{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "8ed93914", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import localprojections as lp\n", "import statsmodels.api as sm\n", "from scipy.stats import norm" ] }, { "cell_type": "code", "execution_count": 20, "id": "918c1a89", "metadata": {}, "outputs": [], "source": [ "def show_irfs(horizon, irf_results, shock_vars, response_vars, bootstrap_draws: dict = None):\n", " if bootstrap_draws == None:\n", " horizons_arr = np.arange(horizon+1)\n", " n_shocks = len(shock_vars)\n", " fig, axes = plt.subplots(1, n_shocks, figsize=(5*n_shocks, 4), sharey=True)\n", " if n_shocks == 1:\n", " axes = [axes]\n", " for i, s in enumerate(shock_vars):\n", " ax = axes[i]\n", " irf_curve = irf_results[response_vars[0]][s][\"irf\"]\n", " lower_curve = irf_results[response_vars[0]][s][\"lower\"]\n", " upper_curve = irf_results[response_vars[0]][s][\"upper\"]\n", " ax.plot(horizons_arr, irf_curve, marker='o', label=f\"IRF to {s} shock\")\n", " ax.fill_between(horizons_arr, lower_curve, upper_curve, color='gray', alpha=0.3, label=\"95% CI\")\n", " ax.axhline(0, color='black', linestyle='--', linewidth=1)\n", " ax.set_xlabel(\"Horizon\")\n", " ax.set_title(f\"Response of {response_vars[0]} to {s} shock\")\n", " ax.legend()\n", " ax.grid(True)\n", " axes[0].set_ylabel(\"Impulse Response\")\n", " plt.suptitle(f\"IRFs of {response_vars[0]} to Shocks in All Variables\")\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " plt.show()\n", " else:\n", " horizons_arr = np.arange(horizon+1)\n", " n_shocks = len(shock_vars)\n", " fig, axes = plt.subplots(1, n_shocks, figsize=(5*n_shocks, 4), sharey=True)\n", " if n_shocks == 1:\n", " axes = [axes]\n", " for i, s in enumerate(shock_vars):\n", " ax = axes[i]\n", " irf_curve = irf_results[response_vars[0]][s][\"irf\"]\n", " lower_curve = irf_results[response_vars[0]][s][\"lower\"]\n", " upper_curve = irf_results[response_vars[0]][s][\"upper\"]\n", " # The bootstrap distribution, shape (B, horizon+1)\n", " draws = bootstrap_draws[response_vars[0]][s]\n", " # percentile intervals\n", " alpha = 0.05\n", " lower_q = 100*(alpha/2)\n", " upper_q = 100*(1-alpha/2)\n", " irf_lower_bs = np.percentile(draws, lower_q, axis=0)\n", " irf_upper_bs = np.percentile(draws, upper_q, axis=0)\n", "\n", " ax.plot(horizons_arr, irf_curve, marker='o', label=f\"IRF to {s} shock\")\n", " ax.fill_between(horizons_arr, lower_curve, upper_curve, color='gray', alpha=0.3, label=\"95% CI\")\n", " ax.axhline(0, color='black', linestyle='--', linewidth=1)\n", " # bootstrap intervals in orange\n", " ax.plot(horizons_arr, irf_curve, linestyle=':', color='red', label='Bootstrap percentile CI')\n", " ax.fill_between(horizons_arr, irf_lower_bs, irf_upper_bs, color='red', alpha=0.2)\n", " ax.axhline(0, color='black', linestyle='--', linewidth=1)\n", " ax.set_xlabel(\"Horizon\")\n", " ax.set_title(f\"Response of {response_vars[0]} to {s} shock\")\n", " ax.legend()\n", " ax.grid(True)\n", " axes[0].set_ylabel(\"Impulse Response\")\n", " plt.suptitle(f\"IRFs of {response_vars[0]} to Shocks in All Variables\")\n", " plt.tight_layout(rect=[0, 0, 1, 0.95])\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "c34782af", "metadata": {}, "source": [ "# What is a Local Projection?\n", "Local Projections (LP), introduced by Jordà (2005), are an econometric method used to estimate the dynamic response of a variable (e.g., GDP, inflation) to a shock over multiple time horizons. \n", "\n", "For each forecast horizon $( h = 0, 1, \\dots, H )$, LPs estimate a regression of the form:\n", "\n", "$$\n", "y_{t+h} = \\alpha_h + \\beta_h z_t + \\gamma_h^\\top X_t + \\varepsilon_{t+h}\n", "$$\n", "\n", "where:\n", "- $( y_{t+h})$: response variable at future horizon $( h ),$\n", "- $( z_t)$: shock variable at time $( t )$,\n", "- $( X_t)$: vector of control variables (lags, dummies, etc.),\n", "- $( \\beta_h )$: impulse response at horizon $( h )$.\n", "\n", "LPs are attractive due to their simplicity and flexibility, especially compared to VARs." ] }, { "cell_type": "markdown", "id": "6f229e33", "metadata": {}, "source": [ "The goal of this notebook is to replicate Figure 5 from Jordà (2005), which shows impulse response \n", "functions (IRFs) of three macroeconomic variables:\n", "- Output Gap (GDP_gap),\n", "- Inflation (Infl),\n", "- Federal Funds Rate (FF),\n", "\n", "in response to shocks in each of these variables using the LP method. We use quarterly U.S. data and estimate horizon-specific IRFs with two lags of all variables." ] }, { "cell_type": "code", "execution_count": 2, "id": "7c81e78d", "metadata": {}, "outputs": [], "source": [ "# Load the data\n", "data = pd.read_csv(\"lplin_data.csv\")\n", "Y = ['GDP_gap', 'Infl', 'FF'] # endogenous variables" ] }, { "cell_type": "code", "execution_count": null, "id": "b6b63d95", "metadata": {}, "outputs": [], "source": [ "def Local_Projections(\n", " data,\n", " Y, # List of all system variables (e.g., ['GDP_gap','Infl','FF'])\n", " response, # List of response variables for which IRFs are estimated\n", " horizon, # Max forecast horizon (0..horizon)\n", " lags, # Number of lags included for each variable\n", " newey_lags, # Maxlags for Newey-West HAC SE\n", " ci_width, # E.g. 0.95 for a 95% CI\n", " shock=None, # If not None, only extract IRFs for these shock vars\n", " store_internals=False # If True, also store design matrix, fitted, residuals for bootstrap\n", "):\n", " \"\"\"\n", " Estimates IRFs by local projections for each horizon h=0..H, each response in 'response',\n", " building a design matrix with 0..lags for each var in Y. Optionally stores 'internals'\n", " for each (r, h) so that we can do a bootstrap later without re-running the entire code.\n", "\n", " Returns\n", " -------\n", " results : dict\n", " results[resp][shock] = dict of arrays: 'irf', 'lower', 'upper' (length horizon+1)\n", " horizon_internals : dict (only if store_internals=True)\n", " horizon_internals[resp][h] = {\n", " 'X_reg': DataFrame of regressors,\n", " 'fitted': array of fitted values,\n", " 'resid': array of residuals\n", " }\n", " \"\"\"\n", " if shock is None:\n", " shock = Y.copy()\n", "\n", " # Prepare data structures for IRF results\n", " # Fill:\n", " results = {\n", " r: {s: {\"irf\": [], \"lower\": [], \"upper\": []} for s in shock}\n", " for r in response\n", " }\n", "\n", " # Optionally store internals if store_internals == True\n", " horizon_internals = {}\n", " if store_internals:\n", " horizon_internals = {\n", " r: {h: {} for h in range(horizon+1)}\n", " for r in response\n", " }\n", "\n", " # Loop over horizons and response variables\n", "\n", " # Dependent variable: y_{t+h}\n", "\n", "\n", " # Build the design matrix: for each var in Y, include lag0..lags\n", "\n", " # Add constant\n", "\n", " # Align, drop missing\n", "\n", " # OLS with NW\n", "\n", " # Save fitted & residual if needed\n", " if store_internals:\n", " horizon_internals[r][h]['X_reg'] = X_reg\n", " horizon_internals[r][h]['fitted'] = model.fittedvalues.values\n", " horizon_internals[r][h]['resid'] = model.resid.values\n", "\n", " # Extract IRFs for each shock variable\n", "\n", " # Convert to arrays\n", "\n", " # Return results. If store_internals, also return horizon_internals\n", " if store_internals:\n", " return results, horizon_internals\n", " else:\n", " return results, None" ] }, { "cell_type": "code", "execution_count": 5, "id": "b97b6adc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Convert columns to list (if needed)\n", "Y = list(data.columns) # e.g. ['GDP_gap', 'Infl', 'FF']\n", "\n", "# Here we want to estimate the IRFs for the response variable 'Infl'\n", "# (i.e., how Inflation responds) to shocks from each variable in Y.\n", "response_vars = ['Infl']\n", "shock_vars = Y # shocks from all variables in the system\n", "\n", "# Set replication parameters:\n", "horizon = 12 # forecast horizon: 0,1,...,12\n", "lags = 4 # number of lags to include for each variable\n", "newey_lags = 4 # HAC lags for Newey-West standard errors\n", "ci_width = 0.95 # 95% confidence interval\n", "\n", "# Estimate IRFs using our custom function (Step 1)\n", "irf_results, _ = Local_Projections(data=data, \n", " Y=Y, \n", " response=response_vars, \n", " horizon=horizon, \n", " lags=lags, \n", " newey_lags=newey_lags, \n", " ci_width=ci_width, \n", " shock=shock_vars)\n", "\n", "show_irfs(horizon, irf_results, shock_vars, response_vars, )" ] }, { "cell_type": "code", "execution_count": null, "id": "aee07698", "metadata": {}, "outputs": [], "source": [ "def bootstrap_LP(data, Y, response, horizon, lags, newey_lags,ci_width=0.95, shock=None, B=500, seed=None):\n", " \"\"\"\n", " 1) Call Local_Projections(..., store_internals=True) to get original IRFs + design/resid\n", " 2) For each horizon h and response var r, do the residual bootstrap\n", " 3) Return (original_coefs, boot_draws)\n", " \"\"\"\n", "\n", " if seed is not None:\n", " np.random.seed(seed)\n", "\n", " # Step 1: get original IRFs plus the internals\n", "\n", " # 'lp_results' is the same dictionary of IRFs, lower, upper from NW\n", " # 'horizon_internals' contains X_reg, fitted, resid for each horizon\n", "\n", " # Let's build a structure for the boot_coefs: boot_coefs[r][s] = (B, horizon+1)\n", " if shock is None:\n", " shock = Y\n", " boot_coefs = {\n", " r: {s: np.zeros((B, horizon+1)) for s in shock}\n", " for r in response\n", " }\n", "\n", " # Step 2: For each replication b, horizon h, response r:\n", "\n", " return lp_results, boot_coefs" ] }, { "cell_type": "code", "execution_count": 19, "id": "ac8574eb", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABdIAAAGMCAYAAADePVAzAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQV4VMcexc9K3AUS3L1YobSUFlrq7i7UDery+uru7u7evrqXeosUWgpFinsSosR1d993ZnPDxj3ZJOf3fZclu3fv3jtXZubMf87f5vF4PBBCCCGEEEIIIYQQQgghRI3Ya35bCCGEEEIIIYQQQgghhBBEQroQQgghhBBCCCGEEEIIUQcS0oUQQgghhBBCCCGEEEKIOpCQLoQQQgghhBBCCCGEEELUgYR0IYQQQgghhBBCCCGEEKIOJKQLIYQQQgghhBBCCCGEEHUgIV0IIYQQQgghhBBCCCGEqAMJ6UIIIYQQQgghhBBCCCFEHUhIF0IIIYQQQgghhBBCCCHqQEK6EEIIIYSoYPXq1dh///0RFRUFm82Gjz/+uNV+6/7778fAgQPhcDgwbtw4817//v1xxhlnwN/Za6+9sNNOO7X57/KczJo1q1W2vWHDBrP9V155Be0Bf5e/z/3wLWcu/kRT98kq3wceeKDedW+55RazrhBCCCGE8B8kpAshhBBCtJAAuHDhwmpCmLUEBAQYkfiSSy7B9u3bq22Dn/mu77sUFRW12bHMmDED//zzD+688068/vrrmDhxYrNFwZr49ttvcc0112DKlCl4+eWXcddddzX4uwUFBaZ8f/rpJ7Q0aWlpuPTSSzF8+HCEhISge/fumDRpEv7zn/8gLy+vxX+vK8Fy5DXz9NNPt9g2//rrL7PNG264oc7BIa5zxRVXtNjvCiGEEEKIroezvXdACCGEEKIzQ9EwPDwc+fn5+P777/H4448b8e+3336rti6jsq+88spq7wcGBrbJvhYWFmLu3Lm4/vrrWy3q2eKHH36A3W7Hiy++2Ojjo5B+6623mv+3ZLRyZmamGTjIycnBWWedZcT0jIwMLFmyxJzHCy+80JzLzkq/fv3MNcBBn5aGYvaCBQvMgNGbb75pyrIl2Hnnnc15evvtt3HHHXfUuM5bb71lXk899dQW+U0OAgkhhBBCiK6HhHQhhBBCiFbk2GOPRXx8vPn/+eefjxNPPBHvvvsu/vjjDxOh60uvXr1aTOxrajQ2iY6ObvXfSk1NNRHfbTVI0BAo6m/atAm///47dt9990qfUVz3p31tDRi1HRwc3CrbfuONN0x0/4MPPmjuCc5ooKjeEpxyyim48cYbMW/ePOy2227VPqfITrGdontz4ABOaGhop78OhBBCCCFEzcjaRQghhBCiDdlzzz3N69q1axv93dzcXFx22WVGgAwKCjLC5H777Wci3Otj0aJFOOiggxAZGWmiqvfZZx8jPFrQKoURyeTqq682ompjhU7L4oZCNG00unXrhrCwMBx11FEVIj3hOrRzYZS+ZV/TUF9uCrDcLmFUuvV97r9vtDvLmb/NQYEjjjgCK1asqHfbPCf0a69JjGW51SQyL1++HHvvvbcRWDkQct9999U4aHD22WcjISHBbGPs2LF49dVXq63ndrvx6KOPYvTo0WY9HueBBx5YyTKoJhiJzeh+znaw4P9HjRpl9ismJsZE2luR2Y3xSKdfPa+XrVu34sgjjzT/535dddVVcLlcaCj8bQrohx56qPHfr29fGiukW79RlT///BMrV66sWOeTTz7BIYccgp49e5p7aNCgQbj99turHYvlgc/vT5061ZTjddddV/GZ70yIkpIS3HTTTZgwYYI5Nl53vP5+/PHHWvf54YcfNvcbB5OmTZuGpUuXNnhAgr/D78XGxpqBuc2bN1eL/j/mmGOQmJhorqPevXub9bKzsxv0G0IIIYQQomYUkS6EEEII0YZYiRQpblaltLQU6enpld6jgMeFXHDBBfjggw+M7crIkSON7QgtYigS1xVtu2zZMiPsUQymLzmtO5599lkjBv7888/YddddcfTRRxvR+fLLL8dJJ52Egw8+uMk2JhdffLE5vptvvtkc7yOPPGL2mZH4hN7rzz33nInKf+GFF8x7VSPAa4MirmWzQoGe+03GjBljXmfPnm0GDJjElOI6rUooKtOLnQMOdQ0OUNikoMr9o1d8fWRlZRmhm/tw/PHHm3NDL3UK4dwHwt9nOa9Zs8aUwYABA/D+++8bgZpe+fRjt6DYThGb3z3nnHNQVlaGX3/91Qx41OZVT29w+svzfJ577rnmveeff9548VO45vbpsU97mvnz5+Pkk09GY2GZHHDAAeY6oSc+y5iR5RShG2LRwt/l8XPwhNHcLC/au1jCdHNhmfL6ee+994xAzcEQC0tct46b5cvrmgM9fOWgC0Vwzjhg8ltfeH/xXFCE5kwRDoTUBL/L65j3Dc8BB7w4u4FlxmvcSqRr8dprr5l1Zs6cac4NB0+mT59uchPU9huEeQsYec9rjdcHB6d4bVPo50AZ71+K+vzd4uJicx9STOcgyOeff26uNwr9QgghhBCiiXiEEEIIIUSzePnllz1sVi1YsKDivZtvvtm8t3LlSk9aWppnw4YNnpdeeskTEhLi6datmyc/P7/SNvr162fWr7pwOxZRUVGemTNnNnr/jjzySE9gYKBn7dq1Fe8lJSV5IiIiPFOnTq14b/369eY377///nq3WdO6Vjnsu+++HrfbXfH+5Zdf7nE4HJ7t27dXvDdjxgxPWFhYte2yHPhZXbA8q5aNxbhx4zzdu3f3ZGRkVLy3ePFij91u95x++ul1bjclJcWcG257+PDhngsuuMDz1ltvVdpvi2nTppn1XnvttYr3iouLPYmJiZ5jjjmm4r1HHnnErPfGG29UvFdSUuKZPHmyJzw83JOTk2Pe++GHH8x6l1xySbXf8i1LrmNdA1deeaU5rldeeaXS+kcccYRn1KhRnsZinVOeRwueC7532223VVp3/PjxngkTJjRou7NmzfL06dOn4ji+/fZbs81FixZVWs+6frgfvuXMpT6efPJJ891vvvmm4j2Xy+Xp1auXKWuLgoKCat89//zzPaGhoZ6ioqJKv8vtPfPMM9XWr7pPZWVl5tz7kpWV5UlISPCcddZZ1cqXz4AtW7ZUvD9//nzzPu+Tqs8PCz4/eA/deeedlX7nn3/+8Tidzor3Wab83vvvv19vmQkhhBBCiMYhaxchhBBCiFZk2LBhJoqakdBMYDl48GB89dVXFVHmvjDi97vvvqu0nH766RWfM+KU0b1JSUmNiiZmckTacjBK26JHjx4mSpcR7YyobUnOO+88YxFiwWh47sfGjRvRmiQnJ+Pvv/820d60vbBgtDotcL788ss6v89o4MWLF5vIf0abP/PMM6aMaKFD+w+vjr0DRjT7etoz2pq+9+vWrat4j7/JqGBGK1twRgAjxvPy8syMAPK///3PlBmj+KviW5aE+8HodkYy0+qjavQ8r5MtW7aY5J4tBcvEF55T3+OsDUbVcybCCSecUHEcjL5mmTIqvaXg9lmuvvYuLFtGY1u2LoSWKBaMCucMEB4L/c///fffStuk9cuZZ55Z728zAt7yTac9D5PW8rg5i6Am2yXei7QBsuA1w3u/ruvzww8/NNtmNDr32Vp4bQ0ZMqTCRsaKOP/mm2/MMQkhhBBCiJZDQroQQgghRCtCgZSCOAU+em9bSTZrgklJ991330qLr/hN/216Kffp08eIb7QuqU/MpP0DBTUK+lUZMWKEEeeqeiw3l759+1b627KxoTjdmlhCfW3HSuGRvux1wQEGWsdQlKe39mOPPWYGQmj/QbsOX+g9XVXk5rH6Hif3iUInPcyr7o/vPtOfnb7dvgMAtUFrkCeffNLYevgK9Ba0l6HIz2uEv00LEfrWNxXLr72u46wNDuLwGuS+0N6Fy/r1642vPJOA8vprCeLi4oylyUcffWTsUgjvOafTacRnX5sjWgJRcKbVEY/LGgyp6iFOsbuhiUXpec8BG5YV94Xb/eKLL2r0Jec5qcrQoUMrbJ9qgr7nHEDhd7lt34XWTnyuWDY3tK2h1QyfJywTXivyRxdCCCGEaD4S0oUQQgghWhH6F1MQp+BJQZ0iOiNkmyIgUhCkcE4BlaIrPZ2ZUJIR7v6Er0e1L1Ujuv0ZCuQUN+kz/csvvxghvGoEdXsdJ/3eGT3/xBNPmOjnqlCk5yDAO++8gz322MMM5vC1pmj3hlDbcTYEq8x47VIEthZGqTNa3IrIbwkoiHN2Bf3A6RXO495///0rBgHoEc7Enpx1cNttt+Gzzz4z9+S9995rPq96T9Y24FUVzgrgLAh6xnOw5euvvzbbZeR9Sw0UcDu8Jq1tV13okW9B/3p64tODnh79nP3A5wRnKQghhBBCiKajZKNCCCGEEG0Eo4QpZtIugokRmcSwsTBi+qKLLjILo1CZZJRJCK3kllWhiEgbGQqrVaGVBQViRrh3JKpGgfsmCyW1HSsjdMPCwhr9e5wVwAhsRqk3Fu4TRU0Kob5R6ZaNiLXPFGFpx0FhvL6odNoDcXYCk5gy2en333+PiIiISuvwOGl3woWiMhN88jr573//a6Km2wJG/3/yySdmH5j4tCoUeCm0Mzq9JTj88MNNOTASnTYvjJj3tXX56aefTAJR2qRwgMuCEfLNgUlmeY1wu77XZm0DF4wur8qqVavqTITL64MDNIw45wBPfTDhLRcmo50zZ44ZfKFV0R133NHg4xJCCCGEEJVRRLoQQgghRBtCYY+WIFYUbEOhx3hVewb6TDMyvbi4uM5oYkblUtD0tY7Ytm2bERwZqUyLi46E5S/PCOOqgwzjxo0zNhu+n9EOhxYjBx98cJ3bpf98TdYvf/zxhxFga7KMqQ/+ZkpKionAtqB/NmcVcGCFEdLkmGOOMULprbfe2qAId9qI0FObth6HHXaYiTy24L76QnuSkSNHmu2UlpairaDNCsuT1jIU0qsuhx56qIkar+v6bQyMIKdtC8uF9jwcTDjiiCOqRdb7licHGZ566qlm/W5N2+W1NHfu3BrX//jjj000vu/1xfVrGwwjHAjh7/D6qHo98G/rnDMin9eXLxTUOYjTUuUshBBCCNFVUUS6EEIIIUQbwkjZSy+9FFdffbWxaWBEcUNgYkQK8BQgx44da0TY2bNnm4SStHKoC0ah0v6Bojkj2ekbTSsICmuMbO5oUDClMExxmtG5jODeaaedzEK7GwqSkydPxtlnn20EZorW9MSmp3xdvP766yZCmmLshAkTjABNofqll14yUdy0ymhK4lWWNa0//vzzTxN1zAhmepY/8sgjFZHkjMo+7bTTjCc7I5Z5XTCK/ddffzWfMbloVei5zwESivW8LijQ8vriwAmTUFoWMDwG2sAccsgh1SLXWxOWJf3Cd99991ojyJ9//nnjJU6huKXsXeghz+h+Dlr5zkDgfnBmAZOzMhqe0eM858214uGAAKPRed2wjBnhzuhvXqNMKFvTjALeixdeeKG5B3kdsJyuueaaOiPSeR9zRgEHxJiwlOeSv8UBC15nV111FX744QdzrRx33HHm3qCozmOkCM/BGiGEEEII0XQkpAshhBBCtDEUvSiK3XPPPQ0W0hmFTRGckdUU7SiyUpBjNC0FubqgPzIFWYpwd999t/nurrvuaryd+doRYTJF+pdffvnlJqqYNhoU0ulHzwEK/s0EoRSWGfXNGQC0xaiL888/35QzrVIoUDO6l9Y4FKZZduPHj2+S6E9LkWuvvdZEynObjGx/+eWXjbjuC99jpDl9tjnQQvF/4sSJtQrRhD7ctAmiSEohnrMMeBwUsR966CEj5HIAhsIxbT7aCtoOcaCHuQFq81jfZ599THnzOmwpIZ3lwZkJtOHxtXUhFKvpn37llVeasqCoTuGd+8GknE2F55GzDjhgQgGfAjqP6f333zfnviqnn366iRCngM5yYiJWDnRwv+uC1xDF8Ycffrhi5gJtmXh9clCCcJCNx0L/d0a9s3z5HvMocOBFCCGEEEI0HZunI2V9EkIIIYQQQgghhBBCCCHaGHmkCyGEEEIIIYQQQgghhBB1ICFdCCGEEEIIIYQQQgghhKgDCelCCCGEEEIIIYQQQgghRB1ISBdCCCGEEEIIIYQQQggh6kBCuhBCCCGEEEIIIYQQQghRBxLShRBCCCGEEEIIIYQQQog6kJAuhBBCCCGEEEIIIYQQQtSBhHQhhBBCCCGEEEIIIYQQog4kpAshhBBCCCGEEEIIIYQQdSAhXQghhBBCCCGEEEIIIYSoAwnpQgghhBBCCCGEEEIIIUQdSEgXQgghhBBCCCGEEEIIIepAQroQQgghhBBCCCGEEEIIUQcS0oUQQgghhBBCCCGEEEKIOpCQLoQQQgghhBBCCCGEEELUgYR0IYQQQgghhBBCCCGEEKIOJKQLIYQQQgghhBBCCCGEEHUgIV0IIYQQQgghhBBCCCGEqAMJ6UIIIYQQQgghhBBCCCFEHUhIF0IIIYQQQgghhBBCCCHqQEK6EEIIIYQQQgghhBBCCFEHEtKFEEIIIYQQQgghhBBCiDqQkC6EEEIIIYQQQgghhBBC1IGEdCGEEEIIIYQQQgghhBCiDiSkCyGEEEIIIYQQQgghhBB1ICFdCCGEEEIIIYQQQgghhKgDCelCCCGEEEIIIYQQQgghRB1ISBdCCCGEEEIIIYQQQggh6kBCuhBCCCGEEEIIIYQQQghRBxLShRBCCCGEEEIIIYQQQog6kJAuhBBCCCGEEEIIIYQQQtSBhHQhhBBCCCGEEEIIIYQQog4kpAshhBBCCCGEEEIIIYQQdSAhXQghhBBCCCGEEEIIIYSoAwnpQgghhBBCCCGEEEIIIUQdSEgXQgghhBBCCCGEEEIIIepAQroQQgghhBBCCCGEEEIIUQcS0oUQQgghhBBCCCGEEEKIOpCQLoQQQgghhBBCCCGEEELUgYR0IYQQQgghhBBCCCGEEKIOJKQLIYQQQgghhBBCCCGEEHUgIV0IIYQQQgghhBBCCCGEqAMJ6UIIIYQQQgghhBBCCCFEHUhIF0IIIYQQQgghhBBCCCHqQEK6EEIIIYQQQgghhBBCCFEHEtKFEJXIy8vDOeecg8TERNhsNlx22WWt9ltff/01xo0bh+DgYPNb27dvxxlnnIH+/fu32m+K9ofnODw8vM1/l9fVoYce2ua/K4QQbYXqcP89pg0bNphtPvDAA2hLXnnlFfO7CxcubNPfFUKIzo7q3PaHZTFr1qw2/c2ffvrJ/O4HH3zQpr8r/AcJ6cLvsBr81uJ0OtGrVy9TUWzdurW9d6/Tc9ddd5lzcOGFF+L111/Haaed1irCZEZGBo4//niEhITgySefNL8VFhbW4O8/9dRTZj9bA7fbjddeew377bcf4uPjERAQgO7du2P//ffHc889h+Li4krrV71eY2NjMWHCBFx66aVYvnx5rZ1pa3E4HOjbty+OOuoo/P33361yTEII0RaoDm9funod3p7HJIQQbY3q3PZFdW7/Stef71JUVFTjNeq7XHvttS2+T0K0Bc42+RUhmsBtt92GAQMGmIfwvHnzzEP4t99+w9KlS81IrGgdfvjhB+y22264+eabW/V3FixYgNzcXNx+++3Yd999G/19NggocrOh2JIUFhYaQfubb77B7rvvjquuugoJCQnIzMzEzz//jIsuugjz58/Hiy++WOl7FN1PP/10eDweZGdnY/HixXj11VfNft5777244oorqv3WSSedhIMPPhgulwsrVqzA008/ja+++spc74w4EEKIjorq8Pahq9fh7XlMQgjRXqjObR9U58L0Wa+88spq7wcGBtZ4jfqy0047tfj+CNEWSEgXfstBBx2EiRMnmv9zyhQf/hQkP/30UzMiK1qH1NRUjBw5sk1+h0RHR8OfuPzyy42I/sgjj5iIcl/YSFi9ejW+++67at8bOnQoTj311Erv3XPPPTjssMPM94YPH25Ec1923nnnSt+ZMmUKDj/8cCOoP/vssy1+bEII0VaoDm8funod3hw64zEJIboGqnPbB9W5MDMgqvaB67tGhejoyNpFdBj23HNP87p27dpK7//777849thjjZ0GR9z5gGajwZfS0lLceuutGDJkiFknLi4Oe+yxRyVB1PJtXrduHQ444AAzXapnz55m9JRRxr7k5+cbcbRPnz4ICgrCsGHDjOdl1fUsz66PP/7YjLhy3VGjRhmPM184wkxPNU6P4jq0EWGE819//VVpPUZCH3jggYiKikJoaCimTZuG33//vcEV8Nlnn22iq1kGY8eONRHTVb2+1q9fjy+++KJiyhVtSJri/0kLlEGDBpnj2WWXXcxIusVee+2FGTNmmP/zM36nMSPkLKdly5aZCHFrP7lNC57D4447zlwTLCdGCvCY6mPz5s144YUXTBlXFdEteA0xKr0h8Dp75513zDTLO++8s971p0+fbl55DhoDp/gNHDjQTPebNGkSfv31V1MevmVSUlKCm266yVjO8Prh9c176scff6z1HD788MPo16+f2S6vNUa11EdD7jULTjk98sgjzX3XrVs3E/3P6Pym3GvkjTfeMMfPcx4TE4OpU6fi22+/rXN/eQ/w/Fx99dX1HpsQoumoDlcd3tp1eHseE6EHOa89ClisNxl5d9ZZZ9W4bl374hvpyPuG1zLFkyOOOMLMXqupLuW1weud2+Pv0maA9X5tZGVlmfqyd+/eWLlyZaOOUwjh/6jOVZ3bHnVuS8MAtmOOOcZ40PM8sM468cQTzezvqtR33ZBFixYZQT8yMtJcv/vss4+ZwVEV+s8zuM66xvi7nHmenp5e677S+pXWPbze5syZ0wJHL/wZRaSLDoNVMVEgs2ClwChejoTSY4uV+HvvvWfEuf/973/GooPccsstuPvuu80IPTsOOTk5psPDCpcVrwVFPFa4rEDuu+8+8wDmVK2ysjLTMCCs9Bk1TAGSFSynMzGCmUIcOzMUH33htLoPP/zQiK8RERF47LHHTIWwadMm0zAhF1xwgUlWwcYDR7Xpg8bvscPEqGWrQ8UHP4VQ7pPdbsfLL79sxFcKpzyuuuxKWGGuWbPG/AY7We+//76phFlRUDQeMWKE8VtjpcHKwpqiRYGzsbz11lumkXP++eebypplefTRR5uKmn7j119/vWlEsdFgTfNi46GhMFr84osvNhUgt0XY0CHbtm0zliwFBQW45JJLTBmz4cNzxjK2romaoK0Kr4GGjKo3FHqfs+HG64XXHSvu2rAau9Z10RAYvc5zygYzzx3vE17/vE94Hi342xwkoJ3Mueeea84P7WnY+P3jjz+qWcnQI57rzJw500wTffTRR8219s8//1SUdU005l7jb++6666mATl79mw8+OCD5jqgANDYe40Nfv42zz2vKU4nZAOa9w297WuC1x/vveuuuw533HFHg8tcCNF4VIerDm/tOrw9j4miC+saljevZQrfvOZ57TR2XwjrRF4vHCTn9c9r4PHHHzf3C697K7lcUlKSuXZ4HZx33nlm9huvY5YVy7Dq1HpCIYD3jWVZ15jjFEJ0DFTnqs5tqzqXAy9VBWYK8lx8ofhddT0OPNcGB4PZV6RAzf2nmM5r5vPPPzfngYJ1Y64bXv/sL7Mvfs0115iy5QxwnmvWheyTWglkuR6vJw6G85rifnPAacuWLTXuM68ZDnbzPmH9zQEP0cnxCOFnvPzyyxye9syePduTlpbm2bx5s+eDDz7wdOvWzRMUFGT+tthnn308o0eP9hQVFVW853a7PbvvvrtnyJAhFe+NHTvWc8ghh9T5uzNmzDC/e/HFF1faFr8XGBho9oV8/PHHZr077rij0vePPfZYj81m86xZs6biPa7H7/q+t3jxYvP+448/XvFeVFSUZ+bMmbXuG/eDx3PAAQeY/1sUFBR4BgwY4Nlvv/3qPLZHHnnE/OYbb7xR8V5JSYln8uTJnvDwcE9OTk7F+/369au3rGpbd/369eZ34uLiPJmZmRXvf/LJJ+b9zz77rNp5XrBgQbXzwO3Wx6hRozzTpk2r9v5ll11mtvvrr79WvJebm2vKqX///h6Xy1XrNi+//HLz3b///rvS+8XFxeb8W0t6enqlz/mdus7fpZdeatbhufctp1tvvdVsLyUlxfPTTz95xo8fb97/3//+V+/xW/vFst5ll108paWlFe+/8sorZju+5VNWVmbW9yUrK8uTkJDgOeussyres/YtJCTEs2XLlor358+fb95nGdVFY+612267rdL7PP4JEyZU/N3Qe2316tUeu93uOeqoo6qdX9/7xfd6ffTRR802br/99jr3VQjROFSHV0d1eNvU4e15TB999FGN3/WlMfsybtw4T/fu3T0ZGRmVrj3WdaeffnrFe/w/36vpd61rzfe4kpOTTdkPHDjQs2HDhjqPSQjh/6jOrY7q3Latc/n9qsvNN99cbd9rWupi0aJFZp3333+/zvUaet0ceeSRZr21a9dWvJeUlOSJiIjwTJ06teK9m266yXz3ww8/rPZb1vX0448/Vuwby4tlGx8fb/ZZdA1k7SL8FibS4Kgup4FxChpHzTkSaEXZMpKGo830feMoLkcKuXBUmqOXnApkZStnZBBHIflefXDkueoUM46IcnSRfPnll3A4HGbU1heORPNZzqjmqsfhO2o8ZswYMxLKUWYL7h+jZxlZVBN///232feTTz7ZHJ91rJwqxylJv/zyC9xud63HxH3mKC6jkS04Cstj4KgrR2FbkhNOOKFSBIQ1vdD3mFsLHiujDDgF0YIj8IzUYnTG8uXLa/0uIy6s9atuk9eitdDupDFY2+N16gsjJLg9nhuOhjMinX6GjEJoCBz15vXACHPak1iccsoplcqf8Jq1ItN4rfD+YcQIp3RWnQpJGJ3CiBULlilH6lkWddGYe40RJb7wOvG9Rhp6r3EqH4+J1jWMOPGF93BVGOnBaBKW9Q033FDvfgohGo/q8B2oDm+bOrw9j8nyrWWkHKPzmrMvycnJ5pph9COn2vtee4wGtephXjOs/5iLpSbf2ar1HyPpOEOO+8drrrFtGSGE/6I6dweqc9u2zmX/kLY/vgttUGqyIq26Xl1YEeecwcCI+bqo77rh7AnafbJ/y5leFj169DDXCSPaLR2AszNo5VNTNH7VepVR9pyNRssk2v1UneEtOi+ydhF+Cx+2TODIB9RLL71kKj16VFlwuhUr4BtvvNEstU21pRjIaVCcbsPt0TuL09BOO+0085D1hSKc78OV8Du+U+Q2btxoPOA4bcgXTvGyPq9q7VEVVpb0p/QV9uh9xsYPp6AxKSUrIGtfrIaM5Y9WEyynquKpBfeJPndVRcba9rm5VD1ma798j7m14LFYU7NqO9baMoRb55SNJF84DdKq7O+///4G++tZWNures2wkUJPOp4XNgrp5+Z7jdeHdd4GDx5c6X2K6ta0b184VY/2KazsfTv6VTOoE14vVeG9wCmgddHQe40+d1WnP1a9Lxp6r3EAgmXYkGQ/bPzS9+8///mPfNGFaEVUh6sOb+s6vD2PiQI1p5HTZoxWBRwcZ4edHfSq9Xp9+2KdT07lr6kcKCpQEGLbgh3/hpYH7xm2DzhdnSKREKLzoDpXdW571bm0OqGQXR8U7BuTbJT90yuuuAIPPfQQ3nzzTTPAQMsZWrD62ro05LpJS0szYnxt9SoHVpgrjX1x9itZnzcEevXTApXe6/yu6DpISBd+i+/Dlp0RjpSyQ8KkSBwptUaSmaCQI+k1YQmMTDrIh+Inn3xiRiPpFc2OzjPPPGP831oTjsLXhG+CFUYHsHL46KOPzP5RrGW0LL2+6O9mHSvfr22ks2oUdXvSkGP2R+gtSphUkyPRFhR8rQYCE1o2Fm6PZVJVsGYjrSENj5aA+83oNt5LFJCZmIf7RA/EqomImkND77XarpHWho0c+urR15BehDUNIgghmo/qcNXh/kRrHxOj1Ogny6Rln332mRG76a3KwWu+53t+26t8OduN+U+Y84R1vxCi86A6V3VuZ4R1KPuv1rXIWQGsv1iv+uYCa68y5IDTO++8g3vuucfUr1UHX0TnRUK66BBYgt/ee++NJ554wiRIsUadOdWqIWIkp8eeeeaZZmEUDxsJTKbi2yBgxcspQNZoOlm1apV5tSJ8ORWW09U4Lc53dJ1RvtbnTYFTi5gggwsjApjY4s477zQNAmuqEqcoNUV45T4tWbLEHJ/vA765+9ye1GTZYR0LG41Vacixsqx5rXHUm/YoLQGTnDAKevLkydWiMZqLdSyMMuG9YUHLFkaC+EaOsIPPe4aNTN+yo71MTdQ0nZP3Qk2R7k251xp6fA2513h/8Nrm9MP6ptQxaoJlwQ4Gp3dyKh8jZYQQrYfqcNXhbVGH+wNMuseF554J5NiWYCe7MfWfdYy1lQPrMdo2hISEmGuKg/UNgcnaKJTRBo3RfLwPhRCdD9W5qnM7U507evRos9COc86cOWamOAd17rjjjgZvg0FxTH5a27HyPHOGA+H109B6lYNWtHah2M/r++mnn27EkYmOjIZMRIeB02Q52s7M05xCw4havsdsy/STrAqn8FjQH63qKDQ7E8wCXRU2OHxHMfk3Gx0U3Qinj9Fny3c9wpF6VlKswBsDt8XpZb7w2CjuWfvHaWt8qD/wwAPVbEeqHmtNcJ9TUlLw7rvvVhJbH3/8cVMWnJLc0WAnkpHFNR3rH3/8gblz51a8xynQzHTORl1d9h+cFsYIMvr1VT2/TRnZph8h/fV4jq0s6S0JI0+Yifz5558359OCAwFVpwNaI/W++09/Qd9y8oW+q5ZXImGZcv36ru/G3Gv10dB7jY0YNoA4FbWq52FN54sRDGzUM8M6/War7rMQouVRHa46vLXr8PaEdW7V+sYa2G1s/UeBiN+lHZtvGbFjz4g8lhFhvcf6jxHwzJlSlZrqP1o6MCL1v//9rzr8QnRiVOeqzu3odS6ty3z7t4SCOuu+xtar7AdT8GZku2U7RLZt22YGvRlgxYEXQluXxYsXmxkPDalXaSv02GOPGXGf1qGia6CIdNGhoCUFPaVfeeUVk6iQfnB88PGhyoSLHG3nA5GVAZMq8SFIWAmw8cCKlSPs7HAwKtU3QYrl2/z1118bTzX6hVFQpZ/yddddV+HnzKROHOGnMMoHMS1A2LHhg5k+Wb6JLhoCR+gp7DExDLfFCpoi34IFC8x0JsIKg9Pq2NigNQWjA+hhR6Hzxx9/NA9+dqRqg17cbDhxtPTPP/80FSOPn17fbGC1dKR0W8BzyU4gR6PZuGMjavr06Sbq4u233zZlxelfPN/sjK5fv94kD6lvyhXLg+sycotRZDzf3DaT1LC8WM41+asxAoP2KaxgWfHz2nv//fdNA47ebvQXbGmYPJTRIdxXHjunOvKa5P3B69A3+uDQQw810ehMnHLIIYeYY2SFz3ujpkYmy5T31oUXXmgaKywXivbXXHNNnfvU0HutITT0XuO+cp3bb7/dTPXk9HX6QvIeYsO6pins/A63xX3lFFcmYLIaUEKI1kF1uOrw1q7D2wvu41NPPWXqWF5DvC44yM1zawnfjYGWBCwDzmY7++yzzcAvRRxGkrPet7jrrrvM9Uthh9cJvV4pkrH9wRlXVhLUqtumEDVz5kxz7dBvVgjR+VCdqzq3I9e57JvxmuM1zFkPFNVpzUlRvKEe5r7w2JnzjPcAZzIwZwjPM/u59N33vW94vvm7DLBj2TE4jsl72Xf2tX+14H6y/8/rnPU07wHRyfEI4We8/PLLHOrzLFiwoNpnLpfLM2jQILOUlZWZ99auXes5/fTTPYmJiZ6AgABPr169PIceeqjngw8+qPjeHXfc4Zk0aZInOjraExIS4hk+fLjnzjvv9JSUlFSsM2PGDE9YWJjZ3v777+8JDQ31JCQkeG6++Wbzu77k5uZ6Lr/8ck/Pnj3Nbw4ZMsRz//33e9xud6X1eBwzZ86sdhz9+vUzv0eKi4s9V199tWfs2LGeiIgIsw/8/1NPPVXte4sWLfIcffTRnri4OE9QUJDZzvHHH+/5/vvv6y3Xbdu2ec4880xPfHy8JzAw0DN69GhT1jXt2yGHHFLv9mpad/369eaYWRZV4fssy/rOM8uF262PlJQU89ssM25n2rRpFZ/xHB577LHmfAcHB5tz//nnn3saCq8t7t/06dM9sbGxHqfTacptn3328TzzzDOewsLCasdmLXa73fzu+PHjPZdeeqln2bJl1bZfVzk1hccee8yUGa8JHuvvv//umTBhgufAAw+sWIfX5l133VWxHvePZVK1vH337cEHH/T06dPHrL/nnnt6Fi9eXO++NOZeqwqvj6rVUkPvNfLSSy+Z4+L+xsTEmGviu+++q/Panj9/vrmGpk6d6ikoKKj3+IQQdaM6XHV4e9bh7XVMf/31l+ekk07y9O3b15zb7t27m+t44cKFTdoXMnv2bM+UKVPMNR8ZGek57LDDPMuXL6/23Y0bN5p7qFu3bua3Bw4caK5bXpu1HRfvCe4v2zcff/xxnccmhPBfVOeqzvWnOrex12hdrFu3znPWWWeZ65f7xT753nvvberGxl43vnX1AQcc4AkPDzfXLLc3Z86cat/NyMjwzJo1y9wfPP+9e/c220pPTzef//jjj+Z333///Urfu+aaa8z7TzzxRKOOVXQ8bPynvcV8IfwBjjpz9LGm6FwhOhK0N2EkCCOzGRHXGBgtwgScjFjj9G8hhOgIqA4XQggh2gbVuUKIrox/zo8UQgjRIOh7WHU8lFnDOQWN0zKFEEIIIYQQQgghRPORR7oQQvghFMJLSkpq/Zz+cIw6nzdvHi6//HLj40YP87/++gsvvvgidtppJ/OeEEIIIYQQQgghhGg+EtKFEMIPoS3Lzz//XOvn/fr1MzYsTIDTp08fky2c4juTxDB7+D333GOSkQohhBBCCCGEEEKI5iOPdCGE8EOYJT4rK6vWz0NCQjBlypQ23SchhBBCCCGEEEKIroqEdCGEEEIIIYQQQgghhBCiDmTt0gK43W4kJSUhIiICNputvXdHCCGEaDc4Pp+bm4uePXvCbm9eTnPVr0IIIUTL169EdawQQgjR+DpWQnoLwAYIPYqFEEII4WXz5s3o3bt3s7ah+lUIIYRo+fqVqI4VQgghGl/HSkhvATiKbxV4ZGRks7dXWlqKb7/9Fvvvvz8CAgJaYA87PiqTyqg8qqMyqY7KpDIqj7Ypk5ycHNMxt+pGf6pfia6D6qhMKqPyqI7KpDIqj+qoTFq/TFqyfiWqY1sflUd1VCbVUZlURuVRHZWJf/VhJaS3ANZUODZAWkpIDw0NNdvSTeJFZVIZlUd1VCbVUZlURuXRtmXSEtPEW7p+JboOqqMyqYzKozoqk8qoPKqjMmm7MmkpGxbVsa2PyqM6KpPqqEwqo/KojsrEv/qwzTdXE0IIIYQQQgghhBBCCCE6MRLShRBCCCGEEEIIIYQQQog6kJAuhBBCCCGEEEIIIYQQQtSBPNKFEEIIIYQQQgghhPBzXC6X8YjurPDYnE4nioqKzLEKlUlLlAe91B0OB1oCCelCCCGEEEIIIYQQQvgpHo8HKSkp2L59Ozr7cSYmJmLz5s0tlly5o6MyaZnyiI6ONt9rbhlKSBdCCCGEEEIIIYQQwk+xRPTu3bsjNDS00wqqbrcbeXl5CA8Ph90uN2qiMmleeVB4LygoQGpqqvm7R48eaA4S0oUQQgghhBBCCCGE8ENoX2GJ6HFxcejsImlJSQmCg4MlGpejMml+eYSEhJhXium8j5pj86IzIIQQQgghhBBCCCGEH2J5ojMSXQjRNKz7p7k5BhSRLoQQomuRnQ04y6s/j6fmdWp6v6XfCwoCoqLq318hhBBCCCFEl6ez2rkI0ZHuHwnpQgghOj8lJcCGDd7/z51b+3oNFcEb8l1W1DW9Z60bHAz07+9d+H8hhBBCCCGEEEL4LRLShRBCdF5cLmbmAdasATIyAHqhxccDvl5qNY1MN/S9ut6vj7w8YPly7/4NHsysJ979E0IIIYQQQgghhN8hj3QhhBCdEwrnf/0FLFwIFBYCvXp536eti+9C8brqQqG96kLBvKalqYSHA336AMXFwJ9/evc1M7PFDl8IIYQQQgghfHG5PZi7NgOf/L3VvPJv0X70798fjzzySKtbmnz88cet+htdCQnpQgghOheM9P7nH2DePG+0d0IC0K1b5Sh0f4H7xAh57mNysnefV6zwCv9CCCGEEEII0UJ8vTQZe9z7A056fh4ufedv88q/+X5rccYZZ+DII4+s9DeFXS4BAQEYMGAArrnmGhQVFVX6nsPhqFjPWvbYY49af2evvfbCZZdd1uz9/emnn6r9LpcbbrihQZ+Lzo+sXYQQQnQOGNm9ZQuwbp1XTKdA3VEy2wcEeCPmud8U0i27l549ZfcihBBCCCGEaBYUyy984y9UjT9PyS4y7z996s44cKcebbIvBx54IF5++WWUlpbizz//xIwZM4wYfe+991Zaj+twXYvAwEC0FStXrkRkZGTF3+GcTdyIz0XnxQ/D84QQQohG+qBv3eqN5l682Cs89+3bcUR0X9gA476XlnotabjQokYIIYQQQgghyvF4PCgoKWvQkltUips/XVZNRDfbKX+95dPlZr36tsXfbS5BQUFITExEnz59TLT6vvvui++++67aetHR0WY9a4mNja1xe4xy//nnn/Hoo49WRIhv2LDBfMb3J02aZH6zR48euPbaa1FWVlbvPnbv3r3Sb1cVyuv73ILldcstt6Bv375mH3r27IlLLrmk0joFBQU466yzEBERYdZ77rnnKn3+zz//4PDDD0dYWBji4uJw3nnnIY8BWD689NJLGDVqVMVxzpo1q9Zju/nmm806S5YsqbccRHUUkS6EEKJjwkYcRWZGoNMWJSjI6znujxYujYG+63FxQFQUkJoKpKfTPA8YMKBjDg74EfSAnL8+E3+m2xC3PhOTB3eHw94Mn3shhBBCCCHagcJSF0be9E2LbIvSeEpOEUbf8m296y6/7QCEBraclLh06VLMmTMH/fr1a/I2KKCvWrUKO+20E2677TbzXrdu3bB161YcfPDBRmh/7bXX8O+//+Lcc89FcHCwEbfbgv/97394+OGH8c477xihOyUlBYsZ/OXDgw8+iNtvvx3XXXcdPvjgA1x44YWYNm0ahg0bhvz8fBx00EGYOHEi5s+fj/T0dJxzzjlGKH/llVfM959++mlcccUVuOeee8y62dnZ+P3332sU9Snif/755/j1118xmDOgRaPpUGrDL7/8gsMOO8yM4DTULJ/+RTvvvLMZleFFYl1ovjz55JPG4J8306677oo//vijlY5ACCFEi5Cby1YXMH8+sG2bf/ugNxUmQqW1S0QE5w4Cc+cCmzYBDYigELV7Qp760kK8ttphXlvbE1IIIYQQQghRGQq5jOCmBjd69Gikpqbi6quvrrbeSSedZNazlto0wKioKGP7EhoaWhEhTo/1p556ykS9P/HEExg+fLiJfr/11luNcO12u+vcx969e1f67Ywqs4Tr+9xi06ZNZn8Ydc9oc0bHU8z3hWL/RRddZDTL//znP4iPj8ePP/5oPnvrrbeMfzzFcg4UTJ8+3RzP66+/jm3sBwO44447cOWVV+LSSy/F0KFDscsuu1Tzi2cU/qmnnorvv/8ev/32m0T0rhKRzpGYsWPHmikPRx99dL3rr1+/HocccgguuOACvPnmm+aC4cgNpzAccMABZp13333XjNw888wzRkRntlx+Rr8jTtUQQgjhZz7omzd7o9Dz873ieUgIOjVhYd5I9Kws4M8/gaQkr386o9YZvS46lCekEEIIIYQQzSUkwGGiwxvCH+szccbLC+pd75Uzd8GkAbH1/m5z2XvvvY0wTI2P0dpOpxPHHHNMtfX4GQVoC2p5jWHFihWYPHmyCcS1mDJlirFF2bJlixG2a4MR27RasYiJiWnU5xbHHXec0RkHDhxo/N4pmjNAmMdsMWbMmIr/c18pvHNwwToG6qC0dfE9Bg4EULfk+klJSdhnn33qLIvLL7/cBBjPmzfPCPWiiwjpnKLApaFQHGcGYI42kREjRpiRF96MlpD+0EMPmdGgM888s+I7X3zxhfEXoneSEEIIP/FBZwLONWu8di7R0V4v8a4CG3/0BGRCGzaqWAY8/oEDvUK7qNPO5dbPltfqCclmNT/fb2SibF6EEEIIIUSHgAJqQy1W9hzSDT2igk0QSU1tYraAE6OCzXpt0R6mKGxFRFN7o1D84osv4uyzz660HgXl9oqcppZIj/amfm7BiHgK3rNnzzY+8Iw8v//++413e0BAgFnHevU9t/VFzFuENDCobL/99sPbb7+Nb775BqecckqDviM6gZDeWObOnVtp9IpQQLemOJSUlJgMwf/9738rPrfb7eY7/G5tFBcXm8UiJyfHvDLjMJfmYm2jJbbVWVCZVEblUR2VSSctE/qgZ2ZyipHXwiU4GOjVy2vh0sDGhUVp+frWa4eEx52YCBQWegcVWCYU0xmd4RPV0J7XSHO21Rr1Kz3Rk7OLKv62edw49p/v8eWwKcgPCjWdCX4+d00qdq0nAqez0imeFS2IyqM6KpPKqDyqozJp/TJp7nZauw9rbcv3tauj8qiOyqRpZcLP6G9NcbWhAqsvlMZvPGQEZr61yPzfV0y3ZHN+bgN/o/nJRH3hflv7XtPfhEGsV111FU488URj92LRmOOlGE37Et/1aefy4YcfwuVyVUSlM7iWkeS0jK5p29Z7tf12fZ/XBCPB6ZbBhf7nI0eOND7ptKG2yqTqtqz36JNOi2pG73O/+R6j4aldDhkyxAxK0KqaQj191Wvj0EMPNb9PexeWBcu6o+IpT3hbU7nVBdfld3g/0frHl8Y8kzq1kE4T/wT65vrAv9loKCwsRFZWlrmhalqHSQhq4+677za+SlX59ttvjSdTS1FT1uKujsqkMiqP6qhMOnGZsPHDDiAj05vBd838vl+J6rS3+ecf7+In1wizzjeV1qhfmVgU2NFQevCLh3H0sh8xPG0Dbt9nhz/ht7/OR8aKlu04dDQ6zbOihVB5VEdlUhmVR3VUJq1XJs2pX9uyD0t0HVRG5VEdlUnjyoQ2IIzOpiUJA0Kbwu59Q/HAUcNx3+x12Ja7YxvdIwJxzb4DzefWAFtLQoGSArfv4J3v31bA6zXXXGMcIy6++OKK96nbNXSfevXqZQJimbyU4jKtVigaMxEp7Z7pRLFmzRrcfPPNJiqcZVnXszY3N9eI1Y39vCr0OKfuOGHCBPOspe00o8hjY2PNsVHcpQe673FyfQ588j3awDAxKveZ/un0YmfC0BNOOMFsh+uw7GhZHRkZaQKDeWxMTHreeedVKksK6XThYOQ/z8MRRxyBjkwu86Y1At47LAfm3+Q12NQ6tlML6a0FI9h5kVrwwuV0jf33399cuM2FFzQfopx6UXWKR1dFZVIZlUd1VCadqEzYONyyBdiwwRt5TUuTFvBBZyQ6RfT9EhMR0JmSkrIRkJ7u/X+fPkD//g22e2mNa6Q5DfDWqF/j1mfitdULK/7+aNTe2H/1PGyKTqy03v577tqlI9I75LOilVB5VEdlUhmVR3VUJq1fJs0VuFq7D0t0HVRG5VEdlUnTyoRC6+bNmysSdDaVo3aJxOET+mPBhkyk5haje0QQdukf26p2LjwmDgRYz5mqf1vMmjXL2DAzYaYVZUyhuKHPJ0a107J5t912M2Lp2rVrTUQ6E5tSgN5zzz2NeE0R+bbbbqvkUe6LNbDI6O+afru+z6vCAZD77rsPN9xwgxHImVz1k08+MVHkhGI8z6nvthgtzSh2vsflq6++MuI5fdD5+8wZSQtrXg/k/PPPN68cNLjxxhuNBzo95323aZXlaaedZrbNsuKAQ0PyT/obHo/HiOg8B77+9/XB+4jlMHXq1Gr3UWPq2E4tpPOCtbLYWvBvXjwsPF6cXGpah9+tDV50XKrCB0JLVgYtvb3OgMqkMiqP6qhMzJwlb+R2+ahqQGkpAvjMqjJ9yS990JOTgbVrvR7gTNjSColQKKJ3KiE9MBDo2dM76EALnLQ0YNAgr6jewHuhJe+b5mynNerXyYO7V/KE/HXAztjjghexPWRHw5Kfc72u7pGu52dlVB7VUZlURuVRHZVJ65VJc7fRVn3Y1tpmR0blUR2VSePKxLImoejakCjouuDXdx/cDW3Fq6++WuffvoN9XCiiU9TkMTfmWCma12TRzMSmf/zxR4O3M3369ArrkKZ8XhUK1XWJ1RsYPFaFv//+u9LfTEb66aefGi2ztjKhZQyXmqi6v7R16cjWLu7ygRbrnmgoXJffqelea8zzqFML6czO++WXX1Z6jyN9fJ8EBgaa6RXff/89jjzyyIoTwr85GiaEEH4LK0P6eBUVeRcK5xRSs7O9dh/82/LBnDOHvScOmwNRURxG93qNc2Gkd3sL7DwWRlSvW+cV0rlPFIE7k9jdFrDcmIB0+3a2vrwWOBTUu3f32uJ0USiO33zYSFz4xl8VnpC+IjrfOX9UMFxlpXBwUEIIIYQQQgghhOjoQjp9fuhpZLF+/XozUsPpGX379jWjV1u3bsVrr71mPqcP0hNPPGH8gs466yz88MMPeO+99/DFF19UbIPT22bMmIGJEydi0qRJeOSRR4yJP6c5CCGEX9h2WEK5JZrTz42COd+jDQoFdYrRFJ4pBHKhWM6pXKmpAKd8cR2K1UlJ3nUprHI9Cuy0AWHGcX6HYmxbCuycQsVR+E2bvPvVxKSZwgeeSw6aMDJ9/nyvuE5Bne91UQ7cqQeePnVn3PrZ8kqJRwenb8JNPzwPW+AxWN8zCH1HjTIz1oQQQgghhBBCiKp0KLVi4cKFZlqGheXxRiGcWWyTk5OxiWJMOQMGDDCi+eWXX268gnr37o0XXnjBJDKwoEF/WloabrrpJpOcdNy4cfj666+rJSAVQohWt2LxFcwplnNhdDnFci6WAE6h2RLMKZJzGlJNEcdWBmsK41WTSPEzbpO/l5XljV6uSWBnBDtfLXGdry0hdPMYN2/2RqEzkr5bN++2RcvAQRBalLGcOVDBARXL7qWLRl1TTN9vZCLmrkk1iUWnT56AqMNvwPj1f2P+B4Eo6hGHtW43+o8cWeE3KIQQQgghhBBCdEghfa+99qrTi4hiek3fWbRoUZ3bpY2LrFyEEK0Kn12WcG1FllNAZkQ2BXNLLGcEOsVsCqGWWM7Icr62pNUJt2XZu1TdT8sWpiaBnUttEewNEdgtH3TOLsrMbDUf9Jqw6o/s7GwEOhyw0SPN8kqr8n+7zdZozzW/hOeG4jntXhYv9pb94MEAB4u7oN0LbV6YUDRjhQdThnTH0ntuwzfX34Xbpp2H83Lc2HnJEqz1eNBv2DBE8xoXQgghhBBCCCE6opAuhBAdAgrklk85BXOK5bm5la1YiK84TVGawl1725pwn+oS2Ln/FGWZpJlR7RSaGRFfVwQ7P7d80JlIlOJ8G/ugl5aWIpVWJ2Ag/GbYy0V1iuX1LRTTmZjaSu5j/Z+vLC+K7lbiEmt939eK//uI9W0u0Ft2LzwHTLZDu5eBA73noQsz4tD98F6yB1u3OvBorhtvBm+Ca8UKE5ned/Bgk/G+MZnghRBCCCGEEEJ0XiSkCyFES8BIckZYU2CmUFxQULMVC8VM/t3RxLm6BHYr0p6+7Tx+a+aQr0UMxXRGQ5M29kHPzc3Ftm3bkMPBjbg4k+3c4ROlXmnhe253xd9uj8dkjC8uLq74nMdnfe4LBVfrvbqEeUIhPTQ0FN27dzeJr9sECv+MRLfsXniu+vdHVyY4OBhn7jUIv76zClvKAvFaZhhm2nORs24d1rvdZgCmR48eEtOFEEIIIYQQQkhIF0KIJkPRlOIxo3y3bvVGahNGZffs2WbR1u0KBUaK5VxqEti5sIw40EAblzb0QS8tK0N6ejoy0tONAE4Bvfru7xC3W5KaBHqWibtcpHe53WbfCouKkJiYiIi29OS27F44U2LZMq/ATssdDnZ0QXr074sLBv2LtJfewkXz3sfCK29EP14bAQHY6PGgrKwMvXr18s5AEEIIIYQQQgjRZZGQLoQQjYXR5hkZXvGcrxSLKYQyuWN7W7P4o8DOKPw2JjcvD6nbtplodEZ+M+rb1Ya/3xCBPjgoCHn5+di0caOJTI+Li2tbyxcOLPD3OABEIb2LwsSikyYMRuoTSQhylSL5pwVIuPhERKamwu50YrPHYyLT+/bti4AuOtgghBBCCCGEEEJCuhBCNAz6mtO6hbYttMSgTQhFYnpPt2GUtagbRg9nZGSYaG/askRFRfmtLQf3i5HoRUVFSEpKMq8U1IOqRveLVj8P8X36IPXC03H1V5Pw/pA9cXZWGU6P9SAsKclEpqfYbOba6t+/v86PEEIIIYTwGxjwQSvKtoAzNBVYIro6EtKFEKI2aE/CaF3LuoUWJRRlad0SG9vxfM47OXmMQk9NRU5OTkUUekfx6WaDlAMAFNMTEhJqtKERrQcHXKLHj8bAbDuQbsNrSU7sFRuCvtEehG7ahO4BAUgtH6gZMGCAub6EEEIIIYRobxF95cqVKCwsbJPfCwkJwbBhwySmiy5NFzDwFUKIRsJo802bgHnzgDlzvD7S9PimdUuvXl4bF4nofgMjMCigb9y4Efn5+UaE7igium90R1R0NIqKi7Fp0yaTHLWtIkuEt/y79emDif3CMCmoALbSMiz68Ge4g4LhjohAyIYN6F5UZAZp1qxZY16FEEIIIYRoT9hfoIjudDpNcE5rLvwN/lZj+yi02rzsssvQr18/I8TvvvvuWLBgQaV1zjjjjAprTLbLY2JicNBBB1V8XlxcjNNOO83084YOHYrZs2dX+v7999+Piy++uEH7w3b89ddfj+HDh5vjYr6qfffdFx9++KHJZUX22msvs89C1IQi0oUQwrJuod+5r3VLSIg3QaasHPyWgoICIzpnZ2ebhllHtt3g0AytXthQTE5OrohOZwNPtD7R0dFI6tMbs7YtReyz92CnbWvxQ6QHAw+dBrjdCF67Ft2GDUOG3Y7Vq1cbmxf62gshhBBCCNGeUORui0Aizs5sLOeccw6WLl2K119/HT179sQbb7xhhOvly5ejF4PUyjnwwAPx8ssvw+12G/E9Pj6+4rPnnnsOf/75J+bOnYuvvvoKJ598sukDUnhfv349nn/+eSxcuLDefdm+fTv22GMP03e84447sMsuu5iy+/nnn3HNNddg+vTppk8gRF1ISBdCdF3cbq9dS1qa17qFUaZMvkhbDQpkijr3WxgJkZmZibS0NNOgY3RCmybqbEU4GMAGXVZWlhHVLasXf/V67yyw3ON69oS7ZxLSx01A2m8Z+CQvAmeWAtEREbC73QhavRpxI0Ygy27HunXrzLVHX3udGyGEEEIIISrDCPb//e9/+OSTTzB16lTz3i233ILPPvsMTz/9tBGzfdvijA6nkE4bRV+ryxUrVuDwww/HqFGjMHDgQFx99dUmJ1a3bt1w4YUX4t57722QNeZ1112HDRs2YNWqVUbUt2CU+0knnaQAJtEgJKQLIboejDZn9DnFcyYQLSnxiuc9etDjoVmb5nQwRkkz0SXFULM4HBLaWrhBxggERhSwsdMZ/cQtq5f8vDxs2rwZ3eLjTVQGryfRejDCPDUxEYlHTsc5ow/DYkcMija78N+BpXBHRcGRlYWglSsRM3IkcoKCTAQMvSnZEO8sAzlCCCGEEEK0BAw6YQBUVYGaM4l/++23Su/99NNPJkCFti5Tpkwx4jiFcjJ27FgT0c5+4DfffIMePXqYvtGbb75ptn3UUUfVuy8U6N955x2ccsoplUR0i3DatwrRANQjF0J0TeuWggJmeWwx6xY2EpjsMmv7dvPqdrmMGGotnGoXxKSSlrheZRFoUOMnIzMT6WlpKCkp6VRR6DVhK2/Q8VhTUlK8Vi+JiQhRpESrweiX6O7dkZOYgJn5qTg/LRrfZDiwf7wLEyLdcMXEwJGebsT0iBEjUBASYjztKab36dNH97IQQgghhBDlREREYPLkybj99tsxYsQIM9P27bffNhYtgwcPrmTrcvTRR2PAgAHGQpGR44cccohZj33ps846C0uWLMHIkSONgP7ee++Z2bs33XSTEeBvuOEGI5IPGjQIL730UiXLGAtGsPM79EYXojmoxyeE6NzWLdu377Buyc312rVERbWYdQutN5iwhNHRjES3OxxG6HQ4nUZM5wi8y+024rpvgkJGqFMEZsOA4hunslFsZwb0qiJ7ZxaLG0phURFSy6PQA4OCEMVz2EXgdcHrgF5+lpgeHRWlWQ6tAMuUjfP0uDgMzs7GUcUF2LR8AxI++h9KbroUgcFBcHFmQGqqEdMxciTsERFISkoyg2lMotTREt0KIYQQQgjRWjCSnEI4xW32fXfeeWdjo0LPc4sTTzyx4v+Wfcv48eONSL7PPvuYPvKTTz5ZabtnnnkmLrnkEixatAgff/wxFi9ejPvuu8+8RzuZqliJRIVoLhLShRCdj7y8ytYtTIoSEdEi1i2+9i0UNrlQTKd4VtXH2opGr20bRmR3uUw0K4Vij9tdUcFbIjtfuW0T0V7unV116cyCKqPQKZ5vS01FSXGxidCurUw7M7wOIqOiUJCfjy2bN6OosNBMdVQEdMvD+zgiNhbZ27fjgox1iPz0fiTmpmP2m59j8NnHmHXKWPblYrpn+HCTlCg1NdWI6UxCyumqQgghhBBCdHUYJc5knvn5+SawjLYsJ5xwghHLa4PtaQa3rFmzxgjpVfnxxx+xbNkyvPDCC8Yv/eCDD0ZYWBiOP/54PPHEEzVuk30nttn//fffFj0+0fVQD1wI0TmwMogvWcJ5W14f9NBQb+R5C0WIUvRmBnEKu7nl9i30ZKOXdWOlbIrfddm6UEBmJLurrMxEIbPhwfcs0dwS2itsY4KCqkWzezp4JDuPm+Iky5vHRiG58w4Z1A+PnQ1EDrzQI57lw4Q8Em1bFt5b9GdclZ6OmIR4rDz2ZPzw10rcP+xwPFhgw8BQj5nNUiGmr1oFjBhh/Bw5XZRiOqelymdRCCGEEEIIL+zHcGF7mT7njB6vja1btyIjI8OI7lVhH2jmzJnGH519YfbRrWA09pP4d21tfEa+M0L+5ptvruaTzhnk7NsrUEnUh64QIUTHpqjI63m+fr33b0ahR0cD8fEt9hP0qOboOSt9Y99itxvxsjUrWf4GF3qqV4XNBIr4FNbLXK6K0X2rAUGxnY0KDyO3w8ONGB0RGlphH+PvEew8DhOFXi4W01uvK0ah14YZVIiMNOe8qLgYiQkJJrrC389rR4LlGRYVhdzCQgzaeQieGzIdWdlOPLTRjceGl8DOorbbjZgekJoKD8X04cONmM5rl9EzjKThdoQQQgghhGhNGMjhr79B0Zz9u2HDhpk2MiPI6VNOaxZLwL711ltxzDHHmCAheqRzHXqoH3DAAdW2R791RqDT+oUwMSnX5/YYjc6/a+POO+80djG77rqr+f/EiRNN3+rXX3/F3XffjQULFqj9LupFQroQomNCv/PkZGDzZiA72xt9Tjhq3QKR2JZ9i+V/btm3UNRtb89yanhWNDor/tpsY0rpEQ8YIT3d4zHrUkxnpCwHAjji7m9+zixn7i8HLThQ0ZRo/65k9VJYUIDNmzeba7V7QkKNAy+i8fBe4fTPDdnZxublcns6/spNwNI8O75bn48DBoZ5V3Q4UNq9uxHT+f/ioUONmM7nBjsK9EzntFQNcnTA5NSEOTa6dWvvvRFCCCGEqBH2B9mvKywsbBMxnb/V2AAnWqH+97//xZYtWxAbG2sEc4rYVj+W22Mi0VdffdX0uxkpvtdeexlhm31XX5YuXWoSjf79998V7x177LFGHN9zzz2NWP/WW2/Vui/8/Xnz5uGee+7BHXfcgY0bN5q2++jRo3H//fd3qTxcoumoxy2E6Dgw4pqe54w6T0oCCgq8iUP79vV+xveaCQVojopTyOWrqxn2Le2FZRtj7S+jlyn9l5WWmghvHhexLGF8hfWahPk2i0LPzjYJRdkQ5D5pWl3d8PyGhoaitKwMaWlpZhAiISHBTJkUzYeN6uSwMOR364bErFW4IC4X8W+8hkP//RUbHnwEUQkxO8R02rwkJcFjs6Fk6FDTCOd9tnbtWjPFlNNSJaZ3ELKygOXLvf9fuBAYPBjo16/FLMKEEEIIIVoK9t0oHtdmZ9LS1BbIVRf0LedSG+yHMmrdgrOuGZTCPmxVdtppJxOxXjXA6KmnnjJLQ2A7nSI9l9qgMC9EbUilEEL4Pxxdp+85o89p48KGQkxM5UjBZmbhpn0L/c8zs7JMlC9Fr+CQkE4T4UsJj40eq+FD4ZpRCxStedw8Xn7GY6aITVE9uNx3vbVh2TMKPTMz0zTOOtKghT/Aa5QNQp5Hiun092a0hYTb5sFBCpZjCgd24uJwRGYWitPWIqooH3/NXoS9T5m+Y2Wn02vzwkE+pxMlgweb+4j3FyNdeK/16tVLFkX+DOuVjRsBds5oGUaCg4F//vHWO0OHeusc3VdCCCGE8CN8+3hCiNanw2Wie/LJJ43vKEUe+hr98ccfta7L6SAUEqouhxxySMU6Z5xxRrXPDzzwwDY6GiFEnRQXA5s2AXPnAvPne8WM2Figd29mK2kx+5bklBSsXbfOWGSUlpQYAYwWLp1FRK8JSzhn9DJFWMuHPD8vD0lbt2L9unXGmmL9hg1IS083yVUZ+dwaXugUGtPT0xESGmr2RzJV086nFbXBaZNM0MNIaNE84uLiYA8IQGFCApweNzLPOw8nnnQXbh16MOZur9KECgiAKy4OgRs3IoA5G9xuE2HDa5rPlg0bNuic+LNVGKcIL15szmN++bTebfn5KE1I8NqHsb25bJl3JpQQQgghhBCiS9KhVKJ3330XV1xxBZ555hkjoj/yyCMm+cDKlStNBF5VPvzwQxPpaMGsv2PHjsVxxx1XaT0K5y+//HLF31V9mIQQbQytR1JSvNGBFDAomicmmkjPlsBVnqCT9i2M4uXfvO+7ciQ0hVhavVie6RS5KfpRWM/JzvYK74GBCC0XBk3EejOymnPbVhQ6p+N15bJvSSjccoCEAxO08WHCHg4MiabBwQkmHMp2uxEcH4/ejiz0i+yBeSnAIxsDMDaiGKE+QeaeoCCUxcYikEK63Y7SAQPMs4XXeEpKiolMZzCA2hl+AvNI0BLs339NveNOSEBGbi5S6HkfGWmeUYV5eYjv1g1RAQGwM1o9Lc0bnd5C+TiE6FTBDyQnxxv0oNkbQgghhOiEdCgh/aGHHsK5555bkd2XgvoXX3yBl156Cddee2219Tkl25d33nnHTNWuKqSzQ0uxoaFw6jwXC/o3WcJQS0SbWdtQ5NoOVCZdoDxozcLEbkwgyoVRf4yw7dVrh1hRnjyzJqzEmqV1rVNaaoRzRkFb9i1BISEIKReDa/9mx8RyymuSY57NBkdgIEJ8hHUOTG7PzUXG9u1w2O1wBgSYZyoXPke51Cesczs8B/T05myA0LAwE/nv9vfy6EDYnE6ER0WZQZD1mzYZETA2JqbGJLml5ZZIZrZBCz1PmvNcau361Xf/Gro9CukcmChMTERoZiZO61aInzLDUZiTjwVf/oU9DptU+QvBwXBFR8Oxfj1c9E/v1cubHLZcmOV9xCSkHPTwFzplnVIfhYXA2rXeWU/BwSjp1g1p5YmO+ewjYZGRKCoowMZNm0xy3/i4OITwe/RO58yoAQOAiAh0BbrkNVIHKg8fGLS0bRtKOYDIMpkzh9N5gJ49vYK6Hz3rOvp10tzt+GMd29lReVRHZdK0MuFn7EfRP5xLZ4bHab129mNtKCqTlikPrmsFDFa13GzMM8nmsfbAz2HHk2LNBx98gCOPPLLi/RkzZhhR7JNPPql3G8zEO3nyZDz33HOVrF0+/vhjE4XJxGLTp0832Xs5nbs2brnlFtx6663V3md2YO6jEEII0VXhAMnJJ5+M7OzsGpME1UVHqV/Xb8zBydddiriCbHxw230IHj24vXdJCCFEJ6c59WtHqmOFENVhsBKDP/v06VMxg1gI0XhdmZab1kzhptaxHUZIT0pKMom65syZY8Rwi2uuuQY///wz5tM/uQ7opU47GK43adKkalHqAwYMwNq1a3HdddeZafBz586tNSlYTaP5fKAxYq0pjZqqcCTku+++w3777aekEeWoTCpDH+/vZs/GfiNHIoC2DWz8MilaR5pmzggmTpFnNGBWlncKMBOI8jiaACPRv0tJwX6JiQiw281oI+1b+CDMy801Ebcmajo4uMtYiDDyeoXTiRFlZWjtFIcsb1ZMZaWlcHs8sNtsJmI9LDzc2MEwIpf2WjwnfOa2x33cluXhT7CRYJV7Aq1efPILlObn47vsbOy3114IaKFONOvE+Pj4JnX0W7t+bWp9wsYWPc6Z3jhk2TKUMUr97icRv2U9Hj3mMszafwAcNTxY7EzkW1KCkmHDTDJSwmYXj4sdor59+1abPdcedJk6lvXOunUAI2c5EyY21iSYTk9LM88wPq84U6m2ZwWvTVom8V7iNR7p8cBGf3XOahw0yBt920npMtdIA+nS5cHEvGy/bdhA30xvuy06GqU2W6V2mJlpyNmFtOjj/zl7g5ZI8fEA8xB0pDarn1wnzalf/bmO7cyoPKqjMmlambD9QQHQyhfYmbFmMDOHF9tlQmXSUuXB+4h9OtZ9Ve+jxtSxHcrapTm8+OKLJiLdV0QnJ554YsX/+fmYMWMwaNAg/PTTT9hnn31q3JZlYdDa2ZKVfbk6KpNy70n6tLI8li71dlZ4PfJBwI5JdLRXWOdUWr76W8LM/PzK/ufczxb0P2cHLzcnx3hvc1SRD9bgkBBEtEBy0o4KhaDWFo5p9RLAa7C8QqLvvLHSycrC9vR0cx7sDgdiIiPbvfJvi/LwJxxOJwIjI5GXn4+kTZvQrVs300gwVi/l54L2Oi31bG3Odtqqfm3sNllmtGUp4vMkPh5BaWkIvvgcHLc6Apm2IPTZVorjEmswDYqIgD07GyGrVqHY4YCrXEyneM7GGhPtcgCK2/eHTlGnrmMp+NELnfVP9+4ocTqRmpJi6gpec8E11BFVnxWhQUHG7ooDU0mbN6MgOhrdYmMRwm2zPhs4EOjf31snd1I69TXSUBjBRIsflkd2NgKYp6mW4JtOBadOU0DnQBSTv/M6oDButd/Kp1azXWrapoTiOReK7xx0WrXKO5jFQSda9/G1C9gjtdR909xt+Gsd2xVQeVRHZdK4MmHfyvSn7PYa7Ro7E5ZVh3W8QmXSUuXBdU3utxrutcY8j/xMYasddvoZIb6NDTcf+Hd9/ubs8DDy/Lbbbqv3dwYOHGh+a82aNbUK6UK0C/Rs2rwZWLPGG+FDAYwerVaUXVGRN2kaBWrCBwGFGY6mUVynSEBhnUtbTwez/M+5f1u2ePefHSfufwtUBIw2z+M2abmwfj3KiotNtCdnl6iiaR/4vOZiiYMcNW5vAb0rw7KPCA83kWjJyckoLCw0dafujobB65htg61btyK8Vy840tIQHRaIswbY8cAG4MWtTkyNcSGhBv3UHRUFB8XalSu9Ynp51DIjHXgeNm3aZET6hIQE8xv+IKh3OtGTkbMcgKaY16cPcgsKkLJ1q2kfMpKlthmItd1LrFs404N+6twGB0ZiAwMRsGwZwESlQ4YACQmdI9mix4PClBRklA/gZ/3xB6J79kSgNWjfiQcNKtovFM0ZBMAlM9Pbnilvc+CPP7x+4H36cMTNWyadsQw4WEQBnTlseL80NgCC3+E1w4VtVg48sU/HYAqWGwV5lmNnv56EEEII0eHpMEI6faAmTJiA77//vsIjnaMQ/HvWrFl1fvf999834sGpp55a7+9s2bLF2A/0YINOCH8hPd0rAjCSzkrASVGaUCj2iQSu6PSwo8Lpm/wu1+WonSWuU1SnjYplC8OODN9v6U4/RQt2vjgAwH3nYAB/l9N6mwHvfU7LoQhFESO/oADFPN7YWHjKBSqJtv6Fzod/YCWEZW4RRkLH8RkgGgTFUg7eFwYHw9m9O5zbtuHg7oH4Js2OXn/NQ97sP9H96nNhs1e/1imeO9LTjZheNGIE3BSTaBMTEmKEcz7LGJ1OQb179+4S1FsKinWMQt+61dQPrtBQ08ZjsmNaUEVFRzfZ6ov3UVRUlKmLODiVGx6ObnFxiMzJgW3BAm9kOu1eOqiw6s7PR97Gjcj5918UbNqEYg7WjxiBbb//jjyHA+HR0Qjv1g0h3brBxsEhqz3R0cV1tiUs0ZwzANmGoWjO42fbiu0otpnYlmH7iiIw1/vzT2+AABNsUmTm551hIJ8DBwzQ4D3E4+fxNjcYg98vn51jypbiPNuJlvULP+M11RWi/IUQQgjR4egwQjq54oorTHLRiRMnGouWRx55xIhoZ555pvn89NNPNz7qd999dzVbF4rvVROI5uXlmYQrxxxzjInMo0c6PdcHDx6MAw44oE2PTYgaYRQUI4C4UAhnB40RQPVlJqZoyY4sF19/J0bmsTPITh+j5tgpsqxh2Pllx48dGaszzM5iUzqC7Ihy+/Q/5zRg7g/vvyYKQ4xmpuhHsYkL/bAonLtdLmMXEhgQgPDyqcEhXcgDXYimwOjbyKgo5OflYSuFxsTEisznonYYhRwdHW2sQELKo9IdJcW4PiIdO396PwLdZZj98wQM3ntCjd93xcfDmZbmjUwfORLu8mcWB5nouU1RvaqgTsuXmqbhi3pgHUlhbuVKbz3aqxeKXS6kbNliBpE4SNFS5Wpti+3RTVu2mGskPiICIZw9xnpw2DBv3d0RRFVacm3bhtw1a5CzahWKMjLgcTrhjI9HSPmgW8jAgSY4JTc/HwGcoZGaiqigIJMLI8CymeNgvSWuW7Ph/PE65nVCIZeiOW1HKBrzle+xvcRzxnaQdTy+59Bqh1FYp/DLZ2hennfWIK1L+B5n3fHVH4+9Plg3UEDnfcSyYABEawzuWe1NlifLnkEjXDjYyPLj77Idq8F4IYQQosOwYcMGk4dy0aJFGDdunLHO3nvvvc1sTraVOzodSkg/4YQTTBTRTTfdZBJ/8YR8/fXXZjo04fToqjYOK1euxG+//YZvv/22RjFhyZIlePXVV03HqmfPnth///1x++23q+Mq2hd2KBihw84EO3bsSLSExzdFeHZsfaNQGTVOcZ0LBXur89gU33V2RjlV10ogyu830f+c0+YLGXVeUGAGvRj1R89ty9OKnXbf6fg1uBMLIWrBVi4MF3CWSPn91saGTx0OPnsYKc6I5pLISDi6d0dASgoS+yTg1wOPx9LtbrwTMRHPl3kQXssjr4xiempqRWS6x+e57iuoM7+DJahbli9qlzQQ1kP0YaYIWG4hRj96ziZgufK6b4yVS2PtXjjQwjorPi4OMbQZY6Qy68XBg731qb9BATg3F4WbNyN3xQrkbdlios89kZEI6t/f5FjwrWN5rByw5sLjzS4qQlZpKYIdDkQHBSHC5UIIo/I5iM5ts6yriutsR/Dvtr6m2c6xos1pz8J2CkVzK/ki94ftHHqeN7bdQqHX8gNnMAHbbmzHWbMI2VdhW8rfBWEOBrANx4XlxSCItphVwXYn7w8ubIdSyF+yxBu9zn1gGbbVvgghhGhRzjjjDKO5+c7y3GWXXXDfffeZHIWtJd42hFtuuQUff/wx/v777xbbj654frdv327K0YLJPDljk32YloTBlQyofvPNN7F69WrTdxo2bBjOOecc40BCnaim/enSQjqhjUttVi4c5agKC7W2SDt2Vr/55psW30chmgWjxdeu9XZi2Pns27d1O17s5LJD6yvUU8ivyXedHRoryp3R61YkEe8xdhjpf85OWBP8z2nXwig3Y9dSUGCiZfmg5P3LKfS0dwoJDVW0uWgSLg/wd64di902lNntGBfhhsPWfvuyJNeOzFIgNgAY0477YgmKikhvGLTyoKc2n1EBPXuaCHNbcTF6n3E0blkWiOQiO57fUobL+5fVvAGbDWXdunnFdCYgHT4cHgp3lVaxISwszDQMKfyyU+Br+SJBvRasemjFCm89mpgIl8OB9G3bTBAG4UyM1rzVfO1etiYlISciAt14zWzeDBttQOidTi9tf0iuVlwMd1oa8lavRt66dcjPyECx0wlHXJxJvNoQOy4eL3Mv8PlRxPwLqalIDwgw1y+jjTi4YDoabEsw2pjnge0LitQ1ietcWirqmWIsRXK2SbjQooX7wBkK1j7w99ie4T3Vku0stpUonPN3eC3SXojtOgr0FITZqWzrXDX1wbJi9Dnbexxo4Hmx7FfaGp4biuZceO1wUIJtUV4nLFcGaHD//OE+EkII0SAOPPBAvPzyy+b/DIq94YYbcOihh5pg2I4AA/o6WnLc9txnh8NRby7LxkJtiM4hixcvNvkvx44dayy5//jjDzzwwAMYP358gwdQmksHmGcqRBeBkaGcDjxvnrcjww4MO1vtEb1k+a4zeooPQHb8KYzzb35GQYBJ1ebPB377DZgzxxsByI4hhf+qU6DreBhmZ2cjOSXFWCtxYWW6PSurIsKPogQ75awEJKKLpvBLph0nLg7ClSsD8dpqh3nl33y/vfbl8pWBuH1doHltr30RTWsU0m6Fzy5XVBTKEhLg2L4dQXbgin5e8fzTNAdWbsuvfSN2u1dMT09H4KpVsFNoq8GuyxLUaUtHoZKC+vLly5GUlGR+X/hAsW3pUmDhQq+A2qcPitxuk/eG0TCsP1iftFUdQrsX1l0FtOpJScEWm83sDxYv9u4j69D2gPuQkYHSJUuQ9dln2Pzhh0j66y9ksP3Rty/C+/UzFi6NzWlhRalTPA8MCjL2a5xRsW7dOqRmZqLQ4YCHoijbEWwjUFBme4HCNu136CnPtsSvv3rbE8uXewfmKaDy3DZkEIVCMIV6JpZdtAj45Rfv9pgM1BpcoWBOD27uA+122KZpjfwwFmwH8TfYhuIrrX6sdhMtYLhP7Q3LlyI/y53tOna4WT7+kj+D54fiOfeJ54/t47lzveeW1w6vkfrsDoUQorNjzbbyDYyxcn5Ys66qruv77GQ7gO9VrXNrWreJMBCEwioXip3XXnstNm/eXBHsQP755x9Mnz7dtH8HDhyI888/38zy8w28o4Dau3dvsz3LocKC0eiEgirbJnvttVdFwC2toa2B/ilTpph2yiuvvGKsninMcn0ufI/w/08//TQOP/xw870777wTLpcLZ599tvkdBuUyaPfRRx+tdJyMhqatNLfLPgNzt11wwQV1tt35m9wvRlAPGTLEtCMpGLN8fPnyyy+NzTU/Z/nwNzg70KKmfSafffaZmQHA7zEo56ijjqr4DgMZr7rqKmORze/suuuulQKUrX1jAPKIESNMe/rAAw807Wsrop+zDT755JOKMuT32W/h/+uK9KdzyJ577mnKkhHsl1xyibFKrA1Gov/yyy8mT+ZFF12E0aNHm3I4+eSTMX/+fFN2bUWHi0gXokskE2Wny9+oy3ed9jANiJLkg94kCS0q8tq1FBZWVCqMOOfDnRFuQrQUFKhvWlt9JD6tFOb921CKqbHuLrcvounExMR4o8ULC+Ho0cMkHbUVFWF8ZDCOD0zDvu88i8HZySh95F4EBNbyPHM4UEprGPqsZ2XBHR4OV7ducEVGer3TfZ6DVSPU169fb2xKLMsXPju7NBQnKaixI5aQAE9QUIWVC2c4cQZBS1u5NASeN0Zrl9LuJSMDeUFBiI+ORsy2bXBS/GMiUiYkbYuksuyEpqejkNHnW7YgJysLBQ4HbJGRCAkLM7YsLUWA04mAiAhvlHpRkRn44UAGzwMHF4y1Tk02c1YOFyty3crhwvJh5DgH6HlvMIqd71EYqCkhKDv7vCc404Pf8Zf7w7K6Y3uJ+0zbEu4j36O4z8CJtmz/sO3FTjBFdNrc0FKltWdANgful3XNsAx5nXCAhG1nnmdG+lvXiBBCdDWs+pRtIms20f33AzfcAJxzDvD88zvW5WA260xaurIdQp58Erj8cuDkk4E339yxLj+nTsFghVGjWmx3qQO88cYbJjehlceQAirF48mTJxtRlELsZZddZtwoLHGbovWDDz6IZ5991ojlL730khGNly1bZkRURiZTMJ89ezZGjRpl2sjUHyhsn3vuuXj77beN9sD12E6jdfTSpUuNGM/vELZVLCgS33PPPUbApUZBIZ8i/vvvv2/2e86cOTjvvPNMVPTxxx9f8T0KvdQ1LEGZOR25viVs1wTb+Pz8tddeM/tNofjEE0/E77//bj7/9ddfjSDPMpg2bZoJQORvk5tvvrnWff7iiy+McH799debbfP4KchbsHwZqPPOO+8Yq+uPPvrICOUc1LCEae4bI75ff/11Y6V96qmnGvGd9ip8XbFihWl7WzMOaN3D9l9dcP/5O3fccYc5jxxQsdxHrO1Uhb+37777mnPPc+EL25ptGX0vxUoIf0wm2pHg/tayz9Z0bwrmrBxZaXKKER98FDY4khwcEqJIc9FqFiqPb7Iq1KpXGf/24InNAZgSU1yvtYrbA5R6gDIuRSXw5OaizOZAQWSMea/EA4RuWA9bXj4yevdHQVgESqnnZGYgYfkSFASF4r5ue1T89lFLf8DShEFY3a1fo/dFtC9s3FLA5uyZsPh4lCUmImDLFvN6OgNdty5HRFE+3p67GlOnjah9QxTTExNhKymBPT8fzlWr4HE44A4NNV7q7uhouCMj4SkXAn0FdT5PKaj7Wr50OUHdmsXFyF7Spw9cHg/SU1ORSsudNrByaaiwHGnZvaSkGLuX7oyQX7YMNnqnDx3qFVNbWsCkUJqRAXdSEvI3bEDetm3IKStDcXAwAhISEB4U1OjI80ZHqYeEmIX1PmefMcEUr19j+8KErL6DCHXlcKFgTrHcN0E6zz/Fdx6Dlb+lgbPh2hUOWtAajwuFDEbec1o7I9YpZFMAac1ocJYZBXTeOyxTCs/+LKDXVoYsLy68zumnznuJ1wHLjwMTFGZkgyWEEH7D559/bgbTCduxFJ/5npXj8K233jJtJYq9bDv07dsXjz32GI444gjce++9JoCEYu5//vMfIzATvv/jjz8a0fjJJ580EeCEorVlK8LcNWyD0EZmEIMYABNZbWFs6JzOGm1IGOlMEdwXRoFbMDJ97ty5eO+99yoJ6WyTUxxmm4eCPqPor776apOLsWpORwu2lZ544gkTEU4Y5c39tAYH+F0OLMyYMcNsg5HYfO+aa66pJKRX3WeWFRff/aYlCmFfhqI1XymiEwrjHFjg+3fddVfFvj3zzDMV5Tdr1ixzTFb58Xwxsr0xVi533303TjnlFHNMhKI9zzcHCRhVz4GIqtAT3Zpl0N50MMVOiE5CM5OJWiNw7JQG2O0V02jMg5mv5X/b+JmZXbxjHWu91upA80HLKECOXFI450OV71E45yghhaDaKhAhWhL6kKeVVr/O7/nqMSTkZeC2fc7D+theOHNpIPZcvQDnfvsKlvUailsPv8yI4BTO33vxUgxJ24hTTrwTf/TZyXz/gJV/4dmP78KCXiNx+qn3VWz301efwZiUNTjj2Fvw06CJ5r091yfj9fcex7LuA5F35p4V656w5Fvcv2U5rjj0Cnw6kg0CG1JLvPs8PlJR6f4OIy3o78jnm51e6YxKLyxEeEwE5p19KR7OT8SGsL54uagEvYPr9p+nUO7iwj/KymAvKEAg7Sn4GUV1CupxcXAxypd5Isptr/gs9RXU2cFgx6FLCOpMEknfadajFMzCw03ni+eEyYXYcfGncuBTiKJxUGCgOWcbCgoQExWF+KwsBNPWpF8/bzLS5iYVZ9uA0cVpaSjdsAH5ycnIzstDrt0Od7moHdkOXplWlBDbLmZAYetWc36sKHVeyzXOGqgphwvFdUaj8/x2tMCDqli+8FZyTVrS8FjZEWWHlgMDLTVbgOVGsZkCOqMLKTpz9mMLtMd4Xtnu284ocTPJMh3xMTFtExnG68CKvuTABJ8JnArPAQK+z+cDZ1FSvOlIgwVCCNEYLPsT34TMV18NUKSsWlcyap345uiZORM499zqdU55e7TSuk1k7733NgKppWE89dRTOOigg4xQ3K9fPxPVTIGXbQJL66AFC/+/cuVK04ZhlDPf84V/05qlrjY77VYY7b7ffvuZiGaK3hTy64M2KlWhYE+RnOIz6z5GeFf15eZxsC1qwSh76iK0auGx1gTFfNqvWAwfPtwEHrBcKKTzGBmd/tBDD1WsQ6sZtquou1i/V3Wfaa3CaPyaYNQ5tzGUQR0+sH9jzRQg3LYlopMePXqYvkdz4PEsWbLERJn7BmHyfLNv4zvY4fu5v9DBW6BCdK1konzQ0Xs0jeJ7YCCStm6FzeMxworvg8USqn3FcyOc87X8fUtMZ+e1ttdaRfkqAr3ViWIFYVUohJ0oRp2HMnFZKxWnELXBZJ4Otwv9M5OwNn6HXdLkTUvQb3sKHt89B+vRC5uK7MjOK0b/9M1IDo1GasmOq9XmdiPA7UJgWWnFe6UOJ0rtDsBuQ7jDgwAbEGAH0mITsKGsGHHhTowIc8NpA7p1j8SioROwMbryCP2q+H4YtW0t5vYdU22fhf/DRj4b5mxEBsXGeqPSN21CWUgIRkwdi6hVASjNseGhjU48OLS04foNp43S3oXCj9sNe2EhAlJSYNu6Fe7gYOPL7oqL864TFlZJUDd+1D6CekdLiNRgMZAeyRyEppjaq5eJ4s/evt1YubAzQS9Kfx2s5X5RPKbdS3pmJvLoVRkejpjVq+GwkpHSoqKx4ml5xLZnyxYUJSUhb/t2bC8rQz4HsGnfEhzcLvY2NR0/O2NcOMDOQQ92ptk5pmUSr+eaIpAqwePwFQraCLa/OD2c+21s6hgRT2uutDREls8UafJ155tck2IIhQte5xTSKXZTEG7qMVOMYGeXMx/5SuGZ4kEzByGsGYdMDM9IP1pdlfG3YmONbyrtg/iMpAjQZs8ia2CC+8FyZBmyvc3IdArrHKDglH0+X9vCUkkIIdqKmgbi+byvKaigpnX5nK7pWd3cAf5KmwozVi4WL7zwghlMf/755429R2vC6Gr6bzPS+t133zWJTr/77jvstttu9e6zL7Q/YcQ27WUojrNNd//99xsrmtaGOgt95U866aRq7Q3ftlPVfWYbq65tsn34559/VmsnWrMHSNV63FZFe2oK/G164PO8VIWzEWqCgv+/DKTxAySkC9FWsNPFKBlOQ2fUDP3JGjjtlB24nNxcr88qOwd80DGaKzISVbvG5pHm8ZiHW8VSw3tlFCQ8HiN6V1q3fKnpYen70PQV57kdy66FUWYUMlpzyrgQ9UG7le2bUvDti3cisigfe17wAooCvI2M+6bOQHBZCTZGeyMRzulVitEJw/Hr8NuMV/Uz/YoRaIMRwgtuug5/2zy4OjIS/w0qMu8FTByDrSe9C8bAfQ6fBD5jLzcvF5t/yxPKjOgN7PVfbMixAyt3rHrT/hfiqd2OQ1p4bMV7py76EmH2gUBcuV+h8GsoVlNEo6hWEZXOZ3toKC7vV4Yzl9qRtCULS9M3YvSUJvhKMoqYUTlsEPP5W1Rk/NSdKSkmit3XV502GZaHOj0HLQ/1TiWoM9qVSa05CE0xjLY6ZWVI27YN6WlpplPhD1YuDbV7iYqONrZnWzMykBMeju65uQj780/YKHayo0nbivraFBxUT06GKzkZBWlpyGECb5sNJTYbghjtHRzst+VRNUqdiWE58M5rObo8Sr2tB0R4PRmxvPyVS3FRUcXMOrbFuL9sB5kZJLGx5l7LsNlMJ5ZtH+43O61NHriw7G0Ypc7ZBX/+6RWBGaFOIZiWMA0pF7bVODhDUZ5R2twffr+ZAjrbjBy4o3jOV5YLzyMHa2zl2+Z9WMpre+tWM6W+zQV1lg/Fciufj2UPxGSqhM9UliMHKLhOlbwUQgghWh8rsI9BeIQRyPRCZ91iib+MwOY6TOrJOpb2I3yP9h8W/JsR28Sajcj6uir01eby3//+14jgtJKhkM7v1LR+TfC3dt99d+NfbsF2d03R1jwu6zjmzZtnhGkm1KwNtjkWLlxYcSyMwmfAgRWZvfPOO2PNmjVmMKIx7aMxY8YYz/aqFjWE5cFjZyAOk342lcBGlKEFj4fe7L6DK/VB25rrrrsOixYtqrCnsWB7hG2UqgMJrYVaDUK0BUycRQGdnRkKAA1MJsoHKiPQMzIyTKXCjhlHPj11PDxNp9kSuVsRX9G9wlZGCD/wRf8h047XkpxILu6J41xlcHhcGJa2EYt7DjPrfDHCaih40D3Qg5N6uOCwRQJ9R1a8X0HIDqG7OYyJcKNbgMckFrX82lMi4ys+H5K2Abd89wxs3wH3XvUoDp3QA5Gqof0aNui5cHDTGRWFsh49jCVLaWgoegV78J+ylTj+xRtR6gzA1uGPICLOJ0lzY+EgZkgIXOUNcstX3cHIbAru5b7qAdHRpgGZV1paIajTr5BCVocV1BldyoRFjEDhQDKjaQMCTNJqWrlk+6GVS4PtXkJCjHhsLHoKCxEbHo749esRRO9qdiwYkeN73iiO0gKEbYqtW1Gano68ggJkulzIZ13sdBpBN7QDnWsrSj2EUeolJcjKzDQL37Oi1FlGLYEVRFBWHlXOhZ0uLhTL+Tc7glysoAHuH9teJlAgKAjO8ll7VneRzwDOlOA2eD1yfe6vEdXDwxHaVFGdwi5t/6wodbYhacvC99iG5GtNUdXcb1ofMRqb/uuEgnEz7g+WCwfpmEiMbVIeq93hQHBQUKUOq6vKtc0cOEXtKahbsJy4sCz5POGAJ21uGNzCfeExsIw4A4Dnk38rGESITg8HRvlssgZARevCepb1JOFsNPqBsw192GGHmffol02vb3qA33TTTdi4caPxzz7ttNNMcAihzzjXoc0I7VQYaU7rEssehHmDeC4Zec6koGwT8Rw/99xzJikphXgK1PTaPv300813+vfvb6xEuB1+h1pLbe0O+njTw/2bb74x/uhMvrlgwQLzf19YT5599tkm8p3JRrnP9BWvSy9h3XjxxRcbn3DavHB9Cv2WsM5t8Rh47Mcdd5zZFgV7JkutK6Kfv73PPvuY79ErnXU6k43Sa54R3ix3lgWj7CmsM0iIwjsF+EMOOaRB57Z///6mTFi2DOLxTdhaG/x9Hh+P85xzzjH3IYV1zhTgtVETvB6YPJXHQ492ium0mfnrr7+MX/6LL75YzWantWhSN52dM160fGXWWF6wX331lQnBp5m+EKIcjrCy48OIIHZuOGW7AVEvjIbKyc42D352Xvgw5UPdevg2bryvdaiISBfCD3CVubDxu3koXvg37jzgCtMJjgy04aUzrsX7tp7ID6o6Ld4rkszqU9omyT35Gxf3LcVNawPKf9v3Rz3IDg7H7ztNQVFRKZ6zD8A7/3hwXu8yHBTvapP9E42Hz2MmNWK0CDtjFNIZLW7Lz4cnLAzTdu6NtOjuyHKG4KP1JThnh9Vgs7F81eHrq07hbMMG46MeFB2NspgY5GZnY01urpm9ZEWosz7pMFDwYhQ6j42WDX36GIGT4rnlUe/PVi6NsnspLUXa9u3ICwlB9/x8RC5aBIcVnc4IZUYXb90KT0YGinJykOPxGAG9uDwiODwkpEOXAx9zHAzhYtnF0UvUEqUZ5RzWAPsUI5b7WLBYYjmvFb5aYrkVWU4oClMgt0Rwy+KuoXB9K7Eqt8vf4iAWZxewE8/7L7xcqGn0/cf9YMQ0F9rmUSSnEEHBl21KigucvcD1GMHOGRsUiBnRXpvY3gB4HFauGwronDVAzPlo4MyPWgX1uDgz66BdBvd4/fgmteXMDkarM6KQgxUsL5YtZ41aNjBKWipEp4N1BOsYtiU4YMvEjb5WFqLlobht+ZKz3UMP8Pfff78ieSQH0CnGXnrppSbhJuuPY445Bg8//HDFNmgDwhlRV155pYmiHjlyJD799FMjcBPWsRSiKbJSjGeUNa1caAfC5J0MTuQ+zJw509iKEP7Ghx9+aDzc2aanzklP9ZrgdxgNfcIJJ5h2Am1WGJ1OLdQXCr3cp6lTp5o2Ade75ZZb6iwfHj/FZUZds77kvlMYtqDHO61l6JF+3333mTqUZUgRui5YvixnJia95557TJuK+2XB46UQzzLl78bHxxuBm8lZG8q5556Ln376yfizs93ABLAU1+uCQv3PP/+M66+/3hwr22QU+1m2tcE2CIV2XhMcHOGACMuNUfu8NnbayZvPrC2weRppbsODZVIAmvr/8ssvxvyeDx6eFE5F+OCDD9DVYAOToy68qU1kSgs82DlKdPDBB3fcCLIWpsOVSROTifI4eR2xo8FOpJkuGxJSrUNHIX2p04mdysqqWbt0VVQmXbNMGIH+U6Ydn63KxTuPnmssW84/8Vb03n0Mjk5wIcwB/JJpx+ObAiolHmUkOkX0qbFtm9izvn35O9OFR5JCsKHQjuDSIrzw1YOwH3cEeo5p+LS3xlCck4N/Y2Ox79SpCONUdz+rE1u6fm3p+oTbYvQExTl2wALWrEHQ+vUoLe8orNmyHecldYPb5sDDw0paP5Fsua86LWbsZWXGV70sPBy5YWEoCAhAaGIiEnv2NJGhvoKe39WxbJoyYnTlSm8dSlGLx0Irl/T0CiuX1sq/0V7PTjbIKThS8I2k3YvHY6KaGU3sopWGy4Xtbjdyy0VidiiC2si+pT3KhOVRUlxsRFwrct2KUieWWM7X0nIbFpad8TOnWF4+zdiaNWdFlnOheG5r5fIwonpJiYm0JxwksJKrMgKfFj9NbmPS6og5d3i/Wh7qjECn4M02ZxOiK43veVER8mjdsn27aYfyGBiJz+jz+gYX6isT6/qmqMC2bbsK6rU9dywbGAbC8HjZdmekOsvUsoFpxAyDln62tnSd6O91bGdA5eF/ZcJZYIx2ZlQ0r3v+zUFPCn+cNeOvZcLnMyOnGf1cbz6RDg7rHj6fOmKwBEV4CvIff/xxg79DSxtGW/N7nbFMWoOmlkdd91Fj6sRGt+BocM8RiyuuuMKMJFlMnz691hB8IboUTUgmyo6fr4Aun3Eh6sbtcuOfvzfgocDh2FhkB5xxeHHysRgZCVx2wACEROyYt0GBekpMMf7OtWOx24GxdhfGRbjbJdLb2pcluXaTWDQ2wGv7Yu3LuFgHXoguwUepDoS8+yH2WDEXmx9dh3v/+xTO6edBtPpgfgU7O4zc4LRNimMm6SjtHfLzjbf54N7ROKzMg0/SgAc3OPHiTiUIas22b7mvOsUfV7mvujMnB7Hp6Yh2OpG/eTM2R0YiLTER3YYMQWz37v4Xoc4koqxDuXDfaGNhs5m6MWXbNiPwsaxbq/PNwTnvs8KGMru9TZ8VvnYvFDPzbTbE01KkpAQZZWWmDNguYIRvW3lAticsDzNYEBRkxHEeP61F+LfxKS+PLK8kljud5prmOlZi9PaC+0PvcC6WqM4p01zYzmM/ioMCHBBqlKjODiOjpblQ+KXVDyPQKQBRVG8kFLaN73lODgrKfc+5fxy4aMkktRUR6sHBpiO7dcsWk/vHbwR1trk5AGENQnAghrNiGBjDWTGcBcRBHJYxB57ZyeYAhtrqQnQIWG+wr71p0yZTnzCogM9pPnvYD6fbAsV0zt4TQoi6aHTv6Z9//jHG/FWhvUs6p50K0dWTiTIKnZEsnG5bjyclOy+WgM5OBTt+HAWTgC5Ezbg9wJythZhy5/U4OGMr7j/vOYTHdsfxiWWYNvNohNdSq1EIGxfphtNpx05l7naN0Oe+1BWZ7LQDxyW6kH3y3phbkIxX+kzGN1lB+CnHg7N6leHw+FI4HYpE8BfYEbNsRoLDw1HasyeC1q71Ctqc7ti7DHMygb3nfo2NiwowdMbhbbNjNfiqh+fnIzw1FYVbtiB1yRJk9e6NuCFDENa7d+XvUpxkdCYX6/81vdfczylUceHf1isjbdmeLI+yZceXETrbUlK8kdqtGIlTfcaIw+Q2oC1TW85esexejO92drZpE1AcpujaVaOQKOjy+BnVzAhviuTBdnuHKQ9fUZ3XNJ8XnGLOvhMjviPCw83xNXqQiAEbTCLaSBjBT9GciezzcnPN/nAQgiJ3aw/S8HquKqjTF5/PUibhbXKkfkvDQQTLVodwZgGj1dnO5/OLz1YOZnDGjJXctIPlahCiq8CB1+TkZJPYmvUJnzdWf5uvjETnQC3FdM50oral/rgQojYa3VLhQ4YPoaqG+vQK6kWvPiG6ejJRRgRxCmgdsONAYYBTyth54dRsdh5UXXdsGMlYW6Rxe+xLe0VVtpaA/kuWHa8kObGhMBivh8YiLicDF7nWYvSYKET4Sb+7JYnqFoOo/87Eobk2rN3kxpoCO/7+aQkO/+UVbDnrbPSeMLy9d1GUR1haYjqFobKEBAQkJcGelwc3xTEncFf+n9jvu2dQYndi0Z67IGGg1/qlLanwVY+JQaDLhaC8PBSvXYu0lSuRReuChARs//JLBFmRvTYbHOVCJQeeKh4fvoK4rzBe8UPljoHsgFZ1D/R9z+qg8pViKF+5ULyisO9weK1c0tKM2GiSbXOmViuVD0V0bw6DyjBBMN+/DW1vBWV5hovqXuodGTOrIDjYLBTVOWDC9iCFdR5beHmkOj3hW/JYKSQVFBYa/1LO7GD70/KFb482aFVBnQJXpj8K6hY8F+XPUPMcY9AMp+HTs57PLkarM5KVi2UDI4Rod/isYxQ6PbX5bK3NFoUD2Cb59/r1pv3BxJQS00VjoU1LU+xgavNlF/5Jo1sozPRKE3wa1vPBwqmKv//+O6666qqKzLdCdBkamUy0sFxA314uoLMil4DeOajJ+7o9Ihn9KaqypSxcNv6wAOGzZ+PuI29EsdOOMIcHC2dciNh+wdg9qvPbG4yO8ODZkSX4PM2BaW+8jcHb1uPn7xbg1ZjRuKB3KeI6tqbUKeA0YHbQaIkQEBZWOSrdZsPgKWPw28/T8HW3kVhS2BuPeFywt+eD3+GAJyoKgVFR8LhcyKcPOYDkjRthpyUMLTHKky8aL2mHw0TJOgMD4QwIgIP/dzrNZ4xitRbzdyMTNdYGp10zcIN+ha1p5WINPPKZ6cWG3tnbMCBzK37tP75c8Pfgic0BxpapIw9ICv+D94plX2OJ6mwj0vKEIjqvfQ4ghZZb/jQWbrPQEs+zs41gbfme+4uFYIcT1AnLjbYuXAitdWgDQ5/69et32MDUE1gjhGhd2IagiM7nHwNC67Oz4zOXbR96qFNM7927d4taXAkhOgeNbpncddddJsttnz59TGQDM+Xyldllb7jhhtbZSyH8PZmoleipFtiJYaeAlTg7SewwSEDvPPhTJKM/7UtzI9B/y7LjzU02vPj2K+idk4bTl3yNkkMPxrEJZYhwdi3/Qop3R3R3Ifema/DDmx/j0Z1PQk6GA79n2XFebDYO7eWEM9APxYYuAqOY2EFjVCmTIRqv9ORkb1R6RARsdhsCrr4YHywNQlGBDZ+lAn1DPH4xe4UieUi5r3JYr14m+pziG8U2N19dLuO3XkI/6qIieAoKzOcV3y+PYPddjOjudJpX41ldLspXSvZY/ndVIc+ycqEfOi082iKpEmcSVRoEzcvCK+/fgp8GTsDlh16JnOBwpJZ412v1hLGiy1JJVC+3sLHs//gePct5P1g++nWJ4BSkCwoKzL3EV/bVeD9aIpE/0iEFdQvum2XvYuV6oA3MihXehLBCiDaFbQnOaNu8ebMJcrD80BsCn0Ncl88gPjv79u3rV/lkrNwgQoj2u38a/URgdMTzzz+Pm266yfilM8Jh/PjxGDJkSIvskBB+T3a2Nwka/dDrSCbKCpydFwor7AhxVJsVMztCovNQNZKxMtUjGak/ldEauKQUruISlDmdKA0IMu+VlbkRlJwMl9uN7F59vet5gOCkJASlpyInLgHbE3qa99ylpRgw/1d4XG4snTwdpTYHStzA6rnLcPGmFVjcYyh+GTihYk+CS4tRFBDk91GVHrcHq/9YgXvDxmJtkTcC5Impp+LA0q048rjJCIsuQ1cmIi4SEZecjvvybHh0kxsr8u3o+8qLcKSuwfrzZmLA+MHtvYtdEgpATDpKawZ2uhyhoSjt1QuBq1YZexfWEQlBwNm9yvDk5gA8utGOkJJi5Ad56wN/mzHC4zGCN/+op/NYTXR3u1FaUGD+9rjdjRbdS8q9o/lea1q5+MIBjaCyEhQ7vdM7Vsf3xbrYXuiZk1bxnrWeEG1pYcPFEtXpZ842pZUI1IjqoaEILhfV6Xuen5dnIjDZP6N4xPuYwrQ/iUCNEdQZiNKhBHULzh7gwkh1eqsLIdoM9rm3bt2KpKQk87xkgENj4WAl2yicGcftMQlpe9uK8fe5Tzyubt26mb/9YVZRa8B2JYMPOajqr4O/bY3KpHnlYc364wAb12/u/dzklggj0q2odArqVhSWEJ0SCgFZWcDWrUBSUp3JRHmT0l8ta/t240HJe4QdntZO3iTaB99Ixn1Xz8ch//5qohg/GbW3ea/39m346uWLUeIMxC4XvwF3uSx035fP4Ph/ZuPeaTPw9G7HVURBLnjyUrhsdgy65tOK37jlu29wxl+f4/HJJ+DBqaeZ98KKy7DstSfM/y9M2AfF5RFP/1n7Ny6c/wFenHhEhZBud7vw1+OnICM0Gsecch/uXheNKTEuDEEBEiMpYjn84habk+nB+NtvwP5bVuLlE+9E0oAxOCbBhePHT0FkB+g3tyXDwz14ckQJftiQj73W/4XoghxcsjkI8REBuLBPKbo33gFANBNGpNN7kwOojFA3XumMSs/Nhbs8SrFboAeD0jfh/q8exdbI7rj4iP90yBkjrS26h9LKpY3EMleZC3GffIoff/0Sh57xKDJDo5AXFIpZR/zHPK99hfQoUElv/+el6NqiellpKXLz8ky0OQegeL8EBgSYRHm+vucU2TuyxMJnC9vPFNV9BXVaaUVGRXUMQV0I0abwWUFbFg7Isy3WFEssCz5f2baj8Mb+PHME1uav3hbw2c59oLhPMb0zY9mS8fnfWQcLGovKpGXKg+0KzjJp7mBEo1sgl112GUaPHo2zzz7bPFCmTZuGOXPmmB36/PPPsddeezVrh4TwK1wuID3dG32+bZs3sqSWZKK8mfMooNPCJSfHiALsxKih30nxeJC6NR1fFO9IGkgR/ajlP2FpwqAdq9nsiCgpRLGrrEJEJ2V273XhdJXBDg+cNsAZ4MD2kAiU2R1IcJTB7rSb9wvj4rEmcQDs0VEYFeaG0w4Ehdrx19AJ8Djs2CPGBXegC2klNvzdcyjeGnsg/uq5IxFln+xtCC0thi1/O9LDojE702GWa398A7v8+Rne3OtEzD/gWAwKdWNgsBtDS7MQ2S26rYoRc7Z7k4iuLrDjlu5D0C91E46zpeDascMQpdunVuixve+AMCQ/9ig+/3EJlvUYDHeWDXOz7bjKtQrTxvZEQJCmlLcVFJO7d++OtWvXGkEdISHeqPR//zX2Li7Y8OSmAHQvK8bY5NUYkr4JiTnpSIlkfdI1fLgbI7q3BRsLbXhgtRP3LfgFPXPTcfySb/FM+cDmym79K617xLIfsfNL7yPl0kuROLxfO+2x6OrYysUdLkZUL49Cz6XveWCg3/iet6agTquGsPIIdQnqQggLBnbSD50BbQzwbAlvc87m4bOGg3iWmN6ewXF8zlME5LOf+9NZ4YyqX375BVOnTm3VHDkdCZVJ88uDzwTe0y3RTmp0y+ODDz7Aqaeeav7/2WefYd26dfj333/x+uuv4/rrrzeJR4Xo8HAaZmoqsGkTkJbGIWAgNtZr5VIFRtdxCi0rWEYDUVCXgN45KXMDS/LsWLitBBfefwUmZibjwlmvA2Fe0fmjUXtjW0Qcfhg8qeI728JjMe2853BRfzc+6F9khHGKZAGjZ2CNbQaOcjpwjKO4fO1AbN/jZfO/d+FjYTL6UACH4hCK9fCZInzXf83LjebfUizKsePyvN3xzdDdK+33xpieGHvJ20ZQd9sd2C3KhewyG4ZmbkGQqxSrnVH4JsMBZDiMsDfv6XOQGh6Li/7zAgaE2TEwxIPhJRnoFReCwODGRXbQhoZR+1W9oGnhsvHXRej28Yd44tD/IDmyG4LtHmw9+nisv/AY7BwT0ciz03UJiw7H1KN2x3MFJXh0YwA2p+XhmOduQV5oBBZfcyN2Guz1vxatDztulthD4aese3c4t26FPScHi2wxZvZKWuIQXH3wpZjTd2y5iG5hkw93G1FW5sJ7qQF4OSkApR4bbjzsUhydvw7P9NvPDGhUtunymFk9l855BwMzt+Kzr/9ESfRAM1umXRPGii6PEdVpi8SBuy6ABHUhRE2wL56SkmLsXNgP5zOhJQcUGbnKbXIW0Jo1a4yYzkHL9oLHZg2odlYoeHKwgDMAOvNxNgaViX+VR6NbHOnp6UhMTDT///LLL3H88cdj6NChOOuss/Doo4+itXnyySdx//33m4fl2LFj8fjjj2PSpB2ilS+vvPIKzjzzzErvcXoPfXQs+LC9+eabje87H45TpkzB008/Lc/3rgoTA6WkeCPQaeVC4ZzXew2Nc1baFM4zs7KQl5tr3mPjviP5UIr6yc3KQ/rvf2FTdinuG3Ew8l1mkjVODghBgt2BI3NW493IichzwVip+PqSkzKHA4UJPTBxSJUoU2fLP/ApUtNrmTYRVf3as0MikB0Sju6BHtw5pNTsi/vOq/DnljSMs4cj2F6KtYV2RCdvMZHzWcHhWJgXiIV53u8/89GLGLR6Pu47bBZW7r4PBoa6McRRhGElWYjuGQ+7w15j4lP6x1dK4hfgwX7xZViY7cBtH3+KUZv/xUV//A8rTj0HxyeWITpAOQSayuBQDx4bXoLFuRuN936eIxCXZvTEbh5gVt8y9Aja4VUtWge2MeiVTgsCCj6e4GCU9e6NwBUrkBm4Y5bHhzvtU+l7D3/2gPHlfnPcQcgslS9Pa5K6ZguiHn8SaeMOQ+lO083A4pVj+6BbYB/clllW/szasX73QGBWHzfy774Nn7z9FR7b5QS4NjswP9uOaweUIr59LVOF6HJIUBdCWNDzmG0uakOtmYuMYjqDJZj3jGI6PdP5zBFCdE0a3dJISEjA8uXL0aNHD3z99ddGdCb0BG2J6TN18e677+KKK67AM888g1133RWPPPIIDjjgAKxcudJMp64Jjhbyc4uqo5P33XcfHnvsMbz66qtmdPHGG2802+QxtqcHlmhjtm/3ep9v2QLk5QEREUDv3t5I9CpwGpUR0DMzTSS61aBv7eu/4vc9wN+5dix221Bmt2NceYSvaBkYKb0hz405+YGYu92BmKWb8fq7jyE1LAa3DDkIMQHAbtEurL3oUjj7xeC08BD0yyw1/sY1RTKSWX28wnVrw99gwsKG7gvF77h+CYgDsCs4PdAFDB6O1fu+gZSU7bgmguK6DesKbOiVmw6Hx40loQmYm+XAT1kO7LZpBd55+zpjgXDFxY8ZcZ3R62OyN2NTcAxu3eZjD+PxYOr6vzCv72i8lexVnh6fdiqKkv7AuBMOwZ5xXTuJaEvBKm7cpCFIH/EoPl/JGTJ2/L7dhgXbbXhg49cYfuiUilkFfJYsLgjAUrcNkZuyMTUqGg6F2DYbdqy2bdtmOnecgmtFpcfn5lNqr7b+wIwtxhKqzGbHe2P2wzspoSbR8J4xboTKjrvFYJm+m+JA0Fd/4aqtq3FF/psYfvBk7N/dVpEvnP70tNbx1rEOjLW7fOrYKIyZeSIuTXPjyc12LMy2I/nuJ5G35yT0n75LOx+dEF2PmjzUQ62kpFFRCmwRopPDfjitXGjpwnu+taNS+cyhZzoTOtPGj9GwTPrZ2ey0hBD10+gWBiO8GYVOIZ0PjX333de8P3/+fAwfvsOTtzV46KGHcO6551ZEmVNQ/+KLL/DSSy/h2muvrfE73Ecrgr4qjEanGH/DDTfgiCOOMO+99tprZrDg448/xoknnljj95jIh4sFH6aWTw+X5mJtoyW21VlolTJxu4HMTK+Azih0bjsqyiugWxUi1/EV0PPyjAc6vdc4Mh0SFlYhoLeFS9mvmXbjsbsjwtdhInxn9i3Fnh0sQV1LY5V/U85DiRtYnGuH44uvMeWHj/Hb+MPw4qSjzGcBfXbC0j7DkTZiNJ4clIchsYHl0/l7VvzelFg3bkFp+bnZsd1ugcDMPqXm87ZysWuJfXGGBqH3wAT09lnT8+hdWJS2HUc7IjCmtBTrCu0YsCYdJQ4nNkUlYFm+3Szkq5cewj5pG/DD8bfi1wHeCP1nPr4LB66aixv2vwhvjD8IIXbg0oMHIy5wsPnc5efXSEcjMCIUR08Mxc6FJXh8oxP95v2Cwz9/Cmt/+AK/3f4ASm0OPGWuEe+A8WurlyHxizW44eDhOGBUQrN+uznP6dauX9uijqV4zgRXHGxlh4szmop69cLof1eiW0B0+fN7R6crJSIOVx90KfptT0J6WAzSC4C71zsQ+eyT6GcvQs6RR2LQ8F6taiPS2e+NDQXAfRsCsTLfDsekYzDclY0eJx6MfRNsqFZz2oDRkW44nXaMoJ+Xb7nYgEO6uzA6wo15H/2Gw/75EUUrfsdtcc/g5J0iEdKJBz46+zXSWFQeflQmNhuCQkMRWJ54bGO5oM5cFXweB3ChL2pAQJsFvViUlidQbun6qyvXsR0NlUfLlwk1HLaxOHjG65kiOvvlbeUZTo90agGMTOfvUztqrpiu66QyKo/qqExavzwasy2bh0+iJvikcxrdcccdh94UHQET0c0OoyVItzSM7GLUAX/7yCOPrHh/xowZxpLlk08+qdHa5ZxzzkGvXr2MDcfOO++Mu+66C6NGjTKf09990KBBWLRoEcaNG1fxPSZQ5d+1WdXccsstuPXWW6u9/9Zbb7XadCIhFmfY8NIqK0K+eqTxWUPdGBvXNa0b3B5gbY4NOaVAZAAwKNJTr+hUkpoF229/4e2h0/BPfhBK3DacufAT3Pz98/it/zjcdf5tGBXjMUtMUOvtR2vRVvviLilDTmYB1jmjsLXAhpQ8N566/0L0zUrG7he+hKRI72yh0//8DP/96RU8ssdJeHbXY817s0a6MCSqa16zbQlr+YLvF2D6a8/itXEH46nJx1c8N1rjWcIZaieffLKZ/tpYD8nOXr/W9xw/boAb+WXAP1uL8c0Dp5kkwUed+gDWDxiGid08mBRXhoSw5mWZ70q4y1xwvPYxwpb9i7OPuQkhTuDoAW7sEu+pGC9vKq7iUoQ89zbm2rvjtZ0PRfdgD04b4kLfrmFXLYRoB5pTv3aFOlYIIYRoizq2SUJ6e5CUlGQE8Tlz5mDy5MkV719zzTX4+eefTUR8VebOnYvVq1djzJgxpjAeeOABk9l12bJlZgCA26InOrfNCHsLRtxzVJFWMg0dze/Tp4/xj2+JxBMcCfnuu++w3377KZFAS5YJz5mVQJRWLpzyGRPD8MEaV+d0LSuJqLEuYgR6aKgZ8W5raMFwyuKgGr2vvXhMxPGbY6r4cHcBqkfpo8YofT7p1hTYMC/bjrlZdrz8wNnomZuOGcfdip8HTkBcgAcH2NKwX9ZqdN9lFILDOr61E+MyVjidGFFWhraMwfohw47Hl5cgJyisYnZHYFkpIovzTMStxfUDSzA9zt3py8NfKM4vxBupwXgrnde2DQMyt+KYpd/jyd2OR2Gg93rn2UqMCsKPV0xtss0L60T6hDelo9/a9Wtb1bEcvF+1apWpOxidTpzJyQhesQI/BPTAk1uCKj+zAj1mxoj1zKLFVPKS1cifuwhXTToNeW5vvXPx72/jkPULsOKwY9Fvr50R1ULOBZ3x3thQaMNrCzPw7JOzEFxWgntOvxF7Hzi2QZ7mjSkPJnm+Z10A0ktt6JedjBuTfkXfkw+Bw9lZSrLzXiNNxdhi5drxj9uB0XYXxspiz6+vEXZ0XWVlpl3vdrlM1KrV+XU6HLA7HCZyPYQJyxi9Xp7Ej9YwzbWHKU1Lw3elpS1W3zSnfu1MdWxLQAnEWlhnV/2/72tN7xG+8nqyFutvrmO98rqj1sDgPUYus03Q1jMj/I2mXiMMrKSVC69XzjhhXpr2hvtEvYAOCNSXmnpuO8p901aoPKqjMmn98mhMHduk1sH3339vltTU1IqKxII2K/4CBXdf0X333XfHiBEj8Oyzz+L2229v8nb50K7pwd3S2ZM7ezbmNisTJgJNTvYmEM3O5nwsoGdPpvqtcXU2eHgTZVBAz883jeio8PB2EdAtluTaK4kuFlf//CqiivLw8oTDsTa+D5bl2jE+sutYvDCZ5S3GD7wyHHDg+ze4SxGXk45uH/4PtrQ0XHDsbRXr/DhoIiamrsH+saU4ZWQxhoQyQpEPzMrJQjsDvNLbsskeHwDkBFcOyyxxBiDdGVNtPUcXKA9/ITQsBLvE2fFWus2MLN0y+1lMW/8Xvh80CYt6ea3ZKC4kZxdj0ZZcTB5E9/zG05x6q63q19bapi/sMHPaLwfmWX94mMslKQn7FGdhz7Ex5rmeWQrEBngTBVcS4uw29Bk3FBg3FP9zl2Dudju+SXfg8BW/YEjGZjy3uRBX/x2EyVFuHBhdjElRLgQENv9YOsO9QS/0d5IdeDXJidLgnrhv33OwZ6IDJxw8BjZ7y5fHxEg3XtqpGA+ts2PWGw9h4tYV+CQ9G4kzT0NC+/fxW5zOcI00h+pJtL0We8xPQo994Z/XCNvyQVVEcUtgp+BZUliIwrw8I3wSimH8DusIerBTaDc2MRTYWXc0VGAvDyZoqfqmudvoTHVsffC8WvlKLIHbV/i2BHLi++orsFuLhWXfYb1n/c3X2hZLWGXfkjm2KKTTV5sz+f1BCG5PGnONsPw2bNhgypB5EPwlBwKfDzzHvNZIv379mnXdt/d942+oPKqjMmm98mjMdhr9BOJ0sNtuuw0TJ06s8ElvCzgy4PuQsuDftXmg11Qw48ePNx1bYn2P2/CNSOffvlYvogPCBo7lf84lP9/rf9637w7/89oE9IwME0XICpojUf6QQIRiy4jUdTj5769x877nw213wOkqw0mLv0FsYQ6+Hrq7EdLfS3EgwlaGQWE22Dp50kBGhLEz62XHsSbmpCO4rBgbYnvijvUBiC4Mx5/zvzOJMgfmbkPPPvGYHO3G8KvORFCwA1PMtzrExJwOA0VBCgt1zaDoHuhdT7T9s8TijfEHY0nikAoR3ZfU3KK23bFOSExMTEUSPPppcvZTae/eCF62DA63C+MbGPwXZAf2inWbJfeOm/HD7DlYPWw3lLls+HW7A9FzFuDg2c9g7l6Hw37i0RhmBgXRJdm2ajNCnn0B3x1wKUpjemJylAsHnz69QVHozSHSCdw82IX1++yLlI9Scf+Yw5G1LAhX9itt01k3ovVFdG8y78qwruP7t0FiekeCj0kr6txX0GSLkJHr7Bcwept9AktotVsCu9OJ4OBgs1ideEazM8LdH/oNwtufX79+vdEP6hK6ufCcWoPeNX3eHCzfbpMzBajw1mb7gPoGRWG2EXTd1AwHLRi8SVthliXLqz2D22qCg2w8v7zm+NwYMGBAlx8kEaKz02ghnQk+6T1+2mmnoa0fUBMmTDCR8JZHOhs1/HvWrFkN2gYfvv/88w8OPvhg8zcfchTTuQ1LOKeQSpuYCy+8sBWPRrQabKykpXmjzznowr/ZcImPr/UrrPA4fYMWLmzcsDHsLwI6SSsBfkguw1tvX4+YolwjfL0/Zj+4bTZcfPg12H/1XMztN8asOzfbgZGzv8WQJV9j0YFHI/7Aaegd3DlF4pqi9C2P809HTMUlh19j3rNFROCzQ09HzKDeeGaXUAQGWUqiv8VLdR4YWcvoPK/g4KnRC3pWn1JNhW8HGP1ssNnw3ZDdzFIT3SM6vrVRe8O6hFFnGzdu9ArprG+6dYMrJgaO7Gy4YmMbvc2IbtGIOOlgPM48LwXF+CbDgb0+n4+Ywlys2V6Gh5YHoX+wG/vHleEgRwZiEirPAumsMCfo2ykOTH3hdey6cRlu+fFFrL7yP9gvzt20QYVy0cxGC4QGdoY5eD3w8GlYu/cURGwOxZZ8G25bF4icBQtxwJSBCImQ/3BnHLzf8bcHT2wOwJSYrmex19ng6aP4WtWiwRLYTQR7SYkZJK0ksJcnNKVFTBAFdqcTjqIiwM9Ev64A+3PJyclGrLbqX3+A1xT7mBSHef0wWSbFV4qwFNX5WVe3fanaR9+6dauxxrHEan+FgzEMoGBAHp8R1JmUd0CIzkujhXQ2HGiR0h5cccUVJrkoo+EnTZqERx55xFSUZ555pvn89NNPNz7qd999t/mbkfO77bYbBg8ebBKS3n///aZDywSkhELpZZddhjvuuANDhgwxD7wbb7wRPXv2rJTQVHQALP/zjRuBjAxvo5UiRXDtYlApI9B9BHRW0Mz67S8CekFxGd5ND8a7KQ4UuW14cvJxGJu8GnP7jjafMyr99/7jzMLmfaTDg3ERbhy4ag76pW/BC9tK8Po/QRge5sZ+UcXY15mFqITGCzf+ONlga7ENOV//iOf/+gOPTDkJyxIHm88WJw6FGzZEFOdXrE/f4XHjD23HPe6aMCqP0XneKfA73mckOkX09ozas7FjyymhfjIt1J9mC3g90oMxaUDHf1b4A4ycSklJQVFRkYlcRECAiUoP+ucf70BvMzrMA0M9uDC0DGU3zsTP86Zic3B/BMKDDUV2/P7nJlz76uX4a9hE/HXZtdgz1oMQR+0C4d+5dix221Bmt5t6pCMJgesKbLhnfQBWFdjxzX4X4f65ryD2/BnYP75pzxiK5wFZWQC9TvkaEQFPI4SYXhFOPD68BK8lO7Fg8WZc+OqdSP8gFstvvhND+vivCCAaPngfn59VKd+HFxtSS7zrdSWLvc7yHGmswM4+gy8U1Cn6lZWWIstHYHfk5DByq532uGvCsqfwytkEcXFNs6hrbdjXpMjKhdoKxVf6flu2LxRkq15jXQ3OBKEfOsuGAwwdoTz4bGC7j7oTZx1QW7Ly5AghOheNVhEoQjOzNwXntuaEE05AWloabrrpJtMxZRT5119/bXxICR+2vlN9srKycO6555p1WSExop0JRkeOHFkpWSlF1PPOO8889PbYYw+zTdPhFf4PLVtSUrwCOv3PQ0Lo2VOnQEYBPXv79ookov4moLMzsvHTHzHq43ew4JibUZQwEKPC3LAdeSguTqrJt8kb4XtVf684WXj7tfjh5wVI6rkL7C4P/s23o8eSpbj8g9vw25g9seTCyzEtxoWIDqQh5mfnY/PyjfiixxgsyLYjpcSOZ/5eiP3WzMffPYZWCOl/9xyKiRe/gczQqIrvxvl/u6vTwuuR0Xl1ekG3EbaSEjiZZLhnT9iLiuAoLYWtrGyH1ZPNBo/TaRY+Pyr+38kig+qaLWD97+bDRjY50aioDDvJbH9wWrLVriiLj4eTUenbt8PVAp18p9OBfnuMw0wAM8qK8XOWwwj1dniQYgvGXRuCELLJg2mxLhxbuB4Dh/WC3WHv8H7PZSVl2Pzmp5hTFIpVE49EhMODGTvHInHfy5oWhe7xmHPCZ0VR797mrZLBgxG8fj2jSMxMgobitANn9SrDfun5yIiIwcrYPjg/uTtOs7txWs8yOHV7dSgySoCfs+xGQP/o9avQLT8LYy99B8VObwNjl81LUWZ3GpssX/usrkJHfo60FOx/1iT05TNPk2hT2L9ryeSprY3lv88oZsv2hW0HDgJw4f/9pY/aVlDDoa7D8mAbqiNF6fNZwH32FdP9OZJeCNE0Gi2lMarqueeew+zZszFmzJhqhuwPPfQQWhPauNRm5fLTTz9V+vvhhx82S12wYmLkOhfRgUKSKZrT+3zLFiAvD2BjiR3fOqZPMrPv9uxsZPmpgE4WZtvx9GYnLluwBAm5GZi56GOkzZyFaTHe6el9QuqP8OX08YGHTgOHumaVFuOnTAe6/7HKiCprA6LwwIYAPLLRiV2j3JiRtAD9dhmBoNAgv0sW92+eDQtyHFi3OQuvPHg2htpsuOqSt5EXFAqnzYOFk/bBip5D8PWgHdYUjNLfIaLLh9tfhNt2jc4rKzNRpbzLi5nsEUDh+PFwulxGSLdRUC8tZeUGe2Eh7MXF3vc4SMfPGTVsPSOYMLKKyN4RxfbaZgswEp0i+oE77cgZIpoPp2szCIDRiiY5ltOJsj59ELRkSbOj0qsS7gQO6eYCzjoIf+67Mzake9DT6UZSsR3zNhfgsSeuNsLuS9c8iJDoCDy2ydkh/Z7XFtgw5/NFuPGLt7C7IwCpE3fDjJ2imz5wWloKZ0aGiTwvHjoUJRzgWLMGpX36wM5Eg6tXw5maaqx5GqPS9xk7GNsfuh+fbbTDXWTHq0l2/JXpwS0xKYjr3Q0dha4QbexLThmweel6RP74I5aEJeL+8Ud7PwiNRlBZiclxMCR9E5YmDobN48Zt3z2DEWkbcOXBl2N7nz3RlZBvfN34Ux+jK8AodFqBWIliOxJVbV/oCe5r+8I+q795g7fGbAIGQNLyhjC6uyPeQ9xnnjdaBlNM79+/vzmHQoguLKQvWbKkwk986dKllT7riA860cFIT/dGoCcnmwgx439eRwLRCgG9PAKdDRMm//A3AX3b6s14qjABPxd7oyeemH46wkYMwtBjD8CoIHe1CF9vh9aBsXZXnR3amADgqAQXMPMY/HXEVOTmODHQ7ca6Qju2rkvB/s/fgZygMFx7w0uY2iMAEyPdJpKuPUgutmHLn/+i/zefY1FUb9y15wzvB45u2BSdYPwnZwQko8+QPhgb4UbIxHH4JXNnrJUPt6gJl8sbXVpaaiKAy3r3RgkTDq9dC09wMNx1iZfl4rpZfMR2W2GhWRjRbmc0e1GRN6q9PJEUqRrRXiG0+1nnx3qW/LmtEEuDI7H3xDGYOrqfItFbAXaMWeewQ2VFJZXFxcEZF9diUek1Edc3AYf2BQ7xlGBpng3r5q9FUUAQMoIj8XxOLJDDtTwYl7QK62N6Ijskwu/9numF/laKA68lOVHWfw/sPGoeQncdh8snRMHWxFvMnpcHR24uSnv0QEn//vCEh1e6p8sSEuAOCkIQxXQmEqOY3ojBj9DIMFw6GhiVUYKHNwZgn9nvYfiCjzH3tAsw6MApfp8YtitEGxfmFyJ10Ur8HDcUv7mjsbrAhsOWp+Kx379EbPeBeGD8URgc4sGWYhtmHH8rNkb3QEFgiPluSGmxyV2TkJeB74bsipzNgfhtuwtnxBdgTKyzUyd+r+obH12YA5vHgywT0OC/zxHROaEATRE2Ly/Pby1dmmv70r17d9OO6Ag2J42Fx2oNHvDY6W/fkeF5ZNsvNzcX69atM8EUdFHwJ/1BCNGGQvqPP/7YjJ8TogkUFHj9z8kff3hFc/qf11PBdgQBnVOAt776EQ7+5m1M2vUY/LbX6Tiyuwunj49BlLNmX292RsZR8HbasVOZu8EpM2N7d8PhAA5HifGUXT8/FVujE7A6pje+zAvDl6uBSKcH167+Bn0HdkfP8cMrpv+3BoW5Bdi2cDm+jx+GHzxx2Fpsx74bivDCsrmIj+mBJ/Y6HRMi3ZgY5UbGffciPiYUx5lvujuED7doJ9xuk8iRYndZTIyJKHUxCoTCl484VicBAfBwqWtWjK/Y7iu4+4rtHOwrKPB+xu+UD/F4uC9OJ9zBwfC0Y0eBz5KxoaUIivVgUt8oieitBOscep5yqjKjrUxEmdOJ0l69EEyvdA7GtKJfP6u80REejN53BFL2eA4r12dhhMeFFfkO2N1uPPPRnYgtyMG+5zyNTTHe2Qi9stNMrom/e8ZjQjf/iOrb9u9GZL//OV7b71KUOWyYEuNC4g0XI66pu+dywZmZae7H4mHDzPmoTSB3R0ejaNQoBK5dC2dyshn88DQwCanFvnFu7BRagNC3lyKspBCfpjqRuy4AV/Qr9Vurtc4abVxS5sbyAgcW5TrwZ44dtz1zA6Zt/RcfH3IFVu003ayzaehO+HXKwXCNHY1Pxhcj0lleHu7KftcU1P9z8CW4teRcjIwPwt+5HrPds954CgWFGUiecSYGjR7g9wMmzfWNP2DVHDz58T0oczgxaeZryAkO7/K+8aJtyc7ONiIsBWd/6uu1pO3L6tWrjcjM6GZGa3cW2xcOfjCPHfvt7Kt3tNkEdcHrkedu/fr1RkxnLr7OPrNAiK5As5ru1rSb3uVekkK0GLRayMwEtm3zRqDTvoUdXApi9fjXc0TbEtBpRWQE9OjoGtLqtR9FLuC9bQ68nezElNCBOMzjxriiVLw6qhi920BXY5K6gXuPQMm0J1CcVoCji8rwY6YDRQXFOOKjFxBWWoQZZz6IxDGDsG+sC4NDPTV2AhmN1FD/a5fbY5LBLcixY2G2A9c9dwv22rwU3x4wE1vHHQSHzYPcEaPw48EnIXjiWHy0U5GPsFd71vPGRumLTorHA3turokuNaLXoEHeyNHWaIzzZggMhIdLbeu43d5o9ZKSyoJ7udhubGTy8mDLzoYrOtpEyYvOCyPIwsPDja0YXwkHeHiN0jKEMxfcTGrZytdBYHAQJoxIxPYMF25f50BCXqaxw4rP346UiB3Tjk9Y/A0umfsu3vrrAJx0xEz0C/agb7AHByyajaDeCQgfOQTRIS2r/tZWnzAK/Z3Nbpx39x3onp+FWTF9EHHSkZge67U8awq8B2n5xHNQMmAA3A3wP/eEhhrBnfd9wKZNcEdGwt2IJKQkMcQB19034L3Zi/BF/BS4Mm1YlmfH9b0LMDbOvyyieD4e84k2tq6L/MAQ/DxwAnKDQs0gdltGGzemzVHVLm51vg2rtmzHXq88jri0JFx+/gvwlE9jmNdnJyTmZWLn0BKMHFiCnSPciAsMAyafVWk7dQ7eD3JiamwpthUDn64pwL5r5iOkrARXbQ4CnIGY0bPMWOp1As3LkLklDb9tsQEObx9wYa+RcHrc+GrwruUiupeE3HRklnYMr2rRcaFASUsXRqWz39fZ8LV9sZJwWjngGH3fUW1feDyMtufx0JaHgwMd8TjqIywszJxDHicHRaiddSTfdyFEdRrdC2I01R133IEHH3zQjB5aI21XXnklrr/++k758BNtBCM2mQyQ9i1bt3p90NnjoB0Dp8PTzqWOqWzVBPTgYL8T0N0uNzZ89Rs+Lo7Fp30nmve2jJ2In8bcj/47VY5yags45XhYQhiGoQwX9S3Dis3Z+HvcFERv3oCfuw0FUmx4N8WJmcu+xERXJsL3n4ZufbrVMt0b1aZ7pxYDS5ILMObVZ9Fz8xrMOvc5uOzehsNv/cehV34GxkQCowaXmCj7MIcTGH9Mo4+jqVH6onNgWTO4w8NRMmKEsWKg2NW+O2X37kMdYjuFfye9PFNSjKBexpk2nSgKR+yAfq2MIGNEEjtUJoKMkdC8XhMT4UxLgyMzE3aKuyEhRlRvTe99ipAkObIbDj7zcfTMSUWJc8e1x5wa2UFhWBvXB8nFdiQXAyuTs3Hf60+Yz4df8QECQ4KMuH7IunkYlrUVRWPGIHJof/QI8jRaWK2tPjk2sQzfZTiwpsCO1Oln4/S1v2LvE/ZEVFwTo1uZUDQry8wCKBk4EGV9+zbuWREYiJIhQ8xMkoC1a+FoZBJS4nA6MOnAiXgirwR3rAtAel4pht3wH2wcvTN6nnMcAgLb/hlQlF+ETZ5gbCy2Y2OhHf1//R77/PQRzh68G+7d6wzvSh4Pbpn9HELKirHn+S8gNyjMiMnPvz4XZ/z5GRaP3g1/7H80ugd6zLkbnLQGETERiEiMNQlxm0tD2hy+zcnkTakomrMQ/wTF47n+eyLfZUOAKxbnbPzXBAvskrkBEUP6mUjp8SOOQ0n4ifC6m9d9bdU3eJ8QBJw7KhQrH30CK39ejLUJA1CSb8O1qwMxc9V32KVnCPpNm9AhLV9K3cDv2+3wfPwFZnz5EjaM2gv/O/RK81lGWDR2vegVpIftuB+YnPXn587D0n4jsfSKKzGqe0inGUgQ/gUTerMPSGG5M8O2A9sQXCg8U4RmDhaK7Jz51tFsX5KSkswsAorKPHedIbq+NphwnjoZA1E58NOvXz9v3hwhRIek0XcvxfIXX3wR99xzD6ZMmWLe++2333DLLbcY8fLOO+9sjf0UnRkm9cvI8IrnjEJnNDoj9hITd0x3d9fesWFDwgjoWVko9lMBnSzKsWPrB99i1pfPYUBMD/x54Ric2Q8mqs5ua3sRvSpOTv/vGwX850IUuzy4LbsU32c6MCfLhqPnfIpBmVtwub0nlk/qhQEhbnydUb1jnJdfhB++XYqkMA++6j8RG4vssLsD8NfqxYguysPklH9hHzXceLFPHHk4XGFHwpsqVFN+RdOiSp20y2CkKCPQe/RoV6uUxkKxtGTYMCP8B1BQZ2Sy3e4V5hSp0ulgpFVycrJpK1V4f3LKdkICXN27w56fb8R0+nA7OaDMCNzwcBMJ3dLqEyN5KUJ6o2ptSIr0JuK1eGDqaXh1+ql4enghRpcWY1ORHXlb87Bo6M6wFRahKCAYRWUw3uvnzvsd01f8jLu3n4Fni4chwObBME8ubv7iceT37I3VR52AvqE29An2INTRMPsQp6sMJ//2Hn4cNAFregwztmNjD5mMuNhdmy5AlpYiID0drshIlAwfDlcjE4dWYLejtG9fr2/6mjXeJKScLdfIQJIR4R48P6oEcz+di+FpGxA3fzsumngULh4diL4hnmZFYNdGXmYOkrOLsTI8ERsLbdhU4MH9D83E8MwknH3BS9ga5b0OTs5z45yMLRgetb7iu0GuUnw7ZDf0yE1Danhsxfu90zZj+NZVmJ8wBP/bVt5m83jw70M3ILisBFPPfx753RKNwD59w5/YdfWfSBu2E7bvMskrugd6EG93wRngaLLFzK2eEuyUm4w/nPH4ozjEtLcO+2MJbv/uJQT1G4OH+0xFuMODcdF2zD7zMiQOSMC9g3rAZrfCyh0tPngfnRCLXY/fG2+XFuO9FCdmby7GuV+9aNpC12feiKF7j8eeMWz/we9JW5eEr4oi8WFxHLaX2TA2biTOhAd9yvIQaXcjx82DsGGbz6wWstumf8y97CgoxKyN0dgp04PTepRhUieKzBftD20zWLfS5qQrRfky8p6LZfvCpJZsW1BQpyhNsb29YQAm94/CsbXwb7aDCEVlBmRSZO4KcJCDswc4m4BlMWDAgA418CGEaIaQ/uqrr+KFF17A4YfTbdnLmDFj0KtXL1x00UUS0kXDoFhO8Zy2LbRvoZhOYYECUgOn5HUUAX1TAfDs1gD8vt2BsKH74pB5X2D9HtPx8qhiBAb5Z/RpkMNmoq645Je6sPHwo5A1dx5mD9kVuQV2rCyw45AVv+CUv7/Gazsfgq+HeQfVDlvxK+77+jH81XMYnjltkolqHBFhw7cnXoBePWNwy5j+cDqtjqtmr4imYSsuNlGljCSlLQOTBJoEgR1gCis7FVbHgpEpbEDTVqI4KsorqG/Z4hXUg4Ph4mwczfLqNLCjyCnYjMCqlkTLZjMzKriU9uxpfP4daWlGULclJxs/bgrALTVjgUIgI3lvqiNZ88X9yhAf4kB8iAfjIl1A9zhg/HXms69dRdhcbMOmQhtsY0ZifoALqf2HItDmQYnHhoCtSdhl6Vwkb4jDGePLE0cDuOPnFzA6bT3mTT8ShePHoXeQB49udHpDiH2yhV7+25uYOe99HLzyNxx95qN4cZQL3Uxfs2k1vD0nxwxUlPTsidIBA7yDE82EAyBFwcEmCWnAtm0opTDfyOgyDizsc9Rk/Bh5Dd7OCsMCWwzOW+7BrL5liHB48EQDI7B9YVFmJ6cjZ/1W/N1zGFbbws1AyMTfv8GNXz2J5MG74oFjbqxYv8jm3efR2VsQ3zsefYPd6LvHOLwz6GY8jB2D/MXOQFx6+NXVfi/soL3w0/gBcER0w0mJZUgtsSEvtxAZ4TGIz81ESng8SkptyCi14ZAVKzB17ud4Nd+D2+P2qNjhZQ8fh4KgUFx6wYNwxsea4xyVug4D0jfD3b8fHikeVP5rVc+/N6HlsDtuxoTNS/HEsTfjx0G7mE8WDhiLv4eMR8GY8XhmZDGGhJbPlBjinQ3YVtDD/8I+ZTglsgh/TzkAscuX4O3eE+Fe60D/EDcuCN6GXfpHmpkK8DMLwl+y7Eh49RUcMfdT/LrHKdg+5STEBXgweueB+HPC0+jWuxuuyiyr9Tny+Yg9MWHiQKRmFSDAzoE3O67/147XPr8XJdP2RN/pk1o1F4/o/LA9RUsX9gk7coLRlrB9YVkwJxi9xjmwQDGdM+H4WUs7BrANW5NAzlfmKOP54Exx/p/vW+1evhLrlaJyewvJ7FPQXq+tAljo/85zw9kELBOK6R09saoQXZFGC+m0zRg+fHi19/kePxOiVlhp0rolLc0bfZ6bu8O6hY2fBoancBSbAjoTt7GiDvZTAT03IwfbX/sA2Zl5+P3wa4yovF+fQGQ//hAGBvlXh6kuwgIcGHjoNODQaXitFHgjqQz/S3XiyOU/YfdNS7Cw14gKIf23AeOwJbI7liUMwpk9SnB0otubRG2kN+5ctAFUUVwu489tZ3JN3l987QxROqWl3uSAjAjt1QtlvXoZn+L2xreDYP3f928LTlnlwk4PF3YycnNzTRQVn2OMkGU0OsXTgM2bTWQyo+3NMSp8r1PAjj6noLNzWWsyLafTJLPkUlru5c1rwbF9O2y8rsLCvN7czewYNydZc7ADRpjkguP2AbAPLgUwy1NshNS0uEj8cPSZ2F4KjI1wG8E9q8yGnTYux9jkVXh69MH4eqP3+EelrMFPb/8XC3uPxJnH3Wree2GXI7H/6nl4YvIJyLc5saWIkcvupiUUTU83AxHFI0eaWSstOTjljopC0ciRzUpCSgbsMwnnlgDp6134K8eBH39bjXMWfISyA2YCodE1JvncPcaN1LRclCz9F+nFwLfDdvdGmRfZ8MUzt2FcVhKePvFOzO031nw3LNKbSDa2tACTolzG975fiAdbrrwSJd0icW1MBE3yyn8pBq7hMXAvDgJKqwqkFh5zrUwd0R2Okd3RH8AeKCv/zInSF57EVpcb77hdSC1xI63EhpCCkfg55Cjk9BmBMeFuczxl23OM1QqXhZ5olGR566qBP8/F3vPexys7H4rM/QaX/6QHH7x5DfICQ3HG8d5rhfu2PqYndt76L3YrTEa/nqXYOdKNEWHdELD/9fCWXq3ZLNqMyKgwRF54ErJLTsCpaR78b5sHGwpsGP3U3XC6S7Dw/Msxdlw/MzuwPUn+9//snQWYXNX5xt/RdXdNVmIbIUYEQpAEggW3AsVdS/+F4l4o0OJWoFAo0hZ3dwgSEkiIk2STdXcb/z/vmbmb2dlNsrM6s/v9nudmdmcms3fu3LnnnPe85/2241VjFt5vClNxOEcljMPhOj2mWWvwl3wr5sY6PfuY1MvriNulvsjqdubrP/0Ce234AdVFG3Fywlwcl63HongnjKKnC32gtrZWCZIUZEc7FMu9Y18Y+eId+0LxdldFPDWzh7c47i2Qs8+qbezD+PZ9NbR+LveHt4wv0fq9mqDP/8fPbjhXEKhYyMpKmCoq1Oo/e1aWe0XoEPS3+b65SpFaBlcSUEwfidn+gjCS8VtI32OPPfDwww/jwQcf7HI/7+NjgtANZul7R7ewAB/zXzmg9bMBZY5ac0NDQAvoFifwWqUB369qw2vLPoDB5cRXBx2Pw2enq0Grv0uIA4k4E1AQ6cSrVcDNiy/AiowCfDh+fufjjAdYcME/VSfkhjCrW0QXBlYg94jk/B7x5877vKQCzVmhbnmhZ2fV6VQCjzMszC30BJMwa7crMVHncsGenAx7ZqYq0DmY74EDCl8XjfetNljg87TBAm+5caDCgpJ02XDjIEIbSHj/zMEIBxIc6PCW1zSK6szMZl46nelKUC8vdxc2DALXvbBreF5wwM/BU2+yXBlVZOeWmqpc1Z3RL5WVA1KgdKCLNfP/MSM9LTceyD1M3TfTI8422oEm89n4bFsRsvLGYa8QBza06JBfW4woazvCre6l3qQ+PAYHnf1IZzFIRpv4i66tTU0+8Jphy80dtEk3VYR04sR+FSEldNz/bbwN/yuz4fgnH0BeXakqAHvL4vPV4wds/hHTyzbirYKFuAXZ6r59tqzBv165CxsTs/Gns90J32Rj8lgYDHrMCu1AXpodY8KcGDs+HxsOfR4JEaG4G14HNCmjz6sWKJTu6lyh2zjewFgaFyZGuIB9p6htDFewec4LpzMEqwv+iZaqetyQ5kK11aZE9+i0BPw6dgqKUvlsN3HtTZhdul79nNpUg4pot0j794W/R8tZZ2BJJp2N7utzoBJj1uOsDDuOT7Hj8zVVyGqqhN7pxG3NaYj41YxT0x04MN4xpMJyqwP4tNaAmQ/dhQXrv8eLS69Ea8G+SDU7kbz/HPy65DHkpyUgfycxfL25jiSaoWrxtBy1B76wn4BvXPH4zRGGOwuBZ0qduK5qGSbsMw3mUIk5EHoHx4Jc4aX1s7rB/llLi2orVTsZTP3eAYp9oQDO2Bca0Ni/pKDOfoi3m1xzj3PzNoLwln1cDa2Pq4ni7Otqud/BVCNP1SeqqFCbvqNDieg06bB/xcl2jjGGor/NY8Z+ID+bLVu2qAKkgiAED37LXHfffTcOO+wwfPLJJ5g/3y2gfffddyguLsZ77703GPsoBCNW647olqoqd3QLl1LTee7HEi426q1tbWj0uNcpOIWHhASkgO5yurBifTnuseeg0qoDEsbin4t/j0nTc3Hx3LSAcEQNZJE6Zqk+Pu+47k/wdFS15wm9F8iVON4LgZyOVYo2DhayDA1VYpsaKPBxk6nzZzs7toWF6NhjD5iYv1xTowYVLGhIVzdFdW4BW+DS4XC7cNm5T0qCjQI6C3L2s8OuLT31Fce9BwwUyb0HDNy49JIDBw5OeOsrjHu7bnoDX4POoeTkZLWii9c3Cqx8HZVtyfebmKiEdGaom8rLYY+NDaoceKErPK84kOXnzXOu124sfl9jY9XGQR6/wwNVoHSoijXHGIGYPfKAPfKQq+6xqSzrqywL1CqmELvmhnajieh+tydOpzouxJqfD1tW1uBf40ymHUVIt27tUxFSwrzsCVF6XHrEn/F/X/8bf9/n952PnbbyXexXuEIViN2c6BaXtydn4be0PFRn5uCcDJuarGcB2IyZV8Bl0MHdQu9wifvb7e/PqoVev2e9DtGJMWpL9xZqT1mstqlNemCj+642UyjOPeZ6OHU6NITtEDpY4DIx2hpU9VZoNDhiejJKH3sMK1ZsU9/fUosOdxXqEfHc88jMSUbWYQsHrfgs+6wl67bhxfB8fF5vRIdThz/E52CO/ifsay3HvuOtytmv1/GKkDBg15HIuChEnnsCkhyAvsqGlyuMSN6+GUuf+ysqXkrECzc/jEMyjD3WUxAEDfbXKKK3tLTsNNKFE87mTZvc0WlhYcqA4YqKCvy+7wDC/iQn77XYl6Kiok4TiIa3GYS37ONqP4+k4p80I7A/zfNCb7HAHh3d2U7z+suIFxWvWF3tXvWant4vo4I/YnpjYyO2bt06qH9LEIRhFtL33XdfbNq0CY888gg2bNig7jvmmGNUPnp6evoA754QVHBZV3191+gWDuq53I6FuPwUz1uam1UHib8r4SwuDlHR0f6ftAPErop+bSxtwph7/oolVcW487wnkRgbg3MybVg8e2lQFJLqT5G6nS335vNGNf4I5B5xXAnkJpO7wCAFcm4eYdxbIFe/c9tdB9fjnFbubcZEZGWpAp1KTGeHsqbGLVTb7ervKLc6BxfD7SxxOt3u2/Z21cllYUBVzK+PS0C1wkZtbW3qdw4mNNGb4rjmHKewvTP3+GAOKOjoYftJQZ1COqM/mpqa1N+joO7KyYE9KQmmsjI1CNA1Nqrj0pcICWH44aCWjjC6xLjk2l9cw1SgdDBgOxEbGoLNiVkD0p5wIExnGa951txcFbXiLxQYtGsFv4exnLjvzbHUipB6ctP7WoSUfYx1Kbk4+7ibutz/Sf4clEUnYmu820F+WZYVR6XEQH/AXaCP7dQuTuyB++wHetVCf/ocFlMIPh43b0T1OcKiwrFgvwLMdFjwVpUB362txCnfvQ7DMid+HzYBs2eOwSGJDpgHqFnmypCPq4Cld16Nfcq34K7T70dHar7KxtcvPRgbT1uM2QmMyRjc4xlhAE5Oc+CYZAfW19Wp1QXfZk/DQ5WReLbGhWNT7Dg2oQORoSNf7BT8h8Ij+0osVNnT9ZmrGM2bNyvTCPtKuo4OmLdvV31z9rnZv6Z4qiaoPcK66v8GQbvZ39gXtnEjSSDfJVyVwPEOHeiVlW5jTkyM25Tj+1Q6+Ln6r7VVnTtsw9mmc1Wbv/VP/IGfBfsZdKYTrlBNTU0dtL8nCMLA0KerAgf8UlRU6ISCOd3nJSVuIZ3iHZ1xGRm9HkBq4nlzU5MSF/g7G33OikdzJt3zvOFq9r+q03scWV2Lfp2SZsfKZj2+rkvEWzYH9C4X/s++ATOnTlcZsiORgVjuPWJhBElzs1oq6KLjg8IvN4rg3gJ5SIhbIKcbpi8CeV/hPoWHw8GNcQc5OarDqHICuayxsRE6riDxdCiZzz2kYi07vDx+LS3u7OHcXCUg98U1pInnXLLqLVazg1pQUKB+985rDAQo2tOtTHcVB4l0qLNjzRx1Dn6c48apgqRGOmY4IOApRzfNKHBVjSR43nHShLmY/RrQDnGB0kBvT/QNDeraa83Ohm3MmD45ybS6BVrxM95y9QAdY729VvDa2sFl9X0sQroz9/3zM91RORo54W4H+1AwVKsWRnOfgw7sk9IcODomCl9Wn4GGLSX4OiEfX28H/l1mxB+sGzBnWjrMoSG9NnloOB1ObNlYipdCcvF1vR42lw7jYjORXV2MY9sLcf7ELEyJ5LXI/0ii/sK+8oxF09G8z0NoKLUis9mJEoseb/3WiouvvQRr5+6P6DNOQFx44F7HhKGFqwpZYJT0lCutoxD622+qro6T119PTFrn1JDNphzJhtpaJbAqcZ39cvaNOeb0dq0PcyHMwWBUiOgcTzQ07BDQmfUeEwNXDwK6L6oOTXg49I2NCF27FvaKCmVEUhPzgzhm4KRQRUWFKhbL/gb7iYIgjDAhnY65f/7zn1i/3p1TSFHizDPPVEUThFECxSmK5+Xlbgc63VuMIvBD9KLARdcXB60Uz/m7tqSM4nmgNPMU0d0DuB3EtDfj2O8/wINzjoZTb4Be58Kbv78cS3PDsFey/8u5g42hWO4dNNA9TTGa8UWMX4iOhmXsWNUR09zkgy6Q9xWDwZ3nGx2tljDSqaHc6s3NSpBT78tT3FMVveSgYpBcGcpZ29SkjptyoKek+C3iUzyn25zXEg4UmAeZkZGhXL90AFO0/PXXX5WIvquCS8ONttSTDhWuymEhLYp5/JkO+vBJk+BIS4OR+enV1e5JGq46GAkFZUcJ/Hx5fvJ85W2/GaICpQHZntjt7oKizCqfMsXtHvPzffLawb4IoROME1oUavLy8tQtv39cSdDb64aaCJw82e1q87MIqaz6Gt19jpDwEOT+7lBVb+eyahteKjeitbUDhz5+G5x6Pd644jbsPTUNYYadmzw48cBjUmsFvtjehhPvvgr7Ntbgzxc/C1t4DMaHO1FzyqkoTDsL+8dEBET0ICNsFuWYsJ/Lii/q9LC8+hkSWxsQu24Njl97Jg5LduKkVDtSZCHWqIf1smgy6FF3sFrVdZcuZPYje4QrMHkt13KwOaHNfiOjPYqK3MI62xAWgedkdVxcV9d6ALajggeXS/V7DFzBWV3tFtAZ6ePvxDqNClytEBWl+lOhv/7qrreSlaXa98EeAxQWFqoxC8X0UTHxIQhBiN+KyFdffYWlS5eqAcXs2bPVfSw8euutt+Ltt9/GwoULB2M/hUCATnM6zulYpYDOQSdFNTYonhn/3ornXC7NW2/xPBBzz+n04SDFjXvv9E4H3n72D8hurFS5nG9NW4RHJ1mRHzG6oo205d67c0KNVLhMlIKzikWJjISV4jmFLDpAg1TQVJER8fFq43JGFutTbnV2Suvr3XnMFOXMZveAgh3Tfg4oGDVjbGhQr2fJy1OFfvzJAPcWz9n5pNBMEUyLz/DOoGYuejDBzjMdKtwo7nUWJq2rU07ZiEmTYE5NVQVJTVVV7pxsnn8yyAt4+Plx5QHrywyIkD6EBUoDqT1R16emJtjS0tQKG38LhHGgqkXIcXKDq1Y48UbHI+Fnk5+fr3JlGSPAlSGciOvVa/OaxiKknLjbvr1z9cDuGC0ObH8ZbX2OED1wTIoDhyc58NPPxbCYQ9ChN+JOSzaiVuuxZ4wDH9d272vUWRx4ZnkVXsxMw6Y2PZwIxeKQKMSYmnC2ZTPGzZ6C8Sz8isA0ffDzXJTghPOcQ/DF+BS81xoFK/R4vUqPdyuBR374F+IOX4TEHNYeEkYbvF6Xl5era3G3VUIOB8yFhaqtUyJ6bwVIrtb0xCl2iqR2u9u1zklpjns11zqz1j0GFNUP5srNEehaD0oBnZ9VWZkyAulY+4gCen9X1RoMqlYRjUZ0t3MVA41HzFBXEXqDAM9trqjdtm2bGuOkpaWJmC4II0FIv/jii3HiiSfiscce6xQo+CVnRjofo9tPGGE5zxTMmb3KZXQU0nmfH9EtvuK5d2xLIIrn3nDARqdPpKUNLSHuBpMO9OdnHIqj136OkphkWF06NDu8E69HDxzwzIgeOU6w3WKzwdDSosRfdrhZAJPRI3QtjLi8ag4sIiLg4MYBCQcVWgxMba0Sr5jVrVwbWsFTP44BnT8U6CnsMYrBnpHRaxGMIpcW28JrCcWulJQUJTj7iucjBU4QZGZmdslRb+DKgZAQRBQUIKyhQQnq7OirZck8ltLxDmgopNNZR2GA4iyjfQaUQSxQOuzticMBY22tun5QrGa0jb+rZXgN4bHnoDU7O1t9Hj1dOzjpkZubqz6jkpISNSHHa02vi5Dm5bnF9C1bYLDZelWEdDQ5sP1h1PU5eP7pgb1mZaP1sQfxw291SHHoUGbR4eMaA559+SYszyzAM7OOQGtIOMZVb8e//3eD+n97X/gMnHodpkQ6se7CyxEyNhaHRYQGTV+VRWjH7jcLF7qAuc1WPF9mQPb3X+PAL99A9U9f4Jrr/onfZQJ54S6/o26E4IQFM7lCiOPIbtdgl8ttKigqUsJnv9s1TjqzTeFKLs/rU0yliYbF31FcrNpYFaHGFV90rXtWbiqBVQwNQwOLi3sL6LwGMMJlgMdknCyhOYHjP/O2be6CpFlZsHF8NAgTKeyXUDNhzAsn/DnJL2K6IAQWfo/amOn5yiuvdBls8Oc//vGPeO655wZ6/4ThLh7KaueFhazO5+5MsMHoxWCVA1S6RJnzq4nnBqMRoSEhCA0LC2jx3JvfWoHrP30SJ6/6AL876Q6sSp+g7n969pF4as+jlKhO2GEfDlTVdWlYhzS6hU4Ue06O2+ngp/sxqOGggtmRMTFK9KYQrmJgGhtVcT/+rKurc8fFaNmSPV0rbDYY6+tVhrwtNVUJfL1ZJknxnNcUbSJOE8/pHmWHcySK5z1BUY/vOzExUS1t7sxRDw1F5KRJiKCgXlICU0UF7NHRajJECEy0c5grDSjo0pTAgRI/Y040U1gfqIHT7gqUqomXQV6uPFBQyOD+My6FBUUpYPgDryWc2OfxzcrKUp9BTzm73vCaw5goiukc2HIyi6teepWbziKkXA7O3HRGvdAtyVV8u/m/o82BLewao9mEvSenYK7LiqdLDCj6bg32LVyJPUvW4sXph6AVwPa4dJgcdtXHzqkrxXGzU3FwEicegrdwHS+Bs6Kdaiu2p2LF5j3xafIkfNIYgk8agb1iHTjftQ1jxmfsNupGCG4Yc8f2ktdeX+gaN23dqvrog+IQp7mEjnTWD9LuY5vN9ojtCdtSutbNZrfRhv1lj2udZhNhEAR09mNKS9WkOlHjskFeHUDTkC00VI15zOvXK/OKKkg6EJM3PfQR2QfkijiO99kHETFdEIJYSJ85c6bKRp8wwS0oavC+PfbYYyD3TQgEEZ05+Myg203BC17ge3Kea+J5GBsDBAfUpn9u1uPlCgO+azTg7x3NCLdZcMimZZ1Cut1g7FVxsMGivaNDZfvxWEeEhu5WBBD8h64DJQ57RbdQuFHRGaNEtN0VyoXDjZnMY8eqGBi69VncR7lD6urc2cyMgeHSV6PRXczU4VA5gxTjlTNzF51COj85KaeuJQaD6lRyiaMmngdSodChhseDDlpmhPI6oOWoN4WHI3LCBETW18NcVgZdc3Pf8iGFQYcDIjqh6TTSJp8pqPPz5M9aFBGFdW7M5+73Ob+TAqV6z0CUxTH1fA7FANZ44KA0UOoJeJZu8xrCGBdVUNSPQTPdjDy+FNL53eG1pNfOcs/nxQkstrcU0/l9Yx2D3q4k0IqQmv0oQjoaHdjCrjHq3C7s/4yZhsuW/gkJbY2oC3cLi1ajCaeedDu2xGepn016K0YSWVNygNv/jJmtwP7lDnxRr0fThkLs++wfsDxvOm4+5mY4fS6RXNHBmCSu8BhqMV254y2hWFejQ0JhHebnJ8MwVBWCRxhsI8vKylRb6HvN5QorXleViD2U5gGDoXPlZhfXusWiamPoPK51O/tfCQnKMa+LiVG56wHTrgYbDoe7SCwz0LkqjceXY4mhPJ7sI3HlJ008DQ0I+fVXGLhCOTvbXa9oAMVurkZl34MxgOzDcGXqaB77CEJQC+mXXXYZLr/8cuVMnzdvnrrv+++/xyOPPIK//vWvWL16dedzp02bNrB7KwydiM5q5xs2AJxh3UkG2EgSz4nV7kTJe18j7dMPccfRN6j8c/LE/OPxypQD8F32HsNe9IuORQoBBo94QCddQ22tOu6jXVgc0OiWjg63UEzBNzFROR6DLQOR5wrPC8JbinAUXwfFzcDlrZGRsHNwkJqqjqOKgKGTv6bGfUwp6MbFwZaZqcT3nbkxKR5qznMOlnheU2ik4CXneHf4edKdxU3LUaeoXhEbi/CICERzgFlVpWJ47JwUlcFbwMHznJFE3Jjvz8GSJqxr7St/Z1Futrt8viau92slhleBUidX3BQXo2P8eJg4idjUBD2vH5z8stlUW+6iaMAibRQrhlpgt9lgqqmBIyoKltxcFavlz2CVx5EbryM5OTlqAqqv1xK+xrhx45SYzhUh/L23k9lcfWOZPBmuLVuUEMB6FDLJJfgLzRtcEflWwX7dHlufnNvleSOR/AjgpnwbzurQoWTTetj0BpSExMKp72lY645efLjYpFZ4DNWKjh3u+AygFnjut5+QFhOKm5YW4OApku/uD2z3KKKzDeQkqDc0cXClD9sIZy/rdQ0aXq71TmgosVjUj2bGe7EdCA9X/WGOLSiqqygYcRrvGrtdCegmRrhQQDcYhr9Py1XK3AeutK2rUw551nlSK20HcMUyV8Kxr89oOX4XKKaPllW4gjCihPTf/e536vaqq67q8TF+0fkl5y2FnIGGgv0999yDiooK5YB/6KGHMGfOnB6f++STT6q4mTVr1qjfZ82ahTvuuKPL88844ww8++yzXf7fkiVL8MEHH2BUQju2JqKzcfAR0b3F80aK562tyt2lNxiCUjwn9TbgzSoD3qwKwdMff4RJ5Ztw+i/vY8vRJ+DYFAcK21Jw45bMHv7n0BX94l9qb2tTx5oOuPjERGypr1d5yTGRkSovmWILZ67Fnd736BY6G5xBFt3C6yzPCwrQvNWuuxSJtI4WH6MwzcdUHJAH7Tnarbbx934J7hTbPIMEZGaqiQk6/FUecw8OTE08560mnrOjSIGKLnQRz3sHjxs3LS6EgnqlyYTQyEjE1NcjhIMPts38XAY6j1sYMLToIm4UDfid5feX3xFu2sQ1bym68/nervW+oIm5LKLFAaqCMUoWi3LXqeLKLD7c3Kzu6xTY2efjRNogCuxK1G9thZUFvnJy/CrwxePW3Nys2sWxY8eqNrOvx8gbvh5z03lLgYfXXn73el2EdMIEJbb4U4RUCBCcTnXuq+8BJ2SamtQKwaHMRKZ5g5El7vx83bCbPIaLrFAXsk45EK/tOQMPFu0wO8S1NeL5/96AH7Mm45bF56tjVGUFvnrjO4xBG2qmzoA+KRGRBhcinVbEWNsQEh0Os9k0YCK6u1hwVyoaO3Dh8yvx2KkzRUz3A8bXcZzD1Yhd+qZWq3KiM2JQFRcNRDgB7WmzuI8uhwP69nYlCNOxzsgvXv85OezQ2gIxPOzAblfOc2NJiVqRxr6GilEJpD4s9ykpSfWVGK2o8tMzM939qQEak7OvoYnp7PdxNaOI6YIwvPh9FSpkXvYw8d///ldlsT/++OOYO3cu7r//fiV6b9y4UQ2OfPniiy+UuL/XXnup2by77roLBx10ENauXatypjQOPvhgPPPMM52/j1ohkgIbZ/UponNpkmdQyEF8h8WihFxNPKfgpTnP6XoMNvGcVG4sQssHn+OSeWehXe/utDy78ETUd2zDAUsPwNJYe2dHfTiLfvFY04WhxVrQeaqkUhZ+Bcdvker85jJzuuM40cH7RHzcNRR2DSykS7cIo1vocqT4y+zFADx27DhpYjlvvQVzCkMUoHlu8DzhNYyiGh+jyFNQUNBFdNc2nisUmnjLx7Rb70lQdtz4Ot5iu7cA3xvBnSKdr+tSEwb5XrivmmjIc5eClOQA9h1+/nTxa4VJeV2oCg+HmYJ6bS1Cq6vdKy6CJBN7tMPvAj9TbpxIZTug1QzQ4mAoFlNc5/18Pq8Jmrje5+8SY5kojPvGn1Bg9xRdU7USPEWI9Ywc8xbYuXnEdfU6HPj6sy8sKFpTo85Vy6RJyunV21gtXsN4TNh/4cQSjxmvMQMJr7kczLL9ZYYpxR5eg3t1vH2LkHKik+aFQIMZwJ6oAt6CcUA1NdAbjYEX/TNY79/z3pVwzhWbnvNandNEr3cXeWbBQUa/DUHbRfMGc7/dYi0nx3XDYvLogsulJto4uUBnpo5O2yFaydeSkIzSxh1/6/SV72By1VY0h3T9zs/5+HV1/2nH34KvctPVfQu3rsFzL9+Edck5OPysBxFphBLYr3z/cWTVl+PdxSeiIm8iIg1AWnMNpqxbrpywdTP3dAvxRiC6vRnhoSaEhJrh1OnUeMFN1w9A+6RueXsdDixIlZiXXsA+IguMavVDOnE6YS4sdNecoIgeLH1G1hHymjxVk9StrcrRrMw8YWGqLaCZh+YTTrwGzXsbSGisoQO9pERF96hin1xxEMDiMfsqLEjKz5MTPDw3VX46NaoBEP55/rOPwXEd+zbsfwx4kXpBEHqN39++MWPGYLi49957ce655+LMM89Uv1NQf/fdd/H000/j6quv7vb8F154ocvvTz31FF599VV8+umnOO200zrv5+CUS+JHNRTRt2wB1q1zi+ieBp7FQuvq6zvFc16wQ4JYPHe6gB8b9Xi1DHjkrtuQ3FqPA2Mn4rc998FxKXbsO2sajPppAVH0i41kC5fbu1xquT83rRPp4GDO/SR1w8+FohkFSM2dzs+JA3zBC04ANTe7o1tYMIbF9+gC4TkfINEtFMy9HebcCEVrfs4UyCg2UxTi56uJ5j0JZt4Zy7tyYfJc0/6u76a52TXRXYuM4S3/jze+Qrv37/wbmvOcr6u9D0YsaM5zEc8HFp4vvG5wgoLXcgrqdbGx0FdVIaamBmEcgPKYB6KAJ+z2s+X3hhuv/fwuasK6dxwMRXbt+d4TbP1CExF9XdS+AruXg13VR6DIz+tNLwR2VXOhoUHFa1lzcnpVkJjwOsOJZ753TjpwQom3g3Vt4etqxUq9c9N75RTTipDyOu5HEdLBFo31mmjO6zuv3XRMhobCRjGA7URqKkycOPGO/vGeOKHAronswXJN50pavg/Pe1fv37PaAl7vn+IXJz/4u51t6pYt6Jg+Hc6aGrcTsbzcLZJx8mmQ3zv7pcNp8uiEq2L4Pec4wTPpxvdvamyEnpP+nGCgMWcQBTDfCJtnZh2B9Uk5aDWHdbl/y/hpaE9IRFRKAnLDnGh16BDvaFePNYVEwOrSqT5+nU2H3G0blOh+3/Sj8GW0e7i8cGspLnv5H1ibnIvzovbufN2XXroZM4t+xeVHXImPJy9Em1OH8dXbcOOnT+LHrCl4cG/3am7CXnt5Ywd+ZGZ6XteYEqE7lZWVqv/CvqI3zBs3FRW5owIDWFzdHaowKTf+Qrd6W5u6lpg9bnXGmTkTE3e41Ue6cMpYR15PS0tVH4DHQAnRQfQZq0lVrqZtbETo2rWwsyBpVtYuYy17C8dOFNPL2dY4nWqlnYjpgjA8+P3NYwwKiy0ddthhnREvTzzxhHI8vvTSS4MmtFO4WbFiBa655prO+zgYXLx4Mb777rtevQYHlxRyfBtjOtc5EI2Li8MBBxyA22+/vVsGmzcUlLhpcMBK+NqacNUftNcYiNfqFRRjt21zFxblYJWFAR0O1NLhXFmpOn0hHOh5iedDvVhU88f2NSyoo7UDW79ZjbvTF6C4w92IPTfrcOxTvxXHzEpG5iRr55hnp39DB0zzKfo18OFFbnh+UQig0MjvG285ULVxYEtBsrFRPc9WWupulOmCouM0LAxpmZkIqatT0Q4dLEY6StzpOz1H2DGlY7K9XUUW2BjdQvd5TEzXiIBBiKLaFewA+cayEM1Nqgll3g5z3vKxnkQh7f/351riHRGxM5FKc6z3JLprYrsmvmvvURPcNfGcQhPfm5b7t7P9H2iG/NoaQGhO/9akJNQmJ6Ohqgr1ZWXKnU6083Ag6M/rDHb7OpLPA+27q+Xle8fB0J3NW4rM/D5S6PXOWddWofQrko+vQ/ccN28Y/6ZFxHDzrAZSDt+mph0Z7BRtee1hgWedDu15eWp5tBIOerFffL+cOGDEGfuibDv53vpybfH3HOF3i9nrdKaz7eVn0OsipPHxsE+aBDPF9Koq2Nj/HGyXN0VzOiE94rHqBzKCwGyGjY7I1FRVRI8iBiedeb+awN+6Fe25ubBS1GC8iTZxwltm63vaWk6E6BoaOv+ct7jO22Fd9aW57PneOfnjiTxTEzuMKIqPd4vhfN98/1xRxX32aXe174qd521aGqwJCWpJv7G0FHrNoT7Igvre8U7Mi7PgVy+Tx1SPycMxVAJ6e7sS+SwTJ8LCc7e4GK0FBTBxMoyFx6uqVK0UlSccETEoDtvJPlE3jWFR+HDCXl7PcCHJDEy8/FR1bP6o7vMUYt1jNjad8F9EdNjwgsmCFgfQYteh7JRTUVFXj7njMjE2yoYWhw5JbWFYPnkeymOSMS7c2fncSKtbjG8IiVQiOkltrsWC7avQGNpzbFN5Aw1K0X6/1/62W8HUxvJ6Tjc6r+la/5OoAtmFhao/z2tUoNPrMSzbUF4zuHFyjxObzc1KWGaEqktzq8fEdE7qBSu+fQ5ej7naSWWgM7ZOm7wNIgG9C4xRjI1Vk4ucEDCtWQNdUhJsGRnulUs90Nt+GMdqjDmimM7vGPs7AxFZF2iM1L56f5BjMvjHw5/X0rm8A3N7wYQJE/DYY48pwZkC9qJFi1TEyjvvvKMGDa+99hoGAy5jYRzLsmXLMH/+/M77KeR/+eWX+OGHH3b7GhdddBE+/PBDFe2iOXX/85//KKGKA6AtW7bg2muvVYID39vOHEU333wzbrnllm73v/jiiwO+dFjoHw0W4PsiG267+VwktjbgsNPvx5aMPMxLdmFhigMJYUHilhIEQQgSOGl98sknKxcZO/v+IO2rIAiC4C+ranV4epM2QdM96uas8U7skeDXkLfXuJwuONs60KozYl2rGS9tMSC5uRbzi1ajKjIB343pvtL1kgIHxsW4hrR9HU1tLFcgb2nSockGRJuAvGgXJElHEARBGKg21m8hnY3shg0bVC7Tn//8ZzUbxoKeFKf3228/tXQ8EIX0v/71r7j77ruV+3zatO4dGo2tW7ciLy8Pn3zyiZok6O1sflZWlirs1pdOTU8zIR9//DEOPPDAwZ1h5EdfVOSOc+Fysago2Ox2FQ1SV1urPutAmeHk3Ox6oxGTWLW7F8/fXlSLF2yp+KJeD4dLh/vfvgezyzfiu1POx8R9piI8wCa4+SXs8ORF8xyik65Lh5bZs3V17viRzEzY0tPx8Tff7DhHuAyZmel8TlUVwEgYHrfQUNRbrahtbFSvPZKz07VzZAodYYxuCQ9XOZZa1uBgL4fU3DLekSxa4WVOMnLjBB6di5q7XHOYD9ZnMmTXkiBBjkfPHQa2iwN5TNgm8hrWl4H+YLevRM4DN7xeceWTlrO+bt06FVOiObh5zdJioYa0qBX7Jr1wrNJZT4e9VoSbOeja6q3hPEe4X4wjoJOS13a/9sluh3n7dhVbwKXhytHs3467XeJaPAkPJz87Oso9r9fFae7He+P5wj4yi6z26XzwyltXTnitgG1rq3tf6Q53OlV/iPus3OueLPbdOvQ9BUDVigfeehxF6v/yvYeFud87jwFf1+Oy99cZrX1neI3iZ8sxD+OD+DuvT96rELgvdGPTYcn3qSJO2NcOlrgbXxwO5RTlShI6YtkPtfusntjdOaJWozQ2ul3qfC1Gv/AzGaDol6/r9HhERd3sOMZJZhcuzrJhnyGKunG4gFNWhey0ECzvSY0Jwed/XNinjPT+tK/B1MZyLMq6bFzdo51LPH9CN2xQNTlUwUl/zgOTCxdnD9150J8x7G7h2ILXT64C4upPj1ud30e6nQPKrc72nNd+uqwZ7+b52WG347eGBkyur1dRYWoFzxAXbR4OeA4bGxtV+84Vd8p17/mO9KWN5f9hfRamLTDmZWcrioMR6at3R47J4B8Pf9pYv5UlDgi4bJVC+kcffaSKfxIKRByMDRbaEl0OTrzh77vLN//b3/6mhHSK47sS0QkvXvxbmzdv3qmQrglgvvADHMiTeqBfrxvbt7tFdA7UoqNVx6qyvByNDQ2IjowMyMwtNiuGXXRefyxtx7T77sRepZvxfxc+A0d4DPaIcsJy3tmwpIZgT2OAKeieSAWKATyn0jIyuuarcjCoTU4xNmnsWHeGvWeQ2HmOcONAhMvgOSDlkuq6OpjKy5FmsSDWYEC11YoGdlgiIhAWKB2s/nYkPcvKWeROLYTLyFAFrux5eUo816JbBvJT7ylL3Fcw54WXgrlvhvlwVVgf9GtJkCHHYwfahN1AHpP+vM5Qta+D9ZrBBN87r1Fsc9gZpZA+ZcqUzloGWgFTLQ5GK/amievDWdNAi6lhRBQFdMbxDcaEZF/PEfaR2QYwN52dch7jXu0fl/aPGwcdo9pYt6a21p2rujPRXIvL8cTjONlvY65udLR7+T8FY4rIbPO9Bth8bl8/Pa32RR/+o3sfKPJ4DARK0vJEGGibmghoaYGhpcUdO8OYmB5y2LXIIO8CoCqehXVPmCvsmSxQ0Q/9eO9s39k/5neBaIXfOR6ikWfixIlqLEJRXYtkU98NCsRjx8KakqLy702eyBe1b771BQIZin/MwmdtlLg42MaN6xTQDf6eI/zsIyNhS0tTkRUq+qWiAib2cxmF0M/iivvFO7HPENcz8qcQrPbTTUsnIzSkb4JXf9usYGhjeX2nkM5Il05h0GZDSGEhTPX1qr7Rzs69r+r0uFkd+65wYoP3s67AkNUP8GMM6xf8fnhi1NQ7YSxKe7vKjOf1UEXAsA2gsK5lqw/E+IPXWi8xXPtZE8rVz57IrM4i1XyOR0zXNp3TqYrycsxmYKxWSgp0rK2EUYCnPeb1L2zDBoRoBUk5MeT5jPxpY/k89n/q6+tVf4M61kirjzba++o9IcekK8M1hvVbKaXif84552DGjBnYtGkTDj30UHU/HemcCRss2JDOmjVLFQo96qij1H0c2PH3Sy65ZKf/jy70v/zlLyrSZfbs2bv9OyUlJWqigJ3kEQ0b29Wr3U706Gg1QKDrnwNTioCB5FqmQP5Lsx6rnDqVRTndp1PcanPivVoTXq00oMISgrcsVhicDpzTuAb5s2djQgQ7soG3XFErisbzOD4hAUmJiTsaP3Y2amvdojgninJzOZvUu8EFO52c4eaWn6+KgYXV1SGjpASRxcWoKy9HG93RiYnQ+2bZBjJaITRPHisH3yq/NDxcDVTtPJcbGtAxdSoMAzAJ5C2YU1jirL+2gMc7w5xiiTYwGW7BXBAEoT/wOkaBkDVjCK9/FDXowmV7pRUxpcju7Vofquser8X827wGU6ymgz5QHVgc3PoWIe2VQUGngz0zU7VvWhFSTgx3ihOcSGf7x8xxiubM9KYL0Vs0D6YBFkVw5pB7+j+OngqAaiK7p4Atf+bzKajRyagVAFWvMUD9V55r7BvzO8DPkbWU6PpjH5nnupajyX4bV7Ly8+UqBI4h+BztvFSFzceOVQXzlGhcVqZMDhS6lBM7UKE45ykSzHOM2b5qUmcgTDZ6vSogzI2vy7/D3Gtjba3K1lcFbimq9+G7zfHBDJ96RkPNzgrBpsaE4qalBTh4yggfY/YD9rO52p3fvc56ZU4nzIWFqpivcvDu5DvO8SKPuRvf8ZKqxIGHi03YO84ypJMrgw5rO3Cje9LjVleTVKxzxlU9ERFKqO3iVvcVw70Fcm9R3FOAmatHOp9LQd0jiKvxKsem2koyrUgza0ewT2AwwMnf2V7xd/7MCWPPrnOfhmvExPNlWCbddLrOz4L56SG//gpDUhIsNMP1AbZHbJsopjOmmGI6J6EEQRhc/O4NPfLII7j++utRXFyMV199tbORYyHQ3/1uR1XywYDu99NPP10J4nPmzFHZ7BzYnXnmmerx0047TcW/3Hnnner3u+66CzfeeKPKfaPIX1FRoe7nIJEblzIzJ+7YY49VrnZefBgVk5+fjyVLlmDEi+h0IsbEqIExRXQW6mLnfzhdZj05C9wdUW2fDGp5Ht0eE9GCjudfRsr6X/H4GQ/AweIbRhe+OvUiuHIicVgKi8oOTh5if+GxZieRImxSUpJauqjTOiJ0k7P4T1KSW0CnkN5XgYIDHn5HExJgyM1FfFMTQktKUL16NVrLy0FPiik6WjmEOHAJKOg2o2juKYimnGisbM/OR1yce9k7C+PyPKaTiZ05Hjs/z19NMNciWbyLvFD00Cqka0U/RTAXBGG0oE0YcmNbRZGDQjo3tmFaEVP2I3jt9C5YPJCudV6n+bf4N7hqUHMEBzrcR/YpWYSUDksex57coD3hSEpCB9ub335TUQZKNKfDkAIkRWNNNA/A1YMDgpfLXK2c9IbxQ4PwvnmeaRNHbN/5efF8Y994Vy4/nudaYXj2p+lQ7+JOZ2+US/lzc2HXHOoeQd3OPlggCeoU0BsalEhG57k9Pd0toA9Wf8dkgiMxUW02Rr94BEB9Y+OO6JeBctQOsZhOwXZ5YS3WxafioH3mYn5+cp/iXEYTFAN5rfQej5pKSmDavn23EzkURTleDLN24IIfXsVj845Fh8n9vc1srERCawNWpY1XzxvuyZZBvW7Ska4JqVy51NYG89at7glYLdZKE8sphnPFmfazTueecuB4lGK4R/jWRHAK9up3z/3BGsXSXV9Ap74wZCsWWIA5Pl59RkZGszKiNTVVtQ1cXa0miXs5mci+Fw0Q3mL6SKp5IAiBiN+9UDouHn744W7391S4ZKA58cQT1dJJiuMUxadPn44PPvhAOZIIByreTmoWRaVgedxxx3V5nZtuukkVW2EnefXq1Xj22WdVvhRzDg866CDcdtttvR7oBB3FxcCvv6qlRa6YGNTX1amZfzaYUey0ILAaOffSyK7Q3cH7Q23h+Hb5l0hob8LxxcuRvnAWDkpwINSQjUBFy3Rl5zAlNRWJCQk7lpDQ4cdGlI6CmTOB9PQuy5H7DTs8cXEIj4tD5sSJqCksRNXGjXCVlyO6qQlGRpTQ0eBxdw11jqd3TItamsiOGoXzpCRYY2Lcua4Uzvv43fQVzLUcYH4WmsOcgrnmMNdyzHkbSCs0BEEQhgteL+l04ubrWtfiVih4D5RrnX0TCvZ8bV6f2U/j3w2kCf/dwXaEg1re0rGs1SvpDXStcZUV20cVeRFkYuKgMYAiOs8xzdzAn3luMzOa4x1/M/cptufk5KhztSd3uvp7ERFuQV1zqJeXq7xwO/s5wyh88ByjgE6UgE4HOr/jQ3jOqZxnbox+aWrqFNWNWvQLTR8e80QwQHfrtJAOhCW6MDcnXkT03cBro1ZbQvvOGFhnYOtW9wqF3fT/6Swmz7xyM+YVr0G0pQW3LD5f3Xfaindw3vLX8ezMw/BG/LlIDXEhLSQwzVYDCsd1ntUfSjCnQYnucjrFeTw157jHRT4a2J2+MOTxPyYT7ElJcHpqF4Rs3Ai9NiHCiJ7YWHeGPCdcd6ELeIvpjChmvyMYDAeCEKz0qSf69ddf4x//+IcqiPDyyy8rF/i///1v1XlcsGABBhPGuOwsyoUF07zZtm3bLl+LnWVGvowaSkrcTnQumYyORnVVlZr15yA30JYA+S7PMzrsOHTjN5hRtrGzU0SXwfOHnY3pmRE4b/406A07nMSBSDsLVHV0qEFVUnIyorTGjbUFamrceXcFBQxXdf88iBhMJqSMH4/IjAyUlpSgoqgI4VyR0NrqLibV0KCyVpWo3o+8yt0WymGHjssGKRhw2R+XamdkuJe8eRzn/i5R7ynDXOtgaBnmHCD35DAXwVwQBKHvrnXSk2udt3St+5O1TnGT/1cTJxmtEYi1W3oDJxAozvK90PRB80bnSrTdobmyhQGFfQOelzzP2A/gClsuj+fn0p/zjJ8pX0tzp7OfzYkgfj+8+xgqKzw/H3Y6EMvLlaiu48oOCupD2CdnH4wCOlf9UcxRDnQK6MPZH2L0gW/0S00NjDU10NH804/oFyFwoUmO7QS/h4SrEhhvpUTf3QiCViewrN496fPovOOR1VCJT/Lndj5ucDnRbgzBN2Nn4Mt6o9rm6RtxXuFXSFk8DxGxfhZ2DkYomtOQhNFLt/gfT2Sne5w7vPE/2kSRLTUVBq7w48qomhrVPnSayyisc1W2Jqz7jJHZxvjGvGh9M0EQBha/e4qMc/n973+PU045BStXruys/M3KpnfccQfee++9Ad5FYUAoLXWL6GYz7FFRqqgoK7R3KeQSQHDZXa3FCejdnaLk1jrc+869MLqc+N+0A7E+OVfdn33oPhgT4MvzuBSdMUI8zpx0YgOnXHnM+abLhj8zwoU1BnZTHXigofs6f9w4VHuyPcs6OhBrMiGkrQ2G2lrlBtI1NrqX83GZGQd3fRlccQmhJpxr+a7MNOVsO4Vzj8tIvb6f7iceX16HtGLH7IRrAg0HshTMKV5owo0I5oIgCEPrWqfTkMJ6b1zrRLufsXuMcQm0yf6+HhdOBvjmpktE2NDBiRztPGQ/gH0ETnBQPB/oc4yfM2Ml+dqsv8TPu6doHwrqVhbwTEtTGdDc2O8abEFd5Sg3NqqIBsbNKAc6i9kHmtvbN/qloQGGykp1G8zRL0JX2HenkM7vJL+buvZ2FWvF85SrN3ZFxYbteKHQgU8TC9TvX+XOxAHn/QMW447x7W2LzsW9C06GOcSMmVEO/NysR+7KZTjgw39g9Ref4vrL/65WNc+LdcIsQ4QRixb/Q0wOGz7858VIbGvEdQddhLcL9lViepUVwx//w8kjCuUREe48+Z6E9Z4c6x5zAvtenLDXxHSa+ARBGGYh/fbbb8fjjz+u8sj/85//dN6/9957q8eEAKS83C2iG42wRkaivLRUzVRGREbCFEDuLs4Sb2jVoWLlBsx99Vk8GpGAC46+Tj1WFp2M52ccitrwGJRHJXZbxheIcI67va1NCQgcLHMArQZqdEgzr5+3jG+hiE73xTANXthhZTwSB3hasV1zZCQiUlKgZ3EvLq+tq1P5bcaqKrdTSHOL72zgwkw+T745C1VBm0lnY8/CaFq+eR8iZLRl2BwM01HG/efAlPmkjH6aOHGimiCgIBNMy/8FQRBGKpzY5ObrWtciYbxd63yMbSZjXAKtbstAQGF13LhxSkzvKfpDGHg42c7zi0I6+2E0NVBo0ES7wYLnLs0T/DuMUaRQyPOdn7nv33VqgnpqKoxlZSrSZDAEdQqUSkA3GmFLS1MCvnMABHTtO034HtkPG+jvbmf0S2rqiIh+EXYYYrh6g316JfjZbDBv2aLGHXTn7gy7C1j+6Soc+8SdyIyMw8rzHsY+GWb8p8IIi9F3NasLrSHh+HMeYztsqLYCpVVh2JySg7cnLsQ3DQa1RekduH/Z0wiZPwvpMyZCbxBVfaTQXNuIoh+LgMQ91e82gwklMSnIrS/Dr6n5XZ4bcPpCT8I6r+VMFigr2yGscyWPR1iPjYxEY2urEtO5qo/9KkEQBg6/VdSNGzdi4cKFPQ4MOPMlBBgUbFetUi7i9ogIlBUXqwErB7OB4IJqrK5H7fer8WnCeLwVOhbNDh0mN0bg7NJNGGMOU5EudoP7NL35wAu6/X9W2Q5EbHY7Wlta1ICNbjp+P1RXrLYWaG0FmOtPAX0X1eeHGjq3WRQt1uNOp3uKHVpTcjIcycmwsWq7Z+CiLbGls5wuci5H4/LgznxzT0wLXU5qeS5Fcz+KpvjCyQgOhLlpsQDcNy3TnPvOQdz69evVud2ZOy8IgiAEtGtdQ3Ota2JKIPRRBgu+b7a3nASmwMrfpTDYwItzFM/Zb2CfgcI5I1fYbxjqPgL/fnZ2tjqvtf4VxfWeCpgyssQ6YcIOhzojXyiox8a6zQf9FdBNJtgyM90COkXLforOvseZsD/GSSK+P57XAz5Zsavol4oK1ddUKx1Har2rEQZXSGsrdDiGMG/bpsRB2y7GSCUdOtyx1YRtYdOwV3QiqtPH4LHxbYiON6AgwuUpJLnj+clm4JKsHdnXSWYg6bB5wGHzML/FiZZ6Oz6uNSB/y1os+vJNNH3/CQ7/47NYmGLEgQkOjAkbzYEowQsXty9r0GP1hkrcff8lyNcb8cQl/1aTKuTPh1yGhLZGbIvP6Pw/08s2IjY3i1YzBCxa3JEWeURjWXu7ewK2tFRNlFJYN8fEoFGvx7bGRoyZPBlxSUnDveeCMHqFdC6zZQEDLlf05ptvvlFLR4QAorLSLaLrdGgODUV5UZEapPY6l3MQsNsdWNtuxA8NBvzYpMel/3keR67/Emvnn4jmhTmIMLiQNGEMPjntUvwtdhbsOx1Iu1SnaFpUYMW6cPDQQqHc5UJSUpLa1MCC8SicaKLzfOJEtxM9gFYDaHCwQ+c8xWgO9pjtyf1XxUrM5s7ltYyhMTQ3qyx1OoFYEZ4NtjUlRS1T7nSs9/E9anEt3Ogg46CXggOPJ/dFKwjqDUUYQRAEIbhd66MFxtmwL60VIWVE4kh04A8lmiuawi77MxRxubKBAh0nK4bz2GrL7b3d6dzXntzphCK3NTq6q0O9oUHl4/ojEOtaW2FkfYKQENiysnYI6P1EK9DKPhr7ZJmZmZ258JMmTVLnM1cJcgUsv9d8zqBMju0q+qWuDk6K6jR8DEa9H6HfcPUCr3+8DvL8MBUXw7R9OxwcL/UwhnA6nFj57XpcFzETFqcOEWGh+OLaO7BwbBR0nmKuFMuZcc14DjqLabrieHFnmde5kXqcH2nHOZl2FIaEY9mei7BJF4UiZyieLweeLzfigc8fRVRWKhIO2RcxsRGDfViEfsBzpHTlBqyp6sDDafPR6tABxkxcEpsGe2go8tpqsDqEQrkO5dFJatMYU1+Gl166FiUfZ2D7DTdgTEqQ5IuzrhlX/Gl56J6V4aaKCiTR3GexoHL9eugKChBLvU577gg2LAjCYOO3ynXuuefi8ssvx9NPP606hewwfffdd/jTn/6EG264YXD2UuibiP7LL0rQrTeZUFFcrFxeURykDfWuWICfap2Y84/7MH7Lr7jpvCfQEObuxH+eNxsTG0uRnRWPhyZaMCnSBSN3cPy+OFlV1eaz6ALw3mu3K4DOgqEuBLIrtJxuDiQ0MVrX1uZeFUAheto0IDMT6IejaKjggJMTY97ZnsqdrokcHLjEx6vNlp0NndXqdkr10XW0s7gWCuf8uxwMc58k21wQBEEYKbAfTaFXK0LKtpZiq7R1fRN12X/QVgLyOAbK6ktv2I+iO927f7Uzdzqh61oJ6ppDXRPU6VDfhaCu9xSPd4aGwpKTA0dq6m4LNvamr6bFMXEiiMeYsXp8LzzOmqGBBgye1+zDcbUyTRkU1nm+870O1oRZl+gXmj080YQ8DqreD53sYWF9KmQvDDw8n6gjsO+v6kdVV8O0ZYuKpehp9UVVmwPmW+/EcZt/wXvH3oiGmbPw57E2pIR0nxji+NDfjGv+n/xJmcCkC5HgBG6styqXenFxDY788T3gR2BB0t7IyDYpl/qCWCdCA+vyMqrZ3q5Tn5fzq2W447W7kRWbhrvOm4+UEBcWJzhQfucdyEwIx3F1eqzeib6Q3VCusvUrQ6JwVlECTrU7cWqaHaZga5JNJjh5jfMI6yFc8VdXh6qffoJu2zbE0BTH6yBvWcuGz5NaE4IwuEL61VdfrdwHixYtUp1WxrxQ8KKQfumll/r7csJgwBzrVavgcjhQo9ejoqQEBr1+yKo2WzusqPh5I4qqW/FUzkJs63C3Pu9XlSOmowUHFf+Cunl7Y06MA3tOn4+QM+ZjD/WMrsvm6Ci4FbbdLs8bbvh9YDFRDiI4eItPSIDJ4XAXeGUjNn48MGbMjuVXQQIH8poDnG4ROou0Ap5dXF1cPtYH57l3XAvhdcQ3roUDNUEQBEEYyVBE8i1CKu3f7leuUdBlH4LHin0HLbolGDLnuZ/s59CZ7p2d3qPwTwE4NhbWmJgdDvWqKuiczq6CussFPfujLS1KMLbk5alCjVwp2N9jzSLBnLDgRAXd5zxnd5eDzj4j+5F8rrdDnQJqTysLBwwer+hotdkzM93F7imsNzer+BdGwSgDiLdbXSavhhxe6zjJos775maEbN6sPgflrPXC5QI+rtXjgaIQXB6XgwnGdTgxrA7jxtvgMaEPOCF64IAEp9qaUoz47Phz0bK9VGVqlzQCPzQacOPnT2GSoxHNRxyBvIKsHs1drP/1S7Meq5w62PV6TN+FM17wn+aaRlR/sgwfh2XjpfRZ6r6wMXNweWQ8ysYV4MGxTZiSFOI5T8J3qy8cuHgqtu9/L17ZroPDpcezZXp8W+PCLSGFyJiYjaDFZEJoSorS7orZbrDf4XQChYUAv3dsM9lOJCS4hXWuWhoi3UgQghW/e+nsMF133XW48sorVcQLBcSCggIlrrETONBV7wU/YcGdVavgsFhQpdOhqqJCuVz60lll49/bZXElbU782GzCj416RKxai3/+9xaURybg+ov2hV7nQkGkCz+dcAbqE8JwweQc6A29i+HQlue5OyEG7KF3BEwnhLJ/R3u7GlhwQMTBQgSPMz8DNk7Z2SoCRTVIQQy/03l5eeo9UlBn7mVfMkY5ENNc55x84MCX56Z3XIsUCBUEQRBGI2wDmZtOZzrFJf6+M5fyaIRuc26chNeczzxGjJzUJuCDrf/AflRWVlanO50iM9/HTsdSFIjj4mCNjYUjPR3G0lJVbI7vmtEtdKFTNLfk56saNarw5gAUaaXwTTMOnfR0ofs7UcHJAYrp/L8sKKxlYnMMyckEnueD+dmpYvfckpJgGzNGHSc14UC3OkV1ruLlsQ0NVcesr/V8hN7D8QDHFDw3zA4HzJs2qVW8PG99C0Q+UhKCD6zuQonvHHwKZpx4ACaMTRuyfY2OiUD0iUvUz//usOCTWgO+qHTgmNWfILajBb8btxibbCFYFO/AQXFW5EXoVMzMV3V6j1irndsGJJlcuDQ7cMxgwZp7/k29XrnP93rnY1y27D/Q58zC/06ciTnRThyUqEfDU48h3WhA+k5eY9fxP3G4PBHYo96K+7ebsPirNzH3q+fw6aEnI+f0o2AO4jk3Xm9VnFJNDZypqUhIT3dfe61WgKvot25VhUzV6vm0NCAryx1LG2RtqyAMBX22u7ATRQFd62jde++9uPvuu5WrQhgmWPxx1SqVEVjhdCrBkx3yviyh7N74o0vj3+5wz7Cb3vsA8z5/C5/NWIqn9zxSPS8kcyqK49JQnF+A2zObsEdyCKJ4pk2a0qe3xUZtejSFVz2m2J0IhEVHHMzRnWMOCVHOnFi6KbhstK6OhQTchURZ0GOENDxsZCl4e2enUwhX8TU7eY9aXAuvDxz0ese18P9pg0VZwi4IgiAI7r51Tk6OEhbZ1rLtHKrVhIEC+w6aWM6Nk/BE5SebTKrfoMW+jZSitHwf48ePV2Mo5qdT6NDiUnpEp1NZ6XSjGyiol5UpYVgVKaUDvR+mJhodtPgWno+MbtGc/v3tr7G/yNfh+01JSVHjFIrqg1qYtKcifZpbnSKSxdIZA2OsrVW3OpvNXayP9X4oKI2AcyzQ4Lne3NyM+OhoJaIb6+th8xHRN3+7GjP/8QAOy56GT466Cmek23FSGmDUDZ2I7ktWqAtnZthxRpoLa/94DTq+XY51Yyej0abD/yqNiH77LeSu/RSfLDoWf8nev9v/pwP6xi0m5YgeajHdH4NcoOF0ASUrNsD46ef4+5TDsSJ5nLq/YvL+WLJ9BRxzZuHVPSyI7ZQ8dv+d3VX8D4e2+8c7MSOyAy0fFMHocuJjVyKWrzXjzzk2ZRAMVtiGtnd0qLaG7S2v8TpOHnJjwV9CUX37dqCkxK1rUFBnDIxcCwXBfyGdYtjNN9+Mjz/+WHWsrrrqKhx11FF45plnlEOdnb0rrriity8nDDS1tUpE72hsRLnLpZZQ9jUbkiI6G/kuuFyIKS/C9m9X4vy9D8FWewhsLh3OqbfjuPoK7LttBX4+4HDMiXFiTowL9iceQroOO50JDvalxBxoMMIlKSEBoYwmKStzL4eaPNk9gztCGxoOdLTsdM2dzgGR5k7S4loooLNxpnBOwZwuJA6Q+LMsVxcEQRCEnmG/LSMjQ7W3jHqhS3kgRMxA7VN5i+bsN1BsZT+BorlWnJN9CW0bqQVp+Z5pzPDOTme/idtOoaDOejVc+Wi39yv3WzOI8HPg3xwzZkxn322g3eJaVjo3TVBn7AvfM/uTg1aYtAcYi+PgxmKlY8d2c6sbucrU8zxmq/tT6FXoGa5KqKysRCTjfYqKVPa/jSKd5xrXYocyc5XVxuH19mZMrivCk2PqkZPUvxUWAwkd5xkzJwAzJ+AVpx0/NDrxUa0BSzd8g9yq7fhnbQegkkB0MDrsCLNb0BzCIqX8LrnwcLFJOaKHSsjenUFuKPEn7mZbuw4f1RjwSZ0B17/5EY5Y/xU2OsNRcmi+yqk/cEoiQpbcibxB2tdYsw6x11yED3/YH5+a9kB9hx6XrDfjXHM5jp0QAXNocF4Pwlg7Q6frFNM5Od3lOs92h1tHB1Be7o6rTU52R9XyVsbygtB7If3GG2/EP/7xDyxevBjLli3D8ccfjzPPPBPff/+9cqPz95HgCglK6IL+5Re01dai1OlUyzApbvZl0MXGjQ0t0blccHldVF/8z/VIbq3Hyck52Dh2OlLMLlj3no8vCpKROrsA90X1Lq4l2OCcs9ViUZEkPKacyVXFlQwG6NjBZo7Y9OnuQqKjYDkoG1q+fw6AWCSI7nS6StgQc4DrHdfCARgHvsG23FoQBEEQhrudpaioiem8TxOa2d/WNvZLtJ8Dta3lfnvHsvBnwn3X+g18v+xfeYvmI3HyYHfQBEN3OoVGihwUl3fpTif83PsoorNvy3EDzx3+7eTk5CHNmednz4kj/l0tM5tmIH727EcOqfnCk8/NjcVdmaNOUV0VLa2pUT/r6urcbnUWLaXzX8a+fk+e0YjD28imJpi3bXNPBHnO31/LWnFbdTyqrDro0vLx7Pk3YuE+E5ATErgTaCxEuSDOqbbW26/DKx/+iHdT9+4sZLlv4Qr889Xb8EbBvvjD0ivV/VVWYOtfHkWUzoEPDz0FtqRkRBpcyKgrR2bpFjhSUmDLy0OkEYgwuBDpssNs7tt3oUeD3DC543sTd1NncaLhtQ+Q9sM3uOLom1AfHqPuf2P6QUiIDkHegXvhpWmWQcvH74kJcyfhX3YrHi4y4YsqJ478x50IdVix9fL/w9iC4MxO18bnXB1CgyCvwd3aXK7ISU+nU85t2mQMFo2DFNS5gkQmFoVRTK+vyC+//DKee+45HHHEEVizZg2mTZumOsKrVq0K2I77qKC+XonoTZWVKOVAxWZDdExMlxrU/jZwURWluOfTJxFlacWxv/+b+wGdDh+On4/shgrYDUZcPdaKJYlO6HTM/56NkQjPbw4weMvGhoM8HtsIvR56NiZsXCZNcmeh9zOHMhjh4IdL0DngoruEDiKJaxEEQRCEgYGmiAkTJiinsJYRrkWm8VYTprW+igb75WyHvUV2b+F9MKFA5i2ac4BOKJhTFGUhVS0X29tlLmOJHfBzSk9PV5+/tvqPx4t9rIGAnwnFc543PP4UUNjHpZA+XP03ngN0p3M/GhoaOgV1TsJQUB+OArLMSleO//h42LKzoW9rcwvrdXUw0q3OSE2ajsSt3mv4uXLCJJG56Fu2wBkRoTLsLe1WVP3jBey94mu4znoY6QmxuCbHhqlRfYsFHS4iYiLQuGgRGrbuOF/33rZK3VoNXcXseeu+Q5S1HVfPPhnb7G5J5tSf1+D3Hz2K98fvhQuPvrbzud88diYS2xpxxul3ozQzF5EGYM721Ths+fsoGTsBP+5/hBLiKbxPWrccoXqgffwEmKIj8UCRCXqnA06dQdP2PQytO35Xgv5Nmw04NlWHog49fmrU481vvsSkyi04YsPX2HzAIcp9Pn/WRIToJ2K4iDEC1+XacKSlDIntjTDa7fhTVRL2izTi7Aw7woJwTk27rvJ7SeNgSk9iOuFEFyNe2M9oaAB++skdA0NBnSvxR6EOIgi9FtK5zHDWLHc15ClTpqiOF6NcpOM7jDQ0wPXLL2goKUEZS5pzqSQzq/14CafDiYp1hVjZEYI3wnOxuU2PhNBILCxcCT1cSGmuQWVUonruDQdd1Pn/luitIyX+uwvssHdwgMrMRIMBEeHhatAXGR4OM5c30f3PRodFRHNygBj3LPlohd9/ZmdyEwRBEARh4Ae6OxMRNdHad6OArRX31hzg/J3P14Rt4utu9xbbd9e/353LnOMEFpjk5LommvN9yOrV3kMBmQVoKahzBSAFSP7cV5c2PydOyvA8oCg/duzYzviWQIHnB/uUWmFSRr5wRQZXPnKfh22VI93qkZFqo6DE75OBMTB0qzNb3SOwu/g8ZqvzmMq53gVO3vA8jrDbEVZYqO6j+39diw73bA7Bg79tQHx7E/5U8R2mLlyE8CA9fMwf9+bWRefiob1O7Pa8D44+G4nWFizOj0ad0Y5Whw5JiZFYM3YyqtOy1crvFgfQ5gCiO1oRareiUh+G4g630DmruAxzVn+L2g4X/jPpmM7X/ea5J5HZVI0jf/93rEp3j8+O2PAt7n3n7/h43LwuAv0Db/0NCW0N+PvhZz1S4V8AAJWCSURBVKE9eyxC9C7kVhRi7oov0JCSgTULDkSIDgg1AHlrVyDMbkXDhIlq/EuxPszajsiWRhgjQmHw3GfU73rFu7eaH9fWiOs+fxozyjbgwLMfhVPv/tDf2vdYVKMexy2ag6iEwFrxPmVSOqrvvw/vrixHTUQcXqkEljXocVNkKSbkJiHYYLvMa2oV3eYul5pY3Wk7zbaHMUwsQMracKtWuQuU0lRIQZ2r9AVhlNDrnhg7Xd4deXbi2METhonGRjhXrkRtYSHKdTqYQkJU3lVvq12vaNKri/7UN/+L879+CZUF+2Hz0j9BBxdqI2Lxp8P+gFWp41EZmdCrTkKwY6P73JN9rtw5KSmIjopCuE4HHRuK1lZ348ACu8wG4yzsSJxJEARBEAQhKNCEb/Zbdid497TR2a5t7Odrt95iO/EW1ukW1mJmNJc5xV2OCcRlPvDw801LS1PHmKYmutO1+jO9Ob78nPi5avEtXEXI+D2aRAK5Zg3POe4j97elpUUVJeVEAn/m5MxgZLf7Bd3q3OLilFtd19rqFtYbGlS+OguX6pxO6GnCEdR5SBHd1tSEhPJylUXfHp+IZ4sNeLHCCCd0uPWoP+KS8ArM3XsPBDMs4sm4EjqtlWis03XGk7hxIdkMzDxuP+UCz1H3eVYU5c4BjpmDhQAWwrKj0OZjj6GjuQ3XR8eiRWdBi10Hs3kcPo8+G41xyTghxa5E9xaHDqUZuWiLjIEpNgphehfanTpEW1pVwUyDq+u1fVbpemQ2VeGeJjtW1bnF0yM2leGqL97Et2Om4cmxh3Y+94P//BsTa7bj5BNvx7Kxyeq+RZt/UbE1v6SNx+Gn3avuoxHv+f/egAnV23DrkX/AqnEzYXcBySVb8fcv/oUtCZm4ZfH56rktIeE4YMtyNYEyt3gNomZOwe/T7cjacw4CfeXBCfvnY0yjFX8rNCGp8Dcc8MJV+H7eQUi49AyEm4JrFojtdXhEhIoUYx+Abc4uJ73pWmckE/WQpiZg3Tpg2zZ3DAyjbkUnEUYBRn8awDPOOKOzs06XywUXXNBtmeFrr7028HspdKWxEfaffkL1li2oMhhUh3J3Sx5rbUDdh18j/ofvcOPep2Ftwlh1f0X2dJxqfgNxESZck2PF7GgnLlgXgtemHNBlxti38WcnIdjhQFEbQLIB4ZLWGLrPQ0NhonDOJZvMP+QMKxsGuq5HQQa6IAiCIAgjA4qN7OPsrkinr7tdc5lrRcRZaJ1QhGV/yTvLXFzmgw/HW+PGjVPiMuNetOz0nYnh7OPSfc7PjhMcqampyunNzy6YJji07HZufA9aYVLvCYVhjxPkxFJkJOw0mDE32GZzFyxtaYGtqGh49y1AUJ9beTmSampgqqtDSaMFCbdfA8uMpXBOOwiL4x24fEYKoowpCHYojjPz2x1jwsAM7+8bfwcuybL1OkqFWeDhMRFqi+98DRcQlwXskaWE+HmaEE9uYw47wHDWn5tsuGKjGf+beiA+yp+rDHPeXH/QRYi2tGD6+GTsG29DhxOId6Tiy5ajUBmfikMT7ehw6pQJryIrF47wcETHRyE71AkLBXqdA62mULSad5j5OCkS29aIhNYG1Nn12OZx0Oe31GHhtp8R29Hc+VybwYSbFp+PsugkrMiYhBtibMgK7bqPgczcGCf+NdWCLSt+hsnpQG1DG65cF4Yrc+yYFR1cWonJY5LlpCV1P61uyS5hW8LV+dxaWoAtWwBe8zRBndrJcF+fBWG4hfTTTz+9y++nnnrqYOyPsDuammBdvhxVmzahxmzeaSEel9OFspIafGZMxbIGA9a36vHPr5dh1pbl2DdpIqr3HYO9Yh3YOz8XZYc+jbEhJoyF+4I/kI1/oMF3YPPki7KRYAOhDSxC7XboOKvKhoAzqXl5HDHKMiVBEARBEEa1u52C+tatW1UcyO5EeWFwoGDMHHH2WelOp+Bh9owFNHGcnxNd2+zjUmRm1jojdiimBzvss2dmZnYpTMrYF46D+F4DxmFvMsEZF6e2NorrjEwYxTAGp6y0FBEVFTCXV+A5Vwb0n76DP1cU4g/L/oMpSxdg3+SRJbaxcCaLeLoLa+64n2Y0jqOHqrhnpzseRlRFdV9l/kXeLLVPL01kRrrDfWfaGGDeGIwBMMdboL/uYnVztfrX6r5vj5moPul5pLuAj1wdSnDn1nrtVfi+tR2nxifjmBCriu95uykHfzzsCjSHdDVhvl2wb1CveI8wANPOPgpfFeTjUeSjwqrH/20045iYVpybZkFYVOBEZ+0OLXGC11fGaXGyVoto2y281nHjKpziYvfGiUXmqFNPkQl3YYTR6x7HM888M7h7Iuye5ma0f/89qjZuRH1YmCp86e3CsDmBVc16rCppxoX3XYnZzfU457KX0G52t0pfzzkQ+gn52HvhLByfZ/GsuOE/poBs/AcSOq20rFAOOmLj4hATHY0I5nVSOK+qot3HfbFnMQ3OoAZKh1wQBEEQBEEQwLpu4So73dudTqGc/VwKIcwXp5twV471YIb9eLrTfQuTcjKBItBQTfTQ9c8Ji11tjI4czfAYlJeXw7p5M+yltbiuKRu/thmhn30UxruakXviEuybNLJEdA2Ol1nE8xeOzZ0G7KF3YHqUc0jNaAPtjt8Z1BTM3PRAFO/IdGeFp6p/nZgWBbxRlYDXokfuivfs+VNwvwN4osSON6qMmPzai4jb9C3Wn3cpcuZNRrDANoNtByfAOFnLayzbml4L6py0zcjgDJp7dX9FhVtXYX05xuPK6n5hhDDyeldBjsPpwg+FdVhRo0NCYR3m5yfDwDVdLS1o/uYbVG/YgJboaHWBY4expaEFVd/+jN/a9Hgg9wC0OXWAKx7nunRw6XQ4vm0zksZNwPxYBxL3nAmAW+8b/9XNetTZ3DPEbNyCyYnO7gGLhnJgwQkHXvzp5ImMiECozebO9GLLz4IZEye6i2f4RBUJgiAIgiAIQiDBfi2d2XSnU0ynezAjI0OJHd4O9ZEMBR+K6XzPFNIpqFP0ocDNyQYK7rsSuXsjhBOtJoB2TL3v1zatjoDvxs+CsSajdRxbkBSCmrVr0fj829CtWY81x1yPcIMLl4x1Yvqck0Z8jDLHzdOjnTAa9Zhid2I4PLmBYJAbKkF/uGGB3D+MsWNReBumb/0RqU01+PN2IDzFiIuy7IgyBl+hc19BvdcFqimY05zIycS6OmD5crfmopkWR8AqKWF0E0Rf55HPB2vKccvb61DeyMI0Bjz3209IiwnFjYtzMa9yLWo2bEBHQgLqDVF4r8KoIluyflqPR958AGPiM3DnuYsQZ3Qp0Xz1FddgXG4SzgrnEl3PUi0/YWM2I8jyvQgzPSme8zYkNFR1sunejzAYoKd4Xl0NREUB+fnuJUcsliHLjQRBEARBEIQggiaRvLw81ecdrZE7FLEp7lDk4YSCVpiUuf49idvaal5GGfF33vI+3lKc137mrSaQ+/68q/u8H+Pnsn37dozWcWx8qA75dSX417v/QbjNgou2f4UFR8xHWkjw5GCPBALBIBcIgv5QMTXJjNb77sHzH6/EVxkz4arRYXmjAVcn1mF2ZnCZ9votqHNVFJ3oDgerlQMrV7oz1TVBnXEwghCEBJ2Q/sgjj+Cee+5BRUUF9thjDzz00EOYM2fnlZ1ffvll3HDDDdi2bZsq0nPXXXfh0EN3VKCmq+Cmm27Ck08+qS4Me++9Nx577DH13KHufFz4/EqfEiBARWMHLnx1LU4LrcT0VRsw6+sP8NycY/HytIPU41tzZmFTWh7KpszEY+NaMSHGoIqSAJkYTfBz7LBYlANdbzAgIjxcXeQj6UhhVld9vcosVEuLtOIXvVmeJAiCIAiCIAgBXlB2tMPjEB0drTZGvzDWcXfC92hw7g/nOLauw4kfwzNw+6JzsTiiDcceMwd6wyCI6BTpnE7ofG7BlQXh4XBJnERAGOQCIe5mqAiNCMWCo/bCg81W3L3NhLrGDsx78EqU5E1C5CVnITImOAV1xuRqgrqWod4rQZ2mReovdKU3NgKrVwNbt7p1GUbBUFwXhCAiqIT0//73v/jjH/+Ixx9/HHPnzsX999+PJUuWYOPGjWp5oy/Lli3D7373O9x55504/PDD8eKLL+Koo47CypUrMWXKFPWcu+++Gw8++CCeffZZ5OTkKNGdr7lu3bohK8zDZXCcwffuVkRa2rD3tl/w0fh5Kn7kuY5UxNZ04JjaUizeshyFCxZhr1gn5scaYF5wF8ZidMLswY72drU8kwWyklNSEB0VhXB2jnmRbm11u88nTXLPhrKIqHSaBUEQBEEQBGFE0ithRxiUcWxcWyNu+OwpPDz/RGxNoLHLhQ9mL8HZe1g8Zq+dwMgcit+aEM6JEO/ftVvG7HgFhPDWxVUG3CjWGQzu30NC1GNcjay32eCIiICT7lev+mLC6Iy7GUqmRrnw1GQrvv9gJdKaa+DcugEnbQjDheP12CfOPbHhcMEzuaCDXa8P6MkFTtpSQKegztgqxmr5JahTh6Eew625Gdi4EeCqnfR0t6hOoV20GiEICCoh/d5778W5556LM888U/1OQf3dd9/F008/jauvdteQ9uaBBx7AwQcfjCuvvFL9ftttt+Hjjz/Gww8/rP4vXcwU46+//noceeSR6jnPPfecytF+4403cNJJJ/W4HxaLRW0aTYwLAfDSSy91KcLArMKFCxeqGbv333+/2+tQ5Ff7+ewr+G3Zis77dS4XPv70SYzraMaSI67ECnYiAHwSFQLr/ocgceYU3DXBBqvNhve/+67b6x44Zw7CQ0Px3a+/oopObC8mjhmDCWPGoLiyEit54fIiKjwcB8yerX5+++uv4fRkAGrsO2MGYqOisGLDBpSwOKcXuenpmJqfj8q6Ony/Zk2Xx0LNZiyZN0/9/OH336ODxSe8mDdlClLi4/Hr5s3YWlbW5bHM5GTMmjgRtc3N+HL1avzGTpWneI/TbsfSBQsQHhWF79etg8VqhZHZ53Sgm0yYt9deyJk9G2vKy/HrDz90eV06Vfbff3+0tbXhzTff7HYMjz32WDXr+sknn6CaUTBezJgxAxMnTsSWLVvw448/dnmMy5x4zmnngy+HHHKIcsp/9dVXKtPSm0mTJmH69Onqfj7uTUREBI444gj186uvvqr2e82aNaoB4zJUvhe+p+XLl2Pz5s1d/i8niObNm6dmj3n+e8OlqyeccIL6+e2330YLC696sddee2HMmDFYvXo11q5d2+Wx9PR07Lvvvur/8P/6cvzxx6t9++ijj7rlQ86cORMTJkxQk2Cc2PImISEBBx10kFoOyxUlvixdulRlTn755Zco8zpf+Hwu6WXDzmW0nEjzhv+H/5f873//U04lbw488EAVA/T999+jsLCwy2Ms6rXnnnuqlTCff/55l8d4nvB8IW+99RZaOXnjBa8BvBb88ssvWL9+fZfHenuN+OCDD1Dv813mShwu596wYQN+/vnnLo8lJSVh8eLFal94nLTzRIPXO3Z2+F74nryZOnWqmmjkMeCx8IYur8MOO0z9/J///KczJ1SDk5DsSPHY+y5lHj9+PGbNmqU+M+6TN5wEO+aYY9TPr732WpfrK+F5xvNtxYoV2LRpU5fHeH7yPOUy7g8//LDLY3SaaddxthV8jvf3ht8Lfj9436+//jqirhFcgunNzq4R/N5w/3n+D9Q1gsvp+8pAt689fXf4+RB+5vzse/ru8PjxOPoyUr87/H54fzd8vzva56Ax0r87/F5ox4PfjdHevhK+JuEx4LHwRtpXaV95jfD+3ixYsGBEXyO82VUfPCsrS92y4OYXX3wxrO3rYLWxyzcW47dlWzsfu3XD1zhm84+IqN6OU/Y8SolifGcPFbdhVlwI9pk0CTaLBe+t2DH21Thw5kyEh4Xh240bUUWRzX2g4DQYMDE/H+Py8lBcW+sew1IQp+BmMCAyKgr7Llyofn7no4/coj4fp+je0YH9JkxAosWCld9/j+KGBrgosntWcQzlGFaT8PU6HZbus4/6+bOffkJzW1uX/ztzwgRkpaRg4/bt2ODzfU+Oi8P8qVPR1tGBj32+A+SQ+fNhNpnwzapVqKWpzIvJubnIz8zE9vJy/PLbb10ei42MxL4z3bXU3vT5DpD9Z85EdGQkfly7FuU+7c64rCwU5OSo+/m4N9QkqE2Q95ctg5VjeABlBoM6JgumTkVSXBxWbd6MbT7HMDslBTMmTEBdUxO+/uWXLo8Z9HocvmCB+vmT5cvR6vPdmD1xIjKSk7Fh2zZsLCrq8lhKQgLmTZ6MlvZ2fOrTnpHD9tpLXdf5N/m3vZmal4fcjAxsLS3Fr1u2dHksPjoa+0yfrq6F7/qMQxEJfHbVDXi9KgxbSrbgivU1KIh0YYKhHZ+0hMESlwNzSg7sjTUwla/FQQkOTIh0twMRYWFYvOee6ud3vvkGDo82pMG/yb/988aNKKqs7PLY2PR07JGfj+r6eizzuRabjUYcstde6meeSzynvJkzeTLSEhKwrrAQvxUXd3mM9/Px2vp6vPHeezDodAgLD1fXS4rtJx9yiHreB8uWod7nGPL/5WVlYUNVldpnVZiU7btOh6ScHCw++mi0hodLGyttbGCPYV194LnnnnPttdderrS0NNe2bdvUfffdd5/rjTfecA0WFovFZTAYXK+//nqX+0877TTXEUcc0eP/ycrKUvvlzY033uiaNm2a+nnLli1qEvvnn3/u8pyFCxe6Lrvssp3uy0033aT+3+625ORkdUxuueWWHh/nY9xMIaHdHrs8NtW1OT7DNSOjoNtjUVFR6v899dRTPb7uQw89pB6PjY3t9tiee+6pHuMx833MbDZ37lNPr3vNNdeox9LT07s9NmHCBPXYWWed1e0xvV7f+br82fdx/h8+xtfwfYx/i4/xb+/qGHLffR/je+RjfM++j/HY8DEeq55el8eWj/NY+z629957q8eWLFnS7bHQ0NBdHkOeC3yM54bvY5MnT1aPnXLKKd0e47mvva5Op+v2+IUXXqgey83N7fZYdna2euyKK67Y5TE0Go3dHjvuuOPUY9OnT+/2WEJCgnrs7rvv7vF1X3zxRfV4eHh4t8f2339/9RhvfR/j8/kY/39Pr8u/x8f5930f437yMe6372N8f7v6bHh8+BiPl+9jPK58jMfZ9zF+Htrr8nPyfZyfJx/j59vXawTPK9/HeP7xMZ6Pvo/JNUKuEYFwjWhsbPS7rR/o9lW+O/LdCcbvjrSv7k3aV7lG+D4m14i+t69D1cZmFuzvWp4xyTVuTPf9lu+PfH9Gexv78mtvuMJjurexoWNnuMb8+R1X9LwTuj0mbaxcI3wfk2sEhr2N1fGf3svuUPnhN954I/7whz/gL3/5i5oFyc3Nxb/+9S8Vj+LrJhkoOAPE2XHOEs2fP7/z/quuukrNDP3g4zgmnGnhPmmz5uTRRx/FLbfcgsrKSvVazETna6elpXU+hzMXnAVilExvZ/PpOKDLva+O9L++2XVWPjopB87ksbDWFsNa4Z55OTGsGmONNiTGxWHh7Nmwmkx4v4dZ1JHiSHfY7UiJi1Mzv/UtLXinsFAlv0eEhiLEYIDBasVJc+dy/Sbe3bgRTVzOFxHRWTh0JDvmNEc6Z13Fkd7Vkc5VK7xfHOlux9ytt97aeZ6M9tl8zZGuHY+RfI3wdzb/0ksvVcszB2o2/4ILLlCvx3PGHwa6fd2ZI33r1q3qdcWR3tWRrn03xJFu7zwe4kh3w9fkOc/zURzp0r7uyi3H9yhuOTdsZ3hsuN8D5Ujva/s6WG0sHemPfrnDkR6SPhGmuLQuY1hyZH4opmQnqHODfPbZZ90y6g844AD1/eH3g9dV3/OcW3FxMVatWtXtGrTffvt1no++3x/+TX72/D7zM9axplZrKwxNTciLjsa0MWNQZrXiO2Y2D4Ij/T+rVyNdHOndHOnpo8mRDmDRnnsiMiwM369di59L65D/+puYU70NL+fMxrP7nu5xpFeio2Sd0vOijMDF2XZEBbAjvamlBZ979TXY/jM14Yi990ZUTAx+2rgRrR0dXb7rnY70wkK3I90LnguLZ85Ea3k5bv32W0yJiIAxJcUd1avTSRsrbSwCZQzrt5BeUFCAO+64Q2WNR0VFqYaMQjo/RDZgvo3eSBTSfeGJzWyovnZqmC234K7PVGHRnj4MXnZSIk14/ch0dFRXwVJRAWddHT9pGF0umEJCoKeAHBqqlqoFY/YbL7qM5FCRLZ7iQFwWxJx6frmMISH4urkZh0ZHw8QGjRdjZmgxSysxcdRVfOaxeu+991ThXCkw5UaOSXfkmHRFjsfQHJP+tomD9Voach50R45JV+R4dEeOSVfkeHRHjsngH5OBbhMH4vV6NY6NDsEbZ0+DpaNd/S0KJZpYQsFSK2RI4WNIsdthaGyEoboaxpoa6Nrb1VjaQdFugM5hTiuuMRoxhX9rQF4x+JFjAvzcpMdV63Q4bcU7eH7GobCYQtT9qU016DCZ0RDm/j7eN8E67EVi+3rtoyjJ73Q0M9Tj4pQA3tsCzzanE++VleFQgwEmThywIOnYsaM6Q13a2MAaw/qdkc4ZHi1f1Hc2xtcpMpDQycIvIgVwb/g7Zyh6gvfv6vnaLe/zFtL5O2dMhgqDXoeblhaoauda0RQN7TJx81FTkTYlrfOkaWtqQnt1NVoqK9FaXQ1XTQ301dUwOxyqQ2KgqyAkBE4WTA2wL5rL4zZXwrnNpmYE9bxIGo2IiY5GeEiIcpyHUkznPA+fq4nnzEDPzwc4MxkX1+k+FwRBEARBEARBEBBY49gjJiM1JVn9zHEfXZsU2To6OpRwQeckb50sKKrTdQrrFEd6K7z1CaMRjoQEtdna2mBoaICxogKG+npV6NTJAqU0qwWhSU0IbOpsgM1gwj/nHN3l/hs/fQL7bPsZfz7kcrw3cYF6XjDC7y43aj31dXVobGhATGys34K60nyo/9DhTAc6605QUB8gc40g9BW/hXQuIeASStrgveHSLlr2Bws2plxS8emnnyo3PGFjy98vueSSHv8Pnet8nDE0GrT8a452vheK6XyOJpyzEae7/cILL8RQcvCUNDx26kxV9by8cceymtSYUNU54eNdqiUnJKgNEyeqGf221la01daiuaICLXV1cNTWwtTcDHNDAyijG0wmBhu5i6sMsWudHSa7l3DOquvcpxCdDrEmE8KMRoTo9WoZGpdpsUq7VnUdnBBgB4a3XLbLz44uAUEQBEEQBEEQBGFY8WccSwGNK465EZrZOE7UhHUa8zge58+MbBwq17orPBx2bqmp0NOlzrF0dTVMlZVwmkxwRkW5x9CCMADE9+BzDLV1ILuxEhHWDmxOYKAt8GuzHgvinAjRB7mgbrf3XVDn946OdMb3MH6pvNwtplNUDw8firchCP0X0v/4xz/i4osvVo0bBVJm5zAj584778RTTz3l78v5/bdPP/10zJ49W+UX3n///aqxPfPMM9Xjp512mop/4b6Qyy+/XOUS/f3vf1eZSMxD+umnn/DEE0+ox/nFpch+++23Y9y4cUpYv+GGG1SOkSbWDyXsZBxYkIrvNlfho69/wEH7zMX8/GQ1078rtI5FbFwcXHl5bmG9rQ2tjY1oKitDa309nI2NKhIlpL0dIU4njKyAbjQqcd3Ji9MAutaddjvs7e2wd3TAabHAYLfDpNMhwmhUF8yQsDCYIyLUpteEckazcD+4mc07brXcSQrwFNI9nS5BEARBEARBEARh+OnrOFYTyhkZy411CKgxUGvgxjEtBXUK7UPiWtfr4YyLU5s9K0u51A2VlTDU1UFPs1p4OJwct8qqaKEfTItyIsnkQrVynLvP3w5TKJaefh+ml23CpiS3afWNaiNSP/sIc+N1yDp8IYzG4DzvmDxgio7uKqjHxKjcbcb49uo7TN2I4jkn2JhpXVIC5Oa6RXbqRoIQyEL6Oeeco4qRXH/99aphO/nkk5Xw/MADD3QG4g8WJ554ogqUZ7FTFhegi5xO+BQu+QBQVFQEvZfTmgHyL774otrXa6+9Vonlb7zxhgro985Ypxh/3nnnqYIqDO7na2qz5EMNOxtzc+JRu96lbnvT+fCGFyHG7HDjhck1ZkxnJ6S1pQWNFRVKYHc2NSnHeiiFdRZbYfYUOw4ex/ouXeueuBUdN5tNieUUzh1Wq7tzYzDAGBaGqMhIhCUnwxwfj9D4eHXx1PmK5QEWOyMIgiAIgiAIgiAM7TjWezxLvYEbx7OEq5o5pqWgzrE7xfXBdq1zPGxPSYE9ORn65mYV+cLoFyML9Ol0cERHw+VVpFUQeotBB1yabcONW0yeQCT3d8Wl0+PnjAnq5yOS7Fhb1oqLPvkXoq1tuM4ajXGL98S+cZxMQtAL6iyyySxqvwV1phNwMquhAWARWhaTzcvj8haZ4BICV0gnp5xyitoozrL6aXKyO/NsKGCMy86iXHyroZPjjz9ebTuDX9Zbb71VbSMR745IQkICnFlZXWb3m2pr0dTQAFdLC0zt7QinsN7WBmNjo7qc07XOC5LOE8lCh4Cqxsy4FnYgDAZV6FSflITwhASEx8UhNCYGoSwKygschfJgvdILgiAIgiAIgiAIARERQdc60VzrFNa5cVzrnbVOcx1Fdb/ymHeGTgdndLTabOnpbpd6VRWMdXXQ1dcrMV0VKNVWUgtCL1gY78StsOGhIpPHme4m2QxckmVTj1tTdVhx2AkI+/lnvDh2Plxb9Bgf7sRFsfXYIy0cuj5OVg03qjZeTIzboV5f301Q3y38TnOSLSYGqKsDfvrJnadOh3pSktQ1EAYdv6/2bKjYcLFR4kaHOCNWCgoKcNBBBw3OXgoDBjsV2mfHAq6O7Gz1mXYK642NaGhqgq61FSarFWHt7dA7HOiIiICVnYOQEFXIlCJ5lEc4DwsPVw7+Ia+0LgiCIAiCIAiCIIwqvM1iGnSte2etU5yj65UCHR3rA4LJBEdSktpsXNVdXw8TXeq1tWrVNrPUncxtFiOZ0Asolu8dZ8EvzXqschqwh96B6VFO5Vgn5lAzck45HK0nHobTKp34X4UOv7UCEx6+CS0Rkai56ELk5LrTGYI+8qW+Hg2NjYiNiUFUbGzvXoCCeWKiSktATQ3A1SKMesnJAeLjB3v3hVGM3y3KkUceiWOOOQYXXHCBikJhVjlne2tqanDvvfcOeZFOoX9Q/I6MjFQbVxZoxV4orLPzwU4IZ/UpvMdHR6tbdlgYHTOoVdQFQRAEQRAEQRAEwQ/XenR0tPqdgjqjX2n841h3oKNbXRERsHNLS4OBBUqrq2GsqVHxLy6zWYnqkt0s7A6K5tOjnTAa9Zhid6Ina2KEUYczM+w4OtmOz5cXIbeuFJYmM04pTcAUhwnnZNiRG86ImJEhqNc1NgKxscroGRMZuXvDJifKUlMBi8WdnV5RAWRnA2PGAJ7rgSAMq5C+cuVK3HfffernV155Bampqfj555/x6quvquxyEdKDG+9iL8ye58w+VyBwskQQBEEQBEEQBEEQAh0K53l5ecoIVlpaCovFokT2ATeDGQxwxMerzTZmjHKpqwKlDQ0wOhxuh6ynHpkg9IdYE3D0XtlYP/YhLPulBC2hEVjWoMN3DXrcsuk9TF4wBQljgt+h3kGHOWsgbt+OiLAwtaqE+hS/07v8/rIGX2Ym0NYGbN4MlJUBY8e6RXWpZyAMp5BOp7KWTfbRRx8pdzrjQubNm4ft27cP5L4JAQBn9QVBEARBEARBEAQhmKCTNTMzU4npdKcz6iU2NnbQIkldoaHKoc4ipfqmJoCRLzYbjFVVMLC+WFSUu0CprOwefmw26BlbHBqqVhAEE7HpiTg0PRFT2q14ptSIsk3FOPX1x2F/04DbrvsHjpwUg8TgekvdBHUSERkJu8WC8vJytbIkPCJCRb9whckudSrGK1E8ZzHitWvdLnUWJE1Pl1UiwvAI6fn5+XjjjTdw9NFH48MPP8QVV1yh7q+qqupcRiUIgiAIgiAIgiAIgjDcxMfHq3hSiumMpKUxkFGlg4ZeD2dsrLsI6W+/oWPqVJhra90FShsa4AoJgTMyUt0KQ4fOaoW+tRX6jg44jUa4wsNhqK1Vn4WK4gkyssNcuCnfhhKXA6vGz0CpLhz/tqbgf7+6cEyyA79LsSDaHLx17GjY1WohMPalpaVF1fQzh4S4BfWoKESEh6vn9Qg/08hIoKGB0RoAjb/5+e4YGKnvJwylkM74lpNPPlkJ6IsWLcL8+fM73ekzZszoz74IgiAIgiAIgiAIgiAMKBTjGPXC27KyMlitVuVsHYq6X47ERFgZm9rW5s5T90S/6Ovq4AgLU0KuynkWBhydxeIWzy0WOE0mdawZweOIiYEzIgLGykqYt25VqwbsCQlBKbBmjssA7rgWJXV2TKl0Yk2LHu9st+DCWy7Hlr0PQOrvliIsNLiTBlTsCyefAFgtFuVQ56QYv89cZUL3elhPdRD4/Y6Lc2el19UBy5e7hXQWJE1OltUh/sJJidJS9/FMSmKGFkYjfl+tjzvuOCxYsEAtr9hjjz0676eoTpe6IAiCIAiCIAiCIAhCoNUDy8rKUlEvxcXFgx714gsd0HZuqanQt7SoPHUKuXSqM0edwi43yVPvH7qODiWe04GuCr9GR8OamwunRzz3Pr72jAx1n3nLFpgqK5WYHqwrBabGG/FQnBXfN+pR+8onyG6ogPW7r3DStBPwu0wXliY5YA7yU4uyN1eTcHM4HKr2QUlJiarpx4kxpmTwlt/1LvA7TuGX+evV1YzUcOepM0M9Pn643k7wYLMBRUXu7PnWVvcEBMV0HkNOTMTEYDTRp2lPFhjl5s2cOXMGap8EQRAEQRAEQRAEQRAGFDrQExMTO6NeKKZTfKMQN4Q7oaJEuNkyMmBoaoK+tham6molrKsCpnTfSp5673C5uornoaHKce5ITlYiuhLPd3EcGcNjmToVzsJCmIqL4eQqgSAVBvk258c64TzzQHyeEYG32mNR4zTioSLgf+UG3FL9LcbtPxMGY/A5733hBBgnxcI4OWWzobGxEfX19aooqVaglI93WXVCgT0tDbBYgOJioKICyMpyC+pBGO8zJNTUqIgqlJe73f2Jie4CyqwDsW4dsHWrW0xnBj0fC8JVHYMipLOgaG957bXX+rM/giAIgiAIgiAIgiAIg0ZERISq/1ZaWqpW22uO1iGHonlcnNrs2dnQNzTAQEG9vl7y1Hcnnre3u2Nb7HY4KZ4nJsKRkABHdLRy//szCUHnunX8eCW8053OCQ17EIuCeoMeOYcswMVOIKfGhufKjJi+5nsc/MZdWPfOeCy/4Q4sTNhxiBwuYHWzHnU2IN4ETItywhAkczjcTRYf5eZyudBhsaCyshLVNTUqQ11Fv0REdK2LwJ/ppm5rc7usy8rccS8U1TmBJbgnGwoLgS1blHDuSk9HS0cHardtU9dKHldjbCzQ3u4u6ErHOuORWOiV7v8RfBx7JaRzNkcQBEEQBEEQBEEQBGEkQOFtzJgx3aJedlq8cJChmEsXNTeVp05RvapK8tQ1nE7oPeK5zuFQznEeKysF9Kgot3jeH3Q62NPS3FEvzE2vrFQTHGplQJBi1ANHJDuwJNGBTdtb0RAWhU+yZ+DewlBMqHTi3Ew7Wh3Aw0UmVNt2KOdJJhcuzbZhYbwTwQTd58xK52a329HW1oampiYlorM4aUx0tBLVO+OceM5Q+KW7es0at0s9L8/trh7KVSqBhMsFcGXMpk1uN3pCAqxmM6qrqlBXXw+X04mGhgbl/ufqHq7oMfB4MTaHGeorVrjd/d6xLyNsZU2vrsDPPPPM4O+JIAiCIAiCIAiCIAjCEApvycnJXaJeaCSkyD6cdOapp6VB39ysxHSVp15bq4SuUZOn7nB0iufKFRsRAVt6uhK4Gb/CGJeBhq70joICVdzSXFQEV0eH+nvBTIgemHrkPijbfyYaq8wIbXRhY5sej3xfjVs+fgyZC05BdcakzudX24Abt5hwK4JPTNdgTnqkp0CpzWpFfV2d2vhd16JfGAOj0/K+Kf7W1wMrV7oF9dxctxAcpKsS+oTm0N+2TU3YuTIz0dDcjOqyMjUpwUkIk8f5z995zeQxTkhIUIK6nqs4KMRzYmLDBrebnccwI8Md+zJCJgFHxrsQBEEQBEEQBEEQBEHoAxTVxo0bpwoXVlRUKIGNotGwwzx15nxHR4+ePHWK521tbvGckwoUzzMz4YiPV8dhSGJuzGbY8vLgiopyu9MrKtxRL0EuBIZHR+D30cDhNgv+XWbEvm+9gIXbfoHVYMI5x93k9UyeSy48XGzC3nGWoIl56QnuOqObuDmdTlWglHFO1dXVCI+IQGxMjBKD1eQZC4/SQc0CwD/9BKSkuCNfgjjmp1cw85zxNhs3ukXw5GS0Mx69rEw5z+ngj4mNVceScPKB10cez9a2NrQWFSEqOhqJCQnqWOp4DLl1dLhfl9EvjIEZM0a9tloJEMT4fRXIycnpGtbvw1YGzQuCIAiCIAiCIAiCIAQJFNrGjh2rHKvMTmd8gXJZBorreyTnqdvt7rxz5i1z8iAiAtaxY1UhUGaeD0vMBqNeUlLUvpg8uenBHvWiEWcC9olz4u59z4DFaMbTs4/sfMxstyHUbkFTaCSqrO7s9BnRwelK94XfZX6/udnsdrS0tKCpsRHmkBC3oB4VpXLV9cz4ZlRJdbU75oS/ayLwMK9WGXAonNOFThc+aw2kp6OuoQE11dWwWq1KMKe7f2fHMyoyEg6HAy3NzWrjNZMOdf4/HVeMeMe+0O1P5z8d6nSqc6VHEE4A+i2k/+EPf+jyu81mw88//4wPPvgAV1555UDumyAIgiAIgiAIgiAIwpBAYSgtLU3lpmtRL6qoXoA5kUdEnrrN5naeUzzX693ieW6uWzyn2BYggiWPo6WgAM6oKJi2b1fFFR1BKgB6w8KipTHJuOrQrhrf2T+9gbOXv4GbF5+PdyYtVM8biZiMRhXfw+gXS0eHcqjX1NQokV0VKI2MRFhamlsEZqRSVZVb+KWgTqd6sE+o8H1RPP/tN3ekS0oKWqxWVJeUdE4uRMfEdLrQd4XBYFCrephL39jYiObmZnUMKajzeKrrEF39LEba0uLOX2chU05MMEudjwXI9703+H1Vvfzyy3u8/5FHHsFPXPogCIIgCIIgCIIgCIIQpDBDefz48aoIaVVVlRLWlSAUgHTLU6+vh7GqamDz1Jl7rG3ev9O47f2Yz+NKhPO6n9nKjM8wVVaqpANGp1gzMlTeuRLPA1X4N5lgo8jPqBePO91OUTCIxD9f4nvYdZ3LiYM3LkNiWyNMDru6r9l9M2LhOcooJ250Vnd0dKiIJ65QYUwJrwWRiYlQwS6aq5qxJSxSSlc1z9tgg9E1FNAZu8LYqLQ01NbUoLa2Vh0DiuJ9WYljNBqVI52Ga74WRfX4+HjExcWp46smn3i8uDH2hZMTpaXuCQoeTwrrgRCptRsG7Cp1yCGH4JprrpHCpIIgCIIgCIIgCIIgBDUhISHIzc1VAnpZWZnKVqaotquo20DLU9fV1MBZVgZnRQUYzmHQ65V71GA0qp/Ve/F5PyodWxPEtcc8z1P3ev+f3f3s/X+IR5yz5OWpzGQK08GUPe1ISkJHeDjMhYUwlZer2Bk1SRGETItyIsnkUoVF3Z864NLpceyp9+DwDV/jzYKF6r77i8xo3LoVR+eHITopuIuu7g5+NxhJwnPWbrMpIZgRT5xIoyAcxULEzFFvbATWrGG2tTu6hK5qZoAH6rVBw2p1FxJlEVCbDa60NDS3t6Nq2zYVc8Nr3UDUhjCZTOpayWiYyspKdQw1QZ0TFAoK65yIcDjcExQ//+wW0Xk8uVFcD5RYrcES0l955RV1YARBEARBEARBEARBEIIdujIzMjKUuKRFvVAgCrSoF2+Uq9ZigYXCKKMVkpIQ43CAfvr2jg71mN3hUBnRFAx1FNcprJtMSgDjz7yvRzHcZ+t2v+f/7ez5DhY1/O032LKylGgZjLD4qWXiRHfUS2EhDIx6oTs90EVUH1hA9NJsG27cQmu6OhPU/XaDEW9M3k/9PD3KgV8bgROeuxeZTVV479yrMGvhFBgDU98cMHgk+F3gxoKa7e3t6vtPoZliMF3XoRTOGVNCUbqoyC3+MvubMSWBJgBzYox574xUoQs8Ph6WmBhUV1aqYqI8dwdjktBsNsNkNqvoHBZ45d9KSExUsS+M1lHwOsDvjxb7wskJRijxOGZlufPph6NGwi7w++o/Y8aMLgeXM5Wsas08oUcffRSDBRusSy+9FG+//bZqzI499lg88MADaqnFzp5/00034aOPPlInfFJSEo466ijcdttt6gTR6OlEeemll3DSSScN2nsRBEEQBEEQBEEQBCE4oPDDaAJqC9Q+qEOoqIIAgVEKjKSgA5R6CfctPT1dRTRwXztdoMz8djrV8+iw17bW1lYlFnbY7eq1NK2EQiInDZTAbjAErht/qDEaYRszRuWnM+rFVFEBW5DlPJOF8U7cChseKjJ5nOluks3AJVk29fjmkgboTUY4dHrcqR+PmLVmXJptx+yYkVGAdHfw+6Rc6i6X+o5xdQpjS6grcgvPzITOYgFKStyZ44wn0WJKAmHCjTUIKE4zk5yrVtLT0djSgqqyMvV+wllMdxD3U+eJzgkJDUVHeztKS0rQQEE9IUFNSHSZlKS+y43Hk9FUFRVupz8FdR7PAInR8ftoUYz2PakoUu+3336YOHEiBotTTjlFzWB8/PHH6sJ+5pln4rzzzsOLL77Y4/N5cnP729/+hoKCAmzfvh0XXHCBuo/ueW8YR3PwwQd3aSQFQRAEQRAEQRAEQRDgEYPy8vJUzENpaakSoylUD4e4TFGPf59CGPURCt3cr9TU1E7xfGeOb01o950IoJPdW2DnazPuQRPaWUhQ+/++AvtohU50Rr2Ytm6FiRE6kZHuuJoggmL53nEWrG7Wq8KizE5n7Asd6yQ/MxbO++7Au+sqAXsUtnfo8KdNZtyw6X3M2HcK4jOTMBrg95yO9NCwMFgtFjWhRgMvv290qUempkLPmBJNAKbDWitMGhIy9DvM1R/cD7rQmYmelIR2nU4J6Ixa4Xe3t8VEBwIdWJ81TF13OGnH+hO8TsUnJCAmOrprJjuPlxb70tQErFrljn3hfXT9D/N3zG8hnS7voWb9+vX44IMPsHz5csyePVvd99BDD+HQQw9VQjlnWn2ZMmUKXn311c7f2eD95S9/wamnnqoaAO9ZDwrnbHAEQRAEQRAEQRAEQRB6gqIxo14oWmtRL9QThkJMppNcE7j5M13mdHTy71OQ4j71pUCgBt8DhS7foqrUTzRxnUJ7W1ub2vg7BTHui/b/vQX2/uxLMOGisDpxIlzR0e6ol+pqd9RLEL1/iuYzonfuMNcb9Nh7ahqm2S34V6kRv60uxJmvPwrL2yY8csNjOHxiDEJHyXyKzlM/gRvjkZqamlSWOl3rKkc9MdEttDL3+6ef3IVJKainpQ1dIU1GpGze7I5ICQmBIyMDdfX1qKmpUd/hXU20DcWERHh4uLpu8DpStH27uo7Rod5tYpL7yKx0bnxPzHfne+L3i3D1zDCsAumTf58zla+//roSuAkd30ceeeSg5YR99913qnHQRHSyePFidWH+4YcfcPTRR/fqdXhyd1s6AODiiy/GOeecowqJ0LVOt/uuZpW1RkSDXxzCmWBtGVR/0F5jIF5rpCDHpCtyPLojx6Q7cky6IsdjaI5Jf15rsNtX7/2T82AHcky6IsejO3JMuiLHoztyTAb/mPT3daSNHVgo+FA/oKuSMQ/83Ts+RdNNvG/7Av+v9tnRhU43p5bRTDGMYp6mXfC5/flbu4LvTXt/FLy4L9q505PATie7JrBTf9HEde99HWk40tNh8xQiNVRVwR4XB1cvnMjakQiGIxJuBC4aY0el3YA1OVOwNSweD7el4H9rXLgwy4Z94pz9jooPpuOhNxoRHhWlzufW9nY0FReriShGvvA7ambaRXMz8Ouv7ix1moApqHvFTQ/otZXfq/Jyt4hO4TkxEa0OB6qLitDc3AxzSAgiPX972I+vXo+wyEh17JpaWtQWGRWlHOoR4eHdNdnwcPdmtcLGXHcej7Iy9yTFAOBPu6VzdZZj7h1r167F0qVLVeXVCRMmqPs2bdqk4l2YX04n+EBzxx134Nlnn8XGjRu73J+cnIxbbrkFF1544W5fgzMvs2bNUo50OtM1mJl+wAEHqBkR5qnTcX/33Xfjsssu2+lr3Xzzzerv+sKYGb6OIAiCIIxWOIA6+eSTOyev/UHaV0EQBEEY+PaVSBsrCMJA4nK6sLbChpfLw9Bg1SHS0oaHP30Ilb8/HqHjs4d79wRh0NpYv4X0+fPnK9GcwjZnQgkrr55xxhkqI2jZsmW9fq2rr74ad9111y6fQ9f7a6+91i8hnbPtBx54oFpm8dZbb6mZ0J1x4403qsx0ziz7M5uflZWlxPq+dGp6mglhFjz3eVf7OpqQY9IVOR7dkWPSHTkmXZHjMTTHhG1iYmJinwb6g92+EjkPuiPHpCtyPLojx6Qrcjy6I8dk8I9Jf9pXIm3s4EFJhREvJSUl6hjTjcrV83Rabt26VTnXdxWjoLm7ffPO+Tp0nTMyIthzyOlO53tj1vr333+P6dOndx4jRsdoG5/H+3jLjcfG+2dv+YqOVf7OW258Pd9b75+J9vsQvGEYKyth3r4dOqsV9vh4d0xFD9AZvN5oxCS7HcH4KXc4gJcqjBjz4nM494fXsCkhC/+49kGcluFAZB9CK4L9eBCepRZP8V+jwYAoT2FS5bTu6KCIqgp/qgKamZnKOb6z82O311Y6qVnolAVFuXIlMRHNHR1Kn6U4TIe872qZQMZmt6O9rU0dNx6zuPj4bvUcbE4nPq6owIEFBTCNHTsgf9efNtbv0/qXX37BTz/91CmiE/5Ml/eee+7p12v93//9nxLgdwUbHeaXV1VVdbmfF1k2VrvLNufyBRYS5VIrxtHsrkGfO3eucqmzAeQyqZ7Q8pB84WsPZIdhoF9vJCDHpCtyPLojx6Q7cky6IsdjcI9Jf15nqNrXwXrNYEeOSVfkeHRHjklX5Hh0R47J4B2T/r6GtLGDi1bkc/v27cpoSCFGE7956yuE95R3zjjbgco7D0S8z0HWudvZOeItnnuL6r6/az/7ivFaxI322M7EeE1g50TFgJ+vBgNcmZmwMfJnyxaEVFaq3PRdRb3wDAlG4TjCAJyTYUftiYvxU3MpHi44GF9UmfBZnRHnZdiwJMGuMtb9JViPh4YxNBQRoaFKBG+qq0Nzfb2KLomLjUVUWhoMLN5bUwNUVnYtTLoL0bvbtZX//7ff3HEusbGwREcrAZ3XIJ7fcdHRw1IMuT8YjEaERkerSYi6mhq0NjcrzZnGaN8JAZOnLsNA4M/r+C2kjx8/XsW6TJ48ucv9FLrz8/P9ei0627n1xgXPqrIrVqxQ8Szks88+UxdCCt+7mlFYsmSJuljTie47i7GziQJ+SDsT0QVBEARBEARBEARBELyhIDtu3DjlTK+oqOhWm42iLoVz77xz6iHKqRoRoX4PNtFrMOAx0CYf+iqSaeL5roR4iu4UHOlA5f2cvBjoz8AZEwPLlCkwbdsGU3ExnKGh6r6RSEJ2MnDrlTisUY8tRU4Ud+jxy8c/Yf8fX0Hd2WchfZp/euFIQRO/eY6xdkBzU5NyiVMYjk5MhInnGx3qy5cDXLmQnc2ZOXce+M7g6qLCQnfuOs/ntDQ0tLSgqrBQXWMiIiNhGqQalkMFRXOT2QyrxaKup9SEWZ+Bk427cu8PBX4f2TvvvFPlhzNjbd68eeo+Ls259dZbVUyLVrSEDNQSsUmTJilX+bnnnovHH39czehccsklOOmkk9RMJiktLcWiRYvw3HPPYc6cOWo/DjroILWU4fnnn1e/a/vGxooXZWa6c1KA74MXTC6VYB77n/70pwHZb0EQBEEQBEEQBEEQRgcUzMaOHauEcbrTCcUzirZ0P1NAo4ZBrYTPCabIhWAV43cF44KZYkBBnTFHLBzLz2Qg43RcFAPHjYOTxSe3bIGxogJ2GkqDPK5nZ+wZ48TTk614rVKPI595EROrtuHBj3/GhqiJOCfTjvjRtVilE55PUZGRahKHYjfjpDuLB8fEIIyu9IYGuntZzRjIynIXJ/XWVbmaoqLC7UKvrlZO9ja9HlVlZWpCiOduTGwsRsp0nM6zkoVFUnnMqPvyuxrDCYdgEtIPP/xwdXvCCSd0ztRpS2NYhFT7nY8NZCXmF154QYnnFMvZAB177LF48MEHOx+nuM4MdQrnZOXKlfjhhx/Uz75O+cLCQtW4sZF75JFHcMUVV6h95vPuvfdeJdgLgiAIgiAIgiAIgiD4A7UQCrTUG8rKypRYRiclo19GQt75SPusOKnBjfE8dL0yGoOiJB+jS31A0gp0OthTU+FkjAzFdEa9xMXBFRaGkYhJD5yY5kTjTdfh05fewmN7Ho/2GiO+rDfggph6HJJlhtEc3I7pvkI9k+dVWHi4EofLy8vVBA7PQbqtI7KyoGtpYcFIYNs2t5jOyBeybh1QVAQYjbCnpaGuoUFNAFEPZSTUSL226ACEhYYiNCQE7e3tSlBXkwitrRiO9R1+n7mff/45hgMue2BF8Z1BYdy78MR+++3X5feeoMudmyAIgiAIgiAIgiAIwkBBYYtMnDhRnOdBAAXzlJQUVXCQaQYUN+l+pWOdkyEDkVvvjIqCpaBA3bIQqaujAw5GVYxQYlLiEPOH0/G3Fh0e2O7EpjY9xv3zMRjqS7D1/EuQOz0PoxVNHOam8sDr6lDf0KBc63SpR2ZkwMDCpIxwoXhOCgvhSkpCi8OBquLiznOT8VCjAZ1ncsvs0Xpb29qCQ0jfd999B2dPBEEQBEEQBEEQBEEQRhCSex5c0NVLIZMbEw8ocGqiOh/rd3FSsxm23Fw4IyNh3roVxqoqICMDI5nJkS48VmDFF1ubMadkLaLbW3B+WQRSI024KMuGVI/p3+ECfmnWY5VTB7tej+lRThhGwdeHE23cGAHV3NKiJnIoGNNQHMW8dKsVqKuDLTkZNfX16nyklEwBfTReX3TD/J77tJaCyw9Wr16tCowy38ebI444YqD2TRAEQRAEQRAEQRAEQRCGHIqZ3OhUZ9wLYzQGpDgpo5BTUtDBqB86jinOMfM6OhqugYiSCUAoiC/Ki0L5gw/ira/XYXPSGGyq1+H7Bj2u6lgDY95YPFIZiWqbdjwNSDK5cGm2DQvju+qOIxUWKNZy1BlhUlRUpOoqRHlWLRQVF6OjtbX/kznC0ArpH3zwAU477TR1AfFloHPRBUEQBEEQBEEQBEEQBGG4oGjJyBdm3Q9kcVJXZCQsEyYAW7eqAqTm2lro6+vhiIhQeeroZ5RMIBIRG4n9ls5BdpsVDxYZUVreiBOfvBUNYVF48nd3Mg+m87nVNuDGLSbcitEjphNGCPGcYlw1jcwVLDCakACb1TpqXeiBhN/fyksvvRTHH3+8CsTnLIn3JiK6IAiCIAiCIAiCIAiCMFKLk44ZMwZTpkxBfn6+cgzTpU5x3WKx+P+iHgHeMnEiOmbOhCU3V/1uqqyEobYWsNkwEskNd+G+CTbcEFmK5pAI1IbHoCw6yedZbsH44WKTin0Zjecbz69oTwZ6eETEsInoPP4/N+nxaa1e3Y7Gz6PPjvTKykr88Y9/VEtbhN7DSQZW0u0NfB6XdHDmSSYn3MgxGb3HgzP7fK8y6yoIws6QNrZ/yDEZvceDLrr+Fk4TBEEQhNHIgBcn1elUEVJu9sxMGOrqYCwvh6G+HjqXC47ISLjCw9XzRgp8K44JE7DonMeR0N4Il859vMx2Gx558058OH4vvFGwH6qsRqxu1mNG9OhxpXsz3J/4V3V6PFRk8ordwaiL3emXkH7cccfhiy++QF7e6K2u6y8tLS0oKSlRyzJ6A5+XmpqK4uJiEQ89yDEZ3ceDnZC0tDSpdi8IQrdrIZc6NjQ0+PV/RtP1szfIMRm9x4MD/JycHGlfBUEQBGGAipNqsS/9KU7qYuHJ1FTYk5NhaGyEoapKZajrKirgCg2FIzq608ke7NTZgHZzKErMoZ33Ldr8Aw7c/COmVGzBa5P3V/f91KjHtFFSfDSQoIjOeB1fqkdp7E6fhPSHH35YRbt8/fXXmDp1arcLwmWXXTaQ+xf00MlEEZ1CYFJSUq8GZIzJofgeGRkpLiEPckxG5/GgmGG1WlFdXY3CwkKMGzduRL9fQRD8QxPRk5OTVTsrbWzfkGMyOo8H32dZWZmKa8zOzh7xkwaCIAiCMJTFSdlH7XdxUr0ejrg4tdmyspRL3VRe7i5MysdYnDR0hwAdjMT3MMewMmMi7l54GtpMoXDq3RMGL1QYcfAjt8OZnQ3TsYcjPSV66Hd2lMH4FjrR3fietzoqNip2Z+84y6ia4PBbSH/ppZfw0UcfqQsAneneFwH+LEJ69+XBFAMpojPbqLcDG4qHPMYjeQDnD3JMRu/x4PeGE3bbt2/vfM+CIAgckGgiOgs/9ZbRdP3sLXJMRu/xYP+UYrrdbvfbLScIgiAIQs8wIm6gi5My1sXOLTVVxb0YPRnqqjhpZGTQFiely5wxIXQ4a2JtZVQiHp1/gucZLoTqgUlVhdhn80+wbv0Fe045Hmm1ZixJcOCAeDtiTKNIxR1CGKfTGeficuHwDV8jtbkG/555OCxGrmbUocqKURe747eQft111+GWW27B1VdfPeIHFwOJuHwEoe/ItUYQBF+0THS6ewRB6BtapAsnpkRIFwRBEITBKU7KjbFxNIFwtTVd6nyM/ViK7n5hNMKRlARHYiL0LS0w1NTAWFGhipM6zWZ37EsQtel0MjNr2x0fwjhkb+3MHY98bY4N86ck4XPjlajYXonmsEg0tuqwoVWP3EcfQIarHRXHnYAJU8bAJNLBgMbuaJz6y/u4/aNHsSkhWwnpO3veaMBvIZ0OnRNPPFGELUEQBEEQhh2ZqBaEviPfH0EQBEEY3uKkFNUJ89UpqtOpTr2Nt7tsp72Lk2ZkqNgXQ0WFutU5nXBERQVNcVJmbDNr213Qcsf9yWbgkiwtg9uEnAPnIgfAqzYLPq014OtSCw7e8C1CHDYcVnQyih0hWBTvwMGxHRgfZYBOH/jvPVhid14v2A+Xf/Minpl9hMeN7napG52OHuN5RjJ+C+mnn346/vvf/+Laa68dnD0SBEEQBEEQBEEQBEEQhBGGb3FSRr7U1dUpEZ2xwBaLRa0UY9Qcf9egqO4tsnv/rPcqTqpvbIRRK05aXg5XWFhQFCelWM6s7V+a9VjlNGAPvQPTd1JcNM4EHJfqwHGpRvxy292oXfYzyjNy0GTX4fUqI3JfeR3jNy/DiiN+h+xFc5AkNdX7hHNLIYDxapVAa0g49rroGdgMO1Tzpeu/woU/vIKGSy8BosdgtOC3kM4v9N13340PP/wQ06ZN67YM9N577x3I/RM8OJwu/FhYh6rmDiRHhWJOTjwMMrsm9IEzzjhDLSl74403Bu1v7Lfffpg+fTruv//+QfsbgiAIA4W0sYPDzTffjMceewxVVVV4/fXXVbvT1/aHdXn2339/5dyKjY0dlP3917/+hT/84Q9qMCsIgiAIgjDYMNolLS0NP//8MwoKCpQwTs2NtUu4ef/MWEOK7EyJ4M/cKLZrors3hpQUGGNjEdLUhJDKSlWgVG80wsk+VADXHKNoPj3aCaNRjyl2J3oj/aeMz1Lb/1xWrGjS48NqPQ7d9C1yakvw92rg3VUhmBXtxKEx7dgryo7QiMB9/4GC1eFC5QNP49hl7+PDo6/DR+Pnqfu9RXS9044/fPsi8upKcf+HK9AUk4uT0xwwjoIhlN9C+q+//ooZM2aon9esWdPlMVkeOjh8sKYct7y9DuWNHZ33pcWE4qalBTh4StqQiK38/dlnn1U/c6Y0MzMTxx9/PG699dYuxR97Ogf23ntvfPPNN4MuuHK29qmnnsLTTz+NtWvXqsZkzJgxWLx4MS699FLk5+d3DuyZ8084e8sBORutY445BhdeeKFacuW9f19++aX6mffn5ubikksuwUUXXdTv/RUEQRCGH2ljB0fEXr9+vWprKaDPmzdPua4GcwJXEARBEAQhmGE/j/1Abt6aRE9Q6/AV2rWfNZFdie4xMWhJSYFOi32pqIDeZoOdLvWICCWua053dWs0wuRvZnuAQAF3boxTbW33/AWffvYjKnL3hMuiw09NBmQv+wEnfvw4vli4FNaTT8IeUU6Ib6Y75RYdbtpsxglWM/YBcJytCHvlzcIjPrE7iaEGfPXn27Dh3bfx8JwTYC814tt6A67JsWLsCC9h5fc35PPPPx+cPRF2OsC/8PmVnhILO6ho7FD3P3bqzEEb6Pty8MEH45lnnlEX5RUrVqiYH15s77rrri7P43P4XN9CVoMJRfSTTz5ZDdIZO3TfffchPT0dZWVlahB/++23K6eZxuTJk/HJJ5+oBojZZBQJ+Jx///vf6ueoqKjO55577rlKzOCyq+eeew4XX3yxEgR+97vfDfr7EgRBEAYPaWMHjy1btqjbI488UowWgiAIgiAIAwid673pA1InocCuRHYK6HV1cJaXAyUlcDU0wMoombAwUB+lCG/p6ECHy4XIyMig7r+FR0cg76j98TcApR0WfFyrx7z3fkaEtR3rLWY8vNGMFLMLB8XbcaSzDIljUrr8f4cLWN2sV0U0mf89bScRMyONZXXAHdvMaHHo8OiiM5BzwJ4YP2cixsOJfeIsPRyTaLguPQV/rnPige0ubGzVwXL737G1YDzGnHQoDMbAjhPqK1IxdIjhhazNat/t1m51oLnDhpveWtttgK9ex3N781vr1PN685re+Vp9gbOirDSdlZWFo446Sjm9P/74427Po1uNz9O2+Pj4Hl+PDjy6vR944AF1kea2bds29RjvnzNnjvqbXOp0zTXXqAv7zmBu/3/+8x91e8MNNyj3W3Z2trqlCEHhwRvO8nLfKLZPnTpVOdb5N7nKwle04HIrPpdudLrZx40bh7feeqtXx4zifHJyshLmzznnHFx99dXKHaixfPlyHHjggargSExMDPbdd1+sXLmyy2vwuHBp/CGHHIKwsDC1H6+88sou/y4f5/vi8xMSEtRn1dra2uU5f/vb39Sx5eOcHKB4o0HX4WmnnaYmDPj++bd/++23Lv//22+/VW5HPs7nLVmyRP2/nnj33XfV+3vhhRd6ddwEQRD6grSxg9PG+sKJae4HY/4mTZqkBlsU98s5MPOs/Fq6dGnnQK+3A7Ht27er/8c2JSIiQk16v/fee12ew0mG2bNnq7Znr732wsaNG7s8zvYyLy9PDS4nTJigJsi94UqA888/XxX7ott/ypQpeOedd3rcn+rqavW3jj76aOXqEgRBEARBCEaXO/t8EZGRiMnORtzcuYg7/HDEL1mC1EmTMCYiAvmhoRifno6xY8aoPhYLoDJCZiSQEerCGRkOTLjhYnxzze2o3e8ARBhcqLTqsHbFZsz+v4tR9+fb8ValHs124Ks6PU5aFYIrNppx21azuuXvvH+kYrc7sO3RFxFx30NosQOTIpx4bJoDeXMmdj6HEwkzop1YlOBUt9rEArv5ByY48cwUC86v/BFLNn2Hvd9+EX/9vh4lHbrR7Uhn7EVveO211/qzPyOedpsDBTd+OCCvxSF7RVMHpt78Ua+ev+7WJQg3D8wyHQrOy5YtU9EpfYWD+02bNqlBLB3fJCkpCaWlpTj00EOVCEAH+IYNG5QrnI3AHXfc0eNrvfTSS2rAfMQRR/T4eG8G8RMnTlSCMc9hCuA7g+J0bxoVisZ/+ctf8Oijj6ql9xT6//73vyMnh3Wm3TQ3NyvX4UMPPaREGD7O907R2tsVz8mBv/71r+qYURSg+55C9p577tnt71LIoFuetQw4+Off+Prrr7uIPFxZQvGEt5s3b8aJJ56oBH4eZ8Jjz33ghEF0dDT+/Oc/q/1at26dqovwyy+/YNGiRTjrrLPUPrFx5mtxptuXF198ERdccIG6Pfzww3d73ARBEPqKtLGD08b2BFdpcUKWbRLF8lNPPRV/+tOfVNvH27Fjx+LMM8/sFNd7Ayd12b5+9dVXSkhnm0OR3pvrrrtOtZV8L2xb2A6xPSRcgXb55ZerKBtORFAg5z4wKofRNFyFxnae7eLzzz+vBHf+DS5n9qWkpATHHXecmpD/5z//2eNzBEEQBEEQghJGx2RmAunpdNEBjHwpLUVkSwtCIyNRHRqK2vp6WKxWREZEBLU7XUOn1yFz1kScT73DacE39Xro1m6CQ6dHYVg87i0y44EiF6hoTC/biLrUcXDo3f0/RprcuMWEW2FTRVFHEjVW4Pmvy3DPF2/C5HSg+IAlWDJ7PEx+zhskmYGTDpuGzxwX49sqBz4OycRXa104P9OOo5IdIypGp9cjPrpJhdENB6Qc0KolPxaLGjg//PDD3Z5HEdd7wMnBKt11PZ1TdIxpjm8NCs905PG1ecGmwM2BP93cFLj5d32hWEAh3RsWDGNmOqFzjoPi3cG/9dFHPYsmFIkp2K9evRrnnXfebl+L4vjZZ5+tBvHkxhtvVK/d0tLS+ZwDDjigy/954okn1L7SLegtOjMrl452cttttymXIp+7MyGdnxEnvzQRhu50b+j24/Hl58T3fNhhh+HTTz9VYoomoFOYoNuPUBjhZ8LoHO4LRXq69PhZadA56MsjjzyiRI+3335bue0FQRCE4Gtje4KrmB5//HElRhPWD9EEe74PLUvd+2/vjqKiIhx77LGdbRZXYPnCCWqtPeE+s/3q6OhQ7nIK+5wg0OqY/PGPf8T333+v7qeQzki3H3/8UeW3jx8/fqd/gy53OuzZjmqOfkEQBEEQhBEH+30JCe5t7Fgux4Nx+3ak1dcjKjwcFVarcqfT4EBD3UghRA/lrMYZS7DmkDmoqnJgLJzY1qFHUks9Xnn+KtSHR2PROY+jKZSmDvYFXXi42IS94ywjJuZlZZMet20xoT56HBIWn4sFOZE4fH93H7mvkxW5R+2PcAvw8zYHVjYZ8NrqWiz48h8wXnAW4jOTMKqEdN9oDKFvhJkMyrW2K+iYam5qxvpaG856dsVuX/NfZ+6JOTnxvfrb/YGDUC6ZZkQIM8jpQuaA1xc+RieYBp3P/sAB7vz587sMXCnoUoCmGE6XW2+ggMuBPR3mvXXZ0bXtO2Cm6EBBni45ihdXXHGFKkq6OzgQ9y1KyqX0n332WefvlZWVuP7661Uue1VVlRLr6fKjmOANj4c3dMhxeXtP7LHHHsotTiGCcSsHHXSQctVRPPcWvb2FGH5GLCSsHX9+tnPnzu18nPEvnKjgY4SOdArqu4uX4XvamXNeEARhoJE2dujaWAr0moiu7Qev+f3hsssuU+0rJ535Hvn+p02b1uU53r9r751/l3FufG++E91cEUYxXGu76E7XRPSeaG9vV0I9/zad7SKiC4IgCIIwKoiIcG8ZGexcIbKoCGPKy1Hf0YGqxkZYQkOVoD7S+kYxKXE4JAVIbbTjik1m5NUVoyEsCsUxKR4R3U2I3YYqmFVOOKNNghmnw4nNL72HuzL2R31kAnLDnNjvtAORFdq/qEqN1BDgb+NteKvaiemvPI45W37CVw868e2frsfhSQ4VBxPMBE3IT11dHU455RQVM0GXE52+3s7enmB+s5YLqm1cBuwNBUu6mTggZJb1lVde6VdOqL9wH7j0e3dbmNmAfcYlIS0mVM199fhaHETGhKrn9eY1+3vB40UzPz9fCbVPP/00fvjhB7Xc2Re6z/g8beP/G2yYW+6bk8pl3/z7/Fx7Cwfh3tErhOcdB9+FhYVK4Lj33nt77djbHYx14WtzkM9l/PyZonV/8sgokNOx/v7776OgoEA54ymCc/81fGeTeW5QXOotjLfZHTNmzFCfAc+V/mYHC4Ig9AZpY4eOntqR/l7rufJq69at+P3vf68md7nyiW3Yzv6udsx72371pu1ihigno5n/Tqe+IAiCIAjCqIJ9LYrpc+fCtM8+SJoxA2NiYxFRX4+WsrIutdVGEnUeGfD77GmYd9GzuOTIP3c+Zrbb8PFTF+Lu9+5HSVUzgplGO7DhgX/joDf+hQfeugeHxlvw6CTrgInoGoxyYaRL1IVnYGX+DFy/+AL8fbsJV20yoSrI4/eDRkinmLl27VolEHL5M/MzexOvwagKRl1oGyMpNOj+pYhO0ZIi5rPPPqsKaDGCIxAw6HW4aWmB+tl3eK79zsf5vKGGQvK1116r3NR0b/UVLjv3zdVm4bLvvvuuy4Ccnw8zw+kk6wkudaeQ/uabb/Z5X5gT+8EHH3RzAHJ5PMWKjIwMvwR0itcsJuqN7+90a9OBx7xausQ5gK+pqen2Wlya7g0Fll056igu0IV3yy234Oeff1bHmdmxvYHHn5NJ/BsatbW16vhSmNccgYyC2RV0KjI3nZ8Ji7kKgiAEEtLG9r6NHUoYO0PTA1eT/d///R+efPLJXv9fvjctL12Dv3u3XXTdMw5uV8ee2fGsG0JBvaysrB/vRhAEQRAEIUih9pGUBN3MmYhasgQZixYhMTYWzm3b0FFeDlcP9dGCmXgvj4jdYERZ9A5D5sLClchurFS3D1dH4q+FxqAspLm2RYdz14bgbwWHoSY8Fm377Yer8lwIHcRSQAljUxFz53VYOi0RZp0Ly5sMeO+5z7D17S/hcgan4XJgqmINMnQJU+CkCEl3EqFDieIjcy/TWSBhJ/hmg3rDpcMsMsXMzJSUFDVoYv40CyvefPPNagDaE8wu5abR1NSkbjkz5zs7x985WKVbqreOKW1wy9uDClLwyMkzcOs761XRM43UmFDccNgk9bg/TuLewr+t7XdPvxMKznTwM2eVg10Nf94rM7wp2NKBxkzV+Ph4NYDmcmrGsrDwGAVcfh6MSdmZc/qEE07Aq6++ipNOOkllpjLOhJ/p9u3bVZFPurS93wuFYg6OeR9FYmaSM3eV5wDfi/ff8H3fvYX7fv7552PmzJlq2fz//vc/la/OPFbt9eik54Cdz+F5xHOPjjnfv/nyyy+r5yxYsEAV7WTGK5f397RvPJ6MjznwwAOVG5+/V1dXK2Gfz+3ps9TOOd5HAZxFWzkJxZgBiivXXHONmkhYunSpeg73k65JLsHne+R3haI5414SExM7X5MTEBTcmQXPz4D73Be0/eb3aWcF37Tv3kidIe8Lcky6IsdjaI5Jf15rsNtXIm2s/22sdp/2t71/7+k5Pd3u7H16w+g0ZpNzori+vl61K8xw9/2bPf0NbjxO7AewfdKKjVKQZ3+Pj++zzz5YuHChOrbsP7KN4iQ63zf/rvZ6FNNZh4THiu0X21R/st6Did60r0Sun12R49EdOSaDf0z6+zr+tLF9Rc6Drsjx6I4ckyA9Jox0mTgRCdnZMG7ahLrVq9G6dStCY2KgY4TsAOana/L8UMv0k6OcSDK5VGFRX5vNJ+Pm4uhT70FyexMsxhB8UAN8VGPAPb++gqwD9lRi8WDS32NCwfrzXytxl20M7C4dTOnpWPXAIxgbFzI0x1kHHJPqwOwYJ/69ogZXf/IUQu1W3I1Y7H/wHl0mMfw6Hk7nsLSxQSGk0znFOBdNRCccIHGgwwHi0UcfvdP/yyKJLMTFARBFwBtuuEGJ69rrMkeagqsGM6UpDtL9zmiKnrjzzjuV09cXDtS019Zgxin/NmNo/I3raG52LxnZKzsc714wEyuLm1DTakVihBkzs6KVS07rAA00PIkoNnt3sLx/12DEDl3+J598cufycrrnertfFGE5eJ8yZYr6f6tWrVI5pxSduTKA2eTM9uaKhD/96U+dx6QnOOjlqgIKzffcc4/aZ06yMOv0vffe69wndiD5+VIY5qCRcUEUmVmc9KyzzlKDSu25fM/83PpynHm+cYBOIYR/k8Xg6JxfuXJl5+tRzODf5bnN/eH5uY0zvB0dXf4mhWu+LwofPF95XCgu9HQ8+L2g+MDX5uN093GCiA51vmZPnyXfo/d9jJrhhATfA5/PiQBOSPAz4sZzmuIEC8sxr51F3vgeWCCVr+F93JhhyyKlfC06I1nMzl/4Wvy7XImyu+glrloRuiLHpCtyPAb3mLDOQ18ZqvaVSBvb+zZW+0z5ONsYtlEUX733Q3POa/f5/r6r9+n9GhT3OdHNSVw6wlnjhM/33QfCuDXCc4DPoejNc4giOUV5TiRwIkKbrCaMzWFby2PK12Sc20033aQe194X/wbPLxZTZb+Ar8ui2YwrG2n4074SuX52RY5Hd+SYDN4x6U/76m8b21/kPOiKHI/uyDEJ8mNC85zHQDdYrDcOvVy5NMeJpzexn+nyEdNd+DljIs4a78QVZjs+KNEj8td1OPa9Z9H+0Uu48MZ/Ye9x4UjefYrgkB8TW0sH0u56EL/b+DNeOu0+RI9Lx+/ynGgxRmANhpgoYOmCRHy09USEr9uIR1Pm4F9rgONznJiZ6L87fSXrM7333pC3sTpXEIQXcxBFgdQ3A5tuW3YGdlb4kcIqB1EUU+kEphjJYo8UAAmjYehYZg6m98HjYJXC6yGHHNLr2XyKlYzkoCjrDQdlxcXFqngXxcbeoA3iOIgcaYUc+spIOSZ0ylP4oQu9t1Dsp9ueQvxIOx69hd8jTjDwe7az7xEFGnY+6MQfSRXF+4Mck67I8RiaY8I2kStTGhsbu7WJu2Ow29fReP3sDXJMRu/x6E37SuT62RU5Ht2RYzL4x6Q/7au/bWxfkfOgK3I8uiPHZOQcE/aX6mpqULV+PexFRYju6ICJKw8jI+Hk5Fwf+1AOj2A8yW7HICaO7JSv6/R4pMiEatuO/U8yu3Bxlg37xO9YVVmyoRiR/34BG8IScd2SS6CHC4sSnDg9uh5piTuKlA4EfT0mW9p0uH2THnc9dyNml6zDh7+/FBMPXxAQxT63tgJ3bTNjc5seBqcD9/30PMacdAgiE6J7fTxmJicj1ctwPVRt7LA60ul4veuuu3Yb69JXvDPU6TynM5bupi1btqj4ir7CHGtuvvCi53vhowOXgzC6p3qbr60tLdb+nxCcx4STMnSzcZUDxfCXXnpJxZywkfT3PfieP8F4PPoD3yPfa0/fMV9685zRhhyTrsjxGNxj0p/XGez2dTReP3uDHJPRezz8aV+JXD+7IsejO3JMBu+Y9Pc1/Glj+4ucB12R49EdOSYj45ikpqcjJi4OpdnZqN26FRFNTYhuaoKpvBzOiAg4o6LcWet9gILxcAjp+8U7sU+cBaub9aizubPTp0U5YfARn8dMzAL+cjUSG52YV+nA940G/LK9Efc/cQF+nTIX9ovPR2Zsz3HRfcWfY/J+lR73FZlgdelw67FX4vqIUkyZPg6BwrgI4PFJVvy73IioV1/FEV+9jMLVy/DtHfdjQULvlH6DXj8sY9hhFdKZZXnGGWfs8jnMk6aDt4qWfS+4/LSurs6vzMq5c+eq282bNyshnf+XWdPeVFZWqtuRmoUpDBwsDsoVDT3xj3/8A8ccc4xa2cDsdTq+GB9DZzljiQRBEARBEARBEARBEIIZ1njLzctDdEyMKupeVl+PeJsNoVVVMFVWwmk2wxETw1xGBAsUzWdE964m0YQYPf4aY8OGVjuK3/gBEbYOGKqqcfKmSByQ4MLv0+0YEzZ0QSCWNgtqH3oatZFjYJ1zDObEOHBtTjhiTYEjomsY9cCZGXaUHzAVheuz8dCcY/Ha1jAc2OjAZdk2RAXoKTOsu8Wsyd7kTc6fPx8NDQ1YsWIFZs2ape5j4Sc6hjRxvDf88ssv6pbOdO11KXJSpGdMDKFbmDb+goKCPr4rYbRAkXxnBQmYY84GhYVs+0sQpC8JgiAIgiAIgiAIgjAK4Qo3amosbk8xnZFRYXFxKu7FWFYGY22tep4jNhauHlbGjAQmRrgw8ZT9sWz6WLxbrYdTp8cndcBX1Q48tuxpRB9xEJLyMwZ1H0o6dPjyjZW4bvmnmGUwIeKAvXHkuBjoAyDKZVekTcmF9YG7EFoRCn2lCx/XGtDy23ZcEF6FMftMR6ARoPp+VyZNmoSDDz4Y5557rorKoHjJoosnnXSSyj8npaWlKraF2dPMQWd8C4szHnrooUhISFAZ6Sw8tXDhQkybNq0zr5qC+e9//3tVzKuiogLXX3+9KnTV07I3QfCG+fuCIAiCIAiCIAiCIAijHRYuzs/PV+ZUanSVJhNip0yBmYXcy8thqKmBrr4ejqgouCIiMBJJn5yDcwHs22rBs2VGZH75ORYtexcVq7/D9dc+hVOzXBg7CA71L+r0uLvQhLb8/ZCz5yZk7TcbR0+KQbBgNptwXrYDe8c78fffgBvfuBeTqrfhhZILMf2ERYgYjpyfYBbSyQsvvKDEc4rlnO069thj8eCDD3Y+TnGdxUi1Sqtms1m5ge+//360traqQir8PxTKNZhb/c4776hipXSns8jo6aefjltvvXVY3qMgCIIgCIIgCIIgCIIgBCPU6xiVzKLtmjudAnv45MnQNzXBWFUFY2UldMxRDw/vV456IDM+woW/jLOh3D4Wy4vn4f2Uqfik0YxPG10qh/08UxnSsnef0LE7bFYb1v33Y9w+7gjYDTqV5z7+itOROLDx7EPG5EgXHptoRWXBNCT+1IB70/aGcU0IrsqxYVa0Ew4X8EuzHqucOhgMVqQ4XTAMseU+aIT0+Ph45TDfGWPHju0SgUHh/Msvv+yVq5gRHYIgCIIgCIIgCIIgCIIg9A8aVelOp6BeVlaGuvp6xMTEwBkTA1tGBow1NSr2JVhz1HtL2qQxwC1/wvxW4LcyB75uMKDx102Y+/xV+GH6Pmi/4jLk9tGcX2kB9Df/DUf+tgI1s2ux+ZQzcXamHcYAj3LZHSFhZmRfehp+rDwO5spolFt0+L+NZlxYugxvp89Aic49S/Dcb01I+/Uz3LS0AAdPcUd4DwUjb9pHEARBEARBEARBEARBEIRhgykQjGOeMGECYmNjUV9fj/b2drjCw2HLzkb7zJnomDpVudKZo063us5iwUhkXARw2zgbnppswUnVq6GHC0WOEJy1LhQ3bTZha5t/6vcPDXqcuzYET0w9BI2hkcibOwnnZwW/iO7N5JRw/HOyFUcm2TGzdD3+9MJf8fwTlyG6o6XzORWNHbjw+ZX4YE05hoqRN90jCIIgCIIgCIIgCIIgCMKwQ1f6uHHjVF3C8vJydHR0KHe63myGPTUV9qQkGOrrYayogJ6FSSMioGtvB8LCMNLID3cB5x6JH/aZju9bYgAX8GW9AWtLmvDQ109Af/xRSJm4ox6fd5SJXa/H1HAb3tjYikfbktXj2/eYg40HP4qx8eEYiYQbgMvG2HH7KjsqI+OxImMimkIjOx9nLgnnDm55ex0OLEgdkpgXEdIFQRAEQRAEQRAEQRAEQRgUjEYjMjMzVSFSZqfX1dUhMjISoaGhtK7DkZgIR0ICXA0NQGUl9O3tMDY1wREXB5c5SAO/dwHF8ssBLG2z4LkyI/b67DXMX/U1VlZX4cbL7sZp6XaUdejwUJEJ1Ta3OJzQ2oyH3r4bxzXV4LnT78eiTDMuyrYjRD8yRXSN1c16fJ4+FUvOfgQ9QTG9vLEDPxbWYX5eAgYbEdKHCRZHdTgcPT7mdDphsVjULB0LNQzUkhqTyTQgryUIgiAIgYy0sYIgCIIgCIIQeFBIHz9+vMpNp0OdUS/Knc5+uU4HZ3S0EtI7pkxBaFmZintx6XRwxMcrwX2kkRvuws35NlQevRA/WKrx6ITF+KreoDaD045xNYWoTs5Vz3XqdBhbV4aYjhZcZNuEQ8dOxGigzua+bQ7ZdZh8VXPHkOyPCOnDNMDfuHGjumD0BIumcoDPmTmdbmCWJYSFhalcqt4O9Jubm3HDDTfg9ddfR1VVFWbMmIEHHngAe+65Z+dzzjjjDDz77LNd/t+SJUvwwQcfqJ8pVJxzzjl48803VdXmRx99FIsXL+587j333IOioiI89NBDu92fpqYm3HbbbXj33Xexbds2la81ZcoUXHTRRTj66KPVcdpvv/0wffp03H///X4cGUEQBGEkIW2sG2ljBUEQBEEQhEB1p2dnZ3dxpzP+JSQkpPM5LEpqiY1V0S+m4mK3oB4a6i5KOkBmmEAiZXwWcOMfcEa7DrpSB76o1+PotV/gb+/djxf3WIJrD74U9eExOP/o69BmCkFzfBaWuCwwjKBM9J0R30u/UnJUKIYCEdKHAbrkOMDnxYNbT4N8bgM1yLfb7erv8e/2dpDPwfmaNWvw73//WxWHeP7559UAfd26dcjIyOh83sEHH4xnnnmm83fvC98TTzyBFStW4LvvvsP777+Pk08+GZWVleo9FRYW4sknn8RPP/20231paGjAggULVGGK22+/HXPnzlXH7csvv8RVV12FAw44QA36BUEQBEHaWGljBUEQBEEQhMCHfcyIiIhOdzrNLuHhXjEler078iU2FsaaGpiKilSOOouTOiMjlYN9pJET5sKRyRTSDcirLYETOmyLS+98/Ne0ce4frO7IkxnRTox0pkU5kWRyoVo507t/5rwnNSYUc3Lih2R/REgfRjhQNfeQ9cQBPgfmfGyg3HJ8vd5CQeDVV19VLreFCxeq+26++Wa8/fbbeOyxx9RA23tQTydcT6xf///t3Qd8lFW6x/EnnSSEEBJS6FVakCouYgel7ArY2WWtKLsuKpZlLVfAtV5s14Ztvba9riy6iuXuxWUR9doAueCqIAZFQFooARJCICRzP/8TJ2QyyZBA+vv7fj5DmHfeTDmZeZ85533Oc1bZ2LFjrU+fPtalSxebNm2abd++3Vq3bm1XXXWVzZo1y52BPJxbb73VZcgtXbrUZfz5p+JrOtAvf/nLkppaAACUQYwlxgIAAKBhUyKKPzt9w4YNLrkjSGSky0xXeRcNpEf9+KNFbdliBxMTzVd24L2JlTKZdeql9lrf4bY5ISXkfk1dRJjZNR0KbcZ3UWWWFy3h/9/Ms3rXyUKj0vTmQ6BGBgSUWVe+86yp6x999FHAtvfff99SU1Nd51sd9x1aYfkn/fr1c/tr0ODdd9+1jIwMS0lJsZdfftndt6aLH45q2c6ZM8dl2un3y9PiFBVlHAIA0BARYwEAAIBDlNySlJRkPXv2LP1OqgF1fc9VEoyfFh0t7NDB9vXvb/s7d7bwggI3sB62f7811VIm3yW3t/zo2MPuVxf0l9hXUOD6EHXt5FbFdkfXQmtd7jUrE/3JXw+0UZnBfZnaQu8IQVSbaujQoa5eaq9evSwtLc1eeeUVN328W7duAVPOzznnHOvcubN99913Lqtt9OjRbj8tvHb55Zfbv/71L+vdu7fr3M+dO9cdDGfMmOEGB2677TbXge/atas999xzAdPZ/ZRdp9/RARUAgMaOGAsAAAAE04xRZad//fXX7juy1vFR/XTNmFTJF/+MUmWhF3brZkWpqRa5caNFbt7sMpMPJiUpxd2aeikTDWmnRpfsV1d0QkN/j+iYGPczvnlzi6rjhBsNpg9L2m8rcsPti+IIG5KWZKPHnFhnmeh+DKSjQqrbqk66Ot7qsA8cONBN8VY9Vr8JEyaU/r9v37527LHHug67OvDDhw93U3Rmz54dcL+XXXaZXXvttbZ8+XKbN2+effHFF3bfffe5bZrqXl7Zs48AADQFxFgAAAAgmL/0YseOHUsHbzWYrp+5ubnuO7AG1fWzuEULO5CQYEVpaRapBUm3bTNfVJSrqW4REdYUS5mUXDe7un1hnS00qgx0tb8SgtLS0twaS/qbFMfEBKzhVBf0mvu3KLbIyHAb2Dq6zgfRhdIuqJA661poLC8vz9WpWrJkiRUWFro6rJXRbcqKW7NmTYW3L1q0yJ1ZvPrqq91AwJgxY9zCEhdccIG7XhHVetUCFN98802NvTYAAOoTMRYAAAAITRno+v6rtXu0LpBmb6r0YH5+vptZqYH1g0VFrnb6/sxMK+jb13zx8Ra1dauF796trBFrrCorZaJMdG3X7XVVllKD6OoztG/f3rV/mzZtXAke9V/27t3709C+d5CRjpDUCddFU79Vg1WZbZX58ccfXf3WiuqsavXlKVOmuNqtyr5TfVh/Jpw+fLpeEU3hUVaesveuv/76oIXTNAihWrDUcAUANDbEWAAAAODwtJ6QLlo/SIO3GtzVd2MNpitjWt9ZY1u3LlmQNDvbotavdyVfihMTrTg+3hqj8qVM+oUXWf+E4jrLRPcPlCenpFh6enppKZfw8HCXkKMTHZs3b7bcn7LV/bMJmjoy0uuRzuwcOHCgwovesJXdVt2LHqe61KGfP3++rV271hYsWGCnnXaaq6GqaeP+zvW0adPss88+sx9++MEWLlxo48aNc2cIR44cGXR/qgWr7LgBAwa468OGDbPXX3/d1Xd9/PHH3fXK3H333e7M14gRI+yll16ylStXWlZWlqv5qvvTcwEAoCxiLDEWAAAATYsGa/1Z0cpS13pB7dq1c4O7ruRIbq7ltmrlFiQ90K2bhRUWlixIWlBgjZG/lMmgFJ/7WVeD6Pv373eZ/yrl0iYjo8J66ImJia6mvRKDdu/eXWnyTlNDilE9ULaYzqRpBeKKOuDKItObVgeImjqjo8fT41aVPgS33HKLy4Br1aqVnXvuua6zrTpU/tegDvqLL77oDlY6iJ155pmuM1++RtJXX33lFkFbsWJF6bbzzjvPTTU/6aSTrEePHvaXv/yl0ueix//kk0/sjjvusHvuucfWrVvnVnRWzdj777/ffXgBABBiLDEWAAAATZ8GzzWjUhd9X1Z2umZ66vvzjoICC09KsuaJiRa3bZtFaTB992472KpVk1iQtDbtKyiwg4WFbiasMs9D9Zni4uJcUo4y09X2GlT392maKgbS64HeVOrYVna2RtNSdADQ1AgdGGqCOuXVeTOrpqouoQYNlFFXFZmZmS67rSy9rieeeMJdqkId+ZkzZ9qDDz5YaZtUVgMWAOAdxFhiLAAAALxFpQiVDKKLZo2WXaR0d3KyxcbFWYudO63Zjh3mUynEpKRGvSBpbVEpF2nbtq1ry6okHkVHR7tZAdExMbYtO9vVrY9t1syaKgbS64k63JV1utXJ1wdfNZ5qqpMPAIBXEGMBAAAAby9Sqotmqfrrqe9UHe+4OGuenW3xylCPi7Mizb6kT+AWDFVJR52QUCmX6s5KjYiIsPS0NIuJjrYtW7ZYbl6eK8HTFKumM5AOAAAAAAAAoEkvUqoSizu2brXtGzZY1IYNFrdrl0UmJ5uvRQvzKpW+1MkGtZNK5GgAvEIqm7lrl5lKTWoB13InIJS9rrKRUVqEdNMm27N7d43OAm4oGs2r0ZSMiRMnutpHLVu2tEmTJoVcAEuLc/nrn5a/vPrqq6X7VXT7nDlz6uhVAQAAAAAAAKjtRUpVsiSzf3/reuqplnjmmVbQvbvl7dljBVlZdmDXLpeZ7SWaratBdLWNap1XOIheXGy2fbvZ5s06M1EyoL5pk9mPP5rl5JgVFgbsntC8uVuEVOO3uu+K1q1qzBpNRroG0VW8fsGCBVZYWGiXXXaZTZ48udIFtPzF7st65pln3MJZo0ePDtj+/PPP26hRo0qva6AeAAAAAAAAQNOhDGmVLtHlYJcutmfTJtu7cqUVfPut7du2zYqTky0mIcEio6KaZGkSP60ppbWjElu2dOVcYpRpXt7u3SVZ6FqktXdvs4wM/WLJdg2ib9lSMsiuwXTVRddAfGysK6PZrn17V25TZXV0vcL7b4QaxUD6qlWrbP78+bZ06VIbPHiw2/bYY4/ZmDFj7IEHHnBTDyqsz5OeHrDtjTfecIt7lT/DooHz8vsCAAAAAAAAaJpUE7xVhw7usr9/f8tfudLyVq+2fZs22e74eIuOi3MlT6qy6GZjUnjwoO3Ny7Pk5GRLz8iwqMhyw8P5+SUD5CrhcuyxZu3alQyUi/ZNTS25dOtmtmdPycC6BtX1c8cOV/YlKiHB2qSluZr1W7Oz3cB9XFycNXaNYiD9008/dYPd/kF0GTFihDuLtHjxYjv77LMPex/Lli2zFStW2OzZs4NumzJlil1xxRXWpUsX++1vf+uy3UN9SPbv3+8ufpqqIMqU16UsXVe9IU2X0KUqtL//Z1V/p6mjTbzdHnqNeq36POkkWUX8n73yn0Evo00C0R510yZHc1+1HV+9ePysCtrEu+1RlfgqHD8D0R7BaJPab5OjvZ/qxNgjxfsgEO0RjDYJRps0nPYIT0625ieeaPE9etiBrCzbt3at7crLs5x9+yw6Pt5lVdfHcHpRuZ9H68CBA1ZQUGDJKSnWOi3NDXoX+r/zHjhQMoCu74Vduph16FCSZS6V/U2aNy+5tG1bMgCv+KLBdN3P1q3WsrjYIuLjbUturu3OzbV4LUJ6FCcmStujuLheYmyYz99baMDuuecee/HFF2316tUB27VYwB//+Ee76qqrDnsfv/vd7+z999+3lStXBmy/88477fTTT3dnRf7xj3/YzJkz7b777rNrr7220vu6/fbb3eOWpzIz5c+u6OyWst1VakZnYQAc2YF+w4YNbvXnplZfC2hq8vPz7Ve/+pVbyEd18aqD+ArULeIr4I34Wt0YCwCAl+RXI8bW60D6zTffbLNmzTpsWZfXX3/9qAbS9+3bZxkZGTZ9+nS78cYbQ+47Y8YMVzNdnYrqnM1XR3779u1BDa6zPLqvTp06ubNXVaE/ieoUaXXbpjZ95EjRJt5uD32OtICwPmeVfY50BlFrKJxxxhmuDhdok/Joj7ppE8XElJSUI+ro13Z89eLxsypoE++2R1Xiq3D8DER7BKNNar9Njia+VjfGHineB4Foj2C0STDapIG3h+qB79hhB5SdnpVluTt32n7V+05JCS6HUltPQWOjkZHW6+BBq3z+YNUGi33FxZaWnm5JSUkl33M1JKwa6Hv3miUnl2Sht27tstRrVHGxWV6eHdi2zbZ+/bXlrV9v8eHhFhkdbcWxsVasE7ohZkdW1B4DU1MtvUzlkrqKsfVa2kWD2pdeemnIfVRuRRln2dnZAduVNbNz584q1TZ/7bXX3Bvm4osvPuy+xx9/vMtS15eMygrha3tFt+lDXv6DrhpAenOqDI0uVeGfRuz/PdAmXm8PvUa91oo+Y+VVZR+voU0C0R612yZHcz+1HV+9ePysCtrEu+1RnfgqHD8D0R7BaJPaa5OjvY/qxNijxfsgEO0RjDYJRps00PbQc2jb1qLatLH43r0tf80a27VypeWuXWv74+MtpnVri6ij56lh5iMZSFf2dF5enkVGRFhGu3audLaTm2u2c6dZYqLZwIFmWn+yNl9LTIxFJSdbh27dbNOaNZadlWWx+/ZZwr59FrVjh4UVFVlxs2ZuUN1XhYVJI1SHvR76sPU6kN66dWt3OZyhQ4farl27XJ3zQYMGuW3vvfee6+ho4Ptw/vM//9PGjh1bpcdSHXWdmWkqq8kCVaWMtM6dO9vy5cutf//+rhTSaaedZjk5OYcOtAAAoNqIsQAAAI2YsrdbtbK4IUMstlcvS1izxnK++MLy1661wrg4i05Ls/CGMPBfyUxLjXG2advWElTLvKDAbNs2s9hYsz59Suqg6/91JDIy0tr36GHRLVu6Gcb5hYWWGBZmkXl5FrFtm4Xn5VnYzp3mi4wsGVTXc2tAyS0N55mE0KtXLxs1apRdeeWVtmTJEvv444/t6quvtgkTJlgbnTExs40bN1rPnj3d7WWtWbPGPvzwQ7eYaHlvv/22Pfvss/bVV1+5/Z588klXj/2aa64xr9NMAWUo+S9ayVd/g3/961813rHU/esERnXq+6kTiqP7+44fPz5gm6Z2bt682TIzM2u8/qrWHejXr5+rv6jpMsOGDXMllPwLOlT0fACgqSLGNm3EWAAAgKYrLCHBEgYMsHYXXmhpY8ZYdFKS7f/hBytcv151tKyhUPKxSpXoO2KHDh0sQQnDmzaZ5eSYdepk9rOfmfXoUaeD6H7qo6jCSPfu3S0qLs52qARZu3ZWMHCgFQwaZPszM60oNdXCDx60yOxsi9yyxcJ37658wdM6VK8Z6dXx8ssvu8Hz4cOHu2mo5557rj366KOlt6uzoBrqKuFS1nPPPWft2rWzM888s8LU/dmzZ9v111/vztJ069bNHnroITdgD3OdenXERItQ3XbbbfaLX/zC1uvg0AjoPdEgpgI1kuccERFRpVJJ1e3gjxw50r744gtXMkmde9Wb+uyzz+yBBx6wAQMGMGADwJOIsXWPGAsAAICaEh4ba0n9+llCjx62a80a26kM9R9/tOiICItMS6uXAeqyZTCViZ6YmGht0tMtJi+vZJBf30dVBz0lpSTLvp61bNnSjjnmGJcApPLder5RzZtbcfPmdjAjw8L277fw3FwL37PHIrdvt4icHAtXXfe2bevtOTeKjHRp1aqVW1FcbwSdUdEAeXNNSfiJFhvTYPipp54a8HvKMFentKIal+rEaoqt7lP1gpSx9Zvf/KZu6mGqkL8uZdd6PXCgZFv5M1j+fX+q2enoLIy2aUpGVfY9Apr6oU6fLuqIaXFYTbvYpikgP/nyyy/t9NNPt9jYWJdRN3nyZNeWZc+A3XHHHe5khu5P9zN//vzS2zXNWdTZ0xkp/99PU56HDBli8fHx7oN10kknub/jCy+84BaYVafRn8mnbaL/a1aByvjo9+6++2538Jg0aZJ7HD3HHj162COPPBLwOv2ZWrpflf9RJ/S3v/2t66BWRo+p5zVv3jx3Bk0LdKkzW36R2jfffNMGDhzoble9fz2G6vv7VfSc/bMljjvuOPd7yi47++yzS39H9funTZtmvXv3dguhqbyR2qv8c3v33XfdbA59TvReVyacP9tQi/fqufnbUL9flczFjz76yP0t1JbKrrv22mttr95vlXj44YfdjJCFCxfalClT3N9f7aDVkBcvXuzaDgBqHDHWIcYSYwEAAFC7IvWdMjPTOp13niWNGWP727a1vVu3mm/dOjcIHNAnqQOFBw+6cc6kli2tXfPmFqM1JzWor4U5dVHZ6wYwiO6njHklNqtfpEU/C8r0wVQrvSglxQq7dLF9gwa5jPX9xxxTcmN0tNWHRjOQ3uToJIAu27cf2nb//W5bWPnSMqmpJfuWzVKbPbtk26RJgftqeoa2r1p1aNtPneCjoY77f/3Xf7k3tzrzos6dOraqKb906VJ79dVX7Z///KebOeCnDvWDDz7oMqM0ZV37q0OblZXlbveX4tHvqRP6+uuvu06wOt2nnHKK+51PP/3UleZRB/TCCy90i9T26dPH7a+LtvmpA6sOsQYfLr/8cjfIoAEGPbeVK1fajBkz7NZbb7W5c+cGvD51QletWuU6u6+88op7HuqQh6LZD+qUv/TSS67ckOr4q9yQ3//+7/+6BW6nTp3qHvvpp592HXB/R76y5/zf//3f7vqYMWPciR49Nw14+Kl9lW2mskTqkJ9//vmuE+9vU/9zU5v/+c9/dp1sDZD8/ve/d7fp5wUXXFDa8dflhBNOOOx74LvvvnO/o9kg+rv89a9/dZ3+sn/vimaSjBgxwg3ilKesQA1sAECNI8a624mxxFgAAADUjeiYGMvIzLQu48ZZwsiRltu+veXu2WO2YYPLpLaiolp/DkpWyd+711Lj461tcbFFRUaaaYbi0KElWdwRR7Jcae2Ljo52yTkqQbNv3z53IiBIRIQVt2xphT+V+C6uwjqYni7tgrr3zjvvlGb9q0OfkZHhtvkz9jVDQGeK1Mn1d9Yef/xxO+uss2zWrFmWlpbmOpo33XRTaedX2xctWuSyqFRWx78ArAYO/FOeNZ1Dsw40xb1r165um7LcdGZKWVp6TlqcoKIp0srCuuyyywK2le2s64OpQQN18tXRLfuh1SwHnQnTAIIy/JSRpqnSlc1Q0BRxvV7/grfKQFN2mgYu1CnX4yrD8JJLLnG3K0tM9/eHP/zBZs6cWelzVlvpUvZ5q/apqLOuUgDKbFM7KLNPnXZlIGq7ZmD4n9tTTz1V2n7qiOs1iX5P7aisu+pMM7/33ntt4sSJdt1117nrynRTeSUNxijjT5l95WngofwsEQAAMZYYG4gYCwAA0DTou2CHzExr1amTbVXJkqwsi9myxRK2bLEwZVgnJirrocYfV32Hwr17rU1EhCUnJFi4Zqd27GjWSJIrwsPDrW3btu5777p16ywnJ8fNBFXCT0PCQHp98U/Njos7tG3aNLPrrjOfOpVlp55rGoaUra80ZYqZarmXP5v0ww/B+1566RE9xdNOO8113kRv4CeeeMJGjx7tOrEdO3Z02WXqfJbNeFJ9TmWoqV69Dh6bNm1y28rSdU0bD1XGR1PBlVl3xhlnuGyr8847r0qZVYM1TaUcDSaoA68Oss5s6Qxd+Zqh/kW6/IYOHeoyBDWNXK+1Ihpo0NRwPy12qw+52kWdfL1GZdGVzY7TNHgd3JTN5n+88s9ZGXCV1elXRp3uQ49Vljrs/ixG0X37O/iiAZps//voCOn1KEtOGXB+Kqekv/fatWvdAEd5uh0A6hwxttLHJcYSYwEAAFD7lGAR36eP7W7XzrZs2GDZa9da7Pbt1mLHDjc4XNSihflqqI56vuqI79xpbZOTLalvXwvTIHpSkjU2YWFhrvSiEnH8ddPVB9B6Qw0FA+n1paIOq+r76KLaq2U7+RXtq7NXFZ3BqmzfI3qK8W6auZ+mOavw/5/+9Ce76667rDYp80u1QZUFpunNWoRNU8G12OzhnnNZc+bMcdlkmvqujrvqnd5///2udmht0yCBMt7OOeecoNvKZpaVf84aHAl1nzqAaJq/Bix0YPZn85VdM6D8Ymo6GB1th1uPrTUE9HcpT9NvKqJFI7755pujelwAqDZibEjE2MrvkxgLAACAmqLviRoI1kzHnDZtbPPGjbZpwwZrvnu3tcjLs/Bdu6woIcGK9Z31CDKvfcXFVrBpk0UdOGApffpY0qBBJaUrG1gWd3WpvfRdV5np23XyoUULN7jeEDCQjmodANShVOdSlB2leqSaku7vqCo7TPtomrje6G3atHHbNDXZT9f99Uj9HwRlgJWnmp+63HLLLa6D/tprr7lOvn6nov0rosdSbdLf/e53AXVIK8oE0+vyd7BVH1WdZi32VRnVmf38889LX4syBFXD1Z81pgXQtK3sQElVHHvssa5ma/np86L20GtX5psy/NTGR7I4bnXa0E+vR3Voq/N6NKVe9XJVh7Z8DVdNjVfmIjVcAYAYWx4x9vCIsQAAAI2DvlNqhqMSZ3akpbl1dDZu3Wot9u615jk5Frl5sxtML1byRhWzr8Nyc61g82aLTEmx1OHDLVGzKlUTvYlo1qyZmwWq79ZqL/Ulys5yrS8sNopKaSrzli1b3EVTqa+55hqXMaX6rKJannpjqz7pV1995eqyap+LLrrI1W4V1UBVzVZlvKnDq3qmmlatxcEkNTXVfRiUFbd161ZXt1VTmNWxV51VnX36xz/+4eqA6myUdOrUye2j+9GZKT3PyqjGqDri7777rn377bc2ffp0l2lWnjqbkyZNcp3Yv//9766+qmqehupAKyNNr1eZd8uWLXNT5X/2s5+Vdvq16Jpq2ypj7uuvv3ZtqOw9Zf6FosfWYmz6qd/RVHO1oagN1O56rLffftu1g8oAqLaqFlCrKrWhppDrb6I2VIf7cFSH95NPPnHtorbX3+TNN98MuRCaar2qzIAGZzT9X4Mp33//vaufq7Yqu3gbAHgJMZYYWxYxFgAAoOlT+UJ9l+/du7e169PH9nXsaBs7dbJclQ2MirLI7GyL2LFDWRGV3kfYvn0WsXGj5e3aZda3r2WcfbYlZmY2qUH0su2l79Zai0mJNurP1Hd5QwbSUSl1vFX3Uxct9qXO8auvvlq6sJXOBKnzrJpFqmOqGqvqzGlxMD9NUb7hhhvsxhtvtL59+7r7fOutt1zn2/+h0GJaTz/9tMusGzdunLtfTVU+99xzXad28uTJLtvNnz2m7aNGjXL1ZbWQmjrEldE0aU37vvDCC91r2LFjR0DmnJ+et57TySef7PYdO3as3X777SHbR89THV9lhKkjq+w6DWb4qf6sFo7TIIXaR53a//iP/6i0Hqyf2lftrHZSndnTTz/ddeTLTsnXQIoGC5SZN378ePe3qWzqd0VUH1YZjaodqzZUVmFVsvg++OADN1hy0kknuew3DWTo71aZmJgYW7BggVv8TX9jtYHaQn9zvTcydbAHAA8ixhJjyyLGAgAAeIeyrNu1a+cG1NO7dLG81q1tY4cOlterlxW3aGGRylLPzrawskkthYUWuXWr+fbssW2qGz5smHUcPtyap6RYU5+5m5GR4WZuqt00S7Ven4+vvofym4A9e/a46Rk6M6JpwGVp0StlNOnsSdmanaFoYSnd55FOKW6KarNNlHmmD+K8efOq/Duabq9MsPr6AHvtPVKVz5Ey/pTpOGbMmKD6tV5FmwSiPeqmTULFxPqOr148flYFMda775Gqfo44fgaiPYLRJrXfJjUZX2vj/oT3QSDaIxhtEow2CeTV9sjNzXUzVZWYEubzWWJhocVs326R27ZZcVGRrWjb1vpv2mSFSUm2o0ULS+rWzWVqN5S64XVFZS81A1OXQYMGuZMRNaE6MbHp5f0DAAAAAAAAQCOQkJDgZmBqNqPqge9URnrbtpbYpo2Fb9+uRY9sT/futicmxjLatnWzJTX71Gvi4+OtS5cubiC9vl6/91odAAAAAAAAABpQCZOWLVu6jGiVd9SA+o7cXIvS+kibNtme2Fhr3769y8Ju6rMmQ/Fn4Wvx1vrAQDo8T1PIj2Squi4AAKByxFgAAACg6jRInpKS4gbVtXD9pk2b3HZloWsQXQPuqD/ePYUBAAAAAAAAAA2MSpekp6e7RewlLS2NQfQGgIH0OsKarsCR4/MDoDIcH4Ajx+cHAACgcZQyYRC9YWAgvZZFRES4nwcOHKjvpwI0Wvn5+e6nl1btBhCa/3jgPz4AqD7/91P/91UAAAAAlaNGeh1MxYiLi7Nt27a5Tn9VFgQoLi52HZuCggJPLyBQFm3izfZQppwGybKzs119MDr6APx0PNBxQccHUaytSpaGV46f1UGbeLM99Dr1/VSfHX1fBQAAABAa35prmTr1GRkZtnbtWlu3bl2VBw/37dtnsbGxTN34CW3i7fbQYJlqgwFAWf7jgn8wvSq8dvysCtrEu+2hEwVauKqpv04AAACgJjCQXkf1jLp3717l8i6FhYX24Ycf2sknn0wpi5/QJt5tD70+MtEBhDpZnZqa6o6LVeGl42dV0SbebQ99R23KWfcAAABATWIgvY6ok9KsWbMq7atBw4MHD7r9m3oHrqpok0C0BwAEHhOresKN42cw2iQQ7QEAAACgIo0mBeXuu++2E044wdVxVJmHqk7NnTFjhstW0/TcESNGWFZWVsA+O3futIkTJ1qLFi3c/U6aNMny8vJq6VUAAAAAAAAAABqbRjOQrrIo559/vl111VVV/p377rvPHn30UXvqqads8eLFFh8fbyNHjnSLR/lpEP3rr7+2BQsW2DvvvOOm8k6ePLmWXgUAAAAAAAAAoLFpNKVd/vjHP7qfL7zwQpWz0R9++GG77bbbbNy4cW7bSy+9ZGlpaTZv3jybMGGCrVq1yubPn29Lly61wYMHu30ee+wxGzNmjD3wwAPWpk2bCu97//797uK3Z8+e0pqaVa3RGor/PmrivpoK2iQQ7RGMNglGmwSiPeqmTY7mvmo7vpZ9frwPDqFNAtEewWiTQLRHMNqk9tvkaO+HGFv3aI9gtEkw2iQQ7RGMNmlYfdgwn0acGxENpF933XW2a9eukPt9//331rVrV1u+fLn179+/dPspp5zirj/yyCP23HPP2Y033mg5OTmlt/trYr766qt29tlnV3jft99+e+nAflnPPvusKz0DAIBX5efn2xVXXOHidGJiYrV+l/gKAEDNx1chxgIAcPQxttFkpFfXli1b3E9loJel6/7b9DM1NTXg9sjISGvVqlXpPhW55ZZb7IYbbii9vnHjRuvdu7drdAAAYJabm1vtjj7xFQCAmo+vQowFAODoY2y9DqTffPPNNmvWrJD7qPxKz549rSGJiYlxF7/mzZvbhg0bLCEhwcLCwo76/jXNrn379u4+tQgqaJPyaI9gtEkw2iQQ7VE3baKJbvoCUll5tPqMr8L7IBhtEoj2CEabBKI9gtEmtd8mRxNfhRhb92iPYLRJMNokEO0RjDZpWH3Yeh1IV1mVSy+9NOQ+Xbp0OaL7Tk9Pdz+3bt1qGRkZpdt13V/qRftkZ2cH/J5Ku+zcubP096siPDzc2rVrZzVNbwg+JIFok0C0RzDaJBhtEoj2qP02OZJMubqMr8L7IBhtEoj2CEabBKI9gtEmtdsmNRVfhRhbd2iPYLRJMNokEO0RjDZpGH3Yeh1Ib926tbvUhs6dO7vB8IULF5YOnOusxeLFi+2qq65y14cOHerq3yxbtswGDRrktr333ntWXFxsxx9/fK08LwAAAAAAAABA4xJujcT69ettxYoV7mdRUZH7vy55eXml+6gEzBtvvOH+r+lpWpT0rrvusrfeesu+/PJLu/jii12a/vjx490+vXr1slGjRtmVV15pS5YssY8//tiuvvpqmzBhwhFPmQMAAAAAAAAANC2NZrHRGTNm2Isvvlh6fcCAAe7nokWL7NRTT3X/X716te3evbt0nz/84Q+2d+9emzx5sss8P/HEE23+/PnWrFmz0n1efvllN3g+fPhwN73t3HPPtUcffdTqk2rXzZw5M6CGndfRJoFoj2C0STDaJBDtEcyLbeLF13w4tEkg2iMYbRKI9ghGmwTzYpt48TWHQnsEo02C0SaBaI9gtEnDao8wnyqqAwAAAAAAAACAxl3aBQAAAAAAAACA+sBAOgAAAAAAAAAAITCQDgAAAAAAAABACAykAwAAAAAAAAAQAgPpDdDs2bOtU6dO1qxZMzv++ONtyZIl5kX33nuvHXfccZaQkGCpqak2fvx4W716dX0/rQbl3//93y0sLMyuu+4687KNGzfar3/9a0tOTrbY2Fjr27evff755+ZFRUVFNn36dOvcubNri65du9qdd95pXlpX+sMPP7SzzjrL2rRp4z4f8+bNC7hdbTFjxgzLyMhwbTRixAjLysoyr7ZJYWGh3XTTTe5zEx8f7/a5+OKLbdOmTdbUEF8PIcYeHjGW+FoeMZYYWx7x9RBi7CHE2NCIryWIsYGIscTYxhJjGUhvYP7617/aDTfcYDNnzrT/+7//s379+tnIkSMtOzvbvOaDDz6wKVOm2GeffWYLFixwH5QzzzzT9u7dW99PrUFYunSpPf3003bssceal+Xk5NiwYcMsKirK/ud//sdWrlxpDz74oCUlJZkXzZo1y5588kl7/PHHbdWqVe76fffdZ4899ph5hY4ROnaqQ1cRtcejjz5qTz31lC1evNgFXh1nCwoKzIttkp+f7+KNvrjq5+uvv+46e2PHjrWmhPgaiBgbGjGW+FoRYiwxtjziawlibCBibOWIryWIscGIscTYRhNjfWhQhgwZ4psyZUrp9aKiIl+bNm189957r8/rsrOzdSrS98EHH/i8Ljc319e9e3ffggULfKeccopv6tSpPq+66aabfCeeeGJ9P40G4+c//7nv8ssvD9h2zjnn+CZOnOjzIh0z3njjjdLrxcXFvvT0dN/9999fum3Xrl2+mJgY3yuvvOLzYptUZMmSJW6/devW+ZoK4mtoxNhDiLEliK/BiLGBiLGBvBpfhRgbGjG2BPH1EGJsMGJsIGJsw42xZKQ3IAcOHLBly5a56Rl+4eHh7vqnn35qXrd79273s1WrVuZ1ynD4+c9/HvBe8aq33nrLBg8ebOeff76bOjlgwAD705/+ZF51wgkn2MKFC+3bb79117/44gv76KOPbPTo0fX91BqEtWvX2pYtWwI+O4mJiW4KMsfZwOOtps+1bNnSmgLi6+ERYw8hxpYgvgYjxoZGjPVefBVi7OERY0sQXw8hxgYjxoZGjG04MTayVu8d1bJ9+3ZXFyotLS1gu65/88035mXFxcWuhpqmP2VmZpqXzZkzx01d0bQ4mH3//fduCpimk956662uXa699lqLjo62Sy65xLzm5ptvtj179ljPnj0tIiLCHVPuvvtumzhxYn0/tQZBXz6kouOs/zav09RA1Zv75S9/aS1atLCmgPgaGjH2EGLsIcTXYMTY0Iix3ouvQowNjRhbgvgaiBgbjBgbGjG24cRYBtLRaM5ef/XVV+6MpJdt2LDBpk6d6mrtaSEflHw51dn8e+65x13X2Xy9V1Q3zItfQubOnWsvv/yy/eUvf7E+ffrYihUr3Jd3Lb7hxfZA9aiG5wUXXOAWstGXe3gDMbYEMTYQ8TUYMRZHivjqXcRY4mtFiLHBiLFoLDGW0i4NSEpKijvztnXr1oDtup6enm5edfXVV9s777xjixYtsnbt2pmXadqkFu0ZOHCgRUZGuosWs9GCE/q/ztp6jVas7t27d8C2Xr162fr1682Lpk2b5s7mT5gwwa1gfdFFF9n1119v9957b30/tQbBfyzlOFv5F5B169a5jk5TypYjvlaOGHsIMTYQ8TUYMTY0Yqz34qsQYytHjC1BfA1GjA1GjA2NGNtwYiwD6Q2IpvEMGjTI1YUqe6ZS14cOHWpeo7NJ+vLxxhtv2HvvvWedO3c2rxs+fLh9+eWX7uys/6Iz2ZrupP/rS6zXaJqkVmcuS3XVOnbsaF6k1atVl7IsvS90LIG544i+aJQ9zmoKoVY99+JxtvwXkKysLPvnP/9pycnJ1pQQX4MRY4MRYwMRX4MRY0MjxnovvgoxNhgxNhDxNRgxNhgxNjRibMOJsZR2aWBUI0vTVhRYhgwZYg8//LDt3bvXLrvsMvPiNDhN63nzzTctISGhtO6TFlSIjY01L1I7lK+tFx8f7w4YXq25p7PUWphE0+J0EF2yZIk988wz7uJFZ511lqsl16FDBzclbvny5fbQQw/Z5Zdfbl6Rl5dna9asCViYRV/StcCT2kVTBO+66y7r3r27+0Iyffp0N2Vw/Pjx5sU2UUbMeeed5+pWKmtKWUH+461uVwe5KSC+BiLGBiPGBiK+BiPGEmPLI76WIMYGIsYGIr4GI8YGI8YSYxtNjPWhwXnsscd8HTp08EVHR/uGDBni++yzz3xepLdnRZfnn3++vp9ag3LKKaf4pk6d6vOyt99+25eZmemLiYnx9ezZ0/fMM8/4vGrPnj3u/aBjSLNmzXxdunTx/du//Ztv//79Pq9YtGhRhceOSy65xN1eXFzsmz59ui8tLc29Z4YPH+5bvXq1z6ttsnbt2kqPt/q9poT4eggxtmq8HmOJr4GIscTY8oivhxBjDyHGHp7X46sQYwMRY4mxjSXGhumf2humBwAAAAAAAACgcaNGOgAAAAAAAAAAITCQDgAAAAAAAABACAykAwAAAAAAAAAQAgPpAAAAAAAAAACEwEA6AAAAAAAAAAAhMJAOAAAAAAAAAEAIDKQDAAAAAAAAABACA+kAAAAAAAAAAITAQDqARu+HH36wsLAwW7FiRX0/FQAAmhRiLAAANY/4CjRODKQDqBOXXnqpjR8/Pmj7+++/775A7Nq164jvu3379rZ582bLzMw8ymcJAEDjQ4wFAKDmEV8BlBcZtAUAGpEDBw5YdHS0paen1/dTAQCgSSHGAgBQ84ivQONFRjqABuVvf/ub9enTx2JiYqxTp0724IMPBtyubXfeeaddfPHF1qJFC5s8eXLQtDhlDuh6+YsyByQnJ8f9flJSksXFxdno0aMtKyur9DFeeOEFa9mypb377rvWq1cva968uY0aNcplDAAA0FgRYwEAqHnEV8A7GEgH0GAsW7bMLrjgApswYYJ9+eWXdvvtt9v06dPdl4KyHnjgAevXr58tX77c3V7eI4884r4w+C9Tp0611NRU69mzZ+mXlM8//9zeeust+/TTT83n89mYMWOssLCw9D7y8/Pd4/z5z3+2Dz/80NavX2+///3v66AVAACoecRYAABqHvEV8BgfANSBSy65xBcREeGLj48PuDRr1synQ1FOTo7vV7/6le+MM84I+L1p06b5evfuXXq9Y8eOvvHjxwfss3btWncfy5cvD3rcv/3tb+4xPvroI3f922+/dft+/PHHpfts377dFxsb65s7d667/vzzz7t91qxZU7rP7NmzfWlpaTXYIgAA1AxiLAAANY/4CqA8MtIB1JnTTjvNTV0re3n22WdLb1+1apUNGzYs4Hd0XVPWioqKSrcNHjy4So+ns/0XXXSRPf7446X3q8eIjIy0448/vnS/5ORk69Gjh7vNT9PlunbtWno9IyPDsrOzj/CVAwBQu4ixAADUPOIrgLJYbBRAnYmPj7du3boFbPvxxx+P6H4OZ8uWLTZ27Fi74oorbNKkSdV+jKioqIDrqk+n6XMAADRExFgAAGoe8RVAWWSkA2gwtCjKxx9/HLBN14855hiLiIio8v0UFBTYuHHjXD25hx56KOgxDh48aIsXLy7dtmPHDlu9erX17t27Bl4FAAANDzEWAICaR3wFvIWMdAANxo033mjHHXecW9H8wgsvdIuoaErbE088Ua37+c1vfmMbNmywhQsX2rZt20q3t2rVyrp37+6+oFx55ZX29NNPW0JCgt18883Wtm1btx0AgKaIGAsAQM0jvgLeQkY6gAZj4MCBNnfuXJszZ45lZmbajBkz7I477nArlFfHBx984FY619l51YXzXz755BN3+/PPP2+DBg2yX/ziFzZ06FA33e3vf/970FQ4AACaCmIsAAA1j/gKeEuYVhyt7ycBAAAAAAAAAEBDRUY6AAAAAAAAAAAhMJAOAAAAAAAAAEAIDKQDAAAAAAAAABACA+kAAAAAAAAAAITAQDoAAAAAAAAAACEwkA4AAAAAAAAAQAgMpAMAAAAAAAAAEAID6QAAAAAAAAAAhMBAOgAAAAAAAAAAITCQDgAAAAAAAABACAykAwAAAAAAAABglft/EBZnnJTTJCcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# number of bootstrap replications\n", "B = 500\n", "\n", "# 1) get NW-based IRFs + do store_internals\n", "lp_results, boot_draws = bootstrap_LP(data, Y, response_vars, horizon, lags, newey_lags, ci_width=ci_width, shock=shock_vars, B=B, seed=123)\n", "\n", "show_irfs(horizon, irf_results, shock_vars, response_vars, boot_draws)" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 5 }