{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c9c9f803",
   "metadata": {},
   "source": [
    "# Radiative cooling glass coating"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52719e00",
   "metadata": {},
   "source": [
    "Air conditioning accounts for about 10% of global electricity use, and demand is projected to rise significantly. New approaches like radiative cooling can reduce this energy demand and associated greenhouse gas emissions. Radiative cooling uses materials applied to buildings that reflect sunlight while emitting heat through the atmospheric transparency window (8-13 μm) to outer space (~3K). This can passively cool buildings below ambient temperature. An ideal radiative cooling material would combine high solar reflection and selective infrared emission for cooling, easy manufacturability at scale, mechanical robustness, and long-term stability under outdoor environmental exposure. A recent paper introduces a new stable, scalable, and low-cost radiative cooling coating using a microporous glass-Al$_2$O$_3$ particle composite to address these needs.\n",
    "\n",
    "This notebook simulates the emissivity of the 100 μm thick coating and the result shows that the emissivity (absorptance) of the coating is near unity in the atmospheric transparency window. The design is based on `Xinpeng Zhao et al., A solution-processed radiative cooling glass. Science 382, 684-691(2023).`[DOI: 10.1126/science.adi2224](https://www.science.org/doi/10.1126/science.adi2224).\n",
    "\n",
    "This notebook is contributed by Dr. Yurui Qu.\n",
    "\n",
    "<img src=\"img/radiative_cooling_glass.png\" width=\"500\" alt=\"Schematic of the radiative cooling glass coating\">"
   ]
  },
  {
   "cell_type": "code",
   "id": "bea88cd7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:46:51.867551Z",
     "start_time": "2026-01-29T08:46:51.865689Z"
    }
   },
   "source": [
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web\n",
    "from tidy3d.plugins.dispersion import AdvancedFastFitterParam, FastDispersionFitter"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "a2bd9e8c",
   "metadata": {},
   "source": [
    "## Simulation Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dcfa7e1",
   "metadata": {},
   "source": [
    "The 100 μm thick coating consists of randomly placed Al$_2$O$_3$ spheres with 250 nm radius and SiO$_2$ spheres with 4 μm radius. The Al$_2$O$_3$ spheres and the and SiO$_2$ spheres take up 20% and 30% of the total volume of the coating layer, respectively. We truncate the coating to 20 μm in the in-plane directions and will apply the periodic boundary condition."
   ]
  },
  {
   "cell_type": "code",
   "id": "c8c7a9f8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:46:51.876217Z",
     "start_time": "2026-01-29T08:46:51.873632Z"
    }
   },
   "source": [
    "# Define Parameters\n",
    "# radius and location of the sphere\n",
    "radius_Al2O3 = 0.25\n",
    "radius_SiO2 = 4  # exp is 6um\n",
    "box_size_xy = 20\n",
    "box_size_z = 100\n",
    "\n",
    "vol_Al2O3 = 4 / 3 * np.pi * np.power(radius_Al2O3, 3)\n",
    "vol_SiO2 = 4 / 3 * np.pi * np.power(radius_SiO2, 3)\n",
    "vol_box = box_size_xy * box_size_xy * box_size_z\n",
    "num_Al2O3 = int(np.floor(0.2 * vol_box / vol_Al2O3))  # 20% of volume is Al2O3\n",
    "num_SiO2 = int(np.floor(0.3 * vol_box / vol_SiO2))  # 30% of volume is SiO2\n",
    "print(\"num_Al2O3:\", num_Al2O3)\n",
    "print(\"num_SiO2:\", num_SiO2)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_Al2O3: 122230\n",
      "num_SiO2: 44\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "1bed650e",
   "metadata": {},
   "source": [
    "The refractive indices of Al$_2$O$_3$ and SiO$_2$ will be read from .csv files and fit with Tidy3D's [FastDispersionFitter](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.plugins.dispersion.FastDispersionFitter.html). Due to the phonon resonances in the mid-infrared, both materials require a relatively large number of poles to yield a good fit. "
   ]
  },
  {
   "cell_type": "code",
   "id": "fbf364d9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:47:12.873076Z",
     "start_time": "2026-01-29T08:46:51.921388Z"
    }
   },
   "source": [
    "# permittivity of Al2O3\n",
    "mat_Al2O3 = \"misc/mat_Al2O3.csv\"\n",
    "\n",
    "advanced_param = AdvancedFastFitterParam(weights=(1, 1))\n",
    "fitter = FastDispersionFitter.from_file(mat_Al2O3, skiprows=1, delimiter=\",\")\n",
    "medium_Al2O3, rms_error = fitter.fit(\n",
    "    max_num_poles=6, advanced_param=advanced_param, tolerance_rms=2e-2\n",
    ")\n",
    "fitter.plot(medium_Al2O3)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Output()"
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     "data": {
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       "\u001B[2;36m09:47:12 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: Unable to fit with weighted RMS error under               \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[32m'tolerance_rms'\u001B[0m\u001B[31m of \u001B[0m\u001B[1;36m0.02\u001B[0m\u001B[31m                                            \u001B[0m\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\">09:47:12 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Unable to fit with weighted RMS error under               </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'tolerance_rms'</span><span style=\"color: #800000; text-decoration-color: #800000\"> of </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.02</span><span style=\"color: #800000; text-decoration-color: #800000\">                                            </span>\n",
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       "<Figure size 640x480 with 1 Axes>"
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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "7028b997",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:31.543901Z",
     "start_time": "2026-01-29T08:47:57.859132Z"
    }
   },
   "source": [
    "mat_SiO2 = \"misc/mat_SiO2.csv\"\n",
    "\n",
    "fitter = FastDispersionFitter.from_file(mat_SiO2, skiprows=1, delimiter=\",\")\n",
    "medium_SiO2, rms_error = fitter.fit(\n",
    "    max_num_poles=8, advanced_param=advanced_param, tolerance_rms=2e-2\n",
    ")\n",
    "fitter.plot(medium_SiO2)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Output()"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "08fc299b5c6446e6a6afda2ad7156fcd"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
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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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      "text/plain": [
       "\u001B[2;36m09:48:31 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: Unable to fit with weighted RMS error under               \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[32m'tolerance_rms'\u001B[0m\u001B[31m of \u001B[0m\u001B[1;36m0.02\u001B[0m\u001B[31m                                            \u001B[0m\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\">09:48:31 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Unable to fit with weighted RMS error under               </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'tolerance_rms'</span><span style=\"color: #800000; text-decoration-color: #800000\"> of </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.02</span><span style=\"color: #800000; text-decoration-color: #800000\">                                            </span>\n",
       "</pre>\n"
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     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
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      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "016363db",
   "metadata": {},
   "source": [
    "Define some basic simulation parameters."
   ]
  },
  {
   "cell_type": "code",
   "id": "3d4c4ac9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:31.549701Z",
     "start_time": "2026-01-29T08:48:31.547363Z"
    }
   },
   "source": [
    "# free space central wavelength\n",
    "wl_start = 4  # wavelength\n",
    "wl_end = 20  # wavelength\n",
    "freq_start = td.C_0 / wl_end\n",
    "freq_end = td.C_0 / wl_start\n",
    "\n",
    "freqs = np.linspace(freq_start, freq_end, 100)  # frequency range of the simulation\n",
    "freq0 = (freq_start + freq_end) / 2  # central frequency\n",
    "freqw = freq_end - freq_start  # width of the frequency range\n",
    "\n",
    "# distance between the surface of the sphere and the start of the PML layers along each cartesian direction\n",
    "buffer_PML = 2 * wl_end\n",
    "buffer_source = 1 * wl_end\n",
    "\n",
    "# set the domain size in x, y, and z\n",
    "domain_size_xy = box_size_xy\n",
    "domain_size_z = buffer_PML + box_size_z + buffer_PML\n",
    "\n",
    "# construct simulation size array\n",
    "sim_size = (domain_size_xy, domain_size_xy, domain_size_z)"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "id": "d85cc4ae",
   "metadata": {},
   "source": [
    "Next, we generate the randomly placed spheres."
   ]
  },
  {
   "cell_type": "code",
   "id": "36a98a0b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:34.551173Z",
     "start_time": "2026-01-29T08:48:31.591918Z"
    }
   },
   "source": [
    "# Create random structures\n",
    "SiO2_geometry = []\n",
    "Al2O3_geometry = []\n",
    "geometry = []\n",
    "np.random.seed(0)  # fix a random seed for reproducibility\n",
    "for i in range(num_SiO2):\n",
    "    position_xy = (box_size_xy - 2 * radius_SiO2) * (np.random.rand(2) - 0.5)\n",
    "    position_z = (box_size_z - 2 * radius_SiO2) * (np.random.rand(1) - 0.5)\n",
    "    position = [position_xy[0].item(), position_xy[1].item(), position_z.item()]\n",
    "    sphere = td.Sphere(center=position, radius=radius_SiO2)\n",
    "    SiO2_geometry.append(sphere)\n",
    "\n",
    "geometry.append(\n",
    "    td.Structure(geometry=td.GeometryGroup(geometries=SiO2_geometry), medium=medium_SiO2)\n",
    ")\n",
    "\n",
    "for i in range(num_Al2O3):\n",
    "    position_xy = (box_size_xy - 2 * radius_Al2O3) * (np.random.rand(2) - 0.5)\n",
    "    position_z = (box_size_z - 2 * radius_Al2O3) * (np.random.rand(1) - 0.5)\n",
    "    position = [position_xy[0].item(), position_xy[1].item(), position_z.item()]\n",
    "    sphere = td.Sphere(center=position, radius=radius_Al2O3)\n",
    "    Al2O3_geometry.append(sphere)\n",
    "\n",
    "geometry.append(\n",
    "    td.Structure(geometry=td.GeometryGroup(geometries=Al2O3_geometry), medium=medium_Al2O3)\n",
    ")\n",
    "geometry = tuple(geometry)"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "id": "57343d51",
   "metadata": {},
   "source": [
    "A PlaneWave is defined above the coating layer and two [FluxMonitors](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FluxMonitor.html) are defined on both sides of the coating layer to measure transmission and reflection. Lastly, a [FieldMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FieldMonitor.html) is defined to help visualize the field distribution within the coating layer."
   ]
  },
  {
   "cell_type": "code",
   "id": "3940bd2c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:34.558309Z",
     "start_time": "2026-01-29T08:48:34.553906Z"
    }
   },
   "source": [
    "# add a plane wave source\n",
    "plane_wave = td.PlaneWave(\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=0.5 * freqw),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    center=(0, 0, box_size_z / 2 + buffer_source),\n",
    "    direction=\"-\",\n",
    "    pol_angle=0,\n",
    ")\n",
    "\n",
    "# add a flux monitor to detect transmission\n",
    "monitor_t = td.FluxMonitor(\n",
    "    center=[0, 0, -box_size_z / 2 - (buffer_source + buffer_PML) / 2],\n",
    "    size=[td.inf, td.inf, 0],\n",
    "    freqs=freqs,\n",
    "    name=\"T\",\n",
    ")\n",
    "\n",
    "# add a flux monitor to detect reflection\n",
    "monitor_r = td.FluxMonitor(\n",
    "    center=[0, 0, box_size_z / 2 + (buffer_source + buffer_PML) / 2],\n",
    "    size=[td.inf, td.inf, 0],\n",
    "    freqs=freqs,\n",
    "    name=\"R\",\n",
    ")\n",
    "\n",
    "# add a field monitor to see the field profile at the absorption peak frequency\n",
    "monitor_field = td.FieldMonitor(\n",
    "    center=[0, 0, 0], size=[td.inf, 0, td.inf], freqs=[freq0], name=\"field\"\n",
    ")"
   ],
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "id": "0fb4ddc5",
   "metadata": {},
   "source": [
    "Define a Tidy3D [Simulation](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Simulation.html). "
   ]
  },
  {
   "cell_type": "code",
   "id": "a77d2df3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:36.305578Z",
     "start_time": "2026-01-29T08:48:34.599817Z"
    }
   },
   "source": [
    "run_time = 2e-11  # simulation run time\n",
    "\n",
    "# set up simulation\n",
    "sim = td.Simulation(\n",
    "    size=sim_size,\n",
    "    grid_spec=td.GridSpec.uniform(dl=wl_start / 20),\n",
    "    structures=geometry,\n",
    "    sources=[plane_wave],\n",
    "    monitors=[monitor_t, monitor_r, monitor_field],\n",
    "    run_time=run_time,\n",
    "    boundary_spec=td.BoundarySpec(\n",
    "        x=td.Boundary.periodic(), y=td.Boundary.periodic(), z=td.Boundary.pml()\n",
    "    ),\n",
    ")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:48:34 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: Structure at \u001B[0m\u001B[32m'structures\u001B[0m\u001B[32m[\u001B[0m\u001B[32m1\u001B[0m\u001B[32m]\u001B[0m\u001B[32m'\u001B[0m\u001B[31m has bounds that extend       \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mexactly to simulation edges. This can cause unexpected behavior. If\u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mintending to extend the structure to infinity along one dimension, \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31muse td.inf as a size variable instead to make this explicit.       \u001B[0m\n"
      ],
      "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\">09:48:34 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Structure at </span><span style=\"color: #008000; text-decoration-color: #008000\">'structures[1]'</span><span style=\"color: #800000; text-decoration-color: #800000\"> has bounds that extend       </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">exactly to simulation edges. This can cause unexpected behavior. If</span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">intending to extend the structure to infinity along one dimension, </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">use td.inf as a size variable instead to make this explicit.       </span>\n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:48:36 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: RF simulations and functionality will require new license \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mrequirements in an upcoming release. All RF-specific classes are   \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mnow available within the sub-package \u001B[0m\u001B[32m'tidy3d.rf'\u001B[0m\u001B[31m.                  \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31m - Contains sources defined for RF wavelengths.                    \u001B[0m\n"
      ],
      "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\">09:48:36 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: RF simulations and functionality will require new license </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">requirements in an upcoming release. All RF-specific classes are   </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">now available within the sub-package </span><span style=\"color: #008000; text-decoration-color: #008000\">'tidy3d.rf'</span><span style=\"color: #800000; text-decoration-color: #800000\">.                  </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\"> - Contains sources defined for RF wavelengths.                    </span>\n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "id": "ce462c9b",
   "metadata": {},
   "source": [
    "Before running the simulation, we can inspect a few things to ensure the simulation is set up correctly. First, plot the source time and frequency spectrum."
   ]
  },
  {
   "cell_type": "code",
   "id": "77e0d011",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:36.436177Z",
     "start_time": "2026-01-29T08:48:36.309324Z"
    }
   },
   "source": [
    "# Visualize source\n",
    "plane_wave.source_time.plot(np.linspace(0, run_time / 10, 1001))\n",
    "plt.show()\n",
    "\n",
    "plane_wave.source_time.plot_spectrum(times=np.linspace(0, run_time / 10, 2000), val=\"abs\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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iXF1dVX3oQ7Si2GUNv1pbW7PYERERkV7Kz+FonDxBREREpCNY7IiIiIh0BIsdERERkY7QimPsiIiISLspFApkZGSIjqGRjIyMIJfLC+W5WOyIiIioyEiShJiYGMTHx4uOotFsbW3h5OT00efrZbEjIiKiIpNV6hwcHGBubs4LDfyLJElISUnBixcvAADOzs4f9XwsdkRERFQkFAqFqtSVLFlSdByNZWZmBgB48eIFHBwcPmpYlpMniIiIqEhkHVNnbm4uOInmy9pGH3scIosdERERFSkOv/63wtpGLHZEREREOoLFjoiIiEhNDx48gEwmQ2RkpOgo2bDYEREREekIFjsiIiIiHcFiR6SD3r17h9jYWDx8+BC3b99GZGQkIiIicPfuXUiSJDoeEZFWCA0NRZMmTWBra4uSJUuiQ4cOuHfvXrZ1bt++jcaNG8PU1BTVq1fHb7/9pvpeXFwcevfuDXt7e5iZmaFixYoICQkp0sw8jx2RjoiJicG+ffuwZ88enDx5Ms8p805OTvDx8YGPjw+aNWuGqlWrcsYaERWbrBPyiqDuCZKTk5MxZswY1KxZE0lJSZg8eTK6dOmS7bi6b7/9FosWLULVqlWxYMECdOzYEdHR0ShZsiQmTZqEmzdv4siRIyhVqhSioqKQmppaBO/s/8gkLfjzPTExETY2NkhISIC1tbXoOEQaIz4+HmvXrsXu3bsRERGRY2+cqakpTE1NYWZmBlNTUzx9+hTp6enZ1nFxccF3332HIUOGwNTUtDjjE5GOe/fuHaKjo+Hh4aH6+ZKcnAxLS0sheZKSkmBhYVHgx7969Qr29va4du0aLC0t4eHhgdmzZ2PcuHEAgMzMTHh4eGDkyJH47rvv0KlTJ5QqVQrr1q37z+fObVtlUacHcSiWSAsplUqsX78elSpVwtixY3H+/HlIkoR69eph5syZuHXrFpRKJVJTUxEXF4dnz57h/v37SEhIQHh4OKZNm4YWLVrAzMwMz549w+jRo1GxYkWsWbOGF+kmIvr/7t69i549e6JcuXKwtrZG2bJlAQCPHj1SrdOoUSPV14aGhqhbty5u3boFABg2bBi2bt2KWrVq4bvvvsP58+eLPDOHYom0TGRkJIYPH676AVG5cmUMHz4cfn5+KFOmzAcfa2pqqhqGBYC0tDRs2LABP/74I548eYLBgwdjzpw5mDp1Knr16gUDA/7tR0SFy9zcHElJScJeWx0dO3aEu7s71qxZAxcXFyiVSlSvXj3HyEde2rdvj4cPH+Lw4cM4fvw4WrZsieHDh2PevHkFiZ8/khZISEiQAEgJCQmioxAJExcXJ40cOVIyMDCQAEgWFhbSTz/9JKWlpX30c6empkqLFi2SHBwcJAASAKlt27bSq1evCiE5Eemr1NRU6ebNm1JqaqroKGp79eqVBEA6ffq0atmZM2ckANKePXuk6OhoCYA0Z84c1fczMjIkV1fXbMv+KTg4WLKyssr1ex/aVur0IP45TqQFoqKiUK9ePSxduhRKpRLdu3fH7du38e2338LY2Pijn9/U1BRfffUV7t27h5kzZ8LMzAxHjx5F3bp1cfny5UJ4B0RE2qVEiRIoWbIkVq9ejaioKJw8eRJjxozJsd7y5cuxZ88e3L59G8OHD0dcXBwGDBgAAJg8eTL27duHqKgo3LhxAwcPHkSVKlWKNDeLHZGG+/3339GoUSNERUWhbNmyOHHiBLZu3fqfw64FYWlpiQkTJuD3339H+fLl8eDBAzRu3LjIp+cTEWkaAwMDbN26FZcuXUL16tXx9ddfY+7cuTnWmz17NmbPng0vLy+cPXsW+/fvR6lSpQAAxsbGmDBhAmrWrIlmzZpBLpdj69atRZqbs2KJNNi+ffvQs2dPpKamok6dOjh06BAcHR2L5bXj4+PRt29fHDx4EAAwePBgLFmyBCYmJsXy+kSk/T4005Oy46xYIh23fPlydOnSBampqfjss88QHh5ebKUOAGxtbbFv3z78+OOPkMlkWL16Ndq0aYPk5ORiy0BEROphsSPSMJIkYcKECRgxYgQkScKgQYOwb98+Ied9MjAwwP/+9z8cOXIE1tbWOH36NDp37lzkJ9gkIqKCYbEj0jBz587F7NmzAQDTp0/HqlWrYGgo9sxEbdu2RWhoKCwtLREWFoYvvvgi39P9iYio+LDYEWmQ7du3q85gvmDBAkycOFFjLvfVqFEjHDp0CGZmZjh8+DB69OjBkxkTEWkYFjsiDXH+/HkEBAQAAEaNGoWvv/5acKKcmjVrhv3798PExAR79uxB3759oVAoRMciIqL/j8WOSANERUWhU6dOSEtLQ6dOnbBgwQLRkfLUqlUr7Nq1C0ZGRti2bRuCgoJyXKOWiOiflEql6Agar7C2ES8pRiTY69ev8dlnn+H169eoU6cONm/eDLlcLjrWB/n6+mLr1q3w9/fHhg0bUL16dYwdO1Z0LCLSMMbGxjAwMMCzZ89gb28PY2NjjTm8RFNIkoT09HS8fPkSBgYGH33SeZ7HjkigtLQ0tGrVCmfPnoW7uzt+//13ODk5iY6VbytXrsSXX34JAwMDHD9+HC1atBAdiYg0THp6Op4/f46UlBTRUTSaubk5nJ2dcy126vQg7rEjEmjChAk4e/YsbGxscOjQIa0qdQAwdOhQ/PHHH9iwYQO6d++Oy5cvw9XVVXQsItIgxsbGcHNzQ2ZmJo/JzYNcLoehoWGh7M3kHjsiQU6cOIHWrVsDAPbv34+OHTsKTlQwqamp+OSTT3DlyhXUq1cPp0+f5hnmiYgKEa88QaTh3rx5g379+gF4v9dLW0sdAJiZmWH37t2ws7PDhQsXMGrUKNGRiIj0FosdUTGTJAlDhgzBs2fP4Onpifnz54uO9NHKli2LLVu2QCaTYc2aNVizZo3oSEREeonFjqiY/fLLL9i5cycMDQ3x66+/wtzcXHSkQtGmTRvMmDEDADBixAhcuXJFcCIiIv3DYkdUjO7fv48RI0YAAH744QfUqVNHcKLCNX78eHTu3Bnp6eno168fLztGRFTMWOyIiklmZib69u2LpKQkNG3aFN99953oSIUuayjW3t4e165dw48//ig6EhGRXmGxIyom8+fPx/nz52FtbY2NGzdq/EmIC8re3h4rV64EAMyaNQsXL14UnIiISH+w2BEVg0ePHmHatGkAgCVLlsDd3V1woqLVtWtX9OjRAwqFAv369UNaWproSEREeoHFjqgYjBkzBqmpqWjWrBkCAgJExykWy5Ytg6OjI27evImpU6eKjkNEpBdY7IiK2LFjx7Br1y7I5XIsX75cb66TWLJkSaxatQoA8NNPP+GPP/4QnIiISPex2BEVobS0NIwcORIAMHLkSFSvXl1wouLVuXNn9OnTB0qlEv3798e7d+9ERyIi0mksdkRFaOHChbhz5w4cHR31djhy8eLFcHZ2xu3bt1XHGRIRUdFgsSMqIo8fP1ad7mPu3LmwsbERnEgMOzs71SzZ+fPn486dO4ITERHpLhY7oiLyzTffICUlBU2aNEGfPn1ExxGqU6dO+Oyzz5CRkYHRo0dDkiTRkYiIdBKLHVEROHHiBHbs2KF3EybyIpPJsGjRIhgbG+PIkSM4ePCg6EhERDqJxY6okCkUCnz11VcAgOHDh6NmzZqCE2mGihUr4ptvvgEAjB49mhMpiIiKAIsdUSH79ddfcfPmTZQoUYKTBf7l+++/R+nSpXH//n3MmzdPdBwiIp3DYkdUiNLT0zFlyhQAwPjx42Frays2kIaxtLRUFbqZM2fi4cOHghMREekWFjuiQvTzzz/jwYMHcHJywogRI0TH0Ujdu3eHj48PUlNTMXbsWNFxiIh0CosdUSFJTk5Wnd5k0qRJMDc3F5xIM8lkMixduhRyuRw7d+5EWFiY6EhERDqDxY6okCxbtgwxMTHw8PDAwIEDRcfRaDVq1MDw4cMBAF999RUUCoXgREREuoHFjqgQxMfHY86cOQCAadOmwdjYWHAizTdt2jTY2dnhxo0b2Lhxo+g4REQ6gcWOqBDMnz8fcXFxqFq1Knr16iU6jlawtbXFhAkTAACTJ0/m6U+IiAoBix3RR3rx4gUWLlwIAJg+fTrkcrngRNpjxIgRKFOmDB4/fowVK1aIjkNEpPVY7Ig+0syZM5GcnIy6devCz89PdBytYmpqqjrX34wZM5CQkCA4ERGRdmOxI/oIz549U13gfubMmXp/6bCCCAgIQJUqVfDmzRuetJiI6COx2BF9hAULFiA9PR1NmjRBq1atRMfRSoaGhpgxYwaA99szJiZGcCIiIu3FYkdUQG/evMGqVasAABMmTODeuo/g5+eHhg0bIiUlRXUuQCIiUh+LHVEBLV++HElJSahZsybat28vOo5Wk8lkmD17NgBg9erViIqKEpyIiEg7sdgRFUBycjIWL14M4P01Ybm37uP5+Pigffv2yMzMxKRJk0THISLSSmoVu1mzZqFevXqwsrKCg4MD/Pz88Pfff//n43bs2IHKlSvD1NQUNWrUwOHDhwscmEgTrF27Fq9fv0a5cuXQrVs30XF0xqxZsyCTybB161b89ddfouMQEWkdtYrdb7/9huHDh+P333/H8ePHkZGRgTZt2iA5OTnPx5w/fx49e/ZEUFAQrly5Aj8/P/j5+eH69esfHZ5IhIyMDNXszW+//RaGhoaCE+kOLy8v+Pv7A3h/TkAiIlKPTJIkqaAPfvnyJRwcHPDbb7+hWbNmua7TvXt3JCcn4+DBg6plDRs2RK1atRAcHJyv10lMTISNjQ0SEhJgbW1d0LhEhWLDhg3o378/HB0d8eDBA5iamoqOpFOuX7+OGjVqQCaT4dq1a6hWrZroSEREQqnTgz7qGLusk4na2dnluU5ERESO00C0bdsWEREReT4mLS0NiYmJ2W5EmkCpVKquCfv111+z1BWB6tWro2vXrpAkSXUaFCIiyp8CFzulUonRo0fjk08+QfXq1fNcLyYmBo6OjtmWOTo6fvBcVbNmzYKNjY3q5urqWtCYRIXqwIEDuHXrFmxsbDBs2DDRcXTW//73PwDA1q1bcfv2bcFpiIi0R4GL3fDhw3H9+nVs3bq1MPMAeH9OsISEBNXt8ePHhf4aROqSJAmzZs0CAHz55Zc8LKAI1apVC507d+ZeOyIiNRWo2I0YMQIHDx7EqVOnUKZMmQ+u6+TkhNjY2GzLYmNj4eTklOdjTExMYG1tne1GJNrp06fxxx9/wNTUFF999ZXoODov65Qnmzdvxt27dwWnISLSDmoVO0mSMGLECOzZswcnT56Eh4fHfz6mUaNGCAsLy7bs+PHjaNSokXpJiQRbtGgRAKgmTlDRqlOnDjp06AClUomZM2eKjkNEpBXUmhX75ZdfYvPmzdi3bx88PT1Vy21sbGBmZgbg/QW9S5curRqyOn/+PHx8fDB79mz4+vpi69atmDlzJi5fvvzBY/P+ibNiSbTo6GhUqFABSqUSN2/eRJUqVURH0gt//vknGjRoALlcjjt37qBcuXKiIxERFbsimxW7cuVKJCQkoHnz5nB2dlbdtm3bplrn0aNHeP78uep+48aNsXnzZqxevRpeXl7YuXMn9u7dm+9SR6QJVqxYAaVSiTZt2rDUFaP69eujXbt2UCgUqj8WiYgobx91Hrviwj12JFJycjLKlCmD+Ph4HDx4EL6+vqIj6ZWIiAg0btwYhoaGuHv3LsqWLSs6EhFRsSq289gR6YNNmzYhPj4e5cuXR/v27UXH0TuNGjVCq1atkJmZifnz54uOQ0Sk0VjsiD5AkiQsWbIEADBy5EgYGPB/GRHGjx8P4P01el+9eiU4DRGR5uJvKaIPCAsLw82bN2FpaYn+/fuLjqO3WrRogdq1ayM1NRXLly8XHYeISGOx2BF9QNbeusDAQNjY2AhOo79kMhnGjRsHAFi6dCmSk5MFJyIi0kwsdkR5uHfvHg4ePAjg/Um5SazPP/8c5cqVw+vXrxESEiI6DhGRRmKxI8rD8uXLIUkS2rdvj0qVKomOo/cMDQ3xzTffAADmz5+PzMxMwYmIiDQPix1RLt6+fYu1a9cCAEaNGiU4DWUJDAyEvb09Hjx4gB07doiOQ0SkcVjsiHLxyy+/IDExEZUqVUKbNm1Ex6H/z8zMDCNHjgQA/PTTT9CC03ASERUrFjuif5EkCcHBwQDeH1vHU5xoli+//BLm5uaIjIzEiRMnRMchItIo/I1F9C8RERG4fv06zMzM0LdvX9Fx6F9KliyJgQMHAgDmzJkjOA0RkWZhsSP6l9WrVwMAevToAVtbW7FhKFdjxoyBXC5HWFgYLl26JDoOEZHGYLEj+oe4uDhs27YNADB48GDBaSgv7u7u6NGjBwBg3rx5gtMQEWkOFjuif9i0aRPevXuHmjVrokGDBqLj0Adknfpkx44dePLkieA0RESagcWO6P+TJAmrVq0C8H5vnUwmE5yIPsTb2xs+Pj5QKBRYtmyZ6DhERBqBxY7o/4uIiMCNGzdgZmaG3r17i45D+TB69GgA74+L5GXGiIhY7IhUsvbWcdKE9ujYsSPKlSuHuLg4bNy4UXQcIiLhWOyI8H7SxPbt2wFw0oQ2kcvlqiuDLFq0CEqlUnAiIiKxWOyIAGzcuJGTJrTUgAEDYG1tjb///htHjx4VHYeISCgWO9J7kiSpzl3HSRPax8rKCkFBQQCAhQsXCk5DRCQWix3pPU6a0H4jR46EgYEBjh8/jhs3boiOQ0QkDIsd6T1OmtB+Hh4e8PPzAwAsXrxYbBgiIoFY7EivJSQkYMeOHQCAQYMGCU5DH+Prr78G8P54yVevXglOQ0QkBosd6bXt27cjNTUVVapUQcOGDUXHoY/wySefoE6dOnj37p1qLywRkb5hsSO9tn79egBA//79OWlCy8lkMtUJi5cvX46MjAyxgYiIBGCxI731999/4/z585DL5ejbt6/oOFQI/P394ejoiOfPn2PPnj2i4xARFTsWO9JbWXvr2rVrB2dnZ7FhqFAYGxtjyJAhAMDrxxKRXmKxI72kUCjwyy+/AHg/DEu6Y8iQITA0NMSZM2dw9epV0XGIiIoVix3ppePHj+PZs2ews7NDx44dRcehQuTi4oKuXbsC4F47ItI/LHakl0JCQgAAvXv3homJieA0VNhGjBgBAPj111/x5s0bwWmIiIoPix3pnbi4OOzduxcAh2F11SeffAIvLy+kpqaqSjwRkT5gsSO9s2XLFqSnp6NmzZrw9vYWHYeKgEwmU+21W7FiBRQKheBERETFg8WO9A7PXacfevXqhRIlSuD+/fsIDQ0VHYeIqFiw2JFeuXHjBi5cuABDQ0P06dNHdBwqQubm5ggKCgIALF26VHAaIqLiwWJHeiXreKsOHTrA3t5ecBoqasOGDYNMJsPRo0dx584d0XGIiIocix3pjYyMDGzatAkAJ03oi3LlysHX1xfA+2PtiIh0HYsd6Y3jx48jNjYW9vb2+Oyzz0THoWKSNYkiJCQESUlJgtMQERUtFjvSG1l763r27AkjIyPBaai4tG7dGhUrVkRiYiI2b94sOg4RUZFisSO98PbtW9W56zhpQr8YGBhg6NChAICVK1dCkiTBiYiIig6LHemF3bt3IzU1FZUqVULdunVFx6Fi1r9/f5iamiIyMhK///676DhEREWGxY70QtYwbJ8+fXjuOj1kZ2eHHj16AHi/146ISFex2JHOe/bsGcLCwgC8vzYs6adhw4YBALZv347Xr18LTkNEVDRY7Ejnbd68GZIk4ZNPPkG5cuVExyFB6tWrh9q1ayMtLY3XjyUincViRzrvn8OwpL9kMplqr11wcDCUSqXgREREhY/FjnTatWvXcPXqVRgZGcHf3190HBKsZ8+esLGxwb1793D8+HHRcYiICh2LHem0X3/9FQDg6+sLOzs7wWlINAsLCwQEBADgJAoi0k0sdqSzlEqlqthxGJayZA3HHjhwAI8fPxachoiocLHYkc767bff8OTJE9jY2KiuF0pUpUoVNG/eHEqlEmvWrBEdh4ioULHYkc7KmjTh7+8PU1NTwWlIk2TttVuzZg0yMjIEpyEiKjwsdqSTUlNTsXPnTgAchqWc/Pz84OjoiJiYGNWl5oiIdAGLHemkgwcPIjExEW5ubmjSpInoOKRhjI2NMXDgQADAqlWrBKchIio8LHakkzZv3gwA6NWrFwwM+DGnnAYNGgSZTIawsDBERUWJjkNEVCj4G490Tnx8PA4fPgzg/XnLiHLj7u6Odu3aAQBWr14tOA0RUeFgsSOds2fPHqSnp6Nq1aqoUaOG6DikwYYOHQoACAkJQVpamuA0REQfj8WOdM6WLVsAvN9bJ5PJBKchTfbZZ5+hdOnSePXqFXbv3i06DhHRR2OxI50SGxuLsLAwAECPHj0EpyFNZ2hoyEkURKRTWOxIp+zYsQNKpRL16tVDhQoVRMchLTBw4EAYGBjgt99+w61bt0THISL6KCx2pFP+OQxLlB9lypRBhw4dAHASBRFpPxY70hkPHz7E+fPnIZPJ0L17d9FxSIsMGTIEALBhwwakpqYKTkNEVHAsdqQztm7dCgDw8fGBi4uL4DSkTdq2bQs3NzfExcWprlhCRKSNWOxIZ2QNw/bq1UtwEtI2crkcgwcPBgAEBwcLTkNEVHAsdqQTbt26hatXr8LIyAhdu3YVHYe00IABA2BoaIjz58/j+vXrouMQERUIix3phKy9dW3btoWdnZ3gNKSNnJ2d0alTJwA89QkRaS8WO9J6kiRxNiwViqxJFBs3bkRKSorgNERE6mOxI6136dIlREVFwczMTLXHhaggWrVqBQ8PDyQkJGDHjh2i4xARqU3tYnf69Gl07NgRLi4ukMlk2Lt37wfXDw8Ph0wmy3GLiYkpaGaibLL21nXq1AmWlpaC05A2MzAwwKBBgwBwOJaItJPaxS45ORleXl5Yvny5Wo/7+++/8fz5c9XNwcFB3ZcmykGpVGL79u0AeAkxKhyBgYEwNDREREQErl27JjoOEZFa1C527du3x/Tp09GlSxe1Hufg4AAnJyfVzcCAo8D08SIiIvDkyRNYW1ujXbt2ouOQDnByckLnzp0BAGvWrBGchohIPcXWrmrVqgVnZ2e0bt0a586d++C6aWlpSExMzHYjys22bdsAAJ07d4apqangNKQrss5p98svv3ASBRFplSIvds7OzggODsauXbuwa9cuuLq6onnz5rh8+XKej5k1axZsbGxUN1dX16KOSVpIoVCoDnDnJcSoMHESBRFpK5kkSVKBHyyTYc+ePfDz81PrcT4+PnBzc8PGjRtz/X5aWhrS0tJU9xMTE+Hq6oqEhARYW1sXNC7pmPDwcHz66acoUaIEYmJiYGxsLDoS6ZBZs2bh+++/R+PGjf9zlIGIqCglJibCxsYmXz1IyIFu9evXR1RUVJ7fNzExgbW1dbYb0b9lDcN26dKFpY4KXdYkCl6Jgoi0iZBiFxkZCWdnZxEvTToiMzMTu3btAsBhWCoa/5xEsXr1asFpiIjyR+1il5SUhMjISERGRgIAoqOjERkZiUePHgEAJkyYgICAANX6ixYtwr59+xAVFYXr169j9OjROHnyJIYPH14474D00qlTp/Dy5UuULFkSLVq0EB2HdFTWJApeiYKItIXaxe7ixYvw9vaGt7c3AGDMmDHw9vbG5MmTAQDPnz9XlTwASE9PxzfffIMaNWrAx8cHV69exYkTJ9CyZctCegukj7KGYbt27QpDQ0PBaUhXZU2iiI+P5yQKItIKHzV5orioc9Ag6b709HQ4OTkhLi4OYWFh3GNHRSprEkWjRo1w/vx50XGISA9p/OQJoo9x4sQJxMXFwdHRET4+PqLjkI7755UoOImCiDQdix1pnaxh2C+++AJyuVxwGtJ1Tk5O6NSpEwBeiYKINB+LHWmVd+/eYe/evQA4G5aKz5AhQwC8vxJFamqq4DRERHljsSOtcuzYMSQmJqJ06dL45JNPRMchPdGqVSuULVuWkyiISOOx2JFWyRqG7datGwwM+PGl4mFgYIBBgwYB4DntiEiz8TcjaY3U1FTs378fAODv7y84DembwMBAyOVynDt3Djdu3BAdh4goVyx2pDVCQ0ORlJQENzc3NGzYUHQc0jPOzs6qSRTca0dEmorFjrTG9u3bAbyfDSuTyQSnIX3ESRREpOlY7EgrpKam4sCBAwA4DEvitG7dGu7u7oiPj8fOnTtFxyEiyoHFjrTCkSNHkJycDDc3N9SvX190HNJTnERBRJqOxY60QtYpJrp168ZhWBIqaxLF2bNnOYmCiDQOix1pvJSUFA7DksZwcXFBx44dAfBKFESkeVjsSONlDcO6u7ujXr16ouMQYfDgwQA4iYKINA+LHWk8DsOSpmnTpg3c3d0RFxfHSRREpFFY7EijcRiWNJFcLsfAgQMBAKtWrRKchojo/7DYkUY7cuQIUlJSULZsWdStW1d0HCKVAQMG8EoURKRxWOxIo2WdlJjDsKRpXFxceCUKItI4LHaksVJSUnDw4EEAHIYlzcQrURCRpmGxI411+PBh1TBsnTp1RMchyqF169YoW7Ys4uPjVXuXiYhEYrEjjZX1i9Lf35/DsKSR/nklCk6iICJNwGJHGik5ORmHDh0C8P74OiJNNWDAABgaGiIiIgLXrl0THYeI9ByLHWmkrGFYDw8PDsOSRnNyckLnzp0BcBIFEYnHYkcaiSclJm2SNYli48aNSElJEZyGiPQZix1pnJSUFA7DklZp2bIlypUrh4SEBGzbtk10HCLSYyx2pHE4G5a0jYGBger6sZxEQUQisdiRxuEwLGmjwMBAGBkZ4Y8//sDVq1dFxyEiPcViRxrlnycl5jAsaRMHBwd06dIFAPfaEZE4LHakUXhtWNJmQ4cOBfB+EsXbt28FpyEifcRiRxolaxj2iy++4DAsaZ3mzZujUqVKSEpKwubNm0XHISI9xGJHGoPDsKTtZDKZaq/dypUrIUmS4EREpG9Y7EhjHDlyBMnJyXB3d0e9evVExyEqkH79+sHExARXr17Fn3/+KToOEekZFjvSGByGJV1gZ2eH7t27AwCCg4MFpyEifcNiRxohNTWVw7CkM4YNGwYA2Lp1K+Li4gSnISJ9wmJHGiFrGNbNzQ3169cXHYfoozRo0ABeXl549+4dNmzYIDoOEekRFjvSCByGJV3yz0kUwcHBnERBRMWGxY6ES01NxYEDBwBwGJZ0R+/evWFpaYm///4bv/32m+g4RKQnWOxIuNDQUCQnJ8PV1RUNGjQQHYeoUFhZWaF3794AOImCiIoPix0Jx2FY0lVZkyh2796N2NhYwWmISB+w2JFQHIYlXebl5YWGDRsiIyMD69atEx2HiPQAix0JFRoaiqSkJA7Dks7KmkSxatUqKBQKwWmISNex2JFQ/xyGNTDgx5F0j7+/P+zs7PDw4UMcPnxYdBwi0nH8TUrCcBiW9IGZmRmCgoIAACtWrBCchoh0HYsdCXP06FEOw5JeGDJkCGQyGUJDQxEVFSU6DhHpMBY7Emb79u0AOAxLuq98+fJo164dAJ76hIiKFn+bkhAchiV9M3z4cADAunXrkJqaKjgNEekqFjsSgsOwpG/atWuHsmXLIi4uDlu3bhUdh4h0FIsdCcFhWNI3crlcdcJiTqIgoqLC36hU7DgMS/pqwIABMDExwcWLF3HhwgXRcYhIB7HYUbHjMCzpq1KlSsHf3x8AsHz5csFpiEgXsdhRseNJiUmfZU2i2Lp1K16/fi04DRHpGv5WpWKVmpqK/fv3A+AwLOmn+vXro3bt2khLS+P1Y4mo0LHYUbHiMCzpO5lMptprt3LlSl4/logKFYsdFSsOwxIBPXr0QIkSJRAdHc3rxxJRoeJvVio2HIYles/c3BwDBw4EACxdulRwGiLSJSx2VGyOHDmCpKQkuLm5oWHDhqLjEAn15ZdfwsDAAMePH8ft27dFxyEiHcFiR8Um66TE/v7+kMlkgtMQiVW2bFl07NgRALBs2TLBaYhIV7DYUbFITk5WnZQ46zxeRPpu5MiRAID169cjISFBcBoi0gUsdlQsDh8+jJSUFHh4eKBu3bqi4xBphBYtWqBq1apITk7G+vXrRcchIh3AYkfFgsOwRDnJZDLVXrtly5ZBqVQKTkRE2o7FjopcUlISDh06BIDDsET/1qdPH9jY2CAqKgpHjx4VHYeItByLHRW5gwcPIjU1FRUqVIC3t7foOEQaxdLSEkFBQQCAJUuWCE5DRNqOxY6KHIdhiT5s+PDhkMlkCA0NxZ07d0THISItxmJHRSoxMVF1Zn0OwxLlrly5cvD19QUALF++XHAaItJmahe706dPo2PHjnBxcYFMJsPevXv/8zHh4eGoXbs2TExMUKFCBc7+0iMHDhxAWloaPD09UbNmTdFxiDRW1iSKkJAQJCYmCk5DRNpK7WKXnJwMLy+vfP9VGR0dDV9fX3z66aeIjIzE6NGjMXDgQB4krCc4DEuUP61bt0blypXx9u1bhISEiI5DRFpKJkmSVOAHy2TYs2cP/Pz88lxn3LhxOHToEK5fv65a1qNHD8THxyM0NDRfr5OYmAgbGxskJCTA2tq6oHGpmMXHx8PR0RHp6em4du0aqlevLjoSkUYLDg7GsGHD4OHhgbt370Iul4uOREQaQJ0eVOTH2EVERKBVq1bZlrVt2xYRERFF/dIk2P79+5Geno6qVauy1BHlQ0BAAOzs7BAdHY39+/eLjkNEWqjIi11MTAwcHR2zLXN0dERiYiJSU1NzfUxaWhoSExOz3Uj7bNu2DQAnTRDll7m5OYYMGQIAWLRokdgwRKSVNHJW7KxZs2BjY6O6ubq6io5Eanrz5g2OHTsGgMWOSB3Dhw+HoaEhTp8+jcuXL4uOQ0RapsiLnZOTE2JjY7Mti42NhbW1NczMzHJ9zIQJE5CQkKC6PX78uKhjUiHbvXs3MjMzUbNmTVSpUkV0HCKtUbp0adUfQwsXLhSchoi0TZEXu0aNGiEsLCzbsuPHj6NRo0Z5PsbExATW1tbZbqRdtm7dCuD9RBkiUs/XX38N4P3/R8+ePROchoi0idrFLikpCZGRkYiMjATw/nQmkZGRePToEYD3e9sCAgJU6w8dOhT379/Hd999h9u3b2PFihXYvn276gcX6Z6YmBicOnUKANC9e3fBaYi0T926ddGkSRNkZmbyhMVEpBa1i93Fixfh7e2tuubnmDFj4O3tjcmTJwMAnj9/rip5AODh4YFDhw7h+PHj8PLywvz58/Hzzz+jbdu2hfQWSNPs3LkTSqUSDRo0QLly5UTHIdJKWX/8BgcHIyUlRXAaItIWH3Ueu+LC89hplyZNmuDcuXNYuHAhRo8eLToOkVZSKBSoWLEioqOjERwcrJotS0T6R6POY0f65dGjRzh37hxkMhm6desmOg6R1pLL5Rg1ahSA96c+USqVghMRkTZgsaNClXUJsWbNmqF06dKC0xBptwEDBsDKygq3b9/mZRiJKF9Y7KhQcTYsUeGxtrbGwIEDAQDz5s0TnIaItAGLHRWau3fv4tKlS5DL5ejatavoOEQ6YfTo0ZDL5Th58iQuXbokOg4RaTgWOyo0WZcQa9WqFezt7QWnIdINbm5uqj3gc+fOFZyGiDQdix0VGg7DEhWNb7/9FgCwY8cOREdHC05DRJqMxY4KxfXr13Hjxg0YGxvDz89PdBwineLl5YU2bdpAqVRiwYIFouMQkQZjsaNCkbW3rn379rC1tRUbhkgHZe21W7duHV6/fi04DRFpKhY7+miSJHEYlqiItWzZEt7e3khJScGKFStExyEiDcViRx/t4sWLuHfvHszMzNCxY0fRcYh0kkwmU+21W7p0KVJTUwUnIiJNxGJHH+3XX38FAHTu3BkWFhaC0xDprm7dusHd3R0vX77Ehg0bRMchIg3EYkcfJTMzUzUM27t3b8FpiHSboaEhxowZAwCYP38+FAqF4EREpGlY7OijnDp1CrGxsbCzs0ObNm1ExyHSeQMGDECJEiUQFRWFffv2iY5DRBqGxY4+StYwrL+/P4yNjQWnIdJ9lpaWGD58OABg9uzZkCRJcCIi0iQsdlRgqamp2L17NwAOwxIVp5EjR8LMzAwXLlxAWFiY6DhEpEFY7KjADh48iLdv38LNzQ2NGzcWHYdIbzg4OGDQoEEAgBkzZghOQ0SahMWOCixrGLZXr14wMOBHiag4jR07FkZGRggPD8f58+dFxyEiDcHfxlQgcXFxOHz4MAAOwxKJ4OrqioCAAADAzJkzBachIk3BYkcFsnPnTmRkZKBGjRqoXr266DhEemn8+PEwMDDAoUOHEBkZKToOEWkAFjsqkKxhWO6tIxKnQoUK6N69OwBg1qxZgtMQkSaQSVowVz4xMRE2NjZISEiAtbW16Dh67/Hjx3B3d4ckSXj48CHc3NxERyLSW9euXUPNmjUhk8lw69YteHp6io5ERIVMnR7EPXaktq1bt0KSJDRt2pSljkiwGjVqoFOnTpAkCXPmzBEdh4gEY7EjtXEYlkizfP/99wCAjRs34uHDh4LTEJFILHaklhs3buDq1aswMjLCF198IToOEQFo0KABWrZsiczMTMybN090HCISiMWO1JK1t65du3YoWbKk4DRElGXixIkAgDVr1uDZs2eC0xCRKCx2lG9KpRIbN24EANX5s4hIMzRv3hxNmjRBWloaZs+eLToOEQnCYkf5Fh4ejidPnsDW1hYdOnQQHYeI/kEmk2Hq1KkAgNWrV+Pp06diAxGRECx2lG+//PILAKB79+4wNTUVnIaI/q1FixZo2rQp0tLSeF47Ij3FYkf5kpycjJ07dwLgMCyRppLJZJg2bRqA98faPX78WHAiIipuLHaUL3v27EFycjLKly+PRo0aiY5DRHn49NNP4ePjg/T0dO61I9JDLHaUL1nDsAEBAZDJZILTENGHZO21+/nnn/Ho0SPBaYioOLHY0X96+vQpTpw4AQDo06eP4DRE9F98fHzw6aefIiMjAzNnzhQdh4iKEYsd/adff/1VdQmxcuXKiY5DRPmQNUN23bp1vBoFkR5hsaMPkiQJGzZsAMBJE0TapFmzZmjRogUyMjIwY8YM0XGIqJiw2NEHXb58GTdv3oSJiQm6desmOg4RqSHrWLuQkBBER0cLTkNExYHFjj4oa9KEn58fbGxsBKchInU0adIErVu3RmZmJqZMmSI6DhEVAxY7ylNGRgY2b94MgMOwRNoqa/LEpk2bcO3aNcFpiKiosdhRnkJDQ/Hq1Ss4OjqiTZs2ouMQUQHUrVsX3bp1gyRJmDhxoug4RFTEWOwoT1mTJnr37g1DQ0PBaYiooKZPnw65XI4DBw7g7NmzouMQURFisaNcvXz5Evv37wcA9OvXT3AaIvoYlSpVQlBQEABg/PjxkCRJcCIiKiosdpSrTZs2ISMjA3Xr1kXNmjVFxyGijzR58mSYmpri3LlzOHz4sOg4RFREWOwoB0mSsHbtWgDAgAEDBKchosJQunRpjBo1CgAwYcIEKJVKwYmIqCiw2FEOFy5cwI0bN2BqaoqePXuKjkNEhWTcuHGwsbHBtWvXsGXLFtFxiKgIsNhRDll767p27QpbW1uxYYio0NjZ2WHcuHEAgEmTJiE9PV1wIiIqbCx2lE1KSorqL/msg62JSHeMGjUKTk5OiI6ORnBwsOg4RFTIWOwom507d+Lt27coV64cfHx8RMchokJmYWGBqVOnAnh/ybG4uDixgYioULHYUTbr1q0DAAQGBsLAgB8PIl0UFBSEatWq4c2bN/jxxx9FxyGiQsTf3KQSFRWF3377DTKZDP379xcdh4iKiKGhIRYsWAAAWLZsGe7evSs4EREVFhY7UgkJCQEAtG3bFmXKlBGchoiKUps2bdC+fXtkZGTg22+/FR2HiAoJix0BADIzM7F+/XoAnDRBpC/mz58PuVyOffv24dSpU6LjEFEhYLEjAMDRo0fx7NkzlCpVCp06dRIdh4iKQZUqVTB06FAAwJgxY6BQKAQnIqKPxWJHAP5v0kSfPn1gbGwsOA0RFZepU6fCxsYGkZGR2LBhg+g4RPSRWOwIMTEx2L9/PwBeQoxI35QqVQqTJk0CAEycOBFJSUmCExHRx2CxI6xduxaZmZlo3LgxatSoIToOERWzESNGoHz58oiJicHs2bNFxyGij8Bip+cUCgVWr14NAKpjbYhIv5iYmGDu3LkAgLlz5yIqKkpwIiIqKBY7PRcaGopHjx7Bzs4OX3zxheg4RCSIn58f2rRpg/T0dIwaNQqSJImOREQFwGKn51auXAkA6N+/P8zMzASnISJRZDIZli5dCiMjIxw5cgT79u0THYmICoDFTo89fPgQhw8fBgAMGTJEcBoiEq1SpUqqkxV/9dVXSE5OFpyIiNTFYqfHVq9eDUmS0LJlS1SqVEl0HCLSABMnToSbmxsePXqEmTNnio5DRGpisdNT6enpWLt2LQBOmiCi/2Nubo7FixcDeD+R4s6dO4ITEZE6WOz01L59+xAbGwsnJyd07txZdBwi0iCdO3fGZ599hoyMDIwYMYITKYi0CIudnsqaNDFw4EAYGRkJTkNEmkQmk2HJkiUwMTHB8ePHsWvXLtGRiCifWOz00O3bt3Hq1CkYGBhg0KBBouMQkQYqX748xo0bBwAYPXo0EhMTBSciovxgsdNDWSck9vX1hZubm+A0RKSpxo8fj/Lly+Pp06cYP3686DhElA8FKnbLly9H2bJlYWpqigYNGuDPP//Mc93169dDJpNlu5mamhY4MH2c1NRUrF+/HgAnTRDRh5mZmWHNmjUA3h++cebMGcGJiOi/qF3stm3bhjFjxmDKlCm4fPkyvLy80LZtW7x48SLPx1hbW+P58+eq28OHDz8qNBXc5s2bERcXB3d3d7Rt21Z0HCLScJ9++qnqkI2goCCkpqYKTkREH6J2sVuwYAEGDRqEwMBAVK1aFcHBwTA3N8e6devyfIxMJoOTk5Pq5ujo+FGhqWAkScKiRYsAvL/ot1wuFxuIiLTCTz/9BGdnZ9y9exc//PCD6DhE9AFqFbv09HRcunQJrVq1+r8nMDBAq1atEBERkefjkpKS4O7uDldXV3Tu3Bk3btwoeGIqsJMnT+L69euwsLBAUFCQ6DhEpCVsbW1VM+nnzp2LK1euCE5ERHlRq9i9evUKCoUixx43R0dHxMTE5PoYT09PrFu3Dvv27cOmTZugVCrRuHFjPHnyJM/XSUtLQ2JiYrYbfbysk47269cPJUqUEJyGiLRJ586d4e/vD4VCgaCgIGRmZoqORES5KPJZsY0aNUJAQABq1aoFHx8f7N69G/b29li1alWej5k1axZsbGxUN1dX16KOqfOioqJw8OBBAMCoUaMEpyEibbRkyRKUKFECV65cwfz580XHIaJcqFXsSpUqBblcjtjY2GzLs65gkB9GRkbw9vZGVFRUnutMmDABCQkJqtvjx4/ViUm5WLp0KSRJwmeffQZPT0/RcYhICzk6OqqO050yZQpu374tNhAR5aBWsTM2NkadOnUQFhamWqZUKhEWFoZGjRrl6zkUCgWuXbsGZ2fnPNcxMTGBtbV1thsVXEJCgmpyy1dffSU4DRFps759+6Jdu3ZIS0tDnz59kJ6eLjoSEf2D2kOxY8aMwZo1a7BhwwbcunULw4YNQ3JyMgIDAwEAAQEBmDBhgmr9H374AceOHcP9+/dx+fJl9OnTBw8fPsTAgQML713QB4WEhCApKQlVqlRB69atRcchIi0mk8mwdu1alChRApcuXcKPP/4oOhIR/YOhug/o3r07Xr58icmTJyMmJga1atVCaGioakLFo0ePYGDwf30xLi4OgwYNQkxMDEqUKIE6derg/PnzqFq1auG9C8qTQqHAkiVLALzfWyeTyQQnIiJt5+LiglWrVsHf3x8zZ85E+/bt0bhxY9GxiAiATJIkSXSI/5KYmAgbGxskJCRwWFZN+/btg5+fH0qUKIEnT57A3NxcdCQi0hEBAQHYuHEjypUrh8jISFhZWYmORKST1OlBvFasjss60HnIkCEsdURUqJYuXQo3Nzfcv38fY8aMER2HiMBip9OuXr2K8PBwyOVyfPnll6LjEJGOsbGxwS+//AKZTIaff/4Z+/fvFx2JSO+x2OmwefPmAQC6du3KcwESUZHw8fHBN998AwAYOHBgjtNhEVHxYrHTUdHR0diyZQsA4LvvvhOchoh02fTp01GjRg28fPkSAQEBUCgUoiMR6S0WOx01b948KBQKtG7dGnXq1BEdh4h0mImJCbZs2QIzMzMcO3YMM2fOFB2JSG+x2Omg2NhY1QmJ/3lOQSKiolKtWjWsWLECADB16lScOnVKcCIi/cRip4MWL16Md+/eoUGDBmjevLnoOESkJ/r374/AwEAolUr07NkTMTExoiMR6R0WOx2TkJCA5cuXAwDGjx/PExITUbFatmwZqlevjtjYWPTq1YvH2xEVMxY7HRMcHIzExERUrVoVnTp1Eh2HiPSMubk5duzYAQsLC5w6dQo//PCD6EhEeoXFToekpqZi4cKFAIBx48Zlu7QbEVFxqVy5MlavXg0A+PHHH3Hs2DHBiYj0B3/z65D169cjNjYWbm5u6Nmzp+g4RKTHevXqhcGDB0OSJPTs2RP37t0THYlIL7DY6YjMzEzMnTsXADB27FgYGRkJTkRE+m7x4sWoX78+3rx5g06dOiExMVF0JCKdx2KnI7Zv347o6GjY29sjKChIdBwiIpiammLPnj1wdnbGzZs30adPH06mICpiLHY6QKFQYMaMGQCAUaNGwdzcXHAiIqL3XFxcsHfvXpiYmODAgQOYNGmS6EhEOo3FTgds2bIFN2/eRIkSJTBy5EjRcYiIsqlfvz7Wrl0LAJg1a5bqcodEVPhY7LRcRkYGpk6dCuD9NWFtbGzEBiIiykXv3r0xbtw4AMCAAQNw4cIFwYmIdBOLnZbbsGED7t27BwcHB+6tIyKNNmPGDPj6+uLdu3fo3LkzHj16JDoSkc5hsdNiaWlpqpN/TpgwARYWFoITERHlTS6XY/PmzahWrRqeP3+Otm3b4vXr16JjEekUFjsttnr1ajx+/BilS5fG0KFDRcchIvpP1tbWOHLkCMqUKYPbt2+jY8eOSElJER2LSGew2GmplJQU1UzYSZMmwdTUVHAiIqL8cXV1RWhoKGxtbREREYGePXsiMzNTdCwincBip6WWLVuG2NhYeHh4IDAwUHQcIiK1VKtWDQcOHICpqSn279+PL7/8EpIkiY5FpPVY7LRQYmIi5syZAwCYMmUKjI2NBSciIlJfkyZNsGXLFhgYGGDNmjWYNm2a6EhEWo/FTgstWrQIb968gaenJ3r37i06DhFRgfn5+WH58uUAgGnTpmHhwoWCExFpNxY7LfPixQvMnz8fwPsfgoaGhoITERF9nKFDh6r21o0ZMwZLly4VnIhIe7HYaZn//e9/SExMRJ06ddCtWzfRcYiICsWkSZMwceJEAO8vjbhixQrBiYi0E4udFrly5Qp+/vlnAO+HYw0M+J+PiHSDTCbDjz/+qLo6xfDhw7Fq1SrBqYi0D5uBlpAkCaNHj4YkSejevTuaNGkiOhIRUaGSyWSYNWsWxo4dC+D9EG3WH7NElD8sdlpi165dOH36NExNTfHTTz+JjkNEVCRkMhl++uknjB49GgAwePBgrF69WmwoIi3CYqcF3r17h2+//RYA8N1338HNzU1wIiKioiOTybBgwQKMHDkSkiRhyJAhmDlzJs9zR5QPLHZaYMGCBXjw4AFKly6N7777TnQcIqIiJ5PJsHjxYtWEiokTJ+Kbb76BUqkUnIxIs7HYabhnz55h5syZAIA5c+bAwsJCcCIiouIhk8kwffp01bntFi5ciP79+yMjI0NwMiLNxWKn4SZMmIDk5GQ0bNgQvXr1Eh2HiKjYjR49Gr/88gvkcjk2btyIzz//HKmpqaJjEWkkFjsNdv78efzyyy8AgMWLF0MmkwlOREQkRt++fbF3716Ympri4MGDaNGiBWJiYkTHItI4LHYa6t27dwgKCgIABAYGon79+oITERGJ1aFDBxw/fhy2trb4/fffUb9+fURGRoqORaRRWOw01I8//ojbt2/DyclJdQkxIiJ916RJE/z555/w9PTE48eP8cknn2D37t2iYxFpDBY7DXTlyhXMmTMHALBixQqUKFFCcCIiIs1RsWJF/P7772jTpg1SUlLQtWtXTJ8+nadDIQKLncbJyMjAgAEDoFAo8MUXX6BLly6iIxERaRxbW1scOnQIo0aNAvD+WrM9evTA27dvBScjEovFTsPMmzcPkZGRsLOzw7Jly0THISLSWIaGhli8eDFWrVoFQ0NDbN++HXXr1sXVq1dFRyMShsVOg9y+fRvTpk0DACxatAiOjo6CExERab7BgwcjPDwcZcqUwZ07d9CgQQOsWrWKQ7Okl1jsNIRCoUBQUBDS0tLQvn179OnTR3QkIiKt8cknnyAyMhK+vr5IS0vD0KFD0bNnTyQmJoqORlSsWOw0xKJFi3D+/HlYWloiODiY56wjIlJTyZIlsX//fsydOxeGhobYtm0bateujfPnz4uORlRsWOw0wO+//47x48cDAObPnw83NzfBiYiItJOBgQHGjh2LM2fOwM3NDffu3UOTJk0wduxYXq2C9AKLnWCvX7+Gv78/MjMz0b17dwwaNEh0JCIirdewYUNcvXoV/fr1gyRJmD9/PmrVqoWIiAjR0YiKFIudQEqlEv369cPjx49RsWJFrF69mkOwRESFxNbWFuvXr8fBgwfh7OyMO3fu4JNPPuHeO9JpLHYCzZ8/H4cOHYKJiQm2b98Oa2tr0ZGIiHSOr68vbty4gYCAANXeu6pVq2Lv3r2cOUs6h8VOkHPnzmHChAkAgCVLlqBWrVpiAxER6bASJUpgw4YNOHDgAFxdXfHgwQN06dIFn332Ge7cuSM6HlGhYbET4NWrV+jevTsUCgV69erF4+qIiIpJhw4dcOvWLUycOBHGxsYIDQ1F9erVMWHCBCQlJYmOR/TRWOyKWXp6Orp3746nT5/C09MTq1at4nF1RETFyMLCAtOnT8f169fRvn17ZGRkYPbs2ahQoQKWLVuG9PR00RGJCozFrhgplUoEBgbi5MmTsLS0xI4dO2BpaSk6FhGRXqpYsSIOHTqE/fv3o3z58oiNjcXIkSNRuXJlbNy4EQqFQnREIrWx2BWjcePGYfPmzTA0NMSuXbtQo0YN0ZGIiPSaTCZDx44dcfPmTaxYsQJOTk6Ijo5GQEAAvLy8sGfPHiiVStExifKNxa6YLFq0CPPmzQMArFu3Dm3atBGciIiIshgbG2PYsGGIiorCrFmzYGtrixs3buDzzz9H9erVsX79eg7RklZgsSsG27dvx5gxYwAAs2fPRt++fQUnIiKi3FhYWGD8+PG4f/8+vv/+e1hbW+PWrVsIDAxE+fLlsXDhQk6yII0mk7TgJD6JiYmwsbFBQkKC1p3r7dSpU2jXrh3S09MxYsQILFmyhJMliIi0REJCAlatWoWFCxciJiYGwPtTpwQGBmLo0KGoWLGi4ISkD9TpQSx2RejkyZPo3LkzkpKS0LVrV2zbtg1yuVx0LCIiUtO7d++wceNG/PTTT4iKilItb926NYYNG4aOHTvC0NBQYELSZSx2GmDXrl3o1asX0tPT0aJFCxw6dAimpqaiYxER0UdQKBQIDQ3FypUrcfjwYdWVK0qXLo2AgAD06dMHVatWFZySdA2LnWBr1qzB0KFDoVQq8fnnn+PXX39lqSMi0jHR0dFYvXo11q5di5cvX6qW165dG3369EGPHj3g7OwsMCHpChY7QSRJwuzZs/H9998DAAYNGoSVK1dy+JWISIelpaXhwIED2LRpEw4fPoyMjAwAgIGBAXx8fNClSxf4+fnB1dVVcFLSVix2AigUCnz77bdYuHAhAGDChAmYMWMGJ0oQEemR169fY/v27di0aRPOnz+f7Xt16tRBly5d0KlTJ1SvXp2/HyjfWOyK2bNnz9CnTx+cOnUKALBgwQJ8/fXXglMREZFI0dHR2LNnD/bu3YuzZ8/in79unZ2d0aZNG7Rp0watWrWCg4ODwKSk6VjsitGRI0fQr18/vHz5EhYWFlizZg169uwpOhYREWmQFy9e4MCBA9izZw9OnjyJ1NTUbN/38vJCs2bN0LRpUzRt2hROTk6CkpImYrErBunp6Zg4caLqahJeXl7Ytm0bPD09BScjIiJN9u7dO5w/fx7Hjh3D0aNHERkZmWOdChUqoEmTJmjQoAHq1q2LmjVrwtjYuPjDkkZgsStit2/fRr9+/fDnn38CAEaMGIG5c+dy5isREaktNjYW4eHhOHv2LM6cOYO//voL//7VbGxsjJo1a6Ju3brw9vZGjRo1UL16dVhZWQlKTcWJxa4Ic/zwww9YvHgxMjMzYWtri3Xr1qFLly7CMhERkW6Jj49HREQEzp49i4sXL+LixYt48+ZNruuWLVsWNWrUQLVq1eDp6QlPT09UqlQJJUuWLObUVJRY7AqZJEnYtGkTvvvuO9UlZTp06IBly5bB3d292PMQEZH+kCQJDx48wMWLF3HhwgX89ddfuHbtGp49e5bnY+zs7FCpUiV4eHjkuJUuXRomJibF+A7oYxV5sVu+fDnmzp2LmJgYeHl5YenSpahfv36e6+/YsQOTJk3CgwcPULFiRcyZMwefffZZvl9PZLG7cOECRo8erZq2XqFCBSxevFit/ERERIXt9evXuH79Oq5du4Zbt27h77//xp07d/D48eP/fKyDgwPKlCmjujk7O8PR0RFOTk6qfx0cHHiIkYYo0mK3bds2BAQEIDg4GA0aNMCiRYuwY8cO/P3337lO1z5//jyaNWuGWbNmoUOHDti8eTPmzJmDy5cvo3r16oX+hgrLlStXMGXKFBw4cAAAYG5ujkmTJuHrr7/mXzpERKSxUlJScPfuXdy9excPHjxAdHS06vbgwQO8e/cu389lYWGBUqVKqW4lS5ZEiRIlUKJECdja2qq+trGxgbW1NaytrWFlZQVra2uYm5vzXH2FpEiLXYMGDVCvXj0sW7YMAKBUKuHq6oqRI0di/PjxOdbv3r07kpOTcfDgQdWyhg0bolatWggODs7XaxZnsfvrr78wdepU7NmzB8D7M4f36dMHM2bMQJkyZYr0tYmIiIqSJEl48+YNnjx5ku0WExOjusXGxiImJkZ1BY2CkslksLCwgKWlJSwtLWFhYQELCwuYm5urbmZmZjA3N4epqWmOm4mJCYyNjWFsbJztayMjI9W/WV8bGhrCyMgo27+GhoaQy+Wqf7Nu2lg21elBhuo8cXp6Oi5duoQJEyaolhkYGKBVq1aIiIjI9TEREREYM2ZMtmVt27bF3r1783ydtLQ0pKWlqe4nJiaqE7NAHj9+jG+++QY7duwA8P4D2atXL0yaNImnMCEiIp0gk8lQsmRJlCxZEl5eXnmuJ0kS4uPj8fr1a7x+/RqvXr3Cq1ev8Pr1a8TFxSEuLg7x8fGqrxMTE7PdJEmCJElISkpCUlJSMb7D/2ZgYJCt6MnlchgYGKhu/76fdZPJZDm+lslkqFevHtavXy/6bamoVexevXoFhUIBR0fHbMsdHR1x+/btXB8TExOT6/pZkxByM2vWLEybNk2daB/N1NQUhw8fBvB+L+PkyZNRtWrVYs1ARESkCWQymWqYtUKFCmo9NqvQJScnq4pd1tfJyclITU1FSkoKUlJSVF+/e/cuxy09PR1paWmqf9PS0pCRkYH09PQc/2ZmZqpuGRkZUCqVeeZTKpVQKpUfvUcyS6lSpQrleQqLWsWuuEyYMCHbXr7ExMQiv3iyvb091qxZg+rVq6NGjRpF+lpERES6SiaTwcrKSug59pRKJRQKBRQKBTIzM7P9++9bVtHLekzWv5IkZfueUqnMtizraxsbG2HvMzdqFbtSpUpBLpcjNjY22/LY2Ng8L3/i5OSk1voAYGJiImSCAi8FRkREpP2yhkyNjIxERyl2BuqsbGxsjDp16iAsLEy1TKlUIiwsDI0aNcr1MY0aNcq2PgAcP348z/WJiIiIqGDUHoodM2YM+vXrh7p166J+/fpYtGgRkpOTERgYCAAICAhA6dKlMWvWLADAV199BR8fH8yfPx++vr7YunUrLl68iNWrVxfuOyEiIiLSc2oXu+7du+Ply5eYPHkyYmJiUKtWLYSGhqomSDx69AgGBv+3I7Bx48bYvHkz/ve//+H7779HxYoVsXfv3nyfw46IiIiI8oeXFCMiIiLSYOr0ILWOsSMiIiIizcViR0RERKQjWOyIiIiIdASLHREREZGOYLEjIiIi0hEsdkREREQ6gsWOiIiISEew2BERERHpCBY7IiIiIh3BYkdERESkI9S+VqwIWVc9S0xMFJyEiIiIqHhl9Z/8XAVWK4rd27dvAQCurq6CkxARERGJ8fbtW9jY2HxwHZmUn/onmFKpxLNnz2BlZQWZTFZkr5OYmAhXV1c8fvz4Py+yS9xe6uC2Ug+3l3q4vdTD7aUebq/8K6ptJUkS3r59CxcXFxgYfPgoOq3YY2dgYIAyZcoU2+tZW1vzw6sGbq/847ZSD7eXeri91MPtpR5ur/wrim31X3vqsnDyBBEREZGOYLEjIiIi0hEsdv9gYmKCKVOmwMTERHQUrcDtlX/cVurh9lIPt5d6uL3Uw+2Vf5qwrbRi8gQRERER/TfusSMiIiLSESx2RERERDqCxY6IiIhIR+h0sVu+fDnKli0LU1NTNGjQAH/++ecH19+xYwcqV64MU1NT1KhRA4cPH872fUmSMHnyZDg7O8PMzAytWrXC3bt3i/ItFCt1tteaNWvQtGlTlChRAiVKlECrVq1yrN+/f3/IZLJst3bt2hX12yg26myv9evX59gWpqam2dbh5+v/NG/ePMf2kslk8PX1Va2jq5+v06dPo2PHjnBxcYFMJsPevXv/8zHh4eGoXbs2TExMUKFCBaxfvz7HOur+PNQW6m6v3bt3o3Xr1rC3t4e1tTUaNWqEo0ePZltn6tSpOT5blStXLsJ3UXzU3V7h4eG5/r8YExOTbT1+vt7L7eeSTCZDtWrVVOsU9edLZ4vdtm3bMGbMGEyZMgWXL1+Gl5cX2rZtixcvXuS6/vnz59GzZ08EBQXhypUr8PPzg5+fH65fv65a56effsKSJUsQHByMP/74AxYWFmjbti3evXtXXG+ryKi7vcLDw9GzZ0+cOnUKERERcHV1RZs2bfD06dNs67Vr1w7Pnz9X3bZs2VIcb6fIqbu9gPcnrPzntnj48GG27/Pz9X92796dbVtdv34dcrkc3bp1y7aeLn6+kpOT4eXlheXLl+dr/ejoaPj6+uLTTz9FZGQkRo8ejYEDB2YrKwX5vGoLdbfX6dOn0bp1axw+fBiXLl3Cp59+io4dO+LKlSvZ1qtWrVq2z9bZs2eLIn6xU3d7Zfn777+zbQ8HBwfV9/j5+j+LFy/Otp0eP34MOzu7HD+7ivTzJemo+vXrS8OHD1fdVygUkouLizRr1qxc1/f395d8fX2zLWvQoIE0ZMgQSZIkSalUSk5OTtLcuXNV34+Pj5dMTEykLVu2FME7KF7qbq9/y8zMlKysrKQNGzaolvXr10/q3LlzYUfVCOpur5CQEMnGxibP5+Pn68MWLlwoWVlZSUlJSapluvz5ygJA2rNnzwfX+e6776Rq1aplW9a9e3epbdu2qvsfu/21RX62V26qVq0qTZs2TXV/ypQpkpeXV+EF01D52V6nTp2SAEhxcXF5rsPPV9727NkjyWQy6cGDB6plRf350sk9dunp6bh06RJatWqlWmZgYIBWrVohIiIi18dERERkWx8A2rZtq1o/OjoaMTEx2daxsbFBgwYN8nxObVGQ7fVvKSkpyMjIgJ2dXbbl4eHhcHBwgKenJ4YNG4bXr18XanYRCrq9kpKS4O7uDldXV3Tu3Bk3btxQfY+frw9bu3YtevToAQsLi2zLdfHzpa7/+tlVGNtflymVSrx9+zbHz667d+/CxcUF5cqVQ+/evfHo0SNBCTVDrVq14OzsjNatW+PcuXOq5fx8fdjatWvRqlUruLu7Z1telJ8vnSx2r169gkKhgKOjY7bljo6OOY4LyBITE/PB9bP+Vec5tUVBtte/jRs3Di4uLtn+527Xrh1++eUXhIWFYc6cOfjtt9/Qvn17KBSKQs1f3AqyvTw9PbFu3Trs27cPmzZtglKpROPGjfHkyRMA/Hx9yJ9//onr169j4MCB2Zbr6udLXXn97EpMTERqamqh/P+ty+bNm4ekpCT4+/urljVo0ADr169HaGgoVq5ciejoaDRt2hRv374VmFQMZ2dnBAcHY9euXdi1axdcXV3RvHlzXL58GUDh/P7QVc+ePcORI0dy/Owq6s+XYaE8C+m12bNnY+vWrQgPD882IaBHjx6qr2vUqIGaNWuifPnyCA8PR8uWLUVEFaZRo0Zo1KiR6n7jxo1RpUoVrFq1Cj/++KPAZJpv7dq1qFGjBurXr59tOT9f9LE2b96MadOmYd++fdmOGWvfvr3q65o1a6JBgwZwd3fH9u3bERQUJCKqMJ6envD09FTdb9y4Me7du4eFCxdi48aNApNpvg0bNsDW1hZ+fn7Zlhf150sn99iVKlUKcrkcsbGx2ZbHxsbCyckp18c4OTl9cP2sf9V5Tm1RkO2VZd68eZg9ezaOHTuGmjVrfnDdcuXKoVSpUoiKivrozCJ9zPbKYmRkBG9vb9W24Ocrd8nJydi6dWu+ftjpyudLXXn97LK2toaZmVmhfF510datWzFw4EBs3749x1D2v9na2qJSpUp699nKS/369VXbgp+v3EmShHXr1qFv374wNjb+4LqF/fnSyWJnbGyMOnXqICwsTLVMqVQiLCws216Tf2rUqFG29QHg+PHjqvU9PDzg5OSUbZ3ExET88ccfeT6ntijI9gLez+L88ccfERoairp16/7n6zx58gSvX7+Gs7NzoeQWpaDb658UCgWuXbum2hb8fOVux44dSEtLQ58+ff7zdXTl86Wu//rZVRifV12zZcsWBAYGYsuWLdlOoZOXpKQk3Lt3T+8+W3mJjIxUbQt+vnL322+/ISoqKl9/lBb656vIpmUItnXrVsnExERav369dPPmTWnw4MGSra2tFBMTI0mSJPXt21caP368av1z585JhoaG0rx586Rbt25JU6ZMkYyMjKRr166p1pk9e7Zka2sr7du3T/rrr7+kzp07Sx4eHlJqamqxv7/Cpu72mj17tmRsbCzt3LlTev78uer29u1bSZIk6e3bt9LYsWOliIgIKTo6Wjpx4oRUu3ZtqWLFitK7d++EvMfCpO72mjZtmnT06FHp3r170qVLl6QePXpIpqam0o0bN1Tr8PM1PsfjmjRpInXv3j3Hcl3+fL19+1a6cuWKdOXKFQmAtGDBAunKlSvSw4cPJUmSpPHjx0t9+/ZVrX///n3J3Nxc+vbbb6Vbt25Jy5cvl+RyuRQaGqpa57+2vzZTd3v9+uuvkqGhobR8+fJsP7vi4+NV63zzzTdSeHi4FB0dLZ07d05q1aqVVKpUKenFixfF/v4Km7rba+HChdLevXulu3fvSteuXZO++uorycDAQDpx4oRqHX6++uZ4XJ8+faQGDRrk+pxF/fnS2WInSZK0dOlSyc3NTTI2Npbq168v/f7776rv+fj4SP369cu2/vbt26VKlSpJxsbGUrVq1aRDhw5l+75SqZQmTZokOTo6SiYmJlLLli2lv//+uzjeSrFQZ3u5u7tLAHLcpkyZIkmSJKWkpEht2rSR7O3tJSMjI8nd3V0aNGiQTvyPnkWd7TV69GjVuo6OjtJnn30mXb58Odvz8fPVL9v6t2/flgBIx44dy/Fcuvz5yjq9xL9vWdunX79+ko+PT47H1KpVSzI2NpbKlSsnhYSE5HjeD21/babu9vLx8fng+pL0/nQxzs7OkrGxsVS6dGmpe/fuUlRUVPG+sSKi7vaaM2eOVL58ecnU1FSys7OTmjdvLp08eTLH8/Lz9X/i4+MlMzMzafXq1bk+Z1F/vmSSJEmFs++PiIiIiETSyWPsiIiIiPQRix0RERGRjmCxIyIiItIRLHZEREREOoLFjoiIiEhHsNgRERER6QgWOyIiIiIdwWJHREREpCNY7IioyEiShMGDB8POzg4ymQyRkZGiI2ms9PR0VKhQAefPny/U5w0NDUWtWrWgVCoL9XmJ9Mnp06fRsWNHuLi4QCaTYe/evWo9/t27d+jfvz9q1KgBQ0ND+Pn5fXD9c+fOwdDQELVq1VI7K4sdERWZ0NBQrF+/HgcPHsTz589RvXp10ZE0VnBwMDw8PNC4cWPVsrx+gfTv3/8/fzFkadeuHYyMjPDrr78WUlIi/ZOcnAwvLy8sX768QI9XKBQwMzPDqFGj0KpVqw+uGx8fj4CAALRs2bJAr8ViR0RF5t69e3B2dkbjxo3h5OQEQ0PDHOukp6cLSKZZJEnCsmXLEBQUVCTP379/fyxZsqRInptIH7Rv3x7Tp09Hly5dcv1+Wloaxo4di9KlS8PCwgINGjRAeHi46vsWFhZYuXIlBg0aBCcnpw++1tChQ9GrVy80atSoQFlZ7IioSPTv3x8jR47Eo0ePIJPJULZsWQBA8+bNMWLECIwePRqlSpVC27ZtAQDXr19H+/btYWlpCUdHR/Tt2xevXr1SPV9ycjICAgJgaWkJZ2dnzJ8/H82bN8fo0aNV6+S2h8vW1hbr169X3X/8+DH8/f1ha2sLOzs7dO7cGQ8ePMiW28/PD/PmzYOzszNKliyJ4cOHIyMjQ7VOWloaxo0bB1dXV5iYmKBChQpYu3YtJElChQoVMG/evGwZIiMjIZPJEBUVleu2unTpEu7duwdfX181tvB7Dx48gEwmy3Fr3ry5ap2OHTvi4sWLuHfvntrPT0T/bcSIEYiIiMDWrVvx119/oVu3bmjXrh3u3r2r1vOEhITg/v37mDJlSoGzsNgRUZFYvHgxfvjhB5QpUwbPnz/HhQsXVN/bsGEDjI2Nce7cOQQHByM+Ph4tWrSAt7c3Ll68iNDQUMTGxsLf31/1mG+//Ra//fYb9u3bh2PHjiE8PByXL19WK1NGRgbatm0LKysrnDlzBufOnYOlpSXatWuXbc/hqVOncO/ePZw6dQobNmzA+vXrs5XDgIAAbNmyBUuWLMGtW7ewatUqWFpaQiaTYcCAAQgJCcn2uiEhIWjWrBkqVKiQa64zZ86gUqVKsLKyUuv9AICrqyueP3+uul25cgUlS5ZEs2bNVOu4ubnB0dERZ86cUfv5iejDHj16hJCQEOzYsQNNmzZF+fLlMXbsWDRp0iTHz4IPuXv3LsaPH49NmzblOrqRXwV/JBHRB9jY2MDKygpyuTzH0EPFihXx008/qe5Pnz4d3t7emDlzpmrZunXr4Orqijt37sDFxQVr167Fpk2bVMedbNiwAWXKlFEr07Zt26BUKvHzzz9DJpMBeF+6bG1tER4ejjZt2gAASpQogWXLlkEul6Ny5crw9fVFWFgYBg0ahDt37mD79u04fvy46liZcuXKqV6jf//+mDx5Mv7880/Ur18fGRkZ2Lx5c469eP/08OFDuLi45Pq9nj17Qi6XZ1uWlpam2rv3z+377t07+Pn5oVGjRpg6dWq2x7i4uODhw4dqbC0iyo9r165BoVCgUqVK2ZanpaWhZMmS+XoOhUKBXr16Ydq0aTmeR10sdkRU7OrUqZPt/tWrV3Hq1ClYWlrmWPfevXtITU1Feno6GjRooFpuZ2cHT09PtV736tWriIqKyrFn7N27d9mGKatVq5atTDk7O+PatWsA3g+ryuVy+Pj45PoaLi4u8PX1xbp161C/fn0cOHAAaWlp6NatW565UlNTYWpqmuv3Fi5cmONg63HjxkGhUORYd8CAAXj79i2OHz8OA4PsAzJmZmZISUnJMwMRFUxSUhLkcjkuXbqU44+w3H6m5ebt27e4ePEirly5ghEjRgAAlEolJEmCoaEhjh07hhYtWuTruVjsiKjYWVhYZLuflJSEjh07Ys6cOTnWdXZ2zvPYtH+TyWSQJCnbsn8eG5eUlIQ6derkOkPU3t5e9bWRkVGO5806XYiZmdl/5hg4cCD69u2LhQsXIiQkBN27d4e5uXme65cqVUpVHP/NyckpxxCulZUV4uPjsy2bPn06jh49ij///DPXId03b95ke49EVDi8vb2hUCjw4sULNG3atEDPYW1tneNnwIoVK3Dy5Ens3LkTHh4e+X4uFjsiEq527drYtWsXypYtm+uxJeXLl4eRkRH++OMPuLm5AQDi4uJw586dbHvO7O3t8fz5c9X9u3fvZttLVbt2bWzbtg0ODg6wtrYuUNYaNWpAqVTit99+y/O0BZ999plqFlxoaChOnz79wef09vbGypUrIUmSaohYHbt27cIPP/yAI0eOoHz58jm+n7VH0tvbW+3nJqL3fxT+8w/M6OhoREZGws7ODpUqVULv3r0REBCA+fPnw9vbGy9fvkRYWBhq1qypOmzi5s2bSE9Px5s3b/D27VvVeT1r1aoFAwODHKeDcnBwgKmpqdqnieLkCSISbvjw4Xjz5g169uyJCxcu4N69ezh69CgCAwOhUChgaWmJoKAgfPvttzh58iSuX7+O/v375xhubNGiBZYtW4YrV67g4sWLGDp0aLa9b71790apUqXQuXNnnDlzBtHR0QgPD8eoUaPw5MmTfGUtW7Ys+vXrhwEDBmDv3r2q59i+fbtqHblcjv79+2PChAmoWLHif5624NNPP0VSUhJu3LihxlZ77/r16wgICMC4ceNQrVo1xMTEICYmBm/evFGt8/vvv8PExKTAp08g0ncXL16Et7e36o+jMWPGwNvbG5MnTwbw/ljdgIAAfPPNN/D09ISfnx8uXLig+kMUeP8Hn7e3Nw4cOIDw8PBsz1eYWOyISDgXFxecO3cOCoUCbdq0QY0aNTB69GjY2tqqytvcuXPRtGlTdOzYEa1atUKTJk1yHKs3f/58uLq6omnTpujVqxfGjh2bbQjU3Nwcp0+fhpubGz7//HNUqVIFQUFBePfunVp78FauXIkvvvgCX375JSpXroxBgwYhOTk52zpBQUFIT09HYGDgfz5fyZIl0aVLlwKdRPjixYtISUnB9OnT4ezsrLp9/vnnqnW2bNmC3r17f3A4mIjy1rx5c0iSlOOWNVveyMgI06ZNQ3R0NNLT0/Hs2TPs3r0bNWrUUD3HgwcPcn2OvEydOrVAV+uRSR96ViIiDda8eXPUqlULixYtEh0lhzNnzqBly5Z4/PgxHB0d/3P9v/76C61bt8a9e/fyfcB1frx69Qqenp64ePGiWsfpEJF24h47IqJClJaWhidPnmDq1Kno1q1bvkodANSsWRNz5sxBdHR0oeZ58OABVqxYwVJHpCc4eYKIqBBt2bIFQUFBqFWrFn755Re1Htu/f/9Cz1O3bl3UrVu30J+XiDQTh2KJiIiIdASHYomIiIh0BIsdERERkY5gsSMiIiLSESx2RERERDqCxY6IiIhIR7DYEREREekIFjsiIiIiHcFiR0RERKQjWOyIiIiIdMT/AxmRvG8BGFezAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "id": "4af99a00",
   "metadata": {},
   "source": [
    "Then, plot the cross sectional view of the simulation. "
   ]
  },
  {
   "cell_type": "code",
   "id": "7f71bd1a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:48:39.984128Z",
     "start_time": "2026-01-29T08:48:36.439506Z"
    }
   },
   "source": [
    "cfig, ax = plt.subplots(1, 2, figsize=(7, 3))\n",
    "sim.plot(y=0, ax=ax[0])\n",
    "sim.plot(z=0.1, freq=freq0, ax=ax[1])\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 700x300 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "id": "c97f5fc0",
   "metadata": {},
   "source": [
    "## Running the Simulation "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64bd022d",
   "metadata": {},
   "source": [
    "Once we confirm that the simulation is set up correctly, we can upload the simulation and calculate the maximum FlexCredit cost. This step prevents us from submitting large simulations by mistake."
   ]
  },
  {
   "cell_type": "code",
   "id": "fcbfd4b7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:49:15.307129Z",
     "start_time": "2026-01-29T08:48:39.989110Z"
    }
   },
   "source": [
    "task_id = web.upload(sim, task_name=\"Simulation\")\n",
    "\n",
    "estimated_cost = web.estimate_cost(task_id)\n",
    "print(f\"The estimated maximum cost is {estimated_cost:.3f} Flex Credits.\")"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:48:41 CET\u001B[0m\u001B[2;36m \u001B[0mCreated task \u001B[32m'Simulation'\u001B[0m with resource_id                         \n",
       "\u001B[2;36m             \u001B[0m\u001B[32m'fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda'\u001B[0m and task_type \u001B[32m'FDTD'\u001B[0m.  \n"
      ],
      "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\">09:48:41 CET </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'Simulation'</span> with resource_id                         \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda'</span> and task_type <span style=\"color: #008000; text-decoration-color: #008000\">'FDTD'</span>.  \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "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=171013;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32m'https://tidy3d.simulation.cloud/workbench?\u001B[0m\u001B]8;;\u001B\\\u001B]8;id=343123;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32mtaskId\u001B[0m\u001B]8;;\u001B\\\u001B]8;id=171013;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32m=\u001B[0m\u001B]8;;\u001B\\\u001B]8;id=201470;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32mfdve\u001B[0m\u001B]8;;\u001B\\\u001B]8;id=171013;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32m-efd5fb6b-63b\u001B[0m\u001B]8;;\u001B\\\n",
       "\u001B[2;36m             \u001B[0m\u001B]8;id=171013;https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\u001B\\\u001B[32mf-45fb-b7c0-003413aa1dda'\u001B[0m\u001B]8;;\u001B\\.                                         \n"
      ],
      "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-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63b</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-efd5fb6b-63bf-45fb-b7c0-003413aa1dda\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">f-45fb-b7c0-003413aa1dda'</span></a>.                                         \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m            \u001B[0m\u001B[2;36m \u001B[0mTask folder: \u001B]8;id=578973;https://tidy3d.simulation.cloud/folders/folder-df61810d-cad6-4474-8ea9-e4f00d5dfcb0\u001B\\\u001B[32m'default'\u001B[0m\u001B]8;;\u001B\\.                                            \n"
      ],
      "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"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "Output()"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "28b892d260a94995a2f4ac4df24c63a0"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [],
      "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"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:49:01 CET\u001B[0m\u001B[2;36m \u001B[0mEstimated FlexCredit cost: \u001B[1;36m0.708\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"
      ],
      "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\">09:49:01 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.708</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"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:49:15 CET\u001B[0m\u001B[2;36m \u001B[0mEstimated FlexCredit cost: \u001B[1;36m0.708\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"
      ],
      "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\">09:49:15 CET </span>Estimated FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.708</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"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The estimated maximum cost is 0.708 Flex Credits.\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "id": "efcc34a2",
   "metadata": {},
   "source": [
    "The cost seems reasonably so we [start](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.web.api.webapi.start.html) the task and [monitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.web.api.webapi.monitor.html) its status. After the simulation is complete, we can print out the real cost."
   ]
  },
  {
   "cell_type": "code",
   "id": "402209bf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:53:47.001056Z",
     "start_time": "2026-01-29T08:53:14.901697Z"
    }
   },
   "source": [
    "web.start(task_id)\n",
    "web.monitor(task_id, verbose=True)\n",
    "\n",
    "import time\n",
    "\n",
    "time.sleep(20)\n",
    "print(\"Billed flex unit cost: \", web.real_cost(task_id))\n",
    "\n",
    "sim_data = web.load(task_id, path=\"data/cooling.hdf5\")\n",
    "\n",
    "# Show the output of the log file\n",
    "print(sim_data.log)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:53:17 CET\u001B[0m\u001B[2;36m \u001B[0mstatus = success                                                   \n"
      ],
      "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\">09:53:17 CET </span>status = success                                                   \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:53:37 CET\u001B[0m\u001B[2;36m \u001B[0mBilled flex credit cost: \u001B[1;36m0.255\u001B[0m.                                    \n"
      ],
      "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\">09:53:37 CET </span>Billed flex credit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.255</span>.                                    \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m            \u001B[0m\u001B[2;36m \u001B[0mNote: the task cost pro-rated due to early shutoff was below the   \n",
       "\u001B[2;36m             \u001B[0mminimum threshold, due to fast shutoff. Decreasing the simulation  \n",
       "\u001B[2;36m             \u001B[0m\u001B[32m'run_time'\u001B[0m should decrease the estimated, and correspondingly the  \n",
       "\u001B[2;36m             \u001B[0mbilled cost of such tasks.                                         \n"
      ],
      "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>Note: the task cost pro-rated due to early shutoff was below the   \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>minimum threshold, due to fast shutoff. Decreasing the simulation  \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'run_time'</span> should decrease the estimated, and correspondingly the  \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>billed cost of such tasks.                                         \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Billed flex unit cost:  0.2548460884022268\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Output()"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "9fa553749e8e4c9e8f3605c4aa199238"
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     "metadata": {},
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      "display_id": null
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    },
    {
     "data": {
      "text/plain": [],
      "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"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:53:42 CET\u001B[0m\u001B[2;36m \u001B[0mLoading simulation from data/cooling.hdf5                          \n"
      ],
      "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\">09:53:42 CET </span>Loading simulation from data/cooling.hdf5                          \n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:53:45 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: Structure at \u001B[0m\u001B[32m'structures\u001B[0m\u001B[32m[\u001B[0m\u001B[32m1\u001B[0m\u001B[32m]\u001B[0m\u001B[32m'\u001B[0m\u001B[31m has bounds that extend       \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mexactly to simulation edges. This can cause unexpected behavior. If\u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31mintending to extend the structure to infinity along one dimension, \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31muse td.inf as a size variable instead to make this explicit.       \u001B[0m\n"
      ],
      "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\">09:53:45 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Structure at </span><span style=\"color: #008000; text-decoration-color: #008000\">'structures[1]'</span><span style=\"color: #800000; text-decoration-color: #800000\"> has bounds that extend       </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">exactly to simulation edges. This can cause unexpected behavior. If</span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">intending to extend the structure to infinity along one dimension, </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">use td.inf as a size variable instead to make this explicit.       </span>\n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "\u001B[2;36m09:53:46 CET\u001B[0m\u001B[2;36m \u001B[0m\u001B[31mWARNING: Warning messages were found in the solver log. For more   \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[31minformation, check \u001B[0m\u001B[32m'SimulationData.log'\u001B[0m\u001B[31m or use                     \u001B[0m\n",
       "\u001B[2;36m             \u001B[0m\u001B[32m'web.download_log\u001B[0m\u001B[32m(\u001B[0m\u001B[32mtask_id\u001B[0m\u001B[32m)\u001B[0m\u001B[32m'\u001B[0m\u001B[31m.                                       \u001B[0m\n"
      ],
      "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\">09:53:46 CET </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Warning messages were found in the solver log. For more   </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #800000; text-decoration-color: #800000\">information, check </span><span style=\"color: #008000; text-decoration-color: #008000\">'SimulationData.log'</span><span style=\"color: #800000; text-decoration-color: #800000\"> or use                     </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.download_log(task_id)'</span><span style=\"color: #800000; text-decoration-color: #800000\">.                                       </span>\n",
       "</pre>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[08:49:49] WARNING: Structure at 'structures[1]' has bounds that extend exactly \n",
      "           to simulation edges. This can cause unexpected behavior. If intending\n",
      "           to extend the structure to infinity along one dimension, use td.inf  \n",
      "           as a size variable instead to make this explicit.                    \n",
      "[08:49:52] WARNING: RF simulations and functionality will require new license   \n",
      "           requirements in an upcoming release. All RF-specific classes are now \n",
      "           available within the sub-package 'tidy3d.rf'.                        \n",
      "            - Contains sources defined for RF wavelengths.                      \n",
      "[08:49:57] USER: Simulation domain Nx, Ny, Nz: [100, 100, 924]                  \n",
      "           USER: Applied symmetries: (0, 0, 0)                                  \n",
      "           USER: Number of computational grid points: 9.2600e+06.               \n",
      "           USER: Subpixel averaging method: SubpixelSpec(attrs={},              \n",
      "           dielectric=PolarizedAveraging(attrs={}, type='PolarizedAveraging'),  \n",
      "           metal=Staircasing(attrs={}, type='Staircasing'),                     \n",
      "           pec=PECConformal(attrs={}, type='PECConformal',                      \n",
      "           timestep_reduction=0.3, edge_singularity_correction=True),           \n",
      "           pmc=Staircasing(attrs={}, type='Staircasing'),                       \n",
      "           lossy_metal=SurfaceImpedance(attrs={}, type='SurfaceImpedance',      \n",
      "           timestep_reduction=0.0, edge_singularity_correction=True),           \n",
      "           type='SubpixelSpec')                                                 \n",
      "           USER: Number of time steps: 5.2452e+04                               \n",
      "           USER: Automatic shutoff factor: 1.00e-05                             \n",
      "           USER: Time step (s): 3.8131e-16                                      \n",
      "           USER:                                                                \n",
      "                                                                                \n",
      "[08:49:58] USER: Compute source modes time (s):     5.3993                      \n",
      "[08:50:02] USER: Rest of setup time (s):            4.2910                      \n",
      "[08:50:21] USER: Compute monitor modes time (s):    0.0002                      \n",
      "[08:50:33] USER: Solver time (s):                   23.6320                     \n",
      "           USER: Time-stepping speed (cells/s):     1.69e+10                    \n",
      "           USER: Loading data for monitor T                                     \n",
      "           USER: Loading data for monitor R                                     \n",
      "           USER: Loading data for monitor field                                 \n",
      "           USER: Post-processing time (s):          0.3136                      \n",
      "\n",
      " ====== SOLVER LOG ====== \n",
      "\n",
      "Processing grid and structures...\n",
      "Building FDTD update coefficients...\n",
      "Solver setup time (s):             13.2936\n",
      "\n",
      "Running solver for 52452 time steps...\n",
      "- Time step     70 / time 2.67e-14s (  0 % done), field decay: 1.00e+00\n",
      "- Time step   2098 / time 8.00e-13s (  4 % done), field decay: 4.57e-02\n",
      "- Time step   4196 / time 1.60e-12s (  8 % done), field decay: 1.08e-03\n",
      "- Time step   6294 / time 2.40e-12s ( 12 % done), field decay: 1.91e-04\n",
      "- Time step   8392 / time 3.20e-12s ( 16 % done), field decay: 6.23e-05\n",
      "- Time step  10490 / time 4.00e-12s ( 20 % done), field decay: 3.20e-05\n",
      "- Time step  12588 / time 4.80e-12s ( 24 % done), field decay: 1.96e-05\n",
      "- Time step  14686 / time 5.60e-12s ( 28 % done), field decay: 1.57e-05\n",
      "- Time step  16784 / time 6.40e-12s ( 32 % done), field decay: 1.26e-05\n",
      "- Time step  18882 / time 7.20e-12s ( 36 % done), field decay: 9.99e-06\n",
      "Field decay smaller than shutoff factor, exiting solver.\n",
      "Time-stepping time (s):            10.3194\n",
      "Data write time (s):               0.0181\n",
      "\n"
     ]
    }
   ],
   "execution_count": 20
  },
  {
   "cell_type": "markdown",
   "id": "f4cbd16c",
   "metadata": {},
   "source": [
    "## Result Visualization "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e62f520",
   "metadata": {},
   "source": [
    "After the simulation is complete, we will plot the transmission, reflection, and absorption spectra. The result shows that the absorption is nearly 100% in the atmospheric transparency window of 8-13 μm. Furthermore, based on Kirchhoff's law of thermal radiation, the emissivity of a material is equal to its absorptance, we know that the infrared emissivity of the coating layer is close to unity. \n",
    "\n",
    "Lastly, we can plot the field distribution within the coating layer. The plot shows that the electromagnetic energy is strongly absorbed as it propagates into the layer. "
   ]
  },
  {
   "cell_type": "code",
   "id": "fb0ff10e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-29T08:54:30.113616Z",
     "start_time": "2026-01-29T08:53:47.005460Z"
    }
   },
   "source": [
    "# Result Visualization\n",
    "R = sim_data[\"R\"].flux\n",
    "T = -sim_data[\"T\"].flux\n",
    "A = 1 - R - T\n",
    "plt.plot(td.C_0 / freqs, R, td.C_0 / freqs, T, td.C_0 / freqs, A)\n",
    "\n",
    "# Save the absorption spectrum as as a .txt file\n",
    "np.savetxt(\"data/Abs_4-20um.txt\", (np.transpose((td.C_0 / freqs, A))))\n",
    "\n",
    "plt.xlabel(\"Wavelength (μm)\")\n",
    "plt.ylim(0, 1)\n",
    "plt.legend((\"R\", \"T\", \"A\"))\n",
    "plt.show()\n",
    "\n",
    "ax = sim_data.plot_field(field_monitor_name=\"field\", field_name=\"E\", val=\"abs^2\")\n",
    "ax.set_aspect(\"auto\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 21
  }
 ],
 "metadata": {
  "applications": [
   "Nanophotonics"
  ],
  "description": "This notebook simulates the emissivity of the 100 μm thick coating and the result shows that the emissivity (absorptance) of the coating is near unity in the atmospheric transparency window.",
  "feature_image": "./img/radiative_cooling_glass.png",
  "features": [
   "Material fitting"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "FDTD, Tidy3D, radiative cooling, emissivity",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.2"
  },
  "title": "Radiative cooling glass coating | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
