{ "cells": [ { "cell_type": "markdown", "id": "5be417ac-c7bd-4bed-94ea-f2f624d75428", "metadata": {}, "source": [ "\n", "Colorimetric observer models\n", "============================\n", "\n", "For silent substitution we quantify light in terms of photoreceptor excitation using the equation:\n", "\n", "\\begin{equation}\n", "E_{\\alpha} = \\sum\\limits_{380}^{780}E(\\lambda)S_\\alpha(\\lambda)\\Delta_{\\lambda}\n", "\\end{equation}\n", "\n", "where $E_\\alpha$ is a scalar representing the photoreceptor activation for photoreceptor class $\\alpha$, $E(\\lambda)$ is the spectral power distribution of the light source (radiance or irradiance in photons or watts), $S_\\alpha(\\lambda)$ is the estimated photoreceptor action spectrum, and $\\mathrm{\\Delta}_\\lambda$ is the width of the spectral sampling. \n", "\n", "By convention ([CIE S 026/E:2018](https://cie.co.at/publications/cie-system-metrology-optical-radiation-iprgc-influenced-responses-light-0)), when this computation concerns the spectral sensitivity functions of retinal photoreceptors, the resulting measures may be called $\\alpha$-opic irradiance, where $\\alpha$ denotes the opsin-based photopigment of one of the five photoreceptors (S cones, M cones, L cones, rods and ipRGCs). \n", "\n", "The example below shows how a measured spectrum is converted to $\\alpha$-opic irradiance.\n", "\n", "\n", "\n", "![aopic irradiance](../../img/alphaopic_irradiance.svg)\n", "\n", "The International Commission on Illumination (CIE) define [average colorimetric observer models](https://cie.co.at/publications/colorimetric-observers) with estimates of the photoreceptor spectral sensitivities for a given age and field size. The estimates are based on decades of research involving predominantly psychophysical methods. The CIE 1964 Standard Colorimetric Observer assumes an age and field size of 32 years and 10°, and is deemed suitable for most situations. \n", "\n", "For silent substitution, it may be preferable to address [inter-observer differences in ocular physiology](07b_prereceptoral_filtering.ipynb) by adjusting the spectral sensitivity functions to account for prereceptoral filtering of incident light by the lens and other ocular media. To support this, *PySilSub* uses a `ColorimetricObserver` class, which can be passed as an argument when instantiating a `StimulationDevice` or `SilentSubstitutionProblem`. " ] }, { "cell_type": "markdown", "id": "c62c9e17-e6a4-4ff7-bcad-46a6070d8a29", "metadata": {}, "source": [ "\n", "`pysilsub.observers.ColorimetricObserver`\n", "-----------------------------------------\n", "\n", "When instantiated without arguments, this corresponds to the CIE Standard Physiological Observer for a 32-year-old and 10° field size. Action spectra are obtained from the [CIE S026/E:2018 toolbox](https://cie.co.at/publications/cie-system-metrology-optical-radiation-iprgc-influenced-responses-light-0) and normalised in the radiometric system. \n", "\n", "**Note:** For quantities expressed in the spectral photon system, a wavelength-dependent conversion and renormalisation is required to generate applicable action spectra. " ] }, { "cell_type": "code", "execution_count": 4, "id": "4ed55775-1331-4588-b20f-6b6e31c770b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ColorimetricObserver(age=32, field_size=10)\n" ] }, { "data": { "text/html": [ "
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scmclcrhmel
Wavelength
3800.000000e+000.0000000.0000005.890000e-049.181600e-04
3810.000000e+000.0000000.0000006.650000e-041.045600e-03
3820.000000e+000.0000000.0000007.520000e-041.178600e-03
3830.000000e+000.0000000.0000008.540000e-041.322800e-03
3840.000000e+000.0000000.0000009.720000e-041.483800e-03
..................
7761.231928e-240.0000020.0000241.730000e-072.550000e-08
7772.155874e-240.0000020.0000221.640000e-072.420000e-08
7782.463856e-240.0000020.0000211.550000e-072.290000e-08
7791.847892e-240.0000020.0000201.470000e-072.170000e-08
7800.000000e+000.0000010.0000191.390000e-072.050000e-08
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401 rows × 5 columns

\n", "
" ], "text/plain": [ " sc mc lc rh mel\n", "Wavelength \n", "380 0.000000e+00 0.000000 0.000000 5.890000e-04 9.181600e-04\n", "381 0.000000e+00 0.000000 0.000000 6.650000e-04 1.045600e-03\n", "382 0.000000e+00 0.000000 0.000000 7.520000e-04 1.178600e-03\n", "383 0.000000e+00 0.000000 0.000000 8.540000e-04 1.322800e-03\n", "384 0.000000e+00 0.000000 0.000000 9.720000e-04 1.483800e-03\n", "... ... ... ... ... ...\n", "776 1.231928e-24 0.000002 0.000024 1.730000e-07 2.550000e-08\n", "777 2.155874e-24 0.000002 0.000022 1.640000e-07 2.420000e-08\n", "778 2.463856e-24 0.000002 0.000021 1.550000e-07 2.290000e-08\n", "779 1.847892e-24 0.000002 0.000020 1.470000e-07 2.170000e-08\n", "780 0.000000e+00 0.000001 0.000019 1.390000e-07 2.050000e-08\n", "\n", "[401 rows x 5 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pysilsub import observers \n", "\n", "observer = observers.ColorimetricObserver()\n", "print(observer)\n", "observer.action_spectra\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "38b432a0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Assigned new (probably not suitable) colors for action spectra.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = observer.plot_action_spectra(figsize=(7.08, 3), grid=True, legend=True)\n", "\n", "# Conversion for photon system\n", "observer.action_spectra = (\n", " observer.action_spectra.apply( # Multiply by wavelength\n", " lambda col: col * col.index * 5.05e15) # E = hf\n", " .apply(lambda col: col / col.max())\n", ")\n", "observer.plot_action_spectra(ax=ax, grid=True, ls=':', legend=False)\n", "twinax = ax.twinx()\n", "twinax.plot([], ls='-', c='k', label='Energy')\n", "twinax.plot([], ls=':', c='k', label='Photons')\n", "twinax.set_yticks([])\n", "twinax.legend(loc='lower right');" ] }, { "cell_type": "markdown", "id": "b6080f1b-a0ab-4d91-8129-9726c43eb6ba", "metadata": {}, "source": [ "The observer class described above can also cater for ages 20-80 and field sizes of 1-10 degrees. Simply add these arguments when instantiating the class.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "3f65c4d6-5a7c-499e-84a5-defbaacce69c", "metadata": {}, "outputs": [ { "data": { "image/png": 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MlcE6rs+rotHp5ovUSM71926ZQG02MVAl57W4IJYPGsvy9OH8VW4jsKmeu/KrybPavWrvmBNVWVlJcHAwxcXFDBo0iNTUVK/aORkGu4FZa2bx3I7nmL12NlXW5iDo6/pdx7vj3yVUFdrqtmQSGU9kPsGNKTeytnwtr+x9hc9zP/cELgO4j25kUIwahSQ8HOPHnyBLS0MaE4N9x05kcbFIVCoCn32mzQ7cMaThYcj790d75ZUAiHY79X+5F+vG39rVbmvpzc94e+mr2vuq7h4Shn/W0GOcuFtvvbXFpobExEREUWyxXHrvvfdSXl6OXq/ns88+65VBoW3h+N21vY1R8QG8enl/PttWTnyQmnNTgnjkuxwGRulIj9Ce9rM1tbWE6RRsPNLAjwdqusjiE3GLIs+X1PFaeQNvVjTyf7UGnokN5poQP8LkUq4J1vHftCjS1N7F7blcLvau+IFzc3ax84dlXFqcRayxkezNvzOnoYR+WhXZFu/TrAiCwPTp07nyyivJyMjg0KFD1NbW0tTU5Nm55g2FhkJEUaTOVkeQMogNlRs4N+pc/BR+vDDyBf488M8t4t9ay9iIsdw14C7+1P9PAHyU/RFvZ7+N1WnFunYtNddci3n5curvvAvR7UYxYgT2LVuQBAYS8uEHSIKCvD7nmZAlJqCaNg2kUgSlgsbHH8e+f3+Hn+eP9OZnvL30Ve19VXd3pFb573//y8iRI4mLi2PKlCls3LgRaA7LmjFjBtHR0WRmZrJgwYIut6299NjlVB9nB1qllNhAFduKmnjl8jT+/nM+fiopr13RH7n09O8QEkGgUm9DEOCZFYeZmBKEv6rru6xEEPioXwQ/Nhh5pbyRv0YHMTNYywGzjUEaJX+JCmxTu1KplGnTprFq1SqcMjm/xadzwc71FIZFszNpEItSIpBL2vaeFXY03mvChAlUVVXx448/kpiYyOHDh7nuuusIDW3drFmRoYhb197KpQmX8lPJT/jJ/Xhz7JuMCBuB3WVHIW3/hpNgVTAyQYZTdLJJv4nX9r7GU6MfRnnuJPT/eBnl+HEIGi22LVsIePppVBddiNDG63Im1BdeiPrCC3FkZVF3z1+QxsQgPRob56yoQNZFu319+OgtWBwur0JebDYbSqWr3edNDFGjPskqzh85dOgQ999/Px988AGpqaksW7aM6667jr1793LdddcxZcoUXnnlFXbu3MkjjzzCkCFDGD58eLvt6yp8TlwvID09vbtNaBPLD1RzpNaC3uIgXKfAYHWyq0TPB9cNaJUzlp6ezucZAvd8ncWWwibW5NZxxZDOybVzKnYarfRXK6h1uHizopHrQnTcGu7PU8W1/NpoZvXAWPzO4Iz+EafTyaFDh8jIyGDr1q04nU6uu+oqdFk52P38GDz9fO4rbeLdyiYeiArkH2UNxChkzA7399r+rKwsT36ympoa/P39+emnn7j++utPG5vicDuQS+SEqcPICMpgWdEyYjQxlJnLqLc157PqCAcOYEb8DIaHDmfX7uVY5y+k9FY35h9/pGrdT4RfeBGBTzyBaDIhWq1IOynX0gkczW/lqq2l4c9/Rjt7Nk3PPY9q6lS0c25F3q/fmdvwgt76jHcEfVX72aK7sM7CjQv3dfl5v5g9hIzIM+8kLygoQCKRMGrUKKKjo8nIyCA5OZk1a9Zgs9l4/fXXkclkDBw4kJycHAoKCnxOnI+OJT8/n5SUlO42w2uMNheVehvr8+qZPSqGkQkBzLugH6MTA1v1+WO6p6eHsKWwieUHarrUibO7RR4uquWCQA3bjVaSlXKejAnmxwYTS+pNvBgX4rUDB1BSUsKGDRuoqKigsrKSq666ioCAAG4cOwrHiEysEilXVNXzcbWeif5qpAK8Xt7AOTolgzTe5TgcPnw4aWlpWK1Wvv76a1JTU8nLy2Pt2rVMnz79pJ9psDXwl9/+wo2pN/JdwXcUGYoIV4XTYG/guXOeY2rMVK81nwpRFHHX1BITHkPEoGvZav2WkuW/0Pjbz/zf1VpuXr0WoeQaApPSoStL2SQno51zK8rRo2l85lmaXnwJ5YQJ2A8cwDrrZpRTpqC7bQ7yDnoue+sz3hH0Ve1ni+7EEDVfzB7S6uPtdnuHpP1KDGld/PG5557LyJEjGTVqFOPHj2fSpEnMnDmTjz76iOHDh7fII/viiy+2266uxufE9QKOZZrubVx/ThQ6pZSVh2q5fEg4kf5K4oNaH/h/TPf3R+PhdpXqqTc7CNZ0ze4mhURgUUokS+oN5Foc/DctkkqHk2dL6pgRpGFm8Olj+k5FUlISU6dO5ZdffmHixIlUVVVRVVVFZmYmcrmc+/KrqXRCpkbB48W1fJMaxVajjSeL6/g2LQqFpPVltSQSCf7+/mg0Gk/m+hEjRrBnzx5GjRrlSRp8PAGKAIYED+HjrI8RBAG1TI1EIuHDiR+S4Jdw4knagfHTT7F8/wNhi7/FKZexYLqMKZsE1mXKuH2pmcOxUv6R+zdejXyLcHV4h577dAgyGbqbbwYg8O9/w/DBh9g2bUISEY76yiuxbd6MddWqDnPieusz3hH0Ve1ni261XNqqGbFjWCyWLs0Tp9VqWbZsGbt372bt2rV8//33/OMf/+Ccc845K7Jb9JiNDT5Oja4bko+2lwq9DbPdxaqcOgZH6Xjx5yP8dqTBqzaO6b5jXBz9QjUEqeUYrF0TFJtrsXuS+i6oMTArzI+BGiUvlNYTIpPybGyI1zVK6+vrOXDgAHq9ng0bNpCUlER8fDy//fZbi/Jxj0QH8Zi/lFcSQml0unmtooGX4kMosDr4oKqpTXrKyso4cuQIoaGhHD58mFmzZp3gwFWYK8htyqXMVMbm6s0EqYL4aNJHzE2fy/sT3u8wB86+Zw/2fc2bBdQXXEjAU09iP3AA491/4ZkFZi4bfyfTDskojpLz3nU6GjFz/+/302hr7JDze4t1zVpc5eWELFyALC4ey5IlSKOjUZ17LgC2zVtwm0ztOkdvfMY7ir6qva/qlnRSPOupWLx4Mf/617/IzMzkoYce4ueffyY+Pp7x48dz4MCBFsdeccUVLFy4sEvtay++mbheQHh4181AdBRvrC6g2mgnp8rE1cMi+WJnBTeOiPaqjWO6xyYFcsWQcN5ZX0RoF1RusLtF5h6p5tIgLU0uNwpB4O6I5je2VxJCqXe60bVhGfXIkSMcOnSInJwcZDIZ06ZN44cffiAwMJCxY8d6juunkhMTFYFELuPPEQG8VtHIJUFa7ooMoMbhQhRFrx3IhIQE5syZg8PhYNGiRezdu5cxY8aQl5fnyRr/YdaHFBoK0dv1KKVKLo67mDB1GJclXua11lMhiiKG9z9AGhODYshgBLkMy/LlWFetRj5gAIGvv4n52eewJ0bx8sXlRPpHUWJqrv+Z25TLqPBRHWZLa9HdcTuaa65GGhyM/xOPY1n+I9affqLu9jvQ3X47pi++QBYfR9DbbyNp4wxDb3zGO4q+qr2v6u7qPHEBAQHcf//9hIaGkpmZyb59+ygsLCQjI4OGhgaefvpprrvuOn799Vd27NjB22+/3aX2tRffTFwv4FgB6d7Eg1MSmZAchN0lYrI7CdXKGZXg3dT18bqlQnMVh483lVBv6txlCIVE4MPkcCb4qVhSb+QvkYHYRJF6p4sgmZR+qrYNQiNHjmTw4MGUlpZy3nnneaqOnH/++S3iMqBZ+9MldfzYaGKERsHfS+uZG+bPc3HezwAeQ6fTERAQQEZGBrt372bPnj38+uuvnut814C7MDlMSCQSTA4Tv5b9itPdMTOfotOJu6EBQRAIeu1V/B95GOOnn1Jz/Q3Yd+8hYN48gj76kBK1msBXXiH67fe5e8RDvD3+bVL8U3C6ncTruqeCgiAISIODAbAs+x7LsmWEzP8Pmuuuw/jBByhGjsB5JJ+mec8gtjF9Qm98xjuKvqq9r+o+VjC+qzjvvPN47LHHeP311znvvPN4/fXXeeGFF7j00kv58ssvWbduHdOnT2fp0qUsXLjwjKU8exq+mTgfnUJMoIriBiupYWo2HmnkogGhSL2I5fojBytN6JQSPttWTlSAkuuGd06qhzK7kyi5lHS1nFuP1JOslHNdqI6niuvIstj5vn+U105UXl4eEomE0NBQtmzZwsCBA4mPj2ffvn1kZmYSGRl50s/NDffHJYJcAjOzK/hPjZ67IgL4us5IgEzChYHex+Tl5uZy8OBBgoKCyM/PJzExkRWrVnDZtZfx9qG3MbvMqKQqQlQhvD7m9TblfzsZhn+9jX3PHkIWzMdZUEjT3/+Gq7oG7fXXoZk1C8uSJej/9ne49hoUAwcCMEM7A4DZ/Wfz0u6XeHLbk2QEZXBB7AUMCWl9IHVHort9LppLZyDx80P3p9sQ5HJMCxeinDQJ2++/o3/1NfyfeLzNjrYPHz46nvvuu4/77rvvhL+PGTOG337rmoTenYXPiesFRPWy3FTzt5QSoJaxpbCREfH+HK6p46IBrc/mf4zjdf/tkhQ++l3JJ5tK+eVQbac4cQ5RZHZeJRcFahmqUbLNaOPD5HDyrA5+aDDxTGxwm76c8/PzcTgcOBwOFAoFEydORBAEZsyYgdt98moUUVFRBB1NHiyKIjeF+fFhlZ4ZQVq2GK3sMtmY5KdG4+WyblpaGsHBwdhsNpYsWcKo8aPIL8pn/q/z2a7cTj//ftRYa3h19Kv4K7xPaXIqNNddi2LUKCw//ID+9TeQDxhA0JtvItrtNDzwAM7sHLSzZ5/UoV1RvIJoTTSHGg7RZG9ie8125p87H628bRtL2oMgCEiP9kvTf+Zj+fln/B58AMM/30J10UU4Dh5AbGxE8DIRcW97xjuSvqq9r+r2ld3qWHzLqb2A7shw3R7KmmxkVZqoMzm4bFA4H98wkAFe7F46xvG6JYLAlNQQXCLsLjVQY+z4JVW5IPBiXCiXB2l5rbyBCX4qJvmrebeikTiFjKtC2haIfP7555OYmEhRURFTp06lurqawsLCZodAevJklcdrf6CwlhqHi2CZhFfLG3gkKohGp4tPq/Ve2yKRSAgPDyc2Npb4+Hiy9mYRnhqOX4UfsxJnoZFp+NuIvxGh6ZhULo7sbES7HVlsLK7iYvSvvIrmiisI/vd7WNeuo+7WOWCzEfzRh/jdeQeukzi1jw97nHfGv8Oc9DnUWmtpsDXw3sH3OsS+9qD9020EvfoK2muvRXP9dVh/+QXdPfe0qZJEb3vGO5K+qr2v6vaV3epYfE5cL6CmpvtKTrWFpy/oR2ygCpVcwoj4AEbEB7RpBuuPuudvKUUpbW5ndU7HlqyxuZsHltF+Kn4zWCmzO3ksOogci53Vegt3RwYg91JDYWEhFRUV2Gw2fv/9d9LS0oiLi2P16tXs2rXrtIPZ8dpnBGm5MkTHA1GBrGqyUOVwMjvMn/9U66m0t+2LYNeuXZRVlNFgaWBn7U7q0uuYO3gu74x/h8zQzDa1+UdEq5X6Bx/C+J//YF62DMO776K9dTZ+Dz+EIJMhOuxob55FyIIFnkLzJ+vrapkamUTGxMiJRKgj0Ml0LC9ezu7a3R1iZ1uRqNXIMzIQnU4ErRbFsKE0Pfsctu3bqX/oYU/t19bQ257xjqSvau+ruvuq89pZ+Jw4Hx1KeZMVl1tkc0EjAyO13PftIcoaO6bQ8yWDwhibFIhKLiGoA3PFiaLIvQXVvFRaT73Txb8rG7k2VEeqWoEAXB6k5ZIg75fu9u3bx65du/jtt99wuVxMmjSJPXv2oNfrOffcc1vt2J4fqGG8n5oZQVoy1HJeK2/k9nB/lBKBxfXGMzdwEpJSktgVvovcmFzCm8KpkleR05iDw+F9rdZTIahUBL/zNvJBg9G/9jqaK69Eee65WL7/HgC/uXPxu/NOhFYur6wuW41UIqXB1kC4Opy9dXs7zNb2IJrMWH9aiWr6BUiCgtD/620cWVk0vfCCb9bBhw8fnYrPiesFpKWldbcJrUIURe7+bxYv/5rP7lI9ASo5u0r1bU7O+0fdE/sFc9PIaCwON7GB3lUuOBOXB+s411/N+5XNedjujQxstkGt4OWEUK9n4QAuvfRSBg4cyMGDBxk/fjwA27ZtY+jQoYSEhJz2s3/UbjtaPWKyv5o9ZhubjTa+TI30pD7xluCAYO6edDd5Qh5ZIVkUGYrI2pjFqlWr2tTeH3GWlCC63UjDwtC//DKKYcNQXXwRDX+5F8vy5afcxXm6vn5L2i0smLyAW9Juoc5S16GVI9qDJMCf0EWL0Fx2KYHPP4ersBDF8ExsmzZj+eGHVrXRW57xzqCvau+rulUqVXebcFbhc+J6AUVFRd1tQqt5YUYqqeFaHC4RvdVJZqw/asWZixSfjJPptrtENHIJ3+yuZEdx2xLf/hFBELgkSEu8UsZ/6wzcHhFAkEzKx1VNbDG0vrDzMRoaGmg4upS2adMmIiIiGDx4MDt27EAmkzFmzJgztvFH7UqJgE4iIUOtZIKfijcrGohTypAIAtUO75YnGm2NWJ1W/pPzH9Kt6RRqCxlYM5Do8GgOHz5MdXW1V+39EdFqpf7OOzHNn4/+tdcR7XZ0d95J46OPIUtIIOittxBkJ99Tdbq+rpQqUUqVXBh3IYHKQP65958sLVjKkaYj7bK3IxBUSkRRxH4wC+W0qdjWrUcxZgyGf72Nq6LijJ/vTc94R9NXtfdV3V2dYuRsx+fE9QJ6S6cXBIHB0X4U1lmI8JOTVWn0Ojfc8ZxM95qcOrRKKb9m1/HGmsJ2WNvMigYTz5XU4RRF3qlsIlAqZVaYH6U2B/+qaCTX6v3y4rZt2/jxxx/Jzs6mpqbGsxt13LhxXH755SiVZ55FPJn2v8eHcH6ghgejgiiyOVnRYGJFg4npWeVUeREb9++sf3Pb+ts42HCQMr8y+qv6M0QyhPr6egIDA9m2bZtXev+IoFIR8MILCMHBWFevxu+B+9G/9hqCRkPQ668h0Z56abo1fX1R3iKkgpSddTv5v8P/x6t7X8Ulutplc0cgCAKO/fuRRUWhGD4cR14e0qgonCWlZ/xsb3nGO4O+qr2v6vaFGHQsPieuF6DRaLrbhFbx5ppCthY2sqWgkfQIHWaHmzGJbXfiTqb70fOSeOL8ZMwON9lVJnKq21fuyOYWsblF8qwOljeYuCcyALVEwifVegJkEq5pw47UadOmceGFF7J582b69etHTEwMJpMJuVxORETrdn2e6p7XO12s1ZuZ6Kfiw6omxvupUEoEPvFip+pNKTfhFt1kBGagUWp4csyTjDhnBIcPHyYjI4MjR45QX1/f6vaOx21pnrmUJSRgfP8DVOdNQzVuHJLgYAJf/scZd262pq/fnn4786fMZ2LkRGwuG9mN2XxX8F2b7O1oAp6Zh99dd+H/1JNgMiEfOhTlqJFn/FxvecY7g76qva/q7uqyW2c7vqvZC+gN+YQcLjdZlUaO1JopqLcwLS2YVy9PIz2i7fUBT6ZbKZMwJikQhQTUcgnf72vf0t/MEB3/SAjlnxWNxCtlXBmio8ruZEm9kVvD/FF7MeA4HA5MJhMymYzi4mKMRiPjxo2juLiY+fPnU1fX+h21p7rn1Q4Xn9UYuChQS77NyRajlVmhfiyuN6J3njzn3B8pM5VRbi7nzwP/zOfTPidWHUtjYyMqlYqGhgbCwsJoavJ+qVoURRofeRT9P9/C+PEnIAj4P/IIksBAgt/6Z6uKxbemrwcqA/GT+zE3fS42l41k/2Q+PvQxleZKr23uaISjKWMcB7NQnjsJy5IlWH//nabXXsPd2HjKz/WGZ7yz6Kva+6puX564jsXnxPUCjhzp/pifMyGXSvjkxkGoZFIkApybGsL56e2r0nAq3R/9XoKfSo5SJmFFVg0OV+ucl+NxiSKf1+jRO93sNdnYoLdwb2QgckHg81oDaomEG0L9vGpz586dLFq0CKPRyLZt2xg4cCBBQUH8/vvvhIWFEXy0dFNrOJX2dLWCdQNjmBmiY4xOxQeVTVwXosMpiiw5w05Vm8vGw5sfZkHOAuJ0cQQrg5EKUqRSKWVlZSQkJJCbm8sll1xCUlKSV9qPobnySmQp/bD88APaWTfR+ORT2A8ebPXnvenrb+x7g0hNJAX6AlRSVY+ZjQOwb90KUhnyQQPR//MtrL/8iuH99095fG94xjuLvqq9r+ruq8vInYXPifPRIVQbmh/MzYWNDIjU8frqAo7UmDvlXOfEBXB+RgiNFicT+wVhbeUM1PEcsth5tbyBEruDD6uaSFbKuDCweXnjrogA3k8K87rI/bBhwzj//PPZs2cPbrfbU2C+urqa8ePHd1gpJrVEgtXtZmaQlmyrg4MWO1cG67CdIdak0d6IxWkhuymbWkst3+R/AzQvb1x//fVMmzYNhULBrl27MBqNXtd2FAQB1bSpWNeuQxoVhauqGvvBg0gC2r6kfjr+PPDPvDz6ZeJ0cYSrw5mbMbdTztMW/P/6GIFPP4X/E0/grqxEMWwolu9/wL5/f3eb5sOHj7MInxPXC2htHFV3YbQ5mfHhLpbsrWJrYSNJIWp+OFCD092+ANZT6Z7QL4iHpiQSoJIRopXjp/S+etwgjZL1A2ORCgJr9RZujwhAKgg4RBGtVMJwnXfb4B0OByqVipCQEPbs2cPw4cNRqVRs2rSJhIQEYmNjvWrvTPd8Xkkd/6nRM1StYH61nufiQrjzDOlGItQRxPvFo5PpsLlt3JRyk+f/BEFAEASSk5M5ePAgO3bsYOXKlVitrcvxZ/r6a5peeRXr1q3YN29GffllWJYswe/OO5B5od2bvj4gaAAx2hjuH3Q/OU05rCpdxf66/ejt3ley6GiO7b51NzSgnDIF27btyFL6oX/9DcSTVKXo6c94Z9JXtfdV3d2xnFpcXExwcDBff/01Y8eOJS4ujoceeogtW7YwduxYoqKiuPrqq9Hr9YiiyOuvv056ejrx8fHccMMNlJeXd7nNrcXnxPUCevpuHqVMwquX9ydUI8dgcyGVCPgppaSEtS9w93S6i+ut9A/XsOJgDf/ZUuqZCWwNDU4XLlEkSCblw6omYhUyLgnSYnG7uSCrjJWN3m2WyM/PZ+HChRiNRrZs2YJSqWT48OHY7XZCQkI8OeK84Uz3/O6IQN5OCmN2uD/bTTYOme0YXG5+PoXtJcYStlRt4ZfiX5AIEqZGTz2htNbevXvJzc1FIpHgdrtxu93s27evVfYKKjWCVovx3feQDRqEfes2ZImJaK65pnWCj+JtX3e4Hbx78F1S/FN47+B7/HXbX/n3wX971UZnIYoipvkLEACJnx+SgECcR47gOMnyck9/xjuTvqrdp7vrefPNN3nllVd46623WLBgAbNnz+aJJ55g6dKlHDp0iAULFrBw4UI+/vhj3nnnHZYuXYper+ehhx7qNpvPhPdTGD66nOrqakJDvS8g31XIpRImpwbz4W8l+CmllDZaGR7n3654ODi97vVH6jlSa6HO7ODD30pwuUVuHxfXqnbnldRhd4s8ERPMz41mnosNRi4IfF1roNrhYtDRwvOtJTQ0lCFDhmA2mzl06BBTpkxBoWhuY8aMGV61dYwz3fNkVfPbbJRcSpRcyue1esboVDxWXMfydAX9VC3fdr8v+p7lRctBAL1Dz7X9rj2hzUGDBtGvXz8OHjzIvn376N+/P3v27CEzM/OMb8+ayy7F/OOPmBctIvDNNzC8/gZ+D9x/ynxwbdX9R+QSOTOTZhKrjeXp7U+T4p/CipIVXJJwCYODB3t17o5GEAQCX3oRQafD+ssvND3/NwL+9jyKwSfa1dOf8c6kr2o/W3RbnVaKjK3PeWez2VqVZulMJOgSUMm8WzF57LHHmDRpEgDz5s3juuuu47LLLgNgwoQJHD58mN9//52HH36Y888/H4BXX32V559/HlEUOywkpiPxOXE+2oXLLfLa6gKuyYxkU0EjI+L82VTYxD0T4zv1vDcMj+KmEVHM/HgPCqnAd3uruW1MbKscx7sjAjC6RBbW6AmVSbkiWIdDFPlPtZ6LgjTEKls/3S+KIv7+/owaNYrvvvuOwMBABg4cyOHDhxFFsVOzslfandyVX81kfzXf1hv5S0QggVIJS+qMPBrTMpXH7Rm3s6p0FSPDRpIRlEF6YPoJ7SmVSpRKJYMHD2bnzp1otVosFgs5OTkMOlrb9I84cnOxrluP9vrrMH7wIapp01CNHYvyqy/BSweurVyeeDkAf+r/J94++DZx2jj+ffDf/HvCv7t90JX4+wMgS0lFlpGBaeFnKCdNwlVYiLx//261zYePjqDIWMTtG27v8vN+POlj+gd69wylp/9v3JPL5SQkJHh+l8lkNDU1UVhYyOjRoz1/HzhwIF9//XX7De4kfE5cLyA1NbW7TTglVQYbWwubmJIazIEKA49NS2JMUiCjEwPb3fbpdB+rAnFBRghf76rE7HCzpbCR8cmnz0MGMFCjxORyc09BNbeE+aOQCPxQb6Tc4eK98NYH4ev1en788UcuuOACDAYDxcXFXHLJJQBs2LCBmJiYNjtxrbnnYXIpQ7RKLgjU8F29ie8ajFwapOX7BiMPRAd6SoU53U521uykzlbHDSk3kBGUcco23W43K1asICQkhNzcXCZMmEB4ePgpj3fk5mL7/XeQSnA3NaGcMhlncTGy+LY58W3t6w22BtZWrCVWE4uIyMGGg6yvWM/k6Mltaq8jEe12Gu67D8Xo0VhXrqTp2eewb99O2LffePLm9eRnvLPpq9rPFt0JugQ+nvRxq4/vqBmtBF3CmQ/6A38s+fXHnHV2ux3oXWlQfE5cL6C0tLTNKR86m+gAFd/dnsmv2bW4RZiYEkR0QMfUxjuT7nWH6/lubzVmh5sofwVL9lad1olziCJ/LaplbngAhyx2zG6Rq44m8z1osTPJX026F0upLpcLPz8/tFotK1euJCoqyrMcaTQaGTnyzEleT0Vr7rlUEPhbXHMN1suDtXxZa+T95DD+r9bARr2FqQEa3KKb29bfhlSQEqYKI7cx97ROnEQiIT09HalUypo1awgMDDytE6eZMQPFqFHUXX8D6pkzMb7/PrJ+/Qh65ZVO030y/BX+RKgjuCD2Al7f9zoXx13M8NDhbbKhoxEUCoL+9RayxEREm7U55YogYPy//8P/vvuAnv2MdzZ9VfvZolslU3k1I9ZRy6mdQUBAAMHBwezfv58BAwYAsHbtWh555BF27NjR7TP7J8O3saEXYLF4X7+zqzBYm8s9bSlsIjFYzaaCRvaXGzqk7TPpTgvXMGtkNAMitIRoFVyTGXna42sdLirsLmQCfFNnYLyfihhF83vM4zHBvJMY5pV9QUFBzJgxg4KCAmpqapgwYQJut5vt27eTmpp6xiL3p8Obe77LaCVJKaPW6aLS7uLmUD+CZM2Ptkt0MTlqMvn6fCwuC7n63DO2N2zYMAYPHkxUVBS7d+8mPz+fzZs3tzjGbTBgXvIdosuF6T/zQSZDGhaKq7wC3R13eCf2ONra16WClGfOeYbLEi9jYuREdtftRi1T95jgcXlqKoJcjvb66xFr65APGoR58RJc1TVAz37GO5u+qr2v6nafZHd2T+L222/nxRdfZM2aNWzZsoWnnnqKqVOn9kgHDnxOXK/gj1PAPYUKvY3Jb29jc0EDmwsaGZ0YwBtrCtlV0jEpHs6kOzpAxdxxsVw+NIJDlUb6hZ5+N2yUQsaXac2O3l6z3VNSa4/JhksUUbRyI4YoiqxZs4ba2lqcTiebNm2iX79+REc3F5DX6/XtmoUD7+75sgYTa/UWBqkVLKk38mRsMJna5s/LJXIUUgVSiRSjw8ilCZe2qs3q6mq0Wi1lZWWUl5ezfft2jMb/JRO2bdmC4d//xr5nz9HEvrMwf/ElqosuQt6vn3dij6O9fb3GUoNEkFBpruSt/W9x67pbsbvs7Wqzo3CWllJ/3/0oRo7EnpWFoFRiWrgQ6LnPeFfQV7X3Vd09vezWQw89xAUXXMCcOXO4+eabGTlyJM8991x3m3VKfMupvYC4uNbtuuxqdEopT1/QD3+VnAq9jegAJVaHmxHx/h3Sfmt0661O9BYnggD/2VyK3urk7zNSkfzhrana4UTvcpOiUvBtnZEQmYTJ/hpKbA5uPFzJS/EhXBHcuhJhJpOJsrIy0tPT2bt3L0ajkZkzZwKQkpKCSqUiLMy7Wb0/4s09fyw6CLVE4L91Rl4srafa4STb4qDO2kBTwy+sKF5BsCIYf4U//QNat+zR2NhIXV0dWq0Ws9mMTCZj//79jB07FgD1+eejGDGCpnnzkEZHI9ptuE0m/G5vX8Ld9vZ1l+girymPsRFj2VC+Ab1Dz08lP3k2P3Qn0pgY/B+4H3lmJvW3zkE+fDjyoUOAnvuMdwV9VXtf1d0d8Wbx8fEn1IPeu3dvi9/fe+89z79fe+01XnvttS6xrb30bJfYBwCHDx/ubhNOip9SxsyhEewrNyCXCljsLrQKKf3bUS/1eFqj22J38cnmUobG+PPbkQZWZNWytfDEup9f1RqZdbgKg9PN9w0mrgjWoZAIfFlrxF8q4YLA1ue00+l0zJo1i+DgYLZv386gQYMICgrC5XIhk8lITEz0RuZJ8eaea6USJILAOJ0KmSCwrN7Ed/VG3q028U3+t1RaKqm11jIjYUarlwRSUlK4+eabGTRoEHl5eaSlpXHgwAGcFgvWjRsRRRH7tm3Yd+7C/5GHUV9yCQFPP4U08vRL2meivX09UhPJommLeGDwA5hdZpL8kliUtwin29mudjsCQRDQXHEF8oQE1Nddi33nThSZmUDPfca7gr6qva/q9pXd6lh8TpyPNmFxuHhvQzFVehtbChoZFuPHvnIjQ2P8kLUzP5w3RPgrWXvvSGaPjqG0yUZckIrFe04shH5XRADz+0WwTm+myeXm6hAdZpebxfVGrgrRtbrQfXFxMXq9HkEQ2L59O263m9GjR+N2u/nyyy/Zs2dPBytsHTuNVmZklzPWT8mSeiNXBGkpdypIDDufeG08L416ifNjz291exKJBEEQSEpKwuFwoFarMZvNHF6xgsYnnsR5OA/Dv95GNW0ainPOQRYVhfr81rffmUgECSqpipFhI6m2VFNprmRV2aruNsuDbcsW7Ju3gFKJ4YMPaXzmGSSVJ/ZZHz58+DgTXjtxL730EiUlJR1mQEVFBZdccgk6nY6UlBQWLVp0ymM/+OADUlNTCQgI4OKLL6aoqPUJBnszp9sd2F2UNFj5dk8lDRYHO0qaGJ0YyMiEAC4d1HG2tla3WiFldGIAIRoZYTo56/MaqDX+Lw5KPBrvlqFR8E2dkVE6JYlKOcsbTBhdbm4MaV2he1EU2bhxI1u2bEGv17N3717OOecctFoteXl51NXVEdnOmahjeHvPB2mUPBUbzNXBOgptTuz2GkJlsMXix+VJlzMuchx+8tbpPIbdbufbb78lJCSEgoICLr30UlIvv5zQRZ9jWbYM0WZDddFF1Fx9Dc4OGhM6qq9/kfcF2Y3ZmJ1mkv2S2V27u0Pa7Qik0dHIU1PQXn0V1p9/xr57D0E//9zdZnUbPXF86wr6qm5ZF+WP7Ct47cTNmzePpKQkpk6dysKFCzGZvCtR9Eeuv/56z5fjs88+y9y5c9myZcsJx/344488+uijvPTSS6xevRpRFLn88st7/E6XjqAnBoKmhWtZfe9ILHYXZrub0QkB3Do6hgsHdFwG8tbqdrjcXP3JHpJDNeRVm5FK4PsD1Z7/v7eghoXVegqsDrabbFxz1GnTSiXcFOpHTCtrrwqCwDXXXMPEiRM95bUyMzMRRZFt27YRHx/fYU6ct/dcKRG4PtSPKQEaouVS/rXvReSGDVi0Y/itchsGh/c7hhUKBTNmzGDs2LHU1daiLClFJpMhms2Yv/sO7dy5mBbMR+LnhzQqyuv2T0ZH9fVZqbNYMHkBU2OmYnQYeXToox3Sbkcgi48n4Omn0d50E4JOhzQ2FnHDRhz5+d1tWrfQE8e3rqCv6u6puzx7K173oqKiIl555RWMRiNz5swhIiKCWbNmsXr1aq9PvmvXLjZt2sT8+fPJzMzk5ptvZubMmXz66acnHPv5559zww03cM011zBixAjef/999u7dS05Ojtfn7W1U9sClFpdbRCIIbCvWo1NKcYkiWZXGM3/QC1qrWy6VcPOoaK7JjERvczFndCzXZTY7FaIokqFREKeU8W29kQCphPMDmuPfLgnS8mRscKvOYbPZsNlsKBQKbDYb2dnZjBgxAoVCQVFREXV1de3ekXo8bbnndrfI25WNjNApqQmYjdq8iUjzKqqttehkbYtTTEhIIDk5mdSGBqSPP86v333H7wsWIktJQaLT4jhwEP+HHvS6vNap6Ki+7q/wJ1AZyHXJ11FtrWZ16Wpym86cXqUrse/ciWJ4Jo79+3EHBmJasKC7TeoWeuL41hX0Vd0Oh6O7TTir8NqJi42N5eGHH2bbtm3k5eXx5JNPcuDAAaZPn05SUhIvvvgi1dXVZ24I2LhxI4MHDyYi4n+FuCdOnMjatWtPOLahoQGN5n/B58e2Z/uCJLses93FlLe3sSGvnm1FTYyMD+CTTaW8s777lrevyYzk/PRQBkRqOVRlRKtsruggCAL3RAYywU/N0nojlwVpUUoEftdbyLW0PvXE9u3bWbRoEW63m23btqFWqxl8tAZmTU0NUVFRxMTEdIq21iIXYKvBRpJSgV4WS61LDg1LuSx+ervefvfu3YtxwADWT5uKo7aW3MAANPf8ubnM1vnneYLzexo2l415O+aRoEvgk5xPmLt+LkeajnS3WR7sO3aAy42g0+EKC8O6fgPuhobuNsuHDx+9iHbN5yYnJ/Pkk0/y/vvvM336dIqKipg3bx7x8fHceeed1NbWnvbzhYWFLWqXAURHR5/UCTzvvPP44osv2LNnDxaLhaeeeor4+PhT1nQ8htFoRK/Xe356o9PXrx15tzoDl1tkzpgYYgNU7CszMCLOnz2lBs6Ja33Jqtbgre61h+tJCdPw25EG3l5fyNPLD7OoRo/B5Wat3ky90801ITpEUeRvpfUsrGl9PrvMzEymTJmCXq/3zMIdi+0YOXIkV199dYcuE7TlnguCwEeJWnLznyfQuheZPBSnJIBs+WQana422yKYLYSGhVEdHo5k3z4sGg3loog0IgK/v/ylze2ejI7s60qpkpvTbmZWyiyqLFUEKAL4tuDbDmu/vfjdey9Br7yM9qYbkefnE/zuO54yXH2Jnja+dRV9VXdPrdbQW2nzGsj27dv5+uuv+eabbygpKSE2NpYnn3yS66+/ni1btvDiiy9SWFjIz6cJ2DUajajV6hZ/0+l0J42zu/fee/nyyy/JzMxEEAREUeSrr746Y5Dk6NGjqaur8/w+Z84c7r33XqKiojhypPmtPCIiAlEUPc5jamoqpaWlWCwWVCoVcXFxnu3g4eHhSCQSz1R4v379qKysxGQyoVQqSUxM9CzxhoaGolAoKC8vByApKYmamhqMRiNyuZyUlBQOHToEQHBwMGq1mrKyMgASExOpr69Hr9djtVoZPnw4hw4dQhRFAgMD8fPz82wwiY+PR6/X09jYiCAIZGRkkJOTg8vlwt/fn6CgIM8mkNjYWMxmsydnzoABA8jNzcXpdOLn50doaCgFBQVAs0Nts9k81y89PZ38/HzsdjtTo7Tk1xlwukVsjdUY7S5S/N1kZWUBkJaWRnFxMVarFbVaTUxMDHl5eZ7rDVBVVQU0p7MoKyvzXO/4+Hhyc3Mxm80kJCQgk8moqKgAml8cqqqqMJlMKBQKkpOTyc7OBmBFlhO7u9mR2l9Yza4qJ8vCpIRXl7HApWKYRo2jII/v3BKKnWr+qlR57E1ISKChoQG9Xo9UKqV///6e6x0QEEBAQAAWi4UdO3agUqkIDQ0lKyuLhoYGxowZQ15enud6BwcHU1hYCEBMTAwWi8VzvTMyMsjLy8PhcKDT6QgLC2txve12O7W1tZjNZjIzMyksLMRms6HVaomMjPT02cjISNxud4s+W1JSQrG+mEazCbs0G4Utnwx1Ot822EmghjGmek+fraiowGw2o1QqSUhIIDe3eakxLCysxfWONxoJf+wxVE8+Qa3JRGV4OH4aDdvy85n60osYlUrKjl7D4/usTCYjLS3Nc32DgoLQ6XQt+mxTUxNNTU2eUl/Z2dkYjUaioqIICAiguLgYaM6nZTQaaTg6S3V8nz3Z9bZarZ4+e0n6JRw5coQYRQxuwc0vpb8wWToZP6kfUVFROJ1OampqPH22qKgIm82GRqPpsjFCmpCIS6Wk/IsvCH/8cWpLSjBKJF6NEX/ssz1hjNBqtURERJB/NNbvZNe7uLiY+vp6QkJC2jRGnKzPnm6MCAkJQalUthiTa2trMRgMJ/TZ4OBgNBoNpaWlZxwjAgMD8ff3b9FnDQbDKa93cHAwWVlZaDSaNo8RAP379/d6jDg2JsfGxrbos4IgeK736caIoKAgnE6nZ1lUqVTicDhwu90IgoBSqcRqtQLNmxgEQfAceywcRRAEBEFApVJ5KldIpVKkUqmnfqlCocDlcuFyNb+AqtVqr461Wq2IonjCsXK5HFEUcTqb0w6pVCpsNhuiKCI5+twdm+xpy7FGo5GqqqoTxojjVxw7EkH0si7NX//6V7755huKiorQaDRceeWVzJ49mylTprSYifjqq6/405/+dNqNDw8//DD5+fl89913nr/9+OOP3HLLLS0cL4CbbrqJvXv38vrrrxMSEsInn3zCZ599xoEDB076RmO1Wvn9999JTExs4egplcpe9yaQlZXlqePWE1ibW0e/MA3f7q5i5aFaZo2I4v3fStjwwCjk0o4L1vVWt8PlRi6V8Mh32RTWWyiqt3LP5HjOHxLB+YfK+HtcCFeF6HiupI71egurB8SckBT4j9TX1/PDDz9w2WWXIQgCn332GRMnTiQzM5PGxkYWLlzIeeedx8CBA9srtwXtueeX799JobkJlzyS+8MVbLP5YXGLfJ7q/aYL0W7H8vMvuEJD2LRgAdkZGQx3u9krl3P7HXd0+LPUGX19T90ePj70Mfvr9yOXyJmdNptb0m7p0HO0FbfJRM2ll2FL6Yci6xCyxERk/fsTOO/p7jaty+hp41tX0Vt119XVtbuk4B8nb84mTnV97HY7Bw4cYPz48R1arcPrb9zXX3+dpKQk5s+fT2VlJQsXLjxpXbH09HTmzZt32raioqI8b5XHKCsrIz4+vsXf9Ho9X375Je+99x4XXnghI0eO5MMPPyQmJoZly5ad9hw6nQ5/f3/PT29z4KBnTT+7RZHnfzrC6pw6thU1MSohALVCykUDQjvUgQPvdR87/7T+IeQ1WBkYpWNDbgPf1hvRSAQuCtRgd4usbDQzI0h7RgcOmneQxcTE4Ofnx/bt21vEwu3atQu1Wk3//q0v/txa2nLPC/QFHGo4hLvm/7hQfoBxASGst+iYEaRlp8lGmd27hLeiw4GgUKC+8AIK5y8ge8AAkmpqSPxuKTcMHNQp/bIz2rS77EgFKX4yP1L8U9DKtR1+jrYi0WoJ/vADHPfei+Dnh6DRYP35Z5xHZ3/6Aj1pfOtK+qru7tidWlxcTHBwsGdW+GzC62/ddevWeWbLtNqWg6HNZvNMaQ8bNozHH3/8tG1NmzaNvXv3tiiHsWbNGs4777wWxx2bkv0jcrn8rPboj9ERFQA6CokgsPLP53B+eig51SZGJwZwTWYkz1yU0uHnaovuBVvL+OfaQmTpAeT4S9lbpufbiiZmBGnRSCVY3G4uC9K2usRWYGAg5513HkajkUOHDnli4UwmE1lZWQwbNqxT8h61Rfu3Bd8yb/s8moy7OFS9igHiAXaabAxQy1FLBH5saH06IFddHTVXXoVt23bM33xD6MGD3Dh+PJm791AXEUHApIm43e4OLzDfGX19VPgo3h7/NjMSZ1BiLOGiuIs6/BztQZ6aSuKAAWiuvQZHVhaCnx+mhZ91t1ldRk8a37qSvqq7rzqvnYXXTtzkyZPZuHHjSf/vp59+IjU1tdVtZWZmMnToUObMmcPu3bt55ZVXWLp0KXfeeScWi4W8vDycTicajYYZM2Zw77338uuvv7J3714effRRysvLueyyy7yV0OvoaWlUVHIpeTVmAFJCNZQ3WTvlPG3RPalfEI9OS2KKnwq33s5j12dQK8FT7D5AJuXJ2GD6qU5fv08URdauXeuJa/rjLNy+ffuQSCQMGTLEaxtbQ1u0Pzj4QeJ18YSpwmiyN1EoRqGRCKxusvK3uBCmBrT+hefYDJwkLBTjp/9Be+WVqPfuQ24wsHPoUPbu3cunn37qiaHpKDqzrw8NHorJaeK7gu9YXLC4087TFvI/X4T5629Aq0UWG4tl5Upc1TXdbVaX0NPGt66ir+o+Fi/no2No1RTC/PnzmT9/PtD85fbwww8TGBh4wnF5eXnodN7lo1q8eDFz5sxh3LhxJCQksGTJElJSUli3bh1TpkyhoKCAxMREFi5cyNNPP82tt96KXq9n2LBh/PLLL92e1qGv8fb6IuQSAbvLTZhOwc4SPe+sL2LDA6NRyro/eWVyqIbkUA3xQWpWbankO72ZDLWCgRolTU4XS+tNXBmiw+8MS79Wq5XKykqSk5NpbGzk0KFDTJw40TPrFhoaypgxYzo0tqE9ON1OGu2N7K7bTbg6nH5Bw7FJQznXX+D7BiM/pkd7tYwh8fPD7557aPzb30GhQDv7Fmpn30rR0CHI4uMoKChAEAQOHTrUYQmOOxOz08xzO58j0S+R7wq+o9pazeDgwaQFpHW3aQA4U1PQ3nQjosmMadEi5BnpuBvqkYaHdbdpPnycVZSXl/PII4+wfv16AgMDufXWW3n00Z6TDNxbWuXESSQSpNL/5d0SBMHz+/GMHDmSu+++2ysD4uLiWLXqxLqGkydPbrFUExgYyLvvvsu7777rVftnA6GhHVcFob34q2RIBYG1h+sYFuPHrhI9g6P9OsWBa6vuZ/NrMBQZiAxVsb/aSGSuEUNiGCsNFl4tb+DiIC1+J3bfFqjVaq6//noEQeDXX39tMQsHeDXj3Ba80e50O5m1Zhap/qlIBAkV5gr+NuBuJkeH85vewu351Ry02DlotmMTRW4J8z9lW6Io0vTss6jOPx9JQCDWn37C//G/Ig0NJXThAgoPHiRVLmf79u0MGjSI3NzcFs5te+msvq6RaXhvwns02ht5ePPDBCgC+L7wex4Z+kinnM9bQlJS0I0bh7tJj/mrr1CcMwJ5J8Ra9kR60vjWlfRV3d1ddmvOnDmEhoby008/UVBQwF/+8hfS0tK4/PLLu9WuttKqqzl79mxmz54NNG/Jfvfdd5k4cWKnGubjfygUiu42wcOto2NwuNy8u6GIeyfF88nmMq4b3jkzMW3RbXK52W2x01htJDrBH7cC6ptsbM5v5HuZk3F+KsLkp/fgioqK8PPzIzg4+IRZOJfLxYYNGxg2bBhBnZjTyxvtTreTGQkzWFqwlH5+/ai0VDI+cjyiKKKVCoRIBb6vN+EGVjWZmRXqd8pNHaLVCqIIUin6N99Elp6OfNAg3AYD0tBQRp97Lg6Hg7179wLNM5aFhYWkpHRMTGRn9vXUgFREUSRRl4hbdPNr6a/8eeCf0cg0Z/5wJ3NMt+XH5cgGDMC8eDGKkSMQTSZUZ/lY25PGt67kbNEtWq04vahj7nI6oQMcOVlCAoKXKyFVVVXs3r2bnJwcgoKCGDJkCEVFRZ6UM70Rr6/ksXw1PrqO8vLyky5fdzVNFgd2l0il3obdJRLmp6DJ6iQz7tQzO+2hLbq1UgnfD4zBlR7J9KxyJCVGYgOVrChsYFeUglfjT781XhRFtmzZQlBQENOnTz8hFu7w4cPs27fvjEmm24s32lUyFQOCBvDRoY+Yd848kv2SkUvkbDdauSWviosCNaxoNPFmQiiLag3sNtk4R3fywU+iVhP4979j/v57nDk5BH3wPk3PPIM0NpagV14BmitUhIeHU1RURHh4OKWlpR3mxHV2X//qyFcgQKmxeffnr6W/cnli97+BH9PtqqpG3q8fjr17Mf77fVxVVShHj0Y4S77wT0ZPGd+6mrNFt7OoiLpb53T5eUMWzPd6tnr//v2kpaW1eAG/7777Otq0LqVVTlx8fDyff/45kyZNOiH9xx8RBMGTNNLH2cWKrFr+ubaQeybGo5JJUMulhGjlDI7y627TALC43VQ5XCQq5eyzOii3Ogmrt+GnlLHZbkctUTIt4PSzLoIgcNVVV+F0Ok+YhRNFkZ07d5KQkEBYWM+IVSo3lbOmfA2HGw8TrYlmcNBgT2Ht4VolC1MiUAnwU6MZs1skQi5lZaP5pE6cde1aBJUKRWYmxo8/QTV9Oq4j+TgLCgk4Ll1QTk4OVqsVg8HAlClTetUuu0S/RKZETeEL0xcMCx1GRlBGd5vUAv8HHwDAbTBg274dsa4O66rVqC/uWTtqffg4hiwhgZAF81t9vM1qRdkBscSyP1R7atW5bTbk8tNvautttMqJmzZtmid53clywvnoXJKSkrrbBACmp4eQHKLmm92VDIjSMSklmF/vCeq0/uCt7p8bzTxVXMfagTF8UdaEam0FGfEBFDSasTgc3DYkAs1pNjRYLBbcbjdarRaZTMbGjRtbzMIVFxdTW1vLpEmT2qWrNbRWe25TLt/kf4PRbiRSE8nzu57n+RHPAyAVBEbpVIiiSLJSxk+NZi4I1PBTg5nHY4KQ/uG+WVetBqUSR04u7sZGNDfPovG++1BddBHy9HTPcRMmTEAqlbJw4UKOHDlCUlISNputQ1IHdHZfHxsxlrERY6myVrGrZhf9/HtG6aPjdYtOJ7K0NKwrVyLr1w/zt9+e1U5cTxnfupqzRbegUnk1IyZ1uz0vml2NSqXiyJEjmM1mTy32e+65h+joaJ566qlusam9tHp36jEWLFjQWbb4OAU1NTVnnAHtCkK0CoI1cp5efphLB4djsbtQK86wQ6AdeKv7okAtYXIpOomENVYbk8fHMNVfzTMr8vjn+f2Zkhh82s9v27aNvLw85syZg8FgOGFH6u7duwkPDyc2NrZdulpDa7VPjp5MtaWafx/8N6WmUm5IuaHF/5tcbp4srmOQWsnqJjOLUiIZ73fyVCMBL/wdd3U1tTfNQnPlldh++RW32YLfnXe2OO7Ym2xqair79+/3lDy64YYbTtasV3RFX9fb9aikKiotlXya/SnBymCuTr66U895Jo7X7cjJxfj228gHDcJVU4O7qgr7wSwUA3tfdv/W0FPGt66mr+p2OBzdlitu2rRpfPjhhzz44IPcfffd7Nu3j2+//Zbly5d3iz0dgdfu8IABA3j55Zc99eR8dD5Go7G7TcDicPHmmkJ2ljRRa3KQFKJm4ltb+T2/odPO6a1upURgvJ+aX5qalw4fHhHNeekhCPFa1uvNZ6zQMHr0aC644AIkEgnbtm07YUfqtGnTmDZtWpfMRLdGe4OtAYfLwcqSlcTp4lBKlUyJntLiGI1EQACG65SY3CIldieT/NUtZuHcRiOO3FwEQcD05VcgiuhunY1y/Dj8H374pGkujsUG2u12JBIJ1dXVJ5TK6yzd7cXsNLOieAVR6ijWl69nfs587C57p5/3dByvWzFwAKH//Qq/e/6Mu6oK9SUXI40I70brOpeeML51B31Vt9vt7tbzf/755xQVFXHRRRfx7rvv8s477zBy5Mhutak9eO3ERUZGMm/ePBITE5kyZQoLFizAYDB0hm0+jtIT1vCrDXZW5dSxp7T5XrvdIi6xOdlvZ+GN7jfLG3ivshGAxXVGxuhUhEok/GdrKY5Uf9bXm7nzq4M4XCcfQFwuFyqVitjYWJqamlpUZ4DmgcfPz4/w8K75Mm2N9tf2vsb9m+4nT5+HwWFgcvTkE0pKCYLAW0lhXBfqR5pKzk+NJvabbTxcWIPraAofy7Lvqb/rbuyHD2NevBjtzbMQAgNRDB2K5tIZJz13dHQ048ePJzw8nPr6elQqladQe2frbi+RmkiWXbCMa1OupcxUhsFhYFPVpk4/7+n4o25ZfDzyoUORpqTgbmhAehano+gJ41t30Fd1d0c4Vnx8PPX19SQnJ5Oens7KlSupqKhg27ZtXHvttV1uT0fitRO3Zs0aysvLeffdd5HJZNx+++1ERkZyww038NNPP3W7l3020lE7/9pDQrCaFXefQ63JQUKwisM1ZqL8lUT4d960uDe6dVIJWomEIpuDHSYbVwZrUcgkLK0w4JRJMOXr2VbURG71iaWnKioqmD9/Pg0NzbOKf5yFa2pqYv78+VRXV3eMsFbQGu239r+VQGUgQcogFBIFF8dffMpjy2xORulUrNNbsLrdrGg0s8NoA0Bz3bUEv/sO5kWLkAQEIB8yhPo77sB1mpk1rVbL0KFDGTBgAMXFxSQlJZGdnd3u57+r+rpapmZa9DSkgpQwVRgrS1Z2yXlPxcl061/6B4IgYNu8Bf0772JesqQbLOt8esL41h30Vd2+slsdS5uiC8PCwrjrrrv49ddfqaio4K233qK+vp4rrrjCV0GhE+iIGY72cizx8sEKI4Oj/dhbZiAztnN3pXqj+46IAG4N9+e7eiM6icB5gRokgsCAEeEkyqS49A7kUoHdpSfOGmu1WtLT0wkICPDMwp1zzjktYuFcLlen5oX7I63RHq+NZ3ftbmbEz+Cr875iaPDQUx77UFENhTYHZrdIncNFjELKT40mRKcTQSYDhQLrz7+gve02jB9/gmi1ITlD+gOr1YperweaB2a3201TU5NXOv9IV/V1URR5eMvDRGoicYtutlZvpcHWeaEBZ+JkulVTp6CdPRvBzw/bls0YF36G6HR2g3WdS08Y37qDvqrbV3arY2n3FhGn04nL5fIUwzaZWl9k20fv4eb/28+Hv5eQW20iNUxLXq2ZobGdkx/OW35sMGF0uXGJIsvqTVwSpEUtkaB3ulmnt3BliA6dQkKoVsHuUv0Jn/f392fChAknjYWzWCwcPHiQoUOH9pjlD1EUeXHXiyw6vAiT08Q5oecgESSnXaZ4OT6UtxLDyFArWNlo4cJALb80mqi84UYsP/+C8T//QRodjTQyAseePejuuhPhJFVZjkcikZCTk0NERARlZWX86U9/6lJHtz0IgsAtqbcwM2kmdbY6but/W49I+ns8yrFjUU+biuayS3FVVuGursb222/dbZYPHz56EG1y4o4cOcLrr7/OuHHjiI2N5b777kOpVLJw4cIOL4jtA4KDT7+rsiu4bFAYYVoFdpfIkGgda+4dyYyBnZsrrTW6S2wO/lpUyzajlc0GK5UOFzODm+v3SgV4LDqIL78/QoS/EhGR3aV6z6yiy+Vi+fLlVFRUALSYhTvmsB2rTNBZhe5Pxem0N9mbqLRU8lvVb8Tp4nh4y8M02hpP216SSo5WKuGiQA3r9RYm+6tpcIlkXXsjglaDbe06NLfcjOmTT5EPGohy3Lgz2qhQKLjttts455xzqKmpobGxEbPZjLMds0Vd2dfPjT6XKxKvIEgRRKO9EaW0+5Z5TqXbVVmJs6oKzGaksTGYv/22iy3rfHrC+NYd9FXd3V1262zDayduyJAhpKWl8dhjjyGKIv/6178oLy9n+fLl3HDDDajVJ09f4KPt9IRreu3wKAQBJAL0D9eilkvRdGJ6EWid7jilnNUDYpjkr2ZJvZF+KjlDNM3Z7bVSCTeF+fPYxAQm9Qum1mhn3gX9cB8tyWu1WrHZbJ5B5WQ7UsvLyxk4cGCX34PTnS9QGchjQx/jiP4IoigyImwEgcrAM7b5Za2BXSYrVlGk0u7k9YRQRs68DOvKn5FERqIYNgxnWRm6O+9sdfCxRCIhLi4OpVLJvn37+OSTT9pV1aWrr/Ou2l1Ea6P5peQXnt/xPCXGki49/zFOqVsixZl1CPmwYYh2B/adu3CWdI+NnUVPGN+6g76q25dntmPx2omzWq08++yzHD58mM2bN3PPPff02UK+XUVZWVm3nj+n2sSeUj1ZlUaSQtS8sqqAt9d3flWOM+l2iiKiKBKhkGF0uVnVZOaqYB2CIFBmd/JcSR11DhcXDgjl4oGhON2gVkiRSpoHEa1Wy1VXXUVYWBj19fWeHanHL5vOnDmTCRMmdKrOk3Eq7UaHkSP6I/xY/CMamYZSU+lpNzQcT7BMQrJKwWC1nINbdzD5x6WoC45gXbMG3exbkCckEPbdEpQjRnhl6zfffINOpyM/P5+wsDBycnK8+vzxdHVfLzeV4xJdNDma2Fi5kbXla7v0/Mc4lW5peBih33yNbs4c3NXV+D30INIuyFPYlXT3+NZd9FXdDoeju004q/DaicvNzeWZZ56hX7+ekencR+fz350VvLKqgENVJjIidWwuaOxukwD4ts7IpTkV2N0iPzaYcItwaVBzio0f6k1832BCJRGwO93sKNbjr5Ly310VfLWzgv3797fYbbpp0yZ0Op1nFs7pdFJVVYUgCD1q+n912Wr+tP5PrCheQYw2Bn+5P+MjxrfqsxcEank0OoiLg3SYsnOoW7+eJw4Wsmf0eGQpqbjq65FovI8LmzBhAiNHjsRoNBIREUFhYSE2m83rdrqDyxMv58OJH5Lsl0ygMpA1ZWu626QTEAQBWUo/JFFROPbsRRAET0iADx8++jat+naaNGkSb7zxBiNHjjxjySFBEFi/fn2HGOejme6uTfnE9GSqDXau/GQ3k/oFsdxYw6AoXaef90y6B2oUzalEJAJL6k1M9lcTKpciiiLfNxg5L0CDVirBLYp8urmU2EAV+8uNHK42c4NfNqmpqYSHh1NZWcmRI0eYPn26x2HLzs5m9erVzJkzB3//rt/AcSrtl8RfgtFh5MNDHzI2YixjwsegkLa+OLrB5SZQKuGbKRcy9NKL2JtfjnD5NZzz978jS0oi6OV/tMlWURTZvHkzVqsVl8tFXl4eAwcObFNbXcmxpZ3R4aP5Jv8bqsVqCg2FJPp1rR1n0t342F+RaDRY162jds5t6GbNQjVtatcY18l09/jWXfRV3QpF68crH2emVTNxUqnUM9hJJBKkUukpf7qrJtrZTH19fbeeXy6VYLA5sbtEZEeXIrvCiTuT7sEaJbeFB5BtsZNlsTMzpNmmAxY7BTYnlx+dlZMIAivuPocrhkTQYHJQ1mRj2owrGT58OKIo8vvvvxMSEkL/o/X/3G43O3bsICUlpVscODi1dplExv76/fQP6M8TmU9we8btXrX7S6OZp0vqGKqSsqK4ksn7d7HBLxhbaRm6W2e32d4jR46g1WopKioiISGhzdnou6Ovb6vexpdHvsQpOlFIFN2ypHom3f6P/5XAV14GuRx3YyPmZcu6yLLOp7vHt+6ir+p2uVzdbcJZRatm4tau/d+gtm7dus6yxccpOJaLqzvIqTbx4W8lDIv1QyJAk9VJqE5OuF/n7+Q7ne4vag2kqOSM0qlYUmckRCZhkn9zoPAP9SZCZVLG+Kk8x8ulEobH+uGHmSY07Cs3MT0jlMLCQkpLS7n00ks9LyB5eXk0NTVx0UXdV3T8ZNrfO/gedpedLVVbmJk0E5PDdEKFhjNxgb+K9H/9HVNSMrddch03hwXyuVTGgZlXE3tckXtvMRgMSKVS7HY7AwcOJDU1tU3tdEdfHxYyjBdGvsBnuZ8hl8i5JP6SLrfhTLrlRxPDKqdOxb55M/bt23GWliI7C+LjunN86076qu6e4MS9/PLLrF+/np9++qm7TWk3Xk+bTZ06lR07dpz0/7Zu3crll1/ebqN8tER6hnxdnYnN4cZsd1FYZyE5RMOskdG8dnn/Ljn3qXSLosjyBhM7jVbsbpEfGkxcHqRDfnS2+IZQP16MD2lRH7TWaOfeb7MZoyxFJ3Gwv8LgmYWLjo4mKSnJ0/b27duJj48nIiKi80WegpNpD1OFUWmuRCaRsbRwKStLva8yoJVJSXv0ISIjQnELEhwaLVG1Vfx2Xvsc1szMTK688krCw8PJzc3F6XTS2NjodTvd0dcVUgWToiZxXsx5HG46jE7e+bPMf6Q1um07d+Lcvx+xsRFBrcLyQ+8t2n083Tm+dSd9Vbdvd2rH0qqZuD179rBr1y6geSbuyy+/ZN++fScc98svv7Bq1aqOtdCHZ5mvOxgS48cH1w/kpoV7yYjUEqZTEKbrmpiGU+kWBIFFKRE4gTVNZhpdbmaG/G9GKkklJ0nVMjFviFbOhQNC2Vc8lGiLnVEJgeTk5FBbW8s111zjGVhcLhcJCQkep667OJn2q5Ov5ruC70jySyLfkM/5Med73a4gCOTFJfFYQiMDG2rZEBzBvMpC+k2c2W6bRVEkNjaWvXv38vPPP2MwGLj++uu9aqO7+rrBYSC7MRu7285Lu19iWMgwrk6+usvO3xrd0shI5JnDQCpBdLqwbtjQnJS5l38pduf41p30Vd0qlerMB3Uy7cll2dNo1UzcsmXLmDt3LnPnzkUQBP75z396fj/+5+uvv+amm27qbJv7HN1ZnqXaYMPudHlqpT63Io9qQ9fsPDyZblEUKbc7EQQBudC8oWGIRkGKqtmxfL28gW/rTiyt5XQ6uWN0BGP6hVFugjEJfmzZsoXk5GSio6M9x8lkMiZMmNDt5eP+qP3X0l/5rfI3ysxlNNmbmBg5EX+Fd/F6rvp66h98iMBVP5NYVMDE8ECWBkeRee1VxCvbX40iNzeXXbt24XK50Gg0VFVVeerRtpbu6usamYYaaw3xuniyG7NZWri0S3eAtka3LCaGwCefRDNzJu6KCoLefKPXO3DQd8tP9VXdFouly89ZXFxMcHAwixcvZtiwYXz00UcA/P3vfycpKYnk5GReffXVLrerI2iVE/fAAw9QUFBAfn4+oiiyYMECCgoKTvipra31XBwfHUd3pROwOd1c8sEuPtpUisPVnJNt2f5q1PKuWQY4me49ZjvnZZWx32yjyu7kN72Fq45WaDC43HxeY6DReWIR9p07d/L5559jdzgw2l289cMOyhutjDuuMkFlZSXbtm3rEW9px2uvs9bxyp5X+G/efwlXhVNpqWx1brjjcTc0gN2Ocu1ant26mutW/8TQQ/tZ3WRhQbWeD6vaV/c0MTGRmTNnEh0dTX19PXK5nNzcXK/a6K6+LhWkvDfhPS5LuIw6ax3FxmLy9flddv7W6hadTgSdH0ilWFevxm02d7JlnU9fTZfSV3V3J6+99hr//Oc/ufHGG9m5cyfFxcV89913PProo7z88stkZWV1t4le06rl1ICAAAICAoDmTQ5Dhw4l8AzFsX10HN11rSUCvHllOnnVZiQCNFicJAar8VN1Td60k+lOV8t5JT6EgWoFn1brUQgCFx3dhfpLoxm7KDIj6MRg/8GDB+NW+nPPLxXIcPFlrsgVcWmEhIR4jtm2bRuNjY2MHDmy0zS1luO1h6hCWDh5IbesvYUZCTMwOAycE3aO123K+/Uj4NlnqJl5Jao5c3B++inD7riXnxtNJKnk/NRg5vZwfyRtnN1RKpXEx8fT1NTE2rVrSUlJIScnh1GjRrV6xqi7x5VhocNwiS5UUhVrytfQL6Br8mF6o9v4738jS07C/N+vMX7yKWFffYk0MrLzjOtkuvuedxdni26Hw+HVjLvD4eiQOtRBQUFetzNv3jymTJnC1q1b0Wq1vPPOO6hUKoYNG8Ybb7xBVlYWAwYMaLdtXUmrvo2feeYZZs+eTb9+/Vi9ejWrV68+5bGCIPD88893mIE+wM/Pr1vOK5dKmNgviPV59SSHaMiuMjGwC1KLHONkutUSCZcG6xBFkcX1Rs4P1OAnbZ5Q/r7ByGidikhFy27tcrnQarWMHZbBzykOXlv0E7v0Wqza/y2j1tbWUlBQwPnnn98jlqiOaXeJLgQEttZsxY2bW9JuIUQVcoZPn4izsBDR7ca2bj2CQoGjupoGP39qJpzLZoOVm0L9+KzGwB6TjeG6tsesmEwmCgsLgebYF5VKhc1ma3UcTHf1dWieGXli6xOEKEOQClLWlK1hbvrcLukPrdUtyGSELvocZ0EB9X++B5RKzD8sx+/2uZ1sYefRnfe8OzlbdDc0NPDll192+XlvuOEGwsPDvfpM+nE78BMTE1uMS1qtFnMvnNlulRP3wgsvMGHCBPr168cLL7xw2mN9TlzHU1JS0i1vBz9l1aBRSMmqNJIeruHnnDouGtC5Re+P54+6l9QZybc5eDgqkB0mG0U2J3+LbXZoKuxOthlt/CO+pYNTVFTE2rVrufrqq9HpdOikTmIcJRyS9ie39n+xfTt37kSn0/WYYONj2jdWbOTfB/+NRqZhQNAAjuiPtMmJM335JfY9e3HbbCjPPRfb6tX4X301DyWE8UNWOTUOF2EyKT83mdvlxCmVSqxWK5GRkdTU1HDdddd59fnu6uvQPHY9e86z7K7bzcKchbw+9vUuO7c3uiWBgciHDUMSG4sgiliWL0d32xyEXrrbsTvveXdytugOCgrihhtuaPXxNpsNpbL9KaqCgoK8/szxL2Q9YYNFR9AqJ87tdp/03z7Oblbn1KFVSsmrMXNRRigZUX6MSwrsNntMbjdGlxtBEPi2zki8QsZIXfNgEC6XMr9fOIM1LQeHgIAAUlJS0Gqbl1i/WLWDn61p1LiVuGstmGwuRIeFnJwcJk6c2OO2/SfoEhgTMYalhUtJ9ktm0eFFjAof5XU7/o88gmXlSvQv/QNJcBCizUbk1VchVcgZrlXyS5OZ8wM1/Npo5vHooDbPPslkMq655hpycnJYuXIljY2NWCwWIiIiekUi8CEhQ4jSRPFp9qdUmasQQrt/VvZkGN55F1wuXNXV4HJh37oV5XHxnT58dBVyudyrGTGLxYJare5Ei/oWHTKq1tXVceDAAZ+D10nEx8d3y3lfn5nOtZmROFwiQ2L8uXFEFIkhXffw/VH3zWH+PBcXgsHl5pdGM1eF6DzOhlQQGOOnRitt2aUDAwOZMGECgiCg1+spLThMVLAOFzIGROnQ25xotVpmzpzJoEGDukzbmTimPcm/OdVJoCKQfEN+mzY0iKKIIJdj27wZWXISuttvJ+itfyIJDeWu/GpCZRK2GK1cHqTh9YTQDrE/LCwMmUzGzp07+frrrykvL2/V57qrrx/PmvI1RKmj+K7wOx7f+jhusfPHNW91qyZO8FTYkISF4Tic1xlmdQk94Z53B31Vt6/sVsfitRNns9m4++67ueOOOwD48ccfiYmJYejQoQwbNoyysrION7Kv052ZvbOrTEiF5lQjO4rbt3vRW47XvdVgxeRq/jL9scGEXRS5Irh5du2g2cateZVUO/63q9RkMrF48eIWAbebN28mRuPmg5tHEKqTMzI+gHCtDEEQiIuL65Bg245Cr9fzU/FPbCjfwKrSVcTp4tDINJwbda5X7YiiSN2f/oTxy6+wbdiI6tJLkajVKEeMQBAEMtQKzvVX4xThiNXJcJ2q3TFgoiiyZMkS/Pz8KCsrw9/fn5ycnFZ9tidksTc4DMTqYsltzGVT1SYONhzs9HN6q1uRmYnmsstQTZ0CKhXaW27uJMs6n55wz7uDvqq7J1RsOJvw2on761//yueff86oUc1LOvPmzWPMmDF89dVXGAwGnnzyyQ43sq/Tlsz37WXpviqun7+XrAojyaEaFmwt4/v91V1qwzHdZpebuwuq+epo/rdv64xM8lcTLm+OBlhWb+KI1Umw7H9LoTabDYlE4pm2r6mpITs7m1GjRiFKZKSEathbpuenNRtZtmxZj9vu39jYyG+Vv7GsaBlGp5FyUznTYqahknkZx+FwoBw3DndpKUilOPbtx/DJJ57/vj8qkJkhfgzXKlnZZGazwcKDhTXtuh6CIHDppZcyduxYGhoaiIuL4/Dhw61K3dIdff2PzE2fy1OZTyEiopPpWFO2ptPP2RbdrooKRJsdd0kJ9p07cZaUdrxhXUBPuOfdQV/V3R1OXHx8PPX19SQnJwPw+OOPn1Bya+/evdxyyy1dblt78dqJ+/bbb3nyySeZO3cuVVVV7Nmzh7/97W9cc801/PWvf21RZ9VHx9AduyXjg9RMSQ3mULWJ/mEaDteYyYjs2nJEx3RrpBKWp0dzdbCObIudgxY7Vx8tdn+s7NZlQVpkx12n4OBgZs6c6Qle3bRpEwEBAQwaNIh/byzmYIWR3PJ6crL2Exoa2iN2pB6PIAi8OOpFLE4LmSGZXJN8DZcnel/STlAo0P3pT9h27EA5diy2DRuQBAS2OCbHYmeQWsFmgwWDU2Rlo5lDFke77I+IiCA5ORmVSoUoithsNoqLi89sbw+5D1q5lozADDQyDevK1+ESO/eLpy26RVHEkZODJDwc/auv0vDQQz3uZaQ19JR73tX0Vd0+Ohavnbi6ujoGDhwIwPr161Gr1Z6EqREREVRVVXWshT7IyMjo8nMOj/NnzpgYDlebCfVT4HCJDOhiJy4jIwNRbE4yHK2QESCTsrjOSOhxxe436C00utxcfnRpVRRFNm7c2OItt6ysjMLCQsaOHYtUKuXqYZE8OCWBNEkVogjxaQO7VFdrCEoIokBfwIGGA1yRdAU3pt5IWkCaV224m5ow/fe/2DdvwVVcjCQwEKRS1BdMb3HcvyoaOWS14xTB4HYRIJXwS5Op3Rr27NmDn58fJSUlJCUl4XCc2THsjr5+Mj4+9DHFpmKqrdXU2erYV3dimcGOpC26ZdHRhC1ZjOaaq3FVVOIqLcWxe0/HG9fJ9JR73tX0Vd2+TQ0di9dOXEJCgqdcyFdffcWECROQyZqXtbZt20ZYmPcpKCoqKrjkkkvQ6XSkpKSwaNGiUx67cuVKBg8ejE6nY+TIkWzbts3r8/U2WhtP1FE4XG62FDRyoMKA0y0CAhIB0sI1XWpHTk4O2402LsupoNrhxHas2H3w/4rd/9hoYqBaQZq6OVjWYDCQl5eHydTshBwrch8WFkZaWrMTFBekYnKSHxnSKrJd4eTW96wYjRJjCdeuupaPDn1EgDyAA/UHaLB5V74KwL7/AMYPP8L8w/dIYmKw79yJauoUJP4ty3U9FxfMx8kRDNcq+bXJwtQANb80mts9qyORSAgJCcFgMHDOOee0Kn1LV/f1U3Fl0pW8OvpVJEi4IvEKBgV37qaXtuoWJBKUEyeBy4UQGIj5h+872LLOp6fc866mr+q2Wq3dbcJZhddO3J133sm8efMYOHAgy5Yt4+abmwNqH3zwQd566y2uuOIKr424/vrrPTMozz77LHPnzmXLli0nHJeVlcVVV13F3Llz2bhxI4MGDeLyyy/vllpsXUlXxxDk1Zi5++ssNuQ1IBWgf7iGywaHd1m5rWO4XC78pBJG6VSEyaSsajLT5HJ7ymwBvBAXwmvH7aj09/fnlltu8dQ+zc/Pp6KigvHjx7dYvvh59xHcgow8ojlQYew6Ua0gUhPJreG3sqduD8n+ySwtXIpE8H4juWrCeEK+/ALbps0ox4/HVVaG5tLLTjguXC5DIRGYHqBmk8HCBD81BTYnedb2LalmZmYyffp0dDodOTk56PV6amtrT/uZnhL0HK2NZlDwIEaGjyRfn49c0rmbXtqqWxRFGh96CEl0NIJEgnXNWty9LGC+p9zzrqav6u6NS/49Ga/rJz344IOoVCp+/vlnbrvtNmbNmoXL5eKLL77gT3/6k9dFZHft2sWmTZsoLS0lIiKCzMxMfvrpJz799FPGjBnT4th//vOfXHXVVdx///0AfPDBB6SkpLB3794Tjj2b8Pf3rtB5e+kfoWXp7ZnM31JGcqiGCweEcWEXJvk9hr+/P7EaBfM0wUDzhoZztEqSVM1fqKIoopVKSDqaVuTw4cNER0d7csK53W42bdpEbGzsCdv5821admlH4zQ4MNi6v1bq8cglclRqFSaniWpLNZOiJhGgCPCqDbfRiKDRYNuwAVwudLNvQXfTjUhOMVO+sFrPmiYLDhHMbjdvJ4YRp2x/eTWHw0F0dDSHDx+mtrYWpVLJ5ZefOravq/v66dhbt5cGWwO5Tbk8sOkBZqXOYkTYiE45V1t1C4JAwNNP4aqppenZZ5HGx+Oqrj5htrUn05PueVfSV3X3tFycvZ02jdJ33303d999t+d3qVTa5li4jRs3MnjwYCIiIjx/mzhxIm+88cYJx65evZq33nrL87tSqaSkpKRN5+1NtCUzdXuQCAIJwWpyq02kh2vJqjSSGqZBLu3aZK1ZCi2lBgtj/NSU2BxsMVpbVGSYlVfFRYEaZoX543A4WLduHcOGDfPUPs3Ozqa+vv6EUlolJSU8ODGaX/P8eHZFHvdPTuhSXadjVekq9tXvI6chh/6B/clpzOGRoY943Y7+jTdw19Xhrm9AMX48En9/BNmpH/dElZxRbhUOUWR1k4X3k70rZ3MqDhw4wJEjR3C5XISGhnLgwAHMZjMazcmX5ru6r58OuUROgCIAKVIK9AWsKF7RaU5ce3QrMjMRXS4M7/8bxdChyFNSOtCyzqcn3fOupK/q9jlxHUubvpVra2tZvnw5n3/+OZ999tkJP95QWFhIQkLLL9Ho6Giqq1ums7BarRQUFFBRUcHIkSMJDg5mypQp7Ny587TtG41G9Hq958dms532+J5IUVFRl57v1VUFrMyq4XCNmRCdnJsW7uNQZfsD3b3li4p6/lvXvNS5pN6ETiIwPaD5yz/bYmeXyUb00Tqpcrmcm266iczMTACcTiebN28mJSWFyOOKg9tsNn788Ue2b9/OoKjmGbsD5QYcrp6RqNrutlNnreOQ/hAaqYYoTRSZoZlet6O56ioUY8fiPHIEaUgINddci2i3n/L4c/3V3BMZyIVBWn43WMiz2Lm/oIaCdi6pDhgwgJtvvpng4GDMZjOCIJCXd+rEtF3d10/HgKABvDH2DcZFjkMmkbGxciMmR+c8B+3VbVu3HolWh3XVKmx79uIs7T3pRnrSPe9K+qpu+2nGIR/e4/VM3LfffsvNN9+M3W4/6dq2IAhe5VoxGo0n7FbR6XSewPRjHNtt+Nxzz/Haa6+RmprKv//9by644AKysrJOWfZj9OjR1NXVeX6fM2cO9957L1FRURw5cgRo3lUriqLHcUxNTaW0tBSLxYJKpfLkuQIIDw9HIpFQWVkJQL9+/aisrMRkMqFUKklMTPQErIaGhqJQKDzZ6pOSkqipqcFoNCKXy0lJSfFsEgkODkatVnuSJScmJlJfX49er8dobHZkDh06hCiKBAYGenb9QXMOHL1eT2NjY3MC14wMcnJycLlc+Pv7ExQU5BkwYmNjMZvN1NfXA81fsrm5uTidTvz8/AgJCSGvvBaroR6nW8RkMiMRwF1fjDsqg/z8fOx2O1qtloiICPLz8wGIiorC6XRSU1MDQFpaGsXFxVitVtRqNTExMZ4v72Ozrsdmb1NSUigrK/Nc7/j4eHJzc7nLaiAq0o/a+nq+rmpinMSFxGGnqLSKT5scBAgyxuuUbN26FbVaTUREBEqlkvLycgoLCzGZTCQlJZGVlYVMJiMtLY1ff/0Vh8NBbGwsf/5vFjIBHlh8iIfPjWNcVHNVB6lUSv/+/Vtcb39/f0+KjLi4OAwGwymvd3BwsKcIfExMDBaLxXO9MzIyyMvLw+FwoNPpCAsLo6CgAGh+eRmhGsEWyxZ0Eh13pN/B4ZLDZB/KRqvVEhkZ6emzkZGRuN3uFn22pKTEc71j+/en9rPPkAcFYdm1CyEpiUNHr3+/fv2oqKjAbDajVCpJSEggNzeXRhGsmkAcIqw4XMgGt4I0uYRL3SaMRiMKhYLk5GSys7MBCAkJQaVSnbTPHrvex/pHdHQ02dnZBAUFsXv3bpKTk2lqaqKpqQmJREJ6ejrZ2dkYDAbKysoICAhocb2NRqMncfPxffZk19tqtXqe+fT0dE+f1el0hIeHn7bPFhUVYbPZ0Gg0REVFkZeXR6A9kBprDQICX+z8gvH+4zt8jDAYDGRlZbV5jFDWVBMcH4fjyBHqHn4YYcIEdI883CljRGhoaIs+a7PZTnq9WztGGAwGCgoK2jRGwP+qg1RUVACQnJxMVVUVJpPppH322BgBzWNybW0tBoPB02ezsrI811uj0VB61CFOSEigoaGhw8aIY/fc2zHCbrd7Ykv79+9PYWEhNpvN+zEiNrZFnxUEwXO9TzVGQPMMotPp9Ow2VyqVOBwO3O7mkojH6idDcxk+QRA8xyoUCtxuNxaLBUEQUKlUnph2qVSKVCr1OHkKhQKXy+WJHVSr1V4da7VaEUXxhGPlcjmiKHryVqpUKmw2G6IoIpFIkMvlnsmethxrNBqpqqo6YYw4frWxIxFEL6MM09LSkEqlvP322yQlJZ00102/fv1a3d7DDz9Mfn4+3333nedvP/74I7fccksL56u8vJyYmBj++c9/8sADDwDNHn1MTAyvvvoqc+bMadGu1Wrl999/JzEx0bN7Fpo7XEcU3+1K9Hp9l8dPfLunkpd/yWfGoDCyKk18fduwLj2/2eXGaTLi7+/Per2Fu/Kr+SYtkkEaJQ5RZPLBUmYEaXk8OoiFCxcSGxvLeeed1/xZs5mFCxeSkZHB5MmTPW3abDbmz59Peno6kydPZvGeSpbtq+ZIrZmLB4bx1AWt77edwcaKjWQEZnDL2lu4KPoi7h12r9dtiG43+pdfQXXRhTQ+/Aiq88/H8v33BL35BsqxY0/72e/rjTxdUke6WkGITIpKIlBkc7Kkf1RbJQHNiZZXrlxJfX09mZmZ2Gw2pk2bdtJaqt3R109Hgb6A2etmo5AoCFWFEqmJ5K1xb3X4eTpKd8PDD+PIyUW0Wgn74XskvSCdQ0+7511Fb9VdV1dHSEjImQ88BS6X66xeUj3V9bHb7Rw4cIDx48d78pd2BF4vpxYXF/PMM89w/vnnk5KSQr9+/U748YaoqKgTSnWVlZWdEIgeHByMRCJpkaZAoVB43nJPhU6nw9/f3/PT2xw4aHZKugqTzYXLLXKo0kRyqIbcanOX54ezut1MyypjcW1zhYbFdUb6q+QMPJpGZL/JRoPTzczg5tqpV155JaNHj/Z8fvPmzQiC0OJvALt378bpdHLOOecAcNWwSMYmBeJ0i92+Q9VgN/C3XX/jvaz3MDlNFBoK2Vy12et23A0NOPIOY9u0CdFmQzSbkURGoDhaYeV0TA/UsHFgLJcENi+pTvJXc8hip8TWviXVYzO8oaGhNDU1cf7555/UgYOu7eutIck/iffGv8fU6Kk43U6eP+f5TjlPR+gWnU5kKSm46+oQTSZsa3pH4vWeds+7ir6qu7fXWA8ODmbdunXdbYYHr524lJSUE5Y628O0adPYu3evZyoZYM2aNZ5ZlWOoVCqGDBnC3r17PX+z2Wzk5eWRnp7eYfb0RI6/Np3Nv9YXcvP/7SOr0khGhBanW2RAVBdXakDgwehAEix66hwu1ja1LHY/XKdi3cAYkqXNA4K/vz9+fn5Ac7zmwYMHGTVq1AnL9ImJiUyePNlzrNHmxOxwY3eJHK4xYXV035Z/P4UfX079ktzGXIYED2F7w/Y2tSMNCSH0P//Btn0HitGjcJWXo7n0MoRWvPmqJBICZFKmB6hxiOBwiygFgV+a2vdlo1KpuPjiixk4cCCFhYU0NTV5lnH+SFf29dYyOGQwF8dfTLW1mkJjYaekSOgI3a6KSkyf/R+CTockPBzzDz90gGWdT0+8511BX9XdmvJ7PlqP107cM888w0svveRZo28vmZmZDB06lDlz5rB7925eeeUVli5dyp133onFYiEvL89z0x966CFefvllPv/8c3bt2sWdd95JcHAwl156aYfY4gMuHxzB3LGx5NWYGRil4+vbhnHNsM5Zyz8VSonAtSF+RAoiyxqMSAS4NKh5E4LdLeISRcLlMjZu3MjixYtbfKn+9ttv+Pv7M3To0BPajYyMZNCg/yVtNdtdfL69OTbG5YbDNd3zZux0O3GJLvIN+ZSYSpBKpETIIxgdPvrMHz4Od0MDzuJiHFlZuHJy0My8kuBPPkZ786xWt3HQbOPmI1UMUClYp7fwdlIYlwW134l3u91oNBrcbje7du1ixYoVZ8wZ11NwuB0sLlhMoCKQT7I/4fYNt+MWe95sgiwultD/foVm5kzcBgPy/v0R+2guMh8++gpeO3Fffvkler2e9PR0hg8fzqRJk1r8nHvuuV4bsXjxYkwmE+PGjWP+/PksWbKElJQUtm7d6gkOBLj55pt56aWXeOKJJxg3bhwlJSX88MMPLWLezkYGDBjQZecaGKUjwk+J0y2SGt7sOHVljb9yu5PXyxtodLrIyMhgcZ2R8wI0BB4tbv91nYELD5Vjd4sMHjyYzMxMj31FRUUUFRUxYcKEFjEXBoOBr7/+2hMYf4xwPyUb7h9FbKCSyweHMzjar8t0Hs/youXcsuYWvj7yNYm6RPbW7eX69Ou9TvBrXraMujm3Yfp2MUJEONKYaARBQJC3PlFtglLORD81k/xV/GawkKlVEtYBSZ5dLherVq0iMDCQuro6lEqlJ1D6eLqyr7cWuUSOVq4lMyST7MZscpty2VffsWW4Okq3LD4e9aWXgsWCPCO9VTOw3U1PvOddQV/V3R1lt4qLiwkODubrr79m7NixxMXF8dBDD7FlyxbGjh1LVFQUV199NfqjibK/+eYbRowYQVRUFNOnTz9p8YGegtdOXGNjI4MHD2bcuHEEBAR4dn4c+zlVrMvpiIuLY9WqVVgsFrKzs7n44osBmDx5MqIokpiY6Dn2z3/+s2eHzerVq1tVyqe3c7Ivu86gvMnK17sr2V2qRyYRWLq3irv/e7BLzn2MPKuDFQ0m5ILA99l55NucXBXyv5mgpfUm+qvkyIXmHVUpR3NiiaLIb7/9RlRU1AlxmVu3bqWxsdGTBPh4/FQyhsb4c6S2++JTBgYPZHL0ZLbVbCNeF49KqiLVmup1O9obbiDwHy9hXbMG1fjx1N00C/vu3V61oZNKeDYuhGtD/XCIsLbJzCtl9XxX176YwWMpYEaMGEFZWZlnh+Yflya7qq97y+PDHufOAXdic9kIVASysnhlh7bfkbqNH36IJCIc0+IlmL78CrEVNWu7k556zzubvqq7O8tuvfnmm7zyyiu89dZbLFiwgNmzZ/PEE0+wdOlSDh06xIIFC9i4cSPz5s1j3rx5rFy5kjFjxnD11Vf32JUDr6ew1q7tHcGyZxNdFUOQXWXijdUFXJAeQnKomtwaM/3DT3R8OpNJ/mpWDYhBIgiscghEyaWM0TXv5Mm12DlosXOlBJYsWcKMGTM8G1Wys7Opra3lmmuuaTFz2NDQQFZWFhMnTkShUJxwvi0Fjewq0VNlsHHP11m8d23Xvx2nBqSyvGg5QYognsx8knJzOfYy73MpCUolzoICcDoRTWYk4eHIhwzxuh27W2Sv2cYAlZyfG824gf1mOzND2resGhAQgEqlYs2aNSgUCvR6PZWVlURF/W/3a0+Ol5EKUlL8UzA7zawtX8v9g+9HLeuYWYWO1K045xwkoSGY//s1hgMHkEaEo5o6tcPa72h68j3vTM4W3Ra3m3wv8knabHaU7vav7iSr5Ki9nDR67LHHmDRpEgDz5s3juuuu47LLmksRTpgwgcOHD7N27VoeffRRT2WZoUOHsn79epYuXcrcuXPbbXdH0+Z1yLKyMjZv3kxtbS1XXHEFBoOB1FTvZw98nJljgfidzdS0EH57cDS3/N9+0sK0rDxUy8whHZO5vzXUOlxopQJqiQSL280mUc7sYB2So07ZsnoTgVIJ49QCh/39PU6Z0+lk06ZNpKSkEB0d3aLNzZs3o9PpGDx48EnPGaiRkRauoUJvY1NBI00WBwHqzq2TeTz/yf4PGUEZrCxZydVJV6ORa0gJSKFE710lkoYnn0IxZAjmpUtRTpiAbcMGtDfd2KblNLso8teiWs4L0LCqyczjMcH8vbSeaoeTcHn7QhfWrVuHv78/lZWVpKWlnfD/XdXX28In2Z+gd+iptlQjILC7djfjIsd1SNsdqVsz8wpEmw3LTysRFArM3//Qo524nnzPO5OzRXe+1cHVuafOENFZfJsWyUCNd9kmjt8EKZfLWxQakMlknjQgmzZt4umnn/b8n8Ph6LB9AB2N1yOy2+3m/vvv54MPPsDlciEIAkOGDOHhhx8mJiaGRYsW9co0Hj2Z0NDQMx/UQbhFyKsxMzoxoHlnahemF3mzooFsi4Ml/aNY3WTBLMIVwf+bCdxvtnFpkJbE2GASY2M9f9+zZw9ms5lx41p+odpsNsrKyhg3btwp4ybTI3S8dkV/xr+5BYcbsipNjE0K7BR9f8TusrO1eitFxiLsLjsbqzaikWu4KfUmr+65KIrIEuJxm4y4iopQjh2LaLOhnjGjTXbppBJWD4jFLoqsaDQjEUWkwKomCzeGtu+LJzw8HKVSyd69e7noootOKD3UlX3dW+4ccCcCAjesvoGZiTM7zIGDjtftqqxElpyMMzcH+7ZtuCoqkEa1L99fZ9GT73lncrboTlbJ+TYt8swHHkV0iwiSjpmJ85Y/5mc7WfiXw+HgxRdf9MzYHaOnlknzOoDtrbfe4uOPP+bvf/87O3bs8MS0PP/88/z666+88MILHW5kX6cr3gCcbpFrPt3DN7srcLpFJIBMIng2N3QFd0UE8Hh084OypM7IAMFFvPJ/D+rH8UEMz93rqWABYLFYmktoDRp0wkOmVCqZPXs2GRkZpz2v1ekmKUSNTCJwoMLQgYpOj0Kq4L0J75HVkMWw0GEUGgpJD2x+U/TmnguCgN+dd+IqKESakIA0MhLVBRcgbUeG8FC5lGiFjMFqORsNVkb7qfilsf2phTIzM5kwYQIKhYLs7GyKioo8Gfyha/p6WwlVhRKiCmFS5CQ2Vm7E7XZjd3VMCaGO1u3IzsZZUIBotoBcjvnHHzu0/Y6kJ9/zzuRs0a2WSBioUbb6p59U9Or4U/14u5TaWlJTU6mrqyMtLY20tDT69evHvHnzOHiwa+PDW4vXV+GDDz7g8ccf5/HHH2+xqWD69Ok89NBDLFq0qEMN9NE1WB0uRiUE0Gh2IpMI3D4+jmV3ZKKUdV3R+3ilnFF+KsrtTrYYrUyR/C9mpNrhpKGhgYqiwhbJIrdt2wZwQmLfuro6T6moM222eW9DMRV6O1IJXZb01+w0U2wsZnPVZqosVTjdTpL8khgeOtyrdkSrDfOS73CUlGBdtw7NzCvQXnctgc/Ma5d9blHk5sOVhMplbDRYuDMigCdjgtvV5jEMBgNhYWHk5OSwfv16dnu5+aI72Va9jV11uyg1lTJr7Sy+yPuiu006Kapp0whf/gPyQQORRkejPJrg2ocPH6fnL3/5C++//z6LFy9m797/Z++846Mq1gb8nO272fQe0khCFwi9SlFBpIOCiA3sXLGLioqoVy8oYi/o1U+4ImJBitKkSO8QaggBkhASQnqyyfZyvj9C1oT0ZBOC5vG3P8nunDnzzsw55z0zbznGs88+y6lTp+jevW735qaizk/oixcvOpOMX03Xrl2dOelacB1X23k1BlqljFm3tCbXYCXaT4NaLiXE03WpQWri32l5bLkSVHZNnh6VRGBCK38ACm12hsWns0+hZdq0ac5UNYWFhRw/fpwePXqg0WicdYmiyObNm1m/fn2tzn13zxAe6R+G2SYytUfTbDltStvEtD+nsfzcctp4tOF43nEmRf3llFHbMbecOonu/fcx/voryGRIAwNxXMkz3BAkgsAgDzUjvDRYRMi02mmrrugYUh8SEhLIz8+nsLDQmS+z1Mi7KeZ6Qwh1C2VoyFAC1YGIiKy/uN4lMeNcLbcgkyHIZKiG34o9JQVpUO23u5qa5j7mjcU/VW55HUIeXQvGjRvH7Nmzee211xg1ahTJycn89NNPzTZFWp2VuKioKPburTwd0NmzZwlqxjeL65XSBLuNyfkcA9nFFk5f1tM2QMN93x3n8MXCRj8vgFUUybTaMDpERFFkZV4xwz01yKwlW1XrCgzYROilEMp5nu7Zswe1Wl3hpSI5OZnLly/TuxappgDCvFXc3L4k153R2jRBXG8Lu43nujzHifwTdPbtjJ/Kj2Ghw5y/13bMlT164L9mNaZt21ANHUrhv99C//MvLmnjw4GejPXR0kWjYEOBnt/yinkrreFR5rt37860adPQaDTY7fZyRsNNMdcbQohbCE/c8ASjI0aTbcwmw5DB8dyGx4xrDLnteXkUff45KBQUffkVxYsXu/wcrqC5j3lj8U+VuzEyntREeHg4eXl5REVFOb87duwY9913n/Pvzz77jC+//BKARx99lFOnTpGWlsaaNWvKxfTLy8srl5P7WlNnJe6JJ55g4cKFLFiwgJSUFACKi4tZs2YN8+fP58EHH3R1G//x5ObmNvo53t54nnc3J3M+x4CPm5wTl4pRNdFWqlwQ+LR1AKO93TiiN5NqsTHRR+uUe2VuMZEF2Zw7fMh5zOXLl0lMTKRfv37l3uwcDgd79uwhNDS0Qv7d6tickIObQsLi/WkcuahznXBVoJAqOJF/An+VPzM7zeSHm39AKf3LIag2Y+4wGBBFEWv8aRyXM5H6+yGaTGjGui6DSZzeRHu1nJ06I7k2Oz/mFFFga1gWAKVSiVwup02bNqSmphIQEMCZM2eAppnrDcVit6CSqrA4LHgpvFh3cV2D62wMuaU+Png88wyqoUMx795N8dffYG+GqZ6uhzFvDP6pcv9dQqs0F+rsnfrYY4+RkZHBK6+8wksvvQTAbbfdBsB9993HK6+84toWttAkvD2mLfGXith8JhfEEqeGGP/Gd2oQRZE4vZlubkoEQWBlnp5WCik9tUoSgPMmKyeMFt7pEE0vd6XzmF27duHr61vBaeHMmTPk5uZy55131inTxJksA35aBacv69l5Po/uYY23dD730Fyi3KPYnLaZcZHjsIv2cgpcbSn65FPsF1MRlEqk7dph3r0b5Y03Nsih4Wq+ydRhcIhYRFAKEuzAn4XGBseMu3jxIgkJCZjNZjp27FjBa6w5YxftLElcQpR7FEXWIhIKEnCIjjpn2GgKNGPHII+JxrRxI8hkmNZvwO3uqde6WS200IKLqNdd54033uD8+fP897//5a233uKTTz7h+PHjfPvtt/XK2NBC9ZSNbdNYBHsoyTWWODXkXbGLawqnhqMGM3efy+SI3ozB7mBDgZ5x3iWx4dq3b895g4lwhYwR/l5Ou7fk5GTS09MZOHBghfkWEBDAgAED6ryt/9boNoztHIDdIXLiUuM5N4iiSLg2nJSikkTquy7v4oPjH1QoV5sxV4+4FeXQmzDv3YeyZ09sSclobr/dpe19K9yXr6MD6KxRsKfYSHc3JX8UNjy7hZ+fH126dMHd3R2DweA0Gm6Kud5Q1DI1P93yE9PbTSfblM3c7nMbrMA1ptyWhAQk/v5IvL0xrFlzTbazquN6GPPG4J8q9/X0wnY9UO87T1hYGA888AAvv/wyd955J6IolvMabMF1JCUlNWr9R9N0vLclmRPpRUT7aTiTpadjUNOEFumqUbI0JpBubko2FxrQO0RnbLikpCR8ks5w18HNSK8YjzscDnbv3k1oaGi5QI2l+Pr60rNnz3q15YZgLXYRTmUUY3c0zoNOEATub3s/x/KOEesXS4Yhg9ERFeO51WbMFV274sjMRHBzQ3njQNQTJqDo6VovRC+ZFIkgMNxTzU6dicEeanYXGSmyN+xaV6vV9O/fnw4dOnDu3DlycnI4ceJEo891V6GVa+kX2A9PuSfrL64nx9SwlDyNKbc9LQ1paCiO3FzsqalYj7s272tDuV7G3NX8U+X+p9oCNhZ1VuLMZjMzZszgkUceAWDt2rW0atWKrl27EhsbS3p6ussb+U/HYnFNLKqqyCyyEJem40xWMR2D3Jh1c2vu7N40XpoSQaCHVoVEEFiVp6enm5KwK7Hh0sxWfMIj6dWzpzOhfUJCAnl5eQwcOLDcdqnVamXFihVcvly/yOFmm4PnV5bYZZlsDlJyjQ2UrCJF1iJWJK9gU9omckw56G162nu1p5N3pwplqxtz0eGg8N0FWE6ewvj7b6hH3oaya1c8X5hVpy3k2vLfzEI2FRoxiyLuUgmLogJQuyBYp81mQxRFzGYzJ06cYOvWrc4E1NcD84/Ox13hzu+pv3P7H7eTVpxW77oa8xr3ePJJvOfPA6kU5U1DkV3JN9xcaOz7W3Plnyp3c1sJvt6psxL34osvsnTpUqfn35w5c+jbty/Lly+nqKiIl19+2eWN/KdTWeJ2V3JrBz++mXoDybkmOgRp6RnuSbvAxl+J+z5bxzMp2Yii6IwNN8HnL1urH9HwfL6FTp1KlByHw8GBAweIjo4m8Cq7r7i4OC5dulQu1EhdUMokPDE4gjAvJW39NagVrt9KPp57nC/jv2RF8go6eHUgPj+eO6LuqFTxqm7MHfn5WE+exLx7F478AiT+/ph273Z5e0vpqFEw0suNTio5e4pM9HdXI3ORsnjy5Em0Wi3FxcVIpVLy8/NdUm9TMDx0OFOip2CwGVBIFWxI21Dvuhr7Ghfc3FD06IHtTCKC2jX5Xl1FY8veXLle5W6oEvZ3N7lqaiW1zr35yy+/8PLLL/PQQw+RmZnJ0aNHefPNN5k0aRIvvvgif/75Z2O08x/N1QqLq7E5RM5mG7A5RKx2B0v2N81qqq9cSoRShiAIzthwt3qVKGF5JjO7zA4GlwkplJCQQGFhYYXAviaTicOHD9OlS5cGxfKZ1C2IXhFeiNAoMfIGBA1gXu95JBYmMiRkCP0D+zM0ZGilZasbc6mvL75LFmPetx95r54Ylv+Iec8el7e3lAHuau4P8GCEtxs7dEbiik08mpSFvoFbqjKZjAceeICuXbty4cIFwsPDyczMdFGrG5++gX0ZGzmWTt6d8JB7sOHihnrHjGvsa9y0aROW/fuxp6eT/8KLzSqDQ2PL3ly5XuWWSqWYTKZ6H9/c48TVF1EU0el0TS5fnb1Tc3NznSsj27dvd9q2QMmkvJ5uwtcLSUlJ5eLUuJJis42bPznImBv8kUkETl/Wcy7HwP19WjXK+coywsuNEV5uiKLIqvxihnlqcJOWvFf8ll2IXRAYfUWpK7sK5+/vX66e0vRvvXr1alB78gxWzDY7Z7MNrD6exbguAQ2qryz55nw8FZ6sTV1LsCaYydGTuSvmrirLVzXm9txcRJMJR0EhtoQENHffjfXgIZc7NFzNJYsNhyhiFkVOGizs0BnZoTNym3fDVhNkMhlt2rRh9+7duLu7k5ycTH5+frPNU3g153XnUcvUZJtKUocdyTlCT/+622Q25jUOoBoyBGloKAVvvY0tIQFDbi6aUaMa7Xx1obFlb65cr3J7eXlRUFBAcXFxvcw3iouL0WqbLid3U1C6+qbRaOq9G1Rf6qzERUREcPr0acaOHcvy5csZOHCgM7n4gQMHKjxgW2j+PDM0kiMXdcT4lzg1dA5pWJLz2vBbXjHdtSpaKWQcNZi5YLbxeuhfaZ02mhzESuxE+3gBf63CjbrqweNwOEhKSqJbt24Nvnjy9BbWx5cYqL+54Ry3dvBFJZc2qM5SXj7wMgHqAHZk7GBE6Aji8+Lp7Nu5zvUYfvoZw5o1KHr3QhoSgvXECeTduiEvE8SyMTimN/Nllo72KjmH9GY6qhX8UWhosBIHsGXLFtzc3MjNzSU8PNxp/3g9UGgpJMOQgVJQolVouaS/BM3wFiioVChuuAG3iRMo+uhjHLm5WM+cQV4mdWILLdQGQRAa9JKVmZlZqVNaC/Wjztupjz76KHPmzKFTp06sXr2ae++9F4BnnnmGDz/8kPHjx7u6jf94goMbz8lAq5QxpUcwFwtMxPhpSMox0KGRPVONDgfz0vPZVljiPLAqT0+wXEpvbckWZmJSMhq7jdt9S5TJ6lbhJBIJU6dOrbdHalmi/DTseKo3apkEhwgJmQ1P+F7KjI4zUEgUKCQKDmQfYG1q9dtZVY25dvo0POe+hnnrnygHD8J6/DhudzTuKhzAzZ4adt0QyqgrW6pDPdTs0BkxucAjvWvXrnTs2JH09HR69uzZbNPbVEY3324su2kZN4fdjEwiq9TTuDY05jVeimixYN65CwQBQaPBuOa3Rj9nbWgK2ZsjLXK34ArqrMQ988wzfPTRR7Rp04Z3332Xe+65B7vdzrJly3jwwQd59913G6Od/2gaM8L1gQuFHEvXcS7bgJdGhl2EjkGNu9StlkjY3LEVE33dMDkcrMvXM86nJDYcwNFDB7nz4mkGKUv+Ll2FuzqNVlFREYWFhchkMpfYIUgEATeljBtCtEgEOJ5e1OA6S2nj2YY9mXuI9Y0l25TNHVF3VFu+sjEXRRFBpcJ2+jRIpWgmTcbjhRdQDhrksnZWhUIioJZIGOapxnTFS9XgENmlq79tTCnR0dH06tULuVzOmTNnOHr06HUTzV4QSlLBDQgcQKYxkz2Ze7hYfLHO9TRFFHtBoUAWFYWiRw9EAYx//IHYDDwk/6kR/FvkbsEV1Hk7FWDGjBnMmDHD+bdUKm2xhWtEsrOzG22betGui7gppNgcIh2DtEztEUyMX+Pt6dtEEbsImiu2b2vz9RQ7RMZdiQ3nEEX8ho2kl0rKxeRkfH19natwAQHlbdR2795NRkYG999/v8s8njYl5HAh34REEDiaXsR9NR9SLafyTrE4cTHdfLuht+rJM+cR6xtLjGf1YR6uHnNRFMn71+Oob7sNw68rUY+4FVlwELIJ4xvYwtpz1mjh/nOZRCtlxOnNfNra37l62lCysrLw9vbm/PnzJCUlUVRUxI033uiSuhubImsRbxx+A2+lN+8ff58gdRCf3/h5nepozGu8LB7PPI01Pp7cBx9C++KLCApFo5+zJppK9uZGi9wtuIK/t69vCzXy1V2dGBDliQAMjvFh1i2tUTRipoathUYGn0oj11qSf3NFbjHd3JREKuXYbDa25xTw+IVczjlK2nDmzJlKV+Gys7M5c+YMPXv2dKnLup9WQbsAN2wOEW9Nvd5xymF1WFFKlPx24Te6+3XnTOGZGlfhKq/IiqJTJ+yZmThycpD4+KJ7//0mdWePUMqZ7KdlqKeG7Toj/bQq3KWu6fucnBysVismk4lWrVpx5syZ6yZ4uLvcnX/3+jcTIieQb87nZP7Jeq3GNRWCmxuSkBAsO3e0xOxqoYXrnBYl7jqgbdu2jVa3TCJwId9EuI+KfSkFZOgaN5p2R7WcfwV54iuXkmK2srfYxJ1X8nCeOnWKj+LiiVBIidUoiImJYf/+/ZWuwu3ZswcvLy+Xe3d1C/Xg9duiAegd4dXg+mL9Yrk17FbSDelMip7EjI4z6B/Yv8bjrh5zQaHAfebjWI4cRta1K6bNm3Hk5zdKcN+qUEgEng72ZrKvFpMosrnQwIsXcthd1PDAyF26dOHee+/Fw8MDm82GXq/n0qVLLmh109AvsB/jIschiiJKiZL1F9fX6fjGvMavxrhpE6JBj3nPXrInTMB6jTMHNKXszYkWuVtwBS1K3HVAampqo9S7Jymfp1ec5vTlYmL8NMxadYY9SY0bbDVUKec+/xLD9R9zivCSShjhVbKV2iqmDckBrZjo644gCOzdu7fSVbj09HRSUlLo169fo3kyBrrL2d8ApVYURX449wOX9Jf49sy3dPPrRr/AftwVcxcySc0rfGXH3J6ZiWHlKiynTmE9egxlt1jsFy+iuaMeK3oNxOIQ2V9sIkopY2uhgRMGM2vzG+4AUmpb5ufnR1paGu7u7pw5c8YFLW46Nl7cSKg2FJVUxcaLG7GL9lof21jXeGW43XUXfsuXg0aDo1CHcfWaJjt3ZTSl7M2JFrlbcAUtStx1QEMCK1aHIAgopBLOZhvw0chxNLJTw/KcIn6/8sA3OhyszNMz0VeLUiIgiiLbTQ6sCIz1dsPhcHDmzBmioqIqrMJptVp69uxJmzZtGqWd721NwWQVWXsqu96Bj7OMWfxw7gd+v/A753TnaKVpxQ/nfqj18WXH3HLoMEVffonh11+R+PtjTUhA1qYN8i5d6tW2hiAV4PPLhYQr5ewoMnGTp4athUYsLsg1m56eTlJSEjabjcjISKKjo13Q4qbDJtqI9oim0FqIn8qPQnNhrY9trGu8MiRubkg9PVEPHw6iiHH9esRrmM+yKWVvTrTI3YIraFHirgPUjZQmp19rLx4fFI7B4gBBQC4ViPFvPKeG4wYzJwwlD4v1+QZ0dgd3+mqx2WwsX74cU24Od/u5E6SQcebMGYxGY4XsDACenp4MGDCg0bYSHx0Qxp3dg7A5RI6m1S+XZ6AmkGU3L2N35m5ifWLZkr4FnaX2dZUdc/Wokfh+8zWmzVtQDR+GZf8B3O68s0m3UkuRCgLrOoQwu5U3RoeIr0xCod3hki3VoKAgunfvTkhICPn5+URGRja8wU3IPW3uYU73Ofip/Gjn1Q4flU/NB12hsa7xqrBdvIhxwwYwmxGLijBt29ak5y9LU8veXGiRuwVXUCvL7UF1CGEgCALbt2+vd4NaqEirVo2TPeFSoYnTl4sBKDRaaeOvQe4iQ/XK+E+4n9OQenluEQPdVYQr5ZhMJvz8/Ojh54GPjw8Oh4P9+/cTGRlZbhVOFEV+//13Onfu3KgP+AgfNQOjvflqTxpnsw0YLHY0itpv2+65vIeuvl05kHWA5KJkRoePJr4gnklRk2pdR+mY27Oykfj7YdqwEQQB7b33ohk9GmlISJ3lchUqiYQwhUA7lZzjBgttVHLW5usZ6tmwFwCpVEqfPn04f/48f/zxB6dPn8ZoNNK9e3cXtbzxsYt2uvp0ZdPFTfQN6Etn3864y2sOnt1Y13hVSENDcX/4IYxbtmJPTcW8dy/qW29t0jaU0tSyNxda5G7BFdTqiS2RSJBKpbX6/N2T214Lzp075/I6i0w2Ri06wvrTOQRoFQS6KxkY1XipjhKNlpI4Z4LACYOZEwYLd/mVPNxUKhWKPgO5rCrZyi31SL06t2BiYiJJSUkomiAswvazeUgEcIhwKqO41sfprXreinuLX5N/5ZuEb+jh14Odl3cyMnxknVZmzp07h2izkfvoIxR//jmGFStQjbgVQatFFhl5zUND/Cs5G7kg8GehkZdaefNMiGvmTmJiIhkZGchkMk6fPs3evXuxNINYZrVlR8YOtl7ait6uZ/aB2WxN31qr4xrjGq8OQRBwmzoVt8mTEYuLcbuvocF06k9Ty95caJG7BVdQq5W4bddwqb2FxkEhk/DppA4s3p9O+0A3nr0pstHOddliY/yZDN6P9GOElxvLc4oIlksZ5KEmIyMDXVEx/7ap6adV80aoN/v37ycqKqpc5P6yq3MhTbAKlZJnJEArp9BkJ0dfeyXCTe7Gt0O+5Y+Lf3DJcIkxEWM4mnuUKdFT6t4IqRTPV17BcuIEjoICJG5u5N53H75LliDIGh7+pCFM9NFicTiYlZrLZYud/u6u2SKRSCTo9XoCAgLIz8/HZrORlJRE+/btXVJ/YzMoeBBLb1rKe8fe47zuPOtS1zEucty1blaVOIqLQa3GuOY3pA8+gMS98VPutdBCC67Dpctme/bsYeLEia6ssgWosCLlCpQyCf1be5GUYyTSV43O1HhRtP3lUr6JDuBGdzUFNjtr8w1M8XNHKggkJSXx6+lE0i12xvu4OVfh+vTpU07uM2fOkJ+fT9++fRutnWV5b0J7bmrrh69Gzm0daxeYMqUoBavDigQJS88uZXzkeKbETOHbId8S4lY3xTMwMLDE8aR7d0x/bEIxoD+mTZuRd7rhmitwAMO8NIzy0dJbq+S3fD3Lc4p4/WLDsywEBgYyZswY+vfvT3FxMX5+fpw+fdoFLW4alFIlYdowRoWPQmfVcbrgNClFKTUe1xjXeG2wnT+PLDwcw6pV5Nw5BfEaRNO/VrJfa1rkbsEV1PlpYLVaee2119i/f3+F9Bnp6enk5zduiIoWXMP6+GzMVgd5Bis6k41hnx5k1zN9GsUmTioI9LuyUrM4S4cDkdt9SrZOBwwYwIqkTCLMNmLVcpYeOOD0SC2beikxMZGoqKgmvQG0D3Jj2eEMMgpNBLgrkUqqdiSwOWzM2jeLgUEDKbQUopQqGRY6DFEUiXSPrPO5HSdPkr9uParhw7CnpKC6aSiWXbvRTJ7cAIlcy+FiE34yKesKDPRyU/JrXjFPB3vhJWt42BdfX1+0Wi1yuZzU1FR0Ot11k1O12FrMT0k/oRSUIMC61HX8q9O/rnWzKsVj1vPY09PJmTQZh9mMefduVIMHX+tmtdBCC7Wkzk/s1157jQULFmCz2Thx4gQZGRmIosixY8cQRZFly5Y1Rjv/0TRGSrM/E/PYmJADlNjHxTSSU0OSycozKdlkWW04RJHluUUM99TgK5dSXFxMjtXO5iITU3zdSUxMpKCgwOmRWlbuMWPGcMstt7i8fVWRp7fw7w3nS8795RESMquPhSaTyJjfZz6dfTqzOX0zd8XcxZO7n6wx0X1V5GdmgSBg+HUlsvbtMe/dh6JnT+QxzSfsxnGDhXMmKzLARkk6tT8KDQ2qs3TMd+7cic1mIysrixtvvBGlUumCFjcNWrmWLr5d6BPYB6lESpAmqMZjrlXaQkEQkIaEIOvYEUGtxvh7/eZrQ/inpmxskbsFV1Dnp/Yvv/zCiy++yI4dO5g3bx59+vRh586dnD17FqlUikpVt1yKGRkZjBo1Cq1WS0xMDN9//32Nx5w7dw6NRsPmzZvr2vwWrvDu+HZ0D/XAQyUjOdfYaPHh8m12sq12PKVS9habuGC2cZefOyaTiSVLlpB45gz3+nsw1kvNgTKrcKXY7XZyc3ORSCRN6prurZHz/E2RuCtLLpEjF6sOD1JsLUYURSK0ESxJXEJH746cLTyLVq7lplY31ev8ths6oX1gOtYjR1CPH4eo06GZcme96mos7vV3Z2W7YG7y1PBnoZE+WhXrXBD4F6B3796MHTsWu92OSqW6rpQ4gCdveJJ7296LwWYgWBN8rZtTLaYtW7DFxyMajZj37MGek3Otm9RCCy3Ukjorcenp6c6VkrZt2xIXFwdAQEAAjz/+OHPnzq1TfVOmTEEURXbu3MncuXN56KGH2LdvX5XlRVHkoYcewmhseFyq64WYmOqTpdeXM1l6YvzUpOQZ6dBISlwPrYqlbYJQSgR+yimmjUpOdzclCoWC4cOHExsVyawQbzLPnyu3Cgclcp8+fZrvv/+e4uLae4i6AkEQmNw9mJ7hXmgUUg5frDpw65uH3+TfR/7NqpRVpBSlMDp8NJvTN/Ng+wfRyOoedsOwdi1Rnp7oly1DEhSEZtQo/Jb/gLJfv4aI5HJkV7IsDPFUk2Cy0lOr5ECxmSxr/e2qSue6p6cnwcHBhIWFcerUKf7880/S0tJc1fQmwWK3EKwO5ufzP7M+tfo0XI11jdcG1Y2D8P7kY3B3B4UC29mm9R68lrJfS1rkbsEV1FmJ8/HxceY0jIyMJDk5Gbu9JL1M69atOXz4cK3rOnLkCHv27OHbb7+lW7du3HvvvUyYMIFvvvmmymO+/PLLf1zS5vT0+mUNqIpNCTlM/DqO05nFBHsqkUsldGoEJe6yxcYlS8kDvcBm50+dgdt9tAiCgEQiITcolO+LrFjt9kpX4VJTUzlw4ABt2rRBq228TBJVkae3ICKiN9uJS9PhqGLeTYmZwo1BN/JNwjeMCh/Fz0k/08GrAyPDR9b5nI7iYoo++ZTsH3/EtGkz6lGjsKenI8hkCM0wfM++IiOvpOailQjobA6WtwnCvwE2cWXn+uXLlyksLOTSpUukpqZy/PhxVzS5yVhzYQ0yiYzDOYd599i75Jurthd29TVeFwSVEmXPnmhGjwKFAkWPpo3Ldy1lv5a0yN2CK6jzU2HUqFG8+eab/PLLL0RFRaHVavnggw8oKChg6dKl+PvXzpMPSuxeOnfuXM5Y/cYbb+TPP/+stHxaWhpz587lq6++qmuzr2tcveoY7KGkX2svLhVa6Nfam13P9KFNgOszNSzO1jEl8TIOUWRdgQGHCKO83Th//jybNm3im8xCNhcaOH/2bIVVOICkpCSKiooqzdrQFBSZ7exOKsBx5d8X88uniyl9meju1539WfuRClIebP8gw0KH8VzX55AKdVdmJFot/it+wX7pEhJvb+zJyeQ/9xyiw+EKkVxOrJuSN8J8GO6l4Y9CAzdoFA3KJFF2rmu1WgICApDL5bi7u5OUlHRdrcA/1fkpPhv4GTJBhojIprRNVZa91nKJNhu2M4mg02HcuBF7VnaTnftay36taJG7BVdQZyVu/vz5dOvWjXnz5gHw8ssv88ILL+Dr68uvv/7KrFmzal1XSkoKERER5b4LCQkhKyur0vIzZszgiSeeoF27drU+R3FxMTqdzvkxX8McgfWlrnaGNXFDiDtD25QEnm3nr0EmEZA0QgqnJ4K8+CzKH4kgsDqvmBs91PjJpVitVjKRsKvYzJ2+Wg4fPkxEREQFW7iUlBTatm2Lj0/tg+S6knBvFTue6o2HUsq03iFE+JS3yfvx/I+8dvA1juceZ93FdTzU/iF8Vb7c0+Ye2nq2rfP5HAUFOIxGRJ0O5b79qEePwrRtG5opdzXLVTgoyd5wh687E320ZFjtrMvXMzkxgwtma/3qKzPXtVoto0aNom3btuTl5SGKIgkJCa5qeqOjlWvxUnoxMGggKqmKdanrqtxFcPU1XlcEmQxZTAzSiAiKPviQoi+/bLJzX2vZrxUtcrfgCuocYsTb25u1a//yYHr66afp3LkzR48epVevXnVK0VVcXFzBWF2r1aLXVzSOXrZsGSkpKfz66691am+fPn3KhaqYPn06TzzxBMHBwZw/X+J9GBgYiCiKTuWxTZs2pKWlYTQaUalUhIWFcfbsWaDE9k8ikXD58mUAoqOjuXz5Mnq9HqVSSWRkJGfOnAHAz88PhULh3H5u3bo12dnZFBcXI5fLnTZfULJNrVarnUvNkZGR5OXlodPpnFkwTp8+jSiKeHl54e7uzsWLFwEIDw9Hp9NRUFCAIAh06NCBM2fOYLfb8fDwwNvbmwsXLgAQGhrKnvO5xKXmIZfA6xvO083XwW2tFbi7u+Pn50dycjJQolCbzWZn/7Vv356kpCQsFgtubm4EBgaSlJQEQHBwMDabjezskjf4tm3bkpmaitRkYqdCzXGDhOdkJuLjc0qOk3ugLbLgGX+Mizk5tG3blvj4eFQqFeHh4Zw6dQofHx9iYmLIz88nIyMDgKioKDIzM9Hr9SgUCqKiopwPdl9fX5RKZbn+zsnJoaioCJlM5jxHaX9rNBqnnVVERAT5+fnodDqkUint2rUjISEBURTpFKAk7mKh89iwsDCKioqw5dnQWrR8fPJjwpXh/Jn0Jxl5Gdzf4X5SUlKAkhQzRqORvLw8ADp06MC5c+ewWq1otVr8/f2d/e3/88/YTydgat0ahVqNPS8PUevGhego3C5cICgoyDlng4KCcDgc5ebsxYsXMZlMqNVqQkNDy81ZQRCcXmHR0dFkZGRgMBhQKpVERESQmJhY0gZ/f2QyWbn+zsrKori4uNL+VqlUJKWl85Ndjp9UyebLuZy1iPzvXCpzOkU7+8zb2xutVltuzhYWFlJYWIhEIqF9+/YkJCRgt9tJT0/H09OT1NRURFHEzc0NvV6Pl5cXR44coVu3biQmJmKz2fDwKEnVVra/TSZTpXO2dGWvujl74cIFzGYzGo3GJfeIo8VH2ZO1B7PDTFJREltPbWVIhyEV7hFGo5H4+Ph63yNK52xD7hFptw5HoXVD+3/fYtq8mfiRt4FaTceOHZ397ep7RGpqKkajkeTkZFq1auWM5l+6O1M6Z2NiYkhPT3f2d3h4eLVztqnuEWX728PDg9TU1HL3iKr628fHxznmdblHhISEYLFYyLnifNKuXTtSUlIwm824ubk123tE2TkrlUqJj4+v0N+1vUc4HA48PT2d94jS/i4uLnaGOCs7Z5vLPaKxwmMJYh0MzKxWK4899phTcWsozz33HElJSaxcudL53dq1a7nvvvvKKV65ubl06tSJVatWOYO9CoLApk2bqgw7YTKZ2L17N5GRkcjKBEdVKpXXnadbfHw8HTt2dEld+QYrN31ykO5h7hgsDs5k6pkzIpoJXV07wd6/lI+HVMJDgZ58mJHPDznF7OgUSnpKMt6BQdyWlMtEHy1tDmzDZDIxZcqUCttwrpS7vuxLKeDF1WfQm+1E+Kj55cHYcu1cnbKahccXMqPjDL6I/4I3er7B0JCh9TqXLSMD68mTFL71NoZbbkazeQva6dPQTpvmImkaB1EUmXL2Mn4yKQeLTQzyUHPaaOH39iF13lq9esztdjtff/01UPIAGzBgwDVbma0PeaY8tqRv4cfzP6KVa3m799u0cquYO7I5zHUAy7lz5D34EFiteLwwC8348Y1+zuYie1PTIvc/C4vFwsmTJxkwYIBLVyPrtEcjl8vZvn07u3fvdsnJg4ODKxg5pqenEx4eXu67EydOkJmZyZAhQ1CpVM4OGDlyJJNrCH6q1Wrx8PBwfq43Bc7VeKplrH6kGwUGG4FaBSLQMdj1TgNyQUAmCDhEkTV5em7z0iDYrGzcuJGkxDMsjPDjNomF1NRUunfvXu5hf/78eWfcwWtNK08VQ9v4YBchKddIUo6R+Px43j/+PpmGTP57+r8MDx3O6pTV9PDrwZDgIfU6jyiKyIKDsZ4+jaBUYunfH82YMWiugwwogiCwvE0Qz4Z4U+QQCVPKSTLbOGlseM5TqVTK1KlTiY2NJTU1FTc3Nxe0uOnwUfkwKXoSYyLGkGHIwFvZePmJXYF5y5aSjCAyGYY1v13r5rTQQgs1UGdDmwULFvD2229z8ODBBp/85ptv5tixY85lZICtW7dWWF3r3bs3p0+f5ujRo84PlHiqfvDBBw1uR3OnLs4iNSERBILclaTmm5DLJCikAlG+ro+/9kSwF9MCPDhQbCLDamecjxaFQsH9999P506dGOCh5tLxo7i7u9OmTRvncQ6Hg927d3PhwoVyNnLXijBvFa/dFoOnSopUKFmZu2y4zIWiC3yX+B120Y6v0pcsYxZPd366Xkb9tkuXyL1/GpbjxzGuXIVm0iR8u3TB4/nnkFwnWQoEQSBEISVGKSfRaCZALmVtPWLGVTbX3d3d6dSpEzabjf379/PDDz9gtdbP5u5aYLKZ0Fl1GO1G3jv2HgezKt47XXmNNwS3u+/G+8MPwGoFhx3RZKr5oAbSXGRvalrkbsEV1Nkm7s0336SoqIi+ffvi7e2NRlPeq1EQBKf9VU1069aNrl27Mn36dF5//XX++OMPVq1axcmTJzEajaSnpxMZGYlGo6k0AXZYWBitWlXcmvi7IXNhrszvDlwi32DF5hAxWOy0C3BzeaaGg8UmOqoVuEklrMrTE6GU0VkpxeFwkIyU91Lzec1XRWJiIgMHDnTa/AGcPXuW/Px8hg8f7lK5G0K+wUqkr5qkHCN7Uwr4tNdNhGhCeHTno8y8YSbnC88zKXoSEe4RNVdWGTYbsshIjJu3gERSEk5kyxaYMsW1gjQyTyZn40Bkh87E/0UH0tWt7qveVY350aNHUavVpKSkkJ+fz7lz5+jQoUNDm9wkyKVyDmQdINojmj2X96Cz6OgV0KtcmeYy1yVaLYrOnZG2aYPUzx+hCYzQm4vsTU2L3C24gjr3ZteuXYmNjXVZA1asWMH06dPp378/ERER/Prrr8TExLBt2zaGDh1KcnIykZGRLjvf9UhGRgbe3q7ZhsksMnMhz4hEgFdujcJodW3oCqPDwaNJWfwr0JO7/NzZVGjgoQAPEhISOHjwIGeHjuaC2UrqyUTkcjmdOnVyHiuKIgcPHiQiIoKgoCDi4+NdJndD2JKYx8lLxYiChf0XrBSa9Hx08iMi3SOZEDkBmUSGQ6x/P8rCw3Gf+TjZkyajmXQH+qVLMQwahJ8LZWgKng72QgSmnr3MKaOFXu4qRFGs0+pkVXM9NDQUh8NBXFwcAQEBnDp16rpR4qSClCVDl7AjYwevHXqNg9kHuWy4XC4dlyuv8YZiPXcee2oq9rNnMaxbj/qWmxEUikY7X3OSvSlpkbsFV1BnJW7x4sUubUBYWFil6bOGDBlSrU1Uc7CXuh55/ubWzN+URISPmhBP179lqyUSfmsfgptEYFOhAYNDZKy3FqUsiJjYbnxcaOQhPzfid5ykS5cuKMo8HFJSUsjNzeXmm292ebsawm0d/YjxU/Pw6l/xavUHG9MncCr/FP/q+C+2pm9lWOgwJEL9VjOLFy9G2bs3hjW/IajVYLODKGIacauLpWh8OmlKVt5u9tSwIq+YfJudZLONj1s3fPskMjKSiIgIkpKSkEqlpKenk5+ff908DCSChN4BvdHKtJjsJtalruOB9g9c62ZViiwyArcpd6Jf9gO6f/8biVKJ6ub6pY9roYUWGpc6P3mioqLYtWtXpb9t3brVpat0LZQQFRXlknosNgc2h8iZTD1B7gpeWpNIgdG1tkWiKNJKIcNLJmV1np7eWiWtlDL8/PxIahWFHZEOly9gt9srzJXIyEhuv/12goNLck26Su6G4q6U0S3UgwBJZwZpn+P7s98zNGQoqy+sZt3FdfWuVzSZMG3ZivngIYy//45m0iSMa9agmTSJ1l27ulCCpmO3zkiW1c45kxUHsLXQQI7VXuvjqxvz4uJi3N3duXz5MgqFwhke4XphXtw8VFIVEkHCbxd+w+b4Kz1Zc5nrUBIzzv2xx1APHwZyOYZVqxr1fM1J9qakRe4WXEGtVuK2bdvG1q1bgZLVkkWLFvHHH39UKLdr1y5nfJUWXEdmZmaFoMj1YV18Ngs2JyMi0ivci21n83hrdJuaD6wlpw0WXkrN4fPWAUgE2F9s4q0wX/bu3UtoaCi/GWTc4qEmeWsc7dq1K+dpaLVakcvlhIaGOr9zldwNxeaw8cnh3xCFVmxKOYzFNoagMCs7MnYwr/e8emcoEFQqfJcspmDuXCS+viUBfQUBt6l3cbGZyF5X5IKAl1SCv0xCjtWORIDf8/VMC6idg0Z1Y26xWJzxmjp37kzPnj1d1u6m4J4295BlzOKVg68wLHRYuXnTXOZ6WQQvb7BasRw6hC0lBVkjmbU0R9mbgha5W3AFtVLitm/fzltvvQWUOC4sW7as0nLu7u48//zzrmtdCwCVBj+uD7GtPJjeN5TPdqZisjloG1CSrcFVSAW4QaMgUCHlmywdSkHgFnclG9PS8PDwYEn7DsSdSeRwcTHdu/+Vn1EURVasWEFERAT9yiR5d5XcDSUuJ47VGR8R6Pkk+dazWItuYkXyR0yKmkSke2S96rSlpIBcjqjXY968BY/ZL6EePRrVkMFIPD3RX6f5BXu7q7hB6uBUvp1sq4nRvnJMxiJyciy1VnbLxoi8mttvv528vDwsFoszi4OkmWazuBo//PBT+PGfjv9BKpFSkFdQ7vfq5L4WWHv2wNGuLTgc5OblIXN3b7RzNTfZm4oWuf8elJp3aTSaCs6ejU2tlLi5c+cyd+5cACQSCevXr+fWW68/m53rFYWLjIojfdWEe5fYwWUUmukf5eWSektpq1bwdrgfoiiyOq+YYV4aPBRyJk2ahMnuQCkRSDlyiMjISHx9fZ3HXbhwgczMTPr371+uPlfJ3VB6BfRi6c1LmXvwDaQZVgSf3SgFN6a1m1bvOov/+zW2S5eQeHshDQ9HHhuLIJEga90aaD6y15XCwkIAYgL8UVvt+Mmk5NrseKjkKGqhbLm5udUYCNPDw4OCggLkcjl2u/26Cv5rtBlppWiF2W7GIDMQpA5CLpXXSu6mRvTxwZFfgCMzE4m/P9Iy16wraY6yNwUtcv+9EEWRoqIiCgsL8fT0bLLz1vkVNjk5mUGDBvH7778785BeunSJ48ePu7xxLZTgChsChyjyU9xlDl0sxF8rJ63ARIdA1wVOPVxsYl9RSWLj4wYLyWYbo7VycnNzybLaGHQqjd/Op5Kbm0uPHj2cx4miyIEDBwgKCiIsLKxcndfadsIhOjiQdQCAfZn7SCxIIsg6CVn+GNo5nkMjq/8bl+ecV3G7awqWvftQjRxJ7pS7MB/4K37YtZa9vlitVjTuHlyy2lEIAkaHSDu1olYKHFBjMG5RFCkuLkYQBOx2O1ar9bqKGScRJEgFKQICBpuBQkuJ0tscg5ALgoDE0wMkAjhqb9dYV5qj7E1Bi9x/LwRBwMPDo8nvR3VW4oxGIzExMYwbN8751h0XF0dsbCwjRoxwfteC63BF0u/LOjMLNidzKqOYtgFuvDoimt6RXg1v3BV+zC3my0wdAKvziwmUS3G/mMyyZcv4NasQiwhFJ48SEBBQLrbfxYsXycjIoE+fPhW22651svN9mft4ft/zHMw+yH9P/5fW9ge4VGDGbIPDSUpsjrp7SIuiiKO4GJRKDL+uRNqmDdaDB5FGRKDo3s1Z7lrLXl8EQUAuEYhWyfGXS9E7HDjEkpcIRy08yk01BJcVBAF3d3c0Gg1WqxWJRILRaHRV8xsdpVRJuDYcD4UHgiBQYClAFMUa5b5WOHQ6EEUc+fnYs7MbJSpAc5W9sWmR++9JfW2k60udlbjZs2fj5ubG3r17nRH1b731Vn755ReOHDnCnDlzXN7IFhpOiKeK3c/04bLOTMcgLRO7BhLs4bo3onfCffkg0g+Tw8G6fANjvN3o0rkzEydOZI3OxI0qCTkXUujRo0e5SV5QUECrVq2apaFr/6D+/HfQf/np/E9oZBq6RuWjaf05Ngw8MSgcaT2uVfOu3WRPmIhx7Vqsx46hHjIEy+HDuP9rRkm6o78JKokED6kECZBns5NosqKzuyYmoUKhQKPRIAgCUqkUk8mEw+HaeIeNjVqqxiE6sIk2im3F17o5VSJxd0cSHAwOB46cHESD4Vo3qYUWWihDnZW4Xbt28corr9C7d2/ndzKZjIkTJzJnzhxWr17t0ga2QDn7sYZQaLKRZ7BhsNjZn1LgkjoBCm12BEHASyZlY4GBQruDiT5uSKVSsrx8STbbaJOehIeHBzExMeWO7dKlC7fffnulby+ukruuWOwWjueWmAckFCSwP2s/D7R/gHXpK5kScye+ak/SC031euOSd+qI9sEH0S9bhiw2FtOffyLv2hXlwIHlyl0r2V1JptWOXBAosDtQCgJ5tpoVrdpGc7fZbEgkEmy2kjAd19OWqiiK5JpzkQpSpIKUQkths41iL8hkSD09EbRaEAQc+fkuP0dzlb2xaZG7BVdQZyXOZDJV6X3h5+fnDAHQgutwhQ3BG+vP8cn2knRo287m8efZvBqOqB1ZVhuDT6WztbDkDf2n3GL6alUc27COuLg44vRmQmQSxJNH6datWzlPwoSEBCyWqr0Wr5XtxLrUdTy791lO5J7gs1OfMTp8NBsvbsRf5U9b+Rg0cinrTmXz3MqEOm8vSX18ENzcsCen4PHIwyh69MB95uMV+uDvYDeilgh4yiTYRBGVRMDgcGCuYcWstopx6SqcKIpotdrrqr8EQSDMLQxflS8O0YGf0q/Jt2DqgiiK4HCAKCIWFSO6WGFuzrI3Ji1yt+AK6qzEDRo0iPfff5/i4vJbADabja+//pouXbq4rHEtlHDp0qUG1xHkocRgsaNVSEgvLNlSdQXuUgkvtfKml1bFWaOFI3ozk3zcCA4OxsvLiwcCPHkpLwWlQkHHjh2dx2VkZLBx48Zq8+y6Qu76MDZyLB8P+Jgv4r/AR+lDhHsEx/OO81LsS0hQ4KGSklVsZWtiHudzare95DAYyH34YcwHDlD81Veoht2Cols3PJ5+CsUNN1Qof61kdyXeMikBchkaiQSTQ0RKzatxtV1Rk8vleHt7o1QqMRqNOBwO7PbGM753NQqpAk+FJwICRdaiZr2SKAgCKJUgk4EAjjzXrsY1Z9kbkxa5W3AFdVbiFi5cSGJiIpGRkdx999289NJLPProo0RFRbFnzx7eeeedxmhnCw3k0QFhCIJAiFeJa3fHINd4pqolEqb4ueMulfBTbjG+Mgm3eLnRp08ftKHhGE0mzp48USHF1v79+/Hx8amwvXotSStO40zBGSSChCM5RziVf4pXur3CraG3Mjt2NrF+sQyK8eGbuzujlgvIpQLbztbugSYajUgDAjHv24ejoABpeAT65T82skTXHqtDRC6A3uHAQypgroczSFWIoohCocBms5Gfn49Op2tQfY8//jhjxoyp17HLli1zHpuamoqPj0+Ngc9Pnz9N36i+HD9znHRLOnaxvBJats6GUNv2VMauXbtKQrj4+SHx8wNRRNC6zqu9qcnPz2fIkCHObfjs7GymT59OREQEYWFh3H333WRmZgJw+fJl7rzzTsLCwujRowc///zztWy6yzl69Gi53NVQs8x79uzh9ddf591333VGp7iajRs30rlzZ8aNG1enuVdT2fpeDw2Z/6Vs2rSJZ599tt7HNyZ1VuLat2/PkSNHGDduHDt37uSDDz5g/fr19O3blyNHjjB48ODGaOc/mtZXYofVl+xiC5d1ZhIuF6NVSFHJJET6Njwg4fp8Pe9fykcURYwOB6vzipmgkXLyaBwWi4VnUrJ5PP4CDoeDrmXSSGVmZnLhwgV69+5d7dJ6Q+WuK/87+z/mxc3jdP5p/i/h/7gz+k5CtaF4Kb24Lfw2Zzm5VKBbqAcqmYRt52q3LS319cX9uWcxrl6DetQoDD/8gP1S1QF9m1r2xsIsihTZHUgBiSAQqZJXW76u26IGg8G5RW+xWJwP52tJSEgIhw4dqhAy52oiQyPZuGsjga0CsYk2iixFTdTC+iHRaEAiQSxybTubcit84cKFTJ482WmX9eijj5KamspPP/3E8uXLSU5OZubMmQA89NBDiKLI2rVreeGFF3jqqac4ePBgddXXiWtpApCWlsYbb7xR4fvqZC4sLGTTpk28/vrr3HHHHXz11VeV1r1o0SI6d+7MZ599Vum10NRy1/Z6rI5hw4Zx5MgRTp8+7cKWuYZ6WRhGRETwzTffuLotLVRBTk5Ogybgz3GX+SnuMoVGGwOjvekc4u6STA25NjuXLDYEQWBdnp4ih0h/s44DBw7gFtOWw3ozI1PO0r59+3Iptg4cOICXlxdt2lSf8quhcteV57s8T2pxKq8cfIVoj2jUUjXTt03n+5u+x03+V/vXncpmb3IhInAqo5hMnZnAajx9iz77DOWNgzBt2lTyELRaQSpF++CDVR7T1LI3Fm4SgXZqBdlWO/k2B4FyEYsooqoibpzNZqt1oGNBEPD29sZisaDT6ZBIJBgMBjw8apfiq7GQyWS1ivOnVWnp1bEXacVpGGwG8s35JVuszdRmyHHFM9VRUIBoMiENDy9JFddAbLaSe4hcXr2CX1tKU/hdTVZWFsuWLSMuLg4oMenYtm0bmzdvdmaQefvtt7n99tvZs2cPBw4c4OTJkwQEBNClSxc2b97M0qVL6dWrl0vaWZe5XkpVstWFJ598kqVLlwI481QDHDt2rFqZz58/7wzIHhUVVWVGHZPJRM+ePZ0pFK++Fuojd0Oo7fVYE/feey/z5s3jf//7nwta5TrqdQXm5+czb948Ro8eTb9+/Th+/DgffvghKSkpLm5eCwBFDXzzndI9iEcHlCgEd3QL4umhkS5oFdzj78F7kf6IosiSbB1DPNT069CeBx98kLXFVtwQCUlPLpdiC0ryXg4ePLjGdEkNlbu27M3cyyX9JeQSOd+e+ZYiaxH3tLmH/539H6MjRpdT4ABujPbmkzs6IBVgYpcAfNyqvqk6DAYsR49iPXkCw8qVqEaNxLRhA9rp05FUE9W7qWRvbARBQCoIeMkk2BHJtNo5Z7JW6eBQV7s2qVSKSqVCIpE4w4001DaudPtl7dq1DBw4kODgYEaPHu3cZoOSraihQ4cSHBzMLbfcUm6rpuz2zejRo3n44YfL1T9lyhQef/xxZ7m0lDQcODh27BhDhg6psc5S3n77bef20uHDhxkxYgStWrWibdu2zJw5s9Zp686ePcuECRMICQmhW7duLFy4sEIf/vzzz8QOGkSHUaN4bv589Pn5OHQ6fvzxR3r16kVYWBhDhw5l586dzmNKtyrDwsJo164dr732mnMLrlSeFStW0KtXL7788stq+6q6+srWFRsby5dfflmpnL/88gs9e/Z0RtPPzMwkODi43JZiadisnTt30rFjR+ffAP369WPXrl2V1j1+/HhnO0sZPnw4L7/8cpVtN5QJ11LV+FUlW3X9XhOzZs1i+/btvPTSS+W+37t3b7Uyx8TEsG/fPqAky07ZF/NSxowZw/79+1m4cCFjxoypMG+zs7N56KGHKp0TV1PdNVYZVfVJ2TaUmgdc/SlNJVrdnB0zZgzr168nL881ToGuos5KXHp6OrGxscydO5esrCwOHDhAcXExGzZsoFevXtdtkNLmTENdsn3cFBitdjRyCfkGK5ZahHqoiYPFJkxXHsS7i0ycNVmZqpGWxOuSyfg1r5j2uRm0iYiokBYpMjKSyFok024KV3S7aOfL+C/54dwP/Hj+R3Ze3smznZ/l8/jPae/Vnmltp1U4xlMtZ0C0N/2jvEnOMyGXVn0ZSTQavBctwrRrN9LgYASJBGlICJo7bq+2XX8nN3xRFJn/8afc3rM7Q7t15diePeUcHC5cuECnTp3o1KkTr776aoXjp06d6vz9apYtW8YNN9zAoEGDWLt2LXK53GUBad98803efPNNVqxYQVJSEh9++CFQstIwdepU2rVrx7p167jnnnv44osvKq1j3LhxbNmyxakU6fV6duzYwYQJE5xlLA4LNrONFx5+gdYxrWusszLuu+8+evTowR9//MFnn33Gpk2b+Pzzz2s8zmKxMHnyZLy8vPjtt99YsGABS5YsYeHCheXKffHFF3z++ed8+eWXbNm/n39/8QXxBw7w1FNP8corr7BhwwaGDRvGnXfe6cyL+cADD6DRaPj999/55JNP+P3333n77bfL1btgwQLeffdd7r777hr7qqb6FixYwAcffMDdd99dqazbt28vly0mNjaWU6dOldveW7p0KWq1msLCwgor4UFBQVVGXxg3bhybNm1yxivMzMzk8OHD1bb93XffdR5f0/iVle306dPV9ntNhIWF0blzZ+dKWSmpqanVyuzh4cHNN9/svCYeeeSRCnV/+eWXxMbG8sgjj1SqTNdmTkDdrjGg1n3So0cPDh065PxMmjQJb29vBg0aVGP7AgICCA0NrVKRv1bU+Unx0ksv4ebmRlJSEl5eXs6ti5UrVzJgwABmz57NypUrXd7QfzJt27at97HpBSaWHcrgQp6RUG8VD/9wilUPdyPCR13vOvV2Bw+fz+LpYC+mBXjwf1k6OqnkpG7ZgCkggDaDhqBy2IlKTqD7iGHO43Jzc9m+fTvDhw9Hq63ZO7YhctcWqSDlk4GfkJCfwAv7X+Cu6Ls4mH2QQkshH/T7AJmk8kvkQp6RXL2F+Mt6Hlt+itduiybEs3w+QP2PP6Ls3RtrYiLWuDi8P/wARe/euN19N0INWyJNIXtTIQgCgkFP9uUMAGQ2K/k2OwFyKdIr6bMyMkp+u9rrHUq2lkt/vxqDweD8zWw2I5fLXaYAv/zyy9x0000ATJgwgfj4eABWrVqFIAh88sknyOVyunXrxqlTpyp9gR07diyzZ89m//799O/fn61bt6LRaBgyZIjTA7mVWyu2/bENBPj8s8/RKDXV1nk1pQ+8559/HqVSSadOnejRo0etdkZWrlxJUVERixYtciozc+fO5bnnnuOFF15wlvv444+JjY1FFEVeevRRXnrnHQb17IlEEOjduzchISF06NCBqKgoRFFk3759nDt3jlWrViGVSoGSbbSnnnqKN99801nvnDlznHm4q+ur6up76KGHnHUNHTq0SllPnz7NHXfcUelver2eOXPmsHjxYl5//XXOnz9fIb+nm5tbudWzsowZM4YXXniBAwcO0LdvXzZs2ECrVq3o2bNntW3/z3/+U6vxKyvb3r17kUgklfZ7Q9Dr9TXK3L9//wo5rssSEhKCUqnEy8uLkJAQUlNTnb/Vdk5A3a4xKEkHWps+UavVzq3VzZs3s2LFCr777jtCQ0Nr1b7WrVtz/Phxxo4dW21fNiV1vtutW7eOhQsXEhoaWm65Xq1W8/jjj/Piiy+6tIEtQHx8fLnwHHUhs8jCzvP5GKx2IrxVeKhkhHs3LPmwm1TCmvbBeEmlJBgt7C028V6EH91vugmpVEqAUs5jZw9j06rLpdg6cOAABQUFqNW1UyAbIndtWJG8gptDbkZEZN7ReXTy7sTDHR4muSiZQcGDCHELqfJYtVyC3SEiAQ5d1LE5IZf7+vwlq8NgwPDrSkSbHcOyZSiHDEFQKku2F2sRyLexZW9q/Dw9CA4OxiaCTKlABApsDnzlUqRSqdM2pzLl3s/Pr5ztTlk0Go3zNw8PDwwGAzKZDEEQGmxAXbb/3d3dnemCTp06RdeuXcvZJsXGxlb6gAkMDKRv375s3LiR/v37s379esaMGVNO0RQEgbPxZ2l/Q3uKHcXI7DIUUkWVdV6NSqXi/vvvZ9GiRZw5c4aUlBSOHDnC7bdXv9oLJfOsR48e5fqqc+fO6HQ65wqMVCqlc+fOzrb2uPFGjG++SWyHDvTs0oXevXszYMAABg0axIQJE/Dz82PVqlVkZWWVW+0RRdFpv1hK+/btMRqNqNXqavvq5MmTVdZXanrQvn37amXNy8urNDH5vn37mDFjBtnZ2SxcuJDp06fz6quvVtg2M5vNVSY29/PzY+DAgaxbt46+ffuyfv16xo4diyAI1bZdp9Ph4eFR4/iVlW3w4MH06tWr0n5vCO7u7nWSua7U1A9lqcs1BtX3SVlFspSMjAxmzJjBQw89xG233Var9nl4eODt7U1OTk6D+sHV1FmJs1qtFbT1Ujw9PWtth9FC09A9zIP/3tWJEV8cJlCr4IZgbYMMp0vfbMKVJRfX2+k6guVShntpkAtuZFltHEy/THpaGrfddpvzXPn5+SQmJjJ06FDnW861JMeUw+Izi9HKtGy8uBG7w86MjjNwiA7aeLahjWf1ThcB7kqWT4/lqRWnOZqmY2NCTjklTqLR4LdkMYUffIhoMiELCyNv5hP4/bgcWRnF9p/C448/zv2PzSDTasPkEPEsswUdERHBqVOnACrNg1pqr1IZU6dOZerUqYiiSHFxMQaDAb1e7ww/0pC5XtU8tVqtFeqtzg5v/PjxfP3117z22mv88ccf/N///V+FMgaLAUEQyDfnU2AuINojukbbvlKlMiUlhcGDBzN69GiGDBlChw4d+PTTT2sSDyh5SF9tZF5ab9mXrbL2q/Yr5bVqDSt/+IHjFy7w559/smbNGubNm8fGjRuxWq3ExMTw3XffVTinVquloKAAqBj4taq+qq6+0vbXNNY2m63Cyszq1at55JFH6NOnDytXrnSaeQQGBjrtv0q5dOlShS3IsowbN47PPvuMF198kR07dvDcc89V23az2YxWq63V+JWVzc3NjdWrVxMXF1eh3yszOagt9ZG5LpT2w9dff13hBavsnCgtW5drrLo+cXd3r1DPww8/TGhoaLkVwJrmbCk12XI3NXVuzYABA/jqq68qXbpdu3ZtBSP2FhrO1TZldcFqd3Aio2SLKl1nplNww4L87ikycXviZfJtdi5bbKzL13OPWmDt6tXodDq+yy7i0UwDGk/PcjHgDh48iJubW51Wlxoid034qfz4/qbvSdenczjnMLO6zuKtI2/x/vH361RPn3BPdCY78Zf1pBWYcBgMFM6fjz0vD/P+/ZjWrMHt7rvR//gjmsmTa63ANabs1woRkCIgAHJBwFdeUUmq71aoIAiIoohcLsdut2O326s0mG4obdq04ejRo+UeKocOHaqy/JgxYzh37hw//PADcrmcgVelWAPo0LYDiScTsdvtiIgUWArK1Vm6IlE2efjZs2eBkt2RkJAQPvvsMyZPnkznzp25ePFirWSJjo4mLi6unCx79+4lPDzc+eCy2+0cP37c+fvhw4cJbdWKTfv28tEHH9C1Y0eeeeYZNm7cSHh4OFu2bKFNmzZkZGQ4DfXbtm3L6dOneeeddyo8BMuOeVV9VZf6qiI4OLicoqDT6Xj66aeZMGECq1atKmenO3jwYE6ePEl+mTRjO3furDaE1pgxY0hJSWHRokX4+fnRs2fPatv+/vvvI5FI6jx+K1as4KOPPqJbt248++yz5fq9IdRH5rpQ2g9hYWE1jmFdr7G69Mn8+fM5fvw4X3/9dbkXmNrMMZ1O1+xSItZZiZs/fz6HDh2ia9euvPXWWwiCwI8//sjEiRP5/vvvKzVSbKFhVJXmrCZMVjuDPjrA7yez8NfKCfZQ0rWVe80HVoOnTEJ3NyVeUglLc4pQSQSGqiQ4HA5kShUrcouIyUihV2xsufhdSUlJ9OzZs04P6frKXR0Wu4UlZ5ZgsplIKEhgSeISprebzu+pv1NoLeS+tvfVuq4is40Ptl1AKoBMIvBHQg72SxlYjsRhS0mhcN58FDcOxHL0KBIfH7QPP1TruhtD9muNu1RCpEqOt0xKnq0kBVeBrfzbdUPecj08PPDw8EAURaRSqXNFztVMmjQJs9nMU089RVxcHN9++y2///57leUDAwPp168fb7zxBmPHjq1UxrvuvAurxcrCVxeScDyBr//v63J1BgQE4Ovry+rVq7Hb7WzZsoXt27cDJcrJxYsX2bhxI8eOHeOll17i1KlTZGdnU1hYWK0skydPxmg0OmVZs2YN7777LjNmzHCWkUgkTnuvTZs28c477/DIww/j7evLwm++YeknnxB/+AjLly8nJSWF2NhYhg4dSkREBE888QRxcXH89ttvzJ49u9KX/LL9UVVf1aW+qujRo0c5D8c///wTg8HAjBkzSElJISkpyfnp2LEjN9xwAzNnzuT48eN89NFHrFu3jmnTplVZv6+vLwMHDuT9999n4sSJzpWkqtpe6mRR1/Hz9PRkwYIFfP/998THx5frd4CLFy/WK/1lly5d6ixzXSjth2eeeabGMazrNVZTn5Syfft2PvjgA2bOnIkgCM7xzs/Pr9UcS0lJaXZmLnW+Y3bt2pXdu3cTHBzMwoULEUWRTz/9lIsXL7J+/XqGDBnSCM38Z5OWllav40QRnhkaSa7eSpcQd36Y1pUBUd4NassNGiWvhvpgcIj8lFPEZF93WocEM3HiRNYXW8i3i3TLuVRuWV+hUDBt2jRuqCS9VHXUV+7qOFt4lp+SfuJE3gn+feTf9PLvhYDAnsw9zOk+p1o7uKtxV8r44s6O3NTOF3+tnDtig5DHROO79Dv0i5cgyOWoBg3CcvAgnrOeR1JLW0BoHNmbA6IoopEI2BHJttpJs9jKhRuxWCwNql8qlSKTyRBFEZvN1uD6KsPDw4MffviBo0ePMnLkSNasWcNrr71W7THjxo0jNze3nFdqWZRKJcuWLePEsRM8OvlRtqzbwqzZs5y/S6VSPvnkE5YvX07r1q356quvnIrW+PHjueuuu3jkkUeYOnUq/v7+fP311+zZs6fG1RlPT0+WL19OQkICI0aMYPbs2Tz44IPlPA/VajX33HMP9913Hw8//DDjx49nxuOPM/yuu5j1r3/x/uLFDBszmvfee4+33nqLQYMGIZVK+f7779HpdIwcOZLZs2czbdq0csphKVePUWV9VZf6qqJv377lgvVeuHABq9XK0KFD6dmzZ7nPpUuXWLx4MQaDgREjRrBs2TL+97//1RhvbPz48RiNRiZPnlxj26dPn+48pqrx27p1a4Vz3HLLLbzwwgu899573HLLLeX6HWD06NG8/vrrte6XstRH5tpS2g+FhYU1jmFdr7Ga+qSUn376CYfDwfz588uN95dfflnjHCsoKCAlJaVCndcaQWzAq6rZbCY3NxdPT89KY8ZcS0wmE7t37+aGG25o0sCCjUFDjNztDpEbP9zPfb1DnKm36ssfBQb85RK6ualYmq1jfno+Sz0cRHh74eHlxcj4dGSX05njJtK3b1/gr4j6VdlRVkdjGffrLDpePvAyGYYMXu/xOjN3z+T+tvfzQPsH6lXfzvN5fP7VRt6VnqbVnNnolyxB/91SvD/8EEXnzhg3b0IzenSd6rxeHRtyc3Or3W5wiCKJJitSSrZX7SJ4ySQEK0pWaEuN3OuL1Wp1Gmer1Wq0Wm2zs2GpjFK5s4xZGG1GLA4L/ip/vJRe17pp1eLQ6bCnl2QekYaEVBv7sCoaOua1JScnhx49ehAXF9do5gqLFy9m8eLFbNu2rcayjSX3uXPn+Oqrr8qFMGlONNV4u5rvvvuODRs28P3331dbrqp7oMVi4eTJkwwYMKBez8OqqNfdzWKx8P333zNr1ixee+01/vOf/7B+/XqXNaqF8kRERNTruG1n89h8Jgej1cGWM3m8vu5cg9qxLEfH6jw9DlHku+wihnlpSDiwnwMHDmByiEQbdfRIO1suxdbevXtZvnx5vba16it3ZWQZs1iSuASbw8by88s5lX+KuT3m0tm3Mwv6LuD+dvfXu+6DFwrxt+lZZGnFFz/tQ7/kf7g98jDSwAAElbLOChy4VvbmhEQQiFLKCFHIsIgiWqlAvs2O/cr8aOgLl1wux8/PD6VSicVicdrKNXdK5Q5QB+Cv9scu2qsMb9OcEE0mkMlAELBnZyNWEcS5OprqJdvPz4/777/fma3AlRQUlNgwLlq0qNbbj40l97x585g4cWKj1O0KrtdFlW+//ZZZs2bVXLCJqfNdIiMjg2HDhhEfH49Go8HDw4Ps7Gzmz59P7969Wbt27d/SKPtakp+fX6+Vzs93puKjkSMAqflGxnYOqPGY6vg2OhCDQ2S7zkiqxcb8CF8633EHFosFucNO18M7adeunfMtS6fTER8fT79+/eq1AlhfuSvjWO4x1qauJcwtjKVnl/JguwcpsBQA0Dugd73rFUURESjq1oeE1EzsKWamDBuGWKgj96GH8f91BZJaxMS7GlfK3txQSCTIRRG1RMAqlqzI5dvs+Mll2O32BnsvS6VSNBoN+fn5FBUVYbfb8fLyarbprIBycssEGTJBRo4pB6vDireyYSYQjYnEzw+Jtze28+dBKi2x4agjrhjz2vL8888zduxYHnvsMZcqEwkJCUyYMIGhQ4cyderUWh3TWHIvXLgQLy8vl9frKppyvF3Fzp07iYmJqWBj1xyo80rcE088QXZ2NuvXr0en03Hp0iWMRiNLlizh5MmTLXHiGoGrY+jUlmXTuuKvlRPqpcJiF+kcUn/P1EKbHUEQcJNK+C67iM5qOR1lAjKZjKN2gfdOncNkNpczAj106BBKpZIuXbrU65z1lbsyhoUO472+7/HBiQ/oG9CXLGMWbx5+k8uGyw2qt/jrb3jk9Dpm9fLmsYM/kqfyIL1NVww//FCSWqseChy4VvbmSKHdgdkhYnA48JVJcbuy5dnQlFmlmM1mBEHAbDZjsVgaxTbOlZSV2+qwIiJispvINGZisFUeYLY5IEgkCHI5gpcXmC1Qj5U4V415bfDw8GDbtm0uXw3q27cvGRkZLFu2rNZ1N5bczVmBg6Ydb1dx44038tVXX13rZlRKnZW4DRs28Prrr3Prrbc6bU1kMhn33HMPr776KmvWrHF5I//p1PetRSYROJmhx08rRyYRaB9Yv5WdFLOVG0+lsa/IyNkrwX0niQb+7//+j9zcXD66VMCWYgtt27Z1ZvDQ6XScOnWK7t271/uG6Yq3taM5R1mVvAqr3cr8uPkoJAr6BPTht9TfeLrz0wRpghpUv8TDHUGrxe2ThUgEiC1Mxeerj1DdOhzNlDvrXe/19qZaV9wkEgLkMhSCgEUUUV+JG+eq1TKVSoVWq8XhcDSqp6qrKCu3RqYh2iMapUSJBAm5ptqlU7pWiKKIqNcDIvZLl7DXMRhqc14hbUxa5G7BFdRZifPw8CAwMLDS39q0aYPNZmtwo1ooT7t27ep8zEfbLvDG+nOk5BmRSyR0DNKiqiQuV23wl0l5qZVPiUNDThH+MinDQoPp3bs3Z+QajhstdE2Op2eZvIQ2m43WrVvXexUO6if31cTlxvHnpT/5KuErThec5qH2D/FF/BeMDB/J6Ii626qVIl6Z52533okjL4+fDV682+c+Hjn8M+c8W6Ge9WKDblaukL05I5cI+Mml+Mml6OwloUYumq0NzrLgrF8uR6PRoFQqEUURq9XarFfjyho6C4KARJDgo/TBgQO9TY/RVjEIcnNBEASkoaFI/P0RDUYcOTmIdehrVxp5X0+0yN2CK6izEvfwww/z3//+t9Il0e+++44776z/6kMLlXP69Ok6H9PKS4ndUbLy8OaoaD6d3KHe53eTSpjq547B4WB1np67/LR4ad3o0aMHX2UVEmQsZqC7Gn9/f+cxPj4+jB49ukHbFvWR+2qmt5vO7a1v58fzP/JIh0c4mH2QCPcInun8TL3rdOj15E6bjnH9egy//47hp5+5a0QXvr6vG//uM40LM19C6dYw7ytXyN7cEUURq0NEChTaHBTaHeSaXBegVxRFRFF0rsY1ZyWuskwVhZZCJFf+yzE1r1Q/VyNRKpH4+ICiJCixPTOr1sdWJvs/gRa5W3AFdXZsUCgUHDp0iPbt2zNy5EhCQkLQ6XSsW7eOM2fOMHPmTGc8F0EQeOONN1ze6H8a9dkGuiM2iKQcI608FQR61P/N55fcIrKsdv4V5MUvucWIiHS6kMjpfHfsEVHsLzYzPCmeXoP7OY+Ji4vDz8+PsLCwep8X6id3KWtS1uCp8KS9V3vePfYu/QP7MyV6CjbRhs6iQymt/4qPoFSiHDAAFAp0b7yJasxoZEYdwe7Q+oYotmY7uE8UXZLe7O+MIAjYRNBIJBQ7HKglAvkO8G1g35WtXy6XI4oidrv9unMUCdQEYrQZuWy8jIfc41o3p2bsDrDZQBQRi4twFBfX2ya0hRZaqB11VuLmzJkDlMRC+eSTTyr8/t577zn/3aLEuYa6GqpeKjRhtYscTi0kQKtk8v8d5fv7uyCX1j2iTL7NQZbVjlUUWZZTxGhvN8xnCtEh0kut4N5LibSW2p2J7ouKiti9ezd9+vRpsBJXXwNdURQ5mnsUT4Uny88vRy1T092vO4mFibTzaoevqv5pUxyFOiSeHmgm3UHu9AeQt2uH1NOL4i+/Ii8kirPZarKLLdz2xWE+mdSBNv71Uxyau3Gyq2illGEXRRKNVmQIFCFS7BBxl7rGbkar1WK328nNzcVgMCCXyxucU7UxqMwGUilVopAoyDPnUWgpxEPh0ezaXRZBJkUaFISjqAixuBhHYWGtlLi/u/1nVbTI3YIrqPNT3eFw1PpTGy+UjIwMRo0ahVarJSYmptpAegsXLiQyMhKlUkmnTp347bff6tr865JSZ4HasuxQBo8uP8XZbAOiAIJAvRQ4gIcDPXk9zJdNBQYuW+3c5+/BsGHD6NarFxmXLuF2Np5ePXs6Hy6HDx9GLpeXixVXX+oqdymCIDCn+xwkgoSEggSmRE/h81Ofs+vyrga1x7x3H9kTJ2JNSKDghRIvbNWwYeiXLsX98ccJHDqAvpGeeCilFBpt/Hoss97nqq/s1yMCoJUKFDkcqASBPJtrvdcEQXA6NxQUFDTL7ZyqHmw20YZdtGOwG0gqSsJgbb6eqgAST0+kgYElNx1p7dYI/qkP9Ra5W3AFDQ5lfvnyZXbv3k1GRka9jp8yZQqiKLJz507mzp3LQw89xL59+yqUW7ZsGa+++ipvvPEGBw4cYOjQoUyaNInU1NSGitDsqauMjw4MY1qfVohAps5Ct9C6KwSiKLKxQI/1yrbed9lF9FVLUWZeQhRFXkrN5eXzGfj6+hIdHQ1AcXExJ0+epFu3bi5x4a+r3KIo8unJTzmRe4Jdl3fxc9LP3NvmXpYkLqGbXzemtZvWoPbIY7uifeRhihYvwZacjPbRRyj69FPUo0ahmXoXSpmEN0e1YXL3YOwOkbUnszFZ66eQ/BPmdSkWUaTQ7kAKSEUHYQrXB7kVr2zRlipzjnqEwmhMqrLXkwkyvJXeqKQq7A472abs62OrXRAQC/KxFxQiWq3VFm3OtoqNSYvcLbiCWitxW7ZsYejQobzyyivO795++23CwsIYNGgQYWFhPPXUU3U6+ZEjR9izZw/ffvst3bp1495772XChAl88803FcouWbKEBx54gPvvv5+uXbvy8ccfExAQwP/+9786nfOfgLtSRmaRBR+NjAydmR5hdVfi4o0Wnk7J4VCxiaN6M0cNZkYb8lmzZg0ncwvYUGBAeTmd3r17N8oqXH0w2o0kFCSQUJDAf+L+w4DAARzMPohcImduj7lIhfq9AdpSU7FnZiJRq3Hk5GDZsQPPN99ANJlRdO6Mx4svlNvmivBRYXWIFJntbDrTvMNDNAdUEgltVQoC5DL0CFivODy4SlmRSCT4+vri5uaG3W7H4XBgMDTvFa1SBEHAT+VHgDoABw6MdiPF1uJr3azqkcmQeHmBTI7jcgb2zPqvSLfQQgvVUysl7uTJk4wcOZLk5GQ6dOjg/O61116jT58+rFy5kjfeeIPPP/+c33//vdYn37lzJ507dy4XsuTGG2/kzz//rFDWaDTSr99fxvMSiQQ/Pz8y/wE3iLrYlh1N0/HWhvMcSi0k1KvEoaE+K3GdNErWtQ+hr1bF15mFtFbKGN+1E3fffTfLDXa0Nit9zTpiYmKcx/Tr14+xY8e6LExEXW3qNDIN7/Z5l3UX1+Gt9ObetveWBPXt+WaDclDq3nmXwv/8B8Pq1eiXfo/28cdR3XgjbnfcjvdHHyLI5eXKrz2VTaC7Ao1cwo5zefU6Z0PtCa83FBIBb5kEGXDZYifRZKHY4boVJ0EQUKvVSCQSpFIpBoOhWQUdrWnlWoIEqSBFQGj2q3GCICANCEAaElzi5FBU4uRQFddrGqaG0iJ3C66gVvsWCxcupGPHjuzZs8eZUumnn34C4H//+x9RUVGMHTuWM2fO8PXXXzO6lrkiU1JSKuSIDAkJISuronv6jh07yv19+PBhjh8/zr/+9a9qz1FcXIxM9peYSqXSZUpGU1FUVIS7u3utyuYbbZzPMXD6cjHP3hTJi8Oi8NPW7aLJsNgIkktprZJzzmRhi87Iv4M9kEokmNw9WX0xnd4XztC/Vy9nwGez2YxSqSQ4OLjO8lVFbeW+pL/E/KPzebHriyxOXEyaPo1FNy4i2iOaH27+AYW0YTcNz7lzsRw5TOFbb6MaNxbzrl0IchlukycjyCpeQu+Ob8eJ9CIe//k0d/WoX3/UZcz/LuTZHNjBaRuXZbWhlchdZsxvtVqd26ilCl1zoaZURBJBgkKiwGg3YhftWB3WBs/rxkaQyUpScTkc2DMuI0RHIVTS59djGiZX0CJ3C66gVkrczp07ef75550KHMCuXbu44YYbiIqKcn43fPjwctutNVFcXFyuTijxJtPr9dUe98svv/Dwww/TuXNn7r+/+sTlffr0ITf3ry2t6dOn88QTTxAcHMz58+cBCAwMRBRFp/LYpk0b0tLSMBqNqFQqwsLCOHv2LAABAQFIJBIuXy5J1xQdHc3ly5fR6/UolUoiIyM5c+YMUJJwWaFQcOnSJQBat25NdnY2xcXFyOVyYmJinPHAfHx8UKvVpKenAxAZGUleXh46nY7i4mJCQkI4ffo0oiji5eWFu7s7Fy9eBCA8PBydTkdBQQFBgsDD/UN5/OfT+Nlz8bA50OsFLly4AEBoaCgGg4G8vJIVoo4dO5KYmIjNZsPd3R2tjy8Tz2Zyq9TG02H+fJpZhK9oJ3/NCg7GduW0uw9aq52ehVmEhw8lPj6eoqIiDh06xE033eRcIWjbti2pqamYTCbUajWtWrXi3Llzzv4GnKuoMTExpKenO/s7PDycxMREioqKkMvlyGQyp81lVFQUmZmZ6PV6FAoFUVFRJJ5NxGK0sP7cejambWSczzg+PPghc3rNwVxopqioCJlMRtu2bYmPj3f2t0ajIS0tDShJOJ+fn49Op0MqlRLj50fagvfQT5qEV14eknnzsXTqhOViGor4eMyTJ3EhPh5BEOjQoQNnzpzBbrfj4eGBj48PHsZL+GsEluy7iMSkQ2EtAqBDhw6cO3cOq9WKVqvF39+f5ORkoOQFxmKxkJOTQ1FREYGBgaSkpGA2m3FzcyMoKMg5Z4OCgnA4HOXm7MWLF539HRoaWm7OCoLg7O/o6GgyMjIwGAwolUoiIiJITEwEwN/fv0J/Z2VlUVxc7OzvhIQEAHx9fVGpVOXmrMlkwmg0IggCKpXK6UQglUrLxWpTKBTY7XbnapharUZlsxAgiuQJUgTA6BDJM5nxUsgrlDWZTIiiWKHe0pAipUHHVSoVZrMZURSRSCT4+Pig0+kwm83Oe09pWblczueff87SpUtJS0sjKCiIUaNGMXPmTHx9fcvVq1QqnUqhRCJBLpdjNpfEuJPJZAiCgPWKLVjZsoIgoFQqMZlM5cpaLBaWLVvGL7/8wooVKyotG6IKIceSQ5G1CIvZglQpdfZLZf39008/8cMPP/DLL79U2t9V9eHBgwcZP348Fy5cQCaTVSgrk8mcslbb34KAVKPBoTeAzYYtOxt8fMqVtVgsWK1WRFEs14fyK6vblfWhRCJBoVBU6MPq+jsjI4MpU6awceNGkpOTeeaZZzhx4gQBAQHcfffdPP7440gkElQqFRcvXuSVV15h+/bt2O12Bg4cyDvvvENoaGi1/V3T/K6sv+12e41z9up+qW9ZpVLJoUOHmDZtGnFxceXK5ubm8uyzz7Jnzx4CAgJ48cUXGT9+vLMPDx8+zPr169FoNDz55JOoVKoK/b1x40ZefvlloqKieO+99+jbty/79u0jKirKWVahUGC1Wsv1YWJiIn379mXv3r3ExMRU6MNly5bx888/s3bt2lr3d3Z2NrGxsezatYuYmJg63SPK9suOHTtYv3498+bNq3V/FxcXk5mZWUGPqCpJQkOplRJ36dIlQkNDnX87HA4OHTrEPffcU66ct7d3nbY3PTw8yLkqRYvJZKoyvEJBQQGPPPIIP//8M7fffjv//e9/nRd7Vezfv7/KlbiOHTuWK+vn5+f8d+vWrcv9dnVZHx8f57+vXk28umxZecLDw6st6+np6fy3RqMB/gr8WrqVXdmxWq0Wb/9ALDYHa/ek4ecm5+ckgdnRPri5acqV9fDwICjor3RTbdu2LVfvu1FBRKnkGIAtxkKeDfahz4D++Pn5ESkI5PzxA4NvvhmNpqTe3377DTc3N9q2bVvuDausgl+ZrL6+f4X6qKy/T58+7Qwg7O39VxLw0v42283YRBtDYofgnevNs3uf5bbQ2ziYdxA3mRseGg9UV8XIu7oNZf8uG0fMGh+PJjmZwCIdhfPnI+/cGU3r1hh+/RWv/7yNavBgQsrUc3WGhVxlMLnGQnYk6diRpOP7+7vQMagk3EKbNm2qbVNAQACnT59GKpU6nUaqKlt2ztalvyMjI6stW7a/6zJnjUZjuRezq1/Syv599du4Vq1GajQil8tIs9hQSQTyRAGfK1ugZbk66vvV5yl7X7i6rIeHB3l5eej1eux2Oz4+PgiCwMKFC1m6dCn//ve/ad26NefOneONN97gyJEjrF27FoDY2FheeeUVpk6dWmFF/+o2XH3fqa6sVCp1hj6prqwnnuisOnSiDrvdjqfCs8qyEokEiUTi/K62fVi6QqlWq50y1Lu/Q0NxFBVhT0tDolQilcvLlVUqlTgcDqfMDenD6sp+/vnnTJkyBaVSyfTp02nXrh0LFiwgMTGRp556iuDgYOfz7KmnnqKwsJCffvoJm83GrFmzeP755/n5558r9GFd5vfVfSiVSsuVr27O1mV+V1U2LS2NefPmlZtjpWUfe+wxNBoN69at4/Tp0zzzzDNERUXRq1cvCgsL2bx5M2+99RZJSUl8++23PPHEExX6+9tvv6VLly68++67BAUFcejQIcLCwpDJZOXKlp2TZdsvl8sr9EnpdVF2TlYla9n+DgkJcZ6/VP769OGtt97KvHnzSElJcT5/a+pvrVbrfEaVfa41lkNHrZS4wMBAsrOznX8fPXqU4uJi+vbtW67cpUuX6hQaITg4mJ07d5b7Lj09vcJDA0o064EDB5KXl8fy5ctrnRlCq9Ve93vwVytvVbH9bD6v/J5IuLeKMG8Vh1N1eGmqV3LLYhNFZILAjR4lk/KttDzcpBIm+3vgFuTFgSITF3f+ibe7O+3btwdKvJOTkpK49dZbXb5EXpPc84/OR2/VM7PTTF458AqdvDuRa86lyFrE+/3eRyWre5Bje14eEi8v5B074vHybApmvYAsqjXKm26iaMECPJ5/DtXgwTXW0zvck9nDo/hqVyp6i4Ml+9N5Z1ztU2nVdsz/bqjVavItNqQIiCIoJQJ26hHQshpKVwVK36ANBgNubm58++23vPHGG05zkE6dOhEREcFNN91EcnJyhRcNV3L1g6AqLA4LUkGKzqqjyFqESqpCKS1ZCanphfZaIahUIJPhyMpCUKsRysTps1qttZa9Jqrqg6ysLJYtW0ZcXBxHjhzh/PnzbNy4ES8vL7p06cLu3bv5448/uOeee8jIyGDbtm1s3ryZ7t27AyUOfLfffjvp6enOeJiuoC5yN3R8n3zySZYuXQpQweTl2LFjHDhwgJMnTxIQEECXLl3YvHkzS5cupVevXpw/f57+/fsDJS+KVe2UmUwmevbs6VzwufqlshRXjXd1yGSyKs9fV+69917mzZvXbJ0oa2UU0qtXL5YsWeLcKlu6dCmCIDB06NBy5ZYtW1bO+aAmbr75Zo4dO+bc2gPYunUrt9xyS4Wys2bNoqioiMOHD//jUnuVbs/WRK8ID14aFkVKnglRhPZBbvjUQYmbnZrDf9JKxuKC2cqPOUXcby/i0K6d5JmtPJaUya9WKb1790YqlSKKInv27MHHx6fCap4rqEnucZHjGBE2ghf3v4iX0ov2Xu05mH2QuT3mEuIWUu2xleEwGMi9fxr6xUswHzlCwbPPIYuKwvuDD1DfOhzPV19Fc/vttapLrZByR2wQD/QLw2h1sPlMLueza+8RWdsx/7thMpnQXHFyMIsinlIJMhcHuFWr1Xh7eyOVSpFIJM4VOZ1OVyFUUpcuXfjpp5/w9fWla9euZGRkMHPmTObPnw+U2OaOGDGCVq1a0bZtW2bOnIleryc1NRUfHx/Wrl3LwIEDCQ4OZvTo0eV2Ko4ePcrQoUMJDg7m5ptvJikpqdy5K6tbZpXR2r01Oek59Ivqx5LlS4iNjeXLL78sV98tt9xSob6rOXv2LBMmTCAkJIRu3bqxcOHCcs4eP//8M507dyYmJoann366nEfvjz/+SK9evQgLC2Po0KHlXsazs7OZPn06YWFhtGvXjrlvvolFEEAUSd6zB19fX1asWEFsbCzR0dE88MAD5do1ZcoUHn/88Urreu2115zKd2kfl9b15ZdfVirnL7/8Qs+ePfH09ESv1zN06NByuyNlt4czMzMJDg6mU6dOzt8DAgKcbbma8ePHO9tayvDhw3n55ZerbTvA3r17K5071clWXb9Xx6xZs9i+fTsvvfRShd/27t1Lx44dnXJCiZParl0lcTVjYmKcYb8uXLhQaeaTMWPGsH//fhYuXMiYMWOc7S+dg2X7om3bthX6oix1mcdV9UfZ8+/atQsfH58Kn2XLllVoW2XjNGbMGNavX19OT2lO1OoFd+7cufTo0YMbbriBsLAwNm3axLBhw5wedCtXruR///sfO3furNSztCq6detG165dmT59Oq+//jp//PEHq1at4uTJkxiNRtLT04mMjEQikbBy5UqeffZZLBaL07YKcA7I35naetH5uilQXIl0n5xr5I5udduD769Vo5KUHP/BpQL85FL6I3KhsJBleXqsdgcD9bl06FCiZNtsNqRSKf37928UI/HK5NZb9WxM28iEyAlEu0fzyclPMNgMfHHjF+y6vItHOjxC74De9TqfRKPB4+mnEe028p95FkXXrij698eRl4csPBz1qJF1rjOryIJKJiCRSPhwWwqfTOpY80HUfsyvB2666aZam1mUxnMDsAOiCFIBROoe1DIwMJCtW7dW+F4QBBQKBe7u7hQUFCAIAkVFRYwdO5Y33niDHTt2cMsttzBw4EA6dOjgfKn8/fffGT58ODNmzODee+8F4L777mP8+PEsXLiQS5cuMXPmTCIiIpwvmm+++Sbz5s1DpVLx0EMP8eGHHzJv3jxMJhNTp05l0KBBvP/++xw6dIjXX3/dufpTXd2zZs3CW1my3b3oo0W8veBtut/QnZtvvtlZ37Fjx3jllVfK1VcWi8XC5MmTiY2N5bfffiM/P59nn30Wu93uXHX54osv+Pzzz7FYLDz55JMolUreeecdTp8+zVNPPcWiRYto06YNq1ev5s477+TEiRP4+vrywAMPEB4ezu+//05mZmaJ4iAIzH32WbhiP7ng3Xf54IMPOHjwIIsWLXIau+v1enbs2OFc9ai0riv9WsqCBQv44IMPiI2NrVTW7du306NHDwAGDx7M4DIr6adOnWL16tW8/PLLQMl2+alTp8odv3TpUtRqdQXTBoBx48Yxb948p61eZmYmhw8f5u23366x7Q8++CATJkyodHwrk62mfq+OsLAwwsLCOHHiRIXfUlNTK3jDBwUFOZVWDw8Pbr75Zt588020Wm0FpRXgyy+/5J577qF37948+eSTTnuzUsr2RWpqKnPnzi3XF6VcfV1UN4+r64+y9OjRg0OHDjn/fuedd9i8eTODBg2q0LbKxikgIIDQ0FB27drF2LFjK+nda0utlLhOnTqxdetW3nrrLc6fP8/tt9/Oxx9/7Pz99ttvx8vLi8WLF3PjjTfWqQErVqxg+vTp9O/fn4iICH799VdiYmLYtm0bQ4cOJTk5GTc3N3Q6Ha+//jqvv/56uePnzp1b4bu/G7XZok4vMLHqeBbncw1E+apJyjXSr7VXnc4zwbfEZmt3kZGNhQbeCfelq08o0e3ac9OpNNpfSuaWXj2dCptcLmfcuHF1lqe2VCb3kZwj/Pf0f+nk3YmFxxeSZczijR5vEOIWwuToyfU6j/6XFQgSAc3EiYiiSOG/30LRtw/yyEiKP/oIbFa0V9l/1hZBgJ4RXuxOysdTLcfmEJFJal5Z+jtlbMjMzKx3MPDG5GpF+b333qNdu3bOh7rD4SA4OJiXX36Zu+++m7CwMGdoI29vb+cD5/nnn3dmkenRowcpKSnOOl9++WVuuukmACZMmOB0rFm1ahWCIPDJJ58gl8vp1KkTiYmJTqeRmuo2O0pWCh57/jHa9W7HtnXbytXXrVs3Tp065azvalauXElRURGLFi1y2kfNnTuX5557zqnEffzxx07F6JVXXmHWrFnMnz+f5ORkJBIJvXv3JiQkhA4dOhAVFYUoiuzbt49z586xatUqp3mFzWbjqaee4o3XXivxVgVenjGDIUOG0LFjR9599132799P//792bp1KxqNhiFDhlRbV9mH/5w5cyrsCpXl9OnT3HHHHRW+b926NYWFhcTExDBq1KgKv+v1eubMmcPixYt5/fXXK/UWHzNmDC+88AIHDhygb9++bNiwgVatWmGz2aptu8lkYsqUKbz44otVzp2rZdu7d2+V/d4Q9Hp9BTsvNze3ciuv/fv3d86LyggJCUGpVOLl5UVISEi5YOVXj2OHDh2QSqUVxhEqXhfVzePq5mFZ1Gq1c2t18+bNrFixgu+++47Q0NBaz7HWrVtz/Pjx61eJg5JBXLduXaW/HTx4kM6dO9fL9iwsLIzNmzdX+H7IkCHlBqM5x0VqbGqz0nghz8jqE5lYbA7Gdwnk8UHhdAmpXYiK7Toje4qMPBfsjQi8eTGP3ho5kWlJ2Dw6sji7GKPdwc3GfGJiSm4oZ8+eRSKRVPp26irKyp2sS6a1R2tuDL6RL7Vf8nbc26Tr03m689PMPjCbl7q9xNCQqm/k1WG/eBEkEoqX/I/iRYtQDh+GRKVCv/R73J+YidvUqfWW4YnBERitdib+Nw69xV4rBQ5qN+bXC/X1yipVsUovfUGAulhd1nRelUqFRCKhqKjEc1ipVPLEE0/wxBNPoNPp2LVrF4sXL+app56iQ4cOFVYDVCoV999/P4sWLeLMmTOkpKRw5MgRbi+z5V7WCcTd3d3pUXnq1Cm6du3qtHOSSqXExsY6H1Y11V26EhfdNhqlVEl8fHy5+oBy9V1NfHw8PXr0KOcA0LlzZ3Q6HdnZ2UilUjp37uz8rVu3bhiNRrKyshg8eDC9evWid+/eDBgwgEGDBjFhwgT8/PxYtWoVWVlZ5RzhRFHEYrGg0+vhSvvahYTgKCggMDCQPn36sHHjRvr378/69esZM2YMMpmMkydPVl2XTuf8rtQ+tyry8vLKOd+UsmHDBi5cuMD8+fOZMmUKW7Zscf62b98+ZsyYQXZ2NgsXLmT69OmV1u3n58fAgQNZt24dffv2Zf369YwdO5ZTp05V23YPDw+mTZtW7dy5Wrbq+r0huLu7V9gqNJvNlfZZfajtOELF6wKqnsfV9UdlGW8yMjKYMWMGDz30ELfddlut2lb6Mu3t7V3BCbO54BJ74dKl6hYah5SUlAoegVfTP8qb9ye0597vTjAoxofudcjSkGu1k26xIRfgs8uFZFhtvK2RsH3jdoKCgmhVVEzf8ye5rXdJjlSz2cyff/5JREREoypxpXIfzT3Kk7uf5LOBn+Gp8OTF/S9isBl4otMTfHD8A6I8ougb0LfmCsvgMBiwnT+PonNntI//i6J3F1C8fDluDzyA/fJljGvX4fHqK2gqeUOvKzKJQM8IT34/mc1bG87TM9yTER2rv/HWZsyvFyrb0qyKq71b7aLIWZMVGWASRSKVcrT1zAN8NaUhJQC2bdvGmjVreOedd3B3d8fDw4ORI0cyYsQIevbsya5duyoocSkpKQwePJjRo0czZMgQOnTowKefflquTFXOPlartVz8u9JwE7WtuzT7iK/KF71Nj96sR6T8i251W/Jms7nCS3epglnqFV/WRKJ0e0ytVuPm5sbq1auJi4vjzz//ZM2aNcybN4+NGzditVqJiYnhu+++q3BOd3d3Cq44BghXbOQARo8ezZIlS3jttdf4448/+L//+z9nH1VVl1arpaCg4K+6qsFmszkXAU6cOIHRaKR37960a9eOdu3a4ePjw/Dhw8nMzCQwMJDVq1fzyCOPOAPZX+3JfTXjxo3js88+48UXX2THjh0899xzHDp0qNq212buXC1bdf1e1oavrgQGBlZIdXl1RIqGcPU4lsYUhfLjWFr26vGsah5X1x9Xr5ra7XYefvhhQkNDy62w1TTHytKc4kqWpXm2qoU6YbU7MNsc7EspRCOXsPxwBsm5tTein+ir5ZNIfy5YbHyVVcgDAR70jAzjgQcewN/fH/2BPYyQWJ1ew4cPH8ZisVS7vO4K7GLJxdvVpyv/6f0fzDYzM3bOQCaR8UyXZ/jo5EdEukfyXt/3UMvq5vGk//ZbCl5+BXtWNgXPPotx40Y8X5uD+8MPob51OF7/edslChyA3SFy5KKOMC8VG07nMH9zEnmG6vNJtlCCBHCTCJhEEaUgkGdzva2gKIrIZDJ+/PFHEhISnMoMlNy4S2OlXc26desICQnhs88+Y/LkyXTu3NkZu7Em2rRpw9GjR8s9oMra7dS2bovdggQJfmF+HIk7gsVqqbS+q4mOjiYuLq7c+ffu3Ut4eLgzPdnx48edvx0+fJjQ0FA8PDxYsWIFH330Ed26dePZZ59l48aNhIeHs2XLFtq0aUNGRobTWL9t27acPn2ad955B4lE8tcDWibDkZODaLUycuRIzp07xw8//IBcLmfgwIHOPqqurtoSHBzsVBTWrl3LzJkzy/1utVqRyWR4e3uj0+l4+umnmTBhAqtWrapRgYOSLdWUlBQWLVqEn58fPXv2rLHt69atIzg4uE5zp7p+bwiDBw/m5MmT5OfnO7/buXNnOdvBhnB1X5TGR61sHGu6LspSl/6YP38+x48f5+uvvy738lLbOabT6Wq0O7xWtChx1wE1ubXvSynkpk8OsPlMDtF+GjadyUVey9WKzQUG9PaSKPZvpeURIJcyRVmSt7JQruSu48kkFxvp37+/0wD8yJEjdO/evVEzClzSX+Kt9Lc4kXsCBw4SCxJ5bt9ztPNsx+cDP2dt6lqiPaJ5r997uMkrektVhXjF68jtgQdwf+5Z8mbMwHr2HB4vvoA1IQHR4UDZuzeqK0avrkAll/LLg7G8O74teosds9XB+1tTqj3GlaEMrieuDqMgAuYrCpwDCFG4MthICUqlkv79+9OvXz8ef/xxVq5cSXx8PJs3b+aRRx4hNzeXMWPGOMsmJCSQn59PcHAwFy9eZOPGjRw7doyXXnqJU6dOkZ2dTWFhYbXnnDRpEmazmaeeeoq4uDi+//77cikLa1u3t9KbcG04t024DYvFwownZxAXF8e3335bbQrEyZMnYzQanedfs2YN7777LjNmzABKlNdSW69Nmzbxzjvv8MgjjwAlcQEXLFjA999/T3x8PMuXLyclJYXY2FiGDh1KREQETzzxBHFxcfz222/Mnj27omG6TA6iiC0piRCtln79+vHGG28wduxY58Oz1nXVQI8ePZwejhMmTCA5OZk5c+Zw7NgxtmzZwnPPPcekSZNQKBT8+eefGAwGZsyYQUpKCklJSc7P1cb6pfj6+jJw4EDef/99Jk6c6IzcUF3bg4ODSUtLq9Pcqa7fAS5evFipB21NdOnShRtuuIGZM2dy/PhxPvroI9atW8e0adPqXFdlXN0XGzdurHIcr74uqpvHNfVHKdu3b+eDDz5g5syZCILgHM/8/Pxaz7HmvDPSosRdB5RGqa6KaD819/VqxZksA1KJQIyfxpk3tTqyrDaeSclmS6GBTYVGdheZmB3kyW8rVrB3717eS8sl0WKnU0SYM7ZQXFwcCoWCnj17ukS2qghQB9DVsytyiZxn9jzD/xL/x/R205ndbTbuCnde7f4qC/ouQCPT1LpO086dZE+5C3tODuYdOyh8/Q0ErRbtv/5F0QcfYok7iljUOMnF1XIp7QLc6NfaE5vDwdpT2exJyq+yfE1j/nflattXiSAQpZQToZRhF0WyrXZMDgfmK+mzXIFEIkGj0bB06VKGDRvGe++9x80338yzzz6LWq1m8+bNzuDYkyZN4uuvv+a7775j/Pjx3HXXXTzyyCNMnToVf39/vv76a/bs2VPjFrKHhwc//PADR48eZeTIkfz222+89tprzt+rq7vsSoNUIkUlUxEdEM2Crxdw/OhxRo4cyZo1a8rVdzWenp4sX76chIQERowYwezZs3nwwQedippareaee+7hvvvu4+GHH2b8+PFOBe+WW27hhRde4L333uOWW27hvffe46233mLQoEFIpVK+//57dDodI0eOZPbs2UybNs15rLPdIcFIQ0LA4YDsbMaOHElubi4TJkz4q0wt66qJvn37cvDgQaAkKPeyZcvYsWMHo0aN4rnnnuOWW25hwYIFQEkIDavVytChQ+nZs2e5T2nmncoYP348RqORyZMn16rt48eP584776xxfMtSXb9DybZ0fZ38Fi9ejMFgYMSIESxbtsyZTtMVXN0Xr776apXjePV1Ud08rqk/Svnpp59wOBzMnz+/3Hh++eWXtZpjBQUFpKSkVKi3uSCIf1OPAZPJxO7du7nhhhuu+2C/8fHxNb4F/HA4g4VbklHJpdzTK5jHBlYMmFwZlyw23ASBCYkZtFMr+CIqgEuXLnFQUPBSpp5bzsTx9m03OQ08bTYbeXl55WIKuQqL3cIX8V8wPnI8Ee4RrDi0gsU5i5FL5Dzf9Xn+uPgHJ/JO8N1N39VJeSvFnpuL4cefcBiNGH/5BeXw4cgCA9EvXYpy0CA8X5uDRFP3emtLhs7M+K+OoJFLsIswpI0Pb45qU2nZ2ox5cyQ3N7dB2w5X28SVIooiaRYbhXYHckFALgi0VspcllcVSuzSSreUpFKpM5ZcU1CV3LUl15RLjqnE8FoiSIhyj0Iqad75KUVRxJaSgmgyIcjlyKIqz63aUHJycujRowdxcXGN5jC0ePFiFi9ezLZt22p9TEPH/GrOnTvHV199xbvvvuuyOhsDV8vd2Hz33Xds2LCB77//vlblq7oHWiwWTp48yYABAyp4AzeElpW465xz2XqWHbrEljM5tA1wQ2+xc0u7mh+iFkfJlmmIQsa3OTpybXZeDCzZHlX6B/JOtoHWuRlMjQjCw8MDm81Gfn4+MpmsURQ4AJto40TeCZJ0SXyX+B0fX/qYtp5tmdVlFh8e/5ADWQeYecPMOilwDp2OwgULcOj1IAhYTp7EuHIl7s8+g7J3L/Tff4/2kYfx+s/bjarAAQR7KPn1oW4smNCeIrOddgG13wb+pyMCJoeIXBAQAYPDQZ7NdatxULKV6+7ujkwmKxev7nqgdFtVJpEhESTXRdsFQUBQKkvCjlht2K/ko3Y1fn5+3H///c6MBa6koKCAQ4cOsWjRIpdtP9aXefPmMXHixGvahr8j3377bbnYfc0N1xuYtOByqkvBdOJSMYv3p5NTbOWZoZFM6RFMtF/NysiSbB0bCgx82tqPxVlFPBDgSfz2Pzkrl+PedyASs4kRaWfpOXUKAEeOHOHQoUM8GiqX1QAAUFpJREFU8MADLn2LAIjLiSNcG46vypf3+r3H/Lj57Mncw31t7sNH5cPLB1+mvVd7PhrwEcGa4JorLIMjPx/L/v2YOnai+KuvwGrF8/W5qG+5BdHhQB4Tg7xd7dNhNZRWXipaeakYHOPNJ9svoFFI8XWTMyim/ArBPzXtVlVzSyIIRKnk2ESR8yYrSkEg02pDKxVQumj1RhAENBoNSqWS3NxcpzG8p6dno6/INfSakggS1DI1rTStuFB8gSxjFp4Kzzo7/DQ10uBgJBYL9uQURKu10ZTn559/nrFjx/LYY4+5dGcmISGBCRMmMHToUKbWMRSRq++jCxcurDLveHPC1XI3Jjt37iQmJqbKQNLNgRYl7jrg3LlzFZKmlzKhayAOUeTtjUmM6uSHj1vtblC9tCq0UgmLs4tQCPBAgAeZbdsiCAKyvCxu37OBEbeNQC6XU1hYyIEDB4iNjXX5BWixW3g77m1ubnUzw1sN59WDr1JoLWR+7/n4F/lj8jBxd5u7mdZ2GjJJ7aeraedOlP36IQ0PR3377ejmz0fWri2Kjp0ofP0NZK1aIe/QoUkVuFLyDFYOXCjETSnj/a0pCAL88mAsAe5/xeyqbsz/zpjN5irnmFQQkAoCXjIpeTY7MkEgw2InUuXaDYWyeT0FQaCwsBBvb+9GXd2qTu66YBftiIgUWAoosBQQ6haKVq6t+cBrhCAImEURuZcnjvx8HLm5SDw9EVycB9bDw6NOW521pW/fvvUOZO2qMS/lelDgwPVyNyY33nhjnRMYNDUt26nXAaUJu6/GYnMgiiLbz+XTJkDDV3vSMFprF4Ih1k3JLZ4afswp5l4/d9ylEjwiIlkq9+SPXbsJaxVCmzZtEEWRbdu2oVar6d27fumsKiPLmEWxtRiFVMHH/T+mtbY1j+16DLVMzXOdn2NT+iZMFhOdfTvzUPuH6qTA2dLTKXj5FYwbNlL46hyKP/4E1W23IUhlGH79Fe0jDyO7BspbKT4aOd/d14VFd3bAYndgtYvMWXsORxnz1KrG/O9OTSa6oig6t1Udokig3PUrZBKJBE9PT9zc3BBFEavV6gwI3Fi4yjTZTe5Ga/fWeCpKArVe0l/CbK88R2VzQRRFBK0WVCoc2dnYkpMR/wHz/29qjl4j/1S5G4sWJe464Oqgg6Us3p/OhK/j2Jucj0omYdf5kv/XxAeX8jmuN/N/WYXIBeiedo7NW7YwJzWX9bk68gsLGTx4MIIgcO7cOVJSUhgyZIjLtiFsDhszd8/km4RvMNgMfHf2O/5z9D8MCR7C4JDBvBX3FrmmXGTqui0U21JSEB0OZK1a4fnvf6NfsgTz/v1o/zUD886d2DMy8PnsU7T33dcoBtR1IdpPQ5sALff0CsFkc3DgQiFLD/7l/VbVmP/dqSn+lyAIRChlRCvlSAWBDKsdq0PEYHetfZxSqcTNzc0ZlNRoNJZLQ+RqXBlIVClVEqgORC6RIyKSpk/D7mi+uXglEgkSrRZZZGSJMmd3YEtNRfwb5Q+ujOYaPLax+afK3Vi0bKdeB/j7+1f6/YAob9ILTFzIM5GSZ2Ri18Aat3yK7Q6264yEKWQszylmeoAHXnlF7BYU7CgyMSr+EAO6dnGeMzg4mP79+7vE3dxgMyATZCikCl7u9jJmm5kHtz1InjmPJzo9waHsQ3yT8A33trmX6e2mYzXX/m3cfvkyOffeh8fsl8BkRvfRR8giIvB9/30kXp7Y09Nxf+wxJM1oy8HuENlxPp9WXkqydBZ+jrvMXT2CkUslVY75352r48RVhlQQQAB/mZRLVhspZis2EaJVchS1TGtWGwRBKBegtjG3U2sjd30QELA5bOSZ8/BXN885VSq7IAhI/Pyw6/+/vfMOr6LaHvY7c2pyctJJSCH0XiTSkQ7SixWvgAVUEBXxqoDlExHxByrYUbAAKrYrCHIRBQSkKkj10kEINZDeT53Z3x8nOeaQQgshCfM+T/Ike8/es9cuM2t2WSsXnE6U06fR1ahx3T+4rhXXqs0rOjeq3NeKqjk6qhjHjx8vNrxpVACnMx00qOZPll1hYNOLnxoN0MksaRjFMYcLnQT3V7MSXK8h35lCiM9MornbRrt27bz+4wICAmjTps1Vv8DcqpuxG8fy2aHPcKtudiTvYNLWSQSbgvms62dYDBb2pe/j9Xav80jjR9DL+hLlLozzr/8hhEBXvTqBLzyPbdVqst58E1OXLsiBgUgGPbLVStBzz1UoBQ5AJ0vMvrsxC+9rQWSgEZNexq14lhouRfaqiMNx6Ut/bgTG/D1VACedLp8l6bLAarUSEhKCLMvk5uaiKEqp7qyulMuR+1KQJZlaAbWIC4hDQsKu2CvsMlZh2SWzGTkkBPR6RF4eanrJthQrO2Xd5pWFG1Xua4U2E1dJ+WHPeWQJdp7KolGkhaZRAdStVvqp1HNONw4hsOpkvk3N4f7cJPZtPcWZhi2wKG7i/7eNXrffhl6v5+DBg2zatIlhw4Z5fSleCUIIBAK9rOf+BvdjNVh5bNNjHMk8woMNHqRhSENiA2KJscTQMbIjwabgS87buW8/aWPGEPLB+ygnTpA9Zy4YDPjfdSe25T8hV6uGmpN7WU7Ty5uCwwzP9qzNhKWHeHbpQaKDzAyKqZgv3IpENb2OcL2ORKebDEXFoXrsHsYYy85+nCRJGAwGgoKCSE9PJy0tDSEEISEhFX5GQSfr0Mk6wsxhJNuTOZ17Gj+9H+Hmq3OYfi2RJAldZCRySAju4wmoGZnIwcFI5WSvT0OjsqEpcZWA6OjoImFrDqWS41CwGHX8vz51cCkXf+l/kpTFusw8BgT7IwFtDBK2DBs9cHD695Xc3KwpMTExZGVlsW7dOmrVqnVVCpwiFF768yWahzbnX3X/RbYzmxm7ZxBhjuDV1q+y+PhiFhxewOfdP6emtWYRBa44uZ07d+Hcs5uAkSMxNGmMdfyTZL33Psrhw5h69UJkZpK3aDF+Q4ZgHf8kciUxKnkq3U6Iv4EtxzORpUwUdygtml3vUpU/l6MYSZKEBIQbdGTm74nLVFTCVIGfrmyXPmVZRpZl1HxPERkZGQQHB5eZInctFUKzzoxZZybXnUuuOxegQilyxckuGY1IfmZEXh7uhARkiwU58uLbRSoTFf0j4Fpxo8p9rdCUuEqA0+ksEvbOnY3o9+F2+jcNp2nUpfkwnRAdTO8gPx47nsywcCstI2NZlpLFil+WExFopVOnTiiKws8//4zJZKJHjx5XVW6dpKNxcGNCTCFM2jqJP5L+YEjNIcRaYnl156sEGAKY2WEmNa01S5XbfeIEkp8/uohquE+dxLF5C4Zmzcn98kucf/6JvmFDQj+eixwYSPozzxL8xhuYO3e6qrKXN8NbR3HnTZF8szOR99efZMneNOJrJjGo2bUxrFxRuZIlPxkJkyzhzk9qKMN9cQXodDrCwsK8Rq+FEGWqyF3LpU6LwYLFYCHDkcE52zmvZ4eKosiVJLsuOgZht6GcOYOano5QVXRRUVVGkauoy9vXmhtV7muFtieuEpCSkuL9WwjBiTQbvx1JIzXPzd6zOfyRkFFq+jxF5ZzTjVmW+SPHQaNTR2mfeJw55zOZfjad0zYHffr0Qa/X88cff3D+/Hn69evnPZl3OQghmH9oPqtOrQKglrUWs/fN5nDmYV5v9zpx1jhm759N79jefNH9C1pXK94Hq3C7SUlJQbjdpI55lLwfFqNmZKDm2RA2G+lPPomSkoz/XXch+ftjaNgQfc2ahH/3baVT4MAzq+Rn1HFHiwjCLXok4JWf/2b7ydIdqVc1SnIyXhoG2eNftZZJjyoEJ+wuEp1ussv4xGrB0qrZbPZsExCizHzcXoncl0ugMRCd5FmWTLGnkGZPu+b3vBRKkl3S65ADAtDFxYEkITIzUU6fRpSh39zrSXm0eUXkRpX7WqHNxFUy9pzJZuRXe6lfzZ+aIWYOnM8lxL/0mYCPkzJZkpbLF3Uj+SI5i+GywjmHiwVJmbQ8cYh+rW/2noasU6cOgYGBXof3l4skSZzLO4eMzIzdM1hxcgW3RN7CHbXvoE1EG2xuG/WD6tMyrGWJedjXriVr1lvw2jSQJAIeegjnzp0kDRoMgLFjR/zj43Fs3UreokWYunVD5OZ6lmAq+d4ZnSxTK8wfk5RNUh4cSc6jdVzQ9S5WhUeSJEyShFmWyVVVnG6VNLdCTZOBAF3ZfqtaLBZ0Oh15eXk4nU4URfGeZK3IyJJMtH80DsVBkj2JXHcuwSIYWarY5ZZMJiR/f4TdjsjJQTl7Fn1s7PUuloZGhaBij14NABoWMkzbNCqAxzvX4EhyHooQtK0ZdFEfnA9WC+S1GmG8lZiBvyzz8K09WBISg789jzsNKi1btiQ7OxtFUYiKiqJ58+aXXcaNiRvZkbwDgAFxA/j51M+sO7OOkQ1GkmJP4f/9+f/IdmXjp/crosAJIch8803yli0DQN+wIeZ+/YjZtInkO+8i+623cJ9IIGDsWCKW/Qh2G3lLlqCvX5+weZ8RMv3/PCfaqgBWs55P7m3G5w/EEx1o5IttZzif5SDbcWN8vV6tJfdqBh1RBj0CgYzECYeLnEuckXv88ccZNGjQRa/T6XRYLBZCQkIQQpCamsrHH3/MgAEDADh58iShoaEcO3as1HwKX1ec3F9//fUllediFL6PxWAh1BxKtH80ee48TuWcItmWjCqKr6NNmzYRGhp6TWdPLtbmkiyjj4tDX6cOGI2InBzUKzS+nJ6eTrdu3YqVZ9asWTRt2rTYdKXFXSnX22vB7t27i8h07tw57rnnHmrUqEGrVq34/vvvfeK3bNnClClTeOONN0o8Zbpy5UqaN2/OkCFDih0LJcl9sXFzpePhUsdjaaxevZqnn376itNfSzQlrhKQkJAAeJQdg05m37lcIq1GTmc4GNk+psR055xu0t0KwXodyQ4n8qY1jBPZbM/MZYdDoV/iMfrf2guHw8EPP/xwxW5phBD8mPAja86s4ZMDn/Dk5icJMgbRP64/Xx75Eofq4O2Ob2M1/LN3z33qNNlzP0aoqmeDuqxDOBzYVq4ka8br5H31FXmLf8DQogV+tw0BRcF4003IISEEjHqI8O//Q8j/vYahivoYzTh/huaxgaTmuLh3wR7u/+J/ZNiqvhX7qzU/EKCTCTPoqGUyoCKQgBMOV5kbAwaPMmcwGLx7tNxuNzk5OURFRbF9+3Zq1KhRavro6GjvdeVtdsGsM6OX9TgUB6mOVE5kn8ClXp/+damyS3o9uurVQQiU06dx/f03ak7OZd1r1qxZDB06FL3edxHq0KFDzJw5s9g0pcVdDdfT1Mbp06d55ZVXioQ//PDDCCH46aefmDhxIuPHj+fPP/8EIDMzk9WrVzNlyhTuuusuPv7442LznjNnDs2bN2f27Nk+fbyA8pa7uDJcLrfeeis7d+7kwIEDZViyskFbTq0EFHT655YdJtTfwG9H0mgZYyXUYqBdzZKX2iafSsUhBJOiQ5l2Ko2hfmY6BAewfeNabs91Mr7/rciyzPLly7Hb7bRq1eqyynUo4xAADYMb8kjjR5i5ZyZHs44ystFIkvKSWJqwlOH1h3N//fsx6oy4jh2DfKfzakoytuXLMffqifvo3yhJSZ6ZOKcTQ8ub8LvjDrL+2oNj9WoksxlTt27I/p6TpsabWlxhTVYeHA4Hw1vH0SDCwqdbTnEq3caj3+7j02HNCDBV3WFbVpueDZKEDAg8Bx/K+LAq4FnCDQoK8nxc5R9uyM3NxeVyUatWrYsur+r1eq8R7fLeJ2TUGaljrYNLdXEq9xQO1UFCdgIxlhj89Vd+Iv1KKHBtdikHRGSLBerUQWRmoqamopw6hQgNRY6I8PF5W1xeSUlJfP311+zatcsnXFVVxo8fT6tWrYrYZywt7mq5kr5+qfVUGk8++SQLFy4E8Nk2s2fPHrZt28bevXuJiIigRYsW/PrrryxcuJA2bdrw999/07FjR8Cz7SY3N7fY/O12O61btyY2f8n7QkPx5X2wofA4uxruu+8+pk+fzhdffFEGpSo7tJm4SkCBD8f61SzsPJ1F7TA/5v6rKe/c0ajUk1ov1wjjyerBPHPkDLUtZsbfPpiNh49y+tQpHu3cnqCgIFatWsXZs2cZMGDAZTlQFkLwzv/e4eujX7PwyEIe2/QYue5cJt88mQcaPMDw+sP5pMsnjAwbglHncdeVOW0auV98iZqbi/vcefSNG5M66iEyp0xBSUnBr/ethH76CWEffYRsDUDn50/Q5Jeo9tNygl+ejL527autykqDxWKhUWQA97WJ5rNhzTDoJI4k5zH6m31k2avu0mpZ7SszyBL1/YzUMxvQSXDM7iLVpXDO6b7oS6Rg+eWnn36iU6dOREVFMXDgQM6fP++9Zvfu3XTv3p3o6Gh69+7N2bP/uEw7fvw44eHhHDt2jIEDB/LII4/45P+vf/2Lxx9/3GeZR5Zlb55RUVH06tXLZ/mnuCWh1157zbu8tGPHDvr27UtMTAwNGjTgiSeeKPElW4AkSRh1RrJOZzH+vvF0btSZtq3a8vqbrxcxaPz999/TvHlz6tWrx1NPPeV1Qfbdd9/Rpk0batSoQffu3dm4caM3TXJyMiNHjqRGjRo0bNiQyZMnez9IC+RZvHgx7du3Z+7cuaXWVeH8atarR5POnZk6bx4Op5OEffsICwtj0Xff0bJlS+bOnVusvIsWLaJ169YEBfl++H7yySeYTCaGDRtWJE1pcYW57bbbvOUsoHfv3rzwwgsl1kVh/8gltV/heiosW2n1fjEmTJjA+vXree6553zCf//9d5o0aUJExD8n4jt06MCmTZsAqFevHn/88QcAJ06cwGIpuo1n0KBBbN26lVmzZjFo0KAi/TY5OZlHH3202D5xIaWNh+IoqU4Kl6Fge8CFP19//bW3fCX12UGDBvHzzz+TllYxDgQVoClxlYDq1asjSRKNIi0cTspjSPMIjHrZayj2Qpam5WBXVcL0Mgu376bLllW8Hmlh3radvBpam/CefYmLi+Pvv//m6NGj9OvXz/vVdDGOZh7ldM5pJEnioYYPcSbnDJ8e+JTO1TsjEHx26DMUVSHaEk2Ng6kkDx6C+/Rp1Nxc/Hr3QbXlkdR/AFlTp6KmpODXpw/mW3uhnD2LbflPuA8fASBgzBjC3n8Pv379kK/CVl1lpXr16t6/wwOMGPQyBlniUFIuH244eR1Ldm0pSxtSeknCKMtEGnQoQKLLTYpbIcHhxn0JswFTp05l6tSpLF68mGPHjvHOO+8AnpmGYcOG0bBhQ1asWMGIESOYM2cOBoPB690BPP5W+/Xrx5o1a7xKUW5uLhs2bOD222/3uZeiKEXy/Oijjy5Z1vvvv59WrVqxatUqZs+ezerVq/nwww8vms7pdDJq+Ciqh1Xn2yXf8uzUZ/n8i895/c3XcSr/mDb66KOP+PDDD5k7dy6rV6/mlVde4cCBA4wfP54XX3yRX375hVtvvZV77rmH1NRUAEaNGoW/vz/Lly/n/fffZ/ny5bz22ms+93/zzTd5++23GT58OEOGDCm1ri7M76c1a3j9q68gf4/VzDfe4K2ZMxk+fHixsq5fv77IasOpU6eYOXMmb731VpHrS4u7kCFDhrB69WqvHcHz58+zY8eOEsu+fPly3nzzTW/6i7Vf4Xq6WL1fjBo1atC8efMiz/yTJ08WWXKsXr06ycnJAAQGBtKzZ0/vmBg9enSRvOfOnUvLli0ZPXp0scr0qFGjsFgspfYJKH6MlTYeLrVOWrVqxfbt270/d999NyEhIXTp0sVbvpL6bEREBLGxsV6ltqJQdddlqhDz1u3HHFyNH/acJy7EzAcbTtK3cTiRgUWVuNMOF1NPp6EDlmfk8ZcljOdatmT3/gN8bAglHhf3NK4HeL6s7r333kv206kKlVd2vELD4IaEmkL5/tj3xPjH0CaiDWvPrqV5aHPG/h5I7u53CXz6afT16nmWRd95B+ef28HpRN+oEQGjRuLXuzc5n3+O7cdl6GJi8B8wAHPfPhjqecomSRJ///03TZo0KbN6rEwUlj3Yz8APD8WTbXcz5rv9rDmUwl3xkcSF+GHUV47vsNmzZ1+SUtGsWTO+++47n7Bhw4axZ8+ei6Z97LHHisyGAFh1MtEGPQ4hSHUr5KkqR+0uYo36Uk+uvvDCC15bibfffjv79+8HYOnSpUiSxPvvv4/BYCA+Pp59+/Zx8OBBjEajd6YnNzeXrl278vLLL7N582a6dOnC2rVr8ff3p1u3bj6zd4sWLSoxz4tR8MJ79tlnMZlMNG3alFatWnn30pbGkiVLyM7O5uO5H2MymUizp5Gdlc2b/+9N7nz0TtIdHrdX7733Hi1btgTgxRdfZMKECXTt2hVZlmnbti3R0dE0btyYOnXqIITgjz/+4OjRoyxduhRd/olxt9vN+PHjmTp1qvf+L730Eh06dMDPz4/Bgwfz/PPPs3XrVjp27OhTV6Xl93B+mz8/ejSda9RAyslBNZuLGPo+cOAAd911l0/YU089xWOPPUbdunXZunXrJcddyKBBg5g4cSLbtm2jffv2/PLLL8TExNC6desSy/7kk0/y6quvXlL7vfTSS3Tv3h3wzJiVVO9XQ25ubpFDBxaLxTvrCtCxY0fvkmpxREdHYzKZCA4OJjo6mpMn//ngLKiHb775hoCAAG89XNgnoPQxVhzHjx+/pDrx8/PzLq3++uuvLF68mC+//JLY2NhL6rO1a9fmr7/+YvDgwaXWZXmiKXGVgKQ8lQOJKSRmOjDqZe5sGVmsAgcQazLwY8Mo5mzdxQ7/EN5tGMP53eeZYQwjXC/zQdM41q5ZQ2xsLI0aNbqoAieEYM2ZNbQMb0moKZT+cf359ui35Cl5PNDgATac+JX9Z3YwqflT9Kt/G7azi3GfPEH6pEk4/tjqUdzq18fUoT1qRgauvfvQ3X03uqgoLPfei//Qoehr164yBjyvFeEBRsIDjLzYpw5P/3CQEZ//hdmgY8bgBrSvHXy9i3dRsrOzSUxMvOh1xZm2SUlJuaS02SWcWJQliVCD56Gsl+C8S0ERglMONw39DMgl9L3CHxBWqxW73Q7Avn37uOmmm3xmDVu2bOl9wRS8AAICAqhWrRo333wzy5YtIz4+nhUrVjBo0KAiG+sPHDhQap6lYTabeeCBB5gzZw6HDh0iISGBnTt3cuedd1407f79+2nVqpXXJmSIKYQurbrwcvbLpKWkke3KRqfTUbvRP1sZ4uPjsdlstGzZkjZt2tC2bVtuueUWunTpwu233054eDhLly4lKSnJZ7anwB9zVlaWN6xRo0bevyMjI2nfvj0rV66kY8eO/Pzzz9662rt3b4n55eQfbmjcpg2SxYLIzkbJyUENCPAYB86v67S0NJ+l1G+//ZakpCTGjRtXpF5KiyuO8PBwOnXqxIoVK2jfvj0///wzgwcPRpKkUsuelZVFYGDgRduvcD117dq1xHq/GqxWa5GlQofDUWT5+UopqIf69et7w4rrE3DxMXYhpdVJYUWygMTERMaOHcvDDz9Mv379fMpXWjuFhIT42G2tCGhKXCWge6NIlv73JDFBJhRV8HjnuCLXrM3MY2eug7GRgcw4fo64/23n2Ztbk/vHceZjwT/QxIIG0WxZtZJjx45d8vKpXbHz/t736RLVhcOZhzmQcYDOeTW5I/R2WjV8kPamxpimf0i1vFwyP3v+H8WtaROsj47BdfQo9hU/4z5+HGOrm7E+9RTGNh4Dv/qaxXtqKKDwkuKNRkmyt4kL4sF2MRw6n8Pm45k89p/9PNqpBqM6xKK/Bp4Kygqr1XpJtgeL+6gIDw+/pLRW68U9lwTrdLgEOFWVHFVw2ukmXK+juLOruhJsDrpcriIfHRfuIQOPchUWFkb//v356quvyM7OZtWqVcybN6/ItWr+Ke2L5VmYAqUyISGBrl27MnDgQLp160bjxo354IMPSk1bgMPhwGg0ev+XJAnJ7SlH3fC6HD/q2cx/1nYWFy7CzeHeQxgBAQH8+OOP7Nq1i3Xr1rFs2TKmT5/OypUrcblc1KtXjy+//LLIPQMCAsjIyPDer/CL+rbbbuPTTz9l8uTJPnVVWn4F5dcHB6OPjUXJykI9cwaRk4P76FHkkBB0kZG43b77ITdu3MjBgwe9S4iKouB2u4mKisLf35+srKxi4+bPn0/fvn2LlGPIkCHMnj2bSZMmsWHDBp555plSy64oCgEBAZfUfoX7hsViKbHer8YMSmRkpHfPWwFnz5695HfFxSiohwULFhQZW4X7RMG1lzMeSquTC58LiqLwyCOPEBsb6zMDeLE+W0BFswepKXEVFCEEs9YmUCvUjzmbzhATZOJMpoO5/2qK1Vy02ZJcCn/nORh9OJEDLsGggUNI37qFw0nnmdKzFyGRoWxY+gMZGRkMHDiw1NM6J3NOMmf/HF6If4HDmYeJNkVyaONSbA1rEGuJZSMniNu/ksa5wURs2IBz/3Fy/voIXa2aGBo2RDl7FuvDD2Nq3x7H9u2YOnTE1L4dcqGBcCmoVcQy+5VQkuz+Rh3jutb0HCxZl8AXfyby0aZT/HIghbfvaETN0IrpK/bxxx8vdqnzQgpv9i6gYNNxWWCQJaKNeo99N7fCOZdCtqIigBxFRb2EJan69evz3//+F0VRvC+j7du3F3utLMsMHTqUadOmsXz5cnQ6HY0aNSI1NdXH20PdunVZvnx5iXkWKDoFihvAkSOe/aMrVqwgOjqa2bNne+NOnTpF7Us4CFTcfX///Xfi4uKICI4gyj8KRVE4fuA4UhOJbGc2v/3+GzGxMaxevZrTp08zfvx44uPjefrpp+nYsSNr1qyhSZMmJCYmEhMT490A/+OPP7Js2TI+++wznzIUVqwGDRrEc889xzfffIPBYKBTp07eOi8pv5dfftknP11gIJLBgLDZUFNSUNPSUPNsREVGkl5oj9RLL73E+PHjvf//9NNPzJ07l2XLluHv7++zjFg4rjifzgVlnzBhAnPmzCE8PJzWrVuXWvalS5cyf/78y26/xYsXl1jvV6PEde3alddee4309HRC8u1ubty4ka5du15xnoUpqIeoqCjvIbqS+sTljDEovU5uu+02n2tnzJjBX3/9xbp163w+YErrYwXly8rKKpOTrmVJxVIpNbyoApKynSzYegZFUXn/7sZMH9SAtheYFDnh8Lz0ullNRG9YSfC+XbwRKPHL7r94J64Zt9x2B60aN+KvDb/hcDi4++67i+2EbtXN2VzPHh2jbOR80t+8svRRntryFIbkDHL84ITtNIGZLqZtjGXIdyfImjULXE6MrVsj+fujJJxASU7G3LOHx54TYGrdGr9ePS9bgQOPSYAblYvJLkkSg5pHEB9rJSbIxPFUG/P/OE1angunu/Iqv+VlakOSJEL0OsL1OoLz98W5hMCmChKdpdtLu/vuu3E4HIwfP55du3Yxf/58li9fXuL10dHRdOjQgTfffJMBAwYgSRJut9t7ejQvL48hQ4aUmmdERARhYWH8+OOPKIrCmjVrWL9+PeBZgj516hQrV65kz549PPfcc+zbt4/k5GQyM0t32zZ06FBsNpv3vsuWLeONN95g7NixABhkA7Is8+4r73Jo9yE2rtvIe7Pe4/b7b8dmsPHGG2+wcOFC9u/fz7fffktCQgItW7ake/fu1KxZk3HjxrFr1y7++9//8vzzz3PzzTcXKUPhNo+MjKRDhw688sorDB482DvrcTn5Ach+fuhCQ9HXr4/k5wcuJ/ENG/L3jp24EhJQ8/KIjIykQYMG3p/IyEh0Oh0NGjQgNja2xLiAEp5lYWFhdOrUibfeeos77rjDO5NUUtlvuummK2q/oKAg3nzzTb766qsi9Q4eBbDgMMLl0KJFC5o1a8YTTzzBX3/9xbvvvsuKFSt48MEHLzuv4iioh4K+VlobXu4Yu1idFLB+/XrefvttnnjiCSRJ4tixYxw7doz09PRL6mMJCQkVbp+2NhNXwRBCcD7bSaBZT4bNRWqui7Et/agd5k/tMN9Tmttz7Dx49DwvRwfzUXI2kbUb0VfY+eBgAodqNmGIRU+Uv2ejaq9evdDpdPj5FT9T897/3iVh32batrqdpSd/5Pb/JqJazAzrNoKAxCTmymk88kUejZLOo4+Jhbg4Aic8i6l1a/J++gljs6aYOnf2PDS1/W3lQr1qFuYNb45LUflkyyk+3XKGn/YlY9TJdKkXyoPtYmgYWbo3jxsZnSRR3eh5BIYVmvnMUjwzQ25V4BYC/QX9OTAwkG+++YZ///vf9O/fn/bt2zN58mQWL15c4r2GDBnC5s2bueeee6hWrRoul8trsiQvLw9Jkvjyyy+ZMGFCsXnqdDref/99Jk2axEcffUSHDh0YO3Ysf/75J7fddhtbtmxh9OjRBAQEMGrUKD799FNGjhzJmjVrvDNCxREUFMS3337L888/T9++fQkPD+ehhx7yOXno5+fHiBEjmPToJOx2O3ffczfDRg0DGUaNH8WMN2eQlpxGdHQ006ZN8570++qrr3j66afp378/YWFhPPjgg17lsDQK6qrwCV6dTldifqdPny4xL0mS0NeqhVBVOnTpworly8FmQzlxAnR65GrhyMHBZfbMuu2221i/fj1Dhw69aNkLzKmU1n5r164tco9evXoxceJEZs6cyfnz54vU+8CBA+nUqZPPzN6lsmDBAsaNG0ffvn2pUaMGX3zxRZnNPBXUw1NPPXXRPnG5Y6y0Oim8J+4///kPqqoyY8YMZsyY4Q2fOHEizz33XKl9NiMjg4SEBG89VxQkUd6W98oJu93O5s2badasmc+UaUVn4Z9n+XTLaaoHGklIs6MKwa0NQ3lt0D+utxKdbqKMepwuF8+s+JUMZHLqNKT50f+xqnodbGZ/HjepGLZuwGg0MmzYsCIPKYfi4INdb9PJejPOQD+2/TqfOz49yJt36ckKNXHS6iDuvMqb81R01asj+fmhnjuHsNmQLBaMrW4mYORIDIU23JY1ZWHYsrJyubJn2FzM3nASvQQ//JWEM18RqRVqZlSHWAY1i7hIDmVDamoqYWFhV5xeVdXrtufEqaq4BGQqKuluBQFIgFGSCNXrCNLLRRS6q0FVVfLy8lBVFbvdjhDCsydNkjCZTPj5+aHX6yvkR5FLcZHjzsHmtpHjykFFxSh7nrOBxkCCjcHo5UubIyivNk9JSfGYmFizhhCzGZGTA0KAXo/k749kNCKHhHgPQlwJCxYsYMGCBZfk/eZayX306FE+/vhj3njjjTLPuyy4nmP8avjyyy/55Zdf+Oqrr0q9rqRnoNPpZO/evdxyyy1l6nJNm4mrIOQ43ASY9AT76XEpCqfS7TjdKr0ahnFfo3+aaVV6Lk+fSGFWXCjfpuWRYfQnShbEr1uGoVZdYvz96HNyP7ZjR4moWZOuXbt6XwKp9lT2Hd9C50YDOZp5lA5v/kKq6ScORQkapBkZN0amZrLKwI12Wp73IzjdRciHb2GKjyf32+9Qc7IxtWmLoWmTq3rQXSqnTp2qcPsPyovLlT3Yz8CLfeoC8HjXmgxfsIeUPBcJaXam/nyU9UfSuP2mCFyKoGPtkAprmsTlcnlPSpY3RlnGCFh0Mn6yRLpbwSnAIQSJLjeJLvCTJWoaDWVyiESWZe/SnNFoxOFw4HK5UBQFm82GzWZDkiTMZjNWq7VCKXMGnYEQXQghphBciotEWyJCCGyKjRR7Cin2FPSSngBDABF+EchSyf2tvNo8PDycBx54gG9WrODJJ59EqCpKYiK4FUR2NkII1JQU0OmRLP7IoaFFzJSUREZGBkePHmXOnDk8+uijl5TmWsk9ffr0IkaTKxLXc4xfDfPnz78km4HlTYVQ4hITE3n44YdZv3491atX55VXXinRYOO0adN4//33vfu73nvvvRKXCCsLC7ae4as/z1K/mj+/J2QS4qcn0+7m8S5xjGwfw4J9h9mVnMU94VaUrAx67NvGWyk1yAkMIVpV+DsglCf79qN+3Tr4f/45Br2eWwcPpmbNmiQmHsSZc57QmLpsXPwW7T9Yx9u938Gu2HE1AWuexL3bjRjjb+amz7ZjzHMiWa0YmjXDOKgZ+vzTWZZ/3VPu9VJ4E/eNxtXIHmDS88MjN5PrVDif7eD99SdYcziNNYc95gN0EtQJ96dXwzD6NA6vUIchKsphlhC9jhC9DiEEuargZP7eU5sqOGR3YpQkJMBPJxOUr/TprkLJEkJ4TTmoqorNZiM3N9ejGNls2O127+yFwWDAZDJhMBhKPEFbnhh0BuICPCfmFaFwPu88ue5cFKGQ4cwg05mJWWdGFSpmnZkAQwB+ej/vTF15tvmzzz7L4MGDefTRRzEajehjPL6nCxQ4NT0dhIrIykLJykLR65HMfoBAsliQg4KQiqnzgwcPcvvtt9O9e/eLenco4FrJPWvWrMvyvlPeVJQxfjls3LiRevXqFdljVxGoEMupXbt2xWKx8Nprr7F3715Gjx7NunXraN++vc918+fPZ8KECSxYsIDw8HAee+wx2rdvX6wR0Yq8nKoKwewNJ6kV6odDUfl+ZyKHk21EBxl5qlstVB3sdLoZ0yCcQL2ORzbvIkkRZAeHkSwkYtPOI6sqycHh2PQGmqSc5d2bGxEbGsKJfTvJPrKThgPv5/iBLTgmvMiROB2hmQJTnsLhGhLVMqFeoiDQBqosEfnLL+isVhzbtqGLiEAXF4dUAaa7jx8/fkkn7KoiZSm7WxXsOpVJgEnHot1J/Pd/SbhUz7DXydAowkLH2sFk2Ny0rxXMTbFWQv0NVzTzc7XLqQ6Ho0J+pRc8Ju1CkORUyFXVImZJ9JJEuF7GX5aRJc//l7r8WpLcQgjcbjc5OTm43e4iL0BJkvD39/dR8CrKEqwQgjx3Hudt55EkCafiRPDP60ZCwqK3oEOHSW/CIBvw0/uhk3TXvfzC6URJSgJFQTidUPjAjSSD0Yjs74cUEACyjGQ2X/Yzs6L29WtNVZe7vJdTr7sSt3PnTtq1a8fp06eJjIwEPBbaLRYLn3zyic+1LVq04IEHHvDa31m1ahV33nknKSkpRTpFRVPiMm0ufj+eQY0QPzYcTePzP89iVwWSIpDwOOrueHMoE7vUZeO5FF5PyaOZI4cDfoEEZabj73Lg57DRMjed1bWakCPraXD+JC1SzlLn3BGioiz4Ox0k/LWB0KQ87AYJgyLwc4LDIBFZrTbmFi3RLf4JUbcWIS1aE9CiFYamTZADA6939RSLtifu2sh+PsvB2Sw75zKd/HIghQ1/p2OQwVVIP9BJEORnoEu9YJpVt6LTSYT6G6hbzZ9Iq6nE5cTKvCfuchBCoAI2VSXRqaACSn5YYSRARsIoQ6BOxiRJGCTJq+QVzN5dqtwFzuILZulUVUVV1WKt9cuy7H1ZSJKETqdDr9ej0+m8e+/KEyEEOa4cMp2eE5dO1YlLdfkodt6ySzJmnRm9pMekMyGEwCAbMOlMGGVjufcR1elETUkFVUE4HB6l7sIZJUkCWfbssTOZkCwBnuv0OiSDEcls8pnFqyx9vayp6nLfcHviNm7cSPPmzb0KHEDnzp2ZNWuWz3Xp6ens3buXW2+91Rt2yy23kJeXx59//um1J1SeqEJw3qUQqJOx6GTO2p3sy87j1mrBKEKw5EwydrdKmGrk400JnFRVjLITg9GAIVTClgWBwUZ0wXr0JhvHRSp9D/ghuV1EZ6ZyzM+CWxUkBXs6xCt7fqRG+mkC/t5OYG42oamnCUpLxuwSJAVCvaNwrp5Ms5PgMAjSQo24YiMIi29N04cmegr9yLPlXk9XypEjRyrcce7y4lrKHhlo8nj8iIV+TathcylIksSpNBtfbDvLX2ezMeplkrOdLP0rmaV/FTVXoJclIgONmPUyMUFmknKcqKpgXLsQ6uoDMOgk9DoJo07GrQpkyXMaVK+TkPOVmOKUCIfDUSm2R0iShA4I0Omo7/fPi9muqmS4VWTAJgS5ioqKwKaCTS3eWKmE50FslGUkQEGgQ0JBYMxX+iyyhEq+TShZhyEwCBmPBwpZgNvl8XPqcrlwOBwIIbxLsSV9p8uy7NMGkiQhhECWZfR6PXq93jvzV/DSLVAGCy/jFiiEF1MKJUnCarRiNf5jfFUIQa4tF71RT447hyxnFrIkowgFh+IgT+RBMRZf5HzrWEadEZfqQkJCIDwKniRjlI3oZB0IEAhUoWKQDehlPXpJjyzJ3n16BX97FsiL75ey0Ygc/Y/BaSGEZ5bO5ULk5KAWeBxQVXC5EA4H4gIvBIUqAgwGz0EWIf45XKHTgU7nVQJxuRCq6tl/rDcgyZInLn8/sgBPGkmC66CUXymVZYxXFq67EpeQkEDNCyz3R0dHF7GTdfLkSYQQPtdaLBYCAwNLtamVk5Pj4+LGZDKV2VTuiG++Iys4EiFJqJIOVZZRJYmXFTfp1WvS/O89nAuPRZVk1Do69LKRBn8fYFujLnT8aw1buvTkn9djMNUyUxm56nvqHzvKJ3fcT+3ks0SmplA78TSNjx3BL+0wERkuGkdJtEgQZARAVoCOvCATgbe0IWzui9zqdGHPTCEypi41q/DXjkbZ4Zfvkqp+hIVXB9b3iUvKcpBpd5Nuc7PzVCa/HUkj2M9Ahs2FzaWSkuMi16mQkuPCrQoy7VbS80q3s1aAJHleRN6JmPx3kJyV43mvyRJuVXhPiUqSx4WWKgRGnZx/AlegCrwzWoWVQ1UIFFUgS5JPWpNexuH+x7CvLv8FKITAqJdxKipCgKIK74yjLEkgefJ3K558JVlCBmQ5P1+djENRUVWP4qCTJQrWAPQ6GbcicOeXV9JLCElC6CUk4VHc8pwKSCBMskdYwCZ5yphq8yiAwih7pkkL41KR3AJkCWE0gl8hDwxCINk9J20xF1K88qtdb3MhI8Agoeh0HqVCAoGEZFcRiiBAcpJnLPTMdCkoyOjsbsy4cJhNPnNpqiQj291ICPQ6gUun995UIIEKwqXihwtHwSqJyw2YUSR/dDY3elQw6v5xiSaBigCXA1mo6CUDbr0BpwpIHkVZJQ/FnYtZ8SPD4O9RyiQVECiSG8mZhEExoOrCUSWPwiwkFYFAiHRk1YlBhOLSmT1KoeSpc4U8ZCUHk2LGaQj2FCY/X1VSkfTZ6IP1IAehyLqCikegIik5GFxO9FIADoMZCVAlT6fXu+2EZmai6o2kW0OQhGd7iyoJQKVGRgZIEmlBwThUASq4hRvhdhGekUlgbi4ZgUFk+3lMTyk6GYFA73YSnZKK02gkNTDU837Kz1cgiExLRVZVsqzBOAzG/LSe/h+Ql4M1Lxe72UK2v+fQjSp7FGRJuKmWloqqM5AZEIwqy/nvPk89hmRmYHC7yfMPxJ7fXxTZ09NMjjwCc3Jwmcxk+weC3enNFxTC01IRsp4cSxBunc4n36CsLIxuJzY/K3ajGZBQ5Pw6dNkJzs5CMZjIsuTvKZUkRH79h2WkARK5liDcOj0CCVUGIQkCcrMwO+w4zFYcBhMmSRAdGkpl47orcTk5OUW08oCAAK8hzMLXAcVeWxBXHO3atSO1kJXukSNHMm7cOKKiovj7778Bj4FJIYRXGaxfvz6nT5/GZrNhNpupUaOG1zp6REQEsixz7tw5rBkppIfFIqsqelVB53YhqyoNTu7Fcmwf2UYDeiEhCxVZVTAobuLO7ef2nas4FWAgOj0Vk9OGyWXH35aJ2ZFKtDUIUdvAyBWvIOmN4G8B/wBMveogR9+GPbwWDYzgFxZJ5rkkgoDmcXFkZWVx/NhJJEmicePGHDp0CEVRvP7eTpw4AUBsbCx5eXleH3lNmjTh8OHDuN1urFYr4eHhHD/ucbUTHR2Nw+Hw1l+jRo04duwYTqcTi8VCZGQkx44dAzwGK91ut9fIZIMGDTh58iR2ux0/Pz9iYmI4evSot74Br52sevXqcebMGW99x8XFcfjwYZxOJ8nJyej1eq/vzDp16nD+/Hlyc3MxGo3UqVPH608vLCwMk8nkdSxeu3ZtUlJSyM7ORq/X06BBA68T89DQUPz9/b02pmrWrEl6ejpZWVnodDoaNmzIgQMHEEIQHBxMYGCg195QjRo1yM7OJiMjo9j6Dg0N9TqvjomJwWazeeu7cePGHD16FJfL5fWtWbi+nU4nKSkpOJ1OFEUhISEBh8OBxWKhevXq3j5bvXp1VFX16bOnTp3y1ndsbKxPn5UkyVvfdevWJTExkby8PEwmEzVr1uTw4cOAx+3VhfVtz0glIDeHXtWNjO7YIr++jYSFhWE2mzlz5oynD8TGkZ2ZQWigjCIk0OlR3C7cKrgFuFUJGY+C5Nk/JFBVgVsFRYAkCSRRoBT9o6soIl+JAyQ8ShlC9SoinstE/m/JM7OByFemPMqcJADZo0C53Io3zpO/gHxlyeVWUPLjBJ79hJ4Xr0DKnx1TRP59Vc/yqSw8ryKHUCiwsywAkb9VwlMkxZOu4KZOT5zOM4HmmYHLz1fOX9cuUHJ1Mt4yoQiPfieB0MkeBcwtEKpASJJXCUMnQ37ZPWu8nusAyJ/VkyRQhIwbPJqFJCEk2aOjiHw9UqhkSab8uUG82p+QACFjx4BS2Ga8JOXXnYyUXy9KwcnUQhkIIaFIMsoFH5pCklCEZ5az4KO4cJwkJFRVIPQqSv7Mpci/v1CDwGkFyYWQdfntmx8nGZCckYCK0OsQsuyNFwBuK0JVQNIXSpt/b2ECRUUSOkSBklbQ6yQVSTWC8NTdP/ECgYyQ9Dh1KjI6lAJlNj93u9HAuWAjfooBl97gE6dKKifDzBhUEHpjfrzw5pxhMZCnN4JBj7MgbX5xXXpBhr8OSdbj0us9HwvSP6WyG3ToVHDrdLjzyyTy+5RLr8MtexRCnzjvH55+puj0KLJcKF8Z8udDlQvzBVRZhyxUkIrmK5DRCYGCKFImgWeGVKeoCLmYtLIOff7+1KL5qugVAbLn/r75CiQhY3SrOCQZVZZxq24cDgcGgwGHwwF49pgW7EsFjyu9gpluWZaLvTYnJ4fz588X0SMKrzaWJdd9T9wzzzzDsWPHWLJkiTfsp59+4v777/dRvv73v//RokULMjIyfBzyVqtWjXnz5jFo0CCffAv2xNWqVeuazcSVF1e7z6iycqPKDZVX9pSUlKtyxO12u4s4h78RuFHlhhtXdk3uqklJz8BrtSfuuq+3RUVFeb/kCzhz5gxxcXFFriuIK8But5Oamlrk2sIEBAQQGBjo/alsChz8M2N1o3Gjyg2VV3ZJkq7KhEBxvlNvBG5UueHGlV2Tu+qhqmq570287kpcz5492bNnj3e5CWDt2rX06tXL57rw8HBatGjBunXrvGG//fabN1xDQ+P6Y7VaSUtLq5S2oDQ0NDSuFFVVSUtLw2q1XvziMuS6z2nGx8dz0003MXLkSKZMmcKqVatYunQpe/fuxWazcebMGe+S6OjRo5k6dSr16tVDkiTGjBnDuHHjKs2pnCulbt2617sI14UbVW6ovLIbjUYCAwNJT0/3upG6HBRFIS8v7xqVruJyo8oNN67smtxVh4JnXWBgYLmbNLvuShzA4sWLGTlyJB07dqRmzZr88MMP1KtXj99++43u3btz/PhxatWqxdixY0lMTGTYsGEIIXjwwQd54YUXrnfxrzmJiYnUqlXrehej3LlR5YbKLbvRaLzi/XwJCQmVVu6r4UaVG25c2TW5NcqC676cCp7Tfr/++is2m42DBw/Sv39/ALp164YQwtvgsiwzbdo0UlNTSUtL46233qoQbmeuJQ6Hw+tm7EbiRpUbblzZNblvLLnhxpVdk/vGkhvwylzWslcIJU6jZBwOB/Pnz7/hOv2NKjfcuLJrct9YcsONK7sm940lN/xzoKOsD3ZoSpyGhoaGhoaGRiVEU+I0NDQ0NDQ0NCohFeJgw7WgwMSB0+m8ziW5OtxuN2FhYbjd7kovy+Vwo8oNN67smtw3ltxw48quyX1jyQ14vT6Utfml6+6x4VqRkZHBjh07rncxNDQ0NDQ0NDQAaNGiBdWqVSuz/KqsEud2u8nJycFoNCJrjuA1NDQ0NDQ0rhOqquJ0OgkICChTt2NVVonT0NDQ0NDQ0KjKaFNUGhoaGhoaGhqVEE2J09DQ0NDQ0NCohGhKXAXhtddeIzY21vv/li1buPnmm/H396ddu3ZFDmlMmzaNyMhIgoODeeSRR7DZbOVd5DLhQrkvxqeffkpcXBwBAQHceeedpKSkXMPSlS83SptfLpW5zRVFYeLEiURGRlKtWjXuv/9+cnJyAFi2bBkNGzbEYrHQs2dPjh8/7k3ndrsZN24coaGhVKtWjeeeew5FUa6XGFdEabJfjKra17UxXjyVeYyD5yDlfffdR3h4ODVq1OCll17yjtdr3uZC47qzf/9+YTKZRExMjBBCiNTUVBESEiKef/558ddff4kJEyaIyMhIkZmZKYQQYt68eSIsLEz897//Fb///ruIj48XY8eOvZ4iXBEXyi2EEAMGDBAmk8nn5+uvvxZCCLFmzRrh5+cnFi5cKHbs2CF69+4t+vXrd72Kf0W8/vrrReR79NFHq3yblyS3EFW7zV966SVRr149sWbNGrFmzRpRu3ZtMX78eHHgwAFhMpnEu+++K/bs2SNGjBghmjVrJhRFEUIIMXnyZFGnTh3x22+/ibVr14qaNWuK119//TpLc3mUJLsQQjRr1qxIm2/evFkIUbn7+quvvlpEroKf9evXV9kxfjG5q/IYF0KIu+66S3Tu3Fls27ZNLFmyRISFhYlZs2aVy3NdU+KuM4qiiI4dO4ouXbp4lZlZs2aJ5s2b+1wTExMjFi5cKIQQonnz5mLmzJne+JUrV4qAgABht9vLt/BXQXFyCyFE7dq1xQ8//CAOHDjg/Sno8IMGDRJPPPGE99pDhw4JSZLEqVOnyr38V8rIkSPFc8895yNfYmJilW/zkuQWouq2eV5enggMDBRr1qzxhn377beidevWYty4cWLgwIHe8OzsbGEwGMSmTZuE2+0WISEhYtGiRd74uXPninr16pVr+a+G0mR3u93CYDCIrVu3+rR5Xl6eEKJy9/Xk5GQfmQ4cOCCef/55ER8fL6ZNm1Zlx3hpcufl5VXZMS6Ep6/Lsuz9CBFCiJdfflm0bdu2XJ7rmhJ3nXn33XdF9+7dxfz5873KzG233Sb+/e9/+1w3dOhQ8dBDD4m0tDQhSZLYs2ePNy4nJ0fIsiw2btxYrmW/GoqT2+FwCL1eL3Jycopcr6qqCAkJET/++KNPeEREhPjyyy/LpcxlQadOncSKFSuKhFf1Ni9J7qrc5uvXrxdhYWHe2bXCtGzZUrz77rs+YW3bthWvvvqq2L17twBERkaGN27//v0CqDQvttJkP3r0qIiIiCg2XVXo64U5cuSICA0NFfv376/yY7wwheWuymNcCCESExMFIHbt2uUNmz59urjpppvKpc21PXHXkRMnTvDqq68yd+5cn/CEhARq1qzpExYdHU1SUhInT55ECOETb7FYCAwMJCkpqVzKfbWUJPexY8ewWCyMGDGCyMhIWrRowZdffglAVlYW6enpJdZLZeHIkSN8+umn1KpVizp16vDiiy/idDqrfJuXJHdVbvP9+/cTGxvL66+/To0aNYiNjeWJJ54gOzu71PZOSEggODiYoKAgnzigUsgNpct+5MgR/P39ufXWW6lWrRpt27Zl5cqVAFWirxdm/PjxjBgxgsaNG1f5MV6YwnJX5TEOUL16dZo1a8a0adPIysriyJEjzJkzh/79+5dLm1dZt1uVgdGjR/P0009Tv359Nm/e7A3PycnBz8/P59qAgABycnK8G4NLiq8MlCT3kSNHyM3NpXPnzkyePJk1a9YwatQozGYzHTt2BCq33NnZ2Zw/f57g4GAWL17M0aNHeeqpp8jIyKjSbV6a3H379q2ybZ6RkcGBAwdYvXo133zzDVlZWTzxxBNkZmZetL2LiwMqhdxQuuxt27YlOTmZl19+mRkzZrBo0SIGDBjApk2bvJvBK2ubF2bNmjVs2LCBBQsWAFX/uV7AhXJX9ec6wNy5c+natSvBwcEIIahevToTJ07k+++/v+Ztrilx14kvvviCc+fOMWHChCJxgYGBRU6o2O12QkJCCAwMBMBms2E0GovEV3RKk7t79+6cPn2ayMhIAOLj4zl27BizZ8+mb9++ACXWS2XAz8/P58usVatWSJLEiBEjaN68eZVt89LknjFjRpVtc1VVcbvdfP/994SFhQEwc+ZM7rnnnhLHeERERIlxQKWQG0qX/a233mLYsGHe8FatWrFnzx7mzJnDM888A1Tevl6Y1157jbFjx3pdLFXl53phLpS7qj/XExMTGTJkCA899BAPPfQQycnJTJw4kaFDh5ZLm2vLqdeJtWvXsm/fPgICAjCbzTzyyCOcOXMGs9nM7t27OXPmjM/1Z86cIS4ujqioKO//BdjtdlJTU4mLiytXGa6E0uRet26dd6AX0KxZM86fP4/VasVisZRYL5UBvV5fZGq9WbNmuFwuIiIiqmyblyZ3Xl5elW3z8PBwwsPDvcoKQJMmTXC73QQHB5fa3gWzdYXjZFm+LHM815PSZC9wgl6Ygjav7H29gIMHD7Ju3TpGjx7tDYuKiqqyY7yA4uQOCAiosmMcYNGiRVitVj766CPatGlD//79+eijj1i9ejWRkZHXvM01Je46MX36dPbu3cvu3bvZvXs3U6dOJTIykt27dzNlyhTWrVvnvdbtdrNhwwZ69epFeHg4LVq08In/7bffvOEVndLk/uGHH3j44Yd9rt+xYweNGzcGoGfPnj5yHzx4kKSkJLp161aeIlwxCxcupGnTpohCnu527NhBSEgIvXv3rrJtXprcU6ZMqbJt3q5dO5KTkzl79qw3bO/evQQFBTFw4EAfuTIyMti1axe9evWiZcuWhIaGsn79em/82rVrufnmmyvN7ERpsj/88MNMnTrV5/qCNq/sfb2Ab775hvj4eOrVq+cNu7AvV6UxXkBxco8dO7bKjnEAg8FQJKzAZ/stt9xy7dv8io9kaJQphU9pJiYmCqvVKl5++WWxfft2MXz4cNGwYUPhcrmEEEJ88MEHIiIiQvzyyy9i5cqVIi4uTkydOvV6Fv+KKSz3jz/+KAwGg3jrrbfEzp07xVtvvSUMBoPYsGGDEEKI5cuXC39/f/Hdd9+JDRs2iJYtW4pRo0Zdz+JfFqdOnRKBgYHikUceEdu2bROLFy8WkZGRYurUqVW6zUuTu6q3eY8ePUTnzp3F5s2bxapVq0SdOnXElClTxO7du4XRaBQffvih+OOPP8Stt94qevTo4U337LPPigYNGoiNGzeKRYsWieDgYPHFF19cR0kun5Jkf++994TVahXz5s0TO3fuFC+88IIwGo3i6NGjQojK3dcLaN26tXjmmWd8wqryGC+gOLmr+hg/fvy4sFqt4rHHHhM7duwQ69atE23atBF33nlnubS5psRVEAorM0IIsXbtWtG0aVNhNptFly5dxOHDh71xiqKIF198UYSGhoqQkBDx73//W7jd7utR7KvmQrk//fRTUb9+fWE0GkWjRo2KHDN/7733RFRUlLBareK+++4Tubm55V3kq2LTpk2iQ4cOwmw2i+joaDFp0iRv21XlNi9N7qrc5mlpaeLee+8V/v7+IiwsTDz99NPeB/h3330n6tSpI/z9/cXAgQNFUlKSN53dbhejR48WVqtVREZGihkzZlwvEa6YkmRXVVX83//9n4iLixMmk0nEx8eLX375xZuusvd1u90uDAaD+O6774rEVeUxXprcVXmMCyHE77//Lnr06CECAwNFVFSUGD16tNdE0LVuc0mIQmscGhoaGhoaGhoalQJtT5yGhoaGhoaGRiVEU+I0NDQ0NDQ0NCohmhKnoaGhoaGhoVEJ0ZQ4DQ0NDQ0NDY1KiKbEaWhoaGhoaGhUQjQlTkNDQ0NDQ0OjEqIpcRoaGhoaGhoalRBNidPQ0Lgo48aNQ5Ik/ve///mEnzhxAkmSiI6OLpJm3rx5SJLEF198UV7FBDyuayRJ4tdffy3X+xa+/5QpU1BVFYCEhAQkSeLTTz+94jwHDBjAwoULy6qIJTJlyhQmTZp0ze+joaFRNmhKnIaGxkXp2bMnAFu2bPEJX7lyJQCJiYlFFLzNmzf7pL1R+O2333jllVe8StzVsnjxYo4dO8awYcPKJL/SeOaZZ/j888/ZvXv3Nb+XhobG1aMpcRoaGhelW7duyLLsVcwKWLlyJa1atcJqtXoVugI2bdpEw4YNiYmJKc+iVimcTicTJkxg4sSJyPK1f1xbrVbGjBnD448/fs3vpaGhcfVoSpyGhsZFCQ4O5uabb/ZR4txuN2vWrGHQoEF0797dR4lLTk7m8OHDPrNwJ06c4N577yUyMhJ/f3+aNGnCG2+8QYHnv969exMSEoLL5fK596hRowgODsZutwOe5cmhQ4cSEhJCYGAggwcPZv/+/aWW/2JpCpZgV69ezf33309wcDBWq5V77rmHzMxMH5mff/55IiMjCQwM5K677uKbb75BkiQSEhJ48MEHeeWVVwAwGAwsWLDAmzY3N5cxY8YQFhaGxWJh8ODBnDt3rtRyf/fddyQlJXHvvfd6wx588EFatmzJ2rVradOmDWazmbi4OD744IMi8ixatIihQ4ditVqJiYnhgw8+4NChQ/Tq1Qs/Pz+io6N58803fe45cuRItmzZUkRh19DQqHhoSpyGhsYl0bNnT44dO+ZVPLZu3UpmZiZ9+vShd+/ebNy4kby8POCfZdfCSlz//v3ZsWMH06dP56uvvqJz585MmjSJOXPmADB8+HAyMjL47bffvGlcLhdLly7l7rvvxmw2k5iYSIcOHTh06BDvvPMOH330EUlJSXTs2JEjR44UW+7LSXPvvfdiNBr57LPPGDNmDP/5z3+YMmWKN/7RRx/l7bffZty4ccybNw9/f39Gjx7tjX/mmWcYPnw4AD/99BO33nqrN27y5MmcO3eODz/8kMmTJ7Nq1SqefPLJUut86dKltGvXDrPZ7BN+/Phxhg8fzrBhw/j888+JjY1l3LhxRZZBx4wZQ2RkJPPmzaNx48aMGzeOzp0706RJE7766is6derExIkT2bp1qzdNrVq1qFWrFkuXLi21bBoaGhUAoaGhoXEJrFq1SgBi0aJFQgghXnrpJREaGioURRFHjhwRgFixYoUQQohnn31WyLIs0tLShBBCJCcni4YNG4qNGzf65BkbGyseeOABIYQQWVlZws/PT4wdO9Yb//PPPwtArF+/XgghxOjRo0VERITIyMjwXpOVlSXCwsLEww8/LIQQYt26dQIQq1evvuw0Dz74oE/5OnToIOLj44UQQhw+fFgAYubMmT7XDBkyRADi+PHjQgghXn75ZQEIl8slhBDi+PHjAhA9evTwSTdy5EgRGhpaap2HhISIiRMn+oQ98MADAhC//fabN+zQoUMCEO+++66PPGPGjPFes23bNgGIf/3rX96wtLQ0AYhZs2b53GPo0KFeuTU0NCou2kychobGJdGpUyeMRqN3mW3lypX06tULWZapV68ederU8S6pbt68mfj4eEJCQgAIDw/n4MGDdOjQgYMHD7Jy5UpmzZrFuXPncLvdgGc/1uDBg1m6dKl3iXXRokXUqlWLzp07A7BixQp69OiBTqcjJyeHnJwcJEmiW7duJS7/XU6aIUOG+Pxfu3ZtMjIyALwzhHfccYfPNXfdddcl1V+/fv18/o+KiiI9Pb3E6202G+np6YSHhxeJCwoKomvXrj7lBLxlLaB3797evwvaolOnTt4wq9UKQHZ2tk+6atWqkZCQUIo0GhoaFQFNidPQ0Lgk/Pz86NChA5s3byYtLY3t27fTt29fb3yfPn1YuXIldrudHTt2+CylCiF4/vnnCQ0NpVWrVkyYMIH9+/cTGBjoc48RI0aQmJjIH3/8gdvtZunSpYwYMQJJkgA4d+4c3377LVar1edn8eLFpKSkFFvuy0kTEBDg878kSd5TpklJSQBUr17d55qIiIhLqr/g4OAieRcoq8WRlpYG/KNoXaycQJETsRfWL4DFYikSdmE5goODffYCamhoVEz017sAGhoalYeePXvy6quvsmzZMlRVpU+fPt643r1789FHH7F48WKcTqePEjdv3jxmzJjBwoULuffee70nLS880dqnTx/Cw8NZsmQJ2dnZpKamct9993njg4OD6datG+PHjy9SNr2++MfZlaQpDj8/PwDS09O9fwOcOXPmkvO4HAoUteuhTGVnZxMaGlru99XQ0Lg8NCVOQ0PjkunRoweTJ09m+vTpNG/e3MfIb48ePdDr9UydOhWj0eizbLdr1y6sVqt30z/A/v37SUxM9MnfYDAwdOhQlixZQkZGBm3btqVBgwbe+K5du3L06FFuueUWn9mn4cOHExsbS/v27YuU+UrSFEd8fDzgObDwyCOPeMO//PLLS0p/uQQFBVGtWjWSk5OvSf6lkZKSopmG0dCoBGhKnIaGxiXTtm1bAgICOHz4MM8++6xPXGBgIB06dGDjxo107doVf39/n3SzZ89m7Nix9OnTh3379vHxxx8TERHB4cOH2bVrl1dJGj58OB9++CGnT59m5syZPveYMmUK7du3Z8iQIdx777243W7mz5/Pli1bWL9+fbFlvpI0xdG1a1datWrFv//9bzIyMqhbty7ffPMNO3fuBP5Z0ixYwvzss88YMGDAJedfHJ06dWLbtm1XlceVsGPHDvr371/u99XQ0Lg8tD1xGhoal4zBYKBLly4APvvhCihYXr3QS8N9993Hiy++yJIlSxgxYgQbN25kyZIlTJ06lf379/vYU+vYsSN16tRBURTuuecen3yaNWvGxo0bsdlsPPTQQ16jtGvWrKFdu3bFlvlK0hSHLMusXLmSO++8k2nTpnH//fejKIrXBEnBnrc777zTa87jQg8Xl8vdd9/Ntm3byM3Nvap8LofExEQOHTrEbbfdVm731NDQuDIkUdrOWg0NDQ0NwLNPbPPmzdx0001ERUV5w5966ikWL17MqVOnyvyeTqeTevXqMXnyZB5++OEyz784Xn31VZYvX+5jO05DQ6NioilxGhoaGpeA3W4nNjaWmJgYnn32WYKCgvj999+ZNWsW06ZNY+LEidfkvkuWLGHSpEkcOHAAnU53Te5RQG5uLnXq1GHp0qV06NDhmt5LQ0Pj6tGUOA0NDY1LZM+ePbz44ov8/vvv5ObmUrduXcaMGcO4ceO8e+KuBffccw99+vRh1KhR1+weANOnTychIYG5c+de0/toaGiUDZoSp6GhoaGhoaFRCdEONmhoaGhoaGhoVEI0JU5DQ0NDQ0NDoxKiKXEaGhoaGhoaGpUQTYnT0NDQ0NDQ0KiEaEqchoaGhoaGhkYlRFPiNDQ0NDQ0NDQqIZoSp6GhoaGhoaFRCdGUOA0NDQ0NDQ2NSoimxGloaGhoaGhoVEL+P8A/uCoU/ADFAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "standard_observer = observers.ColorimetricObserver()\n", "individual_observer_20 = observers.ColorimetricObserver(age=20, field_size=10)\n", "individual_observer_44 = observers.ColorimetricObserver(age=44, field_size=10)\n", "\n", "ax = standard_observer.plot_action_spectra(figsize=(7.08, 3), lw=1, grid=True)\n", "\n", "individual_observer_20.plot_action_spectra(ax=ax, ls=':', lw=1, grid=True, legend=False)\n", "individual_observer_44.plot_action_spectra(ax=ax, ls='--', lw=1, grid=True, legend=False)\n", "\n", "twinax = ax.twinx()\n", "twinax.plot([], ls=':', c='k', label='Individual observer (20 years, 10$\\degree$ field size)')\n", "twinax.plot([], ls='-', c='k', label='Standard observer (32 years, 10$\\degree$ field size)')\n", "twinax.plot([], ls='--', c='k', label='Individual observer (44 years, 10$\\degree$ field size)')\n", "twinax.set_yticks([])\n", "twinax.legend(loc='lower right');" ] }, { "cell_type": "markdown", "id": "f3fd2484-3d60-43ad-b157-d14482e20fd6", "metadata": {}, "source": [ "**Note:** When specifying age and field size:\n", "\n", " - LMS cone fundamentals are constructed from the photopigment absorbance spectra, taking account of the peak axial density of the respective photopigments as well as lens and macular pigment density, in accordance with [CIE 170-1:2006](https://cie.co.at/publications/fundamental-chromaticity-diagram-physiological-axes-part-1).\n", "\n", " - The melanopic action spectrum of the 32-year-old standard observer is adjusted for lens density with a spectral correction function, in accordance with [CIE S026/E:2018](https://cie.co.at/publications/cie-system-metrology-optical-radiation-iprgc-influenced-responses-light-0). For consistency with the aforementioned standard, a slightly different lens density function is used for this correction.\n", " \n", " - The rhodopic action spectrum of the 32-year-old standard observer is currently adjusted in the same way as the melanopic action spectrum." ] }, { "cell_type": "markdown", "id": "11bad40a-ea27-4b50-8b3f-d650394074b0", "metadata": {}, "source": [ "\n", "Special cases\n", "-------------\n", "\n", "The `ColorimetricObserver` class should serve well for most situations that concern color-normal individuals. However, the toolbox can be used for special cases (e.g., dichromats, non-humans) by creating a custom observer model with the appropriate action spectra. See [this example](05c_custom_observer.ipynb) for more information." ] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }