From 99fb338ec5fdc32e4dd9fd079dd85d3b4f615630 Mon Sep 17 00:00:00 2001
From: pmaresnasarre <p.maresnasarre@tudelft.nl>
Date: Mon, 7 Oct 2024 17:09:25 +0200
Subject: [PATCH] add CO2 emissions and traffic case

---
 .../Distribution_Fitting_emissions.ipynb      |  755 +++++
 content/GA_1_7/emissions/dataset_traffic.csv  | 2977 +++++++++++++++++
 2 files changed, 3732 insertions(+)
 create mode 100644 content/GA_1_7/emissions/Distribution_Fitting_emissions.ipynb
 create mode 100644 content/GA_1_7/emissions/dataset_traffic.csv

diff --git a/content/GA_1_7/emissions/Distribution_Fitting_emissions.ipynb b/content/GA_1_7/emissions/Distribution_Fitting_emissions.ipynb
new file mode 100644
index 00000000..61b16194
--- /dev/null
+++ b/content/GA_1_7/emissions/Distribution_Fitting_emissions.ipynb
@@ -0,0 +1,755 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "f1cdbc9c-a28f-481d-b082-326fde573afb",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# Group Assignment 1.7: Distribution Fitting\n",
+    "\n",
+    "<h1 style=\"position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; top: 60px;right: 30px; margin: 0; border: 0\">\n",
+    "    <style>\n",
+    "        .markdown {width:100%; position: relative}\n",
+    "        article { position: relative }\n",
+    "    </style>\n",
+    "    <img src=\"https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png\" style=\"width:100px; height: auto; margin: 0\" />\n",
+    "    <img src=\"https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png\" style=\"width:100px; height: auto; margin: 0\" />\n",
+    "</h1>\n",
+    "<h2 style=\"height: 10px\">\n",
+    "</h2>\n",
+    "\n",
+    "*[CEGM1000 MUDE](http://mude.citg.tudelft.nl/): Week 7, Friday Oct 18, 2024.*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b26d81da-b5a7-44b0-8049-eec218ab84e2",
+   "metadata": {
+    "id": "1db6fea9-f3ad-44bc-a4c8-7b2b3008e945"
+   },
+   "source": [
+    "## Case 1: $CO_2$ emissions from traffic\n",
+    "\n",
+    "**What's the propagated uncertainty? *How large will be the $CO_2$ emissions?***\n",
+    "\n",
+    "In this project, you have chosen to work on the uncertainty of the number of cars and heavy vehicles to estimate their $CO_2$ emissions. You have observations every five minutes of the number of cars, $C$, and the number of heavy vehicles, $H$ (more on the dataset [here](https://www.kaggle.com/datasets/hasibullahaman/traffic-prediction-dataset)). As you know, traffic is an important source of $CO_2$ emissions that contribute to the greenhouse effect. Here, the emitted $CO_2$ will be estimated for a trip of 1km using the emissions intensities from [Nishimura and Haga (2023)](https://sumitomoelectric.com/sites/default/files/2023-10/download_documents/E97-03.pdf), assuming that the cars use gasolite as fuel and the heavy vehicles, diesel. Emissions can be computed as \n",
+    "\n",
+    "$$\n",
+    "CO2 = 143 C + 469 H\n",
+    "$$\n",
+    "\n",
+    "**The goal of this project is:**\n",
+    "1. Choose a reasonable distribution function for $H$ and $C$.\n",
+    "2. Fit the chosen distributions to the observations of $H$ and $C$.\n",
+    "3. Assuming $H$ and $C$ are independent, propagate their distributions to obtain the distribution of emissions of $CO_2$.\n",
+    "4. Analyze the distribution of emissions of $CO_2$."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d33f1148-c72b-4c7e-bca7-45973b2570c5",
+   "metadata": {
+    "id": "d33f1148-c72b-4c7e-bca7-45973b2570c5"
+   },
+   "source": [
+    "## Importing packages"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "4fc6e87d-c66e-43df-a937-e969acc409f8",
+   "metadata": {
+    "id": "4fc6e87d-c66e-43df-a937-e969acc409f8"
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from scipy import stats \n",
+    "from math import ceil, trunc\n",
+    "\n",
+    "plt.rcParams.update({'font.size': 14})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ee42f39",
+   "metadata": {},
+   "source": [
+    "## 1. Explore the data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "27fd05f1",
+   "metadata": {},
+   "source": [
+    "First step in the analysis is exploring the data, visually and through its statistics."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "a2f08dc7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Import\n",
+    "C, H = np.genfromtxt('dataset_traffic.csv', delimiter=\",\", unpack=True, skip_header=True)\n",
+    "\n",
+    "# plot time series\n",
+    "fig, ax = plt.subplots(2, 1, figsize=(10, 7), layout = 'constrained')\n",
+    "ax[0].plot(H,'k')\n",
+    "ax[0].set_xlabel('Time')\n",
+    "ax[0].set_ylabel('Number of heavy vehicles, H')\n",
+    "ax[0].grid()\n",
+    "\n",
+    "ax[1].plot(C,'k')\n",
+    "ax[1].set_xlabel('Time')\n",
+    "ax[1].set_ylabel('Number of cars, C')\n",
+    "ax[1].grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a2a69142",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DescribeResult(nobs=2976, minmax=(0.0, 68.0), mean=30.604502688172044, variance=151.77932761814404, skewness=0.12898824408904086, kurtosis=-0.4573152711666002)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Statistics for H\n",
+    "\n",
+    "print(stats.describe(H))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6f9fb23c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "DescribeResult(nobs=2976, minmax=(6.0, 180.0), mean=68.69657258064517, variance=2102.2860521143944, skewness=0.29528679621238874, kurtosis=-1.1608245630406528)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Statistics for d\n",
+    "\n",
+    "print(stats.describe(C))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27",
+   "metadata": {
+    "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27"
+   },
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 1:</b>   \n",
+    "Describe the data based on the previous statistics:\n",
+    "    <li>Which variable presents a higher variability?</li>\n",
+    "    <li>What does the skewness coefficient means? Which kind of distribution functions should we consider to fit them?</li>\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "    <b>Solution 1: TO UPDATE</b>\n",
+    "    <li>$T$ presents a higher variance but a much higher mean. Then, if we compute the coefficient of variation to standardize that variability, we obtain $CV(H)=0.664/1.296 = 0.512$ and $CV(T)= 4.710/6.861 = 0.686.3$. Thus, $T$ has higher variability than $H$.</li>\n",
+    "    <li>Both $H$ and $T$ has a positive non-zero skewness, being the one for $H$ significantly higher. Thus, the data presents a right tail and mode < median < mean. An appropriate distribution for $H$ and $T$ would be one which: (1) it is bounded in 0 (no negative values of $H$ or $T$ are physically possible), and (2) has a positive tail. If we consider the distributions that you have been introduced to, Lognormal, Gumbel or Exponential would be a possibility</li>\n",
+    "</div>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4886ae8",
+   "metadata": {},
+   "source": [
+    "## 2. Empirical distribution functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0609e0a6",
+   "metadata": {},
+   "source": [
+    "Now, we are going to compute and plot the empirical PDF and CDF for each variable. Note that you have the pseudo-code for the empirical CDF in the [reader](https://mude.citg.tudelft.nl/book/probability/empirical.html)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b20641d9",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 2:</b>   \n",
+    "Define a function to compute the empirical CDF.\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "3a47f881",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def ecdf(var):\n",
+    "    x = np.sort(var) # sort the values from small to large\n",
+    "    n = x.size # determine the number of datapoints\\\n",
+    "    y = np.arange(1, n+1) / (n+1)\n",
+    "    return [y, x]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "31ef8aaf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "axes[0].hist(H, edgecolor='k', linewidth=0.2, \n",
+    "             color='cornflowerblue', label='Number of heavy vehicles, H', density = True)\n",
+    "axes[0].set_xlabel('Random variable (X)')\n",
+    "axes[0].set_ylabel('density')\n",
+    "axes[0].hist(C, edgecolor='k', linewidth=0.2, alpha = 0.5, \n",
+    "             color='grey', label='Number of cars, C', density = True)\n",
+    "axes[0].set_title('PDF', fontsize=18)\n",
+    "axes[0].grid()\n",
+    "axes[0].legend()\n",
+    "\n",
+    "axes[1].step(ecdf(H)[1], ecdf(H)[0], \n",
+    "             color='cornflowerblue', label='Number of heavy vehicles, H')\n",
+    "axes[1].set_xlabel('Random variable (X)')\n",
+    "axes[1].set_ylabel('${P[X \\leq x]}$')\n",
+    "axes[1].step(ecdf(C)[1], ecdf(C)[0], \n",
+    "             color='grey', label='Number of cars, C')\n",
+    "axes[1].set_title('CDF', fontsize=18)\n",
+    "axes[1].legend()\n",
+    "axes[1].grid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f364c8cd",
+   "metadata": {
+    "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27"
+   },
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 3:</b>   \n",
+    "Based on the results of Task 1 and the empirical PDF and CDF, select <b>one</b> distribution to fit to each variable. For $H$, select between Gumbel or Gaussian distribution, while for $C$ choose between Uniform or Lognormal.\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "    <b>Solution 3:</b>\n",
+    "    $H$: Gaussian\n",
+    "    $C$: Uniform</li>\n",
+    "</div>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "850d6d0c",
+   "metadata": {},
+   "source": [
+    "## 3. Fitting a distribution"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6a24dbfa",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 4:</b>   \n",
+    "Fit the selected distributions to the observations using MLE.\n",
+    "</p>\n",
+    "</div>\n",
+    "\n",
+    "Hint: Use [Scipy](https://docs.scipy.org/doc/scipy/reference/stats.html) built in functions (watch out with the parameters definition!)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "9ff84ed1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "params_H = stats.norm.fit(H)\n",
+    "params_C = stats.uniform.fit(C)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "33ad10d9",
+   "metadata": {},
+   "source": [
+    "## 4. Assessing goodness of fit"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30f5112c",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 5:</b>   \n",
+    "Assess the goodness of fit of the selected distribution using:\n",
+    "    <li> One graphical method: QQplot or Logscale. Choose one.</li>\n",
+    "    <li> Kolmogorov-Smirnov test.</li>\n",
+    "</p>\n",
+    "</div>\n",
+    "\n",
+    "Hint: You have Kolmogorov-Smirnov test implemented in [Scipy](https://docs.scipy.org/doc/scipy/reference/stats.html)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a344a7cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graphical method\n",
+    "\n",
+    "#Logscale\n",
+    "\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "axes[0].step(ecdf(H)[1], 1-ecdf(H)[0], \n",
+    "             color='k', label='Number of heavy vehicles, H')\n",
+    "axes[0].plot(ecdf(H)[1], 1-stats.norm.cdf(ecdf(H)[1], *params_H),\n",
+    "             '--', color = 'grey', label='Gaussian')\n",
+    "axes[0].set_xlabel('Number of heavy vehicles, H')\n",
+    "axes[0].set_ylabel('${P[X > x]}$')\n",
+    "axes[0].set_title('H', fontsize=18)\n",
+    "axes[0].set_yscale('log')\n",
+    "axes[0].legend()\n",
+    "axes[0].grid()\n",
+    "\n",
+    "axes[1].step(ecdf(C)[1], 1-ecdf(C)[0], \n",
+    "             color='k', label='Number of cars, C')\n",
+    "axes[1].plot(ecdf(C)[1], 1-stats.uniform.cdf(ecdf(C)[1], *params_C),\n",
+    "             '--', color = 'grey', label='Gumbel')\n",
+    "axes[1].set_xlabel('Number of cars, C')\n",
+    "axes[1].set_ylabel('${P[X > x]}$')\n",
+    "axes[1].set_title('C', fontsize=18)\n",
+    "axes[1].set_yscale('log')\n",
+    "axes[1].legend()\n",
+    "axes[1].grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# QQplot\n",
+    "\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "axes[0].plot([trunc(min(H)), ceil(max(H))], [trunc(min(H)), ceil(max(H))], 'k')\n",
+    "axes[0].scatter(ecdf(H)[1], stats.norm.ppf(ecdf(H)[0], *params_H), \n",
+    "             color='grey', label='Gaussian')\n",
+    "axes[0].set_xlabel('Observed H (m)')\n",
+    "axes[0].set_ylabel('Estimated H (m)')\n",
+    "axes[0].set_title('H', fontsize=18)\n",
+    "axes[0].set_xlim([trunc(min(H)), ceil(max(H))])\n",
+    "axes[0].set_ylim([trunc(min(H)), ceil(max(H))])\n",
+    "axes[0].legend()\n",
+    "axes[0].grid()\n",
+    "\n",
+    "axes[1].plot([trunc(min(C)), ceil(max(C))], [trunc(min(C)), ceil(max(C))], 'k')\n",
+    "axes[1].scatter(ecdf(C)[1], stats.uniform.ppf(ecdf(C)[0], *params_C), \n",
+    "             color='grey', label='Uniform')\n",
+    "axes[1].set_xlabel('Observed C (s)')\n",
+    "axes[1].set_ylabel('Estimated C (s)')\n",
+    "axes[1].set_title('C', fontsize=18)\n",
+    "axes[1].set_xlim([trunc(min(C)), ceil(max(C))])\n",
+    "axes[1].set_ylim([trunc(min(C)), ceil(max(C))])\n",
+    "axes[1].legend()\n",
+    "axes[1].grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "d6057bb2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The p-value for the fitted Gaussian distribution to H is: 0.001\n",
+      "The p-value for the fitted Uniform distribution to C is: 0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "#KStest\n",
+    "\n",
+    "_, p_H = stats.kstest(H,stats.norm.cdf, args=params_H)\n",
+    "_, p_C = stats.kstest(C,stats.uniform.cdf, args=params_C)\n",
+    "\n",
+    "print('The p-value for the fitted Gaussian distribution to H is:', round(p_H, 3))\n",
+    "print('The p-value for the fitted Uniform distribution to C is:', round(p_C, 3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad185d88",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 6:</b>   \n",
+    "Interpret the results of the GOF techniques. How does the selected parametric distribution perform?\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "    <b>Solution 6: TO UPDATE</b>\n",
+    "    <li> Logscale plot: This technique allows to visually assess the fitting of the parametric distribution to the tail of the empirical distribution. For $H$, Exponential distribution performs well for low values. On the contrary, it does not properly model the right tail. It is on the safe side providing predictions higher than those observed. Note that this may lead to predictions of $H$ that are not physically possible. Regarding $T$, the Gumbel distribution seems to follow the low observations and those around the central moments but not those on the right tail. The predictions provided by the Gumbel distribution are on the safe side. </li>\n",
+    "    <li> QQplot: Similar conclusions to those for Logscale can be derived.</li>\n",
+    "    <li> Kolmogorov-Smirnov test: remember that the null hypothesis of this test is that the samples follow the parametric distribution. Therefore, the p-value represents the probability of the null hypothesis being true. If p-value is lower than the significance ($\\alpha=$0.05, for instance), the null hypothesis is rejected. Considering here $\\alpha=0.05$, we can reject that the variable $H$ comes from a Exponential distribution and that $T$ comes from a Gumbel distribution.</li>\n",
+    "</div>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "12fbd5cf",
+   "metadata": {},
+   "source": [
+    "## 5. Propagating the uncertainty"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a3ee90f7",
+   "metadata": {},
+   "source": [
+    "Using the fitted distributions, we are going to propagate the uncertainty from $H$ and $C$ to the emissions of $CO_2$ **assuming that $H$ and $C$ are independent**.\n",
+    "\n",
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 7:</b>   \n",
+    "    \n",
+    "1. Draw 10,000 random samples from the fitted distribution functions for $H$ and $C$.\n",
+    "    \n",
+    "2. Compute emissions of $CO_2$ for each pair of samples.\n",
+    "    \n",
+    "3. Compute emissions of $CO_2$ for the observations.\n",
+    "    \n",
+    "4. Plot the PDF and exceedance curve in logscale of the emissions of $CO_2$ computed using both the simulations and the observations.\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c200a7b5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x700 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Here, the solution is shown for the Lognormal distribution\n",
+    "\n",
+    "# Draw random samples\n",
+    "rs_H = stats.norm.rvs(*params_H, size = 10000)\n",
+    "rs_C = stats.uniform.rvs(*params_C, size = 10000)\n",
+    "\n",
+    "#Compute Fh\n",
+    "rs_CO2 = 469 * rs_H + 143 * rs_C\n",
+    "\n",
+    "#repeat for observations\n",
+    "CO2 = 469 * H + 143 * C\n",
+    "\n",
+    "#plot the PDF and the CDF\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(12, 7))\n",
+    "axes[0].hist(rs_CO2, edgecolor='k', linewidth=0.2, density = True, label = 'From simulations')\n",
+    "axes[0].hist(CO2, edgecolor='k', facecolor = 'orange', alpha = 0.5, linewidth=0.2, \n",
+    "             density = True, label = 'From observations')\n",
+    "axes[0].set_xlabel('Emissions of CO2 (g)')\n",
+    "axes[0].set_ylabel('density')\n",
+    "axes[0].set_title('PDF', fontsize=18)\n",
+    "axes[0].legend()\n",
+    "axes[0].grid()\n",
+    "\n",
+    "axes[1].step(ecdf(rs_CO2)[1], 1-ecdf(rs_CO2)[0], label = 'From simulations')\n",
+    "axes[1].step(ecdf(CO2)[1], 1-ecdf(CO2)[0], color = 'orange', label = 'From observations')\n",
+    "axes[1].set_xlabel('Emissions of CO2 (g)')\n",
+    "axes[1].set_ylabel('${P[X > x]}$')\n",
+    "axes[1].set_title('Exceedance plot', fontsize=18)\n",
+    "axes[1].set_yscale('log')\n",
+    "axes[1].legend()\n",
+    "axes[1].grid()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f0841e5c",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 8:</b>   \n",
+    "Interpret the figures above, answering the following questions:\n",
+    "    <li>Are there differences between the two computed distributions for $F_h$?</li>\n",
+    "    <li>What are the advantages and disadvantages of using the simulations?</li>\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "    <b>Solution 8: TO UPDATE</b>\n",
+    "    <li> In the PDF plot, we can see that the shape of the distribution is similar for $F_h$ although more density around the central moments is concentrated in the simualted data. In the CDF plot, we can see that there are significant differences in the tail of the distribution of $F_h$, being the values from the simulations higher than those computed from the observations. This is because both the Exponential and the Gumbel distribution overpredict the tail of the distributions of $H$ and $T$, respectively. </li>\n",
+    "    <li> <b>Disadvantages:</b> we are assuming that $H$ and $T$ are independent (we will see how to address this issue next week). But is that true? Also, the results are conditioned to how good model is the selected parametric distribution. In this case, since the tail of the distributions of $H$ and $T$ are not properly fitted, the obtained distribution for $F_h$ deviates from the one obtained from the observations. <b>Advantages:</b> I can draw all the samples I want allowing the computation of events I have not observed yet (extreme events).<li> <b>Extra note:</b> The equation you are applying to compute $F_h$ is prepared for extreme waves. Thus, when applied out its range of application, it leads to negative forces which do not have physical meaning.</li>\n",
+    "</div>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If you run the code in the cell below, you will obtain a scatter plot of both variables. Explore the relationship between both variables and answer the following questions:\n",
+    "\n",
+    "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "<p>\n",
+    "<b>Task 9:</b>   \n",
+    "    \n",
+    "1. Observe the plot below. What differences do you observe between the generated samples and the observations?\n",
+    "    \n",
+    "2. Compute the correlation between $H$ and $C$ for the samples and for the observartions. Are there differences?\n",
+    "    \n",
+    "3. What can you improve into the previous analysis? Do you have any ideas/suggestions on how to implement those suggestions?\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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//RRFRfxTCJgzZw5iY2O9n7t164Z+/frhwIED+PXXX71jJYQgKirK731gt9vrpZ2kJHoSdR5WCJjNZsPSpUvD6ufo0aMRNciuqqqC2+32qq4i8QKmZG/z5s1C8ktVqrnwEZ++8BGeXO38DkG9Fnv2+NULRMQSAfCv9v/BR7bM6i0R1AsFVuccCVIp6rcIwAXcuQu0ctrvIBjPNVE7X99QWVnpJZYLFixA586d8eKLL1Yb0QwGxcXFXpInAiV7JSUl3s9UNRosysrKcP78eRQUFGD37t0oLS3F8ePHUVpait27d6OgoMDwR96UKVNQWlqKnJwc/OUvf0H//v1RVFSEVatWYeTIkdi8ebNhv6wHLq/6BYAOHTqYnquqqsLRo0eDm6wFuFwuvPjii+jTpw9iY2O9JhCpqakAgNLS0rDa/+677wAAN9xwg58Di81mw/XXX6+rx4KOgUViovrN/OWXXwAAsbGxuO2227B161b06tULzzzzDL788ku43e6wxl2bkERPos7DCgGz2WxhP7Tat28fstStpjFmzBjDNeGJz5cQEx6r9YzASsxyAVwLPdkSSdZE9fTWUqEh3LmEig4A4g3OxWvnBwFYC/2aUNC1WYv6SfZYlJaW4vTp07U9DADAhx9+GDBnqKIo2LDBZ7nZpEmTkPOM5uXl6aSBZlI/Hi1atMA999yDf/7zn/jiiy+wa9cu3HPPPaioqEBWVpYhwTh69Ki3T1ZKReFwOAKeqw7y8qc//QmPPfYYTp06hWHDhmHatGmYOXMmJk+eDACmUk4roPdY+/bthecpwRXdi2ZrwdqSrlq1Ck8++SROnTqFJ598Ev369UNcXBz+8pe/eD236xMk0ZOo87BCwDwej+EX3ypGjhxZL4geIQR5eXm6BxMPq6rSUFWqPHlLA/AV/CVrvS3Uez9AX1ZRnephEXpDdcBwAuAVYJXwOWjYUTuq5caMEydOWPpxeOLECe/nc+fOhSyNDPTy51WtZmjTpg3++te/okOHDvjll19w8OBBw7pU3RgJ0PUSqXNPnTplqY0dO3Zg3bp1GDhwIPbu3YsFCxbg6aefRmZmJoYPHx6RcVKyZvTD/siRI7p6oSAmJgZZWVnIy8tDXl4eXnvtNXTr1g3z5s3Do48+GnK7tQVJ9CTqPKwQMI/H442VFiq6dOmCcePGhfyrvi7BqqrUaj1e9dgTQCeoZG2E9hnQS9Y6ARjI1EuDWJoYCfUtUL3qYREGAl7v2sPcucNauQPAVagd1XJjRps2bSw9M9q0aeP9XN2SGmo7SGFkz9e2bVsoioKoqCjLbUdCMkfTq1F1Notvv/3WUhs0k8fgwYP97PS++OIL4TV2u930RysPqor+/PPP/Yg5IQSff/65rl64SElJwZgxY7B582Y0b94ca9eujUi7NQlJ9CTqPAIRMEVRMG7cuIhE78/Ozvb2VV8JX6RUqrSeSPW4AcAdUEnecuhVj5TE3QEgS/ubBrE0MQ1AJH7nW51LJJEFNbTKEaiOF2y/SVr5C1q92lItN1YMHDgwoHSOEIJBg2pGYc6G6fF4PCgoKMCsWbOwceNGnT3fnj17UF5ejm+++QYFBQVo0aKFNzOGGX777bewx0idOd544w1d+VtvvWVqK8giOTkZALBlyxZd+Y8//og5c+YIr2nTpo3XztEKOnXqhN///vf48ccfsWjRIt25+fPnY9++fbjxxhuRJMrEYwHHjx/Hnj3+8vWTJ0+ioqIiKAJeVyDj6EnUC2RnZwOAXxw9j8fjjVsXCTidTsyfPx/Tpk3D//73P+Tk5GDv3r2WrqXeWsEi1OtEEKlUdTHvtL8jALwL1YbMqN52AH3g79VK6+7h+mIfjcXwkRez+HXFAMoBjA1umjokamO1MpdIEqpEAHfBR/JE/d4F4F/wrccoqCSPojpVy40ZiYmJGDJkiKFDhqIoGDJkiF88PUBV20VaukcI8dqC0fh4X375JebMmYOkpCRcfvnlaNeuHc6dO4effvoJ3377LWw2G5544gk0adIkYPuRMDkZMmQIunbtijfeeANFRUW46qqrsG/fPnz66ae47bbbsH79+oBt9OnTB3369EFOTg4OHz6M3/3udygsLMTatWsxePBgvPXWW37X3Hjjjfjmm29w66234rrrrkOTJk1w/fXXe50qRHj55ZfRv39/ZGRkYN26dejRowd+/PFHrF27Fu3atcPLL78c8jqUlJTgqquuwhVXXIHLL78cCQkJKC8vx7vvvgu3242pU6eG3HZtQUr0JOoFKAHLzc1FZmYmJkyYgFmzZiE3Nxfz58+PeOqwlJQUzJw5Ez/++CPy8vKE3losevTogdmzZ2P48OFBSwIVRYmYty+rUk2DWFXaCcAkqM4Cbqikj603QiuPB3A//KVRm1C3VI/3w/pcIgmra03V2jWtWm7seOKJJzBkyBDv98vhcHg9QIcMGYInnnjC7xpFUdC8eXOdSjdSaNu2rS6Ey6RJk/DII4+gY8eO+Pbbb7F8+XKsWbMGx48fx+DBg/HGG2/gzjvvtNR2JJ4f0dHR+Pjjj3HnnXdi+/btePnll3H+/Hl8/vnnutAtZrDb7XjvvfcwZswY5Obm4t///jf27t2LF154Ac8995zwmhkzZiAjIwMHDhzAM888gxkzZuDTTz817adbt2745ptvcP/992P79u14/vnnsWPHDjzwwAPYsWNHSOkBKTp37ozMzEy0bNkSH3/8MV588UW8//776NWrFz744ANvmJj6BIXUBV94Dm+++Sa++OIL7Ny5E7t374bL5cLrr7+O+++/36+ulZdqYWGhV4xbUFBgquKbOXMmMjMzgxrv6dOn0bJlS5w6dUpnAOp2u7F+/Xrcdttt1ZrDVMI6Qt0To8wcrETR6XT61aMxvMxA7+FIfRVFWSIoaJaIPRBLwViJ4GHopWDsOYpIkLzo6GgsX74cI0aMwLlz54K+3kiiZzaXSMHKWm+Av6R1FKDLDpJm0EZtIdw9CYTk5GS88soriIuLC/paeo2VmHeAPjNG27ZtMXDgQKEkj6J9+/YRDzsSExODHj16oLS0NOTwIjabDV26dEFeXp7fM+Wyyy4LK0uHRGjweDw4ffq0N4xMJHD+/Hnk5+cjJSXFVE1sxDtEqJOq2+nTp+PQoUOIi4tDhw4dcOjQIcO6M2fOFJYfPHgQS5cuRY8ePYS6+iuuuEL4aylQ6hWJxglWpUtTTcXHx2PkyJG6Hw58vZ9++ilgENlI/9YKpCqlhOJxALPhk9Kx5KMAwAzoyUdtqB6tEqk+0Kuma4pIWVlrq+r06hpjQ0NVVRWio6PRtm1buFwuVFVVmapaExISMHasdeOASHqyUtCAxZWVlUGbagRSJcfFxUmSJ2GKOkn0Fi5ciIsuugjJycmYO3cupk2bZljXSPr28MMPA4DhF/zKK68MWnInET74vKxG+VvrEkIZc0pKCqZPnw4AiIqKMs3sURsYBGARgFKopI46CED7rGjny+AjM0aqxzRUD0GhTiCFgj4oeeoE1dljA/TEic6lLkjLAql4N8Gn4pVELzBOnjyJkydPRtS2lUWk7fOioqK80kSHwxHUmBVFQbNmzRATE+MNBcNqsWh+XwkJM9RJonfTTTeFdf358+exdOlSNGnSBKNG8ZG1JGoDP/30E0aOHImdO3dCURTY7XYQQvDUU0/pVJ91CUbq2mDHnJ2djS+++AL79++vgVFbA+tgwQdTcEINYsw6WJipHjehesiUkRMIPxY6xrrq7EA9lEWSSUr2qGSyvsLhcCA+Ph7FxTW32nXph5MZaBiV0tJSbwgTqyCEwOl0omPHjoiPj8f58+fRtm1bOJ1OtGnTRkryJCyhQTpjvP322zh58iTuuOMOtGvXTlintLQU2dnZeOaZZ/Daa6954/9IRBZutxvjx49Ht27dsHPnTgDqw4tNn8Tmb61L4HPJ0nRmwY65qKgIBw4cqObRmoOPg0cJxiH4Z6ZI0MrTYKx6FAVHjrRTQbBOIFacHWoiFZmojw3wrSXfRzHqN8kDVJVkTZK8+gQ+n2+w4Tnatm0LAF7v28TERHTo0EGSPAnLqJMSvXDx2muvAQDGjRtnWGfjxo3YuHGj97OiKLj33nvxyiuvoFmzZqbtV1RU6KKc01QrbrdbF7iS/l+fc+SFi8mTJ+PNN99EdHS0ab2lS5fi8ccf98Zhqi5Y3ZOCggIsXbrU9KFsdcwrVqxAs2bNggoKGkncBGAFVEIxGD4JXhQAAtUrlUeldj4aasDfDgB+0q4v18rLoZKW96ESmKu0smBB7w3RPcL2kQKARvPix5Kg1emknRsPYL52zSda3UsgXgcw1ydCjesXatp1o7WOZB81AbM9iQSioqK8sSojGa+yWbNm3ry1ogwPkYLD4Qi5fZfLhTZt2nhzq5qBSu88Ho+XMFpx8JKoGVTHntC9drvdfkGnWQTDK+qk1y0LaqNn5HXLIz8/H127dkVSUhLy8/P9PGGOHTuG//znP7jzzjvRtWtXeDwe7Nq1C08++SS2bduGu+66C6tXrzbtIzMzE7NmzfIrX7ZsGWJiYoKan4SEhERjA1X1JiUlWYoTJyHRWOByuVBUVIQjR46Y/pg4e/YsRo4cWX+9bsPBokWLQAjBAw88IHR3vuCCC/D3v/9dVzZgwAD07dsXvXr1wttvv41du3ahV69ehn1MmzYNU6ZM8X4+ffo0kpKScMstt/iFV9m4cSNuvvnmOmd/VhN4/vnnMWfOHEuSLKfTiQceeADPP/98tY7J6p789a9/xeuvvx7wVxOVRqSnp+OFF14QthnMOkQCNwHYB7E0KQXAUQDzADwN1enCDdUuj6IUqkSvA/SSpwSoUrFIS6Kio6OxaNEijBkzRhjKgx07RT58ErNgpGj7mLbyoZf85QuuDwXseKurj+pGoD0JF506dcK8efMAWAuRVduIiYlBy5Yt0bp1ax0xdblcOHnyJE6dOmXZiUNRFLRt2xaJiT4FP23H7XbD6XT69QOoUqNff/0VLVq0qBdr1hhQHXty/vx5REdH4/rrrw8YXsUqGhTR83g8eOONN2Cz2TBmzJigro2JicGoUaMwffp0bN261ZToNW3aVGgf4XQ6hS96o/KGjsOHD6OiosKSiNnlciEuLq7G1inQnsTFxeHMmTOWydkrr7yCyspKzJ8/3+/c8OHDMX369BoxHh8EYDX8PVUPArgPwFaopIfSaTeAGKj2btkA/gEgWbtuAoB1Wr1EqHZkrJdrpHHu3Dk/UkH75Z1ALobP03YdgLshdnY4CGAA9M4OA6Da+V2s/YXW9gDB9aGA9lmdfdQURHsSCZw/fx6EEO9R15GSkiJ85kdFRaFDhw5wu904c+aM5bnQ4M18O2agqsFIBliXCA/VsSc0qHegd1Qw78oGdbds2LABxcXFuPnmm0NyOaeBOM+cORPpoTVKtG/f3rLdgsfjwb333lvNI7KOkSNHBmVzQR008vPz/c4FytUbSfCeqmxe2+XQS+6gfaZODau0a2n92dpf1hmjEPpUZ9WJYJxAqLODCLyzA/XOZRFp79ya6EOiZmAlTl2wYVOog4WERE2gQRE9K04YZti2bRsANQWKRPiwSpYURcG4cePqVDy9UMiZoijIyMjAww8/jKysLB3py87O9rZHQ7VUBwJ5qvKyVTZtWDGA/lA9bgFVsncPjL1cw4EV79ee2hgKII4/V6Cd74ngUBOpyGS6s4aBli1bokmTJigsLERpaanOCY9FMMSNEkcadiVQ2+GipvqRqLtoMETv+PHjWLduHdq1a4c77rjDsN63334r/OX19ttvY/HixWjdujVuvfXW6hxqo4FVskRj0tU1sOTMCuHzeDz49NNP8eqrryIzMxNdu3bF+PHjvXY32dnZGDZsmNerymazmXpVhQqe7H0JH8mjErxroaYFc0KV9CUy11KypwB4EdVD8tZCHJKFSvHWArhaKzNa+VDko7yU8FpEPkRMTfQhUTM4deoUSktLcfz4cZSWlmL37t0oKCjw+wHbtGlTS+nc4uLikJSUhIKCAuzevdtS26HC4/HUSD8SdR910kZv4cKF2LJlCwBg9+7d3rJNmzYBAPr37+8ntfvf//4Ht9uNUaNGmXpxPfroo8jNzUXfvn2RmJiIqqoq7Nq1C1u2bEHTpk3xxhtvoGXLltUzsUYISuBo0GFFUbyx6K6++mosXbo0rATU1Qk2nVlGRgY+/fTTgOoZ6hZPsXDhQgDA/PnzMXHiRKxcudJbrzptk0TBg1k1bTH804bR8mKoUr7qCjzMq5dpXLkE6O3xPgRwv2B8lEglQx8wORBqIhWZTHfWMMF+V2mOXV7zQ82F6Hk2c0dMTAy6dOmCqKgoFBQU6PL0mrVdUVGB8vJyVFZWwul0BhXuprCw0HI/Eg0bdZLobdmyBYsXL9aVbd26FVu3bvV+5omeVbXtfffdh9WrV+Prr79GWVkZPB4PEhISMG7cODz22GPo3r17hGYhAVjPEVuXkZKSgvnz5+PCCy8M+lpqu3fvvffWaBo0keqQVdMC4hRcPaHGphOpHUcAaAtzRwxRblpaBvicImi/XQF8BmAnVE/VQAQpnBy21ZGKjJ8v28cIpi2Z7qxhoayszBu0mCVjTZo0Qbdu3fDrr796yRmbwaKiokJHvozajo+Px5EjR3SkUVEUdOnSBUVFRUhKSjI1/7Dajwy83DhQJ4neG2+8gTfeeCOoa/bu3Wup3rhx40K24ZMIHWzu15oGm6u2Q4cOuPTSS4Nug6qhQyFrNpsNs2fPhs1mq5EQK6J0ZauhhktZ16wZep85g1K7HTabDaVVVUjzeLx2bmu1v074pzqjP7OMvG5FuWlpWSnU4MwJzPUjtDbba9enwJyEhZvDNtKpyETzpX2UQ1WJs17KDSXdmYSK8vJyuFwuoQSP5qDlyVh5ubWQ4nl5ebpwLYQQr/lIeXk5+vXrB4fDgYKCAsOxWZ1Dx44dLdWtbygoKEBKSgrS09OD5hMNDXWS6ElIRAKiXLVNmzbFm2++icmTJ2PevHlBuajzamibzYbKysqAxM9ms+HYsWM1QvSMVIdeNe2ZM8jt1AkvDx2Kn8+fR3x8PHbv3o2cnBxcrc3DCZ/0bwd8hIyWG71CRLlp90AleTR3SIFWdh+ALKZNCuqpOgg+MhTJHLZmBItK3qzCKBfvHohz8YbSh0TdhKIoOHHiBM6fP+8ts6Iarays1BFCim+++QarV6/GDz/8gJMnTyI6OhopKSm48cYbcffdd/tJ3dhMGSIY9cPPoTqzh9QE6PoaEV4JFZLoSTRY8Llqq6qq4HCot/zixYsN494ZQaSG3rdvHzZt2mRK4DweDy644ALLUudwEEg9ucVuR2JxMYb26IH4Bx4AoBLi2NhYFC9YoH6Gz0mDSvRYQmbkX2ikamVfNQpUT95/wBesmcUyrbwjfJIwIw9Wdn61gUirliXqDwghOpIngkg1yodhqaysxHPPPYd33nkH0dHRuPbaa5GYmIjffvsN27Ztwz//+U+sXr0aL730kl+qRTNnCivhXggh3udhQ0RCQgL27dsnbe7RgLxuJSRY5OXlmapZzeLeBQJVQ//73//G/PnzA3qveTwezJgxo0a83KjqMA1i9WT/qioMAdBx7FidR/D8+fPxf5s3Y0J8PPrB32M3F0A/BA6WLPL47QxVkncIqmTvRfg8Zp3wxe4r1OomQ5UC7kHd92A18nCWJE8C8Feh8mFYsrOz8c4776BHjx546623MHfuXEyaNAnTpk3DW2+9hXHjxqGwsBCPPPIIfvvtN8v9Wg330pDj+TmdTnTv3j1gIOrGAEn0JOo08vPzkZWVJYxNZ4Zly5YFjFVns9mwdOnSsMYXKIQMjRF4ww03BKwXKQQKHvy+pvZZuHAhJk6ciJ9++glXX301brjhBrxx9Ch2QBzsdwes2ZaJggWPhKoCFkHh/gKqFLADxAGTM6GSRhHZozH4ahIyOHLjQ1RUVMDvrEg1yoZhOXToEJYtW4aWLVvixRdfxAUXXABA9dAlhMBut2PChAkYOHAgiouLsWQJL9cGfvnlF0yYMAHx8fGIiorCVVddheXLl/uFe6moqMCbb76JkSNHIi0tDddddx3uvPNOjBo1Ct9//71fu++++y4GDBiA1q1bIyoqCj179sQLL7zgp7l44403oCgK3njjDaxbtw79+vVDixYt0LlzZ3zxxRdQFMUwS9WxY8fgdDrRr18/b9nOnTsxadIk9OzZEy1btkR0dDQuu+wyzJ07VxfNoKCgAIqi4NChQzh06JDXWUVRFGRmZurq3H///X59Hzp0CGPHjkVCQgKaNGmCxMREjB07FoWFhX5109LSoCgK3G43MjMz0blzZzRt2hQXX3wxXn75Zb/658+fxz/+8Q9cccUVaNmyJZo1a4bOnTtj6NChwrWuCTRcua1EvYbIvs7j8eCpp57yxt0zs687evRoQJs4m82Go0ePhj1Wke2ex+OBx+PRxQg0qzd06FBv6BUz0IDLkbD1I4RgwYIFWKCpbGlZuKpS0fVUJcvCDTXvbhKA3drfQ/A5bQyEvxp6EIBFUHPFHoLeg5VK/6ozTZsIdVW13NgRu3UrznXtCnd8vN8555EjiM7NxWmGZLDg7dt4R4smTZqgtLTUtH8j1SgNw/Lf//4XHo8Hf/zjH72Stbi4OMTHx2PPHp9l57hx4/Dhhx9i7dq1ulzgVVVVuOmmm/Dbb79h1KhROHPmDHJycjBy5EiUlZVh4sSJAFQVcmZmJj7++GNcdNFFuP3229GyZUucOnUKmzZtwo4dO3DFFVd42502bRrmzp2LhIQE3HXXXWjZsiW++OIL/PWvf8W2bduwatUqvzmtWrUKH330Ef7whz/gz3/+M06fPo3+/fujc+fOWL16Nf773//65W1dvnw5KisrMWqU72fSggULsG7dOlx//fW47bbbcPbsWWzatAnTpk3Djh07sHr1agBAq1atMHPmTLz00ksAgL/85S/eNtLS0kz35aeffkL//v1x/Phx3H777bj00kuxZ88eLFq0COvWrcOWLVuEIb9GjBiB7du349Zbb4XdbkdOTg4mTZqEyspKPPzww9566enpyMnJweWXX44HHngATZs2RVFRET777DO/ta4pSKInUSchsq+jYGPTGcFK+jWPx4P27dt7P7Peue3bt8e9995rKQSM1RAygerFxsYG9OodOnQoLrnkErzzzjvV8utQ5LFLbc42ITB5EV2/DKpKFlDJ2Qj4vIB58jcCQBF8nqnfQO8lyzpAFAAYA58dH9tvbaVpC3a9JKoHsVu34sLHHoMrPh4HXnlFR/acR46g24MPosmRIzj4j3/oyF6zZs28/zdv3hytWrUShkr59ddfLY2jRYsWfmU2mw2dO3dGbm4uAODmm29GQkKCLgxLXFyczqGjXbt2OHbsGIqLi71tlJSU4KKLLsKXX37pjR37t7/9DVdddRX++te/4q677kLnzp0RExODTz75BJdddhnWr1+Pdu3aefupqqrSzWXjxo2YO3cuBg4ciNWrV3vXgxCCP//5z3jllVewevVq3H333bo5bdiwAR9++CFuuukmXfl9992HrKwsrF27FkOHDtWdW7JkCZo0aaIr/9vf/obs7GxdIHlCCMaNG4dFixZh69at6NevH1q1aoXMzEyvNy2V4lnBgw8+iOPHj+PVV1/F+PHjveX//e9/MXHiRDz00EP45JNP/K4rLi7Gnj17EBsbCwCYPHkyevbsiezsbC/RO3XqFFatWoXU1FRs27ZNNw9+rWsSUnUrUecQCfs6K+nXaH5dt9uN8ePHo2vXrsjMzBRmtrAC1nbvySefNCSJRvVoJg4jDALw5cqVKCkpwdtvv607FwmVZTC5Za1eXwR/lWwRVC/gQ1AldyyoZGwD85clSqxNXGeoalw2xRsv/QuUZi0Y8O2x8y3QxhLMeklUH8517QpXfDyiSkrQ7cEH4TxyBICP5EWVlMAVH49zXbvqrjtz5gzOnj2LM2fO4OjRoygvL0d8fDw6deqkc6yw+sIuKioyfA4dO3YMAJCamurntNGpUyed6pX+ID169Cjatm3rlRQ+88wzugQBiYmJmDx5MioqKrBixQoAqpqZEILY2FgkJCTo+rHb7WjVqpX383/+8x8A6o9olvQqioK5c+dCURQsX77cby5DhgzxI3kAvNK6N998U1e+b98+7Ny5E7fddhvatGmjmzefLUhRFK908uOPP/brIxgUFhbis88+Q48ePZCRkaE79+CDD6J79+749NNPUVRU5HftnDlzvCQPALp164Z+/frh559/9t4PVPIbFRXlZzrEr3VNQhI9iTqHSNjXWbWdS0lJ8ZMeut1ub/YOasdWE3A6nfi///s/4Tkas+0zABsWLICiKBg7diwAfdqwcMheII/dXPhUpVav7wnVg/YQVDKUwFxPuL/5sEaOrDhAWE2zZnW9RO3R+RZAJbOLtHpW10ui+uDWJHnnExK8ZK/Z9997Sd75hAQ/SR8FHyaloKDAL1es1XyxZ8+eFdp9BQKV+l122WXo2LGjzkwlKSkJgOpZ27dvX79rr7vuOgBquk8AiI2NxW233YatW7eiV69eeOaZZ/Dll1/6/YCtqKjAl19+iZiYGMybNw/Tp09HZmam9/jnP/+J6Oho7N+/36/PPn36COdx8cUXo0+fPtiwYYMugDMlfqzaFgBcLhdefPFF9OnTB7Gxsd5sSqmpqQAQUF0eCN999x0A4IYbbvB7N9hsNlx//fW6eizoGFgkJKg/VX/55RcA1te6piFVtxJ1DpGyrxPZxNFfi+np6Zg3b55l6eG0adNqJJPHsmXLYLfb/ebOqiw/A7Duv//Fyy+/jLZnz2L88uURUVmGG1BYdD1bBu16GmeuM1SSNAvAnQAGw5cCbRPM1Z6BYusZxbgLVcUram8DVNVxFvzTscngyLUPSvYunTQJUYcO4RJNWm5G8kQ4ceIEAJ+0prS0NKj4m0YZKOLj47F//34UFRWhW7duwmubNm2Kjh07ep91rKlJXFyc8AcxrXPq1Clv2apVq/DMM89g2bJlePLJJwGopOSBBx5AVlYWysrKUFZWhpMnT6Kqqgovvvii4XzOnDlj2KcIo0aNwvbt27Fy5UpMnDgRhBAsXboUrVu3xuDBg3V1//SnP2HdunW4+OKLMWzYMFxwwQVwOp345ZdfMG/ePMsE2winT582HS/10KX1WLDSPAoqWWWf12Zr/cwzzyAmJiasOYQCKdGTqHMIxb5OBGoTl5ubi8zMTEyYMAF/+9vfAMAbLHnJkiWWAh6H651rFZTk8uClWCPmz4dzxw48u20bugI40bo17m7TJmx7sEAeu4FIi+h6WkavZyV/1wGgLiglsC4JM3KAoNI2fr02wVjFawVG7T0HH8kLpj2JmoE7Ph5lHGnJnzXLMsljwT4ngpXQ5OXleaWBgCo9u+yyywCoHq5mBGb//v0oLS1FQkICEhN98mmawpMHJYVs/LiYmBhkZWUhLy8PeXl5eO2119CtWzfMmzcP48eP90rbmjdvjpYtW2LHjh3eIz8/35ubmxAiNJkx80AePnw4nE6nV4r3+eef49ChQxg6dKiO/O7YsQPr1q3DwIEDsXfvXixYsABPP/00MjMzMXz4cMP2gwEla0ZCgiOail9E6qzCbK0fffTRkNsNB5LoSdQ5BGNfZwWsTdzUqVN153JycgJeTwjB4cOHDc+HGgJGBDOSy5KNdqdPA/36AXl5QJcueHbQIHyvSR7qOgLF+kuDudes1dh6kY5xJ2qvA/xzCLNjDFedLhEenEeOIG7KFF1ZysyZXpu9msKZM2dQWlqK3bt3Y8+ePdi9ezeuv/562Gw2LFmyBJ9//jkKCgqE3/2nn34aAPCAFuCcorKyEl999ZVf/S+++AIAcNVVVwnHkpKSgjFjxmDz5s1o3rw5PvroI++5Sy+9FKdOndKpm8vKysKSpMXFxWHQoEH4+uuvcfDgQS/hu++++3T1qHPK4MGD/ez06Jx4iLQfZrjyyisBqGST/4FPCMHnn3+uqxcu+LVeu3Zt4IuqAZLoSdQ5BGNfFw7y8vIsZavweDzYtm2bX7mRE0eXLl1w9dVXY+LEiUETv0AktxjAaK6sZO5cPK8ZXtcXhCo5DNZhJNIx7kTt0SwitE92jIWoOQ9gCT2o44Xj0CFUJidj38KFOpu9miZ7FDSjRufOnTF8+HCcOnUKU6ZMwf79+3UEy+PxYPbs2XjzzTfRtWtXPPbYY35t/e1vf4PL5fJ+Li4uxrx589C0aVOvFOz48eO6cC0UJ0+eREVFhU6qNmzYMADA7NmzvXZngC/w85EjR7Bv376g50xt8RYuXIhVq1YhJSVFFz8PgDfzx5YtW3TlP/74I+bMmSNst02bNigrKwuYpYSiU6dO+P3vf48ff/wRixYt0p2bP38+9u3bhxtvvNFrBxksAq01H2KmpiBt9CTqJKzGpgsHRvZwIuzcuRP5+fk6cmkWAmbnzp349ttvoSiKMPafUSgXSnKN7AaTAKxp0QJgvP5iJkxAJ0XBoQAq6IaAnlBVpQUQO4x8oZ1nY+tFMsadqD03ZAq0ugbWu5akpODY8uU4Y7fjwCuveMu7PfhgULZ61YGHH34Yv/32G9auXYu77roL/fr1w1VXXYWzZ8/io48+ws8//4yLLroI69evR1RUFM6fP4/i4mJUVVWhQ4cOOHPmDC6//HLcfvvt3jh65eXl+Ne//uV1FCgpKcFVV12FK664ApdffjkSEhJQXl6Od999F263WydZu/baazF27Fi89tpruOuuu9C3b1906NABFRUVOHLkCL744gtkZWXhkksuCWqeNHbfiy++CLfbjUceecTvh3yfPn3Qp08f5OTk4PDhw/jd736HwsJCrF27FoMHD8Zbb73l1+6NN96Ib775Brfeeiuuu+46NGnSBNdff73XqUKEl19+Gf3790dGRgbWrVuHHj164Mcff8TatWvRrl07YRBkqwi01rxGqaYgiZ5EnYTV2HRmEJEp1sbFitMHBbXTmz59OoDAIWAAfS5KGvsvOzs7YCBoI5LbsaoKO1u0QLtffwW6dAGWLAFGjULrvDx8gsZFKowsgtjySMe4M2uPkj3qHCJJXu0iOjcXTY8ehSspCfv+9S+4NVUgddCgcfSic3Nrleg5HA7MmDEDt9xyC9asWYPvv/8emzdvRrNmzXDJJZfgwQcfxIQJE3D8+HHs3bsXXbp0QXl5ufeZ9dprryE7OxtLlizBL7/8gu7du+Pf//43Rozw5aHp3LkzMjMz8emnn+Ljjz9GeXk54uLi0KtXL9x3331+jiAPPvggrrrqKqxcuRI7duzAr7/+ijZt2ng1F1ZNZlhERUXhnnvu8T4HebUtoKph33vvPfzf//0fNmzYgB07duCiiy7CCy+8gFtvvVVI9GbMmIGTJ0/ivffewxdffIGqqirMnDnTlOh169YN33zzDWbNmoUNGzbg/fffR7t27fDAAw9g5syZfjmFg4HZWk+ePBmDBtWOIYdCAlmiSwTE6dOnvZHGWSNOt9uN9evX47bbbgvKS0siPBhl1fB4PPjd736HJ554Aj/++CPKy8sxb948yzYePXr0wHfffQen04msrCxkZmYGZR+iKAqGDRuGlStXCgkiPX/ppZfi6NGj3vhYLpcLF0VF4aGcHDgLC1WSt2kTkJQEFBXh5BVXoPXJk/WWXERHR2P58uUYMWIEzp07Z1pXpLoVedOOgKpODVSPlgeClX5ZXAtVpVxfEcyehILk5GS88sorulhxkUY4mTFqC4qioF27dt7sGYCayqusrAw2mw1dunRBXl6e7kdkXFwcOnfuHFJ/FRUV2L17d8B6l112mZ/XsIT6Y/706dPeUDCRwPnz573aIzNVrxHvEEFK9CQaHMxUqjQ+0pw5c4JKEg6oQT4nTpyI+fPnByUNpFAUxRvEVARCCFasWOENA8Oqqv98yy1wvPSSnuQBQFISTq9dixPXXadLB9ZQQVW0m2CuLg0UE3ATENR6mbU3AsBWqLZ6FOGohyUiAzMS546PD1uSFxcXh99++82yfZgV8GnTKioqdPHnRDAK32IFNCeuWR9xcXGS5NVzSKIn0aBgRaUKIKRcsWxMPSshYETgc2iKQAkehTfl29q1KIyNxf8WL9bb9vXvjydGjMDu5csbRcw2nuyJ1KXFCC8mIA+jGIOJUCWHTgCHAdwNmQItUgjWo7I6QO3iAP98twAiSvIo2rZti4qKCpSXl+ti4ZmhvLwcHTt2DKk/Kj2kZI+fJytdNAMdc2VlJRwOB9q2bSsJYh2BJHoSDQo0q0Z1vSCord7IkSPx1FNPBXWtx+MxjTdlBEowT58+jZycHKFt30sLF2IsIUA9874NFYECJgPmJI6SwWDAt2ekzk2DXuJIyyWCQ22TPEpy3G63l8DQfLcALKk8Q+nz8OHDAaV4LBRFQWVlZch90iwcHTp08JunFaLm8XhQWFjoRxRLS0u9axgptaZEaJCrL9GgYBRw2Ax2ux2TJ09Gu3btAtalGTkChYAxQjgmsdS2T5SmLTU11VQt3NAQKGByTSDclHESdRMOhwPt27eHzWbzBtDt2LGjLt8tDTcSSdhsNhBCgiJ5gPpMCeUHJA+ahYPP6xsILMmj46EoKysLKQWcRGQhJXoSDQqhqFQVRcHXX3+NLl26oKysLKAnLc3IQb1jF2i5Z6vTr8msbUKIMP9kQ0WkvWlDRbgp4yTqJiorK3WZE6hkKj4+HidOnEBlZaUwDZgRHA6HJYmbx+MJmUAePXoUVVVVNS49q24bQonIQEr0JBoUrGTV4FFZWYnt27dj586dluzn+PAC9Nc0+6taURSdUXVNYhCMJVuJqN+ZGoINmFzdCDdlnET9QFlZGfbs2YPS0lIcO3YsKKIXjlo1GNSG9MwqMa0OCaiEdUiiJ9GgEI5KNdADmc/IwXr30oNtr3Xr1pbGEQm1C8UgqGm3NsGf7NSXtFxmEgmpLpWQMEa46cqCRWVlZcDnV7g2hBLhQ6puJWoFRpkhIgE+4DAhJCQPWUBVu9Dr2YwcVrx7jx8/bkltk5CQgCuvvBLvv/++YXw9q2rhPVDTbvFqTF4SVpfTcpntlVSXNhzIEK7Vg3A8cIMFfT6agQ8ZI2GO6vheSImeRI3CKD9s165dMX78eLjd7rD7oFk1cnNzkZmZiQcffBBXX301AHiTZVuVtKWmpmLWrFnIzc3F/PnzvYGvqXdvoOuteA6WlJTgvffeQ7du3aAoCux2O5xOJ+x2OxRFwdChQwO2QcFKtijZ6wtgO4yDBIeqzo20ivgmi+3VhLq0Iau/6wJOnz4tpTzVgJqWnrVt2zai9STgfQfSd1UkIGm2RI3CLJjxwoUL8euvv2L58uUR6SslJcWbsgxQpYi07auvvhpffvml6UPR4XCgd+/eePLJJ/3OWQmYbLfbLT106S+4AwcOYOjQoejZs6dfyrfY2FhL8QEB4zhzbqjBfXmStwmquvMOAF80a2bJ/oiqiAshJo5sm1aJ1wqosegi1V6oqI65Sehx8uRJHDhwAPHx8RE1XWjsIITgt99+g8fjqRGnDBlwObIghODUqVNo2rRpRLNpSaInUWMIpO6kmSEIIViyZEnE08alpKTgr3/9K9avX4+BAwdi69atpvVZD1seVrx7CSFITU3Fzp07LY2PEIKcnBzMmTMHKSkpOvV2QkKCN30ajaNXVVUFj8eDVq1a4ZdfftG1JYoz54Qa3DcNxurcbt26YdeuXQHHWh0q4mIAF0ewvVDRENTf9QFvvfUWLr74YnTo0KFBk70mTZrA5XKF3U6LFi3gcrkC/tg7e/Ys8vPzkZCQEHafVnDBBRegqqoKJ0+eBKA3NWndujUuuOCCagksXRfg8Xjgcrlw/vz5sIg1IQRutxunTp3Cb7/9FvG9k0RPosZgNZjxypUrERsbi/nz51fbWO655x6dtE8EkYctxciRIzFjxgzT66uqqvDss8/ipptusjwum82G//3vfygpKfHL1XtLVRUeuv12xF11Fd566y3s3bsXNpsNv/32GxLhs00bBKAc/nHm3FBJynboMziw6txbrrxSSPQGQW8Xx0sNzdq0ijkAZkKc2qwAQGaQ7YUKq2nWZBDk8LBt2zY888wzuPvuu9G9e3c4HI4GR/iaN2+O6OhonD9/PuiUiyyaNWuGmJgYFBUVBQwBBahOGWfPnq1R27imTZvizJkzqKqqgt1uR7NmzeByuXDo0KEaG0NNgxCCc+fOITo6OmKxDBMSEgLmrg0WkuhJ1BiCyQ9LU41FykGDR+fOnTFu3DhDCSPvYRsq1q9fH1QqJ5vNhpycHOzbt0+n3h4E4F0AhevWYdzevdiXlwdAJaMdPR6vOvHvAGi+Dif848wRAB0gThvWq1cv7Nixw8/5w0iVyeZ5NWozGGQDOA6V1LEq5wIACoBFAMpQM+pSK2nWJMLHtm3bsG3bNrRu3RotWrSo10SPfm8uvPBC3HrrrRgyZAgSE32WnsXFxVi3bh3Ky8tRUVGBLVu24PDhw5bavuKKK3DjjTfiwgsvxMKFC/Htt9+a1rfb7Zg0aRIeeuihsOYkYQ63243PP/8c119/fdgaKGqbXR2QRE+ixhBMMGOaaiyQ1C0c8N65VHLGe9iKQKWTZvOx2WzYunVrUCnZqqqqsHfvXr9yVp24MDfXUJ1IH/9O+GzydsBHyPjHCJs27Pvvv/cLE8P3vQl6VSbN82rUZjCgqtsSrtwJIAE1ry61kmZNIjI4efKkV/VXH9GjRw+MHDnSa1PLgo8wMHbsWKSkpODhhx/GK6+8YsmOt6SkBJ9++inefPNNHDp0CMXFxabPFKfTiby8PERFRVmeQ3VGQggXdXVs1A47Kiqq2khaREAkwsapU6cIAHLq1ClducvlImvWrCEul6uWRla3kJubSxRFIVAFS6aH0+kkkyZNivgYRHuSl5dHZs+eTSZNmkSysrJIXl5ewHYmTZpEnE5nwDlcc801xG63W5ozPWw2m7A8ESAHAUK0v325z4kAGQQQl3aI6nm0v4S7LtCYzPp2hdgmPaKjo8maNWvIhdHRpIBrix4FQbYZiYOdc6hzMzsGmbRF97Im5yvak+jo6FobQ20d7PcvLi4uYP2MjAzhM97lcpGMjAyiKAqx2+3E6XQSu91OFEUhGRkZJDMzM6hnA92TmJiYgHXtdjuZPXu25Wei2Thr8/1Vl8dGx1db73gj3iGCJHoRgCR61kG/tJF8UAWDSO3J7NmzAz6k7XY7efTRRy2TW0VRSI8ePUwJpBXyMQggvQX1KCErhZgkBhqfqG8jQhkMIWKJXj7ERC8/iPYicVgh1eG0Twm5qC3atwu1R/YaK9FTFIXYbDbL31kAhj8MzZ51iqKQYcOGBdVPMHuiKIqlH6xWxpmRkRHWszIc1OWxESKJXqOCJHrW4XK5yLBhwyL6oAq2/0jsiRXpJJ2DFXIbzK/8vtCToL4W6xHoiQVPZozICyvhiFSbohfYgehoQgBSxLVfFGR79AhVYmY0h1DmZnTURB/hHI2V6AV7GP0gtfp8GDp0aEh7YtZ2MAQomOdYTaMuj42ivhA9GTBZokbhdDqxYsUKDBs2zLBOpBwhqhOBUq2xc8jOzvbWpQa31BW/R48euoDMo0aNMrX7S4S/N+0SiNOdibxuRyK4tGGKosDj8UBRFMM22dh84aQiS4TqeMFbHlVp5cG0F04quJpIs2YU2HoTpGdvfYLNZsPRo0f9yq0EVLfZbDh48GBI/TocDlx44YUA1O8otTGmzx0z++JQxrl06dKQxhkO6vLY6hsk0ZOoFSxZsgQZGRnCTBDBPKhqEyICJ5pDcXExOnXqhFGjRiEtLQ0jRozA3//+d+Tl5eHHH3/EU0895SW1ZgSSd7y4FnqikGhS7zBUp4Zl0BMfSjiMgv8SzTEjgRDDNpcH2aYRJkL1rk3m5peslY8Joj3egUS0NoUQO3fQNGtpME6zFolgyTzZ+xKS5NU3GMXapBEGAsFKzEoR3G43Dh486H3eEC1N47Bhw5CdnW3ZMcDKOI3IbHWjLo+tvkF63UrUCmiasmnTpnm9qdhMEPUBgeZA070ZefWyoRdYiLyBO1ZV4ROPB10BeFJSMP93v8PXK1ZggKJ4yzdBla4thz9h6AN9XDhaDu2vGangiWMk2hRhttYX20ca08dz2v9W2q0vsfCkZ2/tw0o+aiMYxdq0EmHAqid+MG2sXLkSLVq0sByD1Mo4zQLHVyfq8tjqHapdkdwI0Fht9Fhv1dmzZ1eLrUSk+6jJPbFiSGw2P/bc8tGjicfhIKRLF3JoyxYye/ZsMnr0aDJgwADyl7vvJsdbtiQugExH5I38q9txgNoeVURHExdURxL2fG+tfY82v2DaDsVztiYdJarbszfUoyHY6AXjBBVq+0a2cMFEGIj0ngRjt1aX7eDq8tgo6ouNniR6EUBjI3o14fJeXX3U1J5YfdAHMz/32rXk8REjhNc8PmIE+ecttxBFUYROCNTL77bLLguJoFRnKBD6AivSnDGMnBNKTcZgdlh1XoGgz+p0lKhuz95wjvpM9BRFIVdeeSVJTEwM+B10OBwh9zN8+HDT54gVpzOr83E6naR58+aWwqsEG7GgLnu21uWxESKJXqNCQyR6ZpKmmvjyVVcfNbUnVsKvmD3YRfMLtCZjx44VkmMApHv37t5y1os20lKHUA42vEqkiU+oErPqJmHS67Z6D6shUux2O0lNTQ3pe2D0o4z9kRqJ79e1115LLrvsMjJo0CCyZs0aEhsba1o/2BikdTlWXV0eGx2fJHqNBA2J6AX6Yu3fv7/axenVKbIPdU+CVSFbCagczPw2bdpk+Ro+APTw4cPrBKEzOlhSEUlVZrhkrTrVqjKOXt05Jk+eTHr06EEAlSAaBSwXHaIfZVZjhVo96HO4uiR6omec1cDxNYW6OjZJ9BoRGhLRC/SQ6tixY8AHYbjBjq0GIw6lj2D3JNRflOFI9Nj50f6DuYZFddgKRfrgSUWwqlbRESmJWSTGYnTIzBh147Db7cThcHi/J1FRUUFdz/4oq87vW3XY6EmEh/pC9GR4FQkv8vLysHDhQr9cpyxKS0sDekKF6/Ieabf6/Px8ZGVl4eGHH8bzzz8f1FgmTpzoXZOqqiq43W5UVVWBEIKFCxdi4sSJwutGjhxpOa+vCHR+tP9grmFhJRYVi+kAehuc662dr05YjRMYCOHGwhsEdb6isfSGOP5esNgAY+/aYoQfvkXCGqqqqlBZWel97p0/fz6o69lYbsF+3yKN+hCDVKLmIYmehBeRekiF6/IeKbd6Gt6ka9euyMzMxKuvvoo5c+YAACZPngy32216fSDiS8lefn6+3zkaDy9UeDweOJ3OgMSbv4Zdk/z8fLz33nuWr58O4O8AtsKf7PXWyv+O6iN7CbAWJ9AKwomFR4MtbzUYy1YYB1uWaHygP7CC/b6JoCgKUlNTYbfbLdWvrzFIJWoWkuhJeGE1yGcgGMWWsgor0jArfRhJ4wBg8eLFhtI4inAjsz/22GOm15qBxtsL9pp7771XR3C3b99uuZ0PAVRCDYLMkj1K8pza+Q+DGpV1vA99jLuv4J89IliyF4rErFz764Qv88dX2l+3Vs7Wk6g9GGWmqUl4PB589dVXQX/fRBg3bhz69OkT8LnjdDoxevRoZGZmYsKECbrsOlaDJUs0HkiiJ+GFFUlaIERCdRBMejEjhCONowhXhbxq1aqQX0Tjxo3Dxo0bg5IO9OrVCykpKTqCG8z1OwD0g4/MbAWQAR/Jc2vnd1ifBgBV8mVE0BIB3MT8X51px6yirfaXrsNyqOnJlsO3Dmw9idpDONKzSKGqqgo7d+4M+vvGwmazYfTo0Zg/fz46duxo6YfuRRddhOnTp+Pf//43nnzySamulTCEJHoSXoRiV6YoSrWoDqymFzNCsNI41o4vKysL+fn5YauQf/rpp5Ae/IMHD8Zjjz2GvXv3Wr5GURT06dPHkp2lGXiyNx/hk7xAOWdXaJ+Ho/rTjlkBVfv2gzg9Wb8aHItE7UJRFLRr1870fKT6ueiiiwBETqMhIUEhU6BJeEElaVaJgs1mw+9//3tccsklEU9fFm6KNCqNM0szZLPZUFpaKkxT9tRTT2Ho0KFhPXBLS0sDjlOE9evX48iRI94cllZgs9nQsWNHL8ENlF7JrO0dUPPOskmUJiJ4kgeouWTL4J8mjU2rRondxwDOGbQTSkq1cEBJnCg9WSjrIFE/QQhBUlIS7rzzTmEqw169euHbb78NWxPCPkcCPYelw4VEsJBET0IHNs9qIJJBCMGCBQuq9YGTkpKC6dODN/+3Ko3bvn07du3a5bXjYwlSTk4OunXrhgMHDoT0wO3YsWPQ4wbUdd25c2dQ0oKqqiqcPHkSZWVllgju1VdfjbNnz2LPnj1+53sD4OWl2QC+Q/AkpyeAOKgSQVHOWTeANkG2WVMw8gBOg8xF25iwa9cupKWlYdOmTfj88891PzpffPFF/PDDD6bPGpvNhrZt2+L48ePC86LniCjfNXXQSE9Px7x58yI4Q4kGj4gEdGnkaEhx9Cjy8vJIamqqaaym2k4/YwajeFZ8LCorMa9owOFgI7PPnj27xmKB2Ww2y3H7FEUhHTt2FM6d5pUl2t8M7jOfhzbQwcato+0Q7vOBOhizrS6nJ6uJo67H0Wvbtm2N9kezXPDfeasxPzMzM0OKx8kGCn7mmWfq7fukoaK+xNGTEj0JIVJSUvDVV195Dft5lUV1uvHn5+d71bXt27fHvffeG7TU0Ir6IzU1Fd99952p9Mtut+PSSy9Fbm5u0CrkkSNHYsaMGUGNO1QEozoihAjVyqx3LWuT9x1TvhXB2epR+7pNUCV4LJxQbd4GA3jB8ujFGARVTSyStCVClSxusFhvD/RhXtLgP49NkJK92sSJEydqtD/6DFmwYAF27dqFVatWISUlBdddd11AMwmPx4PRo0cjJSUlaFMUVqPhdruxfv36yE1KovGgullnY0BDlOixqKn0M5HOayhqj6YReuihh8if//zngGnKgs0bySOcdEjBpGKKxDEdIB6IJXdU0ufR6gXbNisppAftJ1zpkdV0YtMjXK82M1dU91HXJXq1fSiKQrp3726pXqQ0Hw3lfdKQICV6Eg0GodrJBQs+7h37S5lmh5g/f77R5X4QOXRQu7l58+bh2WeftexVG6qUUWRrU1VVZUkCR6WOu3bt8trrES2EQzCOGlaRpf39EP4SO+qNO5CpZxWJ8IUmYUFDl4QbeHgPgEKYO3zkQp3X/RbqvQHgG4glf1SyRyWEEo0ThBDs37/f8Dz9vsoAxhJ1AtXLORsHGrpEryZgJUdkJHI4sntiNS9lqDZ6LHip6KZNmyzN98CBA2T48OG1LsEI9agpG737AFIAsU1dgXaeH09jtL2zejQEiV6vXr1qXCrOHn/84x/J7NmzI6YBke+Tuof6ItGTRC8CkEQvfFg1ap49e3ZI7VOiNXnyZLJmzRry888/E0LMVatUPWN2Phy1TKC+MzIyyNixY2v9hRnOQdWqlNTx5MoFkDMRUt3mw0f26FGglbOqVpbs0UOSPP1RX4ledHQ0ufbaa8nmzZtJbm5urY6FOkiFanrCQ75P6h7qC9GTAZMl6gTCzUJhBD7f7euvvw4AuOKKKzB+/Hi89NJLhoGZ//SnP2H//v1hZdcwQn5+PhISEnDJJZcAEOesfOyxx/Daa68F3XZdAo2jRx0v0qBPbeYEEK5ZPVXddgbAZwi1a+WFWj1AVb+O4uqNgnSsaAioqKjAtm3bkJaWhr/97W+1OhaPx4OqqirvcyJQykUJieqCJHoSdQLhZqEwgijfLeAjaX/5y18wf/585Obm+uWNzMvLC9i+Wa5bEVjiOXv2bPz8889eu72LLroITz31lDdn5auvvhrUXM0QKA1ZIDs5q9fz9WgcvVyouWJpCjM2tVm4cfRoWwWCMSZq5WnwETmj+HiB8uiK1oCWidbQyrpKRBYsucrJyQlY3263IyYmptrHFc6PQh7PP/+8LoOPhERAVKdoMVQsWbKEjB8/nqSmppImTZoQAOT1118X1p05c6ap+Dw/P1943YYNG8j1119PmjdvTlq0aEHS0tLIxx9/HNJ4peo2fFSHjZ6oTVEcPVGbVtU+DodD55XL2uKJ7HOsqGsprrnmmoiokKx6pRp5kYbr1ToIqnetqJ9EgNweATVhIvzVtvQoYMYTqo2eaA14lbFIPVxfvXPrq+o22MPpdJLLL7+8RvoKx/TE5XKRhx56iKxZs4Y0b9487IgEEpFBfVHd1kmv2+nTp+PQoUOIi4tDhw4dcOjQoYDXpKeno3Pnzn7lrVq18it78803MWrUKLRr1w73338/AGDlypW4+eabkZOTgz/96U9hzkAiGLjdbsydO9fUizSUtD9W0oFRiRzvVbxs2TJLnq1VVVVo37493G63MObgU0895fW8KyoqMs04QrRf/dOmTYtothGrXqn+OTKCu97Iq5WPS8f2UwygHMDY0KfnHUcygBIACcy5Eq18E1SJ4nKEFh9PtAZ7tPY7a3UOaWVW11Wi9uHxeDBgwAD88MMP1d5XKKYnFBMnTsTSpUsxcOBAnWYCCC0igUQjQzWTzpCwceNGUlBQQAghZM6cOQQILNH77LPPLLV94sQJ0qpVKxIXF0eKioq85UVFRSQuLo7ExcWR06dPBzVeKdELD1ZizYXyq3XSpEl+cfJ4SYVRnLxJkyYRh8Nh6Zd6Xl6eJUldsA4njz76aMSkCeF6m1q9PpR+IhVHrwCqdI0wRz580rbpAKkESBE3jukAGayVV2rtDdLq9IYvbiDr2Vuqza2A6euIyXwHwXiNE+GT+onq0TJRPbZM1F6ofdM9uT062lI/VvuoaweV6FOnp+qcR6gSPaqZMPueRCIigUTwqC8SvTppo3fTTTchOTm5WtpetWoVfvnlFzz88MNITPRZ3CQmJmLSpEkoKyvDO++8Uy19S/gjLy/PUl7dadOmobi4GFlZWZbtU8Kx+2vfvr2lOHWpqaleSZxRfXqe2uOZgf3VP2nSpID9WwVrE9cVwJfwl2xF4vpw+wkFGwCMgfrG66z1da32t7NWPkarawPQHkAH7fN0AH8H8A6AeO38CABroTqNbNXOLwawSDvv1q7/Eqq0sFgraw/xfAdp7W2C2IZwk3Z+uqAevfYLAFu4elu08rXw2QKy7Q0Ks28AWGGhH6NrReOpaxg6dChSUlLw8ssvY96gQSHNQ1EUoTaJh8fjwb333hv0GKlmwgzB2gpLNC7USaIXCj7//HM8++yzeP7557FmzRr89ttvwnqbNm0CANxyyy1+5wYOHAgA2Lx5c7WNU0IPqw+xe+65x+s5++qrryIzMxNdu3bF+PHjdWoMFiNHjrRE9EQPXyvX0vFbnUNJSUnANisrK7Fv3z7k5+ejS5cu6NWrV8AxWIXI2/R+m80y+bLqrVrTXq2JADLhI3lp0Hv2dtbOfwugEr5Ubr2hqptpmQNAFYAcAEe1dp3a+Ryoatok+Ad+hqCMnS+v9qUkglXxFmpj4eux6uFkAKVavVLtc2ftPK8ypl7GofZN1d9HLPQjGreoj7qmwlYUxev17nQ68cj8+UCnTugK4JtmzXBRVBQA8TwcDofXQ75bt24oKCgI2Bc1PcnPzw/4g5Wt895773kDMBshHLWwRCNA9QoXw4dV1S1/tGrViixevNiv/tVXX00AkLKyMr9zZWVlBAC57rrrghqjVN2GDpF6lT/M1LqiWHasQ0RqaqquPqv+CBQHL5BKmV5rZQ5Op5OMGjXKUoBmm83mHduuXbsipqZKttnCih/HqmXpkS+4PhH+KlSzfmoqBdoggDwCX0w/F0AyAOJmxunWytjgzkXwV9PyBx8MOh+q2lcUu4+qfUsFayNSDx9h2j1iUkbbL4AvQDTf90GTvtl6RdqeHIyO1jm1BKOyLxfUE6nE2XEGq8IWXbsYqipedK8M1s7Tz+PHj9d/6QsLCenSJaDpQVbTpmRBRgYZNmyY33eanZuiKN7v8pkzZwKmeHS5XN4A6YqieJ8Fgb4n4Th6SISO+qK6rZPOGMHgiiuuwKJFi5CWloYOHTrgyJEjeO+99/DUU0/h/vvvR6tWrXDHHXd46586dQoA0LJlS7+2YmNjdXWMUFFRgYqKCu/n06dPA1CdCljpEv3fSOIkAXTo0AFNmzaFwxH6rbh06VI8/vjj6NixI6ZOnYrFixfrHCKio6MBqL96mzVrBgCIiYnB/fffjxdeeMFwf1566SU4HA6/9jweD9LT073XWpmD3W7HRRddhMsvvxw//fST5Xlt377dO/5w0CM2Fh/YbGj1yy9wd+6MMVVVmFFUhBQAnwAYDFViY4QEAO8D6ATgJwALADytlW+Cqs6ijhAbtL8uAE8CyABM+6HzC3WemwHcDWAfVMcOtpVybWyXQJW6zYEqDWunfc6G+qY8BzXmnqKVAcBZAMcBdNT6oGUiiR6gSg9fgX5dAGA4gI8BpAP4CGq4Gba9dG2ctwN4VevzLFfvnDbONty1CleWp9V7FcAprV+6Bu9D3QdR39HaXzrGNtpedIiORq7WTxJz7U9Q95K9VtSHC8Bfmfmt0ObXDqoE1Qbgefjur0QAzwJ4AqpElN4vN2nXHtbGEs+sK3vtVgA3aOeGQZU2UgwEsJL5/CDU71jz5s1ht9vhcrlwwQUXIG3uXMSlp+vmwc73KW1OVUuXYjEhiNIkfwDQS1s/dm4ffPABrr32WkyePBlLly7V1adYunQpbDYbvv76a/z000/C74LZ90RRFAwfPrxa3jWHDh1CTk4Ojh07hgsuuABDhw6tNtOq+obafMcH06dCSIQTZkYYc+fOxbRp0/D66697PWSt4JNPPsHNN9+Mnj176jyqLr74Yvz8889wu91+L2a3240mTZrg8ssvx/fff2/YdmZmJmbNmuVXvmzZshqJySQhISEhISHReHH27FmMHDkSp06d8gqpjFDvJXpGGDBgALp27Yrdu3fj9OnT3oWgkrxTp06hbdu2umuoZE4k7WMxbdo0TJkyRXddUlISbrnlFt2Cu91ubNy4ETfffDOcTiM5gMTkyZOxePFiQ2cGKkkzgtPpxN13342VK1cGDNGya9cu7N+/P6g9cbvdfpLCqqoqeDwedO/eHX/84x9x4MABvPPOO8L+FUXBH//4R8Pz1Q0qDTnTqhVaffkl7njoIa8dKisNeQuqJKQSwC0AdnHX04fF0/BJYT6EKukhUB0W0qFKXIqgSlCo9I7th0piKKKjo7Fo0SKMGTMG586dC3l+IgnQEW1sHbR+9wH4DKrjBA+ijZ3CrX12cGXHoA/hQq8jUCWYD0KVfNJzH2vjUbTr2buOfhZdGyoK4ZOwUtD1Z4P20L7zAYwHMF877waA6GhsXLQIN48Zg8PnznklehT58JfOivqga+MG8BqACfCtcSmA/0C9n2gdwHcfAr51Ze8tMGU3sGOGTxroYK59CcBfmM+VEEsNKahUjt0nfr5sHTeAqQBeYD7T74/T6cQDDzyACy64AHPmzDEN9RQI9HsyduxYuN1uP+1CpN8xZs9lRVGQnp6OefPmRbTP+obafMdTvmIJ1alDjgQC2eiZ4Xe/+x0BQA4fPuwtGzFiBAFAvvrqK7/6X331FQFAxowZE1Q/0kYvPLhcLkPbldTUVEshSQYMGGCp3tNPPx30ngSy1aPnWrVqRQDVxo63v8nMzAw4vlAOh8NBoqKiAtb7g91OpqenE0IIueyyy4T2Tb2ht1/rzdgcuQXl9NoCGAcoFvXDl4dro8fbh1E7LnZc+VrZYIB4uPGyh8hGzw2QIdDbxeVrZXRd+DZ5mz3CXdsX/naMVq61cvDrL7KfO2jQF/18IAI2evSzaL2N5piv7VEwa8DmUe5t0q/HoB47D/47MMSgHl+XHQv7/aC2c1bseAMd9HuSlJREJk2aRLKyskIKqRIoqDsh1RPAviGivtjoNRivWx5nzpzBjz/+iGbNmiEuLs5bfsMNNwAAPvroI79rPvzwQ10diZqB0+k0TEOWk5NjyXM2ISHBkufrsWPHghqblfAv9Nwvv/ziHQ+fzqysrCzg+EIBIQR9+/YN6JX3AYCzbdsiKysLJ0+e1J0rhmpXtwNAP/gkPVuh2tdthSohcWvnd3DXjuD6GgGxhy3tJ9IohupVewg+z88kAKwlVDRUKcs6+CQ7ItgBtIQ+HAGBKgViEQ1gJ9QwLlTyx8IJY5tHhfvLw+zaQGADRCfCP3hzGlSP5LehSl15GYQT6nquE4wxSrsmDb7wOZugei+L+qD1+HkeF/RLoUDNfRyM/yibR3mHSb+KQT06jyFQ73UqlesH4F1BPepVvAMAn712OvTfD+rVf1FUFG4JQ5rHoqysDFOmTMGTTz4ZVGB1Pu+3WfQCGdKlgaG6WWe4MJPonT59mhw4cMCv/OzZs17J3QMPPKA7d+LECdKyZUsZMLkeIZLBiIOV6Flp12xc4bZjpZ9NmzZZrmu32wOOw4qkgh4iT9xgPHmByHnd5sNfuuiC3quWQJXsiMpEEiC39ncj89ml/U89K9MF17qgeuvy7ZVyZaUWrxXNg46FLaNrQL2MRR7J07m5iOZcoe3JmehoUiSYM+vNPF3QBz1EElSjfo9xZWUme8KXpXP9zjK4lq8nun9F9zrvvW30PfHA5/HrfQYUFhJXp05hp8Oj35NmzZqF5GEbTPpFq5EERMHmGxPqi0SvThK9BQsWkPT0dJKenk569epFAJB+/fp5yxYsWEAIISQ/P58oikL69OlD0tPTyRNPPEHuv/9+kpiYSACQyy67TBhGZcmSJQQAadeuHZk0aRKZNGkSadeuHVEUheTk5AQ9Xkn0qhdmql0alsCqquHnn38Oak/CVbls3ryZEGJNFSI64uLiAj6creblDebI4F5gGYI6Zuq6YMheJFW3PEEyO6hq7heTOkUAeU7rgw9pQsOEmKkZC6BX8YrIGv07hOujAKGFV8mHPrwKH6qEH/MxbowEIGe1Pbk/OtqrYi6Fv0rYLBwK249IJc4fRqpWKwdLsB41uZatR4++XJ0hML7PRCSvUlHIE0yfHoD8AVo2n9xcb7iWYy1akCSDtoP5nsTGxgZNsIJVxQabxaexQhK9MJCenm56g6VrtkanTp0iEydOJL179ybt2rUjDoeDtGjRgvTp04c899xz5OzZs4Z9fPDBB+S6664jzZo1I82bNyc33HAD2bhxY0jjlUSvZsDalvD2KS6Xi3Tv3t30IUZJYU1I9HSkSevXSqo3/vjxxx+919lsNl1crWHDhhGXy0Vmz55NbDZbWGM0ekHTQ2SbZ8VWywrZC5fo0X7zYZ0YEPjIB0++2DkT+OLZse0XwNxGjx5WCCFdWxGZ7A3/NGu9BWOhdolW1j4ReumZKJ4gJXpFmo2eqD0jm0v+HmLnZ0TEzYhZoH1kCdYi7rNRPUr2RPdNoPtWt5cOByFff03y8vLIipEj9X3Pn+8leaRLF+LKzfV+lwfbbCTF4dD9YKVp2IwINP2eNG/eXCVYhYWErF8fsecYS9ykjZ41SKLXiCCJXu0jIyPD9KHUqlUrkpmZGbREL1RJHP9A5MkefcAHuoYQIgyiyr4gHnroobANvY1e0Bnwf2HTF5DVIMU1RfRYQmSVHIhIwKMwNujPF/TDGvk/yrVF1Z1mJIdKyniVqgdqcF+qyuXL6FjYdbay9rQfI3WwByAubU9c0dGWVZlGffD3DL2fPABZL1hj0V6t4erx15rt56uCPdkIPcnj9/0gQKbcc4/wxyOdm0cjeTq8+67/HLp0UUmZhsOLFpFKm40ci40l86ZO9ZIll8tF/nz77YYqcfo9iYmJIYe2bFHbdTgskb1QVLHBqHobKyTRa0SQRK92YZWM2e12EhMTo9oenTljuf1AJNIq2aMP9M2bN5MBAwaQnj17ko4dO3rHJlJJ0/7NHrhWPJPNDiolNPO6NSJ7ZlIjq/ZIkVTdFvMvWcFx2KDcBTVzBj9n9ugLf1Ufvy5s9g03VOnRwQB9F2jXi9TD9wF+6lOrWSKM1ovaCvJ2cfQzS/QIQpPaToe/FJj2S1XigVTfdG0HQ7XZo2XU3o4n3fxRpPXBkuxKrb186Nc/CSCdFMVH8jWCRr+vl112GbnppptUc4xZs/xJHsX8+fpxbN2qP89k39CRQC4rB+8ZfKG2J9NGjRJfb4JQVLFWTGYaO+oL0WuwcfQkGg+oh1igGFVVVVUghAAApk6div/+97+W2s/OzsauXbuwc+fOkMdos9nwv//9DyUlJVi4cKEu0wYAXHnllbjmmmvQsWNHXHfddfj8888xZcoU2Gw2LFiwwLBdQgh27drlnVcooNcOhNi7lnrjUu/bgVqZmQdtMaovty2PnlBjzx2C+sZiUamVsV6eHq2M9cqkdR6BOrcl8MW3Y+u9BV/MNv7aDQD+oLVBPTcVAFdB9YQthr/3LvVw7gSgP9QMGBTnoXoPZ0Kfx7dYmzPgv86DoGZvECFRu24DgD5QPWMTuTrtBPNzw+dxOgrAaqhxCdnxiPrI4trpCeACrX5f7e8g7VwljIO6OgDcATUDCODb4ySoXq7/0NoVwaldz667HcCyoUPRIicHAHCiRQv8b/hwDGnaFPHx8XCmpQGjR0MpLAT27MH1t96Kjz/+WN/wmTMorKzE/7KycPToUbRv3x7jEhIQ36MHkMXNfNQoYNky4MQJ4NZbgaQkYNMmIC0NyMtT/y5ZotbLywPp0gXzr7kG36xYgQGKgk88HnSFGqNwH4DMb75Rr+vSRW0nKQmBMHLkSDz11FOmdfi83zQawrRp07B06VIcPXoU8fHxGDlyZFDevhJ1ANVMOhsFpESvdhGMwwSr/gjGvmTSpElhqXAdDgfp0aOHaRu9evUiPXr0IIAvFp+VthVF8UoGQz3ouHgpDHuI8pNG4oiE6paVevEqVAKfw0Ih9FKhL2Gs/mPt77Zz5wvgr6Yl3PkirY3p0Hua8o4rVtTDrOTMSG3OqkZ5lSqvag0kScvX9uSAJtGz4oUdijoXAHlKsAbsHvF7chiqVI6qNq1emw+Qk82a6et16qSTiFE74Onp6WTZqFHCZ4R77VpSqUn+kqB+V2/VxlLJtv3CCz7Jm8NBiN1ODi9a5LUznjd1KnF16qQfDyOhY8dyonVrvZTVoiSPhVTFRh71RaIniV4EIIle7SIYhwk/g+Yg+gjXVq86D2q7F8q13bt3D8lRpK4QPZEqkScyhVDVdaxNmguq+s+K6pAnjiVaH3y4FHpQVeFB6AMAG6nE2UOkHu4bYL58e2w/fH12PEaOKGe0PbkwOtov/AgR9G1FnSsaX6AA1kZHPsRhbeghKr8WIK9nZOjLNbWqVTVlXl4eubVnz4D3m7t9ezJv6lTy3J/+RCptNkKgeuf2gd5M41p+nLyal2LrVj3RM6pnAqmKjTwk0WtEkESvdhGMwwQlFS1atCDXXHONaXR4vo9IkLHaJoTswdrYTZ48mfTo0cPQ9otKgUSSmkA2YSJbPraf2zmiF2x7rISLjjGQ4T8r9bLiETsIPkcF2t48k+soGUlkro2URA/wl2CKsl3Q8lKm3fugd/rgiaob+jh60dHRhl7Yor7NbPZEZM9MohoobM2rgmvYgz9XChB3XJy+XpcuhLz7LlmTmkoURRHeq4qikLFjx5LHR4wgt0JMbPkfAvkA6W+z6fbESMqqGw8nYSSEqJ87dQpbokdhFr1AIjhIoteIIIle7cOqRIqVHimKEtSv2nCdMiIZAiUSJI9V/9GQDy7tJZrPvJiCUQkG6octy9f6OsPsSSjtsUSUvZaW8aSpEHrSmghjj9gi6MlaKcQBe43ICHttkWAsLBF9FP4OAiISRdegAP6hQdggz3w/1HN3OlQVI6uaZkmTGyDnGIleAfRj5AklPQKRPBHZ49eQEkd+XqI1C7T+9NwBUZ2xY71qVeqJS72ZRfMQ3ZciolYkGDv7A0RE8g4CZAo7RpbsaSSPgHGQueQSH0kNkexJRAb1heg12BRoEo0L2dnZGDduHBRFsZxqjBACt9vtddJYuHAhJk7kkxrp+xg7dmxI47PZbCCEhHRtdWAPgEL4jOwTCMH3Hg9KoToOdIaaTmsPVON+BT6HBmrsnwhf6qsyrW6gfhK1shKtj2QAR7S6CUx7hUG0R8uXc9fStG58iraH4XMmSWTa4Z0Yypnz5VCdPToA+IWrJ0pldkSb23bm2kQATbl6dE0LAWyBv4OIKOVYuVY/Gf6pxKqgOh/wbklOrf9SAN9CdUihzg/FABbC51Th0M4DqsNGsvb/IQCrmPHwfY+CNQccUeowNj1ZEdQUcyKUCPo1S2kHAOtFhXfcAfzzn97rAeBTiO8t9j5n78tiqHNmMRTASK5sFPTOS2x7dM6rbTacatlSrVBYCPTvD2zbpv4tLFTLqdPF+vWqIwZ15CgqMpm9hIQ+paOERL0Fmy931qxZ6NGjR8D8rzwo2cvPzzfsY+HChcjLy8OUKVNwzTXX4He/+x369esHu91uqf26gmL4E4gk6F+Yilb2LtSXP4H6kl0O1Wtyk3atG0AcfJ6gVvrhCQ2gehWyLz+jfLl8e+xY+GsToXrQslgFNT8r4PPYPQyfVydFG628E4C2Wrul2lx5VHKf22pl8VC9lOmY4g3m1F+7piNUQlUAlfj25ObMjuWQVocF9TA18mAlAC7mzlPS52HK6PlY7W8pgOvg8/KdDX9ytQT+Xrwi9AaQLRjXbK3t+6F60VYK+hCROgLjvMEAIPQP3bgRuPtu7/VVUPPrpiG8e2s5gGVcGb8u9J5j2yu12zHrppvwi0b2SGEhTv/znz6S16kToOViR0KC6m3bpYt6fo/oJ5GEBIPqFS42DkjVbd2Dy+Uiw4YN81MbBTL8Z2NJsbYsZnZ8VqPIDxs2rM7Z6YnUT/kwVjGa2WqZqe1E/RRofbG2R1bVf6L2+Gt59dgQbh7UWYH1+vQA5Gnu81NavUCOA6VcHwQgxxE4M0YB9GptkY0kuLJEGKs3zewN2c+Fgn0u0Mr5OHrserHr4AHIWIRuo/c419Zg7frjzJhoerhCQRkbd5A/RB67lXw9h4OsGDmSDGbMKkK5t/pya5kPc9tFoxiUyTab375WdOhA5k2dSiZPnkzWrFlDfv75Z/XBE0RmDInqQX1R3UqiFwFIolc3IfLGDUT0nE4n+fOf/xy0d5qV0AW815vD4QhIaGriEHl4ivJ/+hmOG7zEgu2HJRV9uWvMgjIPEbRn9CKmbfBE4zGIU2Px5O/v3GcjYjEW+ty5Lq2MEgyeaNAAz+Um8+TXgJ2byJmC/UsPkQ3iEIM9GcLtCW3LiJgBqpMHJToiUkTtJdm2jIjjVG78RfDPxXsM/gGm2eOEoCwDIHNpuBN6vPKK8IdasF7PPPEuYMqtkmCzvu12O4mNjfWGhpJesnUDkug1IkiiVzchiq9nRaKXqnngmZE2HsGELmAlhVdffXWtSvmsSvQOQh+Wgx6ieGpW+ymAuUTPLM2aSEIWzrU00wJ77RGIU2vxJKrSYj2PoF4p9M4AIpJn5MxSaDAPUWy5IkFd6qAhqsfuiVE/lOTxzjUihwUX1LRjHu5aeqQbrCFPZNn50fZEzieitWY9n72HlsaM5pk1ulcD3VtW1yBQthizvnlHMhn3rvYhiV4jgiR6dROhSPSskC6zZN7Bhi7gCWJtkTyqfspnXjAFEIft4I9g1LYiNddBLjgvKyWxIpUbYlAvGGkg3y9PdPmDqg6PB6gjKqeSvyKurogwG60Bm2aNXwM3U59f6yPwVy8XafXY8Zzh9uQoN4fHDcaYD1W6Jxp7b6iSS34uInLDjk1UfkRr7yS3rtnwz4n7OPzjJ/6vf3+V5EEle7Nvv93wXrV6bwWblo4+a+jfQH1fyD27zJ5DEjUDSfQaESTRq5sQqWTMiJ7VvLF8TshIgBLEdu3amfYd6sGvg5H6iSUF+fC3LzOKdWZE9qyouXIFwXmNyB5LUsyCAhsRvOnQ557l51GOwOE9aP0MmJO5QNeKbPlEBIJX1Q6BTwVsFIC5UvssUinyuV9dABnDjaeA2RPWNo4I+hWNkScpSVq9+xA4/h+/J6KjAHq1O4FK/sbCn+g9yu2TGyB9AFK8erWX7NGcxFSCaEREaa5hm82mC5dEwxN1Yr5nVLJvs9lMY0MqimJ4/7LlB7hnV3U8hySCQ30hetLrVqLBokuXLt6QK0ZQFAV2ux2KomDcuHHo06dPwPAshBD8/PPPQY8nPz8fWVlZePjhh5GVlaXz7k1JScH06dNxyy23BN1uIPTo0QOTJ09Gz549vWU94e/51xNir8+28Hk7KlA9Ua+FL8SGW2vL17oPRv0kaH0cgs8TtQR679Ke8PeyXcP0yebj5T1TRWOZDuDvANbB50XJzoNA9bT9EmroFz7nKwXR6s+HzxuZlk/R5mR0x7HX0nlUQl3jpwGshT60B53bCK1uB20N7FpbGcwasPtkAzAJ/mvdEaoXcHutXZpr9zVmPMVQc95Cq0f3h0D1wKZz2Aqf9zI/xi+h91RtddlluBXAIm2MBdp5Wo+Og65hAfzDqFC4oYZ8eYGZ71FtrAuZMrovE5n1qtT+H6QoeH3vXmD1ahCtbLY2V7c2F+pdy84tHqpXsMfjQa9evZCXl4e8vDwsve8+vAvgu1atcGjLFuTl5SEzMxMTJkzArT17YhPUvaW5fVkQQoTfE9p3mlaeyF1ns9lw9OhR72ez54tEI0e1085GACnRq7vgVaOsQXNqaip56KGHdCrWYNKpGRlE8966Bw4csGS/53K5ws5Zyx6PPfaYrm9eqmdV/ZTISDpKYS7pEI0jEpkxRM4hor7MJCe80f9gQTl/FHOfDxvUc0FVpyYCQgmY0XGMWT8a8NlMqiPql5Xosc4YtFy0p7RsiGBd2T05w3jdiuZH+zcaY1/4AoWzdfh1pUcBxEGujfaDQJXs8ffHWG1fF2v9UpVxIUCeg+p0NT093Rs0uRz6lHaBJHoApzotLPTltWUCGRd88YVlZwwzUwPR94RK9GRqs9pDfZHoSaIXAUiiV/dByZdfiAIOwaRT4w2ijR64gdpJTU0leXl5YWfe4A/aZrjOHmaODfQlaMXQ3OgIZDcpIhH8WKyQVjoPNgMEq34VqaV5Z4BSQT02qwObCsuoHn8chUo++LkGUm2y6dxYVbAbKimj6zAdPjLGZ2fgbeDoutI9qYiO9lPT3gc11y8dw6smYzwIkE7Mj4xEGJM4NgsJm8mDrVMiKMsXzCOfux94stZPUciJ1q0JAciJ1q1JsoCM8uvP33N+qtPFi71ZLEiXLoRs3ertIx8+28VQD/57QommFY9/ieqBJHqNCJLo1R9Y2ZNgyBH7qz4SpCpSh6Io5IorrohYe4GkDaGSvEBEz8qLNxgvyEEw9vCkJKAv9GE7qJ0X7zxhRhJZMrlGcJ6v64FKyPg504O1hQxEJtlUddOZskKmnCV5PFk7CJ/h/1Narlv2PqDp10ogHiOfKo2SPTq3fIN1KGT27z74JId8ijai7Q9vS8nXy4f+nhV6W3fpQgq++EL3vbXywwJQpYKTJk1SHxrr16v2fp06+cgeMw72HjT7Lpj9QBR53VqN4SmdNqoH9YXoSRs9iQYP1nbl+eefD1ifplOzApvNhqVLlyIvLw8LFy4EISTc4UYEhBB8//33EWtvA4zTWxXDl94pkkiEf1aCr2CcEswszVqpVrYHwAz429ApUG2whkBNwcXa51UCOAHVBoziCIAPoNr4uU3auxbAOyZzJMy1NJGVKLWWE741WAXV3o72w6IK+lR1H2rjd0LNSHJEK/8KPpuvSqi2bWnwrev72rnn4bMBBHwp6JK1sfNjhHaeTZXWFcCnhKA31P3pDPG9lATgC6h2f7O1z7S9tdBnH3HBPwNIpVZPyyWBzlp7idqxHP52f8/27Ink/v11tryi9Reld/N4PGjfXrsrevZUs1cUFgKVlbp6TqjrZZTWj+Kyyy7z2vXNmjULBw4cQEZGhteO2OlUR0/tibOzs7Fs2bKANsX0GSXReGGUKUdCot7D7XZj4sSJWLhwIWw2G2w2G5o2bYo333wTkydPxrx587wPTxY0nVpFRQXefPNNeDweQesqqEE0feBWVfFZRhsuBkF9cYle2olQHQHCIYCBDNQ3wZcSLBNAFnxkbxT0JCgKKnFYotUh8E/DRtO7ZcOXWoySuBuhPizd8Bn+94RqpD8H/uSRaOWTAPzMlIkIISVMlNgkwj+1Fu8gcB3UPLoduHp0jHQuo6CSO9p2PID7uPmxTi1pUHPuJgHYB38UM3WSDc73Z8aZBuBrux3JVVUYCHW/CuC/DnTMyQDGMW0XQ3WiqYKPPNO8vePgv09VAHK0OXbQ2rkHwF+1zzw5TF+7FiVvv43/3n47AGDhwoXopCh4m/vOL4F/Wj6Px4Prr78eWVlZOHr0KC666y6MX7IEUaWlumsToBJz/noeu3fvxrvvvouUFF/Stvnz52PatGlYunQpysrKAADff/89LrzwQgDA0aNHAz53eKcNicYHSfQk6g3y8/OxdOlSHD16FO3bt8e9996reyjyoCSPEIKqqipUVVXB4VBv+cWLF6OystL7EBW1edFFFwXMl0t/1Vt54DYkDIJPepIG/QuMSuI6AbgDoZO9Ddr1IjJJCUdP7fMiqBK8Q/B5c9J67bWDllHC5QbwMoCH4SNcXQG8yFwLqORoOVTC9iFUr2NK8qjkR4Eq9fsDgPegeu/O0M4tgeohmg41hyuP4wAWQyWqvBRzFIDVUEnKcvjWugPEOXfpWIq5dSjS5uEE8AizDn+EXmJHywPBqI6ovFL7TnwDYAzUeSZDnV82gH/A5/HrBDCeXqf9XQTVWxoAyqDOm61XBHXO8fDtSSXUfeoA334S+LykfwZwkXa+6u67YXc4MH/tWkxPT0ebQYPQ/LffQKDegxfD9wMiDb77olu3bkhLS4PNZoOiKIivrMQdUCWJVteLhd1ux9KlSzF9+nRdOfXId7vdWL9+PZKTfRS7ffv2pj9EAU7yKNE4Ud165MYAaaNXvQjFq8zIdkVk0GzUZjD2L8F469aXIyoqyvAcbzsn8lAM5GVotCfBHmyfokwPRHCw3qJGXrLUTo+1BUzUrpsOva2fByAvaOPhy1l7tWNcHyeYPliv2yIYO2iwGUr4OH5GKdCGQLUp5OdYAHGA4wMGNnpsHaP0Y/kQx0AUeRWbOWew7Zl54h5m2jRbG3aNWDtH7/Huu4TEx+ts/v51880kiRt3EkC6d+/uZ9dHHXeM7kEzz3SAs/kzeA7y7xNpo1e7kDZ6EhIRAi+Zc7vdqKqqAiEECxcuxMSJE/2usWK7AsC0zUBx+KitTEpKCkaOHBnwl3V9w/nz5w3P8fHtNgHoC3+bOjNVVaRAx1IA/1hjifCPh0fgiz9XDNWO7oig3fZQbfvSoErw1kK1bdsKVcJ0H9OeAjX+20oAr0Ovkr0SqnSzGEArro9WAI5p5wcy9doDmApVbcnHCBwKn4qWH/cR+GLFsVgF4L+CdUgG8D8Aj0K/d4O1Ok9CHy+PqtNL4S+dpOucDFVdyraXBlXFzqvieVWvCAr08Qp5xMO3Ru9DVUW7YayuOgLgawj2fNIk4IhaSgDkjByJn7p1wz1TpmBZRgaOx8ais82GJU88gf379+vsce+HLwafCGwMPiOEInkL5hkl0YhRvZyzcUBK9KoPof5iFeW5BaxLj2ibBw4cIKmpqd4yh8NhKE2sS163NXVY9VA0O8KV6NFxFEAswSFQpUJDEDijBH/QeHuslyq9fjCMpVqsF28i/FOWPQ2xNJCvx0vTqNfmc8x4eG9k1kN3CDc36i0cKJ1dtCCOHh3LU9zYxwr6NroXjDJ/5BuMx2q2DKN4gkb7YvSZlv0B8JP0Tx02jPzzllsM7z/2XiiAOP2c2fcikOTN6H0i4+jVHqRET0IiAgjVq8yK7UqgNu+55x50794d3333nde2r7KyEldddRX279+P+fPn65w5qLcu9ZKzIlGsabRp0waXXnqp4flB8JeKUSTCP7K/VQ/F6gS1a0uGaqcnggJgJ1SpG7UF2wpgLFQ7Nif0Xp0AvJK6dQBGQu91exSqTZ4RFKj2go9DtQNj7dD6QZWUPcD0MQXAM1Bt+fjMH3RPqHdzojbuRKhSzEyoksYR8HnYVmmfS+Hv+HAMYgkm4L9306Ffr8e1/qjEMhNqVo00+DKMsHiMa496b9N7ie5dZ4jtMPn2nIJ6dM50P7dClebx1rJ0rVkoAMBJw56DamfJS/pfWLkSj370EYzAyr8J9xcAqpxOw4wp4UjeqPNYbm6uzms3NzfX7xkl0ThR995EEhIMqJODGUReZSNHjgzLMYIQgp07d3pVu5WVlV5Vzc6dO/HCCy/4XcM+cB955JGwVbnVQRRPnjyJH3/8UXiOOlhsglgFugn+aZxEHqJLBNdXJ6g68RD8VWc0pVdHqGqzF6CSHEpeFsKnFiTctUfhIwfPQp8iLBEqQWyvlfHXEgBNoToSPANfCi7W+WExVCJE+5gGMcnj9+RpAK25PgZBVf3SfmgKNFpWqZU7oKZQS4JKAvlx83uXxa3Xs/CRvMNQieAg6NOEsVgFn9qXgr2X7ofPE1f0bRXtpwjsflLSLvr2iPaJfq8pHodPdW0VPaFPH9gZvlR6BVp5+6oqTB00SBcuhU2/mJ2dHWSveqSkpODee+9F+/btceTIESxdulSmQZMAIImeRB1HKF5lbrcbc+fODatfsz6JZsfHP0RpvL4XX3wRP/zwQ9hErTps/viXGgsaI42NRwfoPUHZWGC8hyjNG8tfX93YANWbk0B9sdKxHIbvpT8GwBtQx58E1XuThQIfyboT6ss5Hv4SoIlQbeRYOAX1qBfocQB/A3BSK5sH/bpONOiDkkHRnvwHvnAjHaAS0j0AvmX6BtQwI1nwkVu+H0owT8B/72jYkmKo63WSu7YcKrGh90MifHHqDkNdQ1YSSMkefy+9AXVvFPg8ca+Fz97Sqc3vWu0vDa1yiOnDIZibHT5C+gwzV9E+0XrZ0EtxgyF71EO8P1TpL4uRUMPhHF+4EI988EG1SN7cbjfGjx+Prl27IjMzE6+++ioyMzPRtWtXjB8/Hm63EUWWaBSoTh1yY4G00as+hGKjZ2YrFwl7MECf/khkI1NfbfV4T0nW9isfYu/afIg9N6vL65a382I9Htmx3Aef7Re1lTOzByNQ7d542yr2cMPYk1d0sDZ+dF1o9o1ypg7fRzrEmTLKtWt5e0HW7o5NyWaWQo1o8xTtaZG2JxdGRxt6JdNMFkb3Am9vOITZpwKtHnstW8aufz5Uu7sjXFkirNtX8qns+IPazxnlQw7l+0OPgwB5fMSIsJ+FZu+TupoGjc/73dC8f+uLjZ4kehGAJHrVi2AeYoGIISUV9957r2m9QESNDYXQ0JwwRC8rD/SkwCjFGHu91fy3wRA9Ubqz6fCl+aL5Uadzn2mKMd6pgj14A372hf8l9ISsCCDrITbmZ6/3AGSxNk5hCi74iNAark82LdpgQV+iXLDUSYTfP9ZBg00TxqYdY8dYoe1JPy3XrdF69Ta4F/j158dSyNUr0K43Klss2GNK+I1IHCX3fI5j0T6x9ypda3bvgv3e8CTb06ULIYWFYT0Hjd4ndTHESmNxEKkvRE+qbiXqPHgnBzPbFqthVbp162bYZmpqquVAyXUt9VkkIHKwKIWqWtsEVXVG1aVU5caqdGmoi3CCJRtBpMp8A6qDAVXrlUANbFwCn/rvmFa2BWKV8hH4h+OgQZX/AtUujkU8VFXfOZOxKgB+g+p4wao2+ToEariXp+GzU2PTovWGmkaNvyOHQlXzspgINcSIWQq12VDXA/ClHUvkxkjPfwSxowqgrtdWqGpc/l74UPubqJ3nx5IEdX/egF7tTtW5VA16nfb/k1D3iFXF79HGzmcHgTb+DlDvEarGVQTzqGLO0XG+D+B2qPaK6YK2ReDNGNKgOsiUrVoFdOkCJS8PSEsDiooM2wgVtZkGjU0vmZWV5TVnCSUklkT1QWbGkKjzoE4ObBaL+Ph4jBw50s9LzWqGivLycsM2CSHeFENG8Hg8uPfee7F06dIGlxFD5GDhhi/rxCaoRCITPruqNOi9IYsRvOftTVDtzAKlVMuEf7ozlnBFQ32wRTNl56ASh07MfFjS5RaUEajOE+9DdTiogo802KGSj2imLkvEKrUxNIcaU26iNl5RHwqABfAnbdD6X6Bdw/eRA70nMKCSz1KotoAs+BRqU6GmaEuEL+4dHeMhqGt8J/Tx+pK49pza+XEABmjtFAF4G6qNYRpUItZZMC9oc0mC6uXaAf7x9QAfKS+G6iSRpbWXqc01WTtP15virDYPGnfQDl/6OpboH4a6hg6ojittoRLI9+HL90vB3oM8empjKWDmYLfbsXH/flyzaRPQvz9QUADs2QMkJQlaCB21kQZNlF7S4/HgqaeewtChQ5GTk2P445eSvWnTpsn4fjWFapUtNhJI1W3dQaAMFVRN2LdvX9N9saouNorXV1+PQDZ6BZzay6odntnBxmwTtceqgqlaTzQWMzUhX0bgy1qRz5w7An3WhALo1dXpMI7FVspdy9fj+zWz0TNSI9M9CcZGr5T5zKoy8+Gvxi7Qys9oe3IuOto7Fl7ty4+bqmNZNTm/R/xasJ/ZmIHB7DsdH5+FJB8+e0GzuIM0C4nILEA0FpE5wiBtHOz94jXvKCwkpFMnQux2QtavD/nZZvQ+sZKVh7UpjgQCmasEUiVHejy1Bam6lZCoBVjNUPHdd9+Zqg+sqouteAUHUgPXFRipn9K0z53hn3EhkjHzaH7WTTD2+KUqQdFYAHHcNf4hR+sUQlXlsrtzTis7pH1Ohk/duwdq/lqR56YbwBCo4URKmHJRv4e0eldAXVe+3p+1g++D7kkl/GP6fQBV+kfgUwdPhrp/faD3qC2Hbw152KGPaeeBT6o3Amr4El69TNEBPtXqtzCObVgC8T4tR2j7TiV5hVDXNQ2++zUTqur7Lq1N0X2dqJ2n62LV65zFHqj7msxc6/F4cFFUlKqyLSwEkpOBnj0FV4cHK888qoGIBKyYq5idAyIvYZQwhyR6Eg0KgVICsRCFSKGwGoTUykOWEOINuFwTEAU9pmWJ8MXB48t6wpeiaoT2GdCnGKNhNygiGTNvMPxTqm2HnnjugPryprHsWCTC3warUjBmQCVHOVBVdWz8swStbAZUNSSgrgmb0ot/hRH4iEoSxPHgKIqg2p0VQ13f2YL2/gtVLcn3MVm7biB85IumS+up9eth2rtK+9sT6n5SItIW5injCqAPLULVtMu1fo2CLdMx9dPGkqyNjw/s4YH/PrkReN+NxgzoU6nxKeNoajnexICv15b5HGxaP1FKwGuqqvBQTg6Qlwd06gRs2uSvti0qAj74QNCidVh55nXr1g2JiZH5plq1gzZDKOneJMJAdYsXGwOk6rZuweVyedOW8Qfr4Rkp9UEgNW9qampA1UqkDpH6ycwrki0bpB00+TzvSVtgoPoKV33L7onI45dV69G5GHmCUhWeVY/Y6fB5b1K1Ju2jAP5qX1ZtuQbGakyjFFwFTD9u5jqamszN9TWPKWPXYbr2P20LTJulUFWR7HrRubiZ+Rp5HxcA5EJtT26PjvbeD/yeiK6lXrx0LKy3b1/o1eS8qjWQOjfQmEXqVnZtjO5Rth79zM+Xv8eHDRtGxo4d6/e9F11LAFV1y3vdFhYS0qULIQ6HJZWu2fvE5XKR7t27m37PIhViJRLmKjXtBVxdkKpbCYlagtPpRN++fQNK0SKlPgik5l26dGlQwY979eoV8lhEXql7oKrLOkOVspTC55XKlu3RjuXQq6mo6ioZYtVXJAMkizx+WbVeOVNmhEoAG03OE/jUjt/Cl5aLphija5gMf5UHva4EqpeskZpWdOeVwKfaaw99UN87AXyn/c/iI6jBgvngw1lQpVx0zIBPfdgBPlXlHvg8ppO0+uXwedoajZE6Inys9SPak2Nc2TGtj03wZeigQahHQJVmsutSCVUtngZx+jR23xNh7DHNrit7nl0buscisPUURUGJopim9bPb7ejZsydefvllv+/9Ybsdo/kOOnZUVbes121REdz9+wN5eTgeE4N/ffppWFksioqKcODAAdM6ZhqMYGA1vaSRhDGcdG8SoUESPYkGifbt2we0E4mU+iCQmpeGcrGKXbt2oXv37iGNRaRCSoKeiBD4ZxMg8L2keTUVq9KlZXxfneBT9YaDRIg9fulc+iNwqAAHALPVo+SqEqqKkVd103kdgljtexiqSm8H1LRlRj8VjNKxJQO4USujpHMeVO9VB1MOqOrXHVDVoTQLxECD/oqhEtfD0O89+y2Ig7qGySZjPAT9ehjtSRuurDVUMtcJPrUxq/a9B771pP22hXrfTDYYS1eoatx7oPeYFo05EvcgIQTJNptpWj/6A5H/3s8bNAjzx47Fpk6d9Bc7HCrZ00KsVH7+OY5feimchYXIBXDN2bOY8s9/hpXFoiZDrFi1gx42bFi1pXuTCBLVLl9sBJCq27oHoyCirJqwJtUHZupko6NLly4hq0ZEKqQC+GeFEJWJVLHBqL6CPaKZLAysOtgsq4ORapQvN6pXCtUj08jT0kxNWAS996pRHwRi9aQbquq1UhtHgeCaY9p5uq694VP1TjdYRxpU2AP/IMJHYOwFzK91PkDuN9mTY1wbrMevC2pGDHrPiNS+BfAFWuZV8aXcWIIZ830G62L1UBSF3HbZZYb3IL1HqMkHm/Vh2ahRxGO3q2pYQFXJbt2q/gV85cwh+p6ZZbEwe59YUaeyQd7DhdWoBOwaZWVlNQh1LYv6orqVRC8CkESvbkL0MKKkIiYmplrTAolS/+Tm5gb98vnDH/5AMjMzyejRo8mAAQNIjx49LF/bl3ux9A2iLJwXJn8EIom3a3tyIDra7wVoaPMEkGKD8kBHGXykojf806ex9ohGRwHUDApmtoIEvuwRfDqwwUy/hw2uPaaNhb2WzUbB2hUC/um72LaM7BWN1vqAtidF3J5QwsmPkc36Qcdodh/Sc+x1rE0eO2fR2lNSNwogx7QxFjVtSm5m7NSC/QHy+IgRpCIpyW9d7oPePjURIMOHDyeKopBkm438wW4nv1MUX3gbh4OQr79WHwRff+0jeXa7pe+Z0Q9Qs/dJTYdYqQuZL+pCejVJ9BoRJNGrmxA9jJo3b07WrFlDHnrooWrZF7ZPm81GbDabl2wOGzaM9OrVKyiSFGyKN/YlF0mJXjgkL1BssjMB4ugZpQ4r4crMcp7yn6l0bDH0EiUPzGPFGdUzOvh6tK/pXL9G167hxmKUIoyVjpml+uLnYhS7ju5JhZYCjdZjpYa8hFGUOiyQYwMv0TuIwLEIabzEGQCpVBTi6dRJdXZwOMjDF16o69dqGj4A5PCiRYQ4HORYixYkiRtfPnxOSxmJiURRFGGcP+9+hijRMyNkZu+T2kqDVhsSu7pAMtmxSKLXSCCJXt0G+zB65plnqnVPMjIyTB+2LVu2DCkv7tixY70P0UDBStmXK1U/UYkE0V5aRmW8mipcosePxUx6dLvmdWt0fSlAhkAvUSrUxs17x/KHGyCPQ08cyqASmHyDa1hyNoQZh8g7VHS9qLwIPqmhkWrY7CjQxszvHS9VMzroXPggyvya324g0UsEyAmmvSNMOV2fckGZkRqUkimRipfto6/2l5aVOp2kePVqH5Hq1Ikcef5503vO7PCSq/XriSs31/sdS7bZdOrh//TpoyN5bB+G8+jUiZCOHQkByLHYWHKd3W46PpvNRq655ho/0hTofRJMTvD6jLo0T0n0GhEk0as/qM49sSptC+cYO3YsOXPmjPdhRyWH9P8HBw/2e4kkQk9mKFngyxIhVlOxBCAUW7xAL/wLGbvJQCQxEf42YmNgbidHtPNDoJcCegAyFnoCISJG1ObMTI3MkzYRiaOq5oPaWAKRMtGRD3/SUwD/0CVGB1W1BiJD1MTh/uhob7t073iiJ8oyYYXg8/3yKl5+fuyc8wFyaMsWX4gSgPwSEyPMBMLfU6J7WFEU8tBDD+m+z/QH4vT0dHKidWtCAHKidWvSnyF/oj7622z6OWgkj3TpQuZNnUrsdnvA9affZ1ZCFejZVZckXdWF2pJcGkESvUYESfTqD6pzT2bPnk1sNlvQRCgUskclhyzRA0AevvDCkOPoicrYOHrBqsKMSBs96BijDYieSO07HT4VpihNmEhNy5eVCMrYmG/staXcnEVSM6pOZMtE6djougbqV6R+NVJV8/16YLwOvKrVbE/ZtHQF8CeRtD3RnFmVuBHZ4vsV3R+i+bngS7U2/49/VL/TX3xBKhXFr55ZSjXRPZyammr85WYIJX//BrrPPYA3jh5LVKx8p1gJldVnV0N2gKiNdG9mkESvEUESvfqD6tyTSZMm1QjRC3TcpqmWeNJEJTl8ENlE5n9WTXWf4OVlVRUmOoyM8o2IHjtG9kVKJTa8Zyk9qPTuhMH5vlAleaJzoqOAWaeDTN9GkjWWzIkkXmzbRo4YRvPiy3iHlMoAbZQJ1lNEMqI5Bxkrji98YGerntoiiS/dW1G/BVDvzWuuuYaQwkJyrEUL4XisShJZUmVKirZuFd6/IpJ3ECD9FMX7uaxZM+LKzSWE6FWPVqTkdFzyfVLz3sWBUF+InoyjJyERIViJ3VcTWE+IX3BYPiiwqIyNi9cZaqoxqymgjNCiRQsA4lhsoaRPK4aau7UAamBgEY5ADd572uD8MqgpzqyCaH1tgm8d+kCNGXeeq1ep/aU4r9VLgzh9Vzz848IZjYGPH1gJ/zh/ovy/LNpAzbFrFYNhHE+QB5sCbYfF9hMhzq/cx6BfN9QYgJkALvv1V7j790e7X381jMG3CdbvYdM4c0VFwCh9GGX2/hXNYyshSIMa17DtmTM4eeWVQFGRLsC6lSzYkYp/1xBgJVizTK/mD0n0JCQihJEjR1oieoqiWMrFWxvgAy5/idBJ3sUXX4y8vDykde2qewleC31AZyMSMQjAWoizbhgFTa7U6n4JlRBQAkAATIFKtjpr5w5pZWY75tbGJ8qX2hP+eXIHan8LtPKO8AXxpTtOAHzA9OvU6s7nxkK0skMG1xqtgdF8aPlQ7S8lJ2vhy38cTHsiHIVKbMz2ju33foiDcbP90r2j2TMoiVuwdy+chYXeoMzsvcXWs3oP00DI+fn5yMrKwsMPP4ysrCwUbt2qZrXIy8PxFi387t9EGAcV7wk1SLUbQOtff8WRjz/2Blou+OILfNm0acD1j1QGn4YAK8GaPR4P7r333hoaUT1BtcsXGwGk6rb+oLr3ZNiwYaZqBXpUt9NGuEekYutdn5IijE3GqrkOBOmMUQCx6tBIDZoPcXy8fKgqRiNnDKpmLYVevc2OMViVeIE2Fj4eXZFW9gtT5oYasiSfKTsB8/h9RmFJ6HEa/mpokSqTV91a8RA+xrTX26B9Ub8i9XwgEwL+MOojmHvYbreT1NRUnTMD63V7lAm7YmUefL1SgPydeoQyNn+BzCGozZl8n6iQXrcqpOpWQqKWsGTJEtP0ZYqiICMjw6u6qYuIlJoVAGLy86EUFZmmTzNqV5TOLVAqLFHZUABvQi+BK9L6HQhVnVkkuLYKqmQuTrtWlC/Vikqclfb018bSFuqbifaZADUFWiwzbgI1lRiVEBYDaAF9ejEeNL0bj0rtb3Ooa7gd6poWQFWDsvNKBHCT9j/Nj1slaI/vpzVUaV6yNr80+PZuL1QVKu1XJF1LhCrZYtdrKIAy7XxPGKdKmwyf5LQYam5dvl6ge7iqqgo7d+4EIQRVVVVwu924xOPxjiX1119RxPRB50dTr4nuD7ZeBwAP/O9/wJdfeiWErqSkgJJyKaHSI1BucZlezR+S6ElIRBBOpxM//PADhg8fDkAldjabDTabDYqiYOjQoUhISIDD4UCvXr10D6tAuSprArytkUhNFQw2ALgDYpUZfQkON7meJ3svQiUzvLquACopcUJVH1KVrBPAKm3cdCz3AKDKn28AjNE+O6ESFTrnZK2vMfCRuFAgWgNa1k8buwJgPDO3P2rns7S/Q+Eja3TMZso8RZsDXQeH9leBuoYd4Muduwg+1SHd/xVMW+2hrgXfHiWV+5iyePjUzMUAZmvnWkBVodJ+R2jnqYr3CwBbtP+hzXkE1By5awFM1/6+A98+sXv8Dnwq6EQAOVo5gU/ta3YPG/3osnL/3gHz+0P3o6aiAujXT81726ULZvTvH9AcYty4cUhJSQlQq/EgUG5xp9NZ20OscwiUH1xCQsIi8vPzsXTpUhw9ehSXXnopNm/ejM8//xxHjx5Fu3btsG/fPqxcudJL/DweDwghuPLKK3HNNdegY8eO+OGHH5CTk1Mr4xcZlNOXFC3fBHM7JxECvQTLAYwNUGcUVKJAQUlemvaZfU2fg0oaDsFnj7cFqjRtD9Q5UOJSDuA/zOc0+M85U/s/mDnzEK0BLRsJ/7nNg29udMyduTEnAiiB3saRkjkCVcr1PYBHoZJgnso4tTYKtD7Y/f+JaY/au40AcAHXRhWABQD+oX1WoEoP7FAdOV436He5Nr892hw6a+cOaWWA/l78lrnWDWAIVLJH50bL7VBJI22vECrRXwX/e7hU+/Hl8XjQs2dP7N69GyIEun+t3Beie7hk7lw8P2xYwGunTp1qoYfGh5SUFEyfPr22h1EvUPsiBAmJeg63243x48eja9euyMzMxKuvvorMzEykpaWhsLAQL774IoqLi7Fy5UqdWqiqSlWI7dq1C263G08++STefPNNZGRkeB02alK9a2RQLlJT1SREqmRWKiRyimgL1bOWqto6QZXkfQ+9yrItfHOeDNU5ABDPmUqLjMZoZlAf7NxEHqNFAN7WxpysjVGkvqVkbwFUEmRuuq7WTYKeWA3mxkPJ2R3ctdTL9whX/jiAdRCrktn5JQGI5sbOjqUA6j5VQS/JXS6Ym0MbX7L2+RBUck/JWJrWXjLU/bzF48GM++/H0KFD/UheqPtpBNE+x0yYgE4Bvt92u73WfvhJNCBUt8FgY4B0xqg/qI49CWQcPGzYsKCjubNBT6dMmWJ6bSQPq7HPInmYxdHjjd6NMh/wDhA02HIB/NOj8YGQB8Hn4MAGFIagPZHhPB1jsMGk+bnxOXHZMdMgwTQYMRtoma7LQeZaoxy9/MGX0/lFM2npRGm9SuDvoFEq6NcD4zHy4+D3KR/6YN5urU4BV08UnNooYHKB1s50rU5RkyZeB4tw99PqPr+ekWHZEYONCSffJ3UP0hlDQqIRIC8vDwsXLjQMq0II8aprAyEjIwP5+fkAfGqJf//73/jHP/6BjIyMiI7bCCKDcgrW4aAmcFO3bjop0+/hi7HG21zxDhB7oKrtkuGvtlCg2ood1epdDJ/tVyWADwVjoe3xdl6surNQq2dF8pcIn3SRSlAXwmeHx1sZdWDG9ylTh0o2v9L+VmrlvPMEtWtjUSzoZxT0+/8x1Jh4o7h6f4YvTAvF3QD+y5VRW8E0bYyZUCVtfL9OQVkU1P0rhLonx6FK8ZrCH6L2lsO3D/dBVd8na/1/qLWb6HLhC+08IN7PcMCbQ9zscGBn06bApk042bp1QNtXGRNOIhKQRE9CIgwsW7YsIIlTFCVgfD1CCD799FN07doV48ePh9utV8plZ2dj7FgzS7aGB8eBA0hWFJRGReHBbt2QdO21AKypkmkds2C/7QH8FcBL8JEmNtgvfUmv1fqgfZoF4u0Ja/HjXofqpUqgqoyLtX77wUf2dGvBjC8JqsqUwEdo+gJ4Fz6nCz5wshtAO0G7VjxTRWrHVVAdHlisgUoAWRCoDhnU8WKRNja+30qojhws4uHbx7bwxaPj6yVq/bBg1cOPAvgffCQvDepap2mfk7XzjyK84OAi8OYQhYSoxC0pCafXrg1oDiE9biUiAUn0JCTCwNGjRyNC9ACV7BFCsHDhQkycOFF3rq545dYkNgC4nRBcc/48Nufl4auvvvKes+rxaLTqlCQ9Ap+zAA32C4glO1aCSVuV/L0En93ZOwB6a/UugHF2iyPa+N7Q/qc2a3QsHbR5KdpRDNWD+Lg2V0oW74QvSwf1UjYKYp0APfm5Ez47uUSmj2Pa2KlNXjYzlteh2vztAVAq6LcYxl6B7bV57dHqG/lT0rW4E/4Bk6mnNuB/PxDm+hcRWZIH+HvtssQtuX9/zB8xAkMgvodpuBDpcSsRLhrXm0Oi0ePQoUMAgL/+9a/IysryqkpF4CPki+paSckDIKjUaJTssf1RFXFjhdvtNl1DXl1KiVVn+DsKFMPfE/Q4c41ZyizqPcniMYgdV7pCjRsnih/3PlSSQ0nTlzB3YCiDKsnbrn2m6mue+LDzqoJKvlozZUehki1+/kXcuN/Xyt/nxr0T+rAu7QHcBr208DiAuQBuh4/srQMwgJvXeW18RopJqobeCjXeYSAF5lFtfJlQiSy/NsVQ7wd2TzrDn9DR/Q3WGWPz5s1eRyoRRMQtKysLgwYNarAx4aw8Q6vzegkN1WYp2IggnTHqPlwuF8nIyCAxMTFkzZo1JDY2ltjtdm8kdXaPaF02Qr5R3dzcXEuOFsOHDw86G0Zqaqq3r9mzZxO73R62YXhdPIycMaw6QEwX1KPXigz1RU4DtC5bZtYvfy1v+N9b0K+o3mDBWDzQZ82gZbyziNG1pfB3WGAdULyOCII26fzOaHtyJjra8rp6AHIceieGdK3cA5Bd2rl8wfhcJnNmy9wmcxbNja1n5LTB7zsdn1VnDDYbA//s+IPd7r03Hx8xQv8uoNkxHA5yeNEir/NVVlaWzjGLfS7Vl/dJMM/Q6ri+plBfnDHqJNFbsmQJGT9+PElNTSVNmjQhAMjrr7/uV8/lcpG33nqLjB49mnTv3p00a9aMNG/enPTp04f897//JZWVlX7X5Ofnm35pZ86cGfR4JdGr+6APDRGp4NPmWEmxw3rF0rRJZvXZB1cwhI+Oa9KkScTpdIZMpuryYUT0eG/FRINyo3RbjzAvdhdAhnAvdTdAMpg6PNHgU2bx/Q7h2u8tqMcfRvMQHS6APA49sSnTrhMRSXrka2PjywvgSyd2H3xki6Z4Y+d5O+N1y5Nd6uEs6iMf4pRlNPUavZZPsXeYGctYGKdyM0rtRvulnrW0/IjWV77JOtPr+XoFMPeIpcfw4cO9z3j6XBg9ejQZMGAA+cvdd5MTrVurbXbpopI7QnQp0HTlJqhP75Nw05TVlTRn7HN+9uzZfgRcEr0wkJycTACQuLg47/8iordv3z4CgDRv3pwMGTKEPP7442TChAmkY8eOBAD5wx/+QDwej+4aSvSuuOIKMnPmTL/js88+C3q8kujVbbBSNyNSQcObbNq0KeCDnR70l6bNZvMrM/r1mZeXRwYMGBAU2aMPm4Yu0RORCpYslEIfooMlTfcxL2kRCXsE/uSoCOakqQh6UlbKlD+nlbPXurV+y5l+2fbo53JuHkbkpVCrV8KUeQDyGHyk1CiMCk9ajUKxsORPtCeikDeLoUrqRJJNApXUGe3TIEAYroWuKx2LSFrJrgH72c30w+cuPqmNxSifMT0oISzgrjUienwYonvuuYeMHTuWKIpCkm028ge73fsMeHzECOJhSd3WrUGTPEL83yeBSEhtwaqWw2i84V4fCViVKEqiFwY2btxICgoKCCGEzJkzhxgRveLiYpKdnU1+++03Xflvv/1Grr76agKA5OTk6M5Ropeenh6x8UqiV7fBkiSjFxhNaB4uaUlNTTVVvxBi7UHGHrNnzw76mlCO7t27V2v7gYgeryakh4iIidSJBfCX3LBqvMXwqQNpGX1hU0mfByDb4SMTlOxNZ66l6sNAKlQ6zkcRWELlAciXJvVKAvQhIo7lXN/8GtL1Eqkojb4ndA0D9W22Tyzp5MfH7kkp1xY/djbuII0rSMdnpOKlfw+YrDVV7dOYhSKSF0xMRUr2vOSOHkGQPEJ875MzZ87oSIjNZvM+G1jpYm3Byo9Su91OZs+eXS3XRwJWJYr1hejVSWeMm266CcnJyQHrJSQk4M9//jOaNWumK2/WrBmmTJkCQDWQlWjcsOIZSwjBzp07w+5r165dmDJlCp588klDb7kuXbpg3Lhxltv8+eefg74mWHTr1g0rVqwIXFEDzeELAN27d49IBo9iiL1Vl8M83hsbM4+vV661UQjgSQBPQQ1R0heqNyRNL0Y9SF8AMBG+ECeJUOO/fQjVIYJ6r1ZqZYlQ05Xxs2fTkK2Cz5tXVI/OfSiAV7W2+Xp/AsDvPvU0pXH0Jmt90r5Ha30f0urza2OH6owQTLw4GsOP9jFb63s20zcLdp/KmXHQcf8TwF/gc0qh49oE1duWXsODQA1TQ/fJAeAU1NRw5fDl4mVBP5dDzX9bxZVTtNPKqrT2eAQTUxFQny3Pr1iB0mef1Te0ZAmQlGQwQ2NMnTrVG7uzqqrKm0oRAFasWIHLL7/cLzxTTcLK89Zms+HoUXG25nCvDxdWYqPyznJ1HXWS6EUCNLGxwyF23C8tLUV2djaeeeYZvPbaa8jNza3J4UnUIKx4xlrxnLUCm82GpUuX+pXz3mNTp05Fx44dLbVZUlICAHjsscciMkYRfvrpJ9x0002W6xNC0KtXLwwfPhwHDhwwfCgGg8Hwj1NHgwqL4r0Nhprs3ixmXjx8sdOKAWRBjaFGAyv3hC/OWV+onq87AEyFj0QkQA2oy3qv/gKVTGwyGB8lPe8AuBX+OWJZHAHwN21MD0ENEcKv5kqoJJXvwwk1fl5fqCnPKAGrhEpUigFcB18qOBaJUL1T02A9lMhRqGnH6PxeBzAHvpy2/LjZuHxttb9sGrO+UEPcUPIHAFdB3ZNiALFcewQqaU7Q5tePua4t1H1qGWAOvwE4AX9vbAoahuZaqPcC79Ft1bOaXdNrALR44AF9R6NGAUWinTHH4sWLTb9v+/fvx6hRvG94zcHq89YoEHS414cLK7FRjZ7zdRVG4YvqPRYtWgQAuOWWW4TnN27ciI0bN3o/K4qCe++9F6+88oqfhJBHRUUFKioqvJ9Pnz4NQA0Bwf6Sov/X5q8rCWDYsGGYM2cOCCGIjlYza9K/kYbT6URZWZlu76dOnYrFixfDZrPBZrPB4/Fgzpw5SElJwcmTJwO22bZtW7jdbqxevRrNmzf35siNNM6cORPUuuzduxc//vgjoqKiwuqX9nkiOhqDoIb0SAFAZfEuqCTiJwDjAczXzr+tnbcBWAaV3Ii+aZVQsyyIZrYZakaHfVAlPdEAboJKXkqgEjQHVAJGtLFUAmjFjO8sVKLigio1nAw1FAglQ9nMtSK5ZyxUSd4pbRwvan2cBPA8gKfhCxKcB2AMgDeZPuK4tarSxrFZm08UfNI/Hh6DtTH6ntB5ntT6VaCGl6mEXpr4JIAMqPv0CVRSTtf6BNTAyewe/6TNqw3UbBxnoJJyQF3fqQD+AXUvWgJ4grn29wA+0sb2ELMOorWuhEoS6bXnIH4JlmpzvB3ACqikbTDUewJQ75V0rV92/c9q5fReAoBedHxVVXB37qxK8saPBwoKgIEDgfXrgQSjsN5qSKicnByUl5fj+uuvR0xMTMAfVmvXrsXBgwctacZo+8eOHcMFF1yAoUOHWrrOCOzz1giKomD48OHCd2O414eLsrIyNGvWzLRt0XO+phFMnwqJxE/xasTcuXMxbdo0vP7667j//vstXTN//nxMmDABN954Iz755BPduWPHjuE///kP7rzzTnTt2hUejwe7du3Ck08+iW3btuGuu+7C6tWrTdvPzMzErFmz/MqXLVuGmJgYy3OTkJCQkJCQkAgWZ8+exciRI3Hq1CnExvKybz0aHNF77733cNddd6Fjx4746quv0KFDB0v9nD17Fr169cKBAwewc+dO9OrVy7CuSKKXlJSEsrIy3YK73W5s3LgRN998s1eVLFE7oJK1nJwcvPbaaxg/fjzOnj0Lj8eDK664Aj/88ENE1LeKouD7779HcnIyCgoKcOWVV0ZErakoCq644grs3r07JIleixYt8Ouvv4Y9jupAdHQ0Fi1ahDFjxqDNuXNeiR4FlRS5oUp2XoAqvSFQpVdzoUp4Dmv1WKunowAqoNp7DdfK9kGVhg2AKjGjSABwCVSJUoL215pyXe1nBlQVK6AG+F0JvVRJZMMG+CRtzwL4P20eA6FKj26CKlECfHNmpWV8m6cANINP/fgagAnwSdrYuiXa5wsADNPmC6hzvzw6GqO1PTl37pxuvAkAPoM4gPFxADfAJ/lKgCqhTYS6/h8zZeweF0JVkZZATUv3JFTp271Q9/hjbS0cUKWZDgCvtm2LWefOofvZs16JHgWBmq2DHWMlxNI7fl3c2jzaAXjtppvw4J/+BPesWXAePox86KXKrG0hmM+0HpW8ugHcAiDl7rvx6quvqu+DkhLgttuA4mJgxQrg5pt145o8ebJOTct+T/g94WGz2TBu3Dg8//zzhnX49lkoioL09HTMmzfPtB8jGGkyPB4P0tPT8cILL5i+E8O9PhxYeW7T53zHjh1r7R1/+vRpxMXFWSJ6ddLrloWZ1y2P999/nzRt2pQkJiaS3NzcoPvKysoiAMi//vWvoK6TXrf1Bz///DNZs2YNmTx5stczNlIerXx8JyveY9XtSVsfDurheaHmdUvg8+aknpeiMCKD4fNsZOPCHYTeI7NUO88H+xUFCqbekmZx6kSHy+BaD0DmwT/cCXsUMuNzQ/WEZb05B2lzNQrXQsPOlDN9ioIP07/rofd0dTPrSNfhjEl4lUChTwZz9RMF7dN9Yr1u2XlP19qhezI/KYm4FYUUNW1KBgPkKe17E2iti7g+jA56LRuSZ/k11xD32rWEOByEdOpEjsXECNffo/VxkCunRyn0gbK7d+/ueycUFhKyfr3fc0r0TDILecMfNpvN1Cu1pkKYsCFgzCIRVNf1oaKhed02GKL33nvvkaZNm5KEhATy888/h9TXK6+8QgCQOXPmBHWdJHr1B0Z7YvbFtnrwoQ2sBDl2Op2kR48elvuIi4sLa4x18aAvsAPR0X4hOYyCCmcw1/PkQRQbr1ArYwMm0yDH/PUsqTIjaPzhghpfjo/V11vrX3RNEdOvUeBnozXg67EEzIjYUIIcaB0OGJAKsz7Ycp7sGe1TIvSx6/KZclq3qEkTUrx6NSlq0sR0j+la83Pj90R0uLVrdW06HIS8+643LIqnY0fhtQWCMbMHH3gbABk2bJjpc0r0IzEYoheIpNWFECZ1GQ0tjl5QXrdLly5Fdna2qRGgy+VCdnY2li1bFkzTYeH999/H3XffjTZt2uCzzz7DhRdeGFI727ZtAwB07tw5gqOTqA/Izs5G165dw2pj5cqVmDhxovf7YdV7bMSIERg9enRATy9ANRSm4UzsdrufV7mVNuoqEiHOLTsZ6puHRTaA3tr/rOcsvXYH9B6ZiVA9MllV3lHoPWfp9VfBp/rkPTP5cbBwQFWB0h05DGAaVG/QeKgG/vz1VVA9Xztp9d6GPswMm3e3kruWhiiha/U+1DyvBGIVMaCqdk9Ar250AOjP9FMA1RlFhKHaXwL/tTkC3/yGwh+ifSrW+qYhYJIB3AP9njxzyy1IvPtu9HW5dF7Z4+Bb62Koa0XX+jDU9XEAuFGrY/TWoo4kbaHeN9crCqpsNqCyEvjuO2DTJqBTJyilpX7X0vHTuYwQ9MN6HlNctHIlSt5+G0Js24ar1q0L67vM59TlUdshTOo6nE4n5s+fj9zcXGRmZmLChAmYNWsWcnNzMX/+/PpnimWVPW7bto3YbDbyf//3fwHrTps2jdhsNvLNN99Ybd4QgSR669evJ02bNiXx8fFk//79AdvbtWuXX7YMQghZvXo1sdlspHXr1uSXX34JaoxSold/YLYnAwYMCPhLOdDBivWDUY8Ek/lCURTyySefeAM8K4pCHA6HLkNHfTrMMmPwmSfYlGVs2jE+U4HoesJcFyiv7XPQS9sCZVfgJX9u6IMy3wd9UGZW1VegnWeDMvPjYzNhsKrXfPgHJLaaUcIF/6DE+dp4zFS3q5jr+IDJpdp5o7022ideskfbTuvaVfcdEknN2AwmVP1dAFWqSFXz9wnmyl5/HzMWp9NJnvvTnwiZNUt9MBQWEtKpk6k0jx+bWRYXus+VNhshX3+tfwh9/TUhDgfxwKee5r8noqw+NpvNGzjZSi5YKdGLDOqLRM8y0ZswYQJp0aKFpUZPnz5NYmNjyYQJE6w2r8OCBQtIeno6SU9PJ7169SIASL9+/bxlCxYsIISoKdCaNm1KAFVtJkppxhPEG264gSQmJpJ77rmHPProo+SRRx4h/fv3JwBI06ZNybvvvhv0eCXRqz8w25NRo0ZFhLiwahOrth779++33L7dbifdunWLyFjrwmH0AmNJGkvqROVGBAJQ88WyL+fH4Z9rdQj0uVjpCzof4hyqVo8j8E/LlQ9/VV8pVGJCCZ2Rytit1SsQtJeO4HPEFnOfj2p/edVtb6gERaR+pUSqQFBOCRCfeUN08HvyJy2VZaB6fbm+WBIqUg+L5s+OWUdwCgsJiY9X63OqWzY/L6t2L4A+3y8/Hvb+rVQUsqpfPzJ79mxSvHq1qi4GiMfhIH1g/j1RFIVs3rw5JBu2upBmrCGgwRG9Sy65hNx5552WB/HHP/6RdOvWzXJ9Funp6aY3IE1f9tlnnwV8eNxwww26thcsWEAGDRpEkpKSSHR0NGnatCnp0qULGTduHNm3b19I45VEr/7AbE9mz54dEecI9kVh1dYjIyMj7H7r62FE9FgJV2/uGvqypGmqjFJSGaUn46U7rJPGdO1vPtSXNltG6/DtEYODl8AVcmMUzcNMIsemCCtgyh8FyJkA4zHKi8sfpQC5kNmTQGtNJYnsevHOF6I0a+whktSJ9jNQvUBp1vg1EI1ZR3BmzVLrOhx+RI9Nh0fXpQD6tHLseNg+eCeSf7OfHQ5Cvv7a70ci+z3hHb9CgdUfoRLGaHBEr1mzZuTxxx+3PIjHH3+cxMTEWK5fnyGJXvWgOpJ2m+1JpLxvnU4nmTRpkuFc+F/eNZHHti4fZkbm0+FP8liSZCZl4h0Hnob+RV8KVZLHG/QnQiyhug++XLqia60cBcz4eIleb/jn6uWPfO76Au68Fe/SMYLr+Dp3anvSLzo6oPRUJAHly0WkTXQ9rwpmr7NSj61jRMhd2t6JxgxwjhKFhYS0a+drp1MnQt5+m3jsdm/ZccH9IRpPKTcXXj1Px/b0HXd4n1Xsj8TY2FiyZs0aEhMTY0k9a+VZaOVHqIQxGhzRi46ODoroPfHEE5LoSaIXEqrzARRoTyLhfRusbUsw9nn18QhE1p4KwpsQEKtpWWJWCpCx0JO8p6BXo9HyMfD30mRJgOiFzZYdg//L2ug4zFzPhkMpgE89bGYHSLTzicya8mrMQF7C1OvWqB+6ZhXanpzVPKFZqepirQ1WJfscfJ7Fp6EnYYXaeSskz4jU9Ya/ClS07zzhEs3/EcG1tM3pAJk/bpwv7AlP9GJjCdm6VSfdc0N8z1ghsvz9kwF/lSn9kTh58mSyZs2akKNKGKG2Qpg0BDQ4ote5c+egVbcpKSmW69dnSKIXWVSnSiHQnrAkM1TCF6xti5UwLPX1sKJ+rQiC6FFVmEhdVwixFOcw9OrXI/CXfIlUsqI+2DI6N7egPVGZyMmCqpFdUAmUUXts+UZmTUXteQyudwmu54nhUXpO2xNXdLQuXMpipn0r4y5k+p1ucT95gsT2wTvguLg+qAq11GAN6JhF6nnaR6WiqETO4SDkvvvU6202f1Lcvr1fHwcBkgSQXr16ka5du3rn0klRhE4kIkeh3ymK8IeifJ/UPdQXomfZf7tv3774+OOPUVZWFrDu8ePH8dFHH+Haa6+12ryEBAAgLy8PCxcuBCFEeJ4QgoULFyI/P79a+mfd6v/+979j9OjRGDBgAEaPHo2srCzk5eUhIyMDiiIOYKEoSsDQBjzi4uJQWVkZqSnUKXwINXyFE8BW+EKi9NY+O+EfNsQMe6BmUaAhNhK1shKoGTH4oAcK1HAbJQDegJpP9Rz8w48MhRrWg8Uo+EKXbABwB/ShX96Amn3BIWiPllVCDQNCMybEc/UUqFk7jgL4D9TwJ6L2FK28DMBL8K1pojaea7W/CnPw1x+FmlXkAW3cTq3No9r1h6BmyRBdO0/rK4cbd5lWVmUw7g7w7fGH8IdoXSmKtfI7oGbKOKK1tRzifT8GdQ2Pav2K5tEBapibD6HeR52hMrEx2rWVAOyEAKWlwAUXAJMmAW3aAIIwSYrd7tfHM927owjA999////svXt4VdWZP/7ZO4kQboqKICYB4t3ijBqRItqiVImlQi+jXASicukgVgtFrG20QbRWa9sv7dCLIi1a8dZpqW2pjjeoYK2dzkznRx1RwjkkIVwUwQsoOclZvz/Wfs9597vX2nufkwRIOO/zrCc5a6+97nuvz36vaGhoQFFREQCgz5ln4vdX+53ODPL6nYKOokF75E9Kocff/26YrUNLiUQCd911F77yla/grrvu6rR3cIE6geKix+eff145jqOqq6vVRx99ZC338ccfqyuuuEK5rqteeOGFuNV3aSpw9DqOOtvsvyPWhLh+QNa1AXH/8hEtT5o0KRZ3LMyylIvRDrd0E+NctCDoImV+jqJbkygsKTgjMiXhj7QhOSlJRLtcMfUjStRK+ltRkTZaAPVtROvYkej1bZE3W9Rvs7olMai0Ah4Fv7hTcvT4XEvx9z0R/U4hKy5tT4pa9wS0CDVKfE3ib1N9vj1QXKzUT39q5OZlEtPV4/Mrn0XellxPkzW5yfXKoTpPCrp8dup2HL2xY8di0qRJePbZZ3HeeedhxYoVSCQSSKVSSKVSSCaTeOihh3Duuefi2WefxeTJk3HppZdGV1ygAjHqSo48JVfPxuULoy1btuCJJ56ILFcN4GlkuVicyrz8p71yhxNVQ3ORdiDLsXgAWU7GDgB35VgncXrIee4r0I52bQ5xU971V6A5OgrZuLELoDlZQ6DnkfK4Y14530TXQnPAlOW6gnbCey20A1/bjqX+3IZsTFpbuWIAX/XqbUVwTglZONBcNuIUUb0VAG70+p0C0AjN1XoFWe4WxF+6l+b6RAB72bWvx+j3/Wjf3nQcB5dff71x3bdCO3keCmA19ByF9eUE6DUx7aMyAO/37QsUF2uHyf/6r0ZuXoa8uNPv3HZbpp4N8D+L9HySA+gHWP92Qu8NwO/k202ngWdNPNCDT/PmzctIWdra2pBKpdDW1paRrsybN+9Qd7FAEZST6+2f//znmDx5Mt544w3Mnj0bp5xyCnr27ImePXvi5JNPxpw5c/DGG29g8uTJeOihhzqrzwXqxhQ3msTAgaaQ6geH+ItPKYV0Op35P9cXX9wIMiaRJeA/RBq8cocTUb/LAewR1/Z4+VJkF4eaoEWrnEqgRXmSTOJceGXXAyhi11q9vDGIBnvPQoMpEtFyakUWbP03q0NGk+D9sf0GsmLZPQC+4dVTDA24TPUpABMBPIgseCCR7pPIikHlAUBtvxvRp6Mt/TbNA83/bkNfc6GtW7fiosmTMUPkTwEwNWZfaE0IQpn20YcrVgD/9m/BDhQVBfO8/Kd378Y0x8kAb0CPV4K8MQC+DA18m9h12l//6Tj47oQJcBYvBu64w9zeQaRDrUpToI6hnIBez549sWrVKrz44ouYMmUKhgwZgh49eqBHjx4YMmQIpk6dihdffBGPPvooevbs2Vl9LlA3pqlTp8YCetdcc81B6pGftmzZgqYHH8RJlhffSUqh6cEHY7/43nzzzVjlJPdhLfzhsWTosDhUDTu3qgwdwx2kfjdCc1I4neDljw+539bHMmhdLU6tAOTOCdP/a4UOX3US++1Ac8v4fFdAh++SdBw0oKJQW5wohJqCDqlWAc15klzHsLBckpIA+nrtLoLmBA0QZQjk1UGHRAP8nKIirz+LoMd4EoK0C5q7CAA3wMwdM3HwiOPIieaB5pUo1/2llMJRL7yA+scfxyoR9u8xAJInHtYX4rRSPx4R5QbfeKPWzRP1EfcuQG1tOOYf/8AvlcpwquG1MRzBsG+Anv9RCO4vpRS2DBiA1G20AoeWVq1aFUvC8uijjx6kHhUoL+o0AfIRRAUdvY6lQ2l1G0Wrpk+PZSW4avr0WPXlGnbNpOsTpUtmSnGtHTtC7y9MP60FUKMtOnq2PpbB7yz4Z/DriCUQ1Dkztct/N0DrZ6XEmKN0H6ch61ZEpm3I+mfj5cjBscmPGk+N8Dv7pVBdFOYrzDGyaRwNgGpF1uI0bE0oBNoppaU+fUBTW0+E9MXUn3z2l8kRstTRo3kN05vk4c6kjt4TI0f6xpEC1NKIsclk0tHLVbfW9o47FOdJHI8AJr+hRwp1Ox29AhXoYNGyZcswa9YsOI6DoqIilJSUoKioKGPRumzZskPWt9ddN5YI9fWQr2BuvRbHip2TSdTErUPj0sESBYdZ15JY7z9y6GMZtGh1iFdmK7Q+FK+72PstOTqcpDjX9ereCv+Ym6AtQ01UBs05s4mfBwNYAj0HS7xy8Mb0JoAo5YOBXrkG1t4SL78IZhGv8vKLWP20puXQXMH/9vJtFs98bp4FcHxIH3cBWBM6imx/ipD//iKxL3HMpkBzg/lT1go9Xx9b6tiG7JqNAPBqjx44GcCe/v1Rsn49rv7GN3zl34bem1ausEGUOx2ag8r3zDOwP5+m/aUOI3Foe1VpCpa6hweFvQsLVKBDQuTi5LbbbsOjjz6KnTt3YtCgQZg6dWpObks6g3qccgrGui5eSKczAGQ6tPiHRKhjXRezTjklcG8qlcro97muC9d1c3arYhI1PYLcxbYkmlwLWMfB66yGPpRNbZRBi55MgGgcsiKzHciCHUCLHgfB/hJqgj6U72J9XAYt6qLrt0PrXAFZw4SToF2akFiSwA+RCQSeBA3yxnj1xhkvvL4kEQRd1MYQry8ETLdD68idiywgVfCDKxJ1FnvlagHc47U7BMAkQ5+ISKTqAPg+NPD5PYBjkV3T4d51rk8mieaHPgDkHNLvEyL6w2kCgIdFX/hcnwi9X7hxDp9rsD4/Br0Xylg+oOdrsFfvQPjH50KvcYXXzuC2NqCyEv1/8AP0f+GFwNgGeX22HpIGUe5j0G56joP/eQh7RkxE4tDa2tpY5ROJROZdOXDgQFxzzTUd8q6cOnUq7ojQFTSp0pjedel0GnfccUfmY72kxLb7CtTh1PkMxu5PBdFt16H2rgmFKwsTodocJrc36obJHcRm0XZ76pTjoDL5inl79OihAH/UBNnvBkDdHyG6TSDoPqURwZiiphBiJHZrRrQblgSyorS4450Gf3QFLkaWbj7IWS85D74PWfEt9Y9clzR61/kcSFGvzY3IDkC9a5gHcnpMol/b/SaHyZT/MBufzYWLqb6wvpDjZ+lYWc41rbHcr+RyhvafFJPzWMPN3vWZM2fqyBe//a12owKo3V/9qrrdq0vuk1CXLQMGKHX//b4Qay2A+lxRkSoqKspLVM3FoWGRMQ6G65N8VGmOlDi6XUV0WwB6HUAFoNd1qCPWZPLkycpxnED4qVEhL7H2xrMtgzkEFAdqPJZmLsk0jjCASW1IkCP16Eg3KarfjRag5ysj+thoaVeOhQ7eEcjqqZkOa95HHm4rAbNOVzPMYbnC9BEJLBAwibOeHNhE6fQpZP3rmfTqKPzXCGhdvdA+MqCnoIFSjdfHX8EO6iQgsgEkviYyBB3lyz1H+8m0xklkw8glRP54sSZv9+ihrh41Sk2prFQpx9H5xcXqoTlzMj48TW002eZ98GDt846FRWt1XXXfv/yLWrpwoTpQXp4ZxxDXVa7rRj6TRUVFqq6uLjLW7cEAVLmCyTjvulyjBx2uVAB6RxAVgF7XofasCXeUbOOELZoyxVh3XV1du4BeLaJDidnCTEUByCiOngnscSOBJIIgjzgYptBVst9hIdDkwc1TwtIuL8Od/fI+m8KTUSitWvgV/0nJfzMrGza2KOOTETmuZ9gcSCAVFgKN/r5uuC7LSo7eYvj3YWtIG6b6TL9Njp4bATWpvNwI8lqg95qcC75OnKPK92XdFVdoJ8Te9aXsvhZAXTVkiPrXf/1XVVJSYtxHtD+s47r/fqUqKvxjv/9+pSor9f+VlWrr+vVqyZIlavr06ZHPpeM4atKkSb53Ril7TkzXOxtQxY2J29lO7w8nKgC9I4gKQK/rUHvWhL5qw0SoqrJSB0IXdNZZZ0W+3KMAWUdz9HIVBZsOQAU/4JJ12oLRx+HoUbmkoU1+kPfo0cM4FlsUDPrdDB1JgR/4NyEcWHGrT9vYRsDOyWpENipD3PUMmwOqMxDVARqYRFkf2xKB7488jh4BUjm2Vm8O34mobwf8+8sEtLeJCBRyXvgcJCLGxkHe8OHD1cyZM9VFRx1l3AsEtI8//ng1xHUD+8gURSQTHURExlAVFT7OnoL5nRDFiTNFyyk1PCeHI6A6kix1uwrQK1jdFqhAMYgch56kVMB33Z+R9bmGLVuAMWOAxkbfva+//nq72m8CcAHC/ehdgPgGGWUI+uDj4zA5CjZZ/DZBRyQw9WcMtAViVL8v8er6jGivDMBr0AYI0tHwDi//NQD/dOBApr6t0AYcf4b2VbYVQYODEi9/EYDfIutjrgTakW0VzBatdK9tbK9BOyneAK3AL1X130Z23gHzvLwG/3rCu2aaA6KBCPooBBtD7vFaslE8voHs3GwA8E+GsqdDG1iE0cfQVrJjoMcm+/SLqir8i7DulNbkiv1P95da2pvi/a0GsHHjRjz00ENY39IC6cp8HvQ6AkDPd97JGFnRGjdCx0bm7TYCmHX22UBlZdAg47HHgKee8uc98ghQXu7LivIscOaZZ1pG5ielVOj1QxFFqCs4vT/iqPNxZ/enAkev61C+a0LiiDBF/XJANfbooVpdV21fscJ3bxy9nDgprqg1KuVjYGFqO2ngqsTlBlI54lTsKy313UtiwhTMXDnyJbcSfrEeF782WO6lfBqfSdzaaMjjhgQIudfW50bRrk1MSFwmaawg+2LKM4lumw15NhHvdmT96O0rLbW2Hac+05jHh5Sz7aMwwxzTXFO5qDU2zXVYuy2AugJQc+fO1Xp5niFHJlVUBEW4Fi6/UnZxqEm8a+LoRYluc+Ho8b4sWbIkb5FvQUfv4NAhF91ecskl6rLLLlMrVqxQqVSqM5o4rKgA9LoO5bsmXBwR5gC1wnHUeNf1KSrHEWXkkqKMJ3IBe7ZxkF6UCahJMa9UUrf1x9ZvOsA2eWJCOmjL4DcqaAHUTAjFeq/cNGQBJ4lVE6wciQ6lGI6Pf6Lon834gYMDmzibG15wPTQSD4fNC58DeOX5/TNZ/VJEbDPG4OVnG+7jKQmoa8WabA8pb2pjIrLizSSyBi0cbFFfpI6eTYUgzBhDAept1w2Ic5MIGsmY1mQE7M8E5dEzUVRUpJYuXJjVvxs0SKkNG/wAr6JC5zEdPRvYM5HJkboJ6EWlOICqMyx3C1a3nU+HHOg5jqMcx1Gu66qKigr1wx/+sDOaOWyoAPS6DrWXo5cLkKIXWi730ovWdr2jOHq5pDJA7Ta0ZdMdk/2phebimPo9HlB3sCgM/ICfCDMIkOBvIutfAlnrS+5i5F0Egd67McZi4mQpZHXTNlvKSQAhAQ5FT7C5C1Ew6xBSfb+HHaztBtQHhvwUsjqINhBL49vE1sQ0L7bE+zgNfqtsbv3K9SHlekqrW9JVtM1XZtzFxeoi1/X1d4/XbgrB/v3EsCa0Z8lgxvQ8lAOqhUAdAbiGhiDQo/w8wB5x9DjwlECvDFAzBw9uN6DqDFB2MNy+HA50RAO9tWvXqhdffFH98Ic/VF/60pfUiSee2BnNHDZUAHodRx0lPrBRvmuSr3sUx3HU2rVrY5dfsGCB1SovjKvWmWCPrEul2LIMOswXAYQ1hv7Uwi/Sk/1Ow291axNlmnzImUAY+ap7DnYxZgvLX4lgSLXXxD0JRFvsmu6VxjHjWbvPwW/Za5oXG4Di62ECPJT/Pvw+5Kg9Emvz8bwixsFDoCUs7ZgSB7FS5MmtlBtEHq0ntxzn1scknufzxcdmE1WnvbJy/3K1AL4XZLsS7DmOo5ZWV2uRLbOk/fGVV6pW11UtgwdrkFdcrP30KZUFezzPI3rfzZgxQ40dO1bNmDFDLVmyRC1YsEBdAb8oudTwnLS6rlpaXZ03oGqvmDXqfR3XUrer0hEN9I40KgC99tPB+gLsCKvbXEAS6chUVVXFLrtgwYJAOxLklUXkd2Tilpac48LdTaQQ5MRshva9xg9jOmi5npZ0ryJFcxMNeQp2cWKjV3+r5Trvs3SOmxB9JtDALWxtKeGV28PyksiK/WhediPI3TJx/uQc0HrIOeXleP5ir9297HqLdz/nBu5FULy5X4hu4/jwk34CabwJZEW398HvPJvPa4N3Xe7rZst8xfEHSGssOdJynvcY8k2ub+hdlHr6abVoyhTf+2q866pyaBdLqaef9r88Ghp8II+7ajIBK5N1/ykGzneLxznMF1Dl6wrlSOHYRVEB6B1BVAB67aeDpdPREX706OUWx8CC3AjccMMNkeVLSkqsbljyjU7RkWCPH4A82Ls8EHl/apHlmlBZriOWRhZUEKciIQ7tBIJiVRMYUpY2bGkX/Jy6BmhAQpEjOGhaGlHfNmTBzDT4IzNwH3wJ0Ybk6DWz+3j9BIooQkSroYwS91K0jYS4xjlh5O6F9hgBKgLf+0tLVQOCQI+4YTxPRrcwcaDjuJQxcapp/8v52hWxD0gfUoqRRwHqQ1aW9AVb2e/fw/8MXAAdPaMj3ldxPxr53GwS4HtX37456f2ZKF9XKEeKDl4UdXug19bWFsh75ZVX1De+8Q115513qsbGxnyr7nJUAHrto4NppdURa0JfzyNHjoxt9RbnyzmqrlyMJzob7PHDVHI9eH8I0DQb7k1D68ztN4gJCSBxkJJEdBizfJ34NiArYiRw2gyzQ2JTfVIsmkTQwW7C0AaFcjO1YXPUTPfagKcJBCZgji7CQR59SHC9yf2lpT6R7nz4dR9lHyl0mwmohO0Z096SHzU2HT3bmhCQpjWh+Zf32qyHbeLc3V/9arveV7mqgWQ+nJgT6119+6qW+vq832FE+XD0jiSr2ijqKkAvLz968+fPR69evbB3795M3q9+9StcfPHFuOeee/Ctb30L5513HpqacgmzXqAjlVatWgXXDd+KFOT7cKBhw4ahtrYWq1atiixLAb+nTp0a6VtKKRV6/RnY/eQ1IX7A9Hzpr0CoHzJTfzZC+6w7EcBeUcaB9gHX7P1+BtonHwA0AFgPv781BaDV+2sj6Z/N5kNO5rvQvuoaADzL+vxujPpakfXV999eHUO8OjmVGNooQ9DPH7XRBOApaJ9wKVauEXoOTL762gAUGfKnArha5F2N7H7a6PXrZABLAdDOVqzdbdBrso/V0QrgVdfFWNdFvTeeLyLrD9Hke7EEwGOsTJn3W86D9KP3DPRek/U5MM9Dsfc/rclQ6LmR95r2DOU9CWAEtA/BEgBpx8EjMfzShb2v4rzviIqKinD1ggV4efZsX/6AZ55BSWVlrDrCKM57id5hRF3tfV2g4LsoFr300ku49NJLccwxx2Ty7rjjDhx99NF4+OGHcd9992HPnj24//77O6qfBerGtHPnzlgvjoPt+DOKKisrM05PTUTOT4cNG5Yp25VpBIBlIm+Zl2+jJmjHs00ABljK0OyRS9mtAC4CcByAwd7vJICTAIzz/jZCgx9OrRH9D6OTvD7WQYOJMV4bJkfEkopZX9q8e7d6dco2tiLrbNlWjigNPScEglLQc0Xz1IogcCmy5K/y6uHEwRatEzlwfomNjagVel2ov9Sfof364eL+/fHYlVfi44EDMRTAcK9MGbKgEew+k5NouZ6PQO+tau93tff7EVFOGcZL8wDoNamDXs8yxKdW6P1HIC8F4PrTTsNXH3sM45Sy1lUG4ArA975KJBK466678JWvfAW///3vre8MSa7rotfu3bj2hRf8F6ZP9zlll8Tbu+uuu5BIJIzlcnmHEXXV9/URTfmwDI899lh10003ZX5v2bJFOY6j6urqMnkTJkxQp59+ej7VdzkqiG7bRwczNmJHr0kuSslvvPFGbHHN4Zbi+iGLulemtBBJJREU15ExA4mmub4V6XTFMRaISiQaJRFhmB6gTKTfB4SHUGuAXzdNind5X/jvhDfGlNe/OxAtliZdNN6XJMLjFNO4+ZqkDP3kom0uGuV95PMg49Da3NaEiavz1dEjsXSUzqapP7yuEdAiybj6squmTze+H3IR2w5xXfVu//66D2eeqdfkzDN1vwzuWvIxksj1njhxu7tLLNso6iqi27yAXo8ePdRtt92W+f3zn/9cua6r/vKXv2Tyvv71r6vevXvnU32XowLQax8dCh29u+++u0NduMSxeluyZEleLloOdbJZIkZZKMoy8qDNWGkyUBHl/NlkZZwrKDMlbjFaE9JnUyKQSQYTm0W+TAkEHTpHpSbWRg3iWd3WwBwjVrZNYI/PLV8T3n6csSRD8pKWevhcmqxfaxDca2ExhZXl3jjJZMk7G+F70JT/6lNP5WWpb2pHVVaqlkRCr0kiYfXN1x4jibiWu6Y4vJ31vj7cqVsDvWHDhqkvfvGLmd+TJk1S/fr1U62trZm8G264QR177LH5VN/lqAD02k8Hw4qrpaVFzZ07V61evVr16dPnoLsEuPHGG9VnPbcJthd7RxhUdLTRRi2y/s9sSvQmn2PyXgl8yNcZBxUmLokcWyv8hgTUhslAwcb1MiW6X/p7k8BB1kkGFdxQwmSpyo0awrhbNvBCgIz70ZMuX6QhAXGfkqyPJm5bgIvG1iQMJCVhjjjCuYaN8LtX2RFSHzm2thmgcI4en0O5Jtyqe43hetgeMRlopAD1SfZ+msbmj7iL1OcEoKYj2rgqKl0BqFbHyYA533li8M13MD6Y4xqSTJ48uaNem4c1dWugd+2116oePXqoH/3oR+rBBx9UJSUl6qqrrvKVGTdunPqnf/qnfKrvclQAeu2ng+GXafbs2apXr17GMELUTmc6bF41fXqnuEgpKipSN998s6qqqootVppXWZlTpI9a2MWzYVEE6HDnXC8pTnzbEgItLugk8McP95/Bbx0aJ5F4rxpBf2+mqBomMENWxrwvHETZOHCmeZEpgSxQb2NtSKCR8q7TPjKJv2k/yPYISJErj3pvTWzzJX+bLHsT3rW4jp4pEYeUW283whzrlq97WuTb+ivbvkf0oRVQv58wQaW9eLa05yR4lmuURMe5OvrB5ZdnrGsD54nwzXcwVGDiRvnhalzdmbo10HvrrbfUMccco1wvpmefPn3UP/7xj8z1999/X5WWlurAz0cAFYBex1FneVKnL9GoeJGdCTSTL7/cKU6PuZ+rrevXq92eTs9maB2f4uLiQBvlHXAIxUmmsUlx4mZvTa5l4bbkPBBIMYmLpQiPHPaG6W/JJJ39Sn9vZfADvR1eu++KPB5uS8HsjNgEMmoMbfBEzqE3wxxKjAC3KdSXnEMO/kyOqJPIxrrdbAF6NrG0iWuroKN01CBa5MzTRJj3kc1xdQK5i8T5Osm1SwNq+89+ptSrr6pW183sE+6AWYq06fduxHuOi4uL1YABA6zXuTQj6jzJ1ydeLnQw2uhK1FWAXl5Wt6eccgpef/11LF26FD/84Q+xceNGnHXWWZnrb731Fr785S/juuuuy6f6Ah3BRK5LfvSjH+Gb3/ymz9qrPRTXpYFSCm1tbUilUmhra4NSCsuXL8e8edKxSO6UPukk3HT22RnLxrXQVodrvd/1yFqo5lRvOo2BAwcCACpGj8axf/87UFmJkwH899FH4+qyskAbdnu9jqXhACrgH9tw+K1pT/TKLoM+KbZ69wz38sug5+hpaEvc0ci6G9kAYBr8Vpc7AUwAcLz3W4k+yd+A33L2agCDvN9TvD5fC22Bm4K2xjwBwLcBHMPqOwHAt0Rf+gG4HVnLWVNfHAA/B/A9ZK18ZbnjvH5UADjXy6M5+H8A5gP4rTcOxe4h4nNY6/19GUFL3BS0Kwayrj4RZgtnGPIUglatJ3r5faDXqRXZMXNyEBzzU8hadJNVcCOy+4VTI4CLoa2ZL4b9GZJuWAid9IN2K1PE8gBA3X47MHIkdv34x1De9SUA+ntlTJbVyrt+raUPnNLpNN5++23rdXr/2KxmOQ0cODCWqxR6V+RDB6ONAnUC5YMk161bp/77v/87n1u7JRU4eoc/0ZdoFEfPltqj28LF0q4XJimjZI38OXm2vm3ZskUtXbhQ7erXr8PaaE8y6QxyceKVQnSbgN+C1cTttDlvtnGadkBzr962XFfIil/LEI+jxzlrcRIXKU6EPQoGj2wxEWbu3TTLWFvYvTaOsclQQoqmTVxWU6SNHYD6mmEMprGP9/ofNmc7DGOOCg9HY+DjTYS00QyomaLPxKnby/LaADVp6NCsPhyC4etsKcoSnae44tao8+Rw0dE7UgwxlOrmHL1LLrkEDzzwQD63FqhAh4TifImGUXscgM6bNw/Lly+HUgqXp9NQCDp9XTN5Mv7lS1/C54qkR7BwqgVw5+c+h2HDhiGVSmHOnDk4+eST8dXvfQ/feP99X1npgLYzqBp2X2VlyPpEM9F4aM7fUAD3we9jTXI7/wo9dk61CDoF5nQCgKMt17Z5/avzfi+C5iwS57UcwMfinnehuYdxyYHmgl0IzX37JfR4TNytJu/6b+HnYH4PwETo+SlDcD2vQpZLuhbmOdwO/zz0NPS1n/d3CbST5yT0nDQCKBVl/wRgl2XMRG3QzrHv98bRain3MYC/Ici1vR5Zf3by3h1eH9dCcwBfg95D2y1tDILmdnLuXhGATwDozfJ2A2hIJtEyejSwZQuSAG4G8HcEnX9L2hvSPqcBAwZ0mE+6fHzi5UoHo40CdQLlgyQHDRqk5s+fn8+t3ZIKHL3Dn+Lq6NlSvnon/As4TIm7ZfBgtffoo3NS4ibDhFbHUerVV9XMmTMz18bDrNxu4+gde+yxOc2HKZkMQSgvAX/4Lz4P+9iaxA2zZhqfyQrV5D/NlGfqH+XxchTPleeR9bDsi8kCeLxYu1TIvdyS2TReEwcz6eXZ/MABfqMIk8ubNLKxbg94Vrc07pXsPrJAXun9v9syltYY809rx/e/bS+YLKFl/2xtxLGwNc0L3x98DuKsnS25rqsuuOCCdnH0pPHYpk2bOt2o7WAYznUV6iocvbyA3vTp09W5556r0ul0Prd3OyoAva5BYVa3USlfazVupSaNEBIwO7SNK17lB2FbUVHmIOegIA0tpopj7HHGGWfkNCcy2Qwv5PikPzUSE57iuVdRhsT7Lcd3tzhwScQYZdhA5ajNBLKiW8ozWZHK+nJx1kzjkAYkaUAtE+NIeeV4f0wpiWAM4O05tG1KFH+4iRlj0NpJEXYZwkWyEnxzg5HZ4jeJpilNtNS1GWaxdhn8Rjgt0Ps/F2fJpsT9GMo5MCWal6h3yvz582OLQvl5EgW2Nm3a1ClGbZw6y3CuK1G3Bnrbtm1TFRUVatasWWr37t35VNGtqAD0ugbZ/OjFATH56p1wKzUT6JGA5J3evX0WsdIlRhjYawHUIvhB0HhWTxywd8+nPqU+e/bZgXyyeDX1hfdxGoL+xTgAIV05Pg/1Hqho9ECFiYtDh/z1Ynx3wK9TR/nXI9y9SjO0CxU5N6TbFqbnZQI0cfz10X274bdAVdBcLw56qM6vsbHZgJRpTsPmcBSgPojo614D0NuD4H6VOnVxrGmVN04CdRwkcs6j/DCilEB2/8p7rxdj3+X1eW+M9YlK9BEWpQMo+xj1TonrQ5SfJwfD72iBoqlbA71LLrlE/dM//ZNyXVf17NlTnXnmmWrMmDHqkksu8aVLL700n+q7HBWAXtchGRmDvkQ768XJOXpSjMkPhlbXVWrwYJUuLlZfOeUUBSBjtBElzjWJuDjIkxw3W302H3yU32K4l9cpRbK8PyaRJ80Dd87L/cpxP3UmALFDtLvDUo7+rhG/uXhNOn62gQze9/mivTSgthrypGPftDe+NEsSBIX524uaF27MwTmWcUFYWqyJqT820Sj9XWeYBz7/3BEyiWNt8y/nkAAX7UvT3grrX74pIdoNm78UoL598cWxAVwcUSi9u958882CQcRhQt0a6DmOEyu5rptP9V2OCkCv65BtTTpL70RaqYX5L3unTx81HVqkM7SoKCfferNFXYss5cI4hHEsXCXHRVpz0m+bfzGeRnlJhtuiNspgjwVLiQ59zkk0HbzE+XtH5I9HkKMXNg7Fypn8ri2G2Zpzm6Hdp2D2CTcbmpMn8/nc20SlKfY3jrWqDazINckl2eZmPKB+Av9eGs/mugGay2pScaA1pny536So2iS6DhtvVOIOv/nYJJhsdRz9f1GRann55ZzeKVGiUP6RGkcSUVVVVTh7Opm6CtArRh7UHuvFAhXocKSSkhI88MADuO222/Doo49i586dGDRoEGYOHoxBn/kMUFISvKmxEdi4EbjiCmu9ZKVGVrfPQFtLPiLKtTkOjvvwQ3wLwOa2NjyC+L71RiDr94zoLgAvQVunxqUmAJc6Dl5UKmNtOt3rawmyVpCPsXzZxzEA1kNbQXI6id1PtApBi1Ml2oh60yhoi9g6aEtL2Yby2qiFtoLs578dp0H7T+PjGO71vwlBC0+qbxCAbyLrM095ZVNen12vXBGA2QAGGNq9FMCxrE6iZdAWvbJdPi9fR9YvH7+3COZ1MpWVvzuC3oa2zm1Ddk7okJkH4Bxk9xK8cmOQ9SU5DXqdKrzrSWT94v3SK0f76zjodb8HQUtv8oNo2guSZH4r9DzyvDYAzdB77Gpk53mnaLto8GBgxw6otjZs+Na30OOsszB//nwAQEtLCwYNGoSpU6carVLJh2gU7dq1C67roq1NegX009/+9jfMmzev4CGjQMiLo1cgPxU4el2HclqTNWt0LEkROFwpZYw1GdYmfdkPcV0fF+yeCRPUgfLyDIeDcwficPIkt20p/OIxbq0aJboFtMjH5udvhCW/TLSRCOGMJJC/jl6A62T5HSXeTBnu5eOoFmVI19Dm9464djxU1zaYLVpNInbq+2xx3STuNN2bhj/Mmk3UqpAV5+4S1wNzmydHj4v3Sa/TZAlN82Xax7ycKbpHwhtjLWvP1h8p9g0rt6FfP1+5PQiKvkm0fB/8XL4LgYzfynd79VLfBTrcIjVXjh49z8QZ7MzwjkcqdRWOXgHodQAVgF7XoZzWhDlK9YE9W34EbV2/Xr3rhSd7t39/tXX9eqWUUksXLjRaVY6KeImbRKpl8FuB8vy4omDHcQKiZeqLLR+iDZslahL5Wd3GEQXzsYUBzp0Rc20TVdtEoLMtcyDbMbVLAKIGQafMBOBs46DUgGCYNZOV6WZDOVvKB+jZwq+Z1BT4HuRzFrcciVDDxkt9qYkzXkA9e/nlAevtMgStvGsQfJZc19VOyvv2DX3Gqqqq2uV4Pa6OHqWioiJVV1dXcIfSSdRVgF5eoluipqYmvPTSS2hubsaBAwcC1x3Hwe23396eJgpUoENGidZW/HLsWFy3bRvKtmzBO2efjZblyzH41luBLVuAykpg7VqgvDxWfRXvvw+89x5QUYH+69ejf3k5UqkUfrZmDX6JrENYokcQLrYdh2zortHIimlHAfgztEipGMAsAFdCO9E1iYLLoMWVzwCYPHkyKhwHcx7zB8d6BDocmBQ5r0JWtDYcWuSWRFZcR9QK7dh2sNfvk7x7lJe3EcCZ0A5pfyPmoRVmES8XCwL+kGWADj32XWgxHicKZSbFyFfDHzaMyvwWwJdgF4EuA/A/0PNP4utXoEXKUe1SXcsB/BjBEGi9oeeX1tNEaa8t6h+JHjmloOd2OIDzoefNJKJUCJKCFl0Wizy5JlSnAz2P1dBOh1cZ+nIytGPjLwH4d+i9KedGlvs9tKibi9hhuI+IxO7l7LfpwCMx8vlnnQXnhReg2toy4vlbANyAbIi2Nq++Cq8fU7x+bFMK//y5z6Hq/vvxErIh/OSz+7e//Q2VlZWYPXs2li1bhhKTSkgEDR06FLNmzcKDDz4YWdZ1XTz55JP4v//7Pyilwztyke/y5csBoCDe7e6UL5pcuHChKikpUa7rZhIZYPD/jwQqcPS6DsVZk02bNqnzzjvPyKXJcFty4ORlaM0apYqKlKqoyNw7e/bsgIUhF8NFcd9qERRvUZ8lV80mCuPi3O/Pn6/ahg3LtM1FVzbRaIL1cRprV4rNKMQYiTcbvUQ+2/Z5znlN9/K5SRryZMgyaiNMZCfbkGJHU6grKpuCX9Qah/NHqQHRlrO7oF2ukPGOzSjF1D9pdcvds9D4HhbtSyvZj7w12c84elKUbEopmMWqcl+HWRVHWQpza/JpgNpTUmLsSzOyofRugp3rlwLU4yNHZp7Rlp/+1NhuDbLiZhJL07OztLo6Y2FfhnAreSA/S37pR6+qqiq0DUBzGqPK5GOhWxADa+oqHL28gN4DDzygHMdRl19+ufr1r3+tHMdR1113nXr88cfVDTfcoI466ih19dVXq7Vr1+ZTfZejAtDrOhS2JqRLZ3oZSvHTPRMm5N64EPkmX35ZlcNsYZiLqJVe1vLFn4vIbDOgRiKrZ8TL2UTEXMyYQFAkuwPmuKo20S0HFY0IAq1WL4+DHurPNPj999XADqTk4c3j36ZYfUnLfdyx70/gF1nWsN+tlvtpHB9arlP6APGc88ox0V8CRFKkK0HmeAT9+lFkjLcF0FuMeGLQGlHubUQ7VubzGgaW+R6M0jWkmMRRDpPTrqvUq68qtXKl/hAzlNnVq1fGKn5YcXHm2dlbWqpa6ut9PjOjUjW0+yQjQGpoUNtXrAgAKfnuqq+vj9VW3Mgbcd+fBTFwlro10Dv//PPVsGHDVFtbm1JKu1tZvHhx5vratWtVSUmJeuqpp/KpvstRAeh1HQpbExvIM3H0NgMZHbuciIG9d/v3V19zHCNnzMRti/NVvnbtWmufpXGBBJK5+NHjeQQCbNwxri9n0jsjY4wDIgqDyU9dmC+2pFdvC6Ceg9lHnQRFr0W0YeLsbPPakOG20oD6L9aujWuVhjlMmal/myL6YrtPwexHT/ZRhmSjew+INaFrFO4sDDjZuLHSn6BtbuJw/loAtTqkvhTL53NoMpDJ/D733ND1oPr+Y9y4zAdRurhYc+nXrFFLliyJpTvHn7OlCxf630/19WpX377aYMV1fUCKnL3zd1eU/8+zzjorEnzmEt6x4KjZT90a6PXp00fNnTs389txHHX77bf7ynz+859XI4kd3s2pAPS6DtnWRPq7M4E8CZDe7d8/d/GtUn7OHswgj7c/p7xczZw5M/YLdtGUKdY+R1n2ftZxjP2QkTHKQupsMdRtMo5IIOgw2VSfCVQQZ7Ba9CWJbBizvRGHdtzUAh39YY/oO+c4tkBz98oA9T4rlwbUnWi/s17el5mGOTIBEtOakIHBSgQdatciy5GUa7ID2UgiYWJQG+AyJYqqEVVXyitnA398T8hILKaUQNDy25RaXVe9s3ChvUxxsf7rqXG89NJLyvR8hr1TdvXr5zPyCjPmoPCN/N0VxWGrq6vrMI6e7R1p+uA8UqirAD0XedIxxxyT+b93797YvXu37/rpp5+Of/zjH/lWX6ACHVRatWoVXNf/OJQh69+LFMD/7P2tB9B/zx5gzBjtT8+jRCKBu+66C1/5ylfw2IwZaNiwIdhYeTlav/MdX9ZUmI0uml0X5XPm4Cc/+QlmzZoFx3FQVFSEkpISFBUVwXEczJo1C8uWaU96DRs24NZnnrH2Wap+TxftrlHK2I9noI0NnvF+k9GBqc4SBI0+mgB8VZT7KrQyO6cmQ33FCM7NFNafJgC/BtAI7V+tDkAVgF6GceRDOwHsArCX5R0D4O/QRjBkDDATeh37sHI7APwRwJ4O6st7AN6B9tMXRtJQgtbkAuj5egy6/5Jeh/YPyGk3gIHQ45sI4HvIGl5wMhnNFEPPgYk+hp5X23UHem4vhDaIqYM29LH5/uvp/T3ach3iepQPweZ0GhPuvx97e/Y0F2ht9RlkrV+/PqJGTfzZGfD++/od8sorSF10EQZ88IHVd6ZSCgCwdevWTB75/6yvr0ddXR2+/OUvY/Hixaivr8cDDzyA6dOnR/q9TafTuOaaayL7bXpHSnJdF48++mhkXQU6yJQPkjz99NPV9OnTM7//+Z//WVVVVfnKjB8/Xg0cODCf6rscFTh6XYdsa2LSr7GJMgGtX/Nu//4ZP3ryy/pzRUWZez979tnqhhtuyCotv/pq1oM+zJw1WL6QSQl6xowZauzYsWrGjBlqyZIl6oUXXlBVVVWhfTbpPcXR/wtLccOv2fykNcLPPWqGmRslDUt4v0ns2IKg0UKLob5cQnpJHbBt8Isxw+ZAulNpNbRrE/Ga8kz9M43NNj4yFjHtET6HabEmcftjatfmO1D61ttpaYP2EfXZtD/izo1pL5jCp5F4nuft7dEjyPFzHPXQnDmZ5/PGG29UxcXFsZ+dckC1CH3AsOex1FuTu+++O6d3XkeJW+PoIOYiBu4O1FU4enkBveuvv16deuqpmd933HGHcl1XzZkzR/3+979XX//615Xruuqqq67Kp/ouRwWg13XItiY8Jq0EezYAtnX9+oyzZPkylSLfCg8AXgColAfySCQYZnQhX8ISUJoOFlOfeX+k7la+YM+kB2gCFtKYQwaeT3oHWDLCZ1vC0u8w/3HtFZnaRJE8xBgQDEFHIKI9bXd0ovkyGfpIsCp19GyJ1jPK2EGWC9WVs/S5UZRfFGN9SexrM9ogf4z0TOwW+bKcqX/lQGwxaeDZ3rDBV9/oENEoAb2bb74553deRxhQ2N6RPOVi2NEdqFsDvZdeeklVV1erZDKplFLqgw8+UOedd17GpYrjOGrYsGGZ692dCkCv61CuOnqhL+mIe+WBOhF+wGOLGUugyxSrMuzrPA4gC7O6zQXslcHvtoMfVly3iuuTkVVlGfyWrvuYe5WwQzuJIFDZjWgnwPmCPdt9fO1WQhsP2ObgUCWbjp4N7M0U98RdkwaE69lR2oVoq9swvUJpgb0LftcxtiTd4ITtK9rXyZC6bP0rB9SkSZNiP5vVgEo++aR208Tq3Ay/LqwJ6OXK0SOKiqUbRQUdvSB1a6BnopaWFvXUU0+p73znO+qxxx5TH374YUdVfdhTAeh1HYqyuo3zop45c6bv/rAvXZv1a5Q/u+Li4oAIJFcwyg8VmzhXthu3TmmluRnhvuEyYlpkrVVJrCfFhHS/tJbkfRzP2l+JcF9zCpobaLIENVnd/gzhivoUiYLGwS1BlyI/kJcG1P/mea+pLgVtFCINcfgcmvYmiW9NayJTXHDbHotdupesqE2i4LiGIbxOvu60njQnDZZytI9sYdEcx1GTJ0+OfEbpeWx13cyzE7ZOEui99dZbHfIuzMcXXsHq1k9HHNA7kqkA9LoOxfGjZxKLnnDCCeqrX/2q8WUYpbsi/dlNtJQrYy93kwhkwYIFeQE9OlxsHDvebtw0gh2w3K+ZTVy5HX6ORTPLN4XbMvk/I19sUlQ7nh2StjBjxBVqhf/gr4FfrEf12bg6VP9maJ9y0i0In5dcUiv8PvjyTbw/NWx9udie7wOTr8VWy5rI+TTl20SyKfh964U5Lx6PoJh2BPzxZW3rEieRf0eTH8iEKCf3YCPMe3AENNC5+eab1VlnnRX57Jg4+7Z8Siar23zfgfmKcgt+9PzUVYBeXiHQ3nvvPWzduhWnnHIKevUK2rbt27cP9fX1GDp0KPr165dPEwUq0EEnsmC77bbb8Oijj2Lnzp0YNGgQpk6dimHDhlnvGzhwoNWyrQzBsGHfA/A3BK3qmlje5W1tmHHJJQCAVCqFefPmofHBB3GSd304shaw1I7M42TLl+3aqBbAs8iGWTsO+vQhi9NnAHwOQUtMokEAtiJrTbgIwD1ev1Oi7Hbv+h8AfA3A/V4bx0GHpJrr/U4BWAgdlmqId9/xoi4FZMJZzUbQWvVCdg/141zosGzbvfu4deax0Na9FQCGija+B+ApBMOPmfojf7sAvpznvZwoVFca2loYyFp5rocOPTfcyzPtTeX1Qe5m2VYbzOHc5IFCIfoAHTrMgT0UGby2T4PfcrkIwEXQVr/HGu5PeW1D5JmCizUDGAk9/vOh52SIl2Z5fwG9Vy+Cniu+z08CcBWAecjuQcB7HpTC0qVLMXz4cF+b1dAh/ppYWXjjMIXYS4lyjqNnvqamxjCi3GnevHlYvnw5lMo9JFq+78gCHWLKB0kuWLBA9enTR73//vtWpNmnTx+1aNGifKrvclTg6HUd6ow1yccHX5hO3BXQFn3kn2v27NnqCu8rPwHP9xyCIrhcxa9xE7fI5FyGagQjKhA3wsRJIREZia4yHEHBPSLxXK33d4eljUZWjlt8ShGqzTKV5xEHjOaP+4pLA+oVVk/Ku14Nzf3abWgjTASbRrRT5jBuVFQYMmkVTHsk4fVd+h7cbKjTxNGjfidFf0YhPHqHDH0XV0fPZLlsE79S3s8QLsKXe9ikk5dE0GG4jOZC82bTp+P3mtQmqgH1laFDjVbwvE7XddUnP/lJY2SMjnxX8XSk6dm1h7oKRy8vP3rPPPMMLrvsMvTt29d4vV+/fhg3bhzWrFmTT/UFKlCXosrKyoyPO6IyhPvgO9m7Xmao7+wpU+AOGwZs2YKW0aPxxwcfxP8HYBs0F2kINGdio2inwcvraHoWWe7DBgAjvPzdAB6E2WebiUNYDuBlZLlWNq5OsVfnf0NzpQYa2tgLPfYGaA5bEbLcrC8A+C40Rw6Ge981tO14Y9kNPb77WZk2AHezMRV714u8vGMNbYT5aGsF8ASy3M9c7v0YwHMh1xW7/3+8v7RHhkJzqnYjuDfD6uT0V68N3p9WAB9Zym/z2q+Dni8FvT8k57cV5nk41pBH5R8ztPcGNBfWRKY9vM1x8NBnPuMrNwX+/Us+JKXPx+nw+5Y00UboPSqf99cdB4u2bzf6teR1Oo6D8ePHdxi3rOAL78ikvIBeQ0MDTj311NAyJ598MhoaGvLqVIEK1BWIO0c+6aSTcPXVV2ccGp8NLd4zOQ4e4+VXQIuGiFzXxYwZM3DvqlVw1q4FKitxVGMj1kKDpFJWVnl5a6EPka3Qh2kTtKjIBCDh5VeHjMl071/hdwy8AVoMusH7rUR5KYrleUMATIAd5BEVAbgc9kN7ADSQq4OeByALcpZ6eaZ+AMAJCAINAiCvQDsMpv61QouP/wAt5iXX2MXeOCyudK1EfdqJ7JyayDSnTdAi5d7Q4FOWAbJg14EWc48C8Br8oO446HXYCg1ehnt1mtqV/RkKvT8avfsHAxgHLdJsMo2nuBhboff6ucg6QTaJeGXbylCOyEVWdM7pKnaPrG87smLfcdDqCJ9VCjXPP+8rtwrAeO86UZmXz+kR2J8zInLm3YQs2BsF4FWlUHbgQGAfPgINQukZjevMOC7t3LkzEug5joOdO3eGlilQ16K8gJ7jODhw4EBomQMHDvhk/7nQL3/5S3z5y1/G+eefjx49esBxHPziF7+wln///fexYMECDBkyBD169MDQoUNxyy234MMPPzSWT6fT+NGPfoSzzz4bpaWlGDBgAKZMmYItW7bk1d8CHVmUSqUwZ84cnHzyyairq8PPfvYzLFmyBE8++SQmTZqE22+/HUPnzsXCU0/FJQC2FxX5Xq4E9ibAzw1wHCf7AVVejq0rV2a4f69Ac7bowB/q5RHIUwBWQB9OT8PMLSTOztMwg73qkHu3Q4MTAkQPIAvyHGgQcaFXpsS7f6uXR9EzUl7ZOcgCEhNRnTfBDACIBnljBrRO2Q7oyAk0X0NC7qVoGwtYewQsJrLfe6C5d9Ve+dtZ+TnQa2Jrw0RvA7gejGNjKedAgynqH3F+rgdwFzT4tL1d27x2ToSehxOh515yqlxoncKnAfwngJ8hqJvH6/wZsly0NDSomuD153rWT+X1ux7ASa2tKC0txfVeG1FjVtB7S4WUU9AfAjexe4gjOAp+sMv7Uu79TgM4FcCdAH4HvV/29O+Pd267DQr62fqdd70Wei+/7OXz+sK48kS10HqkA5EFe7QmtN9ozFTnBug1uQLArFmzOlT3LUyfmKi1tRV//vOfkUrZPkMK1OUoH9nwiBEj1Omnn67S6bTxeltbmzrttNPUeeedl0/1asiQIQqAOv744zP///znPzeW/fDDD9U555yjAKjLL79c3Xrrreryyy9XANSIESPURx99FLhn1qxZCoD6xCc+oRYtWqSmTZumjjrqKHXssceqN998M+f+FnT0ug51xJrk4mKAXBhMnz49VC+G7uW6MXV1dUarSGl5SL9Jv8ekByh1skz6gbYyPN/keJbKSn2nBMvfbLhPIRhXNR9XGTWsfptjW1NqgbaqDNPpUshaqo6HXTcuF7coCQT9woX1L8HykhH3klWxaR75OkXVaVoT6o/cI6b65Lpv793b10aY1W1NyPVWS77NIbLJSrYFQVdAP/nsZ5VqaFDv9uzpW9May9jKDfNgeqbDnHnzMV0AqE86jq+Pd0+YEIhrezB09Cgdaa5S8qGuoqOXF9D7/ve/rxzHUddee63au3ev79revXtVTU2Ncl1Xff/738+nevXcc89lnC3fc889Kgzo3XHHHQqAuvXWW335t956qwKgvv3tb/vyX3zxRQVAfepTn1IHDhzI5K9Zs0YRWMyVCkCv61B71yRXZWbuq6qqqir0HvlivfTUU40++GzgwQbqcomCEXavLVyUDFOV9PrDjUNsYcIkqOD5spxM3IeZSamegwdTfaS8b7uPl78HuRtP2IxU4hhjkHEJjS2Rx72mtikChHQtIn3XST96sj98j3DQRECI9gN9eKQcJ2M0E+VHb3XInOYy/wpZYxHqLxkBkaEP3dvqukr99KcqXVTkq5fPC43tX/7lXzLPSgJZAxebC6MLEA7q3+vbV/33smU6pKLXl3RRUSbqTke9u4ji+gstGGVEU7cGei0tLWr06NHKcRzVv39/dfnll6vrrrtOXX755ap///7KcRz16U9/ukMGHwb00um0Gjx4sOrTp0/AQfOHH36o+vTpoyorK335U6ZMUQDUunXrAvWNGTNGAVBbt27NqY8FoHdoKB+Hn+1dk7hhgOrq6oz+pqiM67pWH1RbtmxRi2fNCgCuMEDCD1gJ2BSrJwzkhd3LQV4LdLQB6UePDnfi5pgc85qAhsnCM4Vo58MpaG4ItZkIKZuAP5JCvmBNgsQPQtpU3vUwR9I8nwOcFkD9hK1JGFC2AVEZ6s4E/iQ3k8rIEGhpNte2PSJBHlmbXoAsEAoDerkAuFZE7w95LQG9jzkwM3FHUwj6CeR7/LjjjsvMQRJ+4Gh6xkYAgdjWvC1fnysrlXr11QDI64h3F68n7KOTv8eOpHBm+VBXAXp56eiVlJTg+eefx4IFC9DW1obnnnsOv/jFL/Dcc88hnU7jlltuwbPPPouSEpMno46jt956C83NzRg9ejR69+7tu9a7d2+MHj0aW7ZsQWNjYyZ/7dq1mWuSxo0bBwBYt25dp/a7QO0jk45cXV0dTj75ZMyZM6dTdUviKDO7rosnn3zS56sqlUpldFYdx8G5556LL3/5y1i8eDHq6+szfqvmzJmDT1dWYvby5T4F+kbAqgu2DVofbS20vlAttA7QdFHua15+rciXBhpNhnsHIatnNxraQvVCZA00XoFWIn8GWb98z3h1c2OAC7yxfGwZC9EOAP8Bu18+UqpPQ+trrYXWobL5Ayz22v0tsrqCnMi/mySbRWwrtB7Vbkt7RHuhfbVti6hvG7RlL9VXAu03bgT0HD6GoF840kG7DsBtAJZ4vyn/QWhL7ykwj7kEQSVtKvOe9/cGVqcLrWtGe0XukZu9v+Q37h3odX8C2lchjc1mYJGL9bGC1scMI9N4y6D1FzdC7881joPHL7rIV+4GaL928t7HvPt3796d0XcdAq2L+izM1rUjoHXuipQCxHtjN4Jzce/w4cDgwREjax+VlJRg1KhRKC7WrduMt1zXxYHNm4E//rFT+1Ogg0DtRZWtra1q48aNasOGDeof//iHam1tbW+VPgrj6P3+979XAAKhoohuvPFGBUC98MILSinN5QOghg8fbiz/q1/9SgFQt99+e059LHD0Di61JwxPvmtC3MORI0dGij1c1438WjaJRWhctQj6rSMOSbOFU5GEP7yYiVtDYisSwQFmH3wmbg2JSUlMS2k8u7YSwXHGGYsUEzbD70fPxgFqEeVoHkxcnTgiz7gcJYqEQOOwibTp73yEcxtJB1D6FySuoY0jR7+J4yu5lTIEWi4cM+LobWIcvTSg/gt+8bxcD+7bkNbHNP9xk0nszvtiWrewJMOL3T1hgkoXFxvHIfP4XMfRg+Vr0uo4Ku2FPONjkeNLAKpl8GClios7TXSrVFYyERYecYjranGyoS8F0tRVOHp5RcbgVFRUhE984hPtrSYveu89/d159NFHG69TVA4ql2t5Gx04cMBndfz+++8D0Jwmzk2i/wvWSx1HyWQSjz76KHr2tDu2ePTRR7Fo0SIMGTIkcC3XNUmlUli4cCFWrlwJ13XhOE5o20Su64ZatxUVFeGxxx7DLbfcAsA/rsehoyQMBPBLaFcP6wDcCm3h2OqlGdBcoGHQ3IQ5AN4C8C/QHIhB0FyPWwCsRNYi8mMALwE4BdptSAWABIDNIu9Nr84VyLowWQpgEzQH6iQA3/f6sgeao8RdwACINZaPS/Vdb5eWYgCA/V67T0Bz6L7ltSVpG4DFrNztXj+p379E1lK5BMBn4OfavePd/0NkuT8K2przWwhG2QArcxI0F2cOshzSJgDTDO3e613fD3O0hv3Qblo2Q6/DMGi/dMXQ3DoAaEHWNUkNtJVmH+93BfScUh9+AR25oQ/Lp7Z3ApiP7H6wUau3JmWlpZl7PwTwFQAPI7sf6gF8ndU3ENrH40sArvX6Rk+anP+4RPP6KwD05n4PwNUA/hXAJK/duNQAoOfw4ai/5RaUz5yJ1pISpEpKsBDZKCwDoTl1NNfDoOeQz/Wb0Pt5N/S+3w3NHfuDV57K7QBwDDTnOQW97+uQ3XO7vLE85NWPPXuQqqwEzjwT6KTzZNKkSbjnnnuwWanMnnvBGw89238A0Ofjj5E69dRAXwqk6VCe8bm06SilVCf2pd30ne98B7fddht+/vOf49prr/VdW7VqFa655hp885vfxF133RW495vf/Ca+/e1v49e//jW+8IUvoLm5GSeddBJGjx6N9evXB8o/99xzuPzyy3HTTTdh6dKl1j7V1dVh8eLFgfxVq1YZQ8IVqEAFKlCBClSgAnUU7d+/H1OnTsV7770XGWq23Ry9Q0nEmbNx4IjTRuVyLW+j2267DQsWLPDdV15ejssvv9w34alUCs899xwuu+yyTtdXPFLolltuwc9//vPQr5mSkhJcd911+O53vxu4lsuaJJNJnHPOOYj6FiouLoZSCul0GjU1NTjxxBNx3333hfqRLCoqwm233Zbh6JnGRV/V3ItWCtqR8H+xPCpXBs31mIysXzH+gLciG0GCKIHsV/wt0M6CWw1tnAetM1cccv9noDl4TSxP3i9jo04C8KfSUqxYsQLXX389zvzoo0w7j0NzJ7d7bZaze0ln8URojtmtObRL+mp8bmiFnZh5APD/ATgTmmNDfZkM4PmQ8e6Cn/vU6uUXQ3NnvwvtzPcJQ7uToLmIYWNT0By1NPzzlfLaPgH+PSLXsw1aF6+1tBTPrViBy66/HsUffZRpm+8ROYc7vfp5fc3Qzq1lH9sQnH+ZZ9qvDcjGLqZ1p/mviLg3BeDjPn3Q9+OPgS99CXjiCajiYtx4yilY9eabuDSdxuPQOnwD4F8T01zzvU9kemYVgLTj4IEvfQnf/M1vcElbGx6HjtAi56sRWrJ09P79wOOPA5ddlu1/B58nXFpR5jj4XTrt7/fQoXDWrAFOMvHTw+tzXTcj1aD34v3339/tzsFDecYTXolFnSxGbjeF6eht2rRJAVDjxo0z3jtu3DgFQDU0NGTyTjzxRNW7d2+jLiG19fDDD+fUx4KO3sGjuFavNmuxsDWRVrwLFiyIbMtxHDVy5Eh11113ZXTu8oknuWTJEuM90o/eREt9pONVxvSCZJxQ+Vt59fM66F6b7tHbEfdH6S7JtBlQp3j6YKeUlvqsc8ugY6QmWVmuH5X0rgNm1xYma18an/S7tshLpj6mvGtcF2wf619CjFm2OxF+XaxGL4/r9e1C0N+baa5Mc0pjS4rySZhdqYxAeGxahaAlNOlYloXcK/XabHlhabfXZ5tfvFHwW3TL+Y+Ku9syeLBSK1fq90BVlboA/j1D+2gEgnqsfK7j6ujR70Zo33uynetF/y4E1Nb16zvV6tb23vvel77kn68NG3Kqpz26012VuoqOXpcGenHcqwwbNsyXP3nyZAWEu1chH35xqQD0Dh61Nyi3aU1aWloyLynXdZXrupk2otoqKSkxGgPl+tJ76aWXAuVMAGlrSYkaEmHsUQa7E2BTEPUyS5vysErAHNid3x8GzGTb9HuTUPzngMkEPO9j42sW7dMBbQOd0xB0nUF9sRl9NHjj2Mby0oCaaegfbzfhtVcGP+BpgQZ6DSJvJvyGGKa5aobdKbYEidTvBMtLeuXkOgbmQxjI8H4nwu6LmWdLaWhQnSvY5fNv6x/VeaC8XH327LNDn6FcPl42h6yJ7f5qcQ+lXX37drp7FSM1NChVWemfs8pKnR+D2vte7qpUAHodRAWHyQWS1NFWt7Nnz4710jclG/eQg0fuR0/6zCNasmRJ6AGTi9PjMK6QggYdYfWZAGYCdgBH95MFHy8rD1myQuXgj4MK3pdaBC12KS+FrMNb4ryMYHkrEbQmrGbXqS9LxVylAfWKKMPHsc2QZ7IopjngFqgm69wGQ560pt3M8m1j423zMcr1M1nEmpLJ6ta0nqaUhN93IN3/s4i8MB+DfM/I/WZa49D9hixHMCpRfVtc18ox5nNqejZ5uWoE+7gZmpO3q29fPfbiYqU60WFygDjIq6zUnDz+OwbYa6+kpatStwJ6X/jCF9QTTzyR+b1u3bqcnQrnQg8++KCqqalRNTU16rzzzlMA1OjRozN5Dz74YKbshx9+qP75n/9ZEUj7+te/7guBtn///kD9MgTa9OnTMyHQNm3alHN/C0Dv4FKuIErey9ekvr4+1gs/369ULg7m4l1JN954oyouLg4ALX5wDC0qUjv69AkFe3FCLnExnA3sSZFxk6FcGFfDJrJLIMj54kAvSpQsQaxJ5Enjk+JcHsIsDag7vHJ8nsiFzE8s8zcKmvMm8yXXMCnyqS8TDfXJPD4G05qaxsaByQhocCPb4f2gebWFjGsyiNMDZSz5jV4fuPi1xZtXLlbdgaB43rRfpsHOHZPzwMdmu1dygaPS0upqtX/Tpsw7h39kUh9g6IsEe1Tuk46jI3FAu115aM4c/V549VUN8uCBvVdfDX13dQhJkEegzpZvoRtvvFGVlJSEzqNN+tGVqVsBPcdx1OLFizO/Xdf1/e5oqqmpCd0wNTU1vvJ79+5VX/3qV1V5ebkqKSlRFRUV6mtf+5p6//33jfW3tbWppUuXqk984hOqR48e6rjjjlOTJk1Smzdvzqu/BaB3aCgKRJkiZ8g1kZy0XEFeR+md8C9iiiCQFAfHeNdVD82Zo97p0yfj3V8eJJwL1tF+9GR/uPiJ7g8TnTWI+wnA2Dh6psN9FPx6gi3QUTpa2e+bxDqROJfmhnPMJEeJ5qYaOs6p5DI1wO5jLUx/ayX8MXk5kJE6ZTb/eCZuVBmC3CnT+kmuV8obh1wr8m+431uTK0tLjdEjqJyp35JTRxFMakW7fCymOMImv42m/SqBblzOWpxnfMGCBYF3ytixY40ShbhA77OOoyNlEKiTXLTi4k73o5ehNWt0WyYwR2Avhh+9AkevGwC9/v37q6997WuZ3xL4HelUAHqHF4Vx/ObOnetbk+nTp8d64ROwy4V7aCJb2Dau40IHcUIczi3QyuTpwYNVK6CusBxgXIdNgoUG77rtEDIBK/pt6g9x8vj9Nm4eB4q8nUaLjl4YcCHRrQQGO8VBzsW5BPbGG+pr8PIJ5HHR2m6YRZFcJChBigR5EmBK3TlyKMxBnQRW4xEEeWEgXa4f54Lx+TMBSgJ6+0pLQ+PkSkfIkgtKzq9J5Ez7mu8ZzrEkcbopvF4YuM0HcEUl13WNHCiTPlquAPOBL3xBc+xMenEHW0dvzRo7x66hIZaz5IKOXjcAeqNHj1aDBw9Wjz/+uFq3bp1yHEddd911at26dZHpSKAC0Du8KEyHr1evXr41GTt2bGygN3LkyEgRrI3iiJvpuklEVQ6odzyxrYIGfHfOnq1OY6I1KT7lh46pTtMhGPdeW14S/oOeEhf9yj6arG5lH6UoWcFumdkIuzjXVh8XGZvukyLjlCXfVF8N/NyuGgStV3m+BKGU8lkTU1nOobOJiPcxoMfLSSDf4vXbprPHAdt4BPtnMiCJWruDlVzXtXKg5Dsml2cHYJzCDRv8cxZi6Xq4nyeHm9VtPrHQc6VuBfSeffZZVVpa6rNIpP+j0pFABaB3+FDUl2Wpd4C99dZbSqncOHr8pZ/rS2TSpEnWek1gb4jr+g6IeyZMUOmKCh937EIEddhsnDYbZ6E9XAl5iHGulzz4EwgaA1A7tCalpaWxRck2/UO6NhtmoGCzdkyy+ZIcr2bYOXoy7BgfL69PGoE8IX6buJC8Psl9o/4n4XcxIznBfP0S3nWaf1udLfADPV5OrjH1O8wAiM//NPj1F7mIt5mNheZBqhoczBRlvS8/3OQzaxPjO46jOYU5Wroe7udJe3Snu2o/uhXQU0qpZDKpli9frhYvXqwcx1GXXHKJqquri0xHAhWA3uFDUboiBCruvvvuTPkokQMl0vHL5SXS0tISCvJ4WrBggdqyZUsGRNbW1OhYk+wgeLt3b6NFK+d4mHTn+IHfkWIvEwizAYgEzH7vONCT7YSBSVOKYxEbBVxqoQFGM4LgxSYypr8/M9RHYM/Ud+LkmcYrAaZsNwm/rptNt5PqTXrXqawJ8NIHwpVMR89ULoH4InvisIZZZafZfNvE7gcb6MXhQEk94Ttnzw7VjwQ0p3DpwoU5W7p2lfMkrgFaZ9HB5Cx2O6DHqaCj56cC0Dt8KMr6i0DFzTffrJSKp1sCQE2aNEkplftLRJYPA1Ll0Hp3PsAoRDujYBZj8sNkGrL6X9LCMAro1cIuJuNOZPlYTP1JIL61pA3ome4zKe1zsCDzZov+Sy5fGaD2svIkYkxY2ghLu7w6pWhTWjjztEysjeTUSREvT9QOrbFNTCi5aHw/TBR1kshZrkmYqJu3K8Xp77B2OWA0+TKkMeUquu3fv7/1WlgKexZvuPJKlXr66ZzfP/X19erCkLmi57yFuPM5WLoWzpNoOti6gt0a6CWTSbV37958bu2WVAB6hw/lytFTKhy8AVBnnHGGamlpyfklIsvHFY0S2DOJdhIwc0PoMLWJ1mQbJrBXi6DfOgmSuFVqC7JcJd6fFmR9xpnajiu6leWAoGGDTLly9Ey+3eYb5jhOonsThrzNMPePOHq8fzSnfA7CxKJxxelJ+PedSdwatiamcrzfJj+BklNXBrszbxqPTexuSscdd1zo8xgG8mzP4rVjx8a2Ng1QQ0PWH55hrhzHUUurq2NZum5fscKnHvLWW28VzpMIOtjWv90a6HFKpVJq48aN6pVXXlEbN25UqVSqvVV2OSoAvcOHctXRUyqo08EjY0yePNnniiVuSDRTCDUbx8WUH/jq37BBNR91VObwSMIfRssGfBII5/aYwJw8YG2csKRoR1pkSmBh49SFGWOY/KTtsYyVgwseXSGOjp5pDsNExFEpgaAok4t4l4nfNchy3xJsDkYgmrtIa2zaZ7Zyck0nxlwTm97ZTaI+HjKOfBbawKVtvjvTCMP2PIw5+WSVztFZcIbYh9muvn3VhaKNcjBufYila0t9vVpaXR1QDyFDsn379rXrHdmd6WD78+v2QG/37t1q1qxZqlevXj7ji969e6vZs2erd955J9+quxwVgN7hRblY3XKK0i0Je4lwQOK6bgbgkRVtLu4vfAc1HTYNDT6gR4d2VBSMZMjhbEoSANi4K1KkSO1w8LcjpC0uTpQh0JLwK+XLA5q3YUokyjQ5Gq71/kpRpM24I1+wZxOxc99wNfCDoYWWvRAVl5bPs02czsW8Ey1rGndN5B62WfFKB9VfE+vB+7fdMK7ZyM0dSliKEwv59rFjMyCvpaJCLV24UM2YMUONHTtWzZgxI9zoyiB23bJli1q6cKHa1a9fps44wNH2/qKP1Llz5+b1XjwSqMDRM1NeQG/37t3q1FNPVY7jqOOOO06NGzdOXXvttaq6ulodf/zxynEcddppp6ndu3fnPWYF5wABAABJREFUU32XowLQO7woFz96RHGsaG0vkfZYq1IyisJ69FC1NTVqyZIlavuKFarVdQMK+PJApUSiNFsbYclm9cm5K1zMK9shEZ5NiT4QJow5TDaNz3SvTUz4tmVu0oD6r5A+7zLMYRpBnbMWQzmTgQaNTdY3X4zHZKDB14nm2dRGC/xWqWHidNN8mcTa1G9udWtaE76vSZxu4sDZ9qbJmbetnG0v5ALyTM+n4zjqurPOykSpyOyFvn1Dn5PJkyerTZs2qQULFqiRI0eqkSNHqh9cfrlqdV21q18/tXThQv/7IwfHw2ESCQJ6vXr16nb+6DqKCjp6ZsoL6H31q19VjuOoRYsWqQ8//NB3bd++ferrX/+6chwn4FW8u1IB6B2eZOLQyTXJxYrW9hLJRSRL94Qpt9PhVA74xMjfuuCCDJcnDDTywz2sjbA0W9w7G8ExN1vakUYCYfPVCD/Qo3vDQCkXb8rUgmxkDN7ObiAQ4YFi/toMA2Q5Cfpk2oGgI+QkNAetjfWPc0VNaycNHeJy9GzidNtcTbSsSQJQ13prcm1pqU+UbBLFEyC1iVllyDjuEmiiWJNW+LnICsGIKrkm23PoU49g6cI82yGuIT2zvvdHTMfDS5YsUa7rGusnoNenT59uF2GiI6lgdRukvIDesGHD1CWXXBJa5pJLLlHDhg3Lp/ouRwWg13VIrkl7rWhth0mYuDSKoxeW+vXrZ6zHxK2RB1icNqoRBERUnykygw1EJCLa4vdyoCfvlQAibMzcCGUiK5dE1oJVWsRyXTJbaoEGK2EicmpnBIJgqwxBHTbeP5tBBI03GaNdk5g3iaA4PWw/8LmVotu4+zPsuTDtDxlrmOamQeTloqsXR0x7IaD2emPLhCJj88Jdx+QbaSMUVBh09FpaWtRZZ51lrZOAXr9+/QI6ZgfDOXBXoYIfvSDlBfR69OihvvGNb4SW+cY3vqF69OiRT/VdjgpAr2OpM19afE3yYfO3tLSoyZMnZ67ZvOPzQ6PCK1NUVKSGFRfHBoS2VFlZmTmApBWpKbTW/JhtSMe+UkdPOvYNAyHJkHbkvRLo0b1cPGyznJUhuCRoSyJowWoT+9Lf1SH1RfnMozbitsvHYVonOV6ZuNVtmDg9BX+/oz5CwuIP5wPyNsNsAUx9NommSWybix+9MDUKk0pCZn0rK9UPJ0/2gW+b5XdgrhAO9gLvL0N82S1btqiqqqrQOk0cvcPFSfHhSAfDn1+3BnonnHCCuuaaa0LLXHPNNeqEE07Ip/ouRwWg1zF0MF5afE1yVdzl/SPjI1neJJItKipSCxYs8ClmHygvV4umTFGO46gKx8kZ7D3//PPqs2efHYiMIcEXF+tFtSGV58eH5PP6muAfc1NEO/JeDir4vSYl/zL4RajEabQBTikKJu6MFE1TXST25Rw4mZLIGiZMY203izb4/zRek9EBBz5ynUYgvoi8LKRsLvthlFiTXET+NpBH9fP5onzi2k4UfR2FoO/GfNu1cRYVoFodRy258kolwSDtraj6wp5Zo+I/M9xIV1aqRVOmxKrTpKN3uIUdO9KoWwO9q666Sh111FHqueeeM15//vnn1VFHHaWuvvrqfKrvclQAeh1DnfHSktxB7osqV1P8KH97No5eOXTUix9feaVqdd2M9R1xB2sB9TmYv+RNB53jOPrwWLNGtRUVGQ05kghGTYiKlkHcFe6Xj3Mc6VqtaEeCigSy4c7CDCoyfRQ6evxeaTm7FH4uGtd3s4GbhDg0bZydGtFPmyGBFCNKLoxNdBgGRo1cNWQ5SgnD/XKNCUjZ/NRtg9+a2cQ9isPRM41PgltbKD7TPqS8hOhvg7g37JkIA3syvJtcd1s56l9YfVEfZlZXHgzsxa1TWt0ebMODrkydJSXq1kBv48aNGbcqn/vc59R3v/td9fDDD6vvfve7avz48cp1XdWnTx+1cePGfKrvclQAeu2njn5p2biD3BdVLhy9qP5FHQZDXFeVlJSo8a6b8ac1c+ZMdTuy4japA2cLAeW6bsbdw4+vvFJ99uyz8zp0TYd9LfxcDH4gNgPqPnbvNGTBlRQ9JmB3kUL30sFO+mAHPNFto7g3DuAKA1JJdnBKjs1qVncKZuBI4k7JPZXrL+dagjcbAEuE1EdzlYR5byXhDysXV8xraofvYZuOnml8AStq+AGcBK18H0aJ4lPw9zluWDTTR5dUcWgW+Ypdtz0nslwYyOPvDxMlX345pzoJ6JEfvYPtSqQrUmdLibo10FNKqZdfflmdfPLJGT0lsjRyHEedcsopav369flW3eWoAPTaTx390orjiyoXcBnWvzjiItsLPBcnxab5iJqzfPsnRdBSHCuBVYLlR41ZliHnvJtJOR5mUSZPsy31hYmRTaJgyd1LeeWiwpjFHRuNIWEYg0JQtNyetZPcT94O/bbtJduaSIfJIwztyvGZ1s52r5z/RgSNgQiA5xIWzbSHw+aQJ5uoOspSPuz9YXvnXSRcu4TV2bt3b995EkciQR+FRyp1tmi7qwA9F3nSRRddhLfeegt/+tOfsHTpUtx5551YunQp/vSnP+HNN9/E6NGj8626QEcg7dy5E64bvh1d18XOnTsj69qyZQuWL18OpRQAoBpAmSizcuVKOI6DWyZPxhWWehzHwaxZszBs2LDQ/g0HUAGgHsAYAE1efpP3u967Ptxw718BjAaQAlACYAOA2d7fEi9/tFdOUltbG9ra2iy9zxLvx8kA1gIY5f092dDvMgCPiDqKvet0/1XemACgEcDt3vU4Y5bztc3LrwaQ9P6v8NqgPipRxzIAI0R9Ww3lUl5+BYCrvXHwOf0rgIUAWr3yRQC+CeAk73erd/2vbGyNAIZ67cq9Jef6NW8cQ1h/OBV5Y5ZzNQJALex761oAN8M/z8exPheLdmjcYOXg9b3au3+I15cxyK7JNu930rt+HIA66DmlvVAOwGF19vTy1sK/v/6K4D68SPS1DcC7APhTXgRgGoA/w/5M0HzBG88IBPdwCnrOaJ6bAExBcE0eQfB9YXomTOU48feHiQ5s3oxfpNOx66T3GdHAgQORFvdLSqfTePjhhzFnzhykUnKk3ZvkOSBJKYXly5cjkUgc5J4dAupk0HlEUIGjF6RcdSI6kqPH65KiJm65tnThQpWurFStjqOu8Oq3sfaj+pevCwZKcZwUtzfFET9JLowUcUk9uAaY9fGixsznS8ZVTYg2uE6eTUdvGuKJkWvFnHIHzJILloY2XrCJDlciNwtPLjrkFrvN8IuqTXGFef21sIv770BQzE0pTEev1ht/Ev7nhNYk6V2vhV1n0GRVbJob0z5sjFmfSZfStCZhYlqT7l0z7HpypmcijLNr9KMnqaFBvdu/f+w6Tc7e40gk+P1HmmHGwRBtdxWOXgHodQAVgF6W8tWJ6EgdPS7SsImkzujbN2MBqyor1db169Wq6dNVbU2N0RQ/+fLLHRKKKSxFOSmOm8JA50TRhnTOazpswkSCUqQbF/CagN6VHqiQfaQD+iYEdd1MVrcJr9w0BC08wyxi3zG0q5B12Ct94XFdxgTMIcJkChNZynwb0Oe+53gZaR1tap/mJkqsGkd0a7MC5mmiZS+Y9qFJNGqzjrapONRY5i9fa1o+Xh71Yuf996vdffvqcffooW6ZPFktWLBA3XjjjWrpwoVq+4oV9heUMMSwtU359O7ct29f4DyJMhDL5/3ZXehgxL0tAL0jiApAL0vt0YnoKH0K+SXHX6BSyTzjy8rg2ypD3os5hY6Ju2lKHcXRy9WPGC+X672UkrAr6ss1MPkmyyiZe1a3Ji5OM/ycmAZ2jSvvJ0RfEshyHKndJPzWqmUIj44RxknkHEjJSYxaTz6naa+NODpo1ciGPqOys+H3lWcyXjH10QY0whwmm7iusp2wPWzaS7ROPC/M32EKUHMM82XyLXmR6/rWxLQHbXv1dmj3K773Ar0rKip04qHN4oQ7Y+8acrFkarsaUOeff34GnJnOE/qwjvNuONIMMwocvSwVgF4HUAHoaWovV66jLKRM/ci8QJnbCHJzEhp8nH197+rXL+P8uKOS4zgBbsNsxDvwTSkOV64F/sgMCdf1gT0TR64M0e5LbG3H5R4lmTEG9fFd1k5S1CmtWBOWNhPIRsZIGsqbrHolsJAAhLcjAQr1n8bHRYcSWOQD8PnYbA6daXxhrkVCQU6IexXbmHm7E2Hew6Z9mBBrPApBYxjpuFvO14WeYZLjOGppdbVKPvlkRjRKaVffvuoCQI0XFvAzZ85UM2fO9L13hriuugJQVVVV6kef/aw/fi17J6iKCqVWrgzmmz4YOXmRMUzvPGpbvvPCzpMZM2ZYQ6dRai/3qqvRwXA/UwB6RxAVgJ6mjvqC6giP5ibuoHQEm1q3zveS5VErdvXtq1Lr1vle3EsXLoxl5WpzpmxKl/TqFdvqNq5YVAKriTCL+ng5W1xaWc4mriMwINuOo/dE3KP9DOhRfFkOKHbA38coK8j7kAWD1BcOKt6FDm1mE3dKMbVC1lmzHJu09g0bL+XbnDfPFusZtSamlGBtT4MZmI0S7VB/TA6TeX/DxqyQBeRS5M/DyHFLZgm+TTGJZX08/X7CBP+7gsKLbdjgL7thQ0ZFw/RuWbdunRo7dqw6++yz1eDBgzPvK+MHpwR1GzbEB3l5vvPCzpPOePd2h1BqBatbTQWg1wFUAHqaDoZORFySX8oE4vgBtqtvX1Ue5wD1XtxxlZ9nzJihxo4dG6tsLYJhvijFVfyX4h7bOHi0C1MbtZY+SjGoPNQTMdqOyz0iMS2/l0R4vI9RbfB5lZy/bTBzwmS7OwzlTAYpNAeyXJhj5VpWl4mjR/lhYM/EiaRxcA4tzYFsh68d9YfWmK+JqZxpzFLEbusjnxuTg++VbO3kPNQY6lPFxUq9+qp+8KVYlZcziVoN74qwjzQfOOBgj1IeIC+Xd5rtPDlcpCmHGxX86GkqAL0OoALQ03Q4OvCUYtl9p52m9cFOO80KQAL+tzZsyNQX9wsxDujlYM8mqqMoAHHFomEcr7B7wzh6QHynvba2w3yTyVi3cUJ9RXEN4/iU42mnqI+Dw1b4RYfy/kZxbxzHymUIF09SvbY1CdOZtOkQKmjwKjmlCQQjU9R7a1LPuKwJZI1cqKyJY3wTgvuLp4liLNJAhj8TPI+PuRWak5cuLta/HUc9NGeO2rp+vR/gVVTo51fmMTCWi0FDADAZuIadRVHnyeGgH324UmfFve3WQM91XTV16tR8bu2WVAB6mg7LkDxCxNKSSKjVq1erH956ayRwyiT2lW77QrwCUIumTFGbNm1SS5YsUSNHjszMRZQYLm4yARwbqJAHPB3C/N4woCbbNbVjA4rt4ejZwAuBDBuwleCjDFA/gR0MmXTvGrx6JIhqiFHfNmSjhoSBbxtQI1G1yVFz2L02Hb0w0agUYSe9srzcZosT6xGWvSCB9UTEjzxxxhlnBMYo1RRGQIM7qm++46izzjpLXQA/+PscoN7p0yfT1p6jj1bf+9KX1J6jjzYCvVxclFDKfKxaOHpb168/JOG2DgePB0cadWugd8wxx6hbb701n1u7JRWAXpYOuy9DYU1La3LzzTdnxbkI6h9tBtTFRUU+FyycC8C/EB+bMUOli4szouCioiJVXFzsBzPoeLBnAwQc5FH4Lg4A+L1JBEWvMnExaJh42cR5zEVHj3OPZErCbtkbJv6zGVnQ3HCL3RZxLxd5yvrkvTwOcJx153Nq4mCGidNr4e+LnGdbTOKEaCeBEItkBr55OT43ci/YRMmmPtJc33fJJUoppdauXesDeXKNn2Pj2uldv8K7VsOu/Zd3ram42Dje5qOOUq2uq1ZNn57RycsV6BUXF6vampqAjl6auUyhkIck4aiqqlI33HBDu4Bf3PMkV+7V4SiJ6SrUrYHe5Zdfrqqrq/O5tVtSAehl6bDU9SDlbJVdk7vvvlsVFRUZlczpgCkqKlJLFy6MVrJuaFC7PJ9aNjBj4+zkk8JEspKTR1wYeehxUBHVv7gcPVOIK9M82KxuN1uAXpSvPl5/EporF2ZJy0HIeAT945G4nIsOpY+6h7227xD5XAcyipNLbZjE3NQH23rsjpjn3fAD4TJLO7yPcY0xovaCTGFGRg/NmZN5jK6++mrrc8M5erRvyxAU53KjJdt4P+uF6mzPx1bjUUcF3gmLpkwJfd5d123Xu7CzzpPDSbe6q1G3BnqvvPKKOuqoo9RKMis/wqkA9ILUWToR7SVakzfffNP3sjdxETLiigjfWPX19apcHE42TlYuETQcx1Fnn312oIyJo0ftzEcWeCTFQSyNEiglDH2SfYnDqSP/bklLfUlkoyuYojB8VFqqdiCoA5eABhetsAMn2T8+D2FAT/q9s/lKtPmu4yJUujeXNTatpwQJsj6+V0dY6uOcxFr4HQTzdsbDDygz90e4V7HtBckxjuLoNT7wgEo9/XTGnxxXd+AfETaXK7YYvvKDxwa+4iTb/O/q21cbgaxZkxF/mubflPKRbnTWeVLg6OVP3RroLV68WF1++eXKdV11/vnnq7lz56q6ujq1ePFiX7rzzjvzqb7LUQHoHXzK1w0AXxMpZuYv9MCLmJwqG4helFGHdlyHwtVe+1dddVUomAk7YCXYIqBlAjxS6d92WMUZXwp24JiAH+hROQJ6BzyrWxMIk6LRKLAngYZMMj+BbBg02wFNnD2TlSyFIstljeOCZ1N91chyRk3rxEFeXDEv70+Yw+Q4Hxwy7JjcMwRQ55SXq5RlvkwGJzYnypKTmmDXbA6i44I82/xfAGifm8XFatX06RmwJMF8GNjL5QO4s86Tgo5e/tStgR59eUUl13Xzqb7LUQHoHTySouHi4uLMS6qqqkpt2rQp8n5ak44SM3PRR5i1qTzYyyz55dDOUj/xiU/kdG+cdqN8n9naodQR47OJbg8w0S0Zd0iRqXQPI5NJrG2yspVJiofD2ggLVZfvHLS3nK3PtvmT+TWWNZEh0Hg7uVh1t2fP8HSR6xrDotG9HOTlsq/jfDxY+1dZqWpramJb2VPKlUvWmefJYadb3UWoWwO9tWvXxk5HAhWA3sGjOK4QwkCaaU1yFjMznT+l/By9ZMjBZzo4OHdla0mJ+sGCBWrTpk1q0qRJvjGFccvihjZLwm6JS5yPMNcg3OLSNr5piOeGxcQ94kDPJBptRTi3jYMixe6TQM/G5WtE0PqYc2ficPTk2EjsKMFCLpy/uHNqmxcy7LDNKxljmLispV784QT83E4TEAsz1sn3mYjL0aN7ucherqec17iALKx/O/v0UaqhIZb4U6Zc9d468zw5LHWruwB1a6BXID8VgN7BoVxcIfAvUA7k7r777vatiSEmLuno0WEcJS4yHZJvH320qq2pUQsWLAjo5XGglzTUlYjR7jT43Y+EHaZRB3YUeEkgCHgJZJocK/uilVj604xw/bkWdh+Nby/8YGA1wvX2qI5A/5C1SuWAice/TYt74wCcOLp8uc6pDezFETmb9CYJ6CXZ/JuATxxjHZveahhw5G1IHT05//zeRsvclCE3kBfWPxrD7Nmz1RtvvJG/m5aYdDDOk8NVt/pwpQLQO4KoAPQODuXy1ew4jtq0aVPgK7VPnz5q9erVau7cufmtiymeZUODz3dXAtHiIin2ujCHgyZXMVUc8Z9MvJwpHJupT7ydqFBpfB6kw+Rd4t5dlntNIJT6J4FWClo8afODp8T9cmw1CIpAy+DncPJ807zanEbHXfe4c2r9+BH3h4mcbaLbzhQ5h4mCTX4HR8BuYJTr3MRJNrUF4nq1y/FyDCqcJ4cfdRWg5yJPam1txQ9+8ANccMEF6NevH4qLizPX/ud//gc33HAD3nzzzXyrL1CBArRz5064brwt67oupk6diuXLl0Mphba2NqRSKbS1tQEAVq5ciXnz5uXeifJyYO1aoLIS2LIFGDMGePJJHPvhhwCAJICLATR5aQyAegAVAIZ7VZQBeERU+7CXbyNe18kA1gK4CsAQ7/pWABdZ2h3n/a338pu8e4YDuBlASrSV8tp4DcAoAL8FUOLlLwTwV0OfKgAc5/1OGsZS5uVT+9UARiA4D60ABoi8AaytJpZf5tVzHADH618JgMcAzAJAb6RW7285G5+NiqHncS30HNCc0b3Ka2uplyd34wR2r2znEYSvMQDUQs8LEY07abhXzinRCK8eiLxlIm8Za6sJwH8D2O71/Q9e/h+839u968fBvJfi7jnTM2HbCyno/Tncq6/Yy2sCMNDry4UAmhEk29zQnrFRNcxrVAZglcij9VRKYfny5Vi4cCFmzZoFx3FQVFQEx3FCWgLOO++80OsFKlCHUT5Icv/+/eqiiy5SruuqE044QZ100kk+w4u9e/eqnj17qm9+85v5VN/lqMDROziUK0fPlM9FUu2yJDN4xU9YuAdcXGQSe9k4HKZk4hYlY7RrcxHBxbFcv0mKwnYg6zxYir7k+JIwc1mSrCxvm3T0kiEOk03uM7hYNeX1T7bd7OWT2HEagpwxSlKXT65HLcxuSlq8+ZF5NI9xrT5rYXZGLDmHcny8PlPsYsnxnI0gB5Q7hG6Gn8vazK6tRHz3MbmIpsMsdmmNW5Hl5PH9ZlvPuNbk8pmQa8Q557b1dBxH1dXVKaWy4s+5c+eq888/3xhDl4wVc9GBK5wnhx91FY5eXkCvtrZWOY6j7r33XpVOp9W3vvWtgIXtuHHj1Pnnn59P9V2OCkDv4FA+4YrCgF6UjgzXV1mwYIFasGCB352LiHN5UUgwdBPIiyPOMqW4cWTlIWYCBHSY3hTj0IzqHx+HtO7lVq3jRdujvTXZHwL0FDQQM4lVw0TGzZZy2y39izOvJhFje62ZTWtCY7WtCV8bKd40ibDDHBdLkM+BXi5Wz7kmW/+kE2sOsJPQgD3soyLu/F944YVG332b2X2JmPWdddZZ1vdIVVWVdQ5CrVoNzt4z50mIy6cCHRzq1kDv1FNPVZdeemnmd11dXQDozZ07V51wwgn5VN/lqAD0Dh7lqgcTBvRsVm/cAo2+uul+8m5fDmSiYSiEH+BRHIM43AYTmGpPu5KTQpyKBOyHZiJmO0lDPQkEw21Jjh5Z3UpuInHaKOyYDSzb+k6xaql/JstNU17YOvFyNr2/XDlKJuATZnDA85fCDJhsXELeFnH/uMsVqTfZGSDPtA83ww86uYEMB3ZRof3icFQpLBnntEkAZ3NAbltPk4Qgbz91lvCNLS0tkU7cC3RwqKsAvbx09BoaGnD++eeHlunbty/ee++9fKovUIGstGzZMsyaNatD6kqn0xg4cGAgf968eRndvnQ6DaWU754T29rwEoABH3yAt/v2BTZswJ7+/TO6c2WW9p51HNQccwwudRyf3hCQ1V2aAOAZy/1l8OuOXQi/zp6t3Y0AGkS5ZwBcD2CHV8YB8H0AQ2HXYQvXOMrWqbx6eB+HevnXA7gLepyjvWvDRP0OgJ3evUlkde0cAFfArzvH59HWv0EATvT6txBav4t0Dj8Prd9Y5uVRu6Z5Nc1/0rvPRK3id5w1/iv0vJC+4U3euJT3l88pz7+JjWk0snqUdwG4Q+TJtu7wyv0d2f0gaYd3vaPpGfj3wsnQ+5DWcif0nqH5oifRATAHft3Md44+Gq3r1mF7r16ZuaB9bdozq1atwl/+8hek0+lMf6QuLPWF68DKsrSeruvi0UcfDYxx1apVkbrFxnuHDwcqKrK6wNu26fxt2/TvLVv09eHDQ+suUIHyAnp9+/bFrl27QsvU19djwACpVl2gArWPSkpK8MADD2DTpk2oqqoCADiOE6n4bKJ0Oo1rrrnGl7dly5YMyDORPOyrPvgAiRNPxPtPPx0LdJ14/fXYZnnpNyE+yBsD4M8IGmgMcV2UlJRkDpazzjoLA6uqAuVGAbgP2qBAgs4SBA/8bdCGH3xsUnG9zKtzKDQAqvP6WOf9Hupdp3u2A/iaZbxEtlWdzvpNczPE6yenVujxbAAwE8D98BuW/A1Z8AAAHwNo9Pq8Fdn5GoHs/G/1rjeG9K8JerxrkTUAKIN/jWu9euk60V+9fnIikDcG/nWX7c9DENDdZcjjbd2F7ByeCGCPKLPHy5djMZEciyTTvcQykHthm1d2KfR+fQ16Tk37dSuANSNGoPhTn8KJb7yBnb17BwD419i9s2fPRnFxMf72t78F+twEvb84TTG0S2VpPYuKirBz585AmeNeew0VlvcTte26bvBeafj12c/q/M9+Vv+urNTXy8tRoAKFUV5A75Of/CR+97vfYe/evcbrjY2NWLNmDT71qU+1p28FKpCVTjvtNPznf/4ntmzZgjvvvBPDhw+PbZELaHA4a9YsDBs2zJcf9fU9HH5rwuaiIjz66KMYctFFeGDKlICFrWxv3rx5Pg5CXJLtmqwYh7ou7rnmGnz5y1/GnXfeiXXr1mHKlCkYOXJkAOy9An14m7h3rdAWjZxS0Icpt5R8Gn7gdy009ywFzYVbAQ1mViBrMTkIwN3evX8G8JRoR3ntD/T6OAQaEErYzS1YaW62WsZDHJ/lyIK8ndBg6loAJ0ED0a0ABnt5K7w2acxkRbrVy1/hlRsMvQay3TavzgqvnJyrWgB3QgPQP3vXCWzUAPi6YV5uhn/dbzbMC7ekzYVoDrcDOEZcO8bLt42FiMAiHwsn057h8/ArUd6FHt+xCN+vKa/sNS++CPzxj0B5OY595hm0CXD1FIALoEHesmXLsGrVKgxx3UCfyxC0AI5jMW2UEPzxj5jzhz/gudbW0Pkam0rh+OOPD1bKwV4yqfOSyQLIK1BulI9seN26dcp1XXXeeeep9evXq9raWuW6rtq3b596/vnn1ZlnnqlKSkrUf/7nf+ZTfZejgo7eoae4Frm9evXy+dGTMXNnzJgRGcqIGzZwPb+Wlha1aMoUdQUQ6l0+Xz3DMCvGYcXF6sdXXpnph8nLPQA1TugVUkpCGxm8LfScJjKdpQTMkS244jq3Pk1A64ElWd4OL48bGOyLMMZIsb8TDe0CQYfQE5HV05LWtNvF/TSv/H/TmGUbZfBHrZBOgZPIGg3IPpv8wpUh6K/v26z/NmOKFMyWtLnurztY2wcMepN3WMZi2w+y/jjzQGscZYBC+5Xvt5bBgzN+LckiPjVggHpiyhTV6jh6HMXFSr36qlJKqdqaGuMe5nm5WMUb9ewaGnQ83BjzNXnyZPsLbsMGv97khg0d/xItUM7UVXT08gJ6Sin14x//WJWUlCjXdQOppKREPfjgg/lW3eWoAPQOPcW1yF20aJFavXq12rdvnxUM5ZIylrvMOk56l9+6fr3avmJFBkhecsklaujQoTm3FQb0hriuWjV9ulLKDiT54SJTAn5wxMFHGeJHPkgg/DBOeu20srxm7wDbHuFe5SbLIWlzzmuKTsH7IedyBLIuSeIc+HHnxQYgZKSHuxGMPyvH0QK/4+cwS9pcwJ6Mfft5b00+b7C6bQ8YkvdOhB+IS/cvtpRAcL+pigoN4qRDc6V0fnGxzi8uVurXv1bv9u8fCvJyAbGANu7wWeV7tHX9etVQUhI5X1aDDG9MPqBXWanzD7UhhggH6aMjwCq42wM9pZR6/fXX1U033aRGjhypTj311IwV08aNG9tTbZejAtA7PChOYG5ak7lz57bbVQvVu33FikBYNKKW+nq1q29f1QKoK9rRThyL3XRxsWp+6KFIkLcZQctGCarIClX6OpMWoyYwlUDQ7QXVyfMoDq3JlYdMKdE2jYdb8cq5KTO0SSmO/zkTMOZt1CK+RautPlvs1pqQ+p7Lsd04ifvRGw+/dfp4dm1lzLkJS6Z7TaHvOMAMs7DdVVqq9hx9tGp1XfXSpZdqrp3hWfSBPUOfc7WKdxzH96xJLv7MmTPVzJkzleM4qjzGfAXcPZHVrdfnljPP1M/JmWdmAeuhtLo1hIPM0BFiFXxEAL0CaSoAvcOD4gTmpjXp1atX3qBLfsVvXb/ezEVoaMi4YIl7CMY5HG3cBlVZqZYuXBjgTNrunQazS5KJ8Du+NXGobAe2guZYmHzN2UCXdOUhk0l0Se3bnPPyvkmfebw/ZQjnhIX5LMyFoxdWnwxNdrdlD3COYy3sHDteLpe0ElkXKhzowctfKcrn48/Rdu9EwzwoZMXfYfv1QmiO9ueKilRRUZG6AlCLpkwxv3d//WvfvfdMmOADa3GdQQ8fPlzdeOONGYfI+YxZzlfA3ZPgQra88op+Tl55xZff9O//7lM/OWjxaU3hIMPyuyEVgN4RRAWgd3hRWGBuWpM+ffqEvpTp5S396MkydH3RlCkqzV9uGzYYdXPak/hBJ0VA6YoKpVauVDfeeGNAxzCMU2HjyJk4GrLt3TBzWLYhGMlB6snxFAX06H6KbhFnrmjMCQS5i2H+534ixhzFhYkrxqyFOapGo2FuJNiMCz46MhHQu7K01KpvR/shbN/IPlbDL2qn1GyYB+JsRnGQTfva6ITYEM0mXVmpFk2Zkvk4/JznIzNqrh3HUWvXro0N8uLsJSNHr6jIytFLFxVlngnHcVRxcbFRJ7hTSYK6DRuOGJCn1BEC9H7961+rCRMmqPLyctWvXz9VXl6uJkyYoH7zm9+0p9ouRwWg13WI1qRfv36hL+aSkhI1Y8YMX2SM4cOHW8sT2JMHSUeBvDBnxKqiQqfiYrVq+nSjrqEJLEjOExfnykO7zGvb5rR3M/ziNbr2muEemeIAvRbkBvQAv6GE7J/sE9VPIs+4AC7OIU4i3rSoj3M404BajSBnsSOcbLcH6O0rLTWOl/agFKua9g31sRbhzpGpvqXwO8nmDpP5fo3SDXQcJxPNZunChZkPr5aKCvXz2bPVrn79lALU/sGD1Z2zZ6uvnn66SjmOaurZU1UIACfnuqioSI0dOzaWXm/cvZSLjt6uvn19oeBM7yNrtI2OJgOAPhJAnlLdHOilUil11VVXZbgZJSUlatCgQaqkpCTD5bjqqqtUKpXKp/ouRwWg13UoLkfPdV01duzYjDgkzte74zhq21NP+V54F+dh4BF1WMhwW+nBgzMv1+TLL8fiMpjEuQTmqN4Ey7e1TYfxePgV+il/MdoP9Gyi21zHF2ac0craGG+411YntRcmlpOGDuO9vnAOFs+3hf6K25eOBHqbvDXheyTB+p1E0LLatG82Ixj6bgSCeyZlyCfOXj7z4DiOGlZcnCmztaRElUMDNZ6/GVCjXDd2G67rquOOO84XVSPuPjTllwPhwExY3V4YYw3bFcs7VxLhII8Uq+BuDfTuvPNO5TiO+vSnP63Wr1+v2tralFJKtbW1qZdffll96lOfUq7rhsYR7U5UAHpdh3LR0cvVGrfCcTKWfJQ68hCWQMyXKioyX9CzZ8+OrCssgDu1IcNHNSLITaTDOAV/uC66thrhQM8WV1UmbggSR5RpG58EWDwRyKj2/k+Ie0nsmECWu0h5cl02s7qoL9yYgM8L51pRH7lBheRMmly4dMT+4vNKQO8Uj6OnEOT6JuEHLrZ9Q2tgCndm4gLze7kRiGlNqG2+JnH3OgdcJq4hzbVJD5OAVJmlzVzbXlpdbT8nPI4Zf07ivFeiYnl3GBU4et0T6A0bNkydeeaZVo5dS0uLOuOMM9SwYcPyqb7LUQHodR3qaKtb+dLOvOQ6QUdPclN42lVaqlrq65VSSm3atEmddtppOR3sUYCSwIjpALSJQeX9pn4rQO2P8KOnoEHmtBwOThsgDOPqcXFpCn4gw3X+SK+uFn7gIkGKBKfjDW2b9NDKvDZaWRsJw5okvfyOEN3KeeXGGKY5C7P45eXkOoXp6DUY7h3vzYFpTeR+DRPt56Ln6HuWQ8Yr91uuzxkAdefs2dpq30YMRJGOnuSy2tq1xfLuUCro6HVfoNezZ0+1aNGi0DK33HKL6tmzZz7VdzkqAL2uQ7QmJj96UWKYOCDv7aOP7nSrW2m9Sr+3lpSoz559dkZ9gt9fazio+AF9d8+ePuArRZFRTnt5mg2zBeVOQ54CVCLCjx6Ji5th95kXR5QpnQzbxjceQS5OGfz+AHcgCNx2IdqK1zQvYeMYwfpiW3dp2RsHaNB+KGPXeTv3e2tybWmplYuchNmBNk8TLX2ZKMpdb8gbhawFcVwRaEdxz01W4x3dbqQOnQBRLYmEWr16tTqjb99YbXc6R69gddu9gd6pp56qbrjhhtAyN9xwgzrttNPyqb7LUQHodR2Sa7Jlyxa1YMECNXLkSFVWVpZ3xArihtwpXt4t9fVqR+/esbguX/ziF9Xpp58e2kYCuXN2amH3uzb++ONVurhYRz7wxm46tE0cPS5e42VtHD0TN2s7spExDpSWZgwieDnyNZePoYRtHkxAj9pYiXhGA1FiR+l30ASMpYFGlLhTJpNvQ9vepHnh89AAv6EEzYspMoap3yZRq+zfCNEXm+9AuSbUt/aue67JxtHr6HY3bdoU/rISfuq4fnEcbmKn6+gV/Oh1b6B37733quOPP141Nzcbrzc1NanjjjtO3XfffflU3+WoAPS6DvE1kX738uXo0SFW4ThmUUlDg7rnU5+KrIO+8NetW6fGjh2rBg4c6Ls+Dfnpatk4TDw/XVysLog4TKN09GREA8prFQcmz2sB1HwPVDQxjt4er20OanfAzFGhFOfQ/Qn83Dve55R3nddtA1g8mXT+iBtnAnmyXQmOJOdIzrlMiZBxmzhPEnA2IBiWzmQg0wKomSFzkraUoz1XJtsA1NfE+CkEWoMoR3s233XPB+TJ/R8lls7l/RGb28YiT0j9YvoQiHqndOr5U4iM0SWAXqwo8A0NDb509dVX48ILL8S5556L73znO1i/fj3eeustrF+/Hvfccw+qqqpw0UUX4aqrropTfYEKdEho3rx5WL58OZRSaGtrQzqdzruuZwBsc91AUPNEIoG7Vq7ERi/4eDXswdH/+OCDePCLX8RTTz2Fiy++GH379s1cKwNQB2AIgHoAYwD82ftb7+XXWer+K4DR0MHfS6ADyM/2/pYAaHNdOOvX4/wrr8RaACdb2ijzynNyvHovBPA/0MHlObUA4LPqeuVGsf7c5V07wMrt9f4ezfI+Zv83Afi2aOtrXj4RzXWZ9/8IADMBFHttLwTwILJzU+xdP5GNWY7XRMUAtom86QC2e/+PQHauU157vF0nYhzyuiR5ncYLr54x0GM5GcBar797WflBAM4B4N+5QdoB4HXvr60fNL6HENxz40QbOwFsBtDG8ooAnO71ibdLc9kEPbecpsM/X/lSGRC6/+VeMLVbVVUVqy3XdbFz587ogldcAXjvDqKamho4joMm6PdOGC1fvhzz5s2L1acCdWOKgxxJ50emsHzikhwJVODodR2iNXnzzTc71BgD8ItKTNzCuIYEn7P4wWuvPzWbUv19//IvSimlvveZz4S2kYRZhFfjleFhtCj9F7JiQhlGi/pDYsJ9nj5YwtBGsxifdMshOT/S72AL6x8XH9osXcPmyySWlg6iE17bst2A6DzmOJotcy/nxbYXbOJIk7NmkyX0LlFul6U/4xFvz0l9Q5PInouWTVFaKHUURy9Xx+Kmcps2bVJVVVWRbeWjP2fTL87lvdShVBDddhmOXnEEDgQAzJgxA44T9V1ZoAJ1HXrqqafgui7a2tqiC8cgx3Ewa9YsDBs2DECQWwgAGwE0IMtZGQPNEZCchP8x9OkZABO8OiQXgbg2wxH+hf9XAPMAPMDybnIcDDjzTJx55pl444038JylDUCfGo7Xx68B+HdoDsyD0JyebwK4EkB/r/wer883AZjijfNdrxz1ZzSAKwCcB2AygP8GUA7gFdauA+B4aA7cMwDGA/idl68A3ALgHmQ5R6O9MTRDczoBIOm1u5P1pd4rx/syDprDWAbgMQS5OCYOnwPNBWwCcDWAVQCGete2eu2+BeBZrx2iMgBLvfvfBXA9gKfEOJ7xxn0/gpw7OS9yH21kZYkTxue1BMAuACewPDekHU7HW8otBfB3ZPfPXwFcBWA1K3eV1y7vy79Ac/LuZXnzAPwR2X0txzcdwCMIPk/5ku0Z43thO4AvhbRbUlKCJ598EieffHJoW+l0Gtdcc01e/SwpKcEDDzyA2267DbNnz8aLL74IpZS1vOu6ePTRR1FbW5tXe1YaPhyoqAC2bAHGjAHWrtXcx8ZG/XvLFqCyUpcr0KGlToedRwAVOHpdh2hNbr755kCosDjp6quvDo2lq5RS9fX1Vm7hNNjDmCXQcT7RZLK592gB1KyBA0M5gWXIhjvjXAzO5WiF1q1KsroTsPshI+vLMkBdycJtmXzScT3ARew35yBJi9qJCDr2DfOJRuOUvtTi6Ogp0S63zk2Iek1tJNm6Sx3C61kfbAYRLV67YQYCYQYGMsX1bWjiwMn2Te0mDGtsMtCw6ebZ6u8Izl5YzOQEzFbG1C7n0hHHzdRGvlErTOeJKeShTLm4WeHhI2PFzS24V+kSHL0C0OsAKgC9rkO0JnfffXfOxhf0Ig+LpauUUkuWLLGGIePiRNPh1xE+0WztcmAgjQHC2uUiWSmaq0HwwDeNL0ysuo+Jbnmfwqw5uciYkkkMagIVUT7RahG0ujVZ2EaFVJMWrXyNKY/mQIp4bX4IqV3bvESBPPq4kD7rZEoKq1tbCrM0NrXL9wWBb2mgwfcmrdXBCAVnakNau4eJyTmgItUNAnY8Zna+BhKm88T2rjG9t6LqJnDK+xsrbm7BYfJhD/RiGWMc7vSLX/wCjuOEprFjx2bK19XVhZZNJpOHbjAFOij0+uuv52x8QQrUw4YNQ21tLX70ox/hm9/8ZkZcS7Rz5064bvDRItHtEJhFgkO86xvRsVQErYBPos4vAFjuOPjpZZdBefnFXjkT/Ru0wrwD4DfQxgXw/j6IoAhvCoCpIq8EWvxVBr9YdSiyivZUDtDGDU95dZkMFhwAtyNrfMLFoJymenXY+kL3roUWxTVAi1jf8cqRUv5y+I0G3gGwBMBXLf0rgTZCuR7AL7zxDPXG3OzlXQ+9HkO9dp8E0Aq7eBje9eXIGgjIdqWBgMnAoBV+YwcTDWDthVErgPXwGyy8A2C3od1G0V8F4FgEDTT+iKAhx25oseoY2FUXJiDaOCGMpGpFmVff9V6/5fMp202n0wFjLKny1NEqUFOnTo18j8URE8+dOxcPPvgglGb+IJ1OZ/5/8MEHMXfuXPvN5eXAI4/48x55JGBEUqBDR7F09Ey0fv163H///fj73/+O5uZmtLYGXwmO4xjzO5rOOeccfOtb3zJe+9WvfoV//OMfGDduXOBaTU0Nhg4dGsg/5phjOriH3YMSiQQeffRR7Ny5EwMHDsQ111wTADldhX7zm9/kfI/pRW6igQMHGl++dDCsR1Z3jOgkaH2uMQge1GG6d7UI6n4RjYDWOSMiULcUwLtK4epXXsmAPwA4F8AfDPX8FVon735kD955AJZ5v6leon+H34IW0If2ydD6W58D0I9do3v5y6g3tK7eI5Y2FLIHMtfVInBAtApBMJSy3EuAZDi0Dhr9bvLyFKv/eGhds3mW/qWQtYSeLq719Ma2FBro8HZIH88E9shSmNZ6CrLWvESPwL+Hhnv9SLL8a6HnutXrN7+f8mgtXC/PdFC0eteP8/o0BnpOK6D3nWy3GsBg6H3uQu/tq5G1gt4JDfpIo+sL0B8WxcjqTgLmZ6IJ7be8pedzLfz7ow5+a/cmcQ/95oCK6+gCyPwFtCUsADzwANeWzY8qKysxa9YsX1ucpO6wibZs2YKHHnrIl1cNv67iQw89lP2obWwENm7UFsGA/j1d2EJPn57V2SvQoad8WIYPP/xwhrV78sknq4suukiNGTPGmA4lHThwQB133HGquLhY7dixI5P/rW99SwFQL730Uoe0091Ft9KC1Kab1hXozTffzIR2Qo6inbjWa2E6emWw+0VrgFk/yCaSqoXdmlNakdZCizalvlS942TCTNnGHeXolv6ugV+UmEC4Y+WM1SjTBzNZX/I2lrI+hOmI2cSENt07KRI0RZOwxbWlumQsWNmGbf7Gwz/PraIMJXLqLMWizbA78bWFDrsPUNtYH+Yjq7/YgGxkjAMROnrcSpn2bHVIu3wOKWRZLfxROrgIVe7NjhLThiWTXmGU/h/Xuwt7/nN9l3CynSftfT/Pnz/f+LzLMS9YsCBoTVvQ0esSotu8gN6pp56qjjvuOPWXv/wln9sPGj3xxBMKgPr85z/vyy8AvdyoMxSLDxXdfffdeQG9XMdpmjN+gEj3EpQSyCrtRymZx3GELEGgDO00KseDT7rZ4P2ugR98UWguk+6cD7wYnPOaUiPMDn9NB3IZgoYhcl5znQfbHMp2EyH9N+XTGo2A2fmygt/BNAfsfG+Y9owtj/cxaSi7KYfIGDWGObLt3zj7uj33ymc2X7AX5zlxXdcIqDpKb05S1HkSpTtso5EjR8aa/yvPOccP4l59tRACrTsDvZ49e6p58+blc+tBpcsuu0wBUL///e99+QT0Fi9erL7zne+o++67T/3mN79RH3zwQV7tdGeg11lfp+2hnC3DGN18882xgJ7jOO3iXIb50UsgyBWiAz4NqIWuG/tAC4u4IA0gTMHkk/BHcJDWofzlL33FUWpm5bnRB3Hg+NhMYCEO0OPxXKthNgIhEMS5QkloDhUPeB/XJ1oU6OXtjhBlbMYONo5oizdXNkBMe4Qbcpj6bOJ4yYObcx2Tog4Cgfvz5Ojx9BT8Vs7c6rnZu27bcyaOpcnym+6lmLgchI2uqFBX9ekTuab0jJ9xxhnWNbZxfM8///zA+6e2psboC5OnXCxh+TulM84TCfRMe2YUoBp79PCDt4IfvS4D9PLS0RsyZAhaWlryufWg0datW/HCCy+grKwM1dXVxjJSr++YY47B0qVLMWPGjNC6Dxw4gAMHslpI77//PgAglUohlUpl8ul/ntfV6PHHH0fv3r1D/c0VFRXhsccewy233NKpfUmlUli4cCFWrlwJ13Xhui7S6TTuuece1NTU4P7770dJSXgsg0GDtBp6aWmptYzrurj44otx+umnY+DAgbjqqqswZMiQTB/i0rJly7Bo0SL87Gc/w7Jly7AOwBxoI4JyAG96vx8AMAzAgaIiuG1tmYgP+8vL4S5fjoHz52P3668b29gI4BIA/wGta7WM7gVwuXf9SgCPe/klXrsPArgbWmdqrXftXgC3QhtHONAK+5MBPA/gfGhdLNPoj4bWYVoH7WPsBAA/9uqYC31ytHi/d0Lrpt2NrN5ayluLVMia7IfWbeNjaYX21fddVt+T3rXJXl/eBfAwsrp1pwD4pVemCcA0ZOf/BWgffTLKBdFJ0DqMFfDPoeP1aZx3b09oQwzbTqkH8CKAGmQNZGiuWtlvSSloncyfQus6/h+0kQKftd3Q+lVnQq9HKcv7gzfOe712UgCuEXVQ31u9tfi30lJMRtY4g9Pb0EYt3xN9gNfHCd7/TdBzts77/RH0XpoAvW9Hw7znarzrx7N7W6D1FHcjuxfe9vpXDK37913otVrx9tsoA/BxaSmeN/Sf6Nxzz8XKlSsxePBg3DlnDq7/9a8za8yfT9ofZ3rtNgH43D/+gba2tux7Yds23PQf/4HeRx2VGYeJioqKcOKJJ+b0Pums8+Tiiy/G//7v//ry5J6h+U+deSawZg0waJBOv/0tcNZZ+n/er0GDgBdeAF5/HfjMZ/zXuhEdyjM+lzYdpZTKtYHvfe97+N73voeNGzfi2GOPzfX2g0J1dXVYvHgxamtrsWTJEt+13/zmN9i7dy/GjBmDE088ETt27MDvf/973HHHHdi7dy9Wr16NCRMmWGrO1i1p1apV6NWrV4ePpUAFKlCBClSgAhWIaP/+/Zg6dSree+899OvXL7RsXkAP0FZFL774Impra/HP//zP1oYqKiryqb5dlE6nMWzYMDQ2NqK+vj62ZegLL7yAyy67DMOHDw984XAycfTKy8vxzjvv+OYhlUrhueeew2WXXRbJaTpc6bvf/S7uueeeSI7ebbfd1qkcvWQyiXPOOQdh29VxHPz973/PcN9MRGsyc+ZM7N+/31hHTU0Nli5dau/Mc8/pr9iTTgpe27ZNf8Vedlkm65ZbbsHPf/5zfDqVwhPQ3Avi/hCdD+A/HAdFfHxDhwJr1uCW//f/Mvf/H4Icp/OQ5ehlxgnN0fsvAJ+Bn6OXgOZUrIDmLAKai/T0BRfgvNdey+Q1QMd+fRI62oWCjmjA7Y5boTkpCsBK6CgXAxHkStFvG0fvuRUrcNn116Pko48C9zZ6958IzY36uvebj+UhaK4RtfVN6IgZ/b0ykhNzK4B/gub+AFluXRk0RwmAb64/w+69Htpa9nloFytXQ3OiaA6IUyctgFPIcp8mQ3Mbn4PZolXOQTOyXKu7Wb8lfUb0m+gkaCtV/jam/tEcEucqAeCLpaW4e8UKXHL99djz0UcYEDEWE+dqHIAnYOZOAnovTIN/H+6C5jL+EnofyTmkeWmF3xIc0FyoyexeWnc+FydB7wPe38z765xzgMmTgbIy33OXSqUC++P/kOV2JQB8GcCqPn1w/IcfAkOH4lvnn4+l//7vxveVfMds3boVTz75JHbt2oUTTjgBV199tfEd1pnnyVe+8hU8/PDDvjwas+/09N5JxnffEUiH8ox///33cfzxx8cCennp6Cml1PLly9UxxxxjjHVL6VDFun322WcVADV27Nic7z3llFNiy72JCjp6na+j15GOQVevXq3mzp2bn5VaHnop1HeyREwY9KKSTO8pde+9PmXmpQsXqvGua9TL4vpm0io1ro6e1CdLwhxvlnTtSGdnM7smy1L7XO8sFx29t0UbSeioBDSHjYY+ki6ebIM7eeYRQsIsRk1zzedQOjjeJtrla/IzZHXTEshGVwgzKlHeGPkcNEJby9r2v63f3PjC5OCYt0n3lnprMp85sTbpgN4U0p8wvU65TmEW3VKv0KSbKeuLcorN9U99+nJkSWp455j0VuXztKtvX6UaGmJZwuZqLduZ54l08FzhOFkDrL59VWrduiPGwCIX6io6enkBvR/+8IfKdV3Vo0cPNXbsWDVt2jR17bXXGtOhoKuuukoBUI899ljO937yk59UANT27dtj39OdgZ5Sh4fVbZxQPwDUWWedFTrffE3yslKzWZStXKlURYXxRZh8+WV1BYIKzqSATiCPgMCiKVN87bRUVKgLEFRGl0BhryE/jtXtPRMmBPJkuZShvjCgQgCrjPXblkxAL4Wsyw0+ZxysNol65G/ToW+am7CwVwQwZf5m+EPK2axlqY323DsN/rB5sq/cgEGGeOMgT0GHZyvz6kwa2hwFf1i6fd6axLXqNs3huxHrrwC1PWQObvLq+4CMAUSyWYLzuTI9e6YPRP5OkG5HTEk+JxcCvvdI2Dsm6r1aVVXlMzg7GOfJli1b1NKFC9Wufv0y754j0Zo2LnVroDds2DBVXl6uGhsb87m9U+mdd95RRx11lDr22GPVxx9/nNO9H374oerbt6/q3bu3SqVSse/r7kDvcPCjF4ejRykMeHbImsgX3v33Z1/2/MXIyrY6jhHscU5Fgh1ACxYsUFvXr89wCF855ZSMlSPdK0NwcQ6V9KNn40C806ePShNARRbcJEQ54lxR23E4enJ8piTjqpIfvTQ0x8zEiZHgWAIDU19yDa0luaycC8bLhoFdAqsmjlJUuDNau5XIWg8n2ByY5oXGwtdJ+vXjVrsNCPad2tnHrG7j+Gm0cRebDetv2w9hPhplCDrTPjLVJfeqXGdKmzZtMr7jwt4zpudpM6CWLlwY+QqJIykBoIqLizPv2rlz5x6c86RgTRubujXQKy0tVV/96lfzubXT6Qc/+IECoG666Sbj9ffff19t2rQpkL9//341ZcoUBUBdd911ObXZ3YEeUb5+mjqC4r4Y6Wt43bp1asmSJWrGjBlq7NixasaMGWrJkiXqrbfe6pg1McV3BNSeo49WtTU1asmSJVmgBqh0ZaVa5O0v0wGREAcQxZlcNGWKSj39tGp5+WXV6jihwEoeyNzlhASYn+3fX+3u2zdTR1NxsRqFIHeRH5INCHcWPBFZf29hh7JM5MqjiXH09iCcc5UIqS+JcCDK58nG6bG1YQKENlcq0gG2HMdP4OeUzma/U971uNzFMpEnQRMHPiMQ5PLJtd/srckdpaVGjp3cX6Z0B/xg7Z4Y+4LE1TsiyplSCnoPRomlTX2dPHlyTn735Pzz/bazT59IblcuH66USJx+UM4TJsIOELlWKVD3Bnpnn332IRPLRtHw4cMVAPW///u/xuuJREI5jqMuuOACVVNTo2699VZ17bXXqrKyMgVAnX322eqdd97Jqc0jBegdagoTdcQFgL169dIiqX37cm5f+u/b9tRTgUOKXvwXMV94afZlfP/YsarCcYwiVKkDRH0mDuX8Cy+0co9sIrQwUMAP+ySCACCJIIAwOf2Ny+GyJeIe1TOg967lUObiSZsDYhJPmgC1AtTdok4uGt0N/6Etdcy441xe/05R7h3D3HCgZxN/3mTI5+2ERcGwfUTIdZIc0QSCkUTqvTW5srTUCo5M+5USd5LNxfg2nT2+jyciP6Bnmi/b2slnLJf3SNjHQabdCNHmjTfeqFzXzaldAnqvv/56fi/QAnU4dWugt2LFCtW/f3+VTCbzub3T6C9/+YsCoC644AJrmffee0/NmzdPjRgxQg0YMEAVFxervn37qgsuuEDdd999av/+/Tm3WwB6B4daWlrUWWedldPL0faynDt3bk7tSrHOEAbkKCUR5AJthqdzp5RSa9aoVtc1lkt490tFcTqI1q5dGzhAKUmDA5lM4knpvJmL9Ex9IWAYp+0aSzmTiFJGxiBRHxfd8lSLrGhTAj1yKMzFibb5qhHzYBIxmkSbpjk0lcuEd4NZ1MpFtyMs9ZlE8ba+8GQqa2onbB/uYzp6pnak2Fj2gcZnCvG207Imcn/YwuGZ8uKsu22+KJxn3HeITdxP87KzTx+faNPk4D2O/p/t3TVq1Kic353tcTJfIDt1a6C3bt069fnPf14df/zx6q677lK/+93v1Lp164zpSKAC0Dt4tGTJkpy/hE0vy169esV+2UlOYpjYRhoEjAKzSm5oUC2DB4dyUpKGw6OoqEhdeOGFsbg1YYeTvG6KSBAWGSPJ2pqI3A00TMmko0eHvE3Jn3N7kgiK+oijx/uSgubkydBdYaJXPr6JMHNxJAdukWjjDpj3TBmyMV5N+6oBWQvbXDhUcfcIrbONs0zGGJs8LquNcxW271Yi+BHAuafvw7+PbEYpJJLdY7lOZX6C4B6U4lxbf3Pl6pmeJ0pLFy5Uas2aUN1mkjzl8+4qLS2N/e46HPSruzN1a6DnOE7mK4j+t6UjgQpA7+BRLrp6YS/LPn36xIo1KdsLE9sQEJKH6xDX1W01NGQtc5EFKfy+hOUA4e2GGT/YDp+wgylMBBc2ZglyZsIe7syUbO5VUsi67ZDAU84z6Zdxy84kNMBoZX0jEHA//EDsboQD0zB9Pm45y8tJseVMBK1hORDi8y+BEP+IiOLolYWUbTHcYwKFdJ2ek1M8jh5di2PYYNtzXHSbQFbf8CbYQZ6CdrUzMWSduI7q9TB/gPCx8pB9+T4TYYlAWHtVTWzvrl69esWOk3s4eEzoztRVgF5eIdDuuOMOOI7NDWaBCtQ5lEgksGrVKpx55pl43RISLC65roudO3dGllu1ahVc1804jB4O7XS2HsAYaAe6RIr9/RqAeQBOBvBCOo1fbN4MbNwINDdDVVTg3XffxZAPP8Qr3j1bvftO8trg9VK7Q7wy5Ix3HnTIsxIvf4jl3moAT0M7QJZ9LoMOgVYBHZLqGcMcmMZcDe2sdie0c9oSAMvZ+Cm014MAZiPrNFd5bVTD7kgXXt39ANwB7SyY5uZO6LBtTV67A4HMHCoAO7zrS6DDYVFfvgygF4Ap0I6Kj/XyvyH6LGkHtINreG2OQXa+roZ2YJyCDuP1V6/cH6DDc/3Oq5PmJeW13wTtWHm6l3ZAh/m60xvvHq8/fdnYyHGw3FtrkV0TWicqW+/V/4hXNuVdH+7VudbLl+XWQq8PoJ0Nj2FlqT+m/c/JtOeuhXYsnfLmbQWAod6YlaEOePnHA1jNftPe4vOgvDE/xMp9Adk1aYKe+w1eH+72fuf7TJjIcRzMmjULw4YNw5YtW7B8+XIoZRtZ/lRUVBTr3RXVB6UUli9fjttuuy12UIECdVHqbNR5JFCBo9e5ZBI/8K9UckEARItgcuXomfz3hfld45wKnv9u//5KNTSo7StWqKULF6rF48YZRWY2LsIIC6dCiqmifJrlI4KLGrPNB1qj15+3WV4KWmTKuTMmP3ot0NyuJCuX8NrlXC+ZyO/aCGQ5etTueNjFtKZk4sLR2GmdpPiVp5mGOqkuqUPW7NUTZaxAc2BaO84xs60ztRO1HzYxMSFgFvGGPWe2/kmxO+eKymTj8iVhfsZsc53vHEQ9E/zdI0Wh+VjVRqVc310d5WS+QHbqKhw9Nw4YLFCBDiXNmzcv82VKAcSV95XqOA5OO+00LF68GGvXro1dZzqdxjXXXBNZbuDAgUin0768Z+DnAHCO18XQIZiALAeoHsAxH3yAH86Zg8EzZ+L73/8+rnn2WV+dj7C6TTQOQBGC3KO/er9T3vVx0NyUMnYv78fJAF4DMMr7SxydMQhyNarZbznmJgB13t9Blj6XALgIOoA9vD4q6HBXFMbKRsUATvPKE5V6994HzQmSIb2V1+b3AJwj7gU0p8/WV+ofpzYASfi5YJLuQnYtiKoBjABwm6F+mv93oTl3RIMAfDGif03Q+6sJ2TXdiiwndzg090uuJ1//46H3iIkrPRyay1WP7P75jDeWx0RfHvHyaY+Y9lyd1z8aczmAj1mZntBrbBMrUWg9TikAV8H/jE1BcO1ortdC7/W13u+tABZBr9kYZJ8JWS6KYwkAVVVVmDx5MsaMGYPp06ejoqICTU36jp07d8J1w4/XqOs2ivvuituHONzBAnVx6nTYeQRQgaPXeZRrCLYovZhcrW7j6gTa9H3IF97S6mrlOE6oIUcUByGMe0Q+zcIsAqOsMSlRH20WlWDtROlNUUog66CYwpjZdPTiWL/GDY9ls9w09Zna4vU1Iss9ijM3JqfFYT79cumf9MtX5s1rCkFjGtOalYWU4/tmBPyRMWgspvBp3Fqb7zmqzxTazJQXpqNHephxuJXSQTSvJwm702leLg4njyeTkUNdXV0sblpVVVVsJ825vrsKHL3Op67C0csL6EUZYBzqWLcHmwpAr/Mo15cVj9loAl35+NGLUmieOXOmT7RcXFycKV9VVaWef/55I8jLV1wUluK0IVM+fZEi46hDm4v6pLGCSXTLU1RoszLYRbK28FhhYcdsIuM4c2PzjxdmjRwVIo6nXPrSnn1zigiBppAFmnKM4w19KYM9eonN/6FtnW1jNolfCfyGtSvnK1exdFRyHEdNmjQp9geqdERvi9IR9e6SLlTWrl17WMQp787UrYHepz/9aTVmzJhAOvfcc1WfPn2U4zjqnHPOUWPGjMmn+i5HBaDXMWTy9RQnxq0vKLmoi0fGuOuuu/KKjLFv3z51xhlnGNs+44wzMi/eTZs2qaqqqswLVOoORvnf4pyijrSSDbPctHGeEvBzsmwcoLgcPT7mWvj9oUUBPVO/OUcvKpKCiWMm9QpbkOWu1cIPVIiTJWMN83mRHFUeMSSKo2fqs8yXXDWb/mCc/RFn35CO3gG2JkkE9xJxE017LhGyJqZ9KPUTU14e51jSuqS8+W6FBnCS02kD/glDWfkBlDTMaa7z6jhOaLSNOBavEgDa3l1hLlRs7624fShQOHVroBdG+/btU1/5ylfUqaeeqt5+++2Orv6wpALQax+FvaiqqqryFj+YgCNfk7hOROO6KIjjTiEOgMsFEMY5tOXhKsWd8tBNwO8w2dafaQg3HiCRm4nzdB+gtlH7MYAeBxrUpg38mVIaUKtFmQZDfa0IggpZj3QATKJIAonVMBsZSPAXZXghQWJHid3jgD2+Jibn1Elv/iQIs+05U0ogGAtZxrVtMbSR8PJMTqepjG1uOYiT4JT3RYK9XOe1qKhI1dXVdagPO9t5EvV+OuOMMwp+9DqJjligR3T++ecftmHSOpoKQK991BGhzThICwOOFBj8h1deqcph1q9pqa/PeLWPqyMYR0yS62FLBxAdONOQ5ZJI0MW5DTZnuHSATWMHpukw3C7a4P1pZnkSBNkOVdnvEaK+uEAvKrQZAQVb/nz4OWWtXl+4P0BpuTzRUBcXGe9l+SmWb+sfzakpcoOpz+Nj1if3zW6Wn6ve3ijDmkgOaFwxqIJdJNvojY+vCYmCG0WenNfNMPsxLEO0aFjuQb7PpVWwbf9HPcNcytBRMcJN5wm9n8LWuBxQ/3vvvYcsTnl3piMe6M2fP18NGDCgs6o/rKgA9PKnuMYOuYhAwoBjRs/FEtqpHFC7+vbNhDCKqyM4duzYDnWnEMZtSCAI8ojbUOv9TSAIxHh4LToYbIeiFIdxvawopXfO5aL+JJFVhKc86gsHFbZQWHFCgoWBvDSgnoNfZJwG1Gvid9w2WhDkEEpjhbDQazxEmM1Ag4eBC+sLiUp5u5y7GIc7LPeN5OiZ5tW2D017wdRvyb3jc5gImVc+FqkvuFTUL/ubFOPldUmxu834JC5Hr6ONHEznyZIlS9R4141c41bXzXy8FqjjqKsAvU5zr/L222/jww8/7KzqC9RNiBwSh5HrujjvvPPgOA6KiopQUlKCoqKijIPSZcuWZcrGcRIKaLcJ5FahzLtWBuAlAAM++ACpwYOB4cNjuyjYtWtXnOHGJukS5fvIOvTljn3LkHUJ0QDgWWgnt0Oh3W5sBXAhtGPjEmgXF9sAbPTub7W0PxDAiayNx7z7U14+9Yc7570Q2rlwiVfv9QB+4fVriFf+emiXJAuhXYlQndQXB9qtxjus38VeuV1efbw/271ye2B3wNwG4GcArvPq4PM4QvymNkZAO9el/s30/pKz3hIAE0Wbjjcv5MCXyt7Ffv8cwHgANQBeZPcpALO88RR7f//dKyfHO0vUT46Mebut0HthI/T8m/b6Wtj3TaNXrtlr10S2fUh7gfZcGbL7cDuy+8YBMMf72wi952kOh0K7tuF5Jrcn3L1QCYCb2Lw4rC/1Xp0K2T04QdRFc0Vrztul+huQfXbCKK4LlPbSzp078brrRq7xu336AMOHd3p/CnR4UocDvXQ6jUceeQRPPPEEzjnnnI6uvkDdjOIAqaKiIowaNQr19fWoq6vDl7/8ZSxevBj19fV44IEHUFKSPYriAEcAuAdZH19rEfS1teb884HycqMfPUnpdBr/tG0bTvSiZ0gqg98nXVxqgo5YwGkH9EFs6nMd9EFaysoT3P2I5ZVCg7XXoA8/6SusFfpQewUazFAbTT16YNe//ZuvLIG8MQD+DO2jLOnVe59XZoxXZoiXNxHa1x0dqJd75d5j9R4D4ATRb3j9pv7UA7gAGiS8BzO1QgOnmQCqLGUkVQF4lfVvNHQUBwIUcWICEdi4EsDt0GtD4ON3AL4N4FJWrg46qsMF3rgGe9dHAPi7GO9Doj7ZbgoaSP8VWX92SZj3ehLZfcPron1zgmV826DX8zWvj1Qf7YVG+H3mKS9vEfReleBxEoAbRd5U6OgjnKbDv1+rvb7PE+UcZMf2Z2T34FAvrwzA+ch+zAD+jyvZP77Pw3zrEVGEjM6mgQMHokGpSJ+Aj82ZA5SXd3p/CnSYUj4sw2HDhhlTeXm56tGjh3JdV/Xo0UOtXbs2n+q7HBVEt/lTR/t6irLSLWVuI0iUw8U7SU/EQ6KOOKLljjCeMCWTKCwFqHeELhv1uQV+BXUpMuNGA8+FlGtGUOy1xXHU+889p1RlZUAMF2WcANhFj+PZmhwoLTX6leP1rTTMdZjPNlLml3Mo2zCVI9EdX5MfGO41iV/5vdS/HZZyu+DfH+NZnZvZ/3Ked1vqa2b1UVnaI7ws7X+jiF2I0+W8ktg9ak343qQ2TOtk8pVoej7jrrucB/ks2gw5AC1eN+0Pmw9LmaqqqjrlnR+mo2d7X2yGVkcp6OR1DnVr0W06nYZSKpBKSkowfPhwzJkzB3/729/w6U9/Op/qC3QE0dSpU2NxzOKKQeJw4AD9VT4UOpoEpyIv//2jjwaGD0dlZSVmzZplje3sOE5s8VgckQ+RFIV9HtkYocceOGDscwOAf4Pm+tnEbSXe9W9AiylJtJaEFnElobkccrTzlcKuyy4DtmzBR4MH4wvIilp/A83V2Qgt6iuDXdTKyQGwFDqGLQC87Y3PNNPU728iKHJ7BlocR5zI7cjOl2keTG2UIBihwYHmPI6nOQBws+Fex5J3L/zzMtBSbgC0mHOjV/43Xn4bdMzeNgTn+R1k4/XK+k702tuIrDhyCMxcqiHe9V9Az+tF0Jw0WWeJ10faI+XIrrFtTai+i73/fwH//qD6Gll9Kei1SyKofsA5VmXe2Hay+lLQomDalyeyeQWyHLsJ0M8J7ZcN3rwCeq1/DvP+eAz+6B8mchwHTz31lE/K0JnE308mCcAMANWzZxdi2R7p1LmY88igAkevfRTXfYkkk3uUKA4ccY9O8Th6ypASgNq6fn2mnZaWFnX3hAnqdgStdKuqqpTruqG+60ycvrAk6zIpnpv6TOWmIdzIYhqCVrdJhPuj44YYNkX4iZY6N4s6ZJ3ks21ziNUtH18tgu40qI1GaNctUfMVJ3Gl/l/AruQfdm/KMC+2+Z3N+psC1E8s87woRh/4fJXBbiGdhJ9DNgJBjh6VJXc5vK4dsO9tU3zkhLh3olijBq8PfB/SWPg6NyPowqbR65/JYtfUv7B5NXH0FMKf5c72S2c7T8jLQDmCHL1dfftqLwIF6hTqKhy9AtDrACoAvfZRmDsUk6+nqPIzZ86MtLo9tbTUevjt6dlTqYaGbIOvvqpUcbFKA+qlSy/1uSjgomKb6CQXkEcHpEkUXIZwVxVlCFoOmgBFlHUuP+y4c16yiOUiaBOYMtXJD0oJ/uJYeBIgqYVf5Hb88cerCSUlRpFxGeyA15biWM7SOEwWo6/DDhbCrIL5746wMpYiS5tfOYp2IffNAeEwOUycTn2M2sOUZxLT8nypfsDHMoK1G6Z+ENW/sP1rs2YOs7o9GH7p6Dx56623fB+4mzZtUoumTPF9HF7I+p2urPS/zwrUYVQAekcQFYBex1Bcf1O5hiQz+dFrHjBAKdiBkxo8WL8cPZCnAP331Vd9fZE6hh0VTsnEDaEX9wd9+ljBkMlRLwcQdGCNQLi/vRZo/3J0GMp7eV8nGsZsqpMf+nw8knsk14T7P5O+034webIC/L7wWuAPyyV9wIWlXchGuggDyyMQ9IXX6uVFOUKOSra5nh1SVoIUcuUSB+wmENw3SW9Ntlu4rFSnza+cjSs9DWbu4kRkAScHpglkI7RIjh4B/xEwP3cUrSTqWTPNq22vUrv0/jnrrLPU4sWL26UDF9dx+759+9Tq1atVr169fO8121z7PjwLYK9TqKsAPamWYqXrr78+btEMOY6Dhx56KOf7CnRk0rBhw1BbWxtaJo77lBUrVqC+vh633XYbHn30UezcuRODBg3C1KlTUVZWhjVr1uD4jz9GavBg9N63D3jPYLPZ3Azcdx/w058Cra1AcTGwfj0wcqSv2NSpU3HHHXcA0Po7j4hqHkF8Sz1Oz4jfw6H1lZoADOzXD2Cui0gXrQJa/8j2UBcj68rkOK8N0p/jpJB1VfFXbwzyXkBbPO4G8P/E/asMfUgBmILsPDR5vzcYysmVVdB6WhXQ+mqjkXV9cuPjj+N1APfDbyV7nFc+iaC+FVnO8j4qL+94AFdBW3GWsHxejvS1XhD1ugBOA9ACO7Va2uVEcz0aev6rofUwl4lyCsBer89E7wE42qvzIe+ek1h53hbtmyEI7ptW7+8+yzhIr/NimPc26cOtRVavbjq0xesQBPUnv+eVp31/Abu3Dlo/7xEEXazchaw+Kyd67u6y9B8In9cl0M9ckxhLBeUrhUmTJuHxxx/P3JdIJDLvm4EDB+Kaa64J1Y1LpVKYN28eli9fDtd14bou0uk07rjjjozbKK7rt3DhQowbNw5KKbS1taHNs/If7vVLWgXzflc2NMDZuLFgeXukUlz06DhO7OS6bubvkUAFjt7Bo/Za6WbWZOVKpSoqsl+7GzYELEozycDJ4yT1Y9qro2dK1dDcm1b+hb5hg3q3f38fJ8fG6aHULDgkSWQ5QFxMaxJnNbJ7bc5lE+IeXqeN29DocY+aRFxV7pSZtw2YI0tIDhjnHm1GMNwW6Zxx0bQcM/29B3aR7DYEuWZhuoFJBHXJZKIoGzTPvO3VfB8Y5jklrsuxSCfAst0G+Lmstr2URPS+Nqkz2MT4JlWFKFUIyc2K+9zR80TzQjqSNFaTmkKZ+E0RecJUSSZNmqTq6uqM3LpcdJPr6+szaielpaXG8djGOsR11arp0zvuJVygDHUVjl5soPfqq6/GSr/85S/VKaecUgB6qgD0OoOi3KcA/vBDkjJrcuaZQZFGQ4MZ7P30p9b+tLS0qBmXXGIVnWxx3ZzBHr38+aFxAaBaHScAPP/24x9bQYVNLJ2ABhFJkVdmOVx5XTQOKdps9PLihK6S4adO8UBFPQN61McEq4+Aha2Ps8WhLNdE9rnBks8Td2tiC1tmE1XbgNw2BEN/mVIKQXCaQlA8TH3k45BAL+4c0lpHhaWT+yFsP+cixpf1halCxBFZ2vrH15Lmz3EcdfOwYYH8qA/KqBCOjuME9IjfeOONWKEVCRguWbJE9enTxwr08n0fFqh91FWAXmzR7UghspL0zjvvYPHixXjwwQfR0tKCiy66CPfee2/c6gtUIADR4o+4DowHDhwY3lBTE1BZCaxdmxVnlJcDP/gBMHGiv+yNNwLnnBMQ2+7fvx+DBw/GqPfes4pOfnzVVVi0Zg0qPvgAZyOeCLe4uBhTpkzBqaeemhE7zxw8GEWzZwOOA7S2Qk2dinuHD8dVTz9tFDGmAMhZ4qK6WdDiHiAogiORKhetFcMfTWQZ/KK+EmhXGiQmJPHocdDixzEA1nttj/P+Jr383d49J3ptKGhx3HHQzoa/De1+owJZsSqPAkG0DMD/eO2ZxFnD4Y/mUebVVwu7mHYJgHMB/MFL1yHofmMVguLXVgSJ6j8R2iVJkciX5YoAzBZ17IEWDw9iZeH1kSKOfA9m8f1Ob6xN3t8lAB6Ef51T0GuYEvdKUWvKq2cIsiJOE5nUGUxi/DEAXhb1RalCxBFZZkStop5zvb8010sBnDlqFGr/538yTqyp3B/YWIYjK152XRdvvvkmfvnLX0IpuiNISimkUtkZXb58Of7rv/4LrutmxK8mcl0Xjz76KGpra2M5lrdRrPdhgbo3tRdV7tu3Ty1evFj169dPOY6jhg8frp5++un2VtulqMDRaz/FtbyN48CYfwmb2lm9erVq+cMfgsrJ3PCiqEhz8kIMMSorKzNt2kQnjuOorevXq+0rVqi6ujo1YMCAyC9wo+h5zRqlXFcbiZDIGX5RGInlpGuKi1w3w+HIcAXZdZsorBl+0abJujGFIDesBZprxUVfZV5bKWgF+RSy3CVyebO/tFQ1em1QuRb2m7fBuS5LWR+4+FauCYnrqA1bffMB9T77za14aW7e9+YmwepIIsiBSyCeeDiF8DitJEqUc0/ix1oExbwykYUqWbVSOVrnJF9DA0cviaAVqhRv8iQ5a3xuTPsuyeqLK5INE1lKUatMtfAb7fD9WwO/IQf1h1vdtjfGdXFxceh1zolrD0cv7H1YoPZRV+Ho5Q30Wltb1bJly9SgQYOU4ziqvLxcrVixQrW1teVbZZelAtBrP+Wir5Kv3z2lQtbEZl0r8pv+/d/VkiVL1Be+8IVYL1nXdTOgbfbs2fm/mJlYOTVwoPEgT8As7rz01FPV0oULVYsAiArxRGFcJBglbpT9kWLCMNHtZgEq5FhMidzKSJ9oJt9pvB82sTZZVUrRXo1hbgic8PGafLvFFQ+XIT+LXRpvDcKBIv1djKDYUrZtAnomUXecuQ6brzj7IxeRbD4pX9Gy4zhqxowZkaoktmc86oOVPvi2bNmi5s+fn/kgyhXodaZvvyOdujXQe/LJJ9Vpp52mXNdV/fv3V/fee6/66KOP8qmqW1AB6LWPcuXS5ep3j5N1TRYvDoI8oldfVWnPjx45TY7qL08zZsyINUYfUF2zJshxbGgIcPPkIUxcnQSy4a2ugA6B1PLyyyolOHqSO2Ly3yfBXtwkjR1shycZY+wSOnphDpwVoHbCb6DBfaxxbowEIMmQOk1K+eR3sBVZXUQKL0YcwmbvOnEhJZd1M/vN25M+2xI5zrFC1lHwbksbvK00siHLwriJMgQaHwvn8Eq/crQHaW4S8O+lachyU+XcJLzrnRVS0LYfTBw9viY2kDd79uxYxmH5ch3JmIPec2HGGLY0adKkwvnTidQtgd5LL72kLrjgAuW6rurZs6e65ZZb1J49e/LtZ7ehAtBrH+VrSRvX7x6n0DVZvNhqXUuRMfI9UCiCRpxyqaef1oBT+r5qaFDqpJOMh3gSfsBGnJJqb+6+P3++2lpSkuFa5SoKK0NuzoejLGI5MJOgQnK1bMBFAg3qY2vI4Uki5Dh9Jk5eNbKOmgnYEfhLISum5iJUkz9DDqxeQTT3LU4yibRtXFeyxiUgVhPSNoHvRovDZPJVKEEegTApnucfEqbYtAlkP0yof/mKZPMBeRLUyf5J0HnGGWeoffv2RX7A5QtaHcdRZ5xxhq/uXDh6juOoyZMn5/QeLlDu1O2AXnV1tXJdVxUXF6vrrrtONTY2tquT3YkKQK991F5L2lwonzWJy42L8/K1HQZl0Do7N954o9/6t6JCqZUrQ7l5URaQw4qL1VZP/BwlkjIdsLzc24b2TYDClJ+A2fmtFBPmIh4mNyRxxsLFk9KJsg3EUl02K+MGlkdgdhrsYJIcUdsseHNJO0Pm3jaHJktoU5nR3pqMDolWwvfSfWwOd8MvfqWwdGHcVLmHOxvo8b1geyZ4ko7PuYpImCqJTewr84e4bsAti6zLBPTOPvtsBQRDM3Z2lI4CaeoqQC+21e2zzz4Lx3FQUVGBHTt2YM6cOZH3OI6DP/zhD5HlCnRkU4dZ0nYSrVq1KtJCLg4ppQJ51QCehg4sP5bGWF6urYEvughoaICqqcGGM87A6IYGn9UoUQpZh8LDEbQwPLOtDScqFWmdeC2AO7y+8HLDvespZJ0lZ8YEs8Nfma+gg9Q/DGAA/Jazsr7YLyVoy9RZAMbC70x3OLLzSmO5FtpaNQW/k2EAOMrSZ+7sdyeyQe0HAjgHWetXANgBbXn8PcC4TgrA29DOnScAuBLA7xCcPyrL81u9sfK8/gg6YC4ytMup2OujzXJZefeuAPB/3l+bRTLNzQvQ1sFkrdof2rJ6DIA/Q8/ZQmhHzsEnQNNJ0Ht4DMxrR1SG7H6dgKBjcU6O4xifOcC/F6QF8M0Irot0fK6UwvLly3Hbbbdh2TLtcpk7PiYrW5vjaO78edXs2ZhVUeFz7P7oo4/iV7/6Veg7p6ioCFdffTV++9vfBhzDhzlqLtARSHHRYy4Ok7nj5COBChy99lF7LWlzoXzWJA7HMd8kv+y3rl+v+1lfr94xhDqz6Q8l4NdXkykOhySM+yAtea9HNEcqDaiFCIrB+HUFqH0ep2KfxWdb3BTFrSyDDnHG53Iigj7pFrE+yzGaxI4Up9XUp6S3Tu+K+aP+hBlf0L28z63QOoS8D2+LvWDj5oUZaCyC0Es0xB9uBtRM2EXOfD5GwK7XadsPfF7icMFs+xnQRlDDhw8Pfe5MHD1peDQxpE2pTsJVSe644w7Vr18/X3uSU7gZmttuklSY3jmSo1fwj3foqatw9GI75kkkEjmnLVu2xK2+QEcwVVZWYtasWXAcE29Df5nPmjXr0Hyl/vGPOLVnTyPHsQyaIxeXTH6w6Iu/HvoLv2LGDOCVV7D3nHNw3IcfYpsoX4Is1+rP0OGhktDcsjpkOU6yf88gyOmr9so0seu8L68BGAXt/454qUlon3v/AWB7xHjbALwFYL/lugPNkSJfaYZAdDnR16B91NXCPJYqAMew8juhOXuSK7cKOvwY+QLkdDU0N4zTdwFMsvSpn/eXj+1or5+veX/3WO7tCeBYaA4Z0XZoX4G8vmOg53EKtO/EYui559SK4FiIA1cH4D7o+TONuQSa27YIOqzald595qdV55+DrC/GVkN9ci82Qe/htd7vMciu3VrofbgWwRBoNioqKkLv3r2tvueaoMOs8TYmsj6nAFwI4LeGvtAz5roudu7cmamTQjj+6Ec/wvbt2/HBBx/42psu+jAdQINSRknF4S7lKFAXo4MAPLs9FTh67af2WNLm2k7sNVmzRqniYtVSUaHKDRwBmyK1LRUVFamqqirjGBdNmaLSIipHEkFdL+knroWVk4YJYf3L1cI2Db8FJd2/HfF8vqVDyh3wOBUHvHBbpnJx2iC/btzq1jQWkz/ANLTOG5+vGkO7Jo5eGkGdP1Oft7H8/2JjsI2NlyMjFe4HL8WurRRlZZ2tlnZ2IGs80eK1YbK63SbmRvoLDFsTU3g4mSf3sOM4auxpp0WGQAt71kaOHBnpq87EaTMZDpmeJ1uoRZOEwsbRKweMkgpTHZKjV/CPd+ipq3D0CkCvA6gA9DqO8rGkzYVyWhNmFLGrb98M2MtFhMQTvZitY9ywIQAqqA2TmxLejyTMhg62/sURj/E031DPNNiV6yXwCUskum3OQ3T7DrR4jYMvk4EGTxNh9p2WYHMow4lNRDC8293wg53t8Is2ZeKGEuORdYeiEIynq5A1aqBy1D8pSn/Xy5Pg622v360Rc5hA0Gfh28yJNeXFCRm3y/Kb9jDvdxJ+kTPfw/S8XCM+fqRRRFg6/fTTY5WTe2GipRypOMjnWZL0IiCfNT7mXX37Bt0oeSSNPDjQi/IX2h7i7ycZn7dAfioAvSOICkCv6xCtyd133x3vRSbA3oXIH+RZ/eOtWaPduhisahtgBnDk2DfsEInqX9i9Ue4l+L3tcQ+iAJVoh46e1C9TCOpWybE0IAhQuR7aRFYf1zfjbbzt5e0Tfbkb4cDKZnVLLm8k+BsPvxUvlUuwcjsMeXT/r2Ksxx5vLByEbTaA7xQ0kLXpL9raIafRZbDrKtJa7UZ2nw1xXdXYo0cAlNo+XDgIO/roo33Xa2F37Cy5i3Ge6zCgxfXrbB9U0wC1zXN3ZHSjtGZNQMrRr18/tXr1atWrVy+flKOjgNnBkqp0JB1qUFoAekcQFYBe16CWlhY1d+5ctXr1atWnT5/4LzLu7oQOrx49cvLMP3v2bLN/PE88rIqKMnW/dcopPp9rXFxkcgpsEwvF6Z9NdEV1hPnb42JHcjTMQVUaUD9DONBoQZajd4A55zWlNKBeY/XJsiYxKB+L5HhJjpIJuFBQex42jNrZzPLigh5az+fYfdIgg4tkn4Pd91yDIS8Nu5jWNqdcRJxpi4lubeJl+rsUwXVfDf/eGCHmkMTQtK/Hs2srEQRIUeHTSKx6BeALTUggj8Y2QtzHnTf/DPE/kmbOnGl9X3COnklFgvL2HH20/rgrLtbvAf6uYXkEZm6++Wa1evVq9dZbb2XeZx0JzNoTcehgU0tLS8YFDRl+uq570EFpAegdQVQAeoc30YvyrLPOsnqXdxxHVVVV2b8MhVj1e1/6UiwHyADUggULdB0cMBLYe/VVH8hTJ52kGn/1q4B1qBRFEkfPJn7KRcSVTwgozuHi/ePcERJRhkW3UIBqMkTGMKW9Xjs2X34mv3KyzxyQxBFFcjH5Hpa/A2YdvrBEnD4OfMZb5r8ZUE8hnu85nmhu3ovRHw7WapAFnBLohdXR6I1BclRHQHMueai0Gvj3zE3wf7zwPUP7raGkJDP/fB4SCHIDt5WWqj8/+WRgf5tCtsm9anrGwsBeGOiR+nUmf46Zjyvyk2l7PzCS50lHArOD6fmgvdTS0qLOOOOM0L4eLFBaAHpHEBWAnp06krWea138i5dAWZR3+eLi4uBXsYGj927//mpITKDn6+fKlVkRbWWlUvff7z88BwxQTU8+6TvU0vCHigoToypLmVw5eiZl9CSyQedNXBLi8hG3hrgzKWhgZOMKcWMMat8GSOYjPEyYyfBCGq/EDU8mOZt72DXiBuYam5ZzaKthjufLxchRYdHkeJMI6smFJeIAEhihtuIAPfrYoL2Qgt8YphZZcEd5UveRc4FprWyGQtMQHj5t5dixqq6uzrjPJdjjId9MnD7iEIaFJ1u3bp31fRQFwhZNmZJ5p2wrLVXTKivVNpprA8ij9xmdJx0NzPKNTnQoyORM+lCB0gLQO4KoAPSC1JFihXzrMr1scw0jxF/IqrJSc/a833HA1KRJk7IdIjFtRUVQH2/QID9nD/rQlv7ZwkBee3X0uHgsaWgngSzQA4J6Tzy+6Xhkw4Fx0Z8U60kLTw7C1rByJiteGwCh2K8mP2kErpLiHgmubPp9JlFrLlw94mTlCzpNiUCn7d6wJMWlNC9xgB5xRDno3wEN4LhlsFQ1qLGMj++lK+Dff9zCXOrUJbz8VtdVc8rLrfvdZoFt092LY01vex9t2rRJVVVVKXqPyA/IvXv3qjEnn2z8QBtz8slq3759xvcgnScdDcwOZnSi9lB9fX3kmgDaj+LBAKUFoHcEUQHoBakjxQr51GX74s0F6Pm4Xfwrm3H4wsDUGWec4V97zhkcPNh/cMrf0Id3mEjWJmaKI34yleEcHYUs2IsrzjKVMxkdjIAfLJlARRLmeLFxUhwxXC7iaplyCdFm61+NGBsZLISJkW1h2hIIWt3GAXuSU0rjbbKsia1tuU4mcW6UE+XZyB7QpEbBn1++HlJkTb/3Dx4c+eE129JuRyaKUVtUVKSKi4sz4zj//PPVpk2blFIqI3q0Pd9nnHFG4J3Gz5OOBmZdhaO3ZMmSWOEoXdc9KKC0qwC92A6TC1SguLRlyxYsX74cSinjdaV0+KBEItFpdVHYsvbQcOhQS3v699chycrL9QUvRJmqrMRQx8HZ0A5aXdfNOH2ePHky/vd//xclJSwYFYU2q6gAmpv9jTU3A0VFvqzHoJ33cnoEWYet1D9baLN6ZMOimcY2lJVt8tLF0E6R4d17FeyOasnhMpHJSfEE0e4BaIe+YSuzHdrp8R+QdVxsIrkjUsiGBBsH8zxUAxiBrJNmfu/NyM7VcO+3bFvBHKJN9kUZ8siJcTG0g2VeTx8A5dBrTiHHZP8kpQA0QocPGw7gs5a+2PLIYXIbgN7Qc7TV0FYrgk6PqcwQAKdBO58mGghgsKGtc5B1SCz7swx6XXr37o3nnnsOH330ke+Zp7XcCj1eTicBeLtXLzw4dSq2FxUF9iXRCK8dU7sdSW+88QaUUmhra0Nra2tmHH/7299w//33Y+3atXjjjTdQhuA+pOf7jTfewJ/+9CdrGx3tUHnq1Kn/f3vfHh5VdbX/nklCDCRABARCQiARuQj1ggiIfqJWiKLQliIEgSAQFEERRNRPCkGwrYp+0hatQFFE8EK1/myLKFWDgKDWW4sXhGRCwi0BFLkJmWTW749z9sw+++xz5sxkJtf9Ps9+ktmzz76es887a+21lqv6br31Vlf1xQrl5eW2jvV5EMkdUTdVKKKnEHW4IVkejwdr166NWV3l5eU1JnobAfwqLg5PDh8eJHkMGRnQCgsR989/YllxMQoKCnDnnXdi0aJF2Lx5My688ELMnj0bixcvdkVoAQDV1UDnztj/6qvYC/0l2gU68boCVu/8G6ETqcGQRxoYDPt4oJdBf/jbQ4/OwF83A/qLWAPwJOxJ3pswRwpg1+dCJwIdAUw16jmIYASPD4125dRdj1axymjjIPRoFTJo0F/8VxjlEoy/SwAs5vozGEHC+SZ0ssHGNNvoRwKAvxnfzzP+/g1BUjLb6L9TNAgC8AGCc8fy3jL+xnHf3WD8rTDyWhvzko1gdIqDxtjKjX6kS8brBzAJ+hpfb4ztiHE9Pz6nV6MG4N9GPQR9jdgdy4htvNEPdh/y8W+fRDDCCouzuxzBmMeMfC8XriMAf+Cu2Qagx4kT+PnPf46vv/5a2le7e+bU6dNYtWoVcoik92U/mEmm2G5/h/mJFtiP0oceeigQs5fdh7Ln++GHH7atK9rETNM0XHrppY7f11l0Ig7t27d3TfTqmpTWJyiipxB1uCFZYvggO+zevdtWmudUl5tfvG5ARGjXrp1jma5du2Je3754ctYs7N27F4MHD8b8+fOxbNky/OY3v8H/ZGVhweWXw1dcDAweDJSWAmmizEPHjz/+iJXPPQcPt5klQZfcDIac7NmFgmKhzWR4G/oLmL3omFSjH3SCI26loiRkJ/Sg89nQQ6SNM/LTEZRK8RgJYKyQx0Kg8WB9AnRiVAhd0nXEZhwEfW5ehD7eDKMv6QhKHDtCJ7ZHjWtYiKs/AFgPBMLMsXbLoG+M7PN+Y4zJNn1g+BE6QRXxCXRCBljn9VxJXgJ0UjnX6AsPNt65RplM6OHL0hEcazvoRHAwgO8c+ssIFyP8BdBJXhGAYZLyfqPtmZCTR1l4OA3WEG/suv3Qw8fNQZB0fQizhI1fx0IEpdA8WPi0177/HhV+P47A/IzwJA/Q74PHEZQWJwDYguhL9mTweDz46bvvLFLy7bA+39o++yBv4YSN9Hq9WLx4Me666y7LD0+fz4epU6ciOzsbX3zxhWnf1jQtoKWYMmUKli0Td4HahxuCCwCjR4+uc1JarxAj9XGTgjqjZ0Y0znswAwynOpzqisYZPXYA/HCrVrR361ZzB3l/VwsXEsXHU0VKiuWMEG/Btzgxkfw2xhi8b7F5MPtOk/nMc7IIdJtES0TeAlJmIeuF1UCjhPueP+clswb1SuokWM+DMSMFNg/7Ie/PQeN72cH/1ZI5XM3VzffZK9T7sdCeF2Z/gE4+5cRr/QDtlVwju54lvt9sbJUI+s2zuz94Aw92fzBDiVB+9NjcsHOK7Dk5zfk2FH3miXXahYeTtVuBoMFDJYKh11hfxHudjdkLqyENu7f4crzFNL92ol/KywHyaZrpGbNLzHLfzRkxu5SQkEDj2rSRWhWLY37goosseyL/PgllpHbq1KmQRmxO558B/VxhfXCpwiNUny1no2OIhnJGTxG9KEARPTOiYfof6mF2U1dNrW7Fw/xzc3Ot7laysoh27KBKg7iFMoq4t107s3uV1183+VdjvsXGwRwNQSRYNSV5MrInvpz3QD8czr9YvcL4vLC+xEW3JOL1Yigskej5uHmYDzORekT4PF8yhgojT+YnbRzkRg1em3wnghQqCka41q+ThXnxwmy4UoJgCDR+Tg8haDQjszR+IcQ4XkDwhw27hj0nNyclSY1iWH3MSlmca9F5tqzdYbDeQz9wYxGfnXHcuNm9xcrwc2P3Y8Mn1BcgPFu20BuC8Ye4v/Tq1YsWL15MhYWFNSJ6cXFxNGnSJItvPXHfyQFo8+bNpv3M7n1iF1IxlBHb6NGjG4zvPB4iwWUGPABozJgxtfq+VUSvCUERPStqYnXrhii6qUvcEDRNC4voycja74YPlzo1feNXvwrrJcSuLSoqopncS6kS5vBdXpjjf4rJzQsj1BhFS0SRKIjEwiuMT0aQ2PXii7wE1nBbYhQG9lK+F2ZSx6JUDBPyJyE00RBdroiWmwONeZcRA1kqh5XgiN/bXStLVUb7YixYRnDYHDqFQNsjXCebK75N2dyy9b6ZI3rpkN8j7N4UibbM6tau3Ulwvrf4+0jMs/sxZXrOhLQHoGu7daOFCxcGCUxpKfnefNNW+rU0J4cqi4qke1skP7p27doV0uFvKKvbUHC7h4Zy+l4fLG3tEOu46G6giF4TgiJ6VtTEj54b1W+ApLjwyVdcXEyzZs0iIDyJnozsBZIQxqzK43GtVtqflBS4dt348bYhrlh9dmpaO8eyfJ9DqXjtJHrDJPWVwEoWZGOWOSnmxyKqWnmiZ6emzRP6kycpJ5tDNrdinuifUBZO7ICkDT+skTnsykWax98Popo2VJ9FFbsYuo0vy4daE9WlLCzdqaQkW5UsO2rAq5dFlbMsfJpsvthzwufx93W497rTfW0iBELIMZE8HFy1yhK2kO1tGVy7wwypUigCx/asU6dOWUK1sZSVlUXz58+3OGIO533iZg/lHcnbpfrgO68+QxG9JgRF9OwRya8uNz6iPB4PTZgwwXU/2MYXCdEDJH7Xtm0LVl5aSt+npgbIhkg++JdWDkBXZ2UFLp2XlxcgkQeFa/fB+sKzI6ChpByhSB6TgolhzcT2Zjn00clJMZO0sP95yRULgbbHwWeb3fj4NBByP2kyn3mEoPSIJ31MoiqSV9maip+PQle/hqOytUteyNW0srl3ut8A0D+EdZ3MrbvP+F6c113GmpRwayLeI6y9dASdZ/MSrseEueEldaLEM5TPSP4+svsxlgPn+4ON4S9TpwaeW6eQY2KZ71NTaV5eHi1atIj2bt0aOK5R0bIlLZ0zh4qLi+nbb7+V9k9MY8aMIU3TAonlZ2RkOJ65c/s+cbuHhpL61WeJXn2AInpNCIroRRexcN7JNr6YSPSIqGTLFttQVV7hBZXFEb1Zs2Y5vsxLHF5uMlJnFxlDfEmKJI+dibtbyOclc8MgD/lVhqB6+TEEiRNPbtONuubBqs5lRK/IhujxZ6t4MilKbMpglVrJJHr83I4QrmHn++zW0o7ElSKoxqyyKeM2sXExNe33DmXF8R5CkETvEcbHr7MYX3YEzPfN+ZxEj59f2Xk8u8gSdj9CZHNbJsnfg2BItEieVbtzhVWaRvT666FJHul7+NzcXNNYrvR4glFIhGtle5eMoLLIHzLVryxP0zSaNm2a/j755z9t+0ulpUQbNrjaQ93E6q6PZ/TqExTRa0JQRC+6iEWAbbcSPbFd8YV1pccTkN6J0TLKhBBmLIlk7Ze//GWgX4zoyV5+BCtJZL/C8/PzafLkyaRpmpSIhlJ7zYNV3SaqCUVrTv4APh+FgVk5OlmIlnJ1iBaxdiHQeAtWuxBofuih0sqE73jrUEYkROtLsT6xf3wbH8JM8vxCfWwONsHZytUusfHugXl84njtrn0WQQJspyLeD7N6U4xawt837Dk5a6yJTIrJ3yPic2SnauV/1IhzyO53MQRdqOMHsnZFgyC7eZWRPKaFmDBhAqWlpVn2AX6u5ubmmrQW/fv3p/j4eMd5kB1nEKWRsjE3b95cf05SUuTklFNDH/jLX1ztoU4GGeFGMGqKUESvCUERvegjmiHUiILk0YnohSJ56UaZvVu3Wqxu2We78Ez8Rs9LInnVbSi1L7P848/ssHm6QrjWTai0x4Q2+nHlyozvRULAn98TpX95wue7jbZE1SizfvWyPMHqtsT4XkZEZCRnFqzhtobBKnkaBrPKWJYOwWpIUCHJ8xnjkM0Bk+iFI9lj5xCdQqA5Wc4Og/ncol1ZL5wNFth9w56T+UlJ1A9ytSqT0IrPESM6oiSLb5OtscyQIx1WibNMamgn0ZMdH7BV53JHMEK5dLJTLfOqVjd7iPjDrgTWNREJMgBKTk7Wn5OePa0kVaKGdrOHRjMmeVOEInpNCIroRR+x2IDy8/MDv4pFosfq5TdH8de4iWBK/OhVpqVZJHNemH+1i5JIZozByvHXliBoyDG6ZUtpoHPasIH2vfYalSUmWqQNvNrLrYqXJ2CiqlR0u8KrUNn4eOLjg/VMVwUkEhtBose/1J1cgxBAP8IqqfPBXjopEk8ZEeLrK0VQlVbFjUWUovmM7+dxfbBrQ5ZYfUeFuSabz+J3Tv7txHtKnH9x/LxEL8mwuhXvTUbIRALBkz+R6OUY81KC4L0pSuAYcXcr0ZO1wZ5ZUe0rJdEcWcrPzw+oVGUEUny2ZWTMjnyKzx4/n17YP498atmypf6ceL1mUrdtm1QNHc4eWh8sWBsiFNFrQlBEL3aI5gZUWVkZOOeSnJws3fhOnTplspzjXyQ9evQwky3jPAwREa1eHfCPJxIpL4Jn2ERnnkVFRTSe2/jFa0u4a/Pz803zsW78ePLHxelkU3Kt+JJ0q+JlBJMvdwhya0kmKeNf2naWszKLWALorEEqygyJHusTUy87SbL4zwcQPKfH+sOkQ4x8yEiL2B+WGMkDzKpuUSpYiaB16WrILU2dkpNa+llJe05zUCmpz258lUI7rC4vgmf0zk9KMqlaN3DlRLLHiBSv/hbvL58xr/yPH3b+U+yfjKyJJE+mHs5BUDrN2uDv/QOwHsEo2bKFbrCpjyd5IhGNhOyxJHvOnOoLSPREX54s2Zw1VCQudlBErwlBEb2GA7YmjzzyiHTjC1dlXFxcTEvnzKGKli110pKRQYOzsy2bu1QqSERUWkoVKSmWTd5JjcN+nQ/QtODLOi6OLhdeuOxlzkvInCwb+TbtVNAyS087lZTbVMSRCn7MeQitipT10e5l6WZ8dnMjGi/I2q+E+exiTZMP9gYwdqmKu9btNUzCxhPgPRIDGS+shMxO1ToM1vvXjcrSbv7dSMrsnp1+knIej4fm5eUFLGfLEhPp8gj77JbsyZ69UJbGfAqc0WPvk23bzHPGewJQqBUooteEoIhew4HTmoRjBMKrRYZ5PGH5+DKpbzdsIH98PJU1axbyWjs1FXvBHo6Ppyu4F1C4Er1QEq8DsBI50ULU7lq7VIag9IhXEzL1a7jSMfYiFqWxosTSzrjAri6R7MlSKazGBWIKRyVbCV0lG8rhsZh80FXkYp7dmjKJMb/2ZzljDILZKIifB1FtzP+wCFdlKZPohSJQsjZEAmYn+evTp4/JF54o+dsDM3EX7wfZsx0riZ7J6jZMiZ5C7KCIXhOCInoNB3ZrUllZSX379nXcrJk0bdGiRRbJXzgRKiyuYTZsoHl5eSZrPfFaJzWVG7WXmxciKye+fERiIV4fDnkRUymsRM+LoPr1T23bhlUfIyR28zUOQZLH1HA8+TgE+5d7OuylazJnxHZ9rIK7EGGyz36Avg4xx3bW0bIk+zFQAvO5STan/H0pI70yowm3BMfOSjZcskc214XzfNr12U5KHA7Jc0N49wCU6fHY+9FzeUZPIfZoKETPAwUFBUyfPh2ffvppyHIejwffffcdVq5cCSIKu515APoDKC8vD2becAMSzz8fl1VXY56RlQMgHcA+ABsB7ARQCiAbwFYA44xyOwEsBZAgtHNXq1b4xLg2A8DHxrVFAAYD2G78LTLyPwbQD0AhgC5GuzwIgGb8nWlcnwvAZ+Tz0ABUhZ4KwOjbRuP/Tlz7ewG0B3DnkSOBdkPhkHFtIYCjsM5XOoDFxl8YbWwF0JKr44yRd9L4nAngP9Dn5t8AOtq0HR/iM48KAF8AOO5QRjanDOsdruPX6XHoY/HblK2Cft94oM8XoK97rlBuLMz3Qw6AgwCmC+WmG/k5XN4+AOOFcrlGnTwSYL43CwCUQF+/QgTXDMb/odoYL/R5I6z3NH/9RuGzrM+y68VrRaRD7z//7JXBfD9rAPZrGv40ciSQlYVsAJ+3aoX7x47FwoULUVRUhOXLlyMhwXjKb7wRKC4GsrKAwkLgiiv0v1lZev7gwUBZmUOvFJocYs87Gz+URK/hQLYm4cTWjYuLo+uuu87kjNRteCbez1zAO7+Bsr/+1fEgO6urBGZplBu11zyuXVHiIjtA74VVBcsbRTA1rZNEbz+sEhuZ4QAhqCbcJRhj8OG7xPHJjDR4K1smweHnSzQ4ENtgIb1EX3h+gHYJn8W+kCQ5SeU2RFgf66cbI5VTQjtOdYoh0HiJHn8vsXtdFn6Nz3c6LlACuURPDJvHyoXyM5cOULHH4yjRCye5kRC6TW796A3zeHQpvxCSTbp3ufCjJ16rEBs0FIleoyF6mZmZtg/b1VdfbSl/5swZWrhwIZ1//vmUmJhIHTt2pPz8fCovLw+7bUX0Gg5kaxJObF1N02jChAmm8EKiaibdJp9Xsfrj43X/e0T6X8Ny1u4gO6tPfEHyhMlO7cWrHO36d8D4PA5WC2Ce9NlZiLLoCj9w33mN63mr0e/h7F5FfKH+gxtfJazuWk4a7fJl7g4xX16ujX5cfexat/77XnFZbjKCblPs1LVVAP3BZX2zENpHX7hWvyx8GVuXXTbkOx1Wv4iiGrqUK+tGZSnem/x1JTCfIZTd24F7qXNnom3bAgYWkZAzWZ/DUSPbkT3xOjEsoOncLm/NL9u7XETGUKgdNBSi56RhaHBo1aoV7rnnHkt+ly5dTJ/9fj9GjBiBt99+GwMGDMDIkSOxe/durFy5Eu+++y527NiBdu3a1U6nFWIGr9eLtWvXory8HO3bt8ett96K9HRDCbRpE9CnD5CRgfLycmhaUDmWDqA3dJVMDnT1KFPbTJkyBdecOYPN1dWo5soNRlBF8zGAkQDWwKyy2QfgSgAfahriqqqAK68E/vQnYMYMoKoKFB+PKdnZ+OeuXfiSq68QuirpNeiqw30wq7ISoKu5ChBUyfJ9udxIdvWx/sGoIxO6WpPVdyV0tWV7WFWSGnT17RwAnwI4BqA1952owv0RuuqK76OP+/5eBOe6H4AhxvhYG28ZbbQ1yjQDcADAXwBMMco+YfT/Ceiq3HKj7wy8KvITACsBTDauXQJdBekHEAd7/AhgHYBfwqo253EQwNsAzgJYZPRHhu8BfOlQD4MfwHdGvekO5UTVrxMOGX8/RvB+GAZ9LoZBv7/ZvZQPoINw7U7oa8J2zA4ALoJ+pCAbwXtJprIsg/XeHAzz/VFg9El8ngCzWvSft9yCu6+4Aglbt+LwhRci+8SJQH29YX6OeaRz3/NzML1XLzTv2BHTDx7Esq+/Nj1PdmpgGWSqXT5vv6ZhypQp6Nq1q56RkaEnO1x/PZCQYNrfrvjxRwy6/XZ0HjTIem1ZGbBzJ3DDDWH0WqFRoRaIZ60gMzOTMjMzXZVdtWoVAaDc3Fzy+/2B/GeeeYYA0FRBrRYKSqJXv+DkKDRguWaoPyqLikxGGLxqaB7Mape+ffuS7803yR8fL1UryQ6o7wGoa3y82V/fli0BCV4gGRI+Xo0sUyEx9aQovTlg0xc+RJVdfaFUZixfZgHLt83my4ugSopXV/NqVSAoObNzmDxPci2rz8eNbxNXTuyfzKefTK3N6hPHJhuvLJ6urFy5MC8yP4Sy+uzaZWmTUd8hm3JVDtfbrR2/Tv1gdpjM30v8XIuOp/k1YccA+HtJdn+EUsk6qVB5tWhnTaMZM2YE94CiIipr1kz6HANWCZ44B5cDAQnbjBkz6Iq4OMvzFGmK1AE8e5+cOnXKtL/dZPRtD/SQbKa6lDo3pmgoEr0mSfQGDhxIAKikpMSU7/f7KSsri1q0aEGnT5923bYievULTr7wAr6ojDBCFSkplCF5seyB1f/W3q1b9Y3TUA0RQoeUmtq7N/Xp04euu+462rx5c7CTf/6zueyf/yztv+hni6USmAPWE+QqM6aSZeOX1ce/AMfBHBmD1eeVXMcnNg+iSopXG3sRVMPxpPi0QSpOGWpCnuw9BmuYNlYfC9PmJmwYU6GKajj+2lDqULtkpyZlquB0mMm5z+hLJO39aNR3t8OYw0lsTfh12gOzw2TxXppnzJvsXuJD58nuJfH+EEmXmBfKzxyrz8POuHGYl5dHwzwe10cr+HurIiUloB5dOmeO7fMUTsrPz6ddu3ZF7LyYvU+mTZtm2t/EcczNzdUvkIRFU4guFNGrZWRmZlKHDh3oueeeo0ceeYT++Mc/0g52BorDTz/9RB6Ph7p37y6t5/bbbycA9MEHH7huWxG9+oNQhhVMUlH8wQemszxO7kYCBI65MuCIXgmcfYGVIDyJHpF+34wePdqWPLIX9EBYz0uNgPw8HhtLiVCPG7cWsuvEVOLwAhRfRCO4disBGmSsyZ+Tkkzn5UZw1/EEQqxvIKxSTj75EYzPK3vp8+f0Ik12BhWVAE0S6j9m9PlwhO08zM1fTVzb8O5yxB8Idmf0ZGsazr0UTgol0eOTGFqQyHz2VnbPyPrHk1O/8byzfcKL4A+VcNJll10WlWgU7H3SvHnzkM/Y/vXrFcmrBTQUoteozugdOnQIt912mymvX79+eOmll5CdnQ0AKCoqgt/vR7du3aR1sPzdu3fjqquukpY5e/Yszp49G/h8/LjuKMHn88HnC544Yv/zeQqxxcsvv4wWLVqgurpa+n1SUhIA4JVt29AiNxdD//AHdAWw2fj+O+jnko4CSDL+3nvhhXj11CloJSXAz38OAPi+XTucOnkSGdy1p6Gf1/oOwAoAjwBIA/AvAEMB7AfwzYsvonrtWiAhQU9Tp4JWrYJWVYXqa6/FSxMn4qpZszCoSxc8nJSEzkJ97ExcJ67dEgDnGW2v5/qSx42jE/SzYmkAKgE8BP28VVejbGeHObgE+vkrNj4RPuP7SxB008HjKPSzjv802uP7OATAN8aajEtKQqVRXzxXbq9R/0zobk8eF+pj/f4JcrcmhwDsQnA92bXpRp+/N+aEJNeGAx+ATQBuQNDFiQbgz8b/lUa55lyfK+H+PB2r7wHhWnZ+8Qno42fl7Op4FsEziQT9TNol0O/TwNwkJeEb4694P3QyyrB7cyqA5XB3L7mFUxvvGnXu58q3bt0aZ86cMe21o0ePxm9/+1sA1ntQ1r+bjbk5BP2MXueDBwPPe3nbtvCfOoVnoZ/P/BfXtqZp6NatG3bv3g2PxwOPxwO/3w+/34+8vDwsWbIECQkJNX4PsOtbtGgBIvPdKo4PEyboZ1979gQ2bAA6dACE9vfu3YtXX30VFRUVOO+883DLLbcgMzOzRn1saqjLd3w4bWok3jENFAsXLsRVV12F3r17Izk5Gd999x2efPJJrFmzBpmZmfjvf/+LlJQUfPjhhxg0aBBuvfVWvPjii5Z6VqxYgalTp+LJJ5/ErFmzpG0VFBRg4cKFlvx169ahefPmUR+bgoKCgoKCggLD6dOnMXbsWPz4449o2bKlY9lGI9FbsGCB6fPFF1+MF154AQCwZs0arFixArNnz45KWw8++KCpruPHjyMjIwNDhgwxTbjP58OmTZtw/fXXB51dKsQUjz/+OH73u985SvRWrVqFyZMnI/X06eAvYANemKUFcXFx+O306bjjzTeBkpJAOV/Hjjh08CB4+zYfdAnVZ8bn0QAWQJdOEHQpwM+hS1tOtGiB/3fJJZixbRuICJcCeAf6A/kygF9Dt+wTJResHH83lRp1in1JMMbDSwNLof/yZ3XK6hPn4OdGnw5K2mGWlB0BjIFZ0sGDSWhkc/29sSZLJ03CP376yVZqyM+trL4qoy8JwnUV0CWesv7dB126WWWMjd8Q2S9gXjpWBd0aVxPKVQA412jje+iSvWhvrqKkjqDfY28bn9k6sXbFsuUA2iA4D5ca/YyDfn88juC8piclYdOqVbh+0iTs++mnwP3wcwCvQLd05u8jwP7eFMvBaKcn5PcLG4fs/g/0D/b328iRI/Hf//4X3333naXNUM87k3xLbV4zMrBv5Uq8tGULKioq0L59e4waNSq0FGzTJqBXL6BTJ+t3+/cDX3+tW9KGAHufTJ48GadPn7Z8LxsfunTRJXpc2zNnzsTq1astUkFAl07m5eVh6dKlIfujULfveKZJdIXYapHrHlu3biUA9Ktf/YqIiHbu3EkA6KabbpKWX7JkCQGgv/zlL67bUGf06g/cntHjD5mHOp/GzuhQVhbtX7+efmjVynJGTzwXx1uwitaJ+wE63KKFJUZmPwQt+mS+t0Qji4EwG0mwvtidF/TC/pyV6ARZPAs1Dlb/enu4dp3OLoU6H8Uf/Lc7a1cG+blJVh9/3k307cb71pOlZ2D2pZcPUDVX3w9GGxVcXpVRrkrSRjqczwzWJJ2AOayZuKZ3c2M5ALOTaD6uLbvfeEtSN2f0coz6S2C9l9i9aOecWrwfxPufT+GELHOT3J7R48dhSZ07096tWwPGFIsWLQp99m7DBv38bRQcHLP3SVJSUsjx2Z3RCyeet0JoNJQzeo2e6H377bcEgIYOHUpERKdPn1bGGI0cTla3SQ6HzMXNkre6re7alebm5lIGrE5f06G7d7C7dp/wwtgH6wvGadOV9Y0dnpf1RXaInWC2WJTV59SO27KhXkCya0VSwRMq/rM4r6w+0eq2TJLPW/LySVZGJGqVAOW5bIN3di2OIxrJa7QpW3fZWNzOjeikW2Z1azf/Ijkqceijm3sm2snt/cuPTSTqR5s3D5QT49COGTOGCgoK5OTPzvI1AovY7777Tkr0xHHcefPNtm24cQ5vicWtYIuGQvQafazbjz76CEDQaXJSUhIuv/xy7Nq1C3v37jWVJSJs2rQJLVq0wGWXXVbbXVWIEpYtW4YpU6ZA0zSTI2Qe6Qg6Xt1vlNmHYPzXztANKDobn6/zePD4yy/jQugGDXuhG0F0AtAHQLtLL8XzeXk40qoVOkNXkQ02yokKm05G/mDYO17NAdAlLg49e/YEoDt0ZX3JNT73lvSF5c+E2RExoDuc7WfU3RvBmLZ8P/jPXbj6WNuysmy+ekvG4ebadCMv3chvLdTR2sgX14TVNxS6utJnfG5vtPsJgEEIGncMRTCGMAN/7S+hr1tv6Krocuiq2njosXJZuXLje1kbtxj9k42DYF0TghxifhV0dWm60ccroa87oDu4HgXg/yHoXHqQ0Te+f4B+j9wHYJtQthrmeWWqzP0wr3Eb7jNzcDzK6AOMPl1ptCvrYyGsTsRjDbf3L7u3SqDPB48Tp0+jxPi+p98Pn8+H6upqEBFefvllFBQU4Nlnn0VBQQGys7MxdepU/bB8RoY1Du2HH+p/+Xi1Tg6SDaxfv16aL47vvL599S/4tktLgZ07UV5eDo/H+bXv8XjMsbgVGj5iTjtrAd988w2dOnVKmt+hQwcCYPJhphwmNw0UFxdT//79yePxBH6tMonezUlJgV/28fHxll/ITDXkJnwRwKk7SktpaU4OaZrmqAbySurl62cOUJfOmUOFhYWBfCZ14J0Z831h1zJpjaiSZd+JDnL59mXOlmuiSgt17c3GmswyHCazftqpX2X1zUNQGif2hanE7eKOVhnzVCKZm0PG9zlGHXmSueHbAMw+7tg4ePcqFTCrX+2SH6CPuXJVRj1sfHmSOvwwq7lZkoV1E9een1feYbJsjWVS4xJJu6LUmUmdakOSF849yMY2DpEfUeATc6UUAC9dY0kiySsuLrZVDc+cOdNWdcvGl5CQYHIcHWjbUA0riV500VAkeo2C6C1YsIBSUlJo2LBhdOedd9J9991HI0aMCMQjffDBB03lq6uraejQoQSABgwYQPfffz+NHDmSNE2jrl27UkVFRVjtK6JXfyFubOILLFqJ3xwrKytpbm6urRqIdwAcSt15NiOD5ubmWvLtrrVTV4r5eS7LydSd0U5JDg6To9kf2fzJ1I7DuDbZetVUFSz6O8wT2pClSlgJIYtLKyNuBPmxABkpI+gENNSaOD0noZwZh1uurpNbFa9bksp+/DHy9sTIkeY12LYtsE85RfNhkTMeeeSRkGsSiqSpM3rRhSJ6tYjCwkK65ZZbqFu3btSyZUuKj4+nDh060IgRI+jtt9+WXnPmzBkqKCig7OxsatasGXXo0IGmTJlChw4dCrt9RfTqL8SNLVZE76a4OJqXlxdseMMG8sfH0w+tWtEPxvkelkpgDZ8mpnEAHWnRImzJgijRE6+t5NoVSYkoQasNksevyVkhBBpLooTRrXTGrUHLIW5tvLAad/gkc2Nn3DEPVkkpkxpWcONgIcKcHDX7oRO9A0LeKzBH/OCv8cJeIhVKoidbE7vnpKFL9Fq1amU6/8pLw2X9Y+N1embFFBcXR3379iVN0yjT47HMl5+T6DmdK2Zkz+6Mnlg2FElzagsA9erVy52hiYIiek0JiujVb/AbWyyIHntBfJ+aalbFrF5NlJYWeMnO4Tb7EoQma+VJSZaXZAlCk0RexSu+YPsJ18nCh9UmyePXZL4RV1VWxkn9KnsZz3MoZzdmUfIqi+3LyjnNP1Mjs89MFcyIG1PxjoMeD5ckSSSA5ZK+8JEteELnhZVc8ZE63BB6p+dElHDxUscSmCVhJVz7sxCZZCxazydrs0ePHnTs2DHKz8+nDMiPQsjqCXVEQUzsyIg4X/xaUVYWbX/11ZB1aZpGu3fvto2MwcqY1MU2EKWH/NEVTdMiisPbVKGIXhOCInr1G/zG1qJFi5DnXEJt8mI5k3Sjc2ed4AkxcY+1akWZDnE37V6k4ap9+SSqzEbYjHeuUC5f8lKLtrsLt+fBnOa6BEGyLM6rzDrUslY2c+uUjiAoDRT7ZTcHvJqVhWNL5+pykw7a5ItzwMcBFsvykkjxHCFP9tIRPDcps/A8KsyrqP7+wahPlJSysrxEtTbIXjpAxR4PEUCn09JMlq/MddKh5OSY9CUcdbDTM5bp8dC6224zxbq1U/G6BVMp9+rVK6Q0UUEORfSaEBTRaxgoLi6mnJwc6QusJpIiTdP0QOIcsaPJk4P/d+5MJVu2WFylOEmFxJcnn7wI/YKUERpRnVgJ/WUbSmoVbZWWWB9P9NxI5dxKipwkKaJEL5wYsT5hvG7mQCR7m2GvfrVT58okeock61RpU/aAMK9lXFkmZWRjOWVD9Hjp5DCY12Q/19Yurg+icYjM2CfW6cY+fXRVKXQp2ufLltF+40zo/qQk2rF+fUiVZiQpGhJoVu4n40dqZWWlyWhj8eLFEatZ1Zm9mkERvSYERfQaDuws19z+8pZJivLz86myqMhM9Fjq3DkgQZg8ebKpPSdixJMZMZVIXgZOYxkBuYGAePZrLswEiL2gw5FKuHn5ideF47PNiQQ7vST5cvz5RX5uwkn7Q8xNKLInW9OBCC1V9AP0O6EeJhkT54XV+QOX5xXmtQygxyRztcuG6PWD2bm0zGhGTF7I75nakugxsjI3N5equ3a1vWe6d+9Ot912G2maFhXCx+pwIw1384xVdOwY9feJssKtGRoK0Wv0fvQUFHicd9550nzepxbzDzYQVr9fnwAogO5rKxvAd2lpWD5xIhKuv173VdW+vbnil16S+sjaB2CjTR/TAXwM3feYGDpqv5H/sVFO9AvHrs02+lgA3b8a86WWAOBD6KGzOnDXHQKwBbqPOIb20P3FhZqb0oQE/LJ1a9c+0cT6/mnk/xPyud4rabeL0Wce42H1y7bPyOeRwLXxqaQeN+gIPSSbONf7AMyD7q+QrQ/DPwG8YFMfQQ/TlhaiXQKwQ+hzBwAXGf+LYc8A4BiXp0EPZTcYQR+Gv4L1Xh9mlP85zPfXJwCugPleykfQL1+V0F/mj7FQ0sblqB0/egBARHj85Zcx+uxZUz5/z+zatQvbt29HUVER7rnnHlf1Dhs2DJqmIS4uDgkJCYiLi4Omaejbt6+tD08Z3Ow/j159NQBY/L/WBMqvXhNB7Hln40csJXpOfpUUwkcoyzWZBIj/hc2HNtsXH2+WXqSl6eGM+DzDss6NioSleQhaborh00phtdzk+8dfKxoNyCRKTKXH58lUek5zkxGhxCOgujKkR5WGRE+cay+s0k3WR7t1cuqzH7p7E76NCpu5cZPHzzXvg4+tFZt/me88P6wRNNy2e4DLXw3zvekVyrI5lKmcZXPIu7yRzaudXz7xfpX1JRzpbzQTM7wI1Rfmc9WNJSwRSdWo7HkP99iD05q0bNkyYIwRLSMJJdGrGRqKRE8RvSggFkTPjV8lhfDB1sTOcg2wGjFcYWx2CQkJppeFGNrMHxdHBFCVx0PP3nCDboULnewtnTMn5IbKvwBkLj/4F+Yh2Iej4q8t4fLFFwgBNFky3oEwOwB2mpua+kQbCDPRswvTJrOIJeMlOUIyD+L1e4yxikYRAGg+7FWq4aQSWH3wlRr9mCW0vV74LKuvyhjbKZvvBxrtrebmjKkBZeskOy5gt55uQwXyiVkQ74H5PKT4nNSFHz3xXnCK63zdddcF9oqa7MG8VW+oe5NvP9SaJCUlRc1IQp3RqxkU0WtCiAXRc/trUiE8sDWZNm2adG5lv/orO3empXPmUK9evQKbdInkRUfQX/IDDBcFvO+sipYtqasQgcPppeTl6iyBTjaPpqSYyJ/sjJidXzhWRpSCeSVjsZO4hJJ2hpNMUT4EiR7vAkacC3Gu+8Hatz2wP98nGkU8gtCEy21ic81L6CoB+qPQxrNGX/JCtCk7j8enMljd5bAxHhXKupV2ihI98dykk18+QpDYOj0nsZboRWqpza7p06ePac+I1PCBEcVwSKabNWHaiGgRMPWuiRyK6DUhRJvoqV9ZsQO/JmwDnzBhAl133XV0z8iRJikcbdsWCFtU2blzQEXpRD74Fx2/cfsAGsaFYgv1orJTWR5p0cLiR0/2cpD5hWMkj1mq8mMoCeMFFOpl5XZ8rD+7BOkR79TZiVSL1py8Kmwe7FVmdipsNpZnJd+HSjK/fKL1rB+6I2Z+bKLaVuyP+NkP0Abus2gBzI/tqMM6hVrP8yWW0LL+VAK0VPjMk28vV742/OjZhbnjVdqhLKaZRM8J4RypmT17tiu1cThrAkRPpaq0R5FDEb0mhGgTPXVuIjYoLi4OhBF65JFHzJszH4uSj0HJ5YuSIpFIHYD9Bp4DhGXJV1MVnKx/LHmNcZQIeTIJoV2ek0QkVBIjcgwyXmCDhFi3w7j6RfXfQZt2+blxsnYUfQfydfGWpW6S3TzbOUNm8++1+V48M8kS84MnWrjKwqLxqmm30k6+nGh1K7u/eFIn+uXj186L0FK0aCW7+sdx8+10zwDmuOgiIiFF7Ie707EHN8+YuCbx8fHWuLY13B+j4bKlKUERvSaEaBO9GTNmBOL02iVp8GoFKfjNOTk5md544w1KTk42b84bNuiGFJJA41RaShUtWwYkRT7okjtR0lRi5POB53lizsIhuSV6bqNb2En0ZGSBSRxzjH6WwSzlYO2WcOPgy46D9cXKlw1H6hJKosekckwSI5KlEpglMW6TzBUIT4zE/olJlLaVwUoMnVy2HIL5zJ5Y9pCkDTEKRpnw3VKuD6KPO5OaHMF72Av5veQF6LQLiR7fBj+vdoZCsr6IbcvW0uPxUFZWlmsn53x/WZi7cMilE8Fh+4is3RsAmpubS3u3bqV148ebpH2PDB9uIfAyqaOsf2w8Mt+Gffv2rTnJ2LDBuudxex9t2FCz+iNEQzBEVESvCUFJ9Oo3nEKgmc6gOGx4S+fMoWEeT4D08L7YxDNwMtKTkJBA06ZNM0kDPDaqXFm82isAOmjEvhVVm6K6RySgfCqBmejxL3teZczIC0/0+HZFYhAO0bO88B3O6ImSGDHUl0g8wyF5ldCjgMj8wo2Ds0+7Q5K5FtWqsiSzVOXHJvo25M/oyQimSBJ9sJI8RiD4dWbEXSTLjLifdjijJ0bGEOd3Hte2SPLEvrBnUKZCdfuDQdaPCd27W8i3Wwmi3b7qZEkrHreohB7/Oi4uji4HqErTQhJPNl8ej8eyN6RDHq2kxmfoQvzApaws/ftaJHsNSZWsiF4TgjqjV38hzqUshqebuWT1iERB5jCWz5cRc/6X6r333kuzZ88OGHrI6roculPmOy+7zFY9xqtZGTES0z6urJ3FLn8tI4V2Y4uGGs6t1W0sVMZ2a8fPqx3Z229cJxKzhbAnenb5bAzi2cEDNvksDYROVPm8fGHMsrmyW2eZmjCU1W048x/t9XRTnzhfbuqdNm2adA9gP8DDmVPx3hpoE/+W9V3TNGrTpg1dd911NGzYMFO/7OIP1+hd4OLIipQExhANyThEEb0mBGV1W38hSkdlm6Vb6Wh+fj7dAKu0jZfE2Em9boCzSoj/FTvM4zG1UZGSQr7Nm+lQcrKpDabalEkWZNIeL8wSHJk0sNSICcrKyyx2RclapCQvIMVx8KPn416a4rUlcJYkihKleQj6uBsmXCeqHauMNS0R5pCXrr0hfK6COUSYSDRIks8TTv5aFq6M9TFPcq0biZ5IKphEiR+XuM57EDz4b+dHz40ELhZq1VBkz8nC3G39ffv2lT6j/JEaWbuyOeX3hX6AaS+ym0OPxxOQYLVt29Zx7wpn/7IFR+oqO3em5/LzqaJly8Dn2iR5DU3IoYheE4Lyo1d/IZ53lG2Wbs87sjW5AboLFVFqICMQbDOv0jRX6g8m7Xv65pvpL1OnBoKu8y8rXu0le5mOQ1C6IL5MvTCrO9MRDPjOUgmsUkFRChjuy9PpBW0nPeLVyzLC4IU90bNT681DUGInvmCZ2pERQv5cnOgHj58DH3QJn8+4tgrOZ/SYBapovMPaZWSNV6eWcdc+C7OkUVRBO52fc7PO6Qg+JzcbZ/Ts1tCJ5NmpVWV9ifQ+Eu8lfk5YveGSSTsiIf5olLUrm9MDxphlRzWc5pDvjxPRi8Z57cqiIqrg3DexucoAavV909COLSmi14RQW5ExGrolVF0cro2mRI/h4KpVtHTOHHpi5EjLS9wLUJ7Ej54/UvXHtm1hqZ8iUY+J1oAjJHnM2neWJL8mL2ZeehROrNtQL+50yK2gRYmS7FqZ9Spfn5h4R8G8w2Q7y10m3XkMQcLGrvVx1z4DM8lj+XkwEyXmZsaN1S2f7rVZ52EArbYhFXZpHszHFfg27eLp1vQ+4pPMKngPQNd262Y6A+i07jyxmj17tuVRlEmbZPNnZ12bkJBAvXr1ijiObswkehs20NzcXLpC0u906NqI2tIgNTRDREX0mhBiSfQaA+pSOhmtM3oBsMPLnTvrid8cjcgYfoBeGzTI7JPPIHlhkV3+nAz38nJ6SUUj5FIlrKGsvNBf2KI0KxJJjNhHfk3EPjqp5pzalhm0iGo9O7UjkyTyVrH5cJbS8dbMTha77Ds+VBpTwc4T2vUD9KHw2WdzrRs/ejJL40NCHgurdjYMosckkeLZVJkk0q4v0ZboMaI7YMCAwPnXyxFUz89zUa9sb+KP1LiV6LGxxcXFUUFBgWkvjAbRq5Eqc8MG8sfHh7RsD3X0JFpQEj33UESvlqGInjPq+ryha6tbNygtNRO8zp11qZtI+lgySF7YZJcjed+nptKVnHTQDdlzo24TSdQI4QVcCmvoNfYCqOnZKr6P4pqI6izZCzVUm/w1IqmodFFHDqzhzBiBkK2zW4td5qJGPKR/N6zSO1m7vJq3n2SuGNkTI2PwY75XGAezIOYlluEQPTdGLnZ9ifYZvREwW1FfDlik66Ekek57E3uOxdBmVyD0uccMBMlScXExzZo1y9UYnVS3Nd4/S0vpWKtWln57ubGUAJTp8dQKuVJn9NxDEb1ahiJ69qgPD64rP3puES7R27aNiJz9bwU2a+azSrB4m5eXRwkJCVKVpVtSF+oFmW6kYzC/kEfATD6qEF2rW7sXmJhCxdgNdfBfTG77K1q1EqwqWZ5Y8Ba7B4Vy+4S2/yFcG0pqyPc51LqLKnZxnXlJnh+gP8FM/socyLesbZ7U+YSxyFTY/FgivY/srhOJ54gw6hfHZtqbuOeTnZ2taNmSls6ZQ3u3bqUjhvsjgtySuSIlxXR8Y9GiRa7UuJqmUd++fal58+b0xhtvUMuWLaOnESktpSOGkRfrt8ywpGuUnTM7oa4FA+FAEb0mBEX07FGfRPF8ZIzf/va3kZFLQ9XxQ6tWdJTbIAkg6tQpoL4NpKwsKtmyxdb/FksZMCzc4uOJFi40+bbi55BXbc5zqE9UgcpeaOK1vNWnLHwXS6vDaCcaRC+URM9pXmWuSWTub2TJzrGyqO5kPgZ5R8GhrJ43Ocw1r77l2xUdOtute4nL6ytsyh2C2Tmv23vObq5lofjE+Y/kPoq2wYesvsDexPuUE55Pfl840qKFxY9eBnSS5xf80c2YMYPiXca/Li4upt27d9Mbb7xBM2fOjN557Q0bqMrjkYZbLEHQmfqwWpLoETUsQ0RF9JoQFNGzR10crnU6BxcNS+gboKsyrhJInT8tTf+/QwdTnNzvU1Mp0+NxZShBWVkBz/rz8vJo0aJFVFhYaPqFy0vyQtUXSj3Jf8eH/rKTWrFwW+JLOlKSF4roiWORqfrcSHbEFOqlL3OsXMVdXwazqpsZTwDWcGAjuP55oatuRcMJ031k02dGkJzWnX9Ze2FVZfLqZfHFzl83sQYGMnyqENbOLkxgpPeRk2RzhNAXXgqclpYW8l5Lh743zcvLs/qUkzlXN/L4yBgBQiaJMOHmRzAQdPcSq/fJgb/8hTLgHG6xLtSlDcEQURG9JgRF9OxRmxI9N78Eo+Xb0FYtyPudEuLkykgJT1wqWrakubm50v736NFDOnf8C3sPYDrLd7h5c8fIEaFUcHZEI1JCFy7RC4fIinkjuHE4RaOQkQTZmbN0WF2a9APoI5iJ1CSYSfFHkj6zM2LzJX1jyY78MaItrruobjsEOeEViaddO04Ok8fBPlqJbDxlcF67aN9Pds+nm/bE/l3p8UiNqqIBN8dacgAqKiwM7G+mvSuK4cnm5ubazld9U5fWJyii14RQF0SvIcQBJKrdM3puznZEI1qJ+DIwxS1NSzO/DEpL6fvU1JCWrnsAuu6CCxz736NHDxMJZI6VK5KS6AfuQDVBJ5w/tGoVluqW9c3OjUgZYvNitiN60bAgFmPEsu+drG7nwWpFKjqi9ht1uVF1b4KZcPEq3lDh0mbBTKJYfZWAVN3G+i3zEWhnWCILtebkxLoScutSO2fSMmtcce1iRfLspMDhksRYRYdw2rNugOF/kzPoCuxd0QxPVlqqu3+C9cfiHujxe5uysMIJiug1IdQm0WtI5xcYauNwrVtCyc65RBp/2E4iYVKFCS+Fki1b6AahL6GMC+zSyy+/HCD4S+fMCTpUZmpjlozPdi82O6mYSBxYqoD7F2W0iB4jFnbtyVR9dv7UZBIlJ+vLebBKL1lfmGPlPNirX4nLz5O06/baYTCTtCo4h2g77LBOIxzaAMzqZDdh6fZJ6mN9SodVhS2SvdogeZFKEi33kWFUFQrh/gB32s/n5uYGCBhlZVGl16uvidcbvfBkguHX3q1badGiRTQvLy9mkszGBNk7vraEMIro1TJqk+g1JIskhtogp25VxMwYI9w22VlDOylTDkBXxMVReXIyVXk89PTNNwcf8tJSWpqT46j2DYdAmeZMtALm0g+tWlFGGC9Fp+gPMp9ttUH03KZ5MBMgvt95MPtNcyNRckP0AHloMj6JrkvYOjOpYSiJnuh7jkUCSYd9TGMv3FkgMxLKj4/dAzzR88IcjeUx2Et9DyPoHBkwSzH5NYhVyoFOhmXS53Qjv8pm3T0ej8UVSyAJZEd8me/atatGe5x4Hm3z5s0WwlXZs6e+Jj17Ro+AMb+gsrqiKTVspODf8bUthFFEr5ZRW0SvPrgqqQliebjWrdHHzJkzayTR41/4/MuFkb9+0C3U2EPOW9wtzcmpsVqJrXGA0DsQvcq0tIjUVHaOgpm/t2i/nGtK9ETSxOaVkRH2nUj2nEieG9XtPKMeJkUTk6jOFaVaL8BZmsd/9hpt80SvxObaEljV8eI9d5z7zOaCd/T8vbEmZ40zeqKjZ6d+i3PdD7VD8uzWju+HHenUNI2uu+46qySLM6qirCyqLCqSvsxdP68hICMLjHjy5DuqUjaZYQlDFM8BNkbw7/jaFsIoolfLqC2iV59cldQ3xFqi50Sy3aiLKlJSiHbsoHIjnmRN1Eps49i7dWtAdfsD58OLgIDq9lCLFuGrqYQXpZ1D3GilmhI9u9BfdvmhkltjjGGwl6odt8ln6ytzReKUeB98vOWrqD4VffW5VWXyzqErARpkrEmJQfRYPi/1FVMkcx3t5MZ5s+we1jSNbr744uBRCJ5IcerNsmbNIjq64PYHuB1ZGAiB6LlUJSvEFuwd/91339W6ECYcoueBQoNBeXk5PB7nJfN4PCgvL6+lHtUfjB07Fn6/37FMdXU1fvnLX0ZUf1ZWFqZMmQJN0yzf7QMwGEARgGwAhQAGGn+zjfy+J05g2ujRSD1xAkVG+X2S6zsD6A0gB0C6TV/SAdwAYMnEiUBpKfYCOHbqlKnMjydO4PvkZLT96Sdc36FDoL50o26+rnVC/QTglwA+MT5/AmAQAB+AeABDbfpVV6gGUAW93xqAvwHIN/5qRn6VUS7UvObAPN4EANugz3d7rmw5gAsAZBqfSagr2WiThw/B+2M6ly+WEz8DQCcAe6HfJ20AdDH64BPKxQM4bHzf20idod9bucZnAJgIYCaC99wlXB8TALwu6Us8gB6SvjGwua42Ul1Atnb5xt8EI38Qgvc2AxGh6osvgNJSHE5JgW/TJiAjAwDg69AB9/fvjyIA7SsrA3MYDjweD9auXetYpri4GCtXrgSR+W5KB7BGLDx+PFBWFkFPFGKB9evXu3o3h7oHYgVF9BoQ2rdvH5LM+P1+tG/f3rFMYwQjYqHwxz/+MeI2li1bFiB7cXFxpgdbJHsfIkjyBgMoA/DnvXsxHGaSJ14/3Pj8JnRCIJKSdCP/DSLs3rMHk6C/XLsYbc02Prc6cQKnT57EbX4/Dh06hDcBbAWwxaibEZ4txrVkXPs99Bf2UqFt9gKdD2Cxm8mqRWyEPm83I/iCX47gi/1muJ9XNjciYeDr22eUfxJBcsP+ruE+xwP4AcE1YddnQyeO7Jp4BOd/r/FZBvb6z4W+cZ+H4LpfAeAgdDLa1vg+l5ubXAAvGeNbDeBh6ER4pvH9YuNvvtFOqtFWZwAlxpg1AFO5fstQVwSPh9PayUgew1vQ56DviROY/vvfB/KnT5+Ox19+OfB8boygT25+gK9bt85CFth9mQ3Aa+Qda90aKC4GBg9WZK+eoKKiol4LYRTRa0BwI7Xy+/249dZba6lHtQ+v14vFixfjrrvuwuLFi+H1egPf3XvvvSGvX716dUR1A0BCQgKWL1+OoqIiXHzxxZa12AdgvFDneJhJ3UZYSR5//UYAOwGUIij9YaSE3/RLARwFUIDgy34wgPXQyQIrvwjAEQAHoEufugA40qwZjiJI8mDUtx7ARTBLJkWyV99IHsNGAP+EWVIG4/M/Ed687jTyP7Gp7xYhjxGf2wD8L4AK7rvWxl+2JgmSawFgP3QiHicbHPR7o4vRzy+EdhcB2A7gcQRJJrhyO6GTPDa+V6FL6hKgk72jRrmjAFZw1zOMhXzMMkkkI61HUbewWzs7ksewEfqPshUrVsDr9ZqkbOz5jARufoCLGhv+viwCMMzI/9ONNwJZWYrs1SOcd9559VsIEzWFcROGsrqNPdxYNLk5p8di3fJrIka8kFpLcYeS7c7r1dSa1q4uO6MNJ194XgTPS82C+SxZRfPmprNWJZLr98BslTpPcq6JJf6wfSSxd6Nhdcv6IfqKs/Ph5jSvoeoTXZqwOWbjr4Rubcv7vRsHe0tVMso7WT2XIRiOah7MYdJkfvDIaI8fX4nRD8Dq+oSP/CGzuhX77hS9I1b+8aJ9L4RKixYtch29IlRycz5LbEt8vtlz8sgjjzQZi9j67i+2oZzRU0QvClB+9GIPNwTXjeVty5YtLWvCSJ6dc965ubmmTVW2+YdDINwmN8TRjljxZI8lL0CHBaONEofreZLnxpKROQGWjVdGHlmKBtGThSxz8uEWal6d6iPoxGsgQKck17M1yYNO8kSLVjHZRe44ADP5K4NO1HKgE70KybXMebOYXwIzUawEqFTSJ3bdWWNN9nDGGMzdSwXk4yCj7VhYZsfqXnBKEyZMoAkTJpDH46lRf/gf4E7ERfYDkn++2XOye/du/YJGbBHbUN5zyuq2CaGuI2PU1ziA0YJbtzKzZ88OW6LH6nZjncgs8URC6day0Y7sRRqvM5JrR7Rr51ifmxennSUj78cunHmoKdGLxNJStDQe4VDf3bC6UeGtcdnY7Bwwu4khLKYy6P7o0gH6nssvMer73uY6Vl+VpD42//0QlNCV29RzyFiTMoHozYI9YZXF1I11ksVrlrkDisRyXBYP181zlwHQTXFxJmJy6tQpV8Rl8uTJtm2y56S+kJxYoqForpQfvSYEFes2tnDrOmXWrFkhCWHz5s1Na7Jo0SLb0Ga8VK6sWbOAu4VQKha+PSdJVqhrZeonUXIUzrVegPZqmqMkyy2ZspOSRCLZjJYfPbe+02QSPf5avj7mN4/5j/NJ6gvlFJjV59ZnHnOMzNS+/LV+gDY41CWrj19/XuVvR9gIQYke86PH5kOcB/4aJiGsTefI4v0vWzv23EXLebPTc5cB0OFWrajK46GXJkwI/AB3S1wU0WtY/mJDRcaIpRBGEb1ahiJ6sYVbZ8gzZswIuaFOmzbNtCbjx483lXFS67EHNpSKhSW2adudTRPbK+V8dDkFomf9sZOUya71cuMpQWgCpmmaZYxuzz25UY3KXmA1jYzh5gyhOGcjICesj8FeClaKYPQHNxK9dOhn8MghVRl94dWildDVv6x/4fjdk6USBO8b8ZyhmPgzekxay0fGKOXGzN9L/NzUJHk8npAve7v7X1w7UeJXUxJq1y5zjk6AyQ+fG+ICgAoLCx3LWVS3Aur7eTa3aEj+YlWs2yYERfRii3Ae/FDi81OnTpnW5LrrrrPUZReHNrCxbNhAc3NzbQ0yboAepixUOfbinDN6tCmo+AjI1WAyUjEOQRInIy5M7fgDNx4vrETxqPBCnD17Ns2ePdtyPilfmJt8m/UQ53CSTbl+AM2PkjFGpC9oN6Qakrnmo294ETR0ENdYnH9Z8gM0F2YiXWpcezesBDtUEkkh70h5mIv6eKKXL4xFDOdmd29Guk6aplHfvn3p1ltvdVSfytY0GmdjI7mXBkJ3Tk6AJWqFW4OOtLQ0x/OAJmMMDg3lPJtbhPPDvq6hiF4TgiJ6sUUkonw78bm4Jm4lep01Td9YjNiQ/qysAIkTQxVVaRpVLVgQKDc4O1vaBlMr5efnE5WWBkMvIfiyFiMMyIwfSmA1vOBVV7z6bz/XLhCM0MDq49VI4oZbE4me01jO1hLRi4aaPNRcs3nl15iff/FMnkylyxtKzDP+HpCUk13rt8n3Gn0PpX5l14oSvVLhWrdq8pok9myFI9mTrV2kbYdD9liqSEmhyqIi0/7lhri4aZcRvZkzZ5rqbyjn2dxCSfTcQRG9WoYierFHtDYztiaPPPIIzZgxwyTRCyUdWDpnjikcEmVl0d6tWy3Bx79PTaXHfv3rwGc7yQfLZyR136uvWiQrTlITp1BYB7nrh8EsIZQdUPcZn3v16kUFBQUBosw23EjP6E2CPDQWX9+pWiJ6jLDZEYARwhzyhir8uMS5ZqkEcpU6P/9ukihBKwnjWrYesnvYi6DUkVe/ytJPxpqc4owxSmFWYcdKohdJspPCh0vumDTRraWt2O4VgGUvipaLFkb0cnJyAurZUOpeNq6GpMZ1+8N+8+bNda6qVkSvCUERvdgjGuqJysrKwBm95ORkU0ByO7Uen3+4VSvau3WrhezRtm0m1SvzxcckfLKXLt9GXFycTiJZnXB+YYv9syMCJVw5GVET1cMezodgOkC3deggvdbJ6lZGAsSYs3OF6wZFgehF4r9PLBNKKhSKdHlt1ikdoc/EievOzsSlwz6eriyxeWbEHbCqnPkfCHYqXEa+f+CIHquTn6vjNmOOBZkLx5VQuP3weDw0YMAAKi4upqKiIlfX2N0zGUBItymR3MM3G2si7l2hUqylX7E4G+j0wx4A9ejRo16oqhXRa0JQRK/2UBOLpvz8/IDVrUgq3FrOsvN3lUVFFmLmdK1Tua7x8VTRsiURQHsTEkwvTid1ot1LjiWvUFamnpSpVEXV8jy4U9dtciiXB7mKsh9qboxRE6tncY1CkWq7uXaj9nWS6vkBWsrVw+aRqW5DWdku5epn6td5sKqc+Tr5tj6GmYzzqlteHbzaYT1jTfJka8yvCXP/EgnpFMlQr169HMuHumeWzplj2Xtqeg9HKvmO1Xm2WJ4NdKqbkTzZWGtbVa2IXhOCInr1H+xXtROpcCsVCmwm27aZXnR26iIntRL/wqjs3FkqSXRzrSgxsrM6FI0pxDJ2ks15CG3Vmo7Qaj0+MUOOmhI9N9JYu5e+22t5KZjdXDutE5uXCklZQtAYRpR+zoK9Dz6Wqoz+idcOE8ZRAl26lw6zFXAJrL75eKLH8n6U9NHN/R+NJFsnkXiXcPnhkj1RvVlQUFCj+62iZUuTQUZlZSX17ds37Do7a1ogf1eEz0msJHq1cTZQ/GFf31TViug1ISiiV//Bzsk4kYq4uDi64oor6KKLLgq5eWZAJ2b8iy4SiR6LclCZlkZL58wxqWNkErgS4dpK42Unko0SBCU4OUaSWVuK4bLsrEhzjP7kCHnsxSoaIfB17hHaYilaEj3Zi9KtOtGtNJBJwbywqm+ZIQafVwrrOsnKiaSOnytRSioLvcb+Piu5dp7N3NiFv0tH8NyejOjZhVpzuv9jSfZChfHzQn+2QqntZaTESd1qd8+wZ2QPQD5No6dvvjmoyiwtpQN/+UugTtmPSqdnZw9A50f4nMSC+NSVr7v6ZqihiF4TgiJ69R/M8s2JVDAVR6jNRPzlPqVXL1dSIRn5uAFGFIPOnWleXl7AOi8dQULBXuSyl9o4BAmASBZKEAyZxav/KqGr+uxe2KIVKe9gV8zzImjNKTqmlZESmSFHNM7oifMdDvlwK8kdx60JW0+e9B0S1okne7yLFD9Ab8AcW1bs8zAEVa9VCErzWLtHXVwbam5EFXs6gveSSPRk1r2ye642yZ7dOPjnxw3Rs1Mzjh492vU9w5O/fgAN4867Mv96/vh4WpqT4xhuUfbslCUmUtf4+Ih+EMVKlVlXhKu+uV5pKETPAwWFJoD27dvD7/c7lvH7/Wjfvj3Ky8vh8cgfjXQAhQCyARQB6H/6NP7yzTcYbHzONr7vJ5QbDGC78Zcvd8nPfw5PVhZQWorZb76JtOpqpAPYCiDTaHMvgJXGXxj5W402Fht9YuXWc21kAigA0B5APAAN+k74SwCPAzhoXKcJY0ww6twPYCeAo1w+jM87je+7GO0cMPLSAbzElWXQAPgADAKwwvjrM8q9g+hgH4DxQt54I98JGx3K7DO+T4c+l5kIrmcZ9PlkOAPgTQBVxucMAB8CGAZgCYJzUg3gEQADoc+BOP/jAfwT+toeBeCHvn4+ALnQ76McF9eK4xDnJgH6WqUbaQuC95IIsR32Wbzn2H1tV08oaJqGtLQ02+9DjQMIPqOZRv/OZGdD0zTExcUhPj4emqb3/rLLLsOuXbuwfPlyJCSIdyzQs2dP236I98xOAKXQx/8SgC/9fvh8PnSsrsb7ANqdOIEjSUmYtmwZ+uTmBsoWCv2WPTsLs7NRSgQnsDHFxcUhISEBcXFx0DQNU6ZMwbJlyxyvjQROeySDx+NBeXl5VNsNZx9XCEIRPYV6Da/Xi8WLF+Ouu+7C4sWL4fV6I6pn7NixrjaIW2+91XEz6Y3gC2QwAG9VFYgI+4zPe43vhwLojCApYC8FVq7I+P7zf/0LD/TvD8rKQuoPP+Bdvx+jjO8AoATAVQA+Mf6WGPmdAUyRlNsnaeNaowxBf0EvhU5CfI6zoZfNQPDlw4jZS0Z+EleWjLxC6C8wsW5GMD8xPn+CINmLD9EPt0gHsEbIWwMz6ciBPQlJN76XoTes69kbQCfoc78XQBp0EsfGxep8CMExVgG4Avr42wDIh5kssj73M/rSxsjj534ggmsiu1Y2Ptnc+BAkG6MQ/GEhrp3dfXII9vdcb5trQkHTNJx77rkB4iIi1DgGwvoDq7CoCKNGjcJll12Gvn37Yvbs2SguLsYnn3yCCy64wLYvR44ckRJAGfjx2/Wl74kT2KdpeHTdOiRs3YoDSUnSsuJ8/27/fqRVV4fsw+bNm1FQUIDbb78dCxcuRFFRkS2JrSnqinCFs48rcIi9gLHxQ6luo4+aWHTZmfs7Wd3yKo5Q53N8sFq0AtZzQeEYd8zNzbVY8Tq1Eaoc3wZT/+2H9XyZ3QF/UX3kha7Ws1Pzyq5laj2mZrRTVUUjMoYbNXlNrXNl6yk7p8jG5WThLMabFVWgopqcNwYR51l2nks8r2Y3NzIH2ITgwf9S7oyemOwstkOpSkMlu2gY4YxDtsaapgVCq7mxCo3E/53T8QFRlVmyZYvtmorjq0hJoW42z0ldOEWuy3i09clBdENR3SqiFwUoohd9OLkjsHuY3YQ/k/nRk238dpuJ+LKxO48X7jklTdNo//r1pk3/Su6cj6ZpNGbMGCooKKDHf/lLU7mRcXGmF9I8BP2diWGrQsVctUv7hL98svMR5zXaFs+2iSTk5lqyuu3nslw4a+dE/ubazMk4oy9Vwhymw0wQq2A+eyZab7sZh5u5kdXJDv6ftSF6MifYbuYmUkJoNw7+3uLTQBdt9OrVy9Hvm1v/d2Kys7KXnR373fDhtmsq/gA80K6dq72rtlBXhKs+hXxTRK8JQRG96OLbb78NuZnKfi262XjEyBh2vvhkmwmr2430KNyXQ6bHYwmB9n1qKs3LyzP3kXfWbKQqTaO/TJ1KxcXF9EbfvgErTTGMlp1zXFFKZyflK4M8/JesLDNEcDLaYPNY08gY4Ujqorl2snZZnl3IMvZ3l/C9F1YLZWZ1a0fMnMLPiUYzdtJUmUSPt4Q+a/jRE8vt5/q4GjVbk5rONbvP+f6VwGx1bldvKIIQynGvEyFlyU6iR6WlAUfr/PwPMCJ0BPpkPPOVKSmu9q7aQl0Trpr4VI0WFNFrQlBEL7pw8jfFb9D8pulWlbB79+6w1oTfTK677rpAaCSnDT1comKqy4i0YYq8wfxxiRE5Xn+dKD5e/xwfT7RjB1Vu2UJVmmYiXP2MFzM5pEroIcCcwmKJaqUSh7IlsEqUvAi6bOHzI/UPJhIBt9KjaK2dnQTtAFevGAlElpwIoegLj829zF+h3XjduvLg62QSvfVJSYF7R1QR7wdofRhz45QfyRqnw/zD4xCs96XXZRuhtASR3A/ijwhTxAzhWd6/fj0dT04O/MDbu3WruSOlpVT5z3/Wy/dJfSBcdQVF9JoQFNGLHtyGH4qPjzepQdya+z/yyCMRr4lIJkPF13RDPviXw/epqfakbscOOfnbscNM9l5/nSgtzSSdmwvnyAqs3GTYS/N4p71MLey1KcvUu3bqw2j5B6tJikZsVMCqlp4szPVRo+7DNnNlty5+gOZL5i4ahIkno3Zq0DJjTcoM1W0J5CSdxbWNxC9cJD+KxPpFUjcQcifKbupzOlNWWFgYsi+h1qkiJUV/bsVn2+6Z5xwuE6n3SX1EQyF6yupWwRWiZf0aCuvWrbO1uONRXV1tsuhya+5fUVERcd+ysrIwZcoUaJoW0sIzB7qrjUJYrSDTjfw3AUxE0JrzxN//DmRk6IUyMoDCQsBwvYK339b/ZmXp+axc//7A1q1AfDxQVQX86lfAgQNAWhoQH494AI8i6FpFZg1bBd0qdKXxl+XxiDPy46BbFPeGbnG6T1KnD7oVKrO+FC0SP4TZKnI/aheh1s4tcgCsgj4ve6GPaSWCc10F4Fzo421rfCahDr8kjwBUAJgH8/0xGPbW273D6PdEAB0QdNeyjxuLx8g/zyh7nvHZY3yfY5TPNfI7QHcVI7vX+XIdYV33UG5vQqE3dEvnvdAtn7sYbXSB2RLa7dx4PB6sXbtW+t3VV1+N/Px8272pD4BMTcPhlBRcA+Cg4ebkYFwcrgFwOCUFbX/6Cdi5U0+yZ1l85nfudNlzBQVnRMuzgUIjhc/nw/Tp07Fy5Up4PB54PB74/X7Mnz8/4KMpmub75eXliIuLQ1WVSDXMICKTCb1bc//zzjvPsUwoLFu2DKknT2LqSy8FXlrjoRMF5iphMMx+tVjePlj98D0P4FMAfXJz8eigQebG2Ma/cydwww1Av34obdkSL6xejfLycrRv3x633noruvbvD7z6qk7yGNavx+H330e7efMCWUehEw4eGoDD0F/EfF48gHLoLlFeQtD1RrnR530AJgFYBN3Nx0EAI7l5KDG+32hcx/yffci1w3zc8W5aYg1x/mVr55aA8GssXsPmkAf7XA3gdgB/lpRh17aHTlSeB/Bvoy2xDUb2eiM4z27wPIA7oa/5Swjer8wvIhAk34ehE/oM6Gsq+ko8COBP0F3KyO51mV84N74N3WAjgOFGn5jPQoax0P0chjM3Mr9vXq8Xa9euRXl5OTp16oTRo0fjlVdeCeyF1dXV8Pv92NurF1655BJcNW0aNqelBa7p0KEDxo4di3bx8cHnGADefBPo3TtI8hjEZ15BIRqIvYCx8aMxq25jZVll5wLFrUuDvn37muqL1Rk9Czj1yvepqfTz7t3J4/G4sni0U1316NEjZH+cDj7Pzc21HOquiIuTnguzc6chS+zMk1fIE8dWArlaz06FJarVRI//4hmzaKVYqUH5+XGTSqGfh3Sae4L782XRmIuBMFtk7zHWZA9ndcvuB5m7nHHcPDB1NVMPy1yfiOH0ojUWvo1w544/9ys+b8wtCwC66aabaP78+dSrVy8CQB7BOj4ahgiy/bFW3ycbNlhUxwGUlurfKzQY1a0ielFAYyV6sfCVFMpS69tvv3Vl5bZr1y5L3ZFY3Tq5V5Biwwb9LJxxhoYnpuyFI7MsDfUS2rx5s2Ozbty9+LOy6JX+/U3nvsRwZwRrSDWWtwFmQwASvudjqDKLxxJYrRvFeRBJhRijlD+jJ5vDaKVoW4Ky60qEuXJK4hlIpzN6sZiDUAQpYMXKhUCTWbXKfAKGsjS28xMYrTE4/Zhyk/i9LJS1batWrRzrifQHsNP+yFxDxfx9IuxxJrAfuvHxiuyRInpNCo2V6MUinqEbMhapFDGafvQcwf3aFcmwTBrl9uC/XR/sCLf4krvz5ptpmPCy3Q9denJEePnOEl7eFUY5O6MB0RgDMEtxxJcqf0BfJun0cnUXGaTi/KSkqB7Wl6VY+XaT+ReMNLnxURetJPPNtw9momc3NuaKJR32vhRZOmBIvXmXLjL3MOGkaEpo3TpMd5sYabTTXESyPzJn7zF/n0RoLNIUoYheE0JjJXrRDiDtVkK4a9euGvlnsjP3dxsZwwQXKoz8/Hy6weaFIlPtiS8fRj7EPhQXF9PSOXPonu7dpfPGS6gyjLx5CEreGFl4VvjMfJ/JIjOU2LyoiSsbjuTETorGz8tZg1TsMtSEsSJ5dskt+bMLZF8Cq1saH6xSsFAWzSwxyZidj7pojU92bwZIGEf0+HyW/Fz5fMn3lnsnLc0SyaKmEr1oSmjHjBkT2FciiYghJo/HQ3379g1rDwu1P7IjDrt373a137qGbI/jSV2HDvYun5o4FNGrJezbt4/+7//+j66//nrKyMighIQEat++Pf3qV7+iHTt2WMovWLDA8QH1er1h96GxEr1oS/TCrS+a/pnYJiqeB+OTRQ3tUoVRtWABVWka7YHu+Fj2IhVVV+zlJL6seKKb4eJlJXuJz4MuCSoRXrZeI38ed20/STm7l7bMYbIbUhaKaPCkoi5InhuyMM+m3DgESZ6o/ibo59pmwV5FS5DfHz7okTFqqtp0Q7RlJF8kemR8z4/FTk1rGRtz/4PgPROtM3o1ldB6PB5LWLQZM2YE/GVGmpwIm92PylD7I9u77rvvvoj3QQuc9jjedRNLDiQvXOllY4AierWE+++/nwBQdnY2TZ48mR544AEaOXJk4ADtyy+/bCrPiF5eXh4tWLDAkn744Yew+9BYiV60z+i5kRB6PB7q06dP1DcKtok6ET2Z5/pQKozvU1PpsV//OhDVYn9SEmXAKi0pgdxAQwzLlWlIAjIQvvpJTG5VxnbqO9lnMT9S/3N82zypqGl94Sa36j9Z+DTZGufBqjofBntpHktMjRlN1abd+GT97ifkyYieF/IfBo6J8+kYrXsmVokRsEWLFtVYdeumLXF/C7U/8ntX1CJPuFHT8mnbNksVdR0hoy6hiF4t4bXXXqPCwkJL/gcffEAJCQmUmppKZ86cCeQzovf+++9HrQ+NlegRRdfq1q1KxOPxRH2jYJuoE9GTqqHFjXDbtoCFKyNmCQkJlOnxOBociNIUXlIXzQPlQFBSx+ogri5RkpIuKccO5PN5XugSPVFqY6eGtiMdvBqU9VGU6NW2tMft/I+D2Tkyv8Zlxvc50EkdL/V6QzJvYoqVsQLrt9dFv6sAOsja5tak0shnEsZ0mKN/8MlCaNPSLFKh2pTaDhs2jNhe5UZKp2laSOfI0UgyTYhbiV5SUlJ0Y8lK9rjAZxcSvbqKeVsfoIhePcCQIUMIAH3yySeBPEX0wkM0f61Fcsi5phsFUyf0798/pOrWVg0t+XXrpOrjy5XYvNREtZLs2khJHn/2TiQuPIGQERzexYZXcq2sTjs1tGxuZLF3dwln9Ori/Fao+Rdj9vLlmEqbjy87jBsfS3ZkL5buR0TraLHfJcb3q2E+28kiY5w11oS3uJbFyOXTPk0j3+bNVMlJ8062aEF/GDMm5sY2fLr00ktNBhFsD3BDwEaPHl2jtkO1I/tR6faMHtu7wvV44AiZBI+RPIewjLHwzNCQ0FCIXqOOjMEc+cbHW92SfvDBB3j00Ufx+OOP44033sDJkydru3sNAgkJCVi+fDmKiopQUFCA22+/HQsXLkRRURGWL18elrNkPrKEWxARVq5cGXYkDp/Ph6lTpyI7OxsFBQX49NNPQUSO1/j9fpMT5gAyMoA15lgKMqevzCkwj1xJOVZ2o/BZvDYSx7JHjb8JCEY+2I5ghAK2WnEwOw4eDN3B7E9cXZqRx1/L1zkYwWgXhUbbvJPodKOedK6tUgCfC32cZHyeJPSRjSUSiA6r7frCYg+Emn9WXxfocyeiC1ffRgD/BDBdKKNBfs/IHAp/gvCcINuB9TtT0o5m5JcCeI/LIwB3GZ8ruHwAOAVgm6QuHucR4bezZ+PAgQOBvMOnTuGxl1+23DPp0hqigy+//BLZ2dkYNWpUoC9xcbLVC4I5TV6zZg169OjhWNbpezd7DR/ZBwh/f3SK5BE2JHscqqqC0TuuuCIYtaO4GBg8GCgrw7p161xFJIpaPxUiQ6xZZ11h7969lJiYSB07dqSqqqpAvp0xRuvWrWn16tURtdWYJXrRBh8k3K10L1wXLkT26gQ7iZ6j5LAGEj03kotwVK2hkluJHpOqOUmteAlVFeSStnTokiGm1uusaXTICM4eSvIXqURPppJleXYqWRZrVebslx8HP/9eSRkvrBIsWVmZ1MsPq8qzTFLO7T0jK8PuJXGNSmz6XSKsCZPonTbW5BR3Rk80NhHVtD6uDmbVXQKrtDOgspf0M1Z+AzVNc7XfiE6TmWSPqX6Z4cbSnByqLCqiMWPGWOp1Mw47KRe/P4bau8LxeBASdhI90aBR8KMXbc8MDQ0NRaLXKEOg+Xw+jB8/HmfPnsWjjz5q+hV30UUXYdWqVRg8eDA6duyIQ4cO4R//+Afmz5+PiRMnonXr1hg+fLhj/WfPnsXZs2cDn48fPx5o1+cLRv5k//N5TR0+nw/x8fFo3rw5AIT85QvoUsUjR464nseSkhKsXbsW55xzjuW7pKSkwN/4+HgQEfx+P/Ly8rBkyRJrG/v3AzfeCBw8CPTsiT/26YOb/v53dAXwLoBh0MNFdYIuxekM4DsAj3TujIdKSwPlboIuvZkwYQIAYM2aNfB4PLgewIvV1fo4AZxKT8dN+/bhWQBdoUs9AGAMgH+5GPtm6KHIvocem7SrkQejX5Ogx1/9F4AvAXwDXXKWxF37jVG+p5F3H/SwXdUAHjLyWNiyTKO+agCXA9ji8WBOv374zY4dlraHGW2JfUxPSsI3xl++j3w7DD8H8LIxl2zuWd5B6JKnDtx85QF4B3roN9aXSgBzuHF3Msq2N777l1FnJ+jzn2O0c45Rv+wu9BvfJwG41GgTAE4D+Av0kGea0Y+9Rr9WQQ/dxfr0EIB8wHJviZDNAZ/PwOaAPQWyfpPxPVuT8wA8DYCM5wRJSTgNfa3aG21UGddp0Nd1KoAXje+roN8LfzUSfy8lcP3Og3mN2fOTDvf3eiygaRrGjBkT2AfWrFmDxYsX49VXX0VFRQXat2+P8R064LyZM3H0iivw7+PHTfuM23G0adMGZ86cke5py5YtQ+vWrbFs2TLT/sjvXYAunezYsWPN3y/CHofly4Hx44HycuC224ANG4BOnfSyHToA774LfP018POfo+PnnyMxMVGqNWOIWj/rIeryHR9Omxq5edM2IPj9fowfPx7r1q1Dfn4+li9f7uq6d999F9dffz169+6N//znP45lCwoKsHDhQkv+unXrAgRGQUFBQUFBQSEWOH36NMaOHYsff/wRLVu2dCzbqIie3+/HpEmTsHr1aowbNw6rV68OeX6AR7du3bBnz56QEyeT6GVkZODIkSOm63w+HzZt2oTrr78+rLNsjRUlJSW4+OKLXUnxeGiahi+//BKZmZmuyt9333147rnnpL94kpKSsGrVKkydOhW5ubl4/PHH7SvatAkYMwZITwc2bECJz4eLLroIgPmX+1+h/3qvAjAEwGdcFUy6Ew/gEQBLNA15eXlYunRpsI3RowFN08/EdOmCqmeewbFRo9D25MmAFEYmHbCT7PDt8nedV1LOLfj6fNAlYku4z0OgS2h4yRofrr0MuhSoIzeWwBwmJWHTqlW4ftIk7Pvpp5B9ZNd1NcY0FWbpWCmAyQCWG2X4c39AUBrlg1naxsbxmdHG20adBGA1dCmUJqmvFEFJ4jYAVxv5o4062Dpp0O8Dgn5O8RKYJYSWeQHwKID7YV1jsX+8NJD1zwtgBfT7TtZv9lm8ngBUcWuCn37CYQBpkjlk88/PNT8WEeLa8f0rRVB6ypeNlZRP0zTEx8fD7/ebpPpOe/XMmTOx//nn8ZLxmc1zOHMg9sG0HwhtrV69OrBfsr1r0qRJOHPmjO11YUHY4wKSOyAo6du3D5g7F3jsMWm5BZMnY+Jf/ypdJ6fxNQbU5Tv++PHjaNu2rSui12jO6FVXV9OECRMIAOXm5prO5bnFgAEDCAAdPHgwrOvUGT13iMTjfCRWt07tsHMuycnJ7s79cV7jxXrZWRze3QR/vko8I5bOjcnimHnHDuk5QKczeqLVLKtf9MU2wqZcuEl27oz39SaeYSuBfi6uhMvzwupPUDyj56aPsvOQJbCP9CCeFxQtYGU+62Rn2+zq80J3U5IO+TnAcbC6rGF9lq0xf2/J1s7uvCC7Z8S5cTqzyZdj83JKckavzLj2gM21bs+UytaOzYXs2anJPWuX4uPjqX///mE5Y2cWpnzfZM9DuH3WNI02b95scTYsejxo2bIlvfHGG9S8efOI3U5JnRq7iP7j5G9P5m5K+dGLPZqcexWe5I0ePToiknfy5ElKSUmhFi1akM/nC+taRfTcwc3BXaDmfvScTP4Z0WvevLk7k39uExT7b3fw384IAUb5TI9HTjJff9300nDjWFZsdwTMJK+fTblwX5yMdOQLL7Z8mEmJSOoGQu6cl+/L+RHGupU5hJY5fxYJl1dShh8HP15ZfSVGPeK8MjI/DmZ/ezw5Oijps6xduzVmRiXss2hAMstlv/k+iqkSoFnGmpRwRI+PbSsjauE4Qhb7xxxxOz070Uweu2dQApl7Frs5iKTPrE4791Ws/ZkzZ9qHQAtB1nxvvllzN1lO/vaysmjv1q1Ri2TUUKCIXi2hurqa8vLyCACNGjXKkaQdP36cdu3aZck/ffo05ebmEgC67bbbwu6DInru4Eaip2ka9e/fv8YbRSir22nTpoWuRAgPxPefbfSR+GLbA9C8vDxzW5JwQ25fGLJ27SRUYp/dkrxKyC1E+fx5sPfZ5kXQkpeVY+PjrQnd9jEciR6bBzYOFks21DhYn/lyfujRLvj+MUknb20qu7YSVktV1menMGt8G7I5FfsnC1UnG1+ppE5mGcxL9Nh1zI+eXX9qcr/KxhIrksdSqP1FlKiJDpdDSbhrmkRthu37xEWoxipNoxtctuMImXVuE459q4heLYG5S0lOTqaHHnpIGtbs888/JyIir9dLmqbR5ZdfTnl5eXT//ffTxIkTKT09nQBQnz596MiRI2H3QRE9d6hN55p2jp6bN2+uv8BOnQpdifALtmTLFovqRnwZOYUd46/7PjU1uDnyJC8+nl7JzQ1boiG2O8LhJRuuC4t0mCVHlbAGsi/j6pZJlJwkV6LbiFB9lElPeZLghVmKxuZQHIfPZhxiOLASYz55klbK1clL23hppSht4+dvhKTPsjBrdsSIYJWCiUSJzQPvBLtEMr5DRrkfuLw9xprcbJDvfgiSPCcJY6j71UnyLc5XLEOl9erVK+Tj7xTxIZRELyNK/eT3Q9v3iYswZqHWJax9d9s285glYdGaChTRqyUwaZ5Teu6554hIn5jp06dTv379qF27dhQfH08pKSl0+eWX02OPPUanT5+OqA+K6LlHbYfL4c+kLF68mHbv3h3emgib6O+GD7d9qYWS6FnKZGXp6lqO5NGOHTRjxgxLSDWeRMleOl6bdnmSy+Y43JeNKLlgZ7VE8idTE9vNg4zoMVIhI3r8+MV5EcdfAisJ2wNrtAq7cQyDnDgeE8qN4OovBegxh/UgSbt8mUM2fXY6T8eP1WmdZIRSNj6+P0U2/ibtfuQ4/fjhr7U7yyqbr1hK9AYPHuxIbJx+lPJjtTujdzYjgwZnZ9e4n6JfP9u9y0Gt+n1qKmWGCP/m2lepkuiZoIheE4Iieu5R1wGwI1oTG4fJ/K92pxe0+MK6tls3R+ekTEXMqzHt1Hr8S1KMl7o3IYGWzplDM2bMoNmzZ9MVV1wR1kuGrc1vjLqZ+o/vt6jWczMPYniyJE5NWAKzg11+bsN19Cxey8J8hRqH6OyXL8eu5/NKYZ2DEqGMSATsrrUjyvwh/2dhjlUrzgMfyowlfl7ZHMrGx+bwlA3RCze0HJ/mcfPXT7iOrYffGJ9bCWGkiTlQtttznI6ZhBNmsKb95J0Nh9y7bEjYvLy86Dg1DnFGrymSPUX0mhAU0QsfoqSttg7uRrwmgrpi//r11L9/f/J4PGFLOQoKCqzqj9dfDzTFSxNqKsk60Lw53dC7d1gvl6ysLJo8eTL179+fBgwYQLNnz6a/XnQRXREXJ1XJMrWe23mwM8Yo4g7+eyVjcZJsyiJj8ESC5c0z2ncaB1+fzKhBFhGCveCHcf3dJ7lWTKwMb5UNm3b5dRfVsSyfScwOS8bHz0MoFfvNDjGh7STL4lzLvpOp0/l72E6yGSvJnp0WwclwzEkyGXjuotRn1xI9m32Ktm1zdTY6pETPhXq4KZI9RfSaEBTRaziIlkSPsrJo6Zw5FBcXF5aUQ9M02rt1a0j1hywM0mMIuujYA116xyQ3BxBUHc6DTjhKEQxNxl7OPJlhpEf2cu4H0G8QlOrZhWljZ9r4UGmlRvt8O2J/+LGUG6SigiN6P8B8zo5Xjcr6/ZkxH/z4VhvtzjK+l72oWSoX1m41QHmwWsmKkjKWqgD6iJuDQ5I2RILIEr92nwG0UHJtJUD/x43jMa6MKMn93kj89V6jzCZhfCWS9cwDaLWxJvOTkqifMK/8PSLm8Ymtk+x5IOhuaPh7mBFW2bNjZ0gQrTRhwgRatGhRwM0Jb2ErpppINSNJs2fPphkzZtAjjzwSkUSPnS0ORXgdf2y7MPhgYdGaEhTRa0JQRK/hIOw1cVBXVHbuHFDfupFyaJpGc3NzXbkouPPOO6k3J4nj1V6iPzaW74f+ImeffTCrIstsyrF8mRXpPMhVVbz6kMU4XS1pm7Xjs2nbD1ClQSoqk5KkakdZfbzV6B4E1ZVVxt/PuDw/l8eTPD90yRdrj5G91dw1rNwxSb/ENWAWq+K1H9fg2l3CZ75cpaRe/nqRSDm1s0H4fNZYk7NJSaa1Y8ROvEdkJE+mpgV08i1TLcueH/bsjB49mkaNGuWKGLVu3TpsMsVi2LLPoSRgkUo1I0nsiEtycnLAY0BIgwxhX5mbm1vzs9Fu/O01MSii14SgiF7DQVhr4kJdUZGS4mhhx84iMpLnt6nPzukoq4c/aG8nGaqELo3hz4H5jBeraHAglmNnvURny/1c5LF2ZG3nCf2Vtc0TPdm4nK4thS4B44lDFcwEh4z/RUmZH7qUjC9XbnPtOjiTNbtyPkl9bq9lkroqIW+FMAdiPfzY0mFW48raOQSroQojeqclfvRk94N439uVkbkkIYS2sNU0jS688ELHMiwlJye7Klcfk/jc84n3AWoiZi72KT9H9uribHRjRUMheu7jgykoNDXs3AmUlsLXuTP+8Ktf4a7HHsPixYvhraoCCguBrCy0/eknzMnJgaZpiIuLQ0JCAuLi4qBpGvr27Ys77rgDCxcuRFFRER4dPx5aaSmQlaVfn2EE7crIwAP9+6MIQGcAPf1++Hw+VFdXB7ryCYBB0MMr2YUP1wA0AxAn5KXBHL7qLPRg9JVcXkcANwD4EMGwZu8Y7bYB4IEe4i0BwEtGH05z18dBD5PGbyisP5pQrplQzi0qjX7z7aZBDw9GXJ4HeigzET2ghymDUf5mALMAvM5d3w7ABMm1cZI8GZpLrhvg8tpOkrwhsM7VaYf+aNDHogGYCeC30NePxwnh83kAroT8vhLn9WLoYd7YPTII+j0igr9fE4xr8rlrSSi/BnqoMzt4PB589dVXDiV0aJqGK0+etK0rHXqYNTvkOPQj1LXhwuPxBPaKMWPGoKCgALfffjtmzpwJTdNsryMirFy5El6vV88w9inZvsL2Ka20FI+OH4+ioqJAO2xfWr58uQrR2dgRe97Z+KEkevUH0hA/HMJZk8rKSlqak0MZsPFaX1QUUFe4Ni6RqD/40Eqh/MfJwmjxkhz+c03zmNp3tZAXzXYI7iR60W53ljGnTMXoC+PamvQv2mOzq6+m88WviUxF7NYxsEyCx+raA/c++ERnxXapJufnavvs3YQJE6R7hZ3xBO9v0mI8odSqdYKGItFTRC8KUESv7uHWbUs4a1JbPv/cWMXxZ8vKJS/3WCQ/dJVeHvdyDqWCjCS5Vd1GOgZZvg+gf0AnIrEYU037F2mforVO/JpUSb7Ph9xKWXbvzpVcb2etWlOyVxOLWLt+hGsB3KNHD7rtttscy0yePNl2P7Cz+OWJnit3KAoxR0Mhekp1q9AoMH36dKxcuRJEhOrq6oDqk0hXc0yfPj2s+oqLiwP1ycDqDahPaoDy8nJ4PM6P4kToakcfgHPFvtS4B/b4M4DlMKsEGxJYv3kQdDXljQDeq/UemWHXv0jnORbrFAdrH5+GroZ9GMBqAG8CKIRV7TkMwO+FPIKuVt5nfN4HYDAQOLrQ26Yfds8ij94A2kJ/TrKNPg00/mYb+W1t2uD7Ibu2yPh+n+RahjFjxuA///kPnn32WeTn50PTNGiaBo/HE/g/Pz8fzzzzjG0d7du3h9/vdxyn3+9H+/btHcsoKDAooqfQ4FFcXIwVK1a4ImV79+4FANx33336eTsborZu3bqQ5IuIMGrUKPh8vhr1383G/jyAI9DPN8VDf2FtQmzJlwb9xd0sxu3EGoz8FME8Dg1AMup+XKx/6xGdeY7FeFgf/wT9rGY89HuxCsCrAEoRJEeM7A0D8Hfu2vuN8hqAvwHox9XPSNZwABtt+uCG6O00+sLOEGZDP3fKSF6C8f1Om+tFsseudSJ5mqbhuuuuQ3FxMV566SUkJCQgISEBy5cvR1FRER5++GHceeedWLRokaszcWPHjnVF9G699VbHMgoKDHbnuhUUGgR8Ph9uueWWkOU0TcOoUaPwzTffYN26dXjuuedw8uRJ/OY3v0GvXr1w/fXXIy4uDpWVlWjWrBnee+89Vy+WTz/9FNOnT8fy5csjHsPYsWMxf/58xzIdAaRyn8sBvALg5xG3Gh7OAjinltqKFUoAZNV1Jxzg/GqvHzgBs3RPA1ABnQQVIkj2fgdgBYIk72YA/wTwPoIGGdugG2y0gU689sFKpNKhS982AjjnnHNw5swZx/4xosb6wiMB7qRy+wCMh07yGMY7XENEWLFiBbp27Wr5rmvXrpg3b55jn0VkZWVhypQpthoFTdMwZcoUaXsKCjIooqfQoDF9+nR8+umnIcsRET799FMkJSUB0Aki+9X89ddf4+uvv464DytXrsSDDz7ouPF6vV6sXbsW5eXlaN++PW699dZA+VAbOwA8lJKCuBMnQAAOQX8BrmRjM/7ykpxo5yXGsB24LFfTvOtqoY2a5I2OYn3RuF5W7kHjf5/xOQ7AUACLYSZY/L3JSB4QtMbdBv3lMwNALnQp22CYyVS6UV9nGJK+ECSPYZ9RJyOUDD4j34nksXbXCHlrJP1j6NGjR9RJ17JlywDoe4vH4wlY6AJAXl4eli5dGtX2FBo3FNFTaLBg5+jcwI10LlJ4PB6sXbs28MudJ3Vt27bFt99+i1deeSWwYfv9/oAk8ZZbbsGECROkG7vf74ff78eUKVNw4wMPwH/JJYg7fhxJLVoAp04F2pep6qKRR9BdYixG0C1JLNpRebHN4/MJumSzC5fnh07gfh9GndMBfIEgyQPkkrB8BEkeAyN7Q6EfSRiEoCRwsFEPI3lMbWqnapUhHboLIFE5ylwDsTbsruXbHQ+d5In947Fr1y54vd6okj2m+n3wwQcDe0lamu4kaenSpbXuDsXph6pC/YciegpRQV1sBOwcHe9vri7g8XhQXl4On88XMAphZI0/v1ddXW3q69dff42CggIsXLgQU6ZMwbJly0wbe4cOHTB27NjgPO7cCVx5JVqXltba2C6CfnhdofFgDYCHEPTFpwEYGWYdy6ATtMVcnkwS9iCAt2ElR58g6H+vAMAiBMkUT65KjO9DSeH4PhTCfCaPgTfQGCypUyR5rMxgmNXS4rUejwd/+tOfkJqaGvX9j1f9+nw+bNiwocZ1Au73a9me5vf7MX/+/MCepXzwNQDEwuy3qaEpu1dx69YkFnAKPC4m5pohySFYe6SJ+bRycscSKrly11JaStS5c9juNn5C+O423PhciyT5ocex5euKpXuV2kx+BEOw1WUbofzrHTX+Vtuss92a+AH6EPKIF6ILErf+8ZjvuhLo8Xj5vniN/HB818nC9fF9qXSoL1I/evwzz4dSGz16dFT3v2i8T8Ldr2vLxVRDhXKvotAkEG23JuHAjbUqAKSlpTl6mq8p/H4/rrrqKsczdqHA5svr9cLr9WLx4sW46667gpbBZWXA4MFAaSl+aC7GX3BGJKcP7VR4kY3OjM1RqKO+wlsLbTzn8B3Bfp3Ymi6GLpnSYF3nUGv8LKwRL4bBKgnbDqurElnECWYlmwm5qjUTzlaysvqYdbqsLwnG9zsBxMebFVoboZ8FHAyrtM/JKph/5v1+f+DzK6+8gp/97Gc1tsqPJsLZr2vTxZRCjBEzutmE0FQleiyiAxx+YWuaZh8lopbaLywsDJSLtkSP/aotKCiISn1paWnSX9tLc3LIr2n0Q2IilcCdBId9x0d9cBtdwa4uN/mhJErHuf/FKAw16U9dOj5m7deGRO+wizV3+q4coe8HUaLHR0oBghEvWJ4PugSOl4TlGOW8xve8JIyPApMOWO5plkoQ2kExhDZlUjnWF14qp2maq4g0NU1jxoyJyn5X0/dJuPu1G0fulggdTQxKoqfQ6OHG1xwzVIgFmLWqnbSOuSG4+uqrHcuFAzGeLTun8uqrr9a4bgA4cOAAiKy/to9s3AgQodXZs8iELp24AkG/ZDKQ8V08zI50CcAx7nNNweo867LOPQC+FK7l+xtuu6J/vLoAaz8O0ZN82rXRNsI22PXnwXo/lCO8OTwI3frbD2C3kcdfmwPdifKrsB4EZ2fh3kQwdqzdWMIdo0wqx/ryEnSrWyaVIyJkejyWvkQbL7/8cr2QeoW7X7tx5M7OJyvUbyhjDIWIwTYCJ2OIWG8EoaxV2ffsb6SkU9M03HLLLejdu7fFUKK4uLhG7lnc4DPWD+gvv5nQSZ7Ti1CmlgOAagBvARgTRvs8KbAjAwehq9qc+sNEARdz9dT07vgYde8fz26ua7sNp3Wy+1wFXSX7mxBtE/RIIoyoZUAn2W9Dj9zCGyvsBLAfunUvAOw18kSDh6PG5y4IWtsy7DPyWZ1uDTI2Qnd5csvPfoZXX301oB7ORtDqVtM09GndGq//8ENIy95LL70Ul1xyCVatWgWPxwMicnVkhEHTNJNVPhBd4zW3dYW7X6sIHY0IMZYuNgk0VdVtfRLtFxcX06JFi2jGjBnSQOEMu3fvpjfeeIMuueSSQP/sYmhqmhY4XO1kWOJmHmqacmBWC1YC9AYiU8lWCde6TaFUgpUu6vQDdJIrVwHQEkNNeDYC1a0fujouWsYikcxDTVXase5fqHQYoFnCdXbGGLMQNGzwAjQOQfWraIxRwtXnhdxAg6lavbCqb0uM/HCMMfg0YsQI6tixo23/3MavZXsJ22P69OnjKu4uSx6PJxCXdteuXdS3b19i+0t8fLxr4zXxfRKuYUW4+3VdH81pCGgoqlsl0VOIGG4iOtRWqB63HugzMzPx1Vdf4aOPPsK+ffsCv4QTExNBRKisrDT9b3FxIkF5eTmIKJrDseAy6PEKmao2AcAI4ztCUOLyb6Oskzo3TnJtTcDqSBA+25VrwX1OBXAXdAkjOVzrhG3Q3XBcG+Z1kYLN9Q/Q++/ku44A/BG637k4m3J1CYKuCn6S++y0dqxcifF5FXTjho0wuyFhvvT2Gtd24fJ41yX7AEyCbiCSCavvur3G93Zh0Zzw//7f/wv8L7pJkfUlFPg9pqCgIKy+tG3bFlOnTsWKFSsCeUSEqqqqwGfmE9RtlB3RsIKX1MnqCne/VhE6GhFiSjmbCJqqRI+o4Znfx2JNZs2a5eqXfYcOHahNmzZhSyaA4OF3gn6wXSaZ8QG0ELGRHNlJDqORThvSo9MRuFfxA/R/MepXqHYLXbTrB2hFLfYvWusUyuXNPuOvKA0bKJQbaJPHyouStvQQ+TVNTn2RJY/HY9FIuJF0ifvg6NGjXZe1k5Dxe1ek0rZw9+u6dJ/VENBQJHrKGEOhRli2bFnA0MHOUKGx49ixY67KHTp0CEePHo3IKOQTAHOgu7VwEsNfFHbN7hDqfF5NECf8DRfjuP9J+E78HE30dFnu19z/se5fLNeJRyfo0rbBCErDZA6TXwKwTshbh+BZvN7QJXl7oRtK9DbymQRur/F9b9QMOQD6Sfq3xsi3M8SIi4uznDHOysrC6NGjXT3H7GyvW2Mtt8Zr69atC9k+OxvII9z9mkXoKCoqQkFBAW6//XYsXLgQRUVFWL58uXKW3ECgVLcKNYIsVI8bdWdjQriGGEThv95zACyB/QNLxncjuM91aYXqFnw/wyUprGxb4bMPugp7QBh1hQPWznnCZ7tyrYXPBOBbAN2hq+MbKvi7WBY67CUEjXNKAPwBwBPQ1bhbAFzFXe8BsB5AGsy+6qJBhJnVLRD0r8erh7cZ38l85InGBixSxMsvv2zbnqZp0DQNRIQpU6agU6dOriP4uDVec3NchIgsdUW6X7s9GqNQP6GInkJUoDaC2CIOVjcpPGJt9cmTlGjWHWm/7eaAoL/Uv4JO9GIBt312KvcFgB7R6hCHWK2TCN4iNhc6qeMdJrO+MGgAtiLoHLkLdLJ3C1cXYLXO7YLwY92KOGr8TYD+IyAXuoQ8FzrJY/lHJdeKZ4zZuTg79O7dG4MHDzaRp7vuuss10auqqsInn3yCxYsXO1riJiQkuCJ6zZo1k34X0X791ltA795ARob1u7IyPUTjDTeEV6dCraAh/6BUUKgXuOKKK2LexiXG37qS1NWWShBwp96U+ZFj/fsVdHcf9Rl8bNmaqHNlZd3mua2z2iavBEBnAEONv7xhQ2/o6t0S6OQtDUAbAFcanwGd8F0J8z1F0N22FMIaczZStDH+smgeLwEYaPxlJI8vx2PSpEkBshUqUgQAfPXVV5g9ezYeeuihwHXt27d3HY+biPDRRx9hwYIFyM7OxtSpU+tHZI233gKGD9ej85SVmb9jUXuGD9fLKdQ7KKKnoFAD+Hw+HDhwIObtLIbu66wqVMEYorYIJiNxq+BMLlm5L4VyGnTiESvHxTWFBqAZrCprcRxu6yIAU6CTIY1L+wDcV4M6AeAkzE6gV0EnX5lGHrOYFZ0UM8fFV0Enc0wtug9BsseseNkZvRIErXOjRfL4vgxCMCQb38YgyNW2IiJxEO/z+bBz586w/O4BwVBqK1aswMUXX4zFixdj7969ge99Pp+rvlRWVobVri169wY6dwaKi81kj5G84mL9+941PU2pEAsooqegUANMnz49alExnNAPwGToEoi6IHt1QZjctrnFoWx9JXsybKnBtRcD4N3WVkOXbL4M4EwN6m3B/X8GwALo5IuRvaXQ1ayMxPFgefsQJFHM6CFXKDsTwD1C3njhmppgI3R17Xgh/14jXyR56Ua7q1atCkS1iCRSRDT2h6+//hoFBQW46CLd1Mrn86F9+/aujDGi5sw4IwMoLASysoJk78MPgyQvK0v/XqbWVahzKKKnoBAh3KhyooWh0M/o+aCHnuLB/CPEMq+22mF5GnRiq7koNwP6RmZXri7H4TaPjSPUeJ2uTeDyPNDvmecAnBNhnRD6cw6AR6ATt5lGXqqR5wbMKGIrrJa46wH8VchbZ5SNVngymVXweug/osRyhUa7N3KWq+FGiojm/sBCIQLAnDlzMHbsWFd9iaoPU5HsDRqkSF4DgSJ6CgoRwo0qJ1p4RNOwBHq4sHToEpVfQJfcMFUdD6c8gh42jFyUmwI9tJkWomx9zyMA/0ToMTf0PHB5ZQCeimI7fgB/gk6M/mbkVRt5brATwAEEjTFKoN/D7OxcPHRp9S8QVONmGtfUxBgDsFoF8+1uQ5Ds8eVKAXzNSejCJVex2h9Wr14dcIcSKs43ACxevBh33XUXFi9eXPOYuxkZwBqBLq9Zo0hePYeyulVQiBBuYkdGC52IMDYxEZ3OnjVZNp4E0CrMus5ClwB9AF1K44Q2CLovaeh4F8CNdd2JGIM3mnkOVglWTeCHriJehqARwyDoqk+3EC1x+b/897K8SCGSvMHQpZKDELS63QZgFHT3L3y5g0QBCV24kSJitT+wc4BOcb4nTZoEv9+P7Oxs03fz58/HlClTMGfOHLz66qvhx9otKwPGCwrw8eOVRK+eQ0n0FBQihBtVjsfjQVpaWo3busjjwXkcydsHXWXWEuFbVCZCP5OU6HAtIwuPwqwSbIhg/V4sfA7n+tIIrgu3jTNRbIOt3wRE55wiQb8PliNykida4mYCeANBSR6TsL0Bs4FGJ9TMYXJvWK2CYfR9kNCuSAZF9Wc4Dofd7A+RgJ0DdHJm7PF4sGrVKhDp4dF8Pl9A/btixQp0794dBQUFePbZZ1FQUODOwpc3vMjKArZtM5/ZE61xFeoPYhGao6mhKYdAa2iI5pq4DUPk9L3bpGka5cAcCmohIgt55Qdoo8M1svxYhkALFW4rGskP0LoI+++rwbXh9O+NKLQRixBosrryEdl9zO5hMRTZCCPxeQONsjkRtiVrV/adrF32zNmFcCwuLqZFixbRjBkzaPHixdKwZeGGSguVkow1SU5OtoRli0a7jiErS0uJsrL0OcrK0j875TcRqBBoCgqNHEyV43RO5pJLLolKW0RksWxk3vsI4bs+GeTwnZ0EKJJ26hMujuCaKujjHmx8ls1LtPDzKNTBq24jhThGvyRvGaxGDG7ArFtFlfJSBM8TQijj5PYkB8FwaiKY5Syrg392WPSKOaNHY3lKiqXddACXXnopEhISpGfbmMPhP/7xjyafeTxC7Q+RIpSRRaRnA4kIK1eulJ/j27kTKC21Gl7wBhqlpXo5hXoHRfQUFGqAUKqcn376KWZtXw/dKvGHMK5hJCAZzio9dvh+KnTVVkMmeGzMPRG+GjMOuso3DcB+6HMSbbD+tUD9cAfD1h7QiS7vR4/dD6IRg1uI5+WuQFCN2wW6qvYKBP3dFcKeyDErXlkZ3nJWtNj1eDzo378/SrZsweOffILzTpyAr3NnPJ+fj8MtWwbaPfL551ixYoV71aYE/P7gBpMnT0avXr0cy+fl5Tmep3PjBsYOtrF2b7gBePNN+Vk8RvbefFNFxqinUMYYCgo1gFPsSCJCdnZ2zNpOh05AzgVwGEC7EOVlkh4N+stcthH4oYfq+iWAv6N2o2NEC3Zj3g/97JebawsAnIDupy4O9vMVKWT9ixSszzVdJ+bChyed1dDvB9GIwe1ZPZlRhNiGBt1aeDBXthByx8k7oZ+dFMuI7chkTDf26YOUm28GfvgBP6Sm4sS6dZg4aBDuP3kSU196CdkA3vX7MdjvD7TLQp8tX77ccZxerzewF7Rv3x4PPvggHnzwQYwaNQqffvqp9Br2w3D58uWBeLqikQUjf0uWLHFsvyZnAx1j7TqRuIwMZYxRnxFrPXJTgDqj13BQm2uyaNEiiouLq/HZHI/HY3vuqBKgMuMvf87ID+s5rXDyfMbfeUY7PpuyPofr3bbNnwezqy/aeQdc9PkAd/1nrK/GfEezLyRJ4cyfLK8m/fkeoFPGmpxNSqJK4X4AQP2MueDvEbszcOycHbtf93BlWZ4XoBLj/xzuuj1CnqzuPUbf90A/X8d/tusT35dMj4c0TaPRo0eTpmmO7WqaRsXFxaYzeosWLaLi4mKqrKyk/Px80jSN4uLiKCEhgeLi4gJn306dOuX4vbgniecAd+/e7WrvqsnZwLi4OMfzfwpmNJQzeoroRQGNjejJNrG6rCeaqM01mTFjBiUkJES04Yqbr913dyNI8iqhH5KvFl7cvxNe6H6Atkvy+HJ+gF7g2hmHIDliL9QjIdo5apQ7xuX5JH08YpCKfZwxxhnj2p9CtFFtM+YXhHJVRjmeQJUZbRzn8g7BTBYOALTemIPHECR5ewCaZdOG2JdZLsYhS+Uu50C2duHeD28J1y831mR+UhL1g07sGMljieXJCJxIxBhpkhFCliczvHBjjMGTPZacSJ7YrkjkQrXbtm1bKVnr0aOHbVu8oYOdIUeo/TKcvSs/Pz+ivYYRWQV3UESvCaGxEL1Qv0jdjiNa9cQCDU2iZyfNYy9anuT1A2iY8BL3AbRC8mJ/snlzS95C4Xq/8VmUmqRL2tlvtH9AqHMWzNLGMqMcLxVj0qMijuh5AcoT2jhgtOsT2vg/yZjzJOVmCe36jPq8XF4JgqSDH3M/F3NwwGYOFkrKiXmy5Jes3X7JvLB14oknG6/sfhDnS3b9WWNNkpKSQt6jsvvDLt+N5C+S50S04h0YYT01SaHGdgMgJVFu98tw9q5vv/027P47Wt0qSKGIXhNCYyF6bLOp6SYQrXpigdpck2i4V0hISKBevXpJv5uHoDqxn5G3GkGVHFO3HeXyWNpjkwcEyYHfqE8mseHb2W98P8/466Ty5Muxz4xUnEpKohLoxKsSoE1cPQeMPNauT/hOHPNnsI7vM0n/NsGd6pD1mZ+DeVw9jDA9K3wW+3KAq8dOzcqPjV87Ns+bYB3baqE/LE92PxywuR4Ikr1wiJ6M1MlUqOFI/sJ5RiKV6EWb5LkZ27rx4y37hNv9Mpy9y+2PTI/HU29+hDdEKKLXhNAYiJ5bn3ChxPrRqidWqO01cdrE3aS4uDgqKCigvn372pK9fkLeauhkjVe37UFQYrdaKLcQQZLHEl+OvcjEFxi7npfEsHL89ayPsnL9AJpvkIqbk5IsKjxZG6w+vo1N0CVdbMzp0EkSQVfHbjHKjUNQgncUZilTKNWhbA7mwSoVJOPzMG7+ZePYCVCFUf44dHLEpIEVxvd217I8cZ3mQSdrfJ7sfvgMQYkfXxZG/r/DJHpuCFc4kr9I2gznjF60k9uxzcvLM+0P4eyX4exdbo6NeDwe6tOnj60fQIXQUESvCaExED03vwDdHNSNVj2xgrgmsT5HKKplnFSxTpt8tJ2v1qeUFAGpcJN4UieSAK/xfbTaCld1GAvSE4s1YeTbbgwiMQ41D9EkZjWdQ7dqZLflQo0t0+Ox7Hvh7JfRlugpw4uao6EQPeVHTwGAO99Ljqb3Ua4n1vD5fJg6dSqys7PDDwUUBsQwRf369XPtU4uPnRkr56uNFTkAVkF311EC3dXGh8bfEiN/Faw+1iJBOqwOgJnTXTv0hjws1z7jc5Hxfe8o9K8meBnu/dS5mQd+fPyaiPPgBjWZQycffD/v3j0wtnkO5cQ5CDW2UiKLo+NY7Zdjx44N6WIllONlhcYDRfQUALjzveT3+wMBvmNdT6wxZ86cQHByMRbkypUrMX369Ki2xzzpr1u3zvU1YuxM0TlzpE5RYwVN05Cfn49evXrVdVcCPtYyoft745Fg5JdC7mMtHLCXPe8A2I2z340AhkNObhhhGA7nqBC1gX2wjoUfM5vDUPPAe1jbB2C80M54hEfyAPs5nDx5Mq4cMwaDAYwA8I7hi07TNPTo0QOA1QdfOvT7d25uLjb89FNgbG9LytnNgdPY9nM/2njEar90E7VH1h+FRoqYyxebABqD6rapndFr3rx5nfUx1Lm9yy67zLFtpm7u379/vVHn8oe5CwoKwupXrFS36dANLEiS9hr+0mpaf31Wv9YksTU5PykppKo13HkIdZYv0vtPNCiQuTHhj1Jkejym/v1u+HDyG3FbK1JSKMNmHE7qZruxzc3Nlb4HYnVGj6h+ez9oLGgoqltF9KKAxkD0iJqW1W1ycrLj5hrL8yvR2oDr8twea7dXr160cOFCEzENt1+xJHpeyIneD61a0Z0331yj+mNlRVofEr8moYiZ23kY5vFE9Yxenz59aPbs2RZ/dG7ASOC8vDz6PjXVfH9kZVFlUZHpGe0aHx+SnDqNjbKyiEpLpX2JhdWtbKyRzJOCMxTRa0JoLESvKfnRa9mypeNLJCEhgWbMmBHTvkRjA66pVW+4KSUlhSZMmBCyv+H0KxZEj3/pipEsAp+zsui6Cy6oUTux8gtX10lck1BGFk7zkAHQ1IwME1mqqQS0b9++0dtHtm0zE71t2wJf8c/oc1OnmspN6dUrYFxlN4au8fFU0bKlI9mLhR89hdqBInpNCI2F6DFE6xdgffwlWR8ketEEe0m4fYFrmmZ6kYwZM4YuvfRS19fv2rUrrH65IXt2RI+3GgylapcRMN4/Hv+CPpKcTNS5M1F8PJUtX17npKo+pnAkerIUHx9vIisFBQU0zOOJigQ0qscqSkt1AsaPT0bIJOW+T02lTIPo2Uk14+LiaOmcOfq18fFEGzbYdiXUftlQ3yeNGYroNSE0NqLXmFEfzujFAoWFha5e4DJVlxuyGKnKvbi4mAoKCgJOn+Pi4ig+Pt6WVACgW265hQoKCmzPVrklK+MQJHlMlXaoRQv9Rd25M9Hq1URU+1LRSBPv3Hby5Mk0atSomLUlO6NHWVn0u+HDHaVvo0ePlpIVps6vqQQ0qkc/ePKWlaVL8vjPjOw5lBNV2OLYAvtIaakjyXMD9T6pf1BErwlBEb2GA7Ym06ZNq7fnCCNFTc9G7tq1K+CYWdM0i1SmpvexKLHYvHkzzZ49m6666ip64403aO7cuSHJNatjwoQJdN1119Evf/lLGjRoEPXp08fko1CmShszZoz1pV1a6ujrUNM08hhB7ydPnkyTJ08OHPx3IiNOcU/DST179qR77rnH9iza6NGjHa+PtB8tWrSgN954g3YZYen83FzNzc21+Idzc4+EItRpaWk0YcIEWrhwIY0ePTq2Rz8k94E0f8eOkOXspJvR3kfU+6T+QRG9JgRF9BoO2JqcOnWq3p4jjBTROhtZ2yr3aD0nlZWVdNNNNwWkK0yVlgGYx89e0oIqjR/3vffea0uuRCmlx+OxzPWpU6do8uTJtqRGDD21a9cumj17NvXv358GDBhA9957r6t5d7PmrL/nn3++LTHlVfkFBQU0c+ZMeuONN+hsSopUlbl361b6PjWVqjweemnChKj1lUdM78MNG/T1d1LTxscTLVzoWM6flUVVmkY3ADHfR9T7pP6hoRA9jYgICjXC8ePH0apVK/z4449o2bJlIN/n82HDhg248cYbkZAgevNSqAuIa+L1erF27VqUl5ejQ4cOGDt2bIP3LdXQxhTt54SNv83HH8PXvTtuvvNO6/jLyoCdO4EbbohKW3Zz7fV68ac//Qnbtm2Dpmno3bs3WrZsicrKyqiujds158s1a9YMAKR9CaxJQgIS+vQBMjIsdUU6h/Xm/nzrLaB379Bjc1HO26NHzMek3if1D3W5Jna8QwZF9KIARfQaDtSa1D+oNal/UGtS/6DWpP6hoRC9+uVaX0FBQUFBQUFBIWpQRE9BQUFBQUFBoZFCET0FBQUFBQUFhUYKRfQUFBQUFBQUFBopmjTR++STT3DjjTeidevWaNGiBQYMGIBXX321rruloKCgoKCgoBAVxNd1B+oK77//PoYOHYpzzjkHY8aMQUpKCl577TWMHj0aZWVluPfee+u6iwoKCgoKCgoKNUKTlOhVVVUhPz8fHo8HH3zwAZYvX44nnngCX375JS644AL87//+L/bu3VvX3VRQUFBQUFBQqBGaJNF77733UFRUhLFjx+Liiy8O5Ldq1Qr/+7//i8rKSqxevbruOqigoKCgoKCgEAU0SaJXWFgIABgyZIjlu6FDhwIANm/eXJtdUlBQUFBQUFCIOprkGb3du3cDALp162b5rkOHDkhOTg6UkeHs2bM4e/Zs4PPx48cB6F6yfT5fIJ/9z+cp1C3UmtQ/qDWpf1BrUv+g1qT+oS7XJJw2m2QItCFDhmDTpk3YvXs3zj//fMv3nTp1wsmTJ/Hjjz9Kry8oKMDChQst+evWrUPz5s2j3l8FBQUFBQUFBYbTp09j7NixrkKgNUmJXk3x4IMPYvbs2YHPx48fR0ZGBoYMGWKJdbtp0yZcf/31KjZhPYFak/oHtSb1D2pN6h/UmtQ/1OWaME2iGzRJoteqVSsAsJXYHT9+HKmpqbbXJyYmIjEx0ZKfkJAgXWy7fIW6g1qT+ge1JvUPak3qH9Sa1D/UxZqE016TNMZgZ/Nk5/AOHTqEkydPSs/vKSgoKCgoKCg0JDRJonf11VcDAN555x3Ld2+//bapjIKCgoKCgoJCQ0WTJHrXXXcdsrKysG7dOnzxxReB/B9//BG//e1v0axZM0yYMKHuOqigoKCgoKCgEAU0yTN68fHxWLlyJYYOHYr/+Z//MYVA27t3L5YsWYIuXbrUdTcVFBQUFBQUFGqEJkn0AOCaa67B1q1bsWDBArzyyivw+Xzo06cPHn30UYwePTqsupiHGtEKxufz4fTp0zh+/Lg6PFtPoNak/kGtSf2DWpP6B7Um9Q91uSaMb7jxkNck/ehFG/v27UNGRkZdd0NBQUFBQUGhCaGsrAzp6emOZRTRiwL8fj8OHDiAlOlFjesAAB32SURBVJQUaJoWyGf+9crKykI6NFSoHag1qX9Qa1L/oNak/kGtSf1DXa4JEeHEiRNIS0uDx+NsbtFkVbfRhMfjcWTULVu2VA9mPYNak/oHtSb1D2pN6h/UmtQ/1NWaMJ/AodAkrW4VFBQUFBQUFJoCFNFTUFBQUFBQUGikUEQvhkhMTMSCBQuk4dIU6gZqTeof1JrUP6g1qX9Qa1L/0FDWRBljKCgoKCgoKCg0UiiJnoKCgoKCgoJCI4UiegoKCgoKCgoKjRSK6CkoKCgoKCgoNFIooqegoKCgoKCg0EihiF4U4fP58NprryEvLw89e/ZEcnIyUlJS0L9/fzzzzDOorq62vXbt2rW4/PLL0aJFC6SmpuKmm27CZ599Vou9b9z45JNPcOONN6J169Zo0aIFBgwYgFdffbWuu9WosX//fjz11FMYMmQIOnfujGbNmqFDhw4YOXIkPvroI+k1x48fx+zZs5GZmYnExER06dIF9913H06ePFnLvW86ePTRR6FpGjRNw44dOyzfqzWpPfztb3/D9ddfjzZt2uCcc85B165dkZubi7KyMlM5tSaxBxHh9ddfxzXXXIOOHTuiefPm6N69O26//XYUFxdbytfrNSGFqOGbb74hAJScnEwjRoyguXPn0u23305paWkEgG666Sby+/2W6xYvXkwAKDMzk2bPnk35+fmUkpJCiYmJtHXr1joYSePCe++9RwkJCZSSkkL5+fk0e/ZsyszMJAC0ZMmSuu5eo8X9999PACg7O5smT55MDzzwAI0cOZLi4uLI4/HQyy+/bCp/8uRJuvjiiwkADRkyhO6//34aMmQIAaB+/frRTz/9VEcjabz473//S4mJidSiRQsCQNu3bzd9r9akduD3+2nq1KmB5+XOO++k+++/n8aPH0+dO3emLVu2BMqqNakdzJ49mwBQx44d6Y477qC5c+fS0KFDSdM0SklJof/+97+BsvV9TRTRiyL27dtHy5Yto5MnT5ryT548SZdddhkBoFdffdX03XfffUfx8fF0wQUX0LFjxwL5n3/+OSUmJlLPnj2purq6VvrfGOHz+Sg7O5sSExPp888/D+QfO3aMLrjgAmrWrBmVlJTUXQcbMV577TUqLCy05H/wwQeUkJBAqampdObMmUD+/PnzCQDdf//9pvKMMP72t7+NeZ+bEiorK+nSSy+l/v3707hx46RET61J7eCpp54iAHTnnXdSVVWV5Xufzxf4X61J7HHw4EHyeDyUmZlpei8TET355JMEgG677bZAXn1fE0X0agnr1q0jADR9+nRT/oMPPkgAaPXq1ZZrJk6cSABo8+bNtdXNRoe3337b8lAyPP/88wSAFi5cWAc9a9pgv3Y/+eQTItIlGmlpaZScnCz9oZScnExZWVl10dVGiwULFlBiYiJ99dVXlJeXZyF6ak1qB6dPn6bU1FTKysoyEToZ1JrUDrZv304AaOzYsZbvvvvuu4CGjqhhrIk6o1dLSEhIAADEx8eb8gsLCwEAQ4YMsVwzdOhQAMDmzZtj27lGDDW/9RPi87B7924cOHAAgwYNQosWLUxlW7RogUGDBqG4uNhyVkkhMnz22Wd45JFHsGDBAvTq1UtaRq1J7eCdd97BDz/8gF/84heorq7G66+/jt///vf485//jD179pjKqjWpHXTr1g3NmjXDtm3bcPz4cdN3//jHPwAA1113HYCGsSaK6NUSVq1aBcBKOHbv3o3k5GR06NDBck23bt0CZRQiA5s7Npc8OnTogOTkZDW/tYzS0lL861//QseOHdGnTx8AzuvE56u1qjnOnj2LCRMm4OKLL8bcuXNty6k1qR18+umnAIC4uDj87Gc/w8iRI/Hggw9i2rRp6N69O+bMmRMoq9akdtCmTRv8/ve/R2lpKXr06IFp06bh/vvvR05ODu6//37ceeedmDFjBoCGsSbxoYso1BTLly/HW2+9hWuvvRY33nij6bsff/wR5513nvS6li1bBsooRAY2d61atZJ+37JlSzW/tQifz4fx48fj7NmzePTRRxEXFwfA3Trx5RQix/z587F79258+umngfmXQa1J7aCiogIA8OSTT+LSSy/Fxx9/jJ49e+Lzzz/H1KlT8cQTTyA7OxvTpk1Ta1KLmDVrFjp16oQpU6bgz3/+cyD/yiuvxNixYwPaiIawJoroSXDvvffi7NmzrsvPnDnTls3/4x//wIwZM5CZmYkXX3wxWl1UUGhw8Pv9mDhxIj744APk5+dj/Pjxdd2lJoft27djyZIlKCgoQO/eveu6OwrQnwsAaNasGd544w2kpaUBAK666iqsX78eF110EZ544glMmzatLrvZ5PDwww9j8eLFePjhhzFu3Di0bt0aX3zxBWbNmoXBgwfjtddew/Dhw+u6m66giJ4Ezz77LE6dOuW6/K9//Wsp0duwYQN+/etfo3379njvvffQsWNHS5lWrVrZMn12NsDul4JCaLC5c5rj1NTU2uxSk4Tf78ekSZOwbt06jBs3zvQLGXC3Tnw5hfBRVVWFvLw8/OxnP8MDDzwQsrxak9oBm7/LLrssQPIYevfujaysLOzZswfHjh1Ta1JL+Ne//oUFCxZg1qxZpmflyiuvxN///ndkZWXh3nvvxfDhwxvEmiiiJ0E0HBz+85//xMiRI9G2bVu8//77yMrKkpbr1q0btm/fjkOHDlnO6YXS/SuEBn8+om/fvqbvDh06hJMnT+Lyyy+vi641Gfj9ftx222144YUXkJubi+effx4ej/l4cKhzLOpZqDlOnjwZmMdmzZpJywwcOBCA7riXGWmoNYktunfvDgBo3bq19HuW/9NPP6nnpJbw1ltvAQCuueYay3cdOnRAjx498Pnnn+PkyZMNYk0U0YsBGMk799xz8f777+P888+3LXv11Vdj+/bteOeddzBhwgTTd2+//XagjEJkuPrqq/G73/0O77zzDsaMGWP6Ts1v7MGTvNGjR2PNmjXSc2HdunVDWloatm3bhlOnTpms106dOoVt27aha9euyMjIqM3uNyokJiZi8uTJ0u8++OAD7N69G8OHD0e7du3QpUsXtSa1BEYmvvnmG8t3Pp8Pe/bsQYsWLdCuXTt06NBBrUktoLKyEgBw+PBh6feHDx+Gx+NBQkJCw3hO6tS5SyPEhg0bKDExkTp06EDffvttyPK7du1SDpNjCJ/PR1lZWY4Ok71eb531rzGjuro64J9t1KhRIX2E1Xeno40ZMj96RGpNagvMr+SKFStM+Q8//DABoHHjxgXy1JrEHi+99BIBoAsvvNDiMPmZZ54hADRo0KBAXn1fE42IqC4IZmPEt99+i4svvhhnz57FmDFjAiJ5Hl26dMHEiRNNeY888gjmzZuHzMxMjBw5EidOnMDLL7+MyspKvPvuuxg0aFAtjaBx4v3338fQoUNxzjnnYMyYMUhJScFrr72GvXv3YsmSJbj33nvruouNEgUFBVi4cCGSk5Mxc+ZMiw9JAPjFL36Biy++GID+63fQoEH48ssvMWTIEFx66aX47LPP8M4776Bfv37YvHkzkpKSankUTQMTJ07E6tWrsX37dgwYMCCQr9akdlBUVIQrrrgCFRUVGDZsWEA1+N577yEzMxM7duwIHO1RaxJ7VFdX49prr8UHH3yA8847D8OHD0fr1q3x2Wef4b333kNSUhIKCwsDx37q/ZrUKc1sZHj//fcJgGO6+uqrpde++OKLdNlll1FSUhK1atWKbrzxRvr0009rdwCNGB999BHl5ORQy5YtKSkpiS6//HJLrFWF6IJJiZzSc889Z7rm2LFjdM8991BGRgYlJCRQ586d6d5776Xjx4/XzSCaCOwkekRqTWoLpaWlNHHiROrQoQMlJCRQRkYGTZ8+ncrLyy1l1ZrEHmfOnKHf/e53dMkll1Dz5s0pPj6eOnXqROPGjaOvv/7aUr4+r4mS6CkoKCgoKCgoNFKoyBgKCgoKCgoKCo0UiugpKCgoKCgoKDRSKKKnoKCgoKCgoNBIoYiegoKCgoKCgkIjhSJ6CgoKCgoKCgqNFIroKSgoKCgoKCg0Uiiip6CgoKCgoKDQSKGInoKCgoKCgoJCI4UiegoKTRgTJ06EpmkoKSmp665EBe+88w4GDRqE1NRUaJqGX/ziF47lG9v46yMGDx4MTdNcl3/++eehaRqef/75iNorKSmBpmmWUJMKCk0ViugpKEQB7OWiaRqGDh0qLbNjxw71AoohSkpKMGLECBQXF+O2227DggULMGbMmLruloKCCWyvyMnJsS1TWFgITdNwxx131GLPFBorrFHGFRQUaoR33nkH7733Hq699tq67kqTwr/+9S+cOXMGTzzxBMaOHVvX3VGIEL/85S8xYMAAdOzYsa67oqDQKKAkegoKUUSXLl3g8Xhw//33Q4WRrl0cOHAAAJCWllbHPVGoCVq1aoUePXqgVatWdd0VBYVGAUX0FBSiiO7du2P8+PH497//jVdffdXVNV26dEGXLl2k38nONxUUFEDTNBQWFuK5555Dnz59kJSUhK5du+IPf/gDAICI8MQTT6B79+4455xz0K1bN7zwwgu2ffD7/XjsscfQrVs3nHPOOejatSsefvhh+Hw+afkPPvgAN998M9q2bYvExER069YN8+bNw+nTp03lmAqqoKAAH374IYYMGYLWrVu7PrO1c+dO3HLLLTjvvPOQmJiIrl274p577sHRo0cDZZgqbMGCBQCAa665JqBGLywsdNUOEeEPf/gDevTogcTERGRmZmLhwoXw+/3S8v/v//0/XHfddUhNTcU555yD3r17Y8mSJaiurjaV+/HHH/Hoo4/i6quvRlpaGpo1a4a0tDRMmDABRUVFprKLFi2Cpmm26/T6669D0zQ89NBD+PHHH9GiRQtceOGF0rJ+vx9dunRBamoqfvrpJ9txb9myBZqmYdKkSdLvKyoqkJCQgEGDBpnyT5w4gQULFuDCCy9EUlISWrdujaFDh2Lr1q22bfl8PhQUFKBLly5ITEzEBRdcgKefftpSzumMXnFxMaZOnYquXbsiMTER5513HgYPHuz6PF84/T548CBmzpyJbt26Bcr27NkTd9xxB3788UdX7Sko1AuQgoJCjeH1egkADR06lPbu3UuJiYl0/vnnU2VlZaDM9u3bCQDl5eWZrs3MzKTMzExpvVdffTWJj+mCBQsIAI0YMYJatWpFEyZMoLvvvps6depEAGjFihV05513Uvv27Wny5Mk0bdo0Sk1NJQC0efNmU115eXkEgG6++WY699xz6Y477qA5c+ZQ9+7dCQCNHDnS0qenn36aNE2j1NRUmjBhAs2ZM4cGDx5MAOiKK66gs2fPBsq+//77BICuv/56SkhIoCFDhtB9991Ho0ePDjmnW7ZsoebNm1N8fDyNGTOGHnjggcB8ZGdn0+HDh4mI6IcffqAFCxYEvsvLy6MFCxbQggULyOv1OrbBxj9y5Ehq27YtTZw4ke6++27q3LkzAaD//d//tVzzwAMPEADq1KkTTZo0iWbNmkWXXXYZAaBf//rXprLbt2+nZs2a0dChQ+nOO++k++67j26++WaKi4ujc889l0pKSgJli4uLSdM0uv7666V9/cUvfkEA6JtvviEiokmTJhEA2rZtm6Xsxo0bCQBNnz7dcfx+v5+6dOlCLVu2pJ9++sny/VNPPUUA6JlnngnkHT16lC688EICQIMGDaJ77rmHJk2aRG3atKH4+Hj629/+ZqqDrcvIkSMpIyODpk6dStOmTaM2bdoQAFq+fLmp/HPPPUcA6LnnnjPlb9myhVq2bEmaplFOTg498MADdPvtt9Pll19OF198caAcexbF5yycfp86dYq6du1KmqbR0KFD6b777qOZM2fS8OHDqXnz5rR7927HeXUCv1fYgT03t99+e8TtKCgwKKKnoBAFiJv3nDlzCAD98Y9/DJSJNtE799xzqaioKJBfWlpKzZo1o1atWtEFF1xAFRUVge927NgRIHQ8GNFp164dlZWVBfLPnj1L//M//0MA6K9//Wsg/6uvvqL4+Hi66KKL6MiRI6a6fve73xEAWrJkSSCPvbAA0KpVq6RjlKG6upqys7MJAG3cuNH03X333UcAaNKkSdJ5ef/99123w8bftWtXOnDgQCD/8OHD1Lp1a0pJSTER13feeSewzidPngzk+/1+uuOOOyzzdezYMTp69Kil3ffee488Hg9NmTLFlH/llVdSXFycqS9EOklp1qwZXXbZZYG8jz76iADQxIkTLfX/+te/JgD0xRdfhJyDefPmEQB65ZVXLN/17duXmjVrZhrD2LFjAz8oeJSXl1NGRga1a9fORBrZPdy/f3/68ccfA/nffvstxcfHU/fu3U31yIjemTNnqFOnTuTxeOitt96y9JO/d+2IXjj9fvPNNwkA3XPPPZa2Tpw4QWfOnLHkuwXrX3Z2duAHiZjYfamInkI0oIiegkIUIBK977//nlq3bk3nnXcenThxgoiiT/QWLlxoKX/ttdcSAFq9erXlu6ysLOrcubMpj71QFi9ebCm/ZcsWAkA33XRTIO/uu+8mAPTBBx9YyldXV1O7du2ob9++gTxG9C699FLp+OzwwQcfEAC64YYbLN+dOHGCzj33XDrnnHNMJKwmRE9GQtl3//nPfwJ5w4cPJwC0d+9eS/ljx46RpmlSKagMffr0oS5dupjynn32WQJATzzxhCn/6aefJgD01FNPmfIvueQSatGihYlAVVRUULNmzahfv36u+rFr1y7pj4Cvv/6aANAvfvGLQN7hw4cpLi6Orr32Wmldf/jDHwgA/f3vfw/ksXv4vffes5Rn3x0/fjyQJyN6r7zyCgGgCRMmhByPjOiF229G9B588MGQ7YUL1j83SRE9hWhAWd0qKMQAqampeOCBB/DAAw9gyZIlKCgoiHobF198sSWPWSrafffRRx9J67rqqqsseQMHDkR8fDw+//zzQN6OHTsAAG+//TbeffddyzUJCQn49ttvLfn9+vWTtmsH1ubgwYMt3yUnJ+Oyyy7DO++8g127dqFPnz5h1S1D3759LXnp6ekAgGPHjgXyduzYgRYtWmDVqlXSepKSkizjLywsxFNPPYWPPvoIR44cQVVVVeC7Zs2amcrecsstuPvuu7FmzRrMnj07kP/iiy8iPj4eubm5pvK333477rjjDqxbty7giuOFF15AZWUl8vPzXYwcuOCCC3D55Zdj48aNOHLkCNq2bRtoEwDGjx8fKPvJJ5+guroaZ8+eld7Tu3fvBgB8++23uOmmm0zfhZrjlJQU2z5+/PHHAIAhQ4a4GpOIcPv9P//zP+jYsSN+//vf48svv8RNN92Eq6++Gj179gzLJ6AThg4dio0bN0q/KywsxDXXXBOVdhQUFNFTUIgR7r77bvzpT3/CE088gTvvvDPq9bds2dKSFx8f7/gdTzJ4tG/f3pIXFxeHNm3amA6ef//99wCARx55JKy+yup3wvHjxx2vY4SWlaspnOaSN7D4/vvvUVVVhYULF9rWderUqcD/69evx+jRo5GcnIyhQ4eiS5cuaN68ecDYYO/evaZrW7dujZtuugmvvfYavv76a/Tq1QtFRUX48MMPceONN+K8884zlR87dizmzJmDlStXBojeX/7yFyQnJ1tIoRPGjx+Pjz/+GK+88gqmT58OIsLatWuRmpqKYcOGmcYPANu2bcO2bdtczQGD2zmWgd2DnTp1Cj0YCcLtd6tWrbBjxw7Mnz8ff//737FhwwYAQEZGBh544IGYPM8KCrGCsrpVUIgRkpKSsHDhQpw8edKRGHg8HlsCVlvWfeXl5Za86upqHD161OTmgr2sjx8/DtKPfkiTiHClIKwdWb8A4NChQ6ZytYWWLVuiTZs2jmP3er2B8gUFBTjnnHPw6aefYv369Xj88cexcOHCQL4MTIK2Zs0aAHLJGkNKSgpuvfVWfPrpp/jiiy+wbds2fPPNNxgzZgySk5Ndj2vMmDFISEgItPXBBx9g7969uOWWW5CYmGgaPwDce++9jnPALKCjhdatWwMA9u/fH9H1kfS7c+fOeP7553H48GF8/vnnePTRR+H3+zF9+nS89NJLNR6TgkJtQRE9BYUYIi8vDxdeeCFWrFiBPXv2SMukpqaioqLCQvZOnToVUCnFGlu2bLHkbd++HVVVVbjkkksCef379wcQVOHGCqxNmXuUU6dO4d///jeSkpLQvXv3mPZDRP/+/XH06FHX61JUVISePXuiW7dupvyDBw+iuLhYes2NN96INm3aYN26dfD7/Vi7di1SUlIwYsQIafnbb78dALBixQqsXLkSAFyrbRnatm2LnJwc7NixA3v27AkQvnHjxpnK9evXD5qmYfv27WHVX1NcfvnlAHRn5JGgJv32eDy4+OKLMXfu3ADBe/PNNyPqh4JCXUARPQWFGCIuLg6//e1vAz7EZOjXrx98Ph/Wrl0byCMiPPjgg1IVWCywdOlS7Nu3L/C5srISDz30EACYQrbdeeediI+Px1133YXS0lJLPceOHTOd6YsUgwYNQnZ2Nt566y3861//Mn23ePFiHD16FLm5uZYzbrHG3XffDQCYNGmSyZcfw6FDh/DNN98EPmdmZmLPnj0myeSZM2cwbdo0Wx+FCQkJGD16NEpLS/HYY49h9+7dGDlyJJKSkqTlL7nkEvTr1w9r167F+vXr8bOf/SxAjMIBkxiuXLkS69evR9euXS3+8zp06IBbbrkFH374IR5//HGp9Pajjz6y+FOsKYYPH4709HS8+OKLePvtty3fh5L0hdvvr776SipNZnm8NJb5cbTzhamgUNdQZ/QUFGKM4cOH48orr7R1Jjtjxgw899xzmDJlCjZt2oR27dphy5YtOHbsGC666CJ8+eWXMe/jgAEDcNFFF2H06NFo0aIF/v73v2PXrl341a9+hZEjRwbK9e7dG08//TSmTZuG7t2748Ybb0R2djZOnDiB4uJibN68GRMnTsSf//znGvXH4/Hg+eefx9ChQ3HjjTdi1KhRyMzMxPbt21FYWIjs7Gz8/ve/r+mww0ZOTg5+85vfYNGiRTj//PORk5ODzMxMHD16FHv27MGWLVuwePFi9OzZEwBw11134a677sIll1yCX//616iqqsKmTZtARI5rO378eDz99NOYP39+4LMT7rjjDkyePBlA+NI8hptvvhmtWrXCk08+CZ/Ph7vvvluqcn/66aexa9cuzJ07F2vWrMHAgQPRunVrlJWV4d///jd2796NgwcPonnz5hH1Q4bExES8+uqryMnJwQ033ICcnBxcdNFFOH78OL744gucPn065A+McPq9adMm3HfffRg0aBAuuOACtGnTBsXFxXjzzTdxzjnnYPr06YF6mVNtdt5QQaG+QUn0FBRqAY8++qjtd71798bGjRvRt29f/PWvf8WaNWvQq1cvfPjhh4GzSbHGU089hblz52LTpk34wx/+gDNnzqCgoEB6Fik/Px/bt2/HL37xC+zYsQNPPfUU/vrXv+LIkSOYNWsW7rnnnqj06corr8SOHTswYsQIvPPOO1iyZAm8Xi9mzpyJHTt2oF27dlFpJ1w8/PDD2LRpE6666iq8++67ePLJJ/GPf/wjYNF56623BspOnz4df/7zn3HuuedixYoV+Nvf/oarr74a27dvd1zbAQMGoFu3bvD5fEhPT5daH/MYM2YMEhMTkZSUZFG3usU555yDUaNGBSSNdvWce+65+PDDD/HYY4+hWbNmWLt2Lf74xz9ix44duPDCC/HCCy8ELHejiYEDB+Kzzz7DpEmT8N///hdPPPEE/vrXv6JZs2YmC2U7hNPvoUOHYvr06Th+/Dhef/11/N///R/+/e9/Y/To0fj0009x2WWXBerduXMnAH0NFBTqIzSSybAVFBQUFBoM/v3vf6Nfv34YP368Y6g7hehjzpw5eOaZZ7B3796YEFwFhZpCSfQUFBQUGjgef/xxAMC0adPquCdND1u2bEF+fr4ieQr1Fkqip6CgoNAAUVpainXr1uGrr77Ciy++6OiAV0FBoelCET0FBQWFBggWPSE5ORnXXHMNli9fjg4dOtR1txQUFOoZFNFTUFBQUFBQUGikUGf0FBQUFBQUFBQaKRTRU1BQUFBQUFBopFBET0FBQUFBQUGhkUIRPQUFBQUFBQWFRgpF9BQUFBQUFBQUGikU0VNQUFBQUFBQaKRQRE9BQUFBQUFBoZFCET0FBQUFBQUFhUYKRfQUFBQUFBQUFBop/j8wtpGFX4r5MwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 700x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axes = plt.subplots(1, 1, figsize=(7, 7))\n",
+    "axes.scatter(rs_H, rs_C, 40, 'k', label = 'Simulations')\n",
+    "axes.scatter(H, C, 40, 'r','x', label = 'Observations')\n",
+    "axes.set_xlabel('Number of heavy vehicles, H ')\n",
+    "axes.set_ylabel('Number of cars, C')\n",
+    "axes.legend()\n",
+    "axes.grid()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The correlation between the observations is: 0.2660768676548401\n",
+      "The correlation between the simulations is: 0.0010212280993210816\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Correlation\n",
+    "correl = stats.pearsonr(H, C)\n",
+    "correl_rs = stats.pearsonr(rs_H, rs_C)\n",
+    "print('The correlation between the observations is:', correl[0])\n",
+    "print('The correlation between the simulations is:', correl_rs[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n",
+    "    <b>Solution 9: TO UPDATE</b>\n",
+    "    <li> The observations are focussed in an area of the plot while the simulations are spreaded all around. this is because the observations are dependent to each other, there is a physical relationship between the wave height and the wave period, while the simualtions were assumed to be independent. </li>\n",
+    "    <li> There is a correlation of 0.46 between the observed $H$ and $T$, indicating the physical dependence between the variables. On the contrary, no significant correlation between the generated samples is observed.</li> <li><b>Some suggestions:</b> Improve the fit of $H$ and $T$. Maybe propose Gumbel or Lognormal distribution for $H$ and Lognormal for $T$. Account for the dependence between the two variables. </li>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e4a0bd9-5e74-4808-a7d1-aa2d3f612bee",
+   "metadata": {},
+   "source": [
+    "**End of notebook.**\n",
+    "<h2 style=\"height: 60px\">\n",
+    "</h2>\n",
+    "<h3 style=\"position: absolute; display: flex; flex-grow: 0; flex-shrink: 0; flex-direction: row-reverse; bottom: 60px; right: 50px; margin: 0; border: 0\">\n",
+    "    <style>\n",
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+    "&copy; Copyright 2023 <a rel=\"MUDE Team\" href=\"https://studiegids.tudelft.nl/a101_displayCourse.do?course_id=65595\">MUDE Teaching Team</a> TU Delft. This work is licensed under a <a rel=\"license\" href=\"http://creativecommons.org/licenses/by-nc-sa/4.0/\">Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License</a>."
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diff --git a/content/GA_1_7/emissions/dataset_traffic.csv b/content/GA_1_7/emissions/dataset_traffic.csv
new file mode 100644
index 00000000..0a1b01dd
--- /dev/null
+++ b/content/GA_1_7/emissions/dataset_traffic.csv
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\ No newline at end of file
-- 
GitLab