{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cdc36bfa-e440-4caa-9c67-1be735aaf697",
   "metadata": {},
   "source": [
    "# Blue micro-LEDs with inclined sidewalls\n",
    "\n",
    "LEDs have become essential light sources, with applications ranging far beyond simple illumination, including optical communication and, notably, display technologies. Among these, µ-LEDs based on InGaN have emerged as promising platforms for next-generation displays, particularly in applications such as augmented reality.\n",
    "\n",
    "As LEDs are miniaturized for these advanced uses, maintaining high internal quantum efficiency (IQE) and light extraction efficiency (LEE) becomes increasingly challenging. Precise control over fabrication parameters, such as the sidewall angle, becomes critical for achieving high LEE and desirable far-field emission profiles. In this context, electromagnetic (EM) simulations play a crucial role, allowing for the exploration of design variations and identification of optimal parameters before committing to costly fabrication processes.\n",
    "\n",
    "However, accurately simulating LED sources presents unique challenges. LED emission is inherently incoherent, while EM simulations typically use coherent sources, which can introduce unrealistic interference effects. A common technique to approximate incoherent emission involves averaging the intensity profiles generated by multiple dipole sources distributed across the emitting region. While this method effectively captures the statistical nature of incoherent light, it requires a large number of simulations to reduce variance in the results.\n",
    "\n",
    "For symmetric structures, the computational cost can be significantly reduced. In this particular model, circular symmetry is exploited by placing dipole sources at various radial positions and averaging over the azimuthal (ϕ) angle. This approach enables efficient simulation of incoherent emission while preserving the accuracy of spatially averaged field distributions. \n",
    "\n",
    "This notebook demonstrates how to model a blue LED with inclined sidewalls using Tidy3D FDTD. The design is based on a recent study `Florian Vögl, Adrian Avramescu, Andreas Lex, Andreas Waag, Martin Hetzl, and Norwin von Malm, \"Enhanced forward emission by backside mirror design in micron-sized LEDs,\" Opt. Lett. 49, 5095-5098 (2024)`.\n",
    "\n",
    "<img src=\"img/microLED.png\" width=\"500\" alt=\"Schematic of the micro LED\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4c4ed346-061f-4ebf-a040-ec47d9cffa8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# library imports\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0be08c5-55b1-425b-932d-9ec0420452e4",
   "metadata": {},
   "source": [
    "## Simulation Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "37271c3e-7aad-4036-b25c-ea1f5e8a8d0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define frequency and wavelength range\n",
    "\n",
    "nm = 1e-3\n",
    "lda0 = 450 * nm\n",
    "freq0 = td.C_0 / lda0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37c7c81c-2f13-4d8a-b23a-3b3001308146",
   "metadata": {},
   "source": [
    "Define the materials used in the simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12574e34-0741-43f6-aa6b-4c89092dbc98",
   "metadata": {},
   "outputs": [],
   "source": [
    "nGaN = td.Medium.from_nk(\n",
    "    n=2.45, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"lightsteelblue\")\n",
    ")\n",
    "Al2O3 = td.Medium.from_nk(\n",
    "    n=1.76, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"darkorange\")\n",
    ")\n",
    "SiO2 = td.Medium.from_nk(\n",
    "    n=1.46, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"goldenrod\")\n",
    ")\n",
    "MQW = td.Medium.from_nk(\n",
    "    n=2.60, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"steelblue\")\n",
    ")\n",
    "pGaN = td.Medium.from_nk(\n",
    "    n=2.46, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"cadetblue\")\n",
    ")\n",
    "ITO = td.Medium.from_nk(\n",
    "    n=2.00, k=0, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"gainsboro\")\n",
    ")\n",
    "metal = td.medium_from_nk(\n",
    "    n=0.028, k=2.88, freq=freq0, viz_spec=td.VisualizationSpec(facecolor=\"gray\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08a74b24-6ab5-43bf-84a4-c59e3a9c9eb6",
   "metadata": {},
   "source": [
    "Define geometric parameters, i.e. thickness of each layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2ce4ae84-9c16-4067-a56c-a7df605d2a1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "t_nGaN = 1000 * nm\n",
    "t_MQW = 50 * nm\n",
    "t_pGaN = 150 * nm\n",
    "t_ITO = 50 * nm\n",
    "t_mirror = 120 * nm\n",
    "t_Al2O3 = 40 * nm\n",
    "t_SiO2 = 100 * nm\n",
    "radius = 500 * nm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "883cf171-0a62-4610-ab92-74494918d6df",
   "metadata": {},
   "source": [
    "Define the structures in the simulation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9e140508-6ab8-4f15-b137-82dde4a0ccbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "t_1 = 500 * nm\n",
    "infinity = 1e3\n",
    "layer_nGaN = td.Structure(\n",
    "    geometry=td.Box.from_bounds(rmin=(-infinity, -infinity, 0), rmax=(infinity, infinity, t_nGaN))\n",
    "    + td.Cylinder(center=(0, 0, -t_1 / 2), radius=radius, length=t_1),\n",
    "    medium=nGaN,\n",
    "    name=\"nGaN\",\n",
    ")\n",
    "\n",
    "layer_MQW = td.Structure(\n",
    "    geometry=td.Cylinder(center=(0, 0, -t_1 - t_MQW / 2), radius=radius, length=t_MQW),\n",
    "    medium=MQW,\n",
    "    name=\"MQW\",\n",
    ")\n",
    "\n",
    "layer_pGaN = td.Structure(\n",
    "    geometry=td.Cylinder(center=(0, 0, -t_1 - t_MQW - t_pGaN / 2), radius=radius, length=t_pGaN),\n",
    "    medium=pGaN,\n",
    "    name=\"pGaN\",\n",
    ")\n",
    "\n",
    "layer_ITO = td.Structure(\n",
    "    geometry=td.Cylinder(\n",
    "        center=(0, 0, -t_1 - t_MQW - t_pGaN - t_ITO / 2), radius=radius, length=t_ITO\n",
    "    ),\n",
    "    medium=ITO,\n",
    "    name=\"ITO\",\n",
    ")\n",
    "\n",
    "layer_Al2O3 = td.Structure(\n",
    "    geometry=td.Box.from_bounds(rmin=(-infinity, -infinity, -t_Al2O3), rmax=(infinity, infinity, 0))\n",
    "    + td.Cylinder(\n",
    "        center=(0, 0, (-t_1 - t_MQW - t_pGaN - t_ITO - t_Al2O3) / 2),\n",
    "        radius=radius + t_Al2O3,\n",
    "        length=t_1 + t_MQW + t_pGaN + t_ITO + t_Al2O3,\n",
    "    ),\n",
    "    medium=Al2O3,\n",
    "    name=\"Al2O3\",\n",
    ")\n",
    "\n",
    "sidewall_angle = np.deg2rad(45)\n",
    "radius_1 = 1.2\n",
    "layer_SiO2 = td.Structure(\n",
    "    geometry=td.Box.from_bounds(\n",
    "        rmin=(-infinity, -infinity, -t_Al2O3 - t_SiO2),\n",
    "        rmax=(infinity, infinity, -t_Al2O3),\n",
    "    )\n",
    "    + td.Cylinder(\n",
    "        center=(0, 0, -t_SiO2 + (-t_1 - t_MQW - t_pGaN - t_ITO - t_Al2O3) / 2),\n",
    "        radius=radius_1,\n",
    "        length=t_1 + t_MQW + t_pGaN + t_ITO + t_Al2O3,\n",
    "        sidewall_angle=-sidewall_angle,\n",
    "    ),\n",
    "    medium=SiO2,\n",
    "    name=\"SiO2\",\n",
    ")\n",
    "\n",
    "radius_2 = 0.2\n",
    "t_2 = 1.5\n",
    "layer_silver = td.Structure(\n",
    "    geometry=td.Box.from_bounds(\n",
    "        rmin=(\n",
    "            -infinity,\n",
    "            -infinity,\n",
    "            -t_1 - t_MQW - t_pGaN - t_ITO - t_Al2O3 - t_SiO2 - t_2,\n",
    "        ),\n",
    "        rmax=(infinity, infinity, -t_Al2O3 - t_SiO2),\n",
    "    ),\n",
    "    medium=metal,\n",
    "    name=\"layer_silver\",\n",
    ")\n",
    "\n",
    "contact = td.Structure(\n",
    "    geometry=td.Cylinder(\n",
    "        center=(0, 0, -t_1 - t_MQW - t_pGaN - t_ITO - (t_SiO2 + t_Al2O3) / 2),\n",
    "        radius=radius_2,\n",
    "        length=t_SiO2 + t_Al2O3,\n",
    "    ),\n",
    "    medium=metal,\n",
    "    name=\"contact\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "953ab2a6-934d-40ac-8824-012bf2fd9a89",
   "metadata": {},
   "source": [
    "Define monitors used in the simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a0dc555-f59c-4c53-94c4-37bb1cab05d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "theta_array = np.linspace(0, np.deg2rad(90), 180)  # polar angle\n",
    "phi_array = np.linspace(0, 2 * np.pi, 360)  # azimuthal angle\n",
    "\n",
    "projection_monitor = td.FieldProjectionAngleMonitor(\n",
    "    center=(0, 0, lda0 / 8),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=[freq0],\n",
    "    phi=phi_array,\n",
    "    theta=theta_array,\n",
    "    normal_dir=\"+\",\n",
    "    far_field_approx=True,\n",
    "    name=\"far_field\",\n",
    ")\n",
    "\n",
    "field_monitor = td.FieldMonitor(\n",
    "    size=(td.inf, 0, td.inf), freqs=[freq0], fields=[\"Ex\", \"Ey\", \"Ez\"], name=\"field\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42050f2b-89f2-4af8-aeb9-30502f37931d",
   "metadata": {},
   "source": [
    "Define a function to set up the simulation based on the dipole position and polarization. This function will be used later to create the necessary simulations for summing intensities and modeling the incoherent LED emission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d5c5b1b-64ad-4507-8f59-51ecd558790e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_box = td.Box.from_bounds(rmin=(-2, -2, -1.2), rmax=(2, 2, 0.3))\n",
    "\n",
    "\n",
    "def make_sim(dipole_x, pol):\n",
    "    dipole = td.PointDipole(\n",
    "        center=(dipole_x, 0, -t_1 - t_MQW / 2),\n",
    "        source_time=td.GaussianPulse(freq0=freq0, fwidth=freq0 / 10),\n",
    "        polarization=pol,\n",
    "    )\n",
    "\n",
    "    if pol == \"Ex\":\n",
    "        symmetry = (0, 1, 0)\n",
    "    elif pol == \"Ey\":\n",
    "        symmetry = (0, -1, 0)\n",
    "    else:\n",
    "        symmetry = (0, 0, 0)\n",
    "\n",
    "    sim = td.Simulation(\n",
    "        center=sim_box.center,\n",
    "        size=sim_box.size,\n",
    "        grid_spec=td.GridSpec.auto(min_steps_per_wvl=15),\n",
    "        run_time=4e-12,\n",
    "        structures=[\n",
    "            layer_silver,\n",
    "            layer_SiO2,\n",
    "            layer_Al2O3,\n",
    "            layer_nGaN,\n",
    "            layer_MQW,\n",
    "            layer_pGaN,\n",
    "            layer_ITO,\n",
    "            contact,\n",
    "        ],\n",
    "        sources=[dipole],\n",
    "        monitors=[projection_monitor, field_monitor],\n",
    "        boundary_spec=td.BoundarySpec(\n",
    "            x=td.Boundary.absorber(),\n",
    "            y=td.Boundary.absorber(),\n",
    "            z=td.Boundary.pml(),\n",
    "        ),\n",
    "        symmetry=symmetry,\n",
    "        shutoff=5e-5,\n",
    "    )\n",
    "\n",
    "    return sim\n",
    "\n",
    "\n",
    "sim = make_sim(3 * radius / 4, \"Ey\")\n",
    "sim.plot(y=0, monitor_alpha=0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cdedb80",
   "metadata": {},
   "source": [
    "Visualizing grid."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa9d1abe-b68d-4d97-92e3-0d2d11c2d6a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sim.plot(y=0, monitor_alpha=0)\n",
    "sim.plot_grid(y=0, ax=ax)\n",
    "ax.set_xlim(0, 0.5)\n",
    "ax.set_ylim(-1, -0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a25ac034-06bf-4987-a27c-49dbd5de0e53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of grid points: 17.60 M.\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of grid points: {sim.num_computational_grid_points / 1e6:.2f} M.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e14016d-d5ff-4702-b689-b9c3a92d0cd6",
   "metadata": {},
   "source": [
    "## Run a Single Simulation \n",
    "\n",
    "First we will carry out a test with a single simulation. The average runtime is about 2 minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca2e5219-5573-4226-81b8-ca637c6906c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:24:15 CEST </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'microLED'</span> with task_id                              \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>. \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:24:15 CEST\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'microLED'\u001b[0m with task_id                              \n",
       "\u001b[2;36m              \u001b[0m\u001b[32m'fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m. \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>View task using web UI at                                         \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">92-4dca-adf6-acd9b5c6fe13'</span></a>.                                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                                         \n",
       "\u001b[2;36m              \u001b[0m\u001b]8;id=815862;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=497219;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=815862;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=92923;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=815862;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32m-c29098f4-0c\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m              \u001b[0m\u001b]8;id=815862;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[32m92-4dca-adf6-acd9b5c6fe13'\u001b[0m\u001b]8;;\u001b\\.                                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/folder-7a0ee478-ee62-43e0-9a9e-26a06b299b0a\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'default'</span></a>.                                           \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mTask folder: \u001b]8;id=209368;https://tidy3d.simulation.cloud/folders/folder-7a0ee478-ee62-43e0-9a9e-26a06b299b0a\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                           \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2216a65460ec42dd970836cb27c7e09a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:24:17 CEST </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.755</span>. Minimum cost depends on task      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>execution details. Use <span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get the billed \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>FlexCredit cost after a simulation run.                           \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:24:17 CEST\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m1.755\u001b[0m. Minimum cost depends on task      \n",
       "\u001b[2;36m              \u001b[0mexecution details. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed \n",
       "\u001b[2;36m              \u001b[0mFlexCredit cost after a simulation run.                           \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:24:18 CEST </span>status = queued                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:24:18 CEST\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or             \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the web UI.     \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>Terminating the Python script will not stop the job running on the\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>cloud.                                                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or             \n",
       "\u001b[2;36m              \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the web UI.     \n",
       "\u001b[2;36m              \u001b[0mTerminating the Python script will not stop the job running on the\n",
       "\u001b[2;36m              \u001b[0mcloud.                                                            \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a76e5e68ec8f4741a66f18103caab0e4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:24:31 CEST </span>status = preprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:24:31 CEST\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                               \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:24:36 CEST </span>starting up solver                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:24:36 CEST\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>running solver                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mrunning solver                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9dc5f5a22b7240cda766b55ae7ee2af1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:25:44 CEST </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36</span>%, exiting.                           \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:25:44 CEST\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m36\u001b[0m%, exiting.                           \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>status = success                                                  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>View simulation result at                                         \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">92-4dca-adf6-acd9b5c6fe13'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                         \n",
       "\u001b[2;36m              \u001b[0m\u001b]8;id=417827;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=729288;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=417827;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=593380;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=417827;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34m-c29098f4-0c\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m              \u001b[0m\u001b]8;id=417827;https://tidy3d.simulation.cloud/workbench?taskId=fdve-c29098f4-0c92-4dca-adf6-acd9b5c6fe13\u001b\\\u001b[4;34m92-4dca-adf6-acd9b5c6fe13'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "33870783aa0a4f45b6b990ad2c95207a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:25:47 CEST </span>loading simulation from simulation_data.hdf5                      \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:25:47 CEST\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5                      \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data = web.run(sim, \"microLED\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b614bb4",
   "metadata": {},
   "source": [
    "Visualizing the fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b1a8f3e2-239f-409b-adeb-0dda39c0150e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IJBKJHUJ8+FnehS7z8vZwUoQukbiHcfXVV6OU4uqrr17pTUnsBL71rW+R5zm//OUv7/Z133HHHUxNTfEf//Efd/u6EytM3eW6nD9J0G0XSdAlEnso733ve7nkkktWejPuEh/72Md497vfvdKbMcYHP/hBDjvsMLrdLg984AP5+7//+21+7XA45DWveQ0HHnggvV6Po48+mssvv3zic6+55hoe97jH0e/3OeCAA3jlK1/JzMzMNq/r9a9/Pc9+9rO53/3ut82vWS723ntvTjnlFN7whjfc7etOJO7pJEGXSOyhLCXonvCEJzA/P88TnvCEFdmubWFXE3T/8A//wCmnnMJDHvIQ/v7v/55jjjmGV77ylfzN3/zNNr3+BS94Ae9617t4znOew4UXXogxhj/5kz/ha1/72tjzrrvuOo4//njm5uZ417vexSmnnML73/9+nvnMZ27Teq677jquuOIKXvrSl96l/VwOXvrSl/K9732PK6+8csW2IbECeHZChC6F6LaHVEOX2KOZnZ1lampqpTdjl0JrTbfbXenN2G2Yn5/n9a9/PSeeeCKf+tSnAHjRi16E9543v/nNvPjFL2bdunVLvv5b3/oWH//4x3nnO9/JX/3VXwFw0kknccQRR3DWWWdxzTXXNM993etex7p167j66qtZvXo1APe///150YtexBe/+EWe+MQnbnFbP/ShD3Hf+96XxzzmMcu099vPYYcdxhFHHMEll1zCcccdt2LbkUjc00gRusRuw4033sjJJ5/MgQceSKfT4eCDD+bUU0+lKAoALrnkEpRSfPnLX+ZlL3sZ++23HwcddFDz+ve+97085CEPodPpcOCBB3LaaaexYcOGsXX87Gc/4+lPfzoHHHAA3W6Xgw46iD//8z9n48aNzXMuv/xyHve4x7F27Vqmp6d58IMfzOte97qtbv+2vG44HPLGN76RQw45hE6nw33ucx/OOusshsPhouV95CMf4dGPfjT9fp9169bxhCc8gS9+8YsQRcANN9zAl7/8ZZRSKKX4/d//fdhCDd2ll17KUUcdRa/XY5999uG5z30uN95449hzXvCCFzA9Pc2NN97IU5/6VKanp9l33335q7/6K5xzWz0Gn/70pznxxBOb9/ABD3gAb37zm8de+/u///t87nOf45e//GWz7fe///2XXOaxxx7Lwx/+8Il/e/CDH8z69eu3ul1b4qqrruKOO+7gZS972djjp512GrOzs3zuc5/b4us/9alPYYzhxS9+cfNYt9vl5JNP5tprr+XXv/41AJs2beLyyy/nuc99biPmiOJvenqaT37yk1vd1ssuu4zjjjsOpdTY40op3vSmNy16/v3vf39e8IIXNL/X36Gvfe1rvPKVr2Tfffdl7dq1vOQlL6EoCjZs2MBJJ53EunXrWLduHWedddbEAep/+Id/yGc+85k0XP0eRN0Usdw/iW0nRegSuwU33XQTj370o9mwYQMvfvGLOfTQQ7nxxhv51Kc+xdzcHHmeN8992ctexr777ss555zD7OwsAG9605s499xzOeGEEzj11FP5yU9+wvve9z6+/e1v8/Wvf50syyiKgvXr1zMcDnnFK17BAQccwI033shnP/tZNmzYwJo1a7jhhhv40z/9Ux72sIdx3nnn0el0+K//+i++/vWvb3H7t+V13nue/OQn87WvfY0Xv/jFHHbYYVx//fVccMEF/PSnP+Wyyy5rnnvuuefypje9icc+9rGcd9555HnON7/5Ta688kqe+MQn8u53v5tXvOIVTE9P8/rXvx6A/ffff8ntu+SSS3jhC1/Iox71KN7+9rdzyy23cOGFF/L1r3+d73//+6xdu7Z5rnOO9evXc/TRR/O3f/u3XHHFFZx//vk84AEP4NRTT93icbjkkkuYnp7mzDPPZHp6miuvvJJzzjmHTZs28c53vhNiDdjGjRv5n//5Hy644AIApqenl1zm8573PF70ohfxgx/8gCOOOKJ5/Nvf/jY//elPOfvss5vH7rzzzm0Snv1+n36/D8D3v/99AB75yEeOPeeoo45Ca833v/99nvvc5y65rO9///s86EEPGhNpAI9+9KMhpknvc5/7cP3111NV1aL15HnOkUce2WzHUtx444386le/4hGPeMRW929r1J//c889l2984xu8//3vZ+3atVxzzTXc97735W1vexv/8R//wTvf+U6OOOIITjrppLHXH3XUUVxwwQXccMMNY+9JYg8mjf5aeSSR2A046aSTRGst3/72txf9zXsvIiIf+tCHBJDHPe5xUlVV8/dbb71V8jyXJz7xieKcax6/6KKLBJB/+qd/EhGR73//+wLIpZdeuuR2XHDBBQLIbbfdtl3bvy2v+/CHPyxaa/nqV7869vjFF18sgHz9618XEZGf/exnorWWP/uzPxvbn/axEBF5yEMeIscee+yi9Vx11VUCyFVXXSUiIkVRyH777SdHHHGEzM/PN8/77Gc/K4Ccc845zWPPf/7zBZDzzjtvbJm/+7u/K0cdddRWj8Pc3Nyix17ykpdIv9+XwWDQPHbiiSfK/e53v60uT0Rkw4YN0u125TWvec3Y46985StlampKZmZmmsfud7/7STRD2OLPG9/4xuY1p512mhhjJq573333lT//8z/f4vY95CEPkeOOO27R4zfccIMAcvHFF4uIyKWXXiqAfOUrX1n03Gc+85lywAEHbHE9V1xxhQDymc98ZtHfFu5Tzf3udz95/vOf3/xef4fWr18/9lk65phjRCklL33pS5vHqqqSgw46aOJn7JprrhFAPvGJT2xxmxN7Bv1+X/6/054ixRtPWtaft5/wCHnWs5610ru325BSroldHu89l112GU960pMWRS+I6aQ2L3rRizDGNL9fccUVFEXB6aefjtZ67HmrV69uUmZr1qwB4Atf+AJzc3MTt6WOVH3605/G+23PB2zL6y699FIOO+wwDj30UG6//fbmp65DuuqqqyCm1bz3nHPOOWP7M+lYbAvf+c53uPXWW3nZy142Vlt34okncuihh05MKS4sun/84x/P//2//3er6+r1es2/N2/ezO23387jH/945ubm+PGPf7zd2058357ylKfwr//6r02KzznHJz7xCZ761KeO1VB+9KMf5fLLL9/qTzviND8/PxYBbtPtdpmfn9/i9s3Pz9PpdCa+tv57+/9LPXdr67njjjsAtljPt62cfPLJY5+lo48+GhHh5JNPbh4zxvDIRz5y4vteb8Ptt9++w9uS2E3wO+EnBei2i5RyTezy3HbbbWzatGmbUzcHH3zw2O+1H9eDH/zgscfzPOd3fud3mr8ffPDBnHnmmbzrXe/iox/9KI9//ON58pOfzHOf+9xG7D3rWc/iAx/4AKeccgr/5//8H44//nie9rSn8YxnPGORuGqzLa/72c9+xo9+9CP23Xfficu49dZbAfj5z3+O1prDDz98m47H1ljq+AAceuihizoxu93uom1ct24dd95551bXdcMNN3D22Wdz5ZVXsmnTprG/tesUt5eTTjqJT3ziE3z1q1/lCU94AldccQW33HILz3ve88ae93u/93vbvexer9fUaS5kMBiMidSlXj+pBnIwGDR/b/9/qedubT01y1G3dt/73nfs9/rzf5/73GfR45Pe93ob7soNRmL3RLwgy5xyTRnX7SMJusQex7Ze+CZx/vnn84IXvIBPf/rTfPGLX+SVr3wlb3/72/nGN77BQQcdRK/X4ytf+QpXXXUVn/vc5/jP//xPPvGJT3DcccfxxS9+cSwyuHCbtvY67z0PfehDede73jVxGQsvpivFUvu4NTZs2MCxxx7L6tWrOe+883jAAx5At9vle9/7Hq95zWu2K+K5kPXr17P//vvzkY98hCc84Ql85CMf4YADDuCEE04Ye95tt922TTV009PTTd3eve51L5xz3Hrrrey3337Nc4qi4I477uDAAw/c4rLuda97LWouAfjNb34D0Lz+Xve619jjC5+7tfXsvffeEOsEt5WlxN9S7/Gkxycto96GffbZZ5u3JZFI7Bgp5ZrY5dl3331ZvXo1P/jBD+7S62uD1Z/85CdjjxdFwS9+8YtFBqwPfehDOfvss/nKV77CV7/6VW688UYuvvji5u9aa44//nje9a538cMf/pC3vvWtXHnllU1KdCm29roHPOAB/Pa3v+X444/nhBNOWPRTR9Ae8IAH4L3nhz/84RbXt63RkaWOT/3YchnUXn311dxxxx1ccsklvOpVr+JP//RPOeGEEyamCLc3smOM4S/+4i/41Kc+xZ133slll13Gs5/97EUC5FGPehT3ute9tvrzt3/7t81rjjzySIip6Tbf+c538N43f1+KI488kp/+9KeLIpLf/OY3x5Z/xBFHYK1dtJ6iKLjuuuu2up5DDz0UgF/84hcT/7558+ZFj9VR3+Wm3obDDjtspyw/sQsiKeW60iRBl9jl0Vrz1Kc+lc985jOLLnZsQ4rphBNOIM9z/u7v/m7suR/84AfZuHEjJ554IkTbiKqqxl770Ic+FK11kwb77W9/u2j59YV2UqqsZlte97/+1//ixhtv5B//8R8XPXd+fr7p2H3qU5+K1przzjtvUVSrvX9TU1OLbFkm8chHPpL99tuPiy++eGwfPv/5z/OjH/2oOT47Si2u2ttYFAXvfe97Fz13ampqu1Owz3ve87jzzjt5yUtewszMzMTO07tSQ3fcccex11578b73vW9sWe973/vo9/tjx+f222/nxz/+8VgN5jOe8Qycc7z//e9vHhsOh3zoQx/i6KOPbiKva9as4YQTTuAjH/nImPj68Ic/zMzMzFbNhe9973tzn/vcZ+J3hCio23z+859nMBjsFGuR7373u6xZs4aHPOQhy77sRCIxmZRyTewWvO1tb+OLX/wixx57bGPp8Zvf/IZLL72Ur33ta2O2GgvZd999ee1rX8u5557LH/3RH/HkJz+Zn/zkJ7z3ve/lUY96VHPhv/LKK3n5y1/OM5/5TB70oAdRVRUf/vCHMcbw9Kc/HYDzzjuPr3zlK5x44onc737349Zbb+W9730vBx10EI973OOW3IZted3znvc8PvnJT/LSl76Uq666it/7vd/DOcePf/xjPvnJT/KFL3yBRz7ykRxyyCG8/vWv581vfjOPf/zjedrTnkan0+Hb3/42Bx54IG9/+9shWke8733v4y1veQuHHHII++2330Sj1yzL+Ju/+Rte+MIXcuyxx/LsZz+7sS25//3vzxlnnLHD7x/AYx/7WNatW8fzn/98XvnKV6KU4sMf/vBEQXHUUUfxiU98gjPPPJNHPepRTE9P86QnPWmLy//d3/1djjjiiKa5ZJJ9x12toXvzm9/MaaedxjOf+UzWr1/PV7/6VT7ykY/w1re+lb322qt57kUXXcS5557LVVdd1fj+HX300Tzzmc/kta99LbfeeiuHHHII//zP/8x///d/88EPfnBsXW9961t57GMf23zO/+d//ofzzz+fJz7xifzRH/3RVrf1KU95Cv/2b/+GiCyKcv7oRz/iT/7kT3jyk5/MTTfdxIUXXsiaNWu45ppr+Nd//Vee/exnb/exWYrLL7+cJz3pSamG7p6EpIjaSpMEXWK34N73vjff/OY3ecMb3sBHP/pRNm3axL3vfW/++I//uPEL2xJvetOb2Hfffbnooos444wz2GuvvXjxi1/M2972NrIsA+DhD38469ev5zOf+Qw33ngj/X6fhz/84Xz+859vnPef/OQn89///d/80z/9E7fffjv77LMPxx57LOeee25TOD6JbXmd1prLLruMCy64gH/5l3/h3/7t3+j3+/zO7/wOr3rVq3jQgx7ULO+8887j4IMP5u///u95/etfT7/f52EPe9hYE8A555zDL3/5S97xjnewefNmjj322CWd+1/wghfQ7/f567/+a17zmtcwNTXFn/3Zn/E3f/M3WxTL28Pee+/NZz/7Wf73//7fnH322axbt47nPve5HH/88YvMf1/2spdx3XXX8aEPfYgLLriA+93vflsVdMTmiLPOOmtRM8SO8rKXvYwsyzj//PP593//d+5zn/twwQUX8KpXvWqbXv8v//IvvOENb+DDH/4wd955Jw972MP47Gc/u2j82iMe8QiuuOIKXvOa13DGGWewatUqTj755Eakb42//Mu/5KKLLuLrX//6ohuMU089lV//+teceeaZrF27lre97W1YaznzzDO58sorl03Q/fjHP+YHP/jBLjW6LXE3sBOaIpbd124PR0my8k4kEnsIF154IWeccQb//d//vahT857C8ccfz4EHHsiHP/zh5jGlFG984xsnTotYbk4//XS+8pWv8N3vfjdF6O4hTE1Nce2zj+fBey99U3tXeNc3b+D/PeBBfPzjH1/W5e6ppBq6RCKxRyAifPCDH+TYY4+9x4o5YnnCJz7xicaO5u7kjjvu4AMf+ABvectbkpi7p5F86FaclHJNJBK7NbOzs/z7v/87V111Fddffz2f/vSnV3qTVpSjjz56Sd+8nc3ee+/NzMzMiqw7sbKILP/s1ZQ/3D6SoEskErs1t912G3/xF3/B2rVred3rXseTn/zkld6kRCKRuNtJgi6RSOzW3P/+998p1ht7Eun4JHY6dZp0OUkf2+0i1dAlEolEIpFI7OakCF0ikUgkEokdQvzy19ClCN32kQTdNuK956abbmLVqlWpeyuRSCQSuzQiwubNmznwwAPR+m5IxklKua40SdBtIzfddNMuMxw9kUgkEolt4de//jUHHXTQSm9G4m4gCbptZNWqVQAcfvhDFw38TiQSiURiV8I5xw9/eH1z7drZiCy/zUjq5dk+kqDbRuo0qzEmCbpEIpFI7BbcXSVCqYZu5UldrolEIpFIJBK7OSlCl0gkEolEYsdIPnQrThJ0K4widcxuK7KN3+5Jx3RbX7ulZdwltjndcVfWtwNnux0oTtneY7mStN/Hu2u7d/Z3enc6/pNI57wRu/t72SaN/lp5kqC7G1nyRLbTahzu6nJb36LWN6p98lGo1na317Mt65Ql/r0QNeG38W1beEJsjrFa+NplPMbxmNTrHh2L+qeuZFAoVf97VN1QP1ZvU/hdg1IoRn8bvbZerW/WKfi4Hb75W3vZC9c5YvR8L27ssYWvU0ovOm6CxHV5RNzotjy+F+PHYtGBm3g44wZt5Xi2lyetyd2xErt5vmkd93r/4/6Jn/xaWLC+Sceu9RomXGnG9nlrn7VJx6H9mqUqYeJ73LxeFn0Wt8bY+7ml8862XEnbr9+eK6/a3vNFm8XnprHPzRbXtQwss8JY6ry0Jwm9xN1HEnR3A9t2otmeE8+2iKAtC4v2hX+pKIaIj4trXxDbuxAumvWFXym7SJSMb3U8AUch4MUFkSIV4BphgDKAWbT8hcsS8SDVEgZIGqXMxO0L27Z4GyeJpVpESWvfldYjwaUMCo3ROVpbdFyvatarYYEw03HdWlk0FkOGUTlWMiw5lgyLRotBo/AIXjkqPBUlFUMKBpTMUcoQ7wt8PA5GdzAqx6gMQ47GoheIGydhSUOZxfkBIg4fj59RcVt0F0sHq3Ks5PHzJFSqopK4bjdP4Wap3DyVm0VJASrD6C7W9MNxUCa+3+F99+Li8Q3/9n4Y3nsFCoNSGUZ30CrHmC5W52hlMSoP2ygeJwVOSrwvW0LWYHVOx67G0EFjmvdY8HgcjiHOl1R+QOWHzfbouJ3h/TNj3w2JItCJo3Lz8TUlIlXcr/A5UMqi4+et/R2o93UkoH1zPIifSaU0WufNusP6VbNfo+dLsxxplhV+V/Hf44KVBeeKxQJ58U1DXJdyjWCcLLRp/V9a57MJrY5LiO3293rxjcj4jcr4jUT8Lqqwr2rRPjJ27hvflIXv7djex//7BY+1lq/UEvu3gyxYZn1cdithtxO6XBPbRxJ0O5mti7ml7uq3fJcemHTCpTlphwuqHRMzCy8a4TkqiozFUSEmnvjq3QiCRSsLSmOUQWHQxHWimwsbrQurp8JLFS7MfkgVf7wv8H4+SB6do3UQJuH/Zkwo1dvkpcQ1F7gFwqt1kdbKkpleEDjxxygb5dVoG32MODmpqBjgqXDiQDyCb/a3FkxWdcmlS58+ViwWg1aatgSN0hCJ75UPchWLpqMMudH0rKJrFD2j6BohN5Ap0EoQgVIUQwfzDmYr2Fx4NlUlG9Usm+wdzPk7qfyAvt6bKdaxSqaZUjlda8kUWK3QCrxA5YXSC7dXc8yYWQZqM6UMUGi6rGK1rGUNPaasYTrTdAxkWiEIQw+DSthUeDbIkN+a29kgNzEz/A3OzZHbNfTyfdhb3ZeMDlbCKcYrR0FBxZABM5TMUbhZ5ss7QQStLLmdIjer6Ko19FlDX/p0VR5kqdJ4hFI8pTgGlFS2AjwWS1c69FTG3l1LxygyXUtQqAQqBwMnDJxnzjkKqSioAOIn1mDi+9aO63mEQhwFJTPZBobMUTJPJUW8EaER7fXnv6byA5wUVL7AuQH4Ac6XQYSoDsZ0ycwUme7SNWsbAa3FYLCLvjuOCq8cpQxwlI1AdVIg4qh8gfclHof4Mgq/+oZHNaIziEizKAocxGHVutmqEIJYHD8nTY4ej7544zd7WhlQBqOy1ndywo3P2JltJOgkimCPD9+h1ne9HbUeOzdt4QZ59C1kiRu3heKYRefayevYgWjjJKEY17FbibrEipIEXSKRSCQSiR3Dq/CznEiqt9wekqDb5Vg6VRDuGs14akDJgtqyUUqkSQMpE6JU2qKUbaJdWrV+x2DImqiaatKCS0UKQ2RLS4js1REFS1xXTBfG5GTcQqHCh/ShqijUgELPh2iNn6X085TVHJWbQcc7+sz0sLqH1d2QmiQfSyH6mD70OCRG/yTe6YbIY53WzOmxqoka5TGtGfZ8fBs9UOEppAwpRlVRKdfaa4MVS5eMHEuuNasyQ6YVVoHW0HYqdID3IVLkRKi8oJUi04qegSkLqzJYZT2rrGPKVkxlFR1bkekQISi9ZlBaNpc5G0rLHUPDbcMOt81n3FLm3KI8m2QGwdOlwxrdZW3HsCpTTFnoGLAxCFChmK8Unbkp7iw6bJCcOTYDirWyjn1sn316hn06sC4L29S3YTvmKs2mynD70HDroE9nfn8qXTI0m1Bopjv7szf342C7Dz2rsDEaXYkwqIQ555jxJZvUJmbNnU3EM9fT9Fm7KDrYtZBrhVHh+BVOGDooRXAejIaOVkxnitWZcFCvpGc8mXZoBZVXVKKZqzSzlWHWaeacYeA6lF7QCoxS5Fqw7WyihPUNvWLohIGD3w6nGHrHQEpKVVKpuq0vfldiepwQ12VW30nJPLAJ5wZ4KUFKtJkmt6vp2jV09Rq6rGKd7EVHZWSiMTp+A+O2eAmRQi9CJcK8FJSqpKCk0AMqNaSUARUhlez8kNLNx7R0gYgPkTmdNVEyq/NFkTYR36SiVYx6hyjdEnWq4w+O1YLWmYB2dD3T/abMQMe4aP1d1gsidO1IeR3ZF1z4fkrVpN9pRfNYIpsgY+nbsDTvq7Eon1cOJQJqlBofS+8u3PdF9cPbKjz23GjbzvChSync7SMJuhVHtngyGKt1U3Ys5SoyntSbuHTxsZZsbKkx1RHEXC16MtUN/xY9SptKfbEabYdeUKeiUY2Ai3IOhVqUwgKa03IlnoIOleoxoIvROUblaDTeD5sT7WidQZTldDEShKdGh5MzLvwoFy+lVXMSDxcNi5WMDl06kpMpG9J4Ov7E8/PYBVRg6CyFBLnoJaylTk5nypApTW4MXa1YlYU0X6YVGmmWBeBEUQmUXii9olThYp1r6BhFzwp9E4TTmrxkdWfIVLeg06vIcg9G8KWmmDesns+Ymu/S1R0yHVLGFX3mq32YM3cy8BsZ6L2pZAowWK3oGKFvhI4O4r+SIII2V5rSWwZll6Ea4KhQBBHWM4pV1rMur1iXl/SzEqWEQWnpFB0Ey8AZNhWW3HVRSmF0Tk+tZY1fxT5dTd8qjApn5MJr5qxgCwUlVL5PpYZUZhWWLlOsY7WsZrXJWZMbpq2ib8O2d3RIOxdCTB9DGSMBuVZMZ8K6zLEur7jv9CzdvMRGAVpVQQjPlxmzZcZMZZitDIWE98UqicsUrKprKIMQLL1i4BWzTjFwCi+GQaXpeUvpO+3EXSN6Rp/tkoGepZS67q5A/ACl++R2Nf1sb/p6HdOylr5MsZftYJUiM0G86igYQpoeXEyVOwFdQYENKX5lGUooeUDCV1LEo7XDOxfLMGKNH6YRc1pli1KdngqrhcoXoyo2pYLQmUj7nDMScqMbR4vROUpZrMrJ6GGUbWoyDRYlIzE3EsTE77CEmzXlY5lGTL+q+v+C4MaOf3Peqx8XacSfqHhOkRK0xfuquVEO31o3voyF6mSLIm4bS2SWIimXxDKQBN1Opun8G3tQJhTS1sKuvuNfSui1BV69uIWRu/rxCpRFiQuRcA9aK3ws2g533xpRC08mqqmBC/+pKOlG29P8W1qijlZDRGv/Qq1O2G0bq0JCgVMGArkSfDxJe12hdNYU+ld+iFZZiLyR4ZXHyChSpgkNFBWxyD7WM/lY3xSo78wl1slIc2h1PI51jVmN8+DQ4Zh5qJRCiVq0b+01bIl6LI4IeJEmUuZ0iDRVonBRSIqokVjXgraglCfzIF7RdyUDZ5h2hjWZYqZUrK6m2KTWcUfxMzZ3VjEtU/QrS9cKHR3EoxWCWCD8P1OQabDxpsErR0lJRdxG6ud6jPZY7XHekCnfCKv6QxgujgYrHbrK0rNBqGYqiBGthNKH17Q/R5YuHaboSo++snS1JtMhemmUYOJTXRTa4TgFIWXj9ne10LdC3zi6nZJOp0IZCekfJWReUzpBK49VmtwI2ocKu1x7Mu2xCoyqxVMQ3UEsg/Xhcm+1Iov3RlobEMFL/f6HCJpq1VmF+rkBpZuncvOgDJmZomNX0VGr6MsaenG/M63IjcJEsT+q41Px0ytNDWTTSND8v/6WbtknPtTOmlEEf0GNHk1kLD5X4rlIjUfBFouPcTGndYbGNDdpRmWxZjXHSjtCpxfcHPoxUbdwHfX+N/sDSCuyPtoXh8KGx5RDiw7nP2nfDNcNWr5VUzdq1BpvLGHBuXipTugtsYXO/j1EzAmt89byLTSxHSRBt1KM2SVIc3paKOpChG3ptCdNFG+8K2z0b98srRZ1rZc2KKXw4kF5NDoK0dF6asEWFjwpWhf/hA+iSnzT3alrDdsq8NUx1WnRoaxdcipCd6VRGUIZGh68odJDtLdobTFYXOxgrGOBnhBlqyWcFagUjajz4mN3ZkmlNEpCJFFLuAhrVHg71OhUbTRYH94frxRawCsVi7IFUQovgvdCFSM69aXSahX3NxzFOtXaiJK6HpsgLDKvyB0MjWHghG7lyEqLHXqUEqzyrYy6YLWQG09HOzomRMKmdca0X8ctbo7Z6jY22DX0qpxOmdPRCqvriFZ4X0VCRFKrOuWsqaRgwJBh5Rh6TekVhVc40U0ti1oQfSQkxhBxWJ1jycm0JtdCriQIuCjETPys1127XnkyunRlih45uTZkRmH16GbFSdj1woX0Z+FCYwaE1LYirCNTntx4rPEoBUqFY++9xntF5RVeNJ7RaxRC13gy5dFK0ErwUgs5teieqxbColUUbgpRdXxcUXmPrgWd8jhCR63zA6DEmtXkdoqOXk2P1XSlS0dlWK2XEHP191iaqLGLUUBpCceYRIzNA9I0EdS3MEuxMFUpC25LlNItEaQX/H0UQa8jfaoVCWwi7mrUhFSLuckNC7WglLgvEqPuvkm/jm3bRFuZ+gbajEXbmghd3EfXpJMXd12PW/KM1jbOwnW3MyWLt+meIOZIKdddgiToVpomWjfpZLBQ1PkFIq5eRPtxFjzuQ1RoC6KuPjkaVYXaIQVW6rqyer0xNCGju+qFYq5Z7wJR55poQrtDLNa4iUGLx6qMnC6OAmM6of7HDfB+iHOGCoPRGZWE2r/RXfS2iTpiaraiAjQm7oeWUM8mrYhoW9SJV9iYlhEUVRN9Ce9JJR6NwXmJUbwQGdKx21hitMtLXUcXOkyJR0M7xVAJhYaBh45TDJwhrzy2MqhCMLaOJtTHLoi8XAdB0rOGvtVMDfsonTEoNzBjb2czq+iVlo42jVggihIXBbZRgol77Kko1DxDcRQuYxijlE5USE+23uHmnZcgzpyUZPSxZCHapKFjpO6dxqp2RDl+/ERj6dCTDj0dulM7sQ6xXn4tgAdOMfBC4YI4VjHdqhVYFdKlmfYoLUFB1qlzr3Be47xqojs6WlFYLXS0w2ppUsNOwDtBLYpaBwFpRaF0OGY+RlydCEpG0bRQg1lRyFywSHHzKNXBmj65WUWupsilS4eMXGlyHZKObTFXUy+v/gzVnZZSC2NqYVeLoChcxEW7lGrMrqf9HR2zdBsTaMEqZexGMp5j2nYpbd9BFTvmTas2V6tgydN0lMt45H98P6X5ltY1c0uFZ5aKRIYudNUSui5E4upUbS10tyrmJqmSpUTcJCalWSfsS1IriWUmCbpdAVng49SIn22L1I2Lu/bjC1fjQ/xPgRKN9+PnKacKiPE4rxxaTJRmC2vwgoxairFUjghOTbaGJa4+3N+bpo4veKFliArWC84X4WLhg9dbJbbxGcujoCMmbCaJutHdf0UZa4qqWLtjvMIrwUURVqf4FCF6pZWgtcLENKgojYsnfEdIsWnvqcRgfH3MpXbcQgh1T3V0rv43IogPyy+8isX3ikJrBs4GQVcatBJMGSJ14lqRslj3lSmisFNMqZzcTjM3uJG56g42ZevouS6dqkNudBBKVjXNEfV+1pdYj6OQOQZSMHQ5ldcUTlF5jRe9ZDrF4xFfopTGio0p07BtRoUdN2pxXEZj6UufKZXTM4auUeQmpoUVUUiGz8q8E4bxRwSy+EZZVadeg0BTuha/Cu8Uzumw/ahGhpqYXs200DUOq0NUz4sCrxdFIIliy4QPPtpH4RbT50oUpRuZ3IbYXEnl5qjcIHweTJ/cTJOrqRCRlE6wrNGaTIfGjDqDLS0N0I7OCa3/NyIo1pCKD1EpiQ0EdURK/ASbNGl5TNbf04XRuZGoG3nBjZtS1/ZHCh1TrRbdshlq2wPVadbFn51xIVcfQwhlGO1PC/hFTVrhePgx37+6eaK9XC9V2O7aAqUl5kb1upPE3OQmtcUs5WHHuJjbg0VcitCtPEnQ7WS2eULBohRsTSvl0Zyc9ZICbylxR32ijAXAPlSI4T1orUNkjAyFoZICq4JAgvr/MhaZa7pgF6x/sVVnuAJ5tXRETzep1wwvOUZ3MabESQnO4fwQpQyln2/u/Ctl0WLGlhEidWqRqKvTNl4FI2KDpVJV8PtSCuMV2oQUqo7CQ6mQuJGYZkUrvB+lXr34uF8SonOxYzLuaHgvGiPlUSRHBLwPlx0t4alOK0oPhQRhF1KdmtJZbOVxpUbpIACdHwkTBTEyBbmBrjF0ZQ3z6naKciNz9k5m1RqmqoyuCXVp2oGYVlm3CqlFLQrBUTJkoAYM/TRDH9LFlSjcEifqIDYqvJTB6w+D1UFkZrqu+1IxVTte72TJmFId+tbSt4qeVU3Urf4WuNhMMnDCfCUUPtRZGR2OgNbhGBgVauTCRql4nDXO65huDe+GielYG1O0XevQ2gcBKBoXwmBjn+s6epbpENH1erRt4f2oxUNs+FEVpRrGdOsQrTtkZorcTNNlmi6dJtVqVUyHq/EbsHYVV1N72RJA4c3z8XdpYnVBuMR0pSyOcom4UEKAmWisG27m6sfNgtRjqMutu0AVsYNeGXTsoNWx0Wrc3Lnuhm/v3/i62+lhv6A5QTfnocXUdXXteCUxOtf4R9adrDi8r0bp5VrMTWwquyu1YFtIsSZlkrgbSIJuV2OisGvX1dH8uy3qJlsJLN151U7DVr7A6jyYnmqADk4qUBor4JoImIr3yUJtHLJwvbXEGi9SDqLOIWMNBY29CCqkcqPNiFU5XnXwugQJgq5OvTqVURmDFkulNF7yJu0alhHSsEEg6rDtUrXOz0JF2UQFjYQaMu3rpo5w2FRTDxe2UDxjqVdpom9BZJdi0L4ltVrWJa5VCyaxeH4UmVCUEhoGCgelURSiKb1hWHmMNmSVw+hQ3yWt1GH9MambAzKtyNUUmZmiqH7LoNrAnN3MrO/RrUKzgY6fK9t62+qmF0Go/JBCz1M4R+k1paiWIJrUDFLXbJWhmzF21mYxDaoQjNLN+95sumhylTFlgpgLHa2q1WmqWmIOZithWIVpGZnSeDFNitJoYpRtJKCdU1QuiLkqijoIkTmrhNw4cu3IrWtqHUtHsAxpHeAQqa1tZoLw9TJK+4qKAwtiWrQST6HKkG51g2B8rKfomGlypujSpyud0CGtdWjGmVReL6MO16ZaTuLNUau/tr5RqU2Bw3tRtcbCjQx0BR8jbzLa6AnF/o2AUr45HcmYsW6M/OlYxxqnXOh4szVuS2Ib0/LRrk2yFlks5haKwHGxOVYd3IruuVHjUzwmweakFnOhI74t5pYyTmfBDXKzrUtOmGj/e3mE3O5kKjzWzLVsC13m5e3hbE+bTmI5UWr8ZyH1bXlz9zg6kY7qx7ayign/ja2iVW/jxIXpDT460BMc6CsVbEBqexDU4vWGKI9qLtxKKXQ9bqvVhRbEjG9+6svS6KQV7U4IaRurOyiVATo2SATX/coPg+eWFKG7dSylEUZm2dg0kRHHaUneXCBCLV3wwiupKPBU4qmIUbQoNus0YRAModnB6CAAjdLNfjmEynlKH+q9QsQuTiiItXO0UmZ1R2TtSecajzoVXucVlQT/NOcNVWWoKo2PIsVLiNSN3ucgOKxWdJkmt9MolVG6OebZxDwFA+cpvFA4ictuHfdW9LT08wyZoxAfBGbcFic6RkJG643BLMKR8xhlsEqHYxWFk9USIoALPjMZhq50mMo0U1HQ1RMyrK6XH4Tu0AlzVcW8lAzFUYk06XGrJNbExUu7U0HMVeG4lc5QyejWoxZzHePoWkduKzLrMNpjogDVamRjY2JUL1fQ0RIjjzFa1/rq+ui1V1FRELwVvZQY3QkTMHSIzuXSCZY3WofUb0y3tusL29G5henW9sSRqqk3q6176hox3xpNNiFmHqcu+EWdnLWAWXw+qoWixNRlPfZO6xiRW9DRGvwF216Vzdon/ldbD7W2ZOKPltHydCvNOn6OqUbitj7DxHNpsC0ZpccX0qSRm2k6W6Odal1eMbfbIaHmeFl/tlPQve997+NhD3sYq1evZvXq1RxzzDF8/vOfb/4+GAw47bTT2HvvvZmenubpT386t9xyy9gyfvWrX3HiiSfS7/fZb7/9ePWrX01VVWPPufrqq3nEIx5Bp9PhkEMO4ZJLLtnBg7c8JEG3EkwScEvNAxwTdtKcLBbWfCwy/1xwYlrqJFXfoUpMm4WRXHE8VxzRFeaIFjTSTrnWelTTsariSKs40Gck8BZcIDzti9bi7rU6SqdVFi4UOguvk5LKzQfjVBniKEYedLGzkDriJLoRdWE2ahYr7OpoY2iQCN2vnlI8lfON31d9NOvaJhvNbUOaLDZU1HYf4oMA8j56zQVR53wsso9C0ct4+szVZrHRX8zF9GYj6uKP8zpEm2I9mPMmRghHmFrgEIrvjenjxVExoFBDhuIYurBtpQ+ibtQkMOpg9r6kZJ6hlGFfGqsQ1bpbVq3LWB21sRg6oWqq9nXT0qQraYkTYkw1j/YmUxb6VuiZIJzqDlTXGAkLczJkTg1iU0us+1OqqYfTdVOD040ALl34adapBKs9uXZ0bEWeV1jr0UYw2qOj+KSOzEVxZ2P62MbUdqalqfOjbqSQILAKNQyC2M0CYE0fa6bIVY+c0AiRKR0/T7FwYQvXrEVlEzJKsNafYh9HdEn93ZW6hiyIl+Zc0YpGiSxxvkAvEnW1CBq9XkJjkcqCRYnKmlKIhWP1xr/3btHvi4XcCN24WpqWRdFI2I0+gb5VO+cW1M252NVahQhd68Z44dom/yw8/pNq5Pz4+bk5Zyfubg466CD++q//mu9+97t85zvf4bjjjuMpT3kKN9xwAwBnnHEGn/nMZ7j00kv58pe/zE033cTTnva05vXOOU488USKouCaa67hn//5n7nkkks455xzmuf84he/4MQTT+QP/uAPuO666zj99NM55ZRT+MIXvrAi+9wmpVx3JRa0AY7NDax7JSbU1IWeitpqZGst9pOpC4aRCjxU7XO6ENKg0ectFJj7Rctur1u1/u9UHaFqG7G2a2ZkLPJnlMWJDVG6OITdq/qkPKR0wSC1MoZCDUDqCNOoVSOIOhM7e13sQBzvggt2pVWs8YkiwY/iitrUVhXhINu6YCfW00lMQ7oYLdHNLoSD57XUDZejWqhWJIFa6LXEjm+laOtInPdx/AT1YzSdp2NNMLEuLVMdrO7ifZhzW6gBpUxTSkbphcyH/fOy+MLufEnp5yh1GSKMvo4cjhoBms9M+1OmO2GShw7GxHVdm4tHvN1EAGCVoW9qA2GhZ4Ioc7GZIdi9CIUX5ivHnJpvGnTqNGstqurPmpMQmfNeUXpNEaNzPl78rfajyFzmyLMKYwTlFSK6ic7puO0mRhjFh85WT6iZ82okaWsxV/gwWWSg5imYoXRzaJVhdZeOmqIjU3QlJ4tRzDo6p9SEns1WupWxqF39ua0/07F5oHXzJa0JD4vq5wi1gqHRwUWj8pHtSP1vZPxGKwi5Ki7The9ZPW0mplrrJoixKTNjexZOYEuJt9E3x8TP8qQooaAxzTJ8E5nzzTFoxNsCMTfuNzdOfZO7pdTr+N8XNkAsbnqo372tz/LecyJ5u4KOfdKTnjT2+1vf+lbe97738Y1vfIODDjqID37wg3zsYx/juOOOA+BDH/oQhx12GN/4xjd4zGMewxe/+EV++MMfcsUVV7D//vtz5JFH8uY3v5nXvOY1vOlNbyLPcy6++GIOPvhgzj//fAAOO+wwvva1r3HBBRewfv36FdnvmhSh28ncpRoIVVditetO6m/LKP3apBBaqdjx9S0ym9timtf7WGsST95eqjgEvKCSopnC4HHxPnhcENT3tKMo3ejfdaRucRPF6P66LVY1ZjSiLEYBgND1KiWlm4/jjQoqVVBStqZFSGuAmQqO+mLJycnIYrG2ahyvQgTSUYqj9L5Jhbb3zSgVI0+1YImVQipctrz4kLr1nqEfpTfLOvXqR+ncOjpX/zTpVxG8r9/dIGoaK4xoweG9Do83jRaq+R2I1Ut5mAYQI5vUcQsfx5pJK7W8oNBepMT5YYheeom2IaGGznsdjZHHjZIBjO6SqW6cvjGeKJPo8+fiuC6ADE3HKKasMG09fSN0NWQtM+HKw9DDQCoKBkg0nrVKk0XRWEfmvIRaubIyFM4wrCxDZ2KHbjgGJqZbMxvEnM092obInNHBqqSuFKy7YDPl47SK0Ohh9Gj7ahEeGlo8A1UwZJZhtZnKDbCmR26myVSfDl0ybNMEUUfnxiSPLNFUNPqllZ6UEGNW8fvYpFrdBKHhJ0TZmpNCE5XTatL9/ajhom6QUNGWxOoco0dec40liRrfs1Hd28JMw/i5UTdD+NTYCMJGbLbT/XGZvhFqo7q5URNEOwVdN0K06yPHswdbSrVuWcyNInPtm7WJLJWJ2QOoa+iW9+eub49zjo9//OPMzs5yzDHH8N3vfpeyLDnhhBOa5xx66KHc97735dprrwXg2muv5aEPfSj7779/85z169ezadOmJsp37bXXji2jfk69jJUkRegSiUQikUjsknjv2bRp09hjnU6HTqcz8fnXX389xxxzDIPBgOnpaf7t3/6Nww8/nOuuu448z1m7du3Y8/fff39uvvlmAG6++eYxMVf/vf7blp6zadMm5ufn6fV6y7DXd40k6HYZ2j50rShdq8tMkFbqlQXdrjT/Jjq814+1l8cCn7hFjRKxA85LNTbGS6GpVNFsnlUWLyqmQEbmtPWYr7Fl1/ugVPRwG6Va63TryHRgFD1QdeectmhvEZWFOj9f4NBU2lIxGJsHmRE6XcO2te/2PYjFx5FOdRF5XVBej/Yq0SH7a0ycKkBT52Riula0GkXRvMIrTSlViASpUROENTpaocR3qx771Sps9yqkFp2vR1uNom5OYnepLHyPQkRqzNaiFTsIEZcws9O0Rj2FZozR8yclmHxMU4VRajS1dqPO3jpy2P7kKjLbJ5MOlpGNSP3Wj402i6/JtKZnNH0jTNkQCQuRNMO8kybqWDnPkDJE2EJ7C7nRGM2YvUnlFaULEcTKB5/BwmnqKZ2hDs6RGU+WOWzusVmrnswJ2gjaxRFndY2h0WEChA4RQNd8pMMIstILhfMMpGCgZhjKZko3h/NDevle5GqKjvTIJZuYbt0Wd4y6w7Uu8Y/zDhbVz9X+czQRpdHypdXOUo8A0+ix2jmURrXSrSIShtg3KdxRujWYB5umdk4xSrk2nyX8WMdszeLu1VGadVK61jfvYrtgw7fOIG7Uzbqgq7XOYkyqMW6MlCeMDxs7/hOjc4sbIMZKZBa+sXtwZK6mbmRY3oUqfvjDH7JmzZqxh9/4xjfypje9aeJLHvzgB3PdddexceNGPvWpT/H85z+fL3/5y8u7XbsoSdCtBItmuS71bxkTdlsWddEbSuk4xmqy69uk9MXCFIPHB3uGugBdhd7T2soEUVTxhKoIQkiUas+TGPecU3U3JI3YdHHAWDvd6sfEXJRjcZSQ1hYvtmUEWuLckNIM43xKyJv9y2JDRG2ZW2+RjqOdfPCSa6WvqpgIVRJNPJyi0jo4v7SK1zUKq6XuLQ37JVDGIu9SgrwVBO8kNFDUii6mVV1jruBREpsevDQiIvibjQ6mUtFmYpGwq4XaSKTVnY8qzuDUwUgkTs4c78xkUdKLUSdjrFRq6vpEjYlBaV0ANZZcT5HRaWbitstBXeyqLXxoOFEEv7muhSnj6cVpDZUPFi5hDB0xDR3Gthky8jgnNtfRQqQllJ1oCi9UoqOgi40cje2IkBkfulozh808yoad0a7uxA3Ps1pw3kcT4fhZFAmpxLj/LqbRSycMxTFQA+bZROE2U7m58Hk0U+SqT0fG0621EF3aVGjU1do81jTTjEoEvIpChlgj1ppP2pwHmt/rJZvmO00rtUnsSPUt0SSxucLHujyi4bCqb7Ji7ZyKFkCT96Ul5CZMW9BNO1XdEDU+M9rX3ngLxoGBx8V997ELf8mu1iVYWDvXrq+t2aqYm1TvPHbuu+sCZ3eyLNmZHH744VxzzTVjjy0VnQPI85xDDjkEgKOOOopvf/vbXHjhhTzrWc+iKAo2bNgwFqW75ZZbOOCAAwA44IAD+Na3vjW2vLoLtv2chZ2xt9xyC6tXr17R6Byphu7u4a5/MdVIubW6RUf1dKOKrKVq6rZmb9L42C2qG5HmBFl3vY6sTEb1aqFHrTX4vr2vcfPDxIXx7lfdupwsPlbjcyWbGZHKoqN4q2vpnB9QyYCKIZUqYjdu2dTS1ctRzexYQ05GLlnTBaupRV7ofC3FMRTX2JD4WsUwmn9qdRxsb4I5bN2O4fCUcRmh89VROEflfLQoidYtsQ6xrkqsINbbjTzf2hd0rYKq19o3oiPYbIwI4ss1dZAwEnRWmcbzzLQCQ+O3D26LF0CJwqk26R11j9pgyyF5mN3aCsw6UZQSPPYqHwSaUmHSQ9coesbTNaHzNNMSbUhGkT0XD3yPHtOqS9/axiS5rmVzaIZeMXCW2coy5zQDpxm6EBUEsMqTGY+1HhPFnI5Nz0oTOlx16ILNtKNjwzbVfnW21dXqYz1k4YWB98xLwZyaYeg3M6g24fwAY7pkhKhlLlkQ9tEGR7emZuitXPNHkyGk+UZWjU1J7Ts3+pwL0vouL26QUnWXKLrxjavF3Nh6x8ZktaNzWSPqVIzMqSbCpseWsOVzj2rVzIVedNt8F0c1eLo5541H57yMYvoLGyHqbZ+82vHlt6nPXaPvQFvMtc1kZPnE3Ep3ESwjIjvnR2vd2JDUP1sSdAvx3jMcDjnqqKPIsowvfelLzd9+8pOf8Ktf/YpjjjkGgGOOOYbrr7+eW2+9tXnO5ZdfzurVqzn88MOb57SXUT+nXsZKkiJ0K8XEcV9LMfJSGBsx2Z7fBItSsEIr9Sp60QlmaTFXL76O9oQuspDBUSjRVJQQL06+Tk/V3nOt3dGtbW92FVrRDqkTos0Mx/pkPdr72t9Ox4tITKP4ksoX4UKi48k0RgPDBUvFSGPtJ1b70IXUoxIVJFgUfz66/Nfn68LXrR2j+Z00F/Yg6nw44zAQjZI6hRsTQeKpoqRq735tChMiLAYjmsoZnFVjTRSjFhGiQW/43WjQvvZikzj9IPwtxG6GOKmC9Qs2/qca/zQTmzu8G32YfCuqoVQd1WNsDFZtlSKxCaHGSgeUJieLTSNR/KEopZ58oRg6TyVCrjQdHXznetETTiFxooRuRRyjIYpYplSHKZtFA+LQPKGiYCwcgKGMn1bnw7ZqJRjxo85VHZogTBRzyoTvk3aCMoIxfpTeVmHIezN8ohU9rSQ2a1TCwIcO3HnZwKDaSFXNxHR3l1zVaWgT7VxU3Jbxr/VStC1u6gi3Fx9LFFy8MajG5reqpv92YYdpXGVMt4KKXnI6puVHT61Fom86RMejc0Znsat1VNSw1HzV8U9xnW4dF3OjqNxIxI06eqWJ8rWjc9ISte1GCBY0arUZT9sudcxHYm5k0bKwAWJxipW2mNvWqNwWxNzuGJ0LzU8rm1p+7Wtfyx//8R9z3/vel82bN/Oxj32Mq6++mi984QusWbOGk08+mTPPPJO99tqL1atX84pXvIJjjjmGxzzmMQA88YlP5PDDD+d5z3se73jHO7j55ps5++yzOe200xoR+dKXvpSLLrqIs846i7/8y7/kyiuv5JOf/CSf+9znVnTfSYLu7mOypcj20gqttE8GIhNFHSyopxONKL/EyVfFE/YkuwAf61hcTLLqGFtSVC0RlUmYi6qbrahTXjSiLS4Q0FQqzlGPdX/j8xjHT5jBJb6u/RklcrwvqJQKu2pU1MbBXLi+SGSNQ15dp0OwXYgCohLVsoEIlhDBD86PYhpxwkIj6ggnbqvD4c/RCCZU5ilHhQRDFDFYcY3dhgdKVTZRFq1cGPklhmGlKWtRx8iLjph21UZQToE4Kq3ItSfTOtasBaEmCM4Hv76QDgvzVa0JkyJyQzORITiwtDzoYhTCNHYUIQ1poiCitk1ppV2Vgly6WMnpYMijnYiPNTWl1wy8YuCDn1yFp6tMGFWmhdyEiBiAXWBA66MdTVflrLJZY0AcRoTFz5lAIVBVKtpihG00SsiUIixSgs2JDp5zGBlr9hYtaC1YG+S2UtIIZuLQBa0MQjBaHnrFsPIMnA/+eHojg2ojZbUZKDFmHbmZakXnwog5HQUdzedp69T1c65VQ1enW5vasDplqAwh+T8y70FcE90P3+8g4ELd2ygyFwbdudYA+yp6ubkYnVMxKmfGzhVq0nxWWTxzlW0Qc0uNBhxZHEUZV6eZR33iY5MzJjEpnTq+jvbf/IIo3TamWJepTm53FHO7CrfeeisnnXQSv/nNb1izZg0Pe9jD+MIXvsAf/uEfAnDBBRegtebpT386w+GQ9evX8973vrd5vTGGz372s5x66qkcc8wxTE1N8fznP5/zzjuvec7BBx/M5z73Oc444wwuvPBCDjroID7wgQ+suGUJSdCtMNsUpVsQ2loU8RoL2cX/1x5xvqmnWyjqaKJ3E068dVRqoQmxCKJCeidEsuo7cx3r6Vws+9Mx+lWnXaOwa+9jq9A+wzQl1GPri8PGR3fVKp6YR/LQi0P5Eq9D7ZTSBiWDMKlCVBR3YTvrD7uJrw7F4BKaJWJdYC3sKoINifLRQNjFXGVb1EkYuyVaYXWYA+rEUrTMjrVyMUo32reKipISV0+cVSEKNfCGwmmKGNFyTc1fPbkgiDqAXIJY6rgwQirXElOqBi8VlZvD6BwAiyXXwSakaxRdHQSOE9XMWw0HPBxTo4MQyY0i1+PTGIi1e65Oh6DIydBi6GQmpnMlCj/F0MPQwXwlzPsqXOxjDVzHCB0TGhW8hGMcUs2jVGmuNLnSrM40PQtdo+jE7YfYbOEYWaPET5hVoEwtWsOcV1Vbk7QK2FRMuRorKO1BK7QTTBX2ubZtAWkip8M4V3ZOKmbVDPOygaKawflZlOqRmSky0ws1hdggVBTjNxS01q8mGAgzilBWMkq31gUOfkFZwmSCENJN44OK3nOqsSlZKMpCTZ5f0AxBqxki1LPWduLj27zUzaJuziltMRdjwGMzouutphWHi2ecYNHSTIBoNRctqnMbZ7wBQofzSvNZ9gtSre3IHBPFXLPcHblBXyI6tzuLOak9M5dzmdsZ8fvgBz+4xb93u13e85738J73vGfJ59zvfvfjP/7jP7a4nN///d/n+9///nZt291BEnR3IxOjdNucet2KsGutJVCbiLJFUbfNX5e6e7aJnlR4pUdmwypcwMOJfuTnxVjaNUYomvNvKNwXEZwYtPKY+JEM9VzSjCcbG1OkRikeEYf3MVJYV+VpRSn1vf8o9SqtKJ1pjnaInFRx0ZUQTI6Vp6xnwLqQ51QetIkX5PhWGRSiBatDR6tDqMTEtFhJFS8eZSstVVFE4RgEDghaGTreMF9pBjbUhA2dojR6JGeVoHSoBxNxVF7TNYa+FeYcdA3kBF8wkRIRh1YaI6EJIdchKtazIermfKgDNKp+18K2GJWTY0NETxOnJPgmmSdNSjQcg8xnZMrSaVK6YRJF6TXzTjNbhVmsAwlpegthe+IUBhOjhaEGcCQWjVJ0YmRxVa7omeANZ6IQqp/nfHj/6tdbJXSMojPW27mAOg+vQVvwWjA+pGJ9Nepmta5uKAip44FXDJyMonNqY/Sdmwu2zmaK3PTJ6GPFNj6MVqnm3qZdP1fTFnUi7eMxnm71LE71UZdNyOj/44yP6dJ1/VtLzDXfN/EtP8rx6By1Xx2TJs5sWcxp0dsk5sbfoFYZRivVunAqBGOp0m1lfFrEZDHX+veWxNz2Rub2QDFHq0RguZeZ2HaSoLubmeggvkVRt/D3JYTd4n5F6k61pURdEFN1umYbJ0rgolyr68VC6lWjQudorDXyqlXUH/evWYNWjagTUTilMXFUl299JH3rBLu4Lka3Tvp1OsbhpAAJqdmCQat3zjSGwzQXVtXUJFplwgWxtguJDR9KfChi94SiKxfmjaJUMwVCqzCMHq3xTvDYOJSJltmxj1utg0lzbTNR1wGhyCWj4wyDSjMwMDBB1AVD3/A+hqaIsA8dCVYdfa/pG0XfaPrSpaNXYc10c6SM0mQ6RLd61jNlQvOBE83AB8GkZRRtsapLF0vXhChaaFrwzUfUt2xTNIpMWbrK0DEhUqhUiGoNPMw7oqArmVfz9KSH1SHKlpsQORstUzdzbYXR/NyOUazKhI6WEBGNXaZOQnq68CqMM4vqJ8xZDV2z7Xq/xqy09peV8JZiYu+njxlK7VFRZKoi7HOINqoYnfPMScW8mqVghsoPwnGz0+R2ikz3saqLFR3H38WbkHqyRVR1E/29pSWYZXG6tY7SjTUcTBRxPlY1qVBeQD36RTWibPErfLQ+caFGrInO6bHau60V/7WNhUezXNU2iblJ0blJjRBtI+Et0Y7OAc1RHP0uWxdzkxe8xfVOZA8VcoldhyToVohF0brtEnVsw99Z3CSxQNSF302rBmcLGzxR8Hm88miRGImqU6/ByqROvcZpWQ2akagLkxxC/ZmIUCkfR3+ZaFcw6rgbzWIcW1I8fCGyoLUOMy3VEIWiUjbU0ymDlwyvmjaHZp+N1LYkZpQqltHFs6pLFF3wp6tFndRjweKsVy9h1mvmDZVYrKqiqKuauh/i7+0xRUoNQcGMysl9xmyl6VpNzymGxlB6TS4jUaeMxyqhKwTLEwldnXOZZtrkTPu9mcvvwEkZmyJCV2jHCH0t9I0j1yGKNm+E3ChsKyGdqx5dbegZRd94OrHrUzUXWxUkRchQ0sHQNaEuzsYIVOlV2KZKMVs6NsuAgZqnz1ToDtaQ1WIuiq7Ca0rfmnqhFNbAtFWsso68JSgHsdO2jBGzwoUZtUqFWqncj0RfuMkI6WvvFOJCVLUWc6rV9qs8qDKICF2GztfaeqWI6eOhEwZSMNTzOBeijkZ3sbaHNVNk9EJdYeza1PVUiCWiczoKVFoyou5bbadbBd8akbd0I9OYOGk6xE1jNaJadXO0onNE65N6trO0avN0tCdRarI9iWqi4XosKjf6q4mtIWorkbm2mNtydG5baDdLLHp8e8TcjtbHTRBze5qQkwmemYm7lyToVpBF0bqma1UtEYHbWjqWCXeV2y7qQjebCSJtCV+p0Vr8WMddnA4KyiOimzieiq5sOkbtxi5ksVnCCHilcWKilUjwnhsvHK/vyusTeTxJL7jAeDxKqjALVlXRZiU0SVTkY0JTxfUTA4a2lbJSaArKWE/nmsOqXXSFdUEIEX3TdBwq7wi1dBmWKvY3Vgwb25dxA9Qwa9Uow8CA1Tlz0qFfWeYqTc8oZo1i6Ay5c1ivQ9cmYEy4AHd9ReU1084w7zRrcsPM/FrmzP4MZXMUs6FmrauFvvVMW0dugnnuvAt1dVbp4MGnMqx06JgwY7VvHFNZRdeWOF+n3MdNgk2MonV07MBVwlAU8w5mKmFzVTGjNlCpCosmN6qxKJEotobOhIYDUVQ+fKJzE6KKYTyYxBhrEH669t2Lo7eGcdSa1UEI1obIIZKoKF2c81o5qlLIjAsfV6tQmQ6iLn4HvfLoMjRK1BOSg4+eovCe0ocaUichfGd1B3R31NmquljJGqsczegmYmH93EKjj6XSrUuxyBi8ESn1ecDEBgYTv1PRQHiBQPHNMPs6cly3vUy2+BjfhhiNWyTmFjZAqLFlLRRzbU/KhY0Q7ejcXaGZ4yqyHWJuGQRXisol7kaSoNsF2PZo3ZZEXc1Sf5elRV1zopVG1KHq58cTcKuGbvIejDyywJPFFnYJjsi1rGxEnSYKPCF0xkqsNRKLJaeiCMJOWbSUja1Ju/Zli3YrUuGVaaJhwZ+uh4riUyEYGYVMamFH69iEFHDjRR+7YlVTU4cLjQimPoJKYRG81jhvqCSjUhVl/Jp5qaj8gEqGIdoooU6pgiDsMoOlQ9d36JSargmNDHOVDT5txsdOTRcsS6wnE0ffl5Qu1N2tzXNmqy5z1f5s0pau9MLsU63oGE/PeFblJbkJkyDmnKFrNHk0lzW6Q5ep1hSHiqm8pNOpGA4tWtWNAuBiKC3XwYYk16F+TQGFU8xVipnCsYlZ5thIl1VNJ2wemzGcKJxXFC6kfwsXxJiKXap9E2a99rSLdXMhsgi1YAtTNuq5s7XNh8SAauVrIWYoKo+tDNp6fKXRmUdlGp0rsCbcYbggmKVyqLnR19FHoVlFbzyPYJTF6m7j42ZVl1z1sJIHV7WYbtU63Dy0p0NMnM8+Id06+vvo3+Fmq2y9eGRbMupM9aMUa6vDtd3ZWke5muhce+ZrE9VqVcJO+L61566O18vZRYbBC73latppVhjVCS6MzrXPNttDW8w1jn53Jc3a2uuFa5i8YlnwrD1bxO2MCF2K+G0fSdDtImw9Wrc9om4L65kk6ghDCEYO8y4Kr+jbFCNXHo/ZQuQu9KmaRVE615zYVLt8DpaI0ul65JfYKCJH+ytSX7CI/a56ycMhIngV0p1aWSqqIBzFN8JyzF5lgahzYqIjVvjP1UOvZNQoUeeTR3YU4QJuRZFhKSXHkjeiTvA4N8RJifiy2RfBM1SWzPaZUVN0K0u3yugYzawz5FUWBsNrHwbJ2/A+2swhAtMx9RoEnWZQTYOE7tlMB3uVroZ+LdDyEi+amaqibzS5Nlgfhq13JadnYXUWxF+/W5B1K7yLcdjYwVrF99WoEE2ro24QpkLMVcJMVbFJbaDwc6xiHzrWBNuUOMGhdJrCa+adYd6FujsvcZmxgaOnhVwHP7nCa0yc/DDpjR+fUAFFTOUOnQkGwaUJx9CGDnCVKcht2IEo6JQXlPFoHXLtjc9iK6oWbjw65HiMykJtmMqx0sHGrt/aULudbq1lTTs651s/zWd3yW/Zgs94K5pU176NhIlqpjqoViPRou9IY8q70Iy8LkuYfOM0JtiUjWLOLLIlYQup1cn/HnWtLmVDMn4Mxp8TbkplQrp13HB94d8m7eHWmfBO3QPSq5OoSyeWkz3/qC0vu+SkiPe85z3c//73p9vtcvTRRy8axbGQSy+9lEMPPZRut8tDH/rQRS3HIsI555zDve51L3q9HieccAI/+9nPdvJe3DUWTVuQ0Ql766kAvcTPJPx46qExEh01IfjWSW/pO2Q/NqeRpvql7lBtWy4s3QZVd//V0xysZKH+S+WjrrzWJbAeUbXlhFS9vbUBq2vGJjmJBhAiYxeTuuYpdCbWcyTUaDkSY37iqZynlDD+qY4OaRWbJ5XCoskw5OQYlTcXflfPo/UDRAaIDKNJ8pBCZplTm5iRIbOlZ3MpbCo1M5VhvrIMSktRGVxsw9QKrPXkecVUVrHWetblirV5xhqm6KtOEHRK6OiQPu33hvRXlazqDlidVfSskOtYrm46dFXOlIUp41jVG9KdLsmnw5QFVVt5yCgqZnVtWhy2R4A5p5irhE0yYFZuR6PpyRS9aJti41sZxJxlzhnmqmDZ4kTQKowG6+rYlGE8WoUpGeMtQkFMZ1rF/aTx46t8SMcO4uSIucoyrGxMvcY6Mh3UqOpaVG5QmYHMhFSsDWlXoyWaMRM7fw09cvpM02WajpomV/0o5kJ0LsM03a16wXSI0TdlgYiTOsk4qYu1VqqLrX0aG5Om9s016VIdGxkWzkYNtXLS+rb65uwzvt6lxJxu5rdqpRsxZ2K5RF08oZtpMNsi7HwrWre4Rm6hcFso9ur9Gh1PvyA6N+nY7ohk2LqYW3Q+TyR2IrucoPvEJz7BmWeeyRvf+Ea+973v8fCHP5z169ePjeJoc8011/DsZz+bk08+me9///s89alP5alPfSo/+MEPmue84x3v4O/+7u+4+OKL+eY3v8nU1BTr169nMBjcjXuWSCQSicQeilfIcv+klOt2scsJune961286EUv4oUvfCGHH344F198Mf1+n3/6p3+a+PwLL7yQP/qjP+LVr341hx12GG9+85t5xCMewUUXXQTxrvfd7343Z599Nk95ylN42MMexr/8y79w0003cdlll93Ne7ftjN3ZTYxqbe9d39a+GKMamqYeJxb21OmYpgtugTs78Y56/PfRHbFv1Qj5dpHQBG8npUYdcSaOrtI6j/5Zsai7Ve832tbJ9S/NHXocizUa5+2otiFKp2OUrm4Sqf3AKqSJ0oWpDtJMN6iX0UQbseTSxUSPOKA1H5NYuB72yUlBKQMGasCsq0KUrlJsLA2bSstsmTEoLFVpqKpgpqu0YI2na0tWZ461uWdtR7HaZnS1iSa+0YLElnSnKvI1nv6qgumsZMoIHaswZGQ6dLhOWVidFfSnCrK1gl2jMdY3NXSlF0ov0Tw5dPvaaH7sJdh7zFQupFvdLJmqZ7FGs2IdnjdwNnjVOcVc7FQlGgPnKliVhHo7GeuUVjHVazXN9IuuVeRGRXPjkCYtJXjHzTvN0JvQfOF0MED1xGicDjV0uYXMhIhdrtEWjPHkxtE1Po4qg77V9LSlL1269OjKFLn0yOliyaL/nG6mQ0yyKxn7jMqWv866mcI63kIxGtFVLeEdZxbYjbRfHb0dW2OzJqU3J3WINo0VTVrVNtG59vQHXRv9jUUHZdHPaItGEcPtJ55v2unWhbVzi8Z6TWJbBcSWo3P3xMjczpjjeg87hDvMLiXoiqLgu9/9LieccELzmNaaE044gWuvvXbia6699tqx5wOsX7++ef4vfvELbr755rHnrFmzhqOPPnrJZe5KjIm65hM+KQ3LFtKPS5+kFqZd63/Xg7l9k4rxTWqHBUKpjV9CVNE+mbeeMjaAvhZT8eJgJaZvVHsoeNZKA7mmAHzk9r5YJBJFmMSia9R4XVxb1LW3vzaFDaJu/ILqFog6V89fldE7olTwgAv1VlmosdLd2G1oo5DLMbqDVjlaZ81YtYKCgZTMV56ZUrG50mwqLZuKjJkiZ3aYU5SWsjR4p9Dak1nHqqxkbeZZm8GqXDNlQ0NEFlOuvW5Jtlowayz5ak+/W9AzPhoC5+Q6NESssp7V3YLuaodda9GrsjDUXoWxZIWDofN4CSO4bKxrq0sQhw7mfMU8GwGYYi+mjaVnFLmRZhBTMB7WzLng81ZFK5RMS0zjBuPh+rPiRTXH18T1do2iZxRTlmiEXH/uok+dqw2BNYUzYW6u0+HrpKPhndGgdSPwVK5RXch7jl6nZMqWrMk8qzKYyhR9Y+gqS1e65NIhj6nWXLIwO1eZJs1qJqRbZeHXegGKUR3CwlePzXGNKdZQP+cQKaMNkWoMhZdkwczkpWagjm2Xao/sqpuWatNg3Vi1bPulZWHiufUXtbSwq7e1bTzePNaunWuJuVEzRLOUpfZyK8Ju62IukVgJdqmmiNtvvx3nHPvvv//Y4/vvvz8//vGPJ77m5ptvnvj8m2++ufl7/dhSz5nEcDhkOBw2v2/atOku7NHyMHkO7FKNEn6hB/3Yq7ZmICz162ODhPcVaBsnLfg4SRK0ihYn0bpEL7gL1wtObM0+xE31WzjnjepuVLQwCRcOq/Nw8VIm/IhHJBT3a0LURWu1xYvYuJtV6FwVFQeJSdhGr0YNKioKB6fAyGifpFlGuDDig11Gez2jdyBEK6zkGDK0ztBShestCq07GNPFqg5GZ82QshJHIZ6ZKnbTKo1qOmaD3UfXlmTWoWIBf99WrHKWuVwx6wyIbnzfOsaTdSvMaoNa18XKPL07ymgcHAr9PX2mrGbalkz1h5h1BrW2B1Zj8iGKYNg79MJAKrJoL6Nj7RrRU23eeeaYZyizZLrPtKxiKtN0jZBF4eck1LfNOc18pZronFFhVmsnNlmYGPULXnI03wajhQ4KK4KP/SmuNTZMogisol9d6UODRFWPKHITOnRENVE6M2XICke/KvBOsdewExtCNKXXVGJwcbCtl7pGzGBV6PHUsVlmUkRu0riv9udFqWD1o1G4CXVfTZWqBD9DLw7ny1bUt66fG58bK/jGTLv92GTCl1XEt7rBa5PhBcIuxNS32snafmTLf2/9bcwYuFVbJ+NdqhOjcxOijNs/VWLs1Qt+vWd1sm4JHz0fl5N77tG8a+xSgm5X4u1vfzvnnnvuosfn5uYwZssebTuDpUfNqCWes5SoW2hpSmNnoOKQS6XiIO7oKq9UGBmkoqDQymB1hVZDDFksgA52IyY2NJg4FF5j6CiDUXqUOloQdRBqN3yoxDMnBaUqGKohJQUFBaUvKP2Qyg2ppMS5IjQTiEOpebTqhtFGuoPWBVZVGF00zQiGCo8O5epimrSYjsXrYfvUouL1IApG0bxFEcBWA4VaMI+y3p+hlAxVyUAVDCgoyorClXhfhtdrjTcWry1eO6BCM0R7i1aeO11JlSkGGcxZmLWeVdYxbSt6tqJrHdZ4jPJ4V7IqM8y5EJ0rXGwYUJ6udWRTHrWmj1rbB+fJp+boaIdRoLH0WEXPwrSt6K4u0XtNwdp++LRkG6Mnm2K+8syqeaaJf2uZ5noJgm+eeRBP3+zNaunSs4puYz4chOG8VwxdaF6om0pyLU3HbB2dq3xYr6uNqonWJ1EY1t54lQ8zV53UkdlggOwUjTdd5aPJsFdQOqR0KGtGoxuMRnUsiGCVopdV2Gye/Yc50KPwGbdvnsMNBVc6nIT0fSgXqJrObGU1riV2tarTweNfY2n5znmRJtrrRKi8UIqnFE8hjkINmVEzDJmh9POUfpbSzVO5Ac7PhggdoJQPNinaURmNURbF4m5Xif5zIFS+pPLzeFfgpWiJwyx8vrSnMmG0m9WAKnBAGbvfjZiJnbS0RONS4rG+iRolXSscVW3tPWpsigbdXlyMTgqVDGKTRxWjda4pD6FpzGqnWavWmtsNaAuE35ic2LYGiF0J57bNfDmx57BLCbp99tkHYwy33HLL2OO33HILBxxwwMTXHHDAAVt8fv3/W265hXvd615jzznyyCOX3JbXvva1nHnmmc3vmzZt4j73uc9d3LMdY1vnv45F8hrfuElibiTkaBmD1mKuLQbH162i2KvrZ0YeVOH+PJzUazEXUk+aTIV6onZNUVxbiDOIwsQRRwpNLjZ6cnlEhRO6VxVe5WAEcYKo0KmKhKiEp0KJWXT3PRo2FNOeksUxYwaDaWrljNJNomXhKCKtgkWyEgm+eq3Tu5r0/oytn3hcgoGwJUerHKMKRPtmG1WsGcxj/2RHOnSwZEpjdeviH1OJoVKq9koJs1atdWS5A1UwW1l6xjCjw+tzDR1bYacValUX1kyhhiWmOxc7SEN0qSs9piys6ZRkaxVqTQ9WT4N3TeCzFJirKubYTFe6Y58siWa/w8pRqiFGZ0zLWvo2pFs72mOURAMYRRFTraGzNdTCdUyMzsUxYiEqFyJrdfRNq2AErfWoM9SJYlBHgdsh4Nbb4+tJF5XGFRo/9OhhFQ5wR0Lq1Wjo56jMoLoONVVipkv2G8xgNgQBOdONU050mL9beh/2oa6/1IpMBbsYHesLja5tekb70GxXI+ii350Ogtco1egqJx4to67SmjGrEZFYM1f7wplGzOmWF13zWurRaxVGmTCETsVjGM8hIzPisByjMzLVIYs1g/V3XotdJOf8gvXIEmnU+u2q4+cuCs96uoqjCjZKyqCkNi3XCA6NxkV/SYnns2Ax6UfuT7RHHerWlrVM3KONU+KukXzoVp5dStDlec5RRx3Fl770JZ761KcC4L3nS1/6Ei9/+csnvuaYY47hS1/6Eqeffnrz2OWXX84xxxwDwMEHH8wBBxzAl770pUbAbdq0iW9+85uceuqpS25Lp9Oh0+ks8x5unS2Jg9GTtuU5C0+tS4u5dmSO2nw0jvpBmRidi95w9RghZTHkdcl/I5asWDKymHbSWKXoGhMF3eiiVu9r3SPh4oXMResGLcF0uD4RN2U5HkSPvKQq0XEweAVkY3fJ9XZacjK6dHwnSruQFqujhrXYVK0B6jX1EPrawT/U4YS/tWfD1vNV630L6YcwekkgTMGQUEdndEYlFh3voI3Om4tkTp+edOlJlymd0bOGvlX0bRhO34uzVfvG07OOblbR71TknQqbObQRcAX9IqejsyAoEDLtybMKs8rAmj6smoaZeXQ3XBbrBFpfdViVCVPdIWZNBmumYLoPRRmMfb2icDArBTPqDlazrn4zm/12PkRtPBU50/Rlir4N81uzKNKkjrrFy6mJkayuFrpa6GgaTzuPimIuXsZVaKpo6tBiA0SFUKn4qTaNRSC2LpNrbWPpNVWp8XNF+KrEzh3VzUYNEr087JrzqPmC6fkNKGYonWLjLHgJzQZGxZm7LQ1p4+zcMLlitH82RhX1gikRrpl8UX8Pgpdf4SUIOAdgEQ+GPAo0Sz2bdezcoIIvnNL1yK4gwsK/RyO8ghGxNDdljgKNwUXTYmnNgjUqw+ocqzthGgZ9OtIlkzzWmkbfvQmp1lG9W2yMWiKS1RpwRkWFocIpE2/IqjgduYjf03aEP7RfNMMHJfxLVC1wa7Fbi7rxLVxK1Kmm0pPx5yzB+PPveXh2Qsr1nns47xK7lKADOPPMM3n+85/PIx/5SB796Efz7ne/m9nZWV74whcCcNJJJ3Hve9+bt7/97QC86lWv4thjj+X888/nxBNP5OMf/zjf+c53eP/73w/xbvP000/nLW95Cw984AM5+OCDecMb3sCBBx7YiMbtYdWqVTsl5bpNQo6tibmF0biFxqC1mBulXWoxVwu5WuApdLggMOqSq8WcVRlW9WK6MguCqRFzwSE/j3VE1ii6RkdhES9kajw64WIzQe3s36kMhfcMJKOQjIHKGKqMkg6FdCh9h8p3qdyAstIgIc2ldReje1gTxjBluhcvPl060qUnPTJlyKOQs1rHbYl7vmC7akajmCQKvFaRVuvQL0wjh/ReiDFkXpNjyLTCyRRdB5ULNwzWdMnNNF21ir6sYkp6TGlLN4q5tR3oa+gaYco6piz0LHQzoduBTlbS6ThMN27KoCLb7BsLaK0ITRGdCqY7sGoaWT2N+u1GlA3bXEeXpnXGaiv0eyVqTR+m+0i/j9LzAHFurGKzmmGuugNvHtDa53ACDilPj1aWDlNMqSx2oNJsU13rFtKnEqdHEIyETRCgdZNFbWRcH24dO2ubYHRM3wpBQOFDzR2x69Zq6ChpxJQXKJ1hWFh6mwvwDl0J2od3Vk0byDLodSCz4TtXlJj5kr6bYa/hPHtvshRe47zCdA3DWpRJ6K3QENPLCquFLKZdrRr9XY2lqevZs8QxY0HwDp1QCgwqIXce6w2V6mKpKMSTOUflQvSycjrEbVWO0V20yslMl8xMxe9uFrtlTes9c3gcTgqcrxhW4HxG5QyQh2WZfhhrZqbJTT9EkJliyvfJVChdsGpysnWhda9f8go9SsaGLnIXJs+o0L1bqSDoHHlMwpYgFZWUVD6DOI/WNU0io0ausPjaTFgaM28W1dhNajDbgqLYgtrYFYRdSrne89jlBN2znvUsbrvtNs455xxuvvlmjjzySP7zP/+zaWr41a9+hdajU8djH/tYPvaxj3H22Wfzute9jgc+8IFcdtllHHHEEc1zzjrrLGZnZ3nxi1/Mhg0beNzjHsd//ud/0u12t3v7Nm7cgNbLK+i2WcwxSdBNrqdbStCNInNqZAFSFzg3tiDhDt6MCbnRj8GTqRhxQmOpKAXyWAuTEToGRSuUUYhVIQWi23VE4aLsJWyLi2rAe5BKcJXgnQ8GwCKUSjNAGOIpKCldqKsbFHOIDEKcRvUwZkBmpshNFQrrlaYjBhenqirl0TpcgLxW6AVXVlkQnavnabrG9DUI0KZzt5UCHBkQj+ZxOqBynqG40LWqCmYYMnTzlD74IGba0TUZnh5aKnJVUVkQ6yBT2CqYB3dtiMr1bEU/L5hSJd1OgV2TYzugco2UHlPFCR1RZOSa0PgwVaFWrwkRt94Utbuvp65LM0xlmilbkq+uYLoL/R50O1AWiAv1Z4UX5thIUc2AaaVbJUaYJEQqMukEM+HMkKnRyUZizVvV1MyFyG0dnQtNGr6JqAmglIDE0WKtqn6JwtBohXPhbQy7JbHDVLCxa9bgYwpXUTrNoLTMb8roVI6sDOl7bRX0fFRkOfR7iM3AOdTsHHauZOrOgtW3e2Yqw8BZZu6ch8zgowbwtU2JCWLORpsWq0LUMUTspLEzIX6mwrEDFZs2vAflFN6F70NZCYVzzEvFHCVzDBj6OYbVJspqBufn4vegizWhrjJY1mSxI7hOw4IWjVehO9RJGSx9ZMBcORPG01UzIAVKd8mMJ7fQsRkVnWhZ7HF4tKpCDWjrvNRu+Ki/Mx7wftTtvohW1NuLUDQm3kHMhf+C8VClyiBAKcNYPz8YzUfGhUau2Bzh4zi00QQNWgbqbEHUTRJ0W6+jm8RKiTvv72ZBtxNSrjsyFemeyC4n6ABe/vKXL5livfrqqxc99sxnPpNnPvOZSy5PKcV5553Heeedt6zbebczMTq3VLfrQsbr4pbudq39q1STzmkP9G6P9Kkd2mzT56awxPqh1k/eOOyHQvc6QjHag1EheIhg1VlWTbTKCmkbNbJQwYR7eqM7VK4CyuDtJvU82tF+q+hinylNroONR/ArC7VNVrdGMy2sa4qpsKZ7sqnbUmOlWuORvdGcUXyYWWuk9tUfde3W3Yd1TaKJEwasCpMXcqOCJYd1TFkJaVYTBF03r+h0K7Ipj5lWaBumG3gneAeFN9EGRLAZ9GyFnQKmeki3B52QTpRKKJym9JBLxlSmWJ2FWjv6XaTbqYeQ4sow2aFwUDIXKyd1k41qIkw+fMZ69OirDnn8HCgV4iV1Y4OTOALMBIuSWsxl2jeedsQInVWhVrA9KcJJPZhtVFsX6vOIqfQgoIwGg8dqia8LolTKDDPnca6k60K3r+5VULlw92Ft2P9OJ7zRU33U9AzZ9JBuVsUJFtAzhJuXeOk2McXasyEyl2shVxKtWEbNHu3PTKVDRM6hGbrRSDwvIdpYaSg1WK/RrYtm4xvZyKaQXjU6w6jg4WjpYlQem5VGE1dEQqxLKx1qVpVDazsWVqtHh5m4nJweHbp0pUPPjMbKWT2K0CmlWlMvaL4LrrnhWXyOauSWSBgp56Fqavna0Vgba4jr/Y7vVRxPqEViB3w9HlDF9KuPUzZGc6B3rNt127mnpGKXNqDZsWUmtp1dUtDdk1i2mrlF+LEo3WI7k0mrGf29LrpemEhpp2vqlggakThqk1Bx1KlVIzGXm/CBq0cptWVoFU/glRdKw2i7Kx1vjPPFetVAacIE9crNxrvyeuh91ZxEa6PTulYuWICMxlVN6kCkVdfkJVhIqNgxGcqt4+PtxuLWa7UK0SOtJNhXiBrNulQ2DnQ38fI2SneH9JVuxmlZJeQKcuXpaEfXVOTWkVuHyT06FogpG+uUKqEahjFh87Guq6OFqazErDYhjdjthLxfWeEHwtAbCi/kKmOVVUxlFbpvQoSqjkY7jy/DaK5KBI2ln+9DrrKx2rQqRjOt0nSlQ19bcqPi8aCJ3tXX6TzamHTivNaOCYJHtS6AOgq5WpDVhGihHgucKGjGf4UUqzSzX3UdRUThnKX0cT2iMFqwgwJdCKat0rUBbWNbbQYdi8rAWheibYwibxI/DLWQzJXQMeH96xhPpmpBFxpDTGt/Kq8pVGiuwASPPK8hryOZelR/6hG88s3n3IvD+yLUi+kMpYI1jtXd0LygulgJda56bBazD3FrKUO0TqrGEjgczDpqHxp2MtUlly4dycmVpWPCjVGmVK35W8P5VDNPtxb7tbXMpKBWHdWW2FQyasowIXocRdxS56NJAm0p0TYusPRdlw3bUeB1TxF1iZUlCbpdmW0WcpMKd8fv4ttiTZDGZ25sKeJjvVzwbdeY2HDQfm09oj7c3RvsaHy9CE4JZoHyaurmopir7Sbaw8mNAeNDVCLXITIhoggNrzpEnshaoi5Ix9LMU9vve180+xEKvuMFb8EJu94eo0bRFBPTYPXfvdRHU1HFf4m0UrKtc/PkKF1rfS1vvSAsQ4+ta11w2oPM63dPjW1rTDUqMMqPpR2poveWh2oTzM132FRZBi4IyikjTHUKVD8LIs2YoExnh1SzijlnqDz0lWWVFXpZgeqY8DyAsoLhkGqoqeIB6LGGjpmmiwlpTEY1kAJ0VIiIdozG1mlFgj2JbyKTobYtN0JX+0bs6OZ9GL0fHeOaaRFeQnMGMUpX3xRpBXldN6fGhVwdGRRoUqNBxBts5elWOvrStXPo0Wy4XmntL0LMq9ZPq9+j+HbYWLeXaUKELorWLIpWGzt9dftDVIsdramcjHWD14S0bDTykIJShlR+iPdDoASVYXQHa3pkuofVXSxdMumQRTGnxYysdZSLZj4eKxaHbXqulbJBr6jQJWtUhpWcnIxMWXKtg6CLNx71tJA63bqw7ED7KEyR8bKG5jsU3kVR0vQpKFnciDDqyh25SU6edrHQRLi9jEm1cltjx8XYni7qgkn2MqdIU5frdpEE3QqyZHTuLkXkmCDsRlG5INZqx5Pxx5CYkogRo5CuMHjl0AKeKvh9MdJpXiq80lTR90orhYoXV+MVlRKMDyf5hdMg6obVWqzUJ35ixCLT9cU3yElvQDDgoo+dxM47LM6UaGUpvMW5IS5uT6gNcnhVUVHgVaeZJ+Fl8fm5jgjVwlPHiQheJpg6xxRS5UcXLlqCrl1L19ThjUvcJu3qG9+y0bBxz8J0VZ2m1NHWQlM5jSkEPfToQag3EgeDjZYNgw4bS83QCZlW9I2j062g2w0RJ+fAOWTzPIOZjNkq2IaE+jlPnrvRuIWqCs+fH1CWJqRJlWKd7IWI0M0Mpi7q9yPd0zHh9V0bUnJhXFhITWoJQjpribmO8XHahB87llYFATSVl+j4+fBeUTgDFY21hxGP0ipG5EY1arQuNHV9n48pX6OEntGjN8dIELK5BWtDSAya40VRRN+6mIKPqfWRNcaoNrTeBqNCujfU8nl0FKyaINCbejNpbWtdqxkjwpUPWeDKC5X3DJinYkjl5nC+wPkhoLGmjzVdMt3F6g4ZPTIVBJ2N0WHTjnAJUWwbfD22q06xShb853SnSbdaOmSSkcfShVyHRpcwZYRGoEq0+XGtsgM0aBfFfKvrtf5OaNU0Grc2b9T36lVs3qCiUsXIjy561Ek90UbaIwGXHv/VFntbr59bcLJIrZeJXZQk6HY1tkfMLW0136I+OekxUUcj6ly8eBq8OFQTuRPARlHXzI8ITQrKRduD4CDv44iwSlU46SBkiDOgLAqh9LVtg2BqO5Kmg3G020pG0Q6rBB8nBtR3aQqD9grtFVaCYYpTZVMzVKrQaFDXz4hUOFVQqZJKKqpo1Fp3G7rGGiVcaHQtzsYiCDGaIaOLbCVhjmnlg8iti7119DxpR17qYvC6qWL0FpkmZkdj2RAKzX1tKBvNdAuBQjTWC9aZ0fIlpLWsVVCCrxSbZrps8BlzLkjUvhWmrSPrujCz1DsYzEPlkd8OmJnrMe80WnmmrGbKBvsTtIGyQg2HIUI3NwgjxlTosN3b9qi80DGq8YqrYqpNKaFvQwretkR7Udf0xY7WDMiUb+rK9AKPMqOEzHh6WUWvV2BMOIZVaWAYpjNYL+TxMysSbVFaDTceRSGKUhRDpylbpsN5bM6xWsgyh+2DCu3DkGehGUKpkPorKxiUyKDEDaGMnaW+FR2kdVNg4u1RHWUct8JRoXGiDvoRRbqECGjpNUOvKHzw6Bt4CZM5vGcgFUM1y9BvonRzVC40QlgzjTV9cjNNZnrkTI/EnITKTd2Sc/XtW22to+KIu9pIXKscpTRWd4KoUzm55GTKYrVuyhUyrZomj5FlT/09CkXy9dSLsO8yUSbVdXZjBstxtF5s2aBgQKWGlDIIDRGxEcL5YqwZwvtqfDThxPFfCyNzskS0bnnF3J4cpUuTIlaeJOgSiUQikUjsGMlYeMVJgm5X4i6nWhfUhdRpQtWuQXGtZOe4u7yPSUBR9bgchRaDUnGeKwqtbVOLJ94juiLXUyBglKUizL215HTpU0o3WI9EP7VRgiX8X3TY5rruyLe2tE7FWh0iYjY2SWgVuvxyrymcJhODl7XYWPg9NDNoPYv3xajWhgonYXxYIRXGK7Q26CYPHEMl0WtiLLomo7RnHZ1zMTJXeii8p/I+jARrUm7RurXuUoxp1wpPJXXN0qjovI7QhXRSSalKSskYekPmQsH9bBWqwLyY2EWqqbymdIZepbHGYoaaqtJsGHbZhG1Gfk1FA2JlBXEeNT9AbZqBYUF5e8XmImcYu4unMkVXh6kROA/DIczOQ1HCbHh/c+VZlRnmc0MpIaWroiHuqIZMMZW1PtbR587F7s3gFyfRYiSkIkHG7u51nH7RsRWdvKQ7VaGMIC6sz3uF86GOS6sQpQPItWsMkCvRDJ1pjIQLIRoAx2ixoVlH3nPovkZNd6DfDbWG1rZqAhwMCxhUuKGmciZ22cbtrT9K1E02siAqF6LAPnZahmkfdcpWMfSaoVMMvWHgYd4p5iuYq4T5SpgtPbOuZEbNMu/vDFYlbhaRKkbnenTsKnI9RUafnC5WOoSqNxNrNEflAHp8KmqzF6EBwqJsLxQG6F5YnnRDpE9prA5NOyPTZIldyONLa5dauNgs42EsTd22/6nr7XwcdzYUR0FJoYYUzFMwoJQ5ShnifRFHltFE57wv49iv8dRpk2at57zG141qiKU15qxdJDu5g2NShG17rKf25ChdYmVJgm47ue2228aGXd9VFp0AtrrMdrJkAUucdOp5rKEJwgW/OdVBq+C/52Ue7wdovZrM9OKA79mwNtXHaNssy+jQOQdQlDNY02U625+uXg3A0G9m4DcC0NVr6Om17Ne7N/tN7UVedPGZjjNRVZxXObIMaZurNhdIFTrbMq3QEoSfEYVTKhaXG0qvoeqRS8aAPBgc6y6FmqeSQasmraJQAwZSokQhlYAxY5YkuQ7WKVYHYdJUIbamQ7i4fZUXCu8ZekcpjoKKSlUhgRrrlIzopvNX4izYChdrgXxj/uKblKujUgWFlAykxFQqWkzATBXScYUXCqcorGfgND3nGFaGjrWooaPyio2FZT62nXair5vVcZjpfAWb54JAmy8YbLDMVjaYOZswiaKZwDB0QcQpHeroBiVKCz3jWJ0FU935quUz1tiGBJuObivlWfqQdq986DFQQCfm/NodstKMbgJLaILIjKfTcdipeOGvBCse5xyZ0/ho2qyUYGLDgUQBNyhtnNsa1l34kHqlEd5C1zjyvML2PHoqD0Ku10U6talwrB51DiqHLwRX6lDjKSOD4MYsuNVlO5IG0YpHwn6a1ne9tnCZ94ahUwy8Yt4p5irFbCXhp/TM+JLNaoZN/Jb58rcU1eYo5qbIsyDkcj1NrqbIpUtOHkbvxZnFi0yvJwgTjcaqHHRI/ytlyVU//Eg3fMOUjibJccRZS8zV2rfdN1rXmNaGyZWXsTrB5oxWp1slpFkHEm5uBgwp1DxDmeG2397C7PC3FNUMlSvQ2mBNF60szheU1Txe5lq1w6O7ipGIKhEZolQn/t2HabR+GM6X9Xy7lvBjrO5v60JsW8XdzhZ1C+dO72y8jIv45SDJ3u0jCbrtZGZmZieYHS7H8iZ99Cctd3asKSJccgconY1F7ZSaGfeuU7o52YmEGrqN6rdonYUoXvSAU8pg9UasuZ3bN/2GmQMeQDb1ICqyMN5LgoN+pSHXCiPtuCHNHXzdmGDjLFWjIBNwWhp7jNKHS3/uNLmYRtgNyBmqDEcZu3IFJwUDNR/u56WDc0JHDF5CPZA3oVvPizTzN9vxzVE33qjGpxLPQA0ZMGSgghCufeZqiwhb9/OqUMLtQwwiCm7VMlStqKSgYD5YRYiGChwWUwg9A0OjGVph4BVdrRlYTdcZukOLKhxeFPNO4/Qowml1uBaVhSbfVKDzGVRukLmCufmMoQvTMroGunFMmPcKP+8wc8OwIOeRypPljlV5ydrKUrhwFR+4KHab9ynY02QqXMQHTqhQUQQLOpoD+xiFC9FL3URARVRsJohiwTpsx6G7CvHRekQLxoS/qWhNoo00o8+8UxQDi4ii8GH8VY2J1+dcC10rdLOKPHfoHtC10InNEO0OcBGUcyFq6aSpq2zsSXTo7g6WG9I83p48InHUmVLSdArXpsgOzUwVxocNnGLOKeacMFsGMbfZFY2Ym/W3MSzvDHVzdhVdu5rcrKKjVtGhTy49csLUljDJRY3dgIrUYs5H+5PR55HQWkGme6N/q7DMruTBTFwH259atNanmTH/xoWTL3yIbBcu1JJWtaJrRoONRKZHqMQxr+YpKBgww1A28cubfsqmTRvxvqTyQ2jGlrUbkKqRCFsKkRibnG2JvC11uu7OkuLu3fadMct1tz78K0ASdLsE2/KpneCXsd3LVWOdXqNnOaR1a6VQSOwWrSOH4WZvXOCJcqg47SA8GGIU9Um30nP87Dez9Paf5l7T+1O5nMJqSqspTbuoWhbNtqSVeqXVSVp7VdV3+xCMgq3XZJUOzRLKYsgYqnmcFE033EDN4iU6z0uHymU4b+mYGHExqvESszqIijqNWl+oTWs7Q9TNU6h55vwdQdSqEOWwdLAqpKl0K1IaUsDVgmNGtHwpGBJ89bxyVNKlqHIgZ6AVXQsDB/NG04vCrmc0086iqnBcStFx+0df7oEzDGYz8jsGZDKPyjV+3jEopnES3odcK4wOqcCyNPhBiZ4rUM1EeUWn55jOC1YXGbNWM/DBBLeqm0QVdAz0TfBgKyQ0DQwcUYDXzQoLIlRxdFcpwX8t156uCeLHGB889rQaS1UpFaZnWDwm82Rdh8nDR9QNw/ZUTjNf2uiBGIWMDtHerhVWRYPmrOvQ9biK+kNWd7aKQFXGbt+YuvOqadjIRdFRgjejmJOpb0Z0PURemrmyEiNyHhXnF4fP8mylGTgYOMV8FHMzlWPWjSJzc/4O5ovfAg5r19C1a+jYVXRYTY9VdOiSS4bFoFUw+m6fCVyr69O1OkerOP4rbHvoblUxWhfEXI8MS0cF0+t6fJliXMjVK6r3L9z01O89DL0PJQtxVkQ953UUMYwNEKpiTs0wlBlKmed/fvMLNmy4HedLRMo4uqt9Hhs1Pywd9Voo2paaKLtgZxKJ3Ygk6HYbluPkIluIBvqxZ41+0WPPae6IxSGqFib1XNg6GuVwUuJ9iZOSH996HYV6MPeaOojpskvpDYXR5EaRm9qYVTXpV9OKbuhW6qqOmAlhRFgVNy3TCuvAYDBOoSVOhiALFg9qGH275nAUFCqnQ4+KLk66OGfpiomeYqGqzUIzokwaS5aRN16FoRTfREJKP0fp5vC+iqauHazpk6lOHKberpermgqmkHYdpYYrBkH2qRCfGNDFl9N0laXrLUOj6NtQs+ZN7FasNMaZxnrF1GWBwMDDTGXZON/F3unp+QKTe3wFzofIVT0ai3o4fKXxg5h2nY5dkLnBrhL6swXTw5x+lbGxTrnG7uRMC30jTFtPpsLc0cLXXbAh7ZrpcWfDKtqxDJ2ibD54Glf787VKQcUJUpdIRWFmco/tecyUQvd08KKdD2KsLB3d0lH4CgG6UX1kWuiair6t6HZLdCfuQBjyCkWJGg7D0dQqROfKqvkQai1Y4+lqR6UVpfX4aAasms9s6Nxtf25hJHYqr5pRX0OvxsTcXCUMnGfgHbNqnhm1iaFsYuhm8FKQ2XV07Cq6di1dtYauTNGVHl0yrAqJesXIx65qCR0XxVwzI7URc/VnJ4+faYuVjFw6dMmCmDO6MeU2LasfxvZtFJ2rYpq9jNHZukShntPqVZjV5ls93o6KUg2Zkzsp/Rw33vxL7rzzVpwU0Y6kaibCcJc95RaShNty4Bl1fS8Xk6aKJJYmCbp7HNuamq1ZGM1r/9L2hVfBLkQpnITi6lrYzXALP/rNJuRewj7T+zGopphyGR1r6DrVskAIkaWOHt35t4vM22lZUbUYGBmaqmZcmMV4hZGQOivEgIKhzOAoqWRAxQDHdLioyBTag/U2Cps6pRbrgxAyoKynSdT102JxrkPFFEZ3g42En8dXG6PBa5/K9DDR9kGr0detXZKuaUXpKIN3ngxRzDAgp1Ilffr0yi6VzxCJ7viEWbSFV+T1cSB6m0UTX6mC512uO6GWDsh7sZhcRmnDMGZKBasUZ/C1Vlcq2Hh4i1lt6Gyq6Gx2mGh8UZfpWB1q8KatZ5V1YQRXFTzrqD3Jmv0dfeRKH9Y5F/8f/OkWR0+kEKQEP1S4Kr4/tZhbpTDTFvoZqgxrMQNHNu/oZmWskfSxGcOTGxcaIXJHZ6rCZLXxoINhCbNzwXi7KEPUTiTUHcYwmzJCxzhK40KUTXu8cU26ScXP6sKmCNce2RUnKVSicNGipIxpycIJQ+cZSkmhijC3NFrxaJXTyVbTMavpqjX0ZRVd6dIhCynRWNvWmAcjje1QSDb6Zjaqiz9ejT6LYT5zmCqRS0aOpassuQ7zeLPWxIqFY/ImReecF0oXa07FUaghFRUlZRMrJE6+qKPXlQwYVHfy65v+Lxs33dmIOBHfpFonnZu2ThJuiT2bJOgSd0Hk1SyM6unYYRtP1VHYFdUMXip+dNO3uO+BD2L/6YMoZC39qkOlLLnRdEy4uOUx4tbUstUdj3XnYFyfE4URoTKjztnm01yH7vzoT14cAzZTSYFIhVLD5kKmlSFnqmnagCCOOjF6qGK1TqZDlKmu6WsKr90Um9Q6sOF4DMuNOD+DlxLni1C4rTOMyuIMVzs2FWJ0NH3jeu9baVlnCiq1lorVKD8V0ssu1L15Pxp2r6LFvsQU11ylYv2gJtcZ3ShktPWj6KeqI3NgagPjWoxkBnp56PoE1HSG6Q7IjG8K4KlTrVqYNkHMrcrKKCgVVuvmPdOMjp1pCbo5r5ivFIUP/nQ9E5skYuOBVAo3L/hSUZW68cPTNtS+mWkLqzqojkWGFbqo8BnYjicvHUoVoYHBCLl12MyHurxMMD1QuQqZ79Ij82XYXueDiMsssW02ijmFzRxZ5ui4KkSirMdp1Xx22ibV1JErpYLPYoxcBX+6BSnRUW/lWORJoTHKkJs+Xud0zRo6apquTJFLh04dQdO6EXTtph4Xf/PNdIggqSoVyhFo3h87JuYakdiYCIc5zTY2RcDoJosF0TnXboQAKu8pYr1paFoqWqbAwQw4CDqH8wN+deN/sWnTb/ExKkc0B96za952f5a7DyO9m9vHdgk67z1f/vKX+epXv8ovf/lL5ubm2Hffffnd3/1dTjjhBO5zn/vsvC1N3M1s7as0SfDV9gAhelcLOy+a0oVxXL/4nxuYOmgtTEPFNJXv0RWLF4M3oT2iihOXapPfWtS1x4UpJXgFuQ9PqIvqvVZ4Oy7qJM6BnMOCDKKz/hC0D51ydKiki5fQVWoYFbvXY8rqC2LhQ2p4VF8XRN1qtw/a6EawldUMzg/jujzKZ/jYKWxVB+I8V9Mq2NcS0q9eKpyUODeM9UKgjMGSU0mPynsEM+ooi6KzTk1WEjolNxY+1hoqpoxi4AyV14hXQb0xPkHB+jjYXgk6JzgI93LohyJ5OhZtx1NtSkGmFFNWmIpibiovKJ0h07ZpbqlFXKZVmCwQ5c9QgnnunAvTKmiN6BIU3muqUqEqFbpLKw1K0LlHZ6B7BqZyVD8Ha1ClQ1Rw9tVx6oXNgnm27ThMV9A9xmvmapyHuRLxgnI+pF/rqRGE4cQq1+hORdZx5L4KUU3jcWZskNfYt0MINirRvhe04L1gdWgWqcdm1d3VjfAVHcQV3TCtRVsEiTYiffJoSmKVbuxETEtIBgeitmj0cVhWmLZQiyqimEN5LAYrUdYpE0Z86VGq1U6IzjUNDjKKPPrmJ+yrQ6IFyTyFzFExbIyBhdFNjMfx29s2snHTHWPp1S0LuXTZ3xXYKcbC6a3dLrZJ0M3Pz3P++efzvve9j9/+9rcceeSRHHjggfR6Pf7rv/6Lyy67jBe96EU88YlP5JxzzuExj3nMzt/yxAqztaieb4Sd9wVKhftxEc8NN17DQ+79WKpVBRWr8DKFuBwvFvCURqOVwkoQbQtP46p22a+vV7UXlg6iwDf1ZTo6zmd4EYzKQEXR5EPTR6W7sapoRN0h2tES079SN3uSxSkTtUVF6CDUrHZTaAl+fTqzDHVOUc0EF3spUXG+rPYV2uq4njwetSjqlKNWpyISRd0cpc7J9ACvqpH7fTOZYjT3FUI0ZuhgcyncWTgq79EqY+BHJ1ulBbTgPGGCQqxzymOXa545dE+hpjpBzPW6cfZv3VE4GueWxVTrKutZnTmm8oJ+p2RQCFlpsSqLs03Da3MTOkxN9KGrPBQOCh8aBzI9anwI9m+Kqgip3aoyIKEZwlhBd4OgU10bhNcCgaZ0EHHKCCYHPaXQPRvGe9WjzYrQvSouOvvgYFB/tmIBn4niL7PQyzD9Apt78spRVYZcO0plwkD6RpSNvh8ehTb/f/b+PMySs677x1/3fddytl5m7ZnJOiwBgkAQMInwsMZEzQNGog9wIUGNC5jwNUZ+RBQIKprLKMIXAbl8VHj0SgTihehD/KIhLAEJwQQihEhIQjJZZrpn6fVsVXUvvz/uOtWne2Yy0zPdmcnkfuUqmD6nTp061dWnPvVZ3u/SJcUCVuKEw0lH7ARGLk7FqoG+m5VEwk9ua5GSCOuHRrBEIvGerM5PsaryJBi206MMfwbuK8NTpaacqDb4gG5w/kl8P2iM8r14QpSac2U7xMABQ4j9S65D3wo+K1y6PdjFiXDv2JKjyShs94AOD7smH2FhYc77Mlfl1cNwcAgEAocX0J1xxhmce+65/O///b/5iZ/4CeI43m+dHTt2cP311/P617+e3/u93+NXf/VX12J/A8c1QymjikHfi8VaC8KSacd3H/kqp2x9CpvGTsEJi3UtsCBNRFaWpIbtwrT1U4OuvEgN9OOW38FVosQCrASLwmmwRMSiRkEPjURb7UtBLkfLvLQvc+VQhn9f3zPkPUYF4Mqy8GJLv6iCm5aMwTaqEq9Ufro10wveIsrm3kRdWoyreQkYZ0GosoW9zFkJcCJCCB9wOldUVmbVZ2Tp9G119MtyXl8I2rlhr+lghaGlx6tyYJW9MV7So6clfbOYKaopRxJrZLMst6YpLooQWvuJRONFfSmHKerK0YwcI5GhFftgLk01xkivF6i8jElN+expTQn/HtJPDdsqQ+iW+niWmm3aSCjAGIktZT+i2PiycU1CPfbacUmpmegWxWBlBEL5bKNsKWQjgmaMSBYFg107g7zMzrlSuFgNCcpK4TN0cdm3WGhUKyNqOExuvayKchjplsQdQjhU+buxZdbKIEEOstgSY2yZXRsMBfmbGCV9T2JkhdeSI0a7HCUirLN+6KfKG+8f2FTiwaUsjNxPGa3MnJfT36AR1PC3QAKFJEL4fSv7I5dn55b9hQ95Dg/kZxbNtEw1yaox+MygsTnaZkvEgCcndzK/ML2sV+5AFl2B45GBCNZqEoYiVsZhBXT//u//zrOe9azHXOe0007jne98J29/+9t56KGHVmv/Ak9IlgZ2DlMOUGjf1mZ9pm7Hzh8AsGlscRRQGEHTyiqoqsRahG+sV0N/32bgH7qs4VxKL0IcSd+UbaXE2IjE1cnpIoW/IfHq8jlWlkIKQ9cKOfCnLKcVB5UrYQFlcZSCtWWQV48Etoiwtua3NaidRXgTeecwLsPYAmVznFBldm2QYxGI8s9RCFP6bqpy8MBWk7ADhBBLm+7LADezgq5zzGvNtJgsy3XjpcREKd5alqPbRUzbSHraXzpTCY1Ik9QMIvUlTKRAOFsK61psuRuqDP4iAS3ly621WJOkXgYkLowfPpCGupS0Ii/TkSrnA7ry+LLMOYCh2wHnQBvl9dpsKceiDEo51CA710wq71UvM1JuQwlIHTISfr3RsixbT3xwNpho7eaLx9DH14MD7LNyaSk2XKtBqsGCaGeoBkQ9Q5QrIuF8i784gFWRGM7WecFbKyyR8Jk5iyvdS0DZUvJkyHVk/78sP9SgnMaKCOtiDI7ILfqzLr61D4ARlFPacsl2Bj1r3iWm3MeBIDYCKYUfgKCU5hvKzg3K7nbJvpU9j4Pgzg7aWBeHMWxZRjWudHZw/mZqamqS+fmZEMg9gXEHNtY4um2u7uZOeA4roDtUMDdMHMc89alPPZp9CpwwDDd+W//H7gqcsCD9UOEgqNswpnHCoZykpwfZlkHpVKDLsp1aFsTkhkqw2A59m3iDdEGsBs3hkppLyUWDXHaQMi7Lob78pIWurInckO7dgEo6RTiEE+XkbSn5IRyJFBRKUnMRxqVYmn5yT2qs0pXkgrHZfjqAsrRmGhAJhxW5L9/K5MBH1rlK08wxaHz3x6OHY971aNspWmpiaUnWSnKt0FoxV0QsFJBZP4hQV5aa0qjU+ojNsjjd2e9DZnDGp0hTZWkqh5HQigw1panFmii2yNiRJIZ6rGnkloYalOAgUY6mciRlpsqXsxeD08WzBYzzFmcWL7EihSVRDhVbZF1AswzQaglItbgBJZG1UjIkVdBKECN1aKY+8Bu4X8h8scdsEIUMfg1K+KxfLYZWA9dogHUIKRDdPrI1h+pqor4lUtZnVu2ibIMcpJKHTiBV6q4pIbBiUedQLvvsw4MRrhSjtsJQuL4fJHDW68y5CI0mQpY3JK7K8g4+liwzunLo37A0uBt01lE+r4Ssevr8EItYlGMRS/XnhvUhB/ZehsVAbtA/NwjShu23rNMYW7B79y7m52eXCJsvO9sP+DcQCASWckRTrv1+n+985zvs3r3bl9GGeM1rXrNa+xY4IVgW1CERzvgemaGgzpBz0niNjDo9nWJRPoPhfF9cLPGZDLH0wjfo1RkENgM7JmQ5dFo1+khqRUpOk1x00apPXmlf5eXkn0VbL3Krrc+8RaXkxuCi4sqG/eGAb9DUHktHJCWpjSlcWspC+JKuUn7iFbLFMpmQZd9SVEmaiFIKRsoE6WKkiLH4YFBLjXG2nMb1F8+BVIQu/wxzh9cyE216xUwV0LlyoCPT3h2jrxUzuaSt/esH1l9J5L1QMQ66/TI9oyDLcYW/6MfKUlOGZuT11FJl/eSrcqjEolKIrSbNCpp5wYjxqUrtnLcjU5akLJ/H0me4otJdyWsQutJFwW9fOFVOqZal+NT6XrhmArUU0rSKYEQS4WoWEUs/JNFMYKQOI03fCxhH/gNn3pvW69Asz6oJL6gcK19yrtWh2QLphadFt4dsxah5TRQblMJPXA/rzZWaXJKBmPJg04tiw2KZlpspvUxNKZqdY8mEdw/JXJvMeZ/iWNURThKRYEVcivMuZbG/zWf/pPNWc9Ip79Xqjb4w+AxdGb5V5VlZZuIGNy6D3rklpdahYM6WrQfW+clr47znse9hdeUN0+IQxIDdu3cyPzd7gKxcCOKeaLgwFHHMWXFA9/nPf55LLrmEvXv37vecEAJj9rd8DgQOxdTUFKPRSYw2NxzrXQkEAo8DU1O7mZ9fONa7EQicMKw4oHvb297Gz//8z/Oe97yHiYmJtdmrwAnGobN0Qkge3nU/T9+6nV6jQGuLForCShIrFi3C5FKLsCXTqeX/D6RHButKfLahpiO0q5OLEbTKsK7wE69ocvoUrkVhY1+CLPvRBBKnvDgrDKv8e42tQUO4r3SVU4HWkhCjSYlFzYsYiz5CqMpHlzIfIlFI4VX5PRFaSN+wLnIK0cVYL7Vi5GJp2Gc//D6YwdRp6W+rnaNPG23aZcnO69L1jGK+SBCFt5qazgU9bVFSUJOOVFrvlaoFdj5Hxl1EVizqsBmHjCBNC1p5gbaCXKgh31KHkCBSQYSjnhe08pzM+HKotoJIOmrSkiiLddBQET3lhXW9bu/AAcCvr4eOV6wsUjpUDKIeQRpDPfV9bpS382nszzQpfDl2pAHjY7hmE+r1UkC4gF4fIRVito0zpUyJcEtHRaXyAxG11Gf3VPl1OdqB0RpyLiNa8NIosrBIKTFWVPs/jCwr2GJZJdaVOTo9yGoZvLiwNfRL/+Ee8/TtHLnp4pxGiggnl/dUlpnFobKoGLQCgh9wcI4YhSamEAnG5UNuFqI6H9Wgf054YWgpF8utw/1zDGXnhsut2g1Ol3K61Vm0GAxh+Lzl3HSfhYWZIR/Z4TnZwBORxbzzahKGIlbCigO6qakprrzyyhDMBVbIoYI6SU/M8B9T3+QZG59Na7RB38bUXExqStshBir1YomThCh/juSij6YsAyyHt4iSVlCLIox2aEbQosAqjbZ9nHNoWdB3BX0TkxpBT0MvKi+2biCkWjbql+XL3ApyQ2m27pZePJFELiImJce7RHiT+LLpXJSBnEhIXI2I2Ls14MAJ3zklCyJVp9Az3huXfikJW5aGywlR43zTuw8MHNo6DDnOZTgsubV0tWK+kN5pAljQktncUljHSCRISukM4wT9ToTYV6CyLjKViFQiyiu6rEPaMNSzgr5WGCerBnjwQwUiFohUkhhDI8vJdOSDMymJhC/Xxsq/oFEYusqLChd2sbPLDqZch6znrJM+aFSUBrSRL6HG5deYMWWAF0Ecw2gTNz4G4+OQ1paejk2NS1NEp4OIlNdTyUq/1kj5RZXWJUouBnONJm60Ba0aotFF1TOi2BIbSyEcCrfYRzfwna2EhkVVQxIHmE4uLPRLl4iOy+mINh2m6Zp99Is5rM0QMkbJ2PsFu5jYDRwiFidSF4V/fZgUSYdBoKzwPq8oIpegWezPjEWNyCWLmnalH/CgT1SVgtCDEvLgd+QGLiDOVXZfxjmK8jzMseQUFPjz1znN/L6c3ft2eI1Fdyih4MAThUHJfTUJJdeVseKA7ud+7uf48pe/HAYfAkfAYwR1QL+wTLsf8u3d+zhVPo0NrQlq1KnZGrH1QqcKUU7a+SxCLPy1eOCQICTV8MTgghpLL5rbtKK066qj3ShWaLJyysK4HC1y+i6lZhQ9Kejq0r1CiKHMkVj0qXRUlk24IckUKUiMRBOjiYlEzVt/yQRZZumkiFDERM7Lw0YuqQI6KfxF1wqNUTk9JNpmFC4jF320a6GJMaVX5iC5VPU0DbIczlHQpW8N7SIikYKO8v2BCwW0C+uFfgUo6YO5bhGj2o4sj0hm/cRr3NSVvZZqKuK+Ie1oVN8Hlc4JCqswViBUKfabKjCOtKep9QoaRpJbRSQsjaQgUb41o5nH9Iwss3iumqYcHGttF0c6tBVVBqyaQpUKVw5ECKV8QCcFNOo+mNuw8cCnoopgfB3uJI0YmYeFNqLbh37hryJJ5CMaUS7D1H22TzRjZCMnaWgSq6tJ3EEfkc9s2Sp4c8672itnMeU4rSsdIgonyI2jbx1dp+mILm320dF76BezaNMmUg2SqEVdjNNwYzRdg7pIqElFqgSp8hk1JZfOehgnMNahpUBZf6MRCS9YPMiARi4loUaCJFKSWHkZFa8/V0qWDAVzw38LtswY+8VblxXWkTtL4byIcSZ6FLrHI7seYHZuH8b2cS5fJrsSrt6BwNGw4oDuwx/+MD//8z/PV7/6VZ7znOfsp0n3//w//89q7l/ghOPgQZ0TlkwbrNPc92ibbOtTWT86QSIbJK7ulfFdjHRlRsJKGlGEtA6lfLkpEqIymx8EWNb6pvss8kbw2kVY00SX1l8a3yCfk5O7gp5WSKCtfLk32q/MO5yVcIuOFs4Hc9bh7ZKsInfeSskHdQohIoRQKJEQi5r/XC4lIUKWF1ftvPq/xWClIYpG/PvaHB0VaOcFgwfZOeNKoeWBdBoCRQIiJjcd2qrLfBH7Iq/wIr7twtIxmjERI8vEUd9K5vKYjo6Ieo5EGUaTnLGiRyPRsNl7pcq+Rc5YjBX0jUQ7Qc1YnBOIGO+pWo+RmUHVCi8ELB0JhjQyPqCraQQwkif0jaJnBVZL7yhRZlndQH0ePyARGT+dazVDmhjWy6pQvijxunSuNXLwYG6YTZtwmzZBtwMLC4h2B7LcZ/uiUqx4v4CuBs06NFJkKyNqQFoYjNWQL0roKOGQ0lUZOh+gOqxTSOeWlZcdmXVk2tClR5uZMjM3XQZzo9TicRrRRsbdRhrUaciIVEkSJUil8IlFsb+0T1GewxG+HSAq/7OkSBchEMSk1FxCLVKkElLps7ZxGdSpQVl9SHduMBxkSqu5wrpqya0hd5pM5PTpoV2fR3b9kOnZ3X7C1eYhO3eCsSZOEau6tROfFQd0//AP/8C///u/U6vV+PKXv1ypx1OWvkJAFzg0Bw7qBuLDBaBNnx8+8l3ybW3Wj20hFnVi0SizCEmZ2YqpWYUtz0FVloli6V0PVNnX5USpFWcHtkQS62K0bfogUkis8z0+fZETOYUwEBeiUsgXYjjrsf/XjJ+sFUP9Ud7xwbgETZ2cHkqmKJkQyQQl4jIrEi96cQ4COizKLY7zdqMxjNNl/13ZiVSWuCqJiyEdXCmE9+RUDXLdpq3mmSlq5NbffGXWsECX2MWMEntJNidY0JKuGWTFoKEcE0ZRSwoaViPqMU4ZhMpxVtA3EfNaoq2gFUlvSp9Kr/eWxlDLEarwjwuv5ZEoQ1rTJC2NUNDs5CzkMTUZkZc2a3LIt9dRlratt0krtMIWZVOgLkukg3qvthBFuDSF0ZGVnZKNpi+nTgD9HnQ6pbRJWX4dRkW+b6+RIJoJckQSF5rU+KlWY/3vXilb9rb5MrpzIPRAV8+vW8nJON8713eatlig62boF3No0yOO1tFMNtGQGxhlPetFi7pS1CNBUgZccekwMTw5axH+JkM4bKlzN2gHSFzsPY5xREhiF1MTcTnt7L2VEyWIhdvf7muQCa765AbZakdmITOWzBn6IiOjjxYF07vnmJndOxTMmUoqZclGA09gVr+HLggLr4wVB3S/93u/x+///u/zO7/zO0i5v8F4IHB4LA/qvKgprijv2SXOFTz06H0IIRkdGUfLPpoGuahRo1lKdiSVo6rv93HlBc5n5QZZEGW9cK5VXovNl0xTrHMIZJWl0xT0hfSuFbkgUrLy2BRDvXmV4GpZ4orLMpd1PkvosyQS4yIKV6Mv6mQyRakUKWIiaiTUqLmUmohII1X9MVp89lFZCU7SjTaSu27p+7r/39xg3yj7tGIpSHSdSDXQpkuXORZEA23qGCwd0WaBvawXJ1HYOrmFjvaWYZmV9Ix3GFiXCGoqYouR/psiiRDa4qyjyL2O3b7M78+mVHg7r5r0wwilDZcz/ngb6x9KEh/MxWM+3VObLmj0NUkRk5bfJ0kpWKzKnj7rBB3tFdR6OkJnElcYRK69/MigY99Yn6FL0/175lZCre4X8AMUSu2/TpL48m49RrYiosyRGo1SDmN8elEoV/1unPMOG0I6yP1NRWRsJa486D3LKMjokJsFrM1IojEa6WZG5QTjdgOjosaGNCKNBLUqmHOls8rSvy7fT+lvcrTzAymFFUROYlGIQSYRSSIialJVwVyqBIn0wdzA6o5BPk0szdBpM8jOQaYNfafpiT49ehQiY3pqlkdm/7t0PdFD4sGBQGA1WXFAl+c5r3vd60IwF1gF3LIppjKws/4qaIlw1vHgw9/nqac8l3pLY6QhxQurRigsDf9SsWjZpUpbqmjoIielI1Wicncoyr4vbRMshj54vbeyidsKP8IqnWTRnGtggSSInSBRPnCLBNQjUem9aes18PzPikIn1KiT0ULLbLHcalOSMpirK1FmAgXOORKriIxAmBptxolEClAOUMhqclcsk1KLpSNBUCvqJKrlhylcn77ogYCCggX2Mp8/Si0doWdbdLWsdHXbhWFe6/ICnnBS3f9LlAfSWYfrOdr9lL25Ym8f6gPv+sgi0tJX1fguf9MX5HmEtpJYadLUEI2AGo9BCJJaQaIssbTEQqKEoy69ULEU3vfUOEHXeLOrnlYUmcL1DWSF73kbLonWksUhidUg2t/msHo8TaFRQ7QSZKaJrUFEmkiXmnhqID7nTwyrJTLzjxkriaSqMpHWQW4tucgo6GFtgZI1GslGxsVW1tkNjMkaI4liXSor+7S4tFBbdAJZnJqVctHubXAjIiVETuBQ5VSrIEaSKkmqBLUIb89WBXOLf0O2FEzWzt9A2So75/vm+mYxmOvSJRddpqfm2TH7HXLdxpYBXdCcOzGpJv5XkTAUsTJW/M335je/mU996lP87u/+7trsUeBJxlKbMIatwkpXCScs9z18J1u3nMyG8Qmk8qKoBekB7WaEoMpYDGctIjEoyfrMRiIFqVVYl4KAnKIUA/byClaYSmxVOm9anhKTlOU/UZZ4k9KfdPBexlJKnpRmC1ZRN3X6okEheyhiYpdSIy6zIoK6ElWWzw8ZgJISRMxoMU5f1LBY30co4iF/zTJbWA6BWClIEX7bahztMj9hy2DCVpb7mNN1MywwTpxLekqRG8O07TItJmmxjo1m09Iv6MJAtyBfkOzr19jdF+zuF2xtxEjhiFILtcj3nvW62HZBvxPRzmO0kyhpiRuaaCxCjPgAVSUZkbREAi9QLByNSNOINEJQuYZkxmcfc1v20eUFMjeIbNG6y488j0CSrvI5egAi6SdpazGimSIzn7aKYguFz3AuSahqsNoPSDhAF4ZI2MVzxjkfGJGjbR+ANB6lpTYxbtczpmqMJ4qRWLAu8eLMcXnTMsgc2yGRaaX8tIWtBoTKYV1bluRdOTUufBa6JgW1yJ+HqXKkZTAXyeGysEBTBqcsTuZmxpFZS98ZeqJPmwX6LPDQrvuZnp2kMJ1yCEIfwA0iXLEDgdVixQGdMYZrr72Wf/u3f+O5z33ufkMRf/7nf76a+xd40rA8sBuUYf3dvLWWXbt2ALBxnUKpmELU0M5iUWUJyFW+oD5T4ZYkAAVuiQJ+rASxlWirMC72WTnAoNHk5OXQhHR+KjWhhnCyFBjxAxA16R0WWpEbKp8JVFmbMkBuJJmNqdEgp48UEamrkQg/eeonFH2ZS+Ltm7SDyPjd7+oaUWXzFJEKVQWlsXDEwqHKIRALJAJqIqImRjBRRk2MUHN1aq6GJUGLcbJkA+18itl0BBwkRUpX9NgnHmKu/zCy/mxg0+Jvx3gjezObszBXY3c/ZlfXMu3abGUdqXTI2Hp5E2dxC330rGW+06StY18KV5aoCYzWYLQOxiLkAgjn5Uwk1JRhNCmoxUXVayZwZFYQWX9srRNQALn2WTpbjhgriYuixXLpWp6tUiHispeuniIaDmkdIja4YmhIY4BxkFlv/aUtSi2WWymlcQpnyGUXbfsIEVFTY7TcekaED+bGEsFIDKOR9QGdtPt7G1vhh2uM94rVZsjTtfzrisoJccpzOCmDuZrCe+1KV/aOLt6kuNLKbND0PtBAHAxB9O1gmGOBHnPs2HUP+2Ynvb2ezcrsXAjmTmTWQocu9NCtjBUHdN/97nd5/vOfD8Bdd921FvsUeFJzgDKsoxwVkOyafBgpFBvGvehc4SbIraKwgsL6i5PGoVyZnbNle1WpmVW5bg1JjETWl2+Ni7BiIMXryF23silSJAgElgRRZshS6Q3q6wpayg7axsqSqwP8BGgeSXpGUTO+l065iNQlJEpWF9K68r1j/gLq+5EGRkuNKEJpgS5FX9NIlT1OlMtQJkVBXwhqSlEzTTQ5DTfGKE1qyhvbRlaBdOwovs6sfBgTaWJZI3ddFvJJCrNA5KLqt6GNwnRATmdkewR72w2mMslOPUObBWK5jlQZ5ODbJNe46R6dfTHTvTptrRiPNWmiUaMKMVLzfXa5hsFwqvJiwyNJzkgjI0kMxgiMlSTZ/hd+58rBiKz0LlPS+66mj0N2jlKTJBoMR6TeENc5RCQQuryrGNIOcdqLNqMtRuF76YZkRXLj6JGTuTbaZsSqTl2MM2IbtBJFK/bB3FhsGYs1ibRE0lYxo7Fes0+WZXErvUbicGNM1Qdalusl/qYmlf4c9KVWS6qcl7IZEhE2g8nuymdXkBtLbhxdY2jTZVbsJXNtHtp1L/tmJ9FmkJXzSwjmTmzWRIdudTd3XHDLLbcc0etOP/10Tj311MdcZ8UB3Ze+9KUj2plA4PDZP1uHEzg01sKju3ZgXcHY6HrayanEVpEYSSwFSgx6ivxUYSTLIcMyC6LLLx3nFtX0lRBE5QCDdQ6ERSNKn9fMT7UKn7mjGjzwpdtUOerKUleWqLxIa+F1940qG8UV1KQksTE1mkgEqfBDAIkU/kIaOZJyotCVgxWyDG7ryntfxNbLjtSqrJ5//0Q6knKiUhpJKlw5GJFSFyO0XItWHDMSCYQQ1AqJKDazUzXpZLsAR6JGsM67kabxeiJ8YFQ46BYR/YUIpw2z+xpM9WtM9hyTPECLjSRSEAn//k5bRLtPPmXYNz/CvjwmN4L1iSWuaUQrgUbNB17aVOXyVBkSZRhr9WiMF6g6mB5oLan1aijhqhKgLMuMWB8oLdqWipVPtx4pSvnBiJqGvA55uR+x8p63w1ciYxGZ8XcVUSkqXMqxaOeneHtGe/9dPYOxOc1kIw03yohKGIklrQhGIsdIZGnFmlh41wwGwsRCIqyX0dZDPQj+1sQtmYIexJpeZ06QKN9+MMjMDUq5gxsUYxenqa0TVak1t46eMbRdn71iJ3s632N6X5uFhQW0zZZNtAa9uUCAsm1tpQghuOKKKw6pIrJq3cM7duzgT//0T/nwhz+8WpsMPOlZzNY5XCltAs5Jdk3uxOGY2biTyJ2K0qI0ui97xJzPoKmhqmtmvBCwLiU/THWREygniITEOQVERKWKvnEGnMUKXRYABuKtgz48X6KqK0MkvRabrvTkBHlZ0kojQaoVNeczfYn0+mH+YuqDuZryAx0IyJ3/hze0F5VDhSp79hIJtdLoPlWS1LjK+D0V5TrEQJ2miBmNJWOJH7xoRhIlU0bFyezr3EMv3wcJKJmSqBaRrBGhKKyjoyWzeUpjXhN1DHu6dab6it39nLn+w2ysnUJSBllWA50c19fM762xp1djJpdl0GmJm7aUNIlYjBYESlrqccFIM6O5qSDe5AcrZLugkRe02gWtqEYr8v11cWwWv7mML82LaJAxO4rp1pVQyqMIZ8HmkJfZp0ghtKGyzyj3z0/J+Jq4NQJtJLlR5VQxtG1BW3jdOSVr1MU4o65JM5Zlds4yGltakaGutC+xl+ebdRKMxYrFadxqCrUsxQ5yY35C27ceRKUodyL9RKsaKrOqodSeK2+OBpZ3hRXk1tHRlrYtmJZ7mM12ML2vzfz8HMYVXldyyURrsPY60XFroUN3Ap4uDzzwwJpte8UB3Ste8Yol2nMDdu3axa5du0JAF3jcmJqcYn2tzabmsd6TQODJze7du1lYWDjWuxE4hrgQrh9zVhzQnXXWWUt+Nsbwwx/+kPvuu49PfOITq7lvgcAQpQAxFue07y8Tknt2fIPk9Dqy8RTQNRyRtzpyUMhFyyJYtOkqLBi7tAwVCVkmBCM/xSccspR28FOvenFXSp05Xwb0XplJ1eTuUM7rp6XKERtX2msJ4rLsKhEkSpVq/D47MuhbimQ5IVlmWBLlHQBiB0r6GdVBv5NvYIeatNSULk3ZFYlwxEKUnymlEStGY8G62JEoR24ESijW5yfTT2d8hg6IZIrvJkywOHraMVcI9mURkagTSctUv8beDKaZo9DTJC4lEmCcRPcl0bzGWceehQ1MZTHzhWCDhFhZVOq17JDK33oXvuQaRYZarfDZuVNqiA0tUBI51yXpthmZydmQWhqlc0Xa0IhYLNYPBzXE2kEkRtaCchjMSYkT1qdUpYAoh7zw2blce7Fp63C2HCwpwBSSTCt6RtE1go6GOTHLQjGJNgu00m2Mug2MRgljiWA0doxFlqYyNCNNLdaVvuKgBCrK7Jx1otTu872c1pZ9TeX5JMp2BO+mIqrJ70gsukyIcriIqscPcud7VDMDPePPjY4pmBUzfOfBL9Dv+QEiM5AmCdm5QOCgfPrTn+aiiy4iSXwl6JFHHmHbtm2VHFy32+XDH/4w73jHO1a03RUHdB/4wAcO+Phf//Vf8+EPf5g3vvGNK91kIPAYLBMgrgYkSimGqMGDu+4l2hJjmydjdM2L+VpJoihti/yrve2S180aCLlSllwj6YWNpfN6czhIZANDXg5JgBV+SpHqdV4eReInXCNZXrisN6FXlLIiZT9SXA5gKLx/alSWW2PpSk9av62B3kkkICovvra0FFMDuRVVllul8YMZTlc9+CkOJX1foBSCeiRoxY6x2FJXBhNLpJCsZ4y5aDPaZkgRE9MgEV7Xz7qynJZJUimxJKTSsTeXzGaOtphFiASFRDvIjKLXiZH7cnSh2N1P2Zt5keINQKzMUBBmfYmyl+OcIEkM6Zgm3poiTloHG8YBEGlC1CkYnekz0e3TiDRjoz3icYdqRkvrgrHyllyPJ3EMcYyLJU47P+GrlN+vQldd4s758qvLLSaHPIvo5TFtrZgrJPO5Y4G9FLpNo3Yy6+VpbBQjrE8k4wmsiy2jsWEszqknBWmsy0EfAboUcHZ+MMKWOnG5E94f1lK2FywGU2qg2SgXezWl9IGcc+CEqG52tPXBXG4FXQM9A10NHe1YEG127L4PnUVYlx2kby5Yez1ZsI41sP46Madc3/CGN7Br1y42b94MwJlnnsmdd97JU57yFAAWFhZ45zvfueKAbtXUgV/1qldx5513HtU2nHO85z3vYevWrdTrdc477zzuvffex3zNe9/7XoQQS5ZnPvOZS9bp9/tcdtllbNiwgVarxcUXX8zU1NRR7Wvg8WT4zt5PEzqnsc5gTEZP7+P7u77Fw90fMkObWZ0xl2vmC8t8bv0Fs3B0taNnLJlx6DJDNxDmjaWgJiU1pajLiLpIaLgWqWgRixSBwpa2W4MePFvJo+z/pbMo5kolkyIFJEJW/pvxkuyIQ2HLHqZFk3ohFoWDZZlFiaV3vahJaESWWmSoxZp6pKkpTVo6VygEEX54ohU5xhPN+rRgXewzXqNRTJ0xYtUgVnVqtGg4vzgs83TY1y/Y3YepvmRvrpjLBV1tKVwfJVMKDH0jmC8UC90a87M1Zmfr7M4iZnJHf8jdyVmflaOXQbeP63oNuaRuiDcoxJZR2LoJt9kvbFqH2Nwi3ezYtm6eiYkFmicZoo0pjNW85t3AiT5S0Fh7uZIDUqvB6DhuZMTvQ73mHSsGGUTjcLnF9R1FN6KXxSzomLlCsVDAXG7JbZtGspHN0RlsYRObazGba7ApsWxIC9alGSO1nGZaECeGKDIoaatMnXES7aS3STOi9Fb1WenBUAMsOyeXuJ94Bvpy2vrB3cwJsjKL2DPQKaBTWOZ1wQ9238XU3IMUpocx+SGCuZCdCwQGLLePPJCd5JGwakMRX/ziF3nFK15xVNu49tpr+dCHPsT/+T//h+3bt/Pud7+bCy64gLvvvpta7eB3389+9rP5whe+UP0cRUs/1m/91m9x4403csMNNzA2Nsbll1/Oa1/7Wv7jP/7jqPY3cGxwGIRTOHKMVaX+nOb+nXfhtlo2tbbSd03qRUIslM9CCFHJNSBKq7BSh6sKngZN5FYQWUG/aGK9wyyG3OvhCYOxDmMd2km0c1h8M7C1ohKOHYzwD/+ZqnI/lPAl2EgKP7lZBnA+cHO4A9zlDrxkF71qXZmdM9QjKmcF6wSJsURCVeW1REJTOUbigtEkR1uJdYJmlFLTTWLZIKZBgxGaro7D0RV9urTZi8X2xrAuZl3qM27WObwsraQr2swXY0wXEc1+jZ6OKKxgJhcs5IZElcGFUdgeuHbmM1mZxs3nCOFQDYdcl8LGMdyG9TA6Xv6eQbS7qE7GmOwiWxFifQOaqT8YWQFlUEgS4RqNx+sU3J80BUYX88nWAd2y9GqwfYPuQb8XMZ8nzBURc4VgLncsmJxUjjDCJrayga2NmC0N2JwYNqYF42lGo5ZTqxXejUN41wnnHBpvI2YGJVGr6FvhF+OHFwY3IAxl55YHcq7MhhTLSq2FG5RZfTA3X1hmdc59Uw8wNfcguemgTR/r8hDMPclZrjK4GoQzZ2WsOKB77Wtfu99jU1NT3HbbbbziFa9Y8vxnPvOZw96uc44PfvCDvOtd7+JnfuZnAPi7v/s7JiYm+OxnP8vrX//6g3+IKGLLli0HfG5ubo6/+Zu/4frrr+eVr3wlAB//+Md51rOexTe+8Q3OOeecw97HwLFkqT7dwE3CusLbUTkfet238066W2bYMnYafTdCjZTIRkQoH9whUdJPmSpZZsiqXjuPthBb6JsYZxtYYekL3/Ct0RRYb0RuHLn1GYzMSJzyvW/GgXYSg6z6mRhkQ8r3UnKxZ0kOGaoPGASDZkjbSZVBYSwdadl3lypDHDlqQoP0E5Sps+Xn8ccrloJUGppxQaOeY62gsJI0qpG4mEjUaDDOGE2aZW9YpBUZfWbZjcag+htoRHEpBSNomDGUTFhgN9P9CfalMTUZ0zKSwknmC0dHa4xTdI1iIY/J5iKi6QyZG19+nNE4JxGJQ7RSGGnByOjiQRgdxW3oIrRGrWvCSMOvk8S+T21+AUTbRx/1FFqttTwBD02agmngtEbkuS+3FgaXaWzXkXUi2v2U+TxmtpDM5TCfW3rkTLjT2Bw1magrttRhc6rZVMtYV+vTaPi+QZn60qjVoPsg9OBGYiBeLelbqmAuM47c+POZqn9uYJO3dNet9dVbZ0R1YdZlhq+nfXZ7QTumiz7f2XMHM+09IZgLLMWJA96MHtUmw+mzIlYc0I2NjR3wsTPOOOOoduSBBx5gcnKS8847b8l2zz77bG699dbHDOjuvfdetm3bRq1W49xzz+Waa66pBPjuuOMOiqJYst1nPvOZnHrqqdx6660HDeiyLCPLsurn+fn5o/p8gdXgQKLDpZ2QBGcszhoe3nkf1uVsGjuFvmiQUCMhoeGaOAHC+dBNllmytOxvG4i0OuXLVX2jcEWKcw6HxVBgseTOkNnYm9kb6CtB38pS1MRn7AorvMxD2ZRuyy+nKitYDlUIHMND464MAKvm9mX+iKoquzpSaUmUIUkskTAI5QO6RPvSrRQCi88A1pSjFmvSeoEzknqmfUCJJBF1WnaEsThmNPHHJiKmW7SYE5PMspOGa3ASMZGEeiQZ0+Psi9ezkO9iMjmV8f56Uikpyn3va0fH5eQmYi5XzBYx8ws1oqkOUTvHGcjbEmekF9kduDwM+7KqCMZGvfNEFMPIyGLQ1u8hkj3+35mGZvPxkyx5LOp16PV8L53xtUvXt5iuoNdNaBcxc0XEQiHoaEduDTGKibjBREOypebYWivYVOsz3urRGCmIWxZZF16aBRBti9OOQvismrY+iO4bv/Q09LSjZ7yTg3GuLPuX3q7lrlaixM6bzVrrDTgGfXiFdfSNXzqFZVpn3LnnNqbn91DYZcEcNgRzgcAK+Ld/+7cqnrLWcvPNN1dmDbOzs0e0zRUHdB//+MeP6I0OxeTkJAATExNLHp+YmKieOxBnn302n/jEJ3jGM57Brl27+P3f/33+x//4H9x1112MjIwwOTlJkiSMj4+vaLvXXHMNv//7v3/Unyuw2izL1DnrgyibI4QF4bMED+28j0wvsGndKaRyhFw0iIiQLq2su5RY9GJNpZ9YHRip5wL6sTetNzpFO0tPdHBYcgoyHdNTgp4RJEbQMwrrbGWQnllJZn3JSjuBtYvWS3LoYrokmCsvpgbp+5jKSUVTBoNCUgnsxsJbPyXKEMUQRb4hMDGaZuGox4o48gbqcaSoxYJ63VFrCaxx1DP/eCxjmnKcDarFpkbMeGm0kEaKfqfFHmos5DvJkoxapKgpP6iqabCgt7OjuI19cgf78jFGkhSllBdzVhYrHW3RZbaos69I2dMbQc0IGn1v65XnEVGkIXco67zeH640Ii1pNiFOEM1l5dRmE5IEKRX0+rj14zi1ai3BR46QEEf+F6wN9DW2Y8l6Ed08Yb6IWNCCtoa+9rcAY7LGyS3Flppha61gotFlbLRHfZ1GjUlkM/GCcfiUrSsyROmeYa2gcJLM+DJrz1ANL2TG+glYFv9khiWnrBsuufpBIG8f5iicz+71tKWnLXO2z917v8vs/D4K2yE3HazLKweIYOsVCCXXlbFcYPjXf/3Xl/x8IHm4Q3FYAZ1z7og2/lhcd911Sz7AjTfeeETb+amf+qnq38997nM5++yzOe200/j0pz/NpZdeesT79853vpMrr7yy+nl+fp5TTjnliLcXWE2WTb4iS9FhiyXy4q1Os2vyUYzLmVi/HScdOSPExJVq/UBcdSDdkJRTqw7fV9e0vj9JE6F1WnbS5VhhyDB+slN76ZFeJLBO+deX4quZ9f1j3nid6n2FEFVj+uInEqU9WalHC2WWz5fDhqm8aKVBRRYZCURcBnzauylEYjCY4XvoUqVJUo2sg9AQx6Ys4UoatsFILWI89ROV5bswkysSXSfXC+gk9xZnsbcpM06xsLCRvbUJ5no72Ns4lXXFZmpKUI/8QIZCMS9n2Je3mOzXaUYJQrRo5gUSR24lzVhTX9DEc33k3AJifB43vm7pB64dxM4rjrGbNiLabdzY+IHXORYMsoxFWVrOIO9HdIuIrla+t60cFqlHimYk2FIzbKvlTDS7jK/rUttkicZjGE0RtdjX6I23OhNzOUhXBmCC3Ehy64O6nvHZ0cxYMgvWetmcAXLoJsKX9N2S0n7hfByalS0FPW1YcH2+u+dbzMzvIbMLVal10dZrLS7lgScawfrr8LHLv9RXicMK6J797Gfznve8h9e+9rWVbsqBuPfee/nzP/9zTjvtNH7nd37nMbf5mte8hrPPPrv6eVDenJqaYuvWrdXjU1NT+2nfPRbj4+OcccYZ3HfffQBs2bKFPM+ZnZ1dkqWbmpo6aN8dQJqmpI+XL2TgCDhQUIe3Byt70iyOqckpatEY42MRWhSYSoSklD0pS59JWcb09l0Obb3HpValMr5RFDbBCuOLr07TN6rM0EHPSIzzKvuu1LzLSn/ZwvpBguFpwyWfpDQVQIqhclepyu+8W8RwmUyVFlh+GtYilUBG+JKrAiV8pnBQYvN9gg4ZOWTsy7ADs3YFNEXCSCwYjRzjideGK5ygEUmSooExbQBaEayLNQ6BFIpOkTKVPYU2O5lnDx29gdxF1MBLpciUWSfYJ/cx0t1CTUZYlzAaR0jhj/Go1sQzmmRnl2RkLyKKoNf35VPpgyNXbyzN2g1Tr/tSbfw4atAdDqUtme0bdF+SFRF94wcWMut/B2nkh2PGU8HWWp+JZpd167vUJhxqUx0xVvcDIFH52bUBlYPqQlmer8qtlayIn+TuaYd2/kyPvP/IfrPYzg1nhf2NQ2YdufHBXN8aei7n/j33HyCYK0qtuQOe0Wt7bAOBwAE5rIDuL/7iL7jqqqv4jd/4DX7iJ36CF77whVXP2szMDHfffTdf+9rX+N73vsfll1/OW9/61kNuc2RkhJGRRd9F5xxbtmzh5ptvrgK4+fl5brvttsPa3oB2u83999/Pm970JgBe8IIXEMcxN998MxdffDEA99xzDw899BDnnnvuYW83cDyyPKjzWnLgswZCREhhefjR+1EioTW+CU296vahtEKSwltXRdIRVcMLjlrky6WphZpS5C6moPCDEaKg7yISo4i1l3XQqtSww9t09TX0jSMvZSCW5zGqXjkc0gmcHUwWLmbnBsEgQ/1PPrPmG+SV9PpnQlGN6opK5sS/RpVaecPtaa7sz4uEIpHe+H0kMrQiH9B1jCSVigiFwxCR0Ios6xNdyqc4ujpiOtvEbO00CpeRG4N1EZGAsQQ6Omahv55ptZvduk3aG8UhWdCSSPpjsqAl1rWIH7GsV/NEhUFsmId64oO0eg3Wr8Nt2HDw0+B4C+aMAa0h17jMoQtFX0f0jSSzfvxlMIwzEgk2ppaJRhnMbXGoiQZifRNGG37QosrOZWXkD86AKe3D+kbSM95CrKe96G/f+taDwfkovBR39edSSf2Wsoq61KrraEduDH1n6Luch/Y8xM6FH9K3cxSmVwVz1hVePij0zQVKyo7gVd/micb27duPqOK5al6ur3rVq7j99tv52te+xqc+9Smuu+46duzYQa/XY+PGjTz/+c/nkksu4Y1vfCPr1q07jC3uz8B89n3vex9Pf/rTK9mSbdu2cdFFFy3Zl5/92Z/l8ssvB+Dtb387r371qznttNPYuXMnV199NUop3vCGN0A5WHHppZdy5ZVXsn79ekZHR3nb297GueeeGyZcTwgWQzPPoJ9HgjMY4WVNfvjwXd6AvqWRTpEY6c3t7WCi1DfPySEHiIYqzc/xfpnWRRhdoyN65BRe0qSwaJsgRURaTs1SlrAKC3nZVF6U8hESgXOuGnrQzpFZgRlcaB1kVtA30NZexDUzjkT5IKwK2AApbJVpG2ALHyQKIJHlZ3OQW0nRl8iOwWaCXi/GOqgryWiqWJc41iWa0TijsIpaEXk5Fyepp9tY78bZVs/YNtomjg2bugl11QISxNyPss+2vYafgrHYsrVmWZcoNvRHebTdYIaMvVlGbmKasSKSgsI4esYxEqdsnt/MSbsNm7+Ts77eoZHOUG8UpOss8Sl1+MkfP/ZTrIeDs9DtQruLaxfoDvT7MZlRaOflchqRoxF5KZkNScFEvc/WMxaIttYRW8Zg/RiMNHG11LtqWIPo9X0KTfRxmaXoRMz3aszkMXtzxe4+7O1b5gpN12VoLDGKmoj9TYBc7MkZSJLYMojLjaNwkBvDtGvTZoGcHg/vvo+9szspTLcSDV50gXB+0nzxgx+zQx4IPJE4Uket008//ZDrrGgo4iUveQkveclLjmhnDod3vOMddDodfu3Xfo3Z2Vle8pKX8PnPf36JBt3999/P3r17q58feeQR3vCGN7Bv3z42bdrES17yEr7xjW+wadOmap0PfOADSCm5+OKLybKMCy64gI9+9KNr9jkCx4IDTMAOeuucLxPe/8h/sWHjOHLT2dTsVmpGkSlBYgWJc0RW+NKkGGQ1FsuyvtfO22lJp7AiJyf39mBW0ikkRonKnmvgSJGVF0tdThsiSq27Mujz/XICVwZmulT3zyqbskURY8fS66YbyAQ4n7FB+CnXQlu0MZgyWO1rQT+HXkeC0OhC0s0lxhgkjgRDhEOU/VDWgrGWwhisNdTUOppC0oo61Oo9opoFoRnvS8YjyXgs0P06DQU1aWjIgg1xQUIMNsLVJUk/JbfeEcMb2vvIYi7Pmc4s+3oxe2oRG9KEsThmJPLuCBsmMzZNtRnfehc8bTtu6O/6uKTX88FXUeAKhzMCZ8vSt3DUlc8Ex8JnRDfV+mwY6RJtTBGbRmB8BDc6As0GDPQ081Jrr7QTMx1HvxfRKSIWyonZhcLRLgzzrkcuMiSKqJzmFmLZX4Zb7OssjCO3ftq26zT7xCQz+QPM7GszM7cXYzKMy7G2WDYAMUwI5gKL5ftV3eYJeGq97GUvW7Ntr5qw8GoghOAP/uAP+IM/+IODrvPggw8u+fmTn/zkIbdbq9X4yEc+wkc+8pFV2c/A8coBsnVIcBqLxNqCfXtnEeI/aWx4JTUdEcuIREpigR8uEL6RfNALN9iaLLXjFKLSd7MYf/F0gp6JsE5WAaErgzjtHLn17hIOB076QMuCkb4ci/DbdUPaX7kpMyelq0Us8QLGVYbFZ/iMFVgjsOVF22ivf0dZZqP05cysIisior6h0L6fC/zwZKoEiRh40fr3MXYgsxIxKrYwkkiatYxk1KIaIKRmpJMz3jeMJzHWRYzGgpHIMRZp1jd6NApNJFOUSKgpQUf745YqUfbQSXomZqbImTE92p2Ivf2YZqSoR4pWHLEuSTipV+Ocb+winu0iTt8CmzbhWi0f8EjhfznHC502ZLkfiLBekkZJP5FcU7Y6p2rKMhrnrG/2aK3PEBvWwVgTWk1fZo4T/9mMAWu87l6WQScjX1As9GvM5jEzhWQmh9ncMOO6tMUc4EioI/AtAGowhAPlIMXSYG7QK9cRXaa632F2us/8/CzGFmV51RzEm5UQzAUq1qLkGlgZx1VAFwisCc7h0BhbIIRifjpjMn2YpBUj8hZSVB1Gftq0dG0Y9L0NX7LEkoBOk2NAQN+mWOeIrPTxhSsV+q2jwGIGWQ1RykJYiKx3jsC4auJVOy8Im1nKzMlgoEJURutmkGWxAq0VphDVJKzREmt9NDoISo1bHOxQWYw2irz0AI2FIC57CKm26wWRHZC6mNStYzQW1Goa1QTZjIisplHLGYk040mEdYKRCMZizVgtZ3SsRyPPiaVBCkcqE9raa/35XkVX9pJJRsrgpG00cyZnzoDM/LFpyohHajEj39vIaVOzjD7yA9TJk4iNozBSBj/Nls9qPcbA1uNCu+2zc3kO2iJiiUgMcWJoFAXO+V5MIRz1yDBa79Maz4g3SBhtQqPuy6xx+bVsDOS532a7A3Nd7EyP+bka0/2UvXnEvgz2ZZa9psOs3EvhusSiQc0JIhSRkJXlrS17lS1Lg7muy2iLDh1mmJ3uMTs3jR0qry6WWEMwFwgcz4SALnACchBZE1dgrCQ3HX64626KLV2eOvIjiLyFcxEG4bNTZTbOQaW0b6teO1cOVVi00KW3LPRdHUtM5BzKinINSu9XW/7kd007V5VWpXA44QMdn6HzWbuiDPoKO3g3WZbK/KCGn4RVaCPRBehCIoRDa4Uu03WRBKwvAWsEuZZEQlFYReFkGVwt+sw6fMbPWJ+lE0BdJKRS0owgTg2yJhGJRNQEUWKpR4ZW5DBuMTs3UsuorXOYvgb6mLJ3rBkplPCCyGnk+69aUcK+JGJfrpjNFJ1ScqNrDG2XMeNm2dVVpHs2sbOX8pSZDlseaNPaMofalHgrsPEWYsM4bNqIO4Dw+eNCkUOvA4UutegUMpWouiHNNM4KImkxTqKEJU019ZGCeAPe9qye+oBUiLIOn4MuEJ0ezC3A9AJuT5tiSrOnO85kP2Z3X7K7Z9hdtNkndtKzc0QiIUUSudL2TorSE1hUwVxu/M3G8mDuwcn/LoO5YrHEesCsHCGYC+xHkC059oSALnCCsn9QZ10B1k+gAjw8+SCJbEHjKbi8gXEKbSV15Z0jlBgYnC/2spkyoDNorNNYtM/QkYMDi0KW46TWWQyWAgOinE50jtxGKOODOInAysVChXb+gptpR24sRXkhHZRvdeXZKcmMpK8j4hxU2aCeFwpdllwj4WMLUXrEF1aRGV/qzK1fR5VDFtaBtgIpJBqJLZ9rRpHXllOUAxiLJRUhHYmwNJTFOclIbGjFmrSmkQ2BiBw1rWkVOdZJ6kb6PrKkoJYWKGUZ7dRY109Zl8fMpRFt7UWae1rR1jGzWZ29tsPtC/uY7K3jkd4op3WanLS3x8RIh5ENs8Sb51ETs7BvFp73IwfXrVsrihw6HX8QlYI0Bp3CSIrSDqxGqJy4b7BGIJUjqhuiEVAjMaKZlHcQ1geExiCM8fItC50qmMsfzZmfqrGzV2NXX7Gra9hVtJkUD9LWU0gUadSk5prUSUikJCrLrYNgTpfnct/4MmtX9Kpgbu/MTqzNDlFiJVxmAwdkLQK61d7eiU4I6AInMMuCOuc16oaDuvt33oXbarGt7eiiiXExRSSIy4lVW2bL+sYHWNr5zJwVpgzoDNrlaApyIbDOocpmdIPFClMq4/mLohWOwiVIKxBaQuSnUgcOFdotTsTmzqKdQSD8+1pJYctyrBH0lSTVEXEhkKYM6IzC4DNisRQotyiWrK0gt4rCSHI77LbhgzntBNJKjBWLnq2RoKYEiXR+CKNwoKxv+LcShA/qrIKmMtRiTZQaRCx9D1kEUWRII00sBUmiadQLklGDSqG20KbZzmi1a7TzhI6OvHafE/SNZF5H7MvG+O5cl0f1HHOzdfb0U3b2mmzr1pmYy5iY6jD6aIfalg4qjmDTBtzGDd6Ga63odBBa45Ty36KRl05xSiH8SClixAd5CkBpVGKw1rf8yYZANhQ0Yq8zZyxkOaLQ/qTrZ9Du+TLrni75pGZ2T53dC00e6SkeaRseKRaYFPcz29+BQNJMJ6gzRtM1qMuIVEpiNWgl8MFcZr2DRN9peqJHmxl2TN7DvtlJjM29N/JBS6yEYC4QOI5ZcUD3yle+kpe97GVcffXVSx6fmZnh4osv5otf/OJq7l8gsHqUvXTDQZ1zlh/uuotia5/TWmfg9Ci5USRKkkhfOtUWMmvpO0NGQUGGdjmGvFK00+RIpJ80daUQrLBoNBovRkzpkZo5g7BlL54GIxfV+73tEn6QAotmENApCuvIS5eBrhIkRpFIR1RIMAlCODKtsMpn/xLpMPhMo3cBkKD9gERhByXc0u4JQW4lQvg+PkqttFR6pwkpoMgUcVsjc43pQ5ErjPXbT6UlkZZIeU9Z5zeK074nTwiHUo401iQtQzQKqhUh6wZZK4giS7NfUGg59OsSZDpiPosZiRpM9RvM5ZauduzqQd8q5nWNmSJmUy9j41yXicYjiK3ziNk52LgeNz6+aoGduPWb/h+tJkIJGB+DxogXBozKQEcXuDSFOEbMLSCMBWN9Ai6xSOMnnWUqEamianDrZX7owQJFAZ0MN9fH7Mvo7xbMzrSYbDfY2U94qG14RM8yyX3MdO5HCMlI7STGxVbG3TpaIqWuFInyTiiDYRsvo+NdTvoUtMU8D+26l32zk96XtZQmCf1ygSNjLYYiwpDFSlhxQPflL3+Z7373u3z729/muuuuo9lsApDnOV/5ylfWYh8DgaNgMUvncEvcJLA+oHNYHtr5A+JtNZ6+4UfZ1e8hrKAm/J+HwVGUwVxf9MlED+0yjCv8WwiwwmCc9kFaJd7qqmDOorHCYp0hFzGyvF5aJBGSgQ+CAbSxFM5SOO379JwkcobCKnLrdesy622eIqGItMJqhxQ+izeIiSKBFxTGZwFzK7HCe372re/hG7hC5MaRKz8LWZQDEQpHqnymzjpHrxOjlEXFliJTdHsJuY0wbtHBAsBqge04TA+yXkSRK3KtiJVFKJARyJpC1CIvC2M1iTVEqcE5gYodMgVZ6gXrDow/MsKeXp09WcK8FhTGiz8D9LRkBj8QMfrANLViFukcSIlQ8qicJMTkJPbf7mDfdxQjGzNqL1wHJ2/zvXoDB4fhwCeKYST25dM0hVqB6Bc+mrLlhAos1sGNhX4BrgPG4goDnQK7UFDMWrr7EvYtNJjq1djVj9nVEzyk97Hb3c98/xFi1WSktpUxtjHu1jEqE2pKkkaicgoZlFlz429KtLNsr43yuYdvr3TmfKk1iAUHAk9kjmje/wtf+AKTk5Occ845+8mIBAJPVKampui028d6NwKBNWf37j0sLCwc690InEAMeuhWcwm3EivjiHrotm7dyle+8hV+6Zd+iRe96EXccMMNPOtZz1r9vQsEVoVBlu7Anq+uFF2zTvMvD93M0yaeQ7NVp+6afmgBhxaagoxM9MhdB+36WOc78YQQ2Gr21VUZDVuOUFg0WuRYZ5FC0ndJ1TPnrMKWDhK+XOv75wpnKDDocuiicJLcKvpakEhBLAVRKaCijKIoFqVHXGlXIX2LG1SCxYJCCPpa0jeCwvqsZWagb/0wgsNWgsSi9I4FL3Q826/5KU1pKbRioUjoaEXhBBF+0lUbRd5TgCHvKTrdlE4eo52k5gy1ovASKwMjUSkQUqASv6MycqiWQI4liNEUkojIWE6bmGfrngV6MxGdbkqviHyvHwKB1w2MlMEUEtuzyH7hZT/iZGXZOWsR996H+9b9TP2n5Du717Mn38ppjYKXvCHBvfD5fr1u97G3k6SLB686DRevUm5g4aFtOWLscNphexY978gWIhbaDaZ7Nab6KVOZYqoHU13NPh6isF1atW205AbG3UZGaNCMY+qqPDeGnEcK4yeHO7agJ/rMTM3yg8536eg9FKbjp1orAe6QnQscGcutDVeDcPatjBUHdAP7mDRNuf7663nf+97HT/7kT3LVVVetxf4FAqvEcFC33PPVonFYZzCu4Ds797Fty2lsGdtO5PyfiBYa43K061O4DGtzLyYiDvQnVA5ADII8YTHlRKwvT0bV7liXYkrPTeF88Gic753zAxWmfB9F5iIiK4mNINKD9Lok0pJCe70xKRzSCHT5Teic35vcUrrAQt94S7Hc+Mt3JqBnSquwcqvaLn6ZauvoadjTT+npyIsCO0FXKzpaYRHEwpJIRbeIkL2Eft/RK2Lms4SujrBAK9IkypB2CqK6BXKccdiew/T9ewkFsqEQYzVYP+L12aIIuWGU2kKX2nyf8XaGy3q+T8+WwdHAfkOBGo28F2y9dtgyJmL3FNzzIPq7k+y5p859s+uZKSLWJ5pXnzbF6E9vWgzmDoei8ALDvRzXL3B9je1ZXOaWqN8PeidNBrovKfoRnV7KXD9lJo/Zl0fs6Uv2ZrC3XzDt2qSiRVNtoOXGGHE1mlFMM/KBXCKre4XSicTRtz6YWxBtvr/7v5ht76Wv5ylMZ8gFIi9l+UMwFwg8UVlxQOeWeXG8613v4lnPehZvfvObV3O/AoE1xuKduMqchLW4cnLViIwHH/kezmnGxzYgUDhnMM5gbV5Nt0qkd6J4zHcxZWDnM3UOR+66WOEtlKxwJC72FmLVXa5BCz9OMei/8yMXishKIiO93EjZrKeMJC4N76WAJCp16kxpx2MGPXR+nzIDXQOZdTjnkEKSakEkRCUTUDhKvTvvNNHWMNWPmIt835txkNnFAYqa9AMVUiR+0tYJujpirlD0rR/SyK3wPrnzBugT9ywYKPoCoxVSeBsymVmUc35gIE2g0fAOCv3MC+1qg7DW97CJge6KhayA+bbXamnVYKR12C4SbvMEwliivGCiNsOm3iTRpho893TcM89eWWhT5IjZWdg7j5vuYuYKTNth+gJTKKzxPYquFIB2TtDtJ2Ta23nNl8tMIZnNYTZ3zGWGri2QKLZxCg0RUY8lzUiSljI7stQT9ELSfphHO+hazYJoc/fUHUzPT1GYHtr0llp6Vb1z1RFZyScOBBatCFd1m2EsYiWsOKB74IEHlvikAlx88cU885nP5Pbbb1/NfQsEVpnH8HstPSqFsDihEUKx49F7yM0pjI2OlWtbrNWL25FRFc7JQwR2g4DOOIMTxvthilIfTBgiIu8Ri6umY82gVIvGYpFIek4itECWf7oOgSog0oJI+kGIopyEzawfZhCIMthz2NKJoqOhZwy2vEGLpAR8Zk8OOVbkxgcHHlEJ1Q78QAGU8Dp1Xt8uIZGW3EraWtDR0Df+/XuxqOyBMq1I533EmRnlbdOEpaUzmlGBTLuINIYk9gFavVa6QtRBRrgk9tOry8qpYmbGl0Ot80MJKzk7tm6FrVt9GftIQ5oiRzzyCOzag35wjmLGkbUj8n5EVkR+aMXK0oJLYJx35ZgvInpG0TWCtpYsFIJ24ehoS2Z8Kb8lEyKZMp4oahGVnEwkF29M/DSroBjSNJynw327v8/0/G5y09nfn3U/vbkQzAVWzoFEblZjmyGgO3xWHNCddtppB3z82c9+Ns9+9rNXY58CgTXkQH6vvgQ78HdwTiKERDvLwzvvpbDbaLVa1RYEEinUfn8+4hBfPc45nNMUNsfJwbSjn3yNSIiEKueUfMnVlMIl2uWIspcOQDgvd2LxE6aqKJfScULovBRDXhyqVOXwrfd19bp600UXh6MnErIsohdLUumDL5/lwQd11luYTUtRlfMGn0cK39NXjwSNCD8VK6BnBF3t6BSOwjliIRhNBAsJzKSCkSimJr1lmC4rpolQjC44NswZxuc6JHNd1N45GKvDulEv2Ftm7JwcKbNy2dKD3Gj4ZX4e0e/jFhYeP0uw+VnEAw/DQ7sxuzpM35uy0K/RKSK6OiIvtf6ME1gnvFxMmQltF+X0sXH0tZfJ0daXZ2MpaMVReZxhPIGadETSVrcRDh/I9fG9kbYM5rra8IPd32H33MMUphuCuUDgBCYICweepBw4W4dzVWBnnEUIyc6dO5iYmGBkZNQHbcKLgbiyHiDK3jR3gIuhFyQpFt/VWawr0HZoxnwwIEGEQC6aiwlTuk3k/j2czwRKMRAXA5wi0RahvYCtEOCk9eU2u5hFG/RqeccIS2YtmSi8JZkDYcC6iFx5S7BBBi43lqyUutDGVJZmDovPEypSoUgLRRpJYiEQAvrG0jO+TKgxpET0jS/HdoykFcXEctDn5fctVtDMI2bzhE1ZyrrZPs2dXZLRDtHmOe+oMFKDdSOIjTlORY/tCjE/j9g3Da2mz76tJTsfRdy7A/vANP2HDXP76tw3O8aCVnSMl5nJzSArt3h8TTkX0TMObe2iqkkpDF2LBKmCRiRoRI66cozFFoUd8ur1kjQOB9ZvPzfQt44HJh9lX3sX2vQPUGY9mBNEILBy1sT6K9xfrIgQ0AWexOwf1A0erTJ2zgsC79q1A+e2MjIyjiTGCTe0FbOCd7RomyOl1yUTg6uyGHx7ieE1q6V0hV30hC3Ltc4kxDqGwk96+l33wUHhHLbsjRJ4s3vr/Hxv4TSFzAb5yXLy0k/TLtqQDfT3NIXI6YsumhxNjnd7jUiokVAncTFRvqio1xM9+qJLJrs4LCkNMr2ezNbo6IhaBLHw2TlT9unFUtCMBNPlMMC6Xo3ROU0rLtgw2SFtdkjWdYgmOtDpI6zFnXTSgadYk9TbaE3ug3wS8eCjcNJm3KmnHvbv6rDQBnnXf8F/76J3b599U14AeHeW8GBH0dWOXukyYpxDW+cDuYGFnLNVkBwJSYoijRTNSNCKBM0IWhE0I0MzstSkpRHpKpjTVpJZ6Ydbyv83zmdgH3x0J7s6OylsD217mEN6tIarZyDwRCYEdIEnOcMXseUZu6VMTj6Kc4bR0Q0IF3krMef74gZjCwZRdruVfq5lsCeGeuyMzb3NkiywrsBIv0TeVh0pJNaVQxMYjC0wLsc5P1XblwskokEi6ySuQW7HMAWo0oNVRM734AmDEYvvr1A+EMRihKGgj8OSC0lfJCwQEbvFLKEVDi0KCvpocrpmH5meJyv2IUWN0fopLNj+osByiUSSmTZad3GujxARkWqxLx4nFWMkukmkfRlU4x03jCtwGCQRsWhQo0XDNai5GjVZZ2t9lLFEsCGxbK1pTm612bxtktozfgBP3wannbJ0orWWwtgI7NhF8d1p9j1cY6HbQcofMtbo0dqQk0xI5EmjpQ2GgUzjMuOztJGEVgrjDRgfhWbDB47zCzC1Dx7cS//Bgr2TLR6cjHnYbWayB3v6llmdM88MbTFb+f1aDIaMwvTITZtCt7GuIFYjNJKNPEWcxWiUsD6RrE9hPHGsizUjkWYkKahHmiTRKGnBCbSRZFrRLyJMUR5L57OACwV896GHub9zHwtukn4xVwkHO+cnu4OlV2C1ccfBWXTNNdfwmc98hu9///vU63V+/Md/nD/5kz/hGc94RrVOv9/nt3/7t/nkJz9JlmVccMEFfPSjH2ViYqJa56GHHuKtb30rX/rSl2i1Wrz5zW/mmmuuIYoWQ6Yvf/nLXHnllXzve9/jlFNO4V3vehe/+Iu/+Lh/5mFCQBcIVCz/Otq/J25qahIhFOPjjSrgck7jhC1dHQSKqCpLLtmaGDhWeN07Y0GICDkIDAfPl16wZQ6nGtiwGKwzKGvJpc8MWix9IgopUHgdOe8otjhMAaDKcu5ioGkxQxm/QQnViKGAbjDIQY52frrXOUsUjTKensqPRs/mzv4P2JPdQ6EXAEkcNVGqhhIphe1irEPJCIujb+fJZY9YNhEIr31Wvm9u5sl1B4dFyYRINaosUqRqnJQ/hxHqrEtitjYED7cVW+frnDYzTbPTg4Ue6zeOIZ5xxuJvc3QcMdJAJNPkecQjvTp7MwXTI7R2OcZ/oNlc76OEwSIoTIIuj30iLPWkoNXYQ210F9EIiERge45sWjA9nbCnM8ZUP+WRtmZawlxm6RuDQjBOi3WuVZ1V2hmf21QZfdVDpxnGaZRIaLlRNkU11tUkGxMYTyzrYsN4UtBKcuppQRprVOQQyqJznwUttMKVPXm6LLUC7J7aze72XjLRprC9IZ05e5Aa1rG+DAdOBLzM4uqOMNiqoeXw+MpXvsJll13Gi170IrTW/O7v/i7nn38+d999d+Vq9Vu/9VvceOON3HDDDYyNjXH55Zfz2te+lv/4j/8AwBjDhRdeyJYtW/j617/Orl27uOSSS4jjmD/+4z+Gcjj0wgsv5C1veQvXXXcdN998M7/yK7/C1q1bueCCC1b1GKyEENAFAgflQNk7ye7d+6in26jX/dSrFRpDgXASK2TZ66aGtmH3C+5cKUpsbY4VCuMkQggEClEFWaVQsCvDw3LC1qJxzuCkxkpND0VRZsYsFmf8SMVA+Bi89p3CD10MsoVuKOAryPab1DUYnCtty5zBWI0SNeqqxTb9NE5tdfn378zxw2IH/Xy3z2zJFFl6dlXeoPghEyEihFD+M4phz1aLc0WZQbKL6yJAKCKZ8kgyTUOsZ9ytZ4NqsLmuOKXpeMZIl2fMPEC6Mabxo88hMUPl7zhCrB+F8Yg06WFMg10dwUNtzZzJiYRkQ9xY0jNYah3TjCRjiWBjYlmfWkZjzWic4xzkNqKjFV2jyKzXflufwGgkS0VBV0mI2HKatbCQWz813C8HTaxzIASphK0NxVjsWBcb1iWa8SSjlebU6gVxalCJRchSj9lIdFFu10ny0goOoL1vDw/snaYt5shdG20zf66EMmvgScDnP//5JT9/4hOfYPPmzdxxxx289KUvZW5ujr/5m7/h+uuv55WvfCUAH//4x3nWs57FN77xDc455xz+/d//nbvvvpsvfOELTExMcNZZZ/GHf/iHXHXVVbz3ve8lSRI+9rGPsX37dt7//vcD8KxnPYuvfe1rfOADHwgBXSDwRMI5zUOP/Dfbtp5KqzWCEAqjMt+nhhzqh6P0b128gC4GUw6cxjiBsMpvw0UIoRH4wM5n5wauEz6oM7Yo96HUxXOa3MXkzi6+pnS98Jk9hxACKSKMUEgGQZUf/Rj0CLqhTsDBNqrMoDPls4JI1hgRm5mI65wxuocxmiSqSSYSrOvibL8KVilfX2n+icXgbqnrYLletS92MbDDlUMDM1ilMVJjzEZEv0U9ithWi1ENgT399AP/rk4+GbFnhvF9j7C922ahGKNTRMx0e/yQ7/PNmf/COeN/d6pFI9nIeHwqm/OT2Grqfj/LwZdGJEmEpRkXNGP/e7BWoFVGUU7SShxCuFIaT6CdJDOS3Ep6VtHV3oM3d5K8POCRhI2JYTTWjMWakTSjWcupNQqimkWlXnAZwBWQO9BGkhtFV0e0tWJBS+TcLr75SJu9doGumKkkSvzvw4ZgLrCmHA8l1+XMzc0BsH79egDuuOMOiqLgvPPOq9Z55jOfyamnnsqtt97KOeecw6233spznvOcJSXYCy64gLe+9a1873vf4/nPfz633nrrkm0M1rniiiset892IEJAFwgcFkNOE85n1h7d+UO2bDmJ8dFNGFUgpEI4nydbdJCw1dTqclFu6wzKyTKD4rMoFlm+dhDcLGacnCszfaWjxcCuqTAJuTFVQAeuLNH6i7d0EiccTliccMhlX7vLA7hBIOhKJ42qbCtilEiouQatWLC+3qeuIt/7J2OsleXx0VXAOBxAVELObv8hkiXrLpGQ8dqAhVm02lIioq4TOoXCOoHa2jj4hSRJ4CmnEvUyTjZ7iO83rE9GObU3wp7+j7I7PgvrfDYtEoK6EjRjGEtgXexYn2SsSzLGahnrJnqoOogURCL9QAsgsh6FiJeM+DnjcD035ACh6Pdj2nlCT0f0jSIz0svOCBhLCpqxppHk1Bs5ad2gag5Ro3ofp72MSZ773rlOETNfKPbmklvvnWJ6foFJ3WZGTNE3cxS2V/Ze6jAuGFhzLGsz5WqtZX5+fsnjaZqSHkJn0lrLFVdcwYtf/GJ+5Ed+BIDJyUmSJGF8fHzJuhMTE0xOTlbrDAdzg+cHzz3WOvPz8/R6Per1+hF/5qMhBHSBwJFQ9n9NTj6KFIpkXalTJ0ENApFKgsQuCcwWByQWM2Da5mXmrDT0WmYpJlks5w76oaSwOGfYu283zolKB8+VAR1QZrkEQsZEIvY9eyJC4ku8zvluOVeW41yZ2TPO4GyxRIolkik2iuiJDC0L1o/sRYh6NT7igzgOMFCyzHat8sQ4GPtLyGibQZlp7Kt5uozSMzVyKxCRKrdrqv7DJe++cT3iqScTYdnS2MO6h2Z56r46892U2TzFOlDCEStLTRnqkaZZz6iPFCTjFrUuRo6niJO3eHHjWgpJjFMKhMRaixoY4Brjl9y7VsSdDNfOcAsZrfku4/Ndsk5Evx9TFIrC+NRbPSlIE01c08R16wPHRCwGc8Z57cEC+lnMQp4wW0TszRX3P7qHXTMz7HMLzIo9dO10mZ3LffBcuUCE7Fzgicfdd9/N2DILv6uvvpr3vve9j/m6yy67jLvuuouvfe1ra7yHxw8hoAsEVszAYcKXB3fuegQl66wbKx1UJJVUCIMAqxwzWN5LZ51BuEFWzferISRikKE7SGbFOY1xGiEMSsYIoZBlb5rPsi0GNlKUtlzSldlDixQDceSynOukn8h0EotDWD+cMRhc8P1xGi3bTKsdfKdQ/Nt3TuUe+5/08r1YOzzpulR+5UDH73COsX91eZydxlqNFhla9umLHl09yr5c0f/uPMmFXmfYHkxBZutJIBVipEV6yiybpjtsbHcw7XlfUlUCkUhkXUEzQbTGYKQOoy1cq4UZbcHo+EE2fhAW5mFhATG/gJhtI2fbRHN94pmMRlujewKdKZwDGVmi1KKSMgMYLw3mXO7Qfcg6EbP9GnuzhMl+xK337+bRfUPBnJshN22MzXGDqdYQzAUeBw40O320OODMM8/k61//+pLHD5Wdu/zyy/nc5z7HLbfcwsknn1w9vmXLFvI8Z3Z2dkmWbmpqii1btlTrfPOb31yyvampqeq5wf8PHhteZ3R09Jhl5wgBXSCwEtx+DhODoO6RnfeT63nWj28lVg2UTHw2bGiqdCAZIcr/XBmYWScxVi1aazmJGbITE0KCE+X2NK7aB3/B1kYjZVI2Wi2bCXN+FlaUZV0rFFIaVKVnV06+Cr9IF/nATiosBmGLcvDDVHIruW4zXtvKy5+6hz//XkRhOjibDWXzhifdxCECiAM9t798jLV59YgUioVoDw8bxczuFh/7/+7jC6f+f/DOt2A+9s+ot/zMgd9qYgtuYsviuzjrvwDFAbJ6j7HHh83IKIyM4rbhHS1mphHTs0TTczDXJZ7PsF2Nyy1OlyLVUgw+Nraw2D6YviDrxCx0akz3U7453eRbMx3mdu/ikYVJH8gxQ14sLBMPzstSawjmAk9cpJSMjo4e1rrOOd72trfxT//0T3z5y19m+/btS55/wQteQBzH3HzzzVx88cUA3HPPPTz00EOce+65AJx77rn80R/9Ebt372bz5s0A3HTTTYyOjnLmmWdW6/zrv/7rkm3fdNNN1TaOFSGgCwRWxFIxYoerMkj+js2wYZ23x5PC4oRcLL0OD0eU5VOqKc/BRKlBOovAYsXSoE4gyglQWWbiBsFSWWIdKtkykEcRwpfchPW9YvhMlpS+2X9QehUo/0pBqZ3mA1CDwkqDtQXGemcJa3Mm87u56b5z2VN8FWPafirVrVa4cCAHx0F5WmNcgXZ9MtFHINE2Q673d8XFXlBZdng+rgcI5NaMNIVazVuX1RLo5ZBqRGHACFzu/c982RusBpcLir4i60fM92rM9BP2ZAl3znSYmppisrOLtpj1WTm9PJjTQ6XWASGYC6wdzq1+q+ZKN3fZZZdx/fXX88///M+MjIxUPW9jY2PU63XGxsa49NJLufLKK1m/fj2jo6O87W1v49xzz+Wcc84B4Pzzz+fMM8/kTW96E9deey2Tk5O8613v4rLLLqsyg295y1v48Ic/zDve8Q5++Zd/mS9+8Yt8+tOf5sYbb1zdA7BCHsdvtEDgRGH4a8ZWvWdg2bN7hoWFeXQp5Gps7i+ybqD5NvzaxV66QcBSDSew/2Ts/q9bnKYdTI5KoRYXygBvSP+ukkBh0GM3MPCKiUiJSElEk1Q0SWSTNBohkU1i1fAl2nIQ44z4xbz2LX2eHp1DHK0f2qfV+kpZ9lVeZZqcDy5L7b8WTV5cP59//rsRAOqv3AJFceBNHmsG/XXaer8z4812bW4xPdA9KNqCbE7Sn4tozyXMzdfYu9BgV7fGo/2Eh3uK3VN7eLTzCPPspWP3HiSYCx6tgccXh8Cu8rLSs/Yv//IvmZub4+Uvfzlbt26tlk996lPVOh/4wAf4n//zf3LxxRfz0pe+lC1btvCZz3ymel4pxec+9zmUUpx77rn8wi/8Apdccgl/8Ad/UK2zfft2brzxRm666Sae97zn8f73v5+//uu/PqaSJYQMXSCwGnj1flfK9T6660G2upMYG12PqPTfBmvaMjs3yLL5x53zE6huIAC7LEE1EAW2B8wqlUVcoYYWP/CwOEFrq16+QeDoy60RioRIJN6lYmiowAovLKyld3Nw5XStc4ZRUcO96AzG5JerXrzH5kBZt5W9xkubDDJ1BRZLiuLZ44rXXLTbr/P00xEz07j5OT/hmqZQr0N0AHuwx5OFecRCGzpd6PRw7Qw7X2DbBt2FrB1htURriTGSzPhJ1nYRM1PE7MsUk3341gOPsqOzgw7T9O1cJU0SgrlA4OA9x8PUajU+8pGP8JGPfOSg65x22mn7lVSX8/KXv5xvf/vbR7Sfa0UI6AKBI+JApVdT9nvBrl0P43CMtsZwMipFdYcCGiEQTiwOMYjH+CIaKs/utw8DEV4Zo2RMrOoI5NBwhK0066oePiHLzJwP6CKRELmUhBoSVUoPe99Xi6GgwFDgIv+Z+85xl/sWt79thu/YO8iKPYeh5350CvKuvP8fDJEYW5C7NvP0eaSb8uAtCaf+/4CvfQenBCJWkETQrMNoE1oNXJpCFEFaTqo+HkFekcPsDGJmDmbnYbqNm+lhZnP0nKPoKvq9iHYv9dpyVpEbSd8qekYyVyhmcsFkz/GtBx9iV3uKBXaT2QXv0Wr6Prh9TI/WQGDtWYuSa7gXWRkhoAsEjpjlQxJyMajDsmvXw9iJnNHR9UQSwAd1QkiEkyCisqigy60tZlR84LX4TmJZUFfZOIkIJWMimRLJGrFsIAcuC2UgpF2Octr7x5aacxLpdeVISFyDhBo1lxAToYSsPpXBUThNgQEhUFFMPVrHhHsK4/E868UpdOIpCj1fCgMfbiBxuBm7RckTnADhXSWMzeiZGaakZU8vYu4HZ/JS4Ns3Ntm+cYYosSAc6cg+4m0JYn0DkUSgJNQTaDWhUcclsc/k1eqrG+QVOWJyEuYWYL4Nc13cbB8zl6PnHfl8RLcX08tiukXMTB6TW0lhJZmFnpH0DMwXsKdnuW3n3ezr7CETHa8xZ3r+92mzSo8wBHOBY8laTLmGM3llhIAuEDgqDhbU+dLg5OSjAIyNbkRJgRIpFo0Uyk+rCgFOlTOtyydULQiJEgrj7JL3gTLLJ2KkSIhkjUS1qImxSmdOOokW3hzeiBwjC7TtY5yfGI2okVAnoUbD1WmKmFhKpBRE+NhHW8hMhHaWukuYFhEL7EULzUMd740oxUAuZVgz5LECNrfs/w/vGA/cNWw5CIEGLTNy3aZd8x6uD3ZT6jMjLOiYh7sJ6xPD8/bsZWTLLFaD7kmiuiXZGiPW1SHTPps33oBGrexxMxApaNShWcfFif85Tf1BsVWd3P+/MZDniCyDXgbdHvQy3HQH5vvoWY1ug+4psn5Crx/TzhJ6JqJrJF2tmMwU2uJtvIyjZyAzlp52fH/nDia7j5C7NrnrkOu2H1AZsks7eDAXUhyBwJOFENAFAkfNgYI6ymwSTE4+yt49+4jVKGk0Sm4WAIiVn8w0NvelxGqitXQgEBIpElLZwriM3HbIdBtjuljXA+dQaoQ0GqcW9UhFRgNN7GIi57N0Vhg0mlzkaFFQuD65W0C7gg1Skbh5aq7GqKoxlkTEpWxGIqEV++Bib9/7jo6nkoV2xnf1bWRmnluiMbr5dFnK1csmKocRR9hDN/x6KpcO0Dgn0dZ/gaXRKA+KH/CpV93AC86YJBoVTP3Xev7fH2SM0+SyZ2ScfMosU7tGuGPvOK3I8aNbdjK2tc8jPxwjlobNJ7eJ10v0jGVhT4pUlub6gmhdOVRiHKKpfEBnLM44PyQrSys3H41hexbdBpNJilzR6SZMd+u0dYQApHD0jGShiCicjw27RnDffOnt6qBjDLOujUaznlEeFDvo2WlfYrVZ6c+qq+XAwsGEYC7wuOLcGjhFrO7mTnhCQBcIrAr7a9T5//EacoXTaNOnl+9dFM11i9OtDKRJRFRNqw5kNRbw2TqH83pslbcqWDuPNj2/3dLIHiH2ky9x1mdwrNN+x5ylK/cgZYwUEZFNkSYpBzgkasipwjiNQ6P7GbnpUOgFjO2R5/uWTeo+1rHhCL+eDyRforHWIkSEdgbrDAtM8gcPdqk/tJ7IJWjxKJo+c6LBH39/I43vbyrL0BmREHxpcj3Rf/ktSiGI7h3fbz5XSYEU/hMKsZ/C35JPbR0Yh+87dKAdaGvRDgprMc6hnUNj0GVfohZFGWz3yew8loFLhy774gwPor2MjNVlNs4MnQNu2V4sP96BQODJRAjoAoFV40DCuos2Vrii0oVjuX/poIJXrmPcwMR+8FzZoeLckI1Y+W8LRvhhBz0oew5e62y15vIA0g9y5AgUWvTKgFJV7zvQzxu8/6Bny9hsSFNvrbtcDqZJB6D9u1vIncXYjEy2kXJRj6+QXQrRRZFUpejIJUijUE6V08OiGgYZIMrBkMF/QPXz4p4tGp0tuoF4IWfn54MxwmsLGjRGlsEZZRnc5RgMzmq0yXxANxhksWZxIpmhSeXH7JULgVzg2OHCGXjMCQFdILDqLA9CbPUo7rF8TG21zoFM7A8mReEwZcAoMOLg2/YrL77O2n6VEbSlcPGi2O7yIMotmaQ8vEDuaMqsh9rOYlBnnEUIUw5LFFVPH0JQ2B4Z7dIeTQICJaIy4FvMRIoyrBtQlb+H3ToOtndVgGyXLMbpMrNa/rsM0KzTpYeurkSlbSUtY6sM6v5BuA3l1cBxi12Lkms4rVdECOgCgTXhQNk6DnEhXlayPez3GTK+d+6AWaQDvr+TVUbQDcrDjxG8LPZrHcww9WD7txocJPvpBuMStsxqmiXBqSj9bYURVZA3kHUZDuKGJWWGP/9yUef9s6aDvbNLHhsWiK4CNecW9QAPGryxX0m+/OEgJdZwxQsEAp7jyiniM5/5DOeffz4bNmxACMGdd955WK+74YYbeOYzn0mtVuM5z3nOfoKAzjne8573sHXrVur1Oueddx733nvvGn2KQGCYgxUiDvT4SqY+D/ZzWaJj0Gdnly3sv66zS8t5tjjwUgYeh/fZ1orl7zkUDDmDcznW5mUPWoax/WrRto82fQrTpdBdct0mN37J9IL/WbfJinmyYt7/W88vWfrFbLUseW7Jaxb8dsvtFaaLNj0/YVwudrCfpaOItTnODRaNs0X5eezQcV/+OwzBXOD4YaBDt6rLsf5QTzCOq4Cu0+nwkpe8hD/5kz857Nd8/etf5w1veAOXXnop3/72t7nooou46KKLuOuuu6p1rr32Wj70oQ/xsY99jNtuu41ms8kFF1xAv99fo08SCCzHLVsOtd5qPneofVgM+IaDwcXFHSCgONYeofvv/yA4rYLScgp0OMDzQVTuAyqXLwZYy4I/Y/to0/VB4KEW093vtUuDtjJwGwreFgO4xeCtyuBVrh7LA/Lhzx4udYHji+W3jquxhLN8ZQh3OF4ZjzMPPvgg27dv59vf/jZnnXXWY677ute9jk6nw+c+97nqsXPOOYezzjqLj33sYzjn2LZtG7/927/N29/+dgDm5uaYmJjgE5/4BK9//esPa5/m5+cZGxsrY+DV6AsKBNYScRhfh0dzHh8vXxsH+wyDHril7hzLnz/gFh+jX+6xGC7BeuzyFZb+uF9QeljvckT7Fngy4m/C5ubmGB0dXdN3ajab/NrmX2ZzumlVt3vL9NcYe+V6PvnJT67qdk9UjqsM3ZFw6623ct555y157IILLuDWW28F4IEHHmBycnLJOmNjY5x99tnVOoHAicfhXPgPVQ4+nIziseZg+zaccRz2sF0sL1cDHsuWg5acD7Es2YbTy95vMet24HL44XzO4/n3EHiy44YGI1ZrOf7STcc3T/ihiMnJSSYmJpY8NjExweTkZPX84LGDrXMgsiwjy7Lq5/n5+VXe80DgeOFgAxzL1xHL1j9eONT+HzxgOvAnOZL73NWUbznejm8gEHgicMwydNdddx2tVqtavvrVrx6rXTkg11xzDWNjY9VyyimnHOtdCgTWmKPp7zseWK39O5Jun9Xa9+P5+AYCB+dAef2jXQIr45hl6F7zmtdw9tlnVz+fdNJJR7SdLVu2MDU1teSxqakptmzZUj0/eGzr1q1L1nms/rx3vvOdXHnlldXP8/PzIagLPEk4nP6745kDScEcbzyRj28gsD9roUO31rLlJxrHLEM3MjLC0572tGqp1+tHtJ1zzz2Xm2++ecljN910E+eeey4A27dvZ8uWLUvWmZ+f57bbbqvWORBpmjI6OrpkCQSeHJxIwcZa5A1C7iEQCBx/HFc9dNPT0zz00EPs3LkTgHvuuQfKLNsg03bJJZdw0kkncc011wDwm7/5m7zsZS/j/e9/PxdeeCGf/OQnuf322/mrv/orKAVDr7jiCt73vvfx9Kc/ne3bt/Pud7+bbdu2cdFFFx2zzxoIBAKBwImCQ+BWPSN+vGbYj0+Oq4DuX/7lX/ilX/ql6ueBpMjVV1/Ne9/7XgAeeughpFxMLP74j/84119/Pe9617v43d/9XZ7+9Kfz2c9+lh/5kR+p1nnHO95Bp9Ph137t15idneUlL3kJn//856nVao/r5wsEAoFA4ETEBeuvY85xqUN3PBJ06AKBQCDwxOHx1aH7xY2XsjFZXR26r898jQ3nrQs6dIfJcZWhCwQCgUAg8MRjLYYiQrppZTzhhYUDgUAgEAgEnuyEDF0gEAgEAoGjYi3mt0OCbmWEgC4QCAQCgcBRsSZDEau7uROeUHINBAKBQCAQeIITMnSBQCAQCASOClf+t9pbDRw+IaALBAKBQCBwVKyJ9VeI51ZEKLkGAoFAIBAIPMEJGbpAIBAIBAJHRXApPvaEDF0gEAgEAoHAE5yQoQsEAoFAIHBUrIlTxOpu7oQnBHSBQCAQCASOmtW26grWXysjlFwDgUAgEAgEnuCEDF0gEAgEAoGjwpbLahISdCsjBHSBQCAQCASOitBDd+wJJddAIBAIBAKBJzghQxcIBAKBQOCocG4NhhhCim5FhAxdIBAIBAKBwBOckKELBAKBQCBwVLg1GIpY7e2d6ISALhAIBAKBwFGxJiXXwIoIJddAIBAIBAKBJzghQxcIBAKBQOCoCDp0x54Q0B0mrsolh1MsEAgEAsc7/lrlHqc6qHNu1d8rlHBXRgjoDpOFhYXyXy4EdYFAIBB4QrCwsMDY2Nix3o3A40AI6A6Tbdu28fDDDzMyMoIQ4ljvDgDz8/OccsopPPzww4yOjh7r3TkhCcd4bQnHd+0Jx3jtOR6PsXOOhYUFtm3b9ji9X3CKONaEgO4wkVJy8sknH+vdOCCjo6PHzZfIiUo4xmtLOL5rTzjGa8/xdowfz8xcqF0de8KUayAQCAQCgcATnJChCwQCgUAgcFRY1qDkGlJ+KyJk6J7ApGnK1VdfTZqmx3pXTljCMV5bwvFde8IxXnvCMQ4cDwj3eM00BwKBQCAQOOFoNpuc3/glxqNNq7rduzr/wVN/ej2f/OQnV3W7Jyqh5BoIBAKBQOCocas8FrHa2zvRCSXXQCAQCAQCgSc4IUMXCAQCgUDgqLBroUMXEnQrImTojiOKouCqq67iOc95Ds1mk23btnHJJZewc+fOQ772Ix/5CKeffjq1Wo2zzz6bb37zm0ue7/f7XHbZZWzYsIFWq8XFF1/M1NTUGn6a45PPfOYznH/++WzYsAEhBHfeeedhve6GG27gmc98JrVajec85zn867/+65LnnXO85z3vYevWrdTrdc477zzuvffeNfoUxzeHOheXE47t4XPLLbfw6le/mm3btiGE4LOf/ewhX/PlL3+ZH/3RHyVNU572tKfxiU98Yr91Vvo7O5G55ppreNGLXsTIyAibN2/moosu4p577jnk657s57Fza7MEDp8Q0B1HdLtdvvWtb/Hud7+bb33rW3zmM5/hnnvu4TWvec1jvu5Tn/oUV155JVdffTXf+ta3eN7znscFF1zA7t27q3V+67d+i//7f/8vN9xwA1/5ylfYuXMnr33tax+HT3V80el0eMlLXsKf/MmfHPZrvv71r/OGN7yBSy+9lG9/+9tcdNFFXHTRRdx1113VOtdeey0f+tCH+NjHPsZtt91Gs9nkggsuoN/vr9EnOT45nHNxmHBsV0an0+F5z3seH/nIRw5r/QceeIALL7yQV7ziFdx5551cccUV/Mqv/Ar/9m//Vq2z0t/Zic5XvvIVLrvsMr7xjW9w0003URQF559/Pp1O56CvCedx4HggTLke5/znf/4nP/ZjP8aOHTs49dRTD7jO2WefzYte9CI+/OEPA2Ct5ZRTTuFtb3sbv/M7v8Pc3BybNm3i+uuv5+d+7ucA+P73v8+znvUsbr31Vs4555zH9TMdDzz44INs376db3/725x11lmPue7rXvc6Op0On/vc56rHzjnnHM466yw+9rGP4Zxj27Zt/PZv/zZvf/vbAZibm2NiYoJPfOITvP71r1/zz3O8cKhzcTnh2B45Qgj+6Z/+iYsuuuig61x11VXceOONSwKL17/+9czOzvL5z38ejuB39mRjz549bN68ma985Su89KUvPeA6T/bzuNls8oraLzIWbVzV7d7d+TrP+J8bwpTrYRIydMc5c3NzCCEYHx8/4PN5nnPHHXdw3nnnVY9JKTnvvPO49dZbAbjjjjsoimLJOs985jM59dRTq3UCB+fWW29dcuwALrjggurYPfDAA0xOTi5ZZ2xsjLPPPvtJdXwP51xcTji2a8uhju+R/M6ebMzNzQGwfv36g64TzuPA8UAI6I5j+v0+V111FW94wxsO6g+4d+9ejDFMTEwseXxiYoLJyUkAJicnSZJkv6BweJ3AwZmcnDzk8R08drB1ngwczrm4nHBs15aDHd/5+Xl6vd4R/c6eTFhrueKKK3jxi1/Mj/zIjxx0vXAeeyPX0D93bAkB3THkuuuuo9VqVctXv/rV6rmiKPhf/+t/4ZzjL//yL4/pfj5RedZ7y6sAABE1SURBVKzjGwgEAofisssu46677golv8PArsESYrqVEWRLjiGvec1rOPvss6ufTzrpJBgK5nbs2MEXv/jFg2bnADZu3IhSar+J1ampKbZs2QLAli1byPOc2dnZJVm64XVORA52fFfKli1bDnl8B49t3bp1yTqH6s87kTicc3E54diuLQc7vqOjo9TrdZRSK/6dPVm4/PLL+dznPsctt9zCySef/JjrhvM4cDwQMnTHkJGREZ72tKdVS71er4K5e++9ly984Qts2LDhMbeRJAkveMELuPnmm6vHrLXcfPPNnHvuuQC84AUvII7jJevcc889PPTQQ9U6JyIHOr5Hwrnnnrvk2AHcdNNN1bHbvn07W7ZsWbLO/Pw8t9122wl9fJdzOOficsKxXVsOdXyP5Hd2ouOc4/LLL+ef/umf+OIXv8j27dsP+ZpwHvvjthZL4PAJGbrjiKIo+Lmf+zm+9a1v8bnPfQ5jTNVfsX79epIkAeBVr3oVP/uzP8vll18OwJVXXsmb3/xmXvjCF/JjP/ZjfPCDH6TT6fBLv/RLUDbfXnrppVx55ZWsX7+e0dFR3va2t3Huuec+6SZcp6eneeihhyptv4G+1JYtW6q76EsuuYSTTjqJa665BoDf/M3f5GUvexnvf//7ufDCC/nkJz/J7bffzl/91V9BOW14xRVX8L73vY+nP/3pbN++nXe/+91s27btMScQT0QOdS6GY3t0tNtt7rvvvurnBx54gDvvvJP169dz6qmn8s53vpNHH32Uv/u7vwPgLW95Cx/+8Id5xzvewS//8i/zxS9+kU9/+tPceOON1TYO9Tt7snHZZZdx/fXX88///M+MjIxU38FjY2PVTWE4j/fHsgbCwqu7uRMfFzhueOCBB1x5Du+3fOlLX6rWO+2009zVV1+95LV/8Rd/4U499VSXJIn7sR/7MfeNb3xjyfO9Xs/9xm/8hlu3bp1rNBruZ3/2Z92uXbset892vPDxj3/8gMd3+Hi+7GUvc29+85uXvO7Tn/60O+OMM1ySJO7Zz362u/HGG5c8b6117373u93ExIRL09S96lWvcvfcc8/j9rmOJx7rXAzH9uj40pe+dMDzd3BM3/zmN7uXvexl+73mrLPOckmSuKc85Snu4x//+H7bPdT3x5OJg30HDx+3cB4vpdFouPPH3+p+bsO7V3V5TuNV7nWve92x/nhPGIIOXSAQCAQCgSOm2Wzy4uQSRtTq6tD9oHcrz371xjCUcpiEHrpAIBAIBAKBJzihhy4QCAQCgcBRsRbacaF+uDJCQBcIBAKBQOCosDjsKo8xuDAWsSJCyTUQCAQCgUDgCU7I0AUCgUAgEDgqgl3XsScEdIFAIBAIBI4KtyYl18BKCCXXQCAQCAQCgSc4IUMXCAQCgUDgqLAO7CrXXINM7soIGbpAILCm/M3f/A3nn3/+mr/P5z//ec466yystWv+XoFAIHC8EQK6QCCwZvT7fd797ndz9dVXr/l7/eRP/iRxHHPdddet+XsFAoGluDX5L7ASQkAXCATWjH/8x39kdHSUF7/4xY/L+/3iL/4iH/rQhx6X9woEAovYNVhCQLcyQkAXCAQOyZ49e9iyZQt//Md/XD329a9/nSRJuPnmmw/6uk9+8pO8+tWvXvLYy1/+cq644oolj1100UX84i/+YvXz6aefzvve9z4uueQSWq0Wp512Gv/yL//Cnj17+Jmf+RlarRbPfe5zuf3225ds59WvfjW33347999//yp86kAgEHjiEAK6QCBwSDZt2sTf/u3f8t73vpfbb7+dhYUF3vSmN3H55Zfzqle96qCv+9rXvsYLX/jCI3rPD3zgA7z4xS/m29/+NhdeeCFvetObuOSSS/iFX/gFvvWtb/HUpz6VSy65ZEnj9KmnnsrExARf/epXj+g9A4HAkTGQLVnNJRRdV0YI6AKBwGHx0z/90/zqr/4qb3zjG3nLW95Cs9nkmmuuOej6s7OzzM3NsW3btiN+v1//9V/n6U9/Ou95z3uYn5/nRS96ET//8z/PGWecwVVXXcV///d/MzU1teR127ZtY8eOHUf0noFA4Mhwzq3+ssKA7pZbbuHVr34127ZtQwjBZz/72f328T3veQ9bt26lXq9z3nnnce+99y5ZZ3p6mje+8Y2Mjo4yPj7OpZdeSrvdXrLOd77zHf7H//gf1Go1TjnlFK699tqjOHKrRwjoAoHAYfNnf/ZnaK254YYbuO6660jT9KDr9no9AGq12hG913Of+9zq3xMTEwA85znP2e+x3bt3L3ldvV6n2+0e0XsGAoEnLp1Oh+c973l85CMfOeDz1157LR/60If42Mc+xm233Uaz2eSCCy6g3+9X67zxjW/ke9/7HjfddBOf+9znuOWWW/i1X/u16vn5+XnOP/98TjvtNO644w7+9E//lPe+97381V/91ePyGR+LoEMXCAQOm/vvv5+dO3direXBBx9cEmAtZ8OGDQghmJmZOeR2jTH7PRbHcfVvIcRBH1suUzI9Pc2mTZsO8xMFAoHVwB4HThE/9VM/xU/91E8deFvO8cEPfpB3vetd/MzP/AwAf/d3f8fExASf/exnef3rX89///d/8/nPf57//M//rFpF/uIv/oKf/umf5s/+7M/Ytm0b1113HXme87d/+7ckScKzn/1s7rzzTv78z/98SeB3LAgZukAgcFjkec4v/MIv8LrXvY4//MM/5Fd+5Vf2y44NkyQJZ555Jnffffd+zy0vk/7whz9clX3s9/vcf//9PP/5z1+V7QUCgRODBx54gMnJSc4777zqsbGxMc4++2xuvfVWAG699VbGx8eX9P2ed955SCm57bbbqnVe+tKXkiRJtc4FF1zAPffcc1g3r2tJCOgCgcBh8Xu/93vMzc3xoQ99iKuuuoozzjiDX/7lX37M11xwwQV87Wtf2+/xf/7nf+Yzn/kM999/P3/0R3/E3XffzY4dO3j00UePah+/8Y1vkKYp55577lFtJxAIrIzVHogYDEVYa5mfn1+yZFm24v2bnJyEoVaNARMTE9Vzk5OTbN68ecnzURSxfv36JescaBvD73GsCAFdIBA4JF/+8pf54Ac/yN///d8zOjqKlJK///u/56tf/Sp/+Zd/edDXXXrppfzrv/4rc3NzSx6/8MILufbaaznzzDO55ZZb+OhHP8o3v/lN/v7v//6o9vMf/uEfeOMb30ij0Tiq7QQCgZWy+nOu4Lj77rsZGxtbsjzWMNaTmdBDFwgEDsnLX/5yiqJY8tjpp5++X6C2nDPPPJMLL7yQj370o7zzne+sHj/ppJO44YYblqz71re+tfr3gw8+uN+2lvs6nn766Use27t3L//4j/+4nzZdIBB44nLmmWfy9a9/fcljjzWMdTC2bNkCZbvH1q1bq8enpqY466yzqnWWt5ForZmenq5ev2XLlv1aRgY/D9Y5VoQMXSAQWFP+9E//lFartebv8+CDD/LRj36U7du3r/l7BQKBpaxNyRWklIyOji5ZjiSg2759O1u2bFkihD4/P89tt91WtWice+65zM7Ocscdd1TrfPGLX8Ray9lnn12tc8sttyy5wb3pppt4xjOewbp1647yKB4dIaALBAJryumnn87b3va2NX+fF77whbzuda9b8/cJBAL7sxYB3UqnZtvtNnfeeSd33nknlIMQd955Jw/9/9u7fxerkiwO4Oe+3m78gTasbaJmyoKBJiYumIiJ2ciaiIEGookGYmBo5D9goLEogkaKkYiCibgjmkxjNp0M29GO4DZIs0rf2uA9ZWYYdvp21Z1LPT8fEwW7KDo6fM89p376KZqmicuXL8f169fj8ePHsbi4GGfOnIldu3bFiRMnIiJi//79cfz48Th//ny8fv06Xr58GZcuXYpTp0593ad5+vTpmJubi3PnzsW7d+/iwYMHcePGjbhy5UoPv9VutFyBP9WLFy+GvgIwhd68eRNHjx79+u8vRdbZs2fj9u3bcfXq1fj48WNcuHAhPnz4EEeOHIknT578alfmvXv3vr6AMxqN4uTJk796H3p+fj6ePn0aFy9ejEOHDsXCwkJcu3Zt8JUlERFN+u2HKQAA67R169b42+gfsXnmr0XPXf7v2/j7d3vi/v37Rc+dVlquAACV03IFALKkJkVq2nX8z06nFj5vuinoAIAs/Tz9paDrQssVAKByEjoAIEs7+VOShK4bBR0AkOnLc13lKOi60XIFAKichA4AyNI2KdrCU66pkdB1IaEDAKichA4AyGIoYngKOgAgi4JueFquAACVk9ABAJmStSUDU9ABAFnaWIs21oqeWbpAnHZargAAlZPQAQBZUg8vRYSWaycSOgCAyknoAIAsvbwUIaHrREEHAGRJvQxFKOi60HIFAKichA4AyNLHUIS1Jd0o6ACALG1qo01arkPScgUAqJyEDgDI0k/LVULXhYQOAKByEjoAIMs4oSv7DV0YiuhEQQcAZEnRRqvlOigtVwCAyknoAIAshiKGp6ADALKk1EYqvIcukm/outByBQConIQOAMjSGooYnIQOAKByEjoAIFP5PXQSum4UdABAlvFQROkhBgVdF1quAACVk9ABAFn6GIoofd60U9ABAFn62UOn5dqFlisAQOUkdABAFk9/DU9CBwBQOQkdAJDH2pLBKegAgCypl8XCply70HIFAKichA4AyJKih5artSWdKOgAgCx9PP2VFHSdaLkCAFROQgcAZGkjRWMP3aAkdAAAlZPQAQBZ+viGzh66bhR0AECe1EZKhffQFS8Qp5uWKwBA5SR0AECW8UsRhiKGpKADALL4hm54Wq4AAJWT0AEAWbwUMTwJHQBA5SR0AECWFKn4UIRv6LpR0AEAWVL00HJV0HWi5QoAUDkJHQCQJ5XfQxeGIjpR0AEAmVKEb+gGpeUKAFA5CR0AkGU8EFF6KKJ04jfdJHQAAJWT0AEAWcZpmm/ohqSgAwCyjJ/p8vTXkLRcAQAqJ6EDADKt9XCmhK4LBR0AkGU85dqUPrXwedNNyxUAoHISOgAgUx8vRdhD14WEDgCgchI6ACBP6iFNs7akEwUdAJAlRSo+xKCc60bLFQCgchI6ACBTH0MRMrouFHQAQKbUQ/2loOtCyxUAoHISOgAgU5KnDaxJyVwwALAxTdNMGn6lm37j92FTHytRppCWKwCQoZkMRJTMh8ZrUL7//p8Fz5xuEjoAYMNWVlZifn6+cEonnetKQgcAbNj27dvj5s2bBVO6cTq3tPRjgbO+HRI6ACDL58+fY25urlBKJ53bCAkdAJBldnY2Hj58WCClG//8zz//u+Dtvg0SOgAgW0opRqPRZEhiZiMnTNK5UaS01sMNp5uEDgDI1jRNvHr16us3cN2Nf2Z19WPxu30LFHQAQBGHDx/+xRqTLsZvwd69ezc2bdrU0+2mm5YrAFDM0tJS7Nu3b9J2bdb5U21EtLG2tjZp29KV3xoAUMzevXs7pnTjdO758+eKuQwSOgCgqPfv38fCwsI615hYU1KCUhgAKGrHjh2TEuOP1piMBygWF3/4E283nSR0AEBxq6ursWXLlj9I6aRzpUjoAIDiNm/eHHfu3Pk/Kd04nVte/tcAt5s+EjoAoBdt28bMzMzvpHRflgg30rlCJHQAQC9Go1E8e/bsd1K68d9XVv4z2N2mjYIOAOjNsWPHfrPGZLym5NatW7Ft27aBbzc9tFwBgF4tLi7GwYMHJ8uGxwXdp0+fYnZ2duirTY2/DH0BAGC6HThw4BcpXYpHjx4p5gqT0AEAvVteXo49e/ZETIYlmma9z4KxHhI6AKB3u3fvjrdv38bOnTsVcz2Q0AEAVM6UKwBA5RR0AACVU9ABAFROQQcAUDkFHQBA5RR0AACVU9ABAFROQQcAULn/ATmm4DB4YMyeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data.plot_field(\"field\", \"E\", \"abs\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b169ec8b",
   "metadata": {},
   "source": [
    "Far-field projection for a single source."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0828679c-7a98-459b-91f9-46ce702b5ab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "P = sim_data[\"far_field\"].power.squeeze(drop=True)  # extract upward radiated power\n",
    "\n",
    "# plot the radiation pattern in polar coordinates\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "plt.grid(False)\n",
    "c = ax.pcolor(phi_array, np.rad2deg(theta_array), P, shading=\"auto\", cmap=\"hot\")\n",
    "cb = fig.colorbar(c, ax=ax)\n",
    "cb.set_label(\"Power\")\n",
    "_ = plt.setp(ax.get_yticklabels(), color=\"white\")\n",
    "ax.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f99f55c-d483-4059-a20a-bb477bf9d2db",
   "metadata": {},
   "source": [
    "## Parameter Sweep\n",
    "\n",
    "As we can see, a single source is not sufficient to capture the emission across the MQW region. To address this, we perform a parameter sweep using five dipoles with positions continuously varied along the positive x-axis. For each position, we simulate two polarizations, in-plane and out-of-plane, resulting in a total of ten simulations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3bf88873-1679-4c11-ad90-f147f6946e7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b720b7504a664389b66afad7f41eae34",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:25:51 CEST </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">10</span> tasks.                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:25:51 CEST\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m10\u001b[0m tasks.                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:26:00 CEST </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17.550</span> for the whole batch.              \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:26:00 CEST\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m17.550\u001b[0m for the whole batch.              \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after   \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">              </span>the Batch has completed.                                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m             \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after   \n",
       "\u001b[2;36m              \u001b[0mthe Batch has completed.                                          \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8c9288ef88f425d9a9df96fe4aa969c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">19:30:03 CEST </span>Batch complete.                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m19:30:03 CEST\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "37d0dd31dd7741009c609132e85da7b9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dipole_x_list = np.linspace(0, radius, 5)\n",
    "pol_list = [\"Ex\", \"Ey\"]\n",
    "\n",
    "sims = {\n",
    "    f\"x={dipole_x}, pol={pol}\": make_sim(dipole_x, pol)\n",
    "    for dipole_x in dipole_x_list\n",
    "    for pol in pol_list\n",
    "}\n",
    "batch = web.Batch(simulations=sims)\n",
    "batch_results = batch.run(path_dir=\"data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42b00484-77c9-4dbe-a8ec-e6ae2fb2434f",
   "metadata": {},
   "source": [
    "We now perform an incoherent sum of the power profiles from the ten simulations and plot the resulting radiation pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "01ab2f47-c628-4f8d-a65d-4f40bc3f3ec8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sum over all simulations\n",
    "I = 0\n",
    "for dipole_x in dipole_x_list:\n",
    "    for pol in pol_list:\n",
    "        I += batch_results[f\"x={dipole_x}, pol={pol}\"][\"far_field\"].power.squeeze(drop=True)\n",
    "\n",
    "# plot the radiation pattern in polar coordinates\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "plt.grid(False)\n",
    "c = ax.pcolor(phi_array, np.rad2deg(theta_array), I, shading=\"auto\", cmap=\"hot\")\n",
    "\n",
    "cb = fig.colorbar(c, ax=ax)\n",
    "cb.set_label(\"Power\")\n",
    "_ = plt.setp(ax.get_yticklabels(), color=\"white\")\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76ba1710-50b6-4495-a6f2-9ea4ce561015",
   "metadata": {},
   "source": [
    "Now, we calculate the light extraction efficiency (LEE) within a ±15° cone, defined as the ratio of the power emitted within this cone to the total power emitted into the upper hemisphere."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bf8a229f-a5f2-4a2c-8e0c-597c534fc6ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Light extraction efficiency is 34.13%\n"
     ]
    }
   ],
   "source": [
    "S = I * 1e12 * np.sin(I.coords[\"theta\"])\n",
    "\n",
    "P = S.sel(theta=slice(0, np.deg2rad(15))).integrate(coord=[\"theta\", \"phi\"])\n",
    "P0 = S.sel(theta=slice(0, np.deg2rad(90))).integrate(coord=[\"theta\", \"phi\"])\n",
    "\n",
    "efficiency = P / P0\n",
    "\n",
    "print(f\"Light extraction efficiency is {1e2 * efficiency:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85863ddf-c5d2-4054-9bbb-2e04a92a561c",
   "metadata": {},
   "source": [
    "Finally, we calculate the rotationally symmetric radiation pattern by averaging the total power over the φ (azimuthal) dimension. As we can see, the results are similar to those reported in Figure 4 of the reference paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6363de6b-e948-4522-8544-1f1d4210ccb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "I_avg = I.mean(dim=\"phi\").expand_dims(phi=phi_array)\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "plt.grid(False)\n",
    "c = ax.pcolor(\n",
    "    phi_array, np.rad2deg(theta_array), I_avg.transpose(\"theta\", \"phi\"), shading=\"auto\", cmap=\"hot\"\n",
    ")\n",
    "cb = fig.colorbar(c, ax=ax)\n",
    "cb.set_label(\"Power\")\n",
    "ax.set_ylim(0, 30)\n",
    "_ = plt.setp(ax.get_yticklabels(), color=\"white\")\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Nanophotonics"
  ],
  "description": "This notebook demonstrates how to simulate a blue micro-LED with inclined sidewalls using Tidy3D, addressing the unique challenges presented by EM simulations of LEDs.",
  "feature_image": "./img/microLED.png",
  "features": [
   "Parameter sweep",
   "Far field projection"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "micro-LEDs, EM simulations, LED simulation, Tidy3D, FDTD",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.0"
  },
  "title": "How to model blue micro LED designs using Tidy3D | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
