{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 6: Spiking Synchronization Metrics\n",
    "\n",
    "This tutorial demonstrates advanced spike train analysis functions in `braintools.metric`. We'll cover:\n",
    "\n",
    "- **Distance Measures**: `victor_purpura_distance`, `van_rossum_distance`\n",
    "- **Synchrony Indices**: `spike_train_synchrony`, `correlation_index`\n",
    "- **Advanced Measures**: `spike_time_tiling_coefficient`, `phase_locking_value`, `burst_synchrony_index`\n",
    "\n",
    "These functions provide sophisticated methods for quantifying spike train similarities, synchronization, and temporal relationships."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:16:54.909389Z",
     "start_time": "2025-09-23T13:16:52.044422Z"
    }
   },
   "source": [
    "import jax.numpy as jnp\n",
    "import numpy as np\n",
    "import braintools\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Set random seed for reproducibility\n",
    "np.random.seed(42)"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Spike Train Distance Measures\n",
    "\n",
    "Distance measures quantify dissimilarity between spike trains and are essential for spike train clustering and classification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Victor-Purpura Distance\n",
    "\n",
    "The Victor-Purpura distance measures the minimum cost to transform one spike train into another through insertions, deletions, and temporal shifts."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:16:56.127563Z",
     "start_time": "2025-09-23T13:16:54.914899Z"
    }
   },
   "source": [
    "# Create example spike trains\n",
    "spikes1 = jnp.array([1.0, 2.5, 4.0, 5.5, 7.0])  # Original train\n",
    "spikes2 = jnp.array([1.1, 2.6, 4.1, 5.6, 7.1])  # Slightly shifted\n",
    "spikes3 = jnp.array([1.0, 3.0, 6.0])             # Different pattern\n",
    "\n",
    "print(\"Victor-Purpura Distance Examples:\")\n",
    "print(f\"Same train: {braintools.metric.victor_purpura_distance(spikes1, spikes1):.3f}\")\n",
    "print(f\"Slightly shifted: {braintools.metric.victor_purpura_distance(spikes1, spikes2, cost_factor=10.0):.3f}\")\n",
    "print(f\"Different pattern: {braintools.metric.victor_purpura_distance(spikes1, spikes3, cost_factor=10.0):.3f}\")\n",
    "\n",
    "# Effect of cost factor\n",
    "cost_factors = [0.1, 1.0, 5.0, 10.0, 50.0]\n",
    "distances = []\n",
    "\n",
    "for cost in cost_factors:\n",
    "    dist = braintools.metric.victor_purpura_distance(spikes1, spikes2, cost_factor=cost)\n",
    "    distances.append(dist)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.semilogx(cost_factors, distances, 'o-', linewidth=2, markersize=8)\n",
    "plt.xlabel('Cost Factor')\n",
    "plt.ylabel('Victor-Purpura Distance')\n",
    "plt.title('Effect of Cost Factor on VP Distance')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Visualize the spike trains\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.eventplot([spikes1, spikes2], lineoffsets=[1, 0], linelengths=0.8, linewidths=2, colors=['blue', 'red'])\n",
    "plt.ylabel('Spike Train')\n",
    "plt.xlabel('Time')\n",
    "plt.title('Spike Trains Comparison')\n",
    "plt.yticks([0, 1], ['Train 2', 'Train 1'])\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Victor-Purpura Distance Examples:\n",
      "Same train: 0.000\n",
      "Slightly shifted: 5.000\n",
      "Different pattern: 6.000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 van Rossum Distance\n",
    "\n",
    "The van Rossum distance convolves spike trains with exponential kernels and computes the Euclidean distance between the resulting continuous functions."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:00.726188Z",
     "start_time": "2025-09-23T13:16:58.177470Z"
    }
   },
   "source": [
    "# van Rossum distance with different tau values\n",
    "tau_values = [0.1, 0.5, 1.0, 2.0, 5.0]\n",
    "vr_distances = []\n",
    "\n",
    "for tau in tau_values:\n",
    "    dist = braintools.metric.van_rossum_distance(spikes1, spikes2, tau=tau)\n",
    "    vr_distances.append(dist)\n",
    "\n",
    "print(\"\\nvan Rossum Distance Examples:\")\n",
    "print(f\"Same train (tau=1.0): {braintools.metric.van_rossum_distance(spikes1, spikes1, tau=1.0):.3f}\")\n",
    "print(f\"Shifted train (tau=0.1): {braintools.metric.van_rossum_distance(spikes1, spikes2, tau=0.1):.3f}\")\n",
    "print(f\"Shifted train (tau=2.0): {braintools.metric.van_rossum_distance(spikes1, spikes2, tau=2.0):.3f}\")\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.semilogx(tau_values, vr_distances, 's-', linewidth=2, markersize=8, color='green')\n",
    "plt.xlabel('Tau (time constant)')\n",
    "plt.ylabel('van Rossum Distance')\n",
    "plt.title('Effect of Tau on van Rossum Distance')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Show convolved spike trains for visualization\n",
    "plt.subplot(1, 2, 2)\n",
    "t = jnp.linspace(0, 8, 1000)\n",
    "tau_demo = 0.5\n",
    "\n",
    "# Simple convolution visualization (approximation)\n",
    "def convolve_demo(spike_times, t, tau):\n",
    "    signal = jnp.zeros_like(t)\n",
    "    for spike_time in spike_times:\n",
    "        kernel = jnp.where(t >= spike_time, \n",
    "                          (1/tau) * jnp.exp(-(t - spike_time)/tau), 0)\n",
    "        signal += kernel\n",
    "    return signal\n",
    "\n",
    "conv1 = convolve_demo(spikes1, t, tau_demo)\n",
    "conv2 = convolve_demo(spikes2, t, tau_demo)\n",
    "\n",
    "plt.plot(t, conv1, 'b-', linewidth=2, label='Train 1 convolved')\n",
    "plt.plot(t, conv2, 'r-', linewidth=2, label='Train 2 convolved')\n",
    "plt.fill_between(t, conv1, conv2, alpha=0.3, color='gray', label='Difference')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Convolved Signal')\n",
    "plt.title(f'Convolved Spike Trains (τ={tau_demo})')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "van Rossum Distance Examples:\n",
      "Same train (tau=1.0): 0.000\n",
      "Shifted train (tau=0.1): 5.763\n",
      "Shifted train (tau=2.0): 0.353\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Population Synchrony Measures\n",
    "\n",
    "These measures quantify synchronization across multiple spike trains simultaneously."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Spike Train Synchrony\n",
    "\n",
    "Measures synchronization by counting coincident events within time windows."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:04.624954Z",
     "start_time": "2025-09-23T13:17:00.737283Z"
    }
   },
   "source": [
    "# Generate spike data with different synchrony levels\n",
    "n_neurons = 10\n",
    "n_time = 1000\n",
    "dt = 1.0  # ms\n",
    "\n",
    "# Scenario 1: High synchrony - synchronized bursts\n",
    "sync_spikes = jnp.zeros((n_time, n_neurons))\n",
    "burst_times = [200, 400, 600, 800]\n",
    "for t in burst_times:\n",
    "    # Add jitter to make it realistic\n",
    "    for i in range(n_neurons):\n",
    "        jitter = np.random.randint(-5, 6)  # ±5ms jitter\n",
    "        spike_time = max(0, min(n_time-1, t + jitter))\n",
    "        sync_spikes = sync_spikes.at[spike_time, i].set(1)\n",
    "\n",
    "# Scenario 2: Low synchrony - random spikes\n",
    "async_spikes = (np.random.random((n_time, n_neurons)) < 0.01).astype(float)\n",
    "\n",
    "# Scenario 3: Medium synchrony - some synchronized events + noise\n",
    "medium_spikes = async_spikes.copy()\n",
    "for t in [300, 700]:\n",
    "    for i in range(n_neurons//2):  # Only half the neurons participate\n",
    "        jitter = np.random.randint(-3, 4)\n",
    "        spike_time = max(0, min(n_time-1, t + jitter))\n",
    "        medium_spikes[spike_time, i] = 1\n",
    "\n",
    "# Calculate synchrony for different window sizes\n",
    "window_sizes = [5.0, 10.0, 20.0, 50.0]\n",
    "sync_results = {'High Sync': [], 'Medium Sync': [], 'Low Sync': []}\n",
    "\n",
    "for window in window_sizes:\n",
    "    sync_high = braintools.metric.spike_train_synchrony(sync_spikes, window_size=window, dt=dt)\n",
    "    sync_medium = braintools.metric.spike_train_synchrony(medium_spikes, window_size=window, dt=dt)\n",
    "    sync_low = braintools.metric.spike_train_synchrony(async_spikes, window_size=window, dt=dt)\n",
    "    \n",
    "    sync_results['High Sync'].append(sync_high)\n",
    "    sync_results['Medium Sync'].append(sync_medium)\n",
    "    sync_results['Low Sync'].append(sync_low)\n",
    "\n",
    "print(\"\\nSpike Train Synchrony Results:\")\n",
    "for scenario, values in sync_results.items():\n",
    "    print(f\"{scenario}: {[f'{v:.3f}' for v in values]}\")\n",
    "\n",
    "# Visualize results\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Plot spike rasters\n",
    "for i, (spikes, title) in enumerate([(sync_spikes, 'High Synchrony'), \n",
    "                                     (medium_spikes, 'Medium Synchrony'), \n",
    "                                     (async_spikes, 'Low Synchrony')]):\n",
    "    plt.subplot(2, 3, i+1)\n",
    "    neuron_indices, spike_times = braintools.metric.raster_plot(spikes, jnp.arange(n_time) * dt)\n",
    "    plt.scatter(spike_times, neuron_indices, marker='|', s=30, alpha=0.8)\n",
    "    plt.xlabel('Time (ms)')\n",
    "    plt.ylabel('Neuron Index')\n",
    "    plt.title(f'{title} - Raster Plot')\n",
    "    plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot synchrony vs window size\n",
    "plt.subplot(2, 3, 4)\n",
    "for scenario, values in sync_results.items():\n",
    "    plt.plot(window_sizes, values, 'o-', linewidth=2, markersize=8, label=scenario)\n",
    "plt.xlabel('Window Size (ms)')\n",
    "plt.ylabel('Synchrony Index')\n",
    "plt.title('Synchrony vs Window Size')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot firing rates\n",
    "plt.subplot(2, 3, 5)\n",
    "for spikes, label in [(sync_spikes, 'High'), (medium_spikes, 'Medium'), (async_spikes, 'Low')]:\n",
    "    firing_rate = braintools.metric.firing_rate(spikes, 50.0, dt)\n",
    "    times = jnp.arange(len(firing_rate)) * dt\n",
    "    plt.plot(times, firing_rate, linewidth=2, label=f'{label} Sync', alpha=0.8)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Population Rate (Hz)')\n",
    "plt.title('Population Firing Rates')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Summary comparison\n",
    "plt.subplot(2, 3, 6)\n",
    "scenarios = list(sync_results.keys())\n",
    "final_sync = [values[-1] for values in sync_results.values()]  # Use largest window\n",
    "colors = ['red', 'orange', 'blue']\n",
    "bars = plt.bar(scenarios, final_sync, color=colors, alpha=0.7)\n",
    "plt.ylabel('Synchrony Index')\n",
    "plt.title('Final Synchrony Comparison')\n",
    "plt.grid(True, alpha=0.3, axis='y')\n",
    "\n",
    "for bar, value in zip(bars, final_sync):\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.01,\n",
    "             f'{value:.3f}', ha='center', va='bottom')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Spike Train Synchrony Results:\n",
      "High Sync: ['0.356', '0.772', '1.000', '1.000']\n",
      "Medium Sync: ['0.089', '0.174', '0.276', '0.466']\n",
      "Low Sync: ['0.057', '0.129', '0.195', '0.384']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Correlation Index\n",
    "\n",
    "Measures synchrony using Pearson correlations between binned spike counts."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:06.170788Z",
     "start_time": "2025-09-23T13:17:04.689868Z"
    }
   },
   "source": [
    "# Calculate correlation index for our spike data\n",
    "window_sizes_ci = [10.0, 25.0, 50.0, 100.0]\n",
    "ci_results = {'High Sync': [], 'Medium Sync': [], 'Low Sync': []}\n",
    "\n",
    "for window in window_sizes_ci:\n",
    "    ci_high = braintools.metric.correlation_index(sync_spikes, window_size=window, dt=dt)\n",
    "    ci_medium = braintools.metric.correlation_index(medium_spikes, window_size=window, dt=dt)\n",
    "    ci_low = braintools.metric.correlation_index(async_spikes, window_size=window, dt=dt)\n",
    "    \n",
    "    ci_results['High Sync'].append(ci_high)\n",
    "    ci_results['Medium Sync'].append(ci_medium)\n",
    "    ci_results['Low Sync'].append(ci_low)\n",
    "\n",
    "print(\"\\nCorrelation Index Results:\")\n",
    "for scenario, values in ci_results.items():\n",
    "    print(f\"{scenario}: {[f'{v:.3f}' for v in values]}\")\n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "for scenario, values in ci_results.items():\n",
    "    plt.plot(window_sizes_ci, values, 'o-', linewidth=2, markersize=8, label=scenario)\n",
    "plt.xlabel('Window Size (ms)')\n",
    "plt.ylabel('Correlation Index')\n",
    "plt.title('Correlation Index vs Window Size')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Compare synchrony measures\n",
    "plt.subplot(1, 2, 2)\n",
    "sync_measures = ['Spike Train Synchrony', 'Correlation Index']\n",
    "high_values = [sync_results['High Sync'][-1], ci_results['High Sync'][-1]]\n",
    "low_values = [sync_results['Low Sync'][-1], ci_results['Low Sync'][-1]]\n",
    "\n",
    "x = np.arange(len(sync_measures))\n",
    "width = 0.35\n",
    "\n",
    "plt.bar(x - width/2, high_values, width, label='High Sync', color='red', alpha=0.7)\n",
    "plt.bar(x + width/2, low_values, width, label='Low Sync', color='blue', alpha=0.7)\n",
    "\n",
    "plt.xlabel('Synchrony Measure')\n",
    "plt.ylabel('Value')\n",
    "plt.title('Comparison of Synchrony Measures')\n",
    "plt.xticks(x, sync_measures)\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3, axis='y')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Correlation Index Results:\n",
      "High Sync: ['0.450', '0.414', '0.340', '0.120']\n",
      "Medium Sync: ['0.012', '0.017', '0.009', '-0.005']\n",
      "Low Sync: ['-0.005', '-0.007', '-0.023', '-0.032']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Advanced Synchronization Measures\n",
    "\n",
    "These measures provide more sophisticated analysis of temporal relationships and specific types of synchronization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Spike Time Tiling Coefficient (STTC)\n",
    "\n",
    "STTC controls for firing rate differences when measuring synchrony."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:09.497599Z",
     "start_time": "2025-09-23T13:17:06.255467Z"
    }
   },
   "source": [
    "# Create spike data with different firing rates but similar synchrony\n",
    "n_neurons = 5\n",
    "spikes_sttc = jnp.zeros((1000, n_neurons))\n",
    "\n",
    "# Add synchronized events\n",
    "sync_times = [100, 300, 500, 700, 900]\n",
    "for t in sync_times:\n",
    "    for i in range(n_neurons):\n",
    "        jitter = np.random.randint(-2, 3)\n",
    "        spike_time = max(0, min(999, t + jitter))\n",
    "        spikes_sttc = spikes_sttc.at[spike_time, i].set(1)\n",
    "\n",
    "# Add different amounts of background activity\n",
    "for i in range(n_neurons):\n",
    "    # Different firing rates: 1%, 2%, 3%, 4%, 5%\n",
    "    bg_rate = (i + 1) * 0.01\n",
    "    bg_spikes = np.random.random(1000) < bg_rate\n",
    "    spikes_sttc = spikes_sttc.at[:, i].set(jnp.maximum(spikes_sttc[:, i], bg_spikes))\n",
    "\n",
    "# Calculate STTC matrix\n",
    "sttc_matrix = braintools.metric.spike_time_tiling_coefficient(spikes_sttc, dt=1.0, tau=0.01)\n",
    "\n",
    "print(\"\\nSpike Time Tiling Coefficient Matrix:\")\n",
    "print(f\"Shape: {sttc_matrix.shape}\")\n",
    "print(f\"Diagonal: {jnp.diag(sttc_matrix)}\")\n",
    "print(f\"Mean off-diagonal: {jnp.mean(sttc_matrix[jnp.triu_indices_from(sttc_matrix, k=1)]):.3f}\")\n",
    "\n",
    "# Calculate firing rates for each neuron\n",
    "firing_rates = jnp.sum(spikes_sttc, axis=0) / (1000 * 1e-3)  # Convert to Hz\n",
    "print(f\"\\nFiring rates: {firing_rates} Hz\")\n",
    "\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "# Plot STTC matrix\n",
    "plt.subplot(1, 3, 1)\n",
    "im = plt.imshow(sttc_matrix, cmap='RdBu_r', vmin=-1, vmax=1)\n",
    "plt.colorbar(im, label='STTC')\n",
    "plt.title('STTC Matrix')\n",
    "plt.xlabel('Neuron Index')\n",
    "plt.ylabel('Neuron Index')\n",
    "\n",
    "# Plot raster\n",
    "plt.subplot(1, 3, 2)\n",
    "neuron_indices, spike_times = braintools.metric.raster_plot(spikes_sttc, jnp.arange(1000))\n",
    "plt.scatter(spike_times, neuron_indices, marker='|', s=20, alpha=0.8)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Neuron Index')\n",
    "plt.title('Raster Plot with Different Firing Rates')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot firing rates vs STTC\n",
    "plt.subplot(1, 3, 3)\n",
    "# Extract mean STTC for each neuron (excluding diagonal)\n",
    "mean_sttc_per_neuron = []\n",
    "for i in range(n_neurons):\n",
    "    other_neurons = [j for j in range(n_neurons) if j != i]\n",
    "    mean_sttc = jnp.mean(sttc_matrix[i, other_neurons])\n",
    "    mean_sttc_per_neuron.append(mean_sttc)\n",
    "\n",
    "plt.scatter(firing_rates, mean_sttc_per_neuron, s=100, alpha=0.8)\n",
    "for i, (fr, sttc) in enumerate(zip(firing_rates, mean_sttc_per_neuron)):\n",
    "    plt.annotate(f'N{i}', (fr, sttc), xytext=(5, 5), textcoords='offset points')\n",
    "plt.xlabel('Firing Rate (Hz)')\n",
    "plt.ylabel('Mean STTC')\n",
    "plt.title('Firing Rate vs STTC')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Spike Time Tiling Coefficient Matrix:\n",
      "Shape: (5, 5)\n",
      "Diagonal: [1. 1. 1. 1. 1.]\n",
      "Mean off-diagonal: 0.022\n",
      "\n",
      "Firing rates: [16. 25. 30. 46. 55.] Hz\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x500 with 4 Axes>"
      ],
      "image/png": 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DBsdLlB9O20JERERUQjw8PGBrawtHR0cMHToUFhYW+Omnn9RG5CiVStVPXEVRxNOnT5GZmYm2bdsiKipKVa9KlSpISUlBaGiowXGEhobi+fPnGDVqFB4/fqxalEol3NzctE4RM2XKlEIf68iRI1G5cmUcOHBA5+it3377DY8ePcKHH36oNrdpv3794OTkhF9++cWwg/yXra0tnJyccPLkSQDAmTNnoFQqMWvWLMTHx+PmzZsAskeed+rUqUjThIwYMUJthHDOlBt//fVXodvMUblyZbx48aLI7eTYu3cvrK2t8dZbb6mdA66urqhcubLGOVC/fn14enpqtNG5c2dUrVpVrQ0PDw9kZWWp+jxHcfVPvXr1EBoaqrbMnj073226du2KZs2a6b2PDz74QO11586d8eTJEyQlJQGAatqXDz/8UK3etGnT9N4HACxYsAC2trZwcHBA586dce3aNaxatUpjLvzc883njNbs2rUr/vrrLyQmJha4H33fu6JcZ4iIDLFhwwaNa3lBDPlsUtA96MGDB7hy5QrGjh2r9sulrl27GvTA5uvXr8PW1lb1+WPFihUYOHCg2rQzgPp1PDU1FY8fP0aHDh0AQO3zni779++HKIoYPny42nXcwcEBjRs31vpZLrcRI0bg0aNHatP57du3D6IoYsSIEaoYTU1NER4erjGlW0Hee+89hISEoFu3bjh9+jQWL16Mzp07o3HjxoiIiDCoLX3l3JMtLS2LpX0qvzhtCxEREVEJ2bBhA9544w0kJiZi27ZtOHnyJMzMzDTq7dy5E6tWrcL169eRkZGhKq9fv77q/z/88EPs2bMHffr0Qa1atdCrVy8MHz4cvXv3LjCOnIRxzjzkeVlZWam9NjExMfgntznHamJiAnt7ezRp0gQKhe5xG3fv3gUANGnSRGOdk5MTTp8+bdD+c+vcuTMOHz4MIDtJ3rZtW7Rt2xbVqlXDqVOnYG9vj99//x2jR48u9D4AoE6dOmqvc/5IN/QPTm2Sk5Nl/WPw5s2bSExM1DnvaO55WQH1cy93G5cvX1b9fLygNoqrfywsLODh4WHQNtqOJz/5xW5lZYW7d+9CoVBotNuoUSOD9jNp0iQMGzYMqampOHbsGNatW4esrCyNemfOnMGCBQsQGRmpMfd6YmIirK2t892Pvu9dUa4zRESGaN++vc4Hhmpj6GeTgu5BOZ9DtF23GzVqpFdCG8j+QnfLli0QRRG3b9/GkiVLkJCQoPHQ06dPn8Lf3x/BwcEa90t9vgS9efMmJElC48aNta4vaLq43r17w9raGrt370bPnj0BZE/Z4uLigjfeeAMAYGZmhuXLl+Pjjz+Gvb09OnTogP79+2Ps2LFwcHAoMEZPT094enri5cuXuHjxInbv3o2goCD0798f169fl33u85zPr3IONiACmDwnIiIiKjG5/zD08vJCp06dMHr0aNy4cUM1yum7777D+PHj4eXlhVmzZsHOzg5KpRIBAQFqDw20s7NDdHQ0jh49iiNHjuDIkSPYvn07xo4di507d+YbR84DAb/99lutf/yYmKh/RDQzM8s38V3QsRpbp06dsGXLFvz11184deoUOnfuDEEQ0KlTJ5w6dQo1a9aEKIqqUWiFpWt+TSnXw0oLIyMjA3/++adq/lE5iKIIOzs7fP/991rX502q5h4hl7uNt956S+co75w/vnMUV/8UhrbjyU9Jxd64cWPVFwH9+/eHUqnEnDlz0L17d9W/p9u3b6Nnz55wcnLC6tWr4ejoCFNTUxw+fBhr1qzReOCnNvq+d0W5zhARFSdDP5uU1HU87xe6b775Jtq0aYNPP/1U7UHlw4cPR0REBGbNmgUXFxdUrlwZoiiid+/eel/HBUHAkSNHtB5bfs/9ALL7z8vLCwcOHMBXX32F+Ph4nDlzBkuXLlWrN3PmTAwYMAAHDx7E0aNHMW/ePAQEBODYsWNo3bp1gXECQKVKldC5c2d07twZNjY28Pf3x5EjRzBu3Di9tteXk5MTAODKlSvw8vKStW0q35g8JyIiIjKCnIR49+7dsX79esyZMwdA9k9mGzRogP3796tNIbJgwQKNNkxNTTFgwAAMGDAAoijiww8/xKZNmzBv3jw0atRI5xQkDRs2BJCdGDN0xG5xqVu3LoDsB1PmHRF/48YN1XoABk+tkpMUDw0NxYULF1R93aVLF2zcuBE1a9aEhYUFXF1d822nKFO6FMW+ffvw6tUrjWlTiqJhw4b43//+hzfffNPgRHLuNpKTk2U9h4zVx0VVt25diKKI2NhYtVGAt27dKlK7n332GbZs2YK5c+eqpob5+eefkZaWhp9++kltJKW2n+jndw3Q970r6DpDRPQ6yPmcoe26XZRrecuWLfHOO+9g06ZN+M9//oM6derg2bNnCAsLg7+/P+bPn6+qm/PLwNzyu45LkoT69etrfFmtrxEjRmDnzp0ICwvDtWvXIEmSasqWvPv6+OOP8fHHH+PmzZtwcXHBqlWr8N133xm8z5wvgh8+fFiomPPTqVMnVK1aFT/88AM+/fRTPjSUZMM5z4mIiIiMpFu3bmjfvj0CAwORmpoK4P9HRuUeCXXu3DlERkaqbfvkyRO11wqFAi1btgQApKWlAcge/QQAz58/V6vr6ekJKysrLF26VG1amBwJCQlFOKrCadu2Lezs7BAUFKSKHwCOHDmCa9euoV+/fqoyXcelS/369VGrVi2sWbMGGRkZePPNNwFkJ9Vv376Nffv2oUOHDhoj7vMydL9y+P333zFz5kxUrVoVU6dOla3d4cOHIysrC4sXL9ZYl5mZqdcxDh8+HJGRkTh69KjGuufPnyMzM9PguIzRx3LI+WLjq6++Uiv/8ssvi9RulSpVMHnyZBw9ehTR0dEAtF8jEhMTsX37do3tLSwstPalvu+dPtcZIqLXQc2aNdG8eXN88803SE5OVpWfOHECV65cKVLbs2fPRkZGBlavXg1A+3UcAAIDAzW21XVfHDJkCJRKJfz9/TXakSRJ4/qtjYeHB6pVq4bdu3dj9+7daN++vdr0Yy9fvlR9Ps3RsGFDWFpaFngPCAsL01qeM42etmn6iqpSpUr45JNPcO3aNXzyySdaf1Xw3Xff4fz587Lvm15vHHlOREREZESzZs3CsGHDsGPHDnzwwQfo378/9u/fj8GDB6Nfv36IjY1FUFAQmjVrpvbH3Pvvv4+nT5+iR48eqF27Nu7evYsvv/wSLi4uaNq0KQDAxcUFSqUSy5cvR2JiIszMzNCjRw/Y2dlh48aNePfdd9GmTRuMHDkStra2uHfvHn755Re8+eabWL9+fYn2Q4UKFbB8+XJ4e3uja9euGDVqFOLj47F27VrUq1cPH330kapuzgjx6dOnw9PTE0qlEiNHjsy3/c6dOyM4OBgtWrRQzXPapk0bWFhY4M8//9RrvvPC7NcQp06dQmpqKrKysvDkyROcOXMGP/30E6ytrXHgwAG95hfVV9euXTF58mQEBAQgOjoavXr1QoUKFXDz5k3s3bsXa9eu1XhIZV6zZs3CTz/9hP79+2P8+PFwdXVFSkoKrly5gn379uHOnTuwsbExKK7i7uPi4urqirfffhuBgYF48uQJOnTogBMnTuDPP/8EULQR9TNmzEBgYCCWLVuG4OBg9OrVSzUafPLkyUhOTsaWLVtgZ2enMZLP1dUVGzduxOeff45GjRrBzs4OPXr00Pu90+c6Q0T0uli6dCkGDRqEN998E97e3nj27BnWr1+P5s2bq30GM1SzZs3Qt29ffP3115g3bx6qV6+OLl264IsvvkBGRgZq1aqFX3/9FbGxsRrb5twXP/vsM4wcORIVKlTAgAED0LBhQ3z++efw8/PDnTt34OXlBUtLS8TGxuLAgQOYNGkS/vOf/+QbV4UKFTBkyBAEBwcjJSUFK1euVFv/559/omfPnhg+fDiaNWsGExMTHDhwAPHx8QXemwcNGoT69eurYk1JScH//vc//Pzzz2jXrh0GDBhgYC/qZ9asWYiJicGqVatw/PhxDB06FA4ODoiLi8PBgwdx/vz5YntgKb3GJCIiIiIqVtu3b5cASBcuXNBYl5WVJTVs2FBq2LChlJmZKYmiKC1dulSqW7euZGZmJrVu3Vo6dOiQNG7cOKlu3bqq7fbt2yf16tVLsrOzk0xNTaU6depIkydPlh4+fKjW/pYtW6QGDRpISqVSAiAdP35cte748eOSp6enZG1tLZmbm0sNGzaUxo8fL/3222+qOuPGjZMsLCxkOdbcjh8/rhGPJEnS7t27pdatW0tmZmZStWrVpDFjxkh///23Wp3MzExp2rRpkq2trSQIgqTPR9oNGzZIAKQpU6aolXt4eEgApLCwMLXy2NhYCYC0ffv2AvebU3fFihUa+wUgLViwIN/YcvoiZ6lQoYJka2srdenSRVqyZIn06NEjjW1y+jk2NlZVpuu96tq1q+Ts7Kx135s3b5ZcXV2lihUrSpaWllKLFi2k2bNnSw8ePFDVqVu3rtSvXz+t27948ULy8/OTGjVqJJmamko2NjZSx44dpZUrV0rp6emSJBnWP4a+t/kdmyRJ0oIFCzTaACBNnTpVa/288eRsn5CQoFZPW/+npKRIU6dOlapVqyZVrlxZ8vLykm7cuCEBkJYtW5bvceTXR5IkSePHj5eUSqV069YtSZIk6aeffpJatmwpmZubS/Xq1ZOWL18ubdu2TSOmuLg4qV+/fpKlpaUEQOratatqnT7vnb7XGSKiwiroc4O2+3F+n03yfl4y9B4dHBwsOTk5SWZmZlLz5s2ln376SXr77bclJyenAo8lv3tSeHi42v7+/vtvafDgwVKVKlUka2tradiwYdKDBw+0xrR48WKpVq1akkKh0LjO//e//5U6deokWVhYSBYWFpKTk5M0depU6caNGwXGK0mSFBoaKgGQBEGQ7t+/r7bu8ePH0tSpUyUnJyfJwsJCsra2ltzc3KQ9e/YU2O4PP/wgjRw5UmrYsKFUsWJFydzcXGrWrJn02WefSUlJSVq3uXDhgsZ7Xdh6OfevatWqSSYmJlKNGjWkESNGSOHh4QXGTpSXIElGeEIPERERERHRay46OhqtW7fGd999hzFjxhg7HCIiKgQXFxfY2toiNDTU2KEQkRFwznMiIiIiIqIievXqlUZZYGAgFAoFunTpYoSIiIjIEBkZGRrP6wgPD8fvv/+Obt26GScoIjI6znlORERERERURF988QUuXryI7t27w8TEBEeOHMGRI0cwadIkODo6Gjs8IiIqwD///AMPDw+88847qFmzJq5fv46goCA4ODjggw8+MHZ4RGQknLaFiIiIiIioiEJDQ+Hv748//vgDycnJqFOnDt5991189tlnMDHhmCUiotIuMTERkyZNwpkzZ5CQkAALCwv07NkTy5YtQ8OGDY0dHhEZCZPnRERUqpw8eRIrVqzAxYsX8fDhQxw4cABeXl75bhMeHg5fX1/ExMTA0dERc+fOxfjx49XqbNiwAStWrEBcXBxatWqFL7/8Eu3bty++AyEiIiIiIiKiMo1znhMRUamSkpKCVq1aYcOGDXrVj42NRb9+/dC9e3dER0dj5syZeP/993H06FFVnd27d8PX1xcLFixAVFQUWrVqBU9PTzx69Ki4DoOIiIiIiIiIyjiOPCciolJLEIQCR55/8skn+OWXX3D16lVV2ciRI/H8+XOEhIQAANzc3NCuXTusX78eACCKIhwdHTFt2jTMmTOnWI+BiIiIiIiIiMomTr5HREQaUlNTkZ6eLlt7kiRBEAS1MjMzM5iZmRW57cjISHh4eKiVeXp6YubMmQCA9PR0XLx4EX5+fqr1CoUCHh4eiIyMLPL+qWSIoogHDx7A0tJS41wiIiLShyRJePHiBWrWrAmFgj/CLq14zycioqKS857P5DkREalJTU1F9YqV8RJZsrVZuXJlJCcnq5UtWLAACxcuLHLbcXFxsLe3Vyuzt7dHUlISXr16hWfPniErK0trnevXrxd5/1QyHjx4AEdHR2OHQUREr4H79++jdu3axg6DdOA9n4iI5CLHPZ/JcyIiUpOeno6XyMIY1IKpDI/GSIeI75P/wf3792FlZaUql2PUOZUflpaWAKBxHhlCFEUkJCTA1taWIw7zwX7SD/upYOwj/bCfCiZXHyUlJcHR0VF1T6HSSZ97fln+d8PYjYOxGwdjNw7GLu89n8lzIiLSqiIUMBWKfqNV/vtkDSsrq0InPfPj4OCA+Ph4tbL4+HhYWVmhYsWKUCqVUCqVWus4ODjIHg8Vj5yfbRflPBJFEampqbCysipzHyJLEvtJP+yngrGP9MN+KpjcfcSpQEo3fe75cp4T48ePx86dOxEQEKD2LJyDBw9i8ODByHlM3OXLlzF16lRcuHABtra2mDZtGmbPnm3w/sryv/nyELs+50N4eDjWrFmD8+fPIykpCY0bN8asWbMwZswYo8ZeGjF242Ds/0+Oe37Z6kEiIioxSkGQbSlO7u7uCAsLUysLDQ2Fu7s7AMDU1BSurq5qdURRRFhYmKoOEREREZVf5ubmWL58OZ49e6Z1fVJSEnr16oW6devi4sWLWLFiBRYuXIjNmzeXcKRUEgo6HyIiItCyZUv897//xeXLl+Ht7Y2xY8fi0KFDJRwpEZUEJs+JiKhUSU5ORnR0NKKjowEAsbGxiI6Oxr179wAAfn5+GDt2rKr+Bx98gL/++guzZ8/G9evX8dVXX2HPnj346KOPVHV8fX2xZcsW7Ny5E9euXcOUKVOQkpICb2/vEj02IiIiIip9PDw84ODggICAAK3rv//+e6Snp2Pbtm1wdnbGyJEjMX36dKxevbqEI6WSUND58Omnn2Lx4sXo2LEjGjZsiBkzZqB3797Yv39/CUdKRCWByXMiItJKIQBKGRaFgQPPf/vtN7Ru3RqtW7cGkJ34bt26NebPnw8AePjwoSqRDgD169fHL7/8gtDQULRq1QqrVq3C119/DU9PT1WdESNGYOXKlZg/fz5cXFwQHR2NkJAQjYeIEhEREVH5o1QqsXTpUnz55Zf4+++/NdZHRkaiS5cuMDU1VZV5enrixo0bOkcnU9lV0PmgTWJiIqpVq1bMkRGRMXDOcyIiKlW6deummltSmx07dmjd5tKlS/m26+PjAx8fn6KGR0RERESvocGDB8PFxQULFizA1q1b1dbFxcWhfv36amU5gzDi4uJQtWrVEouTSkZ+50Nee/bswYULF7Bp06YSio6IShJHnhMRkVZlZc5zIiIiIiI5LF++XDXNH5E+58Px48fh7e2NLVu2wNnZuQSjI6KSwuQ5ERFpJceULTkLEREREVFp16VLF3h6esLPz0+t3MHBAfHx8WplOa8dHBxKLD4qWbrOhxwnTpzAgAEDsGbNGrVnMhHR64XTthARERERERERAVi2bBlcXFzQpEkTVZm7uzs+++wzZGRkoEKFCgCA0NBQNGnShFO2vOa0nQ8AEB4ejv79+2P58uWYNGmSkaIjopLAkedERKQVp20hIiIiovKmRYsWGDNmDNatW6cqGz16NExNTTFhwgTExMRg9+7dWLt2LXx9fY0YKZUEbefD8ePH0a9fP0yfPh1vv/024uLiEBcXh6dPnxoxUiIqLkyeExGRVpy2hYiIiIjKKkmSkPgqA/FJqUh8lZHvA+nzWrRoEURRVL22trbGr7/+itjYWLi6uuLjjz/G/PnzOeK4jMg5F56/TDf4XAA0z4edO3fi5cuXCAgIQI0aNVTLkCFD5A6diEoBTttCRERERERERK+F5LRMhF2Lx8Hof/BXQgpESYJCENDA1gJeLrXQs6k9Kpv9fypkx44dGm3Uq1cPaWlpamUtW7bEqVOnijt8klHucyE2IRl1K2Xi7stbqG9bWeu5AOh3PuzYsUNrPSJ6PTF5TkREWsk15YoSHHpORERERMXv4t1nWPhTDOKSUiEAsDA1gYlSgCgCMf8k4eo/Sfj6VCwWDnSGa13OVf46y3suVDZVooJCgAICzwUiMginbSEiIqJCW7ZsGQRBwMyZM/Ott3fvXjg5OcHc3BwtWrTA4cOHSyZAIiIiKhcu3n2G2ft+R1zSK9hYmMLeyhyVzU1QydQElc1NYG9lDhsLU8QlvcLsfb/j4t1nxg6Ziomuc8GsgpLnAhEZjMlzIiLSSkD2TaKoC8edv74uXLiATZs2oWXLlvnWi4iIwKhRozBhwgRcunQJXl5e8PLywtWrV0soUiIiovJpw4YNqFevHszNzeHm5obz58/nW9+QL7s/+OADCIKAwMBAtfKnT59izJgxsLKyQpUqVTBhwgQkJyfLcTg6JadlYuFPMUhKzYC9pTlMlNpTHSZKBewtzZGUmoGFP8UgOS2zWOOiksdzgYjkxmlbiIhIK07bQvlJTk7GmDFjsGXLFnz++ef51l27di169+6NWbNmAQAWL16M0NBQrF+/HkFBQSURbr5SM7IwLCgSALD3A3eYV1DqXf7thPZ4d+t5jTr67E/892FVCkHA3g/cAUBjf3lj0FYnd7tvb4zAXwkpaGBrgf9O6ahXPPrGqyuu3H2gqz8Kik1XX+esG/zVGVyPewEzEwXO+vVElUqmBW6ja50+x6nP+5qakYXFh/7A/Vc38c0EN7y79bxe72ne/RmyjT6xF7SNvv2W0weFOU9zyoZuPAPT9BdIN7XEvilvasRV1H9LhtLV54buqzDnV2Hb17dfCopJn5jluIYYej0tzLGQ/nbv3g1fX18EBQXBzc0NgYGB8PT0xI0bN2BnZ6dRP+fL7oCAAPTv3x+7du2Cl5cXoqKi0Lx5c7W6Bw4cwNmzZ1GzZk2NdsaMGYOHDx8iNDQUGRkZ8Pb2xqRJk7Br165iO9awa/GIS0qFjYUZhAI+vwqCABsLM8QnpeLY9UcY2ErzGKjs4rlARHLjyHMiIiIy2NSpU9GvXz94eHgUWDcyMlKjnqenJyIjI4srPCIionJv9erVmDhxIry9vdGsWTMEBQWhUqVK2LZtm9b6ub/sbtq0KRYvXow2bdpg/fr1avX++ecfTJs2Dd9//z0qVKigtu7atWsICQnB119/DTc3N3Tq1AlffvklgoOD8eDBg2I5TkmScDD6HwiAzlHGeeXUO3Dpb0j/fqFGZR/PBSIqDhx5TkREWimF7KXI7RS9CSplgoODERUVhQsXLuhVPy4uDvb29mpl9vb2iIuL07lNWloa0tLSVK+TkpIAAKIoQhTFQkSdva0kSRrbi6IIAVKu9gW9yyUddQqKQ4Ck2k74tyz7/9XbyhuDtjp521X827a+8WiLL3c/aesHXX2gqz8Kik1XX+fdVgEJ0r/ngD7baFuX33Eb8r7mfh8lA95Tbdvru40+sRe0jb79Zsgx5XeOCDrec137M+S4DaWrzw3dV2HOr4La0/VvTt9+KSgmfWKW4xpi6PVU3zZ0Xb8NVdTty5L09HRcvHgRfn5+qjKFQgEPDw+dX15HRkbC19dXrczT0xMHDx5UvRZFEe+++y5mzZoFZ2dnrW1UqVIFbdu2VZV5eHhAoVDg3LlzGDx4cBGPTFNSaib+SkiBhalh6Y1Kpkr8lZCCF2mZsDKvUPAGVOrxXCCi4sDkOdFrSBAELFiwAAsXLjR2KFSGZSfP5Zi2hV4n9+/fx4wZMxAaGgpzc/Ni209AQAD8/f01yhMSEpCamlqoNkVRRGJiIiRJgkLx/6OR0jNFOFbMAAA8TkiAqYlC7/InTxK01slPzva5p454nJAAABpt5Y1BW5287Zpai7CvmKF3PAX1k7Z+0NUHuvqjoNh09XXOujoVM6CoIqGCUsKTJwlIS65Q4DaFfV/yO47c0jIyYWOaBSlXfX3e07z7M2QbfWIvaBt9+82QY8rvHDGpICHTRPv5WNR/S4bS1eeG7qsw51d+8vs3p2+/FBSTPjHLcQ0x9Hqqbxu6rt+GevHiRaG3LWseP36MrKwsrV9eX79+Xes2+nzZvXz5cpiYmGD69Ok628g7JYyJiQmqVaum80vzwnxhnvsLlVdpGZAkEUqlQvXFiz5MFEB6loiXqRmobFpyn1jl+jLIGEp77PmdC7m/0M3LWOeCvkp7v+eHsRsHY5f3C3Mmz6lUuHLlCvz9/XHhwgXEx8ejevXqaNasGQYOHIhp06Zh4cKFWpMoeXXt2hUnTpzQq154eDgAIDw8HOvWrUNERASePn2KKlWqwM3NDd7e3hgyZEi+7dSrVw93795Fz5498b///U9j/ZYtWzBp0iQA2Q/Wyz0CQx8RERH49ddfMXPmTFSpUsWgbYmIisPFixfx6NEjtGnTRlWWlZWFkydPYv369UhLS4NSqf5Hh4ODA+Lj49XK4uPj4eDgoHM/fn5+aqPfkpKS4OjoCFtbW1hZWRUqdlEUIQgCbG1t1ZIvqRlZuP/qNgDAxtZWbY7egsqrV7fF/Vd3NOrkJ2f73Ak8G1tbANDYX94YtNVRb/cWYhPTkW5aQe948srbT9r6QVcf6OqPgmLT1dc56+69qoAbz1NhZiKgenVbWP8753n+faF9nS6Gvq8v0zLwOF2Jv19VUNXX5z3Nuz9DttEn9oK20bffDDkm3edIBZimp+o8H4v6b8lQuvq8MPN6G/oe5Se/f3P69ktBMekTsxzXEEOvp/q2oev6baji/NK3PLh48SLWrl2LqKioAueSNkRhvjDP/YXKqwwRDStnQYCIiqb6J89fKTMhAXiZ9BSPUksuNSLXl0HGUNpjT0nLzOdckFRfeiPPM5mMdS7oq7T3e34Yu3Ewdnm/MC99VwUqdyIiItC9e3fUqVMHEydOhIODA+7fv4+zZ89i7dq1mDZtGoYMGYJGjRqptklOTsaUKVMwePBgtQT3kydP8P777xdYL2dExYIFC7Bo0SI0btwYkydPRt26dfHkyRMcPnwYb7/9Nr7//nuMHj063/jNzc1x/PhxxMXFaSSCvv/+e5ibmxd6lGRERAT8/f0xfvx4g5Lnr169gokJ/3lT0XDaFtKmZ8+euHLlilqZt7c3nJyc8Mknn2gkzgHA3d0dYWFhmDlzpqosNDQU7u7uOvdjZmYGMzMzjXKFQlGkD1GCIGi0oVBIkP79Iyr3On3KBYVCa5385Gyf8yedBEG1Xd628sagrU7ednMmpihKX+XuJ239oKsPdPVHQbHp6uu824oQIOQTlz7t6WLo+6pQKFRj2ATV/2fL7z3Nuz9DttEn9oK20bffDDmm/M4RScd7rmt/hhy3oXT1uaH7Ksz5VRBd/+b07ZeCYtInZjmuIYZeTw1pQ9v121BlLYFQFDY2NlAqlQZ9eV3Ql92nTp3Co0ePUKdOHdX6rKwsfPzxxwgMDMSdO3fg4OCAR48eqbWRmZmJp0+f6txvYb4wz/2FiiAIECr9g5h/kmBvpf+UG/FJWXCuZYW6tWrI+mVAQeT6MsgYSnvskiTpPBeEf68sf7+qoLrG5DDWuaCv0t7v+WHsxsHY5f3CXJD4RAQysn79+uHChQv4888/NRLEjx490vok+MePH8PW1rbAqUnyq7dv3z4MGzYMQ4cOxa5duzQednP06FFkZGSgf//+OtuvV68eGjVqhAsXLmDRokWYMWOGat3ff/+NunXrYvDgwfjvf/9bqJHnK1euxKxZsxAbG4t69erlW1cURaSnp3NEDRVZUlISrK2tsaxyQ5gLRU99p0pZmJN8G4mJiYUeMUylW7du3eDi4oLAwEAAwNixY1GrVi0EBAQAyP4isGvXrli2bBn69euH4OBgLF26FFFRUWjevLle+8g5L4tyHomiqLqvlLUPkSWJ/aQf9lPB2Ef6YT8VTK4+kuNeUpa4ubmhffv2+PLLLwFk92OdOnXg4+ODOXPmaNQfMWIEXr58iZ9//llV1rFjR7Rs2RJBQUF48uQJHj58qLaNp6cn3n33XXh7e6NJkya4du0amjVrht9++w2urq4AgF9//RW9e/fG33//jZo1axYYtz7vU95z4sfof/D5L9dgY2Gq14MiM7NEPElJx9z+zTCwVcExyaks/5svC7HrOhcESHCsmIH7eZLnxjwX9FUW+l0Xxm4cjF3ee37Z6kF6Ld2+fRvOzs5aR1ZrS5zLZd68eahWrRq2bdumkTgHsj8I5pc4z2Fubo4hQ4Zg165dauU//PADqlatCk9PT41tLl++jPHjx6NBgwYwNzeHg4MD3nvvPTx58kRVZ+HChZg1axYAoH79+tkjKgQBd+7cAZA9+sbHxwfff/89nJ2dYWZmhpCQENW6nC8LXr16BScnJzg5OeHVq1eq9p8+fYoaNWqgY8eOyMrKKvA4iYj0de/ePbU/rjt27Ihdu3Zh8+bNaNWqFfbt24eDBw/qnTgnIiIiw/n6+mLLli3YuXMnrl27hilTpiAlJQXe3t4Asr/szv1A0RkzZiAkJASrVq3C9evXsXDhQvz222/w8fEBAFSvXh3NmzdXWypUqAAHBwc0adIEANC0aVP07t0bEydOxPnz53HmzBn4+Phg5MiReiXOC6tnU3s4WJnjcUoaChofKEkSHqekwd7KHD2ciu/vTTIOngtEJDfO60BGV7duXURGRuLq1asllki5efMmrl+/jvfeew+WlpZFbm/06NHo1asXbt++jYYNGwIAdu3ahaFDh2pNzIeGhuKvv/6Ct7c3HBwcEBMTg82bNyMmJgZnz56FIAgYMmQI/vzzT/zwww9Ys2YNbGxsAAC2/843CgDHjh3Dnj174OPjAxsbG62j0ytWrIidO3fizTffxGeffYbVq1cDAKZOnYrExETs2LFD6zQLRAqZpm3ht7Svv5xnSOh6DQDDhg3DsGHDSiYgIiIiwogRI5CQkID58+cjLi4OLi4uCAkJUU1hee/ePbVRfTlfds+dOxeffvopGjduXKgvu7///nv4+PigZ8+eUCgUePvtt7Fu3TpZjy2vymYmWDjQGbP3/Y74F6mwsTDTOgI9M0vE45Q0WJlXgP8gZ1Q2Y0rkdcNzgYjkxqsDGd1//vMf9OnTBy4uLmjfvj06d+6Mnj17onv37loTz3K4du0aAKBFixaytNejRw84ODjghx9+wNy5c3Ht2jVER0dj7dq1+OuvvzTqf/jhh/j444/Vyjp06IBRo0bh9OnT6Ny5M1q2bIk2bdrghx9+gJeXl9bE+I0bN3DlyhU0a9Ys3/jc3Nwwe/ZsLF++HIMHD0Z8fDyCg4MRGBiIN954o0jHTkREREREpZOPj49q5HhecnzZnfOr2NyqVaum8avckuBatyq+GNoKC3+KQXxS9jOnKpkqoVQIyBIlvEzP/rWtg1VF+A9yRps6VUs8RioZ2s4FC1MF0kyy8CIVSEkXAfBcICL9cEAgGd1bb72FyMhIDBw4EL///ju++OILeHp6olatWvjpp5+KZZ9JSUkAIMuocwBQKpUYPnw4fvjhBwDZoy0cHR3RuXNnrfUrVqyo+v/U1FQ8fvwYHTp0AABERUXpvd+uXbsWmDjPsXDhQjg7O2PcuHH48MMP0bVrV0yfPl3vfVH5oxQE2RYiIiIiouLmWrcqfpjUAXP7N4NzLStIANKzREgAnGtZYW7/Zgie1IHJ0nJA27mQIUo8F4jIYBx5TqVCu3btsH//fqSnp+P333/HgQMHsGbNGgwdOhTR0dF6J4j1lfOwgBcvXsjW5ujRo7Fu3Tr8/vvv2LVrF0aOHKnzSd1Pnz6Fv78/goODNZ5Gn5iYqPc+69evr3ddU1NTbNu2De3atYO5uTm2b99eKp8kTqWHUqZpWzgpEBERERGVlMpmJhjYqiYGtKyBF2mZeJWehYqmSliamfDvn3Im97mQ+CodcXHxcHCwh3VFU54LRKQ3Js+pVDE1NUW7du3Qrl07vPHGG/D29sbevXuxYMECWffj5OQEALhy5Ypsbbq5uaFhw4aYOXMmYmNjMXr0aJ11hw8fjoiICMyaNQsuLi6oXLkyRFFE7969IYqi3vvMPYJdH0ePHgWQPdr95s2bBiXfiYiIiIiIygpBEGBlXgFW5sUzFSiVHTnnQmolU1iZV2DinIgMwmlbqNRq27YtAODhw4eyt/3GG2+gSZMm+PHHH5GcnCxbu6NGjUJ4eDiaNm0KFxcXrXWePXuGsLAwzJkzB/7+/hg8eDDeeustNGjQQKOunDf1y5cvY9GiRfD29kbr1q3x/vvvGzTKncqfnJHncixERERERERERGUNk+dkdMePH4ckSRrlhw8fBgA0adKkWPbr7++PJ0+e4P3330dmZqbG+l9//RWHDh0yqM33338fCxYswKpVq3TWUSqzJ7HIe8yBgYEadS0sLAAAz58/NyiOvDIyMjB+/HjUrFkTa9euxY4dOxAfH4+PPvqoSO3S641znhMRERERERFRecZpW8jopk2bhpcvX2Lw4MFwcnJCeno6IiIisHv3btSrVw/e3t7Fst8RI0bgypUrWLJkCS5duoRRo0ahbt26ePLkCUJCQhAWFmbwU+Lr1q2LhQsX5lvHysoKXbp0wRdffIGMjAzUqlULv/76K2JjYzXqurq6AgA+++wzjBw5EhUqVMCAAQNUSXV9ff7554iOjkZYWBgsLS3RsmVLzJ8/H3PnzsXQoUPRt29fg9ojIiIiIiIiIiJ63TF5Tka3cuVK7N27F4cPH8bmzZuRnp6OOnXq4MMPP8TcuXNRpUqVYtv3559/jh49emDdunXYuHEjnj59iqpVq6JDhw748ccfMXDgwGLZ765duzBt2jRs2LABkiShV69eOHLkCGrWrKlWr127dli8eDGCgoIQEhICURQRGxtrUPI8KioKS5cuhY+PD7p3764qnzNnDn788UdMnDgRMTExxdrPVDYpIdMDQzV/WEJEREREREREVOoxeU5G17t3b/Tu3dugbWxsbLRO9VKYej169ECPHj0M2n+OO3fuFFhn/PjxGD9+vFpZrVq1sH//fo262mKdO3cu5s6dq1ddbevatGmDjIwMjTpKpRLnz5/PL3QiIiIiIiIiIqJyi8lzIiLSSiHTfOUKznlORERERERERGUQk+dERKSVUpBp2hbmzomIiIiIiIioDFIYOwAiIiIiIiIiIiIiotKGI8+JiEgrpUzTtsjRBhERERERERFRSWPynIiItOK0LURERERERERUnnHaFiIiIiIiIiIiIiKiPMr0yHNRFPHgwQNYWlpC4LQARFROSZKEFy9eoGbNmlAo5PtOlNO2EBEREREREVF5VqaT5w8ePICjo6OxwyAiKhXu37+P2rVry9aeQhCgkCHxLUcbREREREREREQlrUwnzy0tLQEAY1ALpuV0Bppl/5wxdghGp0h/aewQjE40tzJ2CEYlZKQZOwSjevHiBRo6t1RdE4mIiIiIiIiIqOjKdPI8Z6oWUyjKbfLcyqp8J00BQJGmNHYIRidWLN/ngZCRauwQSgW5p68SlAIERdHb5LRaRERERERERFQWlc+MMxERERERERERERFRPsr0yHMiIio+CqUAhQwjzznnORERERERERGVRRx5TkRE2ikVEGRYoCzcrWbDhg2oV68ezM3N4ebmhvPnz+us261bNwiCoLH069dPVWf8+PEa63v37l2o2IiIiIiIiIjo9ceR50REVOrs3r0bvr6+CAoKgpubGwIDA+Hp6YkbN27Azs5Oo/7+/fuRnp6uev3kyRO0atUKw4YNU6vXu3dvbN++XfXazMys+A6CiIiIiIiIiMo0Js+JiEgrQSFAUMrwwFAY3sbq1asxceJEeHt7AwCCgoLwyy+/YNu2bZgzZ45G/WrVqqm9Dg4ORqVKlTSS52ZmZnBwcDA4HiIiIiIiIiIqfzhtCxERaaVQCrIthkhPT8fFixfh4eHx/7EoFPDw8EBkZKRebWzduhUjR46EhYWFWnl4eDjs7OzQpEkTTJkyBU+ePDEoNiIiIiIiIiIqPzjynIiISkRSUpLaazMzM63Tpjx+/BhZWVmwt7dXK7e3t8f169cL3M/58+dx9epVbN26Va28d+/eGDJkCOrXr4/bt2/j008/RZ8+fRAZGQmlUlmIIyIiIiIiIiKi1xmT50REpJWgUEBQFP0HSoIkAQAcHR3VyhcsWICFCxcWuf28tm7dihYtWqB9+/Zq5SNHjlT9f4sWLdCyZUs0bNgQ4eHh6Nmzp+xxEBEREREREVHZxuQ5ERFpVZgpV7S28++c5/fv34eVlZWqXNfDOm1sbKBUKhEfH69WHh8fX+B85SkpKQgODsaiRYsKjKtBgwawsbHBrVu3mDwnIiIiIiIiIg2c85yIiEqElZWV2qIreW5qagpXV1eEhYWpykRRRFhYGNzd3fPdx969e5GWloZ33nmnwHj+/vtvPHnyBDVq1DDsQIiIiIiIiIioXGDynIiItBKUgmyLoXx9fbFlyxbs3LkT165dw5QpU5CSkgJvb28AwNixY+Hn56ex3datW+Hl5YXq1aurlScnJ2PWrFk4e/Ys7ty5g7CwMAwaNAiNGjWCp6dn4TqIiIiIiIiIiF5rnLaFiIhKnREjRiAhIQHz589HXFwcXFxcEBISonqI6L1796DIMx/7jRs3cPr0afz6668a7SmVSly+fBk7d+7E8+fPUbNmTfTq1QuLFy/WOQKeiIiIiIiIiMo3Js+JiEir7FHjMjwwFGKhtvPx8YGPj4/WdeHh4RplTZo0gfTvw0nzqlixIo4ePVqoOIiIiIiIiIiofGLynIiItJL7gaFERERERERERGUJ5zwnIiIiIiIiIiIiIsqDI8+JiEgrQRAgKIo+alwQOfKciIiIiIiIiMoejjwnIiKtFEqFbAu9XjZu3IiWLVvCysoKVlZWcHd3x5EjR3TW37FjR/aXMbkWc3PzEoyYiIiIiIiIyHAceU5EREQGqV27NpYtW4bGjRtDkiTs3LkTgwYNwqVLl+Ds7Kx1GysrK9y4cUP1WhD4iwQiIiIiIiIq3Zg8JyIirQSlAEGGB4YKEpOkr5sBAwaovV6yZAk2btyIs2fP6kyeC4IABweHkgiPiIiIiIiISBb8LT0REREVWlZWFoKDg5GSkgJ3d3ed9ZKTk1G3bl04Ojpi0KBBiImJKcEoiYiIiIiIiAzHkedERKQVR55Tfq5cuQJ3d3ekpqaicuXKOHDgAJo1a6a1bpMmTbBt2za0bNkSiYmJWLlyJTp27IiYmBjUrl1b6zZpaWlIS0tTvU5KSgIAiKIIURQLFbMoipAkqdDblxfsJ/2wnwrGPtIP+6lgcvUR+5iIiIgMxeQ5ERFpJdfDPhUSf+T0OmrSpAmio6ORmJiIffv2Ydy4cThx4oTWBLq7u7vaqPSOHTuiadOm2LRpExYvXqy1/YCAAPj7+2uUJyQkIDU1tVAxi6KIxMRESJIEhYLnpS7sJ/2wnwrGPtIP+6lgcvXRixcvZIyKiIiIygMmz4mIiMhgpqamaNSoEQDA1dUVFy5cwNq1a7Fp06YCt61QoQJat26NW7du6azj5+cHX19f1eukpCQ4OjrC1tYWVlZWhYpZFEUIggBbW1smqPLBftIP+6lg7CP9sJ8KJlcfmZubyxgVERERlQdMnhMRkXYyTdsCTttSLoiiqDbNSn6ysrJw5coV9O3bV2cdMzMzmJmZaZQrFIoiJU4EQShyG+UB+0k/7KeCsY/0w34qmBx9xP4lIiIiQzF5TkREWikEAQpF0RPfCoHJ89eNn58f+vTpgzp16uDFixfYtWsXwsPDcfToUQDA2LFjUatWLQQEBAAAFi1ahA4dOqBRo0Z4/vw5VqxYgbt37+L999835mEQERERERER5atUfPW+YcMG1KtXD+bm5nBzc8P58+eNHRIRERHp8OjRI4wdOxZNmjRBz549ceHCBRw9ehRvvfUWAODevXt4+PChqv6zZ88wceJENG3aFH379kVSUhIiIiJ0PmCUiIiIiIiIqDQwevJ89+7d8PX1xYIFCxAVFYVWrVrB09MTjx49MnZoRETlmqBUyLbQ62Xr1q24c+cO0tLS8OjRI/zvf/9TJc4BIDw8HDt27FC9XrNmDe7evYu0tDTExcXhl19+QevWrY0QORERUfli6EC1vXv3wsnJCebm5mjRogUOHz6stn7hwoVwcnKChYUFqlatCg8PD5w7d06tTr169SAIgtqybNky2Y+NiIioJBg9o7F69WpMnDgR3t7eaNasGYKCglCpUiVs27bN2KEREZVrCqUg20JEREREJcvQgWoREREYNWoUJkyYgEuXLsHLywteXl64evWqqs4bb7yB9evX48qVKzh9+jTq1auHXr16ISEhQa2tRYsW4eHDh6pl2rRpxXqsRERExcWoyfP09HRcvHgRHh4eqjKFQgEPDw9ERkYaMTIiIiIiIiKissvQgWpr165F7969MWvWLDRt2hSLFy9GmzZtsH79elWd0aNHw8PDAw0aNICzszNWr16NpKQkXL58Wa0tS0tLODg4qBYLC4tiPVYiIqLiYtTk+ePHj5GVlQV7e3u1cnt7e8TFxWnUT0tLQ1JSktpCRETFQ1AKsi1EREREVHIKM1AtMjJSrT4AeHp66qyfnp6OzZs3w9raGq1atVJbt2zZMlSvXh2tW7fGihUrkJmZWcQjIiIiMg4TYwdgiICAAPj7+xs7DCIiIiIiIqJSK7+BatevX9e6TVxcnF4D2w4dOoSRI0fi5cuXqFGjBkJDQ2FjY6NaP336dLRp0wbVqlVDREQE/Pz88PDhQ6xevVrrftPS0pCWlqZ6nTNIThRFiKKodRtRFCFJks71pRljNw7GbhyM3TgYO2Q9dqMmz21sbKBUKhEfH69WHh8fDwcHB436fn5+8PX1Vb1OSkqCo6NjscdJRFQeyfWwT0E0+uM1iIiIiEgm3bt3R3R0NB4/fowtW7Zg+PDhOHfuHOzs7ABA7W/2li1bwtTUFJMnT0ZAQADMzMw02tM1SC4hIQGpqalaYxBFEYmJiZAkCQpF2fqsydiNg7EbB2M3DsYOvHjxQraYjJo8NzU1haurK8LCwuDl5QUgu5PCwsLg4+OjUd/MzEzrzZaIiOSnUEKWh30qyt6X3URERERlmqED1QDAwcFBr/oWFhZo1KgRGjVqhA4dOqBx48bYunUr/Pz8tLbr5uaGzMxM3LlzB02aNNFYr2uQnK2tLaysrLS2KYoiBEGAra1tmUwMMfaSx9iNg7EbB2MHzM3NZYvJ6NO2+Pr6Yty4cWjbti3at2+PwMBApKSkwNvb29ihEREREREREZU5hg5UAwB3d3eEhYVh5syZqrLQ0FC4u7vnuy9RFNWmXckrOjoaCoVCNTI9L12D5BQKRb6JE0EQCqxTWjF242DsxsHYjaO8xy7ncRs9eT5ixAgkJCRg/vz5iIuLg4uLC0JCQjTmWiMiopIlKAQIiqKPPJejDSIiIiIyTEED1caOHYtatWohICAAADBjxgx07doVq1atQr9+/RAcHIzffvsNmzdvBgCkpKRgyZIlGDhwIGrUqIHHjx9jw4YN+OeffzBs2DAA2Q8dPXfuHLp37w5LS0tERkbio48+wjvvvIOqVasapyOIiIiKwOjJcwDw8fHR+e03EREZh0KhgEKGOc8VWWXvm24iIiKisq6ggWr37t1TG5nXsWNH7Nq1C3PnzsWnn36Kxo0b4+DBg2jevDkAQKlU4vr169i5cyceP36M6tWro127djh16hScnZ0BZI8iDw4OxsKFC5GWlob69evjo48+UpuWhYiIqCwpFclzIiIiIiIiIpJXfgPVwsPDNcqGDRumGkWel7m5Ofbv35/v/tq0aYOzZ88aHCcREVFpxeQ5ERFpJSgFCDI8MFSONoiIiIiIiIiIShqT50REpJWgVECQYdoWOdogIiIiIiIiIippzGgQEREREREREREREeXBkedERKSVoFBAUMgw8lyGNoiIiIiIiIiIShozGkREREREREREREREeXDkORERaaVQKqCQYb5yOdogIiIiIiIiIippTJ4TEZF2Mj0wFEyeExEREREREVEZxIwGEREREREREREREVEeHHlORERaCQp5Rp7zgaFEREREREREVBYxeU5ERFoJCoUsiW8mz4mIiIiIiIioLGJGg4iIiIiIiIiIiIgoD448JyIirQSlAoJSKUM7WTJEQ0RERERERERUsjjynIiIiIiIiIiIiIgoD448JyIirbJHnssw57kMbRARERERERERlTQmz4mISCuFQgGFDA/7lKMNIiIiIiIiIqKSxowGEREREREREREREVEeTJ4TEZFWOdO2yLEUxoYNG1CvXj2Ym5vDzc0N58+f11l3x44dEARBbTE3N1erI0kS5s+fjxo1aqBixYrw8PDAzZs3CxUbEREREREREb3+mDwnIiKtjJk83717N3x9fbFgwQJERUWhVatW8PT0xKNHj3RuY2VlhYcPH6qWu3fvqq3/4osvsG7dOgQFBeHcuXOwsLCAp6cnUlNTDY6PiIiIiIiIiF5/TJ4TEVGps3r1akycOBHe3t5o1qwZgoKCUKlSJWzbtk3nNoIgwMHBQbXY29ur1kmShMDAQMydOxeDBg1Cy5Yt8c033+DBgwc4ePBgCRwREREREREREZU1TJ4TEZFWgqCAoJBhEbJvNUlJSWpLWlqa1v2mp6fj4sWL8PDwUJUpFAp4eHggMjJSZ7zJycmoW7cuHB0dMWjQIMTExKjWxcbGIi4uTq1Na2truLm55dsmEREREREREZVfTJ4TEZFWck/b4ujoCGtra9USEBCgdb+PHz9GVlaW2shxALC3t0dcXJzWbZo0aYJt27bhxx9/xHfffQdRFNGxY0f8/fffAKDazpA2iYiIiIiIiKh8MzF2AEREVD7cv38fVlZWqtdmZmayte3u7g53d3fV644dO6Jp06bYtGkTFi9eLNt+iIiIiIiIiKj8YPKciIi0KuzDPrW1A2Q/0DN38lwXGxsbKJVKxMfHq5XHx8fDwcFBr31WqFABrVu3xq1btwBAtV18fDxq1Kih1qaLi4tebRIRERERERFR+cJpW4iIqFQxNTWFq6srwsLCVGWiKCIsLExtdHl+srKycOXKFVWivH79+nBwcFBrMykpCefOndO7TSIiIiIiIiIqX16LkefL/jmj12jG19FMy1bGDsHoAlNiCq70uhMzjR2BUb1UVjR2CEb1UplRLO0qlAooZBh5Xpg2fH19MW7cOLRt2xbt27dHYGAgUlJS4O3tDQAYO3YsatWqpZo3fdGiRejQoQMaNWqE58+fY8WKFbh79y7ef/99AIAgCJg5cyY+//xzNG7cGPXr18e8efNQs2ZNeHl5FfkYiYiIiIiIiOj1w5HnRESklaAQICgUMiyCwfseMWIEVq5cifnz58PFxQXR0dEICQlRPfDz3r17ePjwoar+s2fPMHHiRDRt2hR9+/ZFUlISIiIi0KxZM1Wd2bNnY9q0aZg0aRLatWuH5ORkhISEwNzcvOidVc5s3LgRLVu2VE3F4+7ujiNHjuS7zd69e+Hk5ARzc3O0aNEChw8fLqFoiYiIiIiIiArntRh5TkRErx8fHx/4+PhoXRceHq72es2aNVizZk2+7QmCgEWLFmHRokVyhVhu1a5dG8uWLUPjxo0hSRJ27tyJQYMG4dKlS3B2dtaoHxERgVGjRiEgIAD9+/fHrl274OXlhaioKDRv3twIR0BERERERERUMCbPiYhIK7kfGEqvjwEDBqi9XrJkCTZu3IizZ89qTZ6vXbsWvXv3xqxZswAAixcvRmhoKNavX4+goKASiVlOqRlZeHtjBP5KSEEDWwv8d0pHmFdQaq03LCgSALD3A/dC1ylqrLraz29deqYIrw1nIEEoUuwF1TF0PQC9+l5OuWP4dkJ7vLv1PADgG++2WHzoD9x/dRN7PtCMQ9ux6Wor97EX9pzQ97zMLz59GbptakYWRmyOyLd+Uc+VwsQNwOA2n79Mh3vAMQBApF8PVKlkqve+5Lhu6Lt/fWLSdc4Bmv2iz/uT9/i0tVPY+IYHRcCxYgZWvFsdlcz4uYKIiIhKDj95EBGRVjnJczkWen1lZWUhODgYKSkpOh++GhkZCQ8PD7UyT09PREZGlkSIRERERERERIXCkedERERksCtXrsDd3R2pqamoXLkyDhw4oDbHfG5xcXGq+epz2NvbIy4uTmf7aWlpSEtLU71OSkoCAIiiCFEUCxWzKIqQJKnQ2+duR4AEBSQIkP6NSXNu/5x6/x934erIEau29nWty+knOWIvqI6h6wHo1fdyyh2DpOX/dcWh7dh0tZW3/wtzTuh7XuYXn7703Tb3v7niPlcKEzcAg9uURBGKXO+hruuJIedu7n4Sxfz/7em7f31i0nXO5cSau56+70/u49PWTlHi+/9+K/w1vKjXfyIiIip/mDwnIiKtBCH7gZ9ytEOvnyZNmiA6OhqJiYnYt28fxo0bhxMnTuhMoBsqICAA/v7+GuUJCQlITU0tVJuiKCIxMRGSJEFRhHM7PVOEY8UMmFqLsK+YgccJCTA10Wwvpx6AItUpivza17VOFEUkJSaidsUMAEKxHp+h6wHo1fdyyh3DkycJqv9/+uQxbEyzIOkZu6mJQmdbubcv7Dmh73mZX3z60nfbnH9z6ZlZxX6uFCZuAAa3mZyWgSbW2QnYJ08SkJZcwaB9aXt/cl+bMsX8Y9J3//rEpOucy4k1dz1935/cx6etncLGV7tiBmxMs/DkcQKSKxT+T9gXL14UelsiIiIqn5g8JyIirQSlEgpl0ecSFmRog0ofU1NTNGrUCADg6uqKCxcuYO3atdi0aZNGXQcHB8THx6uVxcfHw8HBQWf7fn5+8PX1Vb1OSkqCo6MjbG1tYWVlVaiYRVGEIAiwtbUtUvI8NSML91/dQmxiOtJNK8DG1lbn3MX3X90GgCLVKYr82te1ThRFZGRJ+PvVY0gQivX4DF0PQK++l1PuGKpXt8X9V3cAANWq2+BxuhJ/v9Ieh7Zj09VW7u0Le07oe17mF5++9N0259+cZZVquP8qNt/6RT1XChM3AIPbNHuZjhuJ2deP6tVtYZ3PnOf6nru5r03pWVK+Mem7f31i0nXOZceq+9zV/f6oH5+2dgob39+vbkEAUN3GFpXM9P/CIC9zc/NCb0tERETlE5PnREREVGSiKKpNs5Kbu7s7wsLCMHPmTFVZaGiozjnSAcDMzAxmZmYa5QqFokiJb0EQityGQiFBgoCciQR0tZdTL7+49alTFPm1n986QciZJKF4j8/Q9QD06ns55Y5BUCg0/l9XHNqOTVdbubcv7Dmh73mZX3z6MmTbnH9zxX2uFCZuAAa3KSgUEHO9h7q2MfTcVV2bpPyPU9/96xOTrnMuJ9bc9fR9f3Ifn7Z2ihKfHP/mi/t6QURERK8fQZIkydhBFFZSUhKsra0R/8+9Qo9CK+tmWrYydghGF5gSY+wQjE/MNHYERvUKhR+B9DpISkpCvVo1kJiYKMu1MOfaejfQF1YVNZOXBrf3Kg11Z66WLT4yPj8/P/Tp0wd16tTBixcvsGvXLixfvhxHjx7FW2+9hbFjx6JWrVoICAgAAERERKBr165YtmwZ+vXrh+DgYCxduhRRUVFo3ry5XvvMOS+Lch6JoohHjx7Bzs6OCZR8sJ/0w34qGPtIP+yngsnVR3LcS6j46fM+leV/N4zdOBi7cTB242Ds8t7zOfKciIiIDPLo0SOMHTsWDx8+hLW1NVq2bKlKnAPAvXv31D7odOzYEbt27cLcuXPx6aefonHjxjh48KDeiXMiIiIiIiIiY2DynIiItBKUCghKGR4YKkMbVLps3bo13/Xh4eEaZcOGDcOwYcOKKSIiIiIiIiIi+TF5TkREWgkKBQQZfuIlRxtERERERERERCWNGQ0iIiIiIiIiIiIiojw48pyIiLTitC1EREREREREVJ4xeU5ERFoJCkGe5LlCkCEaIiIiIiIiIqKSxeGARERERERERERERER5cOQ5ERFpxQeGEhEREREREVF5xowGEREREREREREREVEeHHlORERaCQolBIVSlnaIiIiIiIiIiMoajjwnIiLtFEr5FiIiIiIqcRs2bEC9evVgbm4ONzc3nD9/Pt/6e/fuhZOTE8zNzdGiRQscPnxYbf3ChQvh5OQECwsLVK1aFR4eHjh37pxanadPn2LMmDGwsrJClSpVMGHCBCQnJ8t+bERERCWByXMiIiIiIiKi18zu3bvh6+uLBQsWICoqCq1atYKnpycePXqktX5ERARGjRqFCRMm4NKlS/Dy8oKXlxeuXr2qqvPGG29g/fr1uHLlCk6fPo169eqhV69eSEhIUNUZM2YMYmJiEBoaikOHDuHkyZOYNGlSsR8vERFRcWDynIiItFMo5FuIiIiIqEStXr0aEydOhLe3N5o1a4agoCBUqlQJ27Zt01p/7dq16N27N2bNmoWmTZti8eLFaNOmDdavX6+qM3r0aHh4eKBBgwZwdnbG6tWrkZSUhMuXLwMArl27hpCQEHz99ddwc3NDp06d8OWXXyI4OBgPHjwokeMmIiKSE+c8JyIirQSlEoJShjnPZWiDiIiIiPSXnp6Oixcvws/PT1WmUCjg4eGByMhIrdtERkbC19dXrczT0xMHDx7UuY/NmzfD2toarVq1UrVRpUoVtG3bVlXPw8MDCoUC586dw+DBgzXaSUtLQ1pamup1UlISAEAURYiiqHXfoihCkiSd60szxm4cjN04GLtxMHbIeuxMnhMRERERERG9Rh4/foysrCzY29urldvb2+P69etat4mLi9NaPy4uTq3s0KFDGDlyJF6+fIkaNWogNDQUNjY2qjbs7OzU6puYmKBatWoa7eQICAiAv7+/RnlCQgJSU1O1biOKIhITEyFJEhRl7FeOjN04GLtxMHbjYOzAixcvZIuJyXMiItJOrod98oGhRERERK+N7t27Izo6Go8fP8aWLVswfPhwnDt3TiNpri8/Pz+1Ee9JSUlwdHSEra0trKystG4jiiIEQYCtrW2ZTAwx9pLH2I2DsRsHYwfMzc1li4nJcyIi0k6hkCl5XrZu1kRERERlnY2NDZRKJeLj49XK4+Pj4eDgoHUbBwcHvepbWFigUaNGaNSoETp06IDGjRtj69at8PPzg4ODg8YDSTMzM/H06VOd+zUzM4OZmZlGuUKhyDdxIghCgXVKK8ZuHIzdOBi7cZT32OU87rLXg0RERERERESkk6mpKVxdXREWFqYqE0URYWFhcHd317qNu7u7Wn0ACA0N1Vk/d7s5c5a7u7vj+fPnuHjxomr9sWPHIIoi3NzcCns4RERERsOR50REpJWgUECQ4dtaOdogIiIiIsP4+vpi3LhxaNu2Ldq3b4/AwECkpKTA29sbADB27FjUqlULAQEBAIAZM2aga9euWLVqFfr164fg4GD89ttv2Lx5MwAgJSUFS5YswcCBA1GjRg08fvwYGzZswD///INhw4YBAJo2bYrevXtj4sSJCAoKQkZGBnx8fDBy5EjUrFnTOB1BRERUBEbNaJw8eRIDBgxAzZo1IQiCzqd4ExEREREREZH+RowYgZUrV2L+/PlwcXFBdHQ0QkJCVA8FvXfvHh4+fKiq37FjR+zatQubN29Gq1atsG/fPhw8eBDNmzcHACiVSly/fh1vv/023njjDQwYMABPnjzBqVOn4OzsrGrn+++/h5OTE3r27Im+ffuiU6dOqgQ8ERFRWWPUkecpKSlo1aoV3nvvPQwZMsSYoRARUV6CTA8MFfjAUCIiIiJj8PHxgY+Pj9Z14eHhGmXDhg1TjSLPy9zcHPv37y9wn9WqVcOuXbsMipOIiKi0MmryvE+fPujTp48xQyAiIl0UMiXP5WiDiIiIiIiIiKiElak5z9PS0lQPIgGApKQkI0ZDRERERERERERERK+rMvUUt4CAAFhbW6sWR0dHY4dERPTaynlgqBwLEREREREREVFZU6YyGn5+fkhMTFQt9+/fN3ZIRESvr5xpW+RYiIiIiIiIiIjKmDI1bYuZmRnMzMyMHQYRERERERERERERvebKVPKciIhKkEIh0wNDy9SPnIiIiIiIiIiIABg5eZ6cnIxbt26pXsfGxiI6OhrVqlVDnTp1jBgZEREREREREREREZVnRk2e//bbb+jevbvqta+vLwBg3Lhx2LFjh5GiIiIiABCUSgjKoo88l6MNIiIiIiIiIqKSZtTkebdu3SBJkjFDICIiXRQKeaZc4bQtRERERERERFQGMaNBRERERERERERERJQHHxhKRETaKZQyPTCU07YQERERERERUdnDkedERKSVoFDKthTGhg0bUK9ePZibm8PNzQ3nz5/XWXfLli3o3LkzqlatiqpVq8LDw0Oj/vjx4yEIgtrSu3fvQsVGRERERERERK8/Js+JiKjU2b17N3x9fbFgwQJERUWhVatW8PT0xKNHj7TWDw8Px6hRo3D8+HFERkbC0dERvXr1wj///KNWr3fv3nj48KFq+eGHH0ricIiIiIiIiIioDGLynIiItBMU///Q0KIsguG3mtWrV2PixInw9vZGs2bNEBQUhEqVKmHbtm1a63///ff48MMP4eLiAicnJ3z99dcQRRFhYWFq9czMzODg4KBaqlatWqiuISIiIiIiIqLXH5PnRESklbGmbUlPT8fFixfh4eGhKlMoFPDw8EBkZKRebbx8+RIZGRmoVq2aWnl4eDjs7OzQpEkTTJkyBU+ePDEoNiIiIiIiIiIqP/jAUCIiKhFJSUlqr83MzGBmZqZR7/Hjx8jKyoK9vb1aub29Pa5fv67Xvj755BPUrFlTLQHfu3dvDBkyBPXr18ft27fx6aefok+fPoiMjIRSyYeaEhEREREREZE6jjwnIiLtFApAoZRhyb7VODo6wtraWrUEBAQUS9jLli1DcHAwDhw4AHNzc1X5yJEjMXDgQLRo0QJeXl44dOgQLly4gPDw8GKJ43UWEBCAdu3awdLSEnZ2dvDy8sKNGzfy3WbHjh0aD2zN/f4QERERERERlTYceU5ERCXi/v37sLKyUr3WNuocAGxsbKBUKhEfH69WHh8fDwcHh3z3sXLlSixbtgz/+9//0LJly3zrNmjQADY2Nrh16xZ69uyp51EQAJw4cQJTp05Fu3btkJmZiU8//RS9evXCH3/8AQsLC53bWVlZqSXZBUEoiXCJiIiIiIiICoXJcyIi0i7ngZ9ytIPsxGnu5LkupqamcHV1RVhYGLy8vABA9fBPHx8fndt98cUXWLJkCY4ePYq2bdsWuJ+///4bT548QY0aNfQ7DlIJCQlRe71jxw7Y2dnh4sWL6NKli87tBEEo8AsQIiIiIiIiotKC07YQEZFWglIp22IoX19fbNmyBTt37sS1a9cwZcoUpKSkwNvbGwAwduxY+Pn5qeovX74c8+bNw7Zt21CvXj3ExcUhLi4OycnJAIDk5GTMmjULZ8+exZ07dxAWFoZBgwahUaNG8PT0lKfDyrHExEQA0HhAa17JycmoW7cuHB0dMWjQIMTExJREeERERERERESFwpHnRERU6owYMQIJCQmYP38+4uLi4OLigpCQENVDRO/duwdFrlHxGzduRHp6OoYOHarWzoIFC7Bw4UIolUpcvnwZO3fuxPPnz1GzZk306tULixcv1jl9DOlHFEXMnDkTb775Jpo3b66zXpMmTbBt2za0bNkSiYmJWLlyJTp27IiYmBjUrl1bo35aWhrS0tJUr3MeOCuKIkRRLHSskiQVevvygv2kH/ZTwdhH+mE/FUyuPmIfExERkaEMTp6npqbqfMDXw4cP+fN3IqLXRc4DP+VopxB8fHx0TtOS9yGfd+7cybetihUr4ujRo4WK43VRXPfvqVOn4urVqzh9+nS+9dzd3eHu7q563bFjRzRt2hSbNm3C4sWLNeoHBATA399fozwhIQGpqamFilUURSQmJkKSJLUvX0gd+0k/7KeCsY/0w34qmFx99OLFCxmjIiIiovLA4OR5mzZtsGvXLri4uKiV//e//8UHH3yAhIQEuWIjIiJjMnLynORVHPdvHx8fHDp0CCdPntQ6ejw/FSpUQOvWrXHr1i2t6/38/ODr66t6nZSUBEdHR9ja2uo1d742oihCEATY2toyQZUP9pN+2E8FYx/ph/1UMLn6SNeXyERERES6GJw879atGzp06AB/f3988sknSElJwdSpU7Fnzx4sWbKkOGIkIiKiIpLz/i1JEqZNm4YDBw4gPDwc9evXNzierKwsXLlyBX379tW63szMTOuUOgqFokiJE0EQitxGecB+0g/7qWDsI/2wnwomRx+xf4mIiMhQBifPv/rqK/Tr1w/vv/8+Dh06hIcPH6Jy5co4f/58vnOdEhFR2SIoFBBk+CNTjjao6OS8f0+dOhW7du3Cjz/+CEtLS8TFxQEArK2tUbFiRQDZD3WtVasWAgICAACLFi1Chw4d0KhRIzx//hwrVqzA3bt38f7778t7oEREREREREQyKdQDQ/v06YMhQ4Zg48aNMDExwc8//8zEORHR60aQadoWgdO2lBZy3b83btwIIHs0e27bt2/H+PHjAWg+1PXZs2eYOHEi4uLiULVqVbi6uiIiIgLNmjUr9PEQERERERERFSeDk+e3b9/G6NGjERcXh6NHj+LEiRMYOHAgZsyYgSVLlqBChQrFEScREREVgZz3b0mSCqyT96Gua9aswZo1awwNm4iIiIiIiMhoDP4tvYuLC+rXr4/ff/8db731Fj7//HMcP34c+/fvR/v27YsjRiIiMgZBAASFDItg7CMh8P5NREREREREZCiDk+dfffUVgoODUaVKFVVZx44dcenSJbRp00bO2IiIiEgmvH8TERERERERGcbg5Pm7774LAEhPT8eNGzeQmZkJALC0tMTWrVvljY6IiIxHllHn/y5kdLx/ExERERERERnG4IzGq1evMGHCBFSqVAnOzs64d+8eAGDatGlYvny57AESEZFxSIJCtoWMj/dvIiKi0uvYsWNo1qwZkpKSNNYlJibC2dkZp06dMkJkRERE5ZvBGY05c+bg999/R3h4OMzNzVXlHh4eCA4OljU4IiIikgfv30RERKVXYGAgJk6cCCsrK4111tbWmDx5MlavXm2EyIiIiMo3g5PnBw8exPr169GpUycIuR4C5+zsjNu3b8saHBERGRGnbXmt8P5NRERUev3+++/o3bu3zvW9evXCxYsXSzAiIiIiAgATQzdISEiAnZ2dRnlKSoraH+NERFTGCUL2Ikc7ZHS8fxMREZVe8fHxqFChgs71JiYmSEhIKMGIiIiICChE8rxt27b45ZdfMG3aNABQ/cH99ddfw93dXd7o9KRIfwlFmtIo+za2wJQYY4dgdDMtnI0dgtEFJl8xdghGVSn9hbFDMKrMjGRjh0BlQGm8fxMREVG2WrVq4erVq2jUqJHW9ZcvX0aNGjVKOCoiIiIyOHm+dOlS9OnTB3/88QcyMzOxdu1a/PHHH4iIiMCJEyeKI0YiIjIGhSJ7kaMdMjrev4mIiEqvvn37Yt68eejdu7fas0mA7Id+L1iwAP379zdSdEREROWXwRmNTp06ITo6GpmZmWjRogV+/fVX2NnZITIyEq6ursURIxERERUR799ERESl19y5c/H06VO88cYb+OKLL/Djjz/ixx9/xPLly9GkSRM8ffoUn332mbHDJCIiKncMHnkOAA0bNsSWLVvkjoWIiEoRSVBAkuFhn3K0QfLg/ZuIiKh0sre3R0REBKZMmQI/Pz9IkgQge5o1T09PbNiwAfb29kaOkoiIqPzRK3melJSkd4NWVlaFDoaIiEoRQZG9yNEOGQXv30RERGVDjx49sH//fhw+fBjPnj3DrVu3IEkSGjdujKpVqxo7PCIionJLr+R5lSpVVA8WK0hWVlaRAiIiIiJ58P5NRERUNoSHhyM9PR0AULVqVbRr187IERERERGgZ/L8+PHjqv+/c+cO5syZg/Hjx8Pd3R0AEBkZiZ07dyIgIKB4oiQiopLHkedlHu/fRERERERERIWnV/K8a9euqv9ftGgRVq9ejVGjRqnKBg4ciBYtWmDz5s0YN26c/FESEVHJY/K8zOP9m4iIqOz4448/EBcXl2+dli1bllA0REREBBTigaGRkZEICgrSKG/bti3ef/99WYIiIiIiefH+TUREVLr17NlT9aDQ3ARBgCRJEASB06wRERGVMIOT546OjtiyZQu++OILtfKvv/4ajo6OsgVGRETGJQkCJBlGjUt6zrlNxYv3byIiotLt3LlzsLW1NXYYRERElIvByfM1a9bg7bffxpEjR+Dm5gYAOH/+PG7evIn//ve/sgdIRERGwmlbXiu8fxMREZVuderUgZ2dnaxtbtiwAStWrEBcXBxatWqFL7/8Eu3bt9dZf+/evZg3bx7u3LmDxo0bY/ny5ejbty8AICMjA3PnzsXhw4fx119/wdraGh4eHli2bBlq1qypaqNevXq4e/euWrsBAQGYM2eOrMdGRERUEgzOaPTt2xc3b97EgAED8PTpUzx9+hQDBgzAn3/+qbqpEhERUenC+zcREVH5snv3bvj6+mLBggWIiopCq1at4OnpiUePHmmtHxERgVGjRmHChAm4dOkSvLy84OXlhatXrwIAXr58iaioKMybNw9RUVHYv38/bty4gYEDB2q0tWjRIjx8+FC1TJs2rViPlYiIqLgYPPIcAGrXro2lS5fKHQsREZUmgpC9yNEOlQq8fxMREZVOXbt2RXp6uqxtrl69GhMnToS3tzcAICgoCL/88gu2bdumdRT42rVr0bt3b8yaNQsAsHjxYoSGhmL9+vUICgqCtbU1QkND1bZZv3492rdvj3v37qFOnTqqcktLSzg4OMh6PERERMZQqOT58+fPcf78eTx69AiiKKqtGzt2rCyBERERkbx4/yYiIiqdTp48CVNTU9naS09Px8WLF+Hn56cqUygU8PDwQGRkpNZtIiMj4evrq1bm6emJgwcP6txPYmIiBEFAlSpV1MqXLVuGxYsXo06dOhg9ejQ++ugjmJhoTz+kpaUhLS1N9TopKQkAIIqixueVHKIoQpIknetLM8ZuHIzdOBi7cTB2yHrsBifPf/75Z4wZMwbJycmwsrKCkGtEoSAI/OObiOh1wTnPXyu8fxMREZVekiTJ2t7jx4+RlZUFe3t7tXJ7e3tcv35d6zZxcXFa68fFxWmtn5qaik8++QSjRo2ClZWVqnz69Olo06YNqlWrhoiICPj5+eHhw4dYvXq11nYCAgLg7++vUZ6QkIDU1FSt24iiiMTEREiSBIWibH3WZOzGwdiNg7EbB2MHXrx4IVtMBifPP/74Y7z33ntYunQpKlWqJFsgRERUukiCApIMiW852qCi4/2biIiodBPK0FR3GRkZGD58OCRJwsaNG9XW5R693rJlS5iammLy5MkICAiAmZmZRlt+fn5q2yQlJcHR0RG2trZqSfncRFGEIAiwtbUtk4khxl7yGLtxMHbjYOyAubm5bDEZnDz/559/MH36dP7hTUREVIbw/k1ERFS6vfHGGwUm0J8+fapXWzY2NlAqlYiPj1crj4+P1zkXuYODg171cxLnd+/exbFjx3QmuHO4ubkhMzMTd+7cQZMmTTTWm5mZaU2qKxSKfBMngiAUWKe0YuzGwdiNg7EbR3mPXc7jNjh57unpid9++w0NGjSQLQgiIiqFBAUgxw2HI89LBd6/iYiISjd/f39YW1vL0papqSlcXV0RFhYGLy8vANmj+cLCwuDj46N1G3d3d4SFhWHmzJmqstDQULi7u6te5yTOb968iePHj6N69eoFxhIdHQ2FQgE7O7siHRMREZExGJw879evH2bNmoU//vgDLVq0QIUKFdTWDxw4ULbgiIjIiDjneaHcvHkT8+fPx6ZNmzRGYiUmJmLKlCn4/PPPSzyJzfs3ERFR6TZy5EhZE8y+vr4YN24c2rZti/bt2yMwMBApKSnw9vYGkP2w8Fq1aiEgIAAAMGPGDHTt2hWrVq1Cv379EBwcjN9++w2bN28GkJ04Hzp0KKKionDo0CFkZWWp5kOvVq0aTE1NERkZiXPnzqF79+6wtLREZGQkPvroI7zzzjuoWrWqbMdGRERUUgxOnk+cOBEAsGjRIo11giAgKyur6FERERGVUStWrICjo6PWnzBbW1vD0dERK1as0JgftLjx/k1ERFR6Fcd85yNGjEBCQgLmz5+PuLg4uLi4ICQkRPVQ0Hv37qn9rL1jx47YtWsX5s6di08//RSNGzfGwYMH0bx5cwDZU8D99NNPAAAXFxe1fR0/fhzdunWDmZkZgoODsXDhQqSlpaF+/fr46KOP1OY0JyIiKksMTp6LolgccRARUWnDkeeFcuLECXz33Xc61w8fPhyjR48uwYiy8f5NRERUekmSVCzt+vj46JymJTw8XKNs2LBhGDZsmNb69erVKzDONm3a4OzZswbHSUREVFoZnDwnIqJygsnzQrl3716+P7m2sbHB/fv3SzAiIiIiKu10fcl99+5dpKSkwMnJqUw+9I2IiKis0zt5vm7dOr3qTZ8+vdDBEBERlXXW1ta4ffs26tatq3X9rVu3tE7pUlx4/yYiIir9tm3bhufPn6tNbzJp0iRs3boVANCkSRMcPXoUjo6OxgqRiIioXNI7eb5mzZoC6wiCwD++iYheE5IgQJJh1LhUDHN4lmZdunTBl19+iR49emhdv27dOnTu3LnE4uH9m4iIqPTbvHkzJk+erHodEhKC7du345tvvkHTpk3h4+MDf39/fP3110aMkoiIqPzRO3keGxtbnHEQERG9Fvz8/ODu7o6hQ4di9uzZaNKkCQDg+vXr+OKLL3D06FFERESUWDy8fxMREZV+N2/eRNu2bVWvf/zxRwwaNAhjxowBACxduhTe3t7GCo+IiKjc4pznRESkHec8L5TWrVtj3759eO+993DgwAG1ddWrV8eePXvQpk0bI0VHREREpdGrV6/UpnWLiIjAhAkTVK8bNGiAuLg4Y4RGRERUrjF5TkRE2glC9iJHO+XIokWL8J///Ad3795FSEgIbt26BUmS8MYbb6BXr16oVKmSsUMkIiKiUqZu3bq4ePEi6tati8ePHyMmJgZvvvmman1cXBysra2NGCEREVH5xOQ5ERGRjPz9/fHBBx/Azs4OgwcPNnY4REREVAaMGzcOU6dORUxMDI4dOwYnJye4urqq1kdERKB58+ZGjJCIiKh8Mupv6QMCAtCuXTtYWlrCzs4OXl5euHHjhjFDIiKiHDnTtsixFMKGDRtQr149mJubw83NDefPn8+3/t69e+Hk5ARzc3O0aNEChw8fVlsvSRLmz5+PGjVqoGLFivDw8MDNmzcLFVt+JEmSvc3SprD374LeIyIiovJq9uzZmDhxIvbv3w9zc3Ps3btXbf2ZM2cwatQoI0VHRERUfhk1eX7ixAlMnToVZ8+eRWhoKDIyMtCrVy+kpKQYMywiIgIgCQrZFkPt3r0bvr6+WLBgAaKiotCqVSt4enri0aNHWutHRERg1KhRmDBhAi5dugQvLy94eXnh6tWrqjpffPEF1q1bh6CgIJw7dw4WFhbw9PREampqoftIF+E1n6qmMPdvfd4jIiKi8kqhUGDRokW4dOkSjhw5gqZNm6qt37t3r9oc6ERERFQyCjVtiyiKuHXrFh49egRRFNXWdenSRe92QkJC1F7v2LEDdnZ2uHjxokHtEBHR62X16tWYOHEivL29AQBBQUH45ZdfsG3bNsyZM0ej/tq1a9G7d2/MmjULALB48WKEhoZi/fr1CAoKgiRJCAwMxNy5czFo0CAAwDfffAN7e3scPHgQI0eOlDX+N954o8AE+tOnT2Xdpz6Mef8u6D0qKemZIrw2nIEEAXs/cId5BaXe26ZmZGFYUCQAGLytPm1+O6E93t16Xpb2DYk1p674768mlAKwfnDDQu87v7YVgqDXcRraL9r2s/cDdwDQ2Q/59ZFc7/Xzl+lwDzgGAIj064EqlUwL1Y4uuo5bjnOzLND1PqVmZOHtjRH4KyEF9WwqQSEIep0TOYr7fTOGwlwT9KlLRERE9LozOHl+9uxZjB49Gnfv3tX4abogCMjKyip0MImJiQCAatWqFboNIiKSSRGmXNFoxwDp6em4ePEi/Pz8VGUKhQIeHh6IjIzUuk1kZCR8fX3Vyjw9PXHw4EEAQGxsLOLi4uDh4aFab21tDTc3N0RGRsqePPf39y91D/Uy9v27oPeIiIiIiIiIqLQxOHn+wQcfoG3btvjll19Qo0YN2X6aLooiZs6ciTfffFPng1DS0tKQlpamep2UlCTLvomIqPjlvWabmZnBzMxMo97jx4+RlZUFe3t7tXJ7e3tcv35da9txcXFa68fFxanW55TpqiOnkSNHws7OTvZ2i8KY92+g4PcoL133fFEUNUbNGxKrJEkQIOVqS/9+EEWx0Nvq06YkY/uGxJpTN6e+gOy5+wvbzwW2rUdshvaLtv3kxK9r2/z6SJ/+yzmf8usnSRShyHUccvRp3hi0Hbcc56Yc9Omjorav7X3KKVf82zcC9DsnchT3+6btOIqzn3L2Yeg1QZ+6JUWuPiru95KIiIhePwYnz2/evIl9+/ahUaNGsgYydepUXL16FadPn9ZZJyAgAP7+/rLul4iItJMEAZIMCdacNhwdHdXKFyxYgIULFxa5fdKPMe/fhaHrnp+QkFDoeepFUURSYiJqV8wAIOBxQgJMTfT/ZUR6pgjHihkAYPC2+rT55EmCbO0bEmtO3f+f+gNISkxEBaUAhaJox6jZtqDXcRraL9r28zghAQB0bptfH+nTf6IoIjExEZIk6eyn5LQMNLEWVceRllxBe0cVkq7jluPclIM+fVQUut6nnHJTaxF2FTMg/DttS0HnRI7ift/yKu5+Agp3TdCnbkmRq49evHghY1RERERUHhicPHdzc8OtW7dk/ePbx8cHhw4dwsmTJ1G7dm2d9fz8/NR+8p2UlKSRjCEiInlIUvYiRzsAcP/+fVhZWanKtY06BwAbGxsolUrEx8erlcfHx8PBwUHrNg4ODvnWz/lvfHw8atSooVbHxcXFoOPRR3p6uuxtFpUx799Awe9RXrru+ba2tmrnkSFEUURGloS/Xz2GBAE2trYGz3l+/9VtADB4W33arF7dFvdf3ZGlfUNizambe85zK2tr2NnZFTmRl7dthSDodZyG9ou2/djY2gKAzn7Ir4/06T9RFCEIAmxtbXX2k9nLdNxIVKiOw7oY5jzXdtylZY5qffqoKHS9T9nltxCbmI7UChVUc54XdE7kKO73La/i7iegcNcEfeqWFLn6yNzcXMaoiIiIqDwwOHk+bdo0fPzxx4iLi0OLFi1QoYL6SIyWLVvq3ZYkSZg2bRoOHDiA8PBw1K9fP9/6un7iT0REpZ+VlZVeSU9TU1O4uroiLCwMXl5eALL/aA4LC4OPj4/Wbdzd3REWFoaZM2eqykJDQ+Hunv1wuPr168PBwQFhYWGqZHlSUhLOnTuHKVOmFOm4dB1DaWPM+zdQ8HuUl657vkKhKFLiRBAE1UQOhralUEj/TgBR9Di0tSkoFLK1b0isOXVzviuTkN1PchyjZtuCXsdpaL9o209OPV3b5tdH+vZfQf0kKBQQcx2H3IlRXcddXAnYwpDrXNJG1/uUU/7/k9oIep0TqpiL+X3Tpjj7CSjcNUGfuiVJjj4qLceSn6ysLOzYsQNhYWFaH/B97NgxI0VGRERUPglS3qeGFUDrB0xByJ5D1MAHjn344YfYtWsXfvzxRzRp0kRVbm1tjYoVKxa4fVJSEqytrZEQex1WlpZ67/d1IlYsXQ+kM4aZFs7GDsHoApOvGDsEoxLSXxo7BKNKSnoBu3qNkZiYWOgRuertZV9b/3kYJ1t7tWo4GBTf7t27MW7cOGzatAnt27dHYGAg9uzZg+vXr8Pe3h5jx45FrVq1EBAQAACIiIhA165dsWzZMvTr1w/BwcFYunQpoqKiVPNwL1++HMuWLcPOnTtRv359zJs3D5cvX8Yff/wh60g0hUKBuLi4UjfneUnfvwvzHuUn57wsynkuiiIePXoky4jq1xn7ST/sp4Kxj/TDfiqYXH0kx72kuPn4+GDHjh3o16+f1meUrFmzxkiRlRx93qey/O+GsRsHYzcOxm4cjF3ee77BI89jY2OLtMPcNm7cCADo1q2bWvn27dsxfvx42fZDRESGk/5d5GjHUCNGjEBCQgLmz5+PuLg4uLi4ICQkRPXAyXv37qndSDt27Ihdu3Zh7ty5+PTTT9G4cWMcPHhQLSk7e/ZspKSkYNKkSXj+/Dk6deqEkJCQYvkJt1wP45RTSd+/C/MeERERlXfBwcHYs2cP+vbta+xQiIiICIVIntetW1e2nRs46J2IiMoRHx8fndO0hIeHa5QNGzYMw4YN09meIAhYtGgRFi1aJFeIOo0fP77Aacb2799f7HHkVtL378K8R0REROWdqamp7A/3JiIiosIzOHkOALdv30ZgYCCuXbsGAGjWrBlmzJiBhg0byhocEREZjyhlL3K0U95YWlrqNf1YSeP9m4iIqHT7+OOPsXbtWqxfv75U/pKNiIiovDE4eX706FEMHDgQLi4uePPNNwEAZ86cgbOzM37++We89dZbsgdJREQlT5IkWX4hVB5/ZbRu3bpSN+c5799ERESl3+nTp3H8+HEcOXIEzs7OGg/4LulfrhEREZV3BifP58yZg48++gjLli3TKP/kk0/4xzcREZVrpXWUGO/fREREpV+VKlUwePBgY4dBRERE/zI4eX7t2jXs2bNHo/y9995DYGCgHDEREVEpwGlbCqe0jrTn/ZuIiKj02759u7FDICIiolwUhm5ga2uL6OhojfLo6OhS9xN1IiKikvb555/j/PnzamXffPMN6tevDzs7O0yaNAlpaWklHhfv30RERERERESGMXjk+cSJEzFp0iT89ddf6NixI4DsOVOXL18OX19f2QMkIiLjKZ1jqEu3kydPQqlUon///gCAK1euYMKECRg/fjyaNm2KFStWoGbNmli4cGGJxsX7NxERUdmwb98+7NmzB/fu3UN6errauqioKCNFRUREVD4ZnDyfN28eLC0tsWrVKvj5+QGAKgkwffp02QMkIiLj4LQthfP777/j888/V70ODg6Gm5sbtmzZAgBwdHTEggULSjx5zvs3ERFR6bdu3Tp89tlnGD9+PH788Ud4e3vj9u3buHDhAqZOnWrs8IiIiModg5LnmZmZ2LVrF0aPHo2PPvoIL168AABYWloWS3BERERlzbNnz2Bvb696feLECfTp00f1ul27drh//36JxsT7NxERUdnw1VdfYfPmzRg1ahR27NiB2bNno0GDBpg/fz6ePn1q7PCIiIjKHYPmPDcxMcEHH3yA1NRUANl/dPMPbyKi15MkSbIt5Ym9vT1iY2MBAOnp6YiKikKHDh1U61+8eIEKFSqUaEy8fxMREZUN9+7dU02vVrFiRdUX3u+++y5++OEHY4ZGRERULhn8wND27dvj0qVLxRELERGVIqKMS3nSt29fzJkzB6dOnYKfnx8qVaqEzp07q9ZfvnwZDRs2LPG4eP8mIiIq/RwcHFQjzOvUqYOzZ88CAGJjY8vdgAQiIqLSwOA5zz/88EN8/PHH+Pvvv+Hq6goLCwu19S1btpQtOCIiorJm8eLFGDJkCLp27YrKlStj586dMDU1Va3ftm0bevXqVeJx8f5NRERU+vXo0QM//fQTWrduDW9vb3z00UfYt28ffvvtNwwZMsTY4REREZU7BifPR44cCQBqDxcTBAGSJEEQBGRlZckXHRERGY0kZS9ytFOe2NjY4OTJk0hMTETlypWhVCrV1u/duxeVK1cu8bh4/yYiIir9Nm/eDFHM/t3e1KlTUb16dURERGDgwIGYPHmykaMjIiIqfwxOnufM40pERK83Ucpe5GinPLK2ttZaXq1atRKOJBvv30RERKWfQqGAQvH/s6uOHDlS9QU4ERERlTyDk+d169YtjjiIiIioGPH+TUREVDacOnUKmzZtwu3bt7Fv3z7UqlUL3377LerXr49OnToZOzwiIqJyxeDk+TfffJPv+rFjxxY6GCIiKj0kSZLlwVR8uFXpwPs3ERFR6fff//4X7777LsaMGYNLly4hLS0NAJCYmIilS5fi8OHDRo6QiIiofDE4eT5jxgy11xkZGXj58iVMTU1RqVIl/vFNRERUCvH+TUREVPp9/vnnCAoKwtixYxEcHKwqf/PNN/H5558bMTIiIqLySVFwFXXPnj1TW5KTk3Hjxg106tQJP/zwQ3HESERERiDKuJDx8f5NRERU+t24cQNdunTRKLe2tsbz589LPiAiIqJyzuDkuTaNGzfGsmXLNEa1ERFR2SUBkCQZFmMfCOnE+zcREVHp4uDggFu3bmmUnz59Gg0aNDBCREREROWbLMlzADAxMcGDBw/kao6IiIhKAO/fREREpcfEiRMxY8YMnDt3DoIg4MGDB/j+++/xn//8B1OmTDF2eEREROWOwXOe//TTT2qvJUnCw4cPsX79erz55puyBUZERMYlShJEGR72KUcbVHS8fxMREZV+c+bMgSiK6NmzJ16+fIkuXbrAzMwM//nPfzBt2jRjh0dERFTuGJw89/LyUnstCAJsbW3Ro0cPrFq1Sq64iIjIyCTIM+UKU+elA+/fREREpZ8gCPjss88wa9Ys3Lp1C8nJyWjWrBkqV65s7NCIiIjKJYOT56LIR78RERGVNbx/ExERlR2mpqZo1qyZscMgIiIq9wxOnudIT09HbGwsGjZsCBOTQjdDRESllChlL3K0Q6UH799ERESlz3vvvadXvW3bthVzJERERJSbwQ8MffnyJd577z1UqlQJzs7OuHfvHgBg2rRpWLZsmewBEhERUdHx/k1ERFR67dixA8ePH8fz58/x7NkznQsRERGVLIOT535+frh8+TLCw8Nhbm6uKvfw8MDu3btlDY6IiIxIAiQZFk56Xjrw/k1ERFR6TZkyBYmJiYiNjUX37t2xdetWHDhwQGMhIiKikmVw8vzgwYNYv349OnXqBEEQVOXOzs64ffu2rMEREZHxiJBkW8j4eP8mIiIqvTZs2ICHDx9i9uzZ+Pnnn+Ho6Ijhw4fj6NGjkCR+liIiIjIWgyc7TUhIgJ2dnUZ5SkqK2h/jJUk0t4JY0coo+zY6MdPYERhdYPIVY4dgdDMrtzB2CEa1KuWasUMwqkwzY0dAZUFpvH8TERHR/zMzM8OoUaMwatQo3L17Fzt27MCHH36IzMxMxMTEoHLlyga3uWHDBqxYsQJxcXFo1aoVvvzyS7Rv315n/b1792LevHm4c+cOGjdujOXLl6Nv374AgIyMDMydOxeHDx/GX3/9BWtra3h4eGDZsmWoWbOmqo2nT59i2rRp+Pnnn6FQKPD2229j7dq1hYqfiIjI2Aweed62bVv88ssvqtc5f3B//fXXcHd3ly8yIiIyKjmmbFFN3UJGx/s3ERFR2aFQKCAIAiRJQlZWVqHa2L17N3x9fbFgwQJERUWhVatW8PT0xKNHj7TWj4iIwKhRozBhwgRcunQJXl5e8PLywtWrVwFkPz8lKioK8+bNQ1RUFPbv348bN25g4MCBau2MGTMGMTExCA0NxaFDh3Dy5ElMmjSpUMdARERkbAaPPF+6dCn69OmDP/74A5mZmVi7di3++OMPRERE4MSJE8URIxERGYEoZS9ytEPGx/s3ERFR6ZaWlob9+/dj27ZtOH36NPr374/169ejd+/eUCgMHveG1atXY+LEifD29gYABAUF4ZdffsG2bdswZ84cjfpr165F7969MWvWLADA4sWLERoaivXr1yMoKAjW1tYIDQ1V22b9+vVo37497t27hzp16uDatWsICQnBhQsX0LZtWwDAl19+ib59+2LlypVqI9SJiIjKAoOT5506dUJ0dDSWLVuGFi1a4Ndff0WbNm0QGRmJFi3K99QRREREpRXv30RERKXXhx9+iODgYDg6OuK9997DDz/8ABsbm0K3l56ejosXL8LPz09VplAo4OHhgcjISK3bREZGwtfXV63M09MTBw8e1LmfxMRECIKAKlWqqNqoUqWKKnEOZD+cXKFQ4Ny5cxg8eLBGG2lpaUhLS1O9TkpKAgCIoghRFLXuVxRFSJKkc31pxtiNg7EbB2M3DsYOWY/d4OQ5ADRs2BBbtmyRLQgiIip95JpyhdO2lB68fxMREZVOQUFBqFOnDho0aIATJ07o/FXY/v379Wrv8ePHyMrKgr29vVq5vb09rl+/rnWbuLg4rfXj4uK01k9NTcUnn3yCUaNGwcrKStVG3mesmJiYoFq1ajrbCQgIgL+/v0Z5QkICUlNTtW4jiiISExMhSVKhRuUbE2M3DsZuHIzdOBg78OLFC9liKlTynIiIXn8iJIgoeuZbjjaIiIiIXmdjx44tUw/wzsjIwPDhwyFJEjZu3Fiktvz8/NRGvCclJcHR0RG2traqpHxeoihCEATY2tqWycQQYy95jN04GLtxMHbA3Nxctpj0Tp7nPLAkP4IgIDMzs8hBERERkTx4/yYiIir9duzYIWt7NjY2UCqViI+PVyuPj4+Hg4OD1m0cHBz0qp+TOL979y6OHTumluB2cHDQeCBpZmYmnj59qnO/ZmZmMDMz0yhXKBT5Jk4EQSiwTmnF2I2DsRsHYzeO8h67nMetd/L8wIEDOtdFRkZi3bp1ZXIuHSIi0o7TtrweeP8mIiIqf0xNTeHq6oqwsDB4eXkByB7NFxYWBh8fH63buLu7IywsDDNnzlSVhYaGwt3dXfU6J3F+8+ZNHD9+HNWrV9do4/nz57h48SJcXV0BAMeOHYMoinBzc5P3IImIiEqA3snzQYMGaZTduHEDc+bMwc8//4wxY8Zg0aJFsgZHRERERcP7NxERUfnk6+uLcePGoW3btmjfvj0CAwORkpICb29vANlTxdSqVQsBAQEAgBkzZqBr165YtWoV+vXrh+DgYPz222/YvHkzgOzE+dChQxEVFYVDhw4hKytLNY95tWrVYGpqiqZNm6J3796YOHEigoKCkJGRAR8fH4wcORI1a9Y0TkcQEREVQaHGsD948AATJ05EixYtkJmZiejoaOzcuRN169aVOz4iIjISUZJkW6h0kOv+ffLkSQwYMAA1a9aEIAg4ePBgvvXDw8MhCILGouvBYURERFR0I0aMwMqVKzF//ny4uLggOjoaISEhqoeC3rt3Dw8fPlTV79ixI3bt2oXNmzejVatW2LdvHw7+X3t3HhdVuf8B/HOGZUaWEZVlQFHcElFZxCuhaZYkmJma16tecqHS6oobtki3XEug1FzySlZe7HclLa+allmEoXUlFxS3lJumYsaiqQyLbHPO7w9irgPDPswZ5PN+vc5L55znPOd7vgwM8+WZ59m9G3379gUAXL9+HXv27MGvv/4Kf39/uLu767fDhw/r+9m6dSu8vb0xfPhwPP7443jooYf0BXgiIqKWpkELhubl5WHFihVYv349/P39kZycjCFDhjRXbEREJCOdWLGZoh+Sl6lfvwsLC+Hn54dnnnkGTz31VL3Py8jIMJgX1dXVtdExEBERUd0iIyNrnKYlJSWl2r4JEyZgwoQJRtt7eXlBqsegiPbt2yMxMbFBcRIREVmqehfP3377bcTFxUGj0eCTTz4x+jFwIiIisizN8fo9cuRIjBw5ssHnubq6wsnJqcnXJyIiIiIiIjKHehfPFy5ciDZt2qBHjx7YsmULtmzZYrTdzp07TRYcERHJx1RTrnDaFnlZ0uu3v78/SkpK0LdvXyxZsgSDBw+usW1JSQlKSkr0j7VaLYCKxc4au8CpKIqQJIkLpNaBeaof5qluzFH9ME91M1WOmGMiIiJqqHoXz6dOnQpBEJozFiIisiCiJEHH4nmLZwmv3+7u7oiPj8eAAQNQUlKCDz/8EMOGDcORI0fQv39/o+fExMRg6dKl1fbfuHEDxcXFjYpDFEXk5eVBkiQoFI1a9qVVYJ7qh3mqG3NUP8xT3UyVo/z8fBNGRURERK1BvYvnCQkJzRgGERFRw926dQuzZ8/G3r17oVAoMH78eKxduxYODg41tl+8eDG++eYbZGZmwsXFBWPHjsXy5cvRtm1bfTtjxeZPPvkEkyZNarZ7aS6W8Prdq1cv9OrVS/940KBBuHTpEt5991383//9n9FzoqOjERUVpX+s1Wrh6ekJFxcXg3nTG0IURQiCABcXFxaoasE81Q/zVDfmqH6Yp7qZKkcqlcqEUREREVFr0KAFQ4mIqPUQJdOMGhebceB5eHg4srKykJSUhLKyMkRERGDmzJk1LlL122+/4bfffsPKlSvh4+ODq1ev4oUXXsBvv/2GHTt2GLT95z//ibCwMP1jztVtWgMHDsQPP/xQ43GlUgmlUlltv0KhaFLhRBCEJvfRGjBP9cM81Y05qh/mqW6myBHzS0RERA3F4jkRERmlEys2U/TTHM6fP4/9+/fj2LFjGDBgAABg/fr1ePzxx7Fy5Up4eHhUO6dv377497//rX/cvXt3vPXWW3j66adRXl4Oa+v/vSw6OTlBo9E0T/CE9PR0uLu7yx0GERERERERUY34p3ciIjILrVZrsN27GGRjpKamwsnJSV84B4CQkBAoFAocOXKk3v3k5eVBrVYbFM4BYNasWXB2dsbAgQOxefNmSJy7Xa+goADp6elIT08HAFy+fBnp6enIzMwEUDHlytSpU/Xt16xZg88//xwXL17E2bNnMW/ePBw4cACzZs2SI3wiIiIiIiKieuHIcyIiMkqUJBNN21LRh6enp8H+xYsXY8mSJY3uNzs7G66urgb7rK2t0b59e2RnZ9erj5s3b2L58uWYOXOmwf5ly5bh0UcfhZ2dHb755hv87W9/Q0FBAebMmdPoeO8nx48fxyOPPKJ/XDk3+bRp05CQkICsrCx9IR0ASktLsWDBAly/fh12dnbw9fXFt99+a9AHERERERERkaVh8ZyIiMzi2rVrBgs9GpvPGgAWLlyIuLi4Wvs6f/58k+PRarUYNWoUfHx8qhXx33jjDf3/AwICUFhYiHfeeYfF8z8MGzas1pH4VRcpfeWVV/DKK680c1REREREREREpsXiORERGaWTJOhMMPK8sg+1Wm1QPK/JggULMH369FrbdOvWDRqNBrm5uQb7y8vLcevWrTrnKs/Pz0dYWBgcHR2xa9cu2NjY1No+KCgIy5cvR0lJSY1FfyIiIiIiIiK6v7B4TkRERokARBNM893Q9UJdXFzg4uJSZ7vg4GDcuXMHaWlpCAwMBAAcOHAAoigiKCioxvO0Wi1CQ0OhVCqxZ88eqFSqOq+Vnp6Odu3asXBORERERERE1IqweE5ERC1S7969ERYWhhkzZiA+Ph5lZWWIjIzEpEmT4OHhAQC4fv06hg8fjo8//hgDBw6EVqvFiBEjUFRUhH/961/6xUuBiqK9lZUV9u7di5ycHDz44INQqVRISkrCihUr8NJLL8l5u0RERERERERkZiyeExGRUTpRgs4EQ89N0UdNtm7disjISAwfPhwKhQLjx4/HunXr9MfLysqQkZGBoqIiAMCJEydw5MgRAECPHj0M+rp8+TK8vLxgY2ODDRs2YP78+ZAkCT169MDq1asxY8aMZrsPIiIiIiIiIrI8LJ4TEZFRkiRBNMGc57UtLNlU7du3R2JiYo3Hvby8DK5f10KXABAWFoawsDCTxUhERERERERELZNC7gCIiIiIiIiIiIiIiCwNR54TEZFROqliM0U/REREREREREQtDUeeExERERERERERERFVIWvxfOPGjfD19YVarYZarUZwcDC++uorOUMiIqI/iH/MeW6KjYiIiIiIiIiopZF12pZOnTohNjYWPXv2hCRJ2LJlC8aMGYOTJ0+iT58+coZGRNTq6UQJOrHphW9T9EFEREREREREZG6yFs9Hjx5t8Pitt97Cxo0b8eOPP7J4TkRERERERERERESysZgFQ3U6HT777DMUFhYiODjYaJuSkhKUlJToH2u1WnOFR0TU6phqyhVO20JERERERERELZHsxfMzZ84gODgYxcXFcHBwwK5du+Dj42O0bUxMDJYuXWrmCImIWiedVLGZoh8iIiIiIiIiopZG1gVDAaBXr15IT0/HkSNH8OKLL2LatGn46aefjLaNjo5GXl6efrt27ZqZoyUiIiIiIiIiIiKi1kD2kee2trbo0aMHACAwMBDHjh3D2rVr8f7771drq1QqoVQqzR0iEVGrxGlbiIiIiIiIiKg1k714XpUoigbzmhMRkTxEUYIomqB4boI+iIiIiIiIiIjMTdbieXR0NEaOHInOnTsjPz8fiYmJSElJwddffy1nWERERERERERERETUyslaPM/NzcXUqVORlZWFtm3bwtfXF19//TUee+wxOcMiIiIAookWDOXAcyIiIiIiIiJqiWQtnn/00UdyXp6IiIiIiIiIiIiIyCiLm/OciIgsAxcMJSIiIiIiIqLWjMVzIiIySidJ0Jmg8G2KPoiIiIiIiIiIzE0hdwBERERERERERERERJaGI8+JiMgoUZQgmmC1T1P0QURERERERERkbiyeExGRUToAOhPUvXVN74KIiIiIiIiIyOw4bQsRERERERERERERURUceU5EREaJkgTRBIt9mqIPIiIiIiIiIiJz48hzIiIiIiIiIiIiIqIqOPKciIiM0kkSdCYYNW6KPoiIiIiIiIiIzI3FcyIiMkoUJehEE0zbYoI+iIiIiIiIiIjMjdO2EBERERERERERERFVwZHnRERklM5EI89N0QcRERERERERkbmxeE5EREaxeE5ERERERERErRmnbSEiIiIiIiIiIiIiqoIjz4mIyCidaJpR4zrRBMEQEREREREREZkZR54TEZFRldO2mGIjIiIiIvPbsGEDvLy8oFKpEBQUhKNHj9ba/rPPPoO3tzdUKhX69euHffv2GRzfuXMnRowYgQ4dOkAQBKSnp1frY9iwYRAEwWB74YUXTHlbRETUik2fPh2CICA2NtZg/+7duyEIQrX2Fy9ehKOjI5ycnBp1PRbPiYiIqEEOHTqE0aNHw8PDA4IgYPfu3XWek5KSgv79+0OpVKJHjx5ISEho9jiJiIhas+3btyMqKgqLFy/GiRMn4Ofnh9DQUOTm5hptf/jwYUyePBnPPvssTp48ibFjx2Ls2LE4e/asvk1hYSEeeughxMXF1XrtGTNmICsrS7+9/fbbJr03IiJq3VQqFeLi4nD79u1a25WVlWHy5MkYMmRIo6/FaVuIiMgoLhhKNSksLISfnx+eeeYZPPXUU3W2v3z5MkaNGoUXXngBW7duRXJyMp577jm4u7sjNDTUDBHXrbhMhwnxqQCAz14IhsrGqkHHG3sdAJgQnwpRqvg+UQhCg/uvT2w1XffecyrbCJDw3rjujbq/+sQ6fuNh/HKjEN1c7PHvFwfVeq93ikoRHHMAAPDdSw9jxsdpBjFX7dsUXyM5mCL2lnz/9WHs/hpyz+b6Hm8O5oqt8joN/Xlkyblr7VavXo0ZM2YgIiICABAfH48vv/wSmzdvxsKFC6u1X7t2LcLCwvDyyy8DAJYvX46kpCS89957iI+PBwBMmTIFAHDlypVar21nZweNRmPCuyEiIvqfkJAQXLx4ETExMbX+gXb58uXw9vbG8OHDcfjw4UZdiyPPiYiIqEFGjhyJN998E+PGjatX+/j4eHTt2hWrVq1C7969ERkZiT//+c949913mzlSIiKi1qm0tBRpaWkICQnR71MoFAgJCUFqaqrRc1JTUw3aA0BoaGiN7WuzdetWODs7o2/fvoiOjkZRUVGD+yAiIqqJlZUVVqxYgfXr1+PXX3+tsd3u3buxYcOGJl2LI8+JiMgo0UQjz0WOPG/1anozPm/evBrPKSkpQUlJif6xVqsFAIiiCFFs3Cq0oihCkiSj54uiCAHSPdcQGnS8ITHc2w8ACJD0+4RG9F+f2Gq67r3nVLYRINWYp6aqvIbij+vUda+SKELxR5ySmb5G9VXb86kxfTU1dnPff300d44acs/m+h5vjLryZK7Y7v0ZANT/55E54jPVc6k5fq5Zqps3b0Kn08HNzc1gv5ubGy5cuGD0nOzsbKPts7OzG3Ttv/71r+jSpQs8PDxw+vRpvPrqq8jIyMDOnTuNtm/Ma74pf76YG2OXB2OXB2OXx/0euyRVvF8ZM2YM/P39sWjRInz44Yf6c0RRxM2bNwEAGzduhFqtblJMLJ4TEZFROslE07ZILJ63djW9Gddqtbh79y7atGlT7ZyYmBgsXbq02v4bN26guLi4UXGIooi8vDxIkgSFwvDDd6XlIjzblAEAbt64AVvrhh2vr6r9AIBnmzKDaRIa2n99Yqvpuvee8782ErR5ebCxEqrlqakqr2HbVoRbm7I677WgpAy92lb8Enzn1k2zfI3qq7bnU0OZInZz3399NHeOGnLP5voeb4y68mSu2Cqv09CfR+aIz1TPpfz8fBNGRTWZOXOm/v/9+vWDu7s7hg8fjkuXLqF79+rTgjXmNd+UP1/MjbHLg7HLg7HL436Pvbi4GCUlJcjNzcUrr7yCCRMmYPr06cjLywMA5Obm6heqHjx4cJNjYvGciIiILE50dDSioqL0j7VaLTw9PeHi4tLokQOiKEIQBLi4uFT7Ray4TIdrdy8BAJxdXIzOh1zb8fqq2g8AXLt7yaBY1dD+6xNbTde995zKNgIkqNu2haurq8l/2a64xkVczitFqa1NnfeqLCpFRl5FDE7tnXHtbmaN92mqr1F91fZ8aihTxG7u+6+P5s5RQ+7ZXN/jjVFXnswVW+V1GvrzyBzxmeq5pFKpTBiVZXN2doaVlRVycnIM9ufk5NQ4F7lGo2lQ+/oKCgoCAFy8eNFo8bwxr/mm/PliboxdHoxdHoxdHvd77CqVCsXFxXB1dcWYMWMwYsQIrFq1CtOmTQMAuLq64siRIwCA9u3bA4B+NLu1tTU2bdqEZ555pt4xsXhORERGccFQMpWa3oyr1Wqjo84BQKlUQqlUVtuvUCia9AugIAhG+1AoJEgQarxGXcfrq2o/AO6ZJKHi/w3tvz6x1XTde8+5t01NeWqqymtUTg5R1zUEhQJiZUwKhVm+Rg1hqjyZInY57r8+mjNHDblnc32PN1ZteTJXbJXXaejPI3PFZ4rnkqV8X5iDra0tAgMDkZycjLFjxwKoKEgkJycjMjLS6DnBwcFITk42mFYtKSkJwcHBTYolPT0dAODu7m70eGNf85vrtcocGLs8GLs8GLs87ufYBUHQtwGAuLg4+Pv7w9vbG0DF68e3336LgQMH4ocffoCDgwM+//xzxMXF4fDhw+jYsWOD4mHxnIiIjGLxnEwlODgY+/btM9hnijfjpqSyscLe2Q81+nhTrtPUfusTW32uW9lGFEXk5uY2Kaba4vhyzpB6t3eys8X55WH6x+b4GsnBFLG35PuvD2P315B7Ntf3eHMwV2yNvY4l5661i4qKwrRp0zBgwAAMHDgQa9asQWFhISIiIgAAU6dORceOHRETEwMAmDt3Lh5++GGsWrUKo0aNwrZt23D8+HFs2rRJ3+etW7eQmZmJ3377DQCQkZEBoOIP5RqNBpcuXUJiYiIef/xxdOjQAadPn8b8+fMxdOhQ+Pr6mjkDRETUGvTr1w/h4eFYt26dfl+vXr0AAD4+PlCr1Th+/DgUCgX69u3b4P5b3p8fiIiISFYFBQVIT0/XjyS7fPky0tPTkZlZMaVGdHQ0pk6dqm//wgsv4JdffsErr7yCCxcu4B//+Ac+/fRTzJ8/X47wiYiIWoWJEydi5cqVWLRoEfz9/ZGeno79+/fr1yHJzMxEVlaWvv2gQYOQmJiITZs2wc/PDzt27MDu3bsNCg179uxBQEAARo0aBQCYNGkSAgICEB8fD6BixPu3336LESNGwNvbGwsWLMD48eOxd+9eM945ERG1RJIkIe9uGe4UlSLvbhmkBqyftmzZsmZbIPW+GHkulJVAKGvc4mEtXZGV8Y+7tyZ2pVz4Z1XheblDkNUC+95yhyCrUjTPC0S5KMHKBKPGy5tx5PmtW7cwe/Zs7N27FwqFAuPHj8fatWvh4OBQ4znDhg3DwYMHDfY9//zz+jd9QMWbyRdffBHfffcdHBwcMG3aNMTExMDa+r542Wyy48eP45FHHtE/rpyndNq0aUhISEBWVpa+kA4AXbt2xZdffon58+dj7dq16NSpEz788EOEhoaaPXYiIqLWJDIyssZpWlJSUqrtmzBhAiZMmFBjf9OnT8f06dNrPO7p6Vnt9ywiIqLaFJSUI/l8DnanX8flGwXoYleOq0UX0dXFAWP9O2J4bzc4KP/3XjwhIaFaH15eXigpKanxGnW9ftWGVQAiIjKqJUzbEh4ejqysLCQlJaGsrAwRERGYOXMmEhMTaz1vxowZWLZsmf6xnZ3d/+LV6TBq1ChoNBocPnwYWVlZmDp1KmxsbLBixYpmu5eWZNiwYbWOAjD2y8ywYcNw8uTJZoyKiIiIiIiIWpK0q7exZM85ZGuLIQBwsLWCjUKAAgLOXdfi7HUtPvz+MpY82QeBXdrJEiOnbSEiohbp/Pnz2L9/Pz788EMEBQXhoYcewvr167Ft2zb9PJw1sbOz08/NqdFooFar9ce++eYb/PTTT/jXv/4Ff39/jBw5EsuXL8eGDRtQWlra3LdFREREREREdN9Lu3obr+w4hWztXTjb28JNrYKDyhpKGys4qKzhplbB2d4W2dq7eGXHKaRdvS1LnCyeExGRUeIfI8+buonNNPI8NTUVTk5OGDBggH5fSEgIFAoFjhw5Uuu5W7duhbOzM/r27Yvo6GgUFRUZ9NuvXz/9fKAAEBoaCq1Wi3Pnzpn+RoiIiIiIiIhakYKScizZcw7a4jK4OapgbWW8RG1tpYCbowra4jIs2XMOBSXlZo6U07YQEZGZaLVag8dKpRJKpbLR/WVnZ8PV1dVgn7W1Ndq3b4/s7Owaz/vrX/+KLl26wMPDA6dPn8arr76KjIwM7Ny5U9/vvYVzAPrHtfVLRERERERERHVLPp+DbG0xnO2VEASh1raCIMDZXokcbTEOXMjFk34eZoqyAkeeExGRUTpJMtkGVCwg1bZtW/0WExNj9LoLFy6EIAi1bhcuXGj0fc2cOROhoaHo168fwsPD8fHHH2PXrl24dOlSo/skIiIiIiIiorpJkoTd6dchADWOOK+qst2uk7/Wuv5Wc+DIcyIiMsrUC4Zeu3bNYG7xmkadL1iwoM5VsLt16waNRoPc3FyD/eXl5bh16xY0Gk294wsKCgIAXLx4Ed27d4dGo8HRo0cN2uTk5ABAg/olIiIiIiIiIkPa4nL8cqMQ9rYNK0vb2VrhlxuFyC8ph1pl00zRVcfiORERmYVarTYontfExcUFLi4udbYLDg7GnTt3kJaWhsDAQADAgQMHIIqiviBeH+np6QAAd3d3fb9vvfUWcnNz9dPCJCUlQa1Ww8fHp979EhEREREREZGh4jIdREmCtVXt07VUZaUQUKoTcbdUZ9biOadtISIio0yxWKipRq8b07t3b4SFhWHGjBk4evQo/vOf/yAyMhKTJk2Ch0fFHGjXr1+Ht7e3fiT5pUuXsHz5cqSlpeHKlSvYs2cPpk6diqFDh8LX1xcAMGLECPj4+GDKlCk4deoUvv76a7z++uuYNWtWk+ZoJyIiIiIiImrtVDZWUAgCRLFh5+lECQpBQBtbq+YJrAYsnhMRkVGWXjwHgK1bt8Lb2xvDhw/H448/joceegibNm3SHy8rK0NGRgaKiooAALa2tvj2228xYsQIeHt7Y8GCBRg/fjz27t2rP8fKygpffPEFrKysEBwcjKeffhpTp07FsmXLmu0+iIiIiIiIiFoDtcoa3VzsUVha3qDzikp16OZiD0eleSdS4bQtRETUYrVv3x6JiYk1Hvfy8jJYTMTT0xMHDx6ss98uXbpg3759JomRiIiIiIiIiCoIgoCx/h1x9roW5TqxXouGlusqhqmPC+gEQWjYdC9NxZHnRERklE4SoRNNsEkN/CwWEREREREREd23hvd2g0atws3CEoMBb8ZIkoSbhSVwU6vwqLermSL8HxbPiYiIiIiIiIiIiMgsHJTWWPJkH6hVNsjJL9aPLK+qXCciJ78YapUNlo7pAwczT9kCcNoWIiKqgWii+crFZpzznIiIiIiIiIhansAu7fD2n/2wZM855GiLAQD2tgqUWOuQXwwUllYU1DXqNlg6pg/6d24nS5wsnhMRkVE6UYLCBIXv5lwwlIiIiIiIiIhapsAu7fDJzAdx4EIudp38FZdvFKBMlCAB6NNRjXEBnTDc2xX2Mow4r8TiORERERERERERERGZnYPSGk/6eWC0rzvy7pYiOzsHGo0b2raxNfvioMaweE5EREaVi4BgglHj5VwvlIiIiIiIiIhqIQgC1CobFNvZQq2ysYjCOcDiORER1YDTthARERERERFRa6aQOwAiIiIiIiIiIiIiIkvDkedERGQUR54TERERERERUWvG4jkRERnF4jkRERERERERtWactoWIiIiIiIiIiIiIqAoWz4mIyChRlKAzwSZy5DkRERERERG1UtOnT4cgCIiNjTXYv3v3bgiCAADIyMjAI488Ajc3N6hUKnTr1g2vv/46ysrK5AiZ7sFpW4iIiIiIiIiIiIiaiUqlQlxcHJ5//nm0a9eu2nEbGxtMnToV/fv3h5OTE06dOoUZM2ZAFEWsWLFChoipEovnRERklE6UIHDOcyIiIiIiIqImCQkJwcWLFxETE4O333672vFu3bqhW7du+sddunRBSkoKvv/+e3OGSUZw2hYiIjJKkiRIogk2icVzIiIiIiIiar2srKywYsUKrF+/Hr/++mud7S9evIj9+/fj4YcfNkN0VBsWz4mIiIiIiIiIiIia0bhx4+Dv74/FixfX2GbQoEFQqVTo2bMnhgwZgmXLlpkxQjKGxXMiIjJK/GOxT1NsRERERERERK1dXFwctmzZgvPnzxs9vn37dpw4cQKJiYn48ssvsXLlSjNHSFVZTPE8NjYWgiBg3rx5codCRET4Y9oWE21ERERERERErd3QoUMRGhqK6Ohoo8c9PT3h4+ODyZMnIzY2FkuWLIFOpzNzlHQvi1gw9NixY3j//ffh6+srdyhEREREREREREREzSI2Nhb+/v7o1atXre1EUURZWRlEUYSVlZWZoqOqZC+eFxQUIDw8HB988AHefPNNucMhIqI/VC74aYp+iIiIiIiIiAjo168fwsPDsW7dOv2+rVu3wsbGBv369YNSqcTx48cRHR2NiRMnwsbGRsZoSfZpW2bNmoVRo0YhJCRE7lCIiOgenPOciIiIiIiIyDhJkpB3tww52mLk3S1r0JSly5YtgyiK+sfW1taIi4vDwIED4evri6VLlyIyMhIffvhhc4RODSDryPNt27bhxIkTOHbsWL3al5SUoKSkRP9Yq9U2V2hEREREREREREREBgpKypF8Pge706/jlxuFECUJCkFANxd7jPXviOG93eCg/F/JNSEhoVofXl5eBjXOiRMnYuLEieYInxpItuL5tWvXMHfuXCQlJUGlUtXrnJiYGCxdurSZIyMiIgCQxIrNFP0QERERERERtXRpV29jyZ5zyNYWQwBgb2sNaysBogicu67F2etafPj9ZSx5sg8Cu7STO1wyAdmmbUlLS0Nubi769+8Pa2trWFtb4+DBg1i3bh2sra2NriQbHR2NvLw8/Xbt2jUZIiciIiIiIiIiIqLWJO3qbbyy4xSytXfhbG8LN7UKDipr2Nlaw0FlDTe1Cs72tsjW3sUrO04h7eptuUMmE5Bt5Pnw4cNx5swZg30RERHw9vbGq6++anQVWaVSCaVSaa4QiYhaNUmSGjRnW239EBEREREREbVUBSXlWLLnHLTFZXBzVEEQBKPtrK0UcHNUISe/GEv2nMMnMx80mMKFWh7ZvnqOjo7o27evwT57e3t06NCh2n4iIjI/Uy32yQVDiYiIiIiIqCVLPp+DbG0xnO2VNRbOKwmCAGd7JXK0xThwIRdP+nmYKUpqDrJN20JEREQt24YNG+Dl5QWVSoWgoCAcPXq0xrYJCQkQBMFgq++aJ0RERERERHKRJAm7069DQMXI8vqobLfr5K/8NHYLZ1GfG0hJSZE7BCIi+oMkSpBMMGrcFH2Q5dm+fTuioqIQHx+PoKAgrFmzBqGhocjIyICrq6vRc9RqNTIyMvSP6xqxQUREREREJDdtcTl+uVEIe9uGlVHtbK3wy41C5JeUQ62yaaboqLlx5DkRERn3R/G8qRtYPL8vrV69GjNmzEBERAR8fHwQHx8POzs7bN68ucZzBEGARqPRb25ubmaMmIiIiIiIqOGKy3QQJQmKBlZRrRQCREnC3VJd8wRGZmFRI8+JiIjI8pWWliItLQ3R0dH6fQqFAiEhIUhNTa3xvIKCAnTp0gWiKKJ///5YsWIF+vTpY7RtSUkJSkpK9I+1Wi0AQBRFiKLYqLhFUYQkSY0+v7VgnuqHeaobc1Q/zFPdTJUj5piIiBpDZWMFhSCgoS8jOlGCQhDQxtaqeQIjs2DxnIiIjBIlCYIJ5mYTOb/bfefmzZvQ6XTVRo67ubnhwoULRs/p1asXNm/eDF9fX+Tl5WHlypUYNGgQzp07h06dOlVrHxMTg6VLl1bbf+PGDRQXFzcqblEUkZeXB0mSoGjosJFWhHmqH+apbsxR/TBPdTNVjvLz800YFRERtRZqlTW6udjj3HUtHFT1L6UWlerQp6MajkqWX1syfvWIiIio2QUHByM4OFj/eNCgQejduzfef/99LF++vFr76OhoREVF6R9rtVp4enrCxcUFarW6UTGIoghBEODi4sICVS2Yp/phnurGHNUP81Q3U+WIC1UTEVFjCIKAsf4dcfa6FuU6sV6LhpbrKoapjwvoxLWeWjgWz4mIyChJMtGCoRx5ft9xdnaGlZUVcnJyDPbn5ORAo9HUqw8bGxsEBATg4sWLRo8rlUoolcpq+xUKRZMKJ4IgNLmP1oB5qh/mqW7MUf0wT3UzRY6YXyIiaqzhvd3w4feXka29CzdHVa0FcUmScLOwBBp1Gzzq7WrGKKk58LcHIiIyyhSLheoXDaX7iq2tLQIDA5GcnKzfJ4oikpOTDUaX10an0+HMmTNwd3dvrjCJiIiIiIhMwkFpjSVP9oFaZYOc/GL9yPKqynUicvKLoVbZYOmYPnDglC0tHovnRERE1GBRUVH44IMPsGXLFpw/fx4vvvgiCgsLERERAQCYOnWqwYKiy5YtwzfffINffvkFJ06cwNNPP42rV6/iueeek+sWiIiI7nsbNmyAl5cXVCoVgoKCcPTo0Vrbf/bZZ/D29oZKpUK/fv2wb98+g+M7d+7EiBEj0KFDBwiCgPT09Gp9FBcXY9asWejQoQMcHBwwfvz4ap9WIyJqiQK7tMPbf/aDRt0GvxeWIkdbjPziMhSVliO/uAw52mL8XlgKjboN3pngh/6d28kdMpkAi+dERGSUKAKiKJlgk/tOqDlMnDgRK1euxKJFi+Dv74/09HTs379fv4hoZmYmsrKy9O1v376NGTNmoHfv3nj88ceh1Wpx+PBh+Pj4yHULRERE97Xt27cjKioKixcvxokTJ+Dn54fQ0FDk5uYabX/48GFMnjwZzz77LE6ePImxY8di7NixOHv2rL5NYWEhHnroIcTFxdV43fnz52Pv3r347LPPcPDgQfz222946qmnTH5/RERyCOzSDp/MfBCvP+GDPh3VkACU6kRIAPp0VOP1J3ywbeaDLJzfR/jZASIiMkqSJJPMV845z+9fkZGRiIyMNHosJSXF4PG7776Ld9991wxREREREQCsXr0aM2bM0H8qLD4+Hl9++SU2b96MhQsXVmu/du1ahIWF4eWXXwYALF++HElJSXjvvfcQHx8PAJgyZQoA4MqVK0avmZeXh48++giJiYl49NFHAQD//Oc/0bt3b/z444948MEHTX2bRERm56C0xpN+Hhjt6478knLcLdWhja0VHJXWXBz0PsSR50RERERERET3kdLSUqSlpSEkJES/T6FQICQkBKmpqUbPSU1NNWgPAKGhoTW2NyYtLQ1lZWUG/Xh7e6Nz584N6oeIqCUQBAFqlQ3c1CqoVTYsnN+nOPKciIiMksSKzRT9EBEREZH53Lx5EzqdTj+dWiU3NzdcuHDB6DnZ2dlG22dnZ9f7utnZ2bC1tYWTk1O9+ykpKUFJSYn+sVarBVCxGLlYw/x/oihCkqQaj1syxi4Pxi4Pxi4Pxg6T3juL50REZJQoShDEpk+5IpqgDyIiIiK6P8XExGDp0qXV9t+4cQPFxcVGzxFFEXl5eZAkCQpFy/pAPWOXB2OXB2OXB2MH8vPzTRYTi+dERNRi3bp1C7Nnz8bevXuhUCgwfvx4rF27Fg4ODkbbX7lyBV27djV67NNPP8WECRMAwOjH7T755BNMmjTJdMETERERNRNnZ2dYWVkhJyfHYH9OTg40Go3RczQaTYPa19RHaWkp7ty5YzD6vLZ+oqOjERUVpX+s1Wrh6ekJFxcXqNVqo+eIoghBEODi4tIiC0OM3fwYuzwYuzwYO6BSqUwWE4vnRERklCRKkEwwatwUfdQkPDwcWVlZSEpKQllZGSIiIjBz5kwkJiYabe/p6YmsrCyDfZs2bcI777yDkSNHGuz/5z//ibCwMP3jqh8/JiIiIrJUtra2CAwMRHJyMsaOHQugoiCRnJxc42LfwcHBSE5Oxrx58/T7kpKSEBwcXO/rBgYGwsbGBsnJyRg/fjwAICMjA5mZmTX2o1QqoVQqq+1XKBS1Fk4EQaizjaVi7PJg7PJg7PJo7bGb8r5ZPCciohbp/Pnz2L9/P44dO4YBAwYAANavX4/HH38cK1euhIeHR7VzrKysqo162rVrF/7yl79UG63u5OTUoJFWRERERJYkKioK06ZNw4ABAzBw4ECsWbMGhYWFiIiIAABMnToVHTt2RExMDABg7ty5ePjhh7Fq1SqMGjUK27Ztw/Hjx7Fp0yZ9n7du3UJmZiZ+++03ABWFcaBixLlGo0Hbtm3x7LPPIioqCu3bt4darcbs2bMRHByMBx980MwZICIiarqW9+cHIiIyi8qR56bYgIqP4N673bswVGOkpqbCyclJXzgHgJCQECgUChw5cqRefaSlpSE9PR3PPvtstWOzZs2Cs7MzBg4ciM2bN0OSOHc7ERERtRwTJ07EypUrsWjRIvj7+yM9PR379+/XLwqamZlp8Im8QYMGITExEZs2bYKfnx927NiB3bt3o2/fvvo2e/bsQUBAAEaNGgUAmDRpEgICAhAfH69v8+677+KJJ57A+PHjMXToUGg0GuzcudNMd01ERGRaHHlORERGiZIEwQQFY/GPPjw9PQ32L168GEuWLGl0v9nZ2XB1dTXYZ21tjfbt2yM7O7tefXz00Ufo3bs3Bg0aZLB/2bJlePTRR2FnZ4dvvvkGf/vb31BQUIA5c+Y0Ol4iIiIic4uMjKxxmpaUlJRq+yZMmKBfA8aY6dOnY/r06bVeU6VSYcOGDdiwYUNDQiUiIrJILJ4TEZFZXLt2zWDRJ2NzWwLAwoULERcXV2tf58+fb3I8d+/eRWJiIt54441qx+7dFxAQgMLCQrzzzjssnhMRERERERG1IiyeExGRUaZeMFStVhsUz2uyYMGCOkc0devWDRqNBrm5uQb7y8vLcevWrXrNVb5jxw4UFRVh6tSpdbYNCgrC8uXLUVJSUmPRn4iIiIiIiIjuLyyeExGRUZJkouJ5A6d+cXFxgYuLS53tgoODcefOHaSlpSEwMBAAcODAAYiiiKCgoDrP/+ijj/Dkk0/W61rp6elo164dC+dERERERERErQiL50RE1CL17t0bYWFhmDFjBuLj41FWVobIyEhMmjQJHh4eAIDr169j+PDh+PjjjzFw4ED9uRcvXsShQ4ewb9++av3u3bsXOTk5ePDBB6FSqZCUlIQVK1bgpZdeMtu9EREREREREZH8WDwnIiKjJFGCaMJpW5rD1q1bERkZieHDh0OhUGD8+PFYt26d/nhZWRkyMjJQVFRkcN7mzZvRqVMnjBgxolqfNjY22LBhA+bPnw9JktCjRw+sXr0aM2bMaLb7ICIiIiIiIiLLw+I5EREZJUlSg6dcqamf5tK+fXskJibWeNzLy8vo9VesWIEVK1YYPScsLAxhYWEmi5GIiIiIiIiIWiaF3AEQEREREREREREREVkajjwnIiKjJNFEC4Y247QtRERERERERETNpUUXzys/ip+fny9zJPIpsiqTOwTZlZcVyB2C7MqVckcgr1KIcocgq8r7b87pUYiIiIiIiIiIWpsWXTyvLJp37+MrcyRERPLLz89H27ZtTdafKEqACUaNm2LRUSIiIiIiIiIic2vRxXMPDw9cu3YNjo6OEATB7NfXarXw9PTEtWvXoFarzX59S9Dac9Da7x9gDizh/iVJQn5+Pjw8PEzbr6iDJOpM0g8RERERERERUUvToovnCoUCnTp1kjsMqNXqVlk0vFdrz0Frv3+AOZD7/k054pyIiIiIiIiIiFp48ZyIiJoPR54TERERERERUWvG4jkRERkliaKJiuete0FXIiIiIiIiImqZFHIH0JIplUosXrwYSqVS7lBk09pz0NrvH2AOWvv9ExERERER3Wv69OkQBAGxsbEG+3fv3q1fr664uBjTp09Hv379YG1tjbFjx8oQKRFR3Vg8bwKlUoklS5a06qJZa89Ba79/gDm4n+9f0ulMthERERERUeuhUqkQFxeH27dvGz2u0+nQpk0bzJkzByEhIWaOjoio/lg8JyIiIiIiIiIikwkJCYFGo0FMTIzR4/b29ti4cSNmzJgBjUZj5uiIiOqPxXMiIjJKknT6RUObtEkceU5ERERE1JpYWVlhxYoVWL9+PX799Ve5wyEiajQWz4mIyCiTFM7/2IiIiIiIqHUZN24c/P39sXjxYrlDISJqNBbPiYiIiIiIiIjI5OLi4rBlyxacP39e7lCIiBqFxfMm2LBhA7y8vKBSqRAUFISjR4/KHZLZHDp0CKNHj4aHhwcEQcDu3bvlDsmsYmJi8Kc//QmOjo5wdXXF2LFjkZGRIXdYZrVx40b4+vpCrVZDrVYjODgYX331ldxhySY2NhaCIGDevHlyh2IyHHlORERERERNMXToUISGhiI6OlruUIiIGoXF80bavn07oqKisHjxYpw4cQJ+fn4IDQ1Fbm6u3KGZRWFhIfz8/LBhwwa5Q5HFwYMHMWvWLPz4449ISkpCWVkZRowYgcLCQrlDM5tOnTohNjYWaWlpOH78OB599FGMGTMG586dkzs0szt27Bjef/99+Pr6yh2KSbF4TkRERERETRUbG4u9e/ciNTVV7lCIiBrMWu4AWqrVq1djxowZiIiIAADEx8fjyy+/xObNm7Fw4UKZo2t+I0eOxMiRI+UOQzb79+83eJyQkABXV1ekpaVh6NChMkVlXqNHjzZ4/NZbb2Hjxo348ccf0adPH5miMr+CggKEh4fjgw8+wJtvvil3OERERERERBalX79+CA8Px7p16wz2//TTTygtLcWtW7eQn5+P9PR0AIC/v7/5gyQiqgFHnjdCaWkp0tLSEBISot+nUCgQEhLCv6S2Unl5eQCA9u3byxyJPHQ6HbZt24bCwkIEBwfLHY5ZzZo1C6NGjTL4eXC/kETRRCPPRblvhYiIiIiImkCSJOTdLcOdolLk3S2DJEkNOn/ZsmUQq7wvePzxxxEQEIC9e/ciJSUFAQEBCAgIMGXYRERNxpHnjXDz5k3odDq4ubkZ7Hdzc8OFCxdkiorkIooi5s2bh8GDB6Nv375yh2NWZ86cQXBwMIqLi+Hg4IBdu3bBx8dH7rDMZtu2bThx4gSOHTsmdyjNQhR1gAmmXBE5bQsRERERUYtUUFKO5PM52J1+HZdvFKCLXTmuFl1EVxcHjPXviOG93eCgNCwtJSQkVOvHy8sLJSUlBvuuXLnSjJETEZkGi+dETTRr1iycPXsWP/zwg9yhmF2vXr2Qnp6OvLw87NixA9OmTcPBgwdbRQH92rVrmDt3LpKSkqBSqeQOh4iIiIiIyKTSrt7Gkj3nkK0thgDAwdYKNgoBCgg4d12Ls9e1+PD7y1jyZB8Edmknd7hERM2CxfNGcHZ2hpWVFXJycgz25+TkQKPRyBQVySEyMhJffPEFDh06hE6dOskdjtnZ2tqiR48eAIDAwEAcO3YMa9euxfvvvy9zZM0vLS0Nubm56N+/v36fTqfDoUOH8N5776GkpARWVlYyRth0plrskwuGEhERERG1LGlXb+OVHaegLS6Ds70S1lYKCJCgtJHgoLKGvcoG5ToR2dq7eGXHKbz9Zz8W0InovsQ5zxvB1tYWgYGBSE5O1u8TRRHJycmtbr7n1kqSJERGRmLXrl04cOAAunbtKndIFkEUxWofxbtfDR8+HGfOnEF6erp+GzBgAMLDw5Gent7iC+dE9bFhwwZ4eXlBpVIhKCgIR48erbX9Z599Bm9vb6hUKvTr1w/79u0zU6REREREVF8FJeVYsucctMVlcHNUwdrKeOnI2koBN0cVtMVlWLLnHApKys0cKRFR8+PI80aKiorCtGnTMGDAAAwcOBBr1qxBYWEhIiIi5A7NLAoKCnDx4kX948uXLyM9PR3t27dH586dZYzMPGbNmoXExER8/vnncHR0RHZ2NgCgbdu2aNOmjczRmUd0dDRGjhyJzp07Iz8/H4mJiUhJScHXX38td2hm4ejoWG2Oe3t7e3To0OG+mfueI8+pNtu3b0dUVBTi4+MRFBSENWvWIDQ0FBkZGXB1da3W/vDhw5g8eTJiYmLwxBNPIDExEWPHjsWJEyfum++Zhiou02FCfMVC45+9EAyVzf3zR7fiMh3GbzyMX24UopuLPf794qAG3d+9ufm/ZwdiykcVf5iRM09Vv162VoKs1783D5XHxD8Wb1MIgtFcNfY5d788V2u6j/vl/hqqMflorbkiam2Sz+cgW1sMZ3slBKH21ztBEOBsr0SOthgHLuTiST8PM0VJRGQeHHneSBMnTsTKlSuxaNEi+Pv7Iz09Hfv376+2iOj96vjx4wYrYUdFRSEgIACLFi2SOTLz2LhxI/Ly8jBs2DC4u7vrt+3bt8sdmtnk5uZi6tSp6NWrF4YPH45jx47h66+/xmOPPSZ3aGQqOh0kE2zQsXh+P1q9ejVmzJiBiIgI+Pj4ID4+HnZ2dti8ebPR9mvXrkVYWBhefvll9O7dG8uXL0f//v3x3nvvmTlyIiIiIqqJJEnYnX4dAlDjiPOqKtvtOvkrpD/+kEtEdL/gyPMmiIyMRGRkpNxhyGLYsGGt+kWxNd97pY8++kjuECxOSkqK3CEQmUVpaSnS0tIQHR2t36dQKBASEoLU1FSj56SmpiIqKspgX2hoKHbv3m20fUlJicE0UFqtFkDF9FCiKDYqblEUIUlSo883NVEUIUDS/18UzTuSuSamyFPlvSkgQYDU4Pu7NzeSheSp2tdLEMz6fKrt+VJ5rPK4YKRNXX009tp1ndcSvufk/l6UK0+NyYdcuTJVjizluUhkybTF5fjlRiHsbRtWLrKztcIvNwqRX1IOtcqmmaIjIjI/Fs+JiMgoSdIBppi2ReLI8/vNzZs3odPpqn3ays3NDRcuXDB6TnZ2ttH2ldNeVRUTE4OlS5dW23/jxg0UFxc3Km5RFJGXlwdJkqBQyP/hu9JyEZ5tygAAN2/cgK21/DEBpslT5b3ZthXh1qaswfd3b25+//2GReSp6tfLWgGzPp9qe75UHrt32hZjuWrsc66x57WU7zm5vxflylNj8iFXrkyVo/z8fBNGRXR/Ki7TQZQkWDdwejIrhYBSnYi7pToWz4novsLiORERGSWJommK5xzlRY0QHR1tMFJdq9XC09MTLi4uUKvVjepTFEUIggAXFxeLKOQVl+lw7e4lAICzi4vFzB1sijxV3NtFXM4rRamtTYPv797cdOjggmt3rwCQN09Vv162VoJZn0+1PV8qj91bPDeWq8Y+5xp7Xkv5npP7e1GuPDUmH3LlylQ5UqlUJoyK6P6ksrGCQhDQ0F/hdaIEhSCgja1l/D5DRGQqLJ4TERFRgzg7O8PKygo5OTkG+3NycqDRaIyeo9FoGtReqVRCqVRW269QKJpUOBEEocl9mIpCIUGC8Mf/LSOmSk3NU+W9VU4m0tC+7s2NoFBYRJ6qf70Esz6fanu+VB6rnFSuppw39jnXlOdqS/ies4TvRTny1Jh8yJkrU+TIEp6HRJZOrbJGNxd7nLuuhYOq/iWjolId+nRUw1HJMhMR3V/4U42IiIySRBNN22KCPsiy2NraIjAwEMnJyRg7diyAilGBycnJNa4FEhwcjOTkZMybN0+/LykpCcHBwWaI2DKpbKywd/ZDcofRLFQ2VvhyzpAmnX9vbiwhT1VjMvfcybU9X+r7XGrsc+5+ea7WdB/3y/01VGPy0VpzRdSaCIKAsf4dcfa6FuU6sV6LhpbrKl4TxwV0giBYxhouRESmwj+9ExERUYNFRUXhgw8+wJYtW3D+/Hm8+OKLKCwsREREBABg6tSpBguKzp07F/v378eqVatw4cIFLFmyBMePH2+1C28TERERWarhvd2gUatws7AEkiTV2laSJNwsLIGbWoVHvV3NFCERkflw5DkRERlVMed500dWcs7z+9PEiRNx48YNLFq0CNnZ2fD398f+/fv1i4JmZmYafDx+0KBBSExMxOuvv47XXnsNPXv2xO7du9G3b1+5boGIiIiIjHBQWmPJk33wyo5TyMkvhrO90ugI9HKdiJuFJVCrbLB0TB84cMoWIroP8ScbEREZxWlbqC6RkZE1jhxPSUmptm/ChAmYMGFCM0dFRERERE0V2KUd3v6zH5bsOYccbTEAwN5WgRJrHfKLgcLSigEyGnUbLB3TB/07t5MzXCKiZsPiOVELkpKSgkceeQS3b9+Gk5OT3OEQERERERHRfSqwSzt8MvNBHLiQi10nf8XlGwUoEyVIAPp0VGNcQCcM93aFPUecE9F9jHOek0WZPn06BEFAbGyswf7du3e3+IVHvLy8sGbNGrnDIKo3SdSZbCMiIiIiopbHQWmNJ/08sHnan7B71mBEj/TG7lmDsXnan/CknwcL50R032PxnCyOSqVCXFwcbt++bfZrl5WVmf2aRJZKFHUm24iIiIiIqOUSBAFqlQ2c7GyhVtm0+MFtRET1xeI5WZyQkBBoNBrExMTU2u6HH37AkCFD0KZNG3h6emLOnDkoLCzUHxcEAbt37zY4x8nJCQkJCQCAK1euQBAEbN++HQ8//DBUKhW2bt0KURSxbNkydOrUCUqlUr8IXqXK83bu3IlHHnkEdnZ28PPzQ2pqaoPuUxAEfPjhhxg3bhzs7OzQs2dP7Nmzx6DNvn378MADD6BNmzZ45JFHcOXKlQbl4eOPP4aDgwN+/vlnffu//e1v8Pb2RlFRUYPiJSIiIiIiIiIiak1YPCeLY2VlhRUrVmD9+vX49ddfjba5dOkSwsLCMH78eJw+fRrbt2/HDz/8UOPCdbVZuHAh5s6di/PnzyM0NBRr167FqlWrsHLlSpw+fRqhoaF48sknDQrQAPD3v/8dL730EtLT0/HAAw9g8uTJKC8vb9C1ly5dir/85S84ffo0Hn/8cYSHh+PWrVsAgGvXruGpp57C6NGjkZ6ejueeew4LFy5sUB6mTp2q77e8vBxffvklPvzwQ2zduhV2dnYNzhW1LpJOhKTTmWAT5b4VIiIiIiIiIqIGY/GcLNK4cePg7++PxYsXGz0eExOD8PBwzJs3Dz179sSgQYOwbt06fPzxxyguLm7QtebNm4ennnoKXbt2hbu7O1auXIlXX30VkyZNQq9evRAXFwd/f/9q85W/9NJLGDVqFB544AEsXboUV69excWLFxt07enTp2Py5Mno0aMHVqxYgYKCAhw9ehQAsHHjRnTv3h2rVq1Cr169EB4ejunTpzc4D++//z6ysrIwZ84cPPvss1iyZAkCAwMbFCe1TpJkojnPJU7bQkREREREREQtD4vnZLHi4uKwZcsWnD9/vtqxU6dOISEhAQ4ODvotNDQUoiji8uXLDbrOgAED9P/XarX47bffMHjwYIM2gwcPrhaHr6+v/v/u7u4AgNzc3AZd+94+7O3toVar9X2cP38eQUFBBu2Dg4MNHtcnD+3atcNHH32kL8ZXHb1ORERERET3pw0bNsDLywsqlQpBQUH6gTo1+eyzz+Dt7Q2VSoV+/fph3759BsclScKiRYvg7u6ONm3aICQkpNondL28vCAIgsEWGxtr8nsjIiIyBxbPyWINHToUoaGhiI6OrnasoKAAzz//PNLT0/XbqVOn8PPPP6N79+4AKuYUlyTJ4DxjC4La29s3Kj4bGxv9/ysXSxHFhk1PcW8flf00pI/65AEADh06BCsrK2RlZRnMC09UG5OMOv9jay5vvfUWBg0aBDs7Ozg5OdXvvurxpu/WrVsIDw+HWq2Gk5MTnn32WRQUFDTDHRARERE1j+3btyMqKgqLFy/GiRMn4Ofnh9DQ0BoH/Bw+fBiTJ0/Gs88+i5MnT2Ls2LEYO3Yszp49q2/z9ttvY926dYiPj8eRI0dgb2+P0NDQap/+XbZsGbKysvTb7Nmzm/VeiYiImguL52TRYmNjsXfv3mqLcfbv3x8//fQTevToUW2ztbUFALi4uCArK0t/zs8//1znIplqtRoeHh74z3/+Y7D/P//5D3x8fEx0V/XTu3fvaiNDfvzxR4PH9cnD4cOHERcXh71798LBwaFR88ITWarS0lJMmDABL774Yr3Pqc+bvvDwcJw7dw5JSUn44osvcOjQIcycObM5boGIiIioWaxevRozZsxAREQEfHx8EB8fDzs7O2zevNlo+7Vr1yIsLAwvv/wyevfujeXLl6N///547733AFQMQFizZg1ef/11jBkzBr6+vvj444/x22+/Yffu3QZ9OTo6QqPR6LfGDlgiIiKSG4vnZNH69euH8PBwrFu3zmD/q6++isOHDyMyMhLp6en4+eef8fnnnxsUhh999FG89957OHnyJI4fP44XXnih2khvY15++WXExcVh+/btyMjIwMKFC5Geno65c+ea/P5q88ILL+Dnn3/Gyy+/jIyMDCQmJiIhIcGgTV15yM/Px5QpUzBnzhyMHDkSW7duxfbt27Fjxw6z3gu1TC1h5PnSpUsxf/589OvXr373VI83fefPn8f+/fvx4YcfIigoCA899BDWr1+Pbdu24bfffmu2eyEiIiIyldLSUqSlpSEkJES/T6FQICQkpNrApEqpqakG7QEgNDRU3/7y5cvIzs42aNO2bVsEBQVV6zM2NhYdOnRAQEAA3nnnHZSXl5vq1oiIiMzKWu4AiOqybNkybN++3WCfr68vDh48iL///e8YMmQIJElC9+7dMXHiRH2bVatWISIiAkOGDIGHhwfWrl2LtLS0Oq83Z84c5OXlYcGCBcjNzYWPjw/27NmDnj17mvzeatO5c2f8+9//xvz587F+/XoMHDgQK1aswDPPPKNvU1ce5s6dC3t7e6xYsQJAxR8jVqxYgeeffx7BwcHo2LGjWe+JWhZJ1AFC0wvfzVk8b6i63vRNmjQJqampcHJyMlgPISQkBAqFAkeOHMG4cePkCJ2IiIio3m7evAmdTgc3NzeD/W5ubrhw4YLRc7Kzs422z87O1h+v3FdTG6Di/VT//v3Rvn17HD58GNHR0cjKysLq1auNXrekpAQlJSX6x1qtFkDFlJg1TWkpiiIkSWrwtJmWgLHLg7HLg7HLg7E3fFrl2rB4Thal6shqoGLBmXt/mar0pz/9Cd98802NfXl4eODrr7822Hfnzh2DfqvOiQ5UjMhYvHgxFi9ebLRfY+c5OTkZ7eteV65cMXhsrP298QHAE088gSeeeMJgX0REhMHj2vJg7COZUVFRiIqKqjVWIgCArgy1P6vr3w/wvzdClZRKJZRKpSmuUG/1edOXnZ0NV1dXg+PW1tZo3769wRtDMq/Kn5lVn0cNIYoi8vPzoVKpoFDww3c1YZ7qh3mqG3NUP8xT3UyVo8rXkLp+b6emufe9hq+vL2xtbfH8888jJibG6O9+MTExWLp0abX9ly9fhoODg9FriKIIrVYLrVbb4r5vGLs8GLs8GLs8GDv0a5aZ4jWfxXMiIjJga2sLjUaD7J8+NVmfDg4O8PT0NNi3ePFiLFmypFrbhQsXIi4urtb+zp8/D29vb5PFR5YvPz8fAKo9j4iIiBoqPz8fbdu2lTuMZuXs7AwrKyvk5OQY7M/JyYFGozF6jkajqbV95b85OTlwd3c3aOPv719jLEFBQSgvL8eVK1fQq1evasejo6MNCu7Xr1+Hj48P+vfvX/tNEhER1cEUr/ksnhMRkQGVSoXLly+jtLTUZH1KkgRBEAz21TTqfMGCBZg+fXqt/XXr1q1RcdTnTZ9Go0Fubq7BeeXl5bh161aNbzap+Xl4eODatWtwdHSs9lyqL61WC09PT1y7dg1qtdrEEd4/mKf6YZ7qxhzVD/NUN1PlSJIk5Ofnw8PDw4TRWSZbW1sEBgYiOTkZY8eOBVAxmi85Odlgnah7BQcHIzk5GfPmzdPvS0pKQnBwMACga9eu0Gg0SE5O1v/epNVqceTIkVoXb09PT4dCoaj2yb5KVT+N6ODgUOdrfkv+vmHs8mDs8mDs8mDspn3NZ/GciIiqUalUUKlUslzbxcUFLi4uzdJ3fd70BQcH486dO0hLS0NgYCAA4MCBAxBFEUFBQc0SF9VNoVCgU6dOJulLrVa3uF8i5cA81Q/zVDfmqH6Yp7qZIkf3+4jze0VFRWHatGkYMGAABg4ciDVr1qCwsFA/DeTUqVPRsWNHxMTEAKhYL+nhhx/GqlWrMGrUKGzbtg3Hjx/Hpk2bAACCIGDevHl488030bNnT3Tt2hVvvPEGPDw89AX61NRUHDlyBI888ggcHR2RmpqK+fPn4+mnn0a7du3qFXdDXvNb8vcNY5cHY5cHY5dHa4/dVK/5LJ4TEVGLlZmZiVu3biEzMxM6nQ7p6ekAgB49eujnyPT29kZMTAzGjRtXrzd9vXv3RlhYGGbMmIH4+HiUlZUhMjISkyZNahUj1YiIiOj+MHHiRNy4cQOLFi1CdnY2/P39sX//fv3aL5mZmQbzyQ4aNAiJiYl4/fXX8dprr6Fnz57YvXs3+vbtq2/zyiuvoLCwEDNnzsSdO3fw0EMPYf/+/fpBF0qlEtu2bcOSJUtQUlKCrl27Yv78+VxziYiIWiwWz4mIqMVatGgRtmzZon8cEBAAAPjuu+8wbNgwAEBGRgby8vL0bep60wcAW7duRWRkJIYPHw6FQoHx48dj3bp15rkpIiIiIhOJjIyscZqWlJSUavsmTJiACRMm1NifIAhYtmwZli1bZvR4//798eOPPzYqViIiIkvE4jkREbVYCQkJSEhIqLVN1dW163rTBwDt27dHYmKiKUIkC6JUKrF48eIa59unCsxT/TBPdWOO6od5qhtzRFW15OcEY5cHY5cHY5cHYzctQapaVSAiIiIiIiIiIiIiauUUdTchIiIiIiIiIiIiImpdWDwnIiIiIiIiIiIiIqqCxXMiIiIiIiIiIiIioipYPCciIqJWYcOGDfDy8oJKpUJQUBCOHj0qd0hmExMTgz/96U9wdHSEq6srxo4di4yMDIM2xcXFmDVrFjp06AAHBweMHz8eOTk5Bm0yMzMxatQo2NnZwdXVFS+//DLKy8vNeStmExsbC0EQMG/ePP0+5qjC9evX8fTTT6NDhw5o06YN+vXrh+PHj+uPS5KERYsWwd3dHW3atEFISAh+/vlngz5u3bqF8PBwqNVqODk54dlnn0VBQYG5b6XZ6HQ6vPHGG+jatSvatGmD7t27Y/ny5QaLWLe2PB06dAijR4+Gh4cHBEHA7t27DY6bKh+nT5/GkCFDoFKp4Onpibfffru5b42aUV3Pm+nTp0MQBIMtLCxMnmDvYarXXTnUJ/Zhw4ZVy/sLL7wgU8SGNm7cCF9fX6jVaqjVagQHB+Orr77SH7fUvNcVtyXnvKrG/g5lCYzFbqm5X7JkSbW4vL299cctOed1xW5pOWfxnIiIiO5727dvR1RUFBYvXowTJ07Az88PoaGhyM3NlTs0szh48CBmzZqFH3/8EUlJSSgrK8OIESNQWFiobzN//nzs3bsXn332GQ4ePIjffvsNTz31lP64TqfDqFGjUFpaisOHD2PLli1ISEjAokWL5LilZnXs2DG8//778PX1NdjPHAG3b9/G4MGDYWNjg6+++go//fQTVq1ahXbt2unbvP3221i3bh3i4+Nx5MgR2NvbIzQ0FMXFxfo24eHhOHfuHJKSkvDFF1/g0KFDmDlzphy31Czi4uKwceNGvPfeezh//jzi4uLw9ttvY/369fo2rS1PhYWF8PPzw4YNG4weN0U+tFotRowYgS5duiAtLQ3vvPMOlixZgk2bNjX7/VHzqOt5AwBhYWHIysrSb5988okZIzTOFK+7cqlP7AAwY8YMg7xbyh+qOnXqhNjYWKSlpeH48eN49NFHMWbMGJw7dw6A5ea9rrgBy835vRr7O5QlqCl2wHJz36dPH4O4fvjhB/0xS895bbEDFpZziYiIiOg+N3DgQGnWrFn6xzqdTvLw8JBiYmJkjEo+ubm5EgDp4MGDkiRJ0p07dyQbGxvps88+07c5f/68BEBKTU2VJEmS9u3bJykUCik7O1vfZuPGjZJarZZKSkrMewPNKD8/X+rZs6eUlJQkPfzww9LcuXMlSWKOKr366qvSQw89VONxURQljUYjvfPOO/p9d+7ckZRKpfTJJ59IkiRJP/30kwRAOnbsmL7NV199JQmCIF2/fr35gjejUaNGSc8884zBvqeeekoKDw+XJIl5AiDt2rVL/9hU+fjHP/4htWvXzuD77dVXX5V69erVzHdE5lD1eSNJkjRt2jRpzJgxssTTEI153bUUVWOXJMng9bElaNeunfThhx+2qLxL0v/ilqSWkfOm/A4lt5pilyTLzf3ixYslPz8/o8csPee1xS5JlpdzjjwnIiKi+1ppaSnS0tIQEhKi36dQKBASEoLU1FQZI5NPXl4eAKB9+/YAgLS0NJSVlRnkyNvbG507d9bnKDU1Ff369YObm5u+TWhoKLRarcGoqJZu1qxZGDVqlEEuAOao0p49ezBgwABMmDABrq6uCAgIwAcffKA/fvnyZWRnZxvkqW3btggKCjLIk5OTEwYMGKBvExISAoVCgSNHjpjvZprRoEGDkJycjP/+978AgFOnTuGHH37AyJEjATBPVZkqH6mpqRg6dChsbW31bUJDQ5GRkYHbt2+b6W7I3FJSUuDq6opevXrhxRdfxO+//y53SNU05nXXUlSNvdLWrVvh7OyMvn37Ijo6GkVFRXKEVyudTodt27ahsLAQwcHBLSbvVeOuZOk5b8rvUHKrKfZKlpr7n3/+GR4eHujWrRvCw8ORmZkJoGXkvKbYK1lSzq1luzIRERGRGdy8eRM6nc6goAkAbm5uuHDhgkxRyUcURcybNw+DBw9G3759AQDZ2dmwtbWFk5OTQVs3NzdkZ2fr2xjLYeWx+8G2bdtw4sQJHDt2rNox5qjCL7/8go0bNyIqKgqvvfYajh07hjlz5sDW1hbTpk3T36exPNybJ1dXV4Pj1tbWaN++/X2Tp4ULF0Kr1cLb2xtWVlbQ6XR46623EB4eDgDMUxWmykd2dja6du1arY/KY/dOL0T3h7CwMDz11FPo2rUrLl26hNdeew0jR45EamoqrKys5A4PQONfdy2BsdgB4K9//Su6dOkCDw8PnD59Gq+++ioyMjKwc+dOGaP9nzNnziA4OBjFxcVwcHDArl274OPjg/T0dIvOe01xA5af86b+DiWn2mIHLDf3QUFBSEhIQK9evZCVlYWlS5diyJAhOHv2rMXnvLbYHR0dLS7nLJ4TERERtSKzZs3C2bNnq80r2Npdu3YNc+fORVJSElQqldzhWCxRFDFgwACsWLECABAQEICzZ88iPj4e06ZNkzk6y/Hpp59i69atSExMRJ8+fZCeno558+bBw8ODeSIyoUmTJun/369fP/j6+qJ79+5ISUnB8OHDZYzsf1ry625Nsd+71kC/fv3g7u6O4cOH49KlS+jevbu5w6ymV69eSE9PR15eHnbs2IFp06bh4MGDcodVp5ri9vHxseict+TfoeoTu6XmvvLTbADg6+uLoKAgdOnSBZ9++inatGkjW1z1UVvszz77rMXlnNO2EBER0X3N2dkZVlZW1VaXz8nJgUajkSkqeURGRuKLL77Ad999h06dOun3azQalJaW4s6dOwbt782RRqMxmsPKYy1dWloacnNz0b9/f1hbW8Pa2hoHDx7EunXrYG1tDTc3t1afIwBwd3fXj4Kr1Lt3b/1HbSvvs7bvN41GU22x3vLycty6deu+ydPLL7+MhQsXYtKkSejXrx+mTJmC+fPnIyYmBgDzVJWp8tEavgepdt26dYOzszMuXrwodygAmva6K7eaYjcmKCgIACwm77a2tujRowcCAwMRExMDPz8/rF271uLzXlPcxlhSzk3xO5Rc6opdp9NVO8eScn8vJycnPPDAA7h48aLFP9erujd2Y+TOOYvnREREdF+ztbVFYGAgkpOT9ftEUURycrLBPJL3M0mSEBkZiV27duHAgQPVpjUIDAyEjY2NQY4yMjKQmZmpz1FwcDDOnDljULxKSkqCWq2uVkxtiYYPH44zZ84gPT1dvw0YMADh4eH6/7f2HAHA4MGDkZGRYbDvv//9L7p06QIA6Nq1KzQajUGetFotjhw5YpCnO3fuIC0tTd/mwIEDEEVR/+aopSsqKoJCYfhWy8rKCqIoAmCeqjJVPoKDg3Ho0CGUlZXp2yQlJaFXr16csqWV+PXXX/H777/D3d1d1jhM8borl7piNyY9PR0AZM97TURRRElJiUXn3ZjKuI2xpJyb4ncoudQVu7Hpnywp9/cqKCjApUuX4O7u3uKe6/fGbozsOZd5wVIiIiKiZrdt2zZJqVRKCQkJ0k8//STNnDlTcnJykrKzs+UOzSxefPFFqW3btlJKSoqUlZWl34qKivRtXnjhBalz587SgQMHpOPHj0vBwcFScHCw/nh5ebnUt29facSIEVJ6erq0f/9+ycXFRYqOjpbjlszi4YcflubOnat/zBxJ0tGjRyVra2vprbfekn7++Wdp69atkp2dnfSvf/1L3yY2NlZycnKSPv/8c+n06dPSmDFjpK5du0p3797VtwkLC5MCAgKkI0eOSD/88IPUs2dPafLkyXLcUrOYNm2a1LFjR+mLL76QLl++LO3cuVNydnaWXnnlFX2b1pan/Px86eTJk9LJkyclANLq1aulkydPSlevXpUkyTT5uHPnjuTm5iZNmTJFOnv2rLRt2zbJzs5Oev/9981+v2QatT1v8vPzpZdeeklKTU2VLl++LH377bdS//79pZ49e0rFxcWyxm2K11251BX7xYsXpWXLlknHjx+XLl++LH3++edSt27dpKFDh8oceYWFCxdKBw8elC5fviydPn1aWrhwoSQIgvTNN99IkmS5ea8tbkvPuTEN/R3KktwbuyXnfsGCBVJKSop0+fJl6T//+Y8UEhIiOTs7S7m5uZIkWXbOa4vdEnPO4jkRERG1CuvXr5c6d+4s2draSgMHDpR+/PFHuUMyGwBGt3/+85/6Nnfv3pX+9re/Se3atZPs7OykcePGSVlZWQb9XLlyRRo5cqTUpk0bydnZWVqwYIFUVlZm5rsxn6pv/JijCnv37pX69u0rKZVKydvbW9q0aZPBcVEUpTfeeENyc3OTlEqlNHz4cCkjI8Ogze+//y5NnjxZcnBwkNRqtRQRESHl5+eb8zaalVarlebOnSt17txZUqlUUrdu3aS///3vUklJib5Na8vTd999Z/Tn0LRp0yRJMl0+Tp06JT300EOSUqmUOnbsKMXGxprrFqkZ1Pa8KSoqkkaMGCG5uLhINjY2UpcuXaQZM2ZYxB/GTfW6K4e6Ys/MzJSGDh0qtW/fXlIqlVKPHj2kl19+WcrLy5M38D8888wzUpcuXSRbW1vJxcVFGj58uL5wLkmWm/fa4rb0nBvTmN+hLMW9sVty7idOnCi5u7tLtra2UseOHaWJEydKFy9e1B+35JzXFrsl5lyQJEkyxwh3IiIiIiIiIiIiIqKWgnOeExERERERERERERFVweI5EREREREREREREVEVLJ4TEREREREREREREVXB4jkRERERERERERERURUsnhMRERERERERERERVcHiORERERERERERERFRFSyeExERERERERERERFVweI5EREREREREREREVEVLJ4TEREREREREVGrNGzYMMybN6/WNleuXIEgCEhPTzdLTJYmIyMDGo0G+fn5Ju134cKFmD17tkn7JDI1Fs+JiIiIiJrZ9OnTMXbsWNmuP2XKFKxYsaLZ+v/pp5/QqVMnFBYWNts1iIiIGmv69OkQBKHadvHiRezcuRPLly+v9XxPT09kZWWhb9++zRpnZZG+cmvfvj0efvhhfP/99w3qJyUlBYIg4M6dOyaJKzo6GrNnz4ajo2Od/Xt5eWHNmjX16vell17Cli1b8Msvv5gkTqLmwOI5EREREVETGHszfu+2ZMkSrF27FgkJCbLEd+rUKezbtw9z5sxptmv4+PjgwQcfxOrVq5vtGkRERE0RFhaGrKwsg61r165o3769vihsTGlpKaysrKDRaGBtbW2WWL/99ltkZWXh0KFD8PDwwBNPPIGcnByzXLuqzMxMfPHFF5g+fbrJ+3Z2dkZoaCg2btxo8r6JTIXFcyIiIiKiJrj3TfiaNWugVqsN9r300kto27YtnJycZIlv/fr1mDBhAhwcHJr1OhEREdi4cSPKy8ub9TpERESNoVQqodFoDDYrK6tq07Z4eXlh+fLlmDp1KtRqNWbOnFlt2pbKkdfJyckYMGAA7OzsMGjQIGRkZBhc880334SrqyscHR3x3HPPYeHChfD3968z1g4dOkCj0aBv37547bXXoNVqceTIEf3x//u//8OAAQPg6OgIjUaDv/71r8jNzQVQMXr9kUceAQC0a9cOgiDoC9+iKCImJgZdu3ZFmzZt4Ofnhx07dtQay6effgo/Pz907NixzrirSkhIqHFgQaXRo0dj27ZtDe6byFxYPCciIiIiaoJ734S3bdsWgiAY7HNwcKg2bcuwYcMwe/ZszJs3D+3atYObmxs++OADFBYWIiIiAo6OjujRowe++uorg2udPXsWI0eOhIODA9zc3DBlyhTcvHmzxth0Oh127NiB0aNHG+z38vLCm2++ialTp8LBwQFdunTBnj17cOPGDYwZMwYODg7w9fXF8ePH9edcvXoVo0ePRrt27WBvb48+ffpg3759+uOPPfYYbt26hYMHDzYxo0RERPJauXIl/Pz8cPLkSbzxxhs1tvv73/+OVatW4fjx47C2tsYzzzyjP7Z161a89dZbiIuLQ1paGjp37tzgEdZ3797Fxx9/DACwtbXV7y8rK8Py5ctx6tQp7N69G1euXNEXyD09PfHvf/8bQMVc5VlZWVi7di0AICYmBh9//DHi4+Nx7tw5zJ8/H08//XStr93ff/89BgwY0KC4K02cONFgQMEnn3wCa2trDB48WN9m4MCB+PXXX3HlypVGXYOoubF4TkREREQkgy1btsDZ2RlHjx7F7Nmz8eKLL2LChAkYNGgQTpw4gREjRmDKlCkoKioCANy5cwePPvooAgICcPz4cezfvx85OTn4y1/+UuM1Tp8+jby8PKNvet99910MHjwYJ0+exKhRozBlyhRMnToVTz/9NE6cOIHu3btj6tSpkCQJADBr1iyUlJTg0KFDOHPmDOLi4gxGs9va2sLf37/B87ISERGZwxdffAEHBwf9NmHChBrbPvroo1iwYAG6d++O7t2719jurbfewsMPPwwfHx8sXLgQhw8fRnFxMYCKT349++yziIiIwAMPPIBFixahX79+9Yp10KBBcHBwgL29PVauXInAwEAMHz5cf/yZZ57ByJEj0a1bNzz44INYt24dvvrqKxQUFMDKygrt27cHALi6uur/uF9SUoIVK1Zg8+bNCA0NRbdu3TB9+nQ8/fTTeP/992uM5erVq/Dw8DB6rFOnTgY5dXBwQGZmpv54mzZt9IMJCgsLMWvWLKxYsQKPPfaYvk1l31evXq1XbojMzTyTNRERERERkQE/Pz+8/vrrACoW4oqNjYWzszNmzJgBAFi0aBE2btyI06dP48EHH8R7772HgIAAg4U/N2/eDE9PT/z3v//FAw88UO0aV69ehZWVFVxdXasde/zxx/H8888bXOtPf/qTvpjw6quvIjg4GDk5OdBoNMjMzMT48eP1b/y7detWrU8PDw+++SUiIov0yCOPGIz8tre3r7FtfUda+/r66v/v7u4OAMjNzUXnzp2RkZGBv/3tbwbtBw4ciAMHDtTZ7/bt2+Ht7Y2zZ8/ilVdeQUJCAmxsbPTH09LSsGTJEpw6dQq3b9+GKIoAKuYn9/HxMdrnxYsXUVRUZFC4BirmdA8ICKgxlrt370KlUhk99v3331ebL37YsGHV2uXl5eGJJ57AqFGj8PLLLxsca9OmDQDoBwsQWRoWz4mIiIiIZHDvG24rKyt06NDBYESam5sbAOjnMD116hS+++47o3OXX7p0yWjx/O7du1AqlRAEodbrV16rputrNBrMmTMHL774Ir755huEhIRg/PjxBn0AFW+A+eaXiIgskb29PXr06FHvtvVxb0G78rW2spDdFJ6enujZsyd69uyJ8vJyjBs3DmfPnoVSqURhYSFCQ0MRGhqKrVu3wsXFBZmZmQgNDUVpaWmNfRYUFAAAvvzyy2rzlyuVyhrPc3Z2xu3bt40e69q1a7U1XaouqqrT6TBx4kSo1Wps2rSpWh+3bt0CALi4uNQYA5GcOG0LEREREZEM7n3DDVS86a7tTXhBQQFGjx6N9PR0g+3nn3/G0KFDjV7D2dkZRUVFRt9MG7tWbdd/7rnn8Msvv2DKlCk4c+YMBgwYgPXr1xv0eevWLb75JSIiAtCrVy8cO3bMYF/Vx/Xx5z//GdbW1vjHP/4BALhw4QJ+//13xMbGYsiQIfD29tb/ob1S5fzoOp1Ov8/HxwdKpRKZmZno0aOHwebp6Vnj9QMCAvDTTz81OO5K8+fPx5kzZ7B7926jI9jPnj0LGxsb9OnTp9HXIGpOLJ4TEREREbUA/fv3x7lz5+Dl5VXtTW9NI+T8/f0BoElveu/l6emJF154ATt37sSCBQvwwQcfGBw/e/ZsrR/9JiIiai1mz56Njz76CFu2bMHPP/+MN998E6dPnzb6abDaCIKAOXPmIDY2FkVFRejcuTNsbW2xfv16/PLLL9izZw+WL19ucE6XLl0gCAK++OIL3LhxAwUFBXB0dMRLL72E+fPnY8uWLbh06RJOnDiB9evXY8uWLTVePzQ0FKmpqQaF+Pr65z//iX/84x+Ij4+HIAjIzs5Gdna2fhQ8UDH1y5AhQ/TTtxBZGhbPiYiIiIhagFmzZuHWrVuYPHkyjh07hkuXLuHrr79GREREjW9oXVxc0L9/f/zwww9Nvv68efPw9ddf4/Llyzhx4gS+++479O7dW3/8ypUruH79OkJCQpp8LSIiopYuPDwc0dHReOmll9C/f39cvnwZ06dPr3H+8NpMmzYNZWVleO+99+Di4oKEhAR89tln8PHxQWxsLFauXGnQvmPHjli6dCkWLlwINzc3REZGAgCWL1+ON954AzExMejduzfCwsLw5ZdfomvXrjVee+TIkbC2tsa3337b4LgPHjwInU6HJ598Eu7u7vrt3ni3bdumX++FyBJxznMiIiIiohbAw8MD//nPf/Dqq69ixIgRKCkpQZcuXRAWFgaFouYxMc899xw+/vhj/RvnxtLpdJg1axZ+/fVXqNVqhIWF4d1339Uf/+STTzBixAh06dKlSdchIiIytYSEhBqPpaSkGDy+cuVKtTZeXl6QJEn/eNiwYQaPgYpPe1Xd98Ybb+CNN97QP37sscdqnXe96nUq2dnZ6ecGB4DJkydj8uTJBm3qujZQMYp97ty5mDt3bo0xVGVtbY3XXnsNq1evRmhoKADj91/p3vwlJCTUmvuvvvoKCoUCf/7zn+sdD5G5CVJNz3YiIiIiImrx7t69i169emH79u0IDg5ulmuUlpaiZ8+eSExMxODBg5vlGkRERC1JUVER4uPjERoaCisrK3zyySdYtmwZkpKSWtyntMrLyxEXF4c5c+bA0dHRZP3u2LEDnp6eCAoKMlmfRKbG4jkRERER0X0uJSUF+fn5GD16dLP0f/HiRSQnJ+P5559vlv6JiIhamrt372L06NE4efIkiouL0atXL7z++ut46qmn5A6NiBqAxXMiIiIiIiIiIiIioiq4YCgRERERERERERERURUsnhMRERERERERERERVcHiORERERERERERERFRFSyeExERERERERERERFVweI5EREREREREREREVEVLJ4TEREREREREREREVXB4jkRERERERERERERURUsnhMRERERERERERERVcHiORERERERERERERFRFf8Plj1E2s5OxQ4AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Phase Locking Value (PLV)\n",
    "\n",
    "PLV measures the consistency of phase relationships between spikes and a reference oscillation."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:14.093632Z",
     "start_time": "2025-09-23T13:17:09.587237Z"
    }
   },
   "source": [
    "# Generate phase-locked spike data\n",
    "n_time = 2000\n",
    "dt = 0.5  # 0.5 ms resolution\n",
    "freq = 20.0  # 20 Hz reference frequency\n",
    "n_neurons = 6\n",
    "\n",
    "spikes_plv = jnp.zeros((n_time, n_neurons))\n",
    "times = jnp.arange(n_time) * dt / 1000  # Convert to seconds\n",
    "\n",
    "# Create neurons with different phase preferences\n",
    "phase_preferences = jnp.linspace(0, 2*jnp.pi, n_neurons, endpoint=False)\n",
    "print(f\"Phase preferences: {phase_preferences * 180 / jnp.pi} degrees\")\n",
    "\n",
    "# Add phase-locked spikes with some jitter\n",
    "for cycle in range(int(freq * times[-1])):\n",
    "    cycle_time = cycle / freq\n",
    "    for i, phase_pref in enumerate(phase_preferences):\n",
    "        # Time when this neuron should spike (at its preferred phase)\n",
    "        preferred_time = cycle_time + phase_pref / (2 * jnp.pi * freq)\n",
    "        \n",
    "        # Add some jitter and probabilistic spiking\n",
    "        if np.random.random() < 0.8:  # 80% probability of spiking\n",
    "            jitter = np.random.normal(0, 0.002)  # 2ms std jitter\n",
    "            actual_time = preferred_time + jitter\n",
    "            \n",
    "            # Convert back to time index\n",
    "            time_idx = int(actual_time * 1000 / dt)\n",
    "            if 0 <= time_idx < n_time:\n",
    "                spikes_plv = spikes_plv.at[time_idx, i].set(1)\n",
    "\n",
    "# Add some random background spikes\n",
    "background = (np.random.random((n_time, n_neurons)) < 0.005).astype(float)\n",
    "spikes_plv = jnp.maximum(spikes_plv, background)\n",
    "\n",
    "# Calculate PLV\n",
    "plv_values = braintools.metric.phase_locking_value(spikes_plv, freq, dt / 1000)\n",
    "\n",
    "print(f\"\\nPhase Locking Values:\")\n",
    "for i, (plv, phase) in enumerate(zip(plv_values, phase_preferences)):\n",
    "    print(f\"Neuron {i}: PLV = {plv:.3f}, Preferred phase = {phase*180/jnp.pi:.1f}°\")\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Plot raster with phase information\n",
    "plt.subplot(2, 3, 1)\n",
    "neuron_indices, spike_times = braintools.metric.raster_plot(spikes_plv, jnp.arange(n_time) * dt)\n",
    "plt.scatter(spike_times[:1000], neuron_indices[:1000], marker='|', s=30, alpha=0.8)  # Show first 500ms\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Neuron Index')\n",
    "plt.title('Phase-Locked Raster Plot')\n",
    "plt.xlim(0, 500)\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot reference oscillation\n",
    "plt.subplot(2, 3, 2)\n",
    "t_ref = jnp.linspace(0, 200, 1000)  # First 200ms\n",
    "reference_signal = jnp.sin(2 * jnp.pi * freq * t_ref / 1000)\n",
    "plt.plot(t_ref, reference_signal, 'k-', linewidth=2, label=f'{freq} Hz reference')\n",
    "\n",
    "# Overlay spike times for first few neurons\n",
    "colors = plt.cm.Set1(np.linspace(0, 1, n_neurons))\n",
    "for i in range(min(3, n_neurons)):\n",
    "    neuron_spikes = spike_times[neuron_indices == i]\n",
    "    neuron_spikes = neuron_spikes[neuron_spikes <= 200]\n",
    "    plt.scatter(neuron_spikes, jnp.sin(2 * jnp.pi * freq * neuron_spikes / 1000), \n",
    "               color=colors[i], s=50, label=f'Neuron {i}', alpha=0.8)\n",
    "\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Phase')\n",
    "plt.title('Spikes vs Reference Phase')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Plot PLV values\n",
    "plt.subplot(2, 3, 3)\n",
    "bars = plt.bar(range(n_neurons), plv_values, color=colors, alpha=0.7)\n",
    "plt.xlabel('Neuron Index')\n",
    "plt.ylabel('Phase Locking Value')\n",
    "plt.title('PLV per Neuron')\n",
    "plt.ylim(0, 1)\n",
    "plt.grid(True, alpha=0.3, axis='y')\n",
    "\n",
    "for bar, plv in zip(bars, plv_values):\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.02,\n",
    "             f'{plv:.3f}', ha='center', va='bottom')\n",
    "\n",
    "# Polar plot of phase preferences vs PLV\n",
    "plt.subplot(2, 3, 4, projection='polar')\n",
    "plt.scatter(phase_preferences, plv_values, c=colors, s=100, alpha=0.8)\n",
    "for i, (angle, r) in enumerate(zip(phase_preferences, plv_values)):\n",
    "    plt.annotate(f'N{i}', (angle, r), xytext=(5, 5), textcoords='offset points')\n",
    "plt.ylim(0, 1)\n",
    "plt.title('PLV vs Phase Preference')\n",
    "\n",
    "# Phase histogram for one neuron\n",
    "plt.subplot(2, 3, 5)\n",
    "neuron_idx = 0\n",
    "neuron_spike_times = spike_times[neuron_indices == neuron_idx] / 1000  # Convert to seconds\n",
    "spike_phases = (2 * jnp.pi * freq * neuron_spike_times) % (2 * jnp.pi)\n",
    "\n",
    "plt.hist(spike_phases, bins=20, alpha=0.7, density=True, color=colors[neuron_idx])\n",
    "plt.xlabel('Phase (radians)')\n",
    "plt.ylabel('Density')\n",
    "plt.title(f'Phase Distribution - Neuron {neuron_idx}')\n",
    "plt.axvline(phase_preferences[neuron_idx], color='red', linestyle='--', \n",
    "           label=f'Preferred: {phase_preferences[neuron_idx]:.2f}')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# PLV vs frequency (sensitivity analysis)\n",
    "plt.subplot(2, 3, 6)\n",
    "test_freqs = jnp.linspace(10, 30, 21)\n",
    "plv_vs_freq = []\n",
    "\n",
    "for test_freq in test_freqs:\n",
    "    test_plv = braintools.metric.phase_locking_value(spikes_plv, test_freq, dt / 1000)\n",
    "    plv_vs_freq.append(jnp.mean(test_plv))\n",
    "\n",
    "plt.plot(test_freqs, plv_vs_freq, 'o-', linewidth=2, markersize=6)\n",
    "plt.axvline(freq, color='red', linestyle='--', label=f'True freq: {freq} Hz')\n",
    "plt.xlabel('Test Frequency (Hz)')\n",
    "plt.ylabel('Mean PLV')\n",
    "plt.title('PLV vs Test Frequency')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Phase preferences: [  0.  60. 120. 180. 240. 300.] degrees\n",
      "\n",
      "Phase Locking Values:\n",
      "Neuron 0: PLV = 0.590, Preferred phase = 0.0°\n",
      "Neuron 1: PLV = 0.582, Preferred phase = 60.0°\n",
      "Neuron 2: PLV = 0.573, Preferred phase = 120.0°\n",
      "Neuron 3: PLV = 0.685, Preferred phase = 180.0°\n",
      "Neuron 4: PLV = 0.681, Preferred phase = 240.0°\n",
      "Neuron 5: PLV = 0.565, Preferred phase = 300.0°\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Burst Synchrony Index\n",
    "\n",
    "Identifies and quantifies synchronization of burst events across neurons."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-23T13:17:17.074269Z",
     "start_time": "2025-09-23T13:17:14.494233Z"
    }
   },
   "source": [
    "# Generate data with burst patterns\n",
    "n_time = 2000\n",
    "n_neurons = 8\n",
    "dt = 1.0  # ms\n",
    "\n",
    "spikes_burst = jnp.zeros((n_time, n_neurons))\n",
    "\n",
    "# Define burst parameters\n",
    "burst_duration = 20  # ms\n",
    "burst_frequency = 100  # Hz during burst\n",
    "burst_times = [200, 600, 1000, 1400, 1800]  # Times when bursts occur\n",
    "\n",
    "print(\"Creating burst patterns:\")\n",
    "print(f\"Burst times: {burst_times} ms\")\n",
    "print(f\"Burst duration: {burst_duration} ms\")\n",
    "print(f\"Intra-burst frequency: {burst_frequency} Hz\")\n",
    "\n",
    "# Add synchronized bursts\n",
    "for burst_start in burst_times:\n",
    "    for neuron in range(n_neurons):\n",
    "        # Each neuron participates with some probability\n",
    "        if np.random.random() < 0.8:  # 80% participation rate\n",
    "            # Generate burst spikes\n",
    "            spike_interval = 1000 / burst_frequency  # ms between spikes\n",
    "            n_spikes = int(burst_duration / spike_interval)\n",
    "            \n",
    "            for spike_num in range(n_spikes):\n",
    "                spike_time = int(burst_start + spike_num * spike_interval + \n",
    "                               np.random.normal(0, 2))  # Add jitter\n",
    "                if 0 <= spike_time < n_time:\n",
    "                    spikes_burst = spikes_burst.at[spike_time, neuron].set(1)\n",
    "\n",
    "# Add some isolated spikes (not part of bursts)\n",
    "isolated_spikes = (np.random.random((n_time, n_neurons)) < 0.002).astype(float)\n",
    "spikes_burst = jnp.maximum(spikes_burst, isolated_spikes)\n",
    "\n",
    "# Calculate burst synchrony\n",
    "burst_sync = braintools.metric.burst_synchrony_index(spikes_burst,\n",
    "                                                     burst_threshold=3,\n",
    "                                                     max_isi=50.0,\n",
    "                                                     dt=dt)\n",
    "\n",
    "print(f\"\\nBurst Synchrony Index: {burst_sync:.3f}\")\n",
    "\n",
    "# Also calculate other synchrony measures for comparison\n",
    "spike_sync = braintools.metric.spike_train_synchrony(spikes_burst, window_size=30.0, dt=dt)\n",
    "cross_corr = braintools.metric.cross_correlation(spikes_burst, bin=20.0, dt=dt)\n",
    "\n",
    "print(f\"Spike Train Synchrony: {spike_sync:.3f}\")\n",
    "print(f\"Cross Correlation: {cross_corr:.3f}\")\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "# Full raster plot\n",
    "plt.subplot(3, 2, 1)\n",
    "neuron_indices, spike_times = braintools.metric.raster_plot(spikes_burst, jnp.arange(n_time) * dt)\n",
    "plt.scatter(spike_times, neuron_indices, marker='|', s=20, alpha=0.8)\n",
    "for t in burst_times:\n",
    "    plt.axvline(t, color='red', linestyle='--', alpha=0.6)\n",
    "    plt.axvline(t + burst_duration, color='red', linestyle='--', alpha=0.6)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Neuron Index')\n",
    "plt.title('Burst Raster Plot (Red lines show burst windows)')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Zoomed view of one burst\n",
    "plt.subplot(3, 2, 2)\n",
    "zoom_start, zoom_end = burst_times[1] - 50, burst_times[1] + 100\n",
    "zoom_mask = (spike_times >= zoom_start) & (spike_times <= zoom_end)\n",
    "plt.scatter(spike_times[zoom_mask], neuron_indices[zoom_mask], marker='|', s=40, alpha=0.8)\n",
    "plt.axvspan(burst_times[1], burst_times[1] + burst_duration, alpha=0.2, color='red', label='Burst window')\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Neuron Index')\n",
    "plt.title(f'Zoomed Burst View ({zoom_start}-{zoom_end} ms)')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Population firing rate\n",
    "plt.subplot(3, 2, 3)\n",
    "pop_rate = braintools.metric.firing_rate(spikes_burst, 20.0, dt)\n",
    "rate_times = jnp.arange(len(pop_rate)) * dt\n",
    "plt.plot(rate_times, pop_rate, linewidth=2, color='blue')\n",
    "for t in burst_times:\n",
    "    plt.axvline(t, color='red', linestyle='--', alpha=0.6)\n",
    "plt.xlabel('Time (ms)')\n",
    "plt.ylabel('Population Rate (Hz)')\n",
    "plt.title('Population Firing Rate')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Inter-spike interval distribution\n",
    "plt.subplot(3, 2, 4)\n",
    "all_isis = []\n",
    "for neuron in range(n_neurons):\n",
    "    neuron_spikes = spike_times[neuron_indices == neuron]\n",
    "    if len(neuron_spikes) > 1:\n",
    "        isis = jnp.diff(neuron_spikes)\n",
    "        all_isis.extend(isis)\n",
    "\n",
    "plt.hist(all_isis, bins=50, alpha=0.7, density=True, range=(0, 200))\n",
    "plt.axvline(1000/burst_frequency, color='red', linestyle='--', \n",
    "           label=f'Burst ISI: {1000/burst_frequency:.1f} ms')\n",
    "plt.xlabel('Inter-Spike Interval (ms)')\n",
    "plt.ylabel('Density')\n",
    "plt.title('ISI Distribution')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Synchrony comparison\n",
    "plt.subplot(3, 2, 5)\n",
    "measures = ['Burst Synchrony', 'Spike Synchrony', 'Cross Correlation']\n",
    "values = [burst_sync, spike_sync, cross_corr]\n",
    "colors = ['red', 'blue', 'green']\n",
    "\n",
    "bars = plt.bar(measures, values, color=colors, alpha=0.7)\n",
    "plt.ylabel('Synchrony Value')\n",
    "plt.title('Synchrony Measure Comparison')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True, alpha=0.3, axis='y')\n",
    "\n",
    "for bar, value in zip(bars, values):\n",
    "    plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 0.01,\n",
    "             f'{value:.3f}', ha='center', va='bottom')\n",
    "\n",
    "# Burst detection sensitivity\n",
    "plt.subplot(3, 2, 6)\n",
    "burst_thresholds = [2, 3, 4, 5, 6]\n",
    "burst_sync_vs_threshold = []\n",
    "\n",
    "for threshold in burst_thresholds:\n",
    "    bs = braintools.metric.burst_synchrony_index(spikes_burst,\n",
    "                                                 burst_threshold=threshold,\n",
    "                                                 max_isi=50.0, dt=dt)\n",
    "    burst_sync_vs_threshold.append(bs)\n",
    "\n",
    "plt.plot(burst_thresholds, burst_sync_vs_threshold, 'o-', linewidth=2, markersize=8)\n",
    "plt.xlabel('Burst Threshold (min spikes)')\n",
    "plt.ylabel('Burst Synchrony Index')\n",
    "plt.title('Sensitivity to Burst Threshold')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating burst patterns:\n",
      "Burst times: [200, 600, 1000, 1400, 1800] ms\n",
      "Burst duration: 20 ms\n",
      "Intra-burst frequency: 100 Hz\n",
      "\n",
      "Burst Synchrony Index: 0.571\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\braintools\\braintools\\metric\\_correlation.py:119: UserWarning: Explicitly requested dtype <class 'jax.numpy.float64'> requested in asarray is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n",
      "  states = jnp.asarray(jnp.sum(states, axis=2) > 0., dtype=jnp.float_)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spike Train Synchrony: 0.622\n",
      "Cross Correlation: 0.372\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 6 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and Comparison\n",
    "\n",
    "1. When to Use Each Measure:\n",
    "\n",
    "**Distance Measures:**\n",
    "- **Victor-Purpura Distance**: Spike train clustering, template matching, cost-based dissimilarity\n",
    "- **van Rossum Distance**: Temporal smoothing important, rate-based coding\n",
    "\n",
    "**Synchrony Measures:**\n",
    "- **Spike Train Synchrony**: Simple coincidence detection, event-based synchrony\n",
    "- **Correlation Index**: Rate-based synchrony, bin-size effects important\n",
    "- **Cross-correlation**: Population-level synchrony, binning approach\n",
    "\n",
    "**Advanced Measures:**\n",
    "- **STTC**: Rate-independent synchrony, controls for firing rate differences\n",
    "- **Phase Locking Value**: Rhythmic synchronization, oscillatory coupling\n",
    "- **Burst Synchrony Index**: Burst-based activity, epileptic-like patterns\n",
    "\n",
    "2. Parameter Guidelines:\n",
    "\n",
    "- **Window sizes**: 5-50ms for fast synchrony, 50-200ms for slower dynamics\n",
    "- **Cost factors (VP)**: 1-10 for temporal precision, >10 for strict timing\n",
    "- **Tau (van Rossum)**: 0.1-1ms for precise timing, 1-10ms for rate coding\n",
    "- **Burst thresholds**: 3-5 spikes typical, adjust based on firing rates\n",
    "\n",
    "3. Best Practices:\n",
    "\n",
    "1. **Multiple measures**: Use several measures to capture different aspects\n",
    "2. **Parameter sensitivity**: Test multiple parameter values\n",
    "3. **Statistical validation**: Use surrogate data and significance testing\n",
    "4. **Biological relevance**: Choose measures appropriate for your system\n",
    "5. **Computational efficiency**: Consider trade-offs for large datasets"
   ]
  }
 ],
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