{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 3: Distance-Dependent Connectivity Patterns\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_03_distance_profiles.ipynb)\n",
    "\n",
    "This tutorial explores distance-dependent connectivity patterns that are fundamental to spatial neural networks. In biological neural systems, connection probability and strength often depend on the physical distance between neurons.\n",
    "\n",
    "## Topics Covered\n",
    "\n",
    "1. **Distance profiles** for spatial neural connectivity\n",
    "2. **Basic profiles**: Gaussian, Exponential, PowerLaw, Linear, Step\n",
    "3. **Advanced profiles**: Sigmoid, DoG, Logistic, Bimodal, MexicanHat\n",
    "4. **Profile composition**: arithmetic operations, clipping, transformations\n",
    "5. **Pipe operator** for functional composition\n",
    "6. **Real-world neuroscience** applications"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation and Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:15.318166Z",
     "start_time": "2025-10-01T07:13:15.314278Z"
    }
   },
   "source": [
    "# Install braintools if needed\n",
    "# !pip install braintools brainunit matplotlib numpy scipy"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:19.697540Z",
     "start_time": "2025-10-01T07:13:15.323360Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.gridspec import GridSpec\n",
    "import brainunit as u\n",
    "from braintools import init\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "np.random.seed(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 Distance-Dependent Connectivity\n",
    "\n",
    "### Biological Motivation\n",
    "\n",
    "In the brain, neurons are spatially organized, and their connectivity follows specific patterns:\n",
    "\n",
    "- **Local connectivity**: Neurons close together are more likely to connect\n",
    "- **Distance decay**: Connection probability decreases with distance\n",
    "- **Lateral inhibition**: Nearby neurons may inhibit slightly distant ones\n",
    "- **Long-range connections**: Some neurons connect across large distances\n",
    "\n",
    "### Distance Profiles\n",
    "\n",
    "A **distance profile** defines how connection properties vary with spatial distance:\n",
    "\n",
    "```python\n",
    "probability = profile.probability(distances)\n",
    "weight_scaling = profile.weight_scaling(distances)\n",
    "```\n",
    "\n",
    "### Key Concepts\n",
    "\n",
    "1. **Connection probability**: Likelihood of forming a connection\n",
    "2. **Weight scaling**: Strength modulation based on distance\n",
    "3. **Spatial units**: Using physical distances (μm, mm, etc.)\n",
    "4. **Profile composition**: Combining multiple patterns"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:22.149771Z",
     "start_time": "2025-10-01T07:13:22.142075Z"
    }
   },
   "source": [
    "# Helper function to visualize profiles\n",
    "def visualize_profile(profile, max_distance=200, title=\"Distance Profile\", unit=u.um):\n",
    "    \"\"\"\n",
    "    Visualize a distance profile.\n",
    "    \"\"\"\n",
    "    distances = np.linspace(0, max_distance, 500) * unit\n",
    "    probabilities = profile.probability(distances)\n",
    "    weights = profile.weight_scaling(distances)\n",
    "    \n",
    "    fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "    \n",
    "    # Probability\n",
    "    axes[0].plot(distances.mantissa, probabilities, linewidth=2)\n",
    "    axes[0].fill_between(distances.mantissa, probabilities, alpha=0.3)\n",
    "    axes[0].set_xlabel(f'Distance ({unit})')\n",
    "    axes[0].set_ylabel('Connection Probability')\n",
    "    axes[0].set_title(f'{title} - Probability')\n",
    "    axes[0].grid(alpha=0.3)\n",
    "    axes[0].set_ylim([0, 1.1])\n",
    "    \n",
    "    # Weight scaling\n",
    "    axes[1].plot(distances.mantissa, weights, linewidth=2, color='orange')\n",
    "    axes[1].fill_between(distances.mantissa, weights, alpha=0.3, color='orange')\n",
    "    axes[1].set_xlabel(f'Distance ({unit})')\n",
    "    axes[1].set_ylabel('Weight Scaling Factor')\n",
    "    axes[1].set_title(f'{title} - Weight Scaling')\n",
    "    axes[1].grid(alpha=0.3)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "    return distances, probabilities, weights"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Basic Distance Profiles\n",
    "\n",
    "### 2.1 Gaussian Profile\n",
    "\n",
    "The **Gaussian profile** creates bell-shaped connectivity with peak at distance 0:\n",
    "\n",
    "$$p(d) = \\exp\\left(-\\frac{d^2}{2\\sigma^2}\\right)$$\n",
    "\n",
    "**Parameters:**\n",
    "- `sigma`: Standard deviation (controls spread)\n",
    "- `max_distance`: Optional cutoff distance\n",
    "\n",
    "**Use cases:**\n",
    "- Local excitatory connections\n",
    "- Smooth distance decay\n",
    "- Cortical columns"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:37.779623Z",
     "start_time": "2025-10-01T07:13:37.139536Z"
    }
   },
   "source": [
    "# Create Gaussian profile\n",
    "gaussian = init.GaussianProfile(\n",
    "    sigma=50.0 * u.um,\n",
    "    max_distance=200.0 * u.um\n",
    ")\n",
    "\n",
    "distances, probs, weights = visualize_profile(gaussian, title=\"Gaussian Profile\")\n",
    "\n",
    "print(f\"Gaussian Profile Properties:\")\n",
    "print(f\"  Probability at 0 μm: {probs[0]:.3f}\")\n",
    "print(f\"  Probability at 50 μm (1σ): {probs[250]:.3f}\")\n",
    "print(f\"  Half-width at half-max: ~{50 * np.sqrt(2 * np.log(2)):.1f} μm\")"
   ],
   "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": [
      "Gaussian Profile Properties:\n",
      "  Probability at 0 μm: 1.000\n",
      "  Probability at 50 μm (1σ): 0.134\n",
      "  Half-width at half-max: ~58.9 μm\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effect of Sigma Parameter"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:42.987862Z",
     "start_time": "2025-10-01T07:13:42.755951Z"
    }
   },
   "source": [
    "# Compare different sigma values\n",
    "sigmas = [20.0, 50.0, 100.0]\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 200, 500) * u.um\n",
    "\n",
    "for sigma, color in zip(sigmas, colors):\n",
    "    profile = init.GaussianProfile(sigma=sigma * u.um)\n",
    "    probs = profile.probability(distances)\n",
    "    ax.plot(distances.mantissa, probs, linewidth=2, label=f'σ = {sigma} μm', color=color)\n",
    "    ax.fill_between(distances.mantissa, probs, alpha=0.2, color=color)\n",
    "\n",
    "ax.set_xlabel('Distance (μm)', fontsize=12)\n",
    "ax.set_ylabel('Connection Probability', fontsize=12)\n",
    "ax.set_title('Gaussian Profile: Effect of Sigma', fontsize=14)\n",
    "ax.legend(fontsize=11)\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"💡 Larger sigma → broader connectivity\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAHqCAYAAAAZLi26AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8zPcfwPHX3WXvLUEkkRCz9t5716jd1qZGqVFq1WiLKmq3ZtGiRm21au9Rq1YQEluCTInM+/7+yM9VmojIcBd5Px+Pe8h9vuv9zecu7n2fpVIURUEIIYQQQgghhBBZTq3vAIQQQgghhBBCiPeVJN1CCCGEEEIIIUQ2kaRbCCGEEEIIIYTIJpJ0CyGEEEIIIYQQ2USSbiGEEEIIIYQQIptI0i2EEEIIIYQQQmQTSbqFEEIIIYQQQohsIkm3EEIIIYQQQgiRTSTpFkIIIYQQQgghsokk3UIIIQxWt27dUKlUBAYG6jsUg7Bnzx6qVauGvb09KpWKVq1aAVC7dm1UKlWyfQ8ePIhKpWLChAnvPtAMeN29vWlbThcfH8+ECRMoVKgQpqamqFQqNm/enKXXmDBhAiqVioMHD2bpeYUQQqSPkb4DEEIIkTEXLlxgwYIFHD58mPv37xMTE4ODgwMlS5akcePGdOnSBWdnZ32H+V6pXbs2hw4d0j1XqVTY2tpSokQJevbsSdeuXVMkv1klMDCQli1bYmdnR/fu3bGxsaFIkSLZcq3MSs/vQFEU3c9p3Zs+7jswMBAvLy+6du3K8uXLs/VaM2bMYOLEidSsWZP27dtjbGz8xvtTFIVVq1bxyy+/cPHiRSIjI7G3tydv3rxUqVKFDh06UKtWrWyNWwghRPpJ0i2EEDmMVqtlxIgRzJgxA41GQ82aNWnYsCGWlpYEBwdz4sQJvvzyS8aPH8/169fJly+fvkPOsClTpjBy5EiDu4dhw4ZhZWVFYmIit2/fZuPGjRw9epSzZ88yd+7cbLnm3r17iYmJYcaMGXTu3DnZtl9//ZXo6OhsuW5GOTo68vnnn6dr37TuLa1t74Pt27djZWXFX3/9hYmJSbqO6dGjB8uXL8fe3p7mzZuTL18+Xrx4wcWLF1m6dCkRERHJku7PP/+cjh07UqBAgey6DSGEEGmQpFsIIXKYMWPGMGPGDMqWLcvatWvx8fFJsc+5c+f46quvePHihR4izDpubm64ubnpO4wUvvzyS1xdXXXPL126RKVKlZg/fz5Dhw7Fy8sry6/58OFDAPLmzZtimyEmU05OTunu2p7WvaW17X3w8OFDHB0d051wHzlyhOXLl1O6dGkOHTqEjY1Nsu1hYWFcvXo1WZmTkxNOTk5ZFrMQQoi3I2O6hRAiB7lx4wbTpk3D2dmZXbt2pZpwA5QtW5a//voLT0/PZOW//PILLVu2xNPTEzMzMxwcHGjUqBEHDhxIcY7ly5ejUqlS7V77uvHC586do23bthQoUABTU1OcnZ2pUKECkyZNSrbfzZs36d69O15eXpiamuLg4ECpUqUYPHhwsm7HqY3pjouLY+7cuTRq1Ah3d3dMTU1xcXGhTZs2nD9/Ps372LNnD1WrVsXCwgJHR0e6du3Ks2fPUv0dvo2SJUtSq1YtFEXh77//Thb77du3mTFjBsWKFcPU1JRu3brpjrt8+TLt27fHxcUFU1NTvLy8GDx4cLKYAgMDUalUjB8/HoA6deqgUqmSjdFNbUx3WoKDgxkyZAg+Pj6Ympri5OTERx99xOXLlzP9u3gbad3by3pL674zci/BwcEMGzYMX19fzM3NcXBwoFKlSkyfPh1Ier28/NJkxYoVumu+zZjoZcuWUalSJaysrLCysqJSpUop3kcvx1kHBARw584d3TX++579rxMnTgDQtWvXFAk3gJ2dHVWrVk31WqnFv3DhQooXL46ZmRnu7u6MGDGCmJgYVCoVtWvXTrbvy9dZbGwso0ePpkCBApibm1OuXDn27t0LQHh4OAMGDCBv3ryYmZlRpUoVTp8+neK6Bw4coEePHvj6+up+T+XLl2fRokVp3r8QQuRE0tIthBA5yIoVK0hMTOSzzz5L13htI6Pkf+YHDBhAqVKlqF+/Ps7Ozjx48IDNmzdTv359Nm7cSMuWLTMc24ULF6hatSoajYaWLVvi4eGha3VbtGgRY8aMAZJa9ipWrEhUVBTNmjWjQ4cOREVFcfPmTX766SemT5+eIu5XhYSEMHjwYGrUqEHTpk2xt7fn9u3bbN26lZ07d3L48GEqVKiQ4ritW7fy559/0qJFC6pWrcrhw4f59ddfuXXrFkePHs3wff/Xf5PfgQMHcvLkSZo1a0aLFi1wcXEB4OjRozRq1Ii4uDjatm2Lp6cnJ06cYPbs2Wzfvp2TJ0/i5OSEnZ0d48eP5+DBgxw6dIiuXbvqErM3JWipuXXrFrVr1+b+/fs0bNiQVq1aERwczIYNG9i9ezf79u2jUqVKuv2XL19O9+7ds2V8c1r3Vrp06Tfe99vey/Xr16lTpw6PHj2ievXqtGrViqioKK5cucLkyZP58ssvKV26NF988QWzZ8+mVKlSySZtS8/ve9CgQcydO5d8+fLRs2dPADZs2ED37t05f/48s2fPBtAltLNmzQJg8ODBut9JWhwdHYGkL+Aya9y4cXz77bfkyZOH3r17Y2xszLp16/Dz80vzuA4dOnDp0iU+/PBDXrx4wapVq2jevDnHjh2jT58+xMXF0a5dO548ecLatWtp3LgxAQEB2Nra6s4xdepU/P39qVy5Mq1btyYsLIxdu3bx2Wefcf36dWbMmJHp+xNCCIOhCCGEyDHq1KmjAMq+ffsydPzt27dTlD18+FDJmzevUqhQoWTly5YtUwBl2bJlKY45cOCAAijjx4/XlQ0dOlQBlM2bN6fY/+nTp7qf58yZowDKrFmzUuz37NmzZM+7du2qAEpAQICuLCYmRrl//36KYy9fvqxYWVkp9evXT/U+jIyMlKNHj+rKExISlNq1ayuAcuLEiRTnS02tWrUUQHn06FGKa5ubmysqlUoX68vY8+fPr9y5cyfZ/omJiYq3t7cCKLt27Uq2bfjw4Qqg9OjRI1n5+PHjFUA5cODAa+N6VWp1pCiKUrVqVUWj0aS47vXr1xVra2ulZMmSycpf/v66du2a2q8kVYDi6OiojB8/PtXH77//nu57S2vb295L+fLlFUBZtGhRinPdu3dP93NAQMBb37OiKMqhQ4cUQClatKgSFhamKw8JCVEKFy6sAMrhw4eTHePh4aF4eHik+xr37t1TbGxsFJVKpXTu3FlZv369EhgYmOYxqf0Or1+/rmg0GiVfvnxKUFCQrjwiIkIpVqyYAii1atVKdp6Xr7Pq1asrz58/15WvXbtWARQ7OzulXbt2Snx8vG7b1KlTFUCZMWNGsnOl9rcoPj5eadCggaLRaFK8Z4QQIieT7uVCCJGDPH78GEh9fOvBgweZMGFCssd/u5OmNtbYzc2Njz76iJs3b3Lnzp1Mx2hubp6i7GXr3Jv2c3BweOP5TU1NU51YrXjx4tSpU4fDhw8THx+fYnvnzp2pVq2a7rlGo6Fr164AnDlz5o3XfdX06dOZMGECX3/9NZ988gkVKlTgxYsXDBw4MEVr6PDhw1OMuT527Bi3bt2iSZMmNGrUKNm2cePG4eDgwOrVq4mLi3uruN7k/PnzHD9+nK5du6a4buHChenduzeXLl1K1jW7devWXLt2jSlTprzVtZ49e8bEiRNTfaxZs+ad38vp06f5+++/qVmzJr17905xvvz582c6phUrVgBJ3blfbdW1t7fXdZPPbG+B/Pnzs2HDBtzd3Vm9ejXt2rXD09MTFxcXOnTowP79+9N1nt9//53ExESGDRum630BYG1tzdixY9M8dtKkSVhaWuqet23bFmNjY8LCwlL0VOnUqRMAFy9eTHaO1P4WGRkZ0bdvXxITE1Md8iKEEDmVdC8XQoj3xMGDB5k4cWKK8lfHZd6+fZspU6awf/9+Hjx4QGxsbLJ9Hz58iIeHR4au3759e2bNmkXr1q3p0KEDDRo0oGbNmikS5BYtWjBq1CgGDBjAvn37aNy4MbVq1aJgwYLpvtaFCxf44YcfOHr0KI8fP06RZD99+jTFBGzlypVLcZ6XiVZYWFi6rw3our6qVCpsbGwoX748PXv2pEuXLin2rVixYoqyl2PP/ztmFtCNbd2zZw/Xr1+nZMmSbxVbWk6ePAlAUFBQqpOcvexW7OfnR4kSJQCwtbVNlkCml6+v7xu7KWfG297Ly3HFDRs2zLaY0qrXOnXqAEmv3cyqX78+t27d4uDBgxw+fJizZ89y9OhR1q1bx7p16xg1ahSTJ09O8xwvk+Dq1aun2Pbql1OpKV26dLLnarUaFxcXoqOjU3zB9PJ9+HJCvJciIyOZPn06mzdv5tatW0RFRSXb/t/9hRAiJ5OkWwghcpA8efJw7do1Hj58mGIt35et2wBr1qzRtTC95O/vT8WKFYmIiKBOnTq0aNECGxsb1Gq1btzsf5Pwt1GpUiUOHjzI5MmTWb16NcuWLQOgQoUKTJ06VZd0eHp6cvLkSSZMmMCOHTtYt24dAEWKFOGbb76hXbt2aV7n+PHj1K1bF0hKoAoVKoSVlRUqlYrNmzdz8eLFVO8jtUmnXrbIJSYmvtW9Pnr0KNns5WnJkydPirKIiIjXboN/E5WX+2WVkJAQAP7880/+/PPP1+733wTIEL3tvYSHhwNk6/JzERERqNXqVOdbyJMnDyqVKsvq1MjIiPr161O/fn0AEhISWL58Of369WPKlCm0bduWsmXLphkrkKyV+9VY0/K691Ja77FXvxiLi4ujdu3anDt3jjJlyvDpp5/i6OiIkZERgYGBrFixIlN/i4QQwtBI0i2EEDlI1apVOXjwIAcOHNAlnuk1c+ZMQkND+e233/jkk0+Sbevbty+HDh1KVqZWJ41ASkhISHGulwnMf9WoUYOdO3fy4sULTp06xbZt2/jpp59o1qwZly9f1rVmlyhRgj/++IP4+HjOnj3Lzp07mTNnDh06dCBv3rxptrRNmjSJ2NhYjhw5kqKV7uTJkym6sepbarOKv0xOgoKCUj3m5TCC1JKYzHh5vrlz56Z7DW1D9bb38nKCsgcPHmRrTFqtlidPnqRIZoODg1EUJcvr9CUjIyN69erFkSNH+PXXXzlw4ECaSffLOIKDg1P0bnnd6zKrbNmyhXPnztGzZ0+WLFmSbNuaNWt03fSFEOJ9IWO6hRAiB+natStqtZpFixbx9OnTtzr21q1bAClmKFcUhWPHjqXY397eHkg9SUltaa5XmZubU7t2bWbMmMHo0aN58eIFf/31V4r9jI2NqVy5MhMnTmTOnDkoisL27dvfeB8ODg4pEu7o6GjOnTuX5rGGokyZMgCpLuEUFRXF33//jbm5Ob6+vll63Zczeb9cdione9t7ednNf8+ePW/cV6PRAG/fAyKten1Z9t+u2VnNysoqXfuVKlUKINX3/vHjx7M0pv963d8iSFqHXAgh3jeSdAshRA5SuHBhRowYQXBwME2aNMHf3z/V/VIbo/yyNeu/y2N9//33qa5pXK5cOVQqFWvWrCEmJkZXfvPmTd2yR686ceJEsv1eetlqZmZmBsDZs2dT7WL73/1ex8PDg9DQUK5cuaIrS0xM5Msvv+TJkydpHmsoqlWrhre3Nzt37tStb/zSd999x7Nnz+jUqRMmJiZZet2KFStSqVIlfv/9d9auXZtiu1arTdHjITw8HD8/Px49epSlsWTW295LhQoVqFChAocPH2bx4sUp9n/1yyV7e3tUKhX37t17q5heTsw3ceLEZK/x8PBw3XwLL/fJqF27drFly5ZUe6D4+/uzfv16IPWx2q/q2LEjarWaGTNmJPsCLyoqikmTJmUqxjd53d+iQ4cOpVo3QgiR00n3ciGEyGEmTZpEXFwcP/74I0WKFKFmzZqUKlUKCwsLgoOD+eeffzh9+jRWVlbJWtX69u3LsmXL+Oijj2jfvj2Ojo6cPHmSc+fO0axZsxTjYvPmzUunTp1YvXo15cqVo3HjxgQHB7Np0yYaN27Mhg0bku0/depUDhw4QM2aNfHy8sLMzIxz586xb98+ChYsSOvWrQH47bffWLhwITVr1sTb2xsbGxuuXr3Kjh07cHBwoHv37mne/8CBA9mzZw/Vq1enffv2mJmZcfDgQR48eEDt2rVTbWU0NGq1muXLl9OoUSOaNm1Ku3bt8PDw4MSJExw8eBBvb2++//77bLn277//Tp06dejYsSOzZs2ibNmymJubc/fuXU6cOMGTJ0+SfXmyadOmDK3T/fTp01QnOHupb9++6R4X/zpvey+rVq2idu3a9OnTh99++40qVaoQExPDlStXOH/+PM+ePQOSWotfJuiffvophQoVQq1W8+mnn6Y50WDNmjUZOHAgc+fOpUSJEnz00UcoisKGDRu4f/8+gwYNombNmpm6Zz8/P4YMGYKTk5PuPaQoCv7+/uzYsYO4uDj69euXbH3y1Pj6+jJy5EgmT55MyZIlad++PUZGRmzcuJGSJUty+fJl3RCTrNaiRQs8PT354YcfuHz5MiVKlOD69ets376d1q1b88cff2TLdYUQQl8k6RZCiBzmZevUJ598woIFCzh8+DBnzpwhNjYWBwcHihcvzrRp0+jSpUuycaVlypRhz549jB07lo0bN6LRaKhatSrHjh1j69atqU5GtWTJEpycnFi7di3z58/H19eXRYsWkTdv3hRJd79+/bC1teXUqVMcOnQIRVEoUKAAo0ePZsiQIboxpJ06dSImJoZjx45x+vRpYmNjyZ8/P/369Ut1ea3/at68OX/88QeTJ09m5cqVWFhYULduXTZt2sQ333yTBb/hd6N69eqcPHmSb775hj179hAeHk7evHn54osvGDt2LE5OTtlyXS8vL86fP8+PP/7I5s2bWbZsGRqNBjc3N2rWrEnbtm2z5Dovlwx7nVatWmU66X7beylUqBDnzp1jypQpbNu2jVmzZmFlZUWhQoVSLJP122+/MWTIELZv3054eDiKolC9evU3zu4/Z84cypQpw88//8yiRYuApOXsvvnmmzd+oZQeH3/8MVZWVuzevZtLly7x119/ERMTg5OTEw0bNqRbt2589NFH6TrXpEmTyJ8/P3PnzmXBggW4uLjQsWNHvvjiC7Zt25Zt48+trKzYv38/w4cP5/Dhwxw8eJDixYuzatUq8uTJI0m3EOK9o1IURdF3EEIIIYQQwjDs3buXBg0aMGLECKZOnarvcIQQIseTMd1CCCGEELnQkydPUkwWFxYWxqhRo4Ck3ghCCCEyT7qXCyGEEELkQqtWrWL69OnUrVuXvHnz8ujRI3bt2kVwcDDdunWjSpUq+g5RCCHeC5J0CyGEEELkQlWrVqVcuXLs3buXkJAQNBoNRYsW5euvv6Z///76Dk8IId4bMqZbCCGEEEIIIYTIJjKmWwghhBBCCCGEyCaSdAshhBBCCCGEENkk14/p1mq1PHz4EGtra1Qqlb7DEUIIIYQQQgiRAyiKQmRkJHnz5kWtfn17dq5Puh8+fIi7u7u+wxBCCCGEEEIIkQPdu3eP/Pnzv3Z7rk+6ra2tgaRflI2NjZ6jeT2tVsuTJ09wdnZO81sUoR9SP4ZN6sewSf0YNqkfwyb1Y9ikfgyX1I1hyyn1ExERgbu7uy6nfJ1cn3S/7FJuY2Nj8El3TEwMNjY2Bv3Cy62kfgyb1I9hk/oxbFI/hk3qx7BJ/RguqRvDltPq503DlA3/DoQQQgghhBBCiBxKkm4hhBBCCCGEECKbSNIthBBCCCGEEEJkE0m6hRBCCCGEEEKIbJLrJ1ITQgghhBBCGL7ExETi4+Oz5FxarZb4+HhiYmJyxERduY0h1I+xsTEajSZLziVJtxBCCCGEEMJgKYrC48ePCQsLy9JzarVaIiMj3zjztHj3DKV+7OzscHV1zXQMknQLIYQQQgghDNbLhNvFxQULC4ssScIURSEhIQEjIyNJug2QvutHURSio6MJDg4GwM3NLVPnk6RbCCGEEEIIYZASExN1Cbejo2OWnVffSZ1ImyHUj7m5OQDBwcG4uLhkqqu5DGAQQgghhBBCGKSXY7gtLCz0HInIjV6+7jI7l4Ak3UIIIYQQQgiDJq3RQh+y6nUnSbcQQgghhBBCCJFNDCrpPnz4MC1atCBv3ryoVCo2b978xmMOHjxI2bJlMTU1xcfHh+XLl2d7nEIIIYQQQgiRk5w5c4YePXrg4+ODhYUFhQoVYtSoUURFRaXY9/jx41SpUgVzc3M8PDyYOnUqiqK88RpxcXEMHz4cV1dXLC0tadCgAdevX8+O28lRDCrpjoqKolSpUsyfPz9d+wcEBNCsWTPq1KnDhQsXGDx4ML169WL37t3ZHKkQQgghhBBC5Bxr167l5s2bjBgxgh07djB48GAWLVpEixYtku3n7+9Po0aNcHNzY/v27QwePJhx48YxY8aMN15j0KBBLF68mMmTJ7Nx40ZiY2OpV68e4eHh2XVbOYJBzV7epEkTmjRpku79FyxYgJeXl+4FULRoUY4ePcrMmTNp1KhRdoUphBBCCCGEEDnKV199hbOzs+557dq1sbe35+OPP+bs2bOUK1cOgGnTpuHo6MiaNWswMTGhXr16PHnyhEmTJjFw4EBMTU1TPf/9+/dZsmQJP/30Ez169ACgQoUKFChQgIULFzJixIjsv0kDZVBJ99s6ceIE9evXT1bWqFEjBg8e/NpjYmNjiY2N1T2PiIgAQKvVotVqsyXOzGrYqzf7HbeiUjSoFFXSv2hQYYRGo0GjMUKj1mCkUWOs0WBqZIKVqTnW5qbYWJpha2mGhYkZZkb/f2iS/rU0scTKxAobUxusTayxNrXGxsQm6d//l5kZmcnEFemg1WpRFMVgX0O5ndSPYZP6MWxSP4ZN6sewSf1k3svf4ctHVnp5vqw+b1qmT5/OokWLCAwMJCEhIdm2/fv3U7t27Wy7tpOTU4p7LV26NAAPHjygbNmyAOzcuZPWrVtjbGys279Dhw5MmTKF48ePvzbG3bt3o9Vqadu2re44e3t7GjZsyI4dOxg+fPhrY/Py8qJZs2bMmzdPV7Z582bat2/P7du38fT0JDAwkIIFC7JixQqOHTvG2rVrMTEx4auvvmLo0KGsWbOGCRMm8OjRI+rXr8/SpUuxs7PL4G8rycvX3etyxfS+t3N00v348WPy5MmTrCxPnjxERETw4sUL3dpqr5oyZQoTJ05MUf7kyRNiYmKyLdbMCIt9jmL1lHT/OUgEov//eJa5axupjbAxscHe1B57M3vdv3amdknPzexxMHXAztQOJ3MnnC2ccTBzQK0yqJEL2U6r1RIeHo6iKKjVuevecwKpH8Mm9WPYpH4Mm9SPYZP6ybz4+Hi0Wi0JCQkpktTMUBSFxMRE4N3NjP7zzz8zYsQIunTpwqxZs7h16xZjx47FysqKrl27ki9fvtfeY2Ji4hu/HFCpVG+9lvThw4cB8PHxISEhgaioKO7du0fhwoWTxeLj44NKpeLq1atUr1491XNdvXoVFxcXrK2tkx1buHBhli9f/sb6e7k298ufXya0L+v+5baxY8fSunVrfv/9d7Zu3cqXX35JUFAQhw8fZvLkyURERDBkyBCGDx/Ozz///Fa/j/9KSEhAq9Xy7NkzjI2NU2yPjIxM13lydNKdEaNGjWLo0KG65xEREbi7u+Ps7IyNjY0eI3s9BxMbNGH5QaVFUWlRVAqKOhFU2qSHOhFUif/+rMncOnKvStAmEBITQkhMCKRzKIaR2og8lnlwtXIlj1UeXC1dcbX695HXOi/uNu64WbmhUWd8kXlDotVqUalUODs7y3+qBkjqx7BJ/Rg2qR/DJvVj2KR+Mi8mJobIyEiMjIwwMsr61CW1RCq7zJkzh5o1ayab+NnS0pI+ffrQs2dPvL29X3tsgwYNOHToUJrnr1WrFgcOHEh3PE+fPuXbb7+lZcuWFC1aFIDnz58D4ODgkOz3bWRkhIWFBWFhYa+th/DwcOzs7FJsd3R0JCQk5I31p1Kpku3z8j3zsu5fbqtSpQqzZs0Ckn4vmzZt4qeffiIwMBBHR0cALl++zC+//MLixYvT++tIlZGREWq1GkdHR8zMzFJsT60s1fNkKgo9c3V1JSgoKFlZUFAQNjY2qbZyA5iamqY6DkGtVhvsH8M9yxZz+1oAG7bvwsnKFusX0djdv4PL9as4XrqC8b0QwrAjFHtCseeBypVzRetyyb0cz6I1hIZrCQnVEhufAEYx/3+8AJMoMI0Ak8ikf00jwSQSjWUYVs6hmNqForEMI0ETTlRCJNHx0emKN0GbwIPIBzyIfJDmfhqVhnw2+XC3ccfd1j3pXxt3CtgWwN3WHU87TxzMHbLiV/hOqFQqg34d5XZSP4ZN6sewSf0YNqkfwyb1kzlqtRqVSqV76JQvD48fZ/i8CvAy3c5wO7erK/z9d7p2DQ8P59atW3z++efJ7qNdu3b06tWLo0eP4uPj89rjFy5c+MZWVWtr63S32sfHx9OpUycgqQX+5XGv/pvauV5X/t9j01Oe1rkVRUkRy8vnDRo00P1sZGREwYIFUavVODk56c7l6+tLWFgYUVFRWFlZpXnd9MT0uvdwet/XOTrprlKlCjt27EhW9tdff1GlShU9RfQOqFTE2Nrx2NaOx8VLQRuwDnqEz6G/KHN4LyYxL0CBnldX8OKhPWcGfsXdWknj3iPDNTx+YMeju6Y8uGvGvQBz7t22IOyZSbJLJJK8UdvIWMsH5aMoX+MZxavcw6XgY6ISIgh5EUJYTBihMaGExYQR8iJE9wh9EUpYbBha5fXjHBKVRO6G3+Vu+F24l/o+dmZ2FLQviLe9t+5fb4ekn91t3N+blnIhhBBCCPEWHj+GB2k38KTlXc9Y9DJhfnUiMwAbGxvMzMx49OhRmsf7+Pikq3t5eiiKQo8ePTh9+jRHjhzBzc1Nt+3lGOj/zjYeFxdHdHQ0Dg6vbxCzt7dPdZby0NDQNI97W/8dp21iYpIisTYxScpvYmJiMpV0ZxWDSrqfP3+Ov7+/7nlAQAAXLlzAwcGBAgUKMGrUKB48eMCvv/4KQN++fZk3bx4jRoygR48e7N+/n3Xr1vHnn3/q6xb0IjKPG+fbd+Fy848oumc7xfZsxSguDvOwUGp+O5LbJ5pwetBIrG0tsbaNolCx5GvxRYZruHvbgtvXLbh5xZJb16yICPu3q01CvJpzJ6w5d8Ia8MTGLoFKNSKo1SiMBnUjsLZNTDWuRG0i4bHhPIt+xtPopwRHBfMk+glBz4N4HPVY9zwiNuK19xYWE8a5R+c49+hcim3GamM87Dwo5FCIIk5F8HX0pYhTEYo4FcHF0kUmgBNCCCGEeF+5umbq8FfT10y1dKeTg4MDarWax/9pnQ8LCyMmJgZ7e/s0j69Xr166upcfPHjwjbF8+eWXrFu3jh07dlCqVKlk2ywtLXF3d8fPzy9Z+fXr11EUhSJFirz2vEWKFCEoKIjQ0NBk9+Pn55fmcS/9d8x3auuH51QGlXT//fff1KlTR/f85djrrl27snz5ch49esTdu3d12728vPjzzz8ZMmQIs2fPJn/+/CxZsiTXLhcWb2HJP6064F+zPuVXL6XAhTMAFNy7E6drlzkwaRaR+T1SHGdtm0jxMpEUL5P0DZyiwJNHJly/YoXfRSuuXrDm6eN/xytEhBnx1zYH/trmgMZIoVyVSGo1CqN2ozDy5P13PLlGrcHB3AEHcwcKORZ6bdwxCTEEPQ8iKCqIh5EPefT8EY8iH/Hw+UMeRT7iSfSTVFvM47Xx+If44x/iz07/ncm22ZraJiXiTr4UcUxKxIs6F8XHwQcjtUG97IUQQgghxNtKZ7fu1/r/pF1GRkbwDhpqLCwsqFChAuvXr2fYsGG68jVr1gBQo0aNNI9Pb/fyN/n++++ZOXMmq1atol69eqnu06RJE7Zs2cIPP/ygG/O+du1a7OzsqFq16mvP3bBhQ9RqNRs2bKBXr15AUiv3nj17+Prrr98Y238T/b8zW8cGxKCyj9q1a6fZbeLVSQdePeb8+fPZGFXOE+3gyOEBw/E8fYyKvy7EJDYGmwf3aDywO4cmTif4g7JpHq9SgUveOFzyhlCjQQgAwY9MuHTWhn/O2OB3wZroqKSXTmKCitNHbDh9xIbpX7tTptJzGrUKoV6zUOwcUm8B/y8zIzM87DzwsEv5hQAkjRF/FPmI+xH3uRt+l3sR97gfcZ+HkQ95+PwhMQkpZ50Pjw3n1INTnHpwKlm5qcaUYs7FKJmnJCWcS1AyT0lKupQkr3VeaRkXQgghhBDZZsKECTRr1ozOnTvTpUsX/Pz8GDNmDO3bt6d48eJpHuvr65vp669evZpRo0bxySef4OXlxcmTJ3XbvL29dV3fhw8fzqpVq+jUqRP9+/fn0qVLTJs2jUmTJum6bUNSl3cPDw/27dsHQP78+enVqxfDhw9Ho9GQL18+Jk+ejK2tLZ999tkb4zt69ChjxoyhXr16nDlzRpf7bd68mS5dumT6/vXJoJJukYVUKgIrVedpwULUmjcV+wf3MI2MoN6I/pwc9jUBDZq91elc3OKo1/wp9Zo/JTERblyy4sxRO84etyMkOGliOkVRce6kNedOWvPD2AJUqRVOk49CqN0oDFOzjK9/aKQ2SppozdadKu7Jx+srisLT6KfcCb/DrZBb3A67zZ2wO9yNuEtwVHCKc8UmxnL+8XnOP07+RY29mb0uES/lWoqybmUp4VICM6P0zUgohBBCCCFEWho3bszGjRsZP348LVu2xMHBgb59+zJ58uR3cv09e/YAsHLlSlauXJls27Jly+jWrRuQlEzv2bOHoUOH0rRpU5ydnZk4cWKyFnpI6g7+ctm1l2bPno2VlRUjR44kMjKSatWqsXfvXmxtbd8YX8eOHTl//jwzZszA29ubjRs3MnjwYKZOnUqbNm0ycef6p1Le5WrwBigiIgJbW1vCw8MNdskw4N/Zy63t3nppA+MX0VRfMJN8Vy7oys72Hcy1tp9kOi5FgXsB5pw+ZMfJgw4EPUiZpNrYJtDkoxBadXpKoWIvMn3N9IpJiOFu+F1uh97mVsgtboXe4nbobR4+f5jmBG8vGamNKO5cnLJuZSnjWoaybmUp5VoKK5OUkzFotVqCg4NxcXGR2UkNkNSPYZP6MWxSP4ZN6sewSf1kXkxMDAEBAXh5eaV7eab0UF7pXi69HfXP09OT5s2bM2/ePMBw6udNr7/05pLS0p0LxJtbcHDQSCqsXkrhQ38BUG7BLLQaI6637pipc6tUUKDgCwoUfMFH3R5xx9+cY3sdOHnQQTcrekS4EWt/cWHtLy4UKxVF64+f0rh1COYWb058M8PMyIzCjoUp7Fg4WXlMQgyBYYHcfHaT68+u4x/iT0BYAM9ePEu2X4I2gYtBF7kYdJFlLEu6X1T4OvlSxrUM5fOWp1K+SpR1K4upJuUydEIIIYQQQgghSXcuoWg0nP6kNy/s7Cm1ZR0AFeZPR6sx4uaHbbPkGioVeBZ6gWehB3T67AHX/7HiwA4n/j5iT3x80re7Vy9acvWiJXMm5aNVp6e07fqEfAXisuT66WVmZKab5bwFLXTl4THh+If6c/XJVa49ucaNkBvcDb+brFVcQcHvqR9+T/34/fLvQFKL+AcuH1DSoSS1fGpRxb0KhR0Lo1bJN9pCCCGEEELkdpJ05yYqFZdatEOVmMgH2zcAUGnO92iNjbjVpFWWXkqthqKln1O09HOint/j+H57Dmx34t5tSwAiw434bYErKxfmoUaDcDr1DKZ8tch3MXnka9ma2VLOrRzl3MrpymISYvAP+X8i/vQafk/9CAgLIEH775IGCdoEzj0+x7nH51hxdQWQtL54hbwVqJSvEpXzV6Zivoo4WzqnuKYQQgghhBC5XWBgoL5DyFaSdOdC/7TsgDohgRK7tgBQaeZkop1deVS+crZcz9IqkQYfPqXBh08JuGHB7k3OnDroQEK8GkVRcXiPHYf32FGsVBRd+j2mTtMwNJpsCeWtmRmZUcKlBCVcSujKErQJ3A69zT9B//BP8D9cCb7C3fC7KK+s+BgWE8Zft//ir9t/6coKOxamunt1anjUoEaBGhS0LyhjiIQQQgghhHjPSdKdG6lUXPjoYzQJ8RTduwO1VkuNb75i95xfCPf0ztZLexWOpu9Xd+j82QP2/+nEvq3OurHfVy9aMrKvN+6eMXzSN4jm7Z5latbz7GKkNtKNFW9bLKlrfmRsJBfvXMTvuR+Xgi9x9clVQmNCkx1349kNbjy7wS8XfgHAzcqN6gWqU6NADaoXqM4HeT5AozaQbxuEEEIIIYQQWUKS7txKpeJc+y5YPX2C+4UzmERHUWfMYHbOW0GsvUO2X97GLoFWHz+mRcfHnDlsz9bfXbl32wKAe4FmTBnpweKZbnT7/DGtOz81yOT7VVYmVpRzKUe1QtVQqVQoikJQVBCXgi5xMegi/wT9w42QG8m6pT96/oj1V9ez/up6AGxMbajqXpXq7tWp6VGTivkqYmokE7QJIYQQQgiRk0nSnYspag1Hew+i0fdf43AvEKugR9QeN4y/ZixE+8rC99lJo4HKdUKpVDuUy+es2bbalWsXk6bbfxpkwvSvC/DrfFd6DHrEhx2fYWJq2Mn3SyqVClcrV1ytXGng3QBIGh9+5ckVzj48y/nH57kcfJkXCf8uoRYRG8Eu/13s8t8FgLmROTU8alDXsy51vepS1q2stIQLIYQQQgiRw0jSncslmppxYNBIGk8ajWVYCM7XLlF20Wz+/nz4O41DpYKS5SIpWS6SgBsWbF7pyrnj9gAEPzbh+9EeLJ/vSs8vHtOi/VOM3m6pcoNgZmSWbKK2BG0C/iH+nH10lnOPznEx6CJhMWG6/V8kvGDPrT3subUHAFtTW2p51qKeVz3qetWluHNxGRMuhBBCCCGEgZOkW/DC3pFDA7+i0ZSxaBLiKbJ5LUEflOVezXp6icercDRDvrnNHX9z/liRlwsn7AB4/MCUSSM8WDbPlc+GPaRJmxDUOXhVLiO1kW7pso9LfoyiKNyLuMfZR2f5++Hf/P3w72Rrh4fHhrP1+la2Xt8KgIulC3U861DXqy71C9anoH1Bfd2KEEIIIYQQ4jUk6RYAhHgU5O9O3an02yIAqkz/hlAfX57nza+3mDx8XjDs21vcvm7BhhVu/HPaDoCHd00Z/4UXvy9xYfDX9ylf7bneYsxKKpWKArYFKGBbgNZFWqMoCnfD73L6wWlOPTjFucfniIiN0O0fHBXM2itrWXtlLQA+Dj409m5MI59G1PGsg6WJpb5uRQghhBBCCPF/ObidUGS1mzXrE1ixGgAm0VHU+OYr1HFxeo4KCvpGM3zyLcbPvUbxsuG6cr9LlvRt78uQbt4E3DTTY4TZQ6VS4WHnQbvi7ZjecDp7P93L721+Z3ClwVTOXxlzI/Nk+/uH+DPvzDxa/N4Chx8cqPdrPaYdm8aloEsoSs4YCy+EEEIIIbJHYGAgKpUqxaNy5ZTLBh8/fpwqVapgbm6Oh4cHU6dOTdfnybi4OIYPH46rqyuWlpY0aNCA69evZ8ft5CjS0i3+pVJxsstnOATexib4EY7+1ymzdC5n+w3Td2QA+BSNZuQP/lw5Z83Kn/NzPyBptvMjf9lxfL8trT9+Qp9hj3BwSnjDmXImtUpNIcdCFHIsxCcffEKCNgG/p36cuH+CE/dOcOXJFRKVRADiEuPYH7Cf/QH7GbF3BHmt89LIuxGNvBtRv2B9HC0c9Xw3QgghhBBCHyZPnkydOnV0z62trZNt9/f3p1GjRjRo0IDvvvuOf/75h5EjR6LRaPjyyy/TPPegQYNYs2YNP/74I/ny5WPSpEnUq1ePK1euYGtrmy33kxOolFzeBBYREYGtrS3h4eHY2NjoO5zXun0tgA3bd+FkbYexcfbOImZ3L5Amk0ajSYhHUanY8+MinpQsk63XfFvaRDi2z4F1S/Pp1vkGsLBKpM/Qh3TsEfxOJ1tTFIWY8BjMbM30NrnZ87jnnHlwhqP3jnLy/kmCooJS3U+tUlM5f2WaF2pOC98WuWJCNq1WS3BwMC4uLqhz8kQA7ympH8Mm9WPYpH4Mm9RP5sXExBAQEICXlxdmZlnXs1FRFBISEjAyMnrvPwe9FBgYiJeXF+vXr6dt27av3e+zzz5j9+7d3LhxA5P/r2g0evRofv75Zx4/foypaepL2t6/fx9PT09++ukn+vTpA0BISAgFChRg3LhxjBgxIt2xGkr9vOn1l95cUt79IoUwd08utO4EgEpRqDp1PEYvovUcVXJqDdRoGML0FZdp2/0BpmZJLbzRzzXM+sadzo2KcfaElZ6jfLesTKyo41WHr2t+zfZO29nQbgNDKw+lUr5KmGj+/WJCq2g5fu84o/ePpuTPJSk4pyADdwxkz609xCbE6vEOhBBCCCHeb9OnT6dQoUIYGxun6OZ98OBBfYcHwM6dO2nVqpUu4Qbo2LEjYWFhnDhx4rXH7dmzB61WS7t27XRlDg4ONGzYkB07dqR5TU9PTz7//PNkZVu2bEGtVhMYGAj82z3+t99+o2/fvtjZ2eHi4sKPP/4IwJo1a/D19cXGxoY2bdoQFhb2lneefSTpFqnya9CUYB9fAKwfP6TMwtl6jih1pmYKLT9+zPRfL1OryRNUqqSOG7evm/NZW1++HujJ06DcN4ri5XjwziU7M7/pfA50OcD8pvPpWLwjBWwKJNs3MCyQeWfm0WhlI5ymOfHRuo9YfmE5wVHBeopeCCGEEOL9M3/+fIYPH0716tXZvn078+bNw9raGjc3N8aMGYOHh8drj01MTCQhISHNR2JiYrri6NevHxqNBhcXF3r37k1ISIhuW1RUFPfu3aNIkSLJjilSpAgqlQo/P7/XntfPzw8XFxfs7e2TlRctWjTN497WmDFjMDc3Z/369bRr145hw4YxatQoZs+ezQ8//MD8+fPZv3//W7WsZ7fcl42IdFHUGo53H0DzicMxiovFd/sG7tWoy+NylfQdWqrsHBLoNewudZs9ZdnsAgTeTJq5e+dGRw7tsaPvlw9p3z0Yo1z6ijc1MqVSvkpUypdUf/cj7nP4zmEO3TnExaCLJGiTxsE/j3vOxmsb2XhtIypUVMpfiRaFW9C6SGuKOhfV5y0IIYQQQuiULw+PH2f2LJn7YOjqCn//nf79Z86cSc2aNVm2bBkAjRo1wtzcnN69e9O9e3e8vLxee2y9evU4dOhQmuevVatWmq3lpqam9OvXj0aNGmFnZ8epU6eYNGkSf//9N6dPn8bY2FjXOmxnZ5fsWBMTEywsLJIl6P8VGhqa4jgAe3v7NI97W1WqVGHmzJkA1K1blw0bNjB37lzu3LmDo2PSvEUXL15k6dKlLFq0KMuumxm5NAUR6fE8jxvn2n5CxdVLAag8/Ru2/fIHiebmbzhSfwoWiWbiPD8O7nRi3dJ8REUaEf1cw48T3Nm21pGx0+9QvLRhdZXXh/w2+elcsjOdS3bmedxzTt4/ycHAgxy/f1y3LJmCwsn7Jzl5/yRj9o/B19GXNkXb0KZoG8q5lcs145+EEEIIYXgeP4YHDzJzhnf7OSY8PJxbt26l6ELdtm1bevbsyZEjR/D29n7t8QsXLiQyMjLNa/x3QrT/cnNz46efftI9r1WrFsWLF6d58+Zs2rSJ9u3bp+NO9K9Bgwa6nzUaDQULFkStVusSboDChQsTFhbG8+fPsbLS/5BTSbpFmm7Uboj7uVO4+V3G6kkQH/y2kPN9Bus7rDSpNVC3+VMq1Ahl3dJ8HNrphKKouHnNgu4titC5dxB9hz/EzDxXzyGoY2ViRf2C9alfsD6J2kQuP7nMwcCDHLl7hMCwQN1+159dZ8rRKUw5OgV3G3daF2lNm6JtqF6gOhq1Rn83IIQQQohcx9U1s2d49XNgxhLwt4nhZcLs7OycrNzGxgYzMzMePXqU5vE+Pj5vXLIrIw0iTZs2xdLSkrNnz9K+fXtdS3V4eHiy/eLi4oiOjsbBweG157K3t09xHCS1gKd13NtKrRX+v4n1y/HoMTExknSLHECt5vSnfWg+fhiahHiK/rGagPrNCSvoo+/I3sjaNpGeQ+9Su+lTfpnpwd1bFmi1KlYudOXATnvGTrtDheppf2OY22jUGkrlKUWpPKX4otIXPIh4wIHAA+wL2Mfl4Mso//8P6l7EPeacnsOc03NwtnDmQ98PaVO0DfW86mFqlPqMlkIIIYQQWeVtunWnRlF4ZXbsrIkpLQ4ODqjVah7/p098WFgYMTExKcZB/1dWdC9PD0tLS9zd3VOMwb5+/TqKoqQY6/2qIkWKEBQURGhoaLL78fPzS/O4lxISki/7GxUV9ZbRGy6ZSE28UWQeNy43aw2AWqul0szvQKvVc1Tp510kmonzr9G+132MjJPifnDXlH4dCvPtlx5Ehksr7evks8nHJx98wrKWy9j18S5GVx9NxXwVMVL/+33dk+gnLD2/lGarm+E8zZmPN37MFr8txCTE6DFyIYQQQgjDYWFhQYUKFVi/fn2y8jVr1gBQo0aNNI9fuHAhZ86cSfOxcOHCt45r+/btREVFUaFCBV1ZkyZN2LJlC/Hx8bqytWvXYmdnR9WqVV97roYNG6JWq9mwYYOuLDQ0lD179tC0adM3xvLfRP/vzH6zYkCkpVuky5XGrfA6eQSboEc4X7uMz45N+Df/SN9hpZuREbToGET56mEsneHB9UtJY162/O7E0b22jJp6h9qNUnaHEf9ytHDUjel+HvecI3eOsDdgLyfvnyQ2MWmpsci4SFZfWs3qS6uxNrGmZZGWdCjegQYFG0gLuBBCCCFytQkTJtCsWTM6d+5Mly5d8PPzY8yYMbRv357ixYuneayvr2+mrz9s2DDUajWVK1fGzs6O06dPM2XKFMqXL0+rVq10+w0fPpxVq1bRqVMn+vfvz6VLl5g2bRqTJk1KtoyYj48PHh4e7Nu3D4D8+fPTq1cvhg8fjkajIV++fEyePBlbW1s+++yzN8Z39OhRxowZQ7169Thz5gzLly8HYPPmzXTp0iXT969P0tIt0kVrbMypT/vonpdZPBfTsFA9RpQxbvljGT3jBt2+uIOZedKyCs+eGPNlDx8mDvHgeYS8JdLDysSKJoWaMKPhDPZ12cf0BtNp7N0YK5N/x8xExkWy8p+VtPi9BXmm56H7lu7svLmT+MT4NM4shBBCCPF+aty4MRs3buTq1au0bNmSqVOn0rdvX3799dd3cv1ixYqxf/9+evToQePGjVm4cCE9e/Zk3759GL2yxI+Pjw979uzh/v37NG3alOnTpzNx4kSGDRuW7HypLVM2e/ZsevbsyciRI2nVqhXGxsbs3bsXW1vbN8bXsWNHzp8/T9OmTfn111/ZuHEjxYoVY+rUqTx//jxrfgl6olLeNCL/PRcREYGtrS3h4eHY2NjoO5zXun0tgA3bd+FkbYexsbHe4qi6dC4FTxwG4Eaz1pweMkZvsWRWyBNjfplZgIun7XRlrvlimTAzkPLV3u6NrSgKMeExmNma5epZvRO0CZx6cIpd/rs4fOcwUfEpx+I4mDvQukhrOhTvQB2vOsm6qmcXrVZLcHAwLi4uqNXyxYqhkfoxbFI/hk3qx7BJ/WReTEwMAQEBeHl5YWZmlmXnVRTllTHdufezm6Hw9PSkefPmzJs3DzCc+nnT6y+9uaS8+8VbOdf2E+LMkpYM89mxBbvbN/UcUcY5OMczbNIten8ZqGv1fvzAlL7tfflxQn5iXsgf4LdlpDaimns1vq3zLX99+hczG86kYcGGmBv9u8xcyIsQlp5fSsOVDXGb4Ub/P/tz7O6xN87IKYQQQgghRE4kSbd4KzG29lxu1gYAtaKl3E8zkqZ/zKFUKqjZ+BmTF1/Ft+S/M5mvXpyHT5sU5do/FnqMLmcz0ZhQw6MGk+tNZu+ne5neYDr1vepjZvTvt4RPo5/y898/U31ZdQrOKciYfWO4+uSqHqMWQgghhBAia0nSLd6aX/2mRDq5AOB24W/yH097+YKcwNk1jtEzbtC57z3dDOcBN83p1qIIy+a65qTJ2g2SqZEptT1r833979n76V6m1ptKHc86mGj+nYwjMCyQyUcnU/yn4pRZWIbpx6fzIOKBHqMWQgghhBDvQmBgoK5r+ftIkm7x1rTGJpxr9+8MguV+nok6Lk6PEWUNtRqatA3muwXX8PBJGoucmKBi/vf5GNCpEE+DZLL/rGBmZEa9gvWY1mAaf33yFxNqTaBC3gqoVf/+Obrw+ALD/xqO+0x36q6oy9JzSwmLCdNf0EIIIYQQQmSQJN0iQ+6VrUhQ4WIAWD9+gO/WdXqOKOvk84hhwjw/Puz8CJUqqev8maM2dKxfjKP7DHeyvZzI0sSS5oWb83Ozn9nReQdDKw/F1/HfJTEUFA4EHqDXtl64Tnel7bq2bLu+TWZAF0IIIYQQOYYk3SJjVCr+7tgN5f+zCZZYuRTjHD6V/6uMjKBdj4eMnHYDO4ekVvywEGMGdynEjxPyExcrk6xlNScLJzqX7MyqNqvY2H4jPcv0JK91Xt322MRYNlzbwIdrPiT/zPwM3T2Uf4L+0WPEQgghhBBCvJkk3SLDQgt4EVC5BgCmzyMptna5fgPKBsVKP2fy4quUqhSmK1u9OA89Wvpy55ap/gJ7zxWwLUC/8v3Y0mELy1sup12xdtiZ2em2B0cFM/PkTEotKEXZhWWZc2oOT6Of6i9gIYQQQgghXkOSbpEpF1t2INEoaaxz0Q2/Y/7s/Ut8rG0TGfbdLT4dcBcjo6QZ1fwuWfJJ46Ls2WKv5+jebyqVihIuJfiq2lfs+ngXsxrNoo5n8rW9zz8+zxe7viDvjLy0XtuaLX5bpPu5EEIIIYQwGJJ0i0yJcnLhRu2GABjFxVLy14V6jih7qFTQsPUTJszzwzV/DAAvojWM7l+QaV+7Ex8n3c2zm5HaiOoFqjOtwTR2f7ybEVVHUMSpiG57vDaezX6babW2Ffl+zMfgXYO58PiC/gIWQgghhBACSbpFFrjcrA1xZuYA+OzcgvX9u3qOKPt4+Lzg25+vUbXeM13Z2l9c6P2RL0EPpbv5u2JrZkv74u1Z2Xol69qu45OSn+Bg7qDb/iT6CbNPzabMwjKUXlCauafnEhoTqseIhRBCCCH0Ky4ujhEjRlCzZk0sLS1RqVQ8fZp6L9Xjx49TpUoVzM3N8fDwYOrUqSiKkmwfRVH4/vvvKVCgAObm5lSpUoWTJ0+mKxY/Pz8aNGiApaUlrq6ujBgxgrj3YDWk15GkW2RarLUt1xq1AECt1VJq2U96jih7mZlr6TsykO6D7+i6m185b0WPdqU5cVBmN3/XCtoXZHDlwezovIPZjWdTz6sexmpj3faLQRcZvHswZVaW4ZNNn3Aw8GCK/zSEEEIIId530dHRLF68GDMzM2rUqPHa/fz9/WnUqBFubm5s376dwYMHM27cOGbMmJFsv6lTpzJ+/HiGDBnC9u3bcXNzo2HDhty+fTvNOEJDQ6lbty5xcXFs3LiRyZMns2jRIoYOHZol92mIZOFhkSWuNWhO4f27MY8Mx/PQXi5/7E9YQR99h5VtVCqo2/wpXoWjmTOxIE+DTIkIM+aLTwvRa/Ajeg15hEaj7yhzFyO1EdXcq1HNvRoRsRHsvrWbrde3cu3pNSBp9vPfL//O75d/x8fBh15letG1dFdcrVz1HLkQQgghRPazs7MjJCQElUrF8uXL2b17d6r7TZs2DUdHR9asWYOJiQn16tXjyZMnTJo0iYEDB2JqakpMTAxTpkxh2LBhDBkyBIAaNWpQuHBhpk+fzk8/vb4RbsGCBURERLBp0yYcHJJ6KiYkJNC/f39Gjx5N3rx5X3tsTiUt3SJLJJiZc6VJK93zkisW6C+Yd8ircDTfLbimm91cUVQsnpmXLz71ITxUsm59sTG1oV2xdvzW+jfWfrSWDsU6YG1srdvuH+LPyH0jcZ/pTpu1bdhxcweJ2kQ9RiyEEEKI3GD69OkUKlQIY2NjVCpVssfBgwez/foq1ZvnIdq5cyetWrXCxMREV9axY0fCwsI4ceIEkNT9PCIigvbt2+v2MTExoU2bNuzYseON569fv74u4QZo3749Wq2WPXv2vPa4gwcPolKp+Pvvv5OVt2rVitq1a+ueT5gwASsrK86fP6/rIl+2bFnOnz9PTEwM/fr1w97envz58zNr1qw3/j6ygiTdIsvcrN2AF7Z2AHgcO4jdrRv6DegdsbROZOg3/nTsHohKndRt+eQhW7o0LYr/NTM9Rye8Hbz5suqXbG6xmUl1JlHWraxuW4I2gU1+m2i2uhmesz0Zf2A8d8Lu6DFaIYQQQryv5s+fz/Dhw6levTrbt29n3rx5WFtb4+bmxpgxY/Dw8HjtsYmJiSQkJKT5SEzMfANCVFQU9+7do0iRIsnKixQpgkqlws/PD0D373/3K1q0KHfv3uXFixevvYafn1+K4+zs7HBzc9OdN7Pi4+Pp2rUrffr0YcOGDcTHx9OmTRt69eqFubk569ato1WrVgwZMoTjx49nyTXTIkm3yDKJJqZcfqW1+4MV7+dM5qlRq+HDDvcZOfUGVjZJy1U9uGtK9w+LsO9PO/0GJwAw0ZjQ0Lshi5ovYnOHzXQt1TXZ5Gv3I+7zzeFv8JrtReOVjdl4baMsPSaEEEKILDNz5kxq1qzJsmXLaNSoEQMGDGDWrFkEBQXRvXt3vLy8XntsvXr1MDY2TvNRr169TMcYFhYGJCXBrzIxMcHCwoKQkBAgaVy2qakpZmbJG5js7e1RFIXQ0NdPYBsaGpri/C+PfXn+zIqLi2Pq1Kl0796dpk2bMmXKFAIDA0lISODHH3+kQYMGzJ49GxcXF9avX58l10yLjOkWWcq/Zn2K79yCRXgoBY4fwt7/OqE+vvoO650pVjqSb3/2Y+Y4b+7esuBFtIav+njTY9AjPvvyoYzzNhD5bfIzsOJA+pXvx7F7x9hwdQMnH5xEq2hRUNh9aze7b+0mr3VeepXpRe9yvclvk1/fYQshhBDi/8ovKs/j54/1GoOrlSt/9/n7zTsC4eHh3Lp1i88//zxZedu2benZsydHjhzB29v7tccvXLiQyMjINK9hbW2d5vbcRK1WJ/sSonDhwgDUr19fV6bRaPD29ubevXvZHo8k3SJLJZqYcqVJKyqsWQZAyRULOfztj3qO6t1yyhPH+Dl+LP3Rg+P7HAH4ZY4b1y9b8N28AKxtZeywoTBSG1HLoxa1PGoRHBXMFr8tbL6+maCoIAAeRj7km8PfMOnIJFr4tqBf+X7UL1gftUo6CQkhhBD69Pj5Yx5EPtB3GOn2MmF2dnZOVm5jY4OZmRmPHj1K83gfH583rr6SnvHab/KyBTo8PDxZeVxcHNHR0bpx2Pb29sTGxhITE5OstTs0NBSVSoW9vf1rr2Fvb5/i/C+PfXWcd2aYm5snG5P+8ufUWvBjYmKy5JppkaRbZLmbtepTfNdmLMJCKXDicK5r7QYwMVXoOzIQz0LRrFmUH61WxbH9tnRpVoSZy/3x9InVd4jiP1wsXehdrjc9y/bk9IPTrL2ylmP3jqFVtCQqiWz228xmv834OPjwWbnP6F66O44WjvoOWwghhMiVDGH1kbeJwcHBAbVazePHyVvnw8LCiImJSTNJhaTu5YcOHUpzn1q1amV6MjZLS0vc3d1TjK2+fv06iqLoxmK//Pf69euUKlVKt5+fn59u3e7XKVKkSIrzh4eH8+jRoxRjvVOTkJCQ7HlUVNQbj9E3SbpFltMam3ClSWsq/P4LAMVX/8LRcVP1HNW7p1JBk7bBFCj4grnfFSQqwoh7AWZ0a16EqYtuU6lm2l2EhH6oVWoq569M5fyVCXoexEa/jWzy20TIi6QxRv4h/gz/azhj94+lffH29Cvfj8r5K2fJt8tCCCGESJ/0dut+HUVRSEhIwMjI6J38H25hYUGFChVYv349w4YN05WvWbMGIM11s+Hddi9v0qQJW7Zs4YcffsDY2BiAtWvXYmdnR9WqVQGoWrUqNjY2rF+/Xpd0x8fHs3HjRpo2bfrG80+ePJmwsDBdy/P69etRq9U0bNjwjfH5+flRuXJlAGJjY/nnn38oWrRoRm/3nZCkW2QL/+p1Kbn9D8wiIyhw5ABWD+7xPJ+7vsPSi+JlI/n2p2v8+LU39wMseB5pxMBPCjHi27u07fpU3+GJNOSxykO/8v3oXbY3h+4cYt2VdZx9dBZIWvf7t39+47d/fqNUnlL0K9+Pjz/4GCsTKz1HLYQQQghDNGHCBJo1a0bnzp3p0qULfn5+jBkzhvbt21O8ePE0j/X1zZpeozt37iQqKkq37Na2bduwtramWLFiFCtWDIDhw4ezatUqOnXqRP/+/bl06RLTpk1j0qRJum7aZmZmjBo1igkTJuDs7EzJkiX56aefePbsGV9++aXueocOHaJevXr88ssvdOnSBYC+ffsyd+5cWrVqxejRo3nw4AHDhw+nb9++6Vqje/z48RgbG+Pk5MSCBQsIDQ0lICCAAwcOUKdOnSz5PWU1GZgoskWiqSnX6jcDQK1oKb5muX4D0jNn1zjGz7lOmSphAGgTVXw/2oNpX7vznx4ywgAZqY2o51WPhc0XsqHdBjoW75gsub4YdJG+f/Yl74y8fLHzC24+u6nHaIUQQghhiBo3bszGjRu5evUqLVu2ZOrUqfTt25dff/31ncXQr18/2rVrx/z58wHo0aMH7dq1Y926dbp9fHx82LNnD/fv36dp06ZMnz6diRMnJmuhB/jqq68YP34806dPp2nTpty/f5/du3dTsGBB3T6KopCYmIhWq9WV2dvbs2/fPoyMjGjVqhUjR46kV69e/Phj+uaB6t+/P19//TWtWrXC1NSU1atXExISwsKFhrtykkp504j891xERAS2traEh4djY2Oj73Be6/a1ADZs34WTtZ2um4ehM46OovWIfpjEvCDRyJjNK7fywsn5zQfmRIqCJjGGRI1ZUr/y19Amwtql+dix7t8xQFVqhzPl59tY2Whfe5zIHEVRiAmPwczWLMu6kMUkxLDn1h7WXV2H39OUa0o28WnCwIoDaeTTSCZeewOtVktwcDAuLi6o1fK7MjRSP4ZN6sewSf1kXkxMDAEBAXh5eaVYnioz3nX3cvF2UqufgwcPUqdOHc6cOUP58uXfSRxvev2lN5eUd7/INvEWltyonTQuQ5MQT9H1K/Uckf6pNdCpzwN6DQtErUn6vuvEQVu6f1iEB3dN3nC0MCRmRmZ86PshK1uvZGXrlTQv1BxTjalu+07/nTRd3ZQi84ow99RcImIj9BitEEIIIYTQF0m6Rbbya9CMRKOklvlCf27EJFISD4BaTZ4xcuoNLK2T+pYH3DSna7MiXDhtqefIREYUcSrChNoT2NF5BwMrDiSPZR7dtpshNxm0axD5fszHwB0Duf70uh4jFUIIIYQQ75ok3SJbxdja4189aUID45gX+G5ao+eIDEfR0s+ZOM8P1/xJawOGhRjTr31hdmzImvUJxbtna2ZL11Jd2dpxK9MbTKeMaxndtudxz5l3Zh5F5hehyaom7Li5A60iQwqEEEIIIdKjdu3aKIryzrqWZyVJukW2u9roQ7T/H8fku2kNmhcv9ByR4ciTL5YJc/0oXiapB0B8vJpxg7xYOtuV3D3bQs6mUWuo7VmbxS0Ws+ajNbT0bZms6/ku/100W90M33m+zD45m/CYcD1GK4QQQgghspMk3SLbRTnn4U6FpDX9zCIj8NmxSc8RGRZL60S+nHKTus2f6Mp+/iEfk78qIDObvwd8HHz4uubX7Oi8g0EVB+Fq+e8kev4h/gzePZj8M/Pz+Y7PZdZzIYQQQoj3kCTd4p240qSV7udi635DHR+vv2AMkJERdPviLh163deVbVrlzLDuPkRHydv0fWBrZkuXUl3Y0nELMxrOoJxbOd2253HPmX9mPr7zfGm5piWHAg+RyxeWEEIIIZKR/xeFPmTV604+zYt3Iiy/B/c/SEoyLJ89wePgHj1HZHhUKmjeMYh+o26jMUoa63tsvy19PirMsydGeo5OZBWNWkMtj1osbL6QtR+tpXWR1rqu5woKW69vpfaK2pRfXJ6V/6wkLjFOvwELIYQQevRyqdzo6Gg9RyJyo5evu8wu2Syf5MU7c6VxS/L/cxaAoutXElC/aZprWudWVeuFYucYz6zx3ryIMsLvkiXdWxRhzsqbePrE6js8kYW8HbwZU2MMAysOZJPfJtZcXsOT6KRhBucenePTTZ/y1d6vGFhxIH3K9cHBXCbZE0IIkbtoNBrs7OwIDg4GwMLCIkvW1ZZ1ug2bvutHURSio6MJDg7Gzs4OjUaTqfOplFzeVyO9C5rr2+1rAWzYvgsna7tMf9OiN4pCk0mjcAy8BcCeGQsJLlXuDQflEIqCJjGGRI1Zln2RcC/AjOmjCxHyJGn9bhu7BH5c7k/pClFZcv7cRFEUYsJjMLM1M+j/WBO0Cey9vZdf//mVG89uJNtmYWxBt1LdGFx5MIUcC+kpwuyh1WoJDg7GxcUFtVo6YBkaqR/DJvVj2KR+soaiKDx+/JiwsLAsPadWq0WtVhv0Z4PcylDqx87ODldX19fGkN5cUpJuSbrfKc9TR6i+eA4A9ypV59CkWfoNKKtkQ9INEPLUmOmjfLgXYAGAiYmWb+YGUL95WJZdIzfIKUn3S4qicOHxBX7951eO3j2Kwr9/plWoaOHbgqGVh1LTo2aOuJ83kQ+lhk3qx7BJ/Rg2qZ+slZiYSHwWzQuk1Wp59uwZjo6OUjcGyBDqx9jY+I0t3OnNJaV7uXin7pSrQpk/VmIZGkL+08ewvn+XyPwF9B2WwXJwiufrWdeZPdGbK+dsiItTM6pvQUK/u0e7bk/efAKRI6lUKsq4laGMWxnuhd9j9eXVbLuxjZiEGN24763Xt1LWrSxDKw+lXfF2mGhM9B22EEIIka00Gk2mu/m+pNVqMTY2xszMTJJuA/S+1U/OvwORoyhGRlyv2wQAlaJQZMMqPUdk+MwttXw5+SbVGz4FQFFUTB1TgIUz3GQt71zA3dadr6p9xY7OO/i8wuc4WTjptp17dI5PNn1CwdkFmXZsmqz3LYQQQghhgCTpFu+cf836JJgkzdbsvWc7JpEReo7I8BkZQZ/hd2jR6ZGubPGPeflhjDuJiXoMTLwzNqY2dCvdje2dtvNdne8o7FhYt+1B5ANG7B1BgVkF+Oqvr3gY+VCPkQohhBBCiFdJ0i3euThLK25Vqw2AUWwsPn9u1G9AOYRKBe17PqRz33u6svUrXBgzwIu42Jw/rlekj5HaiMY+jVnVehWLmy+mRoEaqEiq/4jYCH44/gOeszzpsaUHV59c1XO0QgghhBBCkm6hF371m6H8fwIo341rUCUk6DminKNJ22A++yoAtTqpb/nebQ4M7upD1HN5O+cmL8d9z2w0k/Xt1tOycEuM1EnTdMRr41l2YRnFfyrOh79/mDQZm4xFEEIIIYTQC4P7lD5//nw8PT0xMzOjUqVKnD59Os39Z82aha+vL+bm5ri7uzNkyBBiYmLeUbQioyLzuHH//8uFWYY8xePwXj1HlLNUbxDCkG/8MTbRAnD6iA392hcm9JnMjZgbedp58nWtr9neaTtdS3XF0thSt23bjW3UWFaDqr9UZdO1TWgVrR4jFUIIIYTIfQwq6V67di1Dhw5l/PjxnDt3jlKlStGoUSOCg4NT3X/16tWMHDmS8ePHc+3aNZYuXcratWsZPXr0O45cZIRf/ea6n4uu+w2ZFeztlK4cwchpN7CwTOolcPWiJb1a+/L4Qc5dUk5kjpOFEwMrDmRH5x0MqTQEZwtn3baT90/SZl0bis4vyuKzi4lJkC8nhRBCCCHeBYNKun/88Ud69+5N9+7dKVasGAsWLMDCwoJffvkl1f2PHz9OtWrV6Ny5M56enjRs2JBOnTq9sXVcGIYg32KEFPACwNH/Os5XLuo5opyncPEoxs66jp1jHAB3bpnR/cMi3L5hpufIhD5Zmljy8Qcfs63TNibWnkhB+4K6bTee3aDP9j54zvJk8pHJhL4I1WOkQgghhBDvP4PpixoXF8fZs2cZNWqUrkytVlO/fn1OnDiR6jFVq1Zl5cqVnD59mooVK3L79m127NjBp59++trrxMbGEhsbq3seEZE0c7ZWq0WrNdxul+/leEyVimv1m1Htl3kAFN60hifFS+k5qAxSlH8f75i75wvGzfJj6sjCBD0w48ljE3p/VJh5q25SpGT0O4/HECmKonvkJhqVhqY+TWni3YQT90+w/OJyzj8+D0BQVBBj9o9hytEpfFbuM4ZUGoKbtZte4tRqtSiKYtB/g3MzqR/DJvVj2KR+DJfUjWHLKfWT3vgMJul++vQpiYmJ5MmTJ1l5njx58PPzS/WYzp078/TpU6pXr46iKCQkJNC3b980u5dPmTKFiRMnpih/8uSJQY8Fj4yKxNLSFGNTDRqj92em6vtVqxKzfgVmkZF4HD3AheD7xDg6vflAQ6MoaLTxST+r3n39uDrHMGHGRaaOLU6gvxXhIcb0bVeYaQuuULJM5DuPx9AoikJ8VFL9qPRQP4agrE1ZytYoi1+IH6v8VnH4wWG0aHke95wZJ2Yw99Rc2vu2Z0CpAXjaer7T2LRaLeHh4SiKglptUB2wBFI/hk7qx7BJ/RguqRvDllPqJzIyfZ+zDSbpzoiDBw8yefJkfvrpJypVqoS/vz9ffPEF3377LV9//XWqx4waNYqhQ4fqnkdERODu7o6zszM2NjbvKvS3FhUSTVRULOZqc9Aa7gvvbSVijH+N+pTYsQl1YiIFd/3JpS6f6Tust/f/FtREjZlekm4AK0cYNf0m08f4cPOKNVHPjRjauwTTf/GnUo3cnXi/bOE2szXLtUn3S6VtS1PaqzT3I+7z6z+/sv3GduK18cRp41h5bSWr/VbTvlh7RlYbSck8Jd9JTFqtFpVKhbOzs0H/x5pbSf0YNqkfwyb1Y7ikbgxbTqkfM7P0Dek0mKTbyckJjUZDUFBQsvKgoCBcXV1TPebrr7/m008/pVevXgCULFmSqKgo+vTpw5gxY1KtIFNTU0xNTVOUq9Vqg67Q9zlRuFGrAcV2bkatKBT6cxOXP+6FYmQwL830U6n+feiJhZWWEd/7M2u8N1fO2RDzQsOQLoX4ftFtajUM11tchkClUukeAtxt3RlTYwyflfuM1ZdW88fVP4hOiEaraFlzZQ1rrqyheeHmjK4+miruVbI9HpVKZfB/h3MzqR/DJvVj2KR+DJfUjWHLCfWT3tgM5g5MTEwoV64c+/bt05VptVr27dtHlSqpf+CLjo5OcaMajQZ4T8dAv6eiHZ25X7o8ABYhz3A/dkDPEeVsZuZahn3nT9mqYQDEx6sZ3sub3Vvs9RuYMEhOFk4MqjSIPzv/Sd9yfbE1tdVt235jO1V/qUrt5bXZ7b9b/q4KIYQQQmSAwSTdAEOHDmXx4sWsWLGCa9eu0a9fP6KioujevTsAXbp0STbRWosWLfj5559Zs2YNAQEB/PXXX3z99de0aNFCl3yLnOFG3Sa6n303rtFjJO8HYxOFgeNuUaXuMwC0iSrGDvBi82pHPUcmDJW1qTW9yvbiz85/MqzysGTLjR26c4jGqxpTfnF5NlzdIGt9CyGEEEK8BYPqw9uhQweePHnCuHHjePz4MaVLl2bXrl26ydXu3r2brGV77NixqFQqxo4dy4MHD3B2dqZFixZMmjRJX7cgMuhxkRKEu+bD9vED8ly5iN1tf8IK+ug7rBzNyAj6fhWImbmWA386oygqvhvuSXSUhs69g/UdnjBQZkZmdCrZibbF2rLTfyfLLizjXsQ9AM49Okfb9W3xdfTlq2pf8fEHH2OiMdFzxEIIIYQQhk2l5PL+ghEREdja2hIeHm7QE6ndvhbAhu27cLK2w9jYWN/hZIvC+3dScXXSmuw3mrbi9NCxeo7oLSgKmsQYvU6k9jqKAr8vzM/OP/5dGaDvlw/oOfixoYWabRRFISY8RiZSy4BEbSIHAg/wy/lfuBFyI9k2dxt3hlcdTs+yPbEwtsjwNbRaLcHBwbi4uBj0uK3cSurHsEn9GDapH8MldWPYckr9pDeXNNw7ELlOQJVaxJsmzQBYcN9OjJ/n7hm3s4pKBZ0+u0/rTx/qyhZMz8ecSfn0say4yGE0ag31C9ZnVZtVzG08l9J5Suu23Yu4x6Bdg/Cc5cnUo1OJjJX3rBBCCCHEf0nSLQxGvLkFt6vWAsAoNhbv3Vv1HNH7Q6WCNl0f0emze7qy33525Yex7pJ4i3RRqVRUca/Ckg+XsPTDpVR1r6rb9iT6CSP3jcRztiffHvqWsJgw/QUqhBBCCGFgJOkWBuVGnUa6nwtvXg9ambApKzVtF0z3wXdQqZIy7fXLXZgysoD8msVbKZWnFHMaz+H3Nr9Tz6seKpK67Ie8CGHcwXF4zvJk3IFxhLwI0XOkQgghhBD6J0m3MCjhed15VKQEADaP7uN27rSeI3r/1G3+lD4jAlGpkxLvjSudmTTcQxJv8dYKORZiav2prG+3nsbejVGrkv5LCY8N59vD3+Ixy4ORe0cSHCUT9wkhhBAi95KkWxicV1u7C21dr8dI3l/VG4TQ96sAXeK9ZY0TE4d4kpio58BEjuRp58l3db9jY/uNtCjcAo0qacnG53HPmXpsKp6zPBm6eyiPIh/pOVIhhBBCiHdPkm5hcO6XKs8LWzsA8p88gvmzp/oN6D1VtV4oA8bcRv3/xPvPPxwZN8iThAQ9ByZyrPw2+RlfazybO2ymTZE2GKmTVqV8kfCCmSdn4jXbi893fM698HtvOJMQQgghxPtDkm5hcBQjI/yr1QFArdXivWOTniN6f1WqFcbnX99GrUlKvHdvdmTs514kxOs5MJGjuVm7MbrGaLZ23EqH4h10a3nHJsYy/8x8vOd402dbHwJCA/QcqRBCCCFE9pOkWxgk/5r1Uf6/nrLPjs2opN9ztqlQI4wvxt9CY5Q0qHvvNgdG9y9IfJysZy0yx8XSheFVh7Ot4zY+KfkJZkZJSwLGa+NZfG4xheYWotvmbtx4duMNZxJCCCGEyLkk6RYGKcrJhYfFSwFg9SQIt7Mn9RzR+61s1XAGT7yFkXFS4r1/hz1f9S1IXKwk3iLzHC0cGVx5MNs7bad7qe5YGFsAkKgksuLiCor/XJz++/pzJfiKniMVQgghhMh6GUq6T506ldVxCJHCzVoNdD8X2iITqmW30pUiGPqtP8YmSYn34d12DO9dkNgYSbxF1rAzs2NAxQFs77Sd3mV7Y2ViBYBW0bLJfxOlFpai4x8dJfkWQgghxHslQ0l3lSpVKFy4MN9++y23b9/O6piEAODBB+WItrMHIN+Z45g/lWWHslvJ8pEM+84fY9OkxPvYPjuG9fAm5oUk3iLr2Jja8Fm5z9jeaTv9y/fH1tQWAAWFtVfWUvLnknT8oyNXn1zVc6RCCCGEEJmXoaR75cqVFCpUiG+//ZZChQpRrVo1FixYQEhISFbHJ3IxRaPBv3pdIGlCNZ8/ZUK1d6F42UiGT76JqVnSOPqTh2wZ1tNbWrxFlrMysaJHmR5s67iN/h/0x87MDvg3+S7xUwk6bejEtSfX9BuoEEIIIUQmZCjp7ty5M3/++ScPHz5k9uzZKIpC//79yZs3L61ateKPP/4gLi4uq2MVuZB/jXpoX06otlMmVHtXipZ6zvApNzE1T/p9nzpky5eSeItsYm5sTiffTmztsJVBFQdhZ2oHJCXfay6vofhPxem8oTN+T/30G6gQQgghRAZkaiI1JycnPv/8c44fP87NmzcZM2YMfn5+dOjQAVdXV/r06cPRo0ezKlaRC0U7OvOwZBkALJ8+Ie+Z43qOKPfwLRnFiFcS7xMHbRnR21smVxPZxtzYnC6lurCt0zYGVRyUrNv575d/p9j8Yny88WOuP72u50iFEEIIIdIvy2YvNzc3x8LCAjMzMxRFQaVSsWXLFmrVqkWFChW4elXG5omMuVlTJlTTl8IlopJ1NT+235bhvWVWc5G9Xk2+B1YYmCz5Xn1pNcV+KsYnGz+R5FsIIYQQOUKmku7IyEiWLVtG/fr18fDwYPTo0Xh6evLHH3/w+PFjHj58yNq1awkODqZ79+5ZFbPIZR6WLEOUvSMAef8+iUXwYz1HlLv4loziy8n+mJj+P/HeZ8dXn8k63iL7WRhb0LV0V7Z12sbnFT7HxtQGSJrtfNWlVRT7qRifbvpU1vkWQgghhEHLUNK9ZcsW2rdvT548eejZsyeRkZHMmjWLhw8fsnnzZtq0aYOxsTEajYa2bdsyduxYzp8/n9Wxi1xC0Wjwr1EPALUiE6rpQ5EPnidLvI/8ZcdXfSXxFu+GhbEF3Up3Y3un7QyoMCBZ8r3yn5UUnV+ULpu6SPIthBBCCIOUoaS7devWnDp1iiFDhnDt2jVOnTrFgAEDcHR0THX/UqVK8fHHH2cqUJG73ape9z8TqiXoOaLcp2ip5wyb5I+J6b/reI/q50VCvJ4DE7mGhbEF3Ut3T5rtvHx/rE2sgaTk+7d/fqPo/KJ03dyVm89u6jlSIYQQQoh/ZSjp3r9/P3fu3GHSpEn4+vq+cf+KFSuybNmyjFxKCACiHRx5UKocABYhz8h3Uibo04dipZ8z9Ft/jE2SEu+Du+wZ3b+gJN7inbI0saRHmR5s77SdfuX7JUu+f734K0XnF6Xb5m74h/jrOVIhhBBCiAwm3b/++iunTp167fbTp0/To0ePDAclRGqSTai29Q89RpK7FS8bmSzx3r/DnrGfe5EgnQ/EO2ZpYknPMj3Z1mkbfcv11SXfiUoiKy6uoMi8IvTY0oPAsED9BiqEEEKIXC1DSffy5cu5devWa7cHBASwYsWKDAclRGoelSjFcwcnAPKeOyUTqulRiXKRDPnGHyPjpMR773YHvh4oibfQDysTK3qV7cW2Ttv4rNxnWJlYAUnJ97ILyyg8tzD9tvfjfsR9PUcqhBBCiNwoy5YMe9XDhw8xNzfPjlOLXExRa7hVvS4AKkXBe9dWPUeUu5UsH8mQibcwMkpKvP/a6sD4QZJ4C/2xMrGid9nebO+0nc/KfYalsSUA8dp4FpxdgM8cHwbvGkzQ8yA9RyqEEEKI3MQovTtu2bKFLVu26J4vWrSIvXv3ptgvLCyMvXv3UqFChayJUIhX3KpWmw+2rdcl3Zc+6QXqbPnuSKTDBxUj+GLiLWaP9yYhQc3uLQ6o1AoTZwei0eg7OpFbvUy+OxTvwG///Maay2t4kfCC2MRYZp+azeJzi/m8wueMqDYCR4vUJwAVQgghhMgq6U66r169yvr16wFQqVScOnWKs2fPJttHpVJhaWlJzZo1+fHHH7M2UiGAaEdnHhX7gLxXLmIV/BjXC3/zuGxFfYeVq5WuFMGgCbeZPaEgiQlqdm1yxNhE4evpd+T7EKFXNqY2DKgwgI9LfszyC8tZf3U9sYmxRMdH88PxH/j5758ZXHkwQ6sMxc7MTt/hCiGEEOI9le6PxKNGjSIyMpLIyEgURWHp0qW65y8fERERPHr0iO3bt1O4cOHsjFvkYv7/72IO4P3nRj1GIl4qUzmcQeNuo9YoAGxb68TUMe4oip4DEwKwM7NjcOXBbOm4hfbF2mOkTvq+OTIukm8Pf4vXbC8mHZ5EZGykniMVQgghxPsoQ+1QWq2Wzp07Z3UsQqTL/dIViLFKmqW4wPFDmERG6DkiAVC2ajifj7mNWp2UaW/41YUfJ+SXxFsYDCcLJ0ZUG8HmDptpXaQ1GlXSGIiwmDDGHhhLwTkFmX58OtHx0XqOVAghhBDvE+n8KXIcrbExAZVrAKCJj8dz7w49RyReqlAzjM++CkClSsq0f1+Sh5++zyuJtzAorlaujKkxho3tN9K8UHPUqqT/Cp9GP2X4X8PxnuPN3FNziU2I1XOkQgghhHgfpCvpVqvVGBkZERcXp3uu0WjSfBgZpXu4uBBv7dYrXcx9dmzWXyAihar1Quk59I7u+bJ5biyd5arHiIRIXT6bfEyoPYH1bdfTsGBDVKgAePz8MYN2DcJnrg+Lzi4iPjFez5EKIYQQIidLV2Y8btw4VCqVLpF++VwIfQnL78FTT2+cAm/hEOCPw00/QgoV0XdY4v9qNXlGfLyKFXM8AFgwPR8mZgpd+slSTcLweNh5MLneZHqW6cnPZ3/mYOBBAO5H3Oez7Z/x/dHvGV9rPB9/8LFuPLgQQgghRHql69PDhAkT0nwuhD7cqlEPp8BbAHhv30jIkNF6jki8qv6HT4mPU7N6gTsAc77Lj4mplo49nug5MiFS5+3gzfQG0/F76sfPf//MsXvHAAgIC6Dblm5MPjqZCbUm0KFEB12XdCGEEEKIN5FPDSLHCqxQlQQTEwC8DuxGExuj54jEfzVpG0y7Hg90z6d/XYCNK530GJEQb1bEqQizG89mecvlVMhbQVd+49kNOm/sTKkFpdh4bSOKTFYghBBCiHRIV0v3r7/+mqGTd+nSJUPHCZEe8RaW3ClXBe8ThzCJjsL96H4C6zXVd1jiPz7s/Jj4OBWbV+YFYMrIApiYamneLkTPkQmRthIuJfi52c+cf3Se+WfmcyHoAgCXgy/z0bqPKOdWjkl1J9HQu6EMuRJCCCHEa6Ur6e7Wrdtbn1ilUknSLbLdrRp18T5xCACf7Zsk6TZQbbo+Ii5OzY51riiKim+GemJiotCwZai+QxPijcq4lWFxi8Wcfnian878xJUnVwA4++gsjVc1pqZHTSbVnUT1AtX1HKkQQgghDFG6ku6AgIDsjkOIDAkuVJSIPG7YBD3C9dJ5rB7e53ne/PoOS/yHSgUdez8gPk7NX5td0GpVjB3ohYmpltqNw/UdnhBvpFKpqJSvEhXzVuTYvWPMOzMP/xB/AA7fOUyNZTVoWqgp39X5jjJuZfQcrRBCCCEMSbqSbg8Pj+yOQ4iMUam4Va0OZTauBsB7x2Yu9vpcz0GJ1KhU8OmAe8THqTi4wxltooqRfQsyfektqteL0Hd4QqSLSqWieoHqVHWvyv6A/cw/M597EfcA2HFzBztu7qBdsXZ8U+cbijjJigpCCCGEkInUxHvgdtXaaNVJL+WCe7ajSkzUc0TidVQq6D74LtXqPwMgIV7N8F7enD5irefIhHg7apWa+gXrs77desbVHIeLpYtu2/qr6yn+U3F6bOnBnbA7aZxFCCGEELlBulq669Spg1qtZvfu3RgZGVG3bt03HqNSqdi3b1+mAxTiTV7Y2fOwZBnyXzyLZchT3P4+wcNKMrbSUKnV0Ht4IPHxKk4fciA+Ts3Q7t7MXeVPmUrP9R2eEG/FSG3Eh74f0tinMRuvbWTJ+SWExYShVbQsu7CMlf+spG/5voyuMRpXK1d9hyuEEEIIPUhXS7eiKGi1Wt1zrVaLoihpPl7dX4js5l+9nu5nnz836TESkR4aDfQbFUDZqmEAxLzQ8MWnPly9aKHfwITIIBONCR1LdGRbx20MqDAAKxMrAOK18cw9PRfvOd6M3jea0BcyeaAQQgiR26iUXL7QaEREBLa2toSHh2NjY6PvcF7r9rUANmzfhZO1HcbGxvoOx+CoEhJoM6Iv5hHhaDUaNqzZSay9w7sLQFHQJMaQqDFL6kMt0iU+TsXM8d5cOmMLgI1dAos2XMenSNauua4oCjHhMZjZmsnSTgbofayfyNhIfv3nV1ZfWk1sYqyu3NbUlhHVRjCo0iBdYm7otFotwcHBuLi4oFbLqDRDI/Vj2KR+DJfUjWHLKfWT3lzScO9AiLegGBlxu2ptANSJiRT8a7t+AxLpYmyi8MX4W/iWjAQgIsyIAR0Lc/e2qZ4jEyJzrE2tGVBhAFs7bqVD8Q4YqZNGc4XHhjNm/xi853gz++RsYhKy9gsmIYQQQhieTCXd27dvp3///jRt2pSmTZvSv39/tm+XZEfox63qdXQ/e+/YArm7E0eOYWqmMOw7f7x8owB49sSYfh0K8fiB9OgQOZ+jhSPDqw5nc4fNtCjcArUq6b/d4KhgBu8eTOG5hVl6bikJ2gQ9RyqEEEKI7JKhpDssLIw6derQsmVLlixZwpUrV7hy5QpLliyhZcuW1K5dm7CwsCwOVYi0RbjmI7hQ0hI9dvfv4HTtkp4jEullbqllxJSb5PeKBiDooSl92xfmaXC65noUwuC5WrkyvtZ41rVdR32v+rryexH36LWtF8V/Ks7ay2vRKjIfihBCCPG+yVDS/cUXX3DkyBGmTp1KaGgod+7c4c6dO4SGhvL9999z9OhRvvjii6yOVYg38q/+78z63js26y8Q8dasbBIZ+cNNXPMndbe9H2hG/46FCQvR6DkyIbKOp50n39f/nlVtVlE1f1Vd+Y1nN+i4oSNlF5blzxt/ksunWxFCCCHeKxlKujdv3kz//v358ssvsbS01JVbWloyfPhw+vXrx+bNm7MqRiHS7U75KsSbmgHgcWgvmhcv9ByReBu29gmM/OEGji5JE0/dvm7OwI8L8TxSpp8Q7xdfR1/mNJnDkhZLKJ2ntK78YtBFmv/enGq/VONg4EG9xSeEEEKIrJOhT7LGxsb4+vq+dnuRIkVkhm2hF4mmZtypkNR6ZPIimgJHZK34nMbRJZ5R025iax8PwLV/LBncxYeYF+/HrNZCvKq0a2kWt1jMvCbzKOJYRFd+4v4J6qyoQ8PfGnLmwRk9RiiEEEKIzMpQ0v3RRx+xfv16EhMTU2xLSEhg3bp1tGvXLtPBCZERr3Yx95Eu5jlSnnyxjJx2AyubpMmlLpy25sue3sTFSuIt3j8qlYrK+SvzW+vfmFZ/Gp62nrptf93+i4pLKtJmbRuuBF/RX5BCCCGEyLB0Jd3nzp1L9vjkk08IDQ2latWqLF26lEOHDnHo0CGWLFlC1apVCQ8P5+OPP87u2IVI1VPvwoS75gUgz+ULWD28r+eIREbk94xhxPc3MbdI+nLv5CFbRvf3IkEmeRbvKZVKRR2vOqxtu5aJtSfiZuWm27bJbxMlfy5Jl01dCAgN0GOUQgghhHhbKiUds7Wo1WpUquQtTK8e9nLbf8tSawk3NOld0Fzfbl8LYMP2XThZ20nX/XQotnMLZTesBOBS5+5c7DEgey+oKGgSY0jUmIFKWmOz0vVLlvwwshBxsUkTqjVp84yJswNRv0U/HUVRiAmPwczWLMXfMqF/Uj+pi0+MZ7PfZpacX8KzF8905cZqY/qU68OYGmNws3ZL4wxZQ6vVEhwcjIuLC+q3eeOJd0Lqx7BJ/RguqRvDllPqJ725ZLrW41m2bFmWBSbEuxBQpSalN61GrdVScPd2/unaF0Ujs2DnRL4loxjyzS1mjPEhIUHNzo2OWFhqGTnlrny/Id5rxhpj2hVvRwvfFqy5vIYVF1cQGRdJvDae+Wfm88v5X/ii0heMqDYCe3N7fYcrhBBCiNdIV9LdtWvX7I5DiCz1ws6ehyXKkP+fs1g+e4LrudM8qlBF32GJDCpRLpLPv77NnIneaLUqNvzmjIVlIoPGPpDEW7z3zIzM6Fa6G22LtWXFxRX8fvl3YhJieJHwgu+Pfc/Pf//MiGojGFRpEFYmVvoOVwghhBD/Ybht9UJk0q3qdXQ/e+/YpMdIRFYoVy2cviMDUKmShrH8tsCVJbOyv2utEIbCysSKARUGsLXjVjoU74CROul78/DYcMbsH4P3HG/mnppLbEKsniMVQgghxKvS1dKdmpiYGDZs2MC5c+cIDw9Hq9Um265SqVi6dGmmAxQiox58UJYYaxvMIiNwP3EEk4hw4mxs9R2WyIQqdUOJeaHhl5keACycnhdzi0Q++SxYz5EJ8e44mDswvOpwPv3gUxb8vYAd/jvQKlqCo4IZtGsQM07MYELtCXz6wado1DKsRgghhNC3DCXdd+7coU6dOgQGBmJnZ0d4eDgODg6EhYWRmJiIk5MTVlbSxU3ol9bImNuVa1Lsr+1oEuLx3LeTG6076jsskUl1mj0lNkbNqp/dAZj1jTsWllrafPJUz5EJ8W65WrkyofYEupXuxk9nfmJ/4H4A7oTfofuW7vxw7Ae+q/sdrYu0lgnqhBBCCD3KUPfy4cOHEx4ezsmTJ7lx4waKorB27VqeP3/O1KlTMTc3Z/fu3VkdqxBv7dUu5j47t+gxEpGVGn8UzEfdHuieTxlZgJ0bHfQYkRD642nnyQ8NfuC3Vr9RKV8lXfm1p9f4aN1HVFxSkb9u/UU6FisRQgghRDbIUNK9f/9++vfvT8WKFXVTuCuKgqmpKcOHD6devXoMHjw4K+MUIkPC8xXgqac3AA63b2J/00/PEYms0vLjxzRt/xgARVExfrAnB3fJ8AGRexV1Lsr8pvNZ1HwRJVxK6Mr/fvg3DVc2pO6vdTl5/6QeIxRCCCFypwwl3dHR0Xh6egJgY2ODSqUiPDxct71KlSocPXo0SwIUIrNuVa+r+9lbWrvfGyoVdOz9gHotksZzaxNVjOpbkJOHrPUcmRD6VdatLMs+XMasRrPwtvfWlR8MPEiVpVVouaYll4Iu6TFCIYQQInfJUNJdoEAB7t+/D4CRkRH58uXj5Ml/vz2/evUqZmZmWROhEJkUWLEaCcbGAHjt34U6Tmb2fV+oVNBl4D2q1X8GQHy8mmE9fLhw2lLPkQmhXyqViuoFqvP7R78zqe4k8lnn023ben0rpRaU4pONn3Ar5JYeoxRCCCFyhwwl3XXr1mXLln9bDLt168bMmTPp3bs3PXv2ZP78+bRo0SLLghQiM+ItLLlXtjIAps8jyX/8sJ4jEllJrYbewwMpXz0UgNgYNV98Wohr/1joOTIh9E+tUtPIuxEb2m9gdPXROFk4AaCgsOrSKorML0K/7f14GPlQz5EKIYQQ768MJd0jR45kzJgxxMYmtRiOHj2arl278scff7BlyxY6d+7Mjz/+mKWBCpEZ/q+u2b1zs/4CEdlCo4H+owMoWSFpmEvUcw2fdy7ErevS40YIACO1EW2KtmFzh818UekLbExtAEjQJrDg7AK853gz4q8RPIt+pudIhRBCiPdPhruXf/TRR5iamgJgZmbGkiVLCA0N5enTpyxfvhwbG5ssDVSIzAjyLc5zJ2cA8p47jUXwYz1HJLKasYnCF+Nv4VsyEoDwUCP6dyjMvQBTPUcmhOEwMzLj0w8+ZWvHrfQs0xNzI3MAYhJimHZ8GgXnFOTbQ98SGRup50iFEEKI90eGku5XKYpCcHAwwcHBshyJMFxqNbeqJrV2qxSFgnu26zkgkR1MzRSGfeePl28UAM+eGNOvQyEePzTWc2RCGBYrEyv6le/Htk7b6FSiE8bqpPdIRGwE4w6Ow3uON7NOziImIUbPkQohhBA5X4aT7qtXr9K2bVtsbGxwc3PDzc0NGxsb2rZty+XLlzMc0Pz58/H09MTMzIxKlSpx+vTpNPcPCwtjwIABuLm5YWpqSuHChdmxY0eGry/eX7er1UZRqQDw3rkVtFo9RySyg7mlluGTb5Lf8wUAjx+YMqCDLyFPJfEW4r/szOwYVmUYmzts5sPCH6JWJX0seBL9hCG7h1B4bmGWnl9KgjZBz5EKIYQQOVeGku4jR45QsWJFduzYQfPmzRk7dixjx46lWbNm7Nixg0qVKnHkyJG3Pu/atWsZOnQo48eP59y5c5QqVYpGjRoRHByc6v5xcXE0aNCAwMBA/vjjD65fv87ixYvJly9fqvuL3C3K0ZnHRZLWrrUOeojLpfN6jkhkF2vbRL764QYueZNa6e4GmDG0dwnCQzV6jkwIw5THKg/jao1jfdv11POqpyu/F3GPPtv7UHt9bdZfXY9WkS8rhRBCiLelUjLQJ7x8+fKEhIRw6NAh3N3dk227d+8eNWvWxMnJiTNnzrzVeStVqkSFChWYN28eAFqtFnd3dwYOHMjIkSNT7L9gwQKmTZuGn58fxsYZa8WKiIjA1taW8PBwgx6HfvtaABu278LJ2i7D9yrA89RRqi+eDcCt+k05MfKbrDmxoqBJjCFRY5a0jpUwCE+DTPh2sC8hT0wAKF7mOT+tuYmllSQOhkRRFGLCYzCzNUMl7x+DcP3ZdeaensvJ+yeTlZd1K8ukupNo5N1I6spAaLVagoODcXFxQa3O9KhBkcWkfgyX1I1hyyn1k95cMkN3cOXKFfr3758i4QZwd3enX79+XLly5a3OGRcXx9mzZ6lfv/6/wanV1K9fnxMnTqR6zNatW6lSpQoDBgwgT548lChRgsmTJ5OYmPh2NyRyjXtlKhBrkbSGs8eR/RhHPddzRCI7OeWJY9S0G9jYxQNw5bwVQ7v5EPNCkgUh0uLr6Mu8JvNY0mIJH7h8oCs/9+gcTVY1ofaK2hy7e0x/AQohhBA5iFFGDvLw8NAtF5aauLi4VBPytDx9+pTExETy5MmTrDxPnjz4+fmleszt27fZv38/H3/8MTt27MDf35/+/fsTHx/P+PHjUz0mNjY2WewRERFA0rcpWgMe4yuT1GWNRBNTAitWw/fgHoxiY/A4+Bf+TVtl/sSK8u9DGBTXfDGMnHqdScN8iXpuzNkT1ozoU5DpS25hbCL1ZQgURdE9hGEplacUi5sv5vCNwyy8shD/UH8ADt85TPVl1WlaqCnf1f6OUq6l9Bxp7qXValEUxaA/w+RmUj+GS+rGsOWU+klvfBlKuseNG8eQIUNo1qwZpUuXTrbt/PnzzJ07l1mzZmXk1G9Fq9Xi4uLCokWL0Gg0lCtXjgcPHjBt2rTXJt1Tpkxh4sSJKcqfPHlCTIzhztIaGRWJpaUpxqYaNEbSSpcZgbXr4ntwDwDeOzcR0Khx5k+qKGi0Sa2p0r3c8HgWeMHoby7w7ZgyxLww4vh+O8b0K8C4H65jlKG/giIrKYpCfFTS+0e6LBseRVEoa12WJXWXcOjBIRZdWsSDqAcA7Li5gx03d9DKuxXDKwynoG1BPUeb+2i1WsLDw1EUxaC7YOZWUj+GS+rGsOWU+omMTN8Sm+n6uDlo0KAUZXny5KFcuXJUrVoVHx8fAG7evMmJEycoUaIEJ0+epFOnTukO2MnJCY1GQ1BQULLyoKAgXF1dUz3Gzc0NY2NjNJp/J0cqWrQojx8/Ji4uDhMTkxTHjBo1iqFDh+qeR0RE4O7ujrOzs0GP6Y4KiSYqKhZztTloDfeFlxM8yVeQ0HwFsH9wF2e/q1jef0SEh1fmTvr/FjoZ022gFAWvojEM/dafaaMLEx+n5sBuZyxtVXw9PRAD/lueK7xs4ZYx3Ybp1fppat+UhsUasv3GdhadW8ST6CcAbL61mW23t9G9dHe+rvk1+W3y6zPkXEWr1aJSqXB2djboD6a5ldSP4ZK6MWw5pX7MzMzStV+6ku6XE5ul5tixYxw7lnxc16VLl7h8+TKzZ89OVxAAJiYmlCtXjn379tGqVSsg6Ze9b98+Pv/881SPqVatGqtXr0ar1eoq48aNG7i5uaWacAOYmppiamqaolytVht0hcoH0SykUnGrel3Kr10OgPfurZz/bHCWnFf3EIZHpaJoqecMnnCLH8d5k5igZvs6JyyttHz5zT2pNj1TqVS6hzA8r9aPscaY1kVb07RQU9ZfXc8vF34hIjaCRCWRJeeX8Ns/vzGgwgBG1RiFk4WTvkPPFVQqlcF/jsnNpH4Ml9SNYcsJ9ZPe2NK118vxzm/zyMhkZkOHDmXx4sWsWLGCa9eu0a9fP6KioujevTsAXbp0YdSoUbr9+/XrR0hICF988QU3btzgzz//ZPLkyQwYMOCtry1yl4DK1Un8fw+Jgn/9iSpB1qDNLT6oGMGA0QGo1Emtd2t/ceGnqXn1HJUQOY+pkSmffPAJ2zpuo0/ZPlgYWwAQmxjLjyd/pODsgkw8OJGI2Ag9RyqEEELol0F9bdChQwemT5/OuHHjKF26NBcuXGDXrl26ydXu3r3Lo0ePdPu7u7uze/duzpw5wwcffMCgQYP44osvUl1eTIhXxVrbcr90eQDMw0LJe+a4niMS71KFmmH0/jJQ93zZXDeWz8vz+gOEEK9laWJJn3J92NpxKx+X/BgTTVJPs8i4SCYcmkDB2QX58cSPvIh/oedIhRBCCP3I0DrdLwUEBLBz507u3LkDJM1q3qRJE7y8Mjk+9h2Sdbpzr3z/nKXOnO8BuFulJoe//THjJ5N1ug3ba+pn7xZnVswtoHs+YtJd2nd7oo8IczVZp9uwvW39BEcFs+jsIrbd2Eai8m+vt3zW+RhfazzdSnfDWCP/j2WVnLKWbW4l9WO4pG4MW06pn/Tmkhmet3fYsGHMnj07xTTparWawYMHM3369IyeWoh34mHx0kTb2mMRHkr+08cwC31GjL2jvsMS71D9lk+IeaFm7ZKkSZ9+GFMAC4tEmrcP0XNkQuRcLpYujK05lq6luvLT3z+x9/ZeFBQeRD6gz/Y+TDs+jW/qfEP74u1Rqwz3g5QQQgiRVTL0v92MGTOYOXMmbdq04cSJE4SFhREWFsaJEydo27YtM2fOZObMmVkdqxBZStFouF21FgDqxES89u7Qc0RCH5p3DOLDzv8OW/lmmCd7t9vpLyAh3hPutu5MqTeF1W1WU829mq78ZshNOm3oRNmFZfnzxp+yPrsQQoj3XoaS7sWLF/Phhx+ybt06KlWqhI2NDTY2NlSqVIk1a9bQokULFi5cmNWxCpHlblWro/vZe8cW3dJfIndp2/0hDVsnLVeo1aoY+7kXR/cZ7nATIXKSQo6FmN14Nr98+Aul8pTSlV8Mukjz35tTc3lNjtw5oscIhRBCiOyVoaQ7MDCQRo0avXZ7o0aNCAwMzGhMQrwzka55CS5UBAC7e4E4Xr+i54iEPqhU8HG/+9Ro9BSAhHg1I3p7c/aElZ4jE+L98UGeD1jSYgnzGs+jsENhXfnRu0epubwmTVY14fyj83qMUAghhMgeGUq6XVxcuHjx4mu3X7x4EWdn5wwHJcS7lKK1W+RKajX0GnqHijWTxnPHxaoZ3NWHy+ct9ByZEO8PlUpFZffKrGqziu/rfY+7jbtu2y7/XZRdVJb269tz/el1PUYphBBCZK0MJd3t2rVjyZIlfP/990RFRenKo6KimDp1KkuWLKFDhw5ZFqQQ2elO+SrEm5oC4HlwD5qYGD1HJPRFrYF+owIpVSkMgBdRGgZ+XIibV831G5gQ7xmVSkX9gvVZ3249X9f4GmeLf7+oX391PcV/Kk6vrb24G35Xj1EKIYQQWSNDSfe3335LrVq1GD16NPb29nh6euLp6Ym9vT2jRo2iVq1afPPNN1kdqxDZIsHMnDvlqwJgEh1FgaP79RyR0CcjY4VB425TtFQEAJHhRvTvWIg7t0z1HJkQ7x8jtREti7RkS8ctDK08FDtTOwASlUSWnl9KobmFGLJrCMFRwfoNVAghhMiEDCXdFhYW7Nu3j02bNtGjRw+KFi1K0aJF6dGjB5s3b2bv3r1YWEiXTJFz3Kr+bxfzgjuli3luZ2KqMOTbWxQs8hyA0GfG9O9YmEf3TfQcmRDvJxONCZ1LdmZrp618Vu4zLI0tAYhLjGPWqVl4z/Fm3IFxhMeE6zlSIYQQ4u29ddIdHR1NmzZtWLVqFS1btmTBggXs3LmTnTt3smDBAj788ENUKlV2xCpEtnniU4QIFzcA3C6exfLRAz1HJPTN3ELLiCn+uHtFAxD00IR+HQrxNMhIz5EJ8f6yMLagd9nebO24lU9KfoKJJumLrudxz/n28LcUnFOQacem8SL+hZ4jFUIIIdLvrZNuCwsL9u7dS3R0dHbEI4R+qFTJWru992zTYzDCUFhaJ/LVDzdxzZc0zv9+oBn9OxYmLESj58iEeL/ZmtkyuPJgtnbcSusirdGokt5zIS9CGLF3BD5zfVjw9wLiE+P1HKkQQgjxZhnqXl69enVOnDiR1bEIoVe3q9ZC+/9eGt47t6JKTNRzRMIQ2NonMHLaDRxdYgG4fcOcgR8X4nlkhv58CiHegpOFE2NqjGFD+w00LNgQFUl/ox9GPqTfn/0oMr8Iq/5ZhVbR6jlSIYQQ4vUy9Klx3rx5HDlyhLFjx3L//v2sjkkIvXhh58CjEqUBsHwaTJ4LZ/QbkDAYji7xjJp+A1uHOACu/WPJ4K4+xLyQoTRCvAv5bfIzud5k1ny0huru1XXlt0Nv88mmTyi9oDTbrm9DURQ9RimEEEKkLkNJd6lSpbh//z5TpkzBw8MDU1NTbGxskj1sbW2zOlYhsp1/9bq6n31kQjXxijx54xj5w02sbBIAuHDKmi97ehMXK4m3EO+Kt4M3sxrPYvmHyynjWkZXfin4Eh+u+ZBqv1TjYOBB/QUohBBCpCJDMwJ99NFHMlmaeC89KFWOGCtrzJ5H4n7sICaREcRZ2+g7LGEg8nvGMOL7m0z+sjAx0RpOHrJldH8vvl94GyOZX02Id6ZEnhIsbrGYU/dPMff0XPye+QFw4v4J6qyoQ0PvhkyqO4nyecvrOVIhhBAig0n38uXLszgMIQyD1siYgMo1Kbr3TzTx8Xju382Nlu30HZYwIF6Fo/ly0k2mflWY+Dg1B3fZ881QTybMCkQtw7yFeKcq5a9ExXwVORB4gPln5nMn/A4Ae27tYc+tPXxU9CO+rfMtRZ2L6jlSIYQQudlbfUSMiYlh7dq1fP/99yxZsoRHjx5lV1xC6M2taq/MYr5zs/4CEQbLt2QUQ771x8goafKmHRsc+WGMOzKcVIh3T6VSUderLuvarmN8zfG4Wrrqtm24toESP/+vvfsOb6r8Ajj+TdKR7kEHdNFSoIDsVfYQZMgGFXAAggoqoiI/EQeICwUUEAcOBBFlKUNBUKaAIBvZZXUApS1t6d7J/f1RCFRaKKVtbtrzeZ48JPe+uTnp4Sb35L33fevz5JoniUyKNGOUQgghKrNiF91xcXHUr1+fRx99lNdff51nnnmGWrVqsWnTprKMT4hyl+RfnYTqNQCocjYM13OnzRyRUKMGzVJ5/q3zaLX5lfbPi7yY+4GvFN5CmIlOq6NPSB9WDV7FhNYTcNO7AWBUjCw8vJBac2sxbv04YtNizRypEEKIyqbYRfe7775LREQEL7/8MmvXrmX27NnY2dkxevTosoxPCLM4d9OAasEbfjVjJELNmrdN5pmJEWg0+ZX2oi+qMn9O1Ts8SwhRlqx11gypP4Rfh/zKc82fw9HGEYBcYy5z986lxqc1eGPzGyRlJZk3UCGEEJVGsYvuP//8k2HDhjFz5kwefPBBxo0bx2effUZERARhYWFlGaMQ5S6iZVsMVtYABG36HW1urpkjEmrVtksiI16MMj2eN8OXJd96mTEiIQSAnbUdI5uM5LchvzGs4TBsdbYAZORm8MHODwiaE8SHOz8kIzfDzJEKIYSo6IpddEdFRdGuXbsCy9q1a4eiKMTGyqlaomLJcXAkqmlLAPSpKfju3m7miISa3d87nqGjL5gefzzFn5WLPcwYkRDiOidbJ8aFjuPXIb/yUN2HsNLmjyGblJXEpM2TCP40mC/2fUGOIcfMkQohhKioil10Z2dno9frCyy7/jgvL690oxJCBc7JnN3iLjz4cBwDnog2PZ72WgBrl7ubMSIhxM2q2FfhtXavsfKRlfSs2ROtJv8QKCYthud/f546n9Xhh39/wGA0mDlSIYQQFc1dTRkWERHBwYMHTY+Tk5MBOHPmDK6urre0b9q06b1FJ4QZxdSpT5q7B46J8VTb/w928XFkeshpw6JoA4ZdJjtby+/Lq6IoGt55JRBrW4Xu/a6aOzQhxDU+Tj682/ldnmz8JJ/t+4ztkflnMoUnhTNs9TA++vsj3rv/PfqF9EOj0Zg5WiGEEBWBRlGKN9auVqst9MtHUZRbll9fZjCo/9filJQUXFxcSE5OxtnZ2dzhFOn8yXB+WbsBDydXrK2tzR1OpdFwzTIa/vYzAIdGPsfxR0cW3lBR0BmyMOj0IAdp6lOO+VEUWPyFH3+u8gZAq1P4cN557n8wqUxf15IpikJWchZ6F70UOSpU0fNz4soJPt3zKfsv7y+wvKVvSz64/wO61OhipsiKx2g0EhcXh5eXF1rtXc0EK8qB5Ee9JDfqZin5KW4tWeye7gULFpRKYEJYknNtOpmK7uD1azg+9EkpqsVtaTTw+HMXycvVsmWtJ0aDhtefC2LGN+dp/0CyucMTQvxHPc96zOs9j/3R+5mzZw4n408CsPfSXrr+0JUuQV34oMsHtPRtaeZIhRBCWKpiF93Dhw8vyziEUKV0T28u16lPtVPHcL58Cc9j/3KlQWNzhyVUTqOB4eOiyM3VsOMPD/Jytbz6dA1mfX+WVh1TzR2eEKIQzX2as6j/IrZHbuezfZ8RnhQOwObwzYR+G0r/Ov15r/N73Od1n5kjFUIIYWnU21cvhEoUmLN7/WrzBSIsilYLT42PpFXnRAByc7WMf7Im+3c5mjkyIURRNBoNHQM7suyhZbzb6V18HH1M61afWk2DLxswbNUwwq+GmzFKIYQQlkaKbiHu4EKTluTo7QCovn0TVhnpZo5IWAqtDsa8Fk6L9vkDqeVka3l5eE0O73Mwc2RCiNvRarT0rNWTlYNX8lrb16hiVwUABYUfjvxAyGchjP19LJdTL5s5UiGEEJZAim4h7sBga0tEaP4c9dZZWVT/a5OZIxKWRKeD514Pp3GrJAAyM3SMe6wWxw7ZmzcwIcQdWWmteKjeQ6wZsoYXWr6Ak40TALnGXD7f9znBnwYzadMkrmbKDAVCCCGKJkW3EMVwrm1n0305xVzcLStrhRcmn6d+s/yB1DLSdYx9tBZhx+zMHJkQojj0VnqGNxrOb0N/Y2Tjkeit9ABk5mXy4d8fEjQniHf/epeU7BQzRyqEEEKNpOgWohgSgmqS5OMPgNeJozhdjDRzRMLS2NgovDT1HHUa5Q+klpZixXNDanP2lN7MkQkhisvRxpHnWjzHr0N+Zch9Q7DS5o9Hm5ydzORtkwmaE8SHOz8kLSfNzJEKIYRQEym6hSgOjYZz7W7u7V5jxmCEpbLVK7zy3llq3Zd/QJ581YrnBtcm4qytmSMTQtwNdzt3JrSZwOrBq+lTuw9aTf7hVGJmIpM2TyJoThAzd80kIzfDzJEKIYRQA42iKEpJn3zixAnOnz/P1atXKWwzw4YNu6fgykNxJzQ3t/Mnw/ll7QY8nFyxtrY2dziVkm1KMoMmjEZrNJDhVoVVS9eh6K7Nuqco6AxZGHR6mcdbjVSWn8x0LR++WpvzYfkDqnl45/DtyjD8AnPMHJl5KIpCVnIWehc9GhXkRxQk+bmziykX+erAV/xx7g+MitG03NvBm0ntJjG6+WjTKemlzWg0EhcXh5eXF1qt9KWojeRHvSQ36mYp+SluLVmiovvcuXM8/vjj7N27t9BiG/Kn3TAYDHe76XInRbe4Gx0+n07AoX0AbH1vNpda5Q+wpraiTvyHCvOTnqrjgwm1iTqXP6Cat2823648TTW/yld4S1GnbpKf4otIiuCrA1+x6fwmFG4cH/k4+fBG+zcY1WQUtlale2aLpRyYVlaSH/WS3KibpeSnuLVkid7B6NGjOXr0KLNnz+bgwYOEh4ffcjt//nyJgxdCrc61vWnO7t9XmTESYekcnAy8Nv00vtUzAYi9ZMuYh2sTd1l+VBPCUgW6BjKtyzSWDlpKp8BOpuXRqdE8//vz1P6sNt8c+IZcQ675ghRCCFHuSlR0//3330ycOJEXXniBxo0bU7169UJvQlQ00Q2akOniCoDfnp3YJsk0MaLknFwMTJp5mqp+WQBcirJlzCO1iY+1MnNkQoh7EewezMwHZvLTwJ9oH9DetDwqOYpn1j5DyGchLDy8kDxjnhmjFEIIUV5KVHR7eHjg4uJS2rEIoXqKTsf51h0B0BoMBG3+3cwRCUvn4pbHpJmn8aqWX3hHndcz+uEQ4uOk8BbC0tWuUptZ3WfxQ/8faO3X2rQ8PCmcJ9c8Sb3P6/HjkR8xGNV/OZ4QQoiSK1HRPWbMGBYvXmwR12wLUdoKzNn9+xoo+ViEQgDg7pHLpJmn8fDOBiDynJ7RD9WWwluICqKuZ13m9pzLgr4LaOHTwrT8TOIZHl/1OA2+bMDy48sLDMImhBCi4ijREV3t2rUxGAw0atSIkSNH4u/vj06nu6XdwIED7zlAIdQmpZovV4Jr43nuNG6R53E/fZLE2nXNHZawcB7eubz+8WneH1+bhDhbIs/ZMebh2nz182mqeMopqEJUBA28G/Blry85dPkQX+z/gkMxhwA4GX+SwT8Ppr5XfaZ2msqAOgNk0DohhKhASlR0Dx482HR/woQJhbaxlNHLhSiJc23vx/PcaQCC16+WoluUCs+qObzxyWneG1+bxDhbIs7mF97zVkjhLURF0qRaE77p8w37o/fz+b7PORp3FIBjcccYtHwQTao2YWqnqfSu3VuKbyGEqABKVHRv3bq1tOMQwqJEtmhN86ULsMrJJmjzBg6Ofhlk0GlRCjyr5vDGx6d5/5X8wjv8jB3PPpJfeLt7SOEtREXS3Kc53/X9jj2X9vD5vs85GX8SgEMxh+i7tC8tfFrwTud36B7cXYpvIYSwYCUqujt27FjacQhhUXLt7Ilo0Yaaf2/FJjOD6tv+JPKBbuYOS1QQXtVyeGPmad5/JYTEKzacP32j8HarIoW3EBWJRqOhlV8rQn1D+fvC33yx/wtOJ+SfSbUveh89f+xJK79WvN3xbboFd5PiWwghLNA9zzR+4sQJ1q9fz/r16zlx4kRpxCSERTjT8QHT/Vq//WzGSERF5OWTw+sfh+HmkQPAuTA7xjxSi6sJMriaEBWRRqOhXUA7fhzwIzMfmEmwW7Bp3T8X/6HHjz1o810bNpzdgCIDeAohhEUpcdG9Zs0agoODadCgAb1796Z37940aNCAmjVr8uuvv5ZmjEKoUkJQTRL98+ej9zx9EtfzZ80ckahovH1yeOOTMNyqXCu8T9kz5pFaJCXeOnClEKJi0Gg0dArsxJJBS/iwy4cEugaa1v1z8R96/tiT1vNbs/7Meim+hRDCQpSo6P79998ZNGgQAB988AGrVq1i1apVfPDBByiKwsCBA9mwYUOpBiqE6mg0nOlwo7e75trV5otFVFj5hfdpXAsU3rWl8BaigtNqtHSt0ZXlDy3nwy4fEuQaZFq359IeHvzpQVrNb8XvZ36X4lsIIVROo5Tgk7p169ZkZ2ezY8cOHBwcCqxLT0+nXbt26PV6du/eXWqBlpWUlBRcXFxITk7G2dnZ3OEU6fzJcH5ZuwEPJ1esrWXELrWwzsxg4IRnsM7OJtfOjl+WbSDP3uHOTxTlS1HQGbIw6PRgoddDxly05f1XapOUYANArXoZfLnsNK7ulj9LhKIoZCVnoXfRy/WqKiT5UQejYmRrxFa+2v8V55POF1jX2LMx73Z5l161e0mOVMZoNBIXF4eXlxda7T1f1SlKkeRG3SwlP8WtJUv0Do4cOcLw4cNvKbgBHBwcGDFiBEeOHCnJpoWwKLl29kS0bAeAdWYmgVv/MHNEoqKq6pfN6x+fxsU9v8f7zAl7nhtSm+Sr0uMtRGWg1WjpEtSFpQ8tZXrX6dRwq2Fad/jKYfos7UPLb1uy7vQ66fkWQgiVKVHRrdfrSUxMLHJ9YmIier2+xEEJYUkKDKj2qwyoJspONb9s3rip8D593J5npfAWolLRarTcH3Q/SwctZUbXGQWK7/3R++m9pDctv23J2tNrpfgWQgiVKFHRff/99zNnzpxCTx/fs2cPn376KV27dr3n4ISwBImBwSQE5F9rV+XcadxPnzRzRKIiq+afzeszT+PilgvA6WP2PDeklhTeQlQyWo2WzkGdWTJwCe+3eb/AaOf7o/fTZ0kfWnzTgt/CfpPiWwghzKxERff06dPR6/W0a9eO1q1bM2LECEaMGEHr1q1p06YNer2ejz76qLRjFUK1ZPowUZ58ArJ5/eMwnK8V3mHHHHh2sAyuJkRlpNVo6eDbgZ8G/sTMB2ZS062mad2Bywfou7Qvzb9pzq9hv0rxLYQQZlKiojsoKIgjR44wbtw4rl69yrJly1i2bBlXr17lxRdf5N9//yUwMLCUQxVCvSJC25F77ZKKwC1/YJ2eZuaIREXnE5Df43298D593J7RD9cmMV7m8RaiMtJqtKapxmY+MJNa7rVM6w5ePki/pf1o9nUz1pxaI8W3EEKUsxIPBefl5cWsWbM4deoUmZmZZGZmcurUKT755BO8vLxKM0YhVC9Pb0dE6/YAWGdnEbhFpswTZc+3ehZvfBxmusb73Cl7Rj9Um/g4KbyFqKyuz/P908Cf+LjbxwWK70Mxh+i/rD9Nv27K6lOrMSpGM0YqhBCVh3rHXxfCwpzr/J8B1aQnQZQDn4Bs3vzkNG4e+YV3+Bk7nhkUQtxlmVpQiMpMo9HQsXpHfhr4E590+4Ta7rVN6w7HHGbAsgE0+aoJy48vx2C0/KkHhRBCzYrVHTJy5Eg0Gg1ff/01Op2OkSNH3vE5Go2G+fPn33OAQliKq4E1iA8MxiPiHO7hZ6kSdpyEOvXNHZaoBKr6ZfPmJ2G8P6E2iXG2RJ3X88yg2sxbcZqqvrnmDk8IYUYajYYO1TvQPqA9O6N28uWBLzmdcBqAI7FHGPzzYOp41OH1dq8ztMFQrLRypowQQpS2Yn2ybtmyBa1Wi9FoRKfTsWXLFjQazW2fc6f1QlREZzo+gEfEOSC/t1uKblFevHxyeGvWad5/pTbxMbZcjNTzzKAQ5q04jY9/jrnDE0KYmUajoX319rQLaMffF/7mqwNfcTI+f7aNU/GnGLZ6GG//9TavtX2NYY2GYWtla+aIhRCi4tAolXw0jZSUFFxcXEhOTsbZ2dnc4RTp/Mlwflm7AQ8nV6yt5bRRNdLZaCA1k0GvPINNViZ5trb8suwPch0dzR2aUBR0hiwMOj1U8B8EE69Y88GE2sReyh/Yr6pvNvOWn8YvUL2Ft6IoZCVnoXfRyw+2KiT5UbeS5kdRFPZG7+XrA1/zb+y/Bdb5OfvxaptXearpU9hZ25V2yJWK0WgkLi4OLy8vtFq5qlNNJDfqZin5KW4tWaJ3EBUVRWZmZpHrMzMziYqKKsmmhbBoBls94a07AGCVnU3QxrVmjkhUNu6eubzx8Wmq+ed/RsdcsuXpQSFEnpNeKyHEDRqNhlDfUOb3nc/Xvb+mhU8L07qLKRcZt2EcQXOCmLlrJmk5MiOHEELcixJPGbZq1aoi1//6668EBQWVOCghLNnNc3bXXrNCBlQT5c7NI5c3PjmNb/X8wvtKjA2jH6pN+Bm9mSMTQqhR02pN+bLXlyzst5C2/m1Ny2PTY/nfxv8RODuQ97e/T3JWshmjFEIIy1WiovtOZ6Tn5uaq+jQAIcpSkl91YmvVBcD1YiTeh/ebOSJRGbm45fH6x6fxD8oAID7OhmcG1ebsKSm8hRCFq+9Vnzk95vDjwB/pHNgZDfmnqydkJvDm1jepPrs6k7dOJiEjwcyRCiGEZSl2ZZySkkJUVJTptPGEhATT45tvR44cYenSpVSrVq3MghZC7U537m66H7JqqRkjEZWZs2sek2aepnrNdACuJlgz+qEQwo7JNZpCiKKFVAlhxgMzWPbQMroHd0eryT9cTM5O5t3t71J9dnVe3fgqsWmxZo5UCCEsQ7GL7lmzZhEUFERQUBAajYaXXnrJ9PjmW5MmTfj9998ZM2ZMWcYthKpdaNqSDBc3APx278A+LsbMEYnKysnFwKSZZ6gRkl94J1+1YswjtTl2yN7MkQkh1K6GWw3ev/99fnn4F/rU7oNOowMgPTedGbtmEDgnkBfXv8jFlItmjlQIIdSt2KOX7969m127dqEoCq+++ipDhw6ladOmBTem0eDg4ECzZs1o3rx5mQRc2mT0clFadDYaDDk3dqeGa5bT8LcVABwd+iT/jnreXKGJSjR6eVEy0rTMeL0WZ0/kj6Zv52BgzqKzNG1l/gGSZHRsdZP8qFt55icmLYYFhxfwa9iv5BpzTcttdDY82fhJXm37KjXcapRpDJbGUkZgrowkN+pmKfkpbi1ZoinDpk6dysCBA2nQoME9BakGUnSL0vLfotsuKZEBrz6H1mggy9mVlUt/x2hjY8YIKzEpugHIzNDyyVs1OfWvEwC2eiMzvj1Hm84pZo1Lijp1k/yomznycyX9CouOLGLlyZVkG7JNy7UaLUPqD+G1tq/RwNvyjxFLg6UUDpWR5EbdLCU/ZTpl2JQpU8q04P78888JDAxEr9cTGhrK3r17i/W8pUuXotFo6N+/f5nFJkRxZbq6E9UsFAB9ShIBOzabOSJR2dnZG/nfB2do1DJ/BOLsLC3jnwxm8zpX8wYmhLAong6evNL6FdYOXcvwRsOxs8ofJ8KoGPnp6E80nNeQPkv6sOvCLjNHKoQQ6lCiovvNN9+kcePGRa5v0qQJU6dOLVFAy5YtY/z48UyZMoWDBw/SqFEjunfvTlxc3G2fFxERwYQJE2jfvn2JXleIshDWuYfpfshKGVBNmJ+NrcJLU8/Rov1VAPJytUwaU4N1P7ubOTIhhKVxs3PjhZYvsO7RdYxpNgYXWxfTurWn19L2u7Z0XNiRP87+cceZb4QQoiIrUdH9888/07NnzyLXP/jggyxbtqxEAX3yySc8/fTTPPnkk9SrV4958+Zhb2/Pd999V+RzDAYDjz32GFOnTqVGDbmWSKjHlVp1uOpXHQDPsOO4nz5p5oiEACtrheffPE+7bvEAGI0aprwYxM/fe5g5MiGEJXK2deappk+x7tF1vNLqFTztPU3rtkdup8ePPWj2dTNWHF+BwWgwY6RCCGEeViV5UlRUFMHBwUWuDwoKIjIy8q63m5OTw4EDB5g0aZJpmVarpWvXruzevbvI573zzjt4eXkxatQoduzYcdvXyM7OJjv7xvVHKSn51zIajUaMRuNdx1xe5BdiC6XRENa5O61++BqA2quW8s+rb5s3pspIUW7cBAA6LTz9SgR6vZFNv3oB8OHr1clI1/LEs+U7DZCiKKabUB/Jj7qpKT+2OluG1B/CoLqD2HB2Awv+XcCFlAsAHIo5xCM/P0Jt99pMaDOBJxo+gY2u4o9zYjQaURRF1ceYlZXkRt0sJT/Fja9ERbejo+Nti+rw8HD0ev1dbzc+Ph6DwYC3t3eB5d7e3pw6darQ5+zcuZP58+dz+PDhYr3GtGnTCj31/cqVK2RlZd11zOUlNT0VBwdbrG116KxkIBs1KiovUR060PTnxdhkZhC4bSP/Pv0sOc4uhbYVZURR0F0faVcGgjLRAU8+exp7fTa/LvcH4NP3/UlOUBg1Nqrc/lSKopCbnp8fGahLfSQ/6qbW/DxQ9QG6eHdhx6UdLDq5iNNJpwE4nXiaZ9Y+w5StUxjdcDRP1H0Ce+uKO4Wh0WgkOTkZRVFUPRhUZSS5UTdLyU9qamqx2pWo6O7UqRNfffUVY8aMwdfXt8C6Cxcu8PXXX9O5c+eSbPqupKam8sQTT/DNN9/g4VG80yInTZrE+PHjTY9TUlLw9/fH09NT1aOXpydmkJ6ejZ3WDozq/Y9X2d08erlpmcaWc+06U3fjOqxycwj6cwMnBg83Q3SV2LUeoMo+enlRHn46FlsHDSsW+AHw/bwAcvJseXnKhXL5c13voZPRsdVJ8qNuas9Pd9fudKvXjb2X9jL/8HwOxRwC4HL6Zd7e/TZzD8/lhZYv8HyL53G3q3hjSxiNRjQaDZ6enqouHCojyY26WUp+itvRXKKi+91336Vly5bcd999jBo1ivvuuw+AY8eO8d1336EoCu++++5db9fDwwOdTkdsbMFTG2NjY6lateot7c+dO0dERAR9+vQxLbvexW9lZUVYWNgtp8Hb2tpia2t7y7a0Wq2qE6rGL1JRfKc7dafuxnUA1P71Z04+/ASKTmfmqCoZjebGTdyi72Ox2NobWfx5AABLvvUmM0PLpA+jKI//qhqNxnQT6iP5UTe150ej0dDKvxWt/FtxLO4Y3x78lp0XdgKQkJnA23+9zczdMxndbDTjW4/Hx8nHzBGXLo1Go/rjzMpKcqNulpCf4sZWoncQEhLCjh07aNSoEbNmzeKpp57iqaeeYvbs2TRu3JgdO3ZQt27du96ujY0NzZo1Y/PmG1MrGY1GNm/eTOvWrW9pX6dOHY4ePcrhw4dNt759+9K5c2cOHz6Mv79/Sd6eEKUu1bsal+o3BsAxLgaffTKNilCf7gOu8NQrEWi0+T1nq3/y5PVna5CTrc4DeSGE5anvVZ/ZPWazbNAyegT3QKvJPxRNy0nj490fEzQniKd/fZqw+DAzRyqEEKWnRD3dAA0bNuSvv/4iPj6e8+fPA1CjRo1in+ZdlPHjxzN8+HCaN29Oy5YtmT17Nunp6Tz55JMADBs2DF9fX6ZNm4Zer6d+/foFnu/q6gpwy3IhzO105x74HjsMQMjKJVxqJdPbCfXp2DMBW72RLz8MwmjQsHmdGynJOmbOP4eDo7oHMxFCWI5g92Deu/89nmvxHAsPL2TtmbXkGHLIMeTw7aFvmX9oPn1D+vJq21dp49/G3OEKIcQ9uee+eg8PD1q2bEnLli3vueAGGDx4MDNnzmTy5Mk0btyYw4cPs2HDBtPgalFRUVy+fPmeX0eI8hbdoDGpHvmjRPsc3IvzhQjzBiREEVp1vsor757FxjZ/ap99O5159pHaJCXKJRFCiNLl4+TD6+1f57chvzGs4TAcrB0AUFBYE7aGtt+1pd137Vhzag1GRX74E0JYphIX3VFRUYwZM4aQkBDc3d3Zvn07kD8C+bhx4zh06FCJgxo7diyRkZFkZ2ezZ88eQkNDTeu2bdvGwoULi3zuwoULWb16dYlfW4iyomh1nO7c3fQ45JclZoxGiNtr2DKF12acwd4xD4AT/zowqn8dYi5ZmzkyIURFVMW+CuNCx7Hu0XW82PJFPOxvdOT8feFv+i/rT73P6zH/4Hyy87JvsyUhhFCfEhXdJ06coEmTJixbtoygoCCSk5PJy8s/MPPw8GDnzp189tlnpRqoEBXB2fZdyL02kF/wxrXYpKaYOSIhilarXjpvzQ7DtUoOAJHn9IzsV4fwM3c/JaQQQhSHo40jTzR6gt+G/MaUDlMIdAk0rQtLCOOp354icE4gH+78kKSsJLPFKYQQd6NERferr76Kq6srp0+fZvHixabpKq7r1asXO3bsKJUAhahIcu0dONc2fzo9q+xsaq5baeaIhLg9v8AsJs8Jw8snC4C4yzY8NSCE44cr7ry6Qgjzs9ZZ0yekDyseXsHs7rNp5N3ItC4mLYZJmyfhP8ufCX9O4GLKRTNGKoQQd1aionv79u08++yzeHp6Fjo9RUBAAJcuXbrn4ISoiMK6PIhybb8JWbUMzbWzRIRQK8+qOUyeE0ZAcAYAyVetGPNwbfZsdzJzZEKIik6j0dAuoB3z+85nYb+FdKreCQ3536E3j3g+fPVwjsYeNXO0QghRuBIV3UajEXv7ons5rly5Uuhc2EKIa9OHNWwKgEPCFQJ2bDFzRELcmYtbHm98HEZIw1QAMjN0vDSsJpvWupo3MCFEpVHfqz4zu83kl0d+YUCdAVhr88eYyDPmsejfRTSc15AHf3yQbRHbbjkLUwghzKlERXfTpk1Zt25doevy8vJYunQprVq1uqfAhKjITnbtZbpf5+fFZoxEiOKzdzTy6odnaNomCYDcXC2TxtRg5eJ7n7lCCCGKK8AlgDfav8G6R9cxsvFIHG0cTevWn11P5+87E/ptKCuOryDPKGeTCSHMr0RF96RJk9iwYQPPPvssx44dAyA2NpZNmzbRrVs3Tp48yWuvvVaqgQpRkcTWqc9Vv+oAeIadwOPEETNHJETx2NgojJtyjvbd4wFQFA0fTKzO159UQzqWhBDlyd3OnedaPMfvj/7OK61ewdvB27RuX/Q+Hvn5EWp+WpNZu2eRki0DlwohzKdERXfPnj1ZuHAhy5Yt4/777wfg8ccfp1u3bhw8eJBFixbRoUOHUg1UiApFo/lPb/ePZgxGiLuj08HTEyJ58OEY07KvP/bh/VcDkCEKhBDlzd7anqENhrJmyBre6/weNd1qmtZFJkcy/s/x+H3ixyt/vEJkUqQZIxVCVFYa5R4ueklPT+fPP//k7NmzGI1GgoOD6d69O05OljO4TkpKCi4uLiQnJ+Ps7GzucIp0/mQ4v6zdgIeTK9bWMk+uGulsNBhyir87aXNzGPDqc9ilJmPUaln9w69keFctwwgrMUVBZ8jCoNNDIYM/ipJb/7MXP83zNz1u1yWJafPCsbM3FnsbiqKQlZyF3kVf6OCcwrwkP+om+bmVoijsjd7Lon8XsefSngLrdBodD9V7iPGtx9PSt2WZx2I0GomLi8PLywuttkR9XaKMSG7UzVLyU9xa0upeXsTBwYEBAwbcyyaEqLSM1jac7tydRr8uR2s0UmfVEg6OedncYQlxV3o+FIdrlVy++igQQ56WnZtdGf1QbWYvOou7h3R7CyHKn0ajIdQ3lFDfUM5fPc/iI4tZf3Y9ucZcDIqBZceXsez4Mtr6t2V86/H0C+mHTqszd9hCiArsnn42SE1N5dixY+zYsYPt27ffchNC3N6Zjg9gsMr/7avm76uxyswwc0RC3L3Wna/y6odn0NsbADjxrwMj+4VwMcLGzJEJISq7Gm41mNxxMuseXcfTTZ/GVe9qWvf3hb8ZtHwQtebW4tM9n5KanWq+QIUQFVqJiu6EhASGDh1KlSpVaNSoEZ06daJTp0507tyZzp07m+4LIW4vy8WV8ND2ANhkpBP8+2rzBiRECdVrnMbk2adwq5IDwMUIPU/2rcPxw0VPLymEEOXF3c6d0c1Gs27oOt5q/xaBLoGmdeFJ4by44UX8Z/nz6sZXuZB8wXyBCiEqpBJd0z1w4EB+++03xo0bR/v27XFzcyu0XceOHe85wLIm13SL0nK313Rf53Ipij5TXgEgzdOLNT/8imJ1T1d+iP+Sa7rLTUKcNdNfq0V0lB0AejsDH351nnZdih45WK5JVTfJj7pJfkpGURT2XNrD9/9+z77ofQXW6TQ6HrnvEca3Hk9zn+b39DqWcl1qZSS5UTdLyU+ZXtP9559/8vLLLzN9+vQSByiEyJfsG8ClBk3wPXoIxytxVP9rIxFdepo7LCFKpIpXLpPnhPHJW8GcPuZEVqaO8U/W5I3pkfQbkmDu8IQQAsi/7ruVXyta+bXibOJZFh9ZzB/n/jBd973k2BKWHFtC+4D2jG89nj61+8h130KIEivRzwb29vYEBgaWcihCVF7He/Qz3b9vyUJkwmNhyRycDEycfoYW7a8CYDRoePeVQL6ZJXN5CyHUp6Z7Td7u9DZrh65lVJNRuNi6mNbtiNrBgGUDqDm3Jh/v+pikrCTzBSqEsFglKroff/xxVq1aVdqxCFFpxdWuR3xQ/ryibhHnqHZgzx2eIYS62dgojH3rPN0GxpqWfTXTh6kvVyc3R06BFUKoTxX7Kjzb/FnWPbqON9q9QYBLgGldRFIEEzZOwPcTX55b9xwnr5w0Y6RCCEtToqL7oYceIjExkR49erBy5Ur27dvHwYMHb7kJIYpJoynQ211vyQIzBiNE6dBq4fFnLzLkmYumZWtXeDD20VokX5XTNIUQ6qS30jOg7gB+fvhnPu3xaYH5vDNyM/hy/5fU+6Ie3Rd3Z93pdRgVoxmjFUJYghJd092uXTvT/Y0bN96yXlEUNBoNBoOh5JEJUclcbNKCFK+qOMfFUO3fA7ifPkli7brmDkuIe6LRQK9HYvGsms28D4PIzdFyYLcTT/atw6c/nMEvMMfcIQohRKG0Gi1t/NvQxr8NEUkRLDm2hHVn1pGVlwXAn+f+5M9zf1LTvSYvtHyBEY1H4Gyr3kF5hRDmU6LRy7///vtitRs+fPhdB1TeZPRyUVpKOnr5zWr9tZHQH74GIKJDF3ZO/qg0QhMyerkqnD3hwCeTg0lNyv8Mc3XPZeZ352jUPE1GX1YxGR1b3SQ/5SstJ43Vp1az7PgyLqddLrDOycaJJxs/ydiWY6lVpRZgOSMwV0aSG3WzlPwUt5YsUdFdkUjRLUpLaRTdupxs+k98HrvUZIwaLWsWrSK9mm8pRViJSdGtGnGXbZj5ek0uX8ifUszGxsjkTyLo2DlaigaVkqJO3SQ/5mEwGvj7wt8sPrqYg5cLXlKpQcODtR5kXOg4ugR24cqVK6ovHCojSynqKitLyU9xa0n1vgMhKiGDjS1h16YL0ypG6q74wcwRCVG6vKrlMGVuGPUa58/bnZOj5c2xNfh+nr+MbC6EsBg6rY4O1Tvwde+vWTpoKf1q98NWZwuAgsK6M+vovrg79b+sz/fHvyctJ83MEQshzKnEPd0nT55kwYIFnD9/nqtXr/LfzWg0GjZv3lwqQZYl6ekWpaU0eroBbNJSGfjqs1jlZJNnY8uqn9aS7epWChFWYtLTrTp5ebBgdnW2b/AwLev1cDxvTo/C2kaqbzWRnlR1k/yoR3JWMqtOrWL58eXEZcQVWOds68yIRiN4rsVzhHiEmClCcTNL6UmtrCwlP2Xa0/3DDz/QoEED5s6dy9mzZzEajSiKUuBmNMpIjkKURI6jE2c6dAHAKiebOr/8ZOaIhCh9Vlbw1CuRDH7qxsjm62RkcyGEBXPRuzCi8Qh+HforH3X5iEbejUzrUrJT+HTvp9T5vA5dF3Vl1clV5BnzzBitEKI8lainOzg4GHd3d9avX4+Hh8edn6Bi0tMtSktp9XQD2CfG02/SWHQGAzn29qz6aR25jk6lsu1KSXq6VW3vX67M+yiQ3Jz8YjugRhazFp6lenC2mSMTID2paif5UbdT8af48eCPbL64mRxDwdka/J39Gd1sNE81fQpvR28zRVh5WUpPamVlKfkp057u6OhoRo4cafEFtxBqleHuwfm2nQCwycggZPVS8wYkRBlq2eEqb00/ipNrLgBR5/WM6F2Hf7bLD01CCMsWUiWE11u+zu9Df2dcy3H4OPqY1l1IucCbW9/Ef5Y/j/7yKH9H/X3L5ZpCiIqhREV3w4YNiY6OLu1YhBA3Od5zAMZrv+zV+WUJVpkZZo5IiLJTs04ab396Et/ATABSU6wY93gtls73lAHWhBAWz0XvwrBGw1g9ZDWf9viU1n6t0ZB/ZkKuMZclx5bQbkE7mnzVhK8PfE16TrqZIxZClKYSFd2ffPIJ8+fPZ9euXaUdjxDimjRPbyJC2wGgT02h1tpfzByREGXLq1oOUz49ReNWSQAYDRpmTg7gg4kB5ObIabNCCMun1Whp49+GuT3nsmbIGp5o8ATOtjdOSf039l9Grx2N7ye+vLThJcLiw8wYrRCitJTomu6+ffty5swZTp8+Tb169QgICECnKzjwjUajYc2aNaUWaFmRa7pFaSnNa7qvc46+SJ8p49EoCplu7qxe/CsGW32pvkalINd0q9t/8mM0ws8LfPhtSTVTkyahqUz/5jxuVWTgofIm1wyrm+RH3YqTn+y8bDad38TS40s5GX/ylvVda3Tl+RbP07t2b6y0VmUdcqVhKdcMV1aWkp/i1pIl2nOPHDmCRqMhICCAtLQ0Tpw4cUsb+eAX4t6l+PgR1TSU6gf+we5qIsEb1nC632BzhyVEmdJq4ZFR0fgFZvLNzEDycrUc2uPEsF51mLXgLDXrZpk7RCGEKDW2Vrb0qt2LXrV7cfLKSZYeX8rG8xtNA69tOr+JTec34evky6gmo3iq6VP4u/ibOWohxN0o8TzdFYX0dIvSUhY93QBuUeH0eudVANI9vFjzwxqM8n/g7khPt7rdJj/nTtkza3IwyYk2ANg5GHh3bjiduiebI9JKSXpS1U3yo24lzU9yVjJrwtbw84mfiU4rOI6SVqOlV61ejG42mh41e6DTyjSLJWEpPamVlaXkp0xHLxdClJ+rAUFcbNgMAIf4OII2rTNzREKUn+A6GbzzxSkCa+UPKpSZruN/o4L5ZlY1jEYzByeEEGXk5oHX5vSYQ1v/tmg1+YftRsXIb6d/o/eS3tT4tAbv/vUu0akywLEQanZPRfdff/3Fq6++yuDBgxk8eDCvvvoqf/31V2nFJoS45livgab79X/8Do1BrmsVlYe7Ry5vzQ6jVedEABRFw1czffjfU8Gkpcpvx0KIikur0dLWvy1zeszhtyG/8VSTp/CwvzFlb1RyFJO3TSZgVgADlg1gw9kNGBX5RVIItSnR6eU5OTkMHTqU1atXoygKrq6uACQlJaHRaBgwYABLliyxiNOg5fRyUVrK6vTy67p8/A7VTh4FYNerb3O+W+8ye60KR04vV7di5kdRYN0yb5bP90VR8ttVD87i4+/OElgzu7yirXTk9GV1k/yoW1nkJ8+Yx64Lu1h+Yjl7Lu5BoeCxR6BrIE83fZqRTUZS1bFqqbxmRWQppy9XVpaSnzI9vXzq1KmsWrWKV155hcuXL5OYmEhiYiIxMTFMmDCBlStX8s4775Q4eCHErY70edh0v8Gir9HkSW+3qFw0Gug9JJYJH5zF3jH//3/kOT3DetVl2wYXM0cnhBDlw0prRYfqHfis52f8NvQ3RjYeSRW7Kqb1EUkRvLHlDfxn+fPQ8ofYeG6j9H4LYWYlKrp/+uknhg8fzvTp0/H29jYt9/Ly4qOPPmLYsGH88MMPpRakEAKu1K7L5boNAHCKiSb4z9/MHJEQ5tGwRQrvfnESv6AMADLSdEwYVZMvp/tgMJg5OCGEKEdVHavyXIvnWPfoOmZ0nUFL35ZoyO9RzzPm8cvJX+i2uBu15tbio50fEZMWY+aIhaicSlR0X758mdDQ0CLXh4aGEhMjO7UQpe3f/kNM9+v/8C3anBwzRiOE+Xj55DDl0xvXeQPMn1ON8SNqkposI/kKISoXK60VnYM688WDX7B68GqGNxyOm97NtP781fO8tvk1/D7xo//S/vwW9ht5RjljTojyUqKi28/Pj23bthW5/q+//sLPz6+kMQkhihAfXJtLDZoA4HgllprrV5s3ICHMSG9n5LnXw3l0zAU02vxrGv/e4sITPetw9qTezNEJIYR5+Dr78kLoC6x/bD0fdfmI5tWam9YZFANrwtbQd2lfAmYFMGnTJM4knDFjtEJUDiUquocPH87y5csZM2YMYWFhGAwGjEYjYWFhPPvss6xYsYIRI0aUcqhCCIB/+w023a//43fosrPMGI0Q5qXRQM+H4pj40RkcnXMBuBipZ3jvuqz72d3M0QkhhPlYaa3oUqML83rPY/Xg1YxoNKLAtd+X0y7z4d8fUvuz2nRc2JFF/y4iIzfDjBELUXGVaPRyg8HAqFGjWLRoERqNxjSinNFoRFEUhg8fzvz581U90tx1Mnq5KC1lPXr5zTp8Pp2AQ/sA2P/sy5wa9Fi5vK7FktHL1a2U8hMfa8PsKTWIPOtgWjbgsStMeOcCtvry2TcrIhkdW90kP+qmtvzkGfP45+I//HLyF3Zd2IVBKTgQhrOtM0PrD+Wppk/RrFozVcRcVixldOzKylLyU9xaskRF93VHjhzh999/JzIyEoDq1avz4IMP0rBhw5JustxJ0S1KS3kW3a4XIuk9dQIAmS5urF78KwY7u3J5bYskRbe6lWJ+cnI0LPrMn79+9zQtC6mfwUdfn8OvuoyBUBJqKxpEQZIfdVNzfhIyElh7Zi2rT63mQsqFW9Y39G7IqCajeKzBY1Sxr1LIFiybpRR1lZWl5Kdciu6KQIpuUVrKs+gGaDfvEwL37wbg4NMvcGLw8HJ7bYsjRbe6lUF+dvzpzoLZ1cnNyf+idnTK4+05EXTqnlwq269M1Fw0CMmP2llCfhRF4UjcEX458QtbIraQlVfwsjUbnQ0D6gxgVJNRdKnRBa1GvQXQ3bCUoq6yspT8lPo83VlZWYwZM4a5c+fett2nn37Ks88+S25ubvGjFULctSN9H8F47Qu83tLvsU5PM3NEQqhH+26JTP3sJN6++QePaalWTBhZkznv+ZInX09CCGGi0Who5N2Idzq/wx+P/cHr7V6nrkdd0/ocQw7Lji+j2+JuBM0J4q0tb3E28awZIxbC8hS76P76669ZuHAhvXr1um27Xr16sWDBAr799tt7Dk4IUbQUHz8iQtsBoE9Nod7yRWaOSAh18a+RxbtfnKRF+xvTiv3wZVWeHVybKzFyxpAQQvyXg40DA+sO5IcBP7Bs0DKG3DcEZ9sbvXdRyVG8t+M9as2tRdvv2vL1ga9JykoyX8BCWIhiF93Lly9n0KBB1KhR47btgoODefjhh1myZMk9ByeEuL0j/QZj0OXPSVz355+wS4g3c0RCqIudg5EXJofz+PNRaHX5l38c2uPEo93qsnubei8pEkIIcwt2D2ZCmwn88dgffNjlQ0J9QwucWr7rwi5Grx1NtY+rMfSXoWw4uwGD0XCbLQpReRW76D569Cjt2rUrVts2bdpw5MiREgclhCieNE9vznTqBoBVdhYNv59n5oiEUB+NBroPuMKbs8Jw88gfTO1qgjUvPFaLT9+X082FEOJ2rHXWdK3Rlc8f/JzfH/2dF1q+QKBroGl9Vl4WS48tpeePPfGf5c/EjRM5ceWE+QIWQoWKXXTn5ORgY2NTrLY2NjZkZ2eXOCghRPEd7T2IHH3+yOXBG37FOSrCvAEJoVK16qXz/lcnaNjyxmBqi76oylMDQrgUVbzvNyGEqMw87D0Y3mg4Kx5aweIBi3mo7kM429w4a+hy2mWm75rOfV/cR4tvWvDZ3s9IyEgwY8RCqEOxi24fHx+OHTtWrLbHjh3Dx8enxEEJIYov28mFEz36AaA1Gmn87e0HOxSiMnNyMfDKe2d5dMwFdFZGAI4dcuTRbvXY9JureYMTQggLodFoqONRh9favcYfj//BjK4zaOffDp1GZ2qzP3o/L6x/gWofV2PgsoH8GvYruQY5tUhUTsUuurt27cqiRYuIi4u7bbu4uDgWLVrEAw88cM/BCSGK5+QDvclwdQMgYNdfeB47bN6AhFAxrRZ6PhTH5NlheFbNPysrPVXHa2OC+WBiAFmZ6pzWRwgh1MhaZ03noM7M7jGbDY9tYHyr8dRyr2Van2vMZdWpVfRb2g/fT3wZt34cey7uoZLPWiwqmWIX3RMnTiQrK4v777+fPXv2FNpmz549dOnShaysLP73v/+VWpBCiNsz2NpypO9g0+OmX80G+TIT4rZq1Mng/a9OENrpxujmKxd7MqxXXc6F6c0YmRBCWCY3OzcebfAoSwYtYemgpTxa/1Hc9G6m9VcyrjB371xazW9F7c9qM2XrFE4nnDZjxEKUD41yFz8zrVu3jqFDh5Kenk6NGjVo0KABTk5OpKamcuzYMc6dO4e9vT0//fQTffr0Kcu4S01xJzQ3t/Mnw/ll7QY8nFyxtpapbtRIZ6PBkGO+QldjMNDr7VdwvXwJgL/ensGFdp3NFo+qKAo6QxYGnT5/VC2hLmbOj6LA9g1V+H5uALk5+b9F2+qNvDz5AoOGxVf6/zKKopCVnIXeRY+msv8xVEjyo26SH8gz5vHPxX9YE7aGnVE7yTXeeop5C58WPNbgMYbUH4K3o3e5xGU0GomLi8PLywutttj9kKKcWEp+iltL3lXRDRAREcFHH33E2rVruXTpkmm5j48PvXv35tVXX73jtGJqIkW3KC3mLroB/A7vo9Nn0wFI9g1g7fzlKFZWZo1JFaToVjeV5OdSpJ657wZxKcLetKxdlyTe+jiSKp55ZovL3KRoUDfJj7pJfgpKy0ljc/hm1p1ex6GYQygUPG7SaXR0rdGVxxo8Rv86/XGydSqzWCylqKusLCU/ZVZ03yw1NZWUlBScnZ1xciq7naIsSdEtSosaim4UhW7TJ+N15hQA+56fQNiAIeaNSQ1UUtSJIqgoPznZGn6a58fm37xMy9yq5PLWzEg6dEu+zTMrLika1E3yo26Sn6LFpcex/ux61p9Zz9mrZ29Zb2dlR786/Xi8weN0C+6Gta50j38tpairrCwlP8WtJe/pHTg5OeHr62uxBbcQFY5Gw4GHh5keNlw4D9vkJPPFI4SFsbFVGPHiBV55/wxOLvmnQF5NsGb8kzX5YGIAmRnq/eIXQghL4uXgxfBGw1n60FKWP7ScYQ2H4eVw4wfPzLxMlh5bSu8lvfH5xIfn1z3Prgu7ZAA2YZHk6EGICiahRi3OtekIgG16Gg0XfGnmiISwPI1DU5j27QmatEoyLVu52JNHu9Xl+GH7op8ohBDirtVwq8G40HGsHbqWb/t8S/+Q/jjZ3OjUi8+I54v9X9D2u7YEfxrMpE2TOBxzWApwYTGk6BaiAjo88DFybfNHX661bhWu58+YOSIhLI+LWx4vv3uOkS9HYmNrAOBCuJ6Rfevw7eyq5FXey7yFEKJMaDVaGldtzJsd3uTPx/9k5gMz6RzYGRudjalNeFI4H/79IU2+akLdz+syZesUTlw5YcaohbgzKbqFqIAyXd042nsQAFrFSPPPZsgUYkKUgEYDnXvF8/5XJwkKSQfAYNAwb4YvTw8IIeKsrZkjFEKIislaZ02nwE7MeGAGfz7+J5M7TKZZtWZoNTfKl7CEMN7Z/g73fXEfDb9syPvb3+ds4q3XhwthblJ0C1FBnerai1TP/Gk3qh45iP+OLWaOSAjLVdUvm8lzTtHv8Wg0mvwfsI4edOTRbvX48WsvDAYzByiEEBWYo40jfUP68lXvr1j/6Hr+1/p/NPRqiIYbg9MdjTvKm1vfpNbcWjT/ujkz/p5BZFKkGaMW4gYpuoWooIzW1hwYPNz0uNm8Weiys8wYkRCWzcoKHhpxmbfmhOHlk78v5WRrmTXVn9EP1eZCuPR6CyFEWatiX4XB9QfzXb/vWPfoOl4KfYm6HnULtDlw+QCvbnqVwDmBtJ7fmjn/zCE6NdpMEQshRbcQFdrFRs2JrtcQAMe4GOquWGzmiISwfLXqpfPB1yfoNjDW1Ot9eK8TQ7rWY+l3nhiNZg5QCCEqCS8HLx5v+Dg/DPiB34b8xtgWY6nlXqtAm38u/sNLf7yE3yd+dFzYkS/2fUFcepyZIhaV1T3N010RyDzdorSoYp7uQrhEX6DX2xPQGo3k2er59bufyfCuau6wypeK5oEWhbDg/Jw64shX0wOJj7nRy920dSqTP47Ar3qOGSMrPTLPsLpJftRN8mMeF5IvsOHsBv48/yfhSeG3rNdqtLQPaM8Dfg8wrPkw/F39zRCluB2Zp1sIYVGSffw53bk7AFbZWbSY+5GZIxKi4qjTMI1p35ygS78bvSYHdzsxtGs9ViyUXm8hhDAHfxd/nm72NCseXsGKh1YwqvEo/Jz9TOuNipG/Iv/izb/fJGBOAG3mt+HjXR8TkRRhvqBFhSY93dLTLUqJWnu6Aawz0un75kvYpSQBsG3qTC627WTWmMqVBfekVgoVJD8nDjvy9fRAEuJu9Ho3bpnKmzMiCayZbcbI7o301Kmb5EfdJD/qoSgKZxLPsOHsBjaHb+ZS6qVC2zWt1pRBdQcxqO4gQjxCyjlKcZ30dJeDzz//nMDAQPR6PaGhoezdu7fItt988w3t27fHzc0NNzc3unbtetv2QlRGufYO7Bv6pOlxi08/wioj3YwRCVHx1GucxrRvT9C59xXTssN7nRj6QD2+nV2V3Bw54BZCCHPRaDTUrlKbcaHjWD14NUsGLmFE3REEugYWaHfw8kHe2PIGdT6vQ4MvG/D2trc5GnuUSt5PKe6R6oruZcuWMX78eKZMmcLBgwdp1KgR3bt3Jy6u8AEPtm3bxtChQ9m6dSu7d+/G39+fbt26celS4b9eCVFZRTVvzaX6jQFwSLhCo4VfmjcgISogO3sjI1+K4rUZp/Gslj/CeW6OlnkzfHm8R12OHbQ3c4RCCCE0Gg013Wsyqv4oVjy0gl8e/oUxzcbcMgjbsbhjTP1rKg3nNSTksxBe3/w6B6IPSAEu7prqTi8PDQ2lRYsWfPbZZ0D+qQX+/v688MILvPbaa3d8vsFgwM3Njc8++4xhw4bdsb2cXi5Ki5pPL7/O4UosfSaPxyo3B6NWy4bPF5FYq465wyp7FeT05QqrguYnJ1vDykU+rF/hjdGY/740GoUhI+N4dmI09g6WccG3nB6rbpIfdZP8qFdRubmUcolN4ZvYfH4zJ+JPFPrcQNdA+of0p1+dfrQLaIeV1qq8wq405PTyMpSTk8OBAwfo2rWraZlWq6Vr167s3r27WNvIyMggNzcXd3f3sgpTCIuV7unN0T4PAaA1Ggn95D00BoOZoxKiYrKxVRjy9CWmfn6SgOAMABRFw5L53gy+vx67tqr3h14hhKisfJ19Gd5oOIsGLOL3R39nfKvxNPRuiFZzo2yKSIpg9p7ZdP6+M94zvRm+ejgrT64kPUcu3ROFU9XPMvHx8RgMBry9vQss9/b25tSpU8XaxsSJE/Hx8SlQuN8sOzub7OwbA9qkpKQA+b+mGFU8zKzKTkgQFuxEtz4E/bMd1+iLVDlzitq/riCs/2Bzh1W2FOXGTahPBc9PYM0M3vn8BOt/8Wbl977k5mi5fNGWcY/X4oG+ibw8+QKeVXPNHWaRFEUx3YT6SH7UTfKjXsXJjae9J0PrD2Vo/aEkZiayNXwrG8M3cjjmMAYlv9MiMTORRf8uYtG/i7DV2dK1Rlf6hvSlT60+eDt6F7ltcXtGoxFFUVRdnwHFjk9VRfe9+vDDD1m6dCnbtm1Dr9cX2mbatGlMnTr1luVXrlwhKyurrEMssdT0VBwcbLG21aGzktOT1Mhi8mJjzb6RY3jgvTcBaPzdF0S3akWGZwX+YlAUdMZrRY2c3qc+lSA/OqDfoEhatY7lm9k1OXHEFYCNv7rz92ZnRo2NYuCj0Vip8FtZURRy0/PzI6fHqo/kR90kP+p1t7mxx55evr3o5duL1JxUdl/ezfZL29kbs5dMQyYA2YZs1p1Zx7oz6xjDGJp5N6N7YHd6BPagpmvNMn0/FY3RaCQ5ORlFUVR9enlqamqx2qnqmu6cnBzs7e35+eef6d+/v2n58OHDSUpKYs2aNUU+d+bMmbz33nts2rSJ5s2bF9musJ5uf39/rl69quprusNPRbBy3R9yTbeKWcI13TcLXTSPWts3AxDdNJQtH86tsAVPRb1muMKoZPlRFNjxZxWWfO1HWsqNz/NadTOYOC2SRs3VdXqiXJOqbpIfdZP8qFdp5SbHkMP+6P1sDt/Mzgs7ScxMLLRdSJUQ+tbuS786/Qj1DS1wurq4ldFo5MqVK3h6eqq66E5JScHNze2O13SrquiG/IHUWrZsydy5c4H8P3hAQABjx44tciC16dOn8/777/PHH3/QqlWru3o9GUhNlBZLK7qtM9LpPXk8Dkn5Xw7/vPwGZ3sNMHNUZaSSFXUWp5LmJzVZx/L5vmz73bPA8n5D43nh9Yu4uqtjvAUpGtRN8qNukh/1KovcGBUjJ66cYHP4ZrZHbicyObLQdt4O3vSp3YfetXvTpUYXHG0cS+X1K5KKNpCa6oruZcuWMXz4cL766itatmzJ7NmzWb58OadOncLb25thw4bh6+vLtGnTAPjoo4+YPHkyP/30E23btjVtx9HREUfHO/8HlqJblBZLK7oBfI4e4v45HwCQq7dj7fzlpHtXM3NUZaCSFnUWo5Ln5+wJB76bHcCF8zemE3N2zWPcGxfpOyQBcx9rSNGgbpIfdZP8qFd55OZC8gW2RGxhW8Q2jl85jlG59fpfG50NnQI70btWb3rV7kUNtxplEoulkaK7HHz22WfMmDGDmJgYGjduzKeffkpoaCgAnTp1IjAwkIULFwIQGBhIZOStvyJNmTKFt99++46vJUW3KC2WWHQDtFr4JTV3bgHgcuPmbJ7xZcUrfCp5Uad6kh8MBtj0qyc/f+dLVqbOtPy+Jun8750o6jfNMFtsUjSom+RH3SQ/6lXeubmaeZXtUdvZEr6FfdH7yDHkFNqujkcdUwHe1r8t1rrKedwvRXcFI0W3KC2WWnRbZ6TTe8orOFxNAGDPi69x5tq0YhWGFHXqJvkxSUqw4scv/flnW8FpL3s9lMDYSZfMMsq5FA3qJvlRN8mPepkzN1l5Wey7tI9tkdvYdWEXVzKuFNrOxdaF7jW706tWL3rW7Imng2eh7SoiKborGCm6RWmx1KIboOrxf+k66z0AcvV61n6zjPRqvmaOqhRJUadukp9bHD/oxPef+XM5ys60zM7ewMhxMTz6dCy2+vL7rJGiQd0kP+om+VEvteRGURTOJp7lr8i/2BG1g5PxJws9DV2DhlC/UHrV6kWvWr1oXLVxhf4/JUV3BSNFtygtllx0A7T84Wtq/7URgJiGTdk0cx5mv5i0tEhRp26Sn0Ll5cHm3zz5ZaEPmek35hLzrZ7Ny5Mv0LF7crn8udRyYCoKJ/lRN8mPeqk1N0lZSey6sIttEdvYc2kP6bmFz2jh6+RLz5o96V6zO11rdMVV71q+gZYxKborGCm6RWmx9KLbKiuT3lPG45gQD8DBp8dxYvAwM0dVSqSoUzfJz22lJuv4eYEPW9d5oig3/j4t26UwfuoFatbJKtPXV+uBqcgn+VE3yY96WUJu8ox5HI09yrbIbeyM2lnkaOg6jY5Qv1C6B3enR80eNKvWDJ1WV2hbSyFFdwUjRbcoLZZedAN4nzpG14/fQaMoGHU6/pjzHQl17jN3WPdOijp1k/wUS9R5O374zI9TR258V2m1Cn2HxDP6lctldr23JRyYVmaSH3WT/KiXJeYmOjWa7ZHb2R65nUMxh8g1Fv65727nTrfgbnQP7k734O5Uc7K8mWmk6K5gpOgWpaUiFN0AjVf+RP3fVwGQWs2X3+f9SK6Dhc8fKUWdukl+ik1RYP9OV3780o+EOFvTcr2dgcdHx/LEs7E4ON56LeC9vablHZhWJpIfdZP8qJel5yYrL4uDlw+yI2oH/1z8hwspF4ps29C7IT2Ce9C9Znfa+rfF1sq2yLZqIUV3BSNFtygtFaXo1uTl0e2jyXiGnwHgfJee7Jr0rpmjukdS1Kmb5Oeu5eRo2PCLF78tqUZWxo1TCN09cnlmfDT9H43HqpS+Kiz9wLSik/yom+RHvSpabi6nXubvC3/z94W/OXD5ABm5hU816WDtQOegzqZe8JruNVX5/qXormCk6BalpaIU3QAOV2LpNfV/2GRlAvD3xKmEP9DLzFHdAynq1E3yU2KpyTpW/VCNzb95YTTc+NtVD87ihdcvlspgaxXtwLSikfyom+RHvSpybvKMeRyLO8aOqB3surCLs4lnUSj8GDXQNZAuQV3oWqMr9wfdj5eDVzlHWzgpuisYKbpFaalIRTdA4J6dtPtmDgC5ejt+n/cjqX4BZo6qhKSoUzfJzz2LvWTL0m992L+j4PzejVumMnbSJRq3LHz02+KoyAemFYHkR90kP+pVmXKTlJXE7ou72Rm1kz2X9pCUlVRk24beDU1FeIfqHXC0Mc8lhlJ0VzBSdIvSUtGKboBWC76g5t9bAUioVYc/5nyH0cbGzFGVgBR16ib5KTVnT9rz45d+nD3hVGB5m87JPPtqNHUbFn664e1UpgNTSyT5UTfJj3pV1twoisKZxDPsjNrJ7ou7ORZ3rMgB2ay0VrTya0XXoK50qdGFUN9QrHXlU4dI0V3BSNEtSktFLLqtsjJ58N2JOMdeBiCszyD2vTjJzFGVgBR16ib5KVWKAgd3ubDkaz9iL+kLrOv84FXGTIgmOKT404xV1gNTSyH5UTfJj3pJbvJl5WXxb+y/7L6wmz2X9tz2VHRHG0c6VO9gKsIbeDUos7+dFN0VjBTdorRUxKIbwC0qnO7T3sAqN/9X0F2vvs35br3NHNVdkqJO3SQ/ZcJggJ0bq7Dy+2okXrkxUq1Go9BjQCKjX4nGLzDnjtuRA1N1k/yom+RHvSQ3hUvOSmZ/9H52XdzF/uj9XEq9VGRbLwcv7g+6n07VO9EpsBO1q9Qutb+lFN0VjBTdorRU1KIboMbOrbRZ+AUAeTY2/PHpAq7WDDFzVHdBijp1k/yUqbxcDVt/92D14qqkXL1xeYjOSqHv4HhGvXiZqr5Fz/EtB6bqJvlRN8mPekluiicmLYZ/Lv7DPxf/Yf/l/be9HryqY1U6BXYqlSJciu4KRopuUVoqctENELpoHrW2bwYgtaoP679cTI6TeveZAqSoUzfJT7nIztKw8Vcv1i6pSnqqlWm5lbWRPo8kMGJsDL4Bt/Z8y4Gpukl+1E3yo16Sm7unKArnr57nn4v/sPvibv6N/ZfMvMwi23s7eOcX4dduIVVCiv23lqK7gpGiW5SWil50a3Nz6P7hW1SJPA9AdLNQtn4wB0VndYdnqoAUdeom+SlXmela1v/izfqfvQvM8a3TKTw4KIEnX4ghoEa2abkcmKqb5EfdJD/qJbm5d3nGPE7Fn2LPpT0ciD7AkbgjZOUVPWbI3RThUnRXMFJ0i9JS0YtuAIeEK/R8ZyL69FQATg4cyoHnXjFzVMUgRZ26SX7MIjVZx/pfvNm42qtA8a3VKnTvn8jIcTEE1cqSA1OVk/yom+RHvSQ3pe96Eb730l72R+/naNzRO/aEdwzsSIeADnSo3oH7vO5Dq8kvsKXormCk6BalpTIU3QBeYcfp+vG7aI0GAHa/8ibnevY3b1B3IkWdukl+zCo9TccfK734Y6UXGWk3zlzRaBS69LrKk+MuE+B7VQ5MVUoKB3WT/KiX5Kbs5RnzCEsIY8/FPey/vJ+jsbcvwt30brQNaEv7gPa09W+Lv84fv2p+UnRXBFJ0i9JSWYpugJrbN9Fq0VcAGKys2DTjS640aGLmqG5Dijp1k/yoQma6lj9Xe7HhFy/SUgp+z4S2S2TEC1do3jZNUqQyUjiom+RHvSQ35S/PmMfphNPsvbSXfdH7OBp3lIzcjCLb6630tPFrw4bHN5Tb/OB3S4ruYpKiW5SWylR0AzRf8h11Nq8HIMvZhT8+/Y5Uv+pmjqoIUtSpm+RHVbIytWz+zYN1y6uSmlTw+6Ze43SGPRtD555J6HRFbECUKykc1E3yo16SG/MzGA2EJYSxP3o/By8f5EjcEVKyUwq0CakSwqmxp8wU4Z1J0V1MUnSL0lLZim6NwUDnOR/gc+IIkD+i+Ya5C8l2czdzZIWQok7dJD+qlJOtYdt6D35f7k1CnG2BdX6BWTw+OpbeDyegt6s8n3tqJIWDukl+1Etyoz6KohCRFMGBywfYH72fw5cP80DNB/hp0E/mDq1IUnQXkxTdorRUtqIbwDojnW4fTcbtUhQA8SH12Pjx1xj0ejNH9h9S1Kmb5EfVDHkK+7c5smZZABfC7Qusc6uSy+An4xg0LB63KnlmirByk8JB3SQ/6iW5UTdFUbgYfZE6gXWo41nH3OEUqbi1pHqvShdCqF6uvQNbX3yddNf83m2PsBO0e/91NAY5+BaiotDpoE2neN7/6gSvfnSauo1vnPp3NcGaeTN96dWiAe+8Up0zJ+zMGKkQQoiKxtbK9s6NLIAU3UKIe5LhXoWtL75OzrXebf/d2wn95H0wGs0cmRCiNGk00KBZKq/PPMO7X56gZcdENJr8s3tysrX8utSDoQ/UY/RDtdn2hwsGg5kDFkIIIVRCim4hxD1L8q/O9uf+h+HayEo1//iNZl/Nhsp99YoQFVZgrUxeeCucmYuO0X1gLHq7GxX2gd1OTBhZk4Ht6vPj116kpcihhhBCiMpNvgmFEKUipl5D/n76RYzXrouq+8tPNPhxvpmjEkKUJa9qOTz+3EXmLj/CE2Oj8PLJMq27FGXLrKn+PNi8IR9O8pdTz4UQQlRaUnQLIUpNVPPW7Bk22vS40cJ51P15sRkjEkKUB72dkW79rzBj4XEmfHCGek2TTesy0nX8vMiLoQ/UY2TfENaucCcrUwYtEkIIUXlYmTsAIUTFcq59F2wyMmi2YhEAzebNRkHDqYceM3NkQoiyptVCo5YpNGqZwqVIPX+s8uTvjVXIyc6/9OTIAUeOHHBk1tv+9H4kgYGPX6F6cLaZoxZCCCHKlvR0CyFK3cnuffi332DT4+bzZlHnF/XOsSiEKH2+1bMY+dIFPlt+hGHjIvGpnmFal5xkxY9fezOoQ32efaQWf65xIydber+FEEJUTNLTLYQoE0f7PASKQqNflwPQ/MtPQFGkx1uISsbOwcgDfePp2ieesycd2Ljak3073MjLzf/df9/fzuz72xlnlzx6DEyk75B46tTPNHPUQgghROmRolsIUWaO9n0YjaLQ8LcVQH6Pt3VmBkcffyp//iEhRKWh0UCteunUqpdOavIFtv9RhS2/eRJ3OX+6wZRkK5Yv8GL5Ai9q18ug75B4egxIxNVd5h4TQghh2eT0ciFEmTrS7xH+7fuI6XGj77+i2bxZMp2YEJWYk4uBXo/EMXPRcSbNDKNV5wSsbYym9adP2DNzcgA9mjZk4jM12LnZmbw8MwYshBBC3APp6RZClLmjfR8mT6+n2fL8wdXq/vIT1ulp7Hn5dRSdfAwJUVlpNFCvcRr1GqeRkRbF7m3u/LW+CuFhjgDk5WrZvM6NzevccKuSywN9r9JzQCL1m6bLyTJCCCEshhztCiHKxclufcixs6fVoq/QKAo1N/yKXWICO96aRp6dvbnDE0KYmb2jkS694+nSO55LkXq2/V6FvzdXITXJGoCrCdam08/9ArPo0T+RHgMSCawpo58LIYRQNzm9XAhRbs6178KOZ17CoMufPsh37988MP4Z9InxZo5MCKEmvtWzeOzZS3y69Agvv3OWZu0Ssba+cfr5xQg938724aGO9XmiZx1+/NqLuMvWZoxYCCGEKJr0dAshylVUizZkOznT8fMZ2GRmUOXMKXq8MIKt788hOTDY3OEJIVTEygqatkmmaZtkMtO17N3hxs4/3Qk76oSi5J9ffvKIAyePODBrqj+NWqTRtfdV7n/wKt4+uWaOXgghhMgnPd1CiHIXW6c+f7z2HuluVQBwjI2hx9gR+O/YYubIhBBqZedgpGOPBN745AxzlhxlyDMX8K+RXqDNv/sc+XiKP71aNGRkvxB++saL2GjpARdCCGFeUnQLIcwi2defDW98QEJAEADWWZl0nPoqDRfOA6PxDs8WQlRmbh659Hokjg++PsWH84/T77FoqvoVnNv7yH5HPnn7WgHeN4TF87y4EG5rpoiFEEJUZhpFqdzz9qSkpODi4kJycjLOzs7mDqdI50+G88vaDXg4uWJtLb/aq5HORoMhp1LvTiWiy86m1fdfErT3b9Oyi63a8/dr75Lr6Fg6L6Io6AxZGHR6mR9cjSQ/6mZB+bkUqWf3Vjf2/uXG5Qt2hbYJqpVJx+5JdHggmfpN09FaePeDoihkJWehd9GjUXl+KiPJj3pJbtRNURQuRl+kUc1GBLkFmTucIhW3lpSiW4puUUqk6L4HikLdP9fS5Ocf0F77SEr2q872KR+RHFSzVLZvKUVDpST5UTcLzc+lSD3/bHNjz19uXI4qvACv4plLu67JdOyWRMv2KejtLO8zXAoHdZP8qJfkRt2k6K5gpOgWpUWK7ntX9fi/tP9qFrYZ+ddpGqxtODDmJU73ffjeDvYttGioNCQ/6lYB8nP5oi37d7qyf6cr4WEOpkHYbmarN9KqYwrtuybRulOKxQzEJoWDukl+1Etyo25SdFcwUnSL0iJFd+lwvBJLh89n4H4x0rTsYuv27J4whWwX15JttAIUDRWa5EfdKlh+UpKsOLjbhf07XThxyIXcnMLPL68RkkmbTsm07pRCk9A0bGzV+fkuhYO6SX7US3KjblJ0VzBSdIvSIkV36dHm5tB0xWLqbFlvWpbh7sGuiVOJaRZ69xusYEVDhSP5UbcKnJ+cbA3HDjqzb4cL/+5xJTW58O9XvZ2B5m1Sad05hTadUvAPyi7nSIsmhYO6SX7US3KjbhWt6JZ5uoUQqmO0tmH/oyO5XL8Rrb/7HH1aKvaJ8XSd+DxhfR/m8KjnyXUopUHWhBCVlo2tQtPWyTRtnYzRGMX5MHsO73Hh373ORJ65cRp6VqaOnZtd2bnZFQDf6tm06pBC8zapNGuTirtHnhnfhRBCCLWTnm7p6RalRHq6y4Zd0lVaz5+Lz8mjpmXpnl7sffF1LrVqV7yNVOCeugpB8qNulTQ/qck6jh105tA/zhw/4EJKUtHfvTXrZtC8TSrN26bSrFUaTi6GcotTeuvUTfKjXpIbdatoPd1SdEvRLUqJFN1lyGgkZMt6mqz8CaucHNPiiM7d2PfcBLLd3G///EpaNFgMyY+6SX5QFLgQbsfhPc78u8eZcycdMRgKvxZco1Go0yCD5m1Tad4mlcYt03BwNJZhbFI4qJnkR70kN+pW0YpuOb1cCKF+Wi1hXXtxsVFzQhd9Zer1Dtz6J9X2/8PhJ5/jbK/+KDr5SBNClD6NBgJqZBJQI5O+Q2PJytQSdsyRY/udOHHYiQvn7U2noiuKhpNHHDh5xIEfvqyKVqtQq14mjVum0bhFGo1apOFVzTJGRhdCCFE6pKdberpFKZGe7nKiKATt3k7zpQtMU4sBXA0M5sCz4wsfaE166tRN8qNukp87Sk/TceqII0f3O3HyXyeiI+1v297HP5tGLdJo3DK/CK9ROwtt4R3ndyS9deom+VEvyY26SU+3EEKYk0ZDeJuORNdvTPOlCwnauxMAt4hzdJ34PBdbt+fA6JdJ9Qswc6BCiMrCwdFAszbJNGuTDORPS3byX0eOHnDizHFHLkfZFZgbPPqCLdEXbFm/sgoATi55NGiazn2N07mvSTr3Nc7ArYoMziaEEBWFFN1CCIuU7ezC38+8SNj9PWi+5Ds8Is8D4Ld7Bz57d3GuR1+OPjqKDO+qZo5UCFHZOLvmEdoxidCOSUB+T/iZEw6c+teRsGOORJx2IC/3Rtd2arIVu7a6sGuri2mZb0A29RrnF+L1m6ZTp34Gejs5m0oIISyRFN1CCIsWXzOEDW9MI+ifHTT5ZTH2yUloDQZqrVtFjT9+42zP/hwfOoJsd5c7b0wIIcqAg6OBxi1TaNwyBYC8XA0RZ+04ecSRsCOOnDvpSFpKwUvHLkXZcinKlo2/5g8UqdMpBNfJpG7DDELqZxByXwa178tEb1d+I6ULIYQoGSm6hRCWT6slvE1HopqFct/6NdTZuBab7Cx0eXmE/PYzNTes4VyPPhx/eBjpPn7mjlYIUclZWSvUrJtBzboZ9Bkch6JAfKwNZ086cOaEPedOOnDhvAO5OTd6ww0GDaeP23P6+I3rxTUaherBWdSsnUq9JtmE1M8kpH4Gru5SiAshhJrIQGoykJooJTKQmnrYpKVS949fqbNlPdbZ2ablRq2WC+06c/Khx4iv19CMEYoCZKAudZP8mIXBABcj7Dh7woEzJ+0JD3O45drwonj75FC7XgY1QrIIDskkOCSTwJpZ2OrlO6q8yWBd6iW5UTcZSE0IIVQux9GJfwc9xqlufai7YQ11tm7AKicHrdFI9e2bqb59M1fqNuDkoEe52LYTRvkhSwihMjodVA/OpHpwJl365C/LytRyIdyO8DB7zp+xI+qsPdFRdhjyCg59HhttQ2y0DTs23Vim1Sr4B2WbivDgkEyC62ThH5iFlXwECiFEmZKebunpFqVEerrVyzY1hZDtf1Jr03rsUlMKrMt0ded8t16c69mPFP9A8wRY2UlPqrpJflQtLxdiwrWcPetK+Bl7Is/aczHCnuxMXbGeb21jpHpwFoHBWVQPzqZ6cBYBNfIfOzobyzj6ik96U9VLcqNuFa2nW4puKbpFKZGiW910NhqU9BwC9+yk7h+/4nb54i1tYhs04VzPflxo24lcB0czRFlJSVGnbpIfdSskP4oCCXE2XAjXE3nOjgvhdkRH2hFzUV9g1PQ7qeKZS/XgrPxbjSwCauQX5b4B2dI7XkxS2KmX5EbdKlrRLaeXCyEqDaO1NefbdeZ8205UPXmUWlv/wO/IAXSG/EGHvI8ewvvoIQzWNlwKbUtEp25catUeg15v5siFEKL4NBrw8M7BwzuHJq1unN1jNEDsZVuizttx4ZwdF8L1REfZERetx2i8tehIuGJNwhVrDv7jVGC5TqdQ1S8H34Ds/Fv1bPyu3XwDcnBykYHchBDiZlJ0CyEqH42GmHoNianXENvUZGr8/RfBOzbjGhsNgC43h4CdWwnYuZU8vZ6LrdpzsXVHolu0JsdZph4TQlgmrQ6q+WVTzS+b0A5JpuV5eXDlsi2XovRER+mJjrIl5qKe2Ev6W6Yyg/yR1C9F2nIp0rbQ13F2zTMV5H6B2VT1zSlwc3SS09aFEJWLFN1CiEot28mFkz36crJ7HzzOnSZo918EHPgHu7RUAKyysgjctpHAbRsxanVcqd+IS6HtuNSqHckBQXK6rRDC4llZQTX/bKr5Z0Pb5ALr0tN0xFy05VKknktRei5f0HPlsi3xMbZkFXHdeEqSFSlJVpw84lDoekfnPLx9cqnqc6MQ977pvlfVHDl9XQhRoUjRLYQQABoN8TVDiK8Zwv5HR+F9+gTV/9lOwKF92GakA6A1GvA+chDvIwdp+s2nZLpXIaZxC2KaNCemcQvSq/ma+U0IIUTpcnA0EFwng+A6GQWWKwqkpei4ctmWmEv5t9hoW67E2BAfY0tSgk2R05ulpViRlmLFuVN2ha7XaBSqeOXi6Z2Lh1cuHt75t5sfe3rn4uaRi5UcyQohLIB8VAkhxH8oOh0xdRsQU7cBe5/Iw+tsGL6H9uB35CDOV2JN7ewSEwjasoGgLRsASPOqSny9BsTXqU98vQYk1gzBaFP46ZdCCGHJNBpwcjHg5JJBjf8U5AB5uRoS4myIuVaIX4mxITHOmoQrNiResSEpweaWqc6uUxQN8bE2xMfa3DYGrVbBzSMPD69cPL1z8PDOxa1KHu4eebhVyb+f/zgXV/c86T0XQpiNFN1CCHEbipUVsXXuI7bOfRwcOhKnmGh8/91PteP/4nUuDOvsbFNbx7gYHONiCNy2EQCDlRVXg2sTX6c+iSH1SAqqSVL1ICnEhRAVnpW1grdvNt6+2YWuNxohNdmKhFgb4mJsiI/LL7ITYq8V5YnWpCZZF9lbnr8NDQlx1iTEWRN2zP6OMTm75l0rxHNx88jDzT2/IL9+39ktDxdXA86ueTi7GHBwMqAt/mDvQghRJCm6hRDiLqRW9eFU1b6c6t4XTV4eVSLPUfX4EaqePIpHxDmscnNMbXV5eXiEncAj7IRpmVGrJdUvgKTAmiTVqMnVoJqk+FUnrZovRpvb9+oIIURFodWCi1seLm55hfaUQ/5o6ynJViQlWJMQb03iFRuuxluTlGhNUrw1yVfzb6lJ1oWOvv5f1681jzxXvBkptFoFJxcDzi55OLsZcHHNw9k1DyeX6/evrXM14OyWh5OzAUen/GLd3sEoBbsQwkSKbiGEKCHFyor44BDig0M41vdhNAYDrpei8Dgbhse5MDzCz+ISF1PgOVqjEZeoCFyiIqi+fZNpuVGrJcOrKqk+fqT4BpDq60+ajx/pnt5keHqT7eIqg7YJISoVrQ5c3fNwdc8jsFZmke2MBkhNyS/Ok5OsSEq0JuWqFclXrUhNtiLlqjUpyfnXkaclW5OdVfgAcLds16gh+dp2iLi72DUaBXtHI45Oedjb5+HkquQX5I4GHJ2v/etkwMHJiIOTwbTOwdGA3t6Inb0RewcjdvYGbPWKfPwLYeFUWXR//vnnzJgxg5iYGBo1asTcuXNp2bJlke1XrFjBW2+9RUREBLVq1eKjjz7iwQcfLMeIhRAi/1rwqwFBXA0I4sz9PQCwzkinSvhZ3CLP43oxErdLF3CJiUZnyCvwXK3RiGNMNI4x0VQ7uPeWbefZ2JLh6UWGp7epEM/w9CLLrQpZrm5kubqT5epGroOjFOdCiEpFq7vRa14cOTkaUpPyC/KridYkX7Ui5aoVaalWpKXoSE+1IiPt+r/597Mydbc91f2/FEVDeqqO9FQdcG+XFGk0Cnb2RuyuFeF2dtfvG7F3MKC3u3H/eju9nRFb/bWbrXLTfSO2+pse6288lp55IcqO6oruZcuWMX78eObNm0doaCizZ8+me/fuhIWF4eXldUv7Xbt2MXToUKZNm0bv3r356aef6N+/PwcPHqR+/fpmeAdCCHFDrr0DMfc1Iua+RqZlGoMBp9jLuEWF43IpCufYyzjFxeB0JRab7KxCt2OVk43zpQs4X7pw29czWFmR5epOtosrWa7u5Dg7k+PgRI6jE7kOjuQ4Ot5034kch/z7ufb2GGz1KLri9QAJIYSlsrHJHx29ilcugRTdg34zowEy0vML8dRUHWnJVqSm6K6NxJ6/PD1NR2a6jswMHVkZOjIzdWRnaMnK1JGTXfLPVkXRkJGuIyNdB5TdaHDWNkZsbBX014pxm5sKdP21xza2CtY2CtbWxvx/bRSsrRWsbYw33b/DemsFa1uj6b6NrREr6xvPtbJSsLJW0OkUdFYKOp38liwsn0ZRFMXcQdwsNDSUFi1a8NlnnwFgNBrx9/fnhRde4LXXXrul/eDBg0lPT2ft2rWmZa1ataJx48bMmzfvjq+XkpKCi4sLycnJODs7l94bKWXnT4bzy9oNeDi5Ym0tw2+qkc5GgyFHVbuTuIlF5EdRsE1LyS/AL0fjGBeDQ2I89kmJ2F9NwD7papFFeWkxWNuQp9eTp7fDYGtLnt4u/2arJ8/ODoOtnjxbPQZra4w2NhitrDFaWWGwtsFonX/faG2d/9jKGqO1FUYr6wLrFa0ORatF0ekwarUoWi0a8jBY2aHodPk3rRZFe2P9f5cr15bLkVg5UBR0hiwMOr38vdVI8qNu1/KTg57MDCsyM/KL8vQ0HRlpWlOhnpGe/29WppbsrOv/5t/Pybp2P1tLTpaOnGwtebmVq1taZ5VfjN8oxK8X5piWFyjUra4tt1Kwurbs+mOd7vr2jGA0YK3XotPlX8Ovvf6vFnQ6BY0WdNpr/157rNVe+yHg+r+amx5rbyzX6hS0mmv/ags+LnTbmvx/tdd+ZNBolGv/XrtpbzzWahXQgIb/PNbkj5eg0eQf71z/mtRo8tff/Pi224ZbX6vY2y6dnCuKwsXoizSq2Yggt6DS2WgZKG4tqaqe7pycHA4cOMCkSZNMy7RaLV27dmX37t2FPmf37t2MHz++wLLu3buzevXqsgxVCCFKn0ZDtpML2U4uxAeHFNrEOiMd+6uJ2CdcwSExHtuUZPQpSehTU7BNTUGfloI+NRV9eipao/GuQ9Dl5qDLzcE2NeVe3025MGq1XD/yUEzf9ppr9wGNBuXa0cL19QXbYTpKuN7OtC1ubnvT9k1tubG9OyrmUUgxmhXr9Yp51KMU5wU1oFEU09/kdu1K5fVAise7pFGMKJrKVYRZklLJj821m1P+wzxFR4ZiR7rRnnTFnoxr/6Yb85dlKHZkK7ZkKXoyjbZkKvobjxVbsq8ty1L0ZCm2ZCvXH9uall3/N68Me9eLy5CnwZAnnwuWRIOR/G/La0X8zfc1FL0OJf9HAQAlhPpukexKMMc7KF2qKrrj4+MxGAx4e3sXWO7t7c2pU6cKfU5MTEyh7WNiYgptn52dTfZNU/ykpOQfWBqNRowlOEAtL9dPSDh78RJa+cxRJRcXB5KT080dhihChcuPs3v+rSiKgj4rE7usTPTZWegzM9FnZqDPykSfnZn/ODvr2uMsbHJzsM7Nzf83L9f02Do3Fyujofze110qyQ8LQgghii8PHVnoycSOHGzIxpYcbG65fzfrimqbjS15WJluuVgXeFzYssIfm/+HgspOQUuR5xfe6cTDm9anp2tVXaMVNzZVFd3lYdq0aUydOvWW5VeuXCErq2xP27wXipWROsEBGA0Kxe4xEeVIAY3CtW4zcwcjbiH5uVnutVtqMdtr8vLQ5WSjy87GKjsLXXY22rw8tDk5aPNyr63PQZOXhzYvF11uLprcXLSGPLS5ufltTbdcNEbjrTfFiMZw/bHBtJyb2mgLPL7RJv/XcCX/Rn6vLCjX0v6f+4pSYBnKtV/XFQDF1Ma0nQLbvPE6mpuef8e/3x2PLq4pTrPyfr1ibktTnCvVin11h8ovAxGiEtKTh77Y3xrmpyhgRHv7wl3RmR4b0WJAhwGd6b4RLcb/PDYo2lvaGBRdkc83oP3PY92t20SHUbnxfAPaa/2++TfjTY+Lul+cdpgeX3uOUnrbVv677ZtuQKH3i1rHfx5Xt4kmLu42nQxmlppavP1CVUW3h4cHOp2O2NjYAstjY2OpWrVqoc+pWrXqXbWfNGlSgdPRU1JS8Pf3x9PTU9XXdHt4eODg5ICnpydaGV5SdYxGI1euXJH8qJTkR90kP+om+VE3yY+6SX7M5/qwc3ZFrJfcqNuN/NRSdX70en2x2qmq6LaxsaFZs2Zs3ryZ/v37A/l/8M2bNzN27NhCn9O6dWs2b97MSy+9ZFq2ceNGWrduXWh7W1tbbG1vnbpBq9WqOqEAGo3GIuKsrCQ/6ib5UTfJj7pJftRN8qNukh/1ktyomyXkp7ixqaroBhg/fjzDhw+nefPmtGzZktmzZ5Oens6TTz4JwLBhw/D19WXatGkAvPjii3Ts2JGPP/6YXr16sXTpUvbv38/XX39tzrchhBBCCCGEEEKor+gePHgwV65cYfLkycTExNC4cWM2bNhgGiwtKiqqwC8Kbdq04aeffuLNN9/k9ddfp1atWqxevVrm6BZCCCGEEEIIYXaqK7oBxo4dW+Tp5Nu2bbtl2cMPP8zDDz9cxlEJIYQQQgghhBB3R70nyAshhBBCCCGEEBZOim4hhBBCCCGEEKKMSNEthBBCCCGEEEKUESm6hRBCCCGEEEKIMiJFtxBCCCGEEEIIUUak6BZCCCGEEEIIIcqIFN1CCCGEEEIIIUQZkaJbCCGEEEIIIYQoI1J0CyGEEEIIIYQQZUSKbiGEEEIIIYQQooxI0S2EEEIIIYQQQpQRK3MHYG6KogCQkpJi5khuz2g0kpqail6vR6uV30rURvKjbpIfdZP8qJvkR90kP+om+VEvyY26WUp+rteQ12vKolT6ojs1NRUAf39/M0cihBBCCCGEEMLSpKam4uLiUuR6jXKnsryCMxqNREdH4+TkhEajMXc4RUpJScHf358LFy7g7Oxs7nDEf0h+1E3yo26SH3WT/Kib5EfdJD/qJblRN0vJj6IopKam4uPjc9se+Urf063VavHz8zN3GMXm7Oys6v94lZ3kR90kP+om+VE3yY+6SX7UTfKjXpIbdbOE/Nyuh/s69Z4gL4QQQgghhBBCWDgpuoUQQgghhBBCiDIiRbeFsLW1ZcqUKdja2po7FFEIyY+6SX7UTfKjbpIfdZP8qJvkR70kN+pW0fJT6QdSE0IIIYQQQgghyor0dAshhBBCCCGEEGVEim4hhBBCCCGEEKKMSNEthBBCCCGEEEKUESm6LcDnn39OYGAger2e0NBQ9u7da+6QKqVp06bRokULnJyc8PLyon///oSFhRVo06lTJzQaTYHbmDFjzBRx5fL222/f8revU6eOaX1WVhbPP/88VapUwdHRkUGDBhEbG2vGiCuXwMDAW/Kj0Wh4/vnnAdl3ytv27dvp06cPPj4+aDQaVq9eXWC9oihMnjyZatWqYWdnR9euXTlz5kyBNomJiTz22GM4Ozvj6urKqFGjSEtLK8d3UXHdLj+5ublMnDiRBg0a4ODggI+PD8OGDSM6OrrANgrb5z788MNyficV0532nxEjRtzyt+/Ro0eBNrL/lJ075aew7yKNRsOMGTNMbWT/KRvFOZYuzvFaVFQUvXr1wt7eHi8vL/73v/+Rl5dXnm/lrknRrXLLli1j/PjxTJkyhYMHD9KoUSO6d+9OXFycuUOrdP766y+ef/55/vnnHzZu3Ehubi7dunUjPT29QLunn36ay5cvm27Tp083U8SVz3333Vfgb79z507TupdffpnffvuNFStW8NdffxEdHc3AgQPNGG3lsm/fvgK52bhxIwAPP/ywqY3sO+UnPT2dRo0a8fnnnxe6fvr06Xz66afMmzePPXv24ODgQPfu3cnKyjK1eeyxxzh+/DgbN25k7dq1bN++nWeeeaa83kKFdrv8ZGRkcPDgQd566y0OHjzIypUrCQsLo2/fvre0feeddwrsUy+88EJ5hF/h3Wn/AejRo0eBv/2SJUsKrJf9p+zcKT835+Xy5ct89913aDQaBg0aVKCd7D+lrzjH0nc6XjMYDPTq1YucnBx27drF999/z8KFC5k8ebI53lLxKULVWrZsqTz//POmxwaDQfHx8VGmTZtmxqiEoihKXFycAih//fWXaVnHjh2VF1980XxBVWJTpkxRGjVqVOi6pKQkxdraWlmxYoVp2cmTJxVA2b17dzlFKG724osvKsHBwYrRaFQURfYdcwKUVatWmR4bjUalatWqyowZM0zLkpKSFFtbW2XJkiWKoijKiRMnFEDZt2+fqc369esVjUajXLp0qdxirwz+m5/C7N27VwGUyMhI07Lq1asrs2bNKtvgRKH5GT58uNKvX78inyP7T/kpzv7Tr18/5f777y+wTPaf8vHfY+niHK/9/vvvilarVWJiYkxtvvzyS8XZ2VnJzs4u3zdwF6SnW8VycnI4cOAAXbt2NS3TarV07dqV3bt3mzEyAZCcnAyAu7t7geU//vgjHh4e1K9fn0mTJpGRkWGO8CqlM2fO4OPjQ40aNXjssceIiooC4MCBA+Tm5hbYl+rUqUNAQIDsS2aQk5PD4sWLGTlyJBqNxrRc9h11CA8PJyYmpsD+4uLiQmhoqGl/2b17N66urjRv3tzUpmvXrmi1Wvbs2VPuMVd2ycnJaDQaXF1dCyz/8MMPqVKlCk2aNGHGjBmqP/2yItm2bRteXl6EhITw7LPPkpCQYFon+496xMbGsm7dOkaNGnXLOtl/yt5/j6WLc7y2e/duGjRogLe3t6lN9+7dSUlJ4fjx4+UY/d2xMncAomjx8fEYDIYC/6kAvL29OXXqlJmiEgBGo5GXXnqJtm3bUr9+fdPyRx99lOrVq+Pj48ORI0eYOHEiYWFhrFy50ozRVg6hoaEsXLiQkJAQLl++zNSpU2nfvj3Hjh0jJiYGGxubWw5Ivb29iYmJMU/Aldjq1atJSkpixIgRpmWy76jH9X2isO+e6+tiYmLw8vIqsN7Kygp3d3fZp8pZVlYWEydOZOjQoTg7O5uWjxs3jqZNm+Lu7s6uXbuYNGkSly9f5pNPPjFjtJVDjx49GDhwIEFBQZw7d47XX3+dnj17snv3bnQ6new/KvL999/j5OR0y+Vmsv+UvcKOpYtzvBYTE1Po99P1dWolRbcQJfD8889z7NixAtcMAwWux2rQoAHVqlWjS5cunDt3juDg4PIOs1Lp2bOn6X7Dhg0JDQ2levXqLF++HDs7OzNGJv5r/vz59OzZEx8fH9My2XeEuHu5ubk88sgjKIrCl19+WWDd+PHjTfcbNmyIjY0No0ePZtq0adja2pZ3qJXKkCFDTPcbNGhAw4YNCQ4OZtu2bXTp0sWMkYn/+u6773jsscfQ6/UFlsv+U/aKOpauqOT0chXz8PBAp9PdMmJfbGwsVatWNVNUYuzYsaxdu5atW7fi5+d327ahoaEAnD17tjxCEzdxdXWldu3anD17lqpVq5KTk0NSUlKBNrIvlb/IyEg2bdrEU089ddt2su+Yz/V94nbfPVWrVr1lQM+8vDwSExNlnyon1wvuyMhINm7cWKCXuzChoaHk5eURERFRPgEKkxo1auDh4WH6PJP9Rx127NhBWFjYHb+PQPaf0lbUsXRxjteqVq1a6PfT9XVqJUW3itnY2NCsWTM2b95sWmY0Gtm8eTOtW7c2Y2SVk6IojB07llWrVrFlyxaCgoLu+JzDhw8DUK1atTKOTvxXWloa586do1q1ajRr1gxra+sC+1JYWBhRUVGyL5WzBQsW4OXlRa9evW7bTvYd8wkKCqJq1aoF9peUlBT27Nlj2l9at25NUlISBw4cMLXZsmULRqPR9IOJKDvXC+4zZ86wadMmqlSpcsfnHD58GK1We8tpzaLsXbx4kYSEBNPnmew/6jB//nyaNWtGo0aN7thW9p/Scadj6eIcr7Vu3ZqjR48W+OHq+g+P9erVK583UhJmHshN3MHSpUsVW1tbZeHChcqJEyeUZ555RnF1dS0wYp8oH88++6zi4uKibNu2Tbl8+bLplpGRoSiKopw9e1Z55513lP379yvh4eHKmjVrlBo1aigdOnQwc+SVwyuvvKJs27ZNCQ8PV/7++2+la9euioeHhxIXF6coiqKMGTNGCQgIULZs2aLs379fad26tdK6dWszR125GAwGJSAgQJk4cWKB5bLvlL/U1FTl0KFDyqFDhxRA+eSTT5RDhw6ZRr/+8MMPFVdXV2XNmjXKkSNHlH79+ilBQUFKZmamaRs9evRQmjRpouzZs0fZuXOnUqtWLWXo0KHmeksVyu3yk5OTo/Tt21fx8/NTDh8+XOD76PrIvbt27VJmzZqlHD58WDl37pyyePFixdPTUxk2bJiZ31nFcLv8pKamKhMmTFB2796thIeHK5s2bVKaNm2q1KpVS8nKyjJtQ/afsnOnzzdFUZTk5GTF3t5e+fLLL295vuw/ZedOx9KKcufjtby8PKV+/fpKt27dlMOHDysbNmxQPD09lUmTJpnjLRWbFN0WYO7cuUpAQIBiY2OjtGzZUvnnn3/MHVKlBBR6W7BggaIoihIVFaV06NBBcXd3V2xtbZWaNWsq//vf/5Tk5GTzBl5JDB48WKlWrZpiY2Oj+Pr6KoMHD1bOnj1rWp+Zmak899xzipubm2Jvb68MGDBAuXz5shkjrnz++OMPBVDCwsIKLJd9p/xt3bq10M+z4cOHK4qSP23YW2+9pXh7eyu2trZKly5dbslbQkKCMnToUMXR0VFxdnZWnnzySSU1NdUM76biuV1+wsPDi/w+2rp1q6IoinLgwAElNDRUcXFxUfR6vVK3bl3lgw8+KFD0iZK7XX4yMjKUbt26KZ6enoq1tbVSvXp15emnn76ls0T2n7Jzp883RVGUr776SrGzs1OSkpJueb7sP2XnTsfSilK847WIiAilZ8+eip2dneLh4aG88sorSm5ubjm/m7ujURRFKaNOdCGEEEIIIYQQolKTa7qFEEIIIYQQQogyIkW3EEIIIYQQQghRRqToFkIIIYQQQgghyogU3UIIIYQQQgghRBmRolsIIYQQQgghhCgjUnQLIYQQQgghhBBlRIpuIYQQQgghhBCijEjRLYQQQgghhBBClBEpuoUQQohy9Pbbb6PRaMwdhipMnz6dOnXqYDQay/21N2zYgKOjI1euXCn31xZCCFG5SNEthBBClNDChQvRaDSmm16vx8fHh+7du/Ppp5+SmppaKq8THR3N22+/zeHDh0tle2qQkpLCRx99xMSJE9Fqy/9wpEePHtSsWZNp06aV+2sLIYSoXKToFkIIIe7RO++8ww8//MCXX37JCy+8AMBLL71EgwYNOHLkSIG2b775JpmZmXe1/ejoaKZOnVqhiu7vvvuOvLw8hg4darYYRo8ezVdffVVqP44IIYQQhZGiWwghhLhHPXv25PHHH+fJJ59k0qRJ/PHHH2zatIm4uDj69u1boMi2srJCr9ebMVp1WLBgAX379jXr32LQoEFkZ2ezYsUKs8UghBCi4pOiWwghhCgD999/P2+99RaRkZEsXrzYtLywa7o3btxIu3btcHV1xdHRkZCQEF5//XUAtm3bRosWLQB48sknTaeyL1y4EIAdO3bw8MMPExAQgK2tLf7+/rz88su39KaPGDECR0dHLl26RP/+/XF0dMTT05MJEyZgMBgKtDUajcyZM4cGDRqg1+vx9PSkR48e7N+/v0C7xYsX06xZM+zs7HB3d2fIkCFcuHDhjn+b8PBwjhw5QteuXQss37ZtGxqNhm3bthVYHhERUeA93/x+oqKi6N27N46Ojvj6+vL5558DcPToUe6//34cHByoXr06P/300y1xeHl50bBhQ9asWXPHmIUQQoiSkqJbCCGEKCNPPPEEAH/++WeRbY4fP07v3r3Jzs7mnXfe4eOPP6Zv3778/fffANStW5d33nkHgGeeeYYffviBH374gQ4dOgCwYsUKMjIyePbZZ5k7dy7du3dn7ty5DBs27JbXMhgMdO/enSpVqjBz5kw6duzIxx9/zNdff12g3ahRo3jppZfw9/fno48+4rXXXkOv1/PPP/+Y2rz//vsMGzaMWrVq8cknn/DSSy+xefNmOnToQFJS0m3/Lrt27QKgadOmd/gL3p7BYKBnz574+/szffp0AgMDGTt2LAsXLqRHjx40b96cjz76CCcnJ4YNG0Z4ePgt22jWrJkpHiGEEKJMKEIIIYQokQULFiiAsm/fviLbuLi4KE2aNDE9njJlinLz1++sWbMUQLly5UqR29i3b58CKAsWLLhlXUZGxi3Lpk2bpmg0GiUyMtK0bPjw4QqgvPPOOwXaNmnSRGnWrJnp8ZYtWxRAGTdu3C3bNRqNiqIoSkREhKLT6ZT333+/wPqjR48qVlZWtyz/rzfffFMBlNTU1ALLt27dqgDK1q1bCywPDw+/5f1ffz8ffPCBadnVq1cVOzs7RaPRKEuXLjUtP3XqlAIoU6ZMuSWWDz74QAGU2NjY28YshBBClJT0dAshhBBlyNHR8bYDdbm6ugKwZs2aEk2dZWdnZ7qfnp5OfHw8bdq0QVEUDh06dEv7MWPGFHjcvn17zp8/b3r8yy+/oNFomDJlyi3PvX5a/MqVKzEajTzyyCPEx8ebblWrVqVWrVps3br1tjEnJCRgZWWFo6PjXb3Xwjz11FOm+66uroSEhODg4MAjjzxiWh4SEoKrq2uB93mdm5sbAPHx8fccixBCCFEYKbqFEEKIMpSWloaTk1OR6wcPHkzbtm156qmn8Pb2ZsiQISxfvrzYBXhUVBQjRozA3d3ddJ12x44dAUhOTi7Q9vr12Tdzc3Pj6tWrpsfnzp3Dx8cHd3f3Il/zzJkzKIpCrVq18PT0LHA7efIkcXFxxYr9XhX2flxcXPDz87vlunkXF5cC7/M6RVEAZO50IYQQZcbK3AEIIYQQFdXFixdJTk6mZs2aRbaxs7Nj+/btbN26lXXr1rFhwwaWLVvG/fffz59//olOpyvyuQaDgQceeIDExEQmTpxInTp1cHBw4NKlS4wYMeKWwv1227obRqMRjUbD+vXrC93mnXqwq1SpQl5eHqmpqbf9QeK664XxfxX1fopaXth2rhfiHh4ed4xDCCGEKAkpuoUQQogy8sMPPwDQvXv327bTarV06dKFLl268Mknn/DBBx/wxhtvsHXrVrp27VpkL+zRo0c5ffo033//fYGB0zZu3FjimIODg/njjz9ITEwssrc7ODgYRVEICgqidu3ad/0aderUAfJHMW/YsOEt6/97On5sbOxdv0ZxhYeH4+HhcUuPuRBCCFFa5PRyIYQQogxs2bKFd999l6CgIB577LEi2yUmJt6yrHHjxgBkZ2cD4ODgAHDLqODXe3Rv7sFVFIU5c+aUOO5BgwahKApTp069Zd311xk4cCA6nY6pU6fe0nusKAoJCQm3fY3WrVsD3DIF2XX/vSZ81apVBV6/NB04cMAUjxBCCFEWpKdbCCGEuEfr16/n1KlT5OXlERsby5YtW9i4cSPVq7c8uJcAAALWSURBVFfn119/Ra/XF/ncd955h+3bt9OrVy+qV69OXFwcX3zxBX5+frRr1w7I71l2dXVl3rx5ODk54eDgQGhoKHXq1CE4OJgJEyZw6dIlnJ2d+eWXXwq9drm4OnfuzBNPPMGnn37KmTNn6NGjB0ajkR07dtC5c2fGjh1LcHAw7733HpMmTSIiIoL+/fvj5OREeHg4q1at4plnnmHChAlFvkaNGjWoX78+mzZtYuTIkbes/+abb8jKyqJx48bs37+fFStWoNFoWLlyJUFBQXTq1KnE7+9mcXFxHDlyhOeff75UtieEEEIURopuIYQQ4h5NnjwZABsbG9zd3WnQoAGzZ8/mySefvOM1y3379iUiIoLvvvuO+Ph4PDw86NixI1OnTsXFxQUAa2trvv/+eyZNmsSYMWPIy8tjwYIFjBgxgt9++41x48Yxbdo09Ho9AwYMYOzYsTRq1KjE72fBggU0bNiQ+fPn87///Q8XFxeaN29OmzZtTG1ee+01ateuzaxZs0y94v7+/nTr1o2+ffve8TVGjhzJ5MmTyczMLDACO8D06dNZuHAh8+fPp2bNmqxZs4ZvvvmG1atXM3DgwFIruleuXImtrW2Bkc6FEEKI0qZRyuJcLSGEEEKI20hOTqZGjRpMnz6dUaNGAbBt2zY6d+7M1q1bS62wvp0mTZrQqVMnZs2aVeavJYQQovKSa7qFEEIIUe5cXFx49dVXmTFjRonmJ79XGzZs4MyZM0yaNKncX1sIIUTlIj3dQgghhFCF8u7pFkIIIcqD9HQLIYQQQgghhBBlRHq6hRBCCCGEEEKIMiI93UIIIYQQQgghRBmRolsIIYQQQgghhCgjUnQLIYQQQgghhBBlRIpuIYQQQgghhBCijEjRLYQQQgghhBBClBEpuoUQQgghhBBCiDIiRbcQQgghhBBCCFFGpOgWQgghhBBCCCHKiBTdQgghhBBCCCFEGfk/QY28HyXzfDUAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "💡 Larger sigma → broader connectivity\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Exponential Profile\n",
    "\n",
    "The **Exponential profile** creates monotonic decay:\n",
    "\n",
    "$$p(d) = \\exp\\left(-\\frac{d}{\\lambda}\\right)$$\n",
    "\n",
    "**Parameters:**\n",
    "- `decay_constant` (λ): Distance constant for decay\n",
    "- `max_distance`: Optional cutoff\n",
    "\n",
    "**Use cases:**\n",
    "- Long-range connections\n",
    "- Axonal arbor patterns\n",
    "- Distance-dependent decay"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:45.918699Z",
     "start_time": "2025-10-01T07:13:45.635670Z"
    }
   },
   "source": [
    "# Create Exponential profile\n",
    "exponential = init.ExponentialProfile(\n",
    "    decay_constant=75.0 * u.um,\n",
    "    max_distance=300.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(exponential, max_distance=300, title=\"Exponential Profile\")\n",
    "\n",
    "print(f\"\\nExponential Profile Properties:\")\n",
    "print(f\"  Probability at 0: 1.000\")\n",
    "print(f\"  Probability at λ (75 μm): {np.exp(-1):.3f} ≈ 0.368\")\n",
    "print(f\"  Probability at 2λ (150 μm): {np.exp(-2):.3f} ≈ 0.135\")\n",
    "print(f\"  Half-distance: {75 * np.log(2):.1f} μm\")"
   ],
   "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",
      "Exponential Profile Properties:\n",
      "  Probability at 0: 1.000\n",
      "  Probability at λ (75 μm): 0.368 ≈ 0.368\n",
      "  Probability at 2λ (150 μm): 0.135 ≈ 0.135\n",
      "  Half-distance: 52.0 μm\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gaussian vs Exponential"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:48.251982Z",
     "start_time": "2025-10-01T07:13:47.646585Z"
    }
   },
   "source": [
    "# Compare Gaussian and Exponential\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "distances = np.linspace(0, 200, 500) * u.um\n",
    "\n",
    "gaussian_prof = init.GaussianProfile(sigma=50.0 * u.um)\n",
    "exponential_prof = init.ExponentialProfile(decay_constant=50.0 * u.um)\n",
    "\n",
    "gauss_prob = gaussian_prof.probability(distances)\n",
    "exp_prob = exponential_prof.probability(distances)\n",
    "\n",
    "# Linear scale\n",
    "axes[0].plot(distances.mantissa, gauss_prob, linewidth=2, label='Gaussian (σ=50)', color='blue')\n",
    "axes[0].plot(distances.mantissa, exp_prob, linewidth=2, label='Exponential (λ=50)', color='red')\n",
    "axes[0].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[0].set_ylabel('Probability', fontsize=11)\n",
    "axes[0].set_title('Linear Scale', fontsize=12)\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Log scale\n",
    "axes[1].semilogy(distances.mantissa, gauss_prob, linewidth=2, label='Gaussian (σ=50)', color='blue')\n",
    "axes[1].semilogy(distances.mantissa, exp_prob, linewidth=2, label='Exponential (λ=50)', color='red')\n",
    "axes[1].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[1].set_ylabel('Probability (log scale)', fontsize=11)\n",
    "axes[1].set_title('Log Scale', fontsize=12)\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Gaussian vs Exponential Decay', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Key differences:\")\n",
    "print(\"  Gaussian: Symmetric, bell-shaped, faster tail decay\")\n",
    "print(\"  Exponential: Monotonic, linear in log-space, heavier tails\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 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",
      "📊 Key differences:\n",
      "  Gaussian: Symmetric, bell-shaped, faster tail decay\n",
      "  Exponential: Monotonic, linear in log-space, heavier tails\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Power Law Profile\n",
    "\n",
    "The **Power Law profile** follows:\n",
    "\n",
    "$$p(d) = d^{-\\alpha}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `exponent` (α): Power law exponent\n",
    "- `min_distance`: Avoid division by zero\n",
    "- `max_distance`: Optional cutoff\n",
    "\n",
    "**Use cases:**\n",
    "- Scale-free networks\n",
    "- Long-range connections\n",
    "- Brain-wide connectivity"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:50.763672Z",
     "start_time": "2025-10-01T07:13:49.888319Z"
    }
   },
   "source": [
    "# Create Power Law profile\n",
    "powerlaw = init.PowerLawProfile(\n",
    "    exponent=2.0,\n",
    "    min_distance=10.0 * u.um,\n",
    "    max_distance=500.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(powerlaw, max_distance=500, title=\"Power Law Profile\")\n",
    "\n",
    "# Compare different exponents\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(10, 500, 500) * u.um\n",
    "exponents = [0.5, 1.0, 2.0, 3.0]\n",
    "\n",
    "for exp in exponents:\n",
    "    profile = init.PowerLawProfile(exponent=exp, min_distance=10.0 * u.um)\n",
    "    probs = profile.probability(distances)\n",
    "    ax.loglog(distances.mantissa, probs, linewidth=2, label=f'α = {exp}')\n",
    "\n",
    "ax.set_xlabel('Distance (μm, log scale)', fontsize=11)\n",
    "ax.set_ylabel('Probability (log scale)', fontsize=11)\n",
    "ax.set_title('Power Law Profile: Different Exponents', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3, which='both')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n💡 Power law properties:\")\n",
    "print(\"  - Linear in log-log space\")\n",
    "print(\"  - Larger α → steeper decay\")\n",
    "print(\"  - Heavy tails (scale-free)\")"
   ],
   "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
     }
    },
    {
     "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",
      "💡 Power law properties:\n",
      "  - Linear in log-log space\n",
      "  - Larger α → steeper decay\n",
      "  - Heavy tails (scale-free)\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Linear Profile\n",
    "\n",
    "The **Linear profile** decreases linearly:\n",
    "\n",
    "$$p(d) = \\max\\left(0, 1 - \\frac{d}{d_{max}}\\right)$$\n",
    "\n",
    "**Parameters:**\n",
    "- `max_distance`: Distance at which probability reaches 0\n",
    "\n",
    "**Use cases:**\n",
    "- Simple distance decay\n",
    "- Hard cutoffs\n",
    "- Piecewise connectivity"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:52.070717Z",
     "start_time": "2025-10-01T07:13:51.783916Z"
    }
   },
   "source": [
    "# Create Linear profile\n",
    "linear = init.LinearProfile(max_distance=150.0 * u.um)\n",
    "\n",
    "visualize_profile(linear, max_distance=200, title=\"Linear Profile\")\n",
    "\n",
    "print(\"\\nLinear Profile Properties:\")\n",
    "print(\"  - Simplest decay pattern\")\n",
    "print(\"  - Hard cutoff at max_distance\")\n",
    "print(\"  - Uniform rate of decay\")"
   ],
   "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",
      "Linear Profile Properties:\n",
      "  - Simplest decay pattern\n",
      "  - Hard cutoff at max_distance\n",
      "  - Uniform rate of decay\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.5 Step Profile\n",
    "\n",
    "The **Step profile** creates binary connectivity regions:\n",
    "\n",
    "$$p(d) = \\begin{cases} \n",
    "p_{in} & d \\leq d_{threshold} \\\\\n",
    "p_{out} & d > d_{threshold}\n",
    "\\end{cases}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `threshold`: Distance threshold\n",
    "- `inside_prob`: Probability inside threshold\n",
    "- `outside_prob`: Probability outside threshold\n",
    "\n",
    "**Use cases:**\n",
    "- Local vs long-range separation\n",
    "- Two-population connectivity\n",
    "- Binary spatial domains"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:55.229488Z",
     "start_time": "2025-10-01T07:13:54.863859Z"
    }
   },
   "source": [
    "# Create Step profile\n",
    "step = init.StepProfile(\n",
    "    threshold=100.0 * u.um,\n",
    "    inside_prob=0.9,\n",
    "    outside_prob=0.1\n",
    ")\n",
    "\n",
    "visualize_profile(step, max_distance=200, title=\"Step Profile\")\n",
    "\n",
    "# Compare different step configurations\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 200, 1000) * u.um\n",
    "\n",
    "configs = [\n",
    "    (100.0, 1.0, 0.0, 'Hard cutoff'),\n",
    "    (100.0, 0.8, 0.2, 'Soft transition'),\n",
    "    (100.0, 1.0, 0.5, 'Long-range maintained'),\n",
    "]\n",
    "\n",
    "for threshold, p_in, p_out, label in configs:\n",
    "    profile = init.StepProfile(threshold * u.um, p_in, p_out)\n",
    "    probs = profile.probability(distances)\n",
    "    ax.plot(distances.mantissa, probs, linewidth=2, label=label)\n",
    "\n",
    "ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "ax.set_ylabel('Connection Probability', fontsize=11)\n",
    "ax.set_title('Step Profile Configurations', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "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
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Advanced Distance Profiles\n",
    "\n",
    "### 3.1 Sigmoid Profile\n",
    "\n",
    "The **Sigmoid profile** creates smooth S-shaped transitions:\n",
    "\n",
    "$$p(d) = \\frac{1}{1 + e^{k(d - d_0)}}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `midpoint`: Distance at which probability is 0.5\n",
    "- `slope`: Steepness of transition\n",
    "- `max_distance`: Optional cutoff\n",
    "\n",
    "**Use cases:**\n",
    "- Smooth transitions\n",
    "- Threshold-like behavior\n",
    "- Gradual connectivity changes"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:57.108003Z",
     "start_time": "2025-10-01T07:13:56.630749Z"
    }
   },
   "source": [
    "# Create Sigmoid profile\n",
    "sigmoid = init.SigmoidProfile(\n",
    "    midpoint=100.0 * u.um,\n",
    "    slope=0.05,\n",
    "    max_distance=300.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(sigmoid, max_distance=300, title=\"Sigmoid Profile\")\n",
    "\n",
    "# Compare different slopes\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 250, 500) * u.um\n",
    "slopes = [0.01, 0.05, 0.1, 0.2]\n",
    "\n",
    "for slope in slopes:\n",
    "    profile = init.SigmoidProfile(midpoint=100.0 * u.um, slope=slope)\n",
    "    probs = profile.probability(distances)\n",
    "    ax.plot(distances.mantissa, probs, linewidth=2, label=f'slope = {slope}')\n",
    "\n",
    "ax.axvline(100, color='red', linestyle='--', alpha=0.5, label='Midpoint')\n",
    "ax.axhline(0.5, color='red', linestyle='--', alpha=0.5)\n",
    "ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "ax.set_ylabel('Connection Probability', fontsize=11)\n",
    "ax.set_title('Sigmoid Profile: Effect of Slope', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n💡 Larger slope → sharper transition (approaches step function)\")"
   ],
   "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
     }
    },
    {
     "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",
      "💡 Larger slope → sharper transition (approaches step function)\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Difference of Gaussians (DoG) Profile\n",
    "\n",
    "The **DoG profile** creates center-surround patterns:\n",
    "\n",
    "$$p(d) = A_c e^{-\\frac{d^2}{2\\sigma_c^2}} - A_s e^{-\\frac{d^2}{2\\sigma_s^2}}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `sigma_center`: Center Gaussian width\n",
    "- `sigma_surround`: Surround Gaussian width (> sigma_center)\n",
    "- `amplitude_center`: Center amplitude\n",
    "- `amplitude_surround`: Surround amplitude\n",
    "\n",
    "**Use cases:**\n",
    "- **Lateral inhibition**\n",
    "- Center-surround receptive fields\n",
    "- Competitive dynamics"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:13:58.766191Z",
     "start_time": "2025-10-01T07:13:58.363946Z"
    }
   },
   "source": [
    "# Create DoG profile\n",
    "dog = init.DoGProfile(\n",
    "    sigma_center=30.0 * u.um,\n",
    "    sigma_surround=90.0 * u.um,\n",
    "    amplitude_center=1.0,\n",
    "    amplitude_surround=0.5,\n",
    "    max_distance=250.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(dog, max_distance=250, title=\"Difference of Gaussians Profile\")\n",
    "\n",
    "# Visualize components\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 250, 500) * u.um\n",
    "\n",
    "# Components\n",
    "center_gaussian = init.GaussianProfile(sigma=30.0 * u.um)\n",
    "surround_gaussian = init.GaussianProfile(sigma=90.0 * u.um)\n",
    "\n",
    "center = center_gaussian.probability(distances)\n",
    "surround = 0.5 * surround_gaussian.probability(distances)\n",
    "dog_result = dog.probability(distances)\n",
    "\n",
    "ax.plot(distances.mantissa, center, 'b--', linewidth=2, label='Center Gaussian', alpha=0.7)\n",
    "ax.plot(distances.mantissa, surround, 'r--', linewidth=2, label='Surround Gaussian', alpha=0.7)\n",
    "ax.plot(distances.mantissa, dog_result, 'g-', linewidth=3, label='DoG (Difference)')\n",
    "ax.axhline(0, color='black', linestyle='-', linewidth=0.5)\n",
    "ax.fill_between(distances.mantissa, 0, dog_result, alpha=0.3, color='green')\n",
    "\n",
    "ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "ax.set_ylabel('Response', fontsize=11)\n",
    "ax.set_title('DoG Components and Result', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n🧠 DoG creates lateral inhibition:\")\n",
    "print(\"  - Strong excitation at center\")\n",
    "print(\"  - Inhibition at intermediate distances\")\n",
    "print(\"  - Common in visual cortex receptive fields\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAGGCAYAAACqvTJ0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlYFJREFUeJzs3XlYVOX7BvD7DMuwb7KKxCJuuKGY+5ZiWKbZapsLJaVpLmjfolJCM9Ryq0zKMq2sXDKzn+aGWrkkCpJL4oa7sonsAso5vz+IkRHQGZzhZbk/18XlmXfOnLnnGcDDM+e8R1IURQEREREREREREVENUokOQEREREREREREDQ+bUkREREREREREVOPYlCIiIiIiIiIiohrHphQREREREREREdU4NqWIiIiIiIiIiKjGsSlFREREREREREQ1jk0pIiIiIiIiIiKqcWxKERERERERERFRjWNTioiIiIiIiIiIahybUiTM+++/D0mStMZu3bqF//3vf/Dy8oJKpcLQoUMBAHl5eRg9ejTc3d0hSRImTZpU84HroKrqWd/17dsXffv2FR1DuMp+bs6dOwdJkrB8+XLNepX9LNZHPj4+eOyxxwy2vV27dkGSJKxdu/ae644aNQo+Pj5aY5Ik4f3339fcXr58OSRJwrlz5wyWkYhqF+77GB/3fRo27vvcdj+vseyxGRkZBk4lRmX7WPyZqT3YlCKDKPtBL/uysLBA48aNERISgk8++QS5ubk6bWfZsmX46KOP8PTTT2PFihWYPHkyAODDDz/E8uXLMXbsWHz33XcYPny4MV9OvVFVPe/mt99+w+DBg+Hm5gZzc3M4OTmhd+/emDdvHnJycmogdf1W9p982ZeVlRUCAgLw3nvvGby+deHnpqyxU/ZlZmYGPz8/jBgxAsnJyaLjCff5559r7UQTUe3BfZ/aifs+tQ/3fW6Li4uDJElYsGBBhfsef/xxSJKEb775psJ9vXv3hqenZ01E1NuHH36I9evX67x+eno6Jk6ciJYtW8LS0hKurq7o3Lkz3nrrLeTl5RkvKNVapqIDUP0yY8YM+Pr64ubNm0hJScGuXbswadIkzJ8/Hxs2bEC7du0067733nt4++23tR6/Y8cOeHp6VvhFvWPHDnTt2hWRkZE18jrqi6rqWRlZlvHKK69g+fLlaNu2LV5//XV4eXkhNzcX+/btw3vvvYdNmzYhNja2BpLfn61bt4qOcE9LliyBjY0N8vLysHXrVsyaNQs7duzAnj17DPbJXWU/N4qi4MaNGzAzMzPIcxjKhAkT8OCDD+LmzZtISEjAl19+iY0bN+LIkSNo3Lix6Hj3benSpZBl+a7rDB8+HM899xzUarVm7PPPP4ezszNGjRpl5IREVF3c96lduO9Te3HfB+jYsSOsrKywe/fuCg3TvXv3wtTUFHv27EFoaKhmvLi4GAcOHMDgwYP1eq7Kft8Yw4cffoinn35ap6MSMzMz0alTJ+Tk5ODll19Gy5Ytce3aNRw+fBhLlizB2LFjYWNjY/TMQN34mWko2JQig3rkkUfQqVMnze2IiAjs2LEDjz32GIYMGYLjx4/D0tISAGBqagpTU+1vwbS0NDg4OFTYblpaGgICAgyWU5ZlFBcXw8LCwmDbrI2qqmdl5s6di+XLl2Py5MmYN2+e1s7BxIkTcfXqVXz77bdGSmpY5ubmoiPc09NPPw1nZ2cAwJgxY/DUU09h3bp1+Pvvv9GtW7dKH1NQUAArKyudn6Oyn5uyT/Nrm169euHpp58GAISGhqJ58+aYMGECVqxYgYiIiEofk5+fD2tr65qMWW267AibmJjAxMSkBtIQkSFx36d24b5P7cV9n9LfAV26dMGePXu0xk+cOIGMjAy88MIL2L17t9Z98fHxKCwsRM+ePfV+rjt/34j29ddf48KFC9izZw+6d++udV9OTk6Nfh/XhZ+ZhoKn75HR9evXD9OmTcP58+fx/fffa8bLn+dcdq73zp07cezYMc3hvWWn9pw9exYbN27UjJedD1xUVITIyEj4+/tDrVbDy8sL//vf/1BUVKSVQZIkjB8/HitXrkTr1q2hVquxefNmAMDly5fx8ssvw83NDWq1Gq1bt8ayZcu0Hl+WY/Xq1Zg1axaaNGkCCwsL9O/fH6dPn67wmvfv349HH30Ujo6OsLa2Rrt27bBo0SKtdZKSkvD000/DyckJFhYW6NSpEzZs2KBTTfPz8zFlyhR4eXlBrVajRYsW+Pjjj6Eoyj3rWZmCggLMmTMHrVu3xkcffVTpp1UeHh546623tMa++eYb9OvXD66urlCr1QgICMCSJUsqPPbOuXPK+Pj4aB0BcvPmTURFRaFZs2awsLBAo0aN0LNnT2zbtk2zTkpKCkJDQ9GkSROo1Wp4eHjg8ccfv+s54sXFxZg+fTqCgoJgb28Pa2tr9OrVCzt37tTKU1a3jz/+GF9++SWaNm0KtVqNBx98EAcOHNBaV5cc+ujXrx8A4OzZs5rX0KZNG8THx6N3796wsrLCO++8A6B0h+uVV16Bm5sbLCws0L59e6xYsUKzrbv93FQ2r0JVvv/+ewQFBcHS0hJOTk547rnncPHixWq9Pn3dWY+y3xf//vsvXnjhBTg6Omp2zm7duoWZM2dq3i8fHx+88847FX4PlNm6dSsCAwNhYWGBgIAArFu3Tuv+zMxMTJ06FW3btoWNjQ3s7OzwyCOP4J9//ql0eyUlJXjnnXfg7u4Oa2trDBkypEKdKptT6k53znfg4+ODY8eO4Y8//tC8h3379kVycnKVh/7v3bsXkiThxx9/vOtzEZFxcd+H+z7c97m3hrrv07NnT6Smpmr9HO3Zswd2dnZ49dVXNQ2q8veVPa7M77//jl69esHa2hq2trYYNGgQjh07pvU8lc0pdePGDUyYMAHOzs6wtbXFkCFDcPny5Sq/X7OysjBq1Cg4ODjA3t4eoaGhKCgo0NwvSRLy8/OxYsUKTc3vdnT3mTNnYGJigq5du1a4z87OrkLz8F6/Vw4fPoxRo0bBz88PFhYWcHd3x8svv4xr165VmaHMnT8z+v7OW7x4Mfz8/GBpaYnOnTvjr7/+4jxV1VS7WqdUbw0fPhzvvPMOtm7dirCwsAr3u7i44LvvvsOsWbOQl5eH6OhoAECrVq3w3XffYfLkyWjSpAmmTJmiWV+WZQwZMgS7d+/Gq6++ilatWuHIkSNYsGABTp48WeHc5h07dmD16tUYP348nJ2d4ePjg9TUVHTt2lWz4+bi4oLff/8dr7zyCnJycipMKjp79myoVCpMnToV2dnZmDt3Ll588UXs379fs862bdvw2GOPwcPDAxMnToS7uzuOHz+O//u//8PEiRMBAMeOHUOPHj3g6emJt99+G9bW1li9ejWGDh2Kn3/+GU888USVtVQUBUOGDMHOnTvxyiuvIDAwEFu2bMGbb76Jy5cvY8GCBXetZ2V2796NrKwsTJ06Va8jNZYsWYLWrVtjyJAhMDU1xW+//YbXX38dsixj3LhxOm+nzPvvv4/o6GiMHj0anTt3Rk5ODg4ePIiEhAQMGDAAAPDUU0/h2LFjeOONN+Dj44O0tDRs27YNFy5cqPKP/pycHHz11Vd4/vnnERYWhtzcXHz99dcICQlBXFwcAgMDtdb/4YcfkJubi9deew2SJGHu3Ll48sknkZycrDnipTo57ubMmTMAgEaNGmnGrl27hkceeQTPPfccXnrpJbi5ueHGjRvo27cvTp8+jfHjx8PX1xdr1qzBqFGjkJWVhYkTJ9715yY9PV2nPLNmzcK0adPw7LPPYvTo0UhPT8enn36K3r1749ChQzp/Cl1dldUDAJ555hk0a9YMH374oeYPkdGjR2PFihV4+umnMWXKFOzfvx/R0dE4fvw4fvnlF63Hnzp1CsOGDcOYMWMwcuRIfPPNN3jmmWewefNmzfdYcnIy1q9fj2eeeQa+vr5ITU3FF198gT59+uDff/+tcDrhrFmzIEkS3nrrLaSlpWHhwoUIDg5GYmKi5uiI6li4cCHeeOMN2NjY4N133wUAuLm5wc/PDz169MDKlSsrHPq/cuVK2Nra4vHHH6/28xKRYXDfh/s+uuC+T8Pb9ylrLu3evRv+/v4AShtPXbt2RZcuXWBmZoa9e/diyJAhmvtsbW3Rvn17AMB3332HkSNHIiQkBHPmzEFBQQGWLFmCnj174tChQ3d9L0aNGoXVq1dj+PDh6Nq1K/744w8MGjSoyvWfffZZ+Pr6Ijo6GgkJCfjqq6/g6uqKOXPmaLKUfe+++uqrAICmTZtWuT1vb2+UlJRoXsPd6PJ7Zdu2bUhOTkZoaCjc3d1x7NgxfPnllzh27Bj+/vvvap0WqsvvvCVLlmD8+PHo1asXJk+ejHPnzmHo0KFwdHREkyZN9H7OBk8hMoBvvvlGAaAcOHCgynXs7e2VDh06aG5HRkYqd34L9unTR2ndunWFx3p7eyuDBg3SGvvuu+8UlUql/PXXX1rjMTExCgBlz549mjEAikqlUo4dO6a17iuvvKJ4eHgoGRkZWuPPPfecYm9vrxQUFCiKoig7d+5UACitWrVSioqKNOstWrRIAaAcOXJEURRFuXXrluLr66t4e3sr169f19qmLMua5f79+ytt27ZVCgsLte7v3r270qxZswqvv7z169crAJQPPvhAa/zpp59WJElSTp8+rRmrqp53Knsd69ev1xq/deuWkp6ervVV/nWU1ae8kJAQxc/PT2sMgBIZGVlhXW9vb2XkyJGa2+3bt6/wPpd3/fp1BYDy0Ucf3fX19OnTR+nTp4/W6yj/vpVty83NTXn55Zc1Y2fPnlUAKI0aNVIyMzM147/++qsCQPntt9/0ylGZsu/7EydOKOnp6crZs2eVL774QlGr1Yqbm5uSn5+veQ0AlJiYGK3HL1y4UAGgfP/995qx4uJipVu3boqNjY2Sk5OjGa/s56bsNX7zzTcVMpU5d+6cYmJiosyaNUvrsUeOHFFMTU0rjN+Psp+tZcuWKenp6cqVK1eUjRs3Kj4+PookSZrfKWUZn3/+ea3HJyYmKgCU0aNHa41PnTpVAaDs2LFDM+bt7a0AUH7++WfNWHZ2tuLh4aH1u6mwsFApKSnR2t7Zs2cVtVqtzJgxo0J2T09PrbqvXr1aAaAsWrRIMzZy5EjF29tba5t3/lyU/R49e/asZqx169Za38tlvvjiCwWAcvz4cc1YcXGx4uzsrPUzRUTGw30f7vuU4b7P3XHfR1tOTo5iYmKivPLKK5qxFi1aKFFRUYqiKErnzp2VN998U3Ofi4uLMmDAAEVRFCU3N1dxcHBQwsLCtLaZkpKi2Nvba43f+Rrj4+MVAMqkSZO0Hjtq1KgK369ljy3/vaIoivLEE08ojRo10hqztrbWed8jJSVFcXFxUQAoLVu2VMaMGaP88MMPSlZWltZ6uv5eqezn8ccff1QAKH/++admrLJ9rDt/ZnT9nVdUVKQ0atRIefDBB5WbN29q1lu+fLkCoNL9Nro7nr5HNcbGxkbnK9HoYs2aNWjVqhVatmyJjIwMzVfZocB3Hp7cp08frXPMFUXBzz//jMGDB0NRFK1thISEIDs7GwkJCVrbCA0N1Tr/uFevXgCguUrYoUOHcPbsWUyaNKnCpyllnfrMzEzs2LEDzz77LHJzczXPee3aNYSEhODUqVO4fPlyla9706ZNMDExwYQJE7TGp0yZAkVR8Pvvv+tSPi1lVz65c2LBI0eOwMXFReur/OGw5Y8Cyc7ORkZGBvr06YPk5GRkZ2frncPBwQHHjh3DqVOnKr3f0tIS5ubm2LVrF65fv67zdk1MTDTvmyzLyMzMxK1bt9CpU6cK7zEADBs2DI6Ojprbd77P1c1RXosWLeDi4gJfX1+89tpr8Pf3x8aNG7XmTVCr1VoTXQKl77+7uzuef/55zZiZmRkmTJiAvLw8/PHHH9XKU966desgyzKeffZZrZ8Ld3d3NGvWrMLPliG8/PLLcHFxQePGjTFo0CDNoeDl52kBSuegKG/Tpk0AgPDwcK3xsk9IN27cqDXeuHFjrU/j7ezsMGLECBw6dAgpKSkASuuuUpX+91hSUoJr167BxsYGLVq0qPT7ZcSIEbC1tdXcfvrpp+Hh4aHJZgzPPvssLCwssHLlSs3Yli1bkJGRgZdeesloz0tE+uG+D/d97oX7Pg1v38fW1hbt2rXTzB2VkZGBEydOaOZY6tGjh+aUvZMnTyI9PV1zdNW2bduQlZWF559/XiuniYkJunTpctecZafvvv7661rjb7zxRpWPuXO/q1evXrh27Vq1r5ro5uaGf/75B2PGjMH169cRExODF154Aa6urpg5c6bmKHhdfq8A2j+PhYWFyMjI0JwaWNn3uS7u9Tvv4MGDuHbtGsLCwrTm7HrxxRe1foZIdzx9j2pMXl4eXF1dDba9U6dO4fjx43Bxcan0/rS0NK3bvr6+WrfT09ORlZWFL7/8El9++aVO23jggQe0bpf94in7z7nsMOQ2bdpUmfv06dNQFAXTpk3DtGnTqnzeqi77ev78eTRu3Fjrj2Dg9uHp58+fr/K5q1K2rTsvw+rv76+Z0+Dbb7/Fd999p3X/nj17EBkZiX379mmdXw6U7qjZ29vrlWPGjBl4/PHH0bx5c7Rp0wYDBw7E8OHDNVcuUqvVmDNnDqZMmQI3Nzd07doVjz32GEaMGAF3d/e7bnvFihWYN28ekpKScPPmTc34nd8XwL3f5/vJUebnn3+GnZ0dzMzM0KRJk0oPdfb09KwwCeP58+fRrFkzTdOkzP28/3c6deoUFEVBs2bNKr3/bpN2FxcXIzMzU2vMxcXlnqdGTJ8+Hb169YKJiQmcnZ3RqlWrSifnvPP9On/+PFQqlebw9zLu7u5wcHCoUA9/f/8Kh3I3b94cQOm8Gu7u7pBlGYsWLcLnn3+Os2fPoqSkRLPunacTAqhQJ0mS4O/vX+05NnTh4OCAwYMH44cffsDMmTMBlJ665+npqfnjlIjE475PKe77VI37Ptoayr5Pz5498emnnyIjIwN79+7Vmmepe/fu+Pzzz1FUVFRhPqmy5mVV/9fb2dlV+Zxl+0x3vv937kOVd7fvi7s91914eHhgyZIl+Pzzz3Hq1Cls2bIFc+bMwfTp0+Hh4YHRo0fr9HsFKG14R0VF4aeffqrwu6s6TWLg3j8LZd9vd9bN1NS0WqexEptSVEMuXbqE7Ozsu/7S05csy2jbti3mz59f6f1eXl5at++c26Xs8uwvvfRSlec0l7+MM4Aq/3Mp6+rroux5p06dipCQkErXMWSddNGyZUsAwNGjR7XmorGxsUFwcDAAVLgSyJkzZ9C/f3+0bNkS8+fPh5eXF8zNzbFp0yYsWLBA8zrvpvwf+wDQu3dvnDlzBr/++iu2bt2Kr776CgsWLEBMTAxGjx4NAJg0aRIGDx6M9evXY8uWLZg2bRqio6OxY8cOdOjQodLn+f777zFq1CgMHToUb775JlxdXWFiYoLo6GjNf3rl6fI+VyfHna+17Ao0Vbmf+YjuhyzLkCQJv//+e6W1uNulevfu3YuHHnpIa+zs2bP3/E+6bdu2mu+1u6mqJoa6lDRQemnjadOm4eWXX8bMmTPh5OQElUqFSZMm6fR9XVNGjBiBNWvWYO/evWjbti02bNiA119/vcJOOxGJwX2fis/LfR/u+3Dfp1RZU2rPnj2a/8fLnqN79+4oKirCgQMHsHv3bpiammoaVmXfY999912lzUBDX23PED//VZEkCc2bN0fz5s0xaNAgNGvWDCtXrtR83+vi2Wefxd69e/Hmm28iMDAQNjY2kGUZAwcOrPY+mzFfM1WOTSmqEWWfMlW1I1IdTZs2xT///IP+/ftX6w9SFxcX2NraoqSkRKc/hnXNBJTu4FS1TT8/PwCln7hU53m9vb2xfft25Obman1imJSUpLlfX7169YK9vT1++uknRERE6PRH7W+//YaioiJs2LBB6xOFyg4bdnR0RFZWltZYcXExrl69WmFdJycnhIaGIjQ0FHl5eejduzfef/99rf+gmjZtiilTpmDKlCk4deoUAgMDMW/ePK0rHJW3du1a+Pn5Yd26dVrfK5GRkfd8nXejbw5D8Pb2xuHDhyHLstb7dD/v/52aNm0KRVHg6+urOYpIV+3bt9e6YhAAnT9BrQ5vb2/IsoxTp05pTWabmpqKrKysCvUo+7S+/PfByZMnAUCz87h27Vo89NBD+Prrr7Uem5WVVenO9J2nXCiKgtOnT1f4w6467va7beDAgXBxccHKlSvRpUsXFBQUYPjw4ff9nERkGNz3uY37PqW471M99XHfp/xk5/v27UOPHj009zVu3Bje3t7Ys2cP9uzZgw4dOmhOcSz7eXN1ddX7Z6lsn+ns2bNaR4RVdmU5fRjig0E/Pz84Ojpqfj50+b1y/fp1xMbGIioqCtOnT9eMV3UqrKGUfb+dPn1aqxl569YtnDt3ziD7fw0NP04lo9uxYwdmzpwJX19fvPjiiwbb7rPPPovLly9j6dKlFe67ceMG8vPz7/p4ExMTPPXUU/j5559x9OjRCvfreqWO8jp27AhfX18sXLiwwo5IWXfd1dUVffv2xRdffFHpjsm9nvfRRx9FSUkJPvvsM63xBQsWQJIkPPLII3rntrKywv/+9z8cPXoUb7/9dqWfBNw5VvYpQvnx7OxsfPPNNxUe27RpU/z5559aY19++WWFTwvvvHyrjY0N/P39NZe5LigoQGFhYYVt29raVrgU9r2y7t+/H/v27avyMXdT3RyG8OijjyIlJQWrVq3SjN26dQuffvopbGxs0KdPn/t+jieffBImJiaIioqq8L4rinLXy+w6OjoiODhY6+vOy/sa0qOPPgqg9Ep15ZUdRXDnFWWuXLmidUW+nJwcfPvttwgMDNTsQJqYmFR43WvWrKlyvpNvv/1Wa86YtWvX4urVq9X6WbyTtbV1hd8lZUxNTfH8889j9erVWL58Odq2bcsdIaJagvs+pbjvw30fQ6iP+z6NGzeGr68vYmNjcfDgQc18UmW6d++O9evX48SJE5oGFlDa5Lazs8OHH36odUpmmbv9LJU1yD///HOt8U8//fSuWe/lbvsqd9q/f3+lv6fi4uJw7do1tGjRAoBuv1cq+x4HKu4TGlqnTp3QqFEjLF26FLdu3dKMr1y5strzrTV0PFKKDOr3339HUlISbt26hdTUVOzYsQPbtm2Dt7c3NmzYYNA/TocPH47Vq1djzJgx2LlzJ3r06IGSkhIkJSVh9erV2LJlS4VJku80e/Zs7Ny5E126dEFYWBgCAgKQmZmJhIQEbN++vcL54feiUqmwZMkSDB48GIGBgQgNDYWHhweSkpJw7NgxbNmyBQCwePFi9OzZE23btkVYWBj8/PyQmpqKffv24dKlS/jnn3+qfI7BgwfjoYcewrvvvotz586hffv22Lp1K3799VdMmjTprpdhvZu3334bx48fx0cffYStW7fiqaeeQpMmTXD9+nUkJCRgzZo1cHV11byHDz/8MMzNzTF48GC89tpryMvLw9KlS+Hq6lphh3P06NEYM2YMnnrqKQwYMAD//PMPtmzZUuGok4CAAPTt2xdBQUFwcnLCwYMHsXbtWowfPx5A6REt/fv3x7PPPouAgACYmpril19+QWpqKp577rkqX9tjjz2GdevW4YknnsCgQYNw9uxZxMTEICAgoMJcErqobg5DePXVV/HFF19g1KhRiI+Ph4+PD9auXYs9e/Zg4cKFFebbqI6mTZvigw8+QEREhOYSt7a2tjh79ix++eUXvPrqq5g6daoBXs39a9++PUaOHIkvv/wSWVlZ6NOnD+Li4rBixQoMHTq0wuH0zZs3xyuvvIIDBw7Azc0Ny5YtQ2pqqtYfFI899hhmzJiB0NBQdO/eHUeOHMHKlSs1n/TfycnJCT179kRoaChSU1OxcOFC+Pv7V3oJeH0FBQVhyZIl+OCDD+Dv7w9XV1eteSRGjBiBTz75BDt37tRcnpmIahb3fbjvw30f7vtUR8+ePTVHVJY/UgoobUr9+OOPmvXK2NnZYcmSJRg+fDg6duyI5557Di4uLrhw4QI2btyIHj16VGjelgkKCsJTTz2FhQsX4tq1a+jatSv++OMPzRHj1T3iKSgoCNu3b8f8+fM1zbYuXbpUuu53332HlStX4oknnkBQUBDMzc1x/PhxLFu2DBYWFnjnnXcA6PZ7xc7ODr1798bcuXNx8+ZNeHp6YuvWrTh79my1XoeuzM3N8f777+ONN95Av3798Oyzz+LcuXNYvnw5mjZtatApJRoMY17ajxqOsstsln2Zm5sr7u7uyoABA5RFixZpXaq1zP1eFllRSi8HO2fOHKV169aKWq1WHB0dlaCgICUqKkrJzs7WrAdAGTduXKXZU1NTlXHjxileXl6KmZmZ4u7urvTv31/58ssvNeuUXSJ0zZo1Wo+t7BKziqIou3fvVgYMGKDY2toq1tbWSrt27ZRPP/1Ua50zZ84oI0aMUNzd3RUzMzPF09NTeeyxx5S1a9dWmrO83NxcZfLkyUrjxo0VMzMzpVmzZspHH32kdYlURdH9ssjl/fLLL8qjjz6quLi4KKampoqDg4PSs2dP5aOPPqpwudYNGzYo7dq1UywsLBQfHx9lzpw5yrJlyypccrWkpER56623FGdnZ8XKykoJCQlRTp8+XeGyyB988IHSuXNnxcHBQbG0tFRatmypzJo1SykuLlYURVEyMjKUcePGKS1btlSsra0Ve3t7pUuXLsrq1asrvO7yl2OVZVn58MMPFW9vb0WtVisdOnRQ/u///k8ZOXKk4u3trVmv7P2s7HLHKHepXF1zVKbs+z49Pf2u693tvUtNTVVCQ0MVZ2dnxdzcXGnbtm2F70FFqf5lkcv8/PPPSs+ePRVra2vF2tpaadmypTJu3DjlxIkT93yduqrqZ+tOd6vbzZs3laioKMXX11cxMzNTvLy8lIiICK3LjivK7Xps2bJFadeunaJWq5WWLVtWeO7CwkJlypQpioeHh2Jpaan06NFD2bdvX5WXDv7xxx+ViIgIxdXVVbG0tFQGDRqknD9/Xmubd36vKUrFy4VXdrnilJQUZdCgQYqtrW2Vlxlu3bq1olKplEuXLt21hkRkWNz3+UZrnPs+3PepCvd9KvfFF18oABRPT88K9yUkJGh+t6Smpla4f+fOnUpISIhib2+vWFhYKE2bNlVGjRqlHDx4ULNOZa8xPz9fGTdunOLk5KTY2NgoQ4cOVU6cOKEAUGbPnl3hsXe+Z5XtqyQlJSm9e/dWLC0tFQBa3993Onz4sPLmm28qHTt2VJycnBRTU1PFw8NDeeaZZ5SEhIQK69/r98qlS5eUJ554QnFwcFDs7e2VZ555Rrly5YpO+1hV7dfp+jvvk08+0fx8de7cWdmzZ48SFBSkDBw4sMrXT5WTFIUzdhEREdVVHTp0gJOTE2JjY0VHISIiojomMTERHTp0wPfff2/Q040bGlmW4eLigieffLLSU6ypapxTioiIqI46ePAgEhMTMWLECNFRiIiIqJa7ceNGhbGFCxdCpVKhd+/eAhLVTYWFhRXmsvr222+RmZmJvn37iglVh3FOKSIiojrm6NGjiI+Px7x58+Dh4YFhw4aJjkRERES13Ny5cxEfH4+HHnoIpqam+P333/H777/j1VdfhZeXl+h4dcbff/+NyZMn45lnnkGjRo2QkJCAr7/+Gm3atMEzzzwjOl6dw6YUERFRHbN27VrMmDEDLVq0wI8//mjUKxwSERFR/dC9e3ds27YNM2fORF5eHh544AG8//77ePfdd0VHq1N8fHzg5eWFTz75BJmZmXBycsKIESMwe/ZsmJubi45X53BOKSIiIiIiIiIiqnGcU4qIiIiIiIiIiGocm1JERERERERERFTjGtycUrIs48qVK7C1tYUkSaLjEBERUS2nKApyc3PRuHFjqFQN9/M87kMRERGRrnTdf2pwTakrV67wygJERESkt4sXL6JJkyaiYwjDfSgiIiLS1732nxpcU8rW1hZAaWHs7OwMvn1ZlpGeng4XF5cG/WmqKKy/WKy/OKy9WKy/WMauf05ODry8vDT7EA0V96HqL9ZeLNZfLNZfHNZerNqy/9TgmlJlh5vb2dkZbYeqsLAQdnZ2/MESgPUXi/UXh7UXi/UXq6bq39BPWeM+VP3F2ovF+ovF+ovD2otVW/af+M4TEREREREREVGNY1OKiIiIiIiIiIhqHJtSRERERERERERU49iUIiIiIiIiIiKiGsemFBERERERERER1Tg2pYiIiIiIiIiIqMaxKUVERERERERERDWOTSkiIiKiOmjx4sXw8fGBhYUFunTpgri4uCrXXb58OSRJ0vqysLCowbREREREFbEpRURERFTHrFq1CuHh4YiMjERCQgLat2+PkJAQpKWlVfkYOzs7XL16VfN1/vz5GkxMREREVBGbUkRERER1zPz58xEWFobQ0FAEBAQgJiYGVlZWWLZsWZWPkSQJ7u7umi83N7caTHwP1w8DaX/CJP8EUFIkOg0RERHVEFPRAYiIiIhId8XFxYiPj0dERIRmTKVSITg4GPv27avycXl5efD29oYsy+jYsSM+/PBDtG7dusr1i4qKUFR0u0GUk5MDAJBlGbIsG+CV3CYdi4bqwk9wAaAcUEPxeBhK84mA20MGfR6qnCzLUBTF4O8r6Yb1F4v1F4e1F8vY9dd1u2xKEREREdUhGRkZKCkpqXCkk5ubG5KSkip9TIsWLbBs2TK0a9cO2dnZ+Pjjj9G9e3ccO3YMTZo0qfQx0dHRiIqKqjCenp6OwsLC+38h5TjmXYX6v2VJLgIu/wbp8m8odB6InJYfQTZ3NujzkTZZlpGdnQ1FUaBS8USKmsb6i8X6i8Pai2Xs+ufm5uq0HptSRERERPVct27d0K1bN83t7t27o1WrVvjiiy8wc+bMSh8TERGB8PBwze2cnBx4eXnBxcUFdnZ2hg3oPwJyuh+K0g/Doug0pJvZAACLjM1QJxyH0nczYNfcsM9JGrIsQ5IkuLi48A9DAVh/sVh/cVh7sYxdf10vqMKmFBEREVEd4uzsDBMTE6SmpmqNp6amwt3dXadtmJmZoUOHDjh9+nSV66jVaqjV6grjKpXK8Duv/i9Ddu6BbNMdULu5Q0r7E0j+GriVC6ngPKTtPYF+WwCnIMM+L2lIkmSc95Z0wvqLxfqLw9qLZcz667pNvvNEREREdYi5uTmCgoIQGxurGZNlGbGxsVpHQ91NSUkJjhw5Ag8PD2PFrD7JBHDvBwR9Alh5l44VXwN2PgLkXxCbjYiIiAyKTSkiIiKiOiY8PBxLly7FihUrcPz4cYwdOxb5+fkIDQ0FAIwYMUJrIvQZM2Zg69atSE5ORkJCAl566SWcP38eo0ePFvUS7k3dCAiMBuxalt4uSgd2PQbczBObi4iIiAyGp+8RERER1THDhg1Deno6pk+fjpSUFAQGBmLz5s2ayc8vXLigddj89evXERYWhpSUFDg6OiIoKAh79+5FQECAqJegG1MboPV7wKGpQGEKkH0EODAG6P696GRERERkAGxKEREREdVB48ePx/jx4yu9b9euXVq3FyxYgAULFtRAKiMwswPaTCttTJXcAM6tBB54FmgyRHQyIiIiuk88fY+IiIiIajcrL6Dpq7dv7w8DijLF5SEiIiKDYFOKiIiIiGo/t36AU6fS5aI04NCbYvMQERHRfWNTioiIiIhqP0kCmo0DTKxKbycvB7KOCI1ERERE90doU+rPP//E4MGD0bhxY0iShPXr19/zMbt27ULHjh2hVqvh7++P5cuXGz0nEREREdUC6kbAA8/8d0MG4ieJTENERET3SWhTKj8/H+3bt8fixYt1Wv/s2bMYNGgQHnroISQmJmLSpEkYPXo0tmzZYuSkRERERFQreA4G1C6ly6k7gCvcDyQiIqqrhF5975FHHsEjjzyi8/oxMTHw9fXFvHnzAACtWrXC7t27sWDBAoSEhBgrJhERERHVFipzwHckkPRx6e1/3gU8Hi49vY+IiIjqFKFNKX3t27cPwcHBWmMhISGYNGlSlY8pKipCUVGR5nZOTg4AQJZlyLJs8IyyLENRFKNsm+6N9ReL9ReHtReL9RfL2PXn+1oLufQELq4B8s8D1+NLj5hy7y86FREREempTjWlUlJS4ObmpjXm5uaGnJwc3LhxA5aWlhUeEx0djaioqArj6enpKCwsNHhGWZaRnZ0NRVGgUnEe+ZrG+ovF+ovD2ovF+otl7Prn5uYafJt0nyQV4PUskPRR6e3DkWxKERER1UF1qilVHREREQgPD9fczsnJgZeXF1xcXGBnZ2fw55NlGZIkwcXFhX+YCMD6i8X6i8Pai8X6i2Xs+ltYWBh8m2QALt2B857AjctAxh4gfQ/g0kN0KiIiItJDnWpKubu7IzU1VWssNTUVdnZ2lR4lBQBqtRpqtbrCuEqlMtofDpIkGXX7dHesv1isvzisvVisv1jGrD/f01pKMgG8ngZOLiq9/e9coM+vYjMRERGRXurUXla3bt0QGxurNbZt2zZ069ZNUCIiIiIiEsa1N2DmWLp8ZSOQf0FsHiIiItKL0KZUXl4eEhMTkZiYCAA4e/YsEhMTceFC6Q5FREQERowYoVl/zJgxSE5Oxv/+9z8kJSXh888/x+rVqzF58mQR8YmIiIhIJJUZ0Hhg6bJSApz8VGweIiIi0ovQptTBgwfRoUMHdOjQAQAQHh6ODh06YPr06QCAq1evahpUAODr64uNGzdi27ZtaN++PebNm4evvvoKISEhQvITERERkWAeAwHpvxkpTn8F3LohNg8RERHpTOicUn379oWiKFXev3z58kofc+jQISOmIiIiIqI6w9wRcO4BpP8B3MwCLqwC/EaJTkVEREQ6qFNzShERERERVdD40dvLp78Ul4OIiIj0wqYUEREREdVtdi0Byyalyxn7gNzTYvMQERGRTtiUIiIiIqK6TZIA9+Dbt08vFZeFiIiIdMamFBERERHVfW4PQbNre3YFIJcIjUNERET3xqYUEREREdV95o5Ao06ly4WpQMp2sXmIiIjontiUIiIiIqL6wa3/7eWzK8TlICIiIp2wKUVERERE9YNTEGBiXbp8eQNw64bYPERERHRXbEoRERERUf2gMgecu5Yu38oHrvyf2DxERER0V2xKEREREVH94dr79nIyT+EjIiKqzdiUIiIiIqL6w6EdYGZfupyyDSjOFpuHiIiIqsSmFBERERHVH5IJ4NKzdFkuBi7/JjYPERERVYlNKSIiIiKqX5y7316+sEZcDiIiIrorNqWIiIiIqH6xDwBMbUuXU7YDJYVi8xAREVGl2JQiIiIiovpFMgEadS5dLikArm4Tm4eIiIgqxaYUEREREdU/zl1vL59fJS4HERERVYlNKSIiIiKqfxwCAZW6dPnq74BcIjQOERERVcSmFBERERHVPyZqwKlj6XJxJpCxV2weIiIiqoBNKSIiIiKqnxqVP4XvJ3E5iIiIqFJsShERERFR/eT0YOmk5wBweQOgKGLzEBERkRY2pYiIiIiofjKzAezblC4XXAKyj4nNQ0RERFrYlCIiIiKi+sup0+3ly7+Jy0FEREQVsClFRERERPWXU9Dt5cv/Jy4HERERVcCmFBERERHVX5aegIVb6fK1OOBmntg8REREpMGmFBERERHVX5IEOHYsXVZuASnbxeYhIiIiDTaliIiIiKh+K38K36VfxeUgIiIiLWxKEREREVH95tAWkExLl1O2AYoiNg8REREBYFOKiIiIiOo7E0vAvnXp8o3LQM4JsXmIiIgIAJtSRERERNQQOHW8vXx5g7gcREREpMGmFBERERHVf47l5pW6/H/ichAREZEGm1JEREREVP9ZeQFql9Lla/uBWzfE5iEiIiI2pYiIiIjqosWLF8PHxwcWFhbo0qUL4uLidHrcTz/9BEmSMHToUOMGrG0kCXAMLF2Wi4H0PULjEBEREZtSRERERHXOqlWrEB4ejsjISCQkJKB9+/YICQlBWlraXR937tw5TJ06Fb169aqhpLWMQ7vby1d/F5eDiIiIALApRURERFTnzJ8/H2FhYQgNDUVAQABiYmJgZWWFZcuWVfmYkpISvPjii4iKioKfn18Npq1FyjelUmLF5SAiIiIAbEoRERER1SnFxcWIj49HcHCwZkylUiE4OBj79u2r8nEzZsyAq6srXnnllZqIWTuZO5bOLQUAWUeA4myxeYiIiBo4U9EBiIiIiEh3GRkZKCkpgZubm9a4m5sbkpKSKn3M7t278fXXXyMxMVHn5ykqKkJRUZHmdk5ODgBAlmXIsqx/8HuQFQWKUvqvMUkO7SAVXAQgQ07ZCTQZYtTnqwtkWYaiKEZ5X+neWH+xWH9xWHuxjF1/XbfLphQRERFRPZabm4vhw4dj6dKlcHZ21vlx0dHRiIqKqjCenp6OwsJCQ0YEAMh5ecguUkPJBlSSwTevoTZrD0dsBADcSF6PXPOuxnuyOkKWZWRnZ0NRFKhUPJGiprH+YrH+4rD2Yhm7/rm5uTqtx6YUERERUR3i7OwMExMTpKamao2npqbC3d29wvpnzpzBuXPnMHjwYM1Y2aeXpqamOHHiBJo2bVrhcREREQgPD9fczsnJgZeXF1xcXGBnZ2eol3M7kzoLUmYRXOyN25SCdWso51WQIMMqZy8sXV2N+GR1gyzLkCQJLi4u/MNQANZfLNZfHNZeLGPX38LCQqf12JQiIiIiqkPMzc0RFBSE2NhYDB06FEDpjmVsbCzGjx9fYf2WLVviyJEjWmPvvfcecnNzsWjRInh5eVX6PGq1Gmq1usK4SqUyzh8PkgRJAlSSBJVkxK6UmS1g2xTIPQUp7xSkonTA0u3ej6vnJEky3ntL98T6i8X6i8Pai2XM+uu6TTaliIiIiOqY8PBwjBw5Ep06dULnzp2xcOFC5OfnIzQ0FAAwYsQIeHp6Ijo6GhYWFmjTpo3W4x0cHACgwniD4dAOyD1VupwSC/i+IDYPERFRA8WmFBEREVEdM2zYMKSnp2P69OlISUlBYGAgNm/erJn8/MKFC/zU+W4c2gEXfy5dvrqZTSkiIiJB9G5KJScnw8/PzxhZiIiIiEhH48ePr/R0PQDYtWvXXR+7fPlywweqS+wCAMkUUG4BaX+ITkNERNRg6f0Rmr+/Px566CF8//33RrnyChERERGRUZmoAdvmpcsFF4CCK2LzEBERNVB6N6USEhLQrl07hIeHw93dHa+99hri4uKMkY2IiIiIyDjsW99e5tFSREREQujdlAoMDMSiRYtw5coVLFu2DFevXkXPnj3Rpk0bzJ8/H+np6cbISURERFQn3bp1C99++y1SU1NFR6HyyjelUraJy0FERNSAVXsGTFNTUzz55JNYs2YN5syZg9OnT2Pq1Knw8vLCiBEjcPXqVZ22s3jxYvj4+MDCwgJdunS551FXCxcuRIsWLWBpaQkvLy9MnjyZpxESERFRrWVqaooxY8Zwf6W2sWsJza5w+m6hUYiIiBqqajelDh48iNdffx0eHh6YP38+pk6dijNnzmDbtm24cuUKHn/88XtuY9WqVQgPD0dkZCQSEhLQvn17hISEIC0trdL1f/jhB7z99tuIjIzE8ePH8fXXX2PVqlV45513qvsyiIiIiIyuc+fOSExMFB2DyjO1Amz+u3hP7img6JrYPERERA2Q3lffmz9/Pr755hucOHECjz76KL799ls8+uijmssO+/r6Yvny5fDx8dFpW2FhYQgNDQUAxMTEYOPGjVi2bBnefvvtCuvv3bsXPXr0wAsvlF6218fHB88//zz279+v78sgIiIiqjGvv/46wsPDcfHiRQQFBcHa2lrr/nbt2glK1sDZtwbyTpcup/0JeD0hNg8REVEDo3dTasmSJXj55ZcxatQoeHh4VLqOq6srvv7667tup7i4GPHx8YiIiNCMqVQqBAcHY9++fZU+pnv37vj+++8RFxeHzp07Izk5GZs2bcLw4cOrfJ6ioiIUFRVpbufk5AAAZFmGLMt3zVgdsixDURSjbJvujfUXi/UXh7UXi/UXy9j1N8R2n3vuOQDAhAkTNGOSJEFRFEiShJKSkvt+DqoG+9bA5V9Ll1O2sylFRERUw/RuSm3btg0PPPCA5sioMoqi4OLFi3jggQdgbm6OkSNH3nU7GRkZKCkpgZubm9a4m5sbkpKSKn3MCy+8gIyMDPTs2ROKouDWrVsYM2bMXU/fi46ORlRUVIXx9PR0o8ztIMsysrOzoShKhRqR8bH+YrH+4rD2YrH+Yhm7/rm5ufe9jbNnzxogCRmcfcDt5bQ/xeUgIiJqoPRuSjVt2hRXr16Fq6ur1nhmZiZ8fX2N+knfrl278OGHH+Lzzz9Hly5dcPr0aUycOBEzZ87EtGnTKn1MREQEwsPDNbdzcnLg5eUFFxcX2NnZGTyjLMuQJAkuLi78w0QA1l8s1l8c1l4s1l8sY9ffwsLivrfh7e1tgCRkcGZ2gJU3UHAeyP4XuJkLmNmKTkVERNRg6N2UUhSl0vG8vDy9dtqcnZ1hYmJS4fLIqampcHd3r/Qx06ZNw/DhwzF69GgAQNu2bZGfn49XX30V7777bqU7omq1Gmq1usK4SqUy2h8OkiQZdft0d6y/WKy/OKy9WKy/WMasv6G2eebMGSxcuBDHjx8HAAQEBGDixIlo2rSpQbZP1WQfUNqUggyk7wEaDxSdiIiIqMHQuSlVdrSRJEmYPn06rKysNPeVlJRg//79CAwM1PmJzc3NERQUhNjYWAwdOhRA6SedsbGxGD9+fKWPKSgoqLBjaGJiAqDqZhkRERGRaFu2bMGQIUMQGBiIHj16AAD27NmD1q1b47fffsOAAQMEJ2zA7FsDV38vXU7ZzqYUERFRDdK5KXXo0CEApc2fI0eOwNzcXHOfubk52rdvj6lTp+r15OHh4Rg5ciQ6deqEzp07Y+HChcjPz9dcjW/EiBHw9PREdHQ0AGDw4MGYP38+OnTooDl9b9q0aRg8eLCmOUVERERU27z99tuYPHkyZs+eXWH8rbfeYlNKJPvWt5c5rxQREVGN0rkptXPnTgBAaGgoFi1aZJD5mIYNG4b09HRMnz4dKSkpCAwMxObNmzWTn1+4cEHryKj33nsPkiThvffew+XLl+Hi4oLBgwdj1qxZ952FiIiIyFiOHz+O1atXVxh/+eWXsXDhwpoPRLepGwFqV6AoDcg6DMg3AZWZ6FREREQNgt5zSn3zzTcGDTB+/PgqT9fbtWuX1m1TU1NERkYiMjLSoBmIiIiIjMnFxQWJiYlo1qyZ1nhiYmKFi8eQAHatgPQ0QC4Crv8DNOokOhEREVGDoFNT6sknn8Ty5cthZ2eHJ5988q7rrlu3ziDBiIiIiOqLsLAwvPrqq0hOTkb37t0BlM4pNWfOHK2rBJMgdi2A9D9Kl1P/YFOKiIiohujUlLK3t4ckSZplIiIiItLdtGnTYGtri3nz5iEiIgIA0LhxY7z//vuYMGGC4HQEu1a3l9P/BDBFWBQiIqKGRKemVPlT9gx9+h4RERFRfSdJEiZPnozJkycjNzcXAGBrays4FWnY+AAqdenpe9cOiE5DRETUYKjuvQoRERER3Y9+/fohKysLQGkzqqwhlZOTg379+glMRgAAyQSwbV66XHgVKLgsNg8REVEDodORUh06dNCcvncvCQkJ9xWIiIiIqL7ZtWsXiouLK4wXFhbir7/+EpCIKrBrCWQfKV1O3w14DxObh4iIqAHQqSk1dOhQI8cgIiIiqn8OHz6sWf7333+RkpKiuV1SUoLNmzfD09NTRDS6k13L28upO9mUIiIiqgE6NaUiIyONnYOIiIio3gkMDIQkSZAkqdLT9CwtLfHpp58KSEYV2LW4vZzxt7gcREREDYhOTSkiIiIi0t/Zs2ehKAr8/PwQFxcHFxcXzX3m5uZwdXWFiYmJwISkYWYHWHoCNy4D2ceAkkLAxEJ0KiIionpNp6aUk5MTTp48CWdnZzg6Ot51fqnMzEyDhSMiIiKqy7y9vQEAsiwLTkI6sWtZ2pRSbgHXDgKuPUUnIiIiqtd0akotWLBAc5WYhQsXGjMPERERUb0THR0NNzc3vPzyy1rjy5YtQ3p6Ot566y1ByUiLXSsgNbZ0Oe0PNqWIiIiMTKem1MiRIytdJiIiIqJ7++KLL/DDDz9UGG/dujWee+45NqVqi/KTnafzqohERETGVq05pUpKSvDLL7/g+PHjAICAgAA8/vjjMDXlFFVEREREd0pJSYGHh0eFcRcXF1y9elVAIqqUVRPAxBooyS89fU9RgLtMW0FERET3R6XvA44dO4bmzZtj5MiR+OWXX/DLL79g5MiRaNasGY4ePWqMjERERER1mpeXF/bs2VNhfM+ePWjcuLGARFQpSXX7KnzF14D8c0LjEBER1Xd6H9o0evRotG7dGgcPHoSjoyMA4Pr16xg1ahReffVV7N271+AhiYiIiOqysLAwTJo0CTdv3kS/fv0AALGxsfjf//6HKVOmCE5HWuxaAtcTSpfT/gJsfMXmISIiqsf0bkolJiZqNaQAwNHREbNmzcKDDz5o0HBERERE9cGbb76Ja9eu4fXXX0dxcTEAwMLCAm+99RYiIiIEpyMt5eeVSvsD8BshLgsREVE9p3dTqnnz5khNTUXr1q21xtPS0uDv72+wYERERET1hSRJmDNnDqZNm4bjx4/D0tISzZo1g1qtFh2N7mTb7PZy5kFxOYiIiBoAnZpSOTk5muXo6GhMmDAB77//Prp27QoA+PvvvzFjxgzMmTPHOCmJiIiI6gEbGxseWV7bmVoDlk2AG5eA7ONASRFgwuYhERGRMejUlHJwcIBU7sojiqLg2Wef1YwpigIAGDx4MEpKSowQk4iIiKhuO3jwIFavXo0LFy5oTuErs27dOkGpqFJ2zUubUspN4Po/gHNn0YmIiIjqJZ2aUjt37jR2DiIiIqJ666effsKIESMQEhKCrVu34uGHH8bJkyeRmpqKJ554QnQ8upNtcyB1R+ly+m42pYiIiIxEp6ZUnz59jJ2DiIiIqN768MMPsWDBAowbNw62trZYtGgRfH198dprr8HDw0N0PLpT+XmlMvYCCBcWhYiIqD7Te6LzMgUFBZUeft6uXbv7DkVERERUn5w5cwaDBg0CAJibmyM/Px+SJGHy5Mno168foqKiBCckLdY+gGQKKLeAzATRaYiIiOotvZtS6enpCA0Nxe+//17p/ZxTioiIiEibo6MjcnNzAQCenp44evQo2rZti6ysLBQUFAhORxWozAAbPyD3JJB/FijOAswdRKciIiKqd1T6PmDSpEnIysrC/v37YWlpic2bN2PFihVo1qwZNmzYYIyMRERERHVa7969sW3bNgDAM888g4kTJyIsLAzPP/88+vfvLzgdVcq2+e3la3HichAREdVjeh8ptWPHDvz666/o1KkTVCoVvL29MWDAANjZ2SE6OlpzaDoRERERlfrss89QWFgIAHj33XdhZmaGvXv34qmnnsJ7770nOB1Vqvy8Umm7AY+HxWUhIiKqp/RuSuXn58PV1RVA6aHo6enpaN68Odq2bYuEBJ5zT0RERFSmd+/e2LBhA5ycnAAAGzZswIABA/D2228LTkb3pHWk1N/ichAREdVjep++16JFC5w4cQIA0L59e3zxxRe4fPkyYmJiePUYIiIionJ2796tdVGYl156CVevXhWYiHRm6QGYWpcuXz8EKIrYPERERPWQ3kdKTZw4UbMzFRkZiYEDB2LlypUwNzfH8uXLDZ2PiIiIqN5Q2NioOyQVYNMMyEoEijKAG5cBqyaiUxEREdUrejelXnrpJc1yUFAQzp8/j6SkJDzwwANwdnY2aDgiIiIiImFsm5c2pQAg/W/A+2mhcYiIiOobvZtS5SmKAktLS3Ts2NFQeYiIiIjqlS1btsDe3h4AIMsyYmNjcfToUa11hgwZIiIa3YtducnO0/9iU4qIiMjAqtWU+vrrr7FgwQKcOnUKANCsWTNMmjQJo0ePNmg4IiIiorpu5MiRWrdfe+01rduSJKGkpKQmI5GubMo1pa7tF5eDiIiontJ7ovPp06dj4sSJGDx4MNasWYM1a9Zg8ODBmDx5MqZPn26MjERERER1kizL9/yqbkNq8eLF8PHxgYWFBbp06YK4uLgq1123bh06deoEBwcHWFtbIzAwEN999111X1bDoXYC1P9NT5F1BJDZPCQiIjIkvY+UWrJkCZYuXYrnn39eMzZkyBC0a9cOb7zxBmbMmGHQgERERESkbdWqVQgPD0dMTAy6dOmChQsXIiQkBCdOnICrq2uF9Z2cnPDuu++iZcuWMDc3x//93/8hNDQUrq6uCAkJEfAK6hDb5qUTnZcUADlJgENr0YmIiIjqDb2PlLp58yY6depUYTwoKAi3bt0ySCgiIiIiqtr8+fMRFhaG0NBQBAQEICYmBlZWVli2bFml6/ft2xdPPPEEWrVqhaZNm2LixIlo164ddu/eXcPJ6yDbcqfwZewTl4OIiKge0rspNXz4cCxZsqTC+JdffokXX3zRIKGIiIiIqHLFxcWIj49HcHCwZkylUiE4OBj79t27aaIoCmJjY3HixAn07t3bmFHrBzaliIiIjEan0/fCw8M1y5Ik4auvvsLWrVvRtWtXAMD+/ftx4cIFjBgxwjgpiYiIiAgAkJGRgZKSEri5uWmNu7m5ISkpqcrHZWdnw9PTE0VFRTAxMcHnn3+OAQMGVLl+UVERioqKNLdzcnIA3J4ny9BkRYGilP5bq1j7aT7FVTIToBjhtYsmyzIURTHK+0r3xvqLxfqLw9qLZez667pdnZpShw4d0rodFBQEADhz5gwAwNnZGc7Ozjh27Jg+GYmIiIiohtja2iIxMRF5eXmIjY1FeHg4/Pz80Ldv30rXj46ORlRUVIXx9PR0FBYWGjyfnJeH7CI1lGxAJRl88/fBGs7mHjAtvgpk/4u0lCuAqloXsK61ZFlGdnY2FEWBSqX3iRR0n1h/sVh/cVh7sYxd/9zcXJ3W0+l/1J07d95XGCIiIiIyDGdnZ5iYmCA1NVVrPDU1Fe7u7lU+TqVSwd/fHwAQGBiI48ePIzo6usqmVEREhNbR8jk5OfDy8oKLiwvs7Ozu/4XcQVZnQcosgot9bWtKAZJdUyDjKiSlGK4WGYBDO9GRDEqWZUiSBBcXF/5hKADrLxbrLw5rL5ax629hYaHTevf1Mc+lS5cAAE2aNLmfzRARERHVa46OjpCkip0WSZJgYWEBf39/jBo1CqGhoffclrm5OYKCghAbG4uhQ4cCKN2xjI2Nxfjx43XOJMuy1ul5d1Kr1VCr1RXGVSqVcf54kCRIEqCSJKgqqZVQts2AjNJJ4VXX4gCnQLF5jECSJOO9t3RPrL9YrL84rL1Yxqy/rtvU+5llWcaMGTNgb28Pb29veHt7w8HBATNnzuS5oERERESVmD59OlQqFQYNGoSoqChERUVh0KBBUKlUGDduHJo3b46xY8di6dKlOm0vPDwcS5cuxYoVK3D8+HGMHTsW+fn5mqbWiBEjEBERoVk/Ojoa27ZtQ3JyMo4fP4558+bhu+++w0svvWSU11vv2Da9vXxtv7gcRERE9YzeR0q9++67+PrrrzF79mz06NEDALB79268//77KCwsxKxZswwekoiIiKgu2717Nz744AOMGTNGa/yLL77A1q1b8fPPP6Ndu3b45JNPEBYWds/tDRs2DOnp6Zg+fTpSUlIQGBiIzZs3ayY/v3DhgtYnlPn5+Xj99ddx6dIlWFpaomXLlvj+++8xbNgww77Q+sqmXFMqM15cDiIionpGUhT9LnHSuHFjxMTEYMiQIVrjv/76K15//XVcvnzZoAENLScnB/b29sjOzjbOfAiyjLS0NLi6uvIQRAFYf7FYf3FYe7FYf7GMXX9D7DvY2NggMTFRM6dTmdOnTyMwMBB5eXk4c+YM2rVrh/z8fEPENjij70NlnUDaqR1wdfesfafvAUDca0DhVUBlDjybX68mO+fvMLFYf7FYf3FYe7Fqy/6T3s+cmZmJli1bVhhv2bIlMjMz9d0cERERUb3n5OSE3377rcL4b7/9BicnJwClRzPZ2trWdDTSle1/DUW5GMj+V2wWIiKiekLvj3jat2+Pzz77DJ988onW+GeffYb27dsbLBgRERFRfTFt2jSMHTsWO3fuROfOnQEABw4cwKZNmxATEwMA2LZtG/r06SMyJt2NjT+Q/lfpcsbfgGP9ugIfERGRCHo3pebOnYtBgwZh+/bt6NatGwBg3759uHjxIjZt2mTwgERERER1XVhYGAICAvDZZ59h3bp1AIAWLVrgjz/+QPfu3QEAU6ZMERmR7kVrsvO/gWavistCRERUT+h9+l6fPn1w8uRJPPHEE8jKykJWVhaefPJJnDhxAr169dI7wOLFi+Hj4wMLCwt06dIFcXFxd10/KysL48aNg4eHB9RqNZo3b85mGBEREdV6PXr0wI8//oiEhAQkJCTgxx9/1DSkqA7Qmuw8QVwOIiKiekSvI6Vu3ryJgQMHIiYmxiBX2Vu1ahXCw8MRExODLl26YOHChQgJCcGJEyfg6upaYf3i4mIMGDAArq6uWLt2LTw9PXH+/Hk4ODjcdxYiIiIiY5JlGadPn0ZaWhpkWda6r3fv3oJSkc5MrQELj9LJznOOA/KtejXZORERkQh6/U9qZmaGw4cPG+zJ58+fj7CwMISGhgIAYmJisHHjRixbtgxvv/12hfWXLVuGzMxM7N27F2ZmZgAAHx8fg+UhIiIiMoa///4bL7zwAs6fP487L3wsSRJKSkoEJSO92PqXNqXKJjvnvFJERET3Re/T91566SV8/fXX9/3ExcXFiI+PR3Bw8O0wKhWCg4Oxb9++Sh+zYcMGdOvWDePGjYObmxvatGmDDz/8kDtyREREVKuNGTMGnTp1wtGjR5GZmYnr169rvnj14jrExv/2csbf4nIQERHVE3ofc3zr1i0sW7YM27dvR1BQEKytrbXunz9/vk7bycjIQElJCdzc3LTG3dzckJSUVOljkpOTsWPHDrz44ovYtGkTTp8+jddffx03b95EZGRkpY8pKipCUVGR5nZOTg6A0kPo7zx03hBkWYaiKEbZNt0b6y8W6y8Oay8W6y+WsetviO2eOnUKa9euhb+//71Xptqr/GTnGfs42TkREdF90rspdfToUXTs2BEAcPLkSa37JEkyTKoqyLIMV1dXfPnllzAxMUFQUBAuX76Mjz76qMqmVHR0NKKioiqMp6eno7Cw0CgZs7OzoSgKVCq9D0Sj+8T6i8X6i8Pai8X6i2Xs+ufm5t73Nrp06YLTp0+zKVXXlZ/s/PohcTmIiIjqCb2bUjt37jTIEzs7O8PExASpqala46mpqXB3d6/0MR4eHjAzM4OJiYlmrFWrVkhJSUFxcTHMzc0rPCYiIgLh4eGa2zk5OfDy8oKLiwvs7OwM8lrKk2UZkiTBxcWFf5gIwPqLxfqLw9qLxfqLZez6W1hY3Pc23njjDUyZMgUpKSlo27atZm7MMu3acW6iOoGTnRMRERmUXv+Lrlq1Chs2bEBxcTH69++PMWPGVPuJzc3NERQUhNjYWAwdOhRA6U5lbGwsxo8fX+ljevTogR9++AGyLGt2Ok+ePAkPD49KG1IAoFaroVarK4yrVCqj/eEgSZJRt093x/qLxfqLw9qLxfqLZcz6G2KbTz31FADg5Zdf1oxJkgRFUTjReV3Dyc6JiIgMRuem1JIlSzBu3Dg0a9YMlpaWWLduHc6cOYOPPvqo2k8eHh6OkSNHolOnTujcuTMWLlyI/Px8zdX4RowYAU9PT0RHRwMAxo4di88++wwTJ07EG2+8gVOnTuHDDz/EhAkTqp2BiIiIyNjOnj0rOgIZio0/kP5X6XLGPjaliIiI7oPOTanPPvsMkZGRmrmbvv/+e7z22mv31ZQaNmwY0tPTMX36dKSkpCAwMBCbN2/WTH5+4cIFrU8nvby8sGXLFkyePBnt2rWDp6cnJk6ciLfeeqvaGYiIiIiMzdvbW3QEMpTyk51f2w80e01cFiIiojpO56ZUcnIyRo4cqbn9wgsv4JVXXsHVq1fh4eFR7QDjx4+v8nS9Xbt2VRjr1q0b/v6bl+AlIiKi2m3Dhg145JFHYGZmhg0bNtx13SFDhtRQKrpv5Sc7z0wQl4OIiKge0LkpVVRUBGtra81tlUoFc3Nz3LhxwyjBiIiIiOqyoUOHIiUlBa6urpr5MyvDOaXqGK3JzpM42TkREdF90Ot/0GnTpsHKykpzu7i4GLNmzYK9vb1mbP78+YZLR0RERFRHybJc6TLVA5rJzos42TkREdF90Lkp1bt3b5w4cUJrrHv37khOTtbcliTJcMmIiIiIiGojG7/bk51nHmBTioiIqJp0bkpVNr8TEREREVXuk08+0XldXkm4jrHxu72cEQc0fUVcFiIiojqMJ8ATERERGcGCBQt0Wk+SJDal6pryk51fPyQuBxERUR3HphQRERGREZw9e1Z0BDIWMzvA3BkoziidU0qRAUklOhUREVGdw/89iYiIiIj0VXYKX0k+kJd893WJiIioUjxSioiIiKgGXLp0CRs2bMCFCxdQXFysdR+vXlwH2fgBmXGly9cOll6Rj4iIiPTCphQRERGRkcXGxmLIkCHw8/NDUlIS2rRpg3PnzkFRFHTs2FF0PKqO8pOdX9sP+DwnLgsREVEdVa2mVFZWFuLi4pCWlgZZlrXuGzFihEGCEREREdUXERERmDp1KqKiomBra4uff/4Zrq6uePHFFzFw4EDR8ag6ONk5ERHRfdO7KfXbb7/hxRdfRF5eHuzs7CBJkuY+SZLYlCIiIiK6w/Hjx/Hjjz8CAExNTXHjxg3Y2NhgxowZePzxxzF27FjBCUlvamfA1Ba4lQtkHRWdhoiIqE7Se6LzKVOm4OWXX0ZeXh6ysrJw/fp1zVdmZqYxMhIRERHVadbW1pp5pDw8PHDmzBnNfRkZGaJi0f2QpNun8BVfA25cFZuHiIioDtK7KXX58mVMmDABVlZWxshDREREVO907doVu3fvBgA8+uijmDJlCmbNmoWXX34ZXbt2FZyOqq38vFKZ8eJyEBER1VF6n74XEhKCgwcPws/P794rExERERHmz5+PvLw8AEBUVBTy8vKwatUqNGvWjFfeq8vKN6Uy9gOej4nLQkREVAfp3ZQaNGgQ3nzzTfz7779o27YtzMzMtO4fMmSIwcIRERER1QflP8yztrZGTEyMwDRkMDxSioiI6L7o3ZQKCwsDAMyYMaPCfZIkoaSk5P5TEREREdUjBw4cgCzL6NKli9b4/v37YWJigk6dOglKRvfFsjGgUgNyEZB9RHQaIiKiOkfvOaVkWa7yiw0pIiIioorGjRuHixcvVhi/fPkyxo0bJyARGYRkAlj7lC4XXAKKs0SmISIiqnP0bkoRERERkX7+/fdfdOzYscJ4hw4d8O+//wpIRAajdQrfIXE5iIiI6qBqNaX++OMPDB48GP7+/vD398eQIUPw119/GTobERERUb2gVquRmppaYfzq1aswNdV7NgWqTco3pa7tF5eDiIioDtK7KfX9998jODgYVlZWmDBhAiZMmABLS0v0798fP/zwgzEy1hklsoJreUW4JSuioxAREVEt8vDDDyMiIgLZ2dmasaysLLzzzjsYMGCAwGR037SOlDooLgcREVEdpPdHc7NmzcLcuXMxefJkzdiECRMwf/58zJw5Ey+88IJBA9Yll6/fQO+PdgIA7CxM0djBEh0ecEBXv0Z4OMAdluYmghMSERGRCB9//DF69+4Nb29vdOjQAQCQmJgINzc3fPfdd4LT0X2x9kbp57wykHVYdBoiIqI6Re+mVHJyMgYPHlxhfMiQIXjnnXcMEqquul5QrFnOKbyFnJRcJKXk4se4i7BRm2Joh8Z4va8/GjtYCkxJRERENc3T0xOHDx/GypUr8c8//8DS0hKhoaF4/vnnYWZmJjoe3Q+VOWDtBeSfB/KSgVs3AFPu6xEREelC76aUl5cXYmNj4e/vrzW+fft2eHl5GSxYXWRuqsJDLVxwISMXOcWlp/KVncmXV3QL3/99AasPXkJodx9MCm7OI6eIiIgaEGtra7z66quiY5Ax2DQtbUopJUD2UaDRg6ITERER1Ql6N6WmTJmCCRMmIDExEd27dwcA7NmzB8uXL8eiRYsMHrAuaeVhh69HdsJfh0+j2MwOxbdkJGfkY//ZTBw4l4miWzKKb8n44s9kbP03FR8/0x5B3o6iYxMREZGRnDx5EllZWejcubNmLDY2Fh988AHy8/MxdOjQBn+keb1g4wek7ihdztjPphQREZGO9G5KjR07Fu7u7pg3bx5Wr14NAGjVqhVWrVqFxx9/3OAB6zK1mQlaedihlYcdng5qgs1HUxCblIqbJQrOZuRj2Bf7EDmkNYZ39RYdlYiIiIzgrbfeQtu2bTVNqbNnz2Lw4MHo1asX2rVrh+joaFhZWWHSpElig9L9sS4/2fkBcTmIiIjqmGpdg/iJJ57AE088Yegs9ZqN2hRPBzVBT39nLNtzFskZ+bglK5i2/ihOp+YicnBrqFSS6JhERERkQAcPHsT//vc/ze2VK1eiefPm2LJlCwCgXbt2+PTTT9mUquvKX4Hv+j/ichAREdUxKtEBGhp3ewu8NbAlQgLcNGMr9p3H1DX/4FaJLDAZERERGVpGRgaaNGmiub1z506tC8b07dsX586dE5CMDMrUCrBwL13OSQLkErF5iIiI6gidmlJOTk7IyMgAADg6OsLJyanKL7o3E5WEZzp5IbSHD8oOjlp36DImr/4HJWUzoxMREVGd5+TkhKtXrwIAZFnGwYMH0bVrV839xcXFUBT+318vlB0tJRcBuSfEZiEiIqojdDp9b8GCBbC1tdUsSxJPMzOEHk2dYWVmgpg/k1EiK/jtnytwtDJD1JDWrDEREVE90LdvX8ycOROff/451qxZA1mW0bdvX839//77L3x8fITlIwOy8QMy9pYuX4sD7APE5iEiIqoDdGpKjRw5UrM8atQoY2VpkDo84IhxfZti8c4zKFEUfLvvPNzsLDDuIX/R0YiIiOg+zZo1CwMGDIC3tzdMTEzwySefwNraWnP/d999h379+glMSAZj0/T28rU4wG+UsChERER1hd4TnZuYmODq1atwdXXVGr927RpcXV1RUsJz6PXVrokDRnX3wdd7zgIAPtpyAs1cbfBwa3fByYiIiOh++Pj44Pjx4zh27BhcXFzQuHFjrfujoqK05pyiOkxrsvND4nIQERHVIXpPdF7VvAdFRUUwNze/70ANVbemjfBkB0/N7cmrEnEqNVdgIiIiIjIEU1NTtG/fvkJDCgDat2+PRo0aVWu7ixcvho+PDywsLNClSxfExcVVue7SpUvRq1cvODo6wtHREcHBwXddn6rB3LH0CwCy/wU4VxgREdE96Xyk1CeffAIAkCQJX331FWxsbDT3lZSU4M8//0TLli0Nn7ABeaSNOy5dv4G4c5nILy7BmO/j8X9v9IKluYnoaERERFSLrFq1CuHh4YiJiUGXLl2wcOFChISE4MSJExWOZgeAXbt24fnnn0f37t1hYWGBOXPm4OGHH8axY8fg6elZyTNQtVj7AcXxwM0coOACYO0tOhEREVGtpnNTasGCBQBKj5SKiYmBicntRom5uTl8fHwQExNj+IQNiCRJGNndG1ezb+Di9Rs4k56PDzb+i1lPtBUdjYiIiGqR+fPnIywsDKGhoQCAmJgYbNy4EcuWLcPbb79dYf2VK1dq3f7qq6/w888/IzY2FiNGjKiRzA2CjR9wPb50OTOeTSkiIqJ70LkpdfZs6XxHDz30ENatWwdHR0ejhWrI1KYmeK13U8zY+C+Kb8lYuf8C+jR34fxSREREBAAoLi5GfHw8IiIiNGMqlQrBwcHYt2+fTtsoKCjAzZs34eTkVOU6RUVFKCoq0tzOyckBAMiyDFmWq5m+arKiQFFK/62zrH01c2Mo6fuheA4VmUZnsixDURSjvK90b6y/WKy/OKy9WMauv67b1Xui8507d+odhvTjbm+B5zp54du/zwMA3vr5MNp7OcDNzkJwMiIiIqqOCxcuwMvLC5IkaY0rioKLFy/igQce0HlbGRkZKCkpgZubm9a4m5sbkpKSdNrGW2+9hcaNGyM4OLjKdaKjoxEVFVVhPD09HYWFhTrn1ZWcl4fsIjWUbEAl3Xv92shE8YPLf8tFqXHISksTmkdXsiwjOzsbiqJApdJ7ylm6T6y/WKy/OKy9WMauf26ubnNk692Ueuqpp9C5c2e89dZbWuNz587FgQMHsGbNGn03SZXo1cwZR65k49CFLFwvuImIdUfw9chOFXZmiYiIqPbz9fWt9OrFmZmZ8PX1rdGrF8+ePRs//fQTdu3aBQuLqj/wioiIQHh4uOZ2Tk4OvLy84OLiAjs7O4PnktVZkDKL4GJfd5tSUNygnLaEVHID6huVz+9VG8myDEmS4OLiwj8MBWD9xWL9xWHtxTJ2/e+2j1Ge3k2pP//8E++//36F8UceeQTz5s3Td3NUBUmSMLKrD5LTjyH7xk3sSErDpiMpGNTOQ3Q0IiIi0pOiKJV+sJSXl6fzTlsZZ2dnmJiYIDU1VWs8NTUV7u53P93/448/xuzZs7F9+3a0a9furuuq1Wqo1eoK4yqVyjh/PEgSJAlQSRJUdfVDOMkEsPYFcv6FVHgV0s3rgLp6V1esaZIkGe+9pXti/cVi/cVh7cUyZv113abeTam8vDyYm5tXGDczM9PMNUCGYWNhihc6P4Alf5wBALz/2zH0bOYMe0szwcmIiIhIF2VHGkmShGnTpsHKykpzX0lJCfbv34/AwEC9tmlubo6goCDExsZi6NChAEo/7YyNjcX48eOrfNzcuXMxa9YsbNmyBZ06ddL7tZCObEqbUgCAzETAo7/QOERERLWZ3u2wtm3bYtWqVRXGf/rpJwQEBBgkFN3W8QEHtG9iDwBIzy3CnM26zRVBRERE4h06dAiHDh2Coig4cuSI5vahQ4eQlJSE9u3bY/ny5XpvNzw8HEuXLsWKFStw/PhxjB07Fvn5+Zqr8Y0YMUJrIvQ5c+Zg2rRpWLZsGXx8fJCSkoKUlBTk5eUZ6qVSGRu/28uZceJyEBER1QF6Hyk1bdo0PPnkkzhz5gz69esHAIiNjcWPP/7I+aSMQJIkvNjFG0kpR1F0S8YP+y/gyQ6e6ORT9dVyiIiIqHYou0BMaGgoFi1aZLC5mIYNG4b09HRMnz4dKSkpCAwMxObNmzWTn1+4cEHrsPklS5aguLgYTz/9tNZ2IiMjK52Wge6DdfmmVLy4HERERHWA3k2pwYMHY/369fjwww+xdu1aWFpaol27dti+fTv69OljjIwNnpO1OZ7o4ImfDlwEUHoa34ZxPaGqs7OAEhERNSzffPONwbc5fvz4Kk/X27Vrl9btc+fOGfz5qQrWD5TOLaWUANf/EZ2GiIioVtO7KQUAgwYNwqBBgwydhe6iXwtX7DmdgYvXb+Do5Rz8nHAJz3TyEh2LiIiIdJCfn4/Zs2cjNjYWaWlpkGVZ6/7k5GRBycjgVGaAlReQfw7IPwvcugGYWopORUREVCtVqymVlZWFtWvXIjk5GVOnToWTkxMSEhLg5uYGT09PQ2ckACqVhGc7eWHetpMAgI+2nMCjbT1gra7WW0hEREQ1aPTo0fjjjz8wfPhweHh4VHolPqpHbPxKm1JKCZB9FGj0oOhEREREtZLeHY3Dhw8jODgY9vb2OHfuHEaPHg0nJyesW7cOFy5cwLfffmuMnASglYcdAr0ckHgxC2m5RfjijzMIf7iF6FhERER0D7///js2btyIHj16iI5CNcHa9/bytYNsShEREVVB76vvhYeHY9SoUTh16hQsLCw0448++ij+/PPPaoVYvHgxfHx8YGFhgS5duiAuTrcrlfz000+QJElzOeSG4JmgJjD5by6pL/5MxuWsG4ITERER0b04OjrCyYkXKWkwbJreXr52QFwOIiKiWk7vptSBAwfw2muvVRj39PRESkqK3gFWrVqF8PBwREZGIiEhAe3bt0dISAjS0tLu+rhz585h6tSp6NWrl97PWZe52VmgXwtXAEDRLRkL/zudj4iIiGqvmTNnYvr06SgoKBAdhWqCjc/t5axEUSmIiIhqPb1P31Or1cjJyakwfvLkSbi4uOgdYP78+QgLC0NoaCgAICYmBhs3bsSyZcvw9ttvV/qYkpISvPjii4iKisJff/2FrKwsvZ+3LnusnQf2nMlAQXEJfk64hDF9m6Kpi43oWERERFROhw4dtOaOOn36NNzc3ODj4wMzMzOtdRMSEmo6HhmTqQ1g4QYUpgI5xwG5BFCZiE5FRERU6+jdlBoyZAhmzJiB1atXAwAkScKFCxfw1ltv4amnntJrW8XFxYiPj0dERIRmTKVSITg4GPv27avycTNmzICrqyteeeUV/PXXX3d9jqKiIhQVFWlulzXUZFmucOUbQ5BlGYqiQFEUg2+7jJW5CR4OcMP6xCuQFWDB1pP45PlAoz1fXVJWf2O8t3RvrL84rL1YrL9Yxq5/dbfbkKYXoEpY+5Y2pUoKgbzTgB3nASUiIrqT3k2pefPm4emnn4arqytu3LiBPn36ICUlBd26dcOsWbP02lZGRgZKSkrg5uamNe7m5oakpKRKH7N79258/fXXSExM1Ok5oqOjERUVVWE8PT0dhYWFeuXVhSzLuHUjDyU3ZUgw3pV1+j6gRuxxFXKLZPzfkasY1s4BzVysjPZ8dYUsy8jOzoaiKFCp9D47le4T6y8Oay8W6y+Wseufm5tbrcdFRkYaOAnVKTZ+wLW/S5cz49mUIiIiqoTeTSl7e3ts27YNu3fvxuHDh5GXl4eOHTsiODjYGPm05ObmYvjw4Vi6dCmcnZ11ekxERATCw8M1t3NycuDl5QUXFxfY2dkZPKMsyziZmgvZzM6ol3u2BvBo25tYdfASAOCb+Ax8NaKT0Z6vrpBlGZIkwcXFhX8YCsD6i8Pai8X6i2Xs+pe/sAuRzmz8bi9fOwD4vCAuCxERUS2ld1OqTM+ePdGzZ8/7enJnZ2eYmJggNTVVazw1NRXu7u4V1j9z5gzOnTuHwYMHa8bKDqk3NTXFiRMn0LRpU63HqNVqqNXqCttSqVRG+8NBkiTNlzH1beGKrf+m4nrBTexISkfipWx0fMDRqM9ZF0iSZNT3l+6O9ReHtReL9RfLmPU3xDYdHR0r3S+QJAkWFhbw9/fHqFGjNHNsUj1QvimVyTnDiIiIKlOtplRsbCxiY2ORlpZWYZ6FZcuW6bwdc3NzBAUFITY2VjPvgizLiI2Nxfjx4yus37JlSxw5ckRr7L333kNubi4WLVoELy8v/V9MHWZmosJj7Rrju7/PAwAW7ziNr0c9KDgVERER3Wn69OmYNWsWHnnkEXTu3BkAEBcXh82bN2PcuHE4e/Ysxo4di1u3biEsLExwWjII80aAqS1wKxfIPgooCmDkDyyJiIjqGr2bUlFRUZgxYwY6deoEDw+P+z4aKDw8HCNHjkSnTp3QuXNnLFy4EPn5+ZpPCkeMGAFPT09ER0fDwsICbdq00Xq8g4MDAFQYbyh6NG2EjYevIrOgGLFJaTh6ORttPO1FxyIiIqJydu/ejQ8++ABjxozRGv/iiy+wdetW/Pzzz2jXrh0++eQTNqXqC0kqPVoq6x+gOBO4cRWwaiw6FRERUa2id1MqJiYGy5cvx/Dhww0SYNiwYUhPT8f06dORkpKCwMBAbN68WTP5+YULF3gqxF2YmqgwsI07foi7AAD4fNdpfP5ikOBUREREVN6WLVswZ86cCuP9+/fHlClTAACPPvoo3n777ZqORsZU1pQCgOuH2JQiIiK6g97dnuLiYnTv3t2gIcaPH4/z58+jqKgI+/fvR5cuXTT37dq1C8uXL6/yscuXL8f69esNmqeu6envDDuL0v7i70dTcDqtelcJIiIiIuNwcnLCb7/9VmH8t99+g5OTEwAgPz8ftra2NR2NjOnOyc6JiIhIi95HSo0ePRo//PADpk2bZow8VA3mpiqEtHbHmvhLUBTg851nMH9YoOhYRERE9J9p06Zh7Nix2Llzp2ZOqQMHDmDTpk2IiYkBAGzbtg19+vQRGZMMzdr39nJmvLgcREREtZTeTanCwkJ8+eWX2L59O9q1awczMzOt++fPn2+wcKS7Ps1dsOnIVeQXl+DXf65g8oDm8HKyEh2LiIiIAISFhSEgIACfffYZ1q1bBwBo0aIF/vjjD80R6GWn8VE9YuUJqMwBuRjIOiw6DRERUa2jd1Pq8OHDCAwMBAAcPXpU6777nfScqs/CzATBAW74NfEKSmQFX+8+i/eHtBYdi4iIiP7To0cP9OjRQ3QMqkmSCWDtA+SeBAouADdzADM70amIiIhqDb2bUjt37jRGDjKAh5q74vcjKSgukbH64EVMDm4Oeyuzez+QiIiIDC4nJwd2dnaa5bspW4/qIRu/0qYUAFz/B3DtJTYPERFRLcLL2tUjNham6OHfCABQUFyClXHnBSciIiJquBwdHZGWlgYAcHBwgKOjY4WvsnGqxzivFBERUZX0PlIqPz8fs2fPRmxsLNLS0iDLstb9ycnJBgtH+gtu5YZdJ9KhAFix9xxG9/SDuSl7j0RERDVtx44dmivr8UjzBkzrCnxx4nIQERHVQtW6+t4ff/yB4cOHw8PDg/NI1TJudhYI9HLAoYtZSM0pwm//XMFTQU1ExyIiImpwyl9Jj1fVa8CsfVB6coLMyc6JiIjuoHdT6vfff8fGjRs5UWct9nBrNxy6mAUAWPpXMp7s6MnmIRERkWB//fUXvvjiCyQnJ2PNmjXw9PTEd999B19fX/Ts2VN0PDIWE3XpVfgKLgI5J4CSYsDEXHQqIiKiWkHv87ocHR01h6JT7eTvYgM/Z2sAQFJKLnafzhCciIiIqGH7+eefERISAktLSyQkJKCoqAgAkJ2djQ8//FBwOjK6snmllFtAznGxWYiIiGoRvZtSM2fOxPTp01FQUGCMPGQAkiTh4QA3ze2lf50VmIaIiIg++OADxMTEYOnSpTAzu31l3B49eiAhIUFgMqoR5eeV4mTnREREGnqfvjdv3jycOXMGbm5u8PHx0dqxAsAdq1qiwwOOcLYxR0ZeMf48mY7Tabnwd7UVHYuIiKhBOnHiBHr37l1h3N7eHllZWTUfiGqWTbkr8F07ADR9WVwWIiKiWkTvptTQoUONEIMMzUQloV9LV6w+eAkA8O2+85jxeBvBqYiIiBomd3d3nD59Gj4+Plrju3fvhp+fX+UPovrDutx7fP2QuBxERES1jN5NqcjISGPkICPo0dQZ6xOvoPiWjJ/jL+HNkBawtTC79wOJiIjIoMLCwjBx4kQsW7YMkiThypUr2LdvH6ZOnYpp06aJjkfGZm4PmDcCiq8B2ccARQF4ERoiIiL9m1Jl4uPjcfx46USNrVu3RocOHQwWigzDWm2Krr5O+PNUBvKLS7Au4TJGdvcRHYuIiKjBefvttyHLMvr374+CggL07t0barUaU6dOxRtvvCE6HtUEGz8g8xpwKw/IP6s9zxQREVEDpfdE52lpaejXrx8efPBBTJgwARMmTEBQUBD69++P9PR0Y2Sk+9CvpatmecW+c1AURWAaIiKihuXs2dKLjUiShHfffReZmZk4evQo/v77b6Snp2PmzJmCE1KNKT+v1PVEYTGIiIhqE72bUm+88QZyc3Nx7NgxZGZmanaucnJyMGHCBGNkpPvQxNEKzd1sAADJ6fnYc/qa4EREREQNR9OmTeHr64uXX34Z33//PdLT0xEQEIDOnTvDxsZGdDyqSeWPjMqIE5eDiIioFtH79L3Nmzdj+/btaNWqlWYsICAAixcvxsMPP2zQcGQY/Vq64mRqHoDSo6V6NnMWnIiIiKhh2LFjB3bt2oVdu3bhxx9/RHFxMfz8/NCvXz889NBDeOihh+Dm5iY6JtUErcnOebVqIiIioBpNKVmWYWZWcbJsMzMzyLJskFBkWIFeDnC0MsP1gpuIPZ6Ki5kF8HKyEh2LiIio3uvbty/69u0LACgsLMTevXs1TaoVK1bg5s2baNmyJY4dOyY2KBmfhRtgYgWUFABZh0WnISIiqhX0Pn2vX79+mDhxIq5cuaIZu3z5MiZPnoz+/fsbNBwZhqlKhT7NXQAAsgJ8v/+84EREREQNj4WFBfr164f33nsPUVFRmDBhAmxsbJCUlCQ6GtUESbo9r1RhKlDIuViJiIj0bkp99tlnyMnJgY+PD5o2baqZKyEnJweffvqpMTKSAfRq5gJTVemlh1cfuIjCmyWCExERETUMxcXF+PPPPxEVFYWHHnoIDg4OGDNmDK5fv47PPvtMMxk6NQDl55XiZOdERET6n77n5eWFhIQEbN++XfPJXqtWrRAcHGzwcGQ49pZm6PiAI+LOZeJ6wU1sOZaCxwM9RcciIiKq1/r164f9+/fD19cXffr0wWuvvYYffvgBHh4eoqORCOXnlcqMBzwGiMtCRERUC+jdlAJKL2s8YMAADBjA/0jrkj7NXRB3LhMA8GPcBTaliIiIjOyvv/6Ch4cH+vXrh759+6JPnz5o1KiR6FgkSvkjpTIPiMtBRERUS+h8+t6OHTsQEBCAnJycCvdlZ2ejdevW+OuvvwwajgyruZsN3O0sAAB/J2fiTHqe4ERERET1W1ZWFr788ktYWVlhzpw5aNy4Mdq2bYvx48dj7dq1SE/nvEINilUTQPrvM+HrnOyciIhI56bUwoULERYWBjs7uwr32dvb47XXXsP8+fMNGo4MS5Ik9G7urLn9U9wFgWmIiIjqP2trawwcOBCzZ8/G/v37kZGRgblz58LKygpz585FkyZN0KZNG9ExqaaozADrB0qX85KBWwVi8xAREQmmc1Pqn3/+wcCBA6u8/+GHH0Z8fLxBQpHxdPNrpJnwfG38JU54TkREVIOsra3h5OQEJycnODo6wtTUFMePHxcdi2qS9X9X4IMMZB0RGoWIiEg0nZtSqampMDMzq/J+U1NTHoJeB9hamCHI2xEANBOeExERkXHIsoy4uDjMnTsXjzzyCBwcHNC9e3d8/vnncHd3x+LFi5GcnCw6JtUkm6a3lzP5gS4RETVsOk907unpiaNHj8Lf37/S+w8fPswrydQRvZu5YP9ZTnhORERkbA4ODsjPz4e7uzseeughLFiwAH379kXTpk3v/WCqn2x8by9nHhSXg4iIqBbQuSn16KOPYtq0aRg4cCAsLCy07rtx4wYiIyPx2GOPGTwgGV7ZhOcpOYWaCc+butiIjkVERFTvfPTRR3jooYfQvHlz0VGotrAu35Q6JC4HERFRLaDz6XvvvfceMjMz0bx5c8ydOxe//vorfv31V8yZMwctWrRAZmYm3n33XWNmJQPhhOdEREQ147XXXmNDirSZWgEW7qXLOccB+ZbYPERERALp3JRyc3PD3r170aZNG0REROCJJ57AE088gXfeeQdt2rTB7t274ebmZsysZEDd/Zw54TkRERGRCDZ+pf/KRUDuSbFZiIiIBNK5KQUA3t7e2LRpEzIyMrB//378/fffyMjIwKZNm+Dr63vvDVCtYWNhygnPiYiI6rDFixfDx8cHFhYW6NKlC+Li4qpc99ixY3jqqafg4+MDSZKwcOHCmgtKFZU1pQDgeqKwGERERKLp1ZQq4+joiAcffBCdO3eGo6OjoTNRDendzEWz/FPcRYFJiIiISB+rVq1CeHg4IiMjkZCQgPbt2yMkJARpaWmVrl9QUAA/Pz/Mnj0b7u7uNZyWKijflLpWdTORiIiovqtWU4rqh+ZuNnCzUwMA9iVfw4VrBYITERERkS7mz5+PsLAwhIaGIiAgADExMbCyssKyZcsqXf/BBx/ERx99hOeeew5qtbqG01IFWpOdJ4jLQUREJBibUg2YJEno6X97wvO18TxaioiIqLYrLi5GfHw8goODNWMqlQrBwcHYt2+fwGSkM3MnwMy+dDnrCKAoYvMQEREJYio6AInVza8Rfjl0GbJSOuH5xODmMPlvAnQiIiKqfTIyMlBSUlLhAjNubm5ISkoy2PMUFRWhqKhIczsnJwcAIMsyZFk22POUkRUFilL6b0MgWftCykoEbmZBzr8IWDURlkWWZSiKYpT3le6N9ReL9ReHtRfL2PXXdbtsSjVwDlbmaONpj8OXsnEluxB7Tmegd3OXez+QiIiI6rXo6GhERUVVGE9PT0dhYaHBn0/Oy0N2kRpKNtAQPh+zMfODDRIBANnndqHI+WFhWWRZRnZ2NhRFgUrFEylqGusvFusvDmsvlrHrn5ubq9N6bEoRevo74/ClbADAqoMX2ZQiIiKqxZydnWFiYoLU1FSt8dTUVINOYh4REYHw8HDN7ZycHHh5ecHFxQV2dnYGe54ysjoLUmYRXOwbRlMKRb5AeumifckZwNVVWBRZliFJElxcXPiHoQCsv1isvzisvVjGrr+FhYVO67EpRWjnaQ9bC1PkFt7CtmOpuJ5fDEdrc9GxiIiIqBLm5uYICgpCbGwshg4dCqB0xzI2Nhbjx4832POo1epKJ0VXqVTG+eNBkiBJgEqSoJIaQFfKtqlmUXX9ICD4DzJJkoz33tI9sf5isf7isPZiGbP+um6T7zzB1ESFrn6NAADFJTJ+TbwsOBERERHdTXh4OJYuXYoVK1bg+PHjGDt2LPLz8xEaGgoAGDFiBCIiIjTrFxcXIzExEYmJiSguLsbly5eRmJiI06dPi3oJZOkBqP5r+mUdEZuFiIhIEDalCADQs+ntq/CtPnhJYBIiIiK6l2HDhuHjjz/G9OnTERgYiMTERGzevFkz+fmFCxdw9epVzfpXrlxBhw4d0KFDB1y9ehUff/wxOnTogNGjR4t6CSSZADa+pcsFF4HiLKFxiIiIRODpewQA8HS0hK+zNc5m5OPfqzk4ejkbbTztRcciIiKiKowfP77K0/V27dqlddvHxwdKA7mqXZ1i7Qvk/HfFxOv/AG59xOYhIiKqYTxSijR6+t8+WmrNwYsCkxARERE1ADZ+t5cz48XlICIiEoRNKdJ40McR5ial3xLrE6+g8GaJ4ERERERE9ZhWU+qAuBxERESCsClFGlbmpgjydgQAZN+4ia3/pt7jEURERERUbVYPQLM7fj1RZBIiIiIhakVTavHixfDx8YGFhQW6dOmCuLi4KtddunQpevXqBUdHRzg6OiI4OPiu65N+evg30izzFD4iIiIiIzJRA1ZNSpdzTwMlRWLzEBER1TDhTalVq1YhPDwckZGRSEhIQPv27RESEoK0tLRK19+1axeef/557Ny5E/v27YOXlxcefvhhXL58uYaT10/N3WzhYlN6eeLdpzNw6XqB4ERERERE9VjZKXzKLSD7mNgsRERENUx4U2r+/PkICwtDaGgoAgICEBMTAysrKyxbtqzS9VeuXInXX38dgYGBaNmyJb766ivIsozY2NgaTl4/qSRJc7SUogA/x7PZR0RERGQ0WvNKJYjLQUREJICpyCcvLi5GfHw8IiIiNGMqlQrBwcHYt2+fTtsoKCjAzZs34eTkVOn9RUVFKCq6fSh0Tk4OAECWZciyfB/pKyfLMhRFqdOXXe7m1wi/Jl6BAmBt/EWM6+sHlUoSHUsnZfU3xntL98b6i8Pai8X6i2Xs+vN9JaOy9r29nHkAwGhhUYiIiGqa0KZURkYGSkpK4ObmpjXu5uaGpKQknbbx1ltvoXHjxggODq70/ujoaERFRVUYT09PR2Fhof6h70GWZdy6kYeSmzIk1I1Gzp3sAbR0tcTxtBu4eP0GthxKRpCXrehYOpFlGdnZ2VAUBSqV8AMBGxzWXxzWXizWXyxj1z83N9fg2yTS0DpS6pC4HERERAIIbUrdr9mzZ+Onn37Crl27YGFhUek6ERERCA8P19zOycmBl5cXXFxcYGdnZ/BMsizjZGouZDM7SFLdbEoBQI/mMo6nnQUAxCbn45GgpoIT6UaWZUiSBBcXF/5hKADrLw5rLxbrL5ax61/VPgaRQZjZAmoXoCi9dE4pRQYk/h4hIqKGQWhTytnZGSYmJkhNTdUaT01Nhbu7+10f+/HHH2P27NnYvn072rVrV+V6arUaarW6wrhKpTLaHw6SJGm+6qqODzjC0uwCbtwswe9HUzBjaBvYqOtGD1OSJKO+v3R3rL84rL1YrL9Yxqw/31MyOhu/0qZUSQGQewawayY6ERERUY0Qupdlbm6OoKAgrUnKyyYt79atW5WPmzt3LmbOnInNmzejU6dONRG1wTE3VaGzb+k8XTdulmDj4SuCExERERHVU+XnlcpKFBaDiIiopgn/6C88PBxLly7FihUrcPz4cYwdOxb5+fkIDQ0FAIwYMUJrIvQ5c+Zg2rRpWLZsGXx8fJCSkoKUlBTk5eWJegn1VtlV+ABgzcFLApMQERER1WPl55XKiBOXg4iIqIYJPx9r2LBhSE9Px/Tp05GSkoLAwEBs3rxZM/n5hQsXtA6bX7JkCYqLi/H0009rbScyMhLvv/9+TUav93wbWaOxvQWuZBfi4PnrSE7Pg5+LjehYRERERPVL+abU9QRxOYiIiGqY8KYUAIwfPx7jx4+v9L5du3Zp3T537pzxAxGA0vk5evg7Y0186VFSa+Mv4X8DWwpORURERFTPqF0AUxvgVh6QdUR0GiIiohoj/PQ9qt26+jWC6r/52tclXEaJrIgNRERERFTfSNLteaWK0oEbKWLzEBER1RA2peiu7C3N0NbTHgCQklOIv06lC05EREREVA9pncKXKCwGERFRTWJTiu6ph7+zZrnsVD4iIiIiMqDyTanMg+JyEBER1SA2peie2nnaw0ZdOv3YtmOpyCooFpyIiIiIqJ4p35S6dkBcDiIiohrEphTdk6mJCl39nAAAxSUyNvxzRXAiIiIionrG0hOQzEqXOdk5ERE1EGxKkU56lj+F7yBP4SMiIiIyKJUpYO1dupx/DriZJzQOERFRTWBTinTSxNEK3o2sAABHLmcjKSVHcCIiIiKiekZzCp8CZB0WGoWIiKgmsClFOuvRlEdLERERERkNJzsnIqIGhk0p0llnXyeYqiQAwPpDl3GzRBaciIiIiKgesfa9vczJzomIqAFgU4p0ZqM2RaCXAwDgWn4xdiSliQ1EREREVJ/Y+AAo/QAQ1xMFBiEiIqoZbEqRXjjhOREREZGRmFgClo1Ll3NPAvJNsXmIiIiMjE0p0kuAhx0crUovV7zzRBrSc4sEJyIiIiKqR8rmlZKLgZwksVmIiIiMjE0p0otKJaGbXyMAQImsYP2hy4ITEREREdUjWvNKJYjLQUREVAPYlCK9dS9/Cl/8RSiKIjANERERUT1S/gp81/aLy0FERFQD2JQivbnbWcDfxQYAcDI1D4cvZQtORERERFRP2JQ7UiorUVgMIiKimsCmFFVLD/9GmuU18RcFJiEiIiKqR8wdAXOn0uWsowCPSCcionqMTSmqlgd9nGBuWvrtsyHxCgpvlghORERERFRPlM0rdSsXyD8vNgsREZERsSlF1WJhZoKgBxwBADmFt7DlWIrgRERERET1hE3T28uZB8XlICIiMjI2pajayp/Ctzb+ksAkRERERPWIbbmmVMY+cTmIiIiMjE0pqrbmbrZwtjEHAOw+nYHLWTcEJyIiIiKqB2z8by9fOyAuBxERkZGxKUXVppIk9GjqDKB0Ds51PFqKiIiI6P6pnQEzu9LlrCOc7JyIiOotNqXovnRv2gjSf8trEy5B4U4TERER0f2RpNvzSt3MAgouCI1DRERkLGxK0X1pZKNGS3dbAMD5awWIO5spOBERERFRPcBT+IiIqAFgU4ruWw9/Z83yGp7CR0RERHT/ONk5ERE1AGxK0X3r8IADLM1MAACbjlxFftEtwYmIiIiI6rjyR0plHhSXg4iIyIjYlKL7pjY1wYM+jgCAguISbDxyVXAiIiIiojpO7XJ7svPrnOyciIjqJzalyCDKn8K39iBP4SMiIiK6L1qTnV8HCi6KzUNERGQEbEqRQfg5W8Pd3gIAEHcuE+cy8gUnIiIiIqrjONk5ERHVc2xKkUFIkoQeTRtpbq/lhOdERERE94eTnRMRUT3HphQZTDe/RlBJpcs/J1xCicy5D4iIiIiqjZOdExFRPcemFBmMg5U52jS2BwBczS7EntMZghMRERHVX4sXL4aPjw8sLCzQpUsXxMXF3XX9NWvWoGXLlrCwsEDbtm2xadOmGkpK1aZ2AUxtS5ezDnOycyIiqnfYlCKDKj/h+RqewkdERGQUq1atQnh4OCIjI5GQkID27dsjJCQEaWlpla6/d+9ePP/883jllVdw6NAhDB06FEOHDsXRo0drODnpRZIA22aly8XXgdyTYvMQEREZGJtSZFDtm9jDRm0KANhyLAXZBTcFJyIiIqp/5s+fj7CwMISGhiIgIAAxMTGwsrLCsmXLKl1/0aJFGDhwIN588020atUKM2fORMeOHfHZZ5/VcHLSm0Pb28tXt4rLQUREZASmogNQ/WJqokIXXyfEJqWh+JaMDYevYHhXb9GxiIiI6o3i4mLEx8cjIiJCM6ZSqRAcHIx9+yqfDHvfvn0IDw/XGgsJCcH69euNGZUMwaHd7eXTXwJFhp8eQVIU2OTnQ0q1Lj06i2oU6y8W6y8Oay9WWf2BIYB7H2E52JQig+vh74zYpNLTB9YevMimFBERkQFlZGSgpKQEbm5uWuNubm5ISkqq9DEpKSmVrp+SklLl8xQVFaGoqEhzOycnBwAgyzJkWa5u/CrJigJFvgW5KAvg3ya3mTlBMrGCVFIAZB8t/TIwCYCNwbdKumL9xWL9xWHtxSqrf4mtE2TXXgbfvq77CmxKkcE94GQFL0dLXLx+A/9cysbJ1Fw0d7MVHYuIiIj0EB0djaioqArj6enpKCwsNPjzyTeKkF3iCiW3mPNLaDGBrV1PWF/nqXtERGR4+TmZKKhiTsr7kZubq9N6bEqRUfTwd8ZPBy4CANYcvIh3BwUITkRERFQ/ODs7w8TEBKmpqVrjqampcHd3r/Qx7u7ueq0PABEREVqn/OXk5MDLywsuLi6ws7O7j1dQOVl2hmTuCBdnZ6hUbEtpaf0U5MwDQHGmUTavyDKycvLgYGcDibWvcay/WKy/OKy9WIosIyu3APZeXWFj52rw7VtYWOi0HptSZBRdfJ2wJv4SSmQFvxy6jP8NbAkzE/6iISIiul/m5uYICgpCbGwshg4dCqD0EPnY2FiMHz++0sd069YNsbGxmDRpkmZs27Zt6NatW5XPo1aroVarK4yrVCqjNY0kE3OozCzYlKqMEef7kGUZN9PSILm6svYCsP5isf7isPZildVfZWec+uu6Tb7zZBS2FmYIbOIAAMjIK8auE+liAxEREdUj4eHhWLp0KVasWIHjx49j7NixyM/PR2hoKABgxIgRWhOhT5w4EZs3b8a8efOQlJSE999/HwcPHqyyiUVERERUE3ikFBlND/9GiL9wHQCw6sBFDAhwu8cjiIiISBfDhg1Deno6pk+fjpSUFAQGBmLz5s2aycwvXLig9Qll9+7d8cMPP+C9997DO++8g2bNmmH9+vVo06aNqJdARERExKYUGU/rxvZwsDRD1o2b2HkiDSnZhXC31+28UiIiIrq78ePHV3mk065duyqMPfPMM3jmmWeMnIqIiIhIdzx9j4zGRCWhZzNnAECJrGDNwYuCExERERERERFRbcGmFBlVL39nSP8t/3TgIkpkRWgeIiIiIiIiIqod2JQio2pko0YbT3sAwOWsG/jzFCc8JyIiIiIiIqJa0pRavHgxfHx8YGFhgS5duiAuLu6u669ZswYtW7aEhYUF2rZti02bNtVQUqqO3v+dwgcAP+6/IDAJEREREREREdUWwptSq1atQnh4OCIjI5GQkID27dsjJCQEaWlpla6/d+9ePP/883jllVdw6NAhDB06FEOHDsXRo0drODnpql0TBzhYmgEAYpPSkJpTKDgREREREREREYkmvCk1f/58hIWFITQ0FAEBAYiJiYGVlRWWLVtW6fqLFi3CwIED8eabb6JVq1aYOXMmOnbsiM8++6yGk5Ou7pzw/Pu/zwtORERERERERESimYp88uLiYsTHxyMiIkIzplKpEBwcjH379lX6mH379iE8PFxrLCQkBOvXrzdmVLpPvfyd8fuRFJQoCr7efRZn0vOM8jyKAhQVFUKtvgxJuvf6ZFisvzisvVisv1iKApTcLELMSFfRUYiIiIhID0KbUhkZGSgpKYGbm5vWuJubG5KSkip9TEpKSqXrp6SkVLp+UVERioqKNLezs7MBAFlZWZBl+X7iV0qWZcjFBTAzMecfJuW4WwG9fa0QezwdeUXA/x3MFR2JiIjqETMTCVlZWVCpDH8QeE5ODgBAURr2FWTLXn9ZPQxNlmXk5ubCwsLCKO8jVY21F4v1F4v1F4e1F8vY9dd1/0loU6omREdHIyoqqsK4t7e3gDRERERkLI3mGXf7ubm5sLe3N+6T1GK5uaUfKHl5eQlOQkRERHXFvfafhDalnJ2dYWJigtTUVK3x1NRUuLu7V/oYd3d3vdaPiIjQOt1PlmVkZmaiUaNGkIxwKFNOTg68vLxw8eJF2NnZGXz7dHesv1isvzisvVisv1jGrr+iKMjNzUXjxo0Nvu26pHHjxrh48SJsbW25D1XPsPZisf5isf7isPZi1Zb9J6FNKXNzcwQFBSE2NhZDhw4FUNo0io2Nxfjx4yt9TLdu3RAbG4tJkyZpxrZt24Zu3bpVur5arYZardYac3BwMET8u7Kzs+MPlkCsv1isvzisvVisv1jGrH9DPkKqjEqlQpMmTYz+PPw5Eoe1F4v1F4v1F4e1F0v0/pPw0/fCw8MxcuRIdOrUCZ07d8bChQuRn5+P0NBQAMCIESPg6emJ6OhoAMDEiRPRp08fzJs3D4MGDcJPP/2EgwcP4ssvvxT5MoiIiIiIiIiISA/Cm1LDhg1Deno6pk+fjpSUFAQGBmLz5s2aycwvXLigNelW9+7d8cMPP+C9997DO++8g2bNmmH9+vVo06aNqJdARERERERERER6Et6UAoDx48dXebrerl27Kow988wzeOaZZ4ycqnrUajUiIyMrnDJINYP1F4v1F4e1F4v1F4v1rx/4PorD2ovF+ovF+ovD2otVW+ovKQ39+sZERERERERERFTjVPdehYiIiIiIiIiIyLDYlCIiIiIiIiIiohrHphQR/X979x4TxfW3AfxZKVcBV0RYsHITxViBgChiW/1ZERbUKNaUoolijcYLqbXejVWprba2akJrvKSpWGO1Wi9YBSNyUUSkiiBeqVCQahdtVVRE5HbeP3yZdAUF22WGxeeTkLBzzsyc+e4yeTgzDERERERERESy46SUgW3YsAFubm6wsLBAYGAgfv31V6WH1O6sWLECKpVK76t3795Se1VVFWbNmoUuXbrA2toa7777Lm7duqXgiI3biRMnMGrUKDg7O0OlUuHAgQN67UIILFu2DE5OTrC0tERwcDCuXbum1+fu3buYMGECbG1toVarMWXKFFRUVMh4FMarufpHR0c3+nnQarV6fVj/f2f16tXo378/bGxs4ODggDFjxqCgoECvT0vON6WlpRgxYgSsrKzg4OCA+fPno7a2Vs5DMTotqf3//ve/Rp/96dOn6/Vh7Y0H85M8mKHkw/ykLOYn5TA/KcsYMxQnpQzop59+wscff4zly5fj3Llz8PX1RWhoKG7fvq300NqdN954AzqdTvo6efKk1DZnzhz88ssv2LNnD44fP44///wTY8eOVXC0xu3Ro0fw9fXFhg0bmmxfs2YN4uLisGnTJmRnZ6Njx44IDQ1FVVWV1GfChAm4dOkSkpOTcejQIZw4cQLTpk2T6xCMWnP1BwCtVqv387Bz5069dtb/3zl+/DhmzZqF06dPIzk5GTU1NQgJCcGjR4+kPs2db+rq6jBixAhUV1fj1KlT2LZtG+Lj47Fs2TIlDslotKT2ADB16lS9z/6aNWukNtbeeDA/yYsZSh7MT8piflIO85OyjDJDCTKYAQMGiFmzZkmv6+rqhLOzs1i9erWCo2p/li9fLnx9fZtsKy8vF6ampmLPnj3SsitXrggAIisrS6YRtl8AxP79+6XX9fX1QqPRiK+++kpaVl5eLszNzcXOnTuFEEJcvnxZABBnzpyR+iQlJQmVSiVu3rwp29jbg2frL4QQkyZNEqNHj37uOqy/4dy+fVsAEMePHxdCtOx8k5iYKDp06CDKysqkPhs3bhS2trbiyZMn8h6AEXu29kIIMWTIEDF79uznrsPaGw/mJ/kwQymD+UlZzE/KYn5SljFkKN4pZSDV1dXIyclBcHCwtKxDhw4IDg5GVlaWgiNrn65duwZnZ2d4eHhgwoQJKC0tBQDk5OSgpqZG733o3bs3XFxc+D60guLiYpSVlenVu1OnTggMDJTqnZWVBbVajYCAAKlPcHAwOnTogOzsbNnH3B6lp6fDwcEBXl5emDFjBu7cuSO1sf6Gc//+fQCAnZ0dgJadb7KysuDt7Q1HR0epT2hoKB48eIBLly7JOHrj9mztG+zYsQP29vbo27cvFi9ejMrKSqmNtTcOzE/yY4ZSHvNT28D8JA/mJ2UZQ4Z6zeBbfEX9/fffqKur03vjAMDR0RFXr15VaFTtU2BgIOLj4+Hl5QWdTofY2Fi8/fbbuHjxIsrKymBmZga1Wq23jqOjI8rKypQZcDvWUNOmPvcNbWVlZXBwcNBrf+2112BnZ8f3xAC0Wi3Gjh0Ld3d3FBUVYcmSJQgLC0NWVhZMTExYfwOpr6/HRx99hDfffBN9+/YFgBadb8rKypr8+Whoo+Y1VXsAGD9+PFxdXeHs7Iz8/HwsXLgQBQUF2LdvHwDW3lgwP8mLGaptYH5SHvOTPJiflGUsGYqTUmR0wsLCpO99fHwQGBgIV1dX7N69G5aWlgqOjEh+77//vvS9t7c3fHx80KNHD6Snp2PYsGEKjqx9mTVrFi5evKj37BWSx/Nq/8/nenh7e8PJyQnDhg1DUVERevToIfcwiYwCMxTRU8xP8mB+UpaxZCj++Z6B2Nvbw8TEpNF/Dbh16xY0Go1Co3o1qNVq9OrVC4WFhdBoNKiurkZ5ebleH74PraOhpi/63Gs0mkYPq62trcXdu3f5nrQCDw8P2Nvbo7CwEADrbwgxMTE4dOgQ0tLS8Prrr0vLW3K+0Wg0Tf58NLTRiz2v9k0JDAwEAL3PPmvf9jE/KYsZShnMT20P85PhMT8py5gyFCelDMTMzAz9+vVDSkqKtKy+vh4pKSkICgpScGTtX0VFBYqKiuDk5IR+/frB1NRU730oKChAaWkp34dW4O7uDo1Go1fvBw8eIDs7W6p3UFAQysvLkZOTI/VJTU1FfX29dAIkw7lx4wbu3LkDJycnAKz/fyGEQExMDPbv34/U1FS4u7vrtbfkfBMUFIQLFy7oBdvk5GTY2tqiT58+8hyIEWqu9k3Jy8sDAL3PPmvf9jE/KYsZShnMT20P85PhMD8pyygzlMEfnf4K27VrlzA3Nxfx8fHi8uXLYtq0aUKtVus9tZ7+u7lz54r09HRRXFwsMjMzRXBwsLC3txe3b98WQggxffp04eLiIlJTU8XZs2dFUFCQCAoKUnjUxuvhw4ciNzdX5ObmCgBi3bp1Ijc3V1y/fl0IIcQXX3wh1Gq1SEhIEPn5+WL06NHC3d1dPH78WNqGVqsVfn5+Ijs7W5w8eVL07NlTREVFKXVIRuVF9X/48KGYN2+eyMrKEsXFxeLYsWPC399f9OzZU1RVVUnbYP3/nRkzZohOnTqJ9PR0odPppK/KykqpT3Pnm9raWtG3b18REhIi8vLyxJEjR0TXrl3F4sWLlTgko9Fc7QsLC8Wnn34qzp49K4qLi0VCQoLw8PAQgwcPlrbB2hsP5if5MEPJh/lJWcxPymF+UpYxZihOShnYN998I1xcXISZmZkYMGCAOH36tNJDanciIyOFk5OTMDMzE926dRORkZGisLBQan/8+LGYOXOm6Ny5s7CyshIRERFCp9MpOGLjlpaWJgA0+po0aZIQ4um/Nf7kk0+Eo6OjMDc3F8OGDRMFBQV627hz546IiooS1tbWwtbWVkyePFk8fPhQgaMxPi+qf2VlpQgJCRFdu3YVpqamwtXVVUydOrXRL3Ks/7/TVN0BiK1bt0p9WnK+KSkpEWFhYcLS0lLY29uLuXPnipqaGpmPxrg0V/vS0lIxePBgYWdnJ8zNzYWnp6eYP3++uH//vt52WHvjwfwkD2Yo+TA/KYv5STnMT8oyxgyl+v+BExERERERERERyYbPlCIiIiIiIiIiItlxUoqIiIiIiIiIiGTHSSkiIiIiIiIiIpIdJ6WIiIiIiIiIiEh2nJQiIiIiIiIiIiLZcVKKiIiIiIiIiIhkx0kpIiIiIiIiIiKSHSeliIiIiIiIiIhIdpyUIiJFqFQqHDhwQOlhtIrq6mp4enri1KlTrb6vgQMHYu/eva2+HyIiImobmKEMgxmKqG3gpBQRGUx0dDRUKhVUKhVMTU3h6OiI4cOH4/vvv0d9fb1eX51Oh7CwsBZt19jC16ZNm+Du7o5Bgwa1+r6WLl2KRYsWNaovERERGQ9mqKeYoYhePZyUIiKD0mq10Ol0KCkpQVJSEoYOHYrZs2dj5MiRqK2tlfppNBqYm5srONLWIYTAt99+iylTpsiyv7CwMDx8+BBJSUmy7I+IiIhaBzMUMxTRq4iTUkRkUObm5tBoNOjWrRv8/f2xZMkSJCQkICkpCfHx8VK/f165q66uRkxMDJycnGBhYQFXV1esXr0aAODm5gYAiIiIgEqlkl4XFRVh9OjRcHR0hLW1Nfr3749jx47pjcXNzQ2rVq3CBx98ABsbG7i4uGDLli16fW7cuIGoqCjY2dmhY8eOCAgIQHZ2ttSekJAAf39/WFhYwMPDA7GxsXrB8Fk5OTkoKirCiBEjpGXp6elQqVQoLy+XluXl5UGlUqGkpAQAEB8fD7VajUOHDsHLywtWVlYYN24cKisrsW3bNri5uaFz58748MMPUVdXJ23HxMQE4eHh2LVr1wvfFyIiImrbmKGYoYheRZyUIqJW984778DX1xf79u1rsj0uLg4HDx7E7t27UVBQgB07dkjB6cyZMwCArVu3QqfTSa8rKioQHh6OlJQU5ObmQqvVYtSoUSgtLdXb9tq1axEQEIDc3FzMnDkTM2bMQEFBgbSNIUOG4ObNmzh48CDOnz+PBQsWSLdxZ2RkYOLEiZg9ezYuX76MzZs3Iz4+Hp9//vlzjzUjIwO9evWCjY3NS9epsrIScXFx2LVrF44cOYL09HREREQgMTERiYmJ2L59OzZv3oyff/5Zb70BAwYgIyPjpfdHREREbRszVMswQxEZr9eUHgARvRp69+6N/Pz8JttKS0vRs2dPvPXWW1CpVHB1dZXaunbtCgBQq9XQaDTScl9fX/j6+kqvV65cif379+PgwYOIiYmRloeHh2PmzJkAgIULF2L9+vVIS0uDl5cXfvzxR/z11184c+YM7OzsAACenp7SurGxsVi0aBEmTZoEAPDw8MDKlSuxYMECLF++vMljuX79OpydnV+qNg1qamqwceNG9OjRAwAwbtw4bN++Hbdu3YK1tTX69OmDoUOHIi0tDZGRkdJ6zs7O+OOPP1BfX48OHXitgYiIqD1hhmoeMxSR8eKkFBHJQggBlUrVZFt0dDSGDx8OLy8vaLVajBw5EiEhIS/cXkVFBVasWIHDhw9Dp9OhtrYWjx8/bnSVz8fHR/pepVJBo9Hg9u3bAJ7e/u3n5yeFqWedP38emZmZelf16urqUFVVhcrKSlhZWTVa5/Hjx7CwsHjh2J/HyspKClMA4OjoCDc3N1hbW+staxh/A0tLS9TX1+PJkyewtLT8V/smIiKitokZqnnMUETGi5NSRCSLK1euwN3dvck2f39/FBcXIykpCceOHcN7772H4ODgRrdY/9O8efOQnJyMr7/+Gp6enrC0tMS4ceNQXV2t18/U1FTvtUqlkm4tby58VFRUIDY2FmPHjm3U9rzQZG9vjwsXLugta7jyJoSQltXU1DRat6mxvmj8De7evYuOHTsyTBEREbVDzFDMUETtGSeliKjVpaam4sKFC5gzZ85z+9ja2iIyMhKRkZEYN24ctFot7t69Czs7O5iamuo9mBIAMjMzER0djYiICABPw0/DAy9bysfHB9999520n2f5+/ujoKBA73b05vj5+WHjxo16VzUbbp/X6XTo3LkzgKdXGA3l4sWL8PPzM9j2iIiIqG1ghmKGImrv+IezRGRQT548QVlZGW7evIlz585h1apVGD16NEaOHImJEyc2uc66deuwc+dOXL16Fb/99hv27NkDjUYDtVoN4Ol/gElJSUFZWRnu3bsHAOjZsyf27duHvLw8nD9/HuPHj2909as5UVFR0Gg0GDNmDDIzM/H7779j7969yMrKAgAsW7YMP/zwA2JjY3Hp0iVcuXIFu3btwtKlS5+7zaFDh6KiogKXLl2Slnl6eqJ79+5YsWIFrl27hsOHD2Pt2rUvNdYXycjIaPZWfSIiImrbmKGYoYheRZyUIiKDOnLkCJycnODm5gatVou0tDTExcUhISEBJiYmTa5jY2ODNWvWICAgAP3790dJSQkSExOlW7bXrl2L5ORkdO/eXbqatW7dOnTu3BmDBg3CqFGjEBoaCn9//5caq5mZGY4ePQoHBweEh4fD29sbX3zxhTTO0NBQHDp0CEePHkX//v0xcOBArF+/Xu8hos/q0qULIiIisGPHDmmZqampFBh9fHzw5Zdf4rPPPnupsT7PzZs3cerUKUyePNkg2yMiIiJlMEMxQxG9ilTin3+gS0RE/1l+fj6GDx+OoqIivQdstoaFCxfi3r172LJlS6vuh4iIiKi1MUMRvXp4pxQRkYE1XMkrLi5u9X05ODhg5cqVrb4fIiIiotbGDEX06uGdUkREREREREREJDveKUVERERERERERLLjpBQREREREREREcmOk1JERERERERERCQ7TkoREREREREREZHsOClFRERERERERESy46QUERERERERERHJjpNSREREREREREQkO05KERERERERERGR7DgpRUREREREREREsuOkFBERERERERERye7/AHo/pywUNXPvAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "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",
      "🧠 DoG creates lateral inhibition:\n",
      "  - Strong excitation at center\n",
      "  - Inhibition at intermediate distances\n",
      "  - Common in visual cortex receptive fields\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Mexican Hat Profile\n",
    "\n",
    "The **Mexican Hat profile** is the second derivative of a Gaussian:\n",
    "\n",
    "$$p(d) = A \\cdot \\left(1 - \\frac{d^2}{\\sigma^2}\\right) e^{-\\frac{d^2}{2\\sigma^2}}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `sigma`: Width parameter\n",
    "- `amplitude`: Scaling factor\n",
    "- `max_distance`: Optional cutoff\n",
    "\n",
    "**Use cases:**\n",
    "- Center-surround patterns\n",
    "- Lateral inhibition\n",
    "- Self-organizing maps"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:00.701400Z",
     "start_time": "2025-10-01T07:14:00.214819Z"
    }
   },
   "source": [
    "# Create Mexican Hat profile\n",
    "mexican_hat = init.MexicanHatProfile(\n",
    "    sigma=50.0 * u.um,\n",
    "    amplitude=1.0,\n",
    "    max_distance=300.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(mexican_hat, max_distance=300, title=\"Mexican Hat Profile\")\n",
    "\n",
    "# Compare with DoG\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 300, 500) * u.um\n",
    "\n",
    "mh_profile = init.MexicanHatProfile(sigma=50.0 * u.um)\n",
    "dog_profile = init.DoGProfile(sigma_center=30.0 * u.um, sigma_surround=90.0 * u.um)\n",
    "\n",
    "mh_prob = mh_profile.probability(distances)\n",
    "dog_prob = dog_profile.probability(distances)\n",
    "\n",
    "ax.plot(distances.mantissa, mh_prob, linewidth=2, label='Mexican Hat')\n",
    "ax.plot(distances.mantissa, dog_prob, linewidth=2, label='DoG')\n",
    "ax.axhline(0, color='black', linestyle='-', linewidth=0.5)\n",
    "\n",
    "ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "ax.set_ylabel('Response', fontsize=11)\n",
    "ax.set_title('Mexican Hat vs DoG', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Mexican Hat properties:\")\n",
    "print(\"  - Single parameter (sigma) controls shape\")\n",
    "print(\"  - More regular than DoG\")\n",
    "print(\"  - Ricker wavelet in signal processing\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAGGCAYAAACqvTJ0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAlEFJREFUeJzs3XlcFPX/B/DXLNcicohcgiQeeCAqikqoiRqFaRodplbe4YkXZWWlZJZopWlpkuaR+TXN82dpmpKYCp545n2FF5fIIcohM78/iJUN0N1xl2Hh9Xw8fDT7mc985j3vXXP2vTOfESRJkkBERERERERERFSBVEoHQERERERERERE1Q+LUkREREREREREVOFYlCIiIiIiIiIiogrHohQREREREREREVU4FqWIiIiIiIiIiKjCsShFREREREREREQVjkUpIiIiIiIiIiKqcCxKERERERERERFRhWNRioiIiIiIiIiIKhyLUkQKu3r1KgRBwPLly5UOhUr46aef0LRpU1hYWMDBwQEA0KVLF3Tp0kXTp7q8d5988gkEQUBaWprBxvTy8sKLL7742H6xsbEQBAGxsbGatsGDB8PLy0urnyAI+OSTTwwWHxERVZzq8u+pqeG5UJEnOcbibb/66ivDB6aQ/55zLV++HIIg4OrVq4rFRKaNRSmqtor/ByoIAvbu3VtqvSRJ8PT0hCAIOn15rqoeV5DQtbhQlhkzZmDTpk069S3+R734j5mZGZ566im8/PLLOHbsmKz9l+fs2bMYPHgwGjZsiMWLF2PRokUGHd9QvLy8tHLi4uKCZ555Bhs3blQ6NMXFxcXhk08+QUZGhtKhEBFVWjwX0g3PhSrnuZCPjw9atWpVqn3jxo0QBAFBQUGl1i1duhSCIOCPP/6oiBD1snXrVr1+YBNFEStWrEBAQAAcHR1ha2uLxo0bY+DAgdi/f7/xAiUyMHOlAyBSmlqtxqpVq9CpUyet9t27d+P69euwsrIy6v7r1auH+/fvw8LCwqj7qYxmzJiB1157DaGhoTpv079/f/To0QOFhYU4c+YMFi5ciN9//x379++Hn5+fQeKKjY2FKIqYN28eGjVqpGmvjCcwfn5+eOeddwAAN2/exPfff49XXnkFCxcuxMiRIxWO7sl17twZ9+/fh6Wl5SP73b9/H+bmD/9Ji4uLw7Rp0zB48GDNr7tERFQ2ngsph+dC8nXq1AlLlixBZmYm7O3tNe379u2Dubk5Dh06hIKCAq3P1b59+2BmZobAwECd91NRn8+tW7diwYIFOhemxo0bhwULFuCll17Cm2++CXNzc5w7dw6///47GjRogKefftqo8RYbMGAA+vXrZ/T/T1DVxSulqNrr0aMH1q5diwcPHmi1r1q1Cv7+/nBzczPq/gVBgFqthpmZmVH3U1W0adMGb731FgYNGoSZM2di5cqVyMvLw8KFC8vdJicnR699pKSkAECpYoalpeVjiyMVzcPDA2+99RbeeustvPfee9i3bx9sbGzw9ddfl7vNgwcPkJ+fX4FRyqdSqaBWq6FSPfqfK7VarVWUIiIi3fFcyLTwXKhIp06dIIoi4uLitNr37duH119/Hffv38eRI0e01u3duxctW7aEra2tzvupjJ/P5ORkfPfddwgLC8OmTZswbtw4jB49GvPmzcO5c+cwevToCovFzMwMarUagiBU2D6pamFRiqq9/v374/bt29ixY4emLT8/H+vWrcMbb7xR5jaiKGLu3Llo3rw51Go1XF1dMWLECNy5c0fTJzIyEiqVCjExMVrbDh8+HJaWljh+/DiA8u9TP3v2LF5//XU4OzvD2toaTZo0wUcffaRZ/88//2D06NFo0qQJrK2tUbt2bfTp06fU/dzFl+bv27cPERERcHZ2ho2NDV5++WWkpqbKSdljffXVV+jQoQNq164Na2tr+Pv7Y926dVp9BEFATk4OfvzxR81l6IMHD9Z7X926dQMAXLlyBcDD4929ezdGjx4NFxcX1K1bV9P/u+++Q/PmzWFlZQV3d3eMGTNG6xYvLy8vREZGAgCcnZ217pv/7zwK5Tl79ixee+01ODo6Qq1Wo23btti8ebPexyaHm5sbmjVrpslHybkM5s6di4YNG8LKygqnT58GAPz555945plnYGNjAwcHB7z00ks4c+ZMmWOnpaXh9ddfh52dHWrXro3x48cjNzdXq8+yZcvQrVs3uLi4wMrKCj4+Po88Sf7jjz/g5+cHtVoNHx8fbNiwQWt9WXNKlaXk+/TJJ59g0qRJAID69etrPl9Xr15FUFBQmZf6A0CTJk0QEhLyyP0QEVVFPBcyPJ4LGf9cqPjKvn379mnacnNzkZCQgFdeeQUNGjTQWpeamorz589rXRF448YNDB06FK6urrCyskLz5s2xdOlSrf2U9/lcu3YtfHx8oFar4evri40bN5Y572WxRYsWac7D2rVrh0OHDmnWDR48GAsWLAAArVs0y3PlyhVIkoSOHTuWWlc8pUNJGRkZmDhxIry8vGBlZYW6deti4MCBmltS8/PzMXXqVPj7+8Pe3h42NjZ45plnsGvXrnJjKFbWnFLFt7Tu3bsX7du3h1qtRoMGDbBixYpS2584cQJBQUGwtrZG3bp18dlnn2HZsmWcp6oa4c/KVO15eXkhMDAQP//8M1544QUAwO+//47MzEz069cP33zzTaltRowYgeXLl2PIkCEYN24crly5gvnz5+Po0aPYt28fLCws8PHHH+PXX3/FsGHDcPLkSdja2mL79u1YvHgxpk+fXu4XY6Dof87PPPMMLCwsMHz4cHh5eeHSpUv49ddf8fnnnwMADh06hLi4OPTr1w9169bF1atXsXDhQnTp0gWnT59GjRo1tMYcO3YsatWqhcjISFy9ehVz585FeHg41qxZo1Oe0tPTy2wXRbFU27x589C7d2+8+eabyM/Px+rVq9GnTx/89ttv6NmzJ4CiyTPffvtttG/fHsOHDwcANGzYUKdYSrp06RIAoHbt2lrto0ePhrOzM6ZOnar5dfCTTz7BtGnTEBwcjFGjRuHcuXNYuHAhDh06pHnf5s6dixUrVmDjxo1YuHAhatasiZYtW+ocz99//42OHTvCw8MDH3zwAWxsbPDLL78gNDQU69evx8svv6z3MeqjoKAA165dK5WPZcuWITc3F8OHD4eVlRUcHR2xc+dOvPDCC2jQoAE++eQT3L9/H99++y06duyIhISEUidVr7/+Ory8vBAVFYX9+/fjm2++wZ07d7ROMBYuXIjmzZujd+/eMDc3x6+//orRo0dDFEWMGTNGa7wLFy6gb9++GDlyJAYNGoRly5ahT58+2LZtG5577jnZOXjllVdw/vx5/Pzzz/j666/h5OQEoOjEesCAAQgLC8OpU6fg6+ur2ebQoUM4f/48Pv74Y9n7JSIyVTwX4rmQKZ4LNWjQAO7u7lrzoR06dAj5+fno0KEDOnTogH379mmmOSi+oqq4KJWcnIynn34agiAgPDwczs7O+P333zFs2DBkZWVhwoQJ5e57y5Yt6Nu3L1q0aIGoqCjcuXMHw4YNg4eHR5n9V61ahezsbIwYMQKCIOCLL77AK6+8gsuXL8PCwgIjRozAzZs3sWPHDvz000+PPfZ69eoBKCqM9enTp9RnvaS7d+/imWeewZkzZzB06FC0adMGaWlp2Lx5M65fvw4nJydkZWXhhx9+QP/+/REWFobs7GwsWbIEISEhOHjwoKzbQi9evIjXXnsNw4YNw6BBg7B06VIMHjwY/v7+aN68OYCiomDXrl0hCAImT54MGxsb/PDDD7wVsLqRiKqpZcuWSQCkQ4cOSfPnz5dsbW2le/fuSZIkSX369JG6du0qSZIk1atXT+rZs6dmuz179kgApP/9739a423btq1U+8mTJyVLS0vp7bfflu7cuSN5eHhIbdu2lQoKCjR9rly5IgGQli1bpmnr3LmzZGtrK/3zzz9a+xBFUbNcHGtJ8fHxEgBpxYoVpY4zODhYa/uJEydKZmZmUkZGxiPzFBkZKQF45J+S+Skrtvz8fMnX11fq1q2bVruNjY00aNCgR+6/WHGepk2bJqWmpkpJSUlSbGys1Lp1awmAtH79eq3j7dSpk/TgwQPN9ikpKZKlpaX0/PPPS4WFhZr2+fPnSwCkpUuXljrm1NRUrRiCgoKkoKCgUjGVfO+effZZqUWLFlJubq6mTRRFqUOHDpK3t7dOx6qrevXqSc8//7yUmpoqpaamSsePH5f69esnAZDGjh2rFaOdnZ2UkpKitb2fn5/k4uIi3b59W9N2/PhxSaVSSQMHDtS0Feejd+/eWtuPHj1aAiAdP35c01bW5zIkJERq0KBBqdhLvm+SJEmZmZlSnTp1pNatW2vadu3aJQGQdu3apWkbNGiQVK9ePa3xAEiRkZGa119++aUEQLpy5YpWv4yMDEmtVkvvv/++Vvu4ceMkGxsb6e7du6XiJyKqqnguxHMhSTLtc6E+ffpI1tbWUn5+viRJkhQVFSXVr19fkiRJ+u677yQXFxdN33fffVcCIN24cUOSJEkaNmyYVKdOHSktLU1rzH79+kn29vaa97CsY2zRooVUt25dKTs7W9MWGxsrAdA6Rynetnbt2lJ6erqm/f/+7/8kANKvv/6qaRszZoykz9fzgQMHSgCkWrVqSS+//LL01VdfSWfOnCnVb+rUqRIAacOGDaXWFf99ePDggZSXl6e17s6dO5Krq6s0dOhQrfb/nnMVf95KnnMVn+f99ddfmraUlBTJyspKeueddzRtY8eOlQRBkI4ePappu337tuTo6FjmeRxVTbx9jwjQ3Hf+22+/ITs7G7/99lu5l6uvXbsW9vb2eO6555CWlqb54+/vj5o1a2pd5urr64tp06bhhx9+QEhICNLS0vDjjz8+cu6b1NRU/PXXXxg6dCieeuoprXUlL+O1trbWLBcUFOD27dto1KgRHBwckJCQUGrc4cOHa23/zDPPoLCwEP/888/jEwRg/fr12LFjR6k/rq6upfqWjO3OnTvIzMzEM888U2Zc+oqMjISzszPc3NzQpUsXXLp0CbNmzcIrr7yi1S8sLEzr3v+dO3ciPz8fEyZM0JqfKCwsDHZ2dtiyZcsTx5aeno4///wTr7/+OrKzszWfjdu3byMkJAQXLlzAjRs3nng/Jf3xxx9wdnaGs7MzWrVqhbVr12LAgAGYNWuWVr9XX30Vzs7Omte3bt3CsWPHMHjwYDg6OmraW7Zsieeeew5bt24tta//Xuk0duxYANDqW/K9z8zMRFpaGoKCgnD58mVkZmZqbe/u7q71a6mdnR0GDhyIo0ePIikpSZ806Mze3h4vvfQSfv75Z0iSBAAoLCzEmjVrEBoaChsbG6Psl4iosuO50OPxXOjxKvpcqFOnTlpzR+3btw8dOnQAAHTs2BEpKSm4cOGCZl39+vXh7u4OSZKwfv169OrVC5IkaX2OQ0JCkJmZWe57dfPmTZw8eRIDBw5EzZo1Ne1BQUFo0aJFmdv07dsXtWrV0rx+5plnAACXL1+WfezLli3D/PnzUb9+fWzcuBHvvvsumjVrhmeffVYrx+vXr0erVq3KvEKt+O+DmZmZZq4wURSRnp6OBw8eoG3btrI/sz4+PprjBIquWG/SpInWMW/btg2BgYFaV2I5OjrizTfflLVPMk28fY8IRf+TDA4OxqpVq3Dv3j0UFhbitddeK7PvhQsXkJmZWepe7WLFE0MWmzRpElavXo2DBw9ixowZ8PHxeWQsxf+jLnlrUVnu37+PqKgoLFu2DDdu3NB8wQZQ6ss/gFIndcX/MJac++FROnfurLkNqiS1Wl2q7bfffsNnn32GY8eOIS8vT9NuiAkQhw8fjj59+kClUsHBwUEzJ8J/1a9fX+t18QlnkyZNtNotLS3RoEEDnU9IH+XixYuQJAlTpkzBlClTyuyTkpJS7qXdqampKCws1LyuWbOm1slOWQICAvDZZ59BEATUqFEDzZo1K/Npc7rmAwCaNWuG7du3IycnR6tI4+3trdWvYcOGUKlUWvf779u3D5GRkYiPj8e9e/e0+v/36TiNGjUq9Zlo3LgxgKL5G4w1se7AgQOxZs0a7NmzB507d8bOnTuRnJyMAQMGGGV/RESmgOdCj8dzocer6HOhkvNKBQQEIC4uDp999hmAos+PnZ0d9u3bB09PTxw5cgR9+/bV7CcjIwOLFi3CokWLyo2zLMV5KvlUwmKNGjUqs4jzpJ+9sqhUKowZMwZjxozB7du3sW/fPkRHR+P3339Hv379sGfPHgBFt3e++uqrjx3vxx9/xOzZs3H27FkUFBRo2v/7OdLVf48ZKDruksf8zz//lPkkxLJyS1UXi1JE/3rjjTcQFhaGpKQkvPDCC+U+Rl4URbi4uOB///tfmetLXo0CFJ1YFf9Cc/LkSYPFO3bsWCxbtgwTJkxAYGAg7O3tIQgC+vXrV+bcBuU9MaTkCZwh7NmzB71790bnzp3x3XffoU6dOrCwsMCyZcuwatWqJx7f29sbwcHBj+1X8hfKilKc93fffbfcCbMf9Y9su3bttE4IIyMjH/tYYCcnJ8Xy8d8T60uXLuHZZ59F06ZNMWfOHHh6esLS0hJbt27F119/XebnUgkhISFwdXXFypUr0blzZ6xcuRJubm465ZGIqCrjuZBh8Fyo4s6FWrVqBVtbW+zduxc9evRAenq65koplUqFgIAA7N27Fw0bNkR+fr6miFUcZ/FTDMuizzxaj2Psz17t2rXRu3dv9O7dG126dMHu3bvxzz//aOaeepyVK1di8ODBCA0NxaRJk+Di4gIzMzNERUVp5izTV0X9fSPTx6IU0b9efvlljBgxAvv373/khJcNGzbEzp070bFjx8f+Yy+KIgYPHgw7OztMmDABM2bMwGuvvVbq8uqSGjRoAAA4derUI8det24dBg0ahNmzZ2vacnNztZ6eooT169dDrVZj+/btWr/aLVu2rFTfinx0bPE/yufOndPkGCh62siVK1cMUpAoHtfCwkLWeP/73/9w//79UuMZQ8l8/NfZs2fh5ORU6la2CxcuaP1advHiRYiiqJkQ/ddff0VeXh42b96s9etYeU9uKf41teTn4Pz58wBQ7pNrdPWoz5aZmRneeOMNLF++HLNmzcKmTZtK3eJARFQd8VzIMHguVHHnQmZmZnj66aexb98+7N27F3Z2dlq30HXo0AFr1qzRFMKKi1LOzs6wtbVFYWGh3nEW5/HixYul1pXVpitDfRbatm2L3bt349atW6hXrx4aNmyo09+lBg0aYMOGDVpxFD+F0Vjq1atn8DyS6eGcUkT/qlmzJhYuXIhPPvkEvXr1Krff66+/jsLCQkyfPr3UugcPHmidCM2ZMwdxcXFYtGgRpk+fjg4dOmDUqFGax6+WxdnZGZ07d8bSpUuRmJiota7kLwtmZmalfmn49ttvtS55VoKZmRkEQdCK4+rVq9i0aVOpvjY2NhV24hgcHAxLS0t88803WnlbsmQJMjMzNU/CeRIuLi7o0qULvv/+e9y6davU+sc9drpjx44IDg7W/DFmUapOnTrw8/PDjz/+qPUenDp1Cn/88Qd69OhRapviRxUX+/bbbwFA86Sm4qLOf2+fKOskHCiak2Hjxo2a11lZWVixYgX8/Pye+Na94oJaeZ+vAQMG4M6dOxgxYgTu3r2Lt95664n2R0RUFfBcyDB4LlSx50KdOnVCamoqli1bhoCAAK35sjp06IBz587h//7v/1C7dm00a9YMQNF79Oqrr2L9+vVlFmweFae7uzt8fX2xYsUK3L17V9O+e/fuJ7oS8HHnLiUlJSXh9OnTpdrz8/MRExMDlUqlKcS9+uqrOH78uNY5V7Hiz0FZ53AHDhxAfHy83sehj5CQEMTHx+PYsWOatvT09HKvwqSqiVdKEZVQ3uW7JQUFBWHEiBGIiorCsWPH8Pzzz8PCwgIXLlzA2rVrMW/ePLz22ms4c+YMpkyZgsGDB2tO7JYvXw4/Pz+MHj0av/zyS7n7+Oabb9CpUye0adMGw4cPR/369XH16lVs2bJF8z/tF198ET/99BPs7e3h4+OD+Ph47Ny5s9TjgCtaz549MWfOHHTv3h1vvPEGUlJSsGDBAjRq1AgnTpzQ6uvv74+dO3dizpw5cHd3R/369REQEGCUuJydnTF58mRMmzYN3bt3R+/evXHu3Dl89913aNeuncGKEgsWLECnTp3QokULhIWFoUGDBkhOTkZ8fDyuX7+O48ePG2Q/hvDll1/ihRdeQGBgIIYNG4b79+/j22+/hb29fZmXyl+5cgW9e/dG9+7dER8fj5UrV+KNN97QPNL7+eefh6WlJXr16qUp9ixevBguLi5lnpg2btwYw4YNw6FDh+Dq6oqlS5ciOTm53CKWPvz9/QEAH330Efr16wcLCwv06tVLc8LXunVr+Pr6Yu3atWjWrBnatGnzxPskIqoKeC705HguVLHnQsVXP8XHx5c6f3n66achCAL279+PXr16aV0FNHPmTOzatQsBAQEICwuDj48P0tPTkZCQgJ07dyI9Pb3cfc6YMQMvvfQSOnbsiCFDhuDOnTuYP38+fH19tQpV+ig+dxk3bhxCQkJgZmaGfv36ldn3+vXraN++Pbp164Znn30Wbm5uSElJwc8//4zjx49jwoQJmvnPJk2ahHXr1qFPnz4YOnQo/P39kZ6ejs2bNyM6OhqtWrXCiy++iA0bNuDll19Gz549ceXKFURHR8PHx0f28ejivffew8qVK/Hcc89h7NixsLGxwQ8//ICnnnoK6enpFXolISmoQp/1R1SJlHwM8qP89zHIxRYtWiT5+/tL1tbWkq2trdSiRQvpvffek27evCk9ePBAateunVS3bt1SjxmeN2+eBEBas2aNJEllP2ZWkiTp1KlT0ssvvyw5ODhIarVaatKkiTRlyhTN+jt37khDhgyRnJycpJo1a0ohISHS2bNnpXr16mk9Wri849y1a5cEQNq1a9cjj7+8RwI/Kj9LliyRvL29JSsrK6lp06bSsmXLNOOUdPbsWalz586StbW1BOCRj0QuztOXX375yHgf977Onz9fatq0qWRhYSG5urpKo0aNku7cuaPTMevyGGRJkqRLly5JAwcOlNzc3CQLCwvJw8NDevHFF6V169Y9MnZ9lffZLOlxedu5c6fUsWNHydraWrKzs5N69eolnT59WqtPcT5Onz4tvfbaa5Ktra1Uq1YtKTw8XLp//75W382bN0stW7aU1Gq15OXlJc2aNUtaunRpmY8K7tmzp7R9+3apZcuWms/K2rVrtcYr63M6aNAgrcctS1LpxxNLkiRNnz5d8vDwkFQqVZmPFf7iiy8kANKMGTPKTyARURXGcyGeC5n6uZAkSVJOTo5kbm4uAZD++OOPUutbtmwpAZBmzZpVal1ycrI0ZswYydPTU7KwsJDc3NykZ599Vlq0aNFjj3H16tVS06ZNJSsrK8nX11favHmz9Oqrr0pNmzYttW1Z79l/z10ePHggjR07VnJ2dpYEQSj1WSkpKytLmjdvnhQSEiLVrVtXsrCwkGxtbaXAwEBp8eLFkiiKWv1v374thYeHSx4eHpKlpaVUt25dadCgQVJaWpokSZIkiqI0Y8YMqV69epKVlZXUunVr6bffftPpnKv481bWed5//ffzI0mSdPToUemZZ56RrKyspLp160pRUVHSN998IwGQkpKSys0BVR2CJHGmMSIiqn7mzZuHiRMn4urVq2U+IYaIiIhIH35+fnB2dsaOHTuUDsWkTZgwAd9//z3u3r3LOT+rAc4pRURE1Y4kSViyZAmCgoJYkCIiIiK9FBQU4MGDB1ptsbGxOH78OLp06aJMUCaq5MT2AHD79m389NNP6NSpEwtS1QTnlCIiomojJycHmzdvxq5du3Dy5En83//9n9IhERERkYm5ceMGgoOD8dZbb8Hd3R1nz55FdHQ03NzcMHLkSKXDMymBgYHo0qULmjVrhuTkZCxZsgRZWVmYMmWK0qFRBWFRioiIqo3U1FS88cYbcHBwwIcffojevXsrHRIRERGZmFq1asHf3x8//PADUlNTYWNjg549e2LmzJmKT7Rvanr06IF169Zh0aJFEAQBbdq0wZIlS9C5c2elQ6MKwjmliIiIiIiIiIiownFOKSIiIiIiIiIiqnAsShERERERERERUYWrdnNKiaKImzdvwtbWFoIgKB0OERERVSKSJCE7Oxvu7u5Qqfjb3aPwnIqIiIjKo+s5VbUrSt28eROenp5Kh0FERESV2LVr11C3bl2lw6jUeE5FREREj/O4c6pqV5SytbUFUJQYOzs7g48viiJSU1Ph7OzMX1j1xNzJx9zJx9zJx9zJx9zJZ+zcZWVlwdPTU3O+QOXjOVXlxdzJx9zJx9zJx9zJx9zJV1nOqapdUar48nI7OzujnUDl5ubCzs6Ofyn0xNzJx9zJx9zJx9zJx9zJV1G54+1oj8dzqsqLuZOPuZOPuZOPuZOPuZOvspxT8V0jIiIiIiIiIqIKx6IUERERERERERFVOBaliIiIiIiIiIiowrEoRUREREREREREFY5FKSIiIiIiIiIiqnAsShERERERERERUYVjUYqIiIiIiIiIiCoci1JERERERERERFThWJQiIiIiIiIiIqIKZ650AEREREREWu5eAbKvwPyuBDhYAmpHpSMiIiIiI2BRioiIiIgql6uroDrxMZwA4BAAhxZA/YGA9yjA3Ebh4IiIiMhQePseEREREVUuBRnarzNOAkcnAf9XH7i4CJAkRcIiIiIiw2JRioiIiIgqF5eukBqNxj27jpBqPPWwPS8VODgC2NcPKMhSLj4iIiIyCBaliIiIiEzAggUL4OXlBbVajYCAABw8eLDcvn///TdeffVVeHl5QRAEzJ07t1SfqKgotGvXDra2tnBxcUFoaCjOnTtnxCPQg0cPSM0/QpbbQEit5wL+8wGnDg/XJ/4C7OgE5KYpFiIRERE9ORaliIiIiCq5NWvWICIiApGRkUhISECrVq0QEhKClJSUMvvfu3cPDRo0wMyZM+Hm5lZmn927d2PMmDHYv38/duzYgYKCAjz//PPIyckx5qHIY/MU4PMB4DMZMKtR1JZxEojpxsIUERGRCWNRioiIiKiSmzNnDsLCwjBkyBD4+PggOjoaNWrUwNKlS8vs365dO3z55Zfo168frKysyuyzbds2DB48GM2bN0erVq2wfPlyJCYm4siRI8Y8lCfjFAi0/gqwrFX0OvMksPtFoDBP2biIiIhIFj59j4iIiKgSy8/Px5EjRzB58mRNm0qlQnBwMOLj4w22n8zMTACAo6Njmevz8vKQl/ew+JOVVTSnkyiKEEXRYHEUE0UJkgSIErQnNrf2AFp8DuHkRxDy7wC3D0A6OBpS+0WAIBg8DlMkiiIkSTLK+1LVMXfyMXfyMXfyMXfyGTt3uo7LohQRERFRJZaWlobCwkK4urpqtbu6uuLs2bMG2YcoipgwYQI6duwIX1/fMvtERUVh2rRppdpTU1ORm5trkDi0YsrNRGauJaQsQFXq2n4PmD81BbUvvQ9BKoBwZSmyLJvivscAg8dhikRRRGZmJiRJgqp08ugRmDv5mDv5mDv5mDv5jJ277OxsnfqxKEVERERUzY0ZMwanTp3C3r17y+0zefJkREREaF5nZWXB09MTzs7OsLOzM3hMYk4hhNR8ONsBKrMyOtg3hGQWDuHc1wAAu4uRsPV+GajZwOCxmBpRFCEIApydnfklTU/MnXzMnXzMnXzMnXzGzp1ardapH4tSRERERJWYk5MTzMzMkJycrNWenJxc7iTm+ggPD8dvv/2Gv/76C3Xr1i23n5WVVZnzU6lUKuN8EVAJEARAJQCq8m7Lc+0KZJ0Bbm2DUHgfwv7BwHN/AQK/mAiCYLz3popj7uRj7uRj7uRj7uQzZu50HZPvGhEREVElZmlpCX9/f8TExGjaRFFETEwMAgMDZY8rSRLCw8OxceNG/Pnnn6hfv74hwq149QcDVi5Fy2n7gPPfKRoOERER6U7RotRff/2FXr16wd3dHYIgYNOmTY/dJjY2Fm3atIGVlRUaNWqE5cuXGz1OIiIiIiVFRERg8eLF+PHHH3HmzBmMGjUKOTk5GDJkCABg4MCBWhOh5+fn49ixYzh27Bjy8/Nx48YNHDt2DBcvXtT0GTNmDFauXIlVq1bB1tYWSUlJSEpKwv379yv8+J6IeQ2gybiHr098BOSmKRcPERER6UzRolROTg5atWqFBQsW6NT/ypUr6NmzJ7p27Ypjx45hwoQJePvtt7F9+3YjR0pERESknL59++Krr77C1KlT4efnh2PHjmHbtm2ayc8TExNx69YtTf+bN2+idevWaN26NW7duoWvvvoKrVu3xttvv63ps3DhQmRmZqJLly6oU6eO5s+aNWsq/PiemENLwLVb0XJBFnD8I2XjISIiIp0oOqfUCy+8gBdeeEHn/tHR0ahfvz5mz54NAGjWrBn27t2Lr7/+GiEhIcYKk4iIiEhx4eHhCA8PL3NdbGys1msvLy9IkvTI8R633uR4DQTS4oDCXODSD0DjMUCtlkpHRURERI9gUhOdx8fHIzg4WKstJCQEEyZMKHebvLw85OXlaV5nZWUBKJqLQRRFg8coiiIkSTLK2FUdcycfcycfcycfcycfcyefsXPH98SEWTkCnq8DV1cAEIFj7wNdf1c6KiIiInoEkypKJSUlaS5TL+bq6oqsrCzcv38f1tbWpbaJiorCtGnTSrWnpqYiNzfX4DGKoojMzExIksTZ//XE3MnH3MnH3MnH3MnH3Mln7NxlZ2cbfEyqQHV7Aze3APm3gVvbgLSDgFN7paMiIiKicphUUUqOyZMnIyIiQvM6KysLnp6ecHZ2hp2dncH3J4oiBEGAs7Mzv2joibmTj7mTj7mTj7mTj7mTz9i5U6vVBh+TKpDKEniqL3Dx3yfwHf8QeHansjERERFRuUyqKOXm5obk5GSttuTkZNjZ2ZV5lRQAWFlZwcrKqlS7SqUy2hcBQRCMOn5VxtzJx9zJx9zJx9zJx9zJZ8zc8f2oAtyeBa6tA/JSgOQYIDUOcO6gdFRERERUBpM68woMDERMTIxW244dOxAYGKhQRERERERUqagsgHp9H74+9ZlysRAREdEjKVqUunv3Lo4dO4Zjx44BAK5cuYJjx44hMTERQNGtdwMHDtT0HzlyJC5fvoz33nsPZ8+exXfffYdffvkFEydOVCJ8IiIiIqqMXLoClrWLlm/9DmSeUTYeIiIiKpOiRanDhw+jdevWaN26NQAgIiICrVu3xtSpUwEAt27d0hSoAKB+/frYsmULduzYgVatWmH27Nn44YcfEBISokj8RERERFQJqcyLJj0vdnqWcrEQERFRuRSdU6pLly6QJKnc9cuXLy9zm6NHjxoxKiIiIiIyeW4hwD9rgMJ7wD+rAL8owLqO0lERERFRCSY1pxQRERERkU7MawDuLxQtiwXA+YXKxkNERESlsChFRERERFVTnR7QnO5eWlRUnCIiIqJKg0UpIiIiIqqa1M5A7fZFy7nJwPX/UzYeIiIi0sKiFBERERFVXe49Hi6fnatYGERERFQai1JEREREVHU5tASsPYqW0/YBmWeVjYeIiIg0WJQiIiIioqpLUAF1uj98fWmJcrEQERGRFhaliIiIiKhqcwkCBLOi5SsrALFQ2XiIiIgIAItSRERERFTVWToAjm2LlvNSgKQdioZDRERERViUIiIiIqKqz/XZh8sXFykXBxEREWmwKEVEREREVZ+jP2BhV7R8cwuQn6FoOERERMSiFBERERFVByoLwDmoaFnMB66uUjYeIiIiYlGKiIiIiKoJt24Pl/kUPiIiIsWxKEVERERE1YNNA8DGq2j5TgKQfUnRcIiIiKo7FqWIiIiIqHoQBMAl6OHrf35WLhYiIiJiUYqIiIiIqhGnjg+X/1mtXBxERETEohQRERERVSPWboCtd9Fy5t9A1gVl4yEiIqrGWJQiIiIiourFqdPDZT6Fj4iISDEsShERERFR9eJc4ha+xDXKxUFERFTNsShFRERERNWL2gWwbVy0nHUGyDqnbDxERETVFItSRERERFT9OPMWPiIiIqWxKEVERERE1Q+fwkdERKQ4FqWIiIiIqPpROwO2TYqWs88D2ZeUjYeIiKgaYlGKiIiIiKqn2gEPl69tUC4OIiKiaopFKSIiIiKqnpxKFKWusyhFRERU0ViUIiIiIqLqybouoK5TtHz7EJCXrmw8RERE1QyLUkRERERUPQnCw6ulpELgxm/KxkNERFTNsChFREREZAIWLFgALy8vqNVqBAQE4ODBg+X2/fvvv/Hqq6/Cy8sLgiBg7ty5TzxmlVVyXqnEtcrFQUREVA2xKEVERERUya1ZswYRERGIjIxEQkICWrVqhZCQEKSkpJTZ/969e2jQoAFmzpwJNzc3g4xZZdk1Bcxti5aT/wQK85SNh4iIqBphUYqIiIiokpszZw7CwsIwZMgQ+Pj4IDo6GjVq1MDSpUvL7N+uXTt8+eWX6NevH6ysrAwyZpUlmAG12xUtF94Dkv5UNh4iIqJqxFzpAIiIiIiofPn5+Thy5AgmT56saVOpVAgODkZ8fHyFjZmXl4e8vIdXEWVlZQEARFGEKIqy4ngUUZQgSYAoAZAkg4+vxbE9VMlFxSgp8RdIdUKMuz8jE0URkiQZ5X2p6pg7+Zg7+Zg7+Zg7+YydO13HZVGKiIiIqBJLS0tDYWEhXF1dtdpdXV1x9uzZChszKioK06ZNK9WempqK3NxcWXE8ipibicxcS0hZgMrI1/YLKj+4CBYQpAKIN35HanJy0SToJkoURWRmZkKSJKiMnbwqhrmTj7mTj7mTj7mTz9i5y87O1qkfi1JERERE9FiTJ09GRESE5nVWVhY8PT3h7OwMOzs7g+9PzCmEkJoPZztAZWbw4f/DGrBvDmQcg1l+MlzUaUWvTZQoihAEAc7OzvySpifmTj7mTj7mTj7mTj5j506tVuvUj0UpIiIiokrMyckJZmZmSE5O1mpPTk4udxJzY4xpZWVV5vxUKpXKOF8EVAIEAVAJgKoirlpy9AcyjhXt+uYWoFYL4+/TiARBMN57U8Uxd/Ixd/Ixd/Ixd/IZM3e6jsl3jYiIiKgSs7S0hL+/P2JiYjRtoigiJiYGgYGBlWZMk+fo/3D5xm/KxUFERFSN8EopIiIiokouIiICgwYNQtu2bdG+fXvMnTsXOTk5GDJkCABg4MCB8PDwQFRUFICiicxPnz6tWb5x4waOHTuGmjVrolGjRjqNWe1YewBWLkBeCnD7IFBwF7CoqXRUREREVRqLUkRERESVXN++fZGamoqpU6ciKSkJfn5+2LZtm2ai8sTERK3L5G/evInWrVtrXn/11Vf46quvEBQUhNjYWJ3GrHYEoehqqVu/A1IBkBwD1H1J6aiIiIiqNBaliIiIiExAeHg4wsPDy1xXXGgq5uXlBUmSnmjMasmxTVFRCgCu/x+LUkREREbGOaWIiIiIiADAoSUg/Pub7a0/AB0Ke0RERCQfi1JERERERABgZg3Y+xQt378BZJ9XNh4iIqIqjkUpIiIiIqJitUo8he/6r8rFQUREVA3oXZS6fPmyMeIgIiIiIlKeY4mi1M0tysVBRERUDehdlGrUqBG6du2KlStXIjc31xgxEREREREpo4YnYOlYtHx7P1CYr2w8REREVZjeRamEhAS0bNkSERERcHNzw4gRI3Dw4EFjxEZEREREVLEEAXBoVbRcmFtUmCIiIiKj0Lso5efnh3nz5uHmzZtYunQpbt26hU6dOsHX1xdz5sxBamqqMeIkIiIiMgkPHjzAihUrkJycrHQoJFetVg+Xb/AWPiIiImORPdG5ubk5XnnlFaxduxazZs3CxYsX8e6778LT0xMDBw7ErVu3dBpnwYIF8PLyglqtRkBAwGOvupo7dy6aNGkCa2treHp6YuLEibyNkIiIiCoNc3NzjBw5kucnpsyhRFEqaYdycRAREVVxsotShw8fxujRo1GnTh3MmTMH7777Li5duoQdO3bg5s2beOmllx47xpo1axAREYHIyEgkJCSgVatWCAkJQUpKSpn9V61ahQ8++ACRkZE4c+YMlixZgjVr1uDDDz+UexhEREREBte+fXscO3ZM6TBILqvaRXNLAUDGCSA/U9l4iIiIqihzfTeYM2cOli1bhnPnzqFHjx5YsWIFevToAZWqqL5Vv359LF++HF5eXjqNFRYWhiFDhgAAoqOjsWXLFixduhQffPBBqf5xcXHo2LEj3njjDQCAl5cX+vfvjwMHDuh7GERERERGM3r0aERERODatWvw9/eHjY2N1vqWLVsqFBnpzKEVcO8aIBUCybsAz1ClIyIiIqpy9C5KLVy4EEOHDsXgwYNRp06dMvu4uLhgyZIljxwnPz8fR44cweTJkzVtKpUKwcHBiI+PL3ObDh06YOXKlTh48CDat2+Py5cvY+vWrRgwYEC5+8nLy0NeXp7mdVZWFgBAFEWIovjIGOUQRRGSJBll7KqOuZOPuZOPuZOPuZOPuZPP2Lkz1Lj9+vUDAIwbN07TJggCJEmCIAgoLCw0yH7IiGq1Am7+VrR8cyuLUkREREagd1Fqx44deOqppzRXRhWTJAnXrl3DU089BUtLSwwaNOiR46SlpaGwsBCurq5a7a6urjh79myZ27zxxhtIS0tDp06dIEkSHjx4gJEjRz7y9r2oqChMmzatVHtqaqpR5noQRRGZmZmQJKlUjujRmDv5mDv5mDv5mDv5mDv5jJ277Oxsg4xz5coVg4xDCrL3RdFMFyKQ/KfS0RAREVVJehelGjZsiFu3bsHFxUWrPT09HfXr1zfqL3+xsbGYMWMGvvvuOwQEBODixYsYP348pk+fjilTppS5zeTJkxEREaF5nZWVBU9PTzg7O8POzs7gMYqiCEEQ4OzszC8aemLu5GPu5GPu5GPu5GPu5DN27tRqtUHGqVevnkHGIQWZ2wB2jYGss8DdS8C9G0AND6WjIiIiqlL0LkpJklRm+927d/U6kXNycoKZmVmpxyUnJyfDzc2tzG2mTJmCAQMG4O233wYAtGjRAjk5ORg+fDg++uijMk9OraysYGVlVapdpVIZ7YuAIAhGHb8qY+7kY+7kY+7kY+7kY+7kM2buDDnmpUuXMHfuXJw5cwYA4OPjg/Hjx6Nhw4YG2wcZmUOroqIUANz6A2g4RNl4iIiIqhidi1LFVxsJgoCpU6eiRo0amnWFhYU4cOAA/Pz8dN6xpaUl/P39ERMTg9DQUABFv37GxMQgPDy8zG3u3btX6mTRzMwMQPnFMiIiIqKKtn37dvTu3Rt+fn7o2LEjAGDfvn1o3rw5fv31Vzz33HMKR0g6cWgFJK4pWmZRioiIyOB0LkodPXoUQFHx5+TJk7C0tNSss7S0RKtWrfDuu+/qtfOIiAgMGjQIbdu2Rfv27TF37lzk5ORonsY3cOBAeHh4ICoqCgDQq1cvzJkzB61bt9bcvjdlyhT06tVLU5wiIiIiUtoHH3yAiRMnYubMmaXa33//fRalTIVdY0BlCYj5QOoepaMhIiKqcnQuSu3atQsAMGTIEMybN88g8zH17dsXqampmDp1KpKSkuDn54dt27ZpJj9PTEzUujLq448/hiAI+Pjjj3Hjxg04OzujV69e+Pzzz584FiIiIiJDOXPmDH755ZdS7UOHDsXcuXMrPiCSR2UJ2DYBMk8C928AOf8ANpwvjIiIyFD0nlNq2bJlBg0gPDy83Nv1YmNjtV6bm5sjMjISkZGRBo2BiIiIyJCcnZ1x7NgxeHt7a7UfO3as1MNiqJJz8C0qSgFAUgzQcKiy8RAREVUhOhWlXnnlFSxfvhx2dnZ45ZVXHtl3w4YNBgmMiIiIyFSFhYVh+PDhuHz5Mjp06ACgaE6pWbNmaT0VmEyAfQsAPxct39rBohQREZEB6VSUsre3hyAImmUiIiIiKt+UKVNga2uL2bNnY/LkyQAAd3d3fPLJJxg3bpzC0ZFe7BoDggUgFQCpe5WOhoiIqErRqShV8pY9Q9++R0RERFTVCIKAiRMnYuLEicjOzgYA2NraKhwVyaKyBOyaAJmngPvXgZxEwOYppaMiIiKqElSP70JERERE+ujWrRsyMjIAFBWjigtSWVlZ6Natm4KRkSz2vg+Xk2KUi4OIiKiK0elKqdatW2tu33uchISEJwqIiIiIyNTFxsYiPz+/VHtubi727NmjQET0RBx8gcR/l5N2AA2HKBoOERFRVaFTUSo0NNTIYRARERGZvhMnTmiWT58+jaSkJM3rwsJCbNu2DR4eHkqERk/CtgkgmAPSA84rRUREZEA6FaUiIyONHQcRERGRyfPz84MgCBAEoczb9KytrfHtt98qEBk9ETOrf+eV+hu4dw24dx2oUVfpqIiIiEyeTkUpIiIiInq8K1euQJIkNGjQAAcPHoSzs7NmnaWlJVxcXGBmZqZghCSbvW9RUQoomleqwSBl4yEiIqoCdCpKOTo64vz583ByckKtWrUeOb9Uenq6wYIjIiIiMiX16tUDAIiiqHAkZHD2vgDWFC0n7WBRioiIyAB0Kkp9/fXXmqfGzJ0715jxEBEREZm8qKgouLq6YujQoVrtS5cuRWpqKt5//32FIiPZ7Jo+nFcqhZPVExERGYJORalBgwaVuUxEREREpX3//fdYtWpVqfbmzZujX79+LEqZIjMrwLYxkHUauJcI3LsB1OCk9URERE9C1pxShYWF2LhxI86cOQMA8PHxwUsvvQRzc05RRURERJSUlIQ6deqUand2dsatW7cUiIgMwsG3qCgFAMmxQP03FQ2HiIjI1Kn03eDvv/9G48aNMWjQIGzcuBEbN27EoEGD4O3tjVOnThkjRiIiIiKT4unpiX379pVq37dvH9zd3RWIiAzCrvnD5eQ/lYuDiIioitD70qa3334bzZs3x+HDh1GrVi0AwJ07dzB48GAMHz4ccXFxBg+SiIiIyJSEhYVhwoQJKCgoQLdu3QAAMTExeO+99/DOO+8oHB3JZtcERb/pikAaz3mJiIielN5FqWPHjmkVpACgVq1a+Pzzz9GuXTuDBkdERERkiiZNmoTbt29j9OjRyM/PBwCo1Wq8//77mDx5ssLRkWzmNYCaXsDdy0DWOSA/E7C0VzoqIiIik6X37XuNGzdGcnJyqfaUlBQ0atTIIEERERERmTJBEDBr1iykpqZi//79OH78ONLT0zF16lSlQ6MnZefz74IEpJa+RZOIiIh0p1NRKisrS/MnKioK48aNw7p163D9+nVcv34d69atw4QJEzBr1ixjx0tERERkMmrWrIl27drB19cXVlZWTzTWggUL4OXlBbVajYCAABw8ePCR/deuXYumTZtCrVajRYsW2Lp1q9b6u3fvIjw8HHXr1oW1tTV8fHwQHR39RDFWC/Y+D5c5rxQREdET0en2PQcHBwiCoHktSRJef/11TZskSQCAXr16obCw0AhhEhEREZmWw4cP45dffkFiYqLmFr5iGzZs0GusNWvWICIiAtHR0QgICMDcuXMREhKCc+fOwcXFpVT/uLg49O/fH1FRUXjxxRexatUqhIaGIiEhAb6+vgCAiIgI/Pnnn1i5ciW8vLzwxx9/YPTo0XB3d0fv3r3lH3hVZ9fs4XLqXuXiICIiqgJ0Kkrt2rXL2HEQERERVRmrV6/GwIEDERISgj/++APPP/88zp8/j+TkZLz88st6jzdnzhyEhYVhyJAhAIDo6Ghs2bIFS5cuxQcffFCq/7x589C9e3dMmjQJADB9+nTs2LED8+fP11wNFRcXh0GDBqFLly4AgOHDh+P777/HwYMHWZR6FKvagNoVyE0G7hwDCvMBM0uloyIiIjJJOhWlgoKCjB0HERERUZUxY8YMfP311xgzZgxsbW0xb9481K9fHyNGjECdOnX0Gis/Px9HjhzRmiBdpVIhODgY8fHxZW4THx+PiIgIrbaQkBBs2rRJ87pDhw7YvHkzhg4dCnd3d8TGxuL8+fP4+uuvyxwzLy8PeXl5mtdZWVkAAFEUIYqiXsekC1GUIEmAKAH496r8ykKwawYhNxkQ8yDePgw4Pa10SFpEUYQkSUZ5X6o65k4+5k4+5k4+5k4+Y+dO13H1fvpesXv37pV5OXrLli3lDklERERUJVy6dAk9e/YEAFhaWiInJweCIGDixIno1q0bpk2bpvNYaWlpKCwshKurq1a7q6srzp49W+Y2SUlJZfZPSkrSvP72228xfPhw1K1bF+bm5lCpVFi8eDE6d+5c5phRUVFlxp2amorc3Fydj0dXYm4mMnMtIWUBKr0fzWNc1hY+sEcsAODupd9wT2ygbED/IYoiMjMzIUkSVJUteZUccycfcycfcycfcyefsXOXnZ2tUz+9i1KpqakYMmQIfv/99zLXc04pIiIiqu5q1aqlORnz8PDAqVOn0KJFC2RkZODevXsKR1fk22+/xf79+7F582bUq1cPf/31F8aMGQN3d3cEBweX6j958mStq6+ysrLg6ekJZ2dn2NnZGTw+MacQQmo+nO0AlZnBh38y5s2AG0WLtvcOo2YZ83opSRRFCIIAZ2dnfknTE3MnH3MnH3MnH3Mnn7Fzp1ardeqnd1FqwoQJyMjIwIEDB9ClSxds3LgRycnJ+OyzzzB79my9AyUiIiKqajp37owdO3agRYsW6NOnD8aPH48///wTO3bswLPPPqvXWE5OTjAzM0NycrJWe3JyMtzc3Mrcxs3N7ZH979+/jw8//BAbN27UXNHVsmVLHDt2DF999VWZRSkrK6synyCoUqmM80VAJUAQAJUAqEo8cKdSsPEEzG2BB9kQ0g8VPfynksUoCILx3psqjrmTj7mTj7mTj7mTz5i503VMvff8559/Ys6cOWjbti1UKhXq1auHt956C1988QWioqL0DpSIiIioqpk/fz769esHAPjoo48QERGB5ORkvPrqq1iyZIleY1laWsLf3x8xMTGaNlEUERMTg8DAwDK3CQwM1OoPADt27ND0LygoQEFBQakTRjMzM87LoQtB9fApfAUZQNY5RcMhIiIyVXpfKZWTk6N59HCtWrWQmpqKxo0bo0WLFkhISDB4gERERESmonPnzti8eTMcHR0BAJs3b8Zzzz1X5hPy9BEREYFBgwahbdu2aN++PebOnYucnBzN0/gGDhwIDw8PzQ+E48ePR1BQEGbPno2ePXti9erVOHz4MBYtWgQAsLOzQ1BQECZNmgRra2vUq1cPu3fvxooVKzBnzpwnirXasG8GpB8sWk6OBeybKhoOERGRKdL7SqkmTZrg3LmiX4NatWqF77//Hjdu3EB0dLTeT5MhIiIiqkr27t2r9RCYt956C7du3Xricfv27YuvvvoKU6dOhZ+fH44dO4Zt27ZpJjNPTEzU2k+HDh2watUqLFq0CK1atcK6deuwadMm+Pr6avqsXr0a7dq1w5tvvgkfHx/MnDkTn3/+OUaOHPnE8VYLdj4Pl1N2KRcHERGRCdP7Sqnx48drTnoiIyPRvXt3/O9//4OlpSWWL19u6PiIiIiITJYkSQYbKzw8HOHh4WWui42NLdXWp08f9OnTp9zx3NzcsGzZMkOFV/3YNgIEC0AqANLilY6GiIjIJOldlHrrrbc0y/7+/vjnn39w9uxZPPXUU3BycjJocERERERElZLKArD1BrJOA/euAfdvAda8a4CIiEgfehelSpIkCdbW1mjTpo2h4iEiIiIyadu3b4e9vT2AhxOSnzp1SqtP7969lQiNDM2+WVFRCgBS44CnXlU2HiIiIhMjqyi1ZMkSfP3117hw4QIAwNvbGxMmTMDbb79t0OCIiIiITM2gQYO0Xo8YMULrtSAIKCwsrMiQyFhsmzxcTtnNohQREZGe9C5KTZ06FXPmzMHYsWM1jxWOj4/HxIkTkZiYiE8//dTgQRIRERGZAlEUlQ6BKpJdiSfucV4pIiIiveldlFq4cCEWL16M/v37a9p69+6Nli1bYuzYsSxKEREREVH1YOkAqN2A3CQg4yRQmA+YWSodFRERkclQ6btBQUEB2rZtW6rd398fDx48MEhQREREREQmwe7fW/jEPCDjuLKxEBERmRi9i1IDBgzAwoULS7UvWrQIb775pkGCIiIiIiIyCSVv4UverVwcREREJkin2/ciIiI0y4Ig4IcffsAff/yBp59+GgBw4MABJCYmYuDAgcaJkoiIiIioMrItUZRK3QvgXcVCISIiMjU6FaWOHj2q9drf3x8AcOnSJQCAk5MTnJyc8Pfffxs4PCIiIiKiSqymF6CyKrp9L/2Q0tEQERGZFJ2KUrt27TJ2HEREREREpkcwA2y9gcxTwP2bwP1bgHUdpaMiIiIyCXrPKVXS9evXcf36dUPFQkRERFQl1KpVC46OjqX+1K5dGx4eHggKCsKyZcuUDpMMpXiycwBI2adcHERERCZG76KUKIr49NNPYW9vj3r16qFevXpwcHDA9OnTIYqiMWIkIiIiMilTp06FSqVCz549MW3aNEybNg09e/aESqXCmDFj0LhxY4waNQqLFy9WOlQyBNuSRalYxcIgIiIyNTrdvlfSRx99hCVLlmDmzJno2LEjAGDv3r345JNPkJubi88//9zgQRIRERGZkr179+Kzzz7DyJEjtdq///57/PHHH1i/fj1atmyJb775BmFhYQpFSQZT8gl8afuVi4OIiMjE6H2l1I8//ogffvgBo0aNQsuWLdGyZUuMHj0aixcvxvLly40QIhEREZFp2b59O4KDg0u1P/vss9i+fTsAoEePHrh8+XJFh0bGYOkAqN2KljNPAoX5ioZDRERkKvQuSqWnp6Np06al2ps2bYr09HSDBEVERERkyhwdHfHrr7+Wav/111/h6OgIAMjJyYGtrW1Fh0bGUjyvlJgP3DmmaChERESmQu/b91q1aoX58+fjm2++0WqfP38+WrVqZbDAiIiIiEzVlClTMGrUKOzatQvt27cHABw6dAhbt25FdHQ0AGDHjh0ICgpSMkwyJLumQMruouWU3YBTe2XjISIiMgF6F6W++OIL9OzZEzt37kRgYCAAID4+HteuXcPWrVsNHiARERGRqQkLC4OPjw/mz5+PDRs2AACaNGmC3bt3o0OHDgCAd955R8kQydBsS9xJkLoXwCTFQiEiIjIVet++FxQUhPPnz+Pll19GRkYGMjIy8Morr+DcuXN45pln9A5gwYIF8PLyglqtRkBAAA4ePPjI/hkZGRgzZgzq1KkDKysrNG7cmMUwIiIiqnQ6duyIn3/+GQkJCUhISMDPP/+sKUhRFVTTC1BZFS3fPqRoKERERKZCryulCgoK0L17d0RHRxvkKXtr1qxBREQEoqOjERAQgLlz5yIkJATnzp2Di4tLqf75+fl47rnn4OLignXr1sHDwwP//PMPHBwcnjgWIiIiIkMSRREXL15ESkoKRFHUWte5c2eFoiKjEcwAW28g8xSQewu4dxOo4a50VERERJWaXkUpCwsLnDhxwmA7nzNnDsLCwjBkyBAAQHR0NLZs2YKlS5figw8+KNV/6dKlSE9PR1xcHCwsLAAAXl5eBouHiIiIyBD279+PN954A//88w8kSdJaJwgCCgsLFYqMjMquSVFRCgBS9wH1+igbDxERUSWn9+17b731FpYsWfLEO87Pz8eRI0e0HpesUqkQHByM+Pj4MrfZvHkzAgMDMWbMGLi6usLX1xczZszgiR0RERFVKiNHjkTbtm1x6tQppKen486dO5o/fFpxFWZXYl6p4knPiYiIqFx6T3T+4MEDLF26FDt37oS/vz9sbGy01s+ZM0encdLS0lBYWAhXV1etdldXV5w9e7bMbS5fvow///wTb775JrZu3YqLFy9i9OjRKCgoQGRkZJnb5OXlIS8vT/M6KysLQNEl9f+9lN4QRFGEJElGGbuqY+7kY+7kY+7kY+7kY+7kM3buDDXuhQsXsG7dOjRq1Mgg45GJsG3ycDmt7B9ZiYiI6CG9i1KnTp1CmzZtAADnz5/XWicIgmGiKocoinBxccGiRYtgZmYGf39/3LhxA19++WW5RamoqChMmzatVHtqaipyc3ONEmNmZiYkSYJKpfeFaNUacycfcycfcycfcycfcyefsXOXnZ1tkHECAgJw8eJFFqWqG0sHQO0G5CYBmX8DYgGgslA6KiIiokpL76LUrl27DLJjJycnmJmZITk5Was9OTkZbm5uZW5Tp04dWFhYwMzMTNPWrFkzJCUlIT8/H5aWlqW2mTx5MiIiIjSvs7Ky4OnpCWdnZ9jZ2RnkWEoSRRGCIMDZ2ZlfNPTE3MnH3MnH3MnH3MnH3Mln7Nyp1WqDjDN27Fi88847SEpKQosWLTRzYRZr2bKlQfZDlZBt46KilJgHZJwEHNsoHREREVGlpVdRas2aNdi8eTPy8/Px7LPPYuTIkbJ3bGlpCX9/f8TExCA0NBRA0YlmTEwMwsPDy9ymY8eOWLVqFURR1JyInj9/HnXq1CmzIAUAVlZWsLKyKtWuUqmM9kVAEASjjl+VMXfyMXfyMXfyMXfyMXfyGTN3hhrz1VdfBQAMHTpU0yYIAiRJ4kTnVZ1dYyD1r6Ll1L0sShERET2CzkWphQsXYsyYMfD29oa1tTU2bNiAS5cu4csvv5S984iICAwaNAht27ZF+/btMXfuXOTk5Giexjdw4EB4eHggKioKADBq1CjMnz8f48ePx9ixY3HhwgXMmDED48aNkx0DERERkaFduXJF6RBIKbaNHy6nxgFNeJ5KRERUHp2LUvPnz0dkZKRm7qaVK1dixIgRT1SU6tu3L1JTUzF16lQkJSXBz88P27Zt00x+npiYqPWLpaenJ7Zv346JEyeiZcuW8PDwwPjx4/H+++/LjoGIiIjI0OrVq6d0CKSUmg0AwRyQHgDph5SOhoiIqFLTuSh1+fJlDBo0SPP6jTfewLBhw3Dr1i3UqVNHdgDh4eHl3q4XGxtbqi0wMBD79++XvT8iIiIiY9i8eTNeeOEFWFhYYPPmzY/s27t37wqKiiqcyhKw8QLuXgTuXgHyMwFLe6WjIiIiqpR0Lkrl5eXBxsZG81qlUsHS0hL37983SmBEREREpiQ0NBRJSUlwcXHRzJdZFs4pVQ3YNi4qSkECbh8C6gQrHREREVGlpNdE51OmTEGNGjU0r/Pz8/H555/D3v7hrz9z5swxXHREREREJkIUxTKXqRqyawzc2lq0nLqHRSkiIqJy6FyU6ty5M86dO6fV1qFDB1y+fFnzWhAEw0VGRERERGSKSk52nsZpJ4iIiMqjc1GqrPmdiIiIiKjIN998o3NfPjm4irN2B8xsgMIc4E4CIEkAf7wlIiIqRa/b94iIiIiobF9//bVO/QRBYFGqqhNUgG0jIOM4kJcG3LsO2HgqHRUREVGlw6IUERERkQFcuXJF6RCoMrFtUlSUAoC0OMCmr7LxEBERVUIqpQMgIiIiosdbsGABvLy8oFarERAQgIMHDz6y/9q1a9G0aVOo1Wq0aNECW7duLdXnzJkz6N27N+zt7WFjY4N27dohMTHRWIdQvdiVmFcqda9ycRAREVVivFKKiIiIyAiuX7+OzZs3IzExEfn5+Vrr9H1a8Zo1axAREYHo6GgEBARg7ty5CAkJwblz5+Di4lKqf1xcHPr374+oqCi8+OKLWLVqFUJDQ5GQkABfX18AwKVLl9CpUycMGzYM06ZNg52dHf7++2+o1Wr5B00P2Xo/XE47oFwcRERElRiLUkREREQGFhMTg969e6NBgwY4e/YsfH19cfXqVUiShDZt2ug93pw5cxAWFoYhQ4YAAKKjo7FlyxYsXboUH3zwQan+8+bNQ/fu3TFp0iQAwPTp07Fjxw7Mnz8f0dHRAICPPvoIPXr0wBdffKHZrmHDhnIOl8piWQuwcgHyUoCMk4D4AFDx1JuIiKgkWbfvZWRk4I8//sDKlSuxYsUKrT9ERERE1d3kyZPx7rvv4uTJk1Cr1Vi/fj2uXbuGoKAg9OnTR6+x8vPzceTIEQQHB2vaVCoVgoODER8fX+Y28fHxWv0BICQkRNNfFEVs2bIFjRs3RkhICFxcXBAQEIBNmzbpd6D0aMVXS4m5QOZpZWMhIiKqhPT+uebXX3/Fm2++ibt378LOzg5CicfbCoKAgQMHGjRAIiIiIlNz5swZ/PzzzwAAc3Nz3L9/HzVr1sSnn36Kl156CaNGjdJ5rLS0NBQWFsLV1VWr3dXVFWfPni1zm6SkpDL7JyUlAQBSUlJw9+5dzJw5E5999hlmzZqFbdu24ZVXXsGuXbsQFBRUasy8vDzk5eVpXmdlZQEoKnCJoqjz8ehKFCVIEiBKACTJ4ONXCNvGUKXtAwCIKXsBe98K2a0oipAkySjvS1XH3MnH3MnH3MnH3Mln7NzpOq7eRal33nkHQ4cOxYwZM1CjRg29AyMiIiKq6mxsbDTzSNWpUweXLl1C8+bNARQVmZRWfKL40ksvYeLEiQAAPz8/xMXFITo6usyiVFRUFKZNm1aqPTU1Fbm5uYaPMTcTmbmWkLIAlYk+msdC1Ri1/13Ovb4LWfavVMh+RVFEZmYmJEmCylSTpxDmTj7mTj7mTj7mTj5j5y47O1unfnoXpW7cuIFx48axIEVERERUjqeffhp79+5Fs2bN0KNHD7zzzjs4efIkNmzYgKefflqvsZycnGBmZobk5GSt9uTkZLi5uZW5jZub2yP7Ozk5wdzcHD4+Plp9mjVrhr17y35S3OTJkxEREaF5nZWVBU9PTzg7O8POzk6vY9KFmFMIITUfznaAyszgw1eMmg0hXVJBgAjreyegLmNSemMQRRGCIMDZ2Zlf0vTE3MnH3MnH3MnH3Mln7Nzp+uAUvYtSISEhOHz4MBo0aKB3UERERETVwZw5c3D37l0AwLRp03D37l2sWbMG3t7eej95z9LSEv7+/oiJiUFoaCiAohPJmJgYhIeHl7lNYGAgYmJiMGHCBE3bjh07EBgYqBmzXbt2OHfunNZ258+fR7169coc08rKClZWVqXaVSqVcb4IqAQIAqASAFWJ6SJMirkasKkH5FyBkH0RQuE9wKJmhexaEATjvTdVHHMnH3MnH3MnH3MnnzFzp+uYehelevbsiUmTJuH06dNo0aIFLCwstNb37t1b3yGJiIiIqpSSP97Z2NhonngnV0REBAYNGoS2bduiffv2mDt3LnJycjRP4xs4cCA8PDwQFRUFABg/fjyCgoIwe/Zs9OzZE6tXr8bhw4exaNEizZiTJk1C37590blzZ3Tt2hXbtm3Dr7/+itjY2CeKlf7DtjGQcwWACKQfAVxL3xpJRERUXeldlAoLCwMAfPrpp6XWCYKAwsLCJ4+KiIiIyIQdOnQIoigiICBAq/3AgQMwMzND27Zt9Rqvb9++SE1NxdSpU5GUlAQ/Pz9s27ZNM5l5YmKi1i+SHTp0wKpVq/Dxxx/jww8/hLe3NzZt2gRf34cTbb/88suIjo5GVFQUxo0bhyZNmmD9+vXo1KnTExw5lWLXGEjaXrScuodFKSIiohL0LkpxVnsiIiKiRxszZgzee++9UkWpGzduYNasWThw4IDeY4aHh5d7u15ZVzf16dMHffr0eeSYQ4cOxdChQ/WOhfRg2/jhclq8cnEQERFVQrzpkoiIiMjATp8+jTZt2pRqb926NU6fPq1ARKSYGnUBM+ui5fQEZWMhIiKqZGQVpXbv3o1evXqhUaNGaNSoEXr37o09e/YYOjYiIiIik2RlZVXq6XcAcOvWLZib632hOpkywQyo2ahoOTcJuH9L2XiIiIgqEb2LUitXrkRwcDBq1KiBcePGYdy4cbC2tsazzz6LVatWGSNGIiIiIpPy/PPPY/LkycjMzNS0ZWRk4MMPP8Rzzz2nYGSkCLuSt/DtVy4OIiKiSkbvn+o+//xzfPHFF5g4caKmbdy4cZgzZw6mT5+ON954w6ABEhEREZmar776Cp07d0a9evXQunVrAMCxY8fg6uqKn376SeHoqMKVnFcqZQ/g+bJysRAREVUiel8pdfnyZfTq1atUe+/evXHlyhWDBEVERERkyjw8PHDixAl88cUX8PHxgb+/P+bNm4eTJ0/C09NT6fCoopUsSt0+qFwcRERElYzeV0p5enoiJiYGjRo10mrfuXMnT7KIiIiI/mVjY4Phw4crHQZVBla1AUtHID8dyDgOSCIg8HlDREREehel3nnnHYwbNw7Hjh1Dhw4dAAD79u3D8uXLMW/ePIMHSERERGQqzp8/j4yMDLRv317TFhMTg88++ww5OTkIDQ3Fhx9+qGCEpBjbxsDt/cCDu0D2BcCuidIRERERKU7votSoUaPg5uaG2bNn45dffgEANGvWDGvWrMFLL71k8ACJiIiITMX777+PFi1aaIpSV65cQa9evfDMM8+gZcuWiIqKQo0aNTBhwgRlA6WKZ+tdVJQCgNQ4FqWIiIggoygFAC+//DJefpkTNBIRERGVdPjwYbz33nua1//73//QuHFjbN++HQDQsmVLfPvttyxKVUcl55VK3Qc0HKJcLERERJUEb2YnIiIiMpC0tDTUrVtX83rXrl1aD4jp0qULrl69qkBkpDjbEvOxph9SLg4iIqJKRKeilKOjI9LS0gAAtWrVgqOjY7l/iIiIiKorR0dH3Lp1CwAgiiIOHz6Mp59+WrM+Pz8fkiQpFR4pydwGsP63YJl5BijMVzYeIiKiSkCn2/e+/vpr2NraapYFQTBqUERERESmqEuXLpg+fTq+++47rF27FqIookuXLpr1p0+fhpeXl2LxkcJsvYH71wGpAMg4AdRuq3REREREitKpKDVo0CDN8uDBg40VCxEREZFJ+/zzz/Hcc8+hXr16MDMzwzfffAMbGxvN+p9++gndunVTMEJSlK03kLKraDk1jkUpIiKq9vSe6NzMzAy3bt2Ci4uLVvvt27fh4uKCwsJCgwVHREREZEq8vLxw5swZ/P3333B2doa7u7vW+mnTpmnNOUXVTMnJztP2ARinWChERESVgd5FqfLmQcjLy4OlpeUTB0RERERkyszNzdGqVasy15XXTtVEzfqAYA5ID4D0I0pHQ0REpDidi1LffPMNAEAQBPzwww+oWbOmZl1hYSH++usvNG3a1PAREhERERFVBSqLosJU9gXg7mUgPxOwtFc6KiIiIsXoXJT6+uuvARRdKRUdHQ0zMzPNOktLS3h5eSE6OtrwERIRERERVRW23kVFKUhFV0u5cY4xIiKqvnQuSl25cgUA0LVrV2zYsAG1atUyWlBERERERFWSbWMAW4uWU/eyKEVERNWaSt8Ndu3axYIUERER0SMkJiaWOQ+nJElITExUICKqNLQmO9+vXBxERESVgN5FqVdffRWzZs0q1f7FF1+gT58+BgmKiIiIyJTVr18fqamppdrT09NRv359BSKiSsPaHTCrUbR8J0HZWIiIiBSmd1Hqr7/+Qo8ePUq1v/DCC/jrr78MEhQRERGRKZMkCYIglGq/e/cu1Gq1AhFRpSGoANtGRcu5ycC9m8rGQ0REpCCd55QqdvfuXVhaWpZqt7CwQFZWlkGCIiIiIjJFERERAIqeVjxlyhTUqFFDs66wsBAHDhyAn5+fQtFRpWHrDWScKFq+fRCoEapoOERERErRuyjVokULrFmzBlOnTtVqX716NXx8fAwWGBEREZGpOXr0KICiK6VOnjyp9UOepaUlWrVqhXfffVep8KiyKDmvVOo+wDNUsVCIiIiUpHdRasqUKXjllVdw6dIldOtW9LSQmJgY/Pzzz1i7dq3BAyQiIiIyFbt27QIADBkyBPPmzYOdnZ3CEVGlVLIodZuTnRMRUfWld1GqV69e2LRpE2bMmIF169bB2toaLVu2xM6dOxEUFGSMGImIiIhMyrJly5QOgSozq9qApSOQnw7cOQ5IYtFcU0RERNWM3kUpAOjZsyd69uxp6FiIiIiIqoScnBzMnDkTMTExSElJgSiKWusvX76sUGRUadg2LrpK6kE2kH0BsGuidEREREQVTlZRKiMjA+vWrcPly5fx7rvvwtHREQkJCXB1dYWHh4ehYyQiIiIyKW+//TZ2796NAQMGoE6dOmU+iY+qOVvvh7fupe1nUYqIiKolvYtSJ06cQHBwMOzt7XH16lW8/fbbcHR0xIYNG5CYmIgVK1YYI04iIiIik/H7779jy5Yt6Nixo9KhUGX138nOGwxSLhYiIiKF6H3zekREBAYPHowLFy5ArVZr2nv06IG//vpLVhALFiyAl5cX1Go1AgICcPDgQZ22W716NQRBQGhoqKz9EhERERlDrVq14OjoqHQYVJnZNny4nH5IuTiIiIgUpHdR6tChQxgxYkSpdg8PDyQlJekdwJo1axAREYHIyEgkJCSgVatWCAkJQUpKyiO3u3r1Kt59910888wzeu+TiIiIyJimT5+OqVOn4t69e0qHQpWVeU3A+t9pLzL+BgrzlY2HiIhIAXrfvmdlZYWsrKxS7efPn4ezs7PeAcyZMwdhYWEYMmQIACA6OhpbtmzB0qVL8cEHH5S5TWFhId58801MmzYNe/bsQUZGht77JSIiIjKk1q1ba80ddfHiRbi6usLLywsWFhZafRMSEio6PKqMbBsD928AUgGQcQKo3VbpiIiIiCqU3kWp3r1749NPP8Uvv/wCABAEAYmJiXj//ffx6quv6jVWfn4+jhw5gsmTJ2vaVCoVgoODER8fX+52n376KVxcXDBs2DDs2bPnkfvIy8tDXl6e5nVxQU0UxVJPwjEEURQhSZJRxq7qmDv5mDv5mDv5mDv5mDv5jJ27JxmX0wmQ3my9gZRdRctp8SxKERFRtaN3UWr27Nl47bXX4OLigvv37yMoKAhJSUkIDAzE559/rtdYaWlpKCwshKurq1a7q6srzp49W+Y2e/fuxZIlS3Ds2DGd9hEVFYVp06aVak9NTUVubq5e8epCFEVkZmZCkiSoVHrfHVmtMXfyMXfyMXfyMXfyMXfyGTt32dnZsreNjIw0YCRULZSc7DwtDmgyVrlYiIiIFKB3Ucre3h47duzA3r17ceLECdy9exdt2rRBcHCwMeLTkp2djQEDBmDx4sVwcnLSaZvJkycjIiJC8zorKwuenp5wdnaGnZ2dwWMURRGCIMDZ2ZlfNPTE3MnH3MnH3MnH3MnH3Mln7NyVfIgLkdHVrA8I5oD0ALjNyc6JiKj60bsoVaxTp07o1KnTE+3cyckJZmZmSE5O1mpPTk6Gm5tbqf6XLl3C1atX0atXL01b8WX25ubmOHfuHBo2bKi1jZWVFaysrEqNpVKpjPZFQBAEo45flTF38jF38jF38jF38jF38hkzd4Yas1atWlrzSxUTBAFqtRqNGjXC4MGDNXNq6mLBggX48ssvkZSUhFatWuHbb79F+/bty+2/du1aTJkyBVevXoW3tzdmzZqFHj16lNl35MiR+P777/H1119jwoQJOsdET0hlUVSYyr4A3L0M5GcClvZKR0VERFRhZBWlYmJiEBMTg5SUlFJzLyxdulTncSwtLeHv74+YmBjNPAyiKCImJgbh4eGl+jdt2hQnT57Uavv444+RnZ2NefPmwdPTU/+DISIiIjKwqVOn4vPPP8cLL7ygKRwdPHgQ27Ztw5gxY3DlyhWMGjUKDx48QFhY2GPHK35acXR0NAICAjB37lyEhITg3LlzcHFxKdU/Li4O/fv3R1RUFF588UWsWrUKoaGhSEhIgK+vr1bfjRs3Yv/+/XB3dzfMwZN+bL2LilKQgPQjgFs3pSMiIiKqMHoXpaZNm4ZPP/0Ubdu2RZ06dcr8FVAfERERGDRoENq2bYv27dtj7ty5yMnJ0fxyOHDgQHh4eCAqKgpqtbrUiZSDgwMAlGonIiIiUsrevXvx2WefYeTIkVrt33//Pf744w+sX78eLVu2xDfffKNTUUrfpxXPmzcP3bt3x6RJkwAA06dPx44dOzB//nxER0dr+t24cQNjx47F9u3b0bNnzyc5ZJKrpvfD5bR4FqWIiKha0bsoFR0djeXLl2PAgAEGCaBv375ITU3F1KlTkZSUBD8/P2zbtk0z+XliYiJvbSAiIiKTsn37dsyaNatU+7PPPot33nkHANCjR48yC0r/JedpxfHx8VpzagJASEgINm3apHktiiIGDBiASZMmoXnz5rocFhmDXcnJzst/+jQREVFVpHdRKj8/Hx06dDBoEOHh4WXergcAsbGxj9x2+fLlBo2FiIiI6Ek5Ojri119/xcSJE7Xaf/31Vzg6OgIAcnJyYGtr+9ix5DytOCkpqcz+SUlJmtezZs2Cubk5xo0bp9Mx5eXlIS8vT/M6KysLQFFx67/TORiCKEqQJECUAEiSwcevNNTuEMysIRTeh5R+BJIBcimKIiRJMsr7UtUxd/Ixd/Ixd/Ixd/IZO3e6jqt3Uertt9/GqlWrMGXKFL2DIiIiIqoOpkyZglGjRmHXrl2aOaUOHTqErVu3am6f27FjB4KCghSJ78iRI5g3bx4SEhJ0noohKioK06ZNK9WempqK3NxcQ4cIMTcTmbmWkLKAqn3RvAq1rL1hdfcEhNwkpF47AdGq9AN/9CGKIjIzMyFJEu840BNzJx9zJx9zJx9zJ5+xc5edna1TP72LUrm5uVi0aBF27tyJli1bwsLCQmv9nDlz9B2SiIiIqEoJCwuDj48P5s+fjw0bNgAAmjRpgt27d2uuOC++je9x9H1aMQC4ubk9sv+ePXuQkpKCp556SrO+sLAQ77zzDubOnYurV6+WGnPy5MlatwRmZWXB09MTzs7OsLOz0+lY9CHmFEJIzYezHaAyM/jwlYrg4A3cPQEAcBKuAC4tn2g8URQhCAKcnZ35JU1PzJ18zJ18zJ18zJ18xs6dWq3WqZ/eRakTJ07Az88PAHDq1CmtdU866TkRERFRVdGxY0d07NjxicfR92nFABAYGIiYmBhMmDBB07Zjxw4EBgYCAAYMGIDg4GCtbUJCQjBgwADNZOr/ZWVlBSsrq1LtKpXKOF8EVAIEAVAJgKqqn2OWmFdKdXs/8NTLTzykIAjGe2+qOOZOPuZOPuZOPuZOPmPmTtcx9S5K7dq1S+9giIiIiKq6rKwszRVDxfMtlUffK4v0eVoxAIwfPx5BQUGYPXs2evbsidWrV+Pw4cNYtGgRAKB27dqoXbu21j4sLCzg5uaGJk2a6BUbGYBtycnO9ysXBxERUQXTuyhFRERERKXVqlULt27dgouLCxwcHMq8glySJAiCgMLCQr3G1vdpxR06dMCqVavw8ccf48MPP4S3tzc2bdoEX1/fJztIMg6r2oClI5CfDtw5CkgiIPAXfyIiqvr0Lkrl5ORg5syZiImJQUpKSqkZ1S9fvmyw4IiIiIhMxZ9//ql5sp4xrizX92nFffr0QZ8+fXQev6x5pKgC2TYGbu8HHmQD2RcAO16xRkREVZ+sp+/t3r0bAwYMQJ06dTiPFBERERGg9SQ9pZ6qRybMtlFRUQoAbh9iUYqIiKoFvYtSv//+O7Zs2WKQiTuJiIiIqqo9e/bg+++/x+XLl7F27Vp4eHjgp59+Qv369dGpUyelw6PKpuS8Uqn7gPpvKRcLERFRBdH7ZvVatWppLk0nIiIiotLWr1+PkJAQWFtbIyEhAXl5eQCAzMxMzJgxQ+HoqFKybfRw+fYB5eIgIiKqQHoXpaZPn46pU6fi3r17xoiHiIiIyOR99tlniI6OxuLFi2FhYaFp79ixIxISEhSMjCot85qAtUfRcuYpoDBf2XiIiIgqgN63782ePRuXLl2Cq6srvLy8tE60APBEi4iIiKq9c+fOoXPnzqXa7e3tkZGRUfEBkWmwbQzcvwGIBUDGCaB2W6UjIiIiMiq9i1KhoaFGCIOIiIio6nBzc8PFixfh5eWl1b537140aNBAmaCo8rP1BlL+fXLj7QMsShERUZWnd1EqMjLSGHEQERERVRlhYWEYP348li5dCkEQcPPmTcTHx+Pdd9/FlClTlA6PKiutyc7jgMZjlIuFiIioAuhdlCp25MgRnDlzBgDQvHlztG7d2mBBEREREZmyDz74AKIo4tlnn8W9e/fQuXNnWFlZ4d1338XYsWOVDo8qq5r1AcEckB4Atw8qHQ0REZHR6V2USklJQb9+/RAbGwsHBwcAQEZGBrp27YrVq1fD2dnZ0DESERERmYQrV66gfv36EAQBH330ESZNmoSLFy/i7t278PHxQc2aNZUOkSozlQVg4wXcvQjcvQQUZAEWdkpHRUREZDR6P31v7NixyM7Oxt9//4309HSkp6fj1KlTyMrKwrhx44wRIxEREZFJaNiwIerXr4+hQ4di5cqVSE1NhY+PD9q3b8+CFOlGcwufBKQfUTQUIiIiY9P7Sqlt27Zh586daNasmabNx8cHCxYswPPPP2/Q4IiIiIhMyZ9//onY2FjExsbi559/Rn5+Pho0aIBu3bqha9eu6Nq1K1xdXZUOkyozW2/g1r/LafsB166KhkNERGRMehelRFGEhYVFqXYLCwuIomiQoIiIiIhMUZcuXdClSxcAQG5uLuLi4jRFqh9//BEFBQVo2rQp/v77b2UDpcrLrsRk52lxysVBRERUAfS+fa9bt24YP348bt68qWm7ceMGJk6ciGeffdagwRERERGZKrVajW7duuHjjz/GtGnTMG7cONSsWRNnz55VOjSqzKw9ADProuXbvH2PiIiqNr2LUvPnz0dWVha8vLzQsGFDzdwJWVlZ+Pbbb40RIxEREZHJyM/Px19//YVp06aha9eucHBwwMiRI3Hnzh3Mnz8fV65cUTpEqswEVdEtfACQewu4d/PR/YmIiEyY3rfveXp6IiEhATt37tT80tesWTMEBwcbPDgiIiIiU9KtWzccOHAA9evXR1BQEEaMGIFVq1ahTp06SodGpsTWG8g4UbScfgio8ZKy8RARERmJ3kUpABAEAc899xyee+45Q8dDREREZLL27NmDOnXqoFu3bujSpQuCgoJQu3ZtpcMiU2Nbcl6peKAui1JERFQ16Xz73p9//gkfHx9kZWWVWpeZmYnmzZtjz549Bg2OiIiIyJRkZGRg0aJFqFGjBmbNmgV3d3e0aNEC4eHhWLduHVJTU5UOkUzBf4tSREREVZTORam5c+ciLCwMdnZ2pdbZ29tjxIgRmDNnjkGDIyIiIjIlNjY26N69O2bOnIkDBw4gLS0NX3zxBWrUqIEvvvgCdevWha+vr9JhUmVnVRuwrFW0nH4UkPiEayIiqpp0LkodP34c3bt3L3f9888/jyNH+IQQIiIiomI2NjZwdHSEo6MjatWqBXNzc5w5c0bpsMgUFF8t9SAbyL6obCxERERGovOcUsnJybCwsCh/IHNzXpJORERE1Zooijh8+DBiY2Oxa9cu7Nu3Dzk5OfDw8EDXrl2xYMECdO3aVekwyRTYegO3DxQt3z4I2DV+dH8iIiITpHNRysPDA6dOnUKjRo3KXH/ixAk+WYaIiIiqNQcHB+Tk5MDNzQ1du3bF119/jS5duqBhw4ZKh0amRmteqTig/lvKxUJERGQkOhelevTogSlTpqB79+5Qq9Va6+7fv4/IyEi8+OKLBg+QiIiIyFR8+eWX6Nq1Kxo35lUt9IRsS/wQnHZAuTiIiIiMSOei1Mcff4wNGzagcePGCA8PR5MmTQAAZ8+exYIFC1BYWIiPPvrIaIESERERVXYjRoxQOgSqKsxrAtYewP0bQOZJoDAfMLNUOioiIiKD0rko5erqiri4OIwaNQqTJ0+GJEkAAEEQEBISggULFsDV1dVogRIRERERVSu2jYuKUmIBkHECqN1W6YiIiIgMSueiFADUq1cPW7duxZ07d3Dx4kVIkgRvb2/UqlXLWPEREREREVVPtt5Ayq6i5dsHWJQiIqIqR6+iVLFatWqhXbt2ho6FiIiIiIiK2Xo/XE6NAxqPUS4WIiIiI1ApHQAREREREZWhZn1A+Pc35PTDysZCRERkBCxKERERERFVRipLwMaraDn7AlCQpWg4REREhsaiFBERERFRZWXb+N8FCUg/omgoREREhsaiFBERERFRZVVyXqm0A8rFQUREZAQsShERERERVVZ2jR8up8UpFwcREZERsChFRERERFRZWXsAZtZFy7c52TkREVUtLEoREREREVVWgurhLXy5t4B7N5WNh4iIyIBYlCIiIiIiqsxKziuVfki5OIiIiAyMRSkiIiIiE7BgwQJ4eXlBrVYjICAABw8efGT/tWvXomnTplCr1WjRogW2bt2qWVdQUID3338fLVq0gI2NDdzd3TFw4EDcvMmrcColrcnO45WLg4iIyMBYlCIiIiKq5NasWYOIiAhERkYiISEBrVq1QkhICFJSUsrsHxcXh/79+2PYsGE4evQoQkNDERoailOnTgEA7t27h4SEBEyZMgUJCQnYsGEDzp07h969e1fkYZGubEtOdr5fuTiIiIgMjEUpIiIiokpuzpw5CAsLw5AhQ+Dj44Po6GjUqFEDS5cuLbP/vHnz0L17d0yaNAnNmjXD9OnT0aZNG8yfPx8AYG9vjx07duD1119HkyZN8PTTT2P+/Pk4cuQIEhMTK/LQSBeWtQHLWkXLd44CkqhsPERERAbCohQRERFRJZafn48jR44gODhY06ZSqRAcHIz4+LJv5YqPj9fqDwAhISHl9geAzMxMCIIABwcHg8RNBiQID6+WKsgCsi8qGw8REZGBmCsdAFA0R8KXX36JpKQktGrVCt9++y3at29fZt/FixdjxYoVmsvP/f39MWPGjHL7ExEREZmytLQ0FBYWwtXVVavd1dUVZ8+eLXObpKSkMvsnJSWV2T83Nxfvv/8++vfvDzs7uzL75OXlIS8vT/M6KysLACCKIkTR8FfuiKIESQJECYAkGXx8k1PTG6rbBwAAYtp+oGajcruKoghJkozyvlR1zJ18zJ18zJ18zJ18xs6druMqXpQqniMhOjoaAQEBmDt3LkJCQnDu3Dm4uLiU6h8bG4v+/fujQ4cOUKvVmDVrFp5//nn8/fff8PDwUOAIiIiIiExXQUEBXn/9dUiShIULF5bbLyoqCtOmTSvVnpqaitzcXIPHJeZmIjPXElIWoOK1/bBUecPx3+X713Yhu8bz5fYVRRGZmZmQJAkqJk8vzJ18zJ18zJ18zJ18xs5ddna2Tv0UL0qVnCMBAKKjo7FlyxYsXboUH3zwQan+//vf/7Re//DDD1i/fj1iYmIwcODAComZiIiIqKI4OTnBzMwMycnJWu3Jyclwc3Mrcxs3Nzed+hcXpP755x/8+eef5V4lBQCTJ09GRESE5nVWVhY8PT3h7Oz8yO3kEnMKIaTmw9kOUJkZfHjTY9MIuFK0WOPecViX8eNtMVEUIQgCnJ2d+SVNT8ydfMydfMydfMydfMbOnVqt1qmfokWp4jkSJk+erGl73BwJ/3Xv3j0UFBTA0dGxzPUVf6k5Lx+Ui7mTj7mTj7mTj7mTj7mTr7Jcal6RLC0t4e/vj5iYGISGhgIoijMmJgbh4eFlbhMYGIiYmBhMmDBB07Zjxw4EBgZqXhcXpC5cuIBdu3ahdu3aj4zDysoKVlZWpdpVKpVxvgioBAgCoBIAlSAYfnxTY2ELWHsA929AyDwFQXoAmFmW210QBOO9N1UccycfcycfcycfcyefMXOn65iKFqXkzJHwX++//z7c3d1LTeZZrMIvNeflg7Ixd/Ixd/Ixd/Ixd/Ixd/JVlkvNK1pERAQGDRqEtm3bon379pg7dy5ycnI0V5oPHDgQHh4eiIqKAgCMHz8eQUFBmD17Nnr27InVq1fj8OHDWLRoEYCigtRrr72GhIQE/PbbbygsLNTMN+Xo6AhLy/KLHaQgW2/g/g1ALAAyTgC12yodERER0RNR/Pa9JzFz5kysXr0asbGx5V4aVuGXmvPyQdmYO/mYO/mYO/mYO/mYO/kqy6XmFa1v375ITU3F1KlTkZSUBD8/P2zbtk3zw15iYqJWPjp06IBVq1bh448/xocffghvb29s2rQJvr6+AIAbN25g8+bNAAA/Pz+tfe3atQtdunSpkOMiPdk2BlJii5ZvH2BRioiITJ6iRSk5cyQU++qrrzBz5kzs3LkTLVu2LLdfhV9qDl4++CSYO/mYO/mYO/mYO/mYO/kqw6XmSggPDy/3dr3Y2NhSbX369EGfPn3K7O/l5QWJT7QzPbbeD5dT44DGY5SLhYiIyAAUPfMqOUdCseI5EkrOefBfX3zxBaZPn45t27ahbVv+QkRERERE1UDN+oDw72/K6YeUjYWIiMgAFP85MCIiAosXL8aPP/6IM2fOYNSoUaXmSCg5EfqsWbMwZcoULF26FF5eXkhKSkJSUhLu3r2r1CEQERERERmfyhKw8Spazr4IFGQpGg4REdGTUnxOKX3nSFi4cCHy8/Px2muvaY0TGRmJTz75pCJDJyIiIiKqWLaNgbsXAUhA+hHAtavSEREREcmmeFEK0G+OhKtXrxo/ICIiIiKiysjWG7j173JqPItSRERk0hS/fY+IiIiIiHRk1/jhclqccnEQEREZAItSRERERESmwtoDMLMuWk4/omwsRERET4hFKSIiIiIiUyGogJqNipZzk4D7tx7dn4iIqBJjUYqIiIiIyJRo3cJ3ULk4iIiInhCLUkREREREpsTW++Fy2j7l4iAiInpCLEoREREREZkS25JXSu1XLg4iIqInxKIUEREREZEpsawNWDoWLd85BkiiouEQERHJxaIUEREREZEpEYSHt/A9yAayLyobDxERkUwsShERERERmZqS80qlxikXBxER0RNgUYqIiIiIyNSUnFcqdY9ycRARET0BFqWIiIiIiEyNbWNoTuU52TkREZkoFqWIiIiIiEyNeQ3Apl7RctZZoOCusvEQERHJwKIUEREREZEpsmv674II3D6oaChERERymCsdQFVy6Go6fj6QCLEgDw62abCyNIOVuRkcrC3gbGsFp5pWcLa1Qt1a1lBbmCkdLhERERGZMrumwK3fi5ZTYgG3boqGQ0REpC8WpQzocupdbDh6499XaeX2EwSgbi1rNHCqiYbONdGirh1a1XVAfScbCIJQMcESERERkWnTXCkFIHWvcnEQERHJxKKUAeU9EHXqJ0nAtfT7uJZ+H7vPp2ra7dTm8HuqFjo0rI1OjZzgU8cOKhWLVERERERUBrUbYGEPFGQCtw8DkggInJ2DiIhMB4tSBhTa2gMdGjgi9vgVFFrWxANRQkGhiLt5D5B5vwBZ9wuQcb8AyVm5SMrKRW6BdhErK/cB/jqfir/+LVQ52liiUyMnhDR3Q5cmzrCx4ttFRERERP8SBMCuGXB7P/Agu2jCc3sfpaMiIiLSGascBmSntkBNSzNcdLCCmc2jb8WTJAmZ9wtwI+M+rqTl4GraPVxOu4us3AeaPuk5+dh8/CY2H78JK3MVOjd2xost6+B5HzdYW3JOKiIiIqJqz65pUVEKAFL2sChFREQmhUUphQiCAIcalnCoYYnm7vYAigpVyVl5OH0rC6dvZeFcUjbuFxQCKLo1cMfpZOw4nQxbK3O82Modr/nXRZunHDgPFREREVF1VXJeqZTdgPcI5WIhIiLSE4tSlYggCHCzV8PNXo1uTV3wQBRxLikbCYkZOJp4R3MVVXbeA/x8MBE/H0xEA2cbvNH+KfRp6wl7awuFj4CIiIiIKpRtI0AwB6QHQNp+paMhIiLSC4tSlZi5SoXm7vZo7m6PN9s/hQspdxF3KQ2H/7mjmVT9cmoOPttyBnN2nMerbepiUAcvNHKpqXDkRERERFQhVJZAzYZA9jkg5wqQmwZYOiodFRERkU5YlDIRKpWAJm62aOJmi/7tn8KRxDuIu3gb55KzAQD38gvx0/5/8NP+f9C5sTNGdm6AwIa1eWsfERERUVVn17SoKAUAafGAe09l4yEiItIRi1ImSG1hho4NndCxoRNuZd7Hn2dTEHfptubqqeIn+LV+ygFjujTCs81cWJwiIiIiqqrsmgE3/q9oOSWWRSkiIjIZKqUDoCdTx94abwbUw5evtcTrbevCqaalZt3RxAy8veIwXpi3B78evwlRlBSMlIiIiIiMwq7Jw+XUfcrFQUREpCcWpaqIGpbmeN7HDZ+HtkDYM/Xh4WCtWXc2KRtjfz6KHt/swc7TyZAkFqeIiIiIqgyr2oCVS9HyneOAWKBsPERERDpiUaqKMVMJCKhfG5G9fBDetRHqO9lo1p1NysbbKw7jlYVxiLuUpmCURERERGRQdk2L/ivmAhknlI2FiIhIRyxKVVEqQYCfpwM+fKEpJgZ7w6t2Dc26o4kZeGPxAbz1wwEcv5ahXJBEREREZBjFRSkASNmjXBxERER6YFGqihMEAc3d7fFRj2YY06Uh3B3UmnV7L6bhpQX7MH71UdzIuK9glERERET0ROyaaRaF1L8UDISIiEh3fPpeNSEIAlo/VQut6jrgwNV0/N+xG0i7mw8A+L9jN7HtVBKGdaqPUV0awlZtoXC0RERERKSXml6AygoQ84DbB5WOhoiISCe8UqqaUakEBDaojc9e8kX/dp6oaVVUl8x7IOK72Evo+lUsVh1IxINCUeFIiYiIiEhnghlg27hoMfcWVLk3FQ6IiIjo8ViUqqbMzVR4tpkrZrzsixAfV5ipBABA2t18fLjxJHp8swd7LqQqHCUREREVW7BgAby8vKBWqxEQEICDBx99NczatWvRtGlTqNVqtGjRAlu3btVaL0kSpk6dijp16sDa2hrBwcG4cOGCMQ+BjK3ELXyWGQcUDISIiEg3LEpVczUszdGnrSemv9Qc/vVqadrPJ9/FgCUHMeKnw7iWfk/BCImIiGjNmjWIiIhAZGQkEhIS0KpVK4SEhCAlJaXM/nFxcejfvz+GDRuGo0ePIjQ0FKGhoTh16pSmzxdffIFvvvkG0dHROHDgAGxsbBASEoLc3NyKOiwyNPuHRSmLO3EKBkJERKQbFqUIAOBiq8aooIZ4P6SJ1pP6tv+djOA5uzFnx3nczy9UMEIiIqLqa86cOQgLC8OQIUPg4+OD6Oho1KhRA0uXLi2z/7x589C9e3dMmjQJzZo1w/Tp09GmTRvMnz8fQNFVUnPnzsXHH3+Ml156CS1btsSKFStw8+ZNbNq0qQKPjAzKrimAoqvfLTMPKRsLERGRDjjROWnxdrXFhz2aIf7ybaw/ch1ZuQ+Q90DENzEXsP7IdXzUsxle8HWDIAhKh0pERFQt5Ofn48iRI5g8ebKmTaVSITg4GPHx8WVuEx8fj4iICK22kJAQTcHpypUrSEpKQnBwsGa9vb09AgICEB8fj379+hn+QMj4zG0AGy8g5wos7p2DdHgMoHZROiqTIkgSaubkQEi2AXi+qxfmTj7mTj7mTr7i3CG3LeDVX7E4WJSiUlSCgI4NndDa0wG/nbiFmDMpKJQk3Mi4j9H/S0CHhrXxSe/maOxqq3SoREREVV5aWhoKCwvh6uqq1e7q6oqzZ8+WuU1SUlKZ/ZOSkjTri9vK6/NfeXl5yMvL07zOysoCAIiiCFE0/ANSRFGCJAFi3h3AjKesuhLsfCDkXClavhitcDSmRwBQU+kgTBRzJx9zJx9zJ19x7sSClyE+1dfg4+t6bsB/4alcNSzN8XpbT3Rq5ITVh67h9K2ik8+4S7fxwrw9GBhYDxOCG8Pe2kLhSImIiMjYoqKiMG3atFLtqampRpmHSszLQeYDB0g5eZxvQg+CbW/YZ12DOueE0qEQEZEJyLt3B5nlzFH5JLKzs3Xqx6IUPZa7gzUmBnvj2LUMrDl8DWl381EoSli27yo2H7uJ97o3QR9/T6hUvFySiIjI0JycnGBmZobk5GSt9uTkZLi5uZW5jZub2yP7F/83OTkZderU0erj5+dX5piTJ0/WuiUwKysLnp6ecHZ2hp2dnd7H9Tii6ATB3BrOTrWhUrEspQ/R902k/vMXHK3uQ+D5mV4kUURG1l042NWEwM+dXpg7+Zg7+Zg7+YpylwN79+ZwcTT8rd5qtVqnfixKkU4EQUDrp2qhubs9tp9Owu8nk5BfKOJ2Tj7eX38S/zuQiMhe2k/wIyIioidnaWkJf39/xMTEIDQ0FEDRJfExMTEIDw8vc5vAwEDExMRgwoQJmrYdO3YgMDAQAFC/fn24ubkhJiZGU4TKysrCgQMHMGrUqDLHtLKygpWVVal2lUpltKKRYGYBlYWaRSl9mYkotG8NwcWFudOTKIooSElh7mRg7uRj7uRj7uQrzp3K0Ti503VMvmukF0tzFXq1dMf0l5qjbYkC1InrmXh1YRwmrjmG5Cw+SpqIiMiQIiIisHjxYvz44484c+YMRo0ahZycHAwZMgQAMHDgQK2J0MePH49t27Zh9uzZOHv2LD755BMcPnxYU8QSBAETJkzAZ599hs2bN+PkyZMYOHAg3N3dNYUvIiIiImPjlVIkS+2aVhgZ1BBnk7Lw88FruJFxHwCw8egNbP87CWO6NsKwTvWhtjBTOFIiIiLT17dvX6SmpmLq1KlISkqCn58ftm3bppmoPDExUesXyQ4dOmDVqlX4+OOP8eGHH8Lb2xubNm2Cr6+vps97772HnJwcDB8+HBkZGejUqRO2bdum8+X2RERERE9KkCRJUjqIipSVlQV7e3tkZmYaaf4DEX8cPg8zGwcI1eSRlIWihN3nU7Hp2A3cyy/UtD/lWAMf9WyG531cdcqFKIpISUmBCy+91BtzJx9zJx9zJx9zJ5+xc2fs84SqpCLOqfj3RB7mTj7mTj7mTj7mTj7mTr7Kck7Fd42emJlKQLemLpgR2gJdmzijuP6UmH4PI346greWHMD5ZN1m3iciIiIiIiKi6oFFKTKYmmpzvBlQD5Ev+qCpm62mfd/F23hh3h58svlvZN4rUDBCIiIiIiIiIqosWJQig6tbqwbeea4xRgU1hFNNSwBFt/gtj7uKLl/twvJ9V5D/QFQ4SiIiIiIiIiJSUqUoSi1YsABeXl5Qq9UICAjAwYMHH9l/7dq1aNq0KdRqNVq0aIGtW7dWUKSkK0EQ4F+vFqa/5ItQP3dYmhd91O7cK8Anv57Gc1/vxpYTt1DNpjQjIiIiIiIion8pXpRas2YNIiIiEBkZiYSEBLRq1QohISFISUkps39cXBz69++PYcOG4ejRowgNDUVoaChOnTpVwZGTLizMVHixpTs+D/VFQH1HTfs/t+9hzKoEhH4XhwOXbysYIREREREREREpQfGi1Jw5cxAWFoYhQ4bAx8cH0dHRqFGjBpYuXVpm/3nz5qF79+6YNGkSmjVrhunTp6NNmzaYP39+BUdO+qhVwxJhzzTAxz2bac03dfxaBvou2o+3fzyMiyl3FYyQiIiIiIiIiCqSuZI7z8/Px5EjRzB58mRNm0qlQnBwMOLj48vcJj4+HhEREVptISEh2LRpkzFDJQPxqm2Dd55rjFM3s7DuyHXcyLgPANh5Jhl/nk2Gbx0buDlch7mZoHCkpkWSgLy8XFhZ3dA8/ZB0w9zJx9zJx9zJV5w77zp3MLlHM6XDISIiIqInoGhRKi0tDYWFhXB1ddVqd3V1xdmzZ8vcJikpqcz+SUlJZfbPy8tDXl6e5nVmZiYAICMjA6Jo+Mm2RVGE8OA+LEQ1v2g8Qps6lmjVowH2XUzDuiPXcedeAUQAx67cA5CqdHhERFTJ3bydjVEd6hh83KysLADgnIc6KM5Rcc4MTRRFZGdnQ61WQ6VS/OJ+k8LcycfcycfcycfcycfcyWfs3Ol6TqVoUaoiREVFYdq0aaXa69Wrp0A0REREZAjXANR633jjZ2dnw97e3ng7qAKys7MBAJ6engpHQkRERJXV486pFC1KOTk5wczMDMnJyVrtycnJcHNzK3MbNzc3vfpPnjxZ63Y/URSRnp6O2rVrQzDCpUxZWVnw9PTEtWvXYGdnZ/DxqzLmTj7mTj7mTj7mTj7mTj5j506SJGRnZ8Pd3d3gY1c17u7uuHbtGmxtbXlOVckwd/Ixd/Ixd/Ixd/Ixd/JVlnMqRYtSlpaW8Pf3R0xMDEJDQwEUFY1iYmIQHh5e5jaBgYGIiYnBhAkTNG07duxAYGBgmf2trKxgZWWl1ebg4GCI8B/Jzs6OfylkYu7kY+7kY+7kY+7kY+7kM2bueIWUblQqFerWrWv0/fDviXzMnXzMnXzMnXzMnXzMnXxKn1MpfvteREQEBg0ahLZt26J9+/aYO3cucnJyMGTIEADAwIED4eHhgaioKADA+PHjERQUhNmzZ6Nnz55YvXo1Dh8+jEWLFil5GEREREREREREpAfFi1J9+/ZFamoqpk6diqSkJPj5+WHbtm2aycwTExO1Jt3q0KEDVq1ahY8//hgffvghvL29sWnTJvj6+ip1CEREREREREREpCfFi1IAEB4eXu7terGxsaXa+vTpgz59+hg5KnmsrKwQGRlZ6pZBejzmTj7mTj7mTj7mTj7mTj7mrvrgey0fcycfcycfcycfcycfcydfZcmdIPGZx0REREREREREVMFUj+9CRERERERERERkWCxKERERERERERFRhWNRioiIiIiIiIiIKhyLUga0YMECeHl5Qa1WIyAgAAcPHlQ6pErnk08+gSAIWn+aNm2qWZ+bm4sxY8agdu3aqFmzJl599VUkJycrGLGy/vrrL/Tq1Qvu7u4QBAGbNm3SWi9JEqZOnYo6derA2toawcHBuHDhglaf9PR0vPnmm7Czs4ODgwOGDRuGu3fvVuBRKONxuRs8eHCpz2L37t21+lTH3EVFRaFdu3awtbWFi4sLQkNDce7cOa0+uvw9TUxMRM+ePVGjRg24uLhg0qRJePD/7d17TJX1Hwfw95EAQcQDcTnghYsgzgQGXhArTUFu6gjHInQTtem8sMw0RWcqWWqWuqiGOpeYM8kbYQhOVCBEZIogiEpCKGkHKRUVkfv394fj+XUEBY9wDnTer42N83yfy/f58H3c2+/z8NDYqMlT0biO1O6dd95pNe7mz5+vso4u1i42NhZubm4wNTWFqakpvL29kZKSIrVzzOkeZqr2MVN1HPOU+pin1MdMpT5mKvX1xEzFSalO8vPPP+Pjjz/G2rVrcfHiRbi7u8Pf3x+VlZXa7lq388Ybb0CpVEpfZ86ckdqWLFmCX3/9FQcPHkRGRgb++usvTJs2TYu91a7Hjx/D3d0d33//fZvtmzdvRkxMDLZv346cnBz06dMH/v7+qK2tldaZMWMGioqKkJqaiqSkJPz222+YN2+epk5Ba9qrHQAEBASojMX9+/ertOti7TIyMrBo0SKcO3cOqampaGhogJ+fHx4/fiyt09512tTUhMmTJ6O+vh5nz57Fnj17EBcXhzVr1mjjlDSmI7UDgLlz56qMu82bN0ttulq7AQMGYNOmTcjNzcWFCxcwceJEBAcHo6ioCADHnK5hpuo4ZqqOYZ5SH/OU+pip1MdMpb4emakEdYrRo0eLRYsWSZ+bmpqEra2t2LhxoxZ71f2sXbtWuLu7t9lWVVUl9PX1xcGDB6VlV69eFQBEdna2hnrYfQEQCQkJ0ufm5mahUCjEV199JS2rqqoShoaGYv/+/UIIIa5cuSIAiPPnz0vrpKSkCJlMJm7fvq2xvmvbs7UTQoiIiAgRHBz83G1Yu6cqKysFAJGRkSGE6Nh1mpycLHr16iUqKiqkdWJjY4Wpqamoq6vT7Alo0bO1E0KI8ePHi8WLFz93G9bu/8zMzMSuXbs45nQQM1XHMFOph3lKfcxTr4aZSn3MVK+mu2cqPinVCerr65GbmwtfX19pWa9eveDr64vs7Gwt9qx7un79OmxtbeHo6IgZM2agvLwcAJCbm4uGhgaVOg4dOhSDBg1iHdtQVlaGiooKlXr169cPXl5eUr2ys7Mhl8sxcuRIaR1fX1/06tULOTk5Gu9zd5Oeng4rKyu4uLhgwYIFuHv3rtTG2j314MEDAIC5uTmAjl2n2dnZcHV1hbW1tbSOv78/Hj58KN2l0QXP1q7Fvn37YGFhgeHDh2PlypWoqamR2li7p3fo4uPj8fjxY3h7e3PM6RhmqpfDTPXqmKdeHfNUxzBTqY+ZSj09JVO91iV71TH//PMPmpqaVH5wAGBtbY1r165pqVfdk5eXF+Li4uDi4gKlUono6Gi8/fbbuHz5MioqKmBgYAC5XK6yjbW1NSoqKrTT4W6spSZtjbuWtoqKClhZWam0v/baazA3N9f5mgYEBGDatGlwcHBAaWkpVq1ahcDAQGRnZ0NPT4+1A9Dc3IyPPvoIb775JoYPHw4AHbpOKyoq2hyXLW26oK3aAcD06dNhZ2cHW1tbFBQUYMWKFSguLsaRI0cA6HbtCgsL4e3tjdraWpiYmCAhIQHDhg1Dfn4+x5wOYabqOGaqzsE89WqYpzqGmUp9zFQvr6dlKk5KkUYFBgZK37u5ucHLywt2dnY4cOAAjIyMtNgz0jXvv/++9L2rqyvc3NwwePBgpKenw8fHR4s96z4WLVqEy5cvq7yjhDrmebX79zs0XF1dYWNjAx8fH5SWlmLw4MGa7ma34uLigvz8fDx48ACHDh1CREQEMjIytN0tom6LmYq6A+apjmGmUh8z1cvraZmKv77XCSwsLKCnp9fqrfV37tyBQqHQUq96BrlcjiFDhqCkpAQKhQL19fWoqqpSWYd1bFtLTV407hQKRasXwzY2NuLevXus6TMcHR1hYWGBkpISAKxdZGQkkpKSkJaWhgEDBkjLO3KdKhSKNsdlS9t/3fNq1xYvLy8AUBl3ulo7AwMDODk5YcSIEdi4cSPc3d3xzTffcMzpGGYq9TFTqYd5qnMxT7XGTKU+Zir19LRMxUmpTmBgYIARI0bg1KlT0rLm5macOnUK3t7eWuxZ91ddXY3S0lLY2NhgxIgR0NfXV6ljcXExysvLWcc2ODg4QKFQqNTr4cOHyMnJkerl7e2Nqqoq5ObmSuucPn0azc3N0j/c9NStW7dw9+5d2NjYANDd2gkhEBkZiYSEBJw+fRoODg4q7R25Tr29vVFYWKgSQlNTU2Fqaophw4Zp5kS0oL3atSU/Px8AVMadLtauLc3Nzairq+OY0zHMVOpjplIP81TnYp76P2Yq9TFTda5un6m65PXpOig+Pl4YGhqKuLg4ceXKFTFv3jwhl8tV3lpPQixdulSkp6eLsrIykZWVJXx9fYWFhYWorKwUQggxf/58MWjQIHH69Glx4cIF4e3tLby9vbXca+159OiRyMvLE3l5eQKA2Lp1q8jLyxM3b94UQgixadMmIZfLRWJioigoKBDBwcHCwcFBPHnyRNpHQECA8PDwEDk5OeLMmTPC2dlZhIeHa+uUNOZFtXv06JFYtmyZyM7OFmVlZeLkyZPC09NTODs7i9raWmkfuli7BQsWiH79+on09HShVCqlr5qaGmmd9q7TxsZGMXz4cOHn5yfy8/PF8ePHhaWlpVi5cqU2Tklj2qtdSUmJ+Oyzz8SFCxdEWVmZSExMFI6OjmLcuHHSPnS1dlFRUSIjI0OUlZWJgoICERUVJWQymThx4oQQgmNO1zBTdQwzVccxT6mPeUp9zFTqY6ZSX0/MVJyU6kTffvutGDRokDAwMBCjR48W586d03aXup2wsDBhY2MjDAwMRP/+/UVYWJgoKSmR2p88eSIWLlwozMzMhLGxsQgJCRFKpVKLPdautLQ0AaDVV0REhBDi6Z8x/vTTT4W1tbUwNDQUPj4+ori4WGUfd+/eFeHh4cLExESYmpqK2bNni0ePHmnhbDTrRbWrqakRfn5+wtLSUujr6ws7Ozsxd+7cVv/h0cXatVUzAGL37t3SOh25Tm/cuCECAwOFkZGRsLCwEEuXLhUNDQ0aPhvNaq925eXlYty4ccLc3FwYGhoKJycn8cknn4gHDx6o7EcXazdnzhxhZ2cnDAwMhKWlpfDx8ZHCkxAcc7qImap9zFQdxzylPuYp9TFTqY+ZSn09MVPJhBCi85+/IiIiIiIiIiIiej6+U4qIiIiIiIiIiDSOk1JERERERERERKRxnJQiIiIiIiIiIiKN46QUERERERERERFpHCeliIiIiIiIiIhI4zgpRUREREREREREGsdJKSIiIiIiIiIi0jhOShERERERERERkcZxUoqINEomk+GXX37Rdje6RH19PZycnHD27NkuP9aYMWNw+PDhLj8OERERdU/MVJ2DmYpIuzgpRUSvbNasWZDJZJDJZNDX14e1tTUmTZqEH374Ac3NzSrrKpVKBAYGdmi/PS1sbd++HQ4ODhg7dmyXH2v16tWIiopqVV8iIiLquZipnmKmItIdnJQiok4REBAApVKJGzduICUlBRMmTMDixYsxZcoUNDY2SuspFAoYGhpqsaddQwiB7777Dh988IFGjhcYGIhHjx4hJSVFI8cjIiIizWCmYqYi0iWclCKiTmFoaAiFQoH+/fvD09MTq1atQmJiIlJSUhAXFyet9+87dfX19YiMjISNjQ169+4NOzs7bNy4EQBgb28PAAgJCYFMJpM+l5aWIjg4GNbW1jAxMcGoUaNw8uRJlb7Y29tjw4YNmDNnDvr27YtBgwZh586dKuvcunUL4eHhMDc3R58+fTBy5Ejk5ORI7YmJifD09ETv3r3h6OiI6OholSD4rNzcXJSWlmLy5MnSsvT0dMhkMlRVVUnL8vPzIZPJcOPGDQBAXFwc5HI5kpKS4OLiAmNjY4SGhqKmpgZ79uyBvb09zMzM8OGHH6KpqUnaj56eHoKCghAfH//CnwsRERH1LMxUzFREuoSTUkTUZSZOnAh3d3ccOXKkzfaYmBgcPXoUBw4cQHFxMfbt2ycFpfPnzwMAdu/eDaVSKX2urq5GUFAQTp06hby8PAQEBGDq1KkoLy9X2feWLVswcuRI5OXlYeHChViwYAGKi4ulfYwfPx63b9/G0aNHcenSJSxfvlx6bDszMxMzZ87E4sWLceXKFezYsQNxcXH44osvnnuumZmZGDJkCPr27fvSdaqpqUFMTAzi4+Nx/PhxpKenIyQkBMnJyUhOTsbevXuxY8cOHDp0SGW70aNHIzMz86WPR0RERD0LM1XHMFMR9TyvabsDRPTfNnToUBQUFLTZVl5eDmdnZ7z11luQyWSws7OT2iwtLQEAcrkcCoVCWu7u7g53d3fp8/r165GQkICjR48iMjJSWh4UFISFCxcCAFasWIFt27YhLS0NLi4u+Omnn/D333/j/PnzMDc3BwA4OTlJ20ZHRyMqKgoREREAAEdHR6xfvx7Lly/H2rVr2zyXmzdvwtbW9qVq06KhoQGxsbEYPHgwACA0NBR79+7FnTt3YGJigmHDhmHChAlIS0tDWFiYtJ2trS3+/PNPNDc3o1cv3mMgIiL6L2Omah8zFVHPw0kpIupSQgjIZLI222bNmoVJkybBxcUFAQEBmDJlCvz8/F64v+rqaqxbtw7Hjh2DUqlEY2Mjnjx50uqunpubm/S9TCaDQqFAZWUlgKePe3t4eEjh6VmXLl1CVlaWyl28pqYm1NbWoqamBsbGxq22efLkCXr37v3Cvj+PsbGxFJ4AwNraGvb29jAxMVFZ1tL/FkZGRmhubkZdXR2MjIzUOjYRERH1DMxU7WOmIup5OClFRF3q6tWrcHBwaLPN09MTZWVlSElJwcmTJ/Hee+/B19e31SPV/7Zs2TKkpqbi66+/hpOTE4yMjBAaGor6+nqV9fT19VU+y2Qy6VHy9sJGdXU1oqOjMW3atFZtzwtJFhYWKCwsVFnWcqdNCCEta2hoaLVtW319Uf9b3Lt3D3369GF4IiIi0gHMVMxURP9FnJQioi5z+vRpFBYWYsmSJc9dx9TUFGFhYQgLC0NoaCgCAgJw7949mJubQ19fX+VFlACQlZWFWbNmISQkBMDTsNPygsuOcnNzw65du6TjPMvT0xPFxcUqj5+3x8PDA7GxsSp3MVsel1cqlTAzMwPw9I5iZ7l8+TI8PDw6bX9ERETUPTFTMVMR/VfxF2aJqFPU1dWhoqICt2/fxsWLF7FhwwYEBwdjypQpmDlzZpvbbN26Ffv378e1a9fw+++/4+DBg1AoFJDL5QCe/sWXU6dOoaKiAvfv3wcAODs748iRI8jPz8elS5cwffr0Vne72hMeHg6FQoF3330XWVlZ+OOPP3D48GFkZ2cDANasWYMff/wR0dHRKCoqwtWrVxEfH4/Vq1c/d58TJkxAdXU1ioqKpGVOTk4YOHAg1q1bh+vXr+PYsWPYsmXLS/X1RTIzM9t9NJ+IiIh6FmYqZioiXcJJKSLqFMePH4eNjQ3s7e0REBCAtLQ0xMTEIDExEXp6em1u07dvX2zevBkjR47EqFGjcOPGDSQnJ0uPaG/ZsgWpqakYOHCgdPdq69atMDMzw9ixYzF16lT4+/vD09PzpfpqYGCAEydOwMrKCkFBQXB1dcWmTZukfvr7+yMpKQknTpzAqFGjMGbMGGzbtk3lpaHPev311xESEoJ9+/ZJy/T19aWA6Obmhi+//BKff/75S/X1eW7fvo2zZ89i9uzZnbI/IiIi6h6YqZipiHSJTPz7F3OJiEhtBQUFmDRpEkpLS1VeqNkVVqxYgfv372Pnzp1dehwiIiIiTWOmItIdfFKKiKiTtNy5Kysr6/JjWVlZYf369V1+HCIiIiJNY6Yi0h18UoqIiIiIiIiIiDSOT0oREREREREREZHGcVKKiIiIiIiIiIg0jpNSRERERERERESkcZyUIiIiIiIiIiIijeOkFBERERERERERaRwnpYiIiIiIiIiISOM4KUVERERERERERBrHSSkiIiIiIiIiItI4TkoREREREREREZHGcVKKiIiIiIiIiIg07n9QI9BujlQWogAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAHqCAYAAAAZLi26AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAbptJREFUeJzt3Xl8Dff+x/H3nOxBEmQREWJfisRWUkspiq66oovlokV1y21vq5vqpqtfq5suF61bpQu6K01Li9jFVrTULiS2JJasZ35/nDqcJjgiyZwkr+fjkcf9npk5M5+TfBr3nZn5jmGapikAAAAAAFDsbFYXAAAAAABAeUXoBgAAAACghBC6AQAAAAAoIYRuAAAAAABKCKEbAAAAAIASQugGAAAAAKCEELoBAAAAACghhG4AAAAAAEoIoRsAAAAAgBJC6AYAoATs2LFDhmFo6tSpVpcCAAAsROgGAJQrU6dOlWEYMgxDixYtKrDeNE1FR0fLMAxdc801FlToGZ5++mkZhqGDBw8Wuj4mJqbI358XXnhBc+bMuYjqis+CBQuc/WAYhvz8/BQREaGuXbvqhRdeUFpa2kUfIzU1VY8++qhatGihypUry9/fXw0aNNCQIUMK7UEAQMXibXUBAACUBH9/f02fPl2dOnVyWb5w4ULt2bNHfn5+JXr8OnXq6OTJk/Lx8SnR43iiF154QTfffLP69u1rdSlO9913n9q1a6f8/HylpaVpyZIlGjt2rCZMmKDPPvtMV1xxRZH2u3z5cl199dXKzMxU//79NWLECPn5+Wn79u2aM2eOpk6dqoULF6pLly7F/IkAAGUFoRsAUC5dddVV+vzzzzVx4kR5e5/+52769Olq06bNWc/wFhfDMOTv71+ix4D7OnfurJtvvtll2dq1a3XllVfqpptu0u+//67IyMgL2ueRI0fUt29feXt7Kzk5WU2aNHFZ/9xzz2nGjBkKCAi46PoBAGUXl5cDAMqlAQMG6NChQ5o/f75zWU5Ojr744gvddttthb7Hbrfr9ddf1yWXXCJ/f39FRETo7rvv1pEjR5zbjB07VjabTYmJiS7vveuuu+Tr66u1a9dKOvs93Zs3b9att96qsLAwBQQEqHHjxnr88ced63fu3KlRo0apcePGCggIUPXq1XXLLbdox44dLvs5dRn94sWLlZCQoLCwMFWqVEk33HBDsVwyXZhXX31Vl112mapXr66AgAC1adNGX3zxhcs2hmHo+PHj+uijj5yXdA8ePLjQ/R04cEDe3t4aN25cgXVbtmyRYRh66623JEm5ubkaN26cGjZsKH9/f1WvXl2dOnVy+fleqNjYWL3++us6evSo8zinrFmzRn369FFQUJAqV66s7t27a+nSpS7bTJo0SSkpKXr99dcLBG7J8b0YMGCA2rVrV+QaAQBlH6EbAFAuxcTEKD4+Xp9++qlz2Q8//KD09HT179+/0Pfcfffdevjhh9WxY0e98cYbGjJkiD755BP16tVLubm5kqQnnnhCcXFxGjp0qDIzMyVJP/74oz744AM99dRTio2NPWtN69atU/v27fXzzz9r+PDheuONN9S3b1998803zm1WrFihJUuWqH///po4caJGjBihxMREde3aVSdOnCiwz3vvvVdr167V2LFjNXLkSH3zzTcaPXq029+nw4cP6+DBgwW+7HZ7gW3feOMNtWrVSs8884xeeOEFeXt765ZbbtF3333n3GbatGny8/NT586dNW3aNE2bNk133313oceOiIjQ5Zdfrs8++6zAupkzZ8rLy0u33HKLJMc96OPGjVO3bt301ltv6fHHH1ft2rW1evVqtz9rYW6++WYFBARo3rx5zmUbN25U586dtXbtWv3nP//Rk08+qe3bt6tr165atmyZc7tvvvlGAQEBuvHGGy+qBgBAOWcCAFCOTJkyxZRkrlixwnzrrbfMKlWqmCdOnDBN0zRvueUWs1u3bqZpmmadOnXMq6++2vm+3377zZRkfvLJJy77mzt3boHl69evN319fc1hw4aZR44cMaOiosy2bduaubm5zm22b99uSjKnTJniXNalSxezSpUq5s6dO12OYbfbneNTtZ4pKSnJlGR+/PHHBT5njx49XN7/4IMPml5eXubRo0fP+X0aO3asKemcX2d+fwqrLScnx2zevLl5xRVXuCyvVKmSOWjQoHMe/5T33nvPlGSuX7/eZXmzZs1c9hsbG1ugHnf88ssvpiTz888/P+s2sbGxZtWqVZ2v+/bta/r6+prbtm1zLtu3b59ZpUoVs0uXLs5lVatWNePi4grsLyMjw0xLS3N+HTt27ILrBgCUH5zpBgCUW7feeqtOnjypb7/9VpmZmfr222/Pemn5559/ruDgYPXs2dPljG+bNm1UuXJl/fLLL85tmzdvrnHjxunDDz9Ur169dPDgQX300Ucu947/U1pamn799Vf961//Uu3atV3WGYbhHJ95/29ubq4OHTqkBg0aKCQkpNCzunfddZfL+zt37qz8/Hzt3Lnz/N8gSV9++aXmz59f4CsiIqLAtmfWduTIEaWnp6tz584Xdbb5xhtvlLe3t2bOnOlctmHDBv3+++/q16+fc1lISIg2btyoP//8s8jHOpvKlSs7r1rIz8/XvHnz1LdvX9WrV8+5TWRkpG677TYtWrRIGRkZkqSMjAxVrly5wP7uvPNOhYWFOb8eeeSRYq8ZAFB2MJEaAKDcCgsLU48ePTR9+nSdOHFC+fn5BSbTOuXPP/9Uenq6wsPDC12fmprq8vrhhx/WjBkztHz5cr3wwgtq1qzZOWv566+/JDkC+7mcPHlS48eP15QpU7R3716Zpulcl56eXmD7fwb4qlWrSpLLfejn0qVLF4WGhhZYXtgkcN9++62ee+45JScnKzs727n8zNB/oUJDQ9W9e3d99tlnevbZZyU5Li339vZ2uWz7mWee0fXXX69GjRqpefPm6t27t+688061bNmyyMc+5dixY6pSpYokxx9HTpw4ocaNGxfYrmnTprLb7dq9e7cuueQSValSRceOHSuw3TPPPOO8xL9nz54XXR8AoGwjdAMAyrXbbrtNw4cP1/79+9WnTx+FhIQUup3dbld4eLg++eSTQteHhYW5vP7rr7+cZ13Xr19fbPXee++9mjJlih544AHFx8crODhYhmGof//+hd5n7eXlVeh+zgzrxeG3337Tddddpy5duuidd95RZGSkfHx8NGXKFE2fPv2i9t2/f38NGTJEycnJiouL02effabu3bu7/DGgS5cu2rZtm7766ivNmzdPH374of7v//5PkyZN0rBhw4p87NzcXP3xxx/n/WNIYZo0aaK1a9cqNzfX5dFwxfGHAABA+UHoBgCUazfccIPuvvtuLV261OUS5n+qX7++fvrpJ3Xs2PG8j3iy2+0aPHiwgoKC9MADDzifS32uCbVOXaq8YcOGc+77iy++0KBBg/Taa685l2VlZeno0aPnfF9J+/LLL+Xv768ff/zR5RnnU6ZMKbDthZ757tu3r+6++27nz+ePP/7QmDFjCmxXrVo1DRkyREOGDNGxY8fUpUsXPf300xcVur/44gudPHlSvXr1kuT440pgYKC2bNlSYNvNmzfLZrMpOjpaknTNNddo6dKlmj17tm699dYi1wAAKN+4pxsAUK5VrlxZ7777rp5++mlde+21Z93u1ltvVX5+vvMS5zPl5eW5hN4JEyZoyZIlev/99/Xss8/qsssu08iRI8/57O+wsDB16dJFkydP1q5du1zWnXlW2svLq8BZ6jfffFP5+fnn+6glysvLS4ZhuNSxY8cOzZkzp8C2lSpVuqA/EoSEhKhXr1767LPPNGPGDPn6+qpv374u2xw6dMjldeXKldWgQQOXy9wv1Nq1a/XAAw+oatWquueeeyQ5PueVV16pr776yuUxbQcOHND06dPVqVMnBQUFSZJGjhypiIgIPfjgg/rjjz8K7L+4rzYAAJRNnOkGAJR7gwYNOu82l19+ue6++26NHz9eycnJuvLKK+Xj46M///xTn3/+ud544w3dfPPN2rRpk5588kkNHjzYGeKnTp2quLg4jRo1qtDHX50yceJEderUSa1bt9Zdd92lunXraseOHfruu++UnJwsyXH2dNq0aQoODlazZs2UlJSkn376SdWrVy+W70VRXX311ZowYYJ69+6t2267TampqXr77bfVoEEDrVu3zmXbNm3a6KefftKECRNUs2ZN1a1bV+3btz/n/vv166c77rhD77zzjnr16lXgNoBmzZqpa9euatOmjapVq6aVK1fqiy++cPvxaL/99puysrKUn5+vQ4cOafHixfr6668VHBys2bNnq0aNGs5tn3vuOc2fP1+dOnXSqFGj5O3trffee0/Z2dl6+eWXndtVq1ZNs2fP1rXXXqvY2Fj1799f7dq1k4+Pj3bv3q3PP/9cUsH77gEAFQuhGwCAv02aNElt2rTRe++9p8cee0ze3t6KiYnRHXfcoY4dOyo/P1+DBg1SaGioXn/9def7GjZsqPHjx+v+++/XZ599dtZLjWNjY7V06VI9+eSTevfdd5WVlaU6deq4bP/GG2/Iy8tLn3zyibKystSxY0f99NNPzsufrXLFFVfov//9r1588UU98MADqlu3rl566SXt2LGjQOieMGGC7rrrLj3xxBM6efKkBg0adN7Qfd111ykgIECZmZkus5afct999+nrr7/WvHnzlJ2drTp16ui5557Tww8/7Fb9EydOlCT5+PgoJCRETZs21bhx4zR8+PAC9+tfcskl+u233zRmzBiNHz9edrtd7du31//+978CnyM+Pl4bNmzQhAkT9N1332nmzJmy2+2KiopSp06d9P7776tz585u1QgAKJ8Mk2ufAAAAAAAoEdzTDQAAAABACSF0AwAAAABQQgjdAAAAAACUEEI3AAAAAAAlhNANAAAAAEAJIXQDAAAAAFBCKuRzuu12u/bt26cqVarIMAyrywEAAAAAlDGmaSozM1M1a9aUzXb289kVMnTv27dP0dHRVpcBAAAAACjjdu/erVq1ap11fYUM3VWqVJHk+OYEBQVZXM3Z2e12paWlKSws7Jx/OQHoFbiLXoG76BW4i16Bu+gVuKus9EpGRoaio6Od+fJsKmToPnVJeVBQkMeH7qysLAUFBXl0s8F69ArcRa/AXfQK3EWvwF30CtxV1nrlfLcse/4nAAAAAACgjCJ0AwAAAABQQgjdAAAAAACUkAp5TzcAAAAA/FN+fr5yc3OtLqPCs9vtys3NVVZWlqX3dPv4+MjLy+ui90PoBgAAAFChmaap/fv36+jRo1aXAjl+Hna7XZmZmeedpKykhYSEqEaNGhdVB6EbAAAAQIV2KnCHh4crMDDQ8qBX0Zmmqby8PHl7e1v2szBNUydOnFBqaqokKTIyssj7InQDAAAAqLDy8/Odgbt69epWlwN5RuiWpICAAElSamqqwsPDi3ypOROpAQAAAKiwTt3DHRgYaHEl8ESn+uJi7vUndAMAAACo8LikHIUpjr4gdAMAAAAAUEII3QAAAACAc1qwYIEMw2CG9yLwmND99ttvKyYmRv7+/mrfvr2WL19+1m2nTp0qwzBcvvz9/UuxWgAAAACwzuDBg2UYhkaMGFFg3T333CPDMDR48OBiO95ll12mlJQUBQcHF9s+iyImJkavv/56geVPP/204uLiLmhfhmFozpw5xVLXuXhE6J45c6YSEhI0duxYrV69WrGxserVq5dzevbCBAUFKSUlxfm1c+fOUqwYAAAAAKwVHR2tGTNm6OTJk85lWVlZmj59umrXrl2sx/L19b3o51VXVB4RuidMmKDhw4dryJAhatasmSZNmqTAwEBNnjz5rO8xDEM1atRwfkVERJRixQAAAABgrdatWys6OlqzZs1yLps1a5Zq166tVq1auWxrt9s1fvx41a1bVwEBAYqNjdUXX3whyfGIrh49eqhXr14yTVOSdPjwYdWqVUtPPfWUpMIvL1+8eLG6du2qwMBAVa1aVb169dKRI0ckSXPnzlWnTp0UEhKi6tWr65prrtG2bduc792xY4cMw9CsWbPUrVs3BQYGKjY2VklJScXyvVmxYoV69uyp0NBQBQcH6/LLL9fq1aud62NiYiRJN9xwgwzDcL4uCZaH7pycHK1atUo9evRwLrPZbOrRo8c5v+HHjh1TnTp1FB0dreuvv14bN24sjXJLz18LZUzprZC598j49gFp+QdS2hbp7/8IAAAAAOBf//qXpkyZ4nw9efJkDRkypMB248eP18cff6xJkyZp48aNevDBB3XHHXdo4cKFMgxDH330kVasWKGJEydKkkaMGKGoqChn6P6n5ORkde/eXc2aNVNSUpIWLVqka6+9Vvn5+ZKk48ePKyEhQStXrlRiYqJsNptuuOEG2e12l/08/vjjeuihh5ScnKxGjRppwIABysvLu+jvS2ZmpgYNGqRFixZp6dKlatiwoa666iplZmZKcoRySZoyZYpSUlKcr0uCd4nt2U0HDx5Ufn5+gTPVERER2rx5c6Hvady4sSZPnqyWLVsqPT1dr776qi677DJt3LhRtWrVKrB9dna2srOzna8zMjIkOf7a888fusc4vF223cvkL0k7Ti82I+NkXnqX1OJWyVa0h7Oj/LHb7TJN03P7GR6DXoG76BW4i16Buzy1V07VdepLkq57a5HSMnNKvZawKr76enSnC3rP7bffrjFjxmjHjh2SHGefP/30Uy1YsECS4yx2dna2XnjhBc2fP1/x8fGSpLp16+q3337Te++9py5duqhmzZqaNGmSBg0apJSUFH3//fdavXq1vLy8XL43p8Yvv/yy2rZtq7fffttZS7NmzZzb3HjjjS51/ve//1V4eLg2btyo5s2bO/f373//W1dddZUkx33ZzZs319atW1W/fn3nvv7pkUce0RNPPOGyLCcnR82aNXNu361bN5f17733nqpWraoFCxbommuuUWhoqCQpODjYmUULO9apz1tYdnS3ly0P3UURHx/vbBbJcVN/06ZN9d577+nZZ58tsP348eM1bty4AsvT0tKUlZVVorUWVeDBvQoqZLmRkizjq1HKXTRRGZ2eUm5km1KvDZ7HbrcrPT1dpmnKZrP8AhZ4MHoF7qJX4C56Be7y1F7Jzc2V3W5XXl6e8wxrama2DmRkn+edxc+U6fZZ3lMhsGrVqurTp48mT54s0zTVp08fhYSEONfn5eVp8+bNOnHihK688kqXfeTk5CguLs55zBtuuEGzZs3SSy+9pLfeekt169Z1rjt1BvvU92nNmjW66aabzlrvn3/+qXHjxmnFihU6ePCgM6Bu375dTZo0cb7vkksucY7DwsIkSfv27XNe7l3YPeQJCQkaOHCgy7K3335bv/32m3NfBw4c0NixY/Xrr78qNTVV+fn5OnHihHbs2OFSc35+/jm/53l5ebLb7Tp06JB8fHxc1p06a34+lofu0NBQeXl56cCBAy7LDxw4oBo1ari1Dx8fH7Vq1Upbt24tdP2YMWOUkJDgfJ2RkaHo6GiFhYUpKKiwaOsBrhyjvK4P6NCeP1XdJ0u2PctlbPhSRkqyJMnn0GZV+/oOmZc/KnVK4Kx3BWe322UYhsLCwjzqHzF4HnoF7qJX4C56Be7y1F7JyspSZmamvL295e3tiEfhVfxkqPQnDAur4uus4XxsNptsNpu8vb01dOhQ3XvvvZKkt956S97e3i7rT51o/PbbbxUVFeWyHz8/P+cxT5w4oTVr1sjLy0vbtm1zqcXLy5E3Tn2fAgMDnfsvzI033qg6dero/fffV82aNWW329WiRQvl5+e7fK/9/f2d41Oh1mazycvLq0DIPSU8PFxNmjRxWVa9enUZhuHc17Bhw3To0CG9/vrrqlOnjvz8/HTZZZcpLy+vwOc61/f81PeyevXqBZ6Y5e4TtCwP3b6+vmrTpo0SExPVt29fSY7/IBMTEzV69Gi39pGfn6/169c7L0v4Jz8/P/n5+RVYfqoRPZZvgMzKNWQLD5etTgfpsnulnYuluWOk/etkmHYZC16Q9q+TbvpQ8gmwumJYyDAMz+9peAR6Be6iV+AuegXu8sResdlsLo8ilqRv7u1scVXuMwxDffr0UU5OjgzDUO/evV3ODhuGoUsuuUR+fn7avXu3unbtetZ9PfTQQ7LZbPrhhx901VVX6ZprrtEVV1zh3M+p/zUMQy1bttTPP/+sZ555psB+Dh06pC1btuiDDz5Q586O7+WiRYtc3v/P/Z15jH8er7DP/M/l/9x+8eLFeuedd3T11VdLknbv3q2DBw+6vNfHx8f5x6CzObV9YX3rbh9bHrolx+UBgwYNUtu2bXXppZfq9ddf1/Hjx50TAAwcOFBRUVEaP368JOmZZ55Rhw4d1KBBAx09elSvvPKKdu7cqWHDhln5MUqeYUgxnaS7Fki/vSYtGC+Zdmnzt9L/bpIGzJD8PfTMPQAAAIAS4eXlpU2bNjnH/1SlShU99NBDevDBB2W329WpUyelp6dr8eLFCgoK0qBBg/Tdd99p8uTJSkpKUuvWrfXwww9r0KBBWrdunapWrVpgn2PGjFGLFi00atQojRgxQr6+vvrll190yy23qFq1aqpevbref/99RUZGateuXXr00UdL/PtwpoYNG2ratGlq27atMjIy9PDDDysgwPUkZUxMjBITE9WxY0f5+fkV+jmLg0f8ialfv3569dVX9dRTTykuLk7JycmaO3eu84b2Xbt2KSUlxbn9kSNHNHz4cDVt2lRXXXWVMjIytGTJEueN++WezUu6/D/S7V9IPpUcy3YulmbcJuWePPd7AQAAAJQ7QUFB57x19tlnn9WTTz6p8ePHq2nTpurdu7e+++471a1bV2lpaRo6dKiefvpptW7dWpI0btw4RUREaMSIEYXur1GjRpo3b57Wrl2rSy+9VPHx8frqq6+cl2PPmDFDq1atUvPmzfXggw/qlVdeKZHPfTb//e9/deTIEbVu3Vp33nmn7rvvPoWHh7ts89prr2n+/PmKjo4u8Ii14mSYhU3RVs5lZGQoODhY6enpnntPtxyX2aempio8PPzsly7sXS3970bppON5eGp8ldTvf9zjXcG41SuA6BW4j16Bu+gVuMtTeyUrK0vbt29X3bp13b5HFyXLNE3nvdfnuvS7NJyrP9zNlZ7T7SiaqNbS7V9KvpUdr7d8L/38nLU1AQAAAAAkEbrLh1ptpH7TJOPvs9uLJkgbZllbEwAAAACA0F1u1L9C6vX86dff3C8d2WFZOQAAAAAAQnf50n6E1OJWxzg7Q/pyuJR/9ge9AwAAAABKFqG7PDEM6erXpJA6jtd7lktL3rC2JgAAAACowAjd5Y1/kHTTfyXj7x/tgpekg39aWxMAAAAAVFCE7vIoup3UYZRjnJ8tfX2fVPGeDAcAAAAAliN0l1fdHpeqxjjGu5ZI6z6ztBwAAAAAqIgI3eWVb6Dj/u5T5j8lZWdaVw8AAAAAVECE7vKsQQ+p8dWO8bH90q+vWlsPAAAAAFQwhO7yrtfzkpefY7xskpS+19p6AAAAABSLwYMHyzAMGYYhHx8fRUREqGfPnpo8ebLsdvsF7SsnJ0evvPKKWrdurUqVKik4OFixsbF64okntG/fvhL6BBUDobu8q1ZXan+XY5yXJS0Yb209AAAAAIpN7969lZKSoh07duiHH35Qt27ddP/99+uaa65RXl6eW/vIzs5Wz5499cILL2jw4MH69ddftX79ek2cOFEHDx7Um2++WcKfonzztroAlIJOCdKqj6XsdCn5Eyl+tBTexOqqAAAAAFwkPz8/1ahRQ5IUFRWl1q1bq0OHDurevbumTp2qYcOGadeuXbr33nuVmJgom82m3r17680331RERIQk6f/+7/+0aNEirVy5Uq1atXLuu3bt2rr88stl8iSki8KZ7oogsJrU6QHH2LRLv3FvNwAAAFBeXXHFFYqNjdWsWbNkt9t1/fXX6/Dhw1q4cKHmz5+vv/76S/369XNu/+mnn6pnz54ugftMhmGUVunlEme6K4r2d0tJb0knDkkbvpS6PSZVq2d1VQAAAIDnee9y6Vhq6R+3crh098Ji2VWTJk20bt06JSYmav369dq+fbuio6MlSR9//LEuueQSrVixQu3atdMff/yhrl27urz/hhtu0Pz58yVJLVu21JIlS4qlroqI0F1R+FaSOoyUfn7OcbZ70evSdROtrgoAAADwPMdSpcyyPXmYaZoyDEObNm1SdHS0M3BLUrNmzRQSEqJNmzapXbt2hb7/nXfe0fHjxzVx4kT9+uuvpVV2uUTorkjaDZcWT5SyM6Tk6dLlj0jBUVZXBQAAAHiWyuFl/ribNm1S3bp13dq2YcOG2rJli8uyyMhISVK1atWKraaKitBdkQSESO2GSYsmSPZcacmbUp8Xra4KAAAA8CzFdIm3VX7++WetX79eDz74oGrVqqXdu3dr9+7dzrPdv//+u44ePapmzZpJkgYMGKAnnnhCa9asOet93Sg6JlKraOLvkbwDHONVU6VjaZaWAwAAAKDosrOztX//fu3du1erV6/WCy+8oOuvv17XXHONBg4cqB49eqhFixa6/fbbtXr1ai1fvlwDBw7U5ZdfrrZt20qSHnzwQcXHx6t79+564403tHr1am3fvl0//vijfvjhB3l5eVn8Kcs2QndFUylUajPYMc47KS19x9JyAAAAABTd3LlzFRkZqZiYGPXu3Vu//PKLJk6cqK+++kpeXl4yDENfffWVqlatqi5duqhHjx6qV6+eZs6c6dyHv7+/EhMT9cgjj2jKlCnq1KmTmjZtqgceeEAdO3bUnDlzrPuA5YBhVsCHrmVkZCg4OFjp6ekKCgqyupyzstvtSk1NVXh4uGy2Yvz7SPpe6Y1YxyXmAVWlhE2ST0Dx7R+lrsR6BeUOvQJ30StwF70Cd3lqr2RlZWn79u2qW7eu/P39rS4HckwCl5eXJ29vb8sfV3au/nA3V3pOt6P0BEdJzW90jE8ecTxCDAAAAABQ7AjdFdWld50eL39fqngXPAAAAABAiSN0V1RRbaTIOMc4Za20Z6Wl5QAAAABAeUTorqgMo+DZbgAAAABAsSJ0V2TNb3RMpCZJv8+RjqVaWg4AAAAAlDeE7orMJ0BqPdAxzs+RVn9kbT0AAACARex2u9UlwAMVR194F0MdKMvaDpUWT5RkSismSx0flLxoCwAAAFQMvr6+stls2rdvn8LCwuTr62v5Y6oqOk94ZJhpmsrJyVFaWppsNpt8fX2LvC/SVUVXtY7UqLf0xw9S5j5p289SoyutrgoAAAAoFTabTXXr1lVKSor27dtndTmQI/Da7XbZbDbL/wASGBio2rVrX9Sz5QndkNoMcoRuSUr+H6EbAAAAFYqvr69q166tvLw85efnW11OhWe323Xo0CFVr179osLuxfLy8iqWs+2EbkgNekiVwqTjadKWH6QTh6XAalZXBQAAAJQawzDk4+MjHx8fq0up8Ox2u3x8fOTv729p6C4uZf8T4OJ5+Ugt+znG+TnShi+trQcAAAAAyglCNxzibjs9Tv7EujoAAAAAoBwhdMMh4hIpMs4x3rdGOvC7peUAAAAAQHlA6MZpcbefHq+dbl0dAAAAAFBOELpxWoubJdvfE0esnSnl51pbDwAAAACUcYRunBZYTWrcxzE+niptTbS2HgAAAAAo4wjdcHXmJebrP7euDgAAAAAoBwjdcFX/Csk/xDHe8oOUc8LScgAAAACgLCN0w5W3r9TsOsc497j05zxr6wEAAACAMozQjYIuufH0eMOX1tUBAAAAAGUcoRsFxXSWKoU5xn/Ok7Izra0HAAAAAMooQjcK8vKWml3vGOdlOe7tBgAAAABcMEI3Cudyifks6+oAAAAAgDKM0I3C1Y6XqkQ6xlt/kk4esbYeAAAAACiDCN0onM0mXXKDY2zPlTZ/Z209AAAAAFAGEbpxdlxiDgAAAAAXhdCNs6vVVgqOdoy3L5ROHrW0HAAAAAAoawjdODvDkJpc4xjb86Q/51tbDwAAAACUMYRunFuTq0+PN39rXR0AAAAAUAYRunFuteOlgGqO8dafpNwsa+sBAAAAgDKE0I1z8/KWGvdxjHOOOe7tBgAAAAC4hdCN8zt1X7ckbfrGujoAAAAAoIwhdOP86neTfAId4y0/SPZ8a+sBAAAAgDKC0I3z8wmQGnR3jE8clHYvs7YeAAAAACgjCN1wj8sl5sxiDgAAAADuIHTDPY16SYaXY7z5W8k0ra0HAAAAAMoAQjfcE1BViunkGB/dKaX+bm09AAAAAFAGELrhvsZXnR7/8aN1dQAAAABAGUHohvsaXXl6/Oc86+oAAAAAgDKC0A33VasnVW/oGO9eJp04bG09AAAAAODhCN24MI16Of7XtEvbfra2FgAAAADwcIRuXJiGPU+PucQcAAAAAM7JY0L322+/rZiYGPn7+6t9+/Zavny5W++bMWOGDMNQ3759S7ZAONS+TPKt4hj/OV+y51tbDwAAAAB4MI8I3TNnzlRCQoLGjh2r1atXKzY2Vr169VJqauo537djxw499NBD6ty5cylVCnn7SvW7OsYnD0t7V1laDgAAAAB4Mo8I3RMmTNDw4cM1ZMgQNWvWTJMmTVJgYKAmT5581vfk5+fr9ttv17hx41SvXr1SrBZq2Ov0mEvMAQAAAOCsvK0uICcnR6tWrdKYMWOcy2w2m3r06KGkpKSzvu+ZZ55ReHi4hg4dqt9+++2cx8jOzlZ2drbzdUZGhiTJbrfLbrdf5CcoOXa7XaZpel6N9bs7/1pj/vGjzK6PWVoOPLhX4HHoFbiLXoG76BW4i16Bu8pKr7hbn+Wh++DBg8rPz1dERITL8oiICG3evLnQ9yxatEj//e9/lZyc7NYxxo8fr3HjxhVYnpaWpqysrAuuubTY7Xalp6fLNE3ZbB5xUcLfbKoeeol8Dm6UsX+d0ravl71SxPnfhhLjub0CT0OvwF30CtxFr8Bd9ArcVVZ6JTMz063tLA/dFyozM1N33nmnPvjgA4WGhrr1njFjxighIcH5OiMjQ9HR0QoLC1NQUFBJlXrR7Ha7DMNQWFiYxzWb0fQq6beNkqTQI2ukugMtrqhi8+RegWehV+AuegXuolfgLnoF7iorveLv7+/WdpaH7tDQUHl5eenAgQMuyw8cOKAaNWoU2H7btm3asWOHrr32WueyU6f1vb29tWXLFtWvX9/lPX5+fvLz8yuwL5vN5tE/REkyDMMz62zcW/rtFUmS7a+fpbaDra0Hntsr8Dj0CtxFr8Bd9ArcRa/AXWWhV9ytzfJP4OvrqzZt2igxMdG5zG63KzExUfHx8QW2b9KkidavX6/k5GTn13XXXadu3bopOTlZ0dHRpVl+xVWzleQf4hj/tYBHhwEAAABAISw/0y1JCQkJGjRokNq2batLL71Ur7/+uo4fP64hQ4ZIkgYOHKioqCiNHz9e/v7+at68ucv7Q0JCJKnAcpQgm5dUr6v0+xwpK13at0aq1dbqqgAAAADAo3hE6O7Xr5/S0tL01FNPaf/+/YqLi9PcuXOdk6vt2rXLoy8rqLDqX+EI3ZK0NZHQDQAAAAD/4BGhW5JGjx6t0aNHF7puwYIF53zv1KlTi78gnF/9K06Pt/0sdX3EuloAAAAAwANx+hhFFxIthTZyjPescFxmDgAAAABwInTj4pw6223mS9t/tbYWAAAAAPAwhG5cnH9eYg4AAAAAcCJ04+LEdJJsPo4xoRsAAAAAXBC6cXF8K0m1OzjGR3ZIh7ZZWg4AAAAAeBJCNy4el5gDAAAAQKEI3bh4hG4AAAAAKBShGxevRkspMNQx3rFIys+zth4AAAAA8BCEblw8m02q28Uxzs6QUpItLQcAAAAAPAWhG8XjVOiWpO0LrasDAAAAADwIoRvFo97lp8d/EboBAAAAQCJ0o7hUrSsFRzvGu5dJuVnW1gMAAAAAHoDQjeJhGFLdv89252VJe5ZbWw8AAAAAeABCN4qPy33dv1pXBwAAAAB4CEI3is+ZoZv7ugEAAACA0I1iFBQphTZ2jPeukrIzra0HAAAAACxG6EbxOnW228yXdi6xthYAAAAAsBihG8XrzEeHcV83AAAAgAqO0I3iVaejJMMx5r5uAAAAABUcoRvFK7CaFBnrGB9YLx0/aG09AAAAAGAhQjeK35mzmO9cbF0dAAAAAGAxQjeKX0yn02MmUwMAAABQgRG6Ufxqd5Dzvu4dnOkGAAAAUHERulH8/IOlGi0c4wMbpJNHrK0HAAAAACxC6EbJcF5ibko7kywtBQAAAACsQuhGyajT8fSYydQAAAAAVFCEbpSMOpedHhO6AQAAAFRQhG6UjMBqUngzxzhlrZSVYW09AAAAAGABQjdKzqlLzE27tHuZtbUAAAAAgAUI3Sg5MdzXDQAAAKBiI3Sj5Jw5mRrP6wYAAABQARG6UXIqh0uhjRzjfaulnOPW1gMAAAAApYzQjZJ1ahZze560e7m1tQAAAABAKSN0o2TV6XR6vHOJdXUAAAAAgAUI3ShZTKYGAAAAoAIjdKNkBdWUqtZ1jPeslHKzrK0HAAAAAEoRoRsl79Qs5vnZ0t6V1tYCAAAAAKWI0I2S53KJOfd1AwAAAKg4CN0oeS7P615kXR0AAAAAUMoI3Sh5VetIwdGO8e7lUl6OtfUAAAAAQCkhdKN0nHped95JKSXZ0lIAAAAAoLQQulE6asefHu9aal0dAAAAAFCKCN0oHbU7nB7vXmZdHQAAAABQigjdKB2hjSX/EMd411LJNC0tBwAAAABKA6EbpcNmk6LbO8YnDkqHtllbDwAAAACUAkI3Sk/t9qfHu7mvGwAAAED5R+hG6Yk+475uJlMDAAAAUAEQulF6olpLNh/HmNANAAAAoAIgdKP0+ARINeMc40N/SscPWVoOAAAAAJQ0QjdKV/SZ93Xz6DAAAAAA5RuhG6Wrdvzp8a4k6+oAAAAAgFJA6Ebp4kw3AAAAgAqE0I3SVTlMqlbfMd63RsrNsrYeAAAAAChBhG6Uvtp/PzosP0dKSba0FAAAAAAoSYRulL7aZz6vm/u6AQAAAJRfhG6UvugzQzf3dQMAAAAovwjdKH2hDaWAao7x7mWSaVpbDwAAAACUEEI3Sp9hnJ7F/ORh6eCf1tYDAAAAACWE0A1rcF83AAAAgAqA0A1rnBm6eV43AAAAgHKK0A1rRMZJXr6O8a6llpYCAAAAACWF0A1r+PhLNVs5xoe3ScdSra0HAAAAAEqAx4Tut99+WzExMfL391f79u21fPnys247a9YstW3bViEhIapUqZLi4uI0bdq0UqwWxeLMS8z3rLCuDgAAAAAoIR4RumfOnKmEhASNHTtWq1evVmxsrHr16qXU1MLPflarVk2PP/64kpKStG7dOg0ZMkRDhgzRjz/+WMqV46LUuvT0ePfZ/8gCAAAAAGWVR4TuCRMmaPjw4RoyZIiaNWumSZMmKTAwUJMnTy50+65du+qGG25Q06ZNVb9+fd1///1q2bKlFi1aVMqV46LUand6zJluAAAAAOWQt9UF5OTkaNWqVRozZoxzmc1mU48ePZSUdP5HSZmmqZ9//llbtmzRSy+9VOg22dnZys7Odr7OyMiQJNntdtnt9ov8BCXHbrfLNE2PrvGiVAqTEVJbxtFdMveulpmbLXn5WF1VmVTuewXFhl6Bu+gVuItegbvoFbirrPSKu/VZHroPHjyo/Px8RUREuCyPiIjQ5s2bz/q+9PR0RUVFKTs7W15eXnrnnXfUs2fPQrcdP368xo0bV2B5WlqasrKyLu4DlCC73a709HSZpimbzSMuSih2waEtFXB0l4y8kzq0eZHywi6xuqQyqSL0CooHvQJ30StwF70Cd9ErcFdZ6ZXMzEy3trM8dBdVlSpVlJycrGPHjikxMVEJCQmqV6+eunbtWmDbMWPGKCEhwfk6IyND0dHRCgsLU1BQUClWfWHsdrsMw1BYWJhHN9tFqd9J2vqtJKnaia1SeDeLCyqbKkSvoFjQK3AXvQJ30StwF70Cd5WVXvH393drO8tDd2hoqLy8vHTgwAGX5QcOHFCNGjXO+j6bzaYGDRpIkuLi4rRp0yaNHz++0NDt5+cnPz+/QvfhyT9ESTIMo0zUWWS1T0+mZtuzUmp/t4XFlG3lvldQbOgVuItegbvoFbiLXoG7ykKvuFub5Z/A19dXbdq0UWJionOZ3W5XYmKi4uPj3d6P3W53uW8bZUREC8n7778QMZkaAAAAgHKmyKH74MGDevTRR9W9e3c1atRIGzdulCS98cYbWrp06QXtKyEhQR988IE++ugjbdq0SSNHjtTx48c1ZMgQSdLAgQNdJlobP3685s+fr7/++kubNm3Sa6+9pmnTpumOO+4o6seBVbx9pcg4x/jIdulYmqXlAAAAAEBxKtLl5atXr1b37t0VHBysyy+/XAsWLHCeZd67d6/+7//+TzNnznR7f/369VNaWpqeeuop7d+/X3FxcZo7d65zcrVdu3a5nLo/fvy4Ro0apT179iggIEBNmjTR//73P/Xr168oHwdWi24n7f77DzV7VkhNrrK2HgAAAAAoJkUK3Q8++KDi4+P11VdfyTAMTZs2zbmuffv2FxS4Txk9erRGjx5d6LoFCxa4vH7uuef03HPPXfAx4KFqnb6vm9ANAAAAoDwpUuhesWKFZs2aJR8fH+Xn57usCwsLU2pqarEUhwqiVrvTY+7rBgAAAFCOFOme7kqVKikjI6PQdbt27VL16tUvqihUMEGRUnC0Y7x3lZSfZ209AAAAAFBMihS6e/Xqpeeee06HDh1yLjMMQydPntQbb7yhq67i8mBcoFNnu3NPSKm/W1sLAAAAABSTIoXul156SRkZGWrYsKFuvfVWGYahJ554Qs2aNdOhQ4e43xoXzuUS8+XW1QEAAAAAxahIoTsqKkrJycm69957lZKSovr16+vQoUO6/fbbtXLlSoWHhxd3nSjvos+YTG0393UDAAAAKB+KNJGaJIWEhGjcuHEaN25ccdaDiqpGS8nLT8rP5kw3AAAAgHKjSGe6C7N48WJ9+OGH2rJlS3HtEhWJt68UGesYH/5LOn7o3NsDAAAAQBlQpNB92223aciQIc7XkyZNUufOnXXXXXcpLi5OiYmJxVYgKpDofzyvGwAAAADKuCKF7kWLFqlPnz7O1+PHj9ewYcOUkZGhm2++mUvOUTRMpgYAAACgnClS6E5LS1NkZKQkaePGjdq9e7fuv/9+Va5cWYMGDdL69euLtUhUEC6hmzPdAAAAAMq+IoXu6tWra+fOnZKkuXPnKjIyUpdccokkKT8/X3a7vfgqRMURHCUFRTnGe1dL9nxr6wEAAACAi1Sk2cv79OmjRx55RGvXrtXUqVN15513Otdt2LBBdevWLbYCUcHUaif9vlfKOSal/i7VaGF1RQAAAABQZEUK3a+++qry8/M1d+5cXXXVVS73cM+ePVu9e/cutgJRwdRqJ/0+xzHes5LQDQAAAKBMK1LoDg4O1uTJkwtdt2jRoosqCBVcVJvT472rpLZDzr4tAAAAAHi4YntON1AsImMlw8sx3rvK2loAAAAA4CIVKXSfPHlSjz32mBo1aqTAwEB5eXkV+AKKxDdQinBMyqfUTVJ2prX1AAAAAMBFKNLl5ffcc4+mT5+uAQMGqFmzZvL19S3uulCRRbWR9q+TZEr7kqW6na2uCAAAAACKpEih+5tvvtGrr76q0aNHF3c9gFSrrbRqimO8dyWhGwAAAECZVaTLy728vNSoUaPirgVw+OdkagAAAABQRhUpdI8cOVLTpk0r7loAh9BGkm8Vx3gPoRsAAABA2VWky8sDAwP122+/6bLLLlOPHj0UEhList4wDD344IPFUR8qIpuXFNVK2v6rlLlPytgnBdW0uioAAAAAuGBFCt2PPPKIJGnXrl1aunRpgfWEbly0qDaO0C05LjEndAMAAAAog4p0ebndbj/nV35+fnHXiYomqu3p8Z6V1tUBAAAAABehSKEbKHFMpgYAAACgHCjS5eWSdPz4cU2dOlWLFi3S4cOHVa1aNXXu3FmDBg1SpUqVirNGVERBkVJQlJSxV9q3RrLnO+71BgAAAIAypEhnunfv3q2WLVvqvvvu05YtW2Sz2bRlyxbdd999io2N1e7du4u7TlREp8525xyTDv5hbS0AAAAAUARFCt0JCQmSpN9//12rV6/WDz/8oNWrV2vjxo0yDEP//ve/i7VIVFBnXmLOfd0AAAAAyqAihe758+frhRdeUOPGjV2WN27cWM8++6zmzZtXLMWhgqt1xmRqewndAAAAAMqeIoXuvLw8BQQEFLouICCA2ctRPCLjJOPvFmUyNQAAAABlUJFCd8eOHfXcc88pPT3dZXl6erqef/55dezYsViKQwXnV1kKa+oYH/hdyjlhbT0AAAAAcIGKNHv5a6+9pi5duig6OlpXXHGFIiIilJqaqsTERPn4+Gjy5MnFXScqqlptpNSNkpkvpayV6sRbXREAAAAAuK1IZ7qbN2+udevWadiwYdq3b59+/vln7du3T8OHD9fatWvVvHnz4q4TFZXL87q5rxsAAABA2VLk53TXqlVLEyZMKM5agIKizphMjRnMAQAAAJQxRQ7dkuMe7vXr1yslJUU1a9ZU8+bNFRwcXFy1AVJYE8knUMo9Ie1dbXU1AAAAAHBBinR5ud1u12OPPaZatWqpS5cu6tevnzp37qxatWppzJgxzF6O4uPlLdVs5Rin75KOpVpbDwAAAABcgCKF7ocfflivvvqqEhIStHbtWu3fv19r167Vgw8+qNdee03/+c9/irtOVGQu93Xz6DAAAAAAZUeRLi+fOnWqnn32WT3yyCPOZeHh4WrRooUCAgL06quv6rXXXiu2IlHBnRm696yUGvexrhYAAAAAuABFOtOdn5+v1q1bF7quTZs2XF6O4lXrjMnUmMEcAAAAQBlSpNB98803a8aMGYWumzFjhm688caLKgpwERQlVY5wjPeukex2a+sBAAAAADcV6fLyLl266PHHH1e3bt3Ut29fhYeHKzU1VbNnz9a2bdv0/PPPa9asWc7tCeG4KIbheHTYlu+k7HTp0FYprJHVVQEAAADAeRUpdA8ePFiStHfvXi1cuPCs6yXJMAwuN8fFq9XGEbolx2RqhG4AAAAAZUCRQvf27duLuw7g3FxmMF8pxQ2wrhYAAAAAcFORQnedOnWKuw7g3Gq2kmRIMh0zmAMAAABAGVCkidR27typ9evXO19nZ2fr+eef1x133KGpU6cWV23Aaf7BUujfl5Qf2CjlZllbDwAAAAC4oUihe/jw4Zo2bZrz9SOPPKJx48Zp8+bNuuuuu/TOO+8UW4GAU9Tfj6mz5zqCNwAAAAB4uCKF7uTkZHXu3FmSlJeXp48++kgvvfSSVq5cqaefflrvvvtusRYJSJJqnvFs+H2rrasDAAAAANxUpNCdmZmp4OBgSdKyZcuUkZGh/v37S5I6deqkv/76q/gqBE6JOiN07yV0AwAAAPB8RQrdtWrV0tKlSyVJs2bNUrNmzRQZGSlJOnLkiAIDA4uvQuCUiOaS7e+5/zjTDQAAAKAMKFLoHjp0qJ544gm1a9dOb7zxhu666y7nuqVLl6pp06bFViDg5OMvRVziGKdtkbIzra0HAAAAAM6jSI8Me/TRR1WzZk2tWLFCo0aN0uDBg53rjhw5omHDhhVXfYCrmq2llLWSTMf/xnSyuiIAAAAAOKsihW5JGjhwoAYOHFhg+aRJky6qIOCcolpLq6Y4xntXE7oBAAAAeLQiXV5+yty5c/Xss8/qrrvu0q5duyRJv/76q/bt21csxQEFMIM5AAAAgDKkSGe609LS1LdvXy1dulTR0dHavXu3RowYodq1a2vy5MmqVKmS3n777eKuFZDCmkjeAVLeSWYwBwAAAODxinSm+4EHHlBaWpo2bNigrVu3yjRN57oePXooMTGx2AoEXHh5S5GxjvHRndLxQ9bWAwAAAADnUKTQ/d133+n5559X06ZNZRiGy7ro6Gjt2bOnWIoDCnXm87r3rbGuDgAAAAA4jyKF7ry8PFWqVKnQdUeOHJGvr+9FFQWcE/d1AwAAACgjihS627dvr8mTJxe6bsaMGerYseNFFQWc05lnurmvGwAAAIAHK9JEas8995y6deumLl266Oabb5ZhGJozZ47Gjx+vb7/9VosXLy7uOoHTqtWT/IKl7HTHmW7TlP5xmwMAAAAAeIIinemOj4/XL7/8IsMw9O9//1umaer5559XSkqKfvnlFzVs2LC46wROMwypZpxjfOyAlJliaTkAAAAAcDZFfk53fHy8Fi5cqIyMDO3Zs0eZmZn68ssv9fXXX6t27drFWSNQEJeYAwAAACgDLujy8qVLl+qjjz7Srl27VK9ePd1///1q0KCBMjIy9PDDD2vKlCnKzc1V//79S6pewOGfk6k1vca6WgAAAADgLNwO3T/88IOuvfZamaapsLAwzZ8/X59++qmmTZumO++8U0ePHtWAAQP05JNPqlGjRiVZM8CZbgAAAABlgtuXl7/wwgtq1aqVdu/erf379+vw4cPq0aOHrr/+elWqVEnLli3TtGnTihy43377bcXExMjf31/t27fX8uXLz7rtBx98oM6dO6tq1aqqWrWqevTocc7tUQ4FRUmVwh3jfWsck6kBAAAAgIdxO3Rv2rRJjz/+uGrWrClJqly5sl5++WXl5eXpxRdfVJs2bYpcxMyZM5WQkKCxY8dq9erVio2NVa9evZSamlro9gsWLNCAAQP0yy+/KCkpSdHR0bryyiu1d+/eIteAMsYwTp/tzjoqHf7L0nIAAAAAoDBuh+7Dhw87A/cpUVFRknTRs5VPmDBBw4cP15AhQ9SsWTNNmjRJgYGBZ30W+CeffKJRo0YpLi5OTZo00Ycffii73a7ExMSLqgNljMt93WusqwMAAAAAzuKCZi83zvIsZC8vryIXkJOTo1WrVqlHjx6ni7LZ1KNHDyUlJbm1jxMnTig3N1fVqlUrch0og7ivGwAAAICHu6DZy7t16yabrWBO79y5s8tywzCUnp7u1j4PHjyo/Px8RUREuCyPiIjQ5s2b3drHI488opo1a7oE9zNlZ2crOzvb+TojI0OSZLfbZbfb3TqGFex2u0zT9OgaLRUZ5/yrkbl3lcwK/H2iV+AuegXuolfgLnoF7qJX4K6y0ivu1ud26B47dmyRiylJL774ombMmKEFCxbI39+/0G3Gjx+vcePGFVielpamrKyski6xyOx2u9LT02WaZqF/7IAUWiVK3pl7ZaasVer+fZLtgv6OVG7QK3AXvQJ30StwF70Cd9ErcFdZ6ZXMzEy3trM8dIeGhsrLy0sHDhxwWX7gwAHVqFHjnO999dVX9eKLL+qnn35Sy5Ytz7rdmDFjlJCQ4HydkZGh6OhohYWFKSgo6OI+QAmy2+0yDENhYWEe3WxWMqLbSb/vlS3vpMKNI1L4JVaXZAl6Be6iV+AuegXuolfgLnoF7iorvXK2k77/ZPlpQV9fX7Vp00aJiYnq27evJDknRRs9evRZ3/fyyy/r+eef148//qi2bdue8xh+fn7y8/MrsNxms3n0D1FyXKpfFuq0TFRr6fc5kiRbSrIU2cLScqxEr8Bd9ArcRa/AXfQK3EWvwF1loVfcrc0jPkFCQoI++OADffTRR9q0aZNGjhyp48ePa8iQIZKkgQMHasyYMc7tX3rpJT355JOaPHmyYmJitH//fu3fv1/Hjh2z6iPAKi4zmDOZGgAAAADPYvmZbknq16+f0tLS9NRTT2n//v2Ki4vT3LlznZOr7dq1y+WvCO+++65ycnJ08803u+xn7Nixevrpp0uzdFitZpwkQ5LJDOYAAAAAPI5HhG5JGj169FkvJ1+wYIHL6x07dpR8QSgb/KpIoY2kg1ukAxulvGzJu+CtBAAAAABgBY+4vBy4KKee123PlfZvsLYWAAAAADgDoRtlH/d1AwAAAPBQhG6UfVFnhu411tUBAAAAAP9A6EbZF9Fcsv09PQGTqQEAAADwIIRulH0+/lJ4M8f44BYpm0fHAQAAAPAMhG6UD6cuMTftUspaa2sBAAAAgL8RulE+MJkaAAAAAA9E6Eb5cOZkatzXDQAAAMBDELpRPoQ1lbwDHGPOdAMAAADwEIRulA9e3lJkS8f4yA7pxGFLywEAAAAAidCN8oT7ugEAAAB4GEI3yg+X+7rXWFcHAAAAAPyN0I3ygzPdAAAAADwMoRvlR7V6kl+wY8wM5gAAAAA8AKEb5YfNJtWMc4yP7Zcy9llaDgAAAAAQulG+8LxuAAAAAB6E0I3yxeW+biZTAwAAAGAtQjfKlygmUwMAAADgOQjdKF+CoqRK4Y7x3tWSaVpbDwAAAIAKjdCN8sUwTp/tzjoqHdluaTkAAAAAKjZCN8qfmq1Oj5lMDQAAAICFCN0of5hMDQAAAICHIHSj/OGxYQAAAAA8BKEb5U+lUCm4tmOcslay51tbDwAAAIAKi9CN8inq7/u6c49LB/+wthYAAAAAFRahG+UTk6kBAAAA8ACEbpRPLpOpEboBAAAAWIPQjfKpZtzpMWe6AQAAAFiE0I3yyT9Yqt7QMT6wQcrLsbYeAAAAABUSoRvl16lHh+XnSKkbra0FAAAAQIVE6Eb5xWRqAAAAACxG6Eb5xWRqAAAAACxG6Eb5VaOFZHg5xnvXWFsLAAAAgAqJ0I3yyzdQCm/mGKdtknJOWFsPAAAAgAqH0I3yLerv+7pNu7R/nbW1AAAAAKhwCN0o35hMDQAAAICFCN0o35hMDQAAAICFCN0o3yIukbz8HGPOdAMAAAAoZYRulG9ePo5ZzCXp8Dbp5FFLywEAAABQsRC6Uf5FnXGJeUqyZWUAAAAAqHgI3Sj/zryvm0vMAQAAAJQiQjfKvzNnMGcyNQAAAACliNCN8i+0oeRb2THeu8baWgAAAABUKIRulH82LykyzjHO2CMdS7W0HAAAAAAVB6EbFUPUmZeYc7YbAAAAQOkgdKNiYDI1AAAAABYgdKNiYDI1AAAAABYgdKNiqBojBVRzjPeulkzT0nIAAAAAVAyEblQMhnH6bPeJg1L6bmvrAQAAAFAheFtdAAr3+crdemz2enkZhny9bfL1tsnP20tBAT4KCfBRSKCPIoL8VTPEXzVDAhRdNVD1wyursh8/0rOKai1tS3SM962RQmpbWw8AAACAco+E5qFy8u3KzTeVK1NZeXbn8r1HT57zfTWD/dUgoopaRAUptlaIYqNDFBHkX9Lllg3/nEyt2fXW1QIAAACgQiB0e6iQAF81rxmkk9k5shteys23Kys3X+knc5Wbf/b7kfelZ2lfepZ+/SPNuSy6WoA6NQjVZfVDdVn96qpe2a80PoLnYTI1AAAAAKWM0O2hrm4ZqT7NI5Samqrw8HDZbI7b703T1ImcfB0+nqMDGY6AvffISe04eFxb047pjwOZyszKc9nX7sMn9eny3fp0ueM+5qaRQerWOExXtYjUJTWDZBhGqX8+SwRFSlUipcwUaV+yZLdLNqY1AAAAAFByCN1ljGEYquTnrUp+3oquFlhgvWma2peepXW7j2rtnnQl7z6i1TuPKif/9CXqm1IytCklQ+8s2KY61QPVp3mkrmpRQy2igst/AK/ZWtrynZSdIR3eJoU2tLoiAAAAAOUYobucMQxDUSEBigoJUJ8WkZKkkzn5WrnzsBZtPaglWw9pw7505xOzdh46oUkLt2nSwm2qG1pJ/dpF66bWtRRWpZxegh7VyhG6JcdkaoRuAAAAACWI0F0BBPh6qXPDMHVuGCZJSsvM1o8b9+uHDSlK2nZI9r8D+PaDx/XiD5v16o9b1KNphPpfGq3ODcPkZStHZ7//OZlay1utqwUAAABAuUforoDCqvjpjg51dEeHOjp0LFvzfj+gr5P3KemvQ5KkPLupuRv3a+7G/apdLVBDO9XVLW1rKdC3HLQLk6kBAAAAKEXMIlXBVa/spwGX1tand3XQgoe6alTX+i6Xlu86fEJjv96oy178Wa/N26K0zGwLqy0GgdWkqjGOcco6KT/vnJsDAAAAwMUgdMMpJrSS/tO7iZY8eoXeu7ONOjcMda47eiJXb/68VR1f+lmPzV6vfed5XrhHO3WJed5JKW2TtbUAAAAAKNcI3SjAx8umXpfU0LSh7fXD/Z11Y6soef99X3dOnl3Tl+1S11cW6OmvNyo1I8viaosg6h/3dQMAAABACSF045yaRgZpQr84/fZIN93dpZ4q+znu687Jt2vqkh3q8soveuH7TTp0rAxddn7mZGr71lhXBwAAAIByj9ANt0QGB2jMVU3123+6aWTX+grw8ZIkZeXa9f6vf6nrKws0aeE2ZeflW1ypGyJbSvp7RnYmUwMAAABQggjduCBVK/nqkd5N9Ot/umlop7ry9Xa0UGZ2nl78YbN6TvhVP6xPkXnqQeCeyK+KFNbYMT6wUcotg5fIAwAAACgTPCJ0v/3224qJiZG/v7/at2+v5cuXn3XbjRs36qabblJMTIwMw9Drr79eeoXCKayKn568ppl+fbibBlwaLePvE8e7Dp/QyE9Wq9/7S7Vhb7q1RZ7LqUvM7XnSgQ3W1gIAAACg3LI8dM+cOVMJCQkaO3asVq9erdjYWPXq1UupqamFbn/ixAnVq1dPL774omrUqFHK1eKfagT7a/yNLfXdvZ11Wf3qzuXLtx/WtW8t0tivNigjK9fCCs+CydQAAAAAlALLQ/eECRM0fPhwDRkyRM2aNdOkSZMUGBioyZMnF7p9u3bt9Morr6h///7y8/MrdBuUvmY1g/TJsPb6YGBb1Q2tJEkyTemjpJ3q8dpCfbfOwy45ZzI1AAAAAKXA28qD5+TkaNWqVRozZoxzmc1mU48ePZSUlFRsx8nOzlZ29unZtTMyMiRJdrtddru92I5T3Ox2u0zT9Oga/6l7kzB1blBdU5bs0BuJfyor167UzGzdM321Lm8UqnHXXaLa1QKtLlMKbybD5iPDnitz32qZZeh7XJiy2CuwBr0Cd9ErcBe9AnfRK3BXWekVd+uzNHQfPHhQ+fn5ioiIcFkeERGhzZs3F9txxo8fr3HjxhVYnpaWpqwsz51Ey263Kz09XaZpymaz/KKEC3JDk8pqH9lMry3YrcXbHfd2L/zjoHq9/qtGdaylW+LCZDt1I7hFqldrJJ+DG6W0LUrb85dM38qW1nMxynKvoHTRK3AXvQJ30StwF70Cd5WVXsnMzHRrO0tDd2kZM2aMEhISnK8zMjIUHR2tsLAwBQUFWVjZudntdhmGobCwMI9utrMJD5c+blBL834/oHHf/K79GdnKzjP1fwt3a9HOY3rpphaKqV7JsvqMOu2kgxtlyFRYXopUq6NltVysst4rKD30CtxFr8Bd9ArcRa/AXWWlV/z9/d3aztLQHRoaKi8vLx04cMBl+YEDB4p1kjQ/P79C7/+22Wwe/UOUJMMwykSd59KnRU11bhSul+du1sdJOyVJK3Yc0VUTF+mR3k00KD5GNpsFZ72j2kirpkqSbClrpHqdS7+GYlQeegWlg16Bu+gVuItegbvoFbirLPSKu7VZ+gl8fX3Vpk0bJSYmOpfZ7XYlJiYqPj7ewspQ3Cr7eeuZ65vr0+EdFF0tQJKUlWvXuG9+14APlmrPkROlXxSTqQEAAAAoYZb/2SAhIUEffPCBPvroI23atEkjR47U8ePHNWTIEEnSwIEDXSZay8nJUXJyspKTk5WTk6O9e/cqOTlZW7duteoj4ALE16+uufd30aD4Os5ly7YfVp83ftNXyXtLt5iwJpK34w8A2sdjwwAAAAAUP8tDd79+/fTqq6/qqaeeUlxcnJKTkzV37lzn5Gq7du1SSkqKc/t9+/apVatWatWqlVJSUvTqq6+qVatWGjZsmFUfAReokp+3xv191jsqxBF6M7PydP+MZD04M7n0nuvt5S1FtnSMj+yQThwuneMCAAAAqDA8YiK10aNHa/To0YWuW7BggcvrmJgYz3reM4osvn51/fBAZz01Z4PmJO+TJM1es1crdhzW6/3i1DamWskXUbO1tHuZY7xvtdSgR8kfEwAAAECFYfmZblRsQf4+er1/K73RP05V/Bx/A9pz5KT6vb9U7yzYKru9hP/AEnXGfd17ua8bAAAAQPEidMMjXB8Xpe/v76x2MVUlSfl2Uy/P3aKhH63QkeM5JXdgJlMDAAAAUIII3fAY0dUCNeOueN3XvaGMv58g9suWNF018Tet2llC91tXqyf5BTvGTKYGAAAAoJgRuuFRvGyGEno20sf/ulTVK/lKklLSs9TvvaX64Ne/iv9+fptNqhnrGGemSBkp594eAAAAAC4AoRseqXPDMH1/f2dd+vdkanl2U89/v0nDP16l9BPFPLu5yyXmnO0GAAAAUHwI3fBYEUH+mj68vUZ1re9c9tOmA7r2rUXalJJRfAdymUyN0A0AAACg+BC64dG8vWz6T+8mmjK4nUICfSRJuw6f0I3vLNG36/YVz0E40w0AAACghBC6USZ0axKu7+7rrBZRjknPTubma/T0NRr/wyblX+xjxYJrSZXCHON9aySeAw8AAACgmBC6UWZEhQTo8xHxurF1lHPZewv/0uApy3X0xEU8VswwpJqtHOOTR6QjOy6uUAAAAAD4G6EbZYq/j5deuyVWT1/bTF42x3PFfvvz4MXf533mJeZ7V11klQAAAADgQOhGmWMYhgZ3rKtPhrV3PlZs9+GTuvGdJfp+fREf+RXV5vR435piqBIAAAAACN0owzrUq65v7u2klrVO3+c96pPVejPxzwt/nveZoXvPymKsEgAAAEBFRuhGmVYzJECf3R2vG1udvs/7tfl/6IGZycrKzXd/R5WqS1VjHOOUtVJ+MT8LHAAAAECFROhGmefv46XXbo3VI72byHDc5q2vkvdpwAdLlZaZ7f6OTp3tzjsppW4q/kIBAAAAVDiEbpQLhmFoZNf6mnRHGwX4eEmS1uw6qr5vL3Z/grWotqfHe7nEHAAAAMDFI3SjXOl1SQ19PiJekcH+kqS9R0/q5neX6KffD5z/zWfe180M5gAAAACKAaEb5U7zqGB9dU9HxUaHSJKO5+Rr+LSV+uDXv849wVpkS8nm7RjvXV3yhQIAAAAo9wjdKJfCg/w1864OuqZlpCTJNKXnv9+kR79cr9x8e+Fv8gmQIi5xjFM3SdmZpVQtAAAAgPKK0I1yy9/HS28OaKX7uzd0Lpu5crf+NXWFMrPOMju58xJzU9qXXOI1AgAAACjfCN0o1wzD0IM9G2nigFby9Xa0+29/HtQtk5K0Pz2r4Bu4rxsAAABAMSJ0o0K4LramPhnWXiGBPpKkzfszdcM7hcxszgzmAAAAAIoRoRsVRruYavpy5GWKrhYgSUpJz9Itk5L0259ppzcKbSj5VnGMmUwNAAAAwEUidKNCqR9WWbNHnZ7Z/Fh2noZMWaHPVu52bGDzkmrGOcYZe6WMFEvqBAAAAFA+ELpR4YRW9tOM4R10ZbMISVKe3dR/vlinCfP/cDxSrNaZl5hzXzcAAACAoiN0o0IK8PXSu3e00eDLYpzLJib+qX9/vla5NVqf3pDQDQAAAOAiELpRYXnZDD193SV68ppmMgzHslmr9+qBRWf8Z8FkagAAAAAuAqEbFd7QTnX17u2t5ff3I8W+22EozajuWLl3jWS3W1gdAAAAgLKM0A1I6t08UtOHd1C1Sr6SpFV59RwrcjKlQ39aWBkAAACAsozQDfytTZ2qmjXyMsVUD9Rae33n8j9W/WJhVQAAAADKMkI3cIaY0Er6cuRlygyNdS5bsXi+Zq3eY2FVAAAAAMoqQjfwD9Ur++nxYQNkl2N2tRbGNiV8tlZv/7LV8UgxAAAAAHAToRsoRECVqjLCmkiSmhq75KccvfLjFj0+Z4Py8plYDQAAAIB7CN3AWRhRbSRJPka+LjF2SJKmL9ulu6et0omcPAsrAwAAAFBWELqBs4lq7RyOa5stHy/H5eaJm1PV//2lSsvMtqoyAAAAAGUEoRs4m1ptncMW5p/66F+Xqoq/tyRp3Z503fTuEv2Vdsyq6gAAAACUAYRu4GzCm0ne/o7x3lW6rH6ovhhxmSKDHct2HT6hm95dolU7D1tYJAAAAABPRugGzsbLR4r8+9FhR7ZLJw6rcY0qmj2qo5rUqOJYfCJXt32wTHM37LewUAAAAACeitANnEvU6UvMtXeVJKlGsL8+HxGvTg1CJUnZeXaN/GSVPlqyw4ICAQAAAHgyQjdwLmdMpnYqdEtSFX8fTR7cTje2ipIkmaY09uuNeuH7TbLbeZY3AAAAAAdCN3Aufz82TJJL6JYkX2+bXrs1VqO7NXAue//Xv3TfjDXKzssvrQoBAAAAeDBCN3AuVWOkwOqO8Z6VjlPaZzAMQw/1aqwXbmghm+OJYvp2XYoG/ne50k/klm6tAAAAADwOoRs4F8M4fbb75GHHhGqFuK19bX0wsK0CfLwkScu2H9bNk5Zoz5ETpVUpAAAAAA9E6AbOp1a70+M9K8+6WfemEZpxVweFVvaVJP2Zekw3vrNEG/ell3SFAAAAADwUoRs4H5fQveKcm8ZGh2jWyI6qG1pJkpSama1bJyXp1z/SSrJCAAAAAB6K0A2cT1RrSX/fsL17+Xk3r109UF+OvEyta4dIko7n5OtfU1fo85W7S65GAAAAAB6J0A2cj3+wFNbEMT6wQco5/33a1Sr5avrwDup1SYQkKc9u6uEv1mli4p8yTR4pBgAAAFQUhG7AHbXaOv7XnielrHXrLf4+Xnrn9jYafFmMc9mE+X9ozKz1ysu3l0CRAAAAADwNoRtwxwXc130mL5uhsdc20+NXNXUum7Fit4Z9vFLHs/OKs0IAAAAAHojQDbijiKFbcjzLe3iXepo4oJV8vRz/yS3YkqZ+7ycpNTOrOKsEAAAA4GEI3YA7whpLvlUc43M8NuxcroutqY+HXqogf29J0oa9GbrxnSXalnasuKoEAAAA4GEI3YA7bF5/z2IuKXOflL63SLvpUK+6vhx5maJCAiRJe46c1E3vLtHKHYeLq1IAAAAAHoTQDbgr+tLT4wu8xPxMDSOqaNaoy9Q0MkiSdPRErm77cJl+WJ9ysRUCAAAA8DCEbsBdF3Ff9z9FBPnrs7s7qHPDUElSTp5do6av1uRF2y9qvwAAAAA8C6EbcFdU29PjiwzdklTF30eTB7fTzW1qSZJMU3rm29/17Le/y27nWd4AAABAeUDoBtxVqbpUrZ5jvC9Zysu56F36eNn0ys0tdV/3hs5l/120XaM+Wa0TOTxSDAAAACjrCN3AhTh1iXl+tnRgfbHs0jAMJfRspBdvbCEvmyFJmrtxv25+N0n7jp4slmMAAAAAsAahG7gQLvd1F+3RYWfT/9La+u+gtqri53ik2O8pGbrurcVavetIsR4HAAAAQOkhdAMXolbx3tf9T10bh2v2PZepTvVASdLBY9nq//5SzVlTtEeUAQAAALAWoRu4EBHNJW/HM7ZLInRLUoPwKpozqqM61KsmyTGz+QMzk/Xy3M1MsAYAAACUMYRu4EJ4+Ug1WznGR3ZIx9JK5DBVK/nq43+114BLazuXvbNgm0b8b5WOZzPBGgAAAFBWELqBC3XmJeZ7i/e+7jP5etv0wg3NNfbaZvp7fjXN+/2Abp6UpL1MsAYAAACUCYRu4EKdOZna7uUleijDMDSkY11NGXKpqvg7JljblJKh695cpKV/HSrRYwMAAAC4eB4Tut9++23FxMTI399f7du31/Ll5w4zn3/+uZo0aSJ/f3+1aNFC33//fSlVigrPZQbzkrmv+58ubxSm2aM6KubvCdYOHc/RHR8u09TF22Wa3OcNAAAAeCqPCN0zZ85UQkKCxo4dq9WrVys2Nla9evVSampqodsvWbJEAwYM0NChQ7VmzRr17dtXffv21YYNG0q5clRIQZFSUC3HeO+qEruv+58ahFfWnHs6qnPDUElSnt3U09/8roc+X6fs3PxSqQEAAADAhTFMDzhN1r59e7Vr105vvfWWJMlutys6Olr33nuvHn300QLb9+vXT8ePH9e3337rXNahQwfFxcVp0qRJ5z1eRkaGgoODlZ6erqCgoOL7IMXMbrcrNTVV4eHhstk84u8jOOWr0dKaaY5xoz5S/+mSYZTKofPy7Xrlxy1677e/nMta1AzWI92i1LZRtPx8vEqlDpRN/F6Bu+gVuItegbvoFbjrzF7x8va2upyzcjdXWv4JcnJytGrVKo0ZM8a5zGazqUePHkpKSir0PUlJSUpISHBZ1qtXL82ZM6fQ7bOzs5Wdne18nZGRIcnxw7Tb7Rf5CUqO3W6XaZoeXWOF1e0JGVt+kHHioPTHD9IzVUvt0N6Sxkga43/GwsOSviy1ElCGeUmKtLoIlAn0CtxFr8Bd9ArcdapXVgd2UtxD31hdzlm5m9MsD90HDx5Ufn6+IiIiXJZHRERo8+bNhb5n//79hW6/f//+QrcfP368xo0bV2D5TTfdJG8P/suJaZrKy8uTt7e3jFI6iwr32U6EyCd1l9VlAAAAAOXSUa8VCkjsY3UZZ5WX596jfD03cRajMWPGuJwZz8jIUHR0tL788kuPv7w8LS1NYWFhXILjqZa/L2PjbMm07p7qPLuptMxsncjOUx4XRcANpmmXYfA7BedHr8Bd9ArcRa/AXaZp15Hw9uow/A2rSzmrjIwMVa16/iteLQ/doaGh8vLy0oEDB1yWHzhwQDVq1Cj0PTVq1Lig7f38/OTn51dguc1m8/gwaxhGmaizwuowwvFlIR9JNbhHCm7ifjq4i16Bu+gVuItegbtO9UpjD+8Vd2uz/BP4+vqqTZs2SkxMdC6z2+1KTExUfHx8oe+Jj4932V6S5s+ff9btAQAAAACwguVnuiUpISFBgwYNUtu2bXXppZfq9ddf1/HjxzVkyBBJ0sCBAxUVFaXx48dLku6//35dfvnleu2113T11VdrxowZWrlypd5//30rPwYAAAAAAC48InT369dPaWlpeuqpp7R//37FxcVp7ty5zsnSdu3a5XLq/rLLLtP06dP1xBNP6LHHHlPDhg01Z84cNW/e3KqPAAAAAABAAR4RuiVp9OjRGj16dKHrFixYUGDZLbfcoltuuaWEqwIAAAAAoOgsv6cbAAAAAIDyitANAAAAAEAJIXQDAAAAAFBCCN0AAAAAAJQQQjcAAAAAACWE0A0AAAAAQAkhdAMAAAAAUEII3QAAAAAAlBBCNwAAAAAAJYTQDQAAAABACSF0AwAAAABQQrytLsAKpmlKkjIyMiyu5NzsdrsyMzPl7+8vm42/j+Ds6BW4i16Bu+gVuItegbvoFbirrPTKqTx5Kl+eTYUM3ZmZmZKk6OhoiysBAAAAAJRlmZmZCg4OPut6wzxfLC+H7Ha79u3bpypVqsgwDKvLOauMjAxFR0dr9+7dCgoKsroceDB6Be6iV+AuegXuolfgLnoF7iorvWKapjIzM1WzZs1znpGvkGe6bTabatWqZXUZbgsKCvLoZoPnoFfgLnoF7qJX4C56Be6iV+CustAr5zrDfYrnXiAPAAAAAEAZR+gGAAAAAKCEELo9mJ+fn8aOHSs/Pz+rS4GHo1fgLnoF7qJX4C56Be6iV+Cu8tYrFXIiNQAAAAAASgNnugEAAAAAKCGEbgAAAAAASgihGwAAAACAEkLo9lBvv/22YmJi5O/vr/bt22v58uVWlwSLPf300zIMw+WrSZMmzvVZWVm65557VL16dVWuXFk33XSTDhw4YGHFKC2//vqrrr32WtWsWVOGYWjOnDku603T1FNPPaXIyEgFBASoR48e+vPPP122OXz4sG6//XYFBQUpJCREQ4cO1bFjx0rxU6C0nK9fBg8eXOB3Te/evV22oV/Kv/Hjx6tdu3aqUqWKwsPD1bdvX23ZssVlG3f+3dm1a5euvvpqBQYGKjw8XA8//LDy8vJK86OghLnTK127di3we2XEiBEu29Ar5d+7776rli1bOp+9HR8frx9++MG5vjz/TiF0e6CZM2cqISFBY8eO1erVqxUbG6tevXopNTXV6tJgsUsuuUQpKSnOr0WLFjnXPfjgg/rmm2/0+eefa+HChdq3b59uvPFGC6tFaTl+/LhiY2P19ttvF7r+5Zdf1sSJEzVp0iQtW7ZMlSpVUq9evZSVleXc5vbbb9fGjRs1f/58ffvtt/r111911113ldZHQCk6X79IUu/evV1+13z66acu6+mX8m/hwoW65557tHTpUs2fP1+5ubm68sordfz4cec25/t3Jz8/X1dffbVycnK0ZMkSffTRR5o6daqeeuopKz4SSog7vSJJw4cPd/m98vLLLzvX0SsVQ61atfTiiy9q1apVWrlypa644gpdf/312rhxo6Ry/jvFhMe59NJLzXvuucf5Oj8/36xZs6Y5fvx4C6uC1caOHWvGxsYWuu7o0aOmj4+P+fnnnzuXbdq0yZRkJiUllVKF8ASSzNmzZztf2+12s0aNGuYrr7ziXHb06FHTz8/P/PTTT03TNM3ff//dlGSuWLHCuc0PP/xgGoZh7t27t9RqR+n7Z7+YpmkOGjTIvP7668/6HvqlYkpNTTUlmQsXLjRN071/d77//nvTZrOZ+/fvd27z7rvvmkFBQWZ2dnbpfgCUmn/2imma5uWXX27ef//9Z30PvVJxVa1a1fzwww/L/e8UznR7mJycHK1atUo9evRwLrPZbOrRo4eSkpIsrAye4M8//1TNmjVVr1493X777dq1a5ckadWqVcrNzXXpmyZNmqh27dr0TQW3fft27d+/36U3goOD1b59e2dvJCUlKSQkRG3btnVu06NHD9lsNi1btqzUa4b1FixYoPDwcDVu3FgjR47UoUOHnOvol4opPT1dklStWjVJ7v27k5SUpBYtWigiIsK5Ta9evZSRkeE8s4Xy55+9csonn3yi0NBQNW/eXGPGjNGJEyec6+iViic/P18zZszQ8ePHFR8fX+5/p3hbXQBcHTx4UPn5+S7NJEkRERHavHmzRVXBE7Rv315Tp05V48aNlZKSonHjxqlz587asGGD9u/fL19fX4WEhLi8JyIiQvv377emYHiEUz//wn6nnFq3f/9+hYeHu6z39vZWtWrV6J8KqHfv3rrxxhtVt25dbdu2TY899pj69OmjpKQkeXl50S8VkN1u1wMPPKCOHTuqefPmkuTWvzv79+8v9HfPqXUofwrrFUm67bbbVKdOHdWsWVPr1q3TI488oi1btmjWrFmS6JWKZP369YqPj1dWVpYqV66s2bNnq1mzZkpOTi7Xv1MI3UAZ0adPH+e4ZcuWat++verUqaPPPvtMAQEBFlYGoDzp37+/c9yiRQu1bNlS9evX14IFC9S9e3cLK4NV7rnnHm3YsMFlHhGgMGfrlTPnfGjRooUiIyPVvXt3bdu2TfXr1y/tMmGhxo0bKzk5Wenp6friiy80aNAgLVy40OqyShyXl3uY0NBQeXl5FZip78CBA6pRo4ZFVcEThYSEqFGjRtq6datq1KihnJwcHT161GUb+ganfv7n+p1So0aNAhM15uXl6fDhw/QPVK9ePYWGhmrr1q2S6JeKZvTo0fr222/1yy+/qFatWs7l7vy7U6NGjUJ/95xah/LlbL1SmPbt20uSy+8VeqVi8PX1VYMGDdSmTRuNHz9esbGxeuONN8r97xRCt4fx9fVVmzZtlJiY6Fxmt9uVmJio+Ph4CyuDpzl27Ji2bdumyMhItWnTRj4+Pi59s2XLFu3atYu+qeDq1q2rGjVquPRGRkaGli1b5uyN+Ph4HT16VKtWrXJu8/PPP8tutzv/jxEqrj179ujQoUOKjIyURL9UFKZpavTo0Zo9e7Z+/vln1a1b12W9O//uxMfHa/369S5/pJk/f76CgoLUrFmz0vkgKHHn65XCJCcnS5LL7xV6pWKy2+3Kzs4u/79TrJ7JDQXNmDHD9PPzM6dOnWr+/vvv5l133WWGhIS4zNSHiuff//63uWDBAnP79u3m4sWLzR49epihoaFmamqqaZqmOWLECLN27drmzz//bK5cudKMj4834+PjLa4apSEzM9Ncs2aNuWbNGlOSOWHCBHPNmjXmzp07TdM0zRdffNEMCQkxv/rqK3PdunXm9ddfb9atW9c8efKkcx+9e/c2W7VqZS5btsxctGiR2bBhQ3PAgAFWfSSUoHP1S2ZmpvnQQw+ZSUlJ5vbt282ffvrJbN26tdmwYUMzKyvLuQ/6pfwbOXKkGRwcbC5YsMBMSUlxfp04ccK5zfn+3cnLyzObN29uXnnllWZycrI5d+5cMywszBwzZowVHwkl5Hy9snXrVvOZZ54xV65caW7fvt386quvzHr16pldunRx7oNeqRgeffRRc+HCheb27dvNdevWmY8++qhpGIY5b9480zTL9+8UQreHevPNN83atWubvr6+5qWXXmouXbrU6pJgsX79+pmRkZGmr6+vGRUVZfbr18/cunWrc/3JkyfNUaNGmVWrVjUDAwPNG264wUxJSbGwYpSWX375xZRU4GvQoEGmaToeG/bkk0+aERERpp+fn9m9e3dzy5YtLvs4dOiQOWDAALNy5cpmUFCQOWTIEDMzM9OCT4OSdq5+OXHihHnllVeaYWFhpo+Pj1mnTh1z+PDhBf7oS7+Uf4X1iCRzypQpzm3c+Xdnx44dZp8+fcyAgAAzNDTU/Pe//23m5uaW8qdBSTpfr+zatcvs0qWLWa1aNdPPz89s0KCB+fDDD5vp6eku+6FXyr9//etfZp06dUxfX18zLCzM7N69uzNwm2b5/p1imKZplt55dQAAAAAAKg7u6QYAAAAAoIQQugEAAAAAKCGEbgAAAAAASgihGwAAAACAEkLoBgAAAACghBC6AQAAAAAoIYRuAAAAAABKCKEbAAAAAIASQugGAKAYPP300zIMQ4ZhyGazKTg4WC1atNDo0aO1adOmAtvHxMRo9OjRbu9/zpw5euedd4qz5FKXlZWl6Ohofffdd6V2zE8++URNmzZVfn5+qR0TAIAzEboBACgmAQEBSkpK0pIlS/TFF19oyJAh+umnnxQXF6f//e9/LtvOnj1bDz30kNv7Lg+h+91331XVqlV19dVXl9ox+/fvr+zsbH388celdkwAAM5E6AYAoJjYbDZ16NBBHTp0UM+ePZWQkKDk5GR16tRJQ4cO1V9//eXctlWrVoqJibGu2FJmmqYmTpyoIUOGlOpxvby8NHjwYE2cOLFUjwsAwCmEbgAASpC/v7/efPNN5eTk6MMPP3Qu/+fl5Rs3btRVV12l6tWrKzAwUI0bN9bLL78sSRo8eLA++ugjbdy40XkJ++DBgyVJSUlJuu6661SzZk1VqlRJcXFxmjZtmksNCxYskGEYmj9/vm677TZVqVJFderUce7/TElJSbryyisVFBSkKlWqqH379po/f75zfXZ2th577DHVqVNHfn5+atq0qaZPn37e78PChQu1Y8cO3XzzzS7LDcPQq6++6rLs9ddfl2EYBer/8ccfdeutt6py5cqqXbu287gTJ05U7dq1Va1aNQ0bNkzZ2dku+7vllluUnJystWvXnrdOAACKm7fVBQAAUN41a9ZMUVFRSkpKOus21157rSIiIvTf//5XwcHB2rp1q/bs2SNJevLJJ5WWlqbNmzfrk08+kSSFhYVJknbu3KmOHTtqxIgR8vf31+LFizV06FDZ7XYNGjTI5RgjRozQnXfeqdmzZ2vOnDl65JFH1LJlS/Xu3VuStHjxYl1xxRXq0KGDPvzwQ4WEhGjlypXatWuXcx+33nqrFi1apLFjx6pp06b6/vvvdccdd6hq1arq06fPWT/fTz/9pOjoaEVHRxftmyhp5MiRGjx4sIYPH64PPvhAd955p9auXasNGzZo0qRJ+uuvv5SQkKB69erpsccec76vadOmqlq1qubPn6/Y2NgiHx8AgKIgdAMAUAqio6O1f//+QtcdPHhQ27dv1xtvvKFrr71WktStWzfn+vr16yssLEw7d+5Uhw4dXN7bv39/59g0TXXp0kV79uzRe++9VyB033TTTXr66aclSd27d9d3332nL774whm6//Of/6hBgwb6+eef5eXlJUm68sorne//5Zdf9PXXX+vHH390Lu/Zs6dSUlI0duzYc4buFStWqGXLluf8Hp3PLbfcoqeeekqSdOmll2rWrFn69NNPtW3bNvn4+EhynBX//PPPXUK3JLVs2VLLli27qOMDAFAUXF4OAEApME3T5ZLpM1WvXl116tTRmDFj9NFHHznPcLvjyJEjuu+++1SnTh35+PjIx8dH77//vv74448C254ZoA3DUNOmTZ3HOnHihJYuXapBgwY5A/c/zZs3T9WqVdMVV1yhvLw851fPnj21Zs2ac84QnpKS4jw7X1Q9e/Z0joODgxUeHq4uXbo4A7ckNWrUSLt37y7w3tDQUKWkpFzU8QEAKApCNwAApWDPnj2qUaNGoesMw9C8efPUtGlT3XPPPYqOjlbbtm3166+/nne/gwcP1qeffqqHHnpI8+bN04oVK/Svf/1LWVlZBbYNCQlxee3r6+vc7siRI7Lb7apZs+ZZj3Xw4EEdPnzYGe5PfQ0bNkx5eXnnDLVZWVny8/M77+c5l8LqP9dnOpOfn59Onjx5UccHAKAouLwcAIAStnHjRu3du9c5+VlhGjVqpM8//1y5ublasmSJHnvsMV177bXau3evKleuXOh7srKy9O2332rChAm69957ncvtdvsF1xgSEiKbzaZ9+/addZtq1aopLCxM33//faHrw8PDz/neo0ePFrouLy/P5fXx48fPX/AFOnr0qKpXr17s+wUA4Hw40w0AQAnKysrSvffeKz8/Pw0bNuy82/v4+Ojyyy/Xo48+qoyMDGcILuwMbnZ2tux2u3x9fZ3LMjMz9fXXX19wnZUqVVJ8fLw+/vjjs14m3qNHD6WlpcnX11dt27Yt8HVmHf/UuHFjbd++vdB1mzdvdnm9fPnyC67/fHbs2KHGjRsX+34BADgfznQDAFBM7Ha7li5dKkk6duyY1q9fr/fff19//fWXpk6detbncq9bt07//ve/1a9fP9WvX1/p6ekaP368YmJiVL9+fUmOGbgnT56sTz/9VA0bNlRoaKhiYmLUrl07vfjiiwoLC5O3t7defPFFBQcHKzU19YLrf/HFF3XFFVeoR48eGjVqlKpWrarVq1crNDRU//rXv9SzZ09de+216t27t/7zn/+oZcuWOn78uDZu3KitW7e6PBLtnzp27KjPPvtMubm5LvdgS9Jnn32m5s2bq1WrVvrpp5/0448/SpKmTZvmMlFcUR0/flybN2/W2LFjL3pfAABcKM50AwBQTE6ePKn4+HjFx8frhhtu0OTJk9W9e3etXbtWAwYMOOv7atSooRo1amj8+PHq06eP7r77bkVHR2vevHnOSc2GDh2qW265Rffee6/atWvnnIV8+vTpatCggQYNGqT77rtPN998swYOHFik+jt16uR8JvbgwYN14403avbs2apTp45zmy+++EIjRozQO++8oz59+mjo0KGaN2+eLr/88nPu+/rrr1deXp4WLFhQYN2wYcM0a9YsXXXVVfr55581d+5cRUVFaezYseecnM1dP/74owICAs45uzoAACXFME3TtLoIAABQ/t10000KDg7W5MmTncsMw9Arr7yihx56qMSOe8stt6hKlSouxwUAoLRwphsAAJSKJ598UjNnztSBAwdK7Zjbt2/Xd999p8cff7zUjgkAwJkI3QAAoFTExcXp9ddfL/Q52iVl7969ev/99533xgMAUNq4vBwAAAAAgBLCmW4AAAAAAEoIoRsAAAAAgBJC6AYAAAAAoIQQugEAAAAAKCGEbgAAAAAASgihGwAAAACAEkLoBgAAAACghBC6AQAAAAAoIYRuAAAAAABKyP8DdbETCBcpXX8AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Mexican Hat properties:\n",
      "  - Single parameter (sigma) controls shape\n",
      "  - More regular than DoG\n",
      "  - Ricker wavelet in signal processing\n"
     ]
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Bimodal Profile\n",
    "\n",
    "The **Bimodal profile** has two peaks:\n",
    "\n",
    "$$p(d) = A_1 e^{-\\frac{(d-c_1)^2}{2\\sigma_1^2}} + A_2 e^{-\\frac{(d-c_2)^2}{2\\sigma_2^2}}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `sigma1`, `sigma2`: Widths of two peaks\n",
    "- `center1`, `center2`: Locations of peaks\n",
    "- `amplitude1`, `amplitude2`: Heights of peaks\n",
    "\n",
    "**Use cases:**\n",
    "- Local + long-range connections\n",
    "- Multi-scale connectivity\n",
    "- Hierarchical networks"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:02.667977Z",
     "start_time": "2025-10-01T07:14:01.964471Z"
    }
   },
   "source": [
    "# Create Bimodal profile\n",
    "bimodal = init.BimodalProfile(\n",
    "    sigma1=30.0 * u.um,\n",
    "    sigma2=50.0 * u.um,\n",
    "    center1=0.0 * u.um,\n",
    "    center2=200.0 * u.um,\n",
    "    amplitude1=1.0,\n",
    "    amplitude2=0.6,\n",
    "    max_distance=400.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(bimodal, max_distance=400, title=\"Bimodal Profile\")\n",
    "\n",
    "# Show components\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n",
    "\n",
    "distances = np.linspace(0, 400, 500) * u.um\n",
    "\n",
    "# Individual Gaussians\n",
    "gauss1 = init.GaussianProfile(sigma=30.0 * u.um)\n",
    "gauss2 = init.GaussianProfile(sigma=50.0 * u.um)\n",
    "\n",
    "prob1 = gauss1.probability(distances)\n",
    "prob2 = 0.6 * gauss2.probability(distances - 200.0 * u.um + distances[0])\n",
    "bimodal_prob = bimodal.probability(distances)\n",
    "\n",
    "ax.plot(distances.mantissa, prob1, '--', linewidth=2, label='Local peak', alpha=0.7)\n",
    "ax.plot(distances.mantissa, prob2, '--', linewidth=2, label='Long-range peak', alpha=0.7)\n",
    "ax.plot(distances.mantissa, bimodal_prob, linewidth=3, label='Bimodal (sum)')\n",
    "\n",
    "ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "ax.set_ylabel('Connection Probability', fontsize=11)\n",
    "ax.set_title('Bimodal Profile Components', fontsize=12)\n",
    "ax.legend()\n",
    "ax.grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n🔗 Bimodal connectivity:\")\n",
    "print(\"  - Local connections (first peak)\")\n",
    "print(\"  - Long-range connections (second peak)\")\n",
    "print(\"  - Common in cortical circuits\")"
   ],
   "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
     }
    },
    {
     "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",
      "🔗 Bimodal connectivity:\n",
      "  - Local connections (first peak)\n",
      "  - Long-range connections (second peak)\n",
      "  - Common in cortical circuits\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 Logistic Profile\n",
    "\n",
    "The **Logistic profile** is similar to sigmoid:\n",
    "\n",
    "$$p(d) = \\frac{1}{1 + e^{k(d - d_0)}}$$\n",
    "\n",
    "**Parameters:**\n",
    "- `growth_rate`: Controls decay speed\n",
    "- `midpoint`: Half-probability distance\n",
    "\n",
    "**Use cases:**\n",
    "- Growth-like patterns\n",
    "- Smooth transitions\n",
    "- Similar to sigmoid"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:04.415129Z",
     "start_time": "2025-10-01T07:14:03.653884Z"
    }
   },
   "source": [
    "# Create Logistic profile\n",
    "logistic = init.LogisticProfile(\n",
    "    growth_rate=0.05,\n",
    "    midpoint=100.0 * u.um,\n",
    "    max_distance=300.0 * u.um\n",
    ")\n",
    "\n",
    "visualize_profile(logistic, max_distance=300, title=\"Logistic Profile\")"
   ],
   "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
     }
    },
    {
     "data": {
      "text/plain": [
       "(ArrayImpl([  0.       ,   0.60120243,   1.20240486,   1.80360723,\n",
       "              2.40480971,   3.00601... * umetre,\n",
       " array([9.93307149e-01, 9.93104315e-01, 9.92895378e-01, 9.92680157e-01,\n",
       "        9.92458466e-01, 9.92230113e-01, 9.91994901e-01, 9.91752628e-01,\n",
       "        9.91503086e-01, 9.91246060e-01, 9.90981330e-01, 9.90708669e-01,\n",
       "        9.90427844e-01, 9.90138616e-01, 9.89840739e-01, 9.89533958e-01,\n",
       "        9.89218015e-01, 9.88892641e-01, 9.88557562e-01, 9.88212495e-01,\n",
       "        9.87857150e-01, 9.87491228e-01, 9.87114423e-01, 9.86726420e-01,\n",
       "        9.86326896e-01, 9.85915517e-01, 9.85491944e-01, 9.85055825e-01,\n",
       "        9.84606802e-01, 9.84144503e-01, 9.83668551e-01, 9.83178556e-01,\n",
       "        9.82674119e-01, 9.82154829e-01, 9.81620266e-01, 9.81069999e-01,\n",
       "        9.80503584e-01, 9.79920569e-01, 9.79320487e-01, 9.78702860e-01,\n",
       "        9.78067201e-01, 9.77413007e-01, 9.76739764e-01, 9.76046945e-01,\n",
       "        9.75334012e-01, 9.74600412e-01, 9.73845578e-01, 9.73068932e-01,\n",
       "        9.72269880e-01, 9.71447816e-01, 9.70602118e-01, 9.69732152e-01,\n",
       "        9.68837267e-01, 9.67916801e-01, 9.66970073e-01, 9.65996390e-01,\n",
       "        9.64995042e-01, 9.63965307e-01, 9.62906445e-01, 9.61817701e-01,\n",
       "        9.60698305e-01, 9.59547473e-01, 9.58364401e-01, 9.57148275e-01,\n",
       "        9.55898262e-01, 9.54613515e-01, 9.53293169e-01, 9.51936347e-01,\n",
       "        9.50542155e-01, 9.49109683e-01, 9.47638007e-01, 9.46126188e-01,\n",
       "        9.44573273e-01, 9.42978292e-01, 9.41340264e-01, 9.39658192e-01,\n",
       "        9.37931067e-01, 9.36157866e-01, 9.34337554e-01, 9.32469085e-01,\n",
       "        9.30551399e-01, 9.28583426e-01, 9.26564088e-01, 9.24492296e-01,\n",
       "        9.22366950e-01, 9.20186946e-01, 9.17951171e-01, 9.15658507e-01,\n",
       "        9.13307830e-01, 9.10898012e-01, 9.08427925e-01, 9.05896435e-01,\n",
       "        9.03302412e-01, 9.00644726e-01, 8.97922249e-01, 8.95133859e-01,\n",
       "        8.92278437e-01, 8.89354875e-01, 8.86362073e-01, 8.83298943e-01,\n",
       "        8.80164408e-01, 8.76957408e-01, 8.73676902e-01, 8.70321866e-01,\n",
       "        8.66891299e-01, 8.63384223e-01, 8.59799690e-01, 8.56136776e-01,\n",
       "        8.52394593e-01, 8.48572285e-01, 8.44669034e-01, 8.40684061e-01,\n",
       "        8.36616630e-01, 8.32466049e-01, 8.28231675e-01, 8.23912916e-01,\n",
       "        8.19509235e-01, 8.15020149e-01, 8.10445238e-01, 8.05784143e-01,\n",
       "        8.01036571e-01, 7.96202298e-01, 7.91281170e-01, 7.86273109e-01,\n",
       "        7.81178114e-01, 7.75996263e-01, 7.70727717e-01, 7.65372722e-01,\n",
       "        7.59931611e-01, 7.54404809e-01, 7.48792829e-01, 7.43096283e-01,\n",
       "        7.37315874e-01, 7.31452408e-01, 7.25506786e-01, 7.19480013e-01,\n",
       "        7.13373192e-01, 7.07187534e-01, 7.00924349e-01, 6.94585053e-01,\n",
       "        6.88171166e-01, 6.81684312e-01, 6.75126219e-01, 6.68498719e-01,\n",
       "        6.61803744e-01, 6.55043329e-01, 6.48219608e-01, 6.41334813e-01,\n",
       "        6.34391273e-01, 6.27391408e-01, 6.20337731e-01, 6.13232840e-01,\n",
       "        6.06079421e-01, 5.98880239e-01, 5.91638135e-01, 5.84356025e-01,\n",
       "        5.77036892e-01, 5.69683785e-01, 5.62299811e-01, 5.54888130e-01,\n",
       "        5.47451953e-01, 5.39994533e-01, 5.32519162e-01, 5.25029162e-01,\n",
       "        5.17527885e-01, 5.10018699e-01, 5.02504989e-01, 4.94990148e-01,\n",
       "        4.87477569e-01, 4.79970644e-01, 4.72472752e-01, 4.64987258e-01,\n",
       "        4.57517503e-01, 4.50066800e-01, 4.42638429e-01, 4.35235629e-01,\n",
       "        4.27861595e-01, 4.20519470e-01, 4.13212343e-01, 4.05943240e-01,\n",
       "        3.98715123e-01, 3.91530883e-01, 3.84393337e-01, 3.77305223e-01,\n",
       "        3.70269199e-01, 3.63287834e-01, 3.56363611e-01, 3.49498920e-01,\n",
       "        3.42696058e-01, 3.35957224e-01, 3.29284520e-01, 3.22679945e-01,\n",
       "        3.16145400e-01, 3.09682682e-01, 3.03293483e-01, 2.96979394e-01,\n",
       "        2.90741899e-01, 2.84582379e-01, 2.78502112e-01, 2.72502271e-01,\n",
       "        2.66583928e-01, 2.60748052e-01, 2.54995514e-01, 2.49327082e-01,\n",
       "        2.43743432e-01, 2.38245141e-01, 2.32832693e-01, 2.27506482e-01,\n",
       "        2.22266811e-01, 2.17113898e-01, 2.12047876e-01, 2.07068797e-01,\n",
       "        2.02176633e-01, 1.97371281e-01, 1.92652563e-01, 1.88020232e-01,\n",
       "        1.83473972e-01, 1.79013405e-01, 1.74638087e-01, 1.70347519e-01,\n",
       "        1.66141145e-01, 1.62018354e-01, 1.57978488e-01, 1.54020839e-01,\n",
       "        1.50144658e-01, 1.46349151e-01, 1.42633488e-01, 1.38996802e-01,\n",
       "        1.35438191e-01, 1.31956726e-01, 1.28551445e-01, 1.25221365e-01,\n",
       "        1.21965476e-01, 1.18782748e-01, 1.15672133e-01, 1.12632565e-01,\n",
       "        1.09662965e-01, 1.06762239e-01, 1.03929285e-01, 1.01162990e-01,\n",
       "        9.84622352e-02, 9.58258956e-02, 9.32528429e-02, 9.07419463e-02,\n",
       "        8.82920742e-02, 8.59020955e-02, 8.35708810e-02, 8.12973046e-02,\n",
       "        7.90802441e-02, 7.69185831e-02, 7.48112110e-02, 7.27570247e-02,\n",
       "        7.07549292e-02, 6.88038384e-02, 6.69026761e-02, 6.50503762e-02,\n",
       "        6.32458840e-02, 6.14881562e-02, 5.97761619e-02, 5.81088827e-02,\n",
       "        5.64853136e-02, 5.49044629e-02, 5.33653530e-02, 5.18670204e-02,\n",
       "        5.04085161e-02, 4.89889060e-02, 4.76072708e-02, 4.62627062e-02,\n",
       "        4.49543236e-02, 4.36812494e-02, 4.24426255e-02, 4.12376095e-02,\n",
       "        4.00653743e-02, 3.89251087e-02, 3.78160168e-02, 3.67373182e-02,\n",
       "        3.56882481e-02, 3.46680571e-02, 3.36760110e-02, 3.27113909e-02,\n",
       "        3.17734930e-02, 3.08616284e-02, 2.99751232e-02, 2.91133180e-02,\n",
       "        2.82755680e-02, 2.74612428e-02, 2.66697263e-02, 2.59004160e-02,\n",
       "        2.51527237e-02, 2.44260745e-02, 2.37199071e-02, 2.30336732e-02,\n",
       "        2.23668376e-02, 2.17188782e-02, 2.10892849e-02, 2.04775605e-02,\n",
       "        1.98832195e-02, 1.93057888e-02, 1.87448066e-02, 1.81998227e-02,\n",
       "        1.76703982e-02, 1.71561054e-02, 1.66565271e-02, 1.61712570e-02,\n",
       "        1.56998990e-02, 1.52420672e-02, 1.47973857e-02, 1.43654884e-02,\n",
       "        1.39460187e-02, 1.35386291e-02, 1.31429815e-02, 1.27587466e-02,\n",
       "        1.23856039e-02, 1.20232411e-02, 1.16713547e-02, 1.13296489e-02,\n",
       "        1.09978360e-02, 1.06756360e-02, 1.03627765e-02, 1.00589924e-02,\n",
       "        9.76402581e-03, 9.47762595e-03, 9.19954877e-03, 8.92955692e-03,\n",
       "        8.66741959e-03, 8.41291227e-03, 8.16581666e-03, 7.92592049e-03,\n",
       "        7.69301734e-03, 7.46690655e-03, 7.24739299e-03, 7.03428700e-03,\n",
       "        6.82740419e-03, 6.62656533e-03, 6.43159620e-03, 6.24232748e-03,\n",
       "        6.05859458e-03, 5.88023757e-03, 5.70710100e-03, 5.53903383e-03,\n",
       "        5.37588927e-03, 5.21752470e-03, 5.06380152e-03, 4.91458510e-03,\n",
       "        4.76974460e-03, 4.62915291e-03, 4.49268656e-03, 4.36022559e-03,\n",
       "        4.23165345e-03, 4.10685694e-03, 3.98572610e-03, 3.86815411e-03,\n",
       "        3.75403722e-03, 3.64327465e-03, 3.53576852e-03, 3.43142377e-03,\n",
       "        3.33014807e-03, 3.23185174e-03, 3.13644771e-03, 3.04385139e-03,\n",
       "        2.95398067e-03, 2.86675578e-03, 2.78209927e-03, 2.69993593e-03,\n",
       "        2.62019274e-03, 2.54279877e-03, 2.46768518e-03, 2.39478509e-03,\n",
       "        2.32403359e-03, 2.25536765e-03, 2.18872606e-03, 2.12404940e-03,\n",
       "        2.06127999e-03, 2.00036180e-03, 1.94124046e-03, 1.88386318e-03,\n",
       "        1.82817868e-03, 1.77413723e-03, 1.72169049e-03, 1.67079159e-03,\n",
       "        1.62139498e-03, 1.57345647e-03, 1.52693315e-03, 1.48178337e-03,\n",
       "        1.43796670e-03, 1.39544389e-03, 1.35417684e-03, 1.31412856e-03,\n",
       "        1.27526315e-03, 1.23754576e-03, 1.20094257e-03, 1.16542073e-03,\n",
       "        1.13094838e-03, 1.09749458e-03, 1.06502930e-03, 1.03352338e-03,\n",
       "        1.00294855e-03, 9.73277334e-04, 9.44483080e-04, 9.16539919e-04,\n",
       "        8.89422738e-04, 8.63107166e-04, 8.37569546e-04, 8.12786920e-04,\n",
       "        7.88737001e-04, 7.65398160e-04, 7.42749406e-04, 7.20770364e-04,\n",
       "        6.99441258e-04, 6.78742897e-04, 6.58656652e-04, 6.39164446e-04,\n",
       "        6.20248732e-04, 6.01892480e-04, 5.84079164e-04, 5.66792743e-04,\n",
       "        5.50017650e-04, 5.33738776e-04, 5.17941459e-04, 5.02611467e-04,\n",
       "        4.87734989e-04, 4.73298622e-04, 4.59289358e-04, 4.45694572e-04,\n",
       "        4.32502013e-04, 4.19699789e-04, 4.07276362e-04, 3.95220531e-04,\n",
       "        3.83521430e-04, 3.72168511e-04, 3.61151536e-04, 3.50460573e-04,\n",
       "        3.40085981e-04, 3.30018403e-04, 3.20248762e-04, 3.10768244e-04,\n",
       "        3.01568298e-04, 2.92640628e-04, 2.83977178e-04, 2.75570134e-04,\n",
       "        2.67411910e-04, 2.59495148e-04, 2.51812703e-04, 2.44357643e-04,\n",
       "        2.37123243e-04, 2.30102974e-04, 2.23290500e-04, 2.16679674e-04,\n",
       "        2.10264530e-04, 2.04039277e-04, 1.97998297e-04, 1.92136138e-04,\n",
       "        1.86447509e-04, 1.80927273e-04, 1.75570449e-04, 1.70372201e-04,\n",
       "        1.65327836e-04, 1.60432800e-04, 1.55682674e-04, 1.51073169e-04,\n",
       "        1.46600124e-04, 1.42259500e-04, 1.38047379e-04, 1.33959956e-04,\n",
       "        1.29993541e-04, 1.26144553e-04, 1.22409516e-04, 1.18785057e-04,\n",
       "        1.15267903e-04, 1.11854879e-04, 1.08542901e-04, 1.05328979e-04,\n",
       "        1.02210211e-04, 9.91837803e-05, 9.62469527e-05, 9.33970764e-05,\n",
       "        9.06315773e-05, 8.79479578e-05, 8.53437941e-05, 8.28167340e-05,\n",
       "        8.03644951e-05, 7.79848623e-05, 7.56756863e-05, 7.34348813e-05,\n",
       "        7.12604232e-05, 6.91503479e-05, 6.71027493e-05, 6.51157778e-05,\n",
       "        6.31876386e-05, 6.13165900e-05, 5.95009416e-05, 5.77390534e-05,\n",
       "        5.60293336e-05, 5.43702380e-05, 5.27602675e-05, 5.11979678e-05,\n",
       "        4.96819275e-05, 4.82107771e-05, 4.67831874e-05, 4.53978687e-05]),\n",
       " array([9.93307149e-01, 9.93104315e-01, 9.92895378e-01, 9.92680157e-01,\n",
       "        9.92458466e-01, 9.92230113e-01, 9.91994901e-01, 9.91752628e-01,\n",
       "        9.91503086e-01, 9.91246060e-01, 9.90981330e-01, 9.90708669e-01,\n",
       "        9.90427844e-01, 9.90138616e-01, 9.89840739e-01, 9.89533958e-01,\n",
       "        9.89218015e-01, 9.88892641e-01, 9.88557562e-01, 9.88212495e-01,\n",
       "        9.87857150e-01, 9.87491228e-01, 9.87114423e-01, 9.86726420e-01,\n",
       "        9.86326896e-01, 9.85915517e-01, 9.85491944e-01, 9.85055825e-01,\n",
       "        9.84606802e-01, 9.84144503e-01, 9.83668551e-01, 9.83178556e-01,\n",
       "        9.82674119e-01, 9.82154829e-01, 9.81620266e-01, 9.81069999e-01,\n",
       "        9.80503584e-01, 9.79920569e-01, 9.79320487e-01, 9.78702860e-01,\n",
       "        9.78067201e-01, 9.77413007e-01, 9.76739764e-01, 9.76046945e-01,\n",
       "        9.75334012e-01, 9.74600412e-01, 9.73845578e-01, 9.73068932e-01,\n",
       "        9.72269880e-01, 9.71447816e-01, 9.70602118e-01, 9.69732152e-01,\n",
       "        9.68837267e-01, 9.67916801e-01, 9.66970073e-01, 9.65996390e-01,\n",
       "        9.64995042e-01, 9.63965307e-01, 9.62906445e-01, 9.61817701e-01,\n",
       "        9.60698305e-01, 9.59547473e-01, 9.58364401e-01, 9.57148275e-01,\n",
       "        9.55898262e-01, 9.54613515e-01, 9.53293169e-01, 9.51936347e-01,\n",
       "        9.50542155e-01, 9.49109683e-01, 9.47638007e-01, 9.46126188e-01,\n",
       "        9.44573273e-01, 9.42978292e-01, 9.41340264e-01, 9.39658192e-01,\n",
       "        9.37931067e-01, 9.36157866e-01, 9.34337554e-01, 9.32469085e-01,\n",
       "        9.30551399e-01, 9.28583426e-01, 9.26564088e-01, 9.24492296e-01,\n",
       "        9.22366950e-01, 9.20186946e-01, 9.17951171e-01, 9.15658507e-01,\n",
       "        9.13307830e-01, 9.10898012e-01, 9.08427925e-01, 9.05896435e-01,\n",
       "        9.03302412e-01, 9.00644726e-01, 8.97922249e-01, 8.95133859e-01,\n",
       "        8.92278437e-01, 8.89354875e-01, 8.86362073e-01, 8.83298943e-01,\n",
       "        8.80164408e-01, 8.76957408e-01, 8.73676902e-01, 8.70321866e-01,\n",
       "        8.66891299e-01, 8.63384223e-01, 8.59799690e-01, 8.56136776e-01,\n",
       "        8.52394593e-01, 8.48572285e-01, 8.44669034e-01, 8.40684061e-01,\n",
       "        8.36616630e-01, 8.32466049e-01, 8.28231675e-01, 8.23912916e-01,\n",
       "        8.19509235e-01, 8.15020149e-01, 8.10445238e-01, 8.05784143e-01,\n",
       "        8.01036571e-01, 7.96202298e-01, 7.91281170e-01, 7.86273109e-01,\n",
       "        7.81178114e-01, 7.75996263e-01, 7.70727717e-01, 7.65372722e-01,\n",
       "        7.59931611e-01, 7.54404809e-01, 7.48792829e-01, 7.43096283e-01,\n",
       "        7.37315874e-01, 7.31452408e-01, 7.25506786e-01, 7.19480013e-01,\n",
       "        7.13373192e-01, 7.07187534e-01, 7.00924349e-01, 6.94585053e-01,\n",
       "        6.88171166e-01, 6.81684312e-01, 6.75126219e-01, 6.68498719e-01,\n",
       "        6.61803744e-01, 6.55043329e-01, 6.48219608e-01, 6.41334813e-01,\n",
       "        6.34391273e-01, 6.27391408e-01, 6.20337731e-01, 6.13232840e-01,\n",
       "        6.06079421e-01, 5.98880239e-01, 5.91638135e-01, 5.84356025e-01,\n",
       "        5.77036892e-01, 5.69683785e-01, 5.62299811e-01, 5.54888130e-01,\n",
       "        5.47451953e-01, 5.39994533e-01, 5.32519162e-01, 5.25029162e-01,\n",
       "        5.17527885e-01, 5.10018699e-01, 5.02504989e-01, 4.94990148e-01,\n",
       "        4.87477569e-01, 4.79970644e-01, 4.72472752e-01, 4.64987258e-01,\n",
       "        4.57517503e-01, 4.50066800e-01, 4.42638429e-01, 4.35235629e-01,\n",
       "        4.27861595e-01, 4.20519470e-01, 4.13212343e-01, 4.05943240e-01,\n",
       "        3.98715123e-01, 3.91530883e-01, 3.84393337e-01, 3.77305223e-01,\n",
       "        3.70269199e-01, 3.63287834e-01, 3.56363611e-01, 3.49498920e-01,\n",
       "        3.42696058e-01, 3.35957224e-01, 3.29284520e-01, 3.22679945e-01,\n",
       "        3.16145400e-01, 3.09682682e-01, 3.03293483e-01, 2.96979394e-01,\n",
       "        2.90741899e-01, 2.84582379e-01, 2.78502112e-01, 2.72502271e-01,\n",
       "        2.66583928e-01, 2.60748052e-01, 2.54995514e-01, 2.49327082e-01,\n",
       "        2.43743432e-01, 2.38245141e-01, 2.32832693e-01, 2.27506482e-01,\n",
       "        2.22266811e-01, 2.17113898e-01, 2.12047876e-01, 2.07068797e-01,\n",
       "        2.02176633e-01, 1.97371281e-01, 1.92652563e-01, 1.88020232e-01,\n",
       "        1.83473972e-01, 1.79013405e-01, 1.74638087e-01, 1.70347519e-01,\n",
       "        1.66141145e-01, 1.62018354e-01, 1.57978488e-01, 1.54020839e-01,\n",
       "        1.50144658e-01, 1.46349151e-01, 1.42633488e-01, 1.38996802e-01,\n",
       "        1.35438191e-01, 1.31956726e-01, 1.28551445e-01, 1.25221365e-01,\n",
       "        1.21965476e-01, 1.18782748e-01, 1.15672133e-01, 1.12632565e-01,\n",
       "        1.09662965e-01, 1.06762239e-01, 1.03929285e-01, 1.01162990e-01,\n",
       "        9.84622352e-02, 9.58258956e-02, 9.32528429e-02, 9.07419463e-02,\n",
       "        8.82920742e-02, 8.59020955e-02, 8.35708810e-02, 8.12973046e-02,\n",
       "        7.90802441e-02, 7.69185831e-02, 7.48112110e-02, 7.27570247e-02,\n",
       "        7.07549292e-02, 6.88038384e-02, 6.69026761e-02, 6.50503762e-02,\n",
       "        6.32458840e-02, 6.14881562e-02, 5.97761619e-02, 5.81088827e-02,\n",
       "        5.64853136e-02, 5.49044629e-02, 5.33653530e-02, 5.18670204e-02,\n",
       "        5.04085161e-02, 4.89889060e-02, 4.76072708e-02, 4.62627062e-02,\n",
       "        4.49543236e-02, 4.36812494e-02, 4.24426255e-02, 4.12376095e-02,\n",
       "        4.00653743e-02, 3.89251087e-02, 3.78160168e-02, 3.67373182e-02,\n",
       "        3.56882481e-02, 3.46680571e-02, 3.36760110e-02, 3.27113909e-02,\n",
       "        3.17734930e-02, 3.08616284e-02, 2.99751232e-02, 2.91133180e-02,\n",
       "        2.82755680e-02, 2.74612428e-02, 2.66697263e-02, 2.59004160e-02,\n",
       "        2.51527237e-02, 2.44260745e-02, 2.37199071e-02, 2.30336732e-02,\n",
       "        2.23668376e-02, 2.17188782e-02, 2.10892849e-02, 2.04775605e-02,\n",
       "        1.98832195e-02, 1.93057888e-02, 1.87448066e-02, 1.81998227e-02,\n",
       "        1.76703982e-02, 1.71561054e-02, 1.66565271e-02, 1.61712570e-02,\n",
       "        1.56998990e-02, 1.52420672e-02, 1.47973857e-02, 1.43654884e-02,\n",
       "        1.39460187e-02, 1.35386291e-02, 1.31429815e-02, 1.27587466e-02,\n",
       "        1.23856039e-02, 1.20232411e-02, 1.16713547e-02, 1.13296489e-02,\n",
       "        1.09978360e-02, 1.06756360e-02, 1.03627765e-02, 1.00589924e-02,\n",
       "        9.76402581e-03, 9.47762595e-03, 9.19954877e-03, 8.92955692e-03,\n",
       "        8.66741959e-03, 8.41291227e-03, 8.16581666e-03, 7.92592049e-03,\n",
       "        7.69301734e-03, 7.46690655e-03, 7.24739299e-03, 7.03428700e-03,\n",
       "        6.82740419e-03, 6.62656533e-03, 6.43159620e-03, 6.24232748e-03,\n",
       "        6.05859458e-03, 5.88023757e-03, 5.70710100e-03, 5.53903383e-03,\n",
       "        5.37588927e-03, 5.21752470e-03, 5.06380152e-03, 4.91458510e-03,\n",
       "        4.76974460e-03, 4.62915291e-03, 4.49268656e-03, 4.36022559e-03,\n",
       "        4.23165345e-03, 4.10685694e-03, 3.98572610e-03, 3.86815411e-03,\n",
       "        3.75403722e-03, 3.64327465e-03, 3.53576852e-03, 3.43142377e-03,\n",
       "        3.33014807e-03, 3.23185174e-03, 3.13644771e-03, 3.04385139e-03,\n",
       "        2.95398067e-03, 2.86675578e-03, 2.78209927e-03, 2.69993593e-03,\n",
       "        2.62019274e-03, 2.54279877e-03, 2.46768518e-03, 2.39478509e-03,\n",
       "        2.32403359e-03, 2.25536765e-03, 2.18872606e-03, 2.12404940e-03,\n",
       "        2.06127999e-03, 2.00036180e-03, 1.94124046e-03, 1.88386318e-03,\n",
       "        1.82817868e-03, 1.77413723e-03, 1.72169049e-03, 1.67079159e-03,\n",
       "        1.62139498e-03, 1.57345647e-03, 1.52693315e-03, 1.48178337e-03,\n",
       "        1.43796670e-03, 1.39544389e-03, 1.35417684e-03, 1.31412856e-03,\n",
       "        1.27526315e-03, 1.23754576e-03, 1.20094257e-03, 1.16542073e-03,\n",
       "        1.13094838e-03, 1.09749458e-03, 1.06502930e-03, 1.03352338e-03,\n",
       "        1.00294855e-03, 9.73277334e-04, 9.44483080e-04, 9.16539919e-04,\n",
       "        8.89422738e-04, 8.63107166e-04, 8.37569546e-04, 8.12786920e-04,\n",
       "        7.88737001e-04, 7.65398160e-04, 7.42749406e-04, 7.20770364e-04,\n",
       "        6.99441258e-04, 6.78742897e-04, 6.58656652e-04, 6.39164446e-04,\n",
       "        6.20248732e-04, 6.01892480e-04, 5.84079164e-04, 5.66792743e-04,\n",
       "        5.50017650e-04, 5.33738776e-04, 5.17941459e-04, 5.02611467e-04,\n",
       "        4.87734989e-04, 4.73298622e-04, 4.59289358e-04, 4.45694572e-04,\n",
       "        4.32502013e-04, 4.19699789e-04, 4.07276362e-04, 3.95220531e-04,\n",
       "        3.83521430e-04, 3.72168511e-04, 3.61151536e-04, 3.50460573e-04,\n",
       "        3.40085981e-04, 3.30018403e-04, 3.20248762e-04, 3.10768244e-04,\n",
       "        3.01568298e-04, 2.92640628e-04, 2.83977178e-04, 2.75570134e-04,\n",
       "        2.67411910e-04, 2.59495148e-04, 2.51812703e-04, 2.44357643e-04,\n",
       "        2.37123243e-04, 2.30102974e-04, 2.23290500e-04, 2.16679674e-04,\n",
       "        2.10264530e-04, 2.04039277e-04, 1.97998297e-04, 1.92136138e-04,\n",
       "        1.86447509e-04, 1.80927273e-04, 1.75570449e-04, 1.70372201e-04,\n",
       "        1.65327836e-04, 1.60432800e-04, 1.55682674e-04, 1.51073169e-04,\n",
       "        1.46600124e-04, 1.42259500e-04, 1.38047379e-04, 1.33959956e-04,\n",
       "        1.29993541e-04, 1.26144553e-04, 1.22409516e-04, 1.18785057e-04,\n",
       "        1.15267903e-04, 1.11854879e-04, 1.08542901e-04, 1.05328979e-04,\n",
       "        1.02210211e-04, 9.91837803e-05, 9.62469527e-05, 9.33970764e-05,\n",
       "        9.06315773e-05, 8.79479578e-05, 8.53437941e-05, 8.28167340e-05,\n",
       "        8.03644951e-05, 7.79848623e-05, 7.56756863e-05, 7.34348813e-05,\n",
       "        7.12604232e-05, 6.91503479e-05, 6.71027493e-05, 6.51157778e-05,\n",
       "        6.31876386e-05, 6.13165900e-05, 5.95009416e-05, 5.77390534e-05,\n",
       "        5.60293336e-05, 5.43702380e-05, 5.27602675e-05, 5.11979678e-05,\n",
       "        4.96819275e-05, 4.82107771e-05, 4.67831874e-05, 4.53978687e-05]))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Profile Composition\n",
    "\n",
    "One of the most powerful features of distance profiles is the ability to **compose** them using arithmetic operations and transformations.\n",
    "\n",
    "### 4.1 Arithmetic Operations\n",
    "\n",
    "Profiles support standard arithmetic operations:\n",
    "- **Addition** (`+`): Combine connectivity patterns\n",
    "- **Subtraction** (`-`): Create inhibitory patterns\n",
    "- **Multiplication** (`*`): Scale or modulate\n",
    "- **Division** (`/`): Normalize or ratio"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:06.023492Z",
     "start_time": "2025-10-01T07:14:05.435001Z"
    }
   },
   "source": [
    "# Create base profiles\n",
    "local = init.GaussianProfile(sigma=30.0 * u.um)\n",
    "distant = init.GaussianProfile(sigma=100.0 * u.um)\n",
    "\n",
    "# Compose profiles\n",
    "combined_add = local + distant * 0.3\n",
    "combined_sub = local - distant * 0.2\n",
    "scaled = local * 0.5\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "distances = np.linspace(0, 250, 500) * u.um\n",
    "\n",
    "# Addition\n",
    "prob_local = local.probability(distances)\n",
    "prob_distant = distant.probability(distances)\n",
    "prob_add = combined_add.probability(distances)\n",
    "\n",
    "axes[0].plot(distances.mantissa, prob_local, '--', label='Local', alpha=0.7)\n",
    "axes[0].plot(distances.mantissa, prob_distant * 0.3, '--', label='Distant × 0.3', alpha=0.7)\n",
    "axes[0].plot(distances.mantissa, prob_add, linewidth=2, label='Sum')\n",
    "axes[0].set_title('Addition: Local + Distant')\n",
    "axes[0].set_xlabel('Distance (μm)')\n",
    "axes[0].set_ylabel('Probability')\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Subtraction\n",
    "prob_sub = combined_sub.probability(distances)\n",
    "axes[1].plot(distances.mantissa, prob_local, '--', label='Local', alpha=0.7)\n",
    "axes[1].plot(distances.mantissa, prob_distant * 0.2, '--', label='Distant × 0.2', alpha=0.7)\n",
    "axes[1].plot(distances.mantissa, prob_sub, linewidth=2, label='Difference')\n",
    "axes[1].axhline(0, color='black', linestyle='-', linewidth=0.5)\n",
    "axes[1].set_title('Subtraction: Local - Distant')\n",
    "axes[1].set_xlabel('Distance (μm)')\n",
    "axes[1].set_ylabel('Probability')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "# Scaling\n",
    "prob_scaled = scaled.probability(distances)\n",
    "axes[2].plot(distances.mantissa, prob_local, '--', label='Original', alpha=0.7)\n",
    "axes[2].plot(distances.mantissa, prob_scaled, linewidth=2, label='Scaled × 0.5')\n",
    "axes[2].set_title('Scaling: Profile × 0.5')\n",
    "axes[2].set_xlabel('Distance (μm)')\n",
    "axes[2].set_ylabel('Probability')\n",
    "axes[2].legend()\n",
    "axes[2].grid(alpha=0.3)\n",
    "\n",
    "# Complex composition\n",
    "complex_profile = (local * 0.8) + (distant * 0.3) - (init.GaussianProfile(sigma=60.0 * u.um) * 0.1)\n",
    "prob_complex = complex_profile.probability(distances)\n",
    "axes[3].plot(distances.mantissa, prob_complex, linewidth=2, color='purple')\n",
    "axes[3].fill_between(distances.mantissa, prob_complex, alpha=0.3, color='purple')\n",
    "axes[3].set_title('Complex: 0.8×Local + 0.3×Distant - 0.1×Medium')\n",
    "axes[3].set_xlabel('Distance (μm)')\n",
    "axes[3].set_ylabel('Probability')\n",
    "axes[3].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Profile Composition with Arithmetic Operations', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✨ Arithmetic operations enable complex connectivity patterns!\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✨ Arithmetic operations enable complex connectivity patterns!\n"
     ]
    }
   ],
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Clipping Transformations\n",
    "\n",
    "The `.clip()` method bounds profile values:\n",
    "\n",
    "```python\n",
    "clipped = profile.clip(min_val=0.1, max_val=0.9)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:08.212947Z",
     "start_time": "2025-10-01T07:14:07.635296Z"
    }
   },
   "source": [
    "# Create profile and apply clipping\n",
    "original = init.GaussianProfile(sigma=60.0 * u.um)\n",
    "clipped_min = original.clip(min_val=0.3, max_val=None)\n",
    "clipped_max = original.clip(min_val=None, max_val=0.7)\n",
    "clipped_both = original.clip(min_val=0.2, max_val=0.8)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "distances = np.linspace(0, 250, 500) * u.um\n",
    "\n",
    "# Original\n",
    "prob_original = original.probability(distances)\n",
    "axes[0].plot(distances.mantissa, prob_original, linewidth=2)\n",
    "axes[0].fill_between(distances.mantissa, prob_original, alpha=0.3)\n",
    "axes[0].set_title('Original Profile')\n",
    "axes[0].set_xlabel('Distance (μm)')\n",
    "axes[0].set_ylabel('Probability')\n",
    "axes[0].grid(alpha=0.3)\n",
    "axes[0].set_ylim([0, 1])\n",
    "\n",
    "# Clipped min\n",
    "prob_min = clipped_min.probability(distances)\n",
    "axes[1].plot(distances.mantissa, prob_min, linewidth=2)\n",
    "axes[1].fill_between(distances.mantissa, prob_min, alpha=0.3)\n",
    "axes[1].axhline(0.3, color='red', linestyle='--', label='Min = 0.3')\n",
    "axes[1].set_title('Clipped (min=0.3)')\n",
    "axes[1].set_xlabel('Distance (μm)')\n",
    "axes[1].set_ylabel('Probability')\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "axes[1].set_ylim([0, 1])\n",
    "\n",
    "# Clipped max\n",
    "prob_max = clipped_max.probability(distances)\n",
    "axes[2].plot(distances.mantissa, prob_max, linewidth=2)\n",
    "axes[2].fill_between(distances.mantissa, prob_max, alpha=0.3)\n",
    "axes[2].axhline(0.7, color='red', linestyle='--', label='Max = 0.7')\n",
    "axes[2].set_title('Clipped (max=0.7)')\n",
    "axes[2].set_xlabel('Distance (μm)')\n",
    "axes[2].set_ylabel('Probability')\n",
    "axes[2].legend()\n",
    "axes[2].grid(alpha=0.3)\n",
    "axes[2].set_ylim([0, 1])\n",
    "\n",
    "# Clipped both\n",
    "prob_both = clipped_both.probability(distances)\n",
    "axes[3].plot(distances.mantissa, prob_both, linewidth=2)\n",
    "axes[3].fill_between(distances.mantissa, prob_both, alpha=0.3)\n",
    "axes[3].axhline(0.2, color='red', linestyle='--', alpha=0.7, label='Min = 0.2')\n",
    "axes[3].axhline(0.8, color='red', linestyle='--', alpha=0.7, label='Max = 0.8')\n",
    "axes[3].set_title('Clipped (min=0.2, max=0.8)')\n",
    "axes[3].set_xlabel('Distance (μm)')\n",
    "axes[3].set_ylabel('Probability')\n",
    "axes[3].legend()\n",
    "axes[3].grid(alpha=0.3)\n",
    "axes[3].set_ylim([0, 1])\n",
    "\n",
    "plt.suptitle('Profile Clipping', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n✂️ Clipping use cases:\")\n",
    "print(\"  - Ensure minimum connectivity\")\n",
    "print(\"  - Cap maximum connection strength\")\n",
    "print(\"  - Create plateaus in connectivity\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "✂️ Clipping use cases:\n",
      "  - Ensure minimum connectivity\n",
      "  - Cap maximum connection strength\n",
      "  - Create plateaus in connectivity\n"
     ]
    }
   ],
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Apply Transformations\n",
    "\n",
    "The `.apply()` method applies arbitrary functions:\n",
    "\n",
    "```python\n",
    "transformed = profile.apply(lambda x: x ** 2)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:10.149695Z",
     "start_time": "2025-10-01T07:14:09.506346Z"
    }
   },
   "source": [
    "# Create profile and apply transformations\n",
    "base = init.GaussianProfile(sigma=60.0 * u.um)\n",
    "\n",
    "# Different transformations\n",
    "squared = base.apply(lambda x: x ** 2)\n",
    "sqrt = base.apply(lambda x: np.sqrt(x))\n",
    "inverted = base.apply(lambda x: 1 - x)\n",
    "sigmoid_transform = base.apply(lambda x: 1 / (1 + np.exp(-10 * (x - 0.5))))\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "distances = np.linspace(0, 200, 500) * u.um\n",
    "\n",
    "profiles = [\n",
    "    (squared, 'Squared: x²', 'Power law'),\n",
    "    (sqrt, 'Square root: √x', 'Flattened'),\n",
    "    (inverted, 'Inverted: 1-x', 'Anti-correlation'),\n",
    "    (sigmoid_transform, 'Sigmoid: 1/(1+e^(-10(x-0.5)))', 'Binarized'),\n",
    "]\n",
    "\n",
    "for ax, (profile, title, desc) in zip(axes, profiles):\n",
    "    prob_original = base.probability(distances)\n",
    "    prob_transformed = profile.probability(distances)\n",
    "    \n",
    "    ax.plot(distances.mantissa, prob_original, '--', linewidth=2, \n",
    "            label='Original', alpha=0.5)\n",
    "    ax.plot(distances.mantissa, prob_transformed, linewidth=2, label='Transformed')\n",
    "    ax.set_title(f'{title}\\n({desc})')\n",
    "    ax.set_xlabel('Distance (μm)')\n",
    "    ax.set_ylabel('Probability')\n",
    "    ax.legend()\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Custom Transformations with .apply()', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n🔧 Transformation examples:\")\n",
    "print(\"  x² → Emphasize strong connections\")\n",
    "print(\"  √x → Flatten differences\")\n",
    "print(\"  1-x → Create inhibitory pattern\")\n",
    "print(\"  sigmoid → Binarize connectivity\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAPtCAYAAAD1901RAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4VEXbx/Hv2VTSSSMEQkLvTQSkSRGki6CCoAjYsLfXrgj2ByxgeWyoYBfhQQFpgvQiKlW6hNADCYH0nj3vH0sWQgoBkmxCfp/rysWeOWXund0lk3vnzBimaZqIiIiIiIiIiIiISLlgcXQAIiIiIiIiIiIiInKWkrYiIiIiIiIiIiIi5YiStiIiIiIiIiIiIiLliJK2IiIiIiIiIiIiIuWIkrYiIiIiIiIiIiIi5YiStiIiIiIiIiIiIiLliJK2IiIiIiIiIiIiIuWIkrYiIiIiIiIiIiIi5YiStiIiIiIiIiIiIiLliJK2IiIiImL3ww8/cNVVV+Ht7Y1hGDz22GOODqlMdevWDcMwHB1GmRs9ejSGYXDgwIFSPaeiO3DgAIZhMHr06Mu+lmmatGnThuuvvz5P+e233054eDjp6emXXYeIiIhUXEraioiICBs3buSuu+6ifv36eHp6UqVKFerWrcvIkSNZsmRJmcSwYsUKDMNgwoQJZVLf5ciNtbg/3bp1c3TIxbJ+/Xpuu+02EhMTuf/++xk/fjx9+vRxdFglasKECRiGwYoVKxwdSrlXkT6TFdHXX3/Npk2beOWVV/KUv/TSSxw9epQpU6Y4JjAREREpF5wdHYCIiIg4jtVq5cknn2Ty5Mk4OzvTo0cPbrjhBlxcXNi/fz/z58/n22+/5ZVXXmHcuHGODrfciIiIYPz48XnK4uPjee+99wgPD883Ci8iIqLsgrsM8+fPxzRNvv76azp27OjocBzi66+/JjU11dFhlLk333yTZ599lho1ajg6lErBarUyYcIEunTpwjXXXJNnX4MGDRg0aBD/+c9/ePjhh/H09HRQlCIiIuJIStqKiIhUYi+++CKTJ0+mVatWzJo1i7p16+bZn5aWxocffkhcXJyDIiyfIiIi8o0+PHDgAO+9916B+yqKY8eOARAaGurgSBynVq1ajg7BIapXr0716tUdHUalsXDhQg4cOMALL7xQ4P7bb7+d2bNn8+OPP3LXXXeVcXQiIiJSHmh6BBERkUpq3759TJo0iYCAABYtWpQvYQtQpUoVnnrqKV5++WV7WVFzfhY0x6XVauXzzz+nXbt2+Pv7U6VKFWrWrMnAgQPtt6hPmDCB7t27A/Dyyy/nmVrg3GudPHmSxx57jNq1a+Pm5kZwcDBDhw5l+/bthcayf/9+3n77bRo0aECVKlVo0qQJP/74IwCZmZm88MILRERE4O7uTosWLVi4cOHFNmWRpk+fjmEYTJ8+nXnz5tGpUye8vb3to28zMzP54IMP6N27N2FhYfbnNWTIEDZv3lzk9X777Tc6duyIh4cHAQEBjBo1qsAE+/Lly+nbty+hoaG4ublRrVo1unTpwmeffQacvQ1+2rRpANSuXbvA9l+7di39+/fH398fd3d3GjVqxPjx4wscmZo7LcTRo0e54447CAkJwWKxsGLFijy33a9bt47u3bvj7e1NUFAQDzzwAGlpaYBt5G+HDh3w9PSkWrVqPP3002RnZ+epJyEhgYkTJ9K1a1dCQ0NxdXUlNDSUO+64g8jIyDzHduvWzf5e7t69u/05njsSurD3d3Z2Nu+++y4tW7akSpUq+Pr60r17d+bNm1cmr1FRHn/8cQzD4O+//85TfuONN2IYBrfffnue8tz2P/dzff5nt7ifSbDNzfr+++/TqFEj3NzcCA8P5+WXX8ZqtV4w9gtZvnw5d955Jw0bNsTLywsvLy+uvvrqQtsl93135MgRhg8fTmBgIB4eHnTq1ImlS5fmO/7c/ycmTZpE/fr1cXd3p3bt2rzyyitkZWVdMMbOnTvj7OxMdHR0gfvvuOMODMNg/fr19rJp06ZhGAY33XRTgef0798fDw8Ppk+ffsH6RURE5MqkkbYiIiKV1PTp08nJyWHs2LFUq1atyGPd3NwuuZ7nnnuOSZMmUbduXUaMGIG3tzdHjx5lzZo1LF26lG7dutGtWzcOHDjAV199RdeuXfPMAevn5wdAbGwsHTp0IDIykm7dunHrrbcSFRXFrFmzmD9/PosXL6Zz58756n/iiSfYsGEDAwcOxMnJiR9//JERI0ZQtWpVPvjgA3bu3En//v1JT0/n+++/Z9CgQezatavAJPblmDlzJr/99hsDBgzggQceIDExEYBTp07x2GOP0aVLF/r160fVqlXZv38/c+fOZeHChaxatYq2bdvmu97cuXOZP38+AwcOpGPHjqxatYqvv/6ayMhI1qxZYz8u9xg/Pz8GDRpE9erViY2NZevWrXzzzTfce++99ukefvnlF7Zu3cqjjz5qb/fcf2fOnMnw4cNxc3Nj2LBhBAcH89tvv/HKK6+wePFiVqxYgbu7e54Y4+Li6NChA/7+/tx6662kp6fj4+Njf+4bNmxg4sSJ9O7dm7Fjx7J8+XI+/vhjEhMTGThwIKNHj2bQoEF06NCB+fPn89Zbb+Hl5cVLL71kr2PXrl289NJLdO/encGDB+Pp6cnu3bv5/vvvmT9/Pps2bSI8PBzAPm3FypUrGTVqlD1Zm/scC2OaJjfffDNz5syhQYMGPPjgg6SkpDBjxgxuuOEG3n33XR5//PFSfY2K0r17d6ZMmcLy5cu5+uqrAduXJatWrQJsic9z5W7nJmULUpzPZK6nnnqKlStXMmDAAHr37s0vv/zChAkTyMzM5PXXXy8y9guZOHEi+/bt45prrmHw4MHEx8ezaNEixo4dy549e3jnnXfynXP69Gk6depEUFAQd999N7GxscyYMYM+ffowa9YsbrzxxnznPPbYY6xdu5ahQ4fi5eXFvHnzGD9+PNu2bWPWrFlFxjh27FjWrl3LtGnTeP755/Psi4+PZ9asWTRt2pQOHToAtvfT8uXLadiwIVWrVi3wmq6urrRp04b169eTkpKiKRJEREQqI1NEREQqpW7dupmAuXTp0os6r2vXrmZhXYhRo0aZgBkVFWUv8/f3N0NDQ82UlJR8x8fFxdkfL1++3ATM8ePHF3jtMWPGmID53HPP5SmfP3++CZj16tUzc3Jy8sXSoEEDMyYmxl6+YcMGEzD9/PzMzp07m8nJyfZ9M2bMMAHz4YcfLrINChIVFWUCZteuXfOUT5s2zQRMi8ViLlmyJN956enp5pEjR/KVb9++3fTy8jJ79uxZ4PWcnZ3NNWvW2Muzs7Ptr+n69evt5UOGDDEBc8uWLfnqOHnyZJ7tgl4/0zTNhIQE09fX13RzczO3bt1qL8/JyTGHDRtmAuYrr7yS5xzABMwxY8aY2dnZefblvtaA+csvv9jLMzMzzRYtWpiGYZiBgYHmn3/+ad+XmJhoBgcHm/7+/mZmZqa9PD4+Ps/7KNeyZctMi8Vi3n333XnKx48fbwLm8uXL851jmgW/v7/66iv7a5uRkWEvP3jwoBkYGGg6OzubkZGR9vLSfI0Kcvr0adNisZh9+/a1l23cuNEEzOuuu84EzD179tj3denSxaxSpUqe51LQa3+hz2TuObVr1zaPHTtmL4+NjTX9/PxMb2/vPHVciv379+cry8rKMnv16mU6OTmZBw8ezLMv9301YsQI02q12su3bt1qurq6mkFBQWZqamq+5xAUFGQePnzYXp6RkWFee+21JmDOmjXLXp77OR81apS9LC0tzfT39zfr1KmTp07TNM0PP/zQBMwpU6bYy3bs2GEC5m233Vbkc3/88cdNwFy2bFmRx4mIiMiVSdMjiIiIVFLHjx8HoGbNmqVel6urK05OTvnK/f39i3V+ZmYmP/zwAwEBAbz44ot59vXr149evXqxb98+1q5dm+/cF154gaCgIPt2u3btqFOnDvHx8bz++ut5RrDddNNNuLi4sHXr1uI+tWIbNGgQPXv2zFfu5uZW4OJPTZs2pXv37qxatarAW7RHjBhBp06d7NtOTk6MGjUKgL/++ivf8VWqVMlXFhAQUKzY58yZQ0JCAnfeeSctWrSwl1ssFiZNmoSzs3OBt3G7uroyadKkAl97sI30HDRokH3bxcWFm2++GdM0GThwYJ4Rxt7e3gwYMIBTp05x5MgRe7mvr2+B76Pu3bvTtGnTAm+Jv1hfffUVAJMmTcLV1dVeXqtWLR5//HGys7P57rvv8p1XVq+Rn58frVu3ZvXq1fbpI3JH077yyisALFu2DLDNU71hwwY6dOiQ57lcjnHjxuWZDzcwMJBBgwaRlJTEnj17LuvatWvXzlfm7OzMfffdR05OTr5RxGBr5zfeeCPPNBctWrRg5MiRxMbGsmDBgnznPProo3n+L3R1dbWPEr7QFAXu7u6MGjWK/fv329s51xdffIGbmxsjR460l+W+fy90h0Pu/nPf7yIiIlJ5KGkrIiIiperWW2/lwIEDNGvWjHHjxrFs2TL7nKXFtXv3btLT02nXrh0eHh759ufe5r1ly5Z8+1q1apWvLDfBdP4+JycngoOD7QtylaR27doVum/Lli2MGDGCWrVq4erqap87dN68eWRmZnLy5Ml857Rp0yZfWW7SKT4+3l526623AnDNNdfw0EMP8fPPPxd4vaLkzq177i3yuWrVqkWdOnXYv38/SUlJefbVrl2bwMDAQq97Ma/NufvOf31WrFjBjTfeSPXq1XFxcbG33z///FMir+XmzZvx8PAo8DUs6r1Xlq9R9+7dSU5OtieDly9fTuPGjenYsSPh4eH25ObatWvJzMwscmqEi1Xc53kpkpKSGD9+PC1btsTLy8v+2ubOBVvQ61urVi37lBjn6tKlC0CBc0Xn7jtXhw4dcHZ2LvD48+VOYTF16lR72caNG9m8eTM33XRTni8Wcuc0vtC0HLnnXOx7QURERK4MStqKiIhUUiEhIQAcPXq0VOt57733eOutt3B1deW1117juuuuw9/fn1GjRhU7GZE7B2phI9Nyk3m5x53Lx8cnX5mzs3OR+4qz+NDFKiz2devWcc011zB79mxatWrFww8/zEsvvWRPVAFkZGTkO6+o55WTk2Mvu+WWW/jll19o3rw5n3zyCUOGDCE4OJjrrruuwERjQS61/S80kvBSXhsgz+szc+ZMevTowbJly+jcuTOPPfaYvf3Cw8PJzMwsMobiSExMJDg4uMB9l/reK+nXKDcJu3z5cnJycli9ejU9evSw78td9K8489lerOI+z4uVmZlJt27deOWVV3BycmLkyJG88MILjB8/3j5iuaDPRmHvu9zyhISEYp3j5OREQEBAgcefr1GjRnTt2pVffvnFnpT9/PPPAbjnnnvyHJs7ojo9Pb3Ia+Z+uVXQF1UiIiJy5dNCZCIiIpVUp06dWLFiBb///rs9uVMcFovtO9/s7Gx7YiZXQckNZ2dnnnzySZ588kmOHTvGypUrmTZtGl9//TXHjx9n8eLFF6wzNyl04sSJAvfnTvVQUPKovDj3Vu1zvf7662RkZLB69ep8C6n98ccfJTJVw6BBg+y3q69du5bZs2fzxRdf0KdPH3bv3n3BEX+X2v6FPeeSNGHCBNzd3dm4cSP169fPs+/HH38skTp8fHyIiYkpcF9Jvfcu9zXq0qULzs7OLF++nF69epGYmGhPzHbv3p3p06ezY8cOVqxYgaenZ5Ejv8uLOXPmsGnTJu666y57AjTXjz/+aJ+24nyFvU9zy319fQvc17BhwzxlOTk5xMXFXfDLh1z33XcfK1eu5Ouvv2bs2LH88MMP1K9fP98I9dzpWk6dOlXk9XL3nzu9i4iIiFQeGmkrIiJSSY0ePRonJyc+++wzYmNjizz23NFsuaudnz9C12q1XjDBGBoayvDhw1m0aBH16tVj6dKl9tFkufOeFjQyr1GjRri7u/PXX3+Rmpqab3/uKMKCbqkv7yIjI/H398+XsE1NTWXTpk0lWpe3tzd9+vThs88+Y/To0Zw4cYINGzZc8LzWrVsDZ9v5XIcPHyYyMpI6derg7e1dovEWR2RkJI0bN86XsI2Ojmb//v35ji/qfVaY1q1bk5qayp9//plvX0m/9y71NfL29qZNmzasXbuWRYsWYRiGPWmb+6XMvHnz+Ouvv+jYsSMuLi4XvOaltFVJioyMBMgz73Gu1atXF3reoUOHOHjwYKHn5L6fL3S99evXk52dXeDxBRkyZAhBQUF8/vnnzJw5k4SEBO6+++58xzVt2hSLxXLB+X5z9zdv3rxY9YuIiMiVRUlbERGRSqpevXo8/fTTnDx5kr59+xIVFZXvmPT0dN59910mTJhgL8tdHOr8xXnefffdfNfIyMhg3bp1+a6bkpJCcnIyLi4u9pG7ufM3Hj58ON/xrq6uDB8+nJMnT/Lmm2/m2bdo0SIWL15MvXr18iz6VFGEh4dz+vRpduzYYS/LycnhySefvGAyvThWrVpVYNItd+Sou7v7Ba8xaNAgfH19mTZtWp44TdPkmWeeITs7m9GjR192rJciPDycffv25RldmZ6ezv3331/gNBdFvc8Kk3sr/nPPPZfnmocPH+bdd9/F2dmZ22677VKfQom8RmAbUZuWlsYHH3xAy5Yt7c+1Zs2a1KtXj3fffZesrKxiT41wKW11qQ4dOsTu3bvzfCmTOy/tmjVr8hy7cuXKPHPHni8nJ4fnn38e0zTtZdu2beObb74hKCiIfv365Tvnvffey7PgV2ZmJi+88AJAsd/brq6ujB49mp07d/L888/j4uJS4Ll+fn60aNGCv//+G6vVWuj1NmzYQPXq1fN9ISEiIiKVg6ZHEBERqcRee+010tPTmTx5Mg0bNqRHjx40a9YMFxcXoqKiWLp0KXFxcbz22mv2c8aMGcOkSZOYMGECW7ZsoW7duvz9999s376drl27snLlSvuxaWlpdOrUiQYNGtCmTRtq1apFcnIyv/76K8ePH+fJJ5/Ezc0NsI2mDQ0N5ccff8TNzY2aNWtiGAYPP/wwvr6+TJw4kZUrV/Laa6+xbt062rdvz4EDB5g5cyYeHh5MmzbNngCuSB5++GF+++03OnfuzNChQ3F3d2fFihUcPXqUbt26FTi69WI88sgjHDt2jM6dOxMREYFhGKxZs4Y///yTa665Jt8I34L4+PgwdepUhg8fTvv27Rk2bBhBQUEsXbqUjRs30q5dO5566qnLivNSPfzwwzz88MO0bt2am2++mezsbJYsWYJpmrRs2TLf6O/u3btjGAbPP/88O3bswNfXFz8/Px566KFC6xg5ciSzZ89mzpw5tGjRggEDBpCSksKMGTM4deoU77zzDnXq1Lnk51ASr1Huc/vPf/5DbGwst99+e759uYnO4iZtL/SZLEl33HEHK1euZPny5fbpBAYOHEhERASTJk1i+/btNGvWjD179vDrr78yePBgZs2aVeC1WrRowZo1a2jbti09e/YkNjaWGTNmkJ2dzWeffWafU/Zc11xzDS1btmTYsGF4enoyb9489uzZw5AhQ+yLnhXH2LFjefvttzl27Bg33XRToXMhDx48mPHjx/PHH3/QsWPHfPsjIyOJiori/vvvL3bdIiIicmWpeH/ZiIiISImxWCy8++67/PXXX4wcOZLIyEg++ugjJk+ezIYNG+jduzdLliyxjzgD24I9y5cv57rrruO3335j6tSp+Pn58ccffxAREZHn+p6enkycOJGIiAhWr17N5MmTmTVrFuHh4Xz//fdMmjTJfqyTkxOzZ8/mmmuu4YcffuCll15i3LhxnD59GrDN67hhwwYeeeQRIiMjefvtt1myZAk33ngjGzZsKHZiq7wZMGAAs2bNok6dOnz77bd8//33NGrUiD///NM+0vByPPfcc3Tv3p1t27bx6aef8sUXX5CRkcHEiRNZsmSJ/Rb4C7nllltYvnw51157LbNnz2by5MkkJSUxbtw4li1bVuzRoCXtwQcf5JNPPsHf35+pU6fy888/07VrV9avX1/gPLBNmjRh2rRpBAYG8sEHHzBu3DjefvvtIuswDINZs2bx9ttv4+LiwgcffMC3335L8+bNmTNnDk888cRlPYeSeo06d+5sn/bg/HmqcxO1Xl5eXH311cW63oU+k6XNy8uLZcuWcdNNN/HXX3/x4YcfcuzYMb777jsefPDBQs+rWrUqa9eupV69ekydOpXvv/+eFi1asGjRIm688cYCz5kyZQpPP/00S5Ys4f333yc9PZ0JEybwww8/XFTMdevWtY/4P38BsnPdfffdODs78+233xa4P7d87NixF1W/iIiIXDkM89z7hkRERERERCoowzDo2rVrsUeojx49mq+++oqoqKh8XzpdivT0dGrWrImXlxf79+8vcvT/yJEjmT9/PgcPHswzH3R2djb169endu3aLFu27LJjEhERkYpJI21FRERERERKwLRp04iLi2Ps2LEXnK7ltddes89BfK6vvvqKgwcPXnAEuIiIiFzZNKetiIiIiIjIZcidS/jTTz8lODiYBx544ILnhIeH89VXX+VZRA9so4WnTp3KVVddVVrhioiISAWgpK2IiIiIiMhleO6553BxcaFly5Z88MEHxV6obejQofnK7rzzzpIOT0RERCogzWkrIiIiIiIiIiIiUo5oTlsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERERERERERERkXJESVsRERERERERERGRckRJWxEREREREREREZFyRElbERHJ58CBAxiGwfTp0x0dioiIiIhIhbdjxw5atWrFtGnTHB2KiFQQStqKiBTin3/+4eabbyY8PBx3d3dq1KhBr169+OCDDxwd2hVh+fLldOrUia5du9KkSRNee+01R4ckIiIiUu6oT1r6UlNTmTBhAitWrCi1Or766iueeeYZxowZU2p1iMiVxTBN03R0ECIi5c26devo3r07tWrVYtSoUYSEhHD48GH++OMPIiMj2bdvn6NDLFUHDhygdu3aTJs2jdGjR5dKHUePHsXPzw9PT0+io6OpU6cOixYtomvXrqVSn4iIiEhFU9n7pGXl5MmTBAUFMX78eCZMmFDi17darTRt2pSNGzfi4eFR4tcXkSuTs6MDEBEpj15//XV8fX3566+/8PPzy7MvJibGMUEVg2mapKenU6VKFUeHckE1atSwPzYMA6vVisWiG0BEREREcqlPWjbXLW3Lly+nffv2StiKyEXRX8ciIgWIjIykadOm+TrHAMHBwXm2MzIyePzxxwkKCsLb25sbbriBI0eOYBhGnm/qR48eTURERL7rTZgwAcMw8pRNmzaNHj16EBwcjJubG02aNOHjjz/Od25ERAQDBgxg8eLFXH311VSpUoVPP/0UgPj4eB577DHCwsJwc3OjXr16TJw4EavVmuca8fHxjB49Gl9fX/z8/Bg1ahTx8fH56srKymL37t1ER0cX0mo2MTExBAUF0a1bN869mWPfvn14enoybNiwPMdnZ2dzxx130L9/f7p06VLktUVEREQqk8rUJy1IUdfdv38/t9xyC/7+/nh4eHDNNdcwf/78fNeIiYnhrrvuolq1ari7u9OyZUu++uor+/4DBw4QFBQEwMsvv4xhGHnarLh94KJ8++233H777fbtadOmYRgGX375ZZ7j3njjDQzDYMGCBZdcl4hcOTTSVkSkAOHh4axfv57t27fTrFmzIo+9++67+fbbbxkxYgQdO3Zk2bJl9O/f/7Lq//jjj2natCk33HADzs7OzJs3jwceeACr1cqDDz6Y59g9e/YwfPhwxo4dyz333EPDhg1JTU2la9euHD16lLFjx1KrVi3WrVvHc889R3R0NFOmTAFsoxUGDRrEmjVruO+++2jcuDE///wzo0aNyhfT0aNHady4MaNGjSpygbLg4GA+/vhjbrnlFj744AMeeeQRrFYro0ePxtvbm48++sh+rNVqZcyYMSQnJ/Pzzz9fVpuJiIiIXGkqS5+0KAVd98SJE3Ts2JHU1FQeeeQRAgIC+Oqrr7jhhhuYNWsWgwcPBiAtLY1u3bqxb98+HnroIWrXrs3MmTMZPXo08fHxPProowQFBfHxxx9z//33M3jwYIYMGQJAixYtgOL3gXNlZ2fj7Hw21ZKWlsaGDRv44osv7GVjxoxh9uzZPPHEE/Tq1YuwsDD++ecfXn75Ze666y769et3wXpEpBIwRUQkn99++810cnIynZyczA4dOphPP/20uXjxYjMzMzPPcVu2bDEB84EHHshTPmLECBMwx48fby8bNWqUGR4enq+u8ePHm+f/d5yamprvuN69e5t16tTJUxYeHm4C5qJFi/KUv/rqq6anp6e5d+/ePOXPPvus6eTkZB46dMg0TdP85ZdfTMCcNGmS/Zjs7GyzS5cuJmBOmzbNXh4VFWUC5qhRo/LFVpDhw4ebHh4e5t69e8233nrLBMxffvnFvj8nJ8ccOXKked1115lJSUnFuqaIiIhIZVJZ+qSFKey6jz32mAmYq1evtpclJSWZtWvXNiMiIsycnBzTNE1zypQpJmB+++239uMyMzPNDh06mF5eXmZiYqJpmqYZGxubr51yFbcPvGrVKvOGG24w69WrZ1qtVnv5Dz/8YD755JP5jo+Ojjb9/f3NXr16mRkZGWbr1q3NWrVqmQkJCUXWIyKVh6ZHEBEpQK9evVi/fj033HADW7duZdKkSfTu3ZsaNWowd+5c+3G5ty498sgjec5/7LHHLqv+c+fpSkhI4OTJk3Tt2pX9+/eTkJCQ59jatWvTu3fvPGUzZ86kS5cuVK1alZMnT9p/evbsSU5ODqtWrbLH7+zszP33328/18nJiYcffjhfTBEREZimWawRBgAffvghvr6+3HzzzYwbN46RI0cyaNAg+/4vvviCb775htTUVAYMGEC3bt002lZERETkHJWlT1qUgq67YMEC2rVrR+fOne1lXl5e3HvvvRw4cICdO3fajwsJCWH48OH241xcXHjkkUdITk5m5cqVF6y/uH3gkJAQ7r33Xvbt28eaNWvs5d9++y0jR44s8Pj//ve/LFmyhC5durBlyxa+/PJLfHx8LhiTiFQOmh5BRKQQbdu2Zfbs2WRmZrJ161Z+/vlnJk+ezM0338yWLVto0qQJBw8exGKxULdu3TznNmzY8LLqXrt2LePHj2f9+vWkpqbm2ZeQkICvr699u3bt2vnO//fff9m2bZt9fq7z5S5ccfDgQapXr46Xl1eJxg/g7+/P+++/zy233EK1atV4//338+y/5557uOeeey67HhEREZErWWXokxaloOsePHiQ9u3b5ytv3LixfX+zZs04ePAg9evXz7fY7bnHlZT69etTr149IiIi+P777+nSpQuxsbFER0fbp1o436233sq3337L/Pnzuffee7nuuutKLB4RqfiUtBURuQBXV1fatm1L27ZtadCgAWPGjGHmzJmMHz/+oq5z/sIOuXJycvJsR0ZGct1119GoUSPeffddwsLCcHV1ZcGCBUyePDnfog0FrZ5rtVrp1asXTz/9dIF1NmjQ4KJiv1SLFy8G4PTp0xw5cqTARTRERERE5MIqa5+0oOuWV4ZhcOuttzJ16lTef/99fvzxx3yL8J4rLi6Ov//+G4CdO3ditVrzJZhFpPJS0lZE5CJcffXVAPbVY8PDw7FarURGRuYZybBnz55851atWpX4+Ph85ed/wz9v3jwyMjKYO3cutWrVspcvX7682HHWrVuX5ORkevbsWeRx4eHh/P777yQnJ+cZbVtQ/Bdr0aJFfP755zz99NN89913jBo1ig0bNuRZmEFERERELt6V1ie9WOHh4QU+t927d9v35/67bdu2fMnQ848rLJF9KUaMGMF//vMfFi9ezPfff8+sWbMKPfbBBx8kKSmJN998k+eee44pU6bwxBNPlFgsIlKx6SscEZECLF++HNM085XnzheW2xnu27cvQL5b/wtaCbdu3bokJCSwbds2e1l0dHS+eVydnJwA8tSfkJDAtGnTih3/0KFDWb9+vX2k67ni4+PJzs4GoF+/fmRnZ/Pxxx/b9+fk5PDBBx/kOy8rK4vdu3fb/zgoSnx8PHfffTft2rXjjTfe4PPPP2fTpk288cYbxX4OIiIiIpVdZemTXqx+/frx559/sn79entZSkoKn332GRERETRp0sR+3PHjx5kxY4b9uOzsbD744AO8vLzo2rUrAB4eHvaYzncxfWCA5s2b06xZM1577TU8PT2pUaNGgcfNmjWLGTNm8J///Idnn32WW2+9lRdffJG9e/cWqx4RufJpuJOISAEefvhhUlNTGTx4MI0aNSIzM5N169YxY8YMIiIiGDNmDACtWrVi+PDhfPTRRyQkJNCxY0d+//139u3bl++at956K8888wyDBw/mkUceITU1lY8//pgGDRqwadMm+3HXX389rq6uDBw4kLFjx5KcnMzUqVMJDg4udmfxqaeeYu7cuQwYMIDRo0fTpk0bUlJS+Oeff5g1axYHDhwgMDCQgQMH0qlTJ5599lkOHDhAkyZNmD17dr6FJQCOHj1K48aNGTVq1AUXYnj00UeJi4tj6dKlODk50adPH+6++25ee+01Bg0aRMuWLYv1PEREREQqs8rSJ71Yzz77LD/88AN9+/blkUcewd/fn6+++oqoqCj+97//2UfV3nvvvXz66aeMHj2ajRs3EhERwaxZs1i7di1TpkzB29sbsE3B0KRJE2bMmEGDBg3w9/enWbNmNGvW7KL6wLlGjBjB888/X2iCOyYmhvvvv5/u3bvz0EMPAbZFfJcvX87o0aNZs2aNpkkQETBFRCSfhQsXmnfeeafZqFEj08vLy3R1dTXr1atnPvzww+aJEyfyHJuWlmY+8sgjZkBAgOnp6WkOHDjQPHz4sAmY48ePz3Psb7/9ZjZr1sx0dXU1GzZsaH777bfm+PHjzfP/O547d67ZokUL093d3YyIiDAnTpxofvnllyZgRkVF2Y8LDw83+/fvX+BzSEpKMp977jmzXr16pqurqxkYGGh27NjRfPvtt83MzEz7cXFxcebIkSNNHx8f09fX1xw5cqS5efNmEzCnTZtmPy4qKsoEzFGjRhXZdnPmzDEB85133slTnpiYaIaHh5stW7bMU7+IiIiIFKwy9UkLUtR1IyMjzZtvvtn08/Mz3d3dzXbt2pm//vprvuNOnDhhjhkzxgwMDDRdXV3N5s2b5+nj5lq3bp3Zpk0b09XVNU+bFbcPfK6oqCjTw8PDTExMLHD/kCFDTG9vb/PAgQN5ynP70RMnTix2XSJy5TJMs4B7LURE5LIZhsH48eOZMGGCo0MRERERkUpKfVLH2LBhA+3bt3d0GCJSgWm8vYiIiIiIiIhICVLCVkQul5K2IiIiIiIiIiIiIuWIkrYiIiIiIiIiIiIi5YjmtBUREREREREREREpRzTSVkRERERERERERKQcUdJWREREREREREREpBxR0lZEpAiTJk2iUaNGWK1WR4dSJqZPn45hGBw4cKBM6ouLi8PT05MFCxaUSX0iIiIildml9G0nTJiAYRilGFX5FxERwejRo+3bixYtwsvLi9jYWMcFJSJXPCVtRUQKkZiYyMSJE3nmmWewWM7+d2kYhv3HYrEQGhrK9ddfz4oVKxwXbAUVEBDA3Xffzbhx4xwdioiIiMgVraC+7bn92nN/QkJCSqTOjz76iOnTp+cr37lzJxMmTCizgQIlrU+fPtSrV48333zT0aGIyBXM2dEBiIiUV19++SXZ2dkMHz48375evXpxxx13YJomUVFRfPTRR/To0YP58+fTt29fB0Rbcd133328//77LFu2jB49ejg6HBEREZErUmF929x+7bmqVKlSInV+9NFHBAYG5hmlCrak7csvv0y3bt2IiIgokbrK2tixY3nyySd5+eWX8fb2dnQ4InIFUtJWRKQQ06ZN44YbbsDd3T3fvgYNGnD77bfbtwcPHkyLFi2YMmVKuU/apqSk4Onp6egw7Bo3bkyzZs2YPn26krYiIiIipaSwvu35/VopnptuuomHH36YmTNncueddzo6HBG5Aml6BBGRAkRFRbFt2zZ69uxZrOObN29OYGAgUVFR9rJly5bRpUsXPD098fPzY9CgQezatcu+f9u2bRiGwdy5c+1lGzduxDAMrrrqqjzX79u3L+3bt89TtnDhQvv1vb296d+/Pzt27MhzzOjRo/Hy8iIyMpJ+/frh7e3NbbfdVux2AJgzZw79+/cnNDQUNzc36taty6uvvkpOTo79mPfffx8nJyfi4+PtZe+88w6GYfDEE0/Yy3JycvD29uaZZ57JU0evXr2YN28epmleVGwiIiIicmEX27e9kGnTptGjRw+Cg4Nxc3OjSZMmfPzxx3mOiYiIYMeOHaxcudI+7UK3bt2YPn06t9xyCwDdu3e37zt3qrGL6ecePXqUG2+8ES8vL4KCgnjyySfz9FMBrFYrU6ZMoWnTpri7u1OtWjXGjh3L6dOn8xxnmiavvfYaNWvWxMPDg+7du+erN1dwcDAtWrRgzpw5l9qMIiJFUtJWRKQA69atA8iXPC3M6dOnOX36NAEBAQAsXbqU3r17ExMTw4QJE3jiiSdYt24dnTp1ss/d1axZM/z8/Fi1apX9OqtXr8ZisbB161YSExMBWydz3bp1XHvttfbjvvnmG/r374+XlxcTJ05k3Lhx7Ny5k86dO+ebGyw7O5vevXsTHBzM22+/zU033XRRbTF9+nS8vLx44okneO+992jTpg0vvfQSzz77rP2YLl26YLVaWbNmTb7nsnr1anvZ5s2bSU5OzvNcANq0aUN8fHyhnWIRERERuXRF9W3T09M5efJknp+MjIwir/fxxx8THh7O888/zzvvvENYWBgPPPAA//3vf+3HTJkyhZo1a9KoUSO++eYbvvnmG1544QWuvfZaHnnkEQCef/55+77GjRsDF9fPzcnJoXfv3gQEBPD222/TtWtX3nnnHT777LM8x40dO5annnqKTp068d577zFmzBi+++47evfuTVZWlv24l156iXHjxtGyZUveeust6tSpw/XXX09KSkqB7dCmTRt724qIlDhTRETyefHFF03ATEpKyrcPMO+66y4zNjbWjImJMTds2GBed911JmC+8847pmmaZqtWrczg4GAzLi7Oft7WrVtNi8Vi3nHHHfay/v37m+3atbNvDxkyxBwyZIjp5ORkLly40DRN09y0aZMJmHPmzDFN0zSTkpJMPz8/85577skT1/Hjx01fX9885aNGjTIB89lnny3W8542bZoJmFFRUfay1NTUfMeNHTvW9PDwMNPT003TNM2cnBzTx8fHfPrpp03TNE2r1WoGBASYt9xyi+nk5GRvx3fffde0WCzm6dOn81xv3bp1JmDOmDGjWHGKiIiISPEV1rcFCvyZNm2a/Zjx48eb56cOCuof9u7d26xTp06esqZNm5pdu3bNd+zMmTNNwFy+fHme8kvp577yyit5jm3durXZpk0b+/bq1atNwPzuu+/yHLdo0aI85TExMaarq6vZv39/02q12o97/vnnTcAcNWpUvufxxhtvmIB54sSJfPtERC6XRtqKiBQgLi4OZ2dnvLy8Ctz/xRdfEBQURHBwMO3bt2ft2rU88cQTPPbYY0RHR7NlyxZGjx6Nv7+//ZwWLVrQq1cvFixYYC/r0qULmzZtsn97v2bNGvr160erVq3sI1RXr16NYRh07twZgCVLlhAfH8/w4cPzjIhwcnKiffv2LF++PF+8999//yW3xbkLUSQlJXHy5Em6dOlCamoqu3fvBsBisdCxY0f7qOFdu3YRFxfHs88+i2marF+/3v5cckcYn6tq1aoAnDx58pLjFBEREZGCFdW3HTRoEEuWLMnz07t37yKvd27/MCEhgZMnT9K1a1f2799PQkLCJcd5Kf3c++67L892ly5d2L9/v3175syZ+Pr60qtXrzzXbNOmDV5eXvZrLl26lMzMTB5++GEMw7Cf/9hjjxUar/qwIlKatBCZiMglGDRoEA899BCGYeDt7U3Tpk3ti3sdPHgQgIYNG+Y7r3HjxixevNi+GFiXLl3Izs5m/fr1hIWFERMTQ5cuXdixY0eepG2TJk3sCeB///0XoNBFu3x8fPJsOzs7U7NmzUt+rjt27ODFF19k2bJl9ikbcp3bKe/SpQsTJkwgLS2N1atXU716da666ipatmzJ6tWr6dWrF2vWrGHo0KH56jDPzGV7bgdZREREREpfzZo1L3qu27Vr1zJ+/HjWr19Pampqnn0JCQn4+vpeUiwX2891d3cnKCgoT1nVqlXzzFX777//kpCQQHBwcIHXjImJAc724evXr59nf1BQkD05ez71YUWkNClpKyJSgICAALKzs0lKSsLb2zvf/kvp3Bbk6quvxt3dnVWrVlGrVi2Cg4Np0KABXbp04aOPPiIjI4PVq1czePBg+zlWqxWwzfcVEhKS75rOznn/a3dzc8NiubQbK+Lj4+natSs+Pj688sor1K1bF3d3dzZt2sQzzzxjjwWgc+fOZGVlsX79elavXk2XLl0AWzJ39erV7N69m9jYWHv5uXI71oGBgZcUp4iIiIgU7kJ924sRGRnJddddR6NGjXj33XcJCwvD1dWVBQsWMHny5Dz9w4t1sf1cJyenYl0zODiY7777rsD95yd9L4b6sCJSmpS0FREpQKNGjQDbSrstWrS4qHPDw8MB2LNnT759u3fvJjAw0D4q19XVlXbt2rF69Wpq1aqVJ9GZkZHBd999x4kTJ/Is3FW3bl3AtmJtSa0AXJgVK1YQFxfH7Nmz88QQFRWV79h27drh6urK6tWrWb16NU899RQA1157LVOnTuX333+3b58v93q5C1CIiIiISMm5nL7t+ebNm0dGRgZz586lVq1a9vKCpi4obARqYeWl0c+tW7cuS5cupVOnTnmmdThfbh/+33//pU6dOvby2NjYPCN3zxUVFUVgYOBlJX5FRAqjOW1FRArQoUMHAP7++++LPrd69eq0atWKr776ivj4eHv59u3b+e233+jXr1+e47t06cKGDRtYvny5PWkbGBhI48aNmThxov2YXL1798bHx4c33ngjz2q3uWJjYy865sLkjl7IvfULIDMzk48++ijfse7u7rRt25YffviBQ4cO5UlAp6Wl8f7771O3bl2qV6+e79yNGzfi6+tL06ZNSyx2EREREbG5nL7t+QrqHyYkJDBt2rR8x3p6eubpD59bDuTbVxr93KFDh5KTk8Orr76ab192drY9hp49e+Li4sIHH3yQ57lNmTKl0Gtv3LjR3rYiIiVNI21FRApQp04dmjVrxtKlS7nzzjsv+vy33nqLvn370qFDB+666y7S0tL44IMP8PX1ZcKECXmO7dKlC6+//jqHDx/Ok5y99tpr+fTTT4mIiMgzJ62Pjw8ff/wxI0eO5KqrruLWW28lKCiIQ4cOMX/+fDp16sSHH354yc/9XB07dqRq1aqMGjWKRx55BMMw+Oabb/J0ZM9/Lv/5z3/w9fWlefPmgG2kRMOGDdmzZw+jR48u8LwlS5YwcOBAzQcmIiIiUgout297ruuvvx5XV1cGDhzI2LFjSU5OZurUqQQHBxMdHZ3n2DZt2vDxxx/z2muvUa9ePYKDg+nRowetWrXCycmJiRMnkpCQgJubGz169CA4OLjE+7ldu3Zl7NixvPnmm2zZsoXrr78eFxcX/v33X2bOnMl7773HzTffTFBQEE8++SRvvvkmAwYMoF+/fmzevJmFCxcWOP1BTEwM27Zt48EHH7ys9hQRKYxG2oqIFOLOO+9k3rx5pKWlXfS5PXv2ZNGiRQQEBPDSSy/x9ttvc80117B27Vpq166d59iOHTvi5OSEt7c3LVu2tJefO1L1fCNGjOD333+nRo0avPXWWzz66KP8+OOPtGrVijFjxlx0vIUJCAjg119/pXr16rz44ou8/fbb9OrVi0mTJhV4fG6sHTt2zDOPblHPZffu3Wzfvr3QhK6IiIiIXL7L6dueq2HDhsyaNQvDMHjyySf55JNPuPfee3n00UfzHfvSSy/Rr18/Jk2axPDhw3nllVcACAkJ4ZNPPiEmJoa77rqL4cOHs3PnTqB0+rmffPIJn332GTExMTz//PM899xzLFu2jNtvv51OnTrZj3vttdd4+eWX2bx5M0899RSRkZH89ttv9pHB55o9ezZubm4FLrIrIlISDLOw4VIiIpVcQkICderUYdKkSdx1112ODueK9dhjj7Fq1So2btyokbYiIiIipUR925LVunVrunXrxuTJkx0diohcoZS0FREpwsSJE5k2bRo7d+7MM3JUSkZcXBzh4eH89NNP+eb6FREREZGSpb5tyVi0aBE333wz+/fvJzg42NHhiMgVSklbERERERERERERkXJEX62JiIiIiIiIiIiIlCNK2oqIiIiIiIiIiIiUI0raioiIiIiIiIiIiJQjStqKiIiIiIiIiIiIlCPOjg6grFmtVo4dO4a3tzeGYTg6HBERERG5CKZpkpSURGhoaKVe+Vx9WhEREZGKqbj92UqXtD127BhhYWGODkNERERELsPhw4epWbOmo8NwGPVpRURERCq2C/VnK13S1tvbG7A1jI+PT5nUabVaiY2NJSgoqFKPCCmI2qZwapvCqW0Kp7YpmtqncGqbwqltCueItklMTCQsLMzep6usyrpPq89B4dQ2RVP7FE5tUzi1TeHUNoVT2xRObVO0sm6f4vZnK13SNvf2MR8fnzJN2qanp+Pj46MPx3nUNoVT2xRObVM4tU3R1D6FU9sUTm1TOEe2TWWfEqCs+7T6HBRObVM0tU/h1DaFU9sUTm1TOLVN4dQ2RXNU+1yoP6tXSkRERERERERERKQcUdJWREREREREREREpBxR0lZERERERERERESkHKl0c9qKiIhI+ZGTk0NWVpajwyiS1WolKyuL9PR0zQF2ntJoGxcXF5ycnErkWiIiIiKlTf3Ziq+k26ek+rNK2oqIiEiZM02T48ePEx8f7+hQLsg0TaxWK0lJSZV+8avzlVbb+Pn5ERISovYWERGRckv92StHabRPSfRnlbQVERGRMpfbwQ0ODsbDw6Ncdx5N0yQ7OxtnZ+dyHacjlHTbmKZJamoqMTExAFSvXv2yrykiIiJSGtSfvXKUZPuUZH9WSVsREREpUzk5OfYObkBAgKPDuSB1cgtXGm1TpUoVAGJiYggODtZUCSIiIlLuqD97ZSnp9imp/qwmshAREZEylTvnl4eHh4MjkfIq971R3ueHExERkcpJ/Vm5kJLozyppKyIiIg6hb/mlMHpviIiISEWgPosUpiTeG0raioiIiIiIiIiIiJQjDk3arlq1ioEDBxIaGophGPzyyy8XPGfFihVcddVVuLm5Ua9ePaZPn17qcYqIiIhcrgMHDmAYBlu2bCn2OdOnT8fPz8/hcUjR1KcVERGRykJ92rLj0KRtSkoKLVu25L///W+xjo+KiqJ///50796dLVu28Nhjj3H33XezePHiUo5URERExObw4cPceeedhIaG4urqSnh4OI8++ihxcXFFnhcWFkZ0dDTNmjUrdl3Dhg1j7969lxuylDL1aUVERKSiUZ+2/HN2ZOV9+/alb9++xT7+k08+oXbt2rzzzjsANG7cmDVr1jB58mR69+5dWmFenuPbyYo/TmJcKpbE6ji5e2Jx98XJOwh3F2dcnTVDhYiISEWxf/9+OnToQIMGDfjhhx+oXbs2O3bs4KmnnmLhwoX88ccf+Pv75zsvMzMTV1dXQkJCLqq+KlWq2FeflfLriu/TZqbCoT9IO3Gakyer4uzihuHkgpOzMy4urri5e2Jx8wI3L3B2B83vJyIiUq6pT1sxODRpe7HWr19Pz54985T17t2bxx57rNBzMjIyyMjIsG8nJiYCYLVasVqtpRLnuYz1H+K29QcanFeebXEj0bUaye7VSfCuR4JfU9KDmnNN23Z4uLmWelzlhdVqxTTNMnktKhq1TeHUNoVT2xRN7VO4smyb3LpyfyqC3DgffPBBXF1dWbx4sb3jGRYWRqtWrahXrx7PP/88H3/8MbVr1+bOO+9k3759/PLLLwwZMoTx48dTp04dNm3aRKtWrQCYO3cuTz75JIcPH6ZDhw6MGjWKMWPGcOrUKfz8/Jg+fTqPP/44p0+fBmDChAnMmTOHJ554gpdeeonTp0/Tt29fPvvsM7y9vQFYtGgRr7/+Otu3b8fJyYkOHTowZcoU6tatm+e5lFT7n3u9kpIbW0H9tSvh81vh+rSJx7B8O5jaxTjUajhhdfHEyd0bPPzBIxA8A8EjENMjALyCwacG+Na0/evqWbqxlwH9bima2qdwapvCqW0Kp7YpnPqzRTu3z6Y+bdHtUxJKoj9boZK2x48fp1q1annKqlWrRmJiImlpaQVm7d98801efvnlfOWxsbGkp6eXWqy5fJNOU9B3Cc7WDPzTD+GffgjiN8BhW7l1jQ+ZNTuQEdaFjLAu/JPszd6YVPw9XAjwdCbQ05VALxecLVfGCAar1UpCQgKmaWKxaNTxudQ2hVPbFE5tUzS1T+HKsm2ysrKwWq1kZ2eTnZ1dqnWVBNM0ycnJ4dSpUyxevJhXXnkFFxeXPLEHBgYyfPhwfvrpJ95//30A3nnnHV544QWef/55APvxuc87KiqKW265hYcffpgxY8awZcsWnn322TzH5Hbocs+1Wq1ERkby888/8/PPPxMfH8+IESN44403ePXVVwFbMu+RRx6hefPmJCcn8/LLLzN48GD+/vtvLBZLvjhKom2gZFdPzn3ucXFxuLi45NmXlJRUYvU4SkXr0zqdPkFQMY+1mDlYMhMhMxESj+bZV9A7xOrmR45XdXK8a5DtF0GOX22yfW3/Wt39K8SoXf1uKZrap3Bqm8KpbQqntimc+rOFO7fPdvr0afVpi2ifkurTlkR/tkIlbS/Fc889xxNPPGHfTkxMJCwsjKCgIHx8fEo/gNZDSQlsSPSJGNydcrBkp+OScRr31GO4px7DJSctz+GWzETc9y/Gfb9tTrM2/i0wfHuxJ6AXR1P9ITYNZ0s6wT5u1PCrQqhfFWr4Vamw0yxYrVYMwyAoKEi/cM6jtimc2qZwapuiqX0KV5Ztk56eTlJSEs7Ozjg7n+2KbDp4mk2HTl/w/GBvd25oFZqnbO6WY8QkXThxdVWtqlwVXvXig8a22IFpmjRt2jRP3LmaNGnCF198YR9B0KNHD5566qk85wP25/3FF1/QsGFD3n77bQCaNm3Krl27eOONN+zH5L4WufVZLBasVitfffWVfRTC7bffzooVK+zHDB06NE9c06ZNIzg4mL1799KsWTP7cee3/+U4vyN6uXKfe0BAAO7u7nn2nb9dWTi0T+tpYO38fxw6fhLDYgEzB8OajZmTjZmTCdkZWLJSsGQl45Kdiq9zJm45KZAah2Et+o8oS0Y8lox4XOJ25dtnuvtCYEMIaY5ZrRmENIfgxuDiUVrP9JLod0vR1D6FU9sUTm1TOLVN4cpDfxbKd5/WxcWFqKgo9WmLaJ+SUhL92QqVtA0JCeHEiRN5yk6cOIGPj0+hc2O4ubnh5uaWr9xisZTNf3DNb6JK08F4xcQQHByct07ThJSTEL0VM3oL1iObcDq0FtLj7Yf4ndpGj1Pb6BY1hQNVO7A59FYO+bYjOiGD6IQMOBiPk8WgVZgf1zYo7hiI8sUwjLJ7PSoYtU3h1DaFU9sUTe1TuLJqG4vFgmEY9p9cmTkmyRk5Fzzf2z0n3zfgaVk5xTo3M8e86G/PTTP/OQVdI7cs99+rr746z3Hn7jcMg71799K2bds8x7Rv3z7PMedf0zAMIiIi8iTpQkNDiYmJsR/z77//8tJLL7FhwwZOnjxpH9lw+PBhmjdvni+Oy3Fu25TkSNvc2Ap6P14Jn90K16f1roa1x4u4F9SfPU9mtu39ZjhbbH3d9ASORx9m3T97cE47hWfmSbwzT+CdcRzvDNu/XpkxOJn5P79GegIc+ROO/Hl2lK5hAf+6tgRujasgrD1UbwnO+dumLOl3S9HUPoVT2xRObVM4tU3hHN2fhfLZpy2sz6Y+rU1p9GlLoj9boZK2HTp0YMGCBXnKlixZQocOHRwU0WUyDPAKgvo9Mer3xAnAmgNHN0Hk77BrHpzYDoCFHOqcXkOd02s47VmHjSHD2BncnxyLGzlWEw9XpzyXNk2TUymZ+Hu6lugfUSIiIqXF1dmCt/uFuyZVzvudl1tWnHMv586UevXqYRgGu3btYvDgwfn279q1i6pVqxIUZPsS1dOzdObqPH8EgGEYeebFGjhwIOHh4UydOpXQ0FCsVivNmjUjMzOzVOKRi3fF9WnPkeczZhhQxY+QOn4Mrt2MxPRsYpMyiElMZ3t8GscT0sm2mhhmDt4ZJwjKPMSAGqlYTkVC3D44+S8kHM5bgWmFuH9tPztm28qcXG2J27D2ULMthLUDn7wjl0RERMqK+rTFoz7thTk0aZucnMy+ffvs21FRUWzZsgV/f39q1arFc889x9GjR/n6668BuO+++/jwww95+umnufPOO1m2bBk//fQT8+fPd9RTKHkWJwhra/vp9iyc2An//ATbfrLPC1Y1ZT89I9+k6/FpRDa6j3U+/YgIzPshOpmcybd/HMTf05UG1bxpFOJNVc/Ks8CZiIhUPG3Cq9LmEqcuGNSqRglHk19AQAC9evXio48+4vHHH88zIvL48eN899133HHHHcX+srRhw4b5End//fXXZcUYFxfHnj17mDp1Kl26dAFgzZo1l3VNuTD1aS/MMAx8q7jgW8WFesFeAGTnWIlJyuBofBoH47xxdm2IpXn1POct/Gs3aUe20Ygoambuxzt+F0bMbsg5uygbOZlw5C/bTy7/OlCnG9TuCrWvtS2KJiIiUgbUp1WftqQ4NGn7999/0717d/t27jxdo0aNYvr06URHR3Po0CH7/tq1azN//nwef/xx3nvvPWrWrMnnn39O7969yzz2MlOtCVSbAN1fhN2/woZP4NB6AFxSjtNo4wQa+n4BPs9CyxFwZoj13hO2SY1PpWTyx/44/tgfR82qVWhWw5d6wV64OOk2ChERkYv14Ycf0rFjR3r37s1rr71G7dq12bFjB0899RQ1atTg9ddfL/a1xo4dy7vvvsszzzzDXXfdxZYtW5g+fTpw6bdlVa1alYCAAD777DOqV6/OoUOH7AtBSOlRn/bSODtZCD2zRkPbCP98qzVnZOewL9GJbK9WHKQVAJ7VnWjazYPmbtH4nNwCh/+yTaEQty/vxU/tt/38/SVg2KZTqNPVlsgN7wwulXNuZBEREVCftqJwaNK2W7du+Tpn58p9kc8/Z/PmzaUYVTnl5AxNb7T9HN0Eq96CPbZvMoyEwzDnQVuntO8kqHk1gV5u1KhahWPxaeQ28ZHTaRw5nYabi4XGIT60DPPDX6NvRUREiq1+/fr8/fffjB8/nqFDh3Lq1ClCQkK48cYbGT9+PP7+xR/NV7t2bWbNmsX//d//8d5779GhQwdeeOEF7r///gLnLi0Oi8XCjz/+yCOPPEKzZs1o2LAh77//Pt26dbuk60nxqE9bMs7/wy4rx6RRdR/2xSSTnmWb3y8lI4c/DyXxJ16E+V9P8w63UC/YC6e0U2dG2/4JB9fbHluzzlzJhOPbbD/rPrAtZFanOzTsA/V7g3e1Mn6mIiIijqU+bcVgmEX1MK9AiYmJ+Pr6kpCQUPor7Z5htVqJKcbCDRft6EZY/ibsW5K3vOUIuP418AwgKT2LPceT2HEskVMp+ef9aBvhT+f6gSUX00Uqtba5AqhtCqe2KZzapmhqn8KVZdukp6cTFRVF7dq1i71yqiOZpkl2djbOzs6lPk/866+/zieffMLhw4cvfHA5UFptU9R7xBF9ufKorNvBkf9/5lhNDsalsONYIvtjU7Ce9+eLt7szQ9uG4eN+ztx4Gcm2u9P2r4ColXD8n8IrqNEGGvSBhn2hWjPbXLwXQb9biqb2KZzapnBqm8KpbQqn/mzhyrI/C+rTQsn0ZyvUQmRynhpt4PZZsH8lLHwGYnfZyrd+D//+Bv3fxrvpYK6O8KdNeFWOJaSz/WgC/55IIivH1tmt5uPYlXZFREQqs48++oi2bdsSEBDA2rVreeutt3jooYccHZZIueJkMagT5EWdIC9SMrLZFZ3I9qMJnE61jaR1c7bg7XbenzVuXlC/l+0HICXOlrzd9zv8uxhSYs8ee3TjmcEQr4N/XWg6GJoNgeAmF53AFRERqYzUpy0dStpeCep0hfvWwN9f2Dqb6QmQehJmjobts6H/OxhewdTwq0INvyp0bRB0ZqRCMnWDvPJc6kRiOicS02lS3QdnzXsrIiJSqv79919ee+01Tp06Ra1atfi///s/nnvuOUeHJVJuebo52wckHD6VxubDp6kb5JVvVMzmQ6epE+iFr8eZ0beeAbZEbLMhYLXakrR7F8LexXBi+9kTT0XC6rdtP4ENbAncpoMhuHEZPksREZGKRX3a0qGk7ZXCyRnaj4UmN8L8J2yLlgHsmmu7NWzwJ1CvJwDuLk6Frmb4x/449sem8GfUKdqEV6V5DV8lb0VERErJ5MmTmTx5sqPDEKlwDMOgVoAHtQI88u07kZjOij2xrNp7kkbVvWkX4U/Vc9dxsFggrK3t57qXIP6QLXm7cw4cWAOcmX7h5F5YOdH2E9wEWt4KLYaBd0jZPEkREZEKQn3a0qFs3JXGuxoM+xZungYeAbaylFj49ib4bRxk55/XNld8aib7Y1MASErPZsWeWKavO8COYwlYrZVq6mMRERERqaA2HjwNgNU02Xkska/XH+T3XSdIzsgu+AS/WtDuHhj9K/zfHuj3NoR3As4ZvRuzE5a8BO82hu9usd3NlpVe+k9GREREKi0lba9EhmG79euBDVD/+rPl696HaX0gvuCJoP08XBnRvhZ1gjztZUnp2fy24wTfbThIZGxykSsji4iIiIg4Wo9GwXSoG4C7ixNgS95uO5LA9LVRrNt3kvSsnMJP9q5mS+COWQBP7IK+kyCs/dn9ptW2dsSsMfBOA/j1cTi6CdRHFhERkRKmpO2VzCsIhs+A3m+A5cx8Xkc3wmfdztz6lV81H3cGtarBbdfUonbg2eTtyeRM5m45xsy/jxCTqFEFIiIiIlI+ubs4cU2dAO7sHEHHugG4Otv+5MnKMdkQdYrp6w6w5XD8he8k86lum37srt/g4U1w7dPgG3Z2f3oC/P0lli+uI+B/N8GmryAzpRSfmYiIiFQmStpe6SwW6PAg3L0EqkbYylJPwteDYMOnhY4KCPZ258bWNbi5TU2q+7rby4/Gp7F4x3GNuBURERGRcs3N2Yn2dQIY0ymC1rX8cLLYpjtIy8xh+e4YImOTi3+xgLrQ4wV4dBuMmgcth4PL2fl0XU7uwPLrY/BOI5j/JJzYWcLPRkRERCobJW0ri9DWcM9yqNvDtm3NhoVPw7xHICer0NPC/D0Y1jaMgS2rU/XM6rvXNgjKt0KviIiIiEh55OHqTLeGwYzqEEHj6t4AVPd1p16w18VfzGKB2tfaFvl9ci/c8CFm6FVn92ckwl9T4eMO8GUf+GdWkX1tERERkcIoaVuZePjDbbOg06NnyzZ9Dd8Pg/TEQk8zDIN6wd6M7BDBwJbVCQ/wzLM/PjWT6IS00opaREREROSy+Xq40KdZdW5tF0aPxsH5BiEcjEu5uMV33bzhqpGYd//OyZv+h9n6jjyjbzm0Hv53F7zXEtZMgbTTJfNEREREpFJQ0raysThBr1fgpi/AydVWFvk7TOsLCUeLPNXJYkvenss0TZbsPMGMvw6zfE8MGdlFLOwgIiIiJer48eP06tULT09P/Pz8HB1OsRmGwS+//OLoMKSSqu5bhWBv9zxlR06nMnvTUX7469Alrd+QHdQMc+B78H+7oe9bENTo7M7Eo7B0PLzb1DZ1Qlzk5T4FERGRK4r6tAVT0rayan4z3DEHqlS1bZ/YDl/0gti9F3WZfTHJHDmdhmnClkPxfLP+IPsvZn4wERGRCsDV1RWLxYJhGAX+TJgwwSFxTZ48mejoaLZs2cLevRf3O1xEbEzTZNnuGABiEjP44c/DrNobS1aO9eIv5u4L7e+FB/6AUb9Cw37AmRG9WSm2qRM+aAM/DIeD60vuSYiIiBRDUf1Z9WnLH2dHByAOFN4R7loC390Mpw/YRgFM6wsjf4bqLYp1ibpBXlzbIJD1kXFk5ZgkpWczZ8sxGlTzpnujIDxc9RYTEZGK79ChQzg7O2MYBjNmzOCll15iz5499v1eXmfnxjRNk5ycHJydS/93YGRkJG3atKF+/fqXfI3MzExcXV1LMCqRisUwDHo1qcbSnSc4mZyJ1TTZePA0+2KS6dm4GrUCPC58kfwXhdpdbD9xkfDHx7DlO8hKBUzYs8D2U6sjdPk/qHed7RwREZFSdOzYMfv0QOrTln8aaVvZBdaHu5ZCyJkkbepJ+GoAHP6zWKdbLAZtwv0ZeU0E4ed0aPeeSOKb9QfZF6NRtyIiUvGFhITYf3x9fTEMw769e/duvL29WbhwIW3atMHNzY01a9YQGRnJoEGDqFatGl5eXrRt25alS5fmuW5ERARvvPEGd955J97e3tSqVYvPPvvMvj8zM5OHHnqI6tWr4+7uTnh4OG+++ab93P/97398/fXXGIbB6NGjAVuCedCgQXh5eeHj48PQoUM5ceKE/ZoTJkygVatWfP7559SuXRt3d9tt4oZh8OmnnzJgwAA8PDxo3Lgx69evZ9++fXTr1g1PT086duxIZGTeW7vnzp1LmzZtcHd3p06dOrz88stkZ2fb9//7779ce+21uLu706RJE5YsWVKir41ISajuW4UR7cPpWDcAJ4vtj9mEtCz+t+kIy3fHXNqo21wBdaH/2/D4Dug5AbxDz+47tA6+uwk+vRZ2/AxWTTUmIiKlR33aitWnVdJWwCsIRs2DsPa27fQE+PpG2L+y2Jfw9XBhcOsa9GkWQhVXJwBSM3OYt/UYi3ccJz1LHVAREbmyPfvss/znP/9h165dtGjRguTkZPr168fvv//O5s2b6dOnDwMHDuTQoUN5znvnnXe4+uqr2bx5Mw888AD333+/fcTD+++/z9y5c/npp5/Ys2cP3333HREREQD89ddf9OnTh6FDhxIdHc17772H1Wpl0KBBnDp1ipUrV7JkyRL279/PsGHD8tS5b98+/ve//zF79my2bNliL3/11Ve544472LJlC40aNWLEiBGMHTuW5557jr///hvTNHnooYfsx69evZo777yTRx55hJ07d/Lpp58yffp0Xn/9dQCsVitDhgzB1dWVDRs28Mknn/DMM8+UQuuLXD4ni0H7OgHcfk04NapWsZdvORzP9xsOcTzh4ue6zcPDHzo/Do9tgxs/gcAGZ/cd3wYzR8N/28GmbyAn6/LqEhERuUTq05afPq3uXRebKn62aRF+GA5RK21zbn13Cwz7Bhr0LtYlDMOgcXUfwgM8WLorhsgzo2x3HkukYTVvIgI9S/EJiIhIhfZpV0iOKft6vYJhbPG/pCzKK6+8Qq9evezb/v7+tGzZ0r796quv8vPPPzN37tw8ncR+/frxwAMPAPDMM88wefJkli9fTsOGDTl06BD169enc+fOGIZBeHi4/bygoCDc3NyoUqUKISEhACxZsoR//vmHqKgowsLCAPj6669p2rQpf/31F23btgVsox2+/vprgoKC8jyHMWPGMHToUHssHTp0YNy4cfTubesLPProo4wZMybPc37qqacYNWoUhmFQp04dXn31VZ5++mnGjx/P0qVL2b17N4sXLyY01Da68I033qBv376X2doipcff05Vb2tRk65EEVu+NJdtqciolk5V7Yxh6dZj9ttJL5uQCrYZDi2Gw+1dY/Q5Eb7Hti9sHcx+CVW9B16ehxa3gpD/ZREQqDPVpAfVpS4p6AHKWqyeM+AlmjbHNsZWTATNuh+E/2ubZKiYPV2cGtqjOzuhEVuyJVcJWREQuLDkGko45OorLcvXVV+fZTk5OZsKECcyfP5/o6Giys7NJS0vLNyqhRYuz88jn3qIWE2Pr7I8ePZpevXrRsGFD+vTpw4ABA7j++usLjWHXrl2EhYXZO7cATZo0wc/Pj127dtk7uOHh4fk6t+fHUq1aNQCaN2+epyw9PZ3ExER8fHzYunUra9eu5T//+Y/9mJycHNLT00lNTbXHk9u5BejQoUOh8YuUF4Zh0CrMj1r+HizecZyTSRn0ahJy+Qnbc1ks0OQGaDwQ9i+H1e/CgdW2ffEHYc6DsOpt6PYsNLtZyVsRkYpAfVpAfdqSot/8kpeLOwz9GmbfCztmQ04m/Hgb3DbTtpBCMRmGQdNQX2pW9cDdJf8sHCkZ2Xi66e0nIiJneAVX+Ho9PfN+Qfnkk0+yZMkS3n77berVq0eVKlW4+eabyczMzHOci4tLnm3DMLBabfNnXnXVVURFRbFw4UKWLl3K0KFD6dmzJ7NmzSrRWAuKJTc5VVBZbnzJycm89NJL3HzzzfmSWbnziolUZP6ergy9OoyYpHT8PfMubpKZbcXVuQRmmzMMqNvD9nNoA6ycCJG/2/adjoKfx55N3jYdDBany69TRERKh/q0durTXj5lzSQ/JxcY8hlYs2DXPMhOg++H2aZPqNX+oi7lW8UlX9nOY4ks3xNDz8bVqB+sEbgiIkKJ3c5Vnqxdu5bRo0czePBgwNYZPHDgwEVfx8fHh2HDhjFs2DBuvvlm+vTpw6lTp/D39893bOPGjTl8+DCHDx+2j0zYuXMn8fHxNGnS5LKeT0Guuuoq9u7dS7169QocgZgbT3R0NNWrVwfgjz/+KPE4REqTk8Wgum+VPGXZOVZ++vsw1XzcubZ+QMlVVqs9jJwNh/6A5W/Ypi0DiPsX/neXbdqEHi9CowG2ZK+IiJQv6tMWSn3ai6ekrRTMyQVu+tI2PcK/i8/McXsz3PEL1GhzyZc9nZLJ8j0xZGZbWfBPNM1CvWnsV2JRi4iIlBv169dn9uzZDBw4EMMwGDdunP3b/OJ69913qV69Oq1bt8ZisTBz5kxCQkLw8/Mr8PiePXvSvHlzbrvtNqZMmUJ2djYPPPAAXbt2zXerW0kYN24cAwcOJDw8nFtuuQWLxcLWrVvZvn07r732Gj179qRBgwaMGjWKt956i8TERF544YUSj0OkrK3cG0tsUgaxSRkci0+lXYgzJTq2qtY1MGouHFhjS94eXGsrj91t65+HtYder9iOExERKUXq0zquT1sC9/PIFcvZ1TZVQp3utu2MRPhmCJzYecmX9HBzom7Q2dG1/xxN5JftscQlZ1xutCIiIuXKu+++S9WqVenYsSMDBw6kd+/eXHXVVRd1DW9vbyZNmsTVV19N27ZtOXDgAAsWLMBiKbgLZxgGc+bMoWrVqlx77bX07NmTOnXqMGPGjJJ4Svn07t2bX375hSVLltC2bVuuueYaJk+ebF9cwmKx8PPPP5OWlka7du24++677avwilRk1X2r4OJkG4kTl5zJL9tPsuNYAqZplmxFEZ1h9Hy4Yw7UbHe2/PAG+LK3bRHh2D0lW6eIiMg51Kd1XJ/WMEu8Z1G+JSYm4uvrS0JCAj4+PmVSp9VqJSYmhuDg4ELfkOVaZip8dwscXGPb9g6Fu5eAb81LupxpmuyMTmT5btuI25SUFPx8venTNIT61bxLMPCKrcK/b0qR2qZwapuiqX0KV5Ztk56eTlRUFLVr164Q856apkl2djbOzs4luwjRFaC02qao94gj+nLlUVm3g/7/zO9USibz/4kmNjGdlJQUPD09aV7Tj+4Ng3B2KoU2Mk3bYsFLJ8DJvWfLDQu0vh26PQc+oYWe7ih67xRObVM4tU3h1DaFU3+2cOrPFq002qck+rP6hMuFuXrAiBkQ2tq2nXTMNuI29dQlXS53kbLh7WoR4GVb0CEr28qv26JZ8+9JrNZK9T2CiIiIiFRA/p6u3No2jOY1zv6xtf1oAjM3HiEpPavkKzQMaNQf7l8PA98Hb9ucephW2PQ1vH8VLH0Z0hNLvm4REREpc0raSvG4ecGImeBfx7Z9co/tdqystEu+ZICXG7e2DaNe0NmFHf46cIqfNx8lLTPnciMWERERESlVLk4WrmtcjW71/HC22EbmHE9I5/sNhzh8KrV0KnVyhjaj4OFNcN1L4HYmaZydBmvehQ/a2JK4VvWnRUREKjIlbaX4vILg9tngGWTbPvwH/O/uy+oQujhZ6FbXj24Ng7CcGYIel5JB9kVOai0iIiIi4ij1gzwYenVNfKq4AJCamcPBuFJK2uZy9YAu/wePbIFrHgQn2x1spMTA3Idhanc4uL50YxAREZFSo6StXBz/2nDbLHD1sm3v/hUWPGWbY+sSGYZBqzA/bmpTA293Z/o1r463u0sJBSwiIiIiUvqCfdwZ0a4Wtfw9CA/woGPdgLKp2DMA+rwBD/0FjW84Wx69Fab1gZljIP5w2cQiIiIiJUZJW7l4oa1g2DdgOZNY/fsL2PDpZV+2ZlUPRneMoGZVjzzl2TnWkl+JV0REHE7/t0th9N6QiqqKqxODW9egf4vqWCx5FzIp9fd11QhbH33Ur1Ct2dnyHbPhw6th+RuQmVK6MYiIVDLqs0hhSuK9oaStXJq6PWDQh2e3Fz8H/y657Muev9KuaZos3H6c+f9Ek5WjKRNERK4ELi5nbh9OLeVbh6XCyn1v5L5XRCoSi8XAzdkpT9mJxHS++eMgJ5MzSj+A2l1g7CoYMAU8zoz2zU6HlRPhw7aw4+fLuktORETUn5ULK4n+rHNJBSOVUMtb4eReWP2ObdXamWPgrt+gWpMSq2JdZBz7YpIBSEw7wg2tQvFy09tWRKQic3Jyws/Pj5iYGAA8PDwwDOMCZzmOaZpkZ2fj7OxcruN0hJJuG9M0SU1NJSYmBj8/P5ycnC58kkg5l5Sexdwtx0jOyGbGX4fp17w6tQM9S7dSixNcPQaaDoZVb8GGT8CaDYlHYeZo2wCMfm9DQN3SjUNE5Aql/uyVpSTbpyT7s8p+yeXp/iKc/Bd2zYXMJPhhGNy9zLZoWQmo7uuOq7OFzGwrJxLT+WHDIQa1CiXYx71Eri8iIo4REhICYO/olmemaWK1WrFYLOrknqe02sbPz8/+HhGp6AzDwNPNmeSMbDKzrczZcpSuDYJoFeZX+v+nVPGD3q9Dm9Gw6DnYd+bOuMhl8NE10Okx6PIEuFQp3ThERK5A6s9eOUqjfUqiP6ukrVweiwUGfwLxhyB6i+3fGbfBHXPB5fITq3WCvBjWNow5W46RmJZFckY2P/19mL7Nq1M3yOvy4xcREYcwDIPq1asTHBxMVlaWo8MpktVqJS4ujoCAACwWzSx1rtJoGxcXF42wlSuKl5szt1xdk0Xbj7MvJhnThBV7YolPzaJrg6B8c9+WisD6cNtM2D0fFj4DiUcgJxNWTYJtM2yjbhtcX/pxiIhcQdSfvXKUdPuUVH9WSVu5fK6eMPwHmNoDkqLh8AZY8CTc8AGUwDcUgV5uDG8Xxq9bozkan0ZWjsm8rcfo0SiYFjX9Lj9+ERFxGCcnp3KfoLNarbi4uODu7q5O7nnUNiLF4+JkYUCL6qyLjOPPqFMAbDkcT1JGNn2bheDiVAafH8OAxgOgbnfblAnrPrBNmRB/EL6/BRoNgD7/Ab+w0o9FROQKov5sxVde26f8RCIVm0+oLXHrfObWqs3fwMZpJXZ5D1dnhlxVg0Yh3oBt7YTfd8Wwdt9JrdYoIiIiIuWeYRh0qhfI9U2rYTkzsCEyJpnZm46QlplTdoG4ekLPCXDfWojocrZ896/w33aw7kPIyS67eERERKRAStpKyQltDTe8f3Z7wdNw+M8Su7yzk4U+zUK4OqKqvezPqFNsOnS6xOoQERERESlNTUN9ubF1KK7Otj/FjsWnM3PjYXKsZTwQIbgRjJoHQ6aCZ7CtLCsVfnsBvugJx/8p23hEREQkDyVtpWS1GArt77c9tmbBT3dA0okSu7xhGHSpH0T3RsEYBgR5u9Gshm+JXV9EREREpLSFB3hyy9U18XSz3U7bOqwqTmUxt+35DMPWf3/oL2h7D3AmhmOb4dOusHQCZKWVfVwiIiKipK2UgutfhfDOtsdJ0TBzFGRnlmgVrcL8GNgylBtb18DNuXzPHSMiIiIicr5gb3eGta1F90bBNK/p4EEIVfyg/9tw128Q1MhWZubAmsnwcUeIWuXQ8ERERCojJW2l5Dm5wC3TwDvUtn1oPfz2YolXUzfICy+3vGvppWZmk5BWvldtFBEREREB8K3iQqswv3zliekO6s+GtYOxq6Db82BxsZWd2g9fDYQ5D0GapiUTEREpK0raSunwCoZh34KTq237z09h++xSrTI9K4efNx9l5t+HiUvOKNW6RERERERKw78nkpi+9gDbjyY4JgBnN+j2DNy3BsLany3f/A182A52/eqYuERERCoZJW2l9NRsA30nnd2e+wjERZZadav2xhKTmEFSejYzNx7heEJ6qdUlIiIiIlLSYpMyWLj9ODlWkyU7T7DxoANHtgY3gjGLoP874OptK0uJgRm3wf/ugdRTjotNRESkElDSVkpXm9HQ/Bbb48wk2/y2WaWTTO1cP5BqPu4ApGXm8L9NRzh8KrVU6hIRERERKWmBXq60OGd+21V7Y1kXeRLTNB0TkMUCbe+GBzdAg75ny//5CT66BnYvcExcIiIilYCStlK6DAMGTIGA+rbt4//A4udKpSoPV2dualODmlWrAJCZbeWXzUfZF5NcKvWJiIiIiJQkwzDo2iCIDnUD7GUb9p9ixd5YxyVuAXxrwPAfYPCn4H4mqZx8An4cDrPHaq5bERGRUqCkrZQ+Ny8Y+hU425Kp/P0l/DOrdKpyduLG1jWoE+QJQLbVZP62aHYeSyyV+kRERERESpJhGFxTJ4BuDYPsZVsOxbN4xwmsVgcmbg0DWt4KD2yA+r3Plm/7ET7qAHsXOy42ERGRK5CStlI2qjWFfm+d3Z73KJzcVypVuThZGNAilMbVbXNvWU2T33Ye558jDlrMQURERETkIrWuVZXrm1bDMGzbu6ITWbA9mhxHJm4BfKrDiBkw6CNwOzPqNikavh8KvzwIafEODU9ERORKoaStlJ3Wt0PL4bbHmcnwvzshJ7NUqnKyGPRuGkKrMD8ATBOW7jrBwbiUUqlPRERERKSkNQ31ZUCLUJwstsztvyeSWbLzuIOjwjbqtvVt8MB6qNfzbPmWb22jbiOXOS42ERGRK4SStlJ2DMO2+mxgA9t29FaMZa+VYnUG3RoG0Sa8KgANqnkTVtWj1OoTERERESlp9YK9uKFlKM4WA2eLQdNQ3wufVFZ8a8Bts+CGD8HNx1aWdAy+GQwLn4GsNMfGJyIiUoEpaStly9UTbvocnFwBMNZ/gOuRdaVWnWEYdKkfSJ9mIfRpFoLlzCgFEREREZGKIiLQkxtahXJDq1DC/MvZIATDgKtG2kbd1ul+tnzDJ/BZN9tCxCIiInLRlLSVsle9JVw33r7pu+xpSI0rteoMw6BxdR/7bWW50jJzSq1OEREREZGSFB7gSXiAZ54y0zQdP8dtLt+acPts6DsJnN1tZbG7MT6/Ds/NU8GqvreIiMjFUNJWHOOaB6BuDwCcUmMx5j5sm3i2jJxOyeSbPw6wPjIOswzrFREREREpKX/sP8XPm4+SmW11dCg2Fgu0Hwv3roSQ5gAY1iy8N7yN8c0giD/k4ABFREQqDiVtxTEsFrjxY0yPAACMvQvh7y/LpOqM7Bz+t+kIKRk5/LE/TolbEREREalwNh48xR/74zh8KpVftpSjxC1AcCO4exl0egwT291uxsG18HEn2DqjTAdriIiIVFRK2orjeIdg3vDh2e3FL0DM7lKv1s3ZiavOLE4GsCHqFH/sP1Xq9YqIiIiIlJQafh64udj+nDt6Oo25W4+RlVOOErfOrtDrZcxR88jxCrWVZSTCz/fCrDsh7bRj4xMRESnnlLQVx2rQh5Smt9keZ6fB/+6G7IxSr/aqWlXp3ijYvv3H/jg27C+9eXVFREREREpSiK87N11V0564PXwqlXlbj5FdnhK3AOGdOHnLXMwWw86W7ZgNH3eGg+sdF5eIiEg5p6StOFxSh6cxgxrZNk78A8vfKJN6W4X50bVhkH17XWQcfx/QiFsRERERqRiq+bgzpHVNXJ1tf9YdjEvl123R5S5xa7p5Y974Cdw8Ddz9bIWJR2B6P1gxUYuUiYiIFEBJW3E8Z3fMIVPB4mLbXvc+HNpQJlVfVasqXeoH2rdX/3uSjQd1q5aIiIiIVAwhvu4Mbl3DnriNOpnC/H+iybGWw3ljmw2B+9dBeCfbtmmFFW/AVzdAwlHHxiYiIlLOKGkr5UO1ZtD9edtj0wq/3AeZKWVS9dUR/nSqdzZxu2pvLJsPKXErIiIiIhVDqF8VBrUKxcXJtujX/tgUFpTXxK1vDRg1D7o9D8aZP0cProFPOsHu+Y6NTUREpBxR0lbKj06PQs12tsen9sOS8WVWdbva/lxTJ8C+nZalW7REREREpOKoWdWDQa1q4GyxJW6jE9JIzsh2cFSFsDhBt2dg9ALwqWkrSzsNP46ABU9BVrpj4xMRESkHlLSV8sPiBIM/Aecqtu2/pkLk8jKr/po6/rSv7U+HugF0rBt44RNERERERMqRMH8PBrYMxc/DhVvahOFbxcXRIRUtvAPctxoaDThb9udn8Pl1ELvHcXGJiIiUA0raSvkSUBd6vXJ2e86DkJ5QJlUbhkHHeoF5RtyKiIiIiFQkEYGe3NEhgqqero4OpXg8/GHYt9D/XXB2t5Wd2A6fdoVNX4NZDqd4EBERKQMOT9r+97//JSIiAnd3d9q3b8+ff/5Z5PFTpkyhYcOGVKlShbCwMB5//HHS03X7zBWl7d1Qu6vtceJRWPisQ8M5Gp/GgZNlM7+uiIiIVEzq00p54nRmioRcVqvJvpgkB0VTDIYBbe+Ce5ZDUCNbWXYazH0Yfrm/zNa6EBERKU8cmrSdMWMGTzzxBOPHj2fTpk20bNmS3r17ExMTU+Dx33//Pc8++yzjx49n165dfPHFF8yYMYPnn3++jCOXUmWxwI0fgZuPbXvr9w5blODAyRR+3nSEeVuPceR0qkNiEBERkfJNfVopz3KsJgu3H2fe1mj+OnDK0eEUrVoTW+K2zZizZVt/gKk9IGa34+ISERFxAIcmbd99913uuecexowZQ5MmTfjkk0/w8PDgyy+/LPD4devW0alTJ0aMGEFERATXX389w4cPv+BIBqmAfGtC34lnt+c9Cqll38ncfTyRrByTbKvJnC3HOJGoETAiIiKSl/q0Up4diEth7wnbKNs1/55k25F4xwZ0Ia4eMHAK3PQFuHrZymJ3w9TusPVHh4YmIiJSlpwdVXFmZiYbN27kueees5dZLBZ69uzJ+vXrCzynY8eOfPvtt/z555+0a9eO/fv3s2DBAkaOHFloPRkZGWRkZNi3ExMTAbBarVit1hJ6NkWzWq2Ypllm9VUkRbZN82EYO+di7F0IKbGYi57FvPGTMo3vukbBpGZmc+BkKhlZOfxv42FublOTQC+3Uq9b75vCqW0Kp7YpmtqncGqbwqltCueItilvr0Nl6dPqc1C48t42tQM86FDHn3WRcQD8vusEzhaDRiHeZVL/JbdP0yFQrTnGrNEYMTshKxV+Hot5YA1mn4ngUqV0Ai5D5f2940hqm8KpbQqntimc2qZoZd0+xa3HYUnbkydPkpOTQ7Vq1fKUV6tWjd27C771ZcSIEZw8eZLOnTtjmibZ2dncd999Rd5K9uabb/Lyyy/nK4+NjS2zecOsVisJCQmYponF4vBphMuVC7WNpf3zBB5YiyUzEWPbDE7XuI7M8K5lGmO7as6cOp1FdGImKcA3q/cysGkAPu6l+/HR+6ZwapvCqW2KpvYpnNqmcGqbwjmibZKSyte8nJWlT6vPQeEqQttEeEKMn8HWo8kA/PxnJD0b+BPu717qdV9e+/jCwO/xWfsaHrtnAWBs/obsQ38S3+s9cvxql3zAZagivHccRW1TOLVN4dQ2hVPbFK2s26e4/VmHJW0vxYoVK3jjjTf46KOPaN++Pfv27ePRRx/l1VdfZdy4cQWe89xzz/HEE0/YtxMTEwkLCyMoKAgfH58yidtqtWIYBkFBQfpwnOfCbRMMfd6AuQ8BUHXtBMwW68/Od1tGbgsKZPamo5xItI1wWXU4g1vaBOHt7lJqdep9Uzi1TeHUNkVT+xRObVM4tU3hHNE27u6ln2QqbRWxT6vPQeEqStv0Dwqiilcs/xxJAGDDsUxCggMJ8/co1XpLpH2GTsW69TqMBf+HkZWKS9weAmffjDlgCjS7qUTjLUsV5b3jCGqbwqltCqe2KZzapmhl3T7F7c86LGkbGBiIk5MTJ06cyFN+4sQJQkJCCjxn3LhxjBw5krvvvhuA5s2bk5KSwr333ssLL7xQYMO6ubnh5pb/VnaLxVKmb1TDMMq8zorigm3T+nbYMRsil2EkHsNYOsE2z1UZquJqYchVYczaeJiTyZkkpecwZ2s0N7epiYdr6X2M9L4pnNqmcGqboql9Cqe2KZzapnBl3Tbl7TWoTH1afQ4KV1HapmfjamTnmOw+nkSOCb/+c5whV9Wgum/pTjVQIu3TegTUaA0/jYKTezAykzFm3w2H1kPvN8ClYn6hU1HeO46gtimc2qZwapvCqW2KVpbtU9w6HPZKubq60qZNG37//Xd7mdVq5ffff6dDhw4FnpOamprviTk5OQFgmmbpBSuOZRgwYAq4eNq2N06DqFVlHkYVVycGX1UTPw/b6Nq45EzmbDmG1ar3noiISGWlPq1UJIZhcH3TEOoE2frVmdlWftl8jLjkjAucWU4EN4Z7lkGLW8+W/f0FfHk9nD7ouLhERERKgUPT60888QRTp07lq6++YteuXdx///2kpKQwZswYAO644448izoMHDiQjz/+mB9//JGoqCiWLFnCuHHjGDhwoL2jK1eoquHQ65x53OY+DJkpZR6Gl5szQ66qibe7MxbDoFWYHxaLUeZxiIiISPmhPq1UJE4Wg/7Nq9unRfCp4oy7SwV637l5weBPYOD74HxmdG30VvisK/y71LGxiYiIlCCHzmk7bNgwYmNjeemllzh+/DitWrVi0aJF9oUcDh06lGcUwosvvohhGLz44oscPXqUoKAgBg4cyOuvv+6opyBl6eq7YPtsOLQOTh+AZa/b5rstY75VXLixdQ2S07OJCPQs8/pFRESkfFGfVioaZycLA1tWZ92+ODrWC8DNuQIlbcF2J16bUVDjKvjpDji1H9JOw3c3Q/fnocuToNt/RUSkgjPMSnYPVmJiIr6+viQkJJTpQmQxMTEEBwdr7pDzXHTbnNwHn3SC7HTAgLuWQFjbUo/TEfS+KZzapnBqm6KpfQqntimc2qZwjmgbR/TlyqOybgd9DgqntilaqbdPWjz8cj/sWXC2rH5vGPIpVKla8vWVIL13Cqe2KZzapnBqm8KpbYpW1u1T3H6cXimpWALrQbfc2wtNmPMgZJePObi2H03grwOnHB2GiIiIiMglSc/KYX1kXMVas6GKHwz7DnqMA85MW/bvYvisGxz/x4GBiYiIXB4lbaXi6fAQVG9le3xyD6yc5NBwAP46cIolO0+w5t+TbD+a4OhwREREREQuSnJGNrM2HuGP/XH8vjumYi2KZ7HAtU/C7f+DKv62stMH4POesPVHh4YmIiJyqZS0lYrHyRkG/RcsZ6ZkXjsFTux0aEjnWrrrBPtikh0dhoiIiIhIsZ1OyeRUSiZgu4NsfWScgyO6BPWug7ErIbS1bTs7HX4eC/P/D7IzHRubiIjIRVLSViqmkGbQ+XHbY2s2/PoYWK0OC+fq8KpcFW6bM8s0YeE/0Rw5neqweERERERELkaYvwd9moVgnJlhYEPUKTYfOu3YoC6FXy0YswiuGnW27K/PYXo/SDjquLhEREQukpK2UnF1eRL869oeH94AG6c5LBTDMLi2fiCNq3sDkG01mbv1GLFJ5WO+XRERERGRC2lQzZtuDYPt2yv3xrLneJIDI7pELu5ww/twwwfg5GYrO/IXfNYVolY5NjYREZFiUtJWKi4Xdxgw+ez20pch6bjDwjEMg15NQogI9AAgI8vKnC1HSUzPclhMIiIiIiIXo1WYH+1r2+aFNU1YvOM4h09V0DvIrroD7loMvrVs2ymx8PUgWPeh7cmJiIiUY0raSsVWpyu0HGF7nJEAi551aDhOFoP+zUMJ8XUHICk9mzmbj5KelePQuEREREREiqtD3QCa1/AFIMdqMm/bMU4mV9A7yEJb2+a5rXudbdu0wm8v2Oa6zUpzbGwiIiJFUNJWKr7rXwOPANvjHT/D3t8cGo6rs4VBrULx83AB4GRyJot3OG4EsIiIiIjIxTAMgx6NgqkT5AnY7iD7ZfNRkjOyHRzZJfLwh9tm2qZXy7VtBnzZG+IPOy4uERGRIihpKxWfZwD0fuPs9vz/g8wUx8UDeLg6M7h1Daq4OuHh6kT72gEOjUdERERE5GJYLAZ9m1Wnmo/tDrLqvlVwd67Afz5anOC6cTD0a3CxJaOJ3gqfdYMDax0amoiISEEq8G9dkXO0GAa1u9oeJxyC5W8UfXwZ8PNw5cZWNRjWNsw+XYKIiIiISEWRewdZp3qB9GsegrPTFfDnY5NBcPdSqBph2049CV/fAH9O1Ty3IiJSrlwBv3VFAMOwLUrmfCY5+sfHtm/OHSzE1x0/D1dHhyEiIiIickk83ZxpV9sfwzAcHUrJqdYE7lkOdbrbtq3ZsOBJmPswZFfQuXtFROSKo6StXDkC6sK1T9kemzkw71Gwlq8FwEzTZOXeWCJjkx0dioiIiIjIJYlPzWTr4XhHh3F5PPzhtlnQ8ZGzZZu/gen9ITHacXGJiIicoaStXFk6PgJBjW2Pj22GPz9zbDznyLGazP8nmk0HT7Pwn2iiE7RarYiIiIhULNEJafz412GW7Y5hx7EER4dzeZyc4fpXYcjnZ+/YO/KXbZ7bw385NDQRERElbeXK4uwKA987u73s9XLzTbnFAKczt5Vl5ZjM3XKM+NRMB0clIiIiIlJ8x+LTScu03c22dGcMB+McuwBwiWhxC9y5GHzDbNvJx2F6P9j0tWPjEhGRSk1JW7ny1GoPbUbbHmcmwW8vODScXIZh0KtJNWpWrQJAamYOP28+SmpmtoMjExEREREpnqtq+dEqzA8Aq2ny67ZoYpLSHRtUSQhtBfeugIgutu2cTNsct/P/D3KyHBmZiIhUUkraypXpuvHgEWB7vP1/ELncsfGc4exkYWDLUAK9bIuTxadmMXfLMbJyrA6OTERERETkwgzDoGuDIOoGewGQmW1lzuZjJKVfAYlNz0AY+TO0G3u27K/P4etBkHLScXGJiEilpKStXJk8/KHXK2e3FzxZblaCdXdxYlDrGni5OQMQnZDOkp0nME3TwZGJiIiIiFyYxWLQt1kI1X1t88AmZ2QzZ8sxMrOvgIEITi7QbxIM+i842QZacHAtTO0OJ3Y4NjYREalUlLSVK1fLERB2je1x3D5Y975j4zmHj7sLg1qF4ups+wjuOZ7Eusg4B0clIiIiIlI8Lk4WbmgVim8VFwBikzJYuD0aq/UKGYjQ+nYYsxC8Qmzb8Yfgi+th9wLHxiUiIpWGkrZy5bJYoP87YDjZtle9DacPODSkcwX7uNO3WQhn1ibjz6hT7IpOdGxQIiIiIiLF5OHqzI2ta+DmYvuzcn9sCqv+jXVwVCWo5tVw73IIbW3bzkyGH0fA6ndBd8mJiEgpU9JWrmwhzeCa+22Ps9NhwdPlqoNVJ8iLrg2CAAjydrMvUiYiIiIiUhH4e7oyoHkoljMjEdxdnK6sab98Qm0jbpvddKbAhN9fhtn3QtYVsACbiIiUW86ODkCk1HV71rYYWVI0/LsY9iyARv0dHZVd61pVcXGy0KCat326BBERERGRiqJWgAfXNQ7G2cmgUYiPo8MpeS5V4KYvILgxLHvNVvbPT3AqEm79HrxDHBufiIhckZQhkiufmzf0efPs9sJnIDPFcfEUoFkNXyVsRURERKTCalbD98pM2OYyDLj2KRj2Lbh42sqOboTPusOxzY6NTURErkjKEknl0ORGqNvD9jjhMKx6y6HhXEhGdg5r9p0k+0pZyEFEREREKp0jp1NJzsh2dBglq/FAuGsx+IbZtpOOwZd9bXf2iYiIlCAlbaVyMAzo9zY4udq2130AMbsdG1MhEtOz+OnvI/x94DSrIuOvrDnBRERERKRS2H40gf9tPMq8rcfIyrE6OpySFdIc7lkOYdfYtrPTYNadsOx1sF5hz1VERBxGSVupPALqQufHbY+t2bDgyXK1KFmu9MwcEtOyAIg8mcb6/accHJGIiIiISPFlZlv5Y38cVtPkRGIGK/ZdgQMRvIJg1FxodfvZslWTYOYd5W4qNhERqZiUtJXKpfPjUDXC9vjAatj2k0PDKUiwjzt9m4VwZgFe/ow6xY5jCY4NSkRERESkmFydLdzYuoZ9zYYDp9JZsy/OwVGVAmc3GPQh9H4DjDN/Wu+aB1/0hvjDjo1NREQqPCVtpXJxqWKbJiHXknGQnui4eApRJ8iLrg2C7NtLd8Zw+FSqAyMSERERESm+QC83+jevjuXMQISNB0/zz5ErcCCCYUCHB2HET+B2ZiG2E//A1O5waINjYxMRkQpNSVupfOr3gkYDbI+TT8DKiY6NpxCtwvxoGmJbmdZqmszbdoxTKZkOjkpEREREpHgiAj3p2vDsQIRlu2M4FHeFDkSo3wvuXgr+dWzbKbHw1YByeWefiIhUDEraSuXU+w1wdrc93vBJuV2U7JoIH2oH2hK3GVlWftl8lLTMHAdHJSIiIiJSPC1r+tG8et6BCHHJGQ6OqpQENYS7f4faXW3bOZkw+x4tUCYiIpdESVupnKqGQ+cnbI+t2bDwqXK5KJnFMOjTrBpB3m4AJKRlMW/bMXKs5S9WEREREZGCtAv3oU6QLXGbmW1lzpZjV+5ABA9/uP1/0GbM2bJVk+B/d0JWmuPiEhGRCkdJW6m8Oj0CfuG2x1GrYOcvDg2nMG7OTgxqFYqXmzMAVVycsJbDBLOIiIiISEEshkGfpiEE+9gGIqRkZBObdIWOtgVwcoEBk6H3m8CZSX13/AzT+0PSCYeGJiIiFYeStlJ5uVSBPv85u734BchMcVw8RfB2d2Fgy1Da1/FnQIvquDjpoysiIiIiFYers4WBLUMJ9nHjlqvDqBXg4eiQSpdhQIcHYPiP4OplKzu6Eab2gOPbHRubiIhUCMr8SOXWsC/U62V7nHgUVr/j2HiKEOLrTse6gRiG4ehQREREREQumo+7CyPa1SLE193RoZSdhn3gzsXgG2bbTjwCX/aGPYscG5eIiJR7StpK5WYY0HciOLnattd9AHGRjo3pIiSkZXHySl3IQURERESuOAUNQEhKz3JAJGUopJltgbIaV9u2M5Phh1vhj4/K5boaIiJSPihpKxJQFzo8ZHuckwkLn6kQnadj8Wn8+Ochftl8lJSMbEeHIyIiIiJyUaxWk5V7Y/l6/cErfyCCdzUY/Ss0HXKmwMTy2wv4rBoPOVd40lpERC6JkrYiANc+CT41bI/3LYG95ft2JdM0WbPvJKmZOSSlZzNv6zGyc6yODktEREREpNg2HTrNpoOnycy2MnfLMdIycxwdUulyqQI3fQFdn7EXeeyagfH9LZB22oGBiYhIeaSkrQiAqydc/9rZ7YXPQFaa4+K5AMMw6Ne8Ot7uzgBEJ6SzdNcJzAowQlhEREREBKBFTT+CfdwA27Rf87YdI8d6hfdnLRbo/jwMmYrpZHvuRtRK+LxXhZqmTURESp+StiK5mg6G2tfaHscfhLXvOzaeC/Byc+aGlqG4ONnmBdsVncSfUaccHJWIiIiISPG4Olu4oWUoXm62gQhHT6fxe2UZiNBiKOYdc8hx97dtx/0Ln18HB9Y4Ni4RESk3lLQVyWUY0PctsNg6jax5F04fdGxMFxDs406fZiH27XWRcfx7IsmBEYmIiIiIFJ+3uwsDW4bibLENRNhxLJFNhyrJVAFh7Tk1ZCZmUCPbdtpp+PpG2PytQ8MSEZHyQUlbkXMFN4L299keZ6fD4ucdG08x1Av2plO9QPv24h3HiUlMd2BEIiIiIiLFF+LrzvVNzw5EWP3vSfbHJjsworKT41MT887FUK+nrcCaBXMehCXjwao1K0REKjMlbUXO1/UZ8Ay2Pd79K+xb6th4iqFtRFUaV/cBICvHZM6WYyRnZDs4KhERERGR4mkY4k37OrapAkwTFm4/zsnkDAdHVUbcfGD4DGg39mzZ2inw00jITHFYWCIi4lhK2oqcz90Hrn/17PbCZyA703HxFINhGPRsHEyonzsAyRnZRMWqgyciIiIiFUeHOgE0qOYNQGa2lWW7YirH/LYATs7QbxL0exsMJ1vZ7l9hWl9IjHZsbCIi4hBK2ooUpMUwCLvG9jhuH/zxX8fGUwzOThYGtgzF39OVvs1DaF7T19EhiYiIiIgUm2EYXN+0GtV83Knm407f5iEYhuHosMpWu3vgtp9so28BorfaFig7/o9j4xIRkTKnpK1IQQwD+r0FxpmPyMq3IPGYY2MqBg9XZ26/JpxGIT6ODkVERERE5KK5OFkY1CqUW66uibe7i6PDcYx6PeGuJeBXy7adeBS+7AN7f3NsXCIiUqaUtBUpTPUWcPWdtsdZKbDkJcfGU0xOlvyjEdKzchwQiYiIiIjIxfN0c8bFKe+fqpVmmoRcwY3g7t+hxtW27cxk+GEY/DnVsXGJiEiZUdJWpCjdX4AqtgUR+GcmHFjr2HguwY5jCXyxJorohDRHhyIiIiIictEysnOYu/UYkbHJjg6lbHkFw+hfocmNtm3TCguetK25YdWgDBGRK52StiJF8fCH68ad3V74NORkOy6ei7QvJonfdpwgM9vKvK3HSEzPcnRIIiIiIiLFlpaZw4y/DrM/NoVF248Tm5Th6JDKlksVuHkadH7ibNmGT+DHEZBRyZLYIiKVjJK2Ihdy1Sio3tL2+MR22DjNsfFchNqBXtSsWgWAlIwc5m45Rma21cFRiYiIiIgUj7uLhUAvNwAys63M3XqM1MyKM4iiRFgs0HM83PAhWJxtZXsXwbS+FWLdDRERuTRK2opciMUJ+r51dnvZa5AS57h4LoKTxWBAi1B8q9gWcYhNymDxjuOVb04wEREREamQDMOgV5NqVPNxByAxLYtft0aTY62E/dmrRsLts8Hd17Z9fBtMvQ6itzk2LhERKRVK2ooUR6320HK47XF6PCx7xaHhXIwqrk4MahWKq7Pt474vJpn1kRUj6SwiIiIi4uJk4YZWoXi52UaZHo1P4/ddJyrnQIQ6XeGupeAXbttOOgZf9oE9ixwbl4iIlDglbUWKq+fL4Opte7zxKzi6ybHxXIQALzf6Na+OYdi2N0SdYvfxRMcGJSIiIiJSTF5uzgxsGYqzxdah3XEskU2H4h0blKMENYB7lkHNdrbtrBT4cTj88Ylj4xIRkRKlpK1IcXlXg27PnNkwbYuSWSvO/LC1Az25tkGQfXvJjhNEJ6Q5MCIRERERkeIL8XXn+qYh9u3V/8YSdTLFgRE5kGcgjJoHTYfYtk0rLHoGFjxVoRZOFhGRwilpK3Ix2o2FwAa2x0f+gv9n777jqyzv/4+/7jOy905IIEzZICiIAxwobnEgjjrQal2tLd+21v5are23dfVrra2tddu6qHuDiOJEQRDZeydk73nW/fvjDgkhnBAg5D5J3s/H437kvq9zn3M++eQkuc7nXPd1rXjZ3ngO0tE5CYzsY82B5QuYvL+yoHfOByYiIiIi3dJRGbFMHJAEgGnC+yt3U1brsTkqm7gj4OKn4KSft7QtftwaddtYbV9cIiLSKVS0FTkYrjA46/6W4/l3Q0OlffEcJMMwOHVoGtmJkUSHOzl7VAbOpkvMRERERES6g0kDkhmcHgNYV5PFRrhsjshGDgec9lu44B/gsBYfZuOH8PRZUJlnb2wiInJYVLQVOVgDT4Vh51n7tUXw6QP2xnOQnA6Dc0dncdmEvmTGR9odjoiIiIjIQTEMgzOGZ3DasDTOGpmB26m3tRx9JVz1BkRYV9VRuBKeOBXyl9saloiIHDr9dxM5FGf8EVwR1v43j0HROnvjOUiRYU7iItx2hyEiIiIickjCXA5GZydgGLpqrFn/k+CHCyAx1zquKYBnzoJ179kaloiIHBoVbUUORWI/OPFn1n7AZy1KZnbfuWEDAZPPNxazrqDK7lBERERERA5JZZ1X/dmUwfDDjyHnOOvYWwcvXwmLHu3W71dERHoj24u2jz76KLm5uURERDBx4kQWL17c7vkVFRXceuutZGZmEh4ezpAhQ3j//fe7KFqRvZxwOyT0tfa3fgpr37Y3nkPkD5i8syKfb7eVM391Ibsr6+0OSUREpNtRn1bEXjvL6nhpyQ7mripge2mt3eHYKzoZrn4LRs1oajBh3q/hvf8Bv8/W0EREpONsLdrOmTOH2bNnc/fdd7Ns2TLGjBnDtGnTKCoq2u/5Ho+H008/nW3btvHqq6+yfv16nnjiCfr06dPFkYsA7kiYdm/L8bz/B546++I5RA4DosOsxRt8AZN3vs+nqsFrc1QiIiLdh/q0IvbbUVZHvcePacJ7K3dTVuuxOyR7uSPgoidgyh0tbd8+BS/NhIZePhpZRKSbsLVo+9BDD3HDDTcwa9Yshg8fzmOPPUZUVBRPP/30fs9/+umnKSsr48033+SEE04gNzeXKVOmMGbMmC6OXKTJ0HOshckAKnfClw/bGs6hMAyDU4amkZ1oLUpW2+jn7eX5eHwBmyMTERHpHtSnFbHf8QOTGZAaDUCjN8Dby/No8PptjspmhgGn/BqmPwaOpvUsNn0ET58JFTvtjU1ERA7IZdcTezweli5dyp133tnc5nA4mDp1KosWLdrvfd5++20mTZrErbfeyltvvUVqaipXXHEFd9xxB06nc7/3aWxspLGxsfm4qsr6VDEQCBAIdE1RKhAIYJpmlz1fd9IjcjPtXozHTsAI+DC/eBhz9GUtk/8fhq7MjQGcPTKDOd/upKLOS1FVA3NX7eacURkhubhDj3jdHCHKTfuUn+CUm+CUm+DsyE2o/Ry6qk8rIu0zDIMzR2bw3293UVLdSHmdl/dW7Gb60X1wOkKvP9ulxl4OCTnW3LYNFVC0Gp48DS5/GfqMszs6EREJ4pCKtp988gmnnHLKYT1xSUkJfr+f9PT0Vu3p6emsW7duv/fZsmULH3/8MVdeeSXvv/8+mzZt4pZbbsHr9XL33Xfv9z733nsv99xzT5v24uJiGhoaDut76KhAIEBlZSWmaeJw2D6NcEjpGblJIHbU1UR//zSGv5HGd35OxZn/OOxHtSM3k7LcvL2qEo/f5PuttTi8tRyTE9clz30wesbr5shQbtqn/ASn3ASn3ARnR26qq6s77bG6U5/W7oEI+vAiOOWmfV2ZH7fD4LxRGby8ZCd1Hj/bS2tZuL6QU45KO+LPfSi69LXT93i4fj7GSzMxyrZATSHmM2djXvQ4DD33yD//QdLvVXDKTXDKTXDKTfu6Oj8dfZ5DKtqeeeaZZGdnM2vWLK655hpycnIO5WEOWiAQIC0tjccffxyn08n48ePJy8vjwQcfDNrBvfPOO5k9e3bzcVVVFTk5OaSmphIX1zXFqEAggGEYpKam6s3ePnpMbs68G3Pzexg1hURsW0Ba1UoYdNphPaQduUkDZsQm8NbyfEwTNpSbDOgTydCM2C55/o7qMa+bI0C5aZ/yE5xyE5xyE5wduYmIiOi0x+pOfVq7ByLow4vglJv22ZGf47LCeH9tKf6AyVfranF4ahmWHt0lz30wuj43cRjnvUDivNsIK1iK4auH/15N9XG/oG7MddZ0CiFCv1fBKTfBKTfBKTft6+r8dHQQwiEVbfPy8vjPf/7Dc889xz333MOpp57K9ddfz/Tp0wkLC+vQY6SkpOB0OiksLGzVXlhYSEZGxn7vk5mZidvtbnXZ2LBhwygoKMDj8ez3ucPDwwkPD2/T7nA4uvSFahhGlz9nd9EjchOZAKf/Ad64EQDHvF/BgEXg6tjvQzB25GZAaixTjkrj0/XFACxYW0RidBiZ8ZFdFkNH9IjXzRGi3LRP+QlOuQlOuQmuq3PTmc/Tnfq0dg9E0IcXwSk37bNlIEIaOKNimb/GWgzw+yIfA/rEkJMU1SXP31H2vHbS4Lr3MN/5McbKVzAwifv6AWK9RZhnPgBOdxfF0T79XgWn3ASn3ASn3LSvq/PT0UEIh1S0TUlJ4Wc/+xk/+9nPWLZsGc888wy33HILt9xyC1dccQXXX3/9ARdSCAsLY/z48SxYsIDp06cDVpIWLFjAbbfdtt/7nHDCCbz44osEAoHmJG7YsIHMzMwOd6xFjpjRl8K3T8POr6F0E3zzTzjhdrujOiRH5yRQVuNhZV4lSTFhxITbNv21iIjIEdOd+rShMBBBH14Ep9y0z478jMpOpLzOx9Lt5ZhASa2HfikxXfb8HWXLaycsEi56ApIHwcJ7rTiWPotRsQNmPAsR8V0XSzv0exWcchOcchOcctO+rsxPR5/jsCMZN24cd955J7fddhs1NTU8/fTTjB8/npNOOonVq1e3e9/Zs2fzxBNP8Nxzz7F27VpuvvlmamtrmTVrFgBXX311q0Udbr75ZsrKyrj99tvZsGED7733Hn/605+49dZbD/fbEDl8hgFnP4C1rBfw6QNQtdvWkA6VYRicMjSNSQOTmTE+h9iI0PjEXURE5EhRn1ak5zlxUApD0mM5Z3Qm4/sl2R1OaDEMOPlXVvHW2fRh0eaP4alpUL7d3thERAQ4jKKt1+vl1Vdf5eyzz6Zfv37MmzePv//97xQWFrJp0yb69evHjBkz2n2MmTNn8uc//5m77rqLsWPHsnz5cubOndu8kMOOHTvYvbul6JWTk8O8efNYsmQJo0eP5ic/+Qm33347v/rVrw712xDpXJlj4BjrDRqeGph/l73xHAanw+C4AcmEufQpnIiI9Fzq04r0XA6HwTmjMxmSHlrrM4SU0ZfC1W9BZFNRu3gtPHka7Fpqb1wiIoJhmqZ5sHf68Y9/zEsvvYRpmlx11VX88Ic/ZOTIka3OKSgoICsrK+RWpquqqiI+Pp7KysouXYisqKiItLQ0DUPfR4/MTV0Z/G0c1Jdbx7PmQr9JB/0woZibRp+fLcW1DMvsmt+dYEIxN6FCuWmf8hOcchOcchOcHbnpzL6c+rQdp9+D4JSb9oVifirqPCRE2T+9XkjlpnQzvDADyjZbx64IuOhxGH6BLeGEVG5CjHITnHITnHLTvq7OT0f7cYcUyZo1a/jb3/5Gfn4+Dz/8cJvOLVhzhH3yySeH8vAi3VtUEpz625bjD34BAb998XSSyjov/12yk7mrCli7u8rucERERA6b+rQivc/KXZU899V2VuVV2h1KaEkeCD/8CPqdYB37GuC/V8MXD8PBj/MSEZFOcEhF27vvvpsZM2a0WQzB5/Px2WefAeByuZgyZcrhRyjSHY2/FjJGW/sFK2HpM7aG0xm2ldZSUuMB4KM1heyurLc5IhERkcOjPq1I75JfUc9HawsJmCYfrytiV3md3SGFlqgkuOoNGH1ZS9tHd8M7PwG/1764RER6qUMq2p5yyimUlZW1aa+srOSUU0457KBEuj2HE85+sOV4wR+gttS+eDrB6Ox4RvWxVpL1BUze+T6fqgZ13kREpPtSn1akd8lKiGRs3wQA/AGTd1fsprJO/dlWXOFw4WNwyv9raVv2b3jhEqivsC0sEZHe6JCKtqZpYhhGm/bS0lKio6MPOyiRHqHvcTB6prXfUAEf/8HWcA6XYRicMjSN7MRIAGob/by9PB+PL7Tm+BMREeko9WlFep8pg1PplxwFQL3Hz9vf59Ho6/5TmXUqw4Apv4SLnwJn09y/WxbCU6dD2RZbQxMR6U1cB3PyRRddBFjFm2uvvbbVpWR+v58VK1Zw/PHHd26EIt3Z6b+Hde+BpwaWPmtNm5A11uagDp3TYXDu6CxeXrKDijovxdWNzFtdwLmjM/f7pldERCQUqU8r0ns5HAZnj8rk5cU7KK/zUlLjYe6qAs4bnYXDof5sK6MugfhsePkKqCuFkg3wxGlw2YuHtNCyiIgcnIMaaRsfH098fDymaRIbG9t8HB8fT0ZGBjfeeCPPP//8kYpVpPuJzYApdzQdmPDBL7v9RP6RYU7OH5NFmMv687GpqIZFm7v31A8iItK7qE8r0rtFuJ1cMLYP4W6rP7uluJYvN5fYHFWI6nsc/HABpAyxjuvL4N/nw/dz7I1LRKQXOKiRts88Yy2mlJuby89//nNdNibSERNvsuaBKt0IO7+BFXNgzGUHvl8IS44J55xRmby5PA/ThG+2lpEYHcawzDi7QxMRETkg9WlFJDE6jHNHZfHGd3kETJNvt5WTFB3GiKx4u0MLPUn94fr58Mo11jQJfg+8caP1/ubkX4PjkGZdFBGRAzikv6533323OrciHeUKg7Pubzn+8LfQUGVfPJ0kNyWayUNSm4+3l9baGI2IiMjBU59WpHfrmxzFlKNa+rOfbiimwav5bfcrMgGufBXGz2pp++xBeO168NbbFpaISE/W4ZG248aNY8GCBSQmJnL00Ue3O3/lsmXLOiU4kR5j0Gkw9FxY9y7UFsGn98O0P9od1WE7OieBshoPUeFOJg1ItjscERGRA1KfVkT2NjYngbLaRrYU13L+mCwi3E67QwpdTjec+xdIGQzz/h9gwurXoXKnNc9tTJrdEYqI9CgdLtpecMEFzYs0TJ8+/UjFI9JzTfsjbPoIfA3wzWMw7mpIPcruqA6LYRicNixNi5CJiEi3oT6tiOxrypA0Jvb3Ex1+ULMH9k6GAZNuhcT+8NoPwVsLu5ZYC5RdMQfSh9sdoYhIj9Hh/0p33333fvdFpIMSc+GEn8Kn90HABx/cAVe9YXV8urH9FWxrGn1EhzlVzBURkZCjPq2I7MvpMPZbsDVNU/3ZYIaeDdfNhRdnQnU+VO6Ap86AGc/C4Kl2Ryci0iNoxnCRrnTiTyG+r7W/5RNruoQeZld5Hc9/vZ2vNpfaHYqIiIiIyEELBEwWri9ikfqz7cscDTd8DJljrWNPNbw4A7553NawRER6ig6PtE1MTOzwp4xlZWWHHJBIj+aOtKZJ+O9V1vHcX8PA0yAsyt64Oklto483v8vD6zdZvLWMpOgwhmXG2R2WiIhIM/VpRaQ9pmnyzop8thRbi+wmxYQxNEP92aDiMmHW+/DGj2DtO2AG4INfQOlGmHYvODXlhIjIoerwX9CHH374CIYh0osMOw8GnAxbFlqXEX35VzjlTruj6hTR4S6OH5TCp+uLAfhoTSEJUW4y4yNtjkxERMSiPq2ItMcwDHKSopqLtvNXFxIfqf5su8KiYca/YcE98OXDVtvix6FsK1zyNESo6C0icig6XLS95pprjmQcIr2HYcBZD8A/j7fmtv3yYRh7BST2szuyTnF0TgKlNR5W5VXiC5i8830+l03oS1yE2+7QRERE1KcVkQPaX3/28gl9iVV/NjiHA06/B1IGwzu3W+9zNs2Hp6dZC5Ql9LU7QhGRbqfDc9pWVVW12m9vE5EDSD0KJt5k7fsaYN6v7Y2nExmGwalD08hOtEYj1Db6eXt5Ph5fwObIRERE1KcVkQPb05/ts3d/9nv1Zzvk6B/AVW9CRIJ1XLQGnjgVdn1rZ1QiIt1Sh4u2iYmJFBUVAZCQkEBiYmKbbU+7iHTAlDsgJt3aX/cubFpgbzydyOkwOHd0FvGR1miE4upG5q0uwDRNmyMTEZHeTn1aEekIp8PgvL36s0VVjXy4Rv3ZDul/EvxwASQNtI5ri+HZc2DV6/bGJSLSzXR4eoSPP/6YpKQkAD755JMjFpBIrxERB1PvgTebRtx+cAfc/BW4wuyNq5NEhjm5YGwWLy/ZiccXYFNRDV9tLuWEQSl2hyYiIr2Y+rQi0lGRYU7OH5vFnKb+7MbCGr6OLmPSwGS7Qwt9KYPghx/BnKtg+xfW1YWvzoLSzTD559aUcSIi0q4OF22nTJmy330ROQyjZ8K3T8OuxdYKq988Bif8xO6oOk1yTDjnjMrkzeV5mCYs3lrGkPRYUmPD7Q5NRER6KfVpReRgpMSEc9bIDN7+Ph/ThK+3lJIaG8agtFi7Qwt9UUlw1Rvw7k9h+QtW2yf/C6Wb4PxHwKX3BCIi7elw0XZf5eXlPPXUU6xduxaA4cOHM2vWrOaRCyLSAQ4HnP0gPH4yYMKn98PoSyE2w+7IOk1uSjSTh6Ty5cYSzhiRoYKtiIiEFPVpReRABqTGcNLgFD7bUEJGfAQZ8ZF2h9R9uMLggkcheRAsuMdqW/EyVGyHmS9AtEYti4gE0+E5bff22WefkZubyyOPPEJ5eTnl5eU88sgj9O/fn88++6yzYxTp2bLGwvhrrX1PDcy/285ojoijcxK4elIuR2VoRIKIiIQO9WlFpKPG9U1k6rB0LhmfTUz4IY996p0MA06aDZf+G1xNBe8di+DJU6F4vb2xiYiEsEMq2t56663MnDmTrVu38vrrr/P666+zZcsWLrvsMm699dbOjlGk5zvtrpYVVle8DDu+tjWczmYYBvFR7jbtWshBRETspD6tiHSUYRiMyo7H7Tykt9ACMPwCmPV+y2LM5dvgydNh00e2hiUiEqoO6T/Opk2b+J//+R+cTmdzm9PpZPbs2WzatKnTghPpNaKS4NTftBy//3MI+O2Lpwusyqvkg1VagVdEROyjPq2IHI4Gr5+l28vUnz0YfcbBDR9D+ijruLESXpgBX/8TlEcRkVYOqWg7bty45nm/9rZ27VrGjBlz2EGJ9ErHXNfSeSlYCcueszeeI2jR5lLmrylkfUE1X24qtTscERHppdSnFZFDVV7rYc6SnXy2oYTFW8vsDqd7ic+G6+bC0HOtYzMAc38F79wOPo+9sYmIhJAOT8azYsWK5v2f/OQn3H777WzatInjjjsOgK+//ppHH32U++67r/OjFOkNHE44+wF45iwAjE/+F2PmCUCavXEdAZnxERiG9WH6km1lJES5Gdkn3u6wRESkF1CfVkQ6Q1mdh/I6q8D41eZSEqPDGJKu9Rs6LDwGLv0PfPwH+OIhq23Zc1C62Zr7NjLR3vhEREJAh4u2Y8eOxTCMVpd+/PKXv2xz3hVXXMHMmTM7JzqR3qbf8TDqUlj5X4z6cmIX/xX6/sPuqDpdbko0Jx+VxifrigBYsLaIuAg3fZOjbI5MRER6OvVpRaQzDEyN4fiBKXy5qQSAeasKiI1wkRkfaXNk3YjDAVPvhrRh8NZt4G+E7V9YC5TNfBFItjtCERFbdbhou3Xr1iMZh4jscfrvYf374Kkhcu0czN03QZ+xdkfV6cbmJFBR5+G7HRUETJN3VuQz89gcUmLC7Q5NRER6MPVpRaSzHJubSHmdhzX5VfgCJm8vz+eyY/vudwFeacfoSyGxP7x8BdQWQfk2jKenEX7anyHtUrujExGxTYeLtv369TuScYjIHnGZMPkX8NHdGGYA5v4SrpsHhmF3ZJ1u8uBUKuu9bCmuxeML8NbyfC47Nofo8A7/aRIRETko6tOKSGcxDIOpw9KpbvCxs6yOOo+ft77P49JjcohwOw/8ANIi51i48RN46XIoWIHhqSbhg5swfUVw/I975HshEZEDOazKyJo1a9ixYwceT+vJws8///zDCkqk1zvuFszv/oNRuglj5zew4r8wpuddoulwGJw1MpNXlu6kqKqRqnovb3+fzyXjs3E7D2mdRBERkYOmPq2IHCqnw+Dc0ZnMWbKTsloPpTUe3luxm+lH98HpUKHxoOxZoOyNm2Dt2xiYGPN/C8Xr4dyHwKUr8kSkdzmkou2WLVu48MILWblyZas5wYymT7/8fn/nRSjSG7nCMKfdi/HiDOv4w9/AUWdCRM9brCvM5eCCsX14efEOqht8FFQ2sGBtIWeOzLQ7NBER6eHUpxWRzhDhdnLB2CxeXrKTeo+fHWV1fLyuiKnD0pr/nkgHhUXDjOcwP/kTxucPWm3Ln4eyzTDzeYhOsTc+EZEudEhD2W6//Xb69+9PUVERUVFRrF69ms8++4xjjjmGhQsXdnKIIr3UoKk05E619muL4OP/tTeeIygm3MUFY/sQ5nIQE+5iXF+tFisiIkee+rQi0lkSosI4f0wWrqbRtf5AgL3WO5SD4XBgnvJrKqb+BdMVYbXtWASPnwKFq+2NTUSkCx1S0XbRokX8/ve/JyUlBYfDgcPh4MQTT+Tee+/lJz/5SWfHKNJrVZ3w/zDdUdbB4icgb5m9AR1BqbHhnD8mi5kTckiLi7A7HBER6QXUpxWRzpSVEMkZIzI4bkAy00Zk4ND0CIelYdDZmNe8BzEZVkPlDnjqDFj/gb2BiYh0kUMq2vr9fmJjYwFISUkhPz8fsBZ2WL9+fedFJ9LLBWKzMKfc0XRkwrs/g0DPvVQzJymKuAittisiIl1DfVoR6WxHZcQyaWCypkXoLH3GWQuUZY61jj011mJlXzyMhjKLSE93SEXbkSNH8v333wMwceJEHnjgAb788kt+//vfM2DAgE4NUKTXm3gzpA239ncvhyVP2RpOVwoETD7bUExxdaPdoYiISA+kPq2IdIWyWg+V9V67w+i+4rJg1gcw4sKmBhM+uhvevBl8ep8gIj3XIRVtf/Ob3xAIBAD4/e9/z9atWznppJN4//33eeSRRzo1QJFez+mGcx5qOf74D1BdYF88XcTjC/DOinyWbi/nreV51DT67A5JRER6GPVpReRI21lWx5wlO3lreR4N3p57xdwRFxYFlzwDJ/+6pe37l+DZc3rFeyMR6Z1ch3KnadOmNe8PGjSIdevWUVZWRmJioi4DETkS+k2Co38A3z0PjVUw7//BJT17xK1hQJ3H6thWN/h4a3keM8bnEOY6pM+aRERE2lCfVkSOpEDAZOGGYhq8fhq8ft5bsZvpR/fBqbluD41hwMl3QOoQeONm8NXDriXw+Mkw8wXIHm93hCIineqwqx87d+5k586dJCUlqXMrciRN/T1EJln7q16FzR/bG88R5nY6OH9MFnGR1hy3RVWNfLBqN4GA5q4SEZHOpz6tiHQ2h8PgvNGZRIY5AdhRVsfH64owNRfr4RlxIVw3F+KyrePq3fDMWbD8JXvjEhHpZIdUtPX5fPz2t78lPj6e3NxccnNziY+P5ze/+Q1er+bqETkiopPh9N+3HL/3c/A22BdPF4gOdzF9bBbhbutP1ZbiWj7bWGxzVCIi0lOoTysiR1pCVBjnjclqHl27Kq+SpdvLbY6qB8gaCzcuhL6TrGN/I7x5E8z9Nfg1rZqI9AyHVLT98Y9/zOOPP84DDzzAd999x3fffccDDzzAU089xU9+8pPOjlFE9hh7JeQcZ+2XbYYvH7Y1nK6QHBPOuaOycDSNevpuRwXLdqijKyIih099WhHpCn0SIjljRHrz8ecbS9hYWG1jRD1ETCpc/TYcc11L29ePwgsXQ12ZfXGJiHSSQ5rT9sUXX+Tll1/mrLPOam4bPXo0OTk5XH755fzzn//stABFZC8OB5z7EPxrMgR88PlDMGoGJA+0O7Ijqm9yFKcNS2P+mkLA6uhOzAojLc3mwEREpFtTn1ZEusrQjDgq6rws2lwKwNxVBUw/Ogu3zXF1e64wOPcvkD4SPvil9R5py0J44hS47CVIH253hCIih+yQRtqGh4eTm5vbpr1///6EhYUdbkwi0p70EXDcLda+vxHe+x/oBfNijewTz8QB1py+pgkLN1WQX1Fvc1QiItKdqU8rIl1pYv8khmfFAeALmLzzfT4V9bqUv1Mcez1c8w5EpVjH5dvgyamw9h1bwxIRORyHVLS97bbb+MMf/kBjY2NzW2NjI3/84x+57bbbOi04EQni5F9BfI61v+UTWP26vfF0kUkDkps7uklRLhKiNDZBREQOnfq0ItKVDMNg6rB0+iVHAdDoC1BY7bE5qh6k3/HWPLeZY6xjby3M+QEsvA8CAVtDExE5FB2eHuGiiy5qdfzRRx+RnZ3NmDHWH8Tvv/8ej8fDaaed1rkRikhbYdFw1v3w8hXW8dw7YdBUiIi3N64jbE9HNz7CRZ8ID1FhhzTDi4iI9GLq04qInZwOg3NGZ/LGsjyOzokn3tCVY50qIQdmzYW3fwyrXrXaFt4LBSvhwscgPNbe+EREDkKHKx7x8a2LQRdffHGr45ycnM6JSEQ6Zug5cNTZsP59qCmEj/8IZz9gd1RHnNNhMKF/EkVFRXaHIiIi3ZD6tCJit3CXk5nH5mCaJkVFKtp2urAouPhJyBgFH/0OMGHdu/Dk6XD5i5A0wO4IRUQ6pMNF22eeeeZIxiEih+Ks+62J9r11sPhxGD0TssfbHVWXa/D6Wbq9nOMGJON0GHaHIyIiIUx9WhEJBYZhYO6zLkVRdQOpMeEYhvqzh80w4MSfWuuBvHo9NFZC8Vp4/BSY8SwMPMXuCEVEDuiQ5rTdo7i4mC+++IIvvviC4uLizopJRDoqoa81vy0ApnUZkN9ra0hdrarBy3+/3cnirWV8tLawTedXRETkQNSnFRG7rdhVwYvf7GDx1jK7Q+lZBp8ON3wMKUOs44YKeP4i+OpvvWIxZxHp3g6paFtbW8t1111HZmYmkydPZvLkyWRlZXH99ddTV1fX2TGKSHuOu9W69AegaLXVAelFqht8VNZZheo1+VUs2lJqc0QiItJdqE8rIqGguLqRBWuLME34anMpa/Kr7A6pZ0kZBD/8CAZPs47NAHz4G3j1OvDU2hubiEg7DqloO3v2bD799FPeeecdKioqqKio4K233uLTTz/lf/7nfzo7RhFpj9MF5z0CRtOv86f3Q+lme2PqQn0SIjlzZAZ7riL7ZksZK3dV2huUiIh0C+rTikgoSI0N56TBKc3H89cUsqNUHxx1qoh4uPwlOOnnLW2rX4cnp/aq904i0r0cUtH2tdde46mnnuKss84iLi6OuLg4zj77bJ544gleffXVzo5RRA6kzziYeLO172uAd3/aqy73GZwey+Qhqc3HC9YVsqW4xsaIRESkO1CfVkRCxfh+iYzJsRZKDJgm76zIp6i6weaoehiHE077Lcx8AcJirbaiNdY8txvm2RubiMh+HFLRtq6ujvT09DbtaWlpupRMxC6n/Bri+1r7Wz+D5S/aG08XG9c3kXH9EgGrXv3+yt3srtRqvCIiEpz6tCISKgzD4OQhaQxMiwHA4wvw1nf5VDX0rvUqusSwc+HGTyDlKOu4sRJevBQW3geBgL2xiYjs5ZCKtpMmTeLuu++moaHlk7/6+nruueceJk2a1GnBichBCI+Bcx9qOf7w/0FN71pMZfLgFIakW5+ae/0mby3Pp6zWY3NUIiISqtSnFZFQ4nAYnDUyg8z4CABqGn289V0eDV6/zZH1QCmD4YYFMOz8lraF98LLl0N9hW1hiYjs7ZCKtg8//DBffvkl2dnZnHbaaZx22mnk5OTw1Vdf8de//rWzYxSRjhp8Ooy8xNqvL4e5v7I3ni5mGAbTRqSTnRgJQL3Hz+vLdlHb6LM5MhERCUXq04pIqHE7HZw/NouEKDcAJTUe3l6ej9evEaCdLjwWLv03nHZ3y/ogG+bCE6dC4Rp7YxMR4RCLtqNGjWLjxo3ce++9jB07lrFjx3LfffexceNGRowY0dkxisjBOPM+iLSmCWDVq7Bxvr3xdDGX08F5Y7JIjQ0HICcpigi30+aoREQkFKlPKyKhKCrMxYVH9yEqzOrDFtc0Uq6rx44Mw4CTZsOVr7a8hyrbbC1Qtup1e2MTkV7PdbB38Hq9DB06lHfffZcbbrjhSMQkIocjJhXO+CO8dYt1/O5suGWRNX1CLxHhdnLh0X1Ys7uKY/olYhiG3SGJiEiIUZ9WREJZQlQYFx7dh/dX7ubs0ZmkxUbYHVLPNug0uPFTmPMDKFgB3lp4dRbkL4PTfgfOgy6diIgctoMeaet2u1vN+yUiIWjsFdB/srVfuQM++ZO98dggOtzFsblJKtiKiMh+qU8rIqEuLS6CqyflqmDbVRL7wfUfwujLWtq++hs8fyHUltgXl4j0Woc0PcKtt97K/fffj8+neSJFQpJhwLkPg6upg/fNPyFvqa0hhYLSmkY+31iMaZp2hyIiIiFAfVoRCXUOR+sBCKZpsruy3qZoegF3JFz4GJz9Z3A0ja7d+hn8azLsXGJvbCLS6xzSGP8lS5awYMECPvzwQ0aNGkV0dHSr219/XXO/iNgueSBMuQMW3ANmAN6+HW78BJxuuyOzRX5FPW8tz29effekwak2RyQiInZTn1ZEupNAwOST9UWszKvkrJGZHJURa3dIPZNhwIQbIGMU/PdqqCmEqjx45iyY9keYcKN1jojIEXZII20TEhK4+OKLmTZtGllZWcTHx7faDtajjz5Kbm4uERERTJw4kcWLF3fofi+//DKGYTB9+vSDfk6RXuH4H0P6SGu/cCV88Rd747FRncdHo88q2H67rZyl28tsjkhEROzWmX1a9WdF5EjbUFTNil2VmCbMW13A9tJau0Pq2foeZ81z23eSdRzwwge/hFevg8Zqe2MTkV7hoEbaBgIBHnzwQTZs2IDH4+HUU0/ld7/7HZGRkYccwJw5c5g9ezaPPfYYEydO5OGHH2batGmsX7+etLS0oPfbtm0bP//5zznppJMO+blFejynGy74OzxxGph++PQBGHoupA+3O7IuNygtllOH+lmwtgiAzzaUEOl2MTwrzubIRESkq3V2n1b9WRHpCkelx7KrrJ6VeZX4AybvrtjNJeOzSY/TnLdHTFwmXPOOdfXiV3+z2la/DoWr4NJ/Q9owe+MTkR7toEba/vGPf+TXv/41MTEx9OnTh0ceeYRbb731sAJ46KGHuOGGG5g1axbDhw/nscceIyoqiqeffjroffx+P1deeSX33HMPAwYMOKznF+nxso6GE35i7Qe88NYt4O+dc/eNzk5g0sDk5uP5awrZUlxjY0QiImKHzu7Tqj8rIl3BMAxOHZrGwLQYADy+AG9+l0d5rcfmyHo4pxvO+F+Y+TyENw34KNkAT5wKK/5rb2wi0qMd1Ejbf//73/zjH//gRz/6EQAfffQR55xzDk8++SQOx8HPtODxeFi6dCl33nlnc5vD4WDq1KksWrQo6P1+//vfk5aWxvXXX8/nn3/e7nM0NjbS2NjYfFxVVQVYIywCgcBBx3woAoEApml22fN1J8pNcJ2am8m/xFj3PkbJesj/jsBXf4MTbj/8x7XJ4eTm2H4J1DZ6+X5nJX7T5N3v85l+dBbZiVFHINKup9+p9ik/wSk3wSk3wdmRm854rs7s03ZFf1ZEZA+Hw+CskRm88V0eeeX11Hn8vP5dHpcek01sRO9cu6LLDDsP0obDf6+xpp7z1sHrN8COr+HMe8EVbneEItLDHFTRdseOHZx99tnNx1OnTsUwDPLz88nOzj7oJy8pKcHv95Oent6qPT09nXXr1u33Pl988QVPPfUUy5cv79Bz3Hvvvdxzzz1t2ouLi2loaDjomA9FIBCgsrIS0zQPqbjdkyk3wXV2btwn/Z6kNy7DwMRY+CdKUibgTxzYCZF2vcPNzfAEk8KSAJtLrJV3X/xyI2cPTyYtJqyzQ+1y+p1qn/ITnHITnHITnB25qa4+/HkEO7NP2xX9WbB/III+vAhOuWmf8hPcoebGacB5ozJ4ZekuSmo8VNZ5eG3pLmaMzyYyzHmEou1aIfu6SewP183D+OCXGMuft9q+fQozfxnmJc9CQt8jHkLI5iYEKDfBKTft6+r8dPR5Dqpo6/P5iIhoPV+O2+3G6/UezMMcsurqaq666iqeeOIJUlJSOnSfO++8k9mzZzcfV1VVkZOTQ2pqKnFxXTOXZSAQwDAMUlNT9WZvH8pNcJ2em7QzYPct8PWjGH4PKV/ejXntB+Dofh27zsjNjNQ03l2xm60l1gIOX+xs5OpJGUSFHdSfxZCj36n2KT/BKTfBKTfB2ZGbffuih8LOPu2h9GfB/oEI+vAiOOWmfcpPcIebmxOyw3h3dRVVDX5qa2v5z+c1nD0smTBX989zyL9ujvstkQnDiPv89xj+Roz87zD/NZnKUx+gsd/JR/SpQz43NlJuglNu2tfV+enoIISDqk6Ypsm1115LeHjLsP+GhgZuuukmoqOjm9tef/31Dj1eSkoKTqeTwsLCVu2FhYVkZGS0OX/z5s1s27aN8847r7ltT3Xa5XKxfv16Bg5sPXIwPDy8Vbx7OByOLn2hGobR5c/ZXSg3wXV6bk79DWz4AMq2YOxagrHkCZh0S+c8dhc73Nw4HHDumCze/C6PXeX1HDcwhZiI7j/SFvQ7dSDKT3DKTXDKTXBdnZvOeJ7O7NN2RX8W7B+IoA8vglNu2qf8BNcZubk6OYVXvt1FTaOP8Eg38UnJPWKahG7xukm7BXPISfDKNRjlW3E0VpL4wY8wT/wfzJPvPGKDY7pFbmyi3ASn3LSvq/PT0UEIB1W0veaaa9q0/eAHPziYh2glLCyM8ePHs2DBAqZPnw5YiVqwYAG33XZbm/OHDh3KypUrW7X95je/obq6mr/+9a/k5OQcciwivUJYFFzwKDxzlnW84PcwZBokd89pEg6X2+ng/LFZ7CyrZ1DTgg4iItLzdWaftqv6s6EwEEEfXgSn3LRP+QnucHOTGB3OReOz+XR9MWeN6v5Xje2tW7xussbAjz6FN2+Bde8CYHzxfxh5S+DipyAm7Yg8bbfIjU2Um+CUm/Z1ZX46+hwH9Rf9mWeeOaRg2jN79myuueYajjnmGCZMmMDDDz9MbW0ts2bNAuDqq6+mT58+3HvvvURERDBy5MhW909ISABo0y4iQfQ7HibcCIsfB189vP0TuOYda+hpLxTucu63YGuaJoZh2BCRiIgcaZ3dp1V/VkTslBITzsXjD36NGekkEfEw83lY9HeYfzeYftj6GTx2Ilz0BAyYYneEItJN2f4x3MyZMykuLuauu+6ioKCAsWPHMnfu3ObFHHbs2KFPAUQ622l3w4Z5ULEdtn8B3z4FE26wO6qQsamohqXby7hgbB8i3N1vzl8REela6s+KSKjx+gOsya9idHa8BiJ0BcOA438MfcbDK7OgpgBqCuHfF8CUX8KUO7rlWiIiYi/bi7YAt912234vHwNYuHBhu/d99tlnOz8gkZ4uPAbOf8TqRID1ifCg0yBpgL1xhYANhdV8sLKAgGny9vJ8LhzXB7dTb7RFRKR96s+KSKho8Pp5+/t88srrqW7wceLgji96KIep3/Fw0xfwxo2w+WPAhE/vh21fwsVPQlym3RGKSDeiSoRIbzXgZDjmOmvfWwtv3AwBv60hhYLk6DDC3dafxryKet5dkY8/YNoclYiIiIhIx+RX1JNfUQ/Akm1lLNlWZnNEvUxMKlz5mnV1o9E0unb7F/DYCbDxI3tjE5FuRUVbkd7s9D9AYq61v/Nrax6mXi45JpyLju5DmMv687itpI73V+5W4VZEREREuoUBqTGcOrRlAawvNpbw/c4K+wLqjRwOOGk2zHof4vpYbXWl8MLF1lWOfq+98YlIt6CirUhvFh4D0x8Dmua5+vh/oXC1rSGFgrS4CC4Ym4XbaeVlU1EN81YXEFDhVkRERES6gdHZCa2mRfhkfRGr8yttjKiX6nucNV3CkDNb2r58GJ49Byp22haWiHQPKtqK9Hb9JlmT5gP4PfDGj8DnsTemEJCdGMV5Y7JwOazC7fqCaj5co8KtiIiIiHQPx+YmcWxuEgCmCfPXFLKuoMrmqHqhqCS4/GU444/gaFpWaOc38NiJsO59e2MTkZCmoq2IwCn/D1KHWfsFK+GzB+yNJ0T0S47m3DFZOJsKt2t3V/PR2kJMU4VbEREREQl9JwxKZmzfBMAq3M5bVcjGwmp7g+qNDAOOvw2u+xAS+lptDRXw8uUw904NmhGR/VLRVkTAHQEX/avlk9/PH4JdS+2NKUT0T4nm7FGZOIyWEbclNepUiYiIiEjoMwyDk4ekMjo7HoCAafL+ygJ2ldfZHFkvlT0efvQ5DDuvpe3rf8BTp0PJJvviEpGQpKKtiFgyx8CUO6x9029Nk+BRZw5gUFoMZ4/KIMzl4IKxfUiNDbc7JBERERGRDjEMg1OHpjEiKw6AfslRpMdF2BxVLxaZAJf+B87+MzjDrLbdy+Ffk+G7560h0SIiqGgrIns7cTZkjbP2SzfCgnvsjSeEDE6P5boT+tM3OcruUEREREREDophGEwdls7JR6Vy7uhM3E6VAmxlGDDhBvjhR5A8yGrz1sJbt8Krs6C+wtbwRCQ06C+1iLRwuuDCf4Gr6ZP3bx6DLZ/aG1MIiQxztmnbWVanOW5FREREJOQ5HAZH903EtU/BVn1ZG2WOgRs/haOvamlb/Ya1SNn2RfbFJSIhQUVbEWktdQicdnfL8Rs3QV2ZffGEKNM0+XpLKa8u3cXXW5QfEREREel+qhq8vPDNDvIr6u0OpfcKj4EL/g4znoUIa+5hKnfCs2fDJ38Cv8/W8ETEPiraikhbE2+C/pOt/ep8ePenmltpH4VVjSzaXArA11tK+WZLqc0RiYiIiIh0XFWDl1e+3UVxdSNvfJdHYVWD3SH1biMuhJu+hL7HW8dmAD693yrelm+3NzYRsYWKtiLSlsMB0x+DiATreM1b1qT40iwjPoIpR6U2H3+1ubS5iCsiIiIiEuqi3E4SIt0AeHwBXl+WR5EKt/ZKyIFr34VTfgNG09RsO7+xpktY+aq9sYlIl1PRVkT2L74PnP9Iy/EHd0DpZvviCUHj+iYyeUhK8/HXW0r5anOJ5gUTERERkZDncjo4f2wWfRIjAWjw+nl12S6NuLWbwwlTfgHXzYOEflZbYxW8dj28cTM0Vtsbn4h0GRVtRSS44Re0TIrvrbU6Cn6vvTGFmPH9kpg8pGXE7Tdbyvhqc6kKtyIiIiIS8txOBxeMzaJPglW4bfQGeG3ZLgoqVbi1Xc6xcNMXMOrSlrbvX8R4fAruwuW2hSUiXUdFWxFp35n3QdJAaz//O2syfGllfL9ETt5rqoTFW8v4YpNG3IqIiIhI6At3OZl+dJ/mEbd7Cre7K7U4me0i4uDiJ+DCxyEsFgCjfCtJb16O8cmfNKBGpIdT0VZE2hceAxc/CQ6XdfzFX2Dr5/bGFIKO7pvIqUPTmo+/3VbO4q1lNkYkIiIiItIxYS4H08f2IbupcLtnjtv8ChVuQ8KYmXDTZ5B9LACGGcD4/EF4cioUr7c5OBE5UlS0FZED6zMOTv1N04EJb/wI6sttDSkUjclJ4LRhVuE2JtzFkPRYmyMSEREREemYMJeD6Uf3IScpCrAKt9tKam2OSpolDYBZcwmc/P8w9wyo2b0c/jUZvn4MAgFbwxORzqeirYh0zPE/gdyTrP2qPHjnp6DL/9sYnZ3AtBEZXDw+m8ToMLvDERERERHpsD1z3PZNimJcv0QmDUy2OyTZm9MFk39O6YVzMFOGWG2+Bph7Bzx/IVTm2RufiHQqFW1FpGMcTrjwXxCRYB2veRO++4+dEYWs4VlxJO1TsPUHTM1xKyIiIiIhb0/hdvLgFAzDsDsc2Q9f6kjMGxbCxJtaGrcshH9OgpWv2hWWiHQyFW1FpOPi+8D5j7Qcv/9LKFprXzzdRCBg8v7K3cxbXUAgoMKtiIiIiIQ2l9PRpmC7q7yOHaV1NkUkbbgj4az74ao3ITbLamuohNeuh1ev03R2Ij2AirYicnCGXwDjZ1n7vnr47zXg0VxX7VmwrohNRTWs3V3Nuyt34/NrvikRERER6T4KKht4a3k+by7PY3Nxjd3hyN4GngK3fAUjL2lpW/Ua/ON42PSRfXGJyGFT0VZEDt6Z90L6SGu/ZL014laCGpAajdNhjVTYXFTD29/n4/GpcCsiIiIi3cP3uyrw+AL4Aybvfr+b9QXVdocke4tMhEuegoufgoh4q606H56/GN7+MTRU2RufiBwSFW1F5OC5I2HGs+COto6XPw/fv2xrSKFsYGoM08f2we20CrfbS+t487s8Grx+myMTERERETmwqcPSGZoRC0DANPlg1W5W5VXaHJW0MeoSuOVrGHhqS9uyf8M/JsHmj+2LS0QOiYq2InJoUgbDuX9pOX53NhRvsC+eENc3OYqLxmUT7rb+7OZV1PP6sjzqPSrcioiIiEhoczoMpo3IYGQfaxSnacL8NYV8t0PzpoacuCz4wetw7sMQFmO1Ve2C/1wI79yuUbci3YiKtiJy6MbMhKN/YO17a+GVa8Fbb2tIoSwrIZJLxmUTGeYEoLCqgVeW7qSm0WdzZCIiIiIi7XM4DKYOS+PovgnNbQvXF7N4a5l9Qcn+GQYcMwtuWQT9p7S0L30W/nk8bP7EttBEpONUtBWRw3PWg5A61NovWg0f3GFvPCEuLS6CGeOziQl3AVBa4+GVb3dS1eC1OTIRERERkfYZhsGUIalM7J/U3PblphK+3FSCaZo2Rib7ldAXrn4LznmoZWq7yp3wn+nwzk+hUXMTi4QyFW1F5PCERVnz27oireNlz2l+2wNIjgnn0mNyiI90AxDhdhLhctoclYiIiIjIgRmGwfGDUjhxcEpz25JtZRRVN9oYlQRlGHDs9XDLV5B7Ukv70mfgH8fDloW2hSYi7VPRVkQOX9owOOf/Wo7f+SkUrLItnO4gPsrNjGOyGZhmLVIW5tKfYxERERHpPo7NTeKUoWkYhrVQWXpchN0hSXsSc+Hqt+HsP4M7ymqr3AH/vgDe/ZnmuhUJQaoSiEjnOPpKGHe1te+rhzk/gPoKW0MKdbERbs4fk9U8x+0e/oAuLRMRERGR0Dc2J4GrJ+U2L1AmIc7hgAk3wM1fQb8TW9q/fRoenQjrP7AvNhFpQ0VbEek8Zz0ImWOt/fKt8MZNEAjYGlJ30+D18+LiHazKq7Q7FBERERGRA0qKDmvTtr6gmgav34ZopEOS+sM178BZD7SMuq3Oh5cusxaXrimyNTwRsahoKyKdxx0Bl/4bIhOt4w0fwBcP2RtTN+L1B3hreR4l1Y3MX1PI4q1lWtBBRERERLqVtbureH/lbv777U6qtdhu6HI4YOKP4JavYeCpLe2r34BHJ8DyF0HvRURspaKtiHSuxH5w0ZOAYR1/8kfY/ImtIXUXLofRai6wLzeV8OmGYhVuRURERKRb8PkDfLmpBIDSGg9zluyktEYLlIW0xH7wg9fhwn+1DL6pL4c3b4bnL4LybbaGJ9KbqWgrIp1v8FQ4+U5r3wzAa9dD5S57Y+oGDMNgypDUVivxfrejgrmrCjTPrYiIiIiEPJfTwYzxOSREuQGobvDx3293sbuy3ubIpF2GAWMug1uXwMiLW9o3fwz/mASLHoWAprsQ6Woq2orIkTH5FzD4DGu/rhTmXAXeBntj6gYMw+DY3CROH56Ow7BGK68rqObN7/I0L5iIiIiIhLz4KDeXHpNDWlw4YK3Z8NrSXWwrqbU5MjmgmFS45Gm4fA7E9bHavHUw79fw1OlQuNre+ER6GRVtReTIcDisS2wS+lrH+cvgnds1L1IHjewTz7ljMnE5rMLtjrI6Xvl2J1WaF0xEREREQlx0uItLxmeTk2QtcuX1m7y1PJ/V+Vpst1s46kxrrttjrm9py1sK/5oMH/0OPHW2hSbSm6hoKyJHTlQSXPZiy4qkK162Lq2RDhmYGsPF47OJDHMCUFLj4eXFO6hp9NkcmYiIiIhI+8JdTqaPzWJQWgwAAdPkw9WFLNpcqjUbuoOIODj3IZg1F5IHW20BH3zxF/jHRNgwz974RHoBFW1F5MjKGAXT/9FyPP+3sGmBffF0M1kJkVx2bMu8YP2So4luKuKKiIiIiIQyl9PBOaMyGZuT0Nz2/a4Kaj2a9qvb6DcJbvoCptwBzjCrrWIHvHgpzPkBVObZG59ID6airYgceSMutOa4BWthsldnQelme2PqRhKiwrjs2L4ck5vI1GHpGE1z3YqIiIiIhDqHw+Dko1KZPCQFt9Pg/DFZxIS77A5LDoY7Ak75Ndz8FfSf3NK+9h14dIJ1NaVfVwOKdDYVbUWka5z8azjqbGu/oRJeuhwaquyNqRuJDHNy0uBUnI7WBdvyWo8uLxMRERGRkGYYBuP7JXHtCf3JSoi0Oxw5VCmD4eq34aInIDrVavPUWAuVPXEy7Fpqa3giPY2KtiLSNfYsTJY61DouWQ+v3wiBgL1xdWMlNY28tGQH763cjdevPIqIiIhIaNt3hK1pmnyyvoiiqgabIpKDZhgw+lK4bQkccx3QNKikYCU8eRq8OxvqK+yMUKTHUNFWRLpORJy1MFlEgnW84QNYcI+tIXVX/oDJ28vzafQG2FhYw6tLd2mBMhERERHpVr7cVMryHRW8snQXW0tq7Q5HDkZkIpz7F7h+PqSPamo04dun4O/HwvKXNEBH5DCpaCsiXSt5IMx4BoymPz9fPgzL/mNrSN2R02FwytA0wlxWHgsqG3h58Q4KNUpBRERERLoBnz9AXkUdAB5fgLeX5/PdjnJN/dXd5BwLNy6EM/4I7mirrbYI3rwJnp4G+cvtjE6kW1PRVkS63sBT4cz7W47f/SlsWWhXNN1W/5RoZhyTTWyEdZlZdYOPV5fuYktpvc2RiYiIiIi0z+V0cNG4bAanxwAQME0Wri/m43VF+AMq3HYrThccfxvcthiGndfSvmsxPH4yvPNTqCuzKzqRbktFWxGxx8QbYeJN1n7AB3OuhuL19sbUDaXFRnD5hL5kJUQA4PWbLNhQzqLNpRqlICIiIiIhze10cM6oTI7NTWpuW7Grkje+y6PBq0vru534bJj5PFz1BqQMaWo0Yekz8LdxsORJCPhtDVGkO1HRVkTsM+1PMORMa7+xEl6YAbUl9sbUDUWHu7h4XDbDs+Ka277ZWsZ7K3fj8amzKyIiIiKhyzAMThycwrQRGTgd1qJWu8rreWtVCaU1jTZHJ4dk4Klw05dw+h8gzBpJTX05vPc/8PgU2PG1vfGJdBMq2oqIfRxOuPgpyGiauL5iO7x8BXg1L+vBcjkdnDE8nZMGp2A0LeC6qahGc9yKiIiISLcwPCuOS8ZnExXmBKCqwcecb3dRUKn+bLfkCoMTfgI/XgqjL2tpL1hpzXX7+o1QXWBffCLdgIq2ImKv8Bi4fA7EZlrHO7+Bt27RSqOHwDAMxvdL5IyjkghzOThpcCo5SVF2hyUiIiIi0iFZCZFcPrEvqbHhAMRFuEiMdtsclRyW2Ay46F9w3byWwToAK+bA38bDF3/RoB2RIFS0FRH7xfeBK+a0rDa66jX46G57Y+rG+iZGcNVxfRnXN6FVu2mamudWREREREJaXISbGeOzOSotivPHZBHuctodknSGvsfBjZ/COf8HEQlWm6cGPvodPHosrHod9F5FpBUVbUUkNGSOgUueAqPpz9JXj8CiR+2NqRuLjXBj7JknocmSbeXMW12I169RzCIiIiISusJcDiYPTCAusvUo28o6L9UNXpuiksPmcMKxP4QfL4Pxs1re+1XsgFdnWdMm7Fpqb4wiIURFWxEJHUedZX3yuse8X8PKV+2LpwfZXlrLV5tLWLu7ijlLdlJZp86uiIiIiHQfHl+At1fk8+I3O9hZVmd3OHI4opPhvIfhpi9gwCkt7Tu/gSdPhddugMpdtoUnEipUtBWR0HLMdTDlVy3Hb9wEmz+2L54ewusP4HZaf/KLqxt5cfEOtpbU2hyViIiIiEjHLNpSSkl1I3UeP68vy2Pp9nJN/dXdpY+Aq96AK16BlCEt7Sv/a813+/H/QmONffGJ2ExFWxEJPSf/CsZfa+0HvDDnKshfbmdE3d6gtFhmHptDYpR1iVmD189by/P4ekupOrsiIiIiEvIm5CbRL9laZDdgmny2oZi5qwrw+DT1V7dmGDDkDLj5KzjrQYhMtNp9DfDZg/C3cbDsPxDw2xuniA1UtBWR0GMYcM5DMPRc69hTAy9cAmVb7I2rm0uJCeeyCX0ZmBYDWPP8L9pcytvf59PgVSdIREREREJXZJiT6WP7MKF/UnPbuoJq5ny7k4o6j42RSadwumHijfCT72DSbeBoms+4phDevg3+NRk2ztdiZdKrqGgrIqHJ4YSLn4S+k6zj2mL4z4VQtdveuLq5CLeT80ZncsKgFPasU7aluJYXv9lBQWWDvcGJiIiIiLTD4TA4YVAK543JJMxllTNKmqb+2lKsy+h7hMhEmPZHuPWblkE8AIWrrIE8z52nxcqk11DRVkRClzsSLn8JUodZx+Xb4D/TobbEzqi6PcMwmNA/ielj+xDhdgJQWe/l43VFmipBRERERELeoLRYLp/Ql6ToMAAavQHeWp7PV5v0PqHHSB4Il70A174HWUe3tG/73FqsbM5VULLRvvhEuoCKtiIS2iIT4arXIaGfdVy8DuOFizEaq+yNqwfITYnmiol9yYyPIMzl4MyRGRh7ht+KiIiIiISwpOgwLpuQw6Cmqb8AnA71ZXuc3BPhhk9gxrOQNKClfe3b8OhEeOenUF1gV3QiR5SKtiIS+uKy4Jq3ITYLAKNgBYnv32jNdSuHJT7SzYxjcrhkfHbzSIU9AgGNuhURERGR0BXucnLu6EwmD0mhf0o0x+YmHfhO0v0YBoy4EG5dDOf8H0SnWe2mH5Y+A48cDQv+AA2V9sYp0slComj76KOPkpubS0REBBMnTmTx4sVBz33iiSc46aSTSExMJDExkalTp7Z7voj0EIm5cPVbEJUCQFjhdxgvXwlezcN6uJwOg/S4iFZtPn+AOd/uZOn2ck2ZICIiIiIhyzAMxvdL4oKxWTj2GWm7s6xOAxF6Eqcbjv2htVjZKb+BsFir3VsHn/8Z42/jiPr+GfDW2xunSCexvWg7Z84cZs+ezd13382yZcsYM2YM06ZNo6ioaL/nL1y4kMsvv5xPPvmERYsWkZOTwxlnnEFeXl4XRy4iXS51CFz1BmZEPADGts/gv1eDT6vFdrZPNxRTUNnAZxuKeWt5PrWNPrtDEhEJaRqEICJir32n+cqrqOf1ZXm8unQX1Q1em6KSIyI8Bqb8Am5fDhNvBocbAKO+jLhF92H8fTwsfgJ8jfbGKXKYbC/aPvTQQ9xwww3MmjWL4cOH89hjjxEVFcXTTz+93/NfeOEFbrnlFsaOHcvQoUN58sknCQQCLFiwoIsjFxFbZI7GvOIVAq4o63jjPHjtevCrI9ZZTNMk3OVsPt5aUsvzX2/XirwiIkFoEIKISGjxB0zmrSogYJrkVdTzwjc72FSkvmyPE50CZ90HP/4WRs/ExCrcG9W74f2fwyPj4Ntn9F5Rui2XnU/u8XhYunQpd955Z3Obw+Fg6tSpLFq0qEOPUVdXh9frJSlp/3PXNDY20tjY8ulKVZW1eFEgECAQCBxG9B0XCAQwTbPLnq87UW6CU26CC2SNp/Ksf5L0wY8wfA2w9m3MV67FvPgpcIYd+AF6sM563Rw/MImshHDmrymkttFPbaOPN7/LY0xOPCcOSsHttP0zv0Oi36vglJvglJvg7MhNKP4c9h6EAPDYY4/x3nvv8fTTT/OrX/2qzfkvvPBCq+Mnn3yS1157jQULFnD11Vd3ScwiIj2Z02Fw5sgM3l+5m+oGH/UeP+98n8/o7HgmD0nttn1ZCSIxFy56HHPSbTTOu4eIbR9Z7VW74N2fwhd/gSl3wOiZ4LS1DCZyUGx9tZaUlOD3+0lPT2/Vnp6ezrp16zr0GHfccQdZWVlMnTp1v7ffe++93HPPPW3ai4uLaWjomrkwA4EAlZWVmKaJw6F/DntTboJTboILBAJURh0Fp/+NpA9vxfB7MNa9S+MLV1Bx+sO9unDbma+bKOCMAZF8trmSHeXW38uv1tWydkcRpwxKJDna3QkRdy39XgWn3ASn3ARnR26qq6u75Hk6qisGIYD9AxH04UVwyk37lJ/glJvgOiM3GXHhXH5sDh+tLWRzcS0A3++sYGdZHWeOSCdtnzUdugu9boILpA6nfNrfSfXl4fzsfoyNH1o3VGyHt27B/OIhzMm/hBEXgcPZ/oP1MHrdtK+r89PR5+nWHzHcd999vPzyyyxcuJCIiP3/wb3zzjuZPXt283FVVRU5OTmkpqYSFxfXJXEGAgEMwyA1NVVv9vah3ASn3AS3Jzfxgy/CTEqCOVdi+BqI2LaA9E9/gXnJs+AKtztMWxyJ180PsjJYkVfJ5xtK8AVMPMBHW+uZPDiaMTkJnfIcXUW/V8EpN8EpN8HZkZtgfT67dMUgBLB/III+vAhOuWmf8hOcchNcZ+ZmQoaTeIeLRdur8PlNamtrebqkgmNyYhmVGd1mLtxQp9dNcM25ic/CcdrfcI9cTsySRwjf9SUARukmjDduxLvwAWqOuY3GAdPA6B051OumfV2dn44OQrC1aJuSkoLT6aSwsLBVe2FhIRkZGe3e989//jP33XcfH330EaNHjw56Xnh4OOHhbYs3DoejS1+ohmF0+XN2F8pNcMpNcM25GTwVLn8ZXrocfPUYG+ZivHotXPrvXlu4PRKvm6P7JtE3KZoPVhVQXN1IwASfSbd8ber3KjjlJjjlJriuzk1P+xl0ZBAC2D8QQR9eBKfctE/5CU65Ca6zc5OeDiMHeJi7qoCiauuqhVUlfpyRBqcclXbYj9+V9LoJrk1u0s6AUWcQ2P4VxsI/YWy3irfu8k0kzv8pZupQzBNnw4gLwdGtxzQekF437evq/HR0EIKtr8qwsDDGjx/PggULmD59OkDzomK33XZb0Ps98MAD/PGPf2TevHkcc8wxXRStiISsgafAFXPgxZngq4cNc2HOD+DS/4A7tEZkdWfJMeFcdmwOX20uZXdlPeP7JtodkoiI7bpiEAKExkAEfXgRnHLTPuUnOOUmuM7OTUpsBJdN6MuiLaV8u60cl8NgbE5it8y9XjfB7Tc3/U+E3Pdg66fw8R9h12Lr3OJ1GG/cCJ/eByfOtua8dfXcqfb0umlfV+ano89h+09q9uzZPPHEEzz33HOsXbuWm2++mdra2uaFHK6++upWc4Tdf//9/Pa3v+Xpp58mNzeXgoICCgoKqKnRSpAivdqAKXDlK+COso43fggvzoDG0Jr7sLtzOR1MHpLKxeOycThaX0q2dncV1Q1amVVEepe9ByHssWcQwqRJk4Le74EHHuAPf/gDc+fO1SAEEZEu4nI6OGmw1Zc9bVg6yTG988q8XskwYMDJcP2HcOVrkDOx5bayLfD2bfC3cbD4CfB2zfpHIgdie9F25syZ/PnPf+auu+5i7NixLF++nLlz5zbPC7Zjxw52797dfP4///lPPB4Pl1xyCZmZmc3bn//8Z7u+BREJFf1PaircRlvHWz+Df18AdWX2xtUDufZZcXd3ZT3zVhfwn6+3sya/CtM0bYpMRKTraRCCiEj30jc5iuFZraeW8fkDvLp0F5uK9Le4RzMMGDwVrpsH17wD/Se33Fa5E97/Ofx1NHz1d/DU2henCCGyENltt90WdDqEhQsXtjretm3bkQ9IRLqv3BPh6rfghYuhoRLylsIzZ8NVb0Bcpt3R9VhfbirFNKHRG2De6gI2Fddw6tA0YsJD4t+MiMgRNXPmTIqLi7nrrrsoKChg7NixbQYh7H0Z3N6DEPZ2991387vf/a4rQxcRkSZfbS5lZ1kdO8vqGJYZx8lHpRLhdtodlhwphmEVbPtPhh3fwOd/tq7WBKgphA//H3zxEBx3C0y4ASLi7Y1XeiW9mxaRnifnWJj1AfznQusfbvFaeOZMuOpNSOpvd3Q90rmjM1m4voi1u63pKDYX1bCrvI6TBqUysk9ct1uVV0TkYGkQgohI92WaJhX1LdN8rd1dxa7yOk4blk7/lGgbI5Mu0XeidcVm/nKreLv2Hau9rhQ+/gN88TCMv8Yq4Mb3sTNS6WVsnx5BROSISB8B182FhH7Wcfk2ePpMKFxja1g9VYTbyZkjMzlvTCZRYdaIhEZvgI/WFvLq0l2U13psjlBEREREZP8Mw+C80ZmcMSKdMJdVJqlu8PHmd3nMXbWbeo/f5gilS2SNhZnPwy1fw6gZYDSVzDzVsOjv1rQJb9wEhattDVN6DxVtRaTnShpgFW5Th1rHNQXwzFmw/St74+rBBqXFcs3xua3mCNtVXs/zX29n8dYyAgHNdSsiIiIioccwDEZkxXPVpH70S45qbl+7u5rnFm1jXYHWbeg10obBxU/Cbd/C+GvB2bRgXcAH378E/zwenr/EWkNFrwk5glS0FZGeLS7Lmioha5x13FBhLU626jVbw+rJItxOpo3I4OJx2cRHugHwBUwt6iAiIiIiIS8uws2FR/fh9OHphLutkkm9x88HKwt4b+VuFW57k+SBcN5f4WerYPIvICKh5bZN8+G58+Dxk633ln6fXVFKD6airYj0fFFJcM3bMPA069jvgVevgy//qk9Gj6C+yVH84Lh+jO+XiMthMHV4Gg6H5rYVERERkdBmGAYj+8Rz9aRcBqfHNLenxUZorYbeKCYNTv0N/Gw1nHk/xPdtuW33cuu95d/GwdePQWO1bWFKz6OirYj0DuGxcMUcOPqqlrb5d8H7P9enokdQmMvB5CGpzDqxP2mxEa1uy6+oZ02+LjMTERERkdAUE+7i3NFZnDcmk/4p0Yzvl9jqdvVje5nwGDjuJvjJd3DxU5AxuuW2iu0w9w74v2Hwwa+gbIt9cUqPoaKtiPQeTjec/zc45TctbUuehDk/AE+tfXH1AjHhrlbH/oDJgrWFzFtdwCtLd1FS02hTZCIiIiIi7RuUFsv0o/vg3OeqsS82lbBwfRGNPi1U1qs4XTDqEvjRZ3D1Wy1XdIK1aNk3/4RHxsGLM2HzJ7q6Uw6ZirYi0rsYBkz5BUx/DBxNhcQNH8DTZ0LlLntj60W2ltRSUuMBIK+8nhe+3sFnG4rx+AI2RyYiIiIicmDF1Y0s217Bdzsq+PdX21lfUK2Rt72NYcCAk+Gq1+HmRTDuGnDtubrQhA1z4T/T4R+T4NtnwFNnY7DSHaloKyK909jL4QevQXicdVywAh4/BXZ8Y29cvcSgtBguPLoPCVHWQmUB02Tp9nKe+2qbpkwQERERkZBXWtuIs6miUtPo4/2Vu3l9WR5ltR57AxN7pA+H8x+B2Wth6u8gLrvltuK18O5P4aFh1hR9FTvsilK6GRVtRaT3GnAyXP8hJOZax7VF8Ow5sOw/dkbVa+SmRHPVcf04bkAyrqZLzWoafcxbXcDLS3aSX1Fvc4QiIiIiIvs3NCOOqyblMjCtZaGyHWV1PP/1dj7fWKwpE3qrqCQ48Wdw+/cw41nIOa7ltoYKazHsv46BFy+DDR9CQK8TCU5FWxHp3dKGwQ2fQO5J1nHAC2/fZk0erwXKjjiX08GkgclcNalfqw5vQWUDc5bsZOn2MhujExEREREJLj7Szfljsjh/bBZxkdYVZP6Aybfbynn2y22syqskENAVZL2S0wUjLoTr58GNC2HM5eAMs24zA9YUfS/OgEfGwuf/BzVFdkYrIUpFWxGRqCS46g2YcGNL2zf/hBcuhjoVDbtCQlQY54/J4uJx2aTEWJ0Zh2GQmxxtc2QiIiIiIu0bmBrD1ZP6MbF/UvMVZHUeP/PXFLKhqNrm6MR2WUfDhY/Bz1bDyb+GuD4tt1XsgAW/h4eGwyvXwtbPtXCZNFPRVkQEwOmGsx+Ecx9uWaBsy0L412TYtdTOyHqVvslRXDmxH6cOTePY/okkx4S3ur2izqPRCiIiIiISctxOB8cPSuHqSbkMTreuIEuJDWdIWqzNkUnIiEmDk++A21fAZS/BoNMBq8hPwAur34DnzoW/HwuL/gH15baGK/Zz2R2AiEhIOWYWpB4Fc66CuhKo3AlPT4Mz74Vjf2itECpHlMNhMCYnoU27zx/gtWV5uBwGJwxKYWBqNIZ+HiIiIiISQuKj3Jw7OoudZXW4nAYOR+v+6trdVfRPiSbC7bQpQrGd0wVDz7a2sq2w7DlrXZW6Euv20o0w705YcA8MOx+O/oE1nZ9D4y57G/3ERUT21e94+NFnkD3BOg544f2fw2vXQ6Mub7LLirxKquq9lNV6eOf7fP777U7ytFiZiIiIiISgnKQoMuMjW7UVVDYwd1UBz3y5jaXby/D5AzZFJyEjqT9M/R3MXguXPA39Tmy5zdcAK/8L/z4fHhkDC++3plOQXkNFWxGR/YnvA7Peh+NubWlb9Ro8cSoUrbUvrl4sMz6CPgktHd/8igb+u2Qnb3+fT0lNo42RiYiIiIgc2KIt1kjKBq+fzzaU8OxX21iTX4WpOUzFFQYjL4ZZ78Gti2HizRCZ2HJ7xQ5Y+Cd4eDT8ezqsfBW8DbaFK11DRVsRkWCcbjjzT3DpvyE8zmor2QCPnwLfPq0J4rtYZnwkM47J5vyxWSQ3LVYGsLmohue/3s77K3dTVuuxMUIRERERkeBOHZrOsMy45hnXqht8zFtdwAvf7GBbSa2Kt2JJPQrOug/+Zz3MeBYGTaV57ltM2PKJdRXo/w2B9/4H8r/Te9MeSkVbEZEDGX4B3LgQ0kdax756ePdn8PKVUFtqa2i9jWEYDEyN4QcT+3H68HRiwq2p2U0T1hdU8+9F21iVV2lzlCIiIiIibcVHujlzZAZXTOxLbkpUc3txdSNvfJfHK9/uYmdZnY0RSkhxhcOIC+EHr8HPVsGpv4HE3JbbGyphyZPw+Mnwj0nw+UNQsdOuaOUIUNFWRKQjkgfCDz+CY65raVv/HvxzEmxaYF9cvZTDYTCyTzzXnpDL5CGpRIVZCzk4DIO+yVEHuLeIiIiIiH3SYiO48OhsLhmfTXpcRHN7XkU9ry7dpXUbpK34bJj8C/jxd3DtezDmcnDtNWdy8Vpr4bKHR8IzZ8PSZ6G+3LZwpXOoaCsi0lHuSDj3L3D5yxCVbLXVFMLzF8HcX2tOIRu4nQ7G90tk1gn9OWlwCsfkJhIX4W51zubiGko1562IiIiIhJicpCgun5DDOaMzm6f/yoyPICs+4gD3lF7L4YDcE+HCx+DnG+C8v0LOxNbnbP8S3rkd/jwE5vwA1rwNPr0f6o5cdgcgItLtHHUW3LwI3rwZNjeNsv36Udj8MUx/FPqMtze+XijM5eCY3KQ27V5/gPlrCmnw+hmYGsMx/RKaZ4MSEREREbGbYRgMSY9lUGoM6wuriY1wYRgtPVbTNPl8YwkD02JaLcorQkQcjL/W2sq2WouTrZgDpRut2/0eWPsOrH0HIyKeuP7T4NirIPcEcDjtjFw6SEVbEZFDEZsOV74Kix+H+XeBv9G6JOXJqXD8T+DkO8GtT8jttjq/inqPH4BNRTVsLKwm0e3jNHcMOUnRrTrEIiIiIiJ2cTgMhmXGtWnfVV7P0u3lLN1eTp/ESI7tl0CEFp2SfSX1hym/gMk/h93LYcV/rSJubREARkMlUWv/C2v/C9Fp1rotIy6EvsepgBvCVLQVETlUDgccdxP0PwneuAkKVoAZgC8fhvXvwwWPQs4Eu6Ps1YZlxuIPBFi2vYKaRh8AuyoaeXVpHn0SIzkmN4kBKSreioiIiEhoWp3fsshuXnk9u8rqiDI8nGpEMzg9Vv1Yac0wIOtoazv9D7B1Iax4BXPtOxjeWuuc2iJY8oS1xaS3FHBzjrPe40rI0E9DRORwpY+AGz62VvN0NM2nWrIBnjrDmuvWoxVg7RLucjK+XxKzTshl6rB04iNb5rvNr2jg7eX5/HvRdtburrIxShERERGR/Tt9eAZnjEgnKTqsua24xsu7K3bzn6+3sya/Cn9AI29lP5wuGDQVLvoX5v+sp+K0/8Mcei44w1vOqSm0rh595ix4aBi8/0vYvggCAfvilmYaaSsi0hmcbms1z6Hnwpu3QP4ywLTmul37Dpz9gDUXrtjC5XQwKjueYRkxfL3OYHMVlNV6ASir9VBe57E5QhERERGRtpwOgxFZ8QzLiGNzcQ3fbClla601YrK0xsO81QV8tbmEU4emMSA1xuZoJWSFRdMw+FziTrgOw1MDG+bB6jdg03xr7luAmgJY/C9ri82Eo86GoedA7kngCmv/8eWIUNFWRKQzpQ2D6+fDor/DJ3+y5rqt3AEvXWb90zvrfkjoa3eUvZbDYTAoJZJJw1LZVlbPsu3l7K5sYEx2Qqvzaht9VDf4yNDKvSIiIiISAhwOg8HpsQxIiWLZRthS7SC/ogGA6gYfkWGal1Q6KCIORs+wtoYq2DC3qYD7UUsBt3o3fPuUtYXHweAzrALuoKnW/aVLqGgrItLZnC448afWqNv3ZsPWT6329e/D5k9gyi9h0m36tNJGhmEwMDWGgakxVDV4iQ5v/e9w+c4KFm8to09CJKNz4hmUGoPLqRmFRERERMRehmGQkxDB+CFp5Fc2sHR7OY3eAJnxka3O21lmTdGWnRipeW8luIg4GH2ptTVUwvoPrALu5k+sAUgAjVWw6lVrc4ZB/ylWAfeos60FuuWIUdFWRORISRkEV78Fq16Deb+25gvy1cOCe+D7l2Dan2Dw6XZH2evFRbhbHXv9AVbsshZ8yKuoJ6+insgwJyOy4hjVJ56EKBXbRURERMR+2YlRZCdG4fO3nn/UNE0+3VBMcXUjaXHhjM1JYEh6LG4NQpD2RMTDmMusrbEaNi2Ade9ZUyk0Ni2I5/dYUypsmg/v/gyyj4Uh06wtfaS1EJp0GhVtRUSOJMOAUZdYxdlP/mRN8m4GrIXKXrgEBp4GZ/wvpA+3O1JpYgAnDU7hux3llNRYlwfVe/x8u62cb7eV0y85itHZ8QxIicHhUKdEREREROy17xVhu8rrKa62RkkWVTXy4epCPttQwvCmQQh7L2omsl/hsTBiurX5vbDtC6uAu+49qM5vOsmEXYut7eM/QGyW9b538Bkw4GQI1xzLh0tFWxGRrhARb81nO/YKeO/n1j82gM0L4LFPYNw1cMqvISbN3jgFl9PByD7xjMiKI6+inpW7KtlYVNO8Ku/20jq2l9YRE+7iwnF9SIkJP8AjioiIiIh0nayESM4alcGy7RUUVlnz3jZ4/SzbXs6y7eXkJEUxJjueAakxODUIQQ7E6YaBp1jb2Q9C/nctBdzitS3nVefDsueszRkG/Y6HwdOsIm7KIPvi78ZUtBUR6UqZY+D6D60pEz76HVTutEbeLn0GVr4KJ94OE2/Wp5IhwDCM5kvOpnh8rMmvYsWuSirrvQAETJOESPcBHkVEREREpGs5HQZDM+I4Kj2W3ZUNrNhVycbCanxNgxB2ltWxs6yOuEg31x6fq8KtdJxhQJ9x1nbab6Fsq7WA2YZ5sO1z8FkfEuD3wJaF1jbvTkgaYF1lOvAUyD1Ji5l1kIq2IiJdbc+UCUPPga//CZ8/BJ5qa/v4f+Gbf8GJs+GY68AdYXe0AkSFuTgmN4nx/RLZXlrHirxKkqPD2lyK9v7K3TgdBsMz47Tog4iIiIjYyjAMshIiyUqIZMqQVNbsrmTFrkoq6qxBCJnxEW0KtoGAqSnApOOS+sOEG6zNU2cVbjd+CBs+hModLeeVbbG2JU+A4bTmwh14Cgw4BfqMtxbzljaUFRERu7gj4aTZcPQPrPlulz1njbqtLbY+jfzqbzDlF3D0VdYlKWI7wzDITYkmNyUa0zRb3Vbb6GNjYQ0B02RNfhXxkW6GZcYxNCOWRM0bJiIiIiI2igxzMr5fEuP6JrKzrJ4VeRWMzo5vdY7XH+C5r7bRLzma4VlxZMVHaBCCdFxYVMuiZGebULweNs6DjfNhxyII+KzzTD/s/NraFt4L4XHQf7I1D+7AU61RuXrdASraiojYLyYNznsYjrvF+qe1+nWrvTrfWpHzy7/CST+H0TPBpeJfqNi3A1tS04jbZdDotYq5lfVevt5SytdbSkmLC+eo9FgGp8cSrykVRERERMQmhmHQNzmKvslRbW7bVFRDdYOPVXmVrMqrJDHKzfCseI7KUB9WDpJhQNpQazvhdmioshYz2/IJbP4ESje2nNtYBevetTaA+BzIPbFlS+jXa4u4KtqKiISK1CEw4xlr9O3Hf4QNH1jt5dvg7dusgu7xP4FxV1ufYkpI6ZcczQ0nDWBzcQ1r8qvYUVbHnsG4RVWNFFU18vnGEvokRHLRuD5tplYQEREREbFTvddPmMuBxxcAoLzOy5ebSvhyUwlZCREclRHH4LQYosNVSpKDFBEHQ8+2NoCKnS0F3C0Lob6s5dzKnfD9S9YGLUXcfidYXxNze00RV79pIiKhJmMUXPEy7FwCn/yv9U8MoCoP5t4Bnz1gjco99ocQmWBnpLIPt9PB0Iw4hmbEUd3gZUNhDesLqptX7QUwMdsUbD2+AGEuFXFFRERExD7j+iYyMiueTUU1rNldxc6yuubb8isayK9oYOH6Ikb1iee0Yek2RirdXkKONRhp3NUQCEDBipYi7s5vWhY0g7ZF3LjsvUbingCJ/XtsEVdFWxGRUJVzLFz9FuxcbC1WtmfkbV0pfPwH+OJhGHcVTLjRmgBeQkpshJvx/RIZ3y+RijoP6wuq2VBYzZD02FbnmabJvxdtIzrcxaC0GAamxpCkOXBFRERExAZhLgfDs+IYnhVHZb2Xdbur2FBYTUmNBwDTpM1IW9M0afQFiHA77QhZujuHA7LGWtuJPwNfI+Qts6ZT2Pa59X7YV99yftUuWPGytQHEpEPOBMg5DnImQuaYHjOtoIq2IiKhLmeCNfK2YBV88RdrzlszAJ5q+Pof8PU/4aiz4biboe/xdkcr+5EQFcbEAclMHJBMINB6AbOCqgaqG3xUN/goqGzgi40lJMeEMTDVKuCmx4VrAQgRERER6XLxke7mPmxxdSMbCqtZX1DNUfsMQiit9fDiNzvIToxsHoSgKRTkkLnCod8ka5vyC/B5IH+ZVcDd9gXs+KZ1EbemENa+Y20AznDoM84q4O7ZopPt+V4Ok36LRES6i4yRcMlTcMqv4atH4PuXmy4bMWH9e7D+PYz0EUQOvRwSroWI2AM9otjA4WhdgPX6TFJiwympbmxuK63xUFpTxuKtZUSFOclNiaZ/SjSDUmPa3F9ERERE5EhLjQ0nNTac4wcmtxlQsKmoBn/AZHtpHdtL6/h4XRGZ8RHNBdyEqJ4x6lFs4gqDvsdZ2+R9irjbF8GuJdZiZnv4G2HHImvbI3mQNRI3+xhrSx0GztAviYZ+hCIi0lryQDjvr3DqXbD0GVjyJFTvBsAoXE184W8wF90Poy+F8ddYl4dIyOqbHMVVyf2orPOyqbiazUW15FfWNy9iVufxsya/im0ltQxOi7E3WBERERHp1fZ3BViYy0FcpJuqei9gTaGwZw7czzZYV5H1T4lmYGoMWQmRXR2y9DR7F3EBAn4oXgc7vramUtj5tbWY995KN1nb8uetY3cUZI61RuRmHwOZR4MZ3pXfRYeoaCsi0l1FJ8Pkn8MJt8Oat6ypEvKWAmB4quHbp6wt62gYfy2MuMhatVNCUnyUm/H9khjfL4naRh9bimvZWlrLzrI6PL4A/ZKj23SS31+5G4dh0DcpipykSGIj3DZFLyIiIiK91bi+iRydk0BxdSObimrYVFxDadMcuLDnKjIPtY0+FW2l8zmckD7C2o693mqrLrQWNNuz5S+HgLflPt462PGVtQEOIDUyBW5ZBLFpXf4tBKOirYhId+d0w6hLYNQlBHYuoeHLfxG5+X0Mb611e/531vbBHdbct6NnwqDTrPtJSIoOdzEqO55R2fH4/AHyKuqJ3Gdhhwavn42FNQRMk7W7rcuBkqLDyEmKpG9SFNmJUVoMQkRERES6hGEYpMVFkBYXwfGDUiir9bC5uIbNRTUUVDVgmpCbEt3qPo0+P28syyMnKYq+SVFkxkfgcjps+g6kR4lNh+HnWxuAt94q3OYthbxvra8VO1rfxwxAVGjNfauirYhIT9JnPFUn/y8RF/wZY/Xr8O0zULDCus3XYC1itvp165/RiIusAm72MaCFrkKWy+mgX3J0m/bSWg9Oh3U10B5ltR7Kaj18v7MSw4C02AhykiIZ3y+RqDD9yxcRERGRrpEUHUZSdBLH5iZR7/GzvayW3H36tDvL6thd2cDuygYWby3D5TDISoikb7JVxE2NCdd6DtI53JEti5vtUVPcVMRdirnrWzzOaMJD7H2x3sGJiPRE4XFwzHXWlv8dfPc8rHod6sus2+tKYckT1pbYH0ZMh6HnWXP6hNg/Ktm/PgmR3DRlIAVVDewoq2NnWR0FlY0EmibDNU0orGqgqLqBY3OTWt23ss6L4YA4TacgIiIiIkdYZJiToRltp2krrva0OvYFTHaU1bGjrA6AcLeDnMQo+iVHMTo7oStCld4kJhWOOhOOOhMzEKCyqIjQmRjBoqKtiEhPl3W0tZ15H2xaACv/C+ves0beApRvhS/+Ym1xfWDouTDsPOg7qVusqNmbuZwOshOtqRAYaF1illdebxVxy+spqW4kOSa8zTQJ32wtZXV+FbERLvokRJKZEEl6bBiBgGnTdyIiIiIivc2kgcmMzo5nZ3kdO0qtYm11g6/59kZvgE1FNdQ0+toUbctrPcRFunFqJK70YHo3LiLSWzjdzZ8k0lAF696F71+GbZ9b8/cAVOXB4n9ZW2SSNQfukDNgwMkQEW9r+HJg4S4nA1JjGJAaA0Bto49aj6/NefkV9QBUN/hYV1DNuoJqTNOkob6O/hkeMhIiyYiLoE9ipEbjioiIiMgREx3uYmhGHEMz4jBNk4o6r1XELatjZ1k9DV4/OYlRre5jmiavLt1Fg9dPRnwEfRIiyUqIJD0uzKbvQuTIUNFWRKQ3ioiDsVdYW20JrH8f1r4DWxaCv+kypfoyWP68tRlOyJloLWA2+HTIGK1pFLqB6HAX0eGt/9WbpslRGXHkV9Szu7Ier79ldK0/YLK7soGCqkYAJg9JYXy/lqkVfP4ANY0+4iPdGPr5i4iIiEgnMgyDxOgwEqPDGJ2dQCBgUlzTSISr9VVjVfU+ahqtgQm7yuvZVV7fdIuJO9DIoD4mmfGRZMRHkBITrtG40m2paCsi0ttFp8C4q62toQo2fmgVcDfOB2+tdY7phx1fWdvHf4CYdBh4KuSeBLknQmI/e78H6TDDMJg00FoV1R8wKa5uZHdlPbsr6tmU38je43LT4yJa3bewupH/LtlJmMtBakw4qbHWlhITTnJMGG6t9isiIiIincThMNr0RwECpsmwzDjyKuqpqvc2t5smlNf5WJNfxdrd1QBcNakfKTHhzed4fAFcDkMLnEm3oKKtiIi0iIiDUZdYm7cetn0Jmz6CTfOhdFPLeTWF8P1L1gYQ39cq3u7ZVMTtFpwOg4z4CDLiIxiTHU9RmoO4xGSKazwUVDaQFtu6k1xcbY3A9fgC5FXUk1dR33ybYVirBO8p5h6zz+JnIiIiIiKdITE6jDNHZgBQ3eAlv6KB/Ip68ivq2F5f13xemMtBUlTrKRO+3VbGsh3lpOw1ACEtNkIDECQkqWgrIiL7546EwVOtjfugbGtTAfcj2PoZeFs6RFTugO9ftDaAuGzIPgZyJkD2BMgcDa7w/T6NhJYIt5N+ydH0S45uc1tshIuBaTEUVze2GtUA1siG0hoPpTUeiqob2xRtl+0op9EbIDkmjKToMBIi3bjUMRYRERGRwxAb4eaoDDdHZcQSCATILwjHiIyjqNqDxxdoM6K2qLoRr9+aEmx3ZUNz+94DEFJiw8lOjCQzPrKrvx2RVlS0FRGRjknqDxNusDZfI+QthW1fWAuZ7VwMvpZOD1W7YM0uWPOmdewMg8wxkH0sZI2zirjJg8Dh3O9TSWgamBrDwKZFzhq8foqrGymuaaSk6WtpjQd/wCQpuu0iEKvzKimp8TQfOwyD+EgXCVFhxEe5SYh0kxAVRlpseJt5eEVEREREOsLlMEiLj6RPYtsBCGANQoiPdFPZzgAECqoZ1y+xVdHWNE2Wbi8nMTqM5OgwrfEgXULvikRE5OC5wqHf8dY25ZfgbWhdxM1b2nokrt8Du5ZY2x7uKEgfYS1qljna+po2HNxt562S0BPhdpKTFEVOUstqvv6ASVmtp825gYBJeV3rjnHAtNr2bT91aBpjchKajxu8ftbsriIuwk1chIu4SDfhLoc6ySIiIiJy0E4blg5YfcySmkZrEMI+AxAAkvcZhFDT6OPzjSXNx26ntWhaQmQYiVFu4qPcJEaFkRDlJtLtVF9VOoWKtiIicvjcEZB7grVxB/h9ULSmqVD7Lexa3HpOXLCKuvsWch0uSBoIqUdB6tCWr8mDVMztBpwOg9TYttNgGAb84Lh+lNVaneGyWg+ltR4q6714fIFW5yZEuVsdl9Q08un64lZtYS5HcwE3NsJlFXQj3QxMjdHqwCIiIiJyQBFuJ9mJUWQnth6AUNrUX81KaD01QmlN64EJXr9JUVUjRVWNbR77uhP7Ex/Z0qetqPNQ5/ETF+kmOkwFXek4FW1FRKTzOV3W6NnM0XDs9VZbXZk1Anf3cti9AgpWQPm21vcL+KBkvbWtfbul3XBAYv+mAu4ASBpgHSf1t+bPderfWSgzDIOkaGsu20FpLe2maVLr8VNR56GizktlvZfkmNZF34p9RuKCtRBaSY2n1XQLTofBj08d1Oq873aUk1dRT3S4i5i9tuhwF9HhTsJdmp5DRERERCxOh0FabESbxXgBUmPDOWtUBmU1HkpqPZTVNFJR78U02z5G7D5Tfa3Kq2LJtjLAmr4htmnwwZ6BB3GR1iCE+Ei3pgmTVvRqEBGRrhGVBINPt7Y9GiqhYGVLEXf3CijdaE2nsDczAGWbrW1fDhck9G0q4g6wCrkJfSGuD8RnQ1QKOLTgVSgyDKO5kJqduP9zchKjmDYig6oGL9UNPqrqvc37ey5fA4gJd7UZtZBf0cDGwpqgzx/mchAd5mRoZhzHDUhudduW4hrC3U6i3E4iXAbmvj1yEREREek1osNdDM2Ia9XmD5hU1nupqPNQXuelst6Dz2+2WfysvK7lvY0vsP8pwgAGpEZzwdg+rdoWby2zCsERrlYDEXR1We+goq2IiNgnIh5yT7S2Pfw+awRu8TprxG3xemu/eAP46ts+RsAHZVusbfOCtrc7wyAuC+KyMeKyiHElQuZgq6gbkw4xqRCdpukXQlR80xxh+9ozSreq3irgmrQtqtY2+tp9bI8vgMcXoMHrb/PY767Y3VwUNk2Thvo6UhLriA53ERXmJNLtJNztZHSf+Fajgxt9fuoa/US4nYS7HG067SIiIiLSMzgdLVeTtWdgagwx4S6qGrxNAxB8baYIA4iLbN3nNU2TxVtL8frb9nOjwpxEh7usYm6YizE5Ca2mKfP5A/gCptaC6OZUtBURkdDidEHKIGvj3Jb2QAAqdzQVaLdC+damr9usr97a/T+e32OdU74NA4gB+G4/54XHQ0xaSyE3Jh2iU60tKgkikyAy0dqikqzF2MQ2e4/SDeaicX2o9fipbfRR2+ijuulrbaOPmkZ/01cfUWGtH6PRF2g1iheskRQ1DT5qG1sXeAelxrD3GN288nreWp7ffBzudhDhcjYXccPdDsKcDiLcTiYPSW31WKU1jTT6AoS5HNbmtDYVfkVERES6r+FZcQzPahmla5omDd7AXkVcL1X1PnL2ml8XrD7p/gq2AHUeP3UeP8XV1py6Q9JjW92+q7yeN77Lw2EYTQMOHHgbaskoDhAd7iYqzOqfRridDEqL6eTvWDpLSBRtH330UR588EEKCgoYM2YMf/vb35gwYULQ81955RV++9vfsm3bNgYPHsz999/P2Wef3YURi4hIl3M4IDHX2gbuc5tpQk1RSyG3chdU7YLKPKjKs742Vrb/+I2V1la6sWPxuKP2KuQmNBV2EyE8rmmL3Wfbpy0s2lqhS44Yl9NBfKSj1UIQ+xPYp0BrGHDCoBTqPD4avFZxtxAPrnAX9d4Agb2mSohwt54Xt8HbetREozdAozdAZX3rS+D2V7T9dns5a/Kr2sTXXMB1OXA5DQakxDBpYOvpHL7eUkrANAlzOnA5HbidBm6nA7fTgcthWPd1GMREuDSXr4iIiIiNDMMgMsxJZJiT9LjgV/u5HAaXjM+mZp8BCDUNvqY2f3O/NDKsdf+uzmMNNAiYJjWNPqobTGprGyn3VrcaeRvmcjAorfW6EJ+sL2JzkTVVWKTbScTegxCaBiCEux0kRoW1iT8QaDs9hBw624u2c+bMYfbs2Tz22GNMnDiRhx9+mGnTprF+/XrS0tLanP/VV19x+eWXc++993Luuefy4osvMn36dJYtW8bIkSNt+A5ERMR2hgGx6dbW97j9n9NYTaBiJxU7VpNg1OKoLYKaQqvYW1MEtU1fPcHnQG3FW2dtVbsOMWYHhMVCeAy4I5u2qH2+7q9tr9tcEeAMB6fbGvnrdDcdh4ErzPra6vYwFYr3Y9+OZbjLyYT+Sc3HgUCAoiI3aWlpGIZBY9OUCg3eAAn7TN0QG+FiWGZc0+1NW9P5e0+LG+ZqO8/y/i6T29Pu8QWgaXHi1Ji2o7yX7Sin0bv/++/tzJEZDMtsGelRWNXAK9/uxOmwirpOh4HL2fTVYbRqnzYio1XcO8vq2FlWS98ozfcLGoQgIiIincvldJCTFBX0dtM0qWu6qixxnz5pZJiTfslR1Hn81Hv81Da2nUMX2g5AAKhp8FHdtLVneFYc00ZktGr712dbmgcShLkchO+5gszlINzlbB5YcFRGLCl79WkbvH6KqhpxuwxcDqswvGff7TR67RQPthdtH3roIW644QZmzZoFwGOPPcZ7773H008/za9+9as25//1r3/lzDPP5Be/+AUAf/jDH5g/fz5///vfeeyxx7o0dhER6UbCYyF1KB4zCdLSgi9O5qltKuIWW0Xd2mKoL7e2uvKW/fqyprYyCOy/E9QuM9AyurcrOdz7LeoaDhfJARMjLAIcTmuBt+bNCYaz9XGr/X3ON/Zuc1oFasMBGE37Rktbq/29z+vIOQd4LJo6d82dvGDH7d1mQMAkrLICahMxHA4iMIjYc1t563NzgJzYvR/L2jcBjz+ALwBef4AAwK7SVjGMoI6sGC9ev4nXH8AbMPH6mr76TTx+E5/fJLEqBnYXtfqxJlTuaB4xbLbTqY0uLwdjT+ffgKoG4qsK25wXAPYsmWE2xWik5oCz5femdEcFm3ZVMGBQNMS5ISYl6PP2dBqEICIiIl3NMAyiw60FyvbVPyWa/inRzcd+v5+duwuJjkukwWc2D0DYX7cxzOUgOtxJg7ftlGH7nrc30zTx+Kyr0vYecLA/6XERrYq2xdWNvLYs+GCYPcVel9PBNZP64dqrT7omv4otJTVtBhy0HpDgIC7CxYDU1lNBFFU3YJoQ4QrNorCtRVuPx8PSpUu58847m9scDgdTp05l0aJF+73PokWLmD17dqu2adOm8eabb+73/MbGRhobW14pVVXWZYeBQIBA4MAjUjpDIBDANM0ue77uRLkJTrkJTrkJTrlpX4fy44qEhH7W1hGmac2nu6eo21gNjVXWiN3GamisxmisBk9183GrzVMD3nrw1mP42+nZdJaA19r2mQPYANqfRKD3cgBJBzyrfQYQ3rQFM+AwHv+Kjp64vPVhOnDVId53bNPG9+Cfdh+BiT/q6CMdllD8+6ZBCCIiIhLKDMMgwuUgOSYcR7DBK032jJ41TWvgQIOv6eoxTwCP30+jL0CjL9Dm6q+ACRnx4TQ2XSW25+v+hDlbx+D1t9+/swY1+AE/zn2ukiuqbmBj4YGvluyXHNWmaDtvVQElNR6OzolnaMIBH6LL2Vq0LSkpwe/3k56e3qo9PT2ddevW7fc+BQUF+z2/oKBgv+ffe++93HPPPW3ai4uLaWhoOMTID04gEKCyshLTNA/4y9HbKDfBKTfBKTfBKTftO7L5CQdnBkRlQPCrmNoX8GP4GzB8DRjeevA1YPjqreN9v3rrMQIe8Hsw/N6mfS+G34Ph90DA2+qr4fdCoOm2PecFvNb9A14I+CHgwzD9YPoxzNArjEnoqq6uoaGo6MAndspzVXfJ83RUVwxCEBEREelqhmEQ5rLWRoiLOPDwDqfDYOaxfVu1maZpFW/91joPvkAAr88kLa51wTc+0s2E/knWlWl7rjrzWwux+Zr2PX4T0zTbTJXQ3mjgfePbl6/pvtZ0aaE35Zft0yMcaXfeeWerTnFVVRU5OTmkpqYSFxfXzj07TyAQwDAMUlNTVUTZh3ITnHITnHITnHLTPuUnuEAgQHFxcXNuTNME0yrkWpt/n6977Zv7u80HgYD1FdOaDsIMWCOTzcD+2/beMPdp3985tG1rPs/fdPue77Bpp3liWeurYZpBb9tzbJoB6urqiIqMbLmELMi5Lcft3La/9gM+3oE6kQe4/YD3P9DD7//+pmnS0NBAbP/xxO1nGoAjISIi+IIdduiKQQhg/9VjupIjOOWmfcpPcMpNcMpNcMpNcMpNcHbmJsxpEOZ0ErPPYml7x5IY5WbSgI5d27bv93D8wCSO6ZeAP2DiC5jNX33+QKu26HBXm/sOTY+hzusnIzYc06zr0ivyO8LWom1KSgpOp5PCwtZzqRUWFpKRkbHf+2RkZBzU+eHh4YSHt70Y0eFwdOkbdsMwuvw5uwvlJjjlJjjlJjjlpn3KT3Btc+MEwuwMKSSYgQA1RUVEpaVh6HXTihkIUFVURFpaWpf9TvXW3127rx7TlRzBKTftU36CU26CU26CU26CU26C60252TPtm3vvBifgg6Ki1tMo9G+aLSEQqKWiC/PT0SvHbC3ahoWFMX78eBYsWMD06dMB64W0YMECbrvttv3eZ9KkSSxYsICf/vSnzW3z589n0qRJXRCxiIiIiEiLrhiEAPZfPaYrFYJTbtqn/ASn3ASn3ASn3ASn3ASn3LSvq/PT0SvHbJ8eYfbs2VxzzTUcc8wxTJgwgYcffpja2trmhRyuvvpq+vTpw7333gvA7bffzpQpU/i///s/zjnnHF5++WW+/fZbHn/8cTu/DRERERHphbpqEEIoXD2mKxWCU27ap/wEp9wEp9wEp9wEp9wEp9y0ryvz09HnsL1oO3PmTIqLi7nrrrsoKChg7NixzJ07t3merx07drT6Zo4//nhefPFFfvOb3/DrX/+awYMH8+abbzJy5Ei7vgURERER6cU0CEFEREREOpvtRVuA2267LehIhIULF7ZpmzFjBjNmzDjCUYmIiIiIHJgGIYiIiIhIZwuJoq2IiIiISHemQQgiIiIi0pk0kYWIiIiIiIiIiIhICFHRVkRERERERERERCSEqGgrIiIiIiIiIiIiEkJUtBUREREREREREREJISraioiIiIiIiIiIiIQQFW1FREREREREREREQoiKtiIiIiIiIiIiIiIhREVbERERERERERERkRDisjuArmaaJgBVVVVd9pyBQIDq6moiIiJwOFQn35tyE5xyE5xyE5xy0z7lJzjlJjjlJjg7crOnD7enT9dbdXWfVr8HwSk37VN+glNuglNuglNuglNuglNu2tfV+elof7bXFW2rq6sByMnJsTkSERERETlU1dXVxMfH2x2GbdSnFREREeneDtSfNcxeNkwhEAiQn59PbGwshmF0yXNWVVWRk5PDzp07iYuL65Ln7C6Um+CUm+CUm+CUm/YpP8EpN8EpN8HZkRvTNKmuriYrK6tXjxTp6j6tfg+CU27ap/wEp9wEp9wEp9wEp9wEp9y0r6vz09H+bK8baetwOMjOzrbluePi4vTLEYRyE5xyE5xyE5xy0z7lJzjlJjjlJriuzk1vHmG7h119Wv0eBKfctE/5CU65CU65CU65CU65CU65aV9X5qcj/dneOzxBREREREREREREJASpaCsiIiIiIiIiIiISQlS07QLh4eHcfffdhIeH2x1KyFFuglNuglNuglNu2qf8BKfcBKfcBKfc9B76WQen3LRP+QlOuQlOuQlOuQlOuQlOuWlfqOan1y1EJiIiIiIiIiIiIhLKNNJWREREREREREREJISoaCsiIiIiIiIiIiISQlS0FREREREREREREQkhKtqKiIiIiIiIiIiIhBAVbY+wRx99lNzcXCIiIpg4cSKLFy+2O6Qud++993LssccSGxtLWloa06dPZ/369a3OOfnkkzEMo9V200032RRx1/nd737X5vseOnRo8+0NDQ3ceuutJCcnExMTw8UXX0xhYaGNEXet3NzcNvkxDINbb70V6F2vm88++4zzzjuPrKwsDMPgzTffbHW7aZrcddddZGZmEhkZydSpU9m4cWOrc8rKyrjyyiuJi4sjISGB66+/npqami78Lo6M9nLj9Xq54447GDVqFNHR0WRlZXH11VeTn5/f6jH291q77777uvg76XwHet1ce+21bb7vM888s9U5vfF1A+z3b49hGDz44IPN5/TU101H/m935P/Tjh07OOecc4iKiiItLY1f/OIX+Hy+rvxWpBOpT6s+bXvUpw1O/dkW6s8Gp/5s+9SnDU592v3rKf1ZFW2PoDlz5jB79mzuvvtuli1bxpgxY5g2bRpFRUV2h9alPv30U2699Va+/vpr5s+fj9fr5YwzzqC2trbVeTfccAO7d+9u3h544AGbIu5aI0aMaPV9f/HFF823/exnP+Odd97hlVde4dNPPyU/P5+LLrrIxmi71pIlS1rlZv78+QDMmDGj+Zze8rqpra1lzJgxPProo/u9/YEHHuCRRx7hscce45tvviE6Oppp06bR0NDQfM6VV17J6tWrmT9/Pu+++y6fffYZN954Y1d9C0dMe7mpq6tj2bJl/Pa3v2XZsmW8/vrrrF+/nvPPP7/Nub///e9bvZZ+/OMfd0X4R9SBXjcAZ555Zqvv+6WXXmp1e2983QCtcrJ7926efvppDMPg4osvbnVeT3zddOT/9oH+P/n9fs455xw8Hg9fffUVzz33HM8++yx33XWXHd+SHCb1aS3q07ZPfdr9U3+2hfqzwak/2z71aYNTn3b/ekx/1pQjZsKECeatt97afOz3+82srCzz3nvvtTEq+xUVFZmA+emnnza3TZkyxbz99tvtC8omd999tzlmzJj93lZRUWG63W7zlVdeaW5bu3atCZiLFgRzz/AAAQAASURBVC3qoghDy+23324OHDjQDAQCpmn23tcNYL7xxhvNx4FAwMzIyDAffPDB5raKigozPDzcfOmll0zTNM01a9aYgLlkyZLmcz744APTMAwzLy+vy2I/0vbNzf4sXrzYBMzt27c3t/Xr18/8y1/+cmSDs9n+cnPNNdeYF1xwQdD76HXT4oILLjBPPfXUVm294XVjmm3/b3fk/9P7779vOhwOs6CgoPmcf/7zn2ZcXJzZ2NjYtd+AHDb1afdPfdoW6tN2nPqzFvVng1N/tn3q0wanPm1w3bU/q5G2R4jH42Hp0qVMnTq1uc3hcPD/2bvv8KiqrY/j35n03hst9N6LiKKIgPTm5YJgAexir+hrQWzYuVbsYEHFiihNQFAEVEB6L6GnkR7SM+f9Y8jAkEwIkGRSfp/nmYc5e05ZszMkKyv77N23b1/WrFnjxMicLy0tDYDg4GC79tmzZxMaGkrbtm157LHHyMrKckZ4lW7Pnj3UqVOHxo0bc+2113Lo0CEA1q9fT35+vt1nqGXLljRo0KBWfoby8vL44osvuPHGGzGZTLb22vq5OV1MTAxxcXF2n5WAgAC6d+9u+6ysWbOGwMBAunbtatunb9++mM1m/v7770qP2ZnS0tIwmUwEBgbatb/44ouEhITQqVMnXnnllVpzG/eKFSsIDw+nRYsW3HHHHSQlJdle0+fGKj4+nvnz53PTTTcVe602fG7O/Lldlp9Pa9asoV27dkRERNj26d+/P+np6Wzbtq0So5cLpZzWMeW09pTTnp3yWceUz54b5bPFKac9u9qc01bXfNa1Uq5SCx0/fpzCwkK7Ly5AREQEO3fudFJUzmexWLjvvvu49NJLadu2ra193LhxREdHU6dOHTZv3szkyZPZtWsXP/zwgxOjrXjdu3dn1qxZtGjRgtjYWKZOncpll13G1q1biYuLw93dvdgP4oiICOLi4pwTsBPNnTuX1NRUJkyYYGurrZ+bMxV9Hkr6flP0WlxcHOHh4Xavu7q6EhwcXKs+Tzk5OUyePJmxY8fi7+9va7/nnnvo3LkzwcHBrF69mscee4zY2Fhef/11J0Zb8QYMGMDVV19No0aN2LdvH//3f//HwIEDWbNmDS4uLvrcnPTpp5/i5+dX7Fbe2vC5Kenndll+PsXFxZX4PanoNak+lNOWTDmtPeW0ZaN81jHls2WnfLY45bRlU1tz2uqcz6poK5XqzjvvZOvWrXZzXAF2c8m0a9eOqKgo+vTpw759+2jSpEllh1lpBg4caHvevn17unfvTnR0NN988w1eXl5OjKzq+fjjjxk4cCB16tSxtdXWz42cn/z8fEaPHo1hGMyYMcPutQceeMD2vH379ri7u3Pbbbcxbdo0PDw8KjvUSnPNNdfYnrdr14727dvTpEkTVqxYQZ8+fZwYWdXyySefcO211+Lp6WnXXhs+N45+bovUdspp7SmnLRvls3KhlM+WTDlt2dTWnLY657OaHqGChIaG4uLiUmzlufj4eCIjI50UlXPddddd/PLLLyxfvpx69eqVum/37t0B2Lt3b2WEVmUEBgbSvHlz9u7dS2RkJHl5eaSmptrtUxs/QwcPHmTp0qXcfPPNpe5XWz83RZ+H0r7fREZGFlswpqCggOTk5FrxeSpKcA8ePMiSJUvsRiWUpHv37hQUFHDgwIHKCbCKaNy4MaGhobb/Q7X9cwOwcuVKdu3addbvP1DzPjeOfm6X5edTZGRkid+Til6T6kM5bXHKac9OOW1xymdLp3z27JTPlp1y2uJqa05b3fNZFW0riLu7O126dGHZsmW2NovFwrJly+jRo4cTI6t8hmFw11138eOPP/Lbb7/RqFGjsx6zceNGAKKioio4uqolMzOTffv2ERUVRZcuXXBzc7P7DO3atYtDhw7Vus/QzJkzCQ8PZ/DgwaXuV1s/N40aNSIyMtLus5Kens7ff/9t+6z06NGD1NRU1q9fb9vnt99+w2Kx2H45qKmKEtw9e/awdOlSQkJCznrMxo0bMZvNxW6jqumOHDlCUlKS7f9Qbf7cFPn444/p0qULHTp0OOu+NeVzc7af22X5+dSjRw+2bNli9wtS0S+YrVu3rpw3IuVCOe0pymnLTjltccpnS6d8tnTKZ8+NctrialtOW2Py2UpZ7qyW+vrrrw0PDw9j1qxZxvbt241bb73VCAwMtFt5rja44447jICAAGPFihVGbGys7ZGVlWUYhmHs3bvXeOaZZ4x169YZMTExxk8//WQ0btzYuPzyy50cecV78MEHjRUrVhgxMTHGqlWrjL59+xqhoaFGQkKCYRiGcfvttxsNGjQwfvvtN2PdunVGjx49jB49ejg56spVWFhoNGjQwJg8ebJde2373GRkZBgbNmwwNmzYYADG66+/bmzYsMG2YuyLL75oBAYGGj/99JOxefNmY/jw4UajRo2M7Oxs2zkGDBhgdOrUyfj777+NP//802jWrJkxduxYZ72lclNa3+Tl5RnDhg0z6tWrZ2zcuNHue1DRip+rV682pk+fbmzcuNHYt2+f8cUXXxhhYWHGDTfc4OR3duFK65uMjAzjoYceMtasWWPExMQYS5cuNTp37mw0a9bMyMnJsZ2jNn5uiqSlpRne3t7GjBkzih1fkz83Z/u5bRhn//lUUFBgtG3b1rjqqquMjRs3GosWLTLCwsKMxx57zBlvSS6Qclor5bSOKactnfJZK+WzjimfLZ1yWseU05aspuSzKtpWsLfeesto0KCB4e7ublx00UXGX3/95eyQKh1Q4mPmzJmGYRjGoUOHjMsvv9wIDg42PDw8jKZNmxoPP/ywkZaW5tzAK8GYMWOMqKgow93d3ahbt64xZswYY+/evbbXs7OzjUmTJhlBQUGGt7e3MXLkSCM2NtaJEVe+xYsXG4Cxa9cuu/ba9rlZvnx5if+Pxo8fbxiGYVgsFuPJJ580IiIiDA8PD6NPnz7F+iwpKckYO3as4evra/j7+xsTJ040MjIynPBuyldpfRMTE+Pwe9Dy5csNwzCM9evXG927dzcCAgIMT09Po1WrVsYLL7xgl+RVV6X1TVZWlnHVVVcZYWFhhpubmxEdHW3ccsstxYowtfFzU+T99983vLy8jNTU1GLH1+TPzdl+bhtG2X4+HThwwBg4cKDh5eVlhIaGGg8++KCRn59fye9GyotyWuW0pVFOWzrls1bKZx1TPls65bSOKactWU3JZ00n34yIiIiIiIiIiIiIVAGa01ZERERERERERESkClHRVkRERERERERERKQKUdFWREREREREREREpApR0VZERERERERERESkClHRVkRERERERERERKQKUdFWREREREREREREpApR0VZERERERERERESkClHRVkRERERERERERKQKUdFWROQCmEwm5s6d6+wwKkReXh5NmzZl9erVFX6tiy++mO+//77CryMiIiIixSmnLR/KaUWkPKloKyJyhgkTJmAymTCZTLi5uREREUG/fv345JNPsFgsdvvGxsYycODAMp23uiXD7733Ho0aNeKSSy6p8Gs98cQTPProo8X6V0RERETOj3JaK+W0IlJdqWgrIlKCAQMGEBsby4EDB1i4cCG9e/fm3nvvZciQIRQUFNj2i4yMxMPDw4mRVgzDMHj77be56aabKuV6AwcOJCMjg4ULF1bK9URERERqA+W0ymlFpPpS0VZEpAQeHh5ERkZSt25dOnfuzP/93//x008/sXDhQmbNmmXb7/SRBnl5edx1111ERUXh6elJdHQ006ZNA6Bhw4YAjBw5EpPJZNvet28fw4cPJyIiAl9fX7p168bSpUvtYmnYsCEvvPACN954I35+fjRo0IAPPvjAbp8jR44wduxYgoOD8fHxoWvXrvz999+213/66Sc6d+6Mp6cnjRs3ZurUqXaJ+pnWr1/Pvn37GDx4sK1txYoVmEwmUlNTbW0bN27EZDJx4MABAGbNmkVgYCC//PILLVq0wNvbm1GjRpGVlcWnn35Kw4YNCQoK4p577qGwsNB2HhcXFwYNGsTXX39d6tdFRERERMpOOa1yWhGpvlS0FREpoyuvvJIOHTrwww8/lPj6m2++ybx58/jmm2/YtWsXs2fPtiWya9euBWDmzJnExsbatjMzMxk0aBDLli1jw4YNDBgwgKFDh3Lo0CG7c7/22mt07dqVDRs2MGnSJO644w527dplO0evXr04evQo8+bNY9OmTTzyyCO227JWrlzJDTfcwL333sv27dt5//33mTVrFs8//7zD97py5UqaN2+On5/fOfdTVlYWb775Jl9//TWLFi1ixYoVjBw5kgULFrBgwQI+//xz3n//fb777ju74y666CJWrlx5ztcTERERkbJTTls2ymlFxNlcnR2AiEh10rJlSzZv3lzia4cOHaJZs2b07NkTk8lEdHS07bWwsDAAAgMDiYyMtLV36NCBDh062LafffZZfvzxR+bNm8ddd91lax80aBCTJk0CYPLkyUyfPp3ly5fTokULvvzySxITE1m7di3BwcEANG3a1Hbs1KlTefTRRxk/fjwAjRs35tlnn+WRRx5hypQpJb6XgwcPUqdOnXPqmyL5+fnMmDGDJk2aADBq1Cg+//xz4uPj8fX1pXXr1vTu3Zvly5czZswY23F16tTh8OHDWCwWzGb9TVFERESkoiinPTvltCLibCraioicA8MwMJlMJb42YcIE+vXrR4sWLRgwYABDhgzhqquuKvV8mZmZPP3008yfP5/Y2FgKCgrIzs4uNiqhffv2tucmk4nIyEgSEhIA6+1cnTp1siW3Z9q0aROrVq2yG4VQWFhITk4OWVlZeHt7FzsmOzsbT0/PUmN3xNvb25bcAkRERNCwYUN8fX3t2oriL+Ll5YXFYiE3NxcvL6/zuraIiIiInJ1y2rNTTisizqairYjIOdixYweNGjUq8bXOnTsTExPDwoULWbp0KaNHj6Zv377Fbpk63UMPPcSSJUt49dVXadq0KV5eXowaNYq8vDy7/dzc3Oy2TSaT7VaxsyWDmZmZTJ06lauvvrrYa46S2NDQULZs2VLqeQG7ObxKi7W0+IskJyfj4+Oj5FZERESkgimntaecVkSqIhVtRUTK6LfffmPLli3cf//9Dvfx9/dnzJgxjBkzhlGjRjFgwACSk5MJDg7Gzc2tWEK4atUqJkyYwMiRIwFrMlq0AEJZtW/fno8++sh2nTN17tyZXbt22d1edjadOnVixowZJY7CiI+PJzAwEID9+/efU6yl2bp1K506dSq384mIiIhIccpprZTTikhVpwlWRERKkJubS1xcHEePHuXff//lhRdeYPjw4QwZMoQbbrihxGNef/11vvrqK3bu3Mnu3bv59ttviYyMtCWDDRs2ZNmyZcTFxZGSkgJAs2bN+OGHH9i4cSObNm1i3Lhxxf5afzZjx44lMjKSESNGsGrVKvbv38/333/PmjVrAHjqqaf47LPPmDp1Ktu2bWPHjh18/fXXPPHEEw7P2bt3bzIzM9m2bVux1x599FF27tzJmjVrmDp1KgDr1q0rNpLiXK1cufKst96JiIiISNkpp1VOKyLVl4q2IiIlWLRoEVFRUTRs2JABAwawfPly3nzzTX766SdcXFxKPMbPz4+XX36Zrl270q1bNw4cOMCCBQtsCxC89tprLFmyhPr169v++v76668TFBTEJZdcwtChQ+nfvz+dO3c+p1jd3d359ddfCQ8PZ9CgQbRr144XX3zRFmf//v355Zdf+PXXX+nWrRsXX3wx06dPt1tU4kwhISGMHDmS2bNnF3utffv29OjRgxEjRvDQQw/RqVMn7r33XnJycs4p7tMdPXqU1atXM3HixPM+h4iIiIjYU06rnFZEqi+TYRiGs4MQEZGqZ/PmzfTr1499+/bh6+vLihUr6N27NykpKbaRFuVl8uTJpKSk8MEHH5TreUVERESkdlNOKyLVlUbaiohIidq3b89LL71ETExMhV8rPDycZ599tsKvIyIiIiK1i3JaEamuNNJWRETKpCJHJYiIiIiIVAbltCJSXahoKyIiIiIiIiIiIlKFaHoEERERERERERERkSpERVsRERERERERERGRKkRFWxEREREREREREZEqREVbERERERERERERkSpERVsRERERERERERGRKkRFWxEREREREREREZEqREVbERERERERERERkSpERVsRERERERERERGRKkRFWxEREREREREREZEqREVbERERERERERERkSpERVsRERERERERERGRKkRFWxEREREREREREZEqREVbERERERERERERkSpERVsREWHWrFmYTCYOHDjg7FBERERELljDhg2ZMGGCs8Mo1bnkX1Xh/Rw+fBhPT09WrVrl1DgqQlV5b4MGDeKWW25xagznY9GiRfj6+pKYmFjstYsvvphHHnnknI4RESsVbUWk1itKmNetW+fsUEqVlZXF008/zYoVK5wdSjH//PMPkyZNokuXLri5uWEymZwdkoiIiNRAW7ZsYdSoUURHR+Pp6UndunXp168fb731lrNDq9Kef/55hg0bRkREBCaTiaeffrrU/bds2YLJZOKff/6xtT3zzDN0796dSy+91Na2a9cu7r//fi655BI8PT2rzCCAvLw8rrzySkwmE8OHD6ewsLDU/Ut6b46ca9778ccf06pVKzw9PWnWrJnDz+qqVav49ddfmTx58lljOBepqanceuuthIWF4ePjQ+/evfn333/LdOyECRMwmUzFHi1btrTbb8CAATRt2pRp06YVO8fkyZN55513iIuLK/MxImKloq2ISDWRlZXF1KlTq2TRdsGCBXz00UeYTCYaN27s7HBERESkBlq9ejVdu3Zl06ZN3HLLLbz99tvcfPPNmM1m3njjDbt9d+3axYcffuikSMvm+uuvJzs7m+jo6Aq/1hNPPMHatWvp1KlTmfafP38+4eHhdOvWDYDExEQ+/fRTbr/9drv91qxZw5tvvklGRgatWrUq97jPh2EYTJw4keXLlzN48GDmzZvHPffc43B/R+/NkXPJe99//31uvvlm2rRpw1tvvUWPHj245557eOmll4rt+8orr9CnTx+aNm1apjjKwmKxMHjwYL788kvuuusuXn75ZRISErjiiivYs2dPmc7h4eHB559/bvd45ZVXiu1322238f7775ORkWHXPnz4cPz9/Xn33XfLfIyInGSIiNRyM2fONABj7dq1zg6lRIWFhUZ2draRmJhoAMaUKVPK/RpFfRATE3Nex8fFxRlZWVmGYRjGnXfeaejHi4iIiJS3QYMGGWFhYUZKSkqx1+Lj4ys/oEoUHR1tjB8//ryPL8rxyppPXnbZZXbXe/311w0vLy8jIyPDbr+kpCQjPT3dMAzDeOWVV84pnyzKP8vb5MmTDZPJZLzzzjuGYRjGs88+awDGiy++WOL+jt6bI2XNe7OysoyQkBBj8ODBdu3XXnut4ePjYyQnJ9va4uPjDVdXV+Ojjz4qUwxlNWfOHAMwvv32W1tbQkKCERgYaIwdO/asx48fP97w8fEp07Xi4+MNFxcX4+OPPy722l133WVER0cbFoulzMeIiGFopK2ISAkmTJiAr68vR48eZcSIEfj6+hIWFsZDDz1ku70qPz+f4OBgJk6cWOz49PR0PD09eeihh2xtubm5TJkyhaZNm+Lh4UH9+vV55JFHyM3NtTvWZDJx1113MXv2bNq0aYOHhwfvvfceYWFhAEydOtV2a9Lpt7bt3LmTUaNGERwcjKenJ127dmXevHnFYtu2bRtXXnklXl5e1KtXj+eeew6LxVJsv7S0NHbu3ElaWtpZ+ysiIgIvL6+z7lcSwzDo3bs3YWFhJCQk2Nrz8vJo164dTZo04cSJE+d1bhEREak59u3bR5s2bQgMDCz2Wnh4uN12SXPAbt68mV69etnlQDNnzix2S3/Dhg0ZMmQIK1asoGvXrnh5edGuXTvb3U4//PAD7dq1w9PTky5durBhw4Zi8fz2229cdtll+Pj4EBgYyPDhw9mxY4fdPiXNaWsYBs899xz16tXD29ub3r17s23bNof9sW/fPscddkZ/lFVqaiqrV69m8ODBtra5c+fSvXt3fH197fYNDg7Gz8+vzOc+H2XNoQHeffddXn75Zd59910mTZoEWEcZP/fcczz22GN89dVXxY5x9N4cKWveu3z5cpKSkmxxFLnzzjs5ceIE8+fPt7XNnz+fgoIC+vbta2srjxz5u+++IyIigquvvtrWFhYWxujRo/npp59K7MOSFBYWkp6eXuo+4eHhtG/fnp9++qnYa/369ePgwYNs3LixzMeIiKZHEBFxqLCwkP79+xMSEsKrr75Kr169eO211/jggw8AcHNzY+TIkcydO5e8vDy7Y+fOnUtubi7XXHMNYL01adiwYbz66qsMHTqUt956ixEjRjB9+nTGjBlT7Nq//fYb999/P2PGjOGNN96gW7duzJgxA4CRI0fabk0qSsC2bdvGxRdfzI4dO3j00Ud57bXX8PHxYcSIEfz444+288bFxdG7d282btzIo48+yn333cdnn31W7JZCgB9//JFWrVrZHV8RTCYTn3zyCTk5OXa3pU2ZMoVt27Yxc+ZMfHx8KjQGERERqfqio6NZv349W7duPedjjx49aiuAPvbYY9x///3Mnj27xBwIYO/evYwbN46hQ4cybdo0UlJSGDp0KLNnz+b+++/nuuuuY+rUqezbt4/Ro0fb/QF86dKl9O/fn4SEBJ5++mkeeOABVq9ezaWXXnrW+V6feuopnnzySTp06MArr7xC48aNueqqq0oszvXp04c+ffqcc1+czeLFizGZTFx11VWAdaDC2rVr6dy5c7lf62zOJYeeN28e9957L++9916xqQ4ef/xxnn/+eSZMmMDy5ctt7RX53oqK+V27drVr79KlC2az2a7Yv3r1akJCQuymyiiPHHnDhg107twZs9m+9HPRRReRlZXF7t27z/o+srKy8Pf3JyAggODgYO68804yMzNL3LdLly6sXr26xHagxIXeHB0jIuj+VRGRkqZHGD9+vAEYzzzzjN2+nTp1Mrp06WLbXrx4sQEYP//8s91+gwYNMho3bmzb/vzzzw2z2WysXLnSbr/33nvPAIxVq1bZ2gDDbDYb27Zts9u3tNvZ+vTpY7Rr187IycmxtVksFuOSSy4xmjVrZmu77777DMD4+++/bW0JCQlGQEBAsdvZivpl5syZxa5XmvOdHuH99983AOOLL74w/vrrL8PFxcW47777zvk8IiIiUjP9+uuvhouLi+Hi4mL06NHDeOSRR4zFixcbeXl5xfY9czqBu+++2zCZTMaGDRtsbUlJSUZwcHCxHCg6OtoAjNWrV9vainI+Ly8v4+DBg7b2ovxl+fLltraOHTsa4eHhRlJSkq1t06ZNhtlsNm644QZb25nTUyUkJBju7u7G4MGD7W4j/7//+z8DKDY9QnR0tBEdHX2WXrNXlukRrr/+eqNXr1627b179xqA8dZbb5V67oqYHuFccujzUdb35khpee+dd95puLi4lPhaWFiYcc0119i2e/bsafc7xukuJEf28fExbrzxxmLt8+fPNwBj0aJFpR7/6KOPGpMnTzbmzJljfPXVV7bfkS699FIjPz+/2P4vvPCCAZQ4XYm7u7txxx13nNMxIrWdRtqKiJTizL/SX3bZZezfv9+2feWVVxIaGsqcOXNsbSkpKSxZssTur//ffvstrVq1omXLlhw/ftz2uPLKKwHs/uIP0KtXL1q3bl2mGJOTk/ntt98YPXo0GRkZtnMnJSXRv39/9uzZw9GjRwHrwgkXX3wxF110ke34sLAwrr322mLnnTBhAoZhFLu1sKLceuut9O/fn7vvvpvrr7+eJk2a8MILL1TKtUVERKTq69evH2vWrGHYsGFs2rSJl19+mf79+1O3bt0Sp4Q63aJFi+jRowcdO3a0tQUHB5eYAwG0bt2aHj162La7d+8OWHO/Bg0aFGsvyg9jY2PZuHEjEyZMIDg42LZf+/bt6devHwsWLHAY49KlS8nLy+Puu+/GZDLZ2u+7774S9z9w4MBZR+6eK4vFwqJFi+ymRkhKSgIgKCjogs6dkpJilwcXjdY8ve348eNkZWXZjjnXHPpcldd7K0l2djbu7u4lvubp6Ul2drZdHI5iuJAcOTs7Gw8PjxKvX/R6aaZNm8aLL77I6NGjueaaa5g1axbPP/88q1at4rvvviu2f9F7OH78eImvOWp3dIxIbefq7ABERKoqT09P2zyyRYKCgkhJSbFtu7q68p///Icvv/yS3NxcPDw8+OGHH8jPz7cr2u7Zs4cdO3YUO1+R0+epAmjUqFGZ49y7dy+GYfDkk0/y5JNPOjx/3bp1OXjwoO2Xi9O1aNGizNe7EHFxcXbbAQEBdnOCffzxxzRp0oQ9e/awevXq854nV0RERGqmbt268cMPP5CXl8emTZv48ccfmT59OqNGjWLjxo0O/+h98OBBuyJskaZNm5a4/+mFWbDmLAD169cvsb0oPzx48CBQcm7VqlUrFi9ezIkTJ0q8rb3o2GbNmtm1h4WFVUhRsSRr164lMTHRrmhbxDCMCzp3p06dbO/xdGfmx1OmTLGt23CuOfT5OvO9ZWZm2k0B4OLi4jAGR7y8vIpNoVYkJyenWJ5bWv+WliPn5eWRnJxst39YWBguLi54eXmVOG9tTk6OLcZzdf/99/Pkk0+ydOlS21RwZ76H0//ocPprjtodHSNS26loKyLigIuLS5n2u+aaa3j//fdZuHAhI0aM4JtvvqFly5Z06NDBto/FYqFdu3a8/vrrJZ7jzF8AziWBKppD7aGHHqJ///4l7uPoF5LKFhUVZbc9c+ZMu5G8K1assCWWW7ZsKfGXKxERERF3d3e6detGt27daN68ORMnTuTbb79lypQp5XJ+R3mgo/YLLWhWFQsWLKBhw4Z2xe+QkBAAu4EL52P27Nl2Izt//fVXXnnlFZYsWWK3X+PGjW3PzzWHPleO3turr77K1KlTbdvR0dHnPKo5KiqKwsJCEhIS7BbKy8vLIykpiTp16tjFUVr/lpYjr169mt69e9vtHxMTQ8OGDYmKiiI2NrbY+YraTo+hrLy8vAgJCSlWKIZT/RgaGlrstdTU1BLbSztGpLZT0VZE5AJdfvnlREVFMWfOHHr27Mlvv/3G448/brdPkyZN2LRpE3369DnvvyI7Oq4osXVzc7NbcbYk0dHR7Nmzp1j7rl27ziumc3VmUt6mTRvb89jYWO6++26uuuoq3N3dbUXo0xdkEBERETlT0UJPJRWnikRHR7N3795i7SW1XYiivKWk3Grnzp2EhoY6XDyq6Ng9e/bYFS4TExMvuGBaVvPnz2fQoEF2bQ0aNMDLy4uYmJgLOvell15qt33kyBGAUvPX8sihS+Povd1www307NnTtn0+I1KLpuJYt26dXZ+uW7cOi8ViN1VHy5Yt+f7770s8z9ly5A4dOhTLsSMjI20xrFy5EovFYrcY2d9//423tzfNmzc/5/dVNB1bSSOPY2JiCA0NLfba0aNHycvLo1WrVmU+RkRAc9qKiFwgs9nMqFGj+Pnnn/n8888pKCgotprt6NGjOXr0KB9++GGx47Ozs0tcEfhM3t7egPWv1KcLDw/niiuu4P333y/xl5XExETb80GDBvHXX3/xzz//2L0+e/bsYselpaWxc+dO0tLSzhpbWfXt29fucfrI21tuuQWLxcLHH3/MBx98gKurKzfddFONGbkiIiIiF2b58uUl5gVF88SWNt1T//79WbNmDRs3brS1JScnl5gDXYioqCg6duzIp59+apezbd26lV9//bVYQfR0ffv2xc3Njbfeesvuff7vf/8rcf99+/axb9++8gqd+Ph4/v3332JTI7i5udG1a1fWrVtXbtcqq/LIoUvj6L01btzYLmc9s+BcFldeeSXBwcHMmDHDrn3GjBl4e3vb9XOPHj1ISUmxWzujyNly5KCgoGI5dtGctaNGjSI+Pp4ffvjBdr7jx4/z7bffMnToULv5bs/8POXk5JCRkVEsnmeffRbDMBgwYECx19avX1/inXLr168H4JJLLinzMSKikbYiIuVizJgxvPXWW0yZMoV27doV+yvy9ddfzzfffMPtt9/O8uXLufTSSyksLGTnzp188803LF682DZKxBEvLy9at27NnDlzaN68OcHBwbRt25a2bdvyzjvv0LNnT9q1a8ctt9xC48aNiY+PZ82aNRw5coRNmzYB8Mgjj/D5558zYMAA7r33Xnx8fPjggw+Ijo5m8+bNdtf78ccfmThxYrEpDEpy8OBBPv/8cwBb0vvcc88B1lEj119/fanHz5w5k/nz5zNr1izq1asHwFtvvcV1113HjBkzmDRpUqnHi4iISM139913k5WVxciRI2nZsiV5eXmsXr2aOXPm0LBhQyZOnOjw2EceeYQvvviCfv36cffdd+Pj48NHH31EgwYNSE5OLtdRnK+88goDBw6kR48e3HTTTWRnZ/PWW28REBBgm6u1JGFhYTz00ENMmzaNIUOGMGjQIDZs2MDChQtLvHW8T58+AGW6bf/zzz/n4MGDtkW+/vjjD1uudv311xMdHc2CBQvw9PQsdqs9wPDhw3n88cdJT0/H39/f1p6WlsZbb70FwKpVqwB4++23CQwMJDAwkLvuuuussZWmPHLos3H03hwpa97r5eXFs88+y5133sl///tf+vfvz8qVK/niiy94/vnn7RaqGzx4MK6urixdupRbb73V1n6hOfKoUaO4+OKLmThxItu3byc0NJR3332XwsJCu+kfoPjnKS4ujk6dOjF27FhatmwJwOLFi1mwYAEDBgxg+PDhdscnJCSwefNm7rzzzmJxLFmyhAYNGtCpU6cyHyMigCEiUsvNnDnTAIy1a9fa2saPH2/4+PgU23fKlClGSd86LRaLUb9+fQMwnnvuuRKvk5eXZ7z00ktGmzZtDA8PDyMoKMjo0qWLMXXqVCMtLc22H2DceeedJZ5j9erVRpcuXQx3d3cDMKZMmWJ7bd++fcYNN9xgREZGGm5ubkbdunWNIUOGGN99953dOTZv3mz06tXL8PT0NOrWrWs8++yzxscff2wARkxMTLF+mTlzZomxnG758uUGUOKjV69epR57+PBhIyAgwBg6dGix10aOHGn4+PgY+/fvP2sMIiIiUrMtXLjQuPHGG42WLVsavr6+hru7u9G0aVPj7rvvNuLj4+32jY6ONsaPH2/XtmHDBuOyyy4zPDw8jHr16hnTpk0z3nzzTQMw4uLi7I4dPHhwseuXlKPFxMQYgPHKK6/YtS9dutS49NJLDS8vL8Pf398YOnSosX37drt9inKt0/OvwsJCY+rUqUZUVJTh5eVlXHHFFcbWrVtLfD/R0dFGdHT0WXrNqlevXg5zteXLlxuGYRijRo0yBg0aVOLx8fHxhqurq/H555+X+P5LepwttqL3fzZlzaHPl6P35si55r0ffPCB0aJFC8Pd3d1o0qSJMX36dMNisRTbb9iwYUafPn1s2+WVIycnJxs33XSTERISYnh7exu9evWy+72nyJmfp5SUFOO6664zmjZtanh7exseHh5GmzZtjBdeeMHIy8srdvyMGTMMb29vIz093a69sLDQiIqKMp544okyHyMiVibD0H2nIiIiIiIiUvvcd999vP/++2RmZpZ5EdqaqKCggJCQEKZNm+Zw9OZNN93E7t27WblyZSVHV/GqwntbuXIlV1xxBTt37qRZs2ZOi+N8derUiSuuuILp06fbtc+dO5dx48axb9++YosSOzpGRKxUtBUREREREZEaLzs7225BqaSkJJo3b07nzp2LLeRU2yQkJPDuu+9y2223FSusFTl06BDNmzdn2bJl5zXHa1VWVd7bwIEDqVevXolz+FZlixYtYtSoUezfv5/w8HC713r06MFll13Gyy+/XOZjRMRKRVsRERERERGp8Tp27MgVV1xBq1atiI+P5+OPP+bYsWMsW7aMyy+/3NnhiYiI2NFCZCIiIiIiIlLjDRo0iO+++44PPvgAk8lE586d+fjjj1WwFRGRKkkjbUVERERERERERESqELOzAxARERERERERERGRU1S0FREREREREREREalCVLQVkRrh5ZdfpmXLllgsFqdcf8KECTRs2NAp164oTz/9NCaTqVzPuWLFCkwmEytWrCjX854uKSkJHx8fFixYUGHXEBEREamuLiRvdnbOWxH5aVmYTCaefvpp2/Z7771HgwYNyM3NrfRYRKT2UNFWRKq99PR0XnrpJSZPnozZbP9tLTU1FU9PT0wmEzt27Lig6xw7doynn36ajRs3XtB5aoN3332XWbNmOeXaISEh3HzzzTz55JNOub6IiIhIVVVS3mwymewePj4+tG7dmueee46srCwnR1w1TZgwgby8PN5//31nhyIiNZiKtiJS7X3yyScUFBQwduzYYq99++23mEwmIiMjmT179gVd59ixY0ydOrXEou2HH37Irl27Luj8NYmjou3ll19OdnZ2ha/SfPvtt/Pvv//y22+/Veh1RERERKoTR3lzv379+Pzzz/n888957bXX6NSpE08++STjx4+328/ZOe8TTzxBdna2065fxNPTk/Hjx/P666+jtd1FpKKoaCsi1d7MmTMZNmwYnp6exV774osvGDRoEGPHjuXLL7+ssBjc3Nzw8PCosPOXlcViIScnp8TXTpw4UcnRFGc2m/H09Cw2Irq8tWrVirZt2zpttK+IiIhIVeQob27evDnXXXcd1113HbfffjuzZ89m1KhR/PDDD3a5pbNy3qI81tXVtcSc3xlGjx7NwYMHWb58ubNDEZEaSkVbEanWYmJi2Lx5M3379i322qFDh1i5ciXXXHMN11xzDTExMaxevbrYfldccQVt27Zl+/bt9O7dG29vb+rWrcvLL79s22fFihV069YNgIkTJ9puHysqCp7L/F45OTk8/fTTNG/eHE9PT6Kiorj66qvZt2+fbZ8TJ07w4IMPUr9+fTw8PGjRogWvvvpqsb/km0wm7rrrLmbPnk2bNm3w8PBg0aJFzJo1C5PJxO+//86kSZMIDw+nXr16tuMWLlzIZZddho+PD35+fgwePJht27adNfaZM2dy5ZVXEh4ejoeHB61bt2bGjBl2+zRs2JBt27bx+++/2/rpiiuusPVjSXPafvvtt3Tp0gUvLy9CQ0O57rrrOHr0qN0+EyZMwNfXl6NHjzJixAh8fX0JCwvjoYceorCwsFis/fr14+eff9boBxERERFKz5tLEhkZiclkwtXV1dZ2Zs574MABTCYTr776Kh988AFNmjTBw8ODbt26sXbtWrvzbd68mQkTJtC4cWM8PT2JjIzkxhtvJCkpyW6/onlrt2/fzrhx4wgKCqJnz552r50ez5nTOxQ9Tp+DNjc3lylTptC0aVM8PDyoX78+jzzySLE5aXNzc7n//vsJCwvDz8+PYcOGceTIkRL7p0uXLgQHB/PTTz+VqT9FRM6V69l3ERGpuoqKsJ07dy722ldffYWPjw9DhgzBy8uLJk2aMHv2bC655JJi+6akpDBgwACuvvpqRo8ezXfffcfkyZNp164dAwcOpFWrVjzzzDM89dRT3HrrrVx22WUAJZ6rNIWFhQwZMoRly5ZxzTXXcO+995KRkcGSJUvYunUrTZo0wTAMhg0bxvLly7npppvo2LEjixcv5uGHH+bo0aNMnz7d7py//fYb33zzDXfddRehoaE0bNjQNoXDpEmTCAsL46mnnrKNUPj8888ZP348/fv356WXXiIrK4sZM2bQs2dPNmzYUGrxecaMGbRp04Zhw4bh6urKzz//zKRJk7BYLNx5550A/O9//+Puu+/G19eXxx9/HICIiAiH55w1axYTJ06kW7duTJs2jfj4eN544w1WrVrFhg0bCAwMtOu//v370717d1599VWWLl3Ka6+9RpMmTbjjjjvsztulSxemT5/Otm3baNu2bVm/RCIiIiI1Uml5c05ODsePHwesgwdWrVrFp59+yrhx4+yKto58+eWXZGRkcNttt2EymXj55Ze5+uqr2b9/P25ubgAsWbKE/fv3M3HiRCIjI9m2bRsffPAB27Zt46+//iq2wNh///tfmjVrxgsvvODwj/C33XZbsSL0okWLmD17NuHh4YD1TrRhw4bx559/cuutt9KqVSu2bNnC9OnT2b17N3PnzrUde/PNN/PFF18wbtw4LrnkEn777TcGDx7s8H137tyZVatWnbV/RETOiyEiUo098cQTBmBkZGQUe61du3bGtddea9v+v//7PyM0NNTIz8+3269Xr14GYHz22We2ttzcXCMyMtL4z3/+Y2tbu3atARgzZ84sdq3x48cb0dHRZ433k08+MQDj9ddfL/aaxWIxDMMw5s6dawDGc889Z/f6qFGjDJPJZOzdu9fWBhhms9nYtm2b3b4zZ840AKNnz55GQUGBrT0jI8MIDAw0brnlFrv94+LijICAALv2KVOmGGf+mMjKyioWd//+/Y3GjRvbtbVp08bo1atXsX2XL19uAMby5csNwzCMvLw8Izw83Gjbtq2RnZ1t2++XX34xAOOpp56ytY0fP94AjGeeecbunJ06dTK6dOlS7FqrV682AGPOnDnFXhMRERGpbRzlzUCJjxEjRhg5OTl2+56Z88bExBiAERISYiQnJ9vaf/rpJwMwfv75Z1tbSXnkV199ZQDGH3/8YWsrykHHjh1bbP+S8tPT7dmzxwgICDD69etny4E///xzw2w2GytXrrTb97333jMAY9WqVYZhGMbGjRsNwJg0aZLdfuPGjTMAY8qUKcWud+uttxpeXl4O4xERuRCaHkFEqrWkpCRcXV3x9fW1a9+8eTNbtmyxW2Rh7NixHD9+nMWLFxc7j6+vL9ddd51t293dnYsuuoj9+/eXa7zff/89oaGh3H333cVeKxpdsGDBAlxcXLjnnnvsXn/wwQcxDIOFCxfatffq1YvWrVuXeL1bbrkFFxcX2/aSJUtITU219UXRw8XFhe7du591Ti4vLy/b87S0NI4fP06vXr3Yv38/aWlppb/5Eqxbt46EhAQmTZpkNz/Z4MGDadmyJfPnzy92zO233263fdlll5X4dQoKCgKwjRoRERERqc0c5c0Aw4cPZ8mSJSxZsoSffvqJxx57jEWLFjFu3LgyTTU1ZswYW+4F2O5KOz1HOz2PLBrZe/HFFwPw77//FjvnmTnf2Zw4cYKRI0cSFBTEV199ZcuBv/32W1q1akXLli3t8t8rr7wSwJb/LliwAKBYDn7fffc5vGZQUBDZ2dlkZWWdU6wiImWh6RFEpEb64osv8PHxoXHjxuzduxewrvLasGFDZs+eXew2p3r16hW7JSsoKIjNmzef1/UTExPt5ln19fXF19eXffv20aJFi1JvMzt48CB16tTBz8/Prr1Vq1a210/XqFEjh+c687U9e/YA2JLUM/n7+zs8F8CqVauYMmUKa9asKZacpqWlERAQUOrxZyp6Ly1atCj2WsuWLfnzzz/t2jw9PQkLC7NrCwoKIiUlpdjxRb9gnPl1FRERERF79erVs5tmYNiwYYSEhPDQQw/xyy+/MHTo0FKPb9Cggd12UQH39BwtOTmZqVOn8vXXX5OQkGC3f0l//C8txy3JLbfcwr59+1i9ejUhISG29j179rBjx45iOWSRolgOHjyI2WymSZMmdq+XlKcWUb4pIhVJRVsRqdZCQkIoKCggIyPDVuQ0DIOvvvqKEydOlDgCNSEhgczMTLtRBqePRj1dWUYWlKRbt252xdUpU6bYLYZQnk4ftXC21ywWC2Cd1zYyMrLY/qUVk/ft20efPn1o2bIlr7/+OvXr18fd3Z0FCxYwffp027krkqOvU0mKfkkIDQ2tqHBEREREqo2S8ubS9OnTB4A//vjjrEXbsuTSo0ePZvXq1Tz88MN07NgRX19fLBYLAwYMKDGPLC3HPdMbb7zBV199xRdffEHHjh3tXrNYLLRr147XX3+9xGPr169f5uucKSUlBW9v73OKVUSkrFS0FZFqrWXLloB1Ndz27dsD8Pvvv3PkyBGeeeYZ2+jUIikpKdx6663MnTvXbjqEsjiXv6DPnj2b7Oxs23bjxo0BaNKkCX///Tf5+fm2RRnOFB0dzdKlS4sl1Dt37rS9fr6KRg6Eh4eXeeXgIj///DO5ubnMmzfPbjRFSVMqlLWvit7Lrl27io3+3bVr1wW915iYGIBinwERERGR2qikvLk0BQUFAGRmZl7wtVNSUli2bBlTp07lqaeesrUX3QV2IVauXMlDDz3Efffdx7XXXlvs9SZNmrBp0yb69OlTao4aHR2NxWKx3RlXZNeuXQ6PiYmJUa4pIhVGc9qKSLXWo0cPwDo3apGiqREefvhhRo0aZfe45ZZbaNasGbNnzz7na/n4+ACQmpp61n0vvfRS+vbta3sUFW3/85//cPz4cd5+++1ixxSNRBg0aBCFhYXF9pk+fTomk4mBAweec+xF+vfvj7+/Py+88AL5+fnFXk9MTHR4bNEIitNHTKSlpTFz5sxi+/r4+JSpn7p27Up4eDjvvfceubm5tvaFCxeyY8eOUlfrPZv169cTEBBAmzZtzvscIiIiIjVFSXlzaX7++WcAOnTocMHXLimPBPjf//53QeeNjY1l9OjR9OzZk1deeaXEfUaPHs3Ro0f58MMPi72WnZ3NiRMnAGw59ptvvlnmGP/9918uueSS84xeRKR0GmkrItVa48aNadu2LUuXLuXGG28kNzeX77//nn79+tktbHW6YcOG8cYbb5CQkEB4eHiZr9WkSRMCAwN577338PPzw8fHh+7du5/TfFs33HADn332GQ888AD//PMPl112GSdOnGDp0qVMmjSJ4cOHM3ToUHr37s3jjz/OgQMH6NChA7/++is//fQT9913X7F5ts6Fv78/M2bM4Prrr6dz585cc801hIWFcejQIebPn8+ll15aYkEZ4KqrrsLd3Z2hQ4dy2223kZmZyYcffkh4eDixsbF2+3bp0oUZM2bw3HPP0bRpU8LDw0ucR9fNzY2XXnqJiRMn0qtXL8aOHUt8fDxvvPEGDRs25P777z/v97pkyRKGDh2qOcZEREREKJ43n2737t188cUXAGRlZfHXX3/x6aef0rRpU66//voLvra/vz+XX345L7/8Mvn5+dStW5dff/3VdmfU+brnnntITEzkkUce4euvv7Z7rX379rRv357rr7+eb775httvv53ly5dz6aWXUlhYyM6dO/nmm29YvHgxXbt2pWPHjowdO5Z3332XtLQ0LrnkEpYtW2ZbH+NM69evJzk5meHDh1/QexARcURFWxGp9m688UaeeuopsrOzWbhwIampqaXOuzV06FBee+01vv7662Krw5bGzc2NTz/9lMcee4zbb7+dgoICZs6ceU5FWxcXFxYsWMDzzz/Pl19+yffff09ISAg9e/akXbt2AJjNZubNm8dTTz3FnDlzmDlzJg0bNuSVV17hwQcfLPO1HBk3bhx16tThxRdf5JVXXiE3N5e6dety2WWXMXHiRIfHtWjRgu+++44nnniChx56iMjISO644w7CwsKKJf5PPfUUBw8e5OWXXyYjI4NevXo5XPxswoQJeHt78+KLLzJ58mR8fHwYOXIkL730EoGBgef1Hnfu3MnWrVsvePSGiIiISE1yet58+jysS5YsYcmSJYA1X42KiuLmm2/m2Weftd1tdqG+/PJL7r77bt555x0Mw+Cqq65i4cKF1KlT57zPWbT47wMPPFDstSlTptC+fXvMZjNz585l+vTpfPbZZ/z44494e3vTuHFj7r33Xpo3b2475pNPPiEsLIzZs2czd+5crrzySubPn1/ivLfffvstDRo0cJjjiohcKJNxvqvsiIhUEWlpaTRu3JiXX36Zm266ydnhSBVw33338ccff7B+/XqNtBURERE5SXlz+cjNzaVhw4Y8+uij3Hvvvc4OR0RqKM1pKyLVXkBAAI888givvPJKiSvPSu2SlJTERx99xHPPPaeCrYiIiMhplDeXj5kzZ+Lm5sbtt9/u7FBEpAbTSFsRERERERERERGRKkQjbUVERERERERERESqEBVtRURERERERERERKoQFW1FREREREREREREqhAVbUVERERERERERESqEBVtRURERERERERERKoQV2cHUNksFgvHjh3Dz88Pk8nk7HBERERE5BwYhkFGRgZ16tTBbK694w+U04qIiIhUT2XNZ2td0fbYsWPUr1/f2WGIiIiIyAU4fPgw9erVc3YYTqOcVkRERKR6O1s+W+uKtn5+foC1Y/z9/SvlmhaLhcTERMLCwmr1iJCSqG8cU984pr5xTH1TOvWPY+obx9Q3jjmjb9LT06lfv74tp6utKjun1f8Dx9Q3pVP/OKa+cUx945j6xjH1jWPqm9JVdv+UNZ+tdUXbotvH/P39K7Vom5OTg7+/v/5znEF945j6xjH1jWPqm9KpfxxT3zimvnHMmX1T26cEqOycVv8PHFPflE7945j6xjH1jWPqG8fUN46pb0rnrP45Wz6rr5SIiIiIiIiIiIhIFaKirYiIiIiIiIiIiEgVoqKtiIiIiIiIiIiISBVS6+a0FRERERERERERuVCGYVBQUEBhYaGzQymVxWIhPz+fnJwczWlbgvLuHxcXF1xdXS94DQYVbUVERERERERERM5BXl4esbGxZGVlOTuUszIMA4vFQkZGRq1fzLUkFdE/3t7eREVF4e7uft7nUNFWRERERERERESkjCwWCzExMbi4uFCnTh3c3d2rdDG0aERweYz+rInKs38MwyAvL4/ExERiYmJo1qzZeY/eVdFWRERERERERESkjPLy8rBYLNSvXx9vb29nh3NWKtqWrrz7x8vLCzc3Nw4ePEheXh6enp7ndR5NZCEiIiIiIiIiInKOND+sOFIenw19ukRERERERERERESqEKcWbf/44w+GDh1KnTp1MJlMzJ0796zHrFixgs6dO+Ph4UHTpk2ZNWtWhccpIiIiIuKIcloRERGpLQ4cOIDJZGLjxo1lPmbWrFkEBgY6PY7qxqlF2xMnTtChQwfeeeedMu0fExPD4MGD6d27Nxs3buS+++7j5ptvZvHixRUcqYiIiIhIyZTTioiISHVz+PBhbrzxRttCatHR0dx7770kJSWVelz9+vWJjY2lbdu2Zb7WmDFj2L1794WGXOs4dSGygQMHMnDgwDLv/95779GoUSNee+01AFq1asWff/7J9OnT6d+/f0WFKSIiIiLikHJaERERqU72799Pjx49aN68OV999RWNGjVi27ZtPPzwwyxcuJC//vqL4ODgYsfl5eXh7u5OZGTkOV3Py8sLLy+v8gq/1qhWc9quWbOGvn372rX179+fNWvWOCmisknMyGXB9iTmbjzKvE3HWLAlll+3xfHH7kTWHUhm69E09iVmkpCeQ6HFcHa4IiIiIlKBqmtO+/fBdH7ccJSfNh7ll83HWLQ1lt92xrN633E2Hk5lV1wGh5OzyMwtcHaoIiIiUoo777wTd3d3fv31V3r16kWDBg0YOHAgS5cu5ejRozz++OMANGzYkGeffZYbbrgBf39/br311hKnJZg3bx7NmjXD09OT3r178+mnn2IymUhNTQWKT4/w9NNP07FjRz7//HMaNmxIQEAA11xzDRkZGbZ9Fi1aRM+ePQkMDCQkJIQhQ4awb9++yuieKsOpI23PVVxcHBEREXZtERERpKenk52dXWLVPjc3l9zcXNt2eno6ABaLBYvFUrEBn5SVm8/RtBxS8l0wmUyl7nvLZY3w8Tj1ZUnMyCUjJ59QPw/8PFzPenx1Y7FYMAyj0r4W1Yn6xjH1jWPqm9KpfxxT3zhWK/rGMMCSDwU5UJBbhn+tz42CHLzTkrG0HQx1OlRKqDXh61Adc1qLxUJCRh7phZaz5qPt6gXQp2W4XduuuAwCvd0I9nHHzaVajRs5q1rxPeICqH8cU984pr5xTH3jWGX2TdG1ih7VQVGcSUlJLF68mOeeew5PT0+7+CMiIhg3bhxz5syxTfv06quv8uSTT/LUU0/ZnafovcfExDBq1Cjuuecebr75ZjZs2MDDDz9st8/pxxT9u2/fPubOncvPP/9MSkoKY8aMYdq0aTz//PMAZGZmcv/999O+fXsyMzOZMmUKI0eOZMOGDZjN5mJxlFf/lNfXsyiuknK1sn5Gq1XR9nxMmzaNqVOnFmtPTEwkJyenUmJITM4mJycHw6DUJNfVxURmahInTtvn74PpbD6WCYCHq5lQHzci/NyJ9Hcn3Net2ie9FouFtLQ0DMPAbK7e76W8qW8cU984pr4pnfrHMfWNY07vG8OAwjzM+ZmY8rMwFWRjys/BVFD0PNv6PD/bul1SW9F2QQ6mQmvR1VSYi6kw79Q255eg+gOpLp7kuEaV7/t24PQRGLWJM3NaU24aXlu/pNWRdHIMVwyTGTBhmEwYmDAw2z2vk+FFRpwXmExgMlNgwO6YdNt+nh4e+Hl5EuDjSZCvN14e7uDijmF2BRc3DLMbmF1P/eviBmY3DBd3MLtZz1uFOP17RBWn/nFMfeOY+sYx9Y1jldk3+fn5WCwWCgoKKCiwv8Nkw6FUNhxOPes5wvw8GNrePn/6eXMsiRm5Do44pVP9QDo1CCxzvIZhUFhYCMDOnTsxDIPmzZsXix2gRYsWpKSkEBsbC8AVV1zBvffea3v9wIEDALb3PmPGDJo3b860adMAaNKkCZs3b+bFF1+07VNUpCy6XlEh88MPP8TPzw+AcePGsWzZMlu+M3z4cLu43n//ferUqcPmzZtp27at7VwlfQ3O1en9U16DJYved1JSEm5ubnavlTWfrVZF28jISOLj4+3a4uPj8ff3dzg3xmOPPcYDDzxg205PT6d+/fqEhYXh7+9fofEWCQ4uJNLfnaDgUAyTCYvFIK/QQk5+Idl5hWTnW8jOK6DQgIiIELtjC4/m4+Nz6peo1AJITbGwKyUHsymHcH9PGgR70yTMhwh/z0p5P+XJYrGO1ggLC9MPnDOobxxT3zimvimd+scx9Y1jF9Q3hgG56ZCdCjmpkJth3c5NP/k8A1NOOuRl2LYpYdtkya+It1Zu/Lw98Q8PP/uO5cDTs/rlO2eqdjltUgbmtf+jZ1n3P1q8aXjxpvNiYAI3b3DzBDcvcPU6+a/nqfaiNjdPcPfF8PAHT3/w8AMP/1OP09tc3M5+cQf0/bN06h/H1DeOqW8cU984Vpl9k5OTQ0ZGBq6urri62pfWCjGRlX/2kZS5hRQ7NreQMh1biKnYsWXh5uaGi4sLAGazucRzFPVd0WvdunWz26/oedF737t3b7F9Lr74Yrt9zjyn2WymYcOGBAUF2Y6pW7cuiYmJtn327NnDlClT+Pvvvzl+/Lit8Hvs2DE6duxYLI7ycGZx9UIUve+QkJBi+WtZ89lqVbTt0aMHCxYssGtbsmQJPXr0cHiMh4cHHh4exdrNZnOlfYNzdQV3Vxd8PN3O+ZodGwQREeBFYkYuiRm5dnOEGUB8ei7x6blk51uICvQu58grh8lkqtSvR3WivnFMfeOY+qZ06h/H1DeOmUwmzAXZmLOT4MRxyE4p4yMVjEJnh3+K2e1kgcvDWuQq7V8Xj7Ps54HFxZ20zBwCml9aaZ+bmvD5rHY5bRUa2GrCgPwT1keZjykDV0/wDATvEPAJsf7rHQo+oSefh5x8Hgr+UdZ9TxuJo++fpVP/OKa+cUx945j6xrHK6huz2YzJZLI9Tufu6oKf59mLf97uxafQ9HYv27HurmeffvN0hmHY9m/WrBkmk4mdO3eWeI6dO3cSFBRE+Mk/yPv6+trtV/T89Pd+Zj+c2X76dtG/bm5udseYzWZb4R1g2LBhREdH8+GHH1KnTh0sFgtt27YlPz+/1Gufj9P7p7xG2hbFVdLnsayfT6cWbTMzM9m7d69tOyYmho0bNxIcHEyDBg147LHHOHr0KJ999hkAt99+O2+//TaPPPIIN954I7/99hvffPMN8+fPd9ZbqHCNw3xpHOZr207LzudYajZHU7I5lpZNUmYeAI1C7Qu2eQUWlmyPp2m4L41CfXB31TdzEREROxYLZB2HjDg4kQhZSdZ/bY/jcCIR04lEwjMTMRdkV15sZrcSRgb6WkcSunuDm88Z/3qDu8/J0YVFz0//9+Q+FzCasEQWC7kJCRBSOaNsq6oan9P6RWIZM5u01FQCAvwxY4BhsY4kP/1fW7vljNeLXjPAUkhhQR4ZWdlknMjiRHY2Wdk5GIX5+LhaaBnmCYUFUJgHlnzSMrOwFOTh62bgZuRDfrZ1buX8LMjPsW7nZ1nnZL4QBTmQGWd9lIWbN/hFgX8dTH5R+LoEQGRTCKwPQQ2tD3efC4tJRESqpS7RQXSJDjr7jiUY3rFuOUdTXEhICP369ePdd9/l/vvvt7vLJy4ujtmzZ3PDDTeUuXjZokWLYn+MXrt27QXFmJSUxK5du/jwww+57LLLAPjzzz8v6JzVkVOLtuvWraN379627aJbvsaPH8+sWbOIjY3l0KFDttcbNWrE/Pnzuf/++3njjTeoV68eH330Ef3796/02J0lwMuNAC83WkVZb4M7kVvAgaQT1A+2L9ruP57J7vgMdsdn4OZiomm4L23qBFAvyKvGLWYmIiJip2hKgvRYyDj9EQfpx6z/ZsRCZjxYzj7/lYnzGGjoGQBeQfYPz8AzCrGn/+t3atvT3zqSVaqNGp/TevhBi0HWAn14OFzg6CUXIPDkA6DQYhCblk1BoQGhpwqdhmHw4+oDpGRZC7Lh/h60qRNAy0g/PN1c7E9aWAAF2ScLuVnWImzeCcjLPDXtSNHUJDnpp6YqOf15dqr1DzmFeWd/E/lZkLwPkvdhAnxL2sc3AoIaQXAj678hTSC8NYQ0BVf3c+w1ERGR8vP2229zySWX0L9/f5577jkaNWrEtm3bePjhh6lbt65tMbCyuO2223j99deZPHkyN910Exs3bmTWrFnA+Y9aDQoKIiQkhA8++ICoqCgOHTrEo48+el7nqs6cWrS94oorSl2VreiLfOYxGzZsqMCoqhcfD1fa1Ako1n7g+KlbxvILDXbEZrAj1rpqb9u6AbSK8sfXo1rNjiEiImJVWAAZxyD1MKQegrST/6YegrQj1oJsflY5XcyE4R1MgUcQrv6RmHzDTt0yfWZRtujh4Q8u+hlbmyinvTAuZhP1gopP85WSlW8r2AIkpOeSkJ7Ayt2JNIvwpW3dAOoGnhyQ4OIKLif/+HEhDMNa6D1xHLKSrUXcrJPTomQdh8xE6/ef9GPWPwzllbKQSGa89XH4L/t2s6u1cBveylrEDW8FEW2to3M1uEJERCpBs2bNWLduHVOmTGH06NEkJycTGRnJiBEjmDJlCsHBwWU+V6NGjfjuu+948MEHeeONN+jRowePP/44d9xxR4lTO5WF2Wzm66+/5p577qFt27a0aNGCN998kyuuuOK8zlddmYzSMswaKD09nYCAANLS0iptITKLxUJCQgLh4eGVNueMxWJwNDWbXXEZ7EnIJCfffj49s8lEswhfukQHOXUBM2f0TXWhvnFMfeOY+qZ06h/HqlTfGAZkJkDyfusj5cBpxdnDkH70wueJ9Qmz3trsFwV+EeATbm3zCT3578nnXsFYTOaq0zdVjDM+N87I5aqiyu4HZ32PSM/JZ098BrviMolPzyn2eoivOx3rB9Iqyh83Fyf8/8xJx5J2lNTDOwg0Z2FOPwLJMZASY/33RELZz+UdAnW7nHx0hbqdwbvsvzRXVVXq50sVo75xTH3jmPrGscrsm5ycHGJiYmjUqFG1WCTVMAwKCgpwdXWtlLuvn3/+ed577z0OHz5c4dcqDxXRP6V9Rsqax2kYSA1lNpuoH+xN/WBvrmgRxr7EE2w9msahZOvII4thsCsuA18PV6cWbUVEpJYyDOsItKR9p4qzyUXPY6wj3c6Huy/41zlVkPUvKsxGgl8d67++Eed2a7Ll7Cv4ikjF8Pd0o0t0MF2ig0nMyGXrsTR2xmbYBiQkZebx+65Emob7Oqdo6+kP7r7kGUElTx2Rm2n9w1NKDBzfDQk7rI/EXcXn4c1Kgj2/Wh9FQltAo8utj4Y9a0QRV0REap53332Xbt26ERISwqpVq3jllVe46667nB1WtaeibS3g6mKmRaQfLSL9SMvKZ+uxNLYeTSMn30LHBoF2+xYUWlfqczHr1iwRESkHlkJIPWgtUNgeO63Fi/MpzHoFQUB9CGxgfdie17c+9wrS7cUiNVSYnwe9W4RzWdNQ9iZmsvlwGkdTs2kZ5Y+3u/2vNfmFFucUcc/k4QuRba2P0xXmW/9IlbAd4rfDsQ1wdD1kJ9vvd3yX9bH2Q8AEke2sBdzm/aFBj/JfXFBEROQ87Nmzh+eee47k5GQaNGjAgw8+yGOPPebssKo9FW1rmQBvNy5tGkr3RsEcS83B39M+0dt4OJWNh1Pp1jCYNnX8ca0Kya6IiFR9FgukHoC4racVZnfB8T3WBYHKyuQCQdEQ3Pjko8nJldijIaDehc9XKSLVnquLmZaR/rSM9Cc+PQdPV/tFyfILLXy6+gANgr25qFEwgd5VcNEvFzcIa2F9tBlpbTMM64jco/9aC7iH/4ZjG0+bDsaAuM3Wx5q3rYsbNrsKWgyEpn2to35FREScYPr06UyfPt3ZYdQ4KtrWUq4uZhqE2C/4kF9oYf3BFLLyCvltZwL/xCRzUaNg2tYN0MhbERE5JT/bentv3JZTj/htpS/IY8dkLcKGNLOupl5UnA1uZB01q5FjIlJGJU3ztflIGhk5BWw7ls722HRaRvrTo0kIAV5V/HuLyXTqD1btRlnbctLh0BqI+QNifrd+vy2SkwpbvrE+XDygxQBoNxqa9QPX81v4RURERKoOFW3FJie/kMgAT/YnngAgM7eA33Ym8O+hFC5pEkrzCN9KmbBaRESqkJx06227xzZA/FZrweD4bjDKMM+rycVafAhrAWEtTz6aW4u17sVXihcRKQ9mE3i4mcnNt2AYsCM2nd3xGXSoH8hFDYPxcnc5+0mqCk9/61QIzftbt08kwf7lsGsB7FkCuenW9sJc2P6T9eEZAK1HQOcbrIuaKX8XERGpllS0FRs/TzeGd6xLQnoOf8Uksy/BOtdgalY+C7bEsv6gJz2bhhYboSsiIjVEYd7JAu2/p27PPb4bMM5+bEB961yLEW0horW1QBvcWKO9RKTSdWoQRKsofzYdTuXfQ6nk5BdSaDH492AKW4+m0a1hMJ0aBFaNOW/PlU+IdRRuu1FQkAcHV8HO+bDtR8g6bt0nJw3+/dT6iOoI3W6Gtv/RH8tERESqGRVtpZhwf0+GdahDbFo2f+45zpGUbADi03P4/t8jNIvwZXC7KI26FRGp7tKOwKG/4PA/mI6uJyJ2E6YzVzM/k9kNwltCRDtrkTayHUS00YrmIlKleLq50L1xCB3qB7L+YAobDqWQX2iQV2Bh1d7jbD6SysB2UdQN9HJ2qOfP1R2a9LY+BkyD/Stg8zfWIm6+9c45YjfCvLvg1yeg03Vw8SQIqOvMqEVERKSMVLQVh6ICvBjVpR4Hk7L4c+9xEjNyAfD1cFXBVkSkurFYrIuDHVptLdQe+gvSDtteLvG7utnNuuJ53S5QpzNEtYfQFtZCgYhINeDp5sKlTUNpXy+Av/cns/VYGoZhnRbMz7MG/Srk4mady7ZZP8g7YR15+8+H1qItWOe/XfM2/P0+dBgDl94PoU2dGbGIiIicRQ3KVKQimEwmGob6EB3izY7YDNYfSuHixiF2+xiGYdtXRESqiMIC6zQHB1fBwTVw+C/rLbOlKAhoiEuDizDV62ot1Ea0Bbfii/yIiFQ3fp5u9G0dQacGgfyxJ5GoAC/8Pe0XJjMMo2bks+4+1lG1Ha+1TnWz9iPY+r113ltLPmz4AjbMhnb/hd7/Z10EUkRERKocFW2lTEwmE63r+NMqyq9YMrvxcCqHkrPo3TK8WPIrIiKVxDAgYTvs/926wviBVZCX4Xh/Vy+o1xWiL4H63bHU6czx9FzCw8MxmavhPI8iImUQ4uvBiI51Mc6YqjuvwMKPG47QJTqIpuF+zgmuvJlMUK+L9dHvGfj7Pevo29w0wIAt38C2H6DLRLj8YfCLcHbEIiJSS8XFxXH99dezevVq3NzcSE1NdXZIZWIymfjxxx8ZMWJEhZxfRVs5J2cWbNNz8lm9L4m8AgtHUg7So0kIHesFYjbXgFEKIiJVXcpBa4G2qFB7ItHxvt6h0OBiaNDD+ohqb72dtojFAukJFR+ziIiTmUwmzhxQu2Z/EsdScziWGkvT8Ax6twzH16MG/arkGwZ9noRL74V1H8OqNyE7GSwFsPZD2Pgl9HrEOuetpsAREamxzGcZnDFlyhSefvrpygnmNNOnTyc2NpaNGzcSEBBQ6devqmpQJiLOkJFTgLuLmbwCC3kFFn7flciuuAz6tAon3E+31IqIlKv8HDj4J+xZAnt+heT9jvf1CYNGl1sf0ZdCSFOKVSlERATDMEjNyrNt703I5FByFpc1C6Vd3YCaMWVCEU9/6Hk/dL0RVr8Na96xLlqWfwKWTrFOnTDwJWjax9mRiohIBTh27Jjt59qcOXN46qmn2LVrl+11X19f23PDMCgsLMTVteJLh/v27aNLly40a9bsvM+Rl5eHu3vN+sOj7n+UC1I30Ivre0TTvt6pv4TEpeXw1d+HWb3vOIUWo5SjRUTkrFIOWucj/HIMvNQQvviP9RbXMwu27n7QfAD0nwZ3rIaH9sCoT6DLBAhtpoKtiIgDJpOJYR3qMLBdJN7uLoB1uoRlOxL4dv0R0rLynRxhBfAMgCsfh3s3QdebwHTy18KkPfDF1fDdTXAiybkxiohIuYuMjLQ9AgKsf5gs2t65cyd+fn4sXLiQLl264OHhwZ9//sm+ffsYPnw4ERER+Pr60q1bN5YuXWp33oYNG/LCCy9w44034ufnR4MGDfjggw9sr+fl5XHXXXcRFRWFp6cn0dHRTJs2zXbs999/z2effYbJZGLChAkAHDp0iOHDh+Pr64u/vz+jR48mPj7eds6nn36ajh078tFHH9GoUSM8Pa0DB00mE++//z5DhgzB29ubVq1asWbNGvbu3csVV1yBj48Pl1xyCfv27bN7D/PmzaNLly54enrSuHFjpk6dSkFBge31PXv2cPnll+Pp6Unr1q1ZsmRJuX5tSqKirVwwTzcX+rSKYHS3+oT4Wv+qYTEM/t6fzJy1h0nKzHVyhCIi1YjFAof/gV+fhHe6wxvtYf6DsHsRFGSf2s/sCtE9ofcTcNMSmBwD4+ZAj0kQ0UZFWhGRc2AymWgZ6c8NPRrSuo6/rf1oSjZf/H2QrUfTbIvv1ii+YTDkdbh1BdTvfqp963fwbnfYPs9poYmIiHM8+uijvPjii+zYsYP27duTmZnJoEGDWLZsGRs2bGDAgAEMHTqUQ4cO2R332muv0bVrVzZs2MCkSZO44447bKN433zzTebNm8c333zDrl27mD17Ng0bNgRg7dq1DBgwgNGjRxMbG8sbb7yBxWJh+PDhJCcn8/vvv7NkyRL279/PmDFj7K65d+9evv/+e3744Qc2btxoa3/22We54YYb2LhxIy1btmTcuHHcdtttPPbYY6xbtw7DMLjrrrts+69cuZIbb7yRe+65h+3bt/P+++8za9Ysnn/+eQAsFgtXX3017u7u/P3337z33ntMnjy5AnrfnqZHkHJTN9CLcRc14J8DyayNScFiGMSn5/Dl34cY2qEODUN9nB2iiEjVVJAHB1bCzl9g5wLIjCt5P98IaNYPml0FjXtbb3MVEZFy4+XuQv82kbSK9GfJjnjSs/PJK7CwZHs8B5OyGNQusmZNl1AkqgPcuBg2fQWLHoOcVOs86d9cD21HWQu7nppjUETkrN7vBZlOWCfCNxxu+71cTvXMM8/Qr18/23ZwcDAdOnSwbT/77LP8+OOPzJs3z67wOWjQICZNmgTA5MmTmT59OsuXL6dFixYcOnSIZs2a0bNnT0wmE9HR0bbjwsLC8PDwwMvLi8jISACWLFnCli1biImJoX79+gB89tlntGnThrVr19KtWzfAOoL3s88+IywszO49TJw4kdGjR9ti6dGjB08++ST9+/cH4N5772XixIl27/nhhx9m/PjxmEwmGjduzLPPPssjjzzClClTWLp0KTt37mTx4sXUqVMHgBdeeIGBAwdeYG+XTkVbKVeuLmYuaRJK41BfFm+LI/lEHl7uLkQGaH5bERE7eSdg71LY8QvsXnxyNe8zmaBeN2h+lbVQG9EOzrJ4gIiIXLgGId5cd3EDft+VyLZj6QCE+3vUzIJtEZMJOo6DJlfCLw/ArvnW9q3fwdF1MGom1O3s3BhFRKq6zATIOObsKC5I165d7bYzMzN5+umnmT9/PrGxsRQUFJCdnV1spG379u1tz4umXUhIsBawJ0yYQL9+/WjRogUDBgxgyJAhXHXVVQ5j2LFjB/Xr17cVbAFat25NYGAgO3bssBVto6OjixVsz4wlIiICgHbt2tm15eTkkJ6ejr+/P5s2bWLVqlW8+OKLtn0KCwvJyckhKyvLFk9RwRagR48eDuMvLyraSoWIDPBkXPcG/Ln3OE1CffF0c3F2SCIizpefYy3Ubv3eOt1BflbxfVw8rL8wtxoCzQeCT0jlxykiIni4unBVm0gah/myIzadLg2CnB1S5fCLhGtmw5bvYMGDkJMGKQfg46ug3zNw8R2agkdExBHf8Gp/XR8f+7ukH3roIZYsWcKrr75K06ZN8fLyYtSoUeTl5dnt5+bmZrdtMpmwWCwAdO7cmZiYGBYuXMjSpUsZPXo0ffv25bvvvivXWEuKpegPriW1FcWXmZnJU089xahRo4r9gbZorlxnUNFWKoybi5neLYp/4ziRW8C/h1Lo0TgEs/I9EanpCvNh/+/WQu3OXyA3vfg+HgHW0bQth0DTvuDhW3wfERFxiqbhvjQNL/59eduxNKICvAj0qoG/UplM0P6/UP8i+O5G60hbSz4sfsz6fNjb4O7t7ChFRKqecpqioCpZtWoVEyZMYOTIkYC1wHngwIFzPo+/vz9jxoxhzJgxjBo1igEDBpCcnExwcHCxfVu1asXhw4c5fPiwbbTt9u3bSU1NpXXr1hf0fkrSuXNndu/eTdOmTUu8q6YontjYWKKiogD466+/yj2OM9XADEOqMsMwWLQ1jkPJWRxMymJAmwhnhyQiUv4MAw6utt5Suv0nyCphBW6vYGg9DFoNhYaXg6t75ccpIiLn5WhqNku3J+Biht4twgipqTeVBUXDjYvgt2dh1RvWtq3fQ9I+GPsV+Ncp/XgREan2mjVrxg8//MDQoUMxmUw8+eSTthGqZfX6668TFRVFp06dMJvNfPvtt0RGRhIYGFji/n379qVdu3Zce+21/O9//6OgoIBJkybRq1evYtM3lIcnn3ySoUOHEh0dzX//+1/MZjObNm1i69atPPfcc/Tt25fmzZszfvx4XnnlFdLT03n88cfLPY4zaWI8qVSJmbkcS7Wufp6YkctXaw+zJ7GE24NFRKqjlIOw4iV4syPMGgTrPrEv2Hr4Q4dxcO338NBuGPqGdWStCrYiItXKPzFJWAyD/EKDxdvi+X1vKnkF5/YLbLXh4madFuGar8D95Ijj2I3wwRVwZJ0zIxMRkUrw+uuvExQUxCWXXMLQoUPp378/nTuf2xznfn5+vPzyy3Tt2pVu3bpx4MABFixYgNnBeh0mk4mffvqJoKAgLr/8cvr27Uvjxo2ZM2dOebylYvr378/cuXNZsmQJ3bp14+KLL2b69Om2BdPMZjM//vgj2dnZXHTRRdx88808//zzFRLL6UyGYRgVfpUqJD09nYCAANLS0vD3r5xVty0WCwkJCYSHhzv8QNYmxzNzWbAllqTMPAzD4MSJE3RvHsWVLSNwdVH/FNHnxjH1jWPqm9JVSP/knYAdP8PG2RDzR/HXXb2gxQBo+x9o2g/cqubCjPrsOKa+ccwZfeOMXK4qqux+0P8De/mFFlbsSmTr0TRbPls/PIihHeoQ4uvh7PAqTvx2+GoMpJ5cfMbVC8Z8Ds36OTxEnx3H1DeOqW8cU984Vpl9k5OTQ0xMDI0aNXLqnKdlZRgGBQUFuLq61uxFNc9TRfRPaZ+RsuZxmh5BKl2orwfXdGvAil0JbD1qXS1969F0jmfmM6RDFP6ebmc5g4iIkxkGHPoLNn4B2+ZCXuYZO5igcS/rqNqWg8DDzxlRiohIBXFzMdOvdQT1grxYuiMegOQTeXy99jD920TQNLyGft+PaA23rIBvboCDf0JBNnx1DYyYAe1HOzs6ERGRGkVFW3EKd1czV7WJpG6gJ/PWxwAQn57Dl38fYnC7KOoHa2EDEamCctJg0xzrtAeJO4q/HtwYOo6D9tdAYP3Kj09ERCpVqyh/wv3c+XrVHnKBvAILP2+K5aJGudZFd2viqrs+IXD9D/DDrbB9LlgK4IdbICsZLr7d2dGJiIjUGCrailO1ivKHNqH8dSyf9JwCsvMK+f7fI1zbPZowvxp8a5mIVC/HNlgLtVu+g/wz5uF294O2I6HjtVC/u3XFbRERqTWCvN0Z1jaEzUmwO95658U/Mclk5xXSt3UNXXTX1QNGfQILgq0/HwEWTYaCHOh5n1NDExERqSlUtBWnC/FxY+xFkSzeHs+B41m0jvIn1FeL8oiIk+VlWVfIXvcJHPu3+Ov1u0PXG6HVMHDX3QEiIrWZm4uZAW3CiAzw4s89x3ExQ4f6gc4Oq2KZXWDw6+AdCn+8bG1bOsW6cFmPO50bm4iISA2goq1UCZ5uLgzvUJfNR9NoW8dfE2OLiPOkHYF/PoD1s6zTIZzO3Q86jIEuEyGyrVPCExGRqslkMtElOohwPw9y8gtrx11jJhNc+bh15O1vz1rbFv8fmF2h+23OjU1ERKSaU9FWqgyz2UTHEkYkHErKwt3VTGRA1V+RUUSqsSPr4a93rAuLGYX2r0W2g643Qbv/goevU8ITEZHqoaS1GSwWgz0JmTSP8K2ZgxMufwgshbDiBev2wkesI2673ujcuEREKphhGM4OQaqo8vhsqGgrVVpSZi4/bz6GxWJwVZtIWkTW0JV4RcQ5Cgtg5y/w17tw+G/711zcoe1/oNstULez5qoVEZHz9vvuRDYeTuVgkj99WkXgUhMXKLtiMljy4Y9XrNvzHwTfCGg+0LlxiYhUADc3NwCysrLw8vJycjRSFWVlWddCKfqsnA8VbaVKW3sghbwCCwALtsSSfCKPixsH18wRCiJSefIyYcPn8Nd7kHbI/jXvUOh2k3VkrV8NXUBGREQqTXx6DhsPpwKw7Vg6adn5DGlfBy93F+cGVhF6P25djGz1W2BY4Lsb4fqfwKOhsyMTESlXLi4uBAYGkpCQAIC3t3eVrlMYhkFBQQGurq5VOk5nKc/+MQyDrKwsEhISCAwMxMXl/H/eq2grVVq/1hGYTdYEF+Cv/UmkZOVxVesIXF3MTo5ORKqd7BR81r2NadsXkJ1i/1p4a7j4Dmg3Gtw0HYuIiJSPCH9PBrWL4tdtcRRYDI6kZPP12kMM71iXYJ8atviuyQR9n4GMeNjyDRTkYPp6LC7Dv4TwcGdHJyJSriIjIwFshduqzDAMLBYLZrNZRdsSVET/BAYG2j4j50tFW6nSXMwm+rWOINjHnT/3HscwYFdcBpk5BQzrWAdPtxo4QkFEyl96LKx5G9O6mfjln7B/rdlVcPEkaHyFpkAQEZEK0SLSD38vV37edIwTuYWkZuUzZ+1hhnWsQ93AGnZbrdkMw9+BzDiI+QNTdjJB82+GusvBT4VbEak5TCYTUVFRhIeHk5+f7+xwSmWxWEhKSiIkJASzWQPgzlTe/ePm5nZBI2yLqGgrVZ7JZKJrw2CCfNxZtDWOvAILR1OzmbP2MCM61SXA6/znBxGRGi45Bla9ARtnQ2EeRSVZw+SCqf1ouPQ+CG/pzAhFRKSWiArw4pqLGvDTxmMcz8glJ7+QH9YfYWC7SJqG17B1G1zdYcwXMHMQxG/FNeMIxvc3wvVzwUW/gopIzeLi4lIuBbqKZLFYcHNzw9PTU0XbElTV/qk6kYicRZMwX0Z1qYePh/WbYfKJPOasPURCeo6TIxORKuf4Xvj+FnirM6yfCYV5ABguHpxocy3G3f/CyPdUsBURkUrl7+nG6K71iA7xBqDAYvDL5ljbnLc1imcAXPsthq91fnjTgZWw5EknByUiIlJ9qGgr1UqEvydjujYgyPvkSo15haTnVO3bEESkEiXvhx/vgHe6WefSM6wLGeLuB5feh3HvJjIuewoCGzg3ThERqbU8XF0Y3rEuraL8ATAM2H4snUKL4eTIKoB/HYxRszDMJ++M++td2PiVc2MSERGpJnRvilQ7Ad5ujOnWgHmbjtIi0r/m3U4mIucu9RD88QpsmA1G4al2r2DoMQm63QJegWCxQFbVXyhARERqNhezif5tIvDzdGVXXAbDO9bBxVxD51VvcDHpPZ8k4I+nrNs/3wthLaBuZ+fGJSIiUsWpaCvVkpe7C6O61K+5ya2IlE36MfjjVfj3M7CcNureMxAuvQcuuhU89IcdERGpekwmE5c2DaVLdFCNX1w3u/UY/E/sx7R+FhTmwncT4baV4Onv7NBERESqLE2PINVWSQXbLUfSWL33OIZRA28vE5FTslNhyRR4sxOs+/hUwdYjAK74P7hvM1z2oAq2IiJS5Z1ZsM0tKGTZjnhy8gsdHFE9GQNegnrdrBspB+CX+61zQ4iIiEiJNNJWaozd8Rks2xmPYUBOQSG9W4RjMmkkrkiNkp8Daz+0jq7NST3V7u4LF98BPe4EryCnhSciInIh8gstzNt4jCMp2cSm5TCyU118PGrIr2wu7vCfj+G9yyA3DbZ+B016Q6frnB2ZiIhIlaSRtlJjZOcV2v5Yv+lwGou2xtXMBR1EaiNLIWz8Et7qAr8+capg6+IBPe6CezfDlU+oYCsiItVaRk4BySfyAEjMyOXbdYdJy65Bi+4GRcOwN05tL3gYEnc5Lx4REZEqTEVbqTE61A9kQNtIzCdH1+6My+DnTcfIL7Q4OTIRuSB7l1pH5cy9A9KPnGw0QYdxcPd66P88+IQ4NUQREZHyEOzjzuiu9fHztI6uTcnK59t1h22F3BqhzUjoPN76PD8LvrsJCmrQ+xMRESknKtpKjdIqyp8hHaJwPTnfbczxE/y44WiNmxNMpFY4vgdm/xe++A8kbDvV3uwquP1PGDkDAus7Lz4REZEKEOTjzuhu9QnydgOso2+/WXeYhPQcJ0dWjga8CGEtrc/jt8AfLzs3HhERkSpIRVupcZqE+TKiU13cXa0f76Mp2Xz/7xGy81S4FakWslNg0WPw7sWw59dT7XU6w/hf4NpvIbKt8+ITERGpYP6ebozuVp8wPw/AOg3Yt+uPcDQ128mRlRN3b7j6QzCfnK935etwbKNTQxIREalqVLSVGql+sDejutTDy926Gm9Cei7f/XuErLwCJ0cmIg4VFsDaj+HNzvDXu2A5+f/Vr471F7tbfoNGlzk3RhERkUri7e7KqC71qBvoBUBegYW5G45yJCXLyZGVk6j2cNlD1udGIcydpGkSRERETqOirdRYEf6e/LdLPXxPrribnp1PeraKtiJV0oE/4f3LYf4DkJ1sbXP1hF6T4e510H40nJyvWkREpLbwdHNhZOe6RId4A9bC7ZYjaU6Oqhxd9iBEtLM+T9imaRJEREROo6Kt1Gghvh6M6lKPYB93RnSqS2SAp7NDEpHTZcTDD7fCrMH289a2HQV3rYPe/wfuPs6LT0RExMncXMwM61CHRqE+NAr1oV/rCGeHVH5c3WHEu5omQUREpASuzg5ApKIF+bhz/cXRmM0apSdSZVgKrVMh/PYs5Kafao/qCANfggYXOy00ERGRqsbVxcyQ9lG25zVKVHu4/GFYMc06TcIv98PNS8Hs4uzIREREnKqG/cQXKdmZBVvDMPgnJpm07HwnRSRSix1eCx9cAQsfPlWw9QyEIf+DW5arYCsiIlICVxdzsYJtWnY+B46fcFJE5ajnAxDWyvr82L+wfpZTwxEREakKVLSVWscwDP7ce5xVe4/z7brDpGZpwQORSpGVDPPugY/7QtzmU+2droO710PXiWDWjyUREZGySM/J57v1R5i36Rh7EzKcHc6FcXWHwa+d2l42FTITnBePiIhIFaDfjqXWySu0sD/ROiIhI6eA79YfIS1LI25FKoxhwLYf4Z3u8O+np9oj2sKNv8Lwd8An1HnxiYiIVEObDqeSnp1PocVg/uY49iZkOjukC9PwUugwzvo8Jw2WPOXceERERJxMRVupdTxcXRjVpR4hvu7AycLtv0dIz1HhVqTcpR+Dr8fBtxPgxMkRM+5+0H8a3Po7NOju1PBERESqq0ubhNIqyh8Ai2GwYEss+xOreeG23zPWKZMANn0FB/50ajgiIiLOpKKt1Eo+Hq78p3M9gn2shdv07Hy+W3eEDBVuRcqHxWJdaOyd7rBrwan2FoPhrn+gxyRw0VqYIiIi58tsNnFV6whb4bbQYvDL5tjqPcetbxj0nXJqe/5DUFjgvHhEREScSEVbqbV8PFz5T5d6BHm7AdaFHL5ff4TMXCWGIhfk+B6YNRjmP3BqoTGfcPjvp3DNbPCv49z4REREaoiiwm3LSD/AWrj9edMxDiVlOTmyC9B5AtTtYn2euMN+aiUREZFaREVbqdV8TxZuA08WblOyrIXbEyrcipw7SyGsegNmXAqHVp9q73SddXRtmxFgMjktPBERkZrIbDbRv00kzSJ8ASiwGMzbdJTDydW0cGs2w4AXT20vf8E6x62IiEgto6Kt1Hp+nm78p0s9/L2shdvkE3n8uj3OyVGJVDNJ+2DmQOuiIYW51raghnDDT9aFxryCnBqeiIhITWY2mxjYNoom4dbCbX6hwbxNx0jNynNyZOep/kXQ5mrr86zjsPJ158YjIiLiBCraigD+nm6M6lIPP09X/L3cuLJFhLNDEqkeLBb46z3r6NrDf59sNEGPu+CONdD4CmdGJyIiUmu4mE0MahtJo1AfANrVDSDg5KCEaqnv0+DiYX3+17uQcsCZ0YiIiFQ6rQIjclKAlxv/7VIfTFTvBFeksqQchJ/uhAMrT7UFNYIRMyC6h/PiEhERqaVcXcwMaR/FzrgM2tTxx1SdpyUKioaL74BV/4PCPFg6Ff4709lRiYiIVBqnj7R95513aNiwIZ6ennTv3p1//vmn1P3/97//0aJFC7y8vKhfvz73338/OTk5lRSt1HQB3m7FCrYWi0F+ocVJEYlUQYYB62fBjEvsC7YX3Qp3rFLBVkRqJeW0UlW4uphpWzegWMHWMAwnRXQBLnsAvEOtz7f9AIfXOjceERGRSuTUou2cOXN44IEHmDJlCv/++y8dOnSgf//+JCQklLj/l19+yaOPPsqUKVPYsWMHH3/8MXPmzOH//u//KjlyqS0KCi3M3xLLL5uPUWiphomuSHk7cRy+Hgc/3wt5mda2gPrWuWsHvQLuPs6NT0TECZTTSlV3LDWb2X8fIj0n39mhnBvPAOh92v+L355xXiwiIiKVzKlF29dff51bbrmFiRMn0rp1a9577z28vb355JNPStx/9erVXHrppYwbN46GDRty1VVXMXbs2LOOZBA5X4u2xbE3IZMDx7NYuDUWiwq3UpvtXWYdXbtrwam2zjfAHas1d62I1GrKaaUqO5qazY8bjpKYkcsP649wIrfA2SGdm843WKdfAoj5A/b/7tx4REREKonTirZ5eXmsX7+evn37ngrGbKZv376sWbOmxGMuueQS1q9fb0to9+/fz4IFCxg0aFClxCy1T8f6gbi5WG8t2xOfydId8dXz1jKRC5GfA4segy+uhsx4a5t3CIz9Goa9BZ7+zo1PRMSJlNNKVRfo5Ya3uwsAKVn5/LjhKDn5hU6O6hy4uJ0x2vZZ61RNIiIiNZzTFiI7fvw4hYWFRERE2LVHRESwc+fOEo8ZN24cx48fp2fPnhiGQUFBAbfffnupt5Ll5uaSm5tr205PTwfAYrFgsVTOPKUWiwXDMCrtetVJVe+bOgGeDGoXyc+bYim0GGw9moabi4nLm4VW+MIOVb1vnEl941i5903CDkw/3oIpfputyWjSB2P4O+AbAdXsa6DPjmPqG8fUN445o2+q2tehtuS0+n/gWFXvGy83MyM71uHb9UfIyCkgIT2HHzccYWTHuri7VvwYnnLpn9YjMa18DVPiTjiyFsvOBdBiYPkF6SRV/bPjTOobx9Q3jqlvHFPflK6y+6es13Fa0fZ8rFixghdeeIF3332X7t27s3fvXu69916effZZnnzyyRKPmTZtGlOnTi3WnpiYWGmLPVgsFtLS0jAMA7PZ6Wu/VSnVoW+8gYui3Fi2JwXDgD93nCArI50u9f0q9LrVoW+cRX3jWLn1jWHgve1L/Na8hKnQWiQwXNzJuPhhstpeB1kmyCp5rsaqTJ8dx9Q3jqlvHHNG32RkZFTKdSpSdcxp9f/AserSN5fV9+CXbRlk51vYe+IEX53IpF+LYFzNFT8QoTz6x6Pz3QQtvhOAwqVTSQrsBKaq299lUV0+O86gvnFMfeOY+sYx9U3pKrt/yprPOq1oGxoaiouLC/Hx8Xbt8fHxREZGlnjMk08+yfXXX8/NN98MQLt27Thx4gS33norjz/+eIkd+9hjj/HAAw/YttPT06lfvz5hYWH4+1fOLb0WiwWTyURYWJj+c5yhuvRNeDj4BQTx63br53VXioWIMDc6NwiqsGtWl75xBvWNY+XSNzlpmObdjWnnz7YmI7wVxsgP8Y1og285xeoM+uw4pr5xTH3jmDP6xtPTs1KuU1a1JafV/wPHqkvfhAPXB4fw3b9HyM23kJIP/yZYGNQ2EnMFFm7LrX/CxmJs+RjTsX9xS9pF+PHV0Obq8gvUCarLZ8cZ1DeOqW8cU984pr4pXWX3T1nzWacVbd3d3enSpQvLli1jxIgRgLWTli1bxl133VXiMVlZWcU6z8XFOj+To3lGPTw88PDwKNZuNpsr9YNqMpkq/ZrVRXXpm7b1Asm3GKzYlQjAyj1JeLq50rZuQIVds7r0jTOobxy7oL45sh6+mwCph061XXQbpn5TMbl5lVuMzqTPjmPqG8fUN45Vdt9Uta9Bbcpp9f/AserSNxEBXozoVI8f/z1CfqHBvsQTLNuVyFWtIyp06q9y658rn7DOsQ+Yf3/JWrSt4n1+NtXls+MM6hvH1DeOqW8cU9+UrjL7p6zXcOpX6oEHHuDDDz/k008/ZceOHdxxxx2cOHGCiRMnAnDDDTfw2GOP2fYfOnQoM2bM4OuvvyYmJoYlS5bw5JNPMnToUFuiK1KROjUIokeTENv2lqNpWCxaCEFqAMOANe/CJ/1PFWw9A+Gar2DQy1BDCrYiIhVBOa1UJ3UDvRjaoQ4uJ0fXbj+WzpGUbCdHVUZNroQGPazPj++GHfOcG4+IiEgFcuqctmPGjCExMZGnnnqKuLg4OnbsyKJFi2wLORw6dMiu+vzEE09gMpl44oknOHr0KGFhYQwdOpTnn3/eWW9BaqHujYLJLbBwPCOXIR2iKvR2MpFKkZ0Cc++EXfNPtdXrBqM+gcAGzotLRKSaUE4r1U10iA+D2kWycEscfVpFUD/Y29khlY3JBJc/bBttyx+vQuvh1nYREZEaxmQ4ugerhkpPTycgIIC0tLRKndM2ISGB8PBwDUM/Q3XtG8MwsBjYRihUhOraN5VBfePYOffNkXXw7URIO206hEvugT5PgYtbxQXqJPrsOKa+cUx945gz+sYZuVxVVNn9oP8HjlXnvsnIycfPs2J/3pd7/xgGfHglHPvXuj12DrQYcOHndYLq/NmpaOobx9Q3jqlvHFPflK6y+6eseZy+UiLnwWQyFSvY5uQXkp6T76SIRM6RYcDaj+GTAacKtl5BMO4buOrZGlmwFREREXslFWxz8gudEMk5MJng8odObf/xijWvERERqWFUtBUpB5m5BXy7/gg/rD9CVl6Bs8MRKV1+Nvx0J8x/ACwn/9BQvzvc/ic07+/c2ERERMRpth1L45NVMcSl5Tg7lNI1HwjhbazPj66DmN+dG4+IiEgFUNFWpBws3R7P8YxcUrLymbvhGLkFVXyEgtReKQeti41tnH2qrfsdMGE+BNRzXlwiIiLiVHsTMvl1Wzy5+RbmbjxKyok8Z4fkmNkMlz94avuPV50Xi4iISAVR0VakHFzZKhw/T+u6fvHpOfyyKZaCQouToxI5w95l8EEviN1k3Xbzhv98DANf1HQIIiIitVzDEG/qBXkBkJ1XyA8bjpKZW4XvIGs9AkKaWp8fWAmH/3FqOCIiIuVNRVuRcuDv6caITnXxcLP+lzqUnMWv2+OpZev8SVVlGLDyNfjiP5CdYm0LagQ3L4V2o5wbm4iIiFQJri5mhnaoQ5ifBwDp2fn8uOFo1Z3j1uwCPe8/tb36LefFIiIiUgFUtBUpJ6G+HgzvWBfXkwuU7YrL4PfdiU6OSmq9nHSYcx0sewY4+UeE5gPg1hUQ0caZkYmIiEgV4+nmwohOdfH3st6Bczwjl3mbjlXdO8ja/Rd8I63Pd/wMyfudG4+IiEg5UtFWpBzVDfRicPsozCZr4XbDoVTWH0xxclRSayXtg4/6wM5fTjaYoPfjcM1X4BXozMhERESkivL1cOXqTnXxdncB4GhKNou3VdE7yFw9oPttJzcMWPOuU8MREREpTyraipSzxmG+9GkVbtv+Y3ciu+MznBiR1Er7V8CHV8Lx3dZtz0C49lvo9Yh18Q4RERERB4J83BnRqS5uLtaBCLvjM1i557iTo3Kg60Rw87E+3/AFZCU7Nx4REZFyot/cRSpA27oBXNw4xLa9P/GEE6ORWsUw8N46G9PsUZCTam0La2WdDqFZP2dGJiIiItVIhL8ng9pFcfIGMjYfSSUtO9+5QZXEKwg632B9XpANaz92bjwiIiLlREVbkQpyceNg2tTxp3N0EP3bRDg7HKkNCvMxLXgA/z+fwWScXDSk+UC46VcIbuTc2ERERKTaaRzmS5+WEXi7uzCqS30CTs51W+VcfAeYTv5q+8/7kJ/j3HhERETKgauzAxCpqUwmE/1aR2AqGp4gUpGykuGbGzAdWHmqref9cOWT1tWVRURERM5Du3oBNIvwxdOtCucTQdHQejhs+xFOJMLmOdBlvLOjEhERuSAaaStSgUoq2KZl5ZNbUOiEaKTGStgBH/aGkwVbw+yGZcQM6Pu0CrYiIiJywUoq2ObkV7F89pK7Tz3/+z2oiguniYiInAMVbUUqUWxaNl+tPcSCLbEUWpRISjnYvRg+6gcpBwAwfMJJHv4FtL/GuXGJiIhIjWQYBr/vTuSrfw6RlVfg7HBOqdsF6l1kfZ6wHQ786dx4RERELpCKtiKVpKDQwvzNsWTnFXLgeBbLdsRjaASAXIh/PoSvroG8DOt2ZHuMm5eRH9HRqWGJiIhIzfXn3uP8ezCF1Kx85m08Rn6hxdkhndL9tlPP/3nfeXGIiIiUAxVtRSqJq4uZAW0jcTFbp0zYdiydv/YnOzkqqZYsFlj8OCx4CIyTvyi1Hg43LoKAes6NTURERGq0DvUD8fWwLo0Sm5bDoq1xWKrKHWSth4NvpPX5zvmQeti58YiIiFwAFW1FKlG9IG8GtI20bf+1P4mtR9OcGJFUO/nZ8O14WPP2qbZL74NRs8Ddx1lRiYiISC3h7+nG8E51cHe1/iq5NyGT3/ckVo07yFzcoOuN1ueGBdZ97Nx4RERELoCKtiKVrHmEH5c3D7NtL9uRwOHkLCdGJNXGiePw6VDYMc+6bXKBIdOh31Qw69u5iIiIVI5wP0+GtI/CfHLR3Y2HUtl4ONW5QRXpMgHMbtbn6z+1/sFbRESkGtJv+SJO0LlBIB0bBAJgMQx+3nyMpMxc5wYlVdvxvfBRHziy1rrt7gvj5pwaTSIiIiJSiaJDfOjTKty2/fvuRPYnZjoxopP8IqDNSOvz7GTY+r1z4xERETlPKtqKOIHJZKJXszAah1lvZ8/Nt/DTxmNVawVeqToOroGP+0LKAeu2XxRMXAjN+jk1LBEREand2tYNoHujYAAMAxZujSMhI8fJUWG/INnf71uDExERqWZUtBVxErPZxMC2UYT5eQCQlp3P/sQTTo5KqpytP8BnwyE7xbod3gZuXgpR7Z0bl4iIiAjQo0kIzSP8AMgrsPDbjgTnz29bryvU6Wx9HrcZjq53bjwiIiLnQUVbESdydzUzvGMdArzcGNA2krZ1A5wdklQlf70H302EwpNTZzTuDTcugoB6zo1LRERE5CSTycRVbSKICvAk3N+Dwe2jMJ2c69aput106vn6mc6LQ0RE5DypaCviZH6ebtzQI5pWUf7ODkWqCsOAZc/Cosmn2jpdB9d+C576nIiIiEjV4uZiZljHOvy3S338PN2cHY5Vm6vB4+SAiK0/QE6ac+MRERE5RyrailQBri7F/ytm5xU6IRJxusICmHc3rHz1VNvlD8Owt8GlivwSJCIiInIGb3dX3F3tc1qnTpPg7g3tR1uf52fB5m+cF4uIiMh5UNFWpArafiydT1Yf4FharrNDkcqUnw3f3AAbPj/ZYIKBL8OVT0BVuM1QREREpIxyCwqZu/Eom46kOi+ILhNOPV8/SwuSiYhItaKirUgVE3P8BIu3xZFfYGHp7hSSMlW4rRWyU+Hzq2HXfOu22Q1GfWy/+rGIiIhINZBXYOGbdUc4cDyL33clcjg1xzmBRLaFet2sz+O3akEyERGpVlS0FaliooO9aRzmA0BugYV5m2LJyitwclRSodJjYeYgOLTauu3ua52/tu1/nBuXiIiIyHlwdzUTHewNgMWA33ancNxZAxFOH227TguSiYhI9aGirUgVYzabGNg2ijA/DwDSsvP5edMxCgotTo5MKsTxvfDxVZCwzbrtHQoTfoEmvZ0bl4iIiMgFuKxZKE3CfQHIKzT4aeMxTuQ6YSCC3YJk32tBMhERqTZUtBWpgtxdzQzrEIW3uwsAx1Jz+HV7vHMXc5DyF7cFPukPaYes24EN4KZfoU4n58YlIiIicoFMJhMD2kQS4W8diJCRU8C8TcfIr+yBCKcvSFaQrQXJRESk2lDRVqSK8vN0o3/LYNxOrsK7Ky6D1fuSnByVlJvDa2HWYMg6bt2OaAs3LYGQJs6NS0RERKScuLuaGdqhDj4e1oEIcWk5LN4WV/kDEbpOPPV83UwtSCYiItWCirYiVViojxsD20ZiMlm3/4lJZvuxdOcGJRdu/+/w2fBTt+fVuwgmzAe/SOfGJSIiIlLOfD1c6d/i1ECEPfGZrNpbyQMRItqcWpAsYZsWJBMRkWpBRVuRKq5xqA+9mofZtlfsTiAnv9CJEckF2b0YZv8X8k9Ytxv1gut/BK9Ap4YlIiIiUlFCfNwYdNpAhLUHktmbkFm5QXQ5bbTtei1IJiIiVZ+KtiLVQMf6gbSvF4CPhwsjO9XF083F2SHJ+dj6A3w9DgpPrp7cfCCM+wY8fJ0bl4iIiEgFa3TaQITmEX5Eh3hXbgBtRoK7n/X5trmQd6Jyry8iInKOXJ0dgIicnclk4ooW4XRvHIKvh/7bVkv/fg4/3wPGycU32v4HRr4PLm7OjUtERESkknSsH4i/lxuNQ30wFQ27rSzu3tB2JPz7GeRlwvZ50HFs5cYgIiJyDjTSVqSacDGbSizYVvpCDnLu/noP5t11qmDb+Qa4+kMVbEVERKRWMZlMNAnzrfyCbZGO1516vnG2c2IQEREpIxVtRaopi8Vg5Z5EVu457uxQpDQrX4NFk09tX3wnDH0TzJriQkRERCQtK5/fdydWzkCE+hdBSFPr8wMrIeVAxV9TRETkPKloK1INGYbBgq2xrDuQwvqDKWw9mubskKQkK16EZc+c2u41Gfo/D84aXSIiIiJShRxJyeKrtYf492AKq/YmVfwFTSboOO7U9qavK/6aIiIi50lFW5FqyGQy0SD41OINy3YkcDg5y4kRiR3DgN+ehxXTTrX1ewZ6/58KtiIiIiInFVoMcvOt00etPZDM9mPpFX/R9teA6eSvwRtng8VS8dcUERE5DyrailRT7esF0qlBIAAWw+CXzbGkZuU5NyixFmyXPQN/vHyqrf80uPRe58UkIiIiUgVFh/jQq0WYbXvpjniOpWZX7EUD6kLj3tbnqYfg4KqKvZ6IiMh5UtFWpBq7vFkYjUJ9AMjJL+SnjcfIyS90clS1mGHA0inw5+un2ga+DD0mOS8mERERkSqsQ70A2tcLAKwjb3/edIy07PyKvejpUyRoQTIREamiVLQVqcbMZhMD2kYS4usOQPKJPBZsicViqYSFHMSeYcCvT8CqN061DXoVut/mvJhEREREqjiTycQVLcKpf3Lqr6y8QuZtOkZuQQUORGg5BDyshWK2/wS5GRV3LRERkfOkoq1INefp5sLwDnXxcncB4GBSFr/vTnRyVLWMYcCix2DN26fahvwPLrrFaSGJiIiIVBcuZhND2kcR5O0GwPGMXBZtjau4gQhuntDuP9bn+VmwbW7FXEdEROQCqGgrUgMEeLsxpH0ULmbrIlcbD6ey9Wiak6OqJQwDFjwMf8842WCCYW9B14lODUtERESkOvF0c2FYx7p4uFl/Rd2feIJV+45X3AU7XnfquaZIEBGRKkhFW5Eaol6QN31ahQMQ7u9BdIi3kyOqBQwD5j8Iaz882WCC4e9A5xucGpaIiIhIdRTs487gdlGYTdaBCK5mM4ZRQaNt63aG0BbW54fWQNK+irmOiIjIeXJ1dgAiUn7a1AnAbDLRJMwXd1f9TaZCGQYsehTWfWzdNplhxAzocI1z4xIRERGpxqJDfOjdMgwPVxdaRPpV3IVMJuuCZEunWLe3fAdXTK6464mIiJwjVXVEaphWUf4q2Fa0okXH/n7vZIMJRr6vgq2IiIhIOWhfL7BiC7ZF2o0CrKN62TzHmuOJiIhUEarsiNRwuQWFrN53nMKKWsihtjEMWPbMaYuOmWDEu9B+tFPDEhEREanJjqVmk1tQWL4nDagHDXtanyfvg6P/lu/5RURELoCKtiI1WFp2Pt+sO8Lf+5NZvjOh4uYEq01+fwn+fP3U9tD/WW+tExEREZEKsfVoGt+uO8KirXFYynsgwul/eN/yTfmeW0RE5AKoaCtSg2XlFZB6Ig+ALUfT2HA41bkBVXd/vAorpp3aHvQqdJngtHBEREREarrsvEL+2JOIxTDYn3iCVfuOl+8FWg0DFw/r8y3fQWF++Z5fRETkPKloK1KDRQV40bd1hG37j92JHDh+wokRVWOr3oTfnj213X8aXHSL8+IRERERqQW83F0Y0q4OZpN17tl1B1LYdiytHC8QCM37W59nHYf9K8rv3CIiIhdARVuRGq5VlD8XNQoGrNOxzt8SS1JmrpOjqmb+eg+WPHlqu+9U6DHJefGIiIiI1CINQrz/n737Do+jOvs+/p1tWvVidVu23AtuuGJ6MZiOMcWU0EJIAd7kiVMISWghBJIQQpKHhEAeaiimmE4gYDrYYAw2Nu5VtiVbvZdt8/4xsmTZWiHLqx2V3+e69tKc2dmdW7d35bP3njmH40dntLQXry2msLIhcieYOL91+ytNkSAiIj2DirYi/cCRwwcwIjMBAF8gxEsrCmnwRXghh75q2f/BGze0tk/4NRz9P7aFIyIiItIfTcpLYVJeMgDBkMkrKwupaojQVAYjTwZvirW97lVoqo3M84qIiBwCFW1F+gHDMJhzWDYZidZ8XVUNfl79qpBgpBdy6Gu+eBxeW9DaPvbncNzP7ItHREREpB87blQmg9PiAKj3BXl5ZSG+QOjQn9gVA4eda23762Hda4f+nCIiIodIRVuRfsLjcnD25FziY5wA7Kxo4N11xZimCrftWv08vPz/WttH/Q+c8EvbwhERERHp75wOgzMm5pAS5wagtKaJN77eHZn+7MQLW7dXaYoEERGxn4q2Iv1IktfNWZNycTmshRwaA0E02LYdG96ERd8FmpNzxLUw+1ZoXgBDREREROzhdTs5Z/JAYtzWR9ntpXWURGK9hrwjIHmwtb35HagtPvTnFBEROQQq2or0MznJscwel8XMoWmcMSEHp0OFyDa2fQTPXA6hgNWecjnM+Z0KtiIiIiI9RFq8hzMm5JDodXHh9DwyE72H/qQOB0y8wNo2Q9ZVVyIiIjZS0VakHxqbk8SRI9IxVIhsa9dyeHI+BBqt9mHz4Mx7VbAVERER6WGGDIjnyiPzyUqKQMF2rwn7TJHwlaZIEBERe6loKyKAtThZgy9odxj22bMG/n0e+JpXCx55Cpz7T3A47Y1LRERERNrlch74cdYfPISFyTLHQPZEa7vwCyjd2PXnEhEROUS2F23vu+8+8vPz8Xq9zJw5k88++6zD4ysrK7nuuuvIyckhJiaGUaNG8frrr0cpWpG+aVdlA099VsCrXxUS7I+T3JZvgcfPhYYKqz3kaLjwMXB57I1LRERERDolFDJ5f0MJz3y+A1/gEAq3E+e3bmu0rYiI2MjWou3ChQtZsGABt9xyC1988QWTJk1izpw5FBe3P+m7z+fj5JNPZtu2bTz33HOsX7+eBx98kIEDB0Y5cpG+Ixgy+c+qIhp8QXZWNPDuuuLIrMDbW1QXwmPnQO1uq507BS5+Ctyx9sYlIiK9igYiiNjr3fXFfLG9guLqJv67ZnfX+7PjzwOj+WPyqmehP/WLRUSkR7G1aHvPPfdwzTXXcNVVVzFu3Djuv/9+4uLieOihh9o9/qGHHqK8vJwXX3yRo446ivz8fI477jgmTZoU5chF+g6nw+CMiTm4mhckW7Wrii93VNobVLTUlcJjc6GywGpnjIFvPQ/eJFvDEhGR3kUDEUTsNykvBY/L+ni7cU8tS7eUd+2JknIg/xhru2KrNU2CiIiIDWwr2vp8PpYvX87s2bNbg3E4mD17NkuWLGn3MS+//DKzZs3iuuuuIysri/Hjx/O73/2OYLAfz8MpEgE5ybGcfFhWS/uDDSVsK62zMaIoaKyCf8+D0vVWOzUfLnsR4tLsjEpERHohDUQQsV96Qgynjc9uWT926ZYyNuyp6dqTTTi/dXv1okMPTkREpAtcdp24tLSUYDBIVlZWm/1ZWVmsW7eu3cds2bKFd955h0svvZTXX3+dTZs2ce211+L3+7nlllvafUxTUxNNTU0t7erqagBCoRCh0CHMdXQQQqEQpmlG7Xy9iXITXrRzMyozgZIhKSzbVoFpwqtfFTJ/2iAGJMRE5fwH45Bz42/AeHI+RtFKAMzEHMxvvQgJWdDLX4t6T3VM+QlPuQlPuQnPjtz0tH+HvQMRbrzxxpZ9BzMQ4aWXXiIjI4NLLrmEG264Aaez/QUw7e7T6n0QnnLTsWjmJ39AHEcNH8CHG0sBeHN1EYkxTrKSvAf3RKPPwHAswAj5MVcvwpx9W+uUCRGk1054yk14yk14yk14yk3Hop2fzp6nS0Xbd999lxNOOKErDz0koVCIzMxMHnjgAZxOJ1OnTmXXrl388Y9/DFu0vfPOO7ntttsO2F9SUkJjY2N3hwxYcVdVVWGaJg6H7Wu/9SjKTXh25GZEosm2mCDbyhupA578eCPnjE/H6+5Z/zaHlJtQgJQ3r8dbYH2QDnlTKDvtXwT9sRDmMtbeRO+pjik/4Sk34Sk34dmRm5qaLo6ca0ck+rTRGohgd59W74PwlJuORTs/g7wmA+NMNpTUA1Z/du6EdOI97X8hEk5K3tF4t7+LUVNI+Vdv4M+ZFvFY9doJT7kJT7kJT7kJT7npWLTz09n+bJeKtqeeeiqDBg3iqquu4oorriAvL++gnyM9PR2n08mePXva7N+zZw/Z2dntPiYnJwe3291mBMLYsWPZvXs3Pp8Pj+fAld5vvPFGFixY0NKurq4mLy+PjIwMkpKiM29lKBTCMAwyMjL05tiPchOeXbm5YEAGzy7fSUlNE0Hgs90Bzj18IM7mOW97gi7nxjQxXvkhxvZ3raYnAb71AgNyJ3dPoDbQe6pjyk94yk14yk14duTG6z3IEXMdiESftiu6MhDB7j6t3gfhKTcdsyM/56ZnsOjLXRRWWl9ofFoU4LwpWbidB3H+KRdBc58xbdc7mJNOj3iceu2Ep9yEp9yEp9yEp9x0LNr56Wx/tktF2127dvH444/z6KOPctttt3HiiSdy9dVXM3fu3HYLp+3xeDxMnTqVxYsXM3fuXMBK0uLFi7n++uvbfcxRRx3Fk08+SSgUaknihg0byMnJCXvemJgYYmIOvLzb4XBE9YVqGEbUz9lbKDfh2ZEbr8fBOYcP5OnPCqhrCrKrspGCigaGZyRELYbO6FJu3r4VVvzb2nZ6MC56AmPQlG6Jz056T3VM+QlPuQlPuQkv2rmJ5Hki0aeN1kCEntCn1fsgPOWmY9HOj8fh4OzJA3ny0wJqGgPsqW7iky3lnDA6s/NPMuYMcHkh0Iix5iWM0/4AzsjPLqjXTnjKTXjKTXjKTXjKTceimZ/OnqNLkaSnp/PjH/+YFStW8OmnnzJq1CiuvfZacnNz+eEPf8jKlSs79TwLFizgwQcf5NFHH2Xt2rX84Ac/oK6ujquuugqAyy+/vM38YD/4wQ8oLy/nRz/6ERs2bOC1117jd7/7Hdddd11Xfg0RCSPJ6+asSbnEuB2cNiG7xxVsu2TJffDRn5sbBsx7AIYdb2dEIiJis0j0afcdiLDX3oEIs2bNavcxRx11FJs2bWozn9k3DUQQkYMT53FxzuSBeFwOspO9TM8/yMVmYxJh1Bxru74Utn0Q+SBFREQ6cMjl4ylTpnDjjTdy/fXXU1tby0MPPcTUqVM55phj+Prrrzt87Pz587n77ru5+eabmTx5MitWrOCNN95omROsoKCAoqKiluPz8vJ48803WbZsGRMnTuSHP/whP/rRj/jFL35xqL+GiOwnJzmWbx81lDHZ0ZlGpFutXAhv/rK1fcbdcNi59sUjIiI9zqH0aTUQQaRnykiMYd6UgZw/dRAJMV0YJTv+vNbt1c9HLjAREZFO6HLR1u/389xzz3H66aczZMgQ3nzzTf73f/+XPXv2sGnTJoYMGcIFF1zwjc9z/fXXs337dpqamvj000+ZOXNmy33vvfcejzzySJvjZ82axdKlS2lsbGTz5s388pe/DLvKrogcGq/7wPdWMGTaEMkh2PgWvHRta/u4X8D079gXj4iI9CiR6NNqIIJIz5WTHHtwc9nua+Qp4Gm+4mztKxBoilxgIiIi36BLk/L8v//3/3jqqacwTZPLLruMP/zhD4wfP77l/vj4eO6++25yc3MjFqiI2O/rwiqWb6/ggql5xB7kCry22Pk5PHM5hAJWe9q34Xh9IBYREUsk+7TXX3992HUZ3nvvvQP27R2IICLR1egP8sGGEo4akU78N42+dcdac9t+tRAaq2DzOzD6tOgEKiIi/V6XirZr1qzhb3/7G/PmzWt3QQSw5gh79913Dyk4Eek5viyo4L31JQC8+lUh86YMwukwbI6qAyXr4YnzwV9vtcedA6ffDUYPjllERKJKfVqR/qWq3s9LK3dRVuujvM7H+VMH4fqmUbjjz7OKtmBNkaCirYiIREmXrhO55ZZbuOCCCw7o3AYCAT74wJqg3eVycdxxxx16hCLSIwzPTCA+xhpdu7OigXfXFWOaPXSqhKqd8Pg8aKiw2vnHwLwHwdELRgeLiEjUqE8r0r+4nAa+gLUAYFFVI2+v7UR/dtgJ4E2xtte9Dr767g1SRESkWZeKtieccALl5eUH7K+qquKEE0445KBEpOdJ8ro5a1IurubRtat2VfHljkp7g2pPfblVsK3eabWzJ8JFT4Kr/RFUIiLSf6lPK9K/xMe4OHtSLm6n1Z9dW1TN8u0VHT/I5bGu2ALw18GGN7o5ShEREUuXpkcwTROjnUuMy8rKiI+PP+SgRKRnykmO5eTDsvjPqt0AfLChhLQ4D/npPeR972+Epy+B0vVWO3UofOt58CbZG5eItMs0TQKBAMFg0O5QOhQKhfD7/TQ2NuJwdHkN1z6pO3LjdDpxuVzt9jUjTX1akf4nM8nLnMOyefUra3HAjzaVkhrvYXhGQvgHjT8PvnjU2l79PIyfF4VIRUSkvzuoou28edZ/ToZhcOWVV7a5lCwYDPLVV19x5JFHRjZCEelRxmQnUV7r49Ot5ZgmvLaqiIum5zEgweaRrKEQvPBdKFhiteMz4LJFkJBpb1wi0i6fz0dRURH19T3/MlPTNAmFQtTU1ESlkNibdFdu4uLiyMnJwePxROw596U+rUj/NjIrkVnDfSzZXIZpwhurd3PhtDwyEsP0Z/OPhvhMqCuGjW9Zi5J5k6MbtIiI9DsHVbRNTrb+YzJNk8TERGJjY1vu83g8HHHEEVxzzTWRjVBEepxZwwdQVudjU3EtvkCIl1cWctH0wcR6bJwz9r+/gjUvWdvueLjkGUgbZl88IhJWKBRi69atOJ1OcnNz8Xg8PboYundEcLRGf/Ymkc6NaZr4fD5KSkrYunUrI0eO7JbRzerTisjMoWmU1/lYv7umpT978Yw84jztfER2OOGwc+Gzf0KwyZrbdvLF0Q9aRET6lYMq2j788MMA5Ofn89Of/lSXjYn0U4ZhMOewbKoadlBS00RlvZ83v97N3MMH2hPQkvtg6d+bg3PCBY/AwCn2xCIi38jn8xEKhcjLyyMuLs7ucL6RirbhdUduYmNjcbvdbN++HZ/Ph9frjcjz7kt9WhExDIOTx2VRWe9nT3Uj1Q1+Xl1ZxLwpA3E52/myaPx5VtEWrCkSVLQVEZFu1qWhC7fccos6tyL9nMfl4OzJucTHOEmIcXHEsAH2BLJ6Ebz5y9b2mX+GUafYE4uIHBTNDyvhROu1oT6tSP/mdjo4a1IOCTHWWKYErwsz3MGDpkNynrW95V2oK4tKjCIi0n91eqTtlClTWLx4MampqRx++OEdjqb44osvIhKciPRsSV43cycPJNbjJNHrjn4A2z+GF77X2j7uBph6RfTjEBGRXkN9WhHZV6LXzVmTcikor2d6fmr4vwkOhzVFwid/hVAA1r4M066KbrAiItKvdLpoe84557Qs0jB37tzuikdEepnMpMhfttoZzvJNGC9fCkGftWPyt+D4G22JRUSkM7Zt28bQoUP58ssvmTx5cqce88gjj/A///M/VFZW2hpHX6I+rYjsLzvZS3ZyJ/q048+zirZgTZGgoq2IiHSjThdtb7nllna3RUT2FQqZLN1SxujsRAYkhFmB91DVFJH2+jUYjVVWe8RsOOte0FyTIhIFO3bs4JZbbuGNN96gtLSUnJwc5s6dy80338yAAeGnisnLy6OoqIj09PROn2v+/PmcfvrpkQhbmqlPKyKdUVnvI2RCWryndWfOJEgbDuWbYdtHULMbErPtC1JERPo0TSYnIhHTFAjyyleFfLq1nJdWFNLgC0b+JI3VGE9eiLO20GrnTIILHgWnDdMziEi/s2XLFqZNm8bGjRt56qmn2LRpE/fffz+LFy9m1qxZlJeXt/s4n8+H0+kkOzsbl6vz68DGxsaSmZkZqfBFRKQTdpTX89RnO3hpxa62/VnDsEbbAmDC1y/aEZ6IiPQTnS7apqamkpaW1qmbiPRPBga1TQEAqhr8vPpVIcFQ2OUcDl7AB89chrFnNQBmymC45FmISYjcOUREOnDdddfh8Xj473//y3HHHcfgwYM57bTTePvtt9m1axe/+tWvAMjPz+f222/n8ssvJykpie9+97ts27YNwzBYsWJFy/O9/PLLjBw5Eq/XywknnMCjjz6KYRgt0yE88sgjpKSktBx/6623MnnyZB5//HHy8/NJTk7moosuoqampuWYN954g6OPPpqUlBQGDBjAmWeeyebNm6ORnl5BfVoR6Yhpmny0qZRGf5DK+nb6s+PntW5/vSj6AYqISL/R6aEe9957bzeGISJ9gcfl4KxJuTz9WQF1TUF2VjTw7rpiThqb2eFCL51imvDKD2HLewCEYlLgkmcxErMOOW4Rkc4oLy/nzTff5I477iA2NrbNfdnZ2Vx66aUsXLiQv//97wDcfffd3HzzzWEvwd+6dSvnn38+P/rRj/jOd77Dl19+yU9/+tNvjGPz5s28+OKLvPrqq1RUVHDhhRdy1113cccddwBQV1fHggULmDhxIrW1tdx8882ce+65rFixAodDF1mpTysiHTEMgzMm5rTpz763vpgTxzT3ZzPHQuY4KF4DOz6Fyh2Qkmd32CIi0gd1umh7xRVakV1EvllS8wq8z32+k0DIZNWuKtISPEwZnHpoT/zu72DlUwCYzhgqTv07qemjIhCxiPQUy7dX8GVBxTcel5EYwzmTB7bZ99KKXZTUNH3jYw8fnMrUIV37e7Rx40ZM02Ts2LHt3j927FgqKiooKSkB4MQTT+QnP/lJy/3btm1rc/w///lPRo8ezR//+EcARo8ezerVq1uKr+GEQiEeeeQREhMTAbjssstYvHhxy+POO++8Nsc/9NBDZGRksGbNGsaPH9/5X7iPUp9WRL5JktfNmRNzeW75ToIhk692VjEgIYbJeSnWAYfNs4q2AF+/AEf90LZYRUSk7+r0cIvq6uo22x3dRKR/y0mO5eTDWkfAfrChhK2ldV1/whVPwgd/aG4YmPMewJ8z9dCCFJEexxcIUdMY+MZbe/NlN/iCnXqsLxA65DhNs3PTvkybNq3D+9evX8/06dPb7JsxY8Y3Pm9+fn5LwRYgJyeH4uLilvbGjRu5+OKLGTZsGElJSeTn5wNQUFDQqbj7OvVpRaQzclNimT22tT/7/voStpc192f3nSJh9fNRjkxERPqLTo+0TU1NpaioiMzMTFJSUtq91Nk0TQzDIBjshsWHRKRXGZOdRHmtj0+3lmOa8PqqIi6anseAhJiDe6KtH8DL+4xemHMHjD0b9ilQiEjf4HE5SPR+c9ck1uNsd19nHutxdX16gBEjRmAYBmvXruXcc8894P61a9eSmppKRkYGAPHx8V0+V0fc7rYLLxqGQSjUWow+66yzGDJkCA8++CC5ubmEQiHGjx+Pz+frlnh6G/VpRaSzxuUmUV7nY9m2ckKmyWurirho+mDSBgyHnMlQtMK6lW2GAcNtjlZERPqaThdt33nnnZYFGd59991uC0hE+o5ZwwdQVudjU3EtvkCIl1YUcvGMwe0WXNpVsgEWfgtCfqs9/Ro44lprflsR6XOmDun61AX7T5fQHQYMGMDJJ5/M3//+d3784x+3mdd29+7dPPHEE1x++eWdnsN79OjRvP766232LVu27JBiLCsrY/369Tz44IMcc8wxAHz00UeH9Jx9jfq0InIwjhoxgLK6JraU1NHkD/Hyil1cNGMw3vHzrIItWAuSHfszW+MUEZG+p9NF2+OOO67dbRGRcAzDYM5h2VQ37qC4ugmv20mwswXXulJ44nxorLLaI0+BU+8Cw1DRVkRs87//+78ceeSRzJkzh9/+9rcMHTqUr7/+mp/97GcMHDjwG+ej3df3vvc97rnnHm644QauvvpqVqxYwSOPPALQ5cUbU1NTGTBgAA888AA5OTkUFBTwi1/8okvP1VepTysiB8MwDE4dn80zn++ktKaJino/28rqGHPYufDWzdZBq1W0FRGRyOvyNYIVFRXcfffdXH311Vx99dX86U9/ory8PJKxiUgf4HE5OGtSLhMHJXPBtEEkxHTiuyJ/Azx1MVRut9pZE+D8h8DZ6e+ZRES6xciRI/n8888ZNmwYF154IcOHD+e73/0uJ5xwAkuWLGkZwdkZQ4cO5bnnnmPRokVMnDiRf/zjH/zqV78CICbmIKeSaeZwOHj66adZvnw548eP58c//nHLQmfSPvVpReSbxLicnD0pl6RYN2dOzGFMdhKkDIa8mdYBxWugeK29QYqISJ9jmJ1dTWMfH3zwAWeddRbJyckti2wsX76cyspKXnnlFY499tiIBxop1dXVJCcnU1VVRVJSUlTOGQqFKC4uJjMzE4ej63Pp9UXKTXj9NjehEDz/bWslXoDEHPjOYkgeuM8h/TQ3naDcdEz5CS+auWlsbGTr1q0MHToUr9fbreeKBNM0CQQCuFyuLo+A7aw77riD+++/nx07dnTreSKlu3LT0Wskkn059Wk7T38/w1NuOtaX8hMMmTgd+/ytW3o/vHGDtX3sz+HEXx3U8/Wl3ESachOechOechOectOxaOens/24Lg1bu+6665g/fz7/+Mc/cDqtuSmDwSDXXnst1113HatWrepa1CLSbzQFgpTX+chJjm17xzu/aS3YuuPhkoVtCrYiIn3J3//+d6ZPn86AAQP4+OOP+eMf/8j1119vd1j9hvq0InIw2hRsAQ6bi/nGLzAwYfXzcMIvram8REREIqBL5eNNmzbxk5/8pKVzC+B0OlmwYAGbNm2KWHAi0jdV1ft5ZtkOFn2xi7LaptY7lj8KH/3Z2jYccMHDkDPJniBFRKJg48aNnHPOOYwbN47bb7+dn/zkJ9x66612h9VvqE8rIodiVVUsRSlTrUb5Ztj9lb0BiYhIn9Klou2UKVNYu/bAOXvWrl3LpEkqsIhIxz7bVk5prQ9fIMSLKwqpawrA5nfg1R+3HnTaH2DUHPuCFBGJgj//+c8UFhbS2NjIhg0buOmmm3C5NH93tKhPKyJdtXpXFW+v3cOaASfvs/N5+wISEZE+p9OfCr76qvVbwx/+8If86Ec/YtOmTRxxxBEALF26lPvuu4+77ror8lGKSJ9y3KgMimsaKa5uorrBz/sffcBpn12OYQatA464FmZcY2+QIiLSJ6lPKyKRMDIrgS8KKtg44ERO3PwHHAQxVy/CmH2bpkgQEZGI6HTRdvLkyRiGwb7rlv385z8/4LhLLrmE+fPnRyY6EemTPC4HZ0/KZeGyHQSrd3PUV9diNNVYd44+HU75rb0BiohIn6U+rYhEQozLyTmTBvLUsiAFKdPJr1yKUbUDc+cyjLwZdocnIiJ9QKeLtlu3bu3OOESkn0n0ujn7sBTMh79FclMRALVph5Fw3r/A4fyGR4uIiHSN+rQiEinJcW7OnpTL17vmkF+5FIA9nzxJ9nwVbUVE5NB1umg7ZMiQ7oxDRPqbUIjM//4/qPkagGpPFk8Pv5tZxQEmDLI5NhER6bPUpxWRSMpNiaXuqAsJbPwdLtNPwqZX2FB0K6NyUuwOTUREerlDWulizZo1FBQU4PP52uw/++yzDykoEekH3r4Z1r0KQNCdwIvj7qXOk84764pJinUxZEC8zQGKiEh/oT6tiByKkUMGUTHwOFJ3vk2Cv5RVn7xB4uxzyEmOtTs0ERHpxbpUtN2yZQvnnnsuq1atajMnmNE84XowGIxchCLS9yx/FD75m7VtOHHOf5QhoUmUba8gZJpsKq5V0VZERLqd+rQiEikpMy6CnW8DMKLkv/xn1UyuODIfp0OLkomISNc4uvKgH/3oRwwdOpTi4mLi4uL4+uuv+eCDD5g2bRrvvfdehEMUkT5l20fw2oLW9hl3w4jZHDMineGZCcwclsaJYzLti09EpBfZvXs3J598MvHx8aSkpNgdTqcZhsGLL75odxjq04pIxBijT8N0WSNrR5Ut5swJGSrYiojIIelS0XbJkiX85je/IT09HYfDgcPh4Oijj+bOO+/khz/8YaRjFJG+onwrLLwMQgGrPfMHMO3bADgcBmdOyOHI4ektI5xERHoKj8eDw+HAMIx2b7feeqstcf35z3+mqKiIFStWsGHDBlti6M3UpxWRiIlJwBg1B4BYfyWZJZ/aHJCIiPR2XSraBoNBEhMTAUhPT6ewsBCwFnZYv3595KITkb6jsQqeuggayq328JPglN+2OcTRzmiE6kY/oZAZjQhFRMIqKCigsLCQoqIi7r33XpKSkigqKmq5/fSnP2051jRNAoFAVOLavHkzU6dOZeTIkWRmdu0qhf3nce1P1KcVkYgaf17r9upFLZumabZMvyIiItJZXSrajh8/npUrVwIwc+ZM/vCHP/Dxxx/zm9/8hmHDhkU0QBHpA0JBeO5qKFlntdNHwwUPg7PjabV3VtTzxNICPtxUGoUgRUTCy87ObrklJydjGEZLe926dSQmJvKf//yHqVOnEhMTw0cffcTmzZs555xzyMrKIiEhgenTp/P222+3ed78/Hx+97vf8e1vf5vExEQGDx7MAw880HK/z+fj+uuvJycnB6/Xy5AhQ7jzzjtbHvv888/z2GOPYRgGV155JWAVmM855xwSEhJISkriwgsvZM+ePS3PeeuttzJ58mT+9a9/MXToULxeL2BNWfDPf/6TM888k7i4OMaOHcuSJUvYtGkTxx9/PPHx8Rx55JFs3ry5ze/w8ssvM3XqVLxeL8OGDeO2225rU7TeuHEjxx57LF6vl3HjxvHWW29F9N/mUKhPKyIRNfJk8CRY2+tegUAToZDJu+uLWb69wt7YRESk1+lS0fbXv/41oVAIgN/85jds3bqVY445htdff52//vWvEQ1QRPqA/94Em5o/pMemwiVPgze5w4fU+wK8+OUuGv1Bvthewcodld0fp4jIIfjFL37BXXfdxdq1a5k4cSK1tbWcfvrpLF68mC+//JJTTz2Vs846i4KCgjaP+9Of/sS0adP48ssvufbaa/nBD37QMsrzr3/9Ky+//DLPPPMM69ev54knniA/Px+AZcuWceqpp3LhhRdSVFTEX/7yF0KhEOeccw7l5eW8//77vPXWW2zZsoX58+e3OeemTZt4/vnnWbRoEStWrGjZf/vtt3P55ZezYsUKxowZwyWXXML3vvc9brzxRj7//HNM0+T6669vOf7DDz/k29/+Nj/84Q9Zs2YN//znP3nkkUe44447AAiFQsybNw+Px8Onn37K/fffzw033NAN2e8a9WlFJKLcsTDmDGu7sYrQxsW8vLKQlTuq+HBjKRv31Ngbn4iI9CodD3MLY86cOS3bI0aMYN26dZSXl5Oamqq5KEWkreWPwtL7rG2HCy58HNK+efRSnMfFcaMyeXutNTrs3fXFJMW6GZoe353Riohd/nkc1BZH/7wJmfC99yPyVL/5zW84+eSTW9ppaWlMmjSppX377bfzwgsv8PLLL7cpfJ5++ulce+21ANxwww38+c9/5t1332X06NEUFBQwcuRIjj76aAzDYMiQIS2Py8jIICYmhtjYWLKzswF46623WLVqFVu3biUvLw+Axx57jMMOO4xly5Yxffp0wBrB+9hjj5GRkdHmd7jqqqu48MILW2KZNWsWN910U0vf70c/+hFXXXVVm9/5Zz/7GVdccQWGYTBs2DBuv/12fv7zn3PLLbfw9ttvs27dOt58801yc3MB+N3vfsdpp512iNmODPVpRSTiDpsHXy0EwLHmBXIOn8nW0joA3li9mwSvi5zkWDsjFBGRXqJLRdt97dixA6Dlg4GISIttH8FrC1rbZ/wJhh7T6YdPGJRMVYOfZdvKMU14fVURF0wbRHq8pxuCFRFb1RZDTaHdURySadOmtWnX1tZy66238tprr1FUVEQgEKChoeGAkbYTJ05s2d477UJxsVXAvvLKKzn55JMZPXo0p556KmeeeSannHJK2BjWrl1LXl5em37ZuHHjSElJYe3atS1F2yFDhhxQsN0/lqysLAAmTJjQZl9jYyPV1dUkJSWxcuVKPv74Y+66666WY4LBII2NjdTX17fEs7dgCzBr1qyw8dtJfVoRiYjhJ1pXlDVWwfrXmXHWvVQ2JLGmsJpAyOTlFYVcNGMwybFuuyMVEZEerkvTIwQCAW666SaSk5PJz88nPz+f5ORkfv3rX+P3+yMdo4j0RuVbYeFlEGqe13DmD2DqlQf9NEeNGMDILGtuMF8gxMsrCqlp1N8ZkT4nIRMSc6N/S+ja4l3tiY9veyXAT3/6U1544QV+97vf8eGHH7JixQomTJhwwMJfbnfbD+6GYbRcsj9lyhS2bt3K7bffTkNDAxdeeCHnn39+xGNtL5a9I03b27c3vtraWm6++Wa+/PJLVqxYwYoVK1i1ahUbN25smSu3J1OfVkQizuWBsWdb275ajI1vMXtsFoNSrdG19b4gL62wpgATERHpSJdG2v6///f/WLRoEX/4wx9aRkssWbKEW2+9lbKyMv7xj39ENEgR6WUaq+Cpi6Ch3GoPPwlO+W2XnsowDOYclk1t406KqhqpaQzw4opCjh8cE8GARcR2EZqioCf5+OOPufLKKzn33HMBq8C5bdu2g36epKQk5s+fz/z58zn//PM59dRTKS8vJy0t7YBjx44dy44dO9ixY0fLiNE1a9ZQWVnJuHHjDun3ac+UKVPYsGEDI0aMaHc6gb3xFBUVkZOTA8DSpUsjHkdXqU8rIt1i/Dz48nFr++tFOA+by1mTcnn6swIq6v2U1fp49asizpmUY2+cIiLSo3WpaPvkk0/y9NNPt5mPbOLEieTl5XHxxRergyvSn4WC8NzVULLOaqePhgseBmfXZ2NxOx2cPTmXhct2UNnc0X17Qz2XZ2fh6NL1AiIi3W/kyJEsWrSIs846C8MwuOmmm1pGqHbWPffcQ05ODocffjgOh4Nnn32W7OxsUlJS2j1+9uzZTJgwgUsvvZR7772XQCDAtddey3HHHXfA9A2RcNNNN3HWWWcxZMgQLrjgAhwOBytXrmT16tX89re/Zfbs2YwaNYorrriCP/7xj1RXV/OrX/0q4nF0lfq0ItIt8o+FuHSoL4UNb0JTDd6YROYePpCnl+2gwRdkR3k9b6/dw+R0zZ8tIiLt61K5IyYmpmXl4n0NHToUj0dzTYr0a/+9CTa9ZW3HpsIlT1vzeh2iOI+Lcw8fSKzHCUBhVRMF5fWH/LwiIt3lnnvuITU1lSOPPJKzzjqLOXPmMGXKlIN6jsTERP7whz8wbdo0pk+fzrZt23j99ddxhPnGyjAMXnrpJVJTUzn22GOZPXs2w4YNY+HChZH4lQ4wZ84cXnzxRd566y2mT5/OEUccwZ///OeWBdMcDgcvvPACDQ0NzJgxg+985zvccccd3RJLV6hPKyLdwumCw+Za24FGWP8GAClxHs6elIvLYRVq1xbVsKqozqYgRUSkpzNM0zQP9kG/+c1vWLduHQ8//DAxMdYlyk1NTVx99dWMHDmSW265JeKBRkp1dTXJyclUVVWRlJQUlXOGQiGKi4vJzMwM+yGrv1JuwuuVuVn+KLzyQ2vb4YLLXjyohcc6o6iqgRe+2MnkTBdHjB3Se3ITJb3ydRNFyk940cxNY2MjW7duZejQob1i3lPTNAkEArhcrnanAOjPuis3Hb1GItmXU5+28/T3MzzlpmP9Nj/bPoZHTre2R51mDWRotqm4hle/KiIrMYYjcl0MGZjTv3LTCf32ddMJyk14yk14yk3Hop2fzvbjOn298rx589q03377bQYNGsSkSZMAWLlyJT6fj5NOOqmLIYtIr7btI3htQWv7jD9FvGALkJMcy1VH5lNVURbx5xYRkb5PfVoRiYrBsyAxB2qKYNPb0FBhXYUGjMhM5OxJBgNTvFSUldocqIiI9FSdLtomJ7e9vPm8885r09672IWI9EPlW2HhZRAKWO2ZP4CpV3bb6WLczgP2NfiCLVMniIiIhKM+rYhEhcMBh50LS/8OIT+sew0O/1bL3cMyEg56nnMREelfOl20ffjhh7szDhHprRqr4KmLoKHcag8/CU75bVRD+GpnJR9uLOXcwweSmxIb1XOLiEjvoj6tiETN+POsoi3A6ufbFG331+gP8vbaPRwzIoPkOHeUAhQRkZ6s68u5AyUlJaxfvx6A0aNHk5GREZGgRKSXCAXhuauhZJ3VTh8NFzxsLb4QJRv31LB4bTEAL60oZP70PNLitXiMiIh0nvq0ItItBk6FlMFQWQBb3oe6UohPP+Cw6kY/L68soqzWR2lNE/OnD9YVZCIiQpdm162rq+Pb3/42OTk5HHvssRx77LHk5uZy9dVXU1+v1dxF+o3/3gSb3rK2Y1OtBRa8yR0/JsKGZSQwOC0OsEYovPjlLuqaAlGNQUREeif1aUWkWxkGHNY8j7YZhDUvtXuYx9n6sbyi3s/LK3fhD2rqBBGR/q5LRdsFCxbw/vvv88orr1BZWUllZSUvvfQS77//Pj/5yU8iHaOI9ETLH4Wl91nbDhdc+DikDYt6GE6HwRkTc0hPtFb9rmrw89KKQnwBdXRFejrTNO0OQXqoaL021KcVkW43fp95s1cvavcQr9vJOZMHEh9jja4trGzkjdW7CYX0/6SISH/WpaLt888/z//93/9x2mmnkZSURFJSEqeffjoPPvggzz33XKRjFJGeZttH8NqC1vYZf4Khx9gWjtftZO7kXBK91rQMe6obeX1VkTq6Ij2U223N1aeRjBLO3tfG3tdKd1GfVkS6XfYEGDDS2t7+MVQXtXtYcqybuZMH4nFZH9E3FdfywcaSaEUpIiI9UJcmnqyvrycrK+uA/ZmZmfoAJtLXlW+FhZdBqHkKgpk/gKlX2hoSQKLXzdzDB/LM5zto8ofYWlrH22v3cPK4LAzDsDs8EdmH0+kkJSWF4mJrPuq4uLge/T41TZNAIIDL5erRcdoh0rkxTZP6+nqKi4tJSUnB6ezeOR3VpxWRbmcYMH4evP97wISvF8Gs69o9NDPJyxkTcnhpRSEh0+TLgkoSvW6mDkmNbswiItIjdKloO2vWLG655RYee+wxvF4vAA0NDdx2223MmjUrogGKSA/SWAVPXQQN5VZ7+Elwym/tjWkf6QkxnDUxlxe+3EUwZPJ1YTVxHhdHjzxwwQcRsVd2djZAS+G2JzNNk1AohMPhUNF2P92Vm5SUlJbXSHdSn1ZEomL8+c1FW+CrZ8IWbQHy0+M5aWwmb63ZA8AHG0qI8zgZm5MUjUhFRKQH6VLR9t577+XUU09l0KBBTJo0CYCVK1fi9Xp58803IxqgiPQQoSA8dzWUrLPa6aPhgofB2aU/I90mLy2O08Zn89qqIkwTVu6sZGJeMkne7r3EVkQOjmEY5OTkkJmZid/vtzucDoVCIcrKyhgwYAAOR5dmluqzuiM3bre720fY7qU+rYhERcYoyD0cCr+EohVQsh4yRoc9fPzAZGoaAyzdUgbAf7/eQ2qch+xkb5QCFhGRnqBL1ZYJEyawceNGnnjiCdatswo4F198MZdeeimxsbERDVBEeoj/3gSb3rK2Y1PhkqfBm2xvTGGMzErkRH+QpVvKmDt5oAq2Ij2Y0+mMWoGuq0KhEG63G6/Xq6Ltfnp7btSnFZGomTjfKtqCNdr2pJs6PPyIYWnU+wJ8tbOKMTmJZDQvuisiIv3HQRdt/X4/Y8aM4dVXX+Waa67pjphEpKdZ/igsvc/adrjgwschbZi9MX2DiYNSGJWViNfds4tBIiJiD/VpRSSqxp8Hb/4KzCCsegZO+FWHhxuGwQmjM8lNiWVMdqKm5xER6YcOekiE2+2msbGxO2IRkZ5o20fw2oLW9hl/gqHH2BfPQdi/YGuaJtWNPfsybBERiQ71aUUkqhIyYfgJ1nZlAez49Bsf4nAYjM1JUsFWRKSf6tJ1bNdddx2///3vCQQCkY5HRHqS8q2w8DIINb/XZ/4Apl5pa0hdFQqZvLOumCeWFlBW22R3OCIi0gOoTysiUTVxfuv2Vwu79BSltU28+OUuGv3BCAUlIiI9VZeKtsuWLWPRokUMHjyYOXPmMG/evDa3g3XfffeRn5+P1+tl5syZfPbZZ5163NNPP41hGMydO/egzyki36CxCp66CBrKrfbwk+CU39ob0yH4fHsFX+2sotEf5IUvd2nErYiIRLxPKyLSoTFngDve2v76BQgc3ECCoqoGnv18J1tL63h5ZSH+YKgbghQRkZ6iS0XblJQUzjvvPObMmUNubi7Jycltbgdj4cKFLFiwgFtuuYUvvviCSZMmMWfOHIqLizt83LZt2/jpT3/KMcf0jsu0RXqVUBCeuxpKrEVZSB8NFzwMzi6tXdgjTMpLJjPJWsChpjHAC1/sosGnEQoiIv1ZJPu0GoQgIt/IEw9jz7S2GytbF/ntJK/LiaN5poRdFQ38Z/VuQiEzsjGKiEiPcVAVmFAoxB//+Ec2bNiAz+fjxBNP5NZbbz2k1XXvuecerrnmGq666ioA7r//fl577TUeeughfvGLX7T7mGAwyKWXXsptt93Ghx9+SGVlZZfPLyLt+O9NrZ3I2FS45GnwHtyH154mxuXk3MMHsnDZDirr/ZTX+XhpxS7mTRmEx9X7VjwXEZGui3Sfdu8ghPvvv5+ZM2dy7733MmfOHNavX09mZmbYx2kQgkg/NPHClqkRjK+egeNndPqhqfEe5h4+kOeW78QXCLG5uJZ31hVz0thMzXsrItIHHVSl4o477uCXv/wlCQkJDBw4kL/+9a9cd911XT65z+dj+fLlzJ49uzUgh4PZs2ezZMmSsI/7zW9+Q2ZmJldffXWXzy0iYSx/FJbeZ207XHDh45A2zN6YIiTO42Le4YOIj7EWKCuqauTVrwoJ6NIyEZF+JdJ92n0HIYwbN47777+fuLg4HnroobCP2XcQwrBhfeP/WRHphKHHQ3zzlzkb38Roqjqoh2cleTlzYg7O5iG3q3ZVsWRzWWRjFBGRHuGgRto+9thj/P3vf+d73/seAG+//TZnnHEG//rXv3A4Dn6kWmlpKcFgkKysrDb7s7KyWLduXbuP+eijj/i///s/VqxY0alzNDU10dTUOldQdXU1YI2wCIWiU6gJhUKYphm18/Umyk14tuRm28cYry1g7/f0odPvhiFHQQ/79zmU3CR6nZwzKZfnvthJkz/EttI6Xl9VxOnjs3E4ev8IBb2nOqb8hKfchKfchGdHbiJxrkj2afcOQrjxxhtb9h3sIIQPP/zwG89jd59W74PwlJuOKT/7MRwY48/D+PQfGEEfMZvfIDRw+EE9RV5qLCePzeQ/q3cDsHRLGR6XwZTBqd0RsS30uglPuQlPuQlPuelYtPPT2fMcVNG2oKCA008/vaU9e/ZsDMOgsLCQQYMGHVyEXVBTU8Nll13Ggw8+SHp6eqcec+edd3LbbbcdsL+kpITGxsZIh9iuUChEVVUVpml2qbjdlyk34UU7N87qHQxY9C2MkLWCdt2Ey6kZdBp8w/zSdohEbo4aGMN/1pURCJqs3FpHQ20Nxw5P7vWXluk91THlJzzlJjzlJjw7clNTU3PIzxHJPm00BiGA/X1avQ/CU246pvwcyDVoNumf/gMA99oXKB5zwUHnJtUBEzNcLNlmjdT9z5d11FVXMTozLuLx2kGvm/CUm/CUm/CUm45FOz+d7c8eVNE2EAjg9Xrb7HO73fj9XVuFPT09HafTyZ49e9rs37NnD9nZ2Qccv3nzZrZt28ZZZ53Vsm9vddrlcrF+/XqGD2/7LeWNN97IggULWtrV1dXk5eWRkZFBUlJSl+I+WKFQCMMwyMjI0JtjP8pNeFHNTWMVxvPXYzRWAmAOP4nYc/5ErKNnLjwWidxkZkJyaiovrywiGDJpMDwkpaYT63FGONro0nuqY8pPeMpNeMpNeHbkZv++aFdEuk97MLoyCAHs79PqfRCectMx5acdGSdgvj8Ko3QD8SVfEuNpwpE25KCf5sRMiEssY+mWcgC+2ONnXH4yAxJiIh1x1Ol1E55yE55yE55y07Fo56ez/dmDqsiYpsmVV15JTEzrfwKNjY18//vfJz4+vmXfokWLOvV8Ho+HqVOnsnjx4pYVc0OhEIsXL+b6668/4PgxY8awatWqNvt+/etfU1NTw1/+8hfy8vIOeExMTEybePdyOBxRfaEahhH1c/YWyk14UclNKAiLroGS5tFA6aMxLngYw+XpvnNGQCRyMzQjkdMnwLJtFcw9PJc4T88sUh8svac6pvyEp9yEp9yEF+3cROI8kezTRmMQAvSMPq3eB+EpNx1Tftox8UJ457cAONY8j+PYn3bpaWYNT8cXNPmyoJLjR2eQkdT1RcJ7Gr1uwlNuwlNuwlNuOhbN/HT2HAdVobjiiisO2Petb33rYJ7iAAsWLOCKK65g2rRpzJgxg3vvvZe6ujquuuoqAC6//HIGDhzInXfeidfrZfz48W0en5KSAnDAfhHppP/eBJvesrZjU+GSp8GbbG9MUTQyK5HhGQl9Yj5bERHpnEj2aaMxCEFE+qAJF7QUbY2vnoFjfgJdmKbLMAyOG5XBiMwEBqX2jakRRETEclBF24cffjjiAcyfP5+SkhJuvvlmdu/ezeTJk3njjTda5gUrKCjQtwAi3WX5o7D0Pmvb4YILH4e0/reC9f4FW38wxM6KBoamx4d5hIiI9GaR7tNqEIKIHLTUfMy8IzB2LMUoXQ+FX8LAKV16KsMw2i3YBoIhXE59lhYR6a16xLXA119/fbsjEQDee++9Dh/7yCOPRD4gkf5g20fwWuvceJzxJxh6jH3x9BBNgSAvrSiksLKB08bnMDo70e6QRESkh9MgBBHpCnPSRRg7llqNFU92uWjbnk3Ftby3vph5UwaRFt+zpz0TEZH29YiirYhEWflWWHgZhAJWe+YPYOqVtobUU6wprGZXRQMAb6zejdtpMCwjweaoRESkp9MgBBE5aIedi/nGLzACjbDqWTjlt+A+9MUWt5bW8dpXRYRMk0Vf7OTC6Xkked0RCFhERKJJX/mL9DeNVfDURdBgrTLL8JOsDqIAMDkvhQkDrTl9Q6bJa18VsaO83uaoRERERKTPiUmicegp1nZjJax/PSJPm5PsZUCCNbq2pjHAouU7qWsKROS5RUQkelS0FelPQkF47mooWWe100fDBQ+DU4Pu9zIMgxPHZLZMixAImby8spBdlQ02RyYiIiIifU3DmHmtjRVPROQ5vW4n86YMJDXOGl1bUe9n0Ze7aPQHI/L8IiISHSraivQn/70JNr1lbcemwiVPgzfZ3ph6IIfDYM5h2QzLsBYi8wVCvPjlLoqqVLgVERERkcjx5c7ETBlsNTa/A9WFEXneOI+LeVMHkei1BmeU1jSx6AsVbkVEehMVbUX6i+WPwtL7rG2HCy58HNKG2RtTD+Z0GJwxIYf8dGslXl8gxAtf7mJPdaPNkYmIiIhIn2E4YOLF1rYZgpVPReypk7xuzpsyiPgYJwB7qht5acUumgIq3IqI9AYq2or0B9s+gtcWtLbP+BMMPca+eHoJl9PBmRNzyUuzCrdN/hCLvthFeZ3P5shEREREpK8wJ13c2vjyCTDNiD13aryHeVMGEeuxCreFlY28tKIQXyAUsXOIiEj3UNFWpK8r3woLL4NQ8+IDM38AU6+0NaTexO10cPakXAamxgLWwg5JXs0BLCIiIiIRkjoE8psHVJRvhh2fRfTp0xNimDdlIF5384jbqkZKapsieg4REYk8FW1F+rLGKnhyPjSUW+3hJ8Epv7U3pl7I43JwzuRcZg5N48yJObic+tMpIiIiIhE0+dLW7RX/jvjTZyZ6mTdlIAkxLs6enMvAlNiIn0NERCJLlQeRvioYgGevgtL1Vjt9FFzwMDg1SrQrYlxOjhyRroKtiIiIiETeuLPBk2htr34BfHURP0VWkpcrj8pnyID4iD+3iIhEnqoPIn3Vf38Nmxdb27GpcMlC8CbbG1MfU93o59nPd1BV77c7FBERERHpzTzxcNhca9tXA2tf6ZbTuNsZgLCpuJZQKHLz6IqISGSoaCvSF33+EHz6D2vb4Yb5/4a0YfbG1MdUNfh59vOd7Kxo4NnlO6hqUOFWRERERA7B4d9q3f7isaiccumWMl5ZWcibX+9W4VZEpIdR0Vakr9nyPrz209b2mfdA/tH2xdNHuZ0GbqcBQE1jgOeW71ThVkRERES6Lm+mNaUZwPaPoWRDt56uos7HZ1uttS/W7a7hrbV7ME0VbkVEegoVbUX6ktJN8MxlYAat9qzrYcrl9sbUR8V5XJw3ZRBp8R4Aqhs0VYKIiIiIHALDgKlXtra/eLRbT5ca7+GMiTk4DGsgwprCat5as0cjbkVEeggVbUX6ioYKePJCaKyy2qNOhZN/Y29MfVx8jIvzprYWbmsaAzy7fAeV9T6bIxMRERGRXmnSxeCMsbZXPAH+xm493fCMBM6YmN1SuP26sJr/qnArItIjqGgr0hcE/fDM5VC+2WpnjoPz/gUOp71x9QMJMS7OnzqIAQmthdvnlu+kok6FWxERERE5SHFprQuSNVTA2pe7/ZQjMhM5fUJr4XZtUTX/XaM5bkVE7KairUhvZ5rw+s9g6wdWOy4dLn4aYhLtjasfiW8u3KbvV7gtV+FWRERERA7WvlMkLH8kKqccmZXYZsTt2qIaLU4mImIzFW1FervPHoDlD1vbTg9c9CSkDrE3pn4ozmNNlZCeaF3OVtsUYOOeGpujEhEREZFeZ/AsSB9tbW//GErWR+W0IzITOWNiDk6HVbhdt7uG9zeUROXcIiJyIBVtRXqzjW/DG79obZ/9vzB4pn3x9HNxHhfnTxlERmIMU4akMmNomt0hiYiIiEhvs/+CZFEabQswIjOhpXAbH+NkUl5K1M4tIiJtqWgr0lsVr4PnrgIzZLWP+QlMmm9vTEKsx8mF0/I4dmQ6RvPlZSIiIiIiB2XSRfssSPZkty9Itq/hGQmcPSmX86fmtSy4KyIi0aeirUhvVFcGT82HpmqrPeZMOOHX9sYkLTwuxwEF2x3l9eyuil5nW0RERER6sbg0OOxca7uxEta8FNXT56fHH1CwDYZMgprjVkQkalS0FeltAj5Y+C2o2Ga1syfCvAfAobdzT1VU1cDLKwt5/oud7CivtzscEREREekN2kyR8LBtYQCEQiZvrN7NKysL8QdDtsYiItJfqMoj0puYJrz6Yyj4xGonZMHFT4Mn3t64pEOfb6vAFwjhC4R48ctdbCutszskEREREenpBh8BGWOs7YIlULzWtlDeXV/Mhj01bC2t48Uvd9EUCNoWi4hIf6GirUhv8snfYMW/rW2XFy5+CpIH2huTfKNTx2czNN0qrAdCJi+vLGTjnhqboxIRERGRHs0wYOpVre3PHrAtlFFZiXhcVvlgZ0UDL3yxi0a/CrciIt1JRVuR3mL9f+Ctm1vbc/8BA6faF490mtvp4KxJuYzKSgSs+cBeW1XE14VVNkcmIiIiIj3a5IvB3XxV3cqnoaHSljDy0uI4b8ogvG4nAEVVjTy3fCf1voAt8YiI9Acq2or0BrtXw/PfAZon/j/+Rhg/z9aQ5OA4HQanjc9mXG4SYM108d+v97ByR6W9gYmIiIhIz+VNtgq3AP56WPGkbaFkJ3s5f+og4jxW4bakpolnP99JTaPftphERPoyFW1FerqaInjyQvDVWu3D5sFxN9gbk3SJw2FwyrgsJueltOx7Z10xy7aV2xeUiIiIiPRsM77bur3sQQjZtxBYRmIMF0zLI9HrAqC8zsezn++kql6FWxGRSFPRVqQHM/z1GE9fDNW7rB0Dp8Lcv1vzW0mvZBgGx4/OYMbQtJZ9n2wqo7zOZ2NUIiIiItJjZYyGYcdb2+VbYNPbtoaTFu/hgml5JMe6Aahq8PPM5zuoUH9WRCSiVLQV6alCQZIX/xSjaKXVTh4MFz8N7lh745JDZhgGR41I56gR6QDMHpdJWrzH5qhEREREpMea8b3W7c/+aV8czZJj3Vw4PY8BCVYfNj7GRWzztAkiIhIZLrsDEJH2GW/fgnfbYqsRkwSXPgMJmfYGJRE1Y2ga+QPiyEzy2h2KiIiIiPRko+ZAymCoLLBG2pZthgHDbQ0pIcbF+VMH8cGGEo4bldmySJmIiESGRtqK9ETL/oWx9D4ATMMJFz4KmWNtDkq6Q3sF2w17amj0B22IRkRERER6JIcTpn+ntf3ZA/bFso84j4tTx+ccMMo2GDJtikhEpO9Q0Vakp9n4Frz+s5amecafYPiJNgYk0bS2qJrXviri2c93UNsUsDscEREREekpDr8MXM1TpX3xODRU2BtPGI3+IE99VsBXOyvtDkVEpFdT0VakJ9m9Gp69EkxrRdjayd+BKVfYG5NEjT8Y4uNNpQCU1vpYuGyHFigTEREREUtcGhx+qbXtr4Plj9gaTnsCwRAvryikpKaJxWuLWbqlDNPUqFsRka5Q0Vakp6jZDU/OB18tAObYs6md+RObg5JocjsdnDdlUMtKvNXNK/Hurmq0OTIRERER6RGOuBYwrO1P/wmBnvUFv9NhkJvSunDyks1lvLe+hJCmSxAROWgq2or0BL46q2BbvdNqD5yKOfcfYOgt2t+kxnu4cHoeGYkxADT4gjz/xU62ldbZHJmIiIiI2G7AcBhzhrVdUwRfL7I3nv0YhsHRI9M5dlR6y74VOyr5z+rdBIIhGyMTEel9VBESsVsoCM9fA0UrrHbyYLjoKXDH2RqW2GfvSryDUq1RCr5AiJdWFLJ6V5XNkYmIiIiI7WZd37r9yf9CD5x+YOqQNOYclo3DsEYFb9hTw0srCmkKaLFdEZHOUtFWxG5v3QzrX7O2Y5Lg0mcgMcvemMR2XreTcw8fyIjMBABCpslba/bwyaZSzQsmIiIi0p8NPgIGTrW296yCLe/ZGk4443KTOGtSDm6nVbgtKK/nmc93UtPotzkyEZHeQUVbETst+xcs+V9r23DChY9C5lh7Y5Iew+V0cMaEHKYMSW3Z99WuKup8GqEgIiIi0m8ZRtvRtns/T/RAwzISmDdlEF63E4DSmiYWLttBbVPA5shERHo+FW1F7LLxbXj9563tM++B4SfaF4/0SA6HwXGjMjh+dAZup8HZk3JJiHHZHZaIiIiI2Gns2da0agCb3obdq+yNpwO5KbHMn57XstjuoNQ44j1Om6MSEen5VLQVsUPRV/DsFWA2j5g88ocw9UpbQ5Ke7fDBqVx11NA2q/GKiIiISD/ldMGR+4y2/fAe+2LphLR4DxfNyGPKkFROHpeF0TzXrYiIhKeirUi0VRbAExeAr9Zqjz0LZt9mb0zSK8TvN8LWNE3eWbeHoqoGmyISEREREdscfhnEpVvbX78ApZvsjecbxHlcHDcqA6ejbcG2qt6vNRtERNqhoq1INDVUwL/Ph9rdVnvQDJj3IDj0VpSD99GmUlbuqOK5z3eycU+N3eGIiIiISDR54mDWdc0NEz7+s63hdEVZbRNPfLadN7/eQzCkwq2IyL5UKRKJlkATPH0plK632mnD4eKnwa3L3eXgBUMmu6saAQiETF79qoilW8o0SkFERESkP5l+NcQkW9srn4bKHfbGcxACwRAvrSikyR9ibVE1i77YSaNfC+6KiOyloq1INIRC8ML3YfvHVjs+A771PMQPsDcu6bWcDoN5UwYxNiepZd+SzWX8Z/VuAkEVbkVERET6BW8yzPyutR0KwCd/szeeg+ByOjh2VDqu5ukSdlY08NRnBZTX+WyOTESkZ1DRViQa3r4Zvl5kbbvj4JKFkDbU3pik13M6DOYclsXRI9PZu5bDhj21vLqmlJpGv73BiYiIiEh0zPyB9RkD4ItHobbE3ngOwojMRM6fNog4jxOAyno/Ty8rYFtZnc2RiYjYT0Vbke726T9bv/E2HHD+wzBwqr0xSZ9hGAbT89M4a1IuHpf1J72k1s/CZTtbpk8QERERkT4sfgBMvcraDjTCJ3+1N56DlJMcy0UzBpOeGANAk9+aNmF1Ua2m/hKRfk1FW5HutPYV+M8Nre0z/gSjT7UvHumzhmckMH96HkmxLgBqmwI8+/kOdpTX2xyZiIiIiHS7I68Hp1X05LMHobbY3ngOUnKsm/nT8hiemQCAacKSbdW8s65YC5SJSL+loq1Idyn4FJ7/DtDcyTjmJzDt27aGJH1bekIMF03PIyfJA0BqvIesJK/NUYmIiIhIt0vKbf2sEWiAj/5sbzxd4HE5OGtiDjOGprXsW11YTVFVg41RiYjYR0Vbke5Qugmeusi6PAlg4kVw4k32xiT9QpzHxWljBzB1SEqbKRNEREREpI87+sfgirW2l/0fVBfaG08XGIbBUSPSmXNYFk6HwdEj0hmUGmd3WCIittCneZFIq9kD/54HDeVWe+hxcPbfaFkpSqSbOR0Gx4zMIDnW3WZ/Zb2Pkpomm6ISERERkW6VmAUzvmNtB5vgwz/ZG88hGJuTxHmTMpgyOMXuUEREbKOirUgkNVbBv8+Dyu1WO/MwmP84uDz2xiX9ni8Q4pWvili4rIB1u6vtDkdEREREusNR/wPueGt7+aNQucPWcA5FsteFsd/Al8+3lfPxplJCmudWRPoBFW1FIsXfCE9fCntWWe3kPLj0WfAm2xuXCPD59nJKa5rwB03+s2o3767Xog4iIiIifU58OhzxfWs75IcP/mhvPBFUUFbPR5tK+WxrOS+t3EWDL2h3SCIi3UpFW5FICAVh0Xdg24dWOzYNvrUIkgfaG5dIs+n5aRyWm9TSXlFQyfPLd1LbFLAxKhERERGJuFnXQ0xzv+/Lf0PJBnvjiZDKBh8G1sjbbaX1PPlZAcXVjTZHJSLSfVS0FTlUpgmv/QTWvmK13fFw6XOQMcreuET24XY6OHlcFieNzcTpsDq7uyobeOrTAnZVakVeERERkT4jLg2O+qG1bQZh8W32xhMhEwelMG/KQOI8TgCqG/wsXLaDNYWa+ktE+iYVbUUO1Xt3wfKHrW2HC+Y/BoOm2huTSDsMw2DioBQumDaIRK8LgNqmAM99vpMvCiowTU2XICIiItInHHEdJOZY2+tehe1L7I0nQvLS4rhk5mCyk70ABEImb369m3fXaeovEel7VLQVORTL/gXv39XanvsPGDHbvnhEOiEnOZaLZwxmUGosACHT5P31Jby2qkiFWxEREZG+wBMHJ/yytf3WTdYVgn1AotfNBVMHMWFg69ohK3ZYU3/VNPptjExEJLJUtBXpqq9fgNd+2tqecydMvNC+eEQOQnyMi/OmDGLqkNSWfRkJMQes0CsiIiIivdSkSyBjrLW9cxmsecneeCLI5XQwe1wWJ4/LajP11xurd9scmYhI5KhoK9IVW96HRd8Fmr+tPvrHMOtaW0MSOVgOh8GxozI4e3Iuo7MTmTE0ze6QRERERCRSnC44eZ/5bBffBgGfffF0g/EDk7lwWh6JXhcel4OTxmbZHZKISMT0iKLtfffdR35+Pl6vl5kzZ/LZZ5+FPfbBBx/kmGOOITU1ldTUVGbPnt3h8SIRt2s5PH0JBJs7PId/C066xd6YRA7B8IwETp+Qc8Ao203FNTT6gzZFJSIiIiKHbOQpkH+MtV2+BT57wN54ukF2spdvHTGEsyflkhbvsTscEZGIsb1ou3DhQhYsWMAtt9zCF198waRJk5gzZw7FxcXtHv/ee+9x8cUX8+6777JkyRLy8vI45ZRT2LVrV5Qjl35pzxr493ngq7Xao06DM/8CuqRc+phdlQ289tVu/r10O7sqG+wOR0Skx9MgBBHpkQwDTrkdaP688t5dULPH1pC6g9ftJC8trs2+QDDEoi92srW0zqaoREQOje1F23vuuYdrrrmGq666inHjxnH//fcTFxfHQw891O7xTzzxBNdeey2TJ09mzJgx/Otf/yIUCrF48eIoRy79TtlmeHwuNFRY7fxj4IKHrcuORPoQ0zR5d10xIdOkpjHAs5/v4JPNpYS0Iq+ISLs0CEFEerTcw2HK5da2rwbevtXWcKLlg40lbC+r58Uvd/HRxlKC6suKSC9ja9HW5/OxfPlyZs+e3bLP4XAwe/ZslixZ0qnnqK+vx+/3k5amuRilG1XtgsfmQm3zt9IDp8LFT4E71tawRLqDYRicMzmXgSnW69s04dMt5Tzz+Q6q6rUir4jI/jQIQUR6vJNuBm+ytb3ySdjRt0f3B0PW4IO9lm2z+rIVdX1rTl8R6dtsHSJYWlpKMBgkK6vtZOFZWVmsW7euU89xww03kJub26bwu6+mpiaamppa2tXV1QCEQiFCoVAXIz84oVAI0zSjdr7epFfkpq4E4/G5GFUFAJiZYzEveRbc8dCNcfeK3NhEuQkvUrmJ9ziZd3guy7aV8+nWckImFFY28PjSbZwwOoMx2YkHzIHbG+i1E55yE55yE54duelp/w57ByHceOONLfs0CEFEepz4dDjhV/Cfn1vt138G17wDDqe9cXUTp8Pg7Em5fFFQwUcbywiZJrurGnnyswKOG5XBYblJvbIvKyL9S6++rvuuu+7i6aef5r333sPr9bZ7zJ133sltt912wP6SkhIaGxu7O0TA+nBRVVWFaZo4HLbPSNGj9PTcGE3VpL18Oe6yDQAEkgZTPucBQjV+qGn/ksdI6em5sZNyE16kczM0AeLzY3l3UwXVjUHqgEWf1TA8PZYjhybjdfWu/Ou1E55yE55yE54duampqYnKeTorGoMQwP6BCPryIjzlpmPKT3hRz83UqzCWP4JRvAaKVhBa/ihMvTI65z5IkcrN4Xkp5CR5efPr3VTU+2nyB/nv17vZVlrLiWMy8bp7X9Fa76nwlJvwlJuORTs/nT2PrUXb9PR0nE4ne/a0nQh9z549ZGdnd/jYu+++m7vuuou3336biRMnhj3uxhtvZMGCBS3t6upq8vLyyMjIICkp6dB+gU4KhUIYhkFGRoY+7O2nR+fGV4fx78swytYCYCbl4rjyFdJTBkfl9D06NzZTbsLrjtxkZsLIITm8v6GUNYVWkWB3A6wsCXHWpI7/Vvc0eu2Ep9yEp9yEZ0duwn1R31t1ZhAC2D8QQV9ehKfcdEz5Cc+O3LiPuJEBL19mNd6+ldIBMwjFpUfl3AcjkrlxALOHelmyzcf64noAvtxSx4ZdpRw/PIXc5JgIRBw9ek+Fp9yEp9x0LNr56ewgBFuLth6Ph6lTp7J48WLmzp0L0DKf1/XXXx/2cX/4wx+44447ePPNN5k2bVqH54iJiSEm5sA/wg6HI6ovVMMwon7O3qJH5ibQBM9cBjub53qKS8e4/GWMtPyohtEjc9NDKDfhdUduYj0OTh2fw7CMBN5eu4dg0OTokb2zgKXXTnjKTXjKTXjRzk1P+zeIxiAEsH8ggr68CE+56ZjyE54tuck8E3PrBRirnsXRVEXG8rsxz2t//m07dUduzs/JZuOeGhavK6bRb41ya3LGkZk5ICLPHy16T4Wn3ISn3HQs2vnp7CAE26dHWLBgAVdccQXTpk1jxowZ3HvvvdTV1XHVVVcBcPnllzNw4EDuvPNOAH7/+99z88038+STT5Kfn8/u3bsBSEhIICEhwbbfQ/qQoB+e+zZseddqxyTDZS9A+kh74xLpAUZlJZKd7GV3VSMDEtp+IRYIhnA51QEQkf4lGoMQoGcMRNCXF+EpNx1TfsKzJTdz7oRNb0NDBcbXL2BMuhhGzYne+TupO3IzOieZnNQ43ly9G9OEmcPScTh639y2ek+Fp9yEp9x0LJr56ew5bC/azp8/n5KSEm6++WZ2797N5MmTeeONN1rmBSsoKGjzy/zjH//A5/Nx/vnnt3meW265hVtvvTWaoUtfFAzAomtg3atW2x0Hlz4LOR2PfhHpT5K8bpK87jb7AsEQTy3bwZC0OGYNH4BbxVsR6Uc0CEFEepWEDJjzO3jxB1b71QVw3VKISbQ3rihJ8ro5b8ogfMHQAQXbHeX1DEyJ7ZWFXBHpe2wv2gJcf/31YUcivPfee23a27Zt6/6ApH8KBeHF78PXL1htZwxc9AQMnmlvXCK9wJItZZTWNFFa08TW0jrmHJZNdnLfmndSRCQcDUIQkV5n0sXw1ULY8h5U74R3fgun/d7uqKLG4TDwOtouQlZU1cDzX+wkK8nLKeOyDriqTEQk2npE0VbEdqEgvHQdrHrWajs9VsF2+In2xiXSS8R5XLgcBoGQSXmdj6eXFTBlcCpHDBuAx6VRtyLS92kQgoj0KoYBZ/4Z/n4kBBrg03/CuLkwZJbdkdnCNE3eWrMH04TdVY08+WkBR44YwOF5qRp1KyK20SdpkVAIXvkhrHzKajvccOFjMPJke+MS6UWmDknlkpmDyUqyRteaJizfXsG/l26noKze5uhERERE5ABpw+CEXzY3THjhe9DUuRXN+xrDMDhlXDZp8R4AAiGTDzaU8uzyHZTVNtkcnYj0VyraSv9mmvDaAvjy31bbcMIFD8Po0+yNS6QXGpAQw/zpeRw1Ih1X84iEqgY/z3+xk/9+vZtGf9DmCEVERESkjVnXQd4R1nbldnjzV/bGY6PsZC+XzBzMlCGpGM2DawsrG3ni0wKWbikjGDLtDVBE+h0VbaX/Mk14/Wew/GGrbTjgvH/B2LPsjUukF3M6DGYMTeNbRwxhYGpsy/6vC6v599LtBIIhG6MTERERkTYcTjj3H+COt9pfPAob3rQ3Jhu5nQ6OG5XB+VMHkRpnLbwbDJks2VzGk59up6iqweYIRaQ/UdFW+ifThDduhGUPWm3DAec+AOPn2RuXSB+RGu/hgqmDmD02q2VO2/EDk3E59d+OiIiISI+SNgzm3NHaful6qCuzL54eYFBqHJceMYTp+Wk4mofdltb6+GBDCaapEbciEh369Cz9TyhkjbD99B/NOww45+8w8QJbwxLpawzDYMKgZC6fNYTDB6cwPT+tzf3+YEgjb0VERER6gqlXwsg51nZdsbVIcz8vTrqdDo4emc7FM/LITIrBYRicOCYLw9DCZCISHSraSv8SCsFrP24dYYsBZ/8NJl9sa1gifVmi183xozNx7rfy7tItZVqoTERERKQnMJo/F8UNsNob/gNL7rM3ph4iM8nLxdMHc/60QWQkxrS5r7imkepGv02RiUhfp6Kt9B+hILx8PSx/xGobDjj3fphyma1hifRHZbVNfLG9kop6a6Gy11cVUdsUsDssERERkf4rMQvO/Wdr++1bYMcy++LpQRwOg4EpsW32BUMmb6zezeNLtrN8e7kWKhORiFPRVvqHYABe+D6seMJqG06Y9yBMusjeuET6sezk1pEK63fX8Ogn29ThFREREbHTyJPh6B9b26EAPPdtqC+3N6YeasWOSspqffgCIT7YUMqTn25nZ4WuIBORyFHRVvq+oB8WXQOrnrHaDhec/xBMON/euET6sQEJMVw4LY+Tx2UR63ECtHR4H1+yjc0ltVrkQURERMQOJ/wa8o6wtqsK4MVrrWnmpI3DcpOYnJfC3iluS2t9PPv5Tt5YvZs6XUEmIhGgoq30bQEfPHcVfL3IajvccOFjcNhcW8MSEWuhsvEDk7liVj4TBia3dHgr6v28vKKQF77cRWltk71BioiIiPQ3zuZBLrHNi8hu+A+8f5e9MfVAXreTE8ZkcvGMwWQleVv2ry2q5pFPtrFsW7kW3RWRQ6KirfRd/gZY+C1Y+4rVdnrgoidgzBn2xiUibcR6nMwel8UlMwa3mStse1k9BeW6xExEREQk6pIHwnn/stYBAXj/97DmJXtj6qGykrxcND2Pk8ZmEuO28uULhPhoYymPL91OYWWDzRGKSG+loq30TY1V8O/zYOObVtvlhYufglFz7I1LRMLKTPJywbRBnDExh6RYN2nxHiYNSrE7LBEREZH+acRJcPJvWtsvfB92r7Ivnh7M4TCYOCiFK4/MZ+Kg1ivIahoDxLqd9gYnIr2Wy+4ARCKurhT+PQ+KVlptT4JVsB16rL1xicg3MgyDUVmJDE2Pp7YxgNNhtLn/k02lpMZ7GJOdiGEYYZ5FRERERCJi1vVWofarheCvh6cuge++C/HpdkfWI8V5XJw0NouJg1J4f0MJWUkxpMZ72hwTCpk4HOrHisg300hb6Vsqd8BDp7YWbGPT4IpXVLAV6WXcTscBHdySmiY+21bOG6t388SnBWwvq7MpOhEREZF+wjDgrL9A7hSrXVUAT14IPvXDOpKRGMN5UwZy5PC2xW1/MMTjS7ezdEsZvoDmuxWRjqloK31H6UarYFu20Won5sK334CBU+yNS0QiYlNxLaZpbZfUNLHoi108v3wne6ob7Q1MREREpC9zx1prgyTmWO1dy+G5b0MwYG9cPZxhGAdcNfZlQSXldT6WbC7jkU+28tXOSoIh06YIRaSnU9FW+obCFVbBtnqn1U4bDle/CRmjbQ1LRCJn1vABnDdlUJvVeQvK63ny0wJe/aqQ0tomG6MTERER6cOScuHS5yAmyWpveANeW0DLN+rSKb5ACEfzFF91TUEWry3m8SXb2FRcg6lcish+VLSV3m/bR/DoWVBfarWzJ1gjbFMG2xuXiETc4AFxXDwjj9Mn5JAc627Zv3FPLf9eup3XVxVRUeezMUIRERGRPip7vDXi1tHcB/viUXjvLntj6mWOHpnO5bOGMDIroWVfRb2fV1YWsXDZDgrK6lW8FZEWKtpK77b6eXj8XGiqttqDZ8EVr0JCpr1xiUi3MQyD0dmJXHFkPieMySQ+xlqR1zRh/e4aims04lZERESkWww9Fs69v7X9/l3w8V/si6cXSo33cObEXOZPz2NgSmzL/qKqRp7/YifPLt9JuQYhiAgq2kpvZZrwyd+a51Jq/g9t5CnwrUUQm2JraCISHU6HweS8FK46aijHjkonzuMkPcHDqH1GLoC1Qq+IiIiIRMiE82HOna3tt26GT/9pXzy9VG5KLBdMG8TZk3NJT2hdgLekpgmvW6UaEQGX3QGIHLRQEN78FXz6j9Z9Uy6HM/4MTr2kRfobt9PB1CFpTBiYQm1TAMNou+DDK18V4nY6mJafSnq8J8yziIiIiEinzboW/PXwzu1W+z8/B6cHpl1lb1y9jGEYDM9IYFh6PBv21LJ0SxnDMxKI87T9XFvbFCAhRp91Rfobveuld/E3wKLvwtqXW/cd/0s47uewX6FGRPoXj8tBmqttUba4upEtJXWANXVC/oA4hiaEyNQMKiIiIiKH5tifWlc9vv97q/3q/0AoADOusTWs3mjv9F8jMxMI7jenbaM/yKOfbCM7ycuMoWnkJsfYFKWIRJuKttJ71JXB05fAjqVW23DC2X+Fw79lb1wi0mNVNwaI8zip9wUB2Fpax+rtdayvgplDBzBkQNwBI3NFREREpJOOvxECja3z2r7+U2u9kWN+Ym9cvZTDYeCgbd90xY5KfIEQBeX1FJTXk50cw/BEk4wMTQEm0tepaCu9Q/E6eGo+VGyz2u54mP8YjJhta1gi0rONyExgyIA4vi6s5vNt5VQ3+AHYVdHAC5W7yEyKYcrgVEZlJeJ0qHgrIiIiclAMA2bfBg43fHi3tW/xb6CxGmbfqqshIyAlzk1yrJuq5n5sUWUjm3bVsa7CZOawdEZmJuBQP1akT1LRVnq+TW/Ds1dZ39gCJGTBJc9A7mRbwxKR3sHtdDA5L4UJA5NZW1jFu6sL8DffV1zdxBurd7O1tI7TJ+TYGqeIiIhIr2QYcNJNEJMIb99i7fv4XqgvgzP/DE63reH1dmOykxiVmciG4hqWbS2npKYJgNJaH6+vKiIlzs20IWmMyUnE7dQCZiJ9iYq20rN9+gC8cQOYIaudPQEuXgjJA+2NS0R6HafDYFxuEgOcGdQY8Xy+vZI91Y0AjM1Jsjk6ERERkV7u6P+BmAR47aeACV8+DlU74cJHwZtsd3S9msNhMCY7idFZiWwuruHtr7ZT3zw7QmW9n7fX7iEQCnH44FR7AxWRiFLRVnqmoB/e+AUs+1frvjFnwrwHwBNvX1wi0usZhsGIzARGZiWyq7KBjXtqyR8Q1+aYLSW1fLWzisMHpzA4TfPeioiIiHTK9O+ANwVe/IG1SNmWd+GhU60rJVPy7I6u1zMMg2EZCZwzPh2fO5HPt1dSUF6Px+VgXG7bQQihkKlpE0R6ORVtpeepK4PnroKt77fuO3oBnHgTOHS5h4hEhmEYDEqNY1Bq3AH3fVFQyY7yeraW1pES52bioGTG5SQT63HaEKmIiIhILzLhfEgaaC0i3VAOxWvgwRPhgkcg/yi7o+sTDMMgLy2OIekJ7KlupKLeR4yrbT/1vQ3FlNX6mDIklWHp8RqEINILqWgrPUvhClh4GVQVWG2nB876K0y+2NawRKT/aPQHWxZ6AOuSsw82lPLJpjJGZiUwYVAKucledXxFREREwhkyC77zNjxxAZRvhrpiePQsmHMHzPy+FiiLoKwkL1lJ3jb7GnxB1hRW4w+a7KxoIDnWzYRByRyWm0ScR2Ugkd5Cwxal51jxFDw0p7VgG58Jl7+sgq2IRJXX7eSqI/M5c2IOg9NaR+EGQiZri2p4ZtkO/v1pASt3VNIUCNoYqYiIiEgPNmC4VbgddrzVNoPWFHiLroGmWltD6+tqGv0kxLQWZ6sa/Hy0sZR/fbiV/6wqYmdFPaZp2hihiHSGvmIR+wV9GP/5Wdv5awdNhwsfg6Rc++ISkX7L4TAYmZXIyKxEKup8fLWrijWF1TT6rSJtaU0T76wrZnBa3AGXoomIiIhIs7g0+NYieOd2+OjP1r5Vz0Lhl3DevyD3cHvj66Myk7xccWQ+W0vrWLGjku1l9QAEQybrdtewbncN6QkeJgxKYcLAZJya+1akR9JIW7FXzW7SXrkSY9+C7bRvw5WvqWArIj1CaryH40Zl8J1jhjLnsGxyU6zLzwanxZEa72lz7I7yeqrq/e09jYiIiEj/5HDC7FvhwsfBk2DtK9sE/zoZPv4rhEK2htdX7V20bN6UQVx1VD7T8lPbrM9QWuvjy4IKVK8V6bk00lbss/kdjEXfxVNXYrWdHjjjHphymb1xiYi0w+20VuUdl5tEcU0j+19RZpomb369m5rGAINSYxmXm8TIzEQ8Ln0/KiIiIsK4syHrMHj+amukbcgPb90EG/8LZ/8N0obaHWGflRLn4ZiRGcwaNoCNxbWs2lnFrsoGJg5KPmCdhlU7qxiSHkeS121TtCKyl4q2En3BALx7B3z0ZwysqoeZlIsx/98wcKrNwYmIfLPMRO8B+3aUN1DTGABgZ0UDOysaeHddMcMyEhiVlUj+gDhcThVwRUREpB8bMBy+/V9473fw0b2ACds+hH8cCSfdDDO+a43MlW7hcjoYm5PE2JwkSmqaSPS2LQmV1jbx9to9GAbkpcYxLjeJEZkJuNWHFbGFirYSXVU74bmrYcfSll2Ng4/Dc8G/MBIzbQxMROTQDEjwcPTIdNYUVlNe5wPAHzRZv7uG9btriHE7GJ6RwJjsRPJS43DoWjQRERHpj1wea7qE4SfCi9dZC1H7661FylYvgjP+BFnj7Y6yz8tIjDlg35rCagBMEwrK6ykor8fjcjAyM4HR6sOKRJ2KthI96/8DL/4AGiqstsNF6KRbqBx2Ppnx6fbGJiJyiOJjXEzPT2PakFR2VzeyprCaDXtqWxYva/KHWFNYzdbSOq45ZpjN0YqIiIjYbOixcO0SWHwbfPaAtW/nZ/DAcRhTr8QY/11AA3uiafLgFGJcDtYUVVPZvE6DLxDi68Jqvi6sJs7jZFRWImNyEslJjrU5WpG+T0Vb6X5NtdZcRZ8/1LoveTBc8DDkToHiYvtiExGJMMMwyEmOJSc5luNHZ1JQXs/63TVsLqnFFwgxMjPhgBV6l28vJy0+hrzUWE2hICIiIv1HTAKc/kcYNxde+aG1QJkZwvj8ITJWLYKTfm0tVK0pE6Iiyetm5rABzBiaxq7KBtYUVrOx2OrDAtT7gqzYUUm9L8gZE1W0FeluKtpK9yr4FF74HlRsbd039ixrovnYVK0UKiJ9mtNhMDQ9nqHp8fiDIbaX1ZEc62lzTIMvyEcbywiZJh6Xg6Hp8QzPSCA/PY4Ylz6giIiISD+QfxT84BNY+nd4/4/gr8PRVAmv/xSW/R+c+CsYcyYYujQ/GgzDYFBqHINS4zhhTIhtpXWs213DttI6AiGT0dkJbY73BUJ8urWM4RkJ5CR7D1jcTES6RkVb6R4BH7x3J3x8L5jNhVl3HJzyW+ubUv0RF5F+xu10MCIz8YD9W0vrCJnWooy+QKhlDlynwyAvLZah6QkMHRBPcpxW8BUREZE+zBUDR/8YJl6E+dZNGKuetfaXrIWF34Lcw+HEX8Pwk/R5MorcTgcjsxIZmZVIUyDI5uI68gfEtzlmW1kdn2+r4PNtFSTEuBieaQ1CGJQad8AVZiLSeSraSuTt+RoWfQ/2rGrdN2g6nPtPa7VQERFpMTIrAY8rl03FtWwtrWuZAzcYMtlWWs+20nrexVro7NKZQ9TxFRERkb4tKQfz3AcoHzaXtM/vxdi1zNpf+CX8+zwYchQcs0DFWxvEuJyMy006YP/m4tqW7dqmACt3VLFyRxUxbgfD0hMYlhHP4LQ4vG5dRSZyMFS0lcjxN8KHf4KP/gwha9JyHC44/kY46n/AqZebiMj+rBG4CYzITCAYMimsbGBTcS2bS2qpaQy0HBfjchxQsN1ZUU9ijFujcEVERKTP8edMw/z2mxib/gvv/Bb2rLbu2P6xdcsaD0f9CA47F5zqC9np+NGZ5KXFsbmkloKyegIh6yqyJn+ItUXVrC2qxmEYTByUzAljtLicSGepiiaRse1jeOVHULaxdV/GWJj3T8iZZF9cIiK9iDUlQhx5aXEcPzqDktqm5tG2deSnt70MzTRN3li9m5rGAEmxbganxZGXFkteahzxMfrvXURERPoAw4DRp8HIObDmBXj3d9ZiZWAVcRddA4t/AzO/B5Mvhbg0e+Ptp2I9TsYPTGb8wGSaAkG2l9WzubiWLaV1LYuYhUyTWE/bkbamabK9rJ7clFg8Li3GK7I/faqTQ9NQAW/dDF881rrP4YIjfwjH3QBur32xiYj0YoZhkJnoJTPRy4yhaZjN897uVVrraxmJW93gZ/WuKlbvqgIgPcHTUvwdlBqrBc1ERESkd3M4YPx5MG4urHvNWjtl13Lrvqod8N9fw+LbrVG306+2pufT1Am2iHE5GZWVyKisRALBEDsrGthWVsfW0jqG7jcIoazOxwtf7sLpMMhO9pKXGsfgAXFkJ3k1JZgIKtpKV5kmrH4e3rgR6opb9w+cBmf/FbIOsy82EZE+aP9VeL1uB0eNSKegvJ6iyoaWy9DAKuiW1vr4sqASw4ArZuWTGu+JdsgiIiIikeVwwrizYexZsP0T+PgvsPFN675gE3z1tHXLGg+TL4Hx50Nilr0x92Mup4P89Hjy0+M5fjQHDELYVloHWGs57KpoYFdFA0u3lOFxORiUGsug1DgGp8WRnuA5oC8s0h+oaCsHr2gl/OcGKFjSus+TCLNvgWnftv4jFRGRbpXodTNjaBozhqbhD4YoqmykoLyeHRX17KluZG+f2ONykLLfnLcrd1Syu7qRgSmx5KbEkqo5cUVERKQ3MQzIP8q6lW6Ezx+GFU9AY6V1/57V8OYvrRG4w06AifNhzBkQk2Br2P3d/oXXnJRYJg5KZkd5PRX1/pb9vkCILSV1bCmxirrpCR4um5UfzVBFegQVbaXz6krhndth+aPAPt+QjT4dTr8bkgfaFpqISH/mdjoYPMC6nAyg0R9kZ0UDO8rrwTiwg7ypuJaC8nrWFFYD1jxkmYkeYoKNjHHEk5sSd8CcYyIiIiI9UvpIOPV3cNJN8PULsOz/YNfn1n1mCDYvtm4uLww/Ecacac2Tq/lvbTcwJZaBKbEAVDf6KSirZ0fzIIS6pmDLcWnxMQc89r31xcS6neSmxJKd7MXt1Jy40veoaCvfzFcPn/0TPvwzNFW17k8bDqfeBaNOsS82ERE5gNftZERmAiMyDxxNYpomJbVNbfY1+IJsK62nrq6O9RUhDMMgOdbNEcMGMC43KVphi4iIiHSdO9aaEmHyJVCyAb5aCF89A1UF1v2BRlj/unUznDDkSKuAO+oUSBtmb+xCktfdspiZaZqU1fmsq8jK6xmW0XYuXH8wxModVYSaLy1zOgwyE2PISY7BHWjAm+gnOU5TKkjvp6KthBcMwIp/w3t3QU1R635PIhz3c5j5fXBpjkQRkd7EMAy+c/RQ9tQ0UVjZQGFlA0VVjdQ3BdocV9Xgx7HfgIWqBj+fbColIzGm5RbnUVdCREREepiMUdbI2xN+BTuWWsXb9a9D7R7rfjMI2z60bm/cAClDrFG4w0+EocdCbIqt4fd3hmGQnhBDekIMUwanHnD/nurGloItWHPiFlU1UljZQF1dHUt3+YiPcZGd7OX4UZkkayow6aX0SUsOFArB2pfgnTugbGPrfsMBky6x/vNLzLYvPhEROSQup6PN5WimaVJZ72PN1kL8rjiKa3zsqW4kO8nb5nHF1Y2s213Dut01LfsSYlxkJFqd6r2F3JRYNw6t+CsiIiJ2czisEbVDjoQz7oGdy2DdK7D2VajY2npc5XZY/rB1MxyQO8V6zOBZMPgITaXQwwxMieWqo/LZVdlAYaVVrC2v87U5pt4XZEtJHXMOazsKYXtZHcU1TWQ0913jY1QWk55Lr05pFQrC6kXw4d1Qsq7tfaNPh5Nuhsyx9sQmIiLdZu90CMPTY8nMzMDhcBAMmexfdy2paTrgsbVNAWqbAmxtXv0XINHr4jvHtL3MsN4XIMblxKliroiIiNjB4YDBM63bybdD8VrY8B/Y/C4ULIVQ80JYZsiaE3fX5/DJX619GWOs4u2gGZB7OKSPAqfKKXYxDIOUOA8pcR4Oy00GrL5mYWUD67fvpsnhZU+Nj1i3A6+77ToNG/bUsnpX67SPewcgtNwSYkiJc2tqBekR9FdGIOCDVc/Ch3+C8s1t78s7Ak6+zfoPSkRE+o32iqszhw1gRFYCJTVNlNb6KKlpoqSmiUZ/sM1xSd4DL0F7fdVudlU0kBLnJi3ew4B4D6nxHlLi3KTEerTwmYiIiESPYUDWOOt2zE/AVwfbPoYt78Lmdw4cxFSyzrotf8Rqu2Ihe4JVwM2dDDmTVci1WZzHxbD0eBJCiWRmZmIYBg379VEBimsa27TbG4DgdhpMGZzKkSPS2xxrmqaKuRJV+ovSn9WXw+cPwWcPQu3utvflHQHH/QyGn2T9hyYiIv2etciDl8zE1mkTTNOkpinQUsAtrW0iPeHAFX7L65oImSbldT7K63xs2u9+r9tJSpyb6fmpjMhMbPP8gDrIIiIi0n088daCZHsX2a4tsebCLVgKBUugaCWE9pn/P9AAOz+zbns5PVbhNnOsNTI3c6x1S8nngIUCpNsZhtHu2gtzDsumuLqJktqmsAMQ/EETt8ux374QD3ywhZQ4NwPiPQxIiCEt3kNKrJvkWDcup/6NJfJUtO2PitfCp/+ElU9b/9nsK/8Ya5Gx/GNUrBURkW9kGAZJXjdJXjfDMxLaPSYYMslLjaOszkdFnY9AyDzgmEZ/kN1VQYKhtvvL6nwsXLaDpFg3SV6Xda5Y62di83as26miroiIiEROQgaMPcu6gTUSd9dy2PUFFH4JRSugYlvbxwR9sGe1dduXKxYGDIe0oZA2HNKGtd4Sc1TQjbK9C5zttf8AhOKaJspqmxgQ33bR9Yo6H75AiOLqJoqrm4DWNR4MAxK9blLj3KTEuTli2AAt1isRoVdRf9FUC1+/AF881vbbQAAMGHMGzLoehsyyJTwREem7nA6D0ybkABAKmVQ3+imr81FZ76Oy3m/dGvzUNPpJ2W9138p6P75AiNKaJkrbmVMXrEvYEr1uLp05uM0oh8p6H/6gSUKMC6/bocKuiIiIdI0nHoYea932qi+3RuAWrbAKucVroWwzmPtdkh9oaL+YC1ZBN20oJOdB8qC2t6SBkJQLzgOnnZLI6cwABICmQIjUODeVDX7M/cYfmCZUN/ipbvCzvQyO2m9ahdW7qtiwp6Z58EHrAISkWDfxHg0+kPBUtO3LQkHrUo6vnoHVz4Ovtu39ngQ4/DKY+T3rPwoREZFu5nC0Lhyxv0AwhGO/TmvINEmOdVPbFCDYzghdsC5hq/cFD7gsbdm2ipaFJlwOg/gYFwkxLuJjXMTHOEn0WtsD4q2FJ0REREQ6LS4Nhp9g3fYKNEHZJquAW7zWmge3eC1Ubm87vULL8Q1QvMa6tcuAxGyriJuYDQlZEJdBrBkLFcOb92VCfCa4vWGeQyIhLy2OK48aSiAYorze1zLl194BCBX11kjcOI+TGFfbtRqKqhrZXlbf7vM6HYZ1NVmsmyED4pg6JK3N/YFgSFMv9GMq2vY1pgk7l8HqRdbI2v3nqgXIHAdTroDJF4M3OfoxioiItKO9DumorERGZSUSCpnU+QLUNAaobvRT3RCgptHfsh3rPnAhs9omf8t2IGRS1eCnqsF/wHHjByZz8risNvsWLivA6XAQ53HidTloqqsh1x9DfIybOI+TWLcTr9tJjMuBo51F20RERKQfcsVA1mHWbV/BAFTtgPItzbet1iLg5VusaRaCvjBPaEJNkXVr5gDa/RQfk9xcwM2A2FSIS4XYtObt5p+xaW23Veg9aC6n44A1HsCaZqHBH6Su6cDFz/btk+4vGDKpqPdTUe9vd0qF//toK4GQaQ028LhI8FqDEPYORNg7CCHO7VSftA9S0bYvaKqBLe/Dxv/CxregpvDAYzwJMP48q1g7cIrmqxURkV7F4bCmQEj0uskltlOPGZqeQLzHRW1TgLqmALVNwQMWmgCI87Qt+AZDJoWVrSsLm6ZJXV0d8eWhAy5fm3v4QIamx7e0i2sa+XxbBV63A6/LSYzbaW03F3k9Tgcel4MYl7VPRERE+gGnq3lO26HASW3vC4WgrgSqdlqF3epdzdvNt+pdULvnm8/RVGXdyjZ2Pi5XLHiTICYRYvb+bN727tdu8zMB3HHWzdP8s59P47B34bP2Cq9zJw+k0R9qHmzQOuigtR3AFwiRFNv2scGQdTUZQFmtjzLCFffh7Mm5baZ3KK/zsXJnJXFuJ3EeF7Fug/oaHzGJfuJj3HhcGr3bG/SIou19993HH//4R3bv3s2kSZP429/+xowZM8Ie/+yzz3LTTTexbds2Ro4cye9//3tOP/30KEZsM3+DNQn69iWw7QPrZ6idb26cHhgxGw6bB6NPs/6wioiI9BOT81IO2OcPhqhvClLT5KeuKUhtU4CspLZTIzT6g7gcRrsLpu3P627b4a2q97N+d02Yo1u5nQbXnziyzb7Pt5Wzvawej8vRcotxOohxO/A4nbhdBm6ngySv+4DpHHyBEC6HoREWIiIivY3DAYlZ1m3Q1PaPCTRZhd3aPYSqd1OzewuJRgOOumKroNt8H7XFB06L2JFAA9Q2dK4o/I2/h7u1gNumoBsL7njrZ8v9seCMsUYm7705Y8DlBZfH+un07Ndu7/iYXjEgzTAMYj1OYj1OspIOHN1smiaN/tAB+/3BEINSY1sGIPiD4fum+w9CKK9rYkVBZZtz1NXVEb+1AcMwcDsNvM0F3UtmDm7z2IKyeqob/W0GHnjd1tVnmqohumwv2i5cuJAFCxZw//33M3PmTO69917mzJnD+vXryczMPOD4Tz75hIsvvpg777yTM888kyeffJK5c+fyxRdfMH78eBt+g24W9EPpRti9Cvasgh2fWStWtlekBeuP2dBj4bBzYfTpEJsS1XBFRER6MrfTQXKcg+S48KNB4mNcXH/iCHzBEA2+ILWNfnbuLiE2MZlGf4h6f5Amf5BGf4j4mLZdqfY63O1pb3RDSU0TBeXtz3e2rzHZiS0Lu+318MdbrXl9HQZulwOXw8DjcuByOHA7rWKvy2kwOS+FQalxLY+rbQqwtqgap8PA5TCafzratp3Wz/T4mDZF4VDIxNx/JQ4RERGJPFdM6wJlOSEaUotJzMy0Cr778zdCQwU0lFs/68vb2a5s3q6wrtxtqoGmauAQ/l8P+aGxyrpFk9NjFYydLgyHmwwcGO4Ya+Svw93809X6s2V7//us52h3v8MJhtPKt+Hcp+0Ew9H8vM797mvv2Pb3G4aT2Jb9rc/ldTi4YJgBhgPTiKEpaFLvM6lrClLnD1HrC1HvC1HrD5Fg1kJDkxWP4aChrgZnsBEMAxMHIcAwg9aUmoaBP2jiDwYItdOXW1NUxdqi9gch7O1jxrgcjMxKPGDRtc+3lWMY4HE6W45rGYzgcuB2WjenBhp0iu1F23vuuYdrrrmGq666CoD777+f1157jYceeohf/OIXBxz/l7/8hVNPPZWf/exnANx+++289dZb/O///i/3339/VGOPCNO0/kDWl1qXPlRsa72VbrQmLg87v02zlMEwcg6MPAXyj7a+vRIREZEuMwyDGJe1kESS14XL5yUzMxlHex+O9jEmJ5HBaXE0BqypGBr9oeafQRoDIfyBEE2BEG7ngR1VX7BzBV93OyMc9o4KDoRMAr4Dp4DYa1RWYpt2dYOfjzaWduq8Pzh+OF5H6yiOz7aV88mmUs4bl9jBo/oPXTkmIiI9gtsL7hxIyvnmY/cVCoG/rrWI21htFXL3FnRbirvNbX+DdfPVNW83//TVg7/59k21jEgI+qybHwygr04+ZQDe5ltaewe83rY5ofkWjomBaTgwMeB9q9ALVoH4JBNOMMHEgWlY/c6WY/d5nNvlBLfbCg4DDIORDX7ruZuPtc6FVSgGfM37E7xuYlyOlscFQia1TQFrKjLDgWEYzU9rYBgODMPqnxuGgdftarkPDIKmtXix0fw4mh/b0t7n2DYjs43WGA0MUvDAZQu/6Z8iqmwt2vp8PpYvX86NN97Yss/hcDB79myWLFnS7mOWLFnCggUL2uybM2cOL774YneG2nVL/o5RsJSU+moMl8P6YxJosv6A1ZdZt4P9Q5Y2HIbMgsFHWj9Th/aKSwJERET6upaRvBz8vG5nT8rFFwzhCzTf9tluam77A6EDpkYwTZPsJC/+YAh/yMQfCBEIhZpHUITYdwCFa79RDcFOTAHxTY/VSAldOSYiIn2Aw9E6h22kBAPNBdx2irp7ayPBJuvn3lubdmPzcY0Q8IVpN1nnCfkxg35C/iYchDBC/pb9BP1ghv9Suz8yMK2RtwD7pabTvdh2SlmdXuq+oW3TBaR09rH7cXLoxXoD8MR0NYLuY2vRtrS0lGAwSFZW2xWbs7KyWLduXbuP2b17d7vH7969u93jm5qaaGpqamlXV1cDEAqFCIU6N6LlUBg7P8NY+xJdWZPRxIABIyB7PGbWeMiaADmTrBUh2xxoQi+9PDEUCmGaZlT+LXob5SY85SY85aZjyk94yk140cyN22Hg9jiJ93Tc9dw/lnMPz233ONM0CYZMq4AbChHrdrZ5bGqcizMnZBMIWcdZP0P7ta2fBm1zEOd2kJUUg4Povm564mu03185JiIi0h6nC5zNi5pFgRkKUVJcTGZmJsb+V0eZplW83VvEDQX2awfD32eGrPvNYPNxgQP3tfxsb3/AGsncqWP326a53mOGrFtLe/99oQ6PM80gfp8Pt8uFwT7Htnns/vu+4bj99pvs7aftM4WWue90WntrVyZOh4Fj778LJiHT6oMaLfus4w322Tatnw6j9XER1QPHIdg+PUJ3u/POO7ntttsO2F9SUkJjY2M7j4isZL/Z7hrXpsNNyJtKKDat9WdcJoGkPIJJeQSTBhEgiIzoAAAarElEQVRMGGjNXbOveqC+uNvjjpZQKERVVRWmaX7jJaf9jXITnnITnnLTMeUnPOUmvL6Um/Z6PokAjuZbB0pKStq0c2Iga7CHqipr7rpo5aam5psXeoumaF05ZvdABH2xE55y0zHlJzzlJjzlJjzlJrxvzM3eOW1d7VVp+rZQKERZSQkZGRnd2mcz9vvZYUwH7DCtK8uC1hVjgeaf/pB1tZk/aBI0TSYMbDued93uGnaW1xEIhloGH4SCIfyhIMGgNQAhGAqRl+rlxDGZrQVf0+SxpdupafAzNS+JYYkh0qP0vurs+9fWom16ejpOp5M9e9quVLhnzx6ys7PbfUx2dvZBHX/jjTe26RRXV1eTl5dHRkYGSUlR+LbnrD8Q8P2GsqoaBmTm4HB7m1c4dLTMt9JX51zpjFAohGEY3f6HozdSbsJTbsJTbjqm/ISn3ISn3IRnR2683q5cv9R9onHlGNg/EKEvfXkRacpNx5Sf8JSb8JSb8JSb8JSb8HprbtzNNwxaKpjFxW0HMqY5IC29EyMQgOLy6jbtE0ekETIBM0RFXQ2h4uKo5KezgxBsLdp6PB6mTp3K4sWLmTt3LmC9kBYvXsz111/f7mNmzZrF4sWL+Z//+Z+WfW+99RazZs1q9/iYmBhiYmIO2O9wOKLzQk3MglAI01+MIy61V705osUwjOj9e/Qyyk14yk14yk3HlJ/wlJvwlJvwop2b/vpvYPdABH15EZ5y0zHlJzzlJjzlJjzlJjzlJjzlpmOhUIiSEmfU8tPZQQi2T4+wYMECrrjiCqZNm8aMGTO49957qaura5kT7PLLL2fgwIHceeedAPzoRz/iuOOO409/+hNnnHEGTz/9NJ9//jkPPPCAnb+GiIiIiPRD0bhyDHrAQAT05UVHlJuOKT/hKTfhKTfhKTfhKTfhKTcdi2Z+OnsO2/+l5s+fz913383NN9/M5MmTWbFiBW+88UbLJWMFBQUUFRW1HH/kkUfy5JNP8sADDzBp0iSee+45XnzxRa20KyIiIiJRt++VY3vtvXIs3JVge68c21dHV46JiIiISP9j+0hbgOuvvz7sdAjvvffeAfsuuOACLrjggm6OSkRERETkm+nKMRERERGJtB5RtBURERER6a3mz59PSUkJN998M7t372by5MkHXDm272Vwe68c+/Wvf80vf/lLRo4cqSvHRERERKQNFW1FRERERA6RrhwTERERkUiyfU5bEREREREREREREWmloq2IiIiIiIiIiIhID6KirYiIiIiIiIiIiEgPoqKtiIiIiIiIiIiISA+ioq2IiIiIiIiIiIhID6KirYiIiIiIiIiIiEgPoqKtiIiIiIiIiIiISA+ioq2IiIiIiIiIiIhID+KyO4BoM00TgOrq6qidMxQKUVNTg9frxeFQnXxfyk14yk14yk14yk3HlJ/wlJvwlJvw7MjN3j7c3j5dfxXtPq3eB+EpNx1TfsJTbsJTbsJTbsJTbsJTbjoW7fx0tj/b74q2NTU1AOTl5dkciYiIiIh0VU1NDcnJyXaHYRv1aUVERER6t2/qzxpmPxumEAqFKCwsJDExEcMwonLO6upq8vLy2LFjB0lJSVE5Z2+h3ISn3ISn3ISn3HRM+QlPuQlPuQnPjtyYpklNTQ25ubn9eqRItPu0eh+Ep9x0TPkJT7kJT7kJT7kJT7kJT7npWLTz09n+bL8baetwOBg0aJAt505KStKbIwzlJjzlJjzlJjzlpmPKT3jKTXjKTXjRzk1/HmG7l119Wr0PwlNuOqb8hKfchKfchKfchKfchKfcdCya+elMf7b/Dk8QERERERERERER6YFUtBURERERERERERHpQVS0jYKYmBhuueUWYmJi7A6lx1FuwlNuwlNuwlNuOqb8hKfchKfchKfc9B/6tw5PuemY8hOechOechOechOechOectOxnpqffrcQmYiIiIiIiIiIiEhPppG2IiIiIiIiIiIiIj2IirYiIiIiIiIiIiIiPYiKtiIiIiIiIiIiIiI9iIq23ey+++4jPz8fr9fLzJkz+eyzz+wOKeruvPNOpk+fTmJiIpmZmcydO5f169e3Oeb444/HMIw2t+9///s2RRw9t9566wG/95gxY1rub2xs5LrrrmPAgAEkJCRw3nnnsWfPHhsjjq78/PwD8mMYBtdddx3Qv143H3zwAWeddRa5ubkYhsGLL77Y5n7TNLn55pvJyckhNjaW2bNns3HjxjbHlJeXc+mll5KUlERKSgpXX301tbW1UfwtukdHufH7/dxwww1MmDCB+Ph4cnNzufzyyyksLGzzHO291u66664o/yaR902vmyuvvPKA3/vUU09tc0x/fN0A7f7tMQyDP/7xjy3H9NXXTWf+3+7M/08FBQWcccYZxMXFkZmZyc9+9jMCgUA0fxWJIPVp1aftiPq04ak/20r92fDUn+2Y+rThqU/bvr7Sn1XRthstXLiQBQsWcMstt/z/9u48KMr6jwP4ezFOURERFjIuNcoUBjyIzlGRw4swi8gZpTuPosNCHY/ISU1LZ6iGdFIxNR1NDTMxQcEIiBTBW0oCKVu0VExC5NjP7w9/PLXusmDK7uK+XzPMsN/vc3yehy/7vPny7C4OHjyIoKAgREZG4ty5c+YuzaT27duHqVOn4ocffkBmZiYaGhoQERGBv//+W2e5F154ARqNRvlavHixmSo2rfvuu0/nuL///nul7/XXX8fXX3+NzZs3Y9++ffj9998xbtw4M1ZrWvv379c5N5mZmQCAJ554QlnGWsbN33//jaCgIHzyyScG+xcvXoyUlBR8+umnKCwsROfOnREZGYm6ujplmQkTJuDYsWPIzMzEjh078N133+HFF1801SG0G2Pnpra2FgcPHsScOXNw8OBBbN26FaWlpRg7dqzesu+++67OWHrllVdMUX67am3cAEBUVJTOcW/YsEGn3xrHDQCdc6LRaLBq1SqoVCo8/vjjOsvdjuOmLdft1q5PTU1NGDVqFOrr65Gfn481a9YgLS0Nc+fONcch0U1ipr2GmdY4ZlrDmGf/wTzbMuZZ45hpW8ZMa9htk2eF2s2QIUNk6tSpyuOmpibx8vKShQsXmrEq8zt37pwAkH379iltjz76qCQmJpqvKDOZN2+eBAUFGeyrrq4WW1tb2bx5s9J24sQJASAFBQUmqtCyJCYmSu/evUWr1YqI9Y4bALJt2zblsVarFbVaLUuWLFHaqqurxd7eXjZs2CAiIsePHxcAsn//fmWZjIwMUalUcubMGZPV3t6uPzeG/PjjjwJATp8+rbT5+PjIsmXL2rc4MzN0biZNmiQxMTEtrsNx84+YmBgZNmyYTps1jBsR/et2W65PO3fuFBsbG6mqqlKWSU1Nla5du8rVq1dNewB005hpDWOm/Qczbdsxz17DPNsy5lnjmGlbxkzbso6aZ3mnbTupr69HUVERwsPDlTYbGxuEh4ejoKDAjJWZ36VLlwAArq6uOu3r16+Hm5sb+vfvj5kzZ6K2ttYc5Znczz//DC8vL/j7+2PChAmorKwEABQVFaGhoUFnDN1zzz3w9va2yjFUX1+PdevW4dlnn4VKpVLarXXc/Ft5eTmqqqp0xkq3bt0QGhqqjJWCggK4uLhg0KBByjLh4eGwsbFBYWGhyWs2p0uXLkGlUsHFxUWnfdGiRejRoweCg4OxZMkSq3kZd05ODtzd3REQEIDJkyfj/PnzSh/HzTVnz57FN998g+eee06vzxrGzfXX7bZcnwoKCjBgwAB4eHgoy0RGRuKvv/7CsWPHTFg93Sxm2pYx0+pipm0d82zLmGdvDPOsPmba1llzpu2oefYOk+zFCv35559oamrS+eECgIeHB06ePGmmqsxPq9Xitddew4MPPoj+/fsr7U8//TR8fHzg5eWFw4cPIykpCaWlpdi6dasZq21/oaGhSEtLQ0BAADQaDZKTk/Hwww/j6NGjqKqqgp2dnd6F2MPDA1VVVeYp2Iy++uorVFdXIyEhQWmz1nFzvebxYOj5prmvqqoK7u7uOv133HEHXF1drWo81dXVISkpCfHx8ejatavS/uqrryIkJASurq7Iz8/HzJkzodFosHTpUjNW2/6ioqIwbtw4+Pn5oaysDLNmzUJ0dDQKCgrQqVMnjpv/W7NmDbp06aL3Ul5rGDeGrtttuT5VVVUZfE5q7qOOg5nWMGZaXcy0bcM82zLm2bZjntXHTNs21pppO3Ke5aQtmdTUqVNx9OhRnfe4AqDzXjIDBgyAp6cnhg8fjrKyMvTu3dvUZZpMdHS08n1gYCBCQ0Ph4+ODTZs2wdHR0YyVWZ6VK1ciOjoaXl5eSpu1jhv6bxoaGvDkk09CRJCamqrT98YbbyjfBwYGws7ODi+99BIWLlwIe3t7U5dqMk899ZTy/YABAxAYGIjevXsjJycHw4cPN2NllmXVqlWYMGECHBwcdNqtYdy0dN0msnbMtLqYaduGeZZuFvOsYcy0bWOtmbYj51m+PUI7cXNzQ6dOnfQ+ee7s2bNQq9Vmqsq8pk2bhh07diA7Oxu9evUyumxoaCgA4NSpU6YozWK4uLjg7rvvxqlTp6BWq1FfX4/q6mqdZaxxDJ0+fRpZWVl4/vnnjS5nreOmeTwYe75Rq9V6HxjT2NiICxcuWMV4ag64p0+fRmZmps5dCYaEhoaisbERFRUVpinQQvj7+8PNzU35HbL2cQMAubm5KC0tbfX5B7j9xk1L1+22XJ/UarXB56TmPuo4mGn1MdO2jplWH/OsccyzrWOebTtmWn3Wmmk7ep7lpG07sbOzw8CBA7Fnzx6lTavVYs+ePQgLCzNjZaYnIpg2bRq2bduGvXv3ws/Pr9V1SkpKAACenp7tXJ1lqampQVlZGTw9PTFw4EDY2trqjKHS0lJUVlZa3RhavXo13N3dMWrUKKPLWeu48fPzg1qt1hkrf/31FwoLC5WxEhYWhurqahQVFSnL7N27F1qtVvnj4HbVHHB//vlnZGVloUePHq2uU1JSAhsbG72XUd3ufvvtN5w/f175HbLmcdNs5cqVGDhwIIKCglpd9nYZN61dt9tyfQoLC8ORI0d0/kBq/gOzX79+pjkQuiWYaf/BTNt2zLT6mGeNY541jnn2xjDT6rO2THvb5FmTfNyZldq4caPY29tLWlqaHD9+XF588UVxcXHR+eQ5azB58mTp1q2b5OTkiEajUb5qa2tFROTUqVPy7rvvyoEDB6S8vFzS09PF399fHnnkETNX3v7efPNNycnJkfLycsnLy5Pw8HBxc3OTc+fOiYjIyy+/LN7e3rJ37145cOCAhIWFSVhYmJmrNq2mpibx9vaWpKQknXZrGzeXL1+W4uJiKS4uFgCydOlSKS4uVj4xdtGiReLi4iLp6ely+PBhiYmJET8/P7ly5YqyjaioKAkODpbCwkL5/vvvpW/fvhIfH2+uQ7pljJ2b+vp6GTt2rPTq1UtKSkp0noOaP/EzPz9fli1bJiUlJVJWVibr1q2Tnj17ysSJE818ZDfP2Lm5fPmyTJ8+XQoKCqS8vFyysrIkJCRE+vbtK3V1dco2rHHcNLt06ZI4OTlJamqq3vq387hp7bot0vr1qbGxUfr37y8RERFSUlIiu3btkp49e8rMmTPNcUh0k5hpr2GmbRkzrXHMs9cwz7aMedY4ZtqWMdMadrvkWU7atrOPPvpIvL29xc7OToYMGSI//PCDuUsyOQAGv1avXi0iIpWVlfLII4+Iq6ur2NvbS58+feStt96SS5cumbdwE4iLixNPT0+xs7OTO++8U+Li4uTUqVNK/5UrV2TKlCnSvXt3cXJyktjYWNFoNGas2PS+/fZbASClpaU67dY2brKzsw3+Hk2aNElERLRarcyZM0c8PDzE3t5ehg8frnfOzp8/L/Hx8eLs7Cxdu3aVZ555Ri5fvmyGo7m1jJ2b8vLyFp+DsrOzRUSkqKhIQkNDpVu3buLg4CD33nuvLFiwQCfkdVTGzk1tba1ERERIz549xdbWVnx8fOSFF17Qm4SxxnHTbPny5eLo6CjV1dV669/O46a167ZI265PFRUVEh0dLY6OjuLm5iZvvvmmNDQ0mPho6FZhpmWmNYaZ1jjm2WuYZ1vGPGscM23LmGkNu13yrOr/B0NEREREREREREREFoDvaUtERERERERERERkQThpS0RERERERERERGRBOGlLREREREREREREZEE4aUtERERERERERERkQThpS0RERERERERERGRBOGlLREREREREREREZEE4aUtERERERERERERkQThpS0RERERERERERGRBOGlLRHQTVCoVvvrqK3OX0S7q6+vRp08f5Ofnt/u+7r//fmzZsqXd90NERERE+phpbw1mWiK6lThpS0R0nYSEBKhUKqhUKtja2sLDwwMjRozAqlWroNVqdZbVaDSIjo5u03Y7Whj+9NNP4efnhwceeKDd9zV79mzMmDFD7/wSERER0X/DTHsNMy0RdVSctCUiMiAqKgoajQYVFRXIyMjA0KFDkZiYiNGjR6OxsVFZTq1Ww97e3oyVtg8Rwccff4znnnvOJPuLjo7G5cuXkZGRYZL9EREREVkDZlpmWiLquDhpS0RkgL29PdRqNe68806EhIRg1qxZSE9PR0ZGBtLS0pTl/n2nQX19PaZNmwZPT084ODjAx8cHCxcuBAD4+voCAGJjY6FSqZTHZWVliImJgYeHB5ydnTF48GBkZWXp1OLr64sFCxbg2WefRZcuXeDt7Y0VK1boLPPbb78hPj4erq6u6Ny5MwYNGoTCwkKlPz09HSEhIXBwcIC/vz+Sk5N1gvr1ioqKUFZWhlGjRiltOTk5UKlUqK6uVtpKSkqgUqlQUVEBAEhLS4OLiwt27NiBgIAAODk5Yfz48aitrcWaNWvg6+uL7t2749VXX0VTU5OynU6dOmHkyJHYuHGj0Z8LEREREbUdMy0zLRF1XJy0JSJqo2HDhiEoKAhbt2412J+SkoLt27dj06ZNKC0txfr165Ugu3//fgDA6tWrodFolMc1NTUYOXIk9uzZg+LiYkRFRWHMmDGorKzU2faHH36IQYMGobi4GFOmTMHkyZNRWlqqbOPRRx/FmTNnsH37dhw6dAhvv/228rKs3NxcTJw4EYmJiTh+/DiWL1+OtLQ0vPfeey0ea25uLu6++2506dLlhs9TbW0tUlJSsHHjRuzatQs5OTmIjY3Fzp07sXPnTqxduxbLly/Hl19+qbPekCFDkJube8P7IyIiIqK2Y6ZtG2ZaIjK3O8xdABFRR3LPPffg8OHDBvsqKyvRt29fPPTQQ1CpVPDx8VH6evbsCQBwcXGBWq1W2oOCghAUFKQ8nj9/PrZt24bt27dj2rRpSvvIkSMxZcoUAEBSUhKWLVuG7OxsBAQE4IsvvsAff/yB/fv3w9XVFQDQp08fZd3k5GTMmDEDkyZNAgD4+/tj/vz5ePvttzFv3jyDx3L69Gl4eXnd0Llp1tDQgNTUVPTu3RsAMH78eKxduxZnz56Fs7Mz+vXrh6FDhyI7OxtxcXHKel5eXvj111+h1WphY8P/KRIRERG1F2ba1jHTEpG5cdKWiOgGiAhUKpXBvoSEBIwYMQIBAQGIiorC6NGjERERYXR7NTU1eOedd/DNN99Ao9GgsbERV65c0bsrITAwUPlepVJBrVbj3LlzAK69nCs4OFgJt9c7dOgQ8vLydO5CaGpqQl1dHWpra+Hk5KS3zpUrV+Dg4GC09pY4OTkp4RYAPDw84OvrC2dnZ5225vqbOTo6QqvV4urVq3B0dPxP+yYiIiKi1jHTto6ZlojMjZO2REQ34MSJE/Dz8zPYFxISgvLycmRkZCArKwtPPvkkwsPD9V4y9W/Tp09HZmYmPvjgA/Tp0weOjo4YP3486uvrdZaztbXVeaxSqZSXirUWBmtqapCcnIxx48bp9bUUYt3c3HDkyBGj2wWg8x5exmo1Vn+zCxcuoHPnzgy3RERERO2MmVYXMy0RWSJO2hIRtdHevXtx5MgRvP766y0u07VrV8TFxSEuLg7jx49HVFQULly4AFdXV9ja2uoFwry8PCQkJCA2NhbAtTDa/AEIbRUYGIjPPvtM2c/1QkJCUFpaqvPystYEBwcjNTXV4F0YZ8+ehYuLCwDgl19+uaFajTl69CiCg4Nv2faIiIiISB8z7TXMtERk6fgGK0REBly9ehVVVVU4c+YMDh48iAULFiAmJgajR4/GxIkTDa6zdOlSbNiwASdPnsRPP/2EzZs3Q61WK2HQ19cXe/bsQVVVFS5evAgA6Nu3L7Zu3YqSkhIcOnQITz/9tN5/61sTHx8PtVqNxx57DHl5efjll1+wZcsWFBQUAADmzp2Lzz//HMnJyTh27BhOnDiBjRs3Yvbs2S1uc+jQoaipqcGxY8f0+mbMmIGTJ0+ioKAAycnJAIADBw7o3Ulxo3Jzc1t96R0RERERtR0zLTMtEXVcnLQlIjJg165d8PT0hK+vL6KiopCdnY2UlBSkp6ejU6dOBtfp0qULFi9ejEGDBmHw4MGoqKjAzp07lQ8g+PDDD5GZmYm77rpL+e/70qVL0b17dzzwwAMYM2YMIiMjERISckO12tnZYffu3XB3d8fIkSMxYMAALFq0SKkzMjISO3bswO7duzF48GDcf//9WLZsmc6HSlyvR48eiI2Nxfr16/X6AgMDERYWhsceewzTp09HcHAwEhMTUVdXd0N1/9uZM2eQn5+PZ5555j9vg4iIiIh0MdMy0xJRx6USETF3EUREZHkOHz6MESNGoKysDM7OzsjJycHQoUNx8eJF5U6LWyUpKQkXL17EihUrbul2iYiIiMi6MdMSUUfFO22JiMigwMBAvP/++ygvL2/3fbm7u2P+/Pntvh8iIiIisi7MtETUUfFOWyIiapP2vCuBiIiIiMgUmGmJqKPgpC0RERERERERERGRBeHbIxARERERERERERFZEE7aEhEREREREREREVkQTtoSERERERERERERWRBO2hIRERERERERERFZEE7aEhEREREREREREVkQTtoSERERERERERERWRBO2hIRERERERERERFZEE7aEhEREREREREREVkQTtoSERERERERERERWZD/AVe0k02YEtkPAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "🔧 Transformation examples:\n",
      "  x² → Emphasize strong connections\n",
      "  √x → Flatten differences\n",
      "  1-x → Create inhibitory pattern\n",
      "  sigmoid → Binarize connectivity\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.4 Pipe Operator\n",
    "\n",
    "The **pipe operator** (`|`) chains operations:\n",
    "\n",
    "```python\n",
    "result = profile | (lambda x: x * 2) | (lambda x: np.minimum(x, 1.0))\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:12.004363Z",
     "start_time": "2025-10-01T07:14:11.670120Z"
    }
   },
   "source": [
    "# Create a complex pipeline\n",
    "base = init.GaussianProfile(sigma=50.0 * u.um)\n",
    "\n",
    "# Chain operations with pipe operator\n",
    "pipeline = (\n",
    "    base \n",
    "    | (lambda x: x * 1.5)           # Scale up\n",
    "    | (lambda x: np.minimum(x, 1.0)) # Clip to max 1\n",
    "    | (lambda x: x ** 0.8)           # Slight power transform\n",
    ")\n",
    "\n",
    "# Alternative: without pipe operator (nested)\n",
    "manual = base.apply(lambda x: (np.minimum(x * 1.5, 1.0)) ** 0.8)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "distances = np.linspace(0, 200, 500) * u.um\n",
    "\n",
    "prob_base = base.probability(distances)\n",
    "prob_pipeline = pipeline.probability(distances)\n",
    "prob_manual = manual.probability(distances)\n",
    "\n",
    "# Pipeline result\n",
    "axes[0].plot(distances.mantissa, prob_base, '--', linewidth=2, label='Original', alpha=0.5)\n",
    "axes[0].plot(distances.mantissa, prob_pipeline, linewidth=2, label='Pipeline')\n",
    "axes[0].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[0].set_ylabel('Probability', fontsize=11)\n",
    "axes[0].set_title('Pipe Operator: base | scale | clip | power', fontsize=12)\n",
    "axes[0].legend()\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Verify equivalence\n",
    "axes[1].plot(distances.mantissa, prob_pipeline, linewidth=2, label='Pipeline', alpha=0.7)\n",
    "axes[1].plot(distances.mantissa, prob_manual, '--', linewidth=2, label='Manual (nested)', alpha=0.7)\n",
    "axes[1].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[1].set_ylabel('Probability', fontsize=11)\n",
    "axes[1].set_title('Pipeline vs Manual (should match)', fontsize=12)\n",
    "axes[1].legend()\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n⛓️ Pipe operator benefits:\")\n",
    "print(\"  ✓ More readable (left-to-right flow)\")\n",
    "print(\"  ✓ Easier to modify pipeline\")\n",
    "print(\"  ✓ Composable and modular\")\n",
    "print(f\"\\n  Pipeline ≈ Manual: {np.allclose(prob_pipeline, prob_manual)}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 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",
      "⛓️ Pipe operator benefits:\n",
      "  ✓ More readable (left-to-right flow)\n",
      "  ✓ Easier to modify pipeline\n",
      "  ✓ Composable and modular\n",
      "\n",
      "  Pipeline ≈ Manual: True\n"
     ]
    }
   ],
   "execution_count": 20
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complex Composition Example"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:15.102990Z",
     "start_time": "2025-10-01T07:14:14.454194Z"
    }
   },
   "source": [
    "# Build a complex connectivity pattern\n",
    "# Goal: Strong local, weak intermediate, moderate long-range\n",
    "\n",
    "local_excitation = init.GaussianProfile(sigma=30.0 * u.um)\n",
    "intermediate_inhibition = init.GaussianProfile(sigma=80.0 * u.um)\n",
    "long_range_excitation = init.GaussianProfile(sigma=150.0 * u.um)\n",
    "\n",
    "# Compose with weights\n",
    "complex_pattern = (\n",
    "    local_excitation * 1.0\n",
    "    - intermediate_inhibition * 0.3\n",
    "    + long_range_excitation * 0.2\n",
    ").clip(min_val=0.0, max_val=1.0)\n",
    "\n",
    "# Visualize\n",
    "fig = plt.figure(figsize=(14, 10))\n",
    "gs = GridSpec(3, 2, figure=fig)\n",
    "\n",
    "distances = np.linspace(0, 300, 500) * u.um\n",
    "\n",
    "# Components\n",
    "ax1 = fig.add_subplot(gs[0, :])\n",
    "ax1.plot(distances.mantissa, local_excitation.probability(distances), \n",
    "         label='Local excitation', linewidth=2)\n",
    "ax1.plot(distances.mantissa, intermediate_inhibition.probability(distances) * 0.3, \n",
    "         label='Intermediate inhibition × 0.3', linewidth=2)\n",
    "ax1.plot(distances.mantissa, long_range_excitation.probability(distances) * 0.2, \n",
    "         label='Long-range excitation × 0.2', linewidth=2)\n",
    "ax1.set_xlabel('Distance (μm)')\n",
    "ax1.set_ylabel('Component strength')\n",
    "ax1.set_title('Individual Components')\n",
    "ax1.legend()\n",
    "ax1.grid(alpha=0.3)\n",
    "\n",
    "# Composed pattern\n",
    "ax2 = fig.add_subplot(gs[1, :])\n",
    "prob_complex = complex_pattern.probability(distances)\n",
    "ax2.plot(distances.mantissa, prob_complex, linewidth=3, color='purple')\n",
    "ax2.fill_between(distances.mantissa, prob_complex, alpha=0.3, color='purple')\n",
    "ax2.axhline(0, color='black', linestyle='-', linewidth=0.5)\n",
    "ax2.set_xlabel('Distance (μm)')\n",
    "ax2.set_ylabel('Connection Probability')\n",
    "ax2.set_title('Complex Composed Pattern (clipped to [0, 1])')\n",
    "ax2.grid(alpha=0.3)\n",
    "\n",
    "# 2D visualization\n",
    "ax3 = fig.add_subplot(gs[2, 0])\n",
    "x = np.linspace(-150, 150, 100)\n",
    "y = np.linspace(-150, 150, 100)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "D = np.sqrt(X**2 + Y**2) * u.um\n",
    "P = complex_pattern.probability(D)\n",
    "im = ax3.imshow(P, extent=[-150, 150, -150, 150], origin='lower', cmap='RdYlBu_r')\n",
    "ax3.set_xlabel('X position (μm)')\n",
    "ax3.set_ylabel('Y position (μm)')\n",
    "ax3.set_title('2D Spatial Pattern')\n",
    "plt.colorbar(im, ax=ax3, label='Probability')\n",
    "\n",
    "# Cross-section\n",
    "ax4 = fig.add_subplot(gs[2, 1])\n",
    "center_row = P[50, :]\n",
    "ax4.plot(x, center_row, linewidth=2)\n",
    "ax4.fill_between(x, center_row, alpha=0.3)\n",
    "ax4.set_xlabel('Distance from center (μm)')\n",
    "ax4.set_ylabel('Connection Probability')\n",
    "ax4.set_title('Cross-section Through Center')\n",
    "ax4.grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Complex Multi-Scale Connectivity Pattern', fontsize=14, y=0.995)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n🧠 This pattern creates:\")\n",
    "print(\"  1. Strong local excitation (0-50 μm)\")\n",
    "print(\"  2. Lateral inhibition (50-150 μm)\")\n",
    "print(\"  3. Weak long-range excitation (150-300 μm)\")\n",
    "print(\"\\n  Common in cortical circuits!\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 5 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "🧠 This pattern creates:\n",
      "  1. Strong local excitation (0-50 μm)\n",
      "  2. Lateral inhibition (50-150 μm)\n",
      "  3. Weak long-range excitation (150-300 μm)\n",
      "\n",
      "  Common in cortical circuits!\n"
     ]
    }
   ],
   "execution_count": 21
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Real-World Neuroscience Applications\n",
    "\n",
    "### Application 1: V1 Orientation Columns"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:17.868080Z",
     "start_time": "2025-10-01T07:14:17.538384Z"
    }
   },
   "source": [
    "# Model V1 orientation column connectivity\n",
    "# Same orientation: strong local connection\n",
    "# Different orientation: lateral inhibition\n",
    "\n",
    "# Simplified: distance-based approximation\n",
    "same_orientation = init.GaussianProfile(sigma=50.0 * u.um)\n",
    "different_orientation = (\n",
    "    init.DoGProfile(\n",
    "        sigma_center=40.0 * u.um,\n",
    "        sigma_surround=100.0 * u.um,\n",
    "        amplitude_center=0.3,\n",
    "        amplitude_surround=0.4\n",
    "    )\n",
    ").clip(min_val=0.0)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "distances = np.linspace(0, 300, 500) * u.um\n",
    "\n",
    "# Same orientation\n",
    "prob_same = same_orientation.probability(distances)\n",
    "axes[0].plot(distances.mantissa, prob_same, linewidth=2, color='blue')\n",
    "axes[0].fill_between(distances.mantissa, prob_same, alpha=0.3, color='blue')\n",
    "axes[0].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[0].set_ylabel('Connection Probability', fontsize=11)\n",
    "axes[0].set_title('Same Orientation Preference', fontsize=12)\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# Different orientation\n",
    "prob_diff = different_orientation.probability(distances)\n",
    "axes[1].plot(distances.mantissa, prob_diff, linewidth=2, color='red')\n",
    "axes[1].fill_between(distances.mantissa, prob_diff, alpha=0.3, color='red')\n",
    "axes[1].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[1].set_ylabel('Connection Probability', fontsize=11)\n",
    "axes[1].set_title('Different Orientation Preference', fontsize=12)\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('V1 Orientation Column Connectivity', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n👁️ V1 orientation columns:\")\n",
    "print(\"  - Neurons preferring same orientation connect strongly locally\")\n",
    "print(\"  - Neurons with different orientations show lateral inhibition\")\n",
    "print(\"  - Creates orientation selectivity sharpening\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 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",
      "👁️ V1 orientation columns:\n",
      "  - Neurons preferring same orientation connect strongly locally\n",
      "  - Neurons with different orientations show lateral inhibition\n",
      "  - Creates orientation selectivity sharpening\n"
     ]
    }
   ],
   "execution_count": 22
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Application 2: Hippocampal Place Cells"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:19.495828Z",
     "start_time": "2025-10-01T07:14:19.196262Z"
    }
   },
   "source": [
    "# Hippocampal place cell connectivity\n",
    "# Overlapping place fields → stronger connection\n",
    "\n",
    "def place_field_overlap(distance, field_size=40.0):\n",
    "    \"\"\"\n",
    "    Model place field overlap as function of cell distance.\n",
    "    \"\"\"\n",
    "    # Simplified: Gaussian overlap\n",
    "    profile = init.GaussianProfile(sigma=field_size * u.cm)\n",
    "    return profile.probability(distance)\n",
    "\n",
    "# CA3 recurrent connections: bimodal (local + long-range)\n",
    "ca3_recurrent = init.BimodalProfile(\n",
    "    sigma1=50.0 * u.um,\n",
    "    sigma2=200.0 * u.um,\n",
    "    center1=0.0 * u.um,\n",
    "    center2=300.0 * u.um,\n",
    "    amplitude1=0.8,\n",
    "    amplitude2=0.3\n",
    ")\n",
    "\n",
    "# CA1 connections: more local\n",
    "ca1_local = init.GaussianProfile(sigma=80.0 * u.um)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "distances = np.linspace(0, 500, 500) * u.um\n",
    "\n",
    "# CA3 recurrent\n",
    "prob_ca3 = ca3_recurrent.probability(distances)\n",
    "axes[0].plot(distances.mantissa, prob_ca3, linewidth=2)\n",
    "axes[0].fill_between(distances.mantissa, prob_ca3, alpha=0.3)\n",
    "axes[0].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[0].set_ylabel('Connection Probability', fontsize=11)\n",
    "axes[0].set_title('CA3 Recurrent Connectivity', fontsize=12)\n",
    "axes[0].grid(alpha=0.3)\n",
    "\n",
    "# CA1 local\n",
    "prob_ca1 = ca1_local.probability(distances)\n",
    "axes[1].plot(distances.mantissa, prob_ca1, linewidth=2, color='orange')\n",
    "axes[1].fill_between(distances.mantissa, prob_ca1, alpha=0.3, color='orange')\n",
    "axes[1].set_xlabel('Distance (μm)', fontsize=11)\n",
    "axes[1].set_ylabel('Connection Probability', fontsize=11)\n",
    "axes[1].set_title('CA1 Local Connectivity', fontsize=12)\n",
    "axes[1].grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Hippocampal Connectivity Patterns', fontsize=14, y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n🧠 Hippocampal connectivity:\")\n",
    "print(\"  CA3: Bimodal (supports pattern completion)\")\n",
    "print(\"  CA1: More local (different computational role)\")\n",
    "print(\"  Place cells with overlapping fields connect preferentially\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAIDCAYAAAB/zjwXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAzJdJREFUeJzs3Xd0VNXexvHvzKQDaaQQIBB67woiSBONiiBcvSIoTeUqggVELyhSbIAFsSFXBOHFFsQCiAJKEREQpEnvoZOElkoKmfP+MWZgTIAEkpyU57MW655+npk98e78smcfi2EYBiIiIiIiIiIiIiJSJFjNDiAiIiIiIiIiIiIiF6loKyIiIiIiIiIiIlKEqGgrIiIiIiIiIiIiUoSoaCsiIiIiIiIiIiJShKhoKyIiIiIiIiIiIlKEqGgrIiIiIiIiIiIiUoSoaCsiIiIiIiIiIiJShKhoKyIiIiIiIiIiIlKEqGgrIiIiIiIiIiIiUoSoaCsiIiIFrn///lgsFqKjo82OIrmg9ipcM2fOxGKxMHPmTFOvISIiIiJFh4q2IiIikivR0dFYLBbuuOOOyx6zYsUKLBYLjz/+eCEmk6Li2LFjjBw5kubNm+Pv74+HhwdhYWF06dKFmTNnkp6ebnZEU2T97PTv37/Q722xWOjQoUOB3mPs2LFYLBaXf2XKlKFx48aMHTuW5OTka772lfKrUC0iIiIlmZvZAURERKTkGz9+PCNGjKBSpUpmR5EC8uWXX/LII49w/vx5WrRowUMPPYSfnx8nT55k2bJlDBgwgNmzZ7N06VKzoxY5PXr04KabbiIsLMzUa1yve++9l4YNGwJw4sQJ5s+fz7hx41iwYAFr1qzBw8PDtGwiIiIixY2KtiIiIlLgwsLCTC0mScFatGgRDz30EP7+/sybN4/bbrvNZb9hGHz//fd88sknJiUs2vz8/PDz8zP9Gtfrvvvu44EHHnCuv/XWW7Rs2ZKNGzfyxRdfmDLSWERERKS40vQIIiIiUuBymiM1ayqFsWPHsmrVKjp06EC5cuXw9/fn3nvvZd++fdmuExERQUREBOfOneOxxx6jQoUKeHl50axZM7788ssc752cnMyYMWOoW7cuXl5eBAYG0qVLF37//fccjzcMg08//ZRbbrkFf39/fHx8qFWrFo899hiHDx92HrdhwwaGDBlCw4YN8fPzw9vbm0aNGjFhwgQyMjIumz0+Pp5BgwYRFhZGmTJlaNeuHRs3bgTg+PHjPPTQQ4SEhODt7c3tt9/O3r17s10r6yvjR48epVevXgQFBeHj40ObNm345Zdfsh2/Z88enn/+eZo3b0758uXx8vKidu3ajBgxgqSkpBzfh9zKzMxk8ODB2O125syZk61gm5W3R48efPvtty7bL1y4wKRJk2jSpAne3t74+fnRsWNHFixYkO0al34VfsmSJdx88834+PhQvnx5+vXrx+nTp12Ov3RKgn379tGjRw8CAgIoU6YMnTt3ZsuWLTm+ntjYWIYOHUrNmjXx9PQkKCiIe++9l23btl32+GeffZY6derg7e1NYGAgrVq14q233nLmrlatGgCzZs1ymUJgxYoV2V4bQEpKCuXKlaNGjRqXfd8bN26Mt7c3CQkJOV4j6+cL4Ndff3W578yZM/nkk0+wWCy88cYbOV5/2bJlWCwWHnvssctmuJpy5co5C7Xr168HYPny5Tz88MPUqVOHsmXLUrZsWW644QY+/vhjl3Ovlr9///4MGDAAgAEDBrjsv1RiYiJjxoyhQYMGeHt74+/vT2RkJKtWrcqWt0OHDlgsFlJTUxk1ahQ1atTA3d2dsWPHAhd/7mJiYujXrx9BQUF4e3tz0003OdvyUidOnODpp5+mVq1aznvXq1ePxx9/nPj4+Gt+X0VERKR00EhbERERMdXatWsZP348d9xxB08++STbt2/nu+++47fffmPt2rVUr17d5fj09HQ6d+5MUlISffr0ITk5mTlz5tC7d29OnTrFk08+6Tw2NTWVTp06sW7dOpo3b84zzzxDTEwMUVFRLF68mC+//JJ///vfzuPtdjs9e/Zk7ty5VKpUiV69euHr60t0dDRz5szhzjvvpEqVKgBMmzaNBQsW0K5dO+666y5SUlJYsWIFI0eOZP369XzzzTfZXmt6ejq33XYbqamp9OzZk5iYGObMmUPnzp1ZvXo1kZGRhIWF8dBDD7Fv3z4WLFhAly5d2LlzJzabzeVaZ8+epU2bNgQHB/Poo48SFxdHVFQUd9xxB3PnzqV79+7OY7/99lumT59Ox44d6dChA3a7nbVr1zJx4kR+/fVXVq5cibu7+zW13/Llyzlw4AA333wzt9566xWP9fT0dC4bhsF9993HvHnzqF27NoMHDyY5OZmoqCi6devGpEmTGDp0aLZrzJ8/n4ULF9K1a1duvvlmVq5cyf/93/+xf//+HAtx0dHR3HTTTTRo0ICHH36Y/fv3M2/ePDp27MjOnTsJDQ11Hrt//35nMfz222+ne/fuxMbG8s0337B48WKWLl1Kq1atnMfv3r2bjh07cuLECdq2bUv37t1JTk5m+/btvP766wwfPpymTZvy9NNP8+6779KkSROXdomIiMjxffLx8eHee+9l1qxZrF69mptvvtll/5YtW9i6dSs9e/bE19c3x2tEREQwZswYxo0bR9WqVV1GuTZt2pRatWrx7LPPMn36dJ5//vls50+bNg2AgQMH5nj9vMoqpk6cOJF9+/Zx00030aNHD86dO8eiRYt47LHH2L17N2+//Xau8vv7+3Pu3DnmzZvHPffcQ9OmTbPd88yZM7Rr147t27fTpk0bHn/8cRISEpzt//XXX7u0R5Z7772XLVu2cMcdd+Dv7+8sugOcO3eOtm3b4ufnR58+fYiNjSUqKorIyEg2bNjgnB4iJSWFNm3aEB0dze23306PHj1IT0/n4MGDzJ49m+HDh5s+MlpERESKOENEREQkFw4ePGgARo0aNYwxY8bk+K9fv34GYDz22GMu52ZtP3jwoHPb8uXLDcAAjKlTp7ocP3XqVAMw7r77bpftVatWNQCjXbt2RlpamnP7kSNHjKCgIMPT09M4evSoc/u4ceMMwHjwwQcNu93u3L5x40bDw8PD8Pf3NxISEpzb33//fQMwbr31ViMlJcXl3ikpKcbp06ed64cOHTIuXLjgcozdbjcefvhhAzBWrVqVY/Z///vfRkZGhnP7xIkTDcDw9/c3hg4d6pJz0KBBBmB88803LtfKet969+7tcvyWLVsMDw8PIzg42CX/0aNHXd6vf74/n332mcv2nNrrcsaOHWsAxqhRo6567KVmzZplAEb79u1dsh06dMgICgoy3NzcjP379zu3f/rppwZguLm5uby3Fy5cMDp06GAAxpo1a5zbsz6vgDFhwgSXe48aNcoAjPHjx7tsv/nmmw2bzWYsWrTIZfvu3buNcuXKGY0aNXLZfsMNNxiA8fHHH2d7fUeOHMmWpV+/fjm+F1mv7dNPP3Vu++WXXwzAGDRoULbjn332WQMwfvjhhytewzAM53uck6zP14oVK1y2nz592vD09DSaNm2a43n/NGbMGAMwvvzyS5ftiYmJRv369Q3AmDVrlmEYhnHgwIFs52dkZBi33XabYbPZjEOHDuU6/+Vec5bevXsbgDFt2jSX7TExMUZ4eLgRHBxsnD9/3rm9ffv2BmA0bdrU5Wf90iyA8cQTTxiZmZnO7Z988km2/+7Nnz/fAIxnnnkm23USExON1NTUHDOLiIiIZNH0CCIiIpIn+/fvZ9y4cTn+mzVrVp6vV7t27Wyj+QYOHEitWrVYuHAhcXFx2c55/fXXXR5qVLlyZZ5++mnS0tL46quvnNtnzZqFu7s7EyZMcPnadLNmzejXrx/nzp3j+++/d26fMmUKNpuNjz76CG9vb5d7Zn31PUuVKlWyjX61WCwMHjwYIMdpCsAxz6eb28UvO/Xq1QtwTBXw6quvuuTM2pfTV/ltNhuvv/66y/GNGzemT58+xMXF8eOPPzq3V6pUKceHQA0ZMuSKWXPj5MmTgKMN8iLrs/LGG2+4ZKtSpQpDhw7lwoULfP7559nO6927N23atHGu22w2+vXrB1z8Cv6lqlWrxnPPPeey7ZFHHsl2/KZNm1i9ejX9+vUjMjLS5fisz+jWrVud0ySsW7eOP//8k3bt2uU4GjWv78c/dezYkUqVKjFnzhyX6TbsdjtffPEFwcHB2XLm1eOPPw6Qba7h2bNnk5aWludRtnPnzmXs2LGMHTuWQYMGUadOHXbs2MENN9zgnOv20lGrWdzc3Hj88cfJzMxk+fLl1/hqXJ06dYqoqCg6derEo48+6rIvJCSE5557jri4uBw/++PGjXP5Wb9UmTJlmDhxIlbrxV+j+vXrh5ubW46fv3/+dwSgbNmyLqPORURERHKi6RFEREQkTyIjI1m0aFGO+1asWEHHjh3zdL02bdq4FEAArFYrbdq0Ye/evWzZsoXOnTs797m5udG6dets17nlllsAR/ENICEhgQMHDlCvXr0cC2gdO3Zk2rRpbN68mT59+pCUlMTOnTupWbMmtWrVumru9PR0PvjgA7766it27dpFUlIShmE49x8/fjzbOQEBAc7pFbJkPaCtVq1a+Pj45Lgvp2tVqVKFqlWrZtt+yy23MH36dDZt2sS9994LXJynd+bMmWzbto34+HjsdvsVsxa0TZs24ePjQ8uWLbPty/oMbd68Odu+Fi1aZNuW1b7nzp3Ltq9p06bZPl85Hb927VoAYmJinHOYXmrXrl3O/23YsCHr1q0D4Pbbb892bH6wWq08+OCDvPHGG/z444/cc889ACxdupQTJ07w5JNPuhT/r0Xjxo256aabmDt3Lu+//z7+/v4ATJ8+HR8fHx588ME8Xe+bb75xTgvi4+NDjRo1+M9//sPw4cOdhfnExETeeustvv/+e/bv309ycrLLNfLrs7h+/XoyMzNJS0vLsT2z5oretWsXd999t8u+nD6TWWrXrk3ZsmVdtrm5uREaGuryeWrXrh1hYWFMmDCBLVu2cPfdd9O+fXvq1auXbd5dERERkZyoaCsiIiKmunRO0Zy2//OBPUFBQdmKcDkdn/WApstdP6sgmnVc1nmVKlXKVe777ruPBQsWULt2bXr27ElISAju7u6cO3eOd999l7S0tGzn5DT/aFbh7Ur7cnqwWV7et6eeeooPPviA8PBwunXrRlhYmHOk37hx43LMmlsVKlQA4NixY3k6LyEhgfDw8Bz3/bNtLnWl9ykzM/Oajz9z5gwACxcuZOHChZfNnVVkzOvn5Vr06dOHN954g88++8xZtJ09e7ZzX3547LHHGDBgAJ999hlDhgzhjz/+YOvWrfTr1y/Pc65++eWXzhG1OUlPT6dDhw5s3LiRZs2a0adPH8qXL4+bmxvR0dHMmjXruj6Ll8pqz99///2yDx0EshWN4fI/W5Dz5wkcn6lLP09+fn6sXbuW0aNHs2DBAufI9/DwcEaMGMETTzyRq9chIiIipZeKtiIiImKqmJiYK27/Z+Ho1KlT2O32bIXbfx6fVVy53PWzvtafdVzWebkpPq5fv54FCxYQGRnJwoULXaZJWLt2Le++++5Vr3G9cvu+xcbG8uGHH9K4cWPWrFnjMpr35MmTjBs37rpyZE1VsHTpUl5++eVcn+fr60tsbGyO+/7ZNoUh617vv/++c9qIK8kalZrXYnVeNGzYkKZNm/LDDz8QHx+Pu7s73333HXXq1OHGG2/Ml3v07NmToUOH8sknnzBkyBDnVAn59QCyS82bN4+NGzfyyCOPZJuS4auvvrqm6VUuJ6s9n332Wd566608nZtfI2GrVKnCzJkzsdvt/PXXXyxZsoT33nuPwYMHExAQ4Jz+RERERCQnmtNWRERETPX777+7fFUfHPN2rl69GovFQpMmTVz2XbhwgTVr1mS7zm+//QY45qsFR9GmevXq7Nu3L8fC2ooVKwCcT50vW7Ys9evX5+DBg86vTl/O/v37AejSpUu2eW2zchS0w4cPc+jQoWzb//k+HDhwAMMw6Ny5c7bpF/Ija8eOHalevTqrV6++6nykl46ibNasGSkpKc5pBi71z7YpDK1atQLI8bOVk6yv0C9ZsuSqx2Z9RnIaCXw1ffr0ITU1lblz5/Ldd9+RlJTEQw89lOvzrVbrFe/r7e1N37592bJlC8uXLycqKop69eq5zBucX7J+brJGDV/qcp/FK+W/0vt64403YrFYct2eBclqtdK0aVOef/55vvzySwDmz59vcioREREp6lS0FREREVPt2bOHadOmuWybNm0ae/bsoUuXLgQHB2c754UXXiA9Pd25fvToUd599108PT1dvp7dr18/MjIyGDlypMt8s3/99RczZ87Ez8+P7t27O7cPHjyYzMxMnnjiCc6fP+9yz9TUVOdXrrPmkl21apXLMdu3b2f8+PF5fAeuTWZmJi+88EK21zV79myCg4O56667XLKuXr3apTh+9OhRRo4ced05bDYbH374IVarlfvvv59ly5bleNyCBQu47777nOtZDw8bOXKky/QPR44cYdKkSbi5ueV5TtXr0bJlS1q1asWXX35JVFRUtv12u51ff/3VuX7jjTdy4403snLlymyfX3AdgRsQEIDFYuHIkSN5ztW7d29sNhuzZ89m9uzZWCyWPBVtAwMDOXr06BWPeeyxxwB46KGHSExMLJBRtnD5n5tff/01x/cQrpw/62FhOb2vFSpU4P7772f16tW8+eabLj8nWf744w9SUlLy9Bpya/v27TmOhs/a5uXlVSD3FRERkZJD0yOIiIiIqSIjI3nqqaf48ccfadCgAdu3b2fBggUEBQXlOM1AWFgYycnJNG7cmK5du5KcnMycOXM4ffo07733nssco88//zwLFy5k9uzZ7Ny5k1tvvZXY2FiioqK4cOEC06ZNo1y5cs7jBw0axK+//sqcOXOoVasW3bp1w9fXl8OHD7N48WKmT59O9+7dadmyJS1btmTOnDmcOHGCm266icOHDzN//ny6dOnC3LlzC/x9a9y4MatWreLGG2+kc+fOxMXFOV/Xxx9/7HxqfVhYGPfeey/ffPMNN9xwA7feeisxMTH88MMP3Hrrrc7Rj9fjjjvuYPbs2Tz66KPceuut3HDDDbRu3Zpy5coRExPDihUr2L9/v8sD5fr06cO3337LvHnzaNy4MXfffTfJyclERUVx5swZ3n77bapXr37d2fLiyy+/pGPHjjzwwANMnjyZ5s2b4+3tzeHDh1mzZg1xcXGkpqY6j//888/p0KED//nPf5g9ezatW7cmNTWV7du3s2nTJk6fPg04RnFnFXj79OlDrVq1sFqt9OnTJ8eHyV2qQoUKdO7cmSVLlmC1Wmnbti0RERG5fk2dOnVizpw5dO/enWbNmmGz2ejWrRuNGzd2HlO/fn1uueUWfvvtNzw9Penbt2/e3rhc6tq1KxEREbzxxhts27aNhg0bsnv3bn744Qd69OiR48/NlfK3bt0ab29vJk+ezNmzZ51/4Bk1ahQAU6ZMYffu3Tz//PPO9vH39+fIkSP8+eef7N27lxMnTmQbgZ4ffv75Z5577jnatGlD7dq1KV++PAcOHGD+/Pl4eXkxePDgfL+niIiIlCwq2oqIiIipbrrpJkaNGsWoUaN47733sNlsdO/enTfeeCPHop2Hhwc///wzI0aMYPbs2Zw7d466devy/vvvZ5sj0svLi2XLljFx4kSioqJ455138PHxoX379rzwwgu0bdvW5XiLxcJXX33F7bffzieffML//d//YRgGlSpV4v7776dFixaAY3TpDz/8wIgRI1i0aBHr16+nVq1avPXWW9x5552FUrQNCAhg4cKFDB8+nGnTppGSkkKzZs0YN24ct912m8uxM2fOJCIigm+++Yb333+fKlWqMGzYMP773//mW9bevXvTvn173n//fZYsWcKsWbNISUmhfPnyNGvWjFGjRrmMnLVYLMydO5d3332XWbNm8f777+Ph4UHz5s0ZNmwY3bp1y5dceVGtWjU2bdrEpEmT+P777/n000+x2WyEhYXRrl07l5HCALVq1WLjxo2MHz+eBQsWMHnyZMqWLUutWrWchcMss2fPZujQoc75aQ3DoG3btlct2oKjwL148WIyMzPzNMoWcP7hY9myZSxYsAC73U7lypVdirbgGPn822+/0aNHD8qXL5+ne+RW2bJlWbZsGc899xwrV65kxYoVNGjQgM8//5zQ0NAcP4tXyh8YGMjcuXMZO3Ys06ZNc46Oz3rvAwMDWb16NR988AFRUVF8/vnn2O12KlSoQJMmTXjppZcICgoqkNcaGRlJdHQ0K1eu5NtvvyUpKYlKlSrRs2dPnn/+eerXr18g9xUREZGSw2Lk9F0hERERkQK2YsUKOnbsyJgxYxg7dmyuzskaYRgdHV1guYoDi8VC+/btnXO/ilyvIUOG8OGHH7J06VI6depkdhwRERGRUk9z2oqIiIiIlGJxcXHMmjWLOnXq0LFjR7PjiIiIiAiaHkFEREREpFRauHAhGzduZO7cuSQlJTF27FgsFovZsUREREQEFW1FREREREqlr7/+mlmzZlGxYkVef/11HnjgAbMjiYiIiMjfNKetiIiIiIiIiIiISBGiOW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FRET+oUOHDnTo0CHP561YsQKLxcKKFSvyPZOIiIhIcaE+0bWLiIigf//+eT5v5syZWCwWoqOj8z2TiJhDRVsRydH+/ft57LHHqF69Ol5eXvj6+tKmTRveffddzp8/n+34zMxMKlasiMVi4aeffsrxmitXrqRbt26Eh4fj5eVFhQoVuOOOO/j9999zlal///5YLBbnP09PT2rXrs3o0aNJTU29rtdbkqSkpDB27Ng8d5JjYmIYPnw4devWxcfHhzJlytCiRQteffVVzp07VyBZzbRjxw7Gjh1b4B3bL774gsmTJxfoPURERKTgFUT/+MSJE4wYMYKOHTtSrly5PBc6+/fvT9myZa/1JRUZeX1vi7vVq1czduzYAu9jT5kyhZkzZxboPUSk4LiZHUBEip6FCxfy73//G09PT/r27UvDhg1JT09n1apVPPfcc2zfvp2PP/7Y5Zxly5Zx4sQJIiIi+Pzzz7nzzjuzXXfPnj1YrVYef/xxKlSowNmzZ/nss89o164dCxcu5I477rhqNk9PTz755BMA4uPjmTdvHq+88gr79+/n888/z583oJhLSUlh3LhxALkeLbp+/XruuusukpKSeOihh2jRogUAf/75JxMmTGDlypUsWbKkoCKbYseOHYwbN44OHToQERHhsu9aX2u7du04f/48Hh4ezm1ffPEF27Zt45lnnrmOtCIiImKmguof7969m4kTJ1KrVi0aNWrEmjVrCuslFRnX8t4Wd6tXr2bcuHH0798ff39/l327d+/Gas37+Lo+ffrwwAMP4Onp6dw2ZcoUgoKCrmnkroiYT0VbEXFx8OBBHnjgAapWrcqyZcsICwtz7hs8eDD79u1j4cKF2c777LPPaN68Of369eOFF14gOTmZMmXKuBzz6KOP8uijj7pse+KJJ6hevTqTJ0/OVdHWzc2Nhx56yOX8m2++mS+//JJJkyYRGhqa15dcoOx2O+np6Xh5eWXbl9N7ZIZz587Ro0cPbDYbmzZtom7dui77X3vtNaZNm2ZSOnNcWnTNC6vVmmNbi4iISPFVkP3jFi1acPr0aQIDA5k7dy7//ve/C/z1FCXX+t6WZJcWXfPCZrNhs9nyOY2ImEnTI4iIizfeeIOkpCSmT5/u0mnKUrNmTZ5++mmXbefPn+e7777jgQce4P777+f8+fPMmzcvV/fz8fEhODj4mr8aZLFYaNu2LYZhcODAAZd9P/30E7fccgtlypShXLlydOnShe3bt2e7xq5du7j//vsJDg7G29ubOnXq8OKLLzr39+/fP9tITICxY8disViy5RkyZAiff/45DRo0wNPTk0WLFjnnmPr111954oknCAkJoXLlynnKmvX1t2PHjtG9e3fKli1LcHAww4cPJzMzE4Do6GiCg4MBGDdunHMqibFjx172Pfzf//7HsWPHmDRpUraCLUBoaCijRo1y2TZlyhTn66tYsSKDBw/O1oYdOnSgYcOG7Nixg44dO+Lj40OlSpV44403XI7LmvNszpw5vPbaa1SuXBkvLy9uvfVW9u3bly3PH3/8wR133IGfnx8+Pj60b98+xyk2jh07xiOPPELFihXx9PSkWrVqDBo0iPT0dGbOnOn8pahjx47O9ynr64iXzmkbExODm5ubc/TypXbv3o3FYuGDDz5weS2XXmfhwoUcOnTIeY+IiAiSkpIoU6ZMtp8lgKNHj2Kz2Rg/fny2fSIiIlL4CrJ/XK5cOQIDAwsse5avv/6aFi1a4O3tTVBQEA899BDHjh3LdtzV+sWHDh3iiSeeoE6dOnh7e1O+fHn+/e9/X/N0U3l9by9cuMArr7xCjRo18PT0JCIighdeeIG0tDSX8yIiIrj77rtZtWoVLVu2xMvLi+rVq/N///d/Lsdl9dF///13hg0bRnBwMGXKlKFHjx7ExcVly5Mfv1+MHTuW5557DoBq1ao5+4hZ7+Glc9r++eefWCwWZs2ale0eixcvxmKx8MMPP7i8lkuvs337dn799VfnPTp06MCBAwewWCy888472a65evVqLBYLX375ZbZ9IlL4VLQVERcLFiygevXq3Hzzzbk+Z/78+SQlJfHAAw9QoUIFOnTocMWpChISEjh16hS7du3ihRdeYNu2bdx6663XnDmrYxIQEODcNnv2bLp06ULZsmWZOHEiL730Ejt27KBt27Yuncq//vqLVq1asWzZMgYOHMi7775L9+7dWbBgwTXnWbZsGUOHDqVnz568++67LgXfJ554gh07djB69GhGjBiRp6zgmBstMjKS8uXL89Zbb9G+fXvefvtt51fGgoOD+eijjwDo0aMHs2fPZvbs2fzrX/+6bN758+fj7e3Nfffdl6vXN3bsWAYPHkzFihV5++23uffee/nf//7H7bffTkZGhsuxZ8+e5Y477qBJkya8/fbb1K1bl//+9785zus2YcIEvvvuO4YPH87IkSNZu3YtDz74YLb3tl27diQkJDBmzBhef/11zp07R6dOnVi3bp3zuOPHj9OyZUu++uorevbsyXvvvUefPn349ddfSUlJoV27djz11FMAvPDCC873qV69etlyhYaG0r59e+bMmZNtX1RUFDab7bKjYl588UWaNm1KUFCQ8x6TJ0+mbNmy9OjRg6ioKGfBPcuXX36JYRjZXruIiIiYozD6xwVp5syZ3H///c4/Cg8cOJBvv/2Wtm3buvzRPTf94vXr17N69WoeeOAB3nvvPR5//HGWLl1Khw4dSElJyXO2vL63jz76KKNHj6Z58+a88847tG/fnvHjx/PAAw9kO3bfvn3cd9993Hbbbbz99tsEBATQv3//HIusTz75JFu2bGHMmDEMGjSIBQsWMGTIEJdj8uv3i3/961/06tULgHfeecfZR8waeHGpG264gerVq1+2HxoQEEBkZGSO79XkyZOpXLkydevWdd7jxRdfpHr16rRp0ybHz+Pnn39OuXLluOeee3K8pogUMkNE5G/x8fEGYNxzzz15Ou/uu+822rRp41z/+OOPDTc3NyM2NjbH4yMjIw3AAAwPDw/jscceM86fP3/V+/Tr188oU6aMERcXZ8TFxRn79u0z3nrrLcNisRgNGzY07Ha7YRiGkZiYaPj7+xsDBw50Of/kyZOGn5+fy/Z27doZ5cqVMw4dOuRybNa1su5btWrVbHnGjBlj/PM/o4BhtVqN7du3u2z/9NNPDcBo27atceHCBef2vGTt16+fARgvv/yyy7HNmjUzWrRo4VyPi4szAGPMmDHZMuckICDAaNKkSa6OjY2NNTw8PIzbb7/dyMzMdG7/4IMPDMCYMWOGc1v79u0NwPi///s/57a0tDSjQoUKxr333uvctnz5cgMw6tWrZ6SlpTm3v/vuuwZgbN261TAMR5vUqlXLiIyMdGmflJQUo1q1asZtt93m3Na3b1/DarUa69evz/Yass79+uuvDcBYvnx5tmPat29vtG/f3rn+v//9zyVLlvr16xudOnXK9louvWaXLl1y/PwsXrzYAIyffvrJZXvjxo1d7i0iIiLmKaz+sWFcuW9yOVn948tJT083QkJCjIYNG7r0t3/44QcDMEaPHu3clpt+cUpKSrZ7rFmzJlufL6c+0T/l9b3dvHmzARiPPvqoy/bhw4cbgLFs2TLntqpVqxqAsXLlSue22NhYw9PT03j22Wed27L66J07d3Z5nUOHDjVsNptx7tw5wzDy//eLN9980wCMgwcPZnudVatWNfr16+dcHzlypOHu7m6cOXPGuS0tLc3w9/c3Hn744Wyv5dJrNmjQIMd+ZVbfdufOnc5t6enpRlBQkMu9RcRcGmkrIk4JCQmA42tauXX69GkWL17s/GsxwL333uv8untOJkyYwJIlS5g+fTo33XQT6enpXLhwIVf3S05OJjg4mODgYGrWrMnw4cNp06YN8+bNc05V8PPPP3Pu3Dl69erFqVOnnP9sNhutWrVi+fLlAMTFxbFy5UoefvhhqlSp4nKff057kBft27enfv36Oe4bOHCgy1xTuc16qccff9xl/ZZbbsk2NUReJCQk5LrNf/nlF9LT03nmmWdcHpAwcOBAfH19s805VrZsWZc5iD08PGjZsmWOeQcMGOAyl+wtt9wC4Dx28+bN7N27l969e3P69Gnne5WcnMytt97KypUrsdvt2O12vv/+e7p27coNN9yQ7T7X0rb/+te/cHNzIyoqyrlt27Zt7Nixg549e+b5egCdO3emYsWKLqMctm3bxl9//eXynomIiIh5Cqt/XFD+/PNPYmNjeeKJJ1zm3e/SpQt169Z19t1y2y/29vZ2LmdkZHD69Glq1qyJv78/GzduzFO2vL63P/74IwDDhg1z2f7ss88CZOuH1q9f39mfBMc30urUqZNjP/Q///mPy+u85ZZbyMzM5NChQ4C5v1/07NmTjIwMvv32W+e2JUuWcO7cuWvuh95///14eXm59EMXL17MqVOn1A8VKUL0IDIRcfL19QUgMTEx1+dERUWRkZFBs2bNXOYfbdWqFZ9//jmDBw/Odk7Tpk2dyw899BDNmzenf//+zJ0796r38/Lycn616OjRo7zxxhvExsa6dCD37t0LQKdOnXK8RtbrzOqwNWzY8Kr3zYtq1arlel9us2bx8vLK9tWpgIAAzp49ey1RnffIbZtndVzr1Knjst3Dw4Pq1as792epXLlytg5qQEAAf/31V7Zr/7NjmzXdRdZry3qv+vXrd9l88fHxpKenk5CQkK/tGhQUxK233sqcOXN45ZVXAMdn383N7YpTT1yJ1WrlwQcf5KOPPiIlJQUfHx8+//xzvLy8St1DSERERIqqwuofF5TL9d0A6taty6pVq4Dc94vPnz/P+PHj+fTTTzl27BiGYTj3xcfH5ylbXt/bQ4cOYbVaqVmzpsv2ChUq4O/vn60f+s++JVy+35zbfqgZv180adKEunXrEhUVxSOPPAI4PmNBQUGXzXM1/v7+dO3alS+++MLZt/3888+pVKnSNV9TRPKfirYi4uTr60vFihXZtm1brs/J+utsmzZtctx/4MABqlevftnzPTw86NatGxMmTOD8+fMuxdec2Gw2Onfu7FyPjIykbt26PPbYY8yfPx8Au90OOOadqlChQrZruLnl7T99l/ur+D/nIs1ypdfwz315zVoQT4StW7cumzdvJj093WWka364XN5LO/i5PTbrvXrzzTddCv+XKlu2LGfOnLmGpFf3wAMPMGDAADZv3kzTpk2ZM2cOt956K0FBQdd8zb59+/Lmm2/y/fff06tXL7744gvuvvtu/Pz88jG5iIiIXCsz+sdF2ZNPPsmnn37KM888Q+vWrfHz88NisfDAAw84+2q5dS3vLeR+xGpB9EPz6/eLvOrZsyevvfYap06doly5csyfP59evXpd13379u3L119/zerVq2nUqBHz58/niSeecPk2nYiYS0VbEXFx99138/HHH7NmzRpat259xWMPHjzI6tWrGTJkCO3bt3fZZ7fb6dOnD1988QWjRo264nXOnz+PYRgkJiZetWj7T2FhYQwdOpRx48axdu1abrrpJmrUqAFASEiIS4H3n7I6y1frKAYEBLg8pCHLP/+afy1ymzUv8vrVq65du7JmzRq++eYbl6/x5aRq1aoA7N692+WXjfT0dA4ePJhvryEnWe+Vr6/vFe8THByMr6/vVds1r+9T9+7deeyxx5xTJOzZs4eRI0de9bwr3adhw4Y0a9aMzz//nMqVK3P48GHef//9POUSERGRgmVG/zi/XNp3++cIyt27dzv357ZfPHfuXPr168fbb7/t3JaamppjXzk38vLeVq1aFbvdzt69e10eHhsTE8O5c+ecr6Ug5PfvF3nth/bs2ZNx48bxzTffEBoaSkJCQo4PX8vLfe644w6Cg4P5/PPPadWqFSkpKfTp0ydPuUSkYOlPKCLi4vnnn6dMmTI8+uijxMTEZNu/f/9+3n33XeDiKILnn3+e++67z+Xf/fffT/v27V3mSYqNjc12vXPnzvHNN98QHh5OSEjINWV+8skn8fHxYcKECYBj9K2vry+vv/46GRkZ2Y6Pi4sDHMW9du3aMWPGDA4fPuxyzKV/ga9Rowbx8fEuX+k/ceIE33333TXlvVRus+aFj48PQK47z48//jhhYWE8++yz7NmzJ9v+2NhYXn31VcAxD6uHhwfvvfeey3s0ffp04uPj6dKlS57z5laLFi2oUaMGb731FklJSdn2Z71XVqvV+YTeP//8M9txWbnLlCkD5P598vf3JzIykjlz5vDVV1/h4eFB9+7dr3pemTJlrvh1wT59+rBkyRImT55M+fLlufPOO3OVR0RERApHQfaPC9oNN9xASEgIU6dOJS0tzbn9p59+YufOnc6+W277xTabLdtI1ffff/+y30C7mry8t3fddRcAkydPdjlm0qRJAAXaD83v3y/y2g+tV68ejRo1IioqiqioKMLCwmjXrt1VzytTpsxl7+Hm5kavXr2YM2cOM2fOpFGjRjRu3DhXeUSkcGikrYi4qFGjBl988QU9e/akXr169O3bl4YNG5Kens7q1av5+uuv6d+/P+DolDZt2pTw8PAcr9WtWzeefPJJNm7cSPPmzbnzzjupXLkyrVq1IiQkhMOHD/Ppp59y/Phxlwc85VX58uUZMGAAU6ZMYefOndSrV4+PPvqIPn360Lx5cx544AGCg4M5fPgwCxcupE2bNnzwwQcAvPfee7Rt25bmzZvzn//8h2rVqhEdHc3ChQvZvHkz4Pha/H//+1969OjBU089RUpKCh999BG1a9fO8wMX/snX1zfXWXPL29ub+vXrExUVRe3atQkMDKRhw4aXnVsrICCA7777jrvuuoumTZvy0EMP0aJFCwA2btzIl19+6Rz5EBwczMiRIxk3bhx33HEH3bp1Y/fu3UyZMoUbb7yxQB9cYLVa+eSTT7jzzjtp0KABAwYMoFKlShw7dozly5fj6+vrnO/49ddfZ8mSJbRv357//Oc/1KtXjxMnTvD111+zatUq/P39adq0KTabjYkTJxIfH4+npyedOnW64h8PevbsyUMPPcSUKVOIjIzE39//qrlbtGhBVFQUw4YN48Ybb6Rs2bJ07drVub937948//zzfPfddwwaNAh3d/frfq9EREQk/xRk/xhw/nF8+/btgOMr+FlzzeZmRG5GRobzGpcKDAzkiSeeYOLEiQwYMID27dvTq1cvYmJiePfdd4mIiGDo0KHO43PTL7777ruZPXs2fn5+1K9fnzVr1vDLL79Qvnz53L2Z/5CX97ZJkyb069ePjz/+mHPnztG+fXvWrVvHrFmz6N69Ox07drymDLmRlz57bt7HrL72iy++yAMPPIC7uztdu3Z1FnNz0rNnT0aPHo2XlxePPPJIrqYxaNGiBR999BGvvvoqNWvWJCQkxGXEdd++fXnvvfdYvnw5EydOvI53SEQKhCEikoM9e/YYAwcONCIiIgwPDw+jXLlyRps2bYz333/fSE1NNTZs2GAAxksvvXTZa0RHRxuAMXToUMMwDOODDz4w2rZtawQFBRlubm5GcHCw0bVrV2PlypW5ytSvXz+jTJkyOe7bv3+/YbPZjH79+jm3LV++3IiMjDT8/PwMLy8vo0aNGkb//v2NP//80+Xcbdu2GT169DD8/f0NLy8vo06dOtle15IlS4yGDRsaHh4eRp06dYzPPvvMGDNmjPHP/4wCxuDBg7Pl+/TTTw3AWL9+fY75c5P1cq8/pxyrV682WrRoYXh4eBiAMWbMmBzve6njx48bQ4cONWrXrm14eXkZPj4+RosWLYzXXnvNiI+Pdzn2gw8+MOrWrWu4u7sboaGhxqBBg4yzZ8+6HNO+fXujQYMG2e7Tr18/o2rVqi6vHTC+/vprl+MOHjxoAMann37qsn3Tpk3Gv/71L6N8+fKGp6enUbVqVeP+++83li5d6nLcoUOHjL59+xrBwcGGp6enUb16dWPw4MFGWlqa85hp06YZ1atXN2w2mwEYy5cvd2Zv3759tuwJCQmGt7e3ARifffZZtv1ZryXrOoZhGElJSUbv3r0Nf39/A3B57VnuuusuAzBWr16dbZ+IiIgUDQXRPzYMR//xcv+upl+/fpc9t0aNGs7joqKijGbNmhmenp5GYGCg8eCDDxpHjx7Ndr2r9YvPnj1rDBgwwAgKCjLKli1rREZGGrt27TKqVq2arR/+zz7RlVztvc2SkZFhjBs3zqhWrZrh7u5uhIeHGyNHjnQ5xjAMo2rVqkaXLl2y3eeffbzL9dEvlz8/f7945ZVXjEqVKhlWq9UAjIMHDzqzX/peZtm7d6+zbVetWpVtf9ZrybqOYRjGyZMnjS5duhjlypUzgBz7tw0aNDCsVmuOnwcRMZfFMHKYhVtEREQKTY8ePdi6davLE6ZFRERERApas2bNCAwMZOnSpWZHEZF/0Jy2IiIiJjpx4gQLFy7Ugx9EREREpFD9+eefbN68mb59+5odRURyoJG2IiIiJjh48CC///47n3zyCevXr2f//v1UqFDB7FgiIiIiUsJt27aNDRs28Pbbb3Pq1CkOHDiAl5eX2bFE5B800lZERMQEv/76K3369OHgwYPMmjVLBVsRERERKRRz585lwIABZGRk8OWXX6pgK1JEaaStiIiIiIiIiIiISBGikbYiIiIiIiIiIiIiRYiKtiIiIiIiIiIiIiJFiJvZAcxgt9s5fvw45cqVw2KxmB1HRERERHLJMAwSExOpWLEiVmvpHn+gPq2IiIhI8ZPb/mypLNoeP36c8PBws2OIiIiIyDU6cuQIlStXNjuGqdSnFRERESm+rtafLZVF23LlygGON8fX17dQ7mm324mLiyM4OLjUjwoprtSGJYPasWRQOxZ/asOSwYx2TEhIIDw83NmfK80Ku0+rn9uSQe1YMqgdiz+1YcmgdiwZCrsdc9ufLZVF26yvj/n6+hZq0TY1NRVfX1/9IBdTasOSQe1YMqgdiz+1YclgZjtqOoDC79Pq57ZkUDuWDGrH4k9tWDKoHUsGs9rxav1ZfaJEREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERERERERESKEBVtRURERERERERERIoQFW1FREREREREREREihAVbUVERERErtPKlSvp2rUrFStWxGKx8P3331/1nBUrVtC8eXM8PT2pWbMmM2fOLPCcIiIiIlI8qGgrIiIiInKdkpOTadKkCR9++GGujj948CBdunShY8eObN68mWeeeYZHH32UxYsXF3BSERERESkO3MwOUFoYhsHx+DQOpZwh0w5lvdyoEuiDv4+H2dFERERE5Drdeeed3Hnnnbk+furUqVSrVo23334bgHr16rFq1SreeecdIiMjCyrmtctIgpNL8UjMAFtl8PCHMlXAzcfsZCIiIiIlkoq2heCJzzewcs8pktIuZNtXLagMXRqFcV+LykQElTEhnYiIiIgUtjVr1tC5c2eXbZGRkTzzzDOXPSctLY20tDTnekJCAgB2ux273V4gOZ2SorH+1p3Af2w2vMIgoAlGUBsIaQflW4PVVrBZ5LrY7XYMwyj4z4wUKLVj8ac2LBnUjiVDYbdjbu+jom0hOJ+emWPBFuDgqWQ+WL6PD5bv49a6IbzYpR7Vg8sWckIRERERKUwnT54kNDTUZVtoaCgJCQmcP38eb2/vbOeMHz+ecePGZdseFxdHampqgWUFcE84QvkctltST8CJE1hOLAIg0z2ItOA7SanYmwu+TQs0k1wbu91OfHw8hmFgtWq2vOJK7Vj8qQ1LBrVjyVDY7ZiYmJir41S0LQQNKvqx40QCoT42QvzL4uFmJSntAsfOnefgqWTshuO4pbtiWbk3jkfaVmfYbbXxcNMPvIiIiIg4jBw5kmHDhjnXExISCA8PJzg4GF9f34K9eZn6ZDZ8mfMn/sTHcg6LPR3SYiH1JJbMFOdhtoxT+Byfjc/x2RiBN2DUeQbC79fo2yLEbrdjsVgIDg5WgaEYUzsWf2rDkkHtWDIUdjt6eXnl6jgVbQvB0Ntq0+emcDbtPoytjD8Wi8W571xKOmsPnGHprhjOpmSQkWkw9df9/HHwNB892IIKfrlrSBEREREpPipUqEBMTIzLtpiYGHx9fXMcZQvg6emJp6dntu1Wq7Xgf8EoVxV7wxdJsn+FT5lULN7Bju2GAakn4Nw2OLUGzv0FRgYAljN/YlnzEGx/DRqPg/D74JJ+sJjHYrEUzudGCpTasfhTG5YMaseSoTDbMbf30CeqENisl++c+vt4cEfDCrx6T0PubhSG29/Hbjp8jrvf/41Nh88WVkwRERERKSStW7dm6dKlLtt+/vlnWrdubVKia2SxgHdFCLsdGo2Bmz+DWoPBp+rFYxJ2wqr7YWlHOLfVvKwiIiIixYiKtkWEp7uN7s0qMeLOupQv4wHAqaR0+kxfx/roMyanExEREZErSUpKYvPmzWzevBmAgwcPsnnzZg4fPgw4pjbo27ev8/jHH3+cAwcO8Pzzz7Nr1y6mTJnCnDlzGDp0qBnx84/NG8IiocV70OgVKFfn4r7YX+GnZrDlJchMNy+jiIiISDGgom0RE1G+DC91qU+d0HIAJKVdoN+MdazZf9rkZCIiIiJyOX/++SfNmjWjWbNmAAwbNoxmzZoxevRoAE6cOOEs4AJUq1aNhQsX8vPPP9OkSRPefvttPvnkEyIjI03Jn+8sFghoAk3fgAYvgWeIY7uRCdtfhcWt4Nx2czOKiIiIFGGa07YIKuvlxtO31uLDFfvYfjyBlPRMBv7fn3wz6GbqVChndjwRERER+YcOHTpgGMZl98+cOTPHczZt2lSAqYoAiwXK3+go4B6eC0fmgGGHc5thcUto+T+o9pDZKUVERESKHI20LaI83KwM6ViTRpX8AMeI24dnric2MdXkZCIiIiIieWT1gIje0PRt8K7s2JaZAmv6wPrBYL9gbj4RERGRIkZF2yLM3Wbl8XbVqVreB4Bj584zcNafpGZkmpxMREREROQalKsBzd+B0Fsvbts7BVZ2g4wk83KJiIiIFDEq2hZxnu42nuxYk0Afx8PJthyNZ/yPO01OJSIiIiJyjWyeUOdpqP0kWGyObcd/gl/awfmT5mYTERERKSJUtC0G/H08eLJTTdysFgBmrTnEom0nTE4lIiIiInIdKtwGjV4Gm+NbZZzd5HhAWcIec3OJiIiIFAEq2hYT4YE+9GpZxbn+3Ny/OHo2xcREIiIiIiLXyb8RNH0DPIMc6ymH4ZcOKtyKiIhIqaeibTHSrlYQN1QNACAx9QIjvtl6xacUi4iIiIgUeWWqQNO3wKeqYz31hAq3IiIiUuqpaFuMWCwW+rau6pzfdtW+U0StP2JyKhERERGR6+QZCE1eU+FWRERE5G8q2hYzPh5u9G1d1bn+2sKdnIg/b2IiEREREZF84O6bvXC79FZIOWZuLhERERETqGhbDDWs5MfNNcoDkJh2gdHztpucSEREREQkH/yzcHv+KCyPhPRzpsYSERERKWwq2hZTPW8Ix8/bHYCfd8SwYnesyYlERERERPKBuy80fhk8Qxzr8dthZXfITDM1loiIiEhhUtG2mCrj6cZ9LSo718ct2EHahUwTE4mIiIiI5BOPAEfh1q2cYz32V1jdBwy7ublEREREComKtsXYTdUCqRVSFoCDp5KZsSra3EAiIiIiIvnFuyI0HA1Wx0N4OfI1/DXG3EwiIiIihURF22LMYrHQq2UVLBbH+vvL9hKXqK+NiYiIiEgJ4VsH6v0X+LvDu/1VOPKtqZFERERECoOKtsVclUAf2tcKBiAlPZP3lu41OZGIiIiISD4qfyNU63dxfXUfOLfVvDwiIiIihUBF2xKga5OKeLo5mvLLdYc5eCrZ5EQiIiIiIvmocg8Ibu9YzkyBX7tB2hlzM4mIiIgUIBVtSwA/b3ciG1QA4ILd4M3Fu0xOJCIiIiKSjywWqD0EylZ3rCdHw+reejCZiIiIlFgq2pYQt9cPpZyXGwA/bj3JX0fPmRtIRERERCQ/2Tyh/ovg7utYP7EYdr5lbiYRERGRAqKibQnh5W6ja+OKznXNbSsiIiIiJY5XMNR9FueDyba8CHFrTI0kIiIiUhBUtC1BbqkVRICPOwC/7Ixl27F4kxOJiIiIiOSzgGYQ/m/HsnEBfr8f0s+am0lEREQkn6loW4K426zc2TDMua7RtiIiIiJSIkX0At/6juWUo7CmPxiGqZFERERE8pOKtiXMLbWC8PN2jLZdsiOGHccTTE4kIiIiIpLPLDaoNxzcyjnWj82H/dPNzSQiIiKSj1S0LWEco20rONffX6bRtiIiIiJSAnkGQZ2nL65veAaSDpgWR0RERCQ/qWhbArWrFYyvlxsAP207ye6TiSYnEhEREREpAOVbQoXbHcuZybC6D9gzzc0kIiIikg9UtC2BPNys3HHJaNsPl+8zMY2IiIiISAGq/jB4hjiWT62GXZPMzSMiIiKSD1S0LaHa1wqmrKdjtO3CrSc4du68yYlERERERAqAmw/UeQawONb/ehHObTMzkYiIiMh1KxJF2w8//JCIiAi8vLxo1aoV69atu+LxkydPpk6dOnh7exMeHs7QoUNJTU0tpLTFg6e7jY51ggHItBt8uuqgyYlERERERAqIf0Oo3N2xbM+ANf00TYKIiIgUa6YXbaOiohg2bBhjxoxh48aNNGnShMjISGJjY3M8/osvvmDEiBGMGTOGnTt3Mn36dKKionjhhRcKOXnR17FOCG5Wx4iDr9YfISE1w+REIiIiIiIFJOJB8K7sWD67EXZPNjWOiIiIyPUwvWg7adIkBg4cyIABA6hfvz5Tp07Fx8eHGTNm5Hj86tWradOmDb179yYiIoLbb7+dXr16XXV0bmnk6+1O6+rlAUhKu0DUuiMmJxIRERERKSBWD6j9JM5pEraMgqQDpkYSERERuVamFm3T09PZsGEDnTt3dm6zWq107tyZNWvW5HjOzTffzIYNG5xF2gMHDvDjjz9y1113FUrm4ua2+qHO5U9/P0hGpt3ENCIiIiIiBcivHlT8+/cCeyr88SgYhrmZRERERK6Bm5k3P3XqFJmZmYSGhrpsDw0NZdeuXTme07t3b06dOkXbtm0xDIMLFy7w+OOPX3F6hLS0NNLS0pzrCQkJANjtduz2wiliGnY7hmFgFHKnMczPi0aV/Nh6LJ7j8aks/Os43ZpULNQMJYX97zYsrM+MFAy1Y8mgdiz+1IYlgxntqM+MXFVEHzj9B6SdgpjlcGAm1BhgdioRERGRPDG1aHstVqxYweuvv86UKVNo1aoV+/bt4+mnn+aVV17hpZdeyvGc8ePHM27cuGzb4+LiCu0BZueS07CnJYMFLFlf2SoknauXYeuxeACmLt9Lqwo2LJbCzVAS2O124uPjMQwDq9X0mUXkGqkdSwa1Y/GnNiwZzGjHxMTEQrmPFGNuPlBrMGz7u/+/cShU6gpeQebmEhEREckDU4u2QUFB2Gw2YmJiXLbHxMRQoUKFHM956aWX6NOnD48++igAjRo1Ijk5mf/85z+8+OKLOf7CMHLkSIYNG+ZcT0hIIDw8nODgYHx9ffPxFV1BfArWUynYfPwLvWBaz8ePKtvPcvjMeXbFpnA01YMWVQMKNUNJYLfbsVgsBAcHq8BQjKkdSwa1Y/GnNiwZzGhHLy+vQrmPFHOBLSC4PcT9ChnxsPm/cNN0s1OJiIiI5JqpRVsPDw9atGjB0qVL6d69O+Do/C9dupQhQ4bkeE5KSkq2XwpsNhvAZace8PT0xNPTM9t2q9VaaL9gWKxWLBaL819hslgs3FovlE9/jwbgsz8Oc2O18oWaoaSwWCyF+rmRgqF2LBnUjsWf2rBkKOx21OdFcq3Gw3BmPWSmwIEZUHMgBN1kdioRERGRXDG91zts2DCmTZvGrFmz2LlzJ4MGDSI5OZkBAxzzTvXt25eRI0c6j+/atSsfffQRX331FQcPHuTnn3/mpZdeomvXrs7irWTXMiKQsp6OGv2PW09wKintKmeIiIiIiBRjHgEQ0fvi+rrHwZ5pXh4RERGRPDB9TtuePXsSFxfH6NGjOXnyJE2bNmXRokXOh5MdPnzYZUTFqFGjsFgsjBo1imPHjhEcHEzXrl157bXXzHoJxYK7zUrbmkEs2n6SjEyDqPVHGNyxptmxREREREQKTsUucPIXSI6Gc1tg31SoPdjsVCIiIiJXZXrRFmDIkCGXnQ5hxYoVLutubm6MGTOGMWPGFEKykqV97WAWbz+JAXy+9hCPtauOm830wdYiIiIiIgXDYoOaj8OWEY71LS9AlfvBK9jcXCIiIiJXoYpdKRJczpNGlfwAOB6fytJdsSYnEhEREREpYH71IbSTYzkjATY9Z24eERERkVxQ0baU6Vg3xLn82dpDJiYRERERESkk1fqBzcexfHAWxK0xN4+IiIjIVahoW8o0qOhLcDlPAH7be4oDcUkmJxIRERERKWAeARDx0MX1P4eAYTcvj4iIiMhVqGhbylgtFjrUvjiH1+d/HDYxjYiIiIhIIal4J/hUdSyf3QjRX5qbR0REROQKVLQthdrUDMLNagHg241HSbuQaXIiEREREZECZrFBjYcvrm9+Hi6kmJdHRERE5ApUtC2Fynq60bxKAABnUzJYsj3G5EQiIiIiIoUgoBkE3uBYPn8cdr5tbh4RERGRy1DRtpRqVzvIuRy1/oiJSUREREREClG1/jh/DdoxAc6fNDONiIiISI5UtC2laoeWcz6QbNW+Uxw5o6+GiYiIiEgpUKYKhN3hWM5MgS0vmJtHREREJAcq2pZSVouFW2pqtK2IiIiIlEJVe4HNx7F8YCac3WJqHBEREZF/UtG2FLu5Rnn+fh4ZX284woVMu7mBREREREQKg4cfVOn594oBG54CwzA1koiIiMilVLQtxfx9PGhc2R+AmIQ0VuyOMzeQiIiIiEhhqXQ3eIU6lmNXwokl5uYRERERuYSKtqVcu1oXp0j4av1hE5OIiIiIiBQiqztU63dxfdNwMPTNMxERESkaVLQt5RpU9CPAxx2A5bvjiEtMMzmRiIiIiEghCboZytZ0LMdvg0NR5uYRERER+ZuKtqWczWqhdY3yAGTaDeZtPmZyIhERERGRQmKxQrU+F9e3jITMdPPyiIiIiPxNRVvh5uoXp0iYu+GoiUlERERERAqZf1Pwb+xYTj4E+6eZGkdEREQEVLQVoIKfF9WDygCw62Qi24/Hm5xIRERERKSQWCyuc9tuHQcXks3LIyIiIoKKtvK3m/+eIgE02lZERERESplytRzz2wKkxcHOd8zNIyIiIqWeirYCwI0RgbhZLQDM33ycjEw9OVdERERESpGIhwBHf5idEyHttKlxREREpHRT0VYAKOPpRtNwfwBOJ6ezYnecuYFERERERAqTT2WocJtj+UISbH/d3DwiIiJSqqloK06uUyQcMTGJiIiIiIgJqj4AFnfH8p4pcD7G3DwiIiJSaqloK04NKvrh5+3opC7bFcvZ5HSTE4mIiIgUHx9++CERERF4eXnRqlUr1q1bd8XjJ0+eTJ06dfD29iY8PJyhQ4eSmppaSGklR55BUPEOx7I9FbaPNzePiIiIlFoq2oqTzWqhVbVAADIyDeZvOW5yIhEREZHiISoqimHDhjFmzBg2btxIkyZNiIyMJDY2Nsfjv/jiC0aMGMGYMWPYuXMn06dPJyoqihdeeKGQk0s24feB1cOxvG8qnD9hbh4REREplVS0FReXTpHwzcajJiYRERERKT4mTZrEwIEDGTBgAPXr12fq1Kn4+PgwY8aMHI9fvXo1bdq0oXfv3kRERHD77bfTq1evq47OlULgEQBhdzqW7Wmw7TVz84iIiEip5GZ2AClaKgf4UCXQh8NnUvjraDx7YhKpHVrO7FgiIiIiRVZ6ejobNmxg5MiRzm1Wq5XOnTuzZs2aHM+5+eab+eyzz1i3bh0tW7bkwIED/Pjjj/Tp0+ey90lLSyMtLc25npCQAIDdbsdut+fTq7k8u92OYYDdAAyjwO9nqsr/wnJiERZ7Gsb+aRj1/gs+lcxOlS8c7WgUymdGCo7asfhTG5YMaseSobDbMbf3UdFWsrm5RnkOn0kBHKNtR95Zz+REIiIiIkXXqVOnyMzMJDQ01GV7aGgou3btyvGc3r17c+rUKdq2bYthGFy4cIHHH3/8itMjjB8/nnHjxmXbHhcXVyhz4drtduLP2zAMd6wl/tEH/pQtfxdl477DYk8n5c9RJNadaHaofGG324mPj8cwDKxWffGyuFI7Fn9qw5JB7VgyFHY7JiYm5uo4FW0lm1bVApnz5xHsBizYfJz/RtbFarWYHUtERESkxFixYgWvv/46U6ZMoVWrVuzbt4+nn36aV155hZdeeinHc0aOHMmwYcOc6wkJCYSHhxMcHIyvr2+BZ7bb7VhiMgkuk4HVu8BvZz7vHhinf8JiT8XnxJd4t3gZyoSbneq62e12LBYLwcHBKjAUY2rH4k9tWDKoHUuGwm5HLy+vXB2noq1kU87LnfoVfdl2LIHj8amsjz5Dq+rlr36iiIiISCkUFBSEzWYjJibGZXtMTAwVKlTI8ZyXXnqJPn368OijjwLQqFEjkpOT+c9//sOLL76Y4y8Mnp6eeHp6ZttutVoL7RdFiwWsFrBaSsEf9D39oVIXOPINFiMDy45XodU0s1PlC4vFUqifGykYasfiT21YMqgdS4bCbMfc3kOfKMnRTdUuFmm/33zcxCQiIiIiRZuHhwctWrRg6dKlzm12u52lS5fSunXrHM9JSUnJ1mG32WwAGCV9vtjipHIPsP09GubATEg+ZGocERERKT1UtJUcNQ33x8PN8fH4cesJ0i9oUm0RERGRyxk2bBjTpk1j1qxZ7Ny5k0GDBpGcnMyAAQMA6Nu3r8uDyrp27cpHH33EV199xcGDB/n555956aWX6Nq1q7N4K0WAuy9U7OZYNi7A1uxzCouIiIgUBE2PIDnycrfRLNyfPw6eIf58Bit2x3J7g5y/3iciIiJS2vXs2ZO4uDhGjx7NyZMnadq0KYsWLXI+nOzw4cMuI2tHjRqFxWJh1KhRHDt2jODgYLp27cprr71m1kuQy6l8Dxz/ATJT4OBsaPgSlK1mdioREREp4VS0lctqVS2QPw6eAWDe5uMq2oqIiIhcwZAhQxgyZEiO+1asWOGy7ubmxpgxYxgzZkwhJJPr4l4OKnWDw185Rttuew1u+sTsVCIiIlLCaXoEuaz6FX0p6+mo6/+yM4bE1AyTE4mIiIiImKBSN7B5O5aj/w9SjpqbR0REREo8FW3lstysVm6MCAAg7YKdxdtjrnKGiIiIiEgJ5F4WKnZxLNszYPsEc/OIiIhIiaeirVxRq2rlncvzNh8zMYmIiIiIiIkq3QNWD8fy/ulwXgMaREREpOCoaCtXVCO4DEFlHZ3T3/edIjYx1eREIiIiIiIm8PCDsDsdy/ZU2PmWuXlERESkRFPRVq7IYrE4R9vaDViw5YTJiURERERETFK5O1j+fpbz3imQdsbUOCIiIlJyqWgrV9WqWqBzWVMkiIiIiEip5VkeKtzmWM5Mgd2TTY0jIiIiJZeKtnJVFf29qRLoA8BfR+M5EJdkciIREREREZOE/wvnr1G734OMBFPjiIiISMmkoq3kyqWjbb/ffNzEJCIiIiIiJvIKhdCOjuWMeNjzobl5REREpERS0VZypWW1QCx/L8/ffAzDMEzNIyIiIiJimvD7IKt3vPMtuJBiahwREREpefJctL3pppv45JNPSErSV+RLkwAfD+pUKAdA9OkUthyNNzmRiIiIyLVTn1aui08lCG7rWE4/A/s+NjePiIiIlDh5LtpWrVqVJ598kgoVKjBgwAB+++23gsglRdClUyTM1xQJIiIiUoypTyvXrcq/Ly7vmACZaeZlERERkRInz0XbqKgojh8/zvjx4/nrr79o3749tWvXZsKECZw4caIgMkoR0bxKAG5Wx9fAFvx1nEy7pkgQERGR4kl9WrluZSKg/E2O5dQYOPiZqXFERESkZLmmOW0DAgJ48skn2bBhA5s2beLOO+/k7bffpmrVqnTt2pXvv/8eu92e31nFZGU83WhYyQ+AuMQ0/jhw2uREIiIiItdOfVq5buH3XlzeMR4MfV5EREQkf1z3g8jCw8OpXr06oaGhXLhwgb1793LvvfdSq1Yt1q5dmx8ZpQhpGXHJFAlbNEWCiIiIlAzq08o18a0Dfg0dy0n74cj3psYRERGRkuOai7aLFy+mZ8+eVKpUiddee43bb7+d7du3s2vXLvbs2UOtWrV4+OGH8zOrFAFNwv3wdHN8bH7ceoK0C5kmJxIRERG5durTynW7dLTt9lfB0BRiIiIicv3yXLR96aWXqFq1KnfddRenTp3i008/5ejRo0yaNIl69eoBUKNGDUaPHs3u3bvzPbCYy9PNRtNwfwASUi+wcs8pcwOJiIiIXAP1aSXfBDR3zG8LcHYTxP5qahwREREpGfJctP3kk0/o3bs3e/bsYenSpTzwwAN4eHhkO65u3brMmDEjX0JK0dKq2sUpEuZtPmZiEhEREZFroz6t5BuLxXW07bZXzcsiIiIiJYZbXk84cuQIbm5XPy0wMJB+/fpdUygp2upX9KWspxtJaRf4ZWcMyWkXKOOZ54+SiIiIiGnUp5V8FdwWDs6GtFiIWQpnt0BAE7NTiYiISDGW55G2np6erFu3Lsd9GzZswGazXXcoKdrcrFZaVA0AIDXDzi87Y0xOJCIiIpI36tNKvrLYoHL3i+vbXzMtioiIiJQMeS7aGleYWP/ChQvq4JYSrlMkHDcxiYiIiEjeqU8r+a7CbeDm61g+/A0kHTQ3j4iIiBRrufpO+8mTJzl+/GJhbvfu3dm+TpaamsqMGTOoWrVq/iaUIqlmSFkCfNw5m5LByj1xnE1OJ6BM9nngRERERIoK9WmlQNk8odLdcOgLwA47JkLLqWanEhERkWIqV0Xb//3vf4wbNw6LxYLFYqF///7ZjjEMA5vNxpQpU/I7oxRBVouFlhGBLN4RwwW7wY/bTvBgK/1yIyIiIkWX+rRS4Cp2gSPfgj0VDsyCxq+AV7DZqURERKQYylXRtn///nTo0AHDMOjUqRMffvgh9evXdznGw8OD2rVrU758+QIJKkVPy2qOoi3A/M3HVbQVERGRIk19Wilw7uUg7HY4Nt9RuN01GZpqflsRERHJu1wVbatWrer8itjy5ctp3rw55cqVK9BgUvRVCfShgq8XJxNSWRd9hhPx5wnz8zY7loiIiEiO1KeVQlHpHji+EIxM2PshNBgJ7mXNTiUiIiLFTJ4fRNa+fXt1bgUAi8VCy78fSGYY8MOWEyYnEhEREckd9WmlwHgFQ0h7x3JGPOz7n7l5REREpFjKVdHW19eXDRs2AFCuXDl8fX0v+8/Pz69AA0vRklW0BZi/5fgVjhQRERExl/q0Umgq/+vi8s63wZ5hXhYREREplnI1PcKzzz5LWFiYc9lisRRoKCk+Kvh6UbW8D4dOp7D1WDwH4pKoHqyvf4mIiEjRoz6tFJoyVSCwJZxZB6kn4FAUVHvI7FQiIiJSjOSqaDtmzBjn8tixYwsqixRTLSMCOXQ6BXCMtn2mc22TE4mIiIhkpz6tFKrK3R1FW4AdEyDiQdAfCkRERCSX8jynrcg/3RgRSFb3c/7m4xiGYWoeERERERHT+TWAcrUcy/HbIWaZuXlERESkWMnVSNtu3brl+oIWi4V58+ZdcyApfgLLeFArtCx7YpI4cCqZ7ccTaFhJ88CJiIhI0aI+rRQqiwUq94CdbzjWt4+HCream0lERESKjVwVbRMSEjTnl1xRq2rl2ROTBDimSFDRVkRERIoa9Wml0AW1Bs8QSIuFmKVwbhv4NzQ7lYiIiBQDuSrarlixooBjSHHXokoAX/xxmEzDYMGW44y4oy5Wq34pEhERkaJDfVopdBYbVL4H9k9zrO+YCDfPNjeTiIiIFAua01byRVkvNxpU9AXgRHwq66PPmJxIRERERKQIqNAZ3Mo4lg99BedPmJtHREREioVcjbSdNGkSDz74IKGhoUyaNOmKx1osFoYOHZqnEB9++CFvvvkmJ0+epEmTJrz//vu0bNnyssefO3eOF198kW+//ZYzZ85QtWpVJk+ezF133ZWn+0r+alUtkL+OxQMwb8txWlUvb3IiERERkYsKuk8rkiObN4TdCUfmgnEBdr0Dzd4wO5WIiIgUcbkq2g4fPpy2bdsSGhrK8OHDr3hsXju4UVFRDBs2jKlTp9KqVSsmT55MZGQku3fvJiQkJNvx6enp3HbbbYSEhDB37lwqVarEoUOH8Pf3z/U9pWA0CffHw2YlPdPOT1tPMK5bA9xtGswtIiIiRUNB9mlFrqji3XD0e0fRdu//oOFocC9rdioREREpwnJVtLXb7Tku54dJkyYxcOBABgwYAMDUqVNZuHAhM2bMYMSIEdmOnzFjBmfOnGH16tW4u7sDEBERka+Z5Np4udtoEu7H+uiznE3JYNXeU3Ssm73wLiIiImKGguzTilyRZyCEtHc8jOxCAuz/BOo+Y3YqERERKcJMHQaZnp7Ohg0b6Ny5s3Ob1Wqlc+fOrFmzJsdz5s+fT+vWrRk8eDChoaE0bNiQ119/nczMzMKKLVfQqtrFKRHmbT5mYhIRERERkSKkcveLy7veBvsF06KIiIhI0Zerkbb/lJGRwcyZM/njjz84ceIEYWFh3HTTTfTr1885+jU3Tp06RWZmJqGhoS7bQ0ND2bVrV47nHDhwgGXLlvHggw/y448/sm/fPp544gkyMjIYM2ZMjuekpaWRlpbmXE9ISAAcIywKa5SFYbdjGAaGYRTK/cxSP6wcPh42UtIzWbIjhuTUDLw9bGbHyhf2v9tQI3OKN7VjyaB2LP7UhiWDGe2Yn/fKrz6tSK6UqQoBzeHsRkg5Cke+gao9zU4lIiIiRVSei7Z79uzhjjvu4PDhwzRp0oTQ0FA2bdrEzJkzee2111i0aBF16tQpiKyAo6MeEhLCxx9/jM1mo0WLFhw7dow333zzskXb8ePHM27cuGzb4+LiSE1NLbCslzqXnIY9LRksYMFSKPc0gxVoVtGH36MTSUnP5Ns/9nJbnUCzY+ULu91OfHw8hmFgtWqu3uJK7VgyqB2LP7VhyWBGOyYmJubLdczu00opVbmHo2gLsGMCVLkfLCX3dwMRERG5dnku2j722GN4eHiwe/duatSo4dy+b98+unbtyqBBg1i2bFmurhUUFITNZiMmJsZle0xMDBUqVMjxnLCwMNzd3bHZLo7erFevHidPniQ9PR0PD49s54wcOZJhw4Y51xMSEggPDyc4OBhfX99cZb1u8SlYT6Vg8/HHUsI7Zq1qWvk92vEL1croZB68pa7JifKH3W7HYrEQHBysAkMxpnYsGdSOxZ/asGQwox29vLzy5Tr52acVyTX/xlCmGiQfhLObIW4VhNxidioREREpgvJctP3jjz+YPXu2S+cWoGbNmrz88sv069cv19fy8PCgRYsWLF26lO7duwOOzv/SpUsZMmRIjue0adOGL774Arvd7vzlYM+ePYSFheVYsAXw9PTE09Mz23ar1Vpov2BYrFYsFovzX0lWt4Ivft7uxJ/PYMWeOBJTM/HzKRlfMbRYLIX6uZGCoXYsGdSOxZ/asGQo7HbMr/vkZ59WJNcsFsdo292THOvbX4eQn8zNJCIiIkVSnnu9FStWvGzR0WKxXHaE7OUMGzaMadOmMWvWLHbu3MmgQYNITk5mwIABAPTt25eRI0c6jx80aBBnzpzh6aefZs+ePSxcuJDXX3+dwYMH5/WlSAGxWi3cGBEAQEamwaLtJ0xOJCIiIuIqv/u0IrkW3BY8/n5474lFkLDb3DwiIiJSJOW5aDtmzBheeuklDhw44LL9wIEDjBkz5rLzyl5Oz549eeuttxg9ejRNmzZl8+bNLFq0yPlwssOHD3PixMWiX3h4OIsXL2b9+vU0btyYp556iqeffpoRI0bk9aVIAWpZ7eI8tvO3HDcxiYiIiEh2+d2nFck1qxtU7nZxfcdE87KIiIhIkZWr6RG6devmsn7u3Dnq1KlDw4YNCQkJITY2lm3bthEaGso333yT56+TDRky5LLTIaxYsSLbttatW7N27do83UMKV7XyZQgu50lcYhqr958mNiGVEN/8mYNORERE5FoUdJ9WJNcqRMKhKMhMgejPoekE8AoxO5WIiIgUIbkq2iYkJLh8fax27drUrl0bgPT0dPz9/Wnbti2Qf0/0leLNYrHQKiKQH7aewDDgh79O8HDbambHEhERkVJMfVopMtx8ICwSjn4H9nTY/R40edXsVCIiIlKE5Kpom9NoV5GraVnNUbQFmLfluIq2IiIiYir1aaVIqXg3HJsPRibs+RAavOAo5oqIiIhwDXPaiuRWRX9vwgO8Adhy5ByHTiebnEhEREREpIjwCnY8lAwg4xwcmGlmGhERESlicjXS9p/sdjvLli1jz549pKamZts/bNiw6w4mJUPLaoEcOXsMgAVbjjOkUy2TE4mIiIg4qE8rpqvcHWJ/dSzvfAtqPQ4WjasRERGRayjanjx5kg4dOrBnzx4sFguGYQC4zA+mDq5kaRkRyDcbHUXbeZuPM7hjTZfPioiIiIgZ1KeVIqFsDfBrBPFbIfkgHFsAle8xO5WIiIgUAXn+M+6wYcMoX748R44cwTAM/vjjD6Kjo3nllVeoVasWe/bsKYicUkyVL+tJzeCyAOyNTWLXST3UQ0RERMynPq0UGeE9Li5vn2BeDhERESlS8ly0XblyJc8++yxhYWEAGIZBlSpVeOGFF+jTpw9DhgzJ95BSvLWqFuhcnrf5uIlJRERERBzUp5UiI6A5+IQ7lk+vhdPrzc0jIiIiRUKei7bx8fEEBwdjtVrx9fUlNjbWua9169asWrUqXwNK8XdDRADWv79puGDLcefXD0VERETMoj6tFBkWK1S6ZEqEHRptKyIiItdQtK1WrRonTpwAoEGDBsyePdu577vvviMwMPByp0opVc7LnXphvgAcO3eejYfPmpxIRERESjv1aaVICe0A7n6O5aPzICnazDQiIiJSBOS5aNulSxeWLFkCwKhRo/juu+8ICQmhUqVKTJkyhSeffDLfQ0rxpykSREREpChRn1aKFKsHVOziWDYyYdckc/OIiIiI6dzyesL48eOdy3feeSe///473333Hampqdx2223ceeed+RpQSoZm4QG42w6RkWmw8K8TjL67Pm62PP/NQERERCRfqE8rRU7YnXBkLtjTYf90aPwyePibnUpERERMkuei7T/deOON3HjjjfmRRUowbw8bjSv7s+HQWU4np/P7/tO0rx1sdiwRERERQH1aKQI8/CC0E5xYBJkpsPd/0OC/ZqcSERERk1zzUMeff/6ZV199lcGDB/Pqq6/yyy+/5GcuKYFaRlycImG+pkgQERGRIiA/+7QffvghEREReHl50apVK9atW3fF48+dO8fgwYMJCwvD09OT2rVr8+OPP17z/aUEqHQP8PcTfHdPhsx0M9OIiIiIifI80vbkyZPce++9rFmzhsDAQEJCQoiNjeXMmTPcdNNNfPvtt1SoUKEgskox17iyH97uNs5nZLJ4+0ley2iIl7vN7FgiIiJSCuV3nzYqKophw4YxdepUWrVqxeTJk4mMjGT37t2EhIRkOz49PZ3bbruNkJAQ5s6dS6VKlTh06BD+/v75+Cql2PGpBOVvhNPrIPUkHJ4D1R4yO5WIiIiYIM8jbR9//HEOHDjA0qVLOXXqFDt27ODUqVP88ssvREdHM2jQoILIKSWAu81Ksyr+ACSlXWD5rlhzA4mIiEipld992kmTJjFw4EAGDBhA/fr1mTp1Kj4+PsyYMSPH42fMmMGZM2f4/vvvadOmDREREbRv354mTZrkx8uT4qxS94vLOyaCYZgWRURERMyT55G2P//8M1OnTqVjx44u2zt16sSECRNUtJUralUtkNX7TwMwf8tx7mwUZnIiERERKY3ys0+bnp7Ohg0bGDlypHOb1Wqlc+fOrFmzJsdz5s+fT+vWrRk8eDDz5s0jODiY3r1789///hebLedvIqWlpZGWluZcT0hIAMBut2O323Od91rZ7XYMA+wGKiQWJN/6WMrWxJK0D+K3YT+51DHXbT5xtKNRKJ8ZKThqx+JPbVgyqB1LhsJux9zeJ89F24CAAAICAi67T1/pkiupW8GXcl5uJKZeYOmuWBJSM/D1cjc7loiIiJQy+dmnPXXqFJmZmYSGhrpsDw0NZdeuXTmec+DAAZYtW8aDDz7Ijz/+yL59+3jiiSfIyMhgzJgxOZ4zfvx4xo0bl217XFwcqampuc57rex2O/HnbRiGO1ZNtVqALHgFdsc/6S0A0re8xrmmDfPt6na7nfj4eAzDwGq95keciMnUjsWf2rBkUDuWDIXdjomJibk6Ls9F22eeeYYJEybQoUMHypYt63LDiRMn8vTTT+f1klKK2KwWbqwayLLdsaRfsLNkewz3tahsdiwREREpZczu09rtdkJCQvj444+x2Wy0aNGCY8eO8eabb162aDty5EiGDRvmXE9ISCA8PJzg4GB8fX0LNG9WZktMJsFlMrB6F/jtSjffmzFigrGkxeF1ZgUhnqfAr36+XNput2OxWAgODlaBoRhTOxZ/asOSQe1YMhR2O3p5eeXquFwVbZ966imX9ejoaCpXrkzHjh2dD21Yvnw55cqV4+jRo3lPK6VKy2qOoi3AvM3HVLQVERGRQlFQfdqgoCBsNhsxMTEu22NiYi77MLOwsDDc3d1dpkKoV68eJ0+eJD09HQ8Pj2zneHp64unpmW271WottF8ULRawWsBqsRTK/UotixtU6gYHpgNg3fU2tP40/y5vsRTq50YKhtqx+FMblgxqx5KhMNsxt/fIVdF2wYIFLuvu7u4EBASwefNm57asr5f98MMPvPfee7mMKaVRjeAyBJX14FRSOqv3n+ZUUhpBZbP/AiIiIiKSnwqqT+vh4UGLFi1YunQp3bt3BxwjNpYuXcqQIUNyPKdNmzZ88cUX2O12Z8d9z549hIWF5ViwlVKowm1w6EvITIFDn0PTCeAdevXzREREpETIVdH24MGDBZ1DShGLxcKNEYH8tO0kmXaDH7eeoG/rCLNjiYiISAlXkH3aYcOG0a9fP2644QZatmzJ5MmTSU5OZsCAAQD07duXSpUqMX78eAAGDRrEBx98wNNPP82TTz7J3r17ef3117ONBpZSzM0HwiLh6Hdgz4A970OTV81OJSIiIoVEY7fFFK2qBTqX520+bmISERERkevXs2dP3nrrLUaPHk3Tpk3ZvHkzixYtcj6c7PDhw5w4ccJ5fHh4OIsXL2b9+vU0btyYp556iqeffpoRI0aY9RKkKKp4N1j+nkJj7xS4kGJuHhERESk0eX4QGcCxY8eYPHkyq1at4syZMwQGBnLLLbfw9NNPU6lSpfzOKCVQ5QAfKvp7cfxcKhsOneXImRTCA33MjiUiIiKlSH73aYcMGXLZ6RBWrFiRbVvr1q1Zu3Ztnu8jpYhXMAS3hdhfIf0sHJgFtQeZnUpEREQKQZ5H2m7bto1GjRoxdepUwsLC6NSpE2FhYUydOpXGjRuzffv2gsgpJVCrauWdywv+0mhbERERKTzq00qxUbn7xeWdb4FhNy2KiIiIFJ48j7QdPnw4NWrUYMmSJc4HNQCcPXuW22+/neHDh/PTTz/la0gpmVpGBPLdpmMAfL/pGIPa18CiJxGLiIhIIVCfVoqNsjXArxHEb4XkA3BsAVS+x+xUIiIiUsDyPNJ21apVjBo1yqVzC44n7b744ousWrUq38JJyRZczpOawWUB2BOTxNZj8SYnEhERkdJCfVopVi4dbbtjomkxREREpPDkuWjr5uZGWlpajvvS0tKw2WzXHUpKj5trXpwiYe6GoyYmERERkdJEfVopVgJbgHdlx/KpNXB6vbl5REREpMDluWjbuXNnXnzxRfbs2eOyfe/evbz00kvcdttt+RZOSr4bqgbgYXN8DOdtPk7ahUyTE4mIiEhpoD6tFCsW6z9G275hWhQREREpHHku2k6aNIkLFy5Qv359mjZtSmRkJM2aNaNevXpcuHCBSZMmFUROKaF8PNxoVsUfgPjzGSzbGWtuIBERESkV1KeVYie0A7j7OZaPfAtJ0WamERERkQKW56JtlSpV2Lp1K5MmTaJ27drY7XZq167NO++8w19//UV4eHhB5JQS7OYamiJBRERECpf6tFLsWD2gYpe/V+yw6x1T44iIiEjBcsvLwampqdx///0MHz6cp556iqeeeqqgckkpUq+CLwE+7pxNyWDFnjhiE1MJKedldiwREREpodSnlWIr7E44Mhfs6bB/OjQeBx7+ZqcSERGRApCnkbZeXl78+uuvZGZq3lHJP1arhdZ/j7bNtBvM23Tc5EQiIiJSkqlPK8WWhx+EdnIsZybDvo/NzSMiIiIFJs/TI9x+++0sWbKkILJIKXZzjSDn8twNRzEMw8Q0IiIiUtKpTyvFVqVugMWxvOsdyEw3NY6IiIgUjDxNjwAwYMAAHnvsMRITE7nrrrsIDQ3FYrG4HNO8efN8CyilQwVfL2oEl2F/XDK7YxLZfjyBhpX8zI4lIiIiJZT6tFJs+VSG8jfC6XWQehIOz4FqD5mdSkRERPJZnou2d999NwBTpkxhypQpLp1bwzCwWCz6qplck5trBLE/LhlwjLZV0VZEREQKivq0UqxV6u4o2gLseAMiHoR//NFBREREirc8F22XL19eEDlEuDEigK/WHyYj02De5mO8cFc9PNzyPIOHiIiIyFWpTyvFml8DKFsTkvZB/FaIWQ4VOpmdSkRERPJRnou2DRs2pHz58gWRRUo5Hw83moUHsC76DGdTMvhlZwx3NQozO5aIiIiUQOrTSrFmsUDl7rDrLcf6jokq2oqIiJQwuRrGeOHCBV588UX8/PwICQnBx8eHPn36cPbs2YLOJ6VMm5oXf3n6av0RE5OIiIhISaM+rZQowW3AM9ixfHIJxO8wN4+IiIjkq1yNtJ08eTLjx4+nU6dO3HDDDRw4cICvvvqKzMxMvvjii4LOKKVIvTBfgsp6cCopnd/2xnHkTArhgT5mxxIREZESQH1aKVEsNqjUDQ5Md6zveBNaf2puJhEREck3uRppO3PmTJ544gl++eUXJkyYwJw5c/jf//7HnDlzSE1NLeiMUopYLRba1gwCwDDg6z812lZERETyh/q0UuJUuA1sfw9wOPQ5nI8xN4+IiIjkm1wVbQ8cOMC//vUvl2333Xcfdrud6OjogsglpVjbmkHOh9/O+fMoFzLt5gYSERGREkF9Wilx3HwgLNKxbM+APe+bm0dERETyTa6KtqmpqZQtW9ZlW5kyZQBISUnJ/1RSqvn7eNC4kh8AJxNS+XVPnMmJREREpCRQn1ZKpIp3O6ZKANg7BS7osywiIlIS5GpOW4AVK1Zw9OhR57rdbsdisbB8+fJsIxP+OYJBJK9uqRXMlqPxgOOBZLfWCzU5kYiIiJQE6tNKieMVDEFtIe5XSD8LB2ZC7SfMTiUiIiLXKddF2xEjRuS4/bnnnnNZt1gsZGZmXl8qKfUaVfLD39udc+czWLYrltiEVEJ8vcyOJSIiIsWc+rRSIlXu7ijaAux8G2o9DpZcfalSREREiqhcFW0PHjxY0DlEXNisjgeS/bD1BJl2g683HGVwx5pmxxIREZFiTH1aKbHK1QC/RhC/FZIPwLEFUPkes1OJiIjIdchV0bZq1aoFnUMkmzZ/F20Bvlp/mEHta2C1WkxOJSIiIsWV+rRSolXu7ijaAuyYqKKtiIhIMafvzEiRFVzOk/phvgAcOXOeNQdOm5xIRERERKSICmwB3pUdy6fWwKl15uYRERGR66KirRRp7WoFOZe/WHfYxCQiIiIiIkWYxeo6unbHRPOyiIiIyHVT0VaKtKbh/pTzcszisXjbSWITUk1OJCIiIiJSRIV2BHc/x/LR7yEp2sw0IiIich1UtJUizc1m5ZaajtG2F+wGX647YnIiEREREZEiyuoBFbv8vWKHnW+bGkdERESunYq2UuS1rx2M5e/nj32x7hAZmXZzA4mIiIiIFFUV73IUbwEOTIc0PRdCRESkOHK71hOPHz/O0aNHSU3N/nX1du3aXVcokUuVL+tJk8r+bD5yjpiENH7eEcNdjcLMjiUiIiIlgPq0UuK4+0KFznD8R8g8D7vfg8bjzE4lIiIieZTnou2BAwfo06cPa9euBcAwDJf9FouFzMzM/Ekn8reOdYLZfOQcAP+3JlpFWxEREbku6tNKiVapOxxfBNhhz/tQ/3lwK2N2KhEREcmDPBdtBw4cyNGjR5kxYwb169fHw8OjIHKJuKgX5kuorycxCWmsPXCG3ScTqVOhnNmxREREpJhSn1ZKNO8KEHILxP4K6Wdh3ydQ92mzU4mIiEge5Llou27dOmbNmsW//vWvgsgjkiOrxULHOiF8td7xILLZa6N5tXsjk1OJiIhIcaU+rZR44fc6irYAO9+E2k+A1d3cTCIiIpJreX4QWaVKlbDZbAWRReSKbq5RHk83x0f2u43HSEzNMDmRiIiIFFfq00qJVyYCAm9wLJ8/BtFfmhpHRERE8ibPRdvXXnuNCRMmcObMmYLII3JZPh5u3FS9PADJ6Zl8u/GYyYlERESkuFKfVkqF8HsvLm9/HQy7eVlEREQkT/I8PcLMmTM5evQoERERNG3aFH9/f5f9FouFefPm5Vc+ERcd6wTz6544wPFAsr6tq2KxWExOJSIiIsWN+rRSKvjWB9+6kLALEnfDsYVQsYvZqURERCQX8ly0TUpKombNms71xMTEfA0kciWVA3yoHVqWPTFJ7I9L5vd9p2lbK8jsWCIiIlLMqE8rpYLFAuH3wfZXHevbX1XRVkREpJjIc9F2+fLlBZFDJNc61QlhT0wSANNXHVDRVkRERPJMfVopNQJvAJ8qkHIYTq+DuFVAbbNTiYiIyFXkeU5bEbM1qxJAYBkPAJbvjmNfrEbGiIiIiIjkyGKF8H9dXN3+molhREREJLeuqWi7adMm/v3vfxMWFoanpydhYWHcf//9bNq0Kb/ziWRjs1roXC/EuT59VbR5YURERKTYUp9WSo3gduDp+Haa5eQS3JJ2mhxIREREribPRdvffvuN1q1bs379enr16sXLL79Mr169WL9+PTfffDOrVq0qiJwiLtrWDMLL3fHx/XbjUU4npZmcSERERIoT9WmlVLG6QeUeztUy0e+bGEZERERyI89z2o4YMYIOHTrwww8/4OZ28fQ333yTLl26MGLECHVypcD5eLhxS61gft4RQ9oFO5+tPczTnWuZHUtERESKCfVppdSpcBsc+gouJOIVOx8jKRp8q5udSkRERC4jzyNtN23axFNPPeXSuQWw2Ww89dRTbNy48ZqCfPjhh0RERODl5UWrVq1Yt25drs776quvsFgsdO/e/ZruK8VX57ohWCyO5dlro0nNyDQ3kIiIiBQbBdWnFSmybF5Q6W4ALGRi2fWmyYFERETkSvJctC1TpgyxsbE57ouJiaFMmTJ5DhEVFcWwYcMYM2YMGzdupEmTJkRGRl72Plmio6MZPnw4t9xyS57vKcVf+bKetKgSAMCppHTmbz5uciIREREpLgqiTytS5FXsgmH1dCwfmAmpcabGERERkcvLc9G2a9eu/Pe//+WXX35x2f7LL78wcuRIunXrlucQkyZNYuDAgQwYMID69eszdepUfHx8mDFjxmXPyczM5MEHH2TcuHFUr66v9ZRWtzcIdS5//NsB7HbDxDQiIiJSXBREn1akyHP3hQq3A2Cxp8KuSSYHEhERkcvJ85y2b7/9Ntu3bycyMhJfX19CQkKIjY0lISGBG2+8kbfeeitP10tPT2fDhg2MHDnSuc1qtdK5c2fWrFlz2fNefvllQkJCeOSRR/jtt9+ueI+0tDTS0i4+qCohIQEAu92O3W7PU95rZdjtGIaBYaiomJ+qlS9DrZCy7I1NYl9sEou3nyCyQYUCuZf97zYsrM+MFAy1Y8mgdiz+1IYlgxntmF/3yu8+rUhxYVS+B47/iIVM2PMB1P8vePibHUtERET+Ic9F24CAANasWcMPP/zAqlWrOHv2LIGBgbRt25YuXbpgteZt8O6pU6fIzMwkNDTUZXtoaCi7du3K8ZxVq1Yxffp0Nm/enKt7jB8/nnHjxmXbHhcXR2pqap7yXqtzyWnY05LBAhYshXLP0iKypqNoC/D+L7tpGmTBYsn/99hutxMfH49hGHn+nEvRoXYsGdSOxZ/asGQwox0TExPz5Tr53acVKTY8gzkf0BGfs7/AhSTY/T40esnsVCIiIvIPeS7agmMkbLdu3Uz52lhiYiJ9+vRh2rRpBAUF5eqckSNHMmzYMOd6QkIC4eHhBAcH4+vrW1BRXcWnYD2Vgs3Hv0AKiqVZ4+p+hO+M58jZ8+yISWFvoo22NXP32cgLu92OxWIhODhYv8gVY2rHkkHtWPypDUsGM9rRy8sr365lZp9WxEzJIffhfXYpFgzY/Q7UHQruZc2OJSIiIpfIVdH2zJkz+Pv7Y7VaOXPmzFWPDwwMzHWAoKAgbDYbMTExLttjYmKoUCH719z3799PdHQ0Xbt2dW7L+pqcm5sbu3fvpkaNGi7neHp64unpme1aVqu10H7BsFitWCwW5z/JPxaLhbsahfG/lQcA+GjFAdrVDimwexXm50YKhtqxZFA7Fn9qw5KhsNvxeu5TkH1akeIk0zMMQtpD7ApIPwt7P4L6z5kdS0RERC6Rq6JtcHAwa9asoWXLlgQFBV216JiZmZnrAB4eHrRo0YKlS5fSvXt3wFGEXbp0KUOGDMl2fN26ddm6davLtlGjRpGYmMi7775LeHh4ru8tJUeLKgGElvMkJjGNNQdOs/HwWZpXCTA7loiIiBQhBdmnFSlujPD7sMT+Chiw802oPQTcvM2OJSIiIn/LVdF2xowZztGrM2bMyPeRosOGDaNfv37ccMMNtGzZksmTJ5OcnMyAAQMA6Nu3L5UqVWL8+PF4eXnRsGFDl/P9/f0Bsm2X0sNqtXBnwzBmrokGYMry/XzS7wZzQ4mIiEiRUtB9WpFixSccgm6GU79DWhzsnwZ1njI7lYiIiPwtV0Xbfv36OZf79++f7yF69uxJXFwco0eP5uTJkzRt2pRFixY5H052+PBhfXVSruqm6oHM23KMsykZ/LIzhp0nEqgXVkhzFouIiEiRV9B9WpFip8r9jqItwI4JUPMxsGWfVk5EREQKX54rodWrV2fLli057tu2bRvVq1e/piBDhgzh0KFDpKWl8ccff9CqVSvnvhUrVjBz5szLnjtz5ky+//77a7qvlBxuNiuRDS7Ogzz5lz0mphEREZGirKD6tCLFStlqUL6lY/n8CTgwy9w8IiIi4pTnom10dDRpaWk57ktJSeHIkSPXHUrkWrWrFYy/tzsAi7fHsO1YvMmJREREpChSn1bkb+H3X1ze/hrYM8zLIiIiIk65KtqmpqZy5swZTp8+DUBCQgJnzpxx+Xf8+HG+//57KlasWKCBRa7Ew83KXY3CnOsabSsiIiJZ1KcVyYFvbQho5lhOOQzRX5ibR0RERIBczmk7ceJEXn75ZQAsFguRkZGXPXbs2LH5EkzkWt1SK4iftp34e27bWLYcOUeTcH+zY4mIiIjJ1KcVuYwqPeHsJsfytlcg4iGw2szNJCIiUsrlqmjbvXt3IiIiMAyDhx9+mFGjRjmfvJvFw8ODevXq0bRp04LIKZJr7jYrdzeuyOy1hwB455c9zBzQ0uRUIiIiYjb1aUUuw68++DWE+G2QtB+OzIWqPc1OJSIiUqrlqmjbpEkTmjRpAjhGJdx9992UL1++QIOJXI82Ncrz49YTnE5OZ8XuODYcOkuLqgFmxxIRERETFXSf9sMPP+TNN9/k5MmTNGnShPfff5+WLa/+h+OvvvqKXr16cc899+jhumKeKvfD1m2O5a1jocq/wZLnR6CIiIhIPsnz/wt36tSJQ4cO5bhv48aNHD169LpDiVwvN5uVuxtfnNv2jUW7MAzDxEQiIiJSlOR3nzYqKophw4YxZswYNm7cSJMmTYiMjCQ2NvaK50VHRzN8+HBuueWWPN1PJN/5N4FydRzLCbvg6Dxz84iIiJRyeS7aDho0iNmzZ+e474svvmDw4MHXHUokP7SuUZ7Qcp4A/HHwDMt2XfmXJhERESk98rtPO2nSJAYOHMiAAQOoX78+U6dOxcfHhxkzZlz2nMzMTB588EHGjRtH9erV83Q/kXxnsThG22b56yUw7OblERERKeXyXLT9448/6NSpU477OnbsyJo1a647lEh+cLNa+Vfzys718T/t4kKmOp4iIiKSv33a9PR0NmzYQOfOnZ3brFYrnTt3vuJ1Xn75ZUJCQnjkkUdyH1ykIAXeAOVqOZbjt8PR702NIyIiUprlak7bSyUlJeHu7p7jPqvVSmJi4nWHEskvzav4UyO4DPvjktkXm8TXG47Sq2UVs2OJiIiIyfKzT3vq1CkyMzMJDQ112R4aGsquXbtyPGfVqlVMnz6dzZs35/o+aWlppKWlOdcTEhIAsNvt2O0F/4dpu92OYYDdADTtVLFlN4yL7ZiTKr2wbn8ZAGPLixgVu2lu2yLI8fNoFMrPvhQMtWHJoHYsGQq7HXN7nzwXbevVq8d3333HHXfckW3fvHnzqFOnTl4vKVJgLBYL97WozMRFuwGY9PMe7mlaER+PPH/0RUREpAQxs0+bmJhInz59mDZtGkFBQbk+b/z48YwbNy7b9ri4OFJTU/MzYo7sdjvx520YhjvW9AK/nRQQuwHxKWAAVksOB1ibE+hTG4+UPVgSdnFu+6ekhXQt7JhyFXa7nfj4eAzDwGpVUb04UhuWDGrHkqGw2zG3gwPyXLl65pln6N+/PzabjYcffpiKFSty/PhxPv30U6ZNm3bFebtEzFArpBzNqviz6fA54hLT+OS3gzx1ay2zY4mIiIiJ8rNPGxQUhM1mIyYmxmV7TEwMFSpUyHb8/v37iY6OpmvXi4WwrBEXbm5u7N69mxo1amQ7b+TIkQwbNsy5npCQQHh4OMHBwfj6+uY677Wy2+1YYjIJLpOB1bvAbycFxG6ABQj2u0zRFgtU7w3bxgLgf+gtjPr9wWorvJByVXa7HYvFQnBwsApFxZTasGRQO5YMhd2OXl5euTouz0Xbvn37EhMTw7hx4/jf//7n3O7t7c2ECRPo169fXi8pUuDubVaZLUfOYTdg6q/7uf+GcCr45e6HREREREqe/OzTenh40KJFC5YuXUr37t0BR+d/6dKlDBkyJNvxdevWZevWrS7bRo0aRWJiIu+++y7h4eE53sfT0xNPT89s261Wa6H9omixOAp9VkuO1T4pJq7ajgHNwLcuJOzCkrgHy9FvIOKBwg0pV2WxWAr151/yn9qwZFA7lgyF2Y65vcc1fUf8ueee47HHHmP16tWcOXOG8uXL07p160L5C7/Itajg50X72sEs3x1HSnom43/aybsPNDM7loiIiJgoP/u0w4YNo1+/ftxwww20bNmSyZMnk5yczIABAwBHkbhSpUqMHz8eLy8vGjZs6HK+v78/QLbtIqawWKBqb9g62rG+dTRU+bdG24qIiBSia57Y09fXN8c5wESKqnuaVmJ99FmS0i4wb/NxeresQqvq5c2OJSIiIibKrz5tz549iYuLY/To0Zw8eZKmTZuyaNEi58PJDh8+rBE4Urz4NwHf+pCwAxL3wqGvoNqDZqcSEREpNa6p53jq1ClGjBjBrbfeSp06ddi+fTsA7777LmvXrs3XgCL5paynGz2aVXKuj5m/nQuZesKjiIhIaZXffdohQ4Zw6NAh0tLS+OOPP2jVqpVz34oVK5g5c+Zlz505cybff/99nu8pUmAsFojofXF96xiwXzAvj4iISCmT56Ltxo0bqVWrFl999RWVK1dm3759pKWlAXDs2DHeeeedfA8pkl9uqRlE1fI+AOw6mchnaw+ZnEhERETMoD6tSC74Nwa/Ro7lpP0Q/bm5eUREREqRPBdthw4dSuvWrdm7dy/Tp0/HMAznvlatWmmkrRRpVquF3i2rONff/nkPp5LSTEwkIiIiZlCfViSXqva6uLx1LNgzTIsiIiJSmuS5aLt+/Xqeeuop3N3dsfzjaaPBwcHExsbmWziRglAjuCxtajjmsk1MvcDLC3aYnEhEREQKm/q0Irnk39Ax4hYg+f/bu+84qerr/+OvO7M7O9t7gWVh6UUpSlmxERXFEmMPURNL1EQjxoQUS1Tkm+QLmsQYo7H+jCbRoJjIN7EjCjZUQLqAoMDCsp3tZWZn7v39cZeBlbYLu9P2/Xw87mPm3vuZuWc4DJw9e+/nboMv/xrScERERHqLLjdtExMTqa+vP+C+4uJiMjN1YycJf5cc348El3332/+s3sWiDeUhjkhERESCSTWtSBcUfnfv87X3gK8ldLGIiIj0El1u2k6bNo3f/OY3VFdXB7YZhkFLSwt/+tOfOPfcc7s1QJGekBIfy/SJBYH1uxaso6FVl3qJiIj0FqppRbogZQRkTrKft5bDFw+HNh4REZFeoMtN2/vuu4/6+nqGDh3Kt7/9bQzD4K677mLUqFFUV1fzm9/8pifiFOl2Jw7K5Jg+KQCU1rVy3xsbQxyRiIiIBItqWpEuKvwe0D6VyPr/BW9dSMMRERGJdl1u2ubn57Nq1SpuueUWSktLGTx4MNXV1Vx55ZUsX76cnJycnohTpNsZhsH3Jg8gLsb+Gvzj42I++ar6MK8SERGRaKCaVqSLEgdAzhT7eVstbPhdSMMRERGJdjFH8qK0tDRmz57N7NmzuzsekaDKSorjouPymbdsBwC//NcaXv3xKSTFHdFXQ0RERCKIalqRLhpwBVS+D5YfNv4Rht0C8bmhjkpERCQqdflMW5Foc/rwHAZnJwKwvbqZ2f9ZH+KIRERERETCUHwe5E2zn/ubYb2mEREREekpXW7atrS0cOeddzJs2DASEhJwOp37LSKRxOEwuO7kgYFpEuav2Mmra0pDHJWIiIj0JNW0Ikeo/7fB4bKfb3kcmraHNh4REZEo1eVrwG+++Waef/55Lr/8ckaNGoXL5eqJuESCKifZzRVF/fnrh9sAuOPfaziufxp90+JDG5iIiIj0CNW0IkcoLgPyvwU7XgKzDVbfDSf+LdRRiYiIRJ0uN23/+9//8vvf/54ZM2b0RDwiIXPioEzWldSxbFsN9a0+fvrCKp6/4QScDiPUoYmIiEg3U00rchT6XQy7Xgd/E2x7Do65HVJHhToqERGRqNLl6RGcTifDhg3riVhEQsowDL5bNICMBPtMm0+27ubBt78IcVQiIiLSE1TTihyF2CQouKR9xYRVt4U0HBERkWjU5abtTTfdxN///veeiEUk5BLjYrj+lIHsObn2z+9s4a31ZaENSkRERLqdalqRo5R/PsSm289LXoGKD0Ibj4iISJTp8vQICQkJvP/++5x44olMnTqVtLS0DvsNw+CnP/1pd8UnEnTDcpO55Ph+zF+xE4Cfvbia/5uRRGFmQogjE4ksftOiyeujyWMvjR4/zV4fXp+Jx2d+7dHf4Xmb38I0LUwLLCwsC0zLwrTan5sWTS0tuN3lOB0OYhwGzvYlpsOjA6cDnA4HcTEO3LFO4l0O3DFO3C4n7hgn8S4n7lgH8bFO3LFOElxOEl0xODQ1ikhUU00rcpSccVB4BWx+xF5f8RM4exkY+v9TRESkO3S5aXvbbfalL8XFxXz88cf77VeBK9HgrFG5bK1qYvn2Gho8Pn749xX8+6bJoQ5LJOhavH5qmr3UNrdR2+ylprmN2hZ7vabJS21LG7XNbTS0ttHk9dHYajdnmzw+Wtr8oQ7/iBkGJMXFkOKOJdm999Fe7Oep8bGkJ7rISHCRkeQiM9FFeqKL5LgYDP3AKhL2VNOKdIO8qVDyX2guhpoVUPwiDJge6qhERESiQpebtqZp9kQcImHFMAyuObGQXbUt7KprZXNFIzNfXM29Z/YLdWgiR83j81PV6KWywUNlg4eKhtbA88oGD5WN9mNVo4fWtt75b75lQUOrj4ZWX5df63I6SE+MJT3BRWaSi4zEOHKS48hNiSM3xU1OsjvwPDGuy/8Ni0g3UU0r0g0MJwy6FtbNttdX/gL6XWifhSsiIiJHRT8tihyEO9bJj04bwm9f3UBLm5+FGypIdVnc9+2cUIcmclB+06KiodX+hUOt/Vha10pJbQuldfa23U3eHjm2w7C/N/ZiT0GwZ8qBuFh7aoK4GAexTns6g1ingxin/RjrMIhxOohtX3c6DAwDHIaBgf2LFPtxz3MLs6UBZ3wKlmFPl+C3LExz7zQK/vbpFfym/dxnmrT5LLz+vVMweH0mXr89LUOb356uwdPmp6XNT4vXT3P7o8+0Ov3n4PWblNd7KK/3HHZsUlwMOSlx5LY3cvukxZOfFk9+ejwF6fHkpyUQ73IeeVJERER6WvrxkDYWaldD8w7Y9GcY9fNQRyUiIhLxjqhp6/f7+eSTT9i5cyetra377b/qqquOOjCRcJCX4ubGKYN4aNEW/JbFS6srGdp3Kz+cMiTUoUkvZVkWNc1tbK9uonh3M9urmyne3UxxdTMltS2U1bfi70KD8WCS4mJIiY8hKc5eEl0xJO55Hudsf9y7LT7WSazTCNq0AJZl4Xd5cSbGB+WYbX6TFu/eZm5Lm58mr30mbqOn/bHVR4OnrX2KCHvb4Zq9jR4fjZU+vqpsOuiYjEQX+Wnx9Evft6GbQGFWAgUZCcTFqKkrcqRU04p0A8Owz7b97KeABet/DYOvhbjMUEcmIiIS0brctP3ss8+4+OKL2bFjB5a1/w+jhmGowJWockzfVK6aPIC/frQNgDmvb6JvWgLnj+0b2sAkalmWRXm9hy8rG9le3cz23U0UV9sN2h27m2nwdP2SfbB/pkqPd5GeGEtqvL2kxO99nuq211PcMcQ4Hd38qSJbrNNBbLyDlPjYTr/Gsixa20zqW9uoa5/7t7bFS11zW2Au4D3zA3t8B79Me3eTl91NXtaW1O23z2FA37R4CjMTKcxKsB8zEynMSqQgI14NXZFDUE0r0o2SBkHu6VC+CNrqYe3/wIQ/hToqERGRiNblpu1NN91Eamoqzz77LKNGjcLlcvVEXCJh5aQhWVQ3efjP6lIAZr64isQ4J6ePyA1xZBLJPD4/26ub+bKikS8rG/myssl+rGikydv1m3glxcWQkejauyS4OqynxsfidOgGWcFiGAbxLifxLie5Ke5Djm1ts2/4trvJS1Wjl+omD9WN9np1o5eaFi8H6ClhWrCzpoWdNS18sKXjvj0N3YFZiQzOTmJobhJDc5IZmpNEeqL+7xZRTSvSzQq/C5Xvg+mFzY/C8FsgWVeniYiIHKkuN23Xr1/P/PnzmTJlSk/EIxK2vjm6D9W1jXy4vYE2v8WNf/+Mx68az2nDNcetHFprm5/N5Y1sLKtnS0UjW9qbtMW7m+nKTAZOwyAjyUVOUhxZyfbNrbL3LElxuGN1VmWkcsc66ZMaT5/U+APu95kmNU1tdjO3yb6JXEW9fRO58noPLW37N/n3bei+v7mqw76sJBdDcuwmrv2YxJDcJLKT4oI2xYVIqKmmFelmcZnQ7yIofgGsNlj5Szj136GOSkREJGJ1uWk7bNgw6uvreyIWkbBmGAZXHJeN14hh2bYavH6TH/59BU9eNYEpw7JDHZ6EAdO02FHTzMayBjaVNbCxrJ6NZQ1sq2rqdHPWMCArKY4+KW5yU93kpbjJSnKRk+wmI9GlM2V7qRiHI9Cg/zrLsmj0+Khob+SWN7QetqFb1eilqnE3H3+1u8P21PhYhucmM7JPMiP7pDCyTwrD85L1CwGJSqppRXpAv4ug9E1oq4WdL0Plh5B9UqijEhERiUhdbtr+8Y9/5NZbb2Xs2LGMGDGiJ2ISCVtOh8F1Jw3EsmD59hq8PpMf/G05j373eE2V0MvUt7bx+a56NpbajdmNZQ18Ud5AcyenNXDFOMhLcdMn1U1eqps+KfZjboqbWM0nK11gGAbJ7liS3bEMzk7qsM+yLBpafZTWtbKrroXS2vbHulbqWtr2e6+6ljY+3babT7ftbeY6DBiYlRho4o5qf8xN0Vm5EtlU04r0gJgEKLwCNv/FXl8+A85eAYZqGxERka7qctN2xowZlJWVceyxx9K3b1/S0tI67DcMg9WrV3dXfCJhx+kwuP4Uu3G7orgGj8/khr+t4H8vOpbpE/uHOjzpATVNXtbvqmdtSR3rdtWxvqSObdXNnXptjMOgb1o8+Wnx9Eu3H/ukuklPdOFQw0t6mGEY9s3l4mMZnpfcYV+jx0fpvo3c9sea5o7NXNOifb7lJl5ZUxrYnpHoYmSfZEbnpzGmXyqj81Pplx6vRq5EDNW0Ij0k70woeRWat0PNKvjqrzD4ulBHJSIiEnG63LQdP368fiCTXi/G4eCGUwfi+ACWbavBb1rc9q+1lNV5+PEZQ/QdiWBVjR7WltiN2XUldqO2pLalU6/NSnLRLz2Bfmnx5Lc3aHNT3JrSQMJSUlxM+43JvtbMbfWxs7aZHbtb2FHTzM6aFnbVtuD72hwfu5u8fLilmg+3VAe2pSfEMrpfGmPyUxnd3sjtk+rWv4kSllTTivQQwwlDfgBrfmWvr7wNCi4BV1pIwxIREYk0XW7aPvPMMz0QhkjkiXE4uOGUQaTG7+DtDRUA/PHtL9hZ08yvLzxWc0BGgLrmNlbtrGVVcS1rS2pZV1JPWX3rYV8X6zQoSE+gf4a97GnQKucSDZLcMYzIS2FEXkpgm880Ka/zsKOm2W7ktjd061t9HV5b09zGe19U8t4XlYFtWUkuRuenBpq5YwvSDjg3r0iwqaYV6UFpoyHrJKj6ELzVsGYWTPhTqKMSERGJKF1u2u6rpaWF2tpa0tLSiI8/8B2vRaKZwzD4zsT+pCe4mL9iJwDzV+xkY1kDf7nyeAoyEkIcoezh9ZlsLKvns+01fLKljI2VG9la1XTY18XFOALN2QGZCQzISCQvVWfPSu8S43DYv5xIj+cEMgPba5u9bKtuZnt1E9uqm9lW3UTD1xq5VY1e3t1Uybub9jZyCzLiGdcvjaEZMZwyysWx+Wmay1lCSjWtSA8YdC3sXgamFzY/AkN/CKmjQh2ViIhIxDiipu0rr7zC7NmzWblyJZZlYRgGxx13HLNnz+bcc8/t7hhFwt60Y/JIT3DxzEfb8PpN1pbUcf7DH/Dg9HF8Y3hOqMPrdSzLYmdNCyt32GfRrtpRw7pd9Xh95iFfFx/rtBu0mQkUtj/mJrtxqEErckBpCS7GJbgYV5AG2N+9muY2tlU3sa26ie1VdiO36Ws36Nuxu4Udu+1pRx5YvIO4GAdj+qVyXP90ju+fxvH908lJcQf740gvpJpWpAe5c6DgUtj+PFh+WHYznPEOaFoSERGRTuly03bBggVccsklnHDCCTzwwAPk5uZSVlbG/Pnz+da3vsW//vUvLrjggp6IVSSsTRqYQZ80N48u/pKKBg+1zW1c89dlXHNiIb88ezgJrqM6sV0Oob61jTU76li1o4ZVO2pZtaOWqkbvIV8T4zAoyEhgUFYig7ISKcxKJDs5TjcHEzkKhmGQkegiI9HF8f3TAbuRW93ktRu5Vc18VdXItqpmvP69v0Tx+EyWbath2baawLb8tHiOa2/gTizMYGSfZGJ0Nq50I9W0IkHQ7yIoWwieSqhYDDsXQMFFoY5KREQkIhiWZVmHH7bXcccdxzHHHMM//vGP/fZ997vfZf369axcubLbAuwJ9fX1pKamUldXR0pKyuFf0A3K65pZuakYZ2KabnoRoSzLwt9Ue9gcNnt9PP3hNlbtqA1sG5CZwO8uHcukgRlBiDS6+fwmG8saAs3ZVTtq+bKykcP9S5adHMegrEQGZiYyIMlkQN8cXDGagzZSdfb7KOHJZ5rs3N3MlpIqttabfFXZRGWj55CvSXQ5OX5AOpMKM5g4MINxBWmaRzoMmKZJRUUFOTk5OBzBaap3Vx2nmrbrTNOkYs08chJbccRn9/jxpGeYlkVFHeSkEpxfVld9BJ/PtZ8n9IdvboQYTUNytELx7690L+UwOiiP0SHYeexsDdflU/82btzIfffdd8B93/ve97jwwgu7+pYiUSXBFcOPvjGYdzZW8O/PSvD6TbZXNzP9iaVcPqk/M88cRlaSbsLTGZZlUVrXyqodtawsts+iXVtSR2vboac5SHA5Gdh+Bu3A9iXZHRt4T39TLU6dsScSMjEOBwMyE+nnbuOM9sZ7fUsbX1U18WVlI19WNrKturnDlCZNXj/vb67i/c1VALicDkb3S2ViYQZFAzM4fkA6qfGxofpIEoFU04oESeZkSBsLtauhuRg2/A5G3xPqqERERMJel5u2GRkZbNq0ibPOOmu/fZs2bSIjQ2cSijgMg6kjczk2P5W/friVLyubsCx4/pNi/rtqFz8+YyhXn1iIK0aNw301tLaxdmedPRdt+1LZcOiz75yGQb+M+ECDdlB2ErnJcTr7UiTCpMTHMq4gLTA/rt+0KKlpYUtlI1+UN7C5opG6lrbAeK/fZMX2GlZsr+GxJV9iGDAiL4VJhelMHJjBpIEZ5CRrXlw5ONW0IkFiGDD4BljxY8CE9XNg4FWQVBjqyERERMJal5u206dP58477yQ+Pp5LL72UtLQ06urqmD9/PnfddRc33HBDT8QpEpHyUtzcNm0Eb28s5/9W7cLjM2nw+Pjtaxt4duk2bpwymEvH9+uVl/j6/Cabyu1pDla3N2g3Vxx+moOsJFfg7NlBWUn0z0hQ81skCjkdBv0z7RsCnj4iB8uyqGz0sLl8bxO3Yp9f6lgWbCitZ0NpPc8u3Q7AkJwkJg/KZPLgTE4YlElGoitUH0fCkGpakSBK7A/550HJf8FshWU/gm+8qpuSiYiIHEKX57T1eDxcccUVvPzyyxiGQWxsLG1tbViWxcUXX8xzzz1HXFx4X/qtOW3lSBztHJp1LW28vLKED7dUse+XLic5jutPGcj0Cf1JTYjOS3sty2JnTQtrS+rsM2iL7WkOWtr8h3xdfKyTwqyEQIN2YFbiUV/+rLlQo4PyGPm6I4e1zV62VDTyRUUjm8sb2FnTwqGKmhF5yUwenMmJg7OYNDBD0yl0g0ie01Y1bddpTtvoEPQ5bffwNdnN2rb2m06e8jIUXBi840cZzaMZ+ZTD6KA8RoeomdM2Li6Of/3rX6xdu5b333+fmpoaMjIyOPnkkxk9evRRBS0SzVLjY7nmxEJOH57Dv1buZP2uegAqGjz872sb+cNbX3Du6D5Mn1hA0cCMiG1E+U2LrVVNrN9Vx/pd9awrsR/3vaz5QJyGQX56+zQH2fYNw/JS3cH9YUJEIkpagosJhRlMKLQvY2/2+viysokvyhvYVNbAtuomzH26uBvLGthY1sBfP9yGw4Bj+qZy4uBMThicycTCDJLiulwWSQRTTSsSZDGJMPh62Pg7e335zZB3BsQmhzYuERGRMHXEP52MHj1aBa3IEeifmcBPpw5jW1UTr60r5bPiWgA8PpOXV5bw8soS+qa6OeuYPM46JpdJhRnEhOlNs+qa29hc0cAX5Y1sLKtn/a56Pt9Vf9gzaEHTHIhI90twxTA6P5XR+akAtLb5Aw3cDWUN7NjdHDgT17RgbUkda0vqePy9r3A6DMb2S2Xy4ExOGpzF+MJ04mJ639Q1vZFqWpEgyj4Zyt+GmpXQsgvW3APj/xjqqERERMJSp5q2mzdv5jvf+Q6//vWvOffccw845vXXX+euu+5i/vz5DBo0qFuDFIlGhVmJ/OgbQ9hV28J7myv56Mtqmr12s3NXXSvPfLSNZz7aRrI7hkmF9k11Jg3MYGSflKDOges3LUrrWije3cy2qma+KG+wL0cub+gwn+ShpMbHMiDDnptyYJZ9Fm2KLksWkR7mjnUypl8aY/qlAdDk8fFFeUPgjNuS2pbAWL9p8VlxLZ8V1/LIu1/ijnUwaWAmpwzJ4uShWYzIS47YKyBkL9W0IiFmGDDkRlg+A6w2+OLPMOhqSB8X6shERETCTqfmtL3xxhvZsGEDS5YsOeS40047jZEjR/KXv/yl2wLsCZrTVo5ET8+h2eY3+ay4hqVfVrOhrAG/eeCvptNhMDArkeF5yQzOTqJfWjz56fH0SXWTGh9Lsju2U2es+k2LZq+P2uY2Kho8VDV6qGywl4oGDztrmtmxu5mdNS34DhLLgWQluRiQkWjfQCjDXsJp3kjNhRodlMfIFw45bGhtY1N7A3djeQNlda0HHZuVFMfJQzI5eWg2pwzNIjfFHcRIw1ekzWmrmvboaE7b6BCyOW33tf0F2P6c/TxjApz1MTh0dUNXaB7NyKccRgflMTpE9Jy2b731FrNmzTrsuO9///vce++9nQ5SRPaKdTooGphJ0cBMmr0+1pbUsbK4lo1lDTR6fIFxftNiS0UjWyoaD/pe8bFOUuJjOjRvDQxMy6LF66fJ66O1zTyqeJPiYuib5qZvajx90+Lpm+amID2BRM0JKSIRItkd22FO3NpmLxvLGvi8tJ4NpfXUNO+di7uq0cOCVbtYsGoXAENzkjh5aBanDs2maFAGCS792xcJVNOKhImCi6FiMbSUwO7lsOVxGPajUEclIiISVjr1E0ZJSQmDBw8+7LiBAwdSUlJy1EGJ9HYJrphAA9eyLErrWvmivIEvK5vYWdNMaV3rIc9+bWnzd2pe2cOJi3GQkxxHVnIc2Un20qe9UavpDUQk2qQluDhhUCYnDNr7b+/npfZc3ZvKG/D49v6ya3NFI5srGvnrh9uIdRoc3z+dU4ZmcfLQbEbnp+J06AzwcKSaViRMOGJh6I9gza/s9VW3Q79vQUK/0MYlIiISRjrVtE1KSqKysvKw46qqqkhMTDzqoERkL8Mw2s9kjecbw+1tPtOkot5DZaOH6kYv1U0eapvbaPH6afb6aW7z0eL1H7CxGxfjIC7GiTvWfkxwOUmNjyUlPpZUdywp8TGkuGPJTHKRFBejS89FpFfa99/eqSNz8flNvqpq4vNd9XxeWs/W6ib2TDDV5rf4ZOtuPtm6m9+/9QVpCbGcMjSbbwzL5tRh2WQnx4X2w0iAalqRMJI2GnLPgPJF4GuAT38IU16x570VERGRzjVtJ0yYwAsvvMBFF110yHHz5s1jwoQJ3RKYiBxcjMMRaCaIiEjPi3E6GJabzLDcZC48Lp8mjy8wlcLnu+qpbNx7Y8ba5jb+u3oX/11tT6VwTN8UvjE8mynDcji+fxoxTs13FiqqaUXCzKDvw+4V0FYLu16D7fOg8PJQRyUiIhIWOtW0vfnmm7nwwgsZOXIkd911F05nx0niTdPkN7/5DfPnz2fBggU9EaeIiIhI2EiMi2H8gHTGD0gHoLLBw+el9azfVceG0oYOU9Ss31XP+l31PPLulyS7Yzh5SBbfGG6fhdsnVb98CybVtCJhJjYZht4In8+115fPgLyp4NaN7kRERDrVtP3Wt77FL3/5S2bPns3jjz/OGWecQf/+/TEMg+LiYhYtWkRZWRm/+MUvOP/883s6ZhEREZGwkp0cx5TkbKYMy8ZnmnxV2cS6kjrW7aqneHdzYFxDq4/X15Xx+royAIbnJrefhZvNhMKMDjeQlO6nmlYkDGWdaC9VH4F3Nyy/BU6eF+qoREREQq7TtzqeO3cup556Kn/4wx946aWX8HjsywDdbjcnnXQSTz31FOecc06PBSoiIiISCWIce6dSuPh4qG32sr60nvUl9pm4Td69Z+FuKm9gU3kDj7/3FQkuJycOzmLKcHs+3IKMhBB+iuilmlYkDA35IdSuAV8jFL8AO6+EfvrFiYiI9G6dbtoCnHvuuZx77rn4/X6qq6sByMzM3O/SMhERERGxpSW4OGlwFicNzsI0LbZW7z0Ld1tVE3tuGdns9fP2hnLe3lAOwODsRE4fkcNpI3KYWJhBrObC7TaqaUXCjCsdBl8Pmx601z/9AeRsAFdaKKMSEREJqS41bfdwOp3k5OR0dywiIiIiUc3hMBicncTg7CQuGJdPQ2sbn++qZ92uetbtqqOh1RcY+2VlE19WbuXJ97eSHBfDKcOyOG14Dt8YnkN2clwIP0X0UE0rEkZyToOK96DmM2gts6dJOPHvoY5KREQkZI6oaSsiIiIiRy/ZHUvRoEyKBmViWhbFu5tZV1LH2pI6vqpqwmo/DbfB4+O1tWW8trYMw4Ax/dI4fXgOp4/I4Zi+KTgcRmg/iIjI0TIMGHozrJgB/hbY9g8ouAgKLg51ZCIiIiERNtfZPfLIIxQWFuJ2uykqKuLTTz896Ngnn3ySU045hfT0dNLT05k6deohx4uIiIiEO4dhUJiZyDfH9OWOc0byx8vGcf3JA5lUmEGCa+9l+5YFq3fU8se3v+D8hz+gaM4ifvnSat5YV0qjx3eII4iIhDl3tj2/7R6f3AAt5aGLR0REJITC4kzbF154gZkzZ/LYY49RVFTEgw8+yLRp09i0adMBL1lbvHgxl19+OSeeeCJut5v77ruPs846i/Xr15Ofnx+CTyAiIiLSvZLcMZwwKJMTBmXiNy2+qmxkTUkda3bWUVLbEhhX2eDhxeU7eXH5TmKdBkUDMzlthH0W7sCsxBB+AhGRI5BzGlR9DNUfg3c3fHIdTPmvfSauiIhIL2JY1p4L70KnqKiIiRMn8vDDDwNgmiYFBQXccsst3H777Yd9vd/vJz09nYcffpirrrrqsOPr6+tJTU2lrq6OlJSUo46/M8rrmlm5qRhnYhqGCo6IZFkW/qZa5TDCKY/RQXmMfMrh0alu9LC2pI41JXVsLG3A6zcPOG5gViKntU+jMGlgBq6Y7r3IyjRNKioqyMnJweEIzgVcoajjwlWw/yxM06RizTxyEltxxGf3+PGkZ5iWRUUd5KTaZ/iHJW+dPU1CW529XvQ0DL42tDGFmVD8+yvdSzmMDspjdAh2Hjtbw4X8TFuv18uKFSu44447AtscDgdTp05l6dKlnXqP5uZm2trayMjIOOB+j8eDx+MJrNfX1wN2UkzzwD/kdDfLNLEsizDokcsR2pM/5TCyKY/RQXmMfMrh0clIdDFlWDZThmXj9ZlsKm9gzU57LtzqJm9g3NaqJrZWbeXpD7eSFOfkpCFZnDY8m9O66WZmZnt9E6x6as8xRSTKuVJh2AxY/1t7fcWPIfc0SCoMaVgiIiLBFPKmbVVVFX6/n9zc3A7bc3Nz2bhxY6fe47bbbqNv375MnTr1gPvnzJnD7Nmz99teWVlJa2tr14M+ArVNHkxPExhgEKa/0ZZDsrCUwyigPEYH5THyKYfdxwmMSoNRaSlMPyaZ0oY21pY1sa6smS+rWzHb++KNHj9vri/nzfX2/JAjcxM4aWAqJw9MZXhOwhGd8WyaJnV1dViWFbSzSxoaGoJyHBEJscwiyJ0K5W+DrxE++i5MXQIO5+FfKyIiEgVC3rQ9WnPnzmXevHksXrwYt9t9wDF33HEHM2fODKzX19dTUFBAdnZ28C6rq2vGUdWMM0GXgUYqy7LAQjmMcMpjdFAeI59y2HMKkqCgD5wLNHl8fF5az5qddazbVUejxx8Yt6G8mQ3lzTz1cSm5KXGcNjyHM0Zkc+LgLOJdnWuKmKaJYRhkZ2cHrWl7sHpPRKLQ4OuhdjV4KqHqQ1j/Gxg9K9RRiYiIBEXIm7ZZWVk4nU7KyzveFbS8vJy8vLxDvvb3v/89c+fO5e2332bMmDEHHRcXF0dc3P6XADocjqD9gGE4HBiGEVgkMimH0UF5jA7KY+RTDntekjuWSQMzmTQwE9O02FrdxJqddazZWcuOmr03Myuv9zBv2Q7mLdtBXIyDk4ZkcXr7zcz6psUf8hiGYQS1ptJ8cSK9SEwCjPgZrL4DsGDt/0Du6ZBzSqgjExER6XEhr3pdLhfjx49n0aJFgW2mabJo0SImT5580Nfdf//9/PrXv+aNN95gwoQJwQhVREREJGI5HAaDs5O46Lh8Zp1/DPdfMobvFvVnTH4qsc69jXOPz+SdjRXctWAdJ859h3P/9D5/eGsTq3bUYpqag/hQHnnkEQoLC3G73RQVFfHpp58edOyTTz7JKaecQnp6Ounp6UydOvWQ40V6rdRRMODy9hUTPrwcPLtDGpKIiEgwhPxMW4CZM2dy9dVXM2HCBCZNmsSDDz5IU1MT115r3yH0qquuIj8/nzlz5gBw3333cc899/D8889TWFhIWVkZAElJSSQlJYXsc4iIiIhEioxEF98YnsM3hufg8fnZUNrAmp21rNlZR21LW2Dc56X1fF5az5/f2UJWUhynj8jm9BG5nDI0i/jYkP/+P2y88MILzJw5k8cee4yioiIefPBBpk2bxqZNm8jJydlv/OLFi7n88ss58cQTcbvd3HfffZx11lmsX7+e/Pz8EHwCkTDW/zJ7moS69dBSAh9fC6cuAF2pISIiUSwsmrbTp0+nsrKSe+65h7KyMsaNG8cbb7wRuDlZcXFxh0vhHn30UbxeL5deemmH95k1axb33ntvMEMXERERiXhxMU7GFaQxriANy7Io3t3Mmp11rN5Zy7bq5sC4qkYPLy7fyYvLd+JyOjhhUAYT8+O5cGIyBZmJIfwEoffAAw9www03BE46eOyxx3j11Vd5+umnuf322/cb/9xzz3VYf+qpp/jXv/7FokWLuOqqq4ISs0jEMJz2NAkrfmzflKzkP7D5URj2o1BHJiIi0mPComkLMGPGDGbMmHHAfYsXL+6wvm3btp4PSERERKQXMgyDAZmJDMhM5Pyxfalt9rKmpI41O+v4vLQer88EwOs3eW9zFe9thi92+/jzFceHOPLQ8Xq9rFixgjvuuCOwzeFwMHXqVJYuXdqp92hubqatrY2MjIyeClMkssVlwfBbYf1v7fXPfgrZJ0H62NDGJSIi0kPCpmkrIiIiIuEnLcHFqUOzOXVoNm1+k41l9jQKq3fUsbvZC8DpI/a//L83qaqqwu/3B64S2yM3N5eNGzd26j1uu+02+vbty9SpUw86xuPx4PF4Auv19fWAfT8I0zSPIPKuMU0TywLTAizNbxypTMvam8dIkzEJo895GKWvgunFeu8irGnLwZUW6siCzv4+WkH57kvPUA6jg/IYHYKdx84eR01bEREREemUWKeD0fmpjM5P5YpJFjtrmtlVVcuUYVmhDi2izZ07l3nz5rF48WLcbvdBx82ZM4fZs2fvt72yspLW1taeDBGwf8Coa3FiWbE4vD1+OOkhpgV1zWABjkicEjbzGjJrNhDb+hVG01Y8S66gdsxfe938tqZpUldXh2VZHaYSlMihHEYH5TE6BDuPDQ0NnRqnpq2IiIiIdJlhGPRLT2DqQDdpCa5QhxNSWVlZOJ1OysvLO2wvLy8nLy/vkK/9/e9/z9y5c3n77bcZM2bMIcfecccdzJw5M7BeX19PQUEB2dnZpKSkHPkH6CTTNDHK/WQntuGI7/HDSQ8xLTCA7NQIbdrigtG3Y638KYavCXf1m+TsfhZG/jLUgQWVaZoYhkF2drYaRRFKOYwOymN0CHYeD/VL+n2paSsiIiIichRcLhfjx49n0aJFXHjhhYBd/C9atOig92wAuP/++/ntb3/Lm2++yYQJEw57nLi4OOLi4vbb7nA4gvaDomHYjT5HLzurMdpEfB7j82DEz2Hd/wAWjtW/gqwiyD0t1JEFlWEYQf3+S/dTDqOD8hgdgpnHzh5Df6NERERERI7SzJkzefLJJ3n22WfZsGEDN910E01NTVx77bUAXHXVVR1uVHbfffdx99138/TTT1NYWEhZWRllZWU0NjaG6iOIRJaM8dB/evuKCR9Mh+aSkIYkIiLSnXSmrYiIiIjIUZo+fTqVlZXcc889lJWVMW7cON54443AzcmKi4s7nFXx6KOP4vV6ufTSSzu8z6xZs7j33nuDGbpI5BowHRo2Qc1K8FTC+xfD1PfAuf8Z6SIiIpFGTVsRERERkW4wY8aMg06HsHjx4g7r27Zt6/mARKKd4YQRP4PPfmo3bas/hU9/CCf0vhuTiYhI9NH0CCIiIiIiIhKZYlNg1J3gaL8h4tZnYeMDoY1JRESkG6hpKyIiIiIiIpEreTAM/8ne9ZW/gJLXQhaOiIhId1DTVkRERERERCJb9snQ/zvtKxZ8OB3qPg9pSCIiIkdDTVsRERERERGJfAO+A1kn2s99jbD4m+CpDm1MIiIiR0hNWxEREREREYl8hsOeJiFxkL3etBUWnw++lpCGJSIiciTUtBUREREREZHo4HTDMb+C2DR7vXopfHQFmP6QhiUiItJVatqKiIiIiIhI9HBnw7GzwOG213cugBW3gmWFNCwREZGuUNNWREREREREokvyYBh1OxhOe33zI7Dhd6GNSUREpAvUtBUREREREZHok3E8DJ2xd33VbbD1udDFIyIi0gVq2oqIiIiIiEh0yjsDBly5d/3ja6Dk1ZCFIyIi0llq2oqIiIiIiEj06v9t6HO2/dzywfuXQPm7oY1JRETkMNS0FRERERERkehlGDDkh5B1sr1uemDx+VC5NLRxiYiIHIKatiIiIiIiIhLdDCeMmAkZE+11fxMsPht2rwxtXCIiIgehpq2IiIiIiIhEP0cMjLoN0sbY62318M6ZUPd5aOMSERE5ADVtRUREREREpHdwuOCYX0HycHvdWw1vfwNq14U0LBERka9T01ZERERERER6D2c8jJ4FSYPtdU8lvD1FUyWIiEhYUdNWREREREREepeYJBjza0gaaq97d8Oi06B6WWjjEhERaaemrYiIiIiIiPQ+exq3e6ZKaKuDRVOh8qPQxiUiIoKatiIiIiIiItJbxSTAmP+BlGPsdV89vHMWlL4V2rhERKTXU9NWREREREREei9nPIy+F9LG2uv+Jlh8Hmx7PqRhiYhI76amrYiIiIiIiPRuzjg45i7ILLLXLR98dCVseCC0cYmISK+lpq2IiIiIiIiIMw5G3Q550/ZuW/kzWPkLsMzQxSUiIr2SmrYiIiIiIiIiAIYThv4I+l++d9uG38OHV4KvJXRxiYhIr6OmrYiIiIiIiMgehgGFl8OQmwDD3lY8DxZ9A1pKQxmZiIj0ImraioiIiIiIiHxd33Ng1B3giLPXqz+FNybC7s9CG5eIiPQKatqKiIiIiIiIHEjWCTDufnBl2ustJbDwZCh+KbRxiYhI1FPTVkRERERERORgkgbC8Q9A8jB73d8CH1wGK28D0xfa2EREJGqpaSsiIiIiIiJyKK50GDsHcr6xd9uG+2HRGZrnVkREeoSatiIiIiIiIiKH44iF4T+FQdeB0f6jdOV78PpxUP5uaGMTEZGoo6atiIiIiIiISGcYBvS7AMbMAVeGva21HBZNhbW/1nQJIiLSbdS0FREREREREemK1JFw/J8gbUz7BhPW3gNvT4HGr0IamoiIRAc1bUVERERERES6ypUKo2dD/8sBw95W9RG8Nha+fBosK6ThiYhIZFPTVkRERERERORIGE4ovBzGzoW4HHubrxE+uQ7evwRaykMbn4iIRCw1bUVERERERESORupIGP8Q5J6xd9vOl+HVkfDVMzrrVkREukxNWxEREREREZGjFZMAw2+FUXdATJK9zVsDH18L75ypuW5FRKRL1LQVERERERER6S5Zk2HCXyD7lL3byhfBq8fC5/eB3xO62EREJGKoaSsiIiIiIiLSnVxpMPIXcOw94Mqwt/lbYNXt8NpoKHktpOGJiEj4U9NWREREREREpCdkTLDPuu1zLmDY2xo2w5LzYPF5UP9FSMMTEZHwpaatiIiIiIiISE+JSYChN8LxD0Dy8L3bd70Grx0Ly2+BlvLQxSciImFJTVsRERERERGRnpY0GMbdD8N/Bq50e5vZBl88DP8dDKvvBm9daGMUEZGwoaatiIiIiIiISDAYBuROgYmPQ/9vgyPO3u5rgvW/gf8Mgs/vh7aG0MYpIiIhp6atiIiIiIiISDA53VD4XZj0BPQ5Bwynvd27G1bdBv83ANbOBm9NaOMUEZGQUdNWREREREREJBRc6TD0JpjwKGSfSuBmZd4aWHsvLBgAq26H5l2hjFJEREJATVsRERERERGRUIrPg5E/hwkPtzdv239U9zXA5/fZZ95+eCVUfRrSMEVEJHjUtBUREREREREJBwkFdvN24mOQd+beaRMsH2x/Ht4qgjcnw7bnwd8a2lhFRKRHxYQ6ABERERERERHZR3weDLsFBlwBu16B0jfB12jvq/4YR/XH5MSkYgy8EgZfDxnHhTZeERHpdjrTVkRERERERCQcxWXCwKuh6K8w9GaI7xfY5fDVYWz+C7xxPLx+PGx6GDzVIQxWRES6k5q2IiIiIiIiIuHMGQd9psGER2DM/2JlnYxlxO7dX7MSVtwC/86Fd8+GL5+2b2YmIiIRS9MjiIiIiIiIiEQCw4C0Y7FSj6FydxPZre/hKHsTmrba+y2/PZVC6Zuw7EZ7Xtz+l0Hfb4I7K7Sxi4hIl6hpKyIiIiIiIhJhLGci9D0H8s+Fpm1QuhCqPgTvbnuA2Qa7XrMXDMgsgvzzoO95kD7ObgCLiEjYUtNWREREREREJJIlFsKQG+ybkjV8AeWL7QZuW237AAuqP7aXNXdDfF/oczbknmYvCfmhi11ERA5ITVsRERERERGRaGAYkDLcXobcAPWboPIDqFkBLbv2jmvZBV89bS8AyUPt5m3OaZBzMiT0O/D7i4hI0KhpKyIiIiIiIhJtDAekjrQXboDWCqj+xF7qNoDVtndsw2Z72fKEvR7f155OIavIfsyYALFJIfkYIiK9lZq2IiIiIiIiItHOnQP559uL3wP1G6FmJdSusW9kZvn3jm3ZBTtfthdobwAfA+nHQdoYSBttP7pzNTeuiEgPUdNWREREREREpDdxxkH6WHsB8LfaZ9/WrrKbuY1bwWzdO94yoXatvewrLntvEzdlOCQPs6daSMi3G70iInLE1LQVERERERER6c2cbsg4zl7AbtK2lEDderuZ27C5fU5cs+PrPJVQvsheOrxfvN28TR4GyUMgcQAk9LcfE/tDbHJQPpaISCQLm199PfLIIxQWFuJ2uykqKuLTTz895Pj58+czYsQI3G43o0eP5rXXXgtSpCIiIiIi+1M9KyJRw3BAQgH0ORtG/BQm/gVOfhGO/yMMnWFvTxkJMQdpvvpb7GkXdrwEn8+FZTfBkvPgtWNhfgq8lAGvjYMlF8Cym2Hdb2DLk7Dzv1C9DJqK7SkcRER6sbA40/aFF15g5syZPPbYYxQVFfHggw8ybdo0Nm3aRE5Ozn7jP/roIy6//HLmzJnDN7/5TZ5//nkuvPBCPvvsM4499tgQfAIRERER6c1Uz4pI1HO4IGmwvXDW3u3eGrvJ2lwMzTvsM3JbysBTxX5n5u77Gm8N1K4+9DFd6fa8ue5c+7krw36My+i47srYuy0mGRxh0eoQETkqhmVZVqiDKCoqYuLEiTz88MMAmKZJQUEBt9xyC7fffvt+46dPn05TUxOvvPJKYNsJJ5zAuHHjeOyxxw57vPr6elJTU6mrqyMlJaX7PsghlNc1s3JTMc7ENAxN1B6RLMvC31SrHEY45TE6KI+RTzmMDpZlMSLNJL9PHg5HcC7gCkUd1xnBrmch+H8WpmlSsWYeOYmtOOKze/x40jNMy6KiDnJSwaF/fyNWROTR8kNrObSU2k3c1jJorbCbud5q8NZy0Kbu0XLEQWyS3cCNSbKX2AM9T7CnhnC47cd9lwNtc7rt93bE2oux59HZ5RuymaZJRUUFOTk5Qfs/VLqf8hgdgp3HztZwIf/1k9frZcWKFdxxxx2BbQ6Hg6lTp7J06dIDvmbp0qXMnDmzw7Zp06axYMGCngxVRERERGQ/qmdFRA7AcEJ8X3s5EMtvn23r2W03cj1V7Wfg7oa2WvDWQVs9+OrAbOvasU0PeDzgqT7qj9FpRkx7Azdmn6buwZ8bhpOMNh+GKx4cDsBhT0th7Hnu3Lt+oG37jt+zvcN77GkiG/s0lA+xrcN6MLbtWQ/TXzp0cIgYLYvExkaoSupy475bhesvbzoI4xgti4SmFsi5J9SRdBDypm1VVRV+v5/c3NwO23Nzc9m4ceMBX1NWVnbA8WVlZQcc7/F48Hj2zodTX18P2J100+yh3+x9jWFZOAwLpyNCvkuyH8sCSzmMeMpjdFAeI59yGB0syz7bNlj1FBDUY3VWMOpZCH1Na5omlgWmrwW89T1+POkZpgWWz4np9Yf1z89yaFGTR8MF7jx7ORS/B/xN4GuyG7ltDeBrAF8jhq8RfI32Pl+z3bA1PfZrTC+YXgyri03fI2H5wO/r9HADcPVcNBIkDkC31Yt8DiDZcOE//q6gHK+zdVvIm7bBMGfOHGbPnr3f9srKSlpbW4MSg2maFCRBaqqpU+YjlGma1KEcRjrlMTooj5FPOYwOpmlSV1dPhcMIWh4bGhqCcpxwFOqa1jRN6jwJWFYbjtbONyYkvJgW1LWAZfpwRHKzr5frfXl0AintSx+IxV46yzIxTA+G2brPYyuGZTd0DbPNbuxabfuvtz/fdx3Lj4HffrRMsHxfW/dj4IM9zy0/0P5o+TF6aloIETliFhYVFRVBqWk7W8+GvGmblZWF0+mkvLy8w/by8nLy8g7827a8vLwujb/jjjs6XH5WX19PQUEB2dnZQZsLzTRNDMMgOztbP5xGKOUwOiiP0UF5jHzKYXQIRR7dbndQjtMVwahnIfQ1rWmaGNZ4sjNT9b2NYKZpYlTtJjsrQ3mMYMpjZNpzQyH7KhUflZVVZGem2bMjWGagyQt7nlv7PPfbj4H1rz3vsO5vP5rV/h60P+67tB+zY2RfG8/Xxn992z7j932fPe9r7fPag75HmDvMbaAsy6KuoZHU5KQQ3qchAv4cwzxGy7SoazaDNqdtZ+vZkDdtXS4X48ePZ9GiRVx44YWA/R/QokWLmDFjxgFfM3nyZBYtWsRPfvKTwLaFCxcyefLkA46Pi4sjLi5uv+0OhyOo/8EZhhH0Y0r3Ug6jg/IYHZTHyKccRodg5zEc/74Eo56F8KhpDWcsDldSWOZBOsk0MWKalcdIpzxGPtPEcHlwxGcqhxHMNE28FRUYuhFZRNuTx2DVVJ09RsibtgAzZ87k6quvZsKECUyaNIkHH3yQpqYmrr32WgCuuuoq8vPzmTNnDgC33norU6ZM4Q9/+APnnXce8+bNY/ny5TzxxBOh/BgiIiIi0kupnhURERGR7hQWTdvp06dTWVnJPffcQ1lZGePGjeONN94I3JyhuLi4Qxf6xBNP5Pnnn+euu+7izjvvZOjQoSxYsIBjjz02VB9BRERERHox1bMiIiIi0p0MyzrMBB1RqL6+ntTUVOrq6oI6p21FRUXQ5seQ7qccRgflMTooj5FPOYwOochjKOq4cBXsPwt9b6OD8hgdlMfIpxxGB+UxOgQ7j52t4fQ3SkRERERERERERCSMqGkrIiIiIiIiIiIiEkbUtBUREREREREREREJI2raioiIiIiIiIiIiIQRNW1FREREREREREREwoiatiIiIiIiIiIiIiJhRE1bERERERERERERkTCipq2IiIiIiIiIiIhIGFHTVkRERERERERERCSMqGkrIiIiIiIiIiIiEkZiQh1AKFiWBUB9fX3QjmmaJg0NDbjdbhwO9cojkXIYHZTH6KA8Rj7lMDqEIo976rc99VxvFuyaVt/b6KA8RgflMfIph9FBeYwOwc5jZ+vZXtm0bWhoAKCgoCDEkYiIiIjIkWhoaCA1NTXUYYSUaloRERGRyHW4etaweuFpCqZpsmvXLpKTkzEMIyjHrK+vp6CggB07dpCSkhKUY0r3Ug6jg/IYHZTHyKccRodQ5NGyLBoaGujbt2+vP6Ml2DWtvrfRQXmMDspj5FMOo4PyGB2CncfO1rO98kxbh8NBv379QnLslJQUfZEjnHIYHZTH6KA8Rj7lMDoEO4+9/QzbPUJV0+p7Gx2Ux+igPEY+5TA6KI/RIZh57Ew927tPTxAREREREREREREJM2raioiIiIiIiIiIiIQRNW2DJC4ujlmzZhEXFxfqUOQIKYfRQXmMDspj5FMOo4Py2Lso39FBeYwOymPkUw6jg/IYHcI1j73yRmQiIiIiIiIiIiIi4Upn2oqIiIiIiIiIiIiEETVtRURERERERERERMKImrYiIiIiIiIiIiIiYURN2yB45JFHKCwsxO12U1RUxKeffhrqkGQf7733Hueffz59+/bFMAwWLFjQYb9lWdxzzz306dOH+Ph4pk6dyubNmzuM2b17N1deeSUpKSmkpaVx3XXX0djYGMRP0bvNmTOHiRMnkpycTE5ODhdeeCGbNm3qMKa1tZWbb76ZzMxMkpKSuOSSSygvL+8wpri4mPPOO4+EhARycnL4xS9+gc/nC+ZH6dUeffRRxowZQ0pKCikpKUyePJnXX389sF85jDxz587FMAx+8pOfBLYpj+Hv3nvvxTCMDsuIESMC+5XD3ks1bfhSPRv5VM9GB9Wz0Uf1bOSKhppWTdse9sILLzBz5kxmzZrFZ599xtixY5k2bRoVFRWhDk3aNTU1MXbsWB555JED7r///vt56KGHeOyxx/jkk09ITExk2rRptLa2BsZceeWVrF+/noULF/LKK6/w3nvv8YMf/CBYH6HXW7JkCTfffDMff/wxCxcupK2tjbPOOoumpqbAmJ/+9Kf897//Zf78+SxZsoRdu3Zx8cUXB/b7/X7OO+88vF4vH330Ec8++yzPPPMM99xzTyg+Uq/Ur18/5s6dy4oVK1i+fDmnn346F1xwAevXrweUw0izbNkyHn/8ccaMGdNhu/IYGY455hhKS0sDywcffBDYpxz2Tqppw5vq2cinejY6qJ6NLqpnI1/E17SW9KhJkyZZN998c2Dd7/dbffv2tebMmRPCqORgAOvll18OrJumaeXl5Vm/+93vAttqa2utuLg465///KdlWZb1+eefW4C1bNmywJjXX3/dMgzDKikpCVrssldFRYUFWEuWLLEsy85ZbGysNX/+/MCYDRs2WIC1dOlSy7Is67XXXrMcDodVVlYWGPPoo49aKSkplsfjCe4HkID09HTrqaeeUg4jTENDgzV06FBr4cKF1pQpU6xbb73Vsix9FyPFrFmzrLFjxx5wn3LYe6mmjRyqZ6OD6tnooXo2MqmejXzRUNPqTNse5PV6WbFiBVOnTg1sczgcTJ06laVLl4YwMumsrVu3UlZW1iGHqampFBUVBXK4dOlS0tLSmDBhQmDM1KlTcTgcfPLJJ0GPWaCurg6AjIwMAFasWEFbW1uHPI4YMYL+/ft3yOPo0aPJzc0NjJk2bRr19fWB34xL8Pj9fubNm0dTUxOTJ09WDiPMzTffzHnnndchX6DvYiTZvHkzffv2ZdCgQVx55ZUUFxcDymFvpZo2sqmejUyqZyOf6tnIpno2OkR6TRsTlKP0UlVVVfj9/g4JBsjNzWXjxo0hikq6oqysDOCAOdyzr6ysjJycnA77Y2JiyMjICIyR4DFNk5/85CecdNJJHHvssYCdI5fLRVpaWoexX8/jgfK8Z58Ex9q1a5k8eTKtra0kJSXx8ssvM2rUKFatWqUcRoh58+bx2WefsWzZsv326bsYGYqKinjmmWcYPnw4paWlzJ49m1NOOYV169Yph72UatrIpno28qiejWyqZyOf6tnoEA01rZq2IhJVbr75ZtatW9dhrhqJHMOHD2fVqlXU1dXx0ksvcfXVV7NkyZJQhyWdtGPHDm699VYWLlyI2+0OdThyhM4555zA8zFjxlBUVMSAAQN48cUXiY+PD2FkIiK9g+rZyKZ6NrKpno0e0VDTanqEHpSVlYXT6dzv7nPl5eXk5eWFKCrpij15OlQO8/Ly9rsJh8/nY/fu3cpzkM2YMYNXXnmFd999l379+gW25+Xl4fV6qa2t7TD+63k8UJ737JPgcLlcDBkyhPHjxzNnzhzGjh3Ln/70J+UwQqxYsYKKigqOP/54YmJiiImJYcmSJTz00EPExMSQm5urPEagtLQ0hg0bxpYtW/Rd7KVU00Y21bORRfVs5FM9G9lUz0avSKxp1bTtQS6Xi/Hjx7No0aLANtM0WbRoEZMnTw5hZNJZAwcOJC8vr0MO6+vr+eSTTwI5nDx5MrW1taxYsSIw5p133sE0TYqKioIec29kWRYzZszg5Zdf5p133mHgwIEd9o8fP57Y2NgOedy0aRPFxcUd8rh27doOP7AsXLiQlJQURo0aFZwPIvsxTROPx6McRogzzjiDtWvXsmrVqsAyYcIErrzyysBz5THyNDY28uWXX9KnTx99F3sp1bSRTfVsZFA9G71Uz0YW1bPRKyJr2qDc7qwXmzdvnhUXF2c988wz1ueff2794Ac/sNLS0jrcfU5Cq6GhwVq5cqW1cuVKC7AeeOABa+XKldb27dsty7KsuXPnWmlpadb//d//WWvWrLEuuOACa+DAgVZLS0vgPc4++2zruOOOsz755BPrgw8+sIYOHWpdfvnlofpIvc5NN91kpaamWosXL7ZKS0sDS3Nzc2DMjTfeaPXv39965513rOXLl1uTJ0+2Jk+eHNjv8/msY4891jrrrLOsVatWWW+88YaVnZ1t3XHHHaH4SL3S7bffbi1ZssTaunWrtWbNGuv222+3DMOw3nrrLcuylMNIte/ddi1LeYwEP/vZz6zFixdbW7dutT788ENr6tSpVlZWllVRUWFZlnLYW6mmDW+qZyOf6tnooHo2OqmejUzRUNOqaRsEf/7zn63+/ftbLpfLmjRpkvXxxx+HOiTZx7vvvmsB+y1XX321ZVmWZZqmdffdd1u5ublWXFycdcYZZ1ibNm3q8B7V1dXW5ZdfbiUlJVkpKSnWtddeazU0NITg0/ROB8ofYP31r38NjGlpabF+9KMfWenp6VZCQoJ10UUXWaWlpR3eZ9u2bdY555xjxcfHW1lZWdbPfvYzq62tLcifpvf6/ve/bw0YMMByuVxWdna2dcYZZwQKXMtSDiPV14tc5TH8TZ8+3erTp4/lcrms/Px8a/r06daWLVsC+5XD3ks1bfhSPRv5VM9GB9Wz0Un1bGSKhprWsCzLCs45vSIiIiIiIiIiIiJyOJrTVkRERERERERERCSMqGkrIiIiIiIiIiIiEkbUtBUREREREREREREJI2raioiIiIiIiIiIiIQRNW1FREREREREREREwoiatiIiIiIiIiIiIiJhRE1bERERERERERERkTCipq2IiIiIiIiIiIhIGFHTVkR6vXvvvRfDMDAMA4fDQWpqKqNHj2bGjBls2LBhv/GFhYXMmDGj0++/YMEC/vKXv3RnyEHX2tpKQUEBr776atCO+dxzzzFy5Ej8fn/QjikiIiISiVTPHp7qWRGJNGraiogA8fHxLF26lI8++oiXXnqJa6+9lrfffptx48bxj3/8o8PYl19+mZ///Oedfu9oKHIfffRR0tPTOe+884J2zO985zt4PB7+9re/Be2YIiIiIpFK9eyhqZ4VkUijpq2ICOBwODjhhBM44YQTOPPMM5k5cyarVq3i5JNP5rrrruOrr74KjD3uuOMoLCwMXbBBZlkWDz30ENdee21Qj+t0Ornmmmt46KGHgnpcERERkUikevbgVM+KSCRS01ZE5CDcbjd//vOf8Xq9PPXUU4HtX7+cbP369Zx77rlkZmaSkJDA8OHDuf/++wG45pprePbZZ1m/fn3gkrVrrrkGgKVLl/Ktb32Lvn37kpiYyLhx4/j73//eIYbFixdjGAYLFy7kiiuuIDk5mQEDBgTef19Lly7lrLPOIiUlheTkZIqKili4cGFgv8fj4c4772TAgAHExcUxcuRInn/++cP+OSxZsoRt27Zx6aWXdthuGAa///3vO2x78MEHMQxjv/jffPNNvv3tb5OUlET//v0Dx33ooYfo378/GRkZXH/99Xg8ng7vd9lll7Fq1SpWr1592DhFREREpCPVszbVsyISiWJCHYCISDgbNWoU+fn5LF269KBjzj//fHJzc/l//+//kZqaypYtW9i5cycAd999N5WVlWzcuJHnnnsOgOzsbAC2b9/OSSedxI033ojb7ebDDz/kuuuuwzRNrr766g7HuPHGG/ne977Hyy+/zIIFC7jtttsYM2YMZ599NgAffvghp59+OieccAJPPfUUaWlpLF++nOLi4sB7fPvb3+aDDz5g1qxZjBw5ktdee43vfve7pKenc8455xz087399tsUFBRQUFBwZH+IwE033cQ111zDDTfcwJNPPsn3vvc9Vq9ezbp163jsscf46quvmDlzJoMGDeLOO+8MvG7kyJGkp6ezcOFCxo4de8THFxEREemtVM+qnhWRyKSmrYjIYRQUFFBWVnbAfVVVVWzdupU//elPnH/++QCcdtppgf2DBw8mOzub7du3c8IJJ3R47Xe+853Ac8uyOPXUU9m5cyePP/74fkXuJZdcwr333gvAGWecwauvvspLL70UKHJ/+ctfMmTIEN555x2cTicAZ511VuD17777Lv/5z3948803A9vPPPNMSktLmTVr1iGL3GXLljFmzJhD/hkdzmWXXcY999wDwKRJk/j3v//NP//5T7788ktiY2MB+yyG+fPndyhyAcaMGcMnn3xyVMcXERER6c1Uz6qeFZHIo+kRREQOw7KsDpdI7SszM5MBAwZwxx138OyzzwbOSOiMmpoafvzjHzNgwABiY2OJjY3liSee4Isvvthv7L4Fq2EYjBw5MnCs5uZmPv74Y66++upAgft1b731FhkZGZx++un4fL7AcuaZZ7Jy5cpD3tG2tLQ0cDbFkTrzzDMDz1NTU8nJyeHUU08NFLgAw4YNY8eOHfu9Nisri9LS0qM6voiIiEhvpnpW9ayIRB41bUVEDmPnzp3k5eUdcJ9hGLz11luMHDmSm2++mYKCAiZMmMB777132Pe95ppr+Oc//8nPf/5z3nrrLZYtW8b3v/99Wltb9xublpbWYd3lcgXG1dTUYJomffv2Peixqqqq2L17d6CY3rNcf/31+Hy+QxaRra2txMXFHfbzHMqB4j/UZ9pXXFwcLS0tR3V8ERERkd5M9azqWRGJPJoeQUTkENavX09JSUngZgsHMmzYMObPn09bWxsfffQRd955J+effz4lJSUkJSUd8DWtra288sorPPDAA9xyyy2B7aZpdjnGtLQ0HA4Hu3btOuiYjIwMsrOzee211w64Pycn55Cvra2tPeA+n8/XYb2pqenwAXdRbW0tmZmZ3f6+IiIiIr2B6lnVsyISmXSmrYjIQbS2tnLLLbcQFxfH9ddff9jxsbGxTJkyhdtvv536+vpA0Xmg37h7PB5M08TlcgW2NTQ08J///KfLcSYmJjJ58mT+9re/HfSysKlTp1JZWYnL5WLChAn7LfvG8XXDhw9n69atB9y3cePGDuuffvppl+M/nG3btjF8+PBuf18RERGRaKd61qZ6VkQikc60FRHBPiPg448/BqCxsZG1a9fyxBNP8NVXX/HMM89QWFh4wNetWbOGn/3sZ0yfPp3BgwdTV1fHnDlzKCwsZPDgwYB9x9inn36af/7znwwdOpSsrCwKCwuZOHEic+fOJTs7m5iYGObOnUtqaioVFRVdjn/u3LmcfvrpTJ06lR/96Eekp6fz2WefkZWVxfe//33OPPNMzj//fM4++2x++ctfMmbMGJqamli/fj1btmzhqaeeOuh7n3TSSbz44ou0tbV1mLML4MUXX+TYY4/luOOO4+233+bNN98E4O9//3uHG1McqaamJjZu3MisWbOO+r1EREREopnqWdWzIhJddKatiAjQ0tLC5MmTmTx5MhdddBFPP/00Z5xxBqtXr+byyy8/6Ovy8vLIy8tjzpw5nHPOOfzwhz+koKCAt956K3ATheuuu47LLruMW265hYkTJwbumvv8888zZMgQrr76an784x9z6aWXctVVVx1R/CeffDKLFy/GMAyuueYaLr74Yl5++WUGDBgQGPPSSy9x44038pe//IVzzjmH6667jrfeeospU6Yc8r0vuOACfD4fixcv3m/f9ddfz7///W/OPfdc3nnnHd544w3y8/OZNWvWIW8G0Vlvvvkm8fHxh7wbsIiIiIionj0U1bMiEokMy7KsUAchIiLh7ZJLLiE1NZWnn346sM0wDH73u9/x85//vMeOe9lll5GcnNzhuCIiIiIiXaV6VkQijc60FRGRw7r77rt54YUXKC8vD9oxt27dyquvvsqvfvWroB1TRERERKKT6lkRiTRq2oqIyGGNGzeOBx98kB07dgTtmCUlJTzxxBOBudRERERERI6U6lkRiTSaHkFEREREREREREQkjOhMWxEREREREREREZEwoqatiIiIiIiIiIiISBhR01ZEREREREREREQkjKhpKyIiIiIiIiIiIhJG1LQVERERERERERERCSNq2oqIiIiIiIiIiIiEETVtRURERERERERERMKImrYiIiIiIiIiIiIiYURNWxEREREREREREZEw8v8BO36NXvWwgnoAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "🧠 Hippocampal connectivity:\n",
      "  CA3: Bimodal (supports pattern completion)\n",
      "  CA1: More local (different computational role)\n",
      "  Place cells with overlapping fields connect preferentially\n"
     ]
    }
   ],
   "execution_count": 23
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Application 3: Cortical Layer-Specific Connectivity"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-01T07:14:21.569652Z",
     "start_time": "2025-10-01T07:14:20.922898Z"
    }
   },
   "source": [
    "# Different cortical layers have different connectivity patterns\n",
    "\n",
    "# Layer 2/3: Local horizontal connections\n",
    "layer23 = init.GaussianProfile(sigma=200.0 * u.um)\n",
    "\n",
    "# Layer 4: Dense local connections\n",
    "layer4 = init.GaussianProfile(sigma=100.0 * u.um)\n",
    "\n",
    "# Layer 5: Long-range projections\n",
    "layer5 = init.BimodalProfile(\n",
    "    sigma1=100.0 * u.um,\n",
    "    sigma2=400.0 * u.um,\n",
    "    center1=0.0 * u.um,\n",
    "    center2=600.0 * u.um,\n",
    "    amplitude1=0.7,\n",
    "    amplitude2=0.4\n",
    ")\n",
    "\n",
    "# Layer 6: Feedback connections\n",
    "layer6 = init.ExponentialProfile(decay_constant=300.0 * u.um)\n",
    "\n",
    "# Visualize\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "distances = np.linspace(0, 800, 500) * u.um\n",
    "\n",
    "layers = [\n",
    "    (layer23, 'Layer 2/3: Horizontal Connections', 'blue'),\n",
    "    (layer4, 'Layer 4: Dense Local', 'green'),\n",
    "    (layer5, 'Layer 5: Long-range Projections', 'red'),\n",
    "    (layer6, 'Layer 6: Feedback', 'purple'),\n",
    "]\n",
    "\n",
    "for ax, (profile, title, color) in zip(axes, layers):\n",
    "    prob = profile.probability(distances)\n",
    "    ax.plot(distances.mantissa, prob, linewidth=2, color=color)\n",
    "    ax.fill_between(distances.mantissa, prob, alpha=0.3, color=color)\n",
    "    ax.set_xlabel('Distance (μm)', fontsize=11)\n",
    "    ax.set_ylabel('Connection Probability', fontsize=11)\n",
    "    ax.set_title(title, fontsize=12)\n",
    "    ax.grid(alpha=0.3)\n",
    "\n",
    "plt.suptitle('Layer-Specific Cortical Connectivity', fontsize=14, y=1.00)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n📊 Layer-specific properties:\")\n",
    "print(\"  L2/3: Broad horizontal connections (integrate information)\")\n",
    "print(\"  L4: Dense local (receive thalamic input)\")\n",
    "print(\"  L5: Long-range projections (output layer)\")\n",
    "print(\"  L6: Feedback to thalamus (modulation)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Layer-specific properties:\n",
      "  L2/3: Broad horizontal connections (integrate information)\n",
      "  L4: Dense local (receive thalamic input)\n",
      "  L5: Long-range projections (output layer)\n",
      "  L6: Feedback to thalamus (modulation)\n"
     ]
    }
   ],
   "execution_count": 24
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "In this tutorial, we covered:\n",
    "\n",
    "1. **Basic profiles**: Gaussian, Exponential, PowerLaw, Linear, Step\n",
    "2. **Advanced profiles**: Sigmoid, DoG, Logistic, Bimodal, MexicanHat\n",
    "3. **Profile composition**: Arithmetic operations, clipping, transformations\n",
    "4. **Pipe operator**: Functional composition for clean code\n",
    "5. **Real applications**: V1, hippocampus, cortical layers\n",
    "\n",
    "### Profile Selection Guide:\n",
    "\n",
    "| Pattern | Profile |\n",
    "|---------|--------|\n",
    "| Local excitation | Gaussian |\n",
    "| Long-range decay | Exponential |\n",
    "| Scale-free | PowerLaw |\n",
    "| Hard boundary | Step, Linear |\n",
    "| Smooth transition | Sigmoid, Logistic |\n",
    "| Lateral inhibition | DoG, MexicanHat |\n",
    "| Multi-scale | Bimodal, Composed |\n"
   ]
  }
 ],
 "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,
 "nbformat_minor": 4
}
