{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 7: Local Field Potential (LFP) Analysis\n",
    "\n",
    "This tutorial demonstrates comprehensive LFP analysis using the ``braintools.metric`` module. We'll cover:\n",
    "\n",
    "1. **LFP Generation** - Converting spike trains to LFP signals\n",
    "2. **Power Spectral Analysis** - Frequency domain characterization\n",
    "3. **Coherence Analysis** - Cross-signal relationships\n",
    "4. **Phase-Amplitude Coupling** - Cross-frequency interactions\n",
    "5. **Current Source Density** - Laminar analysis\n",
    "6. **Spectral Entropy** - Signal complexity measures\n",
    "7. **Phase Coherence** - Multi-channel synchronization\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:51.057244Z",
     "start_time": "2025-09-24T05:53:51.052663Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import brainstate\n",
    "import jax.numpy as jnp\n",
    "import braintools\n",
    "\n",
    "# Set environment\n",
    "brainstate.environ.set(dt=0.1)\n",
    "brainstate.random.seed(42)\n",
    "\n",
    "# Plotting setup\n",
    "plt.rcParams['figure.figsize'] = (10, 6)\n",
    "plt.rcParams['font.size'] = 10"
   ],
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. LFP Generation from Spike Trains\n",
    "\n",
    "First, let's generate realistic LFP signals from spike train data using the unitary LFP method."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:52.562486Z",
     "start_time": "2025-09-24T05:53:51.079383Z"
    }
   },
   "source": [
    "# Simulation parameters\n",
    "n_time = 5000  # 500ms at 0.1ms resolution\n",
    "n_exc = 80     # Excitatory neurons\n",
    "n_inh = 20     # Inhibitory neurons\n",
    "dt = 0.1       # ms\n",
    "times = jnp.arange(n_time) * dt\n",
    "\n",
    "# Generate realistic spike trains with bursting activity\n",
    "exc_spikes = jnp.zeros((n_time, n_exc))\n",
    "inh_spikes = jnp.zeros((n_time, n_inh))\n",
    "\n",
    "# Add burst events every ~50ms with some jitter\n",
    "burst_times = jnp.arange(200, n_time, 500) + brainstate.random.randint(-50, 50, size=10)\n",
    "for burst_t in burst_times:\n",
    "    if burst_t < n_time - 50:\n",
    "        # Excitatory burst (5-10 spikes over 20ms)\n",
    "        for i in range(n_exc):\n",
    "            if brainstate.random.random() < 0.6:  # 60% participation\n",
    "                spike_times = burst_t + brainstate.random.randint(0, 20, size=brainstate.random.randint(2, 8))\n",
    "                spike_times = spike_times[spike_times < n_time]\n",
    "                exc_spikes = exc_spikes.at[spike_times, i].set(1)\n",
    "        \n",
    "        # Inhibitory response (delayed 5-15ms)\n",
    "        for i in range(n_inh):\n",
    "            if brainstate.random.random() < 0.8:  # 80% participation\n",
    "                delay = brainstate.random.randint(5, 15)\n",
    "                spike_times = burst_t + delay + brainstate.random.randint(0, 10, size=brainstate.random.randint(3, 6))\n",
    "                spike_times = spike_times[spike_times < n_time]\n",
    "                inh_spikes = inh_spikes.at[spike_times, i].set(1)\n",
    "\n",
    "# Add background activity\n",
    "background_exc = (brainstate.random.random((n_time, n_exc)) < 0.005).astype(float)\n",
    "background_inh = (brainstate.random.random((n_time, n_inh)) < 0.008).astype(float)\n",
    "\n",
    "exc_spikes = jnp.clip(exc_spikes + background_exc, 0, 1)\n",
    "inh_spikes = jnp.clip(inh_spikes + background_inh, 0, 1)\n",
    "\n",
    "print(f\"Generated spike trains:\")\n",
    "print(f\"  Excitatory: {jnp.sum(exc_spikes)} spikes from {n_exc} neurons\")\n",
    "print(f\"  Inhibitory: {jnp.sum(inh_spikes)} spikes from {n_inh} neurons\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated spike trains:\n",
      "  Excitatory: 3967.0 spikes from 80 neurons\n",
      "  Inhibitory: 1360.0 spikes from 20 neurons\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:53.559233Z",
     "start_time": "2025-09-24T05:53:52.720779Z"
    }
   },
   "source": [
    "# Generate LFP signals from different cortical layers\n",
    "locations = ['soma layer', 'superficial layer', 'deep layer', 'surface layer']\n",
    "lfp_recordings = {}\n",
    "\n",
    "for location in locations:\n",
    "    # Generate LFP from both populations\n",
    "    lfp_exc = braintools.metric.unitary_LFP(times, exc_spikes, 'exc', location=location, seed=42)\n",
    "    lfp_inh = braintools.metric.unitary_LFP(times, inh_spikes, 'inh', location=location, seed=42)\n",
    "    lfp_total = lfp_exc + lfp_inh\n",
    "    lfp_recordings[location] = lfp_total\n",
    "\n",
    "# Plot LFP recordings from different layers\n",
    "fig, axes = plt.subplots(2, 2, figsize=(12, 8))\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i, (location, lfp) in enumerate(lfp_recordings.items()):\n",
    "    # Plot first 200ms for clarity\n",
    "    time_window = times[:2000]\n",
    "    lfp_window = lfp[:2000]\n",
    "    \n",
    "    axes[i].plot(time_window, lfp_window, 'k-', linewidth=0.8)\n",
    "    axes[i].set_title(f'LFP - {location.title()}')\n",
    "    axes[i].set_xlabel('Time (ms)')\n",
    "    axes[i].set_ylabel('Amplitude (μV)')\n",
    "    axes[i].grid(True, alpha=0.3)\n",
    "    \n",
    "    # Add spike raster overlay for context\n",
    "    spike_times = jnp.where(jnp.sum(exc_spikes[:2000], axis=1) > 0)[0] * dt\n",
    "    if len(spike_times) > 0:\n",
    "        y_min, y_max = axes[i].get_ylim()\n",
    "        axes[i].scatter(spike_times, [y_max * 0.9] * len(spike_times), \n",
    "                       c='red', s=8, alpha=0.6, label='Exc spikes')\n",
    "        axes[i].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.suptitle('LFP Recordings from Different Cortical Layers', y=1.02, fontsize=14)\n",
    "plt.show()\n",
    "\n",
    "# Use soma layer LFP for subsequent analysis\n",
    "lfp_signal = lfp_recordings['soma layer']\n",
    "dt_sec = dt / 1000  # Convert to seconds for frequency analysis"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ],
      "image/png": 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E5ObmKuzXYcOGwd/fH1u3blV4++GtW7dw9epVDBkyRH6+6XqNrmrBggUICQlRGMbj8cAwDEQiEfh8xUcVgUCg1CKTEEKIbaPue4QQQjBt2jR88803Wk2bmZmJ5cuXA2AfEHx8fDBkyBDMmzcPL730ktbLfPz4sbwcTkBAAM6cOYP69evLhz148ADZ2dkICgpSmh6APIcVF0C7f/8+8vPz0atXL3kXPXVu3LgBoLI7WlUSiQRt27bFX3/9hQcPHig80IpEIpUPuFwARNV20GXbcCIjI5WGcQ/xOTk5SsvlugxV1aFDB6XukE2aNEGLFi3wyy+/4NmzZxg6dCi6deuGVq1aKT0EGqJdu3ZKw/Ly8vDkyRM0adJEZUCie/fu2Lx5M2JiYjB27FiFcaq6V3FJqNWNu3Tpkn6Vt5CLFy8CYI97VQnXU1JSIJPJ8PDhQ7Rt21Y+PDw8XKmbadXyjh07hhMnTiiNd3R0VBl81vbYMydDjp327dsbrR6XL18GAPTp00er6X/77Td8++23uH79OrKzs1FRUSEfxyW8N4e0tDSsXbsWf/75JxISElBUVKQwvmpdHB0dMXHiRKxduxZ//fUX+vXrBwDYvHkzAGDKlCnyaXW9Rlelar+4ubnh5ZdfxpEjR9CmTRu89tpr6NatG9q1a6fQDZkQQoh9oKAUIYQQnTRq1Ejlw4Wu+vbti6NHjwJgH1q2b9+OhQsXYvDgwbh8+bK8dUFWVhYA4N9//8W///6rtjwu8XRubi4AaPUKd661CZcPqjou4FG9VYqfn5/K3Fncsqu2kuKoW4YmXE6gqrgAU9UHW65+qpbL5/OVghUODg74559/sGzZMuzbtw/z5s0DAPj6+mLWrFn4z3/+o9TiRh+q1lnfbQ5o3h7qxpWXl2tfYS1wD+5VW2UZE3e879ixQ+N0VROtA+q3J1feRx99pFM9tD329BUQEAAASEpK0noeQ44dfc4/dXJzc8Hj8bR6K9/69esxf/58+Pr6ok+fPqhbt668heIXX3yBkpISo9VLk6ysLLRr1w6JiYno3LkzevXqBQ8PDwgEAsTExODAgQNKdZk6dSrWrVuH77//Hv369UNxcTF27NiB8PBw9OrVS6FsQPtrdFXq9suePXuwevVq7Ny5E//5z38AsMfkxIkTsXr1ajg7O+u8DQghhFgn6r5HCCHE4nx9fTF//nwsXrwY9+7dU+jqxj0cDx8+HAzDqP3j3mbGde3Q5mGXKzs1NVXleK6LUfUHdHXJ3LmExareqqVuGcbA1U/VcmUymcquZt7e3vjqq6+QlJSEu3fv4r///S+8vLywdOlSfPzxx0apl6rtpO82txbcG+1UtQIzBm69//jjD43He1RUlMJ86o5Jrry8vDyN5Zlb586dAUBl6y11DDl2jPECBo6HhwcYhkFycrLG6crLy7Fy5UoEBgbizp072LFjB9atW4dly5Zh6dKlKrsFm8qWLVuQmJiIlStX4uzZs/jqq6+wcuVKLFu2DC+++KLKecLDw9GnTx8cPHgQaWlp2LdvH7KzszFp0iSF7anrNboqdfvF2dkZq1atwpMnT/DkyRNs2bIFjRo1kieYJ4QQYj8oKEUIIcRqLF68GEFBQfj666/lr2Bv0qQJ3NzccPXqVZSVldVYRqNGjeDm5oYrV64gOztb47Rczh4u0FCVVCrF1atXIRaL0ahRI63qz70R6syZM0rjVA0zFm65586dUxp3+fJlja2FeDwemjRpgrfeegvHjx8HAJWvcDcWNzc31KtXD48ePVIZOOT2hS5vQjOXU6dO4cyZM/Dz80OPHj1MsowOHToAAC5cuGDU8rhufKbA5/N1bj316quvws3NDfv27aux5SXXgscUxw7XIlCX+nNdzv766y+N02VkZCA3NxcdO3ZUasV49epVpe5zpvT48WMAwJAhQ5TGabo2TZs2DWVlZdi+fTu+//57CAQCpTxxul6jdRUeHo4333wTp06dgkQiMen1iRBCiPlRUIoQQojVEIvFWLhwIcrKyrBy5UoAbJehGTNmICEhAfPnz1f50HPnzh15KyEHBwdMmzYNubm5mD17ttLDZm5uLgoKCgCwrTUiIiLw559/KiUcXrVqFTIzMzF69Gg4OTlpVf/XX38dAoEAn332mUKrpby8PI0Jxw01ZMgQSCQSbNmyRf7wCbAtNT788EOl6ePj4+VBv6q4FigikchkdQXY172XlZVh0aJFCq10bt26hW3btsHd3R1Dhw41aR109ccff2D48OEAgHXr1pms+9CQIUMQEhKCzz77DKdPn1YaX1ZWhrNnz2pd3syZM+Hg4IC3334biYmJSuNzcnLkudX05eXlhWfPnuk0j4eHBz755BOUlJRgwIABiImJUZqmoqIC27dvx/Tp0+XDjH3seHl5AQCePn2q9TzTp0+HQCDABx98gISEBIVxDMPIu3j6+flBLBbj+vXrKCwslE+TnZ2Nt99+W+vlGUNoaCgAKB07O3fuxJEjR9TON2jQIAQFBeHzzz/HqVOnMGDAAIVE7oDu1+iapKen486dO0rDs7OzUVJSYvLrEyGEEPOinFKEEGKnbt++jQkTJqgc17hxY7z//vvmrZCWuDwmP/74IxYvXix/o9P169fx5Zdf4vDhw+jatSv8/PyQlJSE27dv4+bNm7hw4YK8NcKKFStw8eJF/PTTT7h48SL69+8PoVCIJ0+e4OjRozh79qw8qfe2bdvQt29fvPzyy3jttdcQGhqKCxcu4OTJk4iIiMDatWu1rnv9+vWxZMkSLF26FC1atMCIESPg4OCAffv2oUWLFnjw4IFJtpmHhwc+++wzTJ06FZGRkRg1ahTc3d1x5MgRCIVCBAUFKSQwj4mJwSuvvIL27dujadOmCAgIQFJSEvbv3w8+n2/y7jHvvfceDh8+jJ9++gn37t1Dz549kZaWht27d6O8vBybN2+Gq6urSeugztWrV+UJxouLi5GcnIzz58/j0aNHEIvF2Lhxo9rzyhiEQiH27t2L/v37IyoqCj169EDz5s3B4/GQkJCAM2fOwNvbW+u8bi+88AK+/vprzJgxA40aNcLLL7+MiIgI5Ofn48mTJzh16hQmTJig9YsOVOnRowd+/fVXDB06FK1bt4ZAIMDgwYPRokULjfNNnToVeXl5eP/999GmTRt07doVrVu3hlgsRlJSEk6cOIGkpCRMnjxZPo+xj52OHTtCLBbjiy++QHZ2tjxXmKa3ZTZv3hxffPEF3nnnHTRr1gxDhw5FaGgoUlJScPr0aQwYMABffPEF+Hw+Zs6cifXr16Nly5YYNGgQ8vLy8OeffyI0NFQpuGOI2bNnq3ybJgB8+umnGDt2LNatW4e3334b0dHRCA0Nxc2bN3HixAm88sorKt+MB7ABp0mTJsl/JKia4LwqXa/RmiQlJaF169Zo2bIlWrRogTp16iAzMxMHDhxAWVkZ5s+fr+VWIYQQYhMYQgghdiUuLo4BoPEvKiqKYRiGiY6OZgAw06ZN06psAEyjRo2MUr++ffuqnearr75iADBjx46VDysvL2e+/fZbpnPnzoybmxsjFAqZkJAQpl+/fsymTZuYgoIChTKKi4uZTz/9lGnVqhUjFosZiUTCNG3alJk3bx6TnZ2tMO2tW7eYV199lfHx8WEcHR2Z0NBQZvbs2Ux6erpS3UJDQ5nQ0FCN67h582amadOmjJOTE1O3bl1m/vz5TGFhocK254wfP54BwMTFxcmHcftl6dKlSmVz22/8+PFK4/bs2cO0bt2aEQqFjJ+fHzN58mQmMzOTkUgkTMuWLeXTPX36lHn//feZF198kfHz82OcnJyYkJAQ5pVXXmEuXLigcd202Raa6s8pKChgPvzwQ6Zhw4aMk5MT4+HhwfTv3585c+aM0rRLly5lADDR0dFK41RtP05UVBSj7a0OV+eqf87OzkzdunWZvn37MmvXrmWeP3+uct6tW7cyAJitW7dqXTdN4xiGYZ49e8bMnj2badCgASMUChk3NzemSZMmzOTJk5kTJ04oTKvquKru8uXLzKhRo5igoCDG0dGR8fHxYdq0acO8//77zL1795S2gy7HXnJyMjNixAjGx8eH4fP5KreFJvfv32dmzZrFNG3alJFIJIyjoyNTp04dZujQoczevXsZmUymML2xjh3O4cOHmXbt2jFisVi+7zma9lN0dDQzcOBAxsvLS36uDx8+nDl37px8mtLSUuajjz6S78eQkBBm3rx5TH5+vsrzR5v6VsUd45r+uLrHxMQwffr0YTw9PRlXV1cmKiqK+fvvv9Uev5xHjx4xAJg6deow5eXlauuiyzVa03bNzs5mli1bxnTt2pUJDAxknJycmKCgIKZfv37Mn3/+qdV2IYQQYjt4DGOB7JaEEEIIMYtHjx6hQYMGGDFiBHbv3m3p6hBCbMzevXvx2muv4cMPP8SKFSssXR1CCCF2hnJKEUIIIXaAy7dSVVFRkbwrnrXlaCKEWD+GYbB+/Xo4ODio7bpHCCGEGIJyShFCCCF24NSpU5g0aRL69OmDkJAQZGRk4J9//kF8fDx69OiBkSNHWrqKhBAbcfv2bRw6dAjnz5/HxYsXMW3aNAQHB1u6WoQQQuwQdd8jhBBC7EBsbCw+/PBDnD9/Hunp6QDYxOsjR47E/Pnz6Y1VhBCtbdu2DRMnToS7uzsGDx6Mr7/+GhKJxNLVIoQQYocoKEUIIYQQQgghhBBCzI5yShFCCCGEEEIIIYQQs6OgFCGEEEIIIYQQQggxOwpKEUIIIYQQQgghhBCzo6AUIYQQQgghhBBCCDE7CkoRQgghhBBCCCGEELOjoBQhhBBCCCGEEEIIMTsKShFCCCGEEEIIIYQQs6OgFCGEEEIIIYQQQggxOwpKEUIIIYQQQgghhBCzo6AUIYQQQgghhBBCCDE7CkoRQgghhBBCCCGEELOjoBQhhBBCCCGEEJM4evQoWrVqBZFIBB6Ph5ycHEyYMAFhYWE6lxUWFoYJEyboPF98fDx4PB62bdum87yEENOioBQhtdy2bdvA4/Fw9epVtdNwX+Sq/l588UX5dBMmTFAY5+bmhpYtW2L9+vUoKSkxar3T09Mxe/ZsNG7cGGKxGH5+fmjfvj0WLlyIgoICoy7LHMLCwjBw4EBLV4MQQgixS3S/YxmZmZkYMWIExGIxNm7ciJ9++gkuLi6WrpZaJ0+eBI/Hw969ey1dFUJqDQdLV4AQYjtGjx6Nl19+WWGYr6+vwmehUIjvv/8eAJCTk4N9+/Zh/vz5uHLlCnbt2mWUemRlZaFt27bIy8vDm2++icaNGyMzMxO3bt3Cpk2bMGPGDEgkEqMsixBCCCG1C93vGM+VK1eQn5+PlStXolevXvLhmzdvhkwm07m8Bw8egM+ndhWE2BMKShFCtNamTRu88cYbGqdxcHBQmGbmzJno0KEDdu/ejc8++wxBQUEG12PLli1ITEzEuXPn0KlTJ4VxeXl5cHJyMngZRDOpVGrVv3QSQggh+qL7HcNx9wlpaWkAAA8PD4Xxjo6OepUrFAoNrZpdYRgGxcXFEIvFlq4KIXqjMDMhxKT4fD66desGgG0WbwyPHz+GQCBQaErPcXNzg0gkUhi2Z88eREZGQiwWw8fHB2+88QaSkpIUppkwYQIkEgkSExMxcOBASCQS1KlTBxs3bgQA3L59Gz169ICLiwtCQ0Oxc+dOhfmzsrIwf/58NG/eHBKJBG5ubujfvz9u3rxplHUGgDNnzuC1115DSEgIhEIhgoOD8e6776KoqEg+zdatW8Hj8XDjxg2l+VevXg2BQKCw7pcuXUK/fv3g7u4OZ2dnREVF4dy5cwrzLVu2DDweD3fv3sXrr78OT09PdOnSxWjrRQghhNg6S9/vqMu11K1bN3m9gMruabt378bixYsREBAAFxcXDB48GE+fPlWa35D7hG7dumH8+PEAgHbt2oHH48nrqCqnlEwmw4YNG9C8eXOIRCL4+vqiX79+Cl0uq6+nOe6/VPn000/RqVMneHt7QywWIzIyUqnLX1RUFFq2bKly/kaNGqFv377yzzKZDF988QWaNWsGkUgEf39/TJs2DdnZ2Qrzcekejh07hrZt20IsFuPbb781/goSYkYUlCKEaK2wsBAZGRkKf2VlZTXO9/jxYwCAt7e3UeoRGhqKiooK/PTTTzVOu23bNowYMQICgQBr1qzBlClT8Ntvv6FLly7IyclRmLaiogL9+/dHcHAwPv74Y4SFhWHWrFnYtm0b+vXrh7Zt22LdunVwdXXFuHHjEBcXJ5/3yZMn2L9/PwYOHIjPPvsMCxYswO3btxEVFYXnz58bZb337NmDwsJCzJgxA1999RX69u2Lr776CuPGjZNP8+qrr0IsFmPHjh1K8+/YsQPdunVDnTp1AAD//PMPunbtiry8PCxduhSrV69GTk4OevTogcuXLyvN/9prr6GwsBCrV6/GlClTjLJOhBBCiLWxxfsdXX300Uc4fPgwFi5ciHfeeQfHjx9Hr169FH7oMvQ+4T//+Q+mTp0KAFixYgV++uknTJs2TW2dJk2ahDlz5iA4OBjr1q3D+++/D5FIhIsXL6qdxxz3X6ps2LABrVu3xooVK7B69Wo4ODjgtddew+HDh+XTjB07Frdu3cKdO3cU5r1y5QoePnyo0NJu2rRpWLBgATp37owNGzZg4sSJ2LFjB/r27at07D148ACjR49G7969sWHDBrRq1cpk60mIWTCEkFpt69atDADmypUraqeJi4tjAKj8i46Olk83fvx4xsXFhUlPT2fS09OZR48eMatXr2Z4PB7TokULo9U5JSWF8fX1ZQAwjRs3ZqZPn87s3LmTycnJUZiutLSU8fPzY1544QWmqKhIPvzQoUMMAGbJkiUKdQfArF69Wj4sOzubEYvFDI/HY3bt2iUffv/+fQYAs3TpUvmw4uJipqKiQmH5cXFxjFAoZFasWFHjOoWGhjIDBgzQOE1hYaHSsDVr1jA8Ho9JSEiQDxs9ejQTFBSkUJ/r168zAJitW7cyDMMwMpmMadCgAdO3b19GJpMpLCM8PJzp3bu3fNjSpUsZAMzo0aNrXA9CCCHEGtnz/Q7DsPcR48ePVxoeFRXFREVFyT9HR0czAJg6deoweXl58uG//vorA4DZsGEDwzDGu09Qt93Hjx/PhIaGyj//888/DADmnXfeUSqj6vKrr6e291/cvuXug9Thts+ePXs0Tlf9nqy0tJR54YUXmB49esiH5eTkMCKRiFm4cKHCtO+88w7j4uLCFBQUMAzDMGfOnGEAMDt27FCY7ujRo0rDQ0NDGQDM0aNHNdaPEFtCLaUIIVqbOnUqjh8/rvBXvVmyVCqFr68vfH19Ub9+fSxevBgdO3bE77//brR6+Pv74+bNm5g+fTqys7PxzTff4PXXX4efnx9WrlwJhmEAAFevXkVaWhpmzpyp0MR9wIABaNy4scKvWZzJkyfL/+/h4YFGjRrBxcUFI0aMkA9v1KgRPDw88OTJE/kwoVAoT7xZUVGBzMxMSCQSNGrUCNevXzfKelfNFyCVSpGRkYFOnTqBYRiF7nrjxo3D8+fPER0dLR+2Y8cOiMViDB8+HAAQExOD2NhYvP7668jMzJT/EiyVStGzZ0+cPn1aKQHp9OnTjbIehBBCiDWztfsdfYwbNw6urq7yz6+++ioCAwNx5MgRAOa/T9i3bx94PB6WLl2qNI7H46mdzxz3X6pUvSfLzs5Gbm4uXnrpJYVluru7Y8iQIfjll1/k+6qiogK7d+/G0KFD5bk59+zZA3d3d/Tu3VuhdV5kZCQkEonC/RwAhIeHK3T9I8TWUaJzQojWGjRooPDmFFVEIhH++OMPAOyNQnh4OOrWratxnoqKCqSnpysM8/Ly0pjAMzAwEJs2bcLXX3+N2NhYHDt2DOvWrcOSJUsQGBiIyZMnIyEhAQAbRKqucePGOHv2rFLdq79dx93dHXXr1lW6IXJ3d1fo58/lQfj6668RFxeHiooK+ThjNeNPTEzEkiVLcPDgQaUcA7m5ufL/9+7dG4GBgdixYwd69uwJmUyGX375BUOGDJHfgMbGxgKAPNeDKrm5ufD09JR/Dg8PN8p6EEIIIdbM1u539NGgQQOFzzweD/Xr15fnwzL3fcLjx48RFBQELy8vneYzx/2XKocOHcKqVasQExODkpIS+fDq94vjxo3D7t27cebMGXTt2hV///03UlNTMXbsWPk0sbGxyM3NhZ+fn8plccniOXQ/RuwNBaUIIUYlEAhqvJGr7unTp0pfsNHR0QqJOdXh8Xho2LAhGjZsiAEDBqBBgwbYsWOHXjdpAoFAp+FVf6FcvXo1PvzwQ7z55ptYuXIlvLy8wOfzMWfOHL1eeVxdRUUFevfujaysLCxcuBCNGzeGi4sLkpKSMGHCBIVlCAQCvP7669i8eTO+/vprnDt3Ds+fP1fIXcBN/8knn6jNRVD9NdP0ZhdCCCGEZW33O+paE1VUVKi9j9HEVu4TTH3/pcqZM2cwePBgdO3aFV9//TUCAwPh6OiIrVu3Kr0Ip2/fvvD398fPP/+Mrl274ueff0ZAQIDCsSOTyeDn56cyHygApR9M6X6M2BsKShFCLC4gIADHjx9XGKbubSWa1KtXD56enkhOTgbAJggF2ISQPXr0UJj2wYMH8vHGsHfvXnTv3h1btmxRGJ6TkwMfHx+Dy799+zYePnyI7du3KyQ2r77dOOPGjcP69evxxx9/4M8//4Svr69CU++IiAgA7Nt7dL2pJoQQQojuTHW/AwCenp5KL3ABgISEBNSrV09pONcSisMwDB49eoQWLVoAMP99QkREBI4dO4asrCydWkuZ+v5LlX379kEkEuHYsWMQCoXy4Vu3blWalvuhcNu2bVi3bh3279+PKVOmKAQKIyIi8Pfff6Nz584UcCK1EuWUIoRYnEgkQq9evRT+qjYHr+7SpUuQSqVKwy9fvozMzEx5d722bdvCz88P33zzjULT6j///BP37t3DgAEDjLYOAoFAKbfDnj17kJSUZLTyAcXWWQzDYMOGDSqnb9GiBVq0aIHvv/8e+/btw6hRo+DgUPk7RGRkJCIiIvDpp5+ioKBAaf7q3QsIIYQQYhhT3e8AbGDj4sWLKC0tlQ87dOgQnj59qrLsH3/8Efn5+fLPe/fuRXJyMvr37w/A/PcJw4cPB8MwWL58udI4TbmzTH3/pW6ZPB5PoatgfHw89u/fr3L6sWPHIjs7G9OmTUNBQYFCy3UAGDFiBCoqKrBy5UqlecvLy1UGGwmxJ9RSihACAPjhhx9w9OhRpeGzZ8+2QG00++mnn7Bjxw4MGzYMkZGRcHJywr179/DDDz9AJBJh8eLFAABHR0esW7cOEydORFRUFEaPHo3U1FRs2LABYWFhePfdd41Wp4EDB2LFihWYOHEiOnXqhNu3b2PHjh0qf51U59GjR1i1apXS8NatW6NPnz6IiIjA/PnzkZSUBDc3N+zbt08pt1RV48aNw/z58wFA6QaIz+fj+++/R//+/dGsWTNMnDgRderUQVJSEqKjo+Hm5ibPlUEIIYTYC3u83wHYF7Xs3bsX/fr1w4gRI/D48WP8/PPP8hZP1Xl5eaFLly6YOHEiUlNT8cUXX6B+/fqYMmUKAPPfJ3Tv3h1jx47Fl19+idjYWPTr1w8ymQxnzpxB9+7dMWvWLJXzGeP+S5V9+/bh/v37SsPHjx+PAQMG4LPPPkO/fv3w+uuvIy0tDRs3bkT9+vVx69YtpXlat26NF154AXv27EGTJk3Qpk0bhfFRUVGYNm0a1qxZg5iYGPTp0weOjo6IjY3Fnj17sGHDBrz66qsGrQ8h1oyCUoQQAMCmTZtUDp8wYYJ5K6KFadOmwdnZGSdOnMCBAweQl5cHX19f9OnTB4sWLULr1q3l006YMAHOzs5Yu3YtFi5cCBcXFwwbNgzr1q2Dh4eH0eq0ePFiSKVS7Ny5E7t370abNm1w+PBhvP/++1qX8eDBA3z44YdKwydNmoQBAwbgjz/+wDvvvIM1a9ZAJBJh2LBhmDVrltqm/2PGjMHChQsRERGB9u3bK43v1q0bLly4gJUrV+K///0vCgoKEBAQgA4dOmDatGnarzwhhBBiI+z1fqdv375Yv349PvvsM8yZMwdt27bFoUOHMG/ePJVlL168GLdu3cKaNWuQn5+Pnj174uuvv4azs7N8GnPfJ2zduhUtWrTAli1bsGDBAri7u6Nt27bo1KmT2nmMcf+lyq5du1QO79atG3r06IEtW7Zg7dq1mDNnDsLDw7Fu3TrEx8erDEoB7A+F7733nkKC86q++eYbREZG4ttvv8XixYvh4OCAsLAwvPHGG+jcubNB60KIteMxhrxLlBBCiNXKyMhAYGAglixZojLYRQghhJDa5eTJk+jevTv27NlDrW/MaMOGDXj33XcRHx+PkJAQS1eHEKtCOaUIIcRObdu2DRUVFWp/lSOEEEIIIabFMAy2bNmCqKgoCkgRogJ13yOEEDvzzz//4O7du/joo48wdOhQhIWFWbpKhBBCCCG1ilQqxcGDBxEdHY3bt2/jwIEDlq4SIVaJglKEEGJnVqxYgfPnz6Nz58746quvLF0dQgghhJBaJz09Ha+//jo8PDywePFiDB482NJVIsQqUU4pQgghhBBCCCGEEGJ2lFOKEEIIIYQQQgghhJgddd+rRiaT4fnz53B1dQWPx7N0dQghhBBiYQzDID8/H0FBQeDz6fc8Vej+iRBCCCFVaXv/REGpap4/f47g4GBLV4MQQgghVubp06eoW7eupathlej+iRBCCCGq1HT/REGpalxdXQGwG87Nzc2oZctkMqSnp8PX19fuf2mldbVPtK72idbVPtG6Gk9eXh6Cg4Pl9whEmSnvnwA6nu0Vrat9onW1T7Su9smU66rt/RMFparhmpy7ubmZJChVXFwMNze3WnFw07raH1pX+0Trap9oXY2PuqWpZ8r7J4COZ3tF62qfaF3tE62rfTLHutZ0/2TfW5gQQgghhBBCCCGEWCUKShFCCCGEEEIIIYQQs6OgFCGEEEIIIYQQQggxOwpKEUIIIYQQQgghhBCzo6AUIYQQQgghhBBCCDE7CkoRQgghhBBCCCGEELOjoBQhhBBCCCGEEEIIMTsKShFCCCGEEEIIIYQQs6OgFCGEEEIIIYQQQggxOwdLV4AQQgghhJjO6dOn8cknn+DatWtITk7G77//jqFDh8rHMwyDpUuXYvPmzcjJyUHnzp2xadMmNGjQwHKVrq6wEHj2DBAI2H95PKBhQ8DZGSgrAzIy2OmcnYGUFMDbG3j6lJ2ubl12mIMDUFTE/puRAYSGAgEBQG4u+5eeDtSvD2RmstPk5QFOTpXzi8WAoyO7HEdHwMen8nNuLnDlClBcDEgk7HI8PYGgIHa6jAy2DK68p0+B8nLA1RXIygKSkoDnz9nyBAK2jKAg9l8vL3a4oyO7fk+fsnUpKwOSk9npuM+ZmewywsPZbVZWVllfd3e2nmVl7F9REbudEhLYMp48YafNz2fLa9iQrVOTJuxyMzLY+bh6PHnCrm95OftvSAjg5saub2EhcPs2W25AAPuZKyMzk50OYD9XVAAyGZCYyG7/3Fz2/0FBAMNUrq9QCPj7A4GBldvc3V39snJz2f/n5VXuc19fdh245eflsf8vLAQePQLCwtj1T0xkt72HBzt9RAQQHMz+/8GDyuMqM7Ny+JUrQE4Ou9zy8spjVyIBmjZl16W0FLh+nd1H7dqx2zImBkhLA9q0qaxrVhZbjqcnW2fuOOP2W0CA4jHt5sZOU1YGpKay9XJ0ZOvIra+zc+UxwG0Xb292GLeNgcpjyN8fePyY3QaFheyw6udcYWFlfZ4+ZY8DBwe23vn57LHF57Nlccupem5xxylXTnBw5XHLrUtJCdC8eWWdq07DXRvi4tjjyMODPU68vNhxqamAVMoek8+esdu5vLzymIuIYOsTEcFuo0ePFI/3jAzg/n12mdy1gbtmPHvGlh0czNY9PZ09NrlzWyRi95Gra+VxV72erq7svGKx8rWJu4Zx51TVc4c7HgoLK/edRMJuz9zcyumcnRXPVQcHxX3BMOwxGxrKTiORAA0asHV1d2eXkZzMluftzc5/7Rrg58ceoyUl7DAPD/a6xeGW4+zMbj/uGsXNm5tbuV2447L6NcLbm92eZWVs3apeWxwd2fMwN5fddwEBbD0fPqw8NwG2jMeP2eVw83PXHe774uZN4NYt9jgVCNj9xp3vAgG7vKSkyv2elwfUq8fWITeX/ffJk8rreV4eW4fq122uvoGB7DQlJUDjxux+yMxk5+WucT4+7PokJipes7j9zl3THR2BO3fYOnt4sOVWVCjug6rHDsOw52SDBuy2qfodZmEUlCI2SyaTgc+nxn6EEEKIJlKpFC1btsSbb76JV155RWn8xx9/jC+//BLbt29HeHg4PvzwQ/Tt2xd3796FSCSyQI2rOXIEmDePvcE+f569+efz2YeEDz8Ejh8HLl9mH+qKi9l5iorYh06AfUDg8Spv1jl8fmXQIT9fcTg3L/eZGyYQsDf77u5Aly7AypXAqVPA7NnsQ0Z1jo7sw0Z+fuVDNI/HPhyow+cDkZHsA5xMxn52dGQf6kpLKx/Yq3JwYNePYdjyhUL2QYWrk4sLGwQoLWXrwgVNuPVUVx/uIa1hQ/YhKT+frUtxceW2rsrTkw3sPHjAjufx2Ief0FD2wS4zk607w7B/VdeV2y7cnyoiETt9QABbfnY2G9Spvqz0dPZhOy9PcV9yeLzK/2vaFxw+H2jUiH24y8qq3C8SCbtdc3KU94mqMqruV+6hsrBQsV7V68PjsfsXYOerOg13THPHaNVgWFUCAXscOjtXBne44QIBW055ec3HZWBg5Tl36hS7/Xk8tl5Vt7NAwAbZqq6rQMAug6sjd5xy24A7zp2c2PO36vnE41U+PDs4sNOUlLDbXNU613SOqdtGfH5l8O3RI+XrgrMzu61KSxW3fdu27HFYXq76eNNV1fUVCNhzXyqtPMYEAnb9qq+7kxM7vKKCLYMLIFY9V7l9UVamfE0E2HOseXM2yJycDNy4wa4vwJZd9RjWxMGBnUbT+czns8EWDw82+MJdI8rL2XVp3JgNLGZlVQZ6PD2B2NjK44PHY69vBQXK25BbLo/HLqNdO3bY/fvsMZaTo/6cEQqBoUMrg83cdwpXjxdeYI//O3fY7Vt9HatetwsLK7dhTZyc2Hny85W/h7hjlM9nt69Uqnk/ODmx1yipVPn7yc0N6NOH/Q5r2FC7upkQBaWITdq3bx9Gjx6N+Ph4BAUFWbo6hBBCiNXq378/+vfvr3IcwzD44osv8MEHH2DIkCEAgB9//BH+/v7Yv38/Ro0apXK+kpISlFS5yc37/0OuTCaDzBgPZZzCQmDePMiSk8G4uUHGBV0Yhn1gWriwspVQbq7iDXr1wIOqH7Jycth/q4+r/pkrl2thkZMDnD0LfPQRcOAAu3xV5VdUqF5G1bpVI+PzwfB4kFWdvnogSlX9uOAbwD4AVX0IKi1V/WDITa+uPgzDPozdvMk+4HAtdVTVAWD3wc2bivNnZLAPRdx83PL+v47yda0eRFSltJQNQHp7A+3bs/+vGljjWu8UF1cOr+kHTA37QsGDB4rzMIxy0EIDpf1aUcH+VZ9PVX2qBg+q7seq83KBMlUYhg1EccGoquVyZWva7hzunBMK2eO6asChyrJlPJ7qda1e56rHKTcNF0Cpvi5c8IBrmcdRt87a7lcOty7c8a6q7KoBxP+Pk/H5YIDK656xfjAvL2fXobxcOaCgalty83AYhj3vqk+nbl9wSkuBe/fYFjVcAPb/VF6b1NHmfAbYY7KwkA0kc9cIHo9d55s3K4OyXMvQ5GTlunNBzeqqLjc3Fzh9mp1OLGYDSuq2AQBZRQWYuDjInj9np+H2gYNDZaBMIGCHq1vHqtdtbY+L8vLK60r1earuO64+msotL1f/HVdQAJw5A3zyCWT//S8YhjHud/f/aVsmBaWITdqyZQvKyspw8OBBTJ8+3dLVIYQQQmxSXFwcUlJS0KtXL/kwd3d3dOjQARcuXFAblFqzZg2WL1+uNDw9PR3FqlrQ6OvZM6BuXchCQpDr4wMGAJ8LMFVtreLgwD5k6No6Qh/cQ5KzM1uHJk2MulwZj4fc+vUr19UQ3IOSMern4MCWV1OLIE7VQFP11mf/p/e6urmxrXZat1Yun+tGpKoViAUZdb9aEvdQX1io9riy2XXVo4WVza6rJlwLSalUYZuYbF0FgsoAHKB8vRAK2euOoUETrpWRRFIZrFFDvq4CAfhVr3tCIRu4U9cC15a4uAACAWSJiciVycAwjNF7IeVXDdxrQEEpYpMuXbqE7t2749atW5auCiGEEGKzUlJSAAD+/v4Kw/39/eXjVFm0aBHmzp0r/5yXl4fg4GD4+vrCjcvXYwwSCfDsGWTJyeA1agTf69fBr/pg4uqqvqWUqXBdazw8gF692FYFXIsEI5Dx+eAByutqCH26M1XHPYzpUw6XM6cavdZVIGBbSrm4sF2Lqs/n7KzYUspKmGS/WgKX+6ZaK5qqbHZd1QRPNTHpuhrjvNUHl4tKRUspk6yrgwN7Ta3aUqpq1zsHh5q7l2rDyUm5pZQa8nW9dYsN1HA/tnBdpblukCquazbD1xeoVw+ykBDwcnLg6+tr9KCUtikAKChFbE5mZiaysrIwdOhQ/Pbbb5auDiGEEFLrCIVCCIVCpeF8Pt+4N7USCbB+PTBvHnhiMfg8XmVLqeo5pXg88+eU+s9/2H+NmVMKAI9hwJfJ2Ac/e84pVXVddckpFRjI7uP27W0npxSq7Vd7zinF4ymvqy3klOLxKpP8a5tTCgAP/7/2Vd8O+uLWl8erDKKYM6dUkyZsTqmUFDYxP9fFUiZT3K+aGJpTSihUzCnl5GScnFIA+0MCj6c5p5SjI3jh4eBnZIDPdVXlzj8fH/vIKfXSS8CCBYBQCB6PZ/zvb0Dr8igoRWzOgwcPEBgYiPbt22P16tWWrg4hhBBiswICAgAAqampCOTeavb/z61atbJQrap5+WWga1c2OW1oqPLb995807Jv32vcGBg1it6+Z8jb98LCas/b97gHbFt++x53ztX09r3SUrt6+15pcjIOXL+OgR07QszlSuPevufgQG/f49jT2/c8POz/7XtW0JqRxzD20vnVOPLy8uDu7o7c3FzjNj8Hm+grLS0Nfn5+dv/WOFOu6y+//IL//ve/2Lt3L4KCglBcXKzy11pzof1qn2hd7ROtq30y9bqa8t7A3Hg8Hn7//XcMHToUAJvoPCgoCPPnz8e8efMAsOvr5+eHbdu2qc0pVZ2ptxEdz/aJ1tU+2eu6fv7555g7dy6WLl2KZcuWAbDfdVWF1tU+mXJdtb03sO8tTOxSSkoKAgIC5CeOppwXhBBCSG1XUFCAmJgYxMTEAGCTm8fExCAxMRE8Hg9z5szBqlWrcPDgQdy+fRvjxo1DUFCQPHBFCCEE+Pnnn9GnTx8cPnzY0lUhxK5Q9z1ic1JTU+Hv7w+BQICAgAA8f/4coaGhlq4WIYQQYpWuXr2K7t27yz9zCcrHjx+Pbdu24b333oNUKsXUqVORk5ODLl264OjRo1onKCWEEHtXUFCAGzdu4Pz58+jSpQukUilcXFwsXS1C7AIFpYjNSU1NRVhYGACgTp06SEpKsmyFCCGEECvWrVs3aMrWwOPxsGLFCqxYscKMtSKEENtx48YNBAQEoEOHDnB3d8eDBw/Qpk0bS1eLELtA3feIzUlJSZG/ujogIIC67xFCCCGEEEJM5tq1a4iMjASPx0P9+vXx6NEjS1eJELtBQSlic1JTU+VvC/L29kZWVpaFa0QIIYQQQgixV7dv30bLli0BgIJShBgZBaWIzeFySgFsUCozM9PCNSKEEEIIIYTYq4SEBISHhwMA6tWrh7i4OAvXiBD7QUEpYlNkMplCUMrLy4uCUoQQQgip1SoqKlBeXm7pahBitxITExESEgIACAoKwvPnzy1cI0LsByU6N6fCQuDZM0AoBPLzgcxMwNsbCAxkx2dksP/6+ABlZcCDB0BxMSAWA+Hh7PxlZexfZiZQUQE4OAD+/oC7O/D0Kfu5qAhwc2PLyswEeDzlacrLgeBgtix3d8DRkS3/zh0gN5cdlpDA1i0wkB0PsNPn5bH1dndn65iby06TlQU8fMiOF4kAZ2d2vqZN2Xnd3NhhPj7ssu7dA0JDgZSUyvWsWxd48gSQSoHmzdn5HB3ZaQICkJ+ZiYqKCnhnZQFiMbxzc5GZnAwkJrLTVFSw85SXAwUFgKsru739/dk6lpWx2yAggK1DYSG7jUpK2Ol9fYEGDdjpnJ3ZfcLtJx8fdl25Ot2/D3h4AKWl7DYuKGD3K7ft8/LYdSoqYv/Ny2OXU14OtGnDls9tawBITlZeFre/i4rY4Y8fs8ssK2OXw+239HR2Wz58yJbv71+5PRwcgOfPgfbtgUaNFJfFleHoyNYjOZktIzcXSE1lhwsEbBl16gBNmrB1eP6cnd/Tk91eubnssS2VAiEh7PSZmeznzEx2XwYHV25PbrncMZWZCTg5VR7nublAXBy7vUQidrhYXPM5VvXc4I6nlBSAYYCcHKB+fXY/BAez27+sjK0TdxzweOwxU1TELjcrC8jOZvdr1fpVnd7fn91fqtaNO++Tk4GgoMp1cHRkl5+Swu7XzEx23PnzbN1btmQ/c+sCsNtUIAD+/Zcts6KCrb+fH1vngIDKfcGtI1fX1NTKfSMWVy6fO38DAth5CgrYdeKO3fJy9t+rV4G2bdntUlrKzufqyi7PwYGd3sGhchunpLDzctuSO6YzMpTrxs2bksJO7+vL1o877qtOW3XfVt8XVbcTt08KCyvPs8JCtjx/f/YYv3WLPZcSEthlCoXK1w0vr8q6cNskL49dVnExW26HDpX72t29clncdZK7fubmste8Jk0qry25uez1SNV5xF2vql7LnZyAhg3Z+QsL2XmDg9n5Dh5k68Wdr/7+7L6QydjyKyrYayu3/x0d2W3EffdU/26pvi1zcyvr6+oKuLiw8wUFsdOlprLjPT0r9yF3/HPrGBbG7mc3N3Zbccd/Skrld5eDA1uuhwd7PFU9bwB2GY8esWU5OgL16rHbg5Ba7uWXX8aDBw8QGxsLx6rfQYQQgzEMg8TERPnbvgMDAykoRYgRUVDKXI4cAebNYx80Ll9mH+xkMvYhgwtQ3L/PThsSwj40ZWSwD9M8HvuAJBJVPhRWfYsOFzgoL2f/AHYeTdM4OLDlNWkCtGgBtGsHfPghG9xQhbvB4R5WBAL237Iy1dPz+UBkJHDtGrue3DyenuxDVGws+1Cn6Vc9gYANKmRny9cnx8sLfACuXbsCxcXw5vGQJZMBERGay+LWNTu7MjjE57MPoNXfSCQSsQ9zWVnsAxq3vdzd2XmKi9kgBbctuHW9fr1yXQHlcqsvIzKSffASidigxY0b7L7lliWTscvh1otbXtVtzOMpD9ekXj02AHHjBrsNAHbfurqy5WRna55f1X51dGT/X1M9JJLKB1+g8hgqL1c8zvl89kG2OkdHdpw6MlllWVXry40D2GW4uLAPunPnAsePA6dOsfu5+v6qvq5c/RwdFY8bJyd23aRSxXXj89ltUvW4dHRk9y8XAAHY/cDjsfveUNw2YpjKIFZ+vuI0Tk6VQQ1umdWPYU3HbnXVrzWqxjs5sdu9qKgyUCoQsNus6jnDTS8QsGXy+ZXXrqrbXN2+qLqOvr7sfk5PZ4Mb+fmVdW3TRvEYVofPZ/9kMs3TcgF37tjNy2OHC4XASy8BnToBn33GXjscHdnAUlwcWy+OuvOo6vbl89nvkClTgJ072fmLiyuXp6r+Xbuyx9qTJ+x3Snk5uyxPT/bazzDA7dvsuV/9u4Xblh4e7L6rfiypw+Ox+5hhFI9/Pr/y3OD+LS5mp9N0/eCO6/JyxekcHNjviI0bgX79tKsbIXbo4cOH+Oeff1BeXo6rV6+iY8eOlq4SIXYlLS0NJSUlCA4OBsAGpZKTky1cK0LsBwWlzKGwEHj3XfbXYC8v9uaee8gtKgIuXKh8aJPJ2NYSVR8MGIa9cS8uVl1+1Qf9qvNomqa8nH0gvHuX/bxrF/tZnerl1/Qwp0pFBftQxLUI02b6hAR2O/3/AT87Lw/uAPhFRQAAL4ZBJqA5IAWw2+7GDfYhxtGR3e6apv33X8VtWFEBpKWxD1LqHp4YRvuH+eJidr8PHMgGRbKyKrcpt6ya6LMPnjxhH4ar1rOkpDJApQ91gcnqCgoUP1evP3ecG7qcmpZRUAAkJQELFrBBA22PR3XnYWkpu/80LZdTteWbKVTdRuqCXKWl6sfpcgxXnaem8dWPMU0BuKqBDK41mKppNF0TS0vZfZydzU5TdX9oCmxWV1MwipOXx+7T6nUtLgaio9m/igr2Oi+Vstei6tQd31W3r0zGrtdHH7HHrouL+oAURyplg40VFZUBrpISNhB76lRlueqWX1qq3fWoep1Vlaft9qxOXd3Ky9mWZXPmsOtISC31zz//oGvXrnB3d8fp06cpKEWIkSUmJsLX1xfi/7fcDQoKQlpaGsrLy8HX5b6CEKISnUXm8PQp+4u2qyv7UMCp+it8RQX7gOHiovtDoSG4ByVNwQBLc/h/7NTJCTkAPKqM8gagU0apqttfE1Wtbar/31AMU9n1j2sVwrUeMiWuVVJtJhLV3FLPllnrDRIXYDaX8vLKc8oSxzyPV9mCz8mJ/TNGPcrL2e8KXa9n1b9/uCCRLV8PeDw2+PjsmaVrQojFnDt3Dl26dEFkZCRu3bpl6eoQYneqdt0DAH9/fzAMg3R1PUwIITqx0icXOxMczHZ/yM9X/tVbJqsMRkil7J85HxAEAjYwIhKZb5m64gIHpaXIAeBZZZQ3gBwAWocWtA34Vd0HVX/Z1+dXfk3LcHKqDBJp0wXOWMs1Z+DTGhUXs8e8g502FjXmcWpMDGPeujk4VJ5TljjmuWCzg0NlCzVj1MPBgf2u0PV6Vv37h/thxJavBwzDdkWsW9fSNSHEYu7cuYNWrVohIiICjx8/tnR1CLE7CQkJ8iTnAODk5ASJRIKs6i3lCSF6oaCUOTg7A59/zuY3EQorE83y+ez/O3Zk8344O7O5aTp1YvOhcA8SPB77AO3hwc5fPWjl6Kj8gF3TNA4O7C/tTZuyeUXWr2eXqQ6XGJd7iOE+60IgYBPmtm7NrmdNAQGBgE3e7erKTu/mhmw/P3gIBOy24vHg9f9WF9k1tTASidjl1q3LbnMXF+WWa1Wnbdascn8JBOy/fn7sNvLwUN2iicdT/KupPh07sg/MUVHs/8VixWX5+FQuX9Xy9GlZVa8ee3yJxZX7Uihkl+XpWfP8qnA5f2oikVTmjKp6DFU/ztUlLXZ0ZOdX91e1LA63LA6Px9ajTh3gk0/Ybe/jo10gmKtf9ePGyYntllt93YRC5WPc0ZHd9h4ebD0kEnaYk1PNy9cGt1wub5Srq/I0XI4gVcvU5thVNU9N47mk4WKxYt1UtZri8hEJBJUJ2atvc3X7guPkxO7jZs3YHH3cOevgoNv6cQGlmlp3ubmxCbuDgthlcceBSAR07w785z/svpbJ2GtP69bsdFWpO4+qt26qU4ctLyiIDchwidDVcXFhry9BQZXXcKGQrW9UFPvn7a36uwVgtyWXTF9bPF5l/rSqqp4b3Pcdt6814eapPh2XU+qLLyjZOam1KioqcP/+fTRt2pSCUoSYSNU373G8vLwoKEWIkdhpMwEr9PLLbODp/n02Kbc1vn1v7Firf/tezldfwePyZTag4OYG54QEOEVFIff4cfiKRJZ9+56ra+15+56Hh328fe/NN2t++56XV+15+56/f+14+969e+w1x5xv35szx7hv31uwQPu370VE2P/b96y1dSAhJhYfH4+KigpEREQgJycHGRkZKCgogEQisXTVCLEbiYmJ6Nq1q8Iwb29vZGbqlESEEKIGj2Fsud2+8eXl5cHd3R25ublwq+kXaB3JZDKkpaXBz8/P7pPimWpdly5diqSkJHz//ffyYb6+vjh27BjatGljtOXogvarfaJ1tU+0rvbJ1OtqynsDe2HqbUTHs2qHDh3CokWLcPv2bTAMA6FQiLt376J+/fpmqq1haL/aJ3tb18jISPznP//BK6+8Ih/Wq1cvvP7665gwYYJdrasm9rZfNaF1NQ5t7w3sewsTu5OTkwOPat1e3NzckFfTG6gIIYQQQuzM48eP5QEoHo8Hf39/pKSkWLhWhNgXVd33qKUUIcZDQSliU7KzsykoRQghhBAC5YflgIAApKamWrBGhNiXwsJCZGRkKLx9D6CcUoQYEwWliE1R1VLK1dUV+fn5lqkQIYQQQoiFVA9KUUspQowrMTERIpEIPlwexv+jllKEGA8FpYhNyc/PV+qPSi2lCCHEPP744w8cOnTI0tUghPyfqqAUtZQixHi4c4xX7Q211FKKEOOxmqDUmjVr0K5dO7i6usLPzw9Dhw7FgwcPFKYpLi7GW2+9BW9vb0gkEgwfPlzpizcxMREDBgyAs7Mz/Pz8sGDBApSXl5tzVYgJSaVSuLi4KAyjoBQhhJheYWEhBg8ejEGDBqGCe0MfIcSiqgelvLy8kJ2dbcEaEWJfEhMTlbruAdRSihBjspqg1KlTp/DWW2/h4sWLOH78OMrKytCnTx9IpVL5NO+++y7++OMP7NmzB6dOncLz588V3oJQUVGBAQMGoLS0FOfPn8f27duxbds2LFmyxBKrREygsLAQzs7OCsMoKEWI8SUnJyM2NtbS1SBW5Nq1a/Dz84NEIsGdO3csXR1Car2SkhKkpKQoBKU8PT0pKEWIESUkJCglOQcADw8P5OTkmL9ChNghB0tXgHP06FGFz9u2bYOfnx+uXbuGrl27Ijc3F1u2bMHOnTvRo0cPAMDWrVvRpEkTXLx4ES+++CL++usv3L17F3///Tf8/f3RqlUrrFy5EgsXLsSyZcvg5OSktNySkhKUlJTIP3PBDZlMBplMZtR1lMlkYBjG6OVaI1Otq1QqhVgsVijX1dUVubm5FtuutF/tU21f1x49euD+/fuQSqUQiUQWrJ1x1fb9aojr168jMjISJSUluHDhApo3b26Uco3B1Pu1NhwvxPY8e/YMjo6O8Pf3lw+joBQhxpWYmIiIiAil4e7u7vSjOCFGYjVBqepyc3MBsM2QAfYX2rKyMvTq1Us+TePGjRESEoILFy7gxRdflN8kV/1y7tu3L2bMmIF///0XrVu3VlrOmjVrsHz5cqXh6enpKC4uNuo6yWQy5ObmgmEY8PlW00jNJEy1rvn5+SguLkZaWpp8GJ/PR1pamsIwc6L9apibN2+iqKgIL774olHKM5bavF8zMjJw//59CIVC/P3332jfvr2lq2g0tXm/GurKlSuIiIhAQUEBbt++bbFrriqm3q/0Mg1ijRITExEcHKxwzFPrDUKMKzExUd4goirqqUGI8VhlUEomk2HOnDno3LkzXnjhBQBASkoKnJyclN68VvUtIykpKQoBKW48N06VRYsWYe7cufLPeXl5CA4Ohq+vr1JCbUPJZDLweDz4+vrWiochU6xrcXExgoOD4efnJx8WFBSEBw8eKAwzJ9qv+mMYBuPHj0dqairy8/OVumZaUm3erxcuXEDTpk0RERGBR48eYeDAgZauotHU5v1qqPT0dHTq1AmFhYW4cOGCxa65qph6v9pTa0FiP6rnkwKopRQhxqau+x4FpQgxHqsMSr311lu4c+cOzp49a/JlCYVCCIVCpeF8Pt8kN7Y8Hs9kZVsbY68rwzAoLCyEq6urQpnu7u7Iz8+36Dal/aqfe/fuIS8vD97e3rh69Sq6detmeAWNqLbu1/v376Nly5Zo1KgRbt68aXfrX1v3q6GSkpIQGhqKsrIy7Ny50+q2nyn3q7WtKyEA8PTpUwpKEWJCFRUVePbsmdqgVGlpqUIaGEKIfqzuLmvWrFk4dOgQoqOjUbduXfnwgIAAlJaWKjVJTk1NRUBAgHya6m/j4z5z0xDbVVRUBIZhKNG5Hbl58yZeeOEFdOrUCTExMZauDvm/+Ph4hIWFoV69eoiLi7N0dYiVePr0KYKDgxESEoLExERLV4eQWk9VSynqvkeI8aSmpqK8vFzhmZTD9aihZxBCDGc1QSmGYTBr1iz8/vvv+OeffxAeHq4wPjIyEo6Ojjhx4oR82IMHD5CYmIiOHTsCADp27KiU5+L48eNwc3ND06ZNzbMixGQKCwsBAC4uLgrD3dzcKN+Hjbp9+zaaN2+Oli1b4ubNm5auDvk/LigVHh5OQSkCgL3p5rq3+/v7IzMzE2VlZZauFiG1mrrue8XFxUbPi0pIbZSYmIiAgACVvWpEIhGcnJzkeZAJIfqzmqDUW2+9hZ9//hk7d+6Eq6srUlJSkJKSgqKiIgBsF61JkyZh7ty5iI6OxrVr1zBx4kR07NhRniC5T58+aNq0KcaOHYubN2/i2LFj+OCDD/DWW2+pvJgQ2yKVSsHj8ZRye7i6utKvFDbq8ePHaNiwIerVq4f4+HhLV4f8X9WWUklJSdQ0neDZs2dwcXGBh4cHfH19AQAZGRkWrhUhtRuX6LwqLvcqtZYixHDq8klxqLcGIcZhNUGpTZs2ITc3F926dUNgYKD8b/fu3fJpPv/8cwwcOBDDhw9H165dERAQgN9++00+XiAQ4NChQxAIBOjYsSPeeOMNjBs3DitWrLDEKhEjKywshLOzM3g8nsJw+kKwXUlJSahbty5CQ0OpO5CVYBgGiYmJCA0Nhb+/P3g8ntoXRZDa49mzZ6hbty54PB6cnJzg6emp1F2eEGI+3LW6+gOzk5MTnJ2dKa8UIUbA3Q+pQ88ghBiH1SQ6ZximxmlEIhE2btyIjRs3qp0mNDQUR44cMWbViJWQSqVKXfcA9gtBKpWioqICAoHAAjUj+nr27Bnq1KmD4OBgPH36FDKZjBIKW1hqaiqKi4sREhICgUAAX19fpKamarwpI/YvLS1N4e22/v7+FJQixIKys7MhlUqVWkoBbBc+ailFiOFUBX6roqAUIcZBT3/EZmgKSgGgvFI2RiaT4fnz56hbty7q1q2LsrIyapFjBVJSUuDh4QGxWAyAgg+ElZGRAR8fH/lnOi4IsazExER4enrC1dVVaZyrqysKCgosUCtC7At13yPEPCgoRWwG132vOm6YVCo1d5WIATIyMlBaWoo6depAKBTC09NT4SUFxDLS09Ph5+cn/+zn50fBB4KMjAx4e3vLP1NQihDL0tSCQyKRUFCKECOoqfueu7s7BaUIMQIKShGboa6llEAggEgkoqCUjUlKSoKnp6e8RY6vry/S09MtXCuSnp4uT2QNUPCBsKq3lKJgJSGWRUEpQkyPuu8RYh4UlCI2QyqVqmwpBQAuLi50A2ZjkpKSUKdOHflnPz8/aillBdLS0hRaSvn7+9N+IUpBKR8fH3r7np1ZtmwZeDyewl/jxo0tXS2iBgWlCDGt/Px8ZGdnawxK0blGiHFQUIrYjMLCQpUtpQA2KEUtpWxL9W5i1FLKOlBLKaJKZmamQlDK09OT3u5lh5o1a4bk5GT539mzZy1dJaJGTUEpyrNJiGESExMhkUjg6empdhp6/iDFxcVo1aoV3n33XUtXxaZRUIrYDHXd9wD2Boy+FGxLZmamQo4aaillHdLS0igoRZRUbylFb/eyTw4ODggICJD/Vd3nxLpQSylCTIs7x3g8ntpp6FwjBw4cwK1bt/Dll1/SsWAAB0tXgBBt1dR9j4JStqV6ywtfX196+54VSE9PR/PmzeWfvb29kZmZacEaEWugKihFLaXsT2xsLIKCgiASidCxY0esWbNGbeCjpKQEJSUl8s9cXhWZTAaZTGb0uslkMjAMY5KyrY0265qYmIi6deuqnMbFxQX5+fk2sa1ov9one1jXuLg4BAcHa1wHLn2Ira+rtuxhv2pL23U9dOgQFi1ahJ9++gkXL15Ejx49zFRD4zHlftW2TApKEZtRU/c9ik7blszMTPj7+8s/+/n54datWxasEQGUu+9R8IEwDKP09j06LuxPhw4dsG3bNjRq1AjJyclYvnw5XnrpJdy5cweurq5K069ZswbLly9XGp6eno7i4mKj108mkyE3NxcMw4DPt++G/jWta1lZGZ4/fw5nZ2eVLYx5PB7S09NtovUx7Vf7ZA/reu/ePQQEBGg8j2QyGbKyspCTk2PT66ote9iv2tJ2Xc+ePYtVq1ahVatWiI6OxgsvvGDGWhqHKfertl3JKShFbIam7nvUUsr2ZGRkoGnTpvLPvr6+NnEDbe9UtYjJysqyYI2IpUmlUpSXlyvk1aCglP3p37+//P8tWrRAhw4dEBoail9//RWTJk1Smn7RokWYO3eu/HNeXh6Cg4Ph6+sLNzc3o9dPJpOBx+PB19e3VjwMaVrX+Ph48Pl8NG/eHAKBQGm8v78/UlJSFPI2Wivar/bJHtY1LS0NrVu31ngeBQQEoKysDB4eHja9rtqyh/2qLW3WNTc3F/Hx8ejTpw/u37+PpKQkm7juVmfK/SoSibSajoJSxGYUFhYqtOCoinJK2Z7qOaW8vb3pIdcK5OTkKAQfvLy8UFhYiNLSUjg5OVmwZsRScnNzAUAh0ODp6QmpVIqysjI4OjpaqmrEhDw8PNCwYUM8evRI5XihUAihUKg0nM/nm+xhhcfjmbR8a6JpXbm316o791xdXSGVSm1mO9F+tU+2vq4JCQl45ZVXNNbf1dUVhYWFNr+uuqB1rfTgwQP4+fnB19cXDRo0wOnTp212u5hqv2pbnm1uNVIrUUsp+1I9p5SHhwclTrYwhmGQk5MDDw8P+TAuQEUBw9orJycHEokEDg6Vv2PRcWH/CgoK8PjxYwQGBlq6KqQaTUnOAUq+bOtmzpyJNm3aoKioyNJVqdXi4+MRFhamcRo612q3e/fuoUmTJgCA+vXrq/0Rh9SMglLEZtSU6Jy+FGxL9ZZSFJSyvKKiIpSWlioEpYRCIcRiMQUfarHc3Fy4u7srDBOJRBCJRHRc2JH58+fj1KlTiI+Px/nz5zFs2DAIBAKMHj3a0lUj1SQkJFBQyk4lJCRg8+bNePToEQ4dOmTp6tRaRUVFSE1NrTEoRT+K125Vg1LBwcFITk5GeXm5hWtlmygoRWxGTYnO6UvBdqhKnOzu7o6SkhKTJMgl2uGCgtUDEF5eXpRXqhZTFZQCKK+UvXn27BlGjx6NRo0aYcSIEfD29sbFixfVdpsnllNTCw4KStmuw4cPo2vXrpg0aRL++ecfS1en1kpMTIRIJKoxPxCda7Xb/fv30bhxYwBsfjGGYZCammrhWtkmyilFbIam7nsSiQRJSUlmrhHRF5c42cvLSz6Me+jNyclBQECApapWq3HdtKrnKaHgQ+2Wm5ur0HqOQ8eFfdm1a5elq0C0lJCQgLZt26odTw/KtuvkyZPo0aMHGjVqhNWrV1u6OrVWfHw8QkNDwePxNE5H51rtlpCQgPDwcACAo6MjfH19kZycjDp16li4ZraHWkoRm1FT9z1qKWU7VCVO5rqJceOI+VXPJ8Wh4EPtlpOTo7KllLu7u9av+iWEGE9CQgJCQ0PVjqcHZdt148YNtGvXDk2aNMGDBw8gk8ksXaVaSZt8UgD7/FFaWoqysjLTV4pYnadPnyI4OFj+OTAwEM+fP7dgjWwXBaWIzaDue/YjNzcXEolE6VXWlFfKstQFpaj7Xu2mrvuem5sb8vLyLFAjQmovhmGQkJCg8YFZLBajsLDQfJUiRiGVSvH48WM0b94c9evXR3FxMfUCsBBtg1ISiQQA6HyrhQoKCpCdna2Q3y8wMBDJyckWrJXtoqAUsRk1vX2PfhW0HeoecikoZVnZ2dnUUoooUdd9z9XVlYJShJhZWloaiouLNSY6d3Z2RklJCbWysTH37t2Dp6cnAgICIBQKERISQm/zshBtg1JcDw4KStU+T58+hVgsVkhF4uPjg4yMDAvWynZRUIrYjMLCQrXd9yQSCbWUsiEUlLJO6oIPbm5u1E2rFlPXfY+OC0LMLz4+Hv7+/hCLxWqn4cbRi0Nsy507d/DCCy/I8xgFBwcbraVUQUEBvvnmG/ohQUtcTqmaCAQCiMViegaphRITExESEqKQd8zb25t6FuiJglLEJjAMU2NLKfpCsB3qglLu7u4UlLKgnJwceHp6Kg2nblq1m7rzlVpKEWJ+NeWTAiqDUkVFReaoEjGS27dvo3nz5vLPdevWxbNnz4xS9rp16zBjxgx88MEHRinP3sXGxqJ+/fpaTUs/jNdO1fNJAWy6i8zMTAvVyLZRUIrYhOLiYjAMQ0EpO6Gu5YWHhwclOrcgdTmlKChVu2nKKUUtpQgxL22CUiKRCAB1KbI19+/fR5MmTeSf69ati6dPnxql7J07d+KDDz7A9u3bUVpaapQy7VV2djYyMzPRoEEDraZ3cXGhc60WSkxMVApKUUsp/VFQitgE7mKv6e17lFPKdlD3PetEQSmiCuWUIsR6aJPrhs/nQygUUkspG/PkyRNERETIP9epU8coLaVSUlIQFxeHefPmwcnJCdeuXTO4THsWGxsLHx8fld97qkgkEgpK1UJPnz5Vyu1HLaX0R0EpYhO4VlDqcihwTWcZhjFntYieKChlndQlOqegVO2mKacUHReEmJc2LaUA9kc8CkrZDplMhri4ONSrV08+zM/PzyhJk69fv46GDRvCw8MDXbt2xcmTJw0u057FxsZq3UoKoJZStZWq7nvUUkp/FJQiNkEqlcLZ2VkhmVxVLi4uqKiooCbJNoKCUtYpNzeXckoRJZpySlH3PULMS9sEzGKxmIJSNiQ5ORmlpaUK+9ZYb/J68uSJPD9S165dcfbsWYPLtGe6BqUop1TtxCU6r8rb25taSumJglLEJhQWFqrNJwVAPo6+FGwDJTq3Trm5uXBzc1MaTkGp2k1TTik6LggxH5lMptTFSx0KStmWJ0+eoG7duhAKhfJhxgxKcS2wWrdujZs3bxpcpj2LjY1Fw4YNtZ7e2dmZnj9qGYZh1CY6z8rKop47eqCgFLEJmt68B1R266O8UrZBU1CKEp1bTn5+PlxdXZWGU/Ch9mIYBgUFBWqDldRSihDzef78OUpKShS6eKkjFoupS5ENqRo44vj4+CA7Oxvl5eVGK7t58+ZISkqi1hwa6NN9jwLAtUtGRgaKi4tVdt+rqKigeyM9UFCK2ASu+546fD6f3sBnQzQlTqYLueXUFJSiX35qn6KiIshkMkgkEqVxlOicEPOKjY1FSEiIQmsadaillG2pnk8KYINSDMMYnKOmalDK09MTISEhuH37tkFl2iuGYSinFKnR06dP4eXlpdRgws3NDXw+3yh5pUpKSmpVfioKShGbUFP3PQAUlLIhmnLUUGs3y9EUlKqoqKAHnFqIOx9VBaWoBR0h5qXLwzIFpWzLkydPEB4erjBMLBbDxcXF4C58cXFxCmW3aNECt27dMqhMe5WZmYmcnBx5Di5t0EsFah9VXfcAgMfjGeXeqKioCK1bt4a3tzeio6MNKstWUFCK2ISauu8BFJSyJeqCUhKJhFpKWQjXTUtVUIobRgGI2ic/Px+Ojo4qW2a4urqirKwMJSUlFqgZIbVPbGys1g/L9KBsW1R13wMMzysllUpRUFCAwMBA+bAWLVpQXik1Hj58iICAAJX3QupQS6naR1WSc44xUpH88ssvcHBwwGeffYbp06ejoqLCoPJsAQWliE0oLCzU2H0PoKCULaGWUtansLAQDMOovBFzcnKCSCSioFQtVFBQoLKVFAB5nik6Lggxj0ePHunUUooelG2HqYJS6enp4PP58PLykg9r1qwZ7t69q3eZ9uzff/9Fs2bNdJqHglK1j7qWUoBxWpHv27cPY8eOxaxZs1BcXIzffvvNoPJsAQWliE3QpqWUs7MzfSnYAIZhkJeXp7ZFTnFxscFJPYnuuGCgul8HqatW7aQpKCUUCuHg4ECtGwkxE+q+Z5+KioqQnJxskqBUWloafH19wedXPvJxQSnKE6lMn6AUtUqsfRITE00WlJLJZDh37hx69uwJR0dHTJ8+HT/88IPe5dkKCkoRm1BTonOAWkrZipKSElRUVKgMfnAPv/SQa34FBQUQiURwdHRUOZ6CUrWTujxjgPFyJxBCaiaTyfD48WMKStmh+Ph4iMVi+Pn5KY3z8PBATk6O3mWnpaUplduoUSMUFBQgKSlJ73Ltlb5BKfpRvHZ5+vSp2u57ht4XxcbGoqSkBM2bNwcAjB07FidOnMDz58/1LtMWUFCK2ARKdG4/NCVO5vYxdeEzP3X5pDgUfKidNLWUAugNfISYy7Nnz1BaWqqUDFsdCkrZjvj4eISFhYHH4ymNMzQ/jaqglEgkQkREBP7991+9y7VX1H2PaMOU3ff+/fdfNGnSRP4jcd26dREVFYUdO3boXaYtoKAUsQnUfc9+5OfnQyAQQCQSKY3j8/mU7NxCpFIpBaWIkvz8fI1BKYlEQj8GEGIGsbGxCA0NhZOTk1bTU5ci28EFpVQxNCiVmpoKf39/peFNmzalvFLVZGdnIzk5mbrvEY3Ky8uRlJSksaWUIeesqtyB48aNw88//6x3mbaAglLEJlD3PfvBtbxQ9YsgQG/gsxRN3bQAahFTW9XUgk4ikVDLRkLMQNcWHJTo3HbExcWpbQHn4eFh9JZSACU7V+Xff/9FUFAQPDw8dJqPWkrVLsnJyWAYBkFBQSrHu7u7G9x9r/pbVocOHYrY2FjcuXNH73KtHQWliE3Qpvues7MzBaVsgDbdgegh1/xqCj7Qfqmdajpf6ccAQszjzp07eOGFF7Senrrv2Y6aWkoZmlPK19dXaXjTpk2p+141+nTdA6inRm2TmJiIwMBAk+VgVdVSytXVFYMHD7brLnwUlCI2QZvue/RLhW3QJihFLaXMr6b9Qi1iaqeaWtDRcUGIeVBQyn6ZsvtednY2vL29lYZz3ffoDXyV9A1Kubi40LlWi2hKcg4YJyhVvaUUAIwZMwY7d+6ETCbTu2xrRkEpYhMKCwup+56d0OYhl4JS5ldTTikKPtRO1FKKEMtjGIaCUnbM1EEpVd3RGjdujLy8PLt/o5cuKChFtKEpyTlgWFBKU76qvn37oqCgAOfOndOrbGtHQSliE7RNdE4PR9aPuu9ZJ8odRFShFnSEWN7Tp09RWFiIRo0aaT0PdSmyDQUFBUhPTzdZTqmcnByVQSmxWIx69epRXqn/YxgGt2/f1inwy3F2dkZxcTEqKipMUDNibRITE03WUiotLQ0MwyAgIEBpnJOTE0aMGIGdO3fqVba1o6AUsQnUfc9+UPc960RBKaJKTS0bqaUUIaZ3584dNGjQQOVba9WhllK2ISEhAS4uLiq72AGG55TKycmBp6enynHNmjWjvFL/9/z5c2RmZqJFixY6z8s9n9D5VjuYsqVUcnIyfHx81L5ldcyYMfj1119RWlqqV/nWjIJSxCZQ9z37oU3LCwpKmR913yOqUEspQixP1657AAWlbAXXdU/dG4m5N3npm0dGXUspoDKvFAFiYmLQsGHDGp81VOGCUro+gzAMg5iYGLsMMNizxMREjUEpQ55Hk5OTERgYqHZ8p06dIJFIcOzYMb3Kt2YUlCI2gbrv2Q/qvmedqKUUUYWCUoRYnr5BKWo9bv005ZMC2KAUwzB6XWeLi4tRXFysNihFLaUq3bhxA61bt9ZrXkdHRwgEAp3Ptx9++AGtW7fGlClT9FousYyEhASEhoaqHe/i4qL3fVFNQSk+n4/XX3/dLt/CR0EpYhOkUqlWLaXoBsz61dQdiLrvWQYFH4gq1H2PEMvT54FZJBKhpKTERDUixhIXF6c2nxTAdgUCoFdeKa7bn7u7u8rx9Aa+SjExMWjVqpVe8/J4PL1+GF+/fj3WrVuHXbt24dGjR3otm5hXQUEBsrKyNAalJBKJyVpKAWwXvoMHD9rdsxIFpYjVYxgGhYWFWuWUoocj60fd96wTtZQiqlCwkhDLkkqluHv3LiIjI3Waj4JStqGmllJ8Pl/vlhc5OTkQi8UQCoUqxzdu3Bi5ublITk7WuWx7Y0hLKUD33hrx8fGIjY3F9OnTMWDAAPz44496L5uYT0JCApydndXmgAPY59GysjK9umU+f/68xqDUCy+8gAYNGuC3337TuXxrRkEpYvVKSkogk8m06r5HLaWsH3Xfs0415ZSi/VI75efnazxf6ccAYkukUimuX7+OpKQkS1dFazExMfDz80NQUJBO8wmFQhQXF5uoVsRYagpKAfq3vNCU5Bxg75vDw8NrfV6p3NxcPHnyRO+WUoDu3WWvXLmCFi1awM3NDaNHj8bvv/+u97JN5b///S+Cg4Px9ttv05sF/4/ruqcuBxygf44xAEhPT4e/v3+N073xxht214WPglLE6nEnNSU6tw/09j3rRC2liCp0XBB7EBsbixkzZsDHxwc9e/ZEeHg4pkyZYhMJhq9evYq2bdtqfAhSRSgUUkspGxAXF6dVUErfllLq8klxmjZtWuvzSt28eRN16tSBr6+v3mXo2lLqzp07aN68OQCgZ8+euHv3Lp4/f6738o3twoULeP/99/Hpp5/i2LFjWL9+vaWrZBVqyicFVD6v6vNMmpmZqbEVFmf06NGIjo62q1aOFJQiVo/75UEsFmucjmspRX3jrVtNOWqo+55laBt8oPOr9qioqEBhYSG1lKpFNm7ciLCwMIhEInTo0AGXL1+2dJUMcv78eQwfPhzNmzeHVCrFhQsXkJWVhUePHuHSpUt4//33LV3FGnFBKV2JRCJUVFSgvLzcBLUixpCdnY2srCxERERonM6Q7nvq8klxmjVrVutbShnadQ/QPSj177//olmzZgAALy8vtG3bFsePHzeoDsb04YcfYu7cuRg5ciS+//57rFy5EhkZGZaulsVpE5QSCAQQi8V63RtlZWXBy8urxunq1q2Lrl27YteuXTovw1pRUIpYPS7JOZ+v+XB1cXEBwzDUXN3KUfc961RT9z2JRIKKigr65b0W4W6oqKVU7bB7927MnTsXS5cuxfXr19GyZUv07dsXaWlplq6a1hiGwaNHj/D555+jffv26N+/P+rVq4fY2Fj8+OOPaNWqFXg8HkJCQrB3715s2rTJ6h/I9Q1KcXmEDL1mZ2dnIyoqCh999JFB5RBlsbGx8PX1rbE1k77X2dzc3BqDUtRSyrAk5xxdu+9Vf6Nmnz598NdffxlUB2NJTEzEqVOnMGvWLABA165d0a5dO3z//fcWrpnlaROUAvQPJGsblALYLnw///yzzsuwVg6WrgAhNSksLKyx6x6g2Ie3plZVxHKo+571KS8vR3FxcY3BB4DdfyKRyFxVIxbE3VBpyudHLaXsx2effYYpU6Zg4sSJAIBvvvkGhw8fxg8//KCyRVFJSYlCwCMvLw8AIJPJIJPJjF6/v//+G8+fP5cn8Ob+0tLSkJSUhMTERMTExCAvLw9RUVGYOHEiRo8eLX97WfU61a9fH+PGjcPatWuxbds2o9fXEDKZDAzDICcnBw8ePEDr1q113qaOjo4AgKKiIoPuiT755BPk5uZi9erV6NmzJ9q3b693Wapw62qKY8baVF/X+/fvo2HDhjWuu4uLC/Ly8nTeRlxOQE3zNWnSBHfu3EF5eXmNP/7qwpb2640bNzBgwAC96yqTySAWi1FQUKBVGRUVFXj8+DHq168vn75Hjx7YvHkzKioqdO6qa2y7du1C9+7d4ePjI6/fW2+9hXfffRfvvvuuzexXQ6k6hhMSErQ6VrheH7pup6ysLHh4eGg139ChQzFz5kzcuXMHTZs21Wk51ZnyfNW2TApKEasnlUprTHIOsE3VeTwepFIpfHx8zFAzog96+5714bY39/CmilAohEAgQH5+Pp1ftQQXgHRwUH+rIJFIUFRUhIqKCggEAjPWjhhTaWkprl27hkWLFsmH8fl89OrVCxcuXFA5z5o1a7B8+XKl4enp6SZpsfz+++/LAywikQhOTk4QCoXw9vZGQEAAmjRpgrlz56Jp06bywHlxcbHGuowcORIDBw7EkiVLNH4vmZtMJkNubi5iYmJQt25d8Pl8nVuscd32nj17ZlAXvj179mDhwoW4dOkS1q9fj6+++krvslTh1pVhGKMGRaxR9XW9efMm6tatW+O+dXR0REpKis7HQEpKChwcHDTO5+/vj5KSEpw/fx4NGzbUqXxNbGW/lpaW4u7duwgODta7VahMJpNvZ23KSElJQXl5OZycnOTT16tXD3l5eThz5gwaN26sVz2MZdeuXRg7dqzCunTo0AHFxcXYv38/WrRoYfX71RhUHcNxcXFwc3OrcT8LhUIkJSXpdEwVFRXJ76e0na9Pnz7YvHmzwne3Pkx5vmr7TEdBKWL1uO57NeHxePQGPhugTe6iwsJCyGQyu//Csxb5+fng8Xgag788Ho+6atUyNeV/Aypb0EmlUo1BTWLdMjIyUFFRofTWH39/f9y/f1/lPIsWLcLcuXPln/Py8hAcHAxfX1+THAuXL19Geno6fH19jfbd4OfnhwYNGuDChQsYM2aMUco0BplMBh6Phzt37iAqKgp+fn56lcPn8+Hq6qr3/GlpaXj06BGGDx+O1q1bIyoqCs7OzkYN4HHrasz9aq2qr2tSUhJatGhR4/7x9vYGj8fTeT8yDANfX98a5+vQoQPu3buHLl266FS+JrayX2/cuAGxWKzXywQ4MpkM7u7u4PP5Wu2jJ0+ewN/fH8HBwQrDu3btipiYGHTt2lWvehhDTk4Obt68iQMHDiity+jRo/Hnn3+ia9euVr9fjaH6MVxaWorU1FS0atWqxv3s7u4OBwcHnc5Z7q2wDRs21PhjYFVvvvkmZs+ejfXr1xu0P0x5vmrbu4KCUsTqFRYWatVSCqCuJNaOYZgaXzHPjaspwTIxnvz8fLi4uNR4Q0ZBqdqlplaNgGK3aQpK1S5CoVCet6gqPp9vsocVHo9n9PIHDx6MY8eOYezYsUYr0xh4PB7OnTuHMWPG6L2+QqEQZWVles9/+/ZtREREwNPTE23atEFISAiOHj2KESNG6FWeOqbYr9aq6ro+evQIr776ao3r7erqCqlUqvP2KSgo0Oohs3Pnzrhw4QKmTZumU/k1sYX9evPmTbRq1crglr7cj+LarGtSUhJCQkKUpu3duzdOnDiBOXPmGFQXQ5w9exYNGjRQCpgBwJgxY9C7d28sW7bM6versVQ9hpOSkiAQCFCnTp0a151rRa7LNuJeTODk5KT1PP3798ekSZNw4cIFvPTSS1rPV11ZWZnJzldty7P/o4nYPG277wG6v/2CmFdxcTFkMlmNb/MCQMEPM6opUMihoFTtok1QysHBAUKhkI4LG+fj4wOBQIDU1FSF4ampqQgICLBQrcyjX79+OHbsmNXlSCkpKcGlS5cMetAQiUQGdaW8efMmWrRoAYB9OBs+fDh+++03vcsjlRiGwcOHD7XqMqfvd68213AA6NKlC06fPl0r36577do1REZGGlyOLm9be/r0qcqgT8+ePXHy5EmUlZXVWEZJSQk2bdqEuXPn4uTJk7pWV60TJ06gZ8+eKse1a9cOfn5++Pvvv422PFvy5MkThIaGahXA1KeRhC5JzjlOTk4YPnw4du/erdN8nJKSEsybNw8NGjSw+IvCKChFrJ623fcA9iJA3fesF3dTpekmycnJCU5OTvSQa0ZcS6maUFCqdtGm+x5ALVTtgZOTEyIjI3HixAn5MJlMhhMnTqBjx44WrJnpdejQAYWFhbh3756lq6Lg1q1bcHV1RaNGjfQuQygUGvT2vSdPnqBBgwbyz8OHD8fhw4ct/vBiD1JTU5Gfn4/69evXOK2+373aXsO7du2K5ORkqzsHzOHKlSto166dweXokj5EXVCqRYsWEIlEuHLlisb5s7Ky0LlzZ2zatAlFRUUYMmQIPv/8c73qXd25c+fUdh/k8XgYPXp0rQ1Mx8bGap13TZ+37+kTlALY3Ih79+5FRUWFTvPJZDKMHDkSp06dwm+//WbxlxhZTVDq9OnTGDRoEIKCgsDj8bB//36F8RMmTACPx1P469evn8I0WVlZGDNmDNzc3ODh4YFJkybRA5QdoO579qOgoAACgUBll4+qKPhhXtRSiqii7a/sdFzYh7lz52Lz5s3Yvn077t27hxkzZkAqlcrfxmevHBwc0K5dO1y8eNHSVVFw6dIldO7c2aA3cRkalKr++vOWLVvC19fXal5db8vu3r2L0NBQrX50lUgket3bavvd7uLigt69e+PAgQNqp7l+/Tr27NmjdzJwa1RaWoqbN28aLSil7T5KSkpCnTp1lIbz+Xz07NlTY0uk8vJyDBkyBHXq1MHVq1exadMm/PPPP/jggw9w+vRpvesPsK1mbt26pXF7jBkzBidOnEBGRoZBy7JFsbGxCkF6TfQ5Z/UNSkVFRQEATp06pdN83333HW7evIm//voLbdq00Xm5xmY1QSmpVIqWLVti48aNaqfp168fkpOT5X+//PKLwvgxY8bg33//xfHjx3Ho0CGcPn0aU6dONXXViYlR9z37wf1qp03uItqP5pOXl0fBB6JE26AU/RhgH0aOHIlPP/0US5YsQatWrRATE4OjR48qJT+3Rx06dLC6oNSpU6fQq1cvg8owtPtefHy8QlCKuvAZz61bt9CyZUutpjWk+542LaUAYNSoUdi6datSN9aioiKMGTMG3bp1w+rVq9GgQQO76b5169YtuLi4ICIiwuCyxGKx1i2l0tLS1F5Xe/XqhaNHj6qdd+3atcjIyMCuXbvkuYciIyOxdOlSzJkzx6BuyDdv3oSrqyvCw8PVTtOgQQO0atVK6Rm8Nnj48KHWQSl97osyMzP1CkoJBAK89tpr2LVrl9bz5OTk4IMPPsCGDRv0WqYpWE2i8/79+6N///4apxEKhWpzG9y7dw9Hjx7FlStX0LZtWwDAV199hZdffhmffvopgoKCVM5XUlKi8CtSXl4eALZJm7HzC8hkMjAMY3V5C0zBmOsqlUohFou1KsvZ2RkFBQVm3ca0X7XHBT9qml8ikSAvL8+i27Q27de8vDy4uLjUuK4uLi7Iz8+36W1Sm/Yrna/GLb82mDVrFmbNmmXpapjdiy++iKVLl1q6GnL5+fm4dOkStm7dalA5hrSUYhhGqaUUwHbhe/nll1FWVgZHR0eD6lebmSMopW1LKQB49dVX8e677+LgwYMYOnQoALZFz9ChQyEUChEbGwt/f39s3boVr776Km7evKl0bNga7pnRkNaIHF2673FvEVVlyJAhmDlzJuLi4pSCQ9euXcPq1atx5swZiMVihXFvv/02vvzyS/z+++8YPny4Xuug7fZ4/fXX8cMPP+Cdd94xyrazFbGxsZg9e7ZW07q4uOjcmiwrKwve3t76VA0jR47EkCFDsHHjRq2uy99++y2aNm2KQYMG6bU8U7CaoJQ2Tp48CT8/P3h6eqJHjx5YtWqVfOdduHABHh4e8oAUwEab+Xw+Ll26hGHDhqksc82aNVi+fLnS8PT0dKP3mZfJZMjNzQXDMHb/xgJjrmtGRgacnJy0ajIsEAiQlpZm1ubFtF+19+zZM4hEohr3j1AoRFJSkkWbidem/ZqSkiI/xzStq4ODA1JTU226+X5t2q+GrmtaWpr8mqqJo6MjkpOT7fp8zc/PN3qZxHq0b98ed+7c0alltilFR0cjJCQE9erVM6gcQ4JSWVlZkEqlSoGH9u3bw9nZGdHR0ejTp49B9avNbt26hZdfflmrafXJTwPo1lLKyckJH330EWbNmoWIiAjExcVh6tSpGDBgAL7++mt52oWJEyfi1KlTeO+99/ROrmwtjJVPCtCtp4amoJSvry/69euHn3/+GR9++KF8eGFhIcaOHYvFixerTMwuFovx7rvv4ssvv9Q7KHX16lWttsfAgQOxdOlSnDp1Ct26dVMaf/ToUWzYsAEymQwLFy5Ejx499KqPNSkvL0dcXJxO3fcSEhJ0WkZ2djZ8fHz0qR46deoEZ2dn/P333zU28iktLcWXX36JTZs2WVVQ0aCgVFxcHM6cOYOEhAQUFhbC19cXrVu3RseOHY2eLKtfv3545ZVXEB4ejsePH2Px4sXo378/Lly4AIFAgJSUFPj5+SnM4+DgAC8vL6SkpKgtd9GiRZg7d678c15eHoKDg+Hr62v011vLZDLweDytXs9q64y5rjKZDL6+vkr7VxUvLy/weDytpjUW2q/ac3BwgIeHR437x8PDAwKBwKz7sbratF8ZhoGXlxf8/Pw0rquPjw8YhrHofjFUbdqvhq5rRUUF/Pz8atzfnp6edn++GuOexpz3TEQ3QUFB8PT0xL179xR+3LSUo0ePqnzY05Uh3fcSExPh4eGhFNTg8/kYNmwYfvvtNwpK6am8vBz//vuv/M2GNTF1onPOpEmT8PDhQ7Rq1Qo+Pj746KOPMGnSJKUH148++ggRERFavz3QWl25cgUrV640Slnadt+rqKhAZmam2qAUwO6HGTNmYN68efKcY/PmzYOnpyfef/99tfNNmDABH3zwAf799180a9ZM53W4cuWKvJWcJi4uLpg9ezaWL1+OqKgo+fHBMAxWrlyJ9evXY9GiRWAYBoMGDcJvv/2Gvn376lwfaxIfHw8+n4+QkBCtpten+15BQYHGrpOa8Pl8jBgxArt3764xKLVnzx44Oztj4MCBei3LVPQKSu3YsQMbNmzA1atX4e/vj6CgIIjFYmRlZeHx48cQiUQYM2YMFi5caLSmnaNGjZL/v3nz5mjRogUiIiJw8uRJta+u1IZQKFSZdJnP55vkxpbH45msbGtjrHUtKiqCi4uLVuVIJBIUFRWZffvSftVOYWEhXF1da5xXIpGgsLDQ4tuztuxXLndQTevq6uqK9PR0m98etWW/Aoatq1QqRd26dWuc19XVFVKp1OLb05T71ZAyLXHPRHTD4/HQvHlz3Llzx+JBqYqKChw4cAAbNmwwuCxDWkppynszfPhwjBw5Ehs3btTq9ehE0d27d+Hg4KB1LiN9glIMw2idF5DD4/Hw8ccfY9myZXBycoKDg+rHxDp16uC1117DV199ha+++kqnelkLqVSKu3fvmr2lVFZWlvzHdnUGDx6MVatWYcmSJfjkk0/w3//+F7t27UJMTIzafQIA3t7eeOWVV/Djjz9i3bp1OtW/oKBAp6D87NmzsWnTJvz4448YP348SktLMXXqVJw4cQJnz55F8+bNAQABAQGYMGECHjx4YPTGHub08OFD1KtXT+vrnT6tG3U9X6sbOXIkevfujW+++UbjD11ffvkl3nnnHYvfs1Wnc21at26NL7/8EhMmTEBCQgKSk5Nx7do1nD17Fnfv3kVeXh4OHDgAmUyGtm3bYs+ePaaoN+rVqwcfHx88evQIAHvQV+86UF5ejqysLLV5qIhtoETn9oPe8mad8vPztTrHaL/ULpTo3HDWcs9EavbCCy/gzp07lq4GTp8+jYqKCnTq1MngsgwJSmnqYvTSSy8BAE6cOKF33Wqzc+fO4cUXX9T6AVef796ioiLIZDKdWkpxnJ2dNQY/ADaH0fbt21FUVKRz+dbg+vXr8Pf3V/kWPH1o+/yRnp4OZ2dnjW9d5PF4+Pnnn7F9+3aEhYVh5cqVOHz4sFY/WowaNQq//vorGIbRqf43btzQaXt4eHjgxx9/xMyZMzFx4kRERkbizp07uHTpkjwgBbCttxo1aoT169frVB9rc+/ePTRu3Fjr6fV5YZOhQal27drB29sbx44dUzvN9evXcefOHYwbN07v5ZiKzkGptWvX4tKlS5g5cyaCg4OVxguFQnTr1g3ffPMN7t+/b3B/eHWePXuGzMxMBAYGAgA6duyInJwcXLt2TT7NP//8A5lMhg4dOpikDsQ8pFKpVq/MBejhyNrRK+atE+0Xooq2XT/ouFDPWu6ZSM1eeOEF3L5929LVwC+//ILhw4fXGBTQhiHd9zQFpQQCAd5++22sWrVK54dfApw/fx6dO3fWenruAVeXFy5wefAMecjVpF27dvD398eRI0dMUr6paZs/SVvadt9LT0/Xqqt7o0aNcO/ePXzzzTd48OCB1kHqPn36IDs7G5cvX9Zqeo4++bX69euHM2fOwM/PD++88w7OnTun9GIxHo+HDz74ABs3btQ6Ebw1un37ttbdbQE2SKlrwNbQoBSPx8PIkSM15nr79ttvMWbMGLi7u+u9HFPROSjVt29fZGVlaTWtt7e3ymRsqhQUFCAmJgYxMTEA2NwLMTExSExMREFBARYsWICLFy8iPj4eJ06cwJAhQ1C/fn15H9UmTZqgX79+mDJlCi5fvoxz585h1qxZGDVqlNo37xHbUFhYqHVLKRcXF5u+6Nk7Cn5YJ2rBRlShllKGM9U9EzE+a2gplZ2djR07dmDSpElGKc/QllKaHp7ffvttPH78GN988418GMMwiImJwf79+5GamqrXcmuD8+fP69QSTiKRgGEYnR5yCwoK4OjoqDJFiTHweDyMHj0av/zyi0nKN7WLFy+iffv2RiuPC0LUFDjUFOytzsfHB/3794enp6fW9RAKhRg2bBh+/fVXrecBoPD2el20adMG69atw5QpU9Qeaz179kRwcDB27Nihc/nW4tatWwotwGqibZCyKkODUgDbhe/gwYMql52Xl4cdO3Zg+vTpBi3DVPTqTBgUFIRRo0bh+PHjRqvI1atX0bp1a7Ru3RoAMHfuXLRu3RpLliyBQCDArVu3MHjwYDRs2BCTJk1CZGQkzpw5o3AC7NixA40bN0bPnj3x8ssvo0uXLvjuu++MVkdiGdR9z35QUMo6FRQUaHWOubq60n6pReh8NQ5T3DMR42vcuDGeP39u0WN5y5YtaN26Ndq0aWOU8gzNKaXp4dnd3R07duzAe++9h9dffx3jxo1DcHAwXnrpJSxZsgTh4eH4+eef9a263UpMTMSzZ8/w4osvaj0P11tAl4dcXZOc62PUqFE4dOiQzV3/GYbB2bNn0aVLF6OVKRaLAdS8j2o6r4xh8ODBOHTokE7zGPNNhNXxeDxMnjwZ27ZtM0n5plZeXo67d+/q3FLKEkGpli1bom7duvjjjz+Uxv34449o1qyZ0b5fjE2voNTmzZuRnp6Ofv36ISwsDMuWLUN8fLxBFenWrRsYhlH627ZtG8RiMY4dO4a0tDSUlpYiPj4e3333nVICRi8vL+zcuRP5+fnIzc3FDz/8YLJmq8R8dO2+Ry2lrBd1B7JOFHwgqmh7vlJLKc1Mcc9EjM/b2xvu7u7yXKXmlpOTg7Vr12p8u5auTNV9j9OtWzdcvXoV9erVQ1hYGLZt24aMjAzcunULBw4cwLRp03Du3Dm9lm+v/vrrL0RFRemU9FkoFILH4+l0f2uMB9yaNG3aFKGhoTYXcI+Pj0d6erpRgzDaBg51aSmlr169eiE+Pl7ra1l2djYeP35s0pc8jBo1ClevXkVsbKzJlmEqsbGx4PP5Wr+YAGCDlLp235NKpQafszweD5MmTcIXX3yh0LW6tLQUn3zyCebMmWNQ+aakV1Bq7NixOHHiBB49eoTx48dj+/btqF+/Pnr37o3du3ejtLTU2PUktZiu3ffo4ch6UfDDOuXn52sV+KX9UrvQ+WocdM9kG3g8HurXr2+yoNT58+cxZswYDBkyBJ988olCYLKiogJTp05Fu3btMGDAAKMt01SJzqtq1KgRVq1ahRUrVqBXr17yHgy9e/fGhx9+iFmzZumUC8ne/fnnnxg0aJBO8/B4PJ1bXpijpRQADBo0SOdWOZZ27tw5tGnTRusfvLXh5OQEgUBQ4zOIOYJSrq6uiIqKwuHDh7Wa/urVqwgLC4OPj4/J6uTt7Y2BAwfixx9/NNkyTCUmJgbNmjXT6U2j+raU0vZ5V5Pp06fj/v37Ci+i+OGHHyAWizFixAiDyzcVg94FGB4ejuXLlyMuLg5Hjx6Fn58f3nzzTQQGBuKdd94xVh1JLUfd9+wHPeRaJ9ovRBXKKWVcdM9k/Ro0aGCSoNTvv/+O3r17Izg4GFFRUYiOjkbDhg3RuXNnrF69Gn369MHNmzexfft28Hg8oy1XJBKZLKeUNubMmYO0tDSbTYZtbLGxsbh69SpGjhyp87y6Jk7W5d7ZEAMHDsThw4dtKvBo7K57QGXgsKbvwuzsbHh5eRl12aoMGDBA62ChKbvuVTV+/Hj89NNPNnWsAGz+sY4dO+o0D3e+avsiiLKyMpSUlBildaOrqys++OADzJw5E9nZ2Xj06BEWLVqETz/9VKfAmrkZFJSqqlevXtixY4c8Arpx40ZjFU1qMYZhUFhYSN337IQuwQ96yDWf/Px8rW5eKShVe3A3SNR9zzTonsk6maKlVEpKCsaPH4+ff/4Za9euxdy5c3HkyBEkJSXhjTfewI0bN9ClSxdcvHjR4CBQdUKhUO/ue1lZWQY/PItEIkydOlUhGXpttn79erz88st67WddW17o0svAEJ07d0ZJSQmuXr1q8mUZy9mzZ3V6+6G2tHkGycnJ0Slxub4GDhyIU6dOyd/CqIm5glL9+vVDfn6+zXXp1ScoxeUY0/b6y91DGavL7Zw5c9CkSRO0aNECHTp0wOTJkzFw4ECjlG0qRglKJSQkYNmyZQgPD8fIkSPRpk0bm86wT6xHaWkpKioqqKWUnSgoKKCcUlamtLQUpaWlWgcLuemJfePOP2pBZ3x0z2S9TBGUWrlyJfr06YNhw4YpDPf19cWMGTOwZ88eLF++3CQPqvp232MYBrm5uUZ5bfjkyZPx119/ISkpyeCybNmZM2fw008/YcGCBXrNr+vbvHT5QdcQjo6O6Nevn8104UtPT8e9e/eM3lIK0O4HmpycHHh4eBh92dVFRESgXr16WuX7MldQysnJCSNHjrSpFyAUFRUhJiZGr5ZSgPYvJ+DuoYx1zgoEAuzbtw///e9/sXfvXnz88cdGKdeU9A5KlZSUYOfOnejVqxciIiKwdetWjBs3Do8ePcLx48cxatQoY9aT1FLcxZ1yStmH/Px8esi1Mtx21ralFACtfnkjto3bx9rcINF1t2Z0z2Qb6tevb9REvPn5+di+fTsWLVpktDJ1oW/3PalUioqKCqM8PNepUwcdO3bEgQMHDC7LliQmJuLs2bM4ePAgVq9ejQEDBuCzzz5DvXr19CpPn5ZS5ghKAWyrHFVv+7JGf//9N1q2bGmSvE7a7KPs7GyzBKUAdr/UFCxMTk7G8+fPERkZaZY6jR07Fr/++qve3YrN7caNG/Dx8UFoaKhO84lEIgDQusttQUEBnJ2djdq9zsHBAUOGDEH37t2N2i3cVBz0mWnmzJnYtWsXCgsLMWTIEBw5cgS9e/e2iRUmtoW7uHPNIGvCNZ1lGIaORyukS44aCkqZR0FBAXg8nlbnmFgsBo/Hg1Qqhbe3txlqRyyFO1f5/Jp/u6LzVTO6Z7Id9evXx/Pnz42Wj2f37t1o2LCh2R74qtO3+15ubi4A6PSGOE2GDRuG/fv3Y+bMmUYpz5o9fPgQkyZNwsWLFxEYGAgvLy+EhIRgz5496N27N9LS0vQq15qDUv3798eECROQmJiIkJAQsyxTX3/99Rf69OljkrKtqaUUwCahHzFiBGQymdrv8itXrqBx48ZmSYoPAC+++CK8vLxw5MgRpdaj1ujkyZN6fV/z+XyIRCKdWkqZ+m2Z1k6vllJnz57F0qVLkZSUhN27d6NPnz50c0VMQiqVQiwWa/VgBLBf2gzD6J1DgZgWJdS2Plw+KW3OMT6fTwGIWkKXGySJRCL/MYAoo3sm2+Hn5wcXFxfExcUZpbzdu3dj3LhxRilLH/p238vNzYWLiwscHPT67VrJkCFDEB0djby8PKOUZ63i4uLw0ksvITIyEunp6UhMTERMTAwOHjyIvn37GlS2NQelvLy80KVLFxw8eNAsy9MXwzBWEZQyR04pAOjUqRNKS0tx5coVtdNcunQJ7du3N0t9ADYh/BtvvGEzXfj++ecf9OvXT695dTlnKSilZ1Dq1q1bmD17ttpfypOTk22i7yKxflKpVKcvVe6XTepKYn0YhtEpKFVWVka5i8xA2zxfHAoY1g66vE7cxcUFDMPo9Gao2oTumWwHj8dDaGgoEhMTDS6roKAAp06dsmhyWZFIpHdLKWPkk+KEh4cjNDQUZ86cMVqZhvrnn3/wySefyFuFGaqiogLjxo3DsGHD8MUXXxi9NYyub98zZ1AKAIYOHWr0LpqXLl3CBx98gIULF+LEiRMG//Bx+/Zt5OTkmCTJOVBz3q+SkhIUFRWZraWUo6Mj+vfvr7EL3+nTp/HSSy+ZpT6cMWPG4NChQ8jMzFQ5nmEY3Lx5U+14c3n27Bnu37+vdxBTLBbr1H2vtgelDPoJ5M0331Q5PCEhAZcvX8Z7771nSPGE6Pz2EK4LEr2Bz/oUFRVBJpNpnegcYC/S5nh1bm2mbZ4vDgWlaoeCggKdcvlx85jzIcjW0D2TbQgNDUVCQoLB5Zw4cQJhYWGoX7++EWqlH0NaShkzKAUA3bt3R3R0NAYMGGDUcvVx4sQJDBkyBA0bNsThw4cRHR1tcOvFn3/+Gc+ePcPRo0eNVEtF+rSUCggIMEldVBkyZAgWLFhglO5phYWFmDZtGvbv34/hw4fD0dERo0aNQvPmzfH999/rnZdr7969ePnllyEUCg2qnzo1tZTKyckBALMFpQA2r9Qnn3yClStXKo0rKirC5cuXsXXrVrPVBwAaNmyILl26YOPGjViyZInCuMzMTAwePBgxMTHg8XjYt2+fwa0M9bVr1y506tRJ7+cQXc5ZqVRa64NSBr19Lzs7W+EvIyMDly9fxsmTJ/Hpp58aq46kFtM1rwOPx6M38FkpXd7mxeUuouCH6VFLKaKKLseFUCiEQCCg624N6J7JNhgrKPXXX3/p3e3DWPQNSpki702PHj0QHR1t1DL1UVFRgbfeegurV6/GmTNn8OjRI+zfv9+gMsvKyrBixQosX77cKLnIVLHm7nsAEBYWhiZNmuDPP/80qJykpCR07doV8fHxePjwIbZt24bNmzfj8ePHaNKkCSIjI/VqkcUwDPbs2YPXXnvNoPppUtPzR05ODsRiscmCYqr069cPt2/fxtOnT5XGXbp0Cd7e3oiIiDBbfTiLFi3Chg0bFFoqZmRkoEePHggKCkJ6ejq++eYbjBw5EsnJyQYvTyaTITMzU+vWdjKZDNu2bcPIkSP1XqYurRt1+SHQXhkUlPr9998V/g4ePIg7d+5gxYoVBl/gCQH0+1KlN0FZp4KCAjg4OMDJyanGaSl3kfno2lLK1dWV9kstoEv3PR6PR9ddLdA9k20wVlDq3LlzZu8WU521dN8DgG7duiEmJgbZ2dlGLVdXf/75J/Lz8zFjxgy4uLjgrbfewsaNGw0qc//+/WAYBq+//rqRaqmspq5h1RUWFmr9kiBjGTZsGH799Ve95z979izatm2LVq1a4cSJEwgMDJSPc3Nzw8aNG/Hdd99h3LhxeOedd3Q6tm/cuIHExES8/PLLetevJtzLltQxZ5JzjpeXF7p27Yq9e/cqjfv7778t9ma2nj17IjIyEm+//TYYhkFqaip69OiBRo0aYefOnXB2dsYbb7yBXr16YdmyZQYt65tvvkFAQAB8fHwQEhKCzz77rMb0IIcOHUJ2drZBLTt1OWep+56BQSl1Ro8ejZMnT5qiaFLL6PMGnJq+FIhlcBdcbb/8qEWOeVD3PaKKrjdIFETWH90zWZeQkBCDg1L5+fm4ffs2OnbsaKRa6ceauu8FBgaifv36OH/+vFHL1dXmzZsxdepUODo6AmC71Z48eRLPnz/Xu8xvvvkG06dPN1pieFWsvaUUAIwdOxZHjhxBenq6TvOlpKRg/vz56Nu3L5YsWYLNmzer/QHztddew/Xr13Hp0iW0a9cOt2/f1moZGzduxNixY0364K9N9z1zB6UAYNy4cdi+fbvS8IMHD2LQoEFmrw/A/pi1ZcsWnDlzBh06dECzZs3QqlUr7Ny5U35uAsDy5cvx448/6nxMcZYsWYKlS5di69atyM3Nxddff40tW7agbdu2uH79usp5iouLsXDhQixcuBAikUiv5QKU6FxXJglK3bx5E61btzZF0aSW0ScoRd33rJMuLS8ACn6Yi65fhBKJBPn5+SasEbEG+hwXdN3VD90zWRdjtJS6fPky6tSpg7p16xqpVvqxpqAUwL4O/tKlS0Yp6+LFi1i6dCnu3bun9Ty5ubk4evQoRo8eLR/m7++PF198UWMyaE0ePnyIc+fOYeLEiXrNry1bCEpFRETgxRdfxI4dO2qcNjY2Fh9//DF69OiB4OBg/Pvvv7hw4QJmzJhR44+XEREROHv2LIYMGYIOHTpg6dKlGo/zlJQU/PLLL5g5c6bO66SLmp4/srOzzfbmvaqGDx+O2NhYxMTEyIc9evQI9+/ft2gX4+DgYFy9ehVTpkzB7t27sX37dqXAbrNmzdCpUyd8//33Ope/f/9+bNiwAadOncKAAQPg5uaGQYMG4caNG3jllVfQpUsXLFmyRKHVVEVFBaZPnw5XV1eDjxdKdK4bg0L6c+fOVRqWmpqKAwcOYMCAAQrjP/vsM0MWRWop6r5nP/R5yKWglOlRsJCooutxQdfdmtE9k20IDQ1FcnIySktLtepursrFixct3koKMKz7niladHTo0MEoXVXPnTuHPn36oFevXvjiiy9w4cIFNG3atMb5/vjjDzRu3BgNGzZUGD548GAcPHgQU6dO1bkuP//8MwYOHAhfX1+d59WFLQSlAGDSpEn46KOP1D7Qp6WlYcaMGTh8+DB69+6N4cOH48cff9Q5gOvo6IhVq1bhlVdeweTJk/Hrr79i8+bN6NKli9K0H3zwAfr3748WLVrotU7assbuewCbdmHEiBHYuHEjNm/eDAD4/vvvMWTIEIvUpypvb29MmTJF4zQzZ87E/PnzsXDhQvD52rWnycrKwqRJk/Dtt9+icePGCuOcnJywbNkyDB06FBMmTMCuXbswatQouLm5Yc+ePcjLy8OJEycMbvlILaV0Y9DWvnHjhsrh7dq1Q1paGtLS0gDAIn1ViX3Qt6UUdd+zPtTywjpRsJCoUlBQoNNDFnXfqxndM9mGwMBACAQCPHv2TO+3fN24cQPt27c3cs10Z0hLqaCgIKPXp0OHDli8eDFkMpnWD5fVyWQyTJs2DUuXLsV7772HBQsWYPLkyTh37lyN586ePXswYsQIpeEDBw6Ut7bRJQk1wzD49ddfVb7ZzNh0SZoMWC4oNXr0aCxfvhw7d+5UaoVz+vRpjB49Gp07d0ZcXJxCzih9tWnTBpcvX8bnn3+Ofv36YezYsVi7dq28pd/OnTuxZ88etddfY9Im0bmlgkDvv/8+WrZsiTlz5iAgIADfffcd9u3bZ5G66GrQoEGYMWMGoqOj0bNnT63mWbVqFdq3b49Ro0apnaZVq1a4fPkyfv31V/z1118oLCzEiBEjMG3aNEgkEshkMoPqrWuic1MHtq2dQUEpa3iLBrFvUqmUWkrZCQp+WKf8/HydbgwlEonFE9US08vPz9fpgZyCyDWjeybbIBAIEBwcjISEBL2DUrdu3cLkyZONXDPdcUEphmF0Cnbm5OSYpPteixYtUFJSgocPHyq1XtDW8ePHkZGRgTlz5gBgc86Eh4fjzz//1JjEuqCgAMeOHcPatWuVxjVp0gTu7u64fPmyTsnpubeaGZIMWVu20lKKa8E0Z84ctG7dGn5+figvL8fatWuxZs0afPrpp5g+fbpRg+8ODg5YsGABhg8fjmnTpiEiIgJDhgxBTk4Ojh07hj179uh9LuvCmoNSjRo1wrx58zBgwAB4e3sjKioK3bt3t0hddOXk5IRx48Zhy5YtWgWlnjx5gk2bNuHy5ctalf3GG2/gjTfeMEZVFVCic92YLiMfIUZQWFhIic7thC6vmAcoKGUu+uwXVa8WJvZFn0TnFJQi9sKQvFJSqRSPHj1Cy5YtjVwr3YlEIshkMpSXlyskD66JqXJKOTo6IjIyEpcuXdI7KPXNN99g8uTJ8q6Vzs7OmDt3Lj766CONQam//voLYWFhaNKkidI4Ho+HqKgonDp1Sqeg1K+//opBgwaZJfijz9v3LBGUAoBRo0bh+PHjGDhwIN544w0cPXoURUVFOHv2rEnz59WrVw9//fUXTp48iePHjyM0NBSffvopwsPDTbbMqmp6/sjOzrZoa5gVK1YgODgYWVlZmD17tsXqoY9JkyahdevWyMrKgpeXl8ZpFy1ahNdffx3Nmzc3U+1Uo+57utG57Wy/fv1w8eLFGqfLz8/HunXrDH7NKqndKNG5/dD1LW/UHcg88vPzdTrHKFhYO9Db94yD7plskyFBqdu3b8PHxwcBAQFGrpXuuK5ounbhM1VQCmC78GlzTqiSk5ODQ4cOKSUVnz59Om7fvq2x3P3792Po0KFqx0dFRen0Fkyu656q7oCmYCstpQA2yPfdd99h/vz5SE1NxaRJk3Djxg2zvNCBx+Ohe/fuWL16NZYsWWK2gBRgvW/f4wgEAkyfPh2LFy/W+dnK0po0aYLIyMgak+hfvHgRhw4dwooVK8xUM/V0SXQulUprfVBK55ZSr732GoYPHw53d3cMGjQIbdu2RVBQEEQiEbKzs3H37l2cPXsWR44cwYABA/DJJ5+Yot6klqBE5/aDuu9ZJ2rBRlTRJwE+XXeV0T2TbTIkKHXr1i20aNHCKnKDVQ1K6fL9m5+fDzc3N5PUqUOHDli3bp1e8x49ehRNmjRBRESEwnB3d3dMmjQJn3/+OXbv3q00X1lZGQ4dOoQjR46oLbtbt26YP3++1gnub968iefPn6N///66r4gedAlKMQxj0aAUAPD5fIwcORJvv/223vnDbE1N+8jSQSlbN3nyZHzxxReYNWuWyusrwzCYP38+5s2bhzp16lighoqopZRudA5KTZo0CW+88Qb27NmD3bt347vvvkNubi4ANjrdtGlT9O3bF1euXFHZRJYQXejTUoq671knfYJS+fn5JqwRAXRvwebq6kpBqVqAuu8ZB90z2abQ0FCcPXtWr3lv3rxpFV33AP1bSulz76Wt9u3b49atWyguLoZIJNJp3gMHDmDw4MEqx73zzjto3LgxEhMTERISojDuzJkzEAqFGpPPN2nSBBKJBFeuXEHnzp1rrMtvv/2GAQMGQCwW67QO+tLlAZfLI2bJoFRtpE1LKU9PTzPWyL689tpreOedd/7H3n3HN1X1fwD/pGmT7p22FEpLKXvPsgREpkxFBEQoQ0TAwVLAR0GWgCL4uHADKooKOBiCgGyQvUfLbKG0dDfdI7m/P/glD6Er42b28369+oLe3Jx7Tk6SnnzzPefg1KlTaNu2bZnbN2/ejOvXr+Ovv/6yQu3KMnShc3vLXhObUaFruVyO559/Hlu2bEFmZiYyMzNx7949FBYW4sKFC1ixYgUHVyQKTt9zHMZkXjD4YX7MlKLycLqteDhmsj+1a9dGQkKCUfe9dOkSmjZtKnKNjOPs7AwnJyeDg1Lm/NY+PDwcvr6+OHv2rEH3U6vV+PvvvytcVLxOnToYMGAAPv744zK3bdiwAU899VSlGTsPryulj82bN+Ppp5/Wr/IiMOQDriZ4xaCUZVUVlMrMzGSmlAk8PT0xYsQIfPPNN2VuKygowMyZM/Huu+8aNKY1Jy50bhhR8il9fHwQEhJi0CKKRPrg9D3Hwel7tsnQ4AMz2KoHY4KVfN/VD8dMti88PBx37twxakvwuLg4NGjQwAy1Mo5MJkNxcbHe56vVaqM2mdGXRCJB+/bt9doZ62EXL15EUVFRuRkSGtOnT8dXX32lM3bIy8vDhg0bMHbs2Cqv0b17d73WlYqLi8O1a9cqXVhdbIZkSmnOs1QWFz2gCRxW9L7B6Xume+GFF/Djjz+WeS28//77CAwM1Ot1bimcvmeY6jHJl+wWp+85DmZK2SZmStGjBEHg9L1qJiIiAhKJROdn2bJl1q6W1YSFhaGoqAgpKSkG3S8nJwdJSUmoX7++mWpmOLlcblCmlGb8ZM4PSO3bt8eJEycMus/+/fvRqVOnSoO5nTt3Rr169bBmzRrtsZ9//hlhYWFo165dldfo3r07Dh8+XGUQ77fffkPv3r0tmpHh7u6OwsJCvQKl+fn5cHV1rTZrOdkKzeeV8jLaBEFgUEoE7du3R1RUFFauXKk9duLECSxbtgyrV6+2qee8vgudGzPmckS203NE5eD0PcfBTCnbo1ar2S9URmFhIVQqlUEfuDh9z/4tXLgQSUlJ2p9XXnnF2lWyGldXVwQHBxs8hS8uLg7+/v4IDAw0U80MZ2hQSjN+Muf6JsZkSu3fvx/dunWr9ByJRILp06dj1apVyM/PR2FhIRYvXozZs2frtfB848aN4e7ujpMnT1Z63ubNm/HUU08ZVH9TabKe9PmQa+1FzqsrzWNe3meQgoIClJSUcE0pE0kkEnz22WdYunQpfvzxR+zatQsDBgzAokWL9Ao8W5K+mVIFBQUQBIFBKWtXgKgynL7nOJgpZXs0rxND+6WoqAglJSXmqhZZmeZ1Z2iwku+79s3LywshISHan+q+6Grt2rUN3oEvLi7OprKkAMODUrm5uXBxcdFrBzpjtWvXDnFxccjMzNTrfEEQcODAgSqDUgDw7LPPolatWhg6dChGjBiBwMBAjBo1Sq/rSCSSKqfw3blzB6dPn65wwXVz0YyF9fmQy6CUdcjlcjg5OZXbR5rnurl2taxOoqOjsX79ekyfPh3PPvss/vOf/2DmzJnWrlYZ+q4DZ8yYyxEZvPsekSUZmynF6Xu2x5iMHH7INa+H/xDq++FA04d5eXlMQ3dQubm5kEql2p279MEvA+zfsmXLsGjRItSuXRvPPfccpk+fDmfnioeJRUVFOsEOpVIJ4EEGpjFrMVVFrVZDEASzlF2esLAwxMfHG3S92NhY1KtXz+Q6itlWuVxe6To3j8rJyYGHh4dZH2d/f3/UqVMHx48fxxNPPFFlW69cuYKcnBy0adOmyno5OTlh48aN+M9//oOSkhKsXr0aEolE7/Z069YNf/zxB+bMmVPu7b/99hsee+wx+Pv7G/wYmdKvLi4ukEgkyM3NRUBAQKXn5uXlwd3d3WKvlfJY+vVqTZq2CoIADw8P5OTklGl3RkYGvLy84OTkZNePia3066BBgzBw4EAAMOj1bQhT2yqXy5Gfn1/l/ZVKJZydneHs7Gy1x9Wc/apvmSYHpbKysrBx40bcuHEDr7/+Ovz9/XH69GkEBwejZs2aphZP1ZggCNo/rIbghyPbxEwp25OTkwO5XG7Qgsua12Nubi6DUg5K81rVZ7qLBqfv6cdWx0yvvvoqWrduDX9/fxw5cgRz585FUlKSzrodj1q6dCkWLFhQ5nhqaioKCwtFr6NarUZ2djYEQbDIuiEKhQJXr141aF2p8+fPo379+gavRfUoMdsqlUqRkpKid53u3LkDd3d3k9tQlebNm2Pfvn1o1qxZlW3dunUr2rRpg+zsbL3LX7Rokfb/hrSlWbNmeOONN5CQkABXV9cyt3///fd45plnjHp8TO1XNzc33L17t8oFzJOSkiCTyczeh5Wx9OvVmh5uq6urK+7evQuFQqFzzq1bt+Dt7W3VPhFDde1XY9paWFiIvLy8Kvs8ISEBHh4eSE1NNbaqJjNnv+q7OZJJQanz58+jZ8+e8PHxwe3btzFx4kT4+/tj8+bNSEhIwHfffWdK8VTNlZSUQKVSGbXQOYNStodrF9keYxZWlEqlcHd3Z984MGOeF8xsrJqlx0xz5szB8uXLKz3nypUraNiwIWbMmKE91rx5c8hkMkyaNAlLly6tMGNu7ty5OvdTKpUICwuDQqEwyxQVtVoNiUQChUJhkQ9DDRs2xN69exEUFKT3fRISEjBixAiD7lMeMdvq7u4ONzc3veskk8ng5eVlchuq8thjj+HAgQMICgqqsq1nzpxBr169zF4n4EEwMigoCBcvXiyzu961a9dw/vx5bN++vcpspfKY2q8eHh569aWLiwu8vb0t8nhVxNKvV2t6uK1eXl6Qy+VlHnuJRIKAgACr9okYqmu/GtNWpVKJwsLCKvv8xo0bFnnPrYw5+7W84H55TApKzZgxA2PHjsV7772nkwHx5JNP4rnnnjOlaCKjF9vk9D3bo1arkZeXZ/DCyXl5eVCr1Q7/h89aDM1e0/Dy8mJQyoEZ87zglwFVs/SYaebMmVVujx0ZGVnu8ejoaJSWluL27dto0KBBuefI5fJyA1ZOTk5me8+WSCRmLf9hERERuHPnjt7XEgQBcXFxaNiwoSj1E6utcrkcJSUlepeTn58PT09Psz/G7du3x4oVK7S7PVbUVs16UpMnT7bYWGDw4MHYsmULBgwYoHP8xx9/RP/+/ctkwRjClH7V7OZV1X0LCwvh7u5u9bGTJV+v1qZpq4eHR7l9lJ2dDV9fX4d4LKpjvxrTVk9PTxQXF0OtVlc6FT4/Px8eHh5WfzzN1a/6lmdSUOrEiRP44osvyhyvWbMmkpOTTSmaSBtYqipN+VGaD0eCIBg0/YTMR/Nh1dBMKeB/A2QSn7Fb0DKLzbEZmylVVFSE0tLSSgdf1Zmlx0wKhcLoD89nz56Fk5OT3X+rbwpDFzq/f/8+cnJyEBUVZcZaGc6Y3fcssch969atkZKSgsTExEoXVb9+/TrS09MRHR1t9jppDBkyBCNHjsQnn3yind5eXFyMb775Bp999pnF6vEofRdO5kLn1lPRDuBZWVlc8qCa0bwGCwoKKv2iz9ixuKMxKRQml8u1C1s+LC4uzqRvEYiABwMjV1dXSKVSg+7n4eEBQRDMsqYFGUczn9iQN13NoJjBD/MxNlPK09NT7zniZH+MGSBpXq/MlqqYrY6Zjh49ig8//BDnzp3DzZs3tbsaPf/889V6+/LatWsjIyND779BcXFxCAsLs7lggDG771niA5KHhweaNm2KEydOVHrevn370LFjR72ngIiha9eucHV1xZYtW7THfvrpJ3h4eJTJnrIkTaZUVRiUsh4PD49yZ2swKFX9aJIqqnrNMij1gElBqUGDBmHhwoXarcElEgkSEhIwe/ZsDB06VJQKUvVlzCLngGHb5pJl5ObmwtXV1aAMCplMBplMxqCUGTFTispj7PQ9gEGpytjqmEkul2PDhg3o1q0bmjRpgiVLlmD69On48ssvrVYnWxAQEAB3d3fcuXNHr/NjY2MrnOpoTbaaKQU8mMKnT1Cqe/fuFqmPhlQqxZQpU7B06VKoVCrk5eXhnXfewZw5c6w6xUbf5SkYlLKeiqayZ2ZmVusgf3Ukk8ng5ORU5WuWQakHTHpn/eCDD5Cbm4ugoCAUFBSgW7duiIqKgpeXF5YsWSJWHamaysvLM+pFqolM88OR7TAlI4fBD/Nhv1B5jF0A39XVlc+LStjqmKl169b4999/kZWVhYKCAly+fBlz586tcIHz6kIikRg0hS8uLg7169c3c60MJ5PJUFxcrPf5lvyAVFVQShAEqwSlAOCVV15BRkYGXn75ZYwYMQJhYWGIiYmxeD0exkwp21dR4DArK4tBqWpGIpHoNeWWQakHTFr4wcfHB7t27cKhQ4dw/vx55ObmonXr1ujZs6dY9aNqzNhv65ycnLjYuY3JyclhRo4NYqYUlcfY1ysXO68cx0z2Jzw8HAkJCXqdGxcXhx49epi5Roaz5Uypdu3aYdasWVCr1eXefuPGDaSnp6NDhw4Wqc/D3NzcsG3bNsycORN+fn5Ys2aN1RciZqaU7assU6p58+ZWqBFZk5ubGzOl9CTKaqRdunRBly5dxCiKSMuUgVFFCw2SdeTm5jIjxwYxU4rKY+zr1cPDg88LPXDMZD8MzZSaPHmymWtkOGPWlPLx8TFjjf6nSZMmKCkpwbVr1xASElLm9n379qFDhw4WXU/qYQ0bNsS2bduscu3yGJIpFRgYaIEa0aMqCkoxU6p60ieQzKDUAwYHpT766CO9z3311VcNLZ5Iy5QXKb+xty3MlLJNubm58Pb2Nvh+7BfHlpubi7CwMIPv5+npyffdR3DMZN9q166N2NjYKs8rLS3FjRs3bHL6njGZUqGhoWas0f+4uLjgsccew8GDB/HYY4+VuX3Pnj1Wmbpnq5gpZfvc3d3L3QgmMzOTC51XQ/oEknNzc7lBHIwISq1atUrn99TUVOTn52tfaFlZWXB3d0dQUBAHWGQSUzOlOH3PdjBTyjbl5OSgZs2aBt+Pu+85NmMz6PhlQFkcM9m38PBw/P3331Wed/v2be35tsZWd9/T6N27N3bs2IE333xT53hJSQn++usvTJ8+3WJ1sXVcU8r2eXh4IDk5ucxxZkpVT/p8Hs3Ly0OdOnUsVCPbZfDk6Fu3bml/lixZgpYtW+LKlSvIyMhARkYGrly5gtatW2PRokXmqC9VI6YEpfjhyLaYkinFfjQfY/vFy8uLwUIHZuyHUk7fK4tjJvtWu3ZtvdaUiouLQ1RUFKRSqQVqZRhDFzq35JpSANCrVy8cPny4TODs0KFDcHV1Rdu2bS1WF1vHTCnbV9HyIcyUqp70Xejcku+5tsqkFfvefvttfPzxxzpb4DZo0ACrVq3CW2+9ZXLlqHoz5UXKoJRtYaaUbWK/UHlMWQCf77sV45jJ/oSHh+Pu3btQqVSVnhcXF6fTr7bEmEwpS35AatKkCQICArBz506d47///jv69+9v9cXFbQkzpWyfh4dHmcChWq2GUqlkUKoa4kLn+jPpnT4pKQmlpaVljqtUKty/f9+UoomQl5dn9IuU0/dsC9eUsk2m9Aun7zkuTt8zD46Z7E/NmjWhVqtx7969Ss+LjY21yfWkAMODUvn5+RYNSkkkEgwdOhQ//PCD9lhxcTF+/PFHjBo1ymL1sAeGZEq5ublZoEb0qPL+DmZnZ0MQBE7fq4a40Ln+TApKPfHEE5g0aRJOnz6tPXbq1ClMnjyZWxyTyTh9z3FwNy/bpFQqjdplicFCx8bpe+bBMZP9cXFxQWhoaJVT+K5evYqGDRtaqFaGMTQoVVBQYPGAxjPPPIOtW7dqg7O//vorvLy8uMj5I5gpZfvKm76XlZUFqVTKKVrVkL7T9xiUMjEo9e233yIkJARt27aFXC6HXC5H+/btERwcjK+//lqsOlI1xel7joOZUrZJqVRy9z0qg2vAmQfHTPYpPDwc8fHxlZ4TGxvrMNP3rBGUioqKQr9+/fCf//wHOTk5mDdvHt566y1O3XsE15SyfeVN38vMzISfnx8kEomVakXWwkwp/Rm8+97DFAoFtm/fjri4OFy9ehUA0LBhQ5tNYSb7wul7joNrF9kmBqWoPKZkSmVmZpqhRo6BYyb7VNVi59nZ2UhKSrLZoJShC51ba+rXihUr0LFjR2zevBlt27bFmDFjLF4HW8dMKdtX3pfiWVlZXE+qmmJQSn8mBaU06tevz0EViY7T9xwHM6Vsj0qlQm5uLqfvkQ6VSoW8vDyjnhceHh64c+eOGWrlWDhmsi9VZUrFxsYiMDAQAQEBFqyV/ozJlLJGQKNOnTq4dOkSzp49i+7du8PZWZSPKA6Fa0rZvvKm72kypaj6cXd3r3K8zKDUAya9448fP77S27/99ltTiqdqztTpe+np6SLXiIzFTCnbo1monJlS9DBTnxf8MqBiHDPZp7p16+Lnn3+u8PbY2FibXU8KsI/pexoKhQK9evWyyrXtgT6ZUmq1GoWFhVy/yEqYKUUPc3d3R0pKSoW3l5aWoqioiEEpmBiUejRNv6SkBBcvXkRWVhZ69OhhUsWIOH3PcTBTyvYolUoAMLpfCgoKoFKpIJVKxa4aWZFSqYREIjHqAw0zVCvHMZN9atCgAWJjYyu8/erVqzY7dQ8wLChVUlIClUrFLBsbpc/YtrCwEADYh1bi4+ODgoIClJSUwMXFBQAzpaqzql6zmjETg1ImBqV+++23MsfUajUmT56MunXrmlI0EafvORBmStkepVIJLy8vODk5Qa1WG3RfTV/m5eUZlVFDtuvh54WhuPte5Thmsk8NGjTA3bt3KxyTXL16FR07drRCzfRjSFBK8+GJAQ3bpE+mlKYPuaaUdWiCT1lZWVAoFNr/M1OqenJzc6s0KKUZM/H1auLue+UW6OSEGTNmYNWqVWIXTdWMKdP3ypvTTdaTk5PDoJSNUSqVRq0bBED7utRM9SLHYezi9wCn7xmDYybbFxQUBB8fH1y7dq3c2219+p4hC51rAh4MStkmfTKlNH3o6upqiSrRI1xdXSGXy3UyY5kpVX1V9ZrNzc2Fm5sbZx3ADEEpALhx4wZKS0vNUTRVI6ZM3ytvS1ayDkEQjF7Ej0Ep88nOzjY6+CCVSuHm5sa+cUCmBKWYoWocjplsm0QiqXAKX3FxMeLi4mw6KGVIplRBQQGkUql22hHZFn0zpdzc3CCRSCxUK3qUn58fsrKytL8zU6r60icoxal7D5g0fW/GjBk6vwuCgKSkJGzbtg0xMTEmVYyqN0EQOH3PQRQVFaG0tNToTCn2o3mYEnwAHvQNM6UcT3Z2tkkZdAxUVoxjJvtVv379coNSV69ehVwuR2RkpBVqpR9Dg1IMaNgud3d3lJSUoLS0tMLdCa25UD094Ofnp5MplZaWhsDAQCvWiKyFQSn9mRSUOnPmjM7vTk5OUCgU+OCDD6rcZYaoMkVFRVCpVJy+5wA0H1KNzZQqKSlBcXExZDKZ2FWr1kyZvgc82J2NQSnHw+l75sMxk/1q0KABrly5Uub4uXPn0Lx5c6PWYLMUY4JSZJs0fVNQUFDhF335+flcn8bKfH19dTKlUlNTGZSqphiU0p9JQam9e/eKVQ8iHabuRsDpe7YjJycHUqnUqPUNNP2fm5sLf39/satWrZmaKeXt7Y3s7GwRa0S2QIzpe4IgMNOiHBwz2a+GDRti8+bNZY6fPXsWLVu2tHyFDGDoQucMStkuTbApPz+/wqAUA4vW92imVGpqqnbRc6peGJTSn0lf7fTo0UMnEqyhVCq5vTGZJC8vDxKJxOg/rJy+Zzs0b7jGfEjVTCPglCDxmbKmFPBg22OlUilijcgWmBqUUqvV2i3JSRfHTPardevWuHjxYpngzrlz59CiRQsr1Uo/hi50ziwb2+Xi4gInJ6dK15VippT1PZwpJQgC0tLSGJSqphiU0p9JQal9+/aV+4eusLAQBw8eNKisAwcOYODAgQgNDYVEIsHvv/+uc7sgCJg3bx5q1KgBNzc39OzZs8xOKBkZGRg1ahS8vb3h6+uLCRMm8MOsncrNzYW7u7vR37Zr3gQEQRC5ZmQoY3feAx4sMMt1asxDjEwpBqUcj6nT9wDwC4EKiDlmIsuqU6cOvL29ce7cOe0xtVqN06dPo1WrVlasWdXkcjlKSkqgVqurPJdZNrZNIpFU+SGXfWh9D2dK5eXlobCwkNP3qikGpfRn1PS98+fPa/9/+fJlJCcna39XqVTYsWMHatasaVCZeXl5aNGiBcaPH4+nn366zO3vvfcePvroI6xbtw516tTB22+/jT59+uDy5cvaaUGjRo1CUlISdu3ahZKSEowbNw4vvvgifvzxR2OaSVZkys57wIMPR2q1mt/62QBTFk4GuAOfuSiVSoSHhxt9fwalHJNSqURYWJhR93V1dYVEIkFeXh4H4A8xx5iJLEsikaBt27Y4ceIE2rdvDwC4cuUKioqK7GL6HvBgp8CqptEzoGH7qtqBj5lS1ufr64vU1FQAD6buSaVS7r5XTbm7u6OoqAhqtbrctQdN/bzrSIwKSrVs2RISiQQSiaTclHM3Nzd8/PHHBpXZr18/9OvXr9zbBEHAhx9+iLfeeguDBw8GAHz33XcIDg7G77//jhEjRuDKlSvYsWMHTpw4gbZt2wIAPv74Yzz55JNYsWIFQkNDyy27qKhIJx1b8yFLrVbr9a2SIdRqNQRBEL1cW2RqW3NycrRTQYyheYFnZ2cbtZaRIdivlcvKyoK3t7dJfalUKi3++Dp6v2ZlZaFp06ba9zpD2+rt7Y2srCy7e3wcvV8fZuzrtUmTJkY/Ph4eHg75ejWlXHOMmcjy2rVrhxMnTmh/P3jwIDp06AAXFxcr1qpqmqBUUVERg1IOgJlSts/Pz0+7W6dmkXNb3gyBzEcTIC4oKCh38y5mSv2PUUGpW7duQRAEREZG4vjx4zrzZGUyGYKCgiCVSkWr5K1bt5CcnIyePXtqj/n4+CA6OhpHjx7FiBEjcPToUfj6+moDUgDQs2dPODk54dixY3jqqafKLXvp0qVYsGBBmeOpqamir4uhVquRnZ0NQRAc/s3J1LYmJiZCLpcjJSXF6DrIZDLcunXL7Avusl8rd/fuXbi6uhrdl66urkhMTDTpuWAMR+/X9PR0AEBKSopRbZVKpbh//77F+8VUjt6vDzOmrWlpaQBgdL+6u7vj7t27Fl8/w9z9aspOk5YeM5F5dOnSBRMnTtQu5L97925069bN2tWq0sNBqapwoXPbx0wp2xcUFKTNlOJ6UtXbw5sTVBSUMnaneUdjVFBKM+XDUt+EalLdg4ODdY4HBwdrb0tOTkZQUJDO7c7OzvD399dJlX/U3LlzMWPGDO3vmqkLCoXCpPVWyqNWqyGRSKBQKKrFhyFT2urs7AxfX98yfWoILy8v7YDfnNivlRMEAYGBgUb3g6+vL6RSqdn78VGO3q+FhYWoVasWgoKCjGprjRo1kJaWZvF+MZWj9+vDjGlrUVERatasaXS/ent7w8XFxeFer6Zk3Fp6zETm0b17d2RmZuLs2bOoX78+tm/fjnfeecfa1aqSTCYDoF9Qikse2D59MqXYh9b18OfTlJQUBqWqMZlMBicnpwpfs7m5uQgICLBwrWyTwUGpP//8E/369YOLiwv+/PPPSs8dNGiQ0RWzFLlcrv0W6WFOTk5mGdhKJBKzlW1rTGmrJs3RlMfJ29sbubm5Fnms2a8Vy8nJga+vr9GPjaenJ/Lz863y2DpyvyqVSp1+MbStvr6+UCqVdvnYOHK/PsrQtj76vDCUl5cX8vLyHO71amyZjjZmqs7kcjkGDBiAdevWoUWLFoiIiECTJk2sXa0qOTk5wdnZWa8d+Dj1y/bpkynFPrSu4OBg3L9/H8CD2QJcM7D6qmpzAk7f+x+Dg1JDhgzRZiUNGTKkwvMkEglUKpUpddMKCQkBANy/fx81atTQHr9//752gcmQkJAy0w1KS0uRkZGhvT/ZDzHSGb28vEyackHiyM7ONinrkAudm4ep/cKFzh0Td2UUlzXGTGQ+s2fPRufOnSGVSvHll1+afXkAscjlcr0zpRjQsG3MlLJ9wcHByMrKQmFhIe7evWv05iHkGBiU0o/BX/2p1WptWr5mgdzyfsQcXNWpUwchISHYs2eP9phSqcSxY8fQsWNHAEDHjh2RlZWFU6dOac/5559/oFarER0dLVpdyDLE2I2AH45sg1Kp5O57NsjU4IOPjw9fXw7I1OcFvwzQZY0xE5lPy5Yt8ddff2HdunUYMWKEtaujNwalHAczpWyfQqGARCLB/fv3cffuXdSqVcvaVSIrYlBKP0atKWUOubm5uH79uvb3W7du4ezZs/D390ft2rUxbdo0LF68GPXq1UOdOnXw9ttvIzQ0VPvNY6NGjdC3b19MnDgRn3/+OUpKSvDyyy9jxIgRFe68R7YrLy/P5Ewpb29vfjiyAWJkSuXl5YlYI1KpVMjLyzMpWOjt7Y3s7GwRa0XWplKpkJOTw0wpokp07drV2lUwmL5Bqfz8fAQGBlqgRmSsqjKluNC59UmlUtSqVQvx8fG4c+cOp+9VcwxK6cfgoNRHH32k97mvvvqq3ueePHkSjz/+uPZ3zeLjMTExWLt2Ld544w3k5eXhxRdfRFZWFrp06YIdO3boLD66fv16vPzyy3jiiSfg5OSEoUOHGlRfsh1iBKW8vLz44cgGiJEpxX4UlyZYy+ADPUyTkWjK65Xvu7rMNWYiMoQhmVIMaNi2qjKlmO1mG6KiohAXF4dr166hfv361q4OWZGbmxuDUnowOCi1atUqvc6TSCQGDbC6d+8OQRAqLW/hwoVYuHBhhef4+/vjxx9/1PuaZLtyc3NNXguMH5ptg6mZUh4eHrh3756INaLs7GxIJBKTAr+a6Xua7dHJ/mneL00ZIDFDVZe5xkxEhpDJZFzo3EEwU8o+1K1bF7t370ZpaSmioqKsXR2yospes2IsV+MoDA5K3bp1yxz1INKRm5sLLy8vk8rg2ia2gWtK2R6lUgkvLy+Td7csLS3lN+sOJCsrC97e3iY/LzS7DpHtjJmWLFmCbdu24ezZs5DJZMjKyipzTkJCAiZPnoy9e/fC09MTMTExWLp0KZydbWalBzIS15RyHMyUsg/NmzfHq6++iiZNmsDFxcXa1SEr4vQ9/Yi2b7IgCJVmOhEZwtTFdgFmStkK7r5ne7KysuDr62tSGZo+5WvMcWRlZcHPz8+kMvhlgH4sPWYqLi7GsGHDMHny5HJvV6lU6N+/P4qLi3HkyBGsW7cOa9euxbx58yxWRzIfBqUcBzOl7MOAAQMAAL169bJyTcjaKnrNCoLAoNRDTP7665tvvsGqVatw7do1AEC9evUwbdo0vPDCCyZXjqqvnJwckzOlOI3ENjBTyvZkZmaaHHxwcXGBm5sblEqlyVNtyTZkZmaKEqxkoLJi1hozLViwAACwdu3acm//+++/cfnyZezevRvBwcFo2bIlFi1ahNmzZ+Odd96BTCYrc5+ioiKdQIem3zU7CopNrVZDEASzlG1rxG6rXC5HQUFBleXl5+dDLpdb9DFmvxrG1dUV+fn5FZZRUFBg8T4sT3Xv1/DwcOzZswetWrVyqMeguverMdzc3JCXl1emHM17spubm9UfT3P2q75lmhSUmjdvHlauXIlXXnkFHTt2BAAcPXoU06dPR0JCQqXrPxFVRoxMKS64a33FxcUoLCxkppSNESNTCuAOfI5GjGAl33crZstjpqNHj6JZs2YIDg7WHuvTpw8mT56MS5cuoVWrVmXus3TpUm2w62GpqakoLCwUvY5qtRrZ2dkQBMGkKab2QOy2SiQSpKWlISUlpdLzcnJyUFJSUuV5YmK/GkalUiEzM7PCPsrJyUFxcbFF+7A87FegcePGKCoqsnpfiIn9ajiJRILU1NQyz4O0tDQAD74MsPZzxJz9qm+CiElBqdWrV+Orr77CyJEjtccGDRqE5s2b45VXXmFQioymWfPGFMyUsj5NwIKZUrZFjOADwKwYRyPG84LvuxWz5TFTcnKyTkAKgPb35OTkcu8zd+5c7U7JwIO/22FhYVAoFCZ/qVQetVoNiUQChUJRLT4MidlWDw8PyOVyBAUFVXpeSUkJQkJCqjxPTOxXwygUCqjV6gr7qLi4GDVq1LBoH5aH/eqY2FbDBQQEQCKRlHlN5uXlQSqVIiwszOobBpmzX11dXfU6z6SgVElJCdq2bVvmeJs2bVBaWmpK0VTN5eTkMFPKASiVSri4uOj9hlQeBqXEJ1ZQSrMDHzkGsYJSfE6UT+wx05w5c7B8+fJKz7ly5QoaNmxocNn6kMvlkMvlZY47OTmZ7cOKRCIxa/m2RMy2urq6oqSkpMqyCgoK4OHhYfHHl/2qP09PTxQUFFR4//z8fHh6etrEY8l+dUxsq2E8PDyQmZlZpgzNa1UqlZpaTVGYq1/1Lc+kq44ePRqrV68uc/zLL7/EqFGjTCmaqjmxFjrnN/bWpVnk3JRvADw9PdmPImOmFJVHrOl7fL2WT+wx08yZM3HlypVKfyIjI/UqKyQkpMyuiZrfuWac/eNC546Du+8R2Rd3d/dyX7Nc5FyXKAud//333+jQoQMA4NixY0hISMCYMWN00rpXrlxp6qWomigqKkJxcbEo0/f4gdm6TF3kHAB8fX1RUFCA4uLichfbJcNlZWUhKirK5HK4ppRjyczMNDmrRvNlgFqtrhbfohpKzDGTQqGAQqEQpV4dO3bEkiVLkJKSop1isGvXLnh7e6Nx48aiXIOsR9+gVH5+PgMaNq6y3fdUKhWKioq4+x6RDanoNcuglC6TglIXL15E69atAQA3btwAAAQGBiIwMBAXL17UnmfteZJkXzTfsosxfS8nJweCIPA5aCWaTClTaBbkzs7OFu0DWHXH6XtUHrF23wMeDLbMsa6QPbPmmCkhIQEZGRlISEiASqXC2bNnAQBRUVHw9PRE79690bhxY4wePRrvvfcekpOT8dZbb2Hq1KnlTtEj+6JPUEoQBBQUFDCgYeMqy5TSbDDAwCKR7WBQSj8mBaX27t0rVj2ItJRKJaRSqUnrEAEPPhyp1Wrk5+fDw8NDpNqRIcTIlHJ1dYVMJkNWVhaDUiLh9D0qT1ZWlsnPC80AS4x1AR2NNcdM8+bNw7p167S/a3bT27t3L7p37w6pVIqtW7di8uTJ6NixIzw8PBATE8MNaxyETCZDcXFxpecUFxdDEAQGNGxcZZlSmuMMLBLZjsqCUvx8+j8mT98jEpvmw4yp3xZrpv8plUq+6K0kKyvL5KAU8CBbitPExCNmUCo1NVWEGpEtEON5IZVK4eHhAaVSiZo1a4pUMzLV2rVrsXbt2krPCQ8Px/bt2y1TIbIofTKlNNk3DErZtsoypQoKCiCRSJjdSGRDKgpK5eTkmLxUjSMxKShVWFiIjz/+GHv37kVKSgrUarXO7adPnzapclQ9KZVKUV6kml3fcnJyUKNGDRFqRobKyMiAv7+/yeX4+voiKyvL9AoRgAfBQlOnaQGAn58frl27ZnqFyCaIFazkzqfl45iJrEUul1f5N5RBKftQVaaUm5sbl6wgsiEMSunHpKDUhAkT8Pfff+OZZ55B+/bt+SZIohBz2gcXYrauzMxMUYJSPj4+DEqJSKzgg5+fHzIyMkSoEdkCMTPouANfWRwzkbXokymVn58PZ2dnODtzEoUtc3NzQ2lpKUpKSuDi4qJzG3feI7I97u7uyM3NLXOcQSldJv3l2bp1K7Zv347OnTuLVR8iKJVK0YJSfn5+yMzMFKUsMlxGRgbq169vcjmcviee4uJi5OfnixJ88Pf3Z1DKQRQWFqKwsJBrjZkRx0xkLfpO3+NaRLZP00cFBQVlglL5+fnsQyIb4+XlxaCUHkzar7lmzZp8MEl0Yr5I/fz8mGFjRWJlSnH6nng0QVqxpu8x6OsYxHxeaHY+JV0cM5G16LPQeUFBgckbzJD5aTKhyltXioFFIttT0ZiIQSldJgWlPvjgA8yePRvx8fFi1YdI1EwpX19ffmi2ooyMDFEyLzh9TzxZWVlwdXUV5cMHM6UcR2ZmJtzd3SGTyUwui5lS5eOYiaxFn0ypwsJCTv2yAy4uLpBKpeWuUaNZU4qIbIenpycKCwtRWlqqczw3N5dBqYeYNH2vbdu2KCwsRGRkJNzd3cukkfLDChlDrIXOAWZyWJuYmVKcvicOsdYNAh68vrKzs6FSqSCVSkUpk6wjKytLtOcFFzovH8dMZC36Tt9jQMP2SSSSCnfgY6YUke3RfKbNzc3VyUZnppQuk4JSI0eORGJiIt59910EBwdz0U4ShZgLnTMoZV1iZUr5+voiNjZWhBqRmEEpTcAxKysLAQEBopRJ1iHm84ILnZePYyayFn0zpTh9zz5UtJsXM6WIbI+HhweAB59vGZSqmElBqSNHjuDo0aNo0aKFWPUhglKpRM2aNUUpy8/PDykpKaKURYYRBAEZGRncfc/GiBl8cHNzg0wmQ2ZmJoNSdi49PV2U1yrAXU8rwjETWQszpRxLRZlSXOicyPY4OTnBw8OjzGLnDErpMmlNqYYNG5b7pkhkCrEXOmemlHXk5+ejpKREtEwpfsgVh1jZa8CDaQRcV8oxpKWlQaFQiFIWp++Vj2MmshZ9FjpnppT9qChTioFFIttU3mLnDErpMikotWzZMsycORP79u1Deno6lEqlzg+RMcRc6JxBKevRBCrE2M2Lu++JR8zgA/BgCh9fY/YvNTVVtOeFj48Pg8jl4JiJrIWZUo6FmVJE9sXT05OZUlUwafpe3759AQBPPPGEznFBECCRSKBSqUwpnqopMRc6ZzDDejIzM+Hj4yPKAticvieetLQ0BAYGilaen58fM6UcQFpaGkJCQkQpi++75eOYiayFa0o5FmZKEdkXZkpVzaSg1N69e8WqB5EWM6Ucg1jrSQGcviemtLQ0tG7dWrTymCnlGFJTU9GsWTNRyuL7bvk4ZiJrYaaUY2GmFJF98fT01AlKlZSUoKioiEGph5gUlOrWrVuFt128eNGUoqkaE3vLen44sg4x+9HX1xdKpRJqtRpOTibNOq72mClF5RHzecH33fJxzETWwqCUY6ksU0qsL3WJSDxeXl460/c0ASoGpf5H1E93OTk5+PLLL9G+fXvuLkNGy8rKEjUolZWVBbVaLUp5pD8xM6V8fHwgCALXXRGB2EEpLnTuGMRca0zzvkuV45iJLEUmk3H6ngOpKFMqLy+PmVJENujRTKmcnBw4OTnx9foQUYJSBw4cQExMDGrUqIEVK1agR48e+Pfff8UomqqZkpIS5OXlibI4NvDgwxGDGdYhZqaUp6cnnJyc+EFXBObIlGJWjP1LTU0V7Xnh6+uL/Pz8Knf7qq44ZiJLk8vlVb4emSllPyrKlMrLy4Onp6cVakRElSkvU8rT0xMSicSKtbItRk/fS05Oxtq1a/HNN99AqVTi2WefRVFREX7//Xc0btxYzDpSNaIJOogdzMjMzBQt0EX6ETNTysnJCf7+/khPT0dERIQoZVZHgiAgPT1d9EypU6dOiVYeWV5paSkyMzNFzZQCHgSmg4ODRSnT3nHMRNak70LnYo29yLwqypTKzc1lUIrIBj260DkXOS/LqEypgQMHokGDBjh//jw+/PBD3Lt3Dx9//LHYdaNqKDMzE3K5XLQUcicnJ+4EZSXp6emiBaUAICAgAOnp6aKVVx3l5+ejsLCQa0qRjoyMDAiCINrzQi6Xw83NjRl0/49jJrI2uVwOtVqN0tLSCs9hppT9qCxTysPDwwo1IqLKlDd9j0EpXUZlSv3111949dVXMXnyZNSrV0/sOlE1JuZ6UhqcXmQdqampaNSokWjlMShlurS0NG2gViyBgYHsFzuXlpYGT09PUdeT4ZcB/8MxE1mbXC4HABQVFcHZufyhP9eUsh9ubm7lfhnETCki2+Tl5YXr169rfxdzp3lHYVSm1KFDh5CTk4M2bdogOjoan3zyCdLS0sSuG1VD5phmx6CUdaSkpCAoKEi08gIDA/k+Y6K0tDQEBASIuoNhUFAQUlJSRCuPLE/M9aQ0+L77PxwzkbXJZDIAqHQKHzOl7AczpYjsy6OZUmKuu+sojPpk0qFDB3z11VdISkrCpEmTsGHDBoSGhkKtVmPXrl06DzqRIcyRKaVZi4gsKzU1VbQ1agBmSolB7EXOgQdBqfT09EqnhZBtu3//vuhrPzEo9T8cM5G1aTKlKlvsnJlS9oNrShHZl0cXOs/IyGBQ6hEmfV3u4eGB8ePH49ChQ7hw4QJmzpyJZcuWISgoCIMGDRKrjlSNmCNTSqFQ8FtpKxA7U4pBKdOZIyilKY99Y7+SkpJQo0YNUcvk9L2yOGYia3FxcQHATClHwUwpIvvi4+OjMyZiplRZos3haNCgAd577z3cvXsXP/30k1jFUjVjjhepQqHg9CILKy4uRlZWFqfv2RhzBKXkcjl8fHz4GrNj5ghKMVOqchwzkSVJJJIqd+BjppT9KC9TSqVSIT8/n5lSRDbI399fZ0yUmZkp6mZQjkC8hUX+n1QqxZAhQ/Dnn3+KXTRVA1lZWWbJlEpNTRW1TKqcJngkZgCEmVKmM0dQCuC6UvaOQSnr4ZiJLKWqoBQzpexHeZlSmt8ZlCKyPf7+/jqbEzBTqizRg1JEpjDHizQoKIhBKQtLSUmBn5+fdsqAGLjLm+lSUlIYlKIyzDV9j0EpItvBTCnHUV5QKi8vDwA4fY/IBvn7+yM3N1e7rh/XlCqLQSmyKcyUcgxirycFPMiU4vQ90yQnJ4sefAAYlLJ3ycnJCAkJEbVMPz8/rilFZENkMlmlC50zU8p+PLqTF/BgkXOZTCbql4FEJA5NAErzZR0zpcpiUIpsirkWOmdQyrLE3nkP4PQ9MZgj+AAwKGXvOH2PyPExU8pxeHl5lQlKcZFzItsll8vh4eGhncLHoFRZDEqRTcnIyBB9epFmoXNBEEQtlypmjkypwMBA5OXlobCwUNRyqxMGpehRxcXFSEtLY1CKyMFxTSnH4e3tjZycHJ1xbW5uLteTIrJhD68rxaBUWQxKkU0xx0LMQUFBKCkpgVKpFLVcqpg5glL+/v6QSCTMejOSIAhmC0pxh0v7df/+fUgkEtFfr35+fjqLehKRdVUWlFKpVCguLmamlJ3w8vKCWq3W2YGPmVJEtk0z40OlUiErK4tBqUcwKEU2JTU1VfSglLe3N1xcXBjMsKDExESEhoaKWqazszMUCgWSk5NFLbe6yMrKQnFxMTOlSEdSUhKCgoLg7OwsarmcNk1kWyoLSmmOM1PKPnh5eQGAzhQ+ZkoR2TZNppRmfVyxlzmxdwxKkc3Iz89HQUGB6EEpiUTCD0gWlpiYiJo1a4pebkhICINSRkpOToa7u7tZBq0MStmvhIQE1K5dW/RyFQoFCgoKtDtCEZF1VbbQuSbjhplS9kEmk0Emk+nMAGCmFJFt0wSlkpOT4ePjwy8BHsGgFNmMtLQ0SCQSs6Qz8kOzZZkrKFWjRg0GpYykmbonkUhELzsoKAj3798XvVwyv/j4eISHh4terr+/P5ycnPhlgI1YsmQJOnXqBHd39wo3E5FIJGV+NmzYYNmKktlUlimlWauRQSn78ehi58yUIrJtCoUC9+/fN9tO2PaOQSmyGWlpafD394dUKhW97Bo1aiApKUn0cql85syUYj8ax1zrSQFAaGgo8vLyuG6bHYqPjzdLppSTkxMCAgIYlLIRxcXFGDZsGCZPnlzpeWvWrEFSUpL2Z8iQIZapIJldZUGpgoICuLi4mGX8RebxaFCKmVJEtq1WrVq4e/cukpKSzDYet2fiLiJBZIK0tDSzza+tWbMmEhMTzVI26VIqlcjNzeX0PRtjzqCUr68v3N3dkZiYCG9vb7Ncg8wjPj4eTzzxhFnK5rRp27FgwQIAwNq1ays9z9fXl4NlB1VVphSnktgXZkoR2ZewsDDs3LmTQakKMChFNsMcO+9phIaG4s6dO2Ypm3Tdu3cPbm5uFU4RMUVISAji4uJEL7c6MGdQSiKRaL8BatSokVmuQeaRkJBglul7AINS9mjq1Kl44YUXEBkZiZdeegnjxo2rcMpvUVGRTpBDkympVquhVqtFr5tarYYgCGYp29aYo60ymQyFhYXllpmXlwdXV1erPLbsV+N4eXkhOztbW1Zubi7c3d1t5nFkvzomttV4ms+i169fR506dWzqMTRnv+pbJoNSZDPMGZSqWbMmjh07ZpaySZdm6p451i5ippTxkpOTERUVZbbyNUEpsi/mmr4HMChlbxYuXIgePXrA3d0df//9N6ZMmYLc3Fy8+uqr5Z6/dOlSbQbWw1JTU7VrFIlJrVYjOzsbgiDAycmxV58wR1vVajUyMzPLXV8zKSkJMpnMKmtvsl+NI5fLce/ePW2f3b9/H/7+/jazfir71TGxrcbz8vLCnTt3cPr0aYwfP95mXquAefv14YzOyjAoRTbD3EEpTt+zDHOtJwVwbTBTJCUloUuXLmYrn0Ep+5OTk4PMzExmStmpOXPmYPny5ZWec+XKFTRs2FCv8t5++23t/1u1aoW8vDy8//77FQal5s6dixkzZmh/VyqVCAsLg0KhMMs0XrVard1Ntzp8GBK7rT4+PnB2dkZQUFCZ21xdXeHh4VHubebGfjVOQEAAJBKJts+KiopQs2ZNq/RhedivjoltNZ5CoYCPjw/Onj2Ldu3a2cxrFTBvv+q7gQaDUmQzzD19j0Epy7h7967ZglKaTClBEMySieXI7t69i1q1apmtfAal7M/t27fh6elplh1PgQcDME6bNp+ZM2di7NixlZ4TGRlpdPnR0dFYtGgRioqKIJfLy9wul8vLPe7k5GS2DysSicSs5dsSsdvq6uqK4uLicssrLi6Gm5ub1R5X9qvhvL29kZOToy1HqVTCz8/Pph5D9qtjYluN17hxYxw8eBCtWrWyucfPXP2qb3kMSpHNSEtLM2kAXZmaNWsiMzMTBQUFXMzTzG7evGm2fgwNDUVhYSEyMjIQEBBglms4IkEQcOfOHYSFhZntGrVq1cLZs2fNVj6JLy4uDvXr1zdbgFehUOD06dNmKZsePL7m2hwEAM6ePQs/P79yA09kf+RyeYXTKgsKCvT+Nptsw6MLnWdlZcHHx8eKNSKiqvz444+4d+8e/66Wg0EpshnmXIg5MDAQLi4uuHfvHurWrWuWa9ADN2/eROfOnc1StpeXF/z8/BAfH8+glAGys7ORm5tr9qAUM6XsiyYoZS6cvmc7EhISkJGRgYSEBKhUKm0AOSoqCp6entiyZQvu37+PDh06wNXVFbt27cK7776LWbNmWbfiJBq5XI7s7Oxyb+Pue/bHy8tLZ43N7Oxss2wwQ0TiqVWrlllnLdgzBqXIZiQlJaFGjRpmKdvJyQk1atRAYmIig1JmdvPmTbM+xuHh4YiPj0fr1q3Ndg1Hk5CQAC8vL7N+i8qglP1hUKr6mDdvHtatW6f9vVWrVgCAvXv3onv37nBxccGnn36K6dOnQxAEREVFYeXKlZg4caK1qkwik8lkKC4uLvc2ZkrZHy8vL1y7dk37OzOliMieMShFNiMpKclsmVIAEBERgdu3b6Nr165mu0Z1V1xcjDt37pht+h7wv6AU6c/cU/eAB0GpjIwMTpG1I3FxcejZs6fZymdQynasXbsWa9eurfD2vn37om/fvparEFmcXC5HUVFRubcxU8r+PDp9Lzs7m0EpIrJbtrXCFlVbOTk5yMvLM1umFPBgwdebN2+arXx6sL28s7MzQkNDzXYNBqUMd+fOHdSuXdus1wgMDIRcLufC1nYkNjbWrJlSQUFByMnJqXAdGyKynMqCUsyUsj/e3t5QKpUAHnwhWFBQwOl7RGS37CYo9c4770Aikej8PLzNcWFhIaZOnYqAgAB4enpi6NChuH//vhVrTIZITk6GXC432y5QAINSlnDz5k3UqVPHrDtKMChlOEtkSkkkEtSpU4evMTuRnp6O9PR0swalAgMDIZVKkZSUZLZrEJF+qgpKMVPKvvj5+SEzMxMAtGuFMVOKiOyV3QSlAKBJkyZISkrS/hw6dEh72/Tp07Flyxb8+uuv2L9/P+7du4enn37airUlQ2im7plrFyiAQSlLuH79ulmn7gEMShkjISHB7EEpAKhbty6uX79u9uuQ6S5cuICwsDCzfoiRSqXatfyIyLqqmr7HTCn7EhgYiLS0NAAPglIymYx9SER2y67WlHJ2di53zaHs7Gx88803+PHHH9GjRw8AwJo1a9CoUSP8+++/6NChQ4VlFhUV6fyR1qTCqtVqqNVqUeuvVqshCILo5doiQ9uamJiIGjVqmPWxiYiIwM2bN9mvJqiqrRcuXECTJk3M+liEhYUhPj7e7I+3I/XrnTt38Pjjj1fYFrHaWrduXVy7ds2mHzNH6teqVNbWM2fOoEWLFmZ/HEJDQ3Hnzh27f71Wh+cLObaqFjpnppR90QSlBEHQLnJuzi92iYjMya6CUteuXUNoaChcXV3RsWNHLF26FLVr18apU6dQUlKis2Brw4YNUbt2bRw9erTSoNTSpUuxYMGCMsdTU1NFXwdDrVYjOzsbgiCYdXqTLTC0rdeuXYOfnx9SUlLMVidvb28kJSUhPj5e1MEX+/V/zpw5g1GjRpm1H318fJCeno7Y2FizTvd0pH69ffs2vLy8KuwXsdoaHByMvXv3mrX/TeVI/VqVytr677//ol69embvq4CAAMTFxZn9Oubu14cXFCayR1VlSpnz7ymJLzAwECqVCtnZ2dx5j4jsnt0EpaKjo7F27Vo0aNAASUlJWLBgAR577DFcvHgRycnJkMlkZRb4Cw4ORnJycqXlzp07FzNmzND+rlQqERYWBoVCAW9vb1HboFarIZFIoFAoqsWHIUPampubi4iICAQFBZmtTgqFAu7u7sjLy0N4eLho5bJfHxAEAbGxsejcubNZ+zEoKAghISFIT09HgwYNzHYdR+nX0tJS3Lt3Dy1btqywX8Rqa8uWLfH999+btf9N5Sj9qo/K2hoXF4dhw4aZva8iIyOhVCrNfh1z9yunxZC940LnjsXLywsuLi5IT09HWloaFAqFtatERGQ0uwlK9evXT/v/5s2bIzo6GuHh4fjll19MynqRy+WQy+Vljjs5OZllYCuRSMxWtq0xpK3JycmoX7++2R+XBg0aIDY2Fk2bNhW1XPYrcPfuXeTk5KBx48ZmfxwaNWqE2NhYdOnSxazXcYR+TUxMhCAIVS5AL0Zb69evj5s3b0IQBEilUqPLMTdH6Fd9ldfW4uJiXLp0Ca1atTL7Y1CzZk1cuHDBIo+1Ofu1OjxXyLFVlSnF6Xv2RSKRaKfw3b9/H8HBwdauEhGR0ex2lOXr64v69evj+vXrCAkJQXFxMbKysnTOuX//frlrUJHtiY+PN/uW9cCDxfIvXbpk9utURxcuXEC9evUsMrBt2LAhrl69avbrOILr168jIiICzs7m/w4iPDwcKpUKd+/eNfu1yHinTp2Cj4+P2TclAB4EpbjQOZH1MVPK8WiCUikpKTadoUxEVBW7DUrl5ubixo0bqFGjBtq0aQMXFxfs2bNHe3tsbCwSEhLQsWNHK9aS9BUfH4+IiAizX6dp06YMSpnJ8ePH0bp1a4tcq1GjRrhy5YpFrmXvrl+/jqioKItcy8XFBREREbh27ZpFrkfGOXToELp06WKRRXFDQ0Nx7949s1+HiConk8mYKeVgGJQiIkdhN0GpWbNmYf/+/bh9+zaOHDmCp556ClKpFCNHjoSPjw8mTJiAGTNmYO/evTh16hTGjRuHjh07VrrIOdmG0tJS3L17V9R1nirSpEkTXLx40ezXqY6OHDmCzp07W+RaDErp78aNGxYLSgEPstjYN7bt8OHDFnutajKlBEGwyPWIqHxyubzS3feYKWV/AgMDkZqayqAUEdk9uwlK3b17FyNHjkSDBg3w7LPPIiAgAP/++692Yb9Vq1ZhwIABGDp0KLp27YqQkBBs3rzZyrUmfWimdtSsWdPs12rSpAni4uIqHJiRcVQqFY4ePYpOnTpZ5HotWrTAzZs3kZmZaZHr2TNLZkoBD9b8O3/+vMWuR4ZRq9U4dOiQxYJS4eHhKCgosOkdGYmqA64p5Xhq1aqFhIQE3LlzxyJjaCIic7GboNSGDRtw7949FBUV4e7du9iwYQPq1q2rvd3V1RWffvopMjIykJeXh82bN3M9KTsRHx+PmjVrWmzNG1dXV2ZyiOzSpUsQBAHNmjWzyPUUCgUiIiJw8uRJi1zPnl2/fl3nvdLcGJSybadOnUJpaSnatm1rkeu5u7sjODgYt27dssj1iKh8XFPK8URFReHGjRu4du0a6tWrZ+3qEBEZzW6CUuS4bt++bZH1pIAHOyi1bdsWx48ft8j1qotdu3ahS5cuFgksarRv3x4nTpyw2PXskVqttvj0vRYtWuDChQtQqVQWuybpb9u2bejduzdcXFwsds3IyEgGpYisTDN9r7yptMyUsk9169bF4cOHkZuba9Evn4iIxMagFFldfHy8RdaT0oiOjsaxY8csdr3qYMuWLRg4cKBFr9muXTsGF6uQmJiI4uJi1KlTx2LXrFevnjYYRrZn27Zt6N+/v0WvWadOHdy8edOi1yQiXXK5HADKXb6AmVL2qVGjRsjOzoa/vz/c3d2tXR0iIqMxKEVWd/PmTYtlSgHmC0qlp6dj7Nix8PX1Rb169bBu3TrRr2GLMjMzcfjwYQwYMMCi1+3QoQOOHDkCtVpt0evak0uXLiEqKkr7YcQSnJ2d0bRpU07hs0G3bt3CuXPn8OSTT1r0usyUIrI+mUwGoPygFDOl7FPt2rXRrFkzxMTEWLsqREQmYVCKrC42NhYNGjSw2PWio6Nx+fJlKJVK0crMzMxEjx49kJ6ejt27d2PhwoWYNWsW3nvvPdGuYas2btyIFi1aoHbt2ha9bnR0NAoKCnDu3DmLXteeXLx4EU2bNrX4dVu0aIEzZ85Y/LpUuR9//BG9e/fWbhBiKXXq1GFQisjKNF9OlLeuFDOl7NfZs2excuVKa1eDiMgkDEqRVQmCgKtXr6Jhw4YWu2ZoaCgiIyNx4MABUcoTBAGvvfYaIiIi8Ntvv6Ft27YYOXIkdu3ahcWLF2P79u2iXMdWffXVV5gwYYLFr+vi4oIePXpg586dFr+2vbh06RKaNGli8etqstjIdgiCgO+//x6jRo2y+LUjIyM5fY/IyioKSqlUKhQXFzNTyk45OfGjHBHZP76TkVWlpaUhMzMT9evXt+h1e/XqhV27dolS1rp163D+/HmsWbNGZ6Hvli1b4qOPPsL48eORnZ0tyrVszcmTJ3Hp0iU899xzVrl+nz598Ndff1nl2vbAWplSnTt3xrFjx1BSUmLxa9sDlUqFf/75B7/88guSkpIscs2dO3ciMzMTTz31lEWu97D69esjPj4eBQUFFr82ET0glUohlUrLBKU0vzNTioiIrIVBqWoqJycH27dvR2JiolXrERsbi9DQUHh5eVn0umIFpfLy8jB37lwsWbIE/v7+ZW6PiYlB06ZNsWjRIpOvZYsWLFiAyZMnw8fHxyrXHzx4MI4cOWL157EtUqvVuHz5slWCUg0bNoSrqyun8JXj0qVLaNGiBUaNGoXly5ejTp06WL58ebk7Yolp1apVmDJlilU+eNaoUQPe3t64evWqxa9NRP8jl8vLBKU0wWJmShERkbUwKFUN3b59Gy1atMDkyZNRr149/Pjjj1ari6Wn7mn06NED169fN3lKySeffIKIiIgKFw6WSCT48MMP8emnnyI2Ntaka9maY8eO4Z9//sEbb7xhtTrUrFkT3bp1w4YNG6xWB1sVFxcHtVqNevXqWfzaTk5O6NSpEw4fPmzxa9uyc+fOoUuXLhgyZAgSEhJw6tQpHDx4EJ9++ilmzZpltsDUyZMncfDgQUyePNks5VdFIpGgSZMmuHTpklWuT0QPyGSyMguda4JSzJQiIiJrYVCqmlGr1Rg5ciR69uyJW7du4bfffsMLL7yA48ePW6U+ly9ftkpQysfHB7169cIvv/xidBnZ2dlYvnw5Fi5cCIlEUuF5TZs2xfjx4/H6668bfS1bU1paiilTpmDWrFkICgqyal1Gjx6Nb775hrvwPeL48eNo1aoVXFxcrHL9Ll264ODBg1a5ti2Ki4tD7969MWfOHCxevFjbL+3atcO+ffvwww8/4Ouvvxb9uoIgYO7cuXjttdes+lpt3LgxLl++bLXrE1H5mVL5+fmQy+WQSqVWqhUREVV3DEpVM7/++ivu3r2L//73v3ByckKfPn0wb948jB49utxtgs3tzJkzaNWqlcWvCwDDhw83KSi1cuVKNGvWDD179qzy3HfeeQf79+/H3r17jb6eLfn000+Rm5uLuXPnWrsqGD58ODIyMri21CNOnDiBdu3aWe36vXv3xu7du63yvmJr4uPj0bNnT4wfPx6zZ88uc3tkZCQ2bNiAadOmib6b5O7du3HmzJlyr2tJzJQisr6KglLu7u5WqhERERGDUtXOBx98gDlz5uisHTBr1iw4Ozvj888/t2hdBEHAmTNn0Lp1a4teV2Pw4MG4dOmSUdPq0tLSsGrVKixZsqTSLCkNhUKBN998EzNnzrT7jJ7Y2Fi8/fbb+OKLL2wi3d/V1RWvvvoq3nvvPbOvy2NPrB2UatWqFTw9Pat9tlRCQgJ69OiBQYMG4d13363wvMcffxzTp0/HuHHjRFsgPicnB3PmzMHy5cvh6+srSpnGatKkCS5cuGDVOhBVdwxKERGRLWJQqho5f/48Ll68iOeff17nuLOzM9577z0sXLjQorvE3bp1C/n5+VbZsh54MIXv6aefxhdffGHwfd977z107twZXbp00fs+r732GjIyMvD999/rdf6pU6cwc+ZMvPzyy9izZ4/BdTSHwsJCTJkyBVOnTkX37t2tXR2tKVOm4OLFi8yW+n+FhYU4e/Ys2rdvb7U6SCQS9O/fH9u2bbNaHaxJpVLh119/Rbt27dCnTx989NFHVQaw3377bRQXF2P58uWi1GHOnDmIiIjA+PHjRSnPFK1bt8atW7eQlpZm7aoQVVsVBaU8PDysVCMiIiIGpaqVdevW4Zlnnil3p7Qnn3wSTZo0wapVqyxWn9OnT6Np06aQy+UWu+ajXn75ZXz77bfIy8vT+z737t3Dp59+avCOeq6urli2bBn+85//ID8/v8Lz1Go13njjDXTt2hVKpRJSqRTDhg3Diy++aHAGRUlJCXJzcw26T2XmzJkDmUyGhQsXilamGHx9ffHOO+9g5syZomWZ2LN///0X/v7+Vlnk/GEDBgzAn3/+KUoG26lTp9C7d294eHigSZMm2Lhxowg1FIcgCDh48CDmz5+PMWPGoFu3bggJCcG0adOwYsUKfPbZZ3ByqvrPrVwux9q1a/Huu+/i4sWLJtVp06ZN+Omnn7By5Uq9sjnNLSAgAPXr18exY8esXRWiaqu8hc6ZKUVERNbGoFQ1IQgCfvvtNwwbNqzc2yUSCZYsWYKVK1da7JvsY8eOoW3btha5VkU6deqEOnXqYM2aNXrfZ9GiRXjyySeNqvvw4cNRq1YtLFiwoNzbi4qKMHLkSPz+++84c+YMvvrqK/z3v//FuXPn8O+//2L8+PF6Tf9LTU3FxIkT4e/vDy8vL7Rq1QpbtmwxuL4P27ZtG9auXYvVq1dbbfHsyrz00kva3Q6ruz179qBHjx5WD0b06dMHaWlp+Pfff00q58cff0TXrl3Rvn17HDt2DLNmzcILL7yATz75RKSaGi8hIQHdunXDkCFDcOPGDURFRWH8+PH4448/EB8fj9GjRxtUXtu2bfHqq69i/PjxKC0tNapON2/exIQJE/D1118jPDzcqDLMITo6mkEpIivi9D0iIrJFDEpVE5cvX0ZycjKeeOKJCs/p0qULunTpItrUkars27cP3bp1s8i1KiKRSPD222/j3XffrTR7SePatWtYu3YtFi9ebPT1vv32W3z22WdlpjVlZ2ejX79+uHXrFg4fPoz69etrbwsLC8Pff/+No0ePYsaMGZVmnly4cAGtW7dGSkoKDhw4gPv37+PFF1/EmDFjMH36dKPWtEpKSsLYsWPx8ccfIyIiwuD7W4KLiwu+/vprvPPOO7hy5Yq1q2NVe/bsqfS1bimurq4YOXIk1q5da3QZmzdvxqRJk/Dbb79h8eLFaNq0KcaNG4cdO3Zg9uzZJge8THH58mW0b98eDRs2xO3bt/HDDz9g3rx5iImJQadOneDs7GxUue+88w6USiVWrlxp8H0zMzMxcOBAjB07Fk8//bRR1zeXDh064OjRo9auBlG15erqisLCQp1jDEoREZG1MShVTWzZsgU9e/ascuCxePFifPrpp0hMTDRrfbKzs3H69GmrB6UA4KmnnkJoaCg++uijKs+dM2cOnn/+eTRo0MDo6zVu3Bhff/01hg8fjrVr16KgoAD79u1Dx44dIZfLsXfvXigUijL3CwkJwd9//42ff/4Zy5YtK7fs/fv347HHHsOLL76I33//Ha1atUJQUBAmT56MU6dOYfv27Rg3bhxUKpXe9S0pKcGzzz6Lfv36GZz1YWmdOnXClClTMHbsWKOzTOxdSkoKTpw4gV69elm7KgCAsWPHYsOGDQZNkdU4fvw4xowZgx9++AG9e/fWua1Dhw6YP3++qAuDGyI7OxtPPfUUxo4diy+++AJeXl6ile3q6opvv/0WCxYsMGgjhqKiIjz11FOoW7cuVqxYIVp9xNK9e3ccPnwYBQUF1q4KUbXk7u5e5vXHoBQREVkbg1LVxLZt2zBgwIAqz2vdujX69+9vdCaQvg4fPozIyEjUqlXLrNfRh0QiwapVq7B48WJcv369wvP++OMP7Nu3D0uWLDH5msOHD8eGDRswf/58uLu746mnnsLo0aOxZcuWShccjYyMxI4dO7B8+XKsXr1a57bNmzejf//++OCDD/D222+XmboVGRmJffv24cSJExg9erTeH+RnzZqFnJwci+/OaKyFCxciJycH8+bNM+r+xcXF+O677/D8889jzJgxmDVrll1NOdq4cSM6dOhgE68tAGjfvj3q16+PL7/80qD7xcfHY9CgQVi8eDEGDx5c7jnTp0+HIAgGl20qQRAwduxY1KlTR+8dOA3VqVMnTJo0CWPHji2zBkx5CgsL8cwzz6CgoAA//fST0Vla5tSoUSMEBQVh3759ep2fm5uLn3/+GZ9//jmuXbtm3soRVQNubm5lssIZlCIiImtjUKoaKCgowPHjx9GjRw+9zl+4cCHWrl2Lmzdvmq1O27Zts5lMDgB47LHHEBMTg5iYmHI/AN67dw8vvfQSVqxYgaCgIFGuOWDAANy+fRtJSUlISUnB3Llz9fog2aJFC2zZsgVvv/02hg0bhi+//BIjR47EuHHj8MMPP2DChAkV3rdGjRrYu3cvLl68iOHDh5dZW+JRn3/+Ob7//nts3rzZbgatbm5u2LRpEz755BP8+eefBt3333//RdOmTfHuu++iXr166N69OzIzM9G7d2/07NnTLoJTGzZswPDhw61dDS2JRIL//Oc/WLFiRZXPN42cnBwMHDgQTz/9NF577bUKz3NxccH777+Pd955x6hMLGMtX74cZ8+exfr16yGVSs12ncWLF6OoqAivvPJKpVN2s7OzMXDgQKSlpWHnzp02u5OWITsy7t69G/Xr18fixYuxefNmNGvWDG+99ZZR04+J6AFmShERkS1iUKoaOH78OPz9/VG3bl29zm/UqBFGjBiB119/XZRdsx6lVqvx22+/2dx6J++//z6KiorKBKbS09MxaNAg9O7dG2PHjhX1mhKJBCEhIQYvHP7YY4/h3LlzqF27NjZu3IiQkBCcP38eQ4YMqfK+wcHB2LdvH+7cuYMhQ4YgJyen3PO+++47vP7669i6dSsiIyMNqp+1NWrUCF9//TXGjBmj9y5mX3/9NZ544gm8+OKLuHjxIubPn4/x48fjm2++we3bt9G+fXs88cQTGDx4MC5cuGCWeqvVahw/fhwLFixA165dERwcDKlUisDAQAwYMAAbN26sdOrluXPncPLkSYwYMcIs9TPWoEGDoFAo8MEHH1R5rkqlwnPPPYfg4GD897//rTILacCAAQgPD7dYttTu3buxaNEibNq0CQEBAWa9lru7O37//Xf8/vvvmDdvXrnvx+fOnUO7du3g7OyMv//+G76+vmatk6mGDBmCTZs2VZqpuX37dgwePBgLFy7E+fPn8ffff+PUqVPYsGEDpk6dapa/S0TVATOliIjIFjEoVQ0cPHgQXbt2NWiKyfLly3Ho0CF8//33otfn2LFjKCwstIn1pB7m7u6OrVu34tq1a4iOjsY333yDTz75BG3atNF+6LX2bmYPq1mzJj744AP8/fffWLVqlUG7bPn7+2PPnj0oKSlBmzZtsGfPHu0HvdzcXMyaNQuvvPIKNm/ejE6dOpmrCWb17LPPYvr06ejdu3elWX/FxcWYPHky5s6di61bt2LWrFllMtb8/Pzw7rvv4saNG6hTp442QPXVV18hKSnJpHqmpaVh/fr1eP755xEcHIw+ffrg8uXLiImJwZYtW3D9+nVs374dXbp0wcyZM7U70JXnnXfewbhx4xAYGGhSncTm5OSEzz//HEuWLKl0GpYgCHjttdcQFxeHX375Ra9grTGZWMa6desWRowYgU8++QStW7c267U0ateujX379mHdunUYMmQITp48idzcXJw+fRqTJ09Ghw4d8Nxzz2Hr1q2irmtlLk888QTkcjm2bt1a7u27du3Cs88+i7Vr1+KFF17Qvuc2adIE//zzD7Zv32701Nzq6vbt25gwYQLq1KkDNzc31K1bF/Pnzy+TFXz+/Hk89thjcHV1RVhYGN577z0r1ZjMhZlSRERkkwTSkZ2dLQAQsrOzRS9bpVIJSUlJgkqlEr3syvTu3Vv4+OOPDb7ftm3bBE9PT+HQoUMG37eytk6YMEF48cUXDS7TUvLz84UPPvhA6Nq1q9CrVy9hzZo1lfaZtfpVDKWlpcJ7770n+Pn5CVFRUUKXLl0ET09PoVOnTsLly5fLnG9vbVWr1cKMGTOEoKCgcp/HN2/eFDp27Ci0adNGuH37ts5tlbX13r17wsqVK4WOHTsKUqlUaNWqlfDWW28JR44cEUpLS6usV1ZWlvDtt98KvXv3FpydnYVWrVoJb775pnDo0CGhpKSkwvsVFBQICxcuFNzd3YVJkyYJGRkZ2tu+++47wc/PT7h//36V13+Upfp15syZQpMmTYSsrKwyt5WUlAhTpkwRwsPDhVu3bhlUrkqlEpo0aSJ8/vnnep1rTFuzs7OFJk2aCC+//LJB9xNLSkqKMGnSJMHLy0sAIHh4eAhjxowRLl68WOF9bPX1umLFCqFVq1Zl6vXPP/8Inp6ewg8//FDhfS9duiT4+voKa9as0Tlu7raac2xgbn/99ZcwduxYYefOncKNGzeEP/74QwgKChJmzpypPSc7O1sIDg4WRo0aJVy8eFH46aefBDc3N+GLL77Q+zrmfoxs9flsDuZq65tvvllm/DVu3DjhnXfeEfU6hmC/Oia21TGxrY7JnG3Vd2wgEQTmwT9MqVTCx8cH2dnZ8Pb2FrVstVqNlJQUBAUFwcnJMklqpaWl8PPzw6FDh9CiRQuD7//FF19g1qxZ+PjjjzFmzBi9611RWzMyMlCrVi0cO3YMzZo1M7g+tsga/Sq23NxcHDx4EBkZGWjcuDFatmxZblaYPbZVEAR88sknmD17NoYOHYqnnnoKLi4u2L17N77++muMHj0aq1atgpubm8799G2rZh2f7du3Y8eOHQCAvn37YsCAAejXr592OlVeXh727duH7777Dn/88QeaNGmCESNGYPjw4ahdu7ZBbbp58yZefvllHD9+HM888wzy8/OxadMm/P7770at1Wapfi0tLcXQoUNx8+ZN/PTTT2jatCkA4OrVq5gyZQqSk5Oxfft2REREGFz2+vXr8fbbbyM2NrbSDKtH25qQkIB9+/ahtLQULVu2RKtWrco89zMyMjBw4EB4e3tjy5YtVl1EvLS0FNnZ2fD19a1yPStbfb0WFBSgcePGmDRpEubMmQMA+PPPP/Hcc8/hk08+qXKa9D///IOBAwdiy5Yt2rUSzd1Wc44NrOH999/H6tWrtVmkq1evxn/+8x8kJydDJpMBeLDb7O+//46rV6+WW0ZRUZFOdqJSqURYWBgyMzPN8hip1WqkpqZCoVDY1PPZHMzV1nfffRexsbFYt26d9tjIkSPRpk0bzJo1S7TrGIL96pjYVsfEtjomc7ZVqVTCz8+vyvGT7W3PQ6I6e/YsnJ2dtR/+DDVp0iTUrFkTkydPxpIlS9CnTx+EhYVBKpWipKQEgiDA3d0dERER6NChA0JCQiotb8WKFejUqZPDBKQchaenJ/r162ftapiFRCLBK6+8gv79+2PVqlVYuHAhSktL0a5dO+zfvx9t27Y1qfzAwECMGjUKo0aNgkqlwrFjx7Bt2zYsW7YMo0ePRq1atbTBj5o1a2LkyJE4ffo0GjdubPQ1IyMjsW3bNuzbtw9bt26Fj48PTp06hYYNG5rUFnNzdnbGpk2b8NZbb6Fdu3aoV68e1Go14uLiMHHiRPz555/w9PQ0quzhw4dj4cKF+O677ypd7F+joKAAb7zxBr766iu0b98ecrkc06ZNg5+fH5566in0798fAQEBOH78OBYvXox27drhxx9/tPquds7OzmZfy8rc3Nzc8Ouvv6JXr174999/UVpaigMHDmDNmjUYNmxYlffv0aMHPv30UwwdOhRHjhxBo0aNLFBrx5KdnQ1/f3/t70ePHkXXrl21ASkA6NOnD5YvX47MzEz4+fmVKWPp0qVYsGBBmeOpqakoLCwUvc5qtRrZ2dkQBKFafEAwR1tLS0uRmZmJlJQU7bGsrCxtUNca2K+OiW11TGyrYzJnWytau/hRDEo5uIMHD6Jz584m7RA1YMAA9OzZEzt27MCBAwdw5swZCIKgzUbIy8vD119/jdjYWPTo0QNTpkzBk08+Waacixcv4r///S8OHDhgdF2IjBUZGYmPP/7YrNeQSqXo1KkTOnXqhCVLliAxMVG7hlJERATCw8NFW5dMIpHg8ccfx+OPPy5KeZbi7OyMZcuWYfr06Th69CgkEgk6d+5s8jpYzs7OmD9/Pt58802MHj1a58P1ozQbGmRlZeHKlSvaTSCKioqwZ88e/Pbbb5g0aRKysrLQqFEjLFu2DKNGjbKpNeXsXdu2bXHmzBl8//33kMlk+Pzzz1GrVi297z927FjcuHEDvXr1wi+//IIOHTqYsbaO5fr16/j444+xYsUK7bHk5GTUqVNH57zg4GDtbeUFpebOnYsZM2Zof9dkSikUCrNlSkkkkmrzrbU52hoUFAS1Wq2zi7BKpUJQUJBoOwsbiv3qmNhWx8S2OiZzttXV1VWv8xiUcnAHDhzAY489ZnI5rq6uGDJkSKW7uyUmJmLdunWYOnUqXF1dMW7cOLzyyivw9vbGlStXMHDgQMycORNt2rQxuT5E9qBmzZqoWbOmtathk4KDg/XaLdIQw4cPx5IlS/DNN99g8uTJ5Z5TWlqKyZMnIzMzE7t379b58CyXy/Hkk0+WG1Qn8UVERODtt982+v4LFy6En58fevbsifbt2+OFF17Ac889J2INbducOXOwfPnySs+5cuWKTgZlYmIi+vbti2HDhmHixIkmXV8ul0Mul5c57uTkZLYBvEQiMWv5tsQcbfX09ERBQYFOmXl5efD09LTqY8p+dUxsq2NiWx2Tudqqb3mO/whXY4Ig4NChQ6IEpfRRs2ZNvPnmm7h16xbeeecd/PrrrwgLC0OLFi3QqlUrjBw5stxUfyIiMUilUixduhRvvfUW7t+/X+Z2tVqNcePG4fbt29i+fbtDrA1UnUkkEsyYMQO3bt3CsGHD4OPjY+0qWdTMmTNx5cqVSn8iIyO159+7dw+PP/44OnXqhC+//FKnrJCQkDKvGc3vVU3LJ/vh5ubG3feIiMjmMFPKgV29ehW5ubkmr5ljKBcXFzz33HN44oknkJCQgOTkZLRq1crgxZyJiAw1aNAg9OzZE5MmTcLmzZu139CoVCpMnDgRJ0+exMaNG3XW0yH7FhwcjMmTJ1ttTRxrUSgUUCgUep2bmJiIxx9/HG3atMGaNWvKfHPZsWNH/Oc//0FJSYl2av6uXbvQoEGDcqfukX1yd3dHfn6+zjEGpYiIyNqYKeXADhw4gA4dOlS6too5SSQStGvXDoMHD2ZAiogs5tNPP8Xly5cxfvx4ZGdn4+7du3j66adx+PBh7NmzR+8P8kSOIDExEd27d0ft2rWxYsUKpKamIjk5GcnJydpznnvuOchkMkyYMAGXLl3Czz//jP/+9786a0aR/WOmFBER2SJmSjmwgwcPWmzqHhGRrQgMDMSePXvw/PPPw8/PDxKJBMOGDcPhw4fh7+9f7TJqqHrbtWsXrl+/juvXr5dZTF4QBACAj48P/v77b0ydOhVt2rRBYGAg5s2bhxdffNEaVSYzYaYUERHZIgalHNjBgwcxduxYa1eDiMjiwsLCsH//fiQmJsLV1RUBAQEAHqwrRVSdjB07Vq+xQPPmzXHw4EHzV4isxs3NjUEpIiKyOQxKOaj4+HgkJiZym2wiqta4+yER0QPu7u460/dUKhWKi4sZlCIiIqvimlIO6sCBA2jdujU8PT2tXRUiIiIisjJ3d3cUFRVBpVIBAHJzcwEAHh4e1qwWERFVcwxKOaj9+/eje/fu1q4GEREREdkANzc3AEBhYSEAICcnBwDg5eVltToRERExKOWg9u/fj27dulm7GkRERERkAzQZUXl5eQAApVIJDw8PODnx4wAREVkP/wo5oHv37uHmzZvo0qWLtatCRERERDZAJpPBxcVFmyGVk5PDLCkiIrI6BqUc0P79+9GyZUv4+PhYuypEREREZAMkEgm8vLx0glLe3t5WrhUREVV3DEo5IE7dIyIiIqJHeXl5QalUAngwfY+ZUkREZG3O1q4AiW///v1Yvny5tatBRORQ1Go1iouLrV0NvanVapSUlKCwsNDh14wxta0uLi6QSqVmqBmRbXk0U4pBKSKyBJVKhZKSEmtXQ28cQ+lHrPETg1IO5s6dO7h27Rq6du1q7aoQETmM4uJi3Lp1C2q12tpV0ZsgCFCr1cjJyYFEIrF2dcxKjLb6+voiJCTE4R8rqt68vb05fY+ILEYQBCQnJyMrK8vaVTEIx1D6E2P8xKCUg9mxYwc6duwIX19fa1eFiMghCIKApKQkSKVShIWF2c03ZoIgoLS0FM7OztViQGVsWwVBQH5+PlJSUgAANWrUMEcViWwCM6WIyJI0AamgoCC4u7vbzXiEYyj97ifW+IlBKQfz119/oV+/ftauBhGRwygtLUV+fj5CQ0Ph7u5u7erojQMq/bm5uQEAUlJSEBQUxKl85LC4phQRWYpKpdIGpAICAqxdHYNwDKUfscZP9vF1L+mlpKQEu3fvZlCKiEhEKpUKwIPt1MlxaQKO9rTmBZGhuPseEVmK5u+pPX2hR4YTY/zEoJQD+eeff+Dt7Y0WLVpYuypERA7H0b8pq+7Yv1QdPLqmFDOliMjc+PfVsYnRvwxKOZANGzbg2WeftZv1ToiIiIjIcjh9j4iIbA2jFw6iqKgIv/32G4YPH27tqhARERGRDXp4+h6DUkREZAsYlHIQ27dvh5+fH9q3b2/tqhARERlFIpHg999/BwDcvn0bEokEZ8+etWqdiBzJw0GpjIwMu1t8mIiIymfPYygGpRzE6tWr8cILL3DOLhERAQDGjRsHmUwGJycnSCQS7U/fvn2tXbUKJSUlcbMOIjPy9vbWTt9LT09nUIqIqBwcQ1mWs7UrQKa7evUq9u/fj++//97aVSEiIhvSp08frFmzRucLC7lcbsUaVS4kJMTaVSByaH5+fsjIyADAoBQRUWU4hrIcZko5gEWLFmH06NEIDg62dlWIiKgyJSVAWtqDfy1AJpMhJCRE58fPzw8AsG/fPshkMhw8eFB7/nvvvYegoCDcv38fAJCVlYVJkyYhODgYrq6uaNq0KbZu3VrutQRBwDvvvIPatWtDLpcjNDQUr776qvb2iIgILFq0CCNHjoSHhwdq1qyJTz/9VKeMh1PPH6VSqTB+/Hg0bNgQCQkJAIA//vgDrVu3hpubGxo0aIAFCxagtLRUr/oQVUcKhQKpqakoLCxEfn4+g1JEZD84hnLYMRQzpezc2bNnsXnzZly9etXaVSEiospcvQqsWAEkJwMhIcCsWUDDhlarTvfu3TFt2jSMHj0a586dw82bN/H222/j119/RXBwMNRqNfr164ecnBz88MMPqFu3Li5fvgypVFpueZs2bcKqVauwYcMGNGnSBMnJyTh37pzOOe+//z7efPNNLFiwADt37sRrr72G+vXro1evXpXWtaioCCNHjsTt27dx8OBBKBQKHDx4EGPGjMFHH32ELl26IC4uDlOmTIFEIsH8+fP1qg9RdaNQKJCeno7U1FQAgL+/v5VrRESkB46hHHoMxaCUHSspKcGECRMwa9YshIeHW7s6RERUkZKSB4Opq1eB0ND/Da5WrwZcXMx22e3bt5fZXevNN9/Em2++CQBYvHgxdu3ahRdffBEXL15ETEwMBg0aBADYvXs3jh8/jitXrqB+/foAgMjIyAqvlZCQgJCQEPTs2RMuLi6oXbt2mc03OnfujDlz5gAA6tevj8OHD2PVqlWVDqhyc3PRv39/FBUVYe/evfDx8QEALFiwAHPmzEFMTAwEQUDt2rWxcOFCzJ49G/Pnz9erPkTVjUKhgFqtxrVr1+Dj4wNnZ34UICIbxzEUAMceQ3H6np0SBAGvvvoqVCoV3nrrLWtXh4iIKpOd/eDbvdBQwM/vwb/JyQ+Om1H37t1x5swZnD17Vvvz0ksvaW+XyWRYv349Nm3ahMLCQqxatUp729mzZ1GrVi3tYKoqw4YNQ0FBASIjIzFx4kT89ttv2jRwjY4dO5b5/cqVK5WWO3LkSOTl5eHvv//WDqYA4Ny5c1i4cCE8PT3h5eUFPz8/vPjii0hKSkJ+fr5e9SGqbjw8PODm5oZz586hRo0a1q4OEVHVOIYC4NhjKAal7JBKpcLLL7+MP/74A3/88YdNL7hGREQAfHwepJvfuwdkZj74NyTkwXEzcnd3R1RUlM7Po9N1jhw5AuDB9vCaBZABwM3NzaBrhYWFITY2Fp999hnc3NwwZcoUdO3aFSUmrv3w5JNP4vz58zh69KjO8dzcXCxYsABnz57FmTNncOLECZw/fx7Xrl2Dq6ur2Q0IhV4AAQAASURBVOpDZO+CgoJw/PhxZtkTkX3gGMpo9jKGcsig1KeffoqIiAi4uroiOjoax48ft3aVRCEIAg4cOIAOHTpg3759OHLkCAcURET2wMXlf+sf5Oc/+HfWLLOmnevjxo0bmD59Or766itER0cjJiYGarUaANC8eXPcvXsXcXFxepfn5uaGgQMH4qOPPsK+fftw9OhRXLhwQXv7v//+q3P+v//+i0aNGlVa5uTJk7Fs2TIMGjQI+/fv1x5v3bo1YmNjywwYo6Ki4OTkpFd9iKqjunXrYvfu3YiIiLB2VYiIqsYxFADHHkM53ETyn3/+GTNmzMDnn3+O6OhofPjhh+jTpw9iY2MRFBRk7eoZRBAEJCcn49KlS9i7dy+2bNmCO3fu4LXXXsOcOXPg6upq7SoSEZG+GjZ8sP5BdvaDb/csMJgqLi5GcnKyznbGzs7OCAwMhEqlwvPPP48+ffpg3Lhx6Nu3L5o1a4YPPvgAr7/+Orp164auXbti6NChWLlyJaKionD16lVIJBL07du3zLXWrl0LlUqF6OhouLu744cffoCbm5vOlyeHDx/Ge++9hyFDhmDXrl349ddfsW3btirb8corr0ClUmHAgAH466+/0KVLF8ybNw8DBgxA7dq1MXToUKjValy6dAmXLl3C4sWL9aoPUXXUqFEj/PPPP3wtEJH94BjKocdQDheUWrlyJSZOnIhx48YBAD7//HNs27YN3377rXZhsIcVFRWhqKhI+7tSqQQAqNVqbaRTLIcOHcKmTZsgk8mgUqlQUlKC0tJSlJaWav+vVCqRnp6O9PR0JCcnQ6lUIjw8HF26dMHrr7+OwYMHw9PTU1tHW6VWqyEIgk3XUSxsq2NiWx2TMW3V3EfzYxJnZ0CzBbupZelh586dCA0N1TnWoEEDXLlyBYsXL0Z8fDy2bNkCQRAQEhKCL774As899xx69eqFFi1aYOPGjZg1a5Z2TYKoqCgsXbq03MfBx8cHy5cvx4wZM6BSqdCsWTP8+eef8Pf3154/Y8YMnDx5EgsWLIC3tzc++OAD9O7dW6e8Rx9rzf9fe+01qFQqPPnkk/jrr7/Qu3dvbNmyBYsWLcLy5cvh4uKChg0bYsKECRAEQa/6PExznfL+/leH1wZVH02bNgXw4JtyIiK74eICBAZa7HIVjaGuXr2KJUuWID4+Hlu3bgUA1KhRA19++SVGjhyJ3r17o0WLFti0aVOZMdSyZcvKvZavry+WLVumM2bZsmULAjRjRgAzZ87UGUOtXLkSffr00ast06ZNg1qtxpNPPokdO3agT58+2Lp1KxYuXKgzhnrhhRf0ro+YJILJI2zbUVxcDHd3d2zcuBFDhgzRHo+JiUFWVhb++OOPMvd55513sGDBgjLH4+Liyqy2b6p9+/bht99+g7u7O1xcXODs7AypVApnZ2ft/728vODv7w9/f38EBgaiTp06cHd3F7UelqBWq5GdnQ0fHx9tCqCjYlsdE9vqmIxpa0lJCbKzsxEeHm5XGaqCIEClUkEqlep8y2ct9erVwyuvvIJXX31V9LLFaGthYSHi4+Ph4+MDl0e+gc3JyUH9+vWRnZ0Nb29vMarscJRKJXx8fMz2GKnVaqSkpCAoKKhavE+Zs63Z2dn4/PPPMXPmTKvvvsd+dUxsq2MytK2FhYW4desW6tSpY1fjJ+DBuKK0tBTOzs42MYaKiIjAtGnTMG3aNNHLNrWtlfWzvmMDh8qUSktLg0qlQnBwsM7x4OBgXL16tdz7zJ07FzNmzND+rlQqERYWBoVCIfqg6plnnkG3bt2gUCiqxZuWRCJhWx0M2+qY2NbKFRYWIicnR/sFgr15NMBiTU5OTmZ9DE1pq7OzM5ycnBAQEFBmUGVvg2miyvj4+GD27NnWrgYREREABwtKGUMul5e7e52Tk5NZPpxJJBKzlW1r2FbHxLY6Jra1Yk5OTpBIJNofeyEIgra+tlJvcz2GYrRVU7fynhvV4XVBREREZA0OFZQKDAyEVCrF/fv3dY7fv38fISEhVqoVERER3b5929pVICIiIrI7jj6Gcqiv/mQyGdq0aYM9e/Zoj6nVauzZswcdO3a0Ys2IiIiILO/27duYMGEC6tSpAzc3N9StWxfz589HcXGxzjkPZwNqfh7dfpqIiIhIbA6VKQU82NknJiYGbdu2Rfv27fHhhx8iLy9PuxsfERGRMRxoXxAqh6PusHf16lWo1Wp88cUXiIqKwsWLFzFx4kTk5eVhxYoVOufu3r0bTZo00f5url12iIio+nDUv6/0gBj963BBqeHDhyM1NRXz5s1DcnIyWrZsiR07dpRZ/JyIiEgfLi4ukEgkSE1NhUKhsJn1mapiazvHmJMpbRUEAcXFxUhNTYWTkxNkMpmZamkdffv2Rd++fbW/R0ZGIjY2FqtXry4TlAoICOByB0REJAqZTAYnJyfcu3cPCoUCMpnMbsYjHEPpdz+xxk8OF5QCgJdffhkvv/yytatBREQOQCqVolatWrh7965dzekXBAFqtVq7ULsjE6Ot7u7uqF27drVY1Dw7Oxv+/v5ljg8aNAiFhYWoX78+3njjDQwaNKjCMoqKilBUVKT9XalUAnjwjak5vhVXq9XafnZ0bKtjYlsdE9taufDwcCQnJyMxMdGMNTMPzbiiOjClre7u7qhVq5a2nEfL1YdDBqWIiIjE5OnpiXr16qGkpMTaVdGbWq1Geno6AgICHH5QZWpbpVJptfg2FACuX7+Ojz/+WCdLytPTEx988AE6d+4MJycnbNq0CUOGDMHvv/9eYWBq6dKlWLBgQZnjqampKCwsFL3earUa2dnZEAShWjyf2VbHw7Y6Jra1anK5HC4uLnYVuBMEATk5OfD09HT4sYEpbdXsWJyVlVXu7Tk5OXqVw6AUERGRHqRSKaRSqbWroTe1Wg0XFxe4urpWi4FydWmrxpw5c7B8+fJKz7ly5QoaNmyo/T0xMRF9+/bFsGHDMHHiRO3xwMBAzJgxQ/t7u3btcO/ePbz//vsVBqXmzp2rcx+lUomwsDAoFAp4e3sb26wKqdVqSCQSKBQKh+9jttUxsa2OiW11TGq1WrtsA9tqPFdXV73OY1CKiIiIyM7MnDkTY8eOrfScyMhI7f/v3buHxx9/HJ06dcKXX35ZZfnR0dHYtWtXhbfL5XLI5fIyxzXfmpqDRCIxa/m2hG11TGyrY2JbHRPbajp9y2NQioiIiMjOKBQKKBQKvc5NTEzE448/jjZt2mDNmjV6DRLPnj2LGjVqmFpNIiIiokoxKEVERETkoBITE9G9e3eEh4djxYoVSE1N1d6m2Wlv3bp1kMlkaNWqFQBg8+bN+Pbbb/H1119bpc5ERERUfTAo9QhBEAD8bxcZManVauTk5FSLNS/YVsfEtjomttUxsa3i0YwJNGMEe7Jr1y5cv34d169f1+6Oo/FwexYtWoT4+Hg4OzujYcOG+Pnnn/HMM8/ofR1zjp8APp8dFdvqmNhWx8S2OiZztlXf8ZNEsMcRlhndvXsXYWFh1q4GERER2Zg7d+6UCezQAxw/ERERUXmqGj8xKPUItVqNe/fuwcvLS/TtHzU709y5c8csO9PYErbVMbGtjoltdUxsq3g02yWHhoY6/DemxjLn+Ang89lRsa2OiW11TGyrYzJnW/UdP3H63iOcnJzM/i2ot7e3wz+5NdhWx8S2Oia21TGxreLw8fExS7mOwhLjJ4DPZ0fFtjomttUxsa2OyVxt1Wf8xK/7iIiIiIiIiIjI4hiUIiIiIiIiIiIii2NQyoLkcjnmz58PuVxu7aqYHdvqmNhWx8S2Oia2lRxJdepjttUxsa2OiW11TGyrZXGhcyIiIiIiIiIisjhmShERERERERERkcUxKEVERERERERERBbHoBQREREREREREVkcg1JERERERERERGRxDEoREREREREREZHFMShlQZ9++ikiIiLg6uqK6OhoHD9+3NpVMsnSpUvRrl07eHl5ISgoCEOGDEFsbKzOOd27d4dEItH5eemll6xUY+O98847ZdrRsGFD7e2FhYWYOnUqAgIC4OnpiaFDh+L+/ftWrLFpIiIiyrRXIpFg6tSpAOy7Xw8cOICBAwciNDQUEokEv//+u87tgiBg3rx5qFGjBtzc3NCzZ09cu3ZN55yMjAyMGjUK3t7e8PX1xYQJE5Cbm2vBVuinsraWlJRg9uzZaNasGTw8PBAaGooxY8bg3r17OmWU91xYtmyZhVtStar6dezYsWXa0bdvX51zHKFfAZT72pVIJHj//fe159hDv+rzN0af996EhAT0798f7u7uCAoKwuuvv47S0lJLNoVM5GjjJ4BjKEcdQ3H8xPGThj38nQU4fnqYo4yfAPsbQzEoZSE///wzZsyYgfnz5+P06dNo0aIF+vTpg5SUFGtXzWj79+/H1KlT8e+//2LXrl0oKSlB7969kZeXp3PexIkTkZSUpP157733rFRj0zRp0kSnHYcOHdLeNn36dGzZsgW//vor9u/fj3v37uHpp5+2Ym1Nc+LECZ227tq1CwAwbNgw7Tn22q95eXlo0aIFPv3003Jvf++99/DRRx/h888/x7Fjx+Dh4YE+ffqgsLBQe86oUaNw6dIl7Nq1C1u3bsWBAwfw4osvWqoJequsrfn5+Th9+jTefvttnD59Gps3b0ZsbCwGDRpU5tyFCxfq9PUrr7xiieobpKp+BYC+ffvqtOOnn37Sud0R+hWAThuTkpLw7bffQiKRYOjQoTrn2Xq/6vM3pqr3XpVKhf79+6O4uBhHjhzBunXrsHbtWsybN88aTSIjOOL4CeAYylHHUBw/cfz0MFv/Owtw/PQwRxk/AXY4hhLIItq3by9MnTpV+7tKpRJCQ0OFpUuXWrFW4kpJSREACPv379ce69atm/Daa69Zr1IimT9/vtCiRYtyb8vKyhJcXFyEX3/9VXvsypUrAgDh6NGjFqqheb322mtC3bp1BbVaLQiC4/QrAOG3337T/q5Wq4WQkBDh/fff1x7LysoS5HK58NNPPwmCIAiXL18WAAgnTpzQnvPXX38JEolESExMtFjdDfVoW8tz/PhxAYAQHx+vPRYeHi6sWrXKvJUTWXltjYmJEQYPHlzhfRy5XwcPHiz06NFD55g99uujf2P0ee/dvn274OTkJCQnJ2vPWb16teDt7S0UFRVZtgFklOowfhIEjqEcdQzF8RPHT/aE4yddjjJ+EgTbH0MxU8oCiouLcerUKfTs2VN7zMnJCT179sTRo0etWDNxZWdnAwD8/f11jq9fvx6BgYFo2rQp5s6di/z8fGtUz2TXrl1DaGgoIiMjMWrUKCQkJAAATp06hZKSEp3+bdiwIWrXru0Q/VtcXIwffvgB48ePh0Qi0R53lH592K1bt5CcnKzTlz4+PoiOjtb25dGjR+Hr64u2bdtqz+nZsyecnJxw7Ngxi9dZTNnZ2ZBIJPD19dU5vmzZMgQEBKBVq1Z4//337Xbq0759+xAUFIQGDRpg8uTJSE9P197mqP16//59bNu2DRMmTChzm73166N/Y/R57z169CiaNWuG4OBg7Tl9+vSBUqnEpUuXLFh7MkZ1GT8BHEM54hiK4yeOn+zt72xFOH7SZY/9autjKGdRS6NypaWlQaVS6XQoAAQHB+Pq1atWqpW41Go1pk2bhs6dO6Np06ba48899xzCw8MRGhqK8+fPY/bs2YiNjcXmzZutWFvDRUdHY+3atWjQoAGSkpKwYMECPPbYY7h48SKSk5Mhk8nK/CEKDg5GcnKydSosot9//x1ZWVkYO3as9pij9OujNP1V3mtVc1tycjKCgoJ0bnd2doa/v79d93dhYSFmz56NkSNHwtvbW3v81VdfRevWreHv748jR45g7ty5SEpKwsqVK61YW8P17dsXTz/9NOrUqYMbN27gzTffRL9+/XD06FFIpVKH7dd169bBy8urzFQYe+vX8v7G6PPem5ycXO7rWXMb2bbqMH4COIZy1DEUx08cP9nT39mKcPxk3+MnwD7GUAxKkSimTp2Kixcv6qwRAEBnPnGzZs1Qo0YNPPHEE7hx4wbq1q1r6WoarV+/ftr/N2/eHNHR0QgPD8cvv/wCNzc3K9bM/L755hv069cPoaGh2mOO0q/0QElJCZ599lkIgoDVq1fr3DZjxgzt/5s3bw6ZTIZJkyZh6dKlkMvllq6q0UaMGKH9f7NmzdC8eXPUrVsX+/btwxNPPGHFmpnXt99+i1GjRsHV1VXnuL31a0V/Y4gcAcdQjonjJ8fH8RPHT/bQr/YwhuL0PQsIDAyEVCots5r9/fv3ERISYqVaiefll1/G1q1bsXfvXtSqVavSc6OjowEA169ft0TVzMbX1xf169fH9evXERISguLiYmRlZemc4wj9Gx8fj927d+OFF16o9DxH6VdNf1X2Wg0JCSmzwG5paSkyMjLssr81A6r4+Hjs2rVL51u+8kRHR6O0tBS3b9+2TAXNJDIyEoGBgdrnrKP1KwAcPHgQsbGxVb5+Advu14r+xujz3hsSElLu61lzG9k2Rx8/ARxDOeoYiuMnaH/n+OkBW/47awiOn3TZer/ayxiKQSkLkMlkaNOmDfbs2aM9plarsWfPHnTs2NGKNTONIAh4+eWX8dtvv+Gff/5BnTp1qrzP2bNnAQA1atQwc+3MKzc3Fzdu3ECNGjXQpk0buLi46PRvbGwsEhIS7Lp/AWDNmjUICgpC//79Kz3PUfq1Tp06CAkJ0elLpVKJY8eOafuyY8eOyMrKwqlTp7Tn/PPPP1Cr1drBpb3QDKiuXbuG3bt3IyAgoMr7nD17Fk5OTmVSte3N3bt3kZ6ern3OOlK/anzzzTdo06YNWrRoUeW5ttivVf2N0ee9t2PHjrhw4YLOgFnz4aFx48aWaQgZzVHHTwDHUI4+huL4ieOnR9ni31ljcPyky1b71e7GUKIum04V2rBhgyCXy4W1a9cKly9fFl588UXB19dXZzV7ezN58mTBx8dH2Ldvn5CUlKT9yc/PFwRBEK5fvy4sXLhQOHnypHDr1i3hjz/+ECIjI4WuXbtaueaGmzlzprBv3z7h1q1bwuHDh4WePXsKgYGBQkpKiiAIgvDSSy8JtWvXFv755x/h5MmTQseOHYWOHTtaudamUalUQu3atYXZs2frHLf3fs3JyRHOnDkjnDlzRgAgrFy5Ujhz5ox2x5Rly5YJvr6+wh9//CGcP39eGDx4sFCnTh2hoKBAW0bfvn2FVq1aCceOHRMOHTok1KtXTxg5cqS1mlShytpaXFwsDBo0SKhVq5Zw9uxZndewZkeNI0eOCKtWrRLOnj0r3LhxQ/jhhx8EhUIhjBkzxsotK6uytubk5AizZs0Sjh49Kty6dUvYvXu30Lp1a6FevXpCYWGhtgxH6FeN7Oxswd3dXVi9enWZ+9tLv1b1N0YQqn7vLS0tFZo2bSr07t1bOHv2rLBjxw5BoVAIc+fOtUaTyAiOOH4SBI6hHHkMxfETx0/28ndWEDh+csTxkyDY3xiKQSkL+vjjj4XatWsLMplMaN++vfDvv/9au0omAVDuz5o1awRBEISEhASha9eugr+/vyCXy4WoqCjh9ddfF7Kzs61bcSMMHz5cqFGjhiCTyYSaNWsKw4cPF65fv669vaCgQJgyZYrg5+cnuLu7C0899ZSQlJRkxRqbbufOnQIAITY2Vue4vffr3r17y33exsTECILwYFvjt99+WwgODhbkcrnwxBNPlHkM0tPThZEjRwqenp6Ct7e3MG7cOCEnJ8cKralcZW29detWha/hvXv3CoIgCKdOnRKio6MFHx8fwdXVVWjUqJHw7rvv6gxEbEVlbc3Pzxd69+4tKBQKwcXFRQgPDxcmTpxY5kOtI/SrxhdffCG4ubkJWVlZZe5vL/1a1d8YQdDvvff27dtCv379BDc3NyEwMFCYOXOmUFJSYuHWkCkcbfwkCBxDOfIYiuMnjp/s5e+sIHD85IjjJ0GwvzGU5P8rTUREREREREREZDFcU4qIiIiIiIiIiCyOQSkiIiIiIiIiIrI4BqWIiIiIiIiIiMjiGJQiIiIiIiIiIiKLY1CKiIiIiIiIiIgsjkEpIiIiIiIiIiKyOAaliIiIiIiIiIjI4hiUIiIiIiIiIiIii2NQiojsztixYzFkyBCrXX/06NF49913zVb+5cuXUatWLeTl5ZntGkRERFT9cAxFRLZGIgiCYO1KEBFpSCSSSm+fP38+pk+fDkEQ4Ovra5lKPeTcuXPo0aMH4uPj4enpabbrPPPMM2jRogXefvtts12DiIiIHAfHUA9wDEVkXxiUIiKbkpycrP3/zz//jHnz5iE2NlZ7zNPT06wDmaq88MILcHZ2xueff27W62zbtg0TJ05EQkICnJ2dzXotIiIisn8cQz3AMRSRfeH0PSKyKSEhIdofHx8fSCQSnWOenp5lUs+7d++OV155BdOmTYOfnx+Cg4Px1VdfIS8vD+PGjYOXlxeioqLw119/6Vzr4sWL6NevHzw9PREcHIzRo0cjLS2twrqpVCps3LgRAwcO1DkeERGBxYsXY8yYMfD09ER4eDj+/PNPpKamYvDgwfD09ETz5s1x8uRJ7X3i4+MxcOBA+Pn5wcPDA02aNMH27du1t/fq1QsZGRnYv3+/iY8oERERVQccQz3AMRSRfWFQiogcwrp16xAYGIjjx4/jlVdeweTJkzFs2DB06tQJp0+fRu/evTF69Gjk5+cDALKystCjRw+0atUKJ0+exI4dO3D//n08++yzFV7j/PnzyM7ORtu2bcvctmrVKnTu3BlnzpxB//79MXr0aIwZMwbPP/88Tp8+jbp162LMmDHQJKdOnToVRUVFOHDgAC5cuIDly5frfHspk8nQsmVLHDx4UORHioiIiOh/OIYiImtiUIqIHEKLFi3w1ltvoV69epg7dy5cXV0RGBiIiRMnol69epg3bx7S09Nx/vx5AMAnn3yCVq1a4d1330XDhg3RqlUrfPvtt9i7dy/i4uLKvUZ8fDykUimCgoLK3Pbkk09i0qRJ2msplUq0a9cOw4YNQ/369TF79mxcuXIF9+/fBwAkJCSgc+fOaNasGSIjIzFgwAB07dpVp8zQ0FDEx8eL/EgRERER/Q/HUERkTQxKEZFDaN68ufb/UqkUAQEBaNasmfZYcHAwACAlJQXAg8U29+7dq11fwdPTEw0bNgQA3Lhxo9xrFBQUQC6Xl7uQ6MPX11yrsuu/+uqrWLx4MTp37oz58+drB3oPc3Nz034rSURERGQOHEMRkTUxKEVEDsHFxUXnd4lEonNMMwhSq9UAgNzcXAwcOBBnz57V+bl27VqZb9s0AgMDkZ+fj+Li4kqvr7lWZdd/4YUXcPPmTYwePRoXLlxA27Zt8fHHH+uUmZGRAYVCod8DQERERGQEjqGIyJoYlCKiaql169a4dOkSIiIiEBUVpfPj4eFR7n1atmwJALh8+bIodQgLC8NLL72EzZs3Y+bMmfjqq690br948SJatWolyrWIiIiIxMAxFBGJiUEpIqqWpk6dioyMDIwcORInTpzAjRs3sHPnTowbNw4qlarc+ygUCrRu3RqHDh0y+frTpk3Dzp07cevWLZw+fRp79+5Fo0aNtLffvn0biYmJ6Nmzp8nXIiIiIhILx1BEJCYGpYioWgoNDcXhw4ehUqnQu3dvNGvWDNOmTYOvry+cnCp+a3zhhRewfv16k6+vUqkwdepUNGrUCH379kX9+vXx2WefaW//6aef0Lt3b4SHh5t8LSIiIiKxcAxFRGKSCJq9NYmIqEoFBQVo0KABfv75Z3Ts2NEs1yguLka9evXw448/onPnzma5BhEREZElcQxFROVhphQRkQHc3Nzw3XffIS0tzWzXSEhIwJtvvsnBFBERETkMjqGIqDzMlCIiIiIiIiIiIotjphQREREREREREVkcg1JERERERERERGRxDEoREREREREREZHFMShFREREREREREQWx6AUERERERERERFZHINSRERERERERERkcQxKERERERERERGRxTEoRUREREREREREFsegFBERERERERERWRyDUkREREREREREZHEMShERERERERERkcUxKEVERERERERERBbHoBQREREREREREVkcg1JERERERERERGRxDEoRERERERGRwa5du4bevXvDx8cHEokEv//+u7WrRER2hkEpIgIArF27FhKJBCdPnqzwnNu3b0MikZT706FDB+15Y8eO1bnN29sbLVq0wAcffICioiLR6vxofVxcXBAYGIhOnTrhzTffREJCgmjXMieJRIKXX37Z2tUgIiKi/2eP4yIASE1NxWuvvYaGDRvCzc0NQUFBaN++PWbPno3c3FxRrwUAMTExuHDhApYsWYLvv/8ebdu2Ff0aphg7diw8PT2tXQ0iqoSztStARPZn5MiRePLJJ3WOKRQKnd/lcjm+/vprAEBWVhY2bdqEWbNm4cSJE9iwYYNZ6qNWq5GZmYkTJ07gww8/xH//+1988803GDFihKjXIyIiItKwlXFRRkYG2rZtC6VSifHjx6Nhw4ZIT0/H+fPnsXr1akyePFnUAE1BQQGOHj2K//znP/xyjYiMxqAUERmsdevWeP755ys9x9nZWeecKVOmIDo6Gj///DNWrlyJ0NBQs9YnPj4evXv3RkxMDBo1aoQWLVqIdr3qLi8vDx4eHtauBhERkU2wlXHRN998g4SEBBw+fBidOnXSuU2pVEImk5l8DQAoLCyETCZDamoqAMDX11eUcul/j62TEyc0UfXBZzsRWYSTkxO6d+8O4EG6u7mFh4dj7dq1KC4uxnvvvadzW1ZWFqZNm4awsDDI5XJERUVh+fLlUKvVOuep1Wp8+OGHaNKkCVxdXREcHIxJkyYhMzNT57yIiAgMGDAAf//9N1q2bAlXV1c0btwYmzdvFq09f/zxB/r374/Q0FDI5XLUrVsXixYtgkql0p4zf/58uLi4aAeJD3vxxRfh6+uLwsJC7bG//voLjz32GDw8PODl5YX+/fvj0qVLOvfTpL3fuHEDTz75JLy8vDBq1CjR2kVERFQdmWNcdOPGDUilUp2pgxre3t5wdXXV/h4REYGxY8eWOa979+7aegHAvn37IJFIsGHDBrz11luoWbMm3N3dMWPGDISHhwMAXn/9dUgkEkRERAB48MXglClT0KBBA7i5uSEgIADDhg0rt51ZWVmYPn06IiIiIJfLUatWLYwZMwZpaWnac4qKijB//nxERUVBLpcjLCwMb7zxhmhTH/Wp782bNyGRSLBq1aoy9z9y5AgkEgl++ukn7bHExESMHz8ewcHBkMvlaNKkCb799lud+1X02CqVSlHaRWQvmClFRAbLz8/XGSwAgI+PD1xcXCq9340bNwAAAQEBZqvbwzp27Ii6deti165d2mP5+fno1q0bEhMTMWnSJNSuXRtHjhzB3LlzkZSUhA8//FB77qRJk7B27VqMGzcOr776Km7duoVPPvkEZ86cweHDh3Xae+3aNQwfPhwvvfQSYmJisGbNGgwbNgw7duxAr169TG7L2rVr4enpiRkzZsDT0xP//PMP5s2bB6VSiffffx8AMHr0aCxcuBA///yzThp9cXExNm7ciKFDh2oHpN9//z1iYmLQp08fLF++HPn5+Vi9ejW6dOmCM2fOaAeWAFBaWoo+ffqgS5cuWLFiBdzd3U1uDxERkaOwlXFReHg4VCqV9m+8mBYtWgSZTIZZs2ahqKgITz75JCIiIjB9+nTt9EXN1MATJ07gyJEjGDFiBGrVqoXbt29j9erV6N69Oy5fvqwdR+Tm5uKxxx7DlStXMH78eLRu3RppaWn4888/cffuXQQGBkKtVmPQoEE4dOgQXnzxRTRq1AgXLlzAqlWrEBcXJ8rC6vrUNzIyEp07d8b69esxffp0nfuvX78eXl5eGDx4MADg/v376NChg3bNUIVCgb/++gsTJkyAUqnEtGnTKn1sxcpoI7IbAhGRIAhr1qwRAAgnTpyo8Jxbt24JAMr92bt3r/a8mJgYwcPDQ0hNTRVSU1OF69evC++++64gkUiE5s2bi1ZnTX3ef//9Cs8ZPHiwAEDIzs4WBEEQFi1aJHh4eAhxcXE6582ZM0eQSqVCQkKCIAiCcPDgQQGAsH79ep3zduzYUeZ4eHi4AEDYtGmT9lh2drZQo0YNoVWrVlW2A4AwderUSs/Jz88vc2zSpEmCu7u7UFhYqD3WsWNHITo6Wue8zZs36/RRTk6O4OvrK0ycOFHnvOTkZMHHx0fneExMjABAmDNnTpXtICIichT2OC5KTk4WFAqFAEBo2LCh8NJLLwk//vijkJWVVebc8PBwISYmpszxbt26Cd26ddP+vnfvXgGAEBkZWWYsUtE4rLwxy9GjRwUAwnfffac9Nm/ePAGAsHnz5jLnq9VqQRAE4fvvvxecnJyEgwcP6tz++eefCwCEw4cPl30gHqJ57Cujb32/+OILAYBw5coV7bHi4mIhMDBQ57GcMGGCUKNGDSEtLU2nzBEjRgg+Pj7a61X22BJVJ5y+R0QGe/HFF7Fr1y6dn0fXbMrLy4NCoYBCoUBUVBTefPNNdOzYEb/99ptF66r51i4nJwcA8Ouvv+Kxxx6Dn58f0tLStD89e/aESqXCgQMHtOf5+PigV69eOue1adMGnp6e2Lt3r851QkND8dRTT2l/9/b2xpgxY3DmzBkkJyeb3A43Nzft/3NycpCWlobHHnsM+fn5uHr1qva2MWPG4NixY9pvX4EH3+CFhYWhW7duAIBdu3YhKysLI0eO1GmbVCpFdHR0mbYBwOTJk01uAxERkSOylXFRcHAwzp07h5deegmZmZn4/PPP8dxzzyEoKAiLFi2CIAhGlx0TE6MzFqnMw+eVlJQgPT0dUVFR8PX1xenTp7W3bdq0CS1atNAZP2lIJBIAD8ZjjRo1QsOGDXXGLD169ACAcscshtK3vs8++yxcXV2xfv167bGdO3ciLS1Nu16YIAjYtGkTBg4cCEEQdOrcp08fZGdn65QJGPbYEjkiTt8jIoPVq1cPPXv2rPQcV1dXbNmyBcCDHWfq1KmDWrVqVXoflUpVZj0kf39/k9KYNdsfe3l5AXgwze78+fNldsXRSElJ0Z6XnZ2NoKCgSs/TiIqK0g6gNOrXrw/gwVoRISEhRrcBAC5duoS33noL//zzT5m1BrKzs7X/Hz58OKZNm4b169dj3rx5yM7OxtatWzF9+nRt/a5duwYA2gHdo7y9vXV+d3Z2rrLviIiIqitbGhfVqFEDq1evxmeffYZr165h586dWL58OebNm4caNWrghRde0LNVuurUqaP3uQUFBVi6dCnWrFmDxMREnWDYw2OWGzduYOjQoZWWde3aNVy5cqXKcZsp9K2vr68vBg4ciB9//BGLFi0C8OCLv5o1a2rHVKmpqcjKysKXX36JL7/8Uq86G/LYEjkiBqWIyCykUmmVA7RH3blzp8wf5r179+osuGmoixcvIigoSBtoUavV6NWrF954441yz9cEktRqNYKCgnS+DXtYRYMjc8jKykK3bt3g7e2NhQsXom7dunB1dcXp06cxe/ZsnQXa/fz8MGDAAG1QauPGjSgqKtLZ8Udz/vfff19usMzZWfdPg1wu5y4wREREJrD0uEgikaB+/fqoX78++vfvj3r16mH9+vXaoNSjX6RpqFQqSKXSMscNyeR55ZVXsGbNGkybNg0dO3aEj48PJBIJRowYUWZTmaqo1Wo0a9YMK1euLPf2sLAwg8oztb5jxozBr7/+iiNHjqBZs2b4888/MWXKFO04SXP+888/X+G6Xs2bN9f5nVlSVN0xKEVENiMkJERnUXIAZdLfDXH06FHcuHFDJyBTt25d5ObmVjkwrFu3Lnbv3o3OnTvrNVi4fv06BEHQGeTFxcUBgM6i4cbYt28f0tPTsXnzZnTt2lV7/NatW+WeP2bMGAwePBgnTpzA+vXr0apVKzRp0kR7e926dQEAQUFBBg+QiYiIyDLEGhdFRkbCz88PSUlJ2mN+fn7Iysoqc258fDwiIyMNvsbDNm7ciJiYGHzwwQfaY4WFhWWuV7duXVy8eLHSsurWrYtz587hiSeeqDCQZip96wsAffv2hUKhwPr16xEdHY38/HyMHj1ae7tCoYCXlxdUKhXHWER64lffRGQzXF1d0bNnT50fPz8/o8qKj4/H2LFjIZPJ8Prrr2uPP/vsszh69Ch27txZ5j5ZWVkoLS3VnqdSqbTp2Q8rLS0tM1C5d++ezroQSqUS3333HVq2bGny1D3NN5YPp5MXFxfjs88+K/f8fv36ITAwEMuXL8f+/ft1gnIA0KdPH3h7e+Pdd99FSUlJmfs/OlWAiIiILM/QcdGxY8eQl5dX5vjx48eRnp6OBg0aaI/VrVsX//77L4qLi7XHtm7dijt37phcb6lUWmb9qo8//hgqlUrn2NChQ3Hu3Lly19XS3P/ZZ59FYmIivvrqqzLnFBQUlNtec9UXeJBNPnLkSPzyyy9Yu3YtmjVrppP5JJVKMXToUGzatKncgBvHWERlMVOKiHR8++232LFjR5njr732mhVqo5/Tp0/jhx9+gFqtRlZWFk6cOIFNmzZBIpHg+++/1xksvP766/jzzz8xYMAAjB07Fm3atEFeXh4uXLiAjRs34vbt2wgMDES3bt0wadIkLF26FGfPnkXv3r3h4uKCa9eu4ddff8V///tfPPPMM9py69evjwkTJuDEiRMIDg7Gt99+i/v372PNmjV6teHkyZNYvHhxmePdu3dHp06d4Ofnh5iYGLz66qvadlW0YKmLiwtGjBiBTz75BFKpFCNHjtS53dvbG6tXr8bo0aPRunVrjBgxAgqFAgkJCdi2bRs6d+6MTz75RK96ExEROTJ7Ghd9//33WL9+PZ566im0adMGMpkMV65cwbfffgtXV1e8+eab2nNfeOEFbNy4EX379sWzzz6LGzdu4IcfftBmU5tiwIAB+P777+Hj44PGjRvj6NGj2L17NwICAnTOe/3117Fx40YMGzYM48ePR5s2bZCRkYE///wTn3/+OVq0aIHRo0fjl19+wUsvvYS9e/eic+fOUKlUuHr1Kn755Rfs3LkTbdu2rbQ+JSUl5Y6x/P39MWXKFL3rqzFmzBh89NFH2Lt3L5YvX17m9mXLlmHv3r2Ijo7GxIkT0bhxY2RkZOD06dPYvXs3MjIyDHg0iaoBK+36R0Q2RrP1cUU/d+7cqXDr30fps/2uGB7ditnZ2Vnw9/cXoqOjhblz5wrx8fHl3i8nJ0eYO3euEBUVJchkMiEwMFDo1KmTsGLFCqG4uFjn3C+//FJo06aN4ObmJnh5eQnNmjUT3njjDeHevXvac8LDw4X+/fsLO3fuFJo3by7I5XKhYcOGwq+//qpXOyp73BctWiQIgiAcPnxY6NChg+Dm5iaEhoYKb7zxhrBz584y205rHD9+XAAg9O7du8Lr7t27V+jTp4/g4+MjuLq6CnXr1hXGjh0rnDx5UnuOpfqSiIjIltjjuOj8+fPC66+/LrRu3Vrw9/cXnJ2dhRo1agjDhg0TTp8+Xeb8Dz74QKhZs6Ygl8uFzp07CydPnhS6desmdOvWTXvO3r17BQDljmkqan9mZqYwbtw4ITAwUPD09BT69OkjXL16VQgPDxdiYmJ0zk1PTxdefvlloWbNmoJMJhNq1aolxMTECGlpadpziouLheXLlwtNmjQR5HK54OfnJ7Rp00ZYsGCBkJ2dXeljEhMTU2Ef1q1b1+D6ajRp0kRwcnIS7t69W+7t9+/fF6ZOnSqEhYUJLi4uQkhIiPDEE08IX3755f+xd97xURTvH//cXXq9lEsPJJBGTUIvIr0qRQVFQBFEQbAANvCrKCqifhGFr4oVsaGCiEhv0nsLAVJoIQXSe7275Pb3x/429ZJc2b29uzzv14uXZm935pmd2dmZzz7zjE73liDaEhKGMWJvUIIgCAIhISHo2rUrduzYIbYptVy+fBkxMTH46aefGsQ6IAiCIAiCIIwjNjYWnp6eOHjwoNimEITFQzGlCIIgrJBvv/0WLi4uePjhh8U2hSAIgiAIwmo4f/484uLi8OSTT4ptCkFYBRRTiiAIworYvn07EhIS8M033+D555+Hs7Oz2CYRBEEQBEFYPFevXsWFCxfwySefwN/fH4899pjYJhGEVUCiFEEQhBXxwgsvIDs7G+PGjcPy5cvFNocgCIIgCMIq+PPPP/Huu+8iMjISv/32GxwcHMQ2iSCsAoopRRAEQRAEQRAEQRAEQZgciilFEARBEARBEARBEARBmBwSpQiCIAiCIAiCIAiCIAiTQzGlGqHRaHDv3j24urpCIpGIbQ5BEARBECLDMAxKS0sREBAAqZS+52mDxk8EQRAEQdRH1/ETiVKNuHfvHoKDg8U2gyAIgiAIMyM9PR1BQUFim2GW0PiJIAiCIAhttDZ+IlGqEa6urgDYG+fm5sZr2hqNBrm5uVAoFFb/pZXKap1QWa0TKqt1QmXlj5KSEgQHB9eOEYimCDl+Aqg9WytUVuuEymqdUFmtEyHLquv4iUSpRnAu525uboKIUlVVVXBzc2sTjZvKan1QWa0TKqt1QmXlH1qW1jxCjp8Aas/WCpXVOqGyWidUVuvEFGVtbfxk3XeYIAiCIAiCIAiCIAiCMEtIlCIIgiAIgiAIgiAIgiBMDolSBEEQBEEQBEEQBEEQhMkhUYogCIIgCIIgCIIgCIIwOSRKEQRBEARBEARBEARBECaHRCmCIAiCIAiCIAiCIAjC5JAoRRAEQRAEQRAEQRAEQZgcEqUIgiAIgiAIgiAIgiAIk2MjtgFtiooKICMDsLcHSkuB/HzAywvw92d/z8tj/+vtDajVQHIyUFUFODoCoaHs9Wo1+y8/H6ipAWxsAF9fwN0dSE9n/66sBNzc2LTy8wGJpOk51dVAcDCblrs7YGvLpn/1KlBczB5LTWVt8/dnfwfY80tKWLvd3Vkbi4vZcwoKgOvX2d8dHAAnJ/a6zp3Za93c2GPe3mxeiYlA+/ZAVlZdOYOCgNu3gfJyoFs39jpbW/YcPz82f+5vNzfWxrAwNr2sLPaeAGz5ysoAV1f2fvv6sjaq1ew98PNjr6moYO+RUsmer1AA4eHseU5ObJ1w9eTtzZaVsykpCZDLAZWKvcdlZWy9cve+pIQtU2Ul+9+SEjaf6mqgRw82fe5eA0BmZtO8uPqurGSP37rF5qlWs/lw9Zaby97L69fZ9H196+6HjQ1w7x7Qpw8QGdkwLy4NW1vWjsxMNo3iYiA7mz0uk7FpBAYCnTqxNty7x17v4cHer+Jitm2XlwPt2rHn5+ezf+fns3UZHFx3P7l8uTaVnw/Y2dW18+JiICWFvV8ODuxxR8fWn7H6zwbXnrKyAIYBiorYtlJSwtri5MSen5dX1w4kErbNVFay+RYUAIWFbL3Wt6/++b6+bH1pKxv33GdmAgEBdWWwtWXzz8pi6zU/n/3t5EnW9uho9m+uLAB7T2Uy4No1Ns2aGtZ+Hx/WZj+/urrgysjZmp1dVzeOjnX5c8+vnx97TVkZWyau7VZXs/89fx7o1Yu9LyoVe52rK5ufjQ17vo1N3T3OymKv5e4l16bz8praxl2blcWer1Cw9nHtvv659eu2cV3Uv09cnVRU1D1nFRVser6+bBuPj2efpdRUNk97+6b9hqdnnS3cPSkpYfOqqmLT7du3rq7d3evy4vpJrv8sLmb7vE6d6vqW4mK2P9L2HHH9Vf2+3M4OiIhgr6+oYK8NDmav++cf1i7uefX1ZetCo2HTr6lh+1au/m1t2XvEvXsav1sa38vi4jp7XV0BZ2f2uoAA9rzsbPZ3D4+6OuTaP1fGkJC6vtvdva79Z2XVvbtsbNh05XK2PdV/bgA2j5s32bRsbYEOHdj7QVg/3BhKJmP/K5HUPQ9cXw407FvT09nzuHdB43bWvj3b/3HtOzeXfW7y8+v6Nju7uuu55weoe4a4v4uLgXPn2L7BxYXNx8ODbcNc/5eVVZdeenpdP1lQANy9y75bufeuiwt7rYtLXV/E9d3p6awtanXD94u296laXWcv10c1HlukprJp3L7NnltayqYXEcHaVL/f4sZhTk7s+VVVbDmqqth3jJtbXf975QqbLjfmqj+u4vq2vDy2z9FogLQ09v4XF7P/HxDAvr+58tYfz3H33N29+bzq98dcnSsUDfvWkhL2/ysq6vqW0lI2fxeXujFXx4514+bk5Lp2lZ9fd/zcObbfKi5m7wmHiws7FmYY9h168SJbR717s/cyLg7IyWHHhpytBQXa+1Su3vz8GrZpbuyhVrP9cX4++3dQUF15nZy0v6e4+QHX13JtyNe3btxZUdHwHVR//MTZk57OtgMbG9bu0lK2bUmlTech3LNV/11e/53PtdHsbHYs2K1bnc31z+H6hpQUth3J5XXvb6Bu/OPtzfYbOTls3XBtrmNH1p6OHdl7dPNmw/ael8eO94OD6/oGrs/g3tfBwaztubls2+SebQeHhmMbtbqpndw4iZsv1O+buD6Me6a0jTO5d6yjI9vOQkNZ27jznJwaPquN543c+Lh9e/YcF5e6eZC2+YmNDXDhAjv2LChg68bGhi2PTFbX5rl8nJzY+8f1Udy1xcV194Vrl437CG4MpVazttXvW2xt68awHTuydcLNYbhnE6ibOykUdddz/Q73vrh8mR0TSqVsGRwc6p53mYzN7+7dunovKWHHHtzYztaWtY/rz0tKWBsa99v158zcnDAqiq2H/PyGc1Zvb7Y8aWkN+6z68wsu7atXWZvl8roxav06qN92GIZ9JsPD68bm9dMUERKlTMWuXcDLL7MN8exZ9qWk0bAdMidQJCWx57Zrxz5UeXls45FI2Ebq4FA3KWSYurS5AUx1dd1LUCJp+RwbGza9Tp2A7t3ZF+Nbb7Edqja4Bss1dK7j4V4IjZFKgZ492c5Ho6m7xsODfchv3KgbyDSHTMZ2KoWFdeXx9WVfMNXV7L2QSuvK21JaXFkLC+s6AqmUnYDWv0/cuWFhbGebn193v9zd2WuqqtgXLXcvuLJevFhXVqBpuo3z6NmT7UAcHNiO59Iltm65vDQaNh+uXFx+9e+xRNL0eEt06MB2qpcusfcAYOvW1ZVNp7Cw5eu11autLfv/rdnh4lI3yADq2lB1dcN2LpWyL4DG2NrW1bc2NJq6tOrby/0GsHk4O7Mvx8WLgf37gSNH6jrqlsrK2Wdr27Dd2NmxZSsvb1g2qZS9J/Xbpa0tW7+cAAKw9SCRsHVvLNw9Ypg6Eau0tOE5dnZ1ogaXZ+M23FLbbUzjvkbb73Z27H2vrKwTSmUy9p7Vf2a482UyNk2ptK7vqn/Pm6uL+mVUKNh6zs1lB1ylpXW29ujRsA03h1TK/tNoWj6XG/hxbbekhD1ubw8MGgQMGACsXs32Hba27KA+JYW1i6O556j+/ZVK2XfIM88AGzey11dV1eWnzf7772fb2u3b7DuluprNy8OD7fsZhp3MFRY2fbdw91IuZ+uucVtqDomErWOGadj+uQFf/f9WVbHntdR/cO2am0hw2Niw74gvvgDGjNHNNsIy4cZQvr6seF9dzbYJPz927LJ/Pzu2qqxk2xTA/n/9vl/b+1IqrRMd6rdv7rmv/zd3jBN+3d2B++4D3nuPfY+89FLde7U+3Du2tLTuHdFav9n4/cP1hY6O7HNa/13KYWPDlq/xuJGzydmZfZ5VqoZjC66czdnDTdIiItixSmkpa0tVVd29rg8nQHMfViUSdvLTvj07scvPZ21nmLp+nisrd1+4f9rgxk9+fmz6hYWsqNM4L67vLynR3n9LJHX/r8s7TyplP+zl5bHjQ65eXFzY+1pU1PyYuH4a9euVm1TWH/NoaxtcnwrUjUe4c+qPRbl+UhsyGdsOufc/996Qydh/3HiltXbp71/3zB05UjdGb/yelMkavmubm6tw7/KKirp2bmfHPr/1nyeJpG4uYmPDnqNUsvdcW5lbe8aau0dSaZ34dvNm037ByYm9VypVw3vfqxfbDqurWx9b6EL98spk7LPfeJzZ+B0LsLZz71SJpE5ArP+scnWhVmt/9zo4sCJgu3YN5ycAm3bjeUBz2NjUjSmbqwuplB1DyeXsuI3rI6qr2bJERbHzvoKCOqHHw4OdR3Ltgxvbl5U1vYf1x41yOTvfZRh2zl1ZyT63zT0z9vbApEl1YjP3TuHs6NqVbf9Xr9aNZRqXjeu364+5W8POjr2mtLTpe4hro1Ipe3+1jaMbp8XNURq/n9zcgFGj2HdYRIRutgkJQzSguLiYAcAUFxfzl2h5OcNERDA1bm5M5oABTI1Uyj6eEgn7X6mUYRwcGMbLi2E8POqOC/1PImEYZ2eG6d2b/S+PaddIpUxm7951ZTXWTpms4T0z9J+NDcM4OuqWp7bjnB18lFUqZZgJExjG25v9f1PUuZH3kNd6FfOfszPDuLqy997ay9qW6rXxPyenJs+WYGW1tW16TCJhj9va1vXzfOXl4sIwvr661au2/tPWlmHs7dl/2my3lH82NgwTHs7UlJYymZmZTE1NDX/v7noIMjawMgS7R9wYytVV+7Pr6sowPj7s+MlUfZhEwjB2dmy+06eb9xiqvs3GpmFnZ3g6zYy9DCqrTMbe+/Hjtde5lr7fHP5ZzbuWGz+1UA6LLasB9gpaVlPNCRv/c3LSWseClbXx/Kx+ubmxFF99mIMD+77QtV65a+rbyr0DdJlTmvM/hYJhZs1iaqqqBBtD6To2oJhSpiA9nVVYXV0bfpmp/+WtpoZVeZ2d2WZiKmpqWBVV29cuc4H7OsSp/zZGOPjVv/8tUb8O6nvntOSpoy8MU7f0j2HqFHChYRjd74O14uDQuqeeJcNnO+UTicS0tlVX1z1TYrR57usx98XPzo4fO6qr2XeFvv1Z4/cP92XbkvsDiYT9UpmRIbYlFs+6devQvXt3uLm5wc3NDf3798fu3bvFNqtuDOXi0vA492xzX69NuYyzfl92/Tprg7nCjTUbYZAvB+fZoiv1xzRqNX99Ddd3cR5X2vIScjxlyX0mH1RWNvR24gNd0zHFvW/r9QvUeaBx8xOh4TxZuXvPrQbhaG21hK5wfYc+/Vjj9sCN5bjxnSVTXc2On5rzuDchZjpzsTKCg1mXwdLShmIH92BwYkR5OfvPlJ2hTMYKIw4OpstTX7gHnhNwjOkAdBX86tdBfbdIPlxy6+fBCW1c56bPUjxj8jWl8GmOVFWxbd4YgdOc4bOd8gnDmNY2bjkLl7ep4QZzNjZs/6VteZwhcC7b+vZnjd8/3GTVkvsDhmFd+bn4EYTBBAUF4cMPP8SFCxdw/vx5DBs2DBMnTsS1a9fENYwbQzVemsE9246OzS/7For6fVlEhG4xD8VCy/LjfAAyAPsMSU/bEsXmqD+msbXlr6/h+i5b27r+rXFeQo6nLLnP5ANHx7rxE1/3Qtd0THHv23r9AnXhJrj5idAwTN2SRKBpKAm1mh87uL5Dn36scXvgxnLc+M6S4cIgcDH2xDRFbAPaBE5OwKefsvEQ7O3rYgLUjynl7MwGwQXYYIimjin19NP8xpTShjnFlOI6JT5iSnFwMSs4WnqpcTERamqAwYPZQIgXL5omppS/P5uXITGltGGtMaUaY80xpeqXUV/R0hJjSumKEDGlnJ35jSnl5tbyFy5nZ6B//+ZjSgFsgE9Ljin12Wfs/W8sWhB6MX78+AZ/r1ixAuvWrcPp06fRpUuXJucrlUoo6w3sS/6/HWo0Gmj4nMQ4OACrV0Pz2mtgnJ2hsbVtGFPqP/8BDhxg435wsY4A08SUGjiQzX/QIGDRIt5iSmmkUjASCTTcO4znmFL/FhUBKhW2SKUYoU20rg8XUyo8nB2r6BJTitt4pX6cp3bt6jZJqRdTqkFZub6f+6cNBwd23Ozvz9Zx//5soOLGeeXlmV1MqSb1aqkxpbhn7ujRZmNKaWSypmW1pJhS4eFsgGwdYkpppFIwUik0dnb8x5TivDJNHVOqa1f2OcrKahBTSsMwDeu1JfSNKeXtXddHcB7mkZFscPqCAvZvY2NK9erF/p2UxN6HFmJKaeztwXTsCE1hIXueTNYwplSXLmz7v3bNcmNKDRkCvPoq+7wyDL/v7v9H1zRJlDIV48axAWeTktiI/ua4+94TT9Due8bsvscNOtvC7ntyuXXsvjd7duu773l6tp3d93x928bue4mJbJ9jyt33Fi7kd/e9V1/Vffe9jh2tf/c9c/UOtFBqamqwefNmlJeXo3///lrPWblyJZYvX97keG5uLqr4DgnQsyc0O3agOCMDjI8PpHl5bF8VGMg+qw880FAMLixk21luLnuetzd7TCZj3ysyGXu+jw/bNsvL6949/v5sn8/tumRjU3e9nV2dOCCTsXnY2AATJwIjRrATJbWafX+oVHU753HicWFhXXq5uWy75SYf+fnsO8fGBhqpFMUODmA8PSHldtXi3gH29uwzYmfHPqvce4rrw0pL655dpbLhx0RnZ6C8HJe+/hpYuxZXoqOR88svrC2enuyzCLDPop0de38LCth3qb19Xf/H2ZGVVTexVanqdtJyc2PzTk2tm0QqlXVplJTULrfUlJSgWKMB4+sLKbd7WXl5nU1so6oTL+RyNj2gro9vLi9uIlZRUVfn7u7sfeKWe9ZPIzOTbRPcTmqOjuw9q65m7fL2ZsvK7f7o7c2mqVCw59y4UdeW6k/2HRyA4GBoABRXV4MpLYXUxqbuHXr7dt0uYpytpaXs/7u41LUzgM1HpWLLWb9NOznVje+5DzEyGWsjV157+9o2UHtfuLE516aAujYkl7N17Oxct8ta42dOqayzJze3dumkxsUFxRUVYKqrIeXEXy6f+s8W1065dLy969otVxa1mu3zOZvrnwOw/5+dzT5Pzs5sO+GW+3Ibgri5sc9YcXHdznsaDVuvnNjm5MS2gfrtvaSErW+Fom7XNA8P1o68PKCqChqFAsVKJRiZDFJPz7pn29aWrSPumaipaWqno2Nde23cN7m6snlw19d/drj2oFTWPR8ODuz95MYgXJ3Xf1ZlsoZ1wTBse/DxYc9xcGDfuzU1dc8I90HfzQ0amQzFN2+CcXeHtKysLk1n54Yfjrl87O3Z++fpybavW7fYZ7C8vK5cXLts3Ee4udXtHpyV1bBvkcnYoOjceMnDg+2r7t1j8+fGN66udeMO7nqg4fsiJQW4c6ehB6a/PzTe3iiWSsE4O0PKzXm4caefX107lsnYPLj+vKKC7R8a99ucvZ6edXP6oCC2HrgdT7k+zs2NLU9ubsM+q75nFjfeS02t+/hbUdFwgzEuLe6eAqzIFxDA3pv/71s0OTkoLi4GwzDs88ojpTp+0JQwDPko1qekpATu7u4oLi6GG8+ubBqNBjk5OfDx8eG9ws0NKqt1QmW1Tqis1gmVlT+EHBuYE1euXEH//v1RVVUFFxcXbNy4EePGjdN6rjZPqeDgYBQWFgpyjzQaDXJzc6FQKNpEexayrPPnz8elS5eQk5ODW7du8Z6+PlC9WidUVuuEymqdCFnWkpISeHh4tDp+Ik8pgiAIgiAIApGRkYiLi0NxcTH+/PNPzJw5E0eOHEFnzuO5Hvb29rDXEixWKpUKNoCXSCSCpm9OCFnWjIwMDBo0CGvWrAHDMJCZYpOVFqB6tU6orNYJldU6EaqsuqZn/XeYIAiCIAiCaBU7OzuEhYWhZ8+eWLlyJaKjo7FmzRqxzSJ4Ji0tDQMGDEBNTQ0yMzPFNocgCIJo45AoRRAEQRAEQTRBo9E0WKJHWAc5OTkIDg6Gp6cncnJyxDaHIAiCaOPQ8j2CIAiCIIg2ztKlSzF27Fi0a9cOpaWl2LhxIw4fPoy9e/eKbRrBIwzDoKCgAB4eHvD29kYet8kOQRAEQYiEVXpKffHFFwgJCYGDgwP69u2Ls2fPim0SQRAEQRCE2ZKTk4Mnn3wSkZGRGD58OM6dO4e9e/di5MiRYptG8EhFRQXUajU8PT3h5eWF/Px8sU0iCIIg2jhW5yn1xx9/YPHixfjqq6/Qt29ffPbZZxg9ejSSk5Ph4+MjtnkEQRAEQRBmx/fffy+2CYQJKCgogEQigbu7O3lKEQRBEGaB1YlSq1evxjPPPINZs2YBAL766ivs3LkT69evx5IlS5qcr21LY4CNo6DRaHi1LSkpCSdOnIC3tzfs7e1hZ2dX+8/JyQm+vr7w8vKyigj/Go0GDMPwfg/NESqrdUJltU6orNaJ0GVtC/eQaBsUFBTA3d0dMpmMPKUIgiAIs8CqRCmVSoULFy5g6dKltcekUilGjBiBU6dOab1m5cqVWL58eZPjubm5qKqq4tW+I0eO4KuvvoJGo4FarYZarYZKpYJarUZ5eTnKysogk8ng5+eHzp07o0uXLhg0aBD69OkDGxvLqiqNRoPi4mIwDGMVIltLUFmtEyqrdUJltU6ELmtpaSnvaRKEGBQWFsLT0xMAyFOKIAiCMAssS+lohby8PNTU1MDX17fBcV9fXyQlJWm9ZunSpVi8eHHt3yUlJQgODoZCoYCbmxuv9j3zzDOYNGkSFAqF1kFzRUUFsrOzkZqaivj4eJw/fx7PPfccqqurMXPmTDz//PMICQnh1Sah0Gg0kEgkzZbVmqCyWidUVuuEymqdCF1WBwcH3tMkCDHggpwDgFwuR2ZmpsgWEQRBEG0dqxKlDMHe3h729vZNjkulUkEGthKJpNm0XVxc4OLigo4dO2LYsGEA2IH2sWPH8Pnnn6NLly548cUX8eabb8LV1ZV32/impbJaG1RW64TKap1QWa0TIcvaFu4f0TYoLS2t/ejq5uZWG7aCIAiCIMTCqkZZ3t7ekMlkyM7ObnA8Ozsbfn5+IlllHFKpFIMHD8bmzZtx6tQpnDx5Ej179sTly5fFNo0gCIIgCIKwIMrKyuDi4gKARCmCIAjCPLAqUcrOzg49e/bEwYMHa49pNBocPHgQ/fv3F9EyfoiJicHhw4cxffp03Hffffj333/FNokgCIIgCIKwEEiUIgiCIMwNq1u+t3jxYsycORO9evVCnz598Nlnn6G8vLx2Nz5LRyaT4e2330ZISAgmTJiA7du3Y+jQoWKbRRAEQRAEQZg5JEoRBEEQ5obViVKPPfYYcnNzsWzZMmRlZSEmJgZ79uxpEvzc0pk5cyaqq6sxefJknD59GuHh4WKbRBAEQRAEQZgxZWVltXFJSZQiCIIgzAGrE6UA4Pnnn8fzzz8vthmC8/TTTyMhIQGTJ0/GuXPnYGdnJ7ZJBEEQBEEQhJlSVlaGgIAAACRKEQRBEOaBVcWUaousXLkSUqkU7733ntimEARBEARBEGZM4+V7VVVVUKlUIltFEARBtGVIlLJw7Ozs8NNPP+GTTz7B1atXxTaHIAiCIAiCMFMai1IAUFpaKqZJBEEQRBuHRCkroFu3bpg7dy5effVVsU0hCIIgCIIgzJT6opSjoyNkMhkt4SMIgiBEhUQpK+Gtt97CmTNnsG/fPrFNIQiCIAiCIMyQ+qKURCKhuFIEQRCE6JAoZSV4enpiyZIleOedd8AwjNjmEARBEARBEGZGfVEKoGDnBEEQhPiQKGVFzJs3D4mJiTh69KjYphAEQRAEQRBmhjZRqri4WESLCIIgiLYOiVJWhJubGxYsWICVK1eKbQpBEARBEARhZjQWpVxcXFBeXi6iRQRBEERbh0QpK+Oll17C0aNHER8fL7YpBEEQBEEQhJnAMEwTUcrZ2ZlEKYIgCEJUSJSyMhQKBaZNm4YvvvhCbFMIgiAIgiAIM0GlUqG6uhrOzs61x0iUIgiCIMSGRCkrZP78+fjll18oRgBBEARBEAQBAKioqAAAODk51R4jUYogCIIQGxKlrJAePXqge/fu+PHHH8U2hSAIgiAIgjADKisrAQCOjo61x5ycnEiUIgiCIESFRCkrZcGCBfjyyy/BMIzYphAEQRAEQRAiU1lZCVtbW8hkstpj5ClFEARBiA2JUlbKlClTUFBQgH///VdsUwiCIAiCIAiRqaqqgoODQ4NjJEoRBEEQYkOilJVib2+Pp59+Gl9++aXYphAEQRAEQRAiU1lZ2WDpHsCKUlysKYIgCIIQAxuxDSCEY968eYiIiEBGRgaCgoLENocgCIIgCIIQieZEKfKUIgiCIMSEPKWsmPbt22P06NH45ptvxDaFIAiCIAiCEBFavkcQBEGYIyRKWTkLFizAN998A5VKJbYpBEEQBEEQhEiQpxRBEARhjpAoZeWMHDkSrq6u2Lp1q9imEARBEARhpqxcuRK9e/eGq6srfHx8MGnSJCQnJ4ttFsEjJEoRBEEQ5giJUlaOVCrFc889hy+++EJsUwiCIAiCMFOOHDmCBQsW4PTp09i/fz/UajVGjRpFgoUVoW35npOTE9UxQRAEISoU6LwN8NRTT+Gtt97ChQsX0LNnT7HNIQiCIAjCzNizZ0+Dvzds2AAfHx9cuHAB999/f5PzlUollEpl7d8lJSUAAI1GA41Gw7t9Go0GDMMIkrY+/Pzzz2jXrh0GDx4sWB5ClbW8vBwODg4N0nV0dER5eblo99Vc6tUUUFmtEyqrdUJl5S9tXSBRqg3g6emJuXPn4v3336dlfARBEARBtEpxcTEAdgyhjZUrV2L58uVNjufm5qKqqop3ezQaDYqLi8EwDKRScRz9//77b7zyyiuoqanBvn37EB4eLkg+QpU1NzcXUqkUOTk5tceUSiXKysoaHDMl5lCvpoLKap1QWa0TKis/lJaW6nQeiVJthFdffRUdOnRAfHw8unfvLrY5BEEQBEGYKRqNBgsXLsTAgQPRtWtXrecsXboUixcvrv27pKQEwcHBUCgUcHNzE8QmiUQChUIh2gTh22+/xX//+1+cO3cOP//8M7766itB8hGqrLa2tnB3d4ePj0/tsdLSUlRWVjY4ZkrMoV5NBZXVOqGyWidUVn5ovGS8OUiUaiP4+/vjmWeewZIlS7Bz505IJBKxTSIIq4ZhGBQXF0OpVMLR0VGQSRpBEIQQLFiwAFevXsXx48ebPcfe3h729vZNjkulUsEG8BKJRND0WyIjIwOXL1/G448/ji5duuCRRx7BunXrIJPJBMlPiLJWVVXBycmpQZqurq5Qq9WoqamBra0tb3npg5j1amqorNYJldU6obIaj67pkSjVhnjnnXcQERGBf/75BxMnTuQ9/ZKSEty9exd3795FdXU1OnToINqXN6J1SktLcefOHUgkEnTo0AFOTk5im2SxFBQU4PLly7hy5QoSEhKQkJCAa9euoaCgoPYcV1dXdOvWDX369EHv3r3Ro0cPhIeHCzahIQiCMITnn38eO3bswNGjRxEUFCS2OWbDvn370LdvX8jlcgwcOBAqlQrx8fGIjY0V2zSdaW73PYCNNyWXy0WwiiAIgmjrkCjVhvD09MSqVaswb9489O3bF35+fq1eU1RUhMuXLyMzMxN5eXkoKChAUVFR7b/CwkJkZmbi7t27KCsrg6OjIwIDA8EwDDIzM/HKK69g2bJlNPE2ExiGwcGDB/H5559j+/bttYPRyspKDBs2DK+//jqGDRsmspXmDcMwSEpKwt69e3H48GFcunQJaWlpaN++Pbp164YuXbpgzpw56Ny5M8LDw2uDyKanpyMuLg7nzp3D2rVrER8fD4lEgpiYGHTp0gXh4eG1/zp27KizuyvRFKVSiR9++AHbtm1DRkYGvL29MXjwYMycORPt27cX2zyjuHbtGk6ePAmVSoXo6GgMGDCgTXzBI4SHYRi88MIL2Lp1Kw4fPozQ0FCxTTIrDh8+jOHDhwMAZDIZBgwYgOPHj1uUKFVVVdVElOI+SJEoRRAEQYgFiVJtjJkzZ+LgwYMYP3489u3bBw8PjybnJCcn4/fff8emTZuQkJCA4OBgBAUFwdvbG56envDw8ED79u0RHR0NuVwOPz8/BAYGIjAwEHK5HBKJBBqNBnv37sXChQuRlpaG9evX05JBESkpKcFPP/2EL774Avn5+XjmmWfw2WefISQkBAzDIDU1FT/99BMeeughPPTQQ1i3bl2TgWtbp7S0FL/++iu+/vprJCUlYfDgwRg+fDheeuklREdHNxsMGADs7Ozg4eGB7t2748knnwQAVFdXIzk5GRcvXkRSUhLOnTuHjRs34saNG6ioqEBwcHCtSBUREdFAsLKxoa67OS5duoTJkyfDxcUFs2fPRseOHZGZmYndu3cjKioKY8aMwVNPPYUJEyaIbape3LhxA/PmzcPp06fRr18/2Nvb45133oGHhwc+/fRTPPDAA2KbSFg4CxYswMaNG7Ft2za4uroiKysLAODu7k7vA9T1LRyDBg3CsWPH8MILL4holX5UVlY2eVfJZDI4ODigvLxcJKsIgiCItg7NbNoYEokE3333HaZOnYrY2FgsX74c/fr1Q0FBAQ4fPozNmzfj2rVrGDduHN5++20MGzYM3t7eBuUVGxuLgwcPok+fPtiwYQNmzZrFc2mIlqiqqsKFCxfw008/YePGjejSpQv+85//YMqUKQ3igEgkEoSEhGDZsmV4+umn8dhjj2Ho0KHYsWOHwXVvTVy5cgXr1q3DL7/8gqioKMyfPx+PP/44XFxcjErXxsYGXbp0QZcuXRoc57wMb9y4Ufvv2LFjWL9+PW7evAkAiImJwaOPPoo5c+bA1dXVKDusiePHj+PBBx/Eq6++iiVLljTw0HzmmWeQnp6Ozz//HLNmzUJYWBhmz56N+++/H/7+/lAqlcjOzkZGRgbS0tKQnp4OlUqFoKAg3H///ejZs6dowvru3bvx6KOPYtasWfjzzz9rPyaoVCps2LAB06dPx+zZs7Fq1ao25zV1+vRpfP/99zh16hSmTZuGJUuWiG2SxbJu3ToAwJAhQxoc/+GHH/DUU0+Z3iAzoqqqComJiYiOjq491rt3b6xfv15Eq/RH2/I9gPWWIlGKIAiCEAsSpdog9vb22LJlC9avX481a9Zg7ty58PDwQO/evfHSSy9h4sSJvLlwBwQEYN26dZgzZw4mT55ME2gBKCgowLlz5xAfH4+bN2/i5s2buHHjBjIyMiCXy/HYY4/h0KFD6NWrV6tpBQYG4sCBA5gxYwbGjBmDQ4cOWXWdcbtNSCQSMAwDtVqNoqIiJCUl4fjx4/jzzz+RlJSExx9/HIcPH9bpHhqLRCJBQEAAAgICMHjw4Aa/1dTU4MaNGzh58iS+/vprrFmzBn///TdiYmIEt8vc2bt3LyZPnoxVq1Zh7ty5Ws8JDg7GypUr8eyzz2LXrl34888/8eqrr6KiogIA4OHhgaCgILRr1w7BwcGws7PDkSNHsHz5coSEhOCtt97CI488YlJx6u+//8b06dPx/fffY+rUqQ1+s7Ozw7PPPovhw4dj7NixKCwsbDNeqSUlJXjttdfw66+/4qmnnsKKFSsQEhIitlkWDcMwYptgtly7dg2urq5o165d7bFu3brh9u3bKCsrM/ojhaloTpRydnYmUYogCIIQDasSpUJCQpCamtrg2MqVK+nLqRakUinmzJmDOXPmCJ7XhAkTEBERgS+//BKvv/664PnxQVJSEn777TekpaUhKCgIjzzyCO8Tf4ZhcOrUKezYsQPZ2dnw9/fHkCFDMHTo0FZjcDEMgxMnTuDLL7/Eli1b0K5dO0RHRyMiIgJ9+/ZFWFgYwsLC4O/vr/cE1cHBARs3bsT48ePxyCOPYPfu3VYRE6ympgZ79uzBli1bcPbsWWRkZKC4uBhA3c4QGo0GABAUFIQePXpgxowZePLJJ83GY0wmkyEqKgpRUVF46qmn8MEHH2DEiBE4deoUwsPDxTZPJxiGwY4dO7Br1y4UFRWhQ4cOGD16NO677z6DvXy2bNmCJ598Et999x0ef/zxVs93dnbGggUL8MILL4BhGFRUVMDOzq7ZnacqKirw448/Yv78+fjhhx/w1VdfITg42CBb9eHixYuYMWMGfvnlFzz00EPNntexY0ccPnwYAwYMwLJly/Dee+8JbhvfMAyjc1+1a9cuzJ07F5GRkYiPj0doaCg0Gg1ycnIEtpJoq8TFxSEmJqZBG/X19YWXlxeuXbuGvn37imid7lRVVWmNV0iiFEEQBCEmVufn/+677yIzM7P2nyWt9bdWJBIJFi5ciG+++aZ20m+uMAyD999/H7GxsUhOTkZISAhSUlIwYMAATJgwAXfv3uUln+vXr2PIkCEYN24cMjMzERQUhIyMDDzxxBMIDQ3FO++8g7S0tCbXlZaW4ptvvkFMTAzGjx8PPz8/XL16FTdu3MCff/6JDz74oHZJUkBAgMEeE3Z2dvjzzz+RlpaGd955x8jSis/evXvRuXNnPPvss/D29sYHH3yAY8eOIS0tDWlpabh16xZu3ryJrKys2qDkW7duxbRp01qMFSUmUqkUb775JmbMmIHp06eb/bMFAMXFxRg1ahTmzp0LJycnREdH4969e3j44YcRERGBH374AWq1Wq80N2zYgJkzZ+L333/XSZBqjEQigbOzc4tboTs5OeG5555DUlISfHx80K1bN/zyyy+CepZkZWVh4sSJePPNN1sUpDgCAgKwe/dufPbZZ9i9e7dgdvHN2bNnMWDAANjY2MDHxwdPPvkk9uzZg+rq6ibnZmVlYcaMGZg2bRreeecd7N+/n4JxEyYhPj4e3bt3b3BMIpGgW7duuHLlikhW6U9LnlKVlZUiWEQQBEEQVuYpBbDbruuyqxyHUqmEUqms/bukpAQA6zHB9yRPo9GAYRiLmDwaS+Oyjh8/HgsWLMCBAwcwYsQIka1rnrfffhs//PADTp482SB2xOrVq/HKK6+ga9eu+O233zBq1Kja3/St16NHj+Khhx7Ck08+ie3btzdw+6+ursbOnTvx/fff44MPPsB9992Hnj17wtbWFgkJCdi3bx+ioqKwYMECTJs2rXbXHCHalLOzMzZv3owBAwZgwIABGD16tMW1YYZh8M4772DNmjX44IMP8Oyzz+oUJJx7/i2hrB988AE6deqEn3/+GU888YRBaZiirNXV1XjwwQfh4uKCpKSkBu1erVbjt99+wwcffID3338fb7zxBp544okW64phGHz44Yf4+OOPsW3bNgwdOlQn+40pq1wux/fff48JEyZg7ty52LZtG7788kt4eXnpnVZLVFVV4aGHHsL999+PV199VWdbIyMjsXbtWjz11FNISEiAu7u7Wbfhc+fOYcSIEXjttdfw448/IjMzE//88w+efvppaDQaPP744xg6dChqampw8OBB/PjjjxgzZgyuXLlSu8srJwwK3YbN9R4SpuHmzZsYN25ck+PWIkpRTCmCIAhCTKxOlPrwww/x3nvvoV27dpg2bRoWLVrU4sRm5cqVWL58eZPjubm5qKqq4tU2jUaD4uJiMAxj9cFotZV1woQJ+OWXX5p8bTQX/v33X3z22WfYsWMH/P39mywF+fjjj9G3b1888sgj+M9//oPZs2cD0K9ed+/ejeeffx7vvfcepk2bhoqKitp4Nhz9+/dH//79kZmZib179yIpKQnV1dXo1q0bXnzxRXTu3BkAUFZWhrKyMh7vQFMUCgXefvttzJkzB4cPH4azs7NFteH3338fW7duxfbt2xEZGYmCggKdr7Wk53XhwoVYuXIlRo0aZZB3nCnK+sknnyA3Nxc//fST1nY/ZswYjBgxAn/99RdWrFiBFStWYOHChXj44Yeb9OE5OTl44403cOHCBWzZsgVdunTReekWH2Xt378//v33X7zyyivo1q0bVq9ejWHDhhmUVmMYhsFLL70EpVKJ999/H7m5uXpdP2bMGPz00094+eWX8cEHH5htG1apVJg+fTpeeOEFPPPMMwDYj0qvvPIKFi1aVBvT7dVXX4VEIkFsbCw2btxYG9etcX0L3YZLS0t5T5OwHG7duoWwsLAmx7t27Yo//vhDBIsMo7nle05OTk36ZIIgCIIwFVYlSr344ovo0aMHPD09cfLkSSxduhSZmZlYvXp1s9csXboUixcvrv27pKQEwcHBUCgUcHNz49U+LqiyQqEwuwkC32gr65QpU/D0009DoVCYXSDeyspKvPnmm/j4448xaNCgZs977rnnEBMTg4cffri2bXGBslur12+//RYvv/wyfv31V522o/fx8WngrSUWixYtwu7du/HJJ5/g888/t5g2/P3332PTpk04evQoIiIi9L7ekp7XZ599Fu+99x6uX7/eYvttDqHLmpWVhS+//BIHDx5E+/btWzz3+eefx7x58/DLL79gxYoVeP/99/Hggw+ia9euAIDz589j69atePDBBxEXFweFQqGXLXyV1cfHBzt37sQPP/yAefPm4bHHHsN//vOfBoGQDWHVqlU4ceIEzp49C39/f4PS+PrrrxEdHY2FCxfC19fXLNvwt99+CxsbGyxfvlxrzLopU6ZgypQpOqcndBvWNpEn2gY1NTW4ffs2Onbs2OS38PDw2l1RLYGWPKVIlCIIgiDEwuxFqSVLluCjjz5q8ZzExERERUU1EJe6d+8OOzs7zJ07FytXroS9vb3Wa+3t7bX+JpVKBRnYSiQSwdI2NxqXdejQoSgpKUFcXBx69uwpsnUN+e677yCXy/Hss8+2WjcDBw7E6dOn8cADD+Dhhx/Gr7/+2mK9MgyD5cuXY82aNdi9e7dBooHYfPvtt+jWrRtmzZqF9u3bm30bTk5OxqJFi7B161ZERUUZnI6lPK/Ozs6YOXMmfvjhhyY79umKkGX95JNPMGrUKPTr10+n8+3s7DB79mzMnDkTx44dw549e3Ds2DFIJBJ06dIFZ86cMcrjks+yzpkzB8OHD8drr72GyMhIPPzww3jppZfQt29fvcX3rVu34r333sPhw4cRGBhosE0RERF4+umn8f777+Pzzz83uzbMMAz+97//YcmSJS3G8tIXIduwOd0/wrSkp6dDo9FoFdTDwsKQlpYGpVLZ7DjTnGgpphSJUgRBEIRYmL0o9fLLL+Opp55q8ZwOHTpoPd63b19UV1fjzp07iIyMFMA6Qh/s7OwwfPhwHDx40KxEKZVKhU8++QSffvqpzrvMhYaG4uTJk3jkkUcwePBgfPHFF/Dx8WlyXnl5OebNm4ejR4/i2LFjtd4elkaHDh2wcOFCvP766/jtt9/ENqdFGIbBCy+8gDlz5mDkyJFim2MyJk+ejIkTJ6K6ulqnuFmmoqqqChs2bMDWrVv1vlYmk2HIkCEYMmQI/4bxSGhoKDZv3oxbt25h7dq1GDVqFKKiovDCCy/g0Ucf1WmyevbsWTz55JP46aefeOkfly5divDwcCQmJmrtm8Tk8uXLuHPnjl6eUAQhFrdu3UJISIhWATUgIAAODg64ffs2OnXqJIJ1+kHL9wiCIAhzxOw//SkUitot0Jv7Z2dnp/XauLg4SKVSsxuQt2UGDRqEY8eOiW1GA/7++2/Y2dlh0qRJel0nl8uxZ88e3H///RgxYgSWLVuGjIwMAOzAb+PGjYiOjsadO3dw5swZixWkOF5//XUkJCRg//79YpvSIrt27cLFixetYtdAfejXrx+kUilOnjwptikN+Pvvv+Hl5WWRHoL60rFjR6xZswZ3797FzJkzsWLFCnTs2BFffvllgw01GnP69GmMGjUKK1as0GmnPV0IDAzE1KlT8cMPP/CSHp9s3LgRkyZNgrOzs9imEESr3Lx5U+vSPYD1oOvYsaPFLOGjQOcEQRCEOWL2opSunDp1Cp999hkuX76M27dv49dff8WiRYswY8YMeHh4iG0e8f8MGjQIJ06cMKudjH788UfMmjVLZy+p+tja2uLTTz/Fpk2bcOHCBbRr1w4eHh5wdXXF22+/jVdeeQWHDx/Wa0dIc8XNzQ1LlizBZ599VrvjlbnB7bb3n//8B3K5XGxzTIpMJsMDDzyAnTt3im1KAzZv3ownnnjC7OLICYmrqysWLFiAhIQEfPbZZ1i3bh3CwsKaiFMajQZff/01RowYgRUrVuDFF1/k1Y758+djy5YtKC4u5jVdY9m1axdv4htBCE1zQc45wsLCLEaUIk8p6yMzMxOpqalim0EQBGEUViNK2dvb4/fff8fgwYPRpUsXrFixAosWLcI333wjtmlEPWJjY6FSqXDt2jWxTQEAZGdnY//+/ZgxY4ZR6fTq1Qs7d+5EYWEhDh8+jBs3buD69euYN2+eQWKXuTJnzhykpKTgyJEjYpuilRMnTuDGjRuYM2eO2KaIwtChQ3H06FGxzahFqVRi3759GD9+vNimiIJUKsXkyZNx+fJlrF69Gl9++SXCwsIwb948PPfcc+jUqRNWrFiBbdu2YcGCBbzn36NHD0RFRWHjxo28p20omZmZSExMxNChQ8U2hSB0oiVPKYANdn7jxg0TWmQYNTU1qK6uJlHKyujRo4fO8RoJgiDMFasRpXr06IHTp0+jqKgIlZWVSEhIwNKlSy0i8GRbwsbGBr1798bZs2fFNgUAsH37dvTq1avVHcF0xd3dHdHR0QgJCbFKzxAXFxfMnDkTn332mdimaOWzzz7Ds88+C1dXV7FNEYVBgwbh/PnzZjO5OHr0KORyuVnsIikmUqkUU6ZMQXx8PD7//HO4u7vDxcUF77//Pm7cuIHhw4cLlvcjjzyCzZs3C5a+vvz777+IiYmBp6en2KYQhE6kpqYiJCSk2d8txVOK89LUNi6mQOeWSX5+PrKyspCVlYW8vDyxzSEIgjAY84mGS7QZYmNjcenSJbHNAADs2LGjzXpxGMr06dMxcOBAZGZmGrxlvRAUFhZi+/btuHr1qtimiEZISAh8fX1x5swZs/BE2bdvH8aMGWOVAq0hSKVSTJw4ERMnTjRZng888ADefvtts3lejxw5gmHDholtBkHoTHp6OoKDg5v93VI8pVoSpSimlGWSlJSEgIAAAMD169fh7e0tskUEQRCGYTWeUoTlYC6iVFVVFfbv348HH3xQbFMsiuDgYNx///346aefxDalAX/99Re6d++O8PBwsU0RDYlEgoEDB+LEiRNimwIAOH78eJsIcG7O+Pr6YuDAgdiyZYvYpgAAzp8/jz59+ohtBkHoRFVVFXJzc1sUpTp06ID09HSo1WoTWqY/nCilbXMgWr5nmXBefKGhoUhJSRHbHIIgCIMhUYowOTExMbh8+TJqampEteP06dNwd3e3+F3xxGDWrFn48ccfxTajAb/99hsef/xxsc0QnZ49eyIuLk5sM1BZWYkLFy7gvvvuE9uUNs+kSZOwY8cOsc2AUqnE1atX0bNnT7FNIQidyMjIgK2tbYu7OAcFBUEikSA9Pd2ElukPJ0rZ2to2+Y1EKcvkzp07taLU7du3xTaHIAjCYEiUIkxOVFQUqqurRXd3P3r0KAYPHkxLiwzgwQcfxO3bt5GcnCy2KQCAoqIiHD58GFOmTBHbFNGJjY01C1Hq/Pnz8PLyQmhoqNimtHlGjRqFI0eOoLKyUlQ7rly5AhcXF2oThMWQnp6OoKAgSKXND5dlMhlCQkLMXhRQqVSwt7fXOuahmFKWSWpqKtq3b4+QkBDagY8gCIuGRCnC5Nja2qJz585ISEgQ1Y5jx47R0iIDcXV1xciRI7F161axTQHABk+OiIhocYlFWyEmJga3bt1CcXGxqHacPn0a/fv3J9HXDIiMjIRCocDx48dFtePChQvo0aMHtQnCYmgtnhRHhw4dzF6UUiqVzW7+QzGlLJPs7Gz4+fnB19cXOTk5YptDEARhMCRKEaIQFRWFxMRE0fJXq9U4efIk7r//ftFssHQmTZqEf/75R2wzAAD79+/HqFGjxDbDLFAoFAgMDER8fLyodly+fBmxsbGi2kCwSCQSjBw5Evv37xfVDmoThKXRlkQpc/CUKi4uxsmTJ0UP72Ap5Ofnw8vLCz4+PsjNzRXbHIIgCIMhUYoQhaioKCQlJYmWf0JCAmQyGTp37iyaDZbOyJEjcfbsWZSUlIhtCvbv34+RI0eKbYbZEB0djcuXL4tqQ1xcHKKjo0W1gahj0KBBOHnypKg2JCUloVOnTqLaQBD6QKKU6cjNzUV0dDSGDx+Oxx57DAzDiGqPJcCJUgqFgjylCIKwaEiUIkRBbFHq0qVLiI6ObjFOBNEy7dq1Q2hoKI4dOyaqHampqUhNTcXgwYNFtcOc6NSpk6jPV1VVFZKSkkiUMiMGDBiA8+fP1wY7FoPk5GRERkaKlj9B6AsXU6o1LF2U4mJKiSkELVu2DDExMcjIyMCJEyfMJjyAOUOeUgRBWAs0IydEgROlxBoAXbp0iZaR8MDw4cNx8OBBUW04c+YMoqOj4eLiIqod5kRkZKSoQegTEhLg6uqKdu3aiWYD0ZDw8HC4uLjg0qVLouRfUlKCe/fuISoqSpT8CcIQ2pKnFMMwoonWBQUF+Pnnn/Huu+/Cy8sLr7zyClavXi2KLZYCwzANRKnS0lLRN7MgCIIwFBKlCFEIDw9HeXk57t69K0r+JErxw+DBg0X3lDp79iz69Okjqg3mhtii1JUrV9CtWzcKaG1GSCQSDBgwQLQlfMnJyfD29oaXl5co+ROEIWRkZOgsShUWFqKwsNAEVhlGa6IUANGCne/cuRMxMTHo3r07AGD27Nk4f/682ezwa44UFxejpqYGXl5e8PT0BMCKewRBEJYIiVKEKDg6OiI4OBi3bt0yed4ajQZxcXEkSvFA3759cfnyZVRVVYlmA4lSTYmMjER6erpoE4zk5GTyiDFDevbsKZqnVFJSErUJwqIoLy9HYWGhTqKUu7s7PD09kZKSYgLLDEOpVMLOzk7rbw4ODgAgWlypffv2YeLEibV/e3h4YMSIEdi2bZso9lgC+fn5sLGxgZubG2QyGVxdXUXfdZcgCMJQSJQiRCM0NBR37twxeb63b99GVVUVBTnngdDQULi7uyMuLk6U/Kurq3HhwgX07t1blPzNFR8fH8jlcly/fl2U/K9fv46IiAhR8iaaJzY2VrRn9caNGwgPDxclb4IwhPT0dDg4OOjs3WfuS/ha8pSSSqVwdHQURZQqLy/HsWPHMH78+AbHJ02ahL///tvk9lgK3NI9ziPZ3d0dRUVF4hpFEARhICRKEaIREhIiylfFq1evolOnTs1+MSR0RyKRoG/fvjhz5owo+SckJEAqlZIHRiMkEomoS/hIlDJPYmJikJiYKErckTt37iAkJMTk+RKEoXDxpHRdhmzJohRQF+zc1Bw9ehR+fn5NNkEYP348zpw5g7y8PJPbxFFeXo65c+di2rRpooWbaA5OlOKQy+UkShEEYbGQKEWIRmhoqCii1PXr12kHKB7p06cPzp07J0reFy9eRGxsLGQymSj5mzMdOnQQxRNRo9Hgxo0bJEqZIcHBwXBzc8O1a9dMnndqaiqJUoRFoWuQcw5LF6WcnJxEWfJ98uRJ9O3bt4n45+vri06dOokat/LFF1/EtWvXoFarMX78eFRXV4tmS2MKCwvh4eFR+7dcLqflewRBWCwkShGiIdbyPfLi4Jfu3bsjPj5elLwTEhLQpUsXUfI2d0JCQkR5vjIyMqBSqdChQweT5020jEQiQUxMjChL+FJTU9G+fXuT50voztGjRzF+/HgEBARAIpG0+aVT1iZKqVSqVkUpMTylTpw40ewS/MGDB+Pw4cOmNej/SUxMxMaNG/Hzzz/j119/RWlpKTZs2CCKLdooKSmBm5tb7d+0fI8gCEuGRClCNMT0lCJRij+6deuGpKQkqNVqk+edkJBAscGaoX379qKJviEhIbQ81kzp0qULEhMTTZpndXU1MjIySJQyc8rLyxEdHY0vvvhCbFPMAmsTpXTxlDK1KKVWq3H27NlmRakhQ4bgyJEjJrWJY/369XjkkUcQGhoKOzs7LFu2DKtWrQLDMKLY05jS0lK4urrW/k3L9wiCsGRIlCJEIzQ0tNarwpSQKMUv3IBNjPhFJEo1j1ieUikpKeQlZcZERUUhKSnJpHnevXsXDMMgMDDQpPkS+jF27Fi8//77eOihh8Q2xSxIT09HUFCQzud36NABqampZrXEqz7mGFPq0qVLcHBwaHYThMGDByM+Ph4FBQUmtUuj0WDjxo144oknao9NmTIFOTk5OH78uEltaQ4SpQiCsCZsxDaAaLv4+/vDxsYG6enp6Nixo0nyLC4uRnZ2NolSPCKVStGlSxdcuXIFXbt2NVm+5eXluHPnDolSzRASEoLU1FQwDKNzoF4+SEtLI48YMyYqKgqrV682aZ6pqakICgqCra2tSfMlhEWpVEKpVNb+XVJSAoCd0Gs0Gt7z02g0YBhGkLS1kZ6ejsDAQJ3zCwwMBMMwSEtLMzp+mhBlraqqgp2dXbNpOjo6orS01GT3FwBOnTqFfv36QSKRaM3X29sbkZGROHr0KCZMmGAyuy5fvoySkhIMHjy41i47OzvMmDED69evx8CBAw1Kl896LSkpgYuLS21abm5uyM/PN2n9tYSpn1cxobJaJ1RW/tLWBRKlCNGQyWRo3749UlJSTCZK3bhxA15eXvD09DRJfm2Fbt264cqVK3j88cdNlmdycjLkcjn8/PxMlqcl0a5dO1RVVSEnJwe+vr4myzc1NRVhYWEmy4/Qj6ioKKSkpKCqqgoODg4myZPiSVknK1euxPLly5scz83NRVVVFe/5aTQaFBcXg2EYSKXCOvpz4pKzszNycnJ0vi4wMBAXL16Ek5OTUfkLUdbCwkLU1NQ0Wx6ZTIacnBy9ymssJ0+eRGRkJIqKipota48ePXDgwAH069fPZHb9/fffGDBgQBPPoxEjRuCpp57Ce++9Bxsb/adQfNZrbm4ufH19a+vLxsYG2dnZJq2/ljDl8yo2VFbrhMrKD6WlpTqdR6IUISrt27dHamqqyfKjpXvC0KlTJ5w8edKkeV67dg2dO3c2qReQJeHo6AhfX1/cuXPHpKJUWloahg8fbrL8CP0ICAiAi4sLbty4gW7dupkkzzt37pAoZYUsXboUixcvrv27pKQEwcHBUCgUDQIw84VGo4FEIoFCoRB8glBUVFQbY0sul+t8XXh4OAoLC+Hj42NU/kKUVSaTwdXVtVnbPDw8IJPJjLZdH5KTkzF58mTI5fJmyzpixAh89913JrXr5MmTmDBhQpM8x40bB3t7eyQlJWHYsGF6p8tnvarVavj5+dXaGBgYiDNnzpj0PrWEKZ9XsaGyWidUVn7Q9QMoiVKEqAQGBuLevXsmy+/27dsm88pqS4SHh+PHH380aZ5JSUmIiooyaZ6WBhdXqm/fvibLk7xizBuJRILIyEgkJSWZTJSiNmGd2Nvba41RJJVKBRvASyQSQdPnuHv3LlxcXODh4aHXh48OHTrgzp07vNjHd1lVKhU8PT2bTc/FxQWVlZUmm3wplUpcu3YNPXr0aLGs999/P+bOnQulUglHR0fB7aqursbJkyfx2WefNbFHKpVi4sSJ2LZtG0aMGGFQ+nzVa1lZGdzd3WvT8fDwQHFxsVlNnk31vJoDVFbrhMpqPLqmZ/13mDBrAgMDcffuXZPlR/FuhCE8PBw3b9406bprCqjdOqYOdl5TU4OMjAy0a9fOZHkS+tOxY0eT7hJ29+5dvQJGE4TYcDvv6euJa8478Omy+155ebnJ7ElISICzs3Or8bc6dOgALy8vnD9/3iR2Xbt2DTKZrNmPXhMnTsT27dtF34WvcaBzV1dXlJWViWgRQRCE4ZAoRYhKQECAST2l0tLSaMIsAB06dIBSqTS51xuJUi3Trl07pKWlmSy/zMxM1NTUkABh5oSGhiIlJcVk+WVmZsLf399k+RGGUVZWhri4OMTFxQFghf+4uDiT9iHmAidK6Yuli1Km3H3v0qVLiImJaVX4k0gkuO+++0y2693Zs2fRq1cvyGQyrb8PHjwYWVlZuHHjhknsaY7GopSLiwuJUgRBWCwkShGiIoanFIlS/GNvb4927dqZdJCWkpKC0NBQk+VniQQEBCAzM9Nk+aWlpcHf3x92dnYmy5PQH1OLUllZWSRKWQDnz59HbGwsYmNjAQCLFy9GbGwsli1bJrJlpodEKeG5dOlSbVtrjfvuuw8nTpzQK/3k5GSDBNUzZ860uOTdyckJgwYNwr59+/ROm09KSkpIlCIICyM/Px+ffvopqqurxTbF7CBRihCVgIAAk4lSDMMgNTWVRCmBCA8PN5koVV5ejpycHBKlWsHUnogUO8gyMKUoVV1djZycHBKlLIAhQ4aAYZgm/zZs2CC2aSbHGFEqLy8PJSUlAlhlHCqVyqxEqbi4OL1FKV1DBHz55Zfo3r07IiIisHv3br3sOnv2LPr06dPiOaNGjcLevXv1SpdvyFOKICyPNWvWYPHixXr3S20BEqUIUQkMDEROTg7UarXgeRUUFKCiosKggSbROmFhYbh586ZJ8rpz5w6cnJygUChMkp+lIsbyWHq+zJ/Q0FCkpqaaJAZcTk4OGIYx6Q6QBGEshopSHh4ecHd3N6knoq605inl7OxsMlFKo9EgLi4OMTExOp0fHR0NtVqNhISEVs+9efMmXnnlFRw6dAhffvklnn32WZ3LVVZWhmvXrrUqSo0ePRqHDh2CSqXSKV0h0CZKKZVKk4ynCYIwDG6n8jNnzohsiflBohQhKn5+fgDY5R1Ck5aWBg8PjwYvcYI/QkJCkJqaapK8uCDn+gahbWtwy/dMFYA+MzMTgYGBJsmLMJzg4GCo1WqTCJZZWVnw8vKiJZ2ERZGenm6QV7VEIjHbJXzmFOj81q1bUKlU6NSpk07n29jYoF+/fjrFlfr6668xYcIEDBgwAE899RS8vb113h34woUL8PPza/U91q1bN7i4uODUqVM6pcs3arUaSqWyiSgFgLylCMKMSU5OxsMPP4z4+HixTTE7SJQiRMXGxga+vr4mWcJH8aSEpV27diYVpWjpXuv4+/ujuroaeXl5JsmPAlpbBvb29ggMDDSJN0dmZmbtxweCsAQYhkFGRobBXp/mLEq1JA6bcvleXFwcunbtCltbW52v0SXYuVKpxIYNGzB37lwA7Fbk8+fPx7fffqtTHmfPnm0xnhSHRCIRdQlfaWkpADQQpZydnQGQKEW0Hc6cOYPPPvsMiYmJYpuiE+Xl5cjIyMAjjzyCa9euiW2O2WExotSKFSswYMAAODk5QS6Xaz0nLS0NDzzwAJycnODj44NXX32VAolZAIGBgSb5Yk+ilLC0b9/eZLs0kSilG46OjvDw8DDZEr6srCwSICwEU8WVoiDnhKWRl5eHqqoqqxSlzCWmlD5Bzjl0EaX++usveHh4YMiQIbXHpk6dimvXruH69eut5nHmzJlWl+5xjB49WlRRSiKR1ApRACvAOTs7kyhFtAk2bNiA4cOHY+/evejVq5dFxD5MSUmBs7MzevXqhYyMDDAMI7ZJZoXFiFIqlQpTpkzBc889p/X3mpoaPPDAA1CpVDh58iR+/PFHbNiwoU3uGmNpmCrYOYlSwtK+fXtkZmZCqVQKntedO3cQEhIieD7WgCnjSpEoZTmYSpQi7znC0khLS4OnpyecnJwMut5SRSlTxpTSJ8g5R9++fZGRkYH09PRmz/n666/x7LPPNlja7+rqiuHDh2Pbtm2t5nH27Fn07t1bJ3tGjhyJuLg45OTk6HQ+n3DxpBqHMKBg50Rb4NatW1iwYAG2bduG3bt3Y8eOHXj++edF3xGzNbKyshAQEICgoCCoVCqTrWKwFCxGlFq+fDkWLVqEbt26af193759SEhIwC+//IKYmBiMHTsW7733Hr744gtRAxESrWMqT6mMjAwEBQUJnk9bxc/PD7a2ti0OGPmC6lJ3TClKkQBhOQQHB5vkWSWhkrA0DA1yzmGpopQpY0rpE+Scw9XVFTExMThx4oTW35OTk3H69Gk89dRTTX6bNGkStm7d2mL6WVlZyMjIQK9evXSyx8fHB7GxsaJ4SzUOcs5BohTRFnj33Xfx+OOPY/jw4QCAoUOHYu3atZg5cyby8/NFtq55uPGQk5MTPD09kZGRIbZJZoWN2AbwxalTp9CtW7cGO/yMHj0azz33HK5du9bsFxmlUtnAs4Pbxlej0fAeHFij0YBhGJMFHRYTfcrq4+OD9PR0we9LVlYWRo0aRfVqBK2VNTg4uDYIuZDcu3cP/v7+gt5za6lXf39/3L17t8Vy8FHW8vJylJaWwsfHx6zvmbXUqy60VFZ/f39cuHBB8Ptw79493HfffYLnI3S9toX2QrDwIUrduXMHNTU1kMlkPFpmHOayfC87OxuZmZno3r273tdyS/imTp3a5LdvvvkGDz/8MLy9vZv8Nn78eMyfPx95eXlafweAc+fOITIyEu7u7jrbM3bsWOzZswdPPPGE7oXgAUsRpYqKirB79254enpi7NixtOEFYTQZGRn4448/mgQKnzVrFrZt24YXXngBGzduFMm6lqn/kS4oKAgZGRl6e4xaM1YjSmVlZTXZcpr7u6Wd3VauXInly5c3OZ6bm4uqqipebdRoNCguLgbDMJBKLcZJzSD0KaujoyMyMjIEd4HOyMiAg4MD7/lQvdbh7++Pa9euNevRyAc1NTXIysqCvb29oG3GWurV3d0dt27davFe8VHW1NRU2NjYoLq6WpTlDLpiLfWqCy2V1cXFBWlpaSbpdx0dHQXPR+h65QILE9aPsaJUu3btUF1djYyMDLRv355Hy4xDV1GKYRhBd7aNi4tDWFiYQTshDxkyBK+99loTG6uqqrBhwwZs2bJF63X+/v6Ijo7Gnj17MGPGDK3nnDt3Tuelexxjx47FhAkTTC5AlpeXN4gnxWFOotT169cxdOhQBAUFoaCgAEuWLMGPP/6oc8wuQ8nPz8f//vc/HDlyBP7+/liyZIlBAihhnvz0008YPnw4IiIiGhyXSCT46quv0KlTJ+zcuRMPPPCASBY2T/0Ymz4+PsjNzRXZIvNCb1EqJSUFx44dQ2pqKioqKqBQKBAbG4v+/fvDwcFBr7SWLFmCjz76qMVzEhMTERUVpa+ZOrN06VIsXry49u+SkhIEBwdDoVDAzc2N17w0Gg0kEgkUCkWbmAzpWtYOHTpg69at8PHxEdSmvLw8REVF8Z4P1WsdHTt2RFFRkaB1mZmZiZqaGnTr1k3Qr27WUq/h4eHYu3dvi3XCR1lv3LgBPz8/s1+qZS31qgstlbVz587Izs4WvN/Nz89HRESE4PkIXa/6jm8Mhc8xFmEY6enpRk1i7ezsEBERgWvXrlmUKOXs7AyGYaBUKgVta4bEk+IYPXo0ZsyYgfj4eERHR9ce37JlCxQKBQYPHtzstePGjcOuXbuaFaXOnj2LBx98UC97+vTpg5qaGly4cEFwsaU+FRUVWmOeubi4mIWAXl1djenTp+PBBx/EV199BYZhsGrVKgwdOhRLly7F0qVLBRHxtmzZgjlz5qB3796YMWMGrl69ioEDB+LAgQM67apImD+bNm3Cq6++qvU3f39/rFq1qnaVlCHCt5Dk5OTUimne3t4UU6oROotSv/76K9asWYPz58/D19cXAQEBcHR0REFBAW7dugUHBwdMnz4dr7/+us4v4Zdfflnr2u/66LoMyM/PD2fPnm1wLDs7u/a35rC3t9f6kpZKpYIMbCUSiWBpmxu6ltXPzw85OTmC3pOqqioUFRUhICCA6tVIWiprQEAAsrKyBL0PmZmZUCgUJpmgWUO9+vn5ITc3t9UyGFvWnJwc+Pn5WcS9soZ61ZXmyhocHIz8/HyoVCpBn6W8vDz4+vqa5F4LWa9C2y/EGIswjLS0NL3FicZ0794dly9fxrhx43iyynh08ZQCWC8coUUpfeNJcTg6OuLBBx/Epk2bakUphmHw2WefYf78+S16eD3wwAMYN24cqqurYWPTcPrDMAzOnTundeVES9jY2GDUqFHYvXu32YhS5uAptWnTJhQVFeHNN9+ERCKBTCbDkiVLMGrUKEybNg179+7Fxx9/jH79+vHilVdZWYnFixfj999/x3fffYdHHnmk9rfg4GA89thjSEpKImHfwklOTkZSUhLGjx/f7DlPP/00Nm7ciDfeeAP/+9//TGhd6xQWFsLT0xMAiVLa0GmUFRsbi7Vr1+Kpp55CamoqMjMzceHCBRw/fhwJCQkoKSnBtm3boNFo0KtXL2zevFmnzBUKBaKiolr8p6snRP/+/XHlypUGSwT2798PNzc3dO7cWac0CHHw8fERfGlHdnY2pFJps7EECH4ICAhAZmamoHncvXsXAQEBguZhTZji+QIauiUT5o9CoYBMJhP0eVWpVCgpKaF+txWEGmMRhnH79m2j4yJGR0c3iXkiJjU1NaipqWlRlOIm7ELHlTJGlAKAJ554AuvXr68NsXHs2DHcvHkTs2fPbvG63r17QyaT4cyZM01+u337NkpLSxt4X+nKmDFjsHv3br2vM4aKigqzXb7HeUUtXry4SXvr0aMHLl68iH79+mHMmDEIDg7G1KlT8cMPP6CoqMig/BITE9G3b1/ExcXh0qVLDQQpAFi4cCE8PT3x+eefG1okq4FhGHz99deYNWuWSXbf5ZtNmzZh7NixLa5kkkgk+Prrr7F+/XqcPHmyxfQKCgqwcuVKjB07Fg8//DD++ecfvk1uQGFhITw8PACQKKUNnUSpDz/8EGfOnMH8+fO1rrO3t7fHkCFD8NVXXyEpKUmQIMdpaWmIi4tDWloaampqEBcXh7i4uNrOd9SoUejcuTOeeOIJXL58GXv37sWbb76JBQsWtPgSJsTHx8cHFRUVgu76kpWVBR8fH7MKOmqN+Pv7C77T27179xAYGChoHtaEqUSpzMxMs1+6R9Qhk8lqg+ALBbcLjpeXl2B5WAPmMMYiWCoqKpCVlWX0Pe7evbtZiVLcLtQtfeiVSqVwdHQUVJQqLy9HcnKyUcF9x44dC29vb6xZswYqlQoLFy7E4sWL4eLi0uJ1MpkMY8aMwc6dO5v8duTIEfTu3dsgT5oxY8bg/PnzJo2laM6eUufPn8etW7cwc+ZMrb87OTnhv//9L7KysvDzzz+jc+fO+Pzzz9G+fXv873//A8MwOuXDMAx++OEH9OnTB+PGjcPRo0cREhLS5DypVIply5Zh7dq1qK6uNqZoFs/GjRvx1ltvobS0FOPGjbO43ek3bdqERx99tNXzwsPDsWzZMsyZMweVlZVaz9m/fz+6deuGvXv3Yvz48ejZsydmzZqF119/nW+zayksLIRcLgdAopQ2dBKlRo8ejYKCAp0S9PLyQs+ePY0yShvLli1DbGws3n77bZSVlSE2NhaxsbE4f/48APZls2PHDshkMvTv3x8zZszAk08+iXfffZd3Wwh+kcvlsLGxEfSFTtuSmwZTeUqRKKU7phB9AXrGLJHAwEBBRam8vDy4u7vD1tZWsDysAXMYYxEsd+7cgZOTk9Ex0Lp3747k5GTeN8wxFG6X6dY+0gq9A9+VK1egUCiMeldIpVJ89913WL58OaKjoyGVSvHaa6/pdC0XV6oxhw4dwtChQw2yx9/fH/369cNff/1l0PWGUF5erlWUcnV1FV2U2rx5MyZOnKjVvvo4Ojpi6NChWLZsGS5cuIC//voLH3/8MR5//PFmhQSO0tJSPPHEE3j99dfx559/4sMPP2zxPcMtx92zZ4/+BbISlEolXnnlFXz++ef4/fffwTAMfvvtN7HN0pmEhATcvHlT56XVixcvhqenJ2bMmAG1Wl17vLKyEosWLcLDDz+M5cuX49ChQ5g/fz7+85//4MyZM1i/fj1++eUXQcpQVFRU6ynl5eVFolQjdA6SEBAQgKlTp2L//v1C2tMsGzZsAMMwTf4NGTKk9pz27dtj165dqKioQG5uLlatWtVk3ThhfkilUigUChKlrAB/f39kZWWhpqZGsDzu3btHy/f0wMPDAzKZTPBdPnJycgQPZk3wS2BgoKCejS1tv040ROwxFsHCLd0zNs5NcHAwXFxckJCQwJNlxqGrKOXs7CyoKHXp0iXExMQYfX/79u2L06dPY8mSJTh8+LDOKyJGjx6Nq1evIiMjo/YYwzA4fPiwwaIUADz66KPYtGmTwdfri7l6SjEMg82bN2PKlCl6Xzt8+HBcuHAB6enpGDFiRLMT9osXL6JHjx7IysrC5cuXMXr06FbTtrGxwWOPPYY///xTb7ushc2bN8Pd3R2TJ0+GjY0N5s+fj2+//VZss3Rm8+bNGDdunM7By21tbbFt2zbcvn0b999/PzZt2oR169YhOjoap0+fxsWLFzFnzpwGfVFYWBi+/vprLFq0CMXFxbyXgZbvtYzOotS3336L3NxcjBkzBiEhIXjnnXdw584dAU0j2hJCLzEiUco0+Pv7o6amRtCOljyl9MMUoi/AChAKhULQPAh+CQgIENxTikQp3aAxlnnARzwpgI1r0qNHj1pvfrHhRKnW4rQ6OTkJ6lV75swZ3gKCd+/eHTNnzmx12V59PD090a9fvwYxoJKTk5Gbm4sBAwYYbMsjjzyCY8eOCe4pzmGuotSFCxdQUFCAUaNGGXS9j48PDhw4AH9/fwwYMAC3bt2q/a2mpgarV6/GoEGD8NRTT2Hv3r16xbGcPHkytm3bZnFL1vhiw4YNePbZZ2s37Zg+fTpOnz7dQKA1VxiGwe+//67T0r36eHl54cSJExgxYgQ+/PBD/P7773jttddw/PhxhIeHa73moYceQkREBL7++ms+TK9FqVSisrKSlu+1gM6i1BNPPIGDBw/i5s2bmDlzJn788UeEhYVh5MiR+OOPP9rsQ07wA4lS1oGDgwM8PDwEHZhRoHP9MZUoRQKEZWGK5XvUJnSDxljmAV+iFAAMHDgQJ06c4CUtY1EqlbCzs2vVQ0no5XunT59Gv379BEtfFx544AFs27at9m8ueLKjo6PBaQYGBmLIkCH44Ycf+DCxVVoSpUpLS01igzb27t2LkSNHGhXL19HREZs2bcKDDz6IXr164fXXX8dHH32Enj17Yt26ddi7dy/+85//6B0jtk+fPnB2dsbRo0cNts1SycvLw5EjRzB58uTaY15eXk0EWjHYvn07nnnmmRbtuHz5MtLT01vcda85nJyc8N577+HixYs4cuQI5syZ02LbkUgktcscNRqN3vk1R2FhIQA08JQqLCxs83HO6qP3HsehoaFYvnw5UlJSsGfPHvj4+GD27Nnw9/fHiy++KISNRBuARCnrISAgQNAlQdnZ2VSXemKKYOckQFgeQseAozahPzTGEpeUlBReRanjx4/zkpaxKJVKnYQCIUWpwsJCXL9+nTdPKUOZPn069u/fj5SUFGg0Gvz666947LHHjE53wYIF+Oqrr0wyyWxu9z1nZ2fB40e2xMGDBzFixAij05FKpVi9ejW2bNmC7OxsnDt3DvPmzUN8fDzuu+8+g9KUSCQYOXIkDhw4YLR9lsa2bdvQo0cPtGvXrsHxcePGiRpn648//sD06dPh5OSExx57rNnlhBs3bsSkSZNajVPGFw8++CAqKyt5FTCLiorg5ORU663KiVNCLBO0VPQWpeozYsQI/Prrr/jpp58AAF988QUvRhFtD1OIUr6+voKlT9Th7+8v2ES3pqYG+fn5FLtIT4R+vqqrq1FYWEgChIUhdLsgUco4aIxlem7fvo3Q0FBe0urfvz9SUlJMtqSrJXQVpYSMKXX27Fl06NBB9GXe7dq1w+TJk7FkyRJ8/fXXqKiowMMPP2x0ug8++CAkEgm2bt3Kg5Ut05ynlJiiVEVFBU6cOIHhw4fzluawYcOwYcMG/Pnnn5g3b55R3mwAG7fq4MGDPFlnOezcuRMTJ05scnzw4ME4fvy4zjse8klBQQEWLFiADRs2YM2aNdi5cycWLlyI06dPNzivuroaGzduxLRp00xmm62tLaZMmYItW7bwlmb9nfcA9gOATCYjUaoeBotSqampeOeddxAaGorHHnsMPXr0wK+//sqnbUQbwhSTIxIyTIO/v79gnlL5+flgGEb0Qa2lIfTzxe0c5uXlJVgeBP/4+vqSKGWm0BjL9Gg0Gty6dQsdO3bkJT13d3fExsaahWeGPp5SQokap0+fRt++fQVJW19WrVqFixcvYtGiRfjuu+9ajbWlCzY2NliyZAnefPPNBrt9CUFzu+85OzuLFlPqxIkT8PX1RVhYmCj568KwYcNw8eLF2qVUbYGamhr8+++/GDlyZJPfevbsiaKiogaxu0zFunXr0K1bNzz00EMAgEGDBuG9997D1KlTUVRUVHveli1bYGdnp1NAez4ZO3Ys9u3bx1t69YOcA6znnlwub1DWto5eopRSqcTGjRsxYsQIdOzYET/88AOefPJJ3Lx5E/v378fUqVOFspOwcoSOeUOTI9Mh5JKgnJwcuLq6wsHBQZD0rRUfHx9Bd9/Ly8uDi4sL1YuF4ePjg/z8fMGWm1C/qx80xhKX1NRUqNVqXifVEyZMaBC/SCzMYfne0aNHMXDgQEHS1hd/f38kJiYiPz+f18nuM888A5lMhg8//JC3NLVhjp5S3NI9Y3dWFJKAgACEhYXh5MmTYptiMi5cuFC78UJjHBwc0LNnT5PfD7VajS+//BKLFy9u0F4WLlyIzp0749lnnwXDMFAqlXjrrbfw6quv6h1DzFiGDh2K1NRUpKam8pJeSUkJ3N3dGxxzd3cnT6l66CxKzZ8/H/7+/pg9eza8vLywa9cu3LlzB8uXL0dISIiAJhJtAS8vr1pvC76prq5GUVERTY5MhJ+fH7KysgRJOycnhzzeDIBEX0IbnMehUIIltQvdoTGW+CQmJiIsLAy2tra8pTlp0iTs2bMHlZWVvKVpCCqVSidvIKFEqaqqKt6XdhmLjY2N1rhMxqb566+/4sMPP8Rff/3Fa9r1aSnQuVii1IEDB8yqfpujb9++OHPmjNhmmIwDBw5g2LBhzYo6AwcONLkotWvXLtja2mLcuHENjkulUmzYsAEnTpzAk08+iSlTpkAul+OZZ54xqX0A+ywNHDgQR44c4SW98vLyJv2NXC4nUaoeOotSx48fx9tvv427d+/ijz/+wKhRo8xaDScsCy8vL+Tn5wuSNi0tMi0KhUKwSW5ubi6JUgZAsYMIbdjZ2UEulwvWNqhd6A6NscQnMTERnTp14jXN7t27w9/fH3///Tev6eqL2DGlTp06BS8vL0RERPCetrkRGxuL3377DU8++SRWr14tSLye1jylTB0jqKCgAJcuXcKwYcNMmq8h9OvXr0ncImvmwIEDLQaf79WrFy5cuGBCi9gdL6dOnapVKPPx8cGpU6cglUrh5+eHHTt2wMbGxqT2cQwYMACXLl3iJS1tS27d3d1p+V49dBal4uPj8dJLLzU7sc/MzMTHH3/Mm2FE20JIUYpbWmTMFrWE7ggpSpGnlGGQKEU0h5Btg9qF7tAYS3wSExPRuXNnXtOUSCSYP38+1qxZ06xQYAoBQeyYUvv378ewYcPajNA6YcIEHDx4EJ9++ikeffRRlJaW8pp+S7vvMQyDqqoqXvNrjSNHjiAqKgr+/v4mzdcQ+vbti7Nnz0Kj0YhtiuBwwedbEqViY2Nx5coVweOgcVRWVuKff/7Bo48+2uw57dq1w48//ohvvvlG1DF/r169eBOltD2ztHyvIXpLj7Nnz9Z6PDU1FWfPnsVrr71mtFFE28PT0xNlZWU6u5jrA02MTIvQohQFOdcfTvRlGEaQSQE9Y5aLr68vsrOzeU+3srISFRUV8PT05D1ta4bGWOKRkJCAoUOH8p7unDlz8N///he//vorZsyYUXv81KlTeOedd3Do0CGEhYXhiy++ECR/QD9RKj09nff8t27dinfffZf3dM2Zvn374uLFi5g2bRp69+6NvXv3Ijg4mJe0W/KUAoCysjKjd6rTh0OHDgnWdvmme/fuUCqVuH79OqKiosQ2R1BOnDgBPz+/FuPkcUuWk5KS0K1bN8Ft2rNnD/z8/BAbGyt4XsbSp08fXL9+HaWlpU3iQekLLd9rHb133yssLGzwLy8vD2fPnsXhw4exatUqIWwk2gDcxEWIuFJ5eXm0dM+EKBQKFBQUCPLVhZbvGYanpyeUSqVgcU1IlLJchPKU4lzS6+82Q7QOjbHEQaPR4OrVq+jatSvvabu6uuKrr77CvHnz8L///Q+bNm3C6NGjMWrUKPTu3Rvx8fF47rnnMH78eN6+yjdGzEDnCQkJuHPnDsaOHctrupaAQqHAnj170L9/fzzxxBO8eMUxDNPs7nuOjo6QSCQmjyt1+PBhixGlbG1t0bNnzzYRV4qL89XSx0ipVIro6GjB+p7GbNq0CY8++qhFeE36+/vDz8+Pl+WN2kQpWr7XEL09pbZu3ar1+IoVK/D3339j7ty5RhtFtD3s7Ozg4uKC/Px8+Pn58Zp2fn4+TZhNCOfJJERd5uTk8B7zoy3ACQP5+flaB7LGkp+f3yZihVgjQolShYWFcHZ25jVodFuAxljicP36dajVat6X73FMmDABf/zxB1auXIny8nJMmDABv/zyS+37MioqCjk5OZg3bx5OnTrFe/5iilK///47xo4dCxcXF17TtRRkMhk+//xzhIWFYfv27ejXr59R6SmVSjAMo/VdLpFITL4DX25uLq5du4bBgwebLE9jiYmJweXLl8U2Q3D+/fdfLFy4sNXzYmNjcenSJTz55JOC2lNRUYHt27fjxIkTgubDJ927d0dcXJzR8dLKy8ubzEXlcrkgnqkcWVlZWLZsGWxtbbF8+XKznwvr7SnVHI8//jgOHz7MV3JEG0SoHfjIi8O02Nvbw83NTZAlfLR8zzBkMhnkcrlgO1zSM2a5COkpRV5S/GGqMdYXX3yBkJAQODg41MZeaQucP38esbGxgoqoDzzwAI4fP45Lly5h+fLlTd5lS5cuxZ07d7Bv3z7e81apVKIEOlepVPj2229F2T3LnHB2dsYrr7yCTz75xOi0uPpp7gOTqUWpI0eOoEuXLhY1BoiOjrZ6UaqwsBAXL17USUzhRCmh2bVrFwIDA9G9e3fB8+KL8PBwJCYmGp2OqT2lKioqMHz4cOTm5uLOnTsYM2YMVCqVIHnxBW+i1OXLly1ifShhvggV7JyW75keoeJK0fI9wxF6MwFLGpASdfj4+AgSU6qwsBByuZz3dNsqphhj/fHHH1i8eDHefvttXLx4EdHR0Rg9erSgmySYC+fOnUOvXr1EtcHJyQnz58/H2rVreU9bqVTqFK+T70Dn69evh7u7O0aPHs1bmpbKzJkzcebMGaSmphqVDidKNRczytnZGWVlZUbloQ+WFE+KgxOlTL1LoSk5fPgwIiMjdQo+Hxsbi7i4OMHvx2+//YapU6daxNI9joiICCQlJRmdjqkDnX/00UdwdXXFn3/+ib/++gtqtRqrV68WJC++0Hv53uLFi5scy87OxrZt2/DAAw80+N3cC0+YF56enoJMmvPz89GxY0fe0yWaRyhRinbfMxxPT0/BPKXy8/MpoLWF4uvrS55SZoSYY6zVq1fjmWeewaxZswAAX331FXbu3In169djyZIlTc5XKpVQKpW1f5eUlABg4zMJsbNVVlYWysrK4O7uzvtuuufOncOzzz4r+o5cTz75JN5//33k5uaCYRje7KmqqoKdnV2r6Tk4OKCiooKXfDMyMvDmm2/im2++AYBm09RoNLyW1Vzx9PTEyJEjsX37dvTs2dPgdOoHMdd2z1xcXFBaWmqy+3no0CG8//77TfIz53rt3LkzCgsLkZGRgcDAQKPTM8eyHjx4EMOGDdPJpk6dOqGiogK3b99GaGhoi+caWtbi4mLs3LkT7733nlndp5bQaDQIDw9HQkICampqjBLTuOe2ftnd3NxQXFzM+/0oKyvDmjVr8M8//0AikcDW1hYfffQRpk+fjueeew6urq5NrhGyDeuapt6iVHPufb1790ZOTk7t4NaSVFDCPBBy+V7fvn15T5doHiFEKZVKhaKiIlq+ZyBCekoVFhaSAGGhkKeUeSHWGEulUuHChQtYunRp7TGpVIoRI0Y0G+No5cqVWL58eZPjubm5gmxJHxUVhdLSUgCAjY0NHBwc4O7ujqCgIAQHB6Nbt27o27cvunfvrtf9KSsrw7lz57BmzRrRvcIcHR3RvXt3/PLLLxg3bhwYhoFUavyihsLCQmg0mlbLp1QqUVpaavB9qKysRFZWFm7cuIF33nkHY8aMwYABA1pMT6PRoLi4mLeymjMDBw7E9u3bMX/+fIPLmpGRAQcHh2bvqZ2dHTIzM03SlrOyspCcnIxOnTo1yc/c6zU0NBRHjx7F8OHDjU7LHMu6b98+LFmyROd2EBERgSNHjjTx5mmMoWXdtGkTwsPD4enpKXo/qysajQbe3t4oKChAYmKiUSsCioqKUF1d3aDsDMMgPz+f9/uxYcMGtG/fHuHh4bVpR0dHo0OHDvjss8+0xqYUsg1z7+3W0FuUOnTokN7GEIQu0PI960GhUPDeyRYWFgIA1aWBCOUppdFoyCvGgvH29hak36U2YRhijbHy8vJQU1MDX1/fBsd9fX2bXbqwdOnSBp5bJSUlCA4OhkKhgJubG+82ZmVlIT09Hc7OzqiqqkJlZSXy8vKQlpaGO3fu4MyZM1i9ejU8PT0xe/ZsPP/88zrZcfbsWYSEhBjlvcInjz/+OA4cOIBp06ZBoVDwMkGwsbGBu7t7q57GQUFBUCqVensknzlzBs8//zwuXrwIW1tbBAcHY+7cuXj55ZdbtV+j0UAikfBWVnNm0qRJWL58OVxcXAwO/O7g4AAXF5dm68jd3R0ymcwkXuX//PMP+vXrh8jIyCa/mXu99ujRA2lpabzcJ3Mra2ZmJm7duoWJEyfq/B7u2bMn7ty50+r9MLSs27dvx/Tp0y1qtQNX1vbt2yMnJ8eojTDUajX8/f0blD8kJARlZWW835M///wTzz//fJP3+YsvvogVK1bgzTffbPLhRsg27ODgoNN5eotSBCEUnp6egnyxp3g3pkcIT6mCggK4uLjoFBeDaIpQom9ZWRk0Gg15xVgonp6eqKioQFVVlc4DB10gTynrx97eXusyOqlUKsjEjPOM8vHxaTZ9pVKJXbt2YfXq1VizZg1WrlyJp59+ukXPqd27d2PUqFFmMZkEgLFjx+Ltt9+GWq3m7V6qVCo4ODi0mpaLiwvKy8v1yvP69esYNWoUli5dih07dsDX11dvmyUSiWDtxpyIjIyEh4cHLl68iCFDhhiURmVlJZycnJq9Vy4uLqisrDTJvdy9ezceeOCBZvMy53qNiYlBfHw8b7aZU1n//fdf9OjRQ6+PuLGxsTh06JBO9tcva3Z2NrZu3YrIyEgMGTJEa1+bnJyMY8eO4eeffzaL+6MPEokEYWFhuHXrllE78FVUVMDV1bVB+T08PFBUVASJRMKb9/Pt27cRHx+PyZMnN7nXU6ZMwcKFC3H8+HGtu2UK1YZ1TU+ns8aMGYPTp0+3el5paSk++ugjfPHFFzplThD1EWrSnJ+fT6KUiRFKlKK4RYYjlKdUYWEhpFKp1jXqhPnDPVN8973kKaU75jDG8vb2hkwma/JhKDs7G35+frznJxT29vZ46KGHcPToUaxfvx5vv/02xo8f36znrkqlwqZNmzB16lQTW9o8nTt3hpubGy5cuMBbmrruvufk5ISKigq9Ah6/8MILmDVrFt544w34+/tb3KTTlEgkEsTGxuLcuXMGp1FRUdHsznsAK0qZItC5UqnE/v378eCDDwqelxB069YNV65cEdsMQdixYwceeOABva6JiYlBXFycXtfcunULPXr0wM8//4wpU6Zg+vTpWnd4W7t2LSZPnmxR75L6dOjQASkpKUal0dzue2q1ukFsRmPZvHkzRo4cqXX85eDggJkzZ+Lrr7/mLT8+0enNMWXKFDzyyCPo3LkzXn/9dWzevBknTpzAhQsXcODAAaxduxaPPvoo/P39cfHiRYwfP15ouwkrRAhRqqamhiZHIiCEKEXBtI1DqJhtRUVFcHd3p4mIhWJraws3Nzfe+17ylNIdcxhj2dnZoWfPnjh48GDtMY1Gg4MHD6J///685yc0EokE48ePx9WrV+Hk5ISYmBgcOXKkyXl//vkn3N3dMXDgQBGs1I5EIsHw4cNx9OhR3tLUZ/c9hmF0niTFx8fj2LFjWLZsmbEmthliY2Nx5swZg69vTZRydnbmdQfF5jhw4AC8vLzQrVs3wfMSgk6dOuH69euorq4W2xReUalU2LNnj95iYUxMDNLS0nQeCzAMg9mzZ2PChAk4fvw4EhMTkZycjEcffbRB/3Hr1i2sX78er7/+ul72mBOhoaG8iFKNn1tueTmfO/Bt2rQJjz76aLO/P/vss/jrr7+Ql5fHW558odMs4umnn8bt27fxxhtvICEhAc8++ywGDRqE3r17Y/To0fj222/Rrl07nDt3Dn/88QfatWsntN2EFSKEJwf3oJMoZVrIU8r8EGp3SwpybvkIIVjSxwDdMZcx1uLFi/Htt9/ixx9/RGJiIp577jmUl5fX7sZniXh4eOCPP/7AsmXLMG7cOLz77ruoqakBwE4S3nnnHbzxxhtmJ6oPHjzYKOGiMUqlUidPKe5LfkVFhU7p/vDDD3jsscfIG10PoqOjcfHiRYOv17a1fH1MJUr9/PPPmDZtmsVubBUaGgqpVIrbt2+LbQqvHDt2DM7OzujRo4de18nlcoSEhODy5cs6nb93714kJSXhv//9b20sogMHDiAzMxNjx45FQUEBiouLMW3aNMyePdtixUuAjf0khKcUtwSe27nWWO7cuYP4+HhMmDCh2XOioqLQv39/bNiwgZc8+UTnt7C9vT1mzJiB7du3o7CwEIWFhbh37x6qqqpw5coVrFq1Cp06dRLSVsLKEcJTqqioCDY2Nq3uJkHwi5eXV21gcr4gUco4hFq+V1RURB4xFo4QfS95SumHOYyxHnvsMaxatQrLli2rXcqxZ8+eJsFSLQ2JRIJ58+bh5MmT+PXXXzFixAhs2LABEydOREBAAGbOnCm2iU3o27cvLl++XCugGYtKpdLJU4qLK6eLqMEwDP766y9MnjzZaPvaElFRUbhz547Owl9jzMFTqqioCNu2bcMTTzwhaD5CIpPJEBERgcTERLFNaZGtW7fivvvuw+uvv67TrqZbt27F+PHjDRLa9VnC9+mnn+L5559vELDfw8MDBw8ehLu7O9q1a4fQ0FB4enrik08+0dsWc8JYTym1Wg21Wq11Lurm5sabp9SePXswcODAVj8Izp07F9988w00Gg0v+fKFwZ+G3N3d4efnB1tbWz7tIdowcrmcVxdGoG7CbKlfciwVTgDRJy5Fa5AoZRxCxWwjTynLR6gPAtQuDEesMdbzzz+P1NRUKJVKnDlzBn379jVp/kISHR2NCxcuoG/fvvj+++8RFRWFv//+2yzHsZ06dYJEIsG1a9d4SU9XTympVApHR0edBJOrV68iLy8Pw4cP58PENoOPjw/c3d2RnJxs0PXmEFPqm2++QY8ePYzajcwc6NSpk1mLUleuXMGMGTPwyCOP4ODBg5g6dWqLQoJKpcLvv/+OadOmGZSfrqJUamoqjhw5gnnz5jX5zcXFBVu3bsXJkyexc+dO7Ny5k9dNVMQgNDQUOTk5Bou9XH+qTZRyd3fnbe67e/dujBkzptXzHnroIRQVFYm2229zmJe/MtGmkcvlKC8vh1qt5i1N+lovDh4eHlCpVAZ/CdQGiVLGIYRQCJCnlDVAnlJEW8HFxQUffvghjh07hs8//9xs26hMJkNMTAxvS/h0FaWAumDnrXHs2DEMGDDA4iecpkYikaBz585ISEgw6HptsWnqw4en1HfffYdBgwZh7ty5uHPnToPfCgoKsGrVKrzxxhtG5WEOmLsotXLlSsyaNQuLFi3Cvn37kJCQgOXLlzd7/p49e+Ds7IxBgwYZlJ+uotS2bdswcuRIKBSKZs/p3r07+vfvb3ZLow3B29sbzs7OTZ4FXeGeR23Prbu7Oy/L95RKJQ4ePIixY8e2eq69vT1mz56NtWvXGp0vn1h+SyGsBm5wyKe3FE2YxYG753wuFyNRyji8vLygVqt5/4JKnlKWD9/xxjQaDUpKSqhdEIQRGBsQuz66Lt8DdBeljh8/jvvuu89Y09oknTp1MliUEnr53qZNm/Dqq69ixowZqKysRJcuXfDhhx/WLkF6+umn0adPH4wbN87gPMwFcxalCgsLsXnzZixatAgA+57esmULPvnkE+zfv1/rNWvWrMGcOXMMFoJiYmKQmJjY6jLBbdu24bHHHjMoD0tEIpEgJCTEKFHKzs4ONjY2TX7ja/neiRMn4Obmhu7du+t0/sKFC3HgwAGjdgLlGxKlCLPBwcEB9vb2KCoq4i1NWkIiDjKZDHK5nEQpM4LbIY/vuFLkEWP58O0pVVxcDIZhqF0QhBH06NGDtwmDPp5SuooaJEoZjjFiiJCilFqtxquvvorPP/8cc+fOxU8//YR9+/bh559/RkhICEJDQ5Gamooff/zRKsJiREVFISkpiXcPcj7YvXs3unTpgo4dO9Ye69atG9auXYvp06fj3r17Dc4/e/Yszpw5gwULFhicZ7t27eDi4tKiYJqYmIhbt261GEzbGgkMDMTdu3cNulZbkHMOvjyluKV7uj6Xfn5+WLhwIRYsWACVSmV0/nxAohRhVsjlct5FKZoYiYOnpyevwc5JlDIOqVQKDw8Pih1ENIFvUaqwsBAymaxBAFSCIPSja9euSEpKarC9uqHou3yvNVEjIyMDd+/etaqYY6YkIiJCsJhSxohS27Ztg42NDaZOnVp7bODAgYiLi8PPP/+MH374AWfPnoWXl5dB6ZsbERERKCsrayLwmAO7du3Cgw8+2OT4rFmzMHbsWEydOhXV1dUAgOrqarzwwgt46aWXjBonSyQSxMTEtLg75ObNmzFs2DC4ubkZnI8lEhQUZLAo1dKOmXx5Su3evVunpXv1eeutt6BSqTB37lydgugLjUGiVFFREb777jssXbq09qv7xYsXDa4sguDgW5QiLw7x4Hu3NxKljEeIHfjoGbN8vLy8eG0XtMGEcdAYiwDYSZCjoyOSkpKMTkuf5Xu6BMq+fPkyIiIiSHg2kNDQUNy5c8cgD52WJriAcYHOt2zZgscffxwymazBcVtbWwwbNgwjR47UugTJUnF0dERoaKhZLuE7deoU7r///ibHJRIJvvzyS+Tn52PatGk4fvw4Hn/8cVRWVuLNN980Ot/+/fvj5MmTzf6+detWrWKZtWPOnlLp6elISkrCyJEj9brOwcEBO3bswNWrVxEZGSm6MKW3KBUfH4+IiAh89NFHWLVqVa2A8Ndff2Hp0qV821fLihUrMGDAADg5OTU7AZJIJE3+/f7774LZRPCPEJ5S5MUhDh4eHiRKmRlCiFL0jFk+QnhKUZswDLHGWIT5IZFI0L17d8THxxudlj6eUrrsBhUfH4/o6Gij7WqrhISEoKKiArm5uXpfK5SnlFqtxq5duzBx4kS9r7VkzDGuVF5eHm7fvo1evXpp/d3Z2Rn//vsvpFIpHnnkEdTU1GDfvn1wdHQ0Ou/77rsPx48f1/rbzZs3kZiYiBEjRhidj6VhrCjV3DPLx+57e/bsQb9+/Qz6QBwUFISzZ89i+/btom9aobcotXjxYjz11FO4ceNGA+PHjRuHo0eP8mpcfVQqFaZMmYLnnnuuxfN++OEHZGZm1v6bNGmSYDYR/EPL96wHPgWQ6upqFBcX00TXSPh+vgDylLIG+BalqN81HLHGWIR50q1bN1y5csXodPgWpS5fvqxzQF2iKU5OTvD19TUocLJQu+9dunQJMpkMPXv21PtaSyY8PBw3b94U24wGnD9/HmFhYS1+iPX19cXvv/+O7Oxs/PXXX/Dz8+Ml7/79++PmzZvIzs5u8ttff/2F4cOHt7mle4BwnlJ8LN8zZOlefbgPIGKjtyh17tw5zJ07t8nxwMBAZGVl8WKUNpYvX45FixahW7duLZ4nl8vh5+dX+09s1Y/QD1q+Zz3wKUpxbYI8pYxDCFGKPKUsH275Hl/BXslTynDEGmMR5km3bt148ZTSZ/keeUqZhpCQEKSkpOh9nS6eUhUVFdBoNHqle/LkSQwYMMDgndsslbCwMLMTpc6dO4fevXuLkreHhwe6du2q9SPIX3/9hYcfflgEq8QnMDAQGRkZBl0r5PI9tVqNAwcOYMyYMQanYS7ovTDY3t5e6827fv06FAoFL0YZw4IFCzBnzhx06NAB8+bNw6xZs1qMa6FUKhsEkeTKptFo9O7QW0Oj0YBhGN7TNUcMLau7uzsKCwt5u0dFRUVwc3MT9J5TvWrHw8MDubm5vNyXvLw82Nvbw97e3mT32Rrrtbnny5iyFhYWCv6M8Yk11mtz6FpWDw8P1NTU8Cbim6LfbYzQ9Wqqspj7GIswLd27d8f7779vdDr6ekrl5eU1+3tVVRWSk5PN4su6JRMaGiqIKMXF+aqoqNAr5hcnSrU1wsPDcePGDbHNaEBcXBz69+8vWv5jxozBjh07MGXKlNpjqampuHDhArZt22aWuxUKTWBgIAoLC1FZWan3MkkhA52fPHkSjo6OiI2NNTgNc0FvUWrChAl49913sWnTJgCsy1daWhpef/11PPLII7wbqA/vvvsuhg0bBicnJ+zbtw/z589HWVkZXnzxxWavWblyJZYvX97keG5uLu8BvzQaTe1W2db+JcLQstra2iIzMxM5OTm82JGXlweJRMJbetqgetUOn3V569YtyOVyg+IvGIo11qudnZ3WOjG0rEqlEpWVlaipqRH0GeMTa6zX5tC1rNzvN2/eRLt27YzONzMzE3Z2diZtE0LXa2lpKe9pasOcx1iE6enSpQsyMzON9j7UV5S6detWs7/funULjo6OCAoKMtgeQjhRipv8lpeX6yVKXbp0CXPmzNHbHksnLCwMKSkpqK6uNpsg7klJSZg1a5Zo+U+aNAnjx49vcE/Wr1+PcePGQaFQWMx4j0+8vb1ha2uLu3fvIiwsTK9rW4spZYyn1O7duzFmzBirGM/q/fR98sknmDx5Mnx8fFBZWYnBgwcjKysL/fv3x4oVK/RKa8mSJfjoo49aPCcxMRFRUVE6pffWW2/V/n9sbCzKy8vx3//+t0VRaunSpVi8eHHt3yUlJQgODoZCoeB9zaxGo4FEIoFCobCKxtMShpY1ICAA165dg4+PDy92lJWVISQkhLf0tEH1qp3g4GAcO3aMl3vPMAy8vb0FrcfGWGO9BgQEID4+vsl9NLSsXMyBsLAwnSc8YmON9doc+pRVLpdDJpPx8oxpNBooFAqrel5NFQqAzzEWYfm4u7vD19cX169fR9++fQ1Oh8/lezdu3EB4eDjtrmkkISEhuHDhgt7Xtbb7np2dHWQymV5xpSoqKnDr1q1WQ6RYI9yHmLS0NHTo0EFka9gYqjdv3tR57isEffv2ha2tLf7991+MGjUKarUa69evx7p160SzSWykUin8/f1x7949g0QpoTyl9uzZg9dff93g680JvUUpd3d37N+/H8ePH0d8fDzKysrQo0cPgyLxv/zyy3jqqadaPMeYDqJv37547733WvxCxC0JaoxUKhVkYCuRSARL29wwpKweHh4oLi7m7f4UFhbC09NT8PtN9doUb29vFBQU8HJPioqKTFKPjbG2em3p+TKkrCUlJXB0dORlxxdTYm312hK6ltXDwwMlJSW83JOysjL4+/tb1fNqqrLwOcYirIOIiAgkJycbLErV1NSgpqZGL0+plr7cX79+HeHh4QbZQtQRGBiIe/fu6X1dRUVFi+9ciUSid7DzxMREeHh48BYs25KwsbFBaGgobt68aRaiFBf8PiQkRDQbZDIZnnnmGXzyyScYNWoUvv/+ezg5OVlF3CJj8PX1NchLrLWYUoaKUjk5Obhy5YrVjA8M9lO87777cN999xmVuUKhEDRGQlxcHDw8PCzmCz7BbyBmbmkRBdwVB09PTxQWFvKSVkFBAdUjD9BGAkRz8Nk2SktLERERwUtabRU+xliEdRAZGYnk5GSDr+fipuo6Fm7tyz3nKUUYhzGiVEueUgAbV0ofUerq1avo2rVrm/V+44Kdjxo1SmxTkJycjLCwMNGXEr700kuIjIzEc889h40bN+KXX36BjY1Nm4jH2Rw+Pj4GiVIVFRXw9/fX+pu7uztKS0uh0Wj0/vj177//olu3blYTb1KnFr927VqdE2xpqZwxpKWloaCgAGlpaaipqUFcXBwAtiNxcXHB9u3bkZ2djX79+sHBwQH79+/HBx98gFdeeUUQewhh4HNixA2q3N3deUmP0A++d98jUcp4+BaliouLSZSyEuRyOW8icklJCVxdXXlJqy1gDmMswnyJiIjA2bNnDb5epVIBAG/L965fv06CKQ8EBASgoKBAr8DJKpUK1dXVLcaUAti4UmVlZTrbwolSbZXw8HCz2YEvKSlJ1KV7HN7e3ti9ezc+/vhjrF27FuPHjxfbJNExxlOquWeWCxVUWlqq93z14MGDVuMlBegoSn366acN/s7NzUVFRUXtZKSoqAhOTk7w8fERbMC0bNky/Pjjj7V/c1HmDx06hCFDhsDW1hZffPEFFi1aBIZhEBYWhtWrV+OZZ54RxB5CGPicNBcVFcHBwcFksUCIhnh6eqK0tBRqtRq2trZGpVVSUkLiIg/wLUqR+GA9eHh48OopRe1Cd8xhjEWYL5GRkfj5558Nvl5fTyldY0oRxuHt7Q0bGxtkZmbqvGysoqICAHQSpfTxlEpISMC4ceN0Pt/aCAsLw759+8Q2AwBw8+ZNs3m++vTpgz///FNsM8wGHx+f2liq+tDS8j1urGTIPOfgwYP48ssv9bbHXNHJTywlJaX234oVKxATE4PExEQUFBSgoKAAiYmJ6NGjB9577z3BDN2wYQMYhmnyb8iQIQDY7SsvXbqE0tJSlJWVIS4uDnPnzm0TMUOsCT4nzbS0SFw4zyY+vC9KSkp433igLcK3KEXig/XA9/I9el51xxzGWIT5EhERgRs3bhi8bIYTpfTxlCotLUVNTU2T38rKypCZmWk2k2ZLpn7gZF3hRKnWPKv0FaVu3bqld/Bma4JbvmcOpKen87ILLsE/hi7fa0mUkkqlcHV11Tuu1O3bt5GRkYFBgwbpbY+5ordi89Zbb+F///sfIiMja49FRkbi008/xZtvvsmrcUTbQy6Xo7y8HGq12ui0aMmXuDg4OMDR0ZGXJXzFxcU0yeUBuVyOysrK2kmKsZAoZT3wLUpRuzAMGmMRjenQoQPUajXS0tIMul6lUsHW1lbneEHc1/rS0tImv924cQNyuRze3t4G2UI0RN+4UhUVFbCzs2s13pA+MaU0Gg1SUlLMIsi3WISFheH27dtahVhTk56ejqCgILHNILTg6+vLu6cUYFiw84MHD6J///6txpezJPQWpTIzM1FdXd3keE1NjUEVRRD14TybjNkek6OoqIg8pUSGr7hStHyPH/h8vgASH6wJDw8PiillBtAYi2iMnZ0d2rdvj9u3bxt0fUs7UGvDxcUFEolE63uCW7rXVgNi801AQADu3r2r8/kVFRWtLt0D9Ispde/ePVRXV6N9+/Y622FthISEoLq6GhkZGWKbgvT0dAQHB4ttBqEFYwKdtyZKtbTjqTYOHDiA4cOH622LOaO3KDV8+HDMnTsXFy9erD124cIFPPfcc1YVbIsQBwcHB9jZ2fHyxb6oqIiEDJHhy/uCPKX4wcHBAfb29uQRQzSBPKXMAxpjEdoICQmp3SpeX/QVpaRSabM78FE8KX4JCAjQ21NKF88IfZbv3b59G8HBwTov77RGbG1tERQUhNTUVF7TvXbtGtauXQuGYXQ6v7y8HIWFheQpZaYY4ynVkpjc2o6njWEYBsePH8fgwYP1tsWc0VuUWr9+Pfz8/NCrVy/Y29vD3t4effr0ga+vL7777jshbCTaEBKJhLfJEcU1ER9DXFK1QZ5S/EHiA6ENvtqFWq2GUqmkvtdAaIxFaCM0NBQpKSkGXatSqfQWHJqbJF2/fp1EKR4xRJTS1VNKV1Hq1q1bbXrpHkf79u15F6XeeOMNvPTSSzh//rxO52dkZMDBwYGWx5opPj4+KCkpQVVVlV7X6bJ8Tx9PqdTUVOTk5KB379562WHu6LT7Xn0UCgV27dqF69evIykpCQAQFRWFiIgI3o0j2iZ8TY5oCYn4kKeU+cG3KBUYGMhLWoS48LX7HheHhvpew6AxFqGNkJAQJCcnG3Stvp5SQPPLeW/cuIHRo0cbZAfRlMDAQOzdu1fn81vzuODQ11OKRCnjvBG1oVarsX//foSHh+Pff//VSUDIyMhAUFAQLY81U7y8vCCRSJCTk6NXMPrWRCl9PaVOnjyJ2NhYnfoCS0JvUYojIiKCBkmEILi7u/M2OaKJkbiQp5T5QZ5ShDbkcjlvO2VKpVKrGyyZGhpjEfUJDQ3Fnj17DLpWpVLpLUopFArk5uY2OU6eUvwiVEwpFxcXnQPjp6SkoFOnTjrbYK3wLUqlpKRAo9HgmWeewfHjx3W6hoKcmzc2Njbw9vbWS5RiGIb3mFInT57EgAEDdD7fUtBblJo9e3aLv69fv95gYwgCYBVjbbu+6EtpaSkCAgJ4sIgwFLlcbrQopdFoaCkmj5AoRWiDz2XTXKBkQn9ojEVow9iYUvou39MmShUWFiI/P59EKR7x8/PTK0aNEMv37t27R/HqwD5jJ06c4C09TsCNiYnBN998o9M1FOTc/PHx8dHrmVWpVKipqeE1ptSJEyewdOlSnc+3FPQWpRp/SVWr1bh69SqKioowbNgw3gwj2i5ubm5670KgDZowiw8fXm9lZWVgGIY8pXiCRClCGx4eHigvL4darYatra3B6ZCAbBw0xiK0ERoainv37hm0FM+Qa7SJUtevX4e3tzftaswjPj4+KC0tRVVVFRwcHFo9XwhRKjMzE/7+/jqda83w7SnFiVIRERFISUnRKbYbt3yPMF/0DXbOPYeteUrdvHlTp/RKS0sRHx9PnlIAsHXr1ibHNBoNnnvuOXTs2JEXo4i2DYlS1oNcLjc6cCTXFlxcXPgwqc1DohShDW6iWVRUBIVCYXA61CaMg8ZYhDb8/PxgZ2eHtLQ0vT2VDF2+d+PGjQbHrl+/jsjISL3SIVqGi1GTm5urk4eMUJ5StKqADXSenp6OmpoayGQyo9PLyMhAcHAwgoODYWtri1u3brW6TDI9PR0xMTFG500Ih5eXF/Lz83U+n3sOW3pu9Vm+d+nSJfj5+VmleKn37ntaE5FKsXjxYnz66ad8JEe0cUiUsh748JQqLi6Gi4sLL4MEgn9RirxirAMHBwfY29sb3TZogwn+oTEWIZVK0b59e4M8OfhavpecnEyiFM/IZDJ4eXkhJydHp/P1iSmliyhVXl6OkpIS8pQCEBwcjOrqamRmZvKSXlZWFvz8/CCVShEaGqrTs0ueUuaPl5cXCgoKdD6/vLwcjo6OkEqbl1z0Wb4XFxeH2NhYnfO3JHgRpQB2S9Hq6mq+kiPaMHzGlKLJkbjwEVOKgpzzC3lKEc3BR9ugNiEMQo+xVqxYgQEDBsDJyYmWZ5kpxohSfC3fI1GKf3x8fHgXpZydnVFWVtbqeZmZmbC1tYWXl5dO+VszdnZ2CAwM5G0JX3Z2Nnx9fQGwgld6enqr11BMKfNHX08pXZ5ZfT2lrFWU0nv53uLFixv8zTAMMjMzsXPnTsycOZM3w4i2i6urK27fvm10OuTFIT58eUpRPfIHX6IUwzAoKysjAcKK8PDw4EWUoufVcMQaY6lUKkyZMgX9+/fH999/L1g+hOEEBgbqtVMbB1+77yUnJ2PatGl650+0jI+Pj9adDrXB9/I9Lp4UbUzBwsWVuu+++4xOS19RqqysDEVFRSRKmTmenp5ITEzU+fzy8vIW40kB+ntKPfjggzrnb0noLUpdunSpwd9SqRQKhQKffPJJq7vGEIQu0PI968Hd3Z08pcwMfbeebY6KigpoNBp6xqwIuVzeJNC2vlC/axxijbGWL18OANiwYYPO1yiVSiiVytq/uX5Fo9FAo9Hwah+XLsMwgqRtbmgra2BgIDIyMvQuf1VVFWxtbfW6zsvLC7m5uaipqYFEIoFGo8GNGzcQHh7O+/1v6/WqUCiQnZ2tU/nLysrg5eXV6rmOjo4oLy9v9byMjAwEBATQ8/r/tGvXDikpKXrbrK2s2dnZUCgU0Gg0CAoKajXdtLQ0ODg4QC6Xm/U9s8R6NRRtZfXw8EB+fr7O5S8tLYWzs3OL57u6uqK4uLjVNFUqFa5du4bu3btbVD+sa5p6i1KHDh3S2xiC0AcSpawHPrxyyFOKX/gQCoG6CSg9Y9YDH88rxZQyDksaY61cubJWzKpPbm4uqqqqeM9Po9GguLgYDMO0GJ/DGtBWVldXV5w6dUrnpV4c+fn5YBhGr+vs7e1RWVmJ5ORkeHp6IiMjA0qlEi4uLnrn3xptvV5dXFxw584dne5rYWEhgoODWz1XqVSivLy81fNu3LgBDw8P3usUsMx69fT0xI0bN/S+H43LWl1djfz8fMhkMuTk5MDd3R23bt1qMd0rV64gICBAZ685sbDEejUUbWW1sbFBTk6Ozm3k3r17sLOza/F8tVqNkpKSVtO8evUqHBwc4OzsbFH9sK4hefQWpYYNG4a//vqrScyBkpISTJo0Cf/++6++SRJEA/gQpdRqNaqqqmhyJDLu7u4oLy9HdXU1bGz07m4AkKcU3/Ap+trb28PW1pYHqwhzgK/lexSTyHAsaYy1dOnSBssNS0pKEBwcDIVCIciHBI1GA4lEAoVC0SYmQ43LGhUVhY0bN8LHx0evtOzs7ODu7q7XdT4+PvDy8kJ5eTmioqIQHx+P0NBQQZYWtfV6bd++PVJSUnSqn5qaGvj4+LR6LjcG9vLyanGTmLKyMoSEhOjdpnTBEus1IiICe/fu1ft+NC5rZmYmGIZB586dYW9vj86dO+PLL79sMd2ysjK0b99ekLrgE0usV0PRVtYOHTqguLhY53qytbWFXC5v8XyGYaBUKuHu7t7iUuu0tDTExMTAz89Pv4LogJD16uDgoNN5es8SDx8+DJVK1eR4VVUVjh07pm9yBNEEPibNnCpLopS4cBOrkpISeHp6GpQGeUrxC3kiEs3BRwy40tJSiolhBHyOsZYsWYKPPvqoxXMSExMRFRWlV7oc9vb2WgfQUqlUsMmKRCIRNH1zonFZg4ODkZGRoXfZuZhS+l4XEhKCtLQ09O7dGwkJCejcuTPVKw80Lquvry/Onj2rU9krKyvh7Ozc6rncu7mysrLF8VNmZiaioqKoXv+foKAg3Lt3zyB765c1Ly8Pcrkcjo6OAFjhMSMjAxKJpNn4XXfv3kVwcLBF3CtLq1djaFxWhUKB/Pz8FuuyPpWVlXBycmrxXnl4eABghUmuzWjjypUriImJsbjnVdf0dBal4uPja/8/ISEBWVlZtX/X1NRgz549CAwM1MNEgtAOX6KURCJpNbgcISxOTk6QyWQoKioyWJQiTyl+4Z4vhmGMCm5KopT1wUe8MQp0bhhCjLFefvllPPXUUy2e06FDB73SJMQjMDAQBQUFqKysbHHi0hhDdt8DWFEqJSUFgHXv+CQ2CoVCkN33ADbIcmui1NChQ3UztA1g6GYCjSkoKGgw5g0MDERVVRUKCwubHQvTznuWgaenJ5RKJSoqKnSaY+oS6JxbdVBcXAyFQtHseYmJiZg0aZK+JlsMOotSMTExtargsGHDmvzu6OiI//3vf7waR7RN+Jg0l5aWwsXFhXYUERmJRAK5XG5UDKOSkhK0b9+eR6vaNm5ubtBoNDq/UJuDRCnrw83NDffu3TMqDYopZRhCjLEUCkWLA1zCslAoFLC1tcW9e/fQsWNHna9TqVQGPZOhoaG4c+cOAODixYt4+OGH9U6DaB0hdt+ztbWFnZ1dqzvw3bt3DwEBATrl3RYIDAxETk4OVCoV7OzsDE6nqKiowRJsV1dXuLi44N69e82KUhkZGejZs6fBeRKmwcPDAxKJBAUFBbyJUhKJRKePgklJSQZ7NlsCOotSKSkpYBgGHTp0wNmzZxsMdOzs7ODj49PiumWC0BU3Nzeo1WoolUqd16E2hibM5oOxS4KKi4vJU4pHuOeiuLiYRCmiAfpsS9wc1C4MQ+wxVlpaGgoKCpCWloaamhrExcUBAMLCwuDi4iJYvoTuSKVSBAQE4O7du3qJUkqlEl5eXnrn17FjR2zZsgUVFRVITEwkTymB8PHxQU5Ojk4fYnUVpQDWW6o1USozMxP+/v4622rt+Pr61saEMuZjaHFxcZO4gJwXVteuXbVeQ55SloFMJoNcLkd+fr5O9aWLKAW0Pv6qqKhAWloaIiMj9bLXktBZlOIezrawBSQhLpyrcUlJCYlSVgAfnlK0HIg/bG1t4eTkhJKSEqO+kNIzZn3wtXyP2oX+iD3GWrZsGX788cfavzkB4tChQxgyZIgoNhFNCQwMREZGhl7XGLp8r0+fPliyZAkOHz6MoKAgmjALhEKhQGVlJcrLy1sVgMvLy/USpcrKypr9vbKyEkVFRSRK1cPGxgZ+fn64e/euUaJUY08poPWlgRkZGQgKCjI4T8J0eHl5IT8/X6dzdRWSW9sZ+8aNG3B1dRUkyLm5oJMo9c8//2Ds2LGwtbXFP//80+K5EyZM4MUwou1ib28POzs7lJaWGrwLBcU1MR/48JSiuuQXvuK2kfhgXfDlKUXPq36Ywxhrw4YN2LBhgyBpE/xhSMwbQ5cide/eHTU1NXjttdcwduxYCocgEHK5HDY2NsjNzW1VlOLTUyozMxM2Njbw9vbWy15rh4+4UvqKUqWlpSguLibh10Lw9PTUWZQqLy/XyVO1tY+CycnJiIyMtOp+WCdRatKkScjKyoKPj0+LAbYkEglqamr4so1ow7i6uho1aaYJs/nQmvrfGhTonH9IlCK0wYenFMWU0h8aYxG6EhgYqHfcN0M9pWxsbDB//nx8/PHH2LRpk97XE7ohlUprg52Hhoa2eK4+opSLi0uropSfn1+b2EFNH4KCgvT2RmyMNlEqICCg2Wc3PT0djo6OtbuwEeaNl5cXCgoKdDqXr+V71h5PCgB06ok0Gk2tx4pGo2n2Hw2WCL4wdtJME2bzQS6Xk6eUmUGiFKENYz2lNBoNysvLqV3oCY2xCF3x9fVFdna2XtcYKkoBwAcffID8/Hx07tzZoOsJ3dBlB77q6mqoVCqdY0G25ilFQc61I4anVEZGBoKDg63aC8aa0Gf5nq6iVGsfBUmUIgiRMHbSTF/rzQfylDI/SJQitGFsu+Dil1C7IAhhMESUMmYnMZlM1uxuYQR/KBSKVnfgq6ysBADeYkpRkHPtiCFKUZBzy0KImFKtfRTklu9ZMzot31u7dq3OCb744osGG0MQHOQpZT3I5XKkp6cbdK1arUZFRQV5SvGMsUIhwD5j4eHhPFlEmAPu7u5QqVQGe1aUlpYCIFFKX2iMReiKqT2lCNOgUCiQl5fX4jkVFRUA9BOlyFNKfwIDA7Fr1y6j0mhOlGpu+R4FObcsvLy8cPPmTZ3O1dVTysPDA1lZWVp/YxgGycnJVu8ppZMo9emnn+qUmEQioQETwQskSlkP7u7uuHLlikHXcpNc8pTiF748pUgstC64+iwuLjZok4mSkhI4OTlBJpPxbZpVQ2MsQldIlLJOvL29W/WUqqiogEwmg62trU5p6hLoPCwsTC872wJCeUoFBAQgOzsbarW6SR2Sp5RloW+gc11EKYVC0exc6e7du6isrLT651UnUSolJUVoOwiiAXyIUuSWbB7I5XKDvXKKi4shk8l0/jJI6AYt3yO0YW9vD3t7e5SUlBgkSlGbMAwaYxG64uvri/z8fFRXV8PGRqchvFHL9wjToFAoWu0HuGVAusYdai3Q+b179zBo0CC97GwL+Pv7IzMzEwzDGBzjSZso5efnBwDIyspqIkClp6ejd+/eBuVFmB4hYkq1JEwnJSUhNDTU6j8uGBVTimEYMAzDly0EUQt5SlkP7u7uBgc6LykpgZubGwV/5BkSpYjmMCbYObUJfqExFtEYHx8fMAzTqldNfchTyvzRJaZUeXm5Xh/odPGUouV7TfH19UVlZWWL8bhaQ1tcW1tbW/j6+mr1wuICnROWgZeXFwoLC3U6V9fntqUlvElJSVYfTwowUJT6/vvv0bVrVzg4OMDBwQFdu3bFd999x7dtRBuGRCnrwRhPKU6UIviFRCmiOYxpG7Skkx9ojEU0h52dHeRyuV5L+EiUMn90Xb6nryhFgc71x8PDA7a2tnovk61Pc94xAQEBTeJKMQyDtLQ0tGvXzuD8CNPi6emJgoICnc6tqKjQeflec31AW4gnBRggSi1btgwvvfQSxo8fj82bN2Pz5s0YP348Fi1ahGXLlglhI+7cuYOnn34aoaGhcHR0RMeOHfH2229DpVI1OC8+Ph6DBg2Cg4MDgoOD8fHHHwtiDyE8JEpZD8Z4ShUXF9MkVwCM8YbhoB0urRNjguBTv2s8YoyxCMvC19cXOTk5Op9Py/fMH10DnfPlKVVVVYWCggLylNKCRCKBj4+PwaJUdXU1VCqVViFCW7yqoqIilJWVkShlQXh4eKCgoKBVT2aGYfQSpQoLC6FWq5v8lpSU1CZEKd0WpNdj3bp1+Pbbb/H444/XHpswYQK6d++OF154Ae+++y6vBgJsZWg0Gnz99dcICwvD1atX8cwzz6C8vByrVq0CwE6QRo0ahREjRuCrr77ClStXMHv2bMjlcjz77LO820QIi5ubW22Qa0OgL/bmAzfJNWR9fklJCQU5FwB3d3fylCK0YswHARIqjUeMMRZhWegb7Jw8pcwfITylWooplZWVBZlMBoVCoZedbQVDNhTg4O65rqJUamoq5HI5zVksCE9PT9TU1LQ616ysrATDMDrHlAKA/Pz82vhjHMnJyW1i+Z7eopRarUavXr2aHO/Zsyeqq6t5MaoxY8aMwZgxY2r/7tChA5KTk7Fu3bpaUerXX3+FSqXC+vXrYWdnhy5duiAuLg6rV69uUZRSKpVQKpW1f3ODcY1GA41Gw2s5NBoNGIbhPV1zxNiyOjs7o6SkxODrS0tL4ezsbJJ7TfXaMq6urlCr1aisrISDg4Ne+RUWFsLV1VWUe2vN9eri4tLg+dK3rNXV1aiqqjLZM8Yn1lyvjTGkrJwXnSH3p6SkBC4uLlb5vJqqTGKMsQjLgkQp60OhUKC0tLTFuuIzptS9e/fg6+sLqdSo0MJWi5Ci1PXr1xsco6V7loebmxukUikKCgpaFKVaaguNsbe3h6urK3JzcxuIUmVlZUhPTydPKW088cQTWLduHVavXt3g+DfffIPp06fzZlhrFBcXw9PTs/bvU6dO4f7772/gojx69Gh89NFHKCwshIeHh9Z0Vq5cieXLlzc5npubi6qqKl5t1mg0tR4j1v4iMLasDMMgPz9fLxf1+pSUlECtVht8vT5QvbYMJ/reunVL769ymZmZcHBwMEk9Nsaa67WmpgaFhYW191XfsnLLMauqqkSpG2Ow5nptjCFltbOzw927dw2q16ysLNja2lrl82qM564+mMsYizBf9J0w0/I984ebz+Tl5SEwMFDrOWVlZXp5orq4uDTbb1GQ85YxVpSys7PTujtmQEAADh061OBYamoq2rdvb1BehDhIpVJ4eHigsLAQISEhzZ5XUVEBiUSi8wd5bct4r1+/Drlc3ia8GvUWpQA2COe+ffvQr18/AP/X3p3HOVXf++N/nWT2yUwyyWQ2mIUBhkFZBFRErZXqxbFW9Fbs/aplsYjL5dYKXAt4qzjqo4gb163e2rrdR70uvajtpbUVC66AdUMcGaYwnRlg9jXLZNacz+8PfkkJM8lkT87J6/l4zAOSnJx8Pvnk5HzOO+/P5wN88sknOHbsGFasWIH169e7tzu9UxUuR48exZNPPunOkgJOdoanTJnisV1+fr77MW9Bqc2bN3uU2Wq1ori4GGazOeyplLIsQ5IkmM3mhLgYCqWuxcXFGBgYCGpZciEE7HY7SktLg3p+oNiuE0tNTUVycnLA7eF0OmE2m6PSjqdTc7uWlpaiv7/f/b4GWldXwL6srExx742a2/V0wdQ1Ly8PsiwHdcy5nqfG4zXQLM9QxLqPRfEtPz9/TLaFN0IIDA8PM1MqziUnJyMnJyesQSlfi8y0tLRwknMfQg1KecuMGW/4HjOllMmfyc5d2Y3+Tl0y3mTntbW1mDlzZkKsQh5wUKqmpgbz588HcDLzATg5DjI3Nxc1NTXu7fx58zZt2oRt27b53Ka2ttYjZa25uRlVVVW49tprsWbNmkCLP0Zqauq4J2uNRhORjq0kSRHbd7wJpa4GgwFWqzWo5/b390OWZej1+qi9z2xX3/R6PWw2W8Dvj81mg8FgiNn7qtZ2dR1fkiS5v6sDqWt/fz90Ot24vwQqgVrbdTyB1tVgMKC7uzuo98Zms8U02BfJdo1WncLZxyJ1ys/Px4cffujXtq4FgRiUin8TzStls9mg0+n83p/BYPC6yAwzpXwLJPB7ukCDUk1NTTjnnHOCei2KHddk5774+iyMx1dQKhEEfEVxetphKDZs2IBVq1b53Ka8vNz9/5aWFixevBjnn38+nn32WY/tCgoKxkS1XbdPnzCM4l8oq4O50pU54W78CHZFL4vFwl/zIkCv18PpdPq9KsjpOMm5emVnZ6OhoSGo5/JzEbpw9rFInXJzc9Hd3e3Xtq6gFIfvxT9fS8IDJzOlAglK5eTkoK+vD7Isjwmqt7S0jBldQv8QaqaUt3aaNGkS7Ha7x7ny2LFjuOaaa4IuK8WGv5lSgQalTp/+oLa2FosWLQqqjEoT05+5zWaz32Mkm5ubsXjxYixYsAAvvPDCmC/YRYsW4T/+4z8wMjKC5ORkAMCuXbswY8YMr0P3KH5lZWXB4XDA6XRCq9UG9FybzYaUlBR2wuJIsEEprr4XGa7OkNVqZVCKPISy+h5XPSWKPJPJNGbeEW9cQ62jOfyUgjPefDKnstvtAWU3GQwGyLIMu90+5nu5tbUVF1xwQdBlVbtIDd8zGAxIS0tDc3OzexTQkSNHMG3atKDLSrERyPA9f42XSVdbW4sf/ehHQZVRaQIOSg0ODuLJJ5/Enj170NHRMWZFmi+++CJshXNpbm7GxRdfjNLSUjzyyCMevyS4sqCuv/56VFdXY/Xq1di4cSNqamrw+OOPY/v27WEvD0We6wRqt9sDDkrwgjn+hBKU4kVu+CUnJyM9PR1WqzWoTDQeY+oV7LEK8HMRDrHoY5GyBJIp5VpohMP34t9Ew/cCnVMqKysLkiSht7d33KAUs9C9i1RQSpIkTJo0CSdOnEBlZSW6urrQ09ODioqKUIpLMeBPUCrQ0QilpaXYv3+/+/bIyAiOHDnC4XverF69Gu+88w6WLVuGc889NyrzGuzatQtHjx7F0aNHMXnyZI/HhBAATnak33nnHaxduxYLFixAbm4u7rnnHtx8880RLx+Fnyv1NZhMGV4YxZ9Qhu8xKBUZoWbE8BhTp1A+F1arlZ+LEMWij0XKYjKZYLfbMTQ0NGGwaXBwECkpKQkxf57S+ZMpFcjwPY1G455X6vTV3TjRuW95eXmw2+1wOBwBZboAEw/ZqqiowN/+9jdceumlqKurQ1FREc+bCmQ0GsdkNZ0u0OF7JSUlaGpqct+ur69HUlJSwqzOGHBQaufOnfjjH/8Y1bTPVatWTTj3FADMmTPH78kfKb5pNBqfy9n6wiEk8YfD9+IPg1I0HmZKxVYs+likLEajEQDQ3d094XCuwcFBDt1TiNzcXBw9etTr44FOdA6cHC7W29vrcd/Q0JBfn51ElpubC41Gg46ODpSVlQX03IkCETNnzsShQ4cAAHV1dZgxY0YoRaUYMRqN+Prrr31uE2hQqrS0FMeOHYMQApIk4dChQ5gxY0bA09goVcA/nUyaNImdToqKrKysoC6aeWEUf5gpFX8YfKDxcE6p2GIfiyaSnJwMvV7v17xSg4ODHLqnEOHOlAL+Mdn5qdra2qDRaJCXlxdMMROCRqNBTk6O38NkTzVRIOKMM85wB6UOHTrkscI8KYe/q+8FkmlXXFyMoaEh92TnX375Jc4666xQiqkoAQelHn30UWzcuNEjvYwoErKzs4POlGKnPr4wUyr+MPhA43F9LlxD4/0lhOB3bxiwj0X+8HdeqaGhIWZKKUS455QC4B6+d6qWlhbk5+cnTPZFsAKZu+1U/gSlvvnmGwDAZ599hgULFgRdRoqdSKy+l5GRAbPZjMbGRgDA559/nlCfj4CDUmeffTYGBwdRXl6OrKwsGI1Gjz+icMnKygoqKMV5TeJPMEGpwcFBDA8PM/gRIRy+R+PR6/VwOp1wOBwBPW9gYABOp5OfixCxj0X+8HcFPg7fUw6z2TxhUCqYTKnTh+81Nzdj0qRJQZUxkeTm5vq9yuWpJgpEzJ49Gz09PThy5Ag+//xznHPOOaEUk2IkEhOdA/8IWgoh8Nlnn+Hss88OpZiKEvCcUtdddx2am5vx85//HPn5+ZyEkyIm2ItmXjDHn2CCUq62Z6ZUZIQalGLqvzq5vjutVmtAnSnXDwj87g0N+1jkD3+zOBiUUg6z2Yzu7m7IsjzuxPTBBKXGy5RiUMo/JpMp6Eyp3Nxcr4/rdDqcd9552LhxI7KzszFr1qxQikkx4m+mVKA/rM+dOxdfffUV6uvr0dfXh7lz54ZSTEUJOCi1d+9e7Nu3L6HeJIqNYDOlGJSKP8EEQCwWC1JSUjgfRoQwU4rGk5ycjIyMDFgsloBWZ7LZbDxew4B9LPIHM6XUJzc3F06nE319fWOyIoUQzJSKskhlSgHATTfdhFWrVmHjxo1cGVOhjEYjBgYGfH7H9vf3o6CgIKD9nnPOOfjP//xPzJgxAxdeeGHAqz8qWcBHQmVlJQYGBiJRFiIPnOhcPYLNlGKWVORkZ2dzonMaVzABS34mwoN9LPKHvxfMDEopR2ZmJtLS0sZt14GBAciyHJY5pRiU8k8omVITBaVWrFiBDz/8EPfdd1+wxaMYy8nJAYAxQd9T9ff3BxxIrqqqwoEDB1BdXY1ly5aFVEalCTgo9eCDD2LDhg1477330N3dDavV6vFHFC6c6Fw9gg1KcT6pyNHr9UEdXwDnbVO7YAKW/EyERyz6WI2NjVi9ejWmTJmC9PR0TJ06FVu2bMHw8HBEXo9C5+8F89DQELMXFUKSJK+TndvtdgDg8L0oimSmlCRJuPDCC5GSkhJs8SjGkpOTodPpfA7hCya7MTc3F+vWrUN5eTlWrlwZajEVJeDhe1VVVQCASy65xON+IQQkSYLT6QxPySjhMVNKPYIJSlksFgalIojD98gbvV7PTKkYiUUf6/Dhw5BlGb/85S8xbdo01NTUYM2aNejv78cjjzwS9tej0DFTSp3MZvO47Wq325GUlBRwEGO8YZ4MSvknkplSpA4TzSsVTFAKAB5++OFQiqVYAQel9uzZE4lyEI2RnZ2N5ubmgJ/H5erjj16vd6+m52+nisP3IotBKfImmEwpfu+GRyz6WFVVVe5gGACUl5ejrq4OzzzzDINSccrfC2YGpZTFW6aUzWaDTqcLeOGDgoICtLW1uW8LIRiU8lMkM6VIHSYKSgUzfC+RBRyU+va3v+31sZqampAKQ3QqZkqphyu4ZLFYYDab/XoOM6Uii0Ep8oaZUrETL30si8UyZrLl0w0NDWFoaMh92/WZkWUZsiyHvUyyLEMIEZF9x5uJ6mo0GtHV1TXhezEwMIDU1NS4fs/Yrv+Qm5uLjo6OMY+7hkcH+h7l5+ejra0NTqcTkiSht7cXAwMDKCwsjPj7rfR2zcnJ8esYAzzrarfbkZ6erth6T0Tp7RqIUL+HlfRZiGS7+rvPgINSp7PZbHjllVfw61//Gp9//jmH71HYcE4p9UhLS0NycnJAQSlmSkVWsEFfIQSPMZULJmDJOaUiIxZ9rKNHj+LJJ5+cMEtq69atqK6uHnN/Z2cnBgcHw14uWZZhsVgghFD9ilUT1VWSJHR1daGjo8Pnfrq7uyGEmHC7WGK7/kNmZiaOHTs2pr1OnDiB1NTUgNtRq9ViYGAA9fX1yM7OxjfffIOsrCwMDg5G5Bg9ldLb1d9jDPCsq81mw9DQUFwfc6FQersGYqK6ZmRk4Pjx417b2mq1YmRkRBGfhUi2q7/X8kEHpT744AM899xz2LFjB4qKivD9738fTz/9dLC7Ixoj2ItmXhzFH0mSAp5XiplSkRVsptTg4CCcTiePMRXj6nuxF44+1qZNm7Bt2zaf29TW1qKystJ9u7m5GVVVVbj22muxZs0an8/dvHkz1q9f775ttVpRXFwMs9kcke9uWZYhSRLMZnNCXAz5qqvT6YTNZoPBYPA5JD4pKQkGgwF5eXmRLG5I2K7/UFJSgr/97W9j2kuj0cBkMgXcjmazGWlpaXA6ncjLy8PHH3+MadOmReXzoPR21Wg0GBwchE6nQ0ZGhs9tT63rwMAAiouL4/qYC4XS2zUQE9W1sLAQIyMjXttaSZ+FSLarv0PIAwpKtbW14cUXX8Rzzz0Hq9WKH/zgBxgaGsJbb72FM844I6iCEnnDTCl1CTQoZbVaYTKZIliixOYKPAghAnqe65jkMaZeer0era2tAT2Hc0qFLtx9rA0bNmDVqlU+tykvL3f/v6WlBYsXL8b555+PZ599dsL9p6amjruym0ajidjFiiRJEd1/PPFVV1fGcV9fHwoKCrzuY2hoCOnp6XH/frFdT8rLy8O+ffvGPGa1WmEwGIJ6fwoLC9HR0YGZM2eisbER5eXlUXufldyuJpPJPeTRn3mBJEmCEAKDg4PIyspSZJ39peR2DZSvuhqNRvT29o77mBACdrsd2dnZinmfItWu/u7P71e98sorMWPGDBw8eBD/+Z//iZaWFjz55JNBF5BoIsFkSo2OjrpPCBRfmCkVX7KzszEyMuIxJ4w/bDYbkpKSuMy4ijFTKvoi0ccym82orKz0+efKsmlubsbFF1+MBQsW4IUXXlBMJzpRpaSkQKfTTTgRMyc6VxZvE5339fXBYDAEtc9TJzv/+9//7hGIJu+0Wq17Xil/ORwOAOBE5wnC10TnAwMDEELwsxAAvzOl3n77bdx+++247bbbMH369EiWiQhAcJlSzOKIX8FkSnFOqchxBfysVityc3P9fp4r+BDoKkCkHMHOKVVRURGhEqlfLPtYroBUaWkpHnnkEY+LYl9ZOBRbJpPJ58pPAINSSmM2m8cNgoQalGppaQFwMih11VVXhVLEhGIymQIKSvX39wNgUCpR+ApKuT4LXH3Pf37/FPbRRx/BZrNhwYIFWLhwIZ566qmglsok8ldWVhb6+/sDmtjVFZTiCSH+BBOUYqZU5KSmpiIlJYUZMTRGdnZ2QMcqwM9FqGLZx9q1axeOHj2Kv/zlL5g8eTIKCwvdfxS/JlqOHGBQSmkikSlVXl6O+vp6AMCRI0cwderUUIqYUFzDs/zV39+PpKQkn/O8kXr4+g622+3QarUcVRAAv4NS5513Hn71q1+htbUVt9xyC1599VUUFRVBlmXs2rUrqLl/iHxxBSTsdrvfz7HZbNDpdBx6EIcCXWbeYrEwUyrCOEyLxhPosQrwcxGqWPaxVq1aBSHEuH8Uv0wmE7q7u31uMzQ0xKCUgpjNZvT392NgYMDjfovFEnRQqqKiAkeOHIHdbkd9fT3mzJkThpImBoPBEHBQij+KJw5fQUu73Y7MzEyOKghAwFfumZmZ+NGPfoSPPvoIX3/9NTZs2IAHH3wQeXl5WLp0aSTKSAnKlfIYSGecF0bxK9DsC2ZKRV6wQSm2i7rxcxE77GORv/zNlOIv9cphNBohSdKYLMm+vr6gf6SbPn066urqUFNTg7y8POTn54ejqAkhJyeHQSnyKicnx2emFIfuBSakdJIZM2bgoYcewokTJ/DKK6+Eq0xEAE7O1q/T6QK6OOKFUfziROfxh5lSNJ5ghu9ZrVZ+LsKMfSzyxZ9MKQ7fUxatVguj0ThmCF8ow/fmzZuH48eP4/XXX8e5554bhlImjpycHPT19fm9PYNSicVoNKKvr2/caWb6+/sZlApQWMY4abVaXH311fj9738fjt0RuWVlZTFTSiUCCUoJITjReRQwKEXj0ev1sNlskGXZ7+fwcxE57GPReDinlDqNN9l5KEEpg8GAs846C9u3b0dVVVUYSpg4mClFvhiNRgAYN3DJTKnAceIdimtZWVkBZ0rxwig+BRKU6u/vhyzLzJSKMAalaDzZ2dkQQrhXj/EHPxdE0cXV99RpvMnOQ5lTCgA2b96MxYsX4/rrrw+xdImFQSnyJSMjAykpKeN+D7vmlCL/MShFcS07OzugTCkOIYlfgQSlXIESBqUii0EpGo+rff09XkdGRjA0NMTjlSiKjEYjJzpXoXBnSgHAsmXLsHv3buTk5IRYusTCoBT5IkmS14xVDt8LHINSFNeYKaUegQSlLBYLMjIykJSUFOFSJbZgglIM/KqfVqsNaD4/1w8H/FwQRQ8zpdTp9EypkZER2O32kIJSFJxAg1IOh4NBqQTjbQU+Dt8LHINSFNcCzZRiUCp+BZopxfmkIo+ZUuRNIJ8Nq9UKjUaDjIyMCJeKiFz8yZTi6nvKYzabPYJSrv/n5ubGqkgJi5lSNBFvK/AxKBU4BqUorjFTSj0CDUpxKFDkMShF3gSyAp/NZoNOp4MkSREuFRG5cKJzdSosLERra6v7dkdHB4xGI5KTk2NYqsTEoBRNxNfwPX4WAsOgFMU1Zkqph16vh8PhwMjIyITbWiwWZkpFAYNS5I1erw9o+B6DyETRZTKZMDAwgIGBAa/bMCilPJMnT8aJEyfctzs6OpCXlxfDEiWunJwc9PX1+b0SLQMRicdbUMr1Yx35j0EpimvMlFIPV5DJn/ZkplR0MChF3gTy2eBngij6XJNWe8uWEkJgaGiIw/cUhkGp+JGTkwMhhN/nQgalEo+3oBR/XA8cg1IU14LJlGIwIz5lZGRAq9X6NSTIYrGwHaOAQSnyJpDhe5z8nij6kpKSoNfrvc4rNTQ0BCEE53pTmMmTJ6OzsxODg4MAGJSKpaysLGg0Gr+H8DEolXgYlAofRQSlGhsbsXr1akyZMgXp6emYOnUqtmzZguHhYY9tJEka87d///4YlpxCxUwp9ZAkye95pfhlHh0MSpE3gQ7f42eCKPp8zSvlGtbHoJSy5OXlITk5Gc3NzQAYlIolSZJgMBgCCkpxyFZi8bb6HhdsCpwi1ls/fPgwZFnGL3/5S0ybNg01NTVYs2YN+vv78cgjj3hs++677+LMM8903zaZTNEuLoUR55RSF3+DIAxKRQeDUuRNoMP3mNlIFH0mk8lrppTD4QAApKenR7NIFCKNRoNJkybhxIkTmDp1Kjo6OlBaWhrrYiWsQCY7dzgczJRKMN5W3+N1TOAUEZSqqqpCVVWV+3Z5eTnq6urwzDPPjAlKmUwmFBQU+L3voaEhDA0NuW+7OuGyLPs9sZ2/ZFmGECLs+41H4aprZmYmbDab3/uxWq3IzMyM6nvMdvWfXq9Hb2/vhM/v6+tDSUlJTN/TRGhXnU4Hq9Xqd11lWXanpyv1fUmEdnUJpa5ZWVk4ceKEX8+1Wq3Q6XSqPl4T4fNCyuMrU8rhcCA1NRUajSIGRdApSkpK0NjYiG9/+9toa2vDOeecE+siJSzXZOf+4PC9xONr+B5/rAuMIoJS47FYLDAajWPuX7p0KQYHB1FRUYGf/vSnWLp0qc/9bN26FdXV1WPuP3U8d7jIsgyLxQIhhOo7CeGqqyzL6O3tRUdHh1/bW61WjIyM+L19OLBd/Zeeno7jx49P2D4dHR0oKyuLajueLhHadXh4GAMDA2hpaUF/f/+EdXVlLQ4ODsa0bUKRCO3qEkpdNRoNOjs7/WrntrY2JCUlqfp4DSRjlyhafGVKDQwMcOieQs2YMQN1dXUATk5Pwkyp2AkkU4pBqcTjLSjF4XuBU2RQ6ujRo3jyySc9sqR0Oh0effRRXHDBBdBoNNixYweuvvpqvPXWWz4DU5s3b8b69evdt61WK4qLi2E2m8Me4ZRlGZIkwWw2J8TFUDjqWlxcDIfD4dd4eiEE7HY7SktLozr+nu3qv9zcXACYsH2GhoYwadKkmM6jkAjt6uo8paenIzk5ecK6joyMAACmTJmCpCRFnj4Sol1dQqlrUVER9u7d69cx6HQ6kZeXp+rjNS0tLez7JArVRJlSHLqnTJWVlfj4448hhEBjYyOmTJkS6yIlLAalyBfXd7AQApIkAYB7xUYGpQIT06uKTZs2Ydu2bT63qa2tRWVlpft2c3MzqqqqcO2112LNmjXu+3Nzcz2CS+eccw5aWlrw8MMP+wxKpaamjrtcrkajiUjHVpKkiO073oSjrq7Jdv3Zh8PhgCzL0Ov1UX9/2a7+MRgMfrWnKxMy1u+n2ttVp9NBo9HAbrcjPT19wrr29/cjPT0dKSkpUSxl+Km9XU8VbF39PVYBuH8MiPX7Gcl2jXXdiMZjMpncE2KfzuFwMFNKoWbMmIHnnnsO7e3tGBgYQFlZWayLlLAYlCJfjEYjRkdHYbfb3fOt2u129/Uo+S+mQakNGzZg1apVPrcpLy93/7+lpQWLFy/G+eefj2effXbC/S9cuBC7du0KtZgUQ9nZ2ejv74fT6YRWq/W5rWt4BSdhjl9cfS++SJLkntDan1/UOaF14uDqe0Txz2g04uDBg+M+NjAwwEwphaqsrMSRI0dw8OBBFBcXsx1jiEEp8kWv10OSJPT29rr7Qa7rHPaLAhPToJTZbIbZbPZr2+bmZixevBgLFizACy+84NevlgcOHEBhYWGoxaQYOjXqPFGQwmazITk5edzMN4oPer0eXV1dE27HoFT0uIJS+fn5E27L4EPiCGT1PavVymAlUQyYTCafw/eYKaVMU6ZMgV6vxxNPPIHzzjsv1sVJaDk5OWhoaJhwOyEEV99LQBqNBgaDAT09PSgpKQHwj8VfJkqmIE+KmBSkubkZF198MUpLS/HII4+gs7PT/Zhrpb2XXnoJKSkpmDdvHgDgjTfewPPPP49f//rXMSkzhYdOpwNw8mLYn6AUL4zim16vR319/YTbMSgVPYEEHxiUShzZ2dl+ZTUCDEoRxYrRaPQ60TmDUsql0WiwZMkS/M///A8ef/zxWBcnofmbKTUwMAAhBINSCej0uf14DRMcRQSldu3ahaNHj+Lo0aOYPHmyx2NCCPf/77//fjQ1NSEpKQmVlZV47bXXsGzZsmgXl8JIq9UiMzPTr4tmXjDHP3+G7w0ODmJoaIhf6FHCoBSNR6/Xw263+zV0mkEpotjwlSnF4XvK9rOf/QzZ2dlYuXJlrIuS0AwGA/r6+ibczuFwAACDUgmIQanwUERQatWqVRPOPbVy5Up+catUdna2X8tx84I5/vkTlHI9zi/06Ah0mBaPscTgCjL5M3SaQSmi2HBlSp268pMLM6WUbebMmXjmmWdiXYyE529QamBgABqNhlOIJKDTg1JdXV3u1cbJf1xOhuJeVlYWM6VUwt+glLdVMSn8/A36AjzGEolOp4MkSX4N4WNQiig2jEYjhoeH3VkapxoYGGBQiihEOTk5fmdKZWZmjgkOk/oxKBUeDEpR3PP3oplZHPHP36AUs6Sih8P3aDwajcavHwSGh4cxODjIoBRRDBgMBkiSNO68Ug6Hg8P3iELkypQ6dbqY8XCS88RlNBo95h1jUCo4DEpR3AskU4oXRvHNnwAIg1LRxaAUeePPZ8P1gwG/e4miT6vVuld+Oh2H7xGFzmAwYHh4GAMDAz63Y1AqceXm5qKjo8N9m0Gp4DAoRXGPmVLqodfrYbPZ4HQ6vW5jsVhgMBiiV6gEx6AUeePPCnxWqxVarZYZGUQxYjKZxs2U4vA9otC5+qMTDeFjUCpxFRUVoaWlxX2bQangMChFcS8rK8vvic75a318c2VA+WpPZkpFF4NS5I1er5/ws+GaT4rzaCjb0qVLUVJSgrS0NBQWFmL58uUenWyKX6fPZ+LC4XtEoUtKSoJOp2NQiryaNGkSmpub3bcZlAoOg1IU9/y9aOZku/HPn8mTGZSKLgalyBt/Phv83lWHxYsX4/XXX0ddXR127NiB+vp6LFu2LNbFIj+YTCYO3yOKIIPB4DFn0Hj6+/t5vCWo0zOlOjs7GZQKQlKsC0A0EX8zpaxWK2bOnBmFElGwNBrNhEOCGJSKLq6+R974O3yPQSnlW7dunfv/paWl2LRpE66++mqMjIwgOTk5hiWjiRiNRk50ThRBrsnOfWGmVOKaNGkSent7MTAwgPT0dGZKBYlBKYp7WVlZHmmR3vCCWRkmWoGPQanoCiRTymq1sm0SSCDD90g9enp68PLLL+P888/3GZAaGhrC0NCQ+7brsyLLMmRZDnu5ZFmGECIi+443gdTVFZQ6fVu73Y7MzMy4f7/Yruqkprrm5OSgp6fHa11kWXZnJqqhvr6oqV0n4m9djUYjkpOTceLECZSVlaG7uxsmk0lR71Ek29XffTIoRXEvkInOeXEU//wJSpWWlkaxRImNw/fIGw7fSywbN27EU089BYfDgfPOOw87d+70uf3WrVtRXV095v7Ozk4MDg6GvXyyLMNisUAIAY1G3bNPBFLX1NRUHD9+3GP1JwDo7e2FLMtj7o83bFd1UlNd09PTceLECa/HkizL6OnpgVarjfvjLVRqateJBFLXvLw81NTUwG63Q5ZlJCUlKeqzEMl29Xc0BoNSFPeysrI4p5SKMFMqvgSaKcVjLHFkZ2ejsbHR5zb8TMSvTZs2Ydu2bT63qa2tRWVlJQDgzjvvxOrVq9HU1ITq6mqsWLECO3fu9DqJ/ebNm7F+/Xr3bavViuLiYpjN5oh8JmRZhiRJMJvNCXEx5G9dS0pKUFdXh7y8PI/7BwYGMGnSpDH3xxu2qzqpqa55eXkYHR31eiy5skNNJlPcH2+hUlO7TiSQuk6dOhV9fX1wOBwoLCzE5MmTo1TK8Ihku6alpfm1HYNSFPcCyZRiFkf8Y1AqvriOr4nSa4UQDEAkGA7fU7YNGzZg1apVPrcpLy93/z83Nxe5ubmoqKjAzJkzUVxcjP3792PRokXjPjc1NRWpqalj7tdoNBG7WJEkKaL7jyf+1tU10fnp29ntduj1ekW8V2xXdVJLXY1GIywWi896OByOhAjUAOppV3/4W9fp06ejvr4eGRkZKCkpUeR7E6l29Xd/DEpR3PM3U8pms/HiSAEYlIov2dnZEELA4XD43G5gYABOp5PHWALh8D1lM5vNMJvNQT3XFaQ+dc4oik/eVt/jcGui8DAYDBPObcuJzhNbRUUFPvvsM+h0OpSUlMS6OIrEoBTFPX8ypZjFoRwTBaX6+vpgMBiiV6AEp9PpAEw85tsVnOBFTuLwZ/U9m82GsrKy6BSIIuKTTz7Bp59+igsvvBA5OTmor6/H3XffjalTp3rNkqL4Md7qe06nEw6Hw/39TkTBMxgMqKmp8bkNg1KJ7cwzz8Rzzz0HjUaDuXPnxro4iqS83DJKOP5kSjGLQzn8CUoxUyp6tFotdDrdhEEpm82G1NRUpKSkRKlkFGv+Dt9joFLZMjIy8MYbb+CSSy7BjBkzsHr1asyZMwfvv//+uMPzKL64MqWEEO77+vv7AfBHBKJwMBgM6Ovr87nNwMAAMjIyolMgijuLFi3CkSNH8Kc//Qnz58+PdXEUiZlSFPeys7PR398Pp9MJrVY77jauC2p2wOJfdnY2mpqaxn3MtYKJyWSKcqkSW1ZWFux2u89tmImYeDh8LzHMnj0bu3fvjnUxKEhGoxGjo6MeUxi4+kTMlCIKXU5OzoRBKWZKJTaj0YjZs2fj4MGDzDAOEoNSFPdcgSbXpJ3jsVqtzOJQCF8nd9eE20ajMbqFSnD+DJFl8CHx+DN8j58LotjS6/XQarXo6enxCEqlp6d7/SGPiPznT6YUg1L0+9//Hm1tbRztESQO36O458+cN7wwUg6TyTRm/guXnp4eaLVaZrxFGYNSNB69Xg+Hw4HR0VGv2/BzQRRbkiQhJyfHY7JzTnJOFD4GgwG9vb0+t2FQikpLS7Fw4cJYF0OxGJSiuKfVapGZmelzGAk7YMoxUVDKaDRCkqQolyqxZWdnc/gejXH6UKDx8HNBFHunT3Zut9vZJyIKk5ycHFgsFveqpONhUIooNAxKkSJMlMnBCyPl8CcoRdGVlZXl10TnvMhJLJmZmdBoND6H8PG7lyj2XJOdu9hsNs4nRRQmBoMBsiz7/PGOQSmi0DAoRYow0UUzL4yUw2Qyoa+vb9whQQxKxQaH79F4JEnyOdm5LMsekysTUWycninFHxGIwicrKwuSJHkdwieEYFCKKEQMSpEiTLQKFJclVw7Xynrjndy7u7u58l4MuFa49IVBqcSk1+u9TvDq+tWYnwui2Do9U8putzNTiihMNBqNz3Ph4OAgZFnmdQhRCBiUIkWYKFOKv9YrR3p6OtLT08cdwsdMqdhgphR5k5OT4/XXYdewPl78EsXW6ZlSfX19MBgMsSsQkcr4Wjna9aMez4VEwWNQihQhKytrwkwpXjArh7d5pRiUig1OdE7eGI1GjwyMU/X29rqXoyei2Dk9U6q3t5fnUqIwMhgMPrOGNRoNUlNTo1soIhVhUIoUgROdqwuDUvGFE52TN0aj0WumVG9vL3JycqJcIiI63emZUj09PTw2icLIYDB4PRfa7XZkZmZy5WiiEDAoRYowUaYUL5iVhUGp+MLhe+TNRJlSvPAlir3xMqV4bBKFj6/he66gFBEFj0EpUgRmSqkLg1LxhcP3yJucnByfQSnOW0MUe6dnSjEoRRReEw3fY1CKKDQMSpEicE4pdfEWlOru7mZQKgaYKUXe+MqU6uvr44UvURzIzc1FV1eX+zbnlCIKr4mG72VkZES5RETqwqAUKYI/mVIcvqccJpPJowPt0t7ejry8vBiUKLH5G5TiMZZ4OHyPKP4VFRWhp6cHAwMDAHhsEoWbr0yp/v5+ZkoRhUgxQamlS5eipKQEaWlpKCwsxPLly9HS0uKxzcGDB/Gtb30LaWlpKC4uxkMPPRSj0lK4MVNKXfLz89He3u5x3/DwMHp7e5Gfnx+jUiUu1/A9IYTXbWw2G4+xBMSJzonin9lsRkpKCk6cOAEA6Ojo4A88RGE00ZxSzJQiCo1iglKLFy/G66+/jrq6OuzYsQP19fVYtmyZ+3Gr1YolS5agtLQUn3/+OR5++GHce++9ePbZZ2NYagqXiTI5eHGkLIWFhWhtbfW4r7OzE8DJzjVFV3Z2NkZGRjA0NDTu406nE/39/QxKJaCJ5pTi9y5R7Gk0GkyePBnHjx+HzWZDf38/CgoKYl0sItVgphRRZCXFugD+Wrdunfv/paWl2LRpE66++mqMjIwgOTkZL7/8MoaHh/H8888jJSUFZ555Jg4cOIDHHnsMN998cwxLTuHgK1NKCMG5TRSmsLAQbW1tHve1t7fDaDQiOTk5RqVKXK5heVarddxf+1wBYQalEg+H7xEpQ3FxMY4fP47i4mKkpqZyEQKiMJpoTikGpYhCo5ig1Kl6enrw8ssv4/zzz3dfwO7btw8XXXQRUlJS3Ntddtll2LZtm8+O89DQkEd2gCvwIcsyZFkOa7llWYYQIuz7jUfhrqtOp4PNZht3fwMDAxgeHkZ2dnZM3lu2a+Dy8/PR1taG0dFRaDQnEzbb2tqQn58fN+9jIrVrcnIyUlNT0dvbO+6Qj76+PkiShPT0dMW/H4nUruGoq+vX4ZGREWi1Wo/Hent7odfr4+K9jHS7xkMdiXxxBaXa2tpQUFAASZJiXSQi1eDqe0SRpaig1MaNG/HUU0/B4XDgvPPOw86dO92PtbW1YcqUKR7bu+amaWtr8xqU2rp1K6qrq8fc39nZicHBwTCW/mSn1mKxQAjhvhBXq3DXdXh4GBaLBR0dHWMec2XcDA0Njft4pLFdA6fRaDA6OorDhw8jNzcXAHD06FEYDIaYtOF4Eq1ddTodGhoaxv2ubGxsRGZm5riT0ytNorVrqHV1Op0ATh6fp382Ojs7IUlSXByzkW7XiRYCIIq14uJiHDt2DK2trRy6RxRmnFOKKLJiGpTatGkTtm3b5nOb2tpaVFZWAgDuvPNOrF69Gk1NTaiursaKFSuwc+fOkH4N2rx5M9avX+++bbVaUVxcDLPZHPahKrIsQ5IkmM3mhLgYCmddR0dH4XA4kJOTM2Z4V1dXF3Q6HSZNmhTy6wSD7Rqc7OxsjI6OujNzBgcHMXny5LiZnDXR2tVoNEKSpHHf/7q6OhiNxrhpm1AkWruGWlchBJKTk6HVase0v81mw5QpU+LicxHpdk1LSwv7PonCqaKiAh999BFKS0sxderUWBeHSFUMBgNsNhtGR0eRlOR5+dzf38+h7EQhimlQasOGDVi1apXPbcrLy93/z83NRW5uLioqKjBz5kwUFxdj//79WLRoEQoKCsas5uW67esXo9TUVKSmpo65X6PRRKRjK0lSxPYdb8JZV5PJBOBk0PD0ibCtVisMBkNM31O2a+AKCwvR3t7u3k97ezsKCgri6j1MpHZ1zZcwXl2tVitycnJU8z4kUruGo65GoxF9fX0e+xBCoLe3F0ajMW7ex0i2a7zUkcib2bNno6amBiUlJe4fc4koPFxztFksFvc1iQszpYhCF9OglNlsDnqlLdf8Dq75oBYtWoT/+I//cE98DgC7du3CjBkzGL1WgfT0dKSnp6Onp2fMZ4aT7SrT6SvwHTt2DAsXLoxhiRKbr0k8e3t7OWluAhtvsnPXXH787iWKDzNnzoTNZsPOnTtx1VVXxbo4RKqSkZGB5ORk9PX1jRuU4pxSRKFRxE9/n3zyCZ566ikcOHAATU1N2L17N6677jpMnToVixYtAgBcf/31SElJwerVq/HNN9/gtddew+OPP+4xNI+UzdvS5H19fbxgVqDxglIlJSUxLFFiMxgMXGWNxpWTkzMmYNnV1QVJkmA0GmNUKiI6VUZGBhYvXgyLxYILL7ww1sUhUhVJkrxOdt7f38+gFFGIFDHReUZGBt544w1s2bIF/f39KCwsRFVVFX72s5+5h97p9Xq88847WLt2LRYsWIDc3Fzcc889uPnmm2NcegoXb0uT84JZmYqKitDc3Oy+3dTUhNLS0hiWKLH5ypRi4DexmUymMZPcd3Z2wmQyjVmRj4hi5xe/+AVqampQWFgY66IQqY63fhIzpYhCp4ig1OzZs7F79+4Jt5szZw4+/PDDKJSIYsFoNI57MuAFszJNnToVv//97wGcnOS8vb2dmVIx5GvlQwZ+E9t4czZ2dnYGPfyeiCJj2rRpmDZtWqyLQaRK3jKlOKcUUegUMXyPCPCeKcWglDJNnz4dR44cAQCcOHECycnJyM/Pj3GpEpev4Xt9fX0MSiWwgoICtLW1edzHoBQRESWSnJwcBqWIIoRBKVIMb3NKMYtDmaZPn47GxkaMjIygoaEBJSUlXOEqhrz9AghwovNEl5+fz6AUERElNG/D96xWK7KysmJQIiL14BUgKQYzpdRl8uTJ0Gq1aGhowDfffIMzzzwz1kVKaHq9nhOd07jGG77X0dHBoJQKDQ0N4ayzzoIkSThw4ECsi0NEFDfG+/FuaGgIQ0NDyM7Ojk2hiFSCQSlSDAal1EWr1aKiogKHDh1CTU0NZs2aFesiJTRvmYgAj7FE5y1TKi8vL0Ylokj56U9/iqKiolgXg4go7ow3fM9isQAAM6WIQqSIic6JAO8TnXd3d8NkMsWgRBSq8847D3v37sX+/ftx7733xro4Cc3X6nvMlEpsrkwpIQQkSQJwMig1b968GJeMwuntt9/GO++8gx07duDtt9+ecHtXhoCL1WoFAMiyDFmWw14+WZYhhIjIvuMN66pOrKuy6fV6NDU1edSpt7cXKSkpSE1NVVVdvVFju3rDuoZv3/5gUIoUw1smB+c2Ua6LL74YN998MwYGBnDJJZfEujgJTa/XY3BwEAMDA0hPT/d4jJlSia2goAAjIyPo7e2F0WgEALS3tzNTSkXa29uxZs0avPXWW35P2Lt161ZUV1ePub+zsxODg4PhLiJkWYbFYoEQQvXzD7Ku6sS6KptGo0FHR4fHSsWNjY3IyspCX1+fqurqjRrb1RvWNTxsNptf2zEoRYox3vA9IQS6urqQm5sbo1JRKK655hrcdddduPDCC5mJE2N6vR4A0NPTg0mTJrnvHxkZgd1uZ/skMJ1Oh4yMDLS1tbmDUidOnEBxcXGMS0bhIITAqlWrcOutt+Lss89GY2OjX8/bvHkz1q9f775ttVpRXFwMs9kckflVZFmGJEkwm80JcYHAuqoP66psxcXFGBgY8PhBRqvVIicnBwaDQVV19UaN7eoN6xoeaWlpfm3HoBQphtFoRHd3t8d9NpsNw8PDDEopVFpaGhoaGlT/Za8ESUlJ7snOTw1KueZPYKZUYnMN4TvjjDMwMjKC1tZWTJ48OdbFIh82bdqEbdu2+dymtrYW77zzDmw2GzZv3hzQ/lNTU5Gamjrmfo1GE7HvdEmSIrr/eMK6qhPrqlwmkwl9fX0e9bHZbNDr9aqrqy+sqzpFqq7+7o9BKVKMvLw89PT0YHR0FElJJz+6XV1d7otpUqZE+KJXipycnDHzSnV3dyMtLW3MkD5KLIWFhWhpaQEAtLa2QpIkFBYWxrhU5MuGDRuwatUqn9uUl5dj9+7d2Ldv35gA09lnn40bbrgBL730UgRLSUSkDOPNvWmxWHgNQhQGDEqRYuTl5UEIgc7OTvfFUGdnJ3Jzc92T7xJR8MbLRnTN2cZjLLFNmTIFf//73wGcHLpXWFjo/nGA4pPZbPZrvsUnnngCDzzwgPt2S0sLLrvsMrz22mtYuHBhJItIRKQYBoNh3NX3IjFcmSjRsEdJipGamgqDwYCOjg53UKqrq4uTnEeREAJOpxODg4Oqz3CSZRkjIyMJU1en0wmz2Yyuri6Px7iQAAHA1KlTUV9fDwA4fvw4h+6pSElJicdtnU4H4GSbh7udhRAYHR2F0+kM+LmJ9p2stLpqtVokJSXxBwxSrZycHAwODmJwcNA9Tw4zpYjCg0EpUpT8/Hy0t7e7b7sypSjyhoeH0dLSApvNBovFovqOp2tpVJvNlhB1dTqduOGGG9Da2urxGINSBJwMUOzevRsAg1IUnOHhYbS2tsLhcAT1/ET7TlZiXTMyMlBYWIiUlJRYF4Uo7FzBp76+PhQUFAA4ucADM6WIQsegFCkKg1KxIcsyGhoaoNVqMWnSJKSlpSnm19tguX7RT4RffmVZxuDgIEZHR5GXlwdZlt3ty2xEAk7OPeTKlDp8+DBmzJgR4xJRpJSVlUEIEdZ9nnoOKSoqQkpKSsDfq4n0nay0ugohMDw8jM7OTjQ0NGD69Omq7yNQ4klNTUV6erpHUMpisbj/T0TBY1CKFCU/Px8dHR3u262trSgqKophiRLD8PAwZFnG5MmTkZKSopiOciiUdlEQCiHe29+3AAAkVUlEQVQEkpOTYTKZYLVaMTw87E5NZ6YUAcC0adPQ0tICu92O2tpaLF68ONZFIgVxnUOKi4uRkZER1D4S7TtZaXVNT09HcnIympqaPM4hRGpy+mTnPT09OOOMM2JYIiJ14M8YpCinZ0qdOHGCw0iiiL98qltycjJkWfa4j0EpAk4uNFFUVIRPP/0UNTU17IRTUHgOUTe2L6ldXl4eOjs73bc5YoMoPHj2IEUpKCjwmPPmxIkTmDRpUgxLRKQeycnJYyYgZlCKAECSJJx33nl46qmnIEkS5syZE+siERERRVV+fj7a2trct7u6uhiUIgoDBqVIUUpLS9HU1OS+3dzczEwpojBJSkpiUIq8WrZsGd544w0sWbIEWq021sUhIiKKqoKCAs5tSxQBDEqRopSVlaGxsRHAyYlTW1pamClFqiNJEt566y0AQGNjIyRJwoEDByL+ulqtFkII9Pf3u+9rbm7mMUYAgGuvvRaPPfYYHn744VgXhYi8iNX5gygRFBQUuDOlnE4nenp6+MMdURgwKEWKUlZWhubmZgwPD6OjowOjo6Oc6Jx8WrVqFSRJGvNXVVUV66J51draissvvzzqr5uUdHLti+7ubgDA4OAgOjs7mY1IAE5+PtatW4fS0tJYF4UoKnj+IKJTnTq3bV9fH2RZZqYUURhw9T1SlMLCQmi1Whw/fhydnZ3Iy8vjCi80oaqqKrzwwgse96WmpsaoNBOL5fLCWq0WXV1dqKioQHNzM5KTk5GXlxez8hARxRLPH0TkcmqmVGdnJ9LT05GRkQG73R7jkhEpGzOlSFG0Wi1KSkrQ2NiIuro6VFZWxrpIpACpqakoKCjw+MvJyQEAvPfee0hJScGHH37o3v6hhx4a82vYLbfcgvz8fKSlpWHWrFnYuXPnuK8lhMC9996LkpISpKamoqioCLfffrv78bKyMtx///247rrrkJmZiUmTJuHpp5/22Mepwy9O53Q68aMf/QiVlZU4duwYAOB3v/sd5s+fj7S0NJSXl6O6uhqjo6N+led0Wq3WvZiAayEBrqhERIkqmPNHXl5eSOeP0tJS6HQ6TJo0SVHnDyK1O3VOqa6uLg7dIwoTZkqR4lRUVODQoUNoaWlhUEqpRkYAiwXQ64Hk5JgW5eKLL8Ydd9yB5cuX46uvvsLf//533H333Xj99deRn58PWZZx+eWXw2az4Te/+Q2mTp2KQ4cOeZ3oeceOHdi+fTteffVVnHnmmWhra8NXX33lsc3DDz+Mu+66C9XV1fjzn/+Mn/zkJ6ioqMA//dM/+Szr0NAQrrvuOjQ2NuLDDz+E2WzGhx9+iBUrVuCJJ57At771LdTX1+Pmm28GAGzZssWv8pwqOTkZx48fB3AyKMWhe0QUV0ZGAKs1rs8fv/3tb0M6f7zyyiuYMWMGurq6cPDgQY9t4vn8QaR2hYWFaGlpgRCCk5wThRGDUqQ4CxYswOeff462tjZcccUVsS4OBerwYeCRR4C2NqCgAPj3fwciHFzcuXMndDqdx3133XUX7rrrLgDAAw88gF27duHmm29GTU0NVq5ciaVLl2J0dBTvvvsu/vrXv6K2thYVFRUAgPLycq+vdezYMRQUFODSSy9FcnIySkpKcO6553psc8EFF2DTpk0ATgZZP/74Y2zfvt3nRYXdbscVV1yBoaEh7NmzB3q9HgBQXV2NTZs2YeXKle6y3X///fjpT3+KLVu2+FWeUyUlJbl/QWdQiojiyuHDwOOPK+L8ASCk84ckSSgvL8fChQs9tonn8weR2pWVlcHhcKC9vd2dTU5EoeOYDFKchQsX4t1338UHH3yAiy++ONbFoUCMjJwMSB0+DGRk/CNANTIS0ZddvHgxDhw44PF36623uh9PSUnByy+/jB07dmBwcBDbt293P3bgwAFMnjzZfUExkWuvvRYDAwMoLy/HmjVr8Oabb7qHQrgsWrRozO3a2lqf+73uuuvQ39+Pd955x31BAQBfffUV7rvvPuh0OvffmjVr0NraCofD4Vd5TpWUlOTOlKqvr0dZWZlf9SYiiqiREWi2bwdqa1V//pg6dSpuvfVWxZ0/iNQuPT0dkyZNQn19PZqamrjwB1GYMChFirNkyRK0t7cjKysLs2bNinVxKBAWy8lfuIuKgJyck/+2tZ28P4IyMzMxbdo0jz+j0eixzd69ewEAPT096Onpcd+fnp4e0GsVFxejrq4Ov/jFL5Ceno5//dd/xUUXXYSREC+cvvvd7+LgwYPYt2+fx/12ux3V1dUeF0xff/01jhw5grS0tIDLc2qm1OHDhzFz5syQyk1EFBYWC6T29oQ4fzz99NNIT0/H2rVrFXX+IEoE06ZNw9GjRxmUIgojBqVIcVJSUlBbW4vPPvsMkiTFujgUCL3+5JCLlhagt/fkvwUFJ++Pofr6eqxbtw6/+tWvsHDhQqxcuRKyLAMA5syZgxMnTuBvf/ub3/tLT0/HlVdeiSeeeALvvfce9u3bh6+//tr9+P79+z22379//4TBn9tuuw0PPvggli5divfff999//z581FXVzfmomnatGnuCconKs+pkpOT0d7ejr6+PtTW1nLeNiKKD3o9RH5+wpw/tm/fjj179ijq/EGUCKZOnYqjR4+ioaGBQSmiMOGcUqRI06ZNi3URKBjJySfnAHHNKVVZefJ2hCerHRoaci/h65KUlITc3Fw4nU788Ic/xGWXXYYbb7wRVVVVmD17Nh599FGsW7cO3/72t3HRRRfhmmuuwWOPPYZp06bh8OHDkCQJVVVVY17rxRdfhNPpxMKFC5GRkYHf/OY3SE9P9+i4fPzxx3jooYdw9dVXY9euXfjtb3+LP/zhDxPW48c//jGcTie+973v4e2338aFF16Ie+65B9/73vdQUlKCZcuWQaPR4KuvvkJNTQ0eeOABv8pzKq1Wi8mTJ+PVV1+FxWJhNiIRxYfkZMjr1kHjmlMqzs8fd955Z9Dnj3PPPRcpKSmKO38QJYKKigrs3bsXNTU1mDt3bqyLQ6QOgjxYLBYBQFgslrDv2+l0itbWVuF0OsO+73jDuqrLwMCAOHTokHA4HGJ4eFjIshzaDoeHhejsPPlvhK1cuVIAGPM3Y8YMIYQQ1dXVorCwUHR1dbmfs2PHDpGSkiI+/fRTIcuy6O7uFjfeeKMwmUwiLS1NzJo1S+zcuXPc13vzzTfFwoULRXZ2tsjMzBTnnXeeePfdd92Pl5aWiurqanHttdeKjIwMUVBQIB5//HGPfQAQb775phBCiIaGBgFAfPnll+7HH330UZGVlSU+/vhjIYQQf/rTn8T5558v0tPTRXZ2tjj33HPFs88+61d5hBBClmUxPDwsHA6HOHTokLjjjjtESkqK+Na3vhXcmx7HEuF4dWFdwyeSfQO18PUeuc4hAwMDQe/f9T0lDw0p4vxx4MABIYRQ/fnjVMG0M7+n1EnNdd27d68AILKysoTT6VR1XU/HuqpTJOvqb/9JEkKIKMfB4prVaoVer4fFYkF2dnZY9y3LMjo6OpCXl+dOi1Yr1lVdBgcH0dDQgLKyMiQlJSEpKUn1QyeFEBgdHQ17XcvKynDHHXfgjjvuCNs+Q+Wq6+joKBobG9Hf349zzjkH//3f/43ly5fHunhhlQjHqwvrGj6R7Buoha/3yHUOmTJlCtLS0oLaf6S+k+ORt7rG4/njVMG0M7+n1EnNdR0dHcWkSZPw3e9+Fy+88IKq63o61lWdIllXf/tPinmHly5dipKSEqSlpaGwsBDLly9HS0uL+/HGxkZIkjTm7/Sx90RE5NusWbMwPDysuoAUERERUSiSkpLQ1NSE5557LtZFIVINxQSlFi9ejNdffx11dXXYsWMH6uvrsWzZsjHbvfvuu2htbXX/LViwIAalJSJStuQIz9NCREREpERpaWmqz54hiibFTHS+bt069/9LS0uxadMmXH311RgZGfG4eDKZTCgoKPB7v0NDQxgaGnLftlqtAE6msblWTwkXWZYhhAj7fuMR66ourjoCGPOvmkWirg0NDWHfZzicWtdIfP/Fi0Q4Xl1Y1/DunyjWGhsbY10EIiKisFNMUOpUPT09ePnll3H++eeP+TV/6dKlGBwcREVFBX76059i6dKlPve1detWVFdXj7m/s7MTg4ODYS23LMuwWCwQQqg+us66qsvIyAhkWcbIyIj7vkSY08PpdAJInLq62rm7u1u1mVKJcLy6sK7hY7PZwr5PIiIiIlJYUGrjxo146qmn4HA4cN5552Hnzp3ux3Q6HR599FFccMEF0Gg02LFjB66++mq89dZbPgNTmzdvxvr16923rVYriouLYTabIzLRuSRJMJvNCXGBwLqqx+DgIGw2G5KSkqDValUbsBhPItXVdUFvMpmCnow43iXC8erCuoaPWo+HaIu3DFEKL7YvEREFI6ZBqU2bNmHbtm0+t6mtrUVlZSUA4M4778Tq1avR1NSE6upqrFixAjt37oQkScjNzfUILp1zzjloaWnBww8/7DMolZqaitTU1DH3azSaiHRsJUmK2L7jDeuqHqmpqZAkCQ6HA3q9HkBiZA+56pgodXU4HJAkCampqar9LAPqP15PxbqGRyK8f5HkCu47HA6kp6fHuDQUKQ6HA0Bi/ZhDREShi2lQasOGDVi1apXPbcrLy93/z83NRW5uLioqKjBz5kwUFxdj//79WLRo0bjPXbhwIXbt2hXOIhMlJK1WC4PBgM7OTsiyDJ1Op/qLtERaflyWZdjtdnR3d8NgMECr1ca6SESkIq5zSEdHBwAgIyMj4O/VRPpOVlpdhRBwOBzo6OjgOYSIiAIW06CU2WyG2WwO6rmuSUdPnaT8dAcOHEBhYWFQ+yciTwUFBRBCoL29HV1dXYroKIfCNWmyRqNJiLo6nc6AF4ogIvKX67vFFZgKVKJ9JyuxrgaDgecQIiIKmCLmlPrkk0/w6aef4sILL0ROTg7q6+tx9913Y+rUqe4sqZdeegkpKSmYN28eAOCNN97A888/j1//+texLDqRakiS5O5sGgwG1WdKuSb8NplMCVHXvr4+FBQUKOoCiIiUQ5IkFBYWIi8vz2PRDH8l2ney0uqanJzMDCkiIgqKIoJSGRkZeOONN7Blyxb09/ejsLAQVVVV+NnPfuYxH9T999+PpqYmJCUlobKyEq+99hqWLVsWw5ITqY9Go0FaWppiOsrBkmUZycnJCVNXtdeRiLwrKytDU1OTx31bt27Fpk2bwv5aWq02qOBFon0nJ0pdiYiIFBGUmj17Nnbv3u1zm5UrV2LlypVRKhERERGRetx3331Ys2aN+3ZWVlYMS0NERESJQhFBKSIiIiKKnKysLM4HRERERFHHoBQRERFRgnvwwQdx//33o6SkBNdffz3WrVuHpCTv3cShoSGPxWasViuAk0PPXIvRhJMsy+4JwNWOdVUn1lWdWFd1Yl3Dt29/MCh1GiEEgH90rsJJlmXYbLaEmCOAdVUn1lWdWFd1Yl3Dx9UncPUR1Ob222/H/PnzYTQasXfvXmzevBmtra147LHHvD5n69atqK6uHnN/Q0MDdDpd2MsoyzKsViusVmtCfJ5ZV/VhXdWJdVUn1jU87HY7gIn7T5JQaw8rSCdOnEBxcXGsi0FERERx5vjx45g8eXKsi+GXTZs2Ydu2bT63qa2tRWVl5Zj7n3/+edxyyy2w2+0eC8qc6vRMqebmZpxxxhmhFZqIiIhUZ6L+E4NSp5FlGS0tLcjKygr70uhWqxXFxcU4fvw4srOzw7rveMO6qhPrqk6sqzqxruEjhIDNZkNRUZFifjHt7OxEd3e3z23Ky8uRkpIy5v5vvvkGs2bNwuHDhzFjxgy/Xi+S/SeAn2e1Yl3ViXVVJ9ZVnSJZV3/7Txy+dxqNRhPxX0Gzs7NV/+F2YV3ViXVVJ9ZVnVjX8NDr9RHZb6SYzWaYzeagnnvgwAFoNBrk5eX5/Zxo9J8Afp7VinVVJ9ZVnVhXdYpUXf3pPzEoRURERJSg9u3bh08++QSLFy9GVlYW9u3bh3Xr1uGHP/whcnJyYl08IiIiUjkGpYiIiIgSVGpqKl599VXce++9GBoawpQpU7Bu3TqsX78+1kUjIiKiBMCgVBSlpqZiy5YtXicNVRPWVZ1YV3ViXdWJdSV/zJ8/H/v37491MSaUSG3MuqoT66pOrKs6sa7RxYnOiYiIiIiIiIgo6pSxhAwREREREREREakKg1JERERERERERBR1DEoREREREREREVHUMShFRERERERERERRx6BUFD399NMoKytDWloaFi5ciL/+9a+xLlJItm7dinPOOQdZWVnIy8vD1Vdfjbq6Oo9tLr74YkiS5PF36623xqjEwbv33nvH1KOystL9+ODgINauXQuTyQSdTodrrrkG7e3tMSxxaMrKysbUV5IkrF27FoCy2/WDDz7AlVdeiaKiIkiShLfeesvjcSEE7rnnHhQWFiI9PR2XXnopjhw54rFNT08PbrjhBmRnZ8NgMGD16tWw2+1RrIV/fNV1ZGQEGzduxOzZs5GZmYmioiKsWLECLS0tHvsY77Pw4IMPRrkmE5uoXVetWjWmHlVVVR7bqKFdAYx77EqShIcffti9jRLa1Z9zjD/fvceOHcMVV1yBjIwM5OXl4c4778To6Gg0q0IhUlv/CWAfSq19KPaf2H9yUcJ5FmD/6VRq6T8ByutDMSgVJa+99hrWr1+PLVu24IsvvsDcuXNx2WWXoaOjI9ZFC9r777+PtWvXYv/+/di1axdGRkawZMkS9Pf3e2y3Zs0atLa2uv8eeuihGJU4NGeeeaZHPT766CP3Y+vWrcP//d//4be//S3ef/99tLS04Pvf/34MSxuaTz/91KOuu3btAgBce+217m2U2q79/f2YO3cunn766XEff+ihh/DEE0/gv/7rv/DJJ58gMzMTl112GQYHB93b3HDDDfjmm2+wa9cu7Ny5Ex988AFuvvnmaFXBb77q6nA48MUXX+Duu+/GF198gTfeeAN1dXVYunTpmG3vu+8+j7b+8Y9/HI3iB2SidgWAqqoqj3q88sorHo+roV0BeNSxtbUVzz//PCRJwjXXXOOxXby3qz/nmIm+e51OJ6644goMDw9j7969eOmll/Diiy/innvuiUWVKAhq7D8B7EOptQ/F/hP7T6eK9/MswP7TqdTSfwIU2IcSFBXnnnuuWLt2rfu20+kURUVFYuvWrTEsVXh1dHQIAOL999933/ftb39b/OQnP4ldocJky5YtYu7cueM+1tfXJ5KTk8Vvf/tb9321tbUCgNi3b1+UShhZP/nJT8TUqVOFLMtCCPW0KwDx5ptvum/LsiwKCgrEww8/7L6vr69PpKamildeeUUIIcShQ4cEAPHpp5+6t3n77beFJEmiubk5amUP1Ol1Hc9f//pXAUA0NTW57ystLRXbt2+PbOHCbLy6rly5Ulx11VVen6Pmdr3qqqvEd77zHY/7lNiup59j/Pnu/eMf/yg0Go1oa2tzb/PMM8+I7OxsMTQ0FN0KUFASof8kBPtQau1Dsf/E/pOSsP/kSS39JyHivw/FTKkoGB4exueff45LL73UfZ9Go8Gll16Kffv2xbBk4WWxWAAARqPR4/6XX34Zubm5mDVrFjZv3gyHwxGL4oXsyJEjKCoqQnl5OW644QYcO3YMAPD5559jZGTEo30rKytRUlKiivYdHh7Gb37zG/zoRz+CJEnu+9XSrqdqaGhAW1ubR1vq9XosXLjQ3Zb79u2DwWDA2Wef7d7m0ksvhUajwSeffBL1MoeTxWKBJEkwGAwe9z/44IMwmUyYN28eHn74YcUOfXrvvfeQl5eHGTNm4LbbbkN3d7f7MbW2a3t7O/7whz9g9erVYx5TWruefo7x57t33759mD17NvLz893bXHbZZbBarfjmm2+iWHoKRqL0nwD2odTYh2L/if0npZ1nvWH/yZMS2zXe+1BJYd0bjaurqwtOp9OjQQEgPz8fhw8fjlGpwkuWZdxxxx244IILMGvWLPf9119/PUpLS1FUVISDBw9i48aNqKurwxtvvBHD0gZu4cKFePHFFzFjxgy0traiuroa3/rWt1BTU4O2tjakpKSMORHl5+ejra0tNgUOo7feegt9fX1YtWqV+z61tOvpXO013rHqeqytrQ15eXkejyclJcFoNCq6vQcHB7Fx40Zcd911yM7Odt9/++23Y/78+TAajdi7dy82b96M1tZWPPbYYzEsbeCqqqrw/e9/H1OmTEF9fT3uuusuXH755di3bx+0Wq1q2/Wll15CVlbWmKEwSmvX8c4x/nz3trW1jXs8ux6j+JYI/SeAfSi19qHYf2L/SUnnWW/Yf1J2/wlQRh+KQSkKi7Vr16KmpsZjjgAAHuOJZ8+ejcLCQlxyySWor6/H1KlTo13MoF1++eXu/8+ZMwcLFy5EaWkpXn/9daSnp8ewZJH33HPP4fLLL0dRUZH7PrW0K500MjKCH/zgBxBC4JlnnvF4bP369e7/z5kzBykpKbjllluwdetWpKamRruoQft//+//uf8/e/ZszJkzB1OnTsV7772HSy65JIYli6znn38eN9xwA9LS0jzuV1q7ejvHEKkB+1DqxP6T+rH/xP6TEtpVCX0oDt+LgtzcXGi12jGz2be3t6OgoCBGpQqff/u3f8POnTuxZ88eTJ482ee2CxcuBAAcPXo0GkWLGIPBgIqKChw9ehQFBQUYHh5GX1+fxzZqaN+mpia8++67uOmmm3xup5Z2dbWXr2O1oKBgzAS7o6Oj6OnpUWR7uzpUTU1N2LVrl8evfONZuHAhRkdH0djYGJ0CRkh5eTlyc3Pdn1m1tSsAfPjhh6irq5vw+AXiu129nWP8+e4tKCgY93h2PUbxTe39J4B9KLX2odh/gvs2+08nxfN5NhDsP3mK93ZVSh+KQakoSElJwYIFC/CXv/zFfZ8sy/jLX/6CRYsWxbBkoRFC4N/+7d/w5ptvYvfu3ZgyZcqEzzlw4AAAoLCwMMKliyy73Y76+noUFhZiwYIFSE5O9mjfuro6HDt2TNHtCwAvvPAC8vLycMUVV/jcTi3tOmXKFBQUFHi0pdVqxSeffOJuy0WLFqGvrw+ff/65e5vdu3dDlmV351IpXB2qI0eO4N1334XJZJrwOQcOHIBGoxmTqq00J06cQHd3t/szq6Z2dXnuueewYMECzJ07d8Jt47FdJzrH+PPdu2jRInz99dceHWbXxcMZZ5wRnYpQ0NTafwLYh1J7H4r9J/afTheP59lgsP/kKV7bVXF9qLBOm05evfrqqyI1NVW8+OKL4tChQ+Lmm28WBoPBYzZ7pbntttuEXq8X7733nmhtbXX/ORwOIYQQR48eFffdd5/47LPPRENDg/jd734nysvLxUUXXRTjkgduw4YN4r333hMNDQ3i448/FpdeeqnIzc0VHR0dQgghbr31VlFSUiJ2794tPvvsM7Fo0SKxaNGiGJc6NE6nU5SUlIiNGzd63K/0drXZbOLLL78UX375pQAgHnvsMfHll1+6V0x58MEHhcFgEL/73e/EwYMHxVVXXSWmTJkiBgYG3PuoqqoS8+bNE5988on46KOPxPTp08V1110Xqyp55auuw8PDYunSpWLy5MniwIEDHsewa0WNvXv3iu3bt4sDBw6I+vp68Zvf/EaYzWaxYsWKGNdsLF91tdls4t///d/Fvn37RENDg3j33XfF/PnzxfTp08Xg4KB7H2poVxeLxSIyMjLEM888M+b5SmnXic4xQkz83Ts6OipmzZollixZIg4cOCD+9Kc/CbPZLDZv3hyLKlEQ1Nh/EoJ9KDX3odh/Yv9JKedZIdh/UmP/SQjl9aEYlIqiJ598UpSUlIiUlBRx7rnniv3798e6SCEBMO7fCy+8IIQQ4tixY+Kiiy4SRqNRpKamimnTpok777xTWCyW2BY8CP/yL/8iCgsLRUpKipg0aZL4l3/5F3H06FH34wMDA+Jf//VfRU5OjsjIyBD//M//LFpbW2NY4tD9+c9/FgBEXV2dx/1Kb9c9e/aM+7lduXKlEOLkssZ33323yM/PF6mpqeKSSy4Z8x50d3eL6667Tuh0OpGdnS1uvPFGYbPZYlAb33zVtaGhwesxvGfPHiGEEJ9//rlYuHCh0Ov1Ii0tTcycOVP8/Oc/9+iIxAtfdXU4HGLJkiXCbDaL5ORkUVpaKtasWTPmolYN7eryy1/+UqSnp4u+vr4xz1dKu050jhHCv+/exsZGcfnll4v09HSRm5srNmzYIEZGRqJcGwqF2vpPQrAPpeY+FPtP7D8p5TwrBPtPauw/CaG8PpT0/xeaiIiIiIiIiIgoajinFBERERERERERRR2DUkREREREREREFHUMShERERERERERUdQxKEVERERERERERFHHoBQREREREREREUUdg1JERERERERERBR1DEoREREREREREVHUMShFRERERERERERRx6AUESnOqlWrcPXVV8fs9ZcvX46f//znEdv/oUOHMHnyZPT390fsNYiIiCjxsA9FRPFGEkKIWBeCiMhFkiSfj2/ZsgXr1q2DEAIGgyE6hTrFV199he985ztoamqCTqeL2OssW7YMc+fOxd133x2x1yAiIiL1YB/qJPahiJSFQSkiiittbW3u/7/22mu45557UFdX575Pp9NFtCMzkZtuuglJSUn4r//6r4i+zh/+8AesWbMGx44dQ1JSUkRfi4iIiJSPfaiT2IciUhYO3yOiuFJQUOD+0+v1kCTJ4z6dTjcm9fziiy/Gj3/8Y9xxxx3IyclBfn4+fvWrX6G/vx833ngjsrKyMG3aNLz99tser1VTU4PLL78cOp0O+fn5WL58Obq6uryWzel04n//939x5ZVXetxfVlaGBx54ACtWrIBOp0NpaSl+//vfo7OzE1dddRV0Oh3mzJmDzz77zP2cpqYmXHnllcjJyUFmZibOPPNM/PGPf3Q//k//9E/o6enB+++/H+I7SkRERImAfaiT2IciUhYGpYhIFV566SXk5ubir3/9K3784x/jtttuw7XXXovzzz8fX3zxBZYsWYLly5fD4XAAAPr6+vCd73wH8+bNw2effYY//elPaG9vxw9+8AOvr3Hw4EFYLBacffbZYx7bvn07LrjgAnz55Ze44oorsHz5cqxYsQI//OEP8cUXX2Dq1KlYsWIFXMmpa9euxdDQED744AN8/fXX2LZtm8evlykpKTjrrLPw4YcfhvmdIiIiIvoH9qGIKJYYlCIiVZg7dy5+9rOfYfr06di8eTPS0tKQm5uLNWvWYPr06bjnnnvQ3d2NgwcPAgCeeuopzJs3Dz//+c9RWVmJefPm4fnnn8eePXvwt7/9bdzXaGpqglarRV5e3pjHvvvd7+KWW25xv5bVasU555yDa6+9FhUVFdi4cSNqa2vR3t4OADh27BguuOACzJ49G+Xl5fje976Hiy66yGOfRUVFaGpqCvM7RURERPQP7EMRUSwxKEVEqjBnzhz3/7VaLUwmE2bPnu2+Lz8/HwDQ0dEB4ORkm3v27HHPr6DT6VBZWQkAqK+vH/c1BgYGkJqaOu5Eoqe+vuu1fL3+7bffjgceeAAXXHABtmzZ4u7onSo9Pd39qyQRERFRJLAPRUSxxKAUEalCcnKyx21Jkjzuc3WCZFkGANjtdlx55ZU4cOCAx9+RI0fG/NrmkpubC4fDgeHhYZ+v73otX69/00034e9//zuWL1+Or7/+GmeffTaefPJJj3329PTAbDb79wYQERERBYF9KCKKJQaliCghzZ8/H9988w3Kysowbdo0j7/MzMxxn3PWWWcBAA4dOhSWMhQXF+PWW2/FG2+8gQ0bNuBXv/qVx+M1NTWYN29eWF6LiIiIKBzYhyKicGJQiogS0tq1a9HT04PrrrsOn376Kerr6/HnP/8ZN954I5xO57jPMZvNmD9/Pj766KOQX/+OO+7An//8ZzQ0NOCLL77Anj17MHPmTPfjjY2NaG5uxqWXXhryaxERERGFC/tQRBRODEoRUUIqKirCxx9/DKfTiSVLlmD27Nm44447YDAYoNF4/2q86aab8PLLL4f8+k6nE2vXrsXMmTNRVVWFiooK/OIXv3A//sorr2DJkiUoLS0N+bWIiIiIwoV9KCIKJ0m41tYkIqIJDQwMYMaMGXjttdewaNGiiLzG8PAwpk+fjv/5n//BBRdcEJHXICIiIoom9qGIaDzMlCIiCkB6ejr++7//G11dXRF7jWPHjuGuu+5iZ4qIiIhUg30oIhoPM6WIiIiIiIiIiCjqmClFRERERERERERRx6AUERERERERERFFHYNSREREREREREQUdQxKERERERERERFR1DEoRUREREREREREUcegFBERERERERERRR2DUkREREREREREFHUMShERERERERERUdQxKEVERERERERERFH3/wHzLH/vk6VQfwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Power Spectral Density Analysis\n",
    "\n",
    "Analyze the frequency content of LFP signals."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:54.022553Z",
     "start_time": "2025-09-24T05:53:53.716624Z"
    }
   },
   "source": [
    "# Compute power spectral density\n",
    "freqs, psd = braintools.metric.power_spectral_density(lfp_signal, dt_sec)\n",
    "\n",
    "# Analyze specific frequency bands\n",
    "bands = {\n",
    "    'Delta': (1, 4),\n",
    "    'Theta': (4, 8),\n",
    "    'Alpha': (8, 12),\n",
    "    'Beta': (12, 30),\n",
    "    'Gamma': (30, 80)\n",
    "}\n",
    "\n",
    "band_powers = {}\n",
    "for band_name, (f_min, f_max) in bands.items():\n",
    "    freqs_band, psd_band = braintools.metric.power_spectral_density(\n",
    "        lfp_signal, dt_sec, freq_range=(f_min, f_max)\n",
    "    )\n",
    "    band_power = jnp.sum(psd_band) * (freqs_band[1] - freqs_band[0])  # Integrate power\n",
    "    band_powers[band_name] = float(band_power)\n",
    "\n",
    "# Plot results with fixed figure size\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n",
    "\n",
    "# Full spectrum\n",
    "ax1.loglog(freqs[1:], psd[1:], 'b-', linewidth=1.5)\n",
    "ax1.set_xlabel('Frequency (Hz)')\n",
    "ax1.set_ylabel('Power Spectral Density')\n",
    "ax1.set_title('LFP Power Spectral Density')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "ax1.set_xlim(1, 100)\n",
    "\n",
    "# Add frequency band annotations\n",
    "for band_name, (f_min, f_max) in bands.items():\n",
    "    ax1.axvspan(f_min, f_max, alpha=0.2, label=band_name)\n",
    "ax1.legend()\n",
    "\n",
    "# Band power comparison\n",
    "band_names = np.asarray(list(band_powers.keys()))\n",
    "powers = np.asarray(list(band_powers.values()))\n",
    "colors = plt.cm.viridis(np.linspace(0, 1, len(bands)))\n",
    "\n",
    "bars = ax2.bar(band_names, powers, color=colors, alpha=0.7)\n",
    "ax2.set_ylabel('Integrated Power')\n",
    "ax2.set_title('Power by Frequency Band')\n",
    "ax2.set_yscale('log')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n Frequency Band Analysis:\")\n",
    "for band, power in band_powers.items():\n",
    "    print(f\"  {band:6s}: {power:.3e} power units\")\n",
    "\n",
    "# Compute spectral entropy as a complexity measure\n",
    "entropy = braintools.metric.spectral_entropy(lfp_signal, dt_sec, freq_range=(1, 100))\n",
    "print(f\"\\n Spectral Entropy: {entropy:.3f} (0=regular, 1=random)\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 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",
      " Frequency Band Analysis:\n",
      "  Delta : 0.000e+00 power units\n",
      "  Theta : 0.000e+00 power units\n",
      "  Alpha : 0.000e+00 power units\n",
      "  Beta  : 4.446e+02 power units\n",
      "  Gamma : 4.559e+02 power units\n",
      "\n",
      " Spectral Entropy: 0.831 (0=regular, 1=random)\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:54.048833Z",
     "start_time": "2025-09-24T05:53:54.044331Z"
    }
   },
   "cell_type": "code",
   "source": "band_names.shape",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5,)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Coherence Analysis\n",
    "\n",
    "Analyze the frequency-domain relationship between two LFP signals."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:54.238361Z",
     "start_time": "2025-09-24T05:53:54.058535Z"
    }
   },
   "source": [
    "# Use LFP from two different layers for coherence analysis\n",
    "lfp1 = lfp_recordings['soma layer']\n",
    "lfp2 = lfp_recordings['superficial layer']\n",
    "\n",
    "# Compute coherence\n",
    "freqs_coh, coherence = braintools.metric.coherence_analysis(lfp1, lfp2, dt_sec)\n",
    "\n",
    "# Also compare with a delayed version of the same signal\n",
    "delay_samples = 20  # 2ms delay\n",
    "lfp1_delayed = jnp.concatenate([jnp.zeros(delay_samples), lfp1[:-delay_samples]])\n",
    "freqs_delay, coherence_delay = braintools.metric.coherence_analysis(lfp1, lfp1_delayed, dt_sec)\n",
    "\n",
    "# Plot coherence analysis\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n",
    "\n",
    "# Cross-layer coherence\n",
    "ax1.plot(freqs_coh, coherence, 'b-', linewidth=2, label='Soma vs Superficial')\n",
    "ax1.axhline(y=0.5, color='r', linestyle='--', alpha=0.7, label='Coherence = 0.5')\n",
    "ax1.set_xlabel('Frequency (Hz)')\n",
    "ax1.set_ylabel('Coherence')\n",
    "ax1.set_title('Cross-Layer LFP Coherence')\n",
    "ax1.set_xlim(0, 50)\n",
    "ax1.set_ylim(0, 1)\n",
    "ax1.grid(True, alpha=0.3)\n",
    "ax1.legend()\n",
    "\n",
    "# Add frequency band backgrounds\n",
    "for band_name, (f_min, f_max) in bands.items():\n",
    "    if f_max <= 50:\n",
    "        ax1.axvspan(f_min, f_max, alpha=0.1)\n",
    "\n",
    "# Delayed signal coherence\n",
    "ax2.plot(freqs_delay, coherence_delay, 'g-', linewidth=2, label=f'Self-delayed ({delay_samples*dt:.1f}ms)')\n",
    "ax2.axhline(y=0.5, color='r', linestyle='--', alpha=0.7, label='Coherence = 0.5')\n",
    "ax2.set_xlabel('Frequency (Hz)')\n",
    "ax2.set_ylabel('Coherence')\n",
    "ax2.set_title('Delayed Signal Coherence')\n",
    "ax2.set_xlim(0, 50)\n",
    "ax2.set_ylim(0, 1)\n",
    "ax2.grid(True, alpha=0.3)\n",
    "ax2.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Compute coherence in specific frequency bands\n",
    "print(\"\\n Coherence in Frequency Bands:\")\n",
    "for band_name, (f_min, f_max) in bands.items():\n",
    "    if f_max <= 50:  # Within our analysis range\n",
    "        band_mask = (freqs_coh >= f_min) & (freqs_coh <= f_max)\n",
    "        if jnp.sum(band_mask) > 0:\n",
    "            mean_coherence = jnp.mean(coherence[band_mask])\n",
    "            print(f\"  {band_name:6s}: {mean_coherence:.3f}\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 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",
      " Coherence in Frequency Bands:\n",
      "  Alpha : 1.000\n",
      "  Beta  : 1.000\n"
     ]
    }
   ],
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Phase-Amplitude Coupling (PAC)\n",
    "\n",
    "Analyze cross-frequency coupling, particularly theta-gamma coupling."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:54.613213Z",
     "start_time": "2025-09-24T05:53:54.257950Z"
    }
   },
   "source": [
    "# Create a synthetic signal with theta-gamma coupling for demonstration\n",
    "t_demo = jnp.arange(0, 4, dt_sec)  # 4 seconds\n",
    "theta_freq = 6  # Hz\n",
    "gamma_freq = 40  # Hz\n",
    "\n",
    "# Generate coupled signal\n",
    "theta_phase = 2 * jnp.pi * theta_freq * t_demo\n",
    "theta_signal = jnp.sin(theta_phase)\n",
    "\n",
    "# Gamma amplitude modulated by theta phase\n",
    "gamma_amplitude = 1 + 0.8 * theta_signal  # Strong coupling\n",
    "gamma_signal = gamma_amplitude * jnp.sin(2 * jnp.pi * gamma_freq * t_demo)\n",
    "\n",
    "# Add some noise\n",
    "noise = 0.3 * brainstate.random.normal(size=len(t_demo))\n",
    "coupled_signal = theta_signal + gamma_signal + noise\n",
    "\n",
    "# Analyze PAC in synthetic signal\n",
    "mi_synthetic, phase_bins, mean_amps = braintools.metric.phase_amplitude_coupling(\n",
    "    coupled_signal, dt_sec, phase_freq_range=(4, 8), amplitude_freq_range=(30, 50)\n",
    ")\n",
    "\n",
    "# Analyze PAC in real LFP signal\n",
    "mi_real, phase_bins_real, mean_amps_real = braintools.metric.phase_amplitude_coupling(\n",
    "    lfp_signal, dt_sec, phase_freq_range=(4, 8), amplitude_freq_range=(30, 80)\n",
    ")\n",
    "\n",
    "# Compute theta-gamma coupling specifically\n",
    "theta_gamma_coupling = braintools.metric.theta_gamma_coupling(lfp_signal, dt_sec)\n",
    "\n",
    "# Plot PAC analysis\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(12, 8))\n",
    "\n",
    "# Synthetic signal\n",
    "time_window = t_demo[:int(0.5/dt_sec)]  # First 500ms\n",
    "ax1.plot(time_window*1000, coupled_signal[:len(time_window)], 'k-', linewidth=1)\n",
    "ax1.set_xlabel('Time (ms)')\n",
    "ax1.set_ylabel('Amplitude')\n",
    "ax1.set_title(f'Synthetic Theta-Gamma Coupled Signal\\n Modulation Index: {mi_synthetic:.3f}')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Phase-amplitude distribution (synthetic)\n",
    "ax2.bar(phase_bins * 180/jnp.pi, mean_amps, width=360/len(phase_bins), \n",
    "        alpha=0.7, color='blue', edgecolor='black')\n",
    "ax2.set_xlabel('Theta Phase (degrees)')\n",
    "ax2.set_ylabel('Mean Gamma Amplitude')\n",
    "ax2.set_title('Phase-Amplitude Distribution (Synthetic)')\n",
    "ax2.set_xlim(-180, 180)\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "# Real LFP signal\n",
    "time_window_real = times[:int(0.5/dt)]  # First 500ms\n",
    "ax3.plot(time_window_real, lfp_signal[:len(time_window_real)], 'k-', linewidth=1)\n",
    "ax3.set_xlabel('Time (ms)')\n",
    "ax3.set_ylabel('Amplitude (μV)')\n",
    "ax3.set_title(f'Real LFP Signal\\n Modulation Index: {mi_real:.3f}')\n",
    "ax3.grid(True, alpha=0.3)\n",
    "\n",
    "# Phase-amplitude distribution (real)\n",
    "ax4.bar(phase_bins_real * 180/jnp.pi, mean_amps_real, width=360/len(phase_bins_real), \n",
    "        alpha=0.7, color='green', edgecolor='black')\n",
    "ax4.set_xlabel('Theta Phase (degrees)')\n",
    "ax4.set_ylabel('Mean Gamma Amplitude')\n",
    "ax4.set_title('Phase-Amplitude Distribution (Real LFP)')\n",
    "ax4.set_xlim(-180, 180)\n",
    "ax4.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n Phase-Amplitude Coupling Analysis:\")\n",
    "print(f\"  Synthetic signal MI: {mi_synthetic:.3f}\")\n",
    "print(f\"  Real LFP signal MI:  {mi_real:.3f}\")\n",
    "print(f\"  Theta-gamma coupling: {theta_gamma_coupling:.3f}\")\n",
    "print(\"\\n   Modulation Index interpretation:\")\n",
    "print(\"    0.0 = No coupling\")\n",
    "print(\"    1.0 = Perfect coupling\")\n",
    "print(\"    >0.1 = Significant coupling in experimental data\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 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",
      " Phase-Amplitude Coupling Analysis:\n",
      "  Synthetic signal MI: 0.562\n",
      "  Real LFP signal MI:  0.521\n",
      "  Theta-gamma coupling: 0.521\n",
      "\n",
      "   Modulation Index interpretation:\n",
      "    0.0 = No coupling\n",
      "    1.0 = Perfect coupling\n",
      "    >0.1 = Significant coupling in experimental data\n"
     ]
    }
   ],
   "execution_count": 18
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Current Source Density (CSD) Analysis\n",
    "\n",
    "Analyze laminar current sources and sinks from multi-electrode LFP recordings."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:55.434016Z",
     "start_time": "2025-09-24T05:53:54.624138Z"
    }
   },
   "source": [
    "# Create laminar LFP data (simulate linear electrode array)\n",
    "electrode_spacing = 0.1  # mm\n",
    "n_electrodes = 8\n",
    "depths = jnp.arange(n_electrodes) * electrode_spacing\n",
    "\n",
    "# Generate LFP at different depths using existing layer recordings\n",
    "# and interpolate to create a realistic laminar profile\n",
    "layer_lfps = jnp.array([\n",
    "    lfp_recordings['surface layer'],\n",
    "    lfp_recordings['superficial layer'],\n",
    "    lfp_recordings['soma layer'],\n",
    "    lfp_recordings['deep layer']\n",
    "])\n",
    "\n",
    "# Interpolate to create 8-electrode laminar recording\n",
    "laminar_lfp = jnp.zeros((n_time, n_electrodes))\n",
    "for i in range(n_electrodes):\n",
    "    # Weight contributions from different layers based on depth\n",
    "    depth_ratio = i / (n_electrodes - 1)\n",
    "    \n",
    "    if depth_ratio < 0.25:  # Surface\n",
    "        weight = 1 - depth_ratio * 4\n",
    "        laminar_lfp = laminar_lfp.at[:, i].set(\n",
    "            weight * layer_lfps[0] + (1-weight) * layer_lfps[1]\n",
    "        )\n",
    "    elif depth_ratio < 0.5:  # Superficial\n",
    "        weight = 1 - (depth_ratio - 0.25) * 4\n",
    "        laminar_lfp = laminar_lfp.at[:, i].set(\n",
    "            weight * layer_lfps[1] + (1-weight) * layer_lfps[2]\n",
    "        )\n",
    "    elif depth_ratio < 0.75:  # Soma\n",
    "        weight = 1 - (depth_ratio - 0.5) * 4\n",
    "        laminar_lfp = laminar_lfp.at[:, i].set(\n",
    "            weight * layer_lfps[2] + (1-weight) * layer_lfps[3]\n",
    "        )\n",
    "    else:  # Deep\n",
    "        laminar_lfp = laminar_lfp.at[:, i].set(layer_lfps[3])\n",
    "\n",
    "# Add some gradient and noise for realism\n",
    "for i in range(n_electrodes):\n",
    "    # Add depth-dependent baseline shift\n",
    "    baseline_shift = (i - n_electrodes/2) * 0.1\n",
    "    noise = 0.05 * brainstate.random.normal(size=n_time)\n",
    "    laminar_lfp = laminar_lfp.at[:, i].add(baseline_shift + noise)\n",
    "\n",
    "# Compute current source density\n",
    "csd = braintools.metric.current_source_density(laminar_lfp, electrode_spacing)\n",
    "csd_depths = depths[1:-1]  # CSD excludes boundary electrodes\n",
    "\n",
    "# Plot laminar analysis\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(12, 10))\n",
    "\n",
    "# Raw LFP traces\n",
    "time_window = slice(1000, 1500)  # 50ms window\n",
    "time_axis = times[time_window]\n",
    "\n",
    "for i in range(n_electrodes):\n",
    "    offset = i * 2  # Vertical offset for display\n",
    "    ax1.plot(time_axis, laminar_lfp[time_window, i] + offset, \n",
    "             'k-', linewidth=1, label=f'Ch{i+1}')\n",
    "\n",
    "ax1.set_xlabel('Time (ms)')\n",
    "ax1.set_ylabel('Depth (electrode + offset)')\n",
    "ax1.set_title('Laminar LFP Recordings')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# LFP color plot\n",
    "time_indices = jnp.arange(1000, 2000, 5)  # Subsample for visualization\n",
    "im1 = ax2.imshow(laminar_lfp[time_indices].T, aspect='auto', \n",
    "                 extent=[times[time_indices[0]], times[time_indices[-1]], \n",
    "                        depths[-1], depths[0]], \n",
    "                 cmap='RdBu_r', interpolation='bilinear')\n",
    "ax2.set_xlabel('Time (ms)')\n",
    "ax2.set_ylabel('Depth (mm)')\n",
    "ax2.set_title('LFP Heatmap')\n",
    "plt.colorbar(im1, ax=ax2, label='LFP (μV)')\n",
    "\n",
    "# CSD traces\n",
    "for i in range(csd.shape[1]):\n",
    "    offset = i * 50  # Larger offset for CSD\n",
    "    ax3.plot(time_axis, csd[time_window, i] + offset, \n",
    "             'b-' if jnp.mean(csd[:, i]) > 0 else 'r-', \n",
    "             linewidth=1, label=f'CSD{i+1}')\n",
    "\n",
    "ax3.set_xlabel('Time (ms)')\n",
    "ax3.set_ylabel('Depth (CSD + offset)')\n",
    "ax3.set_title('Current Source Density')\n",
    "ax3.grid(True, alpha=0.3)\n",
    "\n",
    "# CSD color plot\n",
    "im2 = ax4.imshow(csd[time_indices].T, aspect='auto',\n",
    "                 extent=[times[time_indices[0]], times[time_indices[-1]], \n",
    "                        csd_depths[-1], csd_depths[0]], \n",
    "                 cmap='RdBu_r', interpolation='bilinear')\n",
    "ax4.set_xlabel('Time (ms)')\n",
    "ax4.set_ylabel('Depth (mm)')\n",
    "ax4.set_title('CSD Heatmap')\n",
    "plt.colorbar(im2, ax=ax4, label='CSD (μV/mm²)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n Current Source Density Analysis:\")\n",
    "print(f\"  Electrode spacing: {electrode_spacing} mm\")\n",
    "print(f\"  Number of LFP channels: {n_electrodes}\")\n",
    "print(f\"  Number of CSD channels: {csd.shape[1]} (boundary electrodes excluded)\")\n",
    "print(f\"  CSD depth range: {csd_depths[0]:.1f} - {csd_depths[-1]:.1f} mm\")\n",
    "\n",
    "# Analyze CSD statistics\n",
    "for i, depth in enumerate(csd_depths):\n",
    "    csd_mean = jnp.mean(csd[:, i])\n",
    "    csd_std = jnp.std(csd[:, i])\n",
    "    source_or_sink = \"source\" if csd_mean > 0 else \"sink\"\n",
    "    print(f\"  Depth {depth:.1f}mm: {csd_mean:6.2f} ± {csd_std:.2f} ({source_or_sink})\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 6 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Current Source Density Analysis:\n",
      "  Electrode spacing: 0.1 mm\n",
      "  Number of LFP channels: 8\n",
      "  Number of CSD channels: 6 (boundary electrodes excluded)\n",
      "  CSD depth range: 0.1 - 0.6 mm\n",
      "  Depth 0.1mm: -755.20 ± 743.54 (sink)\n",
      "  Depth 0.2mm: -2265.40 ± 2230.32 (sink)\n",
      "  Depth 0.3mm: 3151.64 ± 2999.26 (source)\n",
      "  Depth 0.4mm: 3152.19 ± 2999.30 (source)\n",
      "  Depth 0.5mm: -2515.75 ± 2380.32 (sink)\n",
      "  Depth 0.6mm: -838.69 ± 793.65 (sink)\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Multi-Channel Phase Coherence Analysis\n",
    "\n",
    "Analyze phase relationships across multiple LFP channels."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:56.115200Z",
     "start_time": "2025-09-24T05:53:55.574054Z"
    }
   },
   "source": [
    "# Create multi-channel LFP dataset\n",
    "n_channels = 6\n",
    "multi_lfp = jnp.zeros((n_time, n_channels))\n",
    "\n",
    "# Use existing layer recordings and add some synthetic channels\n",
    "base_signals = [\n",
    "    lfp_recordings['soma layer'],\n",
    "    lfp_recordings['superficial layer'],\n",
    "    lfp_recordings['deep layer'],\n",
    "    lfp_recordings['surface layer']\n",
    "]\n",
    "\n",
    "# Create 6 channels with varying degrees of correlation\n",
    "for i in range(n_channels):\n",
    "    if i < len(base_signals):\n",
    "        multi_lfp = multi_lfp.at[:, i].set(base_signals[i])\n",
    "    else:\n",
    "        # Create synthetic channels with phase relationships\n",
    "        if i == 4:  # Phase-shifted version of channel 0\n",
    "            shift_samples = 15  # 1.5ms shift\n",
    "            shifted = jnp.concatenate([jnp.zeros(shift_samples),\n",
    "                                       base_signals[0][:-shift_samples]])\n",
    "            noise = 0.2 * brainstate.random.normal(size=n_time)\n",
    "            multi_lfp = multi_lfp.at[:, i].set(shifted + noise)\n",
    "        else:  # Mixed signal\n",
    "            mixed = 0.6 * base_signals[0] + 0.4 * base_signals[1]\n",
    "            noise = 0.3 * brainstate.random.normal(size=n_time)\n",
    "            multi_lfp = multi_lfp.at[:, i].set(mixed + noise)\n",
    "\n",
    "# Analyze phase coherence in different frequency bands\n",
    "freq_bands = {\n",
    "    'Theta': (4, 8),\n",
    "    'Alpha': (8, 12),\n",
    "    'Beta': (12, 30),\n",
    "    'Gamma': (30, 50)\n",
    "}\n",
    "\n",
    "coherence_matrices = {}\n",
    "for band_name, freq_band in freq_bands.items():\n",
    "    coh_matrix = braintools.metric.lfp_phase_coherence(multi_lfp, dt_sec, freq_band=freq_band)\n",
    "    coherence_matrices[band_name] = coh_matrix\n",
    "\n",
    "# Plot phase coherence matrices\n",
    "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
    "axes = axes.ravel()\n",
    "\n",
    "for i, (band_name, coh_matrix) in enumerate(coherence_matrices.items()):\n",
    "    im = axes[i].imshow(coh_matrix, cmap='viridis', vmin=0, vmax=1,\n",
    "                        interpolation='nearest')\n",
    "    axes[i].set_title(f'{band_name} Band Phase Coherence')\n",
    "    axes[i].set_xlabel('Channel')\n",
    "    axes[i].set_ylabel('Channel')\n",
    "\n",
    "    # Add colorbar\n",
    "    plt.colorbar(im, ax=axes[i], fraction=0.046, pad=0.04)\n",
    "\n",
    "    # Add text annotations\n",
    "    for j in range(n_channels):\n",
    "        for k in range(n_channels):\n",
    "            text = f'{coh_matrix[j, k]:.2f}'\n",
    "            axes[i].text(k, j, text, ha=\"center\", va=\"center\",\n",
    "                         color=\"white\" if coh_matrix[j, k] < 0.5 else \"black\",\n",
    "                         fontsize=8)\n",
    "\n",
    "    # Set ticks\n",
    "    axes[i].set_xticks(range(n_channels))\n",
    "    axes[i].set_yticks(range(n_channels))\n",
    "    axes[i].set_xticklabels([f'Ch{j + 1}' for j in range(n_channels)])\n",
    "    axes[i].set_yticklabels([f'Ch{j + 1}' for j in range(n_channels)])\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# Analyze network connectivity\n",
    "print(\"\\n Phase Coherence Network Analysis:\")\n",
    "for band_name, coh_matrix in coherence_matrices.items():\n",
    "    # Mean coherence (excluding diagonal)\n",
    "    off_diag_mask = ~jnp.eye(n_channels, dtype=bool)\n",
    "    mean_coherence = jnp.mean(coh_matrix[off_diag_mask])\n",
    "\n",
    "    # Most coherent pair\n",
    "    off_diag_coh = coh_matrix.copy().at[jnp.diag_indices(n_channels)].set(0)\n",
    "    max_idx = jnp.unravel_index(jnp.argmax(off_diag_coh), coh_matrix.shape)\n",
    "    max_coherence = coh_matrix[max_idx]\n",
    "\n",
    "    print(f\"\\n   {band_name} Band:\")\n",
    "    print(f\"    Mean coherence: {mean_coherence:.3f}\")\n",
    "    print(f\"    Max coherence: {max_coherence:.3f} (Ch{max_idx[0] + 1}-Ch{max_idx[1] + 1})\")\n",
    "    print(f\"    Network density (>0.5): {jnp.sum(off_diag_coh > 0.5)}/{jnp.sum(off_diag_mask)} pairs\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 8 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Phase Coherence Network Analysis:\n",
      "\n",
      "   Theta Band:\n",
      "    Mean coherence: 0.458\n",
      "    Max coherence: 0.967 (Ch1-Ch5)\n",
      "    Network density (>0.5): 14/30 pairs\n",
      "\n",
      "   Alpha Band:\n",
      "    Mean coherence: 0.469\n",
      "    Max coherence: 0.917 (Ch1-Ch5)\n",
      "    Network density (>0.5): 14/30 pairs\n",
      "\n",
      "   Beta Band:\n",
      "    Mean coherence: 0.592\n",
      "    Max coherence: 0.990 (Ch1-Ch6)\n",
      "    Network density (>0.5): 20/30 pairs\n",
      "\n",
      "   Gamma Band:\n",
      "    Mean coherence: 0.520\n",
      "    Max coherence: 0.978 (Ch1-Ch6)\n",
      "    Network density (>0.5): 12/30 pairs\n"
     ]
    }
   ],
   "execution_count": 20
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Summary and Comparison of LFP Metrics\n",
    "\n",
    "Let's summarize all the LFP analysis metrics we've computed."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-24T05:53:56.541568Z",
     "start_time": "2025-09-24T05:53:56.130207Z"
    }
   },
   "source": [
    "# Create summary comparison\n",
    "print(\"=\" * 60)\n",
    "print(\"            LFP ANALYSIS SUMMARY\")\n",
    "print(\"=\" * 60)\n",
    "\n",
    "print(\"\\n 1. SIGNAL CHARACTERISTICS:\")\n",
    "print(f\"   Duration: {n_time * dt:.1f} ms\")\n",
    "print(f\"   Sampling rate: {1000/dt:.1f} Hz\")\n",
    "print(f\"   Number of excitatory neurons: {n_exc}\")\n",
    "print(f\"   Number of inhibitory neurons: {n_inh}\")\n",
    "print(f\"   Total spikes: {int(jnp.sum(exc_spikes) + jnp.sum(inh_spikes))}\")\n",
    "\n",
    "print(\"\\n 2. POWER SPECTRAL ANALYSIS:\")\n",
    "for band, power in band_powers.items():\n",
    "    percentage = (power / sum(band_powers.values())) * 100\n",
    "    print(f\"   {band:6s}: {power:8.2e} ({percentage:4.1f}%)\")\n",
    "print(f\"   Spectral entropy: {entropy:.3f}\")\n",
    "\n",
    "print(\"\\n 3. CROSS-FREQUENCY COUPLING:\")\n",
    "print(f\"   Theta-gamma PAC (real): {mi_real:.3f}\")\n",
    "print(f\"   Theta-gamma coupling: {theta_gamma_coupling:.3f}\")\n",
    "print(f\"   Synthetic PAC (demo): {mi_synthetic:.3f}\")\n",
    "\n",
    "print(\"\\n 4. COHERENCE ANALYSIS:\")\n",
    "mean_cross_layer_coh = jnp.mean(coherence)\n",
    "print(f\"   Cross-layer coherence: {mean_cross_layer_coh:.3f}\")\n",
    "print(f\"   Delayed signal coherence: {jnp.mean(coherence_delay):.3f}\")\n",
    "\n",
    "print(\"\\n 5. LAMINAR ANALYSIS:\")\n",
    "print(f\"   Electrode spacing: {electrode_spacing} mm\")\n",
    "print(f\"   CSD depth range: {csd_depths[0]:.1f} - {csd_depths[-1]:.1f} mm\")\n",
    "source_channels = jnp.sum(jnp.mean(csd, axis=0) > 0)\n",
    "sink_channels = jnp.sum(jnp.mean(csd, axis=0) < 0)\n",
    "print(f\"   Current sources: {source_channels}/{csd.shape[1]} channels\")\n",
    "print(f\"   Current sinks: {sink_channels}/{csd.shape[1]} channels\")\n",
    "\n",
    "print(\"\\n 6. MULTI-CHANNEL PHASE COHERENCE:\")\n",
    "for band_name, coh_matrix in coherence_matrices.items():\n",
    "    off_diag_mask = ~jnp.eye(n_channels, dtype=bool)\n",
    "    mean_coh = jnp.mean(coh_matrix[off_diag_mask])\n",
    "    high_coh_pairs = jnp.sum(coh_matrix[off_diag_mask] > 0.5)\n",
    "    total_pairs = jnp.sum(off_diag_mask)\n",
    "    print(f\"   {band_name:6s}: {mean_coh:.3f} mean, {high_coh_pairs}/{total_pairs} pairs >0.5\")\n",
    "\n",
    "print(\"\\n \" + \"=\" * 60)\n",
    "print(\"         END OF LFP ANALYSIS\")\n",
    "print(\"=\" * 60)\n",
    "\n",
    "# Create a final overview plot\n",
    "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(12, 8))\n",
    "\n",
    "# Signal overview\n",
    "time_overview = times[:2000]  # First 200ms\n",
    "ax1.plot(time_overview, lfp_signal[:2000], 'k-', linewidth=1, alpha=0.8)\n",
    "ax1.set_xlabel('Time (ms)')\n",
    "ax1.set_ylabel('LFP (μV)')\n",
    "ax1.set_title('LFP Signal Overview')\n",
    "ax1.grid(True, alpha=0.3)\n",
    "\n",
    "# Power spectrum\n",
    "ax2.loglog(freqs[1:40], psd[1:40], 'b-', linewidth=2)\n",
    "ax2.set_xlabel('Frequency (Hz)')\n",
    "ax2.set_ylabel('Power')\n",
    "ax2.set_title('Power Spectrum')\n",
    "ax2.grid(True, alpha=0.3)\n",
    "\n",
    "# Phase coherence summary (theta band)\n",
    "theta_coh = coherence_matrices['Theta']\n",
    "im = ax3.imshow(theta_coh, cmap='viridis', vmin=0, vmax=1)\n",
    "ax3.set_title('Theta Band Phase Coherence')\n",
    "ax3.set_xlabel('Channel')\n",
    "ax3.set_ylabel('Channel')\n",
    "plt.colorbar(im, ax=ax3, fraction=0.046, pad=0.04)\n",
    "\n",
    "# Metrics summary\n",
    "metrics = ['Spectral\\n Entropy', 'Theta-Gamma\\n PAC', 'Cross-Layer\\n Coherence', 'Mean Phase\\n Coherence']\n",
    "values = [entropy, theta_gamma_coupling, mean_cross_layer_coh, jnp.mean(jnp.array(list(coherence_matrices.values())))]\n",
    "colors = ['red', 'blue', 'green', 'orange']\n",
    "\n",
    "bars = ax4.bar(metrics, values, color=colors, alpha=0.7)\n",
    "ax4.set_ylabel('Metric Value')\n",
    "ax4.set_title('Summary of LFP Metrics')\n",
    "ax4.set_ylim(0, 1)\n",
    "\n",
    "# Add value labels on bars\n",
    "for bar, value in zip(bars, values):\n",
    "    height = bar.get_height()\n",
    "    ax4.text(bar.get_x() + bar.get_width()/2., height + 0.01,\n",
    "             f'{value:.3f}', ha='center', va='bottom', fontweight='bold')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\n This tutorial demonstrated comprehensive LFP analysis capabilities:\")\n",
    "print(\"• LFP generation from spike trains with spatial modeling\")\n",
    "print(\"• Power spectral density analysis across frequency bands\")\n",
    "print(\"• Coherence analysis between signals\")\n",
    "print(\"• Phase-amplitude coupling detection\")\n",
    "print(\"• Current source density from laminar recordings\")\n",
    "print(\"• Spectral entropy as complexity measure\")\n",
    "print(\"• Multi-channel phase coherence networks\")\n",
    "print(\"\\n These tools provide a complete toolkit for LFP analysis in computational neuroscience.\")"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================================\n",
      "            LFP ANALYSIS SUMMARY\n",
      "============================================================\n",
      "\n",
      " 1. SIGNAL CHARACTERISTICS:\n",
      "   Duration: 500.0 ms\n",
      "   Sampling rate: 10000.0 Hz\n",
      "   Number of excitatory neurons: 80\n",
      "   Number of inhibitory neurons: 20\n",
      "   Total spikes: 5327\n",
      "\n",
      " 2. POWER SPECTRAL ANALYSIS:\n",
      "   Delta : 0.00e+00 ( 0.0%)\n",
      "   Theta : 0.00e+00 ( 0.0%)\n",
      "   Alpha : 0.00e+00 ( 0.0%)\n",
      "   Beta  : 4.45e+02 (49.4%)\n",
      "   Gamma : 4.56e+02 (50.6%)\n",
      "   Spectral entropy: 0.831\n",
      "\n",
      " 3. CROSS-FREQUENCY COUPLING:\n",
      "   Theta-gamma PAC (real): 0.521\n",
      "   Theta-gamma coupling: 0.521\n",
      "   Synthetic PAC (demo): 0.562\n",
      "\n",
      " 4. COHERENCE ANALYSIS:\n",
      "   Cross-layer coherence: 0.259\n",
      "   Delayed signal coherence: 0.428\n",
      "\n",
      " 5. LAMINAR ANALYSIS:\n",
      "   Electrode spacing: 0.1 mm\n",
      "   CSD depth range: 0.1 - 0.6 mm\n",
      "   Current sources: 2/6 channels\n",
      "   Current sinks: 4/6 channels\n",
      "\n",
      " 6. MULTI-CHANNEL PHASE COHERENCE:\n",
      "   Theta : 0.458 mean, 14/30 pairs >0.5\n",
      "   Alpha : 0.469 mean, 14/30 pairs >0.5\n",
      "   Beta  : 0.592 mean, 20/30 pairs >0.5\n",
      "   Gamma : 0.520 mean, 12/30 pairs >0.5\n",
      "\n",
      " ============================================================\n",
      "         END OF LFP ANALYSIS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 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 tutorial demonstrated comprehensive LFP analysis capabilities:\n",
      "• LFP generation from spike trains with spatial modeling\n",
      "• Power spectral density analysis across frequency bands\n",
      "• Coherence analysis between signals\n",
      "• Phase-amplitude coupling detection\n",
      "• Current source density from laminar recordings\n",
      "• Spectral entropy as complexity measure\n",
      "• Multi-channel phase coherence networks\n",
      "\n",
      " These tools provide a complete toolkit for LFP analysis in computational neuroscience.\n"
     ]
    }
   ],
   "execution_count": 21
  }
 ],
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