{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "81874467-e46e-41ca-b01d-eeb2531e9dd4",
   "metadata": {},
   "source": [
    "# Edge feed patch antenna benchmark"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab1a5df0-a16a-4ea6-9390-448bda0dbcd4",
   "metadata": {},
   "source": [
    "The patch antenna is a ubiquitous antenna type used in modern wireless communication systems. In this notebook, we demonstrate how to simulate a patch antenna using Flexcompute's RF solver and benchmark its performance against a commercial FEM-based full-wave solver. We compare key metrics, such as return loss and gain profile."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcbcd489-40e3-4fd1-9a60-6892befdad84",
   "metadata": {},
   "source": [
    "<center><img src=\"./img/edge_feed_patch_antenna_render.png\" width=480 /></center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "57d5aa44-bd66-4279-a19f-2d5dfb08c230",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.rf as rf\n",
    "import tidy3d.web as web\n",
    "import xarray as xr\n",
    "from tidy3d.plugins.dispersion import FastDispersionFitter\n",
    "\n",
    "td.config.logging.level = \"ERROR\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3c729e3-b52f-4c74-8d4c-5e1396016d51",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96b35546-1d70-4daf-9c3f-33555e6c06d0",
   "metadata": {},
   "source": [
    "### General Parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52332273-c13a-4171-8f9b-e6a92eeb25d9",
   "metadata": {},
   "source": [
    "We will conduct a broadband sweep from 10 MHz to 40 GHz to scan for the resonance(s) of this patch antenna. The target operating frequency of the antenna is around 35.3 GHz."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5b070477-1289-4ed9-b042-62af6bc0c466",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:29.737709Z",
     "iopub.status.busy": "2025-12-05T21:24:29.737441Z",
     "iopub.status.idle": "2025-12-05T21:24:29.739651Z",
     "shell.execute_reply": "2025-12-05T21:24:29.739271Z"
    }
   },
   "outputs": [],
   "source": [
    "# Frequency range\n",
    "f_min, f_max = (0.01e9, 40e9)\n",
    "\n",
    "# Target operating frequency\n",
    "f_target = 35.3e9\n",
    "\n",
    "# Frequency sample points (including f_target)\n",
    "freqs = np.sort(np.append(np.linspace(f_min, f_max, 301), f_target))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f562d7bd-adb1-43d2-8d67-ac8e8e44732b",
   "metadata": {},
   "source": [
    "### Material and Structures"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed064541-bd6d-4fbe-a212-8a4c335126d2",
   "metadata": {},
   "source": [
    "Both the substrate and conductor materials are assumed to be lossy and have constant loss parameters over the frequency range. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7b43e08e-c4d6-4aaf-afd5-7e43149bc05e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:29.741073Z",
     "iopub.status.busy": "2025-12-05T21:24:29.740970Z",
     "iopub.status.idle": "2025-12-05T21:24:30.062041Z",
     "shell.execute_reply": "2025-12-05T21:24:30.061752Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "43cc109555e443c486654be7ffcfb41d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lossy substrate (rel. epsilon = 2.2, loss tangent = 0.0009)\n",
    "med_sub = FastDispersionFitter.constant_loss_tangent_model(\n",
    "    2.2, 0.0009, (f_min, f_max), tolerance_rms=2e-4\n",
    ")\n",
    "\n",
    "# Lossy metal (conductivity = 58e6 S/m)\n",
    "med_metal = rf.LossyMetalMedium(conductivity=58, frequency_range=(f_min, f_max))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26dbd7c2-9808-4f1a-8bd2-f05f3afe4a40",
   "metadata": {},
   "source": [
    "The geometry is constructed below. Note that the default length unit is microns. We introduce a scaling factor `mm` for convenience."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37fe82f2-48be-4ad6-8384-db244574f648",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.078105Z",
     "iopub.status.busy": "2025-12-05T21:24:30.078028Z",
     "iopub.status.idle": "2025-12-05T21:24:30.079617Z",
     "shell.execute_reply": "2025-12-05T21:24:30.079345Z"
    }
   },
   "outputs": [],
   "source": [
    "# Geometry parameters\n",
    "mm = 1000\n",
    "t = 0.02 * mm  # Metal thickness\n",
    "h = 0.254 * mm  # Substrate thickness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4b64b017-517b-4763-bc44-965b5bb9c61a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.080433Z",
     "iopub.status.busy": "2025-12-05T21:24:30.080342Z",
     "iopub.status.idle": "2025-12-05T21:24:30.083917Z",
     "shell.execute_reply": "2025-12-05T21:24:30.083652Z"
    }
   },
   "outputs": [],
   "source": [
    "# Create substrate and ground planes\n",
    "str_sub = td.Structure(\n",
    "    geometry=td.Box(center=(0, 0, -h / 2), size=(6 * mm, 10 * mm, h)), medium=med_sub\n",
    ")\n",
    "str_gnd = td.Structure(\n",
    "    geometry=td.Box(center=(0, 0, -h - t / 2), size=(6 * mm, 10 * mm, t)), medium=med_metal\n",
    ")\n",
    "\n",
    "# Create feed structure\n",
    "str_feed1 = td.Structure(\n",
    "    geometry=td.Box.from_bounds(rmin=(2 * mm, -0.31 * mm, 0), rmax=(3 * mm, 0.31 * mm, t)),\n",
    "    medium=med_metal,\n",
    ")\n",
    "str_feed2 = td.Structure(\n",
    "    geometry=td.Box.from_bounds(rmin=(0.5 * mm, -0.05 * mm, 0), rmax=(2 * mm, 0.05 * mm, t)),\n",
    "    medium=med_metal,\n",
    ")\n",
    "\n",
    "# Create antenna structure\n",
    "ant_vertices = (\n",
    "    np.array(\n",
    "        [\n",
    "            [-1.3, -2.1],\n",
    "            [-0.3, -2.1],\n",
    "            [-0.3, -1.1],\n",
    "            [0.5, -1.1],\n",
    "            [0.5, 0.6],\n",
    "            [-0.19, 0.6],\n",
    "            [-0.19, -0.62],\n",
    "            [-1.4, -0.62],\n",
    "            [-1.4, 0.6],\n",
    "            [-2.1, 0.6],\n",
    "            [-2.1, -1.1],\n",
    "            [-1.3, -1.1],\n",
    "        ]\n",
    "    )\n",
    "    * mm\n",
    ")\n",
    "str_ant = td.Structure(\n",
    "    geometry=td.PolySlab(axis=2, slab_bounds=[0, t], vertices=ant_vertices), medium=med_metal\n",
    ")\n",
    "\n",
    "# Full structure list\n",
    "str_list_full = [str_sub, str_gnd, str_feed1, str_feed2, str_ant]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ec5aa2b-6581-4da8-86d2-b61676c61c94",
   "metadata": {},
   "source": [
    "### Grid and Boundary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ba02c1d-6c80-4735-bf64-b6bead7f8221",
   "metadata": {},
   "source": [
    "We apply the perfectly matched layer (PML) on all external boundaries. As is standard practice for radiation problems, we also include an air buffer region around the antenna. Typically, the thickness of this padding is wavelength/2 on each side. This is so that the PML does not intrude on and distort the near-field. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dbe5ff8f-90d1-4dc9-9b19-85bc575e1e28",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.084797Z",
     "iopub.status.busy": "2025-12-05T21:24:30.084703Z",
     "iopub.status.idle": "2025-12-05T21:24:30.086310Z",
     "shell.execute_reply": "2025-12-05T21:24:30.086067Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define simulation size with lambda/2 padding\n",
    "padding = td.C_0 / f_target / 2\n",
    "sim_LX = 6 * mm + 2 * padding\n",
    "sim_LY = 10 * mm + 2 * padding\n",
    "sim_LZ = 2 * t + h + 2 * padding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c453c3d0-6aa9-4658-8b3a-0007378575ca",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.087304Z",
     "iopub.status.busy": "2025-12-05T21:24:30.087215Z",
     "iopub.status.idle": "2025-12-05T21:24:30.088769Z",
     "shell.execute_reply": "2025-12-05T21:24:30.088537Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define PML boundary on all sides\n",
    "bspec = td.BoundarySpec.all_sides(td.PML())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8b62c1f-e637-4d47-81fe-2bb08874d18b",
   "metadata": {},
   "source": [
    "The grid size in the overall simulation is typically determined by the target wavelength. Thus, in the overall grid specification, we set the maximum grid step size to be wavelength/20. \n",
    "\n",
    "That said, it is also important to refine the grid near the metallic structures, as they are responsible for the resonant behavior of the antenna. The `LayerRefinementSpec` serves this purpose. We define a function that creates `LayerRefinementSpec` objects in the top layer (feed structure and antenna) and bottom layer (ground plane) respectively. \n",
    "\n",
    "Within each layer, the grid is refined in the normal direction (z) as well as around any metal corners. These are controlled by the `min_steps_along_axis` and `corner_refinement` parameters respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ecf0e92d-5182-4b2d-8146-47330c9cf1b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.089778Z",
     "iopub.status.busy": "2025-12-05T21:24:30.089694Z",
     "iopub.status.idle": "2025-12-05T21:24:30.091881Z",
     "shell.execute_reply": "2025-12-05T21:24:30.091612Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define layer refinement on metallic structures\n",
    "def create_layer_refinement(structure_list):\n",
    "    \"\"\"Create predefined layer refinement spec for input structure list\"\"\"\n",
    "    return rf.LayerRefinementSpec.from_structures(\n",
    "        structures=structure_list,\n",
    "        min_steps_along_axis=2,\n",
    "        corner_refinement=td.GridRefinement(dl=t / 2, num_cells=2),\n",
    "    )\n",
    "\n",
    "\n",
    "lr1 = create_layer_refinement([str_gnd])\n",
    "lr2 = create_layer_refinement([str_feed1, str_feed2, str_ant])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "900b57d0-0355-4489-821d-6b571b4f0067",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.092640Z",
     "iopub.status.busy": "2025-12-05T21:24:30.092552Z",
     "iopub.status.idle": "2025-12-05T21:24:30.094171Z",
     "shell.execute_reply": "2025-12-05T21:24:30.093927Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define grid specification\n",
    "gspec = td.GridSpec.auto(\n",
    "    wavelength=td.C_0 / f_target,\n",
    "    min_steps_per_wvl=20,\n",
    "    layer_refinement_specs=[lr1, lr2],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70392742-6fcb-4146-acda-c7099e171f71",
   "metadata": {},
   "source": [
    "### Excitation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb2f3e55-6456-4d68-86ad-f9634a89239e",
   "metadata": {},
   "source": [
    "The antenna is fed using a microstrip line with an estimated impedance of 56 ohms using an impedance calculator. We excite the microstrip line with a lumped port of the corresponding impedance, connected to the end of the feed structure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6209ae47-3be4-4bf3-bcb5-591489c5506c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.095179Z",
     "iopub.status.busy": "2025-12-05T21:24:30.095090Z",
     "iopub.status.idle": "2025-12-05T21:24:30.096722Z",
     "shell.execute_reply": "2025-12-05T21:24:30.096484Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define lumped port excitation\n",
    "LP1 = rf.LumpedPort(\n",
    "    center=(3 * mm, 0, -h / 2), size=(0, 0.62 * mm, h), voltage_axis=2, impedance=56, name=\"LP1\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab22d036-fac1-4c8a-8b76-0714ea548da0",
   "metadata": {},
   "source": [
    "### Monitors"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7991c3f7-0506-4f61-99d0-5f0225425702",
   "metadata": {},
   "source": [
    "We define two field monitors to visualize the near-field profile at the target resonance frequency. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dbfe51fc-51e1-4677-9fcf-95288a54e89c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.097724Z",
     "iopub.status.busy": "2025-12-05T21:24:30.097635Z",
     "iopub.status.idle": "2025-12-05T21:24:30.099584Z",
     "shell.execute_reply": "2025-12-05T21:24:30.099342Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define near field monitors\n",
    "mon1 = td.FieldMonitor(\n",
    "    center=(0, 0, 0), size=(td.inf, 0, td.inf), freqs=[f_target], name=\"xz plane\"\n",
    ")\n",
    "mon2 = td.FieldMonitor(\n",
    "    center=(0, 0, 0), size=(td.inf, td.inf, 0), freqs=[f_target], name=\"xy plane\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2665004-7911-4230-9430-0df8c73b1aa8",
   "metadata": {},
   "source": [
    "Far-field radiation data is calculated by the `DirectivityMonitor`. We first specify the elevation and azimuthal angular sweep points, followed by the `DirectivityMonitor` that encloses the whole antenna structure. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b6848b8c-ab32-4fa3-af8c-4b1bef8c3457",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.100582Z",
     "iopub.status.busy": "2025-12-05T21:24:30.100495Z",
     "iopub.status.idle": "2025-12-05T21:24:30.102646Z",
     "shell.execute_reply": "2025-12-05T21:24:30.102360Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define elevation and azimuthal angular observation points\n",
    "# Theta is the elevation angle and defined relative to global +z axis\n",
    "theta = np.linspace(0, np.pi, 91)\n",
    "# Phi is the azimuthal angle and defined relative to global +x axis\n",
    "phi = np.linspace(-np.pi, np.pi, 181)\n",
    "\n",
    "# The DirectivityMonitor calculates the radiation pattern using a near-to-far-field transformation\n",
    "mon_radiation = rf.DirectivityMonitor(\n",
    "    center=(0, 0, 0),\n",
    "    size=(\n",
    "        0.9 * sim_LX,\n",
    "        0.9 * sim_LY,\n",
    "        0.9 * sim_LZ,\n",
    "    ),  # The monitor should enclose the whole structure of interest\n",
    "    freqs=[f_target],\n",
    "    name=\"radiation\",\n",
    "    phi=phi,\n",
    "    theta=theta,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f59a30d-8f05-420f-87f6-23366f667e1b",
   "metadata": {},
   "source": [
    "### Simulation and TerminalComponentModeler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0edc4544-402a-43cd-a351-117ab365c775",
   "metadata": {},
   "source": [
    "The `Simulation` object contains all the information relevant to the simulation defined thus far. \n",
    "\n",
    "For broadband simulations that stretch into lower frequencies (<1 GHz), it can be helpful to reduce the `shutoff` threshold to allow for the low frequency content of the time signal to die out. This ensures converged S-parameter values. Be sure to also increase the `run_time` to allow sufficient simulation time to reach the threshold."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e0217e0a-c26f-44b8-8c3f-fd2029c0cebb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.103463Z",
     "iopub.status.busy": "2025-12-05T21:24:30.103370Z",
     "iopub.status.idle": "2025-12-05T21:24:30.119196Z",
     "shell.execute_reply": "2025-12-05T21:24:30.118932Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define simulation object\n",
    "sim = td.Simulation(\n",
    "    size=(sim_LX, sim_LY, sim_LZ),\n",
    "    structures=str_list_full,\n",
    "    grid_spec=gspec,\n",
    "    boundary_spec=bspec,\n",
    "    monitors=[mon1, mon2],\n",
    "    run_time=3e-9,\n",
    "    shutoff=1e-7,\n",
    "    plot_length_units=\"mm\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48463975-6f5a-4f97-bf86-d9becb854a19",
   "metadata": {},
   "source": [
    "The `TerminalComponentModeler` (TCM) is a wrapper object that automatically runs a port sweep on the simulation using user-defined `ports` and constructs the full S-parameter matrix. In this case there is only 1 port. The `radiation_monitors` setting is where we include the previously defined `DirectivityMonitor`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "82a597ee-202b-4efb-8252-d6cf91fd012d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.120189Z",
     "iopub.status.busy": "2025-12-05T21:24:30.120093Z",
     "iopub.status.idle": "2025-12-05T21:24:30.121885Z",
     "shell.execute_reply": "2025-12-05T21:24:30.121602Z"
    }
   },
   "outputs": [],
   "source": [
    "# Define TerminalComponentModeler\n",
    "tcm = rf.TerminalComponentModeler(\n",
    "    simulation=sim,\n",
    "    ports=[LP1],\n",
    "    radiation_monitors=[mon_radiation],\n",
    "    freqs=freqs,\n",
    "    remove_dc_component=False,  # Set to False when sim is broadband and includes low frequencies (<1 GHz)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc898811-db3e-47c0-afe2-47957d14b7d6",
   "metadata": {},
   "source": [
    "### Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c61f5dff-120d-4e72-9c68-c98ca476ed6c",
   "metadata": {},
   "source": [
    "Before running, we should plot the simulation and check the grid. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "76168ba8-7e63-4876-8e03-e16ca2b60b14",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.122701Z",
     "iopub.status.busy": "2025-12-05T21:24:30.122613Z",
     "iopub.status.idle": "2025-12-05T21:24:30.141004Z",
     "shell.execute_reply": "2025-12-05T21:24:30.140597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"simulation-viewer\" data-width=\"800\" data-height=\"800\" data-simulation=\"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\" ></div>\n",
       "    <script>\n",
       "        \n",
       "        /**\n",
       "        * Simulation Viewer Injector\n",
       "        *\n",
       "        * Monitors the document for elements being added in the form:\n",
       "        *\n",
       "        *    <div class=\"simulation-viewer\" data-width=\"800\" data-height=\"800\" data-simulation=\"{...}\" />\n",
       "        *\n",
       "        * This script will then inject an iframe to the viewer application, and pass it the simulation data\n",
       "        * via the postMessage API on request. The script may be safely included multiple times, with only the\n",
       "        * configuration of the first started script (e.g. viewer URL) applying.\n",
       "        *\n",
       "        */\n",
       "        (function() {\n",
       "            const TARGET_CLASS = \"simulation-viewer\";\n",
       "            const ACTIVE_CLASS = \"simulation-viewer-active\";\n",
       "            const VIEWER_URL = \"https://tidy3d.simulation.cloud/simulation-viewer\";\n",
       "\n",
       "            class SimulationViewerInjector {\n",
       "                constructor() {\n",
       "                    for (var node of document.getElementsByClassName(TARGET_CLASS)) {\n",
       "                        this.injectViewer(node);\n",
       "                    }\n",
       "\n",
       "                    // Monitor for newly added nodes to the DOM\n",
       "                    this.observer = new MutationObserver(this.onMutations.bind(this));\n",
       "                    this.observer.observe(document.body, {childList: true, subtree: true});\n",
       "                }\n",
       "\n",
       "                onMutations(mutations) {\n",
       "                    for (var mutation of mutations) {\n",
       "                        if (mutation.type === 'childList') {\n",
       "                            /**\n",
       "                            * Have found that adding the element does not reliably trigger the mutation observer.\n",
       "                            * It may be the case that setting content with innerHTML does not trigger.\n",
       "                            *\n",
       "                            * It seems to be sufficient to re-scan the document for un-activated viewers\n",
       "                            * whenever an event occurs, as Jupyter triggers multiple events on cell evaluation.\n",
       "                            */\n",
       "                            var viewers = document.getElementsByClassName(TARGET_CLASS);\n",
       "                            for (var node of viewers) {\n",
       "                                this.injectViewer(node);\n",
       "                            }\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "\n",
       "                injectViewer(node) {\n",
       "                    // (re-)check that this is a valid simulation container and has not already been injected\n",
       "                    if (node.classList.contains(TARGET_CLASS) && !node.classList.contains(ACTIVE_CLASS)) {\n",
       "                        // Mark node as injected, to prevent re-runs\n",
       "                        node.classList.add(ACTIVE_CLASS);\n",
       "\n",
       "                        var uuid;\n",
       "                        if (window.crypto && window.crypto.randomUUID) {\n",
       "                            uuid = window.crypto.randomUUID();\n",
       "                        } else {\n",
       "                            uuid = \"\" + Math.random();\n",
       "                        }\n",
       "\n",
       "                        var frame = document.createElement(\"iframe\");\n",
       "                        frame.width = node.dataset.width || 800;\n",
       "                        frame.height = node.dataset.height || 800;\n",
       "                        frame.style.cssText = `width:${frame.width}px;height:${frame.height}px;max-width:none;border:0;display:block`\n",
       "                        frame.src = VIEWER_URL + \"?uuid=\" + uuid;\n",
       "\n",
       "                        var postMessageToViewer;\n",
       "                        postMessageToViewer = event => {\n",
       "                            if(event.data.type === 'viewer' && event.data.uuid===uuid){\n",
       "                                frame.contentWindow.postMessage({ type: 'jupyter', uuid, value: node.dataset.simulation, fileType: 'hdf5'}, '*');\n",
       "\n",
       "                                // Run once only\n",
       "                                window.removeEventListener('message', postMessageToViewer);\n",
       "                            }\n",
       "                        };\n",
       "                        window.addEventListener(\n",
       "                            'message',\n",
       "                            postMessageToViewer,\n",
       "                            false\n",
       "                        );\n",
       "\n",
       "                        node.appendChild(frame);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "\n",
       "            if (!window.simulationViewerInjector) {\n",
       "                window.simulationViewerInjector = new SimulationViewerInjector();\n",
       "            }\n",
       "        })();\n",
       "    \n",
       "    </script>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the simulation in 3D (ports and radiation monitor not shown)\n",
    "sim.plot_3d()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7844cbce-5840-48b8-9314-7a9b942cdf03",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.142130Z",
     "iopub.status.busy": "2025-12-05T21:24:30.142043Z",
     "iopub.status.idle": "2025-12-05T21:24:30.621810Z",
     "shell.execute_reply": "2025-12-05T21:24:30.621443Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot structures and grid at z=0 and y=0 cross sections\n",
    "fig, ax = plt.subplots(2, 1, figsize=(8, 10), tight_layout=True)\n",
    "tcm.plot_sim(z=0, ax=ax[0], monitor_alpha=0)\n",
    "sim.plot_grid(z=0, ax=ax[0])\n",
    "ax[0].set_xlim(-4 * mm, 4 * mm)\n",
    "ax[0].set_ylim(-6 * mm, 6 * mm)\n",
    "tcm.plot_sim(y=0, ax=ax[1], monitor_alpha=0)\n",
    "sim.plot_grid(y=0, ax=ax[1])\n",
    "ax[1].set_xlim(-4 * mm, 4 * mm)\n",
    "ax[1].set_ylim(-0.5 * mm, 0.25 * mm)\n",
    "ax[1].set_aspect(3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4a5bf2b0-3888-4311-92be-cffc15390651",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.623052Z",
     "iopub.status.busy": "2025-12-05T21:24:30.622940Z",
     "iopub.status.idle": "2025-12-05T21:24:30.807900Z",
     "shell.execute_reply": "2025-12-05T21:24:30.807458Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot lumped port\n",
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "tcm.plot_sim(x=3 * mm, ax=ax)\n",
    "sim.plot_grid(x=3 * mm, ax=ax)\n",
    "ax.set_xlim(-0.5 * mm, 0.5 * mm)\n",
    "ax.set_ylim(-0.5 * mm, 0.3 * mm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13281751-2692-4a12-8a0d-15bb66a6a2e6",
   "metadata": {},
   "source": [
    "### Running the Simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cf1c473-b8b4-40a6-8eab-341dfc09cf8f",
   "metadata": {},
   "source": [
    "Use `tidy3d.web.upload()` to upload the TCM job and get a cost estimation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9a83295c-3bc9-4dd4-bf8b-da0550c3db3f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:30.809138Z",
     "iopub.status.busy": "2025-12-05T21:24:30.809024Z",
     "iopub.status.idle": "2025-12-05T21:24:40.990232Z",
     "shell.execute_reply": "2025-12-05T21:24:40.988492Z"
    }
   },
   "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\">16:24:31 EST </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'edge_feed_tcm'</span> with resource_id                      \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'sid-eb3565b8-07af-4753-b4e7-33659d5cb1ae'</span> and task_type           \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'TERMINAL_CM'</span>.                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:24:31 EST\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'edge_feed_tcm'\u001b[0m with resource_id                      \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'sid-eb3565b8-07af-4753-b4e7-33659d5cb1ae'\u001b[0m and task_type           \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'TERMINAL_CM'\u001b[0m.                                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-94</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">00-2116fbc16f45'</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=555970;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/rf?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=5967;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=555970;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=367345;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32mpa\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=555970;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32m-8c1d441d-73d2-4022-94\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=555970;https://tidy3d.simulation.cloud/rf?taskId=pa-8c1d441d-73d2-4022-9400-2116fbc16f45\u001b\\\u001b[32m00-2116fbc16f45'\u001b[0m\u001b]8;;\u001b\\.                                                  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/f89aec3e-3357-4624-9c24-096a87582f12\" 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=417299;https://tidy3d.simulation.cloud/folders/f89aec3e-3357-4624-9c24-096a87582f12\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7087518b1adc4885b118a14dda231d86",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:24:40 EST </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.429</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> after run.         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:24:40 EST\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.429\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 after run.         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "task_id = web.upload(tcm, task_name=\"edge_feed_tcm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da8e6e15-2b3e-4b6d-9ef5-43a58a397807",
   "metadata": {},
   "source": [
    "The sequence of commands below starts the job, monitors progress, and downloads the results once it is finished. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "17950780-724f-43ef-bcc8-2b6063e20214",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:24:40.998335Z",
     "iopub.status.busy": "2025-12-05T21:24:40.998260Z",
     "iopub.status.idle": "2025-12-05T21:26:20.648465Z",
     "shell.execute_reply": "2025-12-05T21:26:20.648059Z"
    }
   },
   "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\">16:24:41 EST </span>Subtasks status - edge_feed_tcm                                    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Group ID: <span style=\"color: #008000; text-decoration-color: #008000\">'pa-8c1d441d-73d2-4022-9400-2116fbc16f45'</span>                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:24:41 EST\u001b[0m\u001b[2;36m \u001b[0mSubtasks status - edge_feed_tcm                                    \n",
       "\u001b[2;36m             \u001b[0mGroup ID: \u001b[32m'pa-8c1d441d-73d2-4022-9400-2116fbc16f45'\u001b[0m                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "838c6740b49f4f0d864193106ced2860",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch status = preprocess                                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mBatch status = preprocess                                          \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:24:48 EST </span>Batch status = running                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:24:48 EST\u001b[0m\u001b[2;36m \u001b[0mBatch status = running                                             \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:05 EST </span>Batch status = postprocess                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:05 EST\u001b[0m\u001b[2;36m \u001b[0mBatch status = postprocess                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:18 EST </span>Modeler has finished running successfully.                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:18 EST\u001b[0m\u001b[2;36m \u001b[0mModeler has finished running successfully.                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Billed flex credit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.240</span>.                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mBilled flex credit cost: \u001b[1;36m0.240\u001b[0m.                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "21f8618e6793474bade70b7ab25eed50",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:20 EST </span>Loading component modeler data from cm_data.hdf5                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:20 EST\u001b[0m\u001b[2;36m \u001b[0mLoading component modeler data from cm_data.hdf5                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run simulation\n",
    "web.start(task_id)\n",
    "web.monitor(task_id)\n",
    "tcm_data = web.load(task_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0363b84d-a661-49ec-97ef-f0f594105396",
   "metadata": {},
   "source": [
    "The downloaded data is a `TerminalComponentModelerData` object. Use the `smatrix()` command to obtain the S-matrix. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1b186748-d603-4d3d-ba51-923b5c75cdf6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.305321Z",
     "iopub.status.busy": "2025-12-05T21:26:21.305239Z",
     "iopub.status.idle": "2025-12-05T21:26:21.344165Z",
     "shell.execute_reply": "2025-12-05T21:26:21.343776Z"
    }
   },
   "outputs": [],
   "source": [
    "# Calculate s-matrix\n",
    "smat = tcm_data.smatrix()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "859a7f33-8ef5-4d5f-bf53-7299e4ea1e45",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef3cfeef-074b-496e-998e-48a867282fcd",
   "metadata": {},
   "source": [
    "### S-parameter"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2a87535-003c-4439-aa64-ec193468839f",
   "metadata": {},
   "source": [
    "Below, we extract the simulated S11 and compare with the benchmark data. We observe good agreement. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d174040e-cce2-4a2c-9991-00de45290b87",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.346201Z",
     "iopub.status.busy": "2025-12-05T21:26:21.346097Z",
     "iopub.status.idle": "2025-12-05T21:26:21.348329Z",
     "shell.execute_reply": "2025-12-05T21:26:21.347961Z"
    }
   },
   "outputs": [],
   "source": [
    "# Extract S11 from smatrix\n",
    "S11 = np.conjugate(smat.data.isel(port_in=0, port_out=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "be4675b3-4a6e-44d7-bc17-d97bf95f9765",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.349498Z",
     "iopub.status.busy": "2025-12-05T21:26:21.349386Z",
     "iopub.status.idle": "2025-12-05T21:26:21.353809Z",
     "shell.execute_reply": "2025-12-05T21:26:21.353227Z"
    }
   },
   "outputs": [],
   "source": [
    "# Import benchmark data\n",
    "freqs_fem, S11dB_fem = np.genfromtxt(\n",
    "    \"./misc/edge_feed_patch_fem.csv\", delimiter=\",\", skip_header=1, unpack=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "af625d05-27c8-44ab-a31e-063c14bdba02",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.355214Z",
     "iopub.status.busy": "2025-12-05T21:26:21.355098Z",
     "iopub.status.idle": "2025-12-05T21:26:21.547968Z",
     "shell.execute_reply": "2025-12-05T21:26:21.547448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAHqCAYAAAAZLi26AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAgX1JREFUeJzt3Xd8VFX+xvHnTsmkk4SEhBIggNKEqCAINlQgoKuLbV1xXVHEta0F17ZFwbIK1rW7uwq6a1ux/NB1wdgbUgWliII0IfQkE1Kn3N8fk4wZUkgmmcxk8nm/NpvMvXfufJOTG3nmnHuOYZqmKQAAAAAA0Oos4S4AAAAAAIBoRegGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAABtrnfv3poyZUq4ywAAIOQI3QAAhNncuXNlGIb/w2azqXv37poyZYq2b98e1DnXrl2rGTNmaPPmza1bLAAAaBZbuAsAAAA+d955p3JyclRRUaGvvvpKc+fO1eeff67Vq1crNja2Wedau3atZs6cqTFjxqh3796hKRgAABwSoRsAgAgxceJEDR8+XJJ02WWXKT09XbNmzdL8+fP1q1/9KszV+ZSWliohISHcZQAA0G4wvBwAgAh1wgknSJI2btwYsP27777Tueeeq7S0NMXGxmr48OGaP3++f//cuXN13nnnSZJOPvlk/7D1jz/+WJJkGIZmzJhR5/UOvs+6Ztj7J598oquuukpdunRRjx49JEljxozREUccobVr1+rkk09WfHy8unfvrtmzZwf9/f74448677zzlJaWpvj4eB177LH673//W+e4xx57TIMHD1Z8fLxSU1M1fPhwvfTSS/79JSUluv7669W7d285HA516dJF48aN04oVK4KuDQCAYNHTDQBAhKq5Hzs1NdW/bc2aNTruuOPUvXt33XrrrUpISNB//vMfTZo0Sa+//rrOOussnXjiibr22mv16KOP6o9//KMGDhwoSf7PzXXVVVcpIyNDt99+u0pLS/3bCwsLNWHCBJ199tn61a9+pXnz5umWW27RkCFDNHHixGa9xq5duzR69GiVlZXp2muvVefOnfX888/rzDPP1Lx583TWWWdJkv7xj3/o2muv1bnnnqvrrrtOFRUV+uabb7R48WJNnjxZknTFFVdo3rx5uuaaazRo0CDt27dPn3/+udatW6ejjz46qJ8BAADBInQDABAhiouLtXfvXlVUVGjx4sWaOXOmHA6HfvGLX/iPue6669SzZ08tXbpUDodDki8UH3/88brlllt01llnqU+fPjrhhBP06KOPaty4cRozZkyL6kpLS9MHH3wgq9UasH3Hjh164YUXdNFFF0mSpk6dql69eunZZ59tdui+7777tGvXLn322Wc6/vjjJUnTpk3T0KFDNX36dP3yl7+UxWLRf//7Xw0ePFivvfZag+f673//q2nTpunBBx/0b7v55pubVQ8AAK2F4eUAAESIsWPHKiMjQ9nZ2Tr33HOVkJCg+fPn+4d079+/Xx9++KF+9atfqaSkRHv37tXevXu1b98+5eXl6Ycffgh6tvPGTJs2rU7glqTExET95je/8T+OiYnRiBEj9OOPPzb7Nd59912NGDHCH7hrzn/55Zdr8+bNWrt2rSQpJSVFP/30k5YuXdrguVJSUrR48WLt2LGj2XUAANDaCN0AAESIJ554Qvn5+Zo3b55OO+007d2719+bLUkbNmyQaZr6y1/+ooyMjICPO+64Q5K0e/fuVq8rJyen3u09evSQYRgB21JTU1VYWNjs19iyZYv69+9fZ3vNkPgtW7ZIkm655RYlJiZqxIgROuyww3T11Vfriy++CHjO7NmztXr1amVnZ2vEiBGaMWNGUG8EAADQGhheDgBAhBgxYoR/9vJJkybp+OOP1+TJk7V+/XolJibK6/VKkv7whz8oLy+v3nP069cv6Nf3eDz1bo+Li6t3e32935JkmmbQNRzKwIEDtX79er3zzjtasGCBXn/9dT355JO6/fbbNXPmTEnSr371K51wwgl688039d577+n+++/XrFmz9MYbbzR72DsAAC1FTzcAABHIarXq3nvv1Y4dO/T4449Lkvr06SNJstvtGjt2bL0fSUlJklSnB7q21NRUFRUVBWyrqqpSQUFBaL6ZJujVq5fWr19fZ/t3333n318jISFB559/vubMmaOtW7fq9NNP1z333KOKigr/MV27dtVVV12lt956S5s2bVLnzp11zz33hP4bAQDgIIRuAAAi1JgxYzRixAg98sgjqqioUJcuXTRmzBg988wz9QbkPXv2+L+uWUv74HAtSX379tWnn34asO3vf/97gz3dbeG0007TkiVLtGjRIv+20tJS/f3vf1fv3r01aNAgSdK+ffsCnhcTE6NBgwbJNE25XC55PB4VFxcHHNOlSxd169ZNlZWVof9GAAA4CMPLAQCIYDfddJPOO+88zZ07V1dccYWeeOIJHX/88RoyZIimTZumPn36aNeuXVq0aJF++uknrVq1SpJ05JFHymq1atasWSouLpbD4dApp5yiLl266LLLLtMVV1yhc845R+PGjdOqVau0cOFCpaenh+37vPXWW/Xyyy9r4sSJuvbaa5WWlqbnn39emzZt0uuvvy6LxddPMH78eGVlZem4445TZmam1q1bp8cff1ynn366kpKSVFRUpB49eujcc89Vbm6uEhMT9f7772vp0qUBs5kDANBWCN0AAESws88+W3379tUDDzygadOmadCgQVq2bJlmzpypuXPnat++ferSpYuOOuoo3X777f7nZWVl6emnn9a9996rqVOnyuPx6KOPPlKXLl00bdo0bdq0Sc8++6wWLFigE044Qfn5+Tr11FPD9n1mZmbqyy+/1C233KLHHntMFRUVGjp0qN5++22dfvrp/uN+97vf6cUXX9RDDz2kAwcOqEePHrr22mv15z//WZIUHx+vq666Su+9957eeOMNeb1e9evXT08++aSuvPLKcH17AIAOzDBDOdsJAAAAAAAdGPd0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIERYp7sZvF6vduzYoaSkJBmGEe5yAAAAAABhYpqmSkpK1K1bN1ksDfdnE7qbYceOHcrOzg53GQAAAACACLFt2zb16NGjwf2E7mZISkqS5PuhJicnh7ma+rlcLr333nsaP3687HZ7uMtBLbRNZKJdIhdtE7lom8hF20Qm2iVy0TaRqz20jdPpVHZ2tj8nNoTQ3Qw1Q8qTk5MjOnTHx8crOTk5Yn85OyraJjLRLpGLtolctE3kom0iE+0SuWibyNWe2uZQtx4zkRoAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhEiHDN1PPPGEevfurdjYWI0cOVJLliwJd0kAAAAAgCjU4UL3q6++qunTp+uOO+7QihUrlJubq7y8PO3evTvcpQEAAAAAoowt3AW0tYceekjTpk3TJZdcIkl6+umn9d///lfPPfecbr311jBX13pKSkpUUlIiu90ul8sV9OfU1FRJUmFhYYvPFarPkVBjamqqkpOTw9nkQKtyOp1hv+7Ly8vlcrla7e9ZJP0t4m8GAAAdR4cK3VVVVVq+fLluu+02/zaLxaKxY8dq0aJFYays9SzetFbLdvygD/6+TKZpypARsN+o92ujzr6Dt9a/z/fVwec0ZKj6f/69NV8bBx9X777Gv/Y/Ng6uKryOOeYYDRgwoN0HiEh4E6MtazQMQ6WlpSooKJBpmhFZY1v/HL/77jstW+b7GxIJNm7cGO4SQuJQfzMi+dopLy9XeXm5tm7dqri4uLDXyJsYAIBI1qFC9969e+XxeJSZmRmwPTMzU999912d4ysrK1VZWel/7HQ6JUkul0sulyu0xQbpwfxXtLWw4wyV/zmE/xzIDw7ztY8zah1de1vAZ6P2+Ro5ToHHfbVovoxF8wOPM3TQ6xl64/uv6j3fwcfVeV2j7raDv++GnlvnOKOJx9Xz/Uq+INZYHGton9nAnuYcf/CWg6sxGzzWbGSf9M1LP9Q9r1l/HfWfp/6fS+39je1r+Lx1n90aP4MGz2+G7mfc2M+xIU19a+3gNxhbcr6G36ps6bkC/yZtXJwvY/H7/sdGwBENPQ48R83jxp/TwDmMhq71n695S/Wjg/db5PubtGXLlib8FNrGsGHDdPjhh7da8E9KSgr3txSUmn+fROq/Uzoq2iVy0TaRqz20TVNr61Chu7nuvfdezZw5s8729957T/Hx8WGo6NASXRalG3E61D/wzYM2Bv5DuWn/uG9on1nP12at5zR2XHPVPsfBlQStNTv3IqOjEABCIiCENxDeLQc/NgxZ1NCH7/jGjzFkMSRr9ddWWWSVoQVLP9f7y76Qtda2ms+WIEZG1fSee71eWSyWgM8xMTGSfCPoam+z2+2t9aNtsfz8/HCXgHrQLpGLtolckdw2ZWVlTTquQ4Xu9PR0Wa1W7dq1K2D7rl27lJWVVef42267TdOnT/c/djqdys7O1vjx4yN2GNuowlGaM2dOuMsImmnW7okL7JULDO4NHXeI55j1nyfwa7PB16tznFl3X93nHPy59nG1tplNPK6BWhRQU/3HSfW/RsPHta3G/ll88O0QBx9/cO9kw/vq9orWPfZQr3HwUXX3N7yv7hHGQQcYdf6/ufXVrSHSfgb+vYfKQmbtL5v2G9nU39u6xzX8zODPWXtf4FuEzX/cyDFmy85x8N8Tb63Hjal9fJN/Sk05rJX/+FikgCBul0U2o/qzLLLX/rpm374S2fdZFCOrYgyrHNX7G7u1qbHe9rbqPXe5XMrPz9e4ceMi6k2A1lJSUhKS23ZC3T7R3i7tGW0TudpD29SMhD6UDhW6Y2JiNGzYMH3wwQeaNGmSJMnr9eqDDz7QNddcU+d4h8Mhh8NRZ7vdbo/Yhk9NTVVWVpZ27doVMfdjNkfNEOrqRyF4gdY/ZTQ7+E2Q+tUfvuoeUetxhN2PD6BhNX8HvA28kdjodrP+Y70yAz9M32dPwHbVe8zBH26Z8pheeaqf79HPX9fwncsr3yBAT/U3VvubbNrPwiL5Qrischi+z7GGVXGyKc6waefST/XBsi8VJ5ti6gnote/jD/V96JH0b5WGJmZs7v37oZ5vor55Flp7HoSCgoI68yAwJ0FkiKRrBoEiuW2aWleHCt2SNH36dF188cUaPny4RowYoUceeUSlpaX+2cyjQUpKis444wwdOHBANptNbrc76M8pKSmSpKKiohafK1Sfw13j+vXrtXTp0nb5JsehhPxNEES0mn+Ahuv6rqio0IoVK3TKKae0yt+zSPlb1N7+ZtT8HbAE8zcgjH82TNOsE8Td8spj+j67qj/cZvXngx675JXL9KhKXlXJU/2GgFQhjyrkCRw+UA+LDMXJpnjDpgTZlWjYtWXxB0pc/KkSjRjFyKIRI0bUG/LaawCrL1y3JCibpul/w8Rz0Jsy/mNqH3/wdlMBc5jUzFFQ+3aI2tuWLFmipUuXBvW9N1VD8yC0ZGLF9vw7A3QUHS50n3/++dqzZ49uv/127dy5U0ceeaQWLFhQZ3K19i4pKUlpaWmtdr728Mc8XDV269ZNw4YNO+Q/tNtLgAj3mxhtXaMkff755zr++OMlKSJrDMfPMSUlJezXvcvl0rffftvqf89C7VA/t6b+zYjka6eiokJLlizRiBEjFBsbG9YaG3oTwzAM2WRU/0PHWmtHcO3qNn3hu1IeVZleVcqjStOjSrlVbrpVXutzlbzyylSpXCo1Xdqj8jrhPEYWfbToJyV/FaNkxaiTEaNOhkOxhq1Ne8SD0Zxw7TFNVcitCtNd/YaFWy7Tqyp55ZKn+mtP9Zsctd/gCByt0FZ88wTU/rD4thm15wr4eZ/VMGSrvvXAJkN2w1LrceBtDDYZshqWel936dKlLQr8xxxzjIYPHy6JZQuBSNThQrckXXPNNfUOJweClZycfMj/eLW3ANEe/mPcGjW6XC4lJCSoa9euIRm61FF+jmiepvzNCPXrt0TN37Ps7OyQDflrao2t/SZGQyHeVh2m4mU/ZHD3mF5VyKNy060yuXTA9H2UVn9dE8z3muXaa5YHPDdOVn2+aLtSv4pVquFQqhGrE0eM0vDhw9v8d6Yp4dpjenWg+s2Fmu+x1PR91HyfraUmENdMzFejvjkparb9PO9A0+YsqOlJrzMfcUP5v5nvC1ikgFBeE9JjZJXdsChGFtllVYxRvS1gn+9xfRMDBhPaG+tdJ5QjFBq61aShzzXLupaUlLSLfzs3pkOGbgAAED1a802MpoT4g3vjDw7qVsOiBFmUYNglxdV5DbfpVYmq5DRrf1SqRC6Vy6Nys1Q7zFL/8flfblHqorc0uHsfjRowVL06dVHf7j1bPRTV/gfxweG6ds3F1fU6zSqVynXI3GmRFCubYg2rYmXzh8j6AqXdsAT0KFtqfW7t+UAC5yswA3rYPY3MFeAxfY9r5hRwV9+W4NbPHy7T+/O+6udKvvkFfLcsVL8ZEcTcAr6QbpGjem4B32eb/3GsrLX22WRr4Gd3qKDe0D3uhHHU1tQ5G1pyq8k///lP5eXlKTc3t7XLbzOEbgAAgFqaGuJrjjlUUD84lNsMi1IVq1QjNuB8LtOrIrNShWaFCqs/l6hKFfKowCxVwU/f6v2fvpUkxcmmPmlZOqp3f3VP6qxenbOUHpek1E4pTf4+Dw7ZS5cuVbnp1gHTpRJVqaTWGwKlcjd4HrssSpRd8YZdCYa9+h52m+IMe4OTyrVEa8830eA8C62Y8b2mGRDK3aYZMJdAlekbYl910JD72tvd1am85hxlch9ybgHJt7xebPX8AjWT/sXVehxv2BUra502aiiUR/rtDwiN1p6zoSE183HUzK3hkVepitXChQuVk5PTbn/fCN0AAAAt1FhQPziUNxTy7IZFGUacMmr1jrsPCuL7q4N4udxas/8nrdn/k/9YQ1Ki7Oock6g1liJ1TkxWjGlRYmy8LKbksMeo0lUlj0xt2rpF323eoArTo7LqoeEHVOUPdvWJkUWdDIeSDd996MnVX9cX2A5WX1AOZo6BUMw30dibJqGeB6E5Eyt6q4N6lTyqMj2qqp7Uzze3wM+fK+T2f13TO18z7F9SvQHdIkMJsinRiFFi9RsnSUaMko0YxcsW0L4Hh3FCeHRpzXBtVv/Olsutiurf2ZrfzZrfY9/XP7/B5JIn4KYUuyw6y95PpmmqqKio3f5+EboBAABCrHYobyjk1RfAbIZF6Uac0msF8cAe8Qo5q3ul3TJVIpdKqgq1edWnQdeaIJsSqgOXL1z7PmKNQ/+zsaFw3dg/lCPhH9GHGt0QqnkQWjonwaFCu9v0qkJulZselculsoMm/Ssz3aqQW96a3x3TVSeU22RRJ6Nmwj+Hf64BW/WkcITw9q2x20oaY5qmquT1zeFQ/abOz79rvt+xCrlbNCGivfpWCtM0ZbFY/G+CtUeEbgAAgDZWX8irr0d8yZIldZ5bX4+4aZoql9s/JLzU39vpllumvPLKa0oWQ7JUz6TtkFWxhk2xsinJsCvRiFGCbA3OsF1bMOEa9WvJnAS1f2eCXbbQa5oqk1ulZlX1iIeayf+qVKIqueXVPrNC+1ThD+SGpE5yqLMlVmlGrNKNOCXKLsMw6g3h4ZgIEI1zOp1atmzZIUO2xzR1QIFzOdRMmuhq4kSJMbL45nMwrHJUz+XgMKyKkbV6W83Xvrkeamb8rxlhYRiG8vLy2vXvEKEbAAAgQtTXI758+fJDDkE2DEPx1fdVZyqh1eohXEe+g0N7S5ctrB3KvaZZawK9ShWbVdpvVqhcbhWpUkXeSm1UsSTfCIksS4KyjAR1MeJlP6gnnPAdXvXN4XAwT/Uomn1mhfabFSoyK1Wiqkb7quNkVUL1bQhxteYNiJVNcdWTJ9pqvZHXnDkZJN+yrhMmTGD2cgAAAIRGcnKyTj755CbdE94aav+DmHAdvZozB0F9YbzMdGm/WeHrAa8OaKVya6O3WBtVLIsMpRtx6m4kKtuSqFjDpqVLl2rZsmU66aSTlJWVxdDzNtJYj7bL9Gq3WaZdZpn2m+UqMivr7buufYtBsuFQUq1JE22GpclzNjT3b0rNsq5JSUkt+AlEBkI3AABAhAv2nvBDIWSjPk29/aHm981dHd4KzFLt9JapVC7tNsu02yzTSu9uZRkJyrEkq5uRqI8//th/Tnq/Q6cmbNfu0TZNU8WqUoG3VDvNUu0zy+uEbIesSjNi1dnwrbDQyYhRXPVkeu11zoZIQOgGAABoZxoKRbm5uVqwYIEmTJggm812yPXG+QcxmqOxN39qQrjX61WJXCrwHtBWs0SFZqVvyTtPqeJkU19LJ/WzpCjGsDL0PAQODtumaapQldrmLdE2b4lvqblaEmRXliVeGUac0ow4JcimESNGcFtJKyN0AwAARImkpCT/cEy73c4/khFShwrhS5YskdOs0mZvsTZ5nSqXW6u9+7TeW6h+lhQdbkmVozp8L1u2THl5ecrNzQ3zd9U+OZ1OLVmyRMuXL5ckVZkebfY69aO3WE5V+Y+zylAXI15ZRryyLAlKMmIY8dIGCN0AAAAAWqyxiQAHezvrJ/OAvvPsV7GqtM67Xxu8RRpk6ax+lhRZJS1YsEAZGRnq1q1beL+RdsTpdGrx4sVasWKFJOmAWaX13kJt9jr9y3VZZairkaCeliRlGQn+ic0YYdB2CN0AAAAAWt3BEwEWFBToo48+0nbzgNZ69qtIlVrl3aMfvUU62pqpTEu8/vWvfxEGm+DgYeQHzCqt9uzTNrPEP9t4J8WojyVFvSxJijGs9GiHEaEbAAAAQMjU9ID37NlTAwcO1PLly9Vt8WJtNp361rNXJXLpE89POsxM0RBLOsPNG1Cz7NfOnTv9E9JVmh6t9e7TRm+Rf1K0LCNeAyxpyjDi/BOg8SZGeBG6AQAAALSJ2r3fy5cvV4/Fi/SNd69+9BbrB2+RdnnLNMrWVZ3kYLh5LatWrdLChQv9qxOYpqmtZom+9uxWVXXczjLiNcSarlQjVhLDxyMJoRsAAABAm6oJ3/3799e//vUvdTMStMyzS05V6UP3No2ydlWWJUH/+te/NGHChA7d471jxw4tWLDA/7jMdGmZZ5d2mmWSfMPIj7RmKNOSIImwHYkI3QAAAADColu3bpowYYIWLFig8UasvvQUaK9Zrs8823WU2UX9rCkdusd71apVAYF7l7dUX3l2qlIeWWRokCVNAyxpsjCMPKIRugEAAACETW5urnJycrR8+XLZF3+lZZ7d2mI6tcK7W255NcCa1iF7vGv3cJumqXXe/Vrt3SdJSpFDx9q6Krl6yS/CdmQjdAMAAAAIq9rDzS0vvKAEr01rvfv1jXevrDJ0mDVVCxcuVE5OTocIl7V7uL2mqaWeXdpiOiVJfSyddN2Yc9SzRzazkLcThG4AAAAAEaFbt26aOHGijAULZEpa592vr717ZDEM9bWkaMeOHVEfMmv3cHtMrxZ5CrTDLJUhaZg1U3dcfE2HHGrfnhG6AQAAAESM3NxcZWRk6IUXXpBXptZ7C7XCs1tJitH8+fNVWVkZtcPMa/dwu02vPvds126zXBYZGm3rpksnnkPgbocs4S4AAAAAAGqr6fEeaklXLyNJpqRFngKVequ0cOFCOZ3OcJfY6pxOpxYuXCjJN6R8iWendpvlssmiE63ddctvr4jaNxuiHaEbAAAAQMTJzc3VL3/5Sw2zZipFDlXKoy89BXJ7PdqxY0e4y2t127dv96/Dvcq7Rz+ZB2SRoRNs3fXb086mh7sdY3g5AAAAgIjUvXt32S1WjbZ1Vb57q/abFfrGu1e2KBtmXntY+feeQv3gLZIkjbBmavpvLydwt3P0dAMAAACISMnJycrLy1OiEaOR1ixJ0g/eIu31lEXNMPPaw8r3ecu1yrtHkpRrzdDlp/2KwB0FCN0AAAAAIlZubq7OPPNMdbMkqpeRJEla7tktj9cbFcPMa4aVu0yPvvLslCkp20jSTZMujpqe/I6O0A0AAAAgonXv3l2GYSjXmqEYWVSkSv3gLdT8+fO1atWqcJcXtFWrVmn+/PmSpBWePSqVS/GyabgtU927dw9zdWgthG4AAAAAEa1mmHmsYdNQa4YkabV3nw6049nMaw8r3+Yt0RbTKUPSsbauOmPCaVG/HnlHQugGAAAAEPFqhpnnGMnKMOLkkak1nn0yTVNFRUXhLq/Zfh5W7tXXnt2SpIGWNE2d9GuGlUcZQjcAAACAdqF79+6yWCwaakmXJG0xnSqVSykpKeEtrJlqDyv/zrtfFfIoQXYNsnZm4rQoROgGAAAA0C7UDDNPt8Yry4iXKWlnshnuspql9rDyA6ZL672FkqQjbRk6bcJEhpVHIUI3AAAAgHYjNzdXV1xxhY5J6ilJWrFvsx586rF2M6FaYWGhTNP3RsE3nj3yylQXI05X/nIyw8qjFKEbAAAAQLsTV+5VZnVv91rPvnYzoVpqaqoMw9Beb7l+Mg/IkHSUldnKoxmhGwAAAEC7UljoG5I92NJZkrTZW6xSb1W7mFCtoqJCVqtV33n3S5J6Wzrp/IlnMqw8itnCXQAAAAAANEdNb3G6JU7p3jjtNcu1xSyJ+AnVVq1apQULFshpVmmHWSpD0swLr9LgXv3CXRpCiJ5uAAAAAO1KzYRqhmGoj8XXQ7zdVi6v6Q1zZQ2rPYHaeo+vl7ubkajs1C7hLAttgNANAAAAoN2pmVBteNfDZJNF+ytLdfdTj0TshGo1E6iVm25tMUskSf0tqe1iSDxahtANAAAAoN3au2u3ehpJkqQfPUURO6FaamqqJGmDt0hemepsxCrDGh/xQ+LRcoRuAAAAAO1SzYRqOdVDzH8yD6jS647I3uM9e/bIbXq10VskSRpgTVNeXh4TqHUATKQGAAAAoF2qmVAtzYhVsmLkVJW2mQcirve4ZgK1ArNUVfIq1ZGgmdNuVGqE1YnQoKcbAAAAQLtUM6GaxWJRjqWTJGl/ohlRvce1J1Db4vUNe89yOWS1EMU6CloaAAAAQLtVM6HagATfLOCbindr446tYa7qZzUTqFWaHu00SyVJPS1JETkEHqFB6AYAAADQriUnJ6tnZjd1NmIlSbOffzpiZjGvGQL/k7dEXkkpcijFEhtxQ+AROoRuAAAAAO2a0+nU1q1b1dVIkCTt8B6ImFnMHQ6HsrKytLV6mbBe1mQmUOtgCN0AAAAA2rWaIdxdLb7Qvcssk9vriYgh3N9++6027NiqPWa5DEl/+u1Vys3NDXdZaEOEbgAAAADtWs0Q7hQ5FCebPDK1RxVhH8K9atUqffDBB9rq9fVy9+/cXX279wxrTWh7hG4AAAAA7VrtWcxrervtPdLCOoS79qzl26pDd2KROyKGvKNtEboBAAAAtHu5ubn6zW9+47+ve23hdpmmGbZ6aoa8l5tuFalSktTNSIiIIe9oW4RuAAAAAFGhW7du6p/WTRYZKijep017C8JWS2pqqiRpt1kmyTdreZzFHvYh72h7hG4AAAAAUaNf7z7qYsRJkvJXLw5bHcnJyYqLi9NOry90Z1kSmLW8g+owobt3794yDCPg47777gt3WQAAAABaWc0Q8/lffhi29borKyuVkJCgXWapJGnaL3/NrOUdVIcJ3ZJ05513qqCgwP/x+9//PtwlAQAAAGglTqdTq1atUrrF19O9z6zQggULwjJ5WWVlpQ4bNkQV8shhi9Ho/kPbvAZEBlu4C2hLSUlJysrKCncZAAAAAEKgZvKyTnLIKkMueVVsVqqoqKhNh3WvWrVKCxcu1Hfu/ZKkw1K7KsZmb7PXR2TpUKH7vvvu01133aWePXtq8uTJuuGGG2SzNfwjqKysVGVlpf9xzTtkLpdLLpcr5PUGo6auSK2vI6NtIhPtErlom8hF20Qu2iYy0S5tJykpSYZhyCIpzYjVHrNc+80KJSYm1vvzD0XblJSUaOHChTJN0z+03La/TPv371dSUlKrvU60aw/XTVNrM8xwzqPfhh566CEdffTRSktL05dffqnbbrtNl1xyiR566KEGnzNjxgzNnDmzzvaXXnpJ8fHxoSwXAAAAQBCKioq0c+dOfePZo++8hRqUkKVz+4xos9cvLS3Vtm3b5DG9esu9UR6ZyrP10hE9+ykhIaHN6kDolZWVafLkySouLm50JEW7Dt233nqrZs2a1egx69at04ABA+psf+655/S73/1OBw4ckMPhqPe59fV0Z2dna+/evRE766DL5VJ+fr7GjRsnu50hLJGEtolMtEvkom0iF20TuWibyES7tL2SkhLlr16i2Z++ppzOXfXyZXfUe1wo2qakpET/+Mc/tMtbpk88PylOVp1h76tp06bR090M7eG6cTqdSk9PP2TobtfDy2+88UZNmTKl0WP69OlT7/aRI0fK7XZr8+bN6t+/f73HOByOegO53W6P2Iav0R5q7Khom8hEu0Qu2iZy0TaRi7aJTLRL20lLS9O4YaM1+9PXtGlfgSo8LiXFNjxStTXbJi0tTZmZmfpmx2pJUqYlQRMmTFBaWlqrnL+jieTrpql1tevQnZGRoYyMjKCeu3LlSlksFnXp0qWVqwIAAAAQbl9/tVSJhl0HTJe+3f6jRvc9ok1e1zRNlZaWar9ZIUk69+SJLBXWwbXr0N1UixYt0uLFi3XyyScrKSlJixYt0g033KDf/OY3Sk1NDXd5AAAAAFqZ1WpVmmJ1QC59+9PGNgvdJSUlKikpUaHpu011WJ+BbfK6iFwdInQ7HA698sormjFjhiorK5WTk6MbbrhB06dPD3dpAAAAAEKga9eu6mzEaatZoq+3fN9mr/vTTz/pgFxyySuHza6c9K5t9tqITB0idB999NH66quvwl0GAAAAgDZSVFSkdEus5JVWbv1eX69cqaOOPDLkr7t582b/0PL+WT1lt3aIyIVGWMJdAAAAAAC0JqfTqU8++USd5JBVhlzyat7Ct+V0OkP6uqtWrdK3336rwurQnWFPDOnroX0gdAMAAACIKoWFhTJNUxbDUJoRK0na5y1XUVFRyF7T6XRq4cKFkqT91fdzl2zdFfKgj8hH6AYAAAAQVVJTU2UYhiQpxfAtAew0q5SSkhKy16wJ+l7TVFF1T3eq4Qhp0Ef7QOgGAAAAEFWSk5OVl5cnwzCUrBhJUkx6spKTk0P2mjVBv0RVcsuUTYaSDUdIgz7aB0I3AAAAgKiTm5urK664QmePO02StK+yNKSvl5ycrOzsbP/93KlGrCZOmBDSoI/2gdANAAAAIColJydr5OAjJUk7iveqvKoypK/n9Xr9M5ePOXKkcnNzQ/p6aB8I3QAAAACiVkpcolLifLOIb95XELLXMU1Tu3fv9k+idlTvw0P2WmhfCN0AAAAAotbbb78te4VHkrRpb+hCt9PpVEVlpYqqQ/egrr1D9lpoXwjdAAAAAKJWcnKykg3fZGo/7tkRstfZvXu3ilUpr0wlxcarR2qXkL0W2hdCNwAAAIColZ6e7p/B/Me9oQvde/bsUbFZJUk6PDPbv2QZQOgGAAAAELXS09OVXL1W94+7t4fsdbZv366S6tDdu3NWyF4H7Q+hGwAAAEDU2rFjh394+U9Fe7RsxfJWf41Vq1bpxx9/1IHq0G2rvocckAjdAAAAAKKU0+nU+++/r1hZZZdFpqQ33ntXTqezVV9j4cKFkqQS0yVJ2vH9plZ9DbRvhG4AAAAAUamwsFCmacowDH9vd7FZqaKiolZ/DdM0VSJfT3ei7K36GmjfCN0AAAAAolJqaqp/QrOaydRKzCqlpKS0+muUyy2PTBmSEo2YVn0NtG+EbgAAAABRKTk5WXl5edU93b7J1OIyU5WcnNyqr9GvXz//0PJE2TVxwoRWfQ20b7ZwFwAAAAAAoZKbm6ucnBx9sGapVn3wkgrdZa3+Gg6Hwz9z+RG9D1Nubm6rvwbaL3q6AQAAAES1pKQk5eb0lyRt2bdLbm/rzi5eWFioA9X3c/fJ7NGq50b7R+gGAAAAENWqqqr0n7n/llWG3F6PdhTtbdXzFxUV+YeX90rLbNVzo/0jdAMAAACIag6HQ/Hx8UqQXZK0s3hfq527srJSpaWl/uHlPTtntdq5ER0I3QAAAACiXkpKiuIM35RWO537W+28RUVF8pimSuXr6e7dmZ5uBCJ0AwAAAIh6nTp1Unz1PNI7i1svdO/fv1+lcsmUFGd3KD0xpdXOjehA6AYAAAAQ9VJSUhRvVA8vb8We7q5du+qwo46QJPXsnOlfFxyoQegGAAAAEPU6deqk+Orh5btaMXSnpKTI2ileEpOooX6EbgAAAABRLyUlRfH+idRaL3RL0tZ9uyRJPdOYRA11EboBAAAARL309HSNGHKkJF9Pt2marXLe5cuXa/WWHyRJvZhEDfUgdAMAAACIeomJiRo7+kRJUrmrUs6K0hafc/ny5Xr//fe1bb+vp7tyn7PF50T0IXQDAAAAiHqrVq3Sc/98Vg5ZJUmfLv2qRedzOp364IMP5Da9KpdHkrRm8Qo5nQRvBCJ0AwAAAIhqTqdTCxculGma/snU3v/yU5WUlAR9zsLCQpmmqXK5JUk2GbLLoqKiotYoGVGE0A0AAAAgqtUEZEn+ydRKva4WBeTU1FRJUrnpC91xsskwDKWkpLSoVkQfQjcAAACAqJaamupfP7ump7tc7hYF5OTkZPXp08ff0x1n2JWXl6fk5OQW14voQugGAAAAENWSk5OVl5cnSYqXL3R36pqupKSkFp03Pj7e39Ode/hA5ebmtqxQRCVbuAsAAAAAgFDLzc2V1+vVtgWvS5IqDG+Lz1lSUuLv6e6WltHi8yE60dMNAAAAoEPIyMjw93TvdO5v8fmOO+44dcpM9507KbXF50N0InQDAAAA6BASExMVb/gmUttbUiS319Oi82VnZ8vlW4FMXZJSWlgdohWhGwAAAECHkJiYqFhZZZHkMb3ad6C4xefcXVIoScogdKMBhG4AAAAAHYLNZtPo0aOVGuebQK0lQ8xLS0u1evVq7SkpksTwcjSM0A0AAACgwzjxxBPVK6OrJGm3szDo8+zatUuvv/N//iHq6YmdWqU+RB9CNwAAAIAOJSs5TZK0syT4nu7aM5enJSTLbmVhKNSP0A0AAACgwygvL1eCNUaStKsFPd0lJSWqqF6jm/u50RhCNwAAAIAOY8mSJdr47XeSpF0tuKe7pKREZdU93RmJKa1RGqIUoRsAAABAh5GQkKB4wzcUvKU93eXVPd1dmEQNjSB0AwAAAOgwEhMTFVcduvccKAr6PL7h5b5J1BhejsYQugEAAAB0GImJiXLIKklyVpTKNM2gzlN7IjVCNxpD6AYAAADQYSQmJiqmOnR7vF5Vet3NPodpmjr11FNlxPkmZGN4ORpD6AYAAADQYSQmJspmWGSTIUkqc1c1+xzffPON/ve//2lfmVOSVFiwu1VrRHQhdAMAAADoMGw2mxwOh7+3u8zTvNDtdDq1cOFCub0eVcp3T/fXXy6W0+ls9VoRHQjdAAAAADqMVatWqbKy0n9f957i5i0bVlhYKNM0VVEduC0yZDctKioqau1SESWiJnTfc889Gj16tOLj45WSklLvMVu3btXpp5+u+Ph4denSRTfddJPc7ubfwwEAAACg/anppZakGMMXuncV7lVJSUmTz5Ga6rt/u2a5sDjZZLFYGswgQNSE7qqqKp133nm68sor693v8Xh0+umnq6qqSl9++aWef/55zZ07V7fffnsbVwoAAAAgHGp6qSX5e7orTW+zeqmTk5PVr18//8zlcYZNeXl5Sk5ObvV6ER2iJnTPnDlTN9xwg4YMGVLv/vfee09r167Vv//9bx155JGaOHGi7rrrLj3xxBOqqmr+5AkAAAAA2pfU1FQZhm8CNUd1T3elPM3upU5KSvL3dB/Rr79yc3NbtU5El6gJ3YeyaNEiDRkyRJmZmf5teXl5cjqdWrNmTRgrAwAAANAWkpOTlZeXJ0n+idSscTFKSkpq1nnKy8v9Pd3dUjNat0hEHVu4C2grO3fuDAjckvyPd+7cWe9zKisrVVlZ6X9cMyOhy+WSy+UKUaUtU1NXpNbXkdE2kYl2iVy0TeSibSIXbROZaJfIMmjQIDmdTm347F1Jksfa/LYpLS3193R3jk+ibUOgPVw3Ta0tokP3rbfeqlmzZjV6zLp16zRgwICQvP69996rmTNn1tn+3nvvKT4+PiSv2Vry8/PDXQIaQNtEJtolctE2kYu2iVy0TWSiXSKH0+n0Dy8vc1c1u212797t7+n+aeNmvbvv3VavET6RfN2UlZU16biIDt033nijpkyZ0ugxffr0adK5srKytGTJkoBtu3bt8u+rz2233abp06f7HzudTmVnZ2v8+PERO1GCy+VSfn6+xo0bJ7vdHu5yUAttE5lol8hF20Qu2iZy0TaRiXaJPJs3b9bX8zZIkso9rma3zTPPPKMq07dk2MmjT9CI3gNDUmdH1h6um6auzR7RoTsjI0MZGa1zj8SoUaN0zz33aPfu3erSpYsk37smycnJGjRoUL3PcTgccjgcdbbb7faIbfga7aHGjoq2iUy0S+SibSIXbRO5aJvIRLtEjqSkpJ97uj2VzW6biRMn6q03f5AqqpSWmEy7hlAkXzdNrSuiQ3dzbN26Vfv379fWrVvl8Xi0cuVKSVK/fv2UmJio8ePHa9CgQbrooos0e/Zs7dy5U3/+85919dVX1xusAQAAAESnuLg4/5JhZW6XvKa3Wc/v27evyj2+FZCSYhNavT5El6gJ3bfffruef/55/+OjjjpKkvTRRx9pzJgxslqteuedd3TllVdq1KhRSkhI0MUXX6w777wzXCUDAAAACIPY2FjFVC/kZMrUgcpyOWKa3hFX5XapwuUL3Z3iCN1oXNSE7rlz52ru3LmNHtOrVy+9+y6THAAAAAAdWUxMjI4ffZze+WKLKj0uFZUdUOeklCY9t6SkRN98v06SZMhQgiM2hJUiGnSYdboBAAAAQJIMw9CJJ56otETf5MjO8tImP3fnzp16N3+BJCkpNk4Wg0iFxvEbAgAAAKBDSolLlCQVlR9o8nPKy8tVVX0POPdzoykI3QAAAAA6HKfTqViL727b5oTusrIyVcm3XBj3c6MpCN0AAAAAOpz3339f+wp2S5KKy5rZ062anu74kNSG6ELoBgAAANDhxMbG+tfqLq5o+j3dZWVlqjJ9Pd3J9HSjCQjdAAAAADqc2mt1FzWzp9tV3dOdTE83moDQDQAAAKDDiYuLU0x16C4O8p7uZCZSQxMQugEAAAB0OLWHlxc1Y8mwk046SRndukpieDmahtANAAAAoMMJdnh5r169ZI2LkcREamgaQjcAAACADic2NlYx1T3dzmZMpCZJzuqece7pRlMQugEAAAB0OKmpqRp19HBJvnu6vab3kM+prKzU0qVLtbtwnyQpOS4xpDUiOhC6AQAAAHQ4ycnJGnviyZIkr2mqpKLskM9ZsmSJPvzwQxWWOiVJO7f+FNIaER0I3QAAAAA6JLvVphiLTdKh7+t2Op368ssvJUlV1UuGLVu0WE6nM7RFot0jdAMAAADokIqKihRnsfu+PkToLiwslCS5Ta+8MiVJdtNQUVFRSGtE+0foBgAAANAh/ec//5HV4+u1PtRa3ampqZIkV3UvtyHJbliVkpISyhIRBQjdAAAAADoku92umCYuG5acnKz+/furSh5JUoysmjBhgpKTk0NeJ9o3QjcAAACADmfVqlUqLCz0r9W9duP3h3xOenq6qkxf6M5ISVNubm5Ia0R0IHQDAAAA6FCcTqcWLlwoSf61ur9dv+6Qk6JVVlb6J1HrFM9yYWgaQjcAAACADqWwsFCm6ZsMraanu9J0H3JStCOOOEKDco+QJCXHJoS0RkQPQjcAAACADiU1NVWGYUiSbNWRyG2Yh5wULTMzU8md0yRJyXGEbjQNoRsAAABAh5KcnKy8vDxJks3wRaLU9M5NmhStuLzUd47Y+NAViKhC6AYAAADQ4eTm5uq0005TUnWPtT3WccjnbNq0ST/t2iGJ0I2ma5XQ7XK5tG3bNq1fv1779+9vjVMCAAAAQEgNGDBAmZ3TJUnlrspDHv/BBx9o7QbfLOdJDC9HEwUduktKSvTUU0/ppJNOUnJysnr37q2BAwcqIyNDvXr10rRp07R06dLWrBUAAAAAWlWMxSZJKqs6dOiurKyUq2b2ciZSQxMFFbofeugh9e7dW3PmzNHYsWP11ltvaeXKlfr++++1aNEi3XHHHXK73Ro/frwmTJigH374obXrBgAAAIAWcblckscXopvS011VVaUq+dbpTopjeDmaxhbMk5YuXapPP/1UgwcPrnf/iBEjdOmll+rpp5/WnDlz9Nlnn+mwww5rUaEAAAAA0JoKCgq0e0eBJKm8qqLRY03T9IVu0xe6WTIMTRVU6H755ZebdJzD4dAVV1wRzEsAAAAAQEjFxMT4lww71PDyqqoq3+fq4eVMpIamCip017Zv3z517txZkrRt2zb94x//UHl5uc444wydeOKJLS4QAAAAAEKhduh2ez1yedyyW+uPSJWVlTJNU67q4eWs042mCnoitW+//Va9e/dWly5dNGDAAK1cuVLHHHOMHn74Yf3973/XKaecorfeeqsVSwUAAACA1mO322WtFYnKG+ntrqqqkltmdT83w8vRdEGH7ptvvllDhgzRp59+qjFjxugXv/iFTj/9dBUXF6uwsFC/+93vdN9997VmrQAAAADQamJiYmQ1DH8oamyIeUJCgo4/5SRJks1iVaw9pg0qRDQIenj50qVL9eGHH2ro0KHKzc3V3//+d1111VWyWHy/sr///e917LHHtlqhAAAAANCa7Ha7JMkqi7zyNjqDeVxcnLr3ypbkG1puGEab1Ij2L+ie7v379ysrK0uSlJiYqISEBKWmpvr3p6amqqSkpOUVAgAAAEAIWCwWGYbhv6+7seHlkuSsKJPE0HI0T9ChW1Kdd3d4twcAAABAe5KWluZfc7uxnu7CwkJ9v2mjJCmZNbrRDC2avXzKlClyOBySpIqKCl1xxRVKSPC961NZeejF5QEAAAAgnDIyMpSmFO0ud6qskbW6N2zYoI8XfS5JSmK5MDRD0KH74osvDnj8m9/8ps4xv/3tb4M9PQAAAAC0iTi7ryOxseHllZWVcpnVy4UxvBzNEHTonjNnTmvWAQAAAABtzu12y25U39PdyPDyqqoqVVUvGEZPN5qjRcPLAQAAAKA9KygoUEHxdkmNLxlWWVkpj0xJUlyMo01qQ3QIKnRPnz69ycc+9NBDwbwEAAAAAIScxWJp0uzlVVVV8lT3dMfa7G1SG6JDUKH766+/Dni8YsUKud1u9e/fX5L0/fffy2q1atiwYS2vEAAAAABCxGKxyGZYJLPx4eWVlZXymL6eboctpq3KQxQIKnR/9NFH/q8feughJSUl6fnnn/ev011YWKhLLrlEJ5xwQutUCQAAAAAhYLFYZK3u6W5s9vKAnm47oRtN16J1uiXpwQcf1L333usP3JKUmpqqu+++Ww8++GBLTw8AAAAAIeMbXm5IkspdVQ0eN3LkSKWkd5ZETzeap8Wh2+l0as+ePXW279mzRyUlJS09PQAAAACETOA93Q33dB922GGKS/DNWu6wc083mq7Fofuss87SJZdcojfeeEM//fSTfvrpJ73++uuaOnWqzj777NaoEQAAAABCwn9PtxqfvVySKt0uSQwvR/O0eMmwp59+Wn/4wx80efJkuVy+X0KbzaapU6fq/vvvb3GBAAAAABAqDodD/XrlaNmPuxqcSM00Tf34449ylh3wPYfh5WiGFofu+Ph4Pfnkk7r//vu1ceNGSVLfvn2VkJDQ4uIAAAAAIJTi4+M1/PDD9cqPXzW4ZJjL5dK8efO017VPEkuGoXlaHLprJCQkaOjQoa11OgAAAABoE3ExDkkNLxlWWenb7lH1kmEML0czBHVP99atW5t1/Pbt24N5GQAAAAAIKdM0Zbh9Ybqhe7r9odvwHcc93WiOoEL3Mccco9/97ndaunRpg8cUFxfrH//4h4444gi9/vrrQRcIAAAAAKFSVVWl+W++Kanh2curqnxLiXnM6p5u7ulGMwQ1vHzt2rW65557NG7cOMXGxmrYsGHq1q2bYmNjVVhYqLVr12rNmjU6+uijNXv2bJ122mmtXTcAAAAAtFjAkmENrNO9bt06maYpj7ySpI3f/6AeIzParEa0b0H1dHfu3FkPPfSQCgoK9Pjjj+uwww7T3r179cMPP0iSLrzwQi1fvlyLFi1qs8B9zz33aPTo0YqPj1dKSkq9xxiGUefjlVdeaZP6AAAAAEQei8Uia3UscnnccnncAfudTqeWLVsmr8zqO7qlzz7+RE6ns40rRXvVoonU4uLidO655+rcc89trXqCVlVVpfPOO0+jRo3Ss88+2+Bxc+bM0YQJE/yPGwroAAAAAKJf7Z5uSSqvqpQ97ueYVFhYKOnnSdQkyWIaKioqUnJyctsVinar1WYvD7eZM2dKkubOndvocSkpKcrKymqDigAAAABEOsMwFGOzyeKWvPLNYJ4c9/Pyx6mpqTIMw38/tyHJahh03qHJoiZ0N9XVV1+tyy67TH369NEVV1yhSy65RIZh1HtsZWWlf6ZCSf4hJC6XSy6Xq03qba6auiK1vo6MtolMtEvkom0iF20TuWibyES7RK6aNrHb7bJWWOSVV86yUqXFJfmPiYuL09ixY/VW/ruSJKsMjRs3TnFxcbRpCLWH66aptXWo0H3nnXfqlFNOUXx8vN577z1dddVVOnDggK699tp6j7/33nv9Pei1vffee4qPjw91uS2Sn58f7hLQANomMtEukYu2iVy0TeSibSIT7RK53G63bLLIJa/e//hDdYtLqXNM1x7dpU2bFGO1a9u2bdq2bVvbF9oBRfJ1U1ZW1qTjDNM0zUMfFh633nqrZs2a1egx69at04ABA/yP586dq+uvv15FRUWHPP/tt9+uOXPmNHjB1NfTnZ2drb1790bs/Rsul0v5+fkaN26c7HZ7uMtBLbRNZKJdIhdtE7lom8hF20Qm2iVy1bRNQkKCHlj5jvZUlOjJC6br6J6HBxxXVFSkVVt+0C0LnlVWcpreuvKvYaq442gP143T6VR6erqKi4sbzYcR3dN94403asqUKY0e06dPn6DPP3LkSN11112qrKyUw+Gos9/hcNS73W63R2zD12gPNXZUtE1kol0iF20TuWibyEXbRCbaJXKddNJJmrvlS+0pKFGV112nnVavXq0FX30sSYq1O2jHNhTJ101T62p26C4vL9f+/fvVvXv3gO1r1qzR4MGDm3u6RmVkZCgjI3Tr361cuVKpqan1BmsAAAAAHUe8PVZS/Wt1u91uuatnL3dEaABE5GpW6J43b56uv/56paeny+v16h//+IdGjhwpSbrooou0YsWKkBTZFFu3btX+/fu1detWeTwerVy5UpLUr18/JSYm6u2339auXbt07LHHKjY2Vvn5+frrX/+qP/zhD2GrGQAAAED4FRYWyls9KVZ5VUWd/W63Wx55JUmxtpg2rQ3tX7NC9913363ly5crMzNTy5cv18UXX6w//vGPmjx5ssJ9a/jtt9+u559/3v/4qKOOkiR99NFHGjNmjOx2u5544gndcMMNMk1T/fr100MPPaRp06aFq2QAAAAAYVZUVKQ5c+Zor3u3JOmHTT9KR54QcIzH4/Gv0x1rJ3SjeZoVul0ulzIzMyVJw4YN06effqqzzjpLGzZsaHDZrbYyd+7cRtfonjBhgiZMmNB2BQEAAACIaCUlJdq5c6ckySaLJGn1d2vldDoDJsZyuVz+0O2wMbwczWNpzsFdunTRN99843+clpam/Px8rVu3LmA7AAAAAES6wsJC/9dWwxeN3Ka3zkpIHo9HHtM3vNxBTzeaqVmh+1//+pe6dOkSsC0mJkYvv/yyPvnkk1YtDAAAAABCKTU11f91TU+3W6ZSUlICjvPd0109vJx7utFMzQrdPXr0UFZWVr37jjvuuFYpCAAAAADaQlJSkj/f2OS7XTarR9c6ay4PHTpU3XtmS2L2cjRfUOt05+TkBHUP9/XXX69rr702mJcEAAAAgFaXkpKinj176vtFCyVJcYkJdY4ZNGiQuhSskTZLDnq60UxBhe7GJixrTO/evYN6HgAAAACESnx8vGzV93TXt063JFW4fUuKxTKRGpopqNB90kkntXYdAAAAABAWnTt3Vk52Ly3bvEtl9azTvWvXLhU5iyVJsXZHW5eHdq5Z93QDAAAAQLTp1auXRo88VpJUXlVZZ/9rr72mdd+vl8Q93Wi+kIXubdu26dJLLw3V6QEAAACg1cRX92CXu+qG7tqzl3NPN5orZKF7//79ev7550N1egAAAABoFaZpym6xSpLK6unp9oVu3zrdsazTjWYK6p5uSZo/f36j+3/88cdgTw0AAAAAbWbTpk36z5uvSpIqDurpNk1THo+nVk83w8vRPEGH7kmTJskwDJmm2eAxwSwrBgAAAABtyWazyVY9CPjgnm632y1J/p5uBz3daKagh5d37dpVb7zxhrxeb70fK1asaM06AQAAACAkrFarrNXRyOVxy+Vx+/d5PB5Jkru6szGWe7rRTEGH7mHDhmn58uUN7j9ULzgAAAAARAKr1erv6Zakilprdf/c010dupm9HM0UdOi+6aabNHr06Ab39+vXTx999FGwpwcAAACANmG1WmU1DFnkuz229lrddrtdxx13nKwxvjtzmb0czRX0Pd0nnHBCo/sTEhJ00kknBXt6AAAAAGgTNpsvFtlkqEqmymv1dDscDh1//PHyLnpFErOXo/lCtmQYAAAAALQHVqtvubCaIebltXq6a1S6XZLo6UbzhSx0b9u2TZdeemmoTg8AAAAArSImJkaHH3644h2xkgJnMK+qqtLOXbv8k6s5uKcbzRSy0L1//349//zzoTo9AAAAALSK2NhYnXXWWcpI6yxJKq+1Vvf27dv1zznP/Xwsw8vRTEHf0z1//vxG9//444/BnhoAAAAA2ly8vW5Pt8fj8a/RLUkOGz3daJ6gQ/ekSZMOuSyYYRjBnh4AAAAA2oxpmrJbffGoqvr+bcm3ZFjNcmExVpssBtNioXmC/o3p2rWr3njjDXm93no/VqxY0Zp1AgAAAEDIPPjgg9q6ebMkye3x+LfXDt0MLUcwgg7dw4YN0/Llyxvcf6hecAAAAACIFFarVUb1Ot0ur9u/3Re6fcPLHYRuBCHo4eU33XSTSktLG9zfr18/ffTRR8GeHgAAAADajNVqlaUmdHsOCt3VnYksF4ZgBB26TzjhhEb3JyQk6KSTTgr29AAAAADQZmqH7rrDy6t7uplEDUFgFgAAAAAAHZ4vdPvUDt1du3ZVn8P6SeKebgQn6NC9aNEivfPOOwHbXnjhBeXk5KhLly66/PLLVVlZ2cCzAQAAACByWK1WWYy6w8t79eqlwwcNlCTFMrwcQQg6dN95551as2aN//G3336rqVOnauzYsbr11lv19ttv6957722VIgEAAAAglGw2W733dEtSpatKkuSwM7wczRd06F65cqVOPfVU/+NXXnlFI0eO1D/+8Q9Nnz5djz76qP7zn/+0SpEAAAAAEErZ2dnqnJImKXD28tLSUhWWFEtieDmCE3ToLiwsVGZmpv/xJ598ookTJ/ofH3PMMdq2bVvLqgMAAACANjB27FgNHugbRl77nu6PP/5YH3/6qSRmL0dwgg7dmZmZ2rRpkySpqqpKK1as0LHHHuvfX1JSIjvDLwAAAAC0EzarVZLkqhW6XS4Xs5ejRYIO3aeddppuvfVWffbZZ7rtttsUHx8fsIzYN998o759+7ZKkQAAAAAQajarb0Vld617uj0ejzzyrdPN8HIEI+h1uu+66y6dffbZOumkk5SYmKjnn39eMTE//xI+99xzGj9+fKsUCQAAAACh9M477+iL1V9ICpxILaCnm9CNIAQdutPT0/Xpp5+quLhYiYmJslYPxajx2muvKTExscUFAgAAAEComaYpw+vr0XZ7fx5eHtDTzfByBCHo0F2jU6dO9W5PS0tr6akBAAAAoE1YrVYZ/iXDfg7dbrdbbrNmeLkjLLWhfQsqdOfk5MioXji+Oa6//npde+21wbwkAAAAAISMzWaTxai7Trfb7WYiNbRIUKF77ty5Qb1Y7969g3oeAAAAAISS1WqVtbqnu/bw8oEDB+rDsk1S8QGWDENQggrdJ510UmvXAQAAAABhY7PZZFHdnu7Ro0frhR+/kIoLmL0cQQl6yTAAAAAAiBa+e7p93LXu6ZakSrdLkuSwM7wczUfoBgAAANDhpaSkKDMjU1JgT3dJSYnKKyslieHlCAqhGwAAAECHd8QRR2jsKadI+vmebtM09eSTT2rnnl2SWDIMwSF0AwAAAIAku9U35VVNT7enepi5f51ulgxDEAjdAAAAACDJZrFK+nmd7oNDN/d0IxhBzV4OAAAAANFk/fr1mvffNyT93NPtcvkmUHP71+nmnm40Hz3dAAAAADo80zTlrqoO2d6fe7pN06w1vJzQjeYjdAMAAADo8KxWq3+dbnetnm5vdeCWJAcTqSEIhG4AAAAAHZ4vdPvUnkjNUyt009ONYBC6AQAAAHR4NpvN39NdM5Gaw+HQ4QMHSJKshsU/0RrQHIRuAAAAAB1e4PBy373cKSkpGn3C8ZJ8M5cbhhHOEtFOEboBAAAAdHi1e7pNmfKYvhnLK9xVkpi5HMGLitC9efNmTZ06VTk5OYqLi1Pfvn11xx13qKqqKuC4b775RieccIJiY2OVnZ2t2bNnh6liAAAAAJHE4XCoa1ZX/2OXxy23261de/ZIkmKsrLaM4ERF6P7uu+/k9Xr1zDPPaM2aNXr44Yf19NNP649//KP/GKfTqfHjx6tXr15avny57r//fs2YMUN///vfw1g5AAAAgEiQkpKiiy+6yP/Y7fEoPz9fb85/S5JUVlKqVatWhak6tGdR8XbNhAkTNGHCBP/jPn36aP369Xrqqaf0wAMPSJJefPFFVVVV6bnnnlNMTIwGDx6slStX6qGHHtLll18ertIBAAAARIjaE6UVFhXpm2++8S8ZZpWhhQsXKicnR8nJyeEqEe1QVITu+hQXFystLc3/eNGiRTrxxBMVE/PzvRh5eXmaNWuWCgsLlZqaWucclZWVqqys9D92Op2SfOv1uVyuEFYfvJq6IrW+joy2iUy0S+SibSIXbRO5aJvIRLtErvraxmaxyu31aNee3ZLkD90Ww5Bpmtq7d6/i4uLavtgOpj1cN02tzTBN0zz0Ye3Lhg0bNGzYMD3wwAOaNm2aJGn8+PHKycnRM8884z9u7dq1Gjx4sNauXauBAwfWOc+MGTM0c+bMOttfeuklxcfHh+4bAAAAANCmvF6vfvzxR71avk4embqyz0nat61AP3lL9KWnQOlGnE6xZatv376y2+3hLhcRoKysTJMnT1ZxcXGjox8iuqf71ltv1axZsxo9Zt26dRowYID/8fbt2zVhwgSdd955/sAdrNtuu03Tp0/3P3Y6ncrOztb48eMjdkiJy+VSfn6+xo0bxx+DCEPbRCbaJXLRNpGLtolctE1kol0iV+22sVgs+tvf/iaLDHlkaswpJ+ubL5dqy/rlknzDy8eNG6chQ4aEueqOoT1cNzUjoQ8lokP3jTfeqClTpjR6TJ8+ffxf79ixQyeffLJGjx5dZ4K0rKws7dq1K2BbzeOsrKx6z+1wOORwOOpst9vtEdvwNdpDjR0VbROZaJfIRdtELtomctE2kYl2iVx2u102my8a1SwbJouhbt26ybt+mSSpd89eOvroo8NVYocVyddNU+uK6NCdkZGhjIyMJh27fft2nXzyyRo2bJjmzJkjiyVwYvZRo0bpT3/6k1wul/+Hk5+fr/79+9d7PzcAAACAjsMwDN9a3S5f6HZ5PPJ6vfJW340bFxsbzvLQjkXFkmHbt2/XmDFj1LNnTz3wwAPas2ePdu7cqZ07d/qPmTx5smJiYjR16lStWbNGr776qv72t78FDB8HAAAA0HFZrVZ/T7fb41bnzp2VkdlFkmRnnW4EKSp+c/Lz87VhwwZt2LBBPXr0CNhXM09cp06d9N577+nqq6/WsGHDlJ6erttvv53lwgAAAABIqgndPi6PW0P691f//Zu0oGC1YgjdCFJU/OZMmTLlkPd+S9LQoUP12Wefhb4gAAAAAO1OQE+31+P77PF9thG6EaSoGF4OAAAAAC2VkZEhhz1G0s/3dFe5fWsx09ONYBG6AQAAAEDSeeedp8wuvnu4XR63PvroI3325eeSuKcbweM3BwAAAACq1YRrl8cteb3y1my3EZ0QHHq6AQAAAKBaTeh2e6uXDKuO3XYLoRvBIXQDAAAAgKR3331XO7Zvl+Tr6fat0+3bZ7daw1gZ2jNCNwAAAABIKi0tlcflluSbtdzr9cojX+qOsdnDWRraMUI3AAAAAChwyTCXxy3TNOWtDt02eroRJEI3AAAAAKjuOt2+e7qre7qt9HQjOIRuAAAAAJBks9kCerozMzMVGx8niXu6ETxCNwAAAACouqfbqAndHo0cOVLpXTIkSXZ6uhEkQjcAAAAAKHB4eWlZqaTq9bpFTzeCx2JzAAAAACCppKTEH7qXLl+uVVkDVVUdupm9HMEidAMAAADo8JxOpzZs2OAfCuyVVwsWLNB2t2/dbnq6ESyGlwMAAADo8AoLC2Wapr+nu2bWco/p+8w93QgWoRsAAABAh5eamirDMH4O3b6s7Q/f9HQjWIRuAAAAAB1ecnKyjjjiiJ9Dt2GqU6dOrNONFiN0AwAAAICkjIwMf+jue1g/xcXF0dONFiN0AwAAAIAki8Uiozp0y2LI6/X6Q7fNyhzUCA6hGwAAAABUvU53deZ2ezzyer3y+IeXE7oRHEI3AAAAAMjX022t7ul2ezzq2rVrdeSW7IRuBInQDQAAAADyhe6ae7pdHrcmTJzw8z3dNkI3gkPoBgAAAAAF3tPt8rjl8nj8++jpRrAI3QAAAAAgKSYmRgmxcZIkl9ejKrfr532EbgSJ0A0AAAAAkvr166dfnnmmJN893c/NnePfZ2PJMASJ0A0AAAAA1WwWX4+2y+NWWUVF9TarLAbRCcHhNwcAAAAAqtmre7TdHrfcXt893TYLvdwIHqEbAAAAACTt2rVL+e/lS5JcHo88plcSk6ihZQjdAAAAACDJ5XJp/969kiS31+Pv6bZzPzdagNANAAAAAKq7TvfPoZuebgSP0A0AAAAAqi90M7wcLUfoBgAAAABJVqu1Vuj2KC29syTJbiN0I3iEbgAAAACQZBiGP3S7vR6ddPIYSZLDFhO+otDuEboBAAAAQIE93R6vR5VulyQmUkPLELoBAAAAQL7QHetw+B+XV1VIkmKs9nCVhChA6AYAAAAAScnJybr2mt/7H//v/fckSTZ6utEChG4AAAAAqFZ7pvLSinJJUoyNnm4Ej9ANAAAAANWsFossRvVkaqpZMoyebgSPue8BAAAAQJLb7da8efNkyJBkyi1TkmTnnm60AD3dAAAAAFBty5YtMnxZm55utApCNwAAAADIN3u59HNIcps1oZsBwggeoRsAAAAAJBnV93LXrNVd09MdQ+hGCxC6AQAAAKCa1Wr1h27D7gvbNkI3WoDQDQAAAADVLBaLP3SnpKdJoqcbLUPoBgAAAIBqtUN3WVWFJO7pRssQugEAAACgmt1ul9XwxaSyyurQbSN0I3iEbgAAAACodvXVV6tb166SpMIDTkn0dKNlCN0AAAAAUIvN4ls6zGV6JHFPN1qG0A0AAAAAtdT0bJsHPQaCERWhe/PmzZo6dapycnIUFxenvn376o477lBVVVXAMYZh1Pn46quvwlg5AAAAgEiSn5+vfXv2BmwjdKMlouK357vvvpPX69Uzzzyjfv36afXq1Zo2bZpKS0v1wAMPBBz7/vvva/Dgwf7HnTt3butyAQAAAESorVu3qqK8PGAboRstERW/PRMmTNCECRP8j/v06aP169frqaeeqhO6O3furKysrLYuEQAAAEA7YLVa6wwHjmH2crRAVAwvr09xcbHS0tLqbD/zzDPVpUsXHX/88Zo/f34YKgMAAAAQqSwWi4zqdbpr2OjpRgtE5W/Phg0b9NhjjwX0cicmJurBBx/UcccdJ4vFotdff12TJk3SW2+9pTPPPLPe81RWVqqystL/2On0LRngcrnkcrlC+00EqaauSK2vI6NtIhPtErlom8hF20Qu2iYy0S6Rq762MQyjTui2mLRfW2sP101TazNM0zQPfVh43HrrrZo1a1ajx6xbt04DBgzwP96+fbtOOukkjRkzRv/85z8bfe5vf/tbbdq0SZ999lm9+2fMmKGZM2fW2f7SSy8pPj6+Cd8BAAAAgPZky5Yt+qjkR201S/zbfpszWr0T08NYFSJRWVmZJk+erOLiYiUnJzd4XESH7j179mjfvn2NHtOnTx/FxMRIknbs2KExY8bo2GOP1dy5c2WxND56/oknntDdd9+tgoKCevfX19OdnZ2tvXv3NvpDDSeXy6X8/HyNGzdOdrs93OWgFtomMtEukYu2iVy0TeSibSIT7RK56mubefPm6bUfl2iL6fQf94/f3Kwh3fuEq8wOqT1cN06nU+np6YcM3RE9vDwjI0MZGRlNOnb79u06+eSTNWzYMM2ZM+eQgVuSVq5cqa5duza43+FwyOFw1Nlut9sjtuFrtIcaOyraJjLRLpGLtolctE3kom0iE+0SuWq3jc1mqzPxVZwjlrYLk0i+bppaV0SH7qbavn27xowZo169eumBBx7Qnj17/PtqZip//vnnFRMTo6OOOkqS9MYbb+i555475BB0AAAAAB3HOeeco/XvlmnTyk/92+xWaxgrQnsXFaE7Pz9fGzZs0IYNG9SjR4+AfbVHz991113asmWLbDabBgwYoFdffVXnnntuW5cLAAAAIEJZLBZZrYF93TG2yOxpRfsQFaF7ypQpmjJlSqPHXHzxxbr44ovbpiAAAAAA7ZbVCAzddgs93Qhe1K7TDQAAAADN9fXXX2vzpk0B2+z0dKMFCN0AAAAAUK2goEBFhUUB27inGy1B6AYAAACAahaLRcZB22Ks9HQjeIRuAAAAAKjmC92BsdtGTzdagNANAAAAANXq6+m2MZEaWoDQDQAAAADVrFZrQE93jNUmwzg4hgNNR+gGAAAAgGoWi0W1+7rt1qhYZRlhROgGAAAAgGoHDy+32wjdaBlCNwAAAABUGzVqlMacdNLPG7xm+IpBVCB0AwAAAEA1m82mGHuM/7HVIDKhZfgNAgAAAIBarJafY5KN0I0W4jcIAAAAAKpt2bJF69as9T+2WbinGy1D6AYAAACAavv27dOOHTv8j21WIhNaht8gAAAAAKhWZ/ZyerrRQoRuAAAAAKhmtVoD1um2WaxhrAbRgNANAAAAANUO7umOYZ1utBChGwAAAACq+UL3z7E7tVNK+IpBVCB0AwAAAEC1g3u6bVaGl6NlCN0AAAAAUM1qtQb0dMdY7WGsBtGA0A0AAAAA1Xr37q0zf/EL/+OqysowVoNoQOgGAAAAgGo2m03x8Qn+xxYzjMUgKhC6AQAAAKAWm8VS62tmL0fLELoBAAAAoFpxcbG+XvG1/zFLhqGlCN0AAAAAUK2srEw/fP+D/7HdSuhGyxC6AQAAAKCaxWIJCEn0dKOlCN0AAAAAUM23TvfPS4bZuacbLUToBgAAAIBqVqtVxs+ZWzE21ulGyxC6AQAAAKDawT3daampYawG0YCxEiHg8XjkcrnC8toul0s2m00VFRXyeDxhqQH1o21azm63y2q1hrsMAAAQxXyh+2dMpIaW4jeoFZmmqZ07d6qoqCisNWRlZWnbtm0yao+LQdjRNq0jJSVFWVlZ/AwBAEBI+CZS+/nfGTGEbrQQv0GtqCZwd+nSRfHx8WEJBV6vVwcOHFBiYqIsFu4eiCS0TcuYpqmysjLt3r1bktS1a9cwVwQAAKJRfHy8Lvj1Bfrfv++VJHlc7jBXhPaO0N1KPB6PP3B37tw5bHV4vV5VVVUpNjaWYBdhaJuWi4uLkyTt3r1bXbp0Yag5AABodRaLRWkpKf7HVoN/t6Fl+A1qJTX3cMfHx4e5EiC61Vxj4Zo3AQAARD+r5ec39u2s040WInS3Mu4zBUKLawwAAISSaZr66quv/I8dLBmGFiJ0A7X07t1bjzzySJOPnzt3rlJqDT8CAABA+7dyxdf+r+2EbrQQoRuSfJPA/f73v1efPn3kcDiUnZ2tM844Qx988EG4S2tTS5cu1eWXX96q5zQMQ4ZhyGq1KjU1VVarVccff3yd/Qd/vPLKK5Kkjz/+WIZhKDU1VRUVFXXqrTkeAAAALWcYRsCSYTbmkEELcYMCtHnzZh133HFKSUnR/fffryFDhsjlcmnhwoW6+uqr9d1334W7xFbhcrlktzf+TmVGRkZIXnvOnDkaP368SkpKlJSUpNjY2Dr7J0yYELDt4B70pKQkvfnmm7rgggv825599ln17NlTW7duDUndAAAAHVHt2E3oRkvR0x2hnE6ntmzZIqfTGfLXuuqqq2QYhpYsWaJzzjlHhx9+uAYPHqzp06cH3M+ydetW/fKXv1RiYqKSk5P1q1/9Srt27fLvnzFjho488kg999xz6tmzpxITE3XVVVfJ4/Fo9uzZysrKUpcuXXTPPfcEvL5hGHrmmWf0i1/8QvHx8Ro4cKAWLVqkDRs2aMyYMUpISNDo0aO1cePGgOf93//9n44++mjFxsaqT58+mjlzptxud8B5n3rqKZ155plKSEjwv+7bb7+tY445RrGxsUpPT9dZZ53lf87Bw8sfeughDRkyRAkJCcrOztZVV12lAwcONPtnXLO2dGZmprKyspSWllbv/tofBwfziy++WM8995z/cXl5uV555RVdfPHFza4HAAAADQvs6aafEi1D6G4DVVVVDX7UDok1x65YsUJPP/20XnnlFT399NNasWKFqqqq6szWXN/5mmv//v1asGCBrr76aiUkJNTZX9Pb6vV69ctf/lL79+/XJ598ovz8fP344486//zzA47fuHGj/ve//2nBggV6+eWX9eyzz+r000/XTz/9pE8++USzZs3Sn//8Zy1evDjgeXfddZd++9vfauXKlRowYIAmT56s3/3ud7rtttu0bNkymaapa665xn/8Z599pt/+9re67rrrtHbtWj3zzDOaO3dunUA/Y8YMnXXWWfr222916aWX6r///a/OOussnXbaafr666/1wQcfaMSIEQ3+fCwWix599FGtWbNGzz//vD788EPdfPPNzf0xt4qLLrpIn332mb9X+/XXX1fv3r119NFHh6UeAACAaBUfG+f/mp5utBRv27SBhx9+uMF9ffr00Xnnned//NhjjwUEcdM0lZ+fr/z8fGVnZ2vy5Mn+fU8//bTKy8sDznfTTTc1q7YNGzbINE0NGDCg0eM++OADffvtt9q0aZOys7MlSS+88IIGDx6spUuX6phjjpHkC+fPPfeckpKSNGjQIJ188slav3693n33XVksFvXv31+zZs3SRx99pJEjR/rPf8kll+hXv/qVJOmWW27RqFGj9Je//EV5eXmSpOuuu06XXHKJ//iZM2fq1ltv9ffy9unTR3fddZduvvlm3XHHHf7jJk+eHPC8X//61/r1r3+tmTNn+rfl5uY2+H1ff/31/q979+6tu+++W1dccYWefPLJRn9eB7vgggsC1pT+97//rUmTJjW4X5LWrl2rnj17+h936dJFEydO1Ny5c3X77bfrueee06WXXtqsOgAAAHBoVoul1teEbrQMoTvCmKYZka+3bt06ZWdn+wO3JA0aNEgpKSlat26dP3T37t1bSUlJ/mMyMzNltVplqfWHKzMzU7t37w44/9ChQwP2S9KQIUMCtlVUVMjpdCo5OVmrVq3SF198EdCz7fF4VFFRobKyMv9azsOHDw94nZUrV2ratGlN+p4l6f3339e9996r7777Tk6nU263u85rNMXDDz+sU045RQcOHFBiYqK6d+9eZ//YsWMDtnXr1q3OeS699FJdd911+s1vfqNFixbptdde02effdbkOgAAAHBotTtDuiSnhrESRANCdxu44YYbGtxXO4xKvh7fZ599NiAMG4ahqVOnKjk5OeDYK664osW1HXbYYTIMo9UmSzt4ojLDMOrd5vV6G3xezUzc9W2red6BAwc0c+ZMnX322XVqqH0v9MFD5uPi4g4+vEGbN2/WL37xC1155ZW65557lJaWps8//1xTp05VVVVVs0J3VlaW+vXr53/T4OB2r9l/KBMnTtTll1+uqVOn6owzzlDnzp2bXAMAAACa5swzz1TZu14ldkpWanzSoZ8ANIJ7uttATExMgx82W+D7Hp07d1ZeXp4/ZBqGoby8PHXu3LlOeK3vfM2VlpamvLw8PfHEEyotLa2zv6ioSJI0cOBAbdu2Tdu2bfPvW7t2rYqKijRo0KBmv25LHX300Vq/fr369etX5+PgQFvb0KFDm7wM2vLly+X1evXggw/q2GOP1eGHH64dO3a01rcQFJvNpt/+9rf6+OOPGVoOAAAQIklJSfIWlamiYH+4S0EUoKc7AuXm5ionJ0dFRUVKSUmp08Pd2p544gkdd9xxGjFihO68804NHTpUbrdb+fn5euqpp7Ru3TqNHTtWQ4YM0YUXXqhHHnlEbrdbV111lU466aQ6Q7jbwu23365f/OIX6tmzp84991xZLBatWrVKq1ev1t13393g8+644w6deuqp6tu3r37961/L7Xbr3Xff1S233FLn2H79+snlcumxxx7TGWecoS+++EJPP/10SL6foqIi7dy5M2BbUlJSvZPb3XXXXbrpppvo5QYAAAiRmtGVNR1hQEvQ0x2hkpOT1bNnz5AHbsk3CdmKFSt08skn68Ybb9QRRxyhcePG6YMPPtBTTz0lyfcH5//+7/+UmpqqE088UWPHjlWfPn306quvhry++uTl5emdd97Re++9p2OOOUbHHnusHn74YfXq1avR540ZM0avvfaa5s+fryOPPFKnnHKKlixZUu+xubm5euihhzRr1iwdccQRevHFF3XvvfeG4tvRJZdcoq5duwZ8PPbYY/UeGxMTo/T0dP4jAAAAECIrVqyQJFVWVoa5EkQDw2zrmbvaMafTqU6dOqm4uLhOGK6oqNCmTZuUk5NTZ33ltuT1ehu8bxjhRdu0jta+1lwul959912ddtppdW7hQHjRNpGLtolctE1kol0iV0Ntc//99/t7u+sbEYnQaw/XTWP5sDb+5Q8AAAAAtTCiEK2J0A0AAAAAQIgQugEAAAAACJGoCd1nnnmmevbsqdjYWHXt2lUXXXRRneWdvvnmG51wwgmKjY1Vdna2Zs+eHaZqAQAAAESqHj16SJLGjh0b5koQDaImdJ988sn6z3/+o/Xr1+v111/Xxo0bde655/r3O51OjR8/Xr169dLy5ct1//33a8aMGfr73/8exqoBAAAARBqbzbeycqRO4IX2JWrW6b7hhhv8X/fq1Uu33nqrJk2aJJfLJbvdrhdffFFVVVV67rnnFBMTo8GDB2vlypV66KGHdPnll4excgAAAACRpGalmZoZzIGWiJrQXdv+/fv14osvavTo0f53pxYtWqQTTzxRMTEx/uPy8vI0a9YsFRYWKjU1tc55KisrA9bmczqdknzT17tcroBjXS6XTNOU1+sN68VZswJcTS2IHLRN6/B6vTJNUy6XS1artcXnq7mWD76mEX60TeSibSIXbROZaJfI1VDb9O/fX0VFRdqzZw/tFibt4bppam1RtU73Lbfcoscff1xlZWU69thj9c4776hz586SpPHjxysnJ0fPPPOM//i1a9dq8ODBWrt2rQYOHFjnfDNmzNDMmTPrbH/ppZcUHx8fsM1msykrK0vZ2dkBwR5A66qqqtK2bdu0c+dOud3ucJcDAACiUElJibZv367Y2Fj17t073OUgQpWVlWny5MmHXKc7okP3rbfeqlmzZjV6zLp16zRgwABJ0t69e7V//35t2bJFM2fOVKdOnfTOO+/IMIygQnd9Pd3Z2dnau3dvnR9qRUWFtm3bpt69eys2NrYl33aLmKapkpISJSUlsb5ghKFtWkdFRYU2b96s7OzsVrnWXC6X8vPzNW7cOO7bijC0TeSibSIXbROZaJfI1VDb/PDDD3r77bfVvXt3nX/++WGssONqD9eN0+lUenr6IUN3RA8vv/HGGzVlypRGj+nTp4//6/T0dKWnp+vwww/XwIEDlZ2dra+++kqjRo1SVlaWdu3aFfDcmsdZWVn1ntvhcMjhcNTZbrfb6zS8x+ORYRiyWCz+e0DCoWbYck0t7dXmzZuVk5Ojr7/+WkceeWRYarjooos0cOBA/fGPf2zS8b1799b111+v66+/vt790dI2ofT000/rv//9r95+++0Gj7FYLDIMo97rsCVa+3xoPbRN5KJtIhdtE5lol8h1cNts2bJFklRQUECbhVkkXzdNrSui/+WfkZGhAQMGNPrR0FDumoBT01M9atQoffrppwHj7vPz89W/f/967+fuSKZMmSLDMPxBJicnRzfffLMqKioCjqs5pvbH8ccfH6aqQ2vVqlV69913de211/q3jRkzpt6fAUOc65oxY0ZQb5ZceumlWrFihT777LPWLwoAAKCJvvvuO0lMpIbWEdGhu6kWL16sxx9/XCtXrtSWLVv04Ycf6oILLlDfvn01atQoSdLkyZMVExOjqVOnas2aNXr11Vf1t7/9TdOnTw9z9ZFhwoQJKigo0I8//qiHH35YzzzzjO644446x82ZM0cFBQX+j/nz54eh2tZRVVXV4L7HHntM5513nhITEwO2T5s2LeD7Lygo8C8pgZaLiYnR5MmT9eijj4a7FAAAAKBVREXojo+P1xtvvKFTTz1V/fv319SpUzV06FB98skn/uHhnTp10nvvvadNmzZp2LBhuvHGG3X77bezXFg1h8Phnwhu0qRJGjt2rPLz8+scl5KSoqysLP9HWlpag+ecN2+ehgwZori4OHXu3Fljx45VaWmpJN+7hnfeead69Oghh8OhI488UgsWLKj3PF6vVz169NBTTz0VsP3rr7+WxWLxD/8pKirSZZddpoyMDCUnJ+uUU07RqlWr/MfX9L7+85//VE5OToP3A3s8Hs2bN09nnHFGnX3x8fEB339DtybUV8/YsWP17bffSpL27NmjrKws/fWvf/Uf/+WXXyomJkYffPCB//uePXu2+vXrJ4fDoZ49e+qee+7xH//tt9/qlFNO8f98L7/8ch04cMC/f8qUKZo0aZL++te/KjMzUykpKbrzzjvldrt10003KS0tTT169NCcOXP8z9m8ebMMw9Arr7yi0aNHKzY2VkcccYQ++eQT/zFz585VSkpKwPf61ltv+e9Tnzt3rmbOnKlVq1b5RwPMnTu3SW0kSWeccYbmz5+v8vLyBn+2AAAAQHsRFV10Q4YM0YcffnjI44YOHdqmw1ZN01SFq+He1FCoWU6pJVavXq0vv/xSvXr1CvocBQUFuuCCCzR79mydddZZKikp0Weffeav7W9/+5sefPBBPfPMMzrqqKP03HPP6cwzz9SaNWt02GGHBZzLYrHoggsu0EsvvaQrr7zSv/3FF1/Ucccd56/zvPPOU1xcnP73v/+pU6dOeuaZZ3Tqqafq+++/9785sGHDBr3++ut64403Glxu6ptvvlFxcbGGDx8e9PdfXz1PP/20Jk2apPXr1ysjI0PPPfecJk2apPHjx6t///666KKLdM011+jUU0+VJN122236xz/+oYcffljHH3+8CgoK/EOdSktLlZeXp1GjRmnp0qXavXu3LrvsMl1zzTX+gCtJH374oXr06KFPP/1UX3zxhaZOnaovv/xSJ554ohYvXqxXX31Vv/vd7zRu3Dj16NHD/7ybbrpJjzzyiAYNGqSHHnpIZ5xxhjZt2uRfDaAx559/vlavXq0FCxbo/fffl+R706u+n0l9bTR8+HC53W4tXrxYY8aMaVEbAAAABINJb9GaoiJ0R6oKV5WOn31Vm7/uO7/7qzo19znvvKPExES53W5VVlbKYrHo8ccfr3PcBRdcEBBW//3vf2vSpEl1jisoKJDb7dbZZ5/tD8VDhgzx73/ggQd0yy236Ne//rUkadasWfroo4/0yCOP6IknnqhzvgsvvFAPPvigtm7dqp49e8rr9eqVV17Rn//8Z0nS559/riVLlmj37t3+0Q0PPPCA3nrrLc2bN88/oqGqqkovvPCCMjIyGvxZbNmyRVarVV26dKmz78knn9Q///lP/+Pf/e53evDBB+scV189999/v958803NmzdPV1xxhU477TRNmzZNF154oYYPH66EhATde++9knzLVPztb3/T448/rosvvliS1LdvX/899C+99JIqKir0wgsvKCEhQZL0+OOP64wzztCsWbOUmZkpSUpLS9Ojjz4qi8Wi/v37a/bs2SorK/NPDnfbbbfpvvvu0+eff+5vC0m65pprdM4550iSnnrqKS1YsEDPPvusbr755gZ/bjXi4uKUmJjoX0avsZ9JfW0UHx+vTp06+UcwAAAAtLWhQ4dq6dKl6tWrl5xOZ6MzUwOHQuiGJOnkk0/WU089pdLSUj388MOy2Wz+0FXbww8/rLFjx/ofd+3atd7z5ebm6tRTT9WQIUOUl5en8ePH69xzz1VqaqqcTqd27Nih4447LuA5xx13XJ2hxjWOPPJIDRw4UC+99JJuvfVWffLJJ9q9e7fOO+88Sb6Jzw4cOFCnJ7a8vFwbN270P+7Vq1ejgbvmOQ6Ho953OC+88EL96U9/8j8+eJh1jcbq+fHHH/2PH3jgAR1xxBF67bXXtHz5cn8YXbdunSorK/293gdbt26dcnNz/YFb8v38vF6v1q9f7w/dgwcPDpgpPTMzU0cccYT/sdVqVefOnbV79+6A89fMhSD51qAfPny41q1bV28tTdXUNpJ8wb2srKxFrwcAABCswsJCSb7OmKefflp5eXnKzc0Nc1VorwjdIRRrj9HnNz/Zpq/p9XpVVV5x6AMPkpCQoH79+kmSnnvuOeXm5urZZ5/V1KlTA47LysryH9cYq9Wq/Px8ffnll3rvvff02GOP6U9/+pMWL17cpCHK9bnwwgv9ofull17ShAkT/Oc6cOCAunbtqo8//rjO82oH49ohtSHp6ekqKytTVVVVndnxO3Xq1KTvv756vF6vDhw4EDCMe+PGjdqxY4e8Xq82b97sHw0QFxd3yNdoioOXMaiZof7gbc2ZmdNisdS5haH2qgANaWobSdL+/fsP+eYIAABAKDidTm3YsMH/2DRNLVy4UDk5OfR4IyhRMZFapDIMQ3Exjjb/aOk9KBaLRX/84x/15z//uUWTWRmGoeOOO04zZ87U119/rZiYGL355ptKTk5Wt27d9MUXXwQc/8UXX2jQoEENnm/y5MlavXq1li9frnnz5unCCy/07zv66KO1c+dO2Ww29evXL+AjPT29WXXXLHW1du3aZj2vtobq6dOnj7+eqqoq/eY3v9H555+vu+66S5dddpm/x/mwww5TXFycf1K1gw0cOFCrVq3yT0wn+X5+NcPIW+qrr77yf+12u7V8+XINHDhQkm8pv5KSkoDXXrlyZcDzY2Ji5PF4ArY1tY02btyoiooKHXXUUS3+PgAAAJqrppe7NtM0VVRU1PbFICoQulGv8847T1artd77q5ti8eLF+utf/6ply5Zp69ateuONN7Rnzx5/cLvppps0a9Ysvfrqq1q/fr1uvfVWrVy5Utddd12D5+zdu7dGjx6tqVOnyuPx6Mwzz/TvGzt2rEaNGqVJkybpvffe0+bNm/Xll1/qT3/6k5YtW9as2jMyMnT00Ufr888/D+p7b6yeu+66y1/Pn/70JxUXF+vRRx/VLbfcosMPP1yXXnqpJCk2Nla33HKLbr75Zr3wwgvauHGjvvrqKz377LOSfL3+sbGxuvjii7V69Wp99NFH+v3vf6+LLrrIP7S8JZ544gm9+eab+u6773T11VersLDQX9vIkSMVHx+vP/7xj9q4caNeeumlgMnbJF9bbdq0SStXrtTevXtVWVnZ5Db67LPP1KdPH/Xt27fF3wcAAEBzpaam1unEMgyjwdsKgUMhdKNeNptN11xzjWbPnh3Qo9lUycnJ+vTTT3Xaaafp8MMP15///Gc9+OCDmjhxoiTp2muv1fTp03XjjTdqyJAhWrBggebPn19n5vKDXXjhhVq1apXOOuusgCHYhmHo3Xff1YknnqhLLrlEhx9+uH79619ry5YtQYXQyy67TC+++GKzn9dYPZMnT9a2bduUmZmpjz/+WI888oj+9a9/KTk5WRaLRf/617/02Wef+ZdG+8tf/uJf2m7gwIE6//zz/T3h8fHxWrhwofbv369jjjlG5557rk499dR6J78Lxn333af77rtPubm5+vzzzzV//nx/b3RaWpr+/e9/691339WQIUP08ssva8aMGQHPP+ecczRhwgSdfPLJysjI0Msvv9zkNnr55Zc1bdq0Vvk+AAAAmis5OVl5eXn+4G0YhvLy8hhajqAZZkvXl+pAnE6nOnXqpOLi4joXXUVFhTZt2tTo+s9twev1+mdYrD2BFpqnvLxc/fv316uvvhowqVhLtIe22bx5s3JycvT111/7h9m3pTVr1uiUU07R999/719m7GCtfa25XC69++67Ou200+rc747wom0iF20TuWibyES7RK7G2sbpdKqoqEgpKSkE7jBoD9dNY/mwNiZSA+oRFxenF154QXv37g13KR1KQUGBXnjhhQYDNwAAQFtJTk4mbKNVELqBBowZMybcJXQ4tZejAwAAAKIBoRuAX+/evessBwYAAAAgeJF5YykAAAAAAFGA0A0AAAAAQIgQulsZQ3OB0OIaAwAAQHtC6G4lNdPYl5WVhbkSILrVXGORunQEAAAAUBsTqbUSq9WqlJQU7d69W5IUHx8vwzDavA6v16uqqipVVFRE7FrQHRVt0zKmaaqsrEy7d+9WSkqKrFZruEsCAAAADonQ3YqysrIkyR+8w8E0TZWXlysuLi4soR8No21aR0pKiv9aAwAAACIdobsVGYahrl27qkuXLnK5XGGpweVy6dNPP9WJJ57I8NsIQ9u0nN1up4cbAAAA7QqhOwSsVmvYgoHVapXb7VZsbCzBLsLQNgAAAEDHw42lAAAAAACECKEbAAAAAIAQIXQDAAAAABAi3NPdDKZpSpKcTmeYK2mYy+VSWVmZnE4n9w1HGNomMtEukYu2iVy0TeSibSIT7RK5aJvI1R7apiYX1uTEhhC6m6GkpESSlJ2dHeZKAAAAAACRoKSkRJ06dWpwv2EeKpbDz+v1aseOHUpKSorYdZadTqeys7O1bds2JScnh7sc1ELbRCbaJXLRNpGLtolctE1kol0iF20TudpD25imqZKSEnXr1k0WS8N3btPT3QwWi0U9evQIdxlNkpycHLG/nB0dbROZaJfIRdtELtomctE2kYl2iVy0TeSK9LZprIe7BhOpAQAAAAAQIoRuAAAAAABChNAdZRwOh+644w45HI5wl4KD0DaRiXaJXLRN5KJtIhdtE5lol8hF20SuaGobJlIDAAAAACBE6OkGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdEeZJ554Qr1791ZsbKxGjhypJUuWhLukDm3GjBkyDCPgY8CAAeEuq0P69NNPdcYZZ6hbt24yDENvvfVWwH7TNHX77bera9euiouL09ixY/XDDz+Ep9gO5lBtM2XKlDrX0YQJE8JTbAdy77336phjjlFSUpK6dOmiSZMmaf369QHHVFRU6Oqrr1bnzp2VmJioc845R7t27QpTxR1HU9pmzJgxda6bK664IkwVdxxPPfWUhg4d6l9XeNSoUfrf//7n3881Ex6Haheul8hx3333yTAMXX/99f5t0XDdELqjyKuvvqrp06frjjvu0IoVK5Sbm6u8vDzt3r073KV1aIMHD1ZBQYH/4/PPPw93SR1SaWmpcnNz9cQTT9S7f/bs2Xr00Uf19NNPa/HixUpISFBeXp4qKirauNKO51BtI0kTJkwIuI5efvnlNqywY/rkk0909dVX66uvvlJ+fr5cLpfGjx+v0tJS/zE33HCD3n77bb322mv65JNPtGPHDp199tlhrLpjaErbSNK0adMCrpvZs2eHqeKOo0ePHrrvvvu0fPlyLVu2TKeccop++ctfas2aNZK4ZsLlUO0icb1EgqVLl+qZZ57R0KFDA7ZHxXVjImqMGDHCvPrqq/2PPR6P2a1bN/Pee+8NY1Ud2x133GHm5uaGuwwcRJL55ptv+h97vV4zKyvLvP/++/3bioqKTIfDYb788sthqLDjOrhtTNM0L774YvOXv/xlWOrBz3bv3m1KMj/55BPTNH3XiN1uN1977TX/MevWrTMlmYsWLQpXmR3SwW1jmqZ50kknmdddd134ioJfamqq+c9//pNrJsLUtItpcr1EgpKSEvOwww4z8/PzA9ojWq4berqjRFVVlZYvX66xY8f6t1ksFo0dO1aLFi0KY2X44Ycf1K1bN/Xp00cXXnihtm7dGu6ScJBNmzZp586dAddPp06dNHLkSK6fCPHxxx+rS5cu6t+/v6688krt27cv3CV1OMXFxZKktLQ0SdLy5cvlcrkCrpsBAwaoZ8+eXDdt7OC2qfHiiy8qPT1dRxxxhG677TaVlZWFo7wOy+Px6JVXXlFpaalGjRrFNRMhDm6XGlwv4XX11Vfr9NNPD7g+pOj5b40t3AWgdezdu1cej0eZmZkB2zMzM/Xdd9+FqSqMHDlSc+fOVf/+/VVQUKCZM2fqhBNO0OrVq5WUlBTu8lBt586dklTv9VOzD+EzYcIEnX322crJydHGjRv1xz/+URMnTtSiRYtktVrDXV6H4PV6df311+u4447TEUccIcl33cTExCglJSXgWK6btlVf20jS5MmT1atXL3Xr1k3ffPONbrnlFq1fv15vvPFGGKvtGL799luNGjVKFRUVSkxM1JtvvqlBgwZp5cqVXDNh1FC7SFwv4fbKK69oxYoVWrp0aZ190fLfGkI3EEITJ070fz106FCNHDlSvXr10n/+8x9NnTo1jJUB7cevf/1r/9dDhgzR0KFD1bdvX3388cc69dRTw1hZx3H11Vdr9erVzEkRgRpqm8svv9z/9ZAhQ9S1a1edeuqp2rhxo/r27dvWZXYo/fv318qVK1VcXKx58+bp4osv1ieffBLusjq8htpl0KBBXC9htG3bNl133XXKz89XbGxsuMsJGYaXR4n09HRZrdY6M/nt2rVLWVlZYaoKB0tJSdHhhx+uDRs2hLsU1FJzjXD9tA99+vRReno611Ebueaaa/TOO+/oo48+Uo8ePfzbs7KyVFVVpaKiooDjuW7aTkNtU5+RI0dKEtdNG4iJiVG/fv00bNgw3XvvvcrNzdXf/vY3rpkwa6hd6sP10naWL1+u3bt36+ijj5bNZpPNZtMnn3yiRx99VDabTZmZmVFx3RC6o0RMTIyGDRumDz74wL/N6/Xqgw8+CLhfBeF14MABbdy4UV27dg13KaglJydHWVlZAdeP0+nU4sWLuX4i0E8//aR9+/ZxHYWYaZq65ppr9Oabb+rDDz9UTk5OwP5hw4bJbrcHXDfr16/X1q1buW5C7FBtU5+VK1dKEtdNGHi9XlVWVnLNRJiadqkP10vbOfXUU/Xtt99q5cqV/o/hw4frwgsv9H8dDdcNw8ujyPTp03XxxRdr+PDhGjFihB555BGVlpbqkksuCXdpHdYf/vAHnXHGGerVq5d27NihO+64Q1arVRdccEG4S+twDhw4EPCO9aZNm7Ry5UqlpaWpZ8+euv7663X33XfrsMMOU05Ojv7yl7+oW7dumjRpUviK7iAaa5u0tDTNnDlT55xzjrKysrRx40bdfPPN6tevn/Ly8sJYdfS7+uqr9dJLL+n//u//lJSU5L93rlOnToqLi1OnTp00depUTZ8+XWlpaUpOTtbvf/97jRo1Sscee2yYq49uh2qbjRs36qWXXtJpp52mzp0765tvvtENN9ygE088sc5SPGhdt912myZOnKiePXuqpKREL730kj7++GMtXLiQayaMGmsXrpfwSkpKCpiPQpISEhLUuXNn//aouG7CPX06Wtdjjz1m9uzZ04yJiTFHjBhhfvXVV+EuqUM7//zzza5du5oxMTFm9+7dzfPPP9/csGFDuMvqkD766CNTUp2Piy++2DRN37Jhf/nLX8zMzEzT4XCYp556qrl+/frwFt1BNNY2ZWVl5vjx482MjAzTbrebvXr1MqdNm2bu3Lkz3GVHvfraRJI5Z84c/zHl5eXmVVddZaampprx8fHmWWedZRYUFISv6A7iUG2zdetW88QTTzTT0tJMh8Nh9uvXz7zpppvM4uLi8BbeAVx66aVmr169zJiYGDMjI8M89dRTzffee8+/n2smPBprF66XyHPwEm7RcN0YpmmabRnyAQAAAADoKLinGwAAAACAECF0AwAAAAAQIoRuAAAAAABChNANAAAAAECIELoBAAAAAAgRQjcAAAAAACFC6AYAAAAAIEQI3QAAAAAAhAihGwAAAACAECF0AwAQpUzT1OWXX660tDQZhqGVK1c2eOxFF12kv/71r21X3EEWLFigI488Ul6vN2w1AAAQCoRuAACi1IIFCzR37ly98847Kigo0BFHHFHvcatWrdK7776ra6+9NmD7hg0bdOmll6pnz55yOBzq3r27Tj31VL344otyu93+4wzD0FtvvVXnvFOmTNGkSZOaVOuECRNkt9v14osvNvn7AwCgPSB0AwAQpTZu3KiuXbtq9OjRysrKks1mq/e4xx57TOedd54SExP925YsWaKjjz5a69at0xNPPKHVq1fr448/1mWXXaannnpKa9asafV6p0yZokcffbTVzwsAQDjV/19fAADQrk2ZMkXPP/+8JF9PdK9evbR58+Y6x3k8Hs2bNy+gh9k0TU2ZMkWHH364vvjiC1ksP79Hf9hhh+mCCy6QaZrNqmfz5s3Kycmps/2kk07Sxx9/LEk644wzdM0112jjxo3q27dvs84PAECkInQDABCF/va3v6lv3776+9//rqVLl8pqtdZ73DfffKPi4mINHz7cv23lypVat26dXn755YDAXZthGM2qJzs7WwUFBf7HO3fu1NixY3XiiSf6t/Xs2VOZmZn67LPPCN0AgKhB6AYAIAp16tRJSUlJslqtysrKavC4LVu2yGq1qkuXLv5t33//vSSpf//+/m27d+9Wnz59/I9nz56tq666yv/4ggsuqBPsKysrdfrpp0tSQB0VFRWaNGmSRo0apRkzZgQ8p1u3btqyZUszv1sAACIXoRsAgA6svLxcDofjkD3XnTt39s9+PmbMGFVVVQXsf/jhhzV27NiAbbfccos8Hk+dc1166aUqKSlRfn5+nZ70uLg4lZWVBfGdAAAQmQjdAAB0YOnp6SorK1NVVZViYmIk+e7blqT169frqKOOkuTrqe7Xr58k1TshW1ZWln9/jaSkJBUVFQVsu/vuu7Vw4UItWbJESUlJdc6zf/9+ZWRktPj7AgAgUjB7OQAAHdiRRx4pSVq7dq1/21FHHaUBAwbogQceaNV1s19//XXdeeed+s9//lPvPdsVFRXauHGjP+gDABANCN0AAHRgGRkZOvroo/X555/7txmGoTlz5mj9+vU67rjjNH/+fP3www9au3atnn76ae3Zs6fBidkasnr1av32t7/VLbfcosGDB2vnzp3auXOn9u/f7z/mq6++ksPh0KhRo1rt+wMAINwI3QAAdHCXXXZZwJJhknTsscdq+fLl6t+/v66++moNGjRIo0eP1ssvv6yHH35YV155ZbNeY9myZSorK9Pdd9+trl27+j/OPvts/zEvv/yyLrzwQsXHx7fK9wUAQCQwzOYutAkAAKJKeXm5+vfvr1dffTVsvcx79+5V//79tWzZsnrX8wYAoL2ipxsAgA4uLi5OL7zwgvbu3Ru2GjZv3qwnn3ySwA0AiDr0dAMAAAAAECL0dAMAAAAAECKEbgAAAAAAQoTQDQAAAABAiBC6AQAAAAAIEUI3AAAAAAAhQugGAAAAACBECN0AAAAAAIQIoRsAAAAAgBAhdAMAAAAAECL/Dwghoqztj/5WAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot S11 in dB\n",
    "fig, ax = plt.subplots(figsize=(10, 5), tight_layout=True)\n",
    "ax.plot(freqs_fem, S11dB_fem, \"--.\", color=\"#888888\", label=\"Commercial FEM\")\n",
    "ax.plot(freqs / 1e9, 20 * np.log10(np.abs(S11)), color=\"#328362\", label=\"RF solver (Flexcompute)\")\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "ax.set_xlabel(\"f (GHz)\")\n",
    "ax.set_ylabel(\"|S11|$^2$ (dB)\")\n",
    "ax.set_title(\"Return loss\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecbce336-d49d-4a7b-b44a-fceb3ef698f1",
   "metadata": {},
   "source": [
    "### Field profiles"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f831cda6-b82a-4776-96dd-6707b69268db",
   "metadata": {},
   "source": [
    "To access the monitor data, we need to first load the `SimulationData` instance associated with the desired port excitation. This can be accessed using the appropriate key (the port name) on the dictionary stored in the `data` attribute of the TCM data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7e58990c-5615-43dc-be74-e57ed729ce0a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.549264Z",
     "iopub.status.busy": "2025-12-05T21:26:21.549143Z",
     "iopub.status.idle": "2025-12-05T21:26:21.550980Z",
     "shell.execute_reply": "2025-12-05T21:26:21.550633Z"
    }
   },
   "outputs": [],
   "source": [
    "# Access the simulation data for port 1 excitation\n",
    "sim_data = tcm_data.data[\"LP1\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ac4f6c8-49da-412c-8e7c-13af18e40e44",
   "metadata": {},
   "source": [
    "We plot the field profiles at `f=f_target` below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "efcabd8b-cd68-4d0b-9bb5-62e644c17404",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:21.552043Z",
     "iopub.status.busy": "2025-12-05T21:26:21.551947Z",
     "iopub.status.idle": "2025-12-05T21:26:22.092820Z",
     "shell.execute_reply": "2025-12-05T21:26:22.092377Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dmarek/dev/custom_tidy/.venv/lib/python3.13/site-packages/xarray/computation/apply_ufunc.py:818: RuntimeWarning: divide by zero encountered in log10\n",
      "  result_data = func(*input_data)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize near-field profiles\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 4), tight_layout=True)\n",
    "sim_data.plot_field(\n",
    "    \"xz plane\", field_name=\"E\", val=\"abs\", scale=\"dB\", f=f_target, ax=ax[0], vmax=60, vmin=0\n",
    ")\n",
    "ax[0].set_title(\"Near-field magnitude (dB) in elevation plane\")\n",
    "ax[0].set_xlim(-6 * mm, 5 * mm)\n",
    "ax[0].set_ylim(-1 * mm, 5 * mm)\n",
    "sim_data.plot_field(\"xy plane\", field_name=\"E\", val=\"abs\", scale=\"lin\", f=f_target, ax=ax[1])\n",
    "ax[1].set_title(\"Near-field magnitude (abs) in antenna plane\")\n",
    "ax[1].set_xlim(-3 * mm, 3.2 * mm)\n",
    "ax[1].set_ylim(-2.6 * mm, 1.3 * mm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "158ef080-22ed-49fd-9b7e-8f1051667992",
   "metadata": {},
   "source": [
    "### Antenna Gain"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cc1422c-94df-4c33-99e0-f6dc0e2e52e4",
   "metadata": {},
   "source": [
    "The `get_antenna_metrics_data()` method of the TCM data object calculates common antenna metrics provided a radiation monitor is defined. Below, we extract the gain data and compare it with benchmark data.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b3afa541-cc25-43c7-bef0-e5dcb4379bf7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.094346Z",
     "iopub.status.busy": "2025-12-05T21:26:22.094241Z",
     "iopub.status.idle": "2025-12-05T21:26:22.119933Z",
     "shell.execute_reply": "2025-12-05T21:26:22.119350Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get antenna metrics from simulation data\n",
    "antenna_metrics = tcm_data.get_antenna_metrics_data()\n",
    "\n",
    "# Extract gain data\n",
    "gain = antenna_metrics.gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e2c83bb0-b19b-40d7-bafd-935550de81b9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.121710Z",
     "iopub.status.busy": "2025-12-05T21:26:22.121589Z",
     "iopub.status.idle": "2025-12-05T21:26:22.149568Z",
     "shell.execute_reply": "2025-12-05T21:26:22.148528Z"
    }
   },
   "outputs": [],
   "source": [
    "# Import and organize benchmark data\n",
    "imp = np.genfromtxt(\"./misc/edge_feed_patch_fem_gain.csv\", delimiter=\",\", skip_header=1)\n",
    "phi_fem = np.unique(imp[:, 1]) / 180 * np.pi\n",
    "theta_fem = np.unique(imp[:, 2]) / 180 * np.pi\n",
    "gain_fem = xr.DataArray(\n",
    "    np.reshape(imp[:, -1], (-1, 91)), coords={\"phi\": phi_fem, \"theta\": theta_fem}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33210186-f890-41fe-a2d8-5443ed943817",
   "metadata": {},
   "source": [
    "Below is a convenience function that collects the gain data for forward and backward directions (`phi` and `phi-180` degrees) into a single array. We need to do this because the elevation angle `theta` ranges between (0, 180) degrees whereas the azimuthal angle `phi` ranges between (-180, 180) degrees. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "98f3dea2-eedb-4b2a-8f8b-404a5c80dbc7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.151236Z",
     "iopub.status.busy": "2025-12-05T21:26:22.151055Z",
     "iopub.status.idle": "2025-12-05T21:26:22.153702Z",
     "shell.execute_reply": "2025-12-05T21:26:22.153284Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_full_elevation_plane_data(data, phi_forward, phi_backward):\n",
    "    \"\"\"Get full elevation plane data for given phi (azimuth) forward and backward angle\"\"\"\n",
    "    # Assemble full theta (elevation angle) coordinate\n",
    "    thetas = data.theta\n",
    "    thetas_full = np.unique(np.append(-thetas, thetas))\n",
    "\n",
    "    # Assemble data\n",
    "    data_forward = data.sel(phi=phi_forward, method=\"nearest\").squeeze()\n",
    "    data_backward = data.sel(phi=phi_backward, method=\"nearest\").squeeze()\n",
    "    data_full = np.append(data_backward[:0:-1], data_forward)\n",
    "\n",
    "    return thetas_full, data_full"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d27abf5c-ea1d-40fa-a21a-60b396c40953",
   "metadata": {},
   "source": [
    "The gain data for the elevation planes `phi=0` degrees and `phi=90` degrees are collected below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e347b419-21ab-4702-ae57-85f1a0057c12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.154825Z",
     "iopub.status.busy": "2025-12-05T21:26:22.154731Z",
     "iopub.status.idle": "2025-12-05T21:26:22.159921Z",
     "shell.execute_reply": "2025-12-05T21:26:22.159621Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get gain in the elevation plane for phi = 0 and 90 degrees\n",
    "theta_elev, gain_elev = get_full_elevation_plane_data(gain, phi_forward=0, phi_backward=-np.pi)\n",
    "_, gain_elev_90 = get_full_elevation_plane_data(\n",
    "    gain, phi_forward=np.pi / 2, phi_backward=-np.pi / 2\n",
    ")\n",
    "\n",
    "# Get same data for benchmark dataset\n",
    "_, gain_elev_fem = get_full_elevation_plane_data(gain_fem, phi_forward=0, phi_backward=-np.pi)\n",
    "_, gain_elev_fem_90 = get_full_elevation_plane_data(\n",
    "    gain_fem, phi_forward=np.pi / 2, phi_backward=-np.pi / 2\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f1f5112-7b2e-4a67-acfb-fc247c91df63",
   "metadata": {},
   "source": [
    "We plot the gain comparison below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8fa39996-62ee-4e7e-b59c-808cb23ca45d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.161254Z",
     "iopub.status.busy": "2025-12-05T21:26:22.161160Z",
     "iopub.status.idle": "2025-12-05T21:26:22.423289Z",
     "shell.execute_reply": "2025-12-05T21:26:22.422856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gain comparison plot\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10, 8), tight_layout=True, subplot_kw={\"projection\": \"polar\"})\n",
    "\n",
    "# Plot gain for phi =0\n",
    "ax[0].plot(theta_elev, 10 * np.log10(gain_elev), color=\"#328362\", label=\"Flexcompute RF solver\")\n",
    "ax[0].plot(theta_elev, 10 * np.log10(gain_elev_fem), \"--\", color=\"#328362\", label=\"Commercial FEM\")\n",
    "ax[0].set_title(\"Gain (dB) in elevation plane ($\\\\phi=0$ deg)\", pad=30)\n",
    "\n",
    "# Plot gain for phi = 90deg\n",
    "ax[1].plot(theta_elev, 10 * np.log10(gain_elev_90), color=\"#623283\", label=\"Flexcompute RF solver\")\n",
    "ax[1].plot(\n",
    "    theta_elev, 10 * np.log10(gain_elev_fem_90), \"--\", color=\"#623283\", label=\"Commercial FEM\"\n",
    ")\n",
    "ax[1].set_title(\"Gain (dB) in elevation plane ($\\\\phi=90$ deg)\", pad=30)\n",
    "\n",
    "for axis in ax:\n",
    "    axis.set_theta_direction(-1)\n",
    "    axis.set_theta_offset(np.pi / 2.0)\n",
    "    axis.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95efe416-8de6-4e01-ad23-d87376772fd6",
   "metadata": {},
   "source": [
    "The `LobeMeasurer` is a Tidy3D plugin tool that automatically calculates lobe measurements based on a radiation profile. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cdf9a634-6b88-40f3-9064-c86b5e90bb91",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.424709Z",
     "iopub.status.busy": "2025-12-05T21:26:22.424613Z",
     "iopub.status.idle": "2025-12-05T21:26:22.426934Z",
     "shell.execute_reply": "2025-12-05T21:26:22.426568Z"
    }
   },
   "outputs": [],
   "source": [
    "# Calculate radiation lobe properties\n",
    "lobes = rf.LobeMeasurer(angle=theta_elev, radiation_pattern=gain_elev, apply_cyclic_extension=False)\n",
    "lobes_fem = rf.LobeMeasurer(\n",
    "    angle=theta_elev, radiation_pattern=gain_elev_fem, apply_cyclic_extension=False\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b2be1db-ed11-42d5-a58c-c6e237036da6",
   "metadata": {},
   "source": [
    "The properties of the main lobe are reported below. Angle units are radians. In addition to the `main_lobe` property, users can also view `lobe_measures` for a summary table of all detected lobes, `side_lobes` for side lobe properties, and `sidelobe_level`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "6244e8a9-de2c-4bb4-bb56-a9605a743199",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.428095Z",
     "iopub.status.busy": "2025-12-05T21:26:22.428004Z",
     "iopub.status.idle": "2025-12-05T21:26:22.431888Z",
     "shell.execute_reply": "2025-12-05T21:26:22.431364Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "direction                                                  -0.0\n",
       "magnitude                                              4.710105\n",
       "beamwidth                                               1.46851\n",
       "beamwidth magnitude                                    2.355052\n",
       "beamwidth bounds       (-0.7808736288572525, 0.687636833974749)\n",
       "FNBW                                                        NaN\n",
       "FNBW bounds                                          (nan, nan)\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Report main lobe properties\n",
    "lobes.main_lobe"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba667700-ed79-4371-acaf-cc8a4c339296",
   "metadata": {},
   "source": [
    "The main lobe is compared between the RF solver and the benchmark. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "98597fb1-dc59-4cd0-8706-130a711e722d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.432791Z",
     "iopub.status.busy": "2025-12-05T21:26:22.432691Z",
     "iopub.status.idle": "2025-12-05T21:26:22.434944Z",
     "shell.execute_reply": "2025-12-05T21:26:22.434659Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RF solver: The main lobe is at theta = -0 degrees, magnitude = 4.7, and beamwidth = 84 degrees\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f\"RF solver: The main lobe is at theta = {lobes.main_lobe.direction / np.pi * 180:.0f} degrees, magnitude = {lobes.main_lobe.magnitude:.1f}, and beamwidth = {lobes.main_lobe.beamwidth / np.pi * 180:.0f} degrees\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "eddc56f6-b42f-4cfb-9858-a68549c899c8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.436030Z",
     "iopub.status.busy": "2025-12-05T21:26:22.435941Z",
     "iopub.status.idle": "2025-12-05T21:26:22.438566Z",
     "shell.execute_reply": "2025-12-05T21:26:22.438202Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FEM benchmark: The main lobe is at theta = -0 degrees, magnitude = 4.8, and beamwidth = 83 degrees\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f\"FEM benchmark: The main lobe is at theta = {lobes_fem.main_lobe.direction / np.pi * 180:.0f} degrees, magnitude = {lobes_fem.main_lobe.magnitude:.1f}, and beamwidth = {lobes_fem.main_lobe.beamwidth / np.pi * 180:.0f} degrees\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae97ba05-2c4d-41dc-989c-21a058eb21a7",
   "metadata": {},
   "source": [
    "The `LobeMeasurer.plot()` method automatically adds markers to indicate main lobe direction and -3 dB beamwidth. This is demonstrated below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "6e9bbc0a-e817-4c2c-937c-3af8c564fa66",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.439550Z",
     "iopub.status.busy": "2025-12-05T21:26:22.439444Z",
     "iopub.status.idle": "2025-12-05T21:26:22.569003Z",
     "shell.execute_reply": "2025-12-05T21:26:22.568581Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gain comparison plot\n",
    "fig, ax = plt.subplots(figsize=(6, 6), tight_layout=True, subplot_kw={\"projection\": \"polar\"})\n",
    "ax.set_theta_direction(-1)\n",
    "ax.set_theta_offset(np.pi / 2.0)\n",
    "\n",
    "# Plot gain for phi =0\n",
    "ax.plot(theta_elev, 10 * np.log10(gain_elev / np.max(gain_elev)), color=\"black\")\n",
    "lobes.plot(lobe_index=0, ax=ax)\n",
    "ax.set_ylim(-20, 1)\n",
    "ax.set_title(\"Normalized gain (dB) with -3 dB beamwidth markers\", pad=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aea0bf31-61cb-48a9-8f1d-6d7083fb2e22",
   "metadata": {},
   "source": [
    "### 3D Radiation Pattern"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b41dad54-dd2a-4143-958e-2a3cf84e81e8",
   "metadata": {},
   "source": [
    "In this section, we demonstrate how to plot the radiation pattern in 3D. The `ipympl` library enables interactive plots so that we can rotate the 3D plot with the mouse cursor. (This function is only available in a Jupyter notebook and does not work on the browser.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4208a157-fdfd-4606-a5bf-0a75cbba9265",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.570317Z",
     "iopub.status.busy": "2025-12-05T21:26:22.570204Z",
     "iopub.status.idle": "2025-12-05T21:26:22.575901Z",
     "shell.execute_reply": "2025-12-05T21:26:22.575580Z"
    }
   },
   "outputs": [],
   "source": [
    "# Activate interactive plotting for 3D radiation pattern\n",
    "# Requires ipympl library to be installed (comment line below if requirement not met)\n",
    "%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "25de7eab-5ebe-4c8e-8c77-ede93e57903b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.577298Z",
     "iopub.status.busy": "2025-12-05T21:26:22.577178Z",
     "iopub.status.idle": "2025-12-05T21:26:22.850363Z",
     "shell.execute_reply": "2025-12-05T21:26:22.849720Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "84b62d60b243495fad9ed02c7b3444c1",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create figure and axes\n",
    "fig_3d = plt.figure()\n",
    "ax_3d = fig_3d.add_subplot(1, 1, 1, projection=\"3d\")\n",
    "limits = 1.0\n",
    "ax_3d.set_xlim(-limits, limits)\n",
    "ax_3d.set_ylim(-limits, limits)\n",
    "ax_3d.set_zlim(-limits, limits)\n",
    "ax_3d.set_xticks([])\n",
    "ax_3d.set_yticks([])\n",
    "ax_3d.set_zticks([])\n",
    "ax_3d.set_xlabel(\"x\")\n",
    "ax_3d.set_ylabel(\"y\")\n",
    "ax_3d.set_zlabel(\"z\")\n",
    "\n",
    "# Rescale gain according to max and min dB values\n",
    "dB_min, dB_max = (-40, 25)\n",
    "G = 20 * np.log10(np.abs(gain.squeeze()))\n",
    "G_scaled = np.clip((G - dB_min) / (dB_max - dB_min), a_min=0, a_max=1)\n",
    "\n",
    "# Create 3D dataset according to scaled gain\n",
    "phi_s, theta_s = np.meshgrid(phi, theta)\n",
    "X = G_scaled * np.cos(phi_s) * np.sin(theta_s)\n",
    "Y = G_scaled * np.sin(phi_s) * np.sin(theta_s)\n",
    "Z = G_scaled * np.cos(theta_s)\n",
    "\n",
    "# Select color map\n",
    "color_map = plt.cm.jet\n",
    "\n",
    "# Plot surface\n",
    "surf = ax_3d.plot_surface(\n",
    "    X,\n",
    "    Y,\n",
    "    Z,\n",
    "    cstride=2,\n",
    "    rstride=2,\n",
    "    facecolors=color_map(G_scaled),\n",
    ")\n",
    "\n",
    "# Plot color bar\n",
    "cbar = fig_3d.colorbar(\n",
    "    plt.cm.ScalarMappable(norm=colors.Normalize(vmax=dB_max, vmin=dB_min), cmap=color_map),\n",
    "    ax=ax_3d,\n",
    "    label=\"G (dB)\",\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "34e5acb9-457b-46ff-900c-a3cd78f84e55",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.852428Z",
     "iopub.status.busy": "2025-12-05T21:26:22.852233Z",
     "iopub.status.idle": "2025-12-05T21:26:22.855462Z",
     "shell.execute_reply": "2025-12-05T21:26:22.854882Z"
    }
   },
   "outputs": [],
   "source": [
    "# Close 3D figure and deactivate interactive plotting\n",
    "plt.close(fig_3d)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be0fc383-1574-47b1-878c-10ca100f9745",
   "metadata": {},
   "source": [
    "## Lowering Simulation Cost"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e9fa66-4081-4803-9b32-938aecdaa787",
   "metadata": {},
   "source": [
    "For benchmark purposes, we used a relatively fine simulation grid. Users might wish to make the grid coarser in order to save on computation costs, particularly if they are still in the design iteration process. In this section, we demonstrate that using a coarser grid can save significantly on cost with a relatively minor compromise to accuracy. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d25c45fc-7980-4f48-b680-c3f33156dc8c",
   "metadata": {},
   "source": [
    "### Reducing Grid Resolution"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2aa2a6cc-18f4-4abc-b88d-8340d9aec321",
   "metadata": {},
   "source": [
    "The main changes are that we reduced `min_steps_along_axis` to `1` and increased the size of `dl` in the `corner_refinement` setting. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "215f038c-1e55-40b1-b8d8-b8bbe46d2cb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.856571Z",
     "iopub.status.busy": "2025-12-05T21:26:22.856441Z",
     "iopub.status.idle": "2025-12-05T21:26:22.859362Z",
     "shell.execute_reply": "2025-12-05T21:26:22.859081Z"
    }
   },
   "outputs": [],
   "source": [
    "def create_layer_refinement_coarse(structure_list):\n",
    "    \"\"\"Create predefined layer refinement spec from input structure list\"\"\"\n",
    "    return rf.LayerRefinementSpec.from_structures(\n",
    "        structures=structure_list,\n",
    "        min_steps_along_axis=1,\n",
    "        corner_refinement=td.GridRefinement(dl=2 * t, num_cells=2),\n",
    "    )\n",
    "\n",
    "\n",
    "lr3 = create_layer_refinement_coarse([str_gnd])\n",
    "lr4 = create_layer_refinement_coarse([str_feed1, str_feed2, str_ant])\n",
    "\n",
    "# Define grid spec\n",
    "gspec_coarse = td.GridSpec.auto(\n",
    "    wavelength=td.C_0 / f_target,\n",
    "    min_steps_per_wvl=20,\n",
    "    layer_refinement_specs=[lr3, lr4],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ebcff361-4816-44b9-8b9b-87377c9018da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.860449Z",
     "iopub.status.busy": "2025-12-05T21:26:22.860341Z",
     "iopub.status.idle": "2025-12-05T21:26:22.907493Z",
     "shell.execute_reply": "2025-12-05T21:26:22.907068Z"
    }
   },
   "outputs": [],
   "source": [
    "# Copy new sim and TCM from previous\n",
    "sim_coarse = sim.updated_copy(grid_spec=gspec_coarse)\n",
    "tcm_coarse = tcm.updated_copy(simulation=sim_coarse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98aaaa6d-6ebf-4f4b-ab45-8e04320553b1",
   "metadata": {},
   "source": [
    "We run the simulation below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "6c19634c-efd0-4712-b740-36c79c365bb8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:26:22.909008Z",
     "iopub.status.busy": "2025-12-05T21:26:22.908879Z",
     "iopub.status.idle": "2025-12-05T21:27:52.676944Z",
     "shell.execute_reply": "2025-12-05T21:27:52.676471Z"
    }
   },
   "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\">16:26:23 EST </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'tcm_coarse'</span> with resource_id                         \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'sid-675e121b-7ee2-4fa7-a7a1-f3f267e1ce4b'</span> and task_type           \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><span style=\"color: #008000; text-decoration-color: #008000\">'TERMINAL_CM'</span>.                                                     \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:23 EST\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'tcm_coarse'\u001b[0m with resource_id                         \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'sid-675e121b-7ee2-4fa7-a7a1-f3f267e1ce4b'\u001b[0m and task_type           \n",
       "\u001b[2;36m             \u001b[0m\u001b[32m'TERMINAL_CM'\u001b[0m.                                                     \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>View task using web UI at                                          \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span><a href=\"https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">57-c69a9a72eeeb'</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=337400;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/rf?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=622643;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=337400;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=596025;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32mpa\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=337400;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32m-1a6b3be2-9e9c-45d7-ba\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m             \u001b[0m\u001b]8;id=337400;https://tidy3d.simulation.cloud/rf?taskId=pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb\u001b\\\u001b[32m57-c69a9a72eeeb'\u001b[0m\u001b]8;;\u001b\\.                                                  \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Task folder: <a href=\"https://tidy3d.simulation.cloud/folders/f89aec3e-3357-4624-9c24-096a87582f12\" 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=68902;https://tidy3d.simulation.cloud/folders/f89aec3e-3357-4624-9c24-096a87582f12\u001b\\\u001b[32m'default'\u001b[0m\u001b]8;;\u001b\\.                                            \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1ddfc23f5e3349c98a1546dcd81196d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:30 EST </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.057</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> after run.         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:30 EST\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.057\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 after run.         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:31 EST </span>Subtasks status - tcm_coarse                                       \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Group ID: <span style=\"color: #008000; text-decoration-color: #008000\">'pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb'</span>                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:31 EST\u001b[0m\u001b[2;36m \u001b[0mSubtasks status - tcm_coarse                                       \n",
       "\u001b[2;36m             \u001b[0mGroup ID: \u001b[32m'pa-1a6b3be2-9e9c-45d7-ba57-c69a9a72eeeb'\u001b[0m                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b3bd1f808194c549ae2cfcad4d74a44",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch status = preprocess                                          \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mBatch status = preprocess                                          \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:26:37 EST </span>Batch status = running                                             \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:26:37 EST\u001b[0m\u001b[2;36m \u001b[0mBatch status = running                                             \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:27:40 EST </span>Batch status = postprocess                                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:27:40 EST\u001b[0m\u001b[2;36m \u001b[0mBatch status = postprocess                                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:27:50 EST </span>Modeler has finished running successfully.                         \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:27:50 EST\u001b[0m\u001b[2;36m \u001b[0mModeler has finished running successfully.                         \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:27:51 EST </span>Billed flex credit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.057</span>.                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:27:51 EST\u001b[0m\u001b[2;36m \u001b[0mBilled flex credit cost: \u001b[1;36m0.057\u001b[0m.                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5dbcaffaf2f0455580dea50a591a8b79",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">16:27:52 EST </span>Loading component modeler data from cm_data.hdf5                   \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m16:27:52 EST\u001b[0m\u001b[2;36m \u001b[0mLoading component modeler data from cm_data.hdf5                   \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcm_coarse_data = web.run(tcm_coarse, task_name=\"tcm_coarse\")\n",
    "smat_coarse = tcm_coarse_data.smatrix()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c4b3f7-0f68-4197-93b8-632aa051027d",
   "metadata": {},
   "source": [
    "### Comparing Performance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99d3ab70-83a2-4044-b735-2b1e317ee728",
   "metadata": {},
   "source": [
    "The S-parameter and antenna gain profile are compared below. We observe a relatively minor accuracy reduction for the cheaper simulation, making it suitable for rapid iteration during the initial stages of a component design process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e6d8bcad-27cb-46b6-8678-ae3d3118009d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:27:53.137634Z",
     "iopub.status.busy": "2025-12-05T21:27:53.137546Z",
     "iopub.status.idle": "2025-12-05T21:27:53.213671Z",
     "shell.execute_reply": "2025-12-05T21:27:53.213088Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare S-parameter between finer and coarser grid simulations\n",
    "S11_coarse = np.conjugate(smat_coarse.data.isel(port_in=0, port_out=0))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 4), tight_layout=True)\n",
    "ax.plot(freqs / 1e9, 20 * np.log10(np.abs(S11)), color=\"#328362\", label=\"Finer grid\")\n",
    "ax.plot(freqs / 1e9, 20 * np.log10(np.abs(S11_coarse)), color=\"orange\", label=\"Coarser grid\")\n",
    "ax.plot(freqs_fem, S11dB_fem, \"--\", color=\"#888888\", label=\"Commercial FEM\")\n",
    "ax.legend()\n",
    "ax.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "39716a6e-71a3-42ca-83e5-2659124a8252",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:27:53.214928Z",
     "iopub.status.busy": "2025-12-05T21:27:53.214834Z",
     "iopub.status.idle": "2025-12-05T21:27:53.236580Z",
     "shell.execute_reply": "2025-12-05T21:27:53.236147Z"
    }
   },
   "outputs": [],
   "source": [
    "# Compare antenna gain between finer and coarser grid simulations\n",
    "antenna_metrics_coarse = tcm_coarse_data.get_antenna_metrics_data()\n",
    "gain_coarse = antenna_metrics_coarse.gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "d28977bf-aeb6-4f9b-9469-55d4bf04862b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:27:53.237651Z",
     "iopub.status.busy": "2025-12-05T21:27:53.237563Z",
     "iopub.status.idle": "2025-12-05T21:27:53.240985Z",
     "shell.execute_reply": "2025-12-05T21:27:53.240549Z"
    }
   },
   "outputs": [],
   "source": [
    "# Get gain in the elevation plane for phi = 0 and 90 degrees\n",
    "_, gain_elev_coarse = get_full_elevation_plane_data(gain_coarse, phi_forward=0, phi_backward=-np.pi)\n",
    "_, gain_elev_coarse_90 = get_full_elevation_plane_data(\n",
    "    gain_coarse, phi_forward=np.pi / 2, phi_backward=-np.pi / 2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "45f66411-b619-4194-846c-94a2c3e101ff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-05T21:27:53.242090Z",
     "iopub.status.busy": "2025-12-05T21:27:53.241998Z",
     "iopub.status.idle": "2025-12-05T21:27:53.485003Z",
     "shell.execute_reply": "2025-12-05T21:27:53.484530Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gain comparison plot\n",
    "fig, ax = plt.subplots(1, 2, figsize=(10, 8), tight_layout=True, subplot_kw={\"projection\": \"polar\"})\n",
    "\n",
    "# Plot gain for phi =0\n",
    "ax[0].plot(theta_elev, 10 * np.log10(gain_elev), color=\"#328362\", label=\"Finer grid\")\n",
    "ax[0].plot(theta_elev, 10 * np.log10(gain_elev_coarse), color=\"orange\", label=\"Coarser grid\")\n",
    "ax[0].plot(theta_elev, 10 * np.log10(gain_elev_fem), \"--\", color=\"#888888\", label=\"Commercial FEM\")\n",
    "ax[0].set_title(\"Gain (dB) in elevation plane ($\\\\phi=0$ deg)\", pad=30)\n",
    "\n",
    "# Plot gain for phi = 90deg\n",
    "ax[1].plot(theta_elev, 10 * np.log10(gain_elev_90), color=\"#328362\", label=\"Finer grid\")\n",
    "ax[1].plot(theta_elev, 10 * np.log10(gain_elev_coarse_90), color=\"orange\", label=\"Coarser grid\")\n",
    "ax[1].plot(\n",
    "    theta_elev, 10 * np.log10(gain_elev_fem_90), \"--\", color=\"#888888\", label=\"Commercial FEM\"\n",
    ")\n",
    "ax[1].set_title(\"Gain (dB) in elevation plane ($\\\\phi=90$ deg)\", pad=30)\n",
    "\n",
    "for axis in ax:\n",
    "    axis.set_theta_direction(-1)\n",
    "    axis.set_theta_offset(np.pi / 2.0)\n",
    "    axis.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32afd4d2-6258-478c-bd90-f34934c22c4a",
   "metadata": {},
   "source": [
    "## Reference"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1d4c0a4-8a3e-430f-952a-0dab32af68a6",
   "metadata": {},
   "source": [
    "[1] Khan, J., Ullah, S., Ali, U., Tahir, F. A., Peter, I., & Matekovits, L. (2022). Design of a Millimeter-Wave MIMO Antenna Array for 5G Communication Terminals. Sensors, 22(7), 2768."
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Microwave and RF devices",
   "Optical scattering and far-field radiation"
  ],
  "description": "This notebook demonstrates how to model a patch antenna using Flexcompute's RF solver. The results are compared against a commercial FEM benchmark.",
  "feature_image": "./img/edge_feed_patch_antenna_render.png",
  "features": [
   "Far field projection",
   "Lumped port"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "patch antenna, antenna, microstrip, benchmark, lumped port, radiation pattern, far field, gain, directivity, FDTD, Tidy3D, microwave, RF",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  },
  "title": "Edge feed patch antenna benchmark",
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "1ddfc23f5e3349c98a1546dcd81196d6": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_cda2af052a5147aaa9e49b3043f07956",
       "msg_id": "",
       "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: #800000; text-decoration-color: #800000; font-weight: bold\">↑</span> <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">modeler.hdf5.gz</span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100.0%</span> • <span style=\"color: #008000; text-decoration-color: #008000\">5.2/5.2 kB</span> • <span style=\"color: #800000; text-decoration-color: #800000\">?</span> • <span style=\"color: #008080; text-decoration-color: #008080\">0:00:00</span>\n</pre>\n",
          "text/plain": "\u001b[1;31m↑\u001b[0m \u001b[1;34mmodeler.hdf5.gz\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100.0%\u001b[0m • \u001b[32m5.2/5.2 kB\u001b[0m • \u001b[31m?\u001b[0m • \u001b[36m0:00:00\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "21f8618e6793474bade70b7ab25eed50": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_e5f9db2c924a4128ab3aa7e5d93a8ecd",
       "msg_id": "",
       "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: #008000; text-decoration-color: #008000; font-weight: bold\">↓</span> <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">cm_data.hdf5.gz</span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100.0%</span> • <span style=\"color: #008000; text-decoration-color: #008000\">4.5/4.5 MB</span> • <span style=\"color: #800000; text-decoration-color: #800000\">16.0 MB/s</span> • <span style=\"color: #008080; text-decoration-color: #008080\">0:00:00</span>\n</pre>\n",
          "text/plain": "\u001b[1;32m↓\u001b[0m \u001b[1;34mcm_data.hdf5.gz\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100.0%\u001b[0m • \u001b[32m4.5/4.5 MB\u001b[0m • \u001b[31m16.0 MB/s\u001b[0m • \u001b[36m0:00:00\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "2b44118247fd4543a4fdcc17afb371d9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "43cc109555e443c486654be7ffcfb41d": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_e029d223ebbe43b5945616b3238c71ce",
       "msg_id": "",
       "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\">Best weighted RMS error: 0.000152 <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #008080; text-decoration-color: #008080\">0:00:00</span>\n</pre>\n",
          "text/plain": "Best weighted RMS error: 0.000152 \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[36m0:00:00\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "5ac3d45f3cdf415397741d3cfe2d2721": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "5dbcaffaf2f0455580dea50a591a8b79": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_67dab472ffeb491e8accee9cfbcf1b34",
       "msg_id": "",
       "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: #008000; text-decoration-color: #008000; font-weight: bold\">↓</span> <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">cm_data.hdf5.gz</span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100.0%</span> • <span style=\"color: #008000; text-decoration-color: #008000\">2.7/2.7 MB</span> • <span style=\"color: #800000; text-decoration-color: #800000\">12.2 MB/s</span> • <span style=\"color: #008080; text-decoration-color: #008080\">0:00:00</span>\n</pre>\n",
          "text/plain": "\u001b[1;32m↓\u001b[0m \u001b[1;34mcm_data.hdf5.gz\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100.0%\u001b[0m • \u001b[32m2.7/2.7 MB\u001b[0m • \u001b[31m12.2 MB/s\u001b[0m • \u001b[36m0:00:00\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "67dab472ffeb491e8accee9cfbcf1b34": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "7087518b1adc4885b118a14dda231d86": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_9ad2a2e61fae4e44bc794ed3d013645e",
       "msg_id": "",
       "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: #800000; text-decoration-color: #800000; font-weight: bold\">↑</span> <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">modeler.hdf5.gz</span> <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100.0%</span> • <span style=\"color: #008000; text-decoration-color: #008000\">5.2/5.2 kB</span> • <span style=\"color: #800000; text-decoration-color: #800000\">?</span> • <span style=\"color: #008080; text-decoration-color: #008080\">0:00:00</span>\n</pre>\n",
          "text/plain": "\u001b[1;31m↑\u001b[0m \u001b[1;34mmodeler.hdf5.gz\u001b[0m \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100.0%\u001b[0m • \u001b[32m5.2/5.2 kB\u001b[0m • \u001b[31m?\u001b[0m • \u001b[36m0:00:00\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "814a100b5ac84479acea0f90bc418e97": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "838c6740b49f4f0d864193106ced2860": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_814a100b5ac84479acea0f90bc418e97",
       "msg_id": "",
       "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\">Run Total <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:01:23</span>\n  LP1     <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:01:23</span>\n</pre>\n",
          "text/plain": "Run Total \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[33m0:01:23\u001b[0m\n  LP1     \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[33m0:01:23\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "84b62d60b243495fad9ed02c7b3444c1": {
      "model_module": "jupyter-matplotlib",
      "model_module_version": "^0.11",
      "model_name": "MPLCanvasModel",
      "state": {
       "_cursor": "pointer",
       "_data_url": "data:image/png;base64,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",
       "_dom_classes": [],
       "_figure_label": "Figure",
       "_image_mode": "full",
       "_message": "",
       "_model_module": "jupyter-matplotlib",
       "_model_module_version": "^0.11",
       "_model_name": "MPLCanvasModel",
       "_rubberband_height": 0,
       "_rubberband_width": 0,
       "_rubberband_x": 0,
       "_rubberband_y": 0,
       "_size": [
        640,
        480
       ],
       "_view_count": null,
       "_view_module": "jupyter-matplotlib",
       "_view_module_version": "^0.11",
       "_view_name": "MPLCanvasView",
       "capture_scroll": false,
       "footer_visible": true,
       "header_visible": true,
       "layout": "IPY_MODEL_5ac3d45f3cdf415397741d3cfe2d2721",
       "pan_zoom_throttle": 33,
       "resizable": true,
       "tabbable": null,
       "toolbar": "IPY_MODEL_8901f03704594c1d91d8d85e7bea85b6",
       "toolbar_position": "left",
       "toolbar_visible": "fade-in-fade-out",
       "tooltip": null
      }
     },
     "858acee249404dbda58ed018d75500e5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "8901f03704594c1d91d8d85e7bea85b6": {
      "model_module": "jupyter-matplotlib",
      "model_module_version": "^0.11",
      "model_name": "ToolbarModel",
      "state": {
       "_current_action": "",
       "_dom_classes": [],
       "_model_module": "jupyter-matplotlib",
       "_model_module_version": "^0.11",
       "_model_name": "ToolbarModel",
       "_view_count": null,
       "_view_module": "jupyter-matplotlib",
       "_view_module_version": "^0.11",
       "_view_name": "ToolbarView",
       "button_style": "",
       "collapsed": true,
       "layout": "IPY_MODEL_2b44118247fd4543a4fdcc17afb371d9",
       "orientation": "vertical",
       "tabbable": null,
       "toolitems": [
        [
         "Home",
         "Reset original view",
         "home",
         "home"
        ],
        [
         "Back",
         "Back to previous view",
         "arrow-left",
         "back"
        ],
        [
         "Forward",
         "Forward to next view",
         "arrow-right",
         "forward"
        ],
        [
         "Pan",
         "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
         "arrows",
         "pan"
        ],
        [
         "Zoom",
         "Zoom to rectangle\nx/y fixes axis",
         "square-o",
         "zoom"
        ],
        [
         "Download",
         "Download plot",
         "floppy-o",
         "save_figure"
        ]
       ],
       "tooltip": null
      }
     },
     "9ad2a2e61fae4e44bc794ed3d013645e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "9b3bd1f808194c549ae2cfcad4d74a44": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "_dom_classes": [],
       "_model_module": "@jupyter-widgets/output",
       "_model_module_version": "1.0.0",
       "_model_name": "OutputModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/output",
       "_view_module_version": "1.0.0",
       "_view_name": "OutputView",
       "layout": "IPY_MODEL_858acee249404dbda58ed018d75500e5",
       "msg_id": "",
       "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\">Run Total <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:01:08</span>\n  LP1     <span style=\"color: #729c1f; text-decoration-color: #729c1f\">━━━━━━━━━━━━━━━━━━━━━━━━━</span> <span style=\"color: #800080; text-decoration-color: #800080\">100%</span> <span style=\"color: #808000; text-decoration-color: #808000\">0:01:08</span>\n</pre>\n",
          "text/plain": "Run Total \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[33m0:01:08\u001b[0m\n  LP1     \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[35m100%\u001b[0m \u001b[33m0:01:08\u001b[0m\n"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "tabbable": null,
       "tooltip": null
      }
     },
     "cda2af052a5147aaa9e49b3043f07956": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e029d223ebbe43b5945616b3238c71ce": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     },
     "e5f9db2c924a4128ab3aa7e5d93a8ecd": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {
       "_model_module": "@jupyter-widgets/base",
       "_model_module_version": "2.0.0",
       "_model_name": "LayoutModel",
       "_view_count": null,
       "_view_module": "@jupyter-widgets/base",
       "_view_module_version": "2.0.0",
       "_view_name": "LayoutView",
       "align_content": null,
       "align_items": null,
       "align_self": null,
       "border_bottom": null,
       "border_left": null,
       "border_right": null,
       "border_top": null,
       "bottom": null,
       "display": null,
       "flex": null,
       "flex_flow": null,
       "grid_area": null,
       "grid_auto_columns": null,
       "grid_auto_flow": null,
       "grid_auto_rows": null,
       "grid_column": null,
       "grid_gap": null,
       "grid_row": null,
       "grid_template_areas": null,
       "grid_template_columns": null,
       "grid_template_rows": null,
       "height": null,
       "justify_content": null,
       "justify_items": null,
       "left": null,
       "margin": null,
       "max_height": null,
       "max_width": null,
       "min_height": null,
       "min_width": null,
       "object_fit": null,
       "object_position": null,
       "order": null,
       "overflow": null,
       "padding": null,
       "right": null,
       "top": null,
       "visibility": null,
       "width": null
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}