{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 1: Basic Weight Initialization Distributions\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/chaobrain/braintools/blob/main/docs/init_tutorial_01_basic_distributions.ipynb)\n",
    "\n",
    "This tutorial introduces the fundamental weight initialization distributions available in BrainTools. Weight initialization is crucial for training neural networks effectively, as poor initialization can lead to vanishing/exploding gradients, slow convergence, or inability to learn.\n",
    "\n",
    "## Topics Covered\n",
    "\n",
    "1. **Introduction to weight initialization**\n",
    "2. **Constant, Uniform, and Normal distributions**\n",
    "3. **Statistical distributions**: LogNormal, Gamma, Exponential, Weibull, Beta\n",
    "4. **TruncatedNormal** for bounded weights\n",
    "5. **Practical examples** with brainunit quantities\n",
    "6. **When to use** each distribution type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation and Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:21.621168Z",
     "start_time": "2025-10-01T06:49:21.616449Z"
    }
   },
   "source": [
    "# Install braintools if needed\n",
    "# !pip install braintools brainunit matplotlib numpy"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:25.609192Z",
     "start_time": "2025-10-01T06:49:21.646177Z"
    }
   },
   "source": [
    "import brainunit as u\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from braintools import init\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "rng = np.random.default_rng(42)\n",
    "\n",
    "# Configure matplotlib\n",
    "plt.rcParams['figure.figsize'] = (12, 4)\n",
    "plt.rcParams['font.size'] = 10"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Introduction to Weight Initialization\n",
    "\n",
    "Weight initialization is the process of setting initial values for the parameters (weights and biases) of a neural network before training begins. Proper initialization is critical because:\n",
    "\n",
    "- **Prevents gradient problems**: Avoids vanishing or exploding gradients\n",
    "- **Speeds up convergence**: Helps the network learn faster\n",
    "- **Improves final performance**: Can lead to better local minima\n",
    "- **Maintains signal flow**: Keeps activations in useful ranges\n",
    "\n",
    "### Key Considerations\n",
    "\n",
    "1. **Scale**: Weights should be neither too large nor too small\n",
    "2. **Symmetry breaking**: Different neurons should have different initial weights\n",
    "3. **Distribution shape**: Different distributions suit different network architectures\n",
    "4. **Physical units**: In neuroscience, weights often represent physical quantities (conductances, currents, etc.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Basic Distributions: Constant, Uniform, and Normal\n",
    "\n",
    "### 2.1 Constant Initialization\n",
    "\n",
    "The simplest initialization strategy sets all weights to the same value. While useful for biases, it's generally **not recommended for weights** because it breaks symmetry - all neurons in a layer would compute the same function."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:30.382743Z",
     "start_time": "2025-10-01T06:49:29.788160Z"
    }
   },
   "source": [
    "# Create a constant initializer with physical units\n",
    "constant_init = init.Constant(0.5 * u.nS)  # nanosiemens (conductance)\n",
    "\n",
    "# Generate weights for 100 connections\n",
    "weights = constant_init(100)\n",
    "\n",
    "print(f\"Constant initialization:\")\n",
    "print(f\"  Shape: {weights.shape}\")\n",
    "print(f\"  Value: {weights[0]}\")\n",
    "print(f\"  Unit: {weights.unit}\")\n",
    "print(f\"  All equal: {np.all(weights == weights[0])}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "axes[0].hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black')\n",
    "axes[0].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[0].set_ylabel('Frequency')\n",
    "axes[0].set_title('Constant Initialization')\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "axes[1].scatter(range(20), weights[:20].mantissa, s=100, alpha=0.7)\n",
    "axes[1].set_xlabel('Connection index')\n",
    "axes[1].set_ylabel(f'Weight value ({weights.unit})')\n",
    "axes[1].set_title('First 20 weights')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n⚠️ Note: Constant initialization breaks symmetry and is rarely used for weights!\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Constant initialization:\n",
      "  Shape: (100,)\n",
      "  Value: 0.5 * nsiemens\n",
      "  Unit: nS\n",
      "  All equal: True\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "⚠️ Note: Constant initialization breaks symmetry and is rarely used for weights!\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Uniform Distribution\n",
    "\n",
    "Uniform distribution generates weights with equal probability across a range [low, high). This is better than constant initialization as it breaks symmetry.\n",
    "\n",
    "**Use cases:**\n",
    "- Simple baseline initialization\n",
    "- When you want bounded weights\n",
    "- Embedding layers"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:30.899073Z",
     "start_time": "2025-10-01T06:49:30.403102Z"
    }
   },
   "source": [
    "# Create uniform initializer\n",
    "uniform_init = init.Uniform(low=0.1 * u.nS, high=1.0 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights = uniform_init(1000, rng=rng)\n",
    "\n",
    "print(f\"Uniform initialization:\")\n",
    "print(f\"  Shape: {weights.shape}\")\n",
    "print(f\"  Min: {weights.min():.3f}\")\n",
    "print(f\"  Max: {weights.max():.3f}\")\n",
    "print(f\"  Mean: {weights.mean():.3f}\")\n",
    "print(f\"  Std: {weights.std():.3f}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "\n",
    "# Histogram\n",
    "axes[0].hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[0].axvline(weights.mean().mantissa, color='red', linestyle='--', label='Mean')\n",
    "axes[0].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('Uniform Distribution')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# CDF\n",
    "sorted_weights = np.sort(weights.mantissa)\n",
    "cdf = np.arange(1, len(sorted_weights) + 1) / len(sorted_weights)\n",
    "axes[1].plot(sorted_weights, cdf, linewidth=2)\n",
    "axes[1].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[1].set_ylabel('Cumulative probability')\n",
    "axes[1].set_title('Cumulative Distribution Function')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Sample weights\n",
    "axes[2].scatter(range(50), weights[:50].mantissa, s=50, alpha=0.6)\n",
    "axes[2].set_xlabel('Connection index')\n",
    "axes[2].set_ylabel(f'Weight value ({weights.unit})')\n",
    "axes[2].set_title('First 50 weights')\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Uniform initialization:\n",
      "  Shape: (1000,)\n",
      "  Min: 0.101 * nsiemens\n",
      "  Max: 0.999 * nsiemens\n",
      "  Mean: 0.547 * nsiemens\n",
      "  Std: 0.262 * nsiemens\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Normal (Gaussian) Distribution\n",
    "\n",
    "Normal distribution is one of the most common initialization strategies. It generates weights from a Gaussian with specified mean and standard deviation.\n",
    "\n",
    "**Use cases:**\n",
    "- General purpose initialization\n",
    "- When combined with variance scaling (covered in Tutorial 2)\n",
    "- Biological plausibility (many neural properties are normally distributed)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:31.210356Z",
     "start_time": "2025-10-01T06:49:30.906172Z"
    }
   },
   "source": [
    "# Create normal initializer\n",
    "normal_init = init.Normal(mean=0.5 * u.nS, std=0.15 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights = normal_init(1000, rng=rng)\n",
    "\n",
    "print(f\"Normal initialization:\")\n",
    "print(f\"  Shape: {weights.shape}\")\n",
    "print(f\"  Min: {weights.min():.3f}\")\n",
    "print(f\"  Max: {weights.max():.3f}\")\n",
    "print(f\"  Mean: {weights.mean():.3f}\")\n",
    "print(f\"  Std: {weights.std():.3f}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n",
    "\n",
    "# Histogram with theoretical curve\n",
    "counts, bins, _ = axes[0].hist(weights.mantissa,\n",
    "                               bins=50,\n",
    "                               alpha=0.7,\n",
    "                               edgecolor='black',\n",
    "                               density=True,\n",
    "                               label='Samples')\n",
    "x = np.linspace(weights.min().mantissa, weights.max().mantissa, 100)\n",
    "theoretical = (1 / (0.15 * np.sqrt(2 * np.pi))) * np.exp(-0.5 * ((x - 0.5) / 0.15) ** 2)\n",
    "axes[0].plot(x, theoretical, 'r-', linewidth=2, label='Theoretical')\n",
    "axes[0].axvline(weights.mean().mantissa, color='green', linestyle='--', label='Sample mean')\n",
    "axes[0].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('Normal Distribution')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Q-Q plot\n",
    "from scipy import stats\n",
    "\n",
    "stats.probplot(weights.mantissa, dist=\"norm\", plot=axes[1])\n",
    "axes[1].set_title('Q-Q Plot (Normal fit)')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Box plot\n",
    "axes[2].boxplot(weights.mantissa, vert=True)\n",
    "axes[2].set_ylabel(f'Weight value ({weights.unit})')\n",
    "axes[2].set_title('Box Plot')\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normal initialization:\n",
      "  Shape: (1000,)\n",
      "  Min: 0.043 * nsiemens\n",
      "  Max: 0.937 * nsiemens\n",
      "  Mean: 0.488 * nsiemens\n",
      "  Std: 0.152 * nsiemens\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing Basic Distributions"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:49:31.892759Z",
     "start_time": "2025-10-01T06:49:31.217541Z"
    }
   },
   "source": [
    "# Compare the three basic distributions\n",
    "n_samples = 5000\n",
    "\n",
    "constant_weights = init.Constant(0.5 * u.nS)(n_samples)\n",
    "uniform_weights = init.Uniform(0.1 * u.nS, 0.9 * u.nS)(n_samples, rng=rng)\n",
    "normal_weights = init.Normal(0.5 * u.nS, 0.15 * u.nS)(n_samples, rng=rng)\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "for ax, weights, title in zip(axes,\n",
    "                              [constant_weights, uniform_weights, normal_weights],\n",
    "                              ['Constant', 'Uniform', 'Normal']):\n",
    "    ax.hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "    ax.axvline(weights.mean().mantissa, color='red', linestyle='--',\n",
    "               label=f'Mean: {weights.mean():.3f}')\n",
    "    ax.set_xlabel(f'Weight value ({weights.unit})')\n",
    "    ax.set_ylabel('Density')\n",
    "    ax.set_title(title)\n",
    "    ax.legend()\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Statistics comparison\n",
    "print(\"\\nComparison of Basic Distributions:\")\n",
    "print(\"-\" * 60)\n",
    "print(f\"{'Distribution':<15} {'Mean':<15} {'Std':<15} {'Range'}\")\n",
    "print(\"-\" * 60)\n",
    "print(f\"{'Constant':<15} {constant_weights.mean()!s:<15} {constant_weights.std()!s:<15} \"\n",
    "      f\"[{constant_weights.min():.2f}, {constant_weights.max():.2f}]\")\n",
    "print(f\"{'Uniform':<15} {uniform_weights.mean()!s:<15} {uniform_weights.std()!s:<15} \"\n",
    "      f\"[{uniform_weights.min():.2f}, {uniform_weights.max():.2f}]\")\n",
    "print(f\"{'Normal':<15} {normal_weights.mean()!s:<15} {normal_weights.std()!s:<15} \"\n",
    "      f\"[{normal_weights.min():.2f}, {normal_weights.max():.2f}]\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Comparison of Basic Distributions:\n",
      "------------------------------------------------------------\n",
      "Distribution    Mean            Std             Range\n",
      "------------------------------------------------------------\n",
      "Constant        0.5 * nsiemens  0. * nsiemens   [0.50 * nsiemens, 0.50 * nsiemens]\n",
      "Uniform         0.49354032 * nsiemens 0.22933985 * nsiemens [0.10 * nsiemens, 0.90 * nsiemens]\n",
      "Normal          0.49672538 * nsiemens 0.15104583 * nsiemens [-0.03 * nsiemens, 1.12 * nsiemens]\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Statistical Distributions\n",
    "\n",
    "BrainTools provides several advanced statistical distributions that are useful for specific scenarios in neuroscience and machine learning.\n",
    "\n",
    "### 3.1 LogNormal Distribution\n",
    "\n",
    "LogNormal distribution generates positive values with a long tail. It's particularly useful for:\n",
    "- **Synaptic weights**: Many biological measurements are log-normally distributed\n",
    "- **Positive-only values**: When weights must be positive\n",
    "- **Multiplicative processes**: Natural for growth/decay processes"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:13.336730Z",
     "start_time": "2025-10-01T06:50:12.444782Z"
    }
   },
   "source": [
    "# Create log-normal initializer\n",
    "# Note: mean and std are in LINEAR space (not log-space)\n",
    "lognormal_init = init.LogNormal(mean=0.5 * u.nS, std=0.2 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights = lognormal_init(2000, rng=rng)\n",
    "\n",
    "print(f\"LogNormal initialization:\")\n",
    "print(f\"  Mean: {weights.mean():.3f}\")\n",
    "print(f\"  Std: {weights.std():.3f}\")\n",
    "print(f\"  Median: {u.math.median(weights):.3f}\")\n",
    "print(f\"  Skewness: {((weights.mantissa - weights.mean().mantissa) ** 3).mean() / weights.std().mantissa ** 3:.3f}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "# Histogram (linear scale)\n",
    "axes[0].hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[0].axvline(weights.mean().mantissa, color='red', linestyle='--', label='Mean')\n",
    "axes[0].axvline(u.math.median(weights).mantissa, color='green', linestyle='--', label='Median')\n",
    "axes[0].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('LogNormal Distribution (Linear scale)')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Histogram (log scale)\n",
    "axes[1].hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[1].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[1].set_ylabel('Density')\n",
    "axes[1].set_title('LogNormal Distribution (Log scale)')\n",
    "axes[1].set_yscale('log')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Compare with Normal\n",
    "normal_weights = init.Normal(0.5 * u.nS, 0.2 * u.nS)(2000, rng=rng)\n",
    "axes[2].hist(normal_weights.mantissa, bins=50, alpha=0.5,\n",
    "             label='Normal', edgecolor='black', density=True)\n",
    "axes[2].hist(weights.mantissa, bins=50, alpha=0.5,\n",
    "             label='LogNormal', edgecolor='black', density=True)\n",
    "axes[2].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[2].set_ylabel('Density')\n",
    "axes[2].set_title('LogNormal vs Normal')\n",
    "axes[2].legend()\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LogNormal initialization:\n",
      "  Mean: 0.511 * nsiemens\n",
      "  Std: 0.202 * nsiemens\n",
      "  Median: 0.473 * nsiemens\n",
      "  Skewness: 1.106\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Gamma Distribution\n",
    "\n",
    "Gamma distribution is useful for positive-valued weights with controllable shape and scale.\n",
    "\n",
    "**Use cases:**\n",
    "- Modeling waiting times or intervals\n",
    "- Positive weights with specific skewness\n",
    "- Rate parameters in Poisson processes"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:17.064311Z",
     "start_time": "2025-10-01T06:50:16.495145Z"
    }
   },
   "source": [
    "# Create gamma initializers with different parameters\n",
    "gamma_init_1 = init.Gamma(shape=2.0, scale=0.25 * u.nS)\n",
    "gamma_init_2 = init.Gamma(shape=5.0, scale=0.1 * u.nS)\n",
    "gamma_init_3 = init.Gamma(shape=10.0, scale=0.05 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights_1 = gamma_init_1(2000, rng=rng)\n",
    "weights_2 = gamma_init_2(2000, rng=rng)\n",
    "weights_3 = gamma_init_3(2000, rng=rng)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "# Overlay different gamma distributions\n",
    "axes[0].hist(weights_1.mantissa, bins=50, alpha=0.5, label='shape=2.0, scale=0.25',\n",
    "             density=True, edgecolor='black')\n",
    "axes[0].hist(weights_2.mantissa, bins=50, alpha=0.5, label='shape=5.0, scale=0.1',\n",
    "             density=True, edgecolor='black')\n",
    "axes[0].hist(weights_3.mantissa, bins=50, alpha=0.5, label='shape=10.0, scale=0.05',\n",
    "             density=True, edgecolor='black')\n",
    "axes[0].set_xlabel(f'Weight value ({weights_1.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('Gamma Distribution with Different Parameters')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Statistics comparison\n",
    "distributions = ['shape=2.0', 'shape=5.0', 'shape=10.0']\n",
    "means = [weights_1.mean().mantissa, weights_2.mean().mantissa, weights_3.mean().mantissa]\n",
    "stds = [weights_1.std().mantissa, weights_2.std().mantissa, weights_3.std().mantissa]\n",
    "\n",
    "x = np.arange(len(distributions))\n",
    "width = 0.35\n",
    "axes[1].bar(x - width / 2, means, width, label='Mean', alpha=0.7)\n",
    "axes[1].bar(x + width / 2, stds, width, label='Std', alpha=0.7)\n",
    "axes[1].set_ylabel(f'Value ({weights_1.unit})')\n",
    "axes[1].set_title('Mean and Std for Different Gamma Parameters')\n",
    "axes[1].set_xticks(x)\n",
    "axes[1].set_xticklabels(distributions, rotation=15)\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3, axis='y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nGamma Distribution Properties:\")\n",
    "print(\"-\" * 50)\n",
    "for i, (name, w) in enumerate(zip(distributions, [weights_1, weights_2, weights_3])):\n",
    "    print(f\"{name}: mean={w.mean():.3f}, std={w.std():.3f}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Gamma Distribution Properties:\n",
      "--------------------------------------------------\n",
      "shape=2.0: mean=0.507 * nsiemens, std=0.350 * nsiemens\n",
      "shape=5.0: mean=0.498 * nsiemens, std=0.224 * nsiemens\n",
      "shape=10.0: mean=0.499 * nsiemens, std=0.159 * nsiemens\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Exponential Distribution\n",
    "\n",
    "Exponential distribution models time between events in a Poisson process.\n",
    "\n",
    "**Use cases:**\n",
    "- Modeling decay processes\n",
    "- Inter-spike intervals\n",
    "- Positive weights with maximum entropy for given mean"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:19.119355Z",
     "start_time": "2025-10-01T06:50:18.420763Z"
    }
   },
   "source": [
    "# Create exponential initializer\n",
    "exponential_init = init.Exponential(scale=0.3 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights = exponential_init(2000, rng=rng)\n",
    "\n",
    "print(f\"Exponential initialization:\")\n",
    "print(f\"  Mean: {weights.mean():.3f}\")\n",
    "print(f\"  Std: {weights.std():.3f}\")\n",
    "print(f\"  Theoretical mean: {0.3 * u.nS}\")\n",
    "print(f\"  Theoretical std: {0.3 * u.nS}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "# Histogram with theoretical curve\n",
    "counts, bins, _ = axes[0].hist(weights.mantissa, bins=50, alpha=0.7,\n",
    "                               edgecolor='black', density=True, label='Samples')\n",
    "x = np.linspace(0, weights.max().mantissa, 100)\n",
    "theoretical = (1 / 0.3) * np.exp(-x / 0.3)\n",
    "axes[0].plot(x, theoretical, 'r-', linewidth=2, label='Theoretical')\n",
    "axes[0].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('Exponential Distribution')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Log scale histogram\n",
    "axes[1].hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[1].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[1].set_ylabel('Density (log scale)')\n",
    "axes[1].set_title('Exponential Distribution (Log scale)')\n",
    "axes[1].set_yscale('log')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Cumulative distribution\n",
    "sorted_weights = np.sort(weights.mantissa)\n",
    "cdf = np.arange(1, len(sorted_weights) + 1) / len(sorted_weights)\n",
    "theoretical_cdf = 1 - np.exp(-sorted_weights / 0.3)\n",
    "axes[2].plot(sorted_weights, cdf, label='Empirical', linewidth=2)\n",
    "axes[2].plot(sorted_weights, theoretical_cdf, 'r--', label='Theoretical', linewidth=2)\n",
    "axes[2].set_xlabel(f'Weight value ({weights.unit})')\n",
    "axes[2].set_ylabel('Cumulative probability')\n",
    "axes[2].set_title('CDF Comparison')\n",
    "axes[2].legend()\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exponential initialization:\n",
      "  Mean: 0.295 * nsiemens\n",
      "  Std: 0.294 * nsiemens\n",
      "  Theoretical mean: 0.3 * nsiemens\n",
      "  Theoretical std: 0.3 * nsiemens\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": 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U+PUnotKPYyHHwtxwLPxPfHw8BEGAjY1NvmOMiorClStXEBAQAFtbW215nTp10KFDB+3fh1qtxqFDh9CrVy84OTlp23l7e6NLly7vPE9eXvddu3ZBo9Fg7ty5WRZte3O6mDcXv0tMTMTz58/RqlUrpKSk4M6dOznGkN+/RwCwsbHB8+fP3/n8iIgKSy6XA4DOe5XCymlM7tmzZ5b3WJ06dXpnfHmNrSDj35uLklevXh0VKlRAzZo10bRpU2155uPsxsXAwECd7U8++QQAtOMYoDt+ZN7x6O/vj/Dw8CxTi3l6er6zTwCgQoUKuHnzJu7fv59tfV7H2Tdl9/7yxYsX2t8RoqLAhUWp1GrSpEmeFlP79NNP8ccff+DcuXNYvHgxfHx8sm1XtWpVnW2JRAJvb2/trUORkZEAMgart9WoUQMnT57UKTM1NYWdnZ1OmY2Njc58kvfv30dCQgLs7e2zjSk2NlZn283NLUubt4+ZX7/88guWL1+OO3fu6Nwy5unpWeBj5iYpKQlAzm98PD09MXXqVKxYsQK//fYbWrVqhR49emDo0KHaD5d5kZ/4337tgYyFZFJSUhAXFwcHB4c8Hys/cvqdMjY2RpUqVbT1mVxcXLLMp2pjY4Nr164VSXxEVPJxLMz+mPnFsbD8jIVCAea8ze33vmbNmti/fz+Sk5Mhl8uRmpoKb2/vLO2yK3tbXl73sLAwSKXSHP+GM928eRNz5szBkSNHsiQU3k6CvCm/f49ARp9yUVEiKg4ymQxAzl9CF0ROY7KLiwvat2+fr2PJZLI8x6aP8c/a2hqurq5ZygBk+77o7bHey8sLUqlUZ7qUU6dOYd68eQgNDc3yhW5CQoLO+5C8vs9YsGABevbsiWrVqsHX1xedO3fGsGHDUKdOHQB5H2ctLCy05W+/H8z8kvzly5fa3xMifWMSncq88PBw7Tee169fL7bzGhgYvLONRqOBvb09fvvtt2zr30485HTMgnwgBDIWpQoICECvXr3w6aefwt7eXjvHbVhYWIGO+S43btyAvb19rgPb8uXLERAQgL/++gsHDhzAxIkTsWTJEpw5cwYuLi55Os+b36DrQ04fDovy6ry36fv1J6Lyg2NhzjgW5l1pHgttbW0hkUgK9WVLcdDH6/7q1Sv4+/tDJpNhwYIF8PLygqmpKS5duoSZM2dCo9HkuG9+/x4zz1epUqW8PUEiokKQyWRwcnIq0HodOck8Vl6+7HyXGjVq4MqVK1Aqldq73PQlp/GvMO+L3h7Xw8LC8N5776FGjRpYsWIFXF1dYWxsjH/++QcrV67MMn7k9X1G69atERYWph3b1q1bh5UrV2Lt2rUYPXp0no7xNn42JjEwiU5lmkajQUBAAGQyGSZPnozFixejX79+6NOnT5a2b99aJAgCHjx4oP121N3dHUDG4hnt2rXTaXv37l1tfX54eXnh0KFDaNGihd4+6ObnSqBt27ahSpUq2LFjh85+8+bN00ssbwsNDUVYWJjObdg5qV27NmrXro05c+ZoFxRZu3YtvvzySwD5e57vkt1tZffu3YO5ubn2w6KNjU2WBfMAZLlCID+xvfk7VaVKFW25UqlEREREvq98ICLKDsfC3HEszFDWx0JDQ0N4eXkhIiIi3/u+GePb7ty5g0qVKsHCwgKmpqYwNTXFgwcPsrTLriwnub3uXl5e0Gg0uHXrVo4LuB07dgwvXrzAjh070Lp1a215Xp57fv8enz59CqVSmePCvURE+vb+++/jxx9/RGhoKPz8/Ap1rKSkJOzcuROurq56+X+se/fuCA0Nxfbt2zF48OBc24rxWfD+/fs6V48/ePAAGo0GHh4eADIWbVUoFNi9e7fOld7ZTeWVX7a2thg5ciRGjhyJpKQktG7dGvPnz8fo0aPzPM4SiY1zolOZtmLFCpw+fRo//vgjFi5ciObNm+Pjjz/Odt7GjRs36tx6tW3bNkRFRWnnsGzUqBHs7e2xdu1anVW59+7di9u3b6Nbt275jm/AgAFQq9VYuHBhljqVSpXtB9V3yRxc8rJv5re3b35be/bsWYSGhub7vO8SGRmJgIAAGBsb49NPP82xnVwuh0ql0imrXbs2pFKpTr9bWFgUqH+yExoaqjPv7ePHj/HXX3+hY8eO2j7y8vJCQkKCzu3iUVFR2LlzZ5bj5TW29u3bw9jYGN98843Oa/Dzzz8jISGhQL9TRERv41iYO46FGcrDWOjn54cLFy7kez9HR0fUq1cPv/zyi85zunHjBg4cOICuXbsCyPhdat++PXbt2oVnz55p2z148CDLWgXZycvr3qtXL0ilUixYsCDLFYGZ/Zfd77RSqcT333//zhjy+/d48eJFAEDz5s3feWwiIn2YMWMGLCwsMHr0aMTExGSpDwsLw+rVq995nNTUVAwbNgzx8fH4/PPP9fLF9Lhx4+Do6Ihp06bh3r17WepjY2O1X4SL8VkwODhYZ/vbb78FAO37vOzGj4SEBISEhBTqvC9evNDZtrS0hLe3t3Zsy+s4SyQ2XolOpdbevXuzXRipefPmqFKlCm7fvo0vvvgCAQEB6N69OwBgw4YNqFevHsaPH48///xTZz9bW1u0bNkSI0eORExMDFatWgVvb2+MGTMGAGBkZISlS5di5MiR8Pf3x+DBgxETE4PVq1fDw8MDU6ZMyfdz8Pf3x9ixY7FkyRJcuXIFHTt2hJGREe7fv4+tW7di9erV6NevX76OWa9ePRgYGGDp0qVISEiAiYkJ2rVrl+3clu+//z527NiB3r17o1u3boiIiMDatWvh4+OjnRuuIC5duoRNmzZBo9Hg1atXOH/+PLZv3w6JRIJff/1Ve0Vjdo4cOYIJEyagf//+qFatGlQqFX799VcYGBigb9++2nYNGzbEoUOHsGLFCjg5OcHT01NnQZX88PX1RadOnTBx4kSYmJhoP2QGBQVp2wwaNAgzZ85E7969MXHiRKSkpGDNmjWoVq1aloXn8hqbnZ0dZs2ahaCgIHTu3Bk9evTA3bt38f3336Nx48Z5ukqRiMo3joXZ41iYf+VhLOzZsyd+/fVX3Lt3D9WqVctSv2LFCpibm+uUSaVSzJ49G19//TW6dOkCPz8/fPjhh0hNTcW3334La2trzJ8/X9t+/vz5OHDgAFq0aIGPP/4YarUa3333HXx9fXHlypVc48vL6+7t7Y3PP/8cCxcuRKtWrdCnTx+YmJjg/PnzcHJywpIlS9C8eXPY2NhgxIgRmDhxovZ3Li+3uOf37/HgwYNwc3ND/fr133lsIiJ98PLywubNmzFw4EDUrFkTw4cPh6+vL5RKJU6fPo2tW7ciICBAZ5+nT59i06ZNADKuPr916xa2bt2K6OhoTJs2DWPHjtVLbDY2Nti5cye6du2KevXqYejQodpFuy9duoTff/9de/W8GJ8FIyIi0KNHD3Tu3BmhoaHYtGkThgwZgrp16wIAOnbsCGNjY3Tv3h1jx45FUlISfvrpJ9jb2yMqKqrA5/Xx8UGbNm3QsGFD2Nra4sKFC9i2bRsmTJigbZPXcZZIVAJRKRMSEiIAyPEnJCREUKlUQuPGjQUXFxfh1atXOvuvXr1aACBs2bJFEARBOHr0qABA+P3334VZs2YJ9vb2gpmZmdCtWzchMjIyy/m3bNki1K9fXzAxMRFsbW2FDz74QHjy5IlOmxEjRggWFhZZ9p03b56Q3Z/djz/+KDRs2FAwMzMTrKyshNq1awszZswQnj17pm3j7u4udOvWLcu+/v7+gr+/v07ZTz/9JFSpUkUwMDAQAAhHjx7Ntq1GoxEWL14suLu7CyYmJkL9+vWFv//+WxgxYoTg7u6uc0wAwrx587Kc/00RERE6r4WhoaFga2srNG3aVJg1a1a2/ZnZ/5kxhoeHC6NGjRK8vLwEU1NTwdbWVmjbtq1w6NAhnf3u3LkjtG7dWjAzMxMACCNGjBAE4b8+jouLy3Ku7PofgBAYGChs2rRJqFq1qrYfMuN504EDBwRfX1/B2NhYqF69urBp06Zsj5lTbJm/uxERETrtv/vuO6FGjRqCkZGRULlyZeHjjz8WXr58qdPG399fqFWrVpaYsnutiKjs41ioi2Mhx8K8jIUKhUKoVKmSsHDhwmz7JLsfAwMDbbtDhw4JLVq0EMzMzASZTCZ0795duHXrVpbzHD58WKhfv75gbGwseHl5CevWrROmTZsmmJqa5hpfXl93QRCE9evXa/8GbWxsBH9/f+HgwYPa+lOnTgnNmjUTzMzMBCcnJ2HGjBnC/v37dX7Pcuu7vPw9qtVqwdHRUZgzZ06uz4uIqCjcu3dPGDNmjODh4SEYGxsLVlZWQosWLYRvv/1WSEtL07Zzd3fX/p8ukUgEmUwm1KpVSxgzZoxw9uzZbI+dOS4W1LNnz4QpU6YI1apVE0xNTQVzc3OhYcOGwqJFi4SEhASdtoUZ/3J6X/R2/Jnj3K1bt4R+/foJVlZWgo2NjTBhwgQhNTVVZ9/du3cLderUEUxNTQUPDw9h6dKlwvr167OM3TmdO7Muc9wXBEH48ssvhSZNmggVKlQQzMzMhBo1agiLFi0SlEqlzn55GWdzeo+T0/sLIn2SCAJn3afy7dixY2jbti22bt2a7yvdiIiIygKOhVReLFy4ECEhIbh//36eFr7Vl169euHmzZvZzj1fWu3atQtDhgxBWFgYHB0dxQ6HiIhyMH/+fAQFBSEuLo4LQRMVAudEJyIiIiKicmHKlClISkrCH3/8UWTnSE1N1dm+f/8+/vnnH7Rp06bIzimGpUuXYsKECUygExERUbnAOdGJiIiIiKhcsLS0RGxsbJGeo0qVKggICECVKlUQGRmJNWvWwNjYGDNmzCjS8xa3olh8l4iIiKikYhKdiIiIiIhITzp37ozff/8d0dHRMDExgZ+fHxYvXoyqVauKHRoRERERFRDnRCciIiIiIiIiIiIiygHnRCciIiIiIiIiIiIiygGT6EREREREREREREREOSh3c6JrNBo8e/YMVlZWkEgkYodDRETlnCAISExMhJOTE6RSfredFxzLiYiopOA4XjAcy4mIqKTI61he7pLoz549g6urq9hhEBER6Xj8+DFcXFzEDqNU4FhOREQlDcfx/OFYTkREJc27xvJyl0S3srICkNExMpmsUMfSaDSIi4uDnZ0drzooJPalfrAf9YP9qB/sx7yRy+VwdXXVjk/0bhzLSx72o/6wL/WD/agf7Md34zheMBzLSx72o36wH/WD/ag/7Mt3y+tYXu6S6Jm3islkMr0M1mlpaZDJZPxFLCT2pX6wH/WD/agf7Mf84a3MecexvORhP+oP+1I/2I/6wX7MO47j+cOxvORhP+oH+1E/2I/6w77Mu3eN5ew9IiIiKhWCg4Ph4+ODxo0bix0KERERERERlSNMohMREVGpEBgYiFu3buH8+fNih0JERERERETlCJPoREREREREREREREQ5KHdzohMRiU2tViM9PV3sMIqcRqNBeno60tLSyvXca0ZGRjAwMBA7DCIiIiIiIiIqICbRiYiKiSAIiI6OxqtXr8QOpVgIggCNRoPExMRyv9hWhQoV4ODgUO77gYiIiIiIiKg0YhKdiKiYZCbQ7e3tYW5uXuYTqoIgQKVSwdDQsMw/15wIgoCUlBTExsYCABwdHUWOiIiIiIiIiIjyi0l0IqJioFartQn0ihUrih1OsWASPYOZmRkAIDY2Fvb29pzahYiIiIiIiKiUKb+T1BIRFaPMOdDNzc1FjoTEkPm6l4e58ImIiKh0OXHiBLp37w4nJydIJBLs2rXrnfscO3YMDRo0gImJCby9vbFhw4Yij5OIiEhMTKITERWj8nxFdnnG152IiIhKquTkZNStWxfBwcF5ah8REYFu3bqhbdu2uHLlCiZPnozRo0dj//79RRwpERGReDidCxEREREREVE51aVLF3Tp0iXP7deuXQtPT08sX74cAFCzZk2cPHkSK1euRKdOnYoqTCKiMiUtXY0khQoAIAgZZQK0D7QyH77dRsi2TdY6jUaDFwkKpBmmQCqRZtn/jab/7f/WOd9s9fZ+WWJ/syynmAUh40ejgSA1ACSS//ZXKCFJV2bUCQIkGgGCRq1tD0GAoNFAMDKG2sYW1SpbwsrUCMWBSfSCSkwENmyA7Nw5wNcXmDlT7IiIqBSKi4uDXC4vtvPJZDLY2dkV2/mKmkQiwc6dO9GrVy+xQ6FSLCEhAUlJSTneMVDW/m6IiIgKIzQ0FO3bt9cp69SpEyZPnpzjPgqFAgqFQrud+f5Xo9FAo9EUKh7N60RLYY9T3rEf9YP9qB/v6kdBEKBUa5CuFqBUaTJ+1Bqkv/5XqdJAodIgXf3ftlL1ur1ag/Q0BTTJKVArFFCnKaBRKCGkpUGjUECTpoRGqYAkTQm5uRUeu1aFIGSkeDWCgDqXTsAsNRkStQpStRpStQoStfr1YzWkmozySz5N8cC1BgQI0AiALOE5Bu7/FVCpoFQooVGqIBXUkAoCJBAy/n39M6/DOLywqKB9vu0enMOQK3uztAUAqaDRlkVZVcLU96fp9NWcwz+h0dNbSBAy277+N/N8r/f9y8cf3zUfpLPvsR/GwFCjgkTQPY8E/8UqFQRM7PEp/vVsoN2v2aNrCNka9LqdRhuvVBAg1UnbA97Td0Fl8F96+rOj6zHu3I53/o6cdquDIYMX448xTdHE0/ad7XOT179XJtELQTpxIswBCM2aMYlORPkWFxeHoSNHIz4xpdjOaWtljk0h6/KVEIyLi8PcuXOxZ88exMTEwMbGBnXr1sXcuXPRokWLIoyWqOg9f/4cy1d/iyu37mmvvHhbQf5uiIiIyqro6GhUrlxZp6xy5cqQy+VITU3VLqr+piVLliAoKChLeVxcHNLS0goVj0ajQUJCAgRBgFTKGWsLiv2oH+zH/wiCgPgUFV4kpyMhTYVXqSrEJCpxMzoZqekaqDQCNCo1LOQvYaRIhaFSAUNFGgwVChgp0mCgSIVJuhJGyjSYKBXYV6MloixsoRYEpKsF1Ht2Fx+e3wVTlRKm6QqYqJUwVqtgpFbBQq1CBU06jFUqqAwM4D92nU5si/d9iyFX3z0F1f6qzfBznzk6ZUEb/wfXhJh37ntDYYTLcNBue8bHovu/704OA8DSNgF48ca2S0IM2oedf+d+ETaOWco8Xz5Dvaj779zXLvllljJneSyMNOp37mus1l37SyIIMFMpcmitS/JWUh15nAo1c79Xr14iNlaVp31ykpiYmKd2TKIXlJUVBE9PSCIigBs3Mm4pKOf/QRJR/sjlcsQnpsDOry8sbCu/e4dCSo6PQVzodsjl8nwlA/v27QulUolffvkFVapUQUxMDA4fPowXL168e2eiEk4ulyMpVQG7Zn1gns3fYUH/boiIiOg/s2bNwtSpU7Xbcrkcrq6usLOzg0wmK9SxNRoNJBIJ7Ozsyn3SsjDYj/pR1vpRoxGgUGmQmq5GaroaaUo1UlPSkAop0tLVSE3XIFWphs3xQzB5HIn05/FIfR6P9FcJEOSJMFWkwkKZCjdlKnyUqdhctxOONumtPb6ZMg23V/bLUyyXbNwR4VZBu22X/BLd7/z7zv0UBllTn+nZlGXHIJsEsiqPr+ub+0okgGBgkKf9AKC1ly3i3viysmZU3v6ftDSS4v3arxPpr3PR9gdNoZFIIEikgAQQJFIIr7cF7bYUbo626F3fCZLXO0okQJKNHQzUqtftsz8GJEDTWi6oVNtFe2evi00Cok5XhSDNaIe3zgftvhIMaewGjbHR65AlcEisjbC0pxAggSDNbPv68esyQQKku1XFqBYeqO7mAPuKFnnu2+yYmprmqR2T6IXh6wtERECSlARERgKenmJHRESlkIVtZcjsXYrlXHH5bP/q1Sv8+++/OHbsGPz9/QEA7u7uaNKkibbNihUrEBISgvDwcNja2qJ79+5YtmwZLCwyBrINGzZgypQp2LRpE6ZNm4bHjx+ja9eu2LhxI7Zu3Yp58+YhISEBw4YNw8qVK2Hw+s2Fh4cHPvzwQ9y6dQu7d+9GhQoVMHv2bAQGBuYY7+PHjzFt2jQcOHAAUqkUrVq1wurVq+Hh4QEAOHbsGGbMmIGbN2/CyMgItWrVwubNm+Hu7p7PnqGyxsK2Mqxy+DvM798NERFRWebg4ICYGN2rMGNiYiCTybK9Ch0ATExMYGJikqVcKpXqJdEokUj0dqzyjP2oHyWxHzUaAanpaqQo1UhVqpGSrsLD5ymITkjFi2QlnicpYXbzGpyvnYPhy3iYyV/BPCURFqlJsE5LgiwtGdaKJNinJeOunTsGjlilc/w/Ni9Hs8c33hmHQ5LuhVhpRsZ5fg6eFlK8qmwFA6kExoZSuKdUzLadytAIakMjqI2NoTE0gtrYBDM6VYOxoQFMDKUwMpCiBpohzjgRgrExJCbGgLEJJCbGkLz+V2pqAqmJCRrWrImzQ96DBK9fVwlg6vUlUpISITE0gsTIEDA0hMTIEBJDI+1jqaEh5vn6IsjT478pIxUK4MO6gKHhfz9S6X8/Eon230WOjoDRG/N8968FLJ+R0eaNdm//ayeV4ru3/q/VDDqG2NhY2Nvb5/o72fb1j44BUXl6bT7KUlIHmDkkT/tmuUeply+Aee/cryaA1nk6w7vl9W+VSfTCqF0b+L//y3h87RqT6ERU5lhaWsLS0hK7du1Cs2bNcvzw880338DT0xPh4eEYP348ZsyYgeDgYG2blJQUfPPNN/jjjz+QmJiIPn36oHfv3qhQoQL++ecfhIeHo2/fvmjRogUGDhyo3e/rr7/G7NmzERQUhP3792PSpEmoVq0aOnTokCWO9PR0dOrUCX5+fvj3339haGiIL7/8Ep07d8a1a9cglUrRq1cvjBkzBr///juUSiXOnTuX4zzYVPIEBwcjODgYavW7bykkIiKiouHn54d//vlHp+zgwYPw8/MTKSKi8kejEZCsVCExTaVNjD9PViAiNgmJT2OgfPwYwrMoqJ4+g+nzGNjI42GfFA/7pJewT46Hc0oCho35EXGWNtpjfnjuKD48+vM7zy1LS85SJje1zHUfQSJBurkFWtdwQKvJreAoM4OhgQQGUgmEsH6AkSEk5uaAuTlgZgbBzAxJGg0s7OwgtbAAzMzwVZs2gJPTfwdNqQ9M6andB6amgJERDCWSLMnO8W8H1GQOgDlvl+bNmFEF28/EBGjUqGD7mpll/JComEQvBMHXF9rUy/XrQM+eYoZDRKR3hoaG2LBhA8aMGYO1a9eiQYMG8Pf3x6BBg1CnTh0A0FlEysPDA19++SXGjRunk0RPT0/HmjVr4OXlBQDo168ffv31V8TExMDS0hI+Pj5o27Ytjh49qpNEb9GiBT777DMAQLVq1XDq1CmsXLky2yT6li1boNFosG7dOm1iPCQkBBUqVMCxY8fQqFEjJCQk4P3339fGUbNmTf12GBWpwMBABAYGQi6Xw9raWuxwiIiIyoSkpCQ8ePBAux0REYErV67A1tYWbm5umDVrFp4+fYqNGzcCAMaNG4fvvvsOM2bMwKhRo3DkyBH8+eef2LNnj1hPgahMUqk1uBUlR3RCGi5EvsSFh/FIeP4KljFPYRMXBSd5HK44VsetylW0+1R58QRH1o3L0/FtUxN0kugvzXOeMiTFzAJp5lZItZQh1d4JY1p5wszIAKbGBjAzMoCR8wRcejUIhpVsYe9ij0qOlWBoLQOsrAArK0jMzWEskaB6dgfftjVLkaDRIDk2Fhb29jlPnWxuzotZqVgxiV4YrxNIADKS6EREZVDfvn3RrVs3/Pvvvzhz5gz27t2LZcuWYd26dQgICMChQ4ewZMkS3LlzB3K5HCqVCmlpaUhJSYGxccbteebm5trENZCx+JSHhwcsLS11ymJjY3XO/fYVTX5+fli1alW2cV69ehUPHjyAlZWVTnlaWhrCwsLQsWNHBAQEoFOnTujQoQPat2+PAQMGwNEx6+IrREREROXFhQsX0LbtfzfxZ85dPmLECGzYsAFRUVF49OiRtt7T0xN79uzBlClTsHr1ari4uGDdunXo1KlTscdOVBakpasRHpeMR/EpeByfgjvRiYjbewiuz8Lh8fIZXBJi0T0hBuPkcbBNlevsu6z1cJ0keqyl7TvPl2JuhaQKFTGkngOsWtRFRUsTVLQwRuXnXlANqA/DyvZAxYqAjU3Gj0wGc0NDmL/e3xnA528ftAWT2VT2MYleGFWrQjAxgUShyJjOhYiojDI1NUWHDh3QoUMHfPHFFxg9ejTmzZuHNm3a4P3338fHH3+MRYsWwdbWFidPnsSHH34IpVKpTaIbvTmfGzLmk8uuTKPRFDjGpKQkNGzYEL/99luWuswFIUNCQjBx4kTs27cPW7ZswZw5c3Dw4EE0a9aswOelsi9dqURkZGS2dTKZjAuOEhFRqdamTRsIgpBj/YYNG7Ld5/Lly0UYFVHZo1Cpcf1JAsLjkvH4SRxSr92A4e1bkCckY3Pdzjptdxz4CQ2e3X3nMf0MEhHdwBnmxgawMDaEt50FXlzvAkP7SjBxcYKJqzMkTk6Ao2PGj4MDzM3MYA5gxNsHc7YG6tbQ2/MlKmuYRC8MQ0OoqlaF0Y0bwP37QFpaxhxMRERlnI+PD3bt2oWLFy9Co9Fg+fLl2sU4/vzzT72d58yZM1m2c5qCpUGDBtiyZQvs7e0hk+V8K2L9+vVRv359zJo1C35+fti8eTOT6JQjRVICHkaEY/Ls+dmuCWBrZY5NIeuYSCciIiIiHUkKFcKexONJ6EUknLsM5dXrcH4WjqbPH6HfqxhIkfHl1VMruyxJ9AgbJ50kukYqhcLeAcZenjDw8ADc3QF3d7Rq2BCtGtbTPfEh3TULiEg/mEQvJFXNmhlJdLUauH0bqF9f7JCIiPTmxYsX6N+/P0aNGoU6derAysoKFy5cwLJly9CzZ094e3sjPT0d3377Lbp3745Tp05h7dq1ejv/qVOnsGzZMvTq1QsHDx7E1q1bc5xv84MPPsDXX3+Nnj17YsGCBXBxcUFkZCR27NiBGTNmID09HT/++CN69OgBJycn3L17F/fv38fw4cP1Fi+VPemKVGgkhqjUrA8qOrnr1CXHxyAudDvkcjmT6ERERETllEYj4Ha0HJciX+Lpq1Rcefgcka9uosGZg1ixZznqqlW57u+cGIeBtSrC2aki3Cuaw9XWHL5tDIHIgUDVqkCVKpA6O8PsrTt5iah4MYleSOk1a0K7Pu7160yiE1G+JcfHlNjzWFpaomnTpli5ciXCwsKQnp4OV1dXjBkzBrNnz4aZmRlWrFiBpUuXYtasWWjdujWWLFmit8T0tGnTcOHCBQQFBUEmk2HFihU5zrdpbm6OEydOYObMmejTpw8SExPh7OyM9957DzKZDKmpqbhz5w5++eUXvHjxAo6OjggMDMTYsWP1EiuVbeY2dpDZu2QpjxMhFiIiIiIS15P4ZJzcfw4pR09Adukcaj6+g7/fG4OzbrW1bZ5a28MkmwR6upk5Ur2rQVq7Nszr14HU1xdL2zUAXk+FCQBw4xoDRCUNk+iFpKrxxnxRnBediPJBJpPB1soccaHbiy0RZ2tlnutUJ28zMTHBkiVLsGTJkhzbTJkyBVOmTNEpGzZsGARBgEqlQkBAAEaOHKlTP3/+fMyfP1+nLLv5NmUyWa7Tw7w9f6eDgwN++eWXbNvKZDLs3Lkzx2MRERERERG9SaFS48S95zh18xmMrl+Bw42LcL51GQ2f3MKg5Fc6betG3dMm0WWmhjBvWB/Rx7yQVN0Hpg0bwK5pfZjUrwsjNzcYvZ4Kk4hKDybRCyne2RmZax+nnD2LqLAwnXouOEZEObGzs8OmkHWQy+Xvbqwn/D+JiIiIiIgoZ4Ig4EFsEv6+FoVfQh9i7p9fYebd0zBTKXLcRyORoru9FE2GN4QV0tCouisMDAyASQ+KMXIiKkpMohfC8+fPsez3LVhmaIQKqnQknzuHQaPG6bThgmNElBs7Ozv+/0BERERERCSyO6HXELr9EIIr1MHzJN2E+dsJ9GRTC4R51YbsPX+4de8AabOmqG1piVoaDWJjYyGRSIozdCIqBkyiF4JcLkdSmhKPnDxR4dE92CmVqN1mKBItMqZK4IJjREQF9/DhQ7FDICIiIiKiMighNR0PohLw8ui/MPhnD9xOHUGNmAh4S6RYPukPwMRc2zalVRukvbgLoXVrGLduCYNWrWBRqxbqGBiI+AyIqLgxia4HT128UefRPQBAjbQU3PX00dZxwTEiIiIiIiIiIvH9cyEC/373GxpcPI624efRMCVBp95Q0KDJ4xu4UrclxvlXQdvq9qhaqTPw/RcAry4nKteYRNeDSEd37WOXJ2G4W7ORiNEQEREREREREZFaI2D7pSe4eCcKbVbOQcsbp9BVmZKlnQYS3HX3QXKHTpgzui88m9TmlCxEpINJdD145PBmEp2LRhARERERERERieVudCJuRSXgy79v40WyEgAw6tFdyN5IoCtMzBDdtBWUXbqhQv+eqOnlntPhiIiYRNeHx5VdtY+ZRCciIio/0pVKREZG5lgvk8m4LgoRERFRMXiRpMC+v88gYc1PcI95iCm9ZunU76nZCs7nd+Fes3bwmTQapp07wt3UVKRoiai0YRJdDxQmZoi1c4Z93FM4PQ2HRKOBIJWKHRYREREVIUVSAh5GhGPy7PkwMTHJto2tlTk2haxjIp2IiIhIz9QaARtDH+L4tSfwPrkfbU/9Hz6IvKatXxUXift27rAyNcSoFp4Y9+l3MLP8GQ1yeN9GRJQbJtH15ImrN+zjnsJUkYpKz58hzt5F7JCIiIioCKUrUqGRGKJSsz6o6JT19t/k+BjEhW6HXC5nEp2IiIhIDxJS0rHpbCSuPH6F62duYsiVvfj66n7YpbzSaaeRSDBGGgXb4X3h51URFiZMfxFR4fB/ET154uKNBpeOAwBcHt9nEp2IyoVjx46hbdu2ePnyJSpUqCB2OHkmkUiwc+dO9OrVSy/H8/DwwOTJkzF58mS9HI9KF3MbO8hyGPfjijkWIiIiorLqfkwiRm44D6dr5zH84t9Yc+80DAWNTpt4JzckDBwKjynjMMDVNYcjERHlH5PoevLUxUv72OVJGC43bCtiNEREhfeu1ejnzZuHNm3aFE8wBTR//nzs2rULV65c0SmPioqCjY2NOEEREREREVGeHb8Xhy3nH2HfjWhoBOB//25Cs8c3tPUaAwNI+vaFJDAQtq1awfYdn2OIiAqCSXQ9eexSVfuYi4sSUVkQFRWlfbxlyxbMnTsXd+/e1ZZZWlriwoULYoQGpVIJY2PjAu/v4OCgx2iIiIiIiEjfNBoB3+2/iRXHHgJvJMb3dAtAs7XTIdjbQzJ2LKRjxwLOzuIFSkTlAle/1JPYyi5QGGes6uz66J7I0RARFZ6Dg4P2x9raGhKJRKfM0tJS2/bixYto1KgRzM3N0bx5c51kOwD89ddfaNCgAUxNTVGlShUEBQVBpVJp6x89eoSePXvC0tISMpkMAwYMQExMjLZ+/vz5qFevHtatWwdPT0+Ymmb8f/vq1SuMHj0adnZ2kMlkaNeuHa5evQoA2LBhA4KCgnD16lVIJBJIJBJs2LABQMZV9rt27dIe/8mTJxg8eDBsbW1hYWGBRo0a4ezZswCAsLAw9OzZE5UrV4alpSUaN26MQ4cO6bWvKW+Cg4Ph4+ODxo0bix0KERERERWhS/djsLD7RPQf0AatIy4BAKzNjDCgkQumfD0B2LkTkkePgAULmEAnomLBK9H1RJAa4ImrN7zCbqBy7BOYpSRBLnZQRETF5PPPP8fy5cthZ2eHcePGYdSoUTh58iQA4N9//8Xw4cPxzTffoFWrVggLC8NHH30EIGNKGI1Go02gHz9+HCqVCoGBgRg4cCCOHTumPceDBw+wfft27NixAwYGBgCA/v37w8zMDHv37oW1tTV++OEHvPfee7h37x4GDhyIGzduYN++fdqkt7W1dZbYk5KS4O/vD2dnZ+zevRsODg64dOkSNBqNtr5r165YtGgRTExMsHHjRnTv3h13796Fm5tbUXYrvSUwMBCBgYGQy+XZvpZEREREVLrJk9Owa+pStNmyBvMSMi6q+fjsNtQfMwgT36sKA+nrK9L1tLYREVFeiZpEX7NmDdasWYOHDx8CAGrVqoW5c+eiS5cuOe6zdetWfPHFF3j48CGqVq2KpUuXomvXrsUUce4euVWHV1jGvFyuj+8hxsZe5IiIqERr1AiIji7+8zo4AHqehmXRokXw9/cHAHz22Wfo1q0b0tLSYGhoiAULFuCzzz7DiBEjAABVqlTBwoULMWPGDMybNw+HDx/G9evXERERAdfXi/9s3LgRtWrVwvnz57VXHSuVSmzcuBF2dnYAgJMnT+LcuXOIjY2FiYkJAOB///sfdu3ahW3btuGjjz6CpaUlDA0Nc52+ZfPmzYiLi8P58+dha2sLAPD29tbW161bF3Xr1tVuL1y4EDt37sTu3bsxYcIEfXUhEREREVG5FR6biD9mrsSA3T9hePwTnTonF3tMaekKSDnXORGJR9QkuouLC7766itUrVoVgiDgl19+Qc+ePXH58mXUqlUrS/vTp09j8ODBWLJkCd5//31s3rwZvXr1wqVLl+Dr6yvCM9D1yL269rFb5D1cYBKdiHITHQ08fSp2FHpRp04d7WNHR0cAQGxsLJycnHD16lWcOnUKixYt0rZRq9VIS0tDSkoKbt++DVdXV20CHQB8fHxQoUIF3L59W5tEd3d31ybQAeDq1atISkpCxYoVdWJJTU1FWFhYnmO/cuUK6tevr02gvy0pKQnz58/Hnj17EBUVBZVKhdTUVDx69CjP5yAiIiIiouzd+7/DSA38BLMf39Ypv1W7GdyCV8C9lZ9IkRER/UfUJHr37t11thctWoQ1a9bgzJkz2SbRV69ejc6dO+PTTz8FkHE14MGDB/Hdd99h7dq1xRJzbiLdqmkfuz26C9RrKWI0RFTiibW4ZRGc18jISPtY8nrRnzenQwkKCkKfPn2y7Jc5t3leWFhY6GwnJSXB0dFRZ8qXTBUqVMjzcc3MzHKtnz59Og4ePIj//e9/8Pb2hpmZGfr16welUpnnc1D5la5UIjIyMsd6mUym8+UQERERUXkREx2PsL7D0Pz0PzrlV9x9kTQ3CC1HZf38QEQklhIzJ7parcbWrVuRnJwMP7/sv2UMDQ3F1KlTdco6deqkszicmJ66eEEtNYCBRp2RRCciyo2ep1QpqRo0aIC7d+/qTJHyppo1a+Lx48d4/Pix9mr0W7du4dWrV/Dx8cn1uNHR0TA0NISHh0e2bYyNjaFWq3ONr06dOli3bh3i4+OzvRr91KlTCAgIQO/evQFkJO8zpyEjyo0iKQEPI8IxefZ87ZRDb7O1MsemkHVMpBMREVG5odYIWH8yAl/vv4NfH/13scHjym6o8P03qNe7ByDh1C1EVLKInkS/fv06/Pz8kJaWBktLS+zcuTPHpEl0dDQqV66sU1a5cmVE5zKnsEKhgEKh0G7L5RnLfWo0Gu1VkgUlCAIkEgkkACQQoDYyRpSTJ1yePIDjswgYqdIhkUggCEKhz1XWaTQa9pMesB/1oyj6MfOYmT+lTWbMb8f+Znl2bQRBwBdffIHu3bvD1dUV/fr1g1QqxdWrV3Hjxg18+eWXeO+991C7dm188MEHWLlypXZhUX9/fzRs2DDHY7/33nvw8/NDr169sHTpUlSrVg3Pnj3Dnj170Lt3bzRq1Aju7u6IiIjA5cuX4eLiAisrK20yM/O4gwYNwuLFi9GrVy8sXrwYjo6OuHz5MpycnODn54eqVatix44deP/99yGRSDB37lyd1/PN55rTa5tZl93Yw7/XsitdkQqNxBCVmvVBRSf3LPXJ8TGIC90OuVzOJDoRERGVC89epaL5V0e02wveG4Nf/5yLYwPHoeO382FpmftdokREYhE9iV69enVcuXIFCQkJ2LZtG0aMGIHjx4/nevVhfixZsgRBQUFZyuPi4pCWllaoYyclJcGxsh3UFoCZUUaiPtbDCy5PHsBQrUaDhEeApzsSExMRGxtbqHOVdRqNBgkJCRAEAVKpVOxwSi32o34URT+mp6dDo9FApVJBpVLp5ZjFKTPR+3bsmVd5v/m8Mv9NT0+HWq1Gu3btsGvXLixatAjLli2DkZERqlevjlGjRmnbbtu2DZMnT4a/vz+kUik6duyIVatWaeszk9Zvn/+vv/7C3LlzMWrUKMTFxcHBwQEtW7ZExYoVoVKp0LNnT2zfvh3t2rXDq1evsG7dOgwfPlwbu0qlglQqxZ49ezBjxgx069YNKpUKNWvWxDfffAOVSoWlS5fio48+QosWLVCpUiVMnz5d+/vxZjyZr292VCoVNBoNXrx4oTP1DQAkJibm/wWhUsXcxg4ye5ds6+KKORYiIiIiMTx/FI0HI8fjf47NAJf/pu+19GuC9KUP0aeyjYjRERG9m+hJdGNjY+0t/g0bNsT58+exevVq/PDDD1naOjg4ICYmRqcsJiYGDrnM7ztr1iydKWDkcjlcXV1hZ2cHmUxWqNgTExMRFRMHlQ1gZZFxZeN9l5pogP0AAMuwcDx4HgkrKyvY23OR0dxoNBpIJBLY2dkx+VsI7Ef9KIp+TEtLQ2JiIgwNDWFoKPp/vfk2atQojBo1Kkv5e++9l+VK6kaNGmnL0tPTYWRkhK5du6Jr1645Hr9KlSrYvXt3jvULFizAggULspTb2Njg22+/xbfffpvtfoaGhti+fXuW8rdj9vLyyrYdAHh7e+PIkSM6ZZ988onOdkRERI6xZ8YhlUpRsWLFLPPA52deeCIiIiKi0iRVqcbhhd+h6Yr5aJbyCksqXkC3gG+gNDTCp52q42N/L0ilnLqFiEq+EpfJ0Wg0OtOvvMnPzw+HDx/G5MmTtWUHDx7McQ51ADAxMcl2HlKpVFro5FjmVC0CAAEZ/+lHulfX1ns8i4BglDHlCxOa75bZT+yrwmE/6oe++1EqlWZM//T6pzzInPIKQLl5zjnJfN2z+53i3yoRERERlUWaF/G41GUQ3j9/UFvmkPgcjRMfY/KsD9DYI+t6REREJZWoSfRZs2ahS5cucHNzQ2JiIjZv3oxjx45h//6MK7mHDx8OZ2dnLFmyBAAwadIk+Pv7Y/ny5ejWrRv++OMPXLhwAT/++KOYT0PHI7dq2seeTyMAD1cRoyEiIiIiIiIiKj4qtQYPftsJu0kfo8Wr/yavu9WkHdJXr8ZvzXxFjI6IqGBETaLHxsZi+PDhiIqKgrW1NerUqYP9+/ejQ4cOAIBHjx7pXKHXvHlzbN68GXPmzMHs2bNRtWpV7Nq1C76+Jec/4FRzK8TZOcEu7hncox5C6p79HKhERERE6UolIiMjs62TyWRccJSIiIhKlQeRcbjxwVj0OrVTW5ZgYoFLny1C2/mTRIyMiKhwRE2i//zzz7nWHzt2LEtZ//790b9//yKKSD8euVWHXdwzmKYr4JqaInY4REREVAIpkhLwMCIck2fPz3bqOVsrc2wKWcdEOhEREZUKh3afhNNHI9ArJlxb9m+VBoheGYz+PZqJGBkRUeGVuDnRy4JHbtXQ8OJRAED1pESRoyEiIqKSKF2RCo3EEJWa9UFFJ3eduuT4GMSFbodcLmcSnYiIiEq0JIUKozach+rkGWyJy7jDLs3IBDcmfQ7vz6ehVQVzkSMkIio8JtGLwKM3FhdlEp2I3qTRaMQOgUTA151yY25jB5l91unfnuUy1QvA6V6IiIhIfBqNgMl/XMa5iHjAuSa+8g/A4Gv7YbvnLzRq2kDs8IiI9IZJ9CLwyI1JdCLSZWxsDKlUimfPnsHOzg7GxsaQSCRih1WkBEGASqWCoaFhmX+uOREEAUqlEnFxcZBKpTA2NhY7JCol3jXVC8DpXoiIiEhk8fFYfCoKh27HaotsPp8Bt8arYCyzFDEwIiL9YxK9CLyqUAkJMltYy+NRPSkRLwRB7JCISGRSqRSenp6IiorCs2fPxA6nWAiCAI1GA6lUWm6T6JnMzc3h5uams1g2UW5ym+oF4HQvREREJC75qbNQ9+gJY99OgN8AAEBIQGO0rWEvcmREREWDSfSiIJHgkVs11L5xBhVU6XgVFQV4e4sdFRGJzNjYGG5ublCpVFCr1WKHU+Q0Gg1evHiBihUrluvksYGBQbm+Gp8KJ6epXgBO90JERETikG/8DcajP4RpugIzTmzEHTsPeAYMZAKdiMo0JtGLyCO36qh94wwAwOTWLaBVK5EjIqKSQCKRwMjICEZGRmKHUuQ0Gg2MjIxgamparpPoREWB070QERFRsRME/Dt0Alpt/l5bdMm5BtoM6YKhXWuKGBgRUdFjEr2IPHKvpn1scuuWiJEQERFRWcPpXoiIiKg4qRRKnOnYH61O7NaWbfN9D25/bsTwmk4iRkZEVDyYRC8ij9xraB+bXL8uYiRERERUVuU23UtcMcdCREREZdOFm4+R3n8AWt7OuNteAwmWtRuJnr+uQE0na5GjIyIqHry/vojE2rsgySxjNWqT69cBLi5KRERERERERKXIn3svwbBDe/i9TqArDAyxecpXmLzvRybQiahcYRK9qEgkCHPxAgAYPn8OPHkickBERERERERERO925fErtFx6BM4fj0S9qHsAALmxOS798AeGrpgBUyMDkSMkIipeTKIXoTAX7/82zp8XLxAiIiIiIiIiondIVqgQEHIOvYJP4cnLVMxrPw7Pza3xysYOCfsPw+/DvmKHSEQkCibRi9ADVybRiYiIiIiIiKjkexifhve/O4Vjd/9bWSWysjvO/LAFFS6dg2ubZiJGR0QkLi4sWoTevBI95cQJRIWFZWkjk8lgZ2dXnGEREREREREREWk9T1Jg+l8PoH78BAaWtlBLDdDcqyKChzSAjYWx2OEREYmOSfQiFGVgiCipFI4aDdRnz2HwyLEQJBKdNrZW5tgUso6JdCIiIiIiIiIqdqcfPMe4TRdRIeoxtm2eiSve9eHy15/wdbMVOzQiohKDSfQilK5IxSUjE3RTpMJKrUKzpr0RZeekrU+Oj0Fc6HbI5XIm0YmIiIiIiIioWP17Pw7Dfj4HB/lzbP7jczgkxaPzlcPAhu+AuXPFDo+IqMTgnOhF7JKRifaxrzweMnsX7Y+FbWURIyMiIhLP33//jerVq6Nq1apYt26d2OEQERGVa8HBwfDw8ICpqSmaNm2Kc+fO5dp+1apVqF69OszMzODq6oopU6YgLS2tmKIlfREEAV/+fRsVk1/hty1z4CKPzajw8QHGjxc3OCKiEoZJ9CL2ZhLdM+KWiJEQERGVDCqVClOnTsWRI0dw+fJlfP3113jx4oXYYREREZVLW7ZswdSpUzFv3jxcunQJdevWRadOnRAbG5tt+82bN+Ozzz7DvHnzcPv2bfz888/YsmULZs+eXcyRU2FN23oV0Q+fYdOWOfCKfwIAELy8gEOHgEqVRI6OiKhkYRK9iF02+m8BDg8m0YmIiHDu3DnUqlULzs7OsLS0RJcuXXDgwAGxwyIiIiqXVqxYgTFjxmDkyJHw8fHB2rVrYW5ujvXr12fb/vTp02jRogWGDBkCDw8PdOzYEYMHD37n1etUsny19w72nA3Hz9sXoGbcQwCA2skJwsGDgKOjuMEREZVATKIXsXipAaJs7AEAbo/uQqpWiRwRERFR4Zw4cQLdu3eHk5MTJBIJdu3alaVNbreFP3v2DM7OztptZ2dnPH36tDhCJyIiojcolUpcvHgR7du315ZJpVK0b98eoaGh2e7TvHlzXLx4UTu2h4eH459//kHXrl2LJWYqHLVGwMTfL+PHo/ew6u/laPT0NgBAsLdH/J9/Au7uIkdIRFQycWHRYnDfyROOL2NholTA6Wk4nrhVEzskIiKiAktOTkbdunUxatQo9OnTJ0t95m3ha9euRdOmTbFq1Sp06tQJd+/ehb29vQgRExERUXaeP38OtVqNypV11+uqXLky7ty5k+0+Q4YMwfPnz9GyZUsIggCVSoVx48blOp2LQqGAQqHQbsvlcgCARqOBRqMp1HPQaDQQBKHQxykPohPSMHjdWUS+SMHcIz+jy73TAADB0hLqv/+GysWF/VhI/H3UD/aj/rAv3y2vfcMkejG471QFrW+eBZAxLzqT6EREVJp16dIFXbp0ybH+zdvCAWDt2rXYs2cP1q9fj88++wxOTk46V54/ffoUTZo0yfF4RfnBWxAESCQSSABIIGSplyDjirzs6nOrK2y9Po6tTk/Hw4cPIQhZ62UyGSrpca5TvjnXH/alfrAf9YP9+G7lsW+OHTuGxYsX4/vvv0fTpk3x4MEDTJo0CQsXLsQXX3yR7T5LlixBUFBQlvK4uLhCL0iq0WiQkJAAQRAglfJm+5yoNQIm7byPyBcpsFIkwz/iEgBAMDDAyx9/RJqzMxJevWI/FhJ/H/WD/ag/7Mt3S0xMzFM7JtGLwX3nKtrHHhG38a9/L/GCISIiKkKZt4XPmjVLW/b2beFNmjTBjRs38PTpU1hbW2Pv3r05fugGivaDd1JSEhwr20FtAZgZKbLUG9qYILlWTbjKDFDhrfrc6gpbX9hjmxikINbSDGtDfoWRkVGWekszE0yb9Amsra2zdkoB8M25/rAv9YP9qB/sx3fL6wfvkqpSpUowMDBATEyMTnlMTAwcHByy3eeLL77AsGHDMHr0aABA7dq1kZycjI8++giff/55tr8rs2bNwtSpU7Xbcrkcrq6usLOzg0wmK9Rz0Gg0kEgksLOz4+9pLracf4wLjzN+XxNNLHB/+15U+eJjCCNGoMLAgexHPWE/6gf7UX/Yl+9mamqap3ZMoheDMEcPaCQSSAUBnlxclIiIyrC83BZuaGiI5cuXo23bttBoNJgxYwYqVqyY4zGL8oN3YmIiomLioLIBrCxMstQ/e6nA1Zu3IWuhhtLGJM91ha0v9LFj5bhy8x4a1uqEio66c5smx8fgwZkdMDAw0Nv0Onxzrj/sS/1gP+oH+/Hd8vrBu6QyNjZGw4YNcfjwYfTq1QtAxut++PBhTJgwIdt9UlJSsvw+GBgYAEC2dz8BgImJCUxMso5XUqlUL79bEolEb8cqi+ISFVh9+IF2+9NO1dG5jTdw7Bgkr187gP2oL+xH/WA/6g/7Mnd57Rcm0YtBqokZohw94PwsAs5PH8AwXQGVUdY3EEREROVFjx490KNHjzy1LcoP3hKJBIIgQAAgQJKlXsDr6Qyyqc+trrD1+jq2WQU7WNm7ZKnLnMZGn2+k+eZcf9iX+sF+1A/2Y+7KQr9MnToVI0aMQKNGjdCkSROsWrUKycnJ2mnZhg8fDmdnZyxZsgQA0L17d6xYsQL169fXTufyxRdfoHv37tpkOpUclx+9xKgN56GOfwkjIxO4Vq6Aj1q/vluerxcRUZ4xiV5MHnr6wPlZBAzVarg9uodwr9pih0RERKR3BbktnIpfulKJyMjIHOtlMhns7OyKMSIiIhLLwIEDERcXh7lz5yI6Ohr16tXDvn37tHeVPXr0SOfLgjlz5kAikWDOnDl4+vQp7Ozs0L17dyxatEisp0A5UKjU+PCXC0hMTMWmHV/C1EAC+/27YWRQ+r/8ISIqbkyiF5MITx+0OLUHAOAZfotJdCIiKpMKcls4FS9FUgIeRoRj8uz52V7hDwC2VubYFLKOiXQiohLI398fH374Ifr37w8zMzO9HHPChAk5jtPHjh3T2TY0NMS8efMwb948vZybioYgCBj28znEJysx/8g6NHt8I6Ni+CAgNBSQZL2TjYiIcsYkejEJ9/LVPvYKu47DHQaKGA0REVHBJSUl4cGD/+bVjIiIwJUrV2Braws3N7d33hZeUMHBwQgODoZarS7sUyjX0hWp0EgMUalZH1R0cs9Snxwfg7jQ7ZDL5UyiExGVQPXr18f06dPxySefYMCAAfjwww/RrFkzscOiEiRVqcaM7ddwLiIe/a8dRMClvzMqjI2BlSuZQCciKgDew1NMnrhUhcI442ovrwfXRY6GiIio4C5cuID69eujfv36ADLmUq1fvz7mzp0LIOO28P/973+YO3cu6tWrhytXrujcFl5QgYGBuHXrFs6fP1/o50CAuY0dZPYuWX4sbAv3OhERUdFatWoVnj17hpCQEMTGxqJ169bw8fHB//73vyzTqVH5tPrwffzf1WeoERuBhQfX/FexZg3g5ydeYEREpRiT6MVEbWiIh54+AIBKL6JQ4WWcyBEREREVTJs2bTIW43zrZ8OGDdo2EyZMQGRkJBQKBc6ePYumTZuKFzAREVEZY2hoiD59+uCvv/7CkydPMGTIEHzxxRdwdXVFr169cOTIEbFDJJHciZZj/akIWChSEPzXVzBVKTMqxo0DRo0SNzgiolKMSfRi9MCrjvaxVxivRiciIiIiIqKCO3fuHObNm4fly5fD3t4es2bNQqVKlfD+++9j+vTpYodHxexOtBx9vz8NZboai/cHwyv+aUZF/foZ07gQEVGBMYlejMK8/1tMlFO6EBERERERUX7FxsZi+fLl8PX1RatWrRAXF4fff/8dDx8+RFBQENatW4cDBw5g7dq1YodKxWzlwXtIVqox+Op+9Lx9PKNQJgO2bgVMTcUNjoiolOPCosXozcVFq4RdB9r1FTEaIiIiIiIiKm1cXFzg5eWFUaNGISAgINtFoOvUqYPGjRuLEB2J5XF8Cg7cioH380eYf+iH/yrWrwe8vMQLjIiojGASvRglymwRY++KyrGP4fHwNgxV6WKHREREVGoEBwcjODgYarVa7FCIiIhEc/jwYbRq1SrXNjKZDEePHi2miKgk+OnfcAgC8Exmh/sde8F371ZgwgSgLy/eIyLSB1Gnc1myZAkaN24MKysr2Nvbo1evXrh7926u+2zYsAESiUTnx7QU3ZYU5p1xNbqRKh2eT8NFjoaIiKj0CAwMxK1bt3D+/HmxQyEiIhLNvHnz8OrVqyzlcrkc7dq1K/6ASHSbzz7CxtBIAECqiRlMQn4G9u0Dvv5a5MiIiMoOUZPox48fR2BgIM6cOYODBw8iPT0dHTt2RHJycq77yWQyREVFaX8iIyOLKeLCC/P6b170ao/uiRgJERERERERlTbHjx+HUqnMUp6WloZ///1XhIhITAqVGkv23tZu923ggqqVrYBOnTgPOhGRHok6ncu+fft0tjds2AB7e3tcvHgRrVu3znE/iUQCBweHog6vSDzwrqN9XD3yDmBjIWI0RERERFmlK5W5XqQgk8mynYOXiIiKzrVr1wAAgiDg1q1biI6O1tap1Wrs27cPzs7OYoVHIll/8iGQkACX1EQ8qeCAhT1937kPERHlX4maEz0hIQEAYGtrm2u7pKQkuLu7Q6PRoEGDBli8eDFq1aqVbVuFQgGFQqHdlsvlAACNRgONRlOoeAVByJhSBoAEQpZ6CQCpVKpT/8ylCtJMzWGaloJqkXchsW0IQRAKHUtpp9Fo2A96wH7UD/ajfrAf84b9QyWNIikBDyPCMXn2fJiYmGTbxtbKHJtC1jGRTkRUjOrVq6ed0jS7aVvMzMzw7bffihAZiSVWnobvjtzHgkM/oOO9UMiXroCZkagTDhARlVklJomu0WgwefJktGjRAr6+OX9zWr16daxfvx516tRBQkIC/ve//6F58+a4efMmXFxcsrRfsmQJgoKCspTHxcUhLS2tUDEnJSXBsbId1BaAmZEiS72hjQmSa9WEq8wAFd6of1qlBrxuXUJFeTya2FdEYmIiYmNjCxVLaafRaJCQkABBECCVctAvKPajfrAf9YP9mDeJiYlih0CkI12RCo3EEJWa9UFFJ/cs9cnxMYgL3Q65XM4kOhFRMYqIiIAgCKhSpQrOnTun83+wsbEx7O3tYWBgIGKEVNy+2ncHjW+fQd8bRwAAVvNmAkP6APb2IkdGRFT2lJgkemBgIG7cuIGTJ0/m2s7Pzw9+fn7a7ebNm6NmzZr44YcfsHDhwiztZ82ahalTp2q35XI5XF1dYWdnB5lMVqiYExMTERUTB5UNYGWR9UqtZy8VuHrzNmQt1FDa/Fd/u0pdeN26BACQ3bipXVi1PNNoNJBIJLCzs2OyrRDYj/rBftQP9mPelKbFscUWHByM4OBgqNVqsUMpF8xt7CCzz3qBAgDEFXMsREQEuLtnfLHJu9hIrRHw2fZrOBB6Hwf2B/9XsWoVE+hEREWkRCTRJ0yYgL///hsnTpzI9mry3BgZGaF+/fp48OBBtvUmJibZ3ooslUoLndSRSCQQBAECAAGSLPUCXk9n8Fb9m/Oi15a/gkQiYYIJ0PYD+6Jw2I/6wX7UD/bju+mzb9LT0xEdHY2UlBTY2dm9c3q00iYwMBCBgYGQy+WwtrYWOxwiIqJis3v3bnTp0gVGRkbYvXt3rm179OhRTFGRWFYfvo+tF59g4fENcEp8nlHYsSMQECBqXEREZZmoSXRBEPDJJ59g586dOHbsGDw9PfN9DLVajevXr6Nr165FEGHRCPf6b7qa2vIEESMhIqLSLjExEZs2bcIff/yBc+fOQalUatfscHFxQceOHfHRRx+hcePGYodKREREBdSrVy9ER0fD3t4evXr1yrGdRCLhHVtl3IskBb47ch9NHt/AsMv/AAAECwtIfvgBkGS9uI+IiPRD1EsDAwMDsWnTJmzevBlWVlaIjo5GdHQ0UlNTtW2GDx+OWbNmabcXLFiAAwcOIDw8HJcuXcLQoUMRGRmJ0aNHi/EUCiTZ0hpRDhm34lVPSoSkkHOzExFR+bRixQp4eHggJCQE7du3x65du3DlyhXcu3cPoaGhmDdvHlQqFTp27IjOnTvj/v37YodMREREBaDRaLRTgGo0mhx/mEAv2zQaAWN/vQgjpQJf7f1GWy5ZsgTw8BAvMCKickDUK9HXrFkDAGjTpo1OeUhICAJe34b06NEjnVvdX758iTFjxiA6Oho2NjZo2LAhTp8+DR8fn+IKWy/CvOvAMToSRoIAk+vXgVq1xA6JiIhKmfPnz+PEiROolcMY0qRJE4waNQpr165FSEgI/v33X1StWrWYoyQiIiIifdh68TEuRL7E9NAtqPLyWUZh8+bA+PHiBkZEVA6IPp3Luxw7dkxne+XKlVi5cmURRVR87letg5Yn/w8AYHrhAjBokMgRERFRafP777/nqZ2JiQnGjRtXxNEQERFRUfnmm2/e3ei1iRMnFmEkJBa1RsCaY2HwjH+Kj87uyCg0MgLWrQMMDMQNjoioHCgRC4uWR/eq1dc+Njt/XsRIiIioLHnw4AHCwsLQunVrmJmZaedHJ9KndKUSkZGR2m1BEJCYmIikpCRYW1vDzs5OxOiIiMqevF5IJpFImEQvo1YfuoeHL1LQMiEWyRZWME58CXz6KVCzptihERGVC0yiiyS2siteWlWATeIrmF68CKhUgCFfDiIiKpgXL15g4MCBOHLkCCQSCe7fv48qVargww8/hI2NDZYvXy52iFRGKJIS8DAiHJNnz4eJiQmAjKSNt6c7HkREwsbSDJtC1jGRTkSkRxEREWKHQCJ6kaTA98fCAAChXg1w8/BZtPzrF+CN9eOIiKhoibqwaLkmkeC2Z8Y87tLkZODqVZEDIiKi0mzKlCkwNDTEo0ePYG5uri0fOHAg9u3bJ2Jk+hMcHAwfHx80btxY7FDKtXRFKjQSQ1Rq1gce3cZn/HT9GPaNusKuWR/EJ6ZALpeLHSYREVGZ8f2xMKg0GdPhDvdzR8vGVYEvvwQsLESOjIio/OClzyK65VkLza+dztg4cQJo2FDcgIiIqNQ6cOAA9u/fDxcXF53yqlWr6ky7UZoFBgYiMDAQcrkc1tbWYodT7pnb2EFmn/H7JoEAcyMFLJJFDoqIqIyaOnUqFi5cCAsLC0ydOjXXtitWrCimqKg4/N/VZ/j5ZMadCBIJMKSJm8gRERGVT0yiiyjzSnQAwL//AlOmiBcMERGVasnJyTpXoGeKj4/XTrlBREREpdPly5eRnp6ufZwTroNStlyMjMeMbddQ5cUTfHL6D7z4YiGqVrYSOywionKJSXQRPa7sigRDQ1irVBlXogtCxlfLRERE+dSqVSts3LgRCxcuBJDxIVqj0WDZsmVo27atyNERERFRYRw9ejTbx1R2KVRqTPz9ClLT1Zh1bD06PDgH4aOugNs+oHlzscMjIip3mEQXkSCV4op1Bfi/eA68eAHcvg34+Lx7RyIiorcsW7YM7733Hi5cuAClUokZM2bg5s2biI+Px6lTp8QOj4iIiIrA48ePAQCurq4iR0L6tuX8Yzx9lQq/yKvo8OAcAEBiZQXUrStyZERE5RMXFhXZZWub/zZOnBAvECIiKtV8fX1x7949tGzZEj179kRycjL69OmDy5cvw8vLS+zwiIiISE9UKhW++OILWFtbw8PDAx4eHrC2tsacOXO0U75Q6ff3tShINWrMOfLzf4WLF3MxUSIikfBKdJFdtq7w38aJE8C4caLFQkREpZu1tTU+//xzscMgIiKiIvTJJ59gx44dWLZsGfz8/AAAoaGhmD9/Pl68eIE1a9aIHCEVVnyyEhcexqPPzaOoFRueUVi/PjBsmLiBERGVY0yii+yupRU05uaQpqRwXnQiIsqXa9eu5bltnTp1ijASoryLi4uDXC7PsV4mk8HOzq4YIyIiKl02b96MP/74A126dNGW1alTB66urhg8eDCT6GXAsn13YKJIw6cnNv5XuHw5IOVkAkREYmESXWRqiRRpDRrA/ORJ4OlTICICqFJF7LCIiKgUqFevHiQSCQRByLWdRCKBWq0upqiKTnBwMIKDg8vEcymv4uLiMHTkaMQnpuTYxtbKHJtC1jGRTkSUAxMTE3h4eGQp9/T0hLGxcfEHRHq151oU/jj/GBPP70TlpPiMwh49AC4UT0QkKibRS4DUJk0ykuhAxtXoTKITEVEeREREiB1CsQoMDERgYCDkcjmsra3FDocKQC6XIz4xBXZ+fWFhWzlLfXJ8DOJCt0MulzOJTkSUgwkTJmDhwoUICQmBiYkJAEChUGDRokWYMGGCyNFRYf14Igw2KQn46NyOjAJDQ2DZMnGDIiIiJtFLgrRGjf7bOHECCAgQLRYiIio93N3dxQ6BqEAsbCtDZu+SbV1cMcdCRFQa9OnTR2f70KFDcHFxQd26dQEAV69ehVKpxHvvvSdGeKQnsYlpuPY0AZ+d3Q5LZWpG4ejRQPXq4gZGRERMopcEirp1AWNjQKnMSKITEREV0K1bt/Do0SMolUqd8h49eogUERERERXW23dg9e3bV2fb1dW1OMOhIvL31SgIAnCvkjsSK1WGVVICMGeO2GERERGYRC8RBBMToGlT4N9/gbCwjLnRnZ3FDouIiEqR8PBw9O7dG9evX9eZJ13yerFqziNORERUeoWEhIgdAhUxjUbA1otPAADba7+Hcd/PglXkbeYGiIhKCC7tLLJ0pRKRkZGIf30bHgDE/P47wsLCEBfHG5qJiChvJk2aBE9PT8TGxsLc3Bw3b97EiRMn0KhRIxw7dkzs8IiIiIgoF2cj4nE7Sg4AqF7ZClXd7YDWrUWOioiIMvFKdBEpkhLwMCIck2fPh19qMn54XX7+fysQ9H/7YWtljk0h67iwFhERvVNoaCiOHDmCSpUqQSqVQiqVomXLlliyZAkmTpyIy5cvix0iERER6cm2bdvw559/ZjuF26VLl0SKigpj7fEw7eOP23iJGAkREWWHV6KLKF2RCo3EEJWa9YF84EwojIwBAM3SlLBr1gfxiSmQy+UiR0lERKWBWq2GlZUVAKBSpUp49uwZgIzFR+/evStmaERERKRH33zzDUaOHInKlSvj8uXLaNKkCSpWrIjw8HB06dJF7PCoAI7eicWT05ew/O/lqKt8jk61HMQOiYiI3sIkeglgbmMHcydPPKhWHwBQKeEFvDUakaMiIqLSxNfXF1evXgUANG3aFMuWLcOpU6ewYMECVKlSReToiIiISF++//57/Pjjj/j2229hbGyMGTNm4ODBg5g4cSISEhLEDo8K4LujDxB45k/0vXkUO74ZDbOjh8QOiYiI3sIkeglyu2Yj7ePaD66JGAkREZU2c+bMgeb1F7ALFixAREQEWrVqhX/++QfffPONyNERERGRvjx69AjNmzcHAJiZmSExMREAMGzYMPz+++9ihkYFECNPw4urN9Hz1nEAgLSCNdCihchRERHR2zgneglyy6ex9nHtB9cAW0sRoyEiotKkU6dO2sfe3t64c+cO4uPjYWNjA4lEImJkREREpE8ODg6Ij4+Hu7s73NzccObMGdStWxcREREQBEHs8Cif9lyLwrjQbTAQMi6GkEyZAlgyF0BEVNIwiV6CPHKvjmRzK1ikJKJW+A1IbJqKHRIREZUSCQkJUKvVsLW11ZbZ2toiPj4ehoaGkMlkIkanH8HBwQgODoZarRY7FCpC6UolIiMjs62TyWRccJ2Iyr127dph9+7dqF+/PkaOHIkpU6Zg27ZtuHDhAvr06SN2eJRPl09exYobhwEAapk1DCZMEDkiIiLKDpPoJYggNcCdmo3Q8OJRWKUkoVpSotghERFRKTFo0CB0794d48eP1yn/888/sXv3bvzzzz8iRaY/gYGBCAwMhFwuh7W1tdjhUA5yS4JHRkZCla7KcV9FUgIeRoRj8uz5MDExyVJvaWyApYsWoGLFitnuzyQ7EZUHP/74o3YKt8DAQFSsWBGnT59Gjx49MHbsWJGjo/y48vgVGv+5DkaajAsEDCZNBPgeh4ioRGISvYS57dMYDS8eBQA0fhUvcjRERFRanD17FitWrMhS3qZNG3z++eciRETl0buS4GmpKXjyNApu6enZ7p+uSIVGYohKzfqgopO7Tl38kwe4+Oc3GD1xerbHBgBbK3NsClnHRDoRlWlSqRRS6X/Lmw0aNAiDBg0SMSIqqPV/nsLX1w4AAJSm5jCeNEnkiIiIKCdMopcwt2r+Ny96k1cvRYyEiIhKE4VCAZUq6xW+6enpSE1NFSEiKo9yS4IDQGzYDUQ+Xg+1KvskeiZzGzvI7F10ypJeROd67OT4GMSFbodcLmcSnYjKvJcvX+Lnn3/G7du3AQA+Pj4YOXKkzrRuVLI9epGC2lvWwUSdMSZKx38M5HCnFRERiU/67iZUnGIc3BBvYw8AqJfwElAqRY6IiIhKgyZNmuDHH3/MUr527Vo0bNhQhIioPMtMgr/9Y16hUpEd28K2sh4iJyIq+U6cOAFPT0988803ePnyJV6+fIlvvvkGnp6eOHHihNjhUR7937EbGHJlHwBAZWwCwxmfihwRERHlhkn0kkYiwe2ajQAAZhoNTK9cETceIiIqFb788kusW7cOrVu3RlBQEIKCgtC6dWusX78eixcvFjs8IiIi0pPAwEAMGDAAERER2LFjB3bs2IHw8HAMGjQIgYGBBTpmcHAwPDw8YGpqiqZNm+LcuXO5tn/16hUCAwPh6OgIExMTVKtWrUysv1JcBEHA1eOX8NIsY+F35bARQGV+GUxEVJIxiV4C3fb5b0oXs9OnRYyEiIhKixYtWiA0NBSurq74888/8X//93/w9vbGtWvX0KpVK7HDIyIiIj158OABpk2bBgMDA22ZgYEBpk6digcPHuT7eFu2bMHUqVMxb948XLp0CXXr1kWnTp0QGxubbXulUokOHTrg4cOH2LZtG+7evYuffvoJzs7OBX5O5c35hy9xwNwV/mN/wjdjFsJ81gyxQyIionfgnOglkE4SPTRUxEiIiKg0qVevHn777TexwyAiIqIi1KBBA9y+fRvVq1fXKb99+zbq1q2b7+OtWLECY8aMwciRIwFkTAW3Z88erF+/Hp999lmW9uvXr0d8fDxOnz4NIyMjAICHh0f+n0g59s/1KACAWmoAl3EBgJdL7jsQEZHomEQvgV7Z2OOpnTOc457C9OpVQC4HZDKxwyIiohLs0qVLMDIyQu3atQEAf/31F0JCQuDj44P58+fD2NhY5AiJiIiooK5du6Z9PHHiREyaNAkPHjxAs2bNAABnzpxBcHAwvvrqq3wdV6lU4uLFi5g1a5a2TCqVon379gjN4YKu3bt3w8/PD4GBgfjrr79gZ2eHIUOGYObMmTpXx1P2BEHA/pvRAABjAyk6+HAaFyKi0oBJ9BLqatW6cI57ColKBRw+DPTuLXZIRERUgo0dOxafffYZateujfDwcAwcOBB9+vTB1q1bkZKSglWrVokdIhERERVQvXr1IJFIIAiCtmzGjKxTgAwZMgQDBw7M83GfP38OtVqNym/Nx125cmXcuXMn233Cw8Nx5MgRfPDBB/jnn3/w4MEDjB8/Hunp6Zg3b162+ygUCigUCu22XC4HAGg0Gmg0mjzHmx2NRgNBEAp9nOISeewMzMIfABVd0MjDBhbGBiUi9tLWjyUV+1E/2I/6w758t7z2DZPoJdSV6vXR9fTrhVn27WMSnYiIcnXv3j3Uq1cPALB161b4+/tj8+bNOHXqFAYNGsQkOpUL6UolIiMjc6yXyWSws7MrxoiIiPQjIiJC7BC0NBoN7O3t8eOPP8LAwAANGzbE06dP8fXXX+eYRF+yZAmCgoKylMfFxSEtLa3Q8SQkJEAQBEilJX/ZN+XkqThy/SwOejdF+MKvcpx7vriVtn4sqdiP+sF+1B/25bslJibmqZ2oSfQlS5Zgx44duHPnDszMzNC8eXMsXbo0y9xub9u6dSu++OILPHz4EFWrVsXSpUvRtWvXYoq6eNys4guFRAoTQQPs3QsIAiCRiB0WERGVUG9eXXDo0CG8//77AABXV1c8f/5czNCIioUiKQEPI8IxefZ8mJiYZNvG1socm0LWMZFORKWOu7t7kRy3UqVKMDAwQExMjE55TEwMHBwcst3H0dERRkZGOlO31KxZE9HR0VAqldlOITdr1ixMnTpVuy2Xy+Hq6go7OzvICjl1qUajgUQigZ2dXYlPEMWfPo/q188CAKo/j0T9zo1hKzMTOaoMpakfSzL2o36wH/WHfflupqameWonahL9+PHjCAwMROPGjaFSqTB79mx07NgRt27dgoWFRbb7nD59GoMHD8aSJUvw/vvvY/PmzejVqxcuXboEX1/fYn4GRUdpbIJLFSrA72U88PgxcPs24OMjdlhERFRCNWrUCF9++SXat2+P48ePY82aNQAyrlx7+xZtorIoXZEKjcQQlZr1QUWnrMmm5PgYxIVuh1wuZxKdiEq9sLAwrFq1Crdv3wYA+Pj4YNKkSfDy8srXcYyNjdGwYUMcPnwYvXr1ApCRcDl8+DAmTJiQ7T4tWrTA5s2bodFotAmZe/fuwdHRMcc1WExMTLL9glMqleolqSORSPR2rKL0aOHXqPT68cVeI9C7QvZ5D7GUln4s6diP+sF+1B/2Ze7y2i+i9t6+ffsQEBCAWrVqoW7dutiwYQMePXqEixcv5rjP6tWr0blzZ3z66aeoWbMmFi5ciAYNGuC7774rxsiLR6hNxf829u4VLxAiIirxVq1ahUuXLmHChAn4/PPP4e3tDQDYtm0bmjdvLnJ0RMXH3MYOMnuXLD8WtvwyiYjKhv3798PHxwfnzp1DnTp1UKdOHZw9exa1atXCwYMH8328qVOn4qeffsIvv/yC27dv4+OPP0ZycjJGjhwJABg+fLjOwqMff/wx4uPjMWnSJNy7dw979uzB4sWLERgYqLfnWBZFP3yKmkf+BgDIjc1RY/YnIkdERET5UaAr0cPDw1GlShV9x4KEhAQAgK2tbY5tQkNDdW4DA4BOnTph165deo9HbKdtK2Fq+P2MjX37gGnTxA2IiIhKrDp16uD69etZyr/++mud261Ls+DgYAQHB0OtVosdChERkWg+++wzTJkyBV999VWW8pkzZ6JDhw75Ot7AgQMRFxeHuXPnIjo6GvXq1cO+ffu0d7I9evRI5yo9V1dX7N+/H1OmTEGdOnXg7OyMSZMmYebMmYV/cmVY3Ddr4aDKWFz1VsfeaFbVWeSIiIgoPwqURPf29oa/vz8+/PBD9OvXL89zx+RGo9Fg8uTJaNGiRa7TskRHR2e7cnh0dHS27YtyFXBBECCRSCABIIGQpV6CjFsCClIvARBpboF0Z2cYPX0K4cQJCImJQA7T3JR2XC1YP9iP+sF+1A/2Y94Udf/oY4wuKQIDAxEYGAi5XA5ra2uxwyEiIhLF7du38eeff2YpHzVqVIEXEp8wYUKO07ccO3YsS5mfnx/OnDlToHOVSxoNHH/boN00nMCr9omISpsCJdEvXbqEkJAQTJ06FRMmTMDAgQPx4YcfokmTJgUOJDAwEDdu3MDJkycLfIzsFOUq4ElJSXCsbAe1BWBmpMhSb2hjguRaNeEqM0CFfNZbWgCGVTzwyr4C7LZtg0SpxKtdu6DI51UFpQVXC9YP9qN+sB/1g/2YN3ldCZyIiIgIAOzs7HDlyhVUrVpVp/zKlSuwt7cXKSrKTfqePagU+wQA8G+VBmj6XlORIyIiovwqUBK9Xr16WL16NZYvX47du3djw4YNaNmyJapVq4ZRo0Zh2LBh+VqwacKECfj7779x4sQJuLi45NrWwcEhXyuHF+Uq4ImJiYiKiYPKBrCyyLpIyrOXCly9eRuyFmoobfJXL08GHkZEQjWoD7BtGwCgwpkzED74oFAxl1RcLVg/2I/6wX7UD/Zj3pSlK8WJiIio6I0ZMwYfffQRwsPDteuenDp1CkuXLs0y9SmVDK+WrUJmhuR810FoZcj3xkREpU2BkujanQ0N0adPH3Tr1g3ff/89Zs2ahenTp2P27NkYMGAAli5dCkdHxxz3FwQBn3zyCXbu3Iljx47B09Pznef08/PD4cOHMXnyZG3ZwYMH4efnl237olwFXCKRQBAECAAESLLUC3g9nUEB6gVk9E+qnx9gZASkp0Oybx8kEgkgyXqssoCrBesH+1E/2I/6wX58N/YNERER5ccXX3wBKysrLF++XLvgp5OTE+bPn4+JEyeKHB29Lf3uPdidPAIAeCKzR9WRg0SOiIiICqJQn9wvXLiA8ePHw9HREStWrMD06dMRFhaGgwcP4tmzZ+jZs2eu+wcGBmLTpk3YvHkzrKysEB0djejoaKSmpmrbvL0S+KRJk7Bv3z4sX74cd+7cwfz583HhwoUc528r7QRLS6Bly4yN8HDgwQNxAyIiIiIiIiJRqFQq/PrrrxgyZAiePHmChIQEJCQk4MmTJ5g0aVLGRVdUouxPNMaEHjNwzsUHf7fshQ61ncQOiYiICqBAV6KvWLECISEhuHv3Lrp27YqNGzeia9eu2qvpPD09sWHDBnh4eOR6nDVr1gAA2rRpo1MeEhKCgIAAAFlXAm/evDk2b96MOXPmYPbs2ahatSp27dqV62KkpV6XLsDRoxmP9+4F3pr7joiIKKfbtyUSCUxNTeHt7Y2ePXvC1ta2mCMjIiIifTE0NMS4ceNw+/ZtAICVlZXIEVFu1BoBXx+NQGTN1vi7ZmusG9oApkYGYodFREQFUKAk+po1azBq1CgEBATkOF2Lvb09fv7551yPIwjCO8+V3Urg/fv3R//+/fMUa5nQuTMwY0bG4717Ad6iR0REb7l8+TIuXboEtVqN6tWrAwDu3bsHAwMD1KhRA99//z2mTZuGkydPwsfHR+RoiYiIqKCaNGmCy5cvw93dXexQ6B1uPktA5IsUAICPowzv1cp+LTciIir5CpREP3jwINzc3LLM4yoIAh4/fgw3NzcYGxtjxIgRegmy3PP1BZydgadPM65IT04GLCzEjoqIiEqQzKvMQ0JCtAtnJyQkYPTo0WjZsiXGjBmDIUOGYMqUKdi/f7/I0RIREVFBjR8/HtOmTcOTJ0/QsGFDWLz12bBOnToiRUZv23cjWvt4aDN3TrdDRFSKFSiJ7uXlhaioKNjb2+uUx8fHw9PTE2q1Wi/B0WsSCdC9O7B2LaBQAAcOAL17ix0VERGVIF9//TUOHjyoTaADgLW1NebPn4+OHTti0qRJmDt3Ljp27ChilETiSlcqERkZmW2dTCaDnZ1dMUdERJR/gwZlLEz55iKiEokEgiBAIpHw83hJERaGprPG41q1dgj1rIsOPpXFjoiIiAqhQEn0nKZhSUpKgqmpaaECohz06JGRRAeA3buZRCciIh0JCQmIjY3NMlVLXFwc5HI5AKBChQpQKpVihEckOkVSAh5GhGPy7PkwMTHJUm9rZY5NIeuYSCeiEi8iIkLsECgPEr5dA/8rR+F/5SiC+0yCnVV3sUMiIqJCyFcSPXPRMolEgrlz58Lc3Fxbp1arcfbsWdSrV0+vAdJrbdtmTOGSnAz8/TegVgMGXJCEiIgy9OzZE6NGjcLy5cvRuHFjAMD58+cxffp09OrVCwBw7tw5VKtWTcQoicSTrkiFRmKISs36oKKT7jzCyfExiAvdDrlcziQ6EZV4nAu95EtNToNqfQgAIF1qAE2/fiJHREREhZWvJPrly5cBZFyJfv36dRgbG2vrjI2NUbduXUyfPl2/EVIGU9OMBUa3bweePwdCQ4GWLcWOioiISogffvgBU6ZMwaBBg6BSqQAAhoaGGDFiBFauXAkAqFGjBtatWydmmESiM7exg8zeJUt5nAixEBEV1N27d/Htt9/i9u3bAICaNWvik08+0S4uTuI6uXoDOiTGAwBO+TTHBz2aiBwREREVVr6S6EePHgUAjBw5EqtXr9aZd5WKQY8eGUl0IGNKFybRiYjoNUtLS/z0009YuXIlwsPDAQBVqlSBpaWltg3vFiMqOm9OnfQ2zrdORPq0fft2DBo0CI0aNYKfnx8A4MyZM/D19cUff/yBvn37ihxh+Zau1sBsQ4h223n6J7C1MM5lDyIiKg0KNCd6SEjIuxuR/nXrBkilgEYD/PUXsGyZ2BEREVEJY2lpCVtbW+1jIip6cXFxGDpyNOITU7Kt53zrRKRPM2bMwKxZs7BgwQKd8nnz5mHGjBlMoovszPGraP7gAgDgRUUHVB3aR+SIiIhIH/KcRO/Tpw82bNgAmUyGPn1yHwR27NhR6MAoGxUrZlx9fuIEcO8ecPcuwNv1iIgIgEajwZdffonly5cjKSkJAGBlZYVp06bh888/h1QqFTlCopItXalEZGRkjvW5XU0ul8sRn5gCO7++sLCtrFPH+daJSN+ioqIwfPjwLOVDhw7F119/LUJE9KaYtT/DQNAAAOSDPkBFrmVGRFQm5DmJbm1tDYlEon1MIunZMyOJDmRM6fLpp+LGQ0REJcLnn3+On3/+GV999RVatGgBADh58iTmz5+PtLQ0LFq0SOQIiUouRVICHkaEY/Ls+TAxMcm2TV6uJrewrcz51omoyLVp0wb//vsvvL29dcpPnjyJVq1aiRQVAcCDmETUOfJ/2m3XSeNEjIaIiPQpz0n0N6dw4XQuIureHZg2LePxX38xiU5ERACAX375BevWrUOPHj20ZXXq1IGzszPGjx/PJDpRLtIVqdBIDFGpWR9UdHLPUs+ryYmoJOnRowdmzpyJixcvolmzZgAy5kTfunUrgoKCsHv3bp22VHyu/98R9H7xCAAQVr0evKp6v2MPIiIqLQo0J3pqaioEQYC5uTkAIDIyEjt37oSPjw86duyo1wDpLVWrAjVrArdvA6dPA3FxAD/MERGVe/Hx8ahRo0aW8ho1aiA+Pl6EiIhKH3Mbu2yvJAd4NTkRlRzjx48HAHz//ff4/vvvs60DAIlEArVaXayxlXfSf/7RPjYMGCFiJEREpG8FmiC1Z8+e2LhxIwDg1atXaNKkCZYvX46ePXtizZo1eg2wPMucmzMsLEzn52Xr1hkNBAH4+29xgyQiohKhbt26+O6777KUf/fdd6hbt64IEREREVFR0Gg0efphAr14aTQCvqjdGz2Gr8DvTXvC9SMm0YmIypICXYl+6dIlrFy5EgCwbds2ODg44PLly9i+fTvmzp2Ljz/+WK9Blke5zc1ZW/4K6zPb/fknTEaOLP4AiYioRFm2bBm6deuGQ4cOwc/PDwAQGhqKx48f4583rooqzYKDgxEcHMykABEREZU4d6ITIVeocc2xGpzat8ZgWxuxQyIiIj0qUBI9JSUFVlZWAIADBw6gT58+kEqlaNasGSIjI/UaYHmV29ycSRoN4u+Pgm2yHEZHjgCJicDr14OIiMonf39/3Lt3D8HBwbhz5w4AoE+fPhg/fjycnJxEjk4/AgMDERgYCLlczkXOiYiIqEQ5G/FC+7iJp62IkRARUVEoUBLd29sbu3btQu/evbF//35MmTIFABAbGwuZTKbXAMu7nObmPFenOTqH7oNUqcyY0mXwYBGiIyKiksTJyYkLiBIREREVN0HA7qvPtJtMohMRlT0FSqLPnTsXQ4YMwZQpU/Dee+9pbxs/cOAA6tevr9cAKXuhtTOS6ACAbduYRCciKoeuXbuW57Z16tQpwkiIiIiIyq+U4LWYv2gldvi2w1m/zqjlxIsLiYjKmgIl0fv164eWLVsiKipKZ7Gy9957D71799ZbcJSzO5418cLIGBXTlcA//wBJSYClpdhhERFRMapXrx4kEgkEQci1nUQi4TziREREREVEvv4X1I2+j7rR9/Fdp7aQSCRih0RERHpWoCQ6ADg4OMDBwUGnrEmTJoUOiPJGIzXA0Ur26Bf1BEhLA/bsAQYOFDssIiIqRhEREWKHQERERCIICwtDSEgIwsLCsHr1atjb22Pv3r1wc3NDrVq1xA6vfHn6FPZXzgEAwmxd0GZQJ5EDIiKiolCgJHpycjK++uorHD58GLGxsdBoNDr14eHhegmOcnc4M4kOAFu3MolORFTOuLu7v7sRERERlSnHjx9Hly5d0KJFC5w4cQKLFi2Cvb09rl69ip9//hnbtm0TO8Ry5eWG32Dz+q7Af2q1xseOnMqFiKgsKlASffTo0Th+/DiGDRsGR0dH3qokkssVKkBtawuD+PiMKV2SkwELC7HDIiKiYnLmzBk0a9YsT21TUlIQERHBq9OIiIhKuc8++wxffvklpk6dCisrK215u3bt8N1334kYWfmj0Qh49uMvsHm9HdWpBwwNpKLGRERERaNASfS9e/diz549aNGihb7joXxQS6RI6tQJ1r//DqSmZkzpMmCA2GEREVExGTZsGKpUqYLRo0eja9eusMjmi9Rbt25h06ZNCAkJwdKlS5lEJyIiKuWuX7+OzZs3Zym3t7fH8+fPRYio/Prn/0Lx/qNbAIA79p74+OPuIkdERERFpUBfkdrY2MDW1lbfsVABJHfp8t/G1q3iBUJERMXu1q1b6NatG+bMmYMKFSqgVq1a6NChA7p3746WLVuiUqVKaNCgASIiInDgwAEMHz5c7JCJiIiokCpUqICoqKgs5ZcvX4azs7MIEZVPao2AyLUbtNuvuveGq625eAEREVGRKlASfeHChZg7dy5SUlL0HQ/lU2qTJkClShkbmVO6EBFRuWBkZISJEyfi7t27CA0NxZgxY+Dr6wtnZ2e0adMGP/zwA549e4bff/8dtWvXFjtcIiIi0oNBgwZh5syZiI6OhkQigUajwalTpzB9+nR+YV6MwuOS4H/5iHa72azxIkZDRERFrUDTuSxfvhxhYWGoXLkyPDw8YGRkpFN/6dIlvQRHeWBoCPTpA/z4I5CSAuzdC/TrJ3ZURERUzBo1aoRGjRqJHQYREREVscWLFyMwMBCurq5Qq9Xw8fGBWq3GkCFDMGfOHLHDKzeO7D6JsTFhAIDYGnVg7+UlckRERFSUCpRE79Wrl57DoELp1y8jiQ4Af/zBJDoREREREVEZZWxsjJ9++glffPEFbty4gaSkJNSvXx9Vq1YVO7RyI12tQdieo1BJpDAUNDD9YLDYIRERURErUBJ93rx5+o6DCqNtW8DeHoiNBf7+G0hIAKytxY6KiIiIqMxIVyoRGRmZbV1kZCRU6apijoiIyquTJ0+iZcuWcHNzg5ubm9jhlEtnwl/gzxr+OOhWD1MTb2DYyGFih0REREWsQEl0AHj16hW2bduGsLAwfPrpp7C1tcWlS5dQuXJlLmZS3AwNgUGDgG++ARQKYPt2YNQosaMiIiIiKhMUSQl4GBGOybPnw8TEJEt9WmoKnjyNglt6ugjREVF5065dOzg7O2Pw4MEYOnQofHx8xA6p3Dl2Nw4A8NLcGlYjAwHmQIiIyrwCJdGvXbuG9u3bw9raGg8fPsSYMWNga2uLHTt24NGjR9i4caO+46R3GTo0I4kOAJs2MYlOREREpCfpilRoJIao1KwPKjq5Z6mPDbuByMfroVYxiU5ERe/Zs2f4448/8Pvvv+Orr75CnTp18MEHH2Dw4MFwcXERO7wyL1mhwpbzjwEAxgZStKpaSeSIiIioOEgLstPUqVMREBCA+/fvw9TUVFvetWtXnDhxQm/BUT40agRkzoF37Bjw5Imo4RARUfEKDw8XOwSiMs/cxg4ye5csP+YVmEAhouJTqVIlTJgwAadOnUJYWBj69++PX375BR4eHmjXrp3Y4ZV5Oy49QVJaxpemPes5oaJl1juUiIio7ClQEv38+fMYO3ZslnJnZ2dER0cXOigqAIkk42p0ABAE4PffxY2HiIiKlbe3N9q2bYtNmzYhLS1N7HCIiIioGHh6euKzzz7DV199hdq1a+P48eNih1TmnT9+GWe/H4Ev9wfjY9M4scMhIqJiUqAkuomJCeRyeZbye/fuwc7OrtBBUd5kLnAVFhaGsLAwRLZsqa1TrF+PuDgO6ERE5cWlS5dQp04dTJ06FQ4ODhg7dizOnTsndlhERERURE6dOoXx48fD0dERQ4YMga+vL/bs2SN2WGVafLISdof2onJSPIZe2QvPq2fEDomIiIpJgZLoPXr0wIIFC5D+evEkiUSCR48eYebMmejbt69eA6TsvbnA1aBR4zBo1Dj0C1qCazJrAIDJnTuY03cAE+lEROVEvXr1sHr1ajx79gzr169HVFQUWrZsCV9fX6xYsYLjARERURkxa9YseHp6ol27dnj06BFWr16N6Oho/Prrr+jcubPY4ZVph27FoOPd09ptCfMfRETlRoEWFl2+fDn69esHOzs7pKamwt/fH9HR0fDz88OiRYv0HSNlI6cFrs7Z7EWdv34CADR/GAG5XM67A4iIyhFDQ0P06dMH3bp1w/fff49Zs2Zh+vTpmD17NgYMGIClS5fC0dFR7DCJKB/i4uKyvQsUAGQyGd/rEZUzJ06cwKeffooBAwagUiWuyVCcTp26gX5PbgEA0ryqwrRmTZEjIiKi4lKgJLq1tTUOHjyIU6dO4erVq0hKSkKDBg3Qvn37fB3nxIkT+Prrr3Hx4kVERUVh586d6NWrV47tjx07hrZt22Ypj4qKgoODQ36fRpmQucBVpuvt+kH193oYqtXoHBONJI1GxOiIiKi4XbhwAevXr8cff/wBCwsLTJ8+HR9++CGePHmCoKAg9OzZk9O8EJUicXFxGDpyNOITU7Ktt7Uyx6aQdUykE5Ujp06dEjuEckmelg7LA3shhQAAMOnPq9CJiMqTfCfRNRoNNmzYgB07duDhw4eQSCTw9PSEg4MDBEGARCLJ87GSk5NRt25djBo1Cn369Mnzfnfv3oVMJtNu29vb5+s5lGVJMhvc8PVDvasnUVmpgOrsWaBqVbHDIiKiIrZixQqEhITg7t276Nq1KzZu3IiuXbtCKs2Yuc3T0xMbNmyAh4eHuIESUb7I5XLEJ6bAzq8vLGwr69Qlx8cgLnQ77zwkKgd2796NLl26wMjICLt37861bY8ePYopqvLlxL04tOdULkRE5Va+kuiCIKBHjx74559/ULduXdSuXRuCIOD27dsICAjAjh07sGvXrjwfr0uXLujSpUt+Y4a9vT0qVKiQ7/3Ki7N+nVHv6kkAgNXOncDQoSJHRERERW3NmjUYNWoUAgICcpyuxd7eHj///HMxR0ZE+mBhW1nn7sNMXO2AqHzo1asXoqOjYW9vn+vd2xKJBGq1uvgCK0du3HqEqQ+vAgDSHJxh2rChyBEREVFxylcSfcOGDThx4gQOHz6cZVqVI0eOoFevXti4cSOGDx+u1yDfVq9ePSgUCvj6+mL+/Plo0aJFjm0VCgUUCoV2O3M+SY1GA00hpzrJvPJeAkDy+pauN0kASKXSAtUXZt8r9Vsh2dQcFmkpsNy7F5pXr4A3rtwviTQaDQRBKPRrUt6xH/WD/agf7Me80Vf/HDx4EG5ubtorzzMJgvD/7d13eFRV/sfx96QXkpCQRgkdEVRCEwSUomgAZQV1RWyAyqoLqyw2sFBk/WEF1M0uroiIay9gQVkQ6b1XRWmhpUEgk15m7u+PwEhIJ5PcTPJ5Pc99mHvOved+52TMMd+59xyOHTtG06ZN8fLyYsSIEU65noiIiFSfC/9/Qf9vZQ7j+0V42fMBsA0ZAhV4Cl9ERFxfhZLon3zyCc8++2yx85Jff/31TJgwgY8++qjKkugNGzZk9uzZdO3alZycHObMmUPfvn3ZuHEjnTt3Lvac6dOnM3Xq1CLlycnJZGdnVyqe9PR0GkaEYfMHX8+cIvUewd5kXNGOqEB36lewvjLn4mlhW7c+XLfqR9yyskh9912y7ruvUu+1qtntdlJTUzEMo0gCSMpP/egc6kfnUD+WT1pamlPaadWqFfHx8UWmOEtJSaFFixa6K01ERKSWmD9/PsOGDcPb27tQeW5uLp9++mmV39RWF51Kz+HKbSsd+/7D7jAxGhERMUOFkui7du3i1VdfLbF+4MCBvPXWW5UOqiRt27albdu2jv2ePXty8OBBZs6cyYcffljsORMnTmT8+PGOfavVSlRUFGFhYYXmVb8UaWlpxCcmkx8MAf7eRepPnslh595fCOxlIze4YvWVORfgu443cN2qHwEI/OILAp544lLfZrWw2+1YLBbCwsKUbKsE9aNzqB+dQ/1YPj4+Pk5pxzCKPrUEBV/4OusaIiIiYr5Ro0YxYMCAIl+cp6WlMWrUKCXRq8Cq/Ul0if8dgCz/QHyvvdbkiEREpLpVKImekpJCREREifURERGcOXOm0kFVRLdu3VizZk2J9d7e3kW+oYeCqVAqm9SxWCwYhoEBGBR9lMvg3HQGl1BfmXMBDjduyS9+9WiXmY5l82aOL15M7gVfQAQGBta4BagsFotTfi51nfrROdSPzqF+LFtl++b8F8UWi4VJkybh5+fnqLPZbGzcuJGOHTtW6hpVYejQoaxYsYIbbriBL7/80uxwREREXMb5aUUvdvz4cYKCgi6pzdjYWF577TUSEhKIjo7m7bffplu3bmWe9+mnnzJ8+HBuvfXWCq2P5mp+2JPIU6PfofOJX5jWJYjLPSqUShERkVqgQr/5bTYbHqUMFu7u7uTn51c6qIrYsWNHiQuo1WU56am85+7B6+f21/zlEWa0+iOJHhLgx3/fn1PjEukiIlIx27dvBwr+oN69ezdeXl6OOi8vL6Kjo3nyySfNCq9Ejz/+OA888AAffPCB2aGIiIi4hE6dOhWsyWWxcMMNNxT629xms3H48GEGDBhQ4XY/++wzxo8fz+zZs+nevTuzZs0iJiaG/fv3F7nb/UJHjhzhySef5Lrrrruk9+MqDiSls3x/EjY3d+Lad6HV49ebHZKIiJigQkl0wzAYOXJksXd2A4UW8CyP9PR0Dhw44Ng/fPgwO3bsICQkhKZNmzJx4kROnDjB/PnzAZg1axYtWrTgiiuuIDs7mzlz5vDzzz+zZMmSCl23LsjLyeJz3wD+LzMdL1s+t5w5w7cxo8n38CQjJZHk9V9htVqVRBcRcXHLly8HCh7tfvPNNys9VVl16du3LytWrDA7DJFqkZebS1xcXIn1ubm5ji/ADMMgLS2N9PR0LBYLcXFx5OdV700qIlIzDRkyBCi4kSwmJoZ69eo56ry8vGjevDm33357hdudMWMGo0ePZtSoUQDMnj2bRYsWMXfuXCZMmFDsOTabjXvuuYepU6eyevVqzp49W+HruopnF+zGZi+YNm9Ip8Z4uusJSxGRuqhCSfQRI0aUeUxF5l/bsmVLoUVKzz+SPmLECObNm0d8fDxHjx511Ofm5vLEE09w4sQJ/Pz86NChAz/99FOxC50KnHVzZ237bvTbvY6AzHT6HDvA5u43ApBscmwiIuJc77//vtPaWrVqFa+99hpbt24lPj6eBQsWOP5wP+9SH/sWqWty0lM5cvgQ456dUuyNKHm5uZw4GkeTZi3w8PTAYrHQukUzDhyOwzAMsrMyOX4inqZ5eSZELyI1yeTJkwFo3rw5w4YNc8qaJ7m5uWzdupWJEyc6ytzc3Ojfvz/r168v8bwXX3yR8PBwHnzwQVavXl3mdXJycgrddGe1WoGCKUrtdnsl3sG5aU4No9LtFCcr18bWuIIpa/293Hmkd4squU5NUJX9WJeoH51D/eg86suylbdvKpREd+Yf6FBwF1pJC6EBzJs3r9D+008/zdNPP+3UGGq7JZ370m/3OgCuW/2tI4kuIiKu77bbbmPevHkEBgZy2223lXrs119/Xe52MzIyiI6O5oEHHii23fI89t2xY8dip3hbsmQJjRo1KncsIq4uLycLu8WD0Gtuo0GjZkXqkw7u4dCRuQR3u5UGjZphAcL9Ib9dwRo4SQf3EHdsLrZ8JdFFpEB5bm4rr1OnTmGz2YqsfRYREcGvv/5a7Dlr1qzhvffeY8eOHeW+zvTp05k6dWqR8uTkZLKzsysU88XsdjupqakYhuH0dXh+/OU0w7d8z02/byCp9/XkxUWR1KCBU69RU1RlP9Yl6kfnUD86j/qybGlpaeU6Tqth1HJ7ml1OUlhjwpNP0G7fJhqcOonV7KBERMQpgoKCHAuLXepCYsUZOHAgAwcOLLG+PI99V+QPa5G6wC84jMDwJkXK008nFKq3YODnmUOgvzcGFke9iMh5NpuNmTNn8vnnn3P06FFyc3ML1aekpFTZtdPS0rjvvvt49913CQ0NLfd5EydOdDx5DgV3okdFRREWFlbpqejsdjsWi4WwsDCnJ4iWL4rj4d/W0ituFxzZjv3pUVDKPPGurCr7sS5RPzqH+tF51JdlK++TXUqi13KGmxure/+J27/6N26GQe+VCzl83Z/KnJszMDBQ86WLiNRwFz4h5uynxUpyqY99V0ZVPgJuGEbBIm2AhaJPx1koeH/F1ZdWV9l6V2u74F/D5eKuiW3/0ZdGmedbAIvFokd0i6FHl51D/Vg2M/pm6tSpzJkzhyeeeILnn3+e5557jiNHjrBw4UImTZpUobZCQ0Nxd3cnMTGxUHliYiKRkZFFjj948CBHjhxh8ODBjrLzfeDh4cH+/ftp1apVkfO8vb2LndLKzc3NKUkdi8XitLbOy8jJZ/e+o3Q7thcAo2VL3Nq3h3M3MNRGVdGPdZH60TnUj86jvixdeftFSfQ6YO21g7l14X/wsNnovfIb5l7Vs9S5OQFCAvz47/tzlEgXEXERWVlZGIaBn58fAHFxcSxYsID27dtz0003Oe06l/LYd3H69+/Pzp07ycjIoEmTJnzxxRf06NGj2GOr8hHw9PR0GkaEYfMHX8+iC6R7BHuTcUU7ogLdqX9RfWl1la13tbYtGAS559E02Jt0F4q7JrZ9vi8tFKTSSzu/nj8Q1ZhDhw6V+Biqn5+fU59UcRV6dNk51I9lK+8j4M700Ucf8e6773LzzTczZcoUhg8fTqtWrejQoQMbNmzgscceK3dbXl5edOnShWXLljnWP7Hb7SxbtoyxY8cWOf7yyy9n9+7dhcqef/550tLSePPNN4mKiqrUe6tJdhw7S88DW/G02wCw3HJLrU6gi4hI6ZRErwNS64eytesNdN+4hMC0M1yzay0/lTI3Z0ZKIsnrv8JqtSqJLiLiIm699VZuu+02HnnkEc6ePUu3bt3w8vLi1KlTzJgxg0cffdTsEAv56aefyn1sVT4CnpaWRnxiMvnBEOBf9Ivlk2dy2Ln3FwJ72cgN9i53XWXrXa1tCwYGcNTF4q6JbZ/vy+S8gulcSjs/OTGV1ct+5rcDh/Aq5caI+e/9p0LTLtQGenTZOdSPZXPG4p4VlZCQwFVXXQVAvXr1SE1NBeCWW27hhRdeqHB748ePZ8SIEXTt2pVu3boxa9YsMjIyHNO23X///TRu3Jjp06fj4+PDlVdeWej8+vXrAxQpd3XrD57m+oOb/ii45RbzghEREdMpiV5H/Hz9HXTfuASAwdtX8Q9KnpsTILkaYxMRkcrbtm0bM2fOBODLL78kMjKS7du389VXXzFp0iSnJdEr+ti3M1TlI+Dnp8L4YzKSwgzOTWdQTH1pdZWtd822LS4ad01s+/zELqX3aW5OFvmGGyHdh5Z6Y0RaWppj0d+6RI8uO4f6sXRm9EuTJk2Ij4+nadOmtGrViiVLltC5c2c2b95c4pPGpRk2bBjJyclMmjSJhIQEOnbsyOLFix1PnR09erRO/vzX/57EqENbAbDXq4db794mRyQiImZSEr2OONAmmmNRrYk6doB2Jw/TsUFDs0MSEREnyszMJCAgAIAlS5Zw22234ebmxjXXXFPqGhgVVdHHvkWk6unGCJG6ZejQoSxbtozu3bvzt7/9jXvvvZf33nuPo0eP8ve///2S2hw7dmyJ4/iKFStKPXfevHmXdM2aLDvPhm3rNhpkFazD4ta/P1zCFxQiIlJ7KIleV1gs/Hz9nxnxwXQARmem8ZnJIYmIiPO0bt2ahQsXMnToUP73v/85/ohOSkqq8JQn6enpHDhwwLF/+PBhduzYQUhICE2bNi3zsW8RERGpOi+//LLj9bBhw2jatCnr16+nTZs2hRb8lEt3KDmDXge3/lEQE2NeMCIiUiMoiV6HbOgxgD9//jZ+WenckZXBD5nVvwiOiIhUjUmTJnH33Xfz97//nRtuuMGxSOeSJUvo1KlThdrasmUL/fr1c+yfn498xIgRzJs3r8zHvqtKbGwssbGx2Gy2Kr2OiIiIK+nRo0eJi3PLpfktMY3eh7f9UaAkuohInackeh2S6+3Lmutu4aYln+KLwY3bV7K2XRezwxIRESe44447uPbaa4mPjyc6OtpRfsMNNzB06NAKtdW3b18Mwyj1mNIe+64qY8aMYcyYMVitVoKCgqr12iIiImb69ttvy33sn/70pyqMpG749cBJbj75KwCZzVri16KFyRGJiIjZlESvY5b3u4OblnwKwKDNy1h31+MYbu4mRyUiIs4QGRlZZHHPbt26mRSNiIiIOMv5dUjKYrFY9MSWE6w8mc33f/kPvY9s57nBV5odjoiI1ABKotcxSZFN2dKiPV0P7yPybDIdd6xme+e+ZoclIiKVlJGRwcsvv8yyZctISkrCbrcXqj906JBJkYmIiEhlXTyuS9U5lZ7DL/FWCIpg96Bh+P/1WrNDEhGRGkBJ9Dro28596Xp4HwA3Lf5ISXQRkVrgoYceYuXKldx33300bNgQi8VidkgiIiIiLmf9wdOO1z1bNzAxEhERqUmURK+DtrRszy8enrTLz+Oy33fS8uBuDrW6yuywRESkEn788UcWLVpEr169zA6lymhhUREREXjxxRdLrZ80aVI1RVI7rfot2fG6Z6tQEyMREZGaREn0OsiwuPG2XyD/shZ8wx6z+CP+PeZlk6MSEZHKCA4OJiQkxOwwqpQWFhUREYEFCxYU2s/Ly+Pw4cN4eHjQqlUrJdErISMnH/cvv2TikX2satGZqxv2NTskERGpIZREr6M+963HS7Z8gjNS6bx1BWFJx0kOb2J2WCIicommTZvGpEmT+OCDD/Dz8zM7HBGpIfJyc4mLiyuxPjAwkLCwsGqMqHySk5OxWq0l1tfUuEWqw/bt24uUWa1WRo4cydChQ02IqPb4eONR+m/9H/0PbubhTV/DhJuhY0ezwxIRkRpASfQ6Ktdi4dvuNzHi5y9wM+zcuOQTPr73KbPDEhGRS/TGG29w8OBBIiIiaN68OZ6enoXqt23bZlJkImKWnPRUjhw+xLhnp+Dt7V3sMSEBfvz3/Tk1KiGdnJzMvaMeIiUts8RjamLcImYKDAxk6tSpDB48mPvuu8/scFzWlt8TufvobgByQ8Pw6tDB5IhERKSmUBK9Dvux6w3cteY7vHOzuXb1d3wzZDQZ9eqbHZaIiFyCIUOGmB2CiNQweTlZ2C0ehF5zGw0aNStSn5GSSPL6r7BarTUqGW21WklJyySsx+34h0QUqa+pcYuYLTU1ldTUVLPDcFnJaTmkLVuBf142AO4xMeDmZnJUIiJSUyiJXoel+9Vjde8/0f+nz/HOzabv8q9ZNPgBs8MSEZFLMHnyZLNDEJEayi84jMASpu1LLra0ZvAPiXDJuEWq2ltvvVVo3zAM4uPj+fDDDxk4cKBJUbm+5fuT6Hlkh2PffUCMecGIiEiNoyR6Hbf0xuFcv+xL3Aw7N/z0OUti7jY7JBERuURnz57lyy+/5ODBgzz11FOEhISwbds2IiIiaNy4sdnhiYiIiBPMnDmz0L6bmxthYWGMGDGCiRMnmhSV69t4KIV7j+z8o+CGG8wLRkREahwl0eu4U+GN2dq1H1dvXkaQNYXrVn3Lwg49zQ5LREQqaNeuXfTv35+goCCOHDnC6NGjCQkJ4euvv+bo0aPMnz/f7BArLTY2ltjYWGw2m9mhiIiImObw4cNmh1ArHfj9OB0SfgfA3q4dbg0bmhyRiIjUJJrgS1h0yyjH64E/zMcjP8/EaERE5FKMHz+ekSNH8vvvv+Pj4+MoHzRoEKtWrTIxMucZM2YM+/btY/PmzWaHIiIiIrVIdp6N8B2bcDfsALjpLnQREbmI7kQXjjW9jB0dr6PjjtWEnEmi75afOWB2UCIiUiGbN2/mnXfeKVLeuHFjEhISTIhIREREqkJ2djZvv/02y5cvJykpCbvdXqh+27ZtJkXmurbGneGaC6dyuf5684IREZEaSUl0AeC7wQ/SccdqAIau+Jr3r7jK5IhERKQivL29sVqtRcp/++03wsLCTIhIREREqsKDDz7IkiVLuOOOO+jWrRsWi8XskFze//YmMDyuIIluWCxY+vY1NR4REal5lEQXAI60bM+uq3rSYfc6ws8kMygp3uyQRESkAv70pz/x4osv8vnnnwNgsVg4evQozzzzDLfffrvJ0YmIiIizfP/99/zwww/06tXL7FBqjd0nUjnR+z6uPbKDu1v44B0cbHZIIiJSw2hOdHH4/k8POF4/cPQI5OebF4yIiFTIG2+8QXp6OuHh4WRlZdGnTx9at25NQEAAL730ktnhiYiIiJM0btyYgIAAs8OoNY6cymD70bMsa92d+XeNx/uLz80OSUREaiDdiS4OB1t3YG/7blyxbxNNsrNI/O47aNvW7LBERKQcgoKCWLp0KWvWrGHXrl2kp6fTuXNn+vfvb3ZoIiIi4kRvvPEGzzzzDLNnz6ZZs2Zmh+PyVuxPcrwe0rGxiZGIiEhNpiS6FPLdrQ9yxb5NAAT/618wbhx46GMiIuIqrr32Wq699lqzw6gSsbGxxMbGYrPZzA5FRETENF27diU7O5uWLVvi5+eHp6dnofqUlBSTInNNu46nOl73bat1ZEREpHjKjkohv1/WiT0tr+TKQ3vwOnwYPvgAHnzQ7LBERKQUdrudefPm8fXXX3PkyBEsFgstWrTgjjvu4L777qs1C46NGTOGMWPGYLVaCQoKMjscERERUwwfPpwTJ07wf//3f0RERNSacd4MNrvBnu2/M3TPBra26sjlDTVNjoiIFE9JdCni05jh/OPfzxXsTJkCd98Nvr6mxiQiIsUzDIM//elP/PDDD0RHR3PVVVdhGAa//PILI0eO5Ouvv2bhwoVmhykiIiJOsm7dOtavX090dLTZobi8g8npXLV7PW/8MLOgoMXpgqexRURELqKFRaWI/c3bsSoktGDn+HH417/MDUhEREo0b948Vq1axbJly9i+fTuffPIJn376KTt37uSnn37i559/Zv78+WaHKSIiIk5y+eWXk5WVZXYYtcKOo2fpcXTXHwWdO5sXjIiI1GhKokux/tWiNcb5xwKnT4fU1NJPEBERU3zyySc8++yz9OvXr0jd9ddfz4QJE/joo49MiExERESqwssvv8wTTzzBihUrOH36NFartdAm5bclLoVux/YAYPf2ge7dTY5IRERqKk3nIsU66F+P9D/9iYBvvoHTp+GNN+DFF80OS0RELrJr1y5effXVEusHDhzIW2+9VY0RiUhtkZycXGpCLjAwkLCwS1uEr7S24+LiyM/Lv6R2ReqCAQMGAHDDDTcUKjcMA4vFogW4K2Dfxr00TU0EwLimO3h7mxyRiIjUVKYm0VetWsVrr73G1q1biY+PZ8GCBQwZMqTUc1asWMH48ePZu3cvUVFRPP/884wcObJa4q1rUh5/nIAffoC8PJgxA8aMgYgIs8MSEZELpKSkEFHK7+aIiAjOnDlTjRGJSG2QnJzMvaMeIiUts8RjQgL8+O/7cyqcSC+r7eysTI6fiKdpXl6F2hWpK5YvX252CLVCUlo2Lfdvd+y79+ljYjQiIlLTmZpEz8jIIDo6mgceeIDbbrutzOMPHz7MzTffzCOPPMJHH33EsmXLeOihh2jYsCExMTHVEHHdkt+0KTz8MPzzn5CRAf/4B7z9ttlhiYjIBWw2Gx4eJQ/n7u7u5Ofrjk4RqRir1UpKWiZhPW7HP6ToF3UZKYkkr/8Kq9Va4SR6WW0nHdxD3LG52PKVRBcpTh8le51i30kr3c9N5QJA797mBSMiIjWeqUn0gQMHMnDgwHIfP3v2bFq0aMEbb7wBQLt27VizZg0zZ85UEr2qPP88zJ0LmZkwe3bB3eiXX252VCIico5hGIwcORLvEh4/zsnJqeaIRKQ28Q+JIDC8SbF1yVXUdvrphEq2LFK7rVq1qtT63koGl8sv8Wn0P7YXALuHB27XXGNyRCIiUpO51Jzo69evp3///oXKYmJiGDdunDkB1QUREfD00zBlCuTnw/jx8MMPZkclIiLnjBgxosxj7r///mqIpOrFxsYSGxuruV5FRKRO69u3b5Eyi8XieK1xsnyO/nqENqePAZAT3Qlff3+TIxIRkZrMpZLoCQkJReZ9jYiIwGq1kpWVha+vb5FzcnJyCt2Fd34BI7vdjt1ur1Q85xdusQAWjCL1FsDNze2S6itzrjPatuXlceTIkYL3eNttNH3nHTzj4+HHHzn53nt4DB5MaGhoMb1yaex2O4ZhVPpnUtepH51D/egc6sfyqWz/vP/++06KpOYbM2YMY8aMwWq1EhQUZHY4IiIiprh4rZO8vDy2b9/OCy+8wEsvvWRSVK7He8M6x2uvfn1Ni0NERFyDSyXRL8X06dOZOnVqkfLk5GSys7Mr1XZ6ejoNI8Kw+YOvZ9HH5T2Cvcm4oh1Rge7Ur2B9Zc6tbNve7pkk1fNl9vsf4unpCUCPNpfzt/h4AIwnnmDypi2MGz/OaUkMu91OamoqhmHg5ubmlDbrIvWjc6gfnUP9WD5paWlmhyAiIiIupLi/wW688Ua8vLwYP348W7duNSEq15KdZ+NIlsG6ph3oEv8r3n01z7yIiJTOpZLokZGRJCYmFipLTEwkMDCw2LvQASZOnMj48eMd+1arlaioKMLCwggMDKxUPGlpacQnJpMfDAH+ReeiPXkmh517fyGwl43c4IrVV+bcSredZGXH3t/ockUMDRo2A2D15QY3xp3k8rj9NE5NpdWy5bg/9QTh4eGld1I52e12LBYLYWFhSrZVgvrROdSPzqF+LB8fHx+zQxAREZFaICIigv3795sdhkvYn5DGihZdWNGiC8OiI3jlpmizQxIRkRrOpZLoPXr04IeL5uNeunQpPXr0KPEcb2/vYhdbc3Nzq3RSx2KxYBgGBmBgKVJvcG46g0uor8y5zmrbt34YARcs9vTF/RN5YdpIAEbHHSTl7FmnJsYsFotTfi51nfrROdSPzqF+LJv6RkRERCpi165dhfYNwyA+Pp6XX36Zjh07mhOUi/kl3up4fVlUAzj3BLaIiEhJTE2ip6enc+DAAcf+4cOH2bFjByEhITRt2pSJEydy4sQJ5s+fD8AjjzzCP//5T55++mkeeOABfv75Zz7//HMWLVpk1luoU460bM/aXjfTa+0igvLzYeZM+Ogjs8MSERERERGpMzp27Oi4oetC11xzDXPnzjUpKtey74IkevuGlXtCXURE6gZTk+hbtmyhX79+jv3z066MGDGCefPmER8fz9GjRx31LVq0YNGiRfz973/nzTffpEmTJsyZM4eYmJhqj72u+vr2v9Jl8zJ8crMJ/OQTeOwx6N7d7LBERERERETqhMOHDxfad3NzIywsTFPEVcCJ3+KwGHYMi5uS6CIiUi6mJtH79u1b5NvzC82bN6/Yc7Zv316FUUlpzgaH8dmNdzFi0TwshgGPPAKbN4OHS80MJCIiIiJAXm4ucXFxRcrj4uLIz8u/pHPPCwwMJCwsrNIxikhhzZo1MzsEl2a3Gzz25pO8fvoEu1teRdC0m8wOSUREXIAyn1JhP/S6me7Lv+DyzAzYsYNTkyaR+uCDjnr9wSQiIiJS8+Wkp3Lk8CHGPTulyBpC2VmZHD8RT9O8vAqfe15IgB//fX+O/r9QxEl+/vlnxo4dy4YNGwgMLHz3dGpqKj179mT27Nlcd911JkXoGk6cOE37+N/xtNtoc+ak5kMXEZFyURJdKiwrK52/+vjzU2YGboDfK68yctlqEs89Pqg/mERERERqvrycLOwWD0KvuY0GjQrf2Zp0cA9xx+Ziyy8+iV7auQAZKYkkr/8Kq9Wq/ycUcZJZs2YxevToIgl0gKCgIB5++GFmzJihJHoZTv60iii7DYDk6KtpaHI8IiLiGtzMDkBcT15OFlu8/Pi2Qy8A/Ow2JqXn0vzmvxLW43ZS0jKxWq1ltCIiIiIiNYFfcBiB4U0KbX71Qy/53MDwJviHRFRx1CJ1z86dOxkwYECJ9TfddBNbt26txohcU+7qtX/s9OppXiAiIuJSlESXS/bxoBGcDWoAQLd9m+hz/ID+YBIRkSoTGxtL+/btufrqq80ORUREpNolJibiWcrUIx4eHiQnJ1djRK7Jf+tGx+sGN/Y1LxAREXEpSqLLJcv08ePT4eMd+/fOf4V6GWkmRiQiIrXZmDFj2LdvH5s3bzY7FBERkWrXuHFj9uzZU2L9rl27aNhQk5OU5mxGDi1+21Xw2i+QRld3MDkiERFxFUqiS6Vs7tafHdHXAlA/9TQPfDvH5IhERERERERqn0GDBvHCCy+QnZ1dpC4rK4vJkydzyy23mBCZ69i+bCPB2QU3fiW074jFTSkREREpH40YUjkWCx+OmEiGf8HiNtftWE3fU0kmByUiIiIiIlK7PP/886SkpHDZZZfx6quv8s033/DNN9/wyiuv0LZtW1JSUnjuuefMDrNGS/1pleO153XXmhiJiIi4GiXRpdLOBofx8d1POPYn/P4rbikpJkYkIiIiIiJSu0RERLBu3TquvPJKJk6cyNChQxk6dCjPPvssV155JWvWrCEi4tLWqIqNjaV58+b4+PjQvXt3Nm3aVOKx7777Ltdddx3BwcEEBwfTv3//Uo+vSXy3/DEfesSA602MREREXI2S6OIUG3oMYHun3gA0yMsldOpUkyMSERERERGpXZo1a8YPP/zAqVOn2LhxIxs2bODUqVP88MMPtGjR4pLa/Oyzzxg/fjyTJ09m27ZtREdHExMTQ1JS8U8Yr1ixguHDh7N8+XLWr19PVFQUN910EydOnKjMW6tyqVl5hB49AIDNzY161/YwOSIREXElSqKLc1gszB8xgTS/egAELFoEn35qclAiIiIiIiK1T3BwMFdffTXdunUjODi4Um3NmDGD0aNHM2rUKNq3b8/s2bPx8/Nj7ty5xR7/0Ucf8de//pWOHTty+eWXM2fOHOx2O8uWLatUHFVtz4lU7rjnVW548N988dQb4OdndkgiIuJClEQXp7EGhfLeraP/KHj4YTh82LyAREREREREpES5ubls3bqV/v37O8rc3Nzo378/69evL1cbmZmZ5OXlERISUlVhOsWvCWkYFjcOhkZhuf02s8MREREX42F2AFK7rI2+lrbLPmFgUgJYrXD33bBqFXh6mh2aiIiIiIiIXODUqVPYbLYic6lHRETw66+/lquNZ555hkaNGhVKxF8sJyeHnJwcx77VagXAbrdjt9svIfI/2O12DMMos52dx844Xl8WXq/S161tytuPUjr1o3OoH51HfVm28vaNkujiXBYLr7S+nP7enngeOwYbNsCUKfDSS2ZHJiIiIiIiIk708ssv8+mnn7JixQp8fHxKPG769OlMLWbdrOTkZLKzsysVg91uJzU1FcMwcHMr/mF7u2Gw+rdkAPy83Ahxzy5xzve6qjz9KGVTPzqH+tF51JdlS0tLK9dxSqKL02V4eJA4cyZN7roL8vNh+nS44Qa4Xqufi4iIiIi5kpOTHXfBFicwMJCwsLBqjKh8XDVuqdlCQ0Nxd3cnMTGxUHliYiKRkZGlnvv666/z8ssv89NPP9GhQ4dSj504cSLjx4937FutVqKioggLCyMwMPDS3wAFCSKLxUJYWFiJCaKdR07xxvzn2R3ZmpzefYlqFFOpa9ZG5elHKZv60TnUj86jvixbaV8CX0hJdKkSOR07wj/+ARMmgGHAvffCjh0QHm52aCIiIiJSRyUnJ3PvqIdIScss8ZiQAD/++/6cGpWQdtW4pebz8vKiS5cuLFu2jCFDhgA4FgkdO3Zsiee9+uqrvPTSS/zvf/+ja9euZV7H29sbb2/vIuVubm5OSepYLJZS29q3ZD33HNrC9Ye2EOebjpvbw5W+Zm1UVj9K+agfnUP96Dzqy9KVt1+URJeq89RT8NNPBVt8PNx1FyxZAh762ImIiIhI9bNaraSkZRLW43b8QyKK1GekJJK8/iusVmuNSka7atziGsaPH8+IESPo2rUr3bp1Y9asWWRkZDBq1CgA7r//fho3bsz06dMBeOWVV5g0aRIff/wxzZs3JyEhAYB69epRr149095HadJWrHa8rn9DbxMjERERV6VspjhdXm4ucXFxALi/+CJNdu7EIzkZli/nzF//Sv5LL+l/7kVERETENP4hEQSGNym2LrmaY6kIV41barZhw4aRnJzMpEmTSEhIoGPHjixevNix2OjRo0cL3aX373//m9zcXO64445C7UyePJkpU6ZUZ+jlkp6TT+i+nY79oOuVRBcRkYpTEl2cKic9lSOHDzHu2SmOx/WiGzVj9qlTeBgGwe++y7St23lk8Q9KpIuISIXExsYSGxuLzWYzOxQREZFaZezYsSVO37JixYpC+0eOHKn6gJxo+9EzdDj5GwD57h54REebHJGIiLgiJdHFqfJysrBbPAi95jYaNGoGQCowv9kiHvj2PQDG79zO6W3bIEaLuYiISPmNGTOGMWPGYLVaCQoKMjscERERcQEHDpyg1+ljAFgva09IOReQExERuZBmlJcq4RccRmB4E8e2dshf2HBNQdLc32Yj8q9/hbNnzQ1SREREREREarWsdZtwwwDA6NbN5GhERMRVKYku1cNi4YORzxIXWXB3utehQ3DnnZCXZ3JgIiIiIiIiUlt5bdvieB1wXU8TIxEREVemJLpUm1xvX169/xnOengWFCxdCn/7GxiGuYGJiIiIiIhIrZNns9PkwB7HvlfPa0yMRkREXJmS6FKtkhpE8uQV0Rie5xLp77wDs2aZGpOIiIiIiIjUPhsOnSb63KKiWT7+0LatyRGJiIirUhJdqt3OoPokTZ/+R8ETT8C335oXkIiIiIiIiNQ6BxKsvNJ3JO93GcyhQbeDm1IgIiJyaTSCiCnShwyBF14o2DEMLPfcg+eWLaWeIyIiIiIiIlJeqw6cZuEV/Zja/2FyZ84yOxwREXFhSqKLeaZOhbvuAsCSmUnwfffB3r0mByUiIiIiIiKuLt9mZ8uRMwAEeHvQMaq+uQGJiIhLUxJdzGOxwLx5cMMNALidPYtlwAA4csTUsERERERERMS1HTuTRVpOPgBXNQnCYrGYHJGIiLgyD7MDkLonLzeXuLg4x77ljTdodN99+OzejeXkSfJvuAGP9eshPNzEKEVERERERMRV7Tqawo2/b2BHw8vo0qy12eGISA1is9nIy8szO4xqYbfbycvLIzs7G7c6ui6Ep6cn7u7ulW5HSXSpVjnpqRw5fIhxz07B29vbUR5cL4R5gUE0sqbicegQeTfcgOfKlRASYmK0IiIiIiIi4opObd3Fu1//A4AT8cPhpo9NjkhEzGYYBgkJCZw9e9bsUKqNYRjY7XbS0tLq9BM59evXJzIyslJ9oCS6VKu8nCzsFg9Cr7mNBo2aOcotwH8GJjP21WcITT+L55490L8//PSTEukiIiIiIiJSMRs3OV7Wu/JyEwMRkZrifAI9PDwcPz+/OpFUNgyD/Px8PDw86sT7vZhhGGRmZpKUlARAw4YNL7ktJdHFFH7BYQSGN3HsWzDI9QzlHw+/yPNvP0lobi5s3w433QRLl0JwsInRioiIiIiIiCupv3eH43Vg717mBSIiNYLNZnMk0Bs0aGB2ONWmrifRAXx9fQFISkoiPDz8kqd2qZuT4UiNdTK8CY906EJ+aGhBwdatBYn0OvSojYiIiIiIiFy6lIxcWsX9AoDdYsHStavJEYmI2c7Pge7n52dyJGKG8z/3ysyFrzvRpcaJ8/Pn5H//S9P774ekJNiyBa6/HhYv1mKjIiIiImKa5ORkrFZrifWBgYGEhYVVY0QiUpwdB5PolXQEgNONmhEWFGRuQCJSY9TVu7HrOmf83GtEEj02NpbXXnuNhIQEoqOjefvtt+nWrVuxx86bN49Ro0YVKvP29iY7O7s6QpVqkte6NSxfDv36FSTSt2+H664rmNqlaVOzwxMRERGROiY5OZl7Rz1ESlpmiceEBPjx3/fnKJEuYrLj67bhbSu42zD7qmiToxERcU0jR47k7NmzLFy4sNTjLBYLCxYsYMiQIU65bvPmzRk3bhzjxo1zSnvOYnoS/bPPPmP8+PHMnj2b7t27M2vWLGJiYti/fz/hJdx1HBgYyP79+x37+haplmrfHlauhBtvhOPH4bffoFevgkT65VoYRkRERESqj9VqJSUtk7Aet+MfElGkPiMlkeT1X2G1WpVEFzFZxrqNjtdBva4xMRIRkcobOXIkH3zwQZHymJgYFi9eXGXXffPNNzEMo8zj4uPjCa4DaxmankSfMWMGo0ePdtxdPnv2bBYtWsTcuXOZMGFCsedYLBYiIyOrM0wxy+WXw5o1BYn0338vSKZfdx388ANcfbXZ0YmIiIhIHeMfEkFgeJNi65KrORYRKcpuNwj6dbdjP7BXdxOjERFxjgEDBvD+++8XKvP29q7SawaVMRVWbm4uXl5edSZHa+rCorm5uWzdupX+/fs7ytzc3Ojfvz/r168v8bz09HSaNWtGVFQUt956K3v37i3x2JycHKxWa6ENwG63V3ozDAOLxYIFsGAUsxW8n0urr8y5rtk25+otFguGYfzR11FR2FetwujYseCHeuoU9t69if/3vzlw4EChLSkpySk/W1feCvWdNvWj+tElNhERERFxjqMpmVx+4rc/Cjp1Mi8YEREn8fb2JjIystB2/u5vi8XCO++8wy233IKfnx/t2rVj/fr1HDhwgH79+lG/fn169erFwYMHHe1NmTKFjh078s477xAVFYWfnx933nknqampjmNGjhxZaIqWvn37MnbsWMaNG0doaCgxMTGO61845cvx48cZPnw4ISEh+Pv707VrVzZuLHhC6ODBg9x6661ERERQr149rr76an766acq7DnnMfVO9FOnTmGz2YiIKPw4ZEREBL/++mux57Rt25a5c+fSoUMHUlNTef311+nZsyd79+6lSZOid4RMnz6dqVOnFilPTk6u9Dzq6enpNIwIw+YPvp45Reo9gr3JuKIdUYHu1K9gfWXOdcW2LRgEuefRyB/cWzQjLS2NpKSkQuemvfsuxp9u5bL4k7hlZxPx17/y0dXd+bH9lXBuSp96vt488fjfyvy2rLay2+2kpqZiGAZubqZ+R+bS1I/OoX4sn7S0NLNDcBmxsbHExsZis9nMDkVERERqqL0nUgnx8CLH3ZOsiIbUr1/f7JBERKrctGnTmDFjBjNmzOCZZ57h7rvvpmXLlkyYMIFGjRrx8MMPM3bsWH788UfHOQcOHODzzz/nu+++w2q18uCDD/LXv/6Vjz76qMTrfPDBBzz66KOsXbu22Pr09HT69OlD48aN+fbbb4mMjGTbtm2Om8fS09MZNGgQL730Et7e3syfP5/Bgwezf/9+mtbwNRBNn86lonr06EGPHj0c+z179qRdu3a88847TJs2rcjxEydOZPz48Y59q9VKVFQUYWFhBAYGViqWtLQ04hOTyQ+GAP+ij1CcPJPDzr2/ENjLRm5wxeorc64rtm3BwABOZsDhw3EEBAQUmRM/PT2dka3b8Y/gJvTbtwk34L7NGwn3COb9wQ+SlnqKAxu+xt3dvcT59Gs7u92OxWIhLCxMSctKUD86h/qxfHx8fMwOwWWMGTOGMWPGYLVa6+yXpSIiIlK6vfFW/jV8Oh62fN6LaUIfswMSkRpt8NtrSE4rehNoVQsL8Oa7v11b7uO///576tWrV6js2Wef5dlnnwVg1KhR3HnnnQA888wz9OjRgxdeeIGYmBjy8/N57LHHeOCBBwqdn52dzfz582ncuDEAb7/9NjfffDNvvPFGiVO0tGnThldffbXEOD/++GOSk5PZvHkzISEhALRu3dpRHx0dTXT0Hws+T5s2jQULFvDtt98yduzY8naHKUxNooeGhuLu7k5iYmKh8sTExHLPp+Pp6UmnTp04cOBAsfXe3t7FzhHk5uZW6aTO+WlH/piIpDCDgiTSpdRX5lzXbfvcpC7npsm5+OdjsVjItVj41/3PYF3/I7d+MweAmPWLaXr2FK/9eSxJJZxbl5x//3W5D5xB/egc6seyqW9EREREnGfvyYIpXPPdPWjdtb3J0YhITZeclkOCtXIzVVSHfv368e9//7tQ2fkkNUCHDh0cr8/P+HHVVVcVKsvOzsZqtTpuKm7atKkjgQ4FNy7b7Xb2799fYl62S5cupca5Y8cOOnXqVCi2C6WnpzNlyhQWLVpEfHw8+fn5ZGVlcfTo0VLbrQlMTaJ7eXnRpUsXli1b5phjx263s2zZsnJ/+2Cz2di9ezeDBg2qwkilRrFY+HbIX0gOa8zI91/Cw5ZPu1+28MpbT/L3Fi3Njk5ERERERERMsj+hYKq8QB8PGgXpiT8RKV1YQNUuzums6/r7+xe6o/tinp6ejteWc1MeF1dW2TW5/P39S6339fUttf7JJ59k6dKlvP7667Ru3RpfX1/uuOMOcnNzKxVXdTB9Opfx48czYsQIunbtSrdu3Zg1axYZGRmMGjUKgPvvv5/GjRszffp0AF588UWuueYaWrduzdmzZ3nttdeIi4vjoYceMvNtiAnW97qZ5PAmPBo7gfqppwk7e4o5O1NIXbAAnnzS7PBERERERESkGp1K/+OO0nYNAx1JIxGRklRkSpXa5ujRo5w8eZJGjRoBsGHDBtzc3Gjbtu0lt9mhQwfmzJlDSkpKsXejr127lpEjRzJ06FCg4M70I0eOXPL1qpPpSfRhw4aRnJzMpEmTSEhIoGPHjixevNjx6MHRo0cLPep+5swZRo8eTUJCAsHBwXTp0oV169bRvr0e06qLDrSJZtrk+fw19hlaHdyDj92Oz1NPwf798Oab4OdndogiIiIiIiJSDfYcTeGndx/hUIMm5F3fH+hR5jkiIq4gJyeHhISEQmUeHh6EhoZecps+Pj6MGDGC119/HavVymOPPcadd95Z7im2izN8+HD+7//+jyFDhjB9+nQaNmzI9u3badSoET169KBNmzZ8/fXXDB48GIvFwgsvvFDpu+Ori+lJdICxY8eWOH3LihUrCu3PnDmTmTNnVkNU4irOBofx6jOzuf29F7lp45KCwjlzYO1a+OwzuGAOKBEREREREamdTm7ZRd+U47ROOc7JqGCzwxERcZrFixfTsGHDQmVt27bl119/veQ2W7duzW233cagQYNISUnhlltu4V//+lel4vTy8mLJkiU88cQTDBo0iPz8fNq3b09sbCwAM2bM4IEHHqBnz56EhobyzDPPYLVaK3XN6lIjkugilZXv6cW7tz3CujPHmXTsMG5ZWfDLL9CtG8ycCQ8/DHqUT0REREREpNbK37jF8drj6q4mRiIi4jzz5s1j3rx5JdYbhlFov3nz5o6y8//27du3yHEAjz76KI8++miJ173QxTc6l3T9Zs2a8eWXXxZ7bPPmzfn5558LlY0ZM6bQfk2d3sWt7ENEXMfCkFA2/fvf5LRrV1CQnQ2PPkpGv34cWbuW5ORkcwMUERERERGRKuG7Z4fjdch115gXiIiI1Dq6E11qnLzcXOLi4oqUx8XFkZ+XX+J5OempHDl8iL/8+z0CGkTyWKM0hp08DoD/ypXY+vbl7bbtuPG9d2lQzJxRgYGBhIWFOe+NiIiIiIiISLXIzM0n6vAf0xroTnQREXEmJdGlRjmfCB/37BS8vb0L1WVnZXL8RDxN8/KKPTcvJwu7xYPQa26jQaNmfAkc+mULD3/1b0LSzhCYn89ze3fz08CbmXJZO5K9fQqdHxLgx3/fn6NEuoiIiIiIiIuJS07nisSDAJxtEEH98HCTIxIRqbmmTJnClClTzA7DpSiJLjXKxYnwCyUd3EPcsbnY8otPop/nFxxGYHgTAA6EN2FKl37c/dHrXLPhfwD0P3Oanju28vGAe1l6zU3Y3dzJSEkkef1XWK1WJdFFRERERERcTNL2vVyRmwVAStsrqW9uOCIiUstoTnSpkc4nwi/c/OoXnYKlPDLqBfHuw9N46daHSHYr+Mj75WTx0Dfv8n/vTqV9dib+IRHODF9ERERERESqUfbW7Y7X+R2iTYxERERqIyXRpc5Y07YzXUMb879OfRxlrQ7tYfKU+3lowTsE5eWaGJ2IiIiIiIhcKo/dux2vfbt2NjESERGpjZRElzrljJs7b986mlcmzCY+smC6GDfDTsyG//HV5nUEzp8P+SUvXioiIiIiIiI1T/3f9zleh/XqZmIkIiJSG2lOdKmTfmvbmSkvfsSNSz7hlu/fxyc7k6D8fHjxRXL/+19SnniCjJtuAovFcU5gYKDmSxcREREREalhDMPg1V730LpxZzpZT3DnZa3MDklERGoZJdGlzsr39OLHm0ewvucgbp73EtfvWgeA16FDRI4Zw+6AQP7Zog3b6gcDEBLgx3/fn6NEuoiIiIiISA0Sb81lc/1mbO7YjONtQrnTTQ/di4iIc2lkkTrvbHAYrw24l+tDGrKrUQtH+VVpVt7ZtZX3TibRJyqalLRMrFariZGKiIiIiIjIxQ6eznK8vjwywMRIRESq34oVK7BYLJw9e9bsUCrEYrGwcOFCp7XXvHlzZs2a5bT2LqYkusg5W7y8eXb0i7z5+BucaNzSUd7hwC5e/+gN/rVrKz6bNpkYoYiIiIiIiFxs67E0x+sOTeqbF4iIiJNZLJZStylTppgdYpmmTJlCx44di5THx8czcODA6g/oEimJLnIhi4VdHa9j8osf8d6Dk0gKa+youvrsGRrffTdcey188w3Y7SYGKiIiIiIiIgABq1Zw7eHtNMg4S/eWIWaHIyLiNPHx8Y5t1qxZBAYGFip78sknTYstNze3UudHRkbi7e3tpGiqnpLoIsUw3NxZd+0tPP9/XzD3wUkkNIj8o3LtWhgyBNq3hzlzICurxHZERERERESkat2+4D/89/MX2BR7P2HuutlJRGqPyMhIxxYUFITFYilUVq9ePcexW7dupWvXrvj5+dGzZ0/2799fqK1vvvmGzp074+PjQ8uWLZk6dSr5+fmO+qNHj3LrrbdSr149AgMDufPOO0lMTHTUn7+jfM6cObRo0QIfHx8Azp49y0MPPURYWBiBgYFcf/317Ny5E4B58+YxdepUdu7c6bh7ft68eUDR6VyOHz/O8OHDCQkJwd/fn65du7Jx40YADh48yK233kpERAT16tXj6quv5qeffnJqX5dFSXSRUtg8PFh77S08/sTbPN+qLenNm/9RuX8/jB6NrVEjzjz8MKe3bjUtThERERERkbroTGoGLZKOAJAQEYXFz8/cgERETPLcc8/xxhtvsGXLFjw8PHjggQccdatXr+b+++/n8ccfZ9++fbzzzjvMmzePl156CQC73c6tt95KSkoKK1euZOnSpRw6dIhhw4YVusaBAwf46quv+Prrr9mxYwcAf/7zn0lKSuLHH39k69atdO7cmRtuuIGUlBSGDRvGE088wRVXXOG4e/7iNgHS09Pp06cPJ06c4Ntvv2Xnzp08/fTT2M/NApGens6gQYNYtmwZ27dvZ8CAAQwePJijR49WUW8W5VFtVxJxYVlZ6fwzPYPvmjWnn3997jt+hC6pZwFwP3uW4P/8B9t//kPOgAF4jxkDAwaAh/7zEhERERERqUrHN+wg2lZwJ+XpNu1pXMbxIiJFzJhRsJWlc2f49tvCZX/6E2zbVva548cXbFXopZdeok+fPgBMmDCBm2++mezsbDw8PHjxxReZMGECI0aMAKBly5ZMmzaNp59+msmTJ7Ns2TJ2797N4cOHiYqKAmD+/PlcccUVbN68mauvvhoomMJl/vz5hIWFAbBmzRo2bdpEUlKSY2qW119/nYULF/Lll1/yl7/8hXr16uHh4UFkZOTFITt8/PHHJCcns3nzZkJCCqblat26taM+Ojqa6Ohox/60adNYsGAB3377LWPHjnVWF5ZKWT6RcsjLycJu8aBBj9s50agZLwOtjv3OoLU/0HPXWjxs+bgD7osXw+LF0LgxPPAAjBoFLVqU2X5ycjJWq7XE+sDAQMcvKBERERERESlg3bDF8Tr/yqtMjEREXJbVCidOlH3cueRyIcnJ5Tu3lJyPs3To0MHxumHDhgAkJSXRqFEjdu7cydq1ax13ngPYbDays7PJzMzkl19+ISoqypFAB2jfvj3169fnl19+cSTRmzVrVig/tXPnTtLT02nQoEGhWLKysjh48GC5Y9+xYwedOnVyJNAvlp6ezpQpU1i0aBHx8fHk5+eTlZWlO9FFaiq/4DACw5sAkBzehA+69GNB6mm6/TCfG5Z/RXjeuUUVTpyAadNg2jSyrr6a/LvuImDUKAgOLtJmcnIy9456iJS0zBKvGxLgx3/fn6NEuoiIiIiIyIXOzbsL4H91FxMDERGXFRhYcDNkWYrLyYSFle/cwMCKx1VBnp6ejtcWiwWg0HQoU6dO5bbbbity3vm5zcvD39+/0H56ejoNGzZkxYoVRY6tX79+udv19fUttf7JJ59k6dKlvP7667Ru3RpfX1/uuOOOSi9uWhFKootUkjWoAZ90v4mxO1Zxd/0g7jidRK/Tp/HAAMB382bYvBlj4kQsN98Md94Jt9wC5xZ/sFqtpKRlEtbjdvxDIoq0n5GSSPL6r7BarUqii4iIiIiI08XGxvLaa6+RkJBAdHQ0b7/9Nt26dSvx+C+++IIXXniBI0eO0KZNG1555RUGDRpUjRH/IfC3fY7Xkb1LjllEpESVmWrl4uldaqjOnTuzf//+QlOkXKhdu3YcO3aMY8eOOe5G37dvH2fPnqV9+/altpuQkICHhwfNL1xH8AJeXl7YbLZS4+vQoQNz5swhJSWl2LvR165dy8iRIxk6dChQkLw/cuRIqW06mxYWFXGCvJws8tw82TtwNP98+j/89bl3+WjAPRw/d9c6gCU3FxYsgOHDC76pvOMO+Phj3M490uMfEkFgeJMiW3GJdREREREREWf47LPPGD9+PJMnT2bbtm1ER0cTExNDUlJSscevW7eO4cOH8+CDD7J9+3aGDBnCkCFD2LNnTzVHDoZh0OTo7wCc8QsiqGWzao9BRMQVvPDCC8yfP5+pU6eyd+9efvnlFz799FOef/55APr3789VV13FPffcw7Zt29i0aRP3338/ffr0oWvXriW2279/f3r06MGQIUNYsmQJR44cYd26dTz33HNs2VIw3Vbz5s05fPgwO3bs4NSpU+Tk5BRpZ/jw4URGRjJkyBDWrl3LoUOH+Oqrr1i/fj0Abdq0cSxmunPnTu6++27HXfbVRUl0ESc6P92LrXUHfh72OJNf/opn/vYanzSOIv/C+aGys+Grr+Cee2jerRv/3LWNmHU/0uDUSfOCFxGpJseOHaNv3760b9+eDh068MUXX5gdkoiISJ01Y8YMRo8ezahRo2jfvj2zZ8/Gz8+PuXPnFnv8m2++yYABA3jqqado164d06ZNo3Pnzvzzn/+s5sjh5K+HaZBxFoATzS6Dc9MXiIhIYTExMXz//fcsWbKEq6++mmuuuYaZM2fSrFnBl48Wi4VvvvmG4OBgevfuTf/+/WnZsiWfffZZqe1aLBZ++OEHevfuzahRo7jsssu46667iIuLIyKi4KbQ22+/nQEDBtCvXz/CwsL45JNPirTj5eXFkiVLCA8PZ9CgQVx11VW8/PLLuLu7AwVjVXBwMD179mTw4MHExMTQuXNnJ/dS6TSdi0hVslg41KQVP7dqS7d3Y2l14gR8/nlBAj05ueCQ/Hy6n02h+zfvwjfvcrJRC3Zf1YPdV/Xk98uiy7iAiIjr8fDwYNasWXTs2JGEhAS6dOnCoEGDisyvJyIiIlUrNzeXrVu3MnHiREeZm5sb/fv3d9z9d7H169cz/qJpD2JiYli4cGFVhlqsuJ/Xc34m4uz2V1b79UVEqtPIkSMZOXJkkfK+fftiGEahso4dO2IYBoZhkJ+fDxT8ro6JiSmx/aZNm/LNN9+UWD9lyhSmTJlSpDwgIIC33nqLt956q9jzvL29+fLLL4uUXxxzs2bNij0OCu5m//nnnwuVjRkzptB+VU/voiS6SHVxd4d+/Qq2t9+G1avhm2/I++orPI8fdxzW6ORhGp08TMz/PibX05tfm7VlpS0T7927oXnzgnZERFxYw4YNHavFR0ZGEhoaSkpKipLoIrVMXm4ucXFxRcrj4uLIz8uvsusmJyeTmppKWloa6enpjoW1quPaJb3n8wIDA7XGTTVJTk7Gem7axOLoZ1Hg1KlT2Gw2x92C50VERPDrr78We05CQkKxxyckJJR4nZycnEKP75//2djt9ko9jp98NoN94S1ofeoYHp2iq/3R/trEbrdjGIb6sJLUj85RFf14vs3zW11y/v3Wtfd9ofM/9+LGnfJ+zpREF6kGxf5B1bQp/O1vxA0ezOzxExja8DK6HtpLqwO7cTMK/gP2ysuhw4FddAAYOrRgNedevaBPH+jdGzp3Bm/van8/IlK7rVq1itdee42tW7cSHx/PggULGDJkSKFjKroAWUm2bt2KzWZzLF4jIrVDTnoqRw4fYtyzU/C+6P9VsrMyOX4inqZ5eU6/bnJyMveOeogz6Vm0btGMA4fjCv3BWJXXLu09nxcS4Md/35+j5G0VO/85SEnLLPEY/Syq1/Tp05k6dWqR8uTkZLKzsy+53Z+aduDxUW/jacvjvRvblDiPu5TNbreTmpqKYRi4uWnm30ulfnSOqujHvLw87HY7+fn5jjuz6wLDMByLelrq8JRX+fn52O12Tp8+jaenZ6G6tLS0crWhJLpIFSvrD6rsrEyOnzpNzp238tNd4/BPT6X93k1csXcD7fduokFK4h8HW63w448FG4CXF3TtCj17Qo8eBa8v+mUgIlJRGRkZREdH88ADD3DbbbcVqT+/ANns2bPp3r07s2bNIiYmhv379xMeHg4UPD5Y3P+cLlmyhEaNGgGQkpLC/fffz7vvvlu1b0hEql1eThZ2iweh19xGg0aFF/pLOriHuGNzseU7P5FttVpJScskvMfthEdFkN8OLrznqiqvXdp7BshISSR5/VdYrVYlbqvY+c9BWI/b8Q+JKFKvn8UfQkNDcXd3JzExsVB5YmIikZGRxZ4TGRlZoeMBJk6cWGgKGKvVSlRUFGFhYQQGBl5y/G/cFcpTqVnsPhxP5yub4eetv4Uuld1ux2KxEBYWpuRvJagfnaMq+jE7O5u0tDQ8PDzw8Kh76dCLE8d1jYeHB25ubjRo0AAfH59CdRfvl9hGVQQmIn8o6w+qi/+Yy6gXxObuN7K5+41gGPj9spkmC95mTJuW1Nu2DS78H9bcXFi3rmCjYKXgsPBwLN27w9VXQ+fOnG7alLO+viUusqNHWUXkYgMHDmTgwIEl1l+4ABnA7NmzWbRoEXPnzmXChAkA7Nixo9Rr5OTkMGTIECZMmEDPnj3LPLYqHgGHgjszLBYLFsBC0ccbLRTMDVtcfWl1la13tbYL/jVcLu6a2PYffWmUeX5Nirukev/gMILCGxeqyzidUOm2LRZLsY95n/9vul5IBH71GxDk733uk1n+a5fV9qW85/P1p0pouyzluXZJcVeGq05LcOHnINDJP4uLuVrfXMzLy4suXbqwbNkyx1NndrudZcuWMXbs2GLP6dGjB8uWLWPcuHGOsqVLl9KjR48Sr+Pt7V3sDUVubm6VSpB5ubnRJMQfr/xA/Lw9lbSsJIvFUumfiagfncXZ/ejm5lYwlp7b6orzYyLU7TvRz//ci/tMlfczpiS6SDXxCw4jMLxJkfL00yXPHYjFQkJoI1aHRnD1k0/SrGlTPA8fxmfTJny2bcNn61a8Lpomxj0pCb77rmADGgB4evFbvXoc8A/gd/96HPSvxxE/P3Ld3PUoq4hUyKUsQHYxwzAYOXIk119/Pffdd1+Zx1fVI+AA6enpNIwIw+YPvp45Reo9gr3JuKIdUYHu1L+ovrS6yta7WtsWDILc82ga7E26C8VdE9s+35cWClLprhJ3dbZdzx88WjQjLS2tyNQNaWlptG7RjAh/qH9BPzqz7XB/8HNy3GUp69qVabs0rjotQXX2V3kfAa/Jxo8fz4gRI+jatSvdunVj1qxZZGRkOL4sv//++2ncuDHTp08H4PHHH6dPnz688cYb3HzzzXz66ads2bKF//znP2a+DRERkSqlJLpIDVfadDB5DZuRk21jQP36XJWZzhVpVq7MSMc/L7fQcQ3yculxJoUeZ1IcZXaLG/H1Q9mPjYxx47B36kRey5bktWyJPSAA0F3qIlLUpSxAdrG1a9fy2Wef0aFDBxYuXAjAhx9+yFVXXVXs8VX1CDgUJD/iE5PJD4YA/6J3yJ08k8POvb8Q2MtGbrB3uesqW+9qbVswMICjLhZ3TWz7fF8m5xXcQe0qcVdn29YMOHI4joCAAMcUUuelp6dz4HActnbgW9/T0Y/ObDu/HQRW8PdFWW2XpaxrV6bt0rjqtATV2V/lfQS8Jhs2bBjJyclMmjSJhIQEOnbsyOLFix1j/dGjRwv9/Hv27MnHH3/M888/z7PPPkubNm1YuHAhV155pVlvQUSk3Ory4pp1mTN+7kqii9RwZc0puv3IXHYOeJDjjZqxGGjsa8d+NIHmJw4RsW8Tkb9soau7B4FZ6YXOdTPsND6TRGOAjz8u2M457enFUV8/DgYG0Ou+e/Hv0AFatoQWLSA0tMSpYUREyuPaa6+t0OPvVfUIOPwx/cEfk5EUZnBuOoNi6kurq2y9a7ZtcdG4a2Lb5yd2Kb1Pa17c1df2+UeTL/4dcOF/0xf2o7PbdnbcZSnPtS+17fJc29WmJajO/nKlfinN2LFjS5y+ZcWKFUXK/vznP/PnP/+5iqMSEXGe83OCZ2Zm4uvra3I0Ut0yMwsWG6/M3PBKoou4iOKmgzk/Fcz5OgsGvp45JAVEseeKbiyJas3axOP0fngabYNCaHL8AE2O/U6T4wdpePIwkScO4lPMwloN8nJpkJcL1rNw7rHN8+x+fuQ1aUJ+48a4NW+O7+WXQ9OmEBUFTZpAo0amL26anJzsmDO5OLrDXuTSXcoCZCIiIiIiImZyd3enfv36jmm8/Pz86sQc4YZhkJ+fj4eHR514vxczDIPMzEySkpKoX78+7u7ul9yWkugidYHFwtngMM4Gh7Hnqj8W/EnYu4lj86Zz+413cbk9n8iEOCIT4ohIOEr91NPFNuWWmYn3b7/h/dtvJV6LiAho3Lhga9QIGjYs2CIjC7aICAgPhyp4/DU5OZl7Rz1ESlpmicdoHniRS3cpC5CJiIiIiIiY7fxNP85cP6SmO7+I9vmFVeuq+vXrV/qmLyXRReowu5sbRzw82dy2E0ebXVaoLmXnGhI/fJ2but9IK8NOREoi4SlJRKQkEno2GU9bfvGNGgYkJBRsW7eWHkBgYEEyPSys8BYaCg0aFGyhoRAcDCEhBf+eu8u9pLvN4+LiSEqx0rD3MPxDIorUZ6Qkkrz+K6xWq5LoIiVIT0/nwIEDjv3Dhw+zY8cOQkJCaNq0aZkLkFWV2NhYYmNjsdlsVXodERERERGpfSwWCw0bNiQ8PJy8vKJP5ddGdrud06dP06BBg1ozBVlFeXp6VuoO9PNqRBI9NjaW1157jYSEBKKjo3n77bfp1q1bicd/8cUXvPDCCxw5coQ2bdrwyiuvMGjQoGqMWKT2y/byYY+nFyHdbuTYRQl2i92O5dAeshf+k2eG3kJkfj4e8fF4JCQU/JuYiHtyMpay5jy2Wgu2C5J1ZapXD1tQEGlWK6lu7qR5eJDu7kH6uX/PGgZ909JpHNUBj5xssn39yPbxJ9vHjxxvX5Lq1SdZC4mIlGrLli3069fPsX9+Uc8RI0Ywb968MhcgqypjxoxhzJgxWK1WgoKCqvRaIiIiIiJSO7m7uzslqeoK7HY7np6e+Pj41NkkurOYnkT/7LPPGD9+PLNnz6Z79+7MmjWLmJgY9u/fX+xK6evWrWP48OFMnz6dW265hY8//pghQ4awbds2rQYuUk0MNzeS3NxZdeoUO5euLLzgX/1wqB9OblQGuceOc/0Nw4jy9KR+2lmC085QP+0Mvskn8Dj6G43c3WmQl0dASXe1Fyc9Hff0dFqWddznb5VYZQeIji64E97fv8hm8fUl0M0NS4MG4OdXsPn6gq8vafn5ZBoGdh8fDC8vDG/vQpt/gwY0aNwYvL3/2GrA4Kx54qUi+vbtW+bq5aUtQCYiIiIiIiJSm5ieRJ8xYwajR492PAI+e/ZsFi1axNy5c5kwYUKR4998800GDBjAU089BcC0adNYunQp//znP5k9e3a1xi5Sl+XlZGG3eBB6zW00aNSsSH3SwT1sPz6XuMs6kn3Rnewnf9nC2vmv0nXY4zRo1AyP/DwCMtMITE8lIDMNr8TjuO1bzehbBhICkJLyx3bmDPmnTmE7dRpvo4w73UvgBpCRUbAVwwL4lXBuwLmtQtzdC5LpXl7YPT2xeXhgeHmBpyeGp2dBMt7DA3dfX7z8/OBcXYmbh0fRf4vb3N3BwwNrZibvvvseqdm52C0W7BYLNizYLWCzWLBjwc/fl+efm0BwaGjBeW5uhf8trszNrejrCzeArCzIySl8jMVSsImIiIiIiIiIuABTk+i5ubls3bqViRMnOsrc3Nzo378/69evL/ac9evXOx4rPy8mJoaFCxdWZagiUgK/4DACw5sUKU8/nVChc23AmXObNek4vyf9xtWDB9OsWdEEfVxcHE88P432Nz9MeL0gfDMz8MtKxy8zjawDuzixfAEdewwkwscX75wsfLIz8MnOxCc7E4+0M1iSjtImPAyv3Nw/kuk5OZXsiVLYbJCZCZmZuHEuiV+NAoFny3Pg4MFOva4bUOKyHRbLHwn1i/8t7vWF+xdvpdVVdDsfm8VCns2G3WYrVG6ce+3u4YFnx47w/vtO7TMRERERERERqXlMTaKfOnUKm81WZA7ViIgIfv3112LPSUhIKPb4hITiE3Y5OTnkXJAcS01NBeDs2bPYy5qvuQxpaWnk5+WRGn+EvOzMovXJx7EAaYnH8CzmpsvS6itzriu2bQG8/CDtlGvFXdPaPt+PKZlguFDcFztz8hBxhw/x+DMv4HXhVDHn5GRncjI+ieD4o2SGNy4o9PCEwBCSQ8LZ7RfA3pZXEBIZVeTcjDNJJK37mhefe4qoqAvqbTbcsrJITUwkduabNKofTPKJk3jn2/Cy2/Cx23HPySLzTCqtrupJoI8vXvl5eObn4ZmXi2d+HpbMNPITj9CxTSv8PDyw5OZiycsr+Dc3l/ysLFKTT+Hl7omn3Y6nPR8PW0H7dY5hFHy54MKsdjvuZ89Wvp1z0+yUNX2K/OF8X5U2RVF5paWlkZebS352JrlZ6UXq83OyMOx28oqpL62usvWu1rYFg5y8XPJcLO6a2Pb5vszNz8PA4jJxV2fbedmZ2PLzSUtLK/J7IC0tDVt+PnnZmeRkZjj60dltOzvuspR17cq0XRq73U5aWprLzaNanf2lcfzSOHMsd9XPaU2jfnQO9aNzqB+dR31ZtvKO5RbDxNH+5MmTNG7cmHXr1tGjRw9H+dNPP83KlSvZuHFjkXO8vLz44IMPGD58uKPsX//6F1OnTiUxMbHI8VOmTGHq1KlV8wZERESc5NixYzRpUvSpDinq+PHjhb8EExERMZnG8YrRWC4iIjVNWWO5qXeih4aG4u7uXiT5nZiYSGRk8ZMAREZGVuj4iRMnFpr+xW63k5KSQoMGDbBUck5eq9VKVFQUx44dIzAwsFJt1XXqS+dQPzqH+tE51I/lYxgGaWlpNGrUyOxQXEajRo04duwYAQEBGstrCPWj86gvnUP96Bzqx7JpHL80GstrHvWjc6gfnUP96Dzqy7KVdyw3NYnu5eVFly5dWLZsGUOGDAEKktzLli1j7NixxZ7To0cPli1bxrhx4xxlS5cuLXQn+4W8vb3xvmg6iPr16zsjfIfAwEB9EJ1Efekc6kfnUD86h/qxbEFBQWaH4FLc3NycfrefPqfOoX50HvWlc6gfnUP9WDqN4xWnsbzmUj86h/rROdSPzqO+LF15xnJTk+gA48ePZ8SIEXTt2pVu3boxa9YsMjIyGDVqFAD3338/jRs3Zvr06QA8/vjj9OnThzfeeIObb76ZTz/9lC1btvCf//zHzLchIiIiIiIiIiIiIrWQ6Un0YcOGkZyczKRJk0hISKBjx44sXrzYsXjo0aNHC01837NnTz7++GOef/55nn32Wdq0acPChQu58sorzXoLIiIiIiIiIiIiIlJLmZ5EBxg7dmyJ07esWLGiSNmf//xn/vznP1dxVGXz9vZm8uTJRaaLkYpTXzqH+tE51I/OoX4UV6DPqXOoH51Hfekc6kfnUD+KK9Dn1DnUj86hfnQO9aPzqC+dx2IYhmF2ECIiIiIiIiIiIiIiNZFb2YeIiIiIiIiIiIiIiNRNSqKLiIiIiIiIiIiIiJRASXQRERERERERERERkRIoiV6G2NhYmjdvjo+PD927d2fTpk2lHv/FF19w+eWX4+Pjw1VXXcUPP/xQTZHWfBXpy3nz5mGxWAptPj4+1RhtzbNq1SoGDx5Mo0aNsFgsLFy4sMxzVqxYQefOnfH29qZ169bMmzevyuN0BRXtyxUrVhT5PFosFhISEqon4Bpo+vTpXH311QQEBBAeHs6QIUPYv39/mefpd6SYQWO5c2gcrzyN5c6hcdw5NJaLK9FY7hwayytPY7lzaCx3Do3l1UtJ9FJ89tlnjB8/nsmTJ7Nt2zaio6OJiYkhKSmp2OPXrVvH8OHDefDBB9m+fTtDhgxhyJAh7Nmzp5ojr3kq2pcAgYGBxMfHO7a4uLhqjLjmycjIIDo6mtjY2HIdf/jwYW6++Wb69evHjh07GDduHA899BD/+9//qjjSmq+ifXne/v37C30mw8PDqyjCmm/lypWMGTOGDRs2sHTpUvLy8rjpppvIyMgo8Rz9jhQzaCx3Do3jzqGx3Dk0jjuHxnJxFRrLnUNjuXNoLHcOjeXOobG8mhlSom7duhljxoxx7NtsNqNRo0bG9OnTiz3+zjvvNG6++eZCZd27dzcefvjhKo3TFVS0L99//30jKCiomqJzPYCxYMGCUo95+umnjSuuuKJQ2bBhw4yYmJgqjMz1lKcvly9fbgDGmTNnqiUmV5SUlGQAxsqVK0s8Rr8jxQway51D47jzaSx3Do3jzqOxXGoqjeXOobHc+TSWO4fGcufRWF61dCd6CXJzc9m6dSv9+/d3lLm5udG/f3/Wr19f7Dnr168vdDxATExMicfXFZfSlwDp6ek0a9aMqKgobr31Vvbu3Vsd4dYa+jw6X8eOHWnYsCE33ngja9euNTucGiU1NRWAkJCQEo/RZ1Kqm8Zy59A4bh59Hp1L43jpNJZLTaSx3Dk0lptHn0fn0lheOo3lVUtJ9BKcOnUKm81GREREofKIiIgS51xKSEio0PF1xaX0Zdu2bZk7dy7ffPMN//3vf7Hb7fTs2ZPjx49XR8i1QkmfR6vVSlZWlklRuaaGDRsye/ZsvvrqK7766iuioqLo27cv27ZtMzu0GsFutzNu3Dh69erFlVdeWeJx+h0p1U1juXNoHDePxnLn0DheNo3lUlNpLHcOjeXm0VjuHBrLy6axvOp5mB2ASHF69OhBjx49HPs9e/akXbt2vPPOO0ybNs3EyKQuatu2LW3btnXs9+zZk4MHDzJz5kw+/PBDEyOrGcaMGcOePXtYs2aN2aGISA2hcVxqEo3jZdNYLiIX01guNYnG8rJpLK96uhO9BKGhobi7u5OYmFioPDExkcjIyGLPiYyMrNDxdcWl9OXFPD096dSpEwcOHKiKEGulkj6PgYGB+Pr6mhRV7dGtWzd9HoGxY8fy/fffs3z5cpo0aVLqsfodKdVNY7lzaBw3j8byqqNx/A8ay6Um01juHBrLzaOxvOpoLP+DxvLqoSR6Cby8vOjSpQvLli1zlNntdpYtW1bo29gL9ejRo9DxAEuXLi3x+LriUvryYjabjd27d9OwYcOqCrPW0eexau3YsaNOfx4Nw2Ds2LEsWLCAn3/+mRYtWpR5jj6TUt00ljuHxnHz6PNYder6OA4ay8U1aCx3Do3l5tHnsepoLNdYXu1MXti0Rvv0008Nb29vY968eca+ffuMv/zlL0b9+vWNhIQEwzAM47777jMmTJjgOH7t2rWGh4eH8frrrxu//PKLMXnyZMPT09PYvXu3WW+hxqhoX06dOtX43//+Zxw8eNDYunWrcddddxk+Pj7G3r17zXoLpktLSzO2b99ubN++3QCMGTNmGNu3bzfi4uIMwzCMCRMmGPfdd5/j+EOHDhl+fn7GU089Zfzyyy9GbGys4e7ubixevNist1BjVLQvZ86caSxcuND4/fffjd27dxuPP/644ebmZvz0009mvQXTPfroo0ZQUJCxYsUKIz4+3rFlZmY6jtHvSKkJNJY7h8Zx59BY7hwax51DY7m4Co3lzqGx3Dk0ljuHxnLn0FhevZREL8Pbb79tNG3a1PDy8jK6detmbNiwwVHXp08fY8SIEYWO//zzz43LLrvM8PLyMq644gpj0aJF1RxxzVWRvhw3bpzj2IiICGPQoEHGtm3bTIi65li+fLkBFNnO99uIESOMPn36FDmnY8eOhpeXl9GyZUvj/fffr/a4a6KK9uUrr7xitGrVyvDx8TFCQkKMvn37Gj///LM5wdcQxfUfUOgzpt+RUlNoLHcOjeOVp7HcOTSOO4fGcnElGsudQ2N55Wksdw6N5c6hsbx6WQzDMJx5Z7uIiIiIiIiIiIiISG2hOdFFREREREREREREREqgJLqIiIiIiIiIiIiISAmURBcRERERERERERERKYGS6CIiIiIiIiIiIiIiJVASXURERERERERERESkBEqii4iIiIiIiIiIiIiUQEl0EREREREREREREZESKIkuIiIiIiIiIiIiIlICJdFFarAVK1ZgsVg4e/Zsuc+ZMmUKHTt2rLKYKspisbBw4cJquVbv3r35+OOPndrm7NmzGTx4sFPbFBGRukNjecVoLBcRkZpGY3nFaCyX2kpJdBEnmD17NgEBAeTn5zvK0tPT8fT0pG/fvoWOPT8AHzx4sMx2e/bsSXx8PEFBQU6Nt2/fvowbN86pbZrt22+/JTExkbvuuqtC5y1YsIBrrrmGoKAgAgICuOKKKwr1zQMPPMC2bdtYvXq1kyMWEZGaRGO5+TSWi4hIZWgsN5/GcqnNlEQXcYJ+/fqRnp7Oli1bHGWrV68mMjKSjRs3kp2d7Shfvnw5TZs2pVWrVmW26+XlRWRkJBaLpUrirk3eeustRo0ahZtb+X+tLVu2jGHDhnH77bezadMmtm7dyksvvUReXp7jGC8vL+6++27eeuutqghbRERqCI3l5tNYLiIilaGx3Hway6U2UxJdxAnatm1Lw4YNWbFihaNsxYoV3HrrrbRo0YINGzYUKu/Xrx8Adrud6dOn06JFC3x9fYmOjubLL78sdOzFj429++67REVF4efnx9ChQ5kxYwb169cvEtOHH35I8+bNCQoK4q677iItLQ2AkSNHsnLlSt58800sFgsWi4UjR44UOf/ZZ5+le/fuRcqjo6N58cUXAdi8eTM33ngjoaGhBAUF0adPH7Zt21ZiPxX3fnbs2FEkhjVr1nDdddfh6+tLVFQUjz32GBkZGSW2m5yczM8//1zk8S6LxcKcOXMYOnQofn5+tGnThm+//dZR/91339GrVy+eeuop2rZty2WXXcaQIUOIjY0t1M7gwYP59ttvycrKKjEGERFxbRrLNZaLiIhr01iusVykKimJLuIk/fr1Y/ny5Y795cuX07dvX/r06eMoz8rKYuPGjY7Bevr06cyfP5/Zs2ezd+9e/v73v3PvvfeycuXKYq+xdu1aHnnkER5//HF27NjBjTfeyEsvvVTkuIMHD7Jw4UK+//57vv/+e1auXMnLL78MwJtvvkmPHj0YPXo08fHxxMfHExUVVaSNe+65h02bNhV6vG3v3r3s2rWLu+++G4C0tDRGjBjBmjVr2LBhA23atGHQoEGO/zG4FAcPHmTAgAHcfvvt7Nq1i88++4w1a9YwduzYEs9Zs2YNfn5+tGvXrkjd1KlTufPOO9m1axeDBg3innvuISUlBYDIyEj27t3Lnj17So2pa9eu5Ofns3Hjxkt+XyIiUvNpLNdYLiIirk1jucZykSpjiIhTvPvuu4a/v7+Rl5dnWK1Ww8PDw0hKSjI+/vhjo3fv3oZhGMayZcsMwIiLizOys7MNPz8/Y926dYXaefDBB43hw4cbhmEYy5cvNwDjzJkzhmEYxrBhw4ybb7650PH33HOPERQU5NifPHmy4efnZ1itVkfZU089ZXTv3t2x36dPH+Pxxx8v8z1FR0cbL774omN/4sSJhdq5mM1mMwICAozvvvvOUQYYCxYsKPb9GIZhbN++3QCMw4cPO97/X/7yl0Ltrl692nBzczOysrKKve7MmTONli1bFikHjOeff96xn56ebgDGjz/+6NgfNGiQARjNmjUzhg0bZrz33ntGdnZ2kbaCg4ONefPmlfjeRUTE9Wks11guIiKuTWO5xnKRqqI70UWcpG/fvmRkZLB582ZWr17NZZddRlhYGH369HHMv7ZixQpatmxJ06ZNOXDgAJmZmdx4443Uq1fPsc2fP7/ExU32799Pt27dCpVdvA/QvHlzAgICHPsNGzYkKSmpwu/pnnvucayqbRgGn3zyCffcc4+jPjExkdGjR9OmTRuCgoIIDAwkPT2do0ePVvha5+3cuZN58+YV6pOYmBjsdjuHDx8u9pysrCx8fHyKrevQoYPjtb+/P4GBgY6+8Pf3Z9GiRRw4cIDnn3+eevXq8cQTT9CtWzcyMzMLtePr61ukTEREaheN5RrLRUTEtWks11guUlU8zA5ApLZo3bo1TZo0Yfny5Zw5c4Y+ffoA0KhRI6Kioli3bh3Lly/n+uuvBwpWCQdYtGgRjRs3LtSWt7d3pWLx9PQstG+xWLDb7RVuZ/jw4TzzzDNs27aNrKwsjh07xrBhwxz1I0aM4PTp07z55ps0a9YMb29vevToQW5ubrHtnV9cxDAMR9mFi4VAQb88/PDDPPbYY0XOb9q0abHthoaGcubMmWLrytMXrVq1olWrVjz00EM899xzXHbZZXz22WeMGjXKcUxKSgphYWHFXkNERGoHjeUay0VExLVpLNdYLlJVlEQXcaJ+/fqxYsUKzpw5w1NPPeUo7927Nz/++CObNm3i0UcfBaB9+/Z4e3tz9OhRx8BelrZt27J58+ZCZRfvl4eXlxc2m63M45o0aUKfPn346KOPyMrK4sYbbyQ8PNxRv3btWv71r38xaNAgAI4dO8apU6dKbO/8YBcfH09wcDBQsIDJhTp37sy+ffto3bp1ud9Pp06dSEhI4MyZM452L1Xz5s3x8/MrtGDKwYMHyc7OplOnTpVqW0REaj6N5RrLRUTEtWks11guUhWURBdxon79+jFmzBjy8vIKDcB9+vRh7Nix5ObmOhYvCQgI4Mknn+Tvf/87druda6+9ltTUVNauXUtgYCAjRowo0v7f/vY3evfuzYwZMxg8eDA///wzP/74IxaLpUJxNm/enI0bN3LkyBHq1atHSEiI49voi91zzz1MnjyZ3NxcZs6cWaiuTZs2fPjhh3Tt2hWr1cpTTz2Fr69viddt3bo1UVFRTJkyhZdeeonffvuNN954o9AxzzzzDNdccw1jx47loYcewt/fn3379rF06VL++c9/Fttup06dCA0NZe3atdxyyy3l7ocpU6aQmZnJoEGDaNasGWfPnuWtt94iLy+PG2+80XHc6tWradmyJa1atSp32yIi4po0lmssFxER16axXGO5SFXQnOgiTtSvXz+ysrJo3bo1ERERjvI+ffqQlpZG27ZtadiwoaN82rRpvPDCC0yfPp127doxYMAAFi1aRIsWLYptv1evXsyePZsZM2YQHR3N4sWL+fvf/17ivGMlefLJJ3F3d6d9+/aEhYWVOlfaHXfcwenTp8nMzGTIkCGF6t577z3OnDlD586due+++3jssccKfSN+MU9PTz755BN+/fVXOnTowCuvvMI//vGPQsd06NCBlStX8ttvv3HdddfRqVMnJk2aRKNGjUps193dnVGjRvHRRx+VrwPO6dOnD4cOHeL+++/n8ssvZ+DAgSQkJLBkyRLatm3rOO6TTz5h9OjRFWpbRERck8ZyjeUiIuLaNJZrLBepChbjwkmQRMTljB49ml9//ZXVq1ebHYqpEhISuOKKK9i2bRvNmjVzWrt79+7l+uuv57fffiMoKMhp7YqIiJynsbyAxnIREXFVGssLaCyX2kx3oou4mNdff52dO3dy4MAB3n77bT744INiHzGrayIjI3nvvfcqtQJ5ceLj45k/f74GahERcRqN5cXTWC4iIq5CY3nxNJZLbaY70UVczJ133smKFStIS0ujZcuW/O1vf+ORRx4xOywREREpJ43lIiIirk1juUjdoyS6iIiIiIiIiIiIiEgJNJ2LiIiIiIiIiIiIiEgJlEQXERERERERERERESmBkugiIiIiIiIiIiIiIiVQEl1EREREREREREREpARKoouIiIiIiIiIiIiIlEBJdBERERERERERERGREiiJLiIiIiIiIiIiIiJSAiXRRURERERERERERERKoCS6iIiIiIiIiIiIiEgJ/h+9hILvPbN1QwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Weibull Distribution\n",
    "\n",
    "Weibull distribution is a generalization of the exponential distribution with an additional shape parameter.\n",
    "\n",
    "**Use cases:**\n",
    "- Modeling failure rates or lifetimes\n",
    "- Flexible shape for positive-valued weights\n",
    "- When you need more control than exponential"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:20.650942Z",
     "start_time": "2025-10-01T06:50:20.277068Z"
    }
   },
   "source": [
    "# Create Weibull initializers with different shapes\n",
    "weibull_init_1 = init.Weibull(shape=0.5, scale=0.5 * u.nS)\n",
    "weibull_init_2 = init.Weibull(shape=1.5, scale=0.5 * u.nS)\n",
    "weibull_init_3 = init.Weibull(shape=3.0, scale=0.5 * u.nS)\n",
    "\n",
    "# Generate weights\n",
    "weights_1 = weibull_init_1(2000, rng=rng)\n",
    "weights_2 = weibull_init_2(2000, rng=rng)\n",
    "weights_3 = weibull_init_3(2000, rng=rng)\n",
    "\n",
    "# Visualize\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "ax.hist(weights_1.mantissa, bins=50, alpha=0.5, label='shape=0.5 (decreasing)',\n",
    "        density=True, edgecolor='black')\n",
    "ax.hist(weights_2.mantissa, bins=50, alpha=0.5, label='shape=1.5 (increasing then decreasing)',\n",
    "        density=True, edgecolor='black')\n",
    "ax.hist(weights_3.mantissa, bins=50, alpha=0.5, label='shape=3.0 (bell-shaped)',\n",
    "        density=True, edgecolor='black')\n",
    "ax.set_xlabel(f'Weight value ({weights_1.unit})')\n",
    "ax.set_ylabel('Density')\n",
    "ax.set_title('Weibull Distribution with Different Shape Parameters')\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nWeibull Distribution Shape Effects:\")\n",
    "print(\"-\" * 60)\n",
    "print(\"shape < 1: High failure rate early, then decreasing\")\n",
    "print(\"shape = 1: Constant failure rate (exponential distribution)\")\n",
    "print(\"shape > 1: Failure rate increases over time\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Weibull Distribution Shape Effects:\n",
      "------------------------------------------------------------\n",
      "shape < 1: High failure rate early, then decreasing\n",
      "shape = 1: Constant failure rate (exponential distribution)\n",
      "shape > 1: Failure rate increases over time\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 Beta Distribution\n",
    "\n",
    "Beta distribution generates values in a bounded range [0, 1] (or rescaled to [low, high]). It's extremely flexible with two shape parameters.\n",
    "\n",
    "**Use cases:**\n",
    "- Bounded weights (e.g., probabilities, proportions)\n",
    "- Flexible shapes (uniform, U-shaped, bell-shaped, J-shaped)\n",
    "- Modeling ratios or percentages"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:22.816142Z",
     "start_time": "2025-10-01T06:50:22.088918Z"
    }
   },
   "source": [
    "# Create Beta initializers with different parameters\n",
    "beta_init_1 = init.Beta(alpha=0.5, beta=0.5, low=0.0 * u.nS, high=1.0 * u.nS)  # U-shaped\n",
    "beta_init_2 = init.Beta(alpha=2.0, beta=5.0, low=0.0 * u.nS, high=1.0 * u.nS)  # Right-skewed\n",
    "beta_init_3 = init.Beta(alpha=5.0, beta=2.0, low=0.0 * u.nS, high=1.0 * u.nS)  # Left-skewed\n",
    "beta_init_4 = init.Beta(alpha=5.0, beta=5.0, low=0.0 * u.nS, high=1.0 * u.nS)  # Symmetric\n",
    "\n",
    "# Generate weights\n",
    "weights_1 = beta_init_1(2000, rng=rng)\n",
    "weights_2 = beta_init_2(2000, rng=rng)\n",
    "weights_3 = beta_init_3(2000, rng=rng)\n",
    "weights_4 = beta_init_4(2000, rng=rng)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "params = [(0.5, 0.5, 'U-shaped'), (2.0, 5.0, 'Right-skewed'),\n",
    "          (5.0, 2.0, 'Left-skewed'), (5.0, 5.0, 'Symmetric')]\n",
    "weights_list = [weights_1, weights_2, weights_3, weights_4]\n",
    "\n",
    "for ax, (alpha, beta, name), weights in zip(axes, params, weights_list):\n",
    "    ax.hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "    ax.axvline(weights.mean().mantissa, color='red', linestyle='--',\n",
    "               label=f'Mean: {weights.mean():.3f}')\n",
    "    ax.set_xlabel(f'Weight value ({weights.unit})')\n",
    "    ax.set_ylabel('Density')\n",
    "    ax.set_title(f'Beta(α={alpha}, β={beta}): {name}')\n",
    "    ax.legend()\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nBeta Distribution Shape Guide:\")\n",
    "print(\"-\" * 60)\n",
    "print(\"α < 1, β < 1: U-shaped (high at boundaries)\")\n",
    "print(\"α < 1, β ≥ 1: J-shaped (decreasing from 0)\")\n",
    "print(\"α ≥ 1, β < 1: Reverse J-shaped (increasing to 1)\")\n",
    "print(\"α = β: Symmetric around 0.5\")\n",
    "print(\"α > β: Left-skewed (peak towards 1)\")\n",
    "print(\"α < β: Right-skewed (peak towards 0)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ],
      "image/png": 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iAVARSSkAyMuTUlPLtp1OKSkptPEAAIAaiysq0BO3DJQk3TB/VYijAQB4Q1IKAAD4xW63y+FwVFomIyNDJcUlQYoIAAAAkYykFAAAqJLdbtcVo8coKyev0nIF+XnavmOX2hQXBykyAAAARCqSUnWEP8udstQpAOBwORwOZeXkydb7IiWlpPksl7lpgzL+WqjSEpJSAAAAqBxJqTrA3+VOWeoUAFBTSSlplU4Y69y3O4jRAAAAIJKRlKoD/FnulKVOAQAAAABAOCEpVYdUtdwpS50CAAAAAIBwQVIKAGJipJEjD2wDAICI54qK1n/6DnZvAwDCD399AUB8vLR4caijAAAAAVQSG6eFY+4NdRgAgEpEhToAAAAAAAAA1D+MlAIAY6S8vLLtxETJYgltPAAAoOaMUVxRgSSpKC4hxMEAALwhKYUK7Ha7HA5HleWsVisr+aFuyMuTGjYs23Y6paSk0MYDAABqLK6oQPOu7ydJumH+qhBHAwDwhqQUPNjtdl0xeoyycvKqLJuSnKhXFj1PYgoAAASNPz+eZWRkqKS4JEgRAQCAw0VSCh4cDoeycvJk632RklLSfJbLzdoj+5q35XA4SEoBAICg8PfHs4L8PG3fsUttiouDFBkAADgcJKXgVVJKmqyprSotYw9SLAAAAJL/P55lbtqgjL8WqrSEpBQAAOGMpBQAAAAiSlU/njn37Q5iNAAA4HBFhToAAAAAAAAA1D+MlAIAoA5jRVUAAACEK5JSABAdLV188YFtoI5gRVUA9ZkrKkprTzzDvQ0ACD8kpQAgIUFaujTUUQABx4qqAOqzkth4zRv3UKjDAABUgqQUAAB1HCuqAgDgW3FRkTIyMiotU1RUpLi4uCrr4nJ4oHpISgEAAAAA6qVCZ7a2btmsCVOnKz4+3muZ4qIi7diWoVZt0xUTW/mf0FwOD1QPSSkAyM2VGjYs23Y6paSk0MYDAABqLK4wX/Ou7ydJumH+qhBHg3BVXJgvlyVGzXoNU9OWbb2Wydy0QZu3LlSTnhf6LCNxOTxwOCIuKbV69Wo9+uijWrdunXbt2qVly5ZpyJAhoQ4LAAAAABChEpvYfF7q7ty3u8oy5bgcHqieiFuGIjc3V127dtXcuXNDHQoAAAAAAAAOU8SNlBo0aJAGDRoU6jAAAAAAAABQAxE3UgoAAAAAAACRL+JGSlVXYWGhCgsL3fcdDockyeVyyeVyBfz1jDGyWCyySLLI+CxnkRQVFVVpOX/KVKcui8UiY0yl77s68ftTXyDt3bvXffx8McaotLRUzZo1C0pM8ORyuYL6fyJgXC53ht7lckmRFr8iuO1DzJ/vFavVWuV3Sri2fyC/08P1/OZv/DURbscVAACgrqjzSamZM2dqxowZFfbb7XYVFBQE/PWcTqdapNlUmiQ1iC30WS6mSbxyOx2r1tZoNfZRzp8y/pZrmCTFpLdVTk6OMjMzfdaVk5Oj9ultlZokJVbymv7WFyjZ2dma9cRTcub7jkkq+6MkvXVLXXHpP9S4ceNajwueXC6XsrOzZYxRVFTkDMS05OUp7X/bdrtdJjc3pPEcjkht+1Dy93ulYYN43XrLTWrUqJHPMuHa/oH8Tve3rmCf3yQpOUmKTrPJ6XTWyjkpJycn4HUCAACgHiSlpkyZokmTJrnvOxwOtW7dWjabTVarNeCvl5OTo1177CppIiUnxfsst/PvQv30y2+y9i1VURPv5fwp4285R660dUuGkpOTlZqa6rMup9OpP7dkqORYyVpJ/P7WFyhOp1M//vpf2XoNU1JKms9yeVl7tOWv7xUdHR2UuODJ5XLJYrHIZrOF1R/mVSookPnfXHW25s2lhIQQB1R9Edv2IeTP90pu1h79+fU7VX6nBLr9/RnBJVU9iiuQ3+n+1hXs85sk5eRKMXvsatiwYa189yeE6XfC3Llz9eijj2r37t3q2rWrnnrqKfXs2dNr2cWLF2v06NEe++Lj42vlBzogXLiiovRzl77ubQBA+KnzSan4+HjFx1fsyEZFRdXKH27llw8YSUYWn+WM/ne5RyXl/ClTnbrKL72o7H1XJ35/6guU8rgSU9KUXMUyrGZP8OJCReVtH1Htn5goffihJFXyvz78RWTbh5A/3yvV+a4LVPvb7XZdefW1ysrJq7JsSnKiXln0vGw2m8+YAvWdHq7nN3/jr4lw/Ey98cYbmjRpkubPn6+TTz5Zc+bM0cCBA/XHH3/4TMxZrVb98ccf7vsWSyR/4wFVK4mN1xMTZ4c6DABAJSIuKeV0OvXnn3+672/ZskU//vijUlJS1KZNmxBGBgCoz7Kzs+V0Oiv9Q99qtfpMIJVzOBzKysmTrfdFlY4Mzc3aI/uat+VwOKqsE3XP448/rmuvvdY9+mn+/Pn64IMPtHDhQt15551en2OxWNS8efNghgkAAFCpiEtKrV27Vqeffrr7fvmleSNHjtTixYtDFBUAoD7bu3evZj3xlH789b8yxveE3FWNbDpYUkqarFWMDLVXO1LUBUVFRVq3bp2mTJni3hcVFaUBAwZozZo1Pp/ndDrVtm1buVwude/eXQ8++KA6derks3ywFoupzkIB4T7hfrAXsQlmXZb/jVeM1Pgjva7qvGY4fkbq0+fNn4U3wnWBFHjiONWMv+0WcUmp/v37V9rhh2/FRUXKyMiotExGRoZKikuCFBEQJnJzpfLLXTIzpaSk0MaDiONwOOTML5St1zAlVjI/FSObEAh79+5VaWmp0tI8/6+lpaXp999/9/qcDh06aOHCherSpYuys7P12GOPqU+fPvrll1/UqpX35GewFoupzkIB4TzhfrBfM9h1WWQU3TBWXTp1jJj4Ywvydde4CyVJD8x9L2ziqs1ysU3iVdC2tRKt0WoURvHXl8+bv4tBhesCKfDEcaoZfxeKibikFA5PoTNbW7ds1oSp073OsVWuID9P23fsUpvi4iBGB4SBvKrn7wGqklTFvHeMbEKo9O7dW71793bf79Onj4499lgtWLBA999/v9fnBGuxmOosFBDOE+4H+zWDXZdFRjHOYv38y+9K7h0Z8ceVuBRXWJZAtZfEa1uYxFWb5Xb9XajcjL9kPaJUhWEUf335vPm7GBQL1EQGjlPN+LtQDEmpeqK4MF8uS4ya9Rqmpi3b+iyXuWmDMv5aqNISklIAAISjZs2aKTo6Wnv27PHYv2fPHr/njIqNjdUJJ5zgMU/noYK5WIy/CwWE+4T7wV7EJhzrCqf4D90Ol7hq+zXD8TNSV/+PeSsX7AVSULs4TofP3zajZeuZxCY2WVNb+bwlNva9tDgAAAi9uLg49ejRQ5999pl7n8vl0meffeYxGqoypaWlWr9+vVq0aFFbYQIAAFSJkVIAAAARZtKkSRo5cqROPPFE9ezZU3PmzFFubq57Nb6rrrpKRxxxhGbOnClJuu+++9SrVy+1b99e+/fv16OPPqqMjAyNGTMmlG8DAADUcySlAAAAIswll1wiu92uadOmaffu3erWrZuWL1/unvx827ZtHsPm//77b1177bXavXu3mjRpoh49euirr77ScccdF6q3AAAAQFIK4cFut7uXmvamOqsClpSUKCMjQxaL7+u9rVZr0Fe/quo9lgtFbACAyDN+/HiNHz/e62MrV670uD979mzNnj07CFEBAAD4j6QUQs5ut+uK0WOUleN79TN/VwUsdGYre89u3Xr3fYqNi/NZLiU5Ua8sej5oyR9/3mO5YMcGSVFRUr9+B7YBAEDEMxaLfu/Q3b0NAAg/JKUQcg6HQ1k5ebL1vkhJKWley/i7KmBxYb6MotW011CltPC+ymBu1h7Z17wth8MRtMSPP+8xVLFBUoMG0iGjChA4jBIEAIRCcVyCHr1zfqjDAABUgqQUwkZSSpqsqa28Pubct7tadSU2tvmsS5Ls1aotcCp7j+VCFRtQGxglCAAAAMAXklIAgFpTG6ME/Rl5VVRUpLhKLuGVqjdXHQAAAIDAIykFIOjC7nKu3FypXbuy7a1bpaSk2n/NeiZQowT9GXlVXFSkHdsy1KptumJifZ/m/J2rrrioSBkZGZWWycjIUGlJaeXBV6OuUCTLqoqNJB6ASBNXmK9HJl8oSbr9sfdCHA0AwBuSUgCCKmwv59q7t/ZfAzXm7xx0m7cuVJOeF6ppS+9zy5WXq2quukJntrZu2awJU6crPj7eZ7mignylNGmiRpUkuPyty99kWSD5E1so4gKAmkp27g91CACASpCUwmHz5xd/Ji7GoQJ9OVfYjbqqJVW9T2OMSktLlZqaGsSoAqs6o4j8mYMusUnlc8v5M1ddcWG+XJYYNes1rNIEl33zBrk2f1Npgsvfuvxd2EEK3Ogmf2KrTlwAAACAP0hK4bD4+4s/ExfDl0BczhW2o64CzJ/3abFY1O24Y/TP6dMiMjEVzqOIpKoTXLn7dis3QHX5u7BDbYxuqiy26i44AQAAAFSFpBQOiz+/qudm7dHOVa9r/fr1atvW96gA5inB4aqNSbTDkT/vMy9rj5x71snhcERkUqo2RhHVdYxuAgAAQKQjKYUaqexX9XAf+YC6I1CTaIe7yt6nRZL2BDWcWhGoUUT1CaObUJdUdakyP2QBAFC3kJRCralPIx/oRKOuqS9zdQEIH3v37tWVV19b6aXK/JAFAEDdQlIKta6uj3zwZ74fOtFhLipKOvHEA9v1XH2ZqwtAePF3dc1I/yELwWMsFm1pd6x7GwAQfkhKATVEJ9pTdna2nE6nLD46f9UZNRaolcWq1KCB9N13Na+njqgvc3UBCE/+rK4J+KM4LkH/vPfFUIcBAKgESSkgQOhEl116MeuJp/Tjr/+VMcZrGX9HjdXGymKonvoyVxcAAECgVPWjqiQlJycHKRog/JGUAirhz7w69WW+KH/aYuvWrcrOyZOt1zAl1nDUGCuLRYagjWYDAAAIc/4u9NTUmqQnHns4IldMBgKNpBTgg7/z6tSH0Tr+tkVRQb5SmjRRo44pARs1FpSVxfLypOOOK9v+9VcpMTEw9dZxjGYDAISzuMIC3X/XJZKkex54I8TRoD7w50fV3Kw92vv1O8rLq3ruTqA+ICkF+ODvvDr1YbSOv21h37xBrs3fRF5bGCP9b7TP5k2bZKpISrHiXBlGswEAwptRs3273NtAsFS10NPeIMYChDuSUkAVqppXp77MFyVV3Ra5+3YrN4jx1IaRN9yigujoSsuw4pynoIxmAwAAqGf8mT5D4gdTRDaSUkCY8WdyRH9PPP6cyDiJeWrW80LFNG/j83FWnAMAAEBt83f6DIkfTBHZSEoBYcTfyRH9OfH4eyLjJOYpKSVV8aw4BwAAgBDyd/oMfjBFpCMpBYQRfydH3Lnqda1fv15t23ovI5WtepaZ5VCL0y7xeSKrTl2soAYAAAAEV1XTZ0j8YIrIRlIKCEOVzdHj72gq96pnyb5Xwqt2XaygBgAAAISVQE7/AQQbSSkgwvgzmkryb9WzQNYV7io7WVvy85Xatq32ZNplZAlyZIFTUlKijIwMWSyVvwc6JQCA+sGiHS3T3dtAXRTI6T+AUCApBUSoqpaarc6qZ4GsKxz5c7IuSD1C24ujdJolSglBji8QCp3Zyt6zW7fefZ9i4+IqLUunBABQHxTFJ2jaA2+EOgygVvk7/QfzTiFckZQCUOf5c7KujdFg/qx+WFRUpLgqkkj+zOlVXJgvo2g17TVUKS18j3qjUwIAAFD3VPUjM/NOIVyRlAJQb1R2sg70aDB/Vj8sLirSjm0ZatU2XTGxvr+OqzOnV2LjyjskEp0SAACAUCopKpLdbtfmzZt9TrvAQkOoL0hKoV7yZzJATgT1R1xhgea/cL/ysvfq7qLCgNTpzzK+mZs2aPPWhWrS88I6P6cXAADBFldYoLvvGylJ+ue0F0McDVCm0JmtrVu36LmXXlPG9p0yxngtx0JDqC9ISqHeYcU5VGTUdt8u93YgVbaMb/norLo+pxcAAKFhdMTOLe5tIByUTyth7dD7/9m77/CmqjcO4N90pYOkA9IBdDFlyFSgrLKnCIKAyBYQpSiIoIIDFKGKsn4KoiKUKQoCTlBEiixRQJQhymjL6ggUms4kbc7vD2wkNEnTNrP9fp4nz5Pce+657z03yT15c++5iGoWbPKdyT8lqapgUoqqnKp0xzmyDZ5pR0REREQVIa3mD0lgLZN3fuafklRVMClFVRbPTqHy4Jl2RERERORqLPlTFQDkcjlvhkN2xaQUEVEZ8Ew7IiIiInIllv6pCgBBMl9sXLuaiSmyGyaliIjKgWfaEREREZErsPRP1dzMdCiPfAGVSsWkFNkNk1JERERERERElVxpf6oCgNJOsRAVY1KKiAgSpMuDUJCTBZgYbJKIiIhcjQQ3qofpnxMRkfNhUoqIqjyN1BvjnnoTh9YvQmcv89fZExERkWvQSL3x4rtfOjoMIiIyw83RARARERERERERUdXDpBQREREREREREdkdk1JEVOV5agqwfP1bSLxxHV5ajaPDISIiIivw1BTgldfH4pXXx8JTU+DocIiIyAiOKUVEVZ5ECDRIu/zvc52Do7E9rUaDlJQUk/NTUlJQqC20Y0RERETWJxEC0cl/6Z8TkXUolUqoVKpSy8nlcigUCjtERK6MSSkioipEnZOF5KRLmD5nHqRS44O6F+Tn4eq1VERotXaOjoiIiIicmVKpxKjxE5GZnVdq2SCZLzauXc3EFJnFpBQRURWiVedDJ/FAjXaDUb1mpNEyGRdPI+XKGhQVMilFRERERP9RqVTIzM6DImYI/IJCTJbLzUyH8sgXUKlUTEqRWUxKERFVQb6BCsiDaxudl3Mzzc7REBEREZEr8QsKMdmXLKa0Uyzk2jjQORERERERERER2R2TUkREREREREREZHe8fI+ICECWTzVoC0ofsJGIiIhcR3a1AEeHQEREZjApRURVnkbqg8eeWYRD6xehs5e3o8MhIiIiK9BIfTD9vR8cHQYREZnBpBQRERERERERQavRICUlxeT8lJQUFGoLrVIXAMjlct6dr4pjUoqIiIiIiIioilPnZCE56RKmz5kHqVRqtExBfh6uXktFhFZb4boAIEjmi41rVzMxVYUxKUVEVZ6npgBvf7oUWTdTsVSrcXQ4REREZAWemgJMXzIdALBsxjKHxkLkCrTqfOgkHqjRbjCq14w0Wibj4mmkXFmDokLzSSlL6srNTIfyyBdQqVRMSlVhTEoRUZUnEQLNrpwHACwTOgdHQ0RERNYgEQL3/X1C/5yILOMbqIA8uLbReTk306xWFwAoy1QbVUZujg6AiIiIiIiIiIiqHialiIiIiIiIiIjI7piUIiIiIiIiIiIiu2NSioiIiIiIiIiI7I4DnRMRERERERGR3Wk1GqSkpJRaTi6X8w59lRSTUkREAAo8vUq9tS0RERG5FrWXt6NDICIT1DlZSE66hOlz5kEqlZotGyTzxca1q5mYqoSYlCKiKk8j9cEjzy3DofWL0JmdVyIiokpBI/XBlA9/dnQYRGSCVp0PncQDNdoNRvWakSbL5WamQ3nkC6hUKialKiEmpYiIiIiIiIjIIXwDFZAH1zZbRmmnWMj+mJQiIiIiIiIiIqdl6dhTGo0GXl5eFS4DADKZzOL4qPyYlCKiKs9Dq8br21bg1q10rNJqHB0OERERWYGHVo24918CAKyY+paDoyGi8rJ07CmtRoNrl1NQOzIaHp7GUx2WlClWXe6H5e++jeDg4ArFT+YxKUVEVZ6bToc2l84AAD4SOgdHQ0RERNbgptOh2Z+H9M+JyDVZOvZUxsXTuJS8BoFtBposZ0kZ4M44Vjd+2Y68vLwKx0/mMSlFRERERERERE6ttLGncm6mlVrOkjLFbpQzTiobJqWIiIiIiIiIiGxEqVRCpVKZLSOXyy26u6AldQGWjZ1l6TptyWWTUitWrMA777yDtLQ0NG/eHO+99x7atGnj6LCIiIiI7KKsfaGtW7fi1VdfRXJyMurXr4+3334b/fr1s2PEREREVY9SqcSo8RORmW3+UsAgmS82rl1tNklkaV2Wjp1lyTptzSWTUp999hlmzJiBVatWoW3btli2bBl69+6Nv//+m4OQERERUaVX1r7Q4cOHMWLECMTHx+Ohhx7C5s2bMWjQIJw4cQJNmzZ1wBYQERFVDSqVCpnZeVDEDIFfUIjRMrmZ6VAe+QIqlcpsgsiSugDLxs6ydJ225uawNVfAkiVLMGnSJIwfPx6NGzfGqlWr4OvrizVr1jg6NCIiIiKbK2tfaPny5ejTpw9mzZqFRo0aYf78+WjVqhXef/99O0dORERUNfkFhUAeXNvow1yCqax1yYNrwzegBoD/xs6yxjptxeXOlNJoNDh+/Dhmz56tn+bm5oYePXrgyJEjJcqr1Wqo1Wr966ysLADA7du3obPBXTiys7NRqNUiKzUZ2gLTp9RlK69CAiA7/Qo8JeUv44i6nDr+G1chigqRnXEFHlW9LRzxvrBz+1urLi9NAVR3ldVJvSsUl73jByxre4fEVVU+b/zucVhdAJB3KwP+Wi2ys7Nx+/Zt0wXLyZJxG+yprH0hADhy5AhmzJhhMK13797YuXOnyfXYqw+l0+mgUqmQm5sLXVERslKTUWiiD+XM70NX/hxZUkYCwDcnw6Xiv/v4nnnlvNPEZdN1sj/gMnXl3EhDTnYRRAXqcmT8zlaXtdeZeysD2oICJCUlmS5koStXrkCrVps9vhWv78yZM2b7HZbUBVi2nbm3MqArKoJKpbJp/0kIU+/yfwkXc+3aNQFAHD582GD6rFmzRJs2bUqUnzt3rgDABx988MEHH3zwUaFHVlaWvbo7ZpW1LySEEJ6enmLz5s0G01asWCGCg4NNrod9KD744IMPPvjgo6KPK1eumO3XuNyZUmU1e/Zsg38GdTodMjMzUb16dUgkZlKj5aRSqRAeHo4rV65ALpdbvX4yj+3vWGx/x2HbOxbb37Fs3f7i33/4ZDKZ1et2ZvbqQ/Hz4xq4n1wD95Nr4H5yDdxPFSOEQHZ2NmrWrGm2nMslpWrUqAF3d3ekp6cbTE9PT0doaGiJ8lKpFFKp1GBaQECALUMEcOfWinzjOg7b37HY/o7Dtncstr9jVZX2L2tfCABCQ0PLVB6wfx+qquw/V8f95Bq4n1wD95Nr4H4qP39//1LLuNxA515eXmjdujX27t2rn6bT6bB3717ExMQ4MDIiIiIi2ytPXygmJsagPADs2bOHfSciIiJyKJc7UwoAZsyYgbFjx+KBBx5AmzZtsGzZMuTm5mL8+PGODo2IiIjI5krrC40ZMwa1atVCfHw8AGDatGmIjY3F4sWL0b9/f2zZsgXHjh3DRx995MjNICIioirOJZNSw4cPh1KpxGuvvYa0tDS0aNECu3fvRkiI429pKJVKMXfu3BKnu5N9sP0di+3vOGx7x2L7O1ZVbP/S+kKXL1+Gm9t/J8S3b98emzdvxiuvvII5c+agfv362LlzJ5o2beqoTdCrivvPFXE/uQbuJ9fA/eQauJ/sQyJEaffnIyIiIiIiIiIisi6XG1OKiIiIiIiIiIhcH5NSRERERERERERkd0xKERERERERERGR3TEpRUREREREREREdsekVDmsWLECUVFR8Pb2Rtu2bfHrr7+aLb9161bcd9998Pb2xv3334/vvvvOTpFWTmVp/48//hidOnVCYGAgAgMD0aNHj1L3F5lW1vd+sS1btkAikWDQoEG2DbCSK2v73759G3FxcQgLC4NUKkWDBg34/VMBZW3/ZcuWoWHDhvDx8UF4eDiee+45FBQU2CnayuPnn3/GgAEDULNmTUgkEuzcubPUZRITE9GqVStIpVLUq1cPCQkJNo+TzGPfyTWwj+Ua2B9zDey3OT/27ZyEoDLZsmWL8PLyEmvWrBFnzpwRkyZNEgEBASI9Pd1o+UOHDgl3d3exaNEicfbsWfHKK68IT09PcerUKTtHXjmUtf0ff/xxsWLFCvH777+Lv/76S4wbN074+/uLq1ev2jly11fWti+WlJQkatWqJTp16iQGDhxon2ArobK2v1qtFg888IDo16+fOHjwoEhKShKJiYni5MmTdo68cihr+2/atElIpVKxadMmkZSUJL7//nsRFhYmnnvuOTtH7vq+++478fLLL4vt27cLAGLHjh1my1+6dEn4+vqKGTNmiLNnz4r33ntPuLu7i927d9snYCqBfSfXwD6Wa2B/zDWw3+b82LdzHkxKlVGbNm1EXFyc/nVRUZGoWbOmiI+PN1p+2LBhon///gbT2rZtKyZPnmzTOCursrb/vQoLC4VMJhPr1q2zVYiVVnnavrCwULRv316sXr1ajB07lp2gCihr+3/wwQeiTp06QqPR2CvESq2s7R8XFye6detmMG3GjBmiQ4cONo2zsrMkKfXCCy+IJk2aGEwbPny46N27tw0jI3PYd3IN7GO5BvbHXAP7bc6PfTvnwcv3ykCj0eD48ePo0aOHfpqbmxt69OiBI0eOGF3myJEjBuUBoHfv3ibLk2nlaf975eXlQavVIigoyFZhVkrlbfs33ngDwcHBmDBhgj3CrLTK0/5fffUVYmJiEBcXh5CQEDRt2hQLFy5EUVGRvcKuNMrT/u3bt8fx48f1p4FfunQJ3333Hfr162eXmKsyHnedC/tOroF9LNfA/phrYL/N+bFv51w8HB2AK7lx4waKiooQEhJiMD0kJATnzp0zukxaWprR8mlpaTaLs7IqT/vf68UXX0TNmjVLdHbJvPK0/cGDB/HJJ5/g5MmTdoiwcitP+1+6dAk//fQTRo4cie+++w4XLlzAlClToNVqMXfuXHuEXWmUp/0ff/xx3LhxAx07doQQAoWFhXjqqacwZ84ce4RcpZk67qpUKuTn58PHx8dBkVVN7Du5BvaxXAP7Y66B/Tbnx76dc+GZUlRlvPXWW9iyZQt27NgBb29vR4dTqWVnZ2P06NH4+OOPUaNGDUeHUyXpdDoEBwfjo48+QuvWrTF8+HC8/PLLWLVqlaNDqxISExOxcOFCrFy5EidOnMD27dvx7bffYv78+Y4OjYjI6tjHck7sj7kO9tucH/t2tsMzpcqgRo0acHd3R3p6usH09PR0hIaGGl0mNDS0TOXJtPK0f7F3330Xb731Fn788Uc0a9bMlmFWSmVt+4sXLyI5ORkDBgzQT9PpdAAADw8P/P3336hbt65tg65EyvPeDwsLg6enJ9zd3fXTGjVqhLS0NGg0Gnh5edk05sqkPO3/6quvYvTo0Zg4cSIA4P7770dubi6efPJJvPzyy3Bz439CtmLquCuXy3mWlAOw7+Qa2MdyDeyPuQb225wf+3bOhS1XBl5eXmjdujX27t2rn6bT6bB3717ExMQYXSYmJsagPADs2bPHZHkyrTztDwCLFi3C/PnzsXv3bjzwwAP2CLXSKWvb33fffTh16hROnjypfzz88MPo2rUrTp48ifDwcHuG7/LK897v0KEDLly4oO98AsA///yDsLAwdmzKqDztn5eXV6JzUtzRFELYLljicdfJsO/kGtjHcg3sj7kG9tucH/t2Tsax46y7ni1btgipVCoSEhLE2bNnxZNPPikCAgJEWlqaEEKI0aNHi5deeklf/tChQ8LDw0O8++674q+//hJz587lbY0roKzt/9ZbbwkvLy+xbds2kZqaqn9kZ2c7ahNcVlnb/l6820vFlLX9L1++LGQymZg6dar4+++/xTfffCOCg4PFm2++6ahNcGllbf+5c+cKmUwmPv30U3Hp0iXxww8/iLp164phw4Y5ahNcVnZ2tvj999/F77//LgCIJUuWiN9//12kpKQIIYR46aWXxOjRo/XlL126JHx9fcWsWbPEX3/9JVasWCHc3d3F7t27HbUJVR77Tq6BfSzXwP6Ya2C/zfmxb+c8mJQqh/fee09EREQILy8v0aZNG/HLL7/o58XGxoqxY8calP/8889FgwYNhJeXl2jSpIn49ttv7Rxx5VKW9o+MjBQASjzmzp1r/8ArgbK+9+/GTlDFlbX9Dx8+LNq2bSukUqmoU6eOWLBggSgsLLRz1JVHWdpfq9WKefPmibp16wpvb28RHh4upkyZIm7dumX/wF3cvn37jH6PF7f32LFjRWxsbIllWrRoIby8vESdOnXE2rVr7R43GWLfyTWwj+Ua2B9zDey3OT/27ZyDRAiea0ZERERERERERPbFMaWIiIiIiIiIiMjumJQiIiIiIiIiIiK7Y1KKiIiIiIiIiIjsjkkpIiIiIiIiIiKyOyaliIiIiIiIiIjI7piUIiIiIiIiIiIiu2NSioiIiIiIiIiI7I5JKSIiIiIiIiIisjsmpYjIrhITEyGRSHD79m2Ll5k3bx5atGhhs5jKSiKRYOfOnXZZV+fOnbF582ar1rlq1SoMGDDAqnUSERGR7bD/VDbsPxG5DialiMioVatWQSaTobCwUD8tJycHnp6e6NKli0HZ4o7SxYsXS623ffv2SE1Nhb+/v1Xj7dKlC6ZPn27VOh3tq6++Qnp6Oh577LEyLbdjxw60a9cO/v7+kMlkaNKkiUHbPPHEEzhx4gQOHDhg5YiJiIiqNvafHI/9JyLXwqQUERnVtWtX5OTk4NixY/ppBw4cQGhoKI4ePYqCggL99H379iEiIgJ169YttV4vLy+EhoZCIpHYJO7K5H//+x/Gjx8PNzfLv6r37t2L4cOHY8iQIfj1119x/PhxLFiwAFqtVl/Gy8sLjz/+OP73v//ZImwiIqIqi/0nx2P/ici1MClFREY1bNgQYWFhSExM1E9LTEzEwIEDER0djV9++cVgeteuXQEAOp0O8fHxiI6Oho+PD5o3b45t27YZlL339POPP/4Y4eHh8PX1xSOPPIIlS5YgICCgREwbNmxAVFQU/P398dhjjyE7OxsAMG7cOOzfvx/Lly+HRCKBRCJBcnJyieXnzJmDtm3blpjevHlzvPHGGwCA3377DT179kSNGjXg7++P2NhYnDhxwmQ7GduekydPlojh4MGD6NSpE3x8fBAeHo5nn30Wubm5JutVKpX46aefSpwmLpFIsHr1ajzyyCPw9fVF/fr18dVXX+nnf/311+jQoQNmzZqFhg0bokGDBhg0aBBWrFhhUM+AAQPw1VdfIT8/32QMREREVDbsP7H/RERlw6QUEZnUtWtX7Nu3T/9637596NKlC2JjY/XT8/PzcfToUX2nKj4+HuvXr8eqVatw5swZPPfccxg1ahT2799vdB2HDh3CU089hWnTpuHkyZPo2bMnFixYUKLcxYsXsXPnTnzzzTf45ptvsH//frz11lsAgOXLlyMmJgaTJk1CamoqUlNTER4eXqKOkSNH4tdffzU4Tf7MmTP4888/8fjjjwMAsrOzMXbsWBw8eBC//PIL6tevj379+uk7cOVx8eJF9OnTB0OGDMGff/6Jzz77DAcPHsTUqVNNLnPw4EH4+vqiUaNGJea9/vrrGDZsGP7880/069cPI0eORGZmJgAgNDQUZ86cwenTp83G9MADD6CwsBBHjx4t93YRERFRSew/sf9ERGUgiIhM+Pjjj4Wfn5/QarVCpVIJDw8PkZGRITZv3iw6d+4shBBi7969AoBISUkRBQUFwtfXVxw+fNigngkTJogRI0YIIYTYt2+fACBu3bolhBBi+PDhon///gblR44cKfz9/fWv586dK3x9fYVKpdJPmzVrlmjbtq3+dWxsrJg2bVqp29S8eXPxxhtv6F/Pnj3boJ57FRUVCZlMJr7++mv9NABix44dRrdHCCF+//13AUAkJSXpt//JJ580qPfAgQPCzc1N5OfnG13v0qVLRZ06dUpMByBeeeUV/eucnBwBQOzatUv/ul+/fgKAiIyMFMOHDxeffPKJKCgoKFFXYGCgSEhIMLntREREVHbsP7H/RESW45lSRGRSly5dkJubi99++w0HDhxAgwYNoFAoEBsbqx8XITExEXXq1EFERAQuXLiAvLw89OzZE9WqVdM/1q9fb3IQz7///htt2rQxmHbvawCIioqCTCbTvw4LC0NGRkaZt2nkyJH6u7EIIfDpp59i5MiR+vnp6emYNGkS6tevD39/f8jlcuTk5ODy5ctlXlexP/74AwkJCQZt0rt3b+h0OiQlJRldJj8/H97e3kbnNWvWTP/cz88Pcrlc3xZ+fn749ttvceHCBbzyyiuoVq0ann/+ebRp0wZ5eXkG9fj4+JSYRkRERBXD/hP7T0RkOQ9HB0BEzqtevXqoXbs29u3bh1u3biE2NhYAULNmTYSHh+Pw4cPYt28funXrBuDO3WUA4Ntvv0WtWrUM6pJKpRWKxdPT0+C1RCKBTqcrcz0jRozAiy++iBMnTiA/Px9XrlzB8OHD9fPHjh2LmzdvYvny5YiMjIRUKkVMTAw0Go3R+ooH0RRC6KfdPSgmcKddJk+ejGeffbbE8hEREUbrrVGjBm7dumV0niVtUbduXdStWxcTJ07Eyy+/jAYNGuCzzz7D+PHj9WUyMzOhUCiMroOIiIjKh/0n9p+IyHJMShGRWV27dkViYiJu3bqFWbNm6ad37twZu3btwq+//oqnn34aANC4cWNIpVJcvnxZ3wErTcOGDfHbb78ZTLv3tSW8vLxQVFRUarnatWsjNjYWmzZtQn5+Pnr27Ing4GD9/EOHDmHlypXo168fAODKlSu4ceOGyfqKOyWpqakIDAwEcGegzru1atUKZ8+eRb169SzenpYtWyItLQ23bt3S11teUVFR8PX1NRgY9OLFiygoKEDLli0rVDcRERGVxP4T+09EZBkmpYjIrK5duyIuLg5ardagoxQbG4upU6dCo9HoB+mUyWSYOXMmnnvuOeh0OnTs2BFZWVk4dOgQ5HI5xo4dW6L+Z555Bp07d8aSJUswYMAA/PTTT9i1a1eZb3kcFRWFo0ePIjk5GdWqVUNQUJDJWwGPHDkSc+fOhUajwdKlSw3m1a9fHxs2bMADDzwAlUqFWbNmwcfHx+R669Wrh/DwcMybNw8LFizAP//8g8WLFxuUefHFF9GuXTtMnToVEydOhJ+fH86ePYs9e/bg/fffN1pvy5YtUaNGDRw6dAgPPfSQxe0wb9485OXloV+/foiMjMTt27fxv//9D1qtFj179tSXO3DgAOrUqWPRbaiJiIiobNh/Yv+JiCzDMaWIyKyuXbsiPz8f9erVQ0hIiH56bGwssrOz9bc+LjZ//ny8+uqriI+PR6NGjdCnTx98++23iI6ONlp/hw4dsGrVKixZsgTNmzfH7t278dxzz5kcD8CUmTNnwt3dHY0bN4ZCoTA7hsGjjz6KmzdvIi8vD4MGDTKY98knn+DWrVto1aoVRo8ejWeffdbgn8B7eXp64tNPP8W5c+fQrFkzvP3223jzzTcNyjRr1gz79+/HP//8g06dOqFly5Z47bXXULNmTZP1uru7Y/z48di0aZNlDfCv2NhYXLp0CWPGjMF9992Hvn37Ii0tDT/88AMaNmyoL/fpp59i0qRJZaqbiIiILMP+E/tPRGQZibj7Ql4iIicwadIknDt3DgcOHHB0KA6VlpaGJk2a4MSJE4iMjLRavWfOnEG3bt3wzz//wN/f32r1EhERkeOw/3QH+09EroVnShGRw7377rv4448/cOHCBbz33ntYt26d0VPVq5rQ0FB88sknFbpzjTGpqalYv349O1REREQujP0n49h/InItPFOKiBxu2LBhSExMRHZ2NurUqYNnnnkGTz31lKPDIiIiInJa7D8RUWXApBQREREREREREdkdL98jIiIiIiIiIiK7Y1KKiIiIiIiIiIjsjkkpIiIiIiIiIiKyOyaliIiIiIiIiIjI7piUIiIiIiIiIiIiu2NSioiIiIiIiIiI7I5JKSIiIiIiIiIisjsmpYiIiIiIiIiIyO6YlCIiIiIiIiIiIrtjUoqIiIiIiIiIiOyOSSkiIiIiIiIiIrI7JqWIiIiIiIiIiMjumJQiIiIiIiIiIiK7Y1KKyIn8+uuv8PLyQkpKiqNDcTiVSoUnnngCNWrUgEwmQ9u2bbF7925Hh1Vmu3fvRrVq1aBUKh0dioHdu3ejRYsW8Pb2hkQiwe3bt22ynqioKDz00EM2qdtexo0bh6ioKEeHQUREZcR+1X8qS79q1apViIiIgFqtdnQoVUpCQgIkEgmSk5MdHQpVQkxKUZVS/IV69yM4OBhdu3bFrl27yl3vypUrkZCQUOH4Xn75ZYwYMQKRkZEVrqssoqKiSrSLRCLBU089ZdHyOp0OixYtQnR0NLy9vdGsWTN8+umnFYppwoQJWLt2LR555BG88847CAgIQP/+/XHq1KkK1Vts+/btGD58OOrUqQNfX180bNgQzz//fJmSM3/99Rf69OmDatWqISgoCKNHjy6RfOrTpw/q1auH+Pj4CsXbpUsXNG3atEJ1FLt58yaGDRsGHx8frFixAhs2bICfnx8WLlyInTt3WmUdRERU+bFfZVxV7FfNmzfP6DZ7e3tbXMfhw4fRsWNH+Pr6IjQ0FM8++yxycnIMyowbNw4ajQYffvhhheLVaDRYvnw5WrZsCblcjoCAADRp0gRPPvkkzp07V6G6nZ21Pl9E1uLh6ACIHOGNN95AdHQ0hBBIT09HQkIC+vXrh6+//rpcZ3WsXLkSNWrUwLhx48od08mTJ/Hjjz/i8OHD5a6jIlq0aIHnn3/eYFqDBg0sWvbll1/GW2+9hUmTJuHBBx/El19+iccffxwSiQSPPfZYmWPJzMzE9u3b8dhjj+Hjjz8GcKcTUrt2baxevRrLly8vc533evLJJ1GzZk2MGjUKEREROHXqFN5//3189913OHHiBHx8fMwuf/XqVXTu3Bn+/v5YuHAhcnJy8O677+LUqVP6f2aLTZ48GTNnzsTrr78OmUxW4dgr6rfffkN2djbmz5+PHj166KcvXLgQjz76KAYNGuS44IiIyOWwX1VSVetXFfvggw9QrVo1/Wt3d3eLljt58iS6d++ORo0aYcmSJbh69SreffddnD9/3iDB6e3tjbFjx2LJkiV45plnIJFIyhXnkCFDsGvXLowYMQKTJk2CVqvFuXPn8M0336B9+/a47777ylWvKyjP52v06NF47LHHIJVKbRcYVV2CqApZu3atACB+++03g+mZmZnC09NTPP744+Wqt0mTJiI2NrZCsT377LMiIiJC6HS6CtVTHpGRkaJ///7lWvbq1avC09NTxMXF6afpdDrRqVMnUbt2bVFYWFjmOn/55RcBQHz00UcG09u2bVvuOO+1b9++EtPWrVsnAIiPP/641OWffvpp4ePjI1JSUvTT9uzZIwCIDz/80KBsenq6cHd3F5988km5442NjRVNmjQp9/J3K97Oez8Hfn5+YuzYsVZZR7GKvLecxdixY0VkZKSjwyAicjrsVxlXFftVc+fOFQCEUqks1/J9+/YVYWFhIisrSz/t448/FgDE999/b1D22LFjAoDYu3dvudb166+/CgBiwYIFJeYVFhaKGzdulKteV1GWz1dOTo5tgyESQvDyPSIAAQEB8PHxgYeH4cmDOp0Oy5YtQ5MmTeDt7Y2QkBBMnjwZt27d0peJiorCmTNnsH//fv2pyl26dAFw55+pmTNn4v7770e1atUgl8vRt29f/PHHHyVi2LlzJ7p161biHx+dTocFCxYgIiICfn5+6Ny5M/744w/cuHEDHh4e2LNnj9XaQaPRIDc3t0zLfPnll9BqtZgyZYp+mkQiwdNPP42rV6/iyJEjZY6joKAAABAYGGgwXalUlvsfsXsV76O7PfLIIwDuXJZXmi+++AIPPfQQIiIi9NN69OiBBg0a4PPPPzcoGxwcjGbNmuHLL780mJ6VlYVz584hKyurHFtg3K5du9CpUyf4+flBJpOhf//+OHPmjH5+ly5dMHbsWADAgw8+CIlEgnHjxkEikSA3Nxfr1q3Tv49L+wctLS0N48ePR+3atSGVShEWFoaBAweWOt7AunXr4OHhgVmzZumnHT16FH369IG/vz98fX0RGxuLQ4cO6ef/+eefkEgk+Oqrr/TTjh8/DolEglatWhnU37dvX7Rt27ZM7VJs586daNq0Kby9vdG0aVPs2LHD7LYQEVFJ7FfdUZX6VcWEEFCpVBBCWLyMSqXCnj17MGrUKMjlcv30MWPGoFq1aiX6Va1bt0ZQUFCJftWNGzdw7tw55OXlmV3fxYsXAQAdOnQoMc/d3R3Vq1cHAOzbtw8SicRoX2Dz5s2QSCT6/TFu3DhUq1YNly9fxkMPPYRq1aqhVq1aWLFiBQDg1KlT6NatG/z8/BAZGYnNmzcb1Fd8KezBgwfx7LPPQqFQICAgAJMnT4ZGo8Ht27cxZswYBAYGIjAwEC+88EKJNq7o56s4hv3792PKlCkIDg5G7dq1Debd28fbtWsXYmNjIZPJIJfL8eCDD5bYNqLSMClFVVJWVhZu3LgBpVKJM2fO4Omnn0ZOTg5GjRplUG7y5MmYNWsWOnTogOXLl2P8+PHYtGkTevfuDa1WCwBYtmwZateujfvuuw8bNmzAhg0b8PLLLwMALl26hJ07d+Khhx7CkiVLMGvWLJw6dQqxsbG4fv26fj3Xrl3D5cuXS/y4BoBp06bhlVdeQZ8+fbBo0SKkpaVhwIAB2LFjh/7H+73bVdrj3uvzAeCnn36Cr68vqlWrhqioKItP5f7999/h5+eHRo0aGUxv06aNfn5ZGevInDlzBsnJySVOp1ar1RZt840bN0pdb1paGgCgRo0aZstdu3YNGRkZeOCBB0rMa9OmjdFtbt26dYlLCHbs2IFGjRpZLfGxYcMG9O/fH9WqVcPbb7+NV199FWfPnkXHjh31nYiXX34ZTz75JIA7l1ts2LABkydPxoYNGyCVStGpUyf9+3jy5Mlm1zdkyBDs2LED48ePx8qVK/Hss88iOzsbly9fNrnMRx99hPHjx+Oll17CO++8A+DOe69z585QqVSYO3cuFi5ciNu3b6Nbt2749ddfAQBNmzZFQEAAfv75Z31dBw4cgJubG/744w+oVCoAdzpkhw8fRufOncvULgDwww8/YMiQIZBIJIiPj8egQYMwfvx4HDt2zPKdQERUBbFfxX5VsTp16sDf3x8ymQyjRo1Cenp6qfGdOnUKhYWFJfpVXl5eaNGihdFtbtWqlcGfVwDw/vvvo1GjRvq+gynFY4xt2rQJhYWFJst16dIF4eHh2LRpU4l5mzZtQt26dRETE6OfVlRUhL59+yI8PByLFi1CVFQUpk6dioSEBPTp0wcPPPAA3n77bchkMowZMwZJSUkl6n3mmWdw/vx5vP7663j44Yfx0Ucf4dVXX8WAAQNQVFSEhQsXomPHjnjnnXewYcMGg2Ur+vkqNmXKFJw9exavvfYaXnrpJZPtk5CQgP79+yMzMxOzZ8/GW2+9hRYtWrjkAPrkYA49T4vIzopPM7/3IZVKRUJCgkHZAwcOCABi06ZNBtN3795dYrqp02ALCgpEUVGRwbSkpCQhlUrFG2+8oZ/2448/CgDi66+/NiibnJwsJBKJGDlypH7a77//LgCI0NBQ8eijjxqUj42NNbp99z7uvURrwIAB4u233xY7d+4Un3zyiejUqZMAIF544QXTjfmv/v37izp16pSYnpubKwCIl156qdQ67rVv3z4BQGzdulUolUrx9ddfiwYNGgh3d3dx6tQpg7Km9qmxR2kmTJgg3N3dxT///GO23G+//SYAiPXr15eYN2vWLAFAFBQUGExfuHChACDS09NLxL527dpSYyvt8r3s7GwREBAgJk2aZDA9LS1N+Pv7G0w3dblFWS7fu3XrlgAg3nnnHbPl7r6EYfny5UIikYj58+fr5+t0OlG/fn3Ru3dvg0ss8vLyRHR0tOjZs6d+Wv/+/UWbNm30rwcPHiwGDx4s3N3dxa5du4QQQpw4cUIAEF9++aUQomzt0qJFCxEWFiZu376tn/bDDz8IALx8j4jICPar2K8qtmzZMjF16lSxadMmsW3bNjFt2jTh4eEh6tevb3BJnjFbt24VAMTPP/9cYt7QoUNFaGhoielPPvmk8PHxMZhWfAmhsSEa7qbT6fT7NiQkRIwYMUKsWLHCYEiGYrNnzxZSqdSgb5CRkSE8PDzE3Llz9dPGjh0rAIiFCxfqp926dUv4+PgIiUQitmzZop9+7tw5AcBg+eJ2v7c/FBMTIyQSiXjqqaf00woLC0Xt2rUNPiPW+HwVx9CxY8cSl4kWz0tKShJCCHH79m0hk8lE27ZtRX5+vkFZR1wyS66NA51TlbRixQr9YJPp6enYuHEjJk6cCJlMhsGDBwMAtm7dCn9/f/Ts2dPg36DWrVujWrVq2LdvHx5//HGz67l7MMCioiLcvn0b1apVQ8OGDXHixAn9vJs3bwIoeVp1YmIihBAYPXq0flqLFi1Qu3ZtXL16FQMGDDAov3jxYoNTdE2pWbOmweu7L4kCgPHjx6Nv3776QSSLT901Jj8/3+igh8V3W8nPzy81HnNmzpyJdevWAbhzeV3dunUN5vfu3dsqp9pv3rwZn3zyCV544QXUr1/fbNnibSptu++eX7xvb9y4geDgYAB3TvWuyCCud9uzZw9u376NESNGGLxf3d3d0bZtW+zbt88q6ynm4+MDLy8vJCYmYsKECSXeu/datGgRXnzxRSxatMjgsr2TJ0/i/PnzeOWVV/Sfg2Ldu3fHhg0boNPp4Obmhk6dOuGVV15Bbm4u/Pz8cPDgQSxcuBApKSk4cOAA+vTpgwMHDkAikaBjx44ALG+X1NRUnDx5Ei+99BL8/f315Xr27InGjRuX+fILIqKqhP0q9qumTZtm8HrIkCFo06YNRo4ciZUrV5o946a0fpWxbQ4MDER+fj7y8vLg6+sL4M4dAOfNm1dqrBKJBN9//z3effddbNy4EZ9++ik+/fRTxMXFYdiwYfjwww8REBAA4M4lhPHx8di2bRsmTJgAAPjss89QWFhY4kxAAJg4caL+eUBAABo2bIgLFy5g2LBh+ukNGzZEQEAALl26VGL5CRMmGFxS2bZtWxw5ckS/buBOH+aBBx7A8ePH9dOs8fkqNmnSpFIHqN+zZw+ys7Px0ksvlbjDorUvCaXKj0kpqpLatGljcIrwiBEj0LJlS0ydOhUPPfQQvLy8cP78eWRlZekTCPfKyMgodT06nQ7Lly/HypUrkZSUhKKiIv284uvV7ybuOb26+FT0e+/W0rJlS1y/fh39+vUzmN66detSY7KERCLBc889h++//x6JiYlGD7rFfHx8oFarS0wvHr+gtLvYlWbGjBno0aMHjh49inXr1qF169Y4cOCAvv3CwsIQFhZWoXUcOHAAEyZMQO/evbFgwYJSyxdvU1m2u3jf2upAff78eQBAt27djM6/e4yGstBoNMjMzDSYplAoIJVK8fbbb+P5559HSEgI2rVrh4ceeghjxoxBaGioQfn9+/fj22+/xYsvvmiQkLo77uJxrozJyspCYGAgOnXqhMLCQhw5cgTh4eHIyMhAp06dcObMGRw4cADAnX3ZuHFjBAUFGdRfWrukpKQAgNGE5L0/doiIyBD7VeZVtX5VsccffxzPP/88fvzxR7NJqdL6Vca2uaL9KqlUipdffhkvv/wyUlNTsX//fixfvhyff/45PD09sXHjRgDAfffdhwcffBCbNm3SJ4Y2bdqEdu3aoV69egZ1ent7Q6FQGEzz9/dH7dq1S8Tp7+9vNOF591ilxeUAIDw83Ozy1vh8FYuOji61TPG4XE2bNrW4XiJTmJQiAuDm5oauXbti+fLlOH/+PJo0aQKdTofg4GCj15EDKHHQMWbhwoV49dVX8cQTT2D+/PkICgqCm5sbpk+fDp1Opy9X3BG49+BU/M/DvQeygIAANG7cuMTYR5mZmdBoNKXG5ePjY3A2iDHFB797ExL3CgsLw759+yCEMIgzNTUVQMl/D8uqWbNmaNasGUaNGoWhQ4ciNjYWH374IebMmQPgzr9rlg4Ufm+yBAD++OMPPPzww2jatCm2bdtWYlBWY4o7a8XbeLfU1FQEBQWV+LeveN+WNl5VeRW/nzZs2GB0Oy3ZLmMOHz6Mrl27GkxLSkpCVFQUpk+fjgEDBmDnzp34/vvv8eqrryI+Ph4//fQTWrZsqS/fpEkT3L59Wz9O1d2dneK433nnHbRo0cJoDMW3ln7ggQfg7e2Nn3/+GREREQgODkaDBg3QqVMnrFy5Emq1GgcOHNAPWG/LdiEiItPYryqpqvSr7hUeHm7RNgOm+1XGtvnWrVvw9fWtcJKueP2PPfYYhgwZgiZNmuDzzz9HQkKCvo8wZswYTJs2DVevXoVarcYvv/yC999/v0Q9ps4uMjX93qRpWeu4e3lrfL6KWaNNicqCvXGifxUPdFg8WGXdunXx448/okOHDqV+OZv6l2bbtm3o2rUrPvnkE4Ppt2/fNuj4FA8yee+Ah8UdmMuXLyMqKkof565duwz+HSw2ePBg7N+/32yswJ2zUhISEsyWKT6luLSDWIsWLbB69Wr89ddfaNy4sX760aNH9fOtpUOHDnBzczMYzPSzzz7D+PHjLVr+3oP/xYsX0adPHwQHB+O7777TJz9KU6tWLSgUCqMDYP/6669GtzkpKQk1atQoU6egLIpPvw8ODkaPHj3KVYex93Hz5s1LnMZ/dye0bt26eP755/H888/j/PnzaNGiBRYvXqz/hxG4k4jbtm0bOnbsiO7du+PgwYP6DmZx3HK5vNS4vby80KZNGxw4cAARERHo1KkTAKBTp05Qq9XYtGkT0tPTDQY5t7Rdigc9LT6z6m5///232biIiKgk9qsMVYV+lbH5ycnJBn9UGdO0aVN4eHjg2LFjBpe5aTQanDx50mBasaSkpBKDwVeUp6cnmjVrhvPnz+PGjRv6/s5jjz2GGTNm4NNPP0V+fj48PT0xfPhwq667oqzx+Srr+gDg9OnTJc4YIyorJqWIAGi1Wvzwww/w8vLSH+CGDRuGlStXYv78+Vi4cKFB+cLCQuTk5OivN/fz88Pt27dL1Ovu7l7igL1161Zcu3bN4Au8Vq1aCA8PL5HkaN++PTw9PbFu3Tr9D+3t27frrxU/f/68weVG5Rn7IDMzE/7+/gb/wGi1Wrz11lvw8vIyOEsmKysLqampCAsL0/8jOHDgQDz33HNYuXKl/l8jIQRWrVqFWrVqoX379qXGY8qff/6JRx99VP/6+PHj0Ol0BuMflHfsg7S0NPTq1Qtubm74/vvvzXYSi09Rvnu9Q4YMwbp163DlyhV9J3fv3r34559/8Nxzz5Wo4/jx4wZ3aAGMt2d59e7dG3K5HAsXLkTXrl3h6elpMF+pVJbaETb2Pg4MDDSazMnLy4Obm5vBOAJ169aFTCYzevp97dq18eOPP6JTp07o2bMnfv75Z1SvXh2tW7dG3bp18e677+Lxxx8vkRi8N+5OnTphyZIluHjxIp5//nkAd5JejRo1wttvv60vU9Z2CQsLQ4sWLbBu3TqDcaX27NmDs2fP6pNWRERUOvarql6/ylg/44MPPoBSqUSfPn0Mpp87dw6+vr76S9X8/f3Ro0cPbNy4Ea+++ipkMhmAO2c55+TkYOjQoSXWd+LECYwcOdJgWvFdASMiIvTjTBlz/vx5SKXSEpfK3b59G0eOHEFgYKDBttSoUQN9+/bFxo0bUVBQgD59+tjszPfyssbnqyx69eoFmUyG+Ph49OnTx6A/eO9ZfkSlYVKKqqRdu3bh3LlzAO5cY71582acP38eL730kn6MmdjYWEyePBnx8fE4efIkevXqBU9PT5w/fx5bt27F8uXL9Qf21q1b44MPPsCbb76JevXqITg4GN26dcNDDz2EN954A+PHj0f79u1x6tQpbNq0CXXq1CkR08CBA7Fjxw6DL/KaNWti1KhRWLNmDSQSCe6//34sWLAA3bt3x/HjxxEXF4dZs2ahZ8+e+jjK6quvvsKbb76JRx99FNHR0cjMzMTmzZtx+vRpLFy40OCsmB07dmD8+PFYu3atfoDu2rVrY/r06XjnnXeg1Wrx4IMPYufOnThw4AA2bdpk0ClLSEgosbw58+fPxz///IMePXpAqVTi/fffR1BQkMFYDOUd+6BPnz64dOkSXnjhBRw8eBAHDx7UzwsJCdG3KXBnwG0ASE5O1k+bM2cOtm7diq5du2LatGnIycnBO++8g/vvv7/EP4wZGRn4888/ERcXZzDdWHuao1Qq8eabb5aYHh0djZEjR+KDDz7A6NGj0apVKzz22GNQKBS4fPkyvv32W3To0MHoqeZ3a926NX788UcsWbIENWvWRHR0NNq2bWu07D///IPu3btj2LBhaNy4MTw8PLBjxw6kp6fjscceM7pMvXr18MMPP6BLly7o3bs3fvrpJ8jlcqxevRp9+/ZFkyZNMH78eNSqVQvXrl3Dvn37IJfL8fXXX+vr6NSpExYsWIArV64YJJ86d+6MDz/8EFFRUQYDyMrlcovbJT4+Hv3790fHjh3xxBNPIDMzE++99x6aNGli9HbfRER0B/tV/6mq/arIyEgMHz4c999/P7y9vXHw4EFs2bIFLVq0wOTJkw3KNmrUCLGxsUhMTNRPW7BgAdq3b4/Y2Fg8+eSTuHr1KhYvXoxevXqVSGodP34cmZmZGDhwoMH0999/H6+//jr27duHLl26mIz1jz/+wOOPP46+ffuiU6dOCAoKwrVr17Bu3Tpcv34dy5YtK3G53JgxY/Tvz/nz55e5fWzNGp+vspDL5Vi6dCkmTpyIBx98EI8//jgCAwPxxx9/IC8vTz+YPpFF7HuzPyLHMnabW29vb9GiRQvxwQcfGL2F6UcffSRat24tfHx8hEwmE/fff7944YUXxPXr1/Vl0tLSRP/+/YVMJhMA9LdZLSgoEM8//7wICwsTPj4+okOHDuLIkSMiNja2xK1Yi29lf+DAAYPpubm5Ii4uTigUCuHl5SXatWsnUlNTxfbt20VoaKjRW7qWxbFjx8SAAQNErVq1hJeXl6hWrZro2LGj+Pzzz02239q1aw2mFxUViYULF4rIyEjh5eUlmjRpIjZu3Fhi+ffee08AELt37zYbU/GtiydMmCCaN28ufH19RVhYmBgwYECJWxeX173vg7sf97ZpZGSkiIyMLFHH6dOnRa9evYSvr68ICAgQI0eOFGlpaSXKffDBB8LX11eoVCqD6aba0xhzt6Xu3r27vty+fftE7969hb+/v/D29hZ169YV48aNE8eOHSux3t9++81gHefOnROdO3cWPj4+Rm9xfbcbN26IuLg4cd999wk/Pz/h7+8v2rZtW+J9ExkZKfr3728w7ejRo0Imk4nOnTuLvLw8IcSdW3IPHjxYVK9eXUilUhEZGSmGDRsm9u7da7CsSqUS7u7uQiaTGdyueOPGjQKAGD16tNF4LWkXIYT44osvRKNGjYRUKhWNGzcW27dvF2PHjjW6/4mIqjr2q0qqqv2qiRMnisaNGwuZTCY8PT1FvXr1xIsvvlii7yOEMNrXEkKIAwcOiPbt2wtvb2+hUChEXFyc0eVffPFFERERUeL9NXfuXAFA7Nu3z2ys6enp4q233hKxsbEiLCxMeHh4iMDAQNGtWzexbds2o8uo1WoRGBgo/P39RX5+fon5Y8eOFX5+fiWmx8bGiiZNmpSYfm//yFTfrHiblEqlReuryOfLVAx3z0tKSjKY/tVXX4n27dsLHx8fIZfLRZs2bcSnn35aYnkicyRClHIxMBHZTffu3VGzZk1s2LDB0aHYxLBhw5CcnIxff/3VbLnExER07doVW7duNTjN3FW1bNkSXbp0wdKlSx0dChERUZXBftUdlalfpVarERUVhZdeegnTpk2z23oLCwtRs2ZNDBgwoMSYZkRUMW6ODoCI/rNw4UJ89tln+tvTVyZCCCQmJhq9/Kwy2717N86fP4/Zs2c7OhQiIqIqhf2qymft2rXw9PTEU089Zdf17ty5E0qlEmPGjLHreomqAo4pReRE2rZta9Gth12RRCJBRkaGo8Owuz59+nA8IiIiIgdgv6ryeeqpp+yakDp69Cj+/PNPzJ8/Hy1btkRsbKzd1k1UVfBMKSIiIiIiIqJ7fPDBB3j66acRHByM9evXOzocokqJY0oREREREREREZHd8UwpIiIiIiIiIiKyOyaliIiIiIiIiIjI7piUIiIiIiIiIiIiu6tyd9/T6XS4fv06ZDIZJBKJo8MhIiIiJ1c8/KZcLq/SfQf2oYiIiMhSQghkZ2ejZs2acHMzfT5UlUtKXb9+HeHh4Y4Og4iIiFxMVlYW5HK5o8NwGPahiIiIqKyuXLmC2rVrm5xf5ZJSMpkMwJ2Gqcody4rQ6XRQKpVQKBRmM57kONxHrqHK7KfcXKBmzTvPr18H/PwcG08ZVZn95OJsuZ9UKhWTMWAfyt743eP6qsQ+dPFjvCWqxH6s5LgPHaO4/1TcfzClyiWlik83l8vl7FCVk06nQ0FBAeRyOT/UTor7yDVUmf3k7v7fc7nc5TqsVWY/uTjuJ9tjH8q++J52fVViH7r4Md4SVWI/VnLch45V2iX/VS4pRUREdubpCSxa9N9zIiIiqhx4jCeiCmJSioiIbMvLC5g1y9FREBERkbXxGE9EFcRz14iIiIiIiIiIyO54ppQJRUVF0Gq1jg7DKel0Omi1WhQUFPCaXCflzPvIy8vL6WIiGysqAk6cuPO8VSvD8SeIiIjIdbnIMb4iv+2cuV9NluE+tA1PT0+4W+Ezz6TUPYQQSEtLw+3btx0ditMSQkCn0yE7O7vUQcvIMZx5H7m5uSE6OhpeXl6ODoXspaAAaNPmzvOcnEo5CCoREVGV5OTHeGv8tnPmfjVZhvvQdgICAhAaGlqhdmVS6h7FX1rBwcHw9fXlm9YIIQQKCwvh4eHB9nFSzrqPdDodrl+/jtTUVERERDhVbERERERUuVjjt52z9qvJctyH1ieEQF5eHjIyMgAAYWFh5a6LSam7FBUV6b+0qlev7uhwnBY/1M7PmfeRQqHA9evXUVhYCE/epYWIiIiIbMBav+2cuV9NluE+tA0fHx8AQEZGBoKDg8t9KR8vqLxL8XXGvr6+Do6EqPIqvmyvqKjIwZEQERERUWXF33ZEtlf8+arIeNxMShnB7CmR7fDzRURERET2wr4nke1Y4/PFpBSRE+vSpQumT5/u6DCIiIiIiIionKKiorBs2TJHh+GUmJSqJMaNGweJRIKnnnqqxLy4uDhIJBKMGzfO/oFZQAiB1157DWFhYfDx8UGPHj1w/vx5s8tERUVBIpGUeMTFxenLfPTRR+jSpQvkcjkkEkmJu24kJydjwoQJiI6Oho+PD+rWrYu5c+dCo9GUGnNycrJd2nP79u2YP3++zddDRERERESOV9V+182bN6/Eb7r77rvPoExBQQHi4uJQvXp1VKtWDUOGDEF6erp+/h9//IERI0YgPDwcPj4+aNSoEZYvX25RzImJiZg3b16Zt7WsfvvtNzz55JM2X48rYlKqEgkPD8eWLVuQn5+vn1ZQUIDNmzcjIiLCgZGZt2jRIvzvf//DqlWrcPToUfj5+aF3794oKCgwucxvv/2G1NRU/WPPnj0AgKFDh+rL5OXloU+fPpgzZ47ROs6dOwedTocPP/wQZ86cwdKlS7Fq1SqT5QFg06ZNuHjxov61EAIrVqzArVu3yrrZFgkKCoJMJrNJ3UR24+kJzJ1758HB7YmIiCoPHuNtoir9rgOAJk2aGPy2O3jwoMH85557Dl9//TW2bt2K/fv34/r16xg8eLB+/vHjxxEcHIyNGzfizJkzePnllzF79my8//77Jte5atUq/Z3jAECj0WDx4sUVGhvJHIVCwfHNTGBSqhJp1aoVwsPDsX37dv207du3IyIiAi1btjQoq9PpEB8frz9LqHnz5ti2bZt+flFRkcFZRA0bNiyRbR4/fjwGDRqEd999F2FhYahevTri4uLK9EEWQmDZsmV45ZVXMHDgQDRr1gzr16/H9evXsXPnTpPLKRQKhIaG6h/ffPMN6tati9jYWH2Z6dOn46WXXkK7du2M1tGnTx+sXbsWvXr1Qp06dfDwww9j5syZBu13r+joaIwdOxarVq3C1atX0adPH1y7dg1SqdRo+XHjxpXaRitXrkT9+vXh7e2NkJAQPProo/p5916+p1arMXPmTNSqVQt+fn5o27YtEhMT9fMTEhIQEBCAb775Bk2aNIGfnx8effRR5OXlYd26dYiKikJgYCCeffZZg4HGLa33+++/R6NGjVCtWjX06dMHqamp+jKJiYlo06YN/Pz8EBAQgA4dOiAlJcVkW1IV4uUFzJt35/HvQPdERERUCfAYbxP2/l1nyW+W0pT3dx0AeHh4GPy2q1Gjhn5eVlYWPvnkEyxZsgTdunVD69atsXbtWhw+fBi//PILAOCJJ57A8uXLERsbizp16mDUqFEYP3682d914eHhePjhh7Fjxw6cOXMG3bp1A2B6jKQuXbrg2WefxQsvvICgoCCEhoYanGElhMC8efMQEREBqVSKmjVr4tlnn9XPv/fyvdu3b2PixIlQKBSQy+Xo1q0b/vjjD/38efPmoUWLFlizZg0iIiJQrVo1TJkyBUVFRVi0aBFCQ0MRHByMBQsWGMRpab0bNmxAVFQU/P398dhjjyE7O1tfZtu2bbj//vvh4+OD6tWro0ePHsjNzTXZlhXlYbOaKxtzO8HdHfD2tqysmxvw760TzZb18ytbfP964oknsHbtWowcORIAsGbNGowfP94gwQAA8fHx2LhxI1atWoX69evj559/xqhRo6BQKBAbGwudTofatWtj69atqF69Og4fPownn3wSYWFhBmcj7du3D2FhYdi3bx8uXLiA4cOHo0WLFpg0aRKAO2/6hIQEJCcnG403KSkJaWlp6NGjh36av78/2rZtiyNHjuCxxx4rdZs1Gg02btyIGTNmVHigtaysLAQFBZmc3759e+zbtw89evTAoUOH8PXXX6Nv375m6zTXRseOHcOzzz6LDRs2oH379sjMzMSBAwdM1jV16lScPXsWW7ZsQc2aNbFjxw706dMHp06dQv369QHcOUPsvffew8aNG5Gfn48hQ4bgkUceQUBAAL777jtcunQJQ4YMQYcOHTB8+PAy1fvuu+9iw4YNcHNzw6hRozBz5kxs2rQJhYWFGDRoECZNmoRPP/0UGo0Gv/76KweWJCIiIiLnUtbfdUIAhYWAhwdwd9+2EvyuGzZsmL4eR/6uO3/+PGrWrAlvb2/ExMQgPj5ef0bY8ePHodVqDeq97777EBERgSNHjpg8AaG033X9+/dHx44d0a5dO1y+fBkHDx4skfC717p16zBjxgwcPXoUR44cwbhx49ChQwf07NkTX3zxBZYuXYotW7agSZMmSEtLM0gG3Wvo0KHw8fHBrl274O/vjw8//BDdu3fHP//8o4/74sWL2LVrF3bv3o2LFy/i0UcfxaVLl9CgQQPs378fhw8fxhNPPIEePXqgbdu2Zap3586d+Oabb3Dr1i0MGzYMb731FhYsWIDU1FSMGDECixYtwiOPPILs7GwcOHAAQgizbVMhwoFWrlwp7r//fiGTyYRMJhPt2rUT3333ndllPv/8c9GwYUMhlUpF06ZNxbffflumdWZlZQkAIisrq8S8/Px8cfbsWZGfn19ywTtfR8Yf/foZlvX1NV02NtawbI0axsuV0dixY8XAgQNFRkaGkEqlIjk5WSQnJwtvb2+hVCrFwIEDxdixY4UQQhQUFAhfX19x+PBhgzomTJggRowYYXIdcXFxYsiQIUKn0wmNRiPGjh0rIiMjRWFhob7M0KFDxfDhw/Wv33vvPdGtWzeTdR46dEgAENevXzeYPnToUDFs2DCLtv2zzz4T7u7u4tq1a0bn79u3TwAQt27dMlvP+fPnhVwuFx999JHJMr/88ovo1KmTePHFF0X37t1Fr169xKuvvmr8PSNEqW30xRdfCLlcLlQqldHlY2NjxbRp04QQQqSkpBjdzu7du4vZs2cLIYRYu3atACDOnz8vNBqN0Ol0YvLkycLX11dkZ2frl+ndu7eYPHlymeu9cOGCfv6KFStESEiIEEKImzdvCgAiMTHRZNsVM/s5q2KKiopEamqqKCoqcnQotlVUJMTp03ceLritVWY/uThb7idzfYeqhO1gX/zucX1VYh868THeZJ+Tv+v0v+vuXqejftd999134vPPPxd//PGH2L17t4iJiRERERH630ebNm0SXl5eJZZ78MEHxQsvvGAyFg8PD/H9998LIYT+96tOp9OX2bVrl2jXrp149tlnxaOPPio6duwoli1bZtAGd4uNjRUdO3YsEcOLL74ohBBi8eLFokGDBkKj0RhdPjIyUixdulQIIcSBAweEXC4XBQUFBmXq1q0rPvzwQyGEEHPnzhW+vr4GvxN79+4toqKiDL5TGjZsKOLj4ytU76xZs0Tbtm2FEEIcP35cABDJyclGt+Ne5n7bWdpvcOiZUrVr18Zbb72F+vXrQwiBdevWYeDAgfj999/RpEmTEuUPHz6MESNGID4+Hg899BA2b96MQYMG4cSJE2jatKkDtsD5KBQK9O/fHwkJCRBCoH///ganPwLAhQsXkJeXh549expM12g0BtnhFStWYM2aNbh8+TLy8/Oh0WjQokULg2WaNGkCd3d3/euwsDCcOnVK/3rq1KmYOnWqFbewpE8++QR9+/ZFzZo1y13HtWvX0KdPHwwdOlT/b4Ax58+fx9q1a+Hu7o558+Zh7dq1WLlyJfLy8uB9978qdzHXRj179kRkZCTq1KmDPn36oE+fPnjkkUeMXm986tQpFBUVoUGDBgbT1Wo1qlevrn/t6+uLunXrorCwEAAQEhKCqKgoVKtWTV8mJCREfw11Weu9ezuK6wgKCsK4cePQu3dv9OzZEz169MCwYcMQFhZmsi2pCsnPB4q/o3Nyyv2PobNTKpVQqVRmy8jlcigUCjtFREREVZElxyPASsekKnKMd4Sq8rvu7qtOmjVrhrZt2yIyMhKff/45JkyYUOb6Tp8+jYEDB2Lu3Lno1auXyXJJSUn48ssvcfbsWSQmJmLTpk343//+B51OZ9AOd2vWrJnB67t/Dw0dOhTLli3T/67r168fBgwYAA+PkimXP/74Azk5OQa/tQAgPz/fYPziqKgog/GFQ0JC4O7uDjc3N4NpxTGUt967t6N58+bo3r077r//fvTu3Ru9evXCo48+isDAQKNtYg0OTUoNGDDA4PWCBQvwwQcf4JdffjGalFq+fDn69OmDWbNmAQDmz5+PPXv24P3338eqVatsG2xOjul5975p7xowrQS3e4bxMnH6Y0U88cQT+i+MFStWlJif8++2fPvtt6hVq5bBvOKxkbZs2YKZM2di8eLFiImJgUwmwzvvvIOjR48alPe8Z0BDiUQCnU5ncayhoaEAgPT0dIMERnp6eokvSmNSUlLw448/mr1euDTXr19H165d0b59e3z00Udmy44aNQoA9Ket3nvHP2PMtZFMJsOJEyeQmJiIH374Aa+99hrmzZuH3377DQEBAQbL5eTkwN3dHcePHy/xRXl3wsnY+szFUJF6xV2nca5duxbPPvssdu/ejc8++wyvvPIK9uzZY/KUWqLKRKlUYtT4icjMzjNbLkjmi41rVzMxRURENmHp8QiowsekMv6uE0KgsLAQHh4ehkNT8HedgYr+risWEBCABg0a4MKFC/p6NRoNbt++bfD7KD09Xb/OYmfPnkX37t3x5JNP4pVXXjG7nqefflq/DAB4eXlh5syZZpcx10bh4eH4+++/8eOPP2LPnj2YMmUK3nnnHezfv7/Ecjk5OQgLCytxKWbx9ptbX2m/68pbb3Ed7u7u2LNnDw4fPowffvgB7733Hl5++WUcPXoU0dHRJRvFCpxmTKmioiJs3boVubm5iImJMVrmyJEjmDFjhsG03r17mx04Ta1WQ61W618X/2ug0+lKfMh0Oh2EEPqHgdJGyr+7vDXKlvOaTSEEevfuDY1GA4lEgl69ehlsixACjRo1glQqRUpKCjp37my0joMHD6J9+/b6DyuAEnedM/e8RPuZEBUVhdDQUPz4449o3rw5gDv76OjRo3jqqadKrWfNmjUIDg5Gv379TJa9O6Z7y1y7dk0/YN6aNWtKJFpMiYyMxNq1ay3eTnNt5O7uju7du6N79+547bXXEBgYiL179+rvKFEcd4sWLVBUVIT09HR06tTJ6DrMrcdYrGWtt7R93aJFC7Ro0QIvvfQS2rdvj02bNumvb763PmOfwaqm+Dun0reDTqe/q4ZOpwNcbHst2U9ZWVm4lZOP4Jgh8AsKMVomNzMdyl+2Iysrq8Q/WFRxtvw8VfrPKBFVGiqVCpnZeVCYOR4B/x6TjnwBlUpV9ZJSZTmby8/P9JhSFanXQn369NH/ruvdu3eJ+Y0bN4ZUKsXly5cNbvh0t0OHDqF9+/aYMmWKftrdv+usJTo6GqGhodi7d68+CVX8u+7u35SlycnJwcWLFzF69GgAQOvWreHp6Ym9e/diyJAhAIC///4bly9fNsgbFA9WPnbs2BKDf5vTpUsXdOnSxeLy5vj4+GDAgAEYMGAA4uLicN999+HUqVNo1aqVQblWrVohLS0NHh4eiIqKssq6rVmvRCJBhw4d0KFDB7z22muIjIzEjh07SuRirMXhSalTp04hJiYGBQUFqFatGnbs2IHGjRsbLZuWloaQEMMv15CQEKSlpZmsPz4+Hq+//nqJ6UqlssStKbVaLXQ6HQoLC/WXPrmK4h/4xXH/+eefAKDP7N8938fHB8899xxmzJgBrVaLDh06QKVS4fDhw5DJZBgzZgzq1q2LDRs24LvvvkNUVBQ2bdqE3377DVFRUdBqtSgqKiqxzuL1Fa8TuHNnuS+//BLff/+9ydifeeYZLFiwAHXq1EFUVBTmzZuHmjVr4qGHHtLX07t3bwwcONDgy1Sn0yEhIUF/9tK9+ywtLQ1paWn4559/AAAnT55EtWrVEBERgaCgIFy7dg09e/ZEREQE4uPjDe4kd2/WvbxKa6Nvv/0WSUlJ6NixIwIDA7F7927odDr95Xd3l61Tpw5GjBiBsWPH4u2330aLFi1w48YN/PTTT7j//vvRr18//Q+n4n1UHMPd++TeuMpS7911FNdfWFiIpKQkrF69GgMGDEBYWBj++ecfnD9/HiNHjiyxX4rfjzdv3iyRpa9qdDodsrKyIIQwOA23spHk5aH4m1upVELY8O4dtmDJfsrOzka96EgEh4fAN6CG0TJ5foB/eiSys7MNbkFM1mHLz9Pdd6QhInIFfkEhkAfXNltGaadYqPzc3d3x119/6Z/fSyaTYebMmXjuueeg0+nQsWNHZGVl4dChQ5DL5Rg7dizq16+P9evX4/vvv0d0dDQ2bNiA3377rcxnvbz//vvYsWMH9u7da3S+RCLB9OnT8eabb6J+/fqIjo7Gq6++ipo1a2LQoEH6ct27d8cjjzyiPwNs5syZGDBgACIjI3H9+nXMnTsX7u7uGDFiBIA7g6VPmDABM2bMQFBQEORyOZ555hnExMTor8g4ffo0unXrht69e2PGjBn6/IC7u7vdkq4JCQkoKipC27Zt4evri40bN8LHxweRkZElyvbo0QMxMTEYNGgQFi1ahAYNGuD69ev49ttv8cgjj+CBBx4oVwzWqPfo0aPYu3cvevXqheDgYBw9ehRKpRKNGjUqV0yWcHhSqmHDhjh58iSysrKwbds2jB07Fvv37zeZmCqr2bNnG2T0VCoVwsPD9bdIvFtBQQGys7Ph4eFh9NpPZ+bm5gY3Nzd93PfeaeDe+QsWLEBISAjeeecdPP300wgICECrVq0we/ZseHh44Omnn8aff/6JkSNHQiKR4LHHHsPTTz+N3bt36xMJ99YJ3Pkykkgk+mmZmZm4dOmS2fZ86aWXkJ+fjylTpuD27dvo2LEjdu3aZXDp2KVLl5CZmWlQzw8//IDLly9j4sSJRutfvXo13njjDf3r4tt8rlmzBuPGjdPfWeLChQslvpSt9a94aW1UvXp1LFu2DPPnz0dBQQHq16+PzZs3688au7c9ExIS8Oabb+LFF1/EtWvXUKNGDbRr1w4PP/wwPDw89D/EiveRp6cn3NzcDOowFpel9d5dR/GB0cPDA3K5HOfPn8fw4cNx8+ZNhIWFYcqUKXj66adL/Dgsrq969eomx+GqKnQ6HSQSCRQKRaVOSt19NxqFQuFy401Ysp9ycnJwISkFhY0AuZ/UaBlVLpCclAKZTIbg4GBbhlwl2fLzVNW/q4iIyHHu/c16r/nz50OhUCA+Ph6XLl3S/66bM2cOAGDy5Mn4/fffMXz4cEgkEowYMQJTpkzBrl27yhTHjRs3Sj3D6oUXXkBubi6efPJJ/e+63bt3GxxHL168iBs3buhfX716FSNGjMDNmzehUCjQsWNH/PLLLwbJpKVLl8LNzQ1DhgyBWq1G7969sXLlSv38bdu2QalUYuPGjdi4caN+emRkpMm7BVpbQEAA3nrrLcyYMQNFRUW4//778fXXXxs9O14ikeC7777Dyy+/jPHjx0OpVCI0NBSdO3cucRJOWVijXrlcjp9//hnLli2DSqVCZGQkFi9eXOod5ytCIiy9/shOevTogbp16+LDDz8sMS8iIgIzZszA9OnT9dPmzp2LnTt3mr3d4t1UKhX8/f2RlZVlNCmVlJSE6OhodkDNMHldNTkNZ95H/Jz9R6fTISMjA8HBwZU/KVWcZHbBQVAt2U8XL17EY088haj+U0z+M63KuIrkb1diy5pVBjcNIOuw5efJXN+hKmE72FeVOUZUYo7Yh5YcjwArHpOc+BhvrT6nM/eryTLch7Zj7nNmab/B6Y5wOp3OYAyou8XExJQ4XXDPnj0mx6AiIiIiIiIiIiLn5NBr1GbPno2+ffsiIiIC2dnZ2Lx5MxITE/XjD40ZMwa1atVCfHw8AGDatGmIjY3F4sWL0b9/f2zZsgXHjh0r9Y5pRETkQJ6eQPHdTKr4OGJERESVCo/xRFRBDk1KZWRkYMyYMUhNTYW/vz+aNWuG77//Hj179gQAXL582eBU1/bt22Pz5s145ZVXMGfOHNSvXx87d+5E06ZNHbUJRERUGi8v4J13HB0FERERWRuP8URUQQ5NSn3yySdm5ycmJpaYNnToUAwdOtRGEREREREREVV+Wo0GKSkpZsvI5XK73b2MiKom17rFHBERuR6dDrh8+c7ziAiAA/YSERE5lDonC8lJlzB9zjxIpcbvGgsAQTJfbFy72nRiisd4IqogJqWMcLIbEhJVKvx8VUH5+UB09J3nTnZnHiIioqpIq86HTuKBGu0Go3rNSKNlcjPToTzyBVQqlemklAsc49n3JLIda3y+mJS6i+e/g/Pl5eXBx8fHwdEQVU4ajQYA4O7u7uBIiIiIiKo230AF5MG1Tc5X2jEWa+NvOyLby8vLA/Df5608mJS6i7u7OwICApCRkQEA8PX1hUQicXBUzkcIgcLCQnh4eLB9nJSz7iOdTgelUglfX194ePDrh4iIiIhsw1q/7Zy1X02W4z60PiEE8vLykJGRgYCAgAqdcMBfhfcIDQ0FAP2XF5UkhIBOp4Obmxs/1E7KmfeRm5sbIiIinC4uIiIiIqpcrPHbzpn71WQZ7kPbCQgI0H/OyotJqXtIJBKEhYUhODgYWq3W0eE4JZ1Oh5s3b6J69epw42CGTsmZ95GXl5fTxURERERElY81fts5c7+aLMN9aBuenp5WGZKFSSkT3N3dOeaNCTqdDp6envD29uaH2klxHxERERER3VGR33bsV7s+7kPnxj1CRERERERERER2xzOliIjItjw8gClT/ntORERElQOP8URUQfzmICIi25JKgRUrHB0FERERWRuP8URUQbx8j4iIiIiIiIiI7I5nShERkW0JAdy4ced5jRoAb8VLRERUOfAYT0QVxKQUERHZVl4eEBx853lODuDn59h4iIiIyDpscIxXKpVQqVSllpPL5VAoFBVeHxE5FpNSRERERERE5HBKpRKjxk9EZnZeqWWDZL7YuHY1E1NELo5JKSIiIiIiInI4lUqFzOw8KGKGwC8oxGS53Mx0KI98AZVKxaQUkYtjUoqIiIiIiIichl9QCOTBtc2WUdopFiKyLd59j4iIiIiIiIiI7I5JKSIiIiIiIiIisjsmpYiIiIiIiIiIyO6YlCIiItvy8ADGjr3z8OBQhkQVFR8fjwcffBAymQzBwcEYNGgQ/v77b7PLJCQkQCKRGDy8vb3tFDERVVo8xhNRBfGbg4iIbEsqBRISHB0FUaWxf/9+xMXF4cEHH0RhYSHmzJmDXr164ezZs/Dz8zO5nFwuN0heSSQSe4RLRJUZj/FEVEFMShERERG5kN27dxu8TkhIQHBwMI4fP47OnTubXE4ikSA0NNTW4RERERFZjJfvERGRbQkB5ObeeQjh6GiIKp2srCwAQFBQkNlyOTk5iIyMRHh4OAYOHIgzZ87YIzwiqsx4jCeiCuKZUkREZFt5eUC1anee5+QAZi4vIqKy0el0mD59Ojp06ICmTZuaLNewYUOsWbMGzZo1Q1ZWFt599120b98eZ86cQe3atY0uo1aroVar9a9VKpV+nTqdzrobQiXodDoIIdjWLswR+1AIcWfcOAASmE4SSQC4ubmZLSfBnTMszW5Dbi7c5HIAgE6lqvAxvizxlxqblfCz6Pq4Dx3D0vZmUoqIiIjIRcXFxeH06dM4ePCg2XIxMTGIiYnRv27fvj0aNWqEDz/8EPPnzze6THx8PF5//fUS05VKJQoKCioWOJVKp9MhKysLQgi4ufHiBlfkiH2YnZ2NetGRCPYDfD3VJst5BEqR26QRwuXuCDBRrpof4BEdiezsbGRkZBgtI8nLQ8i/z5VKJURurl3ityQ2a+Fn0fVxHzpGdna2ReWYlCIiIiJyQVOnTsU333yDn3/+2eTZTqZ4enqiZcuWuHDhgskys2fPxowZM/SvVSoVwsPDoVAoIP/3zAiyHZ1OB4lEAoVCwR9RLkqn00GlUiE3N7fUGwvI5XLUqFGjwuvMycnBhaQUFDYC5H5Sk+Wu31LjjzN/Qd6hCJpA4+VUuUByUor+Tp9G3ZWEUigUFT5TytL4LYrNSvhZdH3ch45h6V1+mZQiIiKXolQq9ZcRmSKXy+90jokqISEEnnnmGezYsQOJiYmIjo4ucx1FRUU4deoU+vXrZ7KMVCqFVFryR6Gbmxs79XYikUjY3i7sxo0bWPK/93Hy7D8QpYy3FCTzxca1qyt87Cq+pE0AEDCdCBP495ImM+UE/ruczuR78K7pbm5uBq/LoyzxlxqbFfGz6Pq4D+3P0rZmUoqIiFyGUqnEqPETkZmdZ7actTr3RM4oLi4OmzdvxpdffgmZTIa0tDQAgL+/P3x8fAAAY8aMQa1atRAfHw8AeOONN9CuXTvUq1cPt2/fxjvvvIOUlBRMnDjRYdtBVNmpVCrk5KuhaDcYvkEhJsvlZqZDeeQLqFQqHreIqMphUoqIiFyGSqVCZnYeFDFD4Geig8/OPVV2H3zwAQCgS5cuBtPXrl2LcePGAQAuX75s8A/lrVu3MGnSJKSlpSEwMBCtW7fG4cOH0bhxY3uFTVRl+QWFQBZs/hJbpZ1iISJyNkxKERGRy/ELCoHcTAefnXuqzEq7DAgAEhMTDV4vXboUS5cutVFEREREROXDpBQREdmWuzvw6KP/PSciIqLKgcd4IqogJqWIiMi2vL2BrVsdHQURERFZG4/xRFRBHHqeiIiIiIiIiIjsjkkpIiIiIiIiIiKyOyaliIjItnJzAYnkziM319HREBERkbXwGE9EFcSkFBERERERERER2R2TUkREREREREREZHe8+x4RERERERG5FK1Gg5SUFLNl5HI5FAqFnSIiovJgUoqIiIiIiIhchjonC8lJlzB9zjxIpVKT5YJkvti4djUTU0ROjEkpIiIiIiIichladT50Eg/UaDcY1WtGGi2Tm5kO5ZEvoFKpmJQicmJMShEREREREZHL8Q1UQB5c2+R8pR1jIaLyYVKKiIhsy90d6Nfvv+dERERUOfAYT0QVxKQUERHZlrc38O23jo6CiIjI5SmVSqhUKpPzU1JSUKgttF9APMYTUQUxKUVEREREROTklEolRo2fiMzsPJNlCvLzcPVaKiK0WjtGRkRUfkxKEREREREROTmVSoXM7DwoYobALyjEaJmMi6eRcmUNigqZlCIi18CkFBER2VZuLhAcfOd5Rgbg5+fYeIiIiFyYX1CIycG9c26m2TcYHuOJqIKYlCIiItvLM32pAREREbmwf4/xly5dgvD1NVlMLpdDoVDYKyoichFMShEREREREVGFjH16GgrM3IEvSOaLjWtXMzFFRAaYlCIiIiIiIqIKqdFmIDxCI4zOy81Mh/LIF1CpVExKEZEBJqWIiIiIiIioQvyCgiE1MdYVACjtGAsRuQ4mpYiIiIiIiMimtBoNUlJSzJZJSUlBobbQThERkTNgUoqIiIiIiIhsRp2TheSkS5g+Zx6kUqnJcgX5ebh6LRURWq0doyMiR2JSioiIbMvNDYiN/e85ERERVQ5ubshv0wZn//4HQiIxWUyrzodO4oEa7Qajes1Ik+UyLp5GypU1KCpkUoqoqmBSioiIbMvHB0hMdHQUREREZG0+Pri+eTOeeuIpRHlK4V1Kcd9ABeRmxp3KuZlm3fiIyOk59C/r+Ph4PPjgg5DJZAgODsagQYPw999/m10mISEBEonE4OHtXdrXHxEREREREREROROHJqX279+PuLg4/PLLL9izZw+0Wi169eqF3Nxcs8vJ5XKkpqbqH6UNmEdERERERERERM7FoZfv7d692+B1QkICgoODcfz4cXTu3NnkchKJBKGhobYOj4iIrCE3F4iKuvM8ORnw83NkNERERGQtubmIevBB/JCTg2d6PuHoaIjIBTnVmFJZWVkAgKCgILPlcnJyEBkZCZ1Oh1atWmHhwoVo0qSJ0bJqtRpqtVr/WqVSAQB0Oh10Op2VIq9adDodhBBsPyfGfeQaqsx+0ungduPGv091QAW2Vwhx59JtABIIo2UkuPPnhbXa1pL95Ii4yJAtP0/cX0REprnfuoVARwdBRC7LaZJSOp0O06dPR4cOHdC0aVOT5Ro2bIg1a9agWbNmyMrKwrvvvov27dvjzJkzqF275KB58fHxeP3110tMVyqVKCgosOo2VBU6nQ5ZWVkQQsCNd9JyStxHrqGq7CdJXh5C/n2uVCohSrlE25zs7GzUi45EsB/g66k2WqaaH+ARHYns7GxkZGSUe13FLNlPjoiLDNny85SdnW3V+oiIiIjoDqdJSsXFxeH06dM4ePCg2XIxMTGIiYnRv27fvj0aNWqEDz/8EPPnzy9Rfvbs2ZgxY4b+tUqlQnh4OBQKBeRyufU2oArR6XSQSCRQKBSV+oe0K+M+cg1VZj/dlYRSKBQVunwvJycHF5JSUNgIkPtJjZZR5QLJSSn6m2hUlCX7yRFxkSFbfp54QxUiIiIi23CKpNTUqVPxzTff4OeffzZ6tpM5np6eaNmyJS5cuGB0vlQqhVRa8geCm5tb5f4RaGMSiYRt6OS4j1xDldhPd22bm5ubweuyKr78TQAQkBgtI/Df5XTWatfS9pOj4iJDtvo8cX8RERER2YZDe1lCCEydOhU7duzATz/9hOjo6DLXUVRUhFOnTiEsLMwGERIRERERERERkS049EypuLg4bN68GV9++SVkMhnS0tIAAP7+/vDx8QEAjBkzBrVq1UJ8fDwA4I033kC7du1Qr1493L59G++88w5SUlIwceJEh20HERERERERERGVjUOTUh988AEAoEuXLgbT165di3HjxgEALl++bHDa/K1btzBp0iSkpaUhMDAQrVu3xuHDh9G4cWN7hU1ERGXh5gY88MB/z4mIiKhycHNDwf3341JSCoTE+OXrRETmODQpJYTx22bfLTEx0eD10qVLsXTpUhtFREREVufjA/z2m6OjICIiImvz8cG1HTsw9omnEOUpBW8LQURlxb+siYiIiIiIiIjI7pzi7ntERFR5KZVKqFSqUsvJ5XIoFAo7RERERERERM6ASSkiIrIZpVKJCWPGYdW+nwAAwx6Igdrd3WjZIJkvNq5dzcQUERGRk9BqNEhJSTE5X5Kfj5o9euDL27cxq+cEO0ZGRJUFk1JERGQzKpUKt7LzUVNdAACI6jMJaq+SI07kZqZDeeQLqFQqJqWIiIicgDonC8lJlzB9zjxIpVKjZbyLinAgPR0+ALRaDceUIqIyY1KKiIjsRqaoBanUx+g8pZ1jISIiItO06nzoJB6o0W4wqteMNFpGqikADu0DABQVau0ZHhFVEkxKERERERERkVG+gQrIg2sbneelzrdzNERU2fDue0REREREREREZHdMShERERERERERkd0xKUVERERERERERHbHMaWIiMimBIArweFw8/AAIHF0OERERGQ1EqRUD0Ne1g3wGE9E5cGkFBER2ZTa3R0znl9ucpBUIiIick0aqTeemvAqDq1fhM5eUkeHQ0QuiJfvERERERERERGR3fFMKSIicgpajQYpKSlmy6SkpKBQW2iniIiIiIiIyJaYlCIiIpuSFhVhyeJpcPPwwJuvrYNG6l2ijDonC8lJlzB9zjxIpaZP/y/Iz8PVa6mI0GptGTIRERFZwEtdgFWfzEde1g28olE7OhwickFMShERkU1JAIRnXPn3lTBaRqvOh07igRrtBqN6zUiTdWVcPI2UK2tQVMikFBERkeMJRN5M1T8nIiorJqWIiMhp+AYqzA6InnMzzY7REBERERGRLXGgcyIiIiIiIiIisjsmpYiIiIiIiIiIyO6YlCIiIiIiIiIiIrvjmFJERERERERU6Wg1GqSkpJRaTi6XQ6FQ2CGislEqlVCpVKWWc9b4iSzBpBQREdmUAJARqICbmwfu3IuPiIiIKgcJ0uVBKMjJgrMd49U5WUhOuoTpc+ZBKpWaLRsk88XGtaudKrGjVCoxavxEZGbnlVrWGeMnshSTUkREZFNqd3fEvfSh2bvqERERkevRSL0x7qk3cWj9InT2Mp/4sTetOh86iQdqtBuM6jUjTZbLzUyH8sgXUKlUTpXUUalUyMzOgyJmCPyCQkyWc9b4iSzFpBQRERERERFVSr6BilL/GFPaKZby8AsKcen4iUrDpBQREVU6rj6GBBERERFRVcCkFBER2ZS0qAjx782Cu4cX3p79IbRe3jZdn6uPIUFERK6htEGoU1JSUFRYZMeI7M9TU4Dl699Czo00vKnVODocInJBTEoREZFNSQDUu3rxznMhbL4+Vx9DgoiInJ8lg1BrCvIRFBgIf63WjpHZl0QINEi7/O9znYOjISJXxKQUERFVSs44hgQvKyRriI+Px/bt23Hu3Dn4+Pigffv2ePvtt9GwYUOzy23duhWvvvoqkpOTUb9+fbz99tvo16+fnaImqlwsGYRaeek0dJeOoqiw8ialiIgqikkpIiIiO+BlhWQt+/fvR1xcHB588EEUFhZizpw56NWrF86ePQs/Pz+jyxw+fBgjRoxAfHw8HnroIWzevBmDBg3CiRMn0LRpUztvAVHlYW4Q6tybaci1czxERK6GSSkiIiI74GWFZC27d+82eJ2QkIDg4GAcP34cnTt3NrrM8uXL0adPH8yaNQsAMH/+fOzZswfvv/8+Vq1aZfOYiYiIiIxhUoqIiMiOnPGyQnJtWVlZAICgoCCTZY4cOYIZM2YYTOvduzd27txpy9CIiIiIzGJSioiIqixLxniSyWR2ioao7HQ6HaZPn44OHTqYvQwvLS0NISGG496EhIQgLS3N5DJqtRpqtVr/uvguYzqdDjodBzS2NZ1OByEE29pJCSEgkUggASCB8Zt4SIBSy9xdrrT9bek63dzcLFpnaeUsKyMMytsjLmvGr4/bTPs76rNoyf4GLH//VGX8PnUMS9ubSSkiIrI5lZ8cEombo8MwYOkYT9Xlflj+7tsIDg62Y3RElomLi8Pp06dx8OBBq9cdHx+P119/vcR0pVKJgoICq6+PDOl0OmRlZUEIATc35/r+JCA7Oxv1oiMR7Af4eqqNlvEMlKIgMhy+cnf4mygDANX8AI/oSGRnZyMjI6NC6/QIlCK3SSOEy90RYGadlpSzpIxnkRrZftVQpNGgtszdLnFZM36g9PZ31GfRkv0NWP7+qcr4feoY2dnZFpVjUoqIiGyqwN0dE15LKPWSNXuzZIyn3Mx03PhlO/LyTN/ym8hRpk6dim+++QY///wzatc2//kKDQ1Fenq6wbT09HSEhoaaXGb27NkGl/ypVCqEh4dDoVBALpdXLHgqlU6ng0QigUKh4I8oJ5STk4MLSSkobATI/Yz/sZF6S43clCuQ1yqCOtD0nx+qXCA5KQUymczsHyCWrPP6LTX+OPMX5B2KoDGzTkvKWVSXuxTD4xbh8MZ30UntiRCt7eOyavwovf0d9Vm0ZH8Dlr9/qjJ+nzqGt7e3ReWYlCIioiqttDGebtgxFiJLCCHwzDPPYMeOHUhMTER0dHSpy8TExGDv3r2YPn26ftqePXsQExNjchmpVGr0LEI3Nzd26u1EIpGwvZ1U8eVSAoCAxGgZAZRa5u5yxfu7ouvU6XQWrbO0cs5aly3WWVr7O+KzaMn+Bix//1R1/D61P0vbmkkpIiIiIhcSFxeHzZs348svv4RMJtOPC+Xv7w8fHx8AwJgxY1CrVi3Ex8cDAKZNm4bY2FgsXrwY/fv3x5YtW3Ds2DF89NFHDtsOIiIiIqYJiYjIpqRFRZj34auY9dZT8NRwHBqiivrggw+QlZWFLl26ICwsTP/47LPP9GUuX76M1NRU/ev27dtj8+bN+Oijj9C8eXNs27YNO3fuNDs4OhFRaTw1BXj706X49mYqvLQaR4dDRC6IZ0oREZFNSQA0uXTmznNh+u4xRGQZYcHnKDExscS0oUOHYujQoTaIiIiqKokQaHblPABgmeCdzSylVCr1dzQ1JSUlBYXaQjtFROQ4TEoRERG5KEs6tXK5HAqFwk4RERERkTlKpRKjxk9EZrb5m6gU5Ofh6rVURGi1doqMyDGYlCIiInJBlnZqg2S+2Lh2NRNTRERETkClUiEzOw+KmCHwCwoxWS7j4mmkXFmDokImpahyY1KKiIjIBVnSqc3NTIfyyBdQqVRMShERETkRv6AQs3f/zbmZZsdoiByHSSkiIiIXVlqnVmnHWIiIiIiIyoJJKSIiKsGSsYqAqjFeUaFGA6VSiUuXLkEikRgtY+3BSLUaDVJSUsyW4QCoRET/4XGLiMg1MSlFREQGLB2rCLB8vKICT6nJhI4zU+dkITk5CR+v34yUq9dN3vXMmoORqnOykJx0CdPnzINUKjVZjgOgEhHdYYvjFlmuwNOL4x4RUbkxKUVERAYsHYDT0vGKCtzdMfrNT81eYuastOp86CQekDeMQVSzYBhPSVl3MNLiddZoNxjVa0aaLMcBUImI7rD2cYssp5H64JHnluHQ+kXo7OXt6HCIyAUxKUVEREaVNlYRUHXGK5JW84cksBYEjJ/tZYvBSH0DFRwAlYioDHjcIiJyPW6ODoCIiIiIiIiIiKoeJqWIiMimvHRFmL32TUxb+hw8tGpHh0NERERW4qFV4/VtK7D1Vjo8tRpHh0NELoiX7xERkU25CaDVuRN3nut0Do6GiIiIrMVNp0ObS2cAAB8JHuOJqOx4phQREREREREREdkdz5QiIiIiIiL6l1KphEqlMlsmJSUFhdpCq61Tq9EgJSXFruuksrlx4ways7NLLSeXy3l3R6IyYFKKiIiIiIgIdxJSo8ZPRGZ2ntlyBfl5uHotFRFabYXXqc7JQnLSJUyfMw9SqdQu66SyycrKwrSZL+KmKrfUskEyX2xcu5qJKSILMSlFREREREQEQKVSITM7D4qYIfALCjFZLuPiaaRcWYOiwooniLTqfOgkHqjRbjCq14y0yzqpbPLy8ix6X+RmpkN55AuoVCompYgsxKQUERERERHRXfyCQiAPrm1yfs7NNKuv0zdQYfd1UtmU9r4AAKWdYiGqLDjQORERERERERER2Z1Dk1Lx8fF48MEHIZPJEBwcjEGDBuHvv/8udbmtW7fivvvug7e3N+6//3589913doiWiIjKo8DdHUPf3o4Ja3+FRurj6HCIiIjISjRSH/R9YSXkoVFQe3k7OhwickEOTUrt378fcXFx+OWXX7Bnzx5otVr06tULubmmB5A7fPgwRowYgQkTJuD333/HoEGDMGjQIJw+fdqOkRMRERERERERUUU4dEyp3bt3G7xOSEhAcHAwjh8/js6dOxtdZvny5ejTpw9mzZoFAJg/fz727NmD999/H6tWrbJ5zEREREREREREVHFONdB5VlYWACAoKMhkmSNHjmDGjBkG03r37o2dO3caLa9Wq6FWq/WvVSoVAECn00Gn01Uw4qpJp9NBCMH2c2LcR67BWfeTEAISiQQSABIIk+UkACQSidltEEJAKnSYsfEdeEp9sPrJeSj0LHm7awkANzc3i9ZZWrmqUFdZ1lnaPqosbPl5quxtR0RUXh5aNeZ8+TFu3MrAeq3G0eEQkQtymqSUTqfD9OnT0aFDBzRt2tRkubS0NISEGN6GMyQkBGlpxu9GER8fj9dff73EdKVSiYKCgooFXUXpdDpkZWVBCAE3N46V74y4j1yDs+6n7Oxs1IuORLAf4OupNlmumh/gER2J7OxsZGRkmKyrfkQ4Yg6sAwB8/dSL0HqWLOcRKEVuk0YIl7sjwMw6LSln7brymtyHGr5uKPRUQ0DiFHFZWs6SfVRZ2PLzlJ2dbdX6iIgqCzedDp3+/h0AsFEwgU9EZec0Sam4uDicPn0aBw8etGq9s2fPNjizSqVSITw8HAqFAnK53Krrqip0Oh0kEgkUCoVT/ZCm/3AfuQZn3U85OTm4kJSCwkaA3K/kWU3FVLlAclKK/mYVpuq6mHJF/1pZKIVGW7LO67fU+OPMX5B3KIIm0PQ6LSln7br+PHMOTXrroJFKTSal7B2XpeUs2UeVhS0/T97eHLyXiIiIyBacIik1depUfPPNN/j5559Ru3Zts2VDQ0ORnp5uMC09PR2hoaFGy0ulUkilJTvrbm5uTvUj0NVIJBK2oZPjPnINzrifii/3EoDJJAyAO/P/vdTPVPzFdf23jMRonQL/Xn5lwTpLK2fLuiqyTmvGVZZ1lraPKhNbfZ6qQtsREREROYJDe1lCCEydOhU7duzATz/9hOjo6FKXiYmJwd69ew2m7dmzBzExMbYKk4iIiIiIiIiIrMyhZ0rFxcVh8+bN+PLLLyGTyfTjQvn7+8PHxwcAMGbMGNSqVQvx8fEAgGnTpiE2NhaLFy9G//79sWXLFhw7dgwfffSRw7aDiIiIiIiIiIjKxqFnSn3wwQfIyspCly5dEBYWpn989tln+jKXL19Gamqq/nX79u2xefNmfPTRR2jevDm2bduGnTt3mh0cnYiIiIiIiIiInItDz5S6e5wRUxITE0tMGzp0KIYOHWqDiIiIiIiIiIiIyB44cicREdlUgZsbRs3fjKdX7YfGi3cxIyIiqiw0Xt4YNH0pQoMjoPY0fcdYIiJTnOLue0REVIlJJFB7eUMq9XF0JERERGRNEgnUXlLkubkBEtN3jK1KtBoNUlJSTM5PSUlBobbQjhEROTcmpYiIiIiIiIgqSJ2TheSkS5g+Zx6kUuNnjhXk5+HqtVREaLV2jo7IOTEpRURENuWp0yHu8/fg6e2L9WNno9DTy9EhERERkRV4aDWY8d16jLqtxNZCJlm06nzoJB6o0W4wqteMNFom4+JppFxZgyK2FxEAJqWIiCoNpVIJlUpVajm5XA6FQmGHiO5wFwJdju8DAGwc/YLd1ktERES25aYrQs/TvwAAtuuKHByN8/ANVEAeXNvovJybaXaOhsi5MSlFRFQJKJVKjBo/EZnZeaWWDZL5YuPa1XZNTBERERE5K3PjQAkhoFQqUcRxoIhsgkkpIqJKQKVSITM7D4qYIfALCjFZLjczHcojX0ClUjEpRURERFVeaeNASSQSRNQKRfLly6jNcaCIrI5JKSKiSsQvKMTk6eLFlHaKhYiIiMjZlTYOlASAX3YKihIPcRwoIhtgUoqIiIiIiIiqNFPjQEkg4KG75YCIiKoGN0cHQEREREREREREVQ+TUkREREREREREZHe8fI+IiGyqwM0NE15di2o1akLj5e3ocIiIiMhKNF7eeGzq2zj6+fto4llykHAiotIwKUVERLYlkUBVzR+QBzo6kirJ3G2u7yaXy3lHRiIiKhuJBFm+Mtx0cwckEkdHQ0QuiEkpIiKiSqq021zfLUjmi41rVzMxRURERER2w6QUERHZlKdOhwk7P4KXTzV89th0FHp6OTqkKqO021wXy81Mh/LIF1CpVExKERGRxTy0GkzZswWDVTfxbaHW0eEQkQtiUoqIiGzKXQj0ObIbALB12DMOjqZqMnWb67sp7RQLERFVHm66Igz4/WcAwG5dkYOjISJXxLvvERERERERERGR3TEpRUREREREREREdsfL94iIiIiIqEoo7Y6kKSkpKNQW2jEiIqKqjUkpIiIqN3buiYjIVVhyR9KC/DxcvZaKCC0H7SYisgcmpYiIqFws7dxnXrlm58iIiIhKsuSOpBkXTyPlyhoU8U5yRER2waQUERGVi6Wde2XKajtHRkREZJq5O5Lm3EyzczRERFUbk1JERC5AqVRCpVKZnO/Iy+RK69znSyR4YtpS1KgdDa2n8TOqiIiIyPVoPaUYO3k+jn+xCtEeXo4Oh4hcEJNSREROTqlUYtT4icjMzjNZxpnHwBASCTICFZDUqOnoUIiIiMiKhJsbMvyr47KHJ6LceGN3Iiq7ciWlLl26hDp16lg7FiIiMkKlUiEzOw+KmCHwCwoxWoZjYBC5BvahiIiIiP5TrnR2vXr10LVrV2zcuBEFBQXWjomIiIzwCwqBPLi20YdvQA1Hh2eSpxAY/8NmDP3sf3Bn0oyqOPahiKgycS/UYsK+7ZivyoRHIe+2S0RlV66k1IkTJ9CsWTPMmDEDoaGhmDx5Mn799Vdrx0ZERJWApxAYcvg79Nm9Ee5F7LA6K61Gg5SUFFy8eNHkQ6lUOjpMl8c+FBFVJu5FhXj0tx8xLU8Fdx2P8URUduW6fK9FixZYvnw5Fi9ejK+++goJCQno2LEjGjRogCeeeAKjR4+GQqGwdqxERERkA+qcLCQnXcL0OfMglZoejD5I5ouNa1fzGF8B7EMRERER/adCo9F5eHhg8ODB2Lp1K95++21cuHABM2fORHh4OMaMGYPU1FRrxUlEREQ2olXnQyfxQI12gxHVf4rRhyJmCDKz88zeBZIsxz4UERERUQWTUseOHcOUKVMQFhaGJUuWYObMmbh48SL27NmD69evY+DAgdaKk4iIiGzMN1BhctwyU4PsU/mwD0VERERUzsv3lixZgrVr1+Lvv/9Gv379sH79evTr1w9u/94GNDo6GgkJCYiKirJmrEREREQujX0oIiIiov+UKyn1wQcf4IknnsC4ceMQFhZmtExwcDA++eSTCgVHREREVJmwD0VERIdQtDQAAEszSURBVET0n3Ilpfbs2YOIiAj9v3rFhBC4cuUKIiIi4OXlhbFjx1olSCIiIqLKgH0oIiIiov+Ua0ypunXr4saNGyWmZ2ZmIjo6usJBERFR5ZEvkWDKlLfw6pufQutp+s5uRFWBtfpQP//8MwYMGICaNWtCIpFg586dZssnJiZCIpGUeKSlpZV1E4iI9LSeUkx+4hW0qV4TGg8vR4dDRC6oXEkpIYTR6Tk5OfD29q5QQEREVLkIiQSXg2vjeq26EG4Vur8GkcuzVh8qNzcXzZs3x4oVK8q0/r///hupqan6R3BwcJmWJyK6m3Bzw+UaNXHO04vHeCIqlzJdvjdjxgwAgEQiwWuvvQZfX1/9vKKiIhw9ehQtWrSwaoBERERErs7afai+ffuib9++ZY4jODgYAQEBZV6OiIiIyBbKlJT6/fffAdz5l+/UqVPw8vrvFE0vLy80b94cM2fOtG6ERETk0jyFwOP7voBfQHV8+9B4FHl4OjokIrtzlj5UixYtoFar0bRpU8ybNw8dOnSw+TqJqPJyL9Ri5MFv0Dn7Fo4WFjo6HCJyQWVKSu3btw8AMH78eCxfvhxyudwmQREROTOlUgmVSlVqOblcDoVCYYeIykar0SAlJcXk/JSUFBRqrdex9BQCj+/fAQDY3Xc0k1JUJTm6DxUWFoZVq1bhgQcegFqtxurVq9GlSxccPXoUrVq1MrqMWq2GWq3Wvy7+3tPpdNDpdHaJuyrT6XQQQrCtLSCEuDNOGgAJjF8iCwASAG5ubmbLWVKmLHVZKy5HxV9aGY8iLUYd/g4A8Kiu0C5xWTN+S8pJIJwyrrvLSSQSfl+Ywe9Tx7C0vct19721a9eWZzEiIpenVCoxavxEZGbnlVo2SOaLjWtXO1ViSp2TheSkS5g+Zx6kUuODjhfk5+HqtVREaLV2jo6o8nNUH6phw4Zo2LCh/nX79u1x8eJFLF26FBs2bDC6THx8PF5//fUS05VKJQoKCmwWK92h0+mQlZUFIUSJuzWSoezsbNSLjkSwH+DrqTZZziNQitwmjRAud0eAiXKWlLG0nGegFAWR4fCVu8O/gnU5In6LtrHov+m1Ze4m29+acVkzfkvKSSDgXs0TzZrc51RxFavmB3hERyI7OxsZGRkmy1Vl/D51jOzsbIvKWZyUGjx4MBISEiCXyzF48GCzZbdv325ptURELkWlUiEzOw+KmCHwCwoxWS43Mx3KI19ApVI5VVJKq86HTuKBGu0Go3rNSKNlMi6eRsqVNSgqZFKKyBqctQ/Vpk0bHDx40OT82bNn68fCAu58/4WHh0OhUPBseTvQ6XSQSCRQKBT8EVWKnJwcXEhKQWEjQO5n+i6v12+p8ceZvyDvUARNoPFylpSxtFzqLTVyU65AXqsI6grW5Yj4LSnjVfjfmRBXs4sQoLV9XNaM35JyEgh45Gjx55lzkMU4T1zFVLlAclIKZDIZb15hAr9PHcPSG7hYnJTy9/eHRCLRPyciqsr8gkIgD65ttozSTrGUh2+gwmT8OTd5i3gia3LWPtTJkycRFhZmcr5UKjV6RqWbmxs79XYikUjY3hYovnRJAP9eaGWcwL+X8ZgpZ0mZstRlrbgcFX/pZSQG5e0RlzXjd/W6istp1GpcvnxZf6wxxlmHlbAXfp/an6VtbXFS6u7TzXn5HhEREZFlbNGHysnJwYULF/Svk5KScPLkSQQFBSEiIgKzZ8/GtWvXsH79egDAsmXLEB0djSZNmqCgoACrV6/GTz/9hB9++MEq8RARkWNYMjQD4JzDShAB5RxTKj8/H0II/e2MU1JSsGPHDjRu3Bi9evWyaoBERERElYW1+lDHjh1D165d9a+LL7MbO3YsEhISkJqaisuXL+vnazQaPP/887h27Rp8fX3RrFkz/PjjjwZ1EBGR67FkaAZnHVaCCChnUmrgwIEYPHgwnnrqKdy+fRtt2rSBl5cXbty4gSVLluDpp5+2dpxERERELs9afaguXbpACNN3Y0pISDB4/cILL+CFF16oSOhEROTEzA3NADj3sBJUtZXrgsoTJ06gU6dOAIBt27YhNDQUKSkpWL9+Pf73v/9ZNUAiInJtBRIJnpv0Oua/mgCtp5ejwyFyKPahiKgy0Xp6YdroF9Clehi0HjzGE1HZlSsplZeXB5lMBgD44YcfMHjwYLi5uaFdu3ZISUmxaoBEROTadBIJzteqi+Q6jSHc3B0dDpFDsQ9FRJWJcHPHP2FROOEphY4DSBNROZTrm6NevXrYuXMnrly5gu+//14/BkJGRgZvEUxERERkAvtQRERERP8pV1Lqtddew8yZMxEVFYW2bdsiJiYGwJ1//Fq2bGnVAImIyLV5CoHBh75B710b4F6odXQ4RA7FPhQRVSbuhVoMOboHz+ZmwaOw0NHhEJELKtdA548++ig6duyI1NRUNG/eXD+9e/fueOSRR6wWHBFRZZeVlYWcnBxIJBKTZVJSUlCodd2OnqcQeGLPFgDAvm6PosjD08ERETkO+1BEVJm4FxVi4v4dAIAhOtftqxCR45QrKQUAoaGhCA0NNZjWpk2bCgdERFRV3LhxA4uXv4eTZ/8xexetgvw8XL2WiggtzzIiqgzYhyIiIiK6o1xJqdzcXLz11lvYu3cvMjIyoNPpDOZfunTJKsEREVVmKpUKOflqKNoNhm9QiMlyGRdPI+XKGhTx0jcil8c+FBEREdF/ypWUmjhxIvbv34/Ro0cjLCzM7GUnRERknl9QCGTBtU3Oz7mZZsdoiMiW2IciIiIi+k+5klK7du3Ct99+iw4dOlg7HiIiIqJKi30oorJTKpVQqVQm57v62ItERFVZuZJSgYGBCAoKsnYsRERERJUa+1BEZaNUKjFq/ERkZueZLMOxF4mIXJdbeRaaP38+XnvtNeTlmT44WOLnn3/GgAEDULNmTUgkEuzcudNs+cTEREgkkhKPtDRe2kJERETOz1p9KKKqQqVSITM7D4qYIYjqP8XoI6hlHxTpBMdeJCJyQeU6U2rx4sW4ePEiQkJCEBUVBU9Pw9t7nzhxwqJ6cnNz0bx5czzxxBMYPHiwxev/+++/IZfL9a+Dg4MtXpaIiOyrQCLB7LFzEBgaDq2nl6PDoQrQajRISUkptZxcLodCobBDRK7HWn0ooqrGLygEchPjL3LsRcfRenrhhcem4/T3n8LDg8d4Iiq7ciWlBg0aZJWV9+3bF3379i3zcsHBwQgICLBKDEREZFs6iQSnohsjJLKBo0OhClDnZCE56RKmz5kHqVRqtmyQzBcb165mYsoIa/WhiIicgXBzx6mIBjgk9UFnt3JdhENEVVy5klJz5861dhxl0qJFC6jVajRt2hTz5s0zO1ioWq2GWq3Wvy4eJFGn05W4DTNZRqfTQQjB9nNi3Ee2I4S4c+kwAAmEyXISABKJxOx+KEtdbm5uZstZUsbV63L1+F29LQrV+YC7FxQxg1E9LNJkXbmZ6VD+sh1ZWVmoXr26yXLWZsvvPWvW6eg+FBEREZEzKVdSCgBu376Nbdu24eLFi5g1axaCgoJw4sQJhISEoFatWtaMUS8sLAyrVq3CAw88ALVajdWrV6NLly44evQoWrVqZXSZ+Ph4vP766yWmK5VKFBQU2CTOyk6n0yErKwtCCLjxHxGnxH1kO9nZ2agXHYlgP8DXU22yXDU/wCM6EtnZ2cjIyDBaJicnB2EhChT5AT5m6vIIlCK3SSOEy90RYKKcJWUcVVdBo4YY+ede+CYdw69dH4bOo+Shx5njz2tyH2r4uqHQUw0BiVPE5Yh1FpdpGBGKgOAaJuvK8wP8082/923Blt972dnZVq3PEX0oIiJbcC8sxEMn9qNxrgoXingHRCIqu3Ilpf7880/06NED/v7+SE5OxqRJkxAUFITt27fj8uXLWL9+vbXjBAA0bNgQDRs21L9u3749Ll68iKVLl2LDhg1Gl5k9ezZmzJihf61SqRAeHg6FQmEwLhVZTqfTQSKRQKFQMOHhpLiPbCcnJwcXklJQ2AiQ+5m+hEmVCyQnpUAmk5kc9y47Oxup6UoUBgIyM3Vdv6XGH2f+grxDETSBxstZUsZRdZ078xceS9sFANgdMwgaI5d+OXP8f545hya9ddBIpSaTUvaOyxHrtLQuS977tmDL7z1vb2+r1eWoPhQRkS24F2kR9+NnAIAhTEoRUTmUKyk1Y8YMjBs3DosWLYJMJtNP79evHx5//HGrBWeJNm3a4ODBgybnS6VSo2NfuLm58cd6BUgkErahk+M+so3iS/IEYDJBAeDO/H8vzzO1D8pSl06nM1vOkjKOrOu/1xKjZZ09/uIyFVmnNeNyxDrLUldp731bsdX3njXrc6Y+FBEREZGjlSsp9dtvv+HDDz8sMb1WrVpIS7Pv3S9OnjyJsLAwu66TiIiIqDycqQ9FZEtKpVI/lqspvFMnERGVKykllUqNHmT++eefMh1YcnJycOHCBf3rpKQknDx5EkFBQYiIiMDs2bNx7do1/ansy5YtQ3R0NJo0aYKCggKsXr0aP/30E3744YfybAYRkU1pNRqkpKSYnJ+SkoKiwiI7RkREjmatPhSRM1MqlRg1fiIys/PMluOdOomIqFxJqYcffhhvvPEGPv/8cwB3Tpe/fPkyXnzxRQwZMsTieo4dO4auXbvqXxeP/TR27FgkJCQgNTUVly9f1s/XaDR4/vnnce3aNfj6+qJZs2b48ccfDeogInIG6pwsJCddwvQ584xeQgzg/+3de3xU1b3///fObSAhA0SSIBIiiihFRdGDRiuIP/yhWFstbWlFRVrwaKUtcOoFLwW1irVVsEqbUxEprbeeWj1WvJSiqCD1Clqx6gHCgJSEgUBmcpvr+v6hpKaZSSYws/fM5PV8PObxYPZ8Zs1n9g6z13xmr7UUbG1RSf/+6hsK2ZwdAKckqw8FpDOfz6d6f7NKqyarqKQ8ZkxTfZ2865+Uz+ejKAUAPdhBFaXuuecefeMb31BpaalaWlo0btw41dbWqqqqSnfccUfC7Zx99tkyJv4S1cuXL293/7rrrtN11113MCkDgK1CgRZFrTwNOP3rOmxQZcwY79YPFN36hiJhilJAT5GsPhSQCYpKyuUuGxz3ca+NuQAA0tNBFaX69u2rVatWad26dXrvvffU2Nio0aNHa8KECcnODwAyWmH/0rgd8qa9tWqyOR8AzqIPBQAA8C/dLkpFo1EtX75cf/rTn7Rt2zZZlqWhQ4dq4MCBbavtAABwQMCytOCS/1L/siMUzst3Oh3AMfShAGSbcF6+fjL5av1j9ZMK5XKOB9B93Vrj2Bijr371q5oxY4Z27typE044QSNHjpTH49EVV1yhiy++OFV5AgAyVMSy9Pbwk/X+qC8rmntQF+gCGY8+FIBsFM3N01tHn6AXexUqmpvrdDoAMlC3vh0sX75cr776qlavXt1hcvGXXnpJF110kVasWKHLL788qUkCAABkMvpQAAAAHXXrSqnHHntMN954Y8zV7s455xzdcMMNeuSRR5KWHAAg8+UZo/9vw6s6c+2zyg2HnU4HcAR9KADZKDcc1oS/r9clzX7lRjjHA+i+bhWl3n//fZ133nlxHz///PP13nvvHXJSAIDsUWCM5vzvb/Tdh25TboSVBtEz0YcCkI1yIyH91/O/U7Vvr/IoSgE4CN0qStXX16u8vDzu4+Xl5dq3b98hJwUAAJBN6EMBAAB01K2iVCQSUV5e/GmocnNzFWZoBgAAQDv0oQAAADrq1kTnxhhdccUVcrlcMR8PBAJJSQoAks3r9crn83Ua43a7VVpaalNGAHoS+lAAAAAddasoNW3atC5jWDUGQLrxer26dPoM1fubO40rKS7U7x9eSmEKQNLRhwIAOCkUDMrj8XQZx4+0sFu3ilIPP/xwqvIAgJTx+Xyq9zertGqyikpiz+nSVF8n7/on5fP5OBEDSDr6UAAApwQaG7StZqtm37gg7hW7B/AjLezWraIUAKSbRIbleTwehUNhFZWUy102OH5byU4OAAAAcFgo0KKolacBp39dhw2qjBvHj7RwAkUpABkr0WF5rS3N+nTnLg0JhWzKDF8UsCwt/OYP1K/0cIXz8p1OBwAAJEk4L193fHWGPn71fxXK5Ryf7gr7l3b6A63Ej7SwH0UpABkrkWF5krR7ywfy7FimSJiilBMilqV1I09TeeVwp1MBAKSRROa4OXC1M9JTNDdPa48brXVv/lVjc3OdTgdJkMj/S+adQjJRlAKQ8boalte4t9bGbAAAQFcSneOGq50B+yT6/5J5p5BMFKUAACmVa4zO3PSG+u3erndHn61oLqceAOjpEp3jhqud01tOJKwvf/SuSlubtD8ScTodHKJE/l8y7xSSjW8GAICUchmjef9zvyTp6upXFKQoBQD4XFdz3HC1c3rLC4d00zNLJUmTIxQOs0VX/y+ZdwrJlON0AgAAAAAAAOh5KEoBAAAAAADAdoyhAIDPsQoQAAAAANiHohQAiFWAAAAAAMBuFKUAQKwCBAAAAAB2oygFAF/AKkAAAAAAYA+KUgCAlApalhZ97Ur1HTBQkdx8p9MBAABJEsnN1z3nX6b/W/ecwrl8tQTQfay+BwBIqbBlafXJY7Xuy19RJI8OKwAA2SKSl6e/nlClRwuLFaEoBeAgUJQCAAAAAACA7ShnAwBSKtcYnfrJBvXfv1sfHH+6ovySCgBAVsiJhPUfW/6uPq3NCkQiTqcDIAPxzQAAkFIuY7Tg0XskSVdXv6IgRSkAALJCXjik2578tSRpcoSViQF0H8P3AAAAAAAAYDuKUgAAAAAAALAdRSkAAAAAAADYjqIUAAAAAAAAbEdRCgAAAAAAALajKAUAAAAAAADbsS43ACClgpalX0+apuKSMkVy851OBwAAJEkkN19LJkzR1jdWKZzLV0sA3ccnBwAgpcKWpZVjzlV55XCnUwEAAEkUycvTs6PHad0Hb2gsRSkAB4HhewAAAAAAALAd5WwAQErlGKMTaj5U/xa/Phl+kkxOrtMpAQCAJLCiEZ2w/RNZgRblRKNOpwMgA1GUAgCkVC9jtPC3d0qSrq5+RUFXb4czAgAAyZAfCuruxxdLkiaHg84mAyAjMXwPAAAAAAAAtqMoBQAAkGFeffVVXXjhhRo0aJAsy9LTTz/d5XPWrFmj0aNHy+VyadiwYVq+fHnK8wQAAOgMRSkAAIAM09TUpFGjRmnJkiUJxdfU1OiCCy7Q+PHjtXHjRs2ePVszZszQiy++mOJMAQAA4mNOKQAAgAxz/vnn6/zzz084vrq6WkOHDtU999wjSRoxYoTWrl2rRYsWaeLEialKEwAAoFNcKQUAAJDl1q9frwkTJrTbNnHiRK1fv96hjAAAALhSCgAAIOvV1taqvLy83bby8nL5fD61tLSod++Oq2IGAgEFAoG2+z6fT5IUjUYVZen3lItGozLGZOS+NsbIsixZkiyZmDGWpJycnE5jEo1L57a62g/pnn/XMaZdvB15JTP/ROIsmbTMy6nXPPB3nUmfT5n8eZrJEt3fFKUAACkVsiwtO/fb6tO/VJFcTjtApli4cKFuvfXWDtu9Xq9aW1sdyKhniUajamhokDFGOTmZNbjB7/dr2NBKlRVJhfmBmDF5/V1qGjlCFe5c9YsTk2hcuraV39+l1soKFbpz1fcQ23Ii/0Ricq2Injz/m9q9+e86vJ9LxTbklcz8E4mzZJTbJ18njjwurfJy6jX7FEl5Qyvl9/u1e/fuuG2lk0z+PM1kfr8/oTi+HQAAUipkWfrTmV9ReeVwp1MBeqyBAweqrq6u3ba6ujq53e6YV0lJ0rx58zR37ty2+z6fTxUVFSotLZXb7U5pvvjsS5RlWSotLc24L1GNjY3aXONReITkLnLFjPnnvoDe2/QPuc+MKNg/dkyicena1q59ATV5dsh9RESBQ2zLifwTa8uld04Yr9ffe0dnNVsqD6U+r+Tm33WcJaO8xpDe3/SRiqvSJy+nXtPXJG2r8ai4uFhlZWVx20onmfx5msl69eqVUBxFKQBpy+v1tg0XicXj8SgcCtuYEQBkpqqqKj333HPttq1atUpVVVVxn+NyueRydfxSkpOTQ6feJpZlZeT+PjC0x0ifD3zqyOjzITWdxCQal85tdbUf0j3/dGwr0/PPhn1xYIhuJn02ZernaSZLdF9TlAKQlrxery6dPkP1/ua4Ma0tzfp05y4NCYVszAzdlWOMjtm5RSWRsDxHHiuTk+t0SkDGa2xs1ObNm9vu19TUaOPGjSopKdGQIUM0b9487dy5UytWrJAkXXXVVXrggQd03XXX6bvf/a5eeukl/eEPf9DKlSudegsAsoAVjWj4rm1qCQWUw3w9AA4CRSkAacnn86ne36zSqskqKimPGbN7ywfy7FimSJiiVDrrZYwWPThfknR19SsKumIPFQKQuLffflvjx49vu39gmN20adO0fPly7dq1S9u3b297fOjQoVq5cqXmzJmj++67T4MHD9bSpUs1ceJE23MHkD3yQ0Hd97u7JUmTw0GHswGQiShKAUhrRSXlcpcNjvlY495am7MBgPRw9tlny5j4KygtX7485nM2bNiQwqwAAAC6hwGVAAAAAAAAsB1FKQAAAAAAANiOohQAAAAAAABs52hR6tVXX9WFF16oQYMGybIsPf30010+Z82aNRo9erRcLpeGDRsWc84EAAAAAAAApDdHi1JNTU0aNWqUlixZklB8TU2NLrjgAo0fP14bN27U7NmzNWPGDL344ospzhQAAAAAAADJ5Ojqe+eff77OP//8hOOrq6s1dOhQ3XPPPZKkESNGaO3atVq0aBFLGgNAmgpZlh4dd7GK+h2mSC6LvgIAkC0iuXn6/RmTtOO9dYrkcI4H0H0ZNafU+vXrNWHChHbbJk6cqPXr1zuUEQCgKyHL0qPjJ+uZi65UJC/f6XQAAECSRPLy9ciXv6KFxf0VzqMoBaD7MuqTo7a2VuXl5e22lZeXy+fzqaWlRb179+7wnEAgoEAg0Hbf5/NJkqLRqKLRaGoTzlLRaFTGGPZfGsuGY2SMkWVZsiRZMjFjLEk5OTmdxiQal8y2uvOaXb1HJ/JP17YyPf+etC8sy7L9MyiVn3uZ/FkKAACQzjKqKHUwFi5cqFtvvbXDdq/Xq9bWVgcyynzRaFQNDQ0yxignJ6MutusxsuEY+f1+DRtaqbIiqTA/EDMmr79LTSNHqMKdq35xYhKNS2Zbicbl93eptbJChe5c9U2j/JPdVvOXjtOY5n+quC4i76BKmRh/k2md/8jjNKAwR+H8gIystMjLiddMtK0+RVLe0Er5/X7t3r07blyypfJzz+/3J7U9AMgWVjSqIXv+qb2hoCwK+AAOQkYVpQYOHKi6urp22+rq6uR2u2NeJSVJ8+bN09y5c9vu+3w+VVRUqLS0VG63O6X5ZqtoNCrLslRaWpqxBY9slw3HqLGxUZtrPAqPkNxFrpgx/9wX0Hub/iH3mREF+8eOSTQumW0lGrdrX0BNnh1yHxFRII3yT3Zbn3zwodb89TlJ0ver1yjo6hibzvm/v+kjjZwYVdDliluUSte/MSfa8jVJ22o8Ki4uVllZWdy4ZEvl516vXr2S2h4AZIv8UEC/XvZTSdLkcNDhbABkoowqSlVVVem5555rt23VqlWqqqqK+xyXyyVXjC9AOTk5GftlPR1YlsU+THOZfowODP8xUtxCgNHnQ3Y6iUk0Lpltdec1u3qPTuSfirb+dd+KGZvu+R+IOZTXdOpvzIm2Dgy/tfvzJ1Wfe5n6OQoAAJDuHC1KNTY2avPmzW33a2pqtHHjRpWUlGjIkCGaN2+edu7cqRUrVkiSrrrqKj3wwAO67rrr9N3vflcvvfSS/vCHP2jlypVOvQUAAHAQvF5v2zyPnXG73SotLbUhIwAAANjN0aLU22+/rfHjx7fdPzDMbtq0aVq+fLl27dql7du3tz0+dOhQrVy5UnPmzNF9992nwYMHa+nSpZo4caLtuQMAgIPj9Xp16fQZqvc3dxlbUlyo3z+8lMIUAABAFnK0KHX22WfLmPgr+CxfvjzmczZs2JDCrAAAQCr5fD7V+5tVWjVZRSXlceOa6uvkXf+kfD4fRSkAAIAslFFzSgEAgPQXCgbl8XjiPu7xeBQOhVVUUi532eBO2/ImOzkAAACkDYpSAAAgaQKNDdpWs1Wzb1wQc6ERSWptadanO3dpSChkc3YAAABIJxSlAAApFbIsPXnGJBW5SxTJ5bST7UKBFkWtPA04/es6bFBlzJjdWz6QZ8cyRcIUpQAgk0Vy8/TH/5ignZveVCSHczyA7uOTAwCQUiHL0sP//yUqrxzudCqwUWH/0rhD8xr31tqcDYCuJLoiZjAYVEFBQacxB4boIvtF8vL10Piva92OzRqbx1dLAN3HJwcAAADQgyW6ImYoGNTO7R4NrhyqvPz4XyMYogsASBRFKQBASlnGqGyfV4cV9VF9yUCZnBynUwIAfEGiK2Lu3vKBtm5bpv5jvhZ3eO6BOIbo9gxWNKqyhr0aEg7JikadTgdABqIoBQBIqd7GaNl9cyRJV1e/oqCrt8MZAQBi6WpFzANDbzsbnvvFOGS//FBAS//7FknS5HDQ4WwAZCJ+rgYAAAAAAIDtuFIKgO0SmUyVSVIBAAAAILtRlAJgq0QnU2WSVAAAAADIbhSlANiqO5OpMkkqAAAAAGQvilIAHJHoZKoAAAAAgOxEUQoAAAAAACRVIvPIut1ulZaW2pQR0hFFKQBASoUtS8/+xwQVFvdTNCfX6XQAAECSRHNy9eeTx6r24w2KcI7HFyQ6j2xJcaF+//BSClM9GEUpAEBKBS1L1RdcofLK4U6nAgAAkiicX6Bfnfttrdu1XWPz8p1OB2kkkXlkm+rr5F3/pHw+H0WpHoyiFAAAAAAASLqu5pH12pgL0hNFKQBAahkjd5NPfXz71FjcT7IspzMCAADJYIz6Nvt1WDQiGeN0NrBJKBiUx+PpNMbj8SgcCtuUETIZRSkAQEoVGqNHf/59SdLV1a8o6OrtcEYAACAZCoKteuiB6yVJk0MBh7OBHQKNDdpWs1Wzb1wgl8sVN661pVmf7tylIaGQjdkhE1GUAgAAAAAAXQoFWhS18jTg9K/rsEGVceN2b/lAnh3LFAlTlELnKEoBAAAAAICEFfYv7XSuqMa9tTZmg0yW43QCAAAAAAAA6HkoSgEAAAAAAMB2FKUAAAAAAABgO4pSAAAAAAAAsB0TnQMAUipsWfrrqLPUu49b0Zxcp9MBAABJEs3J1arjT9fuzX9XhHM8gINAUQoAkFJBy9Lii/9T5ZXDnU4FAAAkUTi/QPdOulzrVtytsXn5TqeDDBQKBuXxeLqMc7vdKi0ttSEj2I2iFICk8nq98vl8cR/3eDwKh8I2ZgQAAAAg3QQaG7StZqtm37hALper09iS4kL9/uGlFKayEEUpAEnj9Xp16fQZqvc3x41pbWnWpzt3aUgoZGNmcJQxcgVbVRBoUbCgl2RZTmcEAACSwRi5ggEVRqOSMU5ngwwTCrQoauVpwOlf12GDKuPGNdXXybv+Sfl8PopSWYiiFICk8fl8qvc3q7RqsopKymPG7N7ygTw7likSpijVUxQaoyfvnCFJurr6FQVdvR3OCAAAJENBsFVPL54jSZocCjicDTJVYf9SucsGdxrjtSkX2I+iFICkKyopj3tiadxba3M2AAAAAIB0lON0AgAAAAAAAOh5KEoBAAAAAADAdhSlAAAAAAAAYDuKUgAAAAAAALAdRSkAAAAAAADYjtX3AAApFbGktV8ao16FfRTN4bcQAACyRTQnR68de7L2bPtYUYtzPIDuoygFAEipgJWju771Q5VXDnc6FQAAkEThfJfu/NpMrVtxt8bmFzidDoAMRDkbAAAAAAAAtqMoBQAAAAAAANtRlAIApFRhNKpnF1yqh6aPUUGgxel0AABAkhQEWvT83d+Xr3abXMFWp9MBkIEoSgEAAAAAAMB2FKUAAAAAAABgO1bfAwAAAAAAGc/r9crn87XbZoyR3+9XY2OjLMuS2+1WaWmpQxni31GUAgAAAAAAGc3r9erS6TNU729ut92yLA0bWqnNNR4ZY1RSXKjfP7yUwlSaoCgFAAAAAAAyms/nU72/WaVVk1VUUt623ZJUViSFR0iN9XXyrn9SPp+PolSaoCgFAAAAAACyQlFJudxlg9vuWzIqzA/IXeSSkeR1LjXEQFEKAJBSEUt665hRcvXuo2gO62sAQLLEmjslFuZPQapEc3L05lEjtW/nVkUtzvFInVAwKI/H02mMx+NROBS2KSMkC0UpAEBKBawc3Tr1WpVXDnc6FSCrLFmyRD//+c9VW1urUaNG6f7779eYMWNixi5fvlzTp09vt83lcqm1tdWOVJEC8eZOiYX5U5Aq4XyX5n/jGq1bcbfG5hc4nQ6yVKCxQdtqtmr2jQvkcrnixrW2NOvTnbs0JBSyMTscKopSAAAAGeaJJ57Q3LlzVV1drdNOO02LFy/WxIkT9fHHH6usrCzmc9xutz7++OO2+5Zl2ZUuUiDe3Cn/ron5UwBkuFCgRVErTwNO/7oOG1QZN273lg/k2bFMkTBFqUxCUQoAACDD3HvvvZo5c2bb1U/V1dVauXKlli1bphtuuCHmcyzL0sCBA+1MEzb497lTYmH+FADZoLB/aaefd417a23MBslCUQoAkFKF0aj+eMf3ZFmWZv/yRQVdvZ1OCchowWBQ77zzjubNm9e2LScnRxMmTND69evjPq+xsVGVlZWKRqMaPXq07rzzTo0cOdKOlPEFic4DVVxcbEM2wKEpCLToqUWzFQmHdHmQ4cAAuo+iFAAg5XqFAk6nAGSNPXv2KBKJqLy8/ZCt8vJyffTRRzGfc+yxx2rZsmU68cQT1dDQoF/84hc644wztGnTJg0eHPtX50AgoEDgX/93DxRSotGootFokt5Nz7Jnzx5d/r0rE5oH6jB3kRbdvVADBgyI+bgxRpZlydJnK0vFY+mzq+SMMXGPW3faysnJSUpcT2kr2/erJaNeoWBbvB15JTP/ROIsmbTMy6nXTNe2Oov77N+m7Vh29ZmI5Eh0/1KUAgAAyHJVVVWqqqpqu3/GGWdoxIgR+u///m/dfvvtMZ+zcOFC3XrrrR22e71eJkg/SLt27VLJgFIN/fIZcvXpFzcu0Lhfvo/Xa+/evXK73cqJsXKp3+/XsKGVKiuSCvPjF/77FEl5Qyvl9/u1e/fumDGJtpXX36WmkSNU4c5Vv0OM6wlt5fd3qbWyQoXuXPXN0v2aH/nX9sHFuXH/fpKZVzLzTyTOklFun3ydOPK4tMrLqddM17Y6i7Nk1Dc3JEtSUQKfiUgOv9+fUBxFKQAAgAwyYMAA5ebmqq6urt32urq6hOeMys/P18knn6zNmzfHjZk3b57mzp3bdt/n86miokKlpaVyu90Hl3wP19jYqM01Hh05YpLcRUfEjfM1SZ4aj3r37q2ysrKYRakDbYVHSO6i+KtR+ZqkbTUeFRcXx50EP9G2/rkvoPc2/UPuMyMK9j+0uJ7Q1q59ATV5dsh9RESBQ2zLifwTiSkI/+tKiE/9EfULpT6vZOafSJwlo7zGkN7f9JGKq9InL6deM13b6izOkpGR5A251JDAZyKSo1evXgnFpUVRiiWNAeckOreF2+1m1R4ASAMFBQU65ZRTtHr1al100UWSPrtEfvXq1Zo1a1ZCbUQiEf3973/XpEmT4sa4XK6YS2/n5OTELJKgaweGjBwYSBKP0b+G1MXb3wfb1qHmFY1GkxLXU9rK9v36xe125ZXM/DO9rUzP3959YX0+gK/rz0QkR6L71/GiFEsaA87xer26dPqMhOa2KCku1O8fXkphCgDSwNy5czVt2jSdeuqpGjNmjBYvXqympqa2H+4uv/xyHXHEEVq4cKEk6bbbbtPpp5+uYcOGaf/+/fr5z38uj8ejGTNmOPk2AABAD+d4UYoljQHn+Hw+1fubVVo1WUUl5XHjmurr5F3/pHw+H0UpAEgDU6ZMkdfr1U9+8hPV1tbqpJNO0gsvvNA2+fn27dvb/UK5b98+zZw5U7W1terfv79OOeUUvf766/rSl77k1FsAAABwtijFksZAeigqKZe7LPbqSwd4bcoF2SdqSX+vPE75vQpluLIVSJpZs2bFHa63Zs2advcXLVqkRYsW2ZAVgJ7EWJberzhGDbXbZSyGQgHoPkeLUnYsacxyxskXjUZZQjPNJXqMkrmcdKLtpesysk4tz5uspaLTdV9YkoK5ebpx+s0qrzzm822xlltO3/zTsa1Mz787bSW6bHMqz02c7wAgtlBBL13/nTlat+Jujc0vcDodABnI8eF73dXdJY1Zzjj5otGoGhoaZIxhcrg0legxSuZy0om2l67LyDqxPG8yl4pO132RDcseN488TgMKcxTOD8SdXLOn7Au720r0s0dK7bkp0SWNgXQVCgbl8XjiPu7xeBQOhW3MCACAzzhalLJjSWOWM06+aDQqy7JUWlpKUSpNJXqMkrmcdKLtpesysk4sz5vMpaLTdV9kw7LH72/6SCMnRhV0ueIWpXrKvrC7rUQ/e6TUnpsSXdIYSEeBxgZtq9mq2TcuiLmaoiS1tjTr0527NCQUsjk7AEBP52hRyo4ljVnOODU6W6IY6SGRY5TM5aQTbS9dl5F1anneZC0Vna77wkjqFQ7r93dfrZycXF33i/9V0NU7o/L/YsyhLZvNEtAH01Z3lm1O1bmJcx0yWSjQoqiVpwGnf12HDaqMGbN7ywfy7FimSJiiFLqnINCix++/TqHWZv1nkFEoALrP8eF7LGkMpM6ePXs6HXbC5fqwS99mhj8BgJMK+5fGXdSkcW+tzdkgm/RtaXQ6BQAZzPGiFEsaA6nR0NCgH/34eu31NcWN4XJ9AAAAAIBTHC9KSSxpDKRCc3Oz6v3NKq2arKKS8pgxXK4PAAAAAHBKWhSlAKROUUk5l+sDAAAAANIOM3cCAAAAAADAdlwpBQAAAKSZcDAor9errVu3yrI6rlLJYiUAgGxAUQoAkFJRS/pk0FDlF/SSifHFCgDQXqCxQdu21ejBFY/K8+k/ZYzpEMNiJUgHxrL0ycAhatxTK2MxCAdA91GUAjKQ1+uVz+eL+7gxRl6vVxF+QUUaaLVyNPfK21VeOdzpVAAgI4QCLYpaeXIfW6UjTyxTx5IUi5UgPYQKeulHl9+gdSvu1tj8AqfTAZCBKEoBGcbr9erS6TNU72+OG2NZloYcMVDbtm/XYH5BBQAgI7n69JXV/wgZdbzKlMVKAADZgKIUkGF8Pp/q/c0qrZqsopLymDGWpCK/R5E16/gFFQAAAACQlihKAWmmq6F5ByY2LSopl7tscMwYS0Z50X2pShHolt4mqocWzVZuXr5uueMJBV29nE4JAAAkQUGgVcurb1ZrY4PmBgNOpwMkVVffyyTJ7XartLTUpoyyE0UpII0kMjSPiU2RaSwjlTfs+fxerJlRAABAZjIq99W3/RvIFol8L5OkkuJC/f7hpRSmDgFFKSCNJDI0j4lNAQAAACB1Evle1lRfJ+/6J+Xz+ShKHQKKUkAa6mxoHhObAgAAAEDqdfa9TJK8NuaSrXKcTgAAAAAAAAA9D0UpAAAAAAAA2I6iFAAAAAAAAGzHnFIAgJQyluQpPUJ5+QWSLKfTAQAASWPJc9jham7YI87xAA4GRSkgCbxer3w+X6cxbrebVRnQI7VYObrmmjtVXjnc6VQAAEASBV29dNX3btG6FXdrbIHL6XQAZCCKUsAh8nq9unT6DNX7mzuNKyku1O8fXkphCgAAAAAAUZQCDpnP51O9v1mlVZNVVFIeM6apvk7e9U/K5/NRlAIAAAAAQBSlgKQpKimXu2xw3Me9NuaSCqFgUB6Pp9MYj8ejcChsU0bIFL1NVEuWXK+8/AL99Ce/VdDVy+mUAABAEhQEWlX90O1qbtijm4MBp9MBkIEoSgHoUqCxQdtqtmr2jQvkcsWfL6C1pVmf7tylIaGQjdkh3VlGqvTu/PyecTQXAEilruaY5McbZB+jyr272v4NZIJk/tieSFsS8wt3hqIUgC6FAi2KWnkacPrXddigyrhxu7d8IM+OZYqEKUoBAHqWROaY5McbAHBWMn9sT7QtifmFO0NRCkDCCvuXdjpEsXFvrY3ZAACQPhKZY5IfbwDAWcn8sT3RtphfuHMUpQCbMCcTAHRfopfFFxcX25AN0LXO5pjkxxsASA/J/LG9q7akzJ9fOJUoSgE2YE4mAOi+7lwWf5i7SPf94mcqKyuzKTsAAAAcKopSgA2YkwkAuq87l8Xv+duf1Nwcfy4fAAAApB+KUoCNmJMJPZGxpLq+A5Sbly/JcjodZKBELovfY1MuAIAvslTnLlFrY4M4xwM4GBSlAAAp1WLl6HtzFqu8crjTqQAAgCQKunrpiqt+qnUr7tbYgs6HWQNALDlOJwAAAAAAAICeh6IUAAAAAAAAbEdRCgCQUr1MVPf+5hbdfOs05QdbnU4HAAAkSX6wVfetuEtr9vxTBaGg0+kAyEDMKQUASKkcIw3/Z40kyTLG4WwAAECyWMZoeO32z/8ddTgbAJmIK6UAAAAAAABgO4pSAAAAAAAAsB1FKQAAAAAAANiOohQAAAAAAABsR1EKAAAAAAAAtmP1PWQdr9crn8/XaYzb7VZpaalNGQFoKCxWTk6u02kAAIAka+jdR6HWZqfTAJChKEohq3i9Xl06fYbq/Z2fGEuKC/X7h5dSmAJs0JyTo6nX/VrllcOdTgUAACRR0NVb3/7B3Vq34m6NLejldDoAMhBFKWQVn8+nen+zSqsmq6ikPGZMU32dvOuflM/noygFAAAAAIBDKEohKxWVlMtdNjju414bcwEAAAAAAB1RlEJaSNd5oBLJy+PxKBwK25QRkHl6magWPvxT5fcq1OK5ixXi8n4AALJCfrBVP3tskRr27tKiUNDpdABkIIpScFy6zgOVaF6tLc36dOcuDQmFbMkLyDQ5RjrB85EkyTLG4WwAAECyWMboxB3/J0labKIOZwMgE1GUguPSdR6oRPKSpN1bPpBnxzJFwhSlAAAAAABIFEUppFR3hr/ZOQ9UKBiUx+NJSl6Ne2uTmBkAAAAAAD0DRSmkTLoOfws0NmhbzVbNvnGBXC5X2uQFAAAAAEBPQlEKKZOuw99CgRZFrTwNOP3rOmxQZdrkBQBAT5fIFdbBYFAFBQVdtpXMBVJY+AQAcCgSGanjxMJe6YCiFFIuXYe/FfYvTcu8AADoiRK5wjoUDGrndo8GVw5VXn7n3dhkLZCSrld+AwAyQ6Ijdexe2CtdUJQCAKRca75LlmU5nQaANJbIFda7t3ygrduWqf+Yr3V6tXMyF0hJ1yu/gXTRml/A3z3QiURG6jixsFe6oCgFAEip5pwcfeOmh1ReOdzpVABkgM6usD5wFXNXVztLyV0gpau8JK6wRs8UdPX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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Beta Distribution Shape Guide:\n",
      "------------------------------------------------------------\n",
      "α < 1, β < 1: U-shaped (high at boundaries)\n",
      "α < 1, β ≥ 1: J-shaped (decreasing from 0)\n",
      "α ≥ 1, β < 1: Reverse J-shaped (increasing to 1)\n",
      "α = β: Symmetric around 0.5\n",
      "α > β: Left-skewed (peak towards 1)\n",
      "α < β: Right-skewed (peak towards 0)\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. TruncatedNormal Distribution\n",
    "\n",
    "TruncatedNormal is a normal distribution cut off at specified bounds. This is particularly useful when you want Gaussian properties but need to ensure weights stay within a specific range.\n",
    "\n",
    "**Use cases:**\n",
    "- Bounded weights with Gaussian-like properties\n",
    "- Preventing extreme outliers\n",
    "- Physical constraints (e.g., conductances must be positive)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:55.741705Z",
     "start_time": "2025-10-01T06:50:54.906464Z"
    }
   },
   "source": [
    "# Create truncated normal initializer\n",
    "truncated_init = init.TruncatedNormal(\n",
    "    mean=0.5 * u.nS,\n",
    "    std=0.2 * u.nS,\n",
    "    low=0.0 * u.nS,\n",
    "    high=1.0 * u.nS\n",
    ")\n",
    "\n",
    "# Generate weights\n",
    "truncated_weights = truncated_init(2000, rng=rng)\n",
    "\n",
    "# Compare with regular normal\n",
    "normal_init = init.Normal(mean=0.5 * u.nS, std=0.2 * u.nS)\n",
    "normal_weights = normal_init(2000, rng=rng)\n",
    "\n",
    "print(f\"TruncatedNormal initialization:\")\n",
    "print(f\"  Mean: {truncated_weights.mean():.3f}\")\n",
    "print(f\"  Std: {truncated_weights.std():.3f}\")\n",
    "print(f\"  Min: {truncated_weights.min():.3f}\")\n",
    "print(f\"  Max: {truncated_weights.max():.3f}\")\n",
    "print(f\"\\nRegular Normal (for comparison):\")\n",
    "print(f\"  Mean: {normal_weights.mean():.3f}\")\n",
    "print(f\"  Std: {normal_weights.std():.3f}\")\n",
    "print(f\"  Min: {normal_weights.min():.3f}\")\n",
    "print(f\"  Max: {normal_weights.max():.3f}\")\n",
    "print(f\"  Values outside [0, 1]: {np.sum((normal_weights.mantissa < 0) | (normal_weights.mantissa > 1))}\")\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "# Comparison histogram\n",
    "axes[0].hist(normal_weights.mantissa, bins=50, alpha=0.5, label='Normal',\n",
    "             density=True, edgecolor='black')\n",
    "axes[0].hist(truncated_weights.mantissa, bins=50, alpha=0.5, label='Truncated Normal',\n",
    "             density=True, edgecolor='black')\n",
    "axes[0].axvline(0.0, color='red', linestyle='--', linewidth=2, label='Bounds')\n",
    "axes[0].axvline(1.0, color='red', linestyle='--', linewidth=2)\n",
    "axes[0].set_xlabel(f'Weight value ({truncated_weights.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('TruncatedNormal vs Normal')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Zoom in on truncated region\n",
    "axes[1].hist(truncated_weights.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[1].axvline(truncated_weights.mean().mantissa, color='red', linestyle='--', label='Mean')\n",
    "axes[1].set_xlabel(f'Weight value ({truncated_weights.unit})')\n",
    "axes[1].set_ylabel('Density')\n",
    "axes[1].set_title('TruncatedNormal Detail')\n",
    "axes[1].set_xlim([0, 1])\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Box plot comparison\n",
    "axes[2].boxplot([normal_weights.mantissa, truncated_weights.mantissa],\n",
    "                tick_labels=['Normal', 'Truncated\\nNormal'])\n",
    "axes[2].axhline(0.0, color='red', linestyle='--', linewidth=1, alpha=0.5)\n",
    "axes[2].axhline(1.0, color='red', linestyle='--', linewidth=1, alpha=0.5)\n",
    "axes[2].set_ylabel(f'Weight value ({truncated_weights.unit})')\n",
    "axes[2].set_title('Distribution Comparison')\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TruncatedNormal initialization:\n",
      "  Mean: 0.505 * nsiemens\n",
      "  Std: 0.196 * nsiemens\n",
      "  Min: 0.014 * nsiemens\n",
      "  Max: 0.997 * nsiemens\n",
      "\n",
      "Regular Normal (for comparison):\n",
      "  Mean: 0.503 * nsiemens\n",
      "  Std: 0.199 * nsiemens\n",
      "  Min: -0.278 * nsiemens\n",
      "  Max: 1.139 * nsiemens\n",
      "  Values outside [0, 1]: 30\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effect of Truncation Bounds"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:50:58.913866Z",
     "start_time": "2025-10-01T06:50:58.626323Z"
    }
   },
   "source": [
    "# Compare different truncation bounds\n",
    "truncated_tight = init.TruncatedNormal(0.5 * u.nS, 0.2 * u.nS,\n",
    "                                       0.3 * u.nS, 0.7 * u.nS)(2000, rng=rng)\n",
    "truncated_medium = init.TruncatedNormal(0.5 * u.nS, 0.2 * u.nS,\n",
    "                                        0.1 * u.nS, 0.9 * u.nS)(2000, rng=rng)\n",
    "truncated_wide = init.TruncatedNormal(0.5 * u.nS, 0.2 * u.nS,\n",
    "                                      -0.1 * u.nS, 1.1 * u.nS)(2000, rng=rng)\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "ax.hist(truncated_tight.mantissa, bins=50, alpha=0.5,\n",
    "        label='Tight [0.3, 0.7]', density=True, edgecolor='black')\n",
    "ax.hist(truncated_medium.mantissa, bins=50, alpha=0.5,\n",
    "        label='Medium [0.1, 0.9]', density=True, edgecolor='black')\n",
    "ax.hist(truncated_wide.mantissa, bins=50, alpha=0.5,\n",
    "        label='Wide [-0.1, 1.1]', density=True, edgecolor='black')\n",
    "ax.set_xlabel(f'Weight value ({truncated_tight.unit})')\n",
    "ax.set_ylabel('Density')\n",
    "ax.set_title('Effect of Truncation Bounds')\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nEffect of Truncation Bounds:\")\n",
    "print(\"-\" * 60)\n",
    "print(f\"Tight [0.3, 0.7]:   mean={truncated_tight.mean():.3f}, std={truncated_tight.std():.3f}\")\n",
    "print(f\"Medium [0.1, 0.9]:  mean={truncated_medium.mean():.3f}, std={truncated_medium.std():.3f}\")\n",
    "print(f\"Wide [-0.1, 1.1]:   mean={truncated_wide.mean():.3f}, std={truncated_wide.std():.3f}\")\n",
    "print(\"\\nNote: Tighter bounds reduce variance and shift the mean toward the center of the truncation range.\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Effect of Truncation Bounds:\n",
      "------------------------------------------------------------\n",
      "Tight [0.3, 0.7]:   mean=0.503 * nsiemens, std=0.105 * nsiemens\n",
      "Medium [0.1, 0.9]:  mean=0.498 * nsiemens, std=0.175 * nsiemens\n",
      "Wide [-0.1, 1.1]:   mean=0.497 * nsiemens, std=0.196 * nsiemens\n",
      "\n",
      "Note: Tighter bounds reduce variance and shift the mean toward the center of the truncation range.\n"
     ]
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Practical Examples with BrainUnit Quantities\n",
    "\n",
    "Let's explore how to use these initializers in realistic neuroscience scenarios with physical units."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 1: Excitatory and Inhibitory Synaptic Conductances"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:51:05.034872Z",
     "start_time": "2025-10-01T06:51:04.255392Z"
    }
   },
   "source": [
    "# Excitatory synapses: typically 0.5-3.0 nS\n",
    "excitatory_init = init.TruncatedNormal(\n",
    "    mean=1.5 * u.nS,\n",
    "    std=0.5 * u.nS,\n",
    "    low=0.5 * u.nS,\n",
    "    high=3.0 * u.nS\n",
    ")\n",
    "\n",
    "# Inhibitory synapses: typically 2-10 nS (stronger)\n",
    "inhibitory_init = init.LogNormal(\n",
    "    mean=5.0 * u.nS,\n",
    "    std=2.0 * u.nS\n",
    ")\n",
    "\n",
    "# Generate synaptic weights\n",
    "n_excitatory = 800\n",
    "n_inhibitory = 200\n",
    "\n",
    "exc_weights = excitatory_init(n_excitatory, rng=rng)\n",
    "inh_weights = inhibitory_init(n_inhibitory, rng=rng)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "axes[0].hist(exc_weights.mantissa, bins=40, alpha=0.7, label='Excitatory',\n",
    "             edgecolor='black', color='red')\n",
    "axes[0].hist(inh_weights.mantissa, bins=40, alpha=0.7, label='Inhibitory',\n",
    "             edgecolor='black', color='blue')\n",
    "axes[0].set_xlabel(f'Conductance ({exc_weights.unit})')\n",
    "axes[0].set_ylabel('Count')\n",
    "axes[0].set_title('Excitatory vs Inhibitory Conductances')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Create connection matrix visualization\n",
    "all_weights = np.concatenate([exc_weights.mantissa, inh_weights.mantissa])\n",
    "colors = ['red'] * n_excitatory + ['blue'] * n_inhibitory\n",
    "axes[1].scatter(range(len(all_weights)), all_weights, c=colors, alpha=0.5, s=20)\n",
    "axes[1].axhline(exc_weights.mean().mantissa, color='red', linestyle='--',\n",
    "                label=f'Exc mean: {exc_weights.mean():.2f}')\n",
    "axes[1].axhline(inh_weights.mean().mantissa, color='blue', linestyle='--',\n",
    "                label=f'Inh mean: {inh_weights.mean():.2f}')\n",
    "axes[1].set_xlabel('Synapse index')\n",
    "axes[1].set_ylabel(f'Conductance ({exc_weights.unit})')\n",
    "axes[1].set_title('Synaptic Weight Distribution')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Excitatory synapses (n={n_excitatory}):\")\n",
    "print(f\"  Mean: {exc_weights.mean():.3f}\")\n",
    "print(f\"  Std: {exc_weights.std():.3f}\")\n",
    "print(f\"  Range: [{exc_weights.min():.2f}, {exc_weights.max():.2f}]\")\n",
    "print(f\"\\nInhibitory synapses (n={n_inhibitory}):\")\n",
    "print(f\"  Mean: {inh_weights.mean():.3f}\")\n",
    "print(f\"  Std: {inh_weights.std():.3f}\")\n",
    "print(f\"  Range: [{inh_weights.min():.2f}, {inh_weights.max():.2f}]\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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7Qbs9W5+4uDhRrFgxMWLECIPlDx8+FO7u7vry57l3iIiKou3btwsbGxthY2MjGjVqJN555x2xbds2kZqaarBedHS0cHR0FFOmTDEoHz9+vHBxcRHx8fFCiIzPe09PT/HkyRP9er///rsAIP744w99WW4/L7p06WKw7ujRowUAcebMGX1ZVs8LuueAsLAw/fm4ubmJBg0aiKSkJIN1dZ8tWblw4YIAID7++GMhhBBpaWnCxcVFLF26VAghhLe3t1i4cKEQQojY2FhhY2Oj/xy6deuWsLGxEbNmzTLY57lz54Stra1BeeZnqd9++00AEAsWLNCXaTQa0apVK6NnzEGDBgkA+mdHnaCgIFGnTh396+w+z03RPQuuW7cuy3Vq1aolPDw89K8zt/3GjRsFAJPP/+bUS3du7777rslleX3+zPw8lNU+s6tb5mfY06dPCwBi+PDhButNnjxZABD//POPvszf39/ovR8RESEcHBzE22+/bXQsovzG4XtUqC1cuBA7duww+NmyZYvBOtWrV8eMGTPw008/ISQkBI8fP8bSpUv146y1Wi02bdqEzp07m8xPlZfpVG1sbPS9q7RaLZ48eYL09HTUrVsXJ0+ezHH78PBwnD59GoMHD0bx4sX15TVr1kSbNm3w999/G23z5ptvGpWFhobiwYMHBsMGV6xYAScnJ/Ts2TPbOvTp0wcREREGM3qsX78eWq0Wffr0AQA4OTnB3t4ee/bswdOnT3M8L3O4urpiwIAB+tf29vaoX78+bt68abTukCFDDHqxNW3aFABMrptZt27dDHqK1a9fHw0aNDDZtjnRaDTYvn07unXrhvLly+vLfXx80L9/f+zfvx+xsbEG24wYMcIor0FoaChSUlKwfv16fdmaNWuQnp5u0CamxMbGws3Nzaz67ty5E6mpqZgwYQKUyoxf8yNGjIBKpcJff/1lsL451+Tvv/+Gj4+PQU8tZ2dn/V+I8+K3335DiRIlTCa3Nee+dHJy0v8/OTkZjx8/RsOGDQHA5H2Y+R5q2rQpoqKi9Ndu06ZN0Gq1+PDDDw3a7dn67NixA9HR0ejXrx8eP36s/7GxsUGDBg3092J+3DtERC+yNm3a4NChQ+jSpQvOnDmDzz//HCEhIShVqhQ2b96sX8/d3R1du3bFqlWrIIQAID+H16xZox9C/qw+ffrAw8ND/9rUs0JuPy/GjBlj8Fr3OZWXZ4gdO3YgLi4O7777rlHu0pw+66pUqQJPT099rqgzZ84gISFBP7tecHAwDhw4AEDmmtJoNPp8Uhs2bIBWq0Xv3r0NPq9KliyJihUrmpy5T2fr1q2ws7PDiBEj9GVKpdKoXZ5l6jPWnOe15+Hq6oq4uLgsl+t6gv35559IS0vL83FGjRpl9rqWfP7MDd3+J02aZFD+9ttvA4DRs1/VqlX19woge2ZVrlw5368ZkSkMSlGhVr9+fbRu3drg59lZRnT+7//+D7Vq1cLRo0fx0UcfoWrVqvplkZGRiI2NzbareF4sXboUNWvWhKOjIzw9PaFWq/HXX38hJiYmx21v374NQOZGyKxKlSp4/PgxEhISDMpNzULYpk0b+Pj4YMWKFQBkgGzVqlXo2rVrjgGMdu3awd3dHWvWrNGXrVmzBrVr10alSpUAAA4ODvjss8+wZcsWeHt7o1mzZvj888/x8OHDHM8xK6VLlzZ6CPPw8DD5xb1MmTJG6wEw60t+xYoVjcoqVaqUp3w+kZGRSExMzPJ6abVao/wMpq5XYGAg6tWrp79egAwiNmzYMMcZJVUqVbYPXs/K6v1lb2+P8uXL65frmHNNbt++jQoVKhitZ6pNzHXjxg1Urlw5z4k6nzx5grfeegve3t5wcnKCWq3Wt7up+zCn99ONGzegVCoNfn9kdu3aNQBAq1atoFarDX62b9+uT9abH/cOEdGLrl69etiwYQOePn2Ko0ePYurUqYiLi0OvXr1w8eJF/XqhoaG4c+cO9u3bB0D+seXRo0cYOHCg0T7NeVbI7edF5meIgIAAKJXKPD1D3LhxAwDy9ByqUCgQHByszx114MABeHl56Z8Zng1K6f7VBaWuXbsGIQQqVqxo9Hl16dKlbJPL3759Gz4+PkZD1bJ6VnF0dNTnP9LJ6tnOkuLj47N93m3evDl69uyJGTNmoESJEujatSsWL15sMh9mVmxtbVG6dGmz17fk82du3L59G0ql0ugalSxZEsWKFTN69st83wAFc82ITGFQioqEmzdv6r8snjt3Lt+Pt3z5cgwePBgBAQH4+eefsXXrVuzYsQOtWrXKt+lhn/0rn46NjQ369++P3377DcnJydi9ezcePHiQY68bQH5p7tatGzZu3Ij09HTcv38fBw4c0PeS0pkwYQKuXr2KOXPmwNHREdOmTUOVKlVMJlg3R1azouj+GprXdQsbU9cLkA/ae/fuxb1793Djxg0cPnzYrOsVGBiIq1ev6hPzW5Kl2zmrv/zqEp5aSu/evfHjjz/izTffxIYNG7B9+3Zs3boVAEzeh5Y4T91+ly1bZtSLc8eOHfj999/161r63iEiKirs7e1Rr149zJ49G4sWLUJaWhrWrVunXx4SEgJvb28sX74cgHzuKlmyJFq3bm20L3N+t+f28yKzvPSqt5QmTZogJiYG586d0+eT0gkODsbt27dx//597N+/H76+vvoe3VqtFgqFQv+Mmvnn+++/t1gd83vGO1PS0tJw9erVbP+op1AosH79ehw6dAhjx47F/fv3MXToUNSpUwfx8fFmHcfBwcGo9/Tzys/nJHPfqy/yMzYVPQxK0QtPq9Vi8ODBUKlUeO+997Bq1Sp9AkNAdkdVqVRGM1+YI6tf7OvXr0f58uWxYcMGDBw4ECEhIWjdurXBzCzZbe/v7w8AuHLlitGyy5cvo0SJEkbd07MSGhqK2NhY/PHHH1ixYgXUarV+Zpqc9OnTB48fP8auXbuwbt06CCGMglKA/Avh22+/je3bt+P8+fNITU3F3LlzzTqGteiClM+6evVqjgmmTV0ztVoNZ2fnLK+XUqmEn5+fWfXq27cvbGxssGrVKqxYsQJ2dnYm2zyzzp07IykpCb/99luO62b1/kpNTUVYWJh+eW74+/vjxo0bRg8rptrEw8PDaJY/AEZ/pQsICMCVK1ey7VKf1T309OlT7Nq1C++++y5mzJiB7t27o02bNgbDK3MrICAAWq3W4K/1ptYB5ExRmXtxtm7d2mg2nRfx3iEiKki61Arh4eH6Mt0f3davX4+nT59i06ZN6NevX56CH3n5vMj8DHH9+nVotVqDZwhzv/zrPjfy8hwKZPR82r9/Pw4cOGAws16dOnXg4OCAPXv24MiRIwbLAgICIIRAuXLlTH5e6YYvmuLv74/w8HCjGWozz4CcG5YO7K1fvx5JSUlmPfM2bNgQs2bNwvHjx7FixQpcuHABq1evzpd6mfP8ae5zUm7q5u/vD61Wa3T8R48eITo6Ok/PfkQFhUEpeuHNmzcPBw8exA8//ICPP/4YwcHBGDVqlH7WPqVSiW7duuGPP/7A8ePHjbbP7i8CLi4uJrt16x6Knt32yJEjOHTokMF6um7PmT94fHx8ULt2bSxdutRg2fnz57F9+3Z06NAh+5N+Rs2aNVGzZk389NNP+O2339C3b1+zh0O1bt0axYsXx5o1a7BmzRrUr1/fYNhZYmKiUaAtICAAbm5uuer6bA2bNm3C/fv39a+PHj2KI0eOGM3wl5mLi4vR9bKxsUHbtm3x+++/G3S/fvToEVauXIkmTZpApVKZVa8SJUqgffv2WL58OVasWIF27dqhRIkSOW735ptvwsfHB2+//TauXr1qtDwiIgKffPIJAHld7e3t8dVXXxm8R3/++WfExMSgY8eOZtX1WR06dMCDBw8M8mElJibihx9+MFo3ICAAhw8fNujV9eeffxoNcezZsyceP35sMJ2zjq7eWd1Dpu5BAFiwYIH5J5VJt27doFQqMXPmTKO/nOuOExISApVKhdmzZ5sMpkVGRgJ4se8dIqL8sHv3bpPPXLpcOJmHgw8cOBBPnz7FyJEjER8fb1avYlPy8nmxcOFCg9dff/01ABg8Q5h6XjClbdu2cHNzw5w5c4w+F8zplVK3bl04OjpixYoVuH//vkFPKQcHB7zyyitYuHAhEhIS9AEsAOjRowdsbGwwY8YMo+MIIRAVFZXlMUNCQpCWloYff/xRX6bVao3aJTey+jzPizNnzmDChAnw8PDINs/V06dPjc69du3aAKD/LLZkvQDznj8DAgJw+fJl/TMDIM9JNwRTJzd10313yPy+njdvHgDk6dmPqKDkLZEHUQHZsmULLl++bFQeHByM8uXL49KlS5g2bRoGDx6Mzp07A5DT7tauXRujR4/G2rVrAQCzZ8/G9u3b0bx5c7zxxhuoUqUKwsPDsW7dOuzfvz/LKXHr1KmDNWvWYNKkSahXrx5cXV3RuXNndOrUCRs2bED37t3RsWNHhIWF4bvvvkPVqlUNugM7OTmhatWqWLNmDSpVqoTixYujevXqqF69Ov73v/+hffv2aNSoEYYNG4akpCR8/fXXcHd3x/Tp03PVTqGhoZg8eTIA5Oqhzc7ODj169MDq1auRkJCAL774wmD51atX8eqrr6J3796oWrUqbG1tsXHjRjx69Ah9+/bNVR0LWoUKFdCkSROMGjUKKSkpWLBgATw9PfHOO+9ku12dOnWwc+dOzJs3D76+vihXrhwaNGiATz75BDt27ECTJk0wevRo2Nra4vvvv0dKSgo+//zzXNUtNDRUnzD8448/NmsbDw8PbNy4ER06dEDt2rUxYMAA1KlTB4BM0rpq1So0atQIgOzZNXXqVMyYMQPt2rVDly5dcOXKFXz77beoV69enh7sR4wYgW+++QahoaE4ceIEfHx8sGzZMpNTIw8fPhzr169Hu3bt0Lt3b9y4cQPLly83mi47NDQUv/76KyZNmoSjR4+iadOmSEhIwM6dOzF69Gh07do123tIl6cpLS0NpUqVwvbt2xEWFpbrc9OpUKEC3n//fXz88cdo2rQpevToAQcHBxw7dgy+vr6YM2cOVCoVFi1ahIEDB+KVV15B3759oVarcefOHfz1119o3Lgxvvnmmxf63iEiyg/jxo1DYmIiunfvjsDAQKSmpuLgwYNYs2YNypYtiyFDhhisHxQUhOrVq2PdunWoUqUKXnnllTwdV6VS5frzIiwsDF26dEG7du1w6NAhLF++HP3790etWrX062T1vGDq+PPnz8fw4cNRr1499O/fHx4eHjhz5gwSExOxdOnSbOuvG+q4b98+ODg46D/7dYKDg/U9cJ8NSgUEBOCTTz7B1KlTcevWLXTr1g1ubm4ICwvDxo0b8cYbb+ifHTPr1q0b6tevj7fffhvXr19HYGAgNm/ejCdPngDIW++i7D7Ps7Nv3z4kJydDo9EgKioKBw4cwObNm+Hu7o6NGzeiZMmSWW67dOlSfPvtt+jevTsCAgIQFxeHH3/8ESqVSh/EyWu9smLO8+fQoUMxb948hISEYNiwYYiIiMB3332HatWqGUyck5u61apVC4MGDcIPP/yA6OhoNG/eHEePHsXSpUvRrVs3kzl5iQqNApzpj8hsuilds/pZvHixSE9PF/Xq1ROlS5cW0dHRBtt/+eWXAoBYs2aNvuz27dsiNDRUqNVq4eDgIMqXLy/GjBkjUlJShBAZU88+O7V9fHy86N+/vyhWrJgAoJ+mVavVitmzZwt/f3/h4OAggoKCxJ9//mk0lasQQhw8eFDUqVNH2NvbG03runPnTtG4cWPh5OQkVCqV6Ny5s7h48aLB9ropXyMjI7Nsr/DwcGFjYyMqVaqUi1aWduzYIQAIhUIh7t69a7Ds8ePHYsyYMSIwMFC4uLgId3d30aBBA7F27doc92uq3s2bNxfVqlUzWjdzu2U1DbBuut3MUxGbmpL3f//7n5g7d67w8/MTDg4OomnTpgZTOT9bx2ddvnxZNGvWTDg5OQkABtM9nzx5UoSEhAhXV1fh7OwsWrZsKQ4ePGiwve69m930wykpKcLDw0O4u7sbTQ+dkwcPHoiJEyeKSpUqCUdHR+Hs7Czq1KkjZs2aJWJiYgzW/eabb0RgYKCws7MT3t7eYtSoUeLp06cG65h7TYSQ91CXLl2Es7OzKFGihHjrrbfE1q1bje4bIYSYO3euKFWqlHBwcBCNGzcWx48fNzkFcmJionj//fdFuXLlhJ2dnShZsqTo1auXuHHjhn6drO6he/fuie7du4tixYoJd3d38dprr4kHDx4Y3WdZ3UOZp47W+eWXX0RQUJBwcHAQHh4eonnz5mLHjh0G6+zevVuEhIQId3d34ejoKAICAsTgwYPF8ePHhRDPd+8QERVFW7ZsEUOHDhWBgYHC1dVV2NvbiwoVKohx48aJR48emdzm888/FwDE7NmzjZY9+3mfWebPgdx+Xly8eFH06tVLuLm5CQ8PDzF27Fijz+usnhey+mzZvHmzCA4O1j/z1a9fX6xatcqstps6daoAIIKDg42WbdiwQQAQbm5uIj093Wj5b7/9Jpo0aSJcXFyEi4uLCAwMFGPGjBFXrlzRr2PqMz8yMlL0799fuLm5CXd3dzF48GBx4MABAUCsXr3aYFsXFxej45p6xsrumTgz3bOg7sfOzk6o1WrRrFkzMWvWLBEREWG0Tea2P3nypOjXr58oU6aMcHBwEF5eXqJTp076z+qc6pXVuZlqs9w8fwohxPLly0X58uWFvb29qF27tti2bVuuvkeYat+0tDQxY8YM/TOVn5+fmDp1qkhOTjZYz9/fX3Ts2NGoTqae04gKgkIIZjMjetE9fvwYPj4++PDDDzFt2jRrV4dykJ6eDl9fX3Tu3Bk///yztatDRERUKH355ZeYOHEibt26ZXK2MEubPn06ZsyYgcjISLOG1r9sNm3ahO7du2P//v0G+auIiJ4Hc0oRFQFLliyBRqMxOVUyFT6bNm1CZGQkQkNDrV0VIiKiQkkIgZ9//hnNmzcvkIAUGUpKSjJ4rdFo8PXXX0OlUuV5KCURkSnMKUX0Avvnn39w8eJFzJo1C926dctxZjmyriNHjuDs2bP4+OOPERQUhObNm1u7SkRERIVKQkICNm/ejN27d+PcuXP4/fffrV2ll9K4ceOQlJSERo0aISUlBRs2bMDBgwcxe/ZsODk5Wbt6RFSEMChF9AKbOXMmDh48iMaNG+tnhqHCa9GiRVi+fDlq166NJUuWWLs6REREhU5kZCT69++PYsWK4b333kOXLl2sXaWXUqtWrTB37lz8+eefSE5ORoUKFfD1119j7Nix1q4aERUxzClFREREREREREQFjjmliIiIiIiIiIiowDEoRUREREREREREBa7I55TSarV48OAB3NzcoFAorF0dIiIiesHoMh2oVKqX5lmCz09ERET0PIQQiIuLg6+vL5TKrPtDFfmg1IMHD+Dn52ftahAREdELLiYmBiqVytrVKBB8fiIiIiJLuHv3LkqXLp3l8iIflHJzcwMgG0L3IKnVahEZGQm1Wp1txI4ktpf52Fa5w/YyH9sqd9heucP2yl5sbOxLF6Ax9fxkaXzfWRfb3/p4DayL7W99vAbWld/tr3t+0j1TZKXIB6V0Xc5VKpVBUCo5ORkqlYpvfjOwvczHtsodtpf52Fa5w/bKHbYXZWbq+cnS+L6zLra/9fEaWBfb3/p4DayroNo/pzQAvPJERERERERERFTgGJQiIiIiIiIiIqICx6AUEREREREREREVuCKfU4qIiMiSNBoN0tLSrF0Ni9JqtUhLS0NycvJLmdPBzs4ONjY21q7GC+l57oeX/X1nbWx/6yvoa8DfdURUGDEoRUREZAYhBB4+fIjo6GhrV8XihBDQarWIi4vLMRllUVWsWDGULFnypT3/3LLE/cD3nXWx/a3PGteAv+uIqLBhUIqIiMgMui/gXl5ecHZ2LlIP9EIIpKenw9bWtkidlzmEEEhMTERERAQAwMfHx8o1ejFY4n54md93hQHb3/oK8hrwdx0RFVYMShEREeVAo9Hov4B7enpauzoW97J/OXVycgIAREREwMvLi8NbcmCp++Flf99ZG9vf+gr6GvB3HREVRgxKERER5UCXM8fZ2dnKNaH8oru2aWlp/KKWA94PRC8u/q4jKpw0GuDiRSAsDLCzA2rUAEqXtnatCgaDUkRERGZib4Kii9c299hmRC8e3rdEhU9KCvDLL8C+ffL/QgCenkDfvsCrr1q7dvmPQSkiIiIiIiIiIiv4919g1y7Azw9wd5dBqTt3gFWrgEqVZHlRxqAUERHRc4iMjERsbGyBHU+lUkGtVhfY8bKzZMkSTJgwoUjOSEhEL7c9e/agZcuWePr0KYoVK2bt6hBREXboEODgIANSAKBQAGXKAOfOyR8GpeiFo/uCVJi+uBARFUWRkZEY1b8/UqKiCuyYDp6eWLRypdm/3wcPHoylS5calYeEhGDr1q3PVZc+ffqgQ4cO+tfTp0/Hpk2bcPr06Vzth8EtKij5eT8UVRcuXMCHH36IEydO4Pbt25g/fz4mTJiQ7Ta3bt1CuXLljMoPHTqEhg0bGpWvXr0a/fr1Q9euXbFp06Yc6zR48GBMnz4dZcuWNfMsci84OBjh4eFw131LJCLKJ4mJgL29YZlCIX9SU61Tp4LEoFQR8+wXpNx+cSEiotyJjY1FSlQU3nZwgN9/sxrlp7tJSZgbFYXY2Nhc/W5v164dFi9ebFDm4ODw3PVxcnLSz+ZUGGg0GigUCiiVSmtXhQqx/LofiqrExESUL18er732GiZOnJirbXfu3Ilq1arpX5uarfHWrVuYPHkymjZtmu2+njx5glWrVmH06NH6shs3buDw4cN4/fXXc1Uvc9jb26NkyZIW3y8RUWa1agFr18rE5rr5B+LiZKDKRHy/yOFTWxGj+4LURwik/PfFhYiI8pefkxMCXFzy/SevgS8HBweULFnS4MfDwwN79uyBvb099u3bp1/3888/h5eXFx49egQAiI6OxsiRI+Ht7Q1HR0dUr14df/75JwDZw0k3rGXJkiWYMWMGzpw5A4VCAYVCgSVLlgAA5s2bhxo1asDFxQV+fn4YPXo04uPjAcghMkOGDEFMTIx+u+nTpwMAnj59itDQUHh4eMDZ2Rnt27fHtWvX9HXVHX/z5s2oWrUqHBwcsH//ftjZ2eHhw4cGbTBhwoQcv/TSyyGr+wHAc98TpigUCnz//ffo1KkTnJ2dUaVKFRw6dAjXr19HixYt4OLiguDgYNy4ccNgu99//x2vvPIKHB0dUb58ecyYMQPp6en65dndV0DG/bFt2zZUqVIFrq6uaNeuHcLDw3PVXvXq1cP//vc/9O3bN9fBO09PT4N2trOzM1iu0Wjw+uuvY8aMGShfvny2+3J0dMT9+/fRrl073Lt3D9999x0GDx5sskcWIINdCoUCGzZsQMuWLeHs7IxatWrh0KFD+nVu376Nzp07w8PDAy4uLqhWrRr+/vtvAPK9oFAoDHpw7t+/H02bNoWTkxP8/Pwwfvx4JCQk6JeXLVsWn3zyCUJDQ+Hq6gp/f39s3rwZkZGR6Nq1K1xdXVGzZk0cP37coK7m7Hf27NkYOnQo3NzcUKZMGfzwww/65ampqRg7dix8fHzg6OgIf39/zJkzJ9v2JKLCo2VLoGJF4Px54PZt4Pp1+W/jxsAzcf0ii0GpIsqLf/EjIqIctGjRAhMmTEBoaChiYmJw6tQpTJs2DT/99BO8vb2h1WrRvn17HDhwAMuXL8fFixfx6aefmpxGvE+fPnj77bdRrVo1hIeHIzw8HH369AEAKJVKfPXVV7hw4QKWLl2Kf/75B++88w4AOURmwYIFUKlU+u0mT54MQA7ROX78ODZv3oxDhw5BCIEOHTogLS1Nf9zExER89tln+Omnn3DhwgXUrVsX5cuXx7Jly/TrpKWlYcWKFRg6dGh+NicBQEJC1j/Jyeavm5Rk3roWprsnBg4c+Nz3xLM+/vhjhIaG4vTp0wgMDET//v0xcuRITJ06FcePH4cQAmPHjtWvv2/fPoSGhuKtt97CxYsX8f3332PJkiWYNWuWfp3s7iudxMREfPHFF1i2bBn+/fdf3LlzR39/AcDevXuhVCpx69YtyzRgJl26dIGXlxeaNGmCzZs3Gy2fOXMmvLy8MGzYsBz35ezsjNmzZ+Ott97Cnj17cPjwYfzzzz8IDg7Odrv3338fkydPxunTp1GpUiX069dPH9wbM2YMUlJS8O+//+LcuXP47LPP4OrqanI/N27cQLt27dCzZ0+cPXsWa9aswf79+w2uGwDMnz8fjRs3xqlTp9CxY0cMHDgQoaGhGDBgAE6ePImAgACEhoZCCKHfb/v27XPc79y5c1G3bl2cOnUKo0ePxqhRo3DlyhUAwFdffYXNmzdj7dq1uHLlClasWJGvQxuJyLJKlgQmTQJeew1Qq4GAAGDECGD4cMD2ZRjbJoq4mJgYAUDExMToyzQajQgPDxcajcaKNcsf169fF52CgsS2Bg1Ep6Agcf369efeZ1FuL0tjW+UO28t8bKvcsXR7JSUliYsXL4qkpCSDct3v3OstWwrRqVO+/1xv2TLXv9sHDRokbGxshIuLi8HPrFmzhBBCpKSkiNq1a4tevXqJqlWrihEjRui33bZtm1AqleLKlSsm97148WLh7u6uf/3RRx+JWrVq5VindevWCU9Pzyz3I4QQV69eFQDEgQMH9GWPHz8WTk5OYu3atfrtAIjTp08bbPvZZ5+JKlWq6F//9ttvwtXVVcTHx2dZp6yusRCmnyWKuuzOObu2EnLSINM/HToYrKp1ds563ebNDfdbooTp9XIpp/tBiIx7onfv3rm+J0wBID744AP960OHDgkA4ueff9aXrVq1Sjg6Oupfv/rqq2L27NkG+1m2bJnw8fHJ8jim7isABr8vFi5cKLy9vYUQQmi1WnHgwAFRuXJlce/ePbPOxd/fX8yfPz/H9SIjI8XcuXPF4cOHxdGjR8WUKVOEQqEQv//+u36dffv2iVKlSonIyEghhLw2Xbt2zXKfSUlJYtq0aaJt27bi1VdfFVOmTBHNmjUTR44cMbl+WFiYACB++uknfdmFCxcEAHHp0iUhhBA1atQQ06dPN7n97t27BQDx9OlTIYQQw4YNE2+88YbBOvv27RNKpVJ/L/j7+4sBAwbol4eHhwsAYtq0afoy3fUPDw8XWq1WDBkyxOA9Zs5+tVqt8PLyEosWLRJCCDFu3DjRqlUrodVqs2w/nWzv35cMn62sj9fAuvK7/c19fnoZ4m5EREQvtZYtW2LRokUGZcWLFwcg86YsX74ctWrVgr+/P+bPn69f5/Tp0yhdujQqVar0XMffuXMn5syZg8uXLyM2Nhbp6elITk5GYmIinJ2dTW5z6dIl2NraokGDBvoyT09PVK5cGZcuXdKX2dvbo2bNmgbbDh48GB988AEOHz6Mhg0bYsmSJejduzdcXFye6zyoaMjufgDke2rFihWoWbOmxe6JZ9+j3t7eAIAaNWoYlCUnJ+snqjlz5gwOHDhg0DNKo9EY3Dfm3FfOzs4ICAjQ78PHxwcRERH61/Xq1cOlS5egUChydT45KVGiBCZNmmRwnAcPHuB///sfunTpgri4OAwcOBA//vgjSpQoYdY+ExMT4e3tja1bt2LIkCF48803MWLECBw6dAj169fPcrtn297HxwcAEBERgcDAQIwfPx6jRo3C9u3b0bp1a/Ts2dPo94nOmTNncPbsWaxYsUJfJoSAVqtFWFgYqlSpYnS8rK61rg7e3t44e/Yszp07h5UrV5q9X4VCgZIlS+qv5eDBg9GmTRtUrlwZ7dq1Q6dOndC2bdvsmpOIqNBgUIqIiKiIc3FxQYUKFbJcfvDgQQAykfCTJ0/0wRtLJDG/desWOnXqhFGjRmHWrFkoXrw49u/fj2HDhiE1NTXLoJS5nJycjL5Qe3l5oXPnzli8eDHKlSuHLVu2YM+ePc91HDLTMzmNjGQe4vboEdLS02Fra2scFMmcrN6Cw8tyuh8Ay98Tz+ZS0p2rqTKtVgsAiI+Px4wZM9CjRw+jfTk6Opp9X2XO4aRQKPTDxgpagwYNsGPHDgByyNqtW7fQuXNn/XLdudva2uLKlSsGwTRABg7HjBljUBYQEGC0XmbZtfPw4cMREhKCv/76C9u3b8ecOXMwd+5cjBs3zmg/8fHxGDlyJMaPH2+0rEyZMtkeL6dr/cYbb+Ctt94ye7+6/ej28corryAsLAxbtmzBzp070bt3b7Ru3Rrr16832SZERIUJg1JEREQvsRs3bmDSpEn47rvvsH79egwaNAg7d+6EUqlEzZo1ce/ePVy9etWsniH29vbQaDQGZSdOnIBWq8XcuXP1s+KtXbs2x+2qVKmC9PR0HDlyRJ8zJioqCleuXEHVqlVzrMvw4cPRr18/lC5dGgEBAWjcuHGO25AF5KY3mosLkJ4uE2bk1FOnAHu53bhxAxMnTsSPP/6INWvWPNc9kVevvPIKrly5kmXwzJz7qrA5ffq0vqdSYGAgzp07Z7D8gw8+QFxcHL788kv4+flluy/dJAqW4OfnhzfffBNvvvkmpk6dih9//NFkUOqVV17BxYsXcwxo5lZQUBAuXbr03PtVqVTo06cP+vTpg169eqFdu3Z48uSJQS9AIqLCiEEpIiKiIi4lJcVoNjpbW1t4eHhgwIABCAkJwaBBg9ChQwfUrFkTc+fOxf/93/+hefPmaNasGXr27Il58+ahQoUKuHz5MhQKBdq1a2d0nLJlyyIsLEw/xMnNzQ0VKlRAWloavv76a3Tu3BkHDhzAd999Z7RdfHw8du3ahVq1asHZ2RkVK1ZE165dMWLECHz//fdwc3PDu+++i1KlSqFr1645nnNISAhUKhU++eQTzJw58/kakIqUrO6HEiVKQKPR6O+JIUOGoF27dqhRo0ae74m8+vDDD9GpUyeUKVMGvXr1glKpxJkzZ3D+/Hl88sknZt1X5jh27BiGDh2KXbt2oVSpUibXSU1NxcWLF/X/v3//Pk6fPg1XV1d9IOWbb77Bxo0bsWvXLgDA0qVLYW9vj6CgIADAhg0b8Msvv+Cnn34CAP2shc/SzeSZuTw/TZgwAe3bt0elSpXw9OlT7N69Wz9cLrMpU6agYcOGGDt2LIYPHw4XFxdcvHgRO3bswDfffJPnOkyePBlNmzZ9rv3OmzcPPj4+CAoKglKpxLp161CyZEl9mxIRFWacfY+IiOg53U1Kwo2EhHz/uZt5RjIzbd26FT4+PgY/TZo0waxZs3D79m39l1kfHx/88MMP+OCDD3DmzBkAwG+//YZ69eqhX79+qFq1Kt555x2jXk06PXv2RLt27dCyZUuo1WqsWrUKtWrVwrx58/DZZ5+hevXqWLFihdFU5cHBwXjzzTfRp08fqNVqfP755wCAxYsXo06dOujUqRMaNWoEIQT+/vtvo2EspiiVSgwePBgajQahoaF5ajcqmrK6HwDo74nvv/8ewPPfE3kVEhKCP//8E9u3b0e9evXQsGFDzJ8/H/7+/gBg1n1ljsTERFy5csVgRsvMHjx4gKCgIAQFBSE8PBxffPEFgoKCMHz4cP06jx8/xo0bNwy2+/jjj1GnTh00aNAAv//+O9asWYMhQ4bkuo75SaPRYMyYMahSpQratWuHSpUq4dtvvzW5bs2aNbF3715cvXoVTZs2RVBQED788EP4+vo+Vx1q1qyJPXv2PNd+3dzc8Pnnn6Nu3bqoV68ebt26hb///lvfi46IqDBTCGsNLC8gsbGxcHd3R0xMDFQqFQA5hjsiIgJeXl5F7pf1jRs3MOG11zDO3h5fp6Ziwbp1OY61z0lRbi9LY1vlDtvLfGyr3LF0eyUnJyMsLAzlypWDo6OjvjwyMhKj+vdHSlTUcx/DXA6enli0ciXUarXF9imEQHpWuX1eYMOGDUNkZKTJqegzy+oaA6afJYq67M45u7bKjaL6vntRsP2tzxrXwFL3b1HAZyvr4zWwrvxuf3Ofnzh8j4iIKI/UajUWrVyJ2NjYAjumSqWyaECqKIqJidHPZmVOQIqIiIiIrINBKSIiouegVqsZJCpkunbtiqNHj+LNN99EmzZtrF0dIiIiIsqCVfvITZ8+HQqFwuAnMDBQvzw5ORljxoyBp6cnXF1d0bNnTzx69MiKNSYiIqLCbs+ePUhMTMT8+fOtXRUiIiIiyobVB25Wq1YN4eHh+p/9+/frl02cOBF//PEH1q1bh7179+LBgwfo0aOHFWtLRERERERERESWYPXhe7a2tihZsqRReUxMDH7++WesXLkSrVq1AiBn4alSpQoOHz6Mhg0bFnRViYiIiIiIiIjIQqwelLp27Rp8fX3h6OiIRo0aYc6cOShTpgxOnDiBtLQ0tG7dWr9uYGAgypQpg0OHDmUZlEpJSUFKSor+tS75rFarhVar1f9fCKF/XZQIIaBQKCD+Gw5pifMsyu1laWyr3GF7mY9tlTuWbi/d/nQ/RZHuvIrq+eVEd22ffV7Q4X1HRERUuAgBaLWAjY21a0LPy6pBqQYNGmDJkiWoXLkywsPDMWPGDDRt2hTnz5/Hw4cPYW9vj2LFihls4+3tjYcPH2a5zzlz5mDGjBlG5ZGRkUhOTgYgHy5jYmIghChyU0/GxcXBr2JFaG1t4Zeejri4OERERDzXPotye1ka2yp32F7mY1vljqXbKy0tDVqtFunp6UhPT7dADQsXIQQ0Gg0AvLRTw6enp0Or1SIqKgp2dnYGy+Li4qxUKyIiInpWcjLwzz/Av/8CcXFA1apA27ZAxYrWrhnllVWDUu3bt9f/v2bNmmjQoAH8/f2xdu1aODk55WmfU6dOxaRJk/SvY2Nj4efnB7VaDZVKBUB+WVEoFFCr1UXuy118fDzuXrsGpb097qamws3NDV5eXs+1z6LcXpbGtsodtpf52Fa5Y+n2Sk5ORlxcHGxtbWFra/VOxvkmczDmZWJrawulUglPT084OjoaLMv8moiIiAqeVgssWQLs2AG4ugIODjJAdeECMHEiA1MvqkL1ZF2sWDFUqlQJ169fR5s2bZCamoro6GiD3lKPHj0ymYNKx8HBAQ4ODkblSqXS4IuJQqEwKisKdEP2FP8NQ9CdpyX2WxTbKz+wrXKH7WU+tlXuWLK9lEqlwUyxRY3u8wJ4eXtK6a6tqfcM7zkiIiLru3YNOHAA8PMDdCECHx/g3Dlg2zYGpV5UhSooFR8fjxs3bmDgwIGoU6cO7OzssGvXLvTs2RMAcOXKFdy5cweNGjWyck2JiIikyMhIff7CgqBSqaBWq/Nt/wqFAhs3bkS3bt1MLt+zZw9atmyJp0+folixYliyZAkmTJiA6OjoLPc5ffp0bNq0CadPn86XOhPlp5zuCSo6bt26hXLlyuHUqVOoXbu2tatDRJncuQMkJgIBARllCgWgVgOXLgHp6UAR7tBeZFn1kk2ePBmdO3eGv78/Hjx4gI8++gg2Njbo168f3N3dMWzYMEyaNAnFixeHSqXCuHHj0KhRI868R0REhUJkZCT69x+FqKiUnFe2EE9PB6xcucjswNTgwYMRHR2NTZs2WeT4wcHBCA8Ph7u7u9nbTJ48GePGjcu3OhGZi+898+iCz5mFh4dnOWIhOTkZb775Jk6cOIFLly6hU6dORu28f/9+TJkyBZcvX0ZiYiL8/f0xcuRITJw4Mcc6TZ8+HS1atECLFi3yckpm8fPzQ3h4OEqUKJFvxyCivHNykkEojcYwwXlyMuDtzaTnLyqrBqXu3buHfv36ISoqCmq1Gk2aNMHhw4f1D9rz58+HUqlEz549kZKSgpCQEHz77bfWrDIREZFebGwsoqJS4ODwNpyc/PL9eElJdxEVNRexsbH52lsqO/b29tkOozfF1dUVrq6uFq9Lamoq7O3tLb5fIpKuXLmiz8kKINs8pRqNBk5OThg/fjx+++03k+u4uLhg7NixqFmzJlxcXLB//36MHDkSLi4ueOONN4zWT0tLw1dffYXx48fryyIiIrBx40aMHDnyOc7MNBsbm1z/fiOiglO9OuDrC1y/DlSoIINQMTFAfDzw2msyYEUvHqsmSVi9ejUePHiAlJQU3Lt3D6tXr0bAM33xHB0dsXDhQjx58gQJCQnYsGEDPyiIiKjQcXLyg4tLQL7/PG/gq0WLFhg/fjzeeecdFC9eHCVLlsT06dON1nv8+DG6d+8OZ2dnVKxYEZs3b9Yv27NnDxQKhdFwvU2bNqFixYpwdHRESEgI7t69q182ffp0/VCY6dOnY+nSpfj999/1eZz27NkDADh37hxatWoFJycneHp64o033kB8fLx+P4MHD0a3bt0wa9Ys+Pr6onLlypg5cyaqV69udA61a9fGtGnT8t5Yhdy///6Lzp07w9fXFwqFwqBHSlpaGqZMmYIaNWrAxcUFvr6+CA0NxYMHD6xX4ULKEveEKWXLlsUnn3yC0NBQuLq6wt/fH5s3b0ZkZCS6du0KV1dX1KxZE8ePHzfYbv/+/WjatCmcnJzg5+eH8ePHIyEhQb982bJlqFu3Ltzc3FCyZEn079/fYJZl3f25a9cu1K1bF87OzggODsaVK1fy1D5eXl4oWbKk/ie7/GouLi5YtGgRRowYkeXzelBQEPr164dq1aqhbNmyGDBgAEJCQrBv3z6T6+ty3LVq1QoXLlzAxo0b0blzZ5QuXTrLeigUCvz0009ZXq+nT5/i9ddfh1qthpOTEypWrIjFixcDkMP3FAqFwVDj8+fPo3379nB1dYW3tzcGDhyIx48f65e3aNEC48aNw4QJE+Dh4QFvb2/8+OOPSEhIwJAhQ+Dm5oYKFSpgy5YtBvU8f/48OnToAA8PD5QsWdLkfrN7bwohMH36dJQpUwYODg7w9fU1CN4RFUXFigFDh2YM1zt/HoiMBFq1Alq3tnbtKK+YuZOIiOglsnTpUri4uODIkSP4/PPPMXPmTOzYscNgnRkzZqB37944e/YsOnTogNdffx1PnjzJcp+JiYmYNWsWfv31Vxw4cADR0dHo27evyXUnT56M3r17o127dggPD0d4eDiCg4ORkJCAkJAQeHh44NixY1i3bh127tyJsWPHGmy/a9cuXLlyBTt27MCff/6JoUOH4tKlSzh27Jh+nVOnTuHs2bMYMmTIc7RU4ZaQkIBatWph4cKFRssSExNx8uRJTJs2DSdPnsSGDRtw5coVdOnSpQDqlfVPcrL56yYlmbeuJeTHPQHIHv+NGzfGqVOn0LFjRwwcOBChoaEYMGAATp48iYCAAISGhkIIAQC4ceMG2rVrh549e+Ls2bNYs2YN9u/fb3APpKWl4eOPP8aZM2ewadMm3Lp1C4MHDzY69vvvv4+5c+fi+PHjsLW1xdChQ/XLdIEXXTA4O7Vr14aPjw/atGmDAwcO5Lh+bp06dQoHDx5E8+bNTS63tbXF22+/ja+++gp///03tm/fju3bt6Njx47Z7je76zVt2jRcvHgRW7ZswaVLl7Bo0aIsh+tFR0ejVatWCAoKwvHjx7F161Y8evQIvXv3Nlhv6dKlKFGiBI4ePYpx48Zh1KhReO211xAcHIyTJ0+ibdu2GDhwIBITEw32W7t2bRw6dAhbtmzJcr9ZvTd/++03zJ8/H99//z2uXbuGTZs2oUaNGjk3OtELrnZtYOZM4K23gDfeAN5/Hxg1CuBEuS8wUcTFxMQIACImJkZfptFoRHh4uNBoNFasWf64fv266BQUJLY1aCA6BQWJ69evP/c+i3J7WRrbKnfYXuZjW+WOpdsrKSlJXLx4USQlJRmUX79+XQQFdRItW14XnTqJfP9p2VIeLze/2wcNGiS6du0qhBCiefPmokmTJgbL69WrJ9555x2RmpoqtFqtACA++OAD/fL4+HgBQGzZskUIIcTu3bsFAPH06VMhhBCLFy8WAMThw4f121y6dEkAEEeOHBFCCPHRRx+JWrVqmayTzg8//CA8PDxEfHy8vuyvv/4SSqVSPHz4UL+dt7e3SElJMdi2ffv2YtSoUfrX48aNEy1atDC7jYTI+hoLYfpZojABIDZu3JjtOkePHhUAxO3bt83aZ3bnnF1bAVn/dOhguK6zszbLdZs3N1y3RAnT6+VW5vdeVvfElClTnjmn7O8JU/z9/cWAAQP0r8PDwwUAMW3aNH3ZoUOHBAARHh4uhBBi2LBh4o033jDYz759+4RSqTTZ1kIIcezYMQFAxMXFCSEy7s+dO3fq1/nrr78EAP0+7t27JypXriwOHz6sv+8zu3z5svjuu+/E8ePHxYEDB8SQIUOEra2tOHHiRJbn/CxT9/izSpUqJezt7YVSqRQzZ87Mcr309HSxYMEC0aRJE9GrVy8xfvx40bBhw2zbPqfr1blzZzFkyBCT24aFhQkA4tSpU0IIIT7++GPRtm1bg3Xu3r0rAIgrV64IIYzfQ+np6cLFxUUMHDhQX6a7/ocOHTLYr1ar1V+DnPYrhOF7c+7cuaJSpUoiNTU1y7YwJbv792XDZyvr4zWwrvxuf3Ofn9hTioiI6CVSs2ZNg9c+Pj4Gw38yr+Pi4gKVSmW0zrNsbW1Rr149/evAwEAUK1YMly5dMrtely5dQq1ateDi4qIva9y4MbRarcHQoxo1ahjlkRoxYgRWrVqF5ORkpKamYuXKlQY9QwiIiYmBQqFAMd0c2qSXH/dE5m28vb0BwKAni65Mt58zZ85gyZIl+hxsrq6uCAkJgVarRVhYGADgxIkT6Ny5M8qUKQM3Nzd9D6M7d+5keWwfHx+D45QqVQqXL19G/fr1s6x75cqVMXLkSNSpUwfBwcH45ZdfEBwcjPnz52d7zubat28fjh8/ju+++w4LFizAqlWrTK6n1WqRlpaGXbt2oVq1aujevbu+h1h2srteo0aNwurVq1G7dm288847OHjwYJb7OXPmDHbv3m1wTQIDAwHInm2mjmdjYwNPT88cr/Xu3bvh5uYGDw8PuLm55bhfwPC9+dprryEpKQnly5fHiBEjsHHjRqSnp2fbLkREhREnTCQiInqJ2NnZGbxWKBT64UPZraPVavO9buZ4Nmil07lzZzg4OGDjxo2wt7dHWloaevXqZYXaFU7JycmYMmUK+vXrZ5C0+lkpKSlIScmYRTI2NhaADApkvvZarRZCCP3Ps+Lisq6HjY3s36Tz6BGQlpZq9H4DAKXScN3/YjJGMh3ebM/W29bW1uC17v2e0zoajcbo/J+VeZusynT7iY+PxxtvvGEyL1CZMmUQHx+PkJAQhISEYPny5VCr1bhz5w7atWuHlJQUg+uR3XFMtUN256FTr149HDhwwKx1M+8/s7JlywIAqlevjocPH2L69Okmh/zqhu/p9iWEgJeXF0aOHJmrtn/2erVr1w63bt3C33//jZ07d+LVV1/F6NGj8cUXXxi0h+6adO7cGZ9++qnRMXx8fLJsb4VCkeO11u03LS3N4B7Iab+692bp0qVx+fJl7Ny5Ezt27MDo0aPxv//9D3v27DF5T+nozs3Uvf2y0bXly94O1sRrYF353f7m7pdBKSIiInou6enpOH78uL7nxZUrVxAdHY0qVaqYXN/e3h4ajcagrEqVKliyZAkSEhL0gacDBw5AqVSicuXK2R7f1tYWgwYNwuLFi2Fvb4++ffvCycnJAmf24ktLS0Pv3r0hhMCiRYuyXG/OnDmYMWOGUXlkZCSSMyWDSktLg1arRXp6ulHPDAeH7Ovz7Or29gI2NhrY2GQktM5q3az2m9uOIbov4rp6676gP3semdcBZDAh87lmXsfUsTIvf3Y/z/6bnp6O2rVr4+LFi/qATWYXLlxAVFQUPv74Y/j5yUkPjhw5YrAP3X317LXJfBwdIYR+fVPtn9np06fh7e1tVm8cU22YlfT0dKSkpOS47gcffKBfPyc5XS8PDw+8/vrreP311xEcHIx3330Xn376qVFb1apVCxs3bkTp0qVha2v8tSk9Pd3keyjz8TLXS7ffUqVKQaFQwMbGxuAaZLXfzO1qZ2eH9u3bo3379hg5ciRq1KiB06dPIygoKMu2SU9Ph1arRVRUVLbBq5eBVqtFTEwMhBDZJvGn/MNrYF353f5x2f2l6hkMShEREdFzsbOzw7hx4/DVV1/B1tYWY8eORcOGDbMcHlS2bFls27YNV65cgaenJ9zd3fH666/jo48+wqBBgzB9+nRERkZi3LhxGDhwoH7oS3aGDx+uD4LlR0LmF5EuIHX79m38888/WfaSAoCpU6di0qRJ+texsbHw8/ODWq022i45ORlxcXGwtbU1+UU9twryi7FSqYRSqdTXWzcD5LPnkXkdQA7JynyumdcxdazMy5/dz7P/2tra4t1330WjRo0wYcIEDB8+HC4uLrh48SJ27NiBb775BuXKlYO9vT0WLVqEN998E+fPn8ecOXMM9mFjY2Pw2tRx7t+/j9atW2Pp0qUICgoy2f4LFixAuXLlUK1aNSQnJ+Onn37C7t27sW3bNv3+vvnmG2zatAk7d+7Ub3fx4kWkpqYiOjoacXFxOH/+PADoZ99cuHAhypQpox+q9u+//2L+/PkYN26cRd5LptpZR3c9PvzwQ9SpUwfVqlVDSkoKtmzZgipVqhi1ma2tLcaNG4dffvkFoaGh+L//+z8UL14c169fx5o1a/Djjz/qg0mZ30PPHs9UvXT7HTRoECZOnAgvLy+z9vvse3PJkiXQaDRo0KABnJ2dsXr1ajg5OaF8+fLZtqWtrS2USiU8PT3h+JJnhtZqtVAoFFCr1QyIWAmvgXXld/ub+zuGQSkiIqLnlJR0t0gdJ7ecnZ0xZcoU9O/fH/fv30fTpk3x888/Z7n+iBEjsGfPHtStWxfx8fHYvXs3WrRogW3btuGtt95CvXr14OzsjJ49e2LevHlm1aFixYoIDg7GkydP0KBBA0ud2gtLF5C6du0adu/eDU9Pz2zXd3BwgIOJ7ki6L8GZy3RfmM3pYZMVIYR+++fZT148e7ysziOndXI6/5y2efZfhUKBWrVqYe/evXj//ffRrFkzCCEQEBCAPn36QKFQwMvLC0uWLMF7772Hr7/+Gq+88gq++OILdOnSxeh6ZHec9PR0XLlyBYmJiVm2f1paGiZPnoz79+/D2dkZNWvWxM6dO9GyZUv9OlFRUbhx44bBth07dsTt27f1r1955RUAhsME33vvPYSFhcHW1hYBAQH47LPPMHLkSIu+B7JrewcHB7z33nu4desWnJyc0LRpU6xevdpk+5UqVQoHDhzAlClTEBISgpSUFPj7+6Ndu3YGvZvMfX+Y2m/Hjh1ztV9duYeHBz799FO8/fbb0Gg0qFGjBv74448sZxLMXAdT9/bLiG1hfbwG1pWf7W/uPhUiNwPDX0CxsbFwd3dHTEyM/i99Wq0WERER8PLyKnJv/hs3bmDCa69hnL09vk5NxYJ16xAQEPBc+yzK7WVpbKvcYXuZj22VO5Zur+TkZISFhaFcuXIGf/WJjIxE//6jEBWVks3WluXp6YCVKxdBrVZbbJ+6ISK2trYFHhywFCEEKlasiNGjRxv0+DFXVtcYMP0sYW3x8fG4fv06ACAoKAjz5s1Dy5YtUbx4cfj4+KBXr144efIk/vzzT4OeZsWLFzdKFG9KduecXVvlRlF4373I2P7WZ41rYKn7tyjgs5X18RpYV363v7nPT+wpRURElEdqtRorVy7SJ4UuCCqVyqIBqaIgMjISq1evxsOHDzFkyBBrV6dAHD9+3KDXii4Qpxv+uHnzZgAZw6Z0dL3SiIiIiAoDBqWIiIieg1qtZpDIyry8vFCiRAn88MMP8PDwsHZ1CkSLFi2ynX2siHeEJyIioiKCQSkiIiJ6oTEAQ0RERPRi4sBNIiIiIiIiIiIqcAxKERERERERERFRgWNQioiIyExardbaVaB8wmube2wzohcP71siKmyYU4qIiCgH9vb2UCqVePDgAdRqNezt7YvUFOov89TwQgikpqYiMjISSqUS9vb21q5SoWep++Flft8VBmx/6yvIa8DfdURFw9OnwJUrgBBApUqAp6e1a/T8GJQiIiLKgVKpRLly5RAeHo4HDx5YuzoWJ4SAVquFUql8ab+cOjs7o0yZMlAq2Yk8J5a6H/i+sy62v/VZ4xrwdx3Ri2v3bmDdOiAiQr4uUQLo1Qt49VXgRf41zqAUERGRGezt7VGmTBmkp6dDo9FYuzoWpdVqERUVBU9Pz5fyi4qNjQ17i+SSJe6Hl/19Z21sf+sr6GvA33VEL66rV4FlywCtFqhSRZbduwcsXw6UKpVR9iJiUIqIiMhMCoUCdnZ2sLOzs3ZVLEqr1cLOzg6Ojo78ckpme977ge8762L7Wx+vARGZ68QJIDoaqFkzo8zfHzh3Djh27MUOSvG3HxERERERERFRIRUdDZj6G5C9vcwz9SJjUIqIiIiIiIiIqJAqWxZISwPS0zPKNBogORkoX95q1bIIDt8jIiIiIiIiIiqkGjYE9uwBLlwAvL1lYvOHD4GKFYFGjaxdu+fDnlJERERERERERIWUhwfw1ltAu3bytRBASAgwfryche9Fxp5SRERERERERESFmK8vMHIkkJgog1IuLtaukWUwKEVERERERERE9AJwdrZ2DSyLw/eIiIiIiIiIiKjAMShFREREREREREQFjkEpIiIiIiIiIiIqcAxKERERERERERFRgWNQioiIiIiIiIiIChyDUkREREREREREVOAYlCIiIiIiIiIiogJna+0KkHkiIyMRGxsLlUoFtVptVA4AKpXKYJuUtDTcvn3baBsiIiIiIiIiImtjUOoFEBkZiVH9+yMlKgoOnp5YtHIl1Gq1QTkAOHh64p1ZswAA0WlpuHn7Nj4dNw4qX1/9NkREREREREREhQGH770AYmNjkRIVhT5CICUqSt8zSlf+toMD3nZwQEpUFOLj4wEAiRoN7NPTjbYhIiIiIiIiIioM2FPqBeLl4ACkphqV+zk5yf+kpBgtU9vb53e1iIiIiIiIiIhyjT2liIiIiIiIiIiowDEoRUREREREREREBY5BKSIiIiIiIiIiKnAMShERERERERERUYFjUIqIiIiIiIiIiAocg1JERERERERERFTgGJQiIiIiIiIiIqICx6AUERER0Qvm33//RefOneHr6wuFQoFNmzYZLBdC4MMPP4SPjw+cnJzQunVrXLt2zTqVJSIiIspCoQlKffrpp1AoFJgwYYK+LDk5GWPGjIGnpydcXV3Rs2dPPHr0yHqVJCIiIioEEhISUKtWLSxcuNDk8s8//xxfffUVvvvuOxw5cgQuLi4ICQlBcnJyAdeUiIiIKGu21q4AABw7dgzff/89atasaVA+ceJE/PXXX1i3bh3c3d0xduxY9OjRAwcOHLBSTYmIiIisr3379mjfvr3JZUIILFiwAB988AG6du0KAPj111/h7e2NTZs2oW/fvgVZVSIiIqIsWb2nVHx8PF5//XX8+OOP8PDw0JfHxMTg559/xrx589CqVSvUqVMHixcvxsGDB3H48GEr1piIiIio8AoLC8PDhw/RunVrfZm7uzsaNGiAQ4cOWbFmRERERIas3lNqzJgx6NixI1q3bo1PPvlEX37ixAmkpaUZPFAFBgaiTJkyOHToEBo2bGiN6hIREREVag8fPgQAeHt7G5R7e3vrl2WWkpKClJQU/evY2FgAgFarhVarzZd6arVaCCHybf+UPba/9fEaWBfb3/p4Dawrv9vf3P1aNSi1evVqnDx5EseOHTNa9vDhQ9jb26NYsWIG5dk9UAHmPVS9aG9+IQQUCgWEQiH//a/uz5YD0C9TKBSAUgmlUgmhVBpskxcvWntZE9sqd9he5mNb5Q7bK3fYXtl7Gdplzpw5mDFjhlF5ZGRkvuWh0mq1iImJgRACSqXVO++/dNj+1sdrYF1sf+vjNbCu/G7/uLg4s9azWlDq7t27eOutt7Bjxw44OjpabL/mPFS9aG/+uLg4+FWsCK2tLfzS0xEXF4eIiAh9eZyLCwDALyEBGo0GfhUrwk6rRSVnZ8DXF35KpX6bvHjR2sua2Fa5w/YyH9sqd9heucP2yp65D1WFRcmSJQEAjx49go+Pj7780aNHqF27tsltpk6dikmTJulfx8bGws/PD2q1GiqVKl/qqdVqoVAooFar+b6zAra/9fEaWBfb3/p4Dawrv9vf3DiP1YJSJ06cQEREBF555RV9mUajwb///otvvvkG27ZtQ2pqKqKjow16Sz169Ej/sGWKOQ9VL9qbPz4+HnevXYPS3h53U1Ph5uYGLy8vfbnbf+1zNzoaNjY2uHvtGtKEwNWrV4HERNxVKPTb5MWL1l7WxLbKHbaX+dhWucP2yh22V/Ys+cezglCuXDmULFkSu3bt0gehYmNjceTIEYwaNcrkNg4ODnBwcDAqV/7X8zq/KBSKfD8GZY3tb328BtbF9re+F+EaREcD584BSUmAnx9QuTJQiKubK/nZ/ubu02pBqVdffRXnzp0zKBsyZAgCAwMxZcoU+Pn5wc7ODrt27ULPnj0BAFeuXMGdO3fQqFGjLPdr7kPVi/Dm19EPyxNCPzxP+cywPIUQAJ4Z5icE8N9wRYVWqx/C9zzn+iK1l7WxrXKH7WU+tlXusL1yh+2VtcLYJvHx8bh+/br+dVhYGE6fPo3ixYujTJkymDBhAj755BNUrFgR5cqVw7Rp0+Dr64tu3bpZr9JEREQvmNOngV9+AW7fBmJjZTCqSRNgyhTA2dnatSsarBaUcnNzQ/Xq1Q3KXFxc4OnpqS8fNmwYJk2ahOLFi0OlUmHcuHFo1KgRk5wTERHRS+348eNo2bKl/rWul/igQYOwZMkSvPPOO0hISMAbb7yB6OhoNGnSBFu3bn3hen0RERFZS0yMDEhdvQo8eQLExwNpacDixcCtW0CbNkB4OODtDTRqBFSsaO0av5isPvtedubPnw+lUomePXsiJSUFISEh+Pbbb61dLSIiIiKratGihewZnQWFQoGZM2di5syZBVgrIiKiouPcOdlDKipKDt0rUQJQKIC7d4HffweuXQPKlQOSk4G9e4Hhw2VwyhoiI4F9+4ALFwCVCqhfX/7Y2FinPrlRqIJSe/bsMXjt6OiIhQsXYuHChdapEBERERERERFZRWKiHDZXrBhQ0J19k5NlPqmEBBmQUioBIWR5eroMUFWsKMuuXwfWrQNq1wacnAq2nuHhwPz5Mkjm6gqkpgKHDgGdOwP9+8t6FmaFKihFRERERERERC+31FTgjz+APXvksLlixYDWrYF27Qqu90+ZMvJYqakZic1TUmSQys1NDuUTQgZ9ypQBwsLkT9WqBVM/nR07ZECqevWMtomMlOWNGgHlyxdsfXKLQSkiIiKifBYdHY2NGzdi3759uH37NhITE6FWqxEUFISQkBAEBwdbu4pERESFxtq1wKZNMhjl4QE8fQosXQpoNECXLgVThwoVgMaNZcAnIkL2gIqNBWxtATs7QK3O6IWk1cr/F3SvJCGA48cBT0/DYF2JEsDDh7IHV2EPShW+6WSIiIiIiogHDx5g+PDh8PHxwSeffIKkpCTUrl0br776KkqXLo3du3ejTZs2qFq1KtasWWPt6hIREVnd48fAv//KoE/p0jJHkr+/HJq2c6fsqVQQlEpg6lSgQwc5XC8xEfDyAooXl4GpcuXkekLI3FNlylgnAGRnJ4N1pjCnFBEREdFLLCgoCIMGDcKJEydQNYv+/ElJSdi0aRMWLFiAu3fvYvLkyQVcSyIiosLj0SM5812FCoblnp6y98/jx4CLS8HUxdlZ5mvaulUmEk9Jkb2Q7t4FHjyQdU1PB3x8ZP4mB4eCqZeOQgEEBwPLl8tZAB0dZZDs7l3ZXgU9lDAvGJR6yURGRiI2NhYqlQpqtdra1SEiIirSLl68CE9Pz2zXcXJyQr9+/dCvXz9ERUUVUM2IiIgKJ5VKDpWLj5dD93Ti42WQSKUq2Po4OwM9egBdu8oeSfb2MjB29KhMMu7pCdSrB5QqVbD10mnTBrh6FTh5Ug4j1Gplu/XuLYNlhR2DUi+RyMhIjOrfHylRUXDw9MSilSsZmCIiIspHOQWknnd9IiKioqZ0aSAoSCY5VyplEOrpU9lLqmtXw0BVQbKxyRgOV6KEHNZXGKhUwIQJwKlTchihoyNQq1bG8MLCjjmlXiKxsbFIiYpCHyGQEhWF2NhYa1eJiIioyLt69SqOHj1qULZr1y60bNkS9evXx+zZs61UMyIiosJHoQBCQ4EmTYCoKOD8eSAuTvYI6tXL2rUrnJyc5DC+fv2A7t1lbquCTrqeV+wp9RLycnCQ81oSERFRvpsyZQpq1KiB+vXrAwDCwsLQuXNnNG3aFDVr1sScOXPg7OyMCRMmWLeiREREhYSHBzBpEhAWBkRHy55Jfn4vTqAlLx4/lsE3L6+Cy5lVGDAoRURERJSPjh8/jnfeeUf/esWKFahUqRK2bdsGAKhZsya+/vprBqWIiIieoVBYZza7ghYTA6xZAxw7BiQlyYBcSAjQvv2LMXve8+LwPSIiIqJ89PjxY5QuXVr/evfu3ejcubP+dYsWLXDr1i0r1IyIiIisSQhg8WJgyxaZQN3XF0hIAJYtA3btsnbtCgaDUkRERET5qHjx4ggPDwcAaLVaHD9+HA0bNtQvT01NhRDCWtUjIiIiK7l5U86aV7YsoFbLmf7KlJHJynfseDmy7jAoRURERJSPWrRogY8//hh3797FggULoNVq0aJFC/3yixcvomzZslarHxEREVnH48eyZ5RKZVherBjw5InMMVXUMacUERERUT6aNWsW2rRpA39/f9jY2OCrr76CyzMZTJctW4ZWrVpZsYZEREQvFyGABw9kT6RSpeTQOWvw8JAz58XHA25uGeWxsXKZq2vO+4iMzEiQnnn9xEQgPV3uu7AmiWdQioiIiCgflS1bFpcuXcKFCxegVqvh6+trsHzGjBkGOaeIiIgo/9y5A6xaBVy6BGg0Mo9T9+7AMyPrC0yFCkCtWsDBg3LYnouL7D0VHw/07Ak4OGS9bUwMsHq1TJCenCyDWK1bA506AU+fAps3y2UaDVC5MtC5M1CpUsGdm7kYlCIiIiLKZ7a2tqhVq5bJZVmVExERUc60Wvlja0Z0IzYW+PZb4OpVGQSyswPu3QN++EH2MqpePf/r+yylEhg2TNbjzBng0SM5dK93bzkDX1Z0CdL37pVBteLFgagoYMUKufzUKeD0acDbW+774EEgLAz4v/8D/P0L4szMx6AUERERUQHQaDRYsmQJdu3ahYiICGi1WoPl//zzj5VqRkRE9OKJiwO2bwcOHABSUmSPo5CQ7IMup04B168DVatmBLEqVgTOnwf+/bfgg1KADCi99RZw/748p5IlZa+n7DybIN3dXZY5O8vA0+rVsj2qVMnoaVWiBHDunDzHgQPz9XRyjUEpIiIiogLw1ltvYcmSJejYsSOqV68ORWFN7kBERFTIpaYC330newAVKyZ7A23dCly8CEyeDGQ1Kj4qSv6buVeVSiWH9VmLQpF1nU3RJUgvV86w3MMDOHtWBqieHfqnUMhzvHrVMvW1JAaliIiIiArA6tWrsXbtWnTo0MHaVSEiInqhnTkDHD8uezk5O8uykiVlb6C9e4HXXze9nYeHHPqWnm4YmIqLA4KC8r/ellK8uOkE6TExsueUEPLn2b9/JSXJHlOFjdLaFSAiIiJ6Gdjb26NChQrWrgYREdEL7+5dGVjSBaQAmZ/J3V0OxcvKK6/I3kWXLslAVHIycOOG3E+zZvlfb0sJCJDDFW/eBJ48kT3HHjyQQaoePWSeqWvXgLQ0mW/rwQMZhGvUyNo1N8agFBEREVEBePvtt/Hll19CCGHtqhAREb3QnJwyegM9Kzk5I8eSKe7uwOjRMqATGSmH7KnVMtl4zZr5W2dL0iVIb9FCBtfCwgAbG5kgvW9fuczLSw7Xu3BBtlPv3kDdutauuTEO33tJpaSl4fbt21CpVFCr1YiMjERsbCwA6MuIiIjIcvbv34/du3djy5YtqFatGuzs7AyWb9iwwUo1IyIierHUqiWDSTdvyp5PCoXMF6XV5twbqHx54P33ZUAqLQ3w85NBrhdN8eLA+PGyF1RcnJxpT5cgvU4doHJl4PJleY4BATJIVRgxKPUSik5Lw83bt/HpuHFQ+fri46++wrTx45HyX9Y3B09PLFq5koEpIiIiCypWrBi6d+9u7WoQERG98Hx9gdBQYPlymdxcCMDVFejUCWjcOOftbWyMk4S/iBQKoFQp08tcXQtnz6jMGJR6CSVqNLBPT0cfIbApKgrh4eFIiYrC2/+l558bFYXY2FgGpYiIiCxo8eLF1q4CERFRkdG4MRAYKHNIpaXJHlC6XlP04mBQ6iWmtrc3eO2n67OYkmKF2hARERERERGZz9MTaN48b9umpsok5+npQNmyhrPYmevePeDIEeDhQzn7X8OGWfdcItMYlCIiIiLKJ+3atcP06dPRsGHDbNeLi4vDt99+C1dXV4wZM6aAakdERPRyungRWLYMuHVL5qHy8pKz1rVoYX5Pq3PngEWLgPBwwMFBBrn++QcYNQqoXj139RHi5e3hxaAUERERUT557bXX0LNnT7i7u6Nz586oW7cufH194ejoiKdPn+LixYvYv38//v77b3Ts2BH/+9//rF1lIiKiIu3xY+C772TvpnLlAFtb2eNpyRLZ88qcWfjS04E1a+S+ataUASUhgEuXZHlgoNxvdrRa4NAhYO9eGdgqVw5o1QqoXdsSZ/niYFCKiIiIKJ8MGzYMAwYMwLp167BmzRr88MMPiImJAQAoFApUrVoVISEhOHbsGKpUqWLl2hIRERV9J07IIFT16oBSKcvKlZO5qfbvNy8odecOcPs2UKZMRg8nhULO5HfrFnD3bs6J1P/+G1i5Ugaz3NyAw4eBs2eBN9+UwwBfFgxKEREREeUjBwcHDBgwAAMGDAAAxMTEICkpCZ6enrCzs7Ny7YiIiF4u0dEygKQLSOm4uMjeU+YyNeTO3CF40dEyKOXkJANZgJxR8OpVYPNmoE4d4GV5RFDmvAoRERERWYq7uztKlizJgBQREZEVeHnJf9PTM8qEAOLjZcJzc/j5Af7+sseUEBn7uHNH7kMXaMrK3bty6F/JkoblJUsC9+8DERHm1aMoYE8pIiIiIiIiIiryYmIAV1cZmLpwAShdWuZ+un9f5pNq1iz77S9elMnMr10DNBogORk4c0b2eEpJkUGl3r1zzifl4CB7QkVGyh5bzs5yCF9qKmBvL5e/LBiUIiIiIiIiIqIiS6sF/voL2LIFePIESEuTAaDHj2UAqGpVoHt3oEKFrPdx+jTwzTdy6J2Hh+xZJYTcxt8f8PGRuaBy6iUFyADYkycyh5WTk/zx8pJ1CQkBSpSw1JkXfgxKvQRS0tJw+/ZtAEB6errx4FkiIiIiIiKiIurff4EVK2TeqPLlgaQkmZC8VClgzBiZsNzGJuvttVrgjz+A2FigWrWM3FHh4UBcHNC3b8awwJwIAaxaJXtaqdVAQoLcR2QkUK+e7Gn1MmFQqoiLSU/HzTt38Om4cUgH8OjuXaSVKWPtahEREVE+0mg0mD59OpYvX46HDx/C19cXgwcPxgcffACFuVlYiYiIigAh5JA7G5uMXkz29kDlykBYGPD0ac4z5T19KoNYJUsaJjP39pZD+m7fNj8o9eABcPIkEBgohxI+fCiH/iUnyx5YOQ39K2pestN9+SRqNLBPT8dEe3s8ATArPR1ajcba1SIiInopRUdHY/369bhx4wb+7//+D8WLF8fJkyfh7e2NUqVKWew4n332GRYtWoSlS5eiWrVqOH78OIYMGQJ3d3eMHz/eYschIiKypPR02RvJxcVyeZVSU2UvJHd3w3JHR9lb6enTnPdhby9zQKWmGpanpclgV27qGhMDJCbK4X52drKXFiDLHjyQyz08zN/fi45BqZdEaUdHvES50oiIiAqds2fPonXr1nB3d8etW7cwYsQIFC9eHBs2bMCdO3fw66+/WuxYBw8eRNeuXdGxY0cAQNmyZbFq1SocPXrUYscgIiKyFK1WDrHbtk0GkNzcgBYtgPbtZUDoedjbywDQpUuGvZkSE2WvJHPyN7m5AfXryyF87u4yB1R6OnDjhhwOWLmy+fXx8gJUKplTyts7o/zJE6BYsZcrnxTAoBQRERFRgZg0aRIGDx6Mzz//HG5ubvryDh06oH///hY9VnBwMH744QdcvXoVlSpVwpkzZ7B//37MmzfP5PopKSlISUnRv46NjQUAaLVaaLVai9ZNR6vVQgiRb/un7LH9rY/XwLrY/tb37DXYswf45RcZJCpeXPaWWr5c9hoaMOD5j/Xqq8DVq3IInloth8vduwfUqSOH0ZnzNujaVeaQOndO9rAC5HDAQYNkjydz30rFiwNNmwK//y4DWyqVTJ4eGwt07Chn4iuIt2V+3wPm7pdBKSIiIqICcOzYMXz//fdG5aVKlcLDhw8teqx3330XsbGxCAwMhI2NDTQaDWbNmoXXX3/d5Ppz5szBjBkzjMojIyORnJxs0brpaLVaxMTEQAgBJSdhKXBsf+vjNbAutr/16a5BaqrA0aNK+PkZ9hyKiQGuXJE/zzucrXx5IDQUOHZM7tfVFejQAWjWzLzhezqhoTJ/1NOnsrdUuXJyqGFERO7q06KF3P78eZl03d8fqFULqFs39/vKq/y+B+Li4sxaj0GpQigyMhKxsbFQqVRQq9X5eqyUtDQ8ePBAzspHRERE+cbBwUHfA+lZV69etfjn/dq1a7FixQqsXLkS1apVw+nTpzFhwgT4+vpi0KBBRutPnToVkyZN0r+OjY2Fn58f1Go1VCqVReumo9VqoVAooFar+YXQCtj+1sdrYF1sf+vTXQOtVo1r15Tw8JC9hXSEkL2bkpPNTyKeHW9voEkT4NEj2RupRAnDpOXmslQKyB49gLZt5cx77u6yTgUpv+8BR0dHs9ZjUKqQiYyMxKj+/ZESFQUHT08sWrky346lm5nvuxkz8PTRI6S4u8PBzi7fjkdERPQy69KlC2bOnIm1a9cCABQKBe7cuYMpU6agZ8+eFj3W//3f/+Hdd99F3759AQA1atTA7du3MWfOHJNBKQcHBziYyNKqVCrz9cuaQqHI92NQ1tj+1sdrYF1sf+tTKBRwcVHCwUGJhAQ5lE0nIUEmI3dzAyx1iZydc55pryCpVIbnXNDy8x4wd5+8+wqZ2NhYpERFoY8QSImKMvkXVUvRzczXUQiI9HRo2FuKiIgo38ydOxfx8fHw8vJCUlISmjdvjgoVKsDNzQ2zZs2y6LESExONHgZtbGyYO4WIiAodlQoIDpbD1qKjZQ+phATg5k2gWjU59I6KLvaUKqS8HByM55vMJ8XZO4qIiCjfubu7Y8eOHThw4ADOnDmD+Ph4vPLKK2jdurXFj9W5c2fMmjULZcqUQbVq1XDq1CnMmzcPQ4cOtfixiIiInlePHnLo3t69wOHDMgF4hQpA69aW6yVFhRODUkREREQFqHHjxmjcuHG+HuPrr7/GtGnTMHr0aERERMDX1xcjR47Ehx9+mK/HJSIiygtXVxmAOnZMDtlzdpa5pL7/Hrh4Uc7KZ2cne05VqZK3XFBUOOUpKFW+fHkcO3YMnp6eBuXR0dF45ZVXcPPmTYtUjoiIiKioGD9+PCpUqIDx48cblH/zzTe4fv06FixYYLFjubm5YcGCBRbdJxERUX7RaoH16+WwvWbNZO+otDRg61Zg3z4gMFCWubgAnTsDr71WNANTsbGyDTw9AXt7a9emYOSpI9ytW7eg0WiMylNSUnD//v3nrhQRERFRUfPbb7+Z7CEVHByM9evXW6FGREREhcPDh8D164CfX8ZwvXv3ZIBGCKB0aaBmTZn0/I8/gMuXrVtfS4uLA5YsAd55B5g6FXj/fWD3bnnuRV2uekpt3rxZ//9t27bB3d1d/1qj0WDXrl0oW7as2ftbtGgRFi1ahFu3bgEAqlWrhg8//BDt27cHACQnJ+Ptt9/G6tWrkZKSgpCQEHz77bfw9vbOTbWJiIiIrC4qKsrg2UlHpVLh8ePHVqgRERFR4fXggQxQKZUZwRkvLxnAunhRDuN7Xk+fApcuyZ5aFSoAJUs+/z5zS6sFfv5Z5tPy9gaKFwcePQJ++kkOW2zatODrVJByFZTq1q0bADltYObphO3s7FC2bFnMnTvX7P2VLl0an376KSpWrAghBJYuXYquXbvi1KlTqFatGiZOnIi//voL69atg7u7O8aOHYsePXrgwIEDuak2ERERkdVVqFABW7duxdixYw3Kt2zZgvKcWoiIiF5iJUsCAQHAmTNyNj6FAtBoZE+p0qUBDw/D9U0M3Mq1/fuBVatkAAiQx+jUCejSpWCHBt64AZw4AZQtC+j+dqVSAdeuAdu2yZkJbWwKrj4FLVdBKd00wuXKlcOxY8dQokSJ5zp4586dDV7PmjULixYtwuHDh1G6dGn8/PPPWLlyJVq1agUAWLx4MapUqYLDhw+jYcOGz3VsIiIiooI0adIkjB07FpGRkfpnm127dmHu3LnM/URERC81pRLo3RuIiADOnQMcHGSic4UCqFRJ9hgCZM4lBwegYsXnO97t28DSpUBKSkbi9IcPgbVrgVKlgBIlgJs35XGrVZM5nvJLRASQlJQRkNLR9ZiKjzdeVpTkKdF5WFiYpesBjUaDdevWISEhAY0aNcKJEyeQlpZmME1yYGAgypQpg0OHDjEoRURERC+UoUOHIiUlBbNmzcLHH38MAChbtiwWLVqE0NBQK9eOiIjIuipXBt57Dzh0CLh/H2jbFjh7VgaQrl2TvaM0GqBVK6BGjec71qlTwOPHMk+VrleUry9w/jzwzTfydVyc/NfLCxgwAMiviXPd3eXMgomJctZBnbg4GRx7tqwoylNQCpB/2du1axciIiL0Pah0fvnlF7P3c+7cOTRq1AjJyclwdXXFxo0bUbVqVZw+fRr29vYoVqyYwfre3t54+PBhlvtLSUlBSkqK/nVsbCwA2ctLV0+tVgshhFG9CwMhBBQKBYRCIf/9b/Bs5jLdOejK9ev8VwalEsr/BuAqlUoIhQICMCgzuU6mYwCFu70KG7ZV7rC9zMe2yh22V+6wvbJnyXYZNWoURo0ahcjISDg5OcHV1dVi+yYiInrR+fgAPXpkvI6NBQ4ckMP67OyAunWBRo0yek5lJylJ9rqKi5O5mgIDM7ZLSJC9szIP04uLA65elXmc/P1lL6Xjx4EJE+SwvjZtgHr1LDucLjBQ9tY6fRooV07OMBgZKY/dq5c876IsT0GpGTNmYObMmahbty58fHxkECSPKleujNOnTyMmJgbr16/HoEGDsHfv3jzvb86cOZgxY4ZReWRkJJKTkwHIh8uYmBgIIWRQphCJi4uDX8WK0Nrawi89HXH/hWczl0VEROjXjXNxkeskJECj0cCvYkXYabWo5OwMBy8vVPLwQGK5ctAAqKRU6ssy/5tYrhw09vbwS0jQHwMo3O1V2LCtcoftZT62Ve6wvXKH7ZU93WexJanVaovvk4iIqKhRqYD27eVPbty6BXz/vczXpNUC9vZAUBDwxhuyZ1KpUjIglZoqlwFyvfv35XK1WgaoDh8GoqJkEGv7dplgvUsXoG9fy+WdsrUFRowAFi+WSdeTk4FixYDu3YGQEMscozDLU1Dqu+++w5IlSzBw4MDnroC9vT0qVKgAAKhTpw6OHTuGL7/8En369EFqaiqio6MNeks9evQIJbNJiT916lRMmjRJ/zo2NhZ+fn5Qq9VQqVQA5MO3QqGAWq0udA/f8fHxuHvtGpT29ribmgo3NzcAMCrz8vLSr+v2X/vcjY6GjY0N7l67hjQhcPXqVaT4++Pq7dtw1mqRAODq2bP6ssz/Omu1cHZywt3oaP0xgMLdXoUN2yp32F7mY1vlDtsrd9he2XN0dLTIfh49eoTJkyfre5qLTPM8ayyRtZWIiOgll5YG/PKL7PFUubIMOsXHAwcPyuFwQ4bIHlfVqskeWF5esufTw4eyl1KpUnI/N27IgJSXl+y55OMjk6Fv2yZ7a5Uta7k6+/gA774r81jFx8uhhP99HTciBHDvnjw/pVL2srLGrIGWkqegVGpqKoKDgy1dFwDywTglJQV16tSBnZ0ddu3ahZ49ewIArly5gjt37qBRo0ZZbu/g4AAHBwejcqVuqNp/FAqFUVlhoB+CJ0TGUDzAqEypVBqsq19HN+RPN1zxv38VQkABGJSZXCfTMZ6tV2Fsr8KIbZU7bC/zsa1yh+2VO2yvrFmqTQYPHow7d+5g2rRpz93TnIiIiIxFRQFLlsiE5SqVDDaVLw+4usohfEeOyCFxbm7AuHHAn38Cx47JXlJt2siA1p49MndVeLjM56TRyOCPSiV7UJ0/L3NcWTIoBchj/NdfJ0taLbBhA/D330B0tOyt5ekpz6lNm4KdNdBS8hSUGj58OFauXIlp06Y918GnTp2K9u3bo0yZMoiLi8PKlSuxZ88ebNu2De7u7hg2bBgmTZqE4sWLQ6VSYdy4cWjUqBGTnBMREdELZ//+/di3bx9q165t7aoQERFZnRBy+Fx6esYQuucREwN8+SWwb5/MJ+XgIBOlP34MNGwIODrKHFVJSTIoVaIEMHgw0K+fDPY4Ocnhe2FhMvCUmCiH0iUmAqVLG/ZGsmROqdw4fRrYuFHWv0aNjF5Tq1bJfFTPOyuhNeQpKJWcnIwffvgBO3fuRM2aNWGXKfPWvHnzzNpPREQEQkNDER4eDnd3d9SsWRPbtm1DmzZtAADz58+HUqlEz549kZKSgpCQEHz77bd5qfILKSUtDbdv3wYApP93p+rKdEMR8/O4KpWKOS+IiIgsxM/Pz2jIHhER0cvo0iVg61bg6VM5XK1pU5k/KS8zzSUlyR5SR47IYFKtWjJApVTK4M3DhzLYlJoKBAQAxYsbbv/sQKtSpYCJE2XdNmyQQ/h0ichtbIC7d2XPpKpVn+/88+rYMXkeugCZQgH4+cmE7qdOvURBqbNnz+r/ynf+/HmDZbnpiv7zzz9nu9zR0RELFy7EwoULc13HF110Whpu3r6NT8eNQzqAR3fvIrJsWX2ZytcX78yaZfHjRqWmGhxj0cqV8PT0tPhxiIiIXjYLFizAu+++i++//x5lLd3nn4iI6AVx+TKwYAHw5IkM9sTEAMuWyYDPmDHm90LSamXy8W3b5L6uXZND7QID5ZC9S5dkACc5GbhwAaheHejUKeeZ+/z9gZEjgZ49ge++k3mnrlyRvZI8PIDeva2Xwyk21rhXmUIhA3AJCcbrp6fLhO3OzobBt8IkT0Gp3bt3W7oelEmiRgP79HRMtLfHEwCz0tMRn5YG+/R09BECm6KiEB8fb/Hjxv93XN0xYmNjGZQiIiKygD59+iAxMREBAQFwdnY26mn+5MkTK9WMiIio4GzfLofUVa8uZ7pTKuW/R44ArVub3wtp1y45Y52Tk8z1dOuW/Dl9GqhTRwZiwsJkUCYgQOaQeuUV8+tZogTw9tvAiRPA7dtyf7VqyWFyWUlOlsPpkpJkEMvJSQbILDXcr1IlmbA9PT0juJaaKv99tl5CyGGM27YBjx7JHmMtWshZDC0xVNKS8hSUooJT2tERmQOa6gJ4FxXEMYiIiF4mCxYssHYViIiIrEqjkb2OSpQwTMrt5iZ7Nm3fLntABQZm36MpNVWu6+iYkXC8cmU5VO/GDTmMrVw5udzPD5g6VeZgMld6uuxdFRYG2NnJ4YVlyhiv9+CB7PkFyF5M+/bJINbDh7L+AQFAUBAQGiqDU8+rSRPg0CFZtxIlZFs9eSKPUbduxnp79wI//ij/7+mZ0RstOhoYNOj562FJeQpKtWzZMtthev/880+eK0RERERUFA0qbE+BREREBUyX5+nBg4yytDQZyLl4USYVP3JEBqWGD5c5nkyJiZF5pDw8Msp8fGTvq+PHZY6lYsXkz2uvyXJzJScDP/0EHDggg19CyDxUffvKnlyALPvrL2DTJpkXKyZG9qZyc5Pb29rKwNb9+3LdxETgww/lLIDPw9MTmDBB5rw6cUK2Z+vWMh+Xbt+pqcCWLXKZv7/sKZWcLAOCu3YBbdvKtios8hSUyjxrTFpaGk6fPo3z58/zgYuIiIgoB8nJyUjV9bf/T35OYkJERFQYKBRA8+bAzz/LYI5KJXtInT8ve/40bCiDOGfOyHXef9/00Dc3N/kTFycDT7p9+/vLYFDnznLGvMBAWZaL1NfYuxfYs0du5+Ym63P3LrB6teyN5ecnA2hr18o8TbpAmEYjg22urvLYWi0QGSlfh4XJYYVNmjxf+8XGyt5fgwYBAwdm5JN61tOnQESEHG64b5+sk1Yre3wJIZOld+nyfPWwpDwFpebPn2+yfPr06fmS54iMpaSl4cGDB3JWPlNlmd+ZREREZFUJCQmYMmUK1q5di6ioKKPlGo3GCrUiIiIqWK++KnsQ7d8P3LyZ0aupUSOZgwmQw96uXJHJywMDjffh6CiDWytWyBxJJUrIWfxu3QKCg4GhQ/P+lfjwYbl/Nzf5+tkZ7s6fl/8/eVImFtcNyYuLkwG26OiMHE+646elyWBQdHTe6gPIwNLGjcDZszLAVLUq0LWr6SGBLi6y/keOAHfuyPorFDK4p0sO36FD4QkZWLQaAwYMwC+//GLJXZIJMenpuHn7Nr6bMQN3bt1CSlqaftY8XVnaM8EqIiIisr533nkH//zzDxYtWgQHBwf89NNPmDFjBnx9ffHrr79au3pEREQFwt4eGDYM+OADGaAKDASaNQO8vTPWcXaWQ87i4rLeT6dOQLdusmfUlSsyt1LjxnLfuQ24CCEDWtu3y15QKSmyTEcX2NEFnOLjDXNeqVRymb19xjparfzX1lbWR63OXZ10oqOBr74Cdu6UgSUHB9kD6quvgPBw4/VdXWWw6to1GRBzcJC9pBISMs7z5s281SU/WDTR+aFDh+Do6GjJXZIJupn5OgqBZenp0KSnIx4wKNPyr61ERESFyh9//IFff/0VLVq0wJAhQ9C0aVNUqFAB/v7+WLFiBV5//XVrV5GIiKhAKBQycOLoCBw9KofHeXllLH/8WM7Il13uI3t7OYStRQs5fM7RUQalcjsaXqsFfvsN+PtvmRvq7l05/E2hAKpUkf/Gxsrgjq5nUoUKMkiUliYDPv7+cjshZD3Cw+VwPt0Qwzp15Mx9eXH0KHD1KlCtWkYgrHhx2XNr/36ZM0tHo5HD95yd5bo2NjK4p1TKbWxsZI6plJS81SU/5Cko1aNHD4PXQgiEh4fj+PHjmDZtmkUqRjkrnmkq6azKiIiIyPqePHmC8v89zapUKjx58gQA0KRJE4waNcqaVSMiIrIKW1ugXTvghx9kzx5PT9kLKSYG6Ngx60TnOufPA8uXyyTjGo1MPt69O9Cqlfl5pM6ckQnLVSo5w165cjLgdPiw7PXk4iKDOK++KofNAUCDBsC//8rAUIkSsszdXQaDnJ1lUMvWFqhUSeaR6t1bBqvy4t49GUx6tmeWUimPExYmX+tyRf35pxwaefOmPJ6LiwyM2drK9e/fl+1iaiZBa8lTUMrd3d3gtVKpROXKlTFz5ky0bdvWIhUjIiIiKkrKly+PsLAwlClTBoGBgVi7di3q16+PP/74A8V0WVqJiIheMk2ayKDL1q3Aw4cyONSlC9C+ffaBpYgI4PvvZc+f8uXlPu7fB5YulYEic3smHT8ug0664YNubkCbNjLopNXK4YUNG8ohhrqk6yoV8NZbwLZtMncTAIwYIXttpaXJ17a2MkdWiRIZ55GUJGcNVKnM79Hl7i6HKAph2B4pKRkBsVOngG+/lWVeXvK4aWlyyJ69vdwuKkouDw6W+9QNL7S2PAWlFi9ebOl6EIDIyEjcvn2bicqJiIiKoCFDhuDMmTNo3rw53n33XXTu3BnffPMN0tLSMG/ePGtXj4iIqMAJIYNKpUsD770neyY5Ocmhcjk5eVIGoapXz/j6XLYscOECcOCA+UGpxEQ5BO9Zrq5ySF6bNsAbb5jerkQJ4PXXgb595WtTswTqaDQygLVjh8x95ewsg3Hdu8v/Z6duXbntjRvy/BQK2XvKxQWoX1+24Y4d8jx0PbmqV5fteu+e3L9WK9soKAgYPdqsZikwz5VT6sSJE7h06RIAoFq1aggKCrJIpV5GkZGRGNW/P548eIBHd+8irTD1pyMiIqLnNnHiRP3/W7dujcuXL+PEiROoUKECatasacWaERERFbxHj4DNm2XOpNRU2VOpSxegadPst4uJkQGYqCgZoNEFpBISgMhImf/p+nXz61G5MrB3b0Z+KEDWRwiZOyon2QWjdLZvlz24nJ1lwvO4OJnHKj5eBr2y6xHm7y9nE1y5UiZ0F0L2hurRQ+aZSkuTwxc9PTO2cXaW+bV27ZK5pLy9ZeCvVy85pLAwyVNQKiIiAn379sWePXv03c2jo6PRsmVLrF69Guq8ppV/icXGxiIlKgodhcDPTFRORERU5Pz666/o06cPHP7786+/vz/8/f2RmpqKX3/9FaGhoVauIRERUcFITpbDzWJiZK8ke3s5dO+nn2QPoDp1jLeJiQHWr5dBrJQU+RMVJQNI9+7JHlKJiXK9pCTg999lkCun3FING8qeVefOyQCOEHLGu6Ag2RPJEue6c6fsAebvL8t053zkiMydVbp0znWsVk0mPNdqgYoVAd3Ifzs7+f+7dw1nMHR1lT2nBg4EatSQxyiMKajzNEZs3LhxiIuLw4ULF/DkyRM8efIE58+fR2xsLMaPH2/pOr5UPO3trV0FIiIiygdDhgxBTEyMUXlcXByGDBlihRoRERFZx9mzMsBSqhTg4SEDUQEBsgfRn3/KwNCzNBqZDP3PPzNmktNq5Sx9O3bIJN/JyTIAVbIk4OsLrFsnk5jnpFgxmR+qb1+Za6l4caBfP2DcOBnYeR6pqbI32D//yKDZuXPyHAF5nNhYmRvLHG5uMlhXr15GQAqQ59yypTz/R49kuyQlyfYtXx5o3Vomby+MASkgjz2ltm7dip07d6JKlSr6sqpVq2LhwoVMdE5ERERkghACChN/rr13757RJDJERERF2ePHMnhiZycDKPHxwKVLcta4K1dkL6Lu3WWScQC4fFkm8w4IyAgUqVRy2zt3ZHBHqZRD6Tw9ZdDm8WMZrKpdO+f6lCghg1J9+sjX5s7clx2NBvjlF5kPKjFRBtouXADCw4FGjeT5OzsbBpiy8vAhcOiQzKGlVsvZ/8qWzVjesqU831275DHs7WXbDR0qg1WnTsnjV6xo2JuqMMhTUEqr1cLORJjNzs4O2sKSwp2IiIioEAgKCoJCoYBCocCrr74K22fmdNZoNAgLC0O7du2sWEMiIqKC5eEhAz/p6XIY3pEjMh9UWprMl3TihByO9s47MvgSESF7HWXuuVS6tAzU2NjI5OjOznJI36FDMtBkooNytiwRjNK5fBnYt0/W39YWOH8+o366/zduLHsxZefqVWDhQhl8c3CQ7bBrl5ztr149uY6trezd1bKlbDdnZ5k76uBB4H//y+iNVby4HNLYqZPlzvN55Sko1apVK7z11ltYtWoVfH19AQD379/HxIkT8eqrr1q0gkREREQvsm7dugEATp8+jZCQELg+80Rtb2+PsmXLomfPnlaqHRERUcGrVUsmEb97Vw5pu3RJ9nRydJRDzipUkOX//iuDOu7uMvCUkmI4M19MjOwJpNXKHkC6v/tERQG3bmXkcLKGsDBZN5VKBojS0mRgKSVF5sAaOhQYPDj7QJhWK/No3b8v80IplbLH07VrwJo1sszRMWP9kiXlDyB7nf36qwz8Va0qjxMeLrfz8wMKyxwreQpKffPNN+jSpQvKli0LPz8/AMDdu3dRvXp1LF++3KIVJCIiInqRffTRRwCAsmXLom/fvvpE50RERC8rZ2fZ02fePODiRTm8zdlZBlxu3QJ8fGQOpZs35frVqsmhZxcvyqCVk5Ps/RMTI3tWubnJ4WvOzjL4kpIih7D914fGKiIjgRs3ZCDK0VEGyJo3lwGlsmWBSZNy7pn16JFcv3TpjFkGFQqgTBnZTjdvyoCTKSdPAk+fysCV7jilSsleWkePvuBBKT8/P5w8eRI7d+7E5cuXAQBVqlRB69atLVo5IiIioqKiatWqOH36NBo0aGBQfuTIEdjY2KBu3bpWqhkREVHBS0iQvZ5q1wauX5cBJKVSBpvCwuT/1Wq5roMDMHIksHixzDmVmiqHAHbpIoeo2dnJoNT9+zKwFRAgA1e67Qva1avAnj1yFj87O9nj6fp12WtKrZbD7Cw5VNCUuDjZhpmP4+Ag61VY5Coo9c8//2Ds2LE4fPgwVCoV2rRpgzZt2gAAYmJiUK1aNXz33Xdo2rRpvlSWiIiI6EU1ZswYvPPOO0ZBqfv37+Ozzz7DkSNHrFQzIiKignfzpgwu1awpe/RER8tAk4ODDOrUqiUTguv4+QHvvy97HyUmyl4/JUrIJOcHD8reVDVqyATjV68ClStn5GtKS5MJwHW9lry8ZHArLEzuo2FDub2lAkVbt8rk7c2aySGIT57IwFRsrDzG6dPAq6/mnOTc21v2EDt5Uga0dMP37tyRvafKl8962zJl5LppaRkz72k0su0qVrTMeVpCroJSCxYswIgRI6BSqYyWubu7Y+TIkZg3bx6DUkRERESZXLx4Ea+88opReVBQEC5evGiFGhEREVmPLlDi4gK88gpw9qwM3sTFyd5Er78OBAUZbmNjI/MzPatPH9lL6vJlGYQRQgZkBgyQx0hIAH74QSZTT0uT+3/wQM7S5+cnZ/Dbtw8IDZWBoueVmirrolbLHFdOTjLPk26mwdq15RC6PXuA/9JOZkmpBHr1ksP4zp3LSHReooQ872fzSWVWv748xvnzsi5KpdxPQIBMsF5YKHOz8pkzZ7KdHaZt27Y4ceLEc1eKiIiIqKhxcHDAo0ePjMrDw8MNZuSzlPv372PAgAHw9PSEk5MTatSogePHj1v8OERERHlRvbrMBXXvngzatGoF1Kkjk5xPmQK0b29ezyU/P+C994CxY4G+fYFRo4Bp04DAQLl8504ZdCpdWh5Tq83omeXjk5FzacOG3M/WZ4qNjQxEpaTIYBkghyZ6esogkrOzPO+cQidCyN5dJ07IHlH16gENGshg1HvvZcy8lxU3N2D8eDnE0c5OnmO7dsBbb8meYoVFrp6AHj16BDtdONPUzmxtERkZ+dyVIiIiIipq2rZti6lTp+L333+Hu7s7ACA6OhrvvfeePh2CpTx9+hSNGzdGy5YtsWXLFqjValy7dg0eHh4WPQ4REVFelSoFNGkC/Pab7AWkUMjgSZcuMqC0eLHs0aRbr0KFrPelUgEtWhiXCwHs3y+Xu7rKIJEuJ9WtW8D27TLQ4+cnZwC8fl0Gxp6HjQ3QtKmc+U6jkWUajQyEubnJIXn37mUkLjdFCBkk27RJ9vRSKOT69esDHTvKczGHWg0MGQL07y/3mV3PKmvJVVCqVKlSOH/+PCpk8W44e/YsfHx8LFIxIiIioqLkiy++QLNmzeDv74+g/8YjnD59Gt7e3li2bJlFj/XZZ5/Bz88Pixcv1peV0yXWICIiKiSCgoAqVeQQs9RUOStdcjLw1VcyiOPsLHsKHTwoE53nNmAkhBwyZ28PpKfLXE5xcTL4ZWMje0sdPw7UrZsR+HmWRgNERclhc//9PcmktDSZQ8rVVe67bVuZ92nHDpnD6f59GSAKCpJ1SkjIvqfTjRvAH3/IoY0BAbIsKQk4dEjOttexY+7aoTBP/JuroFSHDh0wbdo0tGvXDo6ZQmxJSUn46KOP0KlTJ4tWkIiIiKgoKFWqFM6ePYsVK1bgzJkzcHJywpAhQ9CvX79se6LnxebNmxESEoLXXnsNe/fuRalSpTB69GiMGDHCoschIiJ6XmXKyGAUIIe8ffihDORUry4DRULI3k3r18uk6Ln5yFQq5TZbt8oA05MnQPHiMuBlZyd7LcXFyUTiTZoY5qs6cUIGhu7ckevWqQP07CmH4emkpwPr1gHLlgG3b8sgUkgIMHEiMGaMHJK4YoUMfDk6ygBXVJQMgtWvL4cSmuoxdemSTIru759R5uQk93/0aNZBKY1GLj92TAbJqlWT5/VsnQubXAWlPvjgA2zYsAGVKlXC2LFjUblyZQDA5cuXsXDhQmg0Grz//vv5UlEiIiKiF52LiwveeOONfD/OzZs3sWjRIkyaNAnvvfcejh07hvHjx8Pe3h6DBg0yWj8lJQUpKSn617GxsQAArVYLrVabL3XUarUQQuTb/il7bH/r4zWwLra/9Zm6BnfuyF5FpUtn5JNSKOTr+/eBu3czAljmatsWuHhRJjpPTpbBIVvbjCToKSmyJ1H//jLwo9XK9RctkoEdHx/Zi2vrVpkofPLkjJ5Hy5YBn38uezG5uclg19Kl8jy++Ub2avr4Y7m/s2fleikpcljiRx/JYFGrVnKWvmeDU1qtPO/MObVsbGQgzNTbVggZANuyRS63t5fBsCNHgAkTZHL0nNrfkszdb66CUt7e3jh48CBGjRqFqVOnQggBAFAoFAgJCcHChQvh7e2d+9pSofb48WOEh4dDqVTCqzBlRCMiInqB/Prrr9kuDw0NtdixtFot6tati9mzZwOQM/ydP38e3333ncmg1Jw5czBjxgyj8sjISCQnJ1usXpnrGBMTAyEElNkl1qB8wfa3Pl4D62L7W5+pa5CQIJOCFytmmP9IN9wuIQGIiMjdcRwdgWHDZHDp4EHZU8rDQwaBUlJkj6Rq1WSPLd2+Dx2SQ/GqVs3YT5kyMih1/DhQsaIMWB0+LIfXlSiREVSKjZXDAvftk7MKAjKxeOvWcvjgzp0ZZYmJwJ9/yn3Vr59xLF9fmdxcqczIH5WeLgNfdeuaboP792Vi9MBAuR4ge07duSNn4WvWLOf2t6S4uDiz1sv1VC/+/v74+++/8fTpU1y/fh1CCFSsWJGJM4uoqKgovDtqFLyKF0fEkyf4dsUKqNVqa1eLiIjohfPWW28ZvE5LS0NiYiLs7e3h7Oxs0aCUj48Pqj77JA2gSpUq+O2330yuP3XqVEyaNEn/OjY2Fn5+flCr1VCpVBar17O0Wi0UCgXUajW/EFoB29/6eA2si+1vfaauQfHisrfS6dMyuKJUyl4/ly7JYXhVqmSfIDwrXl6yt9WjRzLJuJeX7EkUEyODPU2aGM5Id+GCDBj913FY7+5dGXDy8pLD8I4eldsnJGSsk5oqA0QXL8rZ7nSSkmRi9SdPMnp7ubjI+mzfLoNGuo/cEiVkHbZtk+dvayt7eVWvDjRvLoN2mZ04IXNRVatmWO/ERFnPXr0M18/veyBzyqes5Hn+YQ8PD9TLaQ5CeuHFx8cjJSoKTTw8sCoqCrGxsQxKERER5cHTp0+Nyq5du4ZRo0bh//7v/yx6rMaNG+PKlSsGZVevXoX/s8kpnuHg4AAHE1lQlUplvn5ZUygU+X4Myhrb3/p4DayL7W99ma+Bvb0cRvfttzL5uS4o5e8P9O0rgzOA7Fl04YLs6VSmjFyeeahbZh4ewJtvyuF1N2/KYFKJEkC/fkCjRobbe3nJGQGflZ4uh8i5u8t6ubnJYXzx8bJcRzcavnhxwwBaZKTs4eTra7hftRoICwMePswINimVwOuvA5Ury3xXSUky2BQcnHXCdRsb08P60tNlTzNTb/P8vAfM3Weeg1L0cilm4QSsREREBFSsWBGffvopBgwYgMuXL/8/e98dHld1bb+nN2nUe7NcJPfeG6bZtBBqIBAC6SFACJBGXhLCe+GR8iPhJXRCIJCYktB7cS+4d9lWsXofjTRd0+/vj+XtM+qSLVkCzvo+fdLMnDn3nHPPvZq9Zu21h63fu+66i5YuXUr/+7//S1/5yldo165d9NRTT9FTTz01bMeQkJCQkJAYCRQXE/3ylzDrtttB2syfLzyRDh0ievZZKIyiUZBDq1aBxBkobC0qIvrNb4jKy6FoKigAWdUdK1eClGpoIMrMRNvKSrSfPRtt8vKIFi+GAXtHBwilQADkU04O1FexMJlAYnV2oqogw+/H8/xcRQWq9pWUgIBasQK+U3p9/3ObNg1zaWjA8VUqHMvtxjjHKiQpJSEhISEhISExitBqtdTY2DisfS5YsIBef/11uvfee+m///u/qbCwkB5++GG68cYbh/U4EhISEhISI4G0NKJLLun5fEcH0d/+BsVRcTHUQa2tRM89Bx+owkKiWbNACLGvUnfodF29onrD0qVEbW0wDT92DO+ZNInolltEip1KRXTvvVA47dqF9hoNvKvuvhvtY5GeTjRnDtG6dSCozGaQRjU1UGrl5RGVlRE9/DD6TE2FH9Tf/obf3/lO/2qw3FxUB3zlFRBqKhXUUYsWgdQaq5CklISEhISEhITEWcBbb73V5bGiKNTU1ESPPPIILVu2bNiPd9lll9Fll1027P1KSEhISEiMFg4dQuW6KVNAAEUiIHUqK6FQ8nhAEO3dS3TnnSCmGhqI1q8n2r8fiqRzz4Wyqj/lkVpNdMUVUCnV1OB9kyb1fE9GBtE//wkj8SNHoJa68EIolbpDpUKqoNOJtqEQ0hFnzSK66Sa8/uGHIo2vpgYKLZMJyqnzziOaOLHvMatURBdfjHEeOgQFVmEhzNYHae80KpCklISEhISEhITEWcAVV1zR5TGbi5533nn00EMPjc6gJCQkJCQkxhhaWqBOUhSk28USPD4ffms0eL2hAeRNQgKURxMngsjZtw+V9qZNI/r971Elz+tFet1bbxFdfjnRAw8MbJqekoKf/qDVorLeBRcMPLeUFKKf/Qzza2tDut3UqSC7gkGYozscUEwpCuYZDCJNcd++/kkpIhBTkyb1VGmNZUhSSkJCQkJCQkLiLCDam/uohISEhITEFwyKAlJmzx4QLtnZSF9LTIQi6D//gZcUEZ677DKollQqEFQ6HYzBGxvhv+RygZBiHyWDAcqggwdBWm3ahOOYzURxcSB9Xn4ZPlVXX33256/VEs2Y0fN5JqBqa2GSzh5T4TCUYIcOEX3lK2d+/EgEflUnTuCY06YRjR8/sFH8SEGSUhISEhISEhISEhISEhISEmcFH3xA9NJLUC7l58O3acsWkE9r14KEMRqRftbUhPS4wkIYjE+dCvLp3/+GyikUgi9TNAoVlKKAXIlEQP5s2oTjpKeDrCIC2VNRQfT220RXXXX2yBhFgarr6FGMb+JE+GKxWkujga+UzydM3aNRkGhJSVBW8fxOF8Eg0d//jnUJhUAIvvEG1uHSS0eHmJKklISEhISEhITECOHuu+8edNs//elPIzgSCQkJCQmJ0UdLC9Hrr4Mwmj4dpuFmM5Q7HR1QP7ndIGIYoRAIpNmzQdzExcFMPBoF4RSJwDuqvR3v02rx2rx58JYKhwUhRQRiR68HyeP3w7NppKEoRO+8g7k7HCB/TCb4RH396xgzEdGCBWjj8UABRoS5ZWQQWSxnPo5t22C0npuLlEerlej4caJXX4VP14QJZ36MoUKSUhISEhISEhISI4T9+/d3ebxv3z4Kh8NUXFxMRERlZWWk0Who3rx5ozE8CQkJCQmJs4rSUpBHsdXvtFpU2zt+HGblioLHajX+rqqCkioSEeqpefOQ4haJoM+yMrx3/36of5YuRVu/H8bira3ok0gQV/n5/ZudDyfKy0H86PVI3VOpsA4ffgi1FNc7mTcPxFRbG0gonQ7kUW0t2rCSqaICPlmtrSCYli3r3Vy9O3buxNwTEsRzWVmo1nfkiCSlJCQkJCQkJCQ+V9iwYcOpv//0pz9RfHw8/eMf/6CkpCQiIuro6KBvfOMbtGLFitEaooSEhISExFmFovT+vF4PlVRmpkhpY1VTKITUt7w8KIxcLqimNBoorpKT4blUXAyV1OuvI0UwIwMqqaoq+FQlJoKUycpCuqBGc3bmfPgwxjxzpnguORnKsd27BSmVmYkKfWvXQjnm9yOdb9EiYaS+YwfR3/4GUstoBGG3eTPR7bcTTZ7c/zj8fhBdsWCiKxQanrkOFZKUkpCQkJCQkJA4C3jooYfoo48+OkVIERElJSXRb3/7W1q9ejXdc889ozg6CQkJCQmJkUdxMSrQNTSAYCJCep3NRrRiBVFzM8iWcBiv+Xxoz6oonY5o5Ur4TCUk4CccFgTNrl3ow+VCW5cL5BOrisxmjGHNmsFVyzsdxBq5u1xQH9ntvfs16XSioiDj/PNhPH7oEEik/HyiOXMwP5+P6JVX4KPFiitFgU/Vf/5D9Itf9F9RcOZMGMCHwyJl0OMB8Td+/PCtwVAgSSkJCQkJCQkJibMAl8tFNputx/M2m43cbvcojEhCQkJCQuLsIiMDptovvoh0sfx8KKAmTyb6xjdA3uzYAbUTEVFREciT8ePRlojooovgPbVzJ9La1GqQKjYbjLz1evgwaTR4XVFARBkMMPP+7neR8jZSpt4ffQSlk8cD0mn9eqTihUIglcxmzC8UgidWb5X4Cgvx0x1cdbCwUIyfqxKeOAHlVVZW32M75xz4bJWUgNBLTcX6r1zZ+zjOBiQpJSEhISEhISFxFnDllVfSN77xDXrooYdo4cKFRES0c+dO+slPfkJXXXXVKI9OQkJCQkLi7GDNGhBMe/eCmLnwQqLFi1Fh7qabQNS0tcHQ3OdDyt3VV3etnveDHxCtXg3FlcVC9MknRJ9+iip7bW2oxEck0v6iUZBEJSUgivoipIJBHD8urmea22DQ2grvKI1GkDzhMFRPBgOO73BA2RUIwFtrKD5OKpVQR8WCq/INRLSlpBDddReq7+3fD1Jq9WqQUqcz3+GAJKUkJCQkJCQkJM4CnnjiCfrxj39MN9xwA4VOGjdotVr61re+RX/84x9HeXQSEhISEhJnByoVyJjJk0HipKeLlLN584h++lOirVuJ6upgWr58eU+vJLUaKqqiIjz+6COk9+n1IJRcLpEWp9HAh0qng+n5G28Qff/7XfsLhWA6vmED2qSkgCw777z+0+FiEYkQvfwyxh4XB0P28eNBmgWDSCtUq6Fmsloxt2iU6B//IPrJT0AQDYTx45H2WFODuatU6KO+nmjhQijRBkJqKki+K6/suf6jAUlKSUhISEhISEicBZjNZnrsscfoj3/8I504cYKIiCZMmECW4ajxPELwens3gdVo4G0R264vqNVdy21z22iUyOdTkdcrPgx3b+vz9W2Iq1Lh2/LTadvZKVJDekPsKRlKW78fQclwtDWbxTfegYDwVznTtiaTWG9WBPQVjHRv258JrtEo9spQ2oZCaN8XDAbhezKUtuGwUEr0Br1eqAKG0parf/UFnU5U8xqobey1FY1irw2m34HaarVCUaIoPf1qTrftUK774bhHDKbtmdwjYu9BGo28RzCGct2f6T2it/8DRCBeJk3C33zd97Uv+LpftIjo2WdhDp6QgOvF6RTnJhBACl9WFhRCHR1dK++9+irM0c1mvL++nuipp3Ds1auxfxwOzDl2rxCJe8SrrxK99hqOq9Ui1a6mBvN2OsX6pKYSzZ5NVFCAcR07RrRuHbyvYsHX/YkTIMvKykAgFRdDDbZvH9qEQkjnu+YaQVIN5R7R3/+BkbpHdIHyOYfT6VSISHE6naeei0QiSlNTkxKJREZxZF1RUVGhXDZnjvLsrFnKFJNJeWLyZGWKyaQcWrxYWbd4cZfnuv8eiTZvzpqlXDh9uvLCCy8oF8+apbx3443Kl+bOVSoqKkZ7qcY0xuLeGsuQ6zV4yLUaGuR6DQ1yvfpHb58lPu/gORM5FXwM7fpzySVd25vNPdvwzznndG2bmtp32/nzu7YtKOi77dSpXdtOndp324KCrm3nz++7bWpq17bnnNN3W7O5a9tLLum7bfdP3ddc039bj0e0vfnm/tu2toq2P/hB/22rqtAuEokot97q6bftkSOi3/vu67/fXbtE2z/8of+2GzaIto880n/bd94RbZ99tv+2r7wi2r7ySv9tn31WtH3nnf7bPvKIaLthQ/9t//AH0XbXrv7b/vrX0VP33iNH+m/74x+Lfquq+m/7gx+Itq2t/be9+WbR1uPpv+0113TZwv22lfcI/HyW7xGKgn3XX9uxdI8IBhVlxYr+2159taLcdpuifPvbA99PCguxZy6+WFF+85v+2z7yiKI0N6Pf1av7b5ueriizZmGP3XRT/23vu09RDh1SlO9+V1EuuKD/trHX/WDvEZFIRDl8uLnftmd2jxjc5yeplJLoFc5wmCpra+mJ++8np81G4SlTRntIEhISEhISn2l4vV763e9+R+vWraPW1laKdvtqvbKycpRGJiEhISEh8dmGTkd0441EW7b0366piWjZsp5qp+7wetFm714Ysg+EmhqorwZKn1MUpO61tUE9NVDbN96A/1R8fP9tB5rPWMaoklIPPvggvfbaa3T8+HEymUy0dOlS+v3vf0/FxcWn2vj9frrnnnvopZdeokAgQGvWrKHHHnuMMgaTLClx2vBFIqQPh+lSRaF/hcMU7U87KiEhISEhITEgvv3tb9OmTZvopptuoqysLFKNVNmfYURjIz48d0f3lL7W1r776J4SUF2N39FolGw2G6WlpZH6ZKPubY8exYfy3tB9+XbvHnzbzZv7T7eJxfvvD77tq6/2n24TixdeIHruub5fjw0wnnyS6NFHB9f2T38i+sMf+m4bm/r085+76fe/N51a//7a/uIX8DzpC7EpG3feCRPiwbT97neJbrml77acNkKEgPPaawfX9sorYWrcF2LTdtasGXzbFSv6bxtrFDx3bv9tNRqFHA78PWXK4PvNz++/rTYmwktNHXxbs3mg8XZ9PJS2p3OPGEzbM7lHxN6DNJquHct7BPDAA0S/+c3g2p7OPaK3/wPd2w7lHvHNbxJ97WtIXXO5iPbsQUpeZyfG6vPh+rn8cqJx48Qefu45ot//Hql6fj+ut2gUf6tUeP/48fh/aDKBULLb8ffll+OnvR37PiuL6Oc/x+t1dSLF7sorkWa3fTvIKEUhSk5GxUGvl+iHP0RKHxFea2uD99Rjj4Ho2r8fPlzJyRib3Y45TJyItT90COeqowPpfQcO4LXeEHvdp6Qo5HJF+/w/cCb3iMZG+GYNhFElpTZt2kS33XYbLViwgMLhMP3iF7+g1atX09GjR0/5K9x111307rvv0r///W9KSEig22+/na666iratm3baA79C4Pk0bLgl5CQkJCQ+Jzh/fffp3fffZeWLVs22kMZNCyWrh4n/bUbSp9E+FDt9SpksfTtZTGUb36H0jY2kBrOtrGB1HC2NRi6Bl7D1Vavp37Xv3vbWHJmuNrqdIOv+DSUtlpt12BquNpqNIPf7wO1jSUy1OrB9zuUtirVyLQlGhttz+Qe0d89SN4jgJG67rntYP4PnM49wmIBIVtYCIJmxw6QPBMmgFjOyUF7rRbk1YEDWO+2NjG+aBSPrVb4Pvn9IFgaG0EqhcMgjz7+GCqm224DSVRVBQPy7GxUDWxsxL0gMRFznDWLaOdOkJNtbURpafDDOnwYvlKpqXi+thZjO36cKDOTyO2G15VGg+NqtZhHWxvR889D0aXXY59/8gn6u/NOYRDvcBBt3AhyVqUiWrCA6JxzxHU/mP8DI3WPGFVS6oMPPujy+LnnnqP09HTau3cvrVy5kpxOJz3zzDO0du1aOu+884iI6Nlnn6UpU6bQjh07aPHixaMxbAkJCQkJCQmJISMpKYmSk5NHexgSEhISEhKfSShKTwVcf1CpQALNmtV3m6oqol27QBJpNCCfHA6QW3FxUCbV1+OxxwNyyGAQBE1KCgzId+2C6umpp0AkEYE4uuQSKKFKSoQp+bx5RIsXE82cCRXhu+9CxWU0Er30EpRZS5agyl5VFUgzHpvVirZJSRhfezsUYZmZonpfdjaO9/77IOU8HqK//AVqK6sV63j0KNISb7zxdM/G8GFMeUo5TyZV8ge2vXv3UigUogsuuOBUm8mTJ1N+fj59+umnvZJSgUCAAjHlM1wuFxFBGsjeDdFolBRF6eHlMJpQFAUyfrUa0rmTvxWVihSiLs+NShuVioLRKFVXV5OiKGS1Wil1MDUrv2AYi3trLEOu1+Ah12pokOs1NMj16h/DtS7/8z//Q7/+9a/pH//4B5k/y+YPEhISEhISZwmRCNHWrVD52GxQO11wAdGMGaffZ1UV+isvB+HU0gLVkdUKhRIRyKO4OKiT2tqgQnK5MB5FEWqzvDyQSUeOoPrdXXcRvfwyUWkpCKtLLwUxtHs3fKcSE4nmz0d1QacTCquWFpBK0SjILr0ez02cSJSbC9LL70dqnk6HfpcuJWpoADnlcOA5hkqFKn2lpSC4duwgOngQacKsZvP7QXYtWICUxtHEmCGlotEo/ehHP6Jly5bR9OnTiYioubmZ9Ho9JSYmdmmbkZFBzc3Nvfbz4IMP0v3339/jeZvNRv6TNVmj0Sg5nU5SFKXP3MmzDbfbTXmTJpEuGqUis5kM6elUlJREvsJCihBRkVp96rnuv0e8TXIyBbKyyNDSQi8/9hjpdDrSxcfTrT/+MSUkJIzuwo0xjMW9NZYh12vwkGs1NMj1GhrkevUPt9s9LP089NBDdOLECcrIyKBx48aRrls+wr59+4blOBISEhISEp8XvP460b//DaVQXBw8mQ4fhifV/PlD76+0lOj//o+ouRmEU0kJCJrmZpAz6ekgoUIhpO1NmgQCaMcOHNfnQ4qc0QhFUmEhyKa4OJBGzzwDfyeDAaTTo48SXXwxvK5iP2JFIvCL2rIFfdXXi2NmZ0MB1dQEj7XMTLym00GpFQyCqFq4EIqql15Cf7FpyIEAxqTTQbml1XZNrzQaQV41Np72qRk2jBlS6rbbbqMjR47Q1q1bz6ife++9l+6+++5Tj10uF+Xl5VFaWhpZTzp1RqNRUqlUPQzVRhMej4fqyssppChUVlZGgYICKqupIXM0Sl4iKjt06NRz3X+PeJu6OvKlp1PVvn30vUmTyGQw0J8DAdJoNJSenj66CzfGMBb31liGXK/BQ67V0CDXa2iQ69U/jEMx9ugHV1xxxbD0IyEhISEh8UWAzUb00UdQF2Vl4bnsbJAs77xDNGdOT3Pt/qAoRG+/jZS5GTNAyrS34zjhMJ0qPJCcjNS8yy4j+tWvYDReX0/0yiswoNfrQVbl5SE1T1FAEG3Y0FORZLfDd2rRIiimGHv3wlBfp0PanVYLdVRbG4gnoxGEkcOB13JzUTWwuRkKr8mTMTa1GkqyigqMSaPBmNrbUcRBp0NfvRnsR6OD9+saSYwJUur222+nd955hzZv3ky5ubmnns/MzKRgMEgOh6OLWqqlpYUyMzN77ctgMJChF+c2NaehnYRKperx3GhCpVKRoihEnGZ48rdKUUhF1OW5UWlzMq0jT68ns9FIit9/ag0lumKs7a2xDrleg4dcq6FBrtfQINerbwzXmtx3333D0o+EhISEhMQXAdXV+ElKAlGTlgaCKjMTaXbt7XhusHC5oDDKzBTeVJmZSNvzelHdzmqFEikSgUdURgba5eYiNW/GDJBTdjv6MptB/ixdSvTrX+P9sYqklBSk2ZWWdiWl9uyBSX56OhRVKSn422YDGZWTAxVXa6vwtwoEiAoKMLasLCi9iFCd8OmnkUKoVqP9smVQaBGhEuiGDSC8OM3PZgNZNX780M/LcGNUSSlFUeiOO+6g119/nTZu3EiFhYVdXp83bx7pdDpat24dXX311UREVFpaSrW1tbRkyZLRGLKEhISEhISExBlh7969dOzYMSIimjZtGs2ZM2eURyQhISEhITG2EA4TffghiB+9HgoggwHETlISnhtsFUGGTod+QiHxXGYmfKoOHED6naJAJXXRRUSzZ3d9v0pFdOGFIK9KSjDGCROgUFKrRWW8WCgKSK7aWqLKSlToU6tBghmNMDvfuxfkE4/RbAZRRYQ5pqTAG2rvXpBfbjfeR4S+GxrQJ6fwJSWBdHr8cbRftAiqrw8+EOl68fFEX/oSSK7RxqiSUrfddhutXbuW3nzzTYqPjz/lE5WQkEAmk4kSEhLoW9/6Ft19992UnJxMVquV7rjjDlqyZImsvCchISEhISHxmUJraytdf/31tHHjxlMKcIfDQeeeey699NJLlDaUr3slJCQkJCQ+x9i1C0RRWhoInORkEDNHjkAldMMNUCUNBWYzjL3ffhv9GQwgjUwmolWroCwyGpEaV1TU1QMqFjk5+OmORYuER5XRiPS4Tz+F51Q0SrRzJwitW25Bit/27VAqnXMOyCKPB+l66elon56OVL3GRoylthbE16JFeI+iEP3zn0TvvQciLS4O6xYKoeKg2Uy0bx9SD6+/Hh5cpaUY6+TJOLbNNrQ1HAmMKin1+OOPExHRqlWrujz/7LPP0i233EJERH/+859JrVbT1VdfTYFAgNasWUOPPfbYWR6phISEhISEhMSZ4Y477iC3200lJSU0ZcoUIiI6evQo3XzzzfTDH/6QXnzxxVEeoYSEhISExNjA3r0gYpYsQapbRweIGpcLhAqnpg0VX/4ySJrDh9GfokBZtGIFPKKKioaWEhiLc84BabZnDx43NxPV1aHPOXNAqu3ejTS8W28FYVVSIpRfGg3RuedifAYDxpGSAlKrvh7G5ytWEN1+O3yoamthlJ6ZiXa7dkFppdeD4JozBwqsjz4iWr4c4ygqEuMdK0WXRz19byAYjUZ69NFH6dFHHz0LI5KQkJCQkJCQGBl88MEH9Mknn5wipIiIpk6dSo8++iitXr16FEcmISEhISExtuDzIRUtORkqpuZmGIEfPw5vpAceIFq8GCloQykIn5JC9JOfEO3fD5KnspLo6FEYpxPheFdcAdKLfacYXi+UR01NUCXNmSMM2ImQEnfnnSClSkuJ3nwT/c2Zg750OqT6HT+O+fzoR0SffAKiSqMhuvxyVPP79a/x/vR0pNcVFsLbqrkZiicmzerrQdLl5yOV0GaDYkqthuIqGEQfR45gnjH23WMKY8LoXEJCQkJCQkLi845oNEq6Xsrc6HQ6FBWRkJCQkJCQICKi6dOR7hYKQfljNoOECQSgEgoGiV59FX5Kd989tCpyJhO8lk6cQOpbNIp0OpUKqXIvvQQCh32biED4PPIICCxWWKWmEl1yCcaan49xmkxQM82dC7JJq+1KbplMotLfrFlEX/0qiCaViqiqiuihh0A0RaMYS3MzFFEpKULtFNuXVou10GpBRoXDoqqeRgOfKSbExipkiR0JCQkJCQkJibOA8847j+68805qZJdRImpoaKC77rqLzj///FEcmYSEhISExNjCsmUge44eBVmzaxcUUpMng0DKzoZK6a23iH76U6K//x2KoEEkY53Cvn1ICxw3DgSOWg0yyucDoRSLp5+G8qm6GlX/wmGi9euJvvc9qLUuvZTo+ecxxlAIhFFGBvqPhccD8io2RZBJq48+AhF1zjkgoLKy0La5GV5Y3/kOxsmYMgW+UBUVIKLy8kBoud0gydRqKKSys4mmTRvK6p9dSKWUhISEhISEhMRZwCOPPEKXX345jRs3jvLy8oiIqK6ujqZPn07//Oc/R3l0EhISEhISYweJiUiF+8c/QNY0NCAVrqgIqiCHAyl4tbVQAdXVEW3aRPS1r6FC3mDgcoHk6Z6mp9d3JZMOHCD6179AViUlIX1v714QUxoNUvn27QOR9eyzRAsXEq1eTXTBBVBjVVYijc7nw3uXLkUVwVhEo/C5SkkBmTRuHEgmnw9m5/Pn90xTNBqJvvlNEGbl5RhPXBxeCwZB0mVkEN1009BN4c8mJCl1lmCz2cjlcpHVapXVdSQkJCQkJL6AyMvLo3379tEnn3xCx48fJyKiKVOm0AUXXDDKI5OQkJCQkBh9+P1EW7eC3GHC5/BhEC1paUR2OxRT8+dDsdTRAbJl3Dj81NYSvfYa0bx5ILAGQn4+yKBQSKS3RSIwJJ84EX9v3w7/qvp6YUju94P0IQIxxClyoRAIqKwsEEW33EL0rW8hRbC1FW0vvpjoK1/pqngiwvvj4qByYqjVGF84jGPu3o1jTZgglFaTJhH95jcgoNrbQU7t3g3FVkEBSLoFC6DQ2r8fbdjnymw+o9M1bJCk1FmAzWajW2+4gQJ2OxlSUujxtWslMSUhISEhIfEFhEqlogsvvJAuHOzXuBISEhISEl8ABINETzwBUkqvB/myaxeInHPOAYGydy9IlSNHQLKEw/B1ysxEHzk5RMeOgZhZtGjgYy5cSLRxI1IE09NBDLW2gvRZsoTolVeI/vMf9KfXgxQLBkEWcZqgokDNpNfj/YEASB+Ph+jjj0FoLVsGTyqzuW+yTKWCF9Xf/w4Fl0oFQu7ECZBd992H9yYlQU11+eVIGVSp0O/8+USPP475xMUhDbG+HimFwSCM3E+cAMmlUoF0u/VWVPkbbUhPqbMAl8tFAbudrlMUCtjt5HK5RntIEhISEhISEmcJ69evp6lTp/b6/9/pdNK0adNoy5YtozAyCQkJCQmJsYEDB4g+/RSV5oqKQJ64XCBWPvwQvlJZWfBqqqmBSspigaG40Yg+mCg6fhyG4XffTfSXvxAdOtT7MRMSiH74Q6LLLhNpfKtXI20wGASplJqKn7Q0VNdzu1GFj83OLRb81mpBpOn16CslBWolux3ET24uSKWyMqiofvlLokcfJTp4UIz7/POJzj0XqYrvvQfyTadDnw4H+ktJwbFfegnKJ0ZpKdYvPx9rmJ1NNGMG+nroIRy3qAjPFRfj8dq16Gu0IZVSZxHpBoPQ+UlISEhISEh8IfDwww/Td77zHbL2YuiQkJBA3/ve9+hPf/oTrVixYhRGJyEhISEhMfpgTySLBQRMSQke63Qge9rb8dr06SCFJkxAqhwrjxQFZFU4DEKHCCTSli0gb777XaifuiMjAyl2N94IgoZT2jZtInI6cbzcXIwnKwsEE5uVR6NQLjU34zlFARmUkADFlckkPJ6IMI7HHsNc4uNBJO3cSfSNb4CMMhqhXkpOhuH5nDlI2zt2DCowmw0piosXYzw7doCUI8Lzfn9X3ymVCn3u30900UUiRVGnQ2pfaSlIM1aajRakUkpCQkJCQkJCYgRx8OBBuuiii/p8ffXq1bR3796zOCIJCQkJCYmxBY1GKIbq6kBEWa34rdNBreR0gng6/3xU3OPqfCUlUEOp1VAsmUyoTJebi6pzgQCq9PWnDzEau3os6XTC06moCKbjgQDGmJAAE/PiYhBooRB+MjPh3+R0ErW0gAQzGqH4CoWIXn8df0+fDg+sadNAHL3+OkgtXof4eJBlRUViPEwwORxivNXVSMv75z+hqgoGsV6x8PvRJxNSDL0eBF44PPRzNdyQSikJCQkJCQkJiRFES0sL6bp/GoyBVqslm812FkckISEhISExNtDQAHPybduIKipAknR2gjQxGKCKCoehPPJ6kZp27bVQDv3sZ/CdqqsDUZSQQPTMM1A0Mbxe/D50CJ5KU6YMblxTp4IcOnAA5NHixThOaSkIqbvuAlH04Ycgh8rKQCw1NkIdtXw5+vnxj0FmJSVB8TRxYtdqfzk5GFd1NcgqIlQeJAKRZbWifSSCfjh9r74eCq3ycpBnwSDWUq1Gip5GA3JMUUBuNTdDXUaE50pLMT9FEWTgaEGSUhKnhUAoRDU1NbKaoISEhISExADIycmhI0eO0MSJE3t9/dChQ5QV+wl6BPC73/2O7r33Xrrzzjvp4YcfHtFjSUhISEhIDAbHjhG98QZ+JyaCgDl4EISK3w8iZ948qKQCAaSvff3rUEAR4T2rV4v+TpyAUioUAqlVWgqyyOkEqfPnPxN9//si5a0vdHQQ/etfON6xY1BipadDLXX55UQ/+IFIk7v+evxua4Mx+v79IHsqKog2b4YXldGIfo4fB2EVm83PVQZjv7uaPRsE0vHjIK2Sk5Gep9PhuAcPYk55eUQzZ4K0CodBitntUI8RQTG2Zg0q9L3wAp7XaoVRfH4+0b//DQP5r30N7UcDkpSSGDLswSBV1tTQ7+64g6zZ2bKaoISEhISERD+45JJL6Fe/+hVddNFFZGQ31pPo7Oyk++67jy677LIRO/7u3bvpySefpJkzZ47YMSQkJCQkJIYCRSF6/30Yh3MaW04OlD/V1SBqzGbxWm0tyJrzzhN92O0ibW3cOGGSfvAgiJ+SEkH4FBbiWM88g+NkZIBI2rkTCqOUFKTe5eaizbZt6LOgAASTywX10/e/D4Jswwak6FmtUD/9619QY8XFQS116BCenzkTY0hOxrwOH8ZYdDoonqqqMObx48W84uNxnBdewHqkpoJk4+p9vB5eL4imvDyMY9o0kFVf+QraFxSgb5UKfWzYgFRBIqKlS3FMjYbogw/w/uuuO2unvwskKSUxZHgiEdKHw3SdotAbJ6sJSlJKQkJCQkKid/zyl7+k1157jYqKiuj222+n4uJiIiI6fvw4PfrooxSJROi//uu/RuTYHo+HbrzxRnr66afpt7/97YgcQ0JCQkJCYqjw+UD2xJpsq1RQ9QSDqIhXUQEPKZUKhMt114n2O3aAtGlpEVXwzjkHyiWPB0SLwwGCJz2daNYstDlyBGqm4mKiv/4VRBGrqz76CH5VGzaIqnopKSB0qquRvtfYSPTUU1BgEaFNMIiUw0WLQAapVFAdtbZifNnZSKubORNE2bFjaKMoUCvddFNPz6fCQqL/+i8cNxAA8aTREO3ZQ/Tww0RNTZhnfT3aLFiAPnQ6pBp2D89nzwZhtm8f0fz5Qq0VH485bt6MNbdYhvlEDwKSlJI4baTp9aM9BAkJCQkJiTGPjIwM2r59O91666107733knLSvEGlUtGaNWvo0UcfpYyMjBE59m233UaXXnopXXDBBf2SUoFAgAKBwKnHLpeLiIii0ShFR6hedDQaJUVRRqx/if4h13/0Ic/B6EKu/+hCoyEyGqMUCimk04lzwOlsU6cS3XADVEysotJooC6y2Yiefx7Kp6lT8brDAX+nggKQOc3NIJDGjYMqikkftRrve/VVEF7TpgmT9cOHiR54AOl78fEgnjIykO6XmIjnX3wRaYFTp4LMikaJ3nwT6YHqk2Xk9Hr8RCJ4T3a2mPO55xJdeikqBzqdIOGsVvTTHSoVyClGIIB5l5aKvq1W9HP0KMizuXOR9thbf04n0iLj4/mZKBEpFBcXJYcDarDhTOEb7LUlSSkJCQkJCQkJiRFGQUEBvffee9TR0UEVFRWkKApNmjSJkpKSRuyYL730Eu3bt4927949YNsHH3yQ7r///h7P22w28vv9IzE8ikaj5HQ6SVEUUvMneYmzBrn+ow95DkYXcv1HH0uXRunYMSfp9QoZDGqKRkEkzZwJdVN7uyBJ7Hbxvv37QQjNni1MwxMSQDwdOQLD8DVrkJo3bpx4XyiE9DyjEX3PmgX1ECMhASRUfr4wG/d4QGJZLHjO7cb4Yn2hZswACWa3w2R90iThgZWZibYuF8ii888HMVRdjb7r6mDWvmgR1E6xJujdceQI+pw0CUovpxMknloNU/gJE4guvBBpib3BaBRG6xh/lMxmrP/EiepThvLDBbfbPah2kpSSOCN8VgzPbTbbqW99B8JYn4uEhISExGcXSUlJtGDBghE/Tl1dHd1555308ccf9/Cx6g333nsv3X333aceu1wuysvLo7S0NLLGfvIeRkSjUVKpVJSWliYDwlGAXP/RhzwHowu5/qOPCy+Mkt2uoi1b0igUwjnIzib60pdADPWFUAjkVXJy1+cdDvxOT4dn0qefEm3fDmKICZdZs+Cl9PLLopIdEVRHe/eKCncnTkBRFApBmVRcjPTBjz8WSiNFgUJp/36k05WX472TJoH44Wp4TU0ggVauBCn25z+DQMvKQrumJqL//AcEGlfg6w0lJThWXh7e7/WCJGtrwxx//WsYw/eFtDQQV++/j3HGxUVJp1NRXV0a3XKLmnJy+j1dQ8ZgPn8QSVJK4gzgDIepsrZ2zBue22w2uuGGW8luDwzcmIhSUgy0du3jY3IuEhISEhISg8HevXuptbWV5saUGIpEIrR582Z65JFHKBAIkEajOfWawWAgg8HQox+1Wj2iwZpKpRrxY0j0Dbn+ow95DkYXcv1HFwkJRF/6koqWLFFTY6OaLBaokPoTEbe0gCQqLYUyafx4OkWm2O1Ey5aBCCosJLrjDqJ33kFbjUaYpP/1r3jO5wN5lZMD9ZLTCaXU4sWofNfUBK8oIvgtXX01fK4OHsTYm5rQTqNB6pzZDHLr00+J5swh+sUvYDTu94NIyssjWrsWRNKMGWJO2dlQQe3di/n3hVAIyi6HA8ezWHBMrxeE1uLFIoWwN0Sj8NyyWuEh5XAQTZyoovPPV9MFF6j7fe/pYLDXlSSlJE4bvs+I4bnL5SK7PUAGwz1kMuX127azs47s9ofG7FwkJCQkJCQGg/PPP58OHz7c5blvfOMbNHnyZPrZz37WhZCSkJCQkJAYLWi1IGJmzx64bWMj0Z/+BEWSXg/Pp+pqEFAJCSB9zj9ftC8uBinkdkPV9PjjRFu3iuO2txO99544ttEI9ZLVilQ6rxckVH4+0de+BnXSFVdAAXX4MEipjg5RuU+tRjW95mb0c+mlXdP8iJDGp+2FhdFqMc7+kJODfp1OqL4UBf35fCCcPv4YaqzuvlBtbTBx37kT71mwgOiee9AuFEK/o8nLSlJK4ozxWTE8N5nyyGKZMGC7wOAEVRISEhISEmMW8fHxNL1bDoDFYqGUlJQez0tISEhISIwFOJ0gSZKTeydJPvwQaXUzZ8KgvLISiqfGRpBRN97YM+2P/ZP270fFPrsdCiGVCkojpxM/3/seyJvt26F+8vtBWhmNRJdcAs8mIqTX/fSnUBq9+CLGO38+Xtu7Fz5RPh98on73O6LbbxdG50RIn/vkE7yPzdfDYVTwmzSp//VZvBiVAZub8f7jx0W6ocGAqoClpUS33ir6drmI/vIXkGjJyZj3a6/hvffcM+RTNCKQpJSEhISEhISEhISEhISEhMSowGYjeuMNon37QNBMmEB0+eVd/ZWiURBLqalIl9NoiCZPhhLqyBGihQu7mpp3R3MzUX09SKO0NFFxT60GKXXJJVBbWSwgd+x2qJdMJqJnngEJdP75SJcrLMRPZibRk0+C9Nq6Fal+TPxMmUJ07BgIoNtvF+NYtIhoyxaQRCkp6NfpBMm2eHH/61RYSPTd7xK98grRtm14b3ExSLrMTMxt+3ai5ctRhY8I5FhJCaoFMlGVmQkvrB07RLvRhEyelZCQkJCQkJD4AmDjxo308MMPj/YwJCQkJCQkTiEQIHrsMaIPPgBRZLGAfPrrX5E6FwutligS6dmHStV7Slws9Hqk2pnNOA6/T69Hn6Wl+F1VRVRQAG8qqxWKqW3biO67j+gPfxBVAJ1OHDMxER5STU3oz24H6aXXg/TavLlr5cCEBKLbboMqav9+oj17oJKaNatnql93KAqIKFZ4xceDlMrIwOtxceirslK858QJzJcJKV5HvR5pkGMBUiklIXEWIKv/SUhISEhISEhISEhIdMWJE1AUTZkCooQIRudHjhBt2kQ0cSKeU6uJliyBUXh6OtLqFIWorg7qqalT+z/O9OnCJJyJKa8XCqy0NPzevp1o/XoQUc3NGE9eHoikUAgE0ttvQ521di3aBIMg1oJB9J+UBBJq1y5hC/P000Q//CGOSwSFUk0N1FEJCfCSevVVzOnLX+57DuvWET33HMgziwXH37sXj8ePx3oQdSWg4uJ6EnmKAlWVSiXeM5qQpJSExAhDVv+TkJCQkJCQkJCQkJAAFAWpdFVVIKRCIUFIEQkfqO5KqdWr8dy+fSBaFAXpctdfL9RCfSEjg+jKK+ED1d6O95pMSGUbPx6pdL/7HUiuuDgQSuEw/KrS0jCmpCQQQ5s3Y8xTpuD56mqQXcnJUDC53fjbbsd7du4kevddomuvhcfTxx9jfrm5GFtqKo778ceoEBgf33P8Ph8IMa0WRJ1eD2IpHIbhe24uzM8TEkCaffQRFFx1dUiPLC/H+2w2EGYdHfChMhiQupjXfz2wEYUkpSQkRhiy+p+EhISEhISEhISEhARIlBdfhCLJ7QYBdPQoSBqLBWRLQgJImPT0ru9NSCC66y6QUrW1IJVmzerfSyoW3/oWyKNDh3AcnQ7pd1deifS9tjZUt3O78ZrRCOKHCH5OcXFIjTMYiObMASFFBFKruho/LhfGabej/ezZILi2bIFPVksLCKHuhuxpaZhTS0tXUqqxEamBbW0gnfh9+fk4Rnk5xuR2g1i78kqi99+H6stoBIkVColqgdXVUIVNn465lpTg/ffei7UYDUhSSkLiLEFW/5OQkJCQkJCQkJCQ+CJj82YoftLSQKxoNFD1vPEG1ExGI34yMkBUffop/JfcbpAnWi3S3pYuHfqx8/KIfvELeERVVICEWbgQRuF/+AMec6W+cBjEWDAIsqyoCKRQWhoMzZmQYuTn47XKSvSRlITnrFYos/x+xHlxcZif14vfDK8XJFtcHB4HgyDvNm8GkRaNglAymzEPjQbrUF8PkstoxBr95S8YX1ER0YwZGFNeHtHu3SDTsrOJFizAuLgC4c6dSE284ILTOqVnDElKSUhISEhISEhISEhISEhIjDg2b4YKiZNCXC6QMV4vSJtoFGohhwMpb+++i7+1WhAvfj/S3b7/faKVK4d+/PR0qIm6w2oFETR1Koia3buJGhpw3PR0pL3l5KBC3uuvoy2nHEajGP/550PlFB+P9MDSUqiZXC6i+fPhi5WZiYp369bh/fHxIJPq60EKcRriBx8QvfUW2k+fjv7Ly6GA+tKXQE5VVoIomzoVj6uqMC6PBworjwekW0YG+jlxAqquhAQxbzZ9b2kZ+loOFyQpJSEhISEhISEhISEhISEhMaJQFKiG2PA7EgEZkpAAomr8eCiFDh0CuZKRAdUPe0glJoIAKi8H4fOXv6BKHhFIm7Y29HU6aWgLFxJt3Yrx5OQgte3AATxesADKrJUroYAqLUU6XHo6iKbmZlTsu+oqEGevvAIj81AIaiSVCqlzzzxDdPvtRDfcgHkdPIh2RiP6v+EGtA0GiTZuBFHG5F1cHI6/eTPeFx+PtMfUVKQW7t2LuWu1IMHYt8tmw9hi0yJ7Oy+jlbpHJEkpCQkJCQkJCQkJCQkJCQmJEYZKRTR5MlRC2dkgX5i40WqR7tbaisdGI15vaICap70dzxcUgKyprSV66CGYjW/ZQvTJJ6Ky3pIleP7AAUEYrVwJ0qsvzJkDBdV776HyHxGIqTvvhAIqNl3vjjuQgrhnD0iy888nuuwyzOmmm6Cyqq4GgZWYCIPxuDikyV1wAdLu7rkH5Fp7O0zRJ00CwUUEwor9tmKRloZ2l12GlLyXXsIaRSJYR04HVBSQaTod/m5rg2pqzRqkJVZV4f2RCIirrCyot0YLkpSSkJCQkJCQkJCQkJCQkJAYcVxwAZQ+JSVQGkWjIE2KikC61NWBLDEakUYXCAgPJ4MBBJVGA8KmsZHoySfhARUfjxQ1txuKpFAIFeksFhxvxw6i226Dz1JvUKuJrr6aaNEiVLPTaEBsda/q5/NhjNOmYS4pKTgGQ6fDzznnYH5arSC0qqtBAk2bhuMVF/c+lrg4EEUVFeif4XRinuecA6LL6yV6/nk8p1JhLSMRHD8SweNoFGMoLMRzl15KtGED1F5aLfy0Lr4YxxstSFJKQkJCQkJCQkJCQkJCQkJixFFURPSjH8ErqqICpE9urjAQJ4KqZ9w4KI1SU4VyiZVAoRAIFYMBRugpKVD+EIGQcbnQx9KlUFUpCtGxY0SvvQb/JfZR6g6VCv1wX91x8CBIICbOUlJA6Hz5y0LlpFLhmHV1GAsjEsFrnLrYHzQaotWr4QFVUYG18XqRinfeeUQTTtbOOvdcpBHu2YP+q6rgz2W14jgeD8ioadMw1i1b4FUViYDIWrEC/fU137MFSUpJSEhISEhISEhISEhISEicFUyZgjQ+jweV40pKUIGvtRXkyaxZIGZaWqBCUquRpqZWQy3U2Qllj8kEgiopSfTd0YHndDoQOVxlLicHSqXW1tNTBdlsRE8/DVXXpEkYX3Mz0b//DYXWkiVop1IhVfBvf0NqXlISSKCKCoyhL6VWdyxbBpXT++/jOCYT0TXXEF1xhVBeJSaC4NuxAymRe/ciPa+2Fr9nzSKaPRsE3uHDMEb3evGa2400Q7+f6DvfEaTaaECSUhISEhISEhISEhISEhISEmcNKhUIJ68XXkerVoH4iYsDUfL22/CEiosjuvFGom3bRPpaYSGIlsmToYpyu0E+EYFc4RQ2VlYRgYhRq/G+08GBAzAr59Q7InhIHTuGsTEpRQT1UUMDTMkbGtA+N5foG98Y2FC8uRnkmcEAg/UlS0C0mc09PaaIMO/Vq/Hj8UBV9tZbIJyKizFfjwfjV6ux3gYDFGh2O9GHH0Ipddllp7cuwwFJSklInAFsNhu5XK5TjxVFIbfbTR6Ph1QnKeyamhoKh8OjNUQJCQkJCQkJCQkJCYkxB4cDJEooBDPy4mKRWve970ERpSggZHbuRPpdYyMqyU2fTnTddUTbtxO9+CLIl+RkvJe9lWw2oVaqr0e6Wmrq6Y3V7cbv7ooisxnqqVjo9UTf/CaIttpaqJymTQOh1hciEaJXX0VaY10d5j1+PJRQg1VXxcURLV6MFMWnnkLVwpoajF2txlgtFkFuZWTguG+9BX+sWBLvbEKSUhISpwmbzUY33HAr2e2BU8+pVCqaNCmPysvrSFEUIiIKBLxUV9dCCQmBvrqSkJCQkJCQkJCQkJD4wmDfPqLnngNZUl8P9c6SJUTf+hZIHCLxmwgG5HPnQkmk18NEXKUi+tKXYD6+ZQtS5IxGpAceO0a0cSPa6HRQHV1zTdcqekNBVhbGGghgrEQgjpxOouXLe7ZXqeD9xP5P/SEUInr2WaLHH4cqSqsFOVdZiZ+1a4eWcmi1Et11F9aguRlKqaefRrW/WE+rcBhzcTpBrOXmDv4YwwlJSklInCZcLhfZ7QEyGO4hkwnucCqVQhaLmxIT40lRcMfr6NhB4fADFA5HRnO4EhISEhISEhJjFw4HJAVGI+QBp5tjIyEhMebhcICQamsD0ZSYiDS8DRugmPrSl3p/n07X05TbYCD6+tdhON7aKkic5ctBIHH1Pp0OaYGni9mzoVjavx8KI60WhE9GBhRRpwu/H4TRE09A1aRSgYxLTUXfZWWoJvjLXw6tX7UahNiUKfj700/hK+XzQSkVCkFBZbGISoejBXm3l5A4Q5hMeWSxgAJXqaJkNLaSxZJOigJtZ2dnzWgOT0JCQkJCQkJi7CIaRb7K++8jQtXp4CJ8880wjpGQGC4oyunLZCSGFYcPIw2PCRMiqHvi4qB4uuyyoZ+qtDT8bNyIlLSCgq6vHzoEX6WiotMbs8lEdNttRG++Cb+mQADqq8svH5waihGNYitymuLWrUSbNgkfrPh4EEbt7VgPrRbV9cLhwXP1+/fDK6q6Gn2cey7SIffuJTp+HGopvR5pjWYz5hFrFn+2IUkpCQkJCQkJCQkJif7gcCAvRKMBYdKb2+yZwudDboWiIMLpz3wkdlzHjiGamTgRJaBGG04nSkGdOIF1mjsXZip9RZjbt0PWYLEgWgwEELE+8QTRr389ul/fS3z2EY3ChXrjRshoJkyAC/XMmaM9si80/P6uxAzDaIQRdyRy+mJJjwfkTneoVAMrpaLR/qvQpaTAK+q660AcJSQMnjxzuUAUbd+O986ZAx+njz7C47g4pDESgTDyevEeTuULBge3Jnv3Ej36KNYhNRVc/7PPQkn2978T/e53IKbUavzLmD2b6KqrBjeHkYIkpcYAbDabMMMezVqMEp85dDda7w/BYJD0ev2g2lqtVkpLSzuToUlISEhISHz2oShE69fDXbelRdQVv+EGooULh+84e/aAmKmvxzEzM2F+cs45fb9n2za8p6UFjxMTIS/48pdHTw1isxH9+c9Eu3ZhDAYD0SefEH3lK32Xdtq4Eb/ZzIRLapWVER08SLR06VkZusRJ+HxEJSX4nZMDEuezrC56802iV17B3/HxuG4OHSK69VaiefNGd2xfYOTnQ6HT2gry5dgxEEluN9EVV5xZ9u7UqeDFY5VFfj+2cW/iS0XBLXj9ehiMZ2dDWbR4cd9bf6hcud9P9NhjMGtPSsK41q5F2l5bG3ykFAXEk92OrRoOg5RKTiaaP7+rv1ZfiEaJ3nsPazp1qnjeboci64ILiP7yF5jLO53wqYqLE5ULRwuSlBpl2Gw2uvWGG6i9sZFa6uoolJ8/2kOS+IygN6P1vhAKBaixsYpyciaSdhB3+ZQUA61d+7gkpiQkJCQkvtgoKSF6/nl8aThlCj7xV1fD4CMrq6e5yemgrg6RidsNtZNajeeeew5OvlOm9HxPbS1e9/vxukoFc5P//AdjGq1g+4UXUD5Kq8VamUwgN157DYqp7Oyu7RUF4+6uCtPp8JrDcdaGflYQDCIKN5kguRhrKC0l+tvfsMejUUTeS5cS3XLL4MtyKYow8OlNrnI2YbcTffABou6cHDyXnQ2ZyNtvE82aNbrj+wJj0iT4Mz33HNG4ceCgfT7cCgZDvhDh9tDQgPbjxolbp82G2+mHH4KEsljQdv783m+Nmzbhlh4Mgts/dAi3fpeLaM2a4ZnvgQMwdi8qwnidTvzU10MVFghADaXVQjXV0QFOPykJiqpLLx0cN+zx4N9D9xAuORnpkvv3E338MX6r1fhuZdGi4ZnjmUCSUqMMl8tFAbudLlUUeiYcpmhEmmFLDA69Ga33hY6OHdTZ+QBpND+kxMT+E6k7O+vIbn+IXC6XJKUkJCQkJL7Y2LkTn/K5HncggIiirAyKi+uvP/Nj7NkDomLmTBF1FBYihW3Hjt5Jqf378fV67Huys4mOHsV7RoOU8njw1X8ggJwRrRZf1zc1IcoqLe1JSrF0YefOrq/5/YjQ0tNHftwtLTiX5eWIABct6rquwwFFwTHefluUDpszh+jaa4fvGGcKn08QUpMmgVByOBDBZmVBgTcQDh+GN1hlJa6TFSuILrqoa7mvs4naWhBT3a+hzEywF+3tozMuCVKrcbklJoKfTUkhKi7GVtm5E8LKjIze3xuJ4FL68EOcQoMB4srFi8HLNzVB+eN0QoE1Zw7R174GlVD3rej3oy+VSmyTrCwYjr/7LtGyZcOTrV1XB+UTE2719bhl6vX4nZKC2yVz+X4/1GQ33UR0ySXiX9BAMBjEdwGxCAZx/NdfB9mWno5jvf46/v18+9tIRRwtSFJqjCBlkGlVEhLdEWu03hfYbN1ozB2wLRE+T0pISEhISHzh0daGT/iKAiKqrAwqEJcLX/FPngxDDiJ86u/oQAQzlNyO9nYQON1JEKMRX/n3Bq8XUV339xgMoxdocz5IYqJQyMTF4UNFaysioN5w/vkgM8rKQBYEAvhKf86cwUdi3REMQurQ2opIa+bM3omRmhqi//s/oqoqvB4IwGX5+ushTRgu7N1L9NRTWIOMDEScH3+Mc3XzzcN3nDPBkSNYj6Iicf6SkrDXN2/GevSntj9yBHlBDgdkGk4n0T//iXP5gx+MjkWJwYC5BINd5TfBIJ43GD7/H3rtdpybYBAE8BhJxwyFoB6aPh230fHjMaxoFJduaWnfpNTmzUQvvghV1cSJuCXv2gVRXFqa4JRnzIAoLjsb1fx6C7ebmsBLZ2V1fT4zE/xsfT3Gd6YwGvFvhL323W5RDdBgQPay04lbVkoKeP1bboF/1VBOl8GAqoMvvYT1SUjAqS8vx+XrcGB92MsrPR2E2Z49uBWPFiQpJSEhISEhISEhIdEbCguhPGpoQGCn0yFi4HyLp59Gne5jxxAR2WwgN1asQEmmwShEcnIQocUaoESj+Kp73Li+36NSIdrgSCsaxVfuxcXDMvUhw+sFIeV2Y3046mHP1PHje3/frFkoC/X22yAwdDqiCy+ED5XB0LN9SwsiLI0G0WL3klF2O0zSDx/GsVUqRK7f+17P9XznHRBSM2YI0qS+Hj5ECxf2zIE5HSgK0bp12C8sxYiPB2FXUgI1D6eWjSZ8vt7dpU0mnNtQqG9SSlEgW+no6Gpqn5CA6+fCC0dnX06aBBLm+HHsFa0WDEZTExRcCQlgAYhw/TQ2Yg2ys0c/9XA48OmnSKll3zmLhWjVKshvxsj8eKt0J14Upefjo0cxpRdfxHbMyxNZollZILny87v2WVAA0qWmBtuhO4xG3EIDga7fJQQCeH6wWasDYfZsEE3V1RiTxSK+W2DuNCUFt6wZM/A7Pf30+MPLLsMp37ULtxeNRnCRdXVdzeV5G9TWDscsTx+SlJKQkJCQkJCQkBg9+P0w2ygvRxQwcyYC2+7KCnaj3bABJFFeHtxo584d/Cf3hgbU8m5vRxSzcGH/3j7Ll4vKXX4/IpS2NpAVCxagIt/zz8OQW6sVORivvIKvpL/3vf7HduAAgvaaGhBbxcWIqpqb8dX5smU93xOJIMIoLkaUlpaGKKOlBaTLihX9r0E0inG3tCAiSUrqnfwZLI4dQ6R4+DDmajJhjTQajLWzk2jlyr4JNpWKaMkSGL7YbBhLb+dEUUBcvf02zp9KBSnFV7+K88T497+xT9i8JRiE7OK550AgMrHi82HMmZld91p2Nsii8vLhIaUiEUR83ckzk0k4GY8F5OSARGW1GxHWvK0N56a/6DwUQrXFtLSu+z0hAVFwff3okFI6HeQmTz6JPRCJiL2zdy+uhUWLcM2+/DLUetEo7i1XX417y2cVzc1E//gH5sZEYUcHyPNx41CBcBSh02FbvfUWOGNGYyP8j7qrk9atA7/mcuFyCodxaS9ahEuLlUjdhW+sTOrrNpyZCRJo82YQRQYD+q2pwfiGy+45Lw9c4Nq1uL14vbgVpaVhLnY7tqfFgsspPX1o26+lBf+mDh8G371gAU6xzYbH06Zh/U6c6Po+RcGWH4mCskOBJKVGCFwVzdrNyj4QClFNTc3nrrrZcM5rsBXlRmoNQ6EA1dTUDNjuVMVECQkJCQkJidOD349Pyrt2idyG99+Hyujaa7tGEhs2oJ51MIhgd/duONJ+61v9V6ljHDiAFKqmJkQDkQgindtv75swyc4muuMORBE1Nfj0XliIiMlsxni3b4eBCSuBEhIQIe3YgRrcBQW99717N8oxcZmk0lJEFC4X3nfllV0VNIqC97z3nqgbnpmJeRAh9+LSS3vmocTC7cYa7tkDsig/H+v93e/2VOsoCkg8nw/r0FvUsnkzao27XIjmfD4cg12HOzshT7jjjoGJQ52up+dULPbvB3FgNiPCUhSck3/8AxFfQQEIh337sAacrqXX49yUl8PrqOiktyZHqt3TCjmK7S3dzOPBT3Jy77lAvUGjQeTJ6YmMYBDHGC2/pe6YMAGm5h9/DGLKZEJEm5AAVVHs+QuHMZ+ODsg/JkzA/mBFDiMUwvuGWqpsODFxItF99+H6f+017NW0NJznTz4Bw9HSgjnn5+N8nTgBtd1Pf9qVMRmrUBTcQ7duxTmbMAH3uNZWMC587pKTQTJu3943KRWJ4D6zezfuTVOmgPQdAWP+iy/GNmJz8mAQW+X667um7nV04NSp1fjOwuFAe6cTt81Fi3Da4uPxGl/CioLTO3Fi37dhlQq8tsMBfj0axXEmTwaJNJxZpytXYjlLSnAJdXYiW3jXLtzStVqcorw8eGANVkDZ1ISip+Xl+FcUDIJzXbMG6X9qNdaprg6iwaYmbIu0NBw3I0NkoY8WJCk1AuCKegG7nQwpKfTTBx4gIiJHKESVNTX0uzvuIGt2Nj2+du0oj3R44AyHqbK2tsu8TpcsGkpFuZGoEBcM2qmmppLuuON3ZBjgW8NAwEt1dS2UkPA5z0WXkJCQkJAYKZSUwNV2wgRBIrS2Iq1q1iyhrvD58JW6RiPqXOfkIHh86y1EJf0pOdxuokcfFV5FTEqVlEBZ8+Mf902aTJyICOE//wEZwuNk59hotGfAlpQEQqelpfdoKBKBi25np5jPxImIoEIhREPdCZq9e0Fi+f34Gr2zE2qIFSugyBpM4P/GG/g6fdw4QZ7t3o3SU//1XyKvo6UFZCF70aSmIoJcs0ZEaW431i4SEd5PeXkg+vx+zCsnB0TZ/PkDj20g7NyJscTm4BQWgpjcvx/r7PejTXcCjeUPnZ3iOZMJ43r7bcyPK/7V1CBKi5VqeL1Yu23b0EdaGtZj1aqByTaVCgTA8eNQtrF6zOuFUq8vQvRsQ62GqigrC2Sjz4f1uegiMAEMmw3kbkkJ1tRoREQ7bx4Ugu3t2P/hMKLk/HwYB40m4uKwNzs6cF5TU/F8djbyqQ4eRM4Tq+iKi7H3t2w5fVIqGMT5drtBRk6YMHK+Wu+8AyWgy4V9ffQoJEORSO9edU5n7/0oCsyI3nkH79XpcN3t2EF0113DXnggM5PoJz+B0LKyEoTK/PnilsioqMC/BS40On48uDXOuGxogNLowgux7IcOgTMOBrGdr7uu/2zFzEyie+/FdwJ2O7bvzJmDrwI4FKSl4bbBWLMGt5z2dtz62bS9e0HS/rBuHS616dPFLbyjA7f6Zctwq3niCRwjLQ0Zy3V1uH1OmQLB8YSBLYdHFKNKSm3evJn++Mc/0t69e6mpqYlef/11uuKKK069rigK3XffffT000+Tw+GgZcuW0eOPP06TeksIHUPginrXKQq9bLeTx+MhIiJfJEL6cJiuUxR6w24flBros4De5nW6RNFgK8qNVIW4SMRD4bCe9Pq7BqxS19Gxg8LhBygclhUTJSQkJCQkTgvl5fjkz2lWwSAInuZmkc5GhKijtbVnLkVWlohK+vpUffAg0SOPEH30EYgbpxOf3jMzkSJ37BgC7f4CrhUroKrYswdj0OuFCqGjA4EnpzwRIaA3GhFl9QaHA1FBrBxApULfR47g6+tYUkpRECg2NmLM4bDw/9m6FcTPQOlRbjeiv/R0UWaJVUSlpYj8iotxDp54AsqSggLMg0mquDiRHlhZiedjP5ebTIiC2tuJvvMdrM3Bgwj858/v3dRlsOAa6bFgRZPbjcdpaYJoiF37lhYQEXndPltedhnmcfw4+opEsP+uv75rCtuzzxKtX48+EhMhNfjb3xABrlw58NiXL0fd+X/9C2NVqzE+RUEkOlZgMhFdcQXWhc3BOzqgpqurQ7S+fz+umYkTcT253SDrzj8fEfa2bbgeNRrsn29+8/Rygzi1kXOqzhQ1Negv9h6iUoGt8Hi6mhj5fIjkt22DQzaTWINFbS2Iu4oKnF+zGQTkN74x/HlSbW0g3KurxfXAx+jsxNz4cTSK89nXnj1xAvdJdtomwnkoKcH974YbhnfshMtp3jxwvH1xdixq5FPEt8CDB4Xd2YUXgnwKBsGjNTXh9rpo0eAUR0YjUt5GCp2dGJvV2pUn1OvP7LZIhEsyKamrV1RSEi7ZsrKuRWRVKnwvc/gw1v7eewcv+hxJjCop5fV6adasWfTNb36Trrrqqh6v/+EPf6C//OUv9I9//IMKCwvpV7/6Fa1Zs4aOHj1KxuFyHRtBpPO3Mt2QNhbO/AhgOOc1mIpyI1ksYzBV6riinYSEhISEhMRpIhoFEXDoED5Bh0IIQtXqrmlV7AQbCHRVRHEVrb4+F9bVwU+mrg4BttGIgLmtDV8PGwzCVKMv2O2om+12g4iqqwOhdd11MOPetAnOu0YjAjmPB0RHfySM0Yhj+/1dnw8EMJ/uX9EfPAiljseDKINriSckIIB+4QWi++/vGpV0h8+HyCiWPCMS9ce9XjwuKRGEIK9rQQGOu24dCBYOfntLf4tGETG+/DLWSqfDef34Y6Kvf72rTGAomDQJqi4+ns2Gn5YWQVrodCBUnnwSc2Dj9WgU5ys5uWufGRlEP/sZ+q2tRcQ4dy4kBIyqKryelyd8oRISQDh8+CFS3vqrSsdjratD9B0fj3NnMoGU3b+/bxP4cBh7wmw+uxXTtFr81NUR/fWvmKtWC1LnxAmsESvz4uNBBB48SPS//0t0wQV4H6dZxqYnKgpI1+3bwRqMGweCJHb+ioJr6sMPhSHOqlVgLc6EnDIYsGe7m7nHGg4pCuZ6/DiIcZsNPmTXXAPSbTDnIByG8vDYMexZgwHrxqTmV796+nPoDe+9B2VUSgr2bzQqcth0OowjLQ17rq0NpFxfZdYqKnBviVXvabXY97t3Y+xnsg85Z81s7v9e1Q3Fxfj+obpaGHaz8G3RIghFY3nDGI3LqMPlgpj3009FAcTLLusqPjxTGI1Y2lgwgedy4TuO3Fxx6uLjcQnX1OC2PxaoiVElpS6++GK6+OKLe31NURR6+OGH6Ze//CV9+ctfJiKi559/njIyMuiNN96g66+//mwOVUJCQkJCQkJCYrgxYQIIFa8Xn5SNRhA/rL6YPBkRSSiEYObDDxGd5OeDGKqthUl2X15EO3YguJw9G0RRdTUC07Y2GP4WFCCI7kslpShIi9m2DYHzrFmihnhiIoK9yy7DJ/9t2xBwm0z4yv1b3+o78LJYMO7XXhOV2IJBBIVFRV1VT14v1sjnQ5Dp82FcwSCiDK0WpiTbt/dvcs5flu7eLdbPahX5KryG7e2IcLoTfQkJmHcwiL4mTkRkWF2NMbPSqKEBY6qpgSKNCYDqaqR3zZrV0/R7MFi+HJHdgQOIRhsbsSesVqRCJiVBLrF4MdZ940YQaUYjIrAlS3rv12rtvxZ6S0vPQJ0IBFdLC/bqQPM5ehTr3N3APykJKjU2smEEg1CsbNyI/vPykEY3b97ZI6cUBURobF5QaytIjhMncO1yNGs24xrwenGd9EWybdqE68njwTVw6BDO6W23iSh9wwao0NRqEC0uF/a/w4H0wt4QjWKcjY24lqZP70nsTpuGyLyiAmRRRwfIJya6Nm8GY3DwoEjRXLQIf//znzgHgzFrLyvDz4QJ4hpKSEB/W7cSffnLw+sjVlKCc2WxYG9oNNibbKZ0443wWfP7sYfWrOmpGGSo1T3L3hFhfXW609974TAI7fXrse7p6bhWByrKcBLx8RAv/v3vWEKHA1ztpElEl1wydCHb2UIoBH58+3acfqMRHHRVFbIhu6cpni6WLgUP6vViG7CXVkoK0vPWr+9JWoXD2CoD8elnC2NkGD1RVVVFzc3NdMEFF5x6LiEhgRYtWkSffvppn6RUIBCgQIyEhlPkotEoRU9+sxKNRklRlFOPhxuKopBKpSJFpcLvk49JrSa1Wk2KWn3qeSLq8lr334pKRQpRr6+d1TYq1YBtYud1umvLa6VSKaRS9d0HXh/csQbbJ/erVqtPu61KFe3x3qH2ORbmFYkEqbq6+tQe7QtWq5VSB/mfoK2trUfKqqIo5Ha7ye124zo4jX4Hi96O3xdG4vhnipG+b33eINdraJDr1T/kuowQTpwAcWGzCUPkUAjpdd3T1Q4fFoYf5eX4JJ2VhSDrhhv6DpZsNgTOHR1d/VXUakQ2RiPSavrKG6mpQeDMHkxEyAVRq0Vqj9WKtJw1a0CAxccjGBzIP+bLXwapsW+fIJgmTACZFfvV9eHDiDBmzwbJ1tmJY/j9eP+UKSDItm3rO8iz2ZDCWF+POVVXgxBZvhwE3eWXCxPulBSsb2dn18De6URQzmMzmbD2Tz2FQJ4VZxMn4njJyV0jnrw8EBqlpSCOekNnJ9ajvh6B+5w5OP9EON933kn00EMg/+LjQT5MmgQi7aWXEGkdPoz5dXRgzEYjiI5DhyChuPjioQXXViuIC1Z4MDwezPef/0SUmZqK9V+6tCcZyfeQ7sflCoWxn7cUBWl+77wDIiASwXxKS2EYv3Dh4Md+Jqirg7pNpcI6JiVhzVNScB3a7cJU32bD/PtLgfV4oDhUFOExpSjYE6+/DtIoEgFZrNUKYispCWTYli24xrob+Xu9YCt27sQ50mhALn3nO9iLioLxq1QgtZ55Bm3Ly3G8lStBqlZW4n4TCOAYRUWimuChQ/B0Gwwp5fWK1MdYmExYA59veEkprRZ7lE3nuSyd34/71g03QOEUjQ6sTpo6FddtQwPucyoV+nE6cb86XbzxBghpkwljra5GinAggC8FBoGlS3EJlJWJwpuhEPjK5OS+jcxHE0ePYttwpisRxsrZkMNFSq1cCX51926siaLgONdfDx67uBjfW8TFCTvFmhocn+tDjDbGLCnV3NxMREQZsbn2Jx/za73hwQcfpPvvv7/H8zabjfwnJdLRaJScTicpCgL14Ybb7aa8SZMoqtVSXjhMkUiE8iZNIl00SkVmM1F2NuWp1eQ+mf8e+5ohPZ2KkpJO/fYVFlKEiIrU6h6vnbU2ycmky8mholmzyDduXJ/9xM6rtbX1tNdu0qQ8sljcZDT23Yff7yavN29Qxxpsn0RECQkRUquLqLDQR1br6bSNUmqq8ySZox5yn2NhXh5PI4XDBnrssZdJ158rIBHFx+voxz++lRL4g3ofcDqd9P/+3+Pkdnf1TVCpiLKy0qipydbl89hg+x0s+jp+Xxju4w8HRvq+9XmDXK+hQa5X/+D/1xLDiF27oIYIh0HexPq6JCYiEOU61VzWnH2U2IenvR3BV3+BVmYmAp+GBhALEyYgwGpvR9DL6V29IRRCMNrS0lOJZbEgKHe7hUlITs7gyyUR4X133YWgnMmsGTMQsEajIDocDgTL0SgiiOpqKEc6O4WaafZsBLodHT2PEYlgnK+8grksXYoIqaICiq/2dqQgxgacU6fiZ/9+EEkmk6iq1j2Fae5cRD7PPIMoJy4OgXx7e08CJjZFqjd0dIA4O3QI81UUmJDffDN8qogQQaWnQ4k2aZIgvSwWKF3+9CfsHbUaxEMohDHOng3C4aWXMCc2Zh8Miouh2DtwAHvGbAaRV1srFFlJSVjPQ4dwLq+9tmsfEyfifLe2Ch+xSAT9rFzZdQ/X12Mufj/Od2cn5lNbi2th3rwhpT51gcuFMVit/RNI+/cTPf44CD61GuMoKIDKrbAQfdTXdyV816zpn2yprsbaxHq/8XVTVYU9plYLgisWqamI8JuacE1XVOA9Oh3I7Q0bML6EBNwTjh0j+r//Awm1aRMeq1QY/3e/K6pezpiBfcQVI9etE+T40aMY09SpOE5f5uDdkZ2NcbS14Vpg2GzinjOcmDwZa+JwgLHp7BQm5ZmZQoXX355RFKxBSgrRVVfhfnH4sEjTXbiwfzVhf2hvB7mZmCjuoykpOH8ffCCu7QFgs0FUV1QkeOpoFMN85x2I7cYaGhtxm46tQaFSgTAqKxNVAs+k/w8/BI+vUuE2l52N/mfOFPZpX/0qTsOxY+K9eXkQ0Uml1Ajh3nvvpbvvvvvUY5fLRXl5eZSWlkbWk4aH0WiUVCoVpaWljciHb4/HQ3Xl5aTW66kuGCSNRkN15eUUUhQqKysj8vmoTqWi+JO2+rGvBQoKqKym5tRvczRKXiIqO3Sox2tnrU1dHYXS06ns4EEyRyJ99hM7r/TTrM7g8XiovLyOEhPjyWLpuw+v10MOR92gjjXYPomI2to0dOhQGUWjZkpNHXpbKKVUVF+fRoqiHnKfY2NeJXToUCUVF3+/X7P3zs46CgT+TBqNZlBj3bevkgyGu7oY2KtUClksbrLZ4klRVEPud7Do6/i9YSSOPxwY6fvW5w1yvYYGuV7947PgY/mZgt+PoMfrRbCelIRP7Y2NeI6JI5UKQazHgyBRowFBEgrhx+1GitOiRVBF9IbFi5G7sHkzIgDOVxg3DsFQbS36744jR+ATdewYFBUtLSA3+Cvm5maQCy0tQyOiukOjgWoktjqZ3Q7lx6FDIJuiUZBq2dmiHrrBgNcKCxGBNDb2VEnt2wczk8pKGLSnpGD8eXmI6nw+BPBs3M7Q64m+/32odVidlpqKPJlly7DubW0IvF0unMvOTkRE4TC+rg8EMLfUVBEM19fjcVEfny3efx+ygilThNdXZSXR2rUgBjhFjhVc3aOplhZRNmvdOoybCKSE2w3VVW0txjdlCnJqtm/Hek6ZgvVrawP5FArhmIsWgWj5zndwTo4dw/61WnGsSATnjiPLpiZEiStWCOUZEdb44ouhGLHbscZeLwiRuXO7zqOhAQF7WxvmmJKCtWhpwVxqa7t6Xg0G4TAIvk8+wXy58uBXvyoUgIyODszV5cK1WF+P81FRgXmbzcJ3y+fDflqxYmDDd41GKMOIMP/2dlx/bNi/bx9+EhNxDB6b1wsC1miE6fzGjXguEgEpxYSU14u9XlWFa/7dd7Hn5s4FufLJJ2jf2Ynx63Qir8lkwpyDQRxfo8G5cDpBLg12zbOzsRbvvIPxxMXhXOr1uIaGmwU45xwoKDdswGOjUVSZfPFF/P7pT/su51ZairGWlmJsCxaA4ampEes0b97pl6JrasKe617FMD0d99G2tkF5hZWXiwxYhlqNy+zwYZG6NpbA/vLhcNfT7vVi3GdCSLW2Ej38MNYlNRWXws6duKyvvbbr6SooQHHVPXtEtvbcubi1jBUh+JglpTJP3shbWlooK0am2dLSQrNnz+7zfQaDgQy9bGw1p5qdhOpkOtpIfPg+lbKnKCKV76SkORqNkioaPZXqRkRdXuv+W6UopCLq9bWz2uZkWkd/bWLndbrrymulKKpTpE5vwOvKoI412D65X6SxnH5bfszPDbXPsTIvvT6PzOa+y+Aqior8/qGN1WjMJ7N5QszzUTIYWslsTu+yXoPtd7Do6/i9YSSOP1wYyfvW5xFyvYYGuV59Q67JMKO6GsFeQQGC3JQUBC5sZF5fjyAmPh4BC5uBazQIGKNRUYrJ4YD65eqre5pYEyFA/MEPxNfsOh0CzKlTESTabEgLKimB4uDcc9H/o4/i0/uECTj+4cMwFDYaRSQRDkNNcvvtIBc2bUJwGAiAADnvPKGUCAZBdlRV4bgzZgjH3liwh9X69XjvuHHor6IC458xA+tVW4sILDkZBFp2No7HOHoUahBWPxBhXXfvBrGk1QqCj0mCWKSnE/3oRzgvnZ2IoPR6pFmtW4dAnRVdnEJoNCJKTEzEXC0WjM1oxPzj42EYzeOJRSiE+aWmigBVpcL8jx7FDysqZs7E40hEEF68T7KyEJk1NGDdVCqcJ47GcnLEnnn7bYzXaETuy/PPY048jw0b0Nftt6OfmTPxutmMyO+JJ7ruByIQlUePYo/HklIqFeY+bhzOgdOJNVu2rGdUqNGAjOvowDj0epxnkwnRbGlp7wSJ14v9V1KCfT57NggGRcFe+Pe/cb1NnIhjfvghzu2PfoQ1amzEsdmbaepUzMfjwXh9PvQ/dy7SKFeuxPldv57ozTdBbCxciJRWvo4tFpCQOh32e0EBSCEi7GmfT1TYa27G+UtMxBicThAuej2um2nTQEa99hrmUFiIc15SgtezsnAtNzZivX0+jN3jwd5bvhzruGcPxub341yyao7JbqMR/VksYBUaGkC8LVrUc817g0qFlLmUFCiBysqw3jNm4Fx0ZyjOBH4/xnvxxTg34TD2jcWCa9jjQcGB+Hiiu+/uedyqKijKWMEXDoPIrqsj+slPTp+IioXFgjH6fF0JUK5QarH0NDzqBVxXobvQkoVg/f2b9vlw2svLccgZM7C9R1olNGsWtk5ZGbasTofbZWfnoO20+sSWLV3t3ohwyg8cAK/bXYCWkHD6YrezgTFLShUWFlJmZiatW7fuFAnlcrlo586ddOutt47u4CQkJCQkJCQkJE4PsfW9uT41EQL5YBAEQ1ISgrrKShGFsO+SRiMiEb0en/L//neiK69Eekx3omfqVHylfN99+PY/Lw/vWb8exEZaGn7v3g1/JK0Wr8+bJwyEjUa812IBATVpEo5VWoqAPD4eSg+uKvXSS4gO7rkHzz35JILG0Mk0cqsVJMWll3Ydb0kJyAO3G8STXo/xzpkDgkivRzpZfj6Ok5CA+V18cVdTlfXrQb6wrCA/X6RIsbqruRlRzIQ+vqxRqUS6jaIQPf000sfMZiitFAXqJlZymc3oa9w4BLNsIF9ZCTJg/nwQMb2BK/Z1jxI50vT7QWIoCqKtfftAiCQmYk09HszJ5wP5xO/T6UTqUlsbosFFizBuoxGECVfD27sX4583Txxz926QVSUlIDva29G/2YyxFhR0JdnYPbg35QenQcV6QkWjIAQYXi/Rf/6DcxQOC6LW58OaMknZHR4PquTt3YvjKwoInOXLQe688IIgMGw2zHHcOKTpvfUW0mnr6oTRtdeLfth37PhxodwLBhERs/qqqUkQGq+/jv7i40WFyEmT4JNWUED0ta8R/eY3uBa0WqxTWhrW1GbDPs/Px/qWlOA4xcW4XurqQEi5XLg+pk/HPszNxXW4Zw/W0mjEGp384pwcDqyL2439cugQ5snVOMNhHMvtxtw4Hdftxjqkp4PgG4o5fyCA+XKVTasV18jDD4ONuPnmngq1oSAcBuG1bh3m5/NhTllZGDvLcFhRuXMn5jhrVtd+Nm7EfWDGDHEfSkoCCX/gQN/FAfqCouCHr79IBPeQ3Fyo1KxW3AsSE3GuLr4Yjwdh+zJ5MrZZTQ34SM6ybGkBD9oXf+Z2Iyt4zx5sydZWITK97DJknfZVJPVMYbUiW/TZZ3H7stlwOSYm4hYUDMLv/XSq3x0/Ds40NivTaBRi3kFmRY4ZjCop5fF4qKKi4tTjqqoqOnDgACUnJ1N+fj796Ec/ot/+9rc0adIkKiwspF/96leUnZ1NV4ylOo8SXRAIhaimpoaIiILBIOn1erJarZQWm1Mt0S9CocCpNewPNTU1FB7ENwsSEhISEl88PPjgg/Taa6/R8ePHyWQy0dKlS+n3v/89FQ/GqHekUViIgK2qClFGfDy8jhQF0UIohE/pDQ2CqAiHRcDDYHLKbkeK16FDSNe75Zae3jZZWUS/+hXa/ec/iA44SPX58Om+vR3Pq9UgL9atw6d8jna0WkRCFgsCeo0Gwd/evXh+0iSRP8KB7qZNGMvWrSCxuDRSYyMC7OnTRVW3aBSqhWPHcEzuq6wMa5adjTSctDSsGXts9ZZeWlGBuXGgWVQEBUV9PV5zOhGwLlgAdVJ9vTBK7m4krSggGx5+WJAjzc1YD78fAXhmJsiCvXtx/sJhkGobN4oyUOEw+u4tuDcYoET66COQAGo15lZWhnExUUeEAPf880FgHDiA+S9ZAnLk0UcxJkURhI5ej/48HmGK7fGItMcZM/C8VitSwjQaoYJ65hmMW6fDXlMUzJ8Iv+PiQIhxKll+PiLogdB9PxPBrH7dOvTJKVisrolGsSe6+e0SEfbX7t04z0Yj1uDYMZjCazSCyHK5QM6xcXVLCyJmoxHrGomAkKivx57T64V/VigEUnH8eKjBNm/GmixeLPaZw4GUyIULsa6sZHrySeQP5eaCKG1pwXk2m4USMRTCOZw0Ce9PSMCcr78e16xWi+fYhP/AAcxNp8PeaG8XXmThsBhTJILzffQo3s+m7SYTjh0KCaLLaBSFDPjeEggIE6OB4PeDpN60CaRpfT3I2PHjcT87dAiE6qefgg256iowF0PFW28hNS8uThgrVVcLoporZAYCok1jY09SqqwM7WOJcaNRtB8sAgHs282bsdaFhULxV10NlsTpRJ9+P8Z24YVQuA4SiYnINn3uOSwjc6/TpoFc6gsbNoDb9PmgLHK7MV2XC9M8ehRiwb6yis8UU6YQ3X8/BGssWsvLw3Z99llcXjffPPR+4+NxmmPBt5ThELidbYwqKbVnzx4699xzTz1mL6ibb76ZnnvuOfrpT39KXq+Xvvvd75LD4aDly5fTBx98IL0dxiic4TBV1tbS7+64g0itpqrGRpqYk0OWjAx6fO1aSUwNAsGgnWpqKumOO37XaxpqLAIBL9XVtVBCQi/fmElISEhIfKGxadMmuu2222jBggUUDofpF7/4Ba1evZqOHj1KltE23tDrEV08+SSIqdZWBH8OBwJMIpBDfj/IDJ0OwT+XFVIUBKY6HQIuoxFBX1ISvo1PTYV5d3dkZ6OP7GwETYcP45P9iRMYB1encjjQXlFAiCQkCD+WxEQE1A0NQrXCHkex66rV4j2HD6Mfs1m8zgqkw4cRsDMp9eabGD+rhlwu4UlTWopIJjtbRBw6nViv7sjIEMQJEQgYTj8qKIBSZvFiPP/EE5AReL0Y8+LFcMBlYq+0FJEgp8cZDIjsTpwQ5FhnJ0iGjg70lZoK/ySXCwF+VRUiyf37oZTpLYXvkktwrMOHsQZlZXh/JAJSZO5cjL2mBiTFvfeCsCDCedi7F+OrrcVjrRZ7jUkMJiuCQfz2+bB+hw6BVAsG8T6unNbYCAKhvR3zdToxr7Q0rA233bNHlK/KyUGE2V9UePw4zvPx49izy5YhbdRgwBw6O3EMrnvPaauKgvPanVggAhHkdGKd2RTdbhe+VFyVLjERj5ubQZywzGLWLEFMLFqEPf7xx3jM6XtWK8gZqxWR9ssvYz34fdEoSBi1WhC4nJr4n/9gjEYjiAqjUaQHVleLthxls8onKwv3Ap8PJJfDAbItPR3nZ/NmQWR3V5DFqnVYnRkI4Njp6dgD06ZhTl4vzkd8PPZwrBl5NNq10EE0Ksglnw9KrkWLsC4vvgj1WGqqWPMjRzDulhaReuxw4Hq328GIdDch7+zEOdTpsOdjX3e5sH/4vrRtG/YGj50LHqSmYj2Li7EGvZnQp6bifMSCiT02RBoI0SjYlY8/xj1OqwWR6/Xi/lJbK1L1TCb8BIMgUf/2N0iJBonly3G6WPiWlwdevT9eb8cObBWXS3B0ioJtHQzitLz8Mpapvh5bY8mSvgWkpwO9HrfLpCRBfqWlYWtv3gxR6VCtCRcuBLfZ2oq+FAViwuRkCPs+axhVUmrVqlX9lpxXqVT03//93/Tf//3fZ3FUEqcLXyRC+nCY7tLrqZ2IHujspGvCYXrDbieXyyVJqUEgEvFQOKwnvf6ufk3GiYg6OnZQOPwAhcO9eEFISEhISHyh8cEHH3R5/Nxzz1F6ejrt3buXVg5kSHw2MHMmVD/vv49P5g0N+OSenY0APxBAIMXqhYQEBFA1NQh6pk1DwK3TIXjNycEnfq8XX4v3ls9RUYGAtqhIVIczGvF3dbUgLXQ6HM/tRsDV0YEgUqVCBMPpRunpiAgmT0Y0072UUigkDKLr6hABpacjaoj1pSIC4fPWW+gjK0v4CXk8+Furxdy3boVKaCCfs5UrETg3NIBwYRXKsmVIY+T5rV0LhQOnQXV04Jzo9URf/zrW8uGHQSb5/cIondMvo1HMhxU1kQjmxP48GRk4D6wu2roV0oVrruk55oIC7Il330VQazDAiKWpCX8fPYpzXFwM4mrHDpCLZWUIik+cwBhNJozDYsG+cLlw7EAAz40fj7V0uzHuQADnt6MD89mwAWt2/Die0+tBCnR2Yq9YrSIlcNEi9H/dddgXA6V5lZRADWe3g5g7cgSkwN/+BuVMS4tQuOTmoh1XWkxMJLriCuxPRcGea23F2DdswB5ubASBFAgItQpXt+TzwkbYNTW4FiwWQTpxW1YRxcWJc6pSYT84nVCDxcUJApf3MpOBOh3WjtMC7XacR963wSDeO28eon+jEfuHiVu3G3t/+XKsGY85HBZG+8GgMBpiNRyr5IgEGUWE54JBjNlqxXFYWZWVhWs0ORnrUVsrSEa+t7BJt6IQvfoqCFcmDNevBzF0/fX4nZmJ6/zYMRBBKhX2rtWKPdLainOfkQFiq6wMJN+JE8J8/+hRHC8lBYThTTdh3xKJHLDcXIzb5RKKUyZcOzqEeZLXi3muX499crISPBUXg9nYs0ekYEYi2I9ZWSKtmo959CjmnJUFNZtej+vqrbeI/vlPzDs3V1Tq9PuxloqCtbXb8VxmpmBknnoKc/jhD/uvBhmDceMEjz8Y8HKZzeKSJwJP1tKCfyuvvIJtyMK9TZuIvv3twduIDQSHA5dm91A4NRW3gIaGoZNSCxZA7Pjhh+iD+7vuuqHXQRgLGLOeUhKfXeQajcQan7TTSZKVIKMxlyyW/in6zs6BU/wkJCQkJCSIiJwny5kn92YGTkSBQIACMUoDl8tFRChsEh2J8jyhEEXff5+U7dspum0bgkCdDlEBV5zj4DsSQSQxdy4+1bOvVGcnArFZswQRYLHg/T5fT18ftxtBldkszL2PHRNqHHbL5TTC2KBWpRKBfXMzjhsXh6B61SqkhDU2IthTqRAFhUKIiEpLQRi0tAgfo6ws4cEUCiGYbWxE4KrX46exUYwhJQWB3VNPIYI591wEgH2Vb1q0CIH7+++DXNHpEEjefDPW4JlnKLplCykOB0WbmxEocrW8aBRfwWdkoAKf3Q6SQq3G38EgIiiVChHcrFlIQ3Q6BYHHJB5/DlSrBfnx6qsgtqZPF8Qhn+eMDJBTOTkgHnfsEOezsxOk1oUX4n1NTTh3Tz1FdPAgxuXx4LwzgVFXJ4gZiwVknMGA+UYiGE84jOfy89GupQVESDQqSBmbDW3CYRyDyUO9HufhS18S+62v60VRYJbf0YG52+0UbWwkJSODoqWlmCOTlHxe8/Oxb202HGfrVlFNkE3/KyuxDmYz9onHI7yqTCaRnsrpgJ2dGLfVij727UMfiYkYF6e4jR+PfbRvnzDRdjhEWhpfb83NODaTr9GoSNtzOMT1q9OJ68hgwJiPHMH5UanQbsMG9Jmaiv26cSNIm4YGMc/ERIzP5cL8OD2NFT7dc5qYuGLjfKPxlGdXNBQipaWFohYLlFvHj2NsyckgSdigPD8f96ijR6GESkgQJEowCAI4Ph7nhQmsvDzsS5NJpJF6PFir9HS0r67G+m7fDnahsRH3JFb26XRYg40bkYo5ezbmazaDbHI6hTE/zy8xEWtmtQpVp06HY7ndaMsVOJcuBbOxfj3mplbj+RtvFPeCDRsgJTpyBOMLBNB3YqKQH3ElRZsNr3m9Yh8yEclErtMpCP+4OIpu3EhKejpFb7ppRHLoxo3DLZbt5bj2gcGA4VRU4PHMmeL2f+IEMoZnzOg9O3qoMBgEzxsLzmTkmhH9wenEJR0fj9ukSoUqe4sWYQ4aDbYwb9vBAoWwlJH5P3+y/8FAklISEhISEhISEp9jRKNR+tGPfkTLli2j6dOn99rmwQcfpPvvv7/H8zabjfzdP0kPB44epeju3eS0WEiZMoXU7OkTiQhTjM5OfLpOTERE4fdDOXHhhQjkzGZBXAUCIKw8HiiXAoGe5rlmM4KeUAjBcmEh+o4lAjho7p4KxMQGpxkVFYGQam+H4TBXKePUGSbRWlpQFa+mRpiYeDyYy4UX4vdf/yrSrjIzBYHCKUaKAoKAjd/fegsBYl4e+uiDaKRFixCltLZiTllZ6O+FF4iqqiiqKORMSiLF4SB1eTnWJSdH+EPt2YMx5OUJr6j8fBHRzZqFAHnhQkRKTKhNn472LpcgIEwmkdIYCMAIPjubaPVqBM07d2It09JwTnJzRfWz8eOFg6+iiMCXx+VwgJSMRITZOUsjZs/Geh4/juOzl5RGA/KgowPzmjoV0avDARKRTeXz8/EeVoGxuo4rI7rdUJ+dJH37hceDoD439xRxFs3LI+fEiaTodKTmvclpXkyYmUx4T3Iy5m2zgRyMjweB5/UKXyCjEfPisZrN6IfJAa4emJiIuSclYR2ZpLXZcMwZM7DHExOx72bMwJpFInjMxNYFFyAiPnoUz7GRvcOB9pMm4fh8/ej1wkzc48FzoRDWMympaxk1TpecOBHXid8PolKrxTn2egVxw6Qym96zWir2mHo91ofvG6EQRVUqcmq1pMyeTerGRryXvdo6OzH+NWtAypSWgoBzOnG9WyyC5Bk3TqQhlpeL/Wk2C98xoxHP5+dj73N63+bNaBMOY4xFRYJg4zkEAkQPPAB1U1YW7l1NTTiu1SpIqsxMEN2TJuG5qipxXXZ04Nyxki0lBezL1KmozNfcjPHk5mLPtbbiGOvWYV3Yd4z9zYiExxeRKBigUmGOWVkijZMLPDCxz/eC5GSKhkLk1GhI2bCB1N39rYYBy5fDfszvxyUUiYjMZ/bjHz++a8bmjBmY/pEjmMpwYOVKCA21WpyaUAinZP584fveGyIR3B4PHsQp1ulwSZxzDraVySQKSBINyjO+C6LRKDmdTlIUZUQqDbvZC3AASFJKQkJCQkJCQuJzjNtuu42OHDlCW7du7bPNvffee8rbkwhKqby8PEpLSyPr6RjxDoRXXqHoli2kys6mtKNHQUqxlxKRiBAsFqGASUwk+vnPRZpLezs+gXNgylWerroKwVl3pKcj4HvySQRgyclQFLDPDBNAREJtwUQZqzyIEOT5fDh2djbey5HAokWIGCZMAFnV2opxZ2QIA5OWFkRDx4+DIGJj7aNHEfAyMcaknMUC4sbvF6TOiRNYkw8+IPqf/wEJsH8/xj97NkxRmNiKNUfZvBmqF0Wh6NGjpMrKorTSUlI7HFDhxMUh0Bw3DmsZFwdC7dAhRFFMCGi1aLNkCYJwvx+R1qxZIEz27xcqDkXB69EoiIfcXDy/YweirdpaRGesctFqQVJMnAi1jdeLYzOxsH8/yJibbxYpYtEoCAwmbFgpxWlQ7MkUDiPIz8gQRFJiIlbCJ3YAAHd7SURBVPaC14txss9ZbCqYw4E9EwxibDodzsGsWSAtequkFomIvdXQgMqFH3wgjG3cbopmZpIqLo7SystJnZKCvn0++Gu1toKErKsT6V+1tVhvTtNis3mDAcczmbAW7HXGRQJCIeyrhASQqaWlIFSuugrzOnZM+GYtXoxIvLIS7ztyBH20taENS0xMJsz/4EGck2hUkFtEeA97McWuRWenIF91OlwPKhVIHLsdaxUICGJk8WIQnGVlIEkSEnD+QiEcV60W81ephFkQkSDDYpVUJtMpdVY0NxfXwPvvk9pigXKopQXnwOEQ6cC7dmHMDgfme+yY2NuKgvER4fxxyqdej33q8eC6tduxz7hQwLp1OM78+cLT7vjxrub3rArlggYNDWBQeA/V1wu1WWEhfvbtw5x5//A6Njejb1b0HT6M8VgsuIcUFeH11lbMOyMD49q1SxjRx/7w+FiCpNXiWuLiB36/qFza3i7SLfl+nZhIFB9P0YwMUhUXU9qBA6S+/vozq0rYC1JTcQo/+EAU5+RLZ9w4UdSVTyERtmhTE5Z4kFmFA+Kii3AK9uwRdnYTJsDrPdayrDveew8cfuxt6t13sRXvvHPgTO6BEI1GSaVSUVpa2oiQUoP1Apek1DDCZrORy+USVdH0egqEQtTY2IjHI3CiP4vgdSIiWZlPolcMtgIhkdxDEhISEv3h9ttvp3feeYc2b95Muf1UkDIYDL0W2FCr1SPyQZU6Ooja20mVk0Nqi4XUnBbFpBSnYVks8DZpaoKqpqAA6VqpqVBEVVSANLHZEEmwEUh9vfDlifWW+upXid55B5/oo1ERxCcmihL2Ph8CKq1WtOEAlEuvt7XB1IOVOYEAgsPaWgT6BQUgefbuBfnCDrc5OWi3fj36ZQWCSoWAVqNBAMckXUoKIqfGRhACPh/aJiaCpDh0iOhb30JUw9X2du5EsH7HHT3NjTn9prmZyGQiVVwcqTs6SM1BfDiMY3u9iNKMRqEaiovD8TUazCUzk+iGGxBdORyCUHnwQaiHdu8Wyhv2eioqwtro9Yiw3nsP68yV2LiCXW0tzmcwiHZ1dcLQWqVCZPnkk1CKcXqa14t5RSLC/8rhEISZTof5uFwiWM/NxetM+hgMgnwzmTB+VqF0dmLsF110SmlD6enYa7GVDjs6MK+9e/G+tDTsUVaylJSgzcn5qLKySB0XR+rUVEGALl6M3w89JJQ/XD4sFBKpdy4XrhGVCvsyLQ3PuVyCxDOZhAcYV35MS8NYtFqsARMuVVVIR120CAq+sjKR9qdWC383lQr74qGHxOtarbhm+DpWFJCLhw6hHVfW7OzE3mZyTKcDIcZj5D6qqtCW973FAk+15mbskUgEfXLKb3eVTW9VO30+9DN5MlFnJ6mMRlL7fLgGQiFhWMSkV3Mz9q3VinEeP45zrtGAuPH7xT5ZsADr1N6O8xaJEN16K8b8yCNI02UySFHQXqtFe04jJupqHs+qJFZMjRuH/c9VOrOy8P76erx/2TKQYK+/DoJNrRaKQFYtcbpkRwdSjysrcd+qrcW1EAziHqvXi3srp1bHKqVivfH0elGdMikJ8woEhE9fIIDX1GqRThoIEM2ZQyo6+b+GCa5hhFpNdPvtuFR378YyM3d/+eXwm9+3Twj1FAWXa0EBSKPhGo7VinFUVIgM8KlTe2aZxyIQ6GoDRoRLUKuF+qu6WmSLnglUKtWI/a8fbJ+SlBom2Gw2uvWGGyhgt5M3EKCWujqyjRtHlTU19MT991NHSwuFhkv/9xlG7DoRERlSUmRlPokuGEoFQiKilBQDrV37uNxDEhISEjFQFIXuuOMOev3112njxo1UONacT1NTEawwCcJKJA5y9HoEW52dCO7nzwcp1diIQGryZASFkycjVaWjQ5Aof/wjArZwGEHjl7+MHI6KCgRvqamINrhi3pEjIvDncuicUuR2i7Qx9kjhtKO6OkQyu3cL4qa9HZXG/vpX4beiUqFtSQnmFo1C0RAIiB82FomPR/tYj61oFOvAZAv7xhAhCKypEQqQ1FREL7t3Q+GwalXXdY+LE6lQFotQIXU3abfbMQYOkpkw4gCzoQHB6rZt6KuxEUoXvR79TZ8OsmPfPqx7aytes1jwWKVCgOtyYQ11Oqwre1axp5fXi3Og0SCq1GhwriMReCvZbCBUamrwPvaqYYKCyTCuCpaeLky2jUah8qqqwl5JSMCYtFqkJdbWImBn8jAtDaSmXo9UqqoqjOPaa6GYevNNBPnHjuGcFhTg/WVliEA7Orqab7e24vzPmAECYf9+rMVbb2FuLS3Yq21tGCenqvF5YSUQK8FYVcg+ZImJIh2U93JxMdGllwpjfa5Kx8RWVhZST2+/HeRaZaUgN9hL6MQJHJ99rdgTjM39WZ3EaY9+P84p78HERKw9V2dkk3QmLBiRCNaOveIaGrCnWM1TUCBS2crKBGFntaINXzexvlVEQnnH/lc6HcZ68CDuKXx/CoXEvIkw7tRUQZYx0RKJYHybNomKhCYTrufp00GgNjZi7bmqotGI17duxbUWmybNJBqTiezHxL+jUYxh4UKoFQMB4bm1ZAkUmDabIJVYpcR9s3qRz+H27bhfxMURrViBedbV4bxziiKThd2LlPFrrOJMSkKaZUEB9nN9vUghLSrCuQoEhCKKi0nMmTP4in9DRGIiivxdfTUuj/R08V2F0YglOnJECAszMuBbP4gwZEhQq7EEg7XO8niwXWJTC4mw1DU1wo//8wBJSg0TXC4XBex2usdgoAZFoQfCYfKEQqQPh+lSRaEXwmGKxkpav6CIXScioodkZT6JbhhKBcLOzjqy2x+Se0hCQkKiG2677TZau3YtvfnmmxQfH0/Nzc1ERJSQkECm/srVnw10diKfgtM82ttFoMMGzPPmIUjk5773PfjVVFQgivD58MmcSKS3aLVEjz2Gr5BZVWGzISh67TUQHl4vlAAtLQjaudJYezsCUJcL/cXFISJJTUUQxZW62ODY60UQ2NmJcaak4Dis6mB/Fo1GqEZiy9273ejb6RTeMj4fog8+PnvFVFWhPfcTCgligs3b6+pE5bNx4/C+w4eRhuX1gmhITQXZkJ2NsTc3dy3TxOltRF2JHUURxBCn3vC4f/YznAf2LLJY8JOVhXU+elT4/XR2ImiPj8f4WlrwHBNUrKJhcoNN6dkLikjk3bB/2M6dUPU4naK0PRM3rGbi45tMIDW4yl4s4eD14vw4nTjveXl4LSEBv7OzoWrhimIqFYLvrCzIFf7yF1TVY2URq5eqqxHhKgrWwmwGMcF5ROwbtXUr9hEbYj/6KP7OyUFKGa+XyYT2sel74bDwK2IixGLB3+yfxfvO4YC0YtUqKPiYkOWqfVarSFMcNw7XDyv0/H5cH5yqajCIlL3YGIf/1ulEWmVxsfBy8/txvbS1YW3cbrzGfcWmTQaDGD+TQhoNxs1qtqQkzGvKFDGH5GRx3lnRw3uZ9zOfa/au4+qL5eWYc34+1pR9w7xecU6ZHFUU/G00Ys24XXExXqurw/p+/esYw6JFIBg7OkDqHTuG+xl7bvHYYhFLTvG9cuNGQdqyn5zBgDU4cgRko98vUun4/Hc3nI5dE95TWi32LCu9OBWSifHY9zFZxteR2435secfm/drNIKsWrMG533vXvTncoFdWbQIXx6MMFJS8BOLiROJfvELcHKNjdiuCxbgFjDaiI/HabTbuxJTXNegLzvBzyIkKTXMyDOZqNslT8k63aiMZSwjjz8QdzcSlZA4icFUICSSW0hCQkKiNzz++ONERLSqm1Lm2WefpVtuueXsDygWf/oTgvD4eARTWq0w9oiLg0/NwoUIlGprEczMno33jh+P4GvPHiikmGjYswcBVEODIEfMZpG6otVCjcLV1NhEhNPlOMjV6xGVsPokHEaQWVGBqCA9HVFNdTUihbo6BN8ul0hh47nEElKx0GrRNi5OKEA4iLbb8TyrGvR6zD85GaRXOIwglsmIWBKJVSdHjoBE2bABiikOUM87D1KB738fhBWXaycSx+vuC2QwiKA0tiIiq2p8PqwHVxx0OPC+mhqhTOHfrNDgtLxQCGvESq1AQASwXNWOUyqdTkGapKRgnXw+UfmMjafZh0ulQtuODhAFcXEgF2MrOwYCgmg0GPBz8cUgGC66CCTQ22/jnM6bhyj1ww/Rb2enMGavrwcRGgziJxDAcePixHE4tYlJLlas5eaiP055ikRAdIVCIEgaG0FgzJ6Nvc1pnRYLfnPqKCvBuCIdkz1tbSKVym5HuwsuwLguv5zo4YdFGlhuLvbNJ5/gPbt2QfllNoOcqaoSe4SPbzAIlRWfX1bTsc9Tfj7Oq8slzqnbjX5ZkcR7jhU8Fosgapn4mDgR1xuTVnzdbdggUgeZsHS7cb5ZsRVL+PA4W1owNqcT5ychQaR3btsGpc/XvoZ2J07gsdmMMXR2Cn8svmaYmGXFX0uLUFAR4VxyehqrsIgEMcTkEa8xF1bgviMREILcr16P640rfjJKS4XKkNP2mLjnY3G/ZjNe46qAfj+IXiJBlBEJAj2W7GNPML4XabU43htvYFz8xUF8PN7v9eK+M28e9nx9PfbUddchdXAUv1xOTye67LJRO3yf0OuR+fncc1iu1FTxb27FCvw7/LxAklISEhISEhISEp8zKN2/cR8r6OiA46xeDxWIxYJgkBVGej3II069qqtDkL5lC8iqhASia64RHk41NfghEgE6m3EzQcCkwOHD+Ds+HsEo+/zEqimiUQSUBoNQw8ycKVJ1mppAWnAaTVubCJD1epAB5eVCPcIEDpeF52Ox31FeHsiNcFh4E40fL3ydWlowBjbYdrvxd0eHMIFnUsdkwt/t7cJYePlyzLetjejVVxEMXnIJyJeKiq6pVvw7Vp0RS6opilC0xJJYvF78hWNnJ8bOJB8bY/v9OH9OJ+aflibmySoMdhvW6RDER6PYJ2lpWHeucsipXklJwk+KjVfYkJtTE3nfsVKN+2czdLtdBO2JiVjzSZOIvvMdzOHgQRASvaUtNTTgfHNffL5ZWaLVYr5c+ZCr0jFRMGkS2rGnGROS7KfW2QnycOpUkKOHD2Odk5LQH6eUxqqTLBahkIpEsBd8PpAol1wCpdELL2CNmptxXU2YIAiz+nrslbo6jJ/PXVwcjqfRiHSwSEQQl+GwIDysVpEyWFoqPLFY8afToR++D9hsWCfuPykJ58Xvx7hDIajQmOBh8isuDu9j832dDuPOyRGeRkxK8f5mcOGB/HxcI5MnY/9VVwty6eWXxXXNRQqamjBnRRH7iveG34/7ChNn3cneWM+oWEKYCSkm0rmiIpFIx2Q1E79fpQIZTwSins+By4X1yMpCH5WVeI0JZb7PaTSYN5PL7JWnKGIvMCmcmkp07rmYf6znVCiEsQYComIhq6yIsAcWL0Z/69dj/6amYp7BIBiXb35TfsPcD1avxvJ88gm2ttEIMdoNN3y+7KolKTUMsNlswtx8kAiEQqeMnKUJ+ulhsGbYQz03EhISEhISEiME9oJhD6X0dFEenavZVVcj2OES66WlIFCIhCqHCRinUygp/H7x7T2riFjlw4QB+ykRdQ0miYS/jFYrfFIaGqCOcbkQAGdn41itrfjhIJI9qU6cEE66jFj/lljVEJtd6/VCJRAKIei99loQFU8/LYJZVnMwMdXWJlJnmHyIrTDndCKNJidHkHwff4yIJiUFwWFGBs4B+zTFItZHJhasdmICy+8HCcHl34kw9lAIx7BaRUUzJiN8PkFEsYk8E14qFebH42lrE6mQnOKm0QjDl7Y2cQ44bZMIRAcRzluskiQUEl5Dscba7e1QDVmtIKFUKgTU+/bhnFqtOP/79yOYD4Wwnqxc4bXhY7EBN5M6ViuO4XCAdJk/H9cCp2myco9hNmMuDgd8ypgYdbtxvjgNklPbWEXIpODKlSAB2tpAUl1wAVQw+/aBDGUvH60WpJTDgf3ucAiDeodDVIRkhQynefH1wymFrFRKSQHRxeQgk5idncJInh9XV+PY48YJFZTZLMgeJvg4zZH7MhqFIo3PoUqFNWF1HI+PyblYH67kZIyFKzCq1bjPsLIoEgE5V1cnrqfiYii9Zs9Gux07uhKdfA/p7BREE/tN9ZeWpyjinsPjs1iQ9ldZieOwUpKrgbJpPFfxq6jA3hw3Tpj9t7UJko+v4ZQUvJfHyFUx2T2b159VnnytHz8uZDs/+xnuc/v2CQXcJ5+IlFveJ+yZtn491FArV6L6J1e2TErCddbR0bMgg8QpaLVEV16JpW9txRbPyBjtUQ0/JCl1hmDj7vbGRmqpq6PAIMpYOsNhqqytpd/dcQeFiailrk6aoA8RQzHDDgS8VFfXQgkJkoWXkJCQkJAYErzeroEyQ6NBIBPbri+wnw8RSJWkpFNBp4oNciMR/P7e96BceO89BDuzZuH9e/bAKNxkQnBTUoJAjANOTsuKNV2ORTgsAnAmfmIVQrFgQ29WXHk8IFO8XpGexsSQySTUGn6/CAK7qzL4bx4vH4eDs8svF8qOpiZEH1/5CgyIjx9H/6yE8PkwR/a44cC9+/EaG/FTWoqgtrMTapPiYoyT1Vvp6TgvNpuonsVzYKURQ1EQnMYSekxUMHGh1SLIZBUFK1lYRcIV2jjA5r3E6ifukwkqVrOxMTSnHbndggxk0srvB0nEa8FeSxMmIFjX6bAG3ckEDsJ37kSddY8HaqFAAGljJ04IkpMNnT/5RCikuq8Rg02029ux7pmZgow8fBgyiOXLiV55BSQCuxpzKiATaLHqFiK81t4uCAyLRRjmKwpeu+gioptvFiqpjRtxzUyZIuabmIjx7N6N47PqJRQS5z4hQaRocapeURHWkytmslVJcjJUXRYLyFCnUyh3+JpgMi01FX1UVIjznpyM97InWzSKYwaDQjnG6W+x6aGx+5BTQePjoUTz+cQ5V6nwXHLyKSWdqqMD54LPHSvBiAQxGw7jOqytBVHpcvU877FpcfxarDF5b2BCje9fGg3WOi8Pqba//a0oHsBeWH4/HpvNIJmYpEpPh1dYTQ0eV1Xh+Gq1KFSgKEKNWVMjKgQyIcVEFd//QiFBBh45guuguhqVBK++GqTd178uUqB7U4K1tsJLbu5cHLu5GeRnZyfRRx8R/eEPpPrmN4luuQX3QobRKPY7G9P3BU4DH2pb3tN9Qa8Xe3sobfne3hdYWTuEtlYrkTXuJOnZ17/b2H5jfcB6g1YriH1FwfXQl0ime1tWLPaGoXw2iD3EoFpJ9Ak27r5UUeiZcJgig1Dk+CIR0ofDdJdeT+1E9IA0QR8yhmKG3dGxg8LhBygclmssISEhISExJHAd6u645BKid98Vj9PT+/6ges45CIiJEJTv3Enk9ZK6upoytm/v2vaJJ5Cq9+abSKd57jmQDwyHAyk1RCIlh4MBDhj6+kzV3ZA5Nm0vFqzaYRWIyyWChtixECHg6ugQ6X79HT/2NQ4WOX3sz3/u2fbrX0dg3dQkzKBjwWPpK+DlgKSzU6iGiIh+9atTxET8kSOkrq7ufZxMGHWvuNU90IlE0L/ZjJ+0NASdve0HDqxjU7847bK3ufC5SEjAWLxekZ4YCzYub2kRAbFej759PqhMuiN2/7DZelMT0c9/jp9YXHYZ0U03YZ9VVhL9+Mc9++sLTPBwqhWjpYVUixahWlpzMwiPgwf77odN4GM9ksJhEANEIE3Wr8ff06bhPMTHC08xxttvd+1XoxFebKxWi0X3822xoO28eT378nrFeBYswO9AQPim9QanEyTJzTcTPf+8MFaPBVe/JBKqwdgqhkSCeGawSuv738d1fPw4ruVjx041URNRRktL12P1do/g591uqON478ReH/wTi76uze6I9YabNQv3ybffRqpcX1khPh8I8cWLUbDgnXdwv+wLCxeCoE1NBRkUew1FIl0JF1Yzxs6Hfd2efx4/jLw8kcLZXRXG95Fdu/DDCj2ec2cnqT0eyvjVr3BfisWGDaJ66FNPoRpkX3jnHVSUJCL617+IvvGNvtu+8gqUqEREr78O8r8vPPssyDIiKGb7M5565BGi227D31u2IN2xL/zhD0Q/+Qn+3rcP56Yv3Hcf0W9+g7+PHUM1x77w4x+j+iwR7if9Vd39wQ9QUIGIVHY7qfv6X0+Ea5P3Fu+7vnDNNUT//rd43F+/MZA5Y8OEFGYlh4Bco5GyYplEiSGDzbD7+zEas0Z7mBISEhISEhKM/j77+P0gpKqqhGKjP3BgHps2NRgM1JaNh5kM6Q+sRBhMOXPudzBFcP72N5E2NpDNw1DmHgyC3Js2beC0GTZmZkPj/pCcLFIxB/qylRVyRuPAbfkbeq7KN1C/nCI4UFuVCvNnX53+0NgovJzY8HugvgeDykqif/wDarZx4wbukwmQgfrPycG+KS9HylR/YEIvEOhJqnQH79tjxxBM94f6euw1o7FnTfvuyMuDApIVdf2B1Yb9qWEYPKeZM4WKbDjAasxYZdBwYdo0nLvKyq7Kod4QCgl12UDXUSSCduecM3BbvqcOBpMmiTTmgd4Tmy47QKaLxBcLUiklISEhISEhISHROxobhWdNLLoTNVwmvjd0D/jLyoh276bo1q1k0+sprbCQ1KtWEb34Ir5N//e/8S3v0aMgOeLioCTh1LW4OKG+4CCIDc4HIiKIEFinpyP47egQyhOuNqXRgIAIBqFiSk6GuqC+Xqh22LQ51n+KA1OVSvhEORzCtyW2TTgsjqHTQSliMGDOnEbz1lt4LRJB6hcHnidOQLGg0yGYt9lAXsWqsLqrNthriYPHk75Y7jlzyKRWk3r8eChRnE7hq2OxQE3R2Ym+UlNFKpaigGzglKW8PKwbp+dNmIDjMLlosWDOsWvB6WYqlSA72Lyd071YTeZ0inTFggIoezgFkFVtjGhUKGkiEZy/tjY8bzJh3OxFxCmDbC7O6V9s3KLT4ScYJHrwQZAE5eUYi06HNWG/rFiCgpVgsY95LhrNKS8opbMTa+rxwKuqsBDKKacTyqq0NIzR6RRVC2N9iGLJkOXLsa85heeKKwR5snQp5s7eW62tWBe7Hfua0wO54lt3ojc5GdcdrxurypKShKE2m8v/4hdE77+PCpvsOdbZiTlHo7if5OdjDBkZUIlccAHSu5KScM1wimTsfuaqf1yCjP21+Fri1DedDsfksX/wAYonFBTg3PPvLVsoGgqRbc4cSjt8mNSx6WdDAaf88b7mPZ2ZiXWy28V9JTbtlUlRXvfMTKzxrl2iGujPfw6F1z//KdKDec8ajWKftbXBdOiOO6Awuu8+HJvJcvYzs1iw7hYL7ik+H+4nTPBZLNg73ZWIsel4RFjjCy7AWBYuFKmzscSmydTVa40I14rRKFSV8fEU7ewk26xZlOZykfqee4QaKfbLi+9+VyiWekMswXXjjUIJNVDbK68UCrzeECs6WbNm8G1XrOi/beyXEnPnDr7tlCmDb5uf33/bmC8ZlJQUirpcpO4vfY9hNvffb/fPBo2Ng1JLSVJKQkJCQkJCQkKid7BfzWDaDQaBAAKsDRuIIhFSCgvh57JpE8iVCRMEIfDBBwig2N+ITcgNBlHdKrbMu1aLAIwDf/Zg4pQnBhsyW63CS4N9RjiwNJtFdS8OoDIzQZZZLAjEjx8XRuqckmYwCJ8bhwPPs+FxrM8UB+tMgNntCCw5pY3No7l6YCCAYJoNxTllMRgU1e2YhOkL7M+TkoKxlJTg/Q0NCAA9HkHS6fUgHSIRzJWNlf1+EcDqdDimwYC/q6sxtsxM9MHpU6xeMpu7Bq1sihyJ4HWTSVQI47Vi0kuvF143bMrMfcUSQERoYzajP/aj4mMwkcO+Zmy6TdSVHGNz7exsBNJuN+bFxBAbQNfWdq1cyOmAsUqTWJKQg3u3W1ScPHAAZB6vUyAAcqq6Gq/Hx4sqezxODhLZvyUhAQbcO3bgfHq9eI/BABKHPdHYIN7vx/7k8bLyKPYYfE1FIuiLK+ERCS8vpxPjTUiAGiolBQq/8nJhiM7kLO+Hjg78nZoKMtPlAiFtNMJb7amnxH5m/yQ2J8/JwT0iGgXhWVMjCguwmTxXdtNoMLaKCpAsK1eC3NixA/5IJ+enWCzi/MR6vvUFvV6kh7LfF7+HlYcmE8bypS9hrmwKXl6OvZGcDAJRowERHQjgvCUlYc+xj9369UTnnQfSurlZePPx+vv92D9FRfAne/ZZkNl8jfp8ON9GozDdd7vx3vp6UaWT97zHg3PJ/l3dSSUGp+QlJMBzbdEi3J+2bYPCK9boPRQS6kWvV6QqcoEDIlIMBqxXSkrv/0uYHB4MhtKW/xcMd1v2ehvutmr1yLTlLy0GU3gttpjEYDDItpKUkugCRyhEwWiUbMFgl9/Ok8/X+f3UTkTBaJTcg6xox5UGrb190yohcYYYTBVGWYFRQkJCYoxgxw6il14SPjVxcQisDh5EIM5VzXQ6BJEffYRgauJEBLZ1dfgdDiMg4pQurVakYRmNCMTq6kTAFRvEJyXhd2YmAiFWjbAx7Ny5CDjLyhDA6XQgzNLTkapSWIgA3G4HYUGEPhMSECgrCoJENkrncXBVwFhCTVGQrsPeVFxhT6XCY1ZN+XwIXpl4i4/HDwd9BgPGz4bJ3cHqFibBmDCLRjH3ujocL9asnMkKjQbHZJNptVqQDXFxeGyzof/0dJFypNfjW3JOsWSCsDtMJkFoMFnDpA+nLjJZxqRNcjJIMyapeE1jg2EO3NloN9Ybi1VToRCOzf24XMLMm1VpXi/eV12NvvPyQBw0NgryiRUyKSlYV64KyZUf+e9YlQyTbYoCQkKnQ79tbdgTOTkgT9LToWo5fFhcN1qtIC7ZB+rllzHWggJB6PE1k5mJ8blcwjSfqyEGAl2JlViwgTwTrmazUEUy2RYI4LiTJ4Okc7kwNj7vbW1CtcQG60R4z5EjIJlSUnCtn3cevJT4GHo9zovJhP3G55KViomJgsDyeERFTqsV6ZBNTQiKc3Px3PXXgyh6/nlBysSqqni/FxXh/MZW52OSzmIRlR6tVkGKMbFtMOB+1dGBY8ycifNwySUgyF5+WZB9XGGUyQCPB3uusBBj2LoV9yEmrSwW9N3SApJKpcI6rF6NdfroI1GAQa/H2Li6XUYG1mfLFrF+TITy3lSrBUlvtQrj+1iw6isQwD3w00+h7ouLAzGanCwqOXZP32Sinc9jKIRxarU4R7Nm9dyDEl8ISFJK4hTaQyF6oKKV6oNp9FQDUevJ323hNPrQTlQfTKN7yrwUJvz9TKOXIgPkDsdWGrRmZ9NPH3jg7ExG4guBwVZhlBUYJSQkJMYI1q5F4JqejsApGhXpaE4n1Duc8qXRgHgpKMDvnBwEOa2tIshntQ2nLGk0SHFoa0MgxKSV0SjKwBMh+ONKevPmIZiqr8c3/RkZQiXlcAgi4MoriebPh8qrthZBFJNBJ9PhTvV/4oQIcLXarik+nJLHQW4ggACTU6g44GXFlU4njsPqk8REPG5rAwk0fjzarVsn1D+9KaciEVHZjJVhvBZM7sVWWgoGMdcZMxCkMtmi0+F8sLKkvl6omVgRxAoqlap3z6KkJGF0bjTCsJkrrdXWYkxsLM4qJE4/M5u7riP/zb5eej36MptF/0w6croXp2JOmQLygklEJuu6V1hj4obPPc+dq6VlZOCYRiMUMayE4tSzWPB5ZdKFU86cTpAvJ07gHCcnC9Jl7lyQN+XlIEw4FTInByTW5s1Cocb7nokhh0PMPzbdlMfXGyGlUgklHhF+O51djcZ5/pEI0aFDwg+KVYqcTsvryCqL+HhhZl5WBjLu4EF4VSUm4lry+9E2IwNk8NSpKJjgdGJ9FAVrNWECSBpWrZlMWBNO75w2DalMlZWoqFhVBRUmky98Hvl6nDcP5FhJCVIoufJjWxvmxSQlq8t4/7Eaye/H9WCxCPIlEsEYly/HOdiwAXOMRDA/vkaIMD+HAwS+wyHuhdEoHh89KkgwqxXvq6rCT3u72OtEWJ+2Nuxl3vtxcWgTqyLk656vl8REUbDAZhP98bVvtYpqgay6amzEa6tWYU6PPy6+POAvBVjpxZU5YyuzmkzSZ+oLDElKSZyCNxIhV8hIKvommdS5pKEAmdQG0lCA9GozaegKitfEUYiIVFRF3sjThPqBfYMrDV6nKPSG3U6e/nJQJSSGiMFWYZQVGCUkJCTGAJxOGDpzUMOeKmYzgp/jxxGUqtUihYRLznM63ZVXourfsWMiiOSAjSvM+XwiMF22DMGsSoXfBQXw7nnsMRyjsBABMX/zn5aGMba14XiJiRi3ooCIWLUKbT/8EGOyWESA5XYj0LTb8cMqGQ62OBB3OISvEFct5OBVrRZEG6snFAVKl7Q0BN5qNcbn9WJedrsgQ5hIi/W34j5iEYlgPGz+zME1t2evLB6TyyXSqBITMWZO9eHn1WqhPGPSR6XCuLmUfawHEitq/H6QHG1tGFNnJ86VwwHCIi8PffJ5YOIlLw/vYX8nVnWEQhjH9Ol4HFu9kMmxcBjHXL0aSiKPB2vHpAbvI0asiXMohP3KhFIwiL8XLcJYqqvR56JFIFpqa7v2w+cjEMD4AwFRKdDhQHBfXy8IoFAIe5n32urVUAE9/zzORVGRIJc0GrzPbBakFRHGyOeYn2OCikio+GJTDpmcZNWVxyPS1fh9vMdDIaFw4xRMk0mcj0gEj+Pj0Z775L3b1ITx1dRACTRxoqjiV1AAtZFKhXkXFWE9KiuFEpFTbtlbra1NEKf5+SJNlSt3trRgbqEQxpSVhXVLTcV1XlaGc7J8uUhFjFXGMSkeiQhfKLMZ7+nowLz8fpC5paXoz+fDvcdigWJr40YQX0xIulwi7czpFKQoKxyZZPR4QFbyfUWjIXrjDYzP6xUEEF9XvP7p6YIQZJUV3ztVKuwlLj6wfDnOCyvp2DONfemIBLHd3o42XAjg00+xF9xu8V72w+N7DBPrrAydPBnr/O67RF/9Kkl88SBJKYkeUFMaGdQ5pFZ1kkFtIrXKRzqVjtQqK5k0CaQhIjUNjVxKO43qhBISgwVXYewLnZ39p/dJSEhISJwF2O0IogwGQaIQCcKCg1mjEW3Z8JgDxLg4+KewgoKr3nG6VCSCoGjcOGHgXFsLBUFmJnxdUlPRz7RpCKYMBgRQNhuOfd118LRxu4XJtMGA92/bhmN9+CECK5MJZElmJtGttxL93/9hzM3NCLSSkoRJNwe/06aBqGBD76QkBOSc8sLqEw5+jUa8LyVFpOCxmXMkgvlwiprL1bW6X2zaDZMIsX5cRCLYZQ8h9saKTTVLSoKKSasF4XLiBMZRXy/SAJm8MJsxX/aymTYNxzhxQsyZlR98PB4Xp2Cefz4qhP373whw09KESi4YBOEUHy9Mzjklk5VOU6YQ/fa3RLt3w5OHg/rYVCSDAWbE//d/RDt3Ev2//4e9MmkS5sVpmUTChypWNRUOQw1ChDXo6ABROmEC3p+YCFIsORmqGDaC7ugQqiQmdNxukQLGijtWoYRCIF0MBvRnNkMpk5qKfZ6d3bWCIacsxnpfEfVMweLjszdSaiquh6Qk/Ob9zf5ic+aAUOH+Y724wmGhjONx8Hll02OTCeRSJCIIGFZVcVonKx0rK8X5jY/vSrIGAiAjJ0+GoToXLeD9G42CVAoGsffGjcNrx45hH0ybJhRS2dlC3ci+W8nJSLM7dgypdtEors+Wlq6kLZFQQiYmYj04RVenw2OPB/3YbGI9WeH01lvYC0Yj9rfTifuG3y/SMnm/MUEdu284zZTXmb3ZYtNDec9FoyDdJk7EMZKSRMom+3wRYcy8d++4A/fJxkakjb71Fs4/j4O977xeQVQ6HLjOWWHH9xG+H8RWCLRYcK1pNILET04m2r6d6KqrpGLqCwhJSklISEhISEhISIw8EhIQUHZ2IvB1uwUpw54nbK5rMokKP1YrAreJE+E3Y7fjcWenqOzFqW787buiIOhLTRWpM5WVCLSyswUh1NmJ46SlobpScTF8WZxO9J2cLIL/khIEdVYrgrraWgSgx46ByNq1SxgHOxxQa3DFNYNBpOuwV9K0aXitsRHHZ/+eWOIiIQH9VVbiOZ8PY7HZRNoUKy3MZqFmiI9HG65KyKlMsabr4bDwqOroEOeJSQf2umGvKPaG4dREv1+QT4WFmFdjo1DHxMUR3Xwz2rW3Yz2YfNTrBcnExGJ1NcadmQl1y5o1MM2urRUqoPj4robpU6aINDRWjixcCBKtuhrjz8lBahkTJ0Q4p7fcgrEkJSEIP3aM6M03hSdPOCxS+ZgIjDWF5qpqnLa1Zw/6uuQSqGMaGwVxmpKCgJ+rH9rtQunHKXaxnj5MYrCqpK0N41uyBHulrAyv79iBNW1uFqQE77HBgIlBVvax+X5CAs6fzycqQ8Z6lzEBxH+z7xPvUVaCsXdWdjbOa3091ogryalU6CMhAePh9DEmPjhVs64Oa6rR4BoNBIT/XFsbjhcXB1IwNxfXbXk53kMk0l0zM7EXOjpwjUYi2Jt8r3G7RaW7ZctAkrBCj0jsXSZ2Ys3cmXzhfaZW47y43RgPP7bZ8JzBgH6cTvRhNAqyiPcZ77XYx0RCTcnnm9NBOZWYFVBEwn+stVX4cBmNWAu+VrlPVn/+8Y9EF19MtGABquzNmEH04x/jWuQUQPa9YxI0VhXHKaecShhrpJ+WJozPVSr05fEI0pr3mcQXCpKUkjgrcIbD1BEM0v79+8nl9VLNyZuNN9DVpJoNqUOhAHm9XtLptKTXyxvTWMVgTMaJPntG44OdFxGR1WqltLS0ER5R37DZbORyuQbVdrTHKiEh8QVHSgoCPZtNBESchpKdLQKn1FQEJpzawn4rbW0IXjkgLiiAYqChQQRgRiOCJo9HpKC5XCKoa20VZEBHB76VX7MGgZLJhGNkZqLvlBQRVHMpdo8H429sFAGYooCoYU8WIow7llRjYi0xEX8XF+M4ZWVoEwjA5Dc7G+RWQwP6Y1Nqt1soVziYZs8sNjdngmDCBBHUt7SIoJWVE0ywcOoZB4/8d6wfFZN8n34KcqKhAes7dy7OE7+npATnhn2kmKh5802iL38Zc4yPB+ESCgkViE4HgigUAvEVjaISW1wc0fvvi7GyyiQpCY8TE3HchQsxBpdLKKfa23HshQuhajtwAMdj9RCnh9bUEH3ve6KUfXk5SAOdTqSvMVkUqwwiEmmWTCSy4XtBAdGPfkT02mtEf/kL+mtvx56Ji8MPk0+s7mEwQcPPscIrHEbA3tYmUu44He3wYbTl/c3nObavAfxfTxEbBoPwWWPT/KwspMvt2SOUS0RCIcNV7hIShF8aK2e44mJaGogi9jLi1DkuVMDH7ugQpvAmk9ivlZWiWl5cHNFPfgLiLy8P/XV2Yj9kZeE6UauJfvYzvKetDfcYRSF69FEcmz3reN1YqWk2Y1+fOIHzVVMDIpDnwnuBSRa+HoNBnOdYhRrPgQ3i2YsqMxP3Drcb94FZs4Saism9oiKQaXx/6Q2xnnN8vohwz+roEOmmPHajsat6S6XC+uv1eA8XeuAqoNu2Ybwff4w1Wb6c6KGHiP71L1H1kNMZiYSaK3Y8fG2YTMKnLxLBXmhqQv+cMqsoOO6KFUOr7CbxuYEkpSRGHGFFod9Xd1B5p4YO/OJRioTDdLupnVQqFdVHIl1MqgMBL9XUNJNBe4S0Shup9TqaOXeuJKbGIAZrMk702TIaH8q8iIhSUgy0du3jo0L22Gw2uuGGW8luH9y6juZYJSQkJIiI6CtfQYC2c6fwG5o3D68lJSE4czgQLHGaiskE0qN7CpXXi/ewGbnBgNeZhOLAXKtFsEWEfhMTEficOAHi49vfFsFUaipSlT75BAGTyYS+qqpAnhw4IAgpTlvq7MTjuXMxflYRMSHApblnzUJQnJeHoO7QIZBOLS0IiHNzEVC2t3f1ZNLrcSwmZ9j7xmJBsFlfL4LQuDhB5CUlCbUJqxTi4oRaKi4OKiImA7gyIM/LZELKGFcTY+VMbi7GxOlNnZ2Yg80mSClOLbTZkELH6Zo5OWjL6ozUVBAddjvOS1ISAuGSErRLTERA6/HgfFdUIGi/6iqco0gE/XIqaF2d8JiaMAF7a9s2HIN9zMJh+JeVl+Nxfj7GWVsrTPHZ/JrXPpYgYEUKEwE+H+Y3ezbO665d2Cex58DpFEG51wsiICsLgTj3yWvCYO+mWM+vaBTr4vUijc9gEIQpr4HZjOMGg+LcxhIYRF2JqlgSktVHXMWS90pHB9aPU/08HhAr7E1kNOJ3e7sgfRMScO4WL8Y1OXUqCKXSUuyZTz6Br5LPJ0z22cdLp8P7s7Nxnaanoy82wX/mGbRj0sPlEvePVauwb5YvF3P0+XDdbdiAPT5+PK4bJv7cblzfhYUi9be8XOwHViYR4bfbjXWeMAHj4fRh9stiApNTBZkc5/RhJj/z8rAPbDZU2mOVXHw85tpXRcTYKpL8HJNlcXGCCNNq0b/Ph3NHhHPHqXdqNdR30SiO73SK1N+aGjy/ezdM9LOz0dbjARnKCkxOQ+W9xPuLFVqdnSChuK3NhudZtdXZibXPygLZGLtPJb4wkKSUxIgjqijkChtJrXyHMtS51KwEKE4dRxqNmrQUJqt1OplM+Gaxo2MHRSK/pagSomytQo3BEIVCYUlKjUEM1mSc6LNlND6UeXV21pHd/hC5XK5RIXpcLhfZ7QEyGO4hkymv37ajPVYJCQkJIgJh8N3vEl12GQJyjQZBzl//ioBl2jRRXYxVT1xlSqUSBtOc9mK3IxBjBVVDgzCH1umgSFKrQVYYjUK5wEF3WxsCxKwsMcZrroHKYsMG9GW1Io3lm9+E55TDIdJcOF0mGETgN28evFfq6gQhlpiIeWVk4Hj5+Tim3Y75Z2UhUD58WKirWKXDxsMdHWg7ezbUVVarUG2x+oq9gPx+4bO1ZAnUB08/jdetVkGUdHZiDiYTxpCQgOAxKQn9tLUhiI5GYTB//vno59FHhf+QXo81DwSwpsnJGL/XK6p41dVhXZqaMGcmrVjV5PHg+KmpUOS0tWGtuB0TZVqtML/fsQPnsaIC3jRaLYLc9nYo3zgAVxSYZKeloQ9eYzY7LyjAfvN4sNbsmaSNCZHi4gS5YLHgfS0tQunEVQE7O0E8vPUWyE42f582DWtbVobH1dVYO053Y1KIiTAeN5HwdOJz/dZbwrersxPjZDNrTmlk7yNFwXE7OzF+Ji7Y64eNqhMSMO64OKwHExOKgvU8dgzjTU0VleG4+hobbXNqKJNbnI6blIRzxATJr38NBdvTTwuj8khEjIvPm0ZDdMUVIEri4nBuGhoEGdzWBoKTiZG6Ouyvc84huuiinvcdsxmppB9/LAz3ExPxWnIySMLcXPTHCslY/zZWxfHfKhV8rYqLMQ6Hg2jvXlGZj9NiY6vnsX+Y0ykI2IYGUWExOxvv5XRVTpnkfcDrwj9MNhIJAt7tFqSVRgMyef58nMNDh9DGaiVauhTk7htvwGuPCwVwOml8PPa40Yj2KSl47f33cT7j43t60MWOk88lK9G8XqyT2Yzz5PPhmD4f+l6+XKRPS3whIUkpibMGNaWRRQMDdZPGShqNhrTREJlM48lyUqoZa0htUMfkQ0uMWQxkMk702TQaH8y8iHr3Dj3bMJnyPjNjlZCQkCCVCgFKVhbS6aZMIbrpJqJ33kHwMnEiKpclJ6NallqNQC4axXPx8SBbxo0DWZOYSLR2LQIvNkvmlD/2IQqHcRPMzEQwxJ4uiYld1VeRCNF774E8iYsTiquUFATsXPUrHBaqBvbDaWnBN/0TJgi1THo60YUXIgANhTCHxkYEeBddhGCafagMBpA3mzaJtMDOTqGWYvXIjBkI4uLjEcCy59AHH2C+Ph+CvylTMK5FixDwPf+8MBzPzydauRLr2dICHx022WZPIK4IN348yDAiEBMOB97HBEJsahuriwwGnDMO8HNyEMR3dGBdysuFuTf7N5WUIGBNSACJ5Pdj3Y4exRyLi3FesrKwLnFxGMfx4zi2Xo85XXJJ172m1eK8NzWJymVut3iNg3smeDjFkSvJFRRgPePisH4Oh6hayKSR1Yq1cjrhSdbeLozQKyqwbllZqJy3eTOUgkwIsU8Tkw1M2PF550p6ej2IC48H54z9eThllK+RUAjtIxGMwelEv6mpwvPLYhGpU6yAYq8hpxOqppQUmPJffDH20n/+I9LvWluxbkuWYL8zkZyaijnNnAnitbUVffMef+89nK8nnhAplzxnJnPS0zHPr36VaN06vK+pSZwvn09U5Jw1C4oeJvjOPx8kZW+YMQP+SEeOCIVeY6Mg1VidGQjgHsQ+W6ymYiKICHviJz8heuUV/J2VJfYhq+pY2cg+U2xIHx8PgrugACrCxkacj699DeP/619xD8jLA4FZUSGqc1qtguhhaLX4YTLaYoHa02QS52PKFKi/0tPRJjMT53/ePKyx1yvIQZ1OkH2c2hgI4DxXVuJew+eNi1bEgteKVW+sNsvPx/NWK8g4kwmKx5//HH2kp/d+3iS+EJCklISEhISEhISExOhBpQJBs3QpAky9HkHTL38J8oHNhQsKEHAyKfD970OV9JOf4DfDZII6hYmpjAxhok4kKm4lJyN4jlVJHTkCNUVWFgJzIgRXu3fD9HjpUigLmGzhQFajQZB87JhQVOTkCH+s5mYE85MmIagzGkFOsFpMo0EAyMcMhYQaihUbBgP6yc5GStS8eQhAvV6oQNj/Sq3G+BYtgjqnogKm3n/4gyjfnpaGdq2tCOwdDvgvxceDACBCkBgKgUj685+huBo3DkSRxyNUHOyP4/OBaGAlGhMq48bhOElJeNzZibXPyMA6uN2ClFIUjKewEONobxeEEZtA5+RgbI2NRLfdhvmzEmPKFFHxjQhk2ubNOAYTH8GgINRYNcM+TVxNjQ3H4+Oxtj4f0gDj4nAeTSaRosnpmV6vSPeLj0db3o9scp+RgbX8/e9B5BD19ONhlYzVKry0rFaQKsEg9gyTI1ytjRVLrLDyejEPNqJftYro2mvx3vXrMZ5AAKSoySRSSrlKZG4u+svNBSk1Zw721EcfYe01GlwL112HOZ84gTVOSCB64QUQWH4/9hkXEsjNhUKKTfWzsoR3GisSWVmWm4sxJSdjD3OqKq8PEcZfUACyhAj7hz2v+rrPrFmDOaemYj9aLCB22U/J5cL1de+9UNU98gieDwQEkZmYiLG9954gu/k+wD527J3GJCcRxpmfD1+9W25BX+edJ5RnrDL84Q/x3upqXAuZmbiGQyG0aWgQaZ9MwvP9h1VQ//wn0euvg9TnexUXLUhOxj7asgX9sNrJYhGEpdstno9EcF8jwvqyck+vR18dHSK9kceSkoIflwvXcGpq10qMiYlYq6Ii7JnW1r7Pm8QXApKUkpCQkJCQkJCQGH1w4O33E916K5Q/LheCH68XRE9REQKivDz8fvppKBTUagSZioLnjx9HX0VFRP/7v1DnPPYYSB2jEX2lpiKA49QwIgRfrNBhmM1ov28f0fXXw7ybiSUO+jMy4Jc1fTqOwV5Iu3aB6FKpiC69FEHx73+P9DNWaTCZFI0iEF22DAEvp+BwhTqfDylcRiOUJmlpRF/6EsiEigqsAacCNjYiSGc1w4kTUEQcPSrSepYvR+Co0RDdcANUL+XlWGunEyRVZyeCyJoaeAGdcw4IMVaLsTlzSwvICkXpatC9ZAnIkH/8A+OJRDAHq1UQgtXVIAba2wVZVVqKfjo6hNLE44Fqi889V/ibM6fvPbVwIca8ZYsg+IJBkFehELzCmPRixRdXdtRoiG6/HcTXwYMYfyAgUi+ZTDIaMe+8PIzl4EFhZq1WYw6trVjTmhoo5+6/H5UFN27EXsvMRDuuoqbXY91zcrA+KhX2n8vV1c/M4xGeZmwYzgbgbEC+ciUM3XNysCbf+IYw8z5xAnu0slIQdlOm4HzU1oJIcbmwp1atAjHJFfF0OrHORTF2BzfcAGJXUUQFy+JinNdXXhGG27x+bHbOpE5rK/ZYfDyOuWOHUO+xqo29y5h84/TRgdQ2554LxdDmzSB31Gpcs1/+skgTZAJu7lys5dq18L9KSMBczGac/w8+wP51uaACTE3FfmIFHKuFkpJwb7jmGpwDp5Po4YfR1mCAeitW3ZebS3T33VjDgwexbj/4AQjW//f/oLIrKMC9Sq0W5Cib0rMa89JLMde9e3Fe+XpNTcVziiLUdQYD5s/psdzeYhEeciUlYl3Y/4rTi1nFmpiIsXFqZHs7rhf2neL7LFf6mzy5//Ml8YWBJKUkxgSCwQCFQmEKhYIDN5aQGEP4LFXqGwpGu6rfaB9fQkJiFPHccwgCk5KEV08wiOBcqwWZsXIlCJbjxxGcxqZAsRdLZaUwPT7vPASs27YhGOQ0tZdfxrFWrxZVxurrEbhlZHRV3SgKyJyf/YzoqaeEIbvJBEXDtdcigIvFwoUizY/TrAoLEfDr9UJNw+kzdjtIEEWBB0xhIV53OBB8ZmRATWU0Ith7/HEEexMmgMjhKmLRKB7PnIkA+aGHEITb7QhYg0GoNr7yFYw7JweEz/jxON4jj6DN7NlCwdPeDgJjxQoQKOyXVV2NfjMyRNpWYyPIjQcewPFTUqDQOXQI52HiRPx4PDh/8fEiNXPjRqEU4lQ0kwkEYloaiLO9e9Hm0UeRArRiRe8GyQYDPMwWLMB+yc8HgceV4LiSIRMknLKo1SKl9M470c/MmUTf+Q4ISbUaAXo0iv6MRoz7lltAVu7YgXHX14vUJo0G8966Fc8tWAB1X3Iy9p3BgPElJkJZptfjnDqdIPT0eozVZBJqrNiKi+yVxmb/4TD20eWXg/CKXRuVSqz/kiXwC6uqwv44fhznqaJCEBSPPgqV4G23YXycrtoXMjNB9ITDQo2kVoMA43Q+IqwVVzr0+wUBqtNhn91/Pwi8mTNxvbCH1qRJoj0Tco2NuAZnzux/bHo9UudWrUKfBgPInIKCrtUVeZ3OPx9rXFODPVxWBhLKYsFY6uqwl+rqsDe5OqXFIrzvli0j+tWvBEn96KPCHN3lgk/TJ58Q/fGPmD8RyLBvfrPreOx2EJ1z5giykysdMklZWorj1tbi3vGjH2FfNTZi7detwx5kNZ7ZLNRdscbjKhVeZ984TqG2Won+539QWfL110Ua9MSJuBYmTYLKjBWZfj/alpVh/FqtuNetWiWKXEh84SFJKYlRRygUpGOHD1E0GKIQlZMyUOlaCYkxgs9Spb6hYLSr+o328SUkJEYRkQgCNJUKQbzVimCKVS6dnUjbKyoCwcRG6CqVUFWxiTcR1CW/+Q0UEitXIjXokUcQvGVmInhsayP63e8QEAYCSBtzOBDUzZ+PYwSDQpFz9dXCN8rhwFiWLetbpdG9xHl2tjCSZmNk9iVyOhHc3n8/1mHPHqHq2rEDihP+fzNuHNIK6+uhwIpGRRpVOIw1i0ZB8rW1gQCx24V5OZeHf+YZol/8QqgYQiE8n5bWlcxgY+aCAihv3ngDJIZWi+PrdFiP+HgQHddfLwiM6dPxoyhQiWzeDOKjtFQE11lZ+JvJlVAI52jiRJyTmhoo3qqrhRfS229DBfWzn4Fg6w16PVIZFy0i+vrX0X7TJqzF174GJZVKBeJl61ZRDVGvh7H4vHki7Wr+fAT4Hg/WuqICc1y4EITIQw8JtQx7khGB0Fi1Cv3u3495azTYRxYL1tRiwR7/5S9BSkSjRPfcg9c4fSuWxGQz89i0scxMnKfycqRr7t0LZUt3ryWnE+dOUfA8n585c6DsY3JMpcI1sWcPlHPXXdf7Gv//9u49PqY7/x/4a2aSmdwzuV8kJKh7qEiDKqpCWFWWVUVd2lrdLb1pUeuh2G6XVtvtUqX9/lqxaldLW9RWl7orEqIJkjQiIgkRiVzkfpv5/P5498zJyG2GJCfR9/PxmEdk5sw5n/M5Z8bn88778/nU5upKwcwDB+gaSVmOMTF0bzg40GdNWkVQGlpmb08ZUn370v176RKd24gRwKlTFPD19ZVXhJM+r0YjBa+mTJGH+DVGpaJ679KF3tvU0DEHBzqn2kNfpcxGaSLwKVPoZ1YW3VvXrlH5+venubF8fOT56jIy6POoUsmTx3/3HX3fLFzY8OpzlZXy8EonJ/q+SUiQ54BydpYDqsePU6BWCuJLwTopKCsFzPR6uh+lvpeDgxwoDgqSP3sGAwWue/WifX36KQX6v/2WPrsuLhTQnjlTHi4N0H5nzaLgf0oKfb49Pen74eWX5Swr9pvHQSmmuJoaA4xV1fCHQFqNgYNSrN1oTyv1WUPpVf2UPj5jrJVVVFAQpLhYXulMCtrY2VEHvaqKghJhYfQAqBPn60udW72e3lNUJK/o5eZGgZjUVAoC5ObSe8+cMR9iIi2Hbm9Pw+EcHakDlZBA+/LxoaDDww/T9ioVddiysqisubmUlVVZSR1Dab9CUBDlxAnKHgoKogCIszP9WxoCJq2aVlRE59OjB20zYwYNhVKpaKhQTIwckJJ4eVGQprCQOosdOlAn8vx5eUjahQu0bXo6dR4dHORJ1B0dqW5SUuSJ0TUaqve8PPNjGY1yxpdeL8+Zo9PRNfD3p+yO7t3rZudIVCrqpJaV0bw3xcUUsOnenYIju3fLw+CkeYa0WgqKhIZSPeh0dK3c3alM2dnABx9QJ9nTs/F7TaOh4NCjj8qr1ElKSyn44eJCr+3cSQG94GAKaD75JAU1pey1kBD5vdXVNJdSVJS8YmBFBd2TtrbyROnSHEP5+XWzejw86NplZ1MdALSvwEDqzN++LU94bWtLAYLMTLpOOh1de1dXuh8rK+kYUhZbXBwFAXr2pIDFl1/ScQCqs0mTKLCTmEjvk+ZkA+T5106epCFotbMHG/LwwxSw2L1bXlmvpoYCJdevUyBIr5eHuAUEUH1Iq6/Z2FA9HzlCx87NpWCfuzttGx5OwWlpPi1pPqaW0L077T8hga6hFJAqLZWHy7m60jA8gD63167ROXfoINeXNHyzqIj2IZVZq6XreOQIBXKlYZZ38vamc09NpTJ16kTXS5r7qbSUvg+6d6fAkzT/XG1BQRSM8/CQA8a3b1PwXpqMXvpcSEHtUaPkzMsHH5QzHtVq+rz7+ND3SOfO5kM6AXm+wNBQer9UnzypObsDB6VYm6FTW/CfHGNtUHtaqc8aSq/qp/TxGWOtICeHhnekplKnVZo/CpBX1lOp5BXRhg6V3+vvT1lL6ekUINJq5VWh3Nwoe0cKUmRnU+aGFPSSAgtSGaT5mwwG6nj5+FDGiIMDzSsUHi4Pv8vJAf75T3m1v6ws6jR7e1NAadAg6rzHxNDQK2mluF9+oeciI+WgVFGR3GGXVs6Sso0AOTDg7k7bVVaaB6bKyynDRQogubpSoKe0lAJw0nC6ggIqozSJcXGxPB9RaSmVQ6JWUz3/61+0nbMz1cvly1Tn3btTttOtW9TZlDrpiYkU8Bg2rOFsD4A6xGPHUrDOz4+CQK6ucvZTTg7VtZT1UllJ9derFw11cnSk6yMdw8+PgjlHjlC9W6p2GWtqKCuqooKCQMeP0z3h7Eyd9fh4Ot+//KX+oMGePcC2bVSfHTtSmdPT6X7s3JkCL1KwVa2W70MpgCldD61WvvZqNWVp7dpF919JiTz/mFZrPvRJr6d7XgpGSaucOTjQ/ZGQAPz3v/S+LVvoXvP0pGDIqVMUtKqokLP67rx+0txPlvzhuLQU2LGD7tMHH6RyX7lC99iFC1Qf0gTZ0uT3Xl51A0tXrlBWkbc3BTYuX6b3C0Hl/OADCgQ9/njTZboXnp6UCXX6NN2b0pA5T0/6HpFWz5PY2NDn+0729lSvxcV0rjU1dK1u36Z9pqbSdWooKGVjQ8MxN22i7yaAPiPSappdu1IwuLyc9llbcTEN3fvpJzpOUhIN3XR3p/edPy/PjefmRu/Py6PvLFdXeZ69a9coE0xanfLECfqueP75ugGp2ry9ORDFGsVBKcYYY4wx1vpqamiI2qVLlCWj01Hn6do16mxVVVFAxWCgf4eHU+ZQbX/4A3XEtm6lDp00Z0mfPrS/27floS6JifSanR39lIZCSXOySBOgS6uOSZP3Pvqo+TEPHKB99e5NZZUyDHJzKaCxZw9lDknZEr170/uEoE5eXBxlWMTEyB1xaWU2d3cKrsycaX5MKYskIYGOIWUn2dpSh1AKykiTcHftSu/RaKjDKnVSr1+n5yoqKEBx7Rq9985Vy0aPpqBKdDT9lCZSnjOH9nX1KmVqSMELtVoeGnT9upzp0xApsODvL889Y2dHHfKkJDqGdA9cvkyBDGn1udor1QHUCa+spE63vz9lWUlz81gqN5fK7edHdVJSIk/cfusWXZusLApMTJ5s/t7kZDn4KGX46fV0TjdvyueiVsuBvf79aThcdTXds9JQ0C5d5KGnAAUwExPpGB4eVAa1mspz7RoFQPV6CppJWUfSCmtSwEKlou1TUigokZ9P74mOlleOy8ykOY0WLpQDg9IQLIOB6mD8eHmIZ2Ok4Yl9+9KxT5+W3yfNZyZlH6al0fxaBgMFRqSM54oKKq80tFFa7dBgoPNzdaV62raN6nzcOOuut7VGjaJMs08/pbIEBND9cf063fe1s+YaYm9PAZwjR+h7Tlqt0mCga1BURBPB9+sn1/2dpOD4oUNUP1260HfBoEF0XxiN9HxoKH0vAlRvH39M18HVlT6bP/9M91+3bnSfuLlRELtbN7pm5eX0XXXhAn02Hn2UyvT993RM6fNVUkIB3IceojIwdpc4KMXumkEYUA2B3KoqVBmNpp+ZFRXIB0zPVQsBA+r/y4pRGFFRUcFD9hhjjLHfmsuXqZPaubOc/ePsTEOMsrKoE5SZSZ3tgQNpqfQ754zRaGhI3PDh9HtxMa3cl5JCnVwp2yU4WJ4kuU8feQifo6OcAeLlJXeeDQbqvEtDciRGoxxMUqkowJSbS//Oz6cATr9+1Pk3GMxXhlOpKCAhBRM6d5aH2Pn4UHZFfj4Fnu5kZ0crcG3bRq9XVVGnePx4WkVPGiZTUEATKWdny+fStSsFPG7elOeLcXSkIIdaTeeelkaZSBIpQ2zkSMpWcXCgIIO7OwURpcm1a6s9x1FTOnemayetMijNIQZQdk1xMQVGNBradu5c6gwHBdE8SW5udH63blF9qlR0vf/xD3q/NCm3paTV3CorqY6kVRFraujf0mT6N26Yv+/HH2lOrrg4CiyUlMjzkXl5yZNZ29lRPfr7U8AxJIQCo1FRdO1v3aL6zMsDVq+mOc46d6bAwqJFlJGSkEDbScHSkBDKSrt2jbbJyJDnstJqaRsp66aqisovBbx++YXOTapzaQ6yU6font+7Vx4WWFJCdR8ZaVldSnM0abX0ebhxg+pCmiwboM++wUDzdE2bRud1+TIFJL29aR8FBfLQuaIi+k7w8JAn4g4MpP3/+CPdp5bMJ3W3pGGnajUFYYqK5PnV5s6VA9xNmTIFOHyYhqFKAXJp0nQ7Owqs3rhBw/jGjq1/OKo0/xdAw+4+/ZSCR1qtvIDBlCny5zMujj4z3brJwaSgILrWffvSyoNffUV1LgV7pcUbAFqtccIEYP16+izUDvg6OclZkhyUYveAg1LsrghRjLzqCgh449PrQE6Vl+nna5dKUQPg2q/P3axyh0plhPqOwFS10YiysnKkX7qE6spKGO+cCJQxxhhj96+yMgrI3Lmal4MDdUyXL6ffHR3lDApLFBRQZ9XXlzp6BQXUgRw1igIvHTpQJ/DCBXrexYU63AUF1FnXaiko0r07dXZrkyZlFoICZpmZ9LydHT2Xnk7llVZFq6kxH9YiBTnc3OicQkLMs36yshpe3czPjya+zsqi7Ad/f/MOoosLPYYOBTZvlrOPdDoKcOTnywESqZ6Dg+nnuXN1s000GvMOsKRTJ8oUyciQMyuk+ujRo+HhR3deo9JSCnxI2Wnnz9M5fvIJncf169Tp7dNHPs+XXgJef53qQApKqdV0Hg8/TPs5e5Y6/U891XQ5JO7uNBzuf/+TV7erqaFyennR9ZICpZL0dGD7dnllPSHo2mVmUlBQmptr7Fg5wNCrl3x9e/Wi83R0pIeDAwUVTp+mQNfbb9N2np7AxIn0qI+nJ02wvnMnBXakrKnQUNpnWRnV05QptK00XFMqh3SfdulC5zhvHgUyY2Joux496J6ydPiVXk/7lAK7gDwRu3R/pKXRdV22jMrRqRMFEvfto/tKr6fgdGAg3V9lZRQwtLGRV7wE6LoUFFAgUMoMailaLQVoRo6ka2xvT9fQmqw8JyfKWpo5k+bocnCgz6c0D55GQ8Ghr7+mwPqiRXWzGGsLDaUhpdHRdI39/Sk4dOd9WlNjXk47Owpe6XSUfZWTQ98ZJSVURiEoG9LPjz5XKhWVrb4kAmnoM2P3gINS7K4IlMMIB6jxR9irA6FBJezVOmhQCWeNE6oBaFACe7UOQDyM+Bp3zi5QIwTUQsAHwDUhgAayqRhjjDF2H+rQgTpAt26Zd3hzciiIEhBg2XCh2n7+mTpI3btTBlNFBT1va0vH02opyPD669TpKi6mjpdeT53E6GjqtEtZKHd2xFUqytravl1eQcvGhoJQ9vbU6c/IoEyEgADqfPfoQR3y6moKtAwdSo9Dh2jenKAgOUvGYJAnVK+PStV00OfRR2nOmbNn5SE9dnb0fFoaDSesrKQ68fCg41qTsa7T0aTfUoaGvT1lr/j40HBKS67ZsWN0/DFjqE7KyqjzXV1NHWNpKNGdRo6kVeWioiiAWFJCAakHH5Tn9fHwoCwQS8si+cMf6J6JiaHg0NWr1Mnv1o2yw3x8zLNBLlygoEtICJ1/YiLdz56edG4uLpTBt2JF/fPt3LhBARVfX/NrmpFB2TSlpXVXbmxI3750XbOyqF727KF/Z2fTsQcNoqCjEPTZSkyke0PKhHJzo/OThvNJqxXejf79KeDxyy907xkMFDTSaCjY5e9Pn8t+/cwDsGFhFGQpLqb79ZtvKNBmayvPW1ZYSIEgKTPp9m26b1xc7q6s1lKpKIDWqdPd78PJibLDyssp6Hb9On0PeHvTZ9Hbm65lQgJldD72WOP769iRHg3R6ei63zmxf1WVHPAaOZICmqdP02dQyhx9+mn5O7BfP5pPSppnDqD7V6utG7hmzEoclGL3RAUv6NQdoFaVQ6e2h1pVDnuNCzQA1Koieg6ZMDSyD9vGJsNkjDHG2P3Jx4c69N98I/+FPj+fOjm/+531ASmAAkVaLQ1py82l/ep01AGrPVePSmU+2TlgPgywMaNHU0DiP/+R57CytaXgllZLgQA/P8rq+X//Tx6Op1JRsOzJJ6ljPmcOrUCXlESdQCcnChwMGWL9edfm7Ezz38TEUDBFmnBao6FhYYWFFLgBqANaViavaGipsDAKZJw6RefboQMF0yztrF+5QoEEPz96SC5ckId/1UelovofNIgm096+nTI9agd9NBo6L2uXmvf0BBYvpjKcPk31V1lJ902XLsDUqeZzZVVVyROP9+xJwZeMDHnOo+nTaSW2hiaAllZMs7OTs80AuqdqaijDpfaQyqZoNFS+wEC6PnFxtH9/f/qcSeVYtoyG/CUk0HuCg+UsqdBQCqbeCzc3Whlv61YKEkuLFPTvTwG4W7fo99oTtdeuEylQNWkSXcNjxyhjy82NrmuHDlT3+fl0L48bJy9C0F7070/3vTSfnY0N3TdqNV0vaUL8tLR7P1bfvlR3mZny/ZufT/dceDj9bm9Pw3UffZTuYZ2O3lf7sxkeDowYQYGp6mp6TqejDNQHH7z3crLfNA5KMcYYY4wxZTzyCHVCjxyhrIc+fSjo8NBDd7c/Nze5c197OE9CQt3l0e+WuzsNq0lJoQ6cwUCdfyEoCObpSUPH+vShIYjnztG5eXlRp1/KMhg8mLJwEhKokxccTI/m+GOdgwN1MGtP0m40Ut3u20dZOhoNdTrDwsxXNbRUly70uBs+PhSMq00a8mhJ1ouLC52LNHG3NFzJaKRgZGQkBQitpdNRfYSF0TVJT6fnO3WqG1wKCqLnpIDqgw9SFlJ8PGVd/elPjV/L0FB5NUSpk19URGXw9r67oKzEzY0CCPUJCKDVE//5T8oGs7WlgFRwMGXw3DlX2N3o3p0yxC5fBvbvp4yfsjLK4JOCr/UFpWrT6SioN3YsZRCpVHTvnjsnBzUnT2751fdaQteuFOT8+msK0knDRHv0oO8pafijpXNVNUa6rl99Ja/a5+hIgf/a2XA2NnQPNxRg0mpp/qywMPrsqtUUNO3Xj4fvsXvGQSnGGGOMMaYMGxsKIIweTdkPUtbI3erfn4IFSUly0OD6dcoEGDasuUpNw/1mzqRhZH5+VO68PAr29O8vB3k8PCiToCEeHs1brsao1dTJ792bsmgqK6lzPHhw4/PWtIQhQygbKT2dMl8MBgo0dOhAwRpLBATQvbNrFwWmpNUbg4IokHGvbG2pfhoSEkIZW8ePUxDQ1paCCwMGUJZPU/dxnz40fDE1lYKWUracvT0FBu7M5GtOXboAq1bRBNj5+XQfDhhg3eTwTbG1pQyyHj3oOiclUdCwWzeqV0s/5+7u8iqVCxZQAK2oiAJ3UsZfeyMtTNCvHw21/OorOp8HHpDnZ3N1tfyz0NSxRo2ShwQaDFT/XbpY/11ra0t/MLjbPxow1gAOSrE2RQjjr8OeeX4pdv+prq5EuvRX1ya4uLjAy5qJfRljrD27c1Wnu6XX0+p7X3whr/Dl7Q38/vfyalLNJTKSshyOH6dglK0tZRHMnduyK4HdC42Ggg8DBlCAICfH8nmLmlO/frSa2a5dQHIylSsoyHwOm6aoVDR5d6dOFOAqLKQAyLBhzZcV1xhbW+D55ykr6ORJGqYWEUFzANWeaLohKhUN8fziC3qvwSBPPv/00w0P+2subm51V5dsCSoVXdugoObZV4cOlk2m3x74+dHE8r6+wHffUdBIpaJg25QpjQdFreXv3zqfC8buAgelWJtRbRSoqKiCQVSj0lAJo62VcwEw1oZVVeUhPf0KXnxxDXTS0ueN8PDQ4d//3siBKcYYs1bXrjRs7upVeYn0lgi8aLU0L1REBGVjOTpSgOJuho391kjZG+HhNG+OjQ1liVjw/6MZtZqylZRajt7eXl5d724EBtJQz0GDKNNOr6eAYXvNAGLWU6mACRMo++jSJbqne/a0bsVRxto5DkqxNsPw62p8auDX+SAEUGfNPsbaJ4OhBDU1Wmi1r0Kvr2dFoVrKyzORl/c+ioqKOCjFGGN3Q6O5+/mOrKFSyZNLM+u5uvIkyY6ONP9Tc8zlxNovzmRiv2EclGJtDi/Gx+5ndnYBcHRsuqNUWdkKhWGMMcYYY4wxBXFInjHGGGPsPrVhwwYEBQXBzs4OAwcORExMjNJFYowxxhgz4Uwp1qYZhRHl5eUAAFtbG2i1Vs41wFg7deek6EIIFBcXo6SkBKpf0wnT09NRU1Nz1/tsSEvtt6qqCloL5lqx9vj3q9zcXBQVFVm0bUtMjK/08a0pAy8MUL8vv/wSCxcuxKZNmzBw4EB8+OGHiIyMRHJyMrwtnUyaMcYYY6wFcVCKtVnVRoGy8nJcvngRarUaaq0t+oaGcmCK3ffqmxRdpVLhgQcCkZKSaVqdsrKyFJmZN+Hq2vRYP2smWm+J/VZXVyIrKw0dOnSFjU3j//VYc/z7VW5uLqZP/zPy8iyrg+aeGF/p41tbBl4YoH4ffPAB/vjHP+KZZ54BAGzatAn//e9/8fnnn+ONN95QuHSMMcYYY+0kKLVhwwasXbsW2dnZ6NevH9avX4/w8HCli8VamDTxeWe1Chq1GqlV1aiuruGgFLvv1Tcpukol4OhYDL3eGUJQplRBwWnU1LyNmhrDXe2zIS2x34KC0ygvfxsazUvNevz7VVFREfLyKqHTvQZ7+8YnUG6JifGVPr41ZeCFAepXVVWF2NhYLF261PScWq1GREQETp06pWDJGGOMMcZkbT4oxannzE6tgUajAYxGpYvCWKuqPSm6SmWEnV0OHB29IQRNB1he3vSQucb22ZCW2K+0z5Y6/v3K3j5Q0YnxlT6+pWXghQHqunXrFgwGA3x8fMye9/HxwS+//FJn+8rKSlTWqkhp2KTRaISxhf7/NRqNEEK02P5Z47j+lcfXQFlc/8rja6Cslq5/S/fb5oNSnHrOGGOMMdayVq9ejVWrVtV5Pjc3FxUVFS1yTKPRiNu3b0MIAbWa195pbVz/yuNroCyuf+XxNVBWS9d/cXGxRdu16aAUp54zxhhjjFnP09MTGo0GN2/eNHv+5s2b8PX1rbP90qVLsXDhQtPvRUVFCAwMhJeXF1xcXFqkjEajESqVCl5eXtwZUQDXv/L4GiiL6195fA2U1dL1b2dnZ9F2bTooZW3qOVA3/fz27dsAgMLCQlP6mNFoRFFREbRa7T1XflFREWqMRlyvrIRQqZBcXo4CAEKlQlZVVaM/Ldm2NbdJq6hANQwQqkyUGo0QqESpUQeBSpRU20OgHAUGO9QAEKobVAGqTJQahdm2pm1QQc/Vs22dbaT3N7Ct2qhBjTCipMQGBoM9ystToVIJlJcno6io8VW6WnNblYoiwkVFN/DrXNRttqz3um1z7LO16kvpumqObdv7vdVyx7+O6upyJCQk1Fmlrbi4GDdu3Gj0/W1VZmYmqqsrUFKSBIOh8dXnGqsDa9SuLyWOfydLy1Befh1GYw2KiopQWFjYbMevrTnPq7VotVoMGDAABw8exMSJEwFQ++fgwYNYsGBBne11Op3ZYgXSggolJSUt1lEwGo0oKSmBvb09d0YUwPWvPL4GyuL6Vx5fA2W1dP2XlJQAkNsUDRJt2PXr1wUAcfLkSbPnFy1aJMLDw+t9z4oVKwQAfvCDH/zgBz/4wY9mfdy+fbs1mj/NZvv27UKn04moqCiRmJgo5s2bJ/R6vcjOzm7yvZmZmYrXNz/4wQ9+8IMf/Gj/j8zMzEbbHG06U8ra1HOgbvq50WhEfn4+PDw8oFLRilVSSnpmZmaLpaTfT7i+LMd1ZR2uL8txXVmH68s6XF+NE7/+hc/Z2Vnhklhn6tSpyM3NxZtvvons7Gw8+OCD+OGHH+pkoNfH398fmZmZcHZ2NrWfmhvfd8ri+lceXwNlcf0rj6+Bslq6/oUQKC4uhr+/f6PbtemglLWp50Dd9HMA0Ov19W7r4uLCN78VuL4sx3VlHa4vy3FdWYfryzpcX/efBQsWNNhmaoxarUZAQEALlKguvu+UxfWvPL4GyuL6Vx5fA2W1ZP27uro2uU2bDkoBwMKFCzF79myEhYUhPDwcH374IUpLS02r8THGGGOMMcYYY4yx9qfNB6XuJfWcMcYYY4wxxhhjjLVNbT4oBdx96nlDdDodVqxYUWeYH6sf15fluK6sw/VlOa4r63B9WYfriymB7ztlcf0rj6+Bsrj+lcfXQFltpf5VQjS1Ph9jjDHGGGOMMcYYY81LrXQBGGOMMcYYY4wxxthvDwelGGOMMcYYY4wxxlir46AUY4wxxhhjjDHGGGt1v8mg1IYNGxAUFAQ7OzsMHDgQMTExShepzVm9ejUeeughODs7w9vbGxMnTkRycrLSxWo31qxZA5VKhVdeeUXporRJ169fx9NPPw0PDw/Y29sjJCQEZ8+eVbpYbZLBYMDy5csRHBwMe3t7dOnSBW+99RZ4OkBy7NgxjB8/Hv7+/lCpVNi1a5fZ60IIvPnmm/Dz84O9vT0iIiKQkpKiTGEV1lhdVVdXY8mSJQgJCYGjoyP8/f0xa9YsZGVlKVdgdl/jtljLsKT9VlFRgfnz58PDwwNOTk6YPHkybt68abZNRkYGxo0bBwcHB3h7e2PRokWoqalpzVO5L9TXHuT6b3lNtTMtaRvk5+djxowZcHFxgV6vx3PPPYeSkpLWPpV2yZK2K1+D5tMcbWFL6vr8+fMYOnQo7OzsEBgYiHfffbfZzuE3F5T68ssvsXDhQqxYsQLnzp1Dv379EBkZiZycHKWL1qYcPXoU8+fPx+nTp3HgwAFUV1dj9OjRKC0tVbpobd6ZM2fwySefoG/fvkoXpU0qKCjAkCFDYGtri3379iExMRHvv/8+3NzclC5am/TOO+9g48aN+Oijj5CUlIR33nkH7777LtavX6900dqE0tJS9OvXDxs2bKj39XfffRfr1q3Dpk2bEB0dDUdHR0RGRqKioqKVS6q8xuqqrKwM586dw/Lly3Hu3Dl88803SE5OxhNPPKFASdn9jttiLceS9turr76K7777Djt27MDRo0eRlZWFSZMmmV43GAwYN24cqqqqcPLkSWzZsgVRUVF48803lTildquh9iDXf8uypJ1pSdtgxowZSEhIwIEDB7B3714cO3YM8+bNU+KU2h1L2q58DZpPc7SFm6rroqIijB49Gp06dUJsbCzWrl2LlStX4tNPP22ekxC/MeHh4WL+/Pmm3w0Gg/D39xerV69WsFRtX05OjgAgjh49qnRR2rTi4mLxwAMPiAMHDojhw4eLl19+WekitTlLliwRjzzyiNLFaDfGjRsnnn32WbPnJk2aJGbMmKFQidouAOLbb781/W40GoWvr69Yu3at6bnCwkKh0+nEf/7zHwVK2HbcWVf1iYmJEQBEenp66xSK/WZwW6z13Nl+KywsFLa2tmLHjh2mbZKSkgQAcerUKSGEEN9//71Qq9UiOzvbtM3GjRuFi4uLqKysbN0TaKcaag9y/be8ptqZlrQNEhMTBQBx5swZ0zb79u0TKpVKXL9+veUKf59oqu3K16Dl3E1b2JK6/vjjj4Wbm5vZd9CSJUtE9+7dm6Xcv6lMqaqqKsTGxiIiIsL0nFqtRkREBE6dOqVgydq+27dvAwDc3d0VLknbNn/+fIwbN87sHmPm9uzZg7CwMEyZMgXe3t7o378//u///k/pYrVZDz/8MA4ePIhLly4BAOLj43HixAmMHTtW4ZK1fWlpacjOzjb7PLq6umLgwIH8nW+B27dvQ6VSQa/XK10Udh/htljrurP9Fhsbi+rqarP679GjBzp27Giq/1OnTiEkJAQ+Pj6mbSIjI1FUVISEhIRWLH371VB7kOu/5TXVzrSkbXDq1Cno9XqEhYWZtomIiIBarUZ0dHTrnUw71VTbla9B62muuj516hSGDRsGrVZr2iYyMhLJyckoKCi453La3PMe2pFbt27BYDCYfckDgI+PD3755ReFStX2GY1GvPLKKxgyZAj69OmjdHHarO3bt+PcuXM4c+aM0kVp065cuYKNGzdi4cKF+Mtf/oIzZ87gpZdeglarxezZs5UuXpvzxhtvoKioCD169IBGo4HBYMDbb7+NGTNmKF20Ni87OxsA6v3Ol15j9auoqMCSJUswbdo0uLi4KF0cdh/htljrqa/9lp2dDa1WWyfYXPt7MTs7u97rI73GGtdYe5Drv+U11c60pG2QnZ0Nb29vs9dtbGzg7u7O18ACTbVd+Rq0nuaq6+zsbAQHB9fZh/TavU7D8psKSrG7M3/+fFy8eBEnTpxQuihtVmZmJl5++WUcOHAAdnZ2ShenTTMajQgLC8Pf//53AED//v1x8eJFbNq0iYNS9fjqq6+wbds2/Pvf/0bv3r0RFxeHV155Bf7+/lxfrEVUV1fjySefhBACGzduVLo4jLG7xO231sftQeVxO1N53HZl1vpNDd/z9PSERqOps8LFzZs34evrq1Cp2rYFCxZg7969OHz4MAICApQuTpsVGxuLnJwchIaGwsbGBjY2Njh69CjWrVsHGxsbGAwGpYvYZvj5+aFXr15mz/Xs2RMZGRkKlahtW7RoEd544w089dRTCAkJwcyZM/Hqq69i9erVShetzZO+1/k733JSQCo9PR0HDhzgLCnW7Lgt1joaar/5+vqiqqoKhYWFZtvXrn9fX996r4/0GmtYU+1BHx8frv8W1lQ705K2ga+vb52FF2pqapCfn8/XwAJNtV35GrSe5qrrlv5e+k0FpbRaLQYMGICDBw+anjMajTh48CAGDx6sYMnaHiEEFixYgG+//RaHDh2qk67HzI0cORIXLlxAXFyc6REWFoYZM2YgLi4OGo1G6SK2GUOGDKmzPPWlS5fQqVMnhUrUtpWVlUGtNv+q1mg0MBqNCpWo/QgODoavr6/Zd35RURGio6P5O78eUkAqJSUFP/74Izw8PJQuErsPcVusZTXVfhswYABsbW3N6j85ORkZGRmm+h88eDAuXLhg1kmRgtR3dvaZuabag2FhYVz/LaypdqYlbYPBgwejsLAQsbGxpm0OHToEo9GIgQMHtsJZtG9NtV35GrSe5qrrwYMH49ixY6iurjZtc+DAAXTv3r15VlBvlunS25Ht27cLnU4noqKiRGJiopg3b57Q6/VmK1wwIf785z8LV1dXceTIEXHjxg3To6ysTOmitRu8+l79YmJihI2NjXj77bdFSkqK2LZtm3BwcBBffPGF0kVrk2bPni06dOgg9u7dK9LS0sQ333wjPD09xeLFi5UuWptQXFwsfv75Z/Hzzz8LAOKDDz4QP//8s2nFuDVr1gi9Xi92794tzp8/LyZMmCCCg4NFeXm5wiVvfY3VVVVVlXjiiSdEQECAiIuLM/ve59WeWHPjtljLsaT99qc//Ul07NhRHDp0SJw9e1YMHjxYDB482PR6TU2N6NOnjxg9erSIi4sTP/zwg/Dy8hJLly5V4pTavTvbg1z/LcuSdqYlbYMxY8aI/v37i+joaHHixAnxwAMPiGnTpilxSu2OJW1XvgbNpznawk3VdWFhofDx8REzZ84UFy9eFNu3bxcODg7ik08+aZZz+M0FpYQQYv369aJjx45Cq9WK8PBwcfr0aaWL1OYAqPexefNmpYvWbnBQqmHfffed6NOnj9DpdKJHjx7i008/VbpIbVZRUZF4+eWXRceOHYWdnZ3o3LmzWLZsGQcKfnX48OF6v6tmz54thKClcJcvXy58fHyETqcTI0eOFMnJycoWWiGN1VVaWlqD3/uHDx9WuujsPsRtsZZhSfutvLxcvPDCC8LNzU04ODiI3//+9+LGjRtm+7l69aoYO3assLe3F56enuK1114T1dXVrXw294c724Nc/y2vqXamJW2DvLw8MW3aNOHk5CRcXFzEM888I4qLi1vzNNotS9qufA2aT3O0hS2p6/j4ePHII48InU4nOnToINasWdNs56ASQoh7z7dijDHGGGOMMcYYY8xyv6k5pRhjjDHGGGOMMcZY28BBKcYYY4wxxhhjjDHW6jgoxRhjjDHGGGOMMcZaHQelGGOMMcYYY4wxxlir46AUY4wxxhhjjDHGGGt1HJRijDHGGGOMMcYYY62Og1KMMcYYY4wxxhhjrNVxUIoxxhhjjDHGGGOMtToOSjHG2pRHH30Ur7zyitLFUNRnn32G0aNHN+s+b926BW9vb1y7dq1Z98sYY4wxZo2VK1fiwQcfvOf9BAUF4cMPP7zn/TDGlMVBKcZYHdnZ2XjxxRfRuXNn6HQ6BAYGYvz48Th48KDSRbNaczV8WktFRQWWL1+OFStWWPW+tLQ0TJ8+Hf7+/rCzs0NAQAAmTJiAX375BQDg6emJWbNmWb1fxhhjjDW/3Nxc/PnPf0bHjh2h0+ng6+uLyMhI/PTTT0oXrcW9/vrr7bJNyRhrGTZKF4Ax1rZcvXoVQ4YMgV6vx9q1axESEoLq6mr873//w/z5801BDtYydu7cCRcXFwwZMsTi91RXV2PUqFHo3r07vvnmG/j5+eHatWvYt28fCgsLTds988wzGDBgANauXQt3d/cWKD1jjDHGLDF58mRUVVVhy5Yt6Ny5M27evImDBw8iLy9P6aK1OCcnJzg5OSldDMZYG8GZUowxMy+88AJUKhViYmIwefJkdOvWDb1798bChQtx+vRp03YZGRmYMGECnJyc4OLigieffBI3b940vS5lKG3duhVBQUFwdXXFU089heLiYtM2paWlmDVrFpycnODn54f333+/TnlUKhV27dpl9pxer0dUVJTp92vXrmHatGlwd3eHo6MjwsLCEB0djaioKKxatQrx8fFQqVRQqVSm933wwQcICQmBo6MjAgMD8cILL6CkpMS0z6ioKOj1evzvf/9Dz5494eTkhDFjxuDGjRtmZfn888/Ru3dv6HQ6+Pn5YcGCBabXCgsLMXfuXHh5ecHFxQWPPfYY4uPjG63/7du3Y/z48WbPzZkzBxMnTsR7770HPz8/eHh4YP78+aiurgYAJCQkIDU1FR9//DEGDRqETp06YciQIfjb3/6GQYMGmfbTu3dv+Pv749tvv220DIwxxhhrOYWFhTh+/DjeeecdjBgxAp06dUJ4eDiWLl2KJ554AgDw7LPP4vHHHzd7X3V1Nby9vfHZZ58BoCkPXnrpJSxevBju7u7w9fXFypUrzd5jaXtn165deOCBB2BnZ4fIyEhkZmaatomPj8eIESPg7OwMFxcXDBgwAGfPnjW9fuLECQwdOhT29vYIDAzESy+9hNLS0gbP/84s9qbaOQCQk5OD8ePHw97eHsHBwdi2bVu99dpQuys3Nxe+vr74+9//btr+5MmT0Gq1nLXFmMI4KMUYM8nPz8cPP/yA+fPnw9HRsc7rer0eAGA0GjFhwgTk5+fj6NGjOHDgAK5cuYKpU6eabZ+amopdu3Zh79692Lt3L44ePYo1a9aYXl+0aBGOHj2K3bt3Y//+/Thy5AjOnTtnVZlLSkowfPhwXL9+HXv27EF8fDwWL14Mo9GIqVOn4rXXXkPv3r1x48YN3Lhxw1RGtVqNdevWISEhAVu2bMGhQ4ewePFis32XlZXhvffew9atW3Hs2DFkZGTg9ddfN72+ceNGzJ8/H/PmzcOFCxewZ88edO3a1fT6lClTkJOTg3379iE2NhahoaEYOXIk8vPzGzyfEydOICwsrM7zhw8fRmpqKg4fPowtW7YgKirKFGDz8vKCWq3Gzp07YTAYGq2v8PBwHD9+vMl6ZYwxxljLkDKFdu3ahcrKynq3mTt3Ln744QezP4bt3bsXZWVlZu2tLVu2wNHREdHR0Xj33Xfx17/+FQcOHDC9bml75+2338a//vUv/PTTTygsLMRTTz1len3GjBkICAjAmTNnEBsbizfeeAO2trYAqK03ZswYTJ48GefPn8eXX36JEydOmP2RzhKNtXMAClxlZmbi8OHD2LlzJz7++GPk5OSY7aOxdpeXlxc+//xzrFy5EmfPnkVxcTFmzpyJBQsWYOTIkVaVlTHWzARjjP0qOjpaABDffPNNo9vt379faDQakZGRYXouISFBABAxMTFCCCFWrFghHBwcRFFRkWmbRYsWiYEDBwohhCguLhZarVZ89dVXptfz8vKEvb29ePnll03PARDffvut2fFdXV3F5s2bhRBCfPLJJ8LZ2Vnk5eXVW9YVK1aIfv36NXXqYseOHcLDw8P0++bNmwUAcfnyZdNzGzZsED4+Pqbf/f39xbJly+rd3/Hjx4WLi4uoqKgwe75Lly7ik08+qfc9BQUFAoA4duyY2fOzZ88WnTp1EjU1NabnpkyZIqZOnWr6/aOPPhIODg7C2dlZjBgxQvz1r38VqampdY7x6quvikcffbTe4zPGGGOsdezcuVO4ubkJOzs78fDDD4ulS5eK+Ph4s2169eol3nnnHdPv48ePF3PmzDH9Pnz4cPHII4+Yveehhx4SS5YsafC4DbV3Tp8+bXouKSlJABDR0dFCCCGcnZ1FVFRUvft77rnnxLx588yeO378uFCr1aK8vLze99zZNmuqnZOcnGzWxqxdxn/84x+mY1rS7nrhhRdEt27dxPTp00VISEid7RljrY8zpRhjJkIIi7ZLSkpCYGAgAgMDTc/16tULer0eSUlJpueCgoLg7Oxs+t3Pz8/0V63U1FRUVVVh4MCBptfd3d3RvXt3q8ocFxeH/v37Wz1H0o8//oiRI0eiQ4cOcHZ2xsyZM5GXl4eysjLTNg4ODujSpUu95c/JyUFWVlaDf12Lj49HSUkJPDw8TH8RdXJyQlpaGlJTU+t9T3l5OQDAzs6uzmu9e/eGRqOptywAMH/+fGRnZ2Pbtm0YPHgwduzYgd69e5v9tRQA7O3tzc6RMcYYY61v8uTJyMrKwp49ezBmzBgcOXIEoaGhZtlBc+fOxebNmwEAN2/exL59+/Dss8+a7adv375mv9/ZPrCkvWNjY4OHHnrI9HuPHj3M2nQLFy7E3LlzERERgTVr1pi1Y+Lj4xEVFWXW1omMjITRaERaWprF9dFYOycpKQk2NjYYMGBAnTLWLocl7a733nsPNTU12LFjB7Zt2wadTmdxGRljLYODUowxkwceeAAqlarZJjOXUrslKpUKRqPRqn2oVKo6wbLacwzY29tbXa6rV6/i8ccfR9++ffH1118jNjYWGzZsAABUVVWZtquv/FJZmjpuSUkJ/Pz8EBcXZ/ZITk7GokWL6n2Ph4cHVCoVCgoK6rxmSV06Oztj/PjxePvttxEfH4+hQ4fib3/7m9k2Ugo7Y4wxxpRlZ2eHUaNGYfny5Th58iTmzJljtkrurFmzcOXKFZw6dQpffPEFgoODMXToULN9NNY+sLS905SVK1ciISEB48aNw6FDh9CrVy/T/JQlJSV4/vnnzdo68fHxSElJMfvDXlPutc1oabsrNTUVWVlZMBqNuHr1qsX7Z4y1HA5KMcZM3N3dERkZiQ0bNtQ7QaW0klvPnj2RmZlpNglmYmIiCgsL0atXL4uO1aVLF9ja2iI6Otr0XEFBAS5dumS2nZeXl9l8CikpKWZ/3evbty/i4uIanKdJq9XWmWcpNjYWRqMR77//PgYNGoRu3bohKyvLonJLnJ2dERQU1ODkmKGhocjOzoaNjQ26du1q9vD09GywrL169UJiYqJVZamPSqVCjx496lzHixcvon///ve8f8YYY4w1r169epn9v+3h4YGJEydi8+bNiIqKwjPPPGPV/ixt79TU1JhNXJ6cnIzCwkL07NnT9Fy3bt3w6quvYv/+/Zg0aZIpgys0NBSJiYl12jpdu3aFVqu1tgrq1aNHD9TU1CA2NrZOGSWWtLuqqqrw9NNPY+rUqXjrrbcwd+7cOvNSMcZaHwelGGNmNmzYAIPBgPDwcHz99ddISUlBUlIS1q1bh8GDBwMAIiIiEBISghkzZuDcuXOIiYnBrFmzMHz48Hon6a6Pk5MTnnvuOSxatAiHDh3CxYsXMWfOHKjV5l9Ljz32GD766CP8/PPPOHv2LP70pz+Z/TVt2rRp8PX1xcSJE/HTTz/hypUr+Prrr3Hq1CkANIQwLS0NcXFxuHXrFiorK9G1a1dUV1dj/fr1uHLlCrZu3YpNmzZZXVcrV67E+++/j3Xr1iElJQXnzp3D+vXrTXU0ePBgTJw4Efv378fVq1dx8uRJLFu2zKzhd6fIyEicOHHCqnLExcVhwoQJ2LlzJxITE3H58mV89tln+PzzzzFhwgTTdmVlZYiNjcXo0aOtPlfGGGOMNY+8vDw89thj+OKLL3D+/HmkpaVhx44dePfdd83+3wZoCN+WLVuQlJSE2bNnW3UcS9s7tra2ePHFFxEdHY3Y2FjMmTMHgwYNQnh4OMrLy7FgwQIcOXIE6enp+Omnn3DmzBlTwGrJkiU4efIkFixYgLi4OKSkpGD37t1WT3TemO7du2PMmDF4/vnnTWWcO3euWda6Je2uZcuW4fbt21i3bh2WLFmCbt261RkOyRhrfRyUYoyZ6dy5M86dO4cRI0bgtddeQ58+fTBq1CgcPHgQGzduBEBZOLt374abmxuGDRuGiIgIdO7cGV9++aVVx1q7di2GDh2K8ePHIyIiAo888ojZfAEA8P777yMwMBBDhw7F9OnT8frrr8PBwcH0ularxf79++Ht7Y3f/e53CAkJwZo1a0zzEkyePBljxozBiBEj4OXlhf/85z/o168fPvjgA7zzzjvo06cPtm3bhtWrV1tdV7Nnz8aHH36Ijz/+GL1798bjjz+OlJQUUx19//33GDZsGJ555hl069YNTz31FNLT0+Hj49PgPp977jl8//33uH37tsXlCAgIQFBQEFatWoWBAwciNDQU//znP7Fq1SosW7bMtN3u3bvRsWPHOqn/jDHGGGs9Tk5OGDhwIP7xj39g2LBh6NOnD5YvX44//vGP+Oijj8y2jYiIgJ+fHyIjI+Hv72/VcSxt7zg4OGDJkiWYPn06hgwZAicnJ1ObTqPRIC8vD7NmzUK3bt3w5JNPYuzYsVi1ahUAylg/evQoLl26hKFDh6J///548803rS5rUzZv3gx/f38MHz4ckyZNwrx58+Dt7W16val215EjR/Dhhx9i69atcHFxgVqtxtatW3H8+HFT+5YxpgyVsHRmY8YYY61iypQpCA0NxdKlS5t1v4MGDcJLL72E6dOnN+t+GWOMMdYySkpK0KFDB2zevBmTJk1q9v1HRUXhlVdeMRsKxxhjrYkzpRhjrI1Zu3YtnJycmnWft27dwqRJkzBt2rRm3S9jjDHGmp/RaEROTg7eeust6PV6PPHEE0oXiTHGWoSN0gVgjDFmLigoCC+++GKz7tPT0xOLFy9u1n0yxhhjrGVkZGQgODgYAQEBiIqKgo0Nd9sYY/cnHr7HGGOMMcYYY4wxxlodD99jjDHGGGOMMcYYY62Og1KMMcYYY4wxxhhjrNVxUIoxxhhjjDHGGGOMtToOSjHGGGOMMcYYY4yxVsdBKcYYY4wxxhhjjDHW6jgoxRhjjDHGGGOMMcZaHQelGGOMMcYYY4wxxlir46AUY4wxxhhjjDHGGGt1HJRijDHGGGOMMcYYY63u/wN6ifb2RDizeAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Excitatory synapses (n=800):\n",
      "  Mean: 1.539 * nsiemens\n",
      "  Std: 0.470 * nsiemens\n",
      "  Range: [0.50 * nsiemens, 2.87 * nsiemens]\n",
      "\n",
      "Inhibitory synapses (n=200):\n",
      "  Mean: 5.132 * nsiemens\n",
      "  Std: 2.015 * nsiemens\n",
      "  Range: [1.86 * nsiemens, 13.26 * nsiemens]\n"
     ]
    }
   ],
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2: Spike Rate Parameters"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:51:27.230231Z",
     "start_time": "2025-10-01T06:51:26.376170Z"
    }
   },
   "source": [
    "# Firing rates typically follow Gamma or LogNormal distributions\n",
    "# Using Gamma for baseline firing rates\n",
    "rate_init = init.Gamma(shape=3.0, scale=5.0 * u.Hz)\n",
    "\n",
    "# Generate firing rates for a population\n",
    "n_neurons = 500\n",
    "firing_rates = rate_init(n_neurons, rng=rng)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "\n",
    "# Histogram\n",
    "axes[0].hist(firing_rates.mantissa, bins=40, alpha=0.7, edgecolor='black')\n",
    "axes[0].axvline(firing_rates.mean().mantissa, color='red', linestyle='--',\n",
    "                label=f'Mean: {firing_rates.mean():.1f}')\n",
    "axes[0].set_xlabel(f'Firing rate ({firing_rates.unit})')\n",
    "axes[0].set_ylabel('Count')\n",
    "axes[0].set_title('Population Firing Rates')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Spatial arrangement\n",
    "neuron_positions = np.arange(n_neurons)\n",
    "colors = firing_rates.mantissa\n",
    "scatter = axes[1].scatter(neuron_positions, firing_rates.mantissa,\n",
    "                          c=colors, cmap='viridis', s=20, alpha=0.6)\n",
    "axes[1].set_xlabel('Neuron index')\n",
    "axes[1].set_ylabel(f'Firing rate ({firing_rates.unit})')\n",
    "axes[1].set_title('Spatial Distribution of Firing Rates')\n",
    "plt.colorbar(scatter, ax=axes[1], label=f'Rate ({firing_rates.unit})')\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Categorize neurons by activity level\n",
    "low_rate = firing_rates.mantissa < 10\n",
    "medium_rate = (firing_rates.mantissa >= 10) & (firing_rates.mantissa < 20)\n",
    "high_rate = firing_rates.mantissa >= 20\n",
    "\n",
    "categories = ['Low\\n(<10 Hz)', 'Medium\\n(10-20 Hz)', 'High\\n(≥20 Hz)']\n",
    "counts = [np.sum(low_rate), np.sum(medium_rate), np.sum(high_rate)]\n",
    "axes[2].bar(categories, counts, alpha=0.7, edgecolor='black')\n",
    "axes[2].set_ylabel('Number of neurons')\n",
    "axes[2].set_title('Activity Level Distribution')\n",
    "axes[2].grid(alpha=0.3, axis='y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Firing rate statistics:\")\n",
    "print(f\"  Mean: {firing_rates.mean():.2f}\")\n",
    "print(f\"  Median: {u.math.median(firing_rates):.2f}\")\n",
    "print(f\"  Std: {firing_rates.std():.2f}\")\n",
    "print(f\"  Range: [{firing_rates.min():.1f}, {firing_rates.max():.1f}]\")\n",
    "print(f\"\\nActivity categories:\")\n",
    "print(f\"  Low rate: {np.sum(low_rate)} neurons ({100 * np.sum(low_rate) / n_neurons:.1f}%)\")\n",
    "print(f\"  Medium rate: {np.sum(medium_rate)} neurons ({100 * np.sum(medium_rate) / n_neurons:.1f}%)\")\n",
    "print(f\"  High rate: {np.sum(high_rate)} neurons ({100 * np.sum(high_rate) / n_neurons:.1f}%)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x400 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Firing rate statistics:\n",
      "  Mean: 14.31 * hertz\n",
      "  Median: 12.78 * hertz\n",
      "  Std: 8.10 * hertz\n",
      "  Range: [1.5 * hertz, 55.0 * hertz]\n",
      "\n",
      "Activity categories:\n",
      "  Low rate: 160 neurons (32.0%)\n",
      "  Medium rate: 239 neurons (47.8%)\n",
      "  High rate: 101 neurons (20.2%)\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 3: Delay Times with Exponential Distribution"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:52:11.857402Z",
     "start_time": "2025-10-01T06:52:11.334974Z"
    }
   },
   "source": [
    "# Synaptic delays often follow exponential distribution\n",
    "delay_init = init.Exponential(scale=2.0 * u.ms)\n",
    "\n",
    "# Generate axonal delays\n",
    "n_connections = 1000\n",
    "delays = delay_init(n_connections, rng=rng)\n",
    "\n",
    "# Add a minimum delay (refractory period)\n",
    "min_delay = 0.5 * u.ms\n",
    "delays = delays + min_delay\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "# Histogram\n",
    "axes[0].hist(delays.mantissa, bins=50, alpha=0.7, edgecolor='black', density=True)\n",
    "axes[0].axvline(delays.mean().mantissa, color='red', linestyle='--',\n",
    "                label=f'Mean: {delays.mean():.2f}')\n",
    "axes[0].set_xlabel(f'Delay ({delays.unit})')\n",
    "axes[0].set_ylabel('Density')\n",
    "axes[0].set_title('Synaptic Delay Distribution')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Cumulative distribution\n",
    "sorted_delays = np.sort(delays.mantissa)\n",
    "cdf = np.arange(1, len(sorted_delays) + 1) / len(sorted_delays)\n",
    "axes[1].plot(sorted_delays, cdf, linewidth=2)\n",
    "axes[1].axhline(0.5, color='red', linestyle='--', alpha=0.5)\n",
    "axes[1].axvline(u.math.median(delays).mantissa,\n",
    "                color='red', linestyle='--',\n",
    "                label=f'Median: {u.math.median(delays):.2f}')\n",
    "axes[1].set_xlabel(f'Delay ({delays.unit})')\n",
    "axes[1].set_ylabel('Cumulative probability')\n",
    "axes[1].set_title('Cumulative Distribution')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Delay statistics:\")\n",
    "print(f\"  Mean: {delays.mean():.2f}\")\n",
    "print(f\"  Median: {u.math.median(delays):.2f}\")\n",
    "print(f\"  Std: {delays.std():.2f}\")\n",
    "print(f\"  Range: [{delays.min():.2f}, {delays.max():.2f}]\")\n",
    "print(f\"  Delays < 5 ms: {100 * np.sum(delays.mantissa < 5) / n_connections:.1f}%\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Delay statistics:\n",
      "  Mean: 2.42 * msecond\n",
      "  Median: 1.77 * msecond\n",
      "  Std: 1.98 * msecond\n",
      "  Range: [0.50 * msecond, 14.30 * msecond]\n",
      "  Delays < 5 ms: 91.3%\n"
     ]
    }
   ],
   "execution_count": 23
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. When to Use Each Distribution Type\n",
    "\n",
    "This section provides practical guidance on choosing the right initialization distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Guide\n",
    "\n",
    "| Distribution | When to Use | Advantages | Disadvantages |\n",
    "|-------------|-------------|------------|---------------|\n",
    "| **Constant** | Biases only | Simple | Breaks symmetry for weights |\n",
    "| **Uniform** | Baseline, embeddings | Equal probability, bounded | No special properties |\n",
    "| **Normal** | General purpose | Well-studied, flexible | Unbounded, can produce outliers |\n",
    "| **LogNormal** | Positive weights, biological | Positive, skewed, multiplicative | Complex parameter interpretation |\n",
    "| **Gamma** | Rates, positive values | Flexible shape, positive | Two parameters to tune |\n",
    "| **Exponential** | Delays, decay | Memoryless property, simple | Only one parameter (scale) |\n",
    "| **Weibull** | Lifetimes, flexible positive | More flexible than exponential | Two parameters to tune |\n",
    "| **Beta** | Bounded proportions | Very flexible, bounded | Two parameters to tune |\n",
    "| **TruncatedNormal** | Bounded with Gaussian properties | Gaussian + bounds | More complex than Normal |"
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "Practical Recommendations\n",
    "\n",
    "1. For Feed-forward Neural Networks:\n",
    "- **Start with**: Normal or Uniform\n",
    "- **Better**: Variance scaling methods (covered in Tutorial 2)\n",
    "- **Best**: Kaiming/Xavier initialization based on activation function\n",
    "\n",
    "2. For Recurrent Neural Networks:\n",
    "- **Start with**: Normal with small std\n",
    "- **Better**: Orthogonal initialization (covered in Tutorial 2)\n",
    "- **Best**: Identity initialization + small Normal noise\n",
    "\n",
    "3. For Biologically Realistic Models:\n",
    "- **Conductances**: LogNormal or TruncatedNormal\n",
    "- **Firing rates**: Gamma or LogNormal\n",
    "- **Delays**: Exponential + minimum delay\n",
    "- **Probabilities**: Beta distribution\n",
    "\n",
    "4. For Reinforcement Learning:\n",
    "- **Policy networks**: Orthogonal for hidden layers, small Normal for output\n",
    "- **Value networks**: Xavier/Kaiming initialization\n",
    "\n",
    "5. When You Need:\n",
    "- **Strictly positive weights**: LogNormal, Gamma, Exponential, Weibull\n",
    "- **Bounded weights**: Uniform, Beta, TruncatedNormal\n",
    "- **Symmetric distribution**: Normal, Uniform\n",
    "- **Heavy tails**: LogNormal, Weibull (shape < 1)\n",
    "- **Light tails**: TruncatedNormal, Beta, Weibull (shape > 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparison Example: All Distributions"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T06:52:27.897841Z",
     "start_time": "2025-10-01T06:52:26.405368Z"
    }
   },
   "source": [
    "# Create a comprehensive comparison\n",
    "n_samples = 5000\n",
    "\n",
    "distributions = {\n",
    "    'Constant': init.Constant(0.5 * u.nS),\n",
    "    'Uniform': init.Uniform(0.2 * u.nS, 0.8 * u.nS),\n",
    "    'Normal': init.Normal(0.5 * u.nS, 0.15 * u.nS),\n",
    "    'LogNormal': init.LogNormal(0.5 * u.nS, 0.15 * u.nS),\n",
    "    'Gamma': init.Gamma(5.0, 0.1 * u.nS),\n",
    "    'Exponential': init.Exponential(0.5 * u.nS),\n",
    "    'Weibull': init.Weibull(2.0, 0.5 * u.nS),\n",
    "    'Beta': init.Beta(2.0, 5.0, 0.0 * u.nS, 1.0 * u.nS),\n",
    "    'TruncatedNormal': init.TruncatedNormal(0.5 * u.nS, 0.15 * u.nS, 0.2 * u.nS, 0.8 * u.nS),\n",
    "}\n",
    "\n",
    "# Generate samples\n",
    "samples = {}\n",
    "for name, dist in distributions.items():\n",
    "    if name == 'Constant':\n",
    "        samples[name] = dist(n_samples)\n",
    "    else:\n",
    "        samples[name] = dist(n_samples, rng=rng)\n",
    "\n",
    "# Visualize all distributions\n",
    "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n",
    "axes = axes.flatten()\n",
    "\n",
    "for ax, (name, weights) in zip(axes, samples.items()):\n",
    "    if name == 'Constant':\n",
    "        ax.hist(weights.mantissa, bins=1, alpha=0.7, edgecolor='black')\n",
    "    else:\n",
    "        ax.hist(weights.mantissa, bins=50, alpha=0.7, edgecolor='black')\n",
    "    ax.axvline(weights.mean().mantissa, color='red', linestyle='--',\n",
    "               label=f'μ={weights.mean():.2f}')\n",
    "    ax.set_xlabel(f'Value ({weights.unit})')\n",
    "    ax.set_ylabel('Count')\n",
    "    ax.set_title(name)\n",
    "    ax.legend()\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Statistics table\n",
    "print(\"\\nStatistics Comparison:\")\n",
    "print(\"-\" * 80)\n",
    "print(f\"{'Distribution':<20} {'Mean':<15} {'Std':<15} {'Min':<15} {'Max'}\")\n",
    "print(\"-\" * 80)\n",
    "for name, weights in samples.items():\n",
    "    print(f\"{name:<20} {str(weights.mean()):<15} {str(weights.std()):<15} \"\n",
    "          f\"{str(weights.min()):<15} {str(weights.max())}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1200 with 9 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Statistics Comparison:\n",
      "--------------------------------------------------------------------------------\n",
      "Distribution         Mean            Std             Min             Max\n",
      "--------------------------------------------------------------------------------\n",
      "Constant             0.5 * nsiemens  0. * nsiemens   0.5 * nsiemens  0.5 * nsiemens\n",
      "Uniform              0.49923182 * nsiemens 0.17418686 * nsiemens 0.20008174 * nsiemens 0.7998049 * nsiemens\n",
      "Normal               0.49755648 * nsiemens 0.15192363 * nsiemens -0.07359193 * nsiemens 1.0501068 * nsiemens\n",
      "LogNormal            0.49728495 * nsiemens 0.15124309 * nsiemens 0.18522009 * nsiemens 1.3853562 * nsiemens\n",
      "Gamma                0.5038246 * nsiemens 0.22819698 * nsiemens 0.05075649 * nsiemens 1.723785 * nsiemens\n",
      "Exponential          0.4939349 * nsiemens 0.49528977 * nsiemens 0.00043239 * nsiemens 3.8305352 * nsiemens\n",
      "Weibull              0.43997285 * nsiemens 0.23112014 * nsiemens 0.01325554 * nsiemens 1.7611426 * nsiemens\n",
      "Beta                 0.28455865 * nsiemens 0.16196229 * nsiemens 0.00314028 * nsiemens 0.86373866 * nsiemens\n",
      "TruncatedNormal      0.5008155 * nsiemens 0.13212495 * nsiemens 0.20029485 * nsiemens 0.7995234 * nsiemens\n"
     ]
    }
   ],
   "execution_count": 24
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
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}
