From 51a34b0c127d185bb6cd2ebf6a74a450128c5c7b Mon Sep 17 00:00:00 2001 From: Zach Keskinen Date: Tue, 5 Sep 2023 11:43:37 -0600 Subject: [PATCH 1/2] wet snow functino fix and testing --- scripts/optimize/param_ridgeplots.ipynb | 186 ++---------------------- spicy_snow/processing/wet_snow.py | 1 + tests/test_wetsnow.py | 31 ++++ 3 files changed, 44 insertions(+), 174 deletions(-) diff --git a/scripts/optimize/param_ridgeplots.ipynb b/scripts/optimize/param_ridgeplots.ipynb index f4fde85..da10583 100644 --- a/scripts/optimize/param_ridgeplots.ipynb +++ b/scripts/optimize/param_ridgeplots.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -29,60 +29,9 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "array(0.87890495)\n", - "Coordinates:\n", - " location \n", - "array(0.69040989)\n", - "Coordinates:\n", - " location \n", - "array(0.65403371)\n", - "Coordinates:\n", - " location \n", - "array(0.73870465)\n", - "Coordinates:\n", - " location \n", - "array(0.58172155)\n", - "Coordinates:\n", - " location \n", - "array(0.54292543)\n", - "Coordinates:\n", - " location " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.gridspec as grid_spec\n", "from matplotlib import colormaps\n", @@ -164,28 +113,9 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_14543/3186408421.py:130: UserWarning: The figure layout has changed to tight\n", - " plt.tight_layout()\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.gridspec as grid_spec\n", "from matplotlib import colormaps\n", @@ -321,100 +251,9 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", 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", 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Gjx8vWSnVkI0R7z0Xdaxou9/JkyfFgAEDhIODg3BxcRHDhw8XFy5ckNSp+dqo7Th48KCkfkFBgRg/frxwc3MTKpVK9OnTR6Slpel1HaaIqzZt27attY17v2cPHjxYa737v8+ILJVCiHrMsCQiIiJ6SHFTQSIiIrJonLNDRCZz/740unDvGCIyNfbsEJHJLFmyBLa2tnUely5dMneYRGThOGeHiEzm6tWruHr1ap11goKCdO59Q0RkLEx2iIiIyKJxGIuIiIgsWpObGahWq3H16lU4OzsbvLU9ERFZNiEESkpK0LJly3o/564hysrKUFFRYXA7dnZ2dT6AualqcsnO1atX4evra+4wiIjoIZKbm/vAhxs3VFlZGfzaOqGgsPrBlR+gRYsWuHjxIhOe+zS5ZKfmmTW+H86Flb3u5+Q0NqVDpblD0NLc8ba5Q5CoVstrxLWsytbcIUgoravMHYJEebW8frTcKpHXD/7qcmtzhyBVKq9/L5vb8vl+V5eV4XLCEs3vDlOoqKhAQWE1Lme2g4tzw6+9uESNtsGXUFFRwWTnPvL6Cm8ENUNXVvZKWDnI44vB2kE+39g1bBwN/wvDmBQyS3asK+WV7NjYyOuXZ1WVvH60WFXL43u9hrCS178X1DL795LZ9zuARpn24OSsgJNzwz9HDU7NqI28vsKJiIiaqGqhRrUB66OrRd0beDZlTHaIiIhkQA0BNRqe7RhyrqWTX18hERERkRGxZ4eIiEgG1FDDkIEow862bEx2iIiIZKBaCFQb8FADQ861dBzGIiIiIovGnh0iIiIZ4ARl02GyQ0REJANqCFQz2TEJDmMRERGRRWPPDhERkQxwGMt0mOwQERHJAFdjmQ6HsYiIiMiiMdkhIiKSAbURjoZITEyEn58fVCoVgoODkZ6eXmvdjIwMhIeHw93dHfb29ggMDMQHH3wgqZOSkoKQkBA0a9YMjo6O6N69Oz799NMGRmccHMYiIiKSgWoDV2M15NwdO3Zg9uzZSExMRHh4ONauXYuoqChkZ2ejTZs2WvUdHR0xc+ZMBAUFwdHRERkZGZg2bRocHR0xdepUAICbmxvmz5+PwMBA2NnZ4auvvsKkSZPg5eWFwYMHN/j6DKEQomkN8hUXF8PV1RVtP1kIKweVucMBAKgcKswdghY3p9vmDkGiWi2vTsg7lbbmDkFCZVNl7hAkyqrk9XdUSYm9uUOQqC6zNncIUqXy+veyKZXP97u6rAwXF83DzZs34eLiYpLPqPm99HO2F5ydG37tJSVqBHUq1CvW3r17o2fPnkhKStKUdezYEcOHD0dCQkK92nj++efh6OhYZ+9Nz5498fTTT+PNN9+sV5vGJp+vKCIiImo0FRUVyMzMRGRkpKQ8MjISR48erVcbWVlZOHr0KCIiInS+L4TAgQMH8Ouvv+KJJ54wOOaGklc6T0RE1EQZMu+m5nzgbk/RvZRKJZRKpVb9oqIiVFdXw9vbW1Lu7e2NgoKCOj+rdevWuH79OqqqqhAfH48pU6ZI3r958yZatWqF8vJyWFtbIzExEYMGDdL/ooyEyQ4REZEMqKFANRQGnQ8Avr6+kvJFixYhPj6+1vMUCulnCiG0yu6Xnp6OW7du4fjx44iNjUVAQADGjBmjed/Z2RmnTp3CrVu3cODAAcTExKB9+/bo16+ffhdlJEx2iIiILEhubq5kzo6uXh0A8PDwgLW1tVYvTmFhoVZvz/38/PwAAF27dsW1a9cQHx8vSXasrKwQEBAAAOjevTvOnTuHhIQEsyU7nLNDREQkA2ph+AEALi4ukqO2ZMfOzg7BwcFIS0uTlKelpSEsLKzecQshUF5ebnAdU2LPDhERkQxUGziM1ZBzY2JiMG7cOISEhCA0NBTr1q1DTk4OoqOjAQBxcXHIy8vDpk2bAACrV69GmzZtEBgYCODuvjvLly/HrFmzNG0mJCQgJCQE/v7+qKioQGpqKjZt2iRZ8dXYmOwQERE1UaNHj8aNGzewZMkS5Ofno0uXLkhNTUXbtm0BAPn5+cjJydHUV6vViIuLw8WLF2FjYwN/f38sXboU06ZN09QpLS3F9OnTceXKFc3Gg5s3b8bo0aMb/fpqcJ8dGeA+Ow/GfXbqxn126sZ9dh6A++zUqjH32Tl61gdOBuyzc6tEjbDO+SaN9WElr69wIiKiJkotFFALA1ZjGXCupZNP+kxERERkAuzZISIikgFzTFBuKpjsEBERyUA1rFBtwIBLtRFjsTRMdoiIiGRAGDhnR3DOTq04Z4eIiIgsGnt2iIiIZIBzdkzHrD07SUlJCAoK0mxpHRoaim+++abOcw4fPozg4GCoVCq0b98ea9asaaRoiYiITKdaWBl8kG5mvTOtW7fG0qVLcfLkSZw8eRJPPvkknn32WZw9e1Zn/YsXL2LIkCHo27cvsrKyMG/ePLz66qvYuXNnI0dOREREDwuzDmMNHTpU8vrtt99GUlISjh8/js6dO2vVX7NmDdq0aYOVK1cCADp27IiTJ09i+fLlGDFiRGOETEREZBJqKKA2oA9CjSb1QAS9yGbOTnV1NT777DOUlpYiNDRUZ51jx44hMjJSUjZ48GCsX78elZWVsLXV3sK/vLxc8qTV4uJi4wZORERkBJyzYzpmH+A7ffo0nJycoFQqER0djV27dqFTp0466xYUFMDb21tS5u3tjaqqKhQVFek8JyEhAa6urprD19fX6NdARERE8mX2ZKdDhw44deoUjh8/jldeeQUTJkxAdnZ2rfUVCmnmWvMc0/vLa8TFxeHmzZuaIzc313jBExERGQknKJuO2Yex7OzsEBAQAAAICQnBjz/+iFWrVmHt2rVadVu0aIGCggJJWWFhIWxsbODu7q6zfaVSCaVSafzAiYiIjOjunB0DHgTKYaxayS4NFEJI5tjcKzQ0FGlpaZKy/fv3IyQkROd8HSIiIiKz9uzMmzcPUVFR8PX1RUlJCbZv345Dhw5h7969AO4OQeXl5WHTpk0AgOjoaHz88ceIiYnB3//+dxw7dgzr16/Htm3bzHkZREREBlMb+GwsrsaqnVmTnWvXrmHcuHHIz8+Hq6srgoKCsHfvXgwaNAgAkJ+fj5ycHE19Pz8/pKamYs6cOVi9ejVatmyJDz/8kMvOiYjooWfovJtqwWSnNmZNdtavX1/n+8nJyVplERER+Omnn0wUERERkXmoYcV9dkxEdnN2iIiIiIzJ7KuxiIiICKgWClQLAzYVNOBcS8dkh4iISAaqDZygXM1hrFpxGIuIiIgsGnt2iIiIZEAtrKA2YDWWmquxasVkh4iISAY4jGU6HMYiIiIii8aeHSIiIhlQw7AVVWrjhWJxmOwQERHJgOGbCnKwpja8M0RERGTR2LNDREQkA4Y/G4v9F7VhskNERCQDaiighiFzdriDcm2Y7BAREckAe3ZMh3eGiIiILBp7doiIiGTA8E0F2X9RGyY7REREMqAWCqgN2WeHTz2vFdNAIiIismjs2SEiIpIBtYHDWNxUsHZMdoiIiGTA8KeeM9mpDe8MERERWTT27BAREclANRSoNmBjQEPOtXRMdoiIiGSAw1imwztDREREFo09O0RERDJQDcOGoqqNF4rFYbJDREQkAxzGMh0mO0RERDLAB4GaDu8MERERWTT27BAREcmAgAJqA+bsCC49rxWTHSIiIhngMJbp8M4QERE1YYmJifDz84NKpUJwcDDS09NrrZuRkYHw8HC4u7vD3t4egYGB+OCDDyR1PvnkE/Tt2xfNmzdH8+bNMXDgQPzwww+mvow6NdmeHT+fItg4Ks0dBgBgsHe2uUPQUljhYu4QJLzsis0dgoTcVj1YKdTmDkGioKKZuUOQuF7uZO4QJArL5BXP1WJ5fb/fvO5s7hA01HcqG++zhAJq0fChqIacu2PHDsyePRuJiYkIDw/H2rVrERUVhezsbLRp00arvqOjI2bOnImgoCA4OjoiIyMD06ZNg6OjI6ZOnQoAOHToEMaMGYOwsDCoVCosW7YMkZGROHv2LFq1atXg6zOEQgghzPLJZlJcXAxXV1f0++oVJjt1YLJTNyY7dWOyUzcmO3WTV7JThtwZi3Dz5k24uJjmPtX8Xpr9/TAonWwb3E75rUqsDP9Cr1h79+6Nnj17IikpSVPWsWNHDB8+HAkJCfVq4/nnn4ejoyM+/fRTne9XV1ejefPm+PjjjzF+/Ph6tWls8vqJTURERI2ioqICmZmZiIyMlJRHRkbi6NGj9WojKysLR48eRURERK11bt++jcrKSri5uRkUryGa7DAWERGRnBhrGKu4WNoTrlQqoVRqj2QUFRWhuroa3t7eknJvb28UFBTU+VmtW7fG9evXUVVVhfj4eEyZMqXWurGxsWjVqhUGDhxY30sxOvbsEBERyYAaVgYfAODr6wtXV1fN8aDhKIVCmmAJIbTK7peeno6TJ09izZo1WLlyJbZt26az3rJly7Bt2zakpKRApVLpcTeMiz07REREFiQ3N1cyZ0dXrw4AeHh4wNraWqsXp7CwUKu3535+fn4AgK5du+LatWuIj4/HmDFjJHWWL1+Od955B99++y2CgoIacilGw54dIiIiGagWCoMPAHBxcZEctSU7dnZ2CA4ORlpamqQ8LS0NYWFh9Y5bCIHy8nJJ2XvvvYc333wTe/fuRUhIiJ53wvjYs0NERCQD5lh6HhMTg3HjxiEkJAShoaFYt24dcnJyEB0dDQCIi4tDXl4eNm3aBABYvXo12rRpg8DAQAB3991Zvnw5Zs2apWlz2bJlWLhwIbZu3Yp27dppeo6cnJzg5GSelYhMdoiIiGRAGPjUc9GAc0ePHo0bN25gyZIlyM/PR5cuXZCamoq2bdsCAPLz85GTk6Opr1arERcXh4sXL8LGxgb+/v5YunQppk2bpqmTmJiIiooKvPDCC5LPWrRoEeLj4xt2cQZiskNERNSETZ8+HdOnT9f5XnJysuT1rFmzJL04uly6dMlIkRkPkx0iIiIZqIYC1QY8zNOQcy0dkx0iIiIZUIuGzbu593zSjauxiIiIyKKxZ4eIiEgG1AZOUJbbM/vkhMkOERGRDKihgNqAeTeGnGvpmAYSERGRRWPPDhERkQzcuwtyQ88n3ZjsEBERyQDn7JgO7wwRERFZNPbsEBERyYAaBj4bixOUa8Vkh4iISAaEgauxBJOdWjHZISIikgFzPPW8qeCcHSIiIrJo7NkhIiKSAa7GMh0mO0RERDLAYSzTYRpIREREFo09O0RERDLAZ2OZDpMdIiIiGeAwlulwGIuIiIgsGnt2iIiIZIA9O6bDZIeIiEgGmOyYDoexiIiIyKKxZ4eIiEgG2LNjOmbt2UlISMBjjz0GZ2dneHl5Yfjw4fj111/rPOfQoUNQKBRaxy+//NJIURMRERmfwH+XnzfkEOa+ABkza8/O4cOHMWPGDDz22GOoqqrC/PnzERkZiezsbDg6OtZ57q+//goXFxfNa09PT1OHS0REZDLs2TEdsyY7e/fulbzeuHEjvLy8kJmZiSeeeKLOc728vNCsWTMTRkdERESWQFYTlG/evAkAcHNze2DdHj16wMfHBwMGDMDBgwdrrVdeXo7i4mLJQUREJDc1PTuGHKSbbJIdIQRiYmLw+OOPo0uXLrXW8/Hxwbp167Bz506kpKSgQ4cOGDBgAI4cOaKzfkJCAlxdXTWHr6+vqS6BiIiowZjsmI5sVmPNnDkTP//8MzIyMuqs16FDB3To0EHzOjQ0FLm5uVi+fLnOoa+4uDjExMRoXhcXFzPhISIiakJkkezMmjULX3zxBY4cOYLWrVvrfX6fPn2wefNmne8plUoolUpDQyQiIjIpTlA2HbMmO0IIzJo1C7t27cKhQ4fg5+fXoHaysrLg4+Nj5OiIiIgajxAKCAMSFkPOtXRmTXZmzJiBrVu3Ys+ePXB2dkZBQQEAwNXVFfb29gDuDkPl5eVh06ZNAICVK1eiXbt26Ny5MyoqKrB582bs3LkTO3fuNNt1EBERkXyZNdlJSkoCAPTr109SvnHjRkycOBEAkJ+fj5ycHM17FRUVeP3115GXlwd7e3t07twZX3/9NYYMGdJYYRMRERldzeaAhpxPupl9GOtBkpOTJa/nzp2LuXPnmigiIiIi8+CcHdORzdJzIiIiIlOQxWosIiKipo4TlE2HyQ4REZEMcBjLdJjsEBERyQB7dkyHc3aIiIjIorFnh4iISAaEgcNY7NmpHZMdIiIiGRAA6rEjS53nk24cxiIiIiKLxp4dIiIiGVBDAQV3UDYJJjtEREQywNVYpsNhLCIiIrJo7NkhIiKSAbVQQMFNBU2CyQ4REZEMCGHgaiwux6oVh7GIiIjIojHZISIikoGaCcqGHA2RmJgIPz8/qFQqBAcHIz09vda6GRkZCA8Ph7u7O+zt7REYGIgPPvhAUufs2bMYMWIE2rVrB4VCgZUrVzYoLmPiMBYREZEMmGM11o4dOzB79mwkJiYiPDwca9euRVRUFLKzs9GmTRut+o6Ojpg5cyaCgoLg6OiIjIwMTJs2DY6Ojpg6dSoA4Pbt22jfvj1GjhyJOXPmNPh6jIk9O0RERDJQ89RzQw59rVixApMnT8aUKVPQsWNHrFy5Er6+vkhKStJZv0ePHhgzZgw6d+6Mdu3aYezYsRg8eLCkN+ixxx7De++9h7/97W9QKpUNvh/GxGSHiIjIghQXF0uO8vJynfUqKiqQmZmJyMhISXlkZCSOHj1ar8/KysrC0aNHERERYXDcpsRkh4iISAZqVmMZcgCAr68vXF1dNUdCQoLOzysqKkJ1dTW8vb0l5d7e3igoKKgz1tatW0OpVCIkJAQzZszAlClTjHIPTIVzdoiIiGTgbsJiyJydu//Nzc2Fi4uLpvxBQ0kKhfQzhRBaZfdLT0/HrVu3cPz4ccTGxiIgIABjxoxpWOCNgMkOERGRBXFxcZEkO7Xx8PCAtbW1Vi9OYWGhVm/P/fz8/AAAXbt2xbVr1xAfHy/rZIfDWERERDLQ2EvP7ezsEBwcjLS0NEl5WloawsLC9Ihb1DovSC7Ys0NERCQD4j+HIefrKyYmBuPGjUNISAhCQ0Oxbt065OTkIDo6GgAQFxeHvLw8bNq0CQCwevVqtGnTBoGBgQDu7ruzfPlyzJo1S9NmRUUFsrOzNf+fl5eHU6dOwcnJCQEBAQZcYcMx2SEiImqiRo8ejRs3bmDJkiXIz89Hly5dkJqairZt2wIA8vPzkZOTo6mvVqsRFxeHixcvwsbGBv7+/li6dCmmTZumqXP16lX06NFD83r58uVYvnw5IiIicOjQoUa7tnsx2SEiIpIBc2wqCADTp0/H9OnTdb6XnJwseT1r1ixJL44u7dq1g5DZg7qY7BAREcmBOcaxmggmO0RERHJgYM8ODDnXwnE1FhEREVk09uwQERHJwL27IDf0fNKNyQ4REZEMmGuCclPQZJOd/p6/QeUkj8sf7HTW3CFoqRTyGuEsUavMHYJEmZDH104NK5nNTPS1/dPcIUhkVD9q7hAklA5V5g5B4q87DuYOQeKmQkZfz3KKhRpMXj+xiYiImiqhMGySMXt2asVkh4iISAY4Z8d05DVWQURERGRk7NkhIiKSA24qaDJMdoiIiGSAq7FMh8NYREREZNHYs0NERCQXHIoyCSY7REREMsBhLNPhMBYREZEcCCMcFqCyshLt27dHdna20dpkskNERESyYWtri/LycigUxuupYrJDREQkCwojHJZh1qxZePfdd1FVZZxHq3DODhERkRxwnx2NEydO4MCBA9i/fz+6du0KR0dHyfspKSl6tcdkh4iIiGSlWbNmGDFihNHaY7JDREQkB+zZ0di4caNR22OyQ0REJAd86rnJcIIyERERycq1a9cwbtw4tGzZEjY2NrC2tpYc+mLPDhERkQwIcfcw5HxLMXHiROTk5GDhwoXw8fExeBk6kx0iIiI54JwdjYyMDKSnp6N79+5GaY/DWERERCQrvr6+EEbsqmKyQ0REJAc1E5QNOSzEypUrERsbi0uXLhmlPQ5jERERyYBC3D0MOd9SjB49Grdv34a/vz8cHBxga2sref/PP//Uqz0mO0RERHLAOTsaK1euNGp7THaIiIhIViZMmGDU9pjsEBERyQE3FZSorq7G7t27ce7cOSgUCnTq1AnDhg3jPjtEREQPLQ5jaVy4cAFDhgxBXl4eOnToACEEzp8/D19fX3z99dfw9/fXqz2uxiIiIiJZefXVV+Hv74/c3Fz89NNPyMrKQk5ODvz8/PDqq6/q3R57doiIiOSAPTsahw8fxvHjx+Hm5qYpc3d3x9KlSxEeHq53e0x2iIiI5IDJjoZSqURJSYlW+a1bt2BnZ6d3exzGIiIiIll55plnMHXqVJw4cQJCCAghcPz4cURHR2PYsGF6t8dkh4iISA64g7LGhx9+CH9/f4SGhkKlUkGlUiE8PBwBAQFYtWqV3u1xGIuIiEgGuIPyfzVr1gx79uzBhQsXcO7cOQgh0KlTJwQEBDSoPSY7REREJEsBAQEICAhAdXU1Tp8+jb/++gvNmzfXux2jDmOdOnVKr/oJCQl47LHH4OzsDC8vLwwfPhy//vrrA887fPgwgoODoVKp0L59e6xZs6aBERMREcmEMMJhIWbPno3169cDuLu5YEREBHr27AlfX18cOnRI7/YMTnZu3ryJxMRE9OzZE8HBwXqde/jwYcyYMQPHjx9HWloaqqqqEBkZidLS0lrPuXjxIoYMGYK+ffsiKysL8+bNw6uvvoqdO3caeilEREQkA59//jm6desGAPjyyy/xxx9/4JdffsHs2bMxf/58vdtr8DDWd999hw0bNiAlJQVt27bFiBEjNFlYfe3du1fyeuPGjfDy8kJmZiaeeOIJneesWbMGbdq00TwkrGPHjjh58iSWL1+OESNGNOhaiIiIzE0BA+fsGC0S8ysqKkKLFi0AAKmpqRg1ahQeffRRTJ48GR9++KHe7emV7Fy5cgXJycnYsGEDSktLMWrUKFRWVmLnzp3o1KmT3h9+v5s3bwKAZBOh+x07dgyRkZGSssGDB2P9+vWorKzUegx8eXk5ysvLNa+Li4sNjpOIiIhMx9vbG9nZ2fDx8cHevXuRmJgIALh9+3aDno1V72GsIUOGoFOnTsjOzsZHH32Eq1ev4qOPPtL7A2sjhEBMTAwef/xxdOnSpdZ6BQUF8Pb2lpR5e3ujqqoKRUVFWvUTEhLg6uqqOXx9fY0WMxERkdFw6bnGpEmTMGrUKHTp0gUKhQKDBg0CAJw4cQKBgYF6t1fvnp39+/fj1VdfxSuvvIJHHnlE7w96kJkzZ+Lnn39GRkbGA+sqFNJ/UCGEznIAiIuLQ0xMjOZ1cXExEx4iIpIf7qCsER8fj65duyInJwcjR46EUqkEAFhbWyM2Nlbv9uqd7KSnp2PDhg0ICQlBYGAgxo0bh9GjR+v9gbrMmjULX3zxBY4cOYLWrVvXWbdFixYoKCiQlBUWFsLGxgbu7u5a9ZVKpeYmERERkbxVVlYiMjISa9eu1ZqLO2HChAa1We9hrNDQUHzyySfIz8/HtGnTsH37drRq1QpqtRppaWk6n2HxIEIIzJw5EykpKfjuu+/g5+dXrzjS0tIkZfv370dISIjWfB0iIqKHBpeeAwBsbW1x5swZnaM1DaX30nMHBwe8/PLLyMjIwOnTp/E///M/WLp0Kby8vPR+XsWMGTOwefNmbN26Fc7OzigoKEBBQQHu3LmjqRMXF4fx48drXkdHR+Py5cuIiYnBuXPnsGHDBqxfvx6vv/66vpdCREQkGzU7KBtyWIrx48frvcK7Lgbts9OhQwcsW7YMV65cwbZt2/Q+PykpCTdv3kS/fv3g4+OjOXbs2KGpk5+fj5ycHM1rPz8/pKam4tChQ+jevTvefPNNfPjhh1x2TkRE1ACJiYnw8/ODSqVCcHAw0tPTa62bkZGB8PBwuLu7w97eHoGBgfjggw+06tWs0lYqlejUqRN27dqlV0wVFRVISkpCcHAwpk2bhpiYGMmhL6M8LsLa2hrDhw/H8OHD9TqvZmJxXZKTk7XKIiIi8NNPP+n1WURERLJmhgnKO3bswOzZs5GYmIjw8HCsXbsWUVFRyM7ORps2bbTqOzo6YubMmQgKCoKjoyMyMjIwbdo0ODo6YurUqQDubhEzevRovPnmm3juueewa9cujBo1ChkZGejdu3e94jpz5gx69uwJADh//rzkvYYMbylEfTIOC1JcXAxXV1csPjEQKid5PBosyvm0uUPQUimM+iQRg5WoVeYOQaJMyONrp4aVzAbr/6x2MncIEhnFj5o7BIlytby+fn6+0dLcIUgU5Dczdwga6jtlyJ0ej5s3b8LFxcUkn1Hze6ndm2/DStXwn3XqsjJcWjhfr1h79+6Nnj17IikpSVPWsWNHDB8+HAkJCfVq4/nnn4ejoyM+/fRTAMDo0aNRXFyMb775RlPnqaeeQvPmzRs0CmQM8vqNRkRERAYpLi6WHPdurHuviooKZGZmam3UGxkZiaNHj9brs7KysnD06FFERERoymrb/Le+bZqCvP68ICIiaqIMnWRcc+79e8ktWrQI8fHxWvWLiopQXV2tc6Pe+7d4uV/r1q1x/fp1VFVVIT4+HlOmTNG8V9vmvw9q834//vgjPvvsM+Tk5KCiokLyXkpKil5tMdkhIiKSA0N3Qf7Pubm5uZJhrAftNadro94HzYtJT0/HrVu3cPz4ccTGxiIgIABjxowxqM17bd++HePHj0dkZCTS0tIQGRmJ3377DQUFBXjuuefq3U4NJjtERERyYKQJyi4uLvWas+Ph4QFra2udG/Xe3zNzv5p98bp27Ypr164hPj5ek+zUtvnvg9q81zvvvIMPPvgAM2bMgLOzM1atWgU/Pz9MmzYNPj4+9W6nBufsEBERNUF2dnYIDg7W2qg3LS0NYWFh9W5HCCGZF1Tb5r/6tPn777/j6aefBnC3Z6q0tBQKhQJz5szBunXr6t1ODfbsEBERyYCx5uzoIyYmBuPGjUNISAhCQ0Oxbt065OTkIDo6GsDdjX3z8vKwadMmAMDq1avRpk0bzcM4MzIysHz5csyaNUvT5muvvYYnnngC7777Lp599lns2bMH3377bb2efVnDzc1N82SGVq1a4cyZM+jatSv+/e9/4/bt23pfJ5MdIiIiOTDDPjujR4/GjRs3sGTJEuTn56NLly5ITU1F27ZtAWhv7KtWqxEXF4eLFy/CxsYG/v7+WLp0KaZNm6apExYWhu3bt2PBggVYuHAh/P39sWPHjnrvsQMAffv2RVpaGrp27YpRo0bhtddew3fffYe0tDQMGDBA7+vkPjsywH12Hoz77NSN++zUjfvs1I377NSuMffZaf/GOwbvs/PHknkmjbWx/PnnnygrK0PLli2hVquxfPlyZGRkICAgAAsXLkTz5s31ak9e33FERERNlaHPt5LX3zwGcXNz0/y/lZUV5s6di7lz5za4PXn9+U5ERNRU8annEr///jsWLFiAMWPGoLCwEACwd+9enD17Vu+2mOwQERGRrBw+fBhdu3bFiRMnkJKSglu3bgEAfv75ZyxatEjv9pjsEBERyQF7djRiY2Px1ltvIS0tDXZ2dpry/v3749ixY3q3xzk7REREMmCOpedydfr0aWzdulWr3NPTEzdu3NC7PfbsEBERkaw0a9YM+fn5WuVZWVlo1aqV3u0x2SEiIiJZefHFF/GPf/wDBQUFUCgUUKvV+P777/H6669j/PjxerfHZIeIiEgOOGdH4+2330abNm3QqlUr3Lp1C506dULfvn0RFhaGBQsW6N0e5+wQERHJAOfs/JetrS22bNmCN998EydPnoRCoUCPHj0QEBDQoPaY7BAREZHsrF+/Hh988AF+++03AMAjjzyC2bNnY8qUKXq3xWSHiIhILiyod8YQCxcuxAcffIBZs2YhNDQUAHDs2DHMmTMHly5dwltvvaVXe0x2iIiI5MAMDwKVq6SkJHzyyScYM2aMpmzYsGEICgrCrFmz9E52OEGZiIiIZKW6uhohISFa5cHBwaiqqtK7PSY7REREMlAzQdmQw1KMHTsWSUlJWuXr1q3DSy+9pHd7HMYiIiKSAw5jSaxfvx779+9Hnz59AADHjx9Hbm4uxo8fj5iYGE29FStWPLAtJjtEREQkK2fOnEHPnj0B3H36OXD3URGenp44c+aMpp5CoahXe0x2iIiIZID77PzXwYMHjdoekx0iIiI54DCWyXCCMhEREVk09uwQERHJAXt2TIbJDhERkQxwzo7pNNlkp5f973B0kMcoXkdblblD0GIlsxHOclFp7hAkitQl5g5B4nSFu7lDkChVK80dgkSlkNfX88VbbuYOQeLPWw7mDkHC6i9bc4fwX2XVjfdZ7NkxGXn9BCAiIiIysibbs0NERCQr7NkxGSY7REREMsA5O6bDYSwiIiKyaOzZISIikgMOY5kMkx0iIiIZ4DCW6XAYi4iIiCwae3aIiIjkgMNYJsNkh4iISA6Y7JgMh7GIiIjIorFnh4iISAYU/zkMOZ90Y7JDREQkBxzGMhkmO0RERDLApeemwzk7REREZNHYs0NERCQHHMYyGSY7REREcsGExSQ4jEVEREQWjT07REREMsAJyqbDZIeIiEgOOGfHZDiMRURERBaNPTtEREQywGEs02GyQ0REJAccxjIZDmMRERGRRWPPDhERkQxwGMt0mOwQERHJAYexTIbDWERERHIgjHA0QGJiIvz8/KBSqRAcHIz09PRa66akpGDQoEHw9PSEi4sLQkNDsW/fPkmdyspKLFmyBP7+/lCpVOjWrRv27t3bsOCMhMkOERFRE7Vjxw7Mnj0b8+fPR1ZWFvr27YuoqCjk5OTorH/kyBEMGjQIqampyMzMRP/+/TF06FBkZWVp6ixYsABr167FRx99hOzsbERHR+O5556T1GlsCiFEk+r4Ki4uhqurK7752Q+OzvLI9UJV5o5Am5XM8uByUWnuECSK1GXmDkHidIW7uUOQKKhsZu4QJH4o8TN3CBK/l3iYOwSJyzfczB2CRFWOo7lD0FCXleHyvPm4efMmXFxcTPIZNb+Xuk14B9Z2Df+FUF1Rhv/733l6xdq7d2/07NkTSUlJmrKOHTti+PDhSEhIqFcbnTt3xujRo/HGG28AAFq2bIn58+djxowZmjrDhw+Hk5MTNm/erMcVGY+8fqMRERE1VUYaxiouLpYc5eXlOj+uoqICmZmZiIyMlJRHRkbi6NGj9QpZrVajpKQEbm7/TZjLy8uhUkmTNnt7e2RkZNSrTVNgskNERGRBfH194erqqjlq66EpKipCdXU1vL29JeXe3t4oKCio12e9//77KC0txahRozRlgwcPxooVK/Dbb79BrVYjLS0Ne/bsQX5+fsMvykBcjUVERCQDCiGgMGBmSc25ubm5kmEspVJZ93kKheS1EEKrTJdt27YhPj4ee/bsgZeXl6Z81apV+Pvf/47AwEAoFAr4+/tj0qRJ2Lhxoz6XY1Ts2SEiIpIDIw1jubi4SI7akh0PDw9YW1tr9eIUFhZq9fbcb8eOHZg8eTL+9a9/YeDAgZL3PD09sXv3bpSWluLy5cv45Zdf4OTkBD8/882dM2uyc+TIEQwdOhQtW7aEQqHA7t2766x/6NAhKBQKreOXX35pnICJiIgshJ2dHYKDg5GWliYpT0tLQ1hYWK3nbdu2DRMnTsTWrVvx9NNP11pPpVKhVatWqKqqws6dO/Hss88aLXZ9mXUYq7S0FN26dcOkSZMwYsSIep/366+/SrroPD09TREeERFRozHHDsoxMTEYN24cQkJCEBoainXr1iEnJwfR0dEAgLi4OOTl5WHTpk0A7iY648ePx6pVq9CnTx9Nr5C9vT1cXV0BACdOnEBeXh66d++OvLw8xMfHQ61WY+7cuQ2/OAOZNdmJiopCVFSU3ud5eXmhWbNmxg+IiIjIXMywg/Lo0aNx48YNLFmyBPn5+ejSpQtSU1PRtm1bAEB+fr5kz521a9eiqqoKM2bMkCwtnzBhApKTkwEAZWVlWLBgAf744w84OTlhyJAh+PTTT836e/uhnKDco0cPlJWVoVOnTliwYAH69+9fa93y8nLJsrvi4uLGCJGIiOihMH36dEyfPl3nezUJTI1Dhw49sL2IiAhkZ2cbITLjeagmKPv4+GDdunXYuXMnUlJS0KFDBwwYMABHjhyp9ZyEhATJEjxfX99GjJiIiKh+aoaxDDlIt4eqZ6dDhw7o0KGD5nVoaChyc3OxfPlyPPHEEzrPiYuLQ0xMjOZ1cXExEx4iIpIfPgjUZB6qZEeXPn361Ln9tFKpfOAeA0REROZmjgnKTcVDNYylS1ZWFnx8fMwdBhEREcmUWXt2bt26hQsXLmheX7x4EadOnYKbmxvatGmjteRt5cqVaNeuHTp37oyKigps3rwZO3fuxM6dO811CURERMbBYSyTMWuyc/LkSclKqpq5NTVL2O5f8lZRUYHXX38deXl5sLe3R+fOnfH1119jyJAhjR47ERGRsXEoyjTMmuz069cPoo7ngNy/5G3u3Llm3ZSIiIiIHj4P/QRlIiIiiyDE3cOQ80knJjtEREQywNVYpvPQr8YiIiIiqgt7doiIiOSAq7FMhskOERGRDCjUdw9DzifdOIxFREREFo09O0RERHLAYSyTYbJDREQkA1yNZTpMdoiIiOSA++yYDOfsEBERkUVjzw4REZEMcBjLdJjsEBERyQEnKJsMh7GIiIjIorFnh4iISAY4jGU6THaIiIjkgKuxTIbDWERERGTR2LNDREQkAxzGMh0mO0RERHLA1Vgmw2EsIiIismjs2SEiIpIBDmOZDpMdIiIiOVCLu4ch55NOTHaIiIjkgHN2TIZzdoiIiMiisWeHiIhIBhQwcM6O0SKxPEx2iIiI5IA7KJsMh7GIiIjIorFnh4iISAa49Nx0mOwQERHJAVdjmQyHsYiIiMiisWeHiIhIBhRCQGHAJGNDzrV0TTbZOVvRCvbl8rh8O8Ulc4egpaVNqblDkCioVpo7BInTZf7mDkEi61Zbc4cgkZ7f3twhSPz7iqu5Q5BwPm9t7hAkWp6tMHcIErb7j5k7BI0qUYnLjfVh6v8chpxPOnEYi4iIiCyaPLo2iIiImjgOY5kOkx0iIiI54Gosk2GyQ0REJAfcQdlkOGeHiIiILBp7doiIiGSAOyibDpMdIiIiOeAwlslwGIuIiIgsGnt2iIiIZEChvnsYcj7pxp4dIiIiOagZxjLkaIDExET4+flBpVIhODgY6enptdZNSUnBoEGD4OnpCRcXF4SGhmLfvn1a9VauXIkOHTrA3t4evr6+mDNnDsrKyhoUnzEw2SEiImqiduzYgdmzZ2P+/PnIyspC3759ERUVhZycHJ31jxw5gkGDBiE1NRWZmZno378/hg4diqysLE2dLVu2IDY2FosWLcK5c+ewfv167NixA3FxcY11WVo4jEVERCQHZthUcMWKFZg8eTKmTJkC4G6PzL59+5CUlISEhASt+itXrpS8fuedd7Bnzx58+eWX6NGjBwDg2LFjCA8Px4svvggAaNeuHcaMGYMffvhB/wCNhD07REREMlDzuAhDDgAoLi6WHOXl5To/r6KiApmZmYiMjJSUR0ZG4ujRo/WKWa1Wo6SkBG5ubpqyxx9/HJmZmZrk5o8//kBqaiqefvrphtwWo2DPDhERkQXx9fWVvF60aBHi4+O16hUVFaG6uhre3t6Scm9vbxQUFNTrs95//32UlpZi1KhRmrK//e1vuH79Oh5//HEIIVBVVYVXXnkFsbGx+l+MkTDZISIikgMj7bOTm5sLFxcXTbFSqazzNIVCcV8zQqtMl23btiE+Ph579uyBl5eXpvzQoUN4++23kZiYiN69e+PChQt47bXX4OPjg4ULF+pzRUbDZIeIiEgOBABDlo//J09ycXGRJDu18fDwgLW1tVYvTmFhoVZvz/127NiByZMn47PPPsPAgQMl7y1cuBDjxo3TzAPq2rUrSktLMXXqVMyfPx9WVo0/g4ZzdoiIiGTAWHN26svOzg7BwcFIS0uTlKelpSEsLKzW87Zt24aJEydi69atOufh3L59Wyuhsba2hhACwky7PLNnh4iIqImKiYnBuHHjEBISgtDQUKxbtw45OTmIjo4GAMTFxSEvLw+bNm0CcDfRGT9+PFatWoU+ffpoeoXs7e3h6uoKABg6dChWrFiBHj16aIaxFi5ciGHDhsHa2tos18lkh4iISA4EDJyzo/8po0ePxo0bN7BkyRLk5+ejS5cuSE1NRdu2bQEA+fn5kj131q5di6qqKsyYMQMzZszQlE+YMAHJyckAgAULFkChUGDBggXIy8uDp6cnhg4dirfffrvh12YgJjtERERyYKYHgU6fPh3Tp0/X+V5NAlPj0KFDD2zPxsYGixYtwqJFixoUjylwzg4RERFZNPbsEBERyYEawINXfNd9PunEZIeIiEgGGrKi6v7zSTcOYxEREZFFY88OERGRHJhpgnJTwGSHiIhIDpjsmAyHsYiIiMiisWeHiIhIDtizYzJMdoiIiOSAS89NhskOERGRDHDpuelwzg4RERFZNLMmO0eOHMHQoUPRsmVLKBQK7N69+4HnHD58GMHBwVCpVGjfvj3WrFlj+kCJiIhMrWbOjiEH6WTWZKe0tBTdunXDxx9/XK/6Fy9exJAhQ9C3b19kZWVh3rx5ePXVV7Fz504TR0pERGRiamH4QTqZdc5OVFQUoqKi6l1/zZo1aNOmDVauXAkA6NixI06ePInly5djxIgRJoqSiIiIHmYP1ZydY8eOITIyUlI2ePBgnDx5EpWVlWaKioiIyAg4jGUyD9VqrIKCAnh7e0vKvL29UVVVhaKiIvj4+GidU15ejvLycs3r4uJik8dJRESkP0MTFiY7tXmoenYAQKGQbkIg/vOFcX95jYSEBLi6umoOX19fk8dIRERE8vFQJTstWrRAQUGBpKywsBA2NjZwd3fXeU5cXBxu3rypOXJzcxsjVCIiIv1wGMtkHqphrNDQUHz55ZeSsv379yMkJAS2trY6z1EqlVAqlY0RHhERUcOpBQwaiuJqrFqZtWfn1q1bOHXqFE6dOgXg7tLyU6dOIScnB8DdXpnx48dr6kdHR+Py5cuIiYnBuXPnsGHDBqxfvx6vv/66OcInIiKih4BZe3ZOnjyJ/v37a17HxMQAACZMmIDk5GTk5+drEh8A8PPzQ2pqKubMmYPVq1ejZcuW+PDDD7nsnIiIHn5Cffcw5HzSyazJTr9+/TQTjHVJTk7WKouIiMBPP/1kwqiIiIjMgE89N5mHas4OERGRxeKcHZN5qFZjEREREemLPTtERERywGEsk2GyQ0REJAcCBiY7RovE4nAYi4iIiCwae3aIiIjkgMNYJsNkh4iISA7UagAG7JWj5j47teEwFhEREVk09uwQERHJAYexTIbJDhERkRww2TEZDmMRERGRRWPPDhERkRzwcREmw2SHiIhIBoRQQxjw5HJDzrV0THaIiIjkQAjDemc4Z6dWnLNDREREFo09O0RERHIgDJyzw56dWjHZISIikgO1GlAYMO+Gc3ZqxWEsIiIismjs2SEiIpIDDmOZDJMdIiIiGRBqNYQBw1hcel47DmMRERGRRWPPDhERkRxwGMtkmOwQERHJgVoACiY7psBhLCIiIrJo7NkhIiKSAyEAGLLPDnt2asOeHSIiIhkQamHw0RCJiYnw8/ODSqVCcHAw0tPTa62bkpKCQYMGwdPTEy4uLggNDcW+ffskdfr16weFQqF1PP300w2KzxiY7BAREcmBUBt+6GnHjh2YPXs25s+fj6ysLPTt2xdRUVHIycnRWf/IkSMYNGgQUlNTkZmZif79+2Po0KHIysrS1ElJSUF+fr7mOHPmDKytrTFy5MgG3xpDcRiLiIioiVqxYgUmT56MKVOmAABWrlyJffv2ISkpCQkJCVr1V65cKXn9zjvvYM+ePfjyyy/Ro0cPAICbm5ukzvbt2+Hg4MBkh4iIqKkTagFhwGos8Z85O8XFxZJypVIJpVKpVb+iogKZmZmIjY2VlEdGRuLo0aP1+ky1Wo2SkhKtBOde69evx9/+9jc4OjrWq01T4DAWERGRHBhpGMvX1xeurq6aQ1cPDQAUFRWhuroa3t7eknJvb28UFBTUK+T3338fpaWlGDVqlM73f/jhB5w5c0bTc2QuTa5npybzLbtVZeZI/qu0Un5bfJfYyCumW9XyiudOuXy+fgCg4laluUOQqL5dbu4QJNR3yswdgkR1ubW5Q5CoqqowdwgSCiGfr+cq3I1FNMJKpypUGrSnYE2subm5cHFx0ZTr6tW5l0KhkLwWQmiV6bJt2zbEx8djz5498PLy0lln/fr16NKlC3r16vXA9kypySU7JSUlAIAF/Y6bORJ6uOWaO4D7nDB3AEQWraSkBK6uriZp287ODi1atEBGQarBbbVo0QIeHh5QqVQPrOvh4QFra2utXpzCwkKt3p777dixA5MnT8Znn32GgQMH6qxz+/ZtbN++HUuWLKn/BZhIk0t2WrZsidzcXDg7O9crc61NcXExfH19tTJo+i/eo7rx/tSN96duvD91M9b9EUKgpKQELVu2NGJ0UiqVChcvXkRFheE9bHZ2dvVKdGrqBgcHIy0tDc8995ymPC0tDc8++2yt523btg0vv/wytm3bVudy8n/9618oLy/H2LFj638BJtLkkh0rKyu0bt3aaO25uLjwB80D8B7Vjfenbrw/deP9qZsx7o+penTupVKp6p2kGFNMTAzGjRuHkJAQhIaGYt26dcjJyUF0dDQAIC4uDnl5edi0aROAu4nO+PHjsWrVKvTp00fTK2Rvb691n9avX4/hw4fD3d29cS9KhyaX7BAREdFdo0ePxo0bN7BkyRLk5+ejS5cuSE1NRdu2bQEA+fn5kj131q5di6qqKsyYMQMzZszQlE+YMAHJycma1+fPn0dGRgb279/faNdSF4VojFlXFqi4uBiurq64efMm/6qqBe9R3Xh/6sb7Uzfen7rx/tC9uPS8gZRKJRYtWvTAWe5NGe9R3Xh/6sb7Uzfen7rx/tC92LNDREREFo09O0RERGTRmOwQERGRRWOyQ0RERBaNyQ4RERFZNCY7dUhMTISfnx9UKhWCg4ORnp5eZ/3Dhw8jODgYKpUK7du3x5o1axopUvPQ5/6kpKRg0KBB8PT0hIuLC0JDQ7Fv375GjNY89P0aqvH999/DxsYG3bt3N22AZqbv/SkvL8f8+fPRtm1bKJVK+Pv7Y8OGDY0UbePT9/5s2bIF3bp1g4ODA3x8fDBp0iTcuHGjkaJtXEeOHMHQoUPRsmVLKBQK7N69+4HnNLWf0XQPQTpt375d2Nraik8++URkZ2eL1157TTg6OorLly/rrP/HH38IBwcH8dprr4ns7GzxySefCFtbW/H55583cuSNQ9/789prr4l3331X/PDDD+L8+fMiLi5O2Nraip9++qmRI288+t6jGv/+979F+/btRWRkpOjWrVvjBGsGDbk/w4YNE7179xZpaWni4sWL4sSJE+L7779vxKgbj773Jz09XVhZWYlVq1aJP/74Q6Snp4vOnTuL4cOHN3LkjSM1NVXMnz9f7Ny5UwAQu3btqrN+U/sZTVJMdmrRq1cvER0dLSkLDAwUsbGxOuvPnTtXBAYGSsqmTZsm+vTpY7IYzUnf+6NLp06dxOLFi40dmmw09B6NHj1aLFiwQCxatMiikx19788333wjXF1dxY0bNxojPLPT9/689957on379pKyDz/8ULRu3dpkMcpFfZKdpvYzmqQ4jKVDRUUFMjMzERkZKSmPjIzE0aNHdZ5z7NgxrfqDBw/GyZMnUVlZabJYzaEh9+d+arUaJSUlcHNzM0WIZtfQe7Rx40b8/vvvWLRokalDNKuG3J8vvvgCISEhWLZsGVq1aoVHH30Ur7/+Ou7cudMYITeqhtyfsLAwXLlyBampqRBC4Nq1a/j888/rfFBjU9KUfkaTNj4bS4eioiJUV1drPeLe29tb89Cz+xUUFOisX1VVhaKiIvj4+Jgs3sbWkPtzv/fffx+lpaUYNWqUKUI0u4bco99++w2xsbFIT0+HjY1lf2s25P788ccfyMjIgEqlwq5du1BUVITp06fjzz//tLh5Ow25P2FhYdiyZQtGjx6NsrIyVFVVYdiwYfjoo48aI2TZa0o/o0kbe3bqoFAoJK+FEFplD6qvq9xS6Ht/amzbtg3x8fHYsWMHvLy8TBWeLNT3HlVXV+PFF1/E4sWL8eijjzZWeGanz9eQWq2GQqHAli1b0KtXLwwZMgQrVqxAcnKyRfbuAPrdn+zsbLz66qt44403kJmZib179+LixYuap1dT0/sZTf9l2X8+NpCHhwesra21/oIqLCzU+sugRosWLXTWt7GxkcXj7Y2pIfenxo4dOzB58mR89tlnGDhwoCnDNCt971FJSQlOnjyJrKwszJw5E8DdX+5CCNjY2GD//v148sknGyX2xtCQryEfHx+0atUKrq6umrKOHTtCCIErV67gkUceMWnMjakh9ychIQHh4eH4f//v/wEAgoKC4OjoiL59++Ktt95q8j0XTelnNGljz44OdnZ2CA4ORlpamqQ8LS0NYWFhOs8JDQ3Vqr9//36EhITA1tbWZLGaQ0PuD3C3R2fixInYunWrxc8j0Pceubi44PTp0zh16pTmiI6ORocOHXDq1Cn07t27sUJvFA35GgoPD8fVq1dx69YtTdn58+dhZWWF1q1bmzTextaQ+3P79m1YWUl/pFtbWwP4bw9GU9aUfkaTDmaaGC17Ncs+169fL7Kzs8Xs2bOFo6OjuHTpkhBCiNjYWDFu3DhN/ZpljXPmzBHZ2dli/fr1Fr2sUd/7s3XrVmFjYyNWr14t8vPzNce///1vc12Cyel7j+5n6aux9L0/JSUlonXr1uKFF14QZ8+eFYcPHxaPPPKImDJlirkuwaT0vT8bN24UNjY2IjExUfz+++8iIyNDhISEiF69epnrEkyqpKREZGVliaysLAFArFixQmRlZWmW5jf1n9EkxWSnDqtXrxZt27YVdnZ2omfPnuLw4cOa9yZMmCAiIiIk9Q8dOiR69Ogh7OzsRLt27URSUlIjR9y49Lk/ERERAoDWMWHChMYPvBHp+zV0L0tPdoTQ//6cO3dODBw4UNjb24vWrVuLmJgYcfv27UaOuvHoe38+/PBD0alTJ2Fvby98fHzESy+9JK5cudLIUTeOgwcP1vkzhT+j6V4KIdi/SURERJaLc3aIiIjIojHZISIiIovGZIeIiIgsGpMdIiIismhMdoiIiMiiMdkhIiIii8Zkh4iIiCwakx0iIiKyaEx2iJqwiRMnQqFQaA53d3c89dRT+Pnnn80dGhGR0TDZIWrinnrqKeTn5yM/Px8HDhyAjY0NnnnmGXOHRURkNEx2iJo4pVKJFi1aoEWLFujevTv+8Y9/IDc3F9evXzd3aERERsFkh4g0bt26hS1btiAgIADu7u7mDoeIyChszB0AEZnXV199BScnJwBAaWkpfHx88NVXX8HKin8LEZFl4E8zoiauf//+OHXqFE6dOoUTJ04gMjISUVFRuHz5srlDIyIyCvbsEDVxjo6OCAgI0LwODg6Gq6srPvnkE7z11ltmjIyIyDjYs0NEEgqFAlZWVrhz5465QyEiMgr27BA1ceXl5SgoKAAA/PXXX/j4449x69YtDB061MyREREZB5MdoiZu79698PHxAQA4OzsjMDAQn332Gfr162fewIiIjEQhhBDmDoKIiIjIVDhnh4iIiCwakx0iIiKyaEx2iIiIyKIx2SEiIiKLxmSHiIiILBqTHSIiIrJoTHaIiIjIojHZISIiIovGZIeIiIgsGpMdIiIismhMdoiIiMiiMdkhIiIii/b/AY/qDrAa+BgCAAAAAElFTkSuQmCC", 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", 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NP/30k8l1EjVG2X9632EiIyPh5OSEtWvXSvafPn0aO3bswKBBgwAAXbp0QVBQEFatWoWqqqoG61OpVPq/wut8+eWXKCkpkeyr7y/1hjzwwAMAYBDjvn37cOTIEX2MTUEJXWYNtWaZcs2GDh0KOzs7/Pbbb4iIiKh3M9a4cePg6emJl19+2eDnWGfTpk0AgK5du6Jjx4748MMPJS1tly9fxsaNG/Uzz271eRq6BoMGDUJhYSG+//57yf7MzEyoVCrcf//9Rn+uOvb29rjvvvuQlZWFHTt2YMiQIQCu/+VvZ2eHlJQUfYJ0YxyA4T25ceNGXL58Wf++sfduv3794OjoiA8++EBSbvfu3UZ19d6sLhk6fvw4tm3bhl69etVb7sEHH4Sjo6NBcl+3gOuIESP0+4QQ+Pvf/47Vq1fj3XffNZgBZo6b78m6xNCUuOojhEBOTg7atGmjrzMgIEByrq5du5ocr7e3N7RarUEid/ToUZw/f/6WLehEpmILUQtq06YNZs6ciVdffRWjR49GfHw8zp8/j9deew2Ojo6S5t8lS5Zg+PDh6NevH6ZNmwY/Pz8UFRXh66+/1n+RP/zww1izZg1CQkLQs2dPHDhwAAsXLjT4oggKCoKTkxM++OADdOvWDc7OzvD29tZ3fdyoa9eueP755/H222/DxsYGsbGxOHnyJGbOnAlfX19Mmzatya6HOV+SjamoqMDHH39ssN/d3R3R0dH1HhMWFob169djw4YN6NSpExwdHREWFmbSNQsICMDs2bMxY8YMHD9+HA8++CDatm2Ls2fP4rvvvoNGo8Frr71m1GdwdXXFp59+iocffhi9evXC5MmTERkZqR8btnbtWvzwww947LHHYGNjgwULFuDpp5/Gww8/jAkTJqCqqgoLFy7En3/+ifnz50s+JwC8+eabGDNmDOzt7dG1a1e0bt26wWswbdo0ZGZm4qGHHsLs2bPh7++PL7/8EhkZGXjhhRfQpUsXoz7TzQYNGoR//vOfAKBvCXJyckJUVBS2bduGnj17SqadDxkyBEOHDsUrr7yCiooK9O/fHz/++CNmzZqFXr16ISEhAYDx927btm0xffp0zJkzB+PHj8cTTzyB4uJipKammtxldvXqVf3yCunp6aitrZUsNeDu7o6goCAAQLt27ZCSkoKZM2eiXbt2iImJ0Sf848ePR2hoqP64F198EStXrsRzzz2HsLAwSZ1qtVqSdJ06dUqfNPz2228AoP9/UJeYNMaUuB599FHcdddduPvuu+Hm5oYzZ85gzZo1yMnJwZIlS4yaev/777/rW4brlgj56quv4O7uLvm/+uyzz2Lx4sUYOXIkUlJS0LVrVxw/fhxz586FRqPBxIkTb3kuIpPINJjbKjS0MON///tf0bNnT+Hg4CBcXV3Fo48+Wu/U7Pz8fBEbGytcXV2FWq0WQUFBktljFy5cEOPGjRMdOnQQrVq1Evfee6/Izc2td3G5devWiZCQEGFvby8AiFmzZgkh6p95pdVqxRtvvCG6dOki7O3tRfv27cUzzzxjsFBgQzO7xowZI/z9/Y2/UE2gsRlrddeivs968uRJERMTI1q3bi0ASOI25ZoJIcTmzZvF/fffL1xcXIRarRb+/v7i8ccfF9u3bzf585SVlYlXXnlFdO/eXbRq1Uqo1WoRHBwsJkyYIA4dOmRw3r59+wpHR0eh0WjEoEGDxLfffmtQZ3JysvD29hY2NjYCgNi5c+ctr8GpU6fEU089Jdzc3IS9vb3o2rWrWLhwoWT2VN0ss4ULFxqc88brVueHH34QAETnzp0l+19//XUBQCQmJhrUc/XqVfHKK68If39/YW9vL7y8vMQLL7wgLly4ICln7L2r0+nEvHnzhK+vr3BwcBA9e/YUn3/+uckLM9Z99oa2+mZIvvnmm6JLly7CwcFB+Pn5iVmzZhlMIff392+wzpv/b9V9zxh7/oYYE9cbb7wh+vTpI9q2bStsbW2Fm5ubGDp0qElT7nfu3HnL/6t1jh07JhISEkRAQIBQq9XCz89PxMXFmbSUBZGxVEIYMaqViIiI6A7GMURERERk9TiGiKgFCCFuuRaLra2t2U8qp6an1WobXRZCpVJJ1l0iotsbW4iIWkBOTg7s7e0b3W5ct4XkFxQU1OjPqylnXBKR/DiGiKgFVFZW4pdffmm0TGBgYL0LXZI8Dh061OiyF61bt27ymZJEJB8mRERERFYsIyMDCxcuRGlpKbp374709HQMGDCg3rJ5eXl45ZVX8PPPP+PKlSvw9/fHhAkTJEuyrFixApmZmfrFM8PDwzF37lzJY4BSU1MNliPx8PCod8HUlsIxRERERFZqw4YNmDp1KjIyMtC/f3+8++67iI2NRWFhIfz8/AzKazQaTJ48GT179oRGo0FeXh4mTJgAjUaD559/HgCQnZ2N+Ph4REVFwdHREQsWLEBMTAwOHz6Mjh076uvq3r07tm/frn8t95g8q2sh0ul0OHPmDFq3bs0BrERE1CghBCorK+Ht7d2sz1W8du0aqqurLa7HwcGh0YeC36xv377o3bs3li5dqt/XrVs3jBgxAvPmzTOqjsceewwajQbvv/9+ve9rtVq0bdsW77zzDkaPHg3gegvR5s2bcfDgQaNjbW5W10J05swZs58WTURE1qm4uLjZHhdy7do1BPo7o+xc4zNRjeHp6YkffvhBkhSp1WqDxzwBQHV1NQ4cOICkpCTJ/piYGOzevduo8xUUFGD37t2YM2dOg2WuXLmCmpoatGvXTrL/2LFj8Pb2hlqtRt++fTF37lyDhyK3JKtLiOoeMhiteQJ2KvtblG4ZKjOfRt6cRCODSeWgslfGz6qOrqJS7hCkbJU1YdRGo5E7BCmF3T+osrwloCnpLl+WOwQJnYK+f2pRgzxsMesBtcaqrq5G2TktTh0IgEtr8/8vV1Tq4B9+Eh4eHpL9s2bNqveZkOXl5dBqtQbljRnL4+Pjg99//x21tbX6x7w0JCkpCR07dpQ8tLlv377IzMxEly5dcPbsWcyZMwdRUVE4fPiwbJNLrC4hqusms1PZw07lIHM016lslBHHjYRKWT2pKhtl/ULTKSSZ1lMpaz0cG6Xd0wq7f5S24IlOVSN3CBI6lU7uEP7yv6/Clhhi4dxaBefW5p9Hh+vHFhcXw8XFRb+/vtahG9382YQQt/y8ubm5uHTpEvbs2YOkpCQEBwcjPj7eoNyCBQuwbt06ZGdnS1qtYmNj9f8OCwtDZGQkgoKC8N577yExMbHRczcXq0uIiIiIlEgrdNBa8LeoVlxPJF1cXCQJUUPat28PW1tbg9agc+fOGbQa3SwwMBDA9WTm7NmzSE1NNUiI0tLSMHfuXGzfvh09e/ZstD6NRoOwsDAcO3bslnE3F4X9nUJERGSddBAWb6ZwcHBAeHg4srKyJPuzsrIQFRVldD1CCIM1uxYuXIh///vf2Lp1KyIiIm5ZR1VVFY4cOQIvLy+jz9vU2EJERERkpRITE5GQkICIiAhERkZi+fLlKCoqwsSJEwEAycnJKCkpQWZmJgBgyZIl8PPzQ0hICIDr6xKlpaVhypQp+joXLFiAmTNn4sMPP0RAQIC+BcrZ2RnOzs4AgOnTp2P48OHw8/PDuXPnMGfOHFRUVGDMmDEt+fElmBAREREpgA46WDJ6ypyj4+LicP78ecyePRulpaXo0aMHtmzZAn9/fwBAaWkpioqK/jqHTofk5GScOHECdnZ2CAoKwvz58zFhwgR9mYyMDFRXV+Pxxx+XnOvGwd2nT59GfHw8ysvL4e7ujn79+mHPnj3688rB6tYhqqiogKurKwY5P6WcQdUaBc4yu6acWR4AoHJQ1qBY3cUKuUOQUthDRm2cOcusUUqbZXZJabPMrskdgl6tqEE2PsXFixeNGpdjjrrfS8U/d7R4lplvSEmzxnon4xgiIiIisnrsMiMiIlIAcwZG33w8mY8JERERkQLoIKBlQiQbdpkRERGR1WMLERERkQKwy0xeTIiIiIgUQCsEtBZM/LbkWGKXGRERERFbiIiIiJRA97/NkuPJfEyIiIiIFEBr4SwzS44lJkRERESKoBWw8Gn3TReLNeIYIiIiIrJ6bCEiIiJSAI4hkhcTIiIiIgXQQQUtVBYdT+ZjlxkRERFZPbYQERERKYBOXN8sOZ7Mx4SIiIhIAbQWdplZciyxy4yIiIiILURERERKwBYieTEhIiIiUgCdUEEnLJhlZsGxxC4zIiIiIrYQERERKQG7zOTFhIiIiEgBtLCB1oKOG20TxmKNmBAREREpgLBwDJHgGCKLcAwRERERWT22EBERESkAxxDJS9YWoqVLl6Jnz55wcXGBi4sLIiMj8dVXXzV6TE5ODsLDw+Ho6IhOnTph2bJlLRQtERFR89EKG4s3Mp+sV8/Hxwfz58/H/v37sX//fjzwwAN49NFHcfjw4XrLnzhxAsOGDcOAAQNQUFCAV199FS+++CI2btzYwpETERHRnUTWLrPhw4dLXr/++utYunQp9uzZg+7duxuUX7ZsGfz8/JCeng4A6NatG/bv34+0tDSMHDmyJUImIiJqFjqooLOgnUIHPt3VEooZQ6TVavHRRx/h8uXLiIyMrLdMfn4+YmJiJPuGDh2KlStXoqamBvb29gbHVFVVoaqqSv+6oqKiaQMnIiJqAhxDJC/ZOxwPHToEZ2dnqNVqTJw4EZ988glCQ0PrLVtWVgYPDw/JPg8PD9TW1qK8vLzeY+bNmwdXV1f95uvr2+SfgYiIiG5vsidEXbt2xcGDB7Fnzx688MILGDNmDAoLCxssr1JJM2AhRL376yQnJ+PixYv6rbi4uOmCJyIiaiIcVC0v2bvMHBwcEBwcDACIiIjAvn378Oabb+Ldd981KOvp6YmysjLJvnPnzsHOzg5ubm711q9Wq6FWq5s+cCIioiZ0fQyRBQ93ZZeZRRSXTgohJGN+bhQZGYmsrCzJvm3btiEiIqLe8UNERERExpC1hejVV19FbGwsfH19UVlZifXr1yM7Oxtbt24FcL27q6SkBJmZmQCAiRMn4p133kFiYiL+/ve/Iz8/HytXrsS6devk/BhEREQW01n4LDPOMrOMrAnR2bNnkZCQgNLSUri6uqJnz57YunUrhgwZAgAoLS1FUVGRvnxgYCC2bNmCadOmYcmSJfD29sZbb73FKfdERHTbs3QckFYwIbKErAnRypUrG31/zZo1Bvuio6Px/fffN1NERERE8tDBhusQyUhxY4iIiIiIWprss8yIiIgI0AoVtMKChRktOJaYEBERESmC1sJB1Vp2mVmEXWZERERk9dhCREREpAA6YQOdBbPMdJxlZhEmRERERArALjN5scuMiIiIrB5biIiIiBRAB8tmiumaLhSrxISIiIhIASxfmJGdPpbg1SMiIiKrxxYiIiIiBbD8WWZs47AEEyIiIiIF0EEFHSwZQ8SVqi3BhIiIiEgB2EIkL149IiIisnpsISIiIlIAyxdmZBuHJZgQERERKYBOqKCzZB0iPu3eIkwniYiIyOqxhYiIiEgBdBZ2mXFhRsswISIiIlIAy592z4TIErx6REREZPXYQkRERKQAWqigtWBxRUuOJSZEREREisAuM3nx6hEREVmxjIwMBAYGwtHREeHh4cjNzW2wbF5eHvr37w83Nzc4OTkhJCQEixcvlpRZsWIFBgwYgLZt26Jt27YYPHgwvvvuO4vO2xKYEBERESmAFn91m5m3mW7Dhg2YOnUqZsyYgYKCAgwYMACxsbEoKiqqt7xGo8HkyZOxa9cuHDlyBCkpKUhJScHy5cv1ZbKzsxEfH4+dO3ciPz8ffn5+iImJQUlJidnnbQkqIYSQ7ewyqKiogKurKwY5PwU7lYPc4QAAVJpWcodgQFyrkjsECZWDvdwhSOguVsgdgpStrdwRSNg4a+QOQcpeWfcPqqrljkBCd+my3CFI6KquyR2CXq2oQTY+xcWLF+Hi4tIs56j7vZSyJwaOzubfq9cu1WBOv20mxdq3b1/07t0bS5cu1e/r1q0bRowYgXnz5hlVx2OPPQaNRoP333+/3ve1Wi3atm2Ld955B6NHj26y8zY1thAREREpQN3DXS3ZgOsJ1o1bVVX9f+BWV1fjwIEDiImJkeyPiYnB7t27jYq5oKAAu3fvRnR0dINlrly5gpqaGrRr167JztscmBARERHdQXx9feHq6qrfGmpxKS8vh1arhYeHh2S/h4cHysrKGj2Hj48P1Go1IiIiMGnSJIwfP77BsklJSejYsSMGDx5s8XmbE2eZERERKYCACjoLps6L/x1bXFws6TJTq9WNHqdSSc8phDDYd7Pc3FxcunQJe/bsQVJSEoKDgxEfH29QbsGCBVi3bh2ys7Ph6Oho8XmbExMiIiIiBbix28vc4wHAxcXFqDFE7du3h62trUGrzLlz5wxab24WGBgIAAgLC8PZs2eRmppqkBClpaVh7ty52L59O3r27Nkk521O7DIjIiKyQg4ODggPD0dWVpZkf1ZWFqKiooyuRwhhME5p4cKF+Pe//42tW7ciIiKiWc7b1Ky2hejM2B6wVTveumALqHWSOwJDNjVyRyBlq6xJORBKWxBWYXNFhbImvaHaVe4IpNR/yB2BlP1VuSOQqmojdwR/0VZdAxZ/2iLn0gkVdBZ8uZhzbGJiIhISEhAREYHIyEgsX74cRUVFmDhxIgAgOTkZJSUlyMzMBAAsWbIEfn5+CAkJAXB9XaK0tDRMmTJFX+eCBQswc+ZMfPjhhwgICNC3BDk7O8PZ2dmo88rBahMiIiIiJdFa+LR7c46Ni4vD+fPnMXv2bJSWlqJHjx7YsmUL/P39AQClpaWStYF0Oh2Sk5Nx4sQJ2NnZISgoCPPnz8eECRP0ZTIyMlBdXY3HH39ccq5Zs2YhNTXVqPPKwWrXIeo2eS5biBrBFqLGsYWocWwhahxbiBqntBaiXxa/2iLrEE399hGoLViHqOpSDdL7f9assd7J2EJERESkAHJ0mdFfmBAREREpgA420FnQZWbJscRZZkRERERsISIiIlICrVBBa0G3lyXHEhMiIiIiReAYInkxISIiIlIAIWygs2ClamHBscQxRERERERsISIiIlICLVTQWvBwV0uOJSZEREREiqATlo0D0ilsgdbbDbvMiIiIyOqxhYiIiEgBdBYOqrbkWGJCREREpAg6qKCzYByQJccSu8yIiIiI2EJERESkBFypWl5MiIiIiBSAY4jkxatHREREVo8tRERERAqgg4XPMuOgaoswISIiIlIAYeEsM8GEyCJMiIiIiBSAT7uXF8cQERERkdVjCxEREZECcJaZvJgQERERKQC7zOTFdJKIiIisHluIiIiIFIDPMpMXEyIiIiIFYJeZvNhlRkRERFaPLUREREQKwBYieTEhIiIiUgAmRPJilxkRERFZPbYQERERKQBbiOQlawvRvHnz0KdPH7Ru3RodOnTAiBEj8MsvvzR6THZ2NlQqlcH2888/t1DURERETU/gr6n35mxC7g9wm5O1hSgnJweTJk1Cnz59UFtbixkzZiAmJgaFhYXQaDSNHvvLL7/AxcVF/9rd3b25wyUiImo2bCGSl6wJ0datWyWvV69ejQ4dOuDAgQO47777Gj22Q4cOaNOmTTNGR0RERNZCUYOqL168CABo167dLcv26tULXl5eGDRoEHbu3NlguaqqKlRUVEg2IiIipalrIbJkI/MpJiESQiAxMRH33nsvevTo0WA5Ly8vLF++HBs3bsSmTZvQtWtXDBo0CLt27aq3/Lx58+Dq6qrffH19m+sjEBERmY0JkbwUM8ts8uTJ+PHHH5GXl9doua5du6Jr167615GRkSguLkZaWlq93WzJyclITEzUv66oqGBSRERERBKKSIimTJmCzz77DLt27YKPj4/Jx/fr1w9r166t9z21Wg21Wm1piERERM2Kg6rlJWtCJITAlClT8MknnyA7OxuBgYFm1VNQUAAvL68mjo6IiKjlCKGCsCCpseRYkjkhmjRpEj788EN8+umnaN26NcrKygAArq6ucHJyAnC9y6ukpASZmZkAgPT0dAQEBKB79+6orq7G2rVrsXHjRmzcuFG2z0FERES3N1kToqVLlwIABg4cKNm/evVqjB07FgBQWlqKoqIi/XvV1dWYPn06SkpK4OTkhO7du+PLL7/EsGHDWipsIiKiJle3wKIlx5P5ZO8yu5U1a9ZIXr/88st4+eWXmykiIiIieXAMkbwUM+2eiIiISC6KmGVGRERk7TioWl5MiIiIiBSAXWbyYkJERESkAGwhkhfHEBEREZHVYwsRERGRAggLu8zYQmQZJkREREQKIAAYsRpNo8eT+dhlRkRERFaPLUREREQKoIMKKq5ULRsmRERERArAWWbyYpcZERERWT22EBERESmATqig4sKMsmFCREREpABCWDjLjNPMLMIuMyIiIrJ6bCEiIiJSAA6qlhcTIiIiIgVgQiQvdpkREREpQN3T7i3ZzJGRkYHAwEA4OjoiPDwcubm5DZbNy8tD//794ebmBicnJ4SEhGDx4sWSMocPH8bIkSMREBAAlUqF9PR0g3pSU1OhUqkkm6enp1nxNxW2EBEREVmpDRs2YOrUqcjIyED//v3x7rvvIjY2FoWFhfDz8zMor9FoMHnyZPTs2RMajQZ5eXmYMGECNBoNnn/+eQDAlStX0KlTJzzxxBOYNm1ag+fu3r07tm/frn9ta2vb9B/QBEyIiIiIFECOWWaLFi3CuHHjMH78eABAeno6vv76ayxduhTz5s0zKN+rVy/06tVL/zogIACbNm1Cbm6uPiHq06cP+vTpAwBISkpq8Nx2dnaytwrdiF1mRERECnA9IVJZsJl2vurqahw4cAAxMTGS/TExMdi9e7dRdRQUFGD37t2Ijo427eQAjh07Bm9vbwQGBuLJJ5/E8ePHTa6jKbGFiIiI6A5SUVEhea1Wq6FWqw3KlZeXQ6vVwsPDQ7Lfw8MDZWVljZ7Dx8cHv//+O2pra5GamqpvYTJW3759kZmZiS5duuDs2bOYM2cOoqKicPjwYbi5uZlUV1NhCxEREZECWNY69NcMNV9fX7i6uuq3+rq+bqRSSQdjCyEM9t0sNzcX+/fvx7Jly5Ceno5169aZ9FljY2MxcuRIhIWFYfDgwfjyyy8BAO+9955J9TQlthAREREpgPjfZsnxAFBcXAwXFxf9/vpahwCgffv2sLW1NWgNOnfunEGr0c0CAwMBAGFhYTh79ixSU1MRHx9vduwajQZhYWE4duyY2XVYii1EREREdxAXFxfJ1lBC5ODggPDwcGRlZUn2Z2VlISoqyujzCSFQVVVlUcxVVVU4cuQIvLy8LKrHEmwhIiIiUgA5FmZMTExEQkICIiIiEBkZieXLl6OoqAgTJ04EACQnJ6OkpASZmZkAgCVLlsDPzw8hISEArq9LlJaWhilTpujrrK6uRmFhof7fJSUlOHjwIJydnREcHAwAmD59OoYPHw4/Pz+cO3cOc+bMQUVFBcaMGWP257cUEyIiIiIlaKo+MxPExcXh/PnzmD17NkpLS9GjRw9s2bIF/v7+AIDS0lIUFRXpy+t0OiQnJ+PEiROws7NDUFAQ5s+fjwkTJujLnDlzRjI1Py0tDWlpaYiOjkZ2djYA4PTp04iPj0d5eTnc3d3Rr18/7NmzR39eOaiEsK7n41ZUVMDV1RXdJs+FrdpR7nAAALVOckdgyKZG7gikbKvljkBKcSvkK+x/sZB3fTUD1a5yRyCl/kPuCKTsr8odgVRVG7kj+Iu26hp+WfwqLl68KBmX05Tqfi91WjMDNq3M/72ku3INx8e+3qyx3sk4hoiIiIisHrvMiIiIFECOlarpL0yIiIiIFIBPu5eX1SZEjgPLYduq/qmILa1Gp7ABFwAqLiprYJOX+0W5Q5Dw1lTculALOnvVWe4QJLQ69sY3xlNTKXcIEmevKOv+CXM5L3cIetWXqvHL4luXo9uf1SZEREREiiJUls3YYAuRRZgQERERKQDHEMmL7dpERERk9dhCREREpAQyLMxIf2FCREREpACcZSYvdpkRERGR1WMLERERkVKw20s2TIiIiIgUgF1m8mKXGRERkRKIJtisRE1NDTp16oTCwsImq5MJEREREd1W7O3tUVVVBZWq6VrFmBAREREpgqoJNusxZcoUvPHGG6itrW2S+jiGiIiISAm4DpFJ9u7di2+++Qbbtm1DWFgYNBqN5P1NmzaZVB8TIiIiIrrttGnTBiNHjmyy+pgQERERKQFbiEyyevXqJq2PCREREZES8Gn3suKgaiIiIrrtnD17FgkJCfD29oadnR1sbW0lm6nYQkRERKQAQlzfLDnemowdOxZFRUWYOXMmvLy8LJ6Cz4SIiIhICTiGyCR5eXnIzc3F3Xff3ST1scuMiIiIbju+vr4QTdgsxoSIiIhICeoGVVuyWZH09HQkJSXh5MmTTVIfu8yIiIgUQCWub5Ycb03i4uJw5coVBAUFoVWrVrC3t5e8/8cff5hUHxMiIiIiJeAYIpOkp6c3aX1MiIiIiOi2M2bMmCatjwkRERGREnBhRpNptVps3rwZR44cgUqlQmhoKB555BGuQ0RERHTbYpeZSX799VcMGzYMJSUl6Nq1K4QQOHr0KHx9ffHll18iKCjIpPo4y4yIiIhuOy+++CKCgoJQXFyM77//HgUFBSgqKkJgYCBefPFFk+tjCxEREZESsIXIJDk5OdizZw/atWun3+fm5ob58+ejf//+JtfHhIiIiEgJmBCZRK1Wo7Ky0mD/pUuX4ODgYHJ97DIjIiKi287DDz+M559/Hnv37oUQAkII7NmzBxMnTsQjjzxicn1MiIiIiJSAK1Wb5K233kJQUBAiIyPh6OgIR0dH9O/fH8HBwXjzzTdNro9dZkRERArAlapN06ZNG3z66af49ddfceTIEQghEBoaiuDgYLPqY0JEREREt63g4GAEBwdDq9Xi0KFDuHDhAtq2bWtyPU3aZXbw4EGTys+bNw99+vRB69at0aFDB4wYMQK//PLLLY/LyclBeHg4HB0d0alTJyxbtszMiImIiBRCNMFmRaZOnYqVK1cCuL5AY3R0NHr37g1fX19kZ2ebXJ/FCdHFixeRkZGB3r17Izw83KRjc3JyMGnSJOzZswdZWVmora1FTEwMLl++3OAxJ06cwLBhwzBgwAAUFBTg1VdfxYsvvoiNGzda+lGIiIjoNvHxxx/jrrvuAgB8/vnnOH78OH7++WdMnToVM2bMMLk+s7vMduzYgVWrVmHTpk3w9/fHyJEj9ZmasbZu3Sp5vXr1anTo0AEHDhzAfffdV+8xy5Ytg5+fn/6hbt26dcP+/fuRlpaGkSNHmvVZiIiI5KaChWOImiyS20N5eTk8PT0BAFu2bMGoUaPQpUsXjBs3Dm+99ZbJ9ZmUEJ0+fRpr1qzBqlWrcPnyZYwaNQo1NTXYuHEjQkNDTT75zS5evAgAkkWWbpafn4+YmBjJvqFDh2LlypWoqamBvb295L2qqipUVVXpX1dUVFgcJxEREcnLw8MDhYWF8PLywtatW5GRkQEAuHLlilnPMjO6y2zYsGEIDQ1FYWEh3n77bZw5cwZvv/22ySdsiBACiYmJuPfee9GjR48Gy5WVlcHDw0Oyz8PDA7W1tSgvLzcoP2/ePLi6uuo3X1/fJouZiIioyXDavUmeffZZjBo1Cj169IBKpcKQIUMAAHv37kVISIjJ9RndQrRt2za8+OKLeOGFF9C5c2eTT3QrkydPxo8//oi8vLxbllWppD90IUS9+wEgOTkZiYmJ+tcVFRVMioiISHm4UrVJUlNTERYWhqKiIjzxxBNQq9UAAFtbWyQlJZlcn9EJUW5uLlatWoWIiAiEhIQgISEBcXFxJp+wPlOmTMFnn32GXbt2wcfHp9Gynp6eKCsrk+w7d+4c7Ozs4ObmZlBerVbrLxIRERHd/mpqahATE4N3333XYPzwmDFjzKrT6C6zyMhIrFixAqWlpZgwYQLWr1+Pjh07QqfTISsrq97nidyKEAKTJ0/Gpk2bsGPHDgQGBhoVR1ZWlmTftm3bEBERYTB+iIiI6LbBafdGs7e3x08//VRvz5C5TJ5236pVKzz33HPIy8vDoUOH8M9//hPz589Hhw4dTH52yKRJk7B27Vp8+OGHaN26NcrKylBWVoarV6/qyyQnJ2P06NH61xMnTsSpU6eQmJiII0eOYNWqVVi5ciWmT59u6kchIiJSjLqVqi3ZrMno0aNNnt3eGItWqu7atSsWLFiAefPm4fPPP8eqVatMOn7p0qUAgIEDB0r2r169GmPHjgUAlJaWoqioSP9eYGAgtmzZgmnTpmHJkiXw9vbGW2+9xSn3REREVqS6uhr//e9/kZWVhYiICGg0Gsn7ixYtMqm+Jnl0h62tLUaMGIERI0aYdFzdYOjGrFmzxmBfdHQ0vv/+e5PORUREpGgcVG2Sn376Cb179wYAHD16VPKeOV1pfJYZERGREjAhMsnOnTubtL4mfZYZERER0e2ILUREREQKYOnAaGsbVA0A+/btw0cffYSioiJUV1dL3tu0aZNJdbGFiIiISAm4UrVJ1q9fj/79+6OwsBCffPIJampqUFhYiB07dsDV1dXk+pgQERERKQHXITLJ3LlzsXjxYnzxxRdwcHDAm2++iSNHjmDUqFHw8/MzuT4mRERERHTb+e233/DQQw8BuP5UisuXL0OlUmHatGlYvny5yfUxISIiIlIALsxomnbt2umfktGxY0f89NNPAIA///wTV65cMbk+DqomIiJSAk67N8mAAQOQlZWFsLAwjBo1Ci+99BJ27NiBrKwsDBo0yOT6mBARERHRbeedd97BtWvXAFx/zJe9vT3y8vLw2GOPYebMmSbXx4SIiIhICSzt9rKyFqJ27drp/21jY4OXX34ZL7/8stn1cQwRERGREnCWmcl+++03pKSkID4+HufOnQMAbN26FYcPHza5LiZEREREViwjIwOBgYFwdHREeHg4cnNzGyybl5eH/v37w83NDU5OTggJCcHixYslZQ4fPoyRI0ciICAAKpUK6enpFp+3Pjk5OQgLC8PevXuxadMmXLp0CQDw448/YtasWSbVBTAhIiIiUgYZWog2bNiAqVOnYsaMGSgoKMCAAQMQGxuLoqKiestrNBpMnjwZu3btwpEjR5CSkoKUlBTJNPcrV66gU6dOmD9/Pjw9PZvkvPVJSkrCnDlzkJWVBQcHB/3++++/H/n5+UbXU4cJERERkQLIMe1+0aJFGDduHMaPH49u3bohPT0dvr6+WLp0ab3le/Xqhfj4eHTv3h0BAQF45plnMHToUEnrTp8+fbBw4UI8+eSTUKvVTXLe+hw6dAh/+9vfDPa7u7vj/PnzRtdThwkRERHRHaSiokKyVVVV1VuuuroaBw4cQExMjGR/TEwMdu/ebdS5CgoKsHv3bkRHRxsdX1OcFwDatGmD0tLSemPq2LGj0fXUYUJERER0B/H19YWrq6t+mzdvXr3lysvLodVq4eHhIdnv4eGBsrKyRs/h4+MDtVqNiIgITJo0CePHjzc6PkvOe6OnnnoKr7zyCsrKyqBSqaDT6fDtt99i+vTpGD16tNH11OG0eyIiIiVoooUZi4uL4eLiot/dULdVHZVK+lBYIYTBvpvl5ubi0qVL2LNnD5KSkhAcHIz4+HiTwjXnvDd6/fXXMXbsWHTs2BFCCISGhqK2thZPP/00UlJSTIoFYEJERESkCJY+fqPuWBcXF0lC1JD27dvD1tbWoFXm3LlzBq03NwsMDAQAhIWF4ezZs0hNTTU6IbLkvDeyt7fHBx98gH//+9/Yv38/VCoVevXqheDgYKPruBG7zIiIiKyQg4MDwsPDkZWVJdmflZWFqKgoo+sRQjQ4Tqk5zwsAK1euxCOPPIKEhAQ888wzGDFiBP773/+aVEcdthAREREpRQsvrpiYmIiEhAREREQgMjISy5cvR1FRESZOnAjg+iMxSkpKkJmZCQBYsmQJ/Pz8EBISAuD6ukRpaWmYMmWKvs7q6moUFhbq/11SUoKDBw/C2dlZ33pzq/MaY+bMmVi8eDGmTJmCyMhIAEB+fj6mTZuGkydPYs6cOSZdCyZERERESiDDw13j4uJw/vx5zJ49G6WlpejRowe2bNkCf39/AEBpaalkbSCdTofk5GScOHECdnZ2CAoKwvz58zFhwgR9mTNnzqBXr17612lpaUhLS0N0dDSys7ONOq8xli5dihUrVki66h555BH07NkTU6ZMMTkhUgkhrGqx74qKCri6uqLXx4mwbdX4QLOWUqOzlTsEAxUXneQOQcLL/aLcIUh4ayrkDkHi7FVnuUOQ0OrYG98YT02l3CFInL2irPsnyMX0NWSaS/WlaqwftBYXL140alyOOep+LwW/Mhe2akez69FWXcOvb7zarLEqSdu2bfHdd9+hc+fOkv1Hjx7FPffcgz///NOk+vitRUREpAByLMx4O3vmmWfqXchx+fLlePrpp02uj11mRERESiBDl9ntbuXKldi2bRv69esHANizZw+Ki4sxevRoJCYm6sstWrTolnUxISIiIqLbzk8//YTevXsDuP7Ue+D6Yzvc3d3x008/6csZu7YREyIiIiIFaKp1iKzFzp07m7Q+JkRERERKwC4zWXFQNREREVk9thAREREpAVuIZMWEiIiISAE4hkheVpsQdW17Dg7ODnKHAQCwUenkDsFAdXtl3RoBTspZqA0A+rc+KncIEserOsgdgkRnddmtC1kxd9tLcocg4ajSyh2CxKEqb7lD0Ltir8X6ljoZW4hkxTFEREREZPWU1QxARERkrdhCJCsmRERERArAMUTyYpcZERERWT22EBERESkBu8xkxYSIiIhIAdhlJi92mREREZHVYwsRERGRErDLTFZMiIiIiJSACZGs2GVGREREVo8tRERERAqg+t9myfFkPiZERERESsAuM1kxISIiIlIATruXF8cQERERkdVjCxEREZESsMtMVkyIiIiIlIJJjWzYZUZERERWjy1ERERECsBB1fJiQkRERKQEHEMkK3aZERERkdVjCxEREZECsMtMXkyIiIiIlIBdZrJilxkRERFZPbYQERERKQC7zOTFhIiIiEgJ2GUmKyZERERESsCESFYcQ0RERERWjy1ERERECsAxRPJiQkRERKQE7DKTFbvMiIiIyOqxhYiIiEgBVEJAJcxv5rHkWGJCREREpAzsMpOVrF1mu3btwvDhw+Ht7Q2VSoXNmzc3Wj47Oxsqlcpg+/nnn1smYCIiIrojydpCdPnyZdx111149tlnMXLkSKOP++WXX+Di4qJ/7e7u3hzhERERtRjOMpOXrAlRbGwsYmNjTT6uQ4cOaNOmTdMHREREJBd2mcnqtpxl1qtXL3h5eWHQoEHYuXNno2WrqqpQUVEh2YiIiIhudFslRF5eXli+fDk2btyITZs2oWvXrhg0aBB27drV4DHz5s2Dq6urfvP19W3BiImIiIxT12VmyUbmu61mmXXt2hVdu3bVv46MjERxcTHS0tJw33331XtMcnIyEhMT9a8rKiqYFBERkfKwy0xWt1VCVJ9+/fph7dq1Db6vVquhVqtbMCIiIiLTcVC1vG6rLrP6FBQUwMvLS+4wiIiI6DYmawvRpUuX8Ouvv+pfnzhxAgcPHkS7du3g5+eH5ORklJSUIDMzEwCQnp6OgIAAdO/eHdXV1Vi7di02btyIjRs3yvURiIiImga7zGQla0K0f/9+3H///frXdWN9xowZgzVr1qC0tBRFRUX696urqzF9+nSUlJTAyckJ3bt3x5dffolhw4a1eOxERERNjd1e8pE1IRo4cCBEI89eWbNmjeT1yy+/jJdffrmZoyIiIiJrc9sPqiYiIrojCHF9s+R4MhsTIiIiIgXgLDN53fazzIiIiIgsxRYiIiIiJeAsM1kxISIiIlIAle76ZsnxZD52mREREZHVY0JERESkBKIJNjNkZGQgMDAQjo6OCA8PR25uboNl8/Ly0L9/f7i5ucHJyQkhISFYvHixQbmNGzciNDQUarUaoaGh+OSTTyTvp6amQqVSSTZPT0/zPkATYUJERESkAHI87X7Dhg2YOnUqZsyYgYKCAgwYMACxsbGSRZFvpNFoMHnyZOzatQtHjhxBSkoKUlJSsHz5cn2Z/Px8xMXFISEhAT/88AMSEhIwatQo7N27V1JX9+7dUVpaqt8OHTpk+gdoQkyIiIiIlKBuHSJLNhMtWrQI48aNw/jx49GtWzekp6fD19cXS5curbd8r169EB8fj+7duyMgIADPPPMMhg4dKmlVSk9Px5AhQ5CcnIyQkBAkJydj0KBBSE9Pl9RlZ2cHT09P/ebu7m5y/E2JCREREdEdpKKiQrJVVVXVW666uhoHDhxATEyMZH9MTAx2795t1LkKCgqwe/duREdH6/fl5+cb1Dl06FCDOo8dOwZvb28EBgbiySefxPHjx406Z3NhQkRERKQATdVl5uvrC1dXV/02b968es9XXl4OrVYLDw8PyX4PDw+UlZU1GquPjw/UajUiIiIwadIkjB8/Xv9eWVnZLevs27cvMjMz8fXXX2PFihUoKytDVFQUzp8/b8ola1Kcdk9ERKQETbQOUXFxMVxcXPS71Wp1o4epVCppNUIY7LtZbm4uLl26hD179iApKQnBwcGIj483us7Y2Fj9v8PCwhAZGYmgoCC89957+ge9tzQmRERERHcQFxcXSULUkPbt28PW1tagNejcuXMGLTw3CwwMBHA9mTl79ixSU1P1CZGnp6fJdWo0GoSFheHYsWO3jLu5sMuMiIhIAVp6lpmDgwPCw8ORlZUl2Z+VlYWoqCij6xFCSMYpRUZGGtS5bdu2RuusqqrCkSNH4OXlZfR5mxpbiIiIiJRAhqfdJyYmIiEhAREREYiMjMTy5ctRVFSEiRMnAgCSk5NRUlKCzMxMAMCSJUvg5+eHkJAQANfXJUpLS8OUKVP0db700ku477778MYbb+DRRx/Fp59+iu3btyMvL09fZvr06Rg+fDj8/Pxw7tw5zJkzBxUVFRgzZoz5n99CTIiIiIisVFxcHM6fP4/Zs2ejtLQUPXr0wJYtW+Dv7w8AKC0tlaxJpNPpkJycjBMnTsDOzg5BQUGYP38+JkyYoC8TFRWF9evXIyUlBTNnzkRQUBA2bNiAvn376sucPn0a8fHxKC8vh7u7O/r164c9e/bozysHlRCWpKO3n4qKCri6uuLJb56Bg7OD3OEAAGwU+ACaap2ycuUAJ/lmHtSnf+ujcocgcbyqg9whSHRWNz5Dxdq5216SOwQJR5VW7hAkDlV5yx2C3pVKLZ7rXYCLFy8aNS7HHHW/lyJjZ8PO3tHsemprriH/q/9r1ljvZMr6rUdERGSt+LR7WXFQNREREVk9thAREREpgLnPI7vxeDIfEyIiIiIl0InrmyXHk9mYEBERESkBxxDJimOIiIiIyOqxhYiIiEgBVLBwDFGTRWKdmBAREREpgQwrVdNf2GVGREREVo8tRERERArAaffyYkJERESkBJxlJit2mREREZHVYwsRERGRAqiEgMqCgdGWHEtWnBAV/uEJ22tqucMAANTU2sodgoH2zsp6GreNwtqC7W2C5A5BooN9hdwhSBTXuMkdgkQfx5NyhyDhY6es+/mK0MkdgsQTzhflDkGvQmjxXEudTPe/zZLjyWzsMiMiIiKrZ7UtRERERErCLjN5MSEiIiJSAs4ykxUTIiIiIiXgStWy4hgiIiIisnpsISIiIlIArlQtLyZERERESsAuM1mxy4yIiIisHluIiIiIFEClu75ZcjyZjwkRERGRErDLTFbsMiMiIiKrxxYiIiIiJeDCjLJiQkRERKQAfHSHvNhlRkRERFaPLURERERKwEHVsmJCREREpAQCgCVT55kPWYQJERERkQJwDJG8OIaIiIiIrB5biIiIiJRAwMIxRE0WiVViQkRERKQEHFQtK3aZERERkdVjCxEREZES6ACoLDyezMaEiIiISAE4y0xe7DIjIiIiq8cWIiIiIiXgoGpZMSEiIiJSAiZEsmKXGREREVk9thAREREpAVuIZMWEiIiISAk47V5WTIiIiIgUgNPu5cUxRERERGT1ZE2Idu3aheHDh8Pb2xsqlQqbN2++5TE5OTkIDw+Ho6MjOnXqhGXLljV/oERERM2tbgyRJRuZTdaE6PLly7jrrrvwzjvvGFX+xIkTGDZsGAYMGICCggK8+uqrePHFF7Fx48ZmjpSIiKiZ6YTlG5lN1jFEsbGxiI2NNbr8smXL4Ofnh/T0dABAt27dsH//fqSlpWHkyJHNFCURERHd6W6rMUT5+fmIiYmR7Bs6dCj279+PmpoamaIiIiJqAuwyk9VtNcusrKwMHh4ekn0eHh6ora1FeXk5vLy8DI6pqqpCVVWV/nVFRUWzx0lERGQ6S5MaJkSWuK1aiABApZIu0iD+d/PcvL/OvHnz4Orqqt98fX2bPUYiIiK6vdxWCZGnpyfKysok+86dOwc7Ozu4ubnVe0xycjIuXryo34qLi1siVCIiItOwy0xWt1WXWWRkJD7//HPJvm3btiEiIgL29vb1HqNWq6FWq1siPCIiIvPpBCzq9uIsM4vI2kJ06dIlHDx4EAcPHgRwfVr9wYMHUVRUBOB6687o0aP15SdOnIhTp04hMTERR44cwapVq7By5UpMnz5djvCJiIjoDiFrC9H+/ftx//33618nJiYCAMaMGYM1a9agtLRUnxwBQGBgILZs2YJp06ZhyZIl8Pb2xltvvcUp90REdPsTuuubJceT2WRNiAYOHKgfFF2fNWvWGOyLjo7G999/34xRERERyYBPu5fVbTWGiIiI6I7FMUSyuq1mmRERERE1ByZERERESiDTtPuMjAwEBgbC0dER4eHhyM3NbbBsXl4e+vfvDzc3Nzg5OSEkJASLFy82KLdx40aEhoZCrVYjNDQUn3zyiUXnbQlMiIiIiJRAwMKEyPRTbtiwAVOnTsWMGTNQUFCAAQMGIDY2VjKh6UYajQaTJ0/Grl27cOTIEaSkpCAlJQXLly/Xl8nPz0dcXBwSEhLwww8/ICEhAaNGjcLevXvNPm9LUInGRjXfgSoqKuDq6oqeH02HbStlrE9UU2srdwgG2jtfkjsECR/NRblDkAjS/C53CBId7JX1SBoHVa3cIUj0cTwpdwgSPnbK+tq9IrRyhyDR0ba13CHoVVRq0bbLcVy8eBEuLi7Nc47//V4a7DUBdjYOZtdTq6vG9tJ3TYq1b9++6N27N5YuXarf161bN4wYMQLz5s0zqo7HHnsMGo0G77//PgAgLi4OFRUV+Oqrr/RlHnzwQbRt2xbr1q1rsvM2NbYQERERKUETdZlVVFRIthuf53mj6upqHDhwwOCh6TExMdi9e7dRIRcUFGD37t2Ijo7W72voQex1dTbFeZsDEyIiIiIl0Oks3wD4+vpKnuHZUItLeXk5tFptvQ9Nv/kxWTfz8fGBWq1GREQEJk2ahPHjx+vfa+hB7HV1WnLe5sRp90RERHeQ4uJiSZfZrR5fVd9D0xt6YHqd3NxcXLp0CXv27EFSUhKCg4MRHx9vUp3mnLc5MSEiIiJSgiZamNHFxcWoMUTt27eHra1tvQ9Nv7n15maBgYEAgLCwMJw9exapqan6hKihB7HX1WnJeZsTu8yIiIiUoIWn3Ts4OCA8PBxZWVmS/VlZWYiKijIhbCEZpxQZGWlQ57Zt2/R1NtV5mxpbiIiIiKxUYmIiEhISEBERgcjISCxfvhxFRUWYOHEigOsPWS8pKUFmZiYAYMmSJfDz80NISAiA6+sSpaWlYcqUKfo6X3rpJdx3331444038Oijj+LTTz/F9u3bkZeXZ/R55cCEiIiISAlkeHRHXFwczp8/j9mzZ6O0tBQ9evTAli1b4O/vDwAGD1nX6XRITk7GiRMnYGdnh6CgIMyfPx8TJkzQl4mKisL69euRkpKCmTNnIigoCBs2bEDfvn2NPq8cuA6RAnAdolvjOkSN4zpEjeM6RI3jOkQNa8l1iAa1HWPxOkTfXHivWWO9k7GFiIiISAmEsOwBrdbVvtHkOKiaiIiIrB5biIiIiJRAWDiGiC1EFmFCREREpAQ6HaDSmX+8sOBYYpcZEREREVuIiIiIlIBdZrJiQkRERKQAQqeDsKDLTLDLzCLsMiMiIiKrxxYiIiIiJWCXmayYEBERESmBTgAqJkRyYZcZERERWT22EBERESmBEAAsWYeILUSWYEJERESkAEInICzoMrOyZ7U3OSZERERESiB0sKyFiNPuLcExRERERGT12EJERESkAOwykxcTIiIiIiVgl5msrC4hqsugtVeqZI7kL9paW7lDMFCrUs71AYBqVMsdgkSVqJE7BImr9rVyhyChVSkrnks1yvpFUWmnrL/kryjsF2mFrVbuEPQqLl2/Ni3R+lKLGovWZayFsr6XbjdWlxBVVlYCAA6PeVvmSIiIqH7n5A7AQGVlJVxdXZulbgcHB3h6eiKvbIvFdXl6esLBwaEJorI+KmFlnY46nQ5nzpxB69atoVKpzK6noqICvr6+KC4uhouLSxNGeOfgNWocr0/jeH0ax+vTuKa6PkIIVFZWwtvbGzY2zTcP6dq1a6iutrwl3MHBAY6Ojk0QkfWxuhYiGxsb+Pj4NFl9Li4u/DK6BV6jxvH6NI7Xp3G8Po1riuvTXC1DN3J0dGQiIzNOuyciIiKrx4SIiIiIrB4TIjOp1WrMmjULarVa7lAUi9eocbw+jeP1aRyvT+N4fchUVjeomoiIiOhmbCEiIiIiq8eEiIiIiKweEyIiIiKyekyIiIiIyOoxIWpERkYGAgMD4ejoiPDwcOTm5jZaPicnB+Hh4XB0dESnTp2wbNmyFopUHqZcn02bNmHIkCFwd3eHi4sLIiMj8fXXX7dgtPIw9R6q8+2338LOzg5333138wYoM1OvT1VVFWbMmAF/f3+o1WoEBQVh1apVLRRtyzP1+nzwwQe466670KpVK3h5eeHZZ5/F+fPnWyjalrVr1y4MHz4c3t7eUKlU2Lx58y2PsbbvaDKRoHqtX79e2NvbixUrVojCwkLx0ksvCY1GI06dOlVv+ePHj4tWrVqJl156SRQWFooVK1YIe3t78fHHH7dw5C3D1Ovz0ksviTfeeEN899134ujRoyI5OVnY29uL77//voUjbzmmXqM6f/75p+jUqZOIiYkRd911V8sEKwNzrs8jjzwi+vbtK7KyssSJEyfE3r17xbffftuCUbccU69Pbm6usLGxEW+++aY4fvy4yM3NFd27dxcjRoxo4chbxpYtW8SMGTPExo0bBQDxySefNFre2r6jyXRMiBpwzz33iIkTJ0r2hYSEiKSkpHrLv/zyyyIkJESyb8KECaJfv37NFqOcTL0+9QkNDRWvvfZaU4emGOZeo7i4OJGSkiJmzZp1RydEpl6fr776Sri6uorz58+3RHiyM/X6LFy4UHTq1Emy76233hI+Pj7NFqNSGJMQWdt3NJmOXWb1qK6uxoEDBxATEyPZHxMTg927d9d7TH5+vkH5oUOHYv/+/aipqWm2WOVgzvW5mU6nQ2VlJdq1a9ccIcrO3Gu0evVq/Pbbb5g1a1Zzhygrc67PZ599hoiICCxYsAAdO3ZEly5dMH36dFy9erUlQm5R5lyfqKgonD59Glu2bIEQAmfPnsXHH3+Mhx56qCVCVjxr+o4m81jdw12NUV5eDq1WCw8PD8l+Dw8PlJWV1XtMWVlZveVra2tRXl4OLy+vZou3pZlzfW72n//8B5cvX8aoUaOaI0TZmXONjh07hqSkJOTm5sLO7s7+r2nO9Tl+/Djy8vLg6OiITz75BOXl5fjHP/6BP/74444bR2TO9YmKisIHH3yAuLg4XLt2DbW1tXjkkUfw9ttvt0TIimdN39FkHrYQNUKlUkleCyEM9t2qfH377xSmXp8669atQ2pqKjZs2IAOHTo0V3iKYOw10mq1eOqpp/Daa6+hS5cuLRWe7Ey5h3Q6HVQqFT744APcc889GDZsGBYtWoQ1a9bcka1EgGnXp7CwEC+++CL+7//+DwcOHMDWrVtx4sQJTJw4sSVCvS1Y23c0mebO/jPUTO3bt4etra3BX2Lnzp0z+AujjqenZ73l7ezs4Obm1myxysGc61Nnw4YNGDduHD766CMMHjy4OcOUlanXqLKyEvv370dBQQEmT54M4HoCIISAnZ0dtm3bhgceeKBFYm8J5txDXl5e6NixI1xdXfX7unXrBiEETp8+jc6dOzdrzC3JnOszb9489O/fH//6178AAD179oRGo8GAAQMwZ84cq28BsabvaDIPW4jq4eDggPDwcGRlZUn2Z2VlISoqqt5jIiMjDcpv27YNERERsLe3b7ZY5WDO9QGutwyNHTsWH3744R0/rsHUa+Ti4oJDhw7h4MGD+m3ixIno2rUrDh48iL59+7ZU6C3CnHuof//+OHPmDC5duqTfd/ToUdjY2MDHx6dZ421p5lyfK1euwMZG+pVua2sL4K+WEGtmTd/RZCaZBnMrXt2U15UrV4rCwkIxdepUodFoxMmTJ4UQQiQlJYmEhAR9+bopndOmTROFhYVi5cqVd/SUTlOvz4cffijs7OzEkiVLRGlpqX77888/5foIzc7Ua3SzO32WmanXp7KyUvj4+IjHH39cHD58WOTk5IjOnTuL8ePHy/URmpWp12f16tXCzs5OZGRkiN9++03k5eWJiIgIcc8998j1EZpVZWWlKCgoEAUFBQKAWLRokSgoKNAvS2Dt39FkOiZEjViyZInw9/cXDg4Oonfv3iInJ0f/3pgxY0R0dLSkfHZ2tujVq5dwcHAQAQEBYunSpS0cccsy5fpER0cLAAbbmDFjWj7wFmTqPXSjOz0hEsL063PkyBExePBg4eTkJHx8fERiYqK4cuVKC0fdcky9Pm+99ZYIDQ0VTk5OwsvLSzz99NPi9OnTLRx1y9i5c2ej3yn8jiZTqYRgWyoRERFZN44hIiIiIqvHhIiIiIisHhMiIiIisnpMiIiIiMjqMSEiIiIiq8eEiIiIiKweEyIiIiKyekyIiIiIyOoxISKyYmPHjoVKpdJvbm5uePDBB/Hjjz/KHRoRUYtiQkRk5R588EGUlpaitLQU33zzDezs7PDwww/LHRYRUYtiQkRk5dRqNTw9PeHp6Ym7774br7zyCoqLi/H777/LHRoRUYthQkREepcuXcIHH3yA4OBguLm5yR0OEVGLsZM7ACKS1xdffAFnZ2cAwOXLl+Hl5YUvvvgCNjb8e4mIrAe/8Yis3P3334+DBw/i4MGD2Lt3L2JiYhAbG4tTp07JHRoRUYthCxGRldNoNAgODta/Dg8Ph6urK1asWIE5c+bIGBkRUcthCxERSahUKtjY2ODq1atyh0JE1GLYQkRk5aqqqlBWVgYAuHDhAt555x1cunQJw4cPlzkyIqKWw4SIyMpt3boVXl5eAIDWrVsjJCQEH330EQYOHChvYERELUglhBByB0FEREQkJ44hIiIiIqvHhIiIiIisHhMiIiIisnpMiIiIiMjqMSEiIiIiq8eEiIiIiKweEyIiIiKyekyIiIiIyOoxISIiIiKrx4SIiIiIrB4TIiIiIrJ6TIiIiIjI6v0/HMMSkQyZYVcAAAAASUVORK5CYII=", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "params = ['A', 'B', 'C']\n", "\n", @@ -432,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -441,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -458,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -485,8 +324,7 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" - }, - "orig_nbformat": 4 + } }, "nbformat": 4, "nbformat_minor": 2 diff --git a/spicy_snow/processing/wet_snow.py b/spicy_snow/processing/wet_snow.py index bd5531d..22af2a4 100644 --- a/spicy_snow/processing/wet_snow.py +++ b/spicy_snow/processing/wet_snow.py @@ -164,6 +164,7 @@ def flag_wet_snow(dataset: xr.Dataset, inplace: bool = False) -> Union[None, xr. dataset['wet_snow'].loc[dict(time = ts)] = dataset.sel(time = ts)['wet_snow'] - dataset.sel(time = ts)['freeze_flag'] dataset['wet_snow'].loc[dict(time = ts)] = dataset.sel(time = ts)['wet_snow'].where(dataset.sel(time = ts)['wet_snow'] > 0, 0) + dataset['wet_snow'].loc[dict(time = ts)] = dataset.sel(time = ts)['wet_snow'].where(~dataset['s1'].sel(time = ts, band = 'VV').isnull(), np.nan) prev_time = ts # if >50% wet of last 4 cycles after feb 1 then set remainer till diff --git a/tests/test_wetsnow.py b/tests/test_wetsnow.py index a1a47f3..7d934af 100644 --- a/tests/test_wetsnow.py +++ b/tests/test_wetsnow.py @@ -184,6 +184,7 @@ def test_id_wet_one_orbit(self): deltaVV = np.random.randn(10, 10, 6) * 3 deltaCR = np.random.randn(10, 10, 6) * 3 ims = np.full((10, 10, 6), 4, dtype = int) + s1 = np.random.randn(10, 10, 6, 3) # times = [np.datetime64(t) for t in ['2020-01-01','2020-01-02', '2020-01-07','2020-01-08', '2020-01-14', '2020-01-15']] # [24,1,24,1,24,1] @@ -203,6 +204,7 @@ def test_id_wet_one_orbit(self): deltaVV = (["x", "y", "time"], deltaVV), deltaCR = (["x", "y", "time"], deltaCR), ims = (["x", "y", "time"], ims), + s1 = (["x", "y", "time", "band"], s1) ), coords = dict( lon = (["x", "y"], lon), @@ -266,6 +268,23 @@ def test_id_wet_one_orbit(self): ds['alt_wet_flag'].loc[dict(time = ds.time[2], x = xi, y = yi)] = 0 ds['freeze_flag'].loc[dict(time = ds.time[2], x = xi, y = yi)] = 0 + # 3,3 is nans all along + xi , yi = 3, 3 + ds['wet_flag'].loc[dict(time = ds.time[0], x = xi, y = yi)] = 0 + ds['alt_wet_flag'].loc[dict(time = ds.time[0], x = xi, y = yi)] = 1 + ds['freeze_flag'].loc[dict(time = ds.time[0], x = xi, y = yi)] = 0 + + ds['wet_flag'].loc[dict(time = ds.time[1], x = xi, y = yi)] = 0 + ds['alt_wet_flag'].loc[dict(time = ds.time[1], x = xi, y = yi)] = 0 + ds['freeze_flag'].loc[dict(time = ds.time[1], x = xi, y = yi)] = 1 + + ds['wet_flag'].loc[dict(time = ds.time[2], x = xi, y = yi)] = 1 + ds['alt_wet_flag'].loc[dict(time = ds.time[2], x = xi, y = yi)] = 0 + ds['freeze_flag'].loc[dict(time = ds.time[2], x = xi, y = yi)] = 0 + + for t in ds.time: + ds['s1'].loc[dict(time = t, x = xi, y = yi, band = 'VV')] = np.nan + ds = flag_wet_snow(ds) # 0,0 is wet @ t0, dry @ t1, dry @ t 2 @@ -286,6 +305,12 @@ def test_id_wet_one_orbit(self): self.assertEqual( ds['wet_snow'].loc[dict(time = ds.time[1], x = xi, y = yi)], 0) self.assertEqual( ds['wet_snow'].loc[dict(time = ds.time[2], x = xi, y = yi)], 1) + # 3, 3 is nans all along + xi , yi = 3, 3 + self.assertTrue(np.isnan(ds['wet_snow'].loc[dict(time = ds.time[0], x = xi, y = yi)].values)) + self.assertTrue(np.isnan(ds['wet_snow'].loc[dict(time = ds.time[1], x = xi, y = yi)].values)) + self.assertTrue(np.isnan(ds['wet_snow'].loc[dict(time = ds.time[2], x = xi, y = yi)].values)) + def test_id_wet_multiple_orbit(self): fcf = np.random.randn(10, 10)/10 + 0.5 @@ -294,6 +319,8 @@ def test_id_wet_multiple_orbit(self): deltaVV = np.random.randn(10, 10, n) + 0.1 deltaCR = np.random.randn(10, 10, n) + 0.1 ims = np.full((10, 10, n), 4, dtype = int) + s1 = np.random.randn(10, 10, n, 3) + x = np.linspace(0, 9, 10) y = np.linspace(10, 19, 10) @@ -306,6 +333,7 @@ def test_id_wet_multiple_orbit(self): deltaVV = (["x", "y", "time"], deltaVV), deltaCR = (["x", "y", "time"], deltaCR), ims = (["x", "y", "time"], ims), + s1 = (["x", "y", "time", "band"], s1) ), coords = dict( lon = (["x", "y"], lon), @@ -474,6 +502,7 @@ def test_perma_wet_seasons(self): wet_flag = np.full((10, 10, n), 0.0) alt_wet_flag = np.full((10, 10, n), 0.0) freeze_flag = np.full((10, 10, n), 0.0) + s1 = np.random.randn(10, 10, n, 3) x = np.linspace(0, 9, 10) y = np.linspace(10, 19, 10) @@ -486,11 +515,13 @@ def test_perma_wet_seasons(self): wet_flag = (["x", "y", "time"], wet_flag), alt_wet_flag = (["x", "y", "time"], alt_wet_flag), freeze_flag = (["x", "y", "time"], freeze_flag), + s1 = (["x", "y", "time", "band"], s1) ), coords = dict( lon = (["x", "y"], lon), lat = (["x", "y"], lat), time = times, + band = ["VV", "VH", "inc"], relative_orbit = (["time"], ros)) ) From c81e39098d2867a45b7d8641d4147de23a7ad362 Mon Sep 17 00:00:00 2001 From: Zach Keskinen Date: Tue, 5 Sep 2023 11:51:37 -0600 Subject: [PATCH 2/2] perma wet nans --- spicy_snow/processing/wet_snow.py | 60 ++++++++++++++++--------------- tests/test_wetsnow.py | 12 +++++-- 2 files changed, 42 insertions(+), 30 deletions(-) diff --git a/spicy_snow/processing/wet_snow.py b/spicy_snow/processing/wet_snow.py index 22af2a4..ca512f7 100644 --- a/spicy_snow/processing/wet_snow.py +++ b/spicy_snow/processing/wet_snow.py @@ -179,36 +179,40 @@ def flag_wet_snow(dataset: xr.Dataset, inplace: bool = False) -> Union[None, xr. melt_orbit = (melt_season & (dataset.relative_orbit == orbit)) # check if there are at least 4 time slices in melt season for this orbit - if len(dataset['perma_wet'].loc[dict(time = melt_orbit)]) > 4: - - # first set all perma wet to match the flagged wet times from dB drop - dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ - dataset['wet_flag'].loc[dict(time = melt_orbit)] - - # then set times that were made wet by negative snow index to wet as well - dataset['perma_wet'].loc[dict(time = melt_orbit)] = dataset['perma_wet'].loc[dict(time = melt_orbit)] + \ - dataset['alt_wet_flag'].loc[dict(time = melt_orbit)] - - # now if we are over 1 (ie it was flagged wet by dB and negative SI flags) we should floor those back to 1 + if len(dataset['perma_wet'].loc[dict(time = melt_orbit)]) < 4: + continue + + # first set all perma wet to match the flagged wet times from dB drop + dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ + dataset['wet_flag'].loc[dict(time = melt_orbit)] + + # then set times that were made wet by negative snow index to wet as well + dataset['perma_wet'].loc[dict(time = melt_orbit)] = dataset['perma_wet'].loc[dict(time = melt_orbit)] + \ + dataset['alt_wet_flag'].loc[dict(time = melt_orbit)] + + # now if we are over 1 (ie it was flagged wet by dB and negative SI flags) we should floor those back to 1 + dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ + dataset['perma_wet'].loc[dict(time = melt_orbit)].where(dataset['perma_wet'].loc[dict(time = melt_orbit)] <= 1 , 1) + + # now calculate the rolling mean of the perma wet so we have a % 0-1 of days out of 4 that were flagged + dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ + dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = 4).mean() + + # then propogate forward so that if we get to > 50% in a 4 image window we mask the remained of the melt season + # this will fail if bottleneck is installed due to it lacking the min_periods keyword + # see: https://github.com/pydata/xarray/issues/4922 + + if 'bottleneck' not in sys.modules: dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ - dataset['perma_wet'].loc[dict(time = melt_orbit)].where(dataset['perma_wet'].loc[dict(time = melt_orbit)] <= 1 , 1) - - # now calculate the rolling mean of the perma wet so we have a % 0-1 of days out of 4 that were flagged + dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = len(orbit_dataset.time), min_periods = 1).max() + else: + log.info("bottleneck installed. Consider pip uninstalling and re-running if this fails.") dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ - dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = 4).mean() - - # then propogate forward so that if we get to > 50% in a 4 image window we mask the remained of the melt season - # this will fail if bottleneck is installed due to it lacking the min_periods keyword - # see: https://github.com/pydata/xarray/issues/4922 - - if 'bottleneck' not in sys.modules: - dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ - dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = len(orbit_dataset.time), min_periods = 1).max() - else: - log.info("bottleneck installed. Consider pip uninstalling and re-running if this fails.") - dataset['perma_wet'].loc[dict(time = melt_orbit)] = \ - dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = len(orbit_dataset.time)).max() - + dataset['perma_wet'].loc[dict(time = melt_orbit)].rolling(time = len(orbit_dataset.time)).max() + + + dataset['perma_wet'].loc[dict(time = melt_orbit)] = dataset.sel(dict(time = melt_orbit))['perma_wet'].where(~dataset['s1'].sel(dict(time = melt_orbit, band = 'VV')).isnull(), np.nan) + # if we have no data just set it to not be flagged perma_wet dataset['perma_wet'] = dataset['perma_wet'].where(~dataset['perma_wet'].isnull(), 0) diff --git a/tests/test_wetsnow.py b/tests/test_wetsnow.py index 7d934af..30fe6d1 100644 --- a/tests/test_wetsnow.py +++ b/tests/test_wetsnow.py @@ -547,8 +547,6 @@ def test_perma_wet_seasons(self): ds['alt_wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 0 ds['freeze_flag'].loc[dict(time = t, x = xi, y = yi)] = 1 - - t = ds.time[11] ds['wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 0 ds['alt_wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 1 @@ -564,6 +562,14 @@ def test_perma_wet_seasons(self): ds['alt_wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 0 ds['freeze_flag'].loc[dict(time = t, x = xi, y = yi)] = 1 + # set one to nan and be sure it is nan for perma wet + t = ds.time[15] + xi , yi = 4 ,4 + ds['wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 0 + ds['alt_wet_flag'].loc[dict(time = t, x = xi, y = yi)] = 0 + ds['freeze_flag'].loc[dict(time = t, x = xi, y = yi)] = 1 + ds['s1'].loc[dict(time = t, x = xi, y = yi, band = 'VV')] = np.nan + ds = flag_wet_snow(ds) # check no perma wet before february @@ -599,6 +605,8 @@ def test_perma_wet_seasons(self): self.assertEqual(ds['wet_snow'].sel(time = ds.time[3]).loc[dict(x = 3, y = 3)], 1) self.assertEqual(ds['wet_snow'].sel(time = ds.time[5]).loc[dict(x = 3, y = 3)], 0) self.assertEqual(ds['wet_snow'].sel(time = ds.time[7]).loc[dict(x = 3, y = 3)], 0) + + self.assertTrue(np.isnan(ds['wet_snow'].loc[dict(time = ds.time[15], x = 4, y = 4)].values)) if __name__ == '__main__': unittest.main() \ No newline at end of file