{ "cells": [ { "cell_type": "markdown", "id": "86be6743-f1b0-47ce-8fa9-ad68bd741034", "metadata": {}, "source": [ "# Mars: sky brightness observations from the surface\n", "\n", "In this example, we show how archNEMESIS can be used to simulate the measured radiance in observations made from the surface of a planet, specifically Mars. This is relevant for simulations of the future measurements from the Enfys and PanCam instruments on the ExoMars Rosalind Franklin Rover.\n", "\n", "Here, we show an example of the diffuse and direct spectral radiance across the sky at a given wavelength. However, this example can be expanded to compute the spectrum at different angles." ] }, { "cell_type": "code", "execution_count": 1, "id": "b1917b09-4f0b-4fa4-844c-119b0bcbe980", "metadata": {}, "outputs": [], "source": [ "import archnemesis as ans\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from copy import deepcopy\n", "from matplotlib.ticker import ScalarFormatter, MaxNLocator" ] }, { "cell_type": "markdown", "id": "8bdccfca-0b95-40bd-ac6c-342e0ed71ee9", "metadata": {}, "source": [ "## 1. Reading the input files\n", "\n", "First of all, we are going to read the example input file and examine its contents, aiming to understand how the geometry must be specified to simulation an upward-looking observation." ] }, { "cell_type": "code", "execution_count": 2, "id": "56d0b71c-6f31-42c1-8ee4-83591e4caac1", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING :: read_hdf5 :: Layer_0.py-379 :: When reading file \"mars.h5\", could not find element \"Layer/BASEH\" setting returned value to \"None\"\n", "WARNING :: read_hdf5 :: Layer_0.py-380 :: When reading file \"mars.h5\", could not find element \"Layer/BASEP\" setting returned value to \"None\"\n", "WARNING :: read_hdf5 :: Layer_0.py-381 :: When reading file \"mars.h5\", could not find element \"Layer/TAUTOT\" setting returned value to \"None\"\n", "WARNING :: read_header :: Spectroscopy_0.py-638 :: self.NGAS=np.int32(2) self.LOCATION=PathRedirectList(['/srv/workspace/data/nemesis/spectroscopy/ktables/mars/enfys/Enfys_CO2_HITRAN20.kta', '/srv/workspace/data/nemesis/spectroscopy/ktables/mars/enfys/Enfys_H2O_HITRAN20.kta'], redirects = {})\n", "INFO :: read_apr :: Variables_0.py-823 :: \n", "Variables_0 :: read_apr :: varident [-1 0 2]. Constructed model \"Model2\" (id=2)\n", "INFO :: read_apr :: Variables_0.py-826 :: Model2:\n", " |- id : 2\n", " |- parent classes: PreRTModelBase\n", " |- description: In this model, the atmospheric parameters are scaled using a\n", " | single factor with respect to the vertical profiles in the\n", " | reference atmosphere\n", " |- n_state_vector_entries : 1\n", " |- state_vector_slice : slice(0, 1, None)\n", " |- state_vector_start : 0\n", " |- target : 2\n", " |- Parameters:\n", " | |- scaling_factor :\n", " | | |- slice : slice(0, 1, None)\n", " | | |- unit : PROFILE_TYPE\n", " | | |- description: Scaling factor applied to the reference profile\n", " | | |- apriori value : 1.0\n" ] } ], "source": [ "runname = 'mars'\n", "\n", "Atmosphere,Measurement,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer,Variables,Retrieval,Telluric = ans.read_input_files_hdf5(runname)" ] }, { "cell_type": "markdown", "id": "bcfda298-ac02-4fd0-ad4a-7adb32f2437b", "metadata": {}, "source": [ "### Atmosphere\n", "\n", "The reference atmosphere in this file has been made by extracting profiles from the Mars Climate Database at the ExoMars Rosalind Frankling Rover landing site (Oxia Planum - 18.275°N 335.368°E). The dust profile is normalised so that the column optical depth is 1 at 0.67 $\\mu$m. " ] }, { "cell_type": "code", "execution_count": 3, "id": "be8971f2-a942-4150-a36e-3ea73279abdb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Atmosphere.plot_Atm()\n", "Atmosphere.plot_Dust()" ] }, { "cell_type": "markdown", "id": "b4f38abb-8d0b-42a4-888c-4579d1a673f2", "metadata": {}, "source": [ "### Optical properties of dust\n", "\n", "The optical properties of the Martian dust are taken from [Connour et al. (2022)](https://doi.org/10.1016/j.icarus.2022.115177), but choosing a dust population with $r_{\\mathrm{eff}}$ = 1.5 $\\mu$m. The optical properties are normalised so that $k_{\\mathrm{eff}}$ = 1 at 0.67$\\mu$m." ] }, { "cell_type": "code", "execution_count": 4, "id": "4d6a1f23-cd7b-45f8-96f6-13d899873918", "metadata": {}, "outputs": [ { "data": { "image/png": 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s7HYb/FVWViIxMbHD3iYAmDdvHoqLi/2PrVYrcnNzkZeXF9IFMC0WC/Ly8vyLbH29sxGAFeP6mjFoQHq3yh0LGz4/XocarwkFBZkhqWss6ajdKfzY7upQu91lWYYkSaitre11ocnj8UCr7dFvnz1Wd9ve19OUlpbm37fvZM3NzQGX1aO/85MmTcJHH33U5tiaNWswadKkTp9jMBg67FoWRTHk//mcXOaO1v3pzsoxdfs6A1OVepc1uABBgNjL/rMKVDi+l3R6bHd1qNnuGo3GP2zXW8iyjIqKCvTr16/XBUa1BdP2oiie8jld+R2KquDU3NyMAwcO+B+XlZVh+/btSE1NRf/+/TFv3jwcPXrUvxfQ7bffjpdeegkPPPAAbrnlFnz22Wd45513sHLlSrVeQodOXr9pZBCb9PZL0kErAi1uGVXNHmQn6EJVRSKibhEEoVcFCEmS4PF4Oty2g8IrWto+qr7r3377LcaNG4dx48YBAIqLizFu3DjMnz8fAHD8+HGUl5f7zy8oKMDKlSuxZs0ajBkzBs8++yxef/31qFuK4ECdy79+U04X1286mVYUkJekrOdUWs8764iIiCItqnqcLrjgglN2+Xa0KvgFF1yAbdu2hbFWwfNtk9Kd9Zt+rH+yDgfrXThiZXAiIiKKtKjqcYpVe3wLX2Z0f5jOJzdJGZ7jWk5ERESRx+AUZpIs4/vqEyuGB6tfohKcjjA4ERERRRyDU5gdbnSjySXBoBEwMFUfdHm+HqcjVnevupOFiIgoGjA4hZlvmG5ohgHaEOwv1ydBC40AtHhk1Nq9QZdHREREgWNwCjP//nQZodmWQCsK6JOgzOnnBHEiIqLIYnAKsz3Vyh11Z4RgfpNPZpwSnKrZ40RERBRRDE5hVG3zoMrmhSgAQ9JDF5zSW4NTjc0TsjKJiIjo9BicwmhP6910A1L0MOtC19TpZg0AoIY9TkRERBHF4BRG31cr26yEcpgOANLNrT1OdvY4ERERRRKDUxjtCeH6TSdjjxMREZE6GJzCxOEBylsXqQzFiuEnY3AiIiJSR1TtVRdLjFrgzzP6orTBgxSTJqRl+yaH21wSWtwSTCGcP0VERESd4ztuGKWYNDgrxxTycs06EWadspgme52IiIgih8Gph/JNEK/lBHEiIqKIYXDqoXzznLgIJhERUeQwOPVQXASTiIgo8hiceijeWUdERBR5DE49FBfBJCIiijwGpx6KPU5ERESRx+DUQ2X45jgxOBEREUUMg1MPldba42RzSaize2BzSSrXiIiIKPYxOPVQZp2IJIPy7Zv5/lH8+j9HUdXM+U5EREThxODUg900Ltn/eYNDwjNf1UCWZfUqREREFOO4V10PdsmgBMTrNSitd+Ffuxqxp9oJS6Mb+cl6tatGREQUk9jj1MNN7m/GL8ckY3xfZU+8jeV2lWtEREQUuxicYsSU/mYADE5EREThxOAUIybkKD1OhxrcaHJyiQIiIqJwYHCKEUlGDfomKFPW9te6VK4NERFRbGJwiiFD0w0AgL3VTpVrQkREFJsYnGLIMF9wqmFwIiIiCgcGpxgyNF1ZhuBArYvrOREREYVB1AWnl19+Gfn5+TAajSgsLMTmzZtPef6SJUswdOhQmEwm5Obm4p577oHD4YhQbaNL/2Q9RAFockmoa+EEcSIiolCLquC0YsUKFBcXY8GCBdi6dSvGjBmDadOmoaqqqsPz3377bTz00ENYsGABvv/+e7zxxhtYsWIFfve730W45tFBrxH8E8QPNbhVrg0REVHsiargtHjxYsyePRuzZs3CiBEjsHTpUpjNZixfvrzD8zdu3IgpU6bg+uuvR35+Pi655BJcd911p+2limW+VcMtDbyzjoiIKNSiJji5XC5s2bIFRUVF/mOiKKKoqAglJSUdPmfy5MnYsmWLPyiVlpbio48+wuWXXx6ROkej/BQdAKCsnj1OREREoRY1e9XV1NTA6/UiKyurzfGsrCzs3bu3w+dcf/31qKmpwTnnnANZluHxeHD77befcqjO6XTC6Txx15nVagUASJIESZJC8ErgLydU5XVF/yQlOB1qcKlyfTWp2e69GdtdHWx3dbDd1RPOtu9KmVETnLpj3bp1eOKJJ/DKK6+gsLAQBw4cwN13343HHnsMjzzySIfPWbRoERYuXNjuuMVigdlsDmn9LBZLSMsLhNYBAFqUN7hwoLQMGiHiVVCdGu1ObHe1sN3VwXZXTzja3m4PfLuyqAlO6enp0Gg0qKysbHO8srIS2dnZHT7nkUcewY033ohf/epXAIBRo0bBZrPhtttuw+9//3uIYvuRyHnz5qG4uNj/2Gq1Ijc3F3l5eYiPjw/Ja5EkCRaLBXl5eR3WIZzyZBmmnUfR4gH0af38PVC9gZrt3pux3dXBdlcH21094Wz75ubmgM+NmuCk1+sxfvx4rF27FjNmzACgNNLatWsxd+7cDp9jt9vbNZ5GowGATtcxMhgMMBgM7Y6Lohjyb0Q4yjztNQH0T9ZhX40L5Y0e5Ke0f62xTo12J7a7Wtju6mC7qydc79eBiprgBADFxcW46aabMGHCBEycOBFLliyBzWbDrFmzAAAzZ85ETk4OFi1aBACYPn06Fi9ejHHjxvmH6h555BFMnz7dH6B6o4JkPfbVuFrvrItTuzpEREQxI6qC07XXXovq6mrMnz8fFRUVGDt2LFatWuWfMF5eXt4mFT788MMQBAEPP/wwjh49ioyMDEyfPh2PP/64Wi8hKuTxzjoiIqKwiKrgBABz587tdGhu3bp1bR5rtVosWLAACxYsiEDNeo68JGUtp/JGBiciIqJQ4gBtDMpLVnqcKps9cHh4yywREVGoMDjFoCSjBkkGETKAI+x1IiIiChkGpxiV27oMAYfriIiIQofBKUb5husYnIiIiEKHwSlG9U/ybfbL4ERERBQqDE4xyjdUd5g9TkRERCHD4BSjeGcdERFR6DE4xSjeWUdERBR6DE4xjHfWERERhRaDUwzjnXVEREShxeAUw3hnHRERUWgxOMWw/sm8s46IiCiUGJxiWP8k3llHREQUSgxOMYx31hEREYUWg1OM8w3XWRiciIiIgsbgFOP6cwVxIiKikGFwinG8s46IiCh0GJxiXH+u5URERBQyDE4xzjdUV8U764iIiILG4BTjeGcdERFR6DA49QK8s46IiCg0GJx6Af8E8XoGJyIiomBou/tEt9uNiooK2O12ZGRkIDU1NZT1ohAqSFF6nMoaXCrXhIiIqGfrUo9TU1MTXn31VZx//vlITExEfn4+hg8fjoyMDOTl5WH27Nn45ptvwlVX6qaBqUqP08E6F2RZVrk2REREPVfAwWnx4sXIz8/Hn//8ZxQVFeGDDz7A9u3bsX//fpSUlGDBggXweDy45JJLcOmll+KHH34IZ72pC/KS9RAFwOqUUGv3ql0dIiKiHivgobpvvvkG69evxxlnnNHh1ydOnIhbbrkFS5cuxZ///Gd8+eWXGDx4cMgqSt2n1wjITdLB0uBGab0L6XHdHqElIiLq1QJ+B/3HP/4R0HkGgwG33357tytE4TEgRQ9LgxsH61yY2M+sdnWIiIh6JN5V10sMSFHmOZXWc4I4ERFRd3U7OM2dOxd1dXWhrAuFkW+CeCmXJCAiIuq2LgWnI0eO+D9/++230dzcDAAYNWoUDh8+HNqaUUgNaF2SoLLZg2YXt14hIiLqji4Fp2HDhiEvLw/XX389HA6HPywdOnQIbjd7MqJZvEGDzDgNAKC0jsN1RERE3dGl4NTQ0IB//etfGD9+PCRJwuWXX44hQ4bA6XRi9erVqKysDFc9KQQGtA7XlXGeExERUbd0KTi53W5MnDgR9957L0wmE7Zt24Y///nP0Gg0WL58OQoKCjB06NCgKvTyyy8jPz8fRqMRhYWF2Lx58ynPb2howB133IE+ffrAYDBgyJAh+Oijj4KqQ6zyTRA/yOBERETULV1a0Cc5ORljx47FlClT4HK50NLSgilTpkCr1WLFihXIyckJauXwFStWoLi4GEuXLkVhYSGWLFmCadOmYd++fcjMzGx3vsvlwsUXX4zMzEy8++67yMnJgcViQXJycrfrEMsG+u6s41AdERFRt3QpOB09ehQlJSXYuHEjPB4Pxo8fj7POOgsulwtbt25Fv379cM4553S7MosXL8bs2bMxa9YsAMDSpUuxcuVKLF++HA899FC785cvX466ujps3LgROp0y+Tk/P7/b1491vqG6w41uuL0ydBpB5RoRERH1LF0KTunp6Zg+fTqmT5+OpUuXYv369fj+++8xc+ZM3HfffbjxxhsxceJEfPHFF12uiMvlwpYtWzBv3jz/MVEUUVRUhJKSkg6f85///AeTJk3CHXfcgQ8//BAZGRm4/vrr8eCDD0Kj0XT4HKfTCafT6X9stVoBAJIkQZJCc7eZr5xQlRcqqUYBCXoRTS4JZfVODGoNUrEiWts91rHd1cF2VwfbXT3hbPuulBnU3htJSUn4+c9/jltvvRWfffYZzGZzt0ITANTU1MDr9SIrK6vN8aysLOzdu7fD55SWluKzzz7DDTfcgI8++ggHDhzAb37zG7jdbixYsKDD5yxatAgLFy5sd9xiscBsDu2K2haLJaTlhUIfk4gml4jN+49BkxWbG/5GY7v3Bmx3dbDd1cF2V0842t5utwd8breD044dO5CTkwMAyMvLg06nQ3Z2Nq699truFtllkiQhMzMTr732GjQaDcaPH4+jR4/i6aef7jQ4zZs3D8XFxf7HVqsVubm5yMvLQ3x8fMjqZbFYkJeXB1GMrsXZz2howP7GJlg1SSgoSFG7OiEVze0ey9ju6mC7q4Ptrp5wtr1vXcpAdDs45ebm+j/ftWtXd4vxS09Ph0ajabekQWVlJbKzszt8Tp8+faDT6doMyw0fPhwVFRVwuVzQ69sPRRkMBhgMhnbHRVEM+TciHGUGy78kQYM76uoWKtHY7r0B210dbHd1sN3VE67364DPDfTE8vLyLlXi6NGjXTpfr9dj/PjxWLt2rf+YJElYu3YtJk2a1OFzpkyZggMHDrQZm9y/fz/69OnTYWiiE3fWldW7IMmxOVRHREQULgEHp7POOgu//vWvT7ncQGNjI5YtW4aRI0fivffe63JliouLsWzZMvzlL3/B999/jzlz5sBms/nvsps5c2abyeNz5sxBXV0d7r77buzfvx8rV67EE088gTvuuKPL1+4tchJ10GsEODwyjjd51K4OERFRjxLwUN2ePXvw+OOP4+KLL4bRaMT48ePRt29fGI1G1NfXY8+ePdi9ezfOPPNMPPXUU7j88su7XJlrr70W1dXVmD9/PioqKjB27FisWrXKP2G8vLy8TXdabm4uVq9ejXvuuQejR49GTk4O7r77bjz44INdvnZvoREF5CfrsL/WhYN1LuQk6tSuEhERUY8RcHBKS0vD4sWL8fjjj2PlypXYsGEDLBYLWlpakJ6ejhtuuAHTpk3DyJEjg6rQ3LlzMXfu3A6/tm7dunbHJk2ahE2bNgV1zd5mQKoe+2tdKK134bz8OLWrQ0RE1GN0eXK4yWTCNddcg2uuuSYc9aEIGMAVxImIiLqFtwT0QgNb76wr7WF71nkkGZ+XNuP9PVY4PVx8joiIIi+oBTCpZ8pL1kEUgAaHhDq7B6nmnvFj8OKmWqwttQEAfqh14oFz0iEI3DaGiIgihz1OvZBRK/onhR+sd6tcm8BUNLnxeZnN//hLix3rDwW+0isREVEoMDj1UgNSlOBU1kOG6z7+oRmSDJzZx4gbRicBAP6xswFeiWtRERFR5IQkOLW0tISiGIog3wTxgz1kgvj31crGzFML4nDVsETE60UcsXqwwcJeJyIiipyQBKdzzjmn3bHONual6OCfIN4DgpNXkv0Bb1CaAXF6ETOGJwBgrxMREUVWUMHpv//9L5588kk0Nzfj8OHDbb4Wyc1+qesKWnucjjd7YHdF9x1qh61uOL0yTFoBOYnKRParhp7odVpSUsvtY4iIKCKCCk4jR45EQkICampqMHPmTAwcOBDnnXcefv7zn0On44rU0SzJqEGGWdkc+UCU9zodqFXqNzBVD7H1LjqzXkTx5DSIAvB5mQ1vbKlXs4pERNRLBHUfekFBAX7zm9+gpqYG8+fPB6Bs7muxWDBq1KiQVJDCZ3C6AdXlduyvdWJ0tlHt6nTqxDBd242bJ/Yz455JaXh2Yy0+3NuEaYO4CjoREYVXSOY4lZeX49e//jUkSUJOTg6SkpJw2223haJoCqMhrUFkf2109zhZGpT6FSTr231t6oB4jO+rhL4vOVGciIjCLCTB6fXXX8ewYcMwbdo0XHPNNbjpppvws5/9LBRFUxgNTTcAAH6ocapck1OzNChrTeUldzz869tvb73FDk51IiKicArJktHffPMNvvzyS9TX16O0tBSfffYZ8vLyQlE0hdGgVD1EAai2e6N2BfEGhxeNTgkCgH5JHQenSf3MeFGsxVGrB7VOYEBkq0hERL1ISHqc7rnnHtx+++349ttv8c9//hMzZszAV199FYqiKYxMOhG5rWEkWofrfMN02QlaGLUd/7ia9SKGpLX2njVyCxYiIgqfkASnDRs24JJLLgEAnHXWWfjf//6HBx54IBRFU5idmOcUncN1h04zTOczpnVy+34GJyIiCqOQBKeamho88cQTePrppwEAOTk5WLt2bSiKpjDz9dTsr4nOHiffAp0dTQw/mT84WQXInOhERERhEpLgdM011yAtLQ1vvvkmAGDnzp34wx/+EIqiKcz8E8RrnVG5iKRvjalBqacOTkPTDdBrBDS7BZQ39oyNi4mIqOcJSXCy2Wz49a9/Db1eeXMbNWoUVq9eHYqiKcz6J+tg0AiwuWUcs3rUrk4bDo+Ew60haGDaqYOTTiPgjAwlBO6ojM5hRyIi6vlCEpyysrJw7NgxCMKJ+SUOhyMURVOYaUXBv2/dviib51RW74YkA8lGEWkmzWnPH53N4EREROEVkuC0ZMkS3HzzzaiqqsKKFSswa9YsDBs2LBRFUwQM9k0Qj7J5TjsrlfA9KNXQJpR3ZnSWEpx2VTqictiRiIh6vpAs3DNo0CD873//wwcffICdO3diwoQJmDVrViiKpggYkm4A0BRVd9a5vTL+t68JADAlzxzQcwpS9NCLMmxuoLzRjfzTTCgnIiLqqm71OP3jH/9od0yv1+PnP/85HA4H7rjjDpjNgb3ZkfqGpisBo6zeBadHUrk2is1H7ahr8SLVpMEF+YHtQacVBeTFKz1Ne6ujJwQSEVHs6FZwmjNnDj7++ON2x++55x78/e9/D7pSFFlZcVqkGDXwSMAPUbIQ5t5qpR6Tck3QaQJfm6kgQfl3D4MTERGFQbeC01tvvYXrrrsOGzZs8B+78847sWLFCnz++echqxxFhiAIGJGpzA+KlsBxsE6px8BUQ5eeNyCBPU5ERBQ+3QpOV1xxBV555RVcddVV2LJlC37zm9/g/fffx7p16zgpvIc6ozU47a5S/25IWZZxMMD1m34st3Wo7liTB3ZXdAw7EhFR7Oj25PDrr78eDQ0NmDJlCjIyMvDFF19g0KBBoawbRdCI1jWQ9lY74ZVkaET1ti6paPbA5pahFZV1proiXgekmzWosXtR2uDCyExjmGpJRES9UcDBqbi4uMPjGRkZOPPMM/HKK6/4jy1evDj4mlFEFaToYdIqC2GWN7pRkKLeHWkW//50emi7EeAGpOhQY/fiYB2DExERhVbAwWnbtm0dHh80aBCsVqv/64Gst0PRRyMKGJZhwLbjDuypcqoanBocXgBKz1F3DEjRY/NRh3+fOyIiolAJODhx0nfsG9EanHZXOXDF0ATV6tHoUOYmJRq6tz6rbyX0gwxOREQUYiFZOZxiwxmtw1q7qpyQVVx52+pUepySjN3tcVLmRZU3uuHycgVxIiIKHQYn8huarodOBOpavDjWpN6Gv8H2OKWbNUg0iJBkwNLAXiciIgqdqAtOL7/8MvLz82E0GlFYWIjNmzcH9Lx//vOfEAQBM2bMCG8FY5hBK2JY691131WotyyBv8fJ0L0eJ0EQOFxHRERhEVXBacWKFSguLsaCBQuwdetWjBkzBtOmTUNVVdUpn3fo0CHcd999OPfccyNU09g1OksZrvNtsKuGRmdwPU4A5zkREVF4RFVwWrx4MWbPno1Zs2ZhxIgRWLp0KcxmM5YvX97pc7xeL2644QYsXLgQAwYMiGBtY9OYbCU47ahwQFJpnpO19a66xG7OcQKUO+sAoLSewYmIiEKn2wtghprL5cKWLVswb948/zFRFFFUVISSkpJOn/foo48iMzMTt956K7788svTXsfpdMLpPLEdh9VqBQBIkgRJCs1K075yQlVeJA1M0cGoFdDolHCo3on85MgvS+DrcUrQC11qw5PbfUCy8qNdVu+G2+NVdUHPWNeTf957Mra7Otju6gln23elzKgJTjU1NfB6vcjKympzPCsrC3v37u3wORs2bMAbb7yB7du3B3ydRYsWYeHChe2OWywWmM3mLtX5dCwWS0jLi5T8OBF7G0V8vucYLugT2V4npxdweZUfy/qKw2jpRqeTxWKBJAMGjQZOL/D194fQJ7TfWupAT/157+nY7upgu6snHG1vt9sDPjdqglNXNTU14cYbb8SyZcuQnp4e8PPmzZvXZhV0q9WK3Nxc5OXlIT4+PiR1kyQJFosFeXl5EMWoGg0NSGGLFXu3N+KoOw4FBRkRvXaVzQPgOHQiMGxgfpcWVP1xuw88WIk91S44zZkoKIgLX6V7uZ7+895Tsd3VwXZXTzjbvrm5OeBzoyY4paenQ6PRoLKyss3xyspKZGdntzv/4MGDOHToEKZPn+4/5utq02q12LdvHwYOHNjueQaDAQaDod1xURRD/o0IR5mRMLaPCX/Z3ojdVU7IECI6zNXkUnq4Eo0aaDTdm+Pka/eBqQbsqXahtN6Niwb2vO9DT9NTf957Ora7Otju6gnX+3XA54b0ykHQ6/UYP3481q5d6z8mSRLWrl2LSZMmtTt/2LBh2LlzJ7Zv3+7/uOqqqzB16lRs374dubm5kax+TBmQokecTtm3LtKTq60huKPOZ3CaMj/r+2rnac4kIiIKTNT0OAHKRsI33XQTJkyYgIkTJ2LJkiWw2WyYNWsWAGDmzJnIycnBokWLYDQaMXLkyDbPT05OBoB2x6lrNKKAkVlGfH2kBd9VODA4rX0PXbg0u5TgFK8PPjiNal1a4UCdC3aXBHMIyiQiot4tqoLTtddei+rqasyfPx8VFRUYO3YsVq1a5Z8wXl5ezq7RCBmdrQSn7ccduOaMpIhd1xbC4JQRp0WfeC2ON3uwu8qBs/pxhjgREQUnqoITAMydOxdz587t8Gvr1q075XPffPPN0FeolzqzjwlAPXZVOeDwSDBqIxNYfT1OcSHqHRqdbcTxA83YUelkcCIioqCx+4Y61C9Ri4w4DTwSsLMycnOEQjlUB5xYCX2HilvIEBFR7GBwog4JgoDxfU0AgK3HWiJ23VAHp1FZyvys0noXmlr3wCMiIuouBifqlC84bVElOHV/u5WTpZq16JeohQxgVxXvriMiouAwOFGnxmQZoRGAY00eHG9yR+SaJ+Y4hW7tKN/+e9uPc7iOiIiCw+BEnTLrRQzPUIa6thyLTOiwhbjHCQDG9Yn8kCMREcUmBic6pUgP14V6jhOg3FmnFYHjzR4ci1DPGRERxSYGJzolX3DaUeGA2xv+DX/DEZzMOhEjWnvOvjnKXiciIuo+Bic6pYIUHVKMGji9MnZXhXe4TpJl2MMQnACgsHUNp68sge+ATURE9GMMTnRKyrIEyuTqcPfW2N0yfH1aoQ5OU/LMEADsqXai2uYJadlERNR7MDjRaZ3VTxmu23ykBbIcvuG6ZpeyzpJBI0CnCd1ddQCQbtZiRKYyXLfqh+aQlk1ERL0HgxOd1rg+Jv/k6sON4Ztc3ewM7XYrP3bVsAQAwAffW1FnZ68TERF1HYMTnZZZJ/rXQtp0JHzDdeGYGH6yyblmDE3Xw+mV8faOxrBcg4iIYhuDEwXEN7n66yPhm1xtc4c3OAmCgFvOTAEAfHKwGaX1rrBch4iIYheDEwWksHWe0/4aF+pbwrPnW7iH6gDgjEwjJvc3Q5KBpzfUwOGRwnYtIiKKPQxOFJA0sxaD0/SQAWwOU69TuIfqfO6YmIpUkwaHG934eD8nihMRUeAYnChgvl6ncM1zilRwSjJq8MsxyQCA9/Y0steJiIgCxuBEATu7dZ7TdxWOsISNSAUnALhwQBwy4jRocEhcTZyIiALG4EQBy0vWISteC5dXxtYwbPpri2Bw0ooCzs+PA8DVxImIKHAMThQwQRAwKVcZrvuq3Bby8iPZ4wQA5/RXetC+OdrC4ToiIgoIgxN1yZT+Si/N5qMtcIV4019fcArnXXUnG5iqR6pJ2YfvYB2XJiAiotNjcKIuGZquR7pZgxa3jG9DPDco0j1OgiBgUKoeABiciIgoIAxO1CWiIOC81rlBn5eF9lb+SM5x8hnYGpxKGZyIiCgADE7UZRcWKMHpm6MtaHKGZjFMWZYj3uMEwN/jdIDBiYiIAsDgRF2Wn6LHgBQdPBLwZYjuSHN4ZPimTMUbIvdjOaA1OJU3ukM+Z4uIiGIPgxN1y4UD4gEAa0tDM1zn623SCIBBI4SkzECkmzVINIiQZOAQ964jIqLTYHCibjk/Pw6iAOyrceGo1R10eSfPbxKEyAUnQRBOzHNicCIiotNgcKJuSTFpMK6PEQDweVnwazqpMb/JZyDnORERUYAYnKjbLixQhus+L22GJAc3P8gfnCI4v8lnIJckICKiADE4UbcV5ppg0gmotHmxrya40OFf/FKnXnA6VO+CR+IEcSIi6hyDE3WbUSuiMEfZtmSDJbjhOjXWcPLJjtfCrBPgloDDjcHP1yIiotjF4ERBOSdPCU5flduDGq5Tc6hOFAQMSOFCmEREdHpRF5xefvll5Ofnw2g0orCwEJs3b+703GXLluHcc89FSkoKUlJSUFRUdMrzKfTO7KsM19XYgxuuU3NyOMAJ4uHikWSU1rvwfbUTdjc3Uiaink+rdgVOtmLFChQXF2Pp0qUoLCzEkiVLMG3aNOzbtw+ZmZntzl+3bh2uu+46TJ48GUajEU8++SQuueQS7N69Gzk5OSq8gt5HrxFQmGPGukM2bLDYMDzD0K1y1JzjBHCCeCg5PBK+KrdjXZkNe6qccLYuLKoRgOEZBpzZ14Rz88zok6BTuaZERF0XVT1OixcvxuzZszFr1iyMGDECS5cuhdlsxvLlyzs8/6233sJvfvMbjB07FsOGDcPrr78OSZKwdu3aCNe8dwvFcF209DiV1rvg5QTxLpNlYG+NEy9uqsWN7x3Bcxtrse24A06vjDi9iFSTBl4Z2FXlxF+3N2D2h8fwwOoKfHKgGU4Pe6KIqOeImh4nl8uFLVu2YN68ef5joiiiqKgIJSUlAZVht9vhdruRmpoarmpSB348XNedXiebinOcAKBfog5xehE2l4SDdS4MSe9ez1lPJssythxz4LsKBywNLjS5JLi8MuJ0SvBJM2uQYtJApxGgEQRIrfsLWh1efHNYg8qWKn9Z2fFaXDwwHmfnmpCbpIMoCDje5Ma24w6UHLbjuwoH9lQ7safaib9sq8eVQxNw+ZAEJBk1KrYAEdHpRU1wqqmpgdfrRVZWVpvjWVlZ2Lt3b0BlPPjgg+jbty+Kioo6PcfpdMLpdPofW61WAIAkSZCk0Pzl6ysnVOVFO60ATMwx4YtDdnx5qBlD07o+BNPkUjYLNmuFbrdbMO0uADgjQ4/NRx3YUdGCQam9axhJkmW8srkenxzs7t2RAvQaAVP6m3DxgDiMyDRA9K0AL8uQZBlZcRpcOigOlw6KQ63dg3WH7Pj4h2ZU2bx4a0cj/rXbigsLzLhyaAL6J/Wu9u+O3vb/TLRgu6snnG3flTKjJjgF609/+hP++c9/Yt26dTAajZ2et2jRIixcuLDdcYvFArPZHNI6WSyWkJYXzQYbBHwBDdaXNWFqSgPELu6a0mjXABDQWH0cZS3B1aW77d5XKwDQYPOheowz1QZXiR5mzVEBn5RrIEDG2Zky+sfLSNQrobjFAzS6gUaXgCYX4JUBSQYgAGat8pFhlDE2VYZR6wbsVlgOnf6aZ5qAMaOA72oFfHZMxGEbsOqADasO2DAkScL52TJGpMhd/lnqbXrT/zPRhO2unnC0vd0e+Ib1UROc0tPTodFoUFlZ2eZ4ZWUlsrOzT/ncZ555Bn/605/w6aefYvTo0ac8d968eSguLvY/tlqtyM3NRV5eHuLj47v/Ak4iSRIsFgvy8vIgilE1jSxscvrLeOvgUTS4AFdC3y4P1zk2HwEgY0hBLrLju/djGWy7S0kufGCpRFmzBv3694cugpsNq2lnpQMfHa4GANwxMRWXDOra70Gw7T5oAHC1LGNXlRP/3deMzUdbsL9RxP5GZRPmCwvicGGBGX0T2Qt1st74/0w0YLurJ5xt39wc+Ib1UROc9Ho9xo8fj7Vr12LGjBkA4J/oPXfu3E6f99RTT+Hxxx/H6tWrMWHChNNex2AwwGBo/6YuimLIvxHhKDNaGUWgsJ9yd93Gwy04I8sU8HNdXhmu1juvEo3aoNusu+0+MM2AZKOIBoeE72tcGNsn8NfQU9XYPXj6q1pIMjC1IA7TBid0e5PlYH/ex/QxY0wfMyqbPVi5vwmfHGhGjd2Ld3Zb8c5uq3JHXh8jhmcYMChVj3gD50MBvev/mWjCdldPuN6vAxU1wQkAiouLcdNNN2HChAmYOHEilixZApvNhlmzZgEAZs6ciZycHCxatAgA8OSTT2L+/Pl4++23kZ+fj4qKCgBAfHx8yHqPKHDn5LUuS1Bux63jU07McTmNZqcyv0kUALNOvV4eURAwIceETw/a8M3RlpgPTm6vjD+tr0GDQ0J+sg53FKZ2OzSFUla8FrecmYJfjknG10fs+PRgM7Ydd+D7aie+rz4xPzErToMBqXoMSNFjYKoeA1L1SDNpouI1EFHsiqrgdO2116K6uhrz589HRUUFxo4di1WrVvknjJeXl7dJha+++ipcLheuueaaNuUsWLAAf/jDHyJZdcKJu+tq7V7sq3FieEbnc81O1uBUJuUlGsSAw1a4TMwx49ODNmw63LXw1xMt31qPvTVOxOkE/P78DBi10fXXs14j4Ny8OJybp0wmLzncgj1VDuyrcaLS5m39aEHJ4ROT4pIMIgak6jEkzYBRWQYMyzBE3esiop4tqoITAMydO7fTobl169a1eXzo0KHwV4gCptcIOLufGZ+X2fClxR5wcGp0KD1O0XAr+pl9jf6Ni3dVOjE6O7DX0NOsK7Phv/uaAADFU9KjfjHKNLMWVw5NwJVDEwAovZSl9W4crHOhtF75ONzoRqNTwrbjDmw77sCKXScW3Tw714yz+5mQHeWvk4iiX9QFJ+rZzslTgtMGix2/CrDHptGh9DhFQ3AyakWcmxeHTw40Y83B5pgMTvtqnHhhk3LX4LUjk1DYL7R3k0ZCvEGD0dmaNt8fp0eCpUEJU3uqndhd5UCVzYtdVU7sqnLi9S31yE/W4YKCOEwtiEOamf/9EVHX8X8OCqkz+5hg1gmoa/Hi+2onzsg8ffDw9ziptPjlj00bFI9PDjRj/SEbbhiThOz42OmlqLZ58Md11XB5ZZyVY8L1o5PUrlLIGLQihqQbMCTdgMuGKD1TFU1ufH20BV8ftmNXlROHGtx4c1sD/rq9AeP6GHHxwHgU9jP3mjsoiSh40fFORTFDpxFwdq7Sg7HBEti6GA2twSk5CnqcAGBougFjs43wysBftzVA7uY2MtGmxS3hsXVVqHd4kZ+sw/3npEMT44skZSfo8JNhiXji4my8dU0/3HV2KkZkGCDJwJZjDvzpyxrM/vAoNpYHvoYLEfVuDE4Ucuf279redSeG6qLnx/HGsckQBWC9xY55ayqxpKQG7+xq9G8N09N4JBlPbahBab0byUYR8y/IhFmlDZXVkmDQ4JJBCXhqWjb+31V98fORiUgxalBj9+KJ9dV4/Isqf4gnIupM7/qfkyJibB8T4lqH6/acdPt4Zxqd0dXjBCi9TjePSwagbEz76UEb/rq9AYvWV3d7I2O1SLKM50tq8c3RFhg0An5/fiYyu7nIaKzISdRh5tgUvD6jL64dmQiNAJQcbsHc/x3DN0eDXLqeiGIagxOFnE4jYFIXhut8f+UnRtmChlePSMLzl/fBPZPTcPXwRAgAtlc48P4eq9pVC5gsy1i+tR6fl9kgCsBD56Z3axPmWGXQirhxbAqWXN4Heck6NDgkLPy8Cq9uroXD0zN7F4kovBicKCzOyYsDAHxlscMrnbqHxjdUlxxFQ3U+A1P1uGhAPG4Zn4I7z04DAPx1e0ObhRij2Xt7rPjge2XZgbsnpeGsHngHXSQUpOjx3GV98JNhyqTylfub8duPjmPTYTta3AxQRHRC9L1TUUwYk21EvF5EveP0w3XRtI7TqVw8MA7n55shycDTG6rRHOXznT7a34Q3tzUAAG45MwUXDeBq+qei1wiYPSEVj12UiVSTBkesHvzxi2pc96/D+P2nlXh/TyP21zjhOc0fAkQU2xicKCyU4Tply5IvLbZOz3N4JLR4lDeiaJrj1BFBEHDHxDRkx2tRZfPihU21UXvH3cf7m/DK5joAwM9GJOLqEYkq16jnGNfHhJeu7IOrhiUgK04DjwR8V+HA8q0NKF5VgeveOYzFG2uw/XjLaXtTiSj2MDhR2JyXrwzXrT9kh9vb8RtMtU3pbTLrBMTpo//H0awX8eC56dCKwMZyO1b9EPiO2pGy6ocmvNwamn4yLME/yZ0Cl2jQ4LYJqXh9Rg7+31V9cduEFJyVY0K8XkSLR8ZnpTY8vLYKt35wFG9uq0d5g0vtKhNRhPTuW2sorEZnGZFm1qDW7sXXR+z+eU8nq7Z5AAAZcT3nR3FwmgE3jU3BG1vrsWxLPYZnGJCfole7WgCAf++x4o2t9QCU0PSr8Snc9DYIgiAgJ1GHnEQdrhqWCEmWsa/Gic9KbVhvsaPG7sW7u614d7cVg1L1uHBAHCbnmpHeg36eiahr+NtNYaMRBVxYEId/7bZibant1MGph21/8ZPhCdhe0YItxxx4ckMNnrssW9XNZGVZxpvbGvBe6x1/M4Yn4NYzGZpCTRQEDM8wYniGEbdNSMXmo3Z8VmrDt0dbcKDOhQN1Lrz2bT3SzBoMTTNgSLoe+cl69EvUIiNOG/MLjhL1Bj3r3Yp6nIsGxONfu63YcqwF9S1epJjazmOqah2qy4iL7vlNPyYKAu6ZnI67Vh7H4UY3XvumHndNSlOlLm6vjJe/rsWnpcpcspvHJeNnIxIZmsJMpxEwpX8cpvSPQ6PDi/UWG9aV2fBDrQu1di822u3YePjEchxaEeiToEO6WYM0swZpJg3SzFokGzUw6QQYtSJMOgEGjQCNIEAUAa0oQCMAGkGARlT+GNEI4PeWSEUMThRW/ZJ0GJqux74aFz4rbcbPzmi7N1q1XelxyuyBQxvJRg3unZKGhz+twicHm9EvSRfxSdj1LV4sWl+NPdVOiAIwtzANlwzi3XORlmTUYPrQREwfmgiHR8KBWhf21TjxQ60Lh61uHLO64ZaAw41uHG50B309UYASoKCB7tsj0IiCcuxHQUsUfnS89V/R928H5woABAEQIEBoPUcQABHKF8XWr4utAe7E+UoZwklliK3l+Dra/GW1XitOJ8KsFxGvF2HWiYhrnesYpxdh0AgMiBSVet67FfU4lwyMx76aOnz0QzNmDE9sM1zRE+c4nWxMtgmzzkzG8q0NWL61HilGEVMjdNv/gVon/vhFNWrsXsTpBDxwbgbG9zVF5NrUOaNWxMgsI0Zmndjg2ivJqLF7cazJjVq7F7V2L+paPKi1e9HolNDiVu4ubXFLcEsyvJLynE7uqYAkKx+AAJckA4i9u/s0AhCnF5Fi0iAzTouMOA0yzMqQZ0accizVpOHwJ0Vcz3y3oh7l/II4/HlbAyqbPdhyrAUTT1qEsbqHDtWd7KfDE1Fr9+LDvU14rqQWXhkoGhi+8OSVZPz7eyv+/l0DPBLQL1GLh8/PRL8kXdiuScHRiAKy4rXI6uJWN7IsQ5IBr9wapFrDlFeS4fZKOFR+GDk5/SALYpuveWXAK8uQJGXLnTbHW/+VfP/KrUFNBmTIkGVAbg1m/sdofdx6vgz4j/vqePI5vudJHZzjK98tKUGx2SXB7pZgc0mwuWXY3ZL/NVudEqxOCZaGjnvpRAFIM2uQHa9FQYoeA1o/cpN00GkYqCg8GJwo7IxaEZcMjMf731vx331N/uDk9sr+HqeeOFTnIwgCbh2fgha3jE8ONmNJSS2sTi9+Ojz084wqmz14bmMNdlUpi4qenWvCPZPSe8RSDtR1gtA6xAYoXTAnkSQJzUagb6IOohg7339ZltHikWF3KaGqtsWLapsH1TYvqu0e/+c1dg88kvLHV7XNi52VJxba1YpAbpLOH6SUUKVDfJRt60Q9U899t6Ie5fKh8fj391ZsO+7A4UY3cpN0sDS44JWBeL2IdHPP/g9NFATceXYqzHoBH3zfhOVbG7C/xoW7zk6DOQShxuGR8N5uK97bY4XLK8OoFXDbhBRcPDCe80AopgiCALNOgFknIj0OyE/p+DxJltHQ4kW13YsjjW6U1rtQVu9Cab0bzS4JZfVulNW7sRYnFuDNjNP4g1RBih4DUnXIitPyd4i6hMGJIiI7XofCfiZsOtKCd3c34p7J6SitVxYNHJiqj4n/uARBwK1npiArXos3ttRjQ7kde2ucuG1CKiblmrr1Gt1eGZ+XNeMfOxv9w5qjsgy48+w09E3g0Bz1XqIgINWsRapZi6HpBlzUelyWZVTbvSirc6G03vfhRmWzB1U2L6psLdh0pMVfTpxOOClI6VGQrEP/ZD30HOqjTjA4UcRcOyoJm4604PMyG645IwkH65R5CwOjZPHIUBAEAdOHJmJwqgFPf1WDymYPnlhfjeEZBvxsRCLOyjEFNJn1eJMba0ttWHOwGbX2E/PAbj0zBVP6m2MiaBKFgyAIyIzTIjNOi8LcE/Mpm10SDtWfCFNldW5YGl2wuWXsqnL6h78BZe5U3wRl3lR+sh75yTrkp+iR2YPnYlLoMDhRxAxOM+Ds1l6nt3c0+HtQBqTGTnDyGZZhwMtX9sG/djXivT1WfF+t3AGXoBcxIceEIWl69EvSIV4vQgBgc0uoaPKgrMGN7yocbW5ZTzVpcPWIRFw6OF7VRTaJerJ4ffu7Hd1eGUesyjBfaWsP1aF6N5pcEo5YPThi9eBLy4m1uMw6Af2TdEjTiBjrbcbgNAPykvWciN7LMDhRRN0wJhmbjrS0+c9oSHrsBSdAmRR/49gUXDk0Ef/Za8XqA82wOiV8XmbD52Wdb3wMKH/xjsk2omhgPCbnmvkfM1EY6DQnhukuGqAck2UZdS1eHGpw41C9S/m3wYXDjW7Y3TL21rgAiPiqUtnaSCsCeUl6DExVPgalKT1UBv6RE7MYnCiiClL0OD/fjC8OKcHpjExDzM/VSTFpcNO4FPxyTDL2VDux/bgDZfUuVDR7/Ldex+tFpJk1yEvWYWi6AeOyjbwDiEgFgiAgzaxFmlnbZl00jyTjqNWN0jonth+qQa1kwsE6pXfqYL0LB+tdwEHlXFEA+ifpToSpVCWcmXQMU7GAwYki7lfjU7Gx3A63BPxkWGRX2laTRhQwKsuIUScNFRBRz6AVBeQl65GbqEV/uQoFBZkQBAHVNi8O1LlwsM7Z+q8LDQ6ptadKmasIKKup5yRqMSjV4A9UA1P1XEqkB2JwoohLMWnw1LRsHGpwY1IuV7omop5JEARkxmuRGa/F5P7KRHRZllHb4sXB1hB1oFbpjaq1e/3zptYdOjFU3ydBi0En9UwNTNUjgb3NUY3BiVQxOM2AwWkGtatBRBRSgiAg3axFulmLwpN2Sag/OUzVOXGwzoUqmxfHmzw43tR2EnpWnAYDW3umBqUpYSrZyDAVLRiciIiIwizFpMGEHBMm5JzoZbc6f9QzVefC8WYPKm1eVNrs2Hj4RJhKMojITdK1+0gzabg8SYQxOBEREakg0aDBuD4mjOtzIkw1uySU1rn886YO1rlw1OpBo1NC44/WmwIAk05AbqISonISdcqeiHHKvojJRpGhKgwYnIiIiKJEvF7E6GwjRmefuImkxS3hqNWNw41ulDe6cdjqxpFGN441edDilrG/1oX9ta52Zek1AjLjNP4NpjNbA1WaSYNUswapJi1XSO8GBiciIqIoZtKJGJRmwKAfzQt1e2Uca1IC1eFGtzLM1+xBVbMHNXYvXF7ZPyG9Mwl6ESkmDdLMGqSaTnwkmzRIMmiQaBSVfw1iQLse9AYMTkRERD2QTqMskZCX3H4RYbdXRo1dCVLKPn0eVDZ7UWXzoLbFi/oWJVg1uSQ0uSSUn7RbQWcS9CKSjCISTwpU8XrxxIdBbPtYL8Ksi73AxeBEREQUY3QaAX0SdOjTyQLDsizD5pJQ2+JFne/Drvxb2+JFo0P5sDolNDklyIA/ZAGd92B1xKQTYNaJMGmVf8060X9M+RBg1IowagUYtAIMWhFGzUmftx7Xi4DTG3zbBCvqgtPLL7+Mp59+GhUVFRgzZgxefPFFTJw4sdPz//Wvf+GRRx7BoUOHMHjwYDz55JO4/PLLI1hjIiKinkUQBMQbNIg3aJCXfOpzvZLSM6WEKQlWpxKoGh1eNLsk2FwSmjv4cHhkAECLW0aLOzSJZ0K6iPmDQlJUt0VVcFqxYgWKi4uxdOlSFBYWYsmSJZg2bRr27duHzMzMdudv3LgR1113HRYtWoQrr7wSb7/9NmbMmIGtW7di5MiRKrwCIiKi2KIRBSQbNV1eS8rtlWFzS7C7JdhdElo8svK5W0KLW279V4LdLaPFLcHpleHwyHB6lNB18mOnR/lcHwXLWUVVcFq8eDFmz56NWbNmAQCWLl2KlStXYvny5XjooYfanf/888/j0ksvxf333w8AeOyxx7BmzRq89NJLWLp0aUTrTkRERCfoNAKSNV0PXJ3xer04WHYoJGUFI2qCk8vlwpYtWzBv3jz/MVEUUVRUhJKSkg6fU1JSguLi4jbHpk2bhg8++KDT6zidTjidJ9bBsFqtAABJkiBJUhCv4ARfOaEqjwLDdlcH210dbHd1sN3VI8syNEJ42r4rZUZNcKqpqYHX60VWVlab41lZWdi7d2+Hz6moqOjw/IqKik6vs2jRIixcuLDdcYvFArPZ3MEzus9isYS0PAoM210dbHd1sN3VwXZXTzja3m63n/6kVlETnCJl3rx5bXqprFYrcnNzkZeXh/j4+JBcQ5IkWCwW5OXlQRS583WksN3VwXZXB9tdHWx39YSz7ZubmwM+N2qCU3p6OjQaDSorK9scr6ysRHZ2dofPyc7O7tL5AGAwGGAwtN9cVhTFkH8jwlEmnR7bXR1sd3Ww3dXBdldPuN6vAz43pFcOgl6vx/jx47F27Vr/MUmSsHbtWkyaNKnD50yaNKnN+QCwZs2aTs8nIiIiCkbU9DgBQHFxMW666SZMmDABEydOxJIlS2Cz2fx32c2cORM5OTlYtGgRAODuu+/G+eefj2effRZXXHEF/vnPf+Lbb7/Fa6+9pubLICIiohgVVcHp2muvRXV1NebPn4+KigqMHTsWq1at8k8ALy8vb9OdNnnyZLz99tt4+OGH8bvf/Q6DBw/GBx98wDWciIiIKCyiKjgBwNy5czF37twOv7Zu3bp2x/7v//4P//d//xfmWhERERFFYXCKNFlWloS32WwhK1OSJNjtdjQ3N3PyYASx3dXBdlcH210dbHf1hLPtfRnAlwlOpdcHp6amJgBAUVGRyjUhIiIiNTU1NSEpKemU5whyIPEqhkmShGPHjiEhIQGCIISkTN/aUIcPH0ZiYmJIyqTTY7urg+2uDra7Otju6gln28uyjKamJvTt2/e0vVm9vsdJFEX069cvLGUnJibyF0sFbHd1sN3VwXZXB9tdPeFq+9P1NPlwgJaIiIgoQAxORERERAFicAoDg8GABQsWdLi1C4UP210dbHd1sN3VwXZXT7S0fa+fHE5EREQUKPY4EREREQWIwYmIiIgoQAxORERERAFicCIiIiIKEIMTERERUYAYnIiIiIgCxOBEREREFCAGJyIiIqIAMTgRERERBYjBiYiIiChADE5EREREAWJwIiIiIgoQgxMRERFRgLRqV0BtkiTh2LFjSEhIgCAIaleHiIiIIkyWZTQ1NaFv374QxVP3KfX64HTs2DHk5uaqXQ0iIiJS2eHDh9GvX79TnhNVwWn9+vV4+umnsWXLFhw/fhz//ve/MWPGjFM+Z926dSguLsbu3buRm5uLhx9+GDfffHPA10xISAAAfPrpp4iLiwui9idIkgSLxYK8vLzTJlcKHba7Otju6mC7q4Ptrp5wtr3NZkNRUZE/E5xKVAUnm82GMWPG4JZbbsHVV1992vPLyspwxRVX4Pbbb8dbb72FtWvX4le/+hX69OmDadOmBXRN3/BcXFwc4uPjg6q/jyRJMJvNiI+P5y9WBLHd1cF2VwfbXR1sd/VEou0DmbITVcHpsssuw2WXXRbw+UuXLkVBQQGeffZZAMDw4cOxYcMGPPfccwEHJyIiIqJA9ei4XFJSgqKiojbHpk2bhpKSEpVqRERERLEsqnqcuqqiogJZWVltjmVlZcFqtaKlpQUmk6ndc5xOJ5xOp/+x1WoFoHQBSpIUknr5yglVeRQYtrs62O7qYLurg+2unnC2fVfK7NHBqTsWLVqEhQsXtjtusVhgNptDei2LxRLS8igwbHd1sN3VwXZXB9tdPeFoe7vdHvC5PTo4ZWdno7Kyss2xyspKJCYmdtjbBADz5s1DcXGx/7HVakVubi7y8vJCOjmcd11EHttdHWx3dbDd1cF2V0842765uTngc3t0cJo0aRI++uijNsfWrFmDSZMmdfocg8EAg8HQ7rgoiiH/RoSjTDo9trs62O7qYLurg+2unnC9Xwd8bkivHKTm5mZs374d27dvB6AsN7B9+3aUl5cDUHqLZs6c6T//9ttvR2lpKR544AHs3bsXr7zyCt555x3cc889alSfiIiIYlxU9Th9++23mDp1qv+xb0jtpptuwptvvonjx4/7QxQAFBQUYOXKlbjnnnvw/PPPo1+/fnj99dejdimCsnoX/t83ddCIAooGxOHc/DhohMDWjSAiIiL1RVVwuuCCCyDLcqdff/PNNzt8zrZt28JYq9B5dXMd9lQrd/R9V+HAsxtrkW7W4KIB8Ug1aXCwzgW3JGNEhgG5yTrkJemQYNAAAGrsHjS0eNEvSQejNqo6ComIiHqNqApOsazJ6cXeGiU0XZAfh3WHbACAGrsXK3Y1tjn38zLla6IA5Cbp4JVkHLF6AAA6ESgaGI8bxyYjsTVUERERUWQwOEXI4UY3JBnIitPgvnPSMSBVh52VTgxK1aPS5kGLW0J2vA5GrYCSw3Y0uyTU2L2wNLgBKCEqTieiySXh4x+asfloC168og/DExERUQQxOEVIjd0LAMiIU5r86hFJuHpEx+feMCYZAFBt88DS4IbLK2NklgGJBg12VDiw8PMq1Nq9+PZoCy4cEJolFIiIiOj0GJwipMauDLWlmQPvIcqI0/qDls/obCMuHhSP/+1rQlm9O6R1JCIiolPjLOMI8fU4pZuDz6oFyToAyl16REREFDkMThHS0KIEpxRT8HOSClL0AJTgdKq7EH08khzQeURERHRqHKqLEKdXCS5GbfBrNuUl6yAKQKNTQn2LF6md9GIdbnTj1c212FnphEkn4JozkmDWiUg1aTAm24g4PXMzERFRVzA4RYjTowQnQwiCk0ErIsOsQaXNi0pbx8GpqtmDeWsq0OBQdny2u2X8dXuD/+taERjXx4SfDEvA2D4d7+tHREREbbHLIUJcrT1OBk1omtzQugim29vxENx/9zWhwSEhP1mHl6/sg7NylHDUP0mHfolaeCTgm6MteHhtFZaU1HRaDhEREZ3AHqcICWWPEwDoNEo5rg4Cj1eS8UXrAps3jElGXrIej1yQgWNWD3IStRAEAYcb3fjfviZ8/EMTPj1oQ63di9+dlwGTjlmaiIioM3yXjBCnVxkyM2hCE5z0pwhOu6ucqGvxIk4vYkJfpadJFAT0S9L598XLTdJhzsRULLwwE0atgG3HHZj/WRV7noiIiE6BwSlCfJPD9SEKTr4ep46Cjq+3aUp/s/+8zozrY8LjRVmI04v4vtqJN7bWh6R+REREsYjBKUJCPVSnF1t7nKS2wcntlfFVuR2AsideIIamG3DflHQAwP/2NWH78ZaQ1JGIiCjWMDhFSMiDU2s5Lk/b4LS7yoFml4RUkwZnZBoCLu+sHBOuGJIAAHiupBb1retOERER0QkMThEgy3LI76rz9zj9aKiuvFHZhmVouh4asWsh7eZxyeiXqEWt3Ys/flHV4fwpIiKi3ozBKQLcEuCLIKGeHO7+0VDdUasSnHISdV0u06QT8cgFmYjXi9hX48JLX9dyxXEiIqKTMDhFgNMj+T/Xh3k5gsNWZTPh3G4EJ0AJXA+dmw5RAD4rteHf31uDqygREVEMYXCKAN/8Jq0IaLs4fNaZzpYjCKbHyWdsHxNum5AKAPjz1gZ8c8Te7bKIiIhiCYNTBIR6KQKlLOXfk5cjaHFLqLUrk7r7JQa3tukVQ+Jx6eB4yACe+qoG5Q2uoMojIiKKBQxOEeAM8cRwoOOhOl9vU5JBRLxBE1T5giDg9rNSMTLTgBa3jGe+4rYsREREDE4REOqlCICOh+qOtM5vCmaY7mRaUcCD52Yg0SCitN6Nd3Y1hqRcIiKinorBKQJcrduthHKorqOVw309Tv2SQhOcACDFpMGcicp8p3d2NeJArTNkZRMREfU0DE4REJYepw7WcTriC05Bzm/6sXPz4nBOfzO8MrCkpJZDdkRE1GsxOEXAiTlOIQxO2vbrOIXijrrOzJmYiiSDiEMNbvxrN4fsiIiod2JwioBIzHGSZBlHW+c49QtDcEoyanD7SUN2vpBGRETUmzA4RUCot1sB2g/V1dq9cHplaAQgKz60Q3U+5/Q348w+Rngk4NXNdVxVnIiIeh0GpwhwhKHH6ceTw6tsSm9TRpw2ZIts/pggCJgzMRU6Edhe4UDJ4ZawXIeIiChaMThFgG/LlZDOcWotyzd/qqZ14ct0c3DrN51OnwQdrh6RBAD46/Z6eCX2OhERUe/B4BQBvuG0UO1TB5y0ya9/qE7pcUoLc3ACgJ+NSESiQcQRqwdrS5vDfj0iIqJoweAUAeG4q+7HK4ef6HEKz/ymk5n1In4+Uul1emtHY5tNjImIiGJZ0MHpiy++wPTp0zFo0CAMGjQIV111Fb788stQ1C1mhPOuOneEh+p8Lh+SgAyzBrV2L1bub4rINYmIiNQWVHD6+9//jqKiIpjNZtx111246667YDKZcNFFF+Htt98OVR17PP9QXRj3qjsxVBf+HidACW43jEkGALyzywq7i71OREQU+4J6l3388cfx1FNP4Z577vEfu+uuu7B48WI89thjuP7664OuYCzw9TgZw9Dj5JUBrySjtrXHKRJznHymFsTh3d2NOGL1YPWBZvx0RGLErk1ERKSGoLpASktLMX369HbHr7rqKpSVlQVTdExxesN3Vx2gLHdQ1xLZoToA0IgCfjpcCUsf7rXyDjsiIop5QQWn3NxcrF27tt3xTz/9FLm5ucEUHVPCMcdJd9JaTZU2DyQZEAUg2Ri54AQAUwfEI9Egosbuxdbjjohem4iIKNKCGqq79957cdddd2H79u2YPHkyAOCrr77Cm2++ieeffz4kFYwFTv8cp9AFJ40oQCsCHunEHnUZZg00YVr8sjN6jYCpBXH4cG8T1h5sxlk5pohen4iIKJKCCk5z5sxBdnY2nn32WbzzzjsAgOHDh2PFihX4yU9+EpIKxoJw9DgBygRxjyTjSGNrcIqLzMTwH7toYDw+3NuEjYft2FPlwIhMoyr1ICIiCreg32l/+tOf4qc//Wko6hKznGHYqw4A4vUiWtxeHKhzAQAyw7RH3ekMSNHj/Hwzvjhkx9Nf1eD/XZUT0t41IiKiaBF1C2C+/PLLyM/Ph9FoRGFhITZv3nzK85csWYKhQ4fCZDIhNzcX99xzDxyO6Jpr4/KEfuVwAMhs7WHaVeUEAGSp1OMEAHML05Bu1qDa5sXHXNeJiIhiVJffaVNSUiAIgQWAurq6LpW9YsUKFBcXY+nSpSgsLMSSJUswbdo07Nu3D5mZme3Of/vtt/HQQw9h+fLlmDx5Mvbv34+bb74ZgiBg8eLFXbp2OIXjrjoAyDBrAThha11DSa2hOgAw6UT8YlQSXvq6Du/utuKKoQlh22yYiIhILV1+p12yZIn/89raWvzxj3/EtGnTMGnSJABASUkJVq9ejUceeaTLlVm8eDFmz56NWbNmAQCWLl2KlStXYvny5XjooYfanb9x40ZMmTLFv15Ufn4+rrvuOnz99dddvnY4hWuOU0Zc2zvoMuMie0fdj100IB5//64B9Q4vvj3agrNzzarWh4iIKNS6HJxuuukm/+c/+9nP8Oijj2Lu3Ln+Y3fddRdeeuklfPrpp20Wxjwdl8uFLVu2YN68ef5joiiiqKgIJSUlHT5n8uTJ+Pvf/47Nmzdj4sSJKC0txUcffYQbb7yxqy8rbDySjNYpTiHvccr8UQ9TlkpznHx0GgEXDojH+3usWH2gmcGJiIhiTlDvtKtXr8aTTz7Z7vill17aYQ/RqdTU1MDr9SIrK6vN8aysLOzdu7fD51x//fWoqanBOeecA1mW4fF4cPvtt+N3v/tdp9dxOp1wOp3+x1arFQAgSRIkKTTbhvjKkSQJDu+J41pBDtk1ACDdfGKKml4jINUohrT87riwwIz391ix7XgLmp0emHWRm0Z3crtT5LDd1cF2VwfbXT3hbPuulBlUcEpLS8OHH36Ie++9t83xDz/8EGlpacEUHZB169bhiSeewCuvvILCwkIcOHAAd999Nx577LFOhwoXLVqEhQsXtjtusVhgNoe2h8RiscDqAgAtBMg4Wm5BgNPDAuKyK2UDwBnJXhwpPxS6wrtJloF0gwY1TgGffFeOMWmRX03cYrFE/JrEdlcL210dbHf1hKPt7XZ7wOcGFZwWLlyIX/3qV1i3bh0KCwsBAF9//TVWrVqFZcuWdams9PR0aDQaVFZWtjleWVmJ7OzsDp/zyCOP4MYbb8SvfvUrAMCoUaNgs9lw22234fe//z1EsX1vx7x581BcXOx/bLVakZubi7y8PMTHx3epzp2RJAkWiwV5eXmoskvAluPQa0QMGNA/JOX7ZLkl4LujAICiYRkoyIuOobFJ9fX4775mWDyJmFGQGrHrntzuHX3vKTzY7upgu6uD7a6ecLZ9c3NzwOcGFZxuvvlmDB8+HC+88ALef/99AMoCmBs2bPAHqUDp9XqMHz8ea9euxYwZMwAojbR27do2c6hOZrfb2zWeRqNMkJbljns6DAYDDAZDu+OiKIb8GyGKItyt3X8GrRDy8uMNIooGxqG+xYvJ/eMgRsldbBP7mfHffc3YUelQ5T+WcHwv6fTY7upgu6uD7a6ecL1fByro2cSFhYV46623gi0GAFBcXIybbroJEyZMwMSJE7FkyRLYbDb/XXYzZ85ETk4OFi1aBACYPn06Fi9ejHHjxvmH6h555BFMnz7dH6DU5vIvfhmeUPPbSelhKTcYwzMM0AhAtc2LqmaPagtzEhERhVrQ72gHDx7En//8Z5SWlmLJkiXIzMzExx9/jP79++OMM87oUlnXXnstqqurMX/+fFRUVGDs2LFYtWqVf8J4eXl5m1T48MMPQxAEPPzwwzh69CgyMjIwffp0PP7448G+rJAJ11IE0cyoFTEoTY99NS7sqnLgwhANgRIREaktqL6uL774AqNGjcLXX3+N9957zz9G+N1332HBggXdKnPu3LmwWCxwOp34+uuv2wz5rVu3Dm+++ab/sVarxYIFC3DgwAG0tLSgvLwcL7/8MpKTk4N5WSEVjg1+e4IzWver861qTkREFAuCCk4PPfQQ/vjHP2LNmjXQ6/X+4xdeeCE2bdoUdOViwYkep941Fj48Q5lH9kMtgxMREcWOoN7Nd+7c2eEGv5mZmaipqQmm6Jjh6qU9TgNTlCBd3uCG2xv5JQmIiIjCIajglJycjOPHj7c7vm3bNuTk5ARTdMxwesKzT120y4jTIF4vwisDlgaX2tUhIiIKiaCC0y9+8Qs8+OCDqKiogCAIkCQJX331Fe677z7MnDkzVHXs0fx31fWiyeEAIAgCBqQqvU6l9QxOREQUG4IKTk888QSGDRuG3NxcNDc3Y8SIETjvvPMwefJkPPzww6GqY4/mDPNyBNHMN1x3sM6tck2IiIhCI6jlCPR6PZYtW4ZHHnkEu3btQnNzM8aNG4fBgweHqn49nm9yuL6X9TgBQH6KDgBwuJE9TkREFBtCsjJh//79kZubC0AZoqETTvQ49a676gCgX6ISnI5YPSrXhIiIKDSCfjd/4403MHLkSBiNRhiNRowcORKvv/56KOoWE3rrHCfgRHCqa/HC7uJO4kRE1PMF1eM0f/58LF68GHfeeScmTZoEACgpKcE999yD8vJyPProoyGpZE/mu6uuty1HAABxehEpRg3qHV4csboxJL39HoFEREQ9SVDB6dVXX8WyZctw3XXX+Y9dddVVGD16NO68804GJ/TuHicAyEnUMjgREVHMCGqozu12Y8KECe2Ojx8/Hh4P57UAJ60c3gt7nACgX5JvnhPvrCMiop4vqOB044034tVXX213/LXXXsMNN9wQTNExozcvRwAAfROU4FTRxCBNREQ9X5eH6oqLi/2fC4KA119/HZ988gnOPvtsAMDXX3+N8vJyLoDZqjcvRwAA2fHKj1iljcGJiIh6vi4Hp23btrV5PH78eADAwYMHAQDp6elIT0/H7t27Q1C9ns/Vi5cjAIDMOA0AoLKZwYmIiHq+Lgenzz//PBz1iFnOXrrJr09Wa49Tg0OC0yPBoO2dAZKIiGID38XCzOXb5LeXDtXF60WYdMprr7J5Va4NERFRcLrc43T11VcHfO7777/f1eJjTm+fHC4IArLitDjU4EZlswe5rXfZERER9URdDk5JSUnhqEfMcvbydZwAZbjuUIMbVZwgTkREPVyXg9Of//zncNQjJsmyfOKuul7a4wQAmXGtd9ZxgjgREfVwnOMURm4JkJTcBGMvnhSdZlburKu1c44TERH1bEFtuQIA7777Lt555x2Ul5fD5XK1+drWrVuDLb5Hs7tPbGzrmyDdG/mDUwt7nIiIqGcLqhvkhRdewKxZs5CVlYVt27Zh4sSJSEtLQ2lpKS677LJQ1bHH8gUnk06AKPTi4GRS8jl7nIiIqKcLKji98soreO211/Diiy9Cr9fjgQcewJo1a3DXXXehsbExVHXssVrcyjidWdd7h+mAtkN1siyrXBsiIqLuC+odvby8HJMnTwYAmEwmNDU1AVD2sPvHP/4RfO16OF+PE4OTEpycXhl2N4MTERH1XEG9o2dnZ6Ourg4A0L9/f2zatAkAUFZWxp4FADZ/j1PvHaYDlInxcXrlR63WznlORETUcwUVnC688EL85z//AQDMmjUL99xzDy6++GJce+21+OlPfxqSCvZkLexx8ksz+SaIc54TERH1XEHdVffaa69BkpRwcMcddyAtLQ0bN27EVVddhV//+tchqWBPdmJyOINTmlmD8kY3J4gTEVGPFlRwEkURongiFPziF7/AL37xi6ArFSs4VHeCb55THXuciIioB2NXSBg1O5UepwS9RuWaqC/ZqLRBg4PBiYiIei4GpzBqcrUGJwOb2RecGhmciIioB+M7ehg1+4KTns2cZFTaoMEhneZMIiKi6MV39DBqciq9K+xxYo8TERHFBr6jhxGH6k5I4hwnIiKKAUHdVTdu3DgIHezBJggCjEYjBg0ahJtvvhlTp04N5jI9FieHn5DcGh6tTgleSYZG5J2GRETU8wTVFXLppZeitLQUcXFxmDp1KqZOnYr4+HgcPHgQZ511Fo4fP46ioiJ8+OGHoapvjyHL7HE6WWJrj5Mkn5j7RURE1NME1eNUU1ODe++9F4888kib43/84x9hsVjwySefYMGCBXjsscfwk5/8JKiK9kRv/rQvbG4g1cQeJ60oIEEvosklocHh9Q/dERER9SRBdYW88847uO6669od/8UvfoF33nkHAHDddddh3759wVymRxIEINGgQU6ijsNSrXx31jXyzjoiIuqhggpORqMRGzdubHd848aNMBqNAABJkvyfU+/GRTCJiKinCyo43Xnnnbj99ttx99134+9//zv+/ve/4+6778acOXNw1113AQBWr16NsWPHBlzmyy+/jPz8fBiNRhQWFmLz5s2nPL+hoQF33HEH+vTpA4PBgCFDhuCjjz4K5mVRmCRxSQIiIurhgprj9PDDD6OgoAAvvfQS/va3vwEAhg4dimXLluH6668HANx+++2YM2dOQOWtWLECxcXFWLp0KQoLC7FkyRJMmzYN+/btQ2ZmZrvzXS4XLr74YmRmZuLdd99FTk4OLBYLkpOTg3lZFCa+SfJNnBxOREQ9VFDBCQBuuOEG3HDDDZ1+3WQyBVzW4sWLMXv2bMyaNQsAsHTpUqxcuRLLly/HQw891O785cuXo66uDhs3boROpwMA5Ofnd+0FUMT4VlBvcjI4ERFRzxSS++RdLheOHDmC8vLyNh9dLWPLli0oKio6UTlRRFFREUpKSjp8zn/+8x9MmjQJd9xxB7KysjBy5Eg88cQT8Ho5FBSNEgzKUB2DExER9VRB9Tj98MMPuOWWW9pNEJdlGYIgdCnA1NTUwOv1Iisrq83xrKws7N27t8PnlJaW4rPPPsMNN9yAjz76CAcOHMBvfvMbuN1uLFiwoMPnOJ1OOJ1O/2Or1QpAmcQuSaF5Q/eVE6ryYkW80ikIq9MblrZhu6uD7a4Otrs62O7qCWfbd6XMoILTzTffDK1Wi//973/o06dPh6uIh5MkScjMzMRrr70GjUaD8ePH4+jRo3j66ac7DU6LFi3CwoUL2x23WCwwm80hrZ/FYglpeT2dvUEAoEFtUwvKysrCdh22uzrY7upgu6uD7a6ecLS93W4P+NyggtP27duxZcsWDBs2LJhiAADp6enQaDSorKxsc7yyshLZ2dkdPqdPnz7Q6XTQaE4spjh8+HBUVFTA5XJBr9e3e868efNQXFzsf2y1WpGbm4u8vDzEx8cH/ToAJdBZLBbk5eVBFLlquE9LnBPYVwUndCgo6B/y8tnu6mC7q4Ptrg62u3rC2fbNzc0BnxtUcBoxYgRqamqCKcJPr9dj/PjxWLt2LWbMmAFAaaS1a9di7ty5HT5nypQpePvttyFJkr8R9+/fjz59+nQYmgDAYDDAYDC0Oy6KYsi/EeEosydLMik/bs0uKaztwnZXB9tdHWx3dbDd1ROu9+uAzw3mQk8++SQeeOABrFu3DrW1tbBarW0+uqq4uBjLli3DX/7yF3z//feYM2cObDab/y67mTNnYt68ef7z58yZg7q6Otx9993Yv38/Vq5ciSeeeAJ33HFHMC+LwsS3HIHNpWz0G43cXhkffm/FniqH2lUhIqIoFFSPk+8OuIsuuqjN8e5MDgeAa6+9FtXV1Zg/fz4qKiowduxYrFq1yj9hvLy8vE0qzM3NxerVq3HPPfdg9OjRyMnJwd13340HH3wwmJdFYRLfuhyBDKXXKdr2q5NlGU9/VYON5XYYNAJemd4XWfFBr9hBREQxJKh3hc8//zxU9fCbO3dup0Nz69ata3ds0qRJ2LRpU8jrQaGnFQWYdQLsbjkqg9PeGhc2lisTBJ1eGcu31mPeeRkq14qIiKJJUMHp/PPPD1U9qJdI0Iuwu72wOiXkqF2ZH9ndOjyXFadBpc2Lb462wOGRYNRyHgMRESm6HJx27NiBkSNHQhRF7Nix45Tnjh49utsVo9iUYFBCSbMz+hYp3V2lrO915dBE/GefFdU2L3ZUODCxX2iXqSAiop6ry8Fp7NixqKioQGZmJsaOHQtBECDL7Sf6dmeOE8U+3wRxa5TtVyfJMr6vVoLTGZkGHG824aP9zfjmaAuDExER+XU5OJWVlSEjI8P/OVFXxOmU4GSPsuBU1exBs0uCXiNgQKoe41qU4LS3xnn6JxMRUa/R5eCUl5cHAHC73Vi4cCEeeeQRFBQUhLxiFJviWu+sa46y4FRtV3pHM8waaEUBA1KUdcAON7rh9srQaSK7Kj4REUWnbs961el0eO+990JZF+oFfMHJ5o6u4FRj8wAA0uKUvyUy4zSI0wnwSMARq1vNqhERURQJ6nahGTNm4IMPPghRVag38K3lZIuyHqea1h6ndLOyRIIgCMhv7XUqq3epVi8iIoouQS1HMHjwYDz66KP46quvMH78eMTFxbX5+l133RVU5Sj2+OY42dzRtXL4j4MTABSk6LG7yomyevY4ERGRIqjg9MYbbyA5ORlbtmzBli1b2nxNEAQGJ2onLkp7nGrtylBduvnEr0Rekg6AMs+JiIgICDI48a466qo4nTLJOtqCU0c9Tpmt261Utc5/IiIiCsmSyC6XC/v27YPHwzcYOrVo7XGq6aDHKbN1oni1zdPhWmVERNT7BBWc7HY7br31VpjNZpxxxhkoLy8HANx5553405/+FJIKUmyJxrvq3F4ZDQ6lPmkn9ThlxCmft3jkqAt6RESkjqCC07x58/Ddd99h3bp1MBqN/uNFRUVYsWJF0JWj2HPyOk7R0otT71CG6bQikGg48Sth1IpIan1cZeMq+EREFGRw+uCDD/DSSy/hnHPOgSCcWCDwjDPOwMGDB4OuHMUe33IEkgw4PNERnBpalFCUZNS0+TkGTgzXcZ4TEREBQQan6upqZGZmtjtus9navQERAYBBI8C3CHe0DH81tPY4JRs17b6WwQniRER0kqCC04QJE7By5Ur/Y19Yev311zFp0qTgakYxSRCEqJvn5JvflGxs/+uQ2TrPicGJiIiAIJcjeOKJJ3DZZZdhz5498Hg8eP7557Fnzx5s3LgRX3zxRajqSDEmTifC6pSirscppYMep6zWobrKZgYnIiIKssfpnHPOwfbt2+HxeDBq1Ch88sknyMzMRElJCcaPHx+qOlKMibaNfv1Ddab2wSk7QVkE83gTgxMREQXZ4wQAAwcOxLJly0JRF+olzK2LYLZEybYr/snhhvbBqU/rHKeKZmUtJ87dIyLq3YLqcdJoNKiqqmp3vLa2FhpN+zchIgAwt+5XZ4+aOU6+Hqf2vw5Z8VoIUO4A9M2FIiKi3iuo4NTZOjxOpxN6vT6YoimGmaIuOCn16GiOk04j+BfCrGjmnnVERL1dt4bqXnjhBQDKHVKvv/464uPj/V/zer1Yv349hg0bFpoaUsw50eMUJUN1p1iOAFDmOVXZvDjW5MHwjEjWjIiIok23gtNzzz0HQOlxWrp0aZthOb1ej/z8fCxdujQ0NaSY45vjFA09Th5JRpOzdTmCDiaHA8o8px0AKjhBnIio1+tWcCorKwMATJ06Fe+//z5SUlJCWimKbb4ep5YoCE4NLV7IADRC2+1WTpaTqPyaHLFyqI6IqLcL6q66qVOnwmAwtDve0tKCp59+GvPnzw+meIpR/qG6KNhypbb1jroUkwZiJ3fM9U9S5uuVN3YcnDySjPWHbFhXZoOl0Q2jRsDYPkZcPSIJWfFB37hKRERRJKjJ4QsXLkRzc3O743a7HQsXLgymaIphJ5YjUL/Hqa41OKV2MkwHAP2TlLWcjlrd8Eptw96eKgfm/u8YFm+sxdbjDtTavTja5MHK/c24c+UxbD5iD1/liYgo4oL6c7izdW2+++47pKamBlM0xbBoWo6gzt4anMydB6f0OA2MWgEOj4xjTR7ktgapVT804dXNdfDKQJJBxJVDE3BmXxOsDi/e2W3F99VOPLG+Gn+YmomxfUwReT1ERBRe3QpOKSkpEAQBgiBgyJAhbcKT1+tFc3Mzbr/99pBVkmKLKYruqqtrUSZ8p52ix0kUBOQm6vBDnQuldS7E60W8taMBq35QelvPyzPjN4VpiNef6MA9s68JT2+owYZyO57aUIMXruiDdDOH7YiIerpu/U++ZMkSyLKMW265BQsXLkRSUpL/a7676rjJL3Ummu6qq/UP1Z36VyEvRQlOT39V0+b4L8ck4dqRSe16XjWigHunpON4UwUO1ruwdHMdHr4gM7SVJyKiiOtWcLrpppsAAAUFBZg8eTJ0Ol1IK0WxzazvWUN1APB/ZyRhZ6UTlc0eCAAGpepx07jkUw7B6TQC7p2Shrkrj2PTkRbsrHRgVJYxlNUnIqIIC2rs4Pzzz/d/7nA44HK52nw9MTExmOIpRpm0vuUIZEiy3OndbJEQyORwAMhJ1OHlK/vgUL0bOYlaJHSwr11H+ifrcengeHy0vxlvfdeAP12SHXSdiYhIPUHdVWe32zF37lxkZmYiLi4OKSkpbT6IOuIbqgMAh8rznGrtgQUnADBqRQzLMAQcmnx+fkYStCKwq8qJPVWObtWTiIiiQ1DB6f7778dnn32GV199FQaDAa+//joWLlyIvn374q9//Wuo6kgxRq8RoGnNTnaPesN19S1eNLkkCAD6JIRv4nZ6nBYXFijbEq3c3xS26xARUfgFFZz++9//4pVXXsHPfvYzaLVanHvuuXj44YfxxBNP4K233gpVHSnGCIJw0urh6vU4ldUrQ8t9ErQwaoP6VTity4YowWljuR3NTm9Yr0VEROET1LtFXV0dBgwYAECZz1RXVwcAOOecc7B+/frga0cxyzdcZ3Op1+PkC04FKfqwX2tQqh75yTq4JWC9hYtiEhH1VEEFpwEDBvj3rRs2bBjeeecdAEpPVHJyctCVo9ilb+3hcXnV7HFStlApSAn/XaGCIKBooNLrtOZA+9X2iYioZwgqOM2aNQvfffcdAOChhx7Cyy+/DKPRiHvuuQf3339/SCpIsck3x0mS1QtOpa09TgMi0OMEAFML4qARgB/qXDhU7zr9E4iIKOoENSP2nnvu8X9eVFSEvXv3YsuWLRg0aBBGjx4ddOUodmlEJTmpNTe82uZBeaMbAoAh6e03qg6HJKMGZ/UzYdPhFmwotyM/QoGNiIhCJ6S3EuXl5SEvLy+URVKM8s3F/vGmuZGyqXXz3eEZBiQbu7a8QDAm5Zqx6XALvj5ixy/HJEfsukREFBpBDdXdddddeOGFF9odf+mll/Db3/62W2W+/PLLyM/Ph9FoRGFhITZv3hzQ8/75z39CEATMmDGjW9elyNK0LnqpxhQnWZbxRZkSnM7ONUf02hP6miAKyvyqqmZPRK9NRETBCyo4vffee5gyZUq745MnT8a7777b5fJWrFiB4uJiLFiwAFu3bsWYMWMwbdo0VFVVnfJ5hw4dwn333Ydzzz23y9ckdWhaf/I8Eexx8koy9lQ58MbWeuytcUKvEXBuXmSDU5JRg+EZytDg10d5dx0RUU8TVHCqra1ts8GvT2JiImpqajp4xqktXrwYs2fPxqxZszBixAgsXboUZrMZy5cv7/Q5Xq8XN9xwAxYuXOhfGoGin7Z1jlOkhuocHgkPr63EA59U4oPvlUUorx+dhIy48C182ZnCfsr+dpuPtET82kREFJyg3jUGDRqEVatWYe7cuW2Of/zxx10OMS6XC1u2bMG8efP8x0RRRFFREUpKSjp93qOPPorMzEzceuut+PLLL097HafTCafT6X9stVoBAJIkQZJCM1PZV06oyotFvsTukeSItPtLm2qxs1L5vg9L1+P8fDMuGxyvyvforL5GLN8K7Kx0oNnp8S8G2lPx510dbHd1sN3VE86270qZQQWn4uJizJ07F9XV1bjwwgsBAGvXrsWzzz6LJUuWdKmsmpoaeL1eZGVltTmelZWFvXv3dvicDRs24I033sD27dsDvs6iRYuwcOHCdsctFgvM5tAO21gslpCWF0ucDhGAiIqqapQJpx6K7aoft/t3tQLWHdJAgIy5Z3gxKNEDwA7Loa73ioZKplGDKoeAT74rx5g0dffrCxX+vKuD7a4Otrt6wtH2dnvgUyeCCk633HILnE4nHn/8cTz22GMAgPz8fLz66quYOXNmMEWfVlNTE2688UYsW7YM6enpAT9v3rx5KC4u9j+2Wq3Izc1FXl4e4uPjQ1I3SZJgsViQl5cHUezZvQnhknikBqhvQUpqGgoKEkJSZkft3ujw4r2tFQAk/GxEIi6OkjvZzqqtx8r9zaiQkzCjoGdviM2fd3Ww3dXBdldPONu+uTnwhYmDnuAxZ84czJkzB9XV1TCZTN0OH+np6dBoNKisrGxzvLKyEtnZ2e3OP3jwIA4dOoTp06f7j/m62rRaLfbt24eBAwe2e57BYIDB0H7dHlEUQ/6NCEeZscK3jpMEIazt/rfv6tHolJCfrMMNY1Igtl5XbWOyTVi5vxk7q5wx8zPCn3d1sN3VwXZXT7jerwM+N5gLtbS0+Lu3MjIyUFtbiyVLluCTTz7pcll6vR7jx4/H2rVr/cckScLatWsxadKkducPGzYMO3fuxPbt2/0fV111FaZOnYrt27cjNze3+y+Mwk4bgQUwD9W7sOag8lfEHYVp0GmiIzQBwOgsAwQAhxvdqLVzWQIiop4iqB6nn/zkJ7j66qtx++23o6GhARMnToRer0dNTQ0WL16MOXPmdKm84uJi3HTTTZgwYQImTpyIJUuWwGazYdasWQCAmTNnIicnB4sWLYLRaMTIkSPbPN+3P96Pj1P00URgAcxVB5ohA5ica/YvARAt4g0aDEzV40CdCzsqHZhaEJphYiIiCq+gepy2bt3qXzvp3XffRXZ2NiwWC/761792uDDm6Vx77bV45plnMH/+fIwdOxbbt2/HqlWr/BPGy8vLcfz48WCqTFFCK/h6nMITnLySjK8sSm/oxYOiM5SMyTYCAL6rcKhcEyIiClRQPU52ux0JCcrE3k8++QRXX301RFHE2Wef3e1Z73Pnzm23vIHPunXrTvncN998s1vXpMjz9TiFq8NpT7UT9Q4v4vQixrYGlGgzOtuI9/ZY8V2FA7IsQxCiZyiRiIg6FlSP06BBg/DBBx/g8OHDWL16NS655BIAQFVVFRITE0NSQYpNJzb5DU9y8vXiTOhrjKq5TSc7I9MArQhU27yo4PYrREQ9QlDBaf78+bjvvvuQn5+PwsJC/yTuTz75BOPGjQtJBSk2+YbqvGGaHL6nSglOIzOjs7cJAIxaEUPTlblXHK4jIuoZggpO11xzDcrLy/Htt99i1apV/uMXXXQRnnvuuaArR7HLd+enVw59j5NHkrGvxgUAGJEZXZPCf4zznIiIepag13HKzs5ut87SxIkTgy2WYlw4lyMoq3fB6ZURrxeRm6QL/QVCaHS2EW/vaMSOCgckWYbIeU5ERFGNq3eRKnzTjsKxHMGeaqW3aXiGIeqDyNA0AwwaAY1OCeWNbrWrQ0REp8HgRKrwTQ4Px1DdnmplM98zonyYDgB0GsE/nLir0nmas4mISG0MTqQKbetPXqiH6mT5RHAaEWWLXnbGN4F9ZyXnORERRTsGJ1KFv8cpxEN11Q6g0SFBJwKD03pGcBqV5etxUtZzIiKi6BV0cPrb3/6GKVOmoG/fvv5FL5csWYIPP/ww6MpR7NL4liMIcU74waqUOyTdELXrN/3Y4JPmOR3mPCcioqgWVHB69dVXUVxcjMsvvxwNDQ3wer0AlD3jlixZEor6UYzShmmvuv0NSliK1tXCO6LTCBjWOqy4k/OciIiiWlDB6cUXX8SyZcvw+9//HhqNxn98woQJ2LlzZ9CVo9ilCcNyBF5Jxv7G1uDUxxS6giPAN1zHeU5ERNEtqOBUVlbW4QrhBoMBNpstmKIpxvmXIwjhnJ6yBjfsXgFmnYAhafqQlRsJI7OUHrJdVZznREQUzYIKTgUFBdi+fXu746tWrcLw4cODKZpiXDgmh+9oXX37jAyDv/yeYmiaAXqNgAaHhCNW7ltHRBStglo5vLi4GHfccQccDuWv5M2bN+Mf//gHFi1ahNdffz1UdaQYFI7lCHzzg0Zl9Zz5TT6+eU47KhzYWemI+hXPiYh6q6CC069+9SuYTCY8/PDDsNvtuP7669G3b188//zz+MUvfhGqOlIMOnFXXWh6nDyS7F+/yTdfqKcZlXkiOF0+JEHt6hARUQeC3qvuhhtuwA033AC73Y7m5mZkZmaGol4U404M1YWmvAO1LrR4ZJg1MgpSemZvjdJT1oidres5CVG+XQwRUW8UsgUwzWYzQxMF7MRQXWh6nHa03o02MLHnbpQ7JJ3znIiIol2Xe5zGjRsX8F/CW7du7XKFqHfwDdWFam647zb+wUk99440vUbA0HQ9dlY6sYvznIiIolKXg9OMGTPCUA3qbTQh7HFye2XsqVLmNw1O7LnBCVCG63ZWOrGz0oHLOM+JiCjqdDk4LViwIBz1oF5GG8LlCL6vdsLplZFkFJFtDro4VZ2Y5+TkPCcioijETX5JFScWwAy+rG+PtQAAzuxjRA9bvqmdoekG6ESg3uHFsSbOcyIiijZB3VWXkpLS4V/EgiDAaDRi0KBBuPnmmzFr1qxgLkMx6MSWK8Enp60nBSfI1qDLU5Myz8mAXVXKcF1OIuc5ERFFk6B6nObPnw9RFHHFFVdg4cKFWLhwIa644gqIoog77rgDQ4YMwZw5c7Bs2bJQ1ZdihDZEyxFYGlw41OCGKADj+vS8hS874lvAk/vWERFFn6B6nDZs2IA//vGPuP3229sc/3//7//hk08+wXvvvYfRo0fjhRdewOzZs4OqKMUWMUR71a36oRkAUNjPhESDBrXBViwKjMoy4h87Oc+JiCgaBdXjtHr1ahQVFbU7ftFFF2H16tUAgMsvvxylpaXBXIZiUCh6nJweCZ+VKZtJXzo4du5AG5quh1YE6lo4z4mIKNoEFZxSU1Px3//+t93x//73v0hNTQUA2Gw2JCTEzpsahUYoliPYUG6HzSUhK04TM8N0AGDQihiWrmwbs4vDdUREUSWoobpHHnkEc+bMweeff46JEycCAL755ht89NFHWLp0KQBgzZo1OP/884OvKcUUf4+TjG4PR/mG6aYNToAoCJBCtO9dNBiZZWydIO7EtBjqTSMi6umCCk6zZ8/GiBEj8NJLL+H9998HAAwdOhRffPEFJk+eDAC49957g68lxRzNSTlJkts+DsShBhe+r3ZCIwAXD4wPbeWiwKgsA/65E9hZxX3riIiiSdCb/E6ZMgVTpkwJRV2oF9GctOCSR5LbPA7Eat+k8FwzUkyakNYtGgxNN0ArArV2LyqaPeiTwGUJiIiiQdDBSZIkHDhwAFVVVZCktjN9zzvvvGCLpxilPSkodXURTIdHwmelSnC6dFDs9TYBgFErYkiaAXuqlfWcGJyIiKJDUMFp06ZNuP7662GxWCD/aH6JIAjwer1BVY5i18lDc13ddmWDxQ6bW0Z2vBZjY2hS+I+NyjJiT7UTOyqcuGQQ5zkREUWDoO6qu/322zFhwgTs2rULdXV1qK+v93/U1dWFqo4Ug04emfN0cUmCTw60TgofFA8xhuf+jMlWQuG24y0xNfGdiKgnC6rH6YcffsC7776LQYMGhao+1EsIggCtqISmrvQ4VTZ7sKfaCQHAhQPiwlfBKDAi0wCTTkCjU8KBWheGtC5RQERE6gmqx6mwsBAHDhwIVV2ol9EIJ5YkCNT6Q8qCl6OyjUgzBz1FL6ppRQHjsk0AgC2t+/EREZG6gnrnufPOO3HvvfeioqICo0aNgk7XdgLr6NGjg6ocxTaNCMDbtUUwv2gNTufnmcNUq+gyvq8RGw/b8e2xFlw3Olnt6hAR9XpBBaef/exnAIBbbrnFf0wQBP+6M5wcTqei3FknBzxU59vQVysCU/r3luCk9Djtr3Gh0eFFkjH2ll4gIupJggpOZWVloaoH9UK+oTpPgB1OvmG68X1NiDf0jgCRHqdFfrIOhxrc2HbcgQsKYnteFxFRtAsqOOXl5YWqHtQL6VuzjzuASU6yLOOLQ3YAwPn5vSs8TMgx4VCDG18fsTM4ERGprMuTw//zn//A7Xb7Pz/VR3e8/PLLyM/Ph9FoRGFhITZv3tzpucuWLcO5556LlJQUpKSkoKio6JTnU3TRtS7mFEhw2l/rQkWzB0atgIn9TOGuWlQ5u58yLPnt0Ra4urpaKBERhVSXe5xmzJiBiooKZGZmYsaMGZ2e1505TitWrEBxcTGWLl2KwsJCLFmyBNOmTcO+ffuQmZnZ7vx169bhuuuuw+TJk2E0GvHkk0/ikksuwe7du5GTk9PVl0YRpm8NToGEgXVlyjDd2f3MMGqDuhm0xxmSrkeaWYNauxfbjregsF/vmN9FRBSNuvwOJEmSP8RIktTpR3cmhi9evBizZ8/GrFmzMGLECCxduhRmsxnLly/v8Py33noLv/nNbzB27FgMGzYMr7/+OiRJwtq1a7t8bYo8XYDBySvJ+NLSejddfu8LDaIgYHKu8ro3lttVrg0RUe8WNQvhuFwubNmyBfPmzfMfE0URRUVFKCkpCagMu90Ot9uN1NTUTs9xOp1wOp3+x1arFcCJEBgKvnJCVV6s0rcuH+70nLrttx1rQYNDQqJBxJhsQ6fnxnK7T+pnxH/3NeHrIy1webxt9vpTWyy3ezRju6uD7a6ecLZ9V8rsVnAqKSlBbW0trrzySv+xv/71r1iwYAFsNhtmzJiBF198EQZD4Csd19TUwOv1Iisrq83xrKws7N27N6AyHnzwQfTt2xdFRUWdnrNo0SIsXLiw3XGLxQKzObS9GRaLJaTlxRqPSwQg4lhFFcpOsSTBygPKeaOTPThsOXTacmOx3U0yEK/VoNklYc13FgxLjr65TrHY7j0B210dbHf1hKPt7fbAe/O7FZweffRRXHDBBf7gtHPnTtx66624+eabMXz4cDz99NPo27cv/vCHP3Sn+G7505/+hH/+859Yt24djMbON36dN28eiouL/Y+tVityc3ORl5eH+Pj4kNRFkiRYLBbk5eVBFHvXfJyuSDpcAzS0ICk1HQUFHbe90yNh1zfHAMiYPjobBRmdh/FYb/cpNXVYfcCG/c4EXFaQpnZ1/GK93aMV210dbHf1hLPtm5ubAz63W8Fp+/bteOyxx/yP//nPf6KwsBDLli0DAOTm5mLBggVdCk7p6enQaDSorKxsc7yyshLZ2dmnfO4zzzyDP/3pT/j0009Pu1q5wWDosCdMFMWQfyPCUWYs8U0Od8votJ02H2tBi0dGVpwGIzKNEALY1DdW2/3CAfFYfcCGjeUtmDMRUTdJPlbbPdqx3dXBdldPuN6vAz63Oxeor69vM6T2xRdf4LLLLvM/Puuss3D48OEulanX6zF+/Pg2E7t9E70nTZrU6fOeeuopPPbYY1i1ahUmTJjQpWuSuvSnWY5AlmV88L0yB+3CAfEBhaZYNiLDgD7xWrR4ZJRwkjgRkSq6FZyysrL8q4a7XC5s3boVZ599tv/rTU1N7fatC0RxcTGWLVuGv/zlL/j+++8xZ84c2Gw2zJo1CwAwc+bMNpPHn3zySTzyyCNYvnw58vPzUVFRgYqKii51uZF6TndX3fYKB36odUGvEXDF0IRIVi0qCYKACwcoC2CuLbWpXBsiot6pW8Hp8ssvx0MPPYQvv/wS8+bNg9lsxrnnnuv/+o4dOzBw4MAul3vttdfimWeewfz58zF27Fhs374dq1at8vdulZeX4/jx4/7zX331VbhcLlxzzTXo06eP/+OZZ57pzsuiCDvVOk5ur4zXvq0HAFw6OB7J3KMNADC1NTh9V+FAtc2jcm2IiHqfbs1xeuyxx3D11Vfj/PPPR3x8PP7yl79Ar9f7v758+XJccskl3arQ3LlzMXfu3A6/tm7dujaPDx061K1rUHQ41VDdmoPNONzoRrJRxPWjkiJdtaiVHa/DyEwDdlU5sfpAM345JlntKhER9SrdCk7p6elYv349GhsbER8fD42mbW/Av/71r5DdoUaxq7MeJ1mW8d99TQCA/xuZ1Gs29A3UlUMTsKvKiY/3N+HnI5P87UhEROEX1LT0pKSkdqEJAFJTU9v0QBF1pLM5TrurnDjc6IZJK+DiAQzgPzYp14wMswaNTgnrD3GuExFRJPFeSlJNZz1O31U4AAAT+5lg1vNH9Mc04onJ8v/Za4UsR99imEREsYrvSqSazuY47apSgtOorM4XMu3tpg2Kh0EjoLTe7Q+aREQUfgxOpJqOhurcXhn7alwAgDMyGZw6k2DQ4JJByjDm375rYK8TEVGEMDiRajoaqjtY54LLKyPRIKJfYtTsQR2Vfj4yCQaNgH01Lnx7jL1ORESRwOBEqtGLrUN1J23wu7/WCQAYmm7o9SuFn06KSYMrW+c6/X17AyT2OhERhR2DE6mmo6G6/a3DdEPSeFdmIH52RiJMOgEH611Yc4Ar5hMRhRuDE6mmo8nhP7T2OA1Oa78RM7WXaNDghtHJAIA/b2tAo8OrboWIiGIcgxOp5sc9Ts0uCUeblG1EBrPHKWDThyagIEWHZpeE17fUq10dIqKYxuBEqvnx5PBD9cowXWacBkncmy5gGlHA3MI0CAA+L7NxUUwiojBicCLV/HiorrzRDQDIS2ZvU1cNTTfg/0YmAgBe/LoWR61ulWtERBSbGJxINb7g5PxRcMpN0qlWp57shtHJOCPTgBa3jCfWV6PZyflOREShxuBEqvEFJ48ESLKM8gZlqC6PwalbNKKA+89JR4pRA0uDG4+uq4bDI6ldLSKimMLgRKrxTQ4HlOE69jgFL92sxaMXZSJOL2JPtROPrquGzcXwREQUKgxOpBr9ScGptsWLBofyBs/gFJyCFD0WXJABk1bAjgoHHvikAlXNHrWrRUQUE7inBalGIwCiAEiystUKoNxRZ9IxzwdrRKYRf7okG3/4rAqWBjfuXHkMcyam4fx8M1dkb+Xyyqi2eVBl86Da5kG1zdvm8xq7B/F6DfomapGToEPfRC1yE3Xol6RDdrwWGpHtSNQbMTiRagRBgEkrwOaWsadKWfiSvU2hMzBVj2cvzcaTG6qxr8aFZ76qwdpSI2aNS8GAVPXvXJRlGQ0OCceb3Kho9qDJKcEtyfBIMjwS4JFkuL0yNIIArQbQCAJ0GgFaURnm1YsC9BrlmL71Q2gN4l4J8Moy7C4JVpeEJqeEJqcXjQ4JVa1hydfDeSr1Di/qHV7sbv359BEFINEgIsmoQVLrv8lGDTLjtBicpsfAVD3/ACAKgNT6e2p3y3B6ZTg9Uuu/ymOXR4bTK8HpkeHwSDA4BBQUqFtnBidSVUacFrYGN7492gIA6J+k/ht6LMmM1+KpS7Lxzq5GrNjViG3HHdh2/DjG9THi8iEJOLOPEQbt6d/gZVn5T0yvESB2scfK7ZVRa/fgsNWDw40uHG50o7zRjcONbtjd6u6vZ9QKyIjTIjNO0/qvFhlmDTLitUg3adDkknDU6sGxJjeOWt04YvXgSKMbTq8S+joLXwKA/BQdRmUZMSrLiJGZBiQYuDYZxTZZltHiltHg9KLRoUy/aHR4YXVKsDq9aHZKsDolNLmUP2SsTgnNLglSF/4bKMwQcGX4XkJAGJxIVdkJWhxqcON46xyc/snscQo1jSjgutHJmDogDn/b3oD1h+ytAcoBg0bA6GwjhqbrMTBFD51GQKNDQrXd0zqM5UVls/J5i0eGAMCkExCnFxGnE1v/FSA5RSRV1sLpUZaXcHgkNDok1Ld40XSKyekCgPQ4DfrEa5Fs1LT2KJ3oWdKKAiQZrb1QMjxeZVNot1eGyyvDLSn/+j5kWekN0ogCRAEw60QkGkQkGEQk6DVINIrIMCtBKTNeiwS9eMqhy2y03/5HkmU0OiQ0OJQ3h0aHhAanFw0tXhy2unGg1oUauxdl9W6U1bvxn71NEAAMSNFjTB8jxmQbcUamAcYAAitRNHB4lN/l2hYv6lu8qGv9t77F2/p7ILUGJS/c3bwXRScCRq0IvVaAQSPAoFV6kQ1aUXmsEaDXAJlCU2hfXDcwOJGqsuLa/gj251Bd2GTH63D/ORm4cYwbH/3QjC8P2VBt9+Kboy34prXH73RkAHa3DLvbi2qcvE6UCNTYO32eTgT6JurQP0mHfok69E/WITdJh5wEXZu7K3sCURCQYtIgxdR5D1Kd3YPd1U7srHRgZ6UThxvdOFjvwsF6F97fY4VWBIalGzAm24ixfUwYkqbnnCmKOLu7NRDZ2wai2haP/3Fdi7fLPcNGrdA6fC0i0aBBklFEol6j/AFz8h8y/seaNjcLdUaSJJSVWbv7ckOGwYlUlZ3Q9kcwN5HBKdyyE3S45cwUzBqXjNJ6N3ZVObC/xonyRje8kjJ3J82sQVZ869BV6xBWmkkDp1eG3a10r9vdEmwuCc1OLw5X1iApORUmnaj8hagVkGQQkWLSINWkQfxpenZiTapZi3PztDg3Lw4AUN/ixXcVDnxX0YLtFQ5U27zYVeXErion3trRCJNOwMhMI0ZlGTAqy4gBKQxSFJyTb36oalZ6j303P/gCkcMTeCAyaAT/73Nq6x8OKSZlbl+y8cQ8vySjGPO9qQxOpKrsk3qcBqfpYdbH9i9cNBEEAQNTlYnMgTID7XpaJElCmaYaBQWJEEV+/zqSYtLggoI4XFAQB1mWcbzZg+3HHfiuwoEdFQ40uaQ2PX8mnYChaQYMStNjUKoeg9MMyIzT9KrwSacmyTLqWrw43uTB8SY3jjV5UNnsC0rKTQ2BMGoFfxjyBSL/Y7MGqSYtUkwaxOkE/vy1YnAiVWUnnOhh8v11ThTLBEFA3wQd+ibocPmQBEiyjNI6F3ZUOrGr0oHd1U7YXBK2VziwvcLhf16iQcTAVD0Gp+kxKNWAgSlayOrOrf//7d17UFTn+Qfw7965X2QRdkUUxWAsgahVQ2ICCNXpRIZqmklakjoxbRILiWibqJ2qaTMWx45Jo5PGhHRqMk1KLjMmk1qdWALUGAXx0ogxFFKU/AKKIPdd2Mt5f38sHFwguia7HGS/n5kd9rzn7LvPeRaGZ86+73vIx5ySQKvFKRdGF7sdaOqxo3ng+eDtqr6JQaPC5JChyQ8xA1eQo4KGiqQgzv68YSycSFGTg4euXtwZH6hgJETKUKtUSIwyIDHKgJVzwuCUBC502PHftn7Ut9lQd8WGCx02dPVL8qD+QUFaDeLrLyFuYOzYlDDXz9gQ7U03dsxfOSSBll4HmrtdszddV5Ac8jId17prklrlGidqCtXCFOr63CeHuJbFmBysRZjBv74iHyssnEhRBq0af8iOgSQEYkM4volIo1ZhxiS9a62tWa42u1PgfIcNdW021F+xob6tHxc67LA4VPii1YYvWm1ufQz+Q50SpsOUMNc/1ZjggXFrIdoJPwZlvBBCoLNfQmuvA5ctTrefrRYnLlscaLM4rzkdX6sGYkNcn6F5oEByFUqu4kjLsXBjjoUTKS4lNkDpEIjGNZ1GhVlRBrelEfrsTlSeOw8REoOmHoe8zlRTlx1Wh2scVXOPA9VNI/uLCFBjcrAWMSEDj4GvcCYFaRAV6Jr9dKPrdfkLu1Ogxw40dtjRZRPo6HPKS1O0XzUtv6NPQpvl2leMBhk0KrkYMoXqYApxPTeH6hAVpOFEgXGGhRMR0U1Ir1EhLhhImB7kNihfCIE2qxNfd9nxdZeroLrU48ClXtfgYYt9cPFOG/7bZhu1b60aiAwYHBzsGiA8OCYm/Kop5GEGNUL06nH/j90hCVjtEqx216xQq8O1UrXV7podOvR8qM3qGDh2WLtrnSItgIsevbcKrskBxiANjAMLrBqDtIgOHvo5KZAD/28mLJyIiCYQlUoFY5AWxiAtUmNH7u/pd+LSwMKmg7OwLvY40GpxDCxoKMEhAZctTly2eDYzK1ivRph+aI2eYJ1rSQp58UJ5UUO1/FyvUWHUUmFYo+vWO0MLnw5f/NTudK1qf3WBM7xAsl1nEPW3EaJXIyJAPTAFf2ha/tC2GlFBroKT480mFhZORER+JMSgQYhB843LUNidrq+fBtf6uWJx4op1aO2frv6he//1DiyM2GtzrenV3DOWZ3LjdGrXavKBOjWCdKqBn2oEalWjtI++P0AjcOn/GpE4M4HLb/gpFk5ERCTTaVz374sOvv6/B6ckBu475iqkuvtdN1W22iX5Jq39V92kdahNuu5UegAQAvItePQaFXRqFXQaV4y6YTd5lgscvRqB2mGFj06FQK3aK1d+JElCK+slv8bCiYiIvhWNWjXwFZUGAGfFkn9g3UxERETkIRZORERERB5i4URERETkIRZORERERB5i4URERETkIRZORERERB5i4URERETkIRZORERERB7y+wUwhRi4ZUBvr9f6lCQJFosFPT09XJJ/DDHvymDelcG8K4N5V44vcz9YAwzWBNfi94VTd3c3ACA7O1vhSIiIiEhJ3d3dCA8Pv+YxKuFJeTWBSZKEpqYmhIaGQqXyzh2su7q6MHXqVHz11VcICwvzSp90fcy7Mph3ZTDvymDelePL3Ash0N3dDbPZfN2rWX5/xUmtViMuLs4nfYeFhfEPSwHMuzKYd2Uw78pg3pXjq9xf70rTIH5BS0REROQhFk5EREREHmLh5AMGgwFbt26FwWBQOhS/wrwrg3lXBvOuDOZdOeMl934/OJyIiIjIU7ziREREROQhFk5EREREHmLhREREROQhFk5EREREHmLh5GUvvfQSpk+fjoCAACxatAhVVVVKhzTh/Pvf/0ZOTg7MZjNUKhXef/99t/1CCGzZsgUmkwmBgYHIzs5GXV2dMsFOEEVFRViwYAFCQ0MxefJk/OhHP0Jtba3bMX19fcjPz0dUVBRCQkJw33334dKlSwpFPHG8/PLLSElJkRf9S0tLw4EDB+T9zLvvbd++HSqVCoWFhXIb8+4bzz77LFQqldtj9uzZ8v7xkHcWTl709ttvY/369di6dStOnjyJ1NRULFu2DC0tLUqHNqH09vYiNTUVL7300qj7d+zYgV27dmHPnj2orKxEcHAwli1bhr6+vjGOdOKoqKhAfn4+jh07hkOHDsFut2Pp0qVuN8det24dPvzwQ7z77ruoqKhAU1MTVq5cqWDUE0NcXBy2b9+OEydOoLq6GkuWLEFubi7Onj0LgHn3tePHj+OVV15BSkqKWzvz7jvf+9730NzcLD8++eQTed+4yLsgr1m4cKHIz8+Xt51OpzCbzaKoqEjBqCY2AGLfvn3ytiRJIjY2Vvzxj3+U2zo6OoTBYBB///vfFYhwYmppaREAREVFhRDClWOdTifeffdd+Zhz584JAOLo0aNKhTlhRUZGitdee41597Hu7m4xa9YscejQIZGeni7Wrl0rhODvuy9t3bpVpKamjrpvvOSdV5y8xGaz4cSJE8jOzpbb1Go1srOzcfToUQUj8y8NDQ24ePGi2+cQHh6ORYsW8XPwos7OTgDApEmTAAAnTpyA3W53y/vs2bMRHx/PvHuR0+lESUkJent7kZaWxrz7WH5+Pu699163/AL8ffe1uro6mM1mzJgxA3l5eWhsbAQwfvLu9zf59ZbW1lY4nU7ExMS4tcfExOCLL75QKCr/c/HiRQAY9XMY3EffjSRJKCwsxF133YXk5GQArrzr9XpERES4Hcu8e8eZM2eQlpaGvr4+hISEYN++fZgzZw5Onz7NvPtISUkJTp48iePHj4/Yx99331m0aBH27t2LpKQkNDc343e/+x3uvvtu1NTUjJu8s3AiohuSn5+Pmpoat3EH5FtJSUk4ffo0Ojs78d5772HVqlWoqKhQOqwJ66uvvsLatWtx6NAhBAQEKB2OX/nhD38oP09JScGiRYswbdo0vPPOOwgMDFQwsiH8qs5LjEYjNBrNiNH9ly5dQmxsrEJR+Z/BXPNz8I2CggL84x//QFlZGeLi4uT22NhY2Gw2dHR0uB3PvHuHXq9HYmIi5s+fj6KiIqSmpuLFF19k3n3kxIkTaGlpwbx586DVaqHValFRUYFdu3ZBq9UiJiaGeR8jERERuOWWW1BfXz9uft9ZOHmJXq/H/PnzUVpaKrdJkoTS0lKkpaUpGJl/SUhIQGxsrNvn0NXVhcrKSn4O34EQAgUFBdi3bx8+/vhjJCQkuO2fP38+dDqdW95ra2vR2NjIvPuAJEno7+9n3n0kKysLZ86cwenTp+XH97//feTl5cnPmfex0dPTgy+//BImk2n8/L6P2TB0P1BSUiIMBoPYu3ev+Pzzz8Vjjz0mIiIixMWLF5UObULp7u4Wp06dEqdOnRIAxPPPPy9OnTolLly4IIQQYvv27SIiIkJ88MEH4rPPPhO5ubkiISFBWK1WhSO/ea1Zs0aEh4eL8vJy0dzcLD8sFot8zBNPPCHi4+PFxx9/LKqrq0VaWppIS0tTMOqJYePGjaKiokI0NDSIzz77TGzcuFGoVCrx0UcfCSGY97Fy9aw6IZh3X/nVr34lysvLRUNDgzhy5IjIzs4WRqNRtLS0CCHGR95ZOHnZ7t27RXx8vNDr9WLhwoXi2LFjSoc04ZSVlQkAIx6rVq0SQriWJNi8ebOIiYkRBoNBZGVlidraWmWDvsmNlm8A4q9//at8jNVqFb/85S9FZGSkCAoKEitWrBDNzc3KBT1BrF69WkybNk3o9XoRHR0tsrKy5KJJCOZ9rAwvnJh333jggQeEyWQSer1eTJkyRTzwwAOivr5e3j8e8q4SQoixu75FREREdPPiGCciIiIiD7FwIiIiIvIQCyciIiIiD7FwIiIiIvIQCyciIiIiD7FwIiIiIvIQCyciIiIiD7FwIiIiIvIQCyciIiIiD7FwIiLyUytWrEBkZCR+/OMfKx0K0U2DhRMRkZ9au3Yt3njjDaXDILqpsHAiIr+XkZGBwsLCMXu/trY2TJ48GefPnx+z9xxNRkYGQkNDR7Q/+OCD2LlzpwIREY1/LJyI/MSePXsQGhoKh8Mht/X09ECn0yEjI8Pt2PLycqhUKnz55ZdjHKV/2LZtG3JzczF9+nSlQxnVb3/7W2zbtg2dnZ1Kh0I07rBwIvITmZmZ6OnpQXV1tdx2+PBhxMbGorKyEn19fXJ7WVkZ4uPjMXPmTCVCnRBsNtuo7RaLBX/5y1/w6KOP+jyG22+/HcnJySMeTU1N13xdcnIyZs6cib/97W8+j5HoZsPCichPJCUlwWQyoby8XG4rLy9Hbm4uEhIScOzYMbf2zMxMAMDBgwexePFiREREICoqCsuXL3e7EvXqq6/CbDZDkiS398vNzcXq1asBAJIkoaioCAkJCQgMDERqairee+89+diMjAw89dRTeOaZZzBp0iTExsbi2Wefdetv+vTp+NOf/uTWdvvtt7sdl5GRgSeffBKFhYWIjIxETEwMiouL0dvbi0ceeQShoaFITEzEgQMHRuTH4XCgoKAA4eHhMBqN2Lx5M4QQHsU/+N4FBQUoLCyE0WjEsmXLRv0c/vnPf8JgMOCOO+6Q2yRJwo4dO5CYmAiDwYD4+Hhs27btO5/X6dOnUVNTM+JhNptHje1qOTk5KCkpue5xRP6GhRORH8nMzERZWZm8XVZWhoyMDKSnp8vtVqsVlZWVcuHU29uL9evXo7q6GqWlpVCr1VixYoVcKN1///1oa2tz6/fKlSs4ePAg8vLyAABFRUV44403sGfPHpw9exbr1q3DQw89hIqKCvk1r7/+OoKDg1FZWYkdO3bg97//PQ4dOnTD5/j666/DaDSiqqoKTz75JNasWYP7778fd955J06ePImlS5fi4YcfhsViGfE6rVaLqqoqvPjii3j++efx2muveRz/YB96vR5HjhzBnj17Ro3v8OHDmD9/vlvbpk2bsH37dmzevBmff/453nrrLcTExHjlvL6thQsXoqqqCv39/V7pj2jCEETkN4qLi0VwcLCw2+2iq6tLaLVa0dLSIt566y1xzz33CCGEKC0tFQDEhQsXRu3j8uXLAoA4c+aM3JabmytWr14tb7/yyivCbDYLp9Mp+vr6RFBQkPj000/d+nn00UfFT37yEyGEEOnp6WLx4sVu+xcsWCA2bNggb0+bNk288MILbsekpqaKrVu3ytvD+3E4HCI4OFg8/PDDcltzc7MAII4ePer2ultvvVVIkiS3bdiwQdx6660exT/Yx9y5c0cmbJjhuerq6hIGg0EUFxd/42u+7XldT1ZWljAajSIwMFBMmTLF7Rz/85//CADi/PnzHvdH5A+0ilZtRDSmMjIy0Nvbi+PHj6O9vR233HILoqOjkZ6ejkceeQR9fX0oLy/HjBkzEB8fDwCoq6vDli1bUFlZidbWVvlKU2NjI5KTkwEAeXl5+MUvfoE///nPMBgMePPNN/Hggw9CrVajvr4eFosFP/jBD9xisdlsmDt3rrydkpLitt9kMqGlpeWGz/HqfjQaDaKionDbbbfJbYNXcob3fccdd0ClUsnbaWlp2Llzp8fxAxhxJWk0VqsVAQEB8va5c+fQ39+PrKwsn5zXtfzrX//6xn2BgYEA4LUrWEQTBQsnIj+SmJiIuLg4lJWVob29Henp6QAAs9mMqVOn4tNPP0VZWRmWLFkivyYnJwfTpk1DcXGxPJYpOTnZbfBzTk4OhBDYv38/FixYgMOHD+OFF14A4Jq5BwD79+/HlClT3OIxGAzyc51O57ZPpVK5jZtSq9XymKNBdrt9xDmO1s/VbYPF0fAxWd/E0/gBIDg4+Lr9GY1GtLe3y9uDBcr1ePu8rufKlSsAgOjoaK/0RzRRsHAi8jOZmZkoLy9He3s7nn76abn9nnvuwYEDB1BVVYU1a9YAcK03VFtbi+LiYtx9990AgE8++WREnwEBAVi5ciXefPNN1NfXIykpCfPmzQMAzJkzBwaDAY2NjXKh9m1ER0ejublZ3u7q6kJDQ8O37m+4yspKt+1jx45h1qxZXot/0Ny5c91mq82aNQuBgYEoLS3Fz3/+8+/cv7fU1NQgLi4ORqNR6VCIxhUWTkR+JjMzE/n5+bDb7W6FQHp6OgoKCmCz2eSB4ZGRkYiKisKrr74Kk8mExsZGbNy4cdR+8/LysHz5cpw9exYPPfSQ3B4aGopf//rXWLduHSRJwuLFi9HZ2YkjR44gLCwMq1at8ijuJUuWYO/evcjJyUFERAS2bNkCjUbzHTLhrrGxEevXr8fjjz+OkydPYvfu3di5c6fX4h+0bNkybNq0Ce3t7YiMjERAQAA2bNiAZ555Bnq9HnfddRcuX76Ms2fPjsmSBd/k8OHDWLp0qWLvTzResXAi8jOZmZmwWq2YPXu228yt9PR0dHd3y8sWAK6vx0pKSvDUU08hOTkZSUlJ2LVr14gFMwFXYTNp0iTU1tbipz/9qdu+5557DtHR0SgqKsL//vc/REREYN68efjNb37jcdybNm1CQ0MDli9fjvDwcDz33HNeveL0s5/9DFarFQsXLoRGo8HatWvx2GOPeS3+QbfddhvmzZuHd955B48//jgAYPPmzdBqtdiyZQuamppgMpnwxBNPeO3cblRfXx/ef/99HDx4ULEYiMYrlRg+aICIiHxq//79ePrpp1FTUwO1evytCvPyyy9j3759+Oijj5QOhWjc4RUnIqIxdu+996Kurg5ff/01pk6dqnQ4I+h0OuzevVvpMIjGJV5xIiIiIvLQ+LtGTERERDROsXAiIiIi8hALJyIiIiIPsXAiIiIi8hALJyIiIiIPsXAiIiIi8hALJyIiIiIPsXAiIiIi8hALJyIiIiIPsXAiIiIi8hALJyIiIiIPsXAiIiIi8tD/Ayy0WvUsrSjgAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the extinction coefficient and single scattering albedo\n", "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(6,6),sharex=True)\n", "\n", "for i in range(Scatter.NDUST):\n", "\n", " ax1.plot(Scatter.WAVE,Scatter.KEXT[:,i],label='Dust population '+str(i))\n", " ax2.plot(Scatter.WAVE,Scatter.SGLALB[:,i])\n", "\n", "ax1.legend()\n", "ax1.grid()\n", "ax2.grid()\n", "ax2.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('k$_{ext}$ (#)')\n", "ax2.set_ylabel('Single scattering albedo')\n", "ax1.set_facecolor(\"lightgray\")\n", "ax2.set_facecolor(\"lightgray\")\n", "plt.tight_layout()\n", "\n", "\n", "#Plotting the scattering phase function\n", "theta = np.linspace(0.,180.,181)\n", "phase_meas = Scatter.calc_phase(theta,Measurement.VCONV[:,0])\n", "\n", "fig,ax1 = plt.subplots(1,1,figsize=(6,3))\n", "ax1.plot(theta,phase_meas[0,:,0],label=f\"Simulation - $\\lambda$ = {Measurement.VCONV[0,0]} $\\mu$m\")\n", "ax1.legend()\n", "ax1.set_yscale(\"log\")\n", "ax1.set_ylabel('Phase function (#)')\n", "ax1.set_xlabel('Scattering angle ($^\\circ$)')\n", "ax1.set_facecolor(\"lightgray\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "ce3ff560-8796-4d8a-9155-6a0a2afff756", "metadata": {}, "source": [ "### Scattering field\n", "\n", "The multiple scattering calculations require discretising the atmosphere into a finite number of ordinates in the polar direction (i.e., zenith ordinates), while the azimuth space is described through a Fourier decomposition, where we need to specify the number of Fourier components. These parameters are specified in the Scatter class.\n", "\n", "Here, we include some default values, but this can vary depending on the characteristics of the phase function and the degree of scattering in the atmosphere." ] }, { "cell_type": "code", "execution_count": 5, "id": "777aeed5-dc78-45f0-8291-afed29692451", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Default values \n", "****************************************************************************************************\n", "Number of Fourier components = 10\n", "Number of zenith ordinates = 5\n", "Zenith ordinates = [80.48655994 61.45003531 42.37292783 23.14196267 0. ] degrees\n", "\n", "\n", "User-defined values \n", "****************************************************************************************************\n", "Number of Fourier components = 30\n", "Number of zenith ordinates = 10\n", "Zenith ordinates = [85.38005309 76.1399168 66.89899917 57.65657253 48.41147735 39.16156768\n", " 29.90215744 20.62035207 11.26220371 0. ] degrees\n" ] } ], "source": [ "print(\"Default values \")\n", "print(\"****************************************************************************************************\")\n", "print(\"Number of Fourier components = \",Scatter.NF)\n", "print('Number of zenith ordinates = ',Scatter.NMU)\n", "print('Zenith ordinates = ',np.arccos(Scatter.MU)/np.pi*180.,\"degrees\")\n", "print(\"\")\n", "print(\"\")\n", "\n", "print(\"User-defined values \")\n", "print(\"****************************************************************************************************\")\n", "\n", "Scatter.NF = 30\n", "Scatter.NMU = 10\n", "Scatter.calc_GAUSS_LOBATTO()\n", "\n", "print(\"Number of Fourier components = \",Scatter.NF)\n", "print('Number of zenith ordinates = ',Scatter.NMU)\n", "print('Zenith ordinates = ',np.arccos(Scatter.MU)/np.pi*180.,\"degrees\")" ] }, { "cell_type": "markdown", "id": "cc94dbca-6e6f-44a4-83a6-591ef9849206", "metadata": {}, "source": [ "### Measurement\n", "\n", "In the Measurement class, apart from the spectral range of the simulation, we need to define the geometry of the observation. In this case, the spectral range of the simulation is rather arbitrary, and we have selected a few wavelengths around 0.9 $\\mu$m. Regarding the geometry, we need to define it using the EMISS_ANG, SOL_ANG and AZI_ANG angles.\n", "\n", "Since we want to simulate the radiance in any direction, we need to set as many measurements as needed, all with their unique viewing azimuth and emission angle pairs. In particular, the number of geometries will be $N_{AZI} \\times N_{EMI}$. \n", "\n", "Regarding the emission angle, upward-looking observations are defined by setting $e>90^\\circ$. Specifically, an emission angle of $e$ = 180$^\\circ$ indicates looking straight up to the zenith, while $e$ = 90$^\\circ$ indicates looking towards the horizon. However, since the multiple scattering code assumes a plane parallel atmosphere, the limit of $e$ = 90$^\\circ$ should never be approached. Indeed, we should restrict the angles to be encompassed by the zenith ordinates. In this particular case, where we have selected NMU = 10, the emission angle should be $\\sim$95$^\\circ$ > $e$ $\\geq$ 180$^\\circ$.\n", "\n", "Regarding the azimuth direction, we select angles from 0 to 180, so that we can reconstruct the sky brightness in any direction.\n", "\n", "In the case of the solar zenith angle, this will be the same for all geometries. For our simulation, it is better to select the solar zenith angle coincident to one of the zenith ordinates, so that the solar flux does not need to be interpolated between two ordinates. " ] }, { "cell_type": "code", "execution_count": 9, "id": "596b1158-8fb8-4149-afa6-e1debfe72d4c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solar zenith angle = [76.1399168] degrees\n", "Emission angles selected = [ 95. 100. 105. 110. 115. 120. 125. 130. 135. 140. 145. 150. 155. 160.\n", " 165. 170. 175. 180.] degrees\n", "Azimuth angles selected = [ 0. 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60. 65.\n", " 70. 75. 80. 85. 90. 95. 100. 105. 110. 115. 120. 125. 130. 135.\n", " 140. 145. 150. 155. 160. 165. 170. 175. 180.] degrees\n" ] } ], "source": [ "#Setting solar zenith angle to one of the zenith ordinates in our scattering setup\n", "#Measurement.SOL_ANG[:,:] = 48.41147735\n", "Measurement.SOL_ANG[:,:] = 76.1399168\n", "print(\"Solar zenith angle = \",np.unique(Measurement.SOL_ANG[:,:]),\"degrees\")\n", "\n", "#Printing the values of the emission angles chosen in our simulation\n", "print(\"Emission angles selected = \",np.unique(Measurement.EMISS_ANG),\"degrees\")\n", "\n", "#Printing the values of the emission angles chosen in our simulation\n", "print(\"Azimuth angles selected = \",np.unique(Measurement.AZI_ANG),\"degrees\")" ] }, { "cell_type": "markdown", "id": "85f1be56-f683-46e6-be66-6ab473231d5c", "metadata": {}, "source": [ "## 2. Running forward model\n", "\n", "Running multiple scattering calculations is often time consuming, but the code internally solves the radiation field in any direction, so calculating the radiance at all directions can take similar than calculating it at a single direction. This is optimisation is exploited when using the nemesisC version of the forward model, which we use here.\n", "\n", "Another thing to note is that the forward model will compute all scattering, absorption, and emission processes. Therefore, if we want to differentiate between the direct solar and diffuse components, we need to run two simulations, one with the complete setup, and one turning off the scattering of light." ] }, { "cell_type": "code", "execution_count": 10, "id": "ef09a79b-9982-4fd6-8ede-bc63c88b04d4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO :: calc_path_C :: ForwardModel_0.py-3548 :: calc_path_C :: All geometries are upward-looking.\n", "INFO :: calculate_vertical_cia_opacity :: ForwardModel_0.py-3780 :: self.CIAX not included in calculations\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3851 :: CIRSrad :: Aerosol optical depths at (np.float64(0.9), ' :: ', array([1.05099212]))\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3869 :: Calculating TOTAL opacity\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3886 :: CIRSradg :: Calculating TOTAL line-of-sight opacity\n", "INFO :: CIRSrad :: ForwardModel_0.py-4218 :: CIRSrad :: IMODM = \n", "INFO :: calculate_multiple_scattering_spectrum :: ForwardModel_0.py-4111 :: CIRSrad :: Performing multiple scattering calculation\n", "INFO :: calculate_multiple_scattering_spectrum :: ForwardModel_0.py-4112 :: CIRSrad :: NF = (30, '; NMU = ', 10, '; NPHI = ', np.int32(101))\n", "INFO :: nemesisCfm :: ForwardModel_0.py-1530 :: Convolving spectra and gradients with instrument line shape\n", "INFO :: calc_path_C :: ForwardModel_0.py-3548 :: calc_path_C :: All geometries are upward-looking.\n", "INFO :: calculate_vertical_cia_opacity :: ForwardModel_0.py-3780 :: self.CIAX not included in calculations\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3851 :: CIRSrad :: Aerosol optical depths at (np.float64(0.9), ' :: ', array([1.05099212]))\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3869 :: Calculating TOTAL opacity\n", "INFO :: calculate_layer_opacity :: ForwardModel_0.py-3886 :: CIRSradg :: Calculating TOTAL line-of-sight opacity\n", "INFO :: CIRSrad :: ForwardModel_0.py-4218 :: CIRSrad :: IMODM = \n", "INFO :: calculate_multiple_scattering_spectrum :: ForwardModel_0.py-4111 :: CIRSrad :: Performing multiple scattering calculation\n", "INFO :: calculate_multiple_scattering_spectrum :: ForwardModel_0.py-4112 :: CIRSrad :: NF = (30, '; NMU = ', 10, '; NPHI = ', np.int32(101))\n", "INFO :: nemesisCfm :: ForwardModel_0.py-1530 :: Convolving spectra and gradients with instrument line shape\n" ] } ], "source": [ "#Complete simulation\n", "ForwardModel = ans.ForwardModel_0(runname=runname, Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", "SPECONV = ForwardModel.nemesisCfm()\n", "\n", "#Non-scattering clouds\n", "ScatterX = deepcopy(Scatter)\n", "ScatterX.SGLALB[:,:] = 0.0\n", "ScatterX.KSCA[:,:] = 0.0\n", "ForwardModel = ans.ForwardModel_0(runname=runname, Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=ScatterX,CIA=CIA,Layer=Layer,Variables=Variables)\n", "SPECONV_DIRECT = ForwardModel.nemesisCfm()\n", "\n", "SPECONV_DIFFUSE = SPECONV - SPECONV_DIRECT" ] }, { "cell_type": "code", "execution_count": 11, "id": "3f7e962f-24d4-42fe-93ce-14b08a39a77c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Re-shaping arrays\n", "#########################################################\n", "\n", "#Changing the shape of the arrays so that we end up with a 2D array for (theta,phi)\n", "\n", "theta = np.sort(np.unique(Measurement.EMISS_ANG))\n", "phi = np.sort(np.unique(Measurement.AZI_ANG))\n", "\n", "NMU = len(theta)\n", "NPHI = len(phi)\n", "DIFFUSE = np.zeros((Measurement.NCONV[0],NMU,NPHI))\n", "for i in range(len(theta)):\n", " for j in range(len(phi)):\n", " \n", " isel = np.where( (Measurement.EMISS_ANG[:,0]==theta[i]) & (Measurement.AZI_ANG[:,0]==phi[j]))[0][0]\n", " DIFFUSE[:,i,j] = SPECONV_DIFFUSE[:,isel]\n", "\n", "vmin = 0.\n", "vmax = SPECONV_DIFFUSE[0,:].max()\n", "\n", "cmap = 'turbo'\n", "\n", "nlevels = 51\n", "levels = np.linspace(vmin, vmax, nlevels)\n", "\n", "#Version 1\n", "fig = plt.figure(figsize=(5,5))\n", "gs = fig.add_gridspec(2, 1, height_ratios=[40, 1]) # Adjust width_ratios as needed\n", "axx = fig.add_subplot(gs[0,0],polar=True)\n", "cax = fig.add_subplot(gs[1,0])\n", "im = axx.contourf(phi/180.*np.pi, 180.-theta, DIFFUSE[0,:,:],levels=levels,cmap=cmap,vmin=vmin,vmax=vmax)\n", "im = axx.contourf(-phi/180.*np.pi, 180.-theta, DIFFUSE[0,:,:],levels=levels,cmap=cmap,vmin=vmin,vmax=vmax)\n", "axx.set_title('Diffuse component',fontsize=10)\n", "axx.set_yticklabels([])\n", "cbar = plt.colorbar(im, cax=cax, orientation='horizontal')\n", "cbar.set_label('Radiance (W cm$^{-2}$ sr$^{-1}$ $\\mu$m$^{-1}$)') # Replace with your label\n", "#cbar.locator = MaxNLocator(nticks)\n", "\n", "#Replace the FixedLocator imposed by contourf\n", "cbar.locator = MaxNLocator(nbins=5)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }