{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c9c9f803",
   "metadata": {},
   "source": [
    "# Radiative cooling glass coating"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52719e00",
   "metadata": {},
   "source": [
    "<b>Author: Dr. Yurui Qu, University of Wisconsin-Madison</b>\n",
    "\n",
    "Air conditioning accounts for about 10% of global electricity use, and demand is projected to rise significantly. New approaches like radiative cooling can reduce this energy demand and associated greenhouse gas emissions. Radiative cooling uses materials applied to buildings that reflect sunlight while emitting heat through the atmospheric transparency window (8-13 μm) to outer space (~3K). This can passively cool buildings below ambient temperature. An ideal radiative cooling material would combine high solar reflection and selective infrared emission for cooling, easy manufacturability at scale, mechanical robustness, and long-term stability under outdoor environmental exposure. A recent paper introduces a new stable, scalable, and low-cost radiative cooling coating using a microporous glass-Al$_2$O$_3$ particle composite to address these needs.\n",
    "\n",
    "This notebook simulates the emissivity of the 100 μm thick coating and the result shows that the emissivity (absorptance) of the coating is near unity in the atmospheric transparency window. The design is based on `Xinpeng Zhao et al., A solution-processed radiative cooling glass. Science 382, 684-691(2023).`[DOI: 10.1126/science.adi2224](https://www.science.org/doi/10.1126/science.adi2224).\n",
    "\n",
    "<img src=\"img/radiative_cooling_glass.png\" width=\"500\" alt=\"Schematic of the radiative cooling glass coating\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bea88cd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pylab as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web\n",
    "from tidy3d.plugins.dispersion import AdvancedFastFitterParam, FastDispersionFitter"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2bd9e8c",
   "metadata": {},
   "source": [
    "## Simulation Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dcfa7e1",
   "metadata": {},
   "source": [
    "The 100 μm thick coating consists of randomly placed Al$_2$O$_3$ spheres with 250 nm radius and SiO$_2$ spheres with 4 μm radius. The Al$_2$O$_3$ spheres and the and SiO$_2$ spheres take up 20% and 30% of the total volume of the coating layer, respectively. We truncate the coating to 20 μm in the in-plane directions and will apply the periodic boundary condition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c8c7a9f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_Al2O3: 122230\n",
      "num_SiO2: 44\n"
     ]
    }
   ],
   "source": [
    "# Define Paramters\n",
    "# radius and location of the sphere\n",
    "radius_Al2O3 = 0.25\n",
    "radius_SiO2 = 4  # exp is 6um\n",
    "box_size_xy = 20\n",
    "box_size_z = 100\n",
    "\n",
    "vol_Al2O3 = 4 / 3 * np.pi * np.power(radius_Al2O3, 3)\n",
    "vol_SiO2 = 4 / 3 * np.pi * np.power(radius_SiO2, 3)\n",
    "vol_box = box_size_xy * box_size_xy * box_size_z\n",
    "num_Al2O3 = int(np.floor(0.2 * vol_box / vol_Al2O3))  # 20% of volumn is Al2O3\n",
    "num_SiO2 = int(np.floor(0.3 * vol_box / vol_SiO2))  # 30% of volumn is SiO2\n",
    "print(\"num_Al2O3:\", num_Al2O3)\n",
    "print(\"num_SiO2:\", num_SiO2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bed650e",
   "metadata": {},
   "source": [
    "The refractive indices of Al$_2$O$_3$ and SiO$_2$ will be read from .csv files and fit with Tidy3D's [FastDispersionFitter](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.plugins.dispersion.FastDispersionFitter.html). Due to the phonon resonances in the mid-infrared, both materials require a relatively large number of poles to yield a good fit. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fbf364d9",
   "metadata": {},
   "outputs": [
    {
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       "model_id": "22114a9715964d2eb3f223b48beec751",
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      "text/plain": [
       "Output()"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
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      "text/plain": [
       "\n"
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     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:43:54] </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Unable to fit with weighted RMS error under </span> <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">fit_fast.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py#843\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">843</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'tolerance_rms'</span><span style=\"color: #800000; text-decoration-color: #800000\"> of </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.02</span><span style=\"color: #800000; text-decoration-color: #800000\">                              </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span>\n",
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       "\u001b[2;36m[11:43:54]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Unable to fit with weighted RMS error under \u001b[0m \u001b]8;id=243488;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py\u001b\\\u001b[2mfit_fast.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=88872;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py#843\u001b\\\u001b[2m843\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'tolerance_rms'\u001b[0m\u001b[31m of \u001b[0m\u001b[1;36m0.02\u001b[0m\u001b[31m                              \u001b[0m \u001b[2m               \u001b[0m\n"
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Q7WVr2F9nHtAfxWDAENryHrsTg53ZYJZedr2UX4PdAw88wDXXXMOIESMwm82MHz+ee+65p8W9ZE8++SSRkZHut/79+3ftAMMTIXmc/pY0Vr8taWzjbV24DDt06FBWrlzJ8uXLueuuu0752IiICHbt2tXkNrPZ7A5coAc/V4gG2LNnD8XFxTz11FOcd955jBgxwl044WKxWAB9P6RLcXExe/fu5eGHH2bGjBmMHDmyxVC5c+dOxo8f3/YvXAghBAC2QwcBsAzQux0YQlpud+LqYRceFO6+TSpjeye/Brv//ve/vP322yxbtowtW7bw5ptv8vTTT/Pmm282+/gHH3yQ8vJy99vhw4d9PGLfSk1NZeXKlXz44YetNhU2GAzMnDmT77//3n1bWFgYt9xyCwsWLGDFihXs3LmTm266CYOh8a98wIABWCwWXnjhBfbv38+nn37K448/3uTaAwcORFEUPv/8c44dO0ZVVRXR0dHExsayZMkS9u3bx4oVK5g/f/5J46qpqWHz5s3MmjWr838YQgjRy9hzGytigcYZu2bOivVsdeLiKqDIr5Zg15v4NdgtWLDAPWs3evRofv3rXzNv3jyefPLJZh8fFBREREREkzefCU/U99R14Sxdc4YPH86KFSt45513uPfee1t83G9/+1vefffdJlWp//jHPzjvvPOYPXs2M2fO5Nxzz+WMM85w3x8fH88bb7zB+++/z2mnncZTTz3F008/3eS6ffv25bHHHuOBBx6gT58+3HnnnRgMBt599102b97M6aefzrx58/jHP/5x0piWL1/OgAEDOO+887zwJyGEEL2L69QJy8ABAK22OzlxKRYaZ+xkKbZ38WvxRE1NTZMZJACj0XhSy4yAEJ7YZYUSJ1q1alWTz0eOHMnRo0dbfc6FF15IcnIy7733Htdeey2gz9q99dZbvPXWW+7HLViwoMnzrr32WvfjXU7c0/fII4/wyCOPNLlt5syZTZZ+m3ve888/z5///OdWxy2EEKJ5tpNm7Fpeim0u2Lln7GQptlfxa7CbPXs2f/vb3xgwYACjRo1i69atLFq0qEkLDtE2iqKwZMkSduzY4e+hAPpZsVdcccVJoVEIIcSpaQ4Htoazti0DOjZjJ8Gud/JrsHvhhRd45JFH+MMf/kBRURHJycn87ne/k1meDho3bhzjxo3z9zAAvVL3/vvv9/cwhBCiW7IXFja2OklKAk4R7Oobz4l18SyeUDUVgyKHTfUGfg124eHhPPfcczz33HP+HIYQQggRUFz768z99VYn0P4Zuz4hfTAqRmyqjeLaYull10tIfBdCCCECjC3XVTgx0H2b58kTJ+5pbi7YmQwm6WXXC0mwE0IIIQKM3XVGbMP+OmicsUNV0erqmjy+uaVYkF52vZEEOyGEECLAuE6dsAxqnLFTrFb3xycux7oaFHvO2IFHsJNedr2GBDshhBAiwNiambFTDIbGfXYeLU/qHHXYVP04xxODnasyVpZiew8JdkIIIUQA0ZzOxlYnHnvsAJRmzot17a8zKAZCzCFNHu9uUlwpwa63kGAnhBBCBBB7QYHe6sRsxpTY9LSj5ipjXfvrwi3hJ7U0kWPFeh8Jdj2IzWZj2LBhrFu3zuevffDgQRRFITMzs83PmTZtWpMzcCdNmsSHH37o/cEJIUQ34lqGNQ8YgGI0NrnPEOI6feLkGbsTl2Hh5F52oueTYNeDvPLKKwwePJjJkyf7eygd8vDDD/PAAw8E5pFyQgjhI83tr3MxhJ68x661YOfqZWdX7RyvPd4VwxUBRoJdD6FpGi+++CK33HKLv4fSYRdddBGVlZV89dVX/h6KEEL4jf1Q0zNiPTW7FNtKsPPsZSctT3oHCXYBaNq0acydO5f777+fmJgYEhMTefTRR1t9zubNm8nJyeGSSy5x3+ZaHv3vf//Leeedh9Vq5cwzzyQrK4sff/yRiRMnEhYWxkUXXcSxY8fcz1NVlf/7v/+jX79+BAUFMW7cOL7++usmr/fDDz8wfvx4goODmThxIlu3bj1pTDt37uSiiy4iLCyMPn368Otf/5rjx1v+jdFoNHLxxRfz7rvvtvFPSggheh73jN3AZmbsQhqbFLu01MPOpW+4VMb2Jr0q2GmaRo29xudvJ3YIb4s333yT0NBQNm7cyN///nf+7//+j/T09BYfv2bNGlJTUwkPDz/pvr/85S88/PDDbNmyBZPJxHXXXcf999/P888/z5o1a9i3b1+T83mff/55nnnmGZ5++mm2b9/OBRdcwM9//nOys7MBqKqq4tJLL+W0005j8+bNPProo9x3331NXrOsrIzzzz+f8ePHs2nTJr7++muOHj3K1Vdf3erXfdZZZ7FmzZr2/FEJIUSPYsttZcaumaXYlnrYuSSHSpPi3sSvZ8X6Wq2jlrOXne3z19143caTStBPZcyYMfzlL38BICUlhRdffJGMjAzS0tKaffyhQ4dITk5u9r777ruPCy64AIC7776ba6+9loyMDKZMmQLALbfcwhtvvOF+/NNPP80f//hHrrnmGgAWLlzIypUree6553jppZdYtmwZqqry2muvERwczKhRozhy5Ai33367+xovvvgi48eP54knnnDf9vrrr9O/f3+ysrJITU1tdqzJyckcPnwYVVUxGHrV7x1CCIHmdGI/fBgA84DmlmKbmbFrZSkWpJddb9Orgl13MmbMmCafJyUlUVRU1OLja2trCQ4OPuW1+vTR91qMHj26yW2ua1dUVJCfn+8OfS5Tpkxh27ZtAOzevZsxY8Y0eb1zzjmnyeO3bdvGypUrCQsLO2k8OTk5LQY7q9WKqqrU19dj9eiyLoQQvYG9oBCtodWJOSnxpPtb22MXbjl5xQbkWLHeplcFO6vJysbrNvrlddvLbDY3+VxRlFarRePi4tixY8cpr6UoSrO3ebsStaqqitmzZ7Nw4cKT7ktKSmrxeSUlJYSGhkqoE0L0SrZDBwEw9+9/UqsToNmTJ061x06OFetdelWwUxSl3Uui3cX48eN5+eWX0TTNHd46IiIiguTkZNauXcvUqVPdt69du5azzjoLgJEjR/LWW29RV1fnnrXbsGFDk+tMmDCBDz/8kEGDBmEytf2f2c6dOxk/fnyHxy+EEN2ZvZX9dQCG0I4vxbp62Z3YxFj0LPK320NMnz6dqqoqfvrpp05fa8GCBSxcuJD33nuPvXv38sADD5CZmcndd98NwHXXXYeiKNx6663s2rWLL7/8kqeffrrJNe644w5KSkq49tpr+fHHH8nJyeGbb75hzpw5OJ3OFl97zZo1zJo1q9NfgxBCdEe2gy33sAPPpdi29bEDSAhJkF52vYgEux4iNjaWyy+/nLfffrvT15o7dy7z58/n3nvvZfTo0Xz99dd8+umnpKSkABAWFsZnn33Gjh07GD9+PA899NBJS66uWT+n08msWbMYPXo099xzD1FRUS0WReTl5bFu3TrmzJnT6a9BCCG6I3dF7KAWZuxaOVKspaVYk8FEYqi+X0/22fV8itaRXhwBoqKigsjISMrLy4mIaPoPuq6ujgMHDjB48OAWiwp6mu3bt5OWlkZOTk6zRQuB7o9//COlpaUsWbKk2ft749+pEKJ3ybn4Emz799P/tX8RdkIRG0DVmu85fOutBI0cyZCPPwLgzP+cSZ2zji+v+JL+4f2bve7N39zMj4U/8tR5T3HJkEuafYwIXK3lnRPJjF0PMmbMGBYuXMiBAwf8PZQOSUhI4PHHH/f3MIQQwi88W51YBg5q9jHuPnYNS7E2p406Zx3Q8lIsNPayk5YnPV+vKp7oDW666SZ/D6HD7r33Xn8PQQgh/OZUrU7g5KVY1/46BaXFdifQtIBC9GwyYyeEEEIEAHuuXjjRUqsT8Gx30jTYhVnCWq12dbU8kRm7nk+CnRBCCBEA3GfEtlARC43tTrSaGjRVbSycaGUZFqRJcW8iwU4IIYQIALZDrfewg8YZOwCttvaUrU5c3Eux1XovO9FzSbATQgghAoBrxs48sOUZOyU4GBpaRqk1NW0OdgkhCZgUEw7VwbGaY14asQhEEuyEEEKIAGA7xakToJ+g5Hms2Kl62LmYDCb6hOpnhcvRYj2bBDshhBDCzzSn85THibl4Vsa2dcYOGpdjpYCiZ5N2J0IIIYSfOQr1VieYzZiTklp9bJNgp7U92EkBRe8gM3YBaNq0adxzzz3tft4jjzzCbbfd5v0BtUF7x/zGG28QFRXl/vyVV15h9uzZ3h+YEEJ0A+6K2H79Wmx14uKqjFWrq6m0VQKnXooFCXa9hQS7HqKwsJDnn3+ehx56yN9D6ZCbb76ZLVu2sGbNGn8PRQghfK4t++tcmszYtbHdCchSbG8hwa6H+Ne//sXkyZMZ2IZvCoHIYrFw3XXXsXjxYn8PRQghfM52sGHGrpWKWJeO7rFzHSsmM3Y9W68KdpqmodbU+PxN07ROjfuLL74gMjKSt99+u8XHvPvuuyctZU6bNo277rqLe+65h+joaPr06cOrr75KdXU1c+bMITw8nGHDhvHVV181ed7q1as566yzCAoKIikpiQceeACHw+G+v7q6mhtvvJGwsDCSkpJ45plnThpPfX099913H3379iU0NJSzzz6bVatWtfp1zp49m08//ZTa2to2/KkIIUTP0djqpA0zdqGNp0+4gl1rx4m5SC+73qFXFU9otbXsnXCGz193+JbNKB5NJdtj2bJl/P73v2fZsmVceumlzT6mpKSEXbt2MXHixJPue/PNN7n//vv54YcfeO+997j99tv5+OOPufzyy/nTn/7Es88+y69//Wtyc3MJCQkhLy+Piy++mJtuuol///vf7Nmzh1tvvZXg4GAeffRRABYsWMDq1atZvnw5CQkJ/OlPf2LLli2MGzfO/bp33nknu3bt4t133yU5OZmPP/6YCy+8kB07dpCSktLs1zFx4kQcDgcbN25k2rRpHfrzEkKI7si9FDugLcGuYY9dTTUVIW2fsYsPiW/Sy87V/kT0LL1qxq67eemll/jDH/7AZ5991mKoA8jNzUXTNJKTk0+6b+zYsTz88MOkpKTw4IMPEhwcTFxcHLfeeispKSn8+c9/pri4mO3btwPw//7f/6N///68+OKLjBgxgl/84hc89thjPPPMM6iqSlVVFa+99hpPP/00M2bMYPTo0bz55ptNZvRyc3NZunQp77//Pueddx5Dhw7lvvvu49xzz2Xp0qUtfh0hISFERkZyqOE3VyGE6A20sjzshw4AYBnUjj121TVt7mMHTXvZyT67nqtXzdgpVivDt2z2y+u21wcffEBRURFr167lzDPPbPWxrqXL4ODgk+4bM2aM+2Oj0UhsbCyjR49239anj/6fvKioCIDdu3dzzjnnoCiK+zFTpkyhqqqKI0eOUFpais1m4+yzz3bfHxMTw/Dhw92f79ixA6fTSWpqapOx1NfXExsb2+rXYrVaqampafUxQgjRkzj270JzqGAyYk5MPOXjXStAjuoqahz698u2zNiBvhybV5VHXlUeE/pM6PigRcDqXcFOUTq8JOpr48ePZ8uWLbz++utMnDixSdA6UVxcHAClpaXEx8c3uc9sNjf5XFGUJre5rquq3ttvUVVVhdFoZPPmzRhPKNsPCwtr9bklJSUnfQ1CCNGT2fIKAbAk9UExnfrHsrFhKba+ssx9W1v22IG0POkNZCk2QA0dOpSVK1eyfPly7rrrrlM+NiIigl27dnX6dUeOHMn69eubFHysXbuW8PBw+vXrx9ChQzGbzWzcuNF9f2lpKVlZWe7Px48fj9PppKioiGHDhjV5S2zlt9GcnBzq6uoYP358p78OIYQIaJWFkJ8J+ZnYdukrSZZYq/s2KgtbfKprgsJerfewCzWHYjK0bZ7GHezkWLEeS4JdAEtNTWXlypV8+OGHrTb/NRgMzJw5k++//77Tr/mHP/yBw4cPc9ddd7Fnzx6WL1/OX/7yF+bPn4/BYCAsLIxbbrmFBQsWsGLFCnbu3MlNN92EwdD4Tyk1NZXrr7+eG2+8kY8++ogDBw7www8/8OSTT/LFF1+0+Npr1qxhyJAhDB06tNNfhxBCBLRNS2HJVFgyFdu6DwGw1Gxz38amlvcju/bY2asamhO3cRkWoF9YP0D22PVkvWoptjsaPnw4K1asYNq0aRiNxmZbiwD89re/5dZbb+Xvf/97k5DVXn379uXLL79kwYIFjB07lpiYGG655RYefvhh92P+8Y9/UFVVxezZswkPD+fee++lvLy8yXWWLl3KX//6V+69917y8vKIi4tj0qRJrRaBvPPOO9x6660dHrsQQnQbE+fA8IsAsN33CLAP8zmXw29u1u8Pb3l1wxXsnNVVQPuCnSzF9nyK1tkma35UUVFBZGQk5eXlREQ0/YddV1fHgQMHGDx4cLNFBT2NpmmcffbZzJs3j2uvvdbfw2m3n376ifPPP5+srCwiIyObfUxv+zsVQvQO+86fhj3/KAP+8SdCZ//6lI+vWruWw7f8FtvgJG645hgT+0xk6YUtz/B5KqwuJO2DNEwGE5uu34TR0PrxZSIwtJZ3TiRLsT2EoigsWbKkSduR7qSgoIB///vfLYY6IYToidTqauz5RwEIGtq2k4NcM3ZaTR3Qvhm7eKtHL7vaY+0cregOZCm2Bxk3blyTJsHdycyZM/09BCGE8Lm6hsIzU6QVU//UUzxaZwjRq2KVunqgbT3sXIwGI4mhiRypOkJ+VT6JoaduryK6F5mxE0IIIfykfq8e7IJGn9HqvjpPrpMnjLUNwa4dM3bQeLSYFFD0TBLshBBCCD+p27sHgOARw0/xyEaus2KNNieKqrU72EkBRc/W44NdN64NESeQv0shRE/jnrEb3o5g59FoP9jevqVYkF52PV2PDXau0xXkeKqew2azAZx0moUQQnRHmqpSv3cv0L5gp1gs0PB9MNgmS7GiqR5bPGE0GomKinKfgRoSEtLqsVwisKmqyrFjxwgJCcHUhiN3hBAi0Nnz81Grq1HMZoIGD27z8xRFwRAailpR0aFg55qxy6uUYNcT9eifkK7jq1zhTnRvBoOBAQMGSEAXQvQI9Xv0/XWWYcNQTjjX+1QMISGNwa6dS7GuGbvC6kKcqlN62fUwPTrYKYpCUlISCQkJ2O12fw9HdJLFYunUqRpCCBFI6hqWYYNT29bmxJNrn12wHcIt4e16rruXnab3spOWJz1Ljw52LkajUfZlCSGECCj1exr2140Y0e7nKg2Vsdb69lfFevayy6vKk2DXw8j0hxBCCOEHdVkNM3bD2z9jpwUH6c+1Q6Sl/Sf2DIgYAMCB8gPtfq4IbBLshBBCCB9Tq6ux5x4GOjZj5wzW9+RFOM2YjW3bn/dsehaLM7IBSI3Ww+TeEj1cLs7I5tn0rHaPQwQeCXZCCCGEj9VnZ4OmYYyPwxQT0+7nO4L1nVSRzqA2P8doUFjUEO6Gx+jtVbJK9c8XpWdhNEhhWk/QK/bYCSGEEIGkrqExcfDw9s/WAdiCjAQBEQ5Lm58zd0YKAIvSs7hpWjAAO47tZvWuPcxPG+G+X3RvEuyEEEIIH6tvOEosqAP76wDqLQpBQLizfW1SGsPdbsKGm7Abavnt9CgJdT2ILMUKIYQQPtY4Y9f2EyeaPL9hoi7U0f6OD3NnpGAxmlHr+wAwaUR9h8YgApMEOyGEEMKHNE3zOEqsY0uxNWb97OxQe/t/jC/OyMbmVMGmn0Dx1ub1HRqDCEwS7IQQQggfsuflo1ZVgdlM0OBBHbpGtckJgNXWvue5CiXmp6XyUNoMADbm73BXy4ruT4KdEEII4UPu/XVDh6JY2l784KnS5NCvYdPa/BzPUDd3Roq75Ul01HF3tazo/iTYCSGEED7kPkqsg4UTABVG/ZhMS73a5uc4Vc0d6gB3y5Mq5zHumJGMU217SBSBS6pihRBCCB9yHyXWwf11AOVGveDBXO9s83PmpTUNkhGWCJJDk8mvzmfaaAdnJnY8aIrAITN2QgghhA81Fk50PEiVGeoAMNXbOzUW16yd6wQK0f1JsBNCCCF8RK2pwZabC0BwB44Scyk11AJgqO1cqxJ3sCuVYNdTSLATQgghfMR9lFhcHKbY2A5fp1ipBkDpZLAbEa2HS5mx6zkk2AkhhBA+UrfHVTjRscbEAKqmcrwh2GGzo9k7vhybGqMvB+8r24dd7dyyrggMEuyEEEIIH2ncX9fxYFdtr6bG3FgNq9bWdvhafcP6EmYOw67aOVB+oMPXEYFDgp0QQgjhI+5WJyM6HuwqbBU4jQr2htPE1OrqDl/LoBjc/exkObZnkGAnhBBC+EDTo8Q6EezqKwCotyiAXpDRGVIZ27NIsBNCCCF8oOlRYoM7fJ0Kmx7s7EH6lF2ng120VMb2JBLshBBCCB+oz2qYrRsypMNHiUFjsHME6WcMdGYpFmBETGNlrKbJ6RPdnQQ7IYQQwgfq9uhnxHZmfx1Apa0SAKdVD4ednbEbGjUUg2KgtL6UY7XHOnUt4X8S7IQQQggfqN+bBUBQaueCnWuPnWYNAkCt7lywCzYFMzhCXxqWfXbdnwQ7IYQQwgfchROdnLFzLcViDQY6P2MHjf3sZJ9d9yfBTgghhOhiak0NtkOHgM41J4bGYKeEhOjX7uQeO2i6z050bxLshBBCiC5Wv29f41FicXGdupZrKdbgCnZemLFzVcbuKdnT6WsJ//J7sMvLy+OGG24gNjYWq9XK6NGj2bRpk7+HJYQQQniNu3AiNbXT13LN2JnCwgAvBbuGXnaHKg5RY+/89YT/+DXYlZaWMmXKFMxmM1999RW7du3imWeeITo62p/DEkIIIbzKXTjRyWVYaAx25rAIwDtLsXHWOGKDY9HQ2Fe2r9PXE/5j8ueLL1y4kP79+7N06VL3bYM70bRRCCGECER1e73T6gQag50lLBLwzowd6Pvs1uavZW/pXsbEj/HKNYXv+XXG7tNPP2XixIn88pe/JCEhgfHjx/Pqq6/6c0hCCCGEV+lHiXlvxs7Vxy44PArwXrBzV8ZKAUW35tdgt3//fl5++WVSUlL45ptvuP3225k7dy5vvvlms4+vr6+noqKiyZsQQggRyBz5+aiVlWAyETRkSKeupWmau3giJFzftqTWdH4pFmBEtFTG9gR+XYpVVZWJEyfyxBNPADB+/Hh27tzJK6+8wm9+85uTHv/kk0/y2GOP+XqYQgghRIfVuWbrOnmUGECtoxaH5gAgJDKOajrfoNjFVUCxt3QvqqZiUPxeXyk6wK9/a0lJSZx22mlNbhs5ciS5ubnNPv7BBx+kvLzc/Xb48GFfDFMIIYTosPqG/XWdbUwMHhWxBpPHUqx3ZuwGRgzEYrBQ66jlSOURr1xT+J5fg92UKVPYu7fplG9WVhYDBw5s9vFBQUFEREQ0eRNCCCECmWvGrrONiQHK68sBiLBEYAwNBby3x85kMJESnQJIP7vuzK/Bbt68eWzYsIEnnniCffv2sWzZMpYsWcIdd9zhz2EJIYQQ3lFZSP2WdQAEDR/R6cu5ZuwiLBEYXMHOS0ux0HQ5VnRPfg12Z555Jh9//DHvvPMOp59+Oo8//jjPPfcc119/vT+HJYQQQniFeuwQtiJ9li14uPeaE0dYIrx68oSL6wQKKaDovvxaPAFw6aWXcumll/p7GEIIIYTX1R84DCgYoyMwxcd3+nquitjwoHB3sMNuR7PZOl2YATJj1xP4PdgJIYQQPUplof4G1G3Vl2GD+8ZAfqZ+f3ii/tYBzc3YATirqzF5IdilRuuzioXVhZTXlxMZFNnpawrfklpmIYQQwps2LYUlU2HJVOpXvw9AkH2n+zY2LT3FBVrmak4cYYlAMZlQgoIA0Ly0HBtuCadvWF9AlmO7K5mxE0IIIbxp4hwYfhEAdbcvAI4QNP1XcPUN+v0dnK2DpjN2AIaQEJz19V7dZzciZgR5VXnsKdnDWUlnee26wjdkxk4IIYTwpvBESB6HFncadQeOAmCdNB2Sx+lvXgh2riXSLi2gkH123ZIEOyGEEKIL1O3Zg2azY7SoWPoleeWaruIJ94ydu+WJd5oUg0cBhSzFdksS7IQQQoguULt1KwDW1P4okcleuaZrxi7cEg500YxdQ7DLKc/B7rR77brCNyTYCSGEEF2gZmsmANa0qzu1/OqpuT124N1glxyaTLg5HIfqYH/5fq9dV/iGBDshhBDCyzRNo3bLFgCs48d57brupdgg11JsQ7Dz4lKsoiikxuhtT2SfXfcjwU4IIYTwMkdBAY6iIjAasY4e7ZVraprWzIydd8+LdRkRox9/JmfGdj8S7IQQQggvq2nYXxc8ciQGq9Ur16x31mNX9T1vjcUTrhk77wY7V2VsVkmWV68rup4EOyGEEMLLarc0FE6MH++1a7pm64yKkVCzPlPXFXvsoLGAYk/pHjRN8+q1RdeSYCeEEEJ4masiNqQL9teFW8JRFAXomnYnAEOjhmJUjJTXl3O05qhXry26lgQ7IYQQwovU6mrq9upFB10xY+dahoWum7ELMgYxOHIwAFmlshzbnUiwE0IIIbyodsdOcDoxJSZiTvJOY2I4uYcdgNJFwQ48lmOlgKJbkWAnhBBCeFFtZsMy7ATvzdbBKWbsvLwUCzAiWq+MlRMouhcJdkIIIYQXuSpireO8HOxO6GEHHnvsumDGTnrZdU8S7IQQQggv0VSV2sxtgHf314Fv99hBY8uT3Ipcauzev77oGhLshBBCCC+xHTiAWl6OEhxM8IjhXr1288Gu62bsYq2xxFvj0dCkgKIbkWAnhBBCeEmN6xix0aNRzGavXrvSVgmcuBTbdXvsoHE5VoJd9yHBTgghhPCS2q2ZgPeXYcFjj10LM3Zd0UjYVUCxu2S3168tuobJ3wMQQgghegpXY2KrFxsTuzS7FNswY4fTiWazoQQFeeW1nk3PwmhQGDVsFABbjm5x37c4IxunqjEvLdUrryW8S2bshBBCCC9wlJZiO3AAAOu4cV6/vjvYeS7FepxD683lWKNBYVF6FplZ8RgVI/vL95Nflc/ijGwWNYQ+EZhkxk4IIYTwgtrMTAAsQ4Zgio72+vU9jxRzUYxGFKsVrbZWL6CIifHKa82dkQLAovQsho1N5ahtN49nfMRX6wczPy3Vfb8IPDJjJ4QQQnhB4/66cV1y/eaWYsGzSbF3K2PnzkhhfloquUf6A7Dy8BoJdd2ABDshhBDCC1z760K6oHDC5rRR56wDWgt23q+MnTsjBaVWL6Awhe7j9mmDvP4awrsk2AkhhBCdpNnt1O7YAXRRRWzDbJ2C0mQpFrr29InFGdnU1ySiOcJQDDYe+fpzr7+G8C4JdkIIIUQn1e3Zg1ZXhyEyEsvgwV6/vivYhVnCMChNf3Q3nj7h3Rk7V6HE/LQR/Dx1OgAf7clgcUa2V19HeJcUTwghhBCd5G5zMm4sisF7cyautiM/G62HNs9lWFfbkSu74FixxlCn76n7Yv8UPtv/GUlJB1mUrjcrlr12gUlm7IQQQohOqumi/XWutiP/+WEP0BjsPNuOuJdivbjHzqlqTQolJidPRkGhxH6I350fh1P1fjNk4R0yYyeEEEJ0UmNF7ASvXtcVrBZvfA9rX72H3YmzafnfeX/G7sTmw9HB0Zwedzo7ju9gxOB8Lk8522uvJbxLZuyEEEKITrAXFOAoLASjEevo071+/bkzUpgxSi+YWJdV0yTUgeceO+8XT3g6t++5AHyf932Xvo7oHAl2QgghRCe49tcFjxjhDlneNnagGQCnIwSL0dBkf1tXtjvxNKXvFADWF6zHoTq69LVEx0mwE0IIITqhxr0M6/02Jy6r9+lHlRnUMGxOtUllale2O/F0euzpRAZFUmmrZMfxHV36WqLjJNgJIYQQneCuiO2iEycWZ2SzrSAfgIcunMj8tFQWpWe5w51rxk7r4mBnNBiZnDQZkOXYQCbBTgghhOggtaaGut27ga45ccJVKDEgXgX0IgbXUV+ucGcI7ZojxZrjWo5dm7e2y19LdIxUxQohhBAdVLtjJzidmPr0wZSU5PXru9qOrKquh3o92EFjtaxT1bqk3UlLXMHup+KfKK4tJtYa2+WvKdpHZuyEEEKIDqrd+D8ArKNHoCiK168/r6H6tbSuFIDooGj3fXNnpDAvLdVnVbEAcdY4RsaMBGBd/roufz3RfhLshBBCiA6q3bIFgJDhA7vsNTRNo6yuDGicsfPky2AHHsux+bIcG4gk2AkhhBAdoKkqtbv0AgbrqNRTPLrjKu2VODS9vUirwc4HS7EAU5L1YLcubx2qpvrkNUXbyR47IYQQoj0qC6GyEFtuHs6KKhSjSnBoOeRn6veHJ+pvXuJahg0xhRBkDDrpfl+1O3EZmzCWMHMYpfWl7Crexelx3m/KLDpOZuyEEEKI9ti0FJZMpfal3wJgjbGjfDUPlkzV3zYt9erLuffXNTNbB02XYjWt689wNRvMTEqaBMCavDVd/nqifSTYCSGEEO0xcQ7ctprqsIsAsMbbYPZiuG21/jZxjldfrrnCCU/u0y40Da2uzquv3RJpexK4ZClWCCGEaI/wRDRrHFWbfwIgLLkOksZC8rguebnS+tZn7BSrFRQFNA21uhqD1dol4/DkOjd2x/EdlNeXExkU2eWvKdpGZuyEEEKIdqrNzEStqMAYEYY1xt6lr3WqpVjFYHCHOV/ts0sMTWRY1DBUTWV9/nqfvKZoGwl2QgghRDtVrdb714WeczbK9Ae8WixxolMtxQIoob5teQKNs3ZyvFhgkWAnhBBCtFPV//RgFzbzApj+YNcGu1MsxQIYQ3x3+oSLZz87XxRtiLaRYCeEEEK0g72wkPq9e0FRCD333C5/PdeMXUxwTIuP8ceM3YSECVhNVo7XHmdv6V6fva5onQQ7IYQQoh1cs3XWsWMxRbc8i+YtrmAXFRTV4mMamxT7LthZjBbOTjwbkOXYQCLBTgghhGgH1/66sKk/88nrtWUp1tenT7hI25PAI8FOCCGEaCPVZqN6vV4FGvozHwW7U1TFgu9Pn3BxBbvMokyqbFU+fW3RPAl2QgghRBvVbtqEVlODMT6O4JEju/z16p311Dj0sNamGTsfB7v+4f0ZFDEIh+ZgY8FGn762aJ4EOyGEEKKN3Muw5/0MxdD1P0Jds3UmxUS4ObzFxxlC/DNjB42zdnK8WGCQYCeEEEK0kbvNydSpPnk9d+FEcBSKorT4OEOof/bYAUxJlrYngUSCnRBCCNEGttxcbAcOgMlE6ORzfPKabdlfB/6dsTsz8UyCjEEUVheyv3y/z19fNCXBTgghhGiDqv/pS40hEyZgDG95WdSbXBWxMUEt97AD/+2xezY9iyWrDzOxz0SgaduTxRnZPJue5dPxiA4Eu4qKihbv27dvX6cGI4QQQgSqqtWrAd+1OYGmS7Gt8Ve7E6NBYVF6Fs7qVKAx2C3OyGZRehZGQ8vLx6JrtDvYXXLJJdTX1590+969e5k2bZo3xiSEEEIEFLW2lpqNetVnmI/anIBHD7tWzokF/7U7mTsjhflpqXy3RZ9R3Hx0M8+k72BRehbz01KZOyPFp+MRHQh2YWFhXH755TgcDvdtu3fvZtq0aVx55ZVeHZwQQggRCKo3bkSz2TAlJ2EZNsxnr9v2PXb+WYoFPdzd87PJqLZo7Kqd/7fxGwl1ftTuYPfRRx9RXl7O9ddfj6Zp7Ny5k2nTpnHttdfy/PPPd8UYhRBCCL+q9qiGba061dvaHOzcZ8X6vioW4O6ZqWg1el+/oMgdEur8qN3Bzmq18sUXX7B3716uvvpqZsyYwY033siiRYu6YnxCCCGEX2ma1ti/zofLsNC248TAYynWh2fFelqckU1d6Th9LGE7eDp9m1/GIdoY7CoqKpq8GQwG3nvvPTZu3MiVV17JI4884r5PCCGE6Els+/djz8tDsVgIPftsn762e8buVHvs/LgU6yqUuPvcGQyKGIRisPPKpo9ZnJHt87EIMLXlQVFRzTdG1DSNV155hX/+859omoaiKDidTq8PUgghhPCXqlV6NWzIWWe5A5SvtHePnVZTg6aqPjkVAxpDnWtPXeiOy3h+y/MMHrSbRQ2tTmRZ1rfaFOxWrlzZ1eMQQgghApL7tAkfL8M6VSfltnIAYoLb1scOQK2pxRgW2qVjc3GqWpNCidlDZvPC1hcotO3ilunhOFU5icLX2hTspvro6BQhhBAikDirqqjZvBnwbf86gApbBaqmAhAZFNnqY5XgYDAYQFVRa6p9FuzmpaU2+bxPaB/OSTqHtflriU7Yzp3jfftnJuTkCSGEEKJF1evWgcOBZdAgLAMH+vS1XYUT4ZZwzAZzq49VFKXJcqw/XTbsMgA+zfnUHUyF70iwE0II0T1VFsLKJ/X3XXT9qndfAHw/WwdtL5xw8WcBhafp/acTbg6noLqAHwt/9OtYeiMJdkIIIbqlis8+Ye/cN6he/V2XXF+rKKB6y14AQn28vw7aXjjh0tjyxD+97FyCTcFcOPhCAJbvW+7XsfRGEuyEEEJ0S6XLv0W1Gyj7elWXXL8+5xCOOiNKcBAhZ57ZJa/Rmrb2sHMJlBk7aFyOTT+UTpWtys+j6V3aVDwhhBBCBITKQqgsRK2to2anPptWu+MnyM/U7w9P1N86eX2AqvSvAAg9rT+G47u8c/126K5LsQBj4sYwKGIQBysOkn4onctTLvf3kHoNr87YnX/++Tz++OPUBMA/KiGEED3QpqWwZCo1f/85OPWN+fajZTgWT4clU/X7vXB9lkylaqW+xBtm2OS+rdPXb4fuuhQLejGHa9buk32f+HcwvYxXg92AAQPIyMhgxIgR3rysEEIIoZs4B25bTXWf3zS5uXbi03Dbav1+L1zfcdVyaostAITd+Cf92t64fju4l2K74Ywd6D3tDIqBLUVbyK3I9fdweg2vBrs33niDVatWsXPnTm9eVgghhNCFJ0LyOKp35ABgtOinHdXmVkDyuM4vkzZcv3LnUdAgOMaG+fTz9Gt74/rt0P4Zu8AKdq6edqC3PhG+0SXFExEREV1xWSGEEAJHSQn1u3cDEDNcX3as3ebdQ+cr09MBCO9f59Xrtke7g51rxi4AlmJdpKed73WoeCIjI4OMjAyKiopQ1aZ/Ua+//rpXBiaEEEI0p2bjRgCChg0h7LJRHNvxGbU7dqA5HCimztcEOsvLqW54jfDLb/TpLJ2ndi/FuvfYBcaMHZzc0+7spLP9PaQer90zdo899hizZs0iIyOD48ePU1pa2uRNCCGE6ErV69YDEDrlPIKufRJDaChaTQ31+/Z55fpVq1aBw0FQSgpB1zzpl2CnaVrHZ+wCZCkWpKedP7Q72L3yyiu88cYbbNy4kU8++YSPP/64yVtHPfXUUyiKwj333NPhawghhOj5qtfrwS7knEkoRiPWsWMAqM3M9Mr1K1zLsGlpXrleR9Q6aql31gMQExzTpucoARjsQHra+Vq7g53NZmPy5MleHcSPP/7IP//5T8aMGePV6wohhOhZbIcPYz9yBEwmQibqTYODx44FoDaz8/vs1Joaqtd8D0D4LP8FO9cyrMVgwWqytuk5xgBqd+LJ1dOuzllH+qF0fw+nx2t3sPvtb3/LsmXLvDaAqqoqrr/+el599VWio9s23SyEEKJ3cs3WWceOxRimB5mQceMA78zYVa35Hq2+HnP//gQNH97p63VUWV0ZoC/DKorSpucE6oyd9LTzrXbvMq2rq2PJkiV89913jBkzBrPZ3OT+RYsWtet6d9xxB5dccgkzZ87kr3/9a3uHI4QQohdxBbvQSZPctwU3rPbYDh7EUVqKqROTBJUey7BtDVRdoaSuBGj7/joIzD12LrOHzOaFrS+4e9oNiBjg7yH1WO0Odtu3b2dcw29HJ/ara+9/gnfffZctW7bw448/tunx9fX11NfXuz+vqKho1+sJIYTovjRVpWaDXq0aOvkc9+2m6GgsgwZhO3iQuu3bCZs6tUPXV202vXACiPDjMiy0vyIWArPdiYurp93a/LV8mvMpd46/099D6rHaHexWrlzplRc+fPgwd999N+np6QQHB7fpOU8++SSPPfaYV15fCCFE91K/dy/O0lIMISFYT9iTbR07FtvBg9Ru29bhYFezYQNqVRWmhAT3LKC/tLciFjzanQTgjB3oRRSuYPeHcX/AoHRJK91ez29/qps3b6aoqIgJEyZgMpkwmUysXr2axYsXYzKZcDqdJz3nwQcfpLy83P12+PBhP4xcCCGEP7janFjPnIhywjYg6/hxQOf22VV8+y0A4TNnohj8Gzo6FOxCAjvYndjTTnSNzndy7KAZM2awY8eOJrfNmTOHESNG8Mc//hGj0XjSc4KCgggKCvLVEIUQQgSQ6g0bAAg955yT7rO6KmO3bUdzOlGa+RnSGs3hoCpjBeDfaliXsvoyoJ1LsQ1Himl1dR36M+hqrp5272e9z/J9y6VZcRfx268k4eHhnH766U3eQkNDiY2N5fTTT/fXsIQQQgQg1WajZtMmAELPObnlVlBKCkpICGp1NfU5Oe2+fs3mLThLSzFGRhIycWKnx9tZHSqeaFiKBVCLDnh9TN4gPe26nixwCyGECHi1mZlotbUYY2MJSk056X7FZMLaMCnQkXNjXdWwYTNmeOVYss7qyFKsYjZDwyydWpTbJePqrIytwUSa+jbb025xRjbPpmf5aWQ9R0AFu1WrVvHcc8/5exhCCCECTI1rGXbSpBY7MFg72M9OU1WPNiczOzxGb+rIUqyiKBisejGiWlvXFcPqNJPRQFH+aKBpT7vFGdksSs/CaPBfi5mewv+/lgghhBCn4D4fdvLJ++tcrONc++zaN2NXt3MnjqNHMYSEEOrlk5U6ql1LsZWF+htgsBhQAfXwdhiQrN8fnuiX826bM3dGCtXOK3k7/xt3T7tPfqxnUXoW89NSmTvj5NlY0T4BNWMnhBBCnMhZVUVtQ7GdZ2PiE7kKKGz7cnC2o8+pexl22lQMAVCgZ1ftVNj08bcp2G1aCkumwpKpGBx6IFRXPOO+jU1Lu3K47fbgrEn0D9b/ri741yIJdV4mwU4IIURAq/nhR3A6MQ8cgLlv3xYfZ4qNxdy/PwC123e0+DhPmqY1tjmZNavzg/WC8vpyABQUIi2Rp37CxDlw22q4bTWGOP1EB3X879y3MXFOVw63Q+6edD0AhsiNWEyqhDovkmAnhBAicFUWUv3+YqD5Nicnau8+u/rsbOyHclEsFsLOO6+jo/QqV+FEZFAkRkMbWpaEJ0LyOEgehzG+DwAOJcZ9W6Asw3ras28gqj0Cg6kKNSSTxRnZ/h5SjyHBTgghROCqLKRmi2sZtg3Bbmz79tm5lmFDzz23SbsQf3IXTrSjItbFFKs/x1FS5sURedfijGye+24/Z8VeCkD/QZtZlL5Xwp2XSLATQggRsOzFpdSXm0FRCDn7rFM+3j1jt20bmqqe8vGV6d8BEJ7m/6bELu7CiXZUxLqYEvsB4KioP8Uj/cNV/To/LZVFF/2eIGMQx+05XPczlUXpWRLuvECCnRBCiMBSWQj5mZCfSc2KLwEIHtQHU+0h/faGCtDmBA9PRQkORq2owHbwYKsvY9u9mfo9e8BoIHz6NG+NvtM60sPOxdRvEACO8mpvDslrnKrmLpSIDo7mkiGXAFAfspr5aak4Vc3PI+z+pN2JEEKIwLJpKax+CoDqjVFACKFB2XqFJ8DUB2D6g80+VTGbCT59FLWbNlO7NZOgIUNafJnKr/TQGDruNIxRUV78AjqntL4TwS4+HgDnseNeHZO3zEtLbfL5dSOu46Psj8jIzeDrKxeQGBp4+wG7G5mxE0IIEVgaqjy1366kukwvBgj5xW/bXOXZln12mqZR8b+NAISfe+olXl9yz9h1YCnW3BDsHMeOeXVMXWV4zHDOTDwTp+bknT3v+Hs4PYIEOyGEEIGlocqzKqsMR2klBrNKyNSL21zl2WplbGUhas4G8v9wC3V7ckDRCEsJcS/9trbM6ytldWVA52bsHMeOoWndY1nz+pF665MPsj6g1lHr59F0fxLshBBCBKSS1/XGutHDqjEEWdr8PNeMXX12Ns6qpnvN6j9/jgPX3kDFyvWgaCSeUY75+z8FVDPfkvp2nDpxAmNDsNPsdtTycq+Oq6tM6zeNvmF9qbBV8Pn+z/09nG5Pgp0QQoiAU7tjBzWbNoHRSPSNc9rVi82ckIA5ORk0jbod2923V3z9DQf/8S22CjOm2GgG/vnXRA+rgdmLA6qZb2eWYg0WC4ZIvalxd1mONRqMXDviWgCW7V7WbWYaA5UEOyGEEAGnZKk+cxZ56SWYL3+83U12Pc+N1RwOji78O3n33INaU0vIWWcxePmnhEzVKzJJGhtQzXw7sxQLYIqPA7pPsAO4POVyrCYr+8r2saFgg7+H061JsBNCCBFQ7Hl5VHyjH/MVM6djM2iufXZVny0j99fXu4NizC03M+D11zDFxXllrN6maZp7KTYmOKZD1zB1swIKgAhLBJcNvQzQZ+1Ex0mwE0IIEVBK/v0WOJ2ETj6H4BEjOnQNd2VszjFqtm7HEBpK38XP02fBAhRTQ6ev8ES9dUoAzNK5VNmrcKgOAKKCojp0je4Y7ACuG3kdAKuPrOZwxWE/j6b7kmAnhBAiYDgrKih7/32g47N1AMEjR6JYzAAEDerHoPffJ2LWrKYPCk/U++EFULBzLcNaTVaCTcEdukZ3DXaDIwdzbt9z0dBYtkdm7TpKgp0QQoiAUfb++6g1NQSlpBB67rntv0DDqRXK8V0k3jyL2JGVDHrkaoKCywOmnUlr3BWxHSiccOmuwQ4aW598vO9jqmxVfh5N9yQnTwghhAgIms2mL8MCMTfdhKIo7b+Ix6kVUQBjgfT7Gu9v5dSKQNDZwgnwDHaBefpEayYnT2ZQxCAOVhxkec5yd9ATbSczdkIIIQJCxddf4zh6FGN8HBGzL+3YRRpOreC21XobEwi4diatKanreA87l+48Y2dQDO4wt2z3MlRN9fOIuh8JdkIIIfyrshBtxRMU/+tVAGKuvwGDpe0NiZtoOLWC5HF6GxMIuHYmrXGfE9tLl2IBfj7054Sbw8mtzGXNkTX+Hk63I8FOCCGEf1UWUvP+s9Rn7UOxWom+5lf+HpHfeHMpVq2uRq2p8cawfCrEHMIVKVcA8J/d//HzaLofCXZCCCH8rnhPGABRl1+OMSrKOxcNwHYmp+KNpVhDaCiK1Qp031m7a0dei0ExsKFgA/tK9/l7ON2KBDshhBC+11C9Sn4m9T9mUF0QDArEXHSW96pXA7Cdyal4YylWUZRuvxzbN6wv0/tPB+DtPW/7eTTdiwQ7IYQQvrdpKSyZCkumUvzP5wEI71uL5Yur9ds3LfXzAP3DG0ux0P332QFYqqcC8HnO55TXlze5b3FGNs+mZ/ljWAFPgp0QQgjfa6hetf/iIypyIwCIueXWblO92lW8sRQLPSPY9Q0ehbMuiTpnHR9mf+i+fXFGNovSszAaOtAOpxeQYCeEEML3GqpXj772CZrDSUh8PSFTL+k21atdpay+DOjcUiz0jGB398xUpifpRRRLMt/CoTrcoW5+WipzZ6T4eYSBSYKdEEIIv6hcsZLK9O/AaKTPGeWnfkIPZ3PaqLLrpy14b8au+zUp9rTokjkEGyKodh7n9IXPSKhrAwl2QgghfE6tqeHoX/8KQOz1vyT4svt67SydS2mdXjhhVIyEW8I7da2eMGMHEGQM4tej9PY3StT3WIwGCXWnIMFOCCGEzx1/+WXs+fmYk5OJu2dBt6te7QquZdiooCgMSud+PPeUYAdQffxsNM2AKeQgDtNhFmdk+3tIAU2CnRBCCJ+qy8qieOkbAPR55GEMISH+HVCA8FbhBPScYLc4I5t/rjjO0JBJAJw5Wt9jJ+GuZRLshBBCdL3KQlj5JFp5PoWPPgYOB+FpMwmfPt3fIwsY7sIJrwS7OACcpaVoNlunr+cPnoUSD5x7EwCHbWuZO2OghLtWmPw9ACGEEL1AZSGsforynGBqt2xBCQmhz5/+5O9RBRT3jF0nK2IB/fQOkwkcDhzFxZiTkjp9TV9zqpq7UELVhtI3rC95VXmkDDnAfMMInKrm7yEGJAl2QgghfMJRZ6BoyTIA4u+6q1uGja7kKp7wxoydYjBgiovDUViI49ixbvlnPS8t1f2xQTHwi2G/4KXMl/gw+0PeuPAN/w0swMlSrBBCiK7hcWwYBdso2haBs6KKoKEDiZk52jvHhvUg3lyKhZ6zz87lF8N+gUExsPnoZg6WH/T3cAKWBDshhBBdw+PYsOrX7qP8QAigkTR4E8pr5/faY8Na4s2lWOh5wS4xNJEpyVMA+Hjfx34eTeCSYCeEEKJrNBwbpt6UTuGe4QBEnT8e65++69XHhrXEm0ux0HOaFHu6IkU/iWL5vuXYVbufRxOYJNgJIYToGg3HhhX9+2ts+cUYg5wk3H1Hrz82rCWyFHtqU/tNJSY4huK6YtYcWePv4QQkCXZCCCG6TMVXX1G67B0AkieVYQwP8/OIApcsxZ6a2WjmsqGXAfBR9kd+Hk1gkmAnhBCiS9gOHaLg4UcAiL3pOsKumSezdC1QNZXyev28XJmxa93lKZcDsCZvDUerj/p5NIFHgp0QQgjvaGhCTGUhan09R+bNQ62uxnrGGcTf96AcG9aKSlslTs0JyIzdqQyOHMyEhAmomsrynOX+Hk7AkWAnhBDCOxqaEFNZSNHCv1O/azfGqCj6PvM0iknaprbGtQwbZg7DbDR75Zqu0yccxcVoquqVawYKVxHFx9kfo2o962vrLAl2QgghvKpi1QZKl+mNiJP/vhBzoszSnYq3CycATLGxoCjgcOAsLfXadQNB2sA0wsxhHKk6wo+FP/p7OAFFgp0QQoiOO6EJsa3SSMHfXwYg9pqfEzY+tdWnC527cMKLwU4xmzFG69fracuxIeYQLh58MQAfZn/o59EEFgl2QgghOs6jCbH6yVzy1kWj1tmwxtUTr74iTYjbqKyuDPDe/jqXnrrPDhqXYzMOZbgLT4QEOyGEEJ3R0ISY21ZTVHopdaUWjGFW+r74KsrvpQlxW5XWe7c5sUtPbFLsclrsaQyPHo5NtfH5/s/9PZyAIcFOCCFExzU0IS5Z+ROl320BIPlPd2EeN0OaELeDt3vYufTkGTtFUdyzdh9mf4imaX4eUWCQYCeEEKJTqlav5ujfngAgfnQFYZPG+3lE3Y97KbbLZux6XrADuGTIJVgMFrJLs/mp+Cd/DycgSLATQgjRYXV79pA3bz6oKpGXXkjs7XfILF0HlNR7v3gCen6wiwyKZObAmYAUUbhIsBNCCNE+DY2I7ft3cvj3t6PW1BBy9tkkPbEQ5fw/SbDrgNK6hj12shTbblemXAnAVwe+osZe4+fR+J8EOyGEEO1TWYiasZAjd9+Po7AQy5Ah9Fv8PIrF4u+RdVtdtxTb0KS4Bwe7iYkT6R/en2p7Nd8e+tbfw/E7CXZCCCHaRXOq5K2Poi77AMboaPr/8xWMkZH+Hla31vVVscd6bHGBQTFw+TD9/NiPsj/y82j8T4KdEEKIU/NoRFy06Dmq8qwoZiP9HrsHi7FYv190SK2jllpHLdB1S7FaXR1qVZVXrx1ILht2GQbFwNairewv3+/v4fiVBDshhBCn1tCIuOTeiyn5Sj/CKfnMY4Ssu1VvUCyNiDvMtQxrNpgJNYd69doGqxVDWBjQs5djE0IS+FnfnwH6+bG9mQQ7IYQQpzZxDmX9H+XoVn3JNX50BRF3/N3dnFgaEXecuyI2KBpFUbx+ffdybFHPDXbQeBLFpzmfYnfa/Twa/5FgJ4QQ4pQqvt9KwTP/AiDml5cQe1oVJI3VmxBLI+JO6arCCRd3sDve806f8HRev/OIs8ZRUlfCqiOr/D0cv5FgJ4QQ4mQNLU2oLKRy1SryFtwPqkrUL39Jwu+vpwsmlnot96kTXR3sevBSLIDJYOKyoZcBvbuIQoKdEEKIk1UWwuqnqP5fBnlz7waHg4hLLyXx0b+gRCTB1Adkls5LyurLAO8XTrj0lmAHcHmKXh27Nm8thdW9s6BHgp0QQohm1RabOfLw02g2G2Hnn0/yk0+gGI16oJv+oAQ7L3E3J5YZu04bGDGQMxPPREPj4329s4hCgp0QQgidR0uTuo3p5K6KRa2tI2TC6fS9/zcodcX+HmGP5FqKjQqO6pLrmxJ6T7AD3D3tPsn+BFVT/Twa35NgJ4QQQtfQ0qRu4QxyH30V1W7AGmej/+B0DG+kSUsTL3o2PYvFGdlA41JsTFAMAIszsnk2Pctrr2WK6/mnT3hKG5hGuDmc/Op8NhRs8PdwfE6CnRBCCN3EOdROW8qhdYNx1hsJjrbR/4n7MdyxSlqaeJnRoLCoIdwV1RQBEGONYXFGNovSszAavFed0puWYgGCTcFcMuQSoHcWUZj8PQAhhBCBoXb/UXIXPIVaWU3wyGEMGLkG47Cz9XYmwqvmzkgBYFH6HqJP02fn1u828fqqLOanpbrv9wZXsFMrKlDr6jAEB3vt2oHqipQreHfvu2TkZlBaV9pl+xcDkczYCSFEb9bQ1qTm+3Ryb74FtbIS64QJDPj7gxgtPfNs0UAxd0YKN08Lx6HVo6lmXl9V5fVQB2CIiECxWICe38vOZWTsSEbGjMShOvh8/+f+Ho5PSbATQojerLKQmvcXkXvnAtTqakLOOosBry7BmDhEWpr4wFnD6wBQ6xOxGE1eD3UAiqL0uuVYgCtTrgT05VhN6z2/pEiwE0KIXqx6y05yV8eg1dUTOvkc+v/zFQyhodLSxEf+s3W9/kF9Mjan6i6o8LbeGOwuGnIRwcZg9pXtY/vx7f4ejs9IsBNCiN6moa1J5fv/4vCDT6E5DYSOHUK/P/8eQ+le/X7R5RZnZLO5YCcAj144i/lpqe6CCm/rjcEuwhJB2sA0oHcVUUiwE0KI3mbTUsoeuJAjf34aze4krG8t/VK/11uaLJkqbU18wFX9Gh6hV8SOiBnB3BkpXRbuemOwA72IAuCrA19Rba/282h8Q6pihRCilyneFUzRD3qVYOTU0ST1+QblssWQNFZ/gCy/djmnqvH78+N5u6AMg2IgJVrfW+faY+dUvbsnrLc1KXY5o88ZDIwYyKGKQ3xz8Bt30OvJZMZOCCF6g8pCtBVPcPSvj1L0whIAYn97C0l/fhDFgB7qksfpbxLsuty8tFTOHWUD9GOwrCar+765M1KYl5bq1dfrrTN2iqK4w9yH2R/6eTS+IcFOCCF6Aa0sj4K//5OS/7wHQMKCBSTcdx+K4r1GuKJ99pTsAWBE9Iguf63G0yd6R7sTTz8f+nOMipHtx7azr3Sfv4fT5STYCSFED6fW1HDkz4soPxgCBgNJTzxB7C0363eGJ0pbEz/ZW7IXgOExw7v8tXrrjB1AnDWOqf2mAvDRvp5fRCHBTggheqrKQhw7V3Ho2qupWr8FxajRb97lRE0aDPmZevWrtDXxG/eMXYwPZuwagp2zuBjN4ejy1ws0V6bqPe0+y/kMm9Pm59F0LQl2QgjRQ9V//hwHf3MrdXtzMFqcDJhWTHjeC3rlq1S/+lWNvYZDFYcA38zYGWNiwGAATcNRUtLlrxdoJidPJiEkgbL6MlYcXuHv4XQpCXZCCNGTuI4IW/0NB59dgb3ahDm5D4OevJ2QeBvMXgy3rdbfJs7x92h7reyybDQ04qxxxFnjuvz1FKMRU2ws0DuXY00GE5cNvQyAj7M/9vNoupYEOyGE6EkqCyn/9/Pk3nkfakUl1rFjGfTBR1jGT9fvl+rXgODL/XUuvXmfHcDlKZcDsD5/PXlVeX4eTdfxa7B78sknOfPMMwkPDychIYFf/OIX7N27159DEkKIbkvTNI6//Qn566PR7A7CZ81iwJtvYIqJ8ffQxAl2l+wGYGTMSJ+9Zm8Pdv3D+3N20tloaHyy7xN/D6fL+DXYrV69mjvuuIMNGzaQnp6O3W5n1qxZVFf3ju7QQgjhFZWFqAd/oGDu7zj2mt7OJOaiM+l7/28wlOxpLJKQ6teA4ZcZu17apNjTFcP0nnYfZ3+MU3X6eTRdw68nT3z99ddNPn/jjTdISEhg8+bN/OxnP/PTqIQQontxrPh/HPn729QWW0DR6DOhnJjI5fCv5foDpj6gV75Of9C/AxUAOFQHWaVZgG962Ln09hk7gBkDZxCxMYKjNUdZX7CeH3clYDQo7hM/PC3OyMapal5vFt3VAmqPXXl5OQAxLSwb1NfXU1FR0eRNCCF6pYYiibotaznw7P+oLbZgCAtlwAPXEpNSI0USASy3Ipd6Zz1Wk5X+4f199rpGd5Pi3hvsgoxBzB46G4CPsj/CaFCaPZvXdZav0dD9GngHTLBTVZV77rmHKVOmcPrppzf7mCeffJLIyEj3W//+vvsPIYQQAaWykMplz3LoljtxFB7FMnAgg/77PqFpeuWfFEkELlf/utToVIwGo89eV2bsdJcP04soVuau5PrJMcxPS20S7lyhbn5aarMzeYHOr0uxnu644w527tzJ999/3+JjHnzwQebPn+/+vKKiQsKdEKLX0TSN4nc+5diaGKCOkHMm0e/ZZzFGRemNh0VA21Pqu8bEnswS7AB9X+Ppsaezs3gnn+V8xtwZNwGwKD2LF1fsw+ZUu22ogwCZsbvzzjv5/PPPWblyJf369WvxcUFBQURERDR5E0KIXqOyEDVnA/l/uIVjr74DKETNGM+Ax+7AWHNQiiS6CX8UToDH6RPHjqNpmk9fO9BckaoXUXy07yM0TWPujBQsRgM2p4rFaOi2oQ78HOw0TePOO+/k448/ZsWKFQwePNifwxFCiMDUsJ/O9tlTHLz+BipWrgdFI3FiGUnxX6C8PqPxJAk5IiygaZrWeJSYDwsnAIwNwU6z21Eb9rT3VhcNugirycqB8gNkHstkcUa2O9TZnOpJe+66E78uxd5xxx0sW7aM5cuXEx4eTmFhIQCRkZFYrVZ/Dk0IIQJHZSHV/11E3uaBOCvMGKMj6HfnbEKy/6EXSSSN1R8nYS7gHa89TkldCQbFwLDoYT59bYPFgjEyEmd5OY5jx/Sl+14qzBLGBYMu4JN9n/DX1UvZvPkC9/Kra48d0C1n7vw6Y/fyyy9TXl7OtGnTSEpKcr+99957/hyWEEIEDE3TKPnoa3JXxeKsqCZ41CgGf/QJIdMv1R8gRRLdimu2blDEIKwm309gSC+7Rlek6Muxe6u+584Z/dwhbu6MlJMKKroTv87Y9fY1fiGEaFFlIWrRQQqe/RcV360FFCKmjCLp4fsxaEehptjfIxQd4F6G9XHhhIspPp767H0S7IBx8eOINPWl3JHHwIFZwFj3fa6Q51S7X04JiOIJIYQQTdm+fJ6D192ghzpFI2FcOcn90jG8mabvp9u3QookuqFACHYgM3YAiqJw67hrAfgo66OT7p87I6XbNSeGAGp3IoQQvV5lIWxaSmVVCvl/T0etNmOMjqTfHZcQsu/pk/fTSajrdvaW+qci1kWCXVOXDrmU57Y8x87inewt2eu3vxdvkhk7IYQIEFpZHkWLX+LIgkdQq6uxTpjA4E8+JeR8vVO+7Kfr3qrt1eRW5AIwPNo/AUJOn2gq1hrL9P7TAfh438d+Ho13yIxdC55Nz+KDzYepqHOcdF9rB4xEBJu58ox+3XL6VgjhP47iYvLuf5Ka3eEAxPzmRhLuuw/FbIb8fD+Prvt4tuEYqEA8+zO7NBsNjQRrArHWWL+MwT1jVyTBzuWKlCtIP5TOZzmfMe+MeQQZg/w9pE6RYNcCo0Ehr6yu3c+rqHPwfEY2L67IRgNc9SEGBUKD9D/uiGCzng413O8lDArRS1UWUrPhf+Q99jyO4yUoJpXk319OxBUXwbGfGpdcZT9dm7jO/oSmrSo8j4nyF9f+On8u97mD3fHjfhtDoDkn6RwSQxMprC4k41AGFw+52N9D6hQJdi1wfUNYlJ6FJf5rFMWO5gxBU0P0984QNKfV/TFqEJ5zec4TCmmcGu7Zv+ZmAV9ckc3Lq/bhUDUUcB887Po8KaqhLF6DfjH6x0dKayUUCtGNaZpG6dN/5Oj7G0FVsETY6TellKDjL8OSl/UHTX1Abzg8/UH/Drab8Pze7fo8UM7+9HfhBMgeu+YYDUZ+MewXvLLtFT7K/kiCXU/m+gbwz4N/xWCqavWxmmZwBz08Ap/mtDYNg44QNGcomjMMzREK6AdAOzVweqRB5wnJ8EhpbePHZbVN7lu69gAvr9qHU9UwGhQSIoLpF21t+tyGQHj24FgJgUIEALXoAAX33UHFDwcAhfCfnU3SjZMxfrdAmg53kme4C6SzP/11lJgnU3wCAGp1NWpNDYaQEL+NJZC4gt0PhT9QVFNEQkiCv4fUYRLsTmHujBRe/sc07IZKFGNNw1tt0/cGO4qiopiqwVTdrutrTiuqI0wPe47GwKe/d93e8N4ZQnP1Lp4zgE6nxpHS2iZB0OVIWS278it4fe0BACKt5iYB0JMEQCG6Tv3+/eTd8XvqDxwGg4GEBQuIuek3KAXb9Ae4iiREh82dkcKLazbgoAYLA/we6hyqg+wyvdmtP2fsjGGhKCEhaDU1OI4dwzJwoN/GEkj6hvVlbPxYth3bRvqhdK4feb2/h9RhEuxOYXFGNrXF57b+IMXuEfYa3gy10CQEut6qUUzV+ntFQzHWYjTWAqeeFtc0pWHWLxzNEYHmCEdteH/ix2jmZq/hGQIr6xzNBkDQZ/leX3vgpPB39uBYjAaFdTnHJfwJ0QHln31GwV8eRaupwRjspN+Tfybkomv9Pawe5/nvsjD3fRWLuYLqffexOCPbr+HuYPlB6p31hJhC6B/e32/jADDFx2E/lCvB7gSzBs5i27FtfHvwWwl2PZXneXGt0sxoDjOaI6IdV1cbQl81iqkKxVjVEPiqGoOfsarhvmoMpho9CLpnBQtbH5LTiuoKgHbP0BeBao9Cc0TqAbCFjjeuwHdi+NuVX+EOh7vyK/hwyxEJfkK0gVpXx9FHH6bsky8ACDltAH1TfsCUYIP8TP1BikGKJLxgcUY2z63aRFhKKQCXnFXj97M/95Q2Fk4YFP92GjPFx7uDnWg0a9As/rHpH2wt2tqtl2Ml2LWgzaGuwwwNy6uhYGvLPx6nPuNnqnS/GUyVKKaKho8rGu8zOBpnAoOKWryiphkagl4kmj2qMfDZI1EdUWj2SH18HkUhrlAXEWyios5BRSvB70hpLR9uOcKVE/q5wx40hj9/th0Qwpfqd/5I3t13U59XCmjEjaoibtQGFAPw2dzGB7oKJUSHub53//JcI183nLoWH1/A/LTpPgt3zbVcce2vq69O5Nn0LL9+75MCiuYlhib2iOVYCXYtcKoafaOCm61gtTlU6h2qj0dkRHOGoznDob61x2lgqD0h9DV8bK5EMZVjMJfrnysqirkMg7kMONT81VQTmiMS1R6Fao9Gs0Wj2mOossegGGPQnGG4gp8r7Lm4At/Lq/Zh8ygGySut5XBpLRHBppOCn8z4iZ6m/IsvKHz4YdTaOoxR4fR96C5CzxgNBdv0UCeFEl7lVDXmp6US1meNO9hlFmXy8WV/cd/f1ZprueKqiN2yz8qUM1vrhtr1JNi17IJBF3T75VgJdi2Yl5baYqhwNS9WFAVN09xhJtJqprzWTlWdA4PCSX3sUBQffFNRQA1BtYWArU8rj1P12T1zGQZTeUPAK0cxNbw3l2EwVemzf5ZiDJbmDxzXVHND4Iuh3h6NOSQGzRaDatcDYJAh5KQQ7Ap1rhm/pWsPuP8MXaEPwKAo7t98PUOfzPSJ7kCtr+fok09S9u57AITE15P80kuYx5zf9IFSKOFVru8ND6553X1bTlkOFbYKny3Dnthy5a7zh5F5dBcA14yd5PdCDlOcNCluSdrANP7+49/ZWrSVo9VH6RPa2s/RwCTBrgNaC32t+dU/15NXVoumae5Q6Hp/rFKfhmupj11okKnZ2cOOMzTss4ukxblHxeExw1eGwVKCwVyKYi7BYCnRZ/0MdoxBRS0u+aqOUIy2ONQT3irqYwEL0LSg47DHsu66nGJyS2rcM3+uZd7JQ2Pdgc/V4kVm+ETAqCzE9uXzHHkrk/p9B0FRiP35OcQHfYBiP9y4n66m+V+WhHdklTZupdHQ2HFsB1P6TvHZ6zdpufK/zQQNqUDBwENp0302hpbIjF3LEkMTGRc/jsxjmXyX+123nLWTYOdD7/3unA4/99n0LDYeKOZwSQ2KopzUp66oos4dcoLNRu+EQM2EZo/FaW/p6BuHPrN3QuBzf2yqwdBQ7GEMOXmpV7VHotriUW2xDYEvHrU+Ds0eg6uowxXqPJd51+UUszOvnIo6B/2ire7HGBSFxRnZJ83uySyf8KWKzz6h4ImPUB0GjEFOkieVEWb9QL/Tcz/dpDulUKKL2FU7+8v3A3BGnzPYfHQzW4u2+jTYQUPLlRX7cJrzABgaNYRgU7BPx9AcOX2idbMGzSLzWGa3XY6VYNdNtCeUuEJgc46U1lJeawf0nXGdC4AmNHscTnsczubuNtRhsBRjMB/HEHQcg8X1dgzFWIfBrM8GErqvydM01aQHvfo+qPUJqLY+VNb3ITw4gco6fSnbs0ADoH+0lXU5xazL0b9u15Ju/2grh0trmZ+W2mzok7AnvEW12Sh6aiGly5YBBqyjhtL3z/Mxx8e0vJ9OQl2XOFh+EIfqINQcysWDL2bz0c1kHsv0+TgWZ2Rjc6pYrQX6DbZkn4+hOTJj1zrXcuyWoi3dcjlWgl0P1Naw0lIAnDw0jnU5x/kpv6LF8BdkMjRbQNKkgEINJoyBVFT2hUrPR2l6ha/FM+w1vikGO8bgQozBTVu6aKqREFt8Q9hLQK1PxFmXSN+wvk2WcKFxH9/h0lr6RVvZsL8x9LkaOLvCnuesngQ+0RG23VvI++PD1GXpzb9jR1YS/8crUeJj9AdE9tPfy346n8gu1RsBp0SlMC5hHAA7ju3AoTowGXzzY8/zGLODxgzSD8HOA2F+76cHYErQg52ztBTNZkOxWPw6nkDTnuXY/AcexDJwAFHXXIMpOtqHo2yZBLterLXw4vrG01z4mzw0Dqeq8eGWI1TU2k9qgeKpos7RzO2K3uqlNhS19sTmmCqKuRRDUBFGSxGGoKMYgvT3LQW+MqeFkIgknPVJqHVJOOuSUOsTqajDPWPX5Ei2ho//u+kwRzxm9WR2T7RbZSEVrz5KwVvrUGvtGC0NS6/J9fDlPY2Pm3CTv0bYK7lOeEiJTmFo5FDCzGFU2avYV7bPJ6c+nHg27cUf6RWxV4w60+/99ACMUVFgNoPdjqO4GHNSkt/GEqguGHQBmccy+ebgNy0GO9uRPMo/+QQUhcgrrvDtAFshwU60qrUwMy8t1R38XGHPFQJds36efe08A15LH4PBva/PyUiPV2tozdIQ9oxBRRiCCvXAZ7RhDDnUZB+fpilotliO1SdhMSTjrOuLs64vOEOBxsAHrc/uGRSFdTnFzc7uSdDr3TSbjaNPLqT0o9UAWE8fTt9H7sLsOHLysqtikKVXH3IVTqREp2A0GBkbP5a1+WvZWrTVJ8HO1XJl7owUqmxVHK48DMADM2bQN/i4T1qutEZRFExxcTgKCnAcOybBrhkzB85k4Y8LW62OrfjySwBCzjoLc5/AWa6VYCc65VSzfs0Fv+Zm/DyDlufHjQxYtDjqq2NwVo/A7n5clb6EG1yAIagAY3ABhuB8vVVLkL63j4gd7quothjUun4U1vbFFNIPR11fUIObjOHICZW5k4fqxSOL0rNOmtVzBTzPj0XPZzuSR978+dRt3w5A7DWziX/obyhmc2PV64nLrkljfD7O3sq1FJsarf9/HJugB7vMokyuHdH1x7d5fh9whcw+IX2IDo5m7owAWa6LjcJRUIBt9zasY+Tf5okSQxMZnzCerUVbST+Uzg2n3XDSYyo+/xyAyNmX+np4rZJgJ7pUW2b8XDNgnqHvx4MlrMspdle9nric2xj+jKi2Pqi2PsA4931HKoo8wl4+xuC8hgIOvXLXFLHdfS1nfXxD2BuAIWggan0inketuYoyXK/pOas3eWhsk2UXmdXr+So//5D8R59ErarGEBpM8oQ8wmePgmM/6Q+QNiZ+VWGroKBaL1YYFjUMgHHx4wDYdmybz8fjakzsi5nC9ggdN4K6nbsp//JLIn/1a38PJyDNGjiLrUVb+fbQtycFu7q9WdRnZaGYzYSnpflphM2TYCf8qrUm0JOGxDYJSa7g57lU2lzw0wNfOM7qcEKdp1FR0hAIDTV6yLMewRB8BGPwEQyWMoxBxzAGHcMcuRUAzWnBWTsAZ+1AtNpB2Gv7gxrM4dJaJg+NZV1OsXtvniv0ec7quR5z4qye6N600iMU/fkeStL1ABcca6Pf5KOYQ53SxiSA7CvVq+wTQxOJDIoEYHTcaAyKgbyqPJ+fAbq3VD9KbHjMcJ+9ZltEpp1H8X8+pvrH7TiOHXNXyopGaQPT3MuxhdWFJIY2/p+u+EI/8zl06s8wRkb6a4jNkmAnAlJrQcipaqia5p7d86xo9Qx9rhm2yUNjGxodg7NmGM6aYe5r9Y11UFiXg9F6GKP1EEZrLoqxHlPYPkxh+g+IIE1Bre+Ds3YgW4oHoZgGozmiTmqm7JrVW5dTzKQhMSfN6p24bCuzet2HvbCQvDvuoPYnfVkt5sqLSLjtOpTjP0kbkwDj3l8X1VicEGYJIyUqhb2le8ksymTWoFk+GUu9s57vj3wPwGkxp/nkNVtVWai/AUGmIqyxNmqLLZQve5XYX14s/3ZP0Ce0j3s59rtD37ln7TRNa1yGvTSwlmFBgp3ohtob+oCTllKPuN4X1wLDcVYPb5j1s+nFGVa9GMNoPYTBUuJRjbsRM6DZYrFXD8FZMxStZihORziAO0h6vqbnrJ5r2VZm9bqPqjVryF9wP86yMgxmlaSH7iXimtv0O80N30KljUnAOHF/ncu4hHF6sDvmu2D3SfYnFNUW0SekD+f1O88nr9mqTUth9VPuTyMHhejB7p3XiS1dqM80T3/QjwMMPBcMuoCtRVv55uA37mBXuzUTe34+hpAQws4YCSufhIlzAiYUS7ATPUpz4ejZhv1vJ87uQeNZjo2ze/HkloRypDQJe9kkABRTBUZrbkPYO4gh+AiKpRiLpRiifwT0fXrOmiE4q4ey/uBQNGeoO7y5uAJev4awN79hrK79eYCEvACiORwcW7SQ4tf/A0DwoD70PX07lpQgORYsgHm2OvE0LmEc7+19j21FvtlnZ3faeW3nawDcfPrNWIwB0Ctu4hwYfpH+ccE2Ij64m6PbYqkvg7oZ/yZ43Nl+HV4gmjlgJk/98BSZxzLdy7EVn38GQHhaGgZ7qR6Wh18kwU4IX2l9H19Mq7N7k4bEYFBiWZcTgaPydP323FKMIQcZkJzPUdtPGILz3fv0iN6IpimodX3ZWjkcozUFZ21/jIoJp6a3ODixj54rdF736oZmZ/Ek7PmevaiI/HvmUrNFDwHRw6pJGL8VgxHZTxfANE1rbE58YrBrKKDYVbKLOkddlx/t9dn+zyioLiDOGscVKQHS4+yEpVZjkEbY5DOo/N8PlK/bS/B5l/lxcIGpT2gfJiRMYEvRFr06NuUaKr76GoCIAFyGBQl2ohdry+weNM6oNe6Z60tuSTQHskbQP/oSDucWYwo5gDE0B2PIfn3Z1noErEcwxWagOYNxVA/FUD0cR9VwNEckRkVp0lbFswrY9TqThsRI2POD6vXrybtvAc7iYgwmlaQ7f0XEz6+QY8G6gYLqAqrsVZgMJgZHDG5yX9+wvsRZ4zhee5yfin/ijD5ndNk4HKqDV7e/CsBNo24KiPNhWxKZdp4e7D7/jIR756OYJBacaNagWWwp2sK3B7/l8uMDcZaWYoyKIHSQVf++AI3vwe/fF+RvUAgPJwalZz26xztVjUlDmu6f03vajWPD/v6syxkFQN9YG0cdOzCFZmEMzcZgqsEc8RPmCL2a0lnbF0fVaShVp+GoS3QvB3tW3Hru0/MMe66Ad2J7FQl4nac5nRx/5RWOv/gSaBpBQ/rTd8Qmgn5+xQn96GQ/XaByFU4MjhyM2Whucp+iKIxPGE/6oXQyizK7NNh9eeBLjlQdITooml+m/rLLXqdTwhNh6gOEjb0A46LXcR47TvX69YSdFwB7AQPMzAEzWfjDQjKPZXL0uw8AiIjPR3nt/MYHec7k+3mvogQ7IVrhGZhcHzc3q+cKXY2zerPILTmXI/nVGILzMIXtJTr2ANXKfozWPIzWPIhPR7VF46gaiaPyNDYd1IDG60HzYc9zT57nx6LjHId2k3/3HVTv0fufRV08nT6/nIDhm42Nv4kfz/LjCEVbtFQ44TI2fqwe7I5ldtkYnKrTPVt346gbCTGHdNlrdUp4Ikx/EAWIuOQSSv/zH8o/WS7Brhmu6tideZupXbEKIxB59yI4LaXlmXw/kmAnRDu1NKsHNCmK0Gf1Qjlc2h9bXX+GRsay/uBBTGF7iE/cRwU/YbCUYolZhyVmHZojBFPV6Tgrx1JfNRgwsOlgqft1muuZ55pNBCm86KjazEyO3PEHHMWlKGYDSROKiYx4G755W3+A52/iA6f4/Zu2aJl7f11U8+ewjksYB8C2om1omoaiKB16HVdj9ebOe53/xb85WHGQyKBIn5xy4Q2Rl11G6X/+Q+V33+GsqsIYFubvIQWcWYNmEbRqE8Y6O+Z+/QiecRV4/vsJoJl8CXZCdNKJM3muo9Q8Z/Ual1LPAM5gXc5xNhwopE+fQ5QrmRjD9mAwVWOM+gFj1A+YHWHYK0bjqBiLxTYIMGBzqkBjwJs0JMY9Bs/lWdfnEvJap2kaZe/9l8K//Q3sdiwRdvo99ShBI07XHyB76rodzzNimzMyZiQWg4XS+lIOVRxiUOSgDr2O0aC4t1B4hrvnv9tLev7bGIPhhpE3EGoO7dD1fS349FFYhg7FlpND5TffEHXllf4eUsBJG5iGc9ffADBeMK3DvxT4ggQ7IbykuWVbF9f+vLkzUlickc2G/SXMTzsdOJ1F6SmcPSSSWi2bvVVrMIf/hGKqwhKzHkvMelR7JI6K0QRVnUF9TeNh3QZF/+HiWV3rur7swWudWl9P4SMPUv7pVwCEnzmcpAGrMEY6Gx8U2U9/H0C/iYuW2Zw2DlYcBFpeirUYLYyKG8XWoq1kHsvscLBzhTnPcLc4I5sXNn6Ctd9RwsxhXDfyug5d2x8URSHyF5dx7JlFlH/8iQS7ZsTaLEzYr3/842gr7tKchr2KgfQLnwQ7IXzAM1g5Va3ZPXKL0suZPPQ2Dh2voNC2g+S+e6kwbAVzOZbY7yH2e4x1SdjLzsBRMY51OZxUXXvNkvUNoVF65LXEnp/PkTtup253FigaCWMqiRmyUl9V8Vx2nXCTv4YoOmB/+X6cmpNwSzh9Qvq0+LhxCeP0YFeUyS+G/aLDr+cZ7l5csQ+b08mgMWsptsN1I68jwhLR4Wv7Q+Ts2Rxb9Cw1mzZhO3IES79+/h5SQKn49luMTo2DCfCpuoWrXXc07FUMJIZTP0QI4U3zPKps55/w8aQhseSV2jk7cQp9HXMo3/sQA+x/wFw7Dk01YgwuIDjxc0JTniS471sQuhujovfHW5SexYb9JQBs2F/sPuHCcxbPVeyxOCObZ9N7XzFA9fr1HLjyKup2Z2G0OBnw0G+IffYLlJ8v1h8wezHctlp/O/OWgPtNXLTMs3CitWUyVz+7bcc636h47owULEZ9m0RwxF6K7QcIMYXw65G/7vS1fc2cmEjoOXpT9vJPP/XzaAJPxWf6EWJrRxnYdmwbhdWFfh5Ry2TGTgg/aa3i1rVPb/LQOGAUi9IHcNbQm4iM30mlaT0/Ff/kbqGi2qJwlE3CVjYRzRmGUVGaHGfm6oV3YsjrTTN5mqZR8tprFC16FlSV4NTB9Bu+AfP5F7XeyiRpjK+HKjroVIUTLmPj9f2S+8r2UV5fTmRQxw9wX5yRjc2pYjEqGGK+A+CaEdcQFRzV4Wv6U+Rll1G9bj3ly5cTd/vtAb2PzJfsBQXUbNoEQPl5o8H+E98e/JYbR93o55E1T2bshAgg8zyqXE+c2fvvrTN49Rd3M9n6ONX77+H0sNkEKWEYLGVYEr7WZ/GS34HgAxgV/dza5kJeb5vJU6urybtnHkVPPwOqSuSFUxn44JWYQ516gUR+prQy6QFOVTjhEmuNZUD4AAC2H9ve4dfz/AVp6R8iMVqPoKlmbMXndvia/hY+cyZKSAj2Q7nUZmb6ezgBo+LLr0DTsE48g3PG/xyAbw594+dRtUyCnRABbt4JLU0WpWdxz89+xjtXPsF1ya9Sm38VVnUwiuLEHLmNkEGvEDTwRSwR23FqDoyK0mrIO7HowhXyegJ7Xh4Hf3U1ld98A0aFxIllJEW+g+Gb+foDPpsLS6bCR7dKK5Nu7lQ97Dy52p50tJ+dZ6i76/xhvLLtFQBGR1zIyyuKWJyR3aHr+pshNJSItDQAyj9Z7ufRBI7yL/Rl2MhLLyVtYBoKCtuPbaegqsDPI2ueBDshuhHPfXmLM7JZ/N0h5p51HTcMeIbqA3cS5ZyCEQtG6xGC+i4jdOgzGKK+x2iw49S0k0Jev2gr0PQHlWeI7M6zd7WZmRy4+lfU79uPMdjJoIXzif77Vyi/W63vpYOme+quel2CXTdVVldGUW0RcOoZO2jaz64jPP8f/lD4A5nHMrEYLCy+aJ67zVF3FXn5LwCo+Oor1Pp6/w4mANTn5FC/azeYTIRfcAHxIfFM6DMBgG8Pfevn0TVP9tgJ0Y20Xl17PnNn/I6F3/7Ia9vfJjh2AwZLCcGJn6HFZeAoO4e64ikYCXWHvCOlte6WDT2pL175519Q8Kc/odlsBA0dSP/TNmKeMPHktiXSyqRHyC7TZ8j6hvVtU+84VwHF9uPbcagOTIb2/Sj0/H/wz+3/BODK1CuJD4ln7oz4dl0r0IScdRampCQcBQVUrVxFxIUX+HtIflXxxRcAhJ17LqboaABmDZzF5qOb+fbQt/xm1G/8ObxmyYydEN1Uc9W1izOyeXlFEXeOv4ONv15JsuN6VFssiqkGc1wG4Sn/wBibjtFY7w53Lq6+eN15iVbTNI4tfoH8++5Ds9kImzKRQX+6EnOo2rifLj8Taor9PVThRW3dX+cyNGooYeYwah217ud2xHeHvuPHwh8xGUzcfPrNHb5OIFEMBiJnzwagfHnvXo7VNI3yz/VgF3Hppe7bA305VoKdEN2c5x48z5D36uoj7M0eza2DX+GZqc8QpPYFQy1B8d9hHbKQ+H7f46TOHe7W5RR36yVata6O/Hvv5fj/+38AxI6opF+/TzGk36c/wLWfbslU2LdCWpn0IG2tiHUxKAZ3dWxmUWa7X8+pOnlx64vMX6Xv1bwy5UoSQ3vOv6XIy/QCgao1a3AU995fgup27MCem4titRJ+/nT37YG+HCvBTogepLmQd8/MEezJGczxvXdwfsx8BkcORjHVUBf+OVHDn8YQ/T8mDdWbqZ64RNtcqAvE2Tt7URGHbvyNXr1mMpJ0VikJ/7eo5f10U+7Sm4pKsOsR3IUTMW3fKjA2oSHYtbOAori2mN999zv+uf2faGhcnXo1C85c0K5rBLqgoUMJHj0aHA4qvvjS38Pxm/LP9aKJ8BkzMISENLnvgkH6EvW3ByXYCSF85OSQN4LnZ8/h/LC/U5t3NRHGRJxKJcF9viDL/GdM4TsA7aQlWtD76524ROvi7xm8uj17OHj1r6jbvh1jZCQD/vEnoobUQlyqvn/Odc6raz9d8jgJdD2IqqnuPXapUW0PduMTxgPwY+GP7C3Z67792fSsFqtaH/xyORd9cDkbCzZiNVl56ryneOScRwgyBnXiKwhMkZddBkD5J5/4dyB+ojkc+i+KQMSll5x0v3s59vh28qvyfT28VknxhBC9gOdmb00zMPfsa7h9+gN8uu9TFm58jlr1ONZ+b5NoOY2q/EspOBaDUVFwapo+Q9fwsav/ncuJRRa+Vr1uHUfuvAu1pgZL/2T6P7EAi+GofmdBQ8Wj9Kjr0fIq86h11GIxWBgQMeCUj3+2Ycb5lp+NJtgYzPHa41z12VWMiR9DtGMqRYXD+WF/FdB4bJimafx2+T/YWPY2iqIyNHIoi6YtYkjUkC792vwp4pKLObpwIXW7dlGXlUVwavconPKW6o0bcR4/jjEqirApU066P84axxl9zmDT0U2kH0oPqCIKCXZC9DKeIS/v8BiKds1j6pk/savmUwptu9Bi9zAo+nwO7juXyUP6si6n2D2Lty6nmGuWrG84EYNml2p9VT1b/sUX5D/wINjthAwIpt/EzRi/+FXjAzzPfZUedT2Wq/hhaNTQNlW3Gg2KuxL89Qte581db5JxKKOhWfF2goLDOOfM6Ty7+hgAvzk3ges/mcehuh9RFLh0yKU8MukRQswhrbxK92eKjiZs6s+o+i6Dik8/Jfi++/w9JJ+qaCiaCL/wAhSzudnHzBo0i01HN/HtwcCqjpVgJ0Qv5lQ15s8czdwZV/DENzP5d9YLmCN2UGz8jj4jN1NWfw0wUH9sw4zdupxi95m0ze2/88XsXcmbb3L0yacACJ82ieT4jzD88lV9+bVgmx7qZi9uXIYNT5Rg10NllbWvItb171UPd6k8PeNpnvr2B17f9l9ik7ZQ5TzGzqrPCBsKL+/9hCUHSlDMpRgx89A5D3JVylW95qityMsuo+q7DMo//Yz4efNQjEZ/D8kn1Lo6Kr/V985FelTDnihtYBpPbnzSvRybHJbsqyG2SoKdEL2Y58ya1RDLH057jDNGFPHkD09yqOIQNeaXGTNhMpOjfkvmQYe7ctapNW3A2lz1bFfQNI1ji56l+NVXAYi+4Qb63HQRyr8+atxT5yI96nqF9pw44eIZ7l5csQ+bU2V+2u+4Y/oQ1uav5f297/O/vP9hCs0BQLPFsOyKlzkt9jTvfwEBLGzqVIyRkTiKiqjesKHZJcmeqGr1/1CrqzElJWGdMKHFx8VZ4/jNqN8wMGIgEZYIH46wdVI8IYQAGostpvSdwvnhC6k/Pg0FAwdq1/F5yTxuuaCKyUNjmxRXLErPYuiDX/qkqEJTVY4+/rg71MX/9lf0mXMxytEd+gPk3Nde4cTiBs9WJ+35Nzd3RgoWowGbU8ViNDB3RgpGg5Gf9fsZL8x4gV/1eZn6YzNwlJ5L1YG7+C6z+eW4nsxgsRBxycUAHP/bg6hFB/w3mMpCWPmk/r6LVXzuOkLsEhRD6zHp3on3clXqVYRZwrp8XG0lwU4IcRJFM3PnuLm8e+k7DI8eTnl9OfNXzWdzzT85e2god54/zL3k6gp6zRVVeKstiuZ0UvDQw5QuewcUhcTrJhFX9SzKq9Ma99LJua+9gmuP3OKMbGodteRW5gLwv59M7fo3tzgj2x3qbE61SVhcnJHNkpWl3Dn+Dnbf8zLzZ4x1v2ZvE33DrzGEWqndf4zDd85Hra72z0AqC2H1U10e7JwVFVStXg00bUrsqbXKaX93CQBZihVCNMNzifadS9/h5k/+xtaKj7BEbaIy/Cizxv+DjG0W92OcmsZ1r25g2a2TvL4sq9nt5N1/P5VffQ1GI8l//iORkXtg2EcQEit76noZz2XUY7Z9qJpKsCGCV1YUMT9teJv+zZ34b9T1ucuJ/36b7sujS7cbBJqgIYMZ8Pc/kXvPQ9Rs30Pu737HgH/+E0PoqY9u644q07/TjyJMGUZQC5XAngU4gdQlwEWCnRCiVWaDmQnh19EveBybal7icOVhrvviBmoKZjNv5g0oisJ/Nx1mXU4xgx/4Ag2aDXUdqZjVbDaO3DOPqhUrwGym76JniBgVD0vuhDG/lD11vZS7YOeHZViToaoyrsOhzvN6i9KzmDQkptl/v549IXuFykL37Jg1qpoB04rJXduP2k2byb3pBga8uAhDn8E+G4O7fZHrPXj/F7jKQireehGAiEsubbFIprmg76t9xm0hwU4IcUp6GEulwnY+1308j0N1PxCc9DHHglUenvQwc2ekMPTBL08qqnDpyG+ymt1O3r33UrViBUpQEP1efIGw887T99GJXm/ujBRe+emQ/oktqc0/TD2P3Tvxeq77W7qWv39g+9SmpfrSZwNrLAyYcoTcVbHU7thD7s030f+9LzGGdeHM3QljAJq2MZr6gH6CjJfYD+6mem8+oDTblNhT8wU4/g91IMFOCNEOEZYIzo++n53Vn7C5chnLc5aTVZrF+KD57r12rqbG0PHfZDWHg7z7FlCZ/h2KxUK/px8nbGi4HupO/M29phjOuVOWXnuZJ7/diCF8KwC2itNYnJHdpn9frc0YB8IP5YAxcQ4Mv0j/uGG7g/WmZxhweRi5C56gNqeIw7fdRv8lS7ou3DUzhpO2XHhR5cr1oClYT0vB0q/fKR8/d0aKO9S5CnACgQQ7IUS7zJ81HPgjGwumsWD1AnaX7OYn+73cOPXP/N9FF7iD3KL0LJ7/LhundvIMSWvLsprDQf79f6Tym29QzGb6vbCYMHUdLLmh6QNP/M1dgl2vsTgjmzd2LsUS62BCwgQm9L2wV+5/61LNLXMmjcV6xjgGvJFK7s23ULtlS9eGuxbG4NUtFw3LvZpTpfzrdAAizhzUuDLQynJvcwU4gfDvT6pihRAdcnbS2cyKfgJnfQIGcwVflzzCytyVzJ2R0uGKWU1VKXjoYSq+/FLfU/f884RNGA71VXDDR3Dbav03dtDf37Zaf5s4xydfs/C/xRnZPLtiC9a4HwG4bcxt3D0zlflpqb22ctXXrKNHM+D11zFEROjh7tZbcVZVtf9CPmxh0hL7dy9xbO4l7LvsV9TtLwRFI6L8Lb3CfslUfTm4GZ4rEVl/uyig/v1JsBNCdFioIYE5g5/hnKRzqHXUcvfKu/nv3v+671dorJiF1hsZa5rG0b89Qfny5WA00u/ZRYSfP13/pr/hRb0CNnlc4zKM6zf35HEyW9eLOFWNyRN24tRsnB57OpOTJwO4f6HoNcUNvhSeeNKsuHX06Y3hbutWDv+2A+GuPS1MmhlDR2lOJ5UrV3L49j+w76GPOL4zAkeNCUNoMIlnlGP65XOt/tLYUgFOoIQ7WYoVQnSYaynVrr7E3zb8jQ+zP+TxDY9TX3Qh89NuY+6MFK57dQPrcordxRUt7bU7tngxpW+/DYpC8lNPET5zpq+/HNENzDkvgXc+/AaA3439XZPKxUBYBuuRwhObLVKwnj6KAa+/Tu4tt1Cbmcnh395K/3+9ijGsC5r1tjCG9rDn51P24UeUffghjsLGMBly5plEXf1Lwkf3wfBG2imXe9tSgONPEuyEEJ1mNpj5yzl/IadQI7PyI4ISvkaN6oum3c2yWye5Q92Jy7Iuxa8vpfjlVwBI/PMjRE6b2LjHRYolhIe3dr9FraOWETEjmNpvqr+H0+vp4e41fc9dZiaHf3kRyYuexzKyhaO4fNzCRHM4qFq9mtL//pfqNd+DqgJgjIoi8vLLifrlVQQNGaI/uI0V94FegCPBTgjhFYqiMCH8eiyGMH4o/zev7XyNSlsl4dW/xKlp7mXZEzcYl77/PkV//zsA8fPmEX3ttfq+m1O1OZBg1+tU2CpYtnsZoO+ta6nPmPAt66iGcHfTb6g9cJycK24g9Nxzib72GsKmTkUxGhsf7KMWJrYjeZR9+AHlH36Eo6jIfXvIpElE/fIqwtPSMFgsTZ/kxeVef1I0rYXGU91ARUUFkZGRlJeXExEROAfwCtHbfZD1Af+3/v/Q0LCXj+X3pz2EQTG5KxddyxgVX33Fkfn3omgaB9Ku4KLFf9V/WJ/4W72cLNGrPNtQXHPi7Mcr217hpcyXiDL1Z/V1n2NQZJt4IKn7/lOKHr6b6sJg922mpCSifnkVUVddhTkhoUv/b2t2O5UrV1L2/gdUf/89NMQbY0wMUVdcTtRVV2EZNKgzX6LftCfvyIydEMLrrkq9ijV7q8gofg5z5DayeIFnpj4D4G6FEvvTZsb9828YNI0jUy5oGuo2LdU3LXt+g5eTJXqN5o5sqrZX86/tbwIwPuIqCXWBwiOoBVtLGTCtBNuZj1H6Qx7lX63CUVDA8cUvcPz/vUz4jBlEX/MrQiZNajrb2sn/27bDhyl7/wPKPvoI5/Hj7ttDJ0/W986dfz7KibNzPZgEOyFElxgUPJmL4q2sKn2aNXlr+H3671l8vt6q5Jt3v+G0z5ZgcDooPOM8Zi55pvEbvatSbvhFMivXSzV3ZNNdn79IvVpFpCmZZy/5jT+HJzw1s7Rq+fEv9FEg/gKoDLua0m011G7ZQuU331D5zTdYBg0i6ppfETVpGMYWLnsqms1G5YoVlP33v1SvW+++3RgXR9QVVxB11ZVYBgzoxBfWfclSrBCiS205uoU7Mu6gyl7F4MjBPB/ze4r/8BChjjo2JY7khm/fbfrbdH6m3j/qttX6b/EtzeCJHs/VVsJicmAe/CQGUzV/nfJXLht2mb+HJlzauLRat3cvpe++S8XyT1FragBQLGYsCWGYh4zE3H8w5qRETElJmJOSMScnYYqPb7o/D7AdPEjZBx9Q9tHHOEtK9BsVhdApU/TZuenTUcxmX331PtOevCPBTgjR5faW7OWOjDtI3l7A/I9VghywPW4If570W+646HTmnhV+0g+H9KEPkTZjln6b7KnrtVIf+got4n8EJ35O37C+fHb5Z5gNPe8Hd49w4i9lzXBWVVPx+eeUvvsu9Xv2tH49oxFTnwQ96CUl4Th2jJqNG913m+LjibzqSqKuvApLv77e+zoCkOyxE0IElOExw3nDeAtlH/4fRhW2DDWw4aaZ1G82syg9i7MPreTs3FebPCct52+Q8zf9Ey8f9i26h8UZ2djUesLiVgMwxPRzCXXdnDEslOhrfkXUr67GduAA9sOHsRcUYC8oxF6QjyO/QP/86FFwOHDkF+DIL6DWdQFFIfRn5xF99dV6xa1JYsyJ5E9ECNGlNFWlZOlSKp5+BqMGW8fE848LS3DWvE7q2FHs230Bf8kazD8GXc6+uPPZsHU7C82vdulh38L/Wqp8BT3Qrcs5zob9JVx4Ti5ryyoJNcbx5fq+LA4LjPM4RTPa0S5EURSChgxp7CF3As3pxHG8GEdBvjv4oWlEXHQh5uRkb4+8R5FgJ4ToMvb8fPL/9BA1GzagALk/u5hfvbwQ+563eXHrixTYfiJ86F4qj49h2NHlPHBoIjdMmgpbX5Uq2B6uucpXcO2r24MxJIcJZ+xnS5V+HN3dE2/jWNJpzT5HBAgvnA7hohiNmPskYO6TgHXcOK9cs7eQYCeE8DpN0yhfvpyjf/0balUVitVKnz/ez4hf/QpFUfjNqN8wc+BM/rrhr3yf9z0VcVuYEd0XQ8V6zjltKGxtvNbijGycqtZqt3fR/ZxY+XrX+cN49Ot03t29nOgR23EoZWTre+wZEz+GK1KuIGhEEOD/I5uECGRSPCGE8BrN6aTy2285/so/qd+7FwDr2LEkL3yqaWPQykJY+wLa0On8JfMHvin7hBqLexcNZ5uimT70UnLKzuL1VVXMTxsuMzTdUGvLrYvSd1Jiz6fSmc9XezMxR/yEIajx/M4ISwQXDrqQS4deyrj4cXLKhOjVpCpWCOFTjmPHqPj6G0qXLcN24AAAhhArsTNHEPvgP1BMxqYtS1zVcw1UYK01mHcjwlljDUbz+CEeZoxn5uApjIwZycjYkaRGpxJqDvXxVyha0lx40zSNClsFc/69gm0Fh7lkfChnDDFxuPIwBysOsrMoh2rn8ZOupalGZg0+n0uGXMJ5fc/DYuw9TWWFaI1UxQohuk5lIdqPr2PvM4vqHzZT8cm71GQXuQ/XNkSEE3Pjb4iZORbju5dA7f3685ppOjzX9gfOOXsy1/Yr4bzP5mLrdx/79tqpCd9PRWghhOZR5TzGJ/s+4RM+cT8vzJjAqITB9A/vT7+wfiSFJhFrjSU6OJqY4BiigqIwGeTbW0szZs+mZ/HjwRLOHBTTZInb8/Z7ZqZQ56yj0lZJpa2See+vx6nUcPv5ye7bKm2VrC8/ws6CoyzLtTMw3kBZXRnHa49jU21ggZCBsLJEfztRhCWCYBLJKwqD+sHUlY1i0IBxzBggs7NCdJR85xOiJ/Fs5gte+1hd9yp1YZOpO1BI3cbVVH+/CkftW01eOnjkMCKtm4n8v9cxDjtHn5U70XF9PxUF2wC4bFQMM87sD8f1ZdgZ09O4fVcBtuKxUAx3zRjAmSNLWbJxJaWOgxTbD1DtLKbKWcTGgiI2Fmw8+TUAUIgKiiQmOIbaWitBhnDG9UskxBRCiDmkyXur2aq/N1kxG8yYjWb9vcGMxWhp8rHJYOKFjH2YDEbmzkhFQUFRFHeAAk7aD9iWPYKapqFqKiqq/r6ZN4fqwKbasDvt2FV7k4/f+/EAmuLkotHx2Jw29/17avJZsbeA5QctXHVGEnXOOmodtXx9OJei2koOHoGfvrFS66ilxlFDbmk5dYZafsqz88ZbdlRNbRxkw+TZg2tOHr85AqqBXcVNb7coofSNSKCuLpTcIiOKMxp7XRy/GjuB+84/l7fWHmdRepb77GBXQ2KQ4gghOkqWYoXoCs0FrBGXwJ4vGt83d19HbvP8uP9Z8J8r9Aah0NgstA0fa3YH9hdmYZ+2GPvRY9g+f4b6mOnYDh3BllcAWtM9TorZhHXkMEL5gYg/LsWSlKBf64pXIS4VDvwP0h+B8xaAAvzvH6f8Y3tn/H94cL0Bi9GAzamHivkNgcj1A//28/tQ7sjnv9syGdinlryqPKLCq6mwl2Gx1OCgGkXx7bc1BQOqBmgKJoMRs9GAQ9UnMZ0qBJmMBJkN1NmdaKj6m6ZiUMChOYHA/TasYMDpCCYqKAKLIZTCUoWU+Hgm9Esmu8DBj/trOT91IBZDKF9klmEiFFt92P9v797joirzP4B/zgzD/X4HBQRU1EC8LCCWAoqiq4Xpr7Rw082sLcxVN9d87RZZW7a52UVdNX9e8mflpax2szRUIFTAC5fUFEERUrkocr8NzHl+f8zMYQ7MDAxxHb/v14vXnPOcZ57zzNOZ8dNzzpnBy5FjsSr6IaGd4X/7AXIFD1OpBNfenimEOHWoU9NVTsiDjE7Fkp6huuAdzXWtZaZWwOj5QM6B1vK2ZfrWOXRum3pZHYw62q6tXtttXa2rL6ypH71CW089AsplJ3/xo7ZtXSnTXJ4r/pJfxgDW2ARFTR0UFSZoOZeDlvuVUFyxRsu//w8t9yvRfNEJzSeXoeXefYB3A75TfSkwbACcVy1zkNpbw2LEMJi7SGBZcwwWsfGQoBHIOAmUJQFVquveDi8VHzepegKd+rvq6suRmfQVNqZVYdW0MNHszcbEazCVtv7gu4XUDmum/w43b7vizLVyTPR3wud/nICnd6TjzNVyhPs7YIyPDNtP/wxOWofZY20QNtQMx6/+ilM3boOTyBE02BzNrBHXysphZ8WjuqkeTjYAz1pQ2dgAcAqYy3go0IIWvgUcx+t+DQAYeHAcAA5QQAGFQhg2cFJAzgC5vP3zDLm5kwMHCWRoUXBgzAQ2ZmZwsLCETCpDVT2Pu9UKMCaFt4MtfJ1tcau8GfllDRjp7gAJZLh0uxYSmEKhMMEjfp6YOsILp/Oq8OOlCpjADM0tMiz4nT+emTAMh86VYWfqLchgDnmLTHTzivq/y9UcZfjWDGBH039Akyq8aYa6j0/kCaFOruCFWUxt4U29Tne+EtI1/SLYbdmyBRs2bEBJSQmCg4OxadMmhIaG9nW3WtWUAEnvArcyAEWL9jpSmfIf3fJ8ZR3NdXDK5cpCwN6nc48uI5Tt3r2qXJZZAs31+tfVdJV3hWbQqisDLh5sX8cjGEjfrL9M33pnt3kEt4abjrZrq6ctXHWlrr6wpn5sE7C6grUowMs58HfLwTc0gr8vA/vlJvg7ZuCT05VluVZQ7NgLRcV9KK7YQ5Hzb/BlzlAkvQBFfRP4Og+wA4tVLboCx9Q/1m0L5HyvWjYDoDyHxkkZZE42kDlaQtZSALOgCTDzcoVp4WcwMefBcapTqVYAMj5o7WzGv3W/EM0Zu2n/AHwnKU/JHl4qfFfdxyfysPH6LNE/9Jpfh6EOBcumDMXGxGvYfDIfcgWPif5OOHO9XJgNUq9fuCkBr1Bey+dvORxPjxyGe3fycPKusv+TRyv38/SOdJzJVYXDuAmiU4EvTNOoc/0uJvjbYceisdiWko8tSfkI9bXHuZv3IZNyaOYVeH6yLxhj2JF6AzIp0MwrMM7bHplFFfjjwz74Q7gP9qX/il2nbgJMgqWT/LHkET/sPl2I7SkFYOAQHzkMf4oYik9SCrDp5HVM8HNG+vUKrIgejhXRI7T27+MTediYfk00s1kgbR+6hv/tBzSoxnHXX5THcNxIYHjGD2hUlb/9e2X532MCsPen1hk2zfC1fOowYfw1t2kLb5oBve3pVn0zcjRTR0jX9XmwO3DgAFatWoVt27YhLCwMH374IWJiYpCbmwtXV9e+7p5STQmQubvjemWXda+rl1XXFnX6se1yZ9Y7KjeUtuBm5BgD0NIC1sKB1TWANUrA7leD1UqBW8VgLQqwChPw134FKzUFy84Du2UO/scksBsWYIcOg+Vbgd/4FlhjI9htG7DrH4CvsAP75X2wSnuwn+PBt/BgFU7gU94FX+cC/vtF4Jt58E0ewP43AXgAh5epeuUC/LgbgBPw00eqMjsg6wfVsiWAUigvhqpWlalOn3IMUlMeJhY8TMwVMDHnITVXLVsoYGqtgMxKAakZD44r1hiJY0AZAAstgzRpNSCvBTK2AmEvAWZW2sPbyNnK+j9tUJZr+dJhXbM3alKOE07NqoODqVSCz5dOEJ3ia7veNghqhh9d4VB7HRecuV6O8etOqeqMwfKpw5TPkSv3tXb6BADAnp8qIW9Sln21tPWU477Uq6rnhgvt7/mpUlU2TijbkVyiKgsUBaF/JxXo7J/m2Bkaugwp19WWuj9tw1v6jXKcuV6uM7BrrhNCukefX2MXFhaGkJAQbN6sDA48z8PLywsvv/wyXn31Vb3P7bVr7Np8NcNAxhiEy3lalzkt5apAwAD2u+eAs/8Lxjjlumq7+jnM0g2oLWst5wFYuYPVlLbWt/IAqylRrXOAtQdYdTHAc2BW7so7LdXPt3QFau+qnucGVlMKxnOApatyP5YuQO095WlGcyeg/r6yrrkTWO19MFN7sIYqMFN7oL4ajAeYzBqssQ5MagnIG8AkFmDyRjDOFKylGYCJMqwxTrmv/nQWiGOQmKj/eEhMGDjVulTGIDHlIZXxkJrxreumPKSDR0JaeQmSic9CYiYFd3abMoCBtYaxzizrCmz6rt3zHCP+QfC22zSvQdTx80O6ZnqA1nCnDmW61ldNGy4KOtfeVs5Itb3eq+16Z+qo+6O5LwDtyoQA2EH7usoMqauvT23HUT1WnS3X1xYAndfKTfR3wudLJ2j970tfPE1I5wyYa+zkcjkuXLiAtWtbf4JEIpEgOjoaaWlpfdgzKP/hKUgFitJRsi8JfKU9hAisDifCsrpcWSaEJAYwcBrL6nJOY1n1VB3t6Q1cGm10bj9d/ILPb78DoO+3/xgAlzZlLQCcNNblABw11hsBOGgs22tsawKgPnAb2izbqOpba9RVf6dZI5SzVnIop5iaoDzNCADNUM5ktQCQqR5NoPwGNanqNbRex6UVx8BJAE79KGXgJAyclEEi1SgT1hk4KcBZO0LSdA+coxe4miJwLr6QVF0HN3gsOBMOktJz4LzGQXL3PCQBUyAxlUBy4ygkw6dAUnQcXPD/KPd/6Utg6Awg/ygw9hllWdZecfgKe0l5WnTuDsDSSXkjRdhCZd2z24Dg+crljK2GLeuZbdOp7e9Gai538NNDHZ2uWzZlqDAbpA4OylOmrevagqB6dklzxunpHelaZ6D01VHvS1/A0Zy16qh9XWW6Zs90Pb8zoWv51GGisetMubptbW2pf9O1rY6ulaOZOkJ6Rp8Gu3v37kGhUMDNzU1U7ubmhqtXr7ar39TUhKamJmG9urq6XZ1uc3638lopADW5bmhp+I3Xqg1YTJkHOaguDmfCReIcx1QXh0sB1tJaLmHgpKYAkwv1OZk5oGhorWNmCbTUKdfNrME117Tuw9wWnLxKuW7pADTeBycBYOUEruEeYOUMruGucru1K1BfqtyHvSdQexucnQe42jvgHH3AVd8EJ2GAkx+4yuvgnIeCq8gD5/4QcO8SONcR4MqvgHMfBe7eZeV+PALBlV0E5zkaXFkOOO8w4HY6OL9IoCAZCNQIWkMigZvJgFc48GsaMCwGyDumDF5Ze8UBa+4K5UzX3JdVM16qmxQ+iQDm/hE4fAZ4QhV2PvkeCJsP3D4OTHy5dX+j5ymDXcgSZVnWXnH4GjRWuezcg7Mg+gKbvvBmwG9Itj0123bWSB0m1LNLmqHuzPVyIeioLZsyFED7cKIvDOqqo7muL5y0DUq62u8oFHY2QGqWqfevK3SFDHEUPXZUrm5Lvaxp//PhwuybtjEghPSuPr/GzhDr16/HunXremdnv/sj4DQUKEqHc+lP4CtuA4AQTNSBR/iCfE5VrA47qjIhAKnXhTZYm/Zag5JQLrTBxPvRaE9UD6xNe1r6A23t6Xg96mXnkcC9K7rHau6O9ndCti1rt/5u6/rcf7bZ9p7Gtg0ay/9SBaP3Nco2aiyvVm1fo3pcpbFtpapsherxJeXjnOXKx1kvt9aNXqZcjoxXPk5YAhxOB8bGKYOdZtAaF6cMdiHPKoNd0P8og53vJGXo6smApY2lU+dC129Z1hfYuukHwNuenmsb9BQ8w0R/ZyHYnM6/Jwo66kCjDoIKngnfM6emrKc7DOqqow496vXlU4cJ/VPvq+1z2waljuiaPdNVV1eA0xW6dJ3+1HdadP/z4Xr7QAjpH/o02Dk7O0MqlaK0tFRUXlpaCnf39qf+1q5di1WrVgnr1dXV8PLy6pnO2bgDo58ARj8Bh3HZRnONXZdMXtU+uBH9tAUslxHiR23bulKmuez2EDB0ams/OhPADF3uA20Dh+b68qnD2t21qRn81D7QmPFTBx3NMKhZpq+Oet+az9EWiLTdEKItAGorA7TPnumqS7NmhBC1fnHzRGhoKDZt2gRAefOEt7c3li1bRjdP9Beas21BTyq/AkWNvsdOdx0dNwUQQgghhjAk7/R5sDtw4AAWLVqE7du3IzQ0FB9++CEOHjyIq1evtrv2rq1eC3b0PXatoWfiyxRYCCGEkF40YO6KBYD58+fj7t27eP3111FSUoIxY8bg6NGjHYa6XmXjDjz2YV/3om95jO7rHhBCCCGkA30+Y/db0G/FEkIIIcTYGZJ3OvjiLkIIIYQQMlBQsCOEEEIIMRIU7AghhBBCjAQFO0IIIYQQI0HBjhBCCCHESFCwI4QQQggxEhTsCCGEEEKMBAU7QgghhBAjQcGOEEIIIcRIULAjhBBCCDESFOwIIYQQQoyESV934LdQ/8xtdXV1H/eEEEIIIaRnqHOOOvfoM6CDXU1NDQDAy8urj3tCCCGEENKzampqYGdnp7cOxzoT//opnudx584d2NjYgOO4vu5Oj6muroaXlxd+/fVX2Nra9nV3BgQaM8PRmBmOxsxwNGaGozEznLGNGWMMNTU18PT0hESi/yq6AT1jJ5FIMHjw4L7uRq+xtbU1igO0N9GYGY7GzHA0ZoajMTMcjZnhjGnMOpqpU6ObJwghhBBCjAQFO0IIIYQQI0HBbgAwMzNDQkICzMzM+rorAwaNmeFozAxHY2Y4GjPD0ZgZ7kEeswF98wQhhBBCCGlFM3aEEEIIIUaCgh0hhBBCiJGgYEcIIYQQYiQo2PWxN954AxzHif5GjBih9zmHDh3CiBEjYG5ujqCgIHz//fe91Nv+YciQIe3GjOM4xMfHa62/Z8+ednXNzc17ude966effsKjjz4KT09PcByHb775RrSdMYbXX38dHh4esLCwQHR0NPLy8jpsd8uWLRgyZAjMzc0RFhaGs2fP9tAr6H36xqy5uRlr1qxBUFAQrKys4OnpiWeeeQZ37tzR22ZX3t8DSUfH2eLFi9u9/hkzZnTY7oN6nAHQ+tnGcRw2bNigs01jP87Wr1+PkJAQ2NjYwNXVFXPmzEFubq6oTmNjI+Lj4+Hk5ARra2vMmzcPpaWletvt6udgf0fBrh946KGHUFxcLPydOnVKZ90zZ87gqaeewpIlS5CVlYU5c+Zgzpw5uHTpUi/2uG+dO3dONF6JiYkAgCeeeELnc2xtbUXPKSws7K3u9om6ujoEBwdjy5YtWre/9957+Pjjj7Ft2zZkZGTAysoKMTExaGxs1NnmgQMHsGrVKiQkJCAzMxPBwcGIiYlBWVlZT72MXqVvzOrr65GZmYnXXnsNmZmZOHz4MHJzc/HYY4912K4h7++BpqPjDABmzJghev1ffPGF3jYf5OMMgGisiouLsWvXLnAch3nz5ult15iPs5SUFMTHxyM9PR2JiYlobm7G9OnTUVdXJ9RZuXIl/vvf/+LQoUNISUnBnTt3MHfuXL3tduVzcEBgpE8lJCSw4ODgTtd/8skn2axZs0RlYWFh7IUXXujmng0cf/7zn5m/vz/jeV7r9t27dzM7O7ve7VQ/AoB9/fXXwjrP88zd3Z1t2LBBKKusrGRmZmbsiy++0NlOaGgoi4+PF9YVCgXz9PRk69ev75F+96W2Y6bN2bNnGQBWWFios46h7++BTNuYLVq0iMXGxhrUDh1nYrGxsWzKlCl66zxIxxljjJWVlTEALCUlhTGm/PySyWTs0KFDQp0rV64wACwtLU1rG139HBwIaMauH8jLy4Onpyf8/PwQFxeHoqIinXXT0tIQHR0tKouJiUFaWlpPd7Nfksvl2LdvH5599lm9vxdcW1sLHx8feHl5ITY2FpcvX+7FXvYvBQUFKCkpER1HdnZ2CAsL03kcyeVyXLhwQfQciUSC6OjoB/bYq6qqAsdxsLe311vPkPe3MUpOToarqysCAgLw4osvory8XGddOs7ESktLceTIESxZsqTDug/ScVZVVQUAcHR0BABcuHABzc3NouNmxIgR8Pb21nncdOVzcKCgYNfHwsLCsGfPHhw9ehRbt25FQUEBJk2ahJqaGq31S0pK4ObmJipzc3NDSUlJb3S33/nmm29QWVmJxYsX66wTEBCAXbt24dtvv8W+ffvA8zwmTpyIW7du9V5H+xH1sWLIcXTv3j0oFAo69lQaGxuxZs0aPPXUU3p/h9LQ97exmTFjBvbu3YsTJ07gn//8J1JSUjBz5kwoFAqt9ek4E/v0009hY2PT4SnFB+k443keK1aswMMPP4zAwEAAys80U1PTdv+Tpe+46crn4EBh0tcdeNDNnDlTWB49ejTCwsLg4+ODgwcPdur/0h50O3fuxMyZM+Hp6amzTnh4OMLDw4X1iRMnYuTIkdi+fTveeuut3ugmMSLNzc148sknwRjD1q1b9dZ90N/fCxYsEJaDgoIwevRo+Pv7Izk5GVOnTu3Dng0Mu3btQlxcXIc3ez1Ix1l8fDwuXbpkVNcQdjeasetn7O3tMXz4cOTn52vd7u7u3u5On9LSUri7u/dG9/qVwsJCHD9+HM8995xBz5PJZBg7dqzOMTZ26mPFkOPI2dkZUqn0gT/21KGusLAQiYmJemfrtOno/W3s/Pz84OzsrPP103HWKjU1Fbm5uQZ/vgHGe5wtW7YM3333HZKSkjB48GCh3N3dHXK5HJWVlaL6+o6brnwODhQU7PqZ2tpaXL9+HR4eHlq3h4eH48SJE6KyxMRE0YzUg2L37t1wdXXFrFmzDHqeQqHAxYsXdY6xsfP19YW7u7voOKqurkZGRobO48jU1BTjx48XPYfneZw4ceKBOfbUoS4vLw/Hjx+Hk5OTwW109P42drdu3UJ5ebnO10/HWaudO3di/PjxCA4ONvi5xnacMcawbNkyfP311zh58iR8fX1F28ePHw+ZTCY6bnJzc1FUVKTzuOnK5+CA0dd3bzzo/vKXv7Dk5GRWUFDATp8+zaKjo5mzszMrKytjjDH2hz/8gb366qtC/dOnTzMTExP2r3/9i125coUlJCQwmUzGLl682FcvoU8oFArm7e3N1qxZ025b2zFbt24dO3bsGLt+/Tq7cOECW7BgATM3N2eXL1/uzS73qpqaGpaVlcWysrIYALZx40aWlZUl3MH57rvvMnt7e/btt9+yn3/+mcXGxjJfX1/W0NAgtDFlyhS2adMmYX3//v3MzMyM7dmzh/3yyy/s+eefZ/b29qykpKTXX19P0DdmcrmcPfbYY2zw4MEsOzubFRcXC39NTU1CG23HrKP390Cnb8xqamrYK6+8wtLS0lhBQQE7fvw4GzduHBs2bBhrbGwU2qDjTPzeZIyxqqoqZmlpybZu3aq1jQftOHvxxReZnZ0dS05OFr336uvrhTp/+tOfmLe3Nzt58iQ7f/48Cw8PZ+Hh4aJ2AgIC2OHDh4X1znwODkQU7PrY/PnzmYeHBzM1NWWDBg1i8+fPZ/n5+cL2iIgItmjRItFzDh48yIYPH85MTU3ZQw89xI4cOdLLve57x44dYwBYbm5uu21tx2zFihXM29ubmZqaMjc3N/b73/+eZWZm9mJve19SUhID0O5PPS48z7PXXnuNubm5MTMzMzZ16tR2Y+nj48MSEhJEZZs2bRLGMjQ0lKWnp/fSK+p5+sasoKBA6zYALCkpSWij7Zh19P4e6PSNWX19PZs+fTpzcXFhMpmM+fj4sKVLl7YLaHScid+bjDG2fft2ZmFhwSorK7W28aAdZ7ree7t37xbqNDQ0sJdeeok5ODgwS0tL9vjjj7Pi4uJ27Wg+pzOfgwMRxxhjPTkjSAghhBBCegddY0cIIYQQYiQo2BFCCCGEGAkKdoQQQgghRoKCHSGEEEKIkaBgRwghhBBiJCjYEUIIIYQYCQp2hBBCCCFGgoIdIYQQQoiRoGBHCCGEEGIkKNgRQgghhBgJCnaEEKMWGRmJFStW9HU3BF3tT3l5OVxdXXHz5s1u71NbCxYswPvvv9/j+yGEdD8KdoSQ32zbtm2wsbFBS0uLUFZbWwuZTIbIyEhR3eTkZHAch+vXr/dyL3tXdwfKt99+G7GxsRgyZEi3tanL3//+d7z99tuoqqrq8X0RQroXBTtCyG8WFRWF2tpanD9/XihLTU2Fu7s7MjIy0NjYKJQnJSXB29sb/v7+fdHVAam+vh47d+7EkiVLemV/gYGB8Pf3x759+3plf4SQ7kPBjhDymwUEBMDDwwPJyclCWXJyMmJjY+Hr64v09HRReVRUFADg6NGjeOSRR2Bvbw8nJyfMnj1bNJP3ySefwNPTEzzPi/YXGxuLZ599FgDA8zzWr18PX19fWFhYIDg4GF9++aXOvnamfmRkJJYvX46//vWvcHR0hLu7O9544w1RnZqaGsTFxcHKygoeHh744IMPhFm6xYsXIyUlBR999BE4jgPHcaJTqDzP6227re+//x5mZmaYMGGCqPzUqVOQyWSi4Hzz5k1wHIfCwkJh+auvvsLkyZNhYWGBkJAQFBUVITU1FRMmTIClpSWmTp2KyspKUduPPvoo9u/fr7dfhJD+h4IdIaRbREVFISkpSVhPSkpCZGQkIiIihPKGhgZkZGQIwa6urg6rVq3C+fPnceLECUgkEjz++ONCkHviiSdQXl4uavf+/fs4evQo4uLiAADr16/H3r17sW3bNly+fBkrV67EwoULkZKSorWfna3/6aefwsrKChkZGXjvvffw5ptvIjExUdi+atUqnD59Gv/5z3+QmJiI1NRUZGZmAgA++ugjhIeHY+nSpSguLkZxcTG8vLw63XZbqampGD9+fLvy7OxsjBw5Eubm5kJZVlYWHBwc4OPjg5ycHADA1q1b8c477+DMmTMoLS3FwoUL8e6772Lz5s1ISkpCTk4Odu/eLWo7NDQUZ8+eRVNTk85+EUL6H5O+7gAhxDhERUVhxYoVaGlpQUNDA7KyshAREYHm5mZs27YNAJCWloampiYh2M2bN0/Uxq5du+Di4oJffvkFgYGBcHBwwMyZM/H5559j6tSpAIAvv/wSzs7OiIqKQlNTE9555x0cP34c4eHhAAA/Pz+cOnUK27dvR0REhKh9Q+qPHj0aCQkJAIBhw4Zh8+bNOHHiBKZNm4aamhp8+umnon7t3r0bnp6eAAA7OzuYmprC0tIS7u7u7cZKX9vaFBYWCm1rysnJwdixY0Vl2dnZCA4OFpYdHR1x4MABODk5AQAiIiJw6tQpXL58GZaWlgCAkJAQlJSUiNrx9PSEXC5HSUkJfHx8tPaLENL/0IwdIaRbREZGoq6uDufOnUNqaiqGDx8OFxcXRERECNfZJScnw8/PD97e3gCAvLw8PPXUU/Dz84Otra1wY0BRUZHQblxcHL766ith5uizzz7DggULIJFIkJ+fj/r6ekybNg3W1tbC3969e7XenGFI/dGjR4vWPTw8UFZWBgC4ceMGmpubERoaKmy3s7NDQEBAp8ZKX9vaNDQ0iGbl1LKzszFmzBhRWVZWllCWk5ODxx9/XAh1gHJs58+fL4Q6dZmvr6+oHQsLCwDK6/sIIQMHzdgRQrrF0KFDMXjwYCQlJaGiokKY/fL09ISXlxfOnDmDpKQkTJkyRXjOo48+Ch8fH+zYsUO4li4wMBByuVxUhzGGI0eOICQkBKmpqfjggw8AKO+8BYAjR45g0KBBov6YmZm166Mh9WUymWid47h21/p1laFtOzs7o6KiQlSmUChw6dKldjN2mZmZwkxodnY21q5dK9qek5ODlStXCuuNjY3Izc0VZvnU7t+/DwBwcXHp5KsihPQHFOwIId0mKioKycnJqKiowOrVq4XyyZMn44cffsDZs2fx4osvAlB+L1tubi527NiBSZMmAVDeDNCWubk55s6di88++wz5+fkICAjAuHHjAACjRo2CmZkZioqK2p121cbQ+rr4+flBJpPh3LlzwuxjVVUVrl27hsmTJwMATE1NoVAourwPTWPHjm13h2pubi4aGxtFp2jT0tJw+/ZtjBkzBtXV1bh586Yo+BUUFKCqqkpUdvHiRTDGEBQUJGr/0qVLGDx4MJydnbvlNRBCegcFO0JIt4mKikJ8fDyam5tFwSkiIgLLli2DXC4Xrq9zcHCAk5MTPvnkE3h4eKCoqAivvvqq1nbj4uIwe/ZsXL58GQsXLhTKbWxs8Morr2DlypXgeR6PPPIIqqqqcPr0adja2mLRokWidgytr4uNjQ0WLVqE1atXw9HREa6urkhISIBEIgHHcQCAIUOGICMjAzdv3oS1tTUcHR0hkXTt6peYmBisXbsWFRUVcHBwAKCcjQOATZs2Yfny5cjPz8fy5csBAHK5HDk5OZBKpQgMDBTaUV9zp3nNXHZ2Nvz9/WFtbS3aZ2pqKqZPn96l/hJC+g5dY0cI6TZRUVFoaGjA0KFD4ebmJpRHRESgpqZG+FoUAJBIJNi/fz8uXLiAwMBArFy5Ehs2bNDa7pQpU+Do6Ijc3Fw8/fTTom1vvfUWXnvtNaxfvx4jR47EjBkzcOTIkXbXjHW1vi4bN25EeHg4Zs+ejejoaDz88MOiO1RfeeUVSKVSjBo1Ci4uLqLrBg0VFBSEcePG4eDBg0JZdnY2YmJicOPGDQQFBeFvf/sb1q1bB1tbW3z88cfIyclBQECA6No8bTdb5OTktDsN29jYiG+++QZLly7tcp8JIX2DY4yxvu4EIYQMdHV1dRg0aBDef//9Hvki4SNHjmD16tW4dOkSJBIJYmJiEBISgn/84x/dvq+tW7fi66+/xo8//tjtbRNCehadiiWEkC7IysrC1atXERoaiqqqKrz55psAlF+e3BNmzZqFvLw83L59G15eXsjJyRG+pLm7yWQybNq0qUfaJoT0LJqxI4SQLsjKysJzzz2H3NxcmJqaYvz48di4cWO7mxB6QklJCTw8PHD58mWMGjWqx/dHCBk4KNgRQgghhBgJunmCEEIIIcRIULAjhBBCCDESFOwIIYQQQowEBTtCCCGEECNBwY4QQgghxEhQsCOEEEIIMRIU7AghhBBCjAQFO0IIIYQQI0HBjhBCCCHESFCwI4QQQggxEhTsCCGEEEKMxP8Dl1LRF2SmgmYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# permittivity of Al2O3\n",
    "mat_Al2O3 = \"misc/mat_Al2O3.csv\"\n",
    "\n",
    "advanced_param = AdvancedFastFitterParam(weights=(1, 1))\n",
    "fitter = FastDispersionFitter.from_file(mat_Al2O3, skiprows=1, delimiter=\",\")\n",
    "medium_Al2O3, rms_error = fitter.fit(\n",
    "    max_num_poles=6, advanced_param=advanced_param, tolerance_rms=2e-2\n",
    ")\n",
    "fitter.plot(medium_Al2O3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7028b997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f78f1dbf30f4d609738ce7390d42914",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">[11:44:01] </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Unable to fit with weighted RMS error under </span> <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">fit_fast.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py#843\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">843</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'tolerance_rms'</span><span style=\"color: #800000; text-decoration-color: #800000\"> of </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.02</span><span style=\"color: #800000; text-decoration-color: #800000\">                              </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">               </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:44:01]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Unable to fit with weighted RMS error under \u001b[0m \u001b]8;id=951449;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py\u001b\\\u001b[2mfit_fast.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=563283;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\plugins\\dispersion\\fit_fast.py#843\u001b\\\u001b[2m843\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'tolerance_rms'\u001b[0m\u001b[31m of \u001b[0m\u001b[1;36m0.02\u001b[0m\u001b[31m                              \u001b[0m \u001b[2m               \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mat_SiO2 = \"misc/mat_SiO2.csv\"\n",
    "\n",
    "fitter = FastDispersionFitter.from_file(mat_SiO2, skiprows=1, delimiter=\",\")\n",
    "medium_SiO2, rms_error = fitter.fit(\n",
    "    max_num_poles=8, advanced_param=advanced_param, tolerance_rms=2e-2\n",
    ")\n",
    "fitter.plot(medium_SiO2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "016363db",
   "metadata": {},
   "source": [
    "Define some basic simulation parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3d4c4ac9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# free space central wavelength\n",
    "wl_start = 4  # wavelength\n",
    "wl_end = 20  # wavelength\n",
    "freq_start = td.C_0 / wl_end\n",
    "freq_end = td.C_0 / wl_start\n",
    "\n",
    "freqs = np.linspace(freq_start, freq_end, 100)  # freqeucny range of the simulation\n",
    "freq0 = (freq_start + freq_end) / 2  # central frequency\n",
    "freqw = freq_end - freq_start  # width of the frequency range\n",
    "\n",
    "# distance between the surface of the sphere and the start of the PML layers along each cartesian direction\n",
    "buffer_PML = 2 * wl_end\n",
    "buffer_source = 1 * wl_end\n",
    "\n",
    "# set the domain size in x, y, and z\n",
    "domain_size_xy = box_size_xy\n",
    "domain_size_z = buffer_PML + box_size_z + buffer_PML\n",
    "\n",
    "# construct simulation size array\n",
    "sim_size = (domain_size_xy, domain_size_xy, domain_size_z)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d85cc4ae",
   "metadata": {},
   "source": [
    "Next, we generate the randomly placed spheres."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36a98a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create random structures\n",
    "SiO2_geometry = []\n",
    "Al2O3_geometry = []\n",
    "geometry = []\n",
    "for i in range(num_SiO2):\n",
    "    position_xy = (box_size_xy - 2 * radius_SiO2) * (np.random.rand(2) - 0.5)\n",
    "    position_z = (box_size_z - 2 * radius_SiO2) * (np.random.rand(1) - 0.5)\n",
    "    position = [position_xy[0], position_xy[1], position_z]\n",
    "    sphere = td.Sphere(center=position, radius=radius_SiO2)\n",
    "    SiO2_geometry.append(sphere)\n",
    "\n",
    "geometry.append(\n",
    "    td.Structure(\n",
    "        geometry=td.GeometryGroup(geometries=SiO2_geometry), medium=medium_SiO2\n",
    "    )\n",
    ")\n",
    "\n",
    "for i in range(num_Al2O3):\n",
    "    position_xy = (box_size_xy - 2 * radius_Al2O3) * (np.random.rand(2) - 0.5)\n",
    "    position_z = (box_size_z - 2 * radius_Al2O3) * (np.random.rand(1) - 0.5)\n",
    "    position = [position_xy[0], position_xy[1], position_z]\n",
    "    sphere = td.Sphere(center=position, radius=radius_Al2O3)\n",
    "    Al2O3_geometry.append(sphere)\n",
    "\n",
    "geometry.append(\n",
    "    td.Structure(\n",
    "        geometry=td.GeometryGroup(geometries=Al2O3_geometry), medium=medium_Al2O3\n",
    "    )\n",
    ")\n",
    "geometry = tuple(geometry)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57343d51",
   "metadata": {},
   "source": [
    "A PlaneWave is defined above the coating layer and two [FluxMonitors](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FluxMonitor.html) are defined on both sides of the coating layer to measure transmission and reflection. Lastly, a [FieldMonitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.FieldMonitor.html) is defined to help visualize the field distribution within the coating layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3940bd2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:44:09] </span><span style=\"color: #800000; text-decoration-color: #800000\">WARNING: Default value for the field monitor          </span> <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\components\\monitor.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">monitor.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\components\\monitor.py#261\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">261</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'colocate'</span><span style=\"color: #800000; text-decoration-color: #800000\"> setting has changed to </span><span style=\"color: #008000; text-decoration-color: #008000\">'True'</span><span style=\"color: #800000; text-decoration-color: #800000\"> in Tidy3D    </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">              </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2.4</span><span style=\"color: #800000; text-decoration-color: #800000\">.</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #800000; text-decoration-color: #800000\">. All field components will be colocated to the  </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">              </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #800000; text-decoration-color: #800000\">grid boundaries. Set to </span><span style=\"color: #008000; text-decoration-color: #008000\">'False'</span><span style=\"color: #800000; text-decoration-color: #800000\"> to get the raw fields </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">              </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #800000; text-decoration-color: #800000\">on the Yee grid instead.                              </span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">              </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:44:09]\u001b[0m\u001b[2;36m \u001b[0m\u001b[31mWARNING: Default value for the field monitor          \u001b[0m \u001b]8;id=795884;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\components\\monitor.py\u001b\\\u001b[2mmonitor.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=24602;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\components\\monitor.py#261\u001b\\\u001b[2m261\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'colocate'\u001b[0m\u001b[31m setting has changed to \u001b[0m\u001b[32m'True'\u001b[0m\u001b[31m in Tidy3D    \u001b[0m \u001b[2m              \u001b[0m\n",
       "\u001b[2;36m           \u001b[0m\u001b[1;36m2.4\u001b[0m\u001b[31m.\u001b[0m\u001b[1;36m0\u001b[0m\u001b[31m. All field components will be colocated to the  \u001b[0m \u001b[2m              \u001b[0m\n",
       "\u001b[2;36m           \u001b[0m\u001b[31mgrid boundaries. Set to \u001b[0m\u001b[32m'False'\u001b[0m\u001b[31m to get the raw fields \u001b[0m \u001b[2m              \u001b[0m\n",
       "\u001b[2;36m           \u001b[0m\u001b[31mon the Yee grid instead.                              \u001b[0m \u001b[2m              \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add a plane wave source\n",
    "plane_wave = td.PlaneWave(\n",
    "    source_time=td.GaussianPulse(freq0=freq0, fwidth=0.5 * freqw),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    center=(0, 0, box_size_z / 2 + buffer_source),\n",
    "    direction=\"-\",\n",
    "    pol_angle=0,\n",
    ")\n",
    "\n",
    "# add a flux monitor to detect transmission\n",
    "monitor_t = td.FluxMonitor(\n",
    "    center=[0, 0, -box_size_z / 2 - (buffer_source + buffer_PML) / 2],\n",
    "    size=[td.inf, td.inf, 0],\n",
    "    freqs=freqs,\n",
    "    name=\"T\",\n",
    ")\n",
    "\n",
    "# add a flux monitor to detect reflection\n",
    "monitor_r = td.FluxMonitor(\n",
    "    center=[0, 0, box_size_z / 2 + (buffer_source + buffer_PML) / 2],\n",
    "    size=[td.inf, td.inf, 0],\n",
    "    freqs=freqs,\n",
    "    name=\"R\",\n",
    ")\n",
    "\n",
    "# add a field monitor to see the field profile at the absorption peak frequency\n",
    "monitor_field = td.FieldMonitor(\n",
    "    center=[0, 0, 0], size=[td.inf, 0, td.inf], freqs=[freq0], name=\"field\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fb4ddc5",
   "metadata": {},
   "source": [
    "Define a Tidy3D [Simulation](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.Simulation.html). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a77d2df3",
   "metadata": {},
   "outputs": [],
   "source": [
    "run_time = 2e-11  # simulation run time\n",
    "\n",
    "# set up simulation\n",
    "sim = td.Simulation(\n",
    "    size=sim_size,\n",
    "    grid_spec=td.GridSpec.uniform(dl=wl_start / 20),\n",
    "    structures=geometry,\n",
    "    sources=[plane_wave],\n",
    "    monitors=[monitor_t, monitor_r, monitor_field],\n",
    "    run_time=run_time,\n",
    "    boundary_spec=td.BoundarySpec(\n",
    "        x=td.Boundary.periodic(), y=td.Boundary.periodic(), z=td.Boundary.pml()\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce462c9b",
   "metadata": {},
   "source": [
    "Before running the simulation, we can inspect a few things to ensure the simulation is set up correctly. First, plot the source time and frequency spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "77e0d011",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize source\n",
    "plane_wave.source_time.plot(np.linspace(0, run_time / 10, 1001))\n",
    "plt.show()\n",
    "\n",
    "plane_wave.source_time.plot_spectrum(\n",
    "    times=np.linspace(0, run_time / 10, 2000), val=\"abs\"\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4af99a00",
   "metadata": {},
   "source": [
    "Then, plot the cross sectional view of the simulation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7f71bd1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cfig, ax = plt.subplots(1, 2, figsize=(7, 3))\n",
    "sim.plot(y=0, ax=ax[0])\n",
    "sim.plot(z=0.1, freq=freq0, ax=ax[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c97f5fc0",
   "metadata": {},
   "source": [
    "## Running the Simulation "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64bd022d",
   "metadata": {},
   "source": [
    "Once we confirm that the simulation is set up correctly, we can upload the simulation and calculate the maximum FlexCredit cost. This step prevents us from submitting large simulations by mistake."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fcbfd4b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:44:30] </span>Created task <span style=\"color: #008000; text-decoration-color: #008000\">'Simulation'</span> with task_id                  <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#188\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">188</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1'</span>.          <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:44:30]\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'Simulation'\u001b[0m with task_id                  \u001b]8;id=879826;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=622267;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#188\u001b\\\u001b[2m188\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1'\u001b[0m.          \u001b[2m             \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                               <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#190\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">190</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">'https://tidy3d.simulation.cloud/workbench?taskId=fdve-</span></a> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><a href=\"https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\" target=\"_blank\"><span style=\"color: #008000; text-decoration-color: #008000\">ac012451-a2eb-42a8-9a30-22c8e35abfd4v1'</span></a>.                <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m          \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at                               \u001b]8;id=382429;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=919602;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#190\u001b\\\u001b[2m190\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b]8;id=85933;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=991759;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=85933;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=133018;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=85933;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32m-\u001b[0m\u001b]8;;\u001b\\ \u001b[2m             \u001b[0m\n",
       "\u001b[2;36m           \u001b[0m\u001b]8;id=85933;https://tidy3d.simulation.cloud/workbench?taskId=fdve-ac012451-a2eb-42a8-9a30-22c8e35abfd4v1\u001b\\\u001b[32mac012451-a2eb-42a8-9a30-22c8e35abfd4v1'\u001b[0m\u001b]8;;\u001b\\.                \u001b[2m             \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9efeeddd671441abae45b80c090a8145",
       "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The estimated maximum cost is 0.726 Flex Credits.\n"
     ]
    }
   ],
   "source": [
    "task_id = web.upload(sim, task_name=\"Simulation\")\n",
    "\n",
    "estimated_cost = web.estimate_cost(task_id)\n",
    "print(f\"The estimated maximum cost is {estimated_cost:.3f} Flex Credits.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efcc34a2",
   "metadata": {},
   "source": [
    "The cost seems reasonably so we [start](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.web.api.webapi.start.html) the task and [monitor](https://docs.flexcompute.com/projects/tidy3d/en/latest/api/_autosummary/tidy3d.web.api.webapi.monitor.html) its status. After the simulation is complete, we can print out the real cost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "402209bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:45:46] </span>status = queued                                         <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#361\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">361</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:45:46]\u001b[0m\u001b[2;36m \u001b[0mstatus = queued                                         \u001b]8;id=443034;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=252640;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#361\u001b\\\u001b[2m361\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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       "version_minor": 0
      },
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       "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\">[11:46:25] </span>status = preprocess                                     <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#355\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">355</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:46:25]\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess                                     \u001b]8;id=193070;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=451732;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#355\u001b\\\u001b[2m355\u001b[0m\u001b]8;;\u001b\\\n"
      ]
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     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:46:55] </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.726</span>. Use                     <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#341\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">341</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.real_cost(task_id)'</span> to get the billed FlexCredit   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>cost after a simulation run.                            <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:46:55]\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.726\u001b[0m. Use                     \u001b]8;id=281823;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=323822;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#341\u001b\\\u001b[2m341\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit   \u001b[2m             \u001b[0m\n",
       "\u001b[2;36m           \u001b[0mcost after a simulation run.                            \u001b[2m             \u001b[0m\n"
      ]
     },
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>starting up solver                                      <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#377\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">377</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m          \u001b[0m\u001b[2;36m \u001b[0mstarting up solver                                      \u001b]8;id=94247;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=110091;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#377\u001b\\\u001b[2m377\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>running solver                                          <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#386\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">386</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m          \u001b[0m\u001b[2;36m \u001b[0mrunning solver                                          \u001b]8;id=608953;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=482703;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#386\u001b\\\u001b[2m386\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
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    {
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>To cancel the simulation, use <span style=\"color: #008000; text-decoration-color: #008000\">'web.abort(task_id)'</span> or   <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#387\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">387</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span><span style=\"color: #008000; text-decoration-color: #008000\">'web.delete(task_id)'</span> or abort/delete the task in the   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>web UI. Terminating the Python script will not stop the <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>job running on the cloud.                               <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">             </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m          \u001b[0m\u001b[2;36m \u001b[0mTo cancel the simulation, use \u001b[32m'web.abort\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or   \u001b]8;id=189737;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=769373;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#387\u001b\\\u001b[2m387\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m           \u001b[0m\u001b[32m'web.delete\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m or abort/delete the task in the   \u001b[2m             \u001b[0m\n",
       "\u001b[2;36m           \u001b[0mweb UI. Terminating the Python script will not stop the \u001b[2m             \u001b[0m\n",
       "\u001b[2;36m           \u001b[0mjob running on the cloud.                               \u001b[2m             \u001b[0m\n"
      ]
     },
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       "Output()"
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      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[11:49:38] </span>early shutoff detected, exiting.                        <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#404\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">404</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:49:38]\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected, exiting.                        \u001b]8;id=858367;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=156149;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#404\u001b\\\u001b[2m404\u001b[0m\u001b]8;;\u001b\\\n"
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       "\n"
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">           </span>status = postprocess                                    <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#420\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">420</span></a>\n",
       "</pre>\n"
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      "text/plain": [
       "\u001b[2;36m          \u001b[0m\u001b[2;36m \u001b[0mstatus = postprocess                                    \u001b]8;id=750772;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=29255;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#420\u001b\\\u001b[2m420\u001b[0m\u001b]8;;\u001b\\\n"
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       "\u001b[2;36m[11:50:00]\u001b[0m\u001b[2;36m \u001b[0mstatus = success                                        \u001b]8;id=78879;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=756906;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#427\u001b\\\u001b[2m427\u001b[0m\u001b]8;;\u001b\\\n"
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     "name": "stdout",
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     "text": [
      "Billed flex unit cost:  0.2613711908533915\n"
     ]
    },
    {
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     },
     "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\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\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\">[11:50:23] </span>loading SimulationData from data/cooling.hdf5           <a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">webapi.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#591\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">591</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[11:50:23]\u001b[0m\u001b[2;36m \u001b[0mloading SimulationData from data/cooling.hdf5           \u001b]8;id=852311;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py\u001b\\\u001b[2mwebapi.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=976564;file://C:\\Users\\xinzhong\\anaconda3\\envs\\tidy3d_jax\\lib\\site-packages\\tidy3d\\web\\webapi.py#591\u001b\\\u001b[2m591\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulation domain Nx, Ny, Nz: [100, 100, 924]\n",
      "Applied symmetries: (0, 0, 0)\n",
      "Number of computational grid points: 9.2600e+06.\n",
      "Using subpixel averaging: True\n",
      "Number of time steps: 5.2452e+04\n",
      "Automatic shutoff factor: 1.00e-05\n",
      "Time step (s): 3.8131e-16\n",
      "\n",
      "\n",
      "Compute source modes time (s):     22.3489\n",
      "Compute monitor modes time (s):    2.3306\n",
      "Rest of setup time (s):            34.0244\n",
      "\n",
      "Running solver for 52452 time steps...\n",
      "- Time step     70 / time 2.67e-14s (  0 % done), field decay: 1.00e+00\n",
      "- Time step   2098 / time 8.00e-13s (  4 % done), field decay: 4.25e-02\n",
      "- Time step   4196 / time 1.60e-12s (  8 % done), field decay: 9.84e-04\n",
      "- Time step   6294 / time 2.40e-12s ( 12 % done), field decay: 1.59e-04\n",
      "- Time step   8392 / time 3.20e-12s ( 16 % done), field decay: 5.67e-05\n",
      "- Time step  10490 / time 4.00e-12s ( 20 % done), field decay: 2.71e-05\n",
      "- Time step  12588 / time 4.80e-12s ( 24 % done), field decay: 1.61e-05\n",
      "- Time step  14686 / time 5.60e-12s ( 28 % done), field decay: 1.30e-05\n",
      "- Time step  16784 / time 6.40e-12s ( 32 % done), field decay: 1.08e-05\n",
      "- Time step  18882 / time 7.20e-12s ( 36 % done), field decay: 7.80e-06\n",
      "Field decay smaller than shutoff factor, exiting solver.\n",
      "\n",
      "Solver time (s):                   126.6290\n",
      "Data write time (s):               0.0118\n",
      "\n"
     ]
    }
   ],
   "source": [
    "web.start(task_id)\n",
    "web.monitor(task_id, verbose=True)\n",
    "\n",
    "import time\n",
    "\n",
    "time.sleep(20)\n",
    "print(\"Billed flex unit cost: \", web.real_cost(task_id))\n",
    "\n",
    "sim_data = web.load(task_id, path=\"data/cooling.hdf5\")\n",
    "\n",
    "# Show the output of the log file\n",
    "print(sim_data.log)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4cbd16c",
   "metadata": {},
   "source": [
    "## Result Visualization "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e62f520",
   "metadata": {},
   "source": [
    "After the simulation is complete, we will plot the transmission, reflection, and absorption spectra. The result shows that the absorption is nearly 100% in the atmospheric transparency window of 8-13 μm. Furthermore, based on Kirchhoff's law of thermal radiation, the emissivity of a material is equal to its absorptance, we know that the infrared emissivity of the coating layer is close to unity. \n",
    "\n",
    "Lastly, we can plot the field distribution within the coating layer. The plot shows that the electromagnetic energy is strongly absorbed as it propagates into the layer. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fb0ff10e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Result Visualization\n",
    "R = sim_data[\"R\"].flux\n",
    "T = -sim_data[\"T\"].flux\n",
    "A = 1 - R - T\n",
    "plt.plot(td.C_0 / freqs, R, td.C_0 / freqs, T, td.C_0 / freqs, A)\n",
    "\n",
    "# Save the absorption spectrum as as a .txt file\n",
    "np.savetxt(\"data/Abs_4-20um.txt\", (np.transpose((td.C_0 / freqs, A))))\n",
    "\n",
    "plt.xlabel(\"Wavelength (μm)\")\n",
    "plt.ylim(0, 1)\n",
    "plt.legend((\"R\", \"T\", \"A\"))\n",
    "plt.show()\n",
    "\n",
    "ax = sim_data.plot_field(field_monitor_name=\"field\", field_name=\"E\", val=\"abs^2\")\n",
    "ax.set_aspect(\"auto\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da906040",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "applications": [
   "Nanophotonics"
  ],
  "description": "This notebook simulates the emissivity of the 100 μm thick coating and the result shows that the emissivity (absorptance) of the coating is near unity in the atmospheric transparency window.",
  "feature_image": "./img/radiative_cooling_glass.png",
  "features": [
   "Material fitting"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "FDTD, Tidy3D, radiative cooling, emissivity",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  },
  "title": "Radiative cooling glass coating | Flexcompute"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
