbf/2K1JhOycHRd766A3D2Jd/Aqn5POqtM1zrjMAVFd2YudLZ2G1iD8IlSoZ1l2eglXrk6BULe4v39TOEHdRzBB3+ULMUMK5ODivhu2fKPEkhCxKgiCg6dXX0fLm2077dDnZ0BXkIyA1xQs1G8FzdnS980cYL55y2qfN3YSwG77h1vqcTQNtePyLJ5EdnobogEiUdV1AfmSWJ6sMADh1uAEf7yqb+HAWwaFq3PPV1QiLWJxdawkhxB9ZrVZ0dHQgPj7eb9d+XBL4pZF6UuJJCFl0BEFA/XP/Qvv7HzjtCyzIhy4nG3F33OaFmo3gbRa0v/orWFqqnPZpcjci/ObvuPUF4XxHFX5/+G+wcFacaCnGFSnrUdldg0BFABKCYj1TZ17AZ+9X4MSheqd98UnBuOuBVVBrF2/XWkII8TdWqxXFxcUwGo2wWq1ITU2l5HORChQYNI/bZv10ciFKPAkhi4rA86j9+z/Q+fGnTvuClhUh5qYbELSsyGsfvpxxEG0vPQpbT7PTPt2q6xF65QNu1a22rxGPH3wSnDByN9TO23G06TS2pmyElbPNcLZrrBY73nn5HC5WdDrty1sWg5vuLoRU6t3JmQghhIwZn3QCQEtLCwBQ8rlIBcjE/88klHgSsjBaWlpgt9shlUoRFzf3SVKI/xA4DjVPPY2ufQec9ilyc6C4fAuCly9b+IpdwllNaH3+Ydj1ExI4hkXwlrsRvMH9p7DJwfFYFVeE4+PW6ZSyUiyPzkNaaNIcawwMDpjw+rOn0NE66LRv49Y0XH5tpl9+iaF2hriLYoa4a75ixmKxoKSkxJF0jurp6UFiYiJNgLUIyZmlsdAIJZ7E5/T19TnWvaIPdzKKt9tx8U//g94jR8U7GAay5UUQViyHMTjIK3UDAN5ihOH8F5BHpYgTT4kUYdc8CF3R1lldl2VYfGv1l9Ez3IeavgZkhqbg2+v+DRGa0DnXuaN1AK89ewpDE2auZRggIzcSCSkhfpl0AtTOEPdRzBB3zUfMTJV0KpVKFBUVUdJJfBolnoQQn8dbrbjwhz+h76R4oh5GIkHMLTdBHx8LTqfzUu0AbngAQ2UHwVuMkIfHQ7BZYKo9C0amRMT270GTvtLla022VIpcKsePNj6EffVHcUv21WA9dGf02IE6p6RTKmORUxiDoBAVktPDPPI6hBBC5s5isaC4uBgmk0lUrlKpUFhYCKVS6aWakTmTLo3/d5R4Ep+TkZEx6ZdvsjRxFguqHv8d9MUlonJGJkPmD3+AkJXLEWWzeS1m7IM9MJQdAm+3OsoUMWlgWAmCNtwKZWyGy9cyWk043nIWRVG5CFEHifYFqQJxa861nqo2jMNWRMXq0FDTg6FBCwBApZYhb1kMElNDkZUfDZb1379BameIuyhmiLs8GTPTJZ1FRUVQeHm9ajI3S6VZocST+By6Y0dG2Y0mVPzy1xiquiAqZxUKZD/yMIIKCwAASol3Jr6x9rZiuPIYhAkLP0tUAQi/6duQKDUuX+vji/vxWd1hrI4twpGm09iaugFq2fysv9bXM4yKknbY7Rxyl8Xg3IlmKFUjSWd2QTRi4oPm5XV9CbUzxF0UM8RdnooZSjqJv6DEkxDik+wGA8p+9gsM1zeIyiUqFXIefQS6nGzvVOwS/fH3YGmvhSxUvJyJNCAU2rxNYGWufREQBAEvlezE7gt7AQAKiQJF0Tk43HgKVySvh1TiuWZaEAS0NOpRd6EbAkYW6pQrpChYGYeAAAXyV8QhMJgWGyeEEF9hNptRUlJCSaef6zCJh73YGf9M0fzzXRFCFjXbwADO//TnMLW0isolKiVyf/1fCEhP81LNRpK3/oOvQ3/4bYCVQpu7EdKgCACAPCQGmuy1YCSuT+7wSum7jqQTAGr66hGg0GBZdC6snM0jiedAvwmAgPaWAXS0Oc9eGx4ZgLxlMVCqaFIKQgjxFWazGcXFxTCbxUmJWq1GYWEhJZ1+xMLxom3BT2e5pcST+ByDweAYE6HVar1dHbLArH39KHv0v5ySTlahQNT110GTlOh0zkLFjMBz6Pn4Hxg699lIAW/HcNUxaPO2QJ1aBHX6SjCse91+l0fnY8/FfeDGddfVmwdxRfJ6yKXyOde5rVmP1589BYZlULAiFhKp+MMsIioAmblRTuX+jtoZ4i6KGeKuucQMJZ1LC3+pF5K/o8ST+Jy6ujrH9OMFBQXerg5ZQLbBQZT9/L9gurQQ9iiJSoW4O29HzI3Xg51kqviFiBnebkXXrr/AeOGEqFywWcAqVFBnrJ7VBBI5Een4+qov4akTLwAAlkXn4UcbHoLEA+NWL5R14J1XzsFmHUlqq8o6kFMY7ahnclqYXy+ZMh1qZ4i7KGaIu+YSMyaTCVarVVSmVqtRVFQEuXzuNyWJbxEESjwJIWTB2I1GVPzyMaekUxYcjMQd9yDiisvBsN55KsdbjOh487cwN5WLdzAswq75GnTLr5rT9TcnrUGPsQ8xAZFYG798TtcCRj7AThysx6cfVGD8TdTermG0NPQjMTUUOQUxCIukpzaEEOKLgoODkZeXh/Pnz0MQBEo6/VxCZgSGTtRB4Ec+tiVSu7erNC8o8SQ+Jzw8HDzPg/VSkkEWHmexoPI3v4WhplZUroyOQt6vfwlF+PTrSc5nzHAWI9pe+AlsPeKEGBIpIm/5HjRZa12+Vs9wH+r6m7AytsBpLU5PLZXCczw+erccZ441Ou0Lj9IiKi4QK9YmQhOwtLtpUTtD3EUxQ9w115gJCQlBXl4e6uvrUVBQQEmnH4sMj0SLshs8xwMQIFf6Z4rmn++KLGrR0dHergJZQIIgwHCxGqbWNlG5IjzMpaQTmL+Y4e02tL/8C6ekk1GoEXXHj6FKzHPpOoIg4MXinbDYrQhS6SCXyFAUnevx+lrMNrz94lnUXuh22le4Mg7bbsgGLwhLPukEqJ0h7qOYIe7yRMyEhoYiJGRpDolYStRSFTSsFLh0j0Il988UzT/fFSFkURAEAf1nzsJQXYOUr/07Gl98CeaOTsgCA5H7y1+4lHTOF57n0PH6Y7B21InKWVUAou/9BRRRyS5dx85zeOLI33Gm7TyUUgWuSN6Ai7310Mo1SAtN8lh9B/pNeO2fJ9HVMeS07/JrM7Fxaxp9cSGEEB8001NRaruJv6D+IoQQrzE2NsFQXTPy76YmJH75fgRkZyH3l49CFRvjtXoJgoDud/8Ec2OZqJyRyhBxy/dcTjqNNhMe/+JJnGk7DwAw2y043HQKNs6GzuFuj00m0Nasxz//57BT0imRsrhtx3Js2pZOX1wIIcQHmUwmnDx5El1dXd6uCiHzjp54XiIIAnbv3o2dO3eisrISRqMR4eHhWLVqFe677z6PzGB39uxZvPLKKzhz5gx6enqgUCiQmJiIK664Ajt27EBQUNDc3wghiwRnsUBfXCIqMzY2IuvhH0Lu5b+Fno+fwXDVcXEhK0H4jf8BdUqhy9eRS5zH4wxahsAyLNbFr/BIMlh1vh3vvHwOdrt4DTC1Ro67/m0V4pOC5/wahBBCPM9kMqG4uBgWiwUVFRUAgIiICC/XipD5Q4knRtZK+s53voMDBw6IyltbW9Ha2ooPPvgA3/3ud/Hggw/O+jV+//vf49lnnxWV2Ww2lJeXo7y8HK+//jqefPJJLFu2bNav4S8qKysd049nZ2d7uzpkHgiCgP7TZ8CZTKLygMyMWSWdnoyZvoNvYujsp+JChkHolf8Gbc56t64lZSX4/oav4eef/xGtQx2QslLcmXcDbsm+ek51BEZ+h8cO1OHz3ZVO+1QaGdZuSUZcYtCcX8dfUTtD3EUxQ9w1XcwYjUaUlJTAYrGIjpdIJAgNDV3oqhIvsw4bYbEIsHN2CABsNuuM5yxGlHgCeOSRRxxJZ2pqKu68806EhYU5EkKj0YgnnngCkZGRuPnmm92+/rPPPutIOmUyGe68807k5+djcHAQn332GU6dOoXu7m48+OCDeOeddxAfH+/Jt7fo2Gw22Gw2b1eDzBNjcwu69h8AI5WKnvgpo6MQtKxoVtf0VMzYBroxXHXUqTx4050IXHnNrK6plWvw8OZv4A+H/46HVu3w2LjOk4fqJ006g0JUKFqTgMJV8dS9dhrUzhB3UcwQd00VM0ajEcXFxU7rdGo0Guh0uoWqHvEhZ0+Vo4ZLcmxLzWbvVWYeLfnE88iRI9i9ezcAYO3atXjmmWegUIzM+HjDDTfg9ttvx7333gu9Xo/HH38cW7duhVbr+tp3AwMDeOqppwAAgYGBeOmll5CZmenYf//99+N//ud/8Le//Q2Dg4P4y1/+gieeeMKD73Dxkclkov8S/2HVD6Dil4/B0t0NbVoqgpYvA8OyYOVyhKxePetEyRMxww0PYLj8MNSZa2CSyGHtGFnaRbfyWgRvutOlazTpW6FVaBCiChKVR2rD8furf+q0hMps9fcOY3DQDJVaBpNx7EtNZKwOK9YmIH95HBR+OhW7p1A7Q9xFMUPcNVnMTJV0arVaFBYWUnwtUTaBn/kgP7Dkv5k899xzAACpVIrHHnvMkXSOSk1Nxc9//nP84Ac/gF6vx1tvvYUHHnjA5esfOXIERqMRAPDVr35VlHQCIzOV/cd//Af27NmDpqYm7N27F3a7HVLp0v1fQ12Y/BNvtaLq8d/C0j2y1Iehphb24WGErl+HsA3rIVWrZn3tucYMbzFiqOwgeLsVDMNClbYcrEIFiSoAoVf9+4zn2+w2vF72PuQSOVQyJbalbIRaLn4/nko6hwbMKDndAplMgrzlMSg+0QKbjUNSeihWrktEZl4UJBKaN24m1M4Qd1HMEHdN1r12sqQzICAABQUFlHQuYfwSSTyX9LcTvV6Po0dHutVt2rRpyi6u1113naO//ccff+zWa7S0jK3/l5WVNekxLMsiL29kPUCTyYT+/n63XoOQxaD/zDkMXbgoKuMtVmiSEqFO8F73ct5mwdD5g+AtRkcZwzAIKNqKiO3fm/EprN48hB9/9t/44MLnuNBTC7PdgkONJ2HjPN8lr7/XiDPHGx3bKrUcOUXRyC6IwpYrM5BdEE1JJyGE+CBKOglZ4onn6dOnwfMjdxjWrl075XEsy2LVqlUAgJKSEgwMDLj8GuO75TY3N095XFtbGwBAIpEgMDDQ5esTslgEZGchdMM64NJaZRK1GhFXbUPo2jVeq5PAcxiuOALOKP6blgaEQpu9Dgwrmfb8DkM3/mvfE2gZbAcAlHVdQPNAGwYsQ2gaaPNYPXleQFuzHqVnWpz2BQarsOWqDCSmhtKYTkII8UHDw8NTJp3UvZYAQEB4kGhbkHhmuTVfs6QTz+rqase/MzIypj02LS0NwMhMkhcvXpz22PHGL8Py8ssvi2YvG3Xy5EmUlpYCAFavXg253HkJBkIWM95mQ8dHH0MdH4+IKy6DVKtF2OZNiLziMrBeinfeZkHnW7+DpVt8Q0iiCoA2bxMYycxfBFoG2tA+JF577Vx7GfIjMpAakjjnOgqCgMOfV+OffzmEqrKOSdf9XLY6ARHRNBkFIYT4ouHhYZSUlEyZdC7loVVkTKhK/J1DBruXajK/lnTi2dra6vh3bGzstMdGRUVNet5M8vLysHnzZgBAXV0dduzYgePHj2NoaAgdHR149dVX8c1vfhM8z0Or1eKHP/yhm+/C/7S3t6O1tRXt7e3ergrxAIHj0PL2O45tRVgYoq67BqFrVkEZGemR13A3ZgSeQ9c7T8BYcwaGsi/AmQwAAFaugjZ/C1iZYoYrjFgZW4gvFd3q2FZJlfjuun9HdsT0N7JcwXE8dr9Zin0fXUBH6yBqKrtEiWdYuBYbt6YhMHj2Y2OXMmpniLsoZoi76urqcPDgQfT29orKdTodJZ1ERMWKE0/JJDea/cGSjvi+vj7Hv4ODp19kPWjc2oJ6vd6t1/nLX/6C73//+zhw4ABKS0vx5S9/2emY5cuX42c/+xlyc3PdurY/6u7udqx7FR0d7e3qkDkQOA49R5yXJ5FqNQgqLJjkjNlxJ2YEQUDPh3+HseYMAIAfHsDw+QPQ5G2BbvlVkCg1br329Rlb0THUjQs9tfjhpq8jQjP39dfMJhvefOE0GmrGvqx0tA5CpZYjPjkYCckhSE4Po661c0DtDHEXxQxxh81mw9mzZ2G1WiGRSBAQEABgJOksKCigpJMsSUs66s3j1siZOJvtROO7v5rdXFtHo9Hgt7/9LX70ox/h4MGDTvsZhkFycrIouSVkMbMNDsLU1g5zezvMHZ1O+0PXrQUjmX785Hzp/+J1DJXsFRcyDLS5GyHVTn8DymQzQyVTTjiVwQPL74SNs0E5Yd+s6tdrxGvPnkRPp8FpH8syyMqPRlQMda0lhBBfJpPJEBISgo6ODkcZJZ1kKtLAYABjw/EYiX/eWF7SkW+3j/Wfnmlc5fj9489zxYcffoif/OQnMJvNiIyMxB133IHU1FQMDw/j0KFD+PTTT7Fz5058/PHHeOGFF0TjQr2hpqYGqampjrtzAGCxWHDhwgUAI09/ExISnM4ZXTZmYv17enockyfFx8eLni5zHIfy8nIAI+MdkpOTkZKSAkEQwDAMGhoaMDg4CADIyckRNdZ6vR5NTU0AgOjoaISHh4te9/z58xAEASqVCunp6aJ9LS0tjifeGRkZUCrHEgaDwYC6ujoAQHh4uNOd7crKSsdd74lTpbe3t6P70nIhKSkposmlzGazY3xwSEgI4uLiROdWV1fDZDKBYRjk5+eL9nV3dzu6dyUkJIhuUtjtdlRUVAAY+VBLSkoSnVtfX4+hoSEAQG5uLiTjEr7+/n7HpFcxMTEICwsTnTs69litVjvGOY9qampyPP3PzMx03LzhrVaU/fIxGOvqIc3OQkBykuj3EFRUiLqeHtg7OiCXy51me25ra0NPTw+AkeWMNJqxJ5Amk8kxNjs0NNTRRX40ZlpaWlBaWiqaKXpUV1cXeo5/AOX5D0XljFSOsFt/iOp+K9BfisDAQCQmisdn1tbWoq63CRcNDbiuaCuSQ8biv6+vzzF7dVxcHEJCQhz7eJ5HWVkZgJEbUKmpqaLrNjY2OiYry87ORkerAW88fwpGg3gskFTKYvt9y5CaGQ65YuRvoKysDDzPQ6lUOo1Rb21tdXTtSk9Ph0o11h13eHgYtbUja5SGhYUhJiZGdG5VVRWsViukUilycnJE+zo7O9HZOXIjITk52WttxHizbSNSUlJQV1cHQRBQXV1NbcQCthEAMDQ0hPr6egBAZGQkIid0u6+oqIDdbvdYGzHq4sWLMJvNU7YRo0lCUlISdLqxGzw2mw2CIEAqlUKtVmOi2tpaDA8PAxgZYsOyYyOZPNlGjJ+EZnBwEA0NDQBGhgNFRESIzqU2YoQ3v0eEhoZCo9FgYGAAgYGByM/Ph1QqpTbiEn9rIyorKwFgyu8R07URvUODAMbeP3Npv7faiNEY9LQlnXiObyRsNtu0yef4QeHuTP6zd+9e/Od//ic4jsOaNWvw9NNPixqRO+64A4cPH8Y3v/lNDA8P46tf/Sr27Nnj1PgtJI7jHLP9jhIEATabzbF/Irvd7tg/Ec/zjn0TrwvAsW80oR//++no6HDsnzixyvg6TXXd0S8K09V3Ntd15b1Od93Jbl6MXney7pNzua4n/9+Mx3GcU50EQUD1X5+CsWbkS4u9vAImjoOmsAASuRzhWzZBER4OW0kJ7Ha7qOGd7rqTvdfxcTgaM6PvZ7LrWqoOQzEh6QTDIuKW70IWmwnb+fNTvtePmr5ASV8lsrQpONlaApPdjOzwdDAMM6ff4fj/N6VnWvHRznLwvPg9K5Qsrr1tZKmUidfleV70BWDUbH6HE+s02URG46/rzTZiquu687es1Wpht9tFx3jiuqP1pTZi+jgcf93J4sVms3m0jRh/3anaiJnie/Q9Tvb790Z8u/I7pDZi7n/Lc/0eERcXh8TERISFhTmuQ23ECH9rI+byO+RMJoxPPIVx3wW80UZM9v/SE5Z04jn+rqXFYnE58ZypW+4oQRDw3//93+A4DoGBgfjrX/8qSqpGbdy4ET/84Q/x61//GgMDA3juuefw4x//2I134lkSicTpD45hGMddlMkCVCqVTjkdOMuyjn2T/SGP7pusYR9/3YkN6fg6TXVdQRAmrddcrzv+v+ONf6/TXXey9yqTyWC32yf9wJjLdefr/41EInGqU9Nrb6Dn0BHRcZaGRgi5OQi/+kooLq2HK5PJwDCMy9ed7L1OFocymQwcxzm9l+Hq07Adfg0Tf7Nh13wNmsw1jjvPk73X9yo/wcGuUwCACkMtIrhIlHVdRKBSh1hd1JzjWyqVovLcAC6ed56wRBckw9qt4YiKc+5aK5PJwPP8pP9v5/I7lEql4Hl+xv831EZQGzFap6muO10cjr/uVH/LC9lGTLzudPG9kL/D6eLQld8htRG+0UaMn6ByfH2pjaA2YvRa3T16AEGOMott7PreaCMme/+ewAiT3bJaIh599FG88cYbAIDPP/8c8fFTL2L/1ltv4Wc/+xkA4I9//CNuvPHGGa9fUVGB7du3AwDuvfde/OIXv5jyWKvVitWrV8NkMiE1NRUffvjhlMd6msFgcHR/AUa6O0yWIBMyna59B1D9P0+KyhipFBHbtiLutlugnNDFY6GYWy6i/ZVHIdjFdxqDN92F4M13Tnvuvrqj+L9TL4nPUwbigeV3Yk3csjlP7sPZeex8+Syqznc47UvJCMPt96+AUjX5BxUhhBDfMDQ0BIZh6LsTmbUX//gPNLSP9WyScmb89C+3e60+85UbLOnlVMb3YZ9pevTxg8MnjneYymi/amDmdULlcrmj3/boWJClymw2w2QyuT2JE/GegbJy1Dz1tLiQYRC6YT3i77ht3pPOqWLG2tuKjtd/7ZR0KpMKELTpjhmvmxKcAJ1C3NDmRmRgdWzRnJNO47AVz/718KRJZ2xCEG69bxklnfOI2hniLooZMpmhoSGUlJSgpKQEBoN4UjiKGeIqHvPTtdXXLOnEc/wA3dGBxlMZ3c8wjNMAc1dYLJYZjxl9rD3Z4/Cl5OLFi6ioqHAMoCe+zdTahsrHfwdhwviBoBXLkHDXHVCEzX15kZlMFjN2Qz/aX3oUvMUoOlYWkYjI23/kUuKYFByH/7r8+whWBgIAbszchodWf2nOXVB6ugz4+x+/QEfroNO+7IIo3Pfgaqi1rnXpJ7ND7QxxF8UMmWg06RwdZzcx+aSYIa5aKh1Ql/QYz2XLlkEmk8Fms+HEiRO47777Jj2O4zicOjUyxisrK0s0i9V0xs/ANToj1VTsdrtjlkRXn6gS4m22wUFU/OoxcJdmahulzUhH3K23QBXrnVjmLEa0vfgzcMN6Ubk0KBLR9zwKiUI1+YmTiAuMxi+v+D5Ot53HDZlb51w3i9mGC2UdsFjEiTrLMli7JQWXX5sJiWRJ3xMkhBCfNz7pHGWz2dDY2EhrshO3xcgFWIdqHdssrNMcvXgt6cRTp9Nh7dq1OHToEPbt24e2trZJk749e/Y4psy+9tprXb5+fn4+tFotDAYD9u7di/b29ikXnX7vvfccd8k2bNgwi3fjP0JCQmC322mdKx/H22yo+u/fO63TqYyNQcyN10M3YZr9+TQ+ZgRBQNeuv8DeL+7CKtEEIuqeRyHVBk15HUEQYOVsUEjFE41FBUR4JOkc6DehvLgNNhuHvGUxKD7VDJ4TIJdLcNXNuVi2Jn7OXXiJa6idIe6imCGjBgcHUVpa6jTLaHBwsGhpD4oZ4qoQrQZdth7HtpR1b+nGxWLJ31b/yle+AmDkLtX3v/99p/75NTU1+M1vfgNgZP2cO+6YeVzYKLlcjh07dgAAjEYjvvvd7zoS2PHOnj2Lxx9/HMDIDFNf/vKXZ/NW/EZcXBySkpKc1qcivkMQBNQ89TQGKypF5bLgIERdczVC161d0ARqNGZiY2NhqiuGLCweEt3YWmKMQo3Iux6BPCRqymuY7RacaSvF3rrDMNs8Px6ntUmPcyebYLVeWjZIp0B2QTS0OgXu/vdVWL42gZLOBUTtDHEXxQwBRpLOiU86gZGkMy8vTzRcimKGuEopEd/wZv30+8CSvwWzceNGXH311fjkk09w7tw53HzzzbjnnnsQHR2NiooKvPbaa44FX3/0ox+JFn4GgBMnTuD+++8HAKxevRovvSSeAfOhhx7CwYMHUVFRgeLiYlx33XXYvn07srKywHEcjh8/jj179jgasEceecRpMVtCfE3zG2+h+8BBUZk8NARp3/oGArKywE4xZfh8MzdXwNx6EaxMDm3eZgxfOA5uoAeRt/0nlNGpU55X0V2NPxz6G1bGFiJcE4qDjSdxWfI6yCWeeR9mkw3VlZ1O5XGJwbjqphwE6JSTnEUIIcSXjCadE9dEnCzpJIQ4W/KJJwD87ne/w/DwMA4fPoyWlhb84Q9/EO1nGAbf+ta3cPfdd7t9bZVKhWeffRbf+973cPz4cfT39+O5555zOk4mk+GnP/0p7rnnnlm/D0IWQteBg2h+7Q1RGatUIvtnP4U2JdlLtQLMbTUwNYyNpWYkUmhzNkARmwV1cuGU59X1NeK/v3gKFs6Kw40nsT5hJQDgWNMZbE5aM6enkDYrh1NH6sHzzpMGhIRqkF0YDZmMvqgQQoivGxgYQGlpqVPSGRISgtzcXEo6yZxI1WrRNuOn8USJJ0aSw3/+85/44IMPsGvXLlRWVmJoaAhBQUFYsWIF7r//fqxYsWLW1w8JCcELL7yAvXv34v3330dJSQl6e3shl8sRGxuLDRs24Etf+hI96SQ+b+B8GWqe/F9xIcsi84ff92rSaetrg6nmrFO5JnMtFJFJU57XPtSFx754EhZuZBA/J/A40nQalyevx4aElXNKOo0GK1577iRaG/VISAlBUpp4dt/85bFgWP/sSkMIIf5kuqQzLy9vzjOdE8JIxYmmvw69ocTzEoZhcNNNN+Gmm25y67w1a9aIFlid7vrbtm3Dtm3bZlvFJaO6uho2mw0ymWxWS9eQ+WFsaUXFY/8NYcK4lpSvPoCQlbO/MTNXlq5GNB/7GLzdBpZlERI6kuCpU5dNm3QCQJg6GNnhaTjVWuIoi9KG46asbYgOiJzmzOn19xrx6j9OoLd7pJt+U10fFEopouMCwTDMyCRClHR6FbUzxF0UM0vTXJJOihniKl4QwGPse4F9kp5S/oAST+JzTCYTbDab08B94j1W/QDKfvYL8BMWwY6+4TpEX3+dl2oF2A16dLz2GARGCltYKiSykcH5qoQcKGMzZjxfJpHhe+u/hqdOvICjTaeRFZaGb6/9CsI1s197tL1lAK/+8ySGh8Rr9zbW9iIxJRTL1sRDpZZPcTZZKNTOEHdRzCw9c33SSTFDXHW+rhWNIUWObSnn+UkOfQElnsTnMAzj+CHex9lsKPv5L2Dr7xeVq+LjkPTl+71UK0Cw29D59u/BGfogAaCwmWGPzoY8PAHKxDyXryNlJfiPNQ8gOSgeV6dvgVKqmHWdai90461/nYZ1whqdukAl7vy3lYiICoBU6p/jNhYbameIuyhmlp62tjanpDM0NBS5ubkuda+lmCGusvC8t6uwICjxJD4nPz/f21Ug47S8/iZMTc2iMllwMLIe/hFYuXdmrxUEAd0f/h8srWPd3FnzIHTcEDQZq6b9kB+yGBCg0IrKWJbFzdlXzalOh/dW48DHF50mEoqIDsC9X10NXZBqTtcnnkXtDHEXxczSk5mZCY7j0NMzsr6iO0knQDFDXMcJlHgSQpY4Y1MTWne9LyqTqFTI/smPoY7z3mRYAyfeh+H8AVGZNDAckbf+JxjJ5M2ayWZGr7Efx1vOIjciA1lhaR67C/3ZBxU4dqDOqTwxNRR3PbASSpV3EnRCCCGzx7IscnJyUF5eDgBuJZ2EuMc/x3RORIknIWRSAseh+q9PiycTYhikf+ebCMj03iQJw9Wn0bdXvF4uI1Mi8o6HIdEETnqOwTqMn+/9I1RSJQqjcnC+8wIsdhsKo7LnlHwKgoBP36/AiYP1Tvtyi2Jw8z2F1LWWEEIWMZZlkZub6/g3IfNBO2EYMAP/fAJKiSchZFJt7++GobpaVBZzy00IXbfOSzUCzC0X0fXOExDfGWQQcfN3ppzB1mgz4bEDf0XrYAcAwM5zWBGTj4u9dQhVByE+MGZWdRF4AR+8VYrik81O++KTg3Hrfcto5lpCCFkkBEGY8kYkJZxkvgVO6Bgl5f1zQipKPInP6e7uBs/zYFkW4eHh3q7OkmRqbUPTq6+LypQxMUi45y4v1QiwG/rR8ebjEOxWUXnI5ffCGJIMQ2enU8wIgoA/HP4/1PU3Ocoa9M2QSaTYnn014nTRs6oLx/F45+VzqCxtd9qXnB6Ke7+6hpJOH0ftDHEXxYz/6u/vR0NDA/Ly8iCTeW5oBMUMcZWCXRq9oyjxJD6nvb3dse4VNdTe0XXgC/DWcQkewyD9P74JiWL2M77OBW+3ov2VX4I3DYnKNVnrELhuO86fPz9pzDAMgytTN6Oqu8YxcF8lVWJjwiosj8mfdTfbnS+eRVVZh1N5wYpY3HBnASRSujvu66idIe6imPFP/f39OH/+PHieR2lpKQoKCjyWfFLMECJG344IISKcyQRGIkHEtq2QBQcBGFmvU5ed5ZX6CIKArnf/BFuPuEurVBeG0Ov+34zJ4/qEFfj+hgchZaUIVATgRxsfwlVpm8Eys2v+TEYrlBoZxr8swwDL18bjhjsKaEwnIYQsEn19fY6kEwCGhoZQWlpK626ShTeHpdwWE3riSXxOQkLCtGMtyPwRBAG9J04BggBFWCgirrgchtpaxN95u9fq1PfFazBePCUqY+QqRN75E0hVAQBmjplVsYX48aavI1gZiISg2c/GazbZUHKqBbpAJTLzolB1vgMsy2DF+kRceUM2pDJKOhcLameIuyhm/EtfXx/KysocSecopVIJicQzbTnFDHHVUokRSjyJzwkKCvJ2FZYsQ00tzO1j4xZZmQwhK1dCGhDglfoMlR3GwJF3xIWsBOE3fFM0mdD4mLHzHASBh0wi7ipVGJUzp7r0dBlQdq7VsR0RHQCO4xEWocVl12RS0rnIUDtD3EUx4z+mSjojIiKQnT232c7Ho5ghRIwST0IIAMDS2wf92XOiMlYmQ8TlW7xyJ44zDqL3039i4tpWQRtugzbbeWZdXuBhsAyjtLMSZrsVmxJXQyGVe6QugwMmUdI5Kj07EoUr4yCjpJMQQhaF3t5elJeXz3vSSYg7us1m0TbH+Of3Cko8CSHgLBZ0fvqZU3nI2tWQarULXh/BbsNw5VFocjdhuOIweOMgAECTvR7Bm+50Pl4Q8PzZN3Gi5RzWx6+EWq7C/vqj2Jy0BmqZatb16GgbRHN9Hyxm5/E+2gDFSNIp988PB0II8Te9vb0oKyuDIIhvaFLSSbzNxIljkvfTxJMmFyI+x263w2az0eD+BVTz1N9gau8QfRgHZGVCHRe34HURBB6GyqOwDw9AotIioHArpMHRkEenIvzm/3D6YiAIAl48txOf1HwBvXkQBxqOwWAdxqDFgMONp5y+YLiqqb4P//rfo/j43TJ0tg867S9YQUnnYkbtDHEXxcziNlXSGRkZOW9JJ8UMcdXozPv+jp54Ep9TUVHhmH68oKDA29Xxe0M1teg5eAgAoIgIR2BBARRhoQgqyPdKfUwN52HrH1uqhJHKoFt5DbR5W8BKnKe4/6h6P/ZU73VsG20mHGw4geszrsDymLxZfZmoqerCmy+cht028kFQVdqOvGWxCAwZeXq6bksK5ApqPhczameIuyhmFq/pks6srKx5e9JJMUOIGD3xJGSJq//nc45/W7q60f3FQQSvXgnGQ7P6ucPW1w5zc5WojJUpEJC/BVL15BMcrYtfgTB5sGObAYPCqBxsSlyNMHWI23WoKGnD68+dciSdAMBxAvr7jAgN02DTtnQolJ5bYJwQQsj86enp8UrSSYg7wqK1CLC3OH40TJu3qzQv6JY98Tk6nQ52ux1SKYXnfBusrMJQpTjRC16+DNqUlAWvC2ccxPCFE6IyhmGhzd0IiWrqWXWDVYH4Rt4O/KPydXSYuvHgynuRE5GBqIAIt+tw9ngT9rxdiom9czNyInHb/cshlbL0JcVPUDtD3EUxs/j09fWhvLzcKemMiopCZmbmvLfnFDPEVfHJCeiqLQfPcxAEQO6ny3rSXwLxOUlJSd6uwpIhDw1F8OpVGCwrB2c0glUqEXf7rQueXAk8h47XfwNIZVAm5IJhRzpjqFIKIdWFzXh+XnoOfpP4Y5R1XsDa+OWzqsPR/bX4fHelU3n+8ljcdHchJBLqIOJPqJ0h7qKYWXw0Gg1UKhWMRqOjbKGSToBihrguQKaBTiIDLg0pUin9M0Xzz3dFCHFJ19590KYkQ5OYAENNDaTaAGhTF/5pZ/8Xr8PSXgMA4Ib6oE5fCWVsBhQx6U7H6s2D6DL0ICNMXE+tXDOrpFMQBOz9sApH99U67Vu1IRHX3JIHhqWnnIQQstgoFAoUFhaiuLgYJpNpQZNOQogzSjwJWaL0JaWOfzMSCQIyMxFYkL/gYzuN9SXQH33HsW3Xd8JYexbBl93r9OWgqqcWlV3VsPF2yCQyJAfHz+m1eV7Anp2lOHe82Wnfui0p2HYjTa9PCCGLmUKhQFFREdra2pCUlERtOiFeRH3HCFmCeJsNQxerncq1aakLWg/ONITu958SF7JSRNz0HUjkSlHxgfpj+K99f0J1XwMA4ExbKToN3bN/bY7H2/86M2nSmZIRhrTsCPqCQgghfkChUCA5OZnadEK8jJ54Ep9TX1/vGIyfnJzs7er4pYGycggT1hXT5eZAoli40eyCIKDno2fAGfpE5SFX7IAyVtzFtqq7Fs+cfhW8wON0awk4nkNqSCKqe+sRqQ13O2ZsVg6v/OMEmur6nPZl5EYgKTUMSamhc3uDxKdRO0PcRTHj2wYHBxEQEOBTySXFDHGX3WaHAEAi4bxdlXlBiSfxOUNDQ451r4jnmdraMHThoqhMolYhMD9vQesxVLIPw5VHRWWqlEIErr5eVNY13IvfHfpf2PmxRPlcexlSQhKwLn7FyLXciBm7jcOzfz2MrvYhUTnDMMhbFo3NV2UgNFw727dFFglqZ4i7KGZ8V1dXFyorKxEREeFTS6RQzBBXnT54BlXDsY5tmdnsxdrMH+pqS8gSYjcaUfL9H6Hn8BHYBgcBAAzLIuLyyxf0g9ra1YTej/8hKmNVWoTf8C0wjLhZClMHY0vSWlFZVlgqbsu5FhLWvfGoNhuH8uI2qDVy8WuzDFZuSMQ12/Mo6SSEkEWks7MTFRUVEAQBnZ2duHDhgtPyKYT4OjNnh8BIHD88Fn4t9YVATzyJz8nNzfV2FfxW48uvgjOZYGpugamlFZrkZCR+6T7IdFOvk+lpPGdH584/QOBsovKwax+CNCDE6XiWYfHlZXcgQKHFG2UfYHl0Hn6w4f9Byo41X67GzMWyTvT3GRGfHAy7jUNLox5SKYvNV2Vg3WUptGTKEkLtDHEXxYzv6ezsRGWleBmsjo4OBAcHIzIy0ku1GkMxQ1zFCby3q7AgKPEkPkeywLOqLhVWvR6dn34+ViAI4G02BOYv7Adj72fPw9bXJipTJuZCm71uynMYhsFtudchVheFZdF5kEnETZcrMWMyWtHdNeS4XnJGGMAwWL0xCblFMT7TNYssDGpniLsoZnzLZEknAMTGxiIiIsILNXJGMUOIGCWehCwRDc//C4JN/JQx4b67wS7g2BNTfSmGzn4qKmOVWkTc8j3HtiAIaB3sQIwuEuyEbrezWacTAAReQNX5DlEZwzC4+e5C6lpLCCGLTEdHB6qqqpzK4+LikJqaSjcSyaKjCgoABse2BYl/dhenfmWELAHmjk70HDoiKtNmpCN07ZoFqwNnMaHr/b8CE7qThF3zNUi1wY7t2r5GHG0+g8ONp2CxWz3y2i2N/RjQm0RlMfFBlHQSQsgiQ0kn8UfhAeJVBWSwT3Hk4kZPPInP6e/vB8/zYFkWwcHBM59AZlT3z+cgcOOm5mZZJN5/34J+QHd/8CQ4Q7+oTJO9HtrcjY7t/fVHsbf2CPIiM9Fh6MbntYewLmEFQlRB0157qpjhOR5791SBlTCQSMfus6lUMqRmhHvmjZFFidoZ4i6KGe9bbEknxQxxlUYinvRQ4qcTZFHiSXxOc3OzY/pxaqjnzlDfgP7TZ0RlgXm5CMxbuOVTzB11MNWeE5VJdKEIv/Fbju3WgQ788/TrsPE29Jn0jm61RptpxsRzqpjZ//EFHPuiDhqtHLlF0VCq5WDAIDMvSpSIkqWH2hniLooZ72pvb8eFCxecyuPj45GSkuJzSSdAMUPIRPTNixA/1/jiy8C4O2eMVIqkL39pwT6kBbsNlqYKBCy/GtKgS7MMshJE3PwdsLKRriVmmxl/OvYP2PiRMag9xj7srT2M2IBIxOmiZ/W6NVVdOLKvFgAwbLDi1JFGGA1WxCYGIShEPfc3RgghZEEsxqSTEHdItOKhPwzrnzFNTzyJz4mJiXF0TSFzM1RdA/1Z8ZPG4BXLoU1LXbA6GGvPgTMPg1WooMnbDGtbDeQR8VAljM2mW9PXgPahLtF5sboolycTmhgzgwMm7Hq1WHQMwzIoXBWPmPjAub0h4heonSHuopjxjra2Nly8eNGpPCEhAcnJyT6ddFLMEFdJtVqMn12I8dPl3SjxJD4nLCzM21XwG40vvizalmq1SP7qAwv2+jZ9Jyyd9Y5thmGgzVkPbcFlouPyIrPwqyt+gCeOPINeUz/idTF4eNM3IGFdm4p+fMzwHI93Xj4H47B4YqJtN2QjNiFo1u+F+BdqZ4i7KGYWns1mQ11dnVP5Ykg6AYoZ4jrBNmEyIf8c4kldbQnxV/riEgyUnheVxd1xG5QLtL6ZwHMwVovHljISKdSZa8Awzk1PWmgSfnvVw1gVW4gfbvx/0CkDZvW6X3xajaa6PlFZZm4k1mxKntX1CCGEeIdMJkN+fr5oPczExMRFkXQS4o6m+kbRtsXipYrMM0o8CfFDgiCg4cVXRGXy0BBEXXv1gtXB0noRnGlIVKZKLoREqZnynEClDj/c+BCiAmaXHNdd7Mahz6vF1wxW4aa7C+lLCiGELEKBgYEoKCiARCJBYmIikpKSqD0nfmfIKn7iyTOu9fhabCjxJMQP9R49juHaWlFZ/N13QaJQTHGGZ1k66tF34DUI3FhDKtUGQxGdAmAkMT7bVoYmfavHXnNo0Ix3XxGPZ2VZBrd9aTlUavkUZxFCCPF1gYGBWLVqFSWdxG/ZJ6xx7q9ojCfxOaWlpY7pxwsKCrxdnUVH4Dg0/OtFUZkyJgaRWy9fmNcXePR88k9YWqpg7WmCKqkQ8tBYqNNXOrrYVnZXo6avATV9DdCbB5EXmQl2ku63riopLsHhTzsxbBCP60xOD4M2YGGSbbK4UDtD3EUx411KpdLbVXAbxQxxmZ+O6ZyInngS4mfaP/oElk7xDLGJO+4BI1mYbhtDJftgaRlZ4Js3DmG44jB43g5pQAgA4LPaQ/jdoafRMzwyDrOqpxbHm89NeT1XVJUOoLdTnHSGhGkQkxAImdw/u6sQQog/aW1tRWur53rBELKYhEg4BBtbHT9BljZvV2le0BNP4nPUajXsdjukUgpPd/E2G1refFtUJg8JQcjqVQvy+pxxEH37XhKVSYOjELzhNgBAx1AXXjz3NiycFV80HEd+ZBbSQ5OREBgz69esr+7BhZJBUZlCKUVmXiTCwrXQaOmJJ3FG7QxxF8XM/GlpaUFNTY1jOzY21ou18RyKGeKqCJ0aA+Zmx7aEsU9z9OJFfwnE56SlpXm7CotW+56PYBsYEJVFXX8tWJlsQV6/b/8r4E0GUVnY1V8FK1OA53k8efx5WLiRJ5MCBJR2ViInIh1xgdGzej3DkMVpXCcYIKsgCoFBKmQVzO66xP9RO0PcRTEzPyYmndXV1WAYBjExs78h6SsoZoirNFJxV3IJ659jmSnxJMRPcBYLWt99T1SmCA9D9HXXLMjrm1svYqj4c1GZJmsd1KnLAAB68yBMdvH84Nlhabg566pZv+aRfTUwDImvmZwWirBwLfKWx0Imo262hBDiq5qbm1E7YSI8YGT9TkKI/6ExnoT4iY4PP4ZNrxeVRV13LaRq9by/Ns/Z0fX+X0VljEyJ0CsfcGyHqIPw+6t+ijvzboSUlSJaG4GfbP4mJOzsk8PlaxMQlxjs2A4OUyMhJQS5RTFQa2gmW0II8VVTJZ0pKSlITEz0Qo0I8R6JUjwsiJnDdyNfRk88CfEDdqMRLTvfEZUFFRUi7tZb5nxtc3MllPHZ0x7T/8XrsPe1i8q0BZdBqgsVlUklUtyeex3Wxy+HyW6BUjb7WQqHhyyoLO1ASmYYAoOVaKjpRWZeJDJzoxAUMv/JNiGEkNlpampCXV2dU3lKSgoSEhK8UCNCvIuVi2+WM9TVlpCF0dTUBI7jIJFI6APIRW3v74Z9SDy2MmHHvXO+bt/BN6A/9CZCLt+BoPXbJz3Gqu/EwMndojJGocbQmY8hUesQsvkup3NidFFzqtdAvwnnTjY5tqUKDilZOgSGMIiKDZzTtcnSQO0McRfFjGcspaSTYobMFi/45/oqlHgSn6PX6x3rXlFDPTPb4BDadr0vKgtZsxoB6XOb1MDcXAn9oTcBAH37XwaASZPPng/+F+DE43EEixEA0H/oTbSGhSMzYyPkUs90feU5HufPiqfcN5vN0ASwUGppXBBxDbUzxF0UM3M3VdKZmpqK+Ph4L9RoflHMEFdV1LejOTDHsS0VLNMcvXjRGE9CfNhgReWMx7S+8y44k2msgGEQsnbNnF9bGZ+NkMt3OLb79r8M/dF3RccYyo/A3FQ+5TVMG25GJW/ExzUH0KRvhTDHO3gCL6D2Yg/sdk5ULpWyiIxTgmH8s2sKIYQsdo2NjUsq6STEHcN2G+wSxdgP45/zVNATT+JzMjMzIQjCkk8iml57A82vv4nE+3cg7jbnJ43D9Q3QJCfB0tsLMAxwKanTJCWh5n+ehKWzEwn3OHdzdcfoE87RJ559+1+G3dCPsKv+Dbzdgt7Pnpvy3La1V+MTrgvZvA5mO3C85Rw6h3uwKrZwVnVpquvDR++WYcU650knrrphGWRyyZKPGeI6ameIuyhmZq+xsRH19fVO5f6edFLMEFfZBd7bVVgQlHgSn6NQKGY+yM8NVlSi+fWRbq6NL44kfeOTT2t/P8p+/gsse/IvCF62DBK1BoPlFTC1tGD40od78+tvIqiwALqc6ScGmsnE5HPw1B6wciU4kwHcsH7ScwIuuwcv9pyC3jyIloE2LIvJR5Q2HDEBkbOqg3HYindePovBATM++6ACm7alg2EAm43DyvVJ0AZQzBD3UDtD3EUxMztTJZ1paWmIi4vzQo0WDsUMIWLU1ZYQH6TLyUbi/WPdXBtffBktO8e6uba+swv2IQOaXnsD5s5OyIMCIQ8Jcjz1BIDE+3fMOekcFbR+u6jbrf7IThgvnpr02JDLd2CvTga9eRAAMGwz4XDjSdh5G2JnMamQwAt477ViDA6YAQA2K4d9H1ZBF6hEXlEsJZ2EEOLDZDKZU9lSSDoJcYfSJh6KxMA/JxeixJMQHxV32/ZJk09rfz86Pv4UANC1dz84kwmDlZUYKDnvOHaq7rlzoS24DBi3rhRn6AMk4k4TIZfvgHTlVfjw4n5ReYQmFDdlXjWr1z32RR2qK7tEZUlpochdFouwSO2srkkIIWRhxMTEICMjw7Gdnp5OSSchEwTLxImmlPfPyRKpqy3xOUNDQ+B5HizLIiAgwNvV8arR5HG0u23jiy+j79Rp8FYrAECw29Fz5BisPT2Oc+Yj6QSAgWO7AF48qQ84u+Of45dc+e2VD+Pvp19FZXc1JAyL763/GrQKjduv2dLYj30fVonKNAEK3HrfMrDj1riimCHuopgh7qKYmb2YmBjH5HKxsbFers3CoZghrlJJlkZKtjTeJVlU6uvrHdOPFxQUeLs6Xjcx+RyqFCdi45POhPvu8XjSyfMC7IZ+6M98iqmmR2CVWtFSKzG6KPzi8u9iX91RGKzDSA1xnhBoJiajFW/96wx4ftxdQAbYfu8yaHVK0bEUM8RdFDPEXRQzc7OUEs5RFDOEiFHiScgiMDH5nPSYO25D/J23e/R1rTYOz+8uh76uCuxgIW5Sn4GMcZ55jTcboD/6rij5ZBkW21I3zup1BUHArteKMXRpXOeoTdvSkZIRNqtrEkIImT+CIMBisUCpVM58MCFETOI8FtofUeJJfE5kZCQ4joNEIpn54CUk4orL0PTKaxA4znknyyL6+ms9/prVzXpYjCY0dQ0hlpWgyR6GVFmX03ECgAuHX0O6ICBkw61zft0TB+tRXSF+nbBILTZckTrp8RQzxF0UM8RdFDNTEwQB9fX1aG1tRUFBAQIDA71dJZ9AMUNcxbBLI0Yo8SQ+JzJydktu+LvWd3ZNnnQCAM+j9d33kPxvX/Hoa5bV9aC/tREWXgojI0etPcIp8VTGZ6Ox4yJKA5RoOLMT63kb4jfNfv3Q1iY9Pt9dKSqTySQoXBkHqWTy+dAoZoi7KGaIuyhmJjeadDY1NQEASktLKfm8hGKGEDGa1ZaQRWD8TLZT6fjoE1j7+92+trm5ctLyrj4jurr06O0dWRZlUFChn9eijxNPEjTQUYvz2fkAAL1Mgo/P78bZ/c+7XQ8AMJtseOtfp8XjOgHkLovGinWJYKdIPAkhhCw8QRBQV1fnSDoBgOM4nD9/Hjabf87KSch80F+aNHIUz/jn9x164knIItD6zi7HTLZT4a1Wt5969h18A/pDbyLk8h0oUa5CfduAY5/NzmO4vRFGXgYlY4ORV8DOsjhgzoZ03DjPtmATGoxtiIuMRFJXFxQAzKc/gl4RJBrzOZPRcZ2DevG4zvjkYGy4Ig1K1dIY/0AIIYvBaNLZ3NzstC81NXXS9TsJIZMbsonnz+AY/0zR/PNdEeJHrP39aN/zkUvHtu/+ELHbb4Y8OHjGY83NldAfehMA0L3vFZwNYqCXj3UL4jkbBroGwDAyREoG0MSFopsPgAJjS6jYWaDBHgCp0IcWmwHtwRqsGBhGpJVD3/6RiZBcTT5PHq7HxfJOUZkuSIlN29IRGk7rdRJCiK8QBAG1tbVoaWlx2peVlYWoqCgv1IqQxcsuTDGUys9Q4kl8TkVFhWP68ZycHG9Xx+uqfvfHqcd2TiBwHKp+/wQK/vuxGY9Vxmcj5PId6Nv/MoYEFcxtFyENA7r4QNg5HtxQL6QCixiJHlKGR4xEj24uACZBAQGAhOFhVhohgAFsckBuAQ9gdcp6MN0j3YL79r8MZXwWlPHZ09bFarWj7GybqEwqY7FmUzJSM8JnfC8UM8RdFDPEXRQzIyjpdB3FDCFi/tmBmCxqdrvd8bPUNb78qtO6nTMZqqhE48uvunRs0PrtCLl8B4JYIy5XVkDbW4F4+QDUcga81YxgdhhKZmScjpKxIZgdhgBAxVoRJ+lDGGOAOrIejNwCANiauBqbtj6IkMt3jFx/050zJp0cx6P0dAtSMsOQlh0Ohh1ZLTSvKBbL1yY6tqdDMUPcRTFD3EUxQ0mnuyhmiKt0wQqobd1Q27qgtnVBJfTMfNIiRE88ic+Ry+VgWRZS6dIOz5ad76LlrZ2zO/etnZCoVI71P6fj6Aq7/2VcrSrF8W4joEyEnREwyKugZS2OYwd4NTSsBZHsAKKkA7iNrYGtk8PHoRpUaRS4ZtAOhmEQtH67S086AaC5oR+GIQsYhkFMfBB0QSoM9Jmw6cp0KJSuxQDFDHEXxQxx11KPGUEQUFNTg9bWVqd92dnZNIPrJJZ6zBDXJWYmo7e1HNylHm5SuTDDGYsT/SUQn5OVleXtKnjdYEUlGl98eU7XaHzxZeiys6DLmTn5G00++/a/jFXyOuweDoSAkanw9bwaVkECOcOBgQABAMMAq+R1UDI2KDngjq4hGFkDuOa9sK+/DVJtsEtJp9lkQ1Ndn6hMG6BA/vJYBIeqXX6vFDPEXRQzxF1LOWYo6ZydpRwzxD3BigAESxTApeU8VSr/TNGoqy0hPkiXkw1tRvqcrqHNzHAp6Rw12u22nx9ZLsUiyGAS5OjltODBopfTwiTIYRFGZiocPW6Umhcg2K0YOP6ey69Zd7EbPC+eyS0+KQQJySEuX4MQQsj8EQQB1dXVlHQSQuaMEk9CfJC1vx/GhsY5XcNY3+D2up7agsvQJ2hhF1hwAgsJwyNa2o8oyQCipf2QMDzsAot+iRTdExLPUYNnPoHdMP3rCoKAgX4TeroMovLYhCCkZoaDYWYe10kIIWT+dXV1oa1NPPkbwzDIycmhpJMQ4havPMc1GAz4/PPPcfbsWbS1tWFgYAA7duzAzTffDAD429/+htzcXGzevNkb1SPE67r27oc0QAvb4CAE27hJCRgGEpUKEpXS5evE3X6ry69rKN2PPj4AFkEKFWtFBDsILWtGjqwNlUwqFNwwGjgt9BIVitURSNQMI3ySCXcNpfsRtH7q1z17vAmHPqvGNdtzYbNy6O0ZhkwmQVJamMt1JYQQMv8iIiLQ39+Pjo4OACNJZ3Z2NiIiIrxcM0LIYrOgiSfP83j66afxwgsvYHh4GMDIkw+GYdDXNzbO65VXXkFvby8KCwvxhz/8AfHx8QtZTeJlbW1t4DgOEokEMTEx3q6OV8TdfiuClhWh5Ps/FJUHr1yOhLvvgjYtdV5eVx6RhFj2c7QxOqgZPaKkA1irqIaSsSN/w1b8vtEIdlACtSwY4amxqIsugDYyG1nhrtent9uAT9+vgM3K4c0XzmDN5mQUrY4DAwYymWRW9aaYIe6imCHuWqoxwzAMMjMzIQgCurq6kJOTg/DwmZe5Iks3Zsjs2e0jd/NtNppcaE6sVisefPBBnDhxAoIw9S/TYrGgp6cHDMOguLgYd9xxB1555RWkps7PF23ie3p6ehzrXi3lhrrlnV2ibVapQEB2NjTJSfPyeoIgoOuDJ5EuG0S0RI8OLhCp0i6M9no9Vfw2WqMCwSuDwYTIoAzKgJQNQVyg69Pn8xyPd18ths069pj0xMF6pGdHIiVj9k87KWaIuyhmiLuWcswwDIOsrCzExsZCp9N5uzqLxlKOGeKe0hMlqB4KBi6lSNJhy/QnLFILNsbzF7/4BY4fPw5BEKBUKnHXXXfht7/9rdNxgiDg3nvvhUwmA8Mw0Ov1+O53v0trIJElxdzVhd4jR0VlAenpCC4qBCOZ3VPBmfR++hx44yAAQMtakCbrgm7FVQi5fAdsDPBhmBYMA0h0/ei3d+Fo8xlkhqZBK598rOdkDn1eg7Ymvahs5frEOSWdhBBC5h/DMJR0EjJPhowWWCUaWKWXfljXZ/ZfTBbkiWdpaSneffddMAyD9PR0/P3vf0d0dDQA4OGHHxYdq1Qq8eijj+L+++/H17/+ddTX16Ompga7d+/GLbfcshDVJV6Wmprq6IK9VLW8tRMY1zOAkUgQsnY1NCnJ8/J6/UffweDpD8cKWAlYuRKhl38JrFKNo8Ot6O8rF52zMWE1st3oYtva1I+Dn1eLykLCNNh2g+sz706FYoa4i2KGuMvfY0YQBDQ0NCAmJgYKhcLb1fEL/h4zxHPswiQTZvihBXni+fbbbwMApFIpnnrqKUfSOZ2kpCQ89dRTkFx6uvPxxx/Pax2J79BoNNBqtdBoXH+S5k/sBgO69n8hKtOkpiBs44Z5+fDSH30X/ftfcWwrk/IRuOYmhF75b2CVI3fcrt32Tfy/0EIE2UYaxmSTFbeaZWBZ15oQq8WOd185B4Efl0yzDLbfVwS5Yu73v5Z6zBD3UcwQd/lzzAiCgAsXLqCxsRHFxcWwWPyzm99C8+eYIWQ2FiTxPHnyJBiGwebNm5GQkODyeampqbj88sshCAIqKyvnsYaE+I72jz6BYLONFTAMoq+7FvKgII+/lv7ou+jb/7JjW5mUD2V8NqTaIGjzNo2rAoOt2x7CY0lX4cpeA27sNkD/xavQH33Xpdf57IMK9PUYRWWbr0xHbEKwZ94IIYSQWRlNOkdnrTWZTCgpKaHkk5AFJNOKu9YKfrrg5YK8ra6uLgAjCw27Kz09HQDQ7+Z6hIQsRrzVivbde0RlAVmZCNu43uOvZW6unDTpBABVUj4Y1nksacTG23FH0a2IsY6Mue7b/zLMzdPfFKqu7MSZY02isoBAJTJyaf03QgjxJkEQUFVV5Ug6R5lMJsfqA4SQ+RcerBJtSxnbFEcubguSeI7OYiuZxaQoo10LZTKZR+tEfJfJZILRaITJZPJ2VRZc14GDsOkHRGUpX/t3sPMQ/8r4bARtuH3k3+OSTqkmCLLwkZ4JVrvV6byg9dsRcvmOkX9vutNx3mSGDRbseq1YVMayDPKWxSBoQiM7F0s5ZsjsUMwQd/lbzIwmnZ2dnaJyhmGQl5eHkJAQL9XMf/hbzJD5EygRj6uW+udqKgszuVBYWBhaWlpQU1Pj9rmlpaWOa5Clobq62jH9eEFBgbers2AEnkfbrvdEZYEF+dCmpszfizIMVBmroIgcm7RIlVIIhmFgtlvwcfUBxOqikBeRCZVM6TgmaP12KOOzpk06BUHAe68VwzQsvmuXmhmOlesToVLLPfY2lmrMkNmjmCHu8qeYGR3CNNojbdRo0hkaGuqlmvkXf4oZstD8M/NckCeeK1euhCAI2LdvH/r6+lw+r6KiAkePHgXDMFi2bNk81pCQ+TdYMX2X1L5Tp2FqbROVxW6/ecbzZss+0I2BY7tgungaxpoz4M3DkAVFQhoUCaPVhOPNZ2HlbKjvb8ZH1ftR2V0tWoN3uqQTGFmfs6aqW1QWEqbBhq1pCA6liRYIIcQbpko6WZalpJMQL2GVE3qB+elMyAuSeN5www0AALPZjB/96EewWp27703U1NSEb33rW+B5HgBw7bXXzmsdie8IDQ1FeHi4X334Nb32Bs7/5Gdo2Tn1ZDwT96mTEmGor8f5n/wMTa+94fE69R18HQJnAyDA2l6LoXOfQRGTBoZh8FLJO/j76VdQ1V0Djudg5zkMWYZdnlW3u3MIe/eIE2aZTIKNW1MRn+T5CYX8MWbI/KKYIe7yh5ihpHNh+UPMkIUhCwoUbbNS/5xdaEG62m7YsAEbNmzAkSNHcOTIEdx66634yle+gpycHMcxPM9jaGgI1dXV+Oyzz/DGG2/AZDI5nnZu2bJlIapKfEBsbKy3q+BRgxWVaH79TQBA44sjk/nE3bZddEx/cSkMFy6KylSxsWh6cWSZk+bX30RQYQF0OXNb87KquwZZ4WmwdjXCUCpesiWgaCvkYXFoGWzH/vqj4AUeZV0XUN/fjOzwVNyQudXl1zl2oA4cJ+4mUrgqDgUr4uZlSRh/ixky/yhmiLsWe8wIgoCKigp0d4t7oowmnTSm0/MWe8wQL/LPB54L88QTAP70pz8hKSkJgiCgtrYWP//5z3HbbbeBYRgIgoA//vGPWL16Ne677z688MILMBqNEAQB4eHh+POf/7xQ1STE43Q52Ui8f4dju/HFl52ebja/9rpom5XL0XvkqGM78f4dc0463yzbjUf3PYFdlZ+gd9/LGD9+gJErEbzxDgiCgH+dewu8wDv2GW0mnG47j90X9rr0OoN6EwKDVMhbHgO5YmRCsahYHbZenwVW4p938AghxJfxPE9JJyE+rK22QbRtNdMYzzkJDAzEm2++iW3btkEQBMcPMDZz7cTyZcuW4c0330RkJC27QBa3uNu2T5l8Djc2Yqjqguh4flx39MT7dzg9IXVXVXcN3i4fWabl1dJd+Ki3SrQ/aO3NkGgCYeftCFWHgBl3q024lKC+Xb4HVd3TTxDG8wIulHdCgICQMA1WrEtETEIgrr01DwolzUxNCCELjed5VFZWTpp05ufnU9JJiA/oN4knYuQWplPqglvQd6XT6fDUU0+htLQUb7/9Nk6ePInGxkbRhCXh4eFYtWoVbrnlFmzevHkhq0fIvBpNHke7247+d7ihccpzPJF0AkBWeBruLbgFr5buAgB8HKYFAFymN0KiCULgmhsBADKJDA+t2oGrUjfhj0eeQY9xbDKwewtuQVZ42rSv01TXi2HD2KLjMrkEV96Yg/gk+mJDCCHewPM8zGazqGw06QwO9vyYe0KI+2yC3dtVWBBeSacLCgoc00pzHIeBgQFwHIfAwEDI5Z5bYoEsThcvXnRMP56RkeHt6njUpMknO3nHA08lnaNuyb4a5taLeKe3AsBY8nn72jvAysWzqZV2VjklnbdkXz3t9YeHLGiqF89arQ1QLkjS6c8xQ+YHxQxx12KNGalUioKCApSUlMBgMFDSuYAWa8wQMl+8/hxXIpFM283DZrOhtrYWPT092LhxAkwVbwABAABJREFU4wLWjHiL2WyGzWYDx3Hersq8mJh8guedjvF00gkAvN2GtefPwSi3OZLOj8O0CFEKuGXccbsqP3E8GQWmTjo72gYRFaMbuTbHo7dnGDw/btwowyAzLxIsO/8j5P09ZojnUcwQdy3mmJHJZCgsLERZWRmSkpIo6VwgizlmyMLSwg6tpdexLREs0xy9eC3IGM+srCzk5OTg+eefd/vc//3f/8X27dvx05/+dB5qRnwRy7KOH38Vd9t2JOy4d9J985F0AoD+yE7wxgFcpjfimh6Do/zVsvfxj9OvoravEbsqxEnnzRE3TZp0GgbNeOlvx2AYNMNktOJvf/gCPZ1DKFgRC5VKhoF+E+KTQhCgU3r8fUxmKcQM8SyKGeKuxR4zMpkMRUVFlHQuoMUeM2ThxAaqED7cNPZjavV2lebFgj3xHD+O0x0qlQqCIKCvr2/mg4lfyMvL83YVFkRApnO3G4laPS9JJ2cexsDJ3Y7ty/RGXNBpUC8feRr5We0hfNFwHFZubHD7FbYbUbubwxGhBhuuEI/tPLK/FiajDUf312JwwIze7mHsfus80nMiEBEVgJJTLdAFKpGSEebx9zKZpRIzxHMoZoi7FkPMjK59PlWiMx/LWZGpLYaYIb5BK1OLtiUL0FvMG3z2FowgCGhubsbu3SNfltVq9QxnELK4NL36ulMZZzQ6LbXiCX17X4RgNTm2hyQsWi4tdTJqfNJ5Q9gN6Do38gVm754qHNk3NputYdCMM0dHJkQ6daQBFSXtjn3VFV04sq8WAHDo8xo01dENI0IIWQg8z6O8vBzl5eWOBJQQQnyJx5542u12bN++HTU1ky+3IAgCfv/73+P3v/+929dmGIYGZRO/0rzzHQxVVk26b3Tsp6eefNoGujF0/oCo7FBMJGzC5GNOFBI57t96PY4wNdi7Z6SOo//dcEUajuyvhd0+8qWG46buybD1+iwkpNBstoQQMt94nkdZWZmjd1hFRQVycnKoiychiwQrFy85xzD++bfrsXcllUrxq1/9CoB4Pc7xXWwnlrv6AwBf+9rXPFVVQryqZee7aHrxFafy6Buuc/x7/Dqfc9X72fMANzZN95CExbFphl5aOCt2VX6CDVekYev1WY7yvXuqsO/DKsfTzulsvT7LqXsuIYQQz5uYdAJAT08PLly4MM1ZhBBfIlGKv5gxEv9MPD06xnPZsmX48pe/jE8//VRU3tbWBoZhoNPpoNFoZrwOwzCQSCTQarWIi4vDnXfeSTPaLiFdXV3gOA4SiQQRERHero5Htex8d2w2WwCKyAjwNht4swXxd98JeUiI0zqfc3nyyZmHIQuOhjwmDdb2WkAQcDg+DjbBPO15oxMM3XLFyMRCo088D++dvEfDeN5IOv05Zsj8oJgh7vLFmJks6QRGVgyIiYnxUq3IKF+MGbI4zHZuHF/n8cmFHn74YTz88MOisqyskacmDz30EB544AFPvyTxMx0dHY51r/ypoZ6YdAYW5kOXnT2ywbKQarWTr/OJ2Sef5obzYGRyqFOXQxGTge7mMhyV24FJhv8wYHBL9tV4t/JjAFMnn9Px1pNOf40ZMn8oZoi7fC1mOI5DWVkZ+vv7ReUSiQQFBQUIDAz0Us3IKF+LGeK76lq70KFNcWxLQcupzIm/Zu6EuGLapBOAOi7OMdtg3G3bkXj/Dse+2Xa75UxDsHY1ObYlKi2OpabBxtsnPV6AABtnw70FtzjKXi3d5eh2G588/RT88ckh1L2WEEIWwHRJZ2FhISWdhCwyfUYzTPLAsR+JzttVmhcLspxKVdXMT0oIGZWUlASe5/1mUoTBikpR0pnwpfvAAOBtY7PIThxUPtmTT112FnQ52XCVubkKAsZu+AyCw2fdFdOe82ntQTx1/a8BjD3xfLV0F2xGAe3N08+S2N6ih2HQDO0Crd05nr/FDJl/FDPEXb4SM1MlnVKpFAUFBdDp/PML62LkKzFDfJ9NWBozUdNfAvE5Op0OQUFBfvPhqcvJRvzddwIAEu/fgfBNG0RJJwBo052fFI5/8hl/951uJZ28eRjWzgZR2T+GqsHP0LBZORver/oMt2RfLXryeWjvRcdMtlOx23gcPVDnch09yd9ihsw/ihniLl+IGUo6FxdfiBlCfMmCPPGcysRZb0fLeJ6H3W6HyWSCXq9HeXk5du3ahWeffdZLNSVkbhLuuQtBhQXQ5WSj79Rp0T55cDDkQUGTnhd323a3nnRWddcgKzwNpqZKCOOSzBJLL6oNHS5d49Pag7gp60rckj0ytvPN0x8hpCvRpXNPH23A+stSvPLUkxBC/BnHcTh//jz0er2oXCqVorCwEAEBAd6pGCFkzuT2pTEkcUETz08//RSvvvoqysvLMTw8TOM+yZKiy8nGQFk52j/6BMrICMgu3QFVJ8TPeJ4r3izbjbfL9+DujCux/MAHUESlQB6VAkYiRZ3U9b+10aee9y+7HbdkX4224xx6XOwCMvrU86qbclx+PUIIIdOjpJMQ/xYkEX9Pk/JWL9Vkfi1Y4vnnP/8ZzzzzDIDZTTQ0OvEK8X82mw2CIIBhGMhksplPWETa93wI/ZmzAABpQAACsjIQc+P1c75uVXcN3i7fAwB4/eJn0MvtuKyuGOaWC7DGZ2CfpNut640+9ZTaFNC7OUTbG089/TlmyPygmCHu8mbMVFVVUdK5CFE7Q1ylkYhTMn/NehYk8bx48eKUSedoQjlVuVQqxY033kjreC4hlZWVjunHCwoKvF0djxE4DvriUse2fWgIrFwOqVY752tnhafh3oJbHBMCfRw2cs3L9EbsV3CwWSefyXYqo089I5uyZxzbOZE3nnr6a8yQ+UMxQ9zlzZhJTEyEXq+H7dL8AJR0Lg7UzhBXLZXnawsyudBbb73lSCxXrFiBt956C6Wlpdi5cycEQYBEIsHRo0dRXFyMffv24fHHH0d0dDQEQYDdbkdeXh6uu+66hagqIfNmsOoCOKNRVBa2fr3Hrn9L9tXYrk12bH8cpsUnoVocsvdNc9bU9lYex8nDDbM69+ShehgGzbM6lxBCiJhWq0VhYSFkMhmkUimKiooo6STEn7BenXZnwSxI4nn69MhkKlqtFk8//TTy8/Mhl8uRm5sLnU4HjuNw5MgRKJVKxMTE4NZbb8V7772HjIwMCIKAP/zhD+jp6VmIqhIfEBgYiKCgIL9bh4wzW6BJTQGrHOmCKgsMRFBRoceuz9ssWHexEtf0GBxl+4PVU67bOZOoC/kQ+NmNw+Z5AW+9eHZW586Gv8YMmT8UM8Rd3o6Z0eSzqKgIWg/0lCHzz9sxQxYPRrI0Es8FeZcdHR1gGAaXXXaZ0x9fbm4ujh8/jjNnzuDGG290lAcEBOCJJ57ATTfdBLPZjDfffBPf+MY3FqK6xMsSE12bQXWxEex2hKxaCWGlAFt/P1ilElKtxmPXN5QdBG8cxGWXHqqOdredjYC+CGgMoXOqT3N9Hy6UdSAzL2pO13GFv8YMmT8UM8RdvhAzlHAuLr4QM4T4kgV54jk0NAQASE5OdtqXlpYGQRBQVeU8g0l6ejpWrlwJQRBw6tSpea8nIfNF4DiYWloAjIxfloeEIGz9Os9dX+ChP7bLsX2Z3ogsXi46hpkwVF0lVSJEFTTpTzAXDp4deVLKsIBcIXX8aAIUCAhUTvkjV47cz5IrJOjuNIAQQohr7HY72tvbvV0NQsgCM9jF67sLfjq90II88VSpVDAYDJPO6JWUlAQAqK2tnfTcvLw8nDp1asr9hCwG5q4u8Fbx1Njq+OmXUXGHoeww7P3idTofXv0VfGrtckw4JGCs2+y9Bbc41umczrEv6mAxjzWG2gAlVqxLmHGW6aa6PiSkhLjxDgghZGmz2+0oLS3F4OAgrFYrPS0jZAnRWznRtp31z1mQF+SJZ1BQEABMOk4z/tKXb4PBgK6uLqf9o11zBwYG5q+ChMyzoQsXRdvy0BCPdrMdOL5LtC3RBEGelI+NiauglYtfRyvXuJR0XijrQFpmOFauT0J0bCBYlkVcYpBLSxtR0kkIIa4bn3QCQH19PRobG71cK0LIQrHx3MwH+YEFeeKZk5OD5uZmHD161GlfQkKC49+lpaXYtm2baH9Hx8hTnNms/UkWp9raWtjtdkilUqSmpnq7OnMmcBzM7eKnkZ582mluqYK1S/wFRZu/BS2DHXixeCcM1mHRPoN1GLsqP5k2+bRa7Hj/jRKYjDZk5EZiwxVpWLs5DFLpgtyrcpu/xQyZfxQzxF3zFTN2ux0lJSWOYUmjWlpaEBMTQ+s/LmLUzhAitiDfItdfWjKipqYGTz/9tGhfYmIiVCoVAOD9998X7TOZTPj8888BAGFhYQtQU+ILhoeHYTAYMDw8PPPBi8BgVdW8drPtP/imaJuRKWAp2IhXS99FWdfY2GmlVOH496ulu7Cr8pMpr3nuZDNMxpEuthfLO/H8k0dgGLKAlfhm4ulvMUPmH8UMcdd8xMxUSadcLkdRURElnYsctTPEVUq1BAr7oONHzg/NfNIitCDfIm+++WaEhIx0vXvyySdx++23Y+/evQBGJlq54oorIAgCPvvsMzz22GO4ePEiTpw4ga9+9avo6ekBwzAoKipaiKoS4nFNr76B1nffQ9e+Axi6cAH24WGPdbO16btgajgvKlNnrMJjx59FcUeFoywvIgu/veonuLfgFkfZVMknx/E4/kWdqCwtOwIhYZ7rGkwIIUudzWabNunUaKjNJWSpSCtIRbC6CzpFO3SKdgTqer1dpXmxIF1tlUolfvWrX+E73/kOOI5DeXk5Tp06ha1btwIAHnzwQXz00UcQBAGvvPIKXnnlFadr3HPPPQtRVeID8vLyvF0Fj+HtdhguVgOCAEtXFyxdXVDFxHjs+v0HXwcEfqyAleCdUDV62vocRVJWioywJERrIxzda0cnHBr97/hut+XFbRjoN4leZ8MVvt1FyJ9ihiwMihniLk/GjM1mQ2lp6ZRJp1qt9thrEe+hdoa4KlihQ4hECUEysq1SSbxboXmyYP3mtm3bhqeffhqxsbEQBAFxcXGOfZmZmXjkkUcAjIzlHP8DAF/72tewatWqhaoq8TKWZR0/i91gWblTN9tQDy2jwpmHMVx5XFR2ODEB+9uKRWUyVoo1scsckwLdkn31lE8+BUHAoc+rRefHJQYjIdm3Jwvyp5ghC4NihrjLUzEz05NOSjr9B7UzxFUMGDAMwDp+aDmVOduyZQs+++wznDp1CpGRkaJ99913HzIyMvDMM8+gpKQEVqsVWVlZuP/++3HdddctZDUJ8ZieI8dE27KQYGhTUzxybVtfG1Rpy2FpvQBuqA8HgtT4WOI8juSegpuRFCweUzrVk89svhC9XeJrbLgi1aWZbAkhhExvNOk0GMRrHFPSSQhZChY08QRG7v6sWbNm0n2rVq2iJ5vEr/SfPSva1iQlQXJpMq25EAQBltZqyMPjIQuLw0V9Ez421zv2X5N2GVqHOtAz3IdtqZsmTRwnSz43Norvyqo1cp9/2kkIIYvBVEmnQqFAYWEhJZ2EEL+34InnbPX19TkmKCL+ra+vDzzPg2XZRf3/3NTaBmuPeHB4UEG+R65t7+8AZxrppsUwDDKDE3GrKh7v1B3EvQW3OJLKQYsBUnbqcQLjk8/rwq5H00mLaH9GbiRUGrlH6jyf/CVmyMKhmCHumkvMTJd0FhUVOWb3J/6F2hniLo4bmbfDbvfPdT0XReL55ptv4oknnsCJEye8XRWyAFpaWmCz2SCTyRZ1Q9138pRoW6JSQZeX65FrW9prRdtSTSDuWn41ipJWISs8zVGuU2hnvNYt2VcjKywVp97uBjCWKMsVUqzdkuyR+s43f4kZsnAoZoi75hIzg4ODTktqUNLp/6idIa66WFKJhgE1hEvbMoNl2uMXq3lNPPv6+lBbW4vu7m6EhoaiqKgICoVi5hMvqa6uxi9+8QucO3duHmtJyPyYmHgqo6OhCJ/7erS8xQhbb5uozB4Wh/OdVcgel3S6I5SLRH1NlagsJSMM4ZEBs64nIYSQEaGhocjOzkZFxcgyV5R0EkLG6+kbwrBs7Ga/lDN7sTbzZ14Sz+bmZvz5z3/Gp59+Co4be1SsVCrx5S9/Gd/+9rchkUzd/c9sNuPJJ5/Ev/71L3AcB0EQaHKTJSQuLs7RNWWxshuGMXThoqhMFRsNWWDgnK9taa+F4LgnBjASKSr4YbT2dKNB34KCyCwkBsW59TdzZF+NaFsqZbF6U9Ki+bvzh5ghC4tihrhrrjETEREBAKirq0NhYSElnUsAtTPEVTbBP7vWTuTxxLO4uBhf//rXodfrHcuhACPj0EwmE/7+97/j/PnzeOaZZyZNPg8cOIBf/epXaG9vFyWcow028X/+0B2l/1wxhHE3XRipFMlf+/c5J3K8xYje/S9DFhoHaWA4GIbBbnsPLL1W6JQBMNstONlaAgtnRWaYa2tvDupNKDsnfoIaHR+IyGjdnOq6kPwhZsjCopgh7vJEzERERCAsLIwSkSWC2hlCxDza8lmtVvzgBz9Af3+/o0wulyMsbKx7oSAIOHr0KP73f/9XdK7RaMRPf/pTfP3rX0db29iXYJZlcf/99+PDDz/0ZFUJmVf9p0+LtoMK8yH3wNPOodL9sLbVYPj8ARhK96G9/SL2dJbi09qDON1aAqPNBIVEjuTgBJeveexAHXh+7CYRyzLIXx4Lldr3JxUihBBfM/6m+2Qo6SSETMQqxUMRhcXR4cxtHm39du7cidbWVjAMA6VSicceewynT5/G4cOHcerUKXznO9+BRCKBIAh4/vnnHbO7dXR04I477sC7777reMopCAIKCgrw9ttv46c//Sk0Go0nq0rIvBE4Dv1nxMuoBK9aOffrCjwGT3/k2OYGe7EXg+CFkRnQGvQt+LTmIFJDEiGXyFy+rsFgAcOOtXCRsTpk5EZOcwYhhJDJWK1WnDlzBr29vTMfTAghl0SEivMcCWv3Uk3ml0e72h45csTx7z/+8Y/YunWrY1ur1eLrX/86dDodfv3rX8NsNmPv3r1Ys2YN7rrrLnR1dTmODQgIwPe+9z3cfffdCzrGTBAE7N69Gzt37kRlZSWMRiPCw8OxatUq3HfffSgoKJjza5jNZrz++uv45JNPUF9fD4PBgNDQUKxYsQI7duzA8uXLPfBOFjee5x3/Xox3hocuVsM+JJ4yP2Tlijlf11RXAltfu2N7QMLiOGPEuOGeSAyMRU5EusvX5Ow8omMDEaBToLVJj/aWAeQvi4UucHGNPVrsMUMWHsUMcddMMWOxWFBSUgKj0Yjy8nLk5eVRV8sljtoZ4qpAmfiJpwzT95xYrDyaeNbUjExQkpGRIUo6x7vnnnvwzDPPoKurC2fOnMG7776Lzs5Ox1POq666Co8++qioe+5CMJvN+M53voMDBw6IyltbW9Ha2ooPPvgA3/3ud/Hggw/O+jWqqqrw7W9/G01NTaLyjo4O7NmzBx9++CEeeughfPe73531a/iDsrIyx/Tjnkj2F1rfKXE3W3VSIhTh4XO+7sApcXdzZWgsrknfiE9rD8LK2SBhJPj22gfAMq5/uLU162G12iFXSJGcHobE1BDkFEXPua4LbbHHDFl4FDPEXdPFzPikExhJOMrKypCfn4/g4GBvVJf4AGpniKtYTHjQNkOX/cXKo4lnb28vGIbBqlWrpjyGZVmsXLkSe/bswZ49exyNtFarxS9/+Utcd911nqySyx555BFH0pmamoo777wTYWFhKC8vx+uvvw6j0YgnnngCkZGRuPnmm92+fnNzMx544AH09fUBANatW4crr7wSQUFBOHv2LN566y1YLBb87W9/Q1RUFO6++25Pvj2ygPpOihNPXU42BI4DM81MzjOx9bXDVCteVih2xXXIXnYVbs6+Ch9c2Ate4BGjc72LLGfnUXuxW1QWHqlbdE87CSHEmywWC4qLi2EymUTlCoUCarXaS7UihCwmjHTCEKlFsqqAuzyaeI42ujM9rYyLiwMwMqGQIAhISUnB3//+d8THx3uyOi47cuQIdu/eDQBYu3YtnnnmGcd6ozfccANuv/123HvvvdDr9Xj88cexdetWaLVat17jl7/8pSPp/MEPfiB6cnr99dfjxhtvxI4dO2Cz2fDnP/8Zt956K+TypTm5i0ajgd1uh1Q6r8vMzgtzZydMzc2iMt5qBWexQDqHLyADJ3djfJ9aVqmBNm8zACBQqcOOwu1uX/PEoXqnssTUxdktbDHHDPEOihnirsliZqqkU6VSub12OfE/1M4QV8nDQgEMOrZZKSWeM7Lb7WAYZsaGdvxEQVFRUXjppZcQGhrqyaq45bnnngMASKVSPPbYY071T01Nxc9//nP84Ac/gF6vx1tvvYUHHnjA5eufPHkShw4dAgDceuutk3bXLSoqwt13342XXnoJer0ex44dw5YtW+bwrhav1FTXlgHxRf2nz4i2WYUCmpSUOSWdnHkYQ8V7HdsCgIDCK8DKlbO+piAIsFrtji7uABAUrF60TzsXc8wQ76CYIe6aGDOUdJKZ/H/27ju+jfr+H/jrtCXL8t4j3s50EjIJoZSwVwgUKN+U1W9Lvx100W9baPkCpeP7a6EtLVAKtKU0pfAtK4QACSOMJISEDDtx7Dh24r2XZO1xd78/FF10tiRLtrbfz8cjj+hOd6eP5LdO977PovMMmbEkrfGMSU9n7zs/3/nOd2KadOr1enzyyScAgPPPP99vreuVV14plHPHjh0hvYanNlWpVOL73/++3+1uuOEG3HzzzfjGN74R08+EzNzYZ+LEU1VQAE1J8ayOafj0dfCsU1huU8vRkJeLUct4gL3843ke9Qe6sfZz5Vh3YSWqF7ib5xYUz366F0IImQso6SSEhNNod69o2Wnn/GyZ2GJe9//5z38+pq9/8OBBYdSxtWvX+t1OIpFg1apV2LFjBxoaGmAwGJAW5LyM7733HgBg3bp1yM3N9bvd/Pnz8bOf/SyE0pN4wlqtMBxrFK1LKZsHTfHME0+O42Bs2CUs8wAGs3KgYji8f3ov8rU5WFawCDpl8E2/T7UM441/H8U725qw8rwyFJWmISMrBbkFqTMuJyGEzBU2mw0NDQ1Tkk6NRoOlS5dS0kkICdmgwQLg7HWYiw9+WrxEEvOxnWM92ltra6vwuKamJuC2VVVVANw1RidPngzq+ENDQ8J8XsuWLRPWO51ONDc34+OPP0ZjYyNcruScr2cu0dcfBe/1d2SkUpR/7SuQZ6TP+JiWE5+CNZ2t2fwwXYORnAKheeyAaRguLrTY2bvrFADAbnNh7/tt+HDHSdStKIrq1EWEEJKIbDabz5pOSjoJIbPh4OdGHhDzGs9YX+z29p6t2i4qKgq4bX5+vmi/QKP3enimmAHcgyo5nU78+c9/xr/+9S9hsCEASE9Px5133okvf/nLkM5i9NNk0NnZKXTGnzdvXqyLE7Sxg5NGs120EPKUFD9bB2fi0Nlm3RYJg/ezUuAydiOz3YgFOdWozixDhir4JrK9XePoPCWe2Hz1+vKYfw9nK1FjhsQOxQwJ1cmTJ9Ha2gqn04n09HRhvUajwbJly+bsgIDEPzrPECIW88Qz1ryTv+lqX71/aPR6fVDHHxgYEB4rFArccsstqK+vn7KdXq/Hww8/jPr6evz+97+HXJ6cVezBMBgMwrxXiYLnOIwfPCxal7lq5ayO6TLrYetpFpY/SVPDdSZBHLPqsbfrM5xfuiqkpNFT2+mh1SlRtzLwDZdEkIgxQ2KLYoaEwul0orGxETabTXRzmJJOEgidZ0iw5BwLhcsiLEt5WwxLEzlzPvG02c7+YadrIuP9w+K9XyBms1l4/Jvf/Abd3d2orq7Gf//3f2PVqlVgWRa7d+/Gww8/jP7+frz77rt49NFH8cMf/jDEdxI+bW1tqKysRGrq2bbmdrsdLS0tANwJeGlp6ZR9PHOyTp4keWRkBH19fQCAkpISUYLPsiyOHz8OAEhNTUV5eblo346ODkxMuIeXXrhwoWhgKr1ej66uLgBAQUEBcnJyRPseO3YMPM9DrVajurpa9FxPT49w06GmpgYq1dkRYk0mE06fPg0AyMnJQUFBgWjf5uZm4YdkwYIF7n1OnYZz0s0I5cIFomWbzSY00c7MzBSmFfJobW2F1WoFwzBYsmQJDAfeAs70P7YxDPami0fGrctfgGWFi+ByudDU1AQA0Ol0KCsrE23X3t4Oo9EIo8GJE40DoueWrspHU5P78y8sLJwyFdLRo0cBuC+uPE3NPbq6uoQbMLW1taLvj9FoRHu7e7qWvLw85OWJ5xdtamqCy+WCQqHA/PnzRc/19fVhZGQEgHtEQO9RsK1Wq9A8Pisra0orBZfLhaNHj0IikWDx4sWi54aGhoQbQWVlZdDpdMJznqbvAJCWljblzvSpU6eE7/LixYshkZztpTA2Noaenh4A7lYNmZlnp6TxTCIPuEfznjzCYWdnJwwGAwBgwYIFoouTiYkJdHR0AHC3tpjcP7yxsREcx0GlUk3pJtDb2ys08a+uroZafXa0YrPZjFOn3DcgsrOzUVhYKNr3xIkTcDgckMlkWLhwoei5wcFBDA4OAgDKy8sT/hwBuP/2ra2tET9HePT392N42D1/bkVFhWhqrlDPEd6Gh4fR398PACgtLRXdKA32HAEAixYtEiVW4+Pj6D4zRVQynCNOnjwJm80W8jnC81tis9mEcSFSUlKwdOlSKBQKOkeckWzniNleRzidTvhC5wi3ZDpHzPY6IoOxgZtoEdZJGHfT21idIzwxGG4RSTwbGxuxdevWgM97BNpusk2bNs28UH54962c7o6l9/PB9sn0nEQBoLu7GwsWLMA///lP0YnkqquuwjnnnIPrr78eY2Nj+Pvf/47NmzdP2/Q3UliWFX5YPXieF06gLMtO2cflcvk9wXIcJzw3+bgAhOc8n+mCBQvA8zwYhkFnZ6fwvKdfo68y+Tsuz/M+58/yLu9Mjjv5vY59Jm5my2RnQZEn/oJ7H9dX/HiO66nBdI33A1I5wDoh43lcapbiw8wUGFwmAMBtS78ACSMBy7MBj+t5ryeP6b2nAoVCKcOCpTnoH+gN+F79HZdlWb+fofff3Fe8OJ1OuFwu0Yk3mOP6i0NPzJw8eRJ2u33a4waK70CfoS+hxre/487kM+Q4zmfT/Jl8hpPLNHm/yceN5TnC33FD+S4vWLBAuKj0Va5wnyM8vN9roOMGc44I13Ej9beJp3OE93GdTmfI5wgAQlJitVpFSSdA5whfx030c4TnuLO9jvB1c4rOEW7JdI6Y7WeonJSSybz+hrE4R/j6W4ZDRBLPt956C2+99VbAbTxfinvvvTeoYzIME5HE0/sOldPpDJh8OhwO4XGwzWomB8HPf/5zUdLpUVBQgO985zt48MEH4XK5sHXrVnzrW98K6jXCTSqVTvnCMQwj3EXxFaAymcxvUxKJRCI85+uL7HnOc2L3Po73cSefSL3L5O+4PM/7LNdsjzu5nGP7PhUfv7Ym4HF9/YjJ5XJhLlzWaoI8uxhpGflwjvbC2tuG5bkrsLDsHPTLxjDkGENpelFQx5XJZHA5GfS2iwfDyCtMhWHcEdLfxptUKvX7GXr/zX3Fi1wuB8MwIR/XXxx61ikUCnAc5/O9eB83UHz7+wzDFd/+jjuTz5DjOJ/lmsln6F0mjuOm/dvE8hzh77ihfJflcnlUzxEe3u91NueIcB43Un+beDpHeB+XZdkZnSMUCgUKCwvhcDhESSdA5whfx030c4TnuLM9R3jONb7KS+eI5DpHzOYzlEomlcWr2LE4R/h6/+HA8L5uWc3Q/PnzRRPShxPDMEIVdjh973vfw9tvvw3APbWKd7OQyd59913cddddAICf/OQnuP3226c9/nPPPYdf/epXANzV8jt37vS77djYGM4991wAwPr16/HXv/416PcxGyaTSWj+AribO/hKjolvPM+j7YknMXG8CfbBIfAsi3m334ri6zfN+JjWjmOwdjUJyxKZAmlrN4KZfGIK0rtvNGHfh6eFZUbCYO355Tj/kmqo1NT3hBBCCCEkVhq3vIQju04Iy0oZh5ueeSBm5YlUbhDWGs9gRnmNN97ts/V6fcDE03tAIe8+GoF4/5Em9zuYLDMzE+np6dDr9RgaGgrq+CT2WLMZyqws5HzufHAuF+yDQ9AtmD/9jn7wPAf7YLtonSJ33oyTTpvViUP7ukTr8gtTkZWbQkknIYRM4pkqxbvfIyGERJIsRTyOB5OkM1yENfHcsmVLOA8XFd4dqPv7+1FSUuJ3W+8Raid3tvdncsfv6Xia7kSqbXUimJiYEJpLet8YiFcjn5xtZiuRyZBSNg/aqsoAewTmGh8EZ3df+Fg5F5rsY6hOWYoi1gm5NPRE8eAnnXDYxf0CissyItaMIhYSLWZI7FHMEF+sVqsw8vyyZctEySfFDAkVxQyZqUi0Ho0Hc35UW+/RoVpbW7F69Wq/23pGwWIYZsroZv54jxLlPWeoLyzLCrWqk0fvmks6OjqE0d4mj2wXb3ieh8tkEq1LKS+DZBZDp3vXdg64LBiQcBgfbYN07DRK0gqxunhZ0MdyOVns3y2uPc3O00KtUaCoNH3GZYw3iRQzJD5QzJDJLBYL6uvrhfEc6uvrRcknxQwJFcUMCVb/8BjG1GcrtWRwBNg6cSVPlccMLV++XOhUu3//fr/bsSyLzz77DIC7L2uwd64yMjKEJLW1tVVUazrZ8ePHhR+8ycMak/jEsyw4u120TpWfP+PjOY1jsPe7E0UT58AB6yCYlHQAAMuHXgvecLAHZqO4fCXlGVCp5MjKSfGzFyGEzC2Tk07APf2HZ1oRQgiJpH6DGQZ13tl/iqnTfyWDOZ946nQ6rF27FgCwa9cuYZ6oyd58801hvqYrrrgipNe46qqrALhrx5555hm/2/3zn/8UHof6GskkPz8fhYWFyJ9FAhctjtGxKeuUuTM/WRgPvwPD/m2wnPwMH4604gNLL97pP4LGwRaYHRYU64L/TDiOx74PxRdN6ZlqpOpUmFeZBYk0eb7+iRQzJD5QzBAPX0kn4J4Tsra2VlimmCGhopghwbJzU6c7SUbJc+U5C3fccQcA93Qqd999N0yTmk62tbXhl7/8JQD35K033nhjSMe/+eabhcGIXnjhBbz++utTttm6dauw/pxzzsHSpUtDfRtJIzc3FwUFBVMmuo1HptOnRe3wFZkZM25my/McTI0fA5wL9sF2fGp1T/Rsc9lxYqQNTcOtyNUGn9RaTHakpCpF60rKM6FJUSC/MLn6miRSzJD4QDFDgMBJZ11dnWiaAYoZEiqKGULE5nwfT8A9dclll12GnTt34siRI7j22mvxH//xHygoKEBTUxNeeOEFmM1mAMCPfvSjKSPa7t+/H7fddhsAYPXq1VMGWcrIyMBDDz2E7373u2BZFj/60Y/w9ttvY8OGDVAoFPjggw+wY8cOAIBSqcTPf/7zKLxrMls8x6H10cfc87tlZ0OZk43cizfM+Hi2ria49IMAgHaVHCMK8dfzugWXQxbCyLZanQqXb1qMA3va0dMxDrvdhfRMNcqqssFIps7xRQghc4nZbEZDQ4PPpHPp0qU+58wjhJBIkLrmxqCidFY949e//jXMZjP27NmDnp4ePPzww6LnGYbBXXfdhZtvvnlGx7/kkkvw29/+Fvfddx9MJhM++OADfPDBB6Jt0tPT8eSTT6KqqmrG74NEj7mzC5zNBgCwdnfD2t09q7k7jQ27hMc8A5S6GHTJ3LWpRan5OLfknJCOx7EcOk+NIi1DjbQMNViWgy5NjZw8mqOVEDK3mc1m1NfXw+l0itZT0kkIiYVMCYMOr2Up7/S3aUKjM+sZarUaf/nLX/DGG29g69ataG5uhtFoRHp6OlasWIHbbrsNK1asmNVrXHHFFVixYgWef/557Nq1C729vWAYBiUlJbj44ouxefPmoOcHJbE3fvCQaFmq0SC1dmaDQnE2M8zN+4TlSqsT91VeDn3tOXj/9B6UphWBYUKrpezrMcBmO3vikkolKK/ODvk4hBCSTPwlnTqdDnV1dZR0EkKiTiMT936U0HQqyY9hGGzcuBEbN24Mab81a9agpaUlqG1zc3Px/e9/H9///vdnUsQ5obGxURh+fPHixbEujl8Tx4+LltVFhZCcmYc1VKamveBdXs29JFKkLrkA6Slp+MqK0GvZHXYXOtpGRevSMzTIyNL42SOxJUrMkPhBMTM3zSbppJghoaKYIcGSzpFKAUo8SdzhOE74F8+0NTVQFRTCPjwM+8gI0pfOfI4uw8G3RMuaqhWQpqTN+HhOJwuVWgaT8ewoaclc25koMUPiB8XM3GMymdDQ0DDjmk6KGRIqihkSNCb4MTwSGSWeJO6oVCpIpVLRaILxhmdZMAwDuS4Vcl0qtJUVyFyzekbHsvW0wDncDQDgALRpFFi2cO2MjjU+asHIkAlV83OwYu089PXo0d46isxsDdIy1DM6ZiJIhJgh8YViZu7p7OycknSmpaVhyZIlQTWvpZghoaKYIcFiZHMjRijxJHGnpmZm/SSjyTkxMWWdurBgRscyHNguPB5QyNCVosYEq0dx10HUZlciS5MR9LE++aANh/Z1Ia9Qh3UXVmLR0gLk5KXOqFyJJBFihsQXipm5Z/78+XA6ndDr9QBCSzoBihkSOooZQsRoHk9CZsAxrp+yTqpShXwczuWA5dRhAICdARpSlZCl5wESKXomBnB0oDnoY5kmbKj/rAcAMNg3gdeeP4I9u9qgUMqgUNI9JkLI3CaVSrFkyRKkp6eHnHQSQkgk2VlXrIsQFTE543Z1deGNN97A4cOH0dfXB4PBgG9961v40pe+BAB48MEHMX/+fFx//fVQzHCwFkIiyXnmjrmHuqhoRscxHf0QvMM9JcuujBTsTtegWC1DpWUcmep01OZUBn2s/bvbwXrNAyWVSrB8demMykUIIcnIk3x6HhNCSDwYsbOiZackOfOfqCaeFosFP//5z7Ft2zahozXP82AYRjSB844dO/B///d/eOaZZ/Db3/4Wy5Yti2YxCZnW5MRTnj6zgYCMDe8Lj1tSFOAYBl2WEXS1j2Bxbi1uWnx1UMex25w4+EmnaF3diiKkpoVeC0sIIcmMEk5CSLxxcFTjGVYTExP40pe+hLa2NvAB5qYxm83Q6/VgGAa9vb2444478Je//AUrV66MVlFJjPX29oJlWUilUhTNsCYxkszdPRje8wkU6WmQZ2RAIpNBkRF8P0wPp3EU9v7TAIBBhRQDSnHH8nNLzgl6FNqDn3TCbvM6aTHAuRcGX1ua6OI9Zkj8oZhJXkajEZ2dnViwYEFYk0yKGRIqihlCxKLWx/MHP/gBWltbwfM8srOzcffdd+Mf//jHlO3kcjl++MMfIjMzEwBgs9nwox/9CFarNVpFJTE2OjqK4eFhjI6OTr9xDIztPwD9ocMYev8D9L66FaOffDqjGk/joXcA3l3z36GSg/G6IaNTpuKiivVBHcflYvHpR6dF63LyUpGqmzu1nfEeMyT+UMwkJ6PRiIaGBoyMjODYsWNgWXb6nYJEMUNCRTFDgiWRAFLOcfYf75h+pwQUlcRz79692L17NxiGwerVq7Fz50587Wtfw+rVU6efUCgU+MpXvoLt27cLTWz7+/vx2muvRaOohExroqnp7ALHgZHLIdNqQz+QTA5FfgUYmQJrJmz4H5sOm+s2oURXgM+VrYFEEtzX89ihXphN4hNURU02FEpqTkYImTsmJibQ0NAAl8vd+kOv14c9+SSEkEhYuLoGOaouZMrb3f9S+2JdpIiISlPbbdu2AQDUajV+97vfISUlZdp9MjIy8Ic//AGXXnopHA4H3n//fWzevDnSRSVxoLq6Wuj7G4/MbeLaxZR5JSGXlXPawfAcNNUrwVeeA5d+EDmV52Dxgs/h2vmXwhVkW3+O47Hn/TbRurQMNRYvL4zbzy8S4j1mSPyhmEkuExMTOHr0qJB0eoTz70sxQ0JFMUOCpZOnQCdVAhIOPABVklYeRCXxPHToEBiGwYUXXojs7Oyg98vLy8PFF1+MN998Ey0tLREsIYknarU61kXwyz46CqfBIFqnrakO+TjO0V6hrzMjkUCRXQztgnPdywwDuTS4iYRbGgcwPmoRrSuvykJ+4cwGO0pU8RwzJD5RzCQPT03n5JrNjIwMLF68OGz9PClmSKgoZkiwZBIZ5AwDMO7zlVKanFM9RaWp7cjICACgsjL0wU7Ky8sBAIZJF/uExILxxEnRMiOXQ1tVFfJxHMNdANyjOhtYO2QZ+WBkwSWbHjw/tbYzJVWBJSuKIJXRFL2EkOTnL+nMzMwMa9JJCCFk9qKSTntO/J4pVELhdDoBACrV3BkohcQvUf9OAMqsLCizs0I6Bue0w6UfAgCMsXZ8Yu1Hll2LiqGTKE0vglYxfVN0AOg8NYr+HvENmXkVWSielxlSeQghJBEZDAYcPXrUb9IZbD95Qggh0RGVs3Jubi4AoLm5OeR9Dx48KDoGSX5msxkmkwlmsznWRZliovmEaFmRkw25ThfSMZwjPUIz216XCQwjgUUmRePQSeztPBj0cXZPqu1UqWVYsqIYcsXcu8MfzzFD4hPFTGKLRdJJMUNCRTFDQsVx/Jl/oVfWJYKo1HiuWbMG7e3t+Pjjj9HT04Pi4uKg9vvkk0+E/qE0j+fccerUKTidTsjlctTV1cW6OALO6YSlq1u0LmPZUjAhNuWaqH8fjEKFCQmPrcZ2FKVkowQMJABK0wuDOsZArwHtJ0dE64rLMjGvYm7WdsZrzJD4RTGTuGJV00kxQ0JFMUOC1d3Wjr4JKTwz68lNztgWKEKiUuN5/fXXAwBcLhe++93vQq/XT7vPoUOHcPfddwvLGzdujFTxCAmK+XQ7eKf4RJB/+WUhHcMx3AXj4Z2Y2P8GPu48iD6XGZ8ZOrH95HtoGGhCaVpwE0wbxiyi6VLkcimWnFMElTq0fqKEEJJI9Hq9z6QzKyuLmtcSQhJWT88wxmUF0Mvd/8aZ5GzpGZUaz7q6OmzcuBHbtm1DU1MTrrrqKtx0001YuHChsI1er8eJEyfQ2tqKd999F++//z5YlhVGw12xYkU0ikriQHZ2NliWjbtBIYwt4oGF1CXFkGmD64/pYTq+x/2A59DIWAG4E0UH6wQDBikKTVDH0WVosHp9GQb7jejuGEdeoQ7lVaH1NU0m8RozJH5RzCQeg8Hgc17OrKwsLFq0KOJJJ8UMCRXFDAmWg5sb8w1HbazeX/ziF+jp6cHhw4cxNjaGP//5zwDOzrH19NNP4+mnnxa29/SBq6qqwm9+85toFZPEgcLC4JqbRtvkxDO1tiak/Xmeh6lpLwBgRC5Fl0pcO3n9wsuDPk5P5zgkUgkKitOQX6RDWoYGWt3cHYArXmOGxC+KmcSjUCggk8lEiWe0kk6AYoaEjmKGELGotUlRKBR47rnncPvtt0MqlYLneSG59PCs80y2e9VVV+GFF16AVquNVjEJ8cs4aS7Z1NrakPa395+Ca3wAAKB1cbhuaAI1OnfTWp1Si7r8hYF2F4yPWmA22YVlhmHmbN9OQsjcoVarsWzZMiiVSgDu2qRoJZ2EEBJRcnFdIM/EqBwRFtXZSeVyOe69917853/+J7Zu3YoDBw7g1KlTMBgMcLlcSEtLQ3FxMVatWoVNmzbNaN5PQiLBPjoG+7B4MB/d/NBqPM3HdwuPVTyP86TpuPnyn2LYPIo+4xBkkuCa4vR0jouWNSkKZGaH1uSXEEISkSf57O7uRlVVFSWdhJCkkJeThq7Rs8sSSXI2vY1q4umRl5eH//qv/8J//dd/xeLlCQnZ5NpOqUYDdZCjMwMAz3MwNX0iWqddeB4YhkGuNhu52uwgj8NDk6KAYdwKlnUPtV08L0Nosk4IIclOrVajpia0G3+EEBLPdHJx9ys5aDqVGRsYGEB+fn40XookgRMnTsDlckEmk2H+/PmxLg4AwHhCnHjK03SwD49AlRfcqGPWU0fAmsZE67SL1odUhvbWEaRnqlE1PxdllVno7zFgaMCIvMLQ5hFNRvEYMyS+UczEN4vFArVaHVc31ShmSKgoZkiwZIy49QYzqTtisohK4rlhwwasXr0a1157LS699FKkpFCzQOKfw+GA0+mMq8lzJ5qaRcuKzEzIUlOD3//Iu8LjI1olUjRpSNWkIPtMf+bpsC4OW1+oh2nChkXLCrFuQxVKyjNRXEa1nUB8xgyJbxQz8WtsbAyNjY0oLCxEZWVl3JzjKGZIqChmSNDmSLeBqLxLjuOwf/9+/OQnP8F5552HH/zgB/joo4/oi0h8kslkwr94wDmdMLd3iNapigoh06iD29/lhLX9KADAImEwopChPyMbH7Tvw5sn34fRbpr2GMcO98JosIHngcYjfXj6tx9jeMAYNxdksRZvMUPiH8VMfPIknRzHoaenB6dOnZoyEGGsUMyQUFHMkGAps3JEy4wsORPRqHwT8vLyMDg4CACw2Wx466238NZbbyEzMxNXX301Nm7ciEWLFkWjKCQBeM/vGg/M7R3gXS7ROl0IU6mYT+wD73SPQns0RQkWgDK/HADA8dy0c3fyHI9PPjglWldakYmc/OBrXJNdvMUMiX8UM/HHO+n06OnpQWpqKvLy8mJYMjeKGRIqihkSNKm4IoGRJGfFQlTS6Y8++ghbtmzBF7/4RaSnpwtTpoyOjuIf//gHbrjhBlx99dV45plnMDAwEI0iERK0yQMLqYuKkLV2bfD7N+wCALgAvJmTio8zNDho7EHvxADytXmQMIG/hiebBjEyJK4VXXchjfhMCEkeo6OjU5JOAMjNzUVubnB96QkhJFEZh8QzJ7gcydkqNGr1uKtWrcLPfvYz7NmzB0899RSuvvpqqNVqIQk9deoUfve732HDhg24/fbb8dprr8FsNkereIT4ZWw5KVpOnV8LmTa4fsqswwpb9wkAQJtGAaeEAccw6Jnox77uQ0hTBZ6jlud57N3VJlqXm5+K6gV0IUYISQ7+ks68vDwsWLCAuhQQQpJez5B4qjwnl5zNs6P+rmQyGS644AJccMEFsNls2LVrF9544w3s2bMHTqcTPM/jwIEDOHDgAH72s5/hoosuwsaNG3H++efTfF0kJqYmnsE3szUd/RBgnQCABq1K9FxlRilqsioC7t/VPoaeTr1o3doLKuhCjBCSFDxJ5+R+nHl5eZg/fz6d6wghc4KDd01ak5znvpim0yqVCldeeSWuvPJKTExMYOfOnXjzzTfx2WefgWVZUX/QrKws7NmzJ5bFJVEyODgIlmUhlUpj3q/HMTYO+9CwaF1qbW3Q+5saPwYA8AAsUgYMD/BnziXnl62Z9qLq43daRctKlQySJG33PxvxFDMkMVDMxN7IyAiOHz+eMEknxQwJFcUMCVZ8DKEWeXFTj6vT6XDjjTfixhtvxNjYGF599VX86U9/gtVqFfqDkrlhcHAQTqcTcrk85ifqyf07pRoNNCXFQe3LcyyUBZUAw8Ax3I0v9xvArLkKp8prcKDnCM4tWRFw/4FeA9pbxW3+i8syUF6dHdqbmAPiKWZIYqCYiS1/SWd+fj5qa2vjLukEKGZI6ChmSNBYFxj+bHcDBsnZxzNuEk8A6O7uxnvvvYddu3bhyJEjYFk21kUic9xE8wnRcmpNNZggm3y7DMOQqFOhLl8KVVkd2IlRZKy6BuVpObi4cv20+7/3pvi1ZXIJVq2bh9Q0lZ89CCEk/iVi0kkIIZFUm6mG9ESDsCxhJje9TQ4xTzyHhoaE5rTHjh0T1nt+kPLy8nDNNddg06ZNMSohibby8nJwHBcXfXonmppFyzKtFjzPB3Vh5BztFR4zDANVcQ3kaTkB9jhrZMiE0yfFTXzLKrNQNZ8GFfIlnmKGJAaKmdgYHh5GU1NTQiadFDMkVBQzJFgqqVK0LI3jc+FsxCTxHB8fF/pzHjp0SPgB8vyvVqtx6aWX4tprr8W5554b1z9EJPxSU+NnfsqU8nI49QY4xsbAsyxkWm1Q8cjzPByjfQAAJ8/CyDlRkFkQ9Ovu+/CUqMG/RMJgw5ULIJHSj5cv8RQzJDFQzESf0+nEiRMnpiSdBQUFqKmpifvfeooZEiqKGRIsmUQqWo7z0+GMRS3xNJlMeO+99/Dmm29i3759QjNazw+QRCLB2rVrce211+Kyyy6DWq2OVtEI8StzzSooMjPAcxycegNS5wc3sBBr0oOzWwAAQy4rDtuGodOfRpHUhSJdPop0+f73ZTk0NfSL1pVWZCK/SDfzN0IIITEml8uxaNEi0dQpiZJ0EkJIRE0ZODI5z4lRSTzvuusu7N69Gw6HAwBEdzurq6uxceNGbNy4kTpek7jjGHEPasVIJFBkZkCVF1xTV+fY2Wa2gy4rJDL3HJ4d+h44WEfAxLPhsx7YbeK2/SvPKwu98IQQEmcyMzOxePFiHDt2DPn5+ZR0EkIIALlWPK+7RCb1s2Vii0ri+d5774FhGCHhzMzMxFVXXYVNmzZh0aJF0SgCSSB2u13oR6lUKqffIUJ4loXTYBCtU2RlTr8fz8FYvwuSFB264MR2UwcKtDko5lyQS+UoSA18g+VUy5BoOS1DjfmL/SeqJH5ihiQOipnYyczMxIoVK5CSkpJQSSfFDAkVxQyZqWSdXiVqTW0VCgUuvPBCbNq0Ceeffz6k0uTM5MnstbS0CMOP19XVxawcTqMRPCcezlqenj7tfva+NpgaPwLAYG9RDvrUQJ/ejCOGLpSnl+Dq2ov87utyssgvSoNWp0R/zwQGeg1YfE4hzd05jXiJGZI4KGZiSzvp7n4ioJghoaKYIcEaN5hgVJyt3LDBGcPSRE5UEs+f//znuPzyy6mTNUkoznG9aFmWkgJpEHcszS37AQA8eDRLXfB8zTieQ05KJjRy//2XB/omwLIc1BoFKmqyUV6VhTXnl8/4PRBCSCwMDg4CAHWhIYSQILQPj2NEO09YlrG2GJYmcqKSeN54443ReBmSJNLT08GybExrxXmWhWN8XLQumNpOnudhaTkAABhSSDGiEH/FNs6/NOC+vV160bq8Qh00WmqeM514iBmSWChmImdwcBDNze6pqBiGQW5uckwDRTFDQkUxQ4Ll4NhYFyEqYj6PJyGTlZaWxroI6NzyPAbf/wCKjHQosrKgys9D2uLp+yM7R3rgHHNPo6JzcfjC4ATa5i9Fo6EL6UodKjPn+d13fNQCq8UhWldYkj6r9zFXxEPMkMRCMRMZ3kknADQ1NQFAUiSfFDMkVBQzJFjJ2qdzsrAmnrfddhsA9x3O5557bsr62Zh8TEIiaeJEC1wTE3BNTMDS2QXdooWQX3XFtPt5mtkCgJrjsRYa3HTJD2F12jBgGgo4kIZaI0dhSToGzzS31aYqkZZB0woRQhLDwMAATpw4MWX9xMREUiSehBASMSw3/TZJIKyJ54EDB3xeWPtbHyzPiGCERAPncsHUdkq0TpGVBUVGxrT7Wk4eEC2n1KwGwzDQKNSoCFDbybEcVGo5ahbmoaImG4N9E1AoZBT3hJCE4C/pLC4uRmVlZQxKRAghiSOLYdDttSzlXX63TWRhb2rrL0n0nruTkHhmbu8A7xSPJqbKz4dUowm4n2O0D/Z+ccKaUrsmqNfc99FpHD3Yg8XnFGHx8iIUlU6f5BJCSDyYLumkG2iEEBJYikwiWpbwyVkDGtbE8/333w9pPSG+tLW1weVyQSaToaqqKuqvr60oR8XX78T4wUOwj4yBs9ugys2e9uLJWH82zkdlEgxrNFBmZCGPYyGTBB5Y4NjhXgwPmvDB2y344O0WbLhyPtZfFP33nqhiHTMk8VDMhEd/fz9aWlqmrC8pKUFFRUVSJZ0UMyRUFDMkWLIkOlcGEtbEs6ioKKT1hPhisViEea9igZFKAR7QVlVBe+Z3QhnElACWtoPC40GFDIOZWTD1HIGUkaAmuwJL8ub73G+wfwJD/UbRuuJ56TMu/1wU65ghiYdiZvbmUtIJUMyQ0FHMkOBJpt8kCcT9u3Q6nThx4gT27NkT66KQOcJlscBpMIjWqQsKAu9j0sM50gsAGJJL0auUQZ7lvuHC8hyUUoXffRuP9ImWU9NUmFeRNZOiE0JIVPhLOktLS5My6SSEkEhi5P6vE5NJVKZTmT9/PiQSCX74wx/iy1/+ckj7PvHEE3jqqaeQk5ODjz/+OEIlJPGkrq4upq9vGxgQLUvkciiyMgPuY27aA89g2K/kpqJLJUeucxxFY10o0uWhUOe7xpTneBw71CNat3h5IRgJXbSFItYxQxIPxczM9fX14eTJk1PWl5aWory8PGmTTooZEiqKGULEojaP50wHF1Kr1eB5HmNjY2EuESG+2frFiacqPw+MJHDjAEvbYff/EgbdKjl4hsGgZRSDllFkp2RAq0jxuV935zgm9DbRuvlL8mdRekIIiZy5mnQSQkgksXNkENaoJZ6h4nkePT092L59OwBAM82IooSEA89xsA0Mitappmlmy/M87P1tAIATKUpwXhdeMokMV9Vc5HffybWdmhQFFIrAAxERQkisuFxTh/ifN28eysrKKOkkhJAZGrTaRcsuSXL2Cw5b4ulyuXDdddehra3N5/M8z+M3v/kNfvOb34R8bIZhUFNTM9siEjKtgZ3vwtrfD0V6unuQIbhrPAOx97WCs5kBAHqZBFKeB3vmAmxp/gIUpPqeOJ1lORyv7xetyy1IRWaOdrZvgxBCIqK0tBQ8z6O9vR0AJZ2EEBIODk48fQqP5Dynhi3xlMlkeOihh7B582a/zWpn2tyWYRjceeedsykeSSAjIyPgOA4SiQTZ2dlRe13O5UL7M38Fz7KARAJFZgZyN1wIWYrvZrIerNkAZVEtnOMD2DBuwHorMHLDt/FZ71GsKlrqd7/TJ4dhs4rnC62oyYZcTjWeoYpVzJDERTEzc/PmzQPg/k0vKyuLbWGiiGKGhIpihgSLBzW1Ddny5ctx++2345133hGt7+vrA8Mw0Ol0SJnmIh5wJ5pSqRRarRbFxcW46aabsH79+nAWlcSxvr4+YfjxaJ6oLR2d7qQTADgOjpFRKIN4fd7lgLpiKdRYCs5uhVStxfx5q7F+3uqA+x09KG5mm5qmQnk1/TDNRKxihiQuipnZ8SSfcwnFDAkVxQwJ1kwr5xJN2Pt43nPPPbjnnntE6+bPd89f+PWvfz3kUW0JiRbD8SbRsiw1FTzHBtyH5zm49Gf7hEqUamiqzpn2tRx2F1qOi/uS5hXqkFegC6HEhBASOTT/ICGEREftigpYPzwJjuMAHpCpuOl3SkBxP6otmXtKSkqEpinRZDjWKFpWZGUi72L/AwMBAGscB+dyguN5DLosyJGpIc+YflTaluMDcDnFJ5WFdfmQUTPbGYlVzJDERTETWE9PDzo7O7F06VJotdTvHKCYIaGjmCHBytDooJMrwHMceABKVXLGTFQSzxMnTkTjZUiSyMjIiMnrmtpOiZZTysogmeZuv8swBAAYZ+04aBuCTKHGvIHjKNLloyy92O+AG0f2d4uWM7I0KKuiZjgzFauYIYmLYsa/7u5unDrlPh82NDRQ8nkGxQwJFcUMCZZSqoBKIgUk7goItTxuJx6ZleRMpwkJkUNvgHN8XLROt3D+tPs59e7Ec4C1uFco1egzDqJ19LTfpNNidqDz1KhoXXFZBtIy1DMoOSGEhI930gm4m9s2NDTA6XQG2IsQQgiZXljT6b6+PuFxYWGhz/Wz4X1MQsLJ2NIiWmZkMugWLwq4D2szwzHcDU4ixevG00iTKFAsy4McQGGq/+a2hnELdOlqGMatAACJhEHdiiKajoAQElNdXV04ffr0lPUlJSXU15MQQsishTXx3LBhAxiGAcMwaGpqmrJ+NiYfkyQvlj07oI9UGp0+j8aWk6Ll1JpqqPICz99paT0Iw77X0JWZja5Md+OBY90HkKXJwPrSVX734zgeS1cVw2Z1YnjACNbFoaQsc/ZvYg6LRcyQxEYxI+Yv6ayoqEBpaWkMShR/KGZIqChmSKg8Q+Ik69g4YW9AHO45PMncc/z4cWE0xbq6uqi85uTEU7dwASSywF8Pa4d7MKImWAGcnSaI53kUpOb63IfnefT3TAAAVGo5SsozkZOXCoUyOdvyR0ssYoYkNoqZs/wlnZWVlSgpKYlBieITxQwJFcUMCdb4wBDGTADPuQeelFuSs3tDWK92V63yXcvjbz0h8YBnWZha20TrUufXBt6H52FtbwAAHNcqRc+dP2+13xp+04QdJqNNtK6gOC3UIhNCSFh0dnaivb19ynpKOgkhJHpOnOhAv6RcGH1HxtoC75Cgwpp4btmyJaT1hPiSmpoKl8sF2TQ1juFi7ugEZ7eLy1BbE3Af52gvWOMoOAAXj5lxPEWJk+k62FgHVhcv87tfX49BtKxSy5GRpZlp0ckZ0Y4ZkvgoZvwnnVVVVSguLo5BieIbxQwJFcUMCZZrjrQMpW8CiTvl5eVRfT3jCfHAQqrCAsh1uoD7eGo7JQCWmuw4h9Gi4I6H0TTchsrMeX73KynLgEwmwWDfBBwOF/KL0mhQoTCIdsyQxDfXY4aSztDN9ZghoaOYIcHieG76jZIAJZ5kzptoFs8zm1oTuLYTAKynG0TL6vKlUMgUWFaw0O8+hnErdGkqVNbmoLw6G6NDJujSaQoVQkh0dXR0oKOjY8p6SjoJISRGJHOjEiImiae/ZgcHDhzA66+/joGBAeTl5eGyyy7DBRdcEIMSkrnEcOyYaFkzL/AIjjzrhLWzUbxPxdLA+/A8/v7EJwCARcsKsWRFEfIKAteqEkJIuA0NDflMOqurq1FUVBT9AhFCCEFWbga69F4rpMlZAxrVxHPfvn146qmn0Nrair1794qee/zxx/HEE0+I1r322mu44IIL8Ic//AFKpXgAF0LCwT6uh1Mv7nepzMkKuI+1oxG80w6DVIJOlRxZLhbZBRUB9+npGBfm7fzkg1P45INT+Pp/fw65lHwSQqIoOzsb2dnZGBkZEdZR0kkIIbGVNml2AzlYP1smtqglni+99BLuv/9+8DwPhmGg1+uRnp4OADhy5Agef/xxn/t99NFHuOeee/D73/8+WkUlMdbR0SHUipeVlUX0tQwNR0XLjEyGtCVLAu5jPvEpAGBYIcWgUobhVC36ew+i2FSIdaUrfe7TeKRXtJydq0VOfuosSk68RTNmSHKYqzEjkUiwcOFCHD9+HKOjo6ipqUFhYWGsi5UQ5mrMkJmjmCHBUjLilEySpIMNRSXxHB4exi9/+UthWaVSYWxsTEg8n332WQAAwzCoqanB17/+dYyNjeGJJ57A2NgYduzYgVtuuQUrVqyIRnFJjE1MTAjzXkX8tRrFTWaV2dmQpwWe3sTa2QgOwIDCPRm0VJsBMBJoFSk+t+c4Hk1HB0TrFp9TSIMKhVE0Y4Ykh7kcMxKJBIsWLcL4+DiysgK38CBnzeWYITNDMUOCNkeuCaOSeL700kuw2WxgGAYbN27EQw89BJVKBQAwm8348MMPAQBSqRTPPPMMcnNzAQDr1q3Dpk2b4HA4sH37dko8SdhZ+8UJoba6KmBC6LJMwDU+gHaVDG9mpyLNxaFArUCxzYg8bbbPfbo7xmA2iqdrWbSMahgIIbEjkUgo6SSEkDihyMwCYBGWGZkkdoWJoKgknvv27QMAFBYW4n//938hlUqF5z755BM4HA4wDIO1a9cKSSfgHob685//PHbu3IkDBw5Eo6gkDixcuFBokh1JPMvC1NomWpfzufUB97E0u2O5TaMEzzDQy6XQW0fQ23MY/3nOTT73OXZI3Mw2PVONjCzftaNkZqIVMyR5JHvM8DyP3t5e5OXlUW1LmCR7zJDwo5ghwWLk4pSMSdJRbqOSTre3t4NhGFx44YWipBMAdu/eLTw+//zzp+xbXV0NwN1cl8wNMpkMcrk84hMumzu7wNnFNZGptYGnUjG3HQIAnNIoROvPLVkBqUQ6ZXue59FyfFC0LitHC0mSnlBiJVoxQ5JHMscMz/M4ffo02tra0NDQAKfTGesiJYVkjhkSGRQzJFgOg1G0zLmSc1TbqCSeBoN71FDv2kyPPXv2CI/PPffcKc977hJZLJYpzxEyG+ZTp0TLqvy8gP07eZ6HvfckHAzQpxD/iKwq8j2dykDvxJRmttULp34PCCEkHDxJZ3d3NwDAZDJR8kkIIXHudG+/aNnuSs6bFVF5VwqFAi6XC1arVbT+9OnT6OvrA8MwyMzMRE3N1Nqmvr4+AIBWq41GUckcYjrVLlpOqQw8JYrLNA5GIoWCB+5rH8FptRy9S9ehzWHA/OxKn/scb+gTLavUcpRX++4LSgghs8HzPE6dOoWenh7RepPJBIPBgOxsOvcQQkg8crCTaziTs2VcVBLPkpIStLS0oKmpSbTeM6gQAKxfP7Vvnd1ux8cffwyGYWgY6jlEr9cLfSI8Ix9Hgvn0adGytiJw4slbTUg951JwDhs0+iGkmcZw5QXfgETq/2vU3CC+g5WTr0Um9e8Mu2jFDEkeyRYz/pJOAJg/fz4lnWGQbDFDIo9ihgSLQ3JOnzJZVBLPNWvW4MSJE9izZw8+/vhjfO5zn8PIyAiee+45YZtLLrlEtA/HcfjVr36F4eFhMAyDNWvWRKOoJA50dXUJw49H6kTNsyxMp0Or8XSOu5NIiUIFRW4p5PPXBEw6hweNGB8VNxGfV5EFaZKOVBZL0YgZklySKWamSzrz8/NjUKrkk0wxQ6KDYoYEi59S45mcopJ43njjjdiyZQs4jsM3vvEN1NTUoLe3F0ajEQzDID8/H5///OeF7Z9++mm89dZbaGlpAQDI5XLccMMN0SgqmSPMnZ3gJ/V5Umb7n1qA53k4xwfA8TxY8JAzEsgzAl/MnTgmnqpFoZSisjZn5oUmhJBJeJ5HW1sbent7pzy3YMEC5OXlxaBUhBBCQlGWKgV/8riwLEVy9suPSuJZVVWFu+66C3/84x/BsixOnDgBwP2DKZVK8eCDD4pG/HrxxRfR398PnndXO//4xz9GSUlJNIpK4kBBQQE4joNEErmaQfvQMOQZGXAaDADHQarRQFVQ4Hd71qQH57BhjLVhv3UQ6VIlyrhaFFn0yNSk+9ynqV7cvzMrV4vMHGpmGwnRiBmSXJIhZijpjK5kiBkSXRQzJFg6lRpy7uwsCHKJK4aliZyoDZn0zW9+E0VFRfjTn/6Ezs5OAO4fxv/+7//GeeedJ9q2oqICfX19yM7Oxk9+8hNceeWV0SomiQM5OZGvFVRkZCD/skvAsyycExNgZDJIAgx37mlmO8LawIGHnuHQbOjBgN2IS6qmTgNkGLdisF88NHZBURq0qcrwvhECIDoxQ5JLoscMz/NobW0VBuDzRklnZCR6zJDoo5ghwVJIxPMtJ+vcr1Edq/faa6/FtddeC4PBAKlU6nek2s2bN+Pmm2/GBRdcQBNfk4hwjI0BABipFIqMDKRUlAfc3nWmme2n1gGoGRl06kwAQJ7W94AdNqsTOfmpGB40Ajwgk0ug0SqS9kRCCIkef0knwzBYsGCBz6nLCCGEkFiLySQxaQHmSgSADRs2RKkkZK6yj46JlhWZmX63Za0mjH38f+jS6fCpygQA0DrHkGcfw/mlq3zuk52rxaJlhbDbnBgdNoNlOdQspBoIQsjsUNJJCCHJR54qrowL1AovkcX8XTmdThgMBjAMg9TUVCgUilgXiSQ51m6HyyhuBqvIzPC7vb23BezECE5ILYDKfWIwOa2QWcaR66fGc3zUAo7jIFdIkV+kA8MwyCvUhe9NEELmJJfLBb1eL1pHSSchhCS4OdIiLiaJ5759+/Dyyy/j4MGDGBoaEj2Xk5ODZcuW4aqrrsJll10Wi+KRGDt27Jgw/PiSJUvCfnynwSBaZiQSKAIMc27tcs8/26YR3xRZV7ICUonU5z6jwybRcnqGGnK5723J7EU6ZkjySdSYkcvlWLp0KRoaGmCxWMAwDBYuXEh9yaIgUWOGxA7FDAmWw+aAXaoWlnmejWFpIieqiefY2Bh+8IMf4NNPPxXWeUau9RgeHsa7776Ld999F2vWrMFvfvMbuos7x/A8L/yLBKdhQrQs06WCkfpPCm3dzeABpDs5aBQcLFL36HR1+Qt8bs9zPEaHzaJ1Wbm++zOT8Ih0zJDkk8gxo1QqsXTpUhw9ehRlZWWUdEZJIscMiQ2KGRKsxp5B9KXNF5ZlrC2GpYmcqCWeo6OjuOmmm9DX1yf6AspkMuh0OrAsC5PJBJY9m+F/+umnuOmmm/Dqq68iM0AfPJJc1Go1ZDJZxAaWGnh7Byxd3ZCn6SDTpUEZ4MYG57TD3ncKDIAvDk2AA+C45r/QIuOwMKfa5z48z2NeZRZGh0zQj1vAcTyyaBqViIp0zJDkk+gxo1QqsXLlShqwLIoSPWZI9FHMkGA5ueSs4Zwsaonn3XffLcw1ptVqceutt+KKK65AdXW18MPpcrnQ2tqKHTt24Pnnn4fJZMLAwAB+/OMf45lnnolWUUmMVVf7TujCxXCsEfahYWFZplEDF13oc1t7XyvAnZ1LScJIML92PRYqNT63t1ocUKnkKCpNR1FpOlwuFoZxK9Qa6rscSZGOGZJ8EiFmPDdp/SWXlHRGVyLEDIkvFDMkWFysCxAlUUk8d+/ejf3794NhGJSUlOBvf/sbiouLpxZGJsOCBQuwYMEC3HTTTfjP//xPdHZ2Ys+ePdi7d++U+T4JCRXPcXBMGtE2pbzM7/a2rmbRsiKvDBI/SScAbH/pGLrbxzB/ST7mL8nHvMosZOVQM1tCSGh4nkdLSwt4nsf8+fMpySSEkGTGzY3UUxKNF9m+fTsAQCqV4oknnvCZdE5WVFSExx9/HLIzwwlv27YtomUkc4O1rx88K27OoA1wR9J84lOwAHqUMlgkDFQl8/1u63SyaDsxBJPRjoOfdOKfT+3H0YM94So6IWSO4HkeJ06cwMDAAAYHB3HixAnqI0YIIUksjRffXJQk6eBCUUk8Dx8+DIZhcP7554fU7KC6uhrnn38+eJ7H4cOHI1hCMldwdjt0SxZDU1oKeXo6pGo11EWFvrdlnXCM9sAgk6A5RYm96Rp8zFhwuK/R50Xg6ZZhOB1nTxQMA9Qsork7CSHB8ySdg4ODwrrBwUGcPHkyhqUihBASSalyceIpTdLEMypNbUdGRgAAixYtCnnfRYsW4YMPPhD9CJPk1tPTA5fLBZlMFlTteEgYBmmLFgqLUq3W7yS91o7jAOvCqPrsoACO9ByMWfU+m701HxsQLZdWZCFFqwxTwUkgEY0ZkpTiMWZ8JZ2Auy9ndrbvOYNJ9MRjzJD4RjFDgqVgolIXGHMxmcdzJqQBprsgyWVsbEyY9yrcJ2rXhHgqFUVamt9tbafrwQF4M1sLNcsji5cgTaVBvnbqBSDLcmhpFCeeC5bkh6XMZHqRjBmSnOItZnieR3Nz85S5rSUSCRYtWoSsrKwYlYx4xFvMkPhHMUOIWFTSa88cY8ePHw95X88+NE8ZCYfJc3jK03R+t7X1nUSfQoYBpRztGgUOpsjwxol3kaKYOrhQR9so7DaXaF1Bif+klhBCPAIlnYsXL6akkxBCkp1MFesSREVUajyXLVuGrq4u7N69G6dPn0ZFRUVQ+506dQq7d+8GwzBYvnx5hEtJ4kVNTQ14no/IKI7OCYNoWa7zn3g6h3twatI0KKlKLealTb1r2XS0T7ydTgmpdG40m4gHkYwZkpziJWamSzppDuv4ES8xQxIHxQwJ1lwJkahcGW/atAkAwLIs7rrrrqD6aw4ODuJb3/oWXC53LdKVV14ZySKSOKJSqaBWq6FShffuD+dywWW2iNbJ/CSejpEecHYzWiclnisKl0AiEX9tOI7HiaPiZrY5+anIyUsNQ6lJMCIVMyR5xUPMcByHpqYmSjoTRDzEDEksFDOEiEUl8Vy3bh1Wr14NnufR3t6OjRs34oknnkBra6todFCe59Ha2orHH38c11xzDTo7O8EwDM455xxccMEF0SgqSWJOgwGYNBqtXOc7ObS0uUdRvmDcjPV6C/LOjFZbl79gyrY9neOwWpyidZW1OZArqF8yIcQ3juPQ3NyM4eFh0XqJRIIlS5ZQ0kkIIXPIgNUmWnYxCTMMT0ii9q4efvhh/Md//Af6+vowMTGBxx9/XJinMzXVffFvNBqFGk5PQpqfn4/f//730SomSWL9299C//a3INPpIE/TQVNaAolc7nNbaWomNDWrsWhiBLUTo5BJU6G54X+QIp/av/N4vbiZrUarQEUt9UkmhPg2XdKZkZERo5IRQgiJBTvLiZb5JB3lNmqJZ15eHv7973/j+9//Pj777DNhvdPpxPj4OABMmRtx1apVeOSRR5CbmxutYpI4YDKZhD4RWq02bMe1dPeAczjgGBmBY2QEEoXC77a80w5FXhkUeWUAAFXxfGjU6VO343mcmDSNSk6eFtk54Ss3mV6kYoYkr1jGzMmTJynpTEB0niGhopghweIwdX74ZBTVetzs7Gxs2bIFe/fuxfbt2/Hpp5+iv79flHAWFhZixYoVuO6667Bu3bpoFo/EidOnTwvDj9fV1YXtuLYBcYKoLijwuR3PsWBN46J18nTfNz8GeidgNIibR5SUZUAqS847VfEqUjFDklcsY6awsBDDw8NgWXcTfolEgrq6OqSnp0e1HCQ0dJ4hoaKYIcGaXPmWrGLSgPi8887DeeedB8A94JDBYADP89DpdJD7afpIyGw5RkZEy5p5pT63Y03jcLFO7LcOIkuqQo5MDV2q71qI5qP9omWVWo6yapronRDin06nQ11dHY4ePQqe5ynpJISQOa60NhfG/afBcwAPQCpzTbtPIop5z1WpVEqDKBCRnJwccBw3ZfTY2XAYDGAnddzWVpb73NY1MYIx1o5R1oZR1oY23obGto9wde3FkEnEAwY1NYj7d2bnpiC/gObvjLZIxAxJbrGOmbS0NNTV1YHneUo6E0SsY4YkHooZEqy8nDz0qIbBsRwAHgpVzFO0iIj4uxoZGcHAwABkMhmKi4upjTuZVoGfJrCzYT51WrxCIkGKn/lkXROj6HGazm6qVCNVkTIl6XQ6Wag1CkgkVnCcu4lESXkmNFr/fUdJZEQiZkhyi4eYSUujm1SJJB5ihiQWihkSLI1MjRSJTJhvRK2gxDNoPM/jX//6F1588UW0tbUJ6yUSCZYtW4avfe1rND0KiSpzZ5doWZ6aCqlm6gi1HMfB0nEMW0wnADDIlqqQr1JivmrqfJ9SCYPaxfkoq8rC+KgF46MW1C7Oj9RbIIQkGI7jMDY2huxsan5PCCGEhL3u32w240tf+hJ+8YtfoK2tDTzPC/9YlsXhw4fx9a9/HT/96U/nTEdaEnvOcfFgQSkV5WAYZup2Y31ob9wFC8/CwrvQ5TLhwMhJKKRTazFHh81wuVhIZRJk52lRszAPeQW+5wUlhMwtHMehsbERjY2N6O3tjXVxCCGEkJgLe+L53//93zh8+DAA3yM0eZLQV199Fb/73e/C/fKE+GTt6REta6urfG7n6D2JNrU4yUxX6bAwt3rKtp2nR8XbZaqhVNHgWITMdZ6kc2xsDADQ2tpKySchhJA5L6xNbY8cOYIPPvgADMOA53ls3LgRt9xyCyoqKiCVSnHixAn84x//wNtvvw2e5/Hss8/illtuQV5eXjiLQRJcc3OzMPz4ggULwnJMS7f4ok9TXOxzO1tPC7omdehekjcf0sn9Ox0sTEa7aF1uwdTmuCQ6IhEzJLlFKmZYlkVjY6MwP7VHe3s7cnJyoAgwfzCJb3SeIaGimCHBcpgtsNt5uFgXeABOpyPWRYqIsCae77zzjvD4nnvuwR133CF6fvny5Vi+fDkKCwvx17/+FSzL4vXXX8fXvva1cBaDJDin0wmn0xm247F2O+yTJmtXlxT53NbWcwI3jhhxvt6KNo0cnSUVOKdw8dQNGWDpymKYTQ4Yxq2YMNiQnUsDZ8VKuGOGJL9IxIy/pFMqlaKuro6SzgRH5xkSKooZEqzDnx1HG1smLMtsNv8bJ7Cw13gCQHV19ZSk09t3v/tdvPzyy5iYmEB9fX04i0CSgGcu13DN6Wrt7QW8m30zDNRFUxNP1mqCc6QHEgCFDpf736ZboCqqEW3ncrJgGCAjKwUZWSnIydNiaMAEuUI65ZgkOsIdMyT5hTtm/CWdMpkMdXV10OmoRUSio/MMCRXFDAmWk+diXYSoCGvi2dPTA4ZhsG7duoDbKRQKnHvuudixYwdaW1vDWQSSBMLdHMU6qZmtMicHUqVyynb23pOiZUYqhzJ/6lyfxw734p1tTahekIv5i/ORmZOCohKaFiGWqAkTCVW4m9ceO3YMer1etJ6SzuRC5xkSKooZEiyOEs/QGY1GAEBGRsa025aVlQEAJiYmwlkEQqYwnRbP4aku8j2vlrXjGHgAnrFuFQWVYKRT71I2HxuA3eZC45E+NB7pw6JlhfjCreeEudSEkEQQKOlcunQpUlNppOtEx3EcTCYTJiYm4HA4wLJsrItECIkwqVQKhUIBnU4HrVYLiSTs47HOSWFNPB0Od0fYYJoUaLXu/nBmszmcRSBkCktHp2iZc/jub2HtOIZPdWpIwCOF5ZGTpkOGwwqNQi1sY7c50X5yRLRfzSIaHIuQuYiSzuRnNBrR29tL078RMse4XC7Y7XYYjUYwDIOioqKIntNTc9IBr7o4Xpqc55ywJp48z4NhGJ/zI07muXNAdw5JpFn7+kXLCh+TufM8D9t4P8wpEvCMBBMyQK+UoJa1Q4OziWdr8xBY9mxzCImUQfWC3MgVnhASlyjpTH6+kk6GYSCVUn9+QpIdy7LCd5/nefT29kY0+cxSiyvt5HBF5HViLayJJyHh0N/fD47jIJFIUFDgu1lssDiXC/YRcQ2lpmTqVCrOkR70wwWTVAUNx4MBIE/PhU4pPsE0Hx0QLVdUZ0OlpkEDYi2cMUPmhtnEDMuyOHr0KAwGg2g9JZ3Jg+M4UdKp1WqRmpoKtVoNhmFohGISFE9LQAAUMwmG53lYLBaMjY3BZDIJyWdNTU1Emt2qJeJrSWmStrKgxJPEneHhYWHeq9kmEbaBAYATd9hOqZg6YJC14xgO6lT4NF0DKc9Dy3KoYS2Qec3f6XSyaGseEu2n1algNtqRkjp1sCISPeGMGTI3zCZmxsfHfSady5YtE7qRkMTmudAE3ElncXExrFYrXC4XJZ4kaC6XS2gNSDGTWBiGQUpKCjQaDXp6eoRzgslkogHjZoF6ypKkNnlEW3laGtKXTJ2X09bbAoPsTPNvhoFBJsXZYYbcTrcMw+kUNw1XqWU0jQohc0x2djZqas5OsySXyynpTDLeAx9mZmYG1YWIEJJ8GIZBZmamsBypQVFlaeKBWRlpcp5zqMaTxJ2KigrhDuFsWXp6RMvqkmJIfNx1dAx1YUAjbuawsrBOtNx8VNxXNC1DjbQMDRRK+hrFWjhjhswNs42ZwsJCAEB7ezuWLl1KSWeS8TSRZBgGGo0GAKD0MQ0XIYFQzCQHjUYDhmHA87yo+XQ4SdVKAHZhmUnSUXQjcsVsMBjQ19c37TYe/f39QY0Y5/mhJ8ktnBdw1kmJp6a4aMo2HMfBqh+AK0XcL6s8o0R4zLIcWhoHRc9n52qxdOXU/qIk+uiin4QqHDFTWFiI3NxcyGR08ynZeAY+lEqlws0JGlSIhIpiJjl4BhVzuVwRGxSVtdpEyzxHfTyD9tRTT+Gpp54Kalue57Fhw4Zpt2MYBk1NTbMtGpljLJOa2qqLpyaKLv0A5JDgJx2jMEol6FPKYDpvI4p1Z/t9dZ4ahd0uHmGsakEuDSxESJKbrlaUkk5CCCGz1d7ZA+DsLAl2J9V4hmS6GkzvaVcCbeup2iYkVDzHTa3x9DGiLTgOujXXgHdYoTGOI9dmRN7KL4pGLTuwp0O0i1anRGVtTiSKTQiJEy6XC8ePH0dZWRnS0tJiXRxCCCFJyjJpDBE+SYfhCXviGWySGO7tZovneWzfvh2vvPIKmpubYbFYkJOTg1WrVuFLX/oS6urqpj/IDPzsZz/Dv/71LwBAS0tLRF4j0dhsNqGWQaVSzfg4jtFRcHa7aJ2vGk/WNO6+EaLUQKHUQJ6eK0o6eZ5H56lR0T75RWnIyk6ZcdlIeIUrZsjcMV3MuFwuNDQ0wGg0YmJiAnV1dZR8znGc1wjpkZhOgSQfihkSLA7c9BslgbAmnidOnAjn4aLGZrPhu9/9Lj788EPR+t7eXvT29uKNN97A9773PXzta18L6+t++umneOGFF8J6zGRw8uRJYZqD2ST8EyfEibxUrYYsbeoQ2C7jGMycE2pGBgnDQKrNFD0/2DcBu03czLZmYS4YCQ1kEy/CFTNk7ggUM95JJ3B23k5KPuc275sVngGHCAmEYoYEa6607qTOKQB++tOfCklnZWUlbrrpJmRnZ+P48eN48cUXYbFY8Nvf/hZ5eXm49tprw/KaZrMZP/3pT+dMoMWCpbNLtCzVqKfcceR5HqxpHPutg7BxLqRJlSh05KHWboZW6a7RbDkuHlRIoZRh2aoSEEKSj9PpxNGjR4Wk00MqlUIupz7dhBBCwq9QwcNhPCUsSxCZ0XNjbc7X++/duxfbt28HAKxduxavvfYa7rjjDlx99dX48Y9/jJdffhnp6ekAgF/96lcwmUxhed1HHnkEPZP6HxK3zMxMZGVlieZNmglVQQF0ixchpaIcyrw8KLKywEwaYY6zW2C1W2DmnGDBY4y1oc06Bid3tobTNGGDxKt2MydPC5mcRqqLJ+GKGTJ3+IoZf0mnQqHAsmXLqMZijpPJZMI/Ej2PPfYYamtrUVtbi7/+9a/Tbv/8888L29fW1uKtt96adp9f/OIXwvbvvPMO9u/fLyw/9thjMyr3/v37sXz5cpxzzjl4+umnfW4zNjaGLVu2zOj4JLlkalOgcU4I/7RsePKNeDPnE8+//e1vANw/KL/4xS+mzLlUWVmJ//mf/wEA6PV6vPTSS7N+Te8mtqmpqdNsPfcUFxejrKwMxT76Y4ZCmZONtMWLkLl6FXIvvABF114zZRvWNI7j9jEMuiywcS6AkUCuUCNNdfbvMn9JAdZtqEDdyiKUlGegrCprVuUi4ReumCFzx+SYcTqdoua1HpR0Eg+FQgGlUgmFj7mgSeSsWbNGeNzQ0DDt9p988oloed++fdPuc+jQIQDufpjerxcuvqZV2bZtG6644gq88847YX89knhUUvF5RZKk85LP6cRTr9cLJ6jzzz8fJSW+m09eeeWVyMpyJxs7duyY1Wt6N7G99tprsWDBglkdj/g3eWAhiY+JnI1HP8Qno604aBvG+5ZevGvqQoe+BxLm7FfDYnZAIpEgPVOD8upslFdnR7zshJDo8SSdk1u0UNJJEoV9sCPWRYiYZcuWCZUC9fX1AbdlWRb79+8HcHYwn7179wbcx2w2C4M7LliwIGr9uB999FHo9fqovBYh8WJOJ54HDx4URhxbu3at3+0kEglWrVoFwH23zWAwzPg1PU1sc3Jy8JOf/GTGxyHTY23TJ562ruPQO83CsoNnkaVJF21jMYvb2Wu0U49DCElM/pJOpVJJSSdJCC7TOPqffwAu03isixIRnhtAADA4OIiBgQG/2x47dkxotXDppZcCcA8U2dnZ6Xef+vp6sKx7Kotzzz03TKV219S2tLSgpaUF3/72t8N2XJKcZJN+ayZ3DUsWczrxbG1tFR7X1NQE3LaqqgqAezCakydPzuj1vJvYPvDAA0LfURIZnN0mWpZOmjKBZ12wDnZgQCHur3NO4ZKzx+B4OB3iuZVSUqiZFSHJgJJOkgwM+7aCs5pg+PT1WBclYlavXi08DlTr6andVCqV+MpXviKsn9z81tvhw4eFx4EqIQiJJEYmTjQZamqbfHp7e4XHRUVFAbfNz8/3uV+wvJvYXnHFFbjkkktCPsZc0draiqamJtGNgZmY3NRWqhLXVDqGu2HmXSh0uKDwmmurPP1sk2uJhMF5Gypx7gUVqFtRjKr5udBQ4hl3whUzZO5obm7Gjh07ptSEeJJOtVodo5KReGWz2WC1WmGz2abfOEpcpnFMHHb3EZw4tDNpaz29E8JAiaenP+fy5cuxZMkSoZtUoMTT079TLpdj5cqVYSjtWfEYMyQ+cTwPDozwz8Ul56wXc3potrGxMeFxRkZGwG29aydn0ibf08Q2IyMD999/f8j7zyVWqxVOpxMul2v6jf3geX7aprb2/lNIZTl8s2ccHABjZi74a78lTKPiwTAMlCo5lCo5MrPFz5H4EI6YIXOHy+VCS0sLLBaLaNAPSjpJIBzHCXMyxgvDvq3gXe7uILzLAcOnryPr4jtiW6gIqKurg0qlgs1m85t4WiwW4blzzz0XDMNg7dq1ePPNN/Hpp5+CZdkpg/ywLCsMWBTou8/zPF5//XW8+uqraGlpgc1mQ35+Pi688ELcdtttKCwsnLLP/v37cdtttwEA/uu//gt33303AGDDhg2iCowDBw6gtrYWAHDXXXf5bJa7c+dObNu2DUePHsX4+Di0Wi2qq6tx2WWX4aabbqIBr5LAsdO96MxcJizL2OS8WTGnazy970BNHs12Mu8vdah3rryb2P7P//wPTfkwDYZhhH8zNfTeLnT/30sY2PkuRvbsxcSJE5AoxU1t7f3e8yUBhXlVOKdwsbDuw50teGXLYRzZ3wXDuHXGZSGRF46YIXOHVCqFWq0WxQslnSTReNd2eiRrradCocDy5csBAE1NTXA6nVO2+eyzz4T169atA3C2z+bExAQaGxun7NPc3AyLxQLAfzNbi8WC//zP/8SPf/xj7N+/H3q9HjabDR0dHXj22Wdx3XXXiZrrhpNer8ett96K73znO3jvvfcwNDQEp9OJ8fFxHDhwAD//+c9x9dVX49SpU9MfjMQ1u1fLu2Q2p2s8vWtHprtb5P18KLUq3k1sL7roIlx11VWhFzTK2traUFlZKZrqxW63C6O+paeno7S0dMo+npN3XV2d6LmRkRH09fUBAEpKSkS1yyzL4vjx4wDcU8uUl5djyZKzfSw7OjowMTEBAFi4cKFo/jS9Xo+uri4AQEFBAXJycoTnbAMD4Ox2cHY7nOPj4FlO1NS2p6cH1tPH4H3vU1no7sdrMplw+vRpHNnfB6PBheP17rJfft0irF5fjubmZjidTsjl8imjEvf392N4eBgAUFFRAa1We7ZMNpvQPzgzM3PK1B+tra2wWq1gGEb0GQDA8PAw+vv7AQClpaWiGniXy4WmpiYAgE6nQ1lZmWjf9vZ2YbCFRYsWie74jo+Po7u7GwBQWFiI7GzxiL1Hjx4FAGg0GqGfs0dXV5dQ+19bWyu6eWM0GtHe3g4AyMvLQ15enmjfpqYmuFwuKBQKzJ8/X/RcX18fRkZGALinM0pJOVvLbLVahea0WVlZQhN5z+d18uRJHD16FBKJBIsXLxYdd2hoSBiUoqysDDqdTnjO6XSiubkZAJCWloZ58+aJ9j116hTMZvcgVIsXLxZGSwTcLSc8c/IWFxeLbixxHCdc7KSkpKCyslJ03M7OTmGwsgULFkAulwvPTUxMoKOjA4C7qX9ubq5o38bGRnAcB5VKNaWPem9vL0ZHRwEA1dXVomTKbDYLFynZ2dlT7tSfOHECDocDMpkMCxcuFD03ODiIwcFBAEB5eXnMzhHeZnKOYBgGl156Kd555x3o9XoYjUasWbNG9Dn19PQIrWJqamqg8uoj7jlHAEBOTg4KCgpEZaJzhFs8nSM8Tp48CZvNNu05wvu7CEAYiJBhGJ9TY9hsNmGbyTc1XC4XHA53raRCoRDFKM/zsFrdNzYlEokozgD398oz8I1KpRKde8Y/eU2o7RSO51XrabVawfO8z+M6HA7hWmbycVmWhf1MVxWZTDbl+shzXIZhptyocTqdQvKnVCpFnxXHccKNe6lUOuWGv/dnOLl/tdPpxPLly7Fv3z7Y7XY0NzcL5xHPZ/jRRx8BcMe452/rnUx+9NFHqKurE/1tPvvsM+GxZxDJyZ577jmwLIucnBzceOONqKioQH9/P/7v//4PPT090Ov1+OEPf4i33npLeE/enyEgjqeHHnoIBoMBP//5zzE+Po7q6mp873vfA+A+r3r+NjabDXfccYdwXq2ursY111yDvLw8GAwGfPzxx9izZw86OzvxpS99CVu3bkV6enrAz9DztwkUh77+Nt5xGCi+5XL5lO+O57wfanx7f4a+jhsoDr3jO1Ac+opvTxz6Oi7LsrBarTh69GjYryMsdt+VWrG6jvD8ToXbnE48vb8ATqczYPLp+VIB0yep3jxNbNPS0vDggw/OqJzRxrKscOLy4HleOGF5ThLeXC6XzzuQgPtL43lu8nEBCM/5Sui9j8vz4vbu3mWafFzb4JBoWZqigcTr7+awWSCZGIBeJoGa5aHgeSgLKoXjThhsMBrE5SkqTRfKG8x7DVReX+/Vc1xftXazOW6k/jYsy/otk/dxfcWLp1ms94k3mONOF4eez3C64waK72h+hoHiO5jPkOM4nxfBs/kMPWWavN/k4yb6OYJhGGRnZ4PneeTn50+5wJjpcT3lpXNEYp8jJl/ker+Wr+/GdOsD7etvv8n7enOZxmE64nv+x4lDO5G29lrwEqXf/WdTpkDPR+K9enj3v6yvrxfdwOJ5XphGZc2aNcLft6SkBEVFRejt7cWnn36Ku+66S/T9OXLkCAB3kjb5Zo4Hy7I455xz8PTTT4tutt1www247bbb0Nraip6eHuzduxcbNmyY9r2uX78eFosFDz/8MAB3V6+LL75YeN7hcIDneTz++ONC0rl582bcd999YBhGSBBvvvlm7Ny5Ez/+8Y8xPj6O++67D4899ti0n7G/9dP93WZyXO/nIvG9CdT0PZLv1fP762s9MLPzLAK8ZiyuI3yd78NhTje19b4bZJ80EM1k3onndM1yPbyb2N5zzz1T7jTEK6lUOuVHmWEY4Y6TrwCVyWQ+70gB7rtcnud8/dh7nvO+++bruJNPLt5lmnxc+5naHuE4KRrAa3/paDc4nsfBVBU+ztDgo3QN9pr7YXZYwDAM9MPiL7dKLUdBcbqovNO910Dl9fVeI3XcSP1tpFKp3zJ5H9dXvMz0uNPFYaDP0Pu4geI7mp9hoPgO9jOc7r2G+hkGeq/BfoaJcI4A3DcRCwsLRTVm4TgunSPcEvkc4ct0Tfr9Pee9X6DnQ3lNd99O3xexnlrPYF5zJmUK9Hwk3qvH4sWLhQoDT79Mj9HRUbS1tQGYOiXKmjVrALhr5z1Jm4cn8Vy+fLnfv7tcLsevfvUrUdIJAFqtFrfccouw7GlV4P1+/JmuW4jRaMQrr7wCwP2+77//fiGevT+njRs3YtOmTQCA3bt3o62tLaIxGupxZ7NvrGM0UHkjcR2R4hInjQzOJn6xuI7wdb4Ph5jUePI8j0OHDuHQoUPo6+uDwWDAxo0bhTtFr776KpYuXTqlOjncvKvI9Xr9lJOKN+8BhYLpo+ndxPb888/H9ddfP6uyRlNVVZWo+RfgTrYnN4+bvI8/2dnZU5pneUil0oDHndwkzFt6errfKWlKbr4JQ+/vAmu2wGWxQF1QIPpCploH0S1lwJ9Z51KqMMbaoJDKIdfK4bSKaz/mVWRCInFvO7npnLeCgoIpze48VCpVwPdaXV3t97mcnBxRU2JvMpks4HEnN030lpGREXBgrUDHLS0tndKc0iM1NTXgvpObcHorLCz0OVAD4G7iE+i4gaZFys3N9XvzRy6XBzxuoHNRZmam33OCRCIJeNzJTXG86XS6gPtObiboraioyO9I3SkpKQGPO7lZozdfTSI94vUc4anJ9HXD0F8NB+BuNj25qauHVqsNWCY6R7gl8jmitbVVVLsgkUgCTq8zuQmhN5lM5vOCEXBfrAY6rq+49dW3czJPradM6/tvp1Ao/LbekkqlAcsUqB90oMR9Np+hXC5HWloaVqxYgb1794oGGGIYRkgggamJ5/nnn49XX30VTqcTBw8exAUXXAAA6O7uxtCQu3XU+vXr/ZZ7+fLlPr8j3vOLAuKmib6aq3pTq9V+L+wVCgUOHDggNAe9/vrrhesXX5/hF77wBbz66qsA3KP3+juvTXdTJdQ49AgU38DUJr/BHnc2cRgovmcTh1KpFKmpqT7PxbO9jsjTKtFuObtOxrmE8sbiOiInJ0c0CGu4RD3xfO211/DEE09MmZJk6dKlwuM//vGPGBoawuWXX477778/YvNdel+w9Pf3o6SkxO+23hMW+/vB89bY2Cj0+9q9e7cwYlkgnm2Kioqwa9euabdPVsPDw+A4DhKJxO+F1HRkGg3UXhd3ikzxj6+9rw0tGgW6lTJoWQ7pai00Cg3kUjl4nsfp1hHR9izHoePUKMoqs2ZUHhJZ4YgZknzsdjsaGhrA8zyWLVsmusihmCGh8m4m5+8CPhq8R7L1J1lHuF29ejX27t2Lnp4ejI6OTpkupaCgABUVFaJ91q5dC4ZhwPM8Dhw4ICSenmlUgKnJqrdAN828W0t4t4ybzFczx0A8facB97nqvffe87utp98gAKE/PEk8SsnUGslkFLXEk+d53HvvvXj99deFZQ/vmiin04mhoSHwPI+3334bx44dwz//+U+/d9lnw/vuQ2trq2iC4sk8gxUwDBPwrjOZvf7+fmFgjpleELomTQgvm1SD6xjpQXOKEidTPBeiNizpa8TVtRdhaMAIs1Hc9DojS4MUmr8zboUjZkhysdvtqK+vF5rW1dfXi5JPihkSKk/fZ0+TulgIprbTY7paz0TkaTYLuJvJevpGeubv9JVAZmZmoqamBi0tLTh48KCw3jMSbXp6esCWHt6t4ybzvn4N1C8w1P5ynkHcAODJJ58Mer/RSd2MCIk3UUs8f/vb32Lr1q0A3F/U9evXY9myZXj88cdF2zkcDpx//vn46KOPwDAMuru78f3vfx//+te/wl4mT5t+p9OJ/fv340tf+pLP7ViWFUY+mz9/fsCTkEd1dTWeeOKJabd79NFHhaTWs32gan4SHJfRf+LJ2sxgjWMw6dJE25RnuGu8T58U13YqVTKo1HKkZ/pvmkEIiR+Tk07APQLiyZMnAzavJSTeBVPb6ZGMtZ5LliyBRqOBxWJBQ0MDLr74YrS1tQmJmr+ay3PPPRctLS04fvw4rFYr1Gq1kHiuWbMmYF/BQM1II8U06eZ5sLxrP0mCkQU3fkyii8q36fTp03j22WfBMAzy8vLwxz/+UWhzPDnxTElJwVNPPYXPPvsM3//+9zEyMoIjR47gvffeE436FQ46nQ5r167F7t27sWvXLvT19flsRvvmm28K7ZyvuOKKoI6dmZkZVHmfe+454XG431+iKi0tnfUk3YFqPG3dzeDBY1AhDv+Fue6+P+0nxUNIZ2RpkKpTQa6YG80gElE4YoYkB19JJ+DuD+Tdv49ihoQqlBHtIyGU2k6PZKv1lMlkOOecc7Bnzx6hOaqnthMInHj+/e9/h9PpRH19PRYtWuR3MKJI8DWwSyDeFRBvvfVWxMc8IbE3V36LojKq7YsvvgiWZcEwDB577LGAHV09Vq1ahccee0xYfuONNyJStjvuuAOAuwnN3XffPeUuU1tbG375y18CcCfFN954Y0TKQc5KT09HRkbGjPv28jwfMPG097TAyQDzLQ7k252QnmkeU5peCJeLRedpcWfqjCwN1XbGudnGDEkONpvNb9I5uY8nxQwJlWcQlVjUgAGh1XZ6eGo9k4mnua1nzkRP89nq6mq/zeZXrlwp/N0aGxtRX18vNI2NRuIZ6gihnr6rQOTmUyQkFqKSeO7btw8Mw+Dcc88NqZnT8uXLcd5554HneRw7diwiZVu/fj0uu+wyAO7+Atdeey3+8pe/4M0338TDDz+Mm266SRjR9kc/+tGU0Sv379+P2tpa1NbW4tZbb41IGUlozB2dcBomwHv1qZBpzw4AwMiVSMkuxWYj8L1uPf6fPQOPXHYfstQZ6OnUw+kQDwKQnkmJJyHxzl/SqdFopiSdhCSamdR2ekwc2gmXaTzMJYodT+JpMBjQ3d0tDBIUKIHUarXC9Wdra6swHUtBQUHAkbFjxbuC5sCBAwG3bWtrw7e//W38+te/xocffhjhkpFIGT4zirEHyyRnK7uo3LbzjAgbTE3nZIsWLcLevXsj2mH617/+NcxmM/bs2YOenh5hUl8PhmFw11134eabb45YGUj4dDz7HAwNRwGGgVSlQlrdEki9hs6WpWYiZf5aAADPuqAsrII23T31xOlJzWy1qUooVXKkZ/oftpsQEluepNM26Ydbo9Fg6dKllHSShDeT2k6PZOvruWjRIqSkpMBsNuOdd94RagTXrVsXcL9zzz0XR44cQWtrq1ChsHbt2kgX1y9P00pfAw9dcMEFkMlkcLlc+Pe//40vf/nLfqf8e/rpp/HOO+6bEpEYiJNEh5UVD07FJWniGZUaT88Q0zMZNMfTpyJSE5kC7mZYf/nLX/Dwww/jvPPOQ2ZmpjDS4eWXX47nn38ed911V8Ren4i5XC44nU7RHGqhsA2cGQ2O58FarZAolcIJnud5sGa9sC0jlUGRdXa+w/ZJAwtlZGmQV5AKmSw5TwDJYrYxQxJXoKQzUE0nxQwJFc/z4Dgu4OilkTCb2k6PZKr1lMlkWLFiBQAIA0/KZDKsWrUq4H6eGtFTp04JreiilXj6ihnPPJQTExNTnsvLy8PGjRsBuJvafu973/M5cNDLL78szBaRlpaGL3zhC+EsNokilg9t5ONEFZUaz6ysLPT396OjoyPkfVtaWgDA7wTt4cIwDDZu3Ch80YO1Zs0aoYwzsWXLlhnvm6yampqEaQ5mUkvuHBf/uKpyz/b54O0WcC4nBlxmyCFFqlQO6ZlBF6wWB/q69aJ907M0KCxJD7kMJLpmGzMkMU2XdAYaDIZihoTKarUKA1IFmoA+3ExHP4BErZ1+wyCOk77u+jCUKPZWr16Njz/+WJgvfcmSJdBqA39Gy5Ytg1qthtVqhd3unjItGv07Afi8wZWXl4fW1lacPHkSv//977FgwQIUFhYK56N7770Xn332Gbq7u7Fnzx5cccUVuOGGG1BVVYXx8XF89NFH+Oijj4Tj3X///X5rRQmJF1FJPOvq6tDX14cPPvgAFosl6BN2d3c3PvzwQzAMQ0Pgk6C4zGZwkyZxZpQKr+f1AICjtlHYeRaMRIqMjn04t+QcjJy2w/umpETCoHheOlLTaHobQuKNv6QzJSUFS5cujfkIpISES/q665MmYQwX7/k8gemb2QLuFnQrVqzAnj17AAAVFRUxbZp61VVXCWX585//DMA9c8Kjjz4KwD3zwvPPP49vfetbOHbsGAYHB31O06dUKvHTn/4UV199ddTKTsIvu0CLseEeYVkimVnT+ngXlaa2nilIDAYDfvaznwW1j16vx3e+8x04nU4AwKWXXhqx8pH4otPpkJaWFtR8qZPZh0emrMtYvkx4zJr1sHMs7Lx7ACGJXAWrywalTIGikgwsXVWM0opM6NJUSMtUo6Q8a8rxSPyZTcyQxHTq1KlZJZ0UMyRUUqlU+Edia9GiRaIazmAST0DctDaa/Tt9TZVx/fXX44EHHkBVVRWUSiVUKtWUc1peXh5eeukl/O53v8PFF1+MvLw8yOVyaDQa1NTU4I477sD27dvxxS9+MVpvhURISXkp0lOc0KltSFXZkJGanE1vo1Ljedlll2Hx4sVobGzEtm3bMDw8jDvvvBMLFy6csu3Q0BDeffddPP300xgaGgLDMKisrAx6/kyS+GYzwpxtcEi0LFGpoPBqpu0yjqPeNowm+xhSJQqkK1XIBY8UhQan20eQlqFGWoYaqMqCTCZBbt7smzeRyIvHUQlJZNXW1sJms8FoNAIIvaaTYoaEigapih9SqVQYzTYUd955J+68885ptwu2G1VxcbHf7YI5xubNm7F58+aA2zAMg6uuugpXXXXVtOUhiStVngKdVA5I5QAAtSo20zZFWtTe1R/+8Ad88YtfxMjICPbt2yea8BcAnnzySfzpT38SzaPJ8zy0Wi0effTROTOxKpkd+7A48ZSn6URzeI7v2oImnQTtntaz9lGUuoy4afE1GB0Sz/1ZUJwOiTQqjQIIISGSyWSoq6tDQ0MDeJ6n5rWEEEJInIvaVXVRURFeeOEFLF68GDzPC/88CaXRaITRaBQ9V1paii1btqCqqipaxSQJzjE6JlrWVlVCeuYuNWs2wDUxgnHWLtpmQU41HHYXnE5xs4a8AuqkT0g8k8vlWLp06bQDCRFCCCEk9qJaj1tSUoJ///vf2LFjB1555RUcPnx4ymTfMpkMixYtwqZNm3D99ddT0xYSEvuQeB5OZc7ZEW0dw10AgAGlOOxrsyuhUMpw3oWVmDDYMD5qhtFgQ0oqxR4h8U4ul8e6CIQQQggJQtQbEEskElx55ZW48sorwbIs+vr6oNfrwbIsdDodCgsLZzTfJ0ke7e3tcLlckMlkKC8vD2lf+7A48fSeSsUx1AkOwKoJGwYUUgxp1BiRAPPS3fN4MhLmbB9PklBmEzMkvlksFnR3d6O6ujqs8zlTzJBQ2e12oaUW3RQnwaCYIaFyOV3gAUilbKyLEhEx7bkqlUpRUlKCkpKSWBaDxBmj0SjMrxcq26QaT0X22cTTPtgJCYBLxtyTMKcuXYnUy78K05gDh/Z1oqImBxlZ0ZubjYTPbGKGxC+LxYL6+no4HA44HA4sWrQobMknxQwJFcuyoi5ChEyHYoYE6+DHh3DCXCQsyyeNcJwsknPIJDIncU4nnOPjonWTazy9KXLnQSVT4lBjN95/8wQAICNLg7qVxbjg0prIF5gQ4pd30gkAo6OjOH78eFiTT0IIISQe2FgXeObsVE0cknPapqgknn19fWE5TmFhYViOQ+LbokWLZrSffWR0yjpPH0+eY+E808fTQ5E7DwBw+uTZuT/HRy0wTYgHHyLxb6YxQ+LT5KTTw+FwgOO4sCSeFDMkVGo1dcMgoaGYIcFi+eSct3OyqCSeGzZsmHUzA4Zh0NTUFKYSkXg208m5bf39omWJQgGcmQ7F3ncKPOtEn0IGHoCW5VCYVQSO49HTKa4lrajJntHrk9ihCd2Th9lsRkNDw5SkMzU1FUuXLoVMFp6fLYoZEipqLklCRTFDiFjUmtryPB+tlyJzlKWnR7QsVashPTPFgq3H3ZS2Qy2HWSoBI5WhtfMTVMtq4XSIO3AXz8uIToEJISJmsxn19fVwOp2i9eFOOgkhhJB4ok5PBSbOLvPS5MybovIrvmrVqqC2s9vtGB4eRv+ZmiuGYXDxxRdj5cqVkSweSRK2PnGNp0yXCuZMrYZjsB0sAIvEffdRokoBABgGxBe4coUUWppGhZCo85d06nQ61NXVUdJJCCEkaeWkKtHitSyHK2ZliaSo/JJv2bIlpO1HRkbw1FNP4fnnn8dHH32E6667Dhs2bIhQ6Ui8GR8fF/pxZWQEX/s4eQ5Phde+jtE+HE9Roj5VhRSWQ7pSAcZugnJQ3J9Tl64CI6GmMYlmpjFD4kMskk6KGRIql+vshSDdCCHBoJghwUqRKkTL0iRtKRqX34Ls7Gz89Kc/RW5uLn7729/i3nvvxRtvvIHc3NxYF41EQXd3tzDNQSgXhNykPmEp5WXCY5dhCL0qGUYUMowA6IQFAwPHsXxIPJVPZlbKbIpOYmSmMUNiz2QyoaGhIeo1nRQzJFQOh0OYGoOSCBIMihlCxOJ6TPqvfvWrKC4uxsTEBJ5//vlYF4fEOfvwiGhZW1UFAGAdVnAWI8bl4sFEFufUYmzELFqXnaeNbCEJIYJYJZ2EEEJIPJFqxdefydr6Lq4TT4Zh8PnPfx48z2PXrl2xLg6JksLCQpSUlIQ0fQ7PcbCPiBNP5Zk5PB19bQB4DCjFF7HzUkthMYlrSQuK02ZWaBJTM4kZElv+ks60tLSoJJ0UMyRUcrkcCoUCcrk81kUhCYJihgRLNjnxlMZ1ijZjcX87OSsrC0D45gIl8S87O/TpTJx6A3iXuCO2Zw5Pe/8pAMBFY2b0KWUYUCsxnJGNVFsGvIcQYxggv4gSz0Q0k5ghseVrmoG0tDQsWbIkKjWdFDMkVJQ8kFBRzJBg8c5JgwklZxfP+K7xBICuri4ANBcSCcw+LB5YiJHJoMhIBwDI0rKhrl6J1WnzcA2Xim8wefjzxv+FxKAR7aNOUSBVp4pWkQmZ01JSUrB06VLhwixaNZ2EEEJIvOlq7xQt2+1+Nkxwcf0L39PTg7fffhsMw6C0tDTWxSFxzDZpRFtldhYYyZn7KowEyvwK4TlVYTUAYKDXINonNVUJhZImlSckWrRaLZYuXYrOzk7Mnz8fUil9/wghhMw9Roe4xpNjkvP3MO4ST4fDgfHxcezduxd/+MMfYLPZwDAMTadCAjJ3iu8UeZrZAgBrnhA9J01xN6cdGjCJ1qdnpVDNOiFRptVqsWjRolgXgxBCCIkZF8/FughREZXEc8GCBbPaX6fT4dZbbw1TaUi8O3r0qDDNQV1dXVD7WDo6xCvOJJA8x4KzGjHgMsPAOqCRyJALFul2K0aHxYlndh5NpZKoZhIzJHrsdjuUSmWsiyFCMUNCZbFYhKkxNBrN9DuQOY9ihgQtSft0ThaVxJOfxSSoqampePzxx5GWRoO+EP8cY3rRsvxM/07OagLPcxhwWdDtdCeaqqEmzDNbodYoYJywCV/2vAKKMULCbWJiAkePHkVxcTHKyspiXRxCCCEk7mRKWRgtvcKyFMnZyTMqiWcow9VLpVKoVCoUFBRg7dq1uP7665Genh65wpG4o9Fo4HK5QhpkJHP1SiizMuGyWMCaLUgpLwcAsBZ3M1sL5247z0jlYKQyZKRrcdGVWRgZMsJidsBsciBVF181MiR4M4kZEnkTExNoaGgAy7Lo6OgAwzCYN29erIsFgGKGhE4ikQi1V4QEg2KGBCtXp4HB1i0sSxlXgK0TV1R+cWkOThKKqqqqkPeRp+mQUlEuLKcvdTedc4z2wuly4E1TJ1SMFClyDXTj3VhRsARjJjskUgm0OhW0OhXUGhr2PFHNJGZIZHknnR7t7e1QqVTIy8uLYcncKGZIqFQqGvU8lm699VYcOHDA7/MSiQRpaWnIysrCypUrcfXVV2PVqlU+t73nnnvw2muvAQDef/99FBcXR6TMM4mZxx57DI8//jgA4B//+AfWrFkT7mKROJQiE8eKVJKcNyuiMp1KS0sL2traovFSZI5irTbRslStBgAY63eh8+AbGGVt6HWZcdI6jIN9RyGFDHa7+G5SSirVeBISDgaDYUrSCQCZmZk0fyYhEdAx3hPrIsQcx3EYHx9HW1sbXnzxRdxyyy2499574XIlZ80RIYkoKjWeTzzxBN59911UVVXhu9/9Li6++OJovCyZI3iWBTdpwiNP4unSD2BMJh6SOkWhQb4mF85SGcxGB0xGOziOh0ajiFqZCUlWBoMBR48e9Zl0Ll68GBJJ3E8fTUhC0VsNeOjDR/G7y/8H6eq5MVbBQw89hKysLNE6h8MBvV6PkydP4vXXX4fFYsGrr74KrVaLn/70pzEqKSHBkarElR+MhKZTmbGjR4+C53m0tbUhIyMjGi9J5pDJtZ0AINOowbNOOMf6MZYqTijzUrKhUstRvcDd3I/neTgdLJgkbdZASLRQ0klI9L1+4l2YHGZsO/Eublt+Q6yLExXnnXdewOaxX/nKV3DDDTdAr9djy5Yt2Lx5M8rLy/1uT0isSRTia9VkvSaNylXA+Pi48JjmayPT6erqQnt7O7q6uoLanrVaRcuMVApGLodztB/gOZRbnbh62Ijz9BasyF+Ihbk14u0ZBgolDTCSyEKNGRJ+/pLOrKysuEw6KWZIqOx2u/AvXuitBrxz6mMAwDunPobeaohxieJDSUkJvvKVrwBw31zeunVrTMoRjzFDEgM3ixlB4llUrgS8h9Dv7++PxkuSBKbX6zE2Nga9Xh/U9vaREXBefTikajUYhoFjxD06WJ6TxXqDFZvsSvz4gm/jXOV67HitEYc/7UJv1zgcdur/kehCjRkSXnq93m/SuWjRorhLOgGKGRI6lmXhcrmmxHksvX7iXThZJwDAwTqx7cS7MS5R/Dj33HOFx6dOnYpJGeIxZkh8amrvR3faQuFfp6oy1kWKiKhU83zzm9/E9773PQDAb37zGzz++OOQSpOz7TKJvu4X/w19fQMkSiWkKRpknLMcAOAY7hZtp8hxN8s5dWIYB/Z0COsX1BXgxttXRK28hCQTvV6PY8eOJVTSSUgy8K7t9Hjn1MfYOP+SOdPXMxD1mbEeZspsNuOVV17Bnj170NLSItykSktLw8KFC3HppZdi48aN007JdOjQIbz22mtoampCf38/5HI5KioqcMkll2Dz5s3QarUhlctkMuHWW29FU1MTAGDz5s144IEHZvQeSfwwu5xwSb36ebLJWeMZlcTzsssuwx/+8Afcf//9+PDDD3HdddfhpptuwrJly1BcXAydTkcXJ0RQW1sb0rxXjrExAABnt7sHGeLcX1bHcKdoO0V2CQBgsH9CtD6vUDfbIpMYCzVmSHh4ajo5jhOtz87OxsKFC+P6vE4xQ0IVb9OpeNd2enhqPedKX89ATp8+LTyura0Nad89e/bgBz/4gc8WETabDYODg/jggw/w4osv4i9/+Qt0uqnXEVarFT/5yU/w9ttvi9bb7XYcPXoUR48exQsvvIBnnnkm6Omd7HY7vvGNbwhJ5/XXX4/7778/pPdG4pOL56bfKAlEJfG88847Abjb3Ov1erS2tuKXv/xlSMdgGEb4opHkplSGNq2JY9IPgyLbPdKdveckAKBLKYOLYZCnlMNhHMJg36TEsyB15oUlcSHUmCGz53Q60djYmJBJJ0AxQ0IXTzHtq7bTg2o93eenv/3tbwAAuVyOL3zhC0Hv29bWhq9//etwOp2QSqW46KKLsHr1amRlZWF4eBgNDQ14++23wXEcGhoa8Mc//hH33XfflON84xvfwL59+wC4z4s33HADqqurMT4+ju3bt6O+vh59fX346le/ijfeeAOpqYGvRViWxd133y3MZXrFFVfgl7/8Jd08IwklKonn7t27hS+G538+STvNkujiWRYuo0m0TpWbC451grW4E8xelRwmqQSDnBFoOgCbeCwipOri6y42IYlALpejpqYGzc3Nwvk8UZJOQhKdr9pOj7la68lxHPR6PZqamvDkk0/iyJEjAIB7770XhYWFQR/nD3/4A5xO92f7+9//HpdddtmUbW688UZ8+ctfBs/z2L59+5TE89VXXxWSzuXLl+Ppp58W1Yrecsst+MlPfoJXX30V/f39+Pvf/45vf/vbAct1//3347333gMAXHjhhXj44YfpXJtEVE5xXsQgOfOkqCSeoXzhCQkFI5Wi6AvXgTWb4bJYwJotUJcUwzHUDZxptmA7MyS1VJsJy7B4f6lUAoeDBhciZCZyc3MBAM3NzcjOzsaCBQvoQoiQCAtU2+mR7LWeF1100bTbpKSk4MEHH8TGjRuDPq7VasVHH30EAFi5cqXPpBNwD1y0bNkyHDlyBOPj49Dr9UhPTxeef/bZZwG4m2c/+uijU5riMgyDBx54AO+++y6MRiO2b98eMPF85JFH8PLLLwMA1q1bhz/+8Y+Qy+VBvy8S/zLk4kRTxvm+sZToopJ47tq1KxovQ5KE0WgEx3GQSCTTNj0BAIlMBklaGuRp7h9YRUYGHH1HAQCf6FT4VKeGmgcyDD3QDBQBONuRPyVVAV367AYgILEXasyQ8MnNzYVCoUi4vvoUMyRULMsK/YJjOUBioNpOj7la6+nNarXivffew4IFC1BdXR3UPmq1Grt27UJXV9e0g/4UFRUJtao229n5xPv7+3HypLurz0UXXYTs7GywLDslZlQqFe677z5YLBZUVFT4fZ1nn30WzzzzDABgxYoV+NOf/gTFpDkfSeJTS+fGtH5hfZf33nsvAOCqq67C+vXrw3loMoe0t7fD6XRCLpejrq4u4Lb20dEp6yRKJRzD7rn5+pUyGORSGAAMjLRh/mCBKOhTUpVITaOmtokulJgh4ed9pz9RUMyQUNntdiHx1Gg0MSlDMLWdHslc6/nQQw8hKytLtM7lcsFoNKKnpwcff/wxmpqasHPnTuzduxfPPPMMzjnnnKCOnZ2djezsbJ/Pmc1mtLS04NChQ0LSCUA0qvexY8eEx0uWLIHdbvcbM5s2bQpYltdffx2vvvqqsPzDH/5w1qP1EhJLYU08X3vtNTAMg5qaGko8SVSwFuuUdfI0HZyjfQAAvVx8h1Ft08H7PnFGpgZyOU3tQ0ggY2Nj4Hl+yoUeISS6gqnt9EjmWs/zzjsPxcXFfp//3ve+h7/+9a94+OGHYTKZ8M1vfhM7d+5EWlrwSfjQ0BDee+89NDc3o6OjA52dnRgaGvI5Ron3upGREeFxQUFB0K/nyyuvvCJafvjhh/H888/TgELJSDo3mk7PjXpdklDy8vJ8NkvxhbVYpqxjGAYuwxAAYFx29hgMJ4FTPA4R8mkqlaQQSsyQ0IyNjaGxsRE8z2Px4sVJk3xSzJBQyeXymE7BE0ptp0cy13oGwjAMvvrVr+LTTz/F7t27MT4+jq1bt+L222+fdl+Xy4VHHnkEW7Zsgcs1dQwItVqNNWvWYHh4GMePH5/yvMFgEB6npKRALpfPKmbmzZuHzMxMHDlyBIcOHcLLL7+MG2+8ccbHI/GJkcyN3yJKPEncycvLC3pb1iqu8dSUlgIAXEb33J5Xj5gwIpfCUrEEY64MuCbdqCyalz6rspL4EErMkOCNjo7i+PHjwpQpjY2NWLJkCTIzM2NcstmjmCGhivVgLqHUdnokc61nMK644grs3r0bAHDo0KGgEs977rkHb7zxBgD333zlypVYsmQJqqurUVNTg6qqKshkMvzwhz/0mXh6N4V1uVyz6o9ZVFSE5557DmazGZs2bYLT6cQjjzyCiy66KCnOw2TuocSTJDR9/VE4DAbINBpINWpINWrwHIvUpReBtU5guWUCrNWI7Lrr0NSjxHac7XuhUsuRlRN48ABC5qrR0VGhptOD53kMDQ3RBQ8hUTaT2k6PuVrrCZwdeRtw98+czuHDh4Wks6SkBM8++yxKSkp8bms0Gn2u9z4/9vf3B3y9np4eDA8Po7S01GdrkgcffFBornvrrbfib3/7G/R6Pf73f/8XDz/88LTvhyQOvcMhWuaYxBmsLxTJ+a7InMDzPPq2v4nhXR+gf/ub6HnpFdiHhsBZTZCoNJBn5ENZVANN1Qoo88vR26UX7a9NVUCbSpPIEzKZr6QTcNcS1tbWxqhUhMxdM6nt9PDUes5F3v0tg+km8OGHHwqPv/Wtb/lNOgH3NFIe3ufKRYsWCY/r6+sDvt4LL7yAm2++GevWrUNra+uU55XKs9cod911l9BSY9u2bcI8oSQ5GJ2caJllkrNukBJPkrBYswW80+uHmOehzMkBaxXfhZQo1GBkcgz2TYjWp2elQCKlrwAh3kZGRvwmnfPnz6dBLQiJstnUdnq8c+pj6K2G6TdMMjt37hQer1ixYtrt9Xq98DjQyMU7duzAwMCAsOzdF7SiogKlZ7r9vPfeexgbG/N5DJfLhR07dgBw18xWVVUFLFtKSgruueceYfnBBx+EY1ItGUlcLp6dfqMkQFfdJO40NTWhoaEBTU1NAbezDQ1NWacqLARnPTuCUJN9DG28FafHujA8JB5ZKCePmtkmi2BjhgQ2MjKC48ePz4mkk2KGhMpqtcJiscBqnTqaeiR92PEpUhUpyFSnz/ifVpGCDzs+jWq5Y+2VV17BBx98AABITU3F5ZdfPu0+RUVFwuOXXnrJ5wi2n3zyCe6//37ROrvdLjxmGEboS2o2m/H9739/SvLJcRweeeQR9PT0AABuvvnmoM6vV155JdatWwcA6OjowJ///Odp9yEknkSkHveFF14QvuzhwjAMnnvuubAek8Qnl8sFl8s17UnY1tcnWpaq1ZDrUmHv7QYAcDyP044JSO0SyLqPQp4FqK0qWE1OOJ0s8otoRNtkEWzMEP/8JZ35+fmora1Nus+WYoaEiud5n4lIpG1acBk2Lbgs6q8bz/bu3euz6azT6cTQ0BA++OADUVPUu+++O6ipVK688ko89thjcDqd2L17N2688UZcc801yMnJwdDQED766CPs27dvShyYTOIb25s3b8bOnTtx4MABfPrpp7j++utx0003oaysDAMDA3jrrbeE+T6rqqrw1a9+Nej3ft999+Haa6+F0+nE008/jauvvhoVFRVB70/iky5DCc3QMAB3bEmZ5KzNjkji2d3dje7u7rAdL5bDl5PoUygUkEgkkMkCh6e1T9xpX6rRQKpSCTWedp4FDx6MXAFGCqQUAtXphZAyEjgdLPIL595AC8kq2Jghvg0PD6OpqWnOJJ0AxQwJHcMwSfldSESTaxz9USgU+O53v4vNmzcHtX1JSQkeeOABPPDAA2BZFseOHRMSRG8rV67E1VdfjQcffBAA0NLSgpUrVwrPSyQSPPnkk/jud7+LPXv2oL+/H3/4wx+mHGfhwoV48sknRX05p1NZWYk77rgDzzzzDJxOJx544AFs2bIl6P1JfJpXW47R3uNgWXeTW5ki+je5oiEiv7ixuCNIksf8+fOD2s42KG5qK9OlgpFIYO9rBS+R4jfG47BxLLS8FalmPTIc5ZAxUoABFEoZUmhgoaQRbMyQqfwlnQUFBaipqUnaC22KGRIq72kySPxhGAYqlQo6nQ6VlZVYtWoVrr32WlHz2WDceOONqK2txd///nccOnQIo6OjkMlkyMrKwsKFC3Httddiw4YNMBqN+OUvfwmn04m3334bX/rSl0TH0Wq1+Otf/4r3338fW7duRX19PcbHx6FWq1FTU4Orr74aX/jCF2Y03co3v/lNbN++Hf39/Thw4ABeffVVXH/99SEfh8SPDGUqMqRK4Mx0nmp1ct4Ujci7uuqqq7B+/fpIHJoQAWeziZa1VVXgbGZMHNoBBwP0V7qHUR83D0E+ZsS5qATOXENLJBKo1bGdk42QWJurSSchJPGEs1bv//2//4f/9//+n9/n6+rq8Lvf/S7gMdLS0tDY2Djta1100UW46KKLgi7bt7/9bXz7298OuI1GoxGNwEtIoohI4rl48WJcd911kTg0IQL78LBoWVs+D87xQQDAmFwqes4lt+O6C86DywZYTA53820JXVSTuc1oNFLSSQghhJCoSM56XDIn2IdHRMvKnBw49e7hzcdk4sQzXZOKosLp5/AiZC4pLy8Hx3HCyIqFhYWorq6mpJMQQgghYUeJJ4k7fX19YFkWUqkUhYWFPrfhWRaO8XHROkV2Npz9RwAApXYnbu3Xw5hbDFvtSsikFOrJLJiYIVMxDIPKykoA7uH951LSSTFDQuU9Z+JM+uWRuYdihoTK5XIPLuR0Jud4OXQ1TuLOyMgInE4n5HK53wtCp9EETGoiqMhIh7XJXeOpZXksMjuQml6JQcl6fPj2SbzUcBC5BToUz8tAZW1OxN8HiZ5gYob45p18zpWkE6CYIaFzuVzCKPuURJBgUMyQYB3d34BWY4ZnNhXIzPbAOyQoSjxJQnJNTExZJ9Nqhaa2HvKMfAz0TmBsxIyxETOajw6gekEuJZ5kzvHU7vkylxJOQgghJN4YLXY4pCnCMsf6/r1OdJR4krhTWVk57dytk5vZSlQqMFIpnKN9ovWyjDwMNYqT1NxCXfgKS+JCMDEzlw0ODuL06dNYtmwZTQlxBsUMCVUocy0SAlDMkOC5eDbWRYiKsCeeNIcnma2UlJRpt3GMjomWGakUrMMO1uROSHsVMowqpCi1G9DbLd43ryA1bGUl8SGYmJmrBgcH0dzcDACor6+n5PMMihkSKn8tBgjxh2KGELGwJp7/+Mc/AAClpaXhPCwhUzj0etGyVKmEa6xHWB6XSzCokMFsmoDVrBFtq6L5O8kcMTAwgBMnTgjLdrsd9fX1WLFiBfU3IoQQQuKEXKsBvBro8ZLYlSWSwpp4rl69OpyHI8Qv56Q+nhKVCo7hLmHZLJWAkUjhMIlrdhgJA12aKiplJCSWJiedHrm5uZDL6eYLIYQQEi9yMtQ45dVbTMY4Y1eYCKI+niTuWK1Woe+VvyaBrNkiWpZq1HCO9AIAjmiVeDtLCxUkyD49ABUKhO1SUhTQpVMzw2QTTMzMJf39/WhpaZmyvqSkBBUVFdSvERQzJHQcxwkxI5EkaXUECSuKGRKsNKm4P7AsSXsuUuJJ4k5ra6swzUFdXZ3PbXiOEy2n1tTAOdYPABiRS2GTSmADkDoKeNdvpqapoFRR2CebYGJmrqCkMzgUMyRUNptNSCI0Gs30O5A5j2KGzFxyZp50+4UkJJfRKFqW61LhmhgBAOjlZzvzq6zigYSyclLowpskLX9JZ2lpKSWdhBBCSJySqCa1vEnS32uq+iFxJysrK+Ccg8DUxFOWmgrnoHuk2zFP4skDcrv4DmMeTaWSlIKJmWTX19eHkydPTllfWlqK8vJySjonoZghoZLJZDQFDwkJxQwJljw9Dd6jC0lkyVk3SIkniTtFRUXTbuOcnHhqU2CzutdtGjJiWCGFsfoSnJo0LFhBcVr4CkriRjAxk8z8JZ3z5s1DWVkZXfT4MNdjhoSORoImoaKYITOWpD/blHiShOQymkTLshQ10tZeC85mRorNjHk2E4Z0a3AK7cI2CoUUmdk0dx9JLr29vWhtbZ2ynpJOQgghJDH0neoAkCksO2zJ2ceTEk+ScHien9LUViKXgpPKIE1JgzQlDQowGBoTf2lTUpXQpNDdR5I8RkZGKOkkhBBCEty4VTx9CpukKVpyNiAmSY21WsGzrHidzSxalqg0GOwXJ6epaSrIFdSfiySPjIwMpKeni9aVlZVRn05CCCEkgTh5V6yLEBXJmU6ThHby5ElhmoOampopz0+u7QQAzmaBVAIYWQfq7SNIk+Sgv0+cZGZkaehiPElNFzPJSiqVYsmSJTh27Bj0ej3KyspQVlYW62IlhLkaM2TmvKfGUKlU0+9A5jyKGULEKPEkccdms8HpdIKdVKvp4ZyYlHgyDCRyBmABI+eEnrXDxJqhrU2HfJCBmtPCbLIjNz/V5/FI4psuZpKZJ/kcHh5Gfn5+rIuTMOZyzJCZ4TiORiglIaGYIcHSwgWtfVRYlvL2GJYmcijxJHFHIpEI/3xR5ech+3PrwdnsYB0OgGXBMO4mCmbOAQBgZHLItYBGqkJZhvtiPL+IRrRNVtPFTLKTSqWUdIZorscMCZ0neaAkggSLYoYEqyhNDau5S1iWMsnZ9JYSTxJ3Fi9eHPB5iUIBdWGhaJ29vxVShQzP2dpg4l3QOseRMexEmWaesA0NLJS8pouZZDA0NISsrCyadzJM5kLMkPBSq9XTb0Si7sorr8SpU6cAAFdffTV++9vfRvT1HnvsMTz++OMAgH/84x9Ys2aN320pZkiwtHLxvPNSSXLerKDEkyQczmYTLfMcC0vzboABjBXZsEsksNkmwBhNkGrP1maoU+TRLiohYdHd3Y1Tp04hLS0NdXV1lHwSQgiAY8eOCUknALz77ruYmJiATqeLYakIIf5QGyOScFjbpHbvnBMMA1gkDOyeZnMMMFJwGhd+fjEW1hWgrCqbajxJQurq6hIurAwGA44dO0b9EgkhIub2jlgXISZef/11AEB2djYAwG63Y9u2bbEsEiEzIlGIK0cYJjlTtOR8VySpcXbbpBXufp1jcnEtECMFSvPykFugQ1llFmQyqiUiiaWrqwunT58WrdPr9RgdHfWzByFkrnGMj6Pxfx6AY3w81kWJKpfLhTfffBMAcPnllwsjer/88ssRfd1vf/vbaGlpQUtLS8BmtoSEQjpp1GNGmpwpGjW1JXFnaGgILMtCKpUiNzd3yvOTazx5lzsRzXe48O2uMYxnFsO+5DI4lVZIJZRszgXTxUwi8pV0AkBlZWXSvMdYSsaYIZHldDqFEUrl8vjputH76la4jCb0vvY6yv/zjlgXJ2p2796NsbExAMCKFSugUqnwl7/8Bc3NzWhsbIyLftzxGjMk/vE8H+siRERyptMkoQ0MDKCvrw8DAwM+n3eMj4PnuLMrXBYAgJwHihwu5LJVaP4/B7r+T4G//XEv3tveHI1ikxiaLmYSTWdnp9+ks6SkJAYlSj7JFjMk8pxOp/AvXjjGxzGw4x0AwMDbO+dUrefWrVsBADKZDOeddx4uu+wy4blI13oGKx5jhsSn071DGNBWCP96FUWxLlJEUI0nSTgdzz4HW/8AGLkcEoUCuspMeLdQ0LOZAACHnUVP5zhkcrq/QhJHZ2cn2tvbp6yvqqpCcXFxDEpECIlXva9uBedwdzfhHI45U+tpNBrxwQcfAHDXdnoGXistLUVXVxe2b9+Oe+65B6pJzRe9uVwubN26FW+//TaOHz8Oo9GI1NRUFBcXY/369di8ebPP1hDBjGrrcDiwbds2vP/++zhx4gT0ej1cLhfS0tJQXV2NCy+8EDfddJPP8t1zzz147bXXUFpainfffRcjIyP4+9//jl27dqGvrw9yuRxVVVW45pprcNNNN0Emo0v5ZDBmscGqyBGWZawtwNaJi6KVxJ2ysjJwHOd3fj2X2V3DyTudYJ1OcHYF4HXuHrWliLbPK6DR7ZLddDGTKDo6OtDR0TFlPSWd4ZcsMUOiR6lUCs0m44F3bafHwNs7UXTdtVBkZMSoVNHx9ttvw253d7u58sorhfXXXHMNnnjiCRiNRuzYsQObNm3yuf/ExATuvPNO1NfXi9aPj49jfHwcx44dw7PPPouHH34Yl156aUhla25uxje/+U309fVNeW54eBjDw8P45JNP8M9//hN///vfUThpejhvR44cwTe/+U2hSTEAWK1WHD58GIcPH8Zrr72GZ599FlqtNqQykvjj5LnpN0oClHiSuDPdMOis1TpphQkAcESrhIth0Dvigndo5xVS4pnskmHofEo6oysZYoZEV7xNY+Rd2+kxV2o9PaPZyuVyXHHFFcJ6T+IJuJvb+ks8H3roISHpXL16NS677DJkZ2djfHwce/bswXvvvQebzYYf/OAHePfdd5Gfnx9UucbGxnD77bfDYDAAANatW4cLLrgAOTk50Ov1aG5uxtatW+F0OtHZ2Ymf//znePLJJ30ea2JiQkg6P/e5z+Giiy5CSkoKGhoa8O9//xt2ux1Hjx7Fo48+ivvuuy+o8hESa5R4koTCOZ3gJ/WVYOBeNsiksEMOm1l8cTDQawDHFUOSpJPxksTnL+msrq5GUVFy9vMghMycr9pOj2Sv9ezp6cGhQ4cAAJ/73OeQlpYmPFdeXo7FixejsbERn332GTo6OoTRbj3Gxsbw1ltvAQAuuOACPPXUU6Ja7P/4j//AM888g0ceeQQOhwP//ve/8Z3vfCeosj399NNC0nnPPffgy1/+8pRtbr/9dtxwww2w2Wz4+OOPhSa+k+n1egDAr371K3zhC18Q1l9zzTW4+OKLcccdd4Dnebz++uu45557qMltglO4knMwocmojRFJLAyDwmuvQf4VlyFnw4XIWLkMMjVgYwC7hAHr0AEQJ5g5eamUdJK4xPM82tvbKekkhITEV22nh6fWM1m9/vrrwoif11xzzZTnN27cKDz2NchQd3e3MBfy5z73OZ9Np2+//XbMmzcPy5cvh1qtDrpsO3fuBAAUFRXh9ttv97lNdXU1Lr74YgDufqZdXV1+j3fxxReLkk6PtWvXYuXKlQDcNaOdnZ1Bl5HEp3SpOPGUcb6/34mOEk8Sd5xOJxwOh89R4DiHA1K1GvK0NKhyc6BIU0MqB05qlPgwQ4MTkhzR9uoUOXILpt5JJMklUMzEM5fL5XNUVUo6Iy9RY4bEDsdxwr9YClTb6ZHMI9xu27YNAKDVarFhw4Ypz1999dVCs+itW7fC5XKJnk9PTxcev/LKK6L+kx4KhQLvvPMOXnzxRdx5551Bl+3VV1/FSy+9hEcffRQSicRvzHh3n7BO7j7kJVD/0traWuHxxMRE0GUk8SlFKq6xTtbqEko8Sdxpbm7GsWPH0Nw8dRqUyc1sWZsJjBSwSBnwDAO5JVP0vFarRFYOdbpPdoFiJp7J5XIsW7YMSqVSWFdTU0NJZxQkasyQ2LHZbLBarbDZYjvaZKDaTo9krfWsr68XWohceumlonOnR1ZWFtatWwfAPZjPhx9+KHp+3rx5WLBgAQCgqakJl1xyCX74wx/izTffxPgsk/WMjAzU1dWhrq4OgDhm7HY7jh07hi1btmDXrl3CPoFuZFRWVvp9zntAocnJNUk8cTJmWcRRg3CSULhJJ1feYQXDABMy991NlTlN9HxapgbqFJq0mcQvtVqNZcuWob6+HvPmzQs4wiEhZG4LprbTIxn7enoGFQLcU5Y8/fTTPrfz7u/48ssvC01bPX7961/jtttug16vh8lkwrZt27Bt2zZIJBIsXboUGzZswJVXXjnjgd0MBgPee+891NfXo7OzE93d3RgYGPCZZHqaDfviq++nh/d7jHUtPAkDydxIyebGuyQJJS0tDS6Xy2dH+ck1nrzTCiiAMbkU4AGlXSN6vqA4LW6GvieREyhmEoFarcbq1f+fvfuOj6JO/wD+2ZpeIAkBEpohCb1JU0AR9FRQKQoHogieP0/Ogr3gWQ7b2QuWU1HsiCjSRZAiINKkhJ4QagpJSN9eZn5/LDvsJrvJbpLNlnzerxe6uzM7853Ns7PzzLcNDrhRM0NZsMcMNT+FQuH36VQ8qe20C7URbs1mszQoEACsXLkSK1eurPd9mzdvRnFxsdOcnJmZmVi5ciU++ugjrFq1ShrIRxAE7N27F3v37sVbb72Fm2++Gc8880yd84HW9Mknn+DDDz902YRWpVJhwIABEEURO3furHdb/E1oOWSKlvFb1DKOkoJKp06d3C6rWeMJq20er5tKqjGwFNguOId0asf4pi4eBaC6YiZQ2O9qu7to5QVG8wqGmKHA4qpZZ3PyprbTLpRqPX///XcpQfSG1WrFzz//jH/+859OryclJeHZZ5/FnDlzsHv3bmzZsgXbtm3DkSNHIIoiRFHEjz/+CJ1Oh7ffftujfb399tv43//+BwCQy+Xo168f+vbti4yMDHTt2hXdunWDWq3GO++841HiSRRqmHhSUDEUnIPxfCnkahXkajXCOnRDXHoiYox6aPIBFF9cV6GUo017DixE/ieKIk6cOAFBENC1a1fWwhOR17yp7bQLpVpPx2a2X331FYYMGVLn+n/88QfuvPNOALZBhO6++26X516lUomhQ4di6NChAICioiIsWbIE77//PiwWC1avXo0HHngAXbp0qXN/hYWF+PTTTwHYBjBasGABevTo4XLd6urqOrdFLY/GUqNFX4gOL8TBhSiolGzejOLf1uPc6jUoWLoclVnZkCnVUETF4bwl0Wnd6OgwREd73jyGyBfsSefZs2eRn5+P3NzcOvv0EBHV1JDaTrtQGOG2srISGzduBGCrqRw0aFC977nsssuk5rWnT5+WahgPHTqEL7/8Es899xw0Gk2t9yUnJ2PWrFlO06FkZ2fXu7/NmzdL07TcfvvtbpNOAE6DmvH3gACgwmR1em6Rh+b4JEw8KahYtDqn53LVxRAuqXAO59hWEVAoGeLkP6IoIjc3F2fPnpVey8vLw4kTJ/xYKiIKNg2p7bQLhRFuV69eLU19dN1110Eur/+3XS6X44YbbpCeL168GACwadMmvPzyy/j++++xdetWt+93nHYlMjLS7Xp2js2A61o/KysLe/fulZ5zRFoCALNgrX+lEMCrcgo4ubm5OHbsGHJzc2sts+qcE0+ZWoVKqxGbtPkoqna+a5jYJsqn5aTAUVfM+Is96czLy6u1LCqKselvgRgzFNgMBoP0rzk1prbTLthrPR2b2Y4dO9bj940bN056vHbtWlRVVeG6666TXnv11VdRWlpa630VFRX44YcfAADh4eHo1atXvftynAZr2bJlMJlMtWLm8OHDmD17ttMotEaj0ePjIQp27ONJAUer1cJsNkOlqt3MoGbiqVCroBetqBZMiOlSDIu1PWBSIBZxSO0c/IMpkGfqihl/EEURx48fR35+fq1l3bt3R3Jysh9KRY4CLWYo8AmC4JdRbYvXb4QypvHzURev34jUWyY2QYma15kzZ6QawpSUFPTr18/j93br1g2ZmZk4duwYjEYjVqxYgWnTpmH8+PFYunQpCgoKcO2112LSpElIS0uDUqnEyZMnsXjxYikhnTFjBlp5MDjTyJEjER8fj4qKChw9ehQ33XQTxo8fjzZt2qCiogJ79uzBxo0ba9Vwsr8nAUB4pAJhJVXSc4UYmjckmHhSULHWGJ5cHqZChdUIQRQhWtVQRsoQEatCl9aJSOnIxJOaH5NOImpKqbdMDMqEsak41nZed911Xif+48aNw2uvvQbANqfntGnT8Nxzz+H8+fPYunUrqqur8fnnn7t87+TJkzF79myP9hMdHY3XXnsNDzzwAAwGA06ePOlyNNyMjAzMmjULDz30EADg2LFjXh0PhaaufdJQWXJY6iesVIdm318mnhRw6mrSYjU43wESLVqsqMjBCbMBbbWRUBsNaB/bFoBtcCFqGTxpBtUcmHQGj0CJGQoeERER/i5Ci7R8+XLp8ZgxY7x+/w033IA333wTVqsVhw8fxqFDh9CzZ0/Mnz8fa9aswcqVK3Ho0CGUlpZCoVAgKSkJAwcOxM0334yBAwd6ta8rr7wSS5Ysweeff47t27ejqKgIcrkcrVu3RmZmJq6//nqMGTNG2k9JSQnWrl2Lxx57zKN+qxS6WoXForUiHOKFmdUiIkJzijWZyOG0WjyNRuN0xy0zMxPR0Y1v1uMLf/59GgSH/jWtM4H/9WyFImUEoiuToDSHoVerbujTrgdGjO4KmTw0h6OmwCOKInJyclBQUFBrWY8ePZwmLyeiwJaTkwOLxQKlUon09HR/F4eI/MzX54STW3Zgz9qLg05FRCgxZs5dTb4fT/kqN2CNJwUNwWJxSjoBQK4GKlUKCAoLqhIKAQCXDxuLzLiOTDqp2bhLOmUyGbp3786kk4iIiFo81utT0LBqtbVesygBncI5jNvGJiIqhs1sqXkw6SQiIiKqH2s8KeCUlZVBEASpX4SdRVM78QxTAI8fr0KO5RJEXT4UljZKJEYlNGdxKQC4i5nmcPz4cZdJZ48ePZCUlNSsZSHP+TNmKDhZLBZpVFulkpdPVD/GDHnLarVNtWOxhOa8nvwWUMDJy8uTpjlwTjw1zivKALkcMJhaI0czBFgjAjCjqO023PPoFc0+5D35j7uYaQ4JCQkoLCyU5mVj0hkc/BkzFJxMJhOTCPIKY4Y8lb3/CE5VRsI+8I5KE5rTqbCpLQUNS42mtvIL5/Byq/NFozpMwaSTmk3r1q3Rq1cvyOVyJp1ERETktfNl1dCqWkN34Z9WHppTAvL2CwWc1NRUqQmcI3NlpdNzmQIQRKDC6vzlbNs+1udlpMDiLmaaiz35FAQBiYmJfikDecffMUPBR61WS7VXRJ5gzJCnzGJoNq2tiYknBRx3zd6MpWVOz0UByAtT4Gy189yI8a0jfVY2CkyB0FQyEMpAnuPfi7zFppLkLcYMkTPe6qWgYamucnoukwMahQoWS1SN13lnkZqeKIqorFHrTkRERNRY8nDn2RjEEL2UZeJJQcNSVe30XK4ACsR41Azjjl1Yk0FNSxRFHD16FHv37kVRUZG/i0NEREQhpE2CcyWKQm7xU0l8i4knBRxBEKR/jqwG5xG+BAXwlyrV6TVVmBxJydE+LyMFFncx0xREUcSRI0ekhPPIkSMoLi5u8v1Q8/JlzFBoEkVR+kfkCcYMeSpO5VzjqUJoxgwbn1PAOXjwoDTNQZ8+fS4uqHHiNsfJEKmJd3otJi4cYeGqZiglBRK3MdNI9qSzZqJ59OhRxMfHQ61WN9m+qHn5KmYodOn1emmgmMhIjiVA9WPMkKfkqNG2NkRvVrDGk4JGzelUdGo5wvQxTq8ltXF+TtRQ7pJOuVyOXr16MekkIiKiJiFT1qg0CdGRkFnjSQEnKioKFoul1mhwNRNPbbgcapPzHcQ2bZl4tkTuYqahRFHE4cOHUVJS4vS6PenkiKjBr6ljhkIfp94hbzFmyFPqxAQAFwfRlCuZeBI1i7S0NJevWzQa5/WMIg7CudYpKZmJZ0vkLmYaQhAEHDlyhElniGvKmKGWITw83N9FoCDDmKEGC9EaT96KoaBh1eqcn3e9otY6ye1jm6s4FILqSjp79+7NpJOIiIiaXOnZfKfnZmNoDnzHxJOCgigItZraVgrOtZvhEUpExzqPCkbkKUEQ3Dav7d27N1q1auWnkhEREVEoK6p0rlyxiKE5UCYTTwoKFq2u1ghfZQbnZraRUWEc0ZYaxJ50nj9/3ul1Jp1ERETkayYxNOftrIl9PCngnD59Whr0o1OnTgAAc1VlrfUKLQbIFJEQrbb7JxExSsjlodkmnurmKmY8VVfS2adPH8THxzdhSSlQNCZmqGUyGo3S1BhhYWxdQ/VjzBA5Y+JJAaeyslKaX8/OXF5Ra73wdhWIjRQAZQREWQw6dIprxlJSIHEVM54qLS1l0tkCNSZmqGWyWq1SEkHkCcYMeUolWKG2XGxuqxANfiyN7zDxpKCgjIlBq8GDIJpNMJWfh9Gog8YqAyBCoZRDHg60bRfv72JSEEpKSsIll1yCEydOAAAUCgV69+7NpJOIiIiaxSWtwiEcOSY9l8tCs+ktE08KON27d691h1ARHo7oS7oAALTHKnBclOOQrgphJitUFi3irXGIiYp0t0kKca5ixhsdO3aEKIo4c+YMk84WorExQy0Pp8YIDaIoYuHChbjmmmuQlJTktGzevHl4//33AQBfffUVhgwZ0qh9MWbIU1FK51hRhuhvExNPCjiumr4JZpP02HQ+H4YYBYwRGggKC0xWFZLCWyEyWl3rfdQyNEVzyU6dOiE5OZkXCi0Em9iSt+RyjscY7E6fPo05c+Zg9+7duOKK2lOyNTXGDHlKJqsRK6GZd3JUWwoOotnW5EC0WgCrBRqVHIaoKlS3KkZFYj56DU1GcjvO4UmNw6STiILRuYIqfxchKCxfvhy7d+/2dzGIapEpFM7PQ7TGk4knBQXBZLrwfz0AQKdyDt2kqIRmLxMFF/votRqNxt9FISJqMpoqA77+6E9oqkJzMBKilkBZo7tYzUQ0VLCp7QWiKGLlypX46aefcOTIEeh0OiQlJWHQoEGYNm0a+vTp0+jtr1+/HsuWLUNWVhbKysqgUqmQkpKCYcOGYfr06Wjfvn0THU1wq6qqgiAIkMvliI211WIKZjMAQDTZflhTyrvj5gNWyCP0iL3uBnSN7+K38pL/uYoZR1arFQcPHkR5eTnKysrQr18/REdH+6GkFCjqixmimhxHKFUE0EXhHxtzodeZsW3TCfztph7+Lg45CNSYocAn1pi7PlQw8QRgMBgwe/ZsbNq0yen1/Px85OfnY8WKFXjwwQdx9913N2j7lZWVeOihh/DHH384vW4ymZCdnY3s7Gx8++23eOGFFzB+/PgGHkXoOHXqlDTNgT3htxqNAADBZIAIIFfWDVa9CtAD+K4UXe+2IinTf2Um/3IVM3aOSScAWCwW7N+/H3379mXy2YLVFTNErjjOyRgZGRiD2WmqDPhr22kAwO5tp3D5yEsQHcsuA4EiEGOGAlNhSRnKIi5WQClhqmPt4MXEE8DTTz8tJZ1paWmYPHkyEhMTcejQIXz//ffQ6XR48803kZycjHHjxnm1bUEQcO+992LXrl0AgPbt2+Pmm2/GJZdcAq1Wi61bt2Lt2rUwmUx48sknERsbi1GjRjX1IQa9swsXQXvyFGQKGfSIgjXSeWCQpLZMIKi2mkmnnSAIEATBT6UiImoaf2zMhcViO5dZzEKLqPXU6XRYvHgxfvvtN2RnZ0Or1SI+Ph7dunXD9ddfj/Hjx9eqXXQcrdZu9OjRAICUlBRs2LDB7b6+/PJL/Prrrzh9+jSUSiU6dOiAsWPH4tZbb0VERESdZT19+jS+//577NixA0VFRQCAdu3aSS3dOnTo4PJ99vIqFAocPnwYP//8Mz7++GPk5eWhVatW6N27N9544w0msyGksFKLyohU6bnSGppN51t84vnHH39g5cqVAIChQ4fik08+QVhYGADghhtuwC233IJbb70VFRUVePnllzF69Givakl+/vlnKekcOnQoPvroI6cTxaRJk7Bhwwbcf//9sFgseP755zFs2DCpDC1R27ZtYbVanX44rDo9RIsFogWojnQe/lwdpkQM7/C2aC5jxk3SqVQq0adPHzavbOFcxQxRXVQqVUBNweNY22kX6rWeu3fvxiOPPIJz5845vV5SUoKSkhJs2bIFX3zxBT788EO3SZ2nTp48iaeeegr5+flOrx86dAiHDh3CsmXLsGDBAiQkuB5j4pNPPsG7774Li8V5Psbc3Fzk5uZi4cKFeOqppzBt2rQ6y7Fw4UI8//zz0vPi4mIUFxcz6QwxRsHq7yI0ixafeH7++ecAbBejL774Yq2ELy0tDc888wweeeQRVFRUYPHixZg5c6bH21+0aBEAICwszO3dqVGjRuG2227DF198gaKiImzevBnXXHNNI44quLVp06bWa1aDXnpcGe68PDyWY2S1dDVjxmq14sCBA6ioqHB6XalUom/fvoiJiWnG0lEgcnWeIapLoE3B41jbaRfKtZ4HDhzA//3f/0Gn0wEA+vfvj+uvvx5JSUnIz8/HsmXLkJOTg+zsbEyZMgVLlixBcnIyAGDMmDHo3r07Vq1ahdWrVwMA5s6di4SEBLejmc+dOxdWqxXdu3fHuHHjkJCQIHWN0ul0OHbsGF5++WW8+eabtd770Ucf4Z133gEAREZGYuLEiejTpw9kMhkOHDiAn376CVqtFnPnzoVcLsfUqVNdlkEQBLz88suIjY3FjBkzkJqair/++gu9e/du7MdJ5BctOvGsqKjAtm3bAAAjRoxwe3dszJgxePnll1FaWoo1a9Z4nHhqNBpkZWUBAC6//PJaExU7uu666/DFF18AAPbv39+iE09XrAaj9FgT5nx3Ua4M3WGnyXtMOoko1Lmq7bQLxVpPq9WKxx57TEo6H3nkkVrjbsycORNz587FokWLcP78ecyZMwefffYZAFslQlpaGo4cOSKtP2zYMKSmpsIdq9WKO+64A0899ZTTNcaECRNw8803Q6/X45dffsGzzz6LuLg4afmhQ4cwb948AEDnzp3x2WefOe3npptuwsyZMzFz5kycOnUKr7zyCq644gqkpKTUKoMoijCbzfj666/Rr18/APC6yxcFB4WlZXT/adFVRbt375b6eQ0dOtTtenK5HIMGDQJgSworKys92n55eTl69+6NpKQkXHLJJXWu63jSqqrifFw1tb3ub2gz+ipEJKuhCXduIhmXGDo/rtQ4TDqJqCVwVdtpZ6/1DCVr167FyZMnAdgqA1wN9qhUKvHcc89Jg4Vt3boVBw4caPA+09PT8cQTT9S6sZ2WlobrrrsOgO0359ixY07LP//8c1itVshkMrz77rsuk9v27dvjhRdeAGAbgOjrr792W46hQ4dKSSeFrtZy5zhTiGY/lcS3WnTimZOTIz3OyMioc92uXbsCsN19ys7O9mj7HTp0wOLFi7F161Y8/vjjda6bm5srPY6Pj/do+y2JMjoaYUlJUKgFGBRRTsvMUZyXkWwXAFlZWUw6iSik1VXbabd726mQmtfz999/lx7fddddbtdTKBROy3/77bcG7/Paa6912we8e/fu0uPz589Ljy0WC9avXw8A6NmzJ7p16+Z2+4MHD5Za2m3cuNHtegMHDvSq3BScIpXOKZmc06mEHscO466aODhq27at0/vsNaBN5aeffpIe9+3bt0m3HWwOHjwoTXPQq1cviKII0WyGKArQW5UAnPvZtE2Jc70hajGysrJw8uRJGI1Gp757SqWSc3aSSzXPM0T10ev10uBC9Y1m6kt11XbahVpfz3379gEAYmNj0bNnzzrXdWzB1pgaT3uFgyuOvylG48WuQMeOHYNebxuTQqVSYdWqVdIyV4NGxsfH4+zZszh16hQ0Go3L36r6WsxRaFC0kC5jLTrxLCsrkx63atWqznUdayFr1qg01pYtW6S7XQkJCRg2bFiTbj/Y2Ke6sDeDFq1WiIIAwahDudx5QBARAjK61n3TgEKb1WrFqVOnoNVqne5Oq1QqztVJbtU8zxDVRxRFv0/q7kltp10o9fW0X6/V1SfTLi4uDnFxcaisrHSqjfRWXSOfOza/dYwJ+5QpALB3717s3bvX4/2Vl5e7/L1ia50WQtYyRlhv0U1tDYaLzVDqm75ErVa7fF9jFRYW4oknnpCez5o1y+0Iay1FeHi49A8ABJOtnbtg0KFU4TywkEVlQpvY1s1eRgoc9toHpVIJpdJ2L41JJ9Wn5nmGqD5yuVz65y+e1HbahVJfT61WCwAe1zTbv9f22seGsP+eeEOjaXjXH/sx1uR4/UmhS6YMrFGzfaVF13g6zq1U3xfbcXnNOZkaqqysDHfeeSdKS0sB2EZYu+2225pk241x/PhxpKWlOd1lMxqNUgf6+Ph4dOzYsdZ77KPN2Tv2250/fx4FBQUAbP1eHWuXrVYrDh06BMB2V69Lly5O/W1PnTqFisJzMBcVIU5mgF4W77Tt2OgwnDp2AintU2qNGnzgwAGIooiIiAikp6c7LcvLy5PuoGZkZDhdfGo0Gpw4YfuxTkpKQrt27Zzee+TIEamJnmM/D8B2I6GkpASArXmMY+JjMBik/sGtW7eudec2JycHer0eMpms1lDpJSUlKCwsBAB07NjRqQbeYrHg8OHDts8jNhadO3d2eu/JkydRXV0NwNbnxLFWsLy8HGfPngVgG+wgMTHR6b32UZkjIyNrNTs6c+aMVPufmZnpdPOmurpaGggiOTlZGtLe7vDhw7BYLFCr1bX6wBQUFEh3qdPS0hAVdbFPr16vl/pmJyQkICUlBXK5HKNHj8bhw4dx7NgxnD9/Hp07d66VdBYXF0tzv3Xu3NnpbrbZbJZGO4yLi0OnTp2c3pubmytdFPTq1cvpwrOsrAx5eXkAbHfjW7e+eCNEEAQcPHgQABAVFYW0tDSn7Z4+fVoarKx79+5O0zVUVVXh1KlTAGxN/WtO/3Hw4EEIgoDw8PBafdTz8/Ol80p6errTxZpWq5X6lCcmJqJ9+/ZO7z169ChMJhOUSiV69HBupldUVCTd0e/SpYvfzhGOTp06JQ3I1qNHD6eLxYqKCpw5cwaAbdJ2x3NERkYGDhw4AIPBgJycHJ4jQvgc4Sg7OxsGgwFyubxWE2vHc0TNqVMca8ddJZ4Gg0FaHhER4VQjZrFYYDKZANiuJRxjVBRFKTmSy+W1boQYjUZYrbb5/Swmmce1nXa7t53CgMtSkJjk3CXFZDJJ1zLh4eFOx2S1WqXmo0qlstb1UV1Njs1mM8xm283isLAwp1gSBEG6ca9QKGrd8Hf8DGtOPRcREYHq6mpotVpYLBa3n6F9u/ZzTXh4uNNnWLPG2vFv42q6HPt2XP1t7EwmEwRBgFwud/o8ZsyYgdmzZ3v9GZpMJukzrMnxM3S13bo+Q8e/TV1x6Opv4/gZ1hXfKpWq1udY12fouN264tDVduv7DO3xXVcc1vUZutqu1WqFXq9HVlZWk19HVGs0AGrPfuGv6wj771RTa9GJp+MXwGw215l82r9UQNPcfSopKcHMmTOli5dOnTrhjTfeCIhpQaxWa63mZ/Yhve3La7JYLHWeKO3LXDVrsy9zldBbLBaYK8phqa4GWsXAFJYAOOw+PiYCVkvt8tq3K4qiy7uWjuWt+UPkeKzutuvJsda1XVfHat+uqxhozHZ99bexWq1uy+S4XVfxYjabYbFYXF7A1bVdd3Eol8vRo0cPFBYWIioqyuWAEI7brSu+m/MzrCsOPfkMBUGo91g9/QxrlslVk0JPP8NmP0c04rvMc0TLOEc4btdsNte7XVdJiH1f7prb1vV6Xe+tq/mu43v/3HTC49pOO4tZwM4tpzFmovPNnsaUqa7lTXWsNSUmJqK6utppbA5X2xVF0XYRf+FGSnJycr1NpD1Z5un7HW88nj9/3qPPqSnL1NDtevJ389Vn2Ngyubtu9uWx2n9/Xb0ONOw8a7K6H8XWH9cRvuqG0qITT8e7QUaj0ePEs75mufU5c+YM7rrrLpw+bbtz2a5dOyxYsMDphOVPCoWi1o+yTCaTfohdBahSqXQ7ubZcLpeWufqxty9zdfGnVCqBnFwIu/egBIC+40TA4c8UEWnbr7vtiqLoslyO5a150nI81rrK62q7jsda13ZdHatKpYLFYnF5Em3Mdn31t1EoFG7L5LhdV/GiUqkgk8m83m5dcSiXy9GpUyepNqOu7dYV3835GdYVh558hoIguCxXQz9De5kEQaj3bxNI54jGfJd5jmg55wj7dq1Wa73nCFfs+3J3oVvX63W9t64bzvb3aquN+OvPM27Xq8u+nXm44uoMp76ejSlTzfe7e72hx+pKz549pZr5w4cP12o14bjP7du3S69nZmbWuV1PyuTpOsDFVhcWiwV79uyp9z0vvPACVCoVUlNTceedd0rx3tAyNfRYPfm7+eoz9MX3prHbret47eelpr6OqLA6b88sv3ix64/rCF91KZCJ/u4p70fPPvssFi1aBMA25LZ9WGtXFi9ejH//+98AgDfeeAM33nhjg/aZlZWFe+65R2oGl5KSgi+//LLOffuaRqNxmocqMzMzoPrGnfhsAQqXrwQAbO48BWblxaYPo8Z0w/DR7keeo9BisVjcJgpERE0lJydHatJZsxm2P/y67BB2bD7Z4PcPvfKSoB7hds2aNZg9ezYA2zyeb7/9tsv1rFYr/v73v0uj2X777bdO05G8//77mDdvHgDX133z5s3D+++/DwD46quvMGTIEJf7WbJkCZ566ikAwCuvvIKJEydKy/7v//4PmzdvBgC88847uP76611u488//8SMGTMAAN26dcOyZcu8Lgc1H1+fE7588X2cLu8sPVdaDZjzzi1Nvh9P+So3aNGDCzn2c7H3jXHH3u8DQK0+UZ7asmUL7rjjDinp7Nq1KxYuXOjXpDMQ5efn48yZM1KTGsuF/lsAoLbqoRIMkMltTQD0ymq/lJGan8Viwf79+7F///5azVVqxgxRfRgz5C2TyQSj0ejUAqo5eDOSrTvBPq/nNddcI/WZW716NT755JNa61itVsydO1dKOocMGVJrDkzHPnv2fnFNzXEe0WeffRa7du2qFTMFBQVOA0vOnDnTJ2UhCjQtuqmtYwfdnJwcDB482O269sEKZDJZg+50bNiwAQ888IB0wdy3b198/PHH9U7j0hKVlpZKA3OkpKTAqrs4Kl3b6hMwxkai+pJEyNSRiG7TokO4xTCbzcjKypL67ezfvx99+/aVaj5rxgxRfRgz5C17iwuZTNasI43u25WHiKjG72/frrygbSGkUCjwxhtvYNq0aTCZTHjzzTexYcMGjBkzBomJiSgsLMTSpUulwbni4+Px6quv1tqO45zsr7zyCqZNmwbAVovaVIYMGYIZM2bgiy++QFVVFWbMmIFrr70Ww4cPh1wux5EjR/DDDz9Ig+6MGDEC48aNa7L9U3CSywGFcPEGhUJs3htczaVFX7X3798fKpUKZrMZO3bskE5ANVmtVuzatQuArTlEXXM7ubJz507Mnj1bSjqHDRuG999/v9aIY+Sa9cLoYyIAQa6AVQGIECGXyxAT5b9JvKl51Ew6AVsTkKNHj9Ya2ZOIKNQMH901aBPGptSnTx8sWLAADz74IEpKStzOk9m9e3fMmzev1mjTAHD55ZcjPj4eFRUV2L17N3bv3g2ZTIaRI0c26TXZk08+ibCwMHz66aewWCxYtWoVVq1aVWu9q666Cm+99VZADCxJ/tVjcAb06w9LgwAp1aHZE7JFJ56xsbEYOnQotmzZgg0bNqCgoMBlM9pVq1ZJw+q7a6vvTmlpKWbPni01s7jqqqvw3nvvcV6mOqSnpzuNVGZPPAWZLVyrYcUJUyWUZg16Gc4D4A9yqDKbzdi/f3+tudHUarVTi4WaMUNUH8YMeSs8PJwx42cDBw7Er7/+ikWLFmH9+vU4fvw4tFot2rRpg/T0dIwfPx5XX32123EAWrVqhS+//BKvv/46srKyoNPp0Lp1axQWFtaapqIxZDIZHn74YYwdOxbff/89duzYgXPnzsFkMqF169bo27cvJkyYgFGjRjXZPim4xaqiEKsIA+QCRADhYbUHAwoFLXpwIQDYunUr/vGPfwCw1YDOnz/fqfPs8ePHMW3aNFRUVCAqKgq//fabV6PPPvjgg/jll18A2O7WffPNN40eFbepBfrgQgf//RwqDxyEADl06jjsyYxGdqdoyK0KPDJ+Gnq0zah/IxR06ko6+/XrxxYDROQzgTa4EBH5l6/PCSe37MCetRdr8CMilBgz56463uFbvsoNWnSNJwAMHz4c1157LX799Vfs3bsX48aNw9SpU9GuXTscPnwYCxculCZ8ffzxx2slnTt27MD06dMBAIMHD8bXX38tLcvNzcWaNWuk59dddx22bNlSb5ni4+NrdYhvyew1nnIIiDaVwxRpgTbWNqlw+7jkut5KQcpd0hkWFoa+ffsy6SQiIiIKMi0+8QSAV199FVqtFlu3bkVeXh5ef/11p+UymQz33XcfpkyZ4tV2ly5d6jSZ62uvvebR+2omsC2dVa93em5SXph/CTLEhsX4o0jkQ3Ulnf369XMalZCIiIiIggMTT9iG154/fz5WrFiBpUuX4siRI6iurkZ8fDwuvfRSTJ8+HZdeeqnX27WPrkbe0Wq1Uj+aqKgoWPW2Gs8z8T2hU8Wgd4keffRGpNx8i88muCX/MJvN2Ldvn9TKwK6+pLNmzBDVhzFD3rIP+gG4noydqCbGDHlLEMQL/xf8XBLfYOJ5gUwmw0033YSbbrrJq/cNGTLEqQ20o48//rgpitbi5ObmStMc9OnTB1aDrcazJKojKiLaAgKAKqBTWZx/C0pNymQyYf/+/V4nnUDtmCGqD2OGvGU0GqWbFWzuT55gzJCnzh4/iYIqBewNJVUac91vCFJMPCmgiaIo1XgaFc6JR0xMuD+KRD7gLukMDw9H37592byWiIiIQlZeXgnKlV2k50qrwY+l8R0mnhRwEhMTYbVaoVAoIJhMwIXmBkal893C6LjAGh2YGi4nJ8dl0tmvXz+Eh9d/g8ExZog8wZghbymVvGQi7zBmyFMmwVr/SiGA3wgKOI5zqZorK23/l6kgyJ3n5So1lqITEpq1bOQb6enp0Gq10Ol0ALxLOgG4nH+XqC6MGfIW598mbzFmiJxxZBYKaPYRbXXq2FrLwqIZvqFCrVZL06R4m3QSERERBTWVc12gKPNTOXyMNZ4U0OxzeBoVNUadlAmIjWVH/VBin6NTFEUmnURERNRiJCfF4UzpxedyeWg2vWWVEQU0i85W41mzf6dVbkGJtswfRSIfCgsLY9JJRERELUqsyrk7mQqcToWoWRw9ehQWiwVKpRLJF2o8TUrnUU2tCgsSI1v5o3jUCEajEfn5+ejSpQtksqZrR+IYM926dWuy7VLoYsyQt/QXun4A4Ejb5BHGDHlKKXOuC5TZ51UJMUw8KeCYTCaYzWYIgiBNpWJWONeCWZVmtIlO9EfxqIGMRiP27dsHvV4Po9GIbt26NVny6RgzRJ5gzJC3RFGU5mQk8gRjhjwmbxmNUJl4UsBRKpUQRRFKpRJWg+1uoalG4ikqrAhXcjqVYOGYdAJAUVERADRZ8ukYM0SeYMyQt+znKiYR5CnGDHkqLCEJQLX0XKYMzUSUv7gUcHr06CE9LjhxCgBgljsnmZcktmnOIlEjGAwG7N+/36nJEQBUVVXBYrFAVaNfQ0M4xgyRJxgz5C02lSRvMWbIYwrnmxMyeWjerAjNdJpChn06FbPCOfFsx8QzKBgMBqeaTrvIyEj069evSZJOIiIiomBWXXze6bnFFJrdQJh4UkATLgwuZJE7T8IcGcO7iIHOnnQaLvwN7SIjI9G3b1+EhbGpNBEREVFecbnTc7MQmo1SQ/OoKGSYKisB1E48o2OYtASyupLOfv36Qa1Wu3knERERUctiEi01XgnNprZMPCngFBUVwWq1QqFQwFJVDRFAmEULi2iFRaGEIFOiCpX+Lia54Y+k0zFmkpOTm3z7FHoYM+Qts9ksjVDKbgLkCcYMeSo0J0+pjYknBZyioiKYzWaoVCrI9XrIAKRUZcOiUMMUFw5NRltEJXT0dzHJBXdJZ1RUFPr27euzmk7HmGESQZ5gzJC3mESQtxgz5DGrBTLxYr9OGUKzjycTTwpocb16waKthMkYAasoh1WtgEwuQ0R4eP1vpmal1+uxb98+GI1Gp9d9nXQSERERBbPM1hFQHN0vPZfLaja9DQ1MPCngdOnSBYIgQC6XQ5AroDt9GOfOKyBAhCHMgnJdCTL0xQAy/V1UusDfSadjzBB5gjFD3goLC5Nqryg4ZWbarhsGDx6Mr7/+ukm3nZeXh9GjRwMAJkyYgP/+979+iRlX5aDAF15j9gZFiJ5nmHhSwImJiZEel5vNMFeWQCEXIZMpYAlXQxMVjuS41n4sIdVkNpthsTjfnWvOmk7HmCHyBGOGvKVQKPxdBAoyjBnylFLuHCshmndyOhUKbKLFAqtggkxRCYW8DOaIUmjiz6N9K87jGUhiY2PRt29f6Uc2Ojqao9cSEREReUJeM9MMzcyTiScFNMFshslilp5bFbYvYkxYtL+KRG7ExsaiT58+iIuLQ9++fTmQAhEREZEHVNHO17VyZWjWlrOpLQUco9Eo9YkQzRacs6QiyRgDJfRItZowpsdgRCg5uFAgiouLQ79+/Zq9D5RjzISFcY5Xqh9jhrwlCBdHmQykvsGCcHEiBnmtWhPyp0CNGQp8oTq9ChNPCjjHjh27OM2B2YwiJKNA1cm20Ay0Lovn4A5+ZLFYoFS6P3X442/jGDN9+vRp9v1T8GHMkLcMBoN0syIyMtLfxQEAmMxWLFh5CHqDBRHhSsy8oSfUqtCsKQlGgRgzFJjKKzWoVl8cv8QAcx1rBy8mnhSwRIMBp778GvrYywGHCs7ImAj/FaqF0+l02LdvHzp16oSUlBR/F4eIqEXLOVsBs1nA2eJqdGkXh5yzFeh5SYK/i+VThYWF+Pzzz7F582YUFBQgIiICmZmZ+Pvf/44bbrgBn3zyCd58800AthtM3iovL8fChQvx+++/4+TJk9DpdGjdujX69OmDG2+8Eddee63H21qxYgV+/PFH5ObmQi6Xo0uXLhgzZgymTp2K8HqmhcvJycGSJUuwY8cOFBYWorq6GuHh4UhKSsLAgQMxZcoU9OzZ0+vjo8B0sqQc56M7Sc+VVkMdawcvJp4UcOLj42G1WiFWVUNTVQVjvHOiGR0X5aeStWz2pNNkMiEnJwcAAib5tMcMRxAkTzFmyFuBGCsHT5xHtd4EncGCar0Jh06UhnTiuWPHDsyaNQtarVZ6zWQyYefOndi5cyfWrVsnTZnSEOvWrcOcOXNQVVXl9HpRURHWrVuHdevWYdCgQXjvvffQurX70fWtVisefPBB/PLLL06vZ2VlISsrC99++y3mz5+Pzp0713qvIAh4+eWX8e233zo11QVsI8hXV1fjxIkT+OGHH/DQQw/hnnvuafDxUuAwCVZ/F6FZMPGkgNOxY0cAgC4vD4UAjArn5inHi86hL7r5oWQtl1arxf79+2EymaTXcnJyoFKp0KaN/0cYtscMkacYM+StQOsLXFymQ0m5HuVVtvmTy6uMKI7UobhMhzatQ69Z58GDB3H33XfDYLDVBI0ePRqjRo2CSqXCzp07sXTpUqxZswZ//PFHg7a/ceNGzJ49G1arLQEYPnw4Ro8ejfj4eJw4cQJLlixBfn4+du3ahdtuuw2LFy9GVJTrG+G//PILzGYzIiMjMWXKFPTq1Qvnz5/Hjz/+iOzsbJw9exYzZ87EihUrEF1jUJl3331XmmO0devWmDBhArp06YKwsDDk5+dj9erVyM7OBgC88847GD58OHr16tWgY6bAEap9Omti4kkBy6o3QIAMVrnz6KiCih30m5OrpBOwzYNY1x1fIiJqOr/vycPJgkrpudkiwGIRoNGZEBmuhEZngsUiYNnmXKiUF38nu7SPw5UDUv1R5Cb14osvwmAwQCaT4eWXX8bEiROlZePGjcOECRNw9913o7q62uttazQaPPnkk1IriFdeeQXjxo1zWucf//gHHnroIWzcuBG5ubl49dVXMXfuXJfbM5vNSEpKwtdff40uXbpIr99666145JFH8Ouvv6KgoAAffPABnnjiCWl5WVkZPv/8cwC2FkU//fQTWrVq5bTtf/7zn3j66aexZMkSiKKIVatWMfEMBVah/nVCAK/gKWCFJSUholePWrPoRsdyRNvmotVqpea1juzzdtY1yBARETUNq1XAoROlOFlQJf3LK9ag4LwWMrkMqW1iIJPLUHBei7xijdN6h06WwhrkF7Xbt2/H3r17AQCTJk1ySjrtBg4c6JTEeeP7779HRUUFAODOO++slXQCQEREBN566y2pi8mSJUtQVFTkdpuvvPKKU9IJACqVCi+//DKSkpIAAD/99BOMRqO0fOPGjdLv7b/+9a9aSSdgGx337rvvlp6fPHnSw6OkQJZQ41pXIVr8VBLfYuJJAUsREQ4hJq7W6wXGAj+UpuWxJ51ms/PIavb5Opl0EhE1j/JqI0QAkeFKlFUZUFyuQ0mFDmaLFZ3axkCllKNT2xiYLVaUVOhQXK5DWZUBkeFKiKLt/cFs48aN0uM77rjD7XoTJkxAfHy819v//fffAQBKpRIzZ850u15kZCRuu+02ALZazc2bN7tcLz09HSNGjHC5LDo6GhMmTAAAVFZWYs+ePdKym266CWvXrsX8+fNx3XXXuS1HaurFGmx702MKblFK55RMLgb3zSJ3eOVIAef48eOwWCyQm0wwmJy/eILMilbRMX4qWcuh0Wiwf//+oEk67TGjVCrRtWtXfxeHggBjhrzlODVGfSOSNrXE+AiMvzINv24/jTC1AnnFGmj1ZiS1ikRkuK07SmS4CkmtInG2qBpRESqktolGXFQY/ja0ExLjg3s0+F27dgEAWrVqVef3Va1WY8CAAdiwYYNX29+/fz8AoGvXrkhIqHtwpssuu0x6nJWVhUmTJtVaZ/DgwQDcx8yAAQOctmHfpkqlQqdOndCpUye4cu7cORw8eBDbt2+XXrP3SaXgpmwh0wQG1tUjEWyjp5rNZigMRhgszl9EQWFBQkztpifUdNwlnXFxcejdu3fAJZ3AxZhRqVT1r0wExgx5TxAEKYnwh5SkaEy5JgPrdp6BUiHH2aJqlFUZEBulltYpq7Q975Acgw7JMbhmcEcpMQ1mxcXFAID27dvXu663A4dpNBqpuWuHDh3qXd9xnfPnz7tcx94c113MOB5HSUmJy23s2bMH27ZtQ25uLk6fPo3Tp09Do9HUWz4KVi2jEWrgXUES2VktMFicv4iC3IrYCE6n4ivBmHQSEbUUkeEqXHVpB3y1+jDEC8NgllbqYTBZEa5WADJIr191aYeQSDoBSP0vPalp9rY22nFqloiI+muGHbev1+sbVAbH/Tj28QRsfTaffPJJ7Nu3z+V727dvj5EjR+K7776rt6wUPGQqdf0rhQBeRVLA6dOnDwBAn1+AY9Z9TsviZUBqq7Z+KFXo02g02LdvHywW5w7twZB02mOGyFOMGfJWZGRgTFFSUq4DAOiNFlgFAVq9GbFRapwr1UEmAxRyubSeY21oMAsLC4PZbHab6Dnyts+jYxLoyfZ1Op302F2CaR8gyF3MOG7DcTqV4uJi3HrrrSgrKwMAJCQk4LLLLkO3bt2Qnp6Obt26oW3btrBarUw8KSgF7pUktXgWnQ4GdQLgkAdFR0UhLpo1nk3NYrFg//79LpPOPn36BOTE6URELVFxuR4WiwCLVYBSIUdqm2hERaig1ZuRV6yBxWqbZqW4XI+01Hh/F7dJtG3bFsePH0dBQf2DC3qyjqOYmBiEhYXBaDTi7Nmz9a5/6tQp6XFycrLLdexNg91x3E/bthdvps+bN09KOv/+97/jmWeecdkdoKqqqt5yUnCxii1jJs+W0aCYglLejz+h6rxzfwZ1uArqMN4vaWpKpbLWsO/x8fFMOomIAkxJuQ56kwVRESqkpcahTatIXNE/BUmtIpGWGoeoCBX0JgtKKnT1byxI9O3bF4CtyW1ubq7b9QRBkKZd8ZRMJpPmwTx+/DhKS0vrXN9xYJ/MzEyX62RlZdW5jR07dkiP7ccGXBy9Nzw8HHPmzHHbB/3o0aPSY7GFJCyhrkjv3OTaIg+NZvI1MfGkgGXVG2BWOPe3iIkOzS9iIGjfvj0yMjIA2JLO3r17M+kkIgowndvHIipchc7tYtGlfRz+fk0G+nRNwpRrMtClfRw6t7u4PFQ4Ti3y7bfful1vzZo1bgfrqcvo0aMB2Fr/LFiwwO16Wq0WCxcuBGCbT/PKK690ud6ePXtw7Ngxl8vKysqwfPlyAEC7du3Qu3dvaZm9L6tSqURYWJjbcnz55ZfS45otlSg4mQTnWRxEhOYot0w8KeCcP38excXFMGo0UFt0UFt0UAgmQBRRqeCIbr7Uvn179OrVK+iSTnvMuBthkKgmxgx5y2w2S//8qU/XJNwxtgdGDkjFTSMucZpO5cbhl+DKAam4Y2wP9Oma5NdyNqXhw4ejW7duAICFCxdi9erVtdY5duwYXnjhhQZtf9KkSYiLs80b/vnnn0uJoSODwYBHH31Uaso7fvx4afTamgRBwMMPP4zCwkKnmNHpdHjooYdQWVkJAJgxY4bTb619exqNxuUxWiwWvPLKK07zmtYcnIiCk4iWUXPNNosUcAoKCmA2m2HSaNFekw1tmG36FH3rSIQld6nn3dRYiYmJ/i6C1+wxo1KpgrL81PwYM+Qts9ksTY3h72l44qLDEBddu0ZMLpehd1roxbNcLsfcuXMxbdo0mM1mPPTQQ/jll19w5ZVXIiwsDPv27cPixYthNBqhUChgtVohl3tetxIbG4uXX34Z999/P6xWKx577DEsX74co0ePRlxcHE6dOoUff/wR+fn5AIBOnTrh6aefdru91q1b4/jx47jlllswceJEdOnSBaWlpVi0aJHUv3Pw4MGYPn260/smTJiAt99+GwDw+OOPY9u2bejfvz+USiVOnjyJFStWSGWwq66u9vg4KXC1lCbTTDwpYIlmE6xyh6ZCSjkiItnUtrGqqqogCALi4+P9XRQiIiKP9O3bF2+//TYef/xx6HQ6rF27FmvXrnVa55ZbbkF+fj7+/PNPqNXejeh79dVX491338VTTz0FjUaDLVu2YMuWLbXWu+yyy/DWW285jUZb05133ok//vgDf/75Jz755JNay4cNG4b33nuvVnJ85513YteuXdi6dSssFgt+/PFH/Pjjj07rKBQK/Otf/8KRI0fw22+/oaCgABqNps7yUODLvPQS6DdlQxAEQASU4UL9bwpCTDwp4HTo0AGCIOC4IDh1ri4TTThXddKPJQt+VVVV2L9/PwDbdBL2pkXBzh4z3tzhppaNMUPe8jaRoaZ3zTXXYMWKFfjiiy+wZcsWnDt3Dmq1Gj169MBtt92Ga665BtOmTQNgq8X01t/+9jcMHDgQ3333HTZt2oQzZ87AYDCgbdu26NatG2655RaMGDECMlnd/e9UKhU+++wzfPnll/j5559x5swZhIWFSdu48cYbXW5DrVbjk08+weLFi7F8+XJkZ2dDp9MhKioKqampGDhwIKZMmYK0tDR8++23+O2332C1WvHrr7/i5ptv9vp4KXC0ioxFrEoNURAgAggLD83fJpnYUup2yS2NRuPUCT4zMzMg7pztnPEP6Cp1sMjVsMjV2NonHolDuuDBv/3L30ULSpWVlcjKyoLVagVgu2saSsknEVFTycnJgcVigVKpRHp6ur+LQ1647rrrcPLkSfTt2xc//PCDv4tDIcLX54STW3Zgz9qLIzJHRCgxZs5dTb4fT/kqN2CNJwUswWCASjBBJdgmYq5uJaBP4lA/lyo41Uw6AcBqtSIvL4+JJxERBbRly5Zh5cqV6NChA/75z3+6nT8zNzdXmmezR48ezVhCIvIEE08KSKIowmpwHqnNrJQhJpJJkrdcJZ2AbfCD7t27+6lUREREnomNjcXmzZsB2K4PnnvuuVrraDQaPP3009IgLTfccEOzlpGI6sfEkwKO1WqF1WDA+YgUnI9KhdpqgNpiwDXnqjGowwB/Fy+o1JV09urVK2T6tzkeXzBNA0P+w5ghbzn2TKqvjx81rWHDhiE1NRV5eXn47rvvcPjwYfztb39D27ZtodfrceLECSxbtkyaHmnSpEkYOHCgn0vNmCHv2UMmVHtCMvGkgHPo0CGYystREZGM/LiLNXKdTGeQGNXajyULLhUVFThw4ECtpDMhIQE9e/YMmaQTsMWMfWqMPn36+Ls4FAQYM+QtvV4vTacSGRnp7+K0KGq1Gh988AHuueceFBYWYt++fdi3b5/LdadOnYo5c+Y0bwHdYMyQp8rPFaNMA4iCbTRblc6/8wX7ChNPCkiiyQSzPNzptXC11c3aVFNLSjqJiCj0devWDb/88gt+/PFHrF+/HtnZ2aisrERUVBSSk5PRv39/3HLLLbyRREHp6NFTKJR3AS5cnimtBv8WyEeYeFLAiYmJgbK0FCaFc+IZoQrNOY2aWkVFBbKysmxzQTkI5aQzJiZGGm2OyBOMGfKWQqGQaq/IPyIiInD77bfj9ttv93dRPMKYIU9ZQrRpbU38xaWA06VLF5SVV0Cndp6D66wA6M0GRKjC3byTysvLceDAgVpJZ2JiInr06BGSSSdgixkibzBmyFthYWH+LgIFGcYMeUoQW0blSmhehVLQs2q1EGTO90WMKhEKGUPWnZaadBIREREFNXnLqBXnlSgFJItGC6vMeaRJuQpQKVR+KlHgO3/+PJNOIiIioiCT0KaV8wuK0KwB5dUoBSSrXg+hRuKZpzCxn0QdunbtirZt20rPk5KSmHQSERERBbi4MOdWfiqE5oCa7ONJAefUqVOoqqiAIHe++6NQhubdn6Yik8mQmZkJwDZHYffu3VtM0nnq1ClpoJjOnTv7uzgUBBgz5C2j0SgNFMO+e+QJxgx5KqxG9zJ5iA42xMSTAk5VVRV0FZUQZYlOr0epWkYS1RiOyWdLqh2uqqqS5mQk8gRjhrxltVo5Qil5hTFDHmshMcIreQpIFmPtJgbhTDwlYh13wmQyGX/kiIiIiIKEunWC03OZMjSveVnjSQGnR48eOLRpB3De+fXLWrV1/YYWpqysDLm5uejTpw+b7lzQo0cP3lUmrzBmyFsRERGMGfIKY4Y8JVM5p2SyEB3lNjTTaQpqSqUSRkPtGs+MjN5+KE1gKS0txYEDB6DVarFv3z4YjUZ/FykgKJVKqFQqKJW8l0aeYcyQt2QyGeRyOZMI8hhjhjxlqqx2ei5YQnNcEyaeFJD0eovTcxlERCckuFm7ZSgtLcXBgwelZrZ6vR779u2D2Wz2c8mIiIiIqKFO5Bc6PTdaQvOmaGgeFQU9nca5Jk8OAeqIltus9Pz58zh06FCtvp2xsbGssSEiIiIKYiZrzRrO0Kwl5xUrBZyKigoYNTqowgwQZHIIUEAmt6LKYkRLrPN0l3QmJyejW7dubMIDW8zY+9HEx8f7uzgUBBgz5C2L5WJLHN7wI08wZshTAkJz+pSa+C2ggHPmzBlE6oqQarj4mrFdOKC4zH+F8hN3SWfbtm2RmZnJpPOCM2fOSFNjMIkgTzBmyFsmk0m6WcEkgjzBmCFPibVqPEMTvwUUkITWrWHWKyCHDBBFIFwGtTrC38VqViUlJTh8+DCTTiIiIqIQ1jlGATH7kPRcgdAcv4OJJwWcdu3a4VyntigqqAIAyCBHWYQBorzljIXlLuls164dMjIymHTW0K5dOwiCAHkLihFqHMYMeUulUvm7CBRkGDPkqdjwCKiEIum5Sm6pY+3gxcSTAk5SUhJi5FooFacByCFCDk2EEtHqaH8XrVkw6fReUlKSv4tAQYYxQ95iEkHe8iRmnnzySfz8888AgGPHjvm6SEHJ8TNav349UlNTa63z66+/4quvvsLx48eh0WgQExOD8ePH48knn2zu4jaIWu4cK6F6rcfEkwKS3KKHXK6RnssiIlpEzURxcTGOHDnCpJOIiIjIA4sWLcKzzz7r9Fp5eTnUarWfSkTuMPGkgCOKIswmg9NryhaQdJaVlblMOtu3b4/09HQmnUREREQ1zJs3D4CtlvC2225Dv379YDQa0bt3bz+XzHOqGOdWffIQHYwqNI+KgpsgQGNsh3bV4ZDJLJDDjF76cH+XyudiY2MRHR2N6upq6TUmnURERESulZeXo6SkBAAwevRo/Pvf//ZziRqohVznMfGkgHNg/36c1MSgRNVFem2QvtCPJWoeSqUSffv2xf79+1FdXc2k0wsHDhyQpsYIpjuc5D+MGfKWTqeTpsaIjIz0d3EoCDBmfE+v10uPu3bt6seSNI7JYIJRcXH2BlG0+rE0vsPEkwKOtbgEZoMAODTNV4cr/FegZqRUKtGnTx+cO3cOqampTDo9JIqi9I/IE4wZIqLgJwgX578M5rlSD+YVoSCum/RcaTXUsXbwCt6/EIUsldkMi+icaIaFtZxQValU6NChg7+LEVQiIiKgVCo56iR5jDFD3pLL5VLtFTW/zMxMAMDs2bMxefJkzJ07F1u3bgUAdOjQAXfddRduvPFGaX2tVouffvoJW7duxbFjx1BRUQEAiIuLQ48ePfC3v/0NN910k8tk5fbbb8fOnTtx2WWX4YsvvsCZM2fwxRdfYMuWLSgqKkJERAR69OiBiRMn4oYbbnAbE3K5HFVVVfjuu++wYcMGnDp1Cmq1Gunp6Zg6dSpuuukmj45dEASsW7cOy5cvR1ZWFsrLyxEVFYVOnTph5MiRuO222xAbG+vyvfZjGT58OD777DPk5ubi888/x59//omSkhIkJCRg8ODB+Oc//4m0tDQAgMFgwFdffYUVK1bg7NmzUCgU6NGjB2bOnIlRo0Z5VOa6jmXz5s1YvHgxjh07Jn2eGRkZuP766zFp0iSPBgWaN28e3n//fafX3n//fem1CRMm4L///W+jytqczEJo1nDW1HKu5ilotEtMgkmhd3rtVLUew/1UHl8oLy9HXFxcixiptzmkp6f7uwgUZBgz5K3w8NAfayAYaDQaTJs2DadOnZJeO3r0qFPitXXrVjzyyCNSsunIYDCgqKgIGzduxPfff4/58+e7TdoA4LfffsNjjz0GnU4nvWY0GrFt2zZs27YNq1atwrx581zexMrPz8edd96Jc+fOOb13z5492LNnDzZt2lRvLd25c+fw0EMPYc+ePU6vV1RUoKKiAvv378eXX36J119/HVdccUWd21q5ciXmzJkDo9EovVZYWIhly5Zh/fr1WLBgAdq2bYu77rqr1tQuO3fuxM6dO/H0009j+vTpde7HnfLycsyePRs7duxwet1kMmHXrl3YtWuX9DdJTk5u0D6ClVD/KiGBiScFHKvJBKvMucZTCKFKiXPnzuHo0aNISEhAz549mXwSEYUAk8nU4PcqFAooFK67lJjN5gY3CffVduVyud+aNX7zzTcwGo0YPnw4brzxRlRUVOD333/H8OG229PHjx/HPffcA7PZDIVCgdGjR2Pw4MFISEhASUkJ9u/fj19++QWCIGD//v1477333A5Ic/r0aTzyyCMwmUwYM2YMhg8fDqVSiR07duDnn3+GIAjYuHEjvv32W8yYMcPpvcXFxbj11lul5HfQoEEYO3YsYmJicOjQIXz//fdYtWpVnbV7lZWVmDlzJk6cOAEASElJwcSJE3HJJZegsrISv/32G7Zu3YqKigrMmjUL//vf/zBixAiX28rNzZXmtJw4cSKGDBmCyspK/Pjjj8jOzoZGo8Hzzz8PhUKBY8eO4bLLLsP111+PiIgIbNmyBcuXLwcAvPbaaxg7diwSEhI8/psBtu/HbbfdhuPHjwOw1VJPnDgRnTp1QlFRERYvXowTJ04gOzsbs2bNwg8//FBnjI0ZMwbdu3dHaWmpNJXKmDFjMHbsWAC2aeiCitAyUk8mnhRwwtokQpCXOb2mDJGmtvakEwBKS0tx6NAhJp9ERCFg27ZtDX5veno6UlJSXC7buXMnzGZzg7bbuXNndO7c2eWyvXv3OtXieaN9+/bIyMho0Hsby2g0YuTIkfjf//4nNXF1TPreffdd6fN6++23ce2119baxqRJkzBz5kyIooiVK1e6TTwLCgqgUqnw6aefSoktAIwbNw6DBg2SErkff/yxVuL59ttvS0nnPffcg4ceekhadsMNN2Dy5Mm4/fbbpRFZXXn99delpPPqq6/Gm2++6VTzPnXqVPz888+YM2cOLBYLHn/8caxbtw7R0dG1tlVYWAiVSoVPPvkEl19+ufT6zTffjL/97W/SNYmr8t50001ITEzE559/DrPZjA0bNmDSpEluy+3Kxx9/LCWdV199Nd5++22npPv222/H3XffjW3btuHQoUNYvnw5Jk6c6HZ7aWlpSEtLQ15envTaJZdcgquvvtqrcgWKOFGGsw7P5SE6uBCvdingqFsnQKxR43kODftxDCSFhYVS0mlXWlqK4uJiP5WIiIgo+Pzf//2fy36Ver0ev//+OwBg4MCBLpNOALjsssvQr18/ALbmn66a5NrdeuutTkmn3YQJE6SbBTk5OTAYLg4GU1ZWhqVLlwIA+vTpgwcffLDW+7t06YKXXnrJ7X6LioqkbaSmpuKNN95w2dx7woQJUtJbVlaGRYsWud3mpEmTnJJOAIiOjpZqCQHbzYrZs2fXeu8tt9wiPbYnkJ6yWq34+uuvAQBJSUl49dVXa9X0qlQqvPLKK9KN+JUrV3q1j2AXo3KOZ0WIJp6hUY1EIeXM6bxar0Wog7utbWFhYa3+EoCtqUlL68fgC3l5ebBYLFAqlUhNTfV3cSgIMGbIWyaTSRpcyJPBT8g3VCoV+vTp43JZREQENmzYgDNnzris9XOUkpKCvXv3AoBT0ljT3/72N7fLMjIykJ+fDwCoqqqSEsOtW7dKo63efPPNMJvNLmPmyiuvROfOnZ36q9r98ccfUs3tbbfdhoiIiFrr2P3jH//AV199BYvFgt9++w3/+Mc/XK7nmGA6cjwHXnXVVS5bYTk2XXWcb9wTe/fuRWVlJQBbM193f5u2bdviqaeekgYbaknUspZRF8jEkwJOWUl5rdfignj+K3dJZ8eOHdGlSxeOkNgEysrKpDkZmUSQJxgz5C2LxcLEMwB06NChzs8/MTERiYmJLpdptVocO3YMf/31l5R0ArYaOXfsI7264phAWSwW6fH+/fulxz179oTFYnFb5oEDB7pMPPft2yc9Hjp0qNsyALZj7tq1K44ePYoDBw64HX25S5cuLt4NxMTESI/djarvmPgKXvZHPHDggPR4wIABda7b0IGLKDgw8aSAYzbVPqFFRIT5oSSNV1BQgOzs7FqvM+kkIgotNZswesPdAEAAMHjw4EYNLuRO//79GzW4kL/UNQKto+LiYvz22284cuQITp06hdOnT6O4uNjlMdf1OTgmZTU5Dn7jmIydP39eety2bds6y9mxY0eXr5eVXRzrwpMp1jp06ICjR4/CbDajqqoKcXFxtdZx9VpN7mpWG3O94vh5tG/fvsHbCWnKljFqNhNPCjgJrZMAXGxuK4OArgnBVyPBpLP5ZGRkcH498gpjhrxV33QqvqoF9dVcs8E6h219n7PFYsEbb7yBr7/+2qkW0i4iIgJDhgxBSUmJNJhOXRoyeq9jU9T4+Pg6bwBERUW5fF2r1UqP62pma+cYn3q93mWS6a+RiO3NbAFOS+ROS/kpYuJJAUe0Ot95lENEQmL9d/sCibuks1OnTujcuTMvdpsYf8jIW4wZ8hZHHw8OTz75JFasWAHAllwPHDgQvXv3Rnp6OjIyMtC1a1colUo89thjHiWeDeFYK2s0Guvsb+puGh7HZFOv19fbZ9VxhOJAO785lqeu/rQU+ph4UsA5vycLwMX5oeSiFcrIuk+4gSQ/Px85OTm1XmfSSURE5Dt79uyRks4OHTpgwYIFbpupejtAjjeSkpKkx3l5eejWrZvbdd2NbO/YT/Xs2bPo3r17nfs8ffo0AFuSFx8f70Vpfc9xzs/CwsI6Bw7Kzc2FVqtFx44dA+44fOmc3jkht8hCM0Xj7TsKOAad0em5XBSgUAXHF9Bd0tm5c2c2ryUiIvKhTZs2SY/vvffeOvtGHjlyRHrc0L6u7lx66aXS4x07dtS57p49e1y+3rt3b+nx9u3b69xGUVGRNN9nII4G27NnT+mx46BJrsybNw+TJk3CZZddBo1G4+OSBQ6j1Xl8EzFER7kNzaOioGY1GaEQTJBJcxgJMIoNmzy7OVksFumOo6O6JvCmpqHRaFBdXd2ifqSocRgz5C2r1Sr9o8DkOB9nZB2j4a9Zswbnzp2TnrvqC9oYV1xxBcLCbIMifvfdd9Dr9S7XO3jwoNMIuI6uvPJKqR/ut99+63YbALBgwQJpcKORI0c2ouS+MXDgQKmp8LJly2A0Gl2uV1VVhc2bNwOwzX9aX/PiUCKgaW9+BComnhRwEvSn0Kn8ADqXZ6Fz2V4kCmcQDDd+lEol+vbt6zRgA5PO5nHixAlkZ2dLd3yJ6sOYIW8ZjUYYDAa3F83kfykpKdLjxYsXu6zJ3LZtG5599lmn15r6bxoZGSlNC3Lq1Ck8/fTTtZLbkpISPPbYY2630aZNG9x4440AbE1tH3vsMZf9I5cuXYovv/wSgK1J69SpU5vqMJpMZGQkJk+eDMDWMuzZZ5+t9XmYTCY8++yz0qBKgXgcvtTUte6BKjjaL1KLYrVYpCYGsgv/CQuS0feioqLQt29f7N+/H6mpqejUqZO/i0RERNQijBkzBvPmzYPZbMaWLVswadIk3HjjjUhKSkJxcTF+//13/Pnnn7Uu8n3R8uHee+/Fb7/9hpMnT2LVqlXIycnBLbfcgqSkJGRnZ2PhwoWoqKhAQkICSktLXW7jqaeewq5du3D27FmsW7cOY8aMwc0334wuXbqgqqoKv/32G7Zs2QLANvjVSy+9hNatWzf5sTSF+++/H5s2bcKJEyewdOlSHDp0CBMmTEC7du1w9uxZLFmyRJrP9LLLLsO4ceOabN/z5s3D+++/DwC47777cP/99zfZtptKx8w2qN5xAqIAiAAUyqathQ8UTDwp4JgE5y+bTjQjPIgm646OjsagQYM4wXgzSkpKgiAIHHWSPMaYIW/5ayoK8lyHDh3w3HPP4bnnnoPVasWBAwdw4MCBWusNHDgQN9xwA55//nkAwLFjxzBw4MAmLUtERAQWLFiAf/3rXzh8+DCys7Px8ssvO60zfPhwDB48GG+99ZbLbcTGxuLbb7/Ffffdh6ysLOTn5+O9996rtV58fDzeeustDBs2rEmPoSlFRkbiq6++wqxZs3DgwAHk5OTgtddeq7Xe5Zdfjnnz5rW4MTGSk5KRF14CwSoAEKEOD83zTWgeFQU1hRJIrj4JQaaAIFegPCESYergqPG0Y9LZvNq1a+fvIlCQYcyQt3heDw6TJk1CZmYmvvjiC/z1118oLS2FUqlEQkICevTogXHjxmHUqFGorq7GSy+9BLPZjF9++QXTpk1r8rK0a9cOixYtwuLFi7F8+XJpmrXOnTtjwoQJmDZtGr744os6t5GcnIwffvgBq1evxqpVq3DgwAGUl5cjPj4eHTp0wPXXX4/x48c7TeESqJKSkvDDDz9g+fLlWLlyJY4cOYLKykpERUWhV69emDBhAsaMGdMibwhGKiMQJVdKnSAj1KGZosnEltKomNzSaDQ4duyY9DwzM9OvHbq3PDQL8hMXhxff1yca977wpd/K48rZs2dhtVrZf5OIKATl5OTAYrFAqVQiPT3d38UhIj/z9Tnh5JYd2LN2r/Q8IkKJMXPuavL9eMpXuUFoptMU1ASzxWnUK1mA3fk6c+aM04AkTD6JiIiIiOrGxJMCTrmsIwxxyVAIZigEMzLkCn8XSVIz6Tx16hRkMhkHESIiIiIiqgMTTwo4JxRdoEmKl54PlWX7rzAOTp8+jZMnT9Z6vSX2RQg0R44cgdlshkqlQvfu3f1dHAoCjBnyll6vhyiKkMlkiIiI8HdxKAgwZshTJq0ORqMIi9UCEYDZbPJ3kXyCiScFHGuNsFSr/D+ymbukMy0tDR06dPBDiciR2WyG2Wz2dzEoiDBmyFuiKLaYufaoaTBmyFN7dh3CcWtn6bnSxZytoYCJJwUci6xm4unfGsVTp05Jc0s56tq1K1JTU5u/QFSL6sI8r6ogme+V/I8xQ96yT+/Q0qZ5oIZjzJCnzKLg7yI0CyaeFHAsMuch60urq/xUEiadwYJNJclbjBnyFptKkrcYM+QpgYknUfOzmK0QZc41nKLS6peyuEs609PTkZKS0vwFIiIiIiIKUhwVhQKKwVC7z5Va3bxhKooiTp48yaSTiIiIiHwuxmFQTQAQFaHZN5iJJwUUs7F27Wa53Nhs+xdFEadOncLp06drLWPSSURERERNLSHCebwBFSx+KolvsaktBRSTqXbiqYgPa7b9u0s6MzIy0L59+2YrB3mnsLAQgiBALpejXbt2/i4OBQHGDHnLZLo4vYFara5jTSIbxgx5KkLunHgqQnQ0ZCaeFFCMxtpNbWOjo5tt/9HR0ZDJZE7DnzPpDHwlJSXSnIxMIsgTjBnylsVikeZkZBJBnmDMEDljU1sKKCa984S5MlFAWGR4s+0/KSkJ3bt3l4Y+z8zMZNJJRNTCKBQKAIDVauU8jEQtnCiKsFptLfLs54ampoxr5fRcpgjNKXhY40kBxegi8ewc37yJX5s2bQDYLjhYExIcLrnkEumuMpEnGDNUF7VaDaPRCFEUodPpEBUVhbCw5uv2QaGBMRMadDqddAPKVzXXiogwABfHNJHJQ7NukIknBRRTjVFtZaKAxHYZzV4Oe/JJwSG6GZtjU2hgzFBdYmNjUV1dDQAoKytDZGSkz2o6KHQxZoKfKIooKyuTnsfGxvpkP1a9wXm/Qmi2tAjNdJqClknnPIKtHALU8a2bfD+iKEKr1Tb5domIKPjZ+/sDgEajQV5eHrRaLZvdErUQ9uvEvLw8aDQaAIBMJvPZTcuTp/OcnhvNoZmiscaTAoqxRuIpEwXIVE3bVEUUReTm5iI/Px+9evVCQkJCk26fiIiCm1wuR0pKCvLz8yGKIjQaDTQaDWQyGWuxiNbcgOoAAEcGSURBVFqAmv27ZTIZUlJSIPdRE1id2XlWBzFE6waZeFJAMel0gCgAMtsXTi5aoRfMaKoW9fakMy/Pdmfp4MGDTD5DgMFgkPrrhYc332BUFLwYM1SfmJgYp+RTEATIZDLp/0T1qZm4UHCyJ50xMTE+24cAwWfbDiRMPCmgdEyWo7B8P0TY7vYoBBOgurpJti2KIo4fP478/Hyn1w4dOoShQ4dyqPMglp2dLU2N0adPH38Xh4IAY4Y8ERMTg4yMDGg0GuTm5kpJpy8vQCl0VFdXSze4GDPBRaFQQK1WIzY2FtHR0T6r6bRrKc34mXhSQLFYRViVti+3TAQUMisUYRGN3q6rpNMuMzOTSScREbkkl8sRGxsLhUIBQRCgVCqRnp7u72JREMjKyoLZbGbMUL3aq0WYqnOl53KY6lg7eDHxpIBSLjfjXCsl7A1SFAoFFPLGhakoisjJyUFBQUGtZd27d0dycnKjtk/+17p1a1gsFiiVPKWRZxgz5C3GDHmLMUOeah0dhWLzeem5Um7xY2l8h98ECigqVECuyINtwGU5BLkFaoWqwdtzl3TKZDJ0796d06aEiNTUVH8XgYIMY4a8xZghbzFmyFPhCueWd/IQ7RPMxJMCikplhUJecfEFhQwKecNGEGTSSUREREQUGJh4UkAxmZwn0JU38IaPKIrIzs5GYWGh0+tMOomIiIgokCgjI52ey0J02iYmnhRQZOXRSNW0gwxWyGRWhEcY639TDXUlnT169EBSUlJTFZeIiIiIqFFkSudEM1Sn32HiSQHlyAk5TiuvkJ73sh7y6v1MOlumnJwcaWoMjhxInmDMkLcYM+Qtxgx5ShBFCLiYbFqE0JxehYknBRSj1gjAYTJ3g3fDSZ8/f55JZwuk1+thNpthsYTmKHDU9Bgz5C3GDHmLMUOeOnAiH6db95OeK60G9ysHMd/OhkrkJbPR+eQs6LxrapuYmIgOHTpIz2UyGXr27MmkM8TJZDLpH5EnGDPkLcYMeYsxQ54yCoK/i9AsWONJAUVrcQ5Jg9y7qVRkMhkuueQSAEBeXh569uyJxMTEJisfBabevXv7uwgUZBgz5C3GDHmLMUOesopMPImanWP7dgAQ4X0bd3vy2bZtW0RFRTVV0YiIiIiIfCA0+3TWxKa2FFDEGs1RxPCGNU+RyWRMOomIiIgo4EXX6AYsQ2jWgDLxpIBiqZFnlsW7rpQXRRHHjx+HTqdrhlIREREREflGXI2eZUohNAekYlPbC0RRxMqVK/HTTz/hyJEj0Ol0SEpKwqBBgzBt2jT06dOn0fvIzs7GggULsGPHDhQXFyMmJgZpaWkYP348JkyYAEWIThbrnRpNDeS1azxFUcSRI0dQXFyMkpIS9OvXDxEREc1UPgpEJSUlEAQBcrmcA0mRRxgz5C3GDHmLMUOeCpO3jByAiScAg8GA2bNnY9OmTU6v5+fnIz8/HytWrMCDDz6Iu+++u8H7WLx4Mf7zn//AbDZLr5WVlaGsrAy7du3Czz//jA8++ADx8fEN3kcoCpM5V8o7Jp0AYDQasW/fPiafLVxhYaE0Vxp/3MkTjBnyFmOGvMWYIXLGxBPA008/LSWdaWlpmDx5MhITE3Ho0CF8//330Ol0ePPNN5GcnIxx48Z5vf0tW7bgmWeegSiKiIiIwJQpU9CrVy+Ulpbixx9/RHZ2Nnbv3o2HH34Y8+fPh1zOFtB2cofEUxRFHD58GCUlJU7rmM1mGAwGJp5EREREFHyUYf4uQbNo8YnnH3/8gZUrVwIAhg4dik8++QRhYbY//g033IBbbrkFt956KyoqKvDyyy9j9OjRiI6O9nj7JpMJzz//PERRRGRkJL755hv07NlTWj516lQ8/PDDWLduHf744w+sXr0aN9xwQ9MeZBBRijKYHZ63lqsBAIIg4MiRI7WSTrlcjl69eqFVq1bNWEoKNB07doQoipwrjTzGmCFvMWbIW4wZ8lRLiZEWX7X2+eefAwCUSiVefPFFKem0S0tLwzPPPAMAqKiowOLFi73a/tq1a5GXlwcAuOuuu5ySTgBQq9V49dVXpSa2H3/8cUMOI2TUrO2Ni0uqM+ns3bs3Wrdu3ZxFpAAUHx+PVq1asak6eYwxQ95izJC3GDNEzlp04llRUYFt27YBAEaMGIEOHTq4XG/MmDFISEgAAKxZs8arfaxevRqA7U7G1KlTXa4TFRWFiRMnArANQHTy5Emv9hFKRKvz8NFmncVl81p70smaTiIiIiIKZiUGg9Nzqyw0Bxtq0Ynn7t27IQi2RGfo0KFu15PL5Rg0aBAAYP/+/aisrPR4H7t27QIAZGZm1lkz57j/zZs3e7z9kCNcHNVWhIhSQyXOnz/vtAqTTiIiIiIKFXqr86wOAhPP0JOTkyM9zsjIqHPdrl27ArANcJOdne3R9ouKilBVVQUASE9Pr3PdtLQ06fHRo0c92n4oEi9MpyJCBJTl0Dn1+LQlnX369GHSSU4sFgvMZjMsltCc94qaHmOGvMWYIW8xZshTVlGof6UQ0KIHF8rPz5cep6Sk1Llu27Ztnd5nrwGti71vpyfbT05OhlwuhyAIKCgoqHfboSpFdwwWswy6SAFmQURYnFpaZk862VeCajp8+LA0ZH1TzLlLoY8xQ95izJC3GDNEzlp04llWViY9rq8GzTHZqaio8Gj75eXlHm9fpVIhMjISGo3G4+2HIoVghjZSDl1EJKwyBYoqRBSt+QthsCLWpMapJfsBUQREW92oCYBWHgHLhRYJcgCt5CZ0jrHdObIaTBDNFogA9IIR+UI8dPLIC+vKEKO0IKGt7W9jrtZCMNvuSlZDQLVBCbnJCgCQAYhSWdCnR3KtMhcZq5B/shoGU4RUhnCYEHGh9tZeXgAwQYRWHgmzQ3kjZFZ0i7XV7AomMwSj7bFeMKHYGoEKRbzTum3axUMml8Gi08NqMAEAdBBQaVJCZrhYXpVMwMA+tecNKzVrkH+mHBptlLSuGmZEw+Fu24Um6GaI0MnCYVTKpTIoIUPvOL3t0CxWWPVGAIBRMKPMqkSxIlFaVy2zIjkpBgq1ElajCRat7X0GCKiyKiFoL5ZXBhku7R4NlfrizQYAqDLrUFBUjrLSCEBmW1cBK+Jw8Q6yYLUAImCVAVvkW2FQKCFeWFcOGbpH6RGmBERBhPVCGUyiBdUWEXmK5At7B5QyAe1aRUAZGQbBYoW5SnPh7yagWlDApBUgEy/+7bqnqhCXEOtUXq3ViPPVlcg/rQAujFKngIA4mCGNWXfh8xUgQg8VdAoVRLn9cwAuCTMgLty2qkWjA0TAAgEGqxkn0A6iTHbh2ES0iVEgIi4aoiDAVFl9YV0RWlEGrRaQX2i+LgeQ2kpAakfnmDAKZpSbtTh5zAwRCmndOBgvNokRBUC0ldcIBbSKMAjyi59DO6UBbaMulFdnAKwCBAgwCGacEpNglqmkv0V8uIC4xDjb51pRDVEQIEBEtQho9TLILRfL2zrSgox05++cFQJKjFU4fdwAq1UtrRsFI6TI8eAc0UaphSiIgMWCIvlqniMchOI5wl5eC0ToZeoGnSMAEQoISIxW4Pj6IzxHhPg5oimuI6r0CsjNtu1swJ88RyC0zxGNuY5QmS2IsVyssJLLTbU+91DQohNPg0NH3pqj2dakdghiQ40OwO7o9XqPt29fR6PReLz9UGQVBIiQwyQPh1Vx4TMXZTCaW6NaFgZ40ORd1JdBef60iyVy6KIToFPHS69oLECh9D2Pqv0Wh2+IyVyFvJPna61SZjVCY4yHXpkgveZ5L2DAZNYh7+QxF0tk0Ea0gi7iYm27RgRKpArxusurEEzIO1lca5VKqwnV2iholO2dXnc6sro+Z1FA3sn9Lhdp1THQRbdzWBcok4oQBaDGDZgaZ6C802egUjr3ANAIZlToFKiuUd5yxyf1xEVB/mGoBGOt142KCOjiHLYrApVlAKR7Us4XjDX3U3DuLKqrnGNCL1hRabSgWtnR6fUKL8p77vwJVJtrR5EIBbStnT+H6moA1fZnMc5vkMOpQ4WyvACwOpfXJAqotppQLesMUX7xD+JNDJ+vKoCluMjFEjm0cW1gUYRfLK8BOOvhd07QliCyxnfOKoqosBqhs7SDSXnx/d6UV9SXQal1jCB7k36eIwCeIxzVOkcAqNYA0Nif8RzhiaA8R/A6gucIB76+jpCLasRHmSEIVogioA7RaT1bdOLp2OZeXePuSE2Oyz1tq2+1Wj3evuM6/u4LcPz4caSlpSEm5uIPlNFoxLFjtpNafHw8OnbsWOs9Op0OAGo1Jzl//rzUfLhDhw5Otb9WqxWHDh0CAMTExEDRzowovR4VQjKsCgCiDDAnQCbW//k1F7PJDBEX7gaqVf4uTr0sZguEC3dKVaogKK/FKg36pVQG/inKahWk77pCocDFKovAJAiidI6Ry+WAIrALLIqA2WxLDOUyGWTKwB9wgecI3+I5wrd4jvA9niN8KxjPEaLVinAACoUaCoUckZG2z1kQBBw8eBCAbRYMxzFhAOD06dPSoKfdu3d3+vtUVVXh1KlTAGxdBtu0aeP03oMHD0IQBISHh9ca66bmbBJNJfD/Gj4UHn7xDpvZbK4zOTSZLlZ5e5JEAs61nPaTYl3s+/D3l9pqvfiFtRNFUToGx4Tazt6B3hVBEKRlNbcLXPxsLBYLpr34CgDgv7O/BeRWwBodUEknAIiwfR4Iksl+pfIGEZbXt4K1vPbmg4GO5wjfY3l9K1jLy3OEb/Ac4Xs1y9u2U6L02PE6uSbH6++a23C8/nZ17W42myEIgu2GWA2urtebQotOPCMjI6XHRqPR48TTk2azrrZfH/s6jgmxPygUCttdTgcymUxKiF0FqFKpdJswy+VyaVnN7QIXE23Hu1IxqlKEGcMhinrIIUOUqEeY/b0X+joIEGEUAZ0iAtYLd2TlAFpFmJDaJg56vR6CyQyZVYBKpYZeMKJaKAWgByDa+mTJzEhs3xpymVzqmyFCRKXVAq1JDblZkPrURKksSO2SjKqqSgiiALlMjtjYOKiMVbCcrIDSZIQo2rYbIZoQaT9UqS+JCJMoQiePhFl5sbwRKitSu8TBYDDCajIBZgvC1GHQCyYYreWw3Re1bTccZiS1jYdSqXTomyGi2mqBxqwGTBfLq5IJSO2SBI1WA4vFduKJjYtDpFkH65lyyLQFtl8TiFCLFkTLhIu/gRdOOCZRgE4WAZPS1rlIDkApkyG1SxxMJhPMRhNgMkOlVsMsWCBaq6FFoS1mIEIFK9okREIdEe7UN0NrNaNaUEHUi1J5ZZAhNT0eFsEifReio6OhE8xAUTmEUnvbIBFKWBEDC+T2Atv7kogC9LIwGBRKQH6xb0b7lHDIoYTZaIJoMEKlVMEiE1Bt0SMSBXDsv9UmVo2I2Cinvhl6wYJqQQGrHk59M9qnhiE8Ngz6C7X9EZGRsMgBdXUlTKfzbRcVogg5RMSJxovxb+9LIgowQAW9UgVRLpM+i7aJQLQqGkaTCaLeYPvOyeUwWM2IEgsgymzllQNoHQHEJsQ59d8yCVZoRBkMehnkwsXytm0loG1KPDQa23GFhYVBrlah3KyF7lghRKsCoija+i2Jeqik79yF/luiCAMU0CnUEBy+c4mxBiS3jYXeYIBoMEIuk0GhUMAgmBElFsMM1YXyyhCjMiMh2daczN5/yyIKqBZE6IwKKBz7b0VZkHJJEqou3M1VKlWIiIpEmLEKhuMlCLNWSuXlOYLnCJ4jeI7gOYLniGA/R0RGRiG5S3ukjR4BO1fXyXaO19+yGjcyHK+/XV27q1QqCILg8vrd1fV6U2jRiWds7MV21xUVFU5NS2tyHPCnrvk43W2/vrk/zWaz1FTV0+37SteuXREdHe30WlhYWJ0jstmnm3ElMTERiYmJLpcpFAqX2733jQc8LC0RERERUeixz+jgTqdOndwui42NrfO9vXr1crssKSnJaRDWptKiE8/OnTtLjwsLC9GhQwe36547d0563L59e7fr1bX9uhQVFUnV2p5uP1SdPHkSFosFSqUSXbp08XdxKAgwZshbjBnyFmOGvMWYIW+Fesy06MTTsYNuTk4OBg8e7HbdnJwcALZq7PT0dI+236pVKyQkJKC0tFR6vzvHjx+XHtfs4NvSVFdXS/NeEXmCMUPeYsyQtxgz5C3GDHkr1GPGNw14g0T//v2lP+yOHTvcrme1WrFr1y4AQLdu3Zya0NZn0KBBAIAjR46gurra7Xrbt2+XHteVABMREREREQWbFl3jGRsbi6FDh2LLli3YsGEDCgoKXDZzXbVqldTO+frrr/dqH9deey3WrFkDi8WChQsX4u677661jkajwc8//wwA6NKlC7p169aAowkdPXv29HcRKMgwZshbjBnyFmOGvMWYIW+Fesy06BpPAJgxYwYA2+A+Dz/8sDSSm93x48fx0ksvAbDNnzNp0iSvtn/11VcjNTUVAPDBBx9g9+7dTstNJhMef/xxafCimTNnNuAoQotCoZD+EXmCMUPeYsyQtxgz5C3GDHkr1GOmRdd4AsDw4cNx7bXX4tdff8XevXsxbtw4TJ06Fe3atcPhw4excOFCaLVaAMDjjz9ea8TZHTt2YPr06QBsTWS//vprp+VqtRpPP/00/vWvf8FgMGDGjBmYNGkSBgwYgIqKCvzwww/Izs4GAAwYMAC33HJLMxw1ERERERFR82nxiScAvPrqq9Bqtdi6dSvy8vLw+uuvOy2XyWS47777MGXKlAZtf9SoUXjuuefw0ksvwWw247vvvsN3333ntE7v3r3x4YcfhuwdDiIiIiIiarmYeAKIiIjA/PnzsWLFCixdulQaCCg+Ph6XXnoppk+fjksvvbRR+5g6dSoGDhyIL7/8Etu2bUNJSQlUKhUyMjJw4403YvLkySE7gpW3ysvLIQgC5HI5WrVq5e/iUBBgzJC3GDPkLcYMeYsxQ94K9Zhh4nmBTCbDTTfdhJtuusmr9w0ZMgTHjh3zaN309HS8+OKLDSlei3L27FlpKOlQ/NJR02PMkLcYM+Qtxgx5izFD3gr1mGnxgwsRERERERGRb7HGkwJO+/btpWYGRJ5gzJC3GDPkLcYMeYsxQ94K9Zhh4kkBJzEx0d9FoCDDmCFvMWbIW4wZ8hZjhrwV6jETmuk0ERERERERBQwmnkRERERERORTTDyJiIiIiIjIp9jHkwJOVlaWNJR0nz59/F0cCgKMGfIWY4a8xZghbzFmyFuhHjOs8SQiIiIiIiKfYo0nBZzIyEhYLBYolQxP8gxjhrzFmCFvMWbIW4wZ8laox4xMFEXR34Ug/9JoNDh27Jj0PDMzE9HR0X4sERERERER+YOvcgM2tSUiIiIiIiKfYuJJREREREREPsXEk4iIiIiIiHwqNHuuUlA7c+YMrFYrFAoFOnbs6O/iUBBgzJC3GDPkLcYMeYsxQ94K9ZhhjScFnIqKCpSVlaGiosLfRaEgwZghbzFmyFuMGfIWY4a8Feoxw8STiIiIiIiIfIpNbSngZGZmQhRFyGQyfxeFggRjhrzFmCFvMWbIW4wZ8laoxwwTTwo4YWFh/i4CBRnGDHmLMUPeYsyQtxgz5K1Qjxk2tSUiIiIiIiKfYuJJREREREREPsWmthRwqqurIQgC5HI5YmJi/F0cCgKMGfIWY4a8xZghbzFmyFuhHjNMPAlWq9XpuU6n81NJbHJzc6U5jLp27erXslBwYMyQtxgz5C3GDHmLMUPeCpSYqZkL1MwVGkomiqLYJFuioFVcXIyzZ8/6uxhERERERBRgOnTogDZt2jR6O+zjSURERERERD7FxJOIiIiIiIh8in08CfHx8U7Pw8LCoFAo/FMYIiIiIiLyG6vVCqPRKD2vmSs0FPt4EhERERERkU+xqS0RERERERH5FBNPIiIiIiIi8ikmnkRERERERORTTDyJiIiIiIjIp5h4EhERERERkU8x8SQiIiIiIiKfYuJJREREREREPsXEk4iIiIiIiHyKiScRERERERH5FBNPIiIiIiIi8ikmnkRERERERORTTDyJiIiIiIjIp5h4EhERERERkU8x8SQiIiIiIiKfYuJJREREREREPsXEk4iIiIiIiHyKiScRERERERH5FBNPIiIiIiIi8ikmnkRERERERORTTDyJiIiIiIjIp5h4EhERERERkU8x8SQiIiIiIiKfUvq7ABR6RFHEypUr8dNPP+HIkSPQ6XRISkrCoEGDMG3aNPTp06fR+8jOzsaCBQuwY8cOFBcXIyYmBmlpaRg/fjwmTJgAhULRBEdCzcXXMSOKItavX49ly5YhKysLZWVlUKlUSElJwbBhwzB9+nS0b9++iY6GmkNznGdc+c9//oPvvvsOAHDs2DGf7IN8ozlixmAw4Pvvv8evv/6KkydPQqPRICEhAZdeeiluu+02DBgwoAmOhJpLc8TMnj178O233+Kvv/7C+fPnERYWhk6dOmHUqFG47bbbEB8f3/gDIb+y/27cd999uP/++xu9vfz8fCxYsABbtmxBQUEBIiIi0KlTJ4wdOxZTpkxBeHh4E5TaN2SiKIr+LgSFDoPBgNmzZ2PTpk0ulysUCjz44IO4++67G7yPxYsX4z//+Q/MZrPL5QMHDsQHH3zAk3WQ8HXMVFZW4qGHHsIff/zhdh21Wo0XXngB48ePb9A+qHk1x3nGle3bt2PGjBmw/2wy8QwezREzR48exf33348zZ864XC6TyXDPPffgwQcfbPA+qPk0R8y89tpr+Oyzz9wuT0pKwrx589C/f/8G74P8688//8Sdd94JQRCaJPH8/fff8dBDD0Gr1bpcnpGRgY8++gipqamN2o+vMPGkJvXII49g5cqVAIC0tDRMnjwZiYmJOHToEL7//nvodDoAtpPtuHHjvN7+li1b8H//938QRRERERGYMmUKevXqhdLSUvz444/Izs4GAAwbNgzz58+HXM7W5IHOlzEjCAKmT5+OXbt2AQDat2+Pm2++GZdccgm0Wi22bt2KtWvXQhAEyGQyfPjhhxg1alTTHiA1OV+fZ1zRarW46aabkJeXJ73GxDN4+Dpmzp49i8mTJ6OsrAwAcNlll+Gaa65BfHw89uzZg8WLF8NoNAKw1X5MmTKliY6MfMXXMfPZZ5/htddeAwCoVCpMnjwZvXv3RlVVFdatWyf9bsXGxmLJkiXo0KFDEx0ZNZeDBw/ijjvugEajAYBGJ57Hjh3DpEmTYDQaoVAocMstt2DgwIHQarVYtmwZ9u7dCwDIzMzEokWLEBER0STH0aREoiaydetWMSMjQ8zIyBCnT58uGgwGp+XHjx8XBw8eLGZkZIiDBw8Wq6urvdq+0WgUR40aJWZkZIj9+vUTDx48WGv5vffeK5VhxYoVjT4m8i1fx8yPP/7otH2tVltrnfXr14s9evQQMzIyxBEjRtQqAwUWX8eMO88//7y0X/s/Cg7NETP/+Mc/pH18/PHHtZbv3btX7Nmzp7QPo9HY4OMh3/N1zFRUVIj9+vUTMzIyxEGDBolHjx51Wi4Igvj2229LZXj44YcbfUzUvDZt2iQOHDjQ6Tfjvffea9Q2p0yZImZkZIjdu3cXN23a5LRMEARx7ty50r7+97//NWpfvsLqIGoyn3/+OQBAqVTixRdfRFhYmNPytLQ0PPPMMwCAiooKLF682Kvtr127VqptuOuuu9CzZ0+n5Wq1Gq+++qrUxPbjjz9uyGFQM/J1zCxatAgAEBYWhjfeeAORkZG11rH3owGAoqIibN682evjoObj65hxZfv27Vi4cCEAICYmptHbo+bl65jZuXMntmzZAgCYOHGiy6aX/fr1k2o5Kyoq8Oeff3p9HNR8fB0zf/zxh1RjetdddyEzM9NpuUwmwwMPPICOHTsCANavXw+LxdKgY6HmZTKZ8N577+Gee+5BVVVVk21379692LNnDwBg/PjxuPLKK52Wy2QyPP3000hLSwNgi2F3XdL8iYknNYmKigps27YNADBixAi3TULGjBmDhIQEAMCaNWu82sfq1asB2L5cU6dOdblOVFQUJk6cCMA2ANHJkye92gc1H1/HjEajQVZWFgDg8ssvR1JSktt1r7vuOunx/v37Pd4HNa/mOM/UpNVq8fTTT0MURYwbNw7du3dv1PaoeTVHzNibY4aFheGhhx5yu94tt9yCKVOmYNasWdK+KPA0R8w4Ntnv1q2by3Xkcjl69eoFANDr9SgvL/dqH9T8tm3bhuuvvx4ffPABBEFAZGQkZs6c2STbtl8DA8Ctt97qch25XC4tq6iowPbt25tk302JiSc1id27d0MQBADA0KFD3a4nl8sxaNAgALYL/MrKSo/3Ye/vkJmZidatW7tdz3H/rL0KXL6OmfLycvTu3RtJSUm45JJL6lw3Li5OetyUdyipaTXHeaamN954A3l5eUhKSsKcOXMavB3yj+aImd9++w2A7QZXmzZt3K7XrVs3/Oc//8GDDz4oJRQUeJojZqKjo6XHZ8+edbteQUEBANtARo6/UxSYli9fLt1U6NWrFxYvXoyrrrqqSbZtvwaOi4tDjx493K7nGLP2lhiBhIknNYmcnBzpcUZGRp3rdu3aFYBtmHL7YED1KSoqkhKC9PT0Ote1NzMAbKMMUmDydcx06NABixcvxtatW/H444/XuW5ubq70mKMhBy5fx0xNjk1sn3vuOcZGEPJ1zBQXF6O0tBSArTmtndlsxpEjR7B582YcPHiQzSSDSHOcZxynYfnmm2+kgacc7dy5U2q1M3jwYKjVao+3T/7TunVrPPvss/jhhx+k+Ggsq9UqXaekpaXVOXBmly5dpCkFA/EamIknNYn8/HzpcUpKSp3rtm3b1uX76uLYLKW+7ScnJ0tfSvvdQgo8vo4Zb/z000/S4759+zb59qlpNGfMODaxvf7663HNNdd4vQ3yP1/HzPHjx6XHqampMJvNmDdvHq644gqMHz8e//d//4ebb75ZGmndarV6eQTU3JrjPNOrVy9cccUVAIATJ07gtttuw/bt21FdXY1z587hu+++w7333gtBEBAdHY3HHnvMy6Mgf5g2bRo2btyIadOmNel88ufPn4fJZAJQf0wqFAqpa1EgXgMr/V0ACg32IeQBoFWrVnWu61hrUFFR4dH2Hfs21Ld9lUqFyMhIaDQaj7dPzc/XMeOpLVu2YOPGjQCAhIQEDBs2rEm3T02nOWPG3sS2VatWePbZZ71+PwUGX8fMuXPnpMdqtRq33XYb9u3bV2u9iooKvP7669i3bx/efvttqFQqj7ZPza+5zjPvvPMOHn74YWzatAlZWVm44447aq0zYMAA/Pvf/641mCIFpt69e/tku97EJGBrjnvu3LmAvAZmjSc1CYPBID2uOfpbTY7NRRzfVxe9Xu/x9h3X8XT71Px8HTOeKCwsxBNPPCE9nzVrFsLDw5ts+9S0mitmHJvYPvPMM3X2KafA5uuYcZzE/bXXXsO+ffuQnp6Ojz/+GHv27MGuXbvw1ltvoV27dgCAdevW4Z133vHiCKi5Ndd5JioqCv/973+lms+aZDIZunTpwib+FFLXwEw8qUk49l+prx+C43JP+704Nk/ypJ+DfR32qwlcvo6Z+pSVleHOO++U+mcNGzZMmlaFAlNzxIxjE9vRo0dj7Nix3heUAoavY8Y+JQZgGySme/fu+P777zFy5EhERUUhNjYWY8eOxcKFC6UbGF988YVPugxQ02iu36bVq1dj5MiR2Lx5M5KTk3Hffffh7bffxosvvohrr70WgK0byI033ij19aSWKZSugZl4UpNwrCWqb94gezt1wLMvEOB8h8eTeYns+2BzpsDl65ipS0lJCaZPn44TJ04AADp16oQ33ngDMpms0dsm32mOmLE3sY2Li8Pzzz/vdRkpsPg6ZkRRdHr+wgsvOI1YateuXTs88MADAGwXg0uXLvVo+9T8muM8s379ejz66KMwGAwYMmQIVq9ejfvvvx9jxozBpEmT8N5772H+/PkIDw+HVqvFXXfdhZKSEu8PhkJCKF0DM/GkJhEZGSk9djU6myPHE7UnTQa83b7jOmw2Gbh8HTPunDlzBtOmTZNGLmzXrh0WLFjA5pRBwNcx49jE9sknn6xzagwKDr6OmYiICOlx586d6+zjZa/FAiBNBE+Bx9cxI4oiXnnlFVitVsTFxeG9995zebNi+PDh0qBClZWV+Pzzzz3aPoWeqKgo6XGwXwMz8aQmERsbKz2urzOz43JPL/Ydt1/fXFlms1lq/sRkInD5OmZcycrKwpQpU3D69GkAttHhvv7663pHiaPA4MuYcWxiO2LECEycOLGhxaQA4uvzjGPC0KVLlzrXbd26tdRfr7i42KPtU/PzdcwcOXJEmrtz7NixdfbhnDx5snRz4/fff/do+xR6YmJipMeezBdrXycQr4E5qi01ic6dO0uPCwsL0aFDB7frOo4C2L59+wZtvy5FRUXS5M+ebp+an69jpqYtW7bggQcekG5KdO3aFZ9//jmSk5MbtD1qfr6MmYMHD0rTNm3ZsgWZmZn1vse+TkpKCjZs2FDv+tT8fH2eSU1N9ao89uaY9t8oCjy+jplTp05Jj+ubJ1StViMtLc3p/EQtT5s2bRAVFQWtVlvvFClWq1Vqlh2I18Cs8aQmkZaWJj12nHzZFftymUyG9PR0j7bfqlUrJCQkeLR9x3nV6jupk//4OmYcbdiwAbNmzZKSzr59++Kbb75h0hlkmjNmKDT4OmYcf2PqGzDIarVKNWQ89wSu5jzPeNJs0j4veVPOC0nBxx6Xubm5da534sQJaTCiQLwGZo0nNYn+/ftDpVLBbDZjx44dmDZtmsv1rFYrdu3aBQDo1q2bU5OW+gwaNAhr1qzBkSNHUF1d7dT0wNH27dulx4MHD/biKKg5NUfMAMDOnTsxe/ZsqUP+sGHD8P777zv146Hg4MuYSU9PxwcffFDveu+88450sWlfPxD70ZCNr88zrVq1Qnp6OnJycpCTk4Nz586hbdu2Ltc9dOiQ1CcwEC8IycbXMeN40+HgwYN1rmuxWKRB8AKx9oqaz6BBg5CVlYXS0lLk5OS4vdHheA08aNCg5iqex1jjSU0iNjYWQ4cOBWCrXXLXFGDVqlXSRLjXX3+9V/uwD8xgsVikAUBq0mg0+PnnnwHY+tt069bNq31Q82mOmCktLcXs2bOli72rrroK//vf/5h0Bilfxkzr1q1x9dVX1/vPcfJu+2vDhw9v5JGRrzTHecY+5Y4oivj000/drvfNN99Ij73dBzUfX8dM7969pb7B69evr7P70LJly6DRaADYbppSy+U4ONnXX3/tch2r1YrvvvsOgK1faCD+NjHxpCYzY8YMALbBfR5++GHpZGl3/PhxvPTSSwBsI3RNmjTJq+1fffXVUn+aDz74ALt373ZabjKZ8Pjjj0tNmWbOnNmAo6Dm5OuYeeGFF6QLgz59+uDdd99tkulYyH98HTMUenwdM1OmTJEG8Vi4cCGWLVtWa52lS5dKrw8YMAB9+/b19jCoGfkyZtRqtTRntE6nw4MPPij9Tjnas2cPXn75ZQC2aTHuuOOOhhwKhYi+ffuif//+AIDFixfjl19+cVouiiJefPFFqYb81ltvDcjWODKx5iRURI3wwAMP4NdffwVgG3Rh6tSpaNeuHQ4fPoyFCxdCq9UCAP7zn/9gypQpTu/dsWMHpk+fDsDWRNbVHZ0NGzbgX//6F0RRhEqlwqRJkzBgwABUVFTghx9+QHZ2NgDbD/s333zDPhFBwFcxk5ubi7Fjx0rz7D3++OPo1KlTveWJj4/HwIEDm+TYyDd8fZ6py+23346dO3cCAI4dO9bYQ6Fm4uuYWbduHWbPni31rbrqqqswatQoqNVqbNy4EWvWrAFgm3JjyZIl6Nq1q8+OlZqGL2NGr9fj1ltvxeHDhwHYmmxPmDAB3bp1g9Vqxfbt27Fq1SpYLBYAwPPPP4+pU6f69HjJNxxj4b777sP999/vcr28vDyMHj0agPsB6w4dOoS///3vMJvNkMlkuPHGGzF8+HAYDAYsXbpUmqapc+fOWLJkidM0LIGCfTypSb366qvQarXYunUr8vLy8Prrrzstl8lkuO+++2qdpD01atQoPPfcc3jppZdgNpvx3XffSc0K7Hr37o0PP/yQSWeQ8FXMLF261Gly99dee82j9zUkGaHm5evzDIUeX8fMNddcgzfffBP//ve/odFosHHjRmzcuNFpnfj4eHz00UdMOoOEL2MmIiICn332GR566CFs374d5eXlLufpVKlUmDNnDpNOAgD07NkT77zzDh577DHodDosX74cy5cvd1qnU6dOmD9/fkAmnQATT2piERERmD9/PlasWIGlS5dKAwHFx8fj0ksvxfTp03HppZc2ah9Tp07FwIED8eWXX2Lbtm0oKSmBSqVCRkYGbrzxRkyePBkqlaqJjoh8zVcxY6/9ptDTHOcZCi3NETPXX389Lr30Unz77bfYsGED8vPzIZPJ0KFDB1x99dW49dZbA3JePXLN1zHTunVrfPHFF1i/fj2WL1+O/fv3o7S0FGq1GikpKRg2bBhuv/12zjNNTq6++mqsWrUKCxYswObNm3Hu3DnIZDJ06dIF1157LW6//faATToBNrUlIiIiIiIiH+PgQkRERERERORTTDyJiIiIiIjIp5h4EhERERERkU8x8SQiIiIiIiKfYuJJREREREREPsXEk4iIiIiIiHyKiScRERERERH5FBNPIiIiIiIi8ikmnkRERERERORTTDyJiIiIiIjIp5h4EhERERERkU8x8SQiIiIiIiKfYuJJREREREREPsXEk4iIiIiIiHyKiScRERERERH5FBNPIiIianJms9nfRaA68O9DRM1N6e8CEBGR7+zYsQPTp09v8PtTUlKwYcOGJizRRaNGjUJ+fj4A4NixYz7ZR3OaN28e3n///XrXUyqVCA8PR2JiIjIzMzFkyBCMGzcO0dHRzVDKxnGMpwkTJuC///1vrXUMBgPef/99REVFYdasWbWWP/nkk/j5558BAF999RWGDBni20L7mDffMZlMBrVajdjYWKSkpKB3796YMGECevbs6eNSXlTf34eIyFdY40lERNSMLBYLNBoNTp06hV9//RVz587F6NGjsXbtWn8XrdGOHTuGsWPH4tNPP4XFYvF3cQKOKIowGo0oKSnBvn378PXXX+Pmm2/Gs88+C0EQfL5//n2IyJ9Y40lE1ELExcXhn//8p1fviYmJ8VFpQluvXr0wZswYl8usVit0Oh3Onj2LtWvXwmQyoaKiArNnz8ZHH32EkSNHNm9hm9ChQ4eQl5fn72L4TX3fMUEQoNFokJubi61bt0Kv10MURSxatAjh4eGYM2eOT8vX0v8+RORfTDyJiFqI6Oho/OMf//B3MVqE9PR0jz7rc+fO4c4770Rubi4EQcBzzz2HtWvXIiwsrBlK6b0hQ4Y0uln0f//7X5dNdEOBN9+xiooKPPnkk9i4cSMAW7PjyZMno2vXrr4sIhGR37CpLRERkZ+0bdsWH3zwAeRy28/xuXPnfNanlgJLfHw83nvvPXTs2BGArRnu999/7+dSERH5DhNPIiIiP+rSpQuGDRsmPf/zzz/9WBpqTmq1GjfddJP0PBQG2SIicodNbYmIqEFOnDiB5cuXY9euXThz5gwqKyshk8kQGxuL9PR0jBgxApMmTWrUaK05OTlYvHgxduzYgbNnz8JkMiE+Ph6dO3fGZZddhkmTJqFNmzb1bqewsBDff/89tm7diry8PGi1WrRq1Qo9evTANddcg3HjxkGlUjW4nI2VlpaGLVu2ALDVerpTVlaGRYsWYcuWLThx4gQ0Gg1iY2PRqVMnjBgxAlOmTEHr1q3r3JfJZMKKFSuwbt06HDx4EBUVFQgLC0NiYiL69++Pv/3tbxg1apTL97ob1dbViL7vv/++9Np9992H+++/H4DrUW0FQcBVV10lHfvSpUvRvXv3Oo/jhx9+wDPPPAMAuPnmm/Hyyy/XWkev12Px4sXYsGEDjh8/joqKCkRHR6Nz58648sorMXXqVMTHx9e5H19LTEyUHhcXF9e57oEDB7B69Wrs3r0bhYWFqKiogEqlQlxcHLp164arrroKEyZMgFqtdnqfN38fR+Xl5Vi0aBF+//13nD59GlVVVYiLi0PXrl0xatQoTJ48GREREQ09dCJqYZh4EhGRV8xmM1544QUsXrzY5UicBoMBxcXF+OOPP/DJJ5/gww8/RP/+/b3ez4cffoh58+bV2kdJSQlKSkqwa9cufPLJJ3j66acxefJkt9v5/PPP8c4778BoNDq9XlxcjOLiYmzatAmffvop3nvvPWRmZnpdzqZgb2oLAAqFwuU6ixYtwn//+1/odDqn10tLS1FaWoo9e/Zg/vz5mDNnDm655RaX2zh79izuvvtunDhxwul1s9ksjbT7888/o1+/fvjoo4/qTWKbilwux4033ohPP/0UALBq1ap6E88VK1ZIj8ePH19r+bZt2/D444+jpKTE6fXy8nKUl5dj7969+Oyzz/Cf//wHY8eObfxBNNDp06elx45JqCONRoMnn3wS69atq7XMbDZDp9OhsLAQGzduxKeffopPP/0UXbp0aVS5VqxYgblz56Kqqsrp9fPnz+P8+fPYvn07Pv30U7zxxhsYOnRoo/ZFRC0DE08iIvLKE088gVWrVgGwzUk5fPhwdOvWDVFRUaiqqsL+/fuxa9cuiKKIsrIy3H///VizZo1XNZ/Lli3Du+++C8CWlAwfPhw9evRAZGQkioqKsGnTJuTn58NgMOCZZ55BamoqLr/88lrbef311zF//nzpef/+/TFw4EBER0ejoKAAGzduRHFxMU6dOoWpU6fiu+++Q7du3Rr5CXnPsYmlvc+fo08++QRvvvmm9Dw1NRVXXXUVEhMTUVJSgo0bNyI/Px9arRZPP/00ysrKcPfddzttw2Qy4Z577pGSznbt2mHkyJFo164ddDodsrOzsWnTJgiCgH379uG+++7Dd99951H5hw0bhsjISBw8eBCrV6+WXrM3IfbkxsP48eOlxHP16tV49NFH3a5bVFSE3bt3A7DNNTto0CCn5evXr8fs2bNhNpsBAJ06dcIVV1yBpKQkVFRUYOvWrcjOzkZ1dTUeeeQR6HQ6TJo0yaNjbUpVVVVYtmyZ9NxVAicIAu666y7s3bsXABAeHo4rr7wSXbt2RXh4OMrLy7Fz504cPHgQgO3mwuzZs7F06VLphoa3f59vv/0Wc+fOlZ5nZmbi8ssvR6tWrVBSUoLff/8dZ86cQUlJCe666y589NFHGDFiRBN+MkQUiph4EhGRx7Zv3y4lnbGxsfjqq69c1kzt2LED//znP6HX61FSUoLffvvNZa2UOx9++CEAW9LpaoqRp556CnPmzMHy5csBAP/73/9qJZ7r16+Xks74+Hi89dZbTn0pAcBoNOL111/H119/Da1WiwceeAArV66s1VTRl3JycrB9+3bp+RVXXOG0fPv27U5J5/3334977rkHSuXFn/Ann3wS8+bNw8cffwwAePvtt9G3b18MGTJEWufXX3/F8ePHAQCDBw/G/Pnza42em5WVhTvuuAM6nQ5//fUXdu3aVSupc2XAgAEYMGAAlixZIiU2/fv392oU5a5du6Jnz544dOgQ8vPzsW/fPvTr18/luqtXr5Zqwm+88UbIZDJpWUFBAZ588kmYzWbI5XI88cQTmD59ulOt8hNPPIElS5bg2Wefhdlsxty5czFgwACkpaV5XN7GOnPmDB5//HGUlZUBsE1dNG3atFrr/fzzz1LSmZKSgq+++gqpqam11lu1ahUeffRRCIKAY8eO4a+//pL+dt78fQ4ePIhXXnkFABAWFoaXX34ZN9xwg9M6Tz31FD777DO89dZbMJvNePTRR/HLL780Ww05EQUnJp5ERC2ERqPBZ5995vH6f//732vVUtr75gG2BMhdc8ghQ4ZgwoQJUo3ZwYMHPU48KyoqcOrUKQBARkaGy3ktVSoV5s6di3Xr1kGv1yM7Oxsmk0lKGEVRxNtvvy2t/9577zklYXZhYWH497//jbNnz2LTpk04ffo0li1b1my1XwcPHsSDDz4Iq9UKAOjZs2et5Pidd96RHs+cORP33Xdfre2oVCo8/PDD0Gq1+OabbyAIAt555x0sXLhQWmf//v3S4zvuuMPllC19+vTBnXfeiffffx9yuRxZWVkeJZ5NZfz48Th06BAAYOXKlW4Tz5UrV0qPHQfnAWy1w/bmoffeey9mzJjhchsTJ05EeXk5XnvtNZhMJvzvf//D66+/3qjy1/cd0+v1qKiowOHDh5GVlSXVyKrVarz55psuEzfH79zTTz/tMukEgLFjx2LZsmX4/fffAdjm7GzI3+7dd9+VyvWf//ynVtIJ2JqD33333Th37hy+/fZbVFRU4KuvvsKDDz7o9f6IqOVg4klE1EJUVlbitdde83j9a6+9tlbied1116FLly7Iy8urdcFfk2N/Sa1W6/F+HWvy8vPzUVJSgqSkpFrrRURE4KeffkKrVq1qXbDv3bsXOTk5AGw1O66STkezZs3Cpk2bAADLly9vdOKZk5PjNgExGo0oLS1FVlYWsrKypNcjIyNr/X3y8vKk2q7IyEiXSaejhx56CEuWLIFOp8OePXtw4sQJXHLJJQCc+47u3bsXV199tcttTJ8+HTfccANSUlKateYXAG644Qa8+uqrsFgsWLNmDebMmeNUUwkAp06dkpqV9urVy6mW0mQySU1X1Wo1Zs6cWef+pk+fjvfffx86nQ5r1qzBSy+91Khj9vY7BtiS/WeeeQZ9+vRxuXzKlCkYOnQoiouLXd6EcZSZmSklnhqNxqtyALYmzPZBrtq2bVvvzaJZs2bh22+/BWD73jDxJKK6MPEkIiKPXXXVVbjqqqvqXU+n0yEvL096brFYPN5HdHQ0unfvjiNHjqC6uho333wz7rjjDowcObJWU0h3TSN37dolPe7Zs2e9++zRowfUajVMJhOysrJgsVicEmBvHTx4UEqOPNG5c2e888476Nq1q9Prjk1whw8fXm8/2ejoaAwfPhxr164FAOzevVtKPAcNGoQvvvgCADB//nzk5+dj3LhxGDJkCCIjI6VtxMXFIS4uzuOyN6XWrVtjxIgR2LhxI0pKSrBz585a/R4dazvHjRvntOzQoUPS4EudO3dGVFRUnftTqVTo1asXdu7cCZPJhAMHDuDSSy9toqNxr3///hg2bBhGjhyJ3r1717muqxpHVyorK1FUVCQ99+Y7Z2fvmw0A3bt3d2rC7EpSUhJSUlKQn5+P/Px8FBUVITk52ev9ElHLwMSTiKiFSElJwYYNG5p0m1qtFidPnsSZM2dw9uxZnDx5EkePHkVOTo7Tha/9YtZTjz76KO6++25YrVYUFRXhtddew2uvvYb27dtj+PDhGDFiBC6//HK3iZi9LyMAfPPNN/jmm2883rfBYEBZWZlH07Q0RHh4OKKjo9G2bVv07NkTI0eOxMiRI2vV7AFwSt49HfSoW7duUuJ59uxZ6fVRo0Zh8ODB2LlzJwDgl19+wS+//AKVSoUBAwZg+PDhGDlyJDIyMhpzeI02btw4bNy4EYCt36K7xFOpVNYajdbx756dne31KMWFhYUNKbLE1XfMYDDg+PHj+OKLL6SReHNycnDjjTfWm3S6UllZiVOnTuHMmTM4c+YMTpw4gaNHjyI3N9fpe+btdw5w/vw2btzo9edXUFDAxJOI3GLiSUREXhEEAcuWLcN3332HgwcPupxSBbA17bT3XfTW8OHD8eGHH+K5555zmteyoKAAP/zwA3744Qeo1WqMHDkSM2fOxIABA5zeX1lZ2aD9Or6/MYmn4xyXjVFRUSE99nS+Scf1HD8HuVyODz/8EC+++CKWLVsmJSZmsxk7duzAjh078Oabb6JTp06YOHEipk+f7lQT2lxGjx6N2NhYVFVVYe3atXj22WelOVYPHTqEkydPArDFSEJCgtN7m+Lv3tTCw8PRq1cvvPHGG+jVqxdeeeUVaDQazJ07FyUlJR41TzWZTPj++++xePFiZGdnu12vMd85IDA/PyIKHUw8iYjIY1qtFvfddx+2bdvm9LpMJkPbtm3RtWtX9OrVC4MHD0ZeXh6eeeaZBu9r5MiRWLduHX7//XesXbsWW7dulUYABWwX42vXrsXatWtx77334oEHHpCWOV58X3fddW77z7lTM6Hxl4bUWrm7EQDYRk599dVXce+992LVqlXYuHEjDhw44PSe06dP4+2338YPP/zgdgRVX1Kr1bj++uuxaNEiVFRUYNu2bbjyyisB1N3MFnD+u/fs2dPr+TndDWbUVGbMmIGzZ89KNfAfffQR2rdvX+c8tPYpS44ePer0ulwuR0pKCtLT09G7d28MGTIEW7dulUaEbgjHz++yyy7zeoqUxs4dSkShjYknERF57KWXXpKSzqioKEyfPh0jRoyQ5vF0ZB90pDHUajWuueYaXHPNNRBFEceOHcP27duxZcsWbN++XWrO+8EHH2Dw4MFSs8zY2FhpG/3793c7smmgc+xrWV5e7tF7HNdz/BwcdezYEbNmzcKsWbNQVVWFnTt3Ytu2bdi4cSMKCgoA2AZ2evLJJ71qptxUbrrpJixatAiArbntlVdeCVEU8csvvwCwJdCjR4+u9T7H401OTvZqOpfm8sQTT2DXrl3S3K0vvfQSLr30Urf9lR999FEp6UxISMCMGTNw+eWXIz09vdbIxOvXr29U2Rw/v65duwbk50dEwat2hxIiIiIXioqKsHTpUgC2Gs4FCxbgwQcfxKWXXupyEBfHBKghNXc1yWQydOvWDTNmzMBnn32GDf/f3v3HRF3HcRx/EfJDDDdRQi0ydVI6l7uiHwgSZypqo7UuoiX+0Y81cViRNVcrIlcOXE4NZ7Us148tAV0rK2HpUXLUmBEV/RwtiSkrwEBjnHDE9Qfjs7sO7o7061x7Pv76fo/P9+579+W2e33f3+/743T63YM20s1UkpKTk83ySHfbUHyrqReLWbNmmeWRoBLKjz/+aJZ9P4exTJ48WcuWLVNxcbGcTqdflfrYsWMmiF5IqampZt9ra2s1ODioxsZGcw9mdnb2qNPB+L5f3/sVgzl9+nTQKvH5Fh0drdLSUtO86uzZs9q0adOo+/DNN9+YBlNxcXGqqKjQQw89pIULF476/sM9OTGW//L5dXd3n5fvN4D/P4InACAszc3N5lK8+fPna9GiRUHHNzQ0mOXx/DA9cuSIHnjgAdntdr366qtjjktKStK6devMum9Hz9TUVLP82WefmXkJx9Lc3Ky0tDTZbDY5HI7/1BHUCr7vw+VyhZwi46+//tIXX3xh1kcuHf3777+1adMm3XnnnUpPT9fAwMCo20dERCg/P9+v+uZ7j20oobqgjsfIpbRnzpzRsWPHVF1dHfC3f7PZbCbQtbW1hQzr/f39ys7O1rXXXqsVK1YEXM5qlQULFvhN9dLc3GzmvPX19ddfm+X09PSgJxK8Xq9pHCWNfsl1qOPj+//W2NgY8mRMR0eHlixZokWLFmnVqlUX5ckbABcPgicAICy+YcW36c1oDh8+7PcjeDxBzuv1yuVyqb29XR999FHQbX0rPL7dNNPS0jR9+nRJw/fIjTWn5sjrbdu2TdLwNDBXXHHFOU2lcj7NmjVLNptN0vC+7dq1K+j4nTt3yu12S5LmzZtnKsKRkZH66aef9P3336urqyvoJZlDQ0N+x3c8XUp9O/OeS5MbyT9cHjlyRIcPH5Y03Dn2hhtuGHWbSZMmafny5WZ969atQU967NmzR93d3fJ4POrr6wuYzsZKhYWFuvzyy8369u3b1dHR4TfG9zsXqpr51ltvhZzCKNTxmTt3rrkfemBgQNu3bw/6mjt27JDH41F/f78mTZoUMJ8uAPgieAIAwuI7nUd7e7vefPPNgDFDQ0OqqqrSxo0b/R4fCUPhyMzMVGJioqThy0s3b96ss2fPBow7fvy4XxBbsWKFWY6KitL69evN+s6dO7V3796AKpDb7dZzzz1nqoQTJkxQQUFB2Pt6ITzyyCOmUrV3717t2rUrIFQMDg7qpZde0ttvvy1puLL11FNP+Y1xOBxmuaSkRN9++23Aa3m9XpWVlenUqVOShhv0+IajUHyntzl58mTY243myiuvNKH7wIED5jLbnJycoJW7goICRUdHSxquEj/xxBMBlWKv16uqqiq/RjwFBQUX9IRDbGysiouLzXpvb6+2bNniN8b3O9fY2KhPPvkk4HkGBgb0yiuvqKyszO/x0b5z4Ryfhx9+2Hy+lZWVKisrC6iQDw4Oavfu3Tpw4IB5bMOGDaM+HwCMuDhO6QIALnpz5sxRRkaGXC6XJGnLli06dOiQbDabLr30Uv3xxx86evSoCQhRUVHmEtdQFVJf0dHRevLJJ/XYY49JkioqKuR0OpWZmamZM2dKGp6j8dNPP1V/f78k6ZZbbpHdbvd7nry8PH355Zf64IMPNDQ0pNLSUu3bt0+ZmZlKSEhQe3u7amtr1dnZabbZuHFj2PNlXihpaWkqLCxUeXm5JKm8vFzvvfee7Ha7pk2bpq6uLtXW1vpVu9avX6/Fixf7Pc8999yj/fv36+eff1ZPT49yc3OVnp6ulJQUJSQk6NSpU3K5XObevqioqIDwGopvB9yDBw8qPj5eSUlJmjdvnpYuXTru937HHXeoqalJfX195rHbb7896DZXX321iouL9cwzz8jr9ergwYOqq6vTrbfequTkZP35559qaGjwuwzXbrfr3nvvHff+nausrCwtX77cBMpDhw7J4XCYbrIjTYRaWlrk9XpVWFiojIwMLViwQDExMTp58qRqa2tNNTTUdy6c47NkyRKtW7dOL7/8siTpjTfe0Mcffyy73a6kpCR1dHSorq7Ob47Y/Px803kYAMZC8AQAhG3r1q267777zI/2pqYmNTU1BYxLSUlRaWmp8vLy5PF41NLSooGBAVOJCuW2225Td3e3SktL5fF41NnZ6Vdd8ZWdnR1Q7RlRVlammTNn6vXXX5fH41Fra6taW1sDxsXGxurxxx/X2rVrw9q/C62wsFBTpkzRiy++qL6+Pp04ccJUN33FxcWppKRk1Hsgo6OjtWfPHhUUFOi7776TJNXX16u+vj5g7LRp0/T888/73fMXjpSUFNlsNjU1Ncnr9ZrOxkuXLv1PwXP16tV64YUXTMVt4cKFY3Z/9ZWbm6v4+Hg9++yz6unpUU9Pz5j/Pw6HQyUlJef1/tTxePrpp1VfX2/C9ebNm/Xhhx8qJiZGkZGRKi8v1/3332+aPLlcLnPyx1dqaqqKioq0Zs0aScNznv5buMfn0Ucf1dSpU7Vt2za53W79/vvvevfddwOeLzIyUg8++KCKiorO/YMA8L9H8AQAhG3q1KmqqqpSRUWFqqur9csvv6i3t1exsbFKTEzUNddco2XLlmnVqlWaMGGCbr75ZtXV1cntdqumpkY5OTlhv1Z+fr4yMzO1f/9+NTQ0qLW1Vb29vZo4caISExN14403KicnJ2g4uuSSS1RUVKS77rpLlZWV+vzzz3XixAn19vYqLi5OV111lRYvXqy8vDxTTb1YrVmzRtnZ2dq3b59cLpd+++03nTlzRnFxcZo7d66ysrJ09913B73P7rLLLlNlZaWqq6tVU1OjH374QV1dXRocHFRCQoJmz54tu90uh8Oh+Pj4ce9jRESEXnvtNe3YsUNOp1OdnZ1+Vbjxmjx5sux2u2pqaiSN3VRoNCtXrlRGRoaqqqp09OhRtbS0qKenR1FRUZoxY4auv/565ebmjnuO1/Nt+vTp2rBhgzl50tbWpt27d5swN3v2bL3//vt655135HQ6dfz4cbndbk2cOFEzZszQ/PnztXr1amVlZSkiIkJz5szRr7/+qra2Nn311Ve67rrrzGuN5/isXbvWzKdaX1+v1tZWnT59WjExMUpOTtZNN92kvLy8sE4EAIAkRXjpgQ0AAAAAsBDNhQAAAAAAliJ4AgAAAAAsRfAEAAAAAFiK4AkAAAAAsBTBEwAAAABgKYInAAAAAMBSBE8AAAAAgKUIngAAAAAASxE8AQAAAACWIngCAAAAACxF8AQAAAAAWIrgCQAAAACwFMETAAAAAGApgicAAAAAwFIETwAAAACApQieAAAAAABLETwBAAAAAJYieAIAAAAALEXwBAAAAABYiuAJAAAAALAUwRMAAAAAYCmCJwAAAADAUgRPAAAAAIClCJ4AAAAAAEsRPAEAAAAAliJ4AgAAAAAs9Q/3y1kUJfmjVAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.plotting import plot_postprocessing_solution\n", "plot_postprocessing_solution(\n", " postprocessed_clf=postproc_clf,\n", " plot_roc_curves=True,\n", " plot_roc_hulls=True,\n", " dpi=200, figsize=(5, 5),\n", " group_name_map=group_name_map,\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0e66e388", "metadata": {}, "source": [ "#### Theoretical results:" ] }, { "cell_type": "code", "execution_count": 19, "id": "eed1f839", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Maximum fairness violation is between group=0 (p=[0.14576582 0.70242546]) and group=3 (p=[0.14840647 0.65242546]);\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 79.9%\n", "Unfairness: 5.0% <= 5.0%\n" ] } ], "source": [ "acc_val = 1 - postproc_clf.cost(1.0, 1.0)\n", "unf_val = postproc_clf.constraint_violation()\n", "\n", "print(f\"Accuracy: {acc_val:.1%}\")\n", "print(f\"Unfairness: {unf_val:.1%} <= {EPSILON_TOLERANCE:.1%}\")" ] }, { "cell_type": "markdown", "id": "493d213c", "metadata": {}, "source": [ "---\n", "## Plot realized ROC points\n", "> Realized ROC points will converge to the theoretical solution for larger datasets, but some variance is expected for smaller datasets." ] }, { "cell_type": "code", "execution_count": 20, "id": "fcd2aaf9", "metadata": {}, "outputs": [], "source": [ "# Set group-wise colors and global color\n", "palette = sns.color_palette(n_colors=n_groups + 1)\n", "global_color = palette[0]\n", "all_group_colors = palette[1:]" ] }, { "cell_type": "code", "execution_count": 21, "id": "4c70252e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.roc_utils import compute_roc_point_from_predictions\n", "\n", "plot_postprocessing_solution(\n", " postprocessed_clf=postproc_clf,\n", " plot_roc_curves=True,\n", " plot_roc_hulls=True,\n", " plot_relaxation=True,\n", " dpi=200, figsize=(5, 5),\n", " group_name_map=group_name_map,\n", ")\n", "\n", "# Compute predictions\n", "y_fit_preds = postproc_clf(X_fit, group=s_fit)\n", "\n", "# Plot the group-wise points found\n", "realized_roc_points = list()\n", "for idx in range(n_groups):\n", "\n", " # Evaluate triangulation of target point as a randomized clf\n", " group_filter = s_fit == idx\n", "\n", " curr_realized_roc_point = compute_roc_point_from_predictions(y_fit[group_filter], y_fit_preds[group_filter])\n", " realized_roc_points.append(curr_realized_roc_point)\n", "\n", " plt.plot(\n", " curr_realized_roc_point[0], curr_realized_roc_point[1],\n", " color=all_group_colors[idx],\n", " marker=\"*\", markersize=8,\n", " lw=0,\n", " )\n", "\n", "realized_roc_points = np.vstack(realized_roc_points)\n", "\n", "# Plot actual global classifier performance\n", "global_clf_realized_roc_point = compute_roc_point_from_predictions(y_fit, y_fit_preds)\n", "plt.plot(\n", " global_clf_realized_roc_point[0], global_clf_realized_roc_point[1],\n", " color=global_color,\n", " marker=\"*\", markersize=8,\n", " lw=0,\n", ")\n", "\n", "plt.xlim(0.04, 0.3)\n", "plt.ylim(0.45, 0.80)\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d8db9a56", "metadata": {}, "source": [ "### Compute differences between theoretical ROC points and empirical ROC points" ] }, { "cell_type": "code", "execution_count": 22, "id": "be73972d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Group 0: l2 distance from target to realized point := 0.010% (size=259521)\n", "Group 1: l2 distance from target to realized point := 0.017% (size=29518)\n", "Group 2: l2 distance from target to realized point := 0.052% (size=19386)\n", "Group 3: l2 distance from target to realized point := 0.000% (size=12570)\n", "Global l2 distance from target to realized point := 0.007%\n" ] } ], "source": [ "# Distances to group-wise targets:\n", "for i, (target_point, actual_point) in enumerate(zip(postproc_clf.groupwise_roc_points, realized_roc_points)):\n", " dist = np.linalg.norm(target_point - actual_point, ord=2)\n", " print(f\"Group {i}: l2 distance from target to realized point := {dist:.3%} (size={np.sum(s_fit==i)})\")\n", "\n", "# Distance to global target point:\n", "dist = np.linalg.norm(postproc_clf.global_roc_point - global_clf_realized_roc_point, ord=2)\n", "print(f\"Global l2 distance from target to realized point := {dist:.3%}\")" ] }, { "cell_type": "markdown", "id": "e0494477", "metadata": {}, "source": [ "### Compute difference between theoretical performance and empirical performance\n", "> assumes FP_cost == FN_cost == 1.0" ] }, { "cell_type": "code", "execution_count": 23, "id": "6991bf75", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Actual accuracy: \t\t79.886%\n", "Actual error rate (1 - Acc.):\t20.114%\n", "Theoretical error rate:\t\t20.118%\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score\n", "from error_parity.roc_utils import calc_cost_of_point\n", "\n", "# Empirical accuracy\n", "accuracy_fit = accuracy_score(y_fit, y_fit_preds)\n", "\n", "print(f\"Actual accuracy: \\t\\t{accuracy_fit:.3%}\")\n", "print(f\"Actual error rate (1 - Acc.):\\t{1 - accuracy_fit:.3%}\")\n", "print(f\"Theoretical error rate:\\t\\t{postproc_clf.cost(1.0, 1.0):.3%}\")" ] }, { "cell_type": "markdown", "id": "485d5b1f", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "id": "148524a8", "metadata": {}, "source": [ "### Best non-fairness-constrained single-threshold solution" ] }, { "cell_type": "code", "execution_count": 24, "id": "790f18c6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9b43e941c0fa4d7a9cc473e718fc11af", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/50 [00:00= t), t) for t in tqdm(np.arange(0, 1, 2e-2)))\n", "print(f\"Best (train) unfair accuracy is {acc_unfair_best:.3%}, with threshold t={acc_unfair_threshold}\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "5f28c70a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best (unconstrained) single-threshold classifier:\n", "\tAccuracy: 80.21%\n", "\tUnfairness: 35.50%\n", "Best (constrained) multi-threshold classifier:\n", "\tAccuracy: 79.90%\n", "\tUnfairness: 8.10%\n" ] } ], "source": [ "from error_parity.evaluation import eval_accuracy_and_equalized_odds\n", "print(\"Best (unconstrained) single-threshold classifier:\")\n", "\n", "eval_accuracy_and_equalized_odds(\n", " y_true=y_test,\n", " y_pred_binary=predictor(X_test) >= acc_unfair_threshold,\n", " sensitive_attr=s_test,\n", " l_p_norm=L_P_NORM,\n", " display=True,\n", ")\n", "\n", "print(\"Best (constrained) multi-threshold classifier:\")\n", "eval_accuracy_and_equalized_odds(\n", " y_true=y_test,\n", " y_pred_binary=postproc_clf(X_test, group=s_test),\n", " sensitive_attr=s_test,\n", " l_p_norm=L_P_NORM,\n", " display=True,\n", ");" ] }, { "cell_type": "markdown", "id": "ed71b0f1", "metadata": {}, "source": [ "# Fairness vs Performance trade-off\n", "\n", "Plotting the entire Pareto frontier **may take a few minutes...**" ] }, { "cell_type": "code", "execution_count": 26, "id": "57bb076e-5c6c-45b1-94b4-322a82492378", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:Using `n_jobs=9` to compute adjustment curve.\n", "INFO:root:Computing postprocessing for the following constraint tolerances: [0. 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.2 0.3 0.4\n", " 0.5 0.6 0.7 0.8 0.9 ].\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8001d4c14f0e4c93beb93af0c58cfff3", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/19 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from error_parity.plotting import plot_postprocessing_frontier\n", "from matplotlib import pyplot as plt\n", "\n", "plot_postprocessing_frontier(\n", " postproc_results_df,\n", " perf_metric=\"accuracy\",\n", " disp_metric=f\"equalized_odds_diff_l{postproc_clf.l_p_norm}\",\n", " show_data_type=\"test\",\n", " constant_clf_perf=max((y_test == const_pred).mean() for const_pred in {0, 1}),\n", " model_name=r\"$\\bigstar$\",\n", ")\n", "\n", "plt.xlabel(r\"accuracy $\\rightarrow$\")\n", "l_p_norm_str = str(postproc_clf.l_p_norm) if postproc_clf.l_p_norm != np.inf else r\"\\infty\"\n", "plt.ylabel(r\"equalized odds $\\ell_\" + l_p_norm_str + r\"$ violation $\\leftarrow$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8e7b0885", "metadata": {}, "source": [ "---\n", "# Fit and plot similar example but using \"Equal Opportunity\" fairness metric\n", "> equal opportunity is achieved by setting `fairness_constraint=\"true_positive_rate_parity\"`" ] }, { "cell_type": "code", "execution_count": 28, "id": "727e485b", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ef19f62aef9847caa888ee254d549701", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/19 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_postprocessing_frontier(\n", " postproc_results_df,\n", " perf_metric=\"accuracy\",\n", " disp_metric=\"tpr_diff\",\n", " show_data_type=\"test\",\n", " constant_clf_perf=max((y_test == const_pred).mean() for const_pred in {0, 1}),\n", ")\n", "\n", "plt.xlabel(r\"accuracy $\\rightarrow$\")\n", "plt.ylabel(r\"equality of opportunity violation $\\leftarrow$\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }