{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "022e92fe-a56a-45fb-8c0c-e247b87873f3",
   "metadata": {},
   "source": [
    "# Adjoint optimization of a photonic crystal\n",
    "\n",
    "In this notebook, we will use inverse design to optimize coupling from a silicon waveguide to a photonic crystal slab.\n",
    "\n",
    "We'll first set up a very simple photonic crystal in a silicon slab.\n",
    "\n",
    "Then, we'll maximize the transmitted flux through the crystal at a frequency just above the bandgap. \n",
    "\n",
    "Our degrees of freedom will be the center of the holes cut in the photonic crystal, but modifying this example, one can easily adjust the radius of each hole as well as an extra design parameter.\n",
    "\n",
    "<img src=\"img/invdes_phc.png\" width=\"400\" alt=\"Schematic\">\n",
    "\n",
    "If you are unfamiliar with inverse design, we also recommend our [intro to inverse design tutorials](https://www.flexcompute.com/tidy3d/learning-center/inverse-design/) and our [primer on automatic differentiation with tidy3d](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd1Intro/).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "95b52ebb-ae45-4c70-a5ef-16a60584c567",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.460083Z",
     "start_time": "2026-03-18T10:48:18.980491Z"
    }
   },
   "outputs": [],
   "source": [
    "import autograd\n",
    "\n",
    "# we'll use autograd for automatic differentiation, so derivative-traced numpy operations will use autograd.numpy\n",
    "import autograd.numpy as anp\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": "ccf41696-57c7-4411-80fb-0d250e871d79",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "First, we will set up some of our global parameters for the study.\n",
    "\n",
    "The structure will consist of a rectangular lattice of air holes in a silicon slab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "adae679d-fb67-4d11-befd-9c92c5dcc74b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.464758Z",
     "start_time": "2026-03-18T10:48:21.462799Z"
    }
   },
   "outputs": [],
   "source": [
    "nm = 1e-3\n",
    "\n",
    "wvl0 = 1550 * nm\n",
    "a = 400 * nm\n",
    "\n",
    "num_freqs = 151\n",
    "\n",
    "wvl_min, wvl_max = (1400 * nm, 1700 * nm)\n",
    "freq_min = td.C_0 / wvl_max\n",
    "freq_max = td.C_0 / wvl_min\n",
    "\n",
    "freqs = np.linspace(freq_min, freq_max, num_freqs)\n",
    "freq0 = td.C_0 / wvl0\n",
    "\n",
    "fwidth = freq0 / 10\n",
    "run_time = 300 / fwidth\n",
    "\n",
    "sqrt3_div2 = np.sqrt(3) / 2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d007a013-b3c3-486a-a366-bb8f84073ab6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.507780Z",
     "start_time": "2026-03-18T10:48:21.506386Z"
    }
   },
   "outputs": [],
   "source": [
    "# silicon material (for slab)\n",
    "n_si = 3.48\n",
    "si = td.Medium(permittivity=n_si**2)\n",
    "air = td.Medium()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "08dd46fd-8a7a-412a-b083-e4e550d3092d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.550933Z",
     "start_time": "2026-03-18T10:48:21.549571Z"
    }
   },
   "outputs": [],
   "source": [
    "# radius of holes\n",
    "r0 = 90 * nm\n",
    "\n",
    "# when we optimize, the radius will vary between these two values\n",
    "# for now we just constrain all radius to r0, but change these values to add more degrees of freedom\n",
    "r_range = rmin, rmax = (r0, r0)\n",
    "rmid = r0\n",
    "\n",
    "# how much centers can move from the center\n",
    "drmax = a / 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f688e5ed-609a-49ca-be23-b52dbe402ccf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.595877Z",
     "start_time": "2026-03-18T10:48:21.594210Z"
    }
   },
   "outputs": [],
   "source": [
    "# number of holes in x and y\n",
    "N_rows = 15\n",
    "N_cols = 19\n",
    "N_cols_static = 5\n",
    "\n",
    "# total length of the PhC region\n",
    "Lx_phc = N_cols * a + a / 2\n",
    "Ly_phc = N_rows * sqrt3_div2 * a + a / 2\n",
    "\n",
    "# buffer on each side of the design region\n",
    "buffer = 1.0 * wvl0\n",
    "\n",
    "# thickness of slab\n",
    "t_slab = 220 * nm\n",
    "\n",
    "# waveguide width\n",
    "w_wg = 1.3 * a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "300fe10a-1da2-45a1-9c3f-fd66080d4c40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.640469Z",
     "start_time": "2026-03-18T10:48:21.639038Z"
    }
   },
   "outputs": [],
   "source": [
    "# size of simulation\n",
    "Lx = Lx_phc + 2 * buffer\n",
    "Ly = Ly_phc + 2 * buffer\n",
    "Lz = t_slab + 2 * buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f24a60da-76d8-43e9-bf56-c9fc18ac04dd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.685669Z",
     "start_time": "2026-03-18T10:48:21.683251Z"
    }
   },
   "outputs": [],
   "source": [
    "# define grid resolution\n",
    "steps_per_unit_cell = 14\n",
    "dx = a / steps_per_unit_cell\n",
    "dy = a * sqrt3_div2 / steps_per_unit_cell\n",
    "\n",
    "grid_spec = td.GridSpec(\n",
    "    grid_x=td.UniformGrid(dl=dx),\n",
    "    grid_y=td.UniformGrid(dl=dy),\n",
    "    grid_z=td.AutoGrid(min_steps_per_wvl=steps_per_unit_cell),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "583a2d88-c21e-43d3-9919-cfbcb5bec309",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.730789Z",
     "start_time": "2026-03-18T10:48:21.727914Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_holes(params) -> td.Structure:\n",
    "    \"\"\"Convenience function to make the phc holes given the design parameters.\"\"\"\n",
    "\n",
    "    hole_spacing_x = a\n",
    "    hole_spacing_y = a * sqrt3_div2\n",
    "\n",
    "    x_slab_length, y_slab_length = (\n",
    "        hole_spacing_x * (N_cols + 0.5),\n",
    "        hole_spacing_y * N_rows,\n",
    "    )\n",
    "    start_x, start_y = (\n",
    "        -x_slab_length / 2 + hole_spacing_x / 2,\n",
    "        -y_slab_length / 2 + hole_spacing_y / 2,\n",
    "    )\n",
    "\n",
    "    cylinders = []\n",
    "\n",
    "    for i in range(0, N_cols):\n",
    "        for j in range(0, N_rows):\n",
    "            # depending on distance from central column, hole is either static\n",
    "            i_dist = abs(i - N_cols // 2)\n",
    "            if i_dist < ((N_cols_static) / 2):\n",
    "                radius = rmid\n",
    "                dx = dy = 0\n",
    "\n",
    "            # or optimizable\n",
    "            else:\n",
    "                radius = params[0, i, j]\n",
    "                dx = params[1, i, j]\n",
    "                dy = params[2, i, j]\n",
    "\n",
    "            x0 = dx + start_x + (i + (j % 2) * 0.5) * hole_spacing_x\n",
    "            y0 = dy + start_y + j * hole_spacing_y\n",
    "            if j != N_rows // 2:\n",
    "                c = td.Cylinder(\n",
    "                    axis=2,\n",
    "                    radius=radius,\n",
    "                    center=(x0, y0, 0),\n",
    "                    length=td.inf,\n",
    "                )\n",
    "                cylinders.append(c)\n",
    "\n",
    "    # use GeometryGroup since all same medium, for performance\n",
    "    structure = td.Structure(\n",
    "        geometry=td.GeometryGroup(geometries=cylinders),\n",
    "        medium=air,\n",
    "        background_medium=si,  # note: we need this for correct gradients when embedded in slab\n",
    "    )\n",
    "\n",
    "    return structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "89447d37-be32-4a82-887f-d883da79adc2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.781557Z",
     "start_time": "2026-03-18T10:48:21.772814Z"
    }
   },
   "outputs": [],
   "source": [
    "source = td.ModeSource(\n",
    "    center=(-Lx / 2 + wvl0 / 10, 0, 0),\n",
    "    size=(0, Ly_phc / 2.0, td.inf),\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=fwidth),\n",
    "    direction=\"+\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc7ff2e8-77e0-475d-aa49-82549632828a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.842751Z",
     "start_time": "2026-03-18T10:48:21.823404Z"
    }
   },
   "outputs": [],
   "source": [
    "# these monitors are just for plotting the broadband flux response, not optimizing\n",
    "# FluxMonitor is not supported in autograd\n",
    "\n",
    "slab = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, 0, 0),\n",
    "        size=(Lx_phc, Ly_phc, t_slab),\n",
    "    ),\n",
    "    medium=si,\n",
    ")\n",
    "\n",
    "waveguide = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0, 0, 0),\n",
    "        size=(td.inf, w_wg, t_slab),\n",
    "    ),\n",
    "    medium=si,\n",
    ")\n",
    "\n",
    "\n",
    "mnt_flux = td.FluxMonitor(\n",
    "    center=(-source.center[0], 0, 0),\n",
    "    size=(0, td.inf, td.inf),\n",
    "    freqs=freqs,\n",
    "    name=\"flux\",\n",
    ")\n",
    "\n",
    "# this monitor is for visualizing field patterns only\n",
    "mnt_field = td.FieldMonitor(\n",
    "    center=(0, 0, 0),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=[freq0],\n",
    "    name=\"field\",\n",
    ")\n",
    "\n",
    "# These monitors are used for the optimization\n",
    "# FieldMonitor.flux is used because FluxMonitor not supported in autograd\n",
    "\n",
    "mnt_field_flux = td.FieldMonitor(\n",
    "    center=(+Lx_phc / 2 - a, 0, 0),\n",
    "    size=(0, td.inf, td.inf),\n",
    "    freqs=[freq0],\n",
    "    name=\"flux\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cc389323-f5da-4523-b7ed-eabeecf52c66",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:21.883545Z",
     "start_time": "2026-03-18T10:48:21.881494Z"
    }
   },
   "outputs": [],
   "source": [
    "def make_sim(params, optimization_mode: bool = False) -> td.Simulation:\n",
    "    \"\"\"Function to generate a simulation with different monitors depending on whether optimizing.\"\"\"\n",
    "\n",
    "    # create the holes\n",
    "    holes = make_holes(params)\n",
    "\n",
    "    # decide which monitors to include\n",
    "    if not optimization_mode:\n",
    "        monitors = [mnt_flux, mnt_field]\n",
    "    else:\n",
    "        monitors = [mnt_field_flux]\n",
    "\n",
    "    return td.Simulation(\n",
    "        center=[0, 0, 0],\n",
    "        size=[Lx, Ly, Lz],\n",
    "        grid_spec=grid_spec,\n",
    "        structures=[slab, waveguide, holes],\n",
    "        sources=[source],\n",
    "        monitors=monitors,\n",
    "        run_time=run_time,\n",
    "        boundary_spec=td.BoundarySpec.pml(x=True, y=True, z=True),\n",
    "        symmetry=(0, -1, 1),\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbb5c5d7-dc1d-4188-8e01-0fa7117b957f",
   "metadata": {},
   "source": [
    "Let's make a simulation with the starting parameters, and one with just the waveguide, for normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "494986b7-9690-46c6-be0d-31c95bd67e26",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:22.022390Z",
     "start_time": "2026-03-18T10:48:21.925181Z"
    }
   },
   "outputs": [],
   "source": [
    "params0 = rmid * np.ones((3, N_cols, N_rows))\n",
    "params0[1:] = 0.0\n",
    "\n",
    "sim0 = make_sim(params0, optimization_mode=False)\n",
    "\n",
    "sim_wg = sim0.updated_copy(structures=[waveguide])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e6410f28-d488-4251-9b35-cf2671dc0b64",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:48:22.320614Z",
     "start_time": "2026-03-18T10:48:22.025298Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "_ = sim0.plot(z=0.01, ax=ax1)\n",
    "_ = sim_wg.plot(z=0.01, ax=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e39d7f0b-bb55-41e2-a7ab-c62f3f24d5a5",
   "metadata": {},
   "source": [
    "Next, we can run these two simulations to inspect the fields and compute some normalization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a217a7bf-9216-419d-9d25-e707b77b2cc1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:48.928310Z",
     "start_time": "2026-03-18T10:48:22.331178Z"
    }
   },
   "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\">11:48:23 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'initial PhC'</span> with resource_id                        \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:23 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial PhC'\u001b[0m with resource_id                        \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-eae198a8-f2ea-4eb7-b104-76dede0a001e\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2e</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">a-4eb7-b104-76dede0a001e'</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=484603;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=39217;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=484603;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=754548;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=484603;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32m-eae198a8-f2e\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=484603;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[32ma-4eb7-b104-76dede0a001e'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" 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=532953;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d9e5df9ba5ae45999217da1497251539",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:48:33 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.252</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;36m11:48:33 CET\u001b[0m\u001b[2;36m \u001b[0mEstimated FlexCredit cost: \u001b[1;36m0.252\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"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:48:35 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:48:35 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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"
      ]
     },
     "jetTransient": {
      "display_id": null
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     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "model_id": "005f296b222a405e8d462dd9c69f128b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:49:09 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:09 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:49:14 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:14 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b6639491d3854c439980b2b6a5ad0447",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:49:55 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">46</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:55 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m46\u001b[0m%, exiting.                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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 = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8404b200f540490a95d3db8ddd63a202",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:49:56 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:56 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:49:58 CET </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2e</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">a-4eb7-b104-76dede0a001e'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:49:58 CET\u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=578390;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=323174;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=578390;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=389198;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=578390;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34m-eae198a8-f2e\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=578390;https://tidy3d.simulation.cloud/workbench?taskId=fdve-eae198a8-f2ea-4eb7-b104-76dede0a001e\u001b\\\u001b[4;34ma-4eb7-b104-76dede0a001e'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
      ]
     },
     "jetTransient": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4def68efaf5541c4a6a864b3f8a19664",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">11:50:02 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:02 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'initial PhC norm'</span> with resource_id                   \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'initial PhC norm'\u001b[0m with resource_id                   \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-f190bec5-eb97-45d4-b184-be15cdd72fd6\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb9</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">7-45d4-b184-be15cdd72fd6'</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=238377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=209368;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=238377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=884074;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=238377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32m-f190bec5-eb9\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=238377;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[32m7-45d4-b184-be15cdd72fd6'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" 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=523487;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
     "jetTransient": {
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e424fc9f209d412f948e5be25473e218",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
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     "metadata": {},
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    },
    {
     "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\">11:50:15 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.252</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;36m11:50:15 CET\u001b[0m\u001b[2;36m \u001b[0mEstimated FlexCredit cost: \u001b[1;36m0.252\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"
      ]
     },
     "jetTransient": {
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     },
     "metadata": {},
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    },
    {
     "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\">11:50:16 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:16 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
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       "<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"
      ]
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       "Output()"
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       "<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\">11:50:34 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:34 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
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      "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": []
     },
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    {
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      "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\">11:50:39 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:39 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
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    {
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      "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"
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     },
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       "Output()"
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    {
     "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\">11:50:41 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>%, exiting.                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:41 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m1\u001b[0m%, exiting.                             \n"
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    {
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      "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": []
     },
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    {
     "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\">11:50:42 CET </span>status = postprocess                                               \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:42 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                               \n"
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       "Output()"
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     "metadata": {},
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    },
    {
     "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"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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       "<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\">11:50:44 CET </span>View simulation result at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb9</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">7-45d4-b184-be15cdd72fd6'</span></a><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">.</span>                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:44 CET\u001b[0m\u001b[2;36m \u001b[0mView simulation result at                                          \n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=930541;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=943431;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=930541;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=791261;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=930541;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34m-f190bec5-eb9\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=930541;https://tidy3d.simulation.cloud/workbench?taskId=fdve-f190bec5-eb97-45d4-b184-be15cdd72fd6\u001b\\\u001b[4;34m7-45d4-b184-be15cdd72fd6'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
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       "Output()"
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     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
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     },
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      "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\">11:50:48 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m11:50:48 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
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   ],
   "source": [
    "sim_data0 = web.Job(simulation=sim0, task_name=\"initial PhC\").run()\n",
    "sim_data_wg = web.Job(simulation=sim_wg, task_name=\"initial PhC norm\").run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "90a3f034-8a9f-46ef-9089-385270681db5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.511924Z",
     "start_time": "2026-03-18T10:50:48.942393Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "_ = sim_data_wg.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax1)\n",
    "_ = sim_data0.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "126af16c-261a-48c4-a9db-14b3d6d7da7d",
   "metadata": {},
   "source": [
    "Let's visualize the transmission. We can clearly see the bandgap, but above the bandgap, the transmission is not great. We will optimize transmitted flux at the orange line. \n",
    "\n",
    "> Note: one can also do this with `ModeMonitor` and include a broadband objective."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1151a1cf-53c9-4326-b0b8-97eafb61d609",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.602309Z",
     "start_time": "2026-03-18T10:50:53.555075Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_wg = abs(sim_data_wg[\"flux\"].flux)\n",
    "flux0 = abs(sim_data0[\"flux\"].flux) / flux_wg\n",
    "flux0.plot(x=\"f\")\n",
    "plt.ylabel(\"flux (no optimization)\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7bd49878-9061-4e78-8c07-7a0b2c524e27",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.650514Z",
     "start_time": "2026-03-18T10:50:53.606458Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_wg = abs(sim_data_wg[\"flux\"].flux)\n",
    "flux0 = abs(sim_data0[\"flux\"].flux) / flux_wg\n",
    "flux0.plot(x=\"f\")\n",
    "plt.ylabel(\"flux (no optimization)\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7e4ea32e-2267-4c6d-9769-5b74f61585f7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.801405Z",
     "start_time": "2026-03-18T10:50:53.657157Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9999248769975477\n"
     ]
    }
   ],
   "source": [
    "flux0_freq0 = flux_wg.interp(f=freq0).item()\n",
    "print(flux0_freq0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6160b1db-d189-4cc8-b220-1f8f84375671",
   "metadata": {},
   "source": [
    "The normalization flux is about 1, which is as expected as our `ModeSource` takes this into account.\n",
    "\n",
    "## Optimization\n",
    "\n",
    "Next, we will define our inverse design problem. We'll adjust the centers and radii (if desired) to maximize flux at `freq0`, normalized by our straight waveguide transmission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a91d8390-219d-463a-b58b-9322f7318a5f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.808403Z",
     "start_time": "2026-03-18T10:50:53.806373Z"
    }
   },
   "outputs": [],
   "source": [
    "def objective(params: anp.ndarray) -> float:\n",
    "    \"\"\"Maximize flux in -y, minimize flux in +x.\"\"\"\n",
    "\n",
    "    sim = make_sim(params, optimization_mode=True)\n",
    "    sim_data = web.run(sim, task_name=\"phc_adjoint\", verbose=False)\n",
    "\n",
    "    flux_measure_freq0 = anp.sum(anp.abs(sim_data[\"flux\"].flux.data))\n",
    "\n",
    "    return flux_measure_freq0 / flux_wg.interp(f=freq0).item()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "164dce7a-6b34-4dae-8cce-4e1388ae888e",
   "metadata": {},
   "source": [
    "As always, we can use one line of `autograd` code to get a function that gives the value and gradient of our objective when passed some parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c4d3a7df-766e-4c18-a66d-d7f4ed5ae186",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:53.851679Z",
     "start_time": "2026-03-18T10:50:53.850273Z"
    }
   },
   "outputs": [],
   "source": [
    "val_grad = autograd.value_and_grad(objective)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33a6f960-db52-47b9-a5c0-245f128950a9",
   "metadata": {},
   "source": [
    "And then we can use this function in our gradient-ascent optimizer using Tidy3D's built-in Adam helper.\n",
    "\n",
    "We first set up the optimizer parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5813fffd-a859-48af-8a51-e7b2ff29311e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T10:50:54.111032Z",
     "start_time": "2026-03-18T10:50:53.893617Z"
    }
   },
   "outputs": [],
   "source": [
    "from autograd.tracer import getval\n",
    "from tidy3d.plugins.autograd import adam, optimize\n",
    "\n",
    "# hyperparameters\n",
    "num_steps = 10\n",
    "learning_rate = a / 40\n",
    "# note: the step size needs to be quite low because of the direct modification of geometric parameter\n",
    "\n",
    "# initialize adam optimizer with starting parameters\n",
    "params = np.array(params0).copy()\n",
    "optimizer = adam(learning_rate=learning_rate)\n",
    "\n",
    "# store history\n",
    "objective_history = []\n",
    "param_history = []\n",
    "data_history = []\n",
    "\n",
    "# define lower and upper bounds for the optimization\n",
    "lower_bounds = np.zeros_like(params0)\n",
    "upper_bounds = np.zeros_like(params0)\n",
    "lower_bounds[0] = rmin\n",
    "upper_bounds[0] = rmax\n",
    "lower_bounds[1:] = -drmax\n",
    "upper_bounds[1:] = drmax"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6582eb1-fecb-4a29-9036-39ccb5594fb6",
   "metadata": {},
   "source": [
    "And then run the optimization in a for loop (note: to continue optimization, you can always re-run this cell assuming `params` is set to the last parameters from your previous run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6872a1d1-e98a-419e-9501-7bf3296cba94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:27:48.755924Z",
     "start_time": "2026-03-18T10:50:54.113854Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step = 1\n",
      "\tJ = 5.0388e-01\n",
      "\tgrad_norm = 4.5922e+00\n",
      "step = 2\n",
      "\tJ = 7.1618e-01\n",
      "\tgrad_norm = 2.2663e+00\n",
      "step = 3\n",
      "\tJ = 8.0503e-01\n",
      "\tgrad_norm = 1.6398e+00\n",
      "step = 4\n",
      "\tJ = 8.3990e-01\n",
      "\tgrad_norm = 1.7218e+00\n",
      "step = 5\n",
      "\tJ = 8.6579e-01\n",
      "\tgrad_norm = 1.9119e+00\n",
      "step = 6\n",
      "\tJ = 9.0569e-01\n",
      "\tgrad_norm = 1.5462e+00\n",
      "step = 7\n",
      "\tJ = 9.3005e-01\n",
      "\tgrad_norm = 8.6348e-01\n",
      "step = 8\n",
      "\tJ = 9.3529e-01\n",
      "\tgrad_norm = 9.1394e-01\n",
      "step = 9\n",
      "\tJ = 9.3672e-01\n",
      "\tgrad_norm = 1.3241e+00\n",
      "step = 10\n",
      "\tJ = 9.4567e-01\n",
      "\tgrad_norm = 1.3289e+00\n",
      "CPU times: user 13.4 s, sys: 457 ms, total: 13.8 s\n",
      "Wall time: 36min 54s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "\n",
    "def report_step(current_params, grad, state, step_index, objective_val):\n",
    "    print(f\"step = {step_index + 1}\")\n",
    "    print(f\"\\tJ = {objective_val:.4e}\")\n",
    "    print(f\"\\tgrad_norm = {np.linalg.norm(grad):.4e}\")\n",
    "    param_history.append(current_params.copy())\n",
    "\n",
    "\n",
    "params, opt_state, history = optimize(\n",
    "    objective,\n",
    "    params0=params,\n",
    "    optimizer=optimizer,\n",
    "    num_steps=num_steps,\n",
    "    bounds=(lower_bounds, upper_bounds),\n",
    "    callback=report_step,\n",
    "    direction=\"max\",\n",
    ")\n",
    "param_history.append(np.array(params))\n",
    "objective_history = history[\"objective_fn_val\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d45a25d-df37-4f14-a949-d3bf4877a526",
   "metadata": {},
   "source": [
    "## Results\n",
    "\n",
    "Let's inspect the results of the optimization.\n",
    "\n",
    "The objective function increased steadily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4e7124a0-23ce-4b97-b317-8ac6e2bf00f3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:27:48.908527Z",
     "start_time": "2026-03-18T11:27:48.860277Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(objective_history)\n",
    "plt.xlabel(\"iteration\")\n",
    "plt.ylabel(\"objective function\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a8f21fb-d011-44b3-aeaa-613de16ede46",
   "metadata": {},
   "source": [
    "We can grab the last simulation from the parameter history and visualize the fields and flux values over the full spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "83a95994-2a01-47b9-9fdc-62722a1edcfa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:27:49.376410Z",
     "start_time": "2026-03-18T11:27:48.914378Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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86Ec/iveyBTFv3jzo9XrceuuteOihh0BRFN58882wk+/06dPx/vvv49FHH8XMmTOhVqtxxRVXhO33oYceQm9vLx577DG89957QW1TpkzBlClTAMTn45OVlYVHHnkEzz//PDweD2bOnIlVq1Zh06ZNePvtt4OWfx5//HG88cYbaGxsDOQduu666zBnzhz84Ac/QE1NTSBzM8MweOqpp4I+a+PGjdi4cSMAn1+bzWbDM888AwA4//zzcf755/OO9aqrrsJHH30UsiwH+DIqX3bZZbjyyivR0dGBF198ETqdDlu3bsW7776LG2+8MebvJhJr1qzBFVdcQXx8CPycjlAyAuFMo7m5mbvlllu45ORkTiaTcQUFBdz999/PuVwujuOGwnHDhbxznC98vbS0lJNIJFxqaip37733coODg4H2EydOcLfffjtXWFjIyeVyLjExkbvgggu4b775JrDP2rVruauuuorLyMjgpFIpl5GRwd14443c0aNHeccu9Di328397ne/48rLyzmZTMbp9Xpu+vTp3FNPPcWZTKagfV977TWuuro6sN/ChQu5NWvWBNq7urq4ZcuWcRqNhgMQCD0eGc7u5/333w/0l5iYyN10001cW1tb0D633norp1KpQs7vl7/8JSfkUbZlyxZuzpw5nEKh4DIyMrjHHnuM++qrr0LGY7Vaue9973tcQkICB4A3tH3hwoURQ9PDhXHHCsMw3LPPPsvl5uZyUqmUKy8v5956662Q/fyh/o2NjUHbBwYGuDvuuIMzGAycUqnkFi5cGPYe9X+H8Z7H3r17OQAh6RAAcI8++ii3fPlyTqFQcOnp6dxLL73EvfLKK5xSqeTuvPNOjuMi/3784xqZiiHcvVBbW8sBCPrNEAjhICUrCAQCgTBqLrroImRkZODNN98MbKMoCr/85S9HncVaCI888gg2btyIPXv2EIsPgRfi40MgEAiEUfPss8/i/fffD6QoOJX09/fjn//8J5555hkieghRIT4+BAKBQBg1s2fPDtSuO9UYDAZYrdbT8tmEMw9i8SEQCAQCgXDOQCw+BAKBQBgXiAspYSJCLD4EAoFAIBDOGYjwIRAIBAKBcM5AlroEwrIsOjo6oNFoSNQAgUAgEAgTDI7jYLFYkJGRwVu4mQgfgXR0dOAvf/kLxOLYvzKO4zA4OMi73i2VSgMXimXZ0xIdIRaLg87P5XKd8jV6iqKCUul7vd6QUg6nAnI9fJDrMQS5HkOQ6+GDXI8hxup6UBQFvV4fl4GBoij85je/QWtrK7KysiKPNeaez1E0Gg3EYjGUSiWvkgwHx3HIy8vjrSztdrsD9YF0Oh2kUumoxhsPLMuiv78fgO+HpNPpTvkYAMBkMgV+uAaDIebveywg12MIcj18kOsxBLkeQ5Dr4UPw9eC8gLM3eJs8GaB8coRhGPT19cUlfPz1AzUaDe9+RPgIxH8RaJqGRCIRfBzLsmBZFjKZLOLN6Ha7YTQaoVAoAAB2ux1KpfKU3rz+m1YikUAmk8HpdIJhmKg30FhjsVjAsizUajVcLhccDscpf5iQ6zEEuR4+yPUYglyPIcj18BHT9WDdCJEeCjlA+8brdrtB03TgXyw4HA4AiCqaiHPzacbtdqOvrw8SiQRJSUlISkqCRCJBX1/fKTNX+m9aj8eDpKQkGAwGaLVamM1mWCyWUzIGwPcQMZvN0Gq1MBgMSEpKgsfjQX9/f0gl8PGCXI8hyPXwQa7HEOR6DEGuh4+Jcj1cLpfg750In9PI8JvW/5ZA0zQMBsMpu3lH3rT+twSNRnNKb97hDxH/W4JUKj2lDxNyPYYg18MHuR5DkOsxBLkePibK9XC5XPB6vYItRET4nCbC3bR+TtXNG+mm9XOqbt5wDxE/p+phQq7HEOR6+CDXYwhyPYYg18PHRLkeftEz0rmaDyJ8TgN8N62f8b55o920fsb75uV7iPgZ74cJuR5DkOvhg1yPIcj1GIJcDx8T5XoMFz3Do+uiQYTPKUbITetnvG5eoTetn/G6eYU8RPyM18OEXI8hyPXwQa7HEOR6DEGuh4+Jcj3iFT0AET6nlFhuWj9jffPGetP6GeubN5aHiJ+xfpiQ6zEEuR4+yPUYglyPIcj18DE218M2qjEAoxM9ABE+MSESieJOkOXxeGK+af2M1c0b703rZ6weJvE8RPyM1cMknoeIH3I9hiDXYwhyPXyQ6zEEuR5DBK6HxQqLnYlrDMDoRQ9AhE/MeDyemG9elmUxODgY103rZ7Q372hvWj+jfZiM5iHiZ7QPk9E8RPyQ6zEEuR5DkOvhg1yPIcj1GEKj0UCrUcPsYOMSP2MhegAifGLCf8PGki+AYZjAhRptYqt4b96xumn9xPswGYuHiJ94HyZj8RDxQ67HEOR6DEGuhw9yPYYg12MIjUYFrYKOWfyMlegBSObmmOA4DiKRCAzDwOl0BtVHCQfDMHC73aAoCiqVasxquGi1WgwODqKnpwd6vZ43k7S/TpjX64VerweAMXFyk8lkUCqVMBqN8Hq9UKlUvPvbbDZYrVao1WrIZLIxc7TT6XRB3wVfxk6Px4PBwUGIxWJotVpyPcj1INdjGOR6DEGuh49xuR6cBzIpDSXDwWhj4GU4qMQe4ORX4fF4wHFckDh0u91gGAYikQgSiSSicBTqikJxp7qq2xmK2WzGb3/7W6jVagC+YnQURUEsFoe9eVmWDdyoNE1Dr9fHVeA0EhzHwe12g+O4iAJMyD6jxev1wuPxQCKRRDw/IfuMBn9RPoqiIJVKI16PaPuMBnI9hiDXYwhyPXyQ6zHEOX89OAZwDwIAvAwHD8NBItdBLPFZcbxeL4xGIyiKAk3T8Hq9YFkWNE1HvR4sy+LnP/85TCYTtFptxP2IxScGjEYjcnNzIZfLg9T4SOXub1MoFFCr1XC73bjssstOWxE9AoFAIBAmBB4T0PFl8LaMSwGJb340mUz44osvApY2v+UtmpUOAJxOp6AhEOETAyzLQiwWQyqVQiqVBtZKzWZzYP3VXyVXJpPBYDAE1KpOp0NiYuLpPgUCgUAgEE4fbgqwjJAe+gRAqg/8KRaL4Xa7YbfbkZCQINjHSuhyIHFuHgUjHdZcLteYOaIRCAQCgXAu4vV6YbVax8SxPBxkZh4lfvHj974fi+gtAoFAIBDOVTweD9Rq9biIHoAIHwKBQCAQCOcQE1r4/Pa3vwVFUXjkkUd491u5ciVKS0shl8tRWVmJL774Iqid4zg8+eSTSE9Ph0KhwOLFi9HQ0DAmY/RbevyWH6/XO65VeQkEAoFAOJuRSCSwWq3jVtV9wgqfXbt24e9//zumTJnCu9/WrVtx44034o477sC+fftw9dVX4+qrr8bhw4cD+zz33HP485//jFdeeQU7duyASqXCkiVLBHuAR2JkcimZTDauVXkJBAKBQDjbEYvFUKvV41bVfUIKH6vViptuugn/+Mc/AkmTIvHiiy9i6dKl+MlPfoKysjL8+te/xrRp0/DSSy8B8Fl7XnjhBTzxxBO46qqrMGXKFPznP/9BR0cHVq1aFfcYI2XUHOnwTNIkEQgEAoEQGyqValyqugMTVPjcf//9WLZsGRYvXhx1323btoXst2TJEmzbtg0A0NjYiK6urqB9dDodZs+eHdgnHC6XC2azOeifn2hpxIeLn8HBQSJ+CAQCgUCIkbEqNDuSCSd83nvvPezduxcrVqwQtH9XVxdSU1ODtqWmpqKrqyvQ7t8WaZ9wrFixAjqdLvAvOzsbgC/MTkjI+nCfn7FKd04gEAgEwrnEeIifCSV8Wltb8fDDD+Ptt9+GXC4/rWN5/PHHYTKZAv9aW1tBURRMJpPgPD1SqRR6vZ5YfAgEAoFAiJOxFj8TKnPznj170NPTg2nTpgW2MQyDjRs34qWXXoLL5YJIJAo6Ji0tDd3d3UHburu7kZaWFmj3b0tPTw/ap6qqKuJYZDJZSAVYmUwGkUgUU54eiUQy6mq2BAKBQCCcy/hz+vjdTkaT42dCWXwuuugiHDp0CPv37w/8mzFjBm666Sbs378/RPQAwNy5c7F27dqgbWvWrMHcuXMBAPn5+UhLSwvax2w2Y8eOHYF9hMKyLLRabczJCUkyQwKBQCAQRsdYWX4mlMVHo9GgoqIiaJtKpYLBYAhsv+WWW5CZmRnwAXr44YexcOFC/OEPf8CyZcvw3nvvYffu3Xj11VcBIJAH6JlnnkFxcTHy8/Pxi1/8AhkZGbj66qtjGp/b7SYihkAgEAiE08RYWH4mlPARQktLS5D4mDdvHt555x088cQT+NnPfobi4mKsWrUqSEA99thjsNlsuPvuu2E0GjF//nysXr36tPsREQgEAoFAiI3Rip8JL3zWr1/P+zcALF++HMuXL4/YB0VRePrpp/H000+P8egIBAKBQCCcakYjfia88CEQCAQCgUAYyUjxE84POBxE+BAIBAKBQDgjGS5+RkZiR4IIHwKBQCAQCGcsfvEzMDAgaH8ifAgEAoFAIJzRaDQauFwuQfuS2GwCgUAgEAhnPEqlUtB+RPgQCAQCgUA44/F6vYL2I8KHQCAQCATCGY3b7YbJZBK0LxE+BAKBQCAQzljcbjf6+vpIODuBQCAQCISzG7/okUgkUCgUgo4hFh8CgUAgEAhnHMNFj8FgEFxLkwgfAoFAIBAIZxTxih6ACB8CgUAgEAhnEKMRPQARPjEhFhOXKAKBQCAQThejFT0AET4xIRaLYbfbYz6O47hxGA2BQCAQCOcOYyF6ACJ8YsLr9cJms8FisQg+huM4uN3ucRwVgUAgEAhnN2MlegAifGLC6/VCpVLBbDYLEj8sy2JwcJBYfAgEAoFAiJOxFD0AyeMTM0qlEjKZDGazGcBQVdiRsCyL/v5+eL1eqNXqUzlEAoFAIBDOCsZa9ABE+MSFX+xEEj9+0ePxeKDX68EwzCkfI4FAIBAIZzLjIXoAInziJpL4GS56kpKSAIAIHwKBQCAQYsDj8cBkMo256AGI8BkVI8WPSqUKEj1SqZQ4NhMIBAKBEAMsy8JsNkMmk4256AGI8Bk1w8WP2WwGRVEB0UMgEAgEAiE2XC4XxGLxuIgegER1jQkqlSrw3zKZjIgeAoFAIBBGgVqtHhfRAxDhM2r8Pj0URUEul8PpdMaU54dAIBAIBMIQNE3DaDSOm6sIET6jYKQjs8FggFarFZznh0AgEAgEQjBSqRRisRh9fX3jIn6I8ImTkaLHv7yl0WiI+CEQCAQCIU4oioJer4dEIhkX8UOETxxEEj1+hosfm812mkZJIBAIBMKZCUVRMBgM4yJ+iPCJkWiix49f/FitVni93lM8SgKBQCAQzmxomh4X8UOET4yYzeaoosePRqOBWq2Gx+M5RaMjEAgEAuHsYTzEDxE+MSCVSsEwTEx5elQqFSQSyTiPjEAgEAiEs5OxFj9E+MQATdPQ6XQx5+kRi0meSAKBQCAQ4mUsxQ8RPjHgzyZJIBAIBALh1DJW4ocInxjgOO50D4FAIBAIhHOWsRA/RPgQCAQCgUA4Yxit+CHCh0AgEAgEwhnFaMQPET4EAoFAIBDOOEaKH6E584jwIRAIBAKBcEYyXPyYTCZhx4zzmAgEAoFAIBDGDb/4EYlEwvYf5/EQCAQCgUAgjCs0TUOr1Qrbd5zHQiAQCAQCgTBhIMKHQCAQCATCGQ3LsjCbzYL2JcKHQCAQCATCGQvLsujv7wfDMIL2J8KHQCAQCATCGYlf9Hg8Huh0OkHHEOFDIBAIBALhjGO46ElKShJcS5MIHwKBQCAQCGcUI0WPVCoVfCwRPgQCgUAgEM4YRiN6ACJ8YoKiqNM9BAKBQCAQzllGK3oAInxiQiaTCa4FQiAQCAQCYewYC9EDEOETEyzLwmQyxVQFFgARSwQCgUAgjIKxEj0AIMwFmgAAcLvdEIlE6OvrE/zF22w2eDyeUzC6ic+9r6093UMgEAiECc3fbr/odA9hwjGWogcgFp+Y0Wq1kEgk6Ovri2r5sVgssFqtkEgkp2h0BAKBQCCcPYy16AGI8IkZfxXYaOLHYrHAbDZDrVYLzi1AIBAIBALBx3iIHoAIn7iIJn78oker1UKlUp2mURIIBAKBcGbCcdy4iB6ACJ+4iSR+hosejUZzmkdJGA00RSFNp0SiWn66h0IgEE5CUxQyElRI1ihO6zjUcgnOL83EFdMKMCM/FWKapDsZKziOw+Dg4LiIHoA4N48Kv/jp7+9HX18fZDIZnE4nET1nATMLUnHd7BJoFb4fXEufGW9sqkHHoO00j2x8oQCUpOuRqlNiwOZEbfsAGJY73cMiEAD4fpfLZ5dAc/J32T5gxRubatDabzml4yhJ0+OeiyqhlA35b3YMWvHnr/bDZHed0rGcjbjdbni9XqSkpIy56AGIxWfU+MUPx3FwOp2Qy+VE9JzhVGQZcPuiioDoAYCcJC0eWToNGvnZ66iukUvxkytm4JFLp+HGeaW4/+IqPHnNHKTplKd7aISzBKVUjJkFqZg/KQMZ+tjcACZnJuL2RRUB0QMAmYlqPLy0GjrF2E+OkZBLRLjrwoog0QMAGXo1bplfdsrGcTbDsiwSEhLGRfQAxOIzJthsQ1YAl8sFt9s9bheMMP4snZoXdrtGIcX8SZn48kDTKR3PqeK28ycjPzm4unGKVokfLp6Cp/+3AyxHLD/nOkkaOS6dmo+CFB2cHgZ7m7rx7ZFWQVbBqbnJuHXBZCikQ9POlqMdeGdLnaB7a8mUvLDbVTIJzi/Lwqd7Twg+j9FQnmWAWh7++T45ywCtQgqzI7Zcb4RQrFYrlEolaHrs7TNE+IySkY7M/mWv8ViXJJwa0hMiv4mmx/iWeqaQqJZjcpYhbFuqToXitATUdw7G1GdaggpLKnORZVDD6vRgW0Mndh7viqmPHIMGF1fmIi1BCZPdhU117TjQ0hdTH0WpCbiwPBspWiX6LA6sr21FXUds51KeZcDC0izo1TL0mBz45nAzGnvNMfUxLT8F5xVnQKuUomPQhq8PNaN9wBpTH2OBRESDYbmYhWyqVomfXDEDqmGWjrxkLYrT9PjbmgPg6y1Zo8AdiyogEQVPYueVZKDPbMfqg81RP5/vd5mmE/67pCjf587IT4VCKkZjrxlfHWzCoE3YElUk0eNHKZMQ4TNKZDIZrFYr+vv7YTAYxlz8EOEzCsI5Mg/3+UlKSjrNIzw3EdEU5k/KREWWARQF1LYPYGNdOzwMK+h4k90dYsYeauN/OKZqlVgyNRc5Bi1sLg92Hu/C1qMdvJPCRCBBKeNvV/G3jyQ/WYtHLp0GqVgU2FaakYhsgwb/3dkgqI/yLAPuXTwFopMPvaxEDcqzkrBq9zF8JWCiBHw+IbctLAd9ss5eZqIaU3OT8dbmWmw52iGojwsmZ+G7cyYF/s5K1KAqNxn/WHcI+5t7BfVxxbQCXFaVH9RHdW4yXvr6AI52CRNhOoUUy6YVYFK6HgzL4XBrH77Y3winhxF0fGGqDtfNKkZesg4My+JQax8+2H5U8IR/zayiINHjpzI7CVV5KdjX1BPx2NlF6SGix8/8SZmChI/R7gpa5hrZJpTbzi/HrMK0wN85SVpMz0/B7z/bg26zPerxLX2RBa/D7UWfgD4I/NA0Db1eD5PJNC7ih/j4xEmk6K2R0V4ka7NwKrINeOCSqfjFd2bjnosqUZCii37QCMQ0hYeWVOOGuZNQkZ2E8qwkXDe7BI9eNg1SsbDbfXN9e9jtDMti69HOiMflGDT46VUzMbc4A5mJapSk63Hz/DLcdF5pzOdxquk22cCwkYVhZ4xO3TfOKw0SPX4WV+QgK1Ed9XiKAr43rzQgeoZzxbQC6AUIMamYxg1zJwVEz3CWzy4JWnKJhEYuxXdmFodsp2kKN84rhUhAJE+KVhF2+VQiFuF7Au8NnUKKn145EwsmZSJFq0R6ggoXV+bi0cumC7qvcwwaPLx0GvJOLmWKaBpVuSl49LLpgr4HwOf0HolSnjaAXzgLFdWb6nh+lw3CRGxZZmKQ6PGjlktx7azQ6xyOxl4zDraEF7yf72+ElwQDjAkSiQRJSUnweDzo7+8Hy/N8ihUifOIgWsj6cPEzODg4phfsbOXC8mzcf3EVyrOSkKFXoyo3Bf/vsumozkuJqZ/zS7PCPqDzknVYXJErqI91Na3YUNsWtM3lYfD6xhp0GiMLgO/OKYFcEjqJnDcpM6qIk4hopCWooBQ4CY01Npc34sRypK0PLTFEzahkEmQbIjv4l2UkRu0jVaeKmEZARNOYFGWiBYDcJG1Ey51MIhIkrIvSEiJaKrQKqSARV5qRGFZ8AUCqTolEVfR0CZdV5yMhzH7ZBg3OL82Kevzl0wrCnkeSRoEFkzKjHg8ALM+EzkRZNuscjLykJzRSclN9O7453BK0zeVh8MbGGsFLhpMzI997pZmJEBqQ/s91h7Ghtg1ur8/aZrK78N62eqwdMT7C6JBKpeMifshSV4zY7Xa4XK6oIet+8dPT0xNzUdNzDY1ciqtnFIVsp2kKN86dhEMtvYLfoiqyw/up+Nu+2N8YtQ8OwHvb6rGhtg2FqTq4vSxq2vthdUa23knFNApTEyK2l2Um4kSPKWQ7TVG4YloBLizPhlQsAstx2NPYjXe21AlewhhOYaoOl1TmIi1BBaPNhU317dh9olvQsSt3NIDlOJxfmgWxiPaN5UQ33tlaF+Mo+K+VkEcXF2UiFXI3RHNhifYZgsYhYCBRxyHgbErSIgu9knR9iCAYSW6SNmJbTpKwKNRDrX2YXZQesY2PbQ2dWFyZG3ZJdXUMwQL/3dmATXVtKExNgJdhUdsxwPu7jIkYfJ48DIv3ttXjg+1HoZCKYXMRy/544Rc/fX19Y7bsRYRPDIjFYthsNiQmJgoKWfevU5rNsTlBnmsU87xVaxRSZCaq0dwnzOIQ6c06Wls4Oo02XgvPcDgOYDku4mdEelu+anohLpkyZImiKQozC9KgkUvx4up9MY13am4y7r6gEvTJ5ZcUrTKQk+fzfdEFH8txWLmjAZ/uPQGDWgGj3QmbyxvTGACf9aip1xRYVhlJTVt/1D56THb0mu1I1oaG0nsZVpBzcnOfGVanO6wzqsPtDStER9LQZYTby4RdtjPanGgTYGmo7egHy3KB6zKcjkGrIB8bL8+bLt8SpR+7yxOUniGozS3sGn+06xgKUxOQNCJx4Jb6dtS2D/B/vtuLF77ci1uHRQ5anR58tKsBe3l8g8LRY3agx+yI6Rg/R9r6I1p+azsGYvbFYzmOiJ5TwFiLH7LUFQNisRgqlSqmPD0URZHorihEiy6JJfikjifyqK6D/+E8GjwMi6M8n30kzGQvl4hwQXl22P1LMxKRnxz5LX0kNEX5/FnCTK6XTc2PKfu008OgfdAal+jx887WejjCTKhf7G8UJCY5AG9trgssJQznf7saBCWJ8zAs3t5SFyIMWI7Du1uFWdRsLg8+2H40ZLuXYfGWwDDsPosTH+89HrLd5WHw9hZh1rRDPJFsB5qjR7nxRdPtEhhpZ3K4seLjnfhs3wnUtPdjX1MP/rnuEN4SeA7dJjue+3Q3fv7+Fjz9v+346XubsLUhss/ceFDXMYitYZzazQ43PtwhzOmecHoYy2UvYvGJAa/XC6Uy9mRuVIyWhnONhq7BiG/VgwLfqv2sO9KK6fkpyEoMFqfdJju+FhgJFC/vbz+K/3fZtBALw5pDzWF9ZFK0yoiWLsCXEE1oyHRagjJiZBZNUyhJS8D2Y7GFko+G1n4LfrNqBy6uzEVWohoWpxvbGjpxMIZQ9KNdg1jxyS5cVJ6N9AQVjCfD2WMJq9/f3IvnPt2NC8qzkaxRoN/qxPqa1phC0bcc7UC3yY7zyzKRqJKj22THtzWtMYWif33QF7o+rzgDOqUU7YNWrD3cIthy8dXBZpRlJoZY0fY392DH8eji4etDzchL1mJKTnLQ9o/3HEdDl1HwedjdXkHWQz4GbM5RHT9a3tpci4auQcwoSIVcIkZTrxlrDjXDRELQJzxjZfkhwicGvN7434AJkbG5vHhvWz1unl8WtFTkYVi8tbk2pnwjLi+DP3y+B0um5KH8ZDh7XccAvtzfJNikHy9dRht+s2onLqrIQY5BA7vbgx3HuiKGPEezWsSS+j5aArnTUXai3+rEe9vqR9VHl9Em2CoSiZZ+C97YWDOqPo51G3Gs2ziqPo609Ye1/AnB5WXwhy/2Yn5JBiZl+MLZD7X2YefxLkEWUYbl8LdvDqI8y4Ci1AR4GBYHWnpPSx6h0w0HYPuxrlP6IkAYO8ZC/BDhQ5gQbGvo9L1Vl2bCoFag22TDtzWtcdXGcnoYfLznOD7eE7q8MN4Y7S7BeWpMDjcOtfShMic031OfxRHT0lyPyY4ekx0pYcpLeLxMzAn7CBMPL8NifW0b1o+IOIyF0YgvAmGiMFrxQ4QPYcJwosckyOH0bOLNzTW4d/FU5A8Lre63OvDK2oOCItlUMjFkYjEGbU78Z3MNHrykGjLJ0JIhy3F4f/tRWJzEjE8gEM4ewokfoRDhQyCcRixOD57/bDcmZeiRplNh0O5CTVt/1CzTBrUcN88vQ+nJnDiDNif+t/MYfrNqBy6YnI20BCWMdhc213ecc2KSQAAACsLSHoxEp5BicWUu8pO1cHq82H2iGzuOdcXVF01RUMrEsDk9Ez57+5nISPGjUCiiHwQifAgTHBFNYW5xOkrSfH4NB1t6sU9gmYAzBQ6+aBOhy1FyiQg/unQaDMPCivUqOe64oAJ/W3MAH+wIjUIinDtQAGYVpWFGfirkUjEae0z45nDLOVE/iqKAJZW5OL8sC/qTjuhfHWzCNoHRY0kaBX5y+Yyg0P/yrCQUp+nx5uZaweMQ0xSunF6IBaWZkEvEsDrdWHOoBWsONRMBNMYMFz9CKyUQ4UOYsEjFNB5aUh2UGHBOcTp2HOvE66N0VpWJRVDJJDDaXWdc1fE5RelBomc4l1Xn42CUZHKEs5ub55dhXklG4O+i1ATMKkzD85/tRr/19EZUjTc3zJ0UlMk6VafELQsmQykVY+2R1qjHXzerOGy+o3klGdh1okvwy8nN88uCkj2q5VJ8Z2YR5BIRPjlFVeTPJfzip7tbWLJWInwIE5alU/LCZkOeXZSOw6392N0o7CYfjkIqxvVzSjCjIBUimobN5cGXB5rOqFTzfGUShJRQkIhoLK7IwdTcZEhENI51GfHFgaaYosj8/SRpFDA73KNK4qZXySAVi9BrdsQtQg1qOWiaQp/ZEdcbNQXf2z4Hn2N5PFAUkKJRwsOyGIhTYNAUhRStAk4PE1PhTT9lGYlBosePTinDtbOK8eq3h+IaVzzkJ2uRoVfDaHehrmNAUGRhcVoCLq8uQLZBA5vLg+0NnVh9sEnQsSlaRcTyHZdPK8Cm+na4vZGXkCnwl7QozzIIEj5pOmXEDNeLK3Ox5nBL2BxXhNEhlUqh0wmr70iED2HCMjU3mbctVuFDAfjhRVOCanmpZBJcN6sYNIA1Z4j4MfM4KkdbzqApCg9cUhX0HWTofRXLf/fpLkFZhCkAy6oLcHFlTiD30r6mHry9pTampIcZCSp8f8Fk5J1M1Gg6GRG3S2CJDQDIS9bi+/PLkKH3Cb5+qwPvba3H4Rgil0oz9PjevNJAluhukw1vba6LKXy9KjcZ188pCdTTau234M3NtWiNocbZ3OJ0fGdGUaAC+fFuI97cVCuoYrif8qzIDp58bSNJVMmxrDofJel6eE+Gvn+5vwmuMAklR6KUinH3hZWYNKwmW6/Zjle+OYgOnuSV5VkG3Ld4aiAJp0IqxuXTCpCZqBYk2CJlCgcAuUSM9AQ1mnkqqwPwqdfIjVHHAIC3Tp1ERCM9QUX87sYJsViYpCGZmwkTFr7kfnxtkShJ10esML10ap6gStsTgR3HuiKWKeCrHg8Ac4rSwn4HOqUMV04rFPT5y6rzsaw6PyjhZHVeCu5dPFVwkUe1XIJHLp0WED3+Mdy+qAIVAifoJI0cDy+tDogeADCoFfjh4imCs15nJapx38VVQaUxUnUqPLikCmlhUgOEoyRNj7surAwqIppt0OCRpdXQRUgqOZLqvBTcsmByQPQAQGFqAh6+tFpw9XSAf94Wem0SVXL835UzMa8kA0kaBdISVFgyJQ8/umwaxAJ+d987rzRI9ABAslaJey+eCjHPb+y6WcVhM49X56Xw1irz44xiRXF6+Nt9vnaRU0jUtgsT09Yo1k/bWNUWI4Rgtwt7SZhQwmfFihWYOXMmNBoNUlJScPXVV6O+PnoCtJUrV6K0tBRyuRyVlZX44osvgto5jsOTTz6J9PR0KBQKLF68GA0NJD35RIfvjTueZHKZPMtASpkkprIOsWJQy5GVqI5LsI2k22THGxtrQso57GnsxpcH+LPqlvJURp+UEX1y8S2Tha91VJiaEFFYjmT+pMygSX44S6fmCerjgsnZkEtCRYGIpnHJFGF9XFyZG/aaSMUiXFSRI6iPpVNzw9ZoU8okWFQWvXI6AFwa4Zz1KjnmRlg2CQdfzaxagXmhrphWENbPJTdJi/PCLKMNRyWToDovJWxbkkaBsszwolYlEyMtQRWx38LU6EsY9Z2DsESweLb2W9Btij4p/ndHA6xhLKq7jnehJko9Mj8NnYMRlzobe00xWfAIwrFYLLDZhOV9m1BLXRs2bMD999+PmTNnwuv14mc/+xkuueQS1NTUQKUK/6PYunUrbrzxRqxYsQKXX3453nnnHVx99dXYu3cvKioqAADPPfcc/vznP+ONN95Afn4+fvGLX2DJkiWoqamBXD5+kx1hdHy2rxEVWUkhE2T7gBUb62JP4hbpoQicLDYY5k0sN0mLi8qzkapTot/qxIbatphKJiRrFLhtYTkKTubpcXq8+GzvCUGOlnzsOtGNo52DqMxJgkzii9wRYj7n86ER4l9jUMuD8gSNJEOvEvT9ZPBMcsMtOHyk8/YRuU3ofnz9B+3HM16hffCNQ+i5AMDhtn7sPtGNGQWpQdutTrfgxJrF6QkR20rS9NjAk0AxQSnjLQasV4W3gHkZjrfIb7iabSNxeRm8tuEI7rmoMkgQm+wu/HvDkajHA0C32Y5nP96JJVPykJ+shcPDYPeJbmw52i7oeADwshxe/fYQ7r94atCzq9dsx2vrhY2DEBsWiwVmszmiThjJhBI+q1evDvr79ddfR0pKCvbs2YPzzz8/7DEvvvgili5dip/85CcAgF//+tdYs2YNXnrpJbzyyivgOA4vvPACnnjiCVx11VUAgP/85z9ITU3FqlWrcMMNN4zvSRHiZsDqxO8+3YWrpheiOF0PhmFxsLUPn+09weukGIlDrX2wONxhLQ0HmntDSlpMzU3GXRdUQHQyI2hOkhbVeSl4e0sdNtdHfxDKxCI8vLQ6KAJLLhHjutklcHkZbK4PLZYYCyaHO+Y+Drf2R3S8PNwa3ZRvdrh5JyijXVjINJ/jrlCnXr7aSkIdtU12V0hdNz9Cw79NdlfEOmlCx2G0u2BQh4/UE/qd+nltw2E0dA1ien4qFCfD2VcfbBLkvwX4REgkolWC77M44GHYiJbNSAVqXV4GNW39qMgOzWLOsKzgGm91HQN46r/bMbsoDYkqObpMduw41hlTuZpBm2vUpVaa+8z45X+3YVpeChLVvrD6fU09UfNzEWLHL3q0Wi1EosgvZcOZUEtdIzGZfG+wiYmRzfPbtm3D4sWLg7YtWbIE27ZtAwA0Njaiq6sraB+dTofZs2cH9iFMXPqtTry24Qgef28znli5FR9sPxp3zS2nh8Gr3x4KMWU39ppC6kGJaQo3zSsNiJ7hLJ9dDJUs+jvDjILUiGHnSwUuxYw1exq7sbexJ2R7l9GGTwWE2drdXuxrCj0eAIw2Jw4LDKXf3tAZcRLdIkBU+vaLLPqECsJNPPttEjiOSJ/Fchy2NggbR6Rz8TAsdhyLrYI5xwEb69rxpy/34tmPd+LdbfWCRQ8AHGyJnCfrAE8b4BMw62vCWzOPdxtxjKcg6rtb69E/IqKO5Th8sP0oemOItDPaXfjqYDPe3VaPdTWt416jLxIOtxdbjnbg070nsPN4FxE948Bw0aPRRHYqH8mEsvgMh2VZPPLIIzjvvPMCS1bh6OrqQmpqsFk3NTUVXV1dgXb/tkj7hMPlcsHlGnpYmM3CqzkTJi7Huo148sNtmJqTDK1Sio4BK46094cUeswyaCL6oEjFIhSlJuBAlLdQvmUOg0YBiYg+5Q9DDsA/1x/CnLZ0TM1JhkTsC2dfV9MKpyf6cgIAvLOlDhq5NMifZ9DmxCvfHBR8Ph1GG97YWIOb55cFOUlvqmvHtxEmzpEc6zbivW31uG5WccDpluU4fH2wGTuPCytAeaC5F5/sOY7LqwsCjrUMy2LV7uO8/jLD2VzfjjSdMsgnyONl8N62ejT3CYvq+upgM1K0SswpHrLGOT1evLGxJqZJfyz4Yn8jSjMSQ6KTdp3oCiuaR7Jq93FQFLCoLDtwXQ629OI/m2p5Uw0M2Jx4ZtUOnFeSgWyDBlanBzuPd6Elhsg4wrlDvKIHmMDC5/7778fhw4exefPm0/L5K1aswFNPPRW07Z577jktYyGMLQ63F9tjfIuOh0GeZQ6r03Pa3gA5zlcUVmg225HY3V688OVeFKUlIEOvhsnuwhEBZTZGsutEN+o6BjA5ywCpSITj3UbecOdwbKhtw4HmXpRlJkJEU6jvHESvOTah8OWBJuw60YVJ6YngOA51HYMYsMWWh+fDnQ3YXN+OojRf+HdNe39MmZJZjsMbm2qw9kgLClJ0cHoYHGnrH1V+pHhxehg8/9luzJ+UiZL0BHgZDgdaerHnRLegHEksx+G/O4/h832NSNH6SqcI/S6cHmbU/m+Es5/RiB5gggqfBx54AJ999hk2btyIrCz+qIi0tLSQbI3d3d1IS0sLtPu3paenB+1TVVUVsd/HH38cjz76aOBvs9mM5557DmyUNW7C2UFbvwVmhztsdIvbywiKKtt1vAvLqvLDhiNvqo+/wvZEgAPQ0GVEA8/ShRAsTg92HBNmnYmE0e6KW8T56bM40WcZnc9Vl8mOLgGRQ3y0DVjRNmAdVR9jgYdhsa6mFesEWt/C4fQwxFpDGHNGK3qACebjw3EcHnjgAXz00Uf49ttvkZ+fH/WYuXPnYu3atUHb1qxZg7lz5wIA8vPzkZaWFrSP2WzGjh07AvuEQyaTQavVBv2jaRpmszlm8UPE0pmHl+XwzpbasH4oK3ccFZSoz+xw4+9rD4ZEk+041onP9/GHnRMIBAIhmLEQPcAEs/jcf//9eOedd/Dxxx9Do9EEfHB0Ol2g6uott9yCzMxMrFixAgDw8MMPY+HChfjDH/6AZcuW4b333sPu3bvx6quvAgAoisIjjzyCZ555BsXFxYFw9oyMDFx99dUxjc/lcoFhGPT398NgMIAO4/g6Eo/HA7f77C8OOJboVTJIRDR6LY4Q35tTyYGWPjz/2W5cWJ6DFK0SAyfD2Y92CQ9nr+8cxC9WbkVZZiIUUjGa+8zoGIxtOYdAIBDOdcZK9AATTPj87W9/AwAsWrQoaPu///1v3HbbbQCAlpaWIMExb948vPPOO3jiiSfws5/9DMXFxVi1alWQQ/Rjjz0Gm82Gu+++G0ajEfPnz8fq1atjzuHDcRx0Oh2sVqsg8eN2uzE4OAiZTFj21nOdzEQ1bplfhpwkX9Zdo82JD7YfjakaOwVAIqbjCncPR3OfRXAOkEi4vAz2n8KK8hIRjaxENRiWQ9uANe76V+VZBiwqy4JBrUCP2Y61R1pGvbRFIJwNFKUm4NKqPGQlamBxuLGtoQPf1rSe1he1s5mxFD3ABBM+nIC7Zv369SHbli9fjuXLl0c8hqIoPP3003j66adHMzwAvlogSUlJ6Ovr4xU/brcbfX19EIvFkErDRwcRhtAqpHhk6TSo5ZLAtgSVHHdeWIm/fLUvanFAMU3h8mkFWDApE0qZBP0WB1YfbBp1rpwzjVmFabh+TgmUMt/3OGB14s3NNYKrSvtZWJaFG+ZOCvydrlehMicJr284ElMtLQJhIjIpXY/zJmVAp5Ch02jD2sMtgqPnyrMMuHfxlECqC61CiutmlyAzUY3/bKodz2Gfk4y16AEmmPA5U5BKpbzixy96JBIJtFptUFg8ITznl2YFiR4/NEVh6ZS8qBP3reeXB2WrNWgUuOm8MkhFIsHh0ROB0oxEXFaVh0y9GhanG1uPduKbwy2CrDalGYn4wcLyoG2JajnuXTwVz67aKThVvkomxjUzi0K20xSFG+ZOwv7mXpKT5DSSqlMix6CB3e3F0c7BuK4FTVFxWwLPdC6cnI3lc0oCf5ek6zG7KA1/+Wq/oOzn351dEja/19ziDGyobY9eCJUgmPEQPQARPnETSfwMFz0GgwFe7+lJnnWmwZ+yn7+EQbZBE5Ki38/l0wqwsb4d3jNgop6ak4S7L5oSyIqslEnwnZlFSNer8MbGmqjHL45QW0oqFmHh5Cx8sP2ooHEUpiQE5dYZjlImQU6SBse7o08QNEVham4yshPVsDg92NvYzZttORxiEY3q3GSk61Uw2lzY09gTc4i3TCzCtPwUJGsV6Lc4saexW3DOIj9KqRjT8lORqJahx2THnsbYs/Bq5FJMy0+BTilFx4AN+5t74GWFiw8RTeGm80oxt3ioXpbR5sQ/1h0WNGErpT5BO70gFXKJGE29ZqzafSymEix+9CoZpuenQi2XoG3Ain1NPWBiOJfThV4lwzWzQkW9XCLGzeeV4emPtvMer1NIkcJTvLY4LYEInzHCZrPBbrePuegBiPAZFSPFj1arRX9/f0D0CHF+JvjgS+0frYRBblLkH4VCKkaqVon2wVMbIpyolmN2YRp0Sp8pfcexTt7JlgKwfHZJ2FIQc4rSsb6mLeoDNZXngczXNpJolgBWwASnlkvw4CVVAX8tALhqeiFeW38YBwVmd05UyfHQ0iqk6oZE8VXTC/HK2oOCfY3SElR48JKqoAK0V0wrwEtf7xccNp6XrMV9i4PrLi2rLsCfV+8TvDxSlpGIuy6sDEpt0DFoxZ9X7xMsBi+vLggSPYBvOfjexVPxq/9u4xWEIprCQ0urkTvseuQla/Hgkir85av9MYmf6txk3LawPEgct/Zb8Jev9sESR+VxigLykrRQySVo67cKLlkiE4uQbdCAYVm09FsECa+yjMSw1hrAt5xrUMvRH6HAKICoYpdYQscGr9cLm82GhISEMRc9wAQLZz8T8Yuf4T49RPTEztaGzogT6paj/H469iih5Xa3sIexTCxCYaoOWYlq8NRZjMqU7CT88po5uHJ6YcBX5onvzEZyhPIVAJCgkkUsbwEARQKqU/M9sCNViw7HsW4jHBHS/JsdbrQKyM1yw9xJQaIHAGQSEX6wqBwauTCft1vOnxwkegCfxemuCyohi2CRGg4F4M5FFUGiBwB0ShnuurCSt5imH7GIxl0XVIZk8U7SKHD7ovIIRwWjlIpx5wUVIfmcMvRq3DS/TFAfFIDzSzPDtqnlkogWTz/T81ODRI8fEU3j6hmFgsYA+PxZbj2/PMQimG3Q4PphPmFCydSr8ctr5uCxK2bi/our8Jvrz8N354R/ARjOvOJ0rLhhPv7fsul47IqZeGb5PJRmRC5t5MefnTtie5TPtbu9aIgQ1cmwrOCSLQR+PB4P1Gr1uIgegAgfwgShtd+Ct7bUwjOiCvP6mlZs5KkGDQA17f2wRnjTbOgaFFSn6ILJWfjtjfPx42Uz8POrZ+NX185FXnLoRBENpVQc8jYMAAa1ArecPznicdGi0IREqW2I4MvEsCw21QmvLu30MHh3a12IEPUyLN7aXBt1eUYqplGVmxy2TS4RR2wbjl4lw6RhJTGGo1FIUZYZfZLLMmiQmRh+mTRFq0RBSnQxWZyWECKc/OQl6wRZ0iqykwLO5iOpzE6CKkLbcGQSUcQ+gMhVz/3w3cs5SVrBQr8qNxkySXjRWZWbDKlY+JQil4jwwCVTg8QtTVG4YHI2LqvKi3hceZYB318wOUhI+ixfU5Cq5b8e9Z2DES2afRYH+gRY8N7eUhfWQr1yRwPvywdh4kCWukaJ39IjlUoDS12x5PkhDLGtoRNH2voxOdMAqZhGQ5cxYjXn4Tg9DP61/jDuuagScsnQLd1rtgvyjZmRn4rvzgl+W03RKvHgJVV4+n/bY/JLKc8yhM3UDPhCYHVKWdiHps3lwdHOwaD6V348DIvDbdHfJPc19+J/uxpw5bTCQI0kh9uLd7bWxZxBd9eJbvRZHDi/LAsGtRw9ZgfW1bSiXcDykEIijricAEBQgddoYkCIWIjeR/RxqE/BOJQycVS/JaeHgcnugi5CFfjuKBmjnTyFOp1ur+AwbL5zEdE05BIx3F5hv5dpeSlIUIUXlRdMzsbn+xvDjovXl60sCx/siOzL1mt24KsDTbi0Kjg5LsOyeGdrnaCSHN0mO55ZtQPnl2YhK1HtC2c/1ommXuLbM1ZIJBJYrVaIxeJxsfoQ4TMKRjoy0zQd4vBMiA2zwx1XHa26jgH88sNtmFmQGvCr2dPYLchScnFl+AepUibB/EmZ+Hy/8CzLkUTP8PZI/kxvb6nFjy6bjoRhkxvLcnhva53g6tprDrVgx7EuFKbowLAcGniWraLR2GtGY2904TgSs8MNo90VdB7DESLCuk12OD3eICE7HCHLbe0DVjAsG1GEtfZHF3F8Y/UwrCBhzjdWm8uDfoswK8HXh5qxfHZJyPZ+iyNq8dA9jT1YMjUv7FLO7kbh6Qn4/MwGbc6Y6pMlaSMv7SplEiil4rAZ0pN5jkvRRW7z88neE+gYtPnC2ZUydAxa8fXB5pheDqxOD76I4blAiA2xWAy1Wh0oDk6cmycI4UQPEN7hmXBqMDvccRU45IvS4GsLB190jdXpQS9PSHmP2YFnPtqO8yZlIkuvDojAWGs3mR3umJI+jjUcgE/2HMctC0KX9o52Dgqqeu5hWHy5vwnfCRNWv6+pR9AkZXG68e2RVlxcmRvStrG2TVAh0m6THduPdWJOUXpI29cHmwWJymPdRhxp60N5VlJI22d7TwgOK//2SCvkEjGWTsmF5ORSalOvGf/ecBguL3+UWvugFSu3H8XyEf4zjb0mfLTrmKDPB4Da9gHUdwxgUhh/mlW7jwvuBwBvMVmbywN7hO+23+KEQR1e4PQJFJG7G7tjEnyEU49KpYJYLB4X8UOETxxEEj1+houfwcHBQLkNwsRkwOqMGDLfb42t0nfbgBU7jnVidpiJctXuY1EjT2wuL74+2BzTZ05EtjV0guM4XD6tAAa1Am4vg13Hu/DhzgZBywmAz8LhYRgsmZIHnVIGp8eLrUc7YppgP9p9DA63FxeW50Atl8Du8mB9bVtMtdLe2lwLk92F80uzoJCKYXG4seZQM7453CK4j1e/PYRrZhZjTlE6ZBIRjDYnPt/fhM31wn2vAOCL/Y349kgL0hNUsLu8gnMzAcD6k+VWpuWlQiEVobHXjL2NPTHl8+EA/O2bg7hmVhFmF/rOpcdsx2d7T8Sc2HJvYw+unFYQdrlr3ZHIWZDX17aFXRKO1ZeNMPHxi52xFj9E+MSI1+uF0WiMGrLuFz89PT2kVtcEZ31NG753XmnIdreXwdajsS+7/WdTLfosDsyflBkwpa8+0HTOZTzefqwL2491QSkVw+lh4kqYt66mDetq2uLug+OALw80YfWBJihlYthj8Gfxw7AcVu0+jo/3HIdSKobd5RUs3vy4vSze21aPD7YfhVwiimjNEILTw6AxTn+SjkEbOgZPxP3ZgK8Ey7tb6/HetnpIRaKo1ia+fv7y1X7ceWEl0hN8Ds4sy2F9bRu+OBBZmO5r6sF/dzbgyumFkJz0ZbO7PHhrc+0pT1tBGH/GQ/wQ4RMDFEXBZDJBLpcLcl6WSqXQ6/Ww2UhRyonMpvp2JKrluKQyNxDuanW68frGGkFRHiNhOQ6f7WvEZ/saQQExT5JnG6OZ5MeqDw4I6y8SUx/c6PtgOW5Mvo+JAMchbtHjp8Now68/2o4cg9aXDLHfIiiY4JvDLdh+rBMFJ33ZjnUZRz0WwsRlrMUPET4xIJPJIBKJYorYkkgkpFbXGcDHe45jQ20b8lN0cHsZNHQNjkmh03Nd9BAI0eA4fqfpSFidHhxsIXlzzhXGUvwQ4RMDLMtCq9XGHKZOwtrPDIx2F/Y18UfHTETSdEpMzvRFENZ1DKBDQKTRSLQKqc+iKTBrLoFAIJxqxkr8EOETA263m4iY00R+shZzSzKglUvRPmjFhtq2mEJnJwKpOiWunFaIwlQdPAyLfU09+GJ/Y8x1o4ZzeXUBllUH5yT56mCTYAfgvGQtbjqvFFmJvgdI56AN72ytw7FuY9xjIpx+ZGIRUnVKWJ0eQdFrBMKZwliIHyJ8CBMef9kHP1Nzk7FgUib+9OVeQXlUAJ/oKEpNgNvLoK5jIK6aQqMhTafEY1fMDMrzc3FlLorTEvCHz/fEVKzSz9ScpBDRAwBLpuShtd+CPVFyuyRrFHh4aXVQrpx0vQoPLqnC7z7dhY5B4ZYjqdiXvM7icJPlvdMIBV9h3osrcgIh7/UdA3h9Y43gGlgAIBHRmJyZCK1ChvZBq6AiqONBmk4JnVKGLqMt5gK3hLOX0YofInwIE5pEtRzLZxeHbNcopLh5fhme/2w37/EUgOtml+DC8uzANreXwdtb6rDzeFfUz1fLJZhVkAaDxpe9eOfxrrgSAl45vTBscsO8ZB1mF6VHrUcWjpEFK0e2RRM+iytywiYIlIpFuKQyF68LyHqtkklww9xJqM5LhoimYbS78Mme49jWEHs0HGH0LJmah8tGZCWelJGIB5dU4dmPdwoq5Jlj0OCHi6dAPyzMvLa9H69+e0iQdTI/WYtLpuQhI0EFo92FzfXtMUc0JihluGNRBYrSEgD4nMK3Hu3A+9vq43pJIJx9jEb8EOFDmNBUZBkiZt4tSNFBI5fwWm8WlGYGiR7AN7HfsqAM7YNW3hIMBSk63Hfx1KA0/ZdOzcOfv9oXkzUE8NV84muLR/hoFZGd5vna/ESqYxWtzQ9NUXhoSXAF9gSlDLcsmAyO47D9GL+wlIhoXFyZi+q8ZEhFIhzrNuLz/Y0xFVSVS0RYOjUPldlJoCkK9Z2D+GJ/Y0zLoCqZBMuq8lGamQhwwJH2Pny5vymm6KsEpQyXVeejJE0PL8PiQEsvvjrYFJODfLJGgWXV+chP0cHlYbCnsRtrD7cInuhpisLFEco5ZOjVqMxOwv4oiS1lYhHuvXhqSNbtskwDbpg7KaoYrsgy4IeLpwR+syk6JUrS9UjXq/DJHmFh9DRF4b6LpyLboAnaNn9SJjwMiw+2Ry5JEam/6fkpKDxp8d3f3HvaLFiEsWWk+BGJohcvBojwIUxw/DWn4m1fEKGitYimMa84Aysj1PUR0xTuWFQRUptId/JN9JmPdsS0pMM3AbqZ+KLH2gasyI9QaLNtIHpmYz5xIEQ4TM1JCqnA7ufyaQW8woemKDxwSVVQIroUnRJTcpLwu093C0ojIBHRePSy6UETZFqCCpXZSfjdp7sEnYNSKsZjV8xAyrDilul6Fcozk/DcZ7sEWTj0Khn+74qZQXW0MhPVKMtIxB+/ELaMmZagwk+WTQ8qRJpt0KA4LQF//fqAoHtNq5DyFjJNS1ABUYRPZXZSxFIjMwpS8d62+ojfCUUBN84rDfuismRKHrY1dPJma/YzKUMfdE2Hs2BSJj7efVxw6LpUTOPBS6oDliPAt8T85f5GfLI3tnxGGrkUHoYZlU8eYewZLn5kMv5ivX6Ipy5hQtPQZYzY1mu2R61hFekhHq2tiKcqd4ZeLcgiMpwDPBMOXxsfaw43w+kJtUq4vYyg7M9beaxM2wQkbow0OQG+avRKnrplswpTw2bfVculuHpGYdTPBny+X+HGkKiWhyz3ROKSKblBosdPul6Fi8rDW09Gcnl1QdjiofkpOswribwcOZxrZhSFFS3lWUmozksR1IfV5YGHRxAYBTg563iqvItoGhp5ZEtiskYR8TdDUxRK0kKvdzjCXQ8/YhENQ4TPCMeyqoIg0ePn0qp8XivscMqzDPjVtXPx3PcW4E/fX4SHllQhSSMsG3+SRoGFZVm4sDwbWTE+MwjC0Wg00Gq1gnPmEeFDmNC09lvCpqFnWBbvCzB58y1JdRojL3MppPwVtaMVIx3Jp/tOhC1WuaG2DUfa+mPqy0+v2YEXvtyHlmE5UNoGLHhx9T50RanWDQCH2/rxyZ7jIdmQVx9oElTHiG+J0eNleN/Kw4meQJvACXLSmPQRWnMq0AdP/0LHwdd/0H4ZPOcicBxeho3oW2Wyu6IucwFAJ0/mY6fHi0Ee8RQtq7bQrNt8ZWIYlsVgDE7a0wsii8YZ+alRjy9OS8B9i6cidVjNvrJMAx69bBqvsAeAC8uz8atr5+CGuZOwfHYJfn71bNwwdxJCy8QSxgKNRgOVSiVoX7LURZjwvLu1Du2DVswrTodWKUP7gAVfHmjC8e7o6/RfHWwKO3FYnR5s5Knr09xnBstxYatZexiW1zcoHA63F89/thvzSjJQmKqD28tif1MPDscpeoaPc8Unu6CRS0FRwpaohvPlgSbsaexGWaYBNAXUdgyiS2Ck3N7Gblw1vRAySei6+s4T3byOtLxtAidI/j6ELR8ybOT9hE7U/OcpdBzxfVcj+XBnA7RKGapykwPbBqxOvPrtQUFLNLUdA2jqNSMvOXQJ85tD/P5GfRYnOgdtSNeHTj5ehhVUnBbwFULtNtmQqgvtZ8ex2IILwjnv+wl3345kWVV+IJv7cPQqOeZPysTXh8JbVovTErB8dknI9oVlWWgbsMZco40gDKVSWFFpInxOA2avGd8YvwnatjhhMbRiUsk9HBx8lpENtW0xH1vTPoB/rT+M5bNLAg6/bQMWvLGxhlckDFid2FjbhkWTs0PavjoYm+OrHw/Dxn0e0bA44w/17TE70GOOfUwmhxuvrT+MHywqD5pgGroG8WEE3yk/h1r7MH9SeP+rQwKz8R5q7cPUYRN8vH0UpiaEbROaFfhgax8W68Ivix1qFdhHS2/Ywra+PoQvhXoYFn9fexDZBg2yEtWwON2o7xiER6AfGccBL6/Zj+/Pn4zKHF81ebeXwTeHW/DF/uiFXd/cXIOHRqRIAHyCTGg4PcNy+OuaA7jnwilBS8r7mnrw/vZ6QX34OdFjQmV2Utg2IfXOsniWc/mWeucWh7+WADCvJJ0In3HC6xX2XCbCh3DWs/tEN/Y29iBVp4SHYdBnERY19MGOozA53FhUlgWdUoYBqxPfHG7BuprWcR7xmcPB1j788sNtqMpNhkomQUu/BTVt/VGdcQ+29GF7QyfmjJgguow2fLJXWPLFbQ2dmJqTHJig/TT3mfGVwAr33x5pRUV2EopGiJ+6jgFsrBMmBr/Y34jSDH0gCaSfPY3d2C0wjPt/u46hMDUhxHdkY20b6joGBfUxnNZ+S9ilVSFYnB68/M0BaBVSaBRS9JrtgqPTGnvN+M2qHbhgcg4y9L5w9i31HTEnxOw1O/Cbj3cgP1mHhJOFfoUs347kkz3HMSldD6k42LrTMWjl9XHzY3W6QwIc/Fh4Xpz4fKG0PG2E+HG73TCZhEXrEeFDOCdgOU5wskM/HOfzd1l9oAliEQ1vnNFXZztmh5t32TASb2yqwZG2flTlJUMqFuF4txEbatsER82wHIe/rT2AOUXpqMxOgoimUN8xiE317YItHB6GxYtf7sV5kzJRlpEIDsCRtn5sPdoheKnLv4x5fmmWL5yd9YWz7zzWJTjyz+xw49mPd2JRWRYKUnRwehjsbezGvjgd38cCs8MdV3b0PoszYrRkLHAcRh123jZgxR8+34PvzCwKJDDd19yLj3YdE3SPbGvoxNUzikK2sxyHHccjBwC0D1pREcHS1BbjMjkhOm63G319fSScnUAYS4joGR92N3YLcqSOBMf5JqfRJEz0styolyDdXhbfHG7BN4db4u7D4fbiywNNcR9PCE9Lv8/hPx7WHGpBZqIaMwvSAtsY1pdLqLkvskVtXU0bzivJhFoebC1iWBarDzbFNRZCePyiRyKRQKEQFm1HhA+BQCAQCGFgOQ6vrT+CDbVtKExNgMfL4lBrb9TlcpPdhRe+3IubzisN5NrqNtnx3rZ6NAnwLSIIY7joMRgMcDqFuTEQ4UMgEAgEAg/Hu02CokiH0z5oxXOf7YZGLgFN0zDFEIZPiM5I0RNLAXEifAiEMKhkYswqTEeSRoE+iwM7j3fC5ootkksjl2Jafgo0JyvKH2juFew3Avgy4RaddHjtNTtwvNtICoASCGcYp7og8rnAaEQPQIRPTIjF5Os6F8gxaPDAJVXQDKt3denUPLz09X60CIyUKctMxF0XVAYlOmztt+AvX+0XFHquV8lw7+LgekVNvSa88s1BUqWaEDeZiWoUpybAw7A40tYfU8X2iUqyVoEsvRpmpxsnekyI4d2CcAYyWtEDEOETE2KxGHa7XXCSJD8c+SWOG1qFFLlJWrg8DE70GEdduZmmKNx5QUWQ6AF81eDvvKACv/rv9qhWG6VUjDsXVYRkd842aHDTeaV4Ze3BqOO468LKkDwheck63HFBBf74xV6BZ0Mg+KAo4Ma5pUG16zwMi/e31cdUIDcjQYUrpxcGknDuberB5/tOxFW/SiKisaw6H7OL0qGWSdA6YMGne08ITnQoFtG4+bzSoPxHnUYbXv32kOAknIQzi7EQPQARPjHh9Xphs9kgk8kChdGiwXEc3G7yhj4eXDW9EBdX5gSKIg7anHht/ZGYc4YMJy9Zi+QItYKStUrkJWujhthOyUmKWCyyMicJSqmYNwFijkGD/OTwxUeL0/RIT1AJCs2nKQoZJ7PodgzaYlpmGyvkEhHSElSwOt2C8yeNRCUTI0WrhNHuilqbLRIauRRJGjn6rc64QrQBX4HaRJUMvRYHrHEuXySq5NAppeg22eNKgjmnKB3nTcqAViFFx6AVqw80o7kvurPsorLskIK9EhGN751XitZ+iyBLZkaCCj+5YkZQcsLFFTkoStXh95/viSnDNADcfWFlUMh3frIOD1xShVe+OSgo8eM1M4pCkj6mJ6jwwMVT8dT/tgtOaTCWFKUmICdJA5vLg0MtfXFdY0J4xkr0AET4xITX64VKpYLZ7HvQRBM/LMticHBwVBeIEJ6FZVlYOjUvaJteJcd9Jx968ToSRqvBJaRGl4onQRlNUVDK+IWPnqdQpL89mvApzzLgpvNKoVf5Cjoa7S68s6VOcCbh0UIBuGJ6ARZX5EIi8t3/DV2D+PeGI4LFi4imcN2sYiwozQyI28OtfXhjU41g4SEV07hxXilmFaYFyo/sPtGNt7fUCrZSKKVifH9BGapyfXWfWJbD1oYOvL/9qOA0B1qFFD9YWI7SDF/tLoZlsa6mFR/tCq2VFolrZxVhcUVu4O8UrRKV2Un465oDUa0k80rCZxKmKQpzi9MFCZ+rZhSGLQGRl6zDnKL0mCxHZRmJYfPc0BSFa2cVRb1PJSIa8yeFLwBr0CgwJScJexp7BI8H8BUUrcpNhlwiQmOvWVAiTj9SMY27LggWcnaXB69tOBJ3LT7CEGMpegBSpDRmlEoltFotzGYzLJbIDwuWZdHf3w+v1wuplGTqHGsuDFNKAvAJE7508dFo7bdErK/EsKygbLitPPk9rE43Bqz8E3+XkT9DbbQMtlmJavzwoikB0QP4KtHfc1ElcnjS7PuZlK7Hj5dNx19uvQC/vWE+rplZFBAvQlk6NQ+XTs0POq44TY8HL6mGOEzto3BcO7MYiyZnB0QPAFRkJ+GHF00RXOjx5vllmFOUHlRzbUZBKn6wsFxgD75lR7/oAQCapjB/UiZumDtJ0PE0ReH+i6cGRA/gq3S+uCIXV0wrENRHeoIqSPQM7+dGAePQKSKLaS1P23BGZrceTmFqeAtlJApSIu+fqlNFLQCqVUghEUdOVmdQC8vn4ue8kgz86to5uHZWMZZVF+CBS6rwwJIqwff9d2YUhQg5pUyCOy+oCJTKIcTHWIsegAifuNBoNLzixy96PB4P9Ho9sfhEQUxTKEjRoTBVJ/hBY9DII7YlqSO3RcPscEdMQvfN4RZByyRHuwZR2x7+Le+zfY1R3/C7zXbsbw7/trrrRBcGrPxLRheV50Ac5nsU0TQWV4avKeWnLDMRDy2pRmFqAsQiGjqlDBdX5uLexcLFBk1RWFwR/nPS9SpU5oSvrzUcuUQUsjTjpzA1AUVpCVH7SFTJgxLPDWdKTjLSdNF99XIMmiDBMpy5xem8pQn8lGUmIicpfB2+C8uzBd3zfBXak7VKJEa559t5qq538LQNx+2NbCHzCCxp4cfpiWzxZFku6jKVye6Ci8di12sWXt4iPUGFG+dNChLYADA50yBImNIUFVJ6xY9cIsZ0AVXgCeEZD9EDEOETN5HEz3DRk5SUBIkkvK8HwceUnCQ8e/18/OTyGfjxshlYccN8zBDwoOg1OyK29Vgitwnh493H8d+dDRi0+QTGoM2J/+5swMe7hdWQAoC/rz2ETfXtgcnCaHfh7S11grMDv76hBruOdwVEEstx2N7Qibc210Y9NjUh8oSeFqbi9XCunVkcthp1WaYB5dmGqJ8N+N7GI/k4+cYQXXAkaRRhxZufcJW7Q/fh/5zUhOh9pPHsQ1MUUnTRLQt845CKRUhURRfq0fxnorWvPtAUVnBbYig3wlc+Y18EoR6JAy29ES2rB1v7ogofL8thfW34mnndJltMS7ozC1NDRI+fOREKxw5HKqZ5q8ATi098eDyecRE9APHxGRV+Hx+/z49KpQoSPVKplDg285Bt0ODuCyuDHjoqmQQ/WFQOo93F66S89kgLbjqvLGS73eXB9lGULwB81eD95QfENBVXpJjLy+CdLXV4f1s95BIxbK7YnGFdXgavbTiClTsaYNDI0W9xCM4HMmh1IT+CUYXPWiQTi4KqYY+kIEWHw63R/RWsLg88XibiUoRfUPIRzUdLSB/R9hmMYjkD+L8vXx/R/ZX4fJoYloXJEb2PmvZ+MCwbdoJu7bdE/b7qOwfx6tqD+O6cSQHrUGOPCW9trhWUXgEAPt17AoUpuhDr1drDLTEXUu2zOPHu1np8b15pkND2ZzcWwid7TkAuEWPBpMxAH029Zvxr/aGYfrORipBGa/Pj9DAYsDojWt2EWtQIQ7AsC7PZDJlMNuaiByDCZ9QMFz9msxkURQVED4GfCyZnhX2Q0xSFC8uzeYXP5voOaORSXFo15EfSZ3HgX+sPxx21E47RhsczLBez6BmOxekWPDH52VjXhmn5KRHbIuFlWXgZNqKlhW9pIagfhsXWhk4sLMsKaTPZXdgvoPCmxenBnsbusMsE3SY76jqihzx3meyo7xzEpDDLRE29JkEOvcd7jGgbsIRUXgeAQ619GBAgwA639qHf6gjrd7LzeJcgJ+sBqxP/23kMy+eUBG13uL2CrIAAcKClDwdb+mDQyOH2sjH/ThxuL57/fA/mFqUHwtn3NfWgVsC1CMeWox1o7DVhZkEa1HIJWvst2H6sU3AleJbj8N62enyxvxEZehXMDjc6BmMPY+fz2xOat+vzfSfw/QWTQ7Z3DFqxryk2axgBcLlcEIvF4yJ6ACJ8xoThkV4ymYyIHoGkRAgbj9bm58sDTdhY14ZsgwZOD4OWPstpCdmeaNR3DuLdrXW4blZxwOriYVh8tOsYaniifxiWw4GW3rBig2FZ7G8SXin8vzsbApmr/QxYnfj72oOCo6ne3lIHpVSMssyhJbZukw1/++ag4NDp19Yfxg8vmhKolwQALX1mvPrtIUHHcxzw97UH8cOLpgZZwxq6BvHGxhpBfXgYFn9bcxD3XFQZlCrhUEsf3t8mvIr5tzWtaB2w4LwSXzh7+6AN6460ChJfgfMB4k4rAPhE7ab6dmyqF7Y8Fo2OQRs+3iN8CTkc8VaR97PjWBcuLM9B+ohlTZbj8OleYWPb2tAJsYjGFdMKoD7p93WotQ9vb64d9cvTuYparR43/1gifEaJ36eHoijIZDI4nU5YLBbBeX7OZfqtThRGcOfptwrz07G5vDGb2c8FNta1Y19TL0rSEwAADV1GQZPDB9uPIkOvDpoEWI7Dyh0N6I7BYdTDsPjHukPIPKBGdqIaFqcH9Z2DMVW5d7i9+PNX+5GbpEF6ggpGuwtHO40xiVuzw43nP9uNglQdkjVK9FsdONZtjCm7b5/FiWc/3omi1AQkquXoNtnQGGOhyfZBK57633aUpOmhU/pEi5AIwZE0dBnR0GWM+ThCZDwMixe+3Ivr50zC1NwkiGgaXUYb/hflRWEkG+vasbm+Awa1HHa3J+YSN4QhaJqG0WiEVCodF0MCET6jYKQjs1QqhcViEZzn51xnQ20bZhSkBoUa+1lfI8wJmBAZi9Mdcy4Ts8ONFR/vxOyidOSeTMS2+0Q32gbi81NoH7CiPc5j/TT3WdDMkyIgGhziKzI5HJbjcLRrdAKbYbm4l4UI44vZ4cY/1h2CWERDKqLjTjzIchx6RxlcQQCkUikYhkFfX9+4uI4Q4RMn4UQPEOrwLJMJy5FxLnKix4T/bKrBDXMnBaIi3F4GH+5oIBPEacTDsNhc347NwnxMCYSzBi/DxmSVJIwPFEVBr9fDbDaPi/ghwicOIokeP8PFj1KphEgUOdHWuc6OY1042NKHwlQdKFA43m0kad4JBALhHIeiKBgMBvT394+5+CHCJ0aiiR4/fvFjNBqhUkXPF3Iu43B7BYVJA4BGLkF1XgrUcina+i043NYfs0NzQYoOF5ZnI1WnRL/FifW1bYKihIajU0gxNTcZcqkYzb1m1HcSPyMCgUAYS2iaHhfxQ4RPjPiXsIRcAI1GA6/XS3L5jBHlWQbcMaLqeWOvCX/9er9gR8JpeSm4Y1FFIO9HVqIGU3OT8c6WOsGRKtPyU3DrgsmQDstTc6StD39fe+i0FEYkEMYDMU0hSauE3eURHDVFAZhVlIaq3GRIRDSOdhmxoaYNLp6sz+ONUirG4socFKYkwMOw2N/cgy1HO2JycCecPsZD/BDhEwN+h6vU1FTBX7xKpQJHfmGjRi2XhIgewFfR+fq5k/Da+iNR+xCLaNw4b1LYzMTXzS7G3qbuqAIqSSPHbeeXh5QZKM9KwlXTC/Hhzoao4yhJ02NqbjLEIgrHuozY09hzxobhUxRQnmlAlkEDq9ON/c29cVcuJ0wcLizPxuXVBYHfW217P97cXMubjJECcMcFFUHpEMqzkjCnMB2//3z3aVnC1iqk+MnlM5CkGcqhVJ5lwORMA/7x7SHBRUgBn6V4UroeLMfhcFv/qJ32CcIZa/FDhE8M0DQNnU4X8xcuFpOvebRU5SZHrIw+LS8Fb4lroyY+y05UB3JsjEQqFqEwNQEHW/hT3c8oSItYW2lucXpU4bN8djEuLB+qY3V+aRbOmzSIv369/5Rbi9RyCWYWpJ0M0bZj9wlhyfT8KKVi3HfxVBQOK155zcxi/HPdIcFhwNkGDapzkyERi3C824gDLb0xv4kXpOhQmZ0EEU2hvnMwrmrYpRmJKMtIBAcOR9r6Yw4Zp+AroFqSngAv48uH1BRjyDtNUajKS0ZBsg5OD4N9TT28NbbGi/NLM7F8dnCixLJMAx5cUo1nP94Z0fl3Wn5K2BxQ6XoVLp9WgA+2C89ZBPhE9WjfB66cXhgkevxU56WgOj8FewVEPVLwFbudVzJUDf7qGUX4Yn8jPt17YnQDJAhmLMUPmZFjwJ9NknDqUfOkjhfRNBRSCdze6Kn/eRHwkOUrSqmUSSCiqYjJ9SqyDEGix8+kdD2WTs2L+hDNTdLg/NIsGDQK9JjtWF/TGlemWsAnFu67eGpQSv7LqvLw56/2o8sorM/r504KEj0AoJCKcecFlXjyw61RLT+XTs3DldMLA38vrshBXccAXl5zQLAIHCkkL67Mxd7GHvxr/WFBVjQKwK3nT8bsYTWZlkzJw6b6dryzpU7QGMQ0hbsvnILKnKHq3Eun5mH1gSbByflkYhEeuKQqqPjqpVV5+N/OBqw9Er4mVSRUMgkursxBSZoeHobFgeZebKhrE5z08dKpeWG3pyeoUJ2bjF0nusO2V46oTj6yTajwyU/W4pqZxShI0cHNMDjQ3Iv/7mwQXLJlOOVZkevLlWcaBAmfBaWZQaLHz2VV+TjRY4pLaBPiY6zEDylSGgNkyer00cpjVjY73DBHqVUE+FLTR/JVcHq8vCUy/LQNRM4n0zlo451cIpWRAHxWKz5mFqTisctnYl5JBial67FgUiYev3IW74M9EmIRjbsuqAipQ6RXyXH7wnJBfUhENKZHOB+FVIyqXP4K7IWpuiDR46c0IxGXVeULGsPU3OSwQnJafgoWTQ4tlxGO8yZlBIkePwsmZWJWYfjK7iNZXJkbJHr8LJ2ah7IIld1HcuX0wpCK8zRF4brZJcgxCM8HplVI8dMrZ2LJlDzkp+hQkq7H8jkluHfx1LD5skailIqRwFM0NUMfuZZbpEKfAAR9NgDkGDT40aXTUJSWAJqmIJeIMbsoHT+6bDqk4tinK75PFTomvvtASBHTkYhoChkJKiRpohenJYTiFz8SiQR9fX1x+dAS4UM4I6hp748oTD7de0LQWr2X5fD2ltqwVaE/2H5UkA/C7hPd6IxgEfl0H7/Fhq+Cs1wSOeWBXCLCjSOKOQI+AfP9+WUQhfFZ4qM4LSHi5JZt0CBDQNVypVTMO9FFWlL0MyPMkkigrSBy23Bm8uzH1xb8WZEntbEYx1j0EW75KBKXTysIu7RTnmXArEhp0ofh9DBweiL/Dow8Lxh8kZFHBUY9Xjm9MGxx2/QEFeYVh1pdosE3JqG5wvjuZZUsthWA2UVpWHH9fPzimjn49fLz8LOrZiGTR0wSwjNa8UOED+GMgOOAl9ccwPZjnQEfA5Pdhbe31GJzDHWDDrb04blPd2P7sU6c6DFh94lu/OHzPdgmsKK7h2Hx4pd7cbClN7CUMmB14rX1h6MWIzzeEzlzMF9bUWpCRP8mnVIWk0UA8IkWPhQCHubR6iO1RSnHEOl8gOjjC/TBIyQV0uhVtaN9Ft8Yhe6nFDgxyvnGEcPkOjkzsoVpcmZ06yDLcdh2NPxvweH2Ym9j+GUuANh+rDPsy4nJ7sInAmte5SdrI7bl8bRF4uM9x2EMU8vsSFs/dp3oEtRHS39kXy2hRUwBYEp2Em47vxwaxZCQyjZo8PDSamjkwu5XwhCjET/EYYVwxuBwe/HGxhq8s6UOCqkYFoc7pqgMPy39FsEFJsNhcrjxt28OQi4RQSYRw2x3CRrH5rp2zC/JQNoIi4rT48Vn+xojHhcuCi2W9pG08JR/8HgZQX5DHIDP9p7A984rDWk73m3EkXZ+v4fmPnPYJSYAgp2Cm/rMmBxhqa+pV1h5isZeE7IjCEfB4+g1Qx/Bgia0j+Zec8hS1/C2U8lHu48hUS3H1GHLlVanB/9cd4jXz4ZhOfx59T5cUpmLqSfD2Ru6jPhifyOvpWg4DrcXygj+fLE43vsZtLmw4pNdWDIlD0WpOrgZFvuberC+tk2w4/Tq/U2YmpMclL4CACwON9bF4H+1NILvlEYhxXmTMrH6QJPgvgg+Rvr8qNXCrGdE+BDOODwMC88oqjGPFb5lAeEPY5eXwR+/2IOrZxT5wtlpGse6B/G/Xcd4HYqPd5vg8TJhlwDsLg+vkAlHr8WBTXXtWFCaGdK2+mAzHALDjv15jy6fVgCtQgqGZbGnsQfvb6uPOqlsOdqB80uzQkSgh2HxicBImXU1rZhbnB4iOhxuL77c3ySoj68ONmN6fmqIv5PF4cY3h5oF9fH5vkaUZxlCJsY+iwMb64RZIz/ecxyPXFodsnzYNmDBjuPCLBMAUNM+gAWTQq8rgKhi1I+HYfHK2oPIS9Yix6CB3eXF4bY+Qfe6h2Hx+f5GfL4/spDnY3djN5ZMyQvfFsGpOhpmhxsrd8QWUTacDqMNL3y5F9+dMylgdarvGMC72+phiuE5NPJeH46Q5WVCeIaLH5NJ2AsPET4EwinE4vTgzc21eHNzreBjbC4PPtp9DN+dMymk7f3tR+MKg39vWz1MDhcWlmZBo5Bi0ObEmkMtWFcTWwTRpvp2bK5vh1Yhhd3tFTwWt5fFn77ci2tnFaMqNxliEY3GHhP+t+sYmvuEWTisTg9+//keLJ9djPKsJNCUr3r5hzuFV5IfsDp9fcwqxqQMPTgOqG0fwMqdRwVPau2DVvzh8z24dlYxilITwLAsDrb24cMdDYJF5LFuI15cvQ/XzCxCXrIOLg+DvU3d+O/OYzHVjvp0zwmUZSSG+PkcaevDzhgEFOCzVsUakj9aPt/XiLwkLSaNcAr/dO8JQcEH40Vjrxm/+3QX5BIRWI6LmjojHEa7K+KyqFCLGCE8fvHT1SXsHifCh0A4A1hX04ZeiwMXlGXDoJGjx+TA2iMtcZfKYDkOn+9rxOf7GiER0aPKIcQBMb35+jE73Pj3hiOg4KvLE08SxwGrE39fewgUBVCIr48uow1/+Xo/aIoCBy6u3DEt/Rb86cu9o+qjocuI332629cHx8W1jGtxuvHbT3bi4spcFKUmwMuwONDSiw217WdEpmIPw+LFr/ahKjfFtzTl9WVabo7RqjlexLPc5mdzXTuWzykJ2c6wLLYK9DEkRIamaWi1wvzAiPAhEM4QDrf2C65pFgunu8wGh9GniuA4ID6pMMRYZM+eCH3YXF6s2i3MmXgiwnHAvqaeqMECZxrralqRolNiYdlQqgWnx4s3N9cKzp1FGBuI8CEQCAQCYZzh4FtiXl/TisLUBLi8DGrb+wXXGSTww7JsoJZmNIjwIZw1qGQSVOUmQ6uQon3QisOtsVdu91OWkYiKk2UQajsGcLC5d5T2BAKBcC6gVUjh9Hgj+gF1mezoMgnzQSMIg2VZ9Pf3g2GELUXGLHwaGxuxadMmNDc3w263Izk5GdXV1Zg7dy7kcpKJknB6mJSux90XVgaFwjb3mfHS1/tjLpp583mlOG9YZMzCsiwcbOnF39ceOmOLiRIIEwmJiIZGLoXR7poQvymaopCTpIFMLEJrvyWugqqzi9Jw1fRC6FVyMCyL/c29eH9bfVylNgjC8Ysej8cDnU4n6BjBwuftt9/Giy++iN27dyM1NRUZGRlQKBQYGBjA8ePHIZfLcdNNN+H//u//kJubG/dJEM4daIrCjIJUFKUmwMMw2N/cG3NxSMCXhO6uEaIHAHKTtPjevFK8+u0hwX3NKEgNEj1+puQk44LybKw93CKoH5VMgsUVOShIGYrQ2XGs67RYjeQSEdISVLA43Oi3hiZzIxBOFRIRjetmFWNuSQYkIhoOtxdrD7fgiwONp835uiBFhx8sLA9Ewrm9DD7bdwJrDgn7rQO+zNu3nT9U7kVE05ien4oUrRK/+3SX4DpphNgYLnqSkpLg9QoTrIKET3V1NaRSKW677Tb897//RXZ2dlC7y+XCtm3b8N5772HGjBl4+eWXsXz58tjPgnDOIBXTeOCSKhSn6QPbLizPwZpDzfjfrmMx9TUlJykkD4ufqSerugsNK45Uf8rfJkT4JChl+MnlM5CoHrKAVuYkoTQjEa/zJE6kKGBuUTqqclMgEdM41m3Et0daBY89pD8AV0wvwOKK3EBF+aOdg3h94xEM2oSFzyYoZShOSwDLcajvHIzZekYYGygKWFSWhbnFGdAqpGgbsOLLA4043i0sb8lIUrVKlJ7M8lzb3o8es0PQcRkJKlw5vRCFqQlwexnsb+7Bp3tPCI52+sHCclQPq0unkIpx+bQCiEW04IKuw5GKaZxfmoXitIRAQdbdJ7oFv2DolDI8cElVUJi5VCzCNTOLYXG4sf2YsPDoK6YVhN2ebdCgOjcFu3kyXhPiY6TokUqlYyt8fvvb32LJkiUR22UyGRYtWoRFixbhN7/5DZqamgR9OOHc5dKp+UGix8/FlbmobR8QXEcH4K+lQ1MUVDLhwoevnpYsTALBcHxnZlGQ6PEzuygduxu7w0ZmUQDuuqAyaFIozUjErII0/P7z3XGZy5dOzcOlU4MLfpak6/HgJdX4zcc7or6FLp2Si8unFQSS6rm9DN7fVi849LYoNQGXVuUhO1EDi9ON7Q2dWHukNaaljcmZiVgyJQ/pCSoY7S5srm8XnBTQz7S8FFxUkYNkjQL9VgfW1bTFnNNmbnE6FpVlQa+So8dsx9eHmnGwpU/w8RSARZOzMa8kHTqFDB2DVnx5oElwOoLvzSvF/GGWSJ1ShtIMPf72zcGYq4NfXl2AS6vyAkU6/akNvoiSdDAjQYWfXDFj2G9EggvLc1CYmoDff7Yb3ij3U2aiOuj+Hs5FFTn4+pDw5JmAz9L76GXTkZk4lK13en4qKrOT8NqGI4L6OK8kI2JunYsqcgQJH5lYhGStMmJ7lkFNhM8YE070xIKgWl18omckBoMB06dPj2kQZwqUwGq+hOhEs6zEQitPvRyby4MBq/DkYCd4amY1CkzmVsFTMb0iK7SKNwBU56eEnRRSdEpcMS20ink0aIrC4orQyuUAkK5XYUp2+HEExpOXgqtmFAVlEpaKRbhpfhkKUqKvo0/OTMQjl1ZjcqYBGoUUGXo1rplVjFsWlAk+h5kFqXhwSTVK0vXQKKTINmhw47xSXDurWHAfF0zOwl0XVqIgRQeNQoq8ZN+yxpIpwpfjr5hWgFsWTEZOkhYahRSFqQm4d/FUnFcivGjmjfNK8d05JchK1ECjkGJSRiIeWlodVBYiEjkGTZDo8SOiaXw3TF4YPqpyk7GsOj+oMjlNUbhiWkHUe+LK6YVhXwxyk7SYUxy9SnlWYuRyAhIRjVRdZPEQjmXVBUGix8/MwjRMiyCwRpKsDS3o6ieFR8wMx8OwcPFYvIiPz9gyWtEDjKJIaU9PDw4fPoyDBw8G/Tubkclkgk1pBH5kfJYVnrZwHO0cjFj9+fN9jTFZGL490oKBMH4wNpcHXwpMw88nkCM1VUYQRABQkR29uORItAppxJpHAH/6fAA4P0w5C8A3SUYqiTCc784pCVu9fXZROm8hyuGfs3x2+El9cUUOUngmLD9yiQhXTS8K23Z5dYGgwpB6lQxLI5RQuGZmUWAJkY/MRHXY8iA0ReG7s0sQ7XWqOEINL8A3OScoZVHH4IdPrM2LIuQKUyOPg6/NjyVKksto7SOZkhP5N8PXNpx+S+Qlvj6etuGwHBfRguj2MryFXQmxMRaiB4hD+OzZswcVFRVIT0/HlClTUFVVherq6sD/n82wLAuTyRRTFVgARCyFgc+ywtcWDg7A3745gG0NHYH0/haHG+9tq4+5BIPN5cXzn+3GrhNdcLi9cHsZHGzpxfOf7hbsGFzbHnmZrq4jvEDjMybGY2m0ujzweCO/hQ6EqVg9nEhFN31t/BOtRi5Fqi6ysAq3xDmSNJ0yqIr1SIRMtLlJWsgk4ZcnxSIaecnRLVcFKbqIRWCVMgmvFcNPEc9YE9VyGDT80bDRlpC8rPAElFqe71Sr5J9E3Dz3E1+bn6Odg+i3hhcTvrbYHO9FPMV5w4nucGw92gmnJ/zzOZZnx393NoQsW7o8DP69Qbg/HYGfsRI9QBzh7LfffjtKSkrwr3/9C6mpqefU8o/b7YZIJEJfX5/gL95ms8HjIabOkXy65zhKM/QhpvOOQSu2HI3NhwPwpZL/z6ZavLu1HkqpGOY4K7cDvro5r60X5iMQjo92H0NxWkLIxH2wpRf7I2SjresYiFitvC4Gfyc/XsaXBn94llg/JrsLB5p7eY/vNtkiLj1Ey0ESbSIWkik62j5C6ldFm4w9AnJ+RBuHW8A4oo3VE6Xu06HWPiyfXRx2Mj/ebYzJ4bx90IqcpPAWt44BK++x+5t7cWF5dvi2Jv77CfAJuL+vPYT7Lp4aZKXqGLTi9Y2x/96Odg5G/M1EsgCPZMDmxCvfHMQPFpZDd3JMDMti9YFmbK7vEDwWl5fBi1/uRVlmInKTtLC5PNjf3AvzBCimfDYwlqIHiEP4nDhxAv/9739RVBTehHy2o9Vq4XA4BIkfi8UCq9UKlYpU3h1Jh9GG33++B9+ZUYTitAS4vSwONPfgo93H4yoA6MfDsHHVjRpL+iwOrPhkJ5ZOyUNB6slw9sYerK9tiyjGdh7vxuyidJSOKM5otLvwSRzRLoDvLVSrkAb5DvlqWx2MGoWz5lALKrKSQqwdbi+DdUf434Qdbi/qOwZCCk0CvknlUGt0p+BeiwPtA9awPhwuD4MaHquan+Y+CwZtzrDWK4vDLSgi6mjnIOwuT9hlwx6zHR2D/GIBAA639cPDsGGXxRp7TVHv1wGrEyt3NOCGucFFai0ON97aUhf184ez5lALpuenhlSSd3kYrIkSsfjp3uMoTNUhd4Rw+vZIi+BghNZ+C3714TZMzU2GXiVDl8mOw619cYV7f7L3BMoyDSFWrBM9JmxrEC5a6jsH8cTKrShM0UEmFqGpzxyXYOEA1LQPCLo3CcIZa9EDxCF8LrroIhw4cOCcFT7+KrD9/f284sdiscBsNkOtVkMkEhYNdK7RPmDFS1/vP93DGBcGbS68u61e8P4sx+GvX+/HheU5qMpLhkRE41iXEasPNMUt5DwMi1e/PYTMRDWyE9WwOD2o7xwUZC051m3EP9cdwg3zSgMTS5/FgTc31QqqfP721jo8etn0EP+TD3c0CPadeGNTDR5eWh2UqoBhWby9pRY2V3QrB8txeH1DDe67eGrQkpfHy+CNTTWCLE9OD4P/bK7FnYsqIB4mXBxuL97YWCMo94zJ7sJ7W+tw0/yyIKdii8ONtzbVRu8AwIbaNrT0mTG3OAMahRTtAxZsqG2HxRnbvdFptOEvX+3H9+aVIl3veyHrGLTi7S116I5iyXN6GPz+s92YU5yOopMlF/Y39cYUgQn4rCOxRtWFY8DqxG8/2YnLqwtQlHayIGtzL1YfbIq6PDgSL8PGXfCXMH6Mh+gBAIqLsTpgX18fbr31VsyaNQsVFRWQSILfhK688soxGdhEw2w247HHHsPMmTOhVCp5L4hf9Gi1WshkMjidTixfvhyJib43YLPXjG+M3wT1vzhhMbRiYZVlz1TufW3t6R4CIUZoikKGXgWW49BptMWUZE4lk+D80kxknQxn33GsU3BknB+dQooFpVmBcPatRzvQLsDKMpwkjRzzJ2UiRatEn8WBzfXtgvPW+ElLUOG8kgwY1HJ0m+zYWNcWs+9GjkGDOcVD4ewb62IXLmOJX5Qa7cQHZSLxt9svOt1DGF/cg0DLyuBtOcsBqc/3b2BgACtXroRMJoPZbI5J9Njtdtx5550wmUy8ldpjFj6ffvopvv/974ctBkZRlOBaGWcafuGjzy4GxCfFHsdB7HWA4lh4xQpwtAg044aIcYMRScGKpKBYBjTHwJhUCkbsi0TxiuwYSAiOgEs0ToGYiS2ck0AgEAiEMwklLJgm2hC0bS+zEHZoAAAirwMJfXWgGA8ocIG5VRBeD377xI+jCp+Yo7oefPBB3Hzzzejs7ATLskH/zlbRExGK8l0UiobY64DI6wgSPQQCgUAgEGKDYr1BBoWxJmbh09/fjx/96EdITU0d88GckZwUPwBAswxYWkRED4FAIBAIo8Arlo2L6AHiED7XXHMN1q1bNx5jOWOhWc+w/2ZAseNj+eqzdcHkJBEDBAKBQDi7ETEejFfl2pijukpKSvD4449j8+bNqKysDHFufuihh8ZscGcCQT49tARirwNir2NcTHSbG7+AzW1BujYHRYYKZOryIaJjvoQEAoFAIExYOEoEmnUH5lLeDK9xEPOs+c9//hNqtRobNmzAhg3BDkoURZ1TwmekIzMAeMWKIPEzljCsF17GjVbjMbQZT0Aj06EoqQL5iZOhlp3dEWEEAoFAOEegKHjFcogZ17iIn5iXuhobGyP+O3HixJgM6q9//Svy8vIgl8sxe/Zs7Ny5k3f/lStXorS0FHK5HJWVlfjiiy+C2jmOw5NPPon09HQoFAosXrwYDQ0NoxpjONEDIMThGVz8yfjCIabFUEu1kIvlsLpN2Nu+CZ8c+Tc2nvgMHaYmsGP8eQQCgUAgnHIoGl6xAhTHnpxLx27Za8zWSTo7O/Hmm2/iscceG1U/77//Ph599FG88sormD17Nl544QUsWbIE9fX1SEkJrbi7detW3HjjjVixYgUuv/xyvPPOO7j66quxd+9eVFRUAACee+45/PnPf8Ybb7yB/Px8/OIXv8CSJUtQU1MDuZy/Tk44IooePyfFj8/y44zq7MwwDFYfXgmnmz+3iItxBVSviBZDSavBcRzcjAuNA7VoHjwKrVyPkqQpyEsshUJCMkYTCAQC4cyEo0WhqyhjYPmJOY/P7bffHnZ7c3Mzdu7cCYvFMqoBzZ49GzNnzsRLL70EwJe5MTs7Gw8++CB++tOfhux//fXXw2az4bPPPgtsmzNnDqqqqvDKK6+A4zhkZGTg//2//4cf//jHAACTyYTU1FS8/vrruOGGGwSNy5/Hx5CZBxFYYSHrHAexxw5QFAZTKiLm8XG53Ni4aQ8YhonqsyMVyUBT4Q11XtYLl9cBDhxkIjly9CUoNJQjRZ15TtVUIxAIBMLERGgeH5YSBfxkKZaB2OsAd9IKFFH8CMzjE7PFZ3AwOK03wzA4ceIEamtr8fLLL8faXRButxt79uzB448/HthG0zQWL16Mbdu2hT1m27ZtePTRR4O2LVmyBKtWrQLgW5rr6urC4sWLA+06nQ6zZ8/Gtm3bBAsfABCLxRCxXjASubCQdYoCI5b5vNMFIBXJIBlFKLyYFkMs1YDjWLgYFxr6DuJE/xEkKlNQlDQFeYmTIBXxV9YmEAgEAmEiMdaWn5iFz0cffRR2+29+8xusWrUK99xzT9yD6evrA8MwITmCUlNTUVcXvhhfV1dX2P27uroC7f5tkfYJh8vlgss1lMrdbDZDKhWDoynQIgo0hFZEZkHRHFQwgoOvFo4XDjDsUNp9N+dGmtQNGiwkorFax6TBcVK4GRecruNo7e6A2NOCqRlzx6h/AoFAIBBiQwEbpAiuC6fGIETwlW+h4AYNLyhwAIb5rNIAJ5aA9roh9drAiqUh4oejhM3LY+bjc+ONN+KZZ54Zq+5OOytWrMBTTz0VtO2pJx6CWtIPMS1cnDCg4WVFmCHeBbnEJ6Q4ioHHNbQkyLIcLi4wgwJARVjGihWWY8GBBUBBTEugknJQiOtA06Nz6iYQCAQCIV5E8EJLBa8cJdLNYE7KESdkqKcKIaYZiOgRwTo0wNA0HB45aMYChcQZpH28nDAr0JgJnwMHDqC6unpUfSQlJUEkEqG7uztoe3d3N9LS0sIek5aWxru///+7u7uRnp4etE9VVVXEsTz++ONBS2hmsxn/efW34CAGwwkXJyxHgQMNF6cAON/XzYKBe5gyZcDA6BWBY7mg6s3hoCk6oomP4zgwHANwHGhKBIVUB40sAQqJEhQon54en3xQBAKBQCBERQQvlLAFbXNyqoDwcXEScKDBchwQTshQgFTshssrg92jhEzsCkyJnMAJLmbhM9KfBvCJiI8//hjLli0Lav/jH/8YU99SqRTTp0/H2rVrcfXVVwPwOTevXbsWDzzwQNhj5s6di7Vr1+KRRx4JbFuzZg3mzvUt6eTn5yMtLQ1r164NCB2z2YwdO3bg3nvvjTgWmUwGmSzUH4Y7KWSEwsG3vwcy0PA5arHwwk0NJX5kRSJ4IAMDL68w8fuhi4YnRuQ4sGDBsgwAChKRHFpFIrSyhIC/kFfwaAkEAoFAGD84eMCOkB5eyOCFb070QAwONLiT/wsHTQMysQcurxROrwwysQcUBXAC07nELHz27dsXdvvMmTPR09ODnp4eAIg7iujRRx/FrbfeihkzZmDWrFl44YUXYLPZ8IMf/AAAcMsttyAzMxMrVqwAADz88MNYuHAh/vCHP2DZsmV47733sHv3brz66quBcTzyyCN45plnUFxcHAhnz8jICIgrodA0IKK8EMVwagxFAxwHDTUIOXVyqQsMPMN8fAAgLVEPCvyZnrstbWA5BjTFAODAcgw4zneOMrEcCokGcrHi5HdvjuncCAQCgUAYb0TwQjrC4qOh+oeWuigZRDCcnGt5hIwIEFEeODwKeLwiKCQOwf7OMQuf8a7Tdf3116O3txdPPvkkurq6UFVVhdWrVweck1taWkDTQxaXefPm4Z133sETTzyBn/3sZyguLsaqVasCOXwA4LHHHoPNZsPdd98No9GI+fPnY/Xq1THn8KEoQAQWIsSSJJAGCwoyygYF5cvTw4GDlHMG7SWiKFDgv2oJEu9Jy47PhkNTNGRiOaRixUkrEAPAytcFgUAgEAinDRosJCcdmf3IYQN7ciWFo7ygwEAEb9S5VkQDIgkDm0cJl0cGGc2fC89PzHl8zlXMZjNe+v3PIFXIQYti8PFhKTCcCNkp3ZBJfIKFpbxwyYKLjcpciaA5fh3aOFAHL+uBXKyETpEItVQXMacPgUAgEAgTDTE8SKI6g7b1cemBpS6XR4zWnlSIKAa0wEAilqXg8koBjsETT66ImsdH0Ky5dOlSbN++Pep+FosFv/vd7/DXv/5V0GAJsZGqyUJ2QiGyEgqhlemJ6CEQCATCOQ9Nc5CJ3eAEBh4JWupavnw5rr32Wuh0OlxxxRWYMWMGMjIyIJfLMTg4iJqaGmzevBlffPEFli1bhueff35UJ0EIj1KiPt1DIBAIBAJhwkHTHKRid/QdIVD43HHHHbj55puxcuVKvP/++3j11VdhMpkA+BxrJ0+ejCVLlmDXrl0oKyuLf+QEAoFAIBAIcUDzOUMPQ7Bzs0wmw80334ybb74ZgK/elcPhgMFggEQiiXI0gUAgEAgEwvjhYYVJmrgTGOp0Ouh0ungPJxAIZwhyqQgcB7g8TEzHiWgKKTol1DIpPAyDHrMDdpfQUi8+xCIaqTollFIJ3F4G3WY7nO7YMlNJxCKk6ZSQS8RwerzoNtnh9sZ2LjKJCKk6JWRiMRweL7pNNni8sUR3AgqpGCk6JaQiEWxuD7pNdjBMbH2MJSLaF0XKsCS+hXDm4/GK4GX4U8L4GbPMzecEFKCRiyGVCvtyAcDDAG4vjek5WmiVvoech/Ogyx0cdpcm1UFCnd2Ws13HI9dGI/iWjZM1CujVMtCgYXa50WW0jXpylElEUEol8LAsrE634OzdOqUUuUk6yCS++93h8uJErxl2V/R1dKlYhNKMxJPHcgBopGuUaOo1o88iLORUIZVgUoYGEtGwPrQqnOg2YtDminY4AEAll6IkXQsxTZ/sQ4QMnQoNnUZYHML8AbRKKYrTdCezqp/sQ6NGfeegYCGXqJajIEV1MscWh2SVGBkaFeo6BuHyCBNyCqkESRo5xCIaDrcXvRZHXPeGUiZBbpIWarnveWN1eNDcbxZ0LhRFQa+SQSOXgOGAQZsLNqew73E8EItFyNApoVZIwbHAoN2JbpMdZ3Kw8szC8FUKzhpYN2AzBW0qUOkA2pdw12ynMWASQSqmIBE41dpcNDxeGhr5Ka7VdS4gogGOtYON4aWVY2hwjAQucwNcLl/uHpZjoWCDEzh5aSPYszxKK4UOPmcxTUMtl0IqpsEBcHq8sDo9Z/RDyw9NU1BJJZCKRWA5Dk6PF44olgq9Sg6ZWAScTPFkAJCg4dBvdYJl4xE/FHRKKRTSoZ85I+UwaHfCG2XClIhEMMjlgLUTfolBAyhUcuhjnGCijEevkAPWHoyUJ+liQCJ2RD0eAAwKBVhzV0gfWVIOMqfDl9KeFwrJcgUYUydG2ndyZRx6XA5EU4EURSFFqoDH2BnSlifn0OexhzkqGJqmkSxRwG1sD2krUDDoZ5xhjgpGIRVDp5T5husFNDRg0HAYsEa/FsMR0TSSlHJQji64TupPCYRdV4qikKiSQSIWBWpHJioBK+3xCWrBUJBJRBDRFLwMG7P1zQ9N0zCo5RBxFPw1L1NoIEHDYMDqQmz1eShIRBQoioKHYU/rM8g12H/aPvuUwDGAxxK8zWMHKJ/Kcbnk4Lxl4DiPoOee3S2F3SODUuKARDSGzs0EHwwLULQStFAZCsBXWouGTFsM2TCLj8MdbP3QSdPOeotPz8DQOcslYpRlJZ58E/ehBCBzeVDbPjCqB4+Ipk6r+V4qFqEsMxFS8dB9ogXQb3XgRLcp7DGJajm0KQlh2+wSOxp7Y8/EnW3QICFBFbJd7GVwqLUPLM93VJSSAJkqfIJPCW1DZ78lbBvg+/5zU1IjtjOsGT0mfsEgk4iQm5Qcsd3tMWLAyi8YVHIpcg2JEdsdroGoVh+dSga5QR9+jAAaHf1wuPnfhJJUCsgTw7sFyAA02Hvh5Zn8JWIRsjOSwtbxY5Ru1HUMhDkqPHkGLeRaZdg2qciO5r7I91mWQQN1mPtJBqC3I/p3CQByqQQlaQkBKyIA2JweHO028n4H4cg36KDUKsKOp48zCbYsquRSFKYMWTZZjkP7gBVdRluUI8P3pZaJ4WE4mByuuCxyufpzweLTErxNlROw+MjsNCixHJRYCjrKVGtz0bB7aagULFQyGdzucfbxOSfhfCKGomIQPpTvTYkSK0Cf1DU06wbLBtcBo8VK0Ccv/NmKB0MTaWFyIqSy0IeWRgIYdEBnjA8dmqKQl6xFqk4JkYiG0+1FS78l6gQbDomYRm6SFokqOUABRpsLzX1mwT4uBSl6yBWhk0uyXoVeGxV2wtZp9KAl4SekBK0cnt7YlhMoikKaIRk0HTpZyiWAVu1FrznyxKBU6kBLwj8eFEoxPP08kz0tAi0JnSADYxMz8ETJyCqlJbx9QORGNMMrR8ui9OGEJ0oqM0qk4O2DE9nhiVJqhhIr+fugrfDwVNQzqFUQS8OnstBJVOC6o1vw/KhUOtCS8M8ZlUoCT1/k+ywpITHiPaHXAgMOI+9nUxSFkqyUIAsk4PvNF1ByHGmLzdKh0+ojvoRqNRQ6LdFffqRiEUqzUyAelpSWBpCbpoaTHUSvWdjzg6YolGYmIlE99IzzMizqOgZgFLgsG+iL7549G2DEgGjEPShWAiLfnEiJ/fMsxVuCwuakYHdRUMs5qOQUABEoStgLb8xrK7feeis2btwY62EEQhBaZWSRx9cWibLMRGQkqiE6+QCTS8UoSdcjNcwbKh8imsKUnGSkJagglYggFYuQolNiam5ykAWHD30ES0m0tojEUfZOIqLDih4/8ggTmB++5YdoSxMeL8PrgCzEMmB3e3knc7Mz+nqzzeWJaNXiOA4WAX2YHZF9ohiWFeQXY+Y5X7eXgTOKj4+I5zoKaR8On0O2J4p4EtGRpwshYxi57DocvVoeZAUSxBgsR6XqlEGiZzhZicLzpuUla4NED+BzzC/LTPQtDRLGFJuTgs1FQSXjoJLHfh/ELHxMJhMWL16M4uJiPPvss2hvD123PlthKQlIAMTYwLfMEqs7i04pg14dXlDkJWljEg4ZieqwD2epWIRsg0ZQH7wfF6GRz1lXqCPvcDwMy+uv4Ygy2XYZI7/pdguwojX2msMKhn6LAyZ79PPhOC7i8l6X0QaHAMHhZVi0RFiSa+u3wiNgacXlYdA+GL7+XXOvRdCSqtXpiWh5bOwxRXVF4RNOLo83pmi7Hh4LBl8bwC9YLQJ8fKK9OAh9sfAzwPO78Pn4RCeSEIvWFgQFpCaEt9aKaBrJmlDLNiF+Rit6gDiEz6pVq9De3o57770X77//PvLy8nDppZfiww8/hMcTW6jqmQcFq1MUs/iJyy/1LKefxz+j3ypsbd6PPzolHBIx7XMYFohOEdnapBNoieITKpHM3r0WOwbDfCcuD4PmOPx7OI5Dx2D45UKn24sBC79/TK/ZjrYRooHjOJzoNgkSLv0WB4609cHicINlObg8DFr7LKjrGBR8Dt1GG+raB2Bz+iw3TrcXTT1mHOs2Cu6jrd+Chs5B2F1ecCwHh9uL411GXl+WkTT2mHCi2wSn29eH3elBfccgOiIIonA0dBnR3GuGy+0Fy3KwOt2oaevnXW70Y3G4wy+5cMCJntjujV6zAx0DoeNuH7CiL8pYmvvMYV9Y7C4PunmE8vD9IsFxXFTn/5G09JvDWhYHrE70WoQtUTl5RCNf23BEFMVrDZOKz+6glVPJWIgeIE4fn+TkZDz66KN49NFHsXfvXvz73//G97//fajVatx888247777UFxcHPegJioU54GXo2CyUdCpOAixMHu9vpB2QjAtfWbolFKo5cFiostoi+q0OpJo/g2xODrz7cpnpRpOU58JOqUMkhEPvH6LE/2RHC45oKZ9AOl6FZLUCtAUYHK40TYgzDIRjpY+C0Q0hYwEdcDSZHW6UdcxKCAiCmjqNaPbZEeCUgYWgNHmjMm6MGhzYdDWG9fY/fRZHIKdVCPRbbILslLx0TFojUnojITjOLT2W9DK4xTOx9FOI+wuL1J1SkjFIlidHrT2m+OyBp7oMaHHbEfCyWXXQZsTNgHLflanBwdb+pCfooVWIQXLcuizONHUZxJ0P1mdHgxanWGts52DNsF+Sn48Xhb7mnuRqVdDp/SNp9/qC2cXGtDVbbIhK1EddllY6PVmTgr7SEt1Nldsgo4QnrESPcAonZs7OzuxZs0arFmzBiKRCJdddhkOHTqEyZMn47nnnsOPfvSjUQ1uokGBg0bGwO4RCxI/Hi9gdlIQajE9l2BYDgea+5CmU0KrlIJlfZaeWEUPAAzYnGAYNuDfE9RmFe74Cfgm2pFr9X74rFTDcboZ7GvqQbZBDU1ggnCgM8pbMcdx6Biwhn0jjwe/haa13wqVTAwPwwqa4IbjcEcPwyeMP6MVTiOxOj2wxngv+I5z41BLX9yfW9cxgKK0BCRrlADle5noNNrQFIdVEwAYhkVLDNa7kbg8DGra+zEpPTHwosJxHNr6Y4vqaum3oDgtIWS73eUdtXAnjK3oAeIQPh6PB5988gn+/e9/4+uvv8aUKVPwyCOP4Hvf+16gDPxHH32E22+//awTPiIRIIINGqkIZqccgxYWOrkzrOe5h6FhdspBUxxEnBcu43E4nb63M5ZjoGCCH2AekRFMDNFiZyKpdOgDijUDxpObJQBS47EKs0BnSzMMGsXJBHE+PAwLo9mOVDqGN0nL/2/vz4MkOe86f/z15Fl3Vd89PTM9GkljSZZ1LLJltPwBi/VdbeDAGLxAEGADyxq8awNGDsLwW7B3Yw8DJrDBa8P+YZsIQotYb8ByBhteYbwG7DWSfEsayyPN3Xd33VV5Pc/vj+yu6equI6sPzdHPK6JDmqysrKx8sjLf+Xk+n/cHNlSatNs9feYFIUG1xYyR8Ecnob4C2yXMtGBPicr7RgKtuMw3p6PumutMeRGqS/H0UCQlUqnr99sAaMGFl2JvISEEfhgRSTnatagKC75DMe12okdtP2S90WZayJG+W3vtFvfxkSEE5e5lfguMWI54bRcZ3oFU8Tg0fZum75BxfFJmQDRAr8so2fV5ZOFz7NgxpJT8yI/8CF/84hd58MEHd63zz/7ZP6NUKo266RsepUAIC9s2KBohlZZD1ctQSAddkZ8gElQ9B8uUZJyIMDIxnQKmu/nkrEKiHdUVhlXCFLd2aKh1iKZgLR+qZYNi2tl0to2otXwUo5eGXqpBPrTJuTZCxKHqahMUyas8NBrNABQMcTR4xWnu04C61YLVlsC2DKSSm+0TRr/+mG5v36hbBhmA2jFF65bY8nsxpYUQJsIQtAKDZmCRdUMyLsSPx/0RB92kdIsPfehD/OAP/iCpVP+y3FKpxMsvvzzqpm94pARhOBimhWvCmAHlpkWtbXWmvbamt2wTillBJE0iBFbmGB17Bunj7/iRmc5x7Fvcx6eqDjncEML6wcwEUG3ScYPVaDSaxAyZQXRtk3zKIVKKatPblYNo544f4s7dAETebuGTPd7x8bEECNOmHUI72PLpsRkmegBElGxafmTh89a3vnXUt9yy2BaUMopyM054zqYUlabAMugIIZ3XrNFoNBqAU1MFTo7nO1NfYSg5u7jRs6LzKBNG0PIF+dTB5PTs5NaeW3kF2BI/Gw2DckNgGSpxxZdGMwrFjMuxUpaUbdIKQq6sN0bskaQ5CpiGYG4sF1deqbhoYLmavNLpRqCUdSmkXaRSrNVat0SC/Wwpu8sLzLIM7pkb59nzywNNP48aYQQZ53BED2jho9HcFMwUM5w5dm3uP5d2mMyneeHqRv8S+SHMjeeYK2VxbZOWH3Flvbbnsm/TEERKjXRztcy4NchkPo1hQLXpc361OlLlmW2ZnJ6K24sIAeWmx/mV6kg3Stc2OT1VpJSNQ+0bjTbnV5K3KIG44/ltUwWKmbhL+Fq9xfnV6kCn5J3kUja3TRUppB1CKVmttriwWh3JjsEyDe6fnyLjXru0T+RTjGdTI/X0ul4IIbhnR+uH2yYLvLRSObBqx/0ghEAx2nm+xVwfF3nDEMwUM3vy69LsDS189kkQQrkpsE3VmeoaxedHc7QwTYNTE3kmcimEIag0fS6s9jZi28IyDe6YKe1aLoTgzpkS6/X2yE1dT08XOb7Nkj/jWpw5NoZlGlwZ4QYzVUhzarJAyrGIpGS50uL8SmXozVoIwX0nJzfn7mPGcimKGZevXFxJJH5M0+CB+UlSzvabfJpi2uVLF5YTCRfHMne1I5kqZCikXb58YTmRcEk7Fg/MT16zUzBgppQln3b5yoXlRMIll3K4f36yUxHkGCZz47EdwlcvriYe3/nJfJfo2WKykGaqnk5kmNj5Xm6c4B9KSbnhvSIdy09O5HbbSQi4fbpIreUnandyGGRdm9PTxVjYqtij6qXl8kjieFBLjtSo7TpucSwTmr7ANDiUqI8ubt0HW6JnK6fH2Zz2CiVUGkK3tzhEenWqfqURQozUJ8kQgvtPTjI3nsN1LBzLZKqQ5sH5qa6b904Kaadv3y3bMgY6V/fCtU2Oj/WuUDs1WUj8naaLGe6aG+/su2kYHBvLcs/xiaHvnS1mukTPFoYhODVZSPT5c2PZnsfNsgzmJ5Jt48RErmerhEHHaCfzk4WeHlIZ12I2Ya+401OFnmOcTztM9ehA3o/xA+gTJ4TgVcfGeOj0NHfNjXHviQled/sM+QGu5tvfOzee4775SR44NcXp6eIuI89BTPfpHA/sufXDVmTxvvlJ7j0xEffvG+HykXYs7p+fpJR1EUJgGIKJfIoH5qdG+m6D2sTcClN5B4llxlNdDU/QaB/8tV5HfEbAMEBJHxmFBJGg0nKwjIh8KgAZV2eaAgqp+LVyXZJxQlRkEDYXCVR8ckcqxAm7w85RQNyW9hamIPYXajeEYKqQppSJvTL8ULJSbQ7sZdQLxzIZz7rYlkkYSTYa7cT29BBP68wU46iAEOAFkuVqY6gh3HjWxQkjgh4BldN5jyvrvQ3TUpFNUO8/BZWRVYRIfuEs2A5Bo/++TtrJpopOZkoE9d1fJgscS9VoDGhRUDRaBPXeJXgZqSiI4a0tCngE9UrP13JICqI8dBt5fIJ6788qEFIQw6cfsiokqPe+ARaFT00Mj6Clpex5XgCMGR5tkcxMT7ZCAr/3vpi+TyHBvkwX0oyZEUH9mp+MAO4qKc755b4RLIHgxESOXCqKDbqAlANjk5Lzq9VkRqLtiMDvfaNzI49CwuOwhWUa3DZZwLbKnfL5XA4mzNgVPQlzuSyy5e+qvhfAfKbFSsKp5tXlKm6PxqeRVNTLFQqbpdhB/Qar8z9oZABeuXuZuNIpZw9bFiqaJWVJDAzqbQslQzLu8Gu0Stgf6ta+0x4wQoBSIX4QGxiaRkjBbSNUd6NgS0DBDam2U9TaJq4ZEvlVIuOagaEZdf+AZWTALW5gmBb7qzWfKmRI2S1U0CICTGA2C7Zs0/ST5YWkbIvJfBohNi9WFuQLsdV9km0IBDOFDLbZRPrNrU0wl4UV2RrYaTtrhEReb5GWUpJ0n5uS8gVhO+gyZ9xCSoUI6qRF8vCiGVlEA0SJIxsgBl9kTMNAhIJ+1aM500OKAe0UgoDI6x1BiKL+x6J7GyGR6B3tisKIdIKbpPIiItn7Mij9kLQYnvMUeQqjT4dvgoC0GH5jDNv0jeoR+KRFsqqfViPEcHsfE6/ZJi2GPyQULYi83p837rSp9zmHs65NWsTVytsxgJm0z3pj+HfwmhGu3Xs8glay/e/a33QKI6oQ7TidMwZMuMl+8ykUkdf7PEgbyc4RgKANq+s1Shm381sOI8l6vYUtI+zN4Y+86x/NPlRkCOGO34RX7hgYRr6LUlMoGZG2JUrZNDwHpSIyzuDxSjodq4XPCEQRRGRp+ha2tVWy3vsiY9pgWrDeEETCxi3dRWoz6h1In5bf3dV+4gj4+CytXBm+Uh9KWZfS7GTP16YKEV88tzh0G0IIXndiBqfHfPrsmOSL5xaH5mNMFTLkZ3objI3nAr50frnve4vZMcaKvUP5bT9kaX2p73tlmN1tia/g+avrrMnRkpsNXzBbnO0Zpm96IZdW+u/HFiaC28fn+k4ZXAnKLDX6C4925HLfRO/xvLJeZ0n2juRsR6o0d02M93xtcaXKkhwutA2R5Y6JUs/XLi1ssCSH39Rco8D8jmqdLV66vMa6HH7Dz9kljvWZFjt7YYWaTHbDL7dMHpie2jV9V236vLw6PFfIMg3OTB3r+3pIjaVW7yjYXWNjpPpMVYkg4vkEv9GW73DfzOQukd/2Q15eS5YvtZ1TM7N9u75bZpOlxeGRxdn8FKk+03z1aoulcvJI9lITzLYg49pIpeKo6I6vdGbiCPj41F/qXpa7vePj4zXAsGwMS2GakLfBMAUNL4NhDq70ilSyyLfO8RkBhaDmmV0+PYOwLSikFK9ATuAtz85mpttxbLPvxW07WdfuKXogTpQtxNagA8kPyKfJpuyeUZktBvX6Wh3SLX2p3OBrF1dZq7Wot31Wqi2+cnFlTxVdUinOLqwT7QgLh6Hk7EKyi3gkFWv13p8tpWJ1iC9Jpent6v4OcSfypL2XVqqtnl3BN+rtxAnai+Umaz2O/Uo1eWPTy2u1nh3rFzbqiXvPXVip9rQmuLhaHSmh1wsivnx+hYVyg6YXUm/HyfNfv5QsQTqM5MCE7r3noiS7CFabPl+/tNZJbldKsVZr87VLqyOLnmEkTRMclBCedJprO5FU1Fp+/B31vSER2ZQi6x5czo+O+IyAEjaWUBSzJK7Ysiywb/Ep21eCaFB+gGLXTbwXwy50SRKmgwGfE0Vy4M1lrRbfqGdK3U/F9ZbPpbXhN/tK0+t5g90L5YbHsy8vM13IkLJNmn7IcrU5Uvn1t5YqpGyrK0lZSsXZhY1EHeXPr8TdxSdyKUxDUGnFgm6U6qEXFzdYrbe6ytlXa63ENxSlFM9fWWMin47L2VVczj5Ks1ypFF+/tMZkPq5KUyqeOi2P0Dk9jCRfubDKdDFDIeUQSclKrbWnKiY/jDi3WB75fVtcXq9xerq4a3nbD1kdIAI2Gh5TfSI+o3SRrzQ9vnR+GdOIC0T2U01WbnhM94myJt2nhXKDQtphckeS+dX1+p6tJDSjsxXpaWxOBe6n2ksLn5FQ5FIRxohJyIaOq+2b1Xqb01L1zINYq7cSPQ022gFhJLF65GNIqai2hl8IV6st5ifyPSM7ywlKhV9c3GCt3mIiF3vXVJo+S5XmK1IqvBMviPbV7TsII758YYXJfIqs6xBEEau11kglvgch5jbq7X07367VWvu6iSmlWKm2RioX77WNpXKDJUZL4D1orqzXMQ3BifF85/dWa/mcXdhADjhPl6tNpvJpxnaUo7f9kAuro59nBxHhubBapZR1d0WEN+ptVmrJInpKKV64us5YNUVpU9iuN9pU99vcSzMyByV+tPAZAUMFGGJvJZWa/RGEEWcXNrjr2FiX+Gl6Ad9aGp4PAvGT+UvLFV51bHeOzoWEZnMtP+Rbi2XunC11iZ9q0+f8SrL9WK+PFlG4kenc8NFPvrcSF1drXFmvk3Ftwkgmm+JS8NyVdWZLmVjYC0Gl5XFlvZ6sousQ8IKIL51f4eREjmLa7UzRXt1ojDzNdBACW7N/DkL8aOGjuWlYq7V4pu0zlc9gWwb1dsBqbbSpkeVKEz+MOD6WI+1YeGHE1Y3GSE/7S5UmlZbPZC6NaQrq7SDOd9Hz9ZpbiK1clFFQSrGw0WBh4/pGrbYThBEvJXw40twc7Ff8aOEzCgKUkiiVPJSvFChloMIWMoifeqQKMMLu8L40mkiR3Kr/ZsSm99OSIQSZlI0AGl6AHBDilgEsbfO72csJ3Gi0+Waj+0I4mgUgRD4sbUugHfX9Go1G0wsZ3Dii8VCQfnwB3U7YjMvcARUaKGVu3mv7bybjgsKg3jZQKLKuRCnt43PgmAYo2USOoE9UZKAiG6/6It6mN4ZUkrTsPrlDo4wUt3Yy0LSx+wedsi2KaQexOX2lUopKy9cN+zQazZHE21gbvtLNjIog2JHzFTQ7Pnael0KF96BUgBxStJI2QFkOjZaLCj1sM1mEUgufEYgkCCODMUJfFWGAEAZu4QxuZtOZUwW0/G5Pi6Izi93HE+hWYXm9+ztnXJv54+O7EoVTCl5YWL9ufXmOOkIIxrIuWdcmlIr1ehtvgDGjRnMrIYS4LsUGW5wam71un/2KIH1oXOxelp2HTR87t2kgrBTCcjAS3GpzNgjPoNHO4pLMC08Ln1FQsYgRIzgsCxH/kISV3nLkxpA+UnZ7xhhWBuMWNzAM6K72mBkfw3R6l5rOjBusX7nxu0nfyJiGoJB2QAiqTS9RlYxlGtx7cqLLN+nktOLFxTLLe+jcnnJMso6NH0lqbX9PeVBpxyLj2nhB1NPrJgkZ1ybtWLSDcKTu79vJpWxc26LlhzQHOF8PIp92cCyThhfoqOYNhGUanJ4qMllIYQqDetvn5ZXqnioObcsgitTACrhBGHay/m43LZEF5o57nZXpGBgKa+s+KxJ7LeVSsZdqtZVM0mjho7lupPpY0wOkB7y2HcMQZBybSCasPDkiTBcz3DFd7DTPjKTkpaXKUFO+26eLu8wihRCcmSlRbXm0/WT5bVud47d7FrW8kOevricWDaYRN8uc2Nacst72ef7KeuKSecs0uHtujNK2Bp3VpsfzV5N5DUHc2+2e4+NdTTrX623OXl1PXHKddizumRsns83zaKXa5MWF8kg3yFzKZqaY6YinhXIz8ffQ9EYIwX0nJ7v8qHJph9ecnODrl9YSi5+pQobbpgq4tolSitVai3NLletW0XbUyKYUYUIfsls7qURzQzOor1U7wcV8bizL6++c5cHbpnjo9hn+yW3TZPv0KTpKFDIOr5od6+oYbhoGZ46NURzgTi2EYLJPB2xhCCZyya0cbpsq7DJqTLsW956Y6N+Tagd3zJS6RA/EDt73npgY6JC9nbuOdYsegELG5e653m1HevHqHaIHYDyX4sxssm0IIbj3xESX6IH4RtnLKLAfM6UsD56a5thYjol8mvnJAt922zSZEc95yzQwkzqw7kBsNgq+Y6bE6elioo7tg0g5Jicm8pyeLjJVSCce1+2YhtiMxu2t1+F0Id0lerYQQnBqspBoG1OFNHfNjXX2IT5OGV5zMvm5qtk/aUcnN2tucBbKDaYLmZ79nq5uDG45MFXIcPtMqWtZNmXzmpOTPPPy0g31lLWfnAHTEDiWiR9GiaMLx0q5vj205sayfZ9gDTGgUSb0NH7shRCib98p1zaZyKWGGv1ZphGfGz3IuDbFjDPUGTnlWLvM9LYoZlyyKXvotFc+7ZDrc3OfLKRxluOxGcR41iXl9L7UzhYznF+pDB1bxzK5Y7q4a1xty+DMbImvXFgZ+H6I+93dPl3sCKWNRptzS5XEU26mIbj3xCSFzLXjcXw8x8XVKhf3YFA4VUhzZrbbl+tEO+Drl1eTOYgLODVZ4PhYrrONcsPjmwsbQ8dkO4Pa4eTTyURlP4GUSzlM5FKxm7jm0AmiZCJTCx/NdSN2g13nzplSJzohpeLccmXoTe3kRK7nctsymClmEvdq6sdsKcvcWI6UbdIOIq5s1FkqJy8zNYTg1FSBmWIGyzRoeSEX16qJnX0NITg9U2S2kEEYAikVi5UGLy9Xh4qo1IAn30HTi5FUtLyQtNt7nXrC3BjbNAYKqEH7sIVrm33F27VtDBE+QyIAKdsaKnyG7WvKGS583D6iB+JImmOZQ6dpx3Kpvsc0n3awLXPglFc+vTtSNpZNcf9Jm2fPLyd6UJifLHSJnu3Ly02f6gj5MK5t7hI9ED+83D5d4uzV4fl98xN5Tu5oDlvKutx7YoIvX1hJ/LARDmxDM3wbpiH6CluIv5MWPodPEELNSxb108JHc11ZqbZYr7evJeG2/MF9uTZJD7jQZAa8loSTk/muJ7iMa3FmtoRjGVxK+GR719w4E/lr0Ya0a3HX3DiG2EjU/PLMsVJX3yPDEMyN5TCFwYtDOkq3g7DvFMSwG+z5lQr3nJjYtbza9Ps2Jd1JEEkiKTH79GoZNMW5hRdEKKX6ThMkyedqD8kDShLpGLavSXKeBn2OlAovQXRi2MzUsNf7tVlxbJNjpWyi1iX9pkEBpvKpkYRP3LKl905P5lN8c0iUVAjB8fHeDz/ZlM1Y1k3sjr5aa3FyPN9TaCdpayFVPI79vs+NFH2+VQlCKDcFltBTXQeOaYKMmkRB8jlbGRnIyMQrn6Pdji8MUkWko+4LTWCWiUaoFrsZmTEGNOLcvKdOQqLMs8bKSv+pl6bHjLG3/k+mIZghR3tt9xjPoIis+tBpCdcyyfprtHvYcRy3FBiDbzKWYZAPer+/CBy36gOfUlurF2n72d0XcgXNaoMZY8CNtgmXX7YoZl1sM07SbHoB5abHjFADozDbWbt6hUJ6dz5RGEnMeoMZY8iTtIL1q1fI9piG8MOIVLtBath5EsLGwpWeItkLQnJBk9ywbXhQXbyM0yN61PQCxmRr6PkqmoLacha7x/lab/lM0R66Datu0rZ6Tx9GkaQU1Qduw22t0vZ6D14hCJgxhovaqLxKu8/N3fWSbWOLnO/SXuufbzZr1AYmfVuGQbCxSr943YT0sJNeA3xYvHSeUibVdX77QUSz1hx+rgIbC1d7nqtKKag2mDGSi5/22i3u4yNDCMrdy/wWGPHv1Gu7yPAOpIoSNZ8OIoNqO4VpSDJ2snNQC58RUAqEsBAjdB0VSiCkgekUMN3NJz8VEu2YwzasEuaIzU9vNloH6I1RCVJMZ3bngCgF6xtlArW3pMucbWOm8v1XsGxaQ6qSMm4K0+2dn2ICYcUgGPAUmLNtTLf/PijLGrgPrQBk02a2mMU04yt5JBWL5QbVoPd+db3fh3U/vgfEI2Yzqjd1uyFQVprx7LWbiRdEXC7X8VXvJ/WdXK0LjtmZroTslhdyuVYnVAPGaBtXanGkbHuuRr0dcLVWJ0q4jct1g7mxbFfifLXls1BvIFWy3+zlqsHx8dw1EabiTvKLDVAJjm0rhEyYiTvIb0fBwnqN1pDvIq0Stt37uhUEHq0E38MTeXJ9EqkbrUaibWxhSpuxPud4EEoaQx4uhBQYzljfcudWo05rhGtAqwXV0CCfcjAMQcsPqbVAkexcXWgI5lP5rmlipeDKRp3aiEV3pps88f6mRAagdohSt8SW34spLYQwEYZADBGdQSSoeg6WKSmkI6JQl7MfOFKCMBwMM/lhE8Tix8oco2PPIH38HXYkpnMc+xb38amqgysirNbByBQ5NnbtwhSGkm8urLMR7uNzhIudm+z7cn19haoa7CWTNjLYuf4Xr4qyCAdYq0vlYOem+r9/dZmGGiy+qk242hLk0g6COJ9KqmQVKgdFpQx23STrWgSR3MynGe2iXlkHt2aSdiz8UNL0DGA8+QYUlNfiROeUbeIFES3fAPpHG3YRwvpKPL3q2nE+jhcYQO/E6X7bWFuGrGtjWwZNL8QPDSB5pVy1DHNkmSlmO+Xsl9ZrVFrDz/eVIMfpsd4VZAtrK9TU8P24ULe5f3xq15ROsx1wqbEyUll+tQUTxmTPKsNzV9epDhNRCtajErM9kuj9MGKhvUQ04oNW1YflvXqmKiivxnlT+ZRNEEnWam38cPTfnJ07vseduEmIvN3CJ3u84+NjCRCmjTDVQAPDIIRqW2CbUMwKDGEiZbJEfS18NDcnCs4tVbiy0SCfcoikpJLQpG8QtZaPF0Q9S2O9IKLWGp7gu95o981x2ai3h87519s+jXbQs8S23vITG/BJpUbKuzgMgjCivE+fGS+IEvv29KPth/s2DGz54b69ohpeMCwnuz8Krm404s7iI3J1o0EuZXfljaHgpZVKYof0ejvgqxdXOT1doJByiJRirdbm5ZXKnsz6nru8xm1TRaaLaUwjFoMXVquJGwa/tFzBsUzGt1XueUHIc1eS+ysdKEp3cH+l6OT0GFDMqqE5bjvRwmcE1C2eg3MzchA3tO0opTi7sMG9x8e7fHCiSHJ2YSNRpUgQSr65UOauY91VKy0/5FtL5UT78fzVde49MdGVn9LcNADUaEZFKcXZqxsslJsU0w5Sxa1IRhVy9bbP1y6uHsg+RVJxbqnMuaUyhhAjiycpFc9dXiObssm5sTt4ueFd13YTmsNnv6IHtPAZCYVFyzdwRpyR0r/Dm4tq0+OZl5eZKWZI2XGbg6VKcyRvkLVai2faPlOFDI5p0PACVqqtxBf3th/y7MvLjGVdUrZFKwj1RV2zb6pN77pHAXux1/YOAI12sOc2JJqbi4MQPaCFz0gIQpqBgdUWZFPJfqhKwT6j9JrrgB9GiUp8B+EFEZf3sQ21+VSu0WhuXozNnlPXZfrtFuKgRA9o4TMSQkVkbEnDiw/bMPEjFdSaAqEbg2g0Gs1NS9a1KWxNETa8RP3RUo7FHTNFxjbL5Ottn3NLyXOqNNc4SNEDWviMhGFAympjGjb1toWSIRm39w9AKqi2bAJpkDEjwuYCgYrn0yMV4oTduRpRQNyW9hamIHR+ikajubk4VspSykq2stJP5eJ2O4Oal1qm4PREEUv5BJu56C5wz3hsEjrIXDOo3+KGhzIAr9y9TFzplLOHLQsVzaKERKIIIkGl5WAZEflUABL6HSGVwPcHtPAZCSFAqZC0HaGUTcNzUCoi43TPLysFlXaKSELOaaGUQeRXiYxrBoZm1F2ZISMDbvHk6bTY39SR5tYjZVtkHBshwAsjGu0AxWhTAmnHJu1YCGKn5aYXjryNrGt32lO0/JCmP1rOiECQde3NztzQ8gNaCRyqu7YhBDnXxrE2jSP9MJHLtWYwtmlSzDi4ltU5rtWWlyivKJ9yyFuCyOt2cJ5JK/Cb+FFvAVN0XURYIeoxfFPpgNWwf+Va1Mdo8pZBhrDz+3vljoFh5LsoNYWSEb5k05wwpOC2EWpwzmzSHEgtfEYgisAwM5i2Rd4GwxQ0vAyGqTrTXlJBtSGQwFhOgcjghwK3dBepTcuJQPq0/Ctd2544Aj4+SytXhq90iDiWiVRqJAv5Y2ObPbssk1YQcmW9nqjlxFHCNA3Gsy6WaVBvB4lD+XfMdPswQZyo+tVLq4nalkDcGmSq0O1BU2l6fOPSWqIbmxCCVx8f39XMdK3W5oWr64kupKYheM3JyV1tQpbKzaHtRbawTIP75ye7Oq1PAJfX6pxfqSTaxkFjGgLLNPBDOVJSvWPFbTAyroUfRixWmntOPs64No5lbHonjZ4smXFtHpif7KrQzALpls9XLq4O/V7HZ2ZI9eldZxl1Li33HpvJsQlSfRrk4ocsVZb6fuaZiSPg41N/qXtZ7vaOj4/XAMOykSjqnsC2tqa3hht9Rkr7+Bw6W2KnsanQ066i0hCEEkoZhW3pxOYbgfFcituni51GgtWmz4uLG0NLeW+bKnBiWxPEjGtz5tgYlmnsuwnqrUIp63L33HhX+5D1eiwa5IBkzrGsu0v0QNxn6dRknpeWht/spwqZXaIH4s7rx8dziZLT58ayPTu4T+RTzBQzLCZoTHtyIt+zN9pMKcN6o53Il+b0VLFL9GxxYiLHeqM9ciVWyrHIurGRXq3ljyRcLNPgjpkik/k0QgjCSHJprZbonM+mbO47Odl1Phwr5fjm4gbLIzwwuLbJ3XPjXcd1qdzkW0vlkb7LqclCl+jZIpd2Eo2vY/VP0HSs/hH6Qc7sg9rNaGKkhLovcMyDyenZiRY++2S7+Gl4AiFUR/T0wzYcTqdOv0J7eGswXcwwU8xgm7Fj7eX1WqKnyGLG5dXHJ7p68BQyDvfNT/Kl88sEYe+LkGOZnBjvbal/arLAYrkxcpWGEILJfJpixiGSirX66De0fhhCgGCg2OiHY5mdVgiVppf4ydq2DO6ZG991YxnPpTg9VeTcAM+iiQENLydz6UTCZzLf3zl5Mp9OJHwmcv33YyKXSiR8Bn2XiVwqkfCZGPBdJnLJG4AKITgzW2K6eM2osOWHPH9lneaQVitbvPr4OIVtjsqWaXB6OnZ9HiZ+XjU7truHnoA7Z0psJEwKjqNwE7sMPGdKGaRSA8+rnRT7NOsFKKSdoePb9IKuY7HztX4sV5tdY9D1WkV3ah+GH8YOzochekALnwMh7apO1Mc2GSh6NKNzerrY1Yk541pM5FJ84/LawARDiJ/GezXWdCyT2WL/rtT5tNO3IadhCHIpZ+hnb8c0BPeemKSQuXYh3opKXFgZ0Lx1CBnX5o6ZYsf6v9r0ObdcTjy1MDeW4/RUAbF5dVFKcWG1lqgMfzKf7vk0DTBTzPDScqXv07nRr8nSkNcOfBsDKi7NhFfcQZ91ENvo1/W7F7dNFXbdcNOOxb0nJnjm5aWhwriUdfve6E9O5Lm60eg7pq5t9nQbh/g7jGXdRFGfUsbpu53ZYobzK5XEDx2RUn1vckmmQi+u1XhNj+MRhJLFSn/RVG54XFytMj/Z3bJiudLkallHi5OQdg9H9ECiPtiaQUgFlUYc6XEshR8KGu1bPDntFSTj2l2iZwvDENwxUxr6/myfporDXhvWFXjUcPX8ZKFL9GxxciLfs19RElzb5P757n5HhYzD/ScnO9N6gyhlXW6fKXZED8RP27dNFZjol5+wDcfsH+o3DDHwpl8ZkAc06LXtVAduI5korTQPYj/6f9ag7Xd/Vv9tjBLtOdajdxXE50qSMR30m7BMo2crly2Gic2kYnTQuSsMgTvCk+WgaNtqgkhcueHxwtX1LvPSesvna5dW+0aLt7i4WuNLLy9zYaXKxdUqX7u4yjcXNhgx7/5IYgiotQWHlduvYxP7YEv0bM/pabSv5fwkNTnU9Kc0QBRkXAvHMgc6KgdRhN1nnj7oU5EBceTED6Oe8/htP4x7Lo3AwGmZQnqk6NEWJ8Zzu6cViJONT4zn+NZieeD7Z4u9b5IAs6Usa0PMEwdVPvlhNDCJfLnSZLaY2ZUbE0WS86vJImBXN+pMFzJdHbEhfhpPaj55eb3OVD6Ns+OG3vbDxHlcF1ZrjGVSWDvOs0Y7SDRVBnB+pUox7e6K7lSbHqu1ZCaWjmUMjA6lEgiGge7kanDuSjuI+v5mgMTn+KBSb6UU3gh3wwurVQoZh1yq+zy7ul6n3Ei2P6vVFqu1FinbQko1koN7wwtGvlZo4lkTKWPvnmGpI3tBC59REKCURKkoFj1NkyhSFLMRlhmX2WVcUBjU2wYKhWNJlDJQYQsZHO2kNpvRXYiFNJBB/9PUpI1N/wvRysZaPN21EwWr5XVs+lyUFHzrylXOHCthbnOgDKXkxasb2EO6o+9ERC1knwCrKVt7OjZZK4sMet9Ys1YwdJsOXt9z0iYc+v5KzaPRMLv6iW1xZaU6+P0Kzl66zNxYjrFsCsMQ1Ns+l9fqhEHI8PoNQMI3Ll7ixFiOUtZFiDjCcmW9jgyjZNsI4esX2pwYz3XyQcpNj8sbDUSUbBuRH2/j+HiOQtpGbTarvFJuYCpJEpMKv93mG+fbzI3nyKVspFSsNdosbNSxEibzqlAQ+LWu87XrM7za0DGt1T28to3dQ1Cv19sYUbP/NIGCCwuLcSR2h/5aKjcI/Xqi49loeDQaNmln95FbrTYxZCv5VIWE5y5cZjKfJpeyUUqx0WhTafrJzo8tVDzOwGjv2wP9ftO3DNK/djC3CJtxmTugQgMwyaUlDc+k3IBiNmJAsLGDUtrH58AxDVCySeRDpZ0hUoqC28SUku0zH2kDlOXQaLmEpo9pgFd9Ec872u0Hpo3Rf9Bmw8AzeyePBpFkXLYGTtjKKpRDt/vmrOJpklwQkBt0BfVg4aJB2rEwDUEoFS0/JCfl4Pf1oLm23HeaQLV8po3RnwpldRmv1XubMoyYNgafb2F1Ca/d+xIQ+MPfD7C6cIli2ul8N6UUtXYAXsB0gmPkbcD2iu8CUBjl2Cporcd/W5RgtEl8CY1V2H52jo+6jQjqK7A9RjQx6jZCqC7D9njX5IjbKC8ukOuRHxNJhdVsMW0MF1GrVy8zlnG7pkCDUNJotIe/vwULl01yKRvLMJBK0fRC2n6y82GLtYVLjG1aJGzR9iOaTS/Rd9hFHRqbg+PCSPvySuNtrF3vXThcVATBjohs0Oz42HleChXeAyqgYEsqUYZy3aDgNrHNwcImoe7RwmcUIgmIDNXAQQKlXIRt9p4uyNkgPINaK0PGVLiFM7iZox3xWV5fHP1NElA5TuzI84mk5FtXN2jK4YJhuR7nChXSDlIqyk0vebhaAgcwz1z3be6ZGt+V59DyQi5uJPOc2UmoUtwxVur52pXlCmtycA5D1be5d3r3Piml+NaV9UTHFgmLNbAsA0sYeGGkG6leR1ZagpPpHDPFbCfq0vACzi1V8GTCE9mHhciglHGxTYOWH8T5TkmH1d/82w8SFiqQTTk4Zuzjc1TMHE+NzV7vXThcpA+Ni93LsvOw6WPnNg2ElUJYDqYJJTueXan5haGRH6GSXde18BkFBXXPRglBKauwB/g4AORS8TxlEAmEld5y5D6yBAxPruzFxY2Qqt9ippjFsQwa7YArGw28wIREEwlQ8aDibf0obA4/YL378792tcltUwWKaRcpFav1FudXmoRqb8nNS3XIZhRzO0ThwkaDxZqCIcc78OH5xTZnZkudhFIviPjWcpmKl/zYAtuSEPUl5bqi4NxawMVKjYxjEURys+zaYpSxCSI2z6GIOOS0t9/ufil3go6j7f/NjGH3z727JYgsMHcUeliZjoGhsEAIA7HZ3NUUUMrG+bSVpjUw50cI7dx84EhhEyrBRDZ5slXaVahb3YL8FaDc8BInI96oNNoB37h0sGHsl5YrLFdbjOVcBLDR8EZqglhpejz90lJnKrAVhLrq5BYgCCMqIyThajQ3Msamp0+lIQ4k4VkLn5EQ5N1oaKRnJyOurrlOWKYRJ5YqRa0V3DRTNvW2T729v7mFYS7WGo1Gcz05SPGjhc8ICBVgm9cn5Ks5XE5M5JmfyHfKgb0g4psLG3sqM9doNKORdiws06Dph4n7tJmbRqJSKertm+dBRbN3Dkr8aOEzAkLPAdySTBcz3DbV7bDq2iavPjHOsy8vj94cUcDxsRyzpTgnqemFXFyrsTHEF+dWRQix75uS3satScqxuPvYGLlNKwEpFVfW61wY4uU0W8pyerqAuWm97Yfxg8rNPh2uGc5BiB8tfDRHnuM9mmUCmIbBTDHLxYSGelvcOVNidpuDbj7tcO+JCc5eXWelenT69Ezk05yayJNJ2YSRZKnS5MJKdaQKtulihpMTedKORRBKFsoNLq3VRhIOc2NZjo/lcB0LL4i4ulEfrcmsgJPjeY6NZXEsk7Yfcnm9nticEGKxc2oyz0wxi70phi+tVfd0Pggh4uMRyUS9r7aTckwmcmlMw6DW9vckxg0hmN/6LqZB3fO5uFpjfcRtGULwmhMTXU7NhiE4OZknlLLvGI3lUtw5W+pa5lgmrz4+wZfOL+tp2yPAfsWPFj4jYJogoyZRkDxZWUYGMjLxyudot4/208iMsfeeVIeJUV+l3eg9pjk/YMZIfnOyTZNStEa7Rw7zSVthGnXUgMihIQQZx8a2DKRUNLzgpuzmnHFsJlJpaEB7Ux9MANlCyEotWZfuXMphzElBjY7t3rSAXD5grZ5sTIppl4LlorZt45gJuZxPuZnsRj2WTZEz1pCVa9s4YUM+41FN+JuezKVJs0pUuVYndcqFfLo1krNvPuVQTF/z2PGCkPV6O9E5knVtxrMp2LQvmE6DZ4Ws1FojCcmpfIbUtu9iAbenoRC2aA1w8+61P9RWe1oqzghFaPR23562MrTXrvR87ZTjsxHe3JHV9tot7uMjQwjK3cv8FhiblaVtFxnegVTR0NZBeQcq7RQbdYNCqh17BCVAC58RUAqEsBCDOhvuQCiBkAamU8B0j/aTSOuQw/umIcinHCwz9pOpt4KBImOLyCz2NRf0vBYtlfxn4rouptu7HNUEwmr/Fhu2aXBqstDVYqOk4tYMg/pS7cTYjAgoYp+gJMfgoDk+VurZwDTrwqpXG9opXCCYL5V6tmDIu7DargxsbQDx+VAqjdGrRVTJgZV2eWBbDYgjCcVisedrYw6sLGwMjWClHYtcodDztXGrxNpiOdEYlbIuEzt6cWVcsFKSl5YqA7fhWCaT48VdxyLjQp42Swmah8br22TzPZzQgXGzyLdG6Jyec9KYbm9zUhPwy6JnM1I73fvcAjBVQKsxvF1JLmVTysQGiV4QsdZo4486pX1ImO7Y9d6Fw0UGoHY8MLgltvxeTGkhhIkwBGKIWaUAipmIasug6mXI2MlErxY+IyAlCMPBMJMfNkEsfqzMMW51e4ZhVNVwwWiasXGaIWJ35aT5Nfm0w13HJ7r6JTW9gK9fWhtqVrjQznBmbPfFJpKSy0vLeCr5wLlGBjvX/8JVW7Lx+jyV3Htsgkx2d/L8fFbxjy8tJZrWmC1luX262BEMQSh5cXFj5GkIiG9yx0oZXNui5YcslBu0E0wj2JZJptjfhM1uVam2B9+csikbtzDd93VRz1MdMtVUSrk4+cn+K1QyVIccl6l0Gjs33vf1aD011D4gl8li50o9X7MBb81NdFzvmpnF7iHQbcBpbrBS7S9e5ot5nHxv8TWRlrxYXhj6+QDFbB4713s7NtBadRNPv2VElmN9jksUSTak0dNaIbAnyfTp4dcOGlSH+GKdGM9z23T3d5iQiq9fXkvcENY0BDPFLFnXJogilqutoWI+KXbu+IFs54Yl8nYLn+zxjo+PJUCYNsJUGAkqog2glIt9fup+byG9Ey18NDcMk/k0Z2a3Pc0puLRe48LK4CkywxDcc3x8V5PIjGtz5lhpqHfOUqWJY5nMT+Q7Uwh+GHH26sbIic3lZhspVc9IRX2AkLNMg7Eeogfi7zeRSw3NKemV+2BbBvfMjfOlCysjXZgn8mnunhtDbAsRHCtl+cbltaGVblLK+IbVZ0Y4ybTMsEhMksqfodvoEU3YtY0h6xzMNoZ/F9MQAzujZ12LlQHv79V7awvLNOKxShAYHDh2anPsE7Jaa+2KcG6xUG703Z+rGw2KPYSPUip+3wBc2+TU1O6IlWEIzsyWeOalpaH77dom989PdnWJPz6e48XFMssJI2eag2Ur52e9miy6fQN3LNEcJTKuzV1zY90hbAEnJ/LMFDMD3zuWTfXtCD3ote1cWqvxxZcW+cblNb52cZV/PLe0p1L2rQjLzpyJIJR8c0C3dHNAV+0kr0P/JG1hCI6VkketzM2bgNgxL2IYgruOje1avpNIKtYbvSMpUirWEnQb94KobyQljCQbfba/nboX9E109YIo0fRhpdG/vUmjHSQSk+v1dl9xU254BOFwsRApNVDs+UO2UW/33896O3k7ivV6LOx7vtZoJxKCW4SR5Lkra7seBpYrTS6s9o8IrtVavLRc6dqPMJK8cGV96HiUsqm+52/asUj1aIy6kzOzpS7RA3HC+Z0zpYHiVHO4GAJyKZ3jo7mJmC1m+l6Qjo1lB+YgDHqa3Xo9SW+uIJQHUnK+Um1R90JmixnsTW+SpUpj4A3OCyL8IMLpc+FMcpNODbjoJrmgb1HIdDeH3I5jxw0oh03vfGuxzH0nJ0m71y4xSipeXNxI3Cft7MIG952c7LqZSKk4e3U92Q1WwQtX13nNicmuqEIYSV64up4ooVcqxdmrG7z6+HiXKPfDiLMLGwPeeY0wknzz6gZ3zY13RQLbfsiLi8m2gYLFSpPj47vFbRRJVmqDk72Xqy2Oj+fIuDtatSgGioydeEHEt5bKu4Rxyw/51gBh349ay+fpl5YoZpy4QqzdX6xu5+p6neVKk3zaQSlFteX3FWSjMVjUW6ZBaUBkdjybGhp10lx/tPDR3BAMelJyrcGn6aCqmEjK61Le2vICXl6ujPSel1cq3DW3O59krdZK1IaiHURdpcFdr/nJp+yGxZaGRXwgFgZfOr/MVCFNNmUThPHNOUkuyxZtP+TZl5eYLmRIuxZ+KFmpNkeafmy0A57Z2oZj0g4ilqvNRFGWLSpNj6dfXma6kCZlmzT9kOVqK7HRHsBavd3Zj61y9uVqc6Sb9YWVKinbZCJ/LY8hDCUvLKwPzatRSvG1S2vcMV1kIh9HPVp+yMvLlZHF/nKlSa3lM1WIhX3DC0b+Ljv3bS/+O2E0+oNKpdnuOw3b9sOh5+fOhr67Xk8QmdUcDlJBvZ3sAU8LH80NQdMPmejz2rAS2VrLZ73eZjy3+0ns8lp9T53Prwcr1RZSrTM/kSfr2vhRxFKlycWET+RXNuqUsj1yH+Tw3Ift1No+SqpOvtN2okjSSNgeQyoVR+pG03/dnzfivvcijCRXN0bw7elBEEajef/0wAsiLq0lj67sRCrF81fWyaUc8imbQMY3/qTTS0EY8cLVdYQQmIYYmgM1iJYfjuxvdSPQ9iMurFY5tcOwVErFiwkiVn4Y4fkhbp8HjNo+W8do9oZUcXJzmPBSr4XPCBgGKOkjo+RPrSoSqMggbC4SqKNdzl4Q631fq2+s49nFnk9Mq2s1CmKw+LlydY2wmKGUcRECokixVm9Rqbcp3EQPYUEdzu24v+ZheBgGiBpw6fIKM8Vsp2w5ihRXy3UsP0h+HCK4ulBlukdu1UK5QVZ5ifZHc0h4sBUgycLexkLu8X23AJX1VV5u2pSyKWzToL3phaSCKNFv5OpilRM9phyrLR9a9X1fb4L6zefbNRIyAK/cvUxc6ZSzhy0LFc2ihEQmSD6TCqotm1Aa5Bxdzn7gCAFKhSiZ/MxW0kApk8ivEhlH28AwLQY87UpYWq0znkt38kukVJSbbSIvIJ3gkFcqVaoVgWGITjJpkvfdSrSbNS611uKEbgVeGKFQIx+HZqPGcmCTTzlxdEDKTXuB8MgdU82tR+jB6rbLsSD5tSJsw+JKhWLGxTavGY1WWz5psf/ocuTd4j8wGUK4IyfNK3cMDCPfRakplIxQYrAIVCo2MIwkFFLNm8/AMAgCfuVXfoW/+qu/4qWXXqJYLPLoo4/ya7/2a8zNzQ1870c/+lE++MEPsri4yAMPPMBHPvIRHn744c7r7Xab97znPTz55JN4nsdjjz3Gxz72MWZmZkbaxygCw8xgjuCNLY14Xtgt3UXqiPv4LK30dlvt4MPF9bjCyxDQ8MK99TQ6wAemtGszV8qS3mx3sFCuD6yQ6YUQgmLGwTQM6u3k3kT74iA+og09bXU1mqOOt/l3CJyZOAI+PvWXupflbu/4+HgNMCwbw1KYA1J2pIJqQyCBsZzCtrL4CXMIb5hy9mazybPPPsuv/uqv8uyzz/LHf/zHnD17lje96U0D3/dHf/RHPP7447z//e/n2Wef5YEHHuCxxx5jeXm5s84v/MIv8Od//ud86lOf4rOf/SxXr17lB37gBw77K2n2SNMLbohuy6Wsyz85NcWxsSylrMtMKcODp6aZKiQzyYLYWPG1t8/wmpOT3HN8nNfdMcsdM6UjO82g0Wg0+6WT0yO5uZuUFotFPv3pT3ct+6//9b/y8MMPc/HiRebn53u+77d+67d4+9vfzk/+5E8C8Hu/93v85V/+JZ/4xCf4pV/6JSqVCh//+Mf57//9v/Pd3/3dAHzyk5/knnvu4Qtf+ALf/u3fnngflb5bHRmEELxqdmx3zpGAO2dLrDe8oVU9tmVw74mJXaXhx8ay+OH+El01Go3mKLJf0QM3UMSnF5VKBSEEpVKp5+u+7/PMM8/w6KOPdpYZhsGjjz7K5z//eQCeeeYZgiDoWufuu+9mfn6+s04vPM+jWq12/SlhE0Ra/BwFsq7V11PHNAyKaWfoNqbymb5+OHN9zAZvJrIpm6lChlLWTVTi3gtz05V6qpDes/mbZRpM5NNMFtKJzCp7YVsmk4U0k/l0TyfhJLi2yVQhzUQ+3Xfch5FyLKYKacZzqUSmlYeFEIKZYoYzx8a4c7bEWI+KySTbSDnWdf0emluLgxA9cANFfHbSbrd573vfy4/8yI9Q6NPgb3V1lSiKduXqzMzM8MILLwCwuLiI4zi7xNPMzAyLi4t9P/8DH/gA/+E//IeuZf/xfe+m5pk4NiMd8IR+bZpXCEMIxnIpHNOg4Yc9+/MMu5EnudEPupHbloEhxHUrtZ/Ip5nIpTCEoNryWCw3E++LaQjumhvvsg9o+yHPJXDO3c54LsWrjo1dEwkKLq/XOb+SvP59upjhzplrzUyVUlxYrXF5hGja3FiO26YKnW1IqXhpuTK0Rch25ifzzE8UOlOYUSR5canMajVZF3kE3D5VZG5btVAYSs4urLOxB4+b/WAYgtecmKSQuSbuZ0tZFsuNxCaF85N5jo/nMI2439Zytcm5pfLQ0ntDCKaKGXKbPbBWqq3r4sOlufE4KNED1zHi88QTT5DL5Tp/n/vc5zqvBUHAD/3QD6GU4nd/93evy/798i//MpVKpfN36dIlDBVgCUW5KQgS/hZbntDC5wYil7J57e0z3HN8nDtmS9w/P8lrTk7u6vbcaAd9fU6kVImclAeZoflBdN1Ez5nZMe45Ps50McNkIc3tMyUeODWV+Mn8jpnSLs+klGPx6uPjiSM/acfi7rnx7siIgBMTucTtNfJpZ9d0pBCC26YKXSZ/gxjLpbh9pttGwTAEd86WevaD6sV0McP8ZKErb8s0De46NkZ2p1NyH46P5bpED4BlGdxzfOIVb4NwciLfJXq2mC1lEx3X+ckC85OFWPQAiPgY3XO8n1NXjG2ZPHjbNGdmSxwbyzI/WeDbTk/3tFXQHC0OUvTAdYz4vOlNb+L1r39959/Hj8eZ7Fui58KFC/zN3/xN32gPwOTkJKZpsrTU3VhuaWmJ2dm4O/Ts7Cy+71Mul7uiPtvX6YXrurjujgufgJwb0Awdyg0oZiMGXZMankHDE2QchQpbyOAW92cYgr2HEiHLMjleylJIu0ilKDc9Fsv1kXoCbWEagntm81i0kdsCEwUH7py0eWlpW6RBwcsLC3Ei8g4urdUgbDDslrZR8/FKBnaP0oSrq7U9HY/9MpZNMZVVyKA7mpE24dSYNTTvyDQNJtO73w/gCJjKqER9tGbzeYiayB4PBbN5wWp5+DaO5Vxk2DsqM5cXVBP0BDuWT/f8Llv70Wwm+C65bN9tHMvDBS/JNvID9+Pq+mjnynguxUQ+jSkEdS9gsdIgTOhWPZHqvy8TaTnwuBqGYK4ger6/4EAp1d8A887JEinDQwbdEa7bJ2wajSBxqxPTNJjIxT362n7IeqN/f7HDxBCCUtaN9yMIqTT9ZG1S+hz7WwbpQ7TjHAibcZk7oMLYAkYpiVKboqdpEkWKYjbCMuMy9l4olewcv27CJ5/Pk893d8ndEj0vvvgin/nMZ5iYGPyE4DgODz30EE899RRvfvObgbg78FNPPcW73vUuAB566CFs2+app57iLW95CwBnz57l4sWLPPLIIyPts2kAqknBblKJMpTrBgW3iW3uPthN36EZuKTNNoYCr/oiXoIL4K3MtDHaD9owDCZzKQwpoAEmMAEUcpK1epvEnRU3STkWsrraswo1B8yYze4LUxMWLplkXRvLNIikpOmFyCBkOkmsVMHylYuUtvW+UipusaHafrJtDMAQAsc2EQiCKErkxFsULt5Gb1uBglRMG4O7S1uGgVfu3we8KH1sY/h0V8Zz8TZ6X36EGr4fAK6Xwtvok4eV4LsA2M0VPK/3QLihZNoYPlVlNlbxWr0jXakgYtpI8Luvr/Wtjs76IdMjeIAVMy5px+qUW48DpZxibUCz1O3I2ipen+ifPeT7WKZBUF7t+/oUPtke54dAkPHX8PoEUudsn6Ycfl7Zlsn4Vs6ZAmyYKaiBjWJ3YhiCrGNjWwZSQTsY3spiJ5ZpMJbdlqflQmhJNhre0P3wNtZG+qybDhVBsOMBK2iCiH/LnpdChfegVEAUSSrtDJFSFNwmppQMOnwJdc+Nk+MTBAH/8l/+S5599ln+4i/+giiKOjk44+PjOE4cen3DG97A93//93eEzeOPP86P//iP89rXvpaHH36YD3/4wzQajU6VV7FY5Kd+6qd4/PHHGR8fp1Ao8LM/+7M88sgjI1V0AUQShJHBdExKdqxCa35hV+Sn4Rk0Q4NsWuJYDn5o4BbO4GaOdsRneb1/TlUvbpsokC7sDnO7wLqoDmxc2ovZVBZ3LN/39XJtFW/nHKa/+bdXJFytxN5EpiFo+uFIPZ76Ucq63D5dvDadAKxWW5xfrQ58qsxlS7h9ElWDKGJ5gKgBMBAcK0337Vm03l6nKocfMMvJUeyT4N1oBywnuPinnTz5Yu9psXLTY7k8vAFoPlUi2+d41KotlqvD843GM+Pk+yS7r5cbLNeG5xtNZydjsdKD5bUayzLZQ0Mh43BqZne/N4Bsqp0oRyfnFpnI9Z7SGrYvlmFyfGyq7+sVr8yG3C2cLMtgfmy67/s86iy3BrcMMYTg/rnJnhFWmQ14/srwc8qxTF59YrxrG0Vgpdrk/EqyFh1CCO47NrlritIFVNbn+av9HewBTo31n4m4JZA+NC52L8vOgxH/htymgbBSYDpUPRMJlHIRtjl8ClzcbAaGV65c4c/+7M8AePDBB7te+8xnPsN3fdd3AXDu3DlWV689UfzwD/8wKysrvO9972NxcZEHH3yQv/7rv+5KeP7Qhz6EYRi85S1v6TIwHBkFQhgIYWIKKGXjecdK0+rMOzbagqYnyKUU2ZQgiEyEEAgrveXIfWQJGK0ypJgfw+gzmZvPmVyujCYgaoGFYff+8URS0ght1CH9JCqdB/bh1WDDSDkWZ45P7yq1n57I0pTOwMTeqmcyNdb7GFRbzeFjJGGpDsfHd2+j3vZZaxmQYJwXqopjE72rny4vryc6V65UFdPjmd2WAwquVFoJtyGZKGV25SYpqbhSayTaxuWq5N7C7uMRScnVai3ZNiqSu+Z2byMIJQu1KmHC304hV+x7jo8VMgSLw6NPFzYixgq7x6bpBVypSuSAfQlCKHtmz755fhCx2hQ93x+E4Cu3b5Pdqjd8PMeyKdxU79SIgg2m4w2N3Nw5M46b2i36ZiayLDcElR6FEDspZVzSmX77kcVc9QfuR7/xu2WILDB3XAetTMfAUFgABvWWEYuerMJOWK0pEjpn3zDC57bbbks0/3n+/Pldy971rnd1IkC9SKVSfPSjH+WjH/3ofnZxF4aAYlZRaQjKTYFtgh8Ksq4im7o5GmPeyAyalt+LuWG56VFr+T2fzq+s16+7YWJSpgvpvl2gjxUzA4XPYqXJTDFDbscxCEPJhYTNUM+vVBHEfkRbgqHc8Di7sJF49tEPI75+aZW7jo2Tdjet6iPJyytV1mrJKqFafsg3Lq/xqtlSp2lkEErOLZcT3aAgbnD7wpV17pgtdUrh/SDixaUyjYQO3Rv1Nt9c2OD26WJHLLT9kLMLG4lduleqTWzT4NRUvhPFa7YDzi5ujNRM9CAKx9t+yFcurHDbVIFi2kWiWKu1ubBaTZQr8+LiBvcen+g6x/ww4rkrawMT+l9eqXLP8d3Rqo16O1H3dssYPHdsm8bQrLqxbH9xNZ5LJTqv7CFWBo5loHuZDiYIIVQwnt1/InMvbhjhc7OyJX5WqwZ+CI6lRc9BsV5vk3F7T4esJ0ig3YWC566scefMGBP5+AInpeLyei1xB/QbAXfA008/76EtlFJ87dIqJycKTOZTiM1y9gurVdp+spu0UnG598W1GmnHijtW76ENR70d8MzLS5stSgRNLxi50q3S9PjHl5fIujaCvbU5Wau3WT+3RGZTgDX3sI3lSpOVaousa8V5XH4wagoaVzfqLFYaZF2bUCpaI1gDbLHR9HZVh21RTigGIRaVz18ZPCXTjyCUfPniCmMZl4xr44fRZo7N4AOyVmvx3OU1Tk0W4mMQSZaqTS4knGKqDzheUqpEVgsHIRwbXv9ojlKK5oDXNTFSQT51OKIHtPA5EFrbmsoFUaxWD2vAjhKX1qqMZV2yqe45wrVam+XqaPk9WwSh5Pkra9hWXG3V9sPrVla+V5oDwuRJLqqRVJxfqYzkl9OLMJLUEpT1D2MU75+eKBJHZ/puQqkD2caofdx2IqXa1zHdqLdZrbaY3NFWJQwlLy/vb7xHQsFGwxvZg2i93ma9vrcikJYXsFxp9ix/v7RWS1QJWm56fc0akwrHphewVmv1LP2/utEYKYJ3lGl5gpSjOAz/S3173ieNtqDhxdNbaffatNdBeA0cdSKp+MqFFY6NZSlmXJSKqzOWqs2Rn6Z3EoSSIGF5743GUqXJ8fFcT5fiS+s3T+RKczicXdig0vKYymcwDUGt7XNprfbKNMe9zry4WMYPI2ZLWSzTwA8jLq/VuboxODF6i5dWqjyQdnblN61WW2yMIMjOXt3g9hnJTCGDMARSKq5s1G+qyPL1xLGg6cc5tMXswYsffWveB9tFz9b01vacn1JG6WaU+0QqxZX1OlfWk124blZyKYeMG3eAr7YG+32EkeRrF1e569hYJ48i3MyPqTZ9Tk0WOttaqjRp7DeiormpUEqxsNFgYeMW94PpgVKK8ytVzq9UMU1j5ArKlhfw5QvLnBzPk087hJFipdZksTxahFkqxbcWy7y0XMGxTLwgumlyCG8EDAMKKUXdE4cifrTwGQHTBBk1iQJB07dp+g4ZxydlBkTb7i15ByrtFBt1g4zjoZSBVz5Hu/3KWs/faMwYyebqjxKGEEzm07hb4UEHwpRktdokGGRYEcLCpTihUwhBGEkc0+A1xUxcau5DFhjPK9ZEm6avxY/miKHYW2+CEKrLsP1qNS3Y+0NsuPnehO9vr93iPj4yhKDcvcxvgRFfA722iwzvwDIj8g5U2yk2apJiqs0wY3gZ3WRVXTcDSoEQFq3AphlYZN2Q2NW+OwdFAMVMRLVlUPfTZOwI0ylgukc7qa015IknZZuUMilsKw5RbzS8xG6tNyvHx3JkdlRYmcCUM8ZLSxXUsDm9bYfn9vEido/k5kk3fvrci9u1RqN5ZTHdseu9C4eLDEDtCAK4Jbb8XkxpIYSJMAS2qSgaIZWWQ9XLUEgHAyM/Qtzgzs03I1JCO0zhRdamT4/NTtGzhQGUcrBRE4TKwMoc41a3ZxhGVfV//JospDlzbKzLT2VKKr5+ea1nE9FBGEIwN55jPOsCgo1mm6vre2tzMSqWaTA3liWXcggiyUq12bcU17ZMJqZ6m5XZgFFbTZwcmnYscmMzfV+3ajk2kjbM1NyQCCGYKqQpbct3WxsxETifdihmXKRUrDfaIzsSaw4fO3f8eu/C4RJ5u4VP9njHx8cSIEwbYSoME1wTxgwoNy1qbWvgtJeIkp3PWviMgBImzcCgkE5Wsm4IyGcUDU8n+gzCNA3OzJR2mcgZhuBVsyWefnkpcTKzIQT3zU92efUUMg6TuTRfvbhyqOIn5VjcPz/ZlXQ8U8xwYbXKpR5Jja41xO/DtqBvI4Nu+jkpb5G0eehBYltmLAJdmyCSLFWaif11tnBtk7mxHJnNsvnFSnPkqqe0Y3FsLEvatmgHEYvlxsh5T9mUzbFSFtcyafkhV8uNkUVDIeMwU8jiWAYNL2ShXE+ccGwIwb0nJ7oap86UsixXmnxzYbhDtRCCM7Olroqn06rAy8sVrh7BXKCJfJrJfBprM/lbV1vd2NhW3Jy03DyYnB8tfEZAYZGxJdlU8oljIRjYyFQDpbSzqzv6FinHIuvaiUuNj41lexoUZlM2J8bzXFg9vDyjO6aLPSutTk0WWK+3d32H1mbCYz9R0hrhxtr0Q4JQYvcSU4pE3eQPkoxrc9/Jya79mS5meHm5kjhRPZ92eM3Jia62HDPFLC8ubiRuVzKWdbnn+ESX4eNsKcMLVzcSGyVOFdLcdWy8k6MxRtyp/BuX1xILuWNj2a6Gt2O5eD++dmk10bl9fDzXs1v8dDHDRqPNypBo3txYdleZtxCC22dK1NpBYjFpGoLZUpZ8yiGSitX6aNVOEEdFTUNctyqz26eLXV5HY7kUM8UsX724ciQq325WDlL87LNN4tFCEJJ2Rn8quA4P2zcVYsjZOyyasZ1Bzqtj2d03joPCEGKw62uP16JIslju/bRdbfojTfHFpoLlnq9d2aiPFJ0QQuDa5kjHfSd3zpR6irDTU8W+Pal2cmZ2rEv0xDsHd8yUElnYCyE4c2xsl8v1VvSjn/v1dizT4M7Z0q7E1K1oZJJImmub3D5d7LntM7Oloe8HmOzhCbNFv75a25np4W2zxXSPfni9sC2DB05Nc3q6yGQhzUwpw70nJjjd47v1wrVNXnNygm8/c4zX3THL6+6Y3eU3dNgUMm5Pg0fXNjk9lex7aK4fW+InlHGp+14D+DriMwJJG6BpRqPa9PtGPsJI7ttYbq+4tkkhHT/ZVprewGkyMaRqo9/98aXlKiCY3dYvar3e5sXF4dMXO1mptgjlGifGc2Sc2DF3odzoK6527yTMT+Q5Pp7DNAykVCxVm7y8VBnJ5NEyDQqZPj3JRPyE3RoS9Uk7VsdJeSeGIShlnKFRjlzK7hmB6+xj2hnaCqGYdnaLr03czX0cdn6OZVN9BVIu5eBY5tAk/kEizUwg4Ho17rz2WrLn39smiz3H5Ph4jvV6e2D0yzQE95+c7LQWgfj3dffcON+QayNFjRzLJJ92kEpRHfK73EmvB5DOa32MC4chhNCl6q8gBxH50cJHc93xw4iLqzVOTe1u7PfS8mg33Y1Gm1KfyM4oLrK3TRU4MZ7viJkwknxzYaOvq2wkFfWWv6sH1haVZu+pBKUU55bKXFit7qv9wxYb9fbIUw9b3DZZ5MTEtadhwxAcK2VxTGOk9gXDgiBJrlHDIilJolEHkfc0LBopEnyboccjwQGpNv2+kbIk05h1z2fM6n1jT5rvtNXmpedrQ/pYTRczXaJnO6cm8onP2fnJPCcn8p2xG/a73MmgYz1KgFMIwfxknmPFLJZl0PJDLq3VWE44BavZH/sVP1r4jIBhgJI+MmHmOICKBCoyCJuLBOpoV1AURP+bZ2V9lfMth/FsXM7uhRHrtTZtL6Awwgld31ijZuV3dXn2gojKepVCgu69pazLjCsJGuWu5XcW4SWv0vfpfGGxzKnJwq4LaLXlo1r1wd9DAm1wAfc6TI2ahmDakQT13ZGmgoBpp0I7qSCLoL7h4fZJbgvqFQpi8LaEL2hVWj27t6MgaibYRlvg1Zo9BZBSQGtj6PkgmwZ+rdHzphhJhemVh24jbGwQ1Hs79gahxA3LQ8d8fXWdoihimt0r+qGktlEZug9rK2Wycve5GUaSenn4+wFkUxL02U8r8CiI/pHFAq2+x8BRg68NWxQzLsdSkrDR3Xpj2O9yO16tQuDke75W9wIKIpmz8vHxHAU3QrXLBMQ30tN5SEeNkdt07CSo3+JJ1jIAr9y9TFzplLOHLQsVzaKERA6oajEFFFKCSsuhXJcU0gFqkPfZNrTwGQEhQKkQJZPfmZQ0UMok8qtExtE2MEwPuagEbVja8eCW3oMIWFqtkU87pDdNAdtBSK3t45LMSXvMlkRe76foCdejHPUZxwAWlqsUMg6OaSKVouEF1NsB6QQ3luuJa5rIAYGDrNFCiORTjhsbLaYK6V2P0Y22jwjbicZ1baPFZC69a8yqLQ8z8hJtY3293bP3UrnRxlH+8PNBwka53TOxeK3WIpXkmIRQKbd3RwOVYq3WIi0SPBBJWFipUcy4pGwLhaLth1RaXqLzWvnx72Ism+qISS8IWa+3cZRM9Lto1qNdDxRbBK0W6QHHQgU+kdc7EhtFkrQYnvA+5gz6XfqUo+FRn8iDeq29K3qmpKJSbZIeIqYBHNMkawgib7fQm3AVXrM+3H9r4D7e4kmhMoRwxzS1V+4YGEa+i1JTKBmhhvjyWAIKbki1naLSNMlYyZL0tfAZgSgCw8xgjtCESxpxyN0t3UXqiPv4LK1cecU+a3EfFbq3Tx7rW2VWqzZZ6hEV6SCBV7AX5EGRwmJ+or8P0EZzlbIcQbj7sFa3OTlRIOdanXL2hdoIA9OGDcPdzFmy8ELJYqXBcj35dMJSC8bMFMfHcqQdk3YQcXWjwVozuafRUgMmzTRzpSyubdL0Q66s1ymP4MS+VIcZK8tsMYNjGjQ2p0ZqfW7kPZFwZT9FiR5c8OIkZSnVyNYO9bbN/TOTu3KeKk2P86trA/Ncqr7Ftx2f7jm9eHG1xpIc/sVumzjWu2oRaNRaLNWTTccuVwVzY1mmCmksw6DainuZtYJkEfljhSypiVLf1yu1pZEqMndyZuII+PjUX+pelru94+PjNcCwbAxLMSA1rYNpg2nFPj+NINm9WQsfjWYHLT/sm6uznwvajUzbD6k0vZ6Rjfi10cvh6+2A56/sz36/0vRG9v7ZyX7ynrZYrbZY3acB5FK5wVLSRPNDZK/NeRtewFcurHJqMu5jFUnFarXFpbXa0OTelh/yzYXyrmq6rfcnoeWH2Fbv32VzhN+l2mf/v3DIdIp2SH/l2cr5Wasni5Zp4aPR7ODSep17jo/vWh5GcuRmhTcT31zY4N4TE2Tca27kfhDx/NV1XbWiAaDpBSMlum9npRobWI7nUpiGoNryRzKjvLJeo5CZ2LU8kv1tIQ6DjYZHGMme+WeV5q3fZudGxbYg7yY79lr4aDQ7WKu1+NZimdNThc6UV8sPOXt145a+qHlBxJfOrzCedUm7dicHRD/Bag4KP4z2LFLW6u1dv8u2H/LNxY1X1HgwjCRnFza4Z268K3rV9sM92VBoDg7b1E1KNZo9s1husFxpkk3ZSKlGbnFws6KUivs/7XNqSKM5DBbLDZarTbKu3Ske2Ece8Z7ZqLd55uUlpvIZHMug6YesVJv6IeE60/KTeVJp4aPR9EEqNXJfKI1Gc7hIeWP8Lr0g4vJ6svwkzeHTaAuagRY+B48ApSRqBAdnpUApAxW2kMEt7s8wBBsdRdBoNJpByOD6J8AfKtKHaIdwDZtxmTugwtgCJr7XJttkwzNotAVpW3dnP3BMA5RsIkeY9VCRgYpsvOqLeN7RvvFPG7f4D1qj0Wj2ibexv0rIGx4VQbAjUhY0QcS1656XQoX3oFSATGBI2PQdmoFLxm5hm9rH58CJJAgjgzFCu3VhgBAGbuEMbuZoR3yW1xev9y5oNBrNDc2psdnrvQuHi/ShcbF7WXYejNiqwG0aCCuFsByMIbfahmfQDA2yaUnWdfF97eNz8KhYxAgxgvARcV8XYaW3HLmPLK+/+47rvQsajUajuZ5EFpg7/JisTMfAUFhb91kxsH9aoy1oeoJcSpFNCcBEJHTIT5YJpNFoNBqNRnMD0GgLGp4g6yqyqdEr6bTwGQEpbHS1okaj0Wg014f9ih7QwmdEBPW2ObL4SdgwVqPRaDQaTR8OQvSAFj4jIVRAqASVhkgsfsIQXkFTUY1Go9FobjkOSvSAFj4jIVDk3YhQkkj8BCFU24MTtDQajUaj0fTnIEUP6KqukTBNMGmQd0yq7RQbNUkx1e4pbILIoNpOYQiFqUK88jna7f11mdZoNBqN5qZGhhCUu5f5LTBiOeK1XWR4B1JFRFLS9G2avkPG8UmZAdEAHz0Z6V5dB45SIISFbRsUjZBKy6HqZSikA7b1qiOIBFXPwTIlGScijExMp4DpJnOV1Gg0Go3mlkQGoHYEAdwSW34vprQQwkQYglZg0Awssm5IxgUY7AkjRLKEWi18RkBKEIaDYVq4JowZUG5a1NoWxazCENemt2wTillBJE0iBFbmGHb2en8DjUaj0WiuI5G3W/hkj3d8fCwBwrRph9AOtnx6bIaJHgARJQsu6ByffWBbUMqoTs6PH0K5KbAMOkJIo9FoNBpNcsIImv7B5fTsRAuffbIlfoJIUG4YmEKLHo1Go9Fo9koYQcY5HNEDWvhoNBqNRqM5Qmjhs0+Czekt21SUspJIJSt112g0Go1GsxvLjKe6Gu3DmTrRwmcfBDtyepwdOT9a/Gg0Go1GMxqWGU91NbzDET+6qmsEDAOU9JFRSBAJKi0Hy4jIpwKQIAFTQCEVv1auSzJOiIoMwuYigdLl7BqNRqM5wsgAvHL3MnGlU84etixUNEvKkhgY1NsWSoZk3OEtEFTC/lBa+IyAEKBUiB/EBoamEVJw2wgVe/xsYQkouCHVdopa28Q1QyK/SmRoA0ONRqPRHGFkCGGre5lX7hgYRr6LUlMoGZG2JUrZNDwHpSIyzgD3QkApbWB44EQRRGRp+ha2tVW91dtbwLTBtGC9IYiEjVu6i5T28dFoNBrNUSbyoP5S97Lc7R0fH68BhmVjWArThLwNhiloeBkMc3ClV5RwVkULnxFQCGqeiWslK1m3LSikFK1A17ZrNBqNRrMXtsROwxNd/94rWviMgBI2llAUsyT26bEssJNNO2o0Go1Go+nBQYofLXxGQpFLRRhitMNm6No5jUaj0Wj2xUGJHy18RsBQAYZIX+/d0Gg0Go3mSHIQ4kcLH41Go9FoNDcN+xU/WviMggClJEoN9xPYQilQykCFLWSgk300Go1Gc4SRPkR+97KwGZe5Ayo0UMrcvNf230zGBYVBvW2gUGRdiVLax+fAMQ1QsokcbCXQhYoMVGTjVV/E89qHt3MajUaj0dzoqAiCWveyoAnCBMDzUqjwHpQKkEMMCdMGKMuh0XJRoYdt+gPX30ILnxGIJAgjg2Gbid8jDBDCwC2cwc3oiI9Go9FojjDSh8bF7mXZeTAcANymgbBSCMvBSHCrzdkgPINGO4uLk2gXtPAZBRWLGCFGED4ChBAIK73lyK3RaDQazdEkssDcIVCsTMfAUFhb91mBSGgbk0uBAKqtZJJGCx+NRqPRaDQ3NdmUIgyTzapohxmNRqPRaDQ3PWlHCx+NRqPRaDRHhCBKNjemhY9Go9FoNJqbmiCEmpcs/1YLH41Go9FoNDctQQjlpsASyYwMdXLzCJgmyKhJNEK3dRkZyMjEK5+j3fYOce80Go1Go7nBkSEE5e5lfguMWI54bRcZ3oFUEdEQHx+AIDKotlOYhiRjtxLtghY+I6AUCGEhRug6KpRASAPTKWC64SHunUaj0Wg0NzgyALUjCOCW2PJ7MaWFECbCEAhjcAQniARVz8EyJYV0RBTqcvYDR0oQhoNhJj9sglj8WJlj2NnD2zeNRqPRaG54Im+38Mke7/j4WAKEaSNMNdDAMAih2hbYJhSzAkOYSJksuKBzfDQajUaj0dw0dHJ6DChmFUby7BNAC5+RUCM4Nms0Go1GozlY9it6QAufkVBYtPzRD9mgDrMajUaj0WiGcxCiB7TwGQlBSDMwaLSTH22lIIgOcac0Go1Go7nFOSjRA1r4jIRQERlb0vBEIvEjFdSaQkd8NBqNRqPZIwcpekBXdY2EYUDKamMaNvW2hZIhGbd3OEcqqLZsAmmQMSPC5gKB0uXsGo1GoznCyAC8cvcycaVTzh62LFQ0ixISiSKIBJWWg2VE5FMBSOjn7qMS+P6AFj4jIQQoFZK2I5SyaXgOSkVknKBrPaWg0k4RScg5LZQyiPwqkaENDDUajUZzhJEhhDuMBr1yx8Aw8l2UmkLJCF+yaU4YUnDbCDU4Z1YlnF7RwmcEoggMM4NpW+RtMExBw8tgmIpsKj7gUkG1IZDAWE6ByOCHArd0Fynt46PRaDSao0zkQf2l7mW52zs+Pl4DDMtGoqh7Atvamt6yh2864ayKFj77YEvsNLx4wjHtKioNQSihlFHYlk5s1mg0Go1mFKSEui9wzIPJ6dmJFj77ZLv4aXgCIVRH9Gg0Go1GoxkNP4wdnA9D9ICu6joQ0u61eUXbRIsejUaj0Wj2Qdo9HNEDWvjsG6mg0ogjPY6l8MNkpe4ajUaj0Wh2YwiotQXBIRVCa+GzD7ZEz1ZOTymryLoqsc+PRqPRaDSabmwrnuoqNw9H/OhJmVEQoJREqSgWPU2TKFIUsxGWGZfZZVxQGNTbBgqFY0mUMlBhCxkk8xjQaDQajeaWRPoQ+d3LwmZc5g6o0ABMcmlJwzMpN6CYjbATtMpUSvv4HDimAUo2iXyotDNESlFwm5hSst03KW2AshwaLZfQ9DEN8Kov4nnt67fzGo1Go9Fcb1QEQa17WdCEzSbgnpdChfeACijYkkqUoVw3KLhNbHOwsEmoe7TwGYVIAiJDNXCQQCkXYZu9zXlyNgjPoNbKkDEVbuEMbkZHfDQajUZzhJE+NC52L8vOg+EA4DYNhJVCWA6mCSU7nl2p+YWhkR+hkvnH3LDC5x3veAf/7b/9Nz70oQ/x7ne/e+C6H/3oR/ngBz/I4uIiDzzwAB/5yEd4+OGHO6+3223e85738OSTT+J5Ho899hgf+9jHmJmZGW2nFNQ9GyUEpazCtgbH3nKp2I8giATCSm85cms0Go1GczSJLDCd7mVWpmNgKCwQwkAIgRBgCihl43zaStMaaBcjRDLn5hsyuflP/uRP+MIXvsDc3NzQdf/oj/6Ixx9/nPe///08++yzPPDAAzz22GMsLy931vmFX/gF/vzP/5xPfepTfPazn+Xq1av8wA/8wMj7JYVNqMRIPj1pVzFEH2k0Go1Go+mDsenpYxkHk/B8wwmfK1eu8LM/+7M88cQT2PbwEMlv/dZv8fa3v52f/Mmf5NWvfjW/93u/RyaT4ROf+AQAlUqFj3/84/zWb/0W3/3d381DDz3EJz/5Sf7hH/6BL3zhCyPunSDvRiP79Gjho9FoNBrN3jlI8XNDCR8pJW9961v5xV/8Re69996h6/u+zzPPPMOjjz7aWWYYBo8++iif//znAXjmmWcIgqBrnbvvvpv5+fnOOkkRKsA2k4XSNBqNRqPRHBwHJX5uqByfX//1X8eyLH7u534u0fqrq6tEUbQrV2dmZoYXXngBgMXFRRzHoVQq7VpncXGx77Y9z8PzrnVTr1arCLTo0Wg0Go3merElfioNQbk5WupJZxuHs2vDeeKJJ8jlcp2/z372s/z2b/82v//7v48Q19/87wMf+ADFYrHzd/Lkyeu9SxqNRqPRHHn2G/m5bhGfN73pTbz+9a/v/PtTn/oUy8vLzM/Pd5ZFUcR73vMePvzhD3P+/Pld25icnMQ0TZaWlrqWLy0tMTs7C8Ds7Cy+71Mul7uiPtvX6cUv//Iv8/jjj3f+Xa1WeeLjv4aMmkRBcmEmIwMZmXjlc7Tb3vA3aDQajUZzqyJDCMrdy/wWGLEc8douMrwDqSIiOdgCJu9ApZ1io25QSLVjj6AEXDfhk8/nyefznX//9E//NN/7vd/btc5jjz3GW9/6Vn7yJ3+y5zYcx+Ghhx7iqaee4s1vfjMQ5wk99dRTvOtd7wLgoYcewrZtnnrqKd7ylrcAcPbsWS5evMgjjzzSd/9c18V13a5lSoEQFsJIHigTSiCkgekUMN1Dajyi0Wg0Gs3NgAxA7QgCuCW2/F5MaSGEiTAEwhicXiKAYiai2jKoehkydjKT4Bsmx2diYoKJiYmuZbZtMzs7y1133dVZ9oY3vIHv//7v7wibxx9/nB//8R/nta99LQ8//DAf/vCHaTQaHbFULBb5qZ/6KR5//HHGx8cpFAr87M/+LI888gjf/u3fPtI+SgnCcDDM5IdNEIsfK3MMu7fXoUaj0Wg0R4PI2y18ssc7Pj6WAGHaCFNhJKiINoBSLvb5qfvpRLtwwwifpJw7d47V1dXOv3/4h3+YlZUV3ve+97G4uMiDDz7IX//1X3clPH/oQx/CMAze8pa3dBkYajQajUajubnZyvlZryYrQBJKKV2qlIBqtcp//c3/H5PjBRwnuV4MIvBDwf/3YEBRR3w0Go1Gc5SJPKi/1L0sd3sn4lNpwKe/bONYKlFj0u20vZB/8/gHqFQqFAqFvuvdUD4+Go1Go9FoNIeJFj4ajUaj0WhuaqSCejtZiOimy/HRaDQajUaj2UKqOLk5TJi4o4XPCAhDEIQBkMwrACCMBGFkUF5fIWzqcnaNRqPRHGFkCP6OsvP2csfHp962CIMphJSoBC2i4kiPRagM0lYyrzwtfEYgEAXKLYNRfKUVAqXgH741gWlcM2OKpEEoDSxDdi3fTpJ19oNSgiAyEAIsI6KXYXaSdfa3DxBKE6XANiVC7D7Rk6yzX/R4bG1fj8cWejyuocdja/t6PLbY83goBWqqe0VhsrWBSBrUPQshGNomSm2urxCYhqQeuQPX30ILnxFQSiAQGGby1CilYkXquk6nS3vLE7QjQcZRpN3BA9vyBE1fkDGHrzsKYQjVtsASkMsohLD7rmtvrqsk5DPqwC4mSkGtGYcnCymFNeBs3Fq3FQ1fd1T0eMTo8biGHo9r6PGI0eNxjX2NBxKiHREf0wUR31fDCBqBgSEYOHZKxlXTAJYJpmEgo2QCTwufEREi9gxIiiQ2MbRMsE1otAXtQJBPKbKp4SeinVGYBjQ8gWmQ6D3DCEKoewLHjL0Phn0f2wTLVJSbgkZbJHrPMLbmZCUwnk3WZG4sHzemq3uCkjl6Y7pe6PGI0eNxDT0e19DjEaPH4xr7Ho8MGOwQKCZsn0oRYvC9Vm4TPbYF1mYsQiUcZ13VNRL7+/U02oKGJ8i6yU7aLbIpRdZVNLz4xNkPQRg3dbOMZCftFrYFpYwilJsXgH38fjqJaJKROuvutzHdTvR4xOjxuIYej2vo8YjR43GNAxmPprG/8ZDgh/E013bRMwpa+IyEIJJ7O3Fa3t5O2i0O4uTd60m7xUFcTPZ6EdnioC4me72IbKHHI0aPxzX0eFxDj0eMHo9rdMYjElRaqb2NxwGIHtDCZ2QiFf8IRnpPBE1/7yftFvs5efd70m6xn4vJfi8iW+z3YrLfi8gWejxi9HhcQ4/HNfR4xOjxuIZtQSkbEcrRxc9BiR7QwmdEYsUThCQWP2EY/4Ayzv5O2i32cvIe1Em7xV4uJgd1EdlirxeTg7qIbKHHI0aPxzX0eFxDj0eMHo9r2CaU0t5I4ucgRQ/o5OaRsYQkUkZ84loKc8BJEIRxhMgQkHYiDqotWsYFhUG9baBQZN3+KiyIoNIwMU1FIROxVU24XywTipl42+UGFDNR/0Q0BZWmSRQpitkIyzyYfRBAIRNvu9yAYjYa2Nul4Rk02oJsKiLjygPZB9DjsYUej2vo8biGHo8YPR6bKIllhBRTkko7TbnlUsxGGMbmhpWI/8Rm5buK+13Goie+5+53H7TwGYE40zzCMSL8yIrFjxHSq7o9iEwiZWAIiSkUMmwgZXLjw2GkDVCWQ6PlokKPjOP32AeDqpfBFD4FuwkhO3Pp94UJ5J34M8o1STHV3FV+qBRU2hkipSi4TUwpkQdsKVGwoRJlKNcNCm4T29z9AU3foRm4ZOwWacNHBge7D3o8rqHHI0aPxzX0eFzjyI+HUqDCzfHwqXo5ynVFMdVACJDSBJUDKVGAH1koFLYRv2eQtU9SQaSFzwgoBUKYCEPgiFiFBtIGozvysxXpMYXCsgRSCgwri5HAhXIUcjYIz6DRziKsdJdyDyKotUwsa+vpJn+gn72Fa0PJhkrDoRo4XU9SUkG1aSKBUi7CNg+vPX3Jjp+kan5h15NUwzNohgbZtCTrukAyk6tR0eNxDT0eMXo8rqHH4xpHejyUhKgFgGtCyfCpeDmqgRt/lhQgDBQGQbQ90jNcriQ1i9TCZw8IIRACHCuedwxCAZvzjn4AkQJTgGNvzicLQBgH7iIKkEvFm294JgKDbEoRhFBpiji8m1UYIlnjtr3iWFDKxvPA1aZFMRuffNWmIJJQyips63D3wRTxPlQagkrT6szLN9qCpifIpRTZlCB+7js89HjE6PG4hh6Pa+jxiDna4yE6ZoWwOR6WpNw0qTYtsimF2iwiupbTk/TmqYXPoWMY28UPRCJ+aohFzyu3H1tJbw1PEESxWj+oRLSkbCUQlpuCcj3+0EgdTGJgUrYSCCsNQbkpsM04KndQiYFJ0eMRo8fjGno8rqHHI0aPxzVs89p4bAnQg0pk7oUWPgnZSkyOFLDDFts0IJRbpkwK01BE0db74lCdH0So6PBOZtsAU5i0/PhMzbsh4QHPCychbQtq7fgJIZ+KUFLh754+PuR9gI2mRRiBY0psI3rF90GPx/Z90OOxhR6PGD0e2/fhqI2H2ryRbkNGgIzHo2WhABOFUNfupUnY2uywQiKhDqrU6Bbn8uXLnDx58nrvhkaj0Wg0mgFcunSJEydO9H1dC5+ESCm5evUq+XwecRjJOrcY1WqVkydPcunSJQqFwvXenZsefTwPHn1MDxZ9PA8efUxHQylFrVZjbm4Ow+g/R6anuhJiGMZABanpTaFQ0D/YA0Qfz4NHH9ODRR/Pg0cf0+QUi8Wh62jnZo1Go9FoNEcGLXw0Go1Go9EcGbTw0RwKruvy/ve/H9c9HPOto4Y+ngePPqYHiz6eB48+poeDTm7WaDQajUZzZNARH41Go9FoNEcGLXw0Go1Go9EcGbTw0Wg0Go1Gc2TQwkczMu94xzsQQvDhD3946Lof/ehHue2220ilUrz+9a/ni1/8Ytfr7Xabd77znUxMTJDL5XjLW97C0tLSIe35jUMQBLz3ve/lvvvuI5vNMjc3x9ve9jauXr069L36mPZm2HHZyac+9SnuvvtuUqkU9913H3/1V3/V9bpSive9730cO3aMdDrNo48+yosvvniYX+GG4QMf+ACve93ryOfzTE9P8+Y3v5mzZ88OfZ8+psn4tV/7NYQQvPvd7x64nj6eh4TSaEbgj//4j9UDDzyg5ubm1Ic+9KGB6z755JPKcRz1iU98Qn3jG99Qb3/721WpVFJLS0uddd7xjneokydPqqeeeko9/fTT6tu//dvVP/2n//SQv8X1p1wuq0cffVT90R/9kXrhhRfU5z//efXwww+rhx56aOD79DHtTZLjsp2///u/V6Zpqt/4jd9Qzz33nPqVX/kVZdu2+trXvtZZ59d+7ddUsVhU/+t//S/1la98Rb3pTW9Sp0+fVq1W65X6WteNxx57TH3yk59UX//619WXv/xl9T3f8z1qfn5e1ev1vu/RxzQZX/ziF9Vtt92m7r//fvXzP//zfdfTx/Pw0MJHk5jLly+r48ePq69//evq1KlTQ4XPww8/rN75znd2/h1FkZqbm1Mf+MAHlFLxzd+2bfWpT32qs87zzz+vAPX5z3/+UL7DjcwXv/hFBagLFy70XUcf094MOy47+aEf+iH1xje+sWvZ61//evUzP/MzSimlpJRqdnZWffCDH+y8Xi6Xleu66g//8A8P4Rvc2CwvLytAffazn+27jj6mw6nVaurMmTPq05/+tPrO7/zOgcJHH8/DQ091aRIhpeStb30rv/iLv8i99947dH3f93nmmWd49NFHO8sMw+DRRx/l85//PADPPPMMQRB0rXP33XczPz/fWecoUalUEEJQKpV6vq6PaW+SHJedfP7zn+9aH+Cxxx7rrP/yyy+zuLjYtU6xWOT1r3/9LXscB1GpVAAYHx/vu44+psN55zvfyRvf+MZdx6kX+ngeHrpXlyYRv/7rv45lWfzcz/1covVXV1eJooiZmZmu5TMzM7zwwgsALC4u4jjOrhv9zMwMi4uLB7LfNwvtdpv3vve9/MiP/Ejfnjz6mPYmyXHZyeLiYs/1t47R1n8HrXNUkFLy7ne/m+/4ju/gNa95Td/19DEdzJNPPsmzzz7LP/7jPyZaXx/Pw0NHfDS7eOKJJ8jlcp2/z372s/z2b/82v//7v6870++Rncf0c5/7XOe1IAj4oR/6IZRS/O7v/u513EuNZjfvfOc7+frXv86TTz55vXflpuXSpUv8/M//PE888QSpVOp6786RRwsfzS7e9KY38eUvf7nz9w//8A8sLy8zPz+PZVlYlsWFCxd4z3vew2233dZzG5OTk5imuauaaGlpidnZWQBmZ2fxfZ9yudx3nVuFncf0ta99LXBN9Fy4cIFPf/rTAzsw62PamyTHZSezs7NDj+PWsqTbvBV517vexV/8xV/wmc98hhMnTgxcVx/T/jzzzDMsLy/zbd/2bZ1r6Gc/+1l+53d+B8uyiKJo13v08Tw8tPDR7CKfz3PnnXd2/n76p3+ar371q1037rm5OX7xF3+R//2//3fPbTiOw0MPPcRTTz3VWSal5KmnnuKRRx4B4KGHHsK27a51zp49y8WLFzvr3CrsPKbpdLojel588UX+z//5P0xMTAzchj6mvUlyXHbyyCOPdK0P8OlPf7qz/unTp5mdna07o8AAAAZoSURBVO1ap1qt8v/+3/+7ZY/jdpRSvOtd7+JP/uRP+Ju/+RtOnz499D36mPbnDW94A1/72td2Pfz86I/+KF/+8pcxTXPXe/TxPESud3a15uakV1XXd3/3d6uPfOQjnX8/+eSTynVd9fu///vqueeeUz/90z+tSqWSWlxc7Kzzjne8Q83Pz6u/+Zu/UU8//bR65JFH1COPPPJKfY3rhu/76k1vepM6ceKE+vKXv6wWFhY6f57nddbTxzQZw47LW9/6VvVLv/RLnfX//u//XlmWpX7zN39TPf/88+r9739/z1LhUqmk/vRP/1R99atfVd/3fd93ZEqF/82/+TeqWCyqv/3bv+06N5vNZmcdfUz3x86qLn08Xzm08NHsiV7C59SpU+r9739/17KPfOQjan5+XjmOox5++GH1hS98oev1Vqul/u2//bdqbGxMZTIZ9f3f//1qYWHhkPf++vPyyy8roOffZz7zmc56+pgmZ9Bx+c7v/E714z/+413r/4//8T/Uq171KuU4jrr33nvVX/7lX3a9LqVUv/qrv6pmZmaU67rqDW94gzp79uwr8VWuO/3OzU9+8pOddfQx3R87hY8+nq8cuju7RqPRaDSaI4PO8dFoNBqNRnNk0MJHo9FoNBrNkUELH41Go9FoNEcGLXw0Go1Go9EcGbTw0Wg0Go1Gc2TQwkej0Wg0Gs2RQQsfjUaj0Wg0RwYtfDQajUaj0RwZtPDRaDS3LB//+Mf55//8nx/65/z1X/81Dz74IFLKQ/8sjUazP7Tw0Wg0tyTtdptf/dVf5f3vf/+hf9a/+Bf/Atu2eeKJJw79szQazf7Qwkej0dyS/M//+T8pFAp8x3d8xyvyeT/xEz/B7/zO77win6XRaPaOFj4ajeaGZmVlhdnZWf7Lf/kvnWX/8A//gOM4PPXUU33f9+STT/K93/u9Xcu+67u+i3e/+91dy9785jfzEz/xE51/33bbbfyn//SfeNvb3kYul+PUqVP82Z/9GSsrK3zf930fuVyO+++/n6effrprO9/7vd/L008/zblz5/b+ZTUazaGjhY9Go7mhmZqa4hOf+AT//t//e55++mlqtRpvfetbede73sUb3vCGvu/7u7/7O1772tfu6TM/9KEP8R3f8R186Utf4o1vfCNvfetbedvb3saP/diP8eyzz3LHHXfwtre9je09nufn55mZmeFzn/vcnj5To9G8Mmjho9Fobni+53u+h7e//e386I/+KO94xzvIZrN84AMf6Lt+uVymUqkwNze358/7mZ/5Gc6cOcP73vc+qtUqr3vd6/jBH/xBXvWqV/He976X559/nqWlpa73zc3NceHChT19pkajeWXQwkej0dwU/OZv/iZhGPKpT32KJ554Atd1+67barUASKVSe/qs+++/v/P/MzMzANx33327li0vL3e9L51O02w29/SZGo3mlUELH41Gc1Nw7tw5rl69ipSS8+fPD1x3YmICIQQbGxtDtxtF0a5ltm13/l8I0XfZzvL19fV1pqamhn6mRqO5fmjho9Fobnh83+fHfuzH+OEf/mH+43/8j/zrf/2vd0VbtuM4Dq9+9at57rnndr22c3rqpZdeOpB9bLfbnDt3jn/yT/7JgWxPo9EcDlr4aDSaG55/9+/+HZVKhd/5nd/hve99L6961av4V//qXw18z2OPPcbf/d3f7Vr+p3/6p/zxH/8x586d4z//5//Mc889x4ULF7hy5cq+9vELX/gCruvyyCOP7Gs7Go3mcNHCR6PR3ND87d/+LR/+8If5gz/4AwqFAoZh8Ad/8Ad87nOf43d/93f7vu+nfuqn+Ku/+isqlUrX8je+8Y38xm/8Bq9+9av5v//3//Kxj32ML37xi/zBH/zBvvbzD//wD/nRH/1RMpnMvraj0WgOF6G212NqNBrNLcQP/uAP8m3f9m388i//MhD7+Dz44IN8+MMfPtDPWV1d5a677uLpp5/m9OnTB7ptjUZzsOiIj0ajuWX54Ac/SC6XO/TPOX/+PB/72Me06NFobgJ0xEej0RwZDivio9Fobh608NFoNBqNRnNk0FNdGo1Go9Fojgxa+Gg0Go1GozkyaOGj0Wg0Go3myKCFj0aj0Wg0miODFj4ajUaj0WiODFr4aDQajUajOTJo4aPRaDQajebIoIWPRqPRaDSaI4MWPhqNRqPRaI4M/3/VIs8apfcr0gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params_final = param_history[-1]\n",
    "\n",
    "sim_final = make_sim(params_final, optimization_mode=False)\n",
    "_ = sim_final.plot(z=0.01)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "01b30f8b-eb07-4840-8fba-373b95abcce3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:28:53.278359Z",
     "start_time": "2026-03-18T11:27:49.430211Z"
    }
   },
   "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\">12:27:49 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'phc'</span> with resource_id                                \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:27:49 CET\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'phc'\u001b[0m with resource_id                                \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m.  \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-273e0846-8ad3-476f-b9b8-f0345f5b2cae\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">3-476f-b9b8-f0345f5b2cae'</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=455173;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=241202;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=455173;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=655368;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=455173;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32m-273e0846-8ad\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=455173;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[32m3-476f-b9b8-f0345f5b2cae'\u001b[0m\u001b]8;;\u001b\\.                                         \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\" 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=378784;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dce5b57b7b5a407380d68fb5fd7b5ea8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:27:59 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.252</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;36m12:27:59 CET\u001b[0m\u001b[2;36m \u001b[0mEstimated FlexCredit cost: \u001b[1;36m0.252\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"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:01 CET </span>status = queued                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:01 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                                    \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4afc2de9e1964a8ba35106f3a0595974",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:10 CET </span>status = preprocess                                                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:10 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                                \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:16 CET </span>starting up solver                                                 \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:16 CET\u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                                 \n"
      ]
     },
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     "metadata": {},
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    },
    {
     "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"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "38771da8ba8a4ce09fcd35238b55d09c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:48 CET </span>early shutoff detected at <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">16</span>%, exiting.                            \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:48 CET\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m16\u001b[0m%, exiting.                            \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:49 CET </span>status = success                                                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:49 CET\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                                   \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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-273e0846-8ad3-476f-b9b8-f0345f5b2cae\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\" target=\"_blank\"><span style=\"color: #000080; text-decoration-color: #000080; text-decoration: underline\">3-476f-b9b8-f0345f5b2cae'</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=164753;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=925321;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=164753;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=82908;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=164753;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34m-273e0846-8ad\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=164753;https://tidy3d.simulation.cloud/workbench?taskId=fdve-273e0846-8ad3-476f-b9b8-f0345f5b2cae\u001b\\\u001b[4;34m3-476f-b9b8-f0345f5b2cae'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m                                         \n"
      ]
     },
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     "metadata": {},
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    },
    {
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      "text/plain": [
       "Output()"
      ]
     },
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      "display_id": null
     },
     "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": []
     },
     "jetTransient": {
      "display_id": null
     },
     "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\">12:28:53 CET </span>Loading results from simulation_data.hdf5                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m12:28:53 CET\u001b[0m\u001b[2;36m \u001b[0mLoading results from simulation_data.hdf5                          \n"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_data_final = web.run(sim_final, task_name=\"phc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fc6c3889-b012-4995-a5f4-a9f36d57d931",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:29:01.062298Z",
     "start_time": "2026-03-18T11:28:53.293552Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 4 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, (ax1, ax2) = plt.subplots(1, 2, tight_layout=True, figsize=(10, 4))\n",
    "# vmax = 30\n",
    "\n",
    "ax1 = sim_data0.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax1)\n",
    "ax2 = sim_data_final.plot_field(\"field\", field_name=\"Ey\", val=\"abs\", ax=ax2)\n",
    "ax1.set_title(\"original\")\n",
    "ax2.set_title(\"optimized\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bb25548-fa85-4b4c-b3d8-fc630bf40cc3",
   "metadata": {},
   "source": [
    "The optimized fields look much smoother, with far less reflection from the input ports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c9e8101e-d9bb-47b8-82be-261b3389e15d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-18T11:29:01.128550Z",
     "start_time": "2026-03-18T11:29:01.074792Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "jetTransient": {
      "display_id": null
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flux_final = abs(sim_data_final[\"flux\"].flux)\n",
    "\n",
    "flux0.plot(x=\"f\", label=\"original\")\n",
    "flux_final.plot(x=\"f\", label=\"optimized\")\n",
    "\n",
    "plt.ylim([0, 1])\n",
    "plt.title(\"transmission\")\n",
    "plt.plot([freq0, freq0], [0, 1], linestyle=\"--\", label=\"optimization freq\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb70f563-9ceb-4040-8ae9-24f4956bc1d6",
   "metadata": {},
   "source": [
    "And the new transmission (orange) is far higher above the bandgap, meaning that this new device is coupling light much better from the input waveguide!"
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Passive photonic integrated circuit components",
   "Photonic crystals"
  ],
  "description": "This notebook demonstrates the adjoint optimization of a photonic crystal.",
  "feature_image": "./img/invdes_phc.png",
  "features": [
   "Adjoint inverse design"
  ],
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "keywords": "inverse design, photonic crystals, design optimization, adjoint, shape optimization, 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": "3.11.10"
  },
  "title": "Adjoint Optimization of a photonic crystal in Tidy3D | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
