{ "cells": [ { "cell_type": "markdown", "id": "1e635b0d-f68e-4914-a938-cc61ad04fd3a", "metadata": {}, "source": [ "# Mars: ground-based measurement\n", "\n", "In this notebook we show an example of how we can use archNEMESIS to model the spectra from planetary atmospheres made using ground-based observatories and accounting for the telluric transmission and the Doppler shift. In particular, in this example we model a spectrum of the thermal emission from Mars' atmosphere, simulating a spectrum similar to what we would observe with the TEXES instrument at the NASA Infrared Telescope Facility. " ] }, { "cell_type": "code", "execution_count": 1, "id": "c845d684-f90c-40d1-80ae-09dc3bd7876f", "metadata": {}, "outputs": [], "source": [ "import archnemesis as ans\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from copy import deepcopy" ] }, { "cell_type": "markdown", "id": "eb6e5819-b0b8-4f78-b287-2096018fa5e8", "metadata": {}, "source": [ "## 1. Input files\n", "\n", "First of all, we read the archNEMESIS HDF5 input file and explore some of the most relevant information within the classes." ] }, { "cell_type": "code", "execution_count": 2, "id": "5d69975f-f797-42a7-b1f4-d04ef58c7764", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n" ] } ], "source": [ "Atmosphere,Measurement,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer,Variables,Retrieval,Telluric = ans.Files.read_input_files_hdf5('example_mars_groundbased')" ] }, { "cell_type": "markdown", "id": "3d3aa6e0-8bf6-4199-b921-ca6bd3f9f03f", "metadata": {}, "source": [ "### Atmosphere" ] }, { "cell_type": "code", "execution_count": 3, "id": "6a72554e-8057-4a9b-b212-c7e8b4e8e621", "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": "3b75f746-35e1-43d3-9f4a-31bf646136d0", "metadata": {}, "source": [ "### Measurement" ] }, { "cell_type": "code", "execution_count": 4, "id": "ca7b48a6-10d0-4fff-b40a-fb6f4256a3fd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spectral resolution of the measurement (FWHM) :: 0.012\n", "Field-of-view centered at :: Latitude 14.684788764515385 - Longitude -28.00760060502136\n", "There are 1 geometries in the measurement vector\n", "\n", "GEOMETRY 1\n", "Minimum wavelength/wavenumber :: 920.0 - Maximum wavelength/wavenumber :: 930.0007999998583\n", "Nadir-viewing geometry. Latitude :: 14.684788764515385 - Longitude :: -28.00760060502136 - Emission angle :: 12.391185349136796 - Solar Zenith Angle :: 3.1490142200701006 - Azimuth angle :: 78.36504288953931\n" ] } ], "source": [ "Measurement.summary_info()" ] }, { "cell_type": "markdown", "id": "f456b3cb-5eb1-4737-8636-5ade36914d90", "metadata": {}, "source": [ "### Telluric" ] }, { "cell_type": "code", "execution_count": 5, "id": "5aa139a0-b409-4b75-a639-a59ec4ee8434", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Telluric.Atmosphere.plot_Atm()" ] }, { "cell_type": "markdown", "id": "7c28da75-f663-4684-abb4-4a62a27951d6", "metadata": {}, "source": [ "## 2. Calculating forward model\n", "\n", "In this section, we are going to calculate a forward model, and then explore the contribution from different gases, the telluric transmission, and other useful parameters." ] }, { "cell_type": "code", "execution_count": 7, "id": "4ec8574d-91bc-48fb-baca-db25253a8efe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "warning in .pat file :: ANGLE must be 0.0 for scattering calculations - resetting\n", "CIRSrad :: CIA not included in calculations\n", "CIRSrad :: Aerosol optical depths at 919.9995004749508 :: [0.12748517 0. ]\n", "CIRSrad :: Performing multiple scattering calculation\n", "CIRSrad :: NF = 10 ; NMU = 5 ; NPHI = 101\n" ] } ], "source": [ "ForwardModel = ans.ForwardModel_0(Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables,Telluric=Telluric)\n", "SPECONV = ForwardModel.nemesisfm()" ] }, { "cell_type": "code", "execution_count": 8, "id": "9211eeec-1169-4abd-909f-1528347b733f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(10,4))\n", "\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV,c='black',linewidth=1.)\n", "ax1.grid()\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax1.set_facecolor('lightgray')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "59524d43-e956-4c66-8bde-72b62e3364af", "metadata": {}, "source": [ "### 2.1. Showing the effect of the telluric transmission " ] }, { "cell_type": "code", "execution_count": 9, "id": "b789fd33-e01a-49a7-b02a-455d9033bef6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "warning in .pat file :: ANGLE must be 0.0 for scattering calculations - resetting\n", "CIRSrad :: CIA not included in calculations\n", "CIRSrad :: Aerosol optical depths at 919.9995004749508 :: [0.12748517 0. ]\n", "CIRSrad :: Performing multiple scattering calculation\n", "CIRSrad :: NF = 10 ; NMU = 5 ; NPHI = 101\n" ] } ], "source": [ "ForwardModel = ans.ForwardModel_0(Telluric=None,Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", "SPECONV_notell = ForwardModel.nemesisfm()" ] }, { "cell_type": "code", "execution_count": 10, "id": "01c1f7fe-8286-4169-954b-560a54fd7598", "metadata": {}, "outputs": [ { "data": { "image/png": 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1a1iyYwczurpo3LqVOn8AAgH+8NprfLB9G/dfcglFn/gElJSM9NOxKIr1OgeDVI4dy+eWLuUz69fzzIMP8vyaNQQ9Hv6xdSs3HXscR37tqzBxYvJPNazZAF847TR+v3Qp/16/ninxONsbGri1oYEbjzuOQ5YuJVFSwhd/+EP+33vvsaJhJ03FRZSYJt96/jl+uPxolp9+GuaMGVBd3WM9PEAJUANc3NnJT++/n6uPP4GiCz9vLS/QdesrZi0NoKsLwmGie/bw4Xvv8erbb/PkM8/wm7VrOXP2HC4+9lhK7an/g6XZX37TJLJrF3e9+gpvbN7CtvY24obBhKIiQppG4o038ZxwPM/980lOKi3hf994HcU0ObhuLEdMnsy48gqqSksoCgQI+v0EvF47cFXS4l8FexWEniBuB+fxRCLt/9FYjFgiQSyRIByN0RaJ0Brpoj0SpS0aobGzky27dtHY1cVBW7YwtaKCKcXFsGULd/7t/xEP+Ln2hhsITJ6cfFzTNLnvrrt4/umnmRIMUuXxEtA0dEO3aifoBlFDpz0epyEcZkxtLVdfey3+8eMB6Ojo4Fc/+xmb169HUxS+sOJsDjzlZNA0nn3qKf5w7714EgnaOzvpiEQIR6LEDWtpQcKuz2Da/7e6aPdgg8/O7kfjcQy79oHqzFZIGXhIfmkamqbht4spfv2//ouquXP535//nGhnJ6auW0s5PB4UXbeKL/p8+P1+vD4fPr8ffyCALxDA7/cTCATwBwLJ/weLigiGQpSWllJiF2L09NKHhRBCCCHcynVXLjfffDMTJ07knnvuSf5s6tSp/f7N7bffztSpU/nZz34GwJw5c3jhhRe49dZbJehO4VFVmsNhGmIxKkIhlJoxPaqgj7Ta8eNpj0ZR2trY09bG6UcehXnIIcls9UXf/S7HHX8821tbIRqltamJMo+H1kSC/3n2X9x1xicpOvFE9wTcvdE0PLNnc8J//zcnNDZaP2tvt/6fEnCnUVXGjhnDxpYWCIfZtGMHP1y2nKVf/jJMnIgPOGvzZv7ntttQNm1io9/Hlj27+fTc/Vl24ecx999/QE274PLLOWfBAgKzZ1vT6sEK0j0e6z1IeV39wNzFi5kdj3PE5s1oa9dx+//dy+m3/5qfn/px5s+aNeiXxjRNnnz/Pe576SU27N7NJ2fM4NoTjmfitOl4SopZvX49X7vnHja8/Razjj+OPXt28z8fbuCm40/g0GOPgYmToKoSiouzP4PDNO2lBfZSgliseyAi3EV74y6efPwJNm7Zwv/btIlwLMa1S5cSjcf532uv5bJbbwV78PBvjzxC+O23+c2ig60dBXw+IobBo++9xz/XruWdxl1EdR0TqAsGKYrFePCHP+RzN98MJSX84kc/4mhFYf6cOaxuauK2X93GXdOnoc+eze/uuIP5Hg8Pr19Pmc/H/tU1TB43juriYkqCQYr9AbxeD15Vw6OpoKjJwoi6abCttRXThNqSErweDd0wSRjWjgYxw7AGIuzCiHFdJ6YbxBJxOmIx3t+5k69ccw1loRDReJzxpaXJl0+1lxKYpmnVNND1ZG2DhL1jQmqRRmf5g1PA0fmZc1+aquJRVUI+H0G/n7ryCn78g+9TM38+AI//9a/8/cknCe/aRVc0SjQatXZmcHZnwFqCoKQUVXQGETyaB4/HWlLh9Xit18vrxe/zWQMCwSDBYJBQURGBYJDi4mKWHX00tZMns/6DD2hsaMCjaRSXlFBcUkIgFCIYChEIBPCO9MwiIYQQQgw71wXdf/vb3zjhhBNYsWIF//73vxk/fjxf/vKXueiii/r8m5dffpljjz027WcnnHACl156aY5bm198Hg+7Ojpo0XWK/X7M4qFlI3OporqaaCIBnWGiiQTjq6vTpodX1dYyvqaGdbv3QCRCS3Mz47xe/rD6bQ4fO5a5J51oFYTLB5oGdXXWv53/96OyspLdLS1EGhvpjMVYesABaUH6tHnz6EokoLGRrYk4H+3Zw13nnAOzZw+qTYF9rMvv9XkAk046kR8dvZx/3H47l/zu9/z2Ex9nzuw5A74b0zT52dNP8eQ773D5kqUcvnABpYccAvvtl3yMI4Cyhx5izY4djG9pYWNjI3d8/OMsuuQSGDducO0eLEXpHoAIBHr8uoQ5nHnEEdDejtnRwdMPP8wVv/891y39GOu2b8d4/33UJUsA+Odf/8Yv998fZcIE8HhYt3MnV/zpT9T4vJx74IEsmHcA1dOmktA01q5bx3/fdx8frlnD5+o3w7z92bJhA22VlRz/6quUer20RaMk3nqLhrIyGhsbeV1Vue/cc5m+dCmMGQNlZRAKWZ8lp5ZBX5xZDYFA77frq5CiYRDv6mLh8uU0d3Xx3De+QcVRR1mDH4kEdHZ2v26p9RGcr4SOkkjYtRL0ZL2E5JcdgEficcKxKF3RKK2dnazbsYMdLa38Y91avnLppTx8332sbWvjwbvu4sPmZioUhenl5dRVVhLy+wn6fAS8PjRNtabeKwqGaVqzGwwjZTCh+ysejRIPh+lIJNidSBCxZz5EdZ2Y/f3Nv/gFnzviCH6zciWKfZ8AmqriswcIPJpG0OulyO9n2qRJfPmii5i2ZEnydd66ZQsP/9//senDDzETCQz7/uOJRHJ5BPasBM2us1AUCFAUDBHw+wkErRkCEyZM4NhTT6V4zBjAKqj4zhtv0NXejlfTCIRChIqKqJswgTHjx0vdAiGEECLHXBd0f/TRR/z617/msssu45prrmHVqlV8/etfx+fzccEFF/T6Nw0NDdTuVUCstraWtrY2urq6CPYyhTpqZz4cbW1tABiGgWEYWXxG2eO0a6jt82oabfE4nZ2dBLxejFDIulh2kdLycqsCeDRKwjAoKy/r8XwnjB/Prt27MSIRWltaKAn4+eOLL3DTiSdhzJzpuueULWWVlWxu2Mnu7TvQFAV/UVHaa1NRWUlM1zFUlU319YwpLqZ8//0xFCWnr0lav/T7OenrXyfm8fD1Bx7g0do6QgMcBLn/5ZdZuXYtv/viF6k65RSorSXZ6pT2V5aVUd/ewXurVwOwYP95GHV17nnfS0qgpIRjvvENKvbbj29cfz3HjBvH1jVrmHD44cTjcTzxGFowiOHzsbGpiS/efz9fWrSQc84+Bw46EMrLMbGm2u+/ZAmX1tby7WuvxVy3juh+01ESCa59+WV+fcYZ7H/88Rx68cW8v20bm994g22trfzua1+n+KwzMXqb8dHbmvpUimIF5/3dLrUAXsp6cy0Y5IvHHEO4pZXy2lqM6dOH/DL2xW9/VWAtvZij69DZycfeeosvfvObmK+8wh/ffJONu3bxve9/n+MrK1Erq6xCij6fNQigad0zF3y+7jvfezDB+b8T+DszHVJnPNhFFL/0o5u4a+VKrjnuOD61eAmmqhKNRumIdNEeidDe2cmu1jY2NTXyzvbtPP/226y96ir+dOvP8S1aSFdXF9+7/HIunTuX9zxe/rFpE+/t2UPI46E8ECCgacmZSQnTpCMWoyMWs4ouKgpjiooYEwpRV1RMeO1anvv7P/jpL35OW0kJl/3Xf3HC2HGENJUOwyCSSNAZT9DQ2cn2cCdqURHz9tuP8y+6iFAvg1eGYfDcv/7Fq889R8OOHcTDXWDoqGC/XgD2oAAKyf0aUTCdf6sqiqZh6gaqpjJ+3Di279xJW0dHciDhuMMXc/Z/XcSvfv1r3l+zxv4za1tHn71Fo9/nIxQKUVpUTHV1FcGyMtr27EE3DAKBAEF7VkFxSQkz9t+fsurq5HPYs2cP4XCYcEcHimlauzf4/fj8fgLBICUlJSQSCeLxOH6/P6NaCn3J9DwuRC5IvxRulC/9cqDtc13QbRgGBx98MDfeeCMACxYs4J133uH222/vM+geiptuuonrr7++x8/r6+sJhUJZe5xcqK+vH9of+v1sGT+e5tWrSVRUsDEUgo0bs9u4DIXDYaLA+9OsJQXbDz8cda82Bior2dzRwUbDYEt7O6sPOYTY889Teu6n2Lhr1wi0eniYgQCtPi/vdIXRvF4+Wrgg7f3r6Oggrut8tHABHzzzNJWTJ/PRuHHD9h6n9sv5J5/M5NWr+fGO7Zx/3LH9/JVlx44d/OrFF7j55ptpmziRtnC4z3b7KirYUhTijffeI1RSwsaDF7muHzsq5s5l4eLFbGxp4bWaGuIbN7J9+3aKp03jo1NPwTAMrr76ak4+85McumIFGwGam62vFMVjxxJOJPjwwPnsfvtt6sNhlp1wAqXnnccWoLikhP9UVLD19dcZM3YsjcuOorGpCZqahv05n/q1rwHwEQzr++KpqSGSSPDBvHm8dt99LD36aGbNmkWyV0Yi1lc2aJr1lTIL55LrrmPJ6tUcsnQpH/UyQ8AprjgNOBo4ffNmLr/8ch5+/z2WVlbw9ttvM+Ogg7j+tdfQNI1PXHghl8+bR2nKFP3e6LpOR0cHjY2N7Nq1i02bNvHcK6/Q2trKR9Eor734IouOOoopBx9MIBDo9f5M0+T111/nK9/5Dtdcc03amnnDMPj5z3/O5MmTWXrCCdTU1OxzirxpmuzatYu1a9eyadMmdu3aRUtLC00NDezevRtFUSjdupWWlhaqqqpQFIVEIsHPHnyATbEoDz/8MBUVFWm7B0SjUWKxGNFolHg8TllZGVVVVdTU1FBaWprcurC9vZ3Ozk4ruA6H+fa3v82sWbO44YYbaGxsJB6Pk0gkiEajRCIR4vF4MrD3eDzEYjFMe8mB1+vlu9/9Lr/61a9obW216hvYt9U0Da/XS11dHeeddx579uxh0aJFaa9dJBLhjTfeYPv27XR1ddHV1WUdp+Px5OM4j6VpGj6fj2AwSHV1NWeccQZNTU088cQTxONxNE1Le1yfXRfBqYPg8/kIBAJUVVUxadIkWlpaaGlpoby8nJKSkpwMIIjCM+TrSyFyyO39MhwOD+h2rgu6x44dy9y5c9N+NmfOHB555JE+/6auro6dO3em/Wznzp2Ulpb2muUGuPrqq7nsssuS37e1tTFx4kQmT55McXFxBs8gdwzDoL6+nsmTJw9pOqDfNCn+4AN80Sil4TBTVRVSiju5QTQaxUwkqHl1FZqisN9bb2Oe+cm020yqrWXjW28xdfdu1I4Omv7f/+Oo6mqmKyrsY/1/PhtbVcU7bW0EN2/GpyhMW7sW86STkr+PxWIATHzlVYyODsbG40z1+3M+7bqvfnn1N7/JZ84/n8srKykZN77f+7jrkT9xzn77cWRNzT7fw+pgELZuxaiupkxRmLZ9B+bSJVl5Lrlwwac+xZWXXYb23HNMXb6cztZWJjY2Mm3lv3lm2zbiO3dy+QEHoE2alJY1TmUYBqZhUPXcc0QPOYRd27fzX8cex5Tx48Hno8zrxXz7baKaxlhVZWp7B8w/YJif6chTFYWqF14k3NyMs/fAUI+XQ3HgnDndAfk+TJ06lTnjx7Puscf4zKmn8uyWLTS8/DLTTfjRV/4L5bBDobx88I2IRuncupWlZ56J94knaNN1/vbQQzx4zz1EDYOKQIBjpu/HOYsXMzVlhth0RUUJhVh7z718/L+/l1wK8M+//51FXi+f9/pg6zZo2NnXI9McDvOHV1/lsTWraeroYP6YMcypGcP8ygqqZ8yg5uBDGDd9GjGPh6ZNm5g2ezb+mjFg1xb45Ne+yoMPPsiZ8+dz7QWfwxxbB4rz3nXXVOhsb2f7pnrWvvcu72/bRrilBdMwqAkEKAuFKKuqoiQQ4O5XX+Uft9/O0p//nDdff53z5s1jSk0NFaWlVJSUUFFcTFkgQMIwCcdibGlsZFJ5Gf5QiISuc9vKlXznO9+hMlTEz04+CROIxONE4nHauyLsbG/j8XXr+MF3v4tP0/hXdTV33nUX1NXR2dnJ1y+6iONqa4k17GTV1i1sa2tjTHExwTFjqIrH8WtactcEA4jrOrvicd5saeGvjzxCwjAYX1ZG0OtNLi9wah44dRESKbUQEvbyiJDPR2c0iqaqJAwDj6py/IEH8s+33krWRVCwZxHYhRLLQyHmzprFqtVrADNt9waPqnL0/PmccdFFXP/97xPv6mK/8RP43g++z3/feCOtTU0E7KKIwWAQze/Hq2kUFxVx5JIlHHr00SRMk1Uvv0ysoyO5RaPP76e4tJTSigoqq6ulQOIIyvT6UohcyJd+2dHRMaDbue4It3TpUtatW5f2sw8++IDJ/QSHixcv5rHHHkv72VNPPcXixYv7/BtnhHhvzii2mw21jV5NsyoxR6P4VRXV77eqU7tIMBjENE06w2E0VUU1DMy92lhVU0MkHkfr7MTQdTY0NbFk+nTUmmrXPZ9sKiorI55I0N7Sgk/TUD3etNfG6c/xWJR4JELQ60UNhYbtNdm7X06bO5dFc+bw97ff5rzauj7XEe/u7ORf69bxz698BXXmzH22t6SkhN1Nu2nbvZsinw8l4LeqY7vUgYceSls0SkNLC2osRmdLC6X2xfZ9L77AhQcehHfRon4Lv6n2/ui729rYvGkTmqoybdzYZGBUFArR3NlJu65T6g+gFhcV9GehL15No6m1ha5IhHF2RndYj+m9rPXvz5Rp09j6wQeoTU1s37qN/2zdyt++8AW0o5cPbatDgGCQkhkzKPH7eX/bNl7bto1JZWX85pJL0MeNY/377/P3fz3LeXf/lnPmzOVrJ52Ex+57px5yKN955BFO27oVZs4E4JnHHuO6yVNQa2qsPtXLNDrDNPm/l1/mjhee58hx4/nuUUdx8JKlaJMmQmWlVVPAGQC3jwO1Pe4FPnXOOfzwV7/i0wcdhLJ8GUofn4kSYBYwS9c5rbnZCsbjceszVFRkPZamseOXv+TPf/wj655/Hr/Hy7dOOx3z46dav+/leDQ1ZRtBgGvOPps1n/gE3z7mGJZe8DmYYl+HmKa1vCAW46Jt21j1u9/RHA5zw9NPU//HPzL1G9/gpZUrObK8nIdWvcbYohDfOeooFh1+ON7x49lYXs5UFFSft/tz6ixriEbRm5v53f3341cUzl28GHPOHGsKv2GA4dRBMFD0RHd9BLs9HW1t/PE/r3DSnDnUVVVhmia/+vdKbn/hBW457TQ+NnMmpl2cMJZIEI3Hicbj3PHiizy/ejU3nHgilaEQcTugj+s6uzvD3PDM0/zx5ZdZMmUKcydN4i/vvsdRp57KuLIyDhgzhkhnJ+GWFpoTCatIom7QEY/xwKOP8rsLPse9mzby9L//jWGa+DUNv8eDT9Pw2f8P+Xz8/KabeH39ej523HFce801xDs7CQQCzJs1m0997gKCtb31mr5t37aN6spKfCnJl46ODp7829/YvWMH0a4IXq+17aPP56O6poapM2cyY/78HueUzs5ONn34Ie3NzUTC4WQBRmu3CT05GKLYWz56fD48Ho81wOD1onm9yX87sxKc2QqBQCBtVsdIyodrYDH6uL1fDrRtrgu6v/nNb7JkyRJuvPFGzj77bF599VXuvPNO7rzzzuRtrr76arZt28Z9990HwCWXXMJtt93Gt771LS688EL+9a9/8fDDD/OPf/xjpJ6GK3k8HrriceKxGCWaNvL7c/fC6/VimCadsRhaH524uLSUuK5DJIqe0Fnb3MwXJk1yd8XyLCguLiam67S2tOL3eMDvS/u9s7VTJBYnGosRdApnjaBTTj+dP9xxJ+d1dPT5/jy2Zg1Lxo2j4tBDB9QnA6EQUT1Be2srIa8X/IMLdIab1+tl4pgxbOnoAHvQpMTrZWt7Gx80NnLSf10MA7iY9Goau8NhGhsbKQ0EUCqrkmt8i0Ih2qNRwpEI4/0B120FOFx8msburi7iiQSVLl8mBDB24kTeXb0aWlr44MMNLKqro+6II7LyuS0Jhdje3k7TrkaW1o1FOeIIPFVVzDn0UOZ8+tN89pVXuOIHP+B7f3yYG1ecjeL1UlRURFRPwI6GZNAdbm2lxOPp87MZSyS4/E9/pGHPHn53zjlMP+4462+HsG3gmZ//PPs1tzDrkEMwB3J+0jRrG8Q+7DdvHm33/449mzYR8Hqs2/bXL/YKxMsqK3nsgQdgV2N3wO3czusFr5eimTNZdt11oCjcfsQRPPnue1wci7Hmtdf4YONGlo4bx1WXXAyHHQYlJdbav40bYeqUPgfGNOCCBQugoQFz7Ng+Z070VnGhCPjc2WeDYWDa/egrK87iogcfwl9Xh3nsMb3e180XX4zy939gzpsHs/faecI08f/kJ/z28cf51Tnn4DntNM798EMe/t//5QuLlxA88QSrjboOXRHo7LC+j8X58nXX8YPHH+ODxkbuOvNMZk+fTmdnmLZwJ+3hME1t7dTv2c2dq1Zx0he/SLHPx4rnn6eopYXjq2tYOGECL9Rv4pdXXslVt9zS7/v9+3vuQWtu4VOXXMyGrVv5wRVXMKOsnO/e2v13N197LYeiMCEaYWNLC1s6OmmLRYkZBpqiYqoKis/HrT/7Gb5p0wC445e/5N2XX2Z6IMi2lma2trWxq7OTtmjUKl4KaPaMAGd7RRNrmUXq++TMVjBNEyPl96kUurdwVOxZEP3+TFFQ7X+r9g4Mzv9Tt3T02v/3aBoerzf5f6/95fF4iHq9VPj91mBAIJDcztEfDFp1DwIBAqGQ9WVv6xgIBAgGg9YWj35/8v68Xq+rgyQhRoLrgu5DDjmERx99lKuvvprvf//7TJ06lZ///Oecd955ydvs2LGDzZs3J7+fOnUq//jHP/jmN7/JL37xCyZMmMBvfvMb2S5sL16Ph0giQTwaxRcI9Lpf80jzeDzWlkKJBEpqsaYUxSUlxA0DYjGisSjbw2FmzJlT8Jm9opISErpOW5sddPdyUaqpKp3xGLFYjJBTNGoEHXHiiXzvhz9k986dVPURdD/z/nt8au7+A17qEAyFrIrR4S4CXm+PwQc3GltXR+Pu3RC1MlEVXi9Pr9/AkeMn4Js7p/9q4javx0NrVxfNdoaflN0HAoEAXZEIsa4ugiUlg864Fgqvx0N7NGpl07zu7xcVY8bQFYujdHayq6mJY/ffv+9tAwepOBSiuauLcLiTMWWl6cGm10vdxz7Gr++5h0+fey5/WPksnzr2OFAUKkMhWurrKcdakxw0zT6PI6ZpcvWjjxIPh7n/K1/Bf9xxyW3xhsLr93Pw1d/uNRgZirHjxxNNxNnd1kbA48GsKB/8nUyaZH31xz73TBw3jg3Ne6C1lY82buTdxkZuOf8CWLZs8OdbjwcmTBh8e6Hn+6Vp+D5zXv9bhAYCmGed2fvvFIVTLr+cUw87DHPuXCgpYcxBB/HVX/zCeu79DBJd8u2rOO+ii5hZXc2hs+dgnnM2JUDafh3xOLsvv5wHnn2WlkiEu154genl5azdtYuON9/gO8uX89GGDTz8v7+mWde5+IrLewzibtu6lTXPPENLYyNnH3Iwr61bxxdmzeKht9+Gjz5KBt1bNm5kQ1MT28JhFo4Zw+SKCvYbU4PHHtR8fds2Nu/axVO3384pN9xAWyTC+y+/zMnlFdzw6ivMrajglP32Y8748dRWVFJZXkagqBjV40k/jpsmmN07O1hfPd8Bw94a0fmysub2Foq6Yf1b1+2fm/YyAmunBevf1s9iurWNY8ze0jGu68ndFWJ77cjg7NQQj0SIh8NEdJ2YYdBRVMTu1lb0RCK5bGHvJQzOVo66aWKk/N8wrVKKxl6fXXXvgQHn+5T/W18qHq17sMDj8eC3t2kM+P2EgkEu/Oxn2e/ww7n9l78k3NZGUShEaWkp5WVlVFdXU1JezvgpU6gdPx5tEJ83p7aCDBKIXHNf1AWceuqpnHrqqX3+/t577+3xs2XLlvHmm2/msFX5z+v1EonHrcqsRUWuDLqdTHfcMKwR417aGAiFrGxBIkF7OMy00jJ8Y3O8XZQLFBUVkTAMOroiBLxezF6CCk1RCMfjxOJxAl7fgNaW5lJRUREHzZrFK9u2cfL06T2Cy3AsxuqGBn5+/vnWFNQBCBYVWRcWsSh+jze9+rRL1YwZw/rt26Gjg/a2NiZ5vLy4di1nzJoN4/tf7+7weTy0x2JEwmF8Hg9moDub7Q8EiLS3k0gk8GpaXrwmueDVNDoiEQzTxKtpuLveqb1UJhGHcBeRWIxxFRVZm7ETCoVojUSIxeNUBIO9BkYl48bx05tv5vNf+QqLxk9gxty5jCkppbFhB+WmSUtzMxXevj9jf3rjDT5o2MEfvvxl/Kee2n8WeTAGMAg1EMXFxeimyZ7OToI+H+S4XsuYujoaNmyA5hY2bd3KKTNmUnzIIa481w6apmEedVT6zwYwo+aAww7jy0ccwfFTp2Eevbz3G3m9XHz11UxTNerb27j/1Ve5evlyDr3gc/z7sX/wvfvu4/Dqav7vqSeZWVJC8zP/ouL009Lu4rUXXuComjG81tlJ4/tr2fThhywNBvF4vBi7dqEC8XictfX1fGHePC486yy0GTOsQaJQyHqPDAOzvZ3PffGL/HXNO5zS2Mg7GzZQDfzw1Vf4n1NOYcEpp8D06dayiZQgbajDRArWhXhWe0jqVo6puzEkUrZptLdhdHZmMHSdjYrC1EgE1d7C0dnWUXH+ndAhFrV2bFCwv4/1eHjdXpYQ13Xiibi13CChE9cT1v8TCeKG9ftYwhosiCR0oom49e9YnK5EnI5olPZIhM5YjIadO/mvq65ifHk5jR0dVAUCdCUSdMXjhONxDNOkLBCg1O8n4PXy1U9/mqMuuAC83uTOBdXV1cRiMa6+9FI+c8wxKBMncsuNN+I3TWKJBIY9E0FTVTSPB6/HWnrg7NYRCoUoLSmhrLSM8RMnMHP//Zl50EF4Bzkzqa2tjT27d9OyezfRcBg9Hke3t4VMvn/2MdBZ5uC0x+v3dy9bcP7t8+H1+awZDB4PHo8nOXtBydKxVGRHAZwJxEB5PB7rIBeP4/N4Rjwg643XLhgT13Ur6O6ljcFg0CoGk0jQEQ4zs7oKKoeeXckXPp8PwzTpiscIeDzg7fnxVRSFqF2dN+TzuSL7v3DhQt5YtYqTY7EeF/5vbtnC9LIyymbN6uOvewoWFRGzR+JD9hRPt6uqqeHteBw6O2jv6KDY4+HD3buZNXPGgIMsj6bRFYsTU7qswDolwx8IBOiwMxJely4dGQ4+r5eOaBQTu4bFSDdoH8rKy+2lMl3E4nGqi0uy9t4VFRXRHg5bn5N+jgWzDj+ciz/9ab7/+OPcP2UKlUVF7Glrg1iMlt27Kfd6ew0a2yIRfvHsv/j1xz9O8PjjsxdwZ1EoFEI3DFq7IhT5/EOa8j4YZZWVfBiPQ0cHHZ2dHHrYVJiUnZkL+UpRFL50663WzgH9DKxWjh3LOTfdyKYNG1h75ZUccsB8lOnTWPa1r3FNRQW//e1v+d2RR/F8YyP/ef55Tjrh+LSg//VXXuGr5RU01Ixhy7atbN26hRt37WJTWxsdW7dSCmzZsoXOWIzPHn0M2qmn9jq4oxQVsezkk3n4gQegfjNbPvyQlzZv5vLDD2fB5z4P0/KgWKtz7TSYazxn2UMvswYHO6Cg0r2146A5WznqutUm+99mNMrxp5/Oh01N/OvLX6ZmyRLr99EYdHXR0riL+k2beO2jj3jwzTe56be/5cgDDkA57DD+/OCD/OIXv+DpX/yC12MxJkaj/P7//o9WVWX95s2oQG0ohE/T0FSV9niCjniMZntb4QlFRcwoLWWOaTKvuITiri62vPUWz/77OX65Zzfz95/HRVdcjq+fpQ/r3n+f++68k+aGBkpVlWqvl3KvD7+moqLgURRMoLmri4bODnaHw3TYAwrheJy4bhA37DoL9qyD5Eu212NpqoqmKGiqis/jobqkhNtuvpnqgw6iYccOfnL99eywd1SIxWJW/QZdt3d+dJZAOGMN1mdEVVRUNWX3BmfHB02zBgPsWgU+n697e0d7ecIJxx3Hocccw+OPPca2jRvx+/0UFxdTVFxMWUUFVfYshZoxYwp+toEE3aOIpmnopkkikbCmJ7s16Aaiibj1Ye8t0x0IJPfE6wyHmTlx4tCq/OYZn8+HaZpEEgk8fQRWqqJYSwh03ZqC7IJRzoVLlvDTxx6HcLhn0F1fz6K6OqipGfD9heyMv+4EmHmQRSouKyOm6yjRGPFYjISeYE9XFxPnzx/we+TxeIgmEkQNHd9e2eyAPeVeNwxrQC0PXpNccIJuwzTxetwfdJeUlFgXTwkdwzQJZnGpRFFRER2trSR03Qq6+3HuV7/KPX/6E+988AGlwSCt4S6IxWhubKTc5+/1XPHgq69y6Jha5p14Ur/rbEdSKBTCME2aw50U+X05r3VQVllJVzwOkQiReJy68vJRu9Qjjd8/sDoFwSBTDjiAu++6Ky1AX7ZiBd+75RaMQID58+bx8IsvclJTU3IphmmaNOzYQe24cUysrmbL7j3sbGwkFg6zNRxmZ0sLpabJRxs2UOTzESwqwuznuDt19mzao1GU3U1s2LCBjliMjy9bbq3DF7nlXPftdQ5TgDt/9jOannmGMbNnYx54YNrvy+2vA3WdE998k1MuvJCNL77ItMMO44V//YvTpkyh/sUXWevz8ejq1fgUhS7T5OuHHca5n/40lJWDz2s9vp3UMaNR9jTsZPNHH/L++vW8tXkLd658lmnl5Vx02GF89cCDIBzmybXv891LvsTN//NLlLFjezylp594gn/cdx/fmjuXceOsHUfwWTMRI4bB/1v7Pv9cu5a3Ghoo8niYVVnJtMpKqouLqQgVUVEUIujz29Ptvfi9XuvaBwWUlPoBJhimQTgWozMSoSMSYUdrK/e9/jo/uO46fnHvvdz8/e/z2uuvUxsIMK+6mpriYspDIYoDATz2un8nqDZMa7lAwjCTAX/MLpKY0BPJf0cScSLOjIXOTmK6TmdyBkOCR554gmNmzuRfH3xApZ00c2ZCRHUd0zTxezyEfD4qQiGuueRLHHrWmaBptLS08Ic//IFvf+lLGS1dcovReWU2Sqmqllwz5Pd6XRt0A0RiMVToNXhwAnOAWDxOVXGxK7Ms2eZkuhO6jkdVe33/NFUlqlvTt/Z1oT1cZs+bx4fNe4h3duLd66C5dscOjps6FaqqBnx//lAoucbMo6p5EWCWOMX/olH0RILtHR1MKi3FO4jBBo+mWdPvdN3OZne/v8FQiKid/fcPNsNRQHw+H13xOKZp4s2DfuEspwHrosmbxfctGAqx2552GdpHwOPz+znl6KN5bMOHLJgyhc7OTojHaW1upryXLHnCMHj49df5yYknwv5z+7jXkeezj4G7w2Gqi4pyXliyrLKSSCKBEomQMAzKRsF5KSf2qmvg9/tZOGcON/znZb550slsbWuD1jawb7b67bc5oKICvD4mVlXx/zZ+RHs4zIpZs/nt6tWs372HGYkEWzdvpiwQgLKee9Wnqh4zhpiuQ7iL9R9+yMLx49EOOtAVg9ij2dTFi5m6cCFmf9c2msb4gw+moqiIVVu2ME3X0aNRJgeC7Ghs5MX6ekr9fja1tgLWjg0ccUSvd6UAVfbXAsPg062tRDdv5sm//pWbnniCv7/zDt8/45Oc8LEj2PT4Yzx7110cffXVaQmRjo4O/nD33fx60SK8NWPSZts8/u473PTEE8woK+O0uXP50TnnUDV7tnU9VFJiXdcGAtb9DTUDrOtod97Jb++/H+Xdd3nltde4/PDFnPmpc2D8BKs2jPMYmmY9To/aBHt96Xr6985Shng8fdmCrkMszhevvIIn167ltjPPZNnSpdaAQ8LaccLs6qKzvZ2drS28s3kLD7/xOlf+9Kf8e8pkOOwwfvPLXzJv4UKU1WvgqCOH9hq4iPuvSkTWaJqKrltTUwIejyumHu9Nsy86w7GYNc2klwtnTdOSa18Suk5pIDgqptM6gw3JYFPr+dqoqpqcel3skqC7rKyMipIS6vfsZr+9CgOta9zFV5cvG9Sgid/vTxaf8eRJpru0vJy4bhX/0xMJtra1Mb2iAkr7v/hL5WS6Y7GYHXR3P++AvcVPMtM9Si8OPR4PMV2313S7v1+kBt1GloPuQDBIVNfRTdOqfbAPx51+Ot++9FKWTppIUzwGuk5bSwu1vQzQvrppE0UejQXLl+V8ynYmnD2mm8NhplVV5TzoLi0vJ55IQCRiD/wU/nlpuJxw9NH8989/Ttff/mpduIY7k7978cknOaqyCsrLGQ+8tG0buq4zo66Wog8C7Apbg0jNu3cT8vkw97G2v6ysjISuA9DS0sLCCRNcO5tj1BngZ7iqrIzNLS0QidDU3Mz3N2/mm95D2bVzJ8fNmsUzmzZRZBiUHHrIwB5XVaGiAn9FBR+fP5+jzz2Xa665hq89+AC3f/o8zj3yKK79y6McXV8P++2X/LPHHn2UFZOn4C0tSx4rTdPk5888w2NrVvPT44/nkJNPsXYMqKjI/rlb05i7eDHtd90F23cQicU4bNZMWLp0YH+fhfb86H/+h+d+9SuOmjUL87jjevy+CJgGTDNNjt2xg8UnnsiWVauYeNhhfPD++7z6zjsc/aUvkduKHMPDfVGXyBlVVdFNA13XrenlLrwwd7bCiCQSdiG1nhehHo8nmelOGAbFwcCoyOw5gw26YVjbqfXy2qiKkpxmHPS554JvxpQpfNDcYo2K2lq7umgKh5k+d+6g+qITqCSnl+fBgEtRSQm6aUAsSkLX2dLRyfTq6kEVzfJ4PMQSOolYzPr8pgw2+AMBa8q9aVpB9yjlFIsEshrA5orP5+veTojsttkZiDFNE18vx4q9zVuwgD2RCOHOTsKxGCQSxGMxvL3sIrFy7fscO2UK2FsquZmmqrR1dVERCuX8PBEIBkkYBsRjGKaJLw+OTfnijM99jhd+9StW7dqFrhsond1B9/vvvcfc0lIIBCgJBlnf3EwkkWBcZRXFRSEaO8MQj9Pe0mLVAQn2P8ibrBuDVcG/srhYlgnkmbKyMnaHu6Czk00NDQCsbW6mo6uLKVVV/O43v+GeK66AKVMGf+eKQtGMGfz07rtJBAL8+sl/UlpURFTXMVJ2VgL4z/PP87HKyrQlkA+sWsXT777LA5/7HId85SuwZLFVmC9H1+RV1dXWoHwiQdwwqCodWNHabKmeMoVP3nADnH12/zdUFELjxlEeDPLmlq0AbG1oYPz48YQKYGo5SNA9qmiahm6YJAyDoNfryqAbrMA7EreD7l6yVR6PJy07NJAsTiHQNA0TujO8au/Ty50qnEGXZLoBZs6Ywfq2Vmv6kW39rl1MLSvDUzNmUPfltauRJgwDb55ML3eWBpDQMXSdze1tTKupGdQaU29Kpnvvddu+QADdMDCc12SU8nq9dNnVdD158Dr0yHRn8VjmFBw0nNkP++DxeDhw5iw2tbVb65ITCRKxGF5VSa/SbJqsXL+eZXPmQl1dP/foDh5VpT0atYLuHJ/zgsGg/TlP2EG3+49NeUPTKDvySGZMmkRbIoHZGU7+yojFrOOeopAwDL696GDaIhHGTppIaWkpe7rC/Puxx2hvbraWXYX6P+469VMAIrE4lUVFo3ZHiHxVXFxMZyyK0dFBZyzGUdOn09TVZQ3GlJVRMmUK/lNOyWhHA29JCTf89Kf8/oMPaNi4kelVVWx8e3VaciHa0UFRyszSzXv2cNvKZ/n5Jz5O9ZlnQi9rwLOtvLycuGGwp7MTVVFG5trQ33ttkN6UFRezta2VaEcHu1paOO2002D27Bw3cHi4/6pEZI2qaRimFawEXDwCrygKMd0Kuk2tZxd19vIGwDTRBpDFKQTO804YBh6l90y3pqpEEwkMw10Zz6mzZrGpvR2i3aWttjTvYUppKZQObouk1Ey3x1mD5HJOVX4AXdepb29n2qTJg2q71+slplvZR99e67aTmW5jdGfXfF4v4XgCsD4Lbpd6cW+aJt4sBmmh4mLi9lR7/wCPBQccMI+NnZ1W/QFdJx6P49kr072tpYX2SIR5hxySF7NMfPZgVdUwTIMP2INfiZg1uDhaBoSH07w5c4iYBuHGRgBruY2ug8fDB7t2ctCNP2RGbS1FXi9FEydSVlpKWyTCV2+8kc6GBooHUNQtEAhYS7n0BAk9Yf1NHsycEd1CRUV0xeN0tLQAMLGyko5YHN0wKPL7szYAN2HWLE458kjue/stJpZXsHVng1WpHwiHwwRNM+04+et/r+TMGTPY79SPD6qAbCYC9iyNjU1N+PJgG7GS4mJ2d3aydcMGDNNk0qRJBTPTxP1XJSJrVM0qpDaYi7CRoACxRMK6aO6tWFjKmm4Dq8DUaOBkuhOGgUfr+7WJ6jqGabhqeu2EadPY2tGRtqfn1t27mVBWNuh9iVPXdHvzpGhYakYzEovRGA4zZb/pg7oPj8dD3DCI97L7gM/vRzcMdNMgkAevR654fT4i8Zg1SyYP9FzTncWg267yb2VcB5bZ2G/uXLaHO636A4ZBIh7HS3rQ/fbWrcyvqUEZPy5rbc0lZxCqehiCbufYFEtYAz9uOgYXiin77UfUMOiy13Rv3bKFiaEQ+P08vuYdAP783rvUFRVBMERZRQXNXV0AdEQilPgD+7yAdwq6RmMxdGfLPZFXQsXFdMXjNO3ahUfTqCoupjNuvZ/BLA8Wnn3hhfx90ybGeDw0tLRARwcAO7ZvZ3wwmJwlsbuzk6fXrePCY4+FWTOz2ob+eDweFGBbS7NVz8nliapQKGTtzb5lCwGv1/WDBIMhQfco4mwZpg9wuuFIUextr1RF6XUKdeqabtM082IaaTakrun2qL0Hm6qqWlkq3JXpmzhxIltaWzFTM9279zChomLQQbcTqCQLT+XBATk1uGptb2dccTH+QRbm8Xg8JOzK9HsH3f5AIPmajOpMt89nVY/Ogz4B3Rf3cT37QVpRcTExe+/VgQ6yTps1iy3t7SQMvTvo3ivT/fbmeg6sq8ubwlLOVMryYagk7sxciOs6CuRNP8wnk2fOtPYuts8l2+vrGRcMgdfL65s2cWBdHc9s2cLkkhIIBamorKShvR2A5nCYkkBgn5luRVFQFcWaNWaarp4ZKHpXXFJCNJFgT1MTPk2jwt7hQzdNQlnOms6cN4/S4mJaw2G2t7aCPcjT3NhIhdebzHQ/tmYNS8aNo+LQw4Z9lpCqKLREItY5xpfbgpKZCgaDdMXj7GlqIlBgs4WyclUej8fZsmUL69atY8+ePdm4S5EDmqZhGKZdWMfFQTdWptsKunt20WSm2zSsoNvFzyWbnOnlVoa37y3DEoaBCa7K9tXU1BDVddpSit9sbWlhQvXg1jVD91Rt3TCsadYuep59sS7GrX93hsOMLymB4sENNqj2vpkJ3eiZ6fb5kmu63TyLJdf8fj+ReNxVfb8/zrGry56OnM0BxKBdSA0Y8PF+7LhxNHV0WNslGQYJZ8ZRyuu5ets2Dpw4ySr8kwecC+ziHFcuh+7BteT5S2TdmLo6IrpOVzQKhkG4rY0iTcPQNNY2NXLaggVEdJ3JFRVQVERZZSXt9nTfps5OSgcQdIN1/owahuuWaomBCRYVEdN1Otra0FSVsuLi7iKzWT4WKIrCoQsXsrGjnT3hruT08pbGRip8vmT9lSfffZdT5syByZOy+vgDoaoqbZGIdY4ZhmNhJoKhEOFYjPbWVrwuz8oP1pDP8O3t7fz617/mqKOOorS0lClTpjBnzhxqamqYPHkyF110EatWrcpmW0WGrDXdJiagufiCQFEUorpuF1Lr2UWdrbNM57m4KKObS6nTy/vaTk1VVRK6NRjhpos+TdMYX13NFjvjALC1rZUJkyYOOmh2Kj7rppk3Swu8Xi+GPT8jEo1SGQpZ+2MOgrM8JG7o1kVgSr931pIapmlNHxul/H4/0UQCBfJirb9qtzFqFxjM5rGs2L7IVBj4AFxpaSkeTaMjHk9muj0px2DDNPlwzx5mzNgvL9ZzA4TsQb2iYZgi7MzC6sqjgZ98U15eTjSRsAom6jrh9nZCmsaW9jZ8qsoRR1p7+c6oGQOlpZRXVBC1p/t3JRKUBQMDKr6pKAoJe6mWP0/OM6KbNxhENww6OjvxaholxSXJQchgDjK9By9dyrvNzbTHomAPojbv3k25zweaRjgW491dOzls0SIoG97q4WCdA1q7uqyg2+XLJUJFRUTicTpaWwtuwGtIZ/hbbrmFKVOmcM8993Dsscfyl7/8hbfeeosPPviAl19+mWuvvZZEIsHxxx/PiSeeyPr167PdbjEE1vRyOzusuPeC1Nn2SlPVXi+cneyQbmftPXmwH282OBn+ZIXqXl4bVVWT691VlwUd48eOtdZ1myad0Sit0Shjh7BdR+rr4MuTi6HUQmqRaNQq6jTIDL9mD5oldN2a7pjy/jprSQ2Xz2LJNW8g0L3zQR6MkDvTj6N69jOjoVDIGqAbxP0qikJNRQUdiUQy051aDX9nWxuaolAzfXD1CEaS38l0D0MhHifT3RmLuu74WyjKy8uJ6TrhqLWtXVdHB0FNZWNLC9PLyqibMpVbL7qIY5cuheJiyquqksvRdMOgLBgcUB0QBeyg28SfJwNMoptTXLSjoxOvqhEKhYjZyz5yUWth1vz5rG9uRjeMZO2alj17rEy3pvHGls3sV15O6axZWX/sgdBU1Qq6NQ1ctJ1sbwL29mvhtraCG/Aa0tXZqlWreO6559h///17/f2hhx7KhRdeyO23384999zD888/z4wZMzJqqMic5vFY08sBVXXvKLyCQiQe77eQGliVRc08ynZmKrllmLOWuZfnrSgKCcNax+m2S74J48ezdccOSCTY2tJCXVERniGM+DrBp26YeRN0p25zF4vFrEz3IEebnenlumEXQuwl6B5NNQ564/f7rZ0PVLXX7QbdKhrP/jp0n8/Xva3eIFRXVtLZ3AJ20b7UAdoPmxqZXlYO5fmzZ6pmD0JpqpYMvnLFGVzrjMas2WSS7c46v9+PV9NocaaXh8OENI0N7R3UFhVBcTHHfu1roOugKJSUlqb9fWkgMKBZMKqiWPvcM3qKtRYSv11ctDPciVdTCdnTzXN1fpw0aRKtkQjx4mKIW0F3e3s7JZp1rn590yYOqasbtorle/OoKi1dXXg1DdPlmW5/IICu60TCXXgLLIkwpGfz4IMPDuh2fr+fSy65ZCgPIXJA83i6M90uviBVFIjuY003gGFiTS8fJSfE7sEGvc+tspzAzDRN1027nzhpEhs3bIB4nK3NzUwoLoYhVBR2ZjrkU1a3u+K+td6zsqh40NNzncEGw+y5lt3ZB3y0XyD6g8F+dz5wIwUIx2KoZDdA89vr9gabcS0vLWXX7t2g6yQSibT+9NGuRqZWlA96m7+RZA5jP3A+5+F+Bo1F5kI+315Bt4ddzU2MKSmBIns/dvvcULTXOWagywwUu5CaaZooWf5sitzz2QPR8VgMj6oSLLIKKeZqRwGPx8P4MWPoisdR7MGaWCSCz+cHVWXdjh2cvN9+I1YLw6NpdESj1vN3+cwNn89HwjSJxaKDHjR2u8J6NqJfTiE1cPc6aFVRiOm6Pb287wNkMrM3Si5snKA7bhjWaG0v76GiKNb0JtxXOXfCtGlsae+AeJwte/YwsbR0SEG3k/F327Zo/UkODJkmum4Q8vsGfeJz1nT3tvuAk2GTTLefuGHYAU9+vA6KotAZj2d99pETdHsGGfyVlpVZhdRisR7Tyz/atZPpVVWD3nFgJNWOG76tzZwBjv5maonMBfx+2uMxMAy6uroIej3sbG+jtqQE9qpSv3fQHRxgNWTVri0D7r5eEr1zMt3RSBRNVQna/cKrqjmbXl1XU0PUMMCuIRCLxZKz8T5obGLmlCk9+udwcYJuXz4E3YEAum5gxOIoLl4KOxRZezavvPJKtu5K5Ijm8WBgYpruqmy9t+Sa7j4KqTmSmb1RckJ0Ajdd160DZx9bhjkV6t1WLG/StGlsaW+zMt27dzOhvHxIJ6Dkmu58y3Tb/zYx8aq9z1TY131YA030GP11igsaozzoDgSDJAYwYOc24Vg068dkZzsyrY+ii30pKS5GN02UaIx4In065kdNTUytqYHi4qy2NZeuvOoq/vmVr2IuWZzzx1JVFROrMJ4E3bnj93rpsov9hcNdVqa7vZ0xpWU99uB2gm7n8xUaYMDlXIeYpunq5Xiid87sL+d8ELL7gVfTwJ+b+g51tbVW0G3v020F3dZa6qauMFPnzBmxJSc+r5dwLGZdM7n8uskXCKCbVoJBK7DPXtauzlasWJGtuxI5YmW6DUzcVdl6b4qqpmS6e++iTpETGD2j0E4WJWEYVna/l/dQVVV0lxZSmzBhAjvb24mGw2xpbrb26B5qpjt1n+484LwXhuEs71AHffJ1dh8wMHu8t86acWsQKj9ek1zwh0LdOxrkQSE1sDLdyeJvWZSW6R7ERVawqMg6hsRjJPQEnpSLnq2trUwaP971mZJUoZISxl1yMUycmPPHcj6XccOwB43zow/mG7/XRyRuFfvrinQR8nrZ1dHBmKqqHq95RYVVf6DCDsYHnOm2r0PA3UkK0Tsn062bJqqi4nOW2ygK+HOzprm2rs6aHdFm7dISi8XxqRobGhuZVlaGZ4TWcwN4PR4i8Tg+zQMu3/val3zvDNddx2ZqUMMdZ599dq8/N01T9ufOA06mDNx9EtHsAib7yhTEDeuEOJoyewr7DroN09mn212vSzAYpLq0lK0tLdS3NDO5tnZI+0U62/IYZv4UUuuepWBN/deGEBhrTjG2XtbrO3u4j6Z963sTsCvCa3lUSE0Bool4nzUshsoJujVFAe/AX4tAMGj1s0QirZBaLJGgMRxm3BB2HBgtkgOjul0YbxSdm4aTz++jK2Flup1s4s6ODmrranvc1jkeHjhhAv9av57gAAMu1VnTjfsGsMW+Be3jmG7v4KDY/UBVlEHvHDJQ5ZWVxE0TEtaWYbFYFK9HY9PuJqaWlkJJ6T7uIXd8Xh+xRAKfpg7qfDASkkG3M3hZQAb1yj/99NPcf//9FO81tcw0TZ577rmsNkxkn8fjQTfct4fz3lRV7Q66+8p029khcPcAQrY5a7a9au+ZUlVR0Q13ZroBJtbV8VFbKzva25k0deqQplrl6/RysNahG6aJNoT1xtbSAQMDepyI0oJuF77vw8VZt+dR8mdNN1gBrRWkZe9Y5gQbiqIMKrMRCAbtTHcCjO4Bnh1trVQGAvhrxmStjYUmmenWdQm6cyjg91sZxXjcWrerG7THYtT0sX5/zcqV3Pfb39pB98AGelVVJWavzVVH8eyhfOVML9dNe4qyM9vMNDFzFHSXVFSgmya6rqNiLQX0KCrb9+xhfFkZlIzcshyv10PcMKzt71x+3eTz+azX0Rjlme5ly5ZRUlLCkUce2eN38+fPz1qjRG6odoYQ3B2oWlt17Ht6XiQeR8G6qMz1VjBuYW0J1ncBMUW1fg/ufI8njp/Af7ZtpSIQoGjs2CG9b876aDOPMt3OicMZ9BpKYOxkunurTO9k/01yV501HwTsKaQeTcXMl0y3/ZlWIKtBmlNIUVGUQU0HD4ZCyUw3KZ/QbS2tjC8uhuLBLwkZLbqDbiPrMxdEN58/QKSzE2JxTMOgqauLikAAT2kfmcSqKjxjxwKgaZ4BnXc0RSWaGH0D+4XCKS6qG4Y9AGadF6uCwSEtaxuIkooKdMMgoes48ykUYFtzMweNGTOitTC8Xi+GaRLIgzXdfr8fwzDQDffVJsrUoM4If/7zn3sNuAGeeuqprDRI5E7quk+3VbZOpaoqCaPvbbHAnpKpZ39vW7dTsAK3vgIrTdXQDfeudZ80ZTJP1dczraQUs68LpH1I3TLMjc+xN04/1Q2je83xIHUXUus96HaWjozqTLedwbCq++fHsUEBYjnMjCqAOYjphP5g0NoBIR5P+/n25mbGFRdDSILuvnRPL9ezPogiunm9HhKmAXoCTNjVFaY2FIJg34U5Z8yaxdjS0h6F1vqiqkp3pnuUXWcUguQuJ07gZs988ns8YK/zz7aSkhJ0wyBu9xvHtpZWxldW5mxa+0D47K3y/PkSdDuzFArss5fRGaGhoSFb7RDDQE25MHfzSURVlJQKxH1PL4/GR2HQrSjoRt8Z3tRMtxtfmwWHH86eSIQFY+ugvHxI96GmTBPLl6AbrOAnGTQPIRutOVPI6bk3feo67tGyhV5vkkG3puXNmm6AhG5nY3JQh2GwmW6v329lAnU9NdHNtj17GF9Wbu2DLHrlHHPjhi6Z7hzyeL1WIVVdB0x2dTpBd98B9SGHHsqT992HeczRA3oMp6AruHMAW/RPVVUr020aVn0bTWPO5MksmjQpZ4UgS0tLiacG3aYJCmxvb2P8+PEjejzw2c85H6aX+/1+dNPEMHoWjc13Gb3yxx9/PKtXr85WW0SOeTyeZPVkN2+BoaoqumHg2cdFS9xeNzOaKIDez/7UqqqSsDNUbhwhPPDgg/n4gQfy8QULYIiVPLvXR5s9ts5yM0VR0J0K40MIjFVNs9bamqb12UjhTbmIUEfRcou9OaP5njyrXp7zIG0Qa7q99lpITBPTNHAi7+0tzSyqq8vZ1MxC4cxGyvYafdHN6/USNk076IbGzk5qQkX7ziROnz7gx1AVJRl0y7uYf1IH51V7TffDjzwC770HJSU5ecySkhIr6Hb6jWkSS+hWAcpJk3LymAPlVG8Peryu330iuTTANPAp+XEeH6iMgm7THK2XdvkpdQqq6uLTiKaqJAw7G9hP4JickjmKKIqCruv9Bt16SqbbbZ9Qr9fLjb/+NXR1DXia396c99wwjLzKQCikbBmWyZpuei+kJroHH7x97GPvRgoQS9jTkXN1PBvE9HKPfcFjNUdJZru3trTyiblzh/y5HU2SMxfy6PiUT3w+X3em24TWaBdloWBW+6aqqsltSd14LhX9U1UVE+uzqDpruv1+WLAgZ48ZCoWSa7oBMKGxq4tSnw9/ZVXOHncg/PaAdMDr/unlTmFYfYizAt0sozPCaAt48l3qRburp5fb21559jG9PJ7I/t62bqfa2dK+qnarmpYMul2rpATGZFYBWYEhr40eMYpCwuh9TfZApK7p3nvKlRyLLelBt7svLByKvZwmV0GatS/twLfm83q93QGGPT0SrCmS48aNk0ByH6yZC1JILZe8Ph+JZKbbpC0apTQQGNIWlH1xCrrKkTU/qaoKpolhGmjDtJuFsxY5kqyHYdIej1Hq80Fo5NZzQ3eR0aDX5/oBaa/Xi4GdWCmwaxs5I4wiqdsKufkiXXOml/cTdMPozXRD3xWqVVUlbhT+hYLzOuRT0bDkmm6GNljgZCB7y3QLixN0+zRPXk0vj+nZ3zLMoQ1yX9rUGVEAmBBNJGgKhxk7cWLW21eIEoY1c8HMo+NTPvH6fOjJNd3QFotRFgplNeh2dhUQ+cnJdCenlw9DoOm3+19nLGYNWJombbE4JT7fiM8Q8iWDbm/uZlRliaZp4GS6C+wYWljPRvTLyZSBuzOEqqrZB8p+Mt1YF4KjLehWk0F3H5lue8Ci0F8X5/m5uR/vzbqI063p5UO4AFDy5PM7kroz3arrR/MdadPLc/C+1paUDGqrGmdwNtX21haqgkH81dXZbl7BcWYuSKY7d7z2Pr4kdEzDpC0WozQUyupaVVVViY/CHVIKRfc2nab1WRyG84GqqqiKQiSRAMPANAzao1FKfP4RD7oD9sBr0Ofu9dyQWnk+v5YQDkRGz6bQ5toXurTpqS4+kWiaNULp3cf08phTSK3APpT9UewctrePjJiWD9PLs8B59vmW6U7Ya7qHlOlOzlSR6eR9ycs13alBWg6ql+9XUzOoC77u6eXdgffmPc1MKimBkFQu3xcFWdOdaz6fz8pCG9b08tZYjLKSkqxm8KxdVAp/1lihSq1e3t9OONnmUVW64gkwTRSgPRKhNODP6iyMoXCC7pDXt49bjrzu967wMt0ZLXp78803s9UOMQy8exfIcSlNtS6W+9unG8jplEy3cqrO95UpVZxM93A2agQkM915EliBk+nOoHq5qtqZbncPmo0kJ+j2qJpVLGavvabdSFEU4qZhBQxZvsB4+ne/o/K998A38AutZKbbNJNx96bdTUwpK5Oge4ASsmVYTnl9Pus8Z88QaYvHKS0ty+pjKKpKwtBdPxVX9C45vdwwrO2yhul99GgaET2RPH62R6OU+F2Q6bZ3nQj53R90p2a6PTkYiB5JWak0E4/HaWhoIBwOU1NTQ2VlZTbuVmRZMtNNd/DmRppd8MKjKH0eKEdrNkHdx7RqZz18oV8odGe68yfohtTq5YNvt7XWFtcXQhxJThX34ZpOmA25nI5ce+CBcOCBg/qb9DXd1v83NTYxpbxctgsbAKeQmqKqBX8cHiker9fqo4YBpp3pLi/P6mNY08sLfwC7UKVtGTaM14maqhLVdSvotov8lQQCgxr4zIWgfewucvl2YZD+3mnDUABvOA352bS3t/PrX/+ao446itLSUqZMmcKcOXOoqalh8uTJXHTRRaxatSqbbRUZ8ng8yQmDqotHj5zspbefTLeiKMR1Z5sd9z6XbHOCrb6mVauqim5PaxoN8mnqUVohtSGcSKwpV93bwfUpT4LNXOhe658/QbeaeixzwWBockaU84Wd6a6skkz3ADj7dI+2pU/DSfN4rDXd9iBmezxOWUV5Vh9DtWtwiPykaRqmaVqBWz8JnKw/rqpa+3Q7me5YlJJA0DVBd2iEp7kPRPK9M8yCKxo7pDPCLbfcwpQpU7jnnns49thj+ctf/sJbb73FBx98wMsvv8y1115LIpHg+OOP58QTT2T9+vXZbrcYgtRCam7OlDmBlNZf0A3WXoiKwqiJMOkeAezr/VM9nu4ZAAUsXwup6aazZdjgA0Kvnd3Z55rwAhsZHop8y3THXTRrx5mWmaQo1Dc3M7mmRjLdA5SQLcNyyucsgdB1ErqOpigEszy9XFVVEqOgKGmhcvZW1w1zWNd0pwXdmHTEYpSEgiN+PkoWUsuTTLcJ1nr8PDmPD9SQppevWrWK5557jv3337/X3x966KFceOGF3H777dxzzz08//zzzJgxI6OGisx5PB4Mu8iWq4Pu1Ex3X+1UFBKY1qjRKMp072urLGeP80Ln3t7bP90w7DXdQ9un2zqN7yPTnWdT7nPBr2kjnlkYKFVRiDtrgF1wXHb6mRN5d8bj7A6HmTRx4ohfOOYDRVG6d5CQoDsntJTp5fFEgkp/9gtVqaoqhdTymHMdaZhGvzvhZJuzLMGZJdQej1NSUjIsj92fiooKID+C7rRZCgV2DB1S0P3ggw8O6HZ+v59LLrlkKA8hciB1rZ6bR281e11mf1OCnOnluORCdbho9gDDvtZ0F/wrkofvuTPtFBhSpnvAM1XyZH/qXCry+fIm6FboXtPthn2dVVVNZmkA6tvaGFdcjHdMTXoGXPQqOb08R9XoBXidaxnDIK7rVORgzazqFFIDVyz7EIPjXOPqzhTl4apermnEDT1Zb6DNJUH3+PHjAQj63D+9PHVNdz7tUDMQhfVsRL9Sg243jx4NJNOtALqL1kEOF6cAXp9Bt6ZZa92E+ygK0UQCGNpWZ87o7z63/JNMNyGfL2+ysoqqdA+UuSBIS2a6AUyTTW1tTCktxSyvGMlm5Q97O0ttlO2sMZw8Pp81a8/QiSUSVPgDkOX9h5OF1GTGQl5yriN1Z6/n4VrTrWnEdD25U1B7PE5paemwPHZ/JkyYwN3nfQZPkfvrchRypjtrz+aVV17J1l2JHEnLdI9wW/rjBCS+fi6akxViR1k2wRkB7Ku4hGrv0+3mmQzZkI/PTgFrdgZDW97hnIhACqntS1kgONJNGDBrKzn3XNwn13Q724W1tTKltBRccOGYDxRw1ftZiDRNwwAr0x1PUBEMZH1LJk1ViRujr1hroXCulYZ7n25NVYnpBqadFGqPxylxwbFTURQOuepbmKedNtJN2afU7d48BXYtm7VeuGLFimzdlciR5P6ruHt6ubPtT38jXApKd6bbxc8l25JBd3/Vy52pjQXMzf23L8mBIobW/tRBM7W/YYdRHnT/+pJLOGPhgpFuxoCpdtCtuiQzalXJt6eXm7CpuYUpFZVQOvJTJPOBoljnJres0S9EHqfCvmEST8QpDwYhmN2BNlXVSOi6DJ7kqe7p5cawfhY1TSNh6Bj247bH45SUZbfI35DlyfEouR4/5d+FYlBrus8+++xef26aJnv27MlKg6677jquv/76tJ/NmjWLtWvX9nr7e++9l89//vNpP/P7/UQikay0p5Ckrgl1M2dNd/+ZbkiYpn1CzI8DSTao+1jTrWqalWUZzkaJAVGAeCIx5AEDK9PNvqeXF9hJarA+9qUvgWGQL+UE0zLdLrgoSr/IMdnU1sqZBx4ILliXmA+cTLff45EMaY6ozqwfwyCRSFAWDGU9061qqqs+l2JwUqeXe4Yx022t6TYwEglXZbrzSXJNt/PeFZBBBd1PP/00999/P8XFxWk/N02T5557LmuN2n///Xn66aeT3zuZz76Ulpaybt265Pf5mAUbDs4+3W5/dZz327OP6eWJUbhPt6I61ct7f200e3q5XCS4kL3Wc6i8Xi8m5r6rl4/2LcOcCywjP8JuZ3aKT9NccSzrznRbNrW3M6WuVvboHqDkIIqqjqoB4eFkHQtJFlIrC+Ui051SvbzALvxHg9RCasO5fZ+T+DB0HdN+7KBstTgo6QMmhZVEGFTQvWzZMkpKSjjyyCN7/G7+/PnZa5THQ11d3YBvryjKoG4/WjlrQt0+KOEE3d59Bd3OhaG7n05W7Wt/atWezeCWqaqim1PVeKifv9RgqL9Mt7mPQUrhLqo9gOj3eFxxcZ+6pjsaj2OaJmMmTZKBvAFytgzrb/cNkZnkrD3TJGEYlAaDkOWtkJzq5aNtNl2hGYk13QndynTrhk6x14uSB9t0uUlyPf5oz3T/+c9/7vN3Tz31VMaNcaxfv55x48YRCARYvHgxN910E5MmTerz9h0dHUyePBnDMFi4cCE33nhjn3uIO6LRKNFoNPl9W1sbYE1nMFyaIXHaNdT2KYqSvGg3VBXTpc/TGeXSUvYV740TwBiq5trnkm3JgE3Ten1tNFVNLiEwNM+wvC6Z9suMHtvF/bgHe295GFq7k/t0myZKP58Nw+vLmyxvLo1kvxwMRVHQ7cFQQ1VG/L1zjjGGphKOxZhcWopZU5M/n7MR5gwIK4qCQc/3M1/6pZslCy1hTeUvLSrGULL72bGCbgMFZdjOpSOpEPulM9CtpWwxl2uappEwTfREgoRpUuLzYXg8I35cz0eGaSaXm7q9Xw60fRmlRBoaGrKeYT7ssMO49957mTVrFjt27OD666/niCOO4J133ul1r7tZs2Zx9913M3/+fFpbW/npT3/KkiVLePfdd5kwYUKfj3PTTTf1WDsOUF9fT8jl0+jq6+uH9Hc7duzAwLoo+GjhAti4MbsNy5Kw/SHbPXs2G/too+Hx0FZWht7YyEdTJrv2uWRb3B4x3Xjwol6fc1skQlxRUDWNjw6cP6yvy1D75VCY9sCMm/vx3kyPh4YJE2CIn7/GxkYS9sVm/UEHUtzH32+sKM+b12Q4DGe/HIqE10vMNIkXF7OxqGjE3ztnMHrDwQfT8vvfM3H//fmotnbE25UvTI+HiNdLV3k5Gw29z9fN7f3SzZqamtDtc1wU6Djs0D6vFYYqomlEfD5Mb5SPZuw3avp/QfVLRSHq9dI6bhwbh+l5xb1eWqqr+Ki1lfaSEnymyUa/f9T0n2yKqSp7pk4B3N8vw+HwgG6XUdB9/PHHs3r16kzuooeTTjop+e/58+dz2GGHMXnyZB5++GG+8IUv9Lj94sWLWbx4cfL7JUuWMGfOHO644w5+8IMf9Pk4V199NZdddlny+7a2NiZOnMjkyZN7rFl3C8MwqK+vZ/LkycnpF4PlFGGa9sabmGd+MsstzI5KO+ietHEjU888s9fbeAwD/+7deGMxpm3ZgtnLkodC5LP3ee7r/asqLYVEAo/mYdo772B+/OM5b1M2+uVgqfaoopv78d40Xady0yYU0xxSu5ubm1Gc93/NGoo+/eket1EVhamdnTBvXlbanM9Gol8Ohd8wiEciBMNhpnZ1wdy5I9qeeDwOwOT/vILe1sb+XV1MLSqCMWNGtF35wmMYqF1dlLS3M9Xrhb0G//OlX7pZY2MjSjzOtDfehESCaevWMfXkk7P6GCWahhIOo+k60z78CPPYY7J6/25TiP1SAdRIhOqdO5k6deqwPGbQNAnt2sUkvx/fnj1Ux+NMBRimxy8UCqDE44zduhXA9f2yo6NjQLfLKOg2h6ESdnl5OTNnzmTDhg0Dur3X62XBggX7vL3f78fv9/f4uaqqrn5jYehtdKZtK1hBi+nS5+mz3xe/ovT5PFV73ZyqKKgorn0u2abYz7Ov98/ZVkpRrP0Ah/N1Gd7PjjUF1s39eG/WVkLWYMFQ2p0sHgR4THp9rf2ahur1umJtsFu4/ZiuKkqyDsNwFvzpS7JwaSJBIpGgIhBELS4e8XblCxXrc65i1djo63Vze790M+dYqBoGpmnipe9rhaHSnO03sT6j+XKeyVQh9UsFa4qyt59ryWzTVBVT18Ew0HWdCp8P1eeT4+cgKfZ50Wsvd3J7vxxo2zJ6BsNRkKujo4MPP/yQsWPHDuj2uq6zZs2aAd9+NHFzh03lrOHor4CCs1YHGFVFTvb1mVPsAjPWNif58X4PSZ6+5cnCPEPg8XiSA5293cfE2lqWTJsGlZUZtVEML6d6ueqSz2yyiI1poBsGxX5/1otUFTTFLt6kqFJILUecorAAJn0XFs30MZxaC6PpGqOgKAqGU9RwmDjFbPVEgoSuU+L3gxQ3HRLDNEd39fLhcMUVV/Dxj3+cyZMns337dq699lo0TePcc88F4Pzzz2f8+PHcdNNNAHz/+9/n8MMPZ7/99qOlpYWf/OQn1NfX88UvfnEkn4YrORfqrq9ebl/g7at6ebIStMufTzbt671zAjO1wF+XfHxmqZnuoUi90Oytevn/+8tfUN94A6qqhvwYYvipdvFDt1zcJwup2ZWhiwJy0TgYqqqiJxIFfwx2C9M0UXPwuVFVFSN5jTHyg2Fi8BRAN83kLM/h4BSzNXXdKvInQfeQOJluT4Ftgeq6nrB161bOPfdcdu/eTU1NDR/72Mf4z3/+Q01NDQCbN29Oy9g2Nzdz0UUX0dDQQEVFBYsWLeKll15i7givi3Oj4TzwZMJrB939ZeZHbdC9jxF9Z5TV2r+8cF+X3C9syT5VUUiYxpAHDJJbOdF70K0VF8MoqW1QSNIz3e74zDoXq7ppEvL5IU/OHW7gTGlV1ZFfKlConGsDwzStTHcO+qemaeiGgc8lW/mJwUsGbsM4aKKq1gwJQ9eJOzOFJOgeNOc4KpnuFLk40D300EP9/n7lypVp3996663ceuutWW9HIXJOVO64rOub1+cD+p8ypiiKvZ0HrrlQdQPNznQrLlgbmkvGMNSTyIVMMt1ORhTcP1tFDFzqmm63ZNQUe1qmaZp4vXLBOBiq4r5BlELjDEDqhgGmmZPp5apMLy8IumHkpH/0RdWs87SRSBDXdUr8AbCvacXAOecgb4FlujN6Nm+++Wa22iGGQb5cqDvTy/td021fqCqKgumSC9XhsK/3UPN4MJ3b5cfbPSS6rlv/yKMMnOJkuof4OVRVtd/p5SI/uW16ucMw7UxDHn3G3EBRrXOTpsqa7lxRFAVMM7eZbnt6uWo9YNbvX+SegrX8oL9ryWxzjudOprskEJBM9xAVYqZ79EQrojvT7fITSHJ6eT/tdKqXK9Y3w9MwFzD3FXTbFx/WhULhfrx1p4jOxAn7uKV7KCjdxf+GIHV6+ejp8YXPGUxxW2ZUN+1MtwTdg5I2c6GAZxuNJOcaRjeM3BVSS+4E4p4ZKGKwUgbAhommaRiGgaHrJHTdqokhhSgHTVEUTCi4THdWhl8ikQirV69m165dGHtdVH7iE5/IxkOILEgWUhvhduyLM718X5lu3YUXqjm3j+eaNrBSwK/LOaecQld9fV4VDVMUSBhmZmu6U6aX5+cEe7E3Z9aO5qLPrAIYhilB9xAoqUG3S97PQuMc/wzTtKaX52hNd/fgibyP+UhRsIPu4Xv/NE0jYpqYCR3dNAnKdmFD4rxjWoFlujMOup944gnOP/98mpqaevzOqtarZ/oQIkvyJdPtGeCabmMUFlLbl+Re7AV+oXD1978P6z6AqVNHuikDpyjoGWwZpiiKtV4/y80SI6s70+2i6cj28dUAPJpMjRwMZ3qpKtPLcya1kJpBbi7M1ZTtN/c1w0y4k1Nw1zusa7o1TBP0RALdMAj4/MP22IVEsa90Cm0pXcY98Wtf+xorVqxgx44d1kk65UsCbndJBmQj3I598dlBd38ftmT1cuub4WmYC+xrr3WPvXbITUWZckLTYO6cvFrTbS2JMJ1vBv/3KdPLReFQVBUDd31mFUDHynQX2pYtueYMjsn08twyTat/5qqQWlqmexRdYxQSpwL2cO7co6qqtTRHT5AwDIJ+KaI2FM5HbjiXBgyHjJ/Nzp07ueyyy6itrc1Ge0QO5cs+3V6/NTKo9XMB6qybG23rrSqrq/v9fffAilwouJFu6Ax1kUe+zFQRg6M6MxgUXDU7xbSrl0shtcFxzk2am2YuFBjnWOis6c5FNkzTtO6dQOR9zEvJLcOGeU23aRdSSxgGAb9kuofCuc6RTPdezjrrrB7beAl32leW1C2coNvfT8VHRVWt7TzA/an7LDrumGOsf1RU9Pr7tMDMRRfwwuqzCXPomW4JtguT85l1U0ZNURQMwAQJugfJWS4g1ctzJ23LMHJXSC0Z0I+igf1CklwXPJz7dNszJPSEnemWImpD4gTbhZbpznix1m233caKFSt4/vnnOeCAA5KVpx1f//rXM30IkSX5EpA5pfh8vr4PViqkrOkurA9lf844+2xOmzmrz6rd3dPLGVWvSz7ItM8mP79ZbpcYWcmLC5dNR9YNA8M08cp2N4OiQHew5qL3s5CkVi+HHAXdo6Q+SiFz+slwVsB2Bt1Mw7CCblnTPSSFmunO+Gz64IMP8uSTTxIIBFi5cmVaNkZRFAm6XSRtermLLwacCs0eVetzDauSurdtYX0m90k96MC+f5dWvXy4WiQGRFFIJOsQDP7PkzNVCuwkNNolP7Muyow6ayFlevnguXHmQqFx1s07M4e0XEwvtweb3LSrgBicZOA2jMcwZ0p7Ih7HME0CsqZ7SJwIRTLde/nOd77D9ddfz7e//e28mb48WqW9Py7Ogu697VxvnEJqKqMr070vo6aQWh5y1noCkukWSW4N0vSU7enEwCUv9FV3vZ+FxHmNDbtYby62UEzLdMu5NC85WVLvcE4vt5c+RKJRAPw+CbqHolAz3Rn3xFgsxjnnnCMBdx5Iu2h3cUd2Mt39Ue01h5LRTedcKMjeoi7kZLqHGFzJMbYwKalBt0veYyeTaCJB92A5n1NNVV3zfhYa5zWOOTOHckBLHcCWc2lect614SykptqF1LoiETyqiiJbLg5Joa7pzvjZXHDBBfzhD3/IRltEjqVdtLv4JOIfQLVHRVVln+5eOJlueV3cx9lbHsiokJoEQYUlLdPtEgrd62Xd1K58kAy6pXp5zjiZbcMwctY/0waw5X3MS8oIBG6KnemOx2LW0gSPLM8ZikLNdGc8BKPrOj/+8Y/55z//yfz583sUUrvlllsyfQiRJemZbveOHi1dupS/XXYZ5pzZfd6me8sw5ISYInVKnOni93g0Su4tb3XaQf+9ZLoLk6q4L9MN3ct8FDmODEryQl+CtZxxXuPkzKEcSGa6VdXV10uib8nP4nDu023PEjISuuvrJ7lZoWa6Mw6616xZw4IFCwB45513Mm6QyJ3kycnlFwOKojD185/f521M05RR6L1IxVX3UuheJzuU90bWdBcmVUuZjuyWY5mioCfLD7ikTXkiOYiiygV3rqiqCqZpDWLm6DGSs8ZAzqV5yvks5qLQXp+PqWkYQFxP2H1HjgFDkVYbo4BkHHQ/++yz2WiHGG553pEVxa5ebn0z0s1xjWQhNZDXxWUyzXR3Z3TkfS0kbpyOnD69XC4aB8MZpFBd9H4WGmd6uZ7DJWbJ6uVuGgwTg+Jc5g7nFGXFGRBKJFw3eymfFGqmO+Nnc9NNN3H33Xf3+Pndd9/NzTffnOndixxw+/TygVBUJWXLMDkhOjxyoeBaaupAUSaZbnlbC0pyTbeLMqMKEHeml49sU/KOc5HokerlOdNjenkOg27ZCSR/JYtUDmchNXs7W13XJejOQPea7sJ6/TJ+NnfccQezZ/dce7v//vtz++23Z3r3Ilfy/GJAtUe6ZXp5uuT0cpDXxWUUhZTpkLKmW1jcuGWYoigkjO7tmMTAdU+LlIHPXElmuk0jZ9XFPVK9PO8ls6XDnOk27aAbCbqHbCSK4A2HjJ9NQ0MDY8eO7fHzmpoaduzYkendi1zJ85OIc2BTcM+FqhukV1wtrINVvlOcfbqHeBEnwU9hUpOfWXcFaclMt4valA/StgwTOeG8xgndyNnMvfRMt3wG8pETdA/nMczZpzvhZLrlOmxInHes0KqXZ9wbJk6cyIsvvtjj5y+++CLjxo3L9O5FDhRCcQcVmV7em7SsWZ4PrBQaRVHQnenlkukWtu413e7Jijj1B6DwLnpyLe39FDmhKEqykFqugmKPVC/Pe0pyAGwEMt2JhBVgueSYnndky7DeXXTRRVx66aXE43GOPvpoAJ555hm+9a1vcfnll2fcQJEDBTD6pqhW9XLZMixd97pfGYxwG2ef7qG+NxJ0F6bkZ9Zla4ATuj29fITbkW+6Bz7l85or3YXUnG2Zst9LVZlenvfUZOA2vGu6TdPE0HXrWCDn7SFRRmCWwnDIOOi+8sor2b17N1/+8peJxWIABAIBrrrqKq6++uqMGyhyJM87sqKosqa7F+nrQ+Vg7yaKmlnF/eRJaIh/L9wpLTPqkvfVWtPdPb3cHOH25BPn/fTIxXbOJKeXJwcxs/9ae71ewF27CojBUUcgW+pML4/rekHMKh0phfqJyzjoVhSFm2++me9973u8//77BINBZsyYgd/vz0b7RA4MtXqym3Rnut1zoeoGaVmWPH+PC02mme697iw7jRIjTktbEuKeCzQn6BaD012N3j3vZaFRFOv8n8vp5Wm7CsgAdl5KS0IM42MmM90uO6bnlQK9xsk46HYUFxdzyCGHZOvuRK7l+UlEtYtSqVJILU3ahULBjhXmJxWFhGnnDDPtszKgUjAUp5Cai6pdO5lud7Qmv3SvI83vc6ybObN+dMPM2fRyJ9Mt08vz10gE3UqykJph/VuOA0NSaNPKHUPqDZs3bx7U7bdt2zaUhxG5lOcnkbT1HgX64RwKKaTmXopCRtPL0+9MTuSFIrmvs4umsSqQLKQmBkdLXS4gcsI5/xtGDquX24Nhblr2IQZnJHYS0OxMt2nodiE16TtDIUF3ikMOOYSLL76YVatW9Xmb1tZW7rrrLubNm8cjjzwy5AaK7CuEQNWZXmZd2OT3c8kmKaTmXoqqWtXLFSXzLivvbcFQUmenuCQrklzTLf1s0NLeT5ETzrpZ3TSyczzthVO93E27CojBGYk13U6mW3eWkknfGaLCPH4OaXr5e++9xw9/+EOOO+44AoEAixYtYty4cQQCAZqbm3nvvfd49913WbhwIT/+8Y85+eSTs91ukak8z5Q5J10UZCQxhZJ6ksnz97jQOEsiMs7MyIBKQdHcuE936vRyOb4OStrMBZETzuByVo6nfUjbMkwCp7zUPfNv+B5T0zRM05qFIYV+h65QX7YhHUmqqqq45ZZb2LFjB7fddhszZsygqamJ9evXA3Deeefx+uuv8/LLL0vA7UKFcCGVvlYnv59LNqVdwOf5e1xoFFVNKaSWwf1A4Z6RRiHVmcbqpjXdgK7b08sleByUkZjSOlqZyaA7+/fdfS6VwClfjURRQ2u3BxNdNyT5kYkC/cxlVEgtGAxy1llncdZZZ2WrPWKYmHneodPWdEtwmZSe6ZbXxU0UILlKVgqpCVv6Nn/ueF8VRSFhGjLAMwSqmjKIInIimek2DBRyvGWYZLrzlnM9pA3nPt2aZq3pJktLyUYpWdMtCkj+j74psna5V2nFX+RCwVWcTHdWZmfk+edXdNOctaNuy3Q7hdRkgGdQNE0y3bmWrF5umlZnzUEXlQHsAuAkZ4bxs6imrOnWJNM9ZBJ0i4KhYOZ9QKYmRzDlhJgqPWuW3+9xoVHsNd1A5oGM9PmCkZyO7KJjWXLLMFm+M2jd08vldcuVtDXdOTrXaanLPvL8emm0Sma6h3t6uWmm9M1he2iRB+RIMgopigJafr/1kunuXXJ03kWVkIVFtU/GWQlk5IK+YKip+3S7hmJV3wXpa4PkvI8eV72fhSnZR3PQRbsHsCXozldpsxWGiappmFgDQpL8EHuT3jAKWUG3NtLNyMhIHEzzQVrxF7lQcBVFUbMy+p2rar1iZKQtCXEJVUndp9s97coHycJ48hnNGScg1p2ZQznoo92DJzKwn69GYoqyau/TbRim1BwSPchZYRSyDgT5HXSn7UctwWWSFJhzL0VVMLEuD81ML8jlIrBgOEGa2zKjyT3l5TgyKJorZy4UlmTQ7dTIyEEfVWU2Xd4biaSM8/k3TNkyLCMF+rpl7azwyiuvZOuuRI6pkPfTy52DaX4/i+xzDvgKMhjhNqqi2NV2yTwxI4FQwVBTZ6e4hKIokukeomSGNM/PsW7mDC4na2Tk4LPTnenW5Fyar0bgmJq6pluCbrG3rB1JVqxYka27EjlWENPLJdPdKxmddy9FVTHI0nsjU1cLhie1erlLOEG3ZLoHL60Al8ipZB/NwblOlmrlvxGbXg4SdGfISA76FpZB7dN99tln9/pz0zTZs2dPVhokhkEBTC+XNd29655ejlwouIwzAp7xRaJURC0oyTXALgpuFUXJ6XrZQqZK0D1sDNPM2V7yzrnU46Kt/MTgjMQSj57Vy6XvDEX3+aewDCrofvrpp7n//vspLi5O+7lpmjz33HNZadB1113H9ddfn/azWbNmsXbt2j7/5o9//CPf+9732LRpEzNmzODmm2/m5JNPzkp7CpFpmoUzvVwqi6bpnl6OvC4uo6pq9i4SJdNdMJx9ulUXvafJTLf1zUg3J68klwvIYEVOKVjZsFxnumU2XR4boTXdJmAYpqu2gcw3hgTdsGzZMkpKSjjyyCN7/G7+/PlZa9T+++/P008/nfzemX7Xm5deeolzzz2Xm266iVNPPZUHHniA008/nTfeeIN58+ZlrU2FxDDNvJ9e7sZ1kG6QXkhNLhTcRLYME71xa2Y0IUH3kGipS3xETg3Lmm5NMt35akSrl+dwD/nRQJfp5fDnP/+5z9899dRTGTfG4fF4qKurG9Btf/GLX3DiiSdy5ZVXAvCDH/yAp556ittuu43bb789a20qJLph5H1ApiaDS/L+ueSCZLrdR7FPxlnZ+1guAguGG6uXq4oi0yOHSHXW6MvLlnO5nI3hBN2aDGDnLXUEkktOoG/iZLqHvQkFoVAz3RkdSRoaGrLVjjTr169n3LhxTJs2jfPOO4/Nmzf3eduXX36ZY489Nu1nJ5xwAi+//HJO2lYIdMOAPO/QimQT+qUgF8tuoyj2lmFZyXTLRWCh0Nw4aye1ermb2pUHkssF5DOaU4o9MESOBoaSQbeqyWcgT41kITVdMt0ZkUJqvTj++ONZvXp1ttoCwGGHHca9997LrFmz2LFjB9dffz1HHHEE77zzDiUlJT1u39DQQG1tbdrPamtr9zkgEI1GiUajye/b2toA641265vttCvT9ummiZFIgEuf50B0B90qhqLk9XPJBVMBA4bldclWvyx0imJlulEUDGtB4tDuBzA0DVNe737lS79MXhh6NNe01SmkpigKhqpKXxuE5LlJ8/T6fuZLv8wHCey+qqg5O9c5u04U+jVGIfZL57M4nMewtEJqqprRuX40CwaD0NyM4byHLn8NB9q+jIJuMwfZ0pNOOin57/nz53PYYYcxefJkHn74Yb7whS9k7XFuuummHgXbAOrr6wmFQll7nFyor6/P6O99xcVsBNi4MSvtGQkdum79v66Wjc3N0Nw8wi1yl/aammF/XTLtl4WuSwFdUYiHQmwsLx/y58/0ePiotjavP7/Dye390tn5o2n2bDa65D1NeDy0lZVhaBofTZsqfW0Q2iIRALbOP4BoP6+b2/ul6ykKzTU1JLZuZeOYmqz30Yj9PrZOnsTGLVuyet9uVkj9ssuOUT5auGDYjmFNTU3oXi/t5eVEPR42qqocP4fgjLPO4oMPPmDTQQcC7u+X4XB4QLfLKOgejqkb5eXlzJw5kw0bNvT6+7q6Onbu3Jn2s507d+5zTfjVV1/NZZddlvy+ra2NiRMnMnny5B7V2d3CMAzq6+uZPHnykKeu/eKaaxizaxdTq6uhl5kD+aLM5wOgvLGJqZWVUFY2wi1yl7KmpmF7j7PRL0eDYk0DwyDQ1cXUtjY48MAh3Y+q60zdswcWLcpyCwtLvvRL51w1ccMGpp522gi3xuLTdQJ79qAZBtM2bsI8evlINylvVJWWAjD13feo+fznevw+X/ql2ymmSUlDA75IhKlNu+GQg7N6/85MyOpt25g6ZUrBTzEvxH7pt9+zaW+8iXnmJ4flMTdu3IgaixHaswczEmEqwNSpw/LYheQLX/gCbNmCUVdH/datru+XHR0dA7pdRkH3cOjo6ODDDz/ks5/9bK+/X7x4Mc888wyXXnpp8mdPPfUUixcv7vd+/X4/fr+/x89VVXX1GwuZtfHoT30KOjryOuCG7vVWKqb1b5e/Z8NNMe2CPsP4uuTDZ2ckaSmF1NQMivNk+vejjdv7pdfrBcDnonYqioKh63ZfA9Ml7coHHvv99Jhmv++n2/ul6ymKtWUYdl3KLL+Wzq45Gvb1RoEH3Y5C6pdOXQrVMIbtGJa6ZZgKcn2aicmTk1Pz3d4vB9o21z2DK664gn//+99s2rSJl156iTPOOANN0zj33HMBOP/887n66quTt//GN77BE088wc9+9jPWrl3Lddddx2uvvcZXv/rVkXoK7qYoeR9wQ0rQLcFHr2TLMPdx1nplp5Bafm/5J7o5xzKfi7ZxTK7ptr4b4dbkF6eQmpuq0ReitH26c9BHk1uGjaKAu9DE4vFhf0xryzAwTcPaPlD6jkiRUaZby8FFwtatWzn33HPZvXs3NTU1fOxjH+M///kPNTU1AGzevDltRGHJkiU88MADfPe73+Waa65hxowZ/OUvf5E9ugtc93YecmHTG022+nEdxa5qalWWH/r9yEBTYdFcuE93ritDFzJnmyI3Z2UKheEMDOWgiyYHw2SAM2+NVNANpmy5KHqVUdD95ptvZqsdSQ899FC/v1+5cmWPn61YsYIVK1ZkvS3CvZwLG9mnu3d+jwYe168eGVWcGhhWYiaDPitBd0FxZdANyam7kugenOT7KRfbOaUoCgkn052DwXfneO2X82je8tu1f4aTs2WYYZp45Fwt9pJRb4jH4xxzzDGsX78+W+0RYkCcE6Kr9rZ1kcpgUEZYXUZ11nQrmWW6FQBNTuSFonvWjns+r4qqdk8vl9lEg9Kd6XbP+1mocpnpdvi9EnTnqxKnwG511bA9pnOeN0zTVcd04Q4ZHU28Xm/W9+kWYiDSpvDJSGIPFaEQuGiNqLAGiLqnl2e6plv6fKFwZ6Zb6V4vK8HjoCiy9GlYKFiFsrJyPO2HX6aX563vX3cdux56CHMYq4c7x/PkALuLjuti5GXcGz7zmc/w29/+NhttEWLAtNRCaiJNid/PwilTRroZYi/dszOQoFskOdXL3VR4S1HtNd3WdyPalnyT/JzLoGfOWQNDkMs+6pH3MW9V19Ux92tfg2nThu0xFXtw3TTlyCl6ynjeTCKR4O677+bpp59m0aJFFBUVpf3+lltuyfQhhOghbXq5iy5W3eClZ56BcHikmyH2krwIz7C4SncwJApBIBAA3JbpxppenuFSiNFMppbmlqIoJJLZxFwG3e75XIohGOZBE2e5kIlpXZ/KcUCkyDjofuedd1i4cCEAH3zwQdrvFOlsIkecA5v0sV6UlVlfwlXS6xAMvd8mdB10I0utEiPN7/cD7pq141Qvt5KI7mlXPgiFQkB3xkvkjpGtLRj74abBMOF+iqKAaWLK7g+iFxkH3c8++2w22iHEoCipFWLlpCjyQHKgKPmfoTFMExLDvxWKyA0n0+2q6eVO0C0XjYNWWlo60k0YFZw13clvcmSsDGCLQXCql1v1W5Djp0iTcdDd1dWFaZrJ0d36+noeffRR5s6dy/HHH59xA4XojSaZbpFnurcMy2yLG01VoaQkW80SI8zJdLspo6YoSkr1cjnGDkZ1dfVIN2FUGI7ZGGueeQbCXTm5b1HYTFOml4ueMg66TzvtND75yU9yySWX0NLSwqGHHorP56OpqYlbbrmFL33pS9lopxBpFKleLvJMd6Z76Otkj1q0iDGGAXagJvKfG4NuVVWT1ctNWdQ9KHPmzOGXZ62AioqRbkrB0w0jt4HNmDG5uV9RsNSU47gkhcTeMj7Lv/HGGxxxxBEA/OlPf6Kuro76+nruu+8+fvnLX2bcQCF648a9bYXoj5KcncGQLxJv+81v+O8rroTa2iy2TIwkp3q56rItppIF++QQOyiqqrL8u9/BPObokW5KgbMr7Es2UbiIoiiY9ppuBSQpJNJknOkOh8OU2FMdn3zyST75yU+iqiqHH3449fX1GTdQiN6krY8VIg8oadvcDbHnejww/4DsNUqMuKKiIq449lj8dvDtBqp94ahmuBRi1JJtpnJOUeieXi5XAsIluquXS6Zb9JTx2XS//fbjL3/5C1u2bOGf//xnch33rl27pKCIyJm06eVyYBN5IG16eQ63uBH5RVEULrj5ZvjkGSPdlCRnvaz1zci2RYjeKIBhyLZ2wn1MwHD26ZbrU5Ei46D7v//7v7niiiuYMmUKhx12GIsXLwasrPeCBQsybqAQvdFSs4ZyUBN5IK2QmlwlilQ+n/XlEoqqplQvl0y3cCfdNGQ2hnCV7jXdsvuD6Cnj6eVnnXUWH/vYx9ixYwcHHnhg8ufHHHMMZ5zhnpF7UVjU1Ey3EHlAs/usxNzC7dIrQ490a4ToSUlbAjHSrRHCYvVLqV4uepdx0A1QV1dHXV1d2s8OPfTQbNy1EL1KK6QmBzWRB5xMt2RmhNs5QbdcNAo30w0T1SNLzIR7WOd5s3tNt/RNkUKu/EReUqSQmsgzzkCRmsGWYUIMB4WUTI10VuFCaQND0keFSziD66azPEeIFBJ0i7zkTC930962QvTHGSgigy3DhBgOqr2mG5B4RriSAhimIUsghKuoqoqJXb3c+sHINki4ivQGkZfUtO2XhHA/NXV6uVwlChdTFCVleqRcJgh3MpApvMJdJNMt+iNnU5GXnKJUEnSLfKF6rBIaiiJbhgl3k0Jqwu2cQmqyT7dwk9RAW0EGhES6QQfdXV1dbNu2rcfP33333aw0SIiBUCTTLfKM01clMyPcLhnQSF8VLib7dAu3cY6dVk0M5Pgp0gwq6P7Tn/7EjBkzOOWUU5g/fz6vvPJK8nef/exns944IfqiyZpukWdkoEjkC1VRuzPdEtEIF7JmYzhruqWPCndwlj5aa7qlX4p0g4pYbrjhBl5//XXeeust7rnnHr7whS/wwAMPANb6BSGGi5KaNRQiD6ipFfdlsEi4mKKmZrpHujVC9GQVUpPZGMJdnHoYyZoYcq4XKQa1T3c8Hqe2thaARYsW8dxzz3HGGWewYcMGCX7EsEqu6ZYDmsgTqtQhEHnCmSJpbW8nx1jhTibIXvLCVaSQmujPoM6mY8aMYfXq1cnvKysreeqpp3j//ffTfi5ErnXveSxEfujeW14uEoW7KYqCYf1DMt3ClZxif/Z3I9oWIRzJQNtE1nSLHgYVs9x///2MGTMm7Wc+n48HH3yQf//731ltmBD9cYJuj2S6RZ5ITi+XzIxwue5CakhfFa6kKAqGYdqZ7pFujRCWZCE1ZOmD6GlQEcuECROoq6tLft/Q0JD899KlS7PXKiH2IRl0y9RHkSe695ZHTsTC1RRVtavvyp7ywr2SW4bJ8VS4RLKQmilHTtFTRhHL8ccfn612CDEozhQeVfY7FnlCMt0iXzjFgGSfbuFWCmA42UTppMIlkmu6kTXdoqeMgm6pWC5GimwZJvKNFFIT+UJ1gm4ZIBJupUiFfeE+3YXUkFkYooeMIhYZxREjxckaatIHRZ5I2+ZOBouEiylpAY0cY4X7KMj0cuE+zrETzGTxVCEc0iNEXkoG3ao2wi0RYmC613TLBaJwN2dNtwQ0wq0UmY0hXEhV1eQ+3SpI3xRpJOgWeUky3SLfqLJlmMgTyZoZsl5WuJSCgmEYMogp3ClZiFKIbhkF3c66WiGGm6zpFvkmbU23nIyFizlZROubkWyJEH1QsIv9yfFUuIczYGkgS3BFTxlFLG+++Wa22iHEoEjQLfKNE3TL3sfC7VRnerkMEAmXSq7pluOpcJFkoC2F1EQvJGIRecnj8QCyPlbkD6enSqZbuJ2T6Za+KtxKURTJJgrXcQqpJbcMk/4pUniycSeRSITVq1eza9cuDMNI+90nPvGJbDyEEGm6M91yQBP5QbMHihRFxjqFuykAUkhNuJgT3MjAkHCTtEy39Euxl4yD7ieeeILzzz+fpqamHr9TFAVd1zN9CCF66C70IwGMyA9p1ctlWYRwMcWuwKtIITXhYlaFfQm6hXsk9+lGCqmJnjK+8vva177GihUr2LFjB4ZhpH1JwC1ypXvLMDmoifzQXb1cCHdL9lW5aBQupaBgmhJvC3eSIn+iNxkH3Tt37uSyyy6jtrY2G+0RYkCc6eWqZAxFnkjOzlDlRCzczSlSpQLIwKZwIwVZNytcx6mHYYKMsIseMo5YzjrrLFauXJmFpvTuRz/6EYqicOmll/Z5m3vvvRdFUdK+AoFAztokRp7X6wVkn26RPzTZMkzkCSVZaV+mlwt3Up013ZJNFC6STASZJpqiSt8UaTJe033bbbexYsUKnn/+eQ444IBkMOT4+te/PuT7XrVqFXfccQfz58/f521LS0tZt25d8nuZFlfYfD4fIJlukT+cY5JMORNu52RrFEWRTLdwLauPIsdT4Rrda7pldx3RU8ZB94MPPsiTTz5JIBBg5cqVacGuoihDDro7Ojo477zzuOuuu7jhhhv2eXtFUairqxvSY4n8I5lukW/SCqlJvxUull5/QPqqcB+nerlMLxdukgy6nd0fhEiRcdD9ne98h+uvv55vf/vbWc06fuUrX+GUU07h2GOPHVDQ3dHRweTJkzEMg4ULF3LjjTey//7793n7aDRKNBpNft/W1gaQLALnRk673Nq+4eRM1UXT5PUYYdIvByY5IKmqGKYJ8nrllPTLzCmqioH01WySfpklzmwMOZ5mhfTL7HBePxNAk76ZqXzplwNtX8ZBdywW45xzzslqwP3QQw/xxhtvsGrVqgHdftasWdx9993Mnz+f1tZWfvrTn7JkyRLeffddJkyY0Ovf3HTTTVx//fU9fl5fX08oFMqo/blWX18/0k0Yce3t7QBsWbiQlo0bR7g1AqRf7suuXbsAaBs/jo07d45wa0YP6ZeD12HvPBIpL2ejroMcY7NO+mVmEl4vhqLQXlPDxvZ2sK8JRGakX2bGSebFfT72TJ7MRnk9s8Lt/TIcDg/odhkH3RdccAF/+MMfuOaaazK9KwC2bNnCN77xDZ566qkBF0NbvHgxixcvTn6/ZMkS5syZwx133MEPfvCDXv/m6quv5rLLLkt+39bWxsSJE5k8eTLFxcWZPYkcMQyD+vp6Jk+ePOrXMjsdfOrbqyn57GdGuDWjm/TLgdm+fTsAFTsamFpXB8HgCLeosEm/HLoyu2ZGUVsbU71e6GPwWgye9Mvs8CUSYBiUNTUxtawMKitHukl5TfpldkQiEQC0aJTqLVuYOmWKLH/IQL70y46OjgHdLuOgW9d1fvzjH/PPf/6T+fPn9yikdssttwzq/l5//XV27drFwoUL0x7jueee47bbbiMajXZPLe6D1+tlwYIFbNiwoc/b+P1+/H5/j5+rqurqNxbyo4255rx3iqGP+tfCLaRf9s85bmkKqJoG8loNC+mXg5esP4Bdg0Bev6yTfpkZZ023hiJ9NIukX2YmGZ+YJpppWq+lBN0Zc3u/HGjbMg6616xZw4IFCwB45513Mr07jjnmGNasWZP2s89//vPMnj2bq666ap8BN1hB+po1azj55JMzbo9wJ4/Hw7kHH0yxbA0n8oRzUNak8I9wOSW16J+LL3TE6KU4Zf6kerlwkbRCanKuF3vJOOh+9tlns9GOpJKSEubNm5f2s6KiIqqqqpI/P//88xk/fjw33XQTAN///vc5/PDD2W+//WhpaeEnP/kJ9fX1fPGLX8xq24R7KIrCNf/7vyPdDCEGzBkwlC3DhNt1b28nhEsp9pZhcjwVLiJbhon+ZBx033TTTdTW1nLhhRem/fzuu++msbGRq666KtOH6GHz5s1pqfzm5mYuuugiGhoaqKioYNGiRbz00kvMnTs3648tXETWxIo84pyMNVUuEoW7OReLkqkRbqU6W4bJPvLChQwn0y1EioyD7jvuuIMHHnigx8/3339/PvWpT2Ul6F65cmW/3996663ceuutGT+OEELkSjLTLYGMcDlnern0VeFWir1lmCp9VLhIMiFoWjUxhEiVcZ9oaGhg7NixPX5eU1PDjh07Mr17IYQoCN2ZbjkVC3dTU9d0C+FCCoBpyvRy4Srd08vN5OClEI6Me8TEiRN58cUXe/z8xRdfZNy4cZnevRBCFAQn062CXCQKV3MuHFWQQmrClZKZbuubEW6NEJbUQmpy5BR7y3h6+UUXXcSll15KPB7n6KOPBuCZZ57hW9/6FpdffnnGDRRCiEKQzB5KECNcTk2dXi6EG0ndAeFCqYXU5Pgp9pZx0H3llVeye/duvvzlLxOLxQAIBAJcddVVXH311Rk3UAghCkFyerlcJAqXkzXdwu2SszGkkJpwoeQsDCFSZBx0K4rCzTffzPe+9z3ef/99gsEgM2bMwO/3Z6N9QghRENLWdEsgI1wsbZ9u6avChZTk/6WPChcyTVmaI3rIOOh2FBcXc8ghh2Tr7oQQoqA4U3alkJpwOyV16q4QLpTMdCtI0C1cRzLdojfSJ4QQYhjJ9HLhdmnVy2WQSLiRDAwJF5N9ukVv5GwqhBDDQDLdIl84W4UpyEWjcCdVCqkJl3J6o5zrxd6kRwghxDDoLvwjh13hbt1rupGARrhS9/RyCbqF+5imKUOWoochX/1t3Lgxm+0QQoiClla9XAgXk+rlwvVkerlwMRMk6BY9DDnonj59OlOnTuXCCy/k/vvvZ+vWrdlslxBCFJS06uVCuJiamkUUwoWcnimZbuE2iqJYmW4514u9DLl6+b/+9S9WrlzJypUrefDBB4nFYkybNo2jjz6a5cuXs3z5cmpra7PZViGEyFsSdIt8kZbplv4qXChZYd/6ZkTbIkRv5Mgp9jbkoHvZsmUsW7YMgEgkwksvvZQMwv/v//6PeDzO7Nmzeffdd7PVViGEyFvJQmpygShcTpO+KlxOlRoZwsVMqV4uepGVfboDgQBHH300H/vYx1i+fDmPP/44d9xxB2vXrs3G3QshRN5zTsAeuUgUbqdp1v9l6q5wKSmkJtxM9ukWvcko6I7FYvznP//h2WefZeXKlbzyyitMnDiRI488kttuu42jjjoqW+0UQoi8psg6WZEnVAlohNvJ9HLhUsl6AzLALvYy5KD76KOP5pVXXmHq1KkcddRRXHzxxTzwwAOMHTs2m+0TQoiCIGu6Rb5QUqeXS0AjXCi5pluOp8KFZHq56M2Qg+7nn3+esWPHcvTRR7Ns2TKOOuooqqqqstk2IYQoGBJ0i3yhSRZRuFxyNsYIt0OIHhRFppeLXg25T7S0tHDnnXcSCoW4+eabGTduHAcccABf/epX+dOf/kRjY2M22ymEEHnNmWrmcdbLCuFWdh+V6ZHCrWS5jnArBWTLMNGrIWe6i4qKOPHEEznxxBMBaG9v54UXXuDZZ5/lxz/+Meeddx4zZszgnXfeyVpjhRAiXymSmRF5QpVMt3A7p4/KEgjhUnKuF3vLWp8oKiqisrKSyspKKioq8Hg8vP/++9m6eyGEyGvJNYiGOcItEaJ/UhlauJ1kuoWbmchMIdHTkDPdhmHw2muvsXLlSp599llefPFFOjs7GT9+PMuXL+dXv/oVy5cvz2ZbhRAib0mmW+QLTaaXC5eTgSHhaqYMrouehhx0l5eX09nZSV1dHcuXL+fWW29l2bJlTJ8+PZvtE0KIguAEMKpcHwqXU1Kn7grhQmlLIIRwEUVRpHq56NWQg+6f/OQnLF++nJkzZ2azPUIIUZB8Ph8ggYxwP6cAkKzpFm6VzHTLbAzhUnLkFHsbctB98cUXZ7MdQghR0IqKigCIG8YIt0SI/sk+3cLtFCn2J1zMRAbYRU9DGiLcvHnzoG6/bdu2oTyMEEIUDGedbDiRGOGWCNE/p6/KRaNwKymkJtwquWWY9E2xlyEF3YcccggXX3wxq1at6vM2ra2t3HXXXcybN49HHnlkyA0UQohC4renmQvhVqpM3RUul9ZHJbgRLiS9UuxtSNPL33vvPX74wx9y3HHHEQgEWLRoEePGjSMQCNDc3Mx7773Hu+++y8KFC/nxj3/MySefnO12CyFE3nn2zjupSSSQuqbCzdIq7UtAI1wore6AEC6SLKQ20g0RrjOkoLuqqopbbrmFH/7wh/zjH//ghRdeoL6+nq6uLqqrqznvvPM44YQTmDdvXrbbK4QQeat68WIJuIXrKclK+3LZKNxJQbYME+4m08vF3oZcSA0gGAxy1llncdZZZ2WrPUIIIYQYQck13TJ1V7iV3S1lCYRwIxOZhSF6kqOVEEIIIZKSme4RbocQfVFkn27hUk6flEy32JucU4UQQgiR5GQPJYso3EqVJRDCtaRPit7JGVUIIYQQSU6GxiPrZYVLSYV94VbOIVMy3WJvcrQSQgghRFJy6q4E3cKtUivsC+FCMgtD7E2OV0IIIYRIcgqpaXLRKFwqbWBICBdR9vq/EI6sBN3PP/88n/nMZ1i8eDHbtm0D4P777+eFF17Ixt0LIYQQYpjIelnhdtJHhXvJgJDoXcZB9yOPPMIJJ5xAMBjkzTffJBqNAtDa2sqNN96YcQOFEEIIMXyci0VNtgwTLuX0UQm6hetIlxR9yDjovuGGG7j99tu566678Hq9yZ8vXbqUN954I9O750c/+hGKonDppZf2e7s//vGPzJ49m0AgwAEHHMBjjz2W8WMLIYQQo41sxyTcTjLdwq1kyzDRl4yD7nXr1nHkkUf2+HlZWRktLS0Z3feqVau44447mD9/fr+3e+mllzj33HP5whe+wJtvvsnpp5/O6aefzjvvvJPR4wshhBCjjbOm2yOZbuFWsqZbuJSs6RZ9yTjorqurY8OGDT1+/sILLzBt2rQh329HRwfnnXced911FxUVFf3e9he/+AUnnngiV155JXPmzOEHP/gBCxcu5Lbbbhvy4wshhBCjUXcWUWqtCndSpHq5cCsZEBJ9yPh4ddFFF/GNb3yDV155BUVR2L59O7///e+54oor+NKXvjTk+/3KV77CKaecwrHHHrvP27788ss9bnfCCSfw8ssvD/nxhRBCiNFI1nQLt3MGhGSfbuFWcuQUe/Nkegff/va3MQyDY445hnA4zJFHHonf7+eKK67ga1/72pDu86GHHuKNN95g1apVA7p9Q0MDtbW1aT+rra2loaGhz7+JRqPJom8AbW1tABiGgWEYQ2h17jntcmv7xOgk/VK4kfTLLNBUef2yTPplljgRjSp9NBukX2aP0zVNTZPXM0P50i8H2r6Mg25FUfjOd77DlVdeyYYNG+jo6GDu3LkUFxcP6f62bNnCN77xDZ566ikCgUCmzevTTTfdxPXXX9/j5/X19YRCoZw9bjbU19ePdBOE6EH6pXAj6ZeDt2vXLgAaZ81i48aNI9yawiT9MjOd9gyMHbNnSx/NIumXmTM8HohG2XbAASjSN7PC7f0yHA4P6HYZB9033XQTtbW1XHjhhcydOzf587vvvpvGxkauuuqqQd3f66+/zq5du1i4cGHyZ7qu89xzz3HbbbcRjUaTRV4cdXV17Ny5M+1nO3fupK6urs/Hufrqq7nsssuS37e1tTFx4kQmT5485AGDXDMMg/r6eiZPnixTqoRrSL8UbiT9cuiam5sBGLt+PVPPPXeEW1NYpF9mR4n92k1cv56pn/jECLcm/0m/zB5V1wGY+O67TDniiBFuTX7Ll37Z0dExoNtlHHTf8f/bu/O4qOr9j+PvGZBVEBRUUEMUk4pccPdaSnnVbi5Z2aPFLNKsbubW4rWwupo/SlPTuuZaaV6u/Wy7v2wxN9IUlwRN7Wp6VSyXJEXFBVnm/P6wmRwWQ2ZgDvh6Ph7ziDlz5ns+3/HTwOd8v+d7Zs9WSkpKse033HCD7r333isuum+99VZt377daVtiYqJiY2M1ZsyYYgW3JHXq1EkrV650uq3Y8uXL1alTp1KP4+vrK19f32LbrVarqf9hpaoRI64+5CXMiLy8cvbPy8sw+OwqCHnpGi97jorrut2JvHSdfXq5V2Ehn6WbmD0vyxqby0X30aNHFRERUWx7eHi4jhw5csXtBQUFKS4uzmlbYGCg6tSp49g+aNAgNWjQQMnJyZKkESNGqGvXrpoyZYpuv/12LV68WN99953mzJlTjh4BAHD1YtVdmB33kofZ8T2Kolw+bdCoUSOtW7eu2PZ169YpMjLS1eZLdPDgQaeCvnPnzkpJSdGcOXPUsmVLffjhh/r000+LFe8AAODyHLdj4o9GmJR9ZInCBmbDCSGUxuWR7kcffVQjR45Ufn6+brnlFknSypUr9dxzz+npp592OUBJSk1NvexzSRowYIAGDBjgluMBAHC14o9GmB0nhmBWjowkN1GEy0X3s88+q+PHj+uvf/2r8vLyJEl+fn4aM2aMxo4d63KAAACg8lDQwOwY4YZZcdISpXHLLcNee+01jRs3Tv/5z3/k7++vZs2albhIGQAAMDcKGpgd08thduQminK56LarWbOm2rVr567mAACABzhWLzfxarG4ujEbA2Zlz0hyE0W5peheuXKlVq5cqWPHjslmszm99s4777jjEAAAoBJRcsOsHCPdhocDAYpiejlK4XLR/fe//13jx49X27ZtFRERwXQKAACqMEYRYXr2woYchcn8vpAapy3hzOWie9asWXrvvff04IMPuiMeAADgQRTdMDuKbZgdGYqiXD4Nk5eXp86dO7sjFgAA4GGOa7oZqYFJ2XOUE0MwGwuzMFAKl3+jDhkyRCkpKe6IBQAAmITVyh+NMKffVy/3cCBAEZYi/wXsXJ5enpubqzlz5mjFihVq0aKFatSo4fT61KlTXT0EAACoJEwvh9lZ7EU3pQ3MhpFulMLlovv7779Xq1atJEk7duxweo2EAwCganEU3dwyDCb1+xReDwcCFMFIN0rjctG9evVqd8QBAABMwMvLSxIj3TAv6285yuAOTMeek6QmiuA0NgAAcLAX3V5WLw9HApTMwr2QYVL2nOSkJYpyeaTb7ocfftDBgweVl5fntL1v377uOgQAAKhg3t4X/zSwsJAaTMqxkJqH4wCKYvVylMblonvfvn3q37+/tm/fLovFIsMwJP2ebIWFha4eAgAAVBJ70c0tw2BWVhb7g8mRmSjK5d+oI0aMUHR0tI4dO6aAgADt3LlTa9asUdu2bZWamuqGEAEAQGWxF93cMgymZV/kj6IbJvP7SDcnLeHM5ZHutLQ0rVq1SmFhYbJarbJarerSpYuSk5M1fPhwZWRkuCNOAABQCRxFN380wqQcC6kxngiTISNRGpd/oxYWFiooKEiSFBYWpsOHD0uSoqKitHv3blebBwAAlahGjRqSJC9GumFSjmu6GemGyThGuvn+RBEuj3THxcVp27Ztio6OVocOHTRp0iT5+Phozpw5atKkiTtiBAAAlcS+ejlgVlzTDfNiZX2UzOWiOykpSWfPnpUkjR8/Xr1799ZNN92kOnXq6IMPPnA5QAAAUHns08ttHo4DKBWrl8OkHLfp5oQQinC56O7Zs6fj55iYGO3atUsnTpxQaGgoCQcAQBVjH+mm6IZZ2a/pZiE1mBXrDaAot92n+1K1a9euiGYBAEAlsY94A2bDfbphVtynG6Up12/U0aNHa8KECQoMDNTo0aMvu+/UqVPLFRgAAPCMZVOmKCIgQIanAwFKYPmt6OaabpiNPSNZSA1FlavozsjIUH5+vuNnAABQfUT26EHBDdNi9XKYloWF1FCychXdq1evLvFnAAAAoCJZmF4Ok7NYXL4rM6qZck8vLwuLxaIpU6aU5xAAAABAMYx0w+zITBRV7unll0pPT1dBQYGaN28uSfrxxx/l5eWlNm3auB4hAAAA8BvHSDeVDUzGvmo5J4RQlMvTy6dOnaqgoCAtWLBAoaGhkqTs7GwlJibqpptuck+UAAAAgC5dvZzCBiZDSqIULl9wMGXKFCUnJzsKbkkKDQ3VK6+8wtRyAAAAuBW3DINZOVYvZ6QbRbhcdJ8+fVpZWVnFtmdlZSknJ8fV5gEAAAAH7oUMs7Lf9YHb2aEol4vu/v37KzExUR9//LF+/vln/fzzz/roo480ePBg3Xnnne6IEQAAAJAkWb28JFF0w7zITBRVrmu6LzVr1iw988wzuv/++x337vb29tbgwYM1efJklwMEAAAA7H4f6fZwIEARl04vNy67J642LhfdAQEBmjlzpiZPnqz//ve/kqSmTZsqMDDQ5eAAAACAS3HLMJgWOYlSuFx02wUGBqpFixbuag4AAAAoxj693Gpx+SpJAKgUbiu6f/jhBx08eFB5eXlO2/v27euuQwAAAOAqxwg3zIrcRGlcLrr37dun/v37a/v27RevXzAuXsFgT7rCwkJXDwEAAABIkmw2myTJYqXAAVA1uDwvZ8SIEYqOjtaxY8cUEBCgnTt3as2aNWrbtq1SU1PdECIAAABwkb+/vyRuywSg6nB5pDstLU2rVq1SWFiYrFarrFarunTpouTkZA0fPlwZGRnuiBMAAABQjRo1JEkWbswEk2F6OUrj8kh3YWGhgoKCJElhYWE6fPiwJCkqKkq7d+++4vbefvtttWjRQsHBwQoODlanTp305Zdflrr/e++9J4vF4vTw8/MrX2cAAABQJTC9HEBV4fJId1xcnLZt26bo6Gh16NBBkyZNko+Pj+bMmaMmTZpccXsNGzbUq6++qmbNmskwDC1YsED9+vVTRkaGbrjhhhLfExwc7FTgc5YJAACgeuLvPABVjctFd1JSks6ePStJGj9+vHr37q2bbrpJderU0eLFi6+4vT59+jg9nzhxot5++21t2LCh1KLbYrGofv36Vx48AAAAqhT7or3cMgymwwkhlMLlortnz56On2NiYrRr1y6dOHFCoaGhys3NdantwsJCLVmyRGfPnlWnTp1K3e/MmTOKioqSzWZTfHy8/ud//qfUAh0AAABVHyPeAKoKt92n+1KBgYGaNm2aJk2apKNHj17x+7dv365OnTopNzdXNWvW1CeffKLrr7++xH2bN2+ud955Ry1atNCpU6f0+uuvq3Pnztq5c6caNmxY6jEuXLigCxcuOJ6fPn1a0sXbUNhvRWE29rjMGh+uTuQlzIi8hBmRl+6Rn58vSTKsVhl8li4jL93otxNBNnLTZVUlL8saX7mL7gsXLujll1/W8uXL5ePjo+eee0533HGH3nnnHSUlJcnLy0ujRo0qV9vNmzfX1q1bderUKX344Yd66KGH9M0335RYeHfq1MlpFLxz58667rrrNHv2bE2YMKHUYyQnJ+vvf/97se2ZmZkKCAgoV9yVJTMz09MhAMWQlzAj8hJmRF66Zu/evZKk/W3ipf37PRxN9UFeui7fy0uStC++NbnpJmbPy3PnzpVpv3IX3S+++KJmz56t7t27a/369RowYIASExO1YcMGTZ06VQMGDJDXb4l3pXx8fBQTEyNJatOmjTZv3qzp06dr9uzZf/jeGjVqqHXr1o4v5NKMHTtWo0ePdjw/ffq0GjVqpKioKNWsWbNccVc0m82mzMxMRUVFyWrlOiaYA3kJMyIvYUbkpXtERERIkpqkZ8i4604PR1P1kZfu411QIIncdIeqkpdnzpwp037lLrqXLFmihQsXqm/fvtqxY4datGihgoICbdu2ze3X2NhsNqep4JdTWFio7du36y9/+ctl9/P19ZWvr2+x7fZ7jZtZVYgRVx/yEmZEXsKMyEvX3H777ep44YIs8fGy8Dm6DXnpOnsFZLXZZPBZuoXZ87KssZW76P7555/Vpk0bSRdvG+br66tRo0a5XHCPHTtWt912m6655hrl5OQoJSVFqampWrZsmSRp0KBBatCggZKTkyVdXDG9Y8eOiomJ0cmTJzV58mRlZmZqyJAhLsUBAAAA87FarQq/+25PhwEAZVbuoruwsFA+Pj6/N+Tt7ZZp2ceOHdOgQYN05MgR1apVSy1atNCyZcv05z//WZJ08OBBpzMK2dnZevTRR3X06FGFhoaqTZs2Wr9+fakLrwEAAACAuxmeDgCmVe6i2zAMPfzww44p2rm5uXr88ccVGBjotN/HH398Re3Onz//sq+npqY6PZ82bZqmTZt2RccAAAAAAHei6EZpyl10P/TQQ07PBw4c6HIwAAAAAFAlGZTdKFm5i+53333XnXEAAAAAQJVFyY3SmHcpOAAAAAAAqjiKbgAAAAAAKghFNwAAAAC4iOnlKA1FNwAAAAAAFaTcC6ldrQzDkOGhlQkNw5C3t7cMw5DNZvNIDKh6LBaLLBaLp8MAAAAArkoU3WVkGIYKCwslyaMFTP369R3xAGVhP0Hj5eVF8Q0AAABUMoruMiosLJTValV4eLj8/Pw8UrwYhqH8/HzVqFGD4gllYhiGcnNzlZWVpcLCQnl78788AABARWBQDKXhL/AysP8PFB4erpCQEI/GYbFY5OPjQ9GNMvPz85Mk/fLLL44cAgAAgHtRcqM0LKRWBvZCxV68AFWNfXYGZ2ABAACAykXRfQUYIURVRe4CAAAAnkHRDQAAAAAusjLIgVJQdLvAlpOjgqysSnvYcnIqpV+ZmZkKCAjQtm3bJElr1qxRQECATp486XLbsbGxeuutt1xupzTvv/++IiIiKqz9itCzZ089++yzng4DAAAALgiuVcvTIcCkWEitnGw5OTo5d54KT2ZX2jG9QkLk/9BDUu3af7hvQEDAZV9//vnnlZSU5K7Qymzt2rUKDAys9OOawZo1a9SrVy8dPnzYaUG+f/3rX6pRo4bnAgMAAIDLfHx8Lv5Qr65nA4HpUHSXky03V4Uns2Xx9ZXFz7/Cj2fknldh9kkZubll2n/fvn2Onz/66CNNmDBBW7dudWyrWbOmu0O8rLy8PPn4+Cg8PLxSj1sZ7H0rr9plOIkCAAAAc7MvWGv4+no4EpgN08tdZPHzlzUwoMIfV1rY169f3/EIDg6WxWJx2rZkyRK1bt1aoaGhatWqlWbPnl3mtl955RV16NDBadtbb72l2NhYx/OhQ4fqnnvu0WuvvaYmTZqoZcuWkopPLz958qSGDRumxo0bKzQ0VG3bttUXX3xR6rFnzJihdu3aKSwsTM2aNdOIESN05syZYvv93//9n2688UaFhoaqb9+++vnnnx2vff/99+rVq5fq1q2revXqqXPnztqyZYvj9U8//VRt2rRRSEiIYmNjNX36dKe2Y2NjlZycrCFDhqhevXoaNmyYY0r+kiVLlJCQ4OjL2rVrJV2cst+rVy9JUmRkpAICAjR06FBJxaeXZ2dna8iQIYqMjFSdOnXUr18/7d271/G6fQr98uXL1bp1a4WHh6tv3746cuRIqZ8bAAAAAM+g6L4KLV68WBMmTNBLL72kjIwMvfzyy5owYYIWLVrk1uOkpqZqz549Wrp0qT766KNir9tsNt1xxx3asGGD5s+fr/T0dI0fP15eXl6ltmm1WvX6669ry5Ytmjt3rr755hu98MILTvucO3dOkyZN0rx587Ry5UqdPHlSgwYNcrz+yCOPqEGDBlq7dq3WrVunZ555xjG9Oz09XQMHDtTdd9+tzZs364UXXtD48eP1/vvvOx1j+vTpuvHGG5WWlqa//e1vju3PP/+8RowYobS0NLVv31533323jh8/roYNGyolJUWStG3bNu3bt0+TJ08usY9Dhw5Venq6lixZotWrV8swDPXv31/5+flOfZw+fbrmzZunr7/+Wj///LOef/75Uj83AAAAVCxuzIrSML38KvTKK6/o1Vdf1R133CFJaty4sXbt2qX58+dr4MCBbjtOQECAZs6cWerU61WrVum7775TRkaGmjVrJkmKjo6+bJvDhg1z/BwVFaWXXnpJw4cPdxqNzs/P19SpU9W+fXtJ0ty5c9W6dWtt3rxZ7dq1008//aSRI0eqefPmkqSYmBjHe998800lJCRo7NixkqRmzZpp165deuONN/Tggw869uvatatGjBjheJ6ZmSlJevzxxx2f64wZM7R8+XItWLBAo0ePdkwjDw8Pd7qm+1J79+7V559/rlWrVqljx46SpHfffVfXXnutPvvsM915552OPs6YMUNNmjSRJD322GNKTk6+7GcHAACAimOfXg4UxUj3Vebs2bPat2+fnnjiCYWHhzser732mvbv3+/WY8XFxV32Wufvv/9eDRo0cBTcZbFq1Sr95S9/UdOmTVW3bl0NHjxYx48f17lz5xz7eHt7q23bto7nzZs3V0hIiHbv3i1Jeuqpp/TXv/5Vt99+u15//XWn69937drlKHbtOnbsqL1796qwsNCxLT4+vsT4Lp127+3trfj4eO3atavM/du1a5e8vb3Vrl07x7Y6deo4in+7gIAAR8EtXbycICsrq8zHAQAAgHtRcqM0FN1XGfv1z//4xz+0YcMGx+O7775TampqmdqwWounzaVTn+3+aAV1f/8ru049MzNTd911l+Li4vSvf/1L69at07Rp0yRdXMysrJKSkrRlyxb16tVL33zzjeLj4/Xvf//7imLx9ArsRVc7t1gsnF0FAAAATIii+ypTr149RUREaP/+/WratKnTo3HjxmVqIywsTL/88otTkff9999fcSxxcXE6dOiQ9uzZU6b9MzIyZLPZ9Oqrr6p9+/Zq1qxZiYuHFRQUOC2M9uOPP+rkyZOO6eTSxWnjTz31lD777DP169fPcc12bGysNmzY4NTehg0b1KxZs8tea263adMmpzgyMjIcC8zZR/0vHTEvKjY2VgUFBdq8ebNj2/Hjx7Vnzx5dd911f3h8AAAAeAgDICgFRfdVKCkpSa+//rpmzpypPXv2aMeOHVq4cKFmzJhRpvfffPPNysrK0tSpU7Vv3z7NmjVLX3/99RXHcdNNN6lLly66//77tXLlSh04cEDLli0rta0mTZooPz9fb7/9tvbv36+UlBTNmzev2H41atTQ008/rU2bNik9PV1Dhw5V+/bt1a5dO50/f16jRo3SmjVrdPDgQaWlpWnLli2Ownj48OFavXq1kpOTtWfPHi1atEizZs1yun77cmbPnq1///vf2r17t0aOHOm0iFujRo1ksVj05ZdfKisrq8RV12NiYtS7d289+eSTWr9+vb7//ns98sgjioyMVO/evcv60QIAAKCSOQakLBbPBgLToeh2kZF7Xraz5yr8YeSed1vMiYmJmjlzphYuXKh27dqpZ8+eWrRokaKiosr0/tjYWL3xxhuaPXu2OnTooC1btpS5KC0qJSVF8fHxevjhhxUfH6+kpKRSR4JbtGih1157TVOmTFHbtm21ePFijR8/vth+AQEBGj16tBITE3XrrbeqZs2ajpFsLy8vnThxQkOGDFGLFi00cOBA9ejRQ0lJSZKk1q1ba9GiRfrwww/Vtm1bTZgwQePGjXNaRO1yJkyYoClTpqhDhw5KS0vTkiVLFBYWJklq0KCBkpKSNG7cODVu3FijR48usY3Zs2erdevWuuuuu5SQkCDDMPTJJ58Um1IOAAAA8/Dz87v4g40RbzizGFwIKkk6ffq0atWqpbS0NNWsWdPpNZvNJsMwFBUVJd/fbnZvy8nRybnzVHgyu9Ji9AoJkf9DD8mvdm1ZOINmKpmZmbruuuuUlpbmuCe5mVy4cEGZmZmyWCwlXpPvCpvNpv379ys6OtrtbQPlRV7CjMhLmBF56T7PjBqlZStWaMebb8no1tXT4VRpVSUvz5w5o06dOunUqVMKDg4udT9uGVZO1qAghTw6RLbc3Eo7psXXVwW/Ff0AAAAAzOPhxETVzs6W4Vv63XtwdaLodoE1KEjWoKBKO55hGNIVrNINAAAAoHLEtWihuMmTpZAQT4cCk6HoBtwgKirK6V7hAAAAuAqFh3s6ApiQeSfIAwAAAABQxVF0XwHWnENVRe4CAAAAnkHRXQYWi0WGYSi3EhdNA9wpNzdXhmGw6j0AAABQybimuwzshUpWVpaki/fg80TxYhiG8vPzKZ5QZvaTRfbcJW8AAACAykXRXUZeXl4qLCzUL7/84tHCpaCgQN7e/LOh7OxTy728vDwcCQAAAHD1oXorI4vFIm9vbxmG4bHrYw3D0NGjR9WwYUNGLFFmVquVfAEAAAA8hKL7ClksFo8VMDabTQUFBbJYLLJauRwfAAAAAMyOyg0AAAAAgApC0Q0AAAAAQAWh6AYAAAAAoIJwTfdv7IujnT171sORlM5ms+ncuXM6c+YM13TDNMhLmBF5CTMiL2FG5CXMqKrkpb12/KOFtim6f5OTkyNJ6t69u4cjAQAAAABUFTk5OapVq1apr1sMT93/ymRsNpsOHz6soKAg095e6fTp02rUqJF++uknBQcHezocQBJ5CXMiL2FG5CXMiLyEGVWVvDQMQzk5OYqMjLzsiDwj3b+xWq1q2LChp8Mok+DgYFMnH65O5CXMiLyEGZGXMCPyEmZUFfLyciPcduadIA8AAAAAQBVH0Q0AAAAAQAWh6K5CfH199dJLL8nX19fToQAO5CXMiLyEGZGXMCPyEmZU3fKShdQAAAAAAKggjHQDAAAAAFBBKLoBAAAAAKggFN0AAAAAAFQQim4AAAAAACoIRbcJ5OTkaOTIkYqKipK/v786d+6szZs3S5Ly8/M1ZswY3XjjjQoMDFRkZKQGDRqkw4cPO7Vx4sQJPfDAAwoODlZISIgGDx6sM2fOeKI7qCZczcsDBw5o8ODBio6Olr+/v5o2baqXXnpJeXl5nuoSqgF3fF/aXbhwQa1atZLFYtHWrVsrsReobtyVl59//rk6dOggf39/hYaG6o477qjknqA6cUde/vjjj+rXr5/CwsIUHBysLl26aPXq1Z7oDqqJy+WlJL388suKjY1VYGCgQkND1b17d23cuNGpjapY91B0m8CQIUO0fPlyvf/++9q+fbt69Oih7t2769ChQzp37pzS09M1btw4paen6+OPP9bu3bvVt29fpzYeeOAB7dy5U8uXL9fSpUu1Zs0aDR061EM9QnXgal7u2rVLNptNs2fP1s6dOzVt2jTNmjVLzz//vAd7harOHd+Xds8995wiIyMruQeojtyRlx999JEefPBBJSYmatu2bVq3bp3uv/9+D/UI1YE78rJ3794qKCjQqlWrtGXLFrVs2VK9e/fW0aNHPdQrVHWXy0tJuvbaa/XWW29p+/bt+vbbb9W4cWP16NFDWVlZjjaqZN1jwKPOnTtneHl5GUuXLnXaHh8fb7zwwgslvmfTpk2GJCMzM9MwDMP44YcfDEnG5s2bHft8+eWXhsViMQ4dOlRxwaPackdelmTSpElGdHS0W2PF1cOdefnFF18YsbGxxs6dOw1JRkZGRkWFjWrOHXmZn59vNGjQwJg3b16Fx4urgzvyMisry5BkrFmzxrHP6dOnDUnG8uXLKy54VFvlyctTp04ZkowVK1YYhlF16x5Guj2soKBAhYWF8vPzc9ru7++vb7/9tsT3nDp1ShaLRSEhIZKktLQ0hYSEqG3bto59unfvLqvVWmw6BlAW7sjL0vapXbu2O0PFVcRdefnLL7/o0Ucf1fvvv6+AgICKDBlXAXfkZXp6ug4dOiSr1arWrVsrIiJCt912m3bs2FHR4aOackde1qlTR82bN9fChQt19uxZFRQUaPbs2apbt67atGlT0V1ANXSleZmXl6c5c+aoVq1aatmypaSqW/dQdHtYUFCQOnXqpAkTJujw4cMqLCzUokWLlJaWpiNHjhTbPzc3V2PGjNF9992n4OBgSdLRo0dVt25dp/28vb1Vu3Ztpv+gXNyRl0Xt3btXb775ph577LGKDh/VlDvy0jAMPfzww3r88cedfmED5eWOvNy3b5+ki9cyJiUlaenSpQoNDVW3bt104sSJSu0Pqgd35KXFYtGKFSuUkZGhoKAg+fn5aerUqfrqq68UGhpa2V1CNVDWvFy6dKlq1qwpPz8/TZs2TcuXL1dYWJikqlv3UHSbwPvvvy/DMNSgQQP5+vpqxowZuu+++2S1Ov/z5Ofn65577pFhGHr77bc9FC2uFu7My0OHDqlXr14aMGCAHn300coIH9WUq3n55ptvKicnR2PHjq3s0FGNuZqXNptNkvTCCy/orrvuUps2bfTuu+/KYrFoyZIlldoXVB+u5qVhGHryySdVt25drV27Vps2bdIdd9yhPn36lFi4A2VRlrxMSEjQ1q1btX79evXq1Uv33HOPjh075sGoXUfRbQJNmzbVN998ozNnzuinn37Spk2blJ+fryZNmjj2sX8hZmZmavny5U6jifXr1y+WiAUFBTpx4oTq169faf1A9eJqXtodPnxYCQkJ6ty5s+bMmVOZXUA15Gperlq1SmlpafL19ZW3t7diYmIkSW3bttVDDz1U6f1B9eBqXkZEREiSrr/+esc2X19fNWnSRAcPHqy8jqBaccf35dKlS7V48WL96U9/Unx8vGbOnCl/f38tWLDAE11CNVCWvAwMDFRMTIw6duyo+fPny9vbW/Pnz5dUdeseim4TCQwMVEREhLKzs7Vs2TL169dP0u9fiHv27NGKFStUp04dp/d16tRJJ0+e1JYtWxzbVq1aJZvNpg4dOlRqH1D9lDcvpYsj3N26dXOM2hQ9uw6UV3nzcsaMGdq2bZu2bt2qrVu36osvvpAkffDBB5o4cWKl9wPVS3nzsk2bNvL19dXu3bsd2/Lz83XgwAFFRUVVah9Q/ZQ3L8+dOydJxX53W61Wx+wMoLxKy8uS2Gw2XbhwQVLVrXsshmEYng7iards2TIZhqHmzZtr7969evbZZ+Xn56e1a9dKku6++26lp6dr6dKlqlevnuN9tWvXlo+PjyTptttu0y+//KJZs2YpPz9fiYmJatu2rVJSUjzSJ1R9rualveCOiorSggUL5OXl5djHzGciYW7u+L681IEDBxQdHa2MjAy1atWqsrqBasYdeTly5Eh9+OGHeueddxQVFaXJkyfrs88+065du7h+FuXial7++uuvio2NVdeuXfXiiy/K399fc+fO1fTp07V582bHwlbAlbhcXubl5WnixInq27evIiIi9Ouvv+of//iHUlJStGXLFt1www2SqmjdU6lrpaNEH3zwgdGkSRPDx8fHqF+/vvHkk08aJ0+eNAzDMPbv329IKvGxevVqRxvHjx837rvvPqNmzZpGcHCwkZiYaOTk5HioR6gOXM3Ld999t9R9gPJyx/flpezv4ZZhcIU78jIvL894+umnjbp16xpBQUFG9+7djR07dnioR6gO3JGXmzdvNnr06GHUrl3bCAoKMjp27Gh88cUXHuoRqoPL5eX58+eN/v37G5GRkYaPj48RERFh9O3b19i0aZNTG1Wx7mGkGwAAAACACsIFlgAAAAAAVBCKbgAAAAAAKghFNwAAAAAAFYSiGwAAAACACkLRDQAAAABABaHoBgAAAACgglB0AwAAAABQQSi6AQAAAACoIBTdAAAAAABUEIpuAACAEvTv31+hoaG6++67PR0KAKAKo+gGAAAowYgRI7Rw4UJPhwEAqOIougEAwGV169ZNI0eOrLTjHT9+XHXr1tWBAwcq7Zgl6datm4KCgoptv/feezVlyhQPRAQAqIoougEAkDRr1iwFBQWpoKDAse3MmTOqUaOGunXr5rRvamqqLBaL/vvf/1ZylFeHiRMnql+/fmrcuLGnQylRUlKSJk6cqFOnTnk6FABAFUDRDQCApISEBJ05c0bfffedY9vatWtVv359bdy4Ubm5uY7tq1ev1jXXXKOmTZt6ItRqIS8vr8Tt586d0/z58zV48OAKj6FVq1aKi4sr9jh8+PBl3xcXF6emTZtq0aJFFR4jAKDqo+gGAEBS8+bNFRERodTUVMe21NRU9evXT9HR0dqwYYPT9oSEBEnSV199pS5duigkJER16tRR7969nUbA58yZo8jISNlsNqfj9evXT4888ogkyWazKTk5WdHR0fL391fLli314YcfOvbt1q2bhg8frueee061a9dW/fr19fLLLzu117hxY73xxhtO21q1auW0X7du3fTUU09p5MiRCg0NVb169TR37lydPXtWiYmJCgoKUkxMjL788stin09BQYGGDRumWrVqKSwsTOPGjZNhGGWK337sYcOGaeTIkQoLC1PPnj1L/Hf44osv5Ovrq44dOzq22Ww2TZo0STExMfL19dU111yjiRMnutyvrVu3aseOHcUekZGRJcZ2qT59+mjx4sV/uB8AABTdAAD8JiEhQatXr3Y8X716tbp166auXbs6tp8/f14bN250FN1nz57V6NGj9d1332nlypWyWq3q37+/o8geMGCAjh8/7tTuiRMn9NVXX+mBBx6QJCUnJ2vhwoWaNWuWdu7cqVGjRmngwIH65ptvHO9ZsGCBAgMDtXHjRk2aNEnjx4/X8uXLr7iPCxYsUFhYmDZt2qSnnnpKTzzxhAYMGKDOnTsrPT1dPXr00IMPPqhz584Ve5+3t7c2bdqk6dOna+rUqZo3b16Z47e34ePjo3Xr1mnWrFklxrd27Vq1adPGadvYsWP16quvaty4cfrhhx+UkpKievXquaVf5dW+fXtt2rRJFy5ccEt7AIBqzAAAAIZhGMbcuXONwMBAIz8/3zh9+rTh7e1tHDt2zEhJSTFuvvlmwzAMY+XKlYYkIzMzs8Q2srKyDEnG9u3bHdv69etnPPLII47ns2fPNiIjI43CwkIjNzfXCAgIMNavX+/UzuDBg4377rvPMAzD6Nq1q9GlSxen19u1a2eMGTPG8TwqKsqYNm2a0z4tW7Y0XnrpJcfzou0UFBQYgYGBxoMPPujYduTIEUOSkZaW5vS+6667zrDZbI5tY8aMMa677royxW9vo3Xr1sU/sCKKflanT582fH19jblz55b6nvL264/ceuutRlhYmOHv7280aNDAqY/btm0zJBkHDhwoc3sAgKuTt0crfgAATKRbt246e/asNm/erOzsbF177bUKDw9X165dlZiYqNzcXKWmpqpJkya65pprJEl79uzRiy++qI0bN+rXX391jHAfPHhQcXFxkqQHHnhAjz76qGbOnClfX1/985//1L333iur1aq9e/fq3Llz+vOf/+wUS15enlq3bu143qJFC6fXIyIidOzYsSvu46XteHl5qU6dOrrxxhsd2+wjyEXb7tixoywWi+N5p06dNGXKlDLHL6nYCHZJzp8/Lz8/P8fz//znP7pw4YJuvfXWCunX5axYsaLU1/z9/SXJbSPnAIDqi6IbAIDfxMTEqGHDhlq9erWys7PVtWtXSVJkZKQaNWqk9evXa/Xq1brlllsc7+nTp4+ioqI0d+5cx7XbcXFxTguF9enTR4Zh6PPPP1e7du20du1aTZs2TdLFFdIl6fPPP1eDBg2c4vH19XX8XKNGDafXLBaL03XiVqvVcY21XX5+frE+ltTOpdvshXXRa9BLU9b4JSkwMPAP2wsLC1N2drbjub24/SPu7tcfOXHihCQpPDzcLe0BAKovim4AAC6RkJCg1NRUZWdn69lnn3Vsv/nmm/Xll19q06ZNeuKJJyRdvJ/07t27NXfuXN10002SpG+//bZYm35+frrzzjv1z3/+U3v37lXz5s0VHx8vSbr++uvl6+urgwcPOor88ggPD9eRI0ccz0+fPq39+/eXu72iNm7c6PR8w4YNatasmdvit2vdurXTquDNmjWTv7+/Vq5cqSFDhrjcvrvs2LFDDRs2VFhYmKdDAQCYHEU3AACXSEhI0JNPPqn8/HynIrJr164aNmyY8vLyHIuohYaGqk6dOpozZ44iIiJ08OBB/e1vfyux3QceeEC9e/fWzp07NXDgQMf2oKAgPfPMMxo1apRsNpu6dOmiU6dOad26dQoODtZDDz1UprhvueUWvffee+rTp49CQkL04osvysvLy4VPwtnBgwc1evRoPfbYY0pPT9ebb76pKVOmuC1+u549e2rs2LHKzs5WaGio/Pz8NGbMGD333HPy8fHRn/70J2VlZWnnzp2Vclux0qxdu1Y9evTw2PEBAFUHRTcAAJdISEjQ+fPnFRsb67RCdteuXZWTk+O4tZh0cUr34sWLNXz4cMXFxal58+aaMWOGunXrVqzdW265RbVr19bu3bt1//33O702YcIEhYeHKzk5Wfv27VNISIji4+P1/PPPlznusWPHav/+/erdu7dq1aqlCRMmuHWke9CgQTp//rzat28vLy8vjRgxQkOHDnVb/HY33nij4uPj9b//+7967LHHJEnjxo2Tt7e3XnzxRR0+fFgRERF6/PHH3da3K5Wbm6tPP/1UX331lcdiAABUHRaj6AVgAAAAHvT555/r2Wef1Y4dO2S1mu/upm+//bY++eQTff31154OBQBQBTDSDQAATOX222/Xnj17dOjQITVq1MjT4RRTo0YNvfnmm54OAwBQRTDSDQAAAABABTHfnC0AAAAAAKoJim4AAAAAACoIRTcAAAAAABWEohsAAAAAgApC0Q0AAAAAQAWh6AYAAAAAoIJQdAMAAAAAUEEougEAAAAAqCAU3QAAAAAAVBCKbgAAAAAAKghFNwAAAAAAFYSiGwAAAACACvL/AIvSzx808KMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(10,4))\n", "\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV,c='black',linewidth=0.75)\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV_notell,c='black',linewidth=0.5)\n", "ax1.fill_between(Measurement.VCONV[:,0],SPECONV[:,0],SPECONV_notell[:,0],alpha=0.5,color='tab:red',label='Telluric absorption')\n", "ax1.legend()\n", "ax1.grid()\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax1.set_facecolor('lightgray')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "7b710573-1fa7-4bcc-a916-e0aafb0e8a7d", "metadata": {}, "source": [ "### 2.2. Showing the contribution from different gases to the spectrum" ] }, { "cell_type": "code", "execution_count": 11, "id": "6db7bd6a-191e-4fbf-9a0d-1f5c544198b8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "warning in .pat file :: ANGLE must be 0.0 for scattering calculations - resetting\n", "CIRSrad :: CIA not included in calculations\n", "CIRSrad :: Aerosol optical depths at 919.9995004749508 :: [0.12748517 0. ]\n", "CIRSrad :: Performing multiple scattering calculation\n", "CIRSrad :: NF = 10 ; NMU = 5 ; NPHI = 101\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "warning in .pat file :: ANGLE must be 0.0 for scattering calculations - resetting\n", "CIRSrad :: CIA not included in calculations\n", "CIRSrad :: Aerosol optical depths at 919.9995004749508 :: [0.12748517 0. ]\n", "CIRSrad :: Performing multiple scattering calculation\n", "CIRSrad :: NF = 10 ; NMU = 5 ; NPHI = 101\n" ] } ], "source": [ "#Getting the location of the lbl-tables\n", "lbltables = Spectroscopy.LOCATION\n", "nfm = len(lbltables)\n", "\n", "SPECONV_gas = np.zeros((Measurement.NCONV[0],Measurement.NGEOM,nfm))\n", "for i in range(nfm):\n", "\n", " #Defining only one gas in the spectroscopy\n", " Spectroscopy1 = deepcopy(Spectroscopy)\n", " Spectroscopy1.NGAS = 1\n", " Spectroscopy1.LOCATION = [lbltables[i]]\n", " Spectroscopy1.ID = [Spectroscopy.ID[i]]\n", " Spectroscopy1.ISO = [Spectroscopy.ISO[i]]\n", " Spectroscopy1.read_tables(wavemin=Measurement.WAVE.min(),wavemax=Measurement.WAVE.max())\n", "\n", " #Running the forward model\n", " ForwardModel = ans.ForwardModel_0(Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy1,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", " SPECONV1 = ForwardModel.nemesisfm()\n", "\n", " #Saving the results\n", " SPECONV_gas[:,:,i] = SPECONV1[:,:]" ] }, { "cell_type": "code", "execution_count": 12, "id": "671e3ed1-1fac-48f7-9400-d0e9a655bd54", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(10,4))\n", "\n", "offset = 2.e-6\n", "\n", "for i in range(Spectroscopy.NGAS):\n", "\n", " if((Spectroscopy.ID[i]==2) & (Spectroscopy.ISO[i]==1)):\n", " label='$^{12}$CO$_2$'\n", " elif((Spectroscopy.ID[i]==2) & (Spectroscopy.ISO[i]==2)):\n", " label='$^{13}$CO$_2$'\n", " \n", " ax1.plot(Measurement.VCONV[:,0],SPECONV_gas[:,0,i]+offset,linewidth=1.,label=label)\n", "\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV,c='black',linewidth=1.,label='Total')\n", "\n", "#ax1.plot(Measurement.VCONV[:,0],SPECONV_notell,c='black',linewidth=0.5)\n", "#ax1.fill_between(Measurement.VCONV[:,0],SPECONV[:,0],SPECONV_notell[:,0],alpha=0.5,color='tab:red',label='Telluric absorption')\n", "ax1.legend()\n", "ax1.grid()\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax1.set_facecolor('lightgray')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "bb5809dc-3746-43fb-b2a2-77a62518f7bf", "metadata": {}, "source": [ "### 2.3. Showing the effect of multiple scattering" ] }, { "cell_type": "code", "execution_count": 13, "id": "73d56503-9b0d-461d-9cee-18305abd2fd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "nemesis :: Correcting for Doppler shift of 6.765723440871582 km/s\n", "CIRSrad :: CIA not included in calculations\n", "CIRSrad :: Aerosol optical depths at 919.9995004749508 :: [0.12748517 0. ]\n", "CIRSrad :: Performing thermal emission calculation\n" ] } ], "source": [ "Scatter.ISCAT = 0 #No scattering, only thermal emission\n", "ForwardModel = ans.ForwardModel_0(Telluric=Telluric,Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", "SPECONV_noscat = ForwardModel.nemesisfm()\n", "Scatter.ISCAT = 1 #Resetting to multiple scattering" ] }, { "cell_type": "code", "execution_count": 14, "id": "5826011f-0ed1-4087-9b83-96ee3023d615", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(10,4))\n", "\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV,c='black',linewidth=1.,label='Multiple scattering')\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV_noscat,c='tab:red',linewidth=1.,label='No scattering')\n", "ax1.legend()\n", "ax1.grid()\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax1.set_facecolor('lightgray')\n", "plt.tight_layout()" ] } ], "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }