{ "cells": [ { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Slant Column Density Retrieval\n", "==============================\n", "\n", "In this example, a simple nadir radiance is simulated, and the fitter is used to retrieve slant columns with and without noise.\n", "\n", "The simulation does not include water vapour or inelastic scattering, but the fitting process includes water vapour and a Ring spectrum. As a result, the water vapour SCDs and the Ring amplitudes retrieved in this example are meaningless (and have very large retrieved uncertainties).\n", "\n", "Simulate a simple radiance spectrum\n", "***********************************" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import skdoas\n", "import skdoas.retrieval as skr\n", "import sasktran as sk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy.interpolate import interp1d\n", "\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = [16, 9]\n", "plt.rcParams['font.size'] = 20" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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tX+PucwnWGS8AppnZWjNbFG6j6tS7BbiC4H05DphlZlvMbB1B4j8Z+Cn1ZnMPx1IfRzB+ewhBcreZ4PP/IsE69Vcl8Zwb4lKCO8Z7AO+Hr3cpQZLcDTgj2onu/k+CZBngl8Ca8DmvAE4DLiPObPER2pzD9uEWFwDrwzbXAX8FXiPKmuJp8Nc61z4fWBz+92gbsBj4GzCoXryZ+t6KiGSFknMREcHdXwJ2IfgD/jm2d5FtTzD++D2CP5RHuPu1jRJkbOUE64dfRfCHeyuCROQxYB93f7OhDbr7fwkmvrua4PmXESSqmwjWjP49sJu7L06wyU+AHxAkM+8TvK4dw/beIrjrN9bdM3Z3tiHCHzPGEMwqv5zgb4a1wC0EP9Qsi3521DbXEcw4fked87cRfObGJzB7+jEEPSAWEnw2dwy3r4xTd/ergRFh7HMJ7ji3I0hU/wucB3zt7ru7zwb2Au4N6xYSTE52I8EY+3UNeLoN5u7TgdEEr8f68Pq1SxvuRfCDU6zzLyBYP346wXfCCO64f8fdb04ypp8RDA15P2yzgKAb/SXAkdSZPDCdPHApwVCCxwmWiWtDkHi/B1wLXBPhvHR/b0VEssaiL40qIiKS28zsAeBU4Ep3/0PjRiMiIiKSPN05FxEREREREWlkSs5FREREREREGpmScxEREREREZFGpuRcREREREREpJFpQjgRERERERGRRlbQ2AHIdt27d/eBAwc2dhgiIiIiIiKSATNmzFjj7j0ilSk5zyEDBw6kpKSkscMQERERERGRDDCzxdHKNOZcREREREREpJEpORcRERERERFpZErORURERERERBqZknMRERERERGRRqbkXERERERERKSRKTkXERERERERaWRKzkVEREREREQamZJzERERERERkUam5FxERERERESkkSk5FxEREREREWlkSs5FREREREREGpmScxEREREREZFGlrPJuZn1M7P7zGy5mZWb2SIz+7uZdclmO2b2DzPzcBsSoXysmf3VzN41s9XhNRaa2b2R6ouIiIiIiIjUV9DYAURiZoOBqUBP4HngU2B/4GLgcDMb6+5rM92OmR0F/AQoBdpHqfY00CO8zj+BKmA0cAZwgpkd5u5vx33SIiIiIiIi0mLlZHIO3E6QUF/k7rfUHjSzG4BLgWuAczPZjpn1AO4BHgd2AMZHucaNwMPuvrze+ZeH7d8N7JFArCIiIiIiItJCmbs3dgxfYWaDgPnAImCwu9fUKesArAAM6OnuWzLVjpk9S3AHfHeCu+PjgaHuPi/B55EPbAbaAN0TudNfXFzsJSUliTSfde7O/NVbGNIzWgcCERERERERicXMZrh7caSyXBxzfki4f7luQg3g7puBKUBbYFSm2jGz04CjgXMTSaqjcIIu7gDVSbaRMx56ezGH//1Nbps4j+qa3PpBR0REREREpKnLxeR8l3D/WZTyueF+50y0Y2Y7AjcBj7j7c3GuEctxQAdgmrtvSKGdRjd35WaunfAJVTXOdS/N4Ud3T2Ppuq2NHZaIiIiIiEizkYvJeadwvzFKee3xzulux8zygAcJJoC7KE77UZnZTsAtBHfOfx6n7tlmVmJmJatXr072khlTUVXDxY99QHnV9s4H7yxax7dvmsyz7y8j14ZFiIiIiIiINEW5mJzHY+E+1awwUjuXEowtP8vd1yfVqFlP4L8EM7hf7O5TY9V397vdvdjdi3v06JHMJTPqhlc+Y/aKTV87vrm8iksf/5AL//U+G7dWNkJkIiIiIiIizUcuJue1d7Q7RSnvWK9eWtoxs6EEs6vf7+4TEojza8LE/HWCLvUXu/vtybSTKzZsreBf7yyJWefFmSs4/KY3mTpvTZaiEhERERERaX5yMTmfE+6jjSkfGu6jjSVPtp3dgdbA6WbmdTe2L6M2Nzx2dP3GzKw3MAkYBpzv7jfHiS/ndW7bigkXH8DInbrGrLdiYxkn3judq1+czcI1W6jRhHEiIiIiIiINkotLqQ0G5hF7CbQ8oEecpdQa1I6Z7QVcEKW5IwnWOn8S2ATc6u4f1GmvH8Ed8yEEM7zf3cCnDeTuUmrVNc49kxfwt5fnUFkd//PSoXUBw/p0ZI++ndijXyeG9+3ETt3akZdncc8VERERERFprmItpVaQ7WDicff5ZvYy8E3gfIKJ1WpdCbQD7qpNzM2sEBgMVLr7/GTbCZPtMyPFZGaTCJLzy+uvc25mA4CJwEDgDHe/P7lnnrvy84xzxw9m3JDuXPL4B8xbVRqz/ubyKqYvXMf0heu+PNaxqIB9d+xC8cCuFO/YhRH9O1NUmJ/p0EVERERERJqEnLtzDl/e9Z4K9ASeBz4BRgIHE3RDH1O7/riZDQQWAovdfWCy7cSJZxJB1/ahEZLzhQSJ+QzgxShNPODui+JdJ1fvnNdVVlnNn//7KQ9MXZRSO4X5xu59OrHfwC4csUdv9hnQJT0BioiIiIiI5KhYd85zMjkHMLP+wFXA4UA3gm7ozwFXuvu6OvUGEiU5b0g7cWKZRPTkPJEX8GB3nxSvUlNIzmtNmrOKXzw1k9Wby9PS3oE79+CX39qF4X2jzd8nIiIiIiLStDXJ5LwlakrJOcC6LRX8+umZvDx7Zdra/O6IPvz8mzuzY7d2aWtTREREREQkFyg5byKaWnIO4O68u2g9L85czqzPNzJ7+SbKq2rinxhDQZ5x4sgBXHDIEHp2KEpTpCIiIiIiIo1LyXkT0RST8/qqqmuYt7qUWcs28vHyTcxctoGPlm+iIomEvW2rfM45cDA/PXgwhfm5uOqfiIiIiIhI4pScNxHNITmPpLyqmo8+30TJonWULF7PjMXrWbelIuHz9xnQmZt/tDf9urTNYJQiIiIiIiKZpeS8iWiuyXl97s6CNVt48cMV3DN5AaXlVXHP6VhUwHXHjeBbu++QhQhFRERERETSL1Zyrr7CknVmxuAe7bn40KG8+cuDOWPcTrSK0219U1kV5zw8gz/8+2PKq6qzFKmIiIiIiEh2KDmXRtW1XSuu+M4wXr9sPD/Ytx95Frv+A1MXcewdU1m0Zkt2AhQREREREckCJeeSE/p1acv1x43gf5ccyAFDu8es+9Hnmzjy5slMmLUiS9GJiIiIiIhklpJzySk79+rAg6fvz2+O2JWCGLfRt1RUc8Gj7zFxzqosRiciIiIiIpIZSs4l5+TlGeeMH8wT546mb+c2UevVOPzyqZls2Jr4zO8iIiIiIiK5SMm55Kx9BnRhwkUHcHiMGdpXby7n//79cRajEhERERERST8l55LTOrUt5I4f78NV39s96ozuz3+wnP99pPHnIiIiIiLSdCk5l5xnZpwyeiD3nbZf1Dq/ffYj1paWZzEqERERERGR9FFyLk3GuKHdOXX0jhHL1m6p4IrnP8LdsxyViIiIiIhI6pScS5PyqyN2ZWC3thHLJsz6ghdnqnu7iIiIiIg0PUrOpUlp26qA644bgUVZZe2K5z9i1eay7AYlIiIiIiKSIiXn0uTsN7ArZ4zdKWLZhq2VXP6MureLiIiIiEjTouRcmqTLvrULg3u0i1j26icrefb9z7MckYiIiIiISPKUnEuTVFSYz/XHjSAvWvf25z5i6vw12Q1KREREREQkSUrOpcnae0AXzh0/OGLZlopqTrvvXf6jCeJERERERKQJUHIuTdrFhw5ll14dIpZVVNdwwb/e46G3F2U1JhERERERkYZSci5NWuuCfP52/AgK8yP3b3eH3z//Mde/NEeTxImIiIiISM5Sci5N3vC+nbjh+L0oiDYAHbh14jx+/fQsqqprshiZiIiIiIhIYgoaOwCRdDhqRB86tSnk3EdmsLWiOmKdx0uW8vmGbXx3rz7s2a8TQ3q0pyBfv0+JiIiIiEjjM3X1zR3FxcVeUlLS2GE0aTOXbeD0+99l7ZaKuHXbFOaze5+O7NGvE3v178xBu/SkU5vCLEQpIiIiIiItkZnNcPfiiGVKznOHkvP0WLhmC6fcN52l67Y16Lz2rQs4ZfSOnDFuJ7q1b52h6EREREREpKWKlZyrT680Ozt1b8fT541hWO+ODTqvtLyK2yfNZ9xfJnLNf2azanNZhiIUERERERH5KiXn0iz17FDE4+eMYvSgbg0+d1tlNfdMXsgBf5nIH/79MV9sVJIuIiIiIiKZpW7tOUTd2tOvvKqaP//3U/45bQkVSc7UXpBnDO3VgWG9OzKsT0d26x38u3PbVmmOVkREREREmjONOW8ilJxnzqpNZbyzaB0zl21k5rINfPT5JkrLq1Jqs2/nNowb0p3zDx7CgG5t0xSpiIiIiIg0V0rOmwgl59lTU+MsXLuFWcs28p9ZK3hl9sqk2+rZoTXPnT+WPp3bpDFCERERERFpbjQhnEg9eXnG4B7tOXrvvtxzSjH/vfgAjtyjN2YNb2vV5nJ+9fRM9EOXiIiIiIgkS8m5CLBb747cdtI+vHTJgXx3RB/yGpikT567hsfeXZqZ4EREREREpNlTci5Sx869OnDzj/bmlZ+N54fF/enaLvFJ365+cTbL1m/NYHQiIiIiItJcacx5DtGY89zj7qzcVM7sFRuZvXwTn6zYzMzPN7B03baI9ccM7sYjZ4wkr6G33kVEREREpNmLNea8INvBiDQlZsYOnYrYoVMRh+zaC4DK6hqOvm0KHy/f9LX6U+ev5Z/TF3Py6IFZjlRERERERJoydWsXaaDC/Dz+dvwICvMj3x2/dsKnLFmr7u0iIiIiIpI4JeciSdh1h45ccujOEcu2VVZz2VMfUlOjISMiIiIiIpIYJeciSTrnwEGM6NcpYtk7C9fx4NuLshqPiIiIiIg0XZoQLodoQrimZ96qzXz75reoqKr5Wlmrgjx27tWeqmqnuibYqmqcGnfyzMizYEy7GV8+HtC1HYcP34HvjuhDqwL9diYiIiIi0pzEmhBOyXkOUXLeNN395nyunfBpWtvs3amIM8btxAn7D6B9a83bKCIiIiLSHMRKznVrTiRFZ4wbxD4DOqe1zRUby7j6P58w9s+v87eX57C2tDyt7YuIiIiISG5Rci6Sovw84/rjRlBUmP6v08Ztldzy+jzG/Pl1rnjuI1ZsjLy+uoiIiIiING1KzkXSYFCP9vzyW7tmrP3yqhoenraYg6+fxPUvzWFzWWXGriUiIiIiItmn5FwkTU4fO5BLDh1Kfl7k9c/ToayyhlsnzuOg6ybx8LTFVFZ/fSI6ERERERFpejQhXA7RhHDNw5byKuas3AxAQZ6Rn2cU5ueRn2cU5BmG4Tg1Du7b9/NWlXLXmwv4YOmGhK81qEc7fnPEbhy6W0/MMvejgIiIiIiIpE6ztTcRSs7F3Zm+cB13TJrPG5+tTvi8UYO6csPxe9Gnc5sMRiciIiIiIqlokrO1m1k/M7vPzJabWbmZLTKzv5tZl2y2Y2b/MDMPtyFR2v+tmT1pZvPMrCZaXZF4zIxRg7rx4E/2Z8JFB/C9vfok1E1+2oJ1HHvHVFZtKstClCIiIiIikm45mZyb2WBgBnA68A5wI7AAuBh428y6ZaMdMzsK+AlQGqNaMXA1cCxgwMZEYhOJZ1ifjtx0wt68fOmBfHNYr7j1V2ws46yHZ1BWWZ2F6EREREREJJ1yMjkHbgd6Ahe5+9Hu/mt3P4Qgud4FuCbT7ZhZD+Ae4HGCBD+aEuBAoLO7DwY+TDA2kYQM7tGeu08p5olzRjOiX6eYdT9cuoFfPz0TDVcREREREWlaci45N7NBwDeBRcBt9Yr/D9gCnGxm7TLczt3h/vxY13H3Ze4+2d03xaonkqr9d+rKsz8dy80/2pt+XaKPLX/ug+Xc+caCLEYmIiIiIiKpyrnkHDgk3L/s7l9ZJ8rdNwNTgLbAqEy1Y2anAUcD57r72oY+AZFMycszvjuiD6/9fDxnjtspar2/vvQpr85emcXIREREREQkFbmYnO8S7j+LUj433O+ciXbMbEfgJuARd38uzjVSZmZnm1mJmZWsXp347NzSsrUuyOe3R+7GkXv0jljuDhc/9j5zvtic5chERERERCQZuZic1w6qjTaxWu3xzulux8zygAcJJoC7KE77aeHud7t7sbsX9+jRIxuXlGbCzLj+uBEM79sxYvmWimrOePBd1paWZzkyETMmcN8AACAASURBVBERERFpqFxMzuOpXVcq1RmvIrVzKTAeOMvd16fYvkjGtWmVzz2nFNOjQ+uI5cvWb+O8f75HRVVNxHIREREREckNuZic197RjjYtdcd69dLSjpkNJZi9/X53n5BAnCI5oXenNtx98r60Koj8dX5n4Tp+++wszeAuIiIiIpLDcjE5nxPuo40pHxruo40lT7ad3YHWwOlm5nU3grvpAHPDY0fHubZIVu09oAt/OXaPqOVPzljGja/OjVouIiIiIiKNq6CxA4hgYrj/ppnl1Z1p3cw6AGOBbcC0NLezCPhHlLaOBHYAngQ2hXVFcsr39+7HnC9KufON+RHLb35tLjt0LOLEkQOyHJmIiIiIiMSTc8m5u883s5cJ1ig/H7ilTvGVQDvgLnffAmBmhcBgoNLd5yfbjrt/AJwZKSYzm0SQnF/u7vPS8TxFMuEX39qFeas28+onqyKW/+65WfTs0JpDh/WKWF5WWc3claX06VxEt/aRx7GLiIiIiEj6WS6OQzWzwcBUoCfwPPAJMBI4mKAb+pja9cfNbCCwEFjs7gOTbSdOPJMIurYPjZScm9kDdR4eDvQCngFq17G6193fined4uJiLykpiVdNJKbS8ip+eNfbfLx8U8TyosI8Hj1rFPsM6PLlsaXrtnLv5AU8XrKUssoazODQ3XrxmyN2ZVCP9tkKXURERESkWTOzGe5eHLEsF5NzADPrD1xFkOx2A1YAzwFXuvu6OvUGEiU5b0g7cWKZROzkPN6LeLq7PxDvOkrOJV1WbS7jmNunsmz9tojlXdoW8tR5Y9haXs1db85nwqwV1ET4FBfkGT8etSMXf2MoXdq1ynDUIiIiIiLNW5NMzlsiJeeSTvNXl3LsHVPZsLUyYnnbVvlsrahOqK2ORQVc9I2hnDJ6YNRZ4UVEREREJLZYybn+yhZppgb3aM8/Tt2P1lGS6UQTc4BNZVVc/Z9POOzGN/jfRyu0LJuIiIiISJollZxb4DAz+6uZTTOz5WZWYWYbzWyumT1pZueZWd90Bywiidt3xy7c8qO9ybP0tLd47VbOfeQ9zniwhFWbytLTqIiIiIiINCw5N7O2ZvZrYAHwP+AyYH+gM7AKqAIGAccCtwELzexpMxuT1qhFJGHf3H0H/nj08LS2+fqnqzjsxjd5/oPPdRddRERERCQNEk7Ozex0YC5wLcH64FcChwGd3b2tu/dz924Ey7MNA34CPA0cAUw2s8fNTAssizSCk0buyIWHDIlZp01hPqeNGcjT543hmL3jd3rZuK2Six/7gPMeeY81peXpClVEREREpEVKeEI4M6shmOX8T+7+bsIXMOsInAr8mmBd8auSCbQl0IRwkknuzq+enskTJcu+crxbu1acNmYgPx6141dmZJ+5bANX/+cT3lkYf1GDbu1acfXRwzlij95pj1tEREREpLlIy2ztZraPu7+XQhBFwEB3/zTZNpo7JeeSae7OI9OXMGHmCooK8zh0WC+O3acfRYX5Ueu/9PFK/vTfT1i8dmvc9vfq35lBPdrRv0tb+ndty4CubenftQ29OhSRl66B7yIiIiIiTZSWUmsilJxLriqvqubW1+dx+6T5VEdaED2ODkUFfGfP3vz0oCH079o2AxGKiIiIiOQ+JedNhJJzyXUfLt3Az5/8kHmrSpM6vzDfOL64PxccMoTendqkOToRERERkdymdc5FJC1G9O/MixeO4+wDB2FJ9FKvrHb+OX0J46+bxB/+/TGrNms5NhERERERSENybmb9zey+dAQjIrmvqDCfy7+9G0+cM5oduyXXRb2iqoYHpi7iwL9O5NoJn7BWs72LiIiISAuXcrd2MxsBvOfukWeUkoSpW7s0NVsrqvj7q3N57J0lbCqrSrqdtq3yOWX0QM4+cBBd68wYLyIiIiLSnKQ05tzMTonT/gDgSiXnqVNyLk1VeVU1S9ZuZcm6rSxdt5Wl67d9uZ+7cjNVCU4i17ZVPqeOGchZByhJFxEREZHmJ9XkvAbYCkSrmAcUKTlPnZJzaY6WrN3Kza/P5Zn3lpHoRO/t6iTpXZSki4iIiEgzkWpyvgy4yN2fiVK+FzBDyXnqlJxLc7ZgdSk3vTaXf3+4nERH07Rrlc9vjxzGj/bvjyUzA52IiIiISA5Jdbb2GcA+Mcod0F/NIhLToB7tuemEvXnpkgP59h47JHTOlopqLn92Fr94aiZlldUZjlBEREREpPEkkpxfD0yJUT4PODg94YhIc7dzrw7cftK+TLjoAA7fPbEk/akZy/jBnVNZum5rhqMTEREREWkcKc/WLumjbu3SEn28fCM3vTqXl2evjFu3c9tCbj5hbw7cuUcWIhMRERERSa9Uu7VHavBAMytKLSwREdi9TyfuPqWYFy8cx2HDesWsu2FrJafe/w63vj6XmkRnlxMRERERaQKSSs6BiQRLqImIpMXwvp24J0zSd+nVIWo9d7j+5c8455EZbCqrzGKEIiIiIiKZk2xyrgngRCQjhvftxLPnj+GoEX1i1ntl9kq+f9sUFq7ZkqXIREREREQyJ9nkXEQkY9q2KuDmE/biiu8MIz8v+m+B81dv4ejbpvDW3DVZjE5EREREJP2UnItITjIzzhi3E4+eOZLu7VtHrbdxWzAO/f4pC9EElyIiIiLSVCk5F5GcNnJQN168cBz7DOgctU51jXPlC7P5zTOzqKiqyWJ0IiIiIiLpoeRcRHLeDp2KeOzs0Zw0MvY8lI+9u5ST7p3GmtLyLEUmIiIiIpIeSs5FpEloVZDHNd/fgz8ePZyCGOPQ3120nsP/PplbX5/Lui0VWYxQRERERCR5Ss5FpEk5edSOPHzGSLq0LYxaZ01pOde//Bmj//Qav3lmFnNXbs5ihCIiIiIiDZdscn4NoOmRRaRRjB7cjefPj70eOkB5VQ3/emcJh934Jqfc9w5vfLZak8aJiIiISE4y/aGaO4qLi72kpKSxwxBpMkrLq7jksQ949ZOVCZ9zwNDu3PKjvenctlUGIxMRERER+Tozm+HuxZHKku7WbmYHmtleyYclIpKa9q0LuPvkfbng4CEJnzN57hqOu/NtVmzclsHIREREREQaJpUx5xOBs9MViIhIMvLyjMu+tQv/PHMk+w/smtA5c1eVcuztU5m3SmPRRURERCQ3pJKcrwF060lEcsLYId154tzRvHDBOL6/d9+YM7oDLN9Yxg/ufJv3l6zPUoQiIiIiItGlkpxPAsakKQ4RkbTYo18nbvzhXkz59SGcf/BgOseY1X3D1kpOvGc6E+esymKEIiIiIiJfl/SEcGY2FJgO3AZc5e6V6QysJdKEcCLpt62immsnfMLD0xZHrVOQZ/zx6OHsM6ALTvDfRPdga9sqnwFd25IX5068iIiIiEg8sSaESyU5vw8YAowFVgIfAl8A9Rt0dz8jqYu0MErORTLD3bnl9Xnc8MpnSZ3ft3Mbrj9uBKMHd0tzZCIiIiLSkmQqOa9JsKq7e35SF2lhlJyLZNaj05fwu+dmUZPEf/Za5edx+0n7cOiwXukPTERERERahFjJeUEK7e6UwrkiIll34sgBdG1XyEWPfUBFVaK/LwYqqms495EZ3HTC3hy5Z+8MRSgiIiIiLVXSybm7Rx/AKSKSow4f3psHT2/F2Q+VsLm8qkHnVtU4F/7rPcqrRnDMPv0yFKGIiIiItESpzNYekZl1N7Pvm9m3zEzd2UUk54we3I3HzhlF9/atG3xujcPPn/yQR6cvyUBkIiIiItJSJX3n3MzOA04DjnD3deGxfYH/AV3DaiVmdoi7b0k1UBGRdNq9Tyf+c9E4/v7qXD5YuoHK6hoMMAPDMIOFa7ZQHqH7uztc/uwsyiqr+ck4jfARERERkdSlMub8hwSTva2rc+w6oAtwP9ALOBI4F/hbCtcREcmIXh2L+NMxe0Qtn75gLT954F22VFRHLL/qxdlsq6zmpwcNxkxLrYmIiIhI8lLp1j4UmFn7wMy6A+OBf7j7me5+FPAucGJqIYqINI6Rg7rxyJkj6VgU/XfM616aw9G3T2XKvDVZjExEREREmptUkvNuwKo6j8eG+2frHJsM7JjCNUREGtXeA7rw6Fmj6NK2MGqdD5du4KR7p3PSvdP4YOmGLEYnIiIiIs1FKsn5OqB7ncfjgRpgap1jDhSlcA0RkUY3vG8nHj9ndNwJ5KbMW8vRt03hnIdLmLtyc5aiExEREZHmIJXk/BPgKDPrZmadCcagv+vum+rUGQh8kcI1RERyws69OvDEOaPo3Sn+740vfbySb/39Ta547iPKKiOPVxcRERERqSuV5PwmoDewDFgK7ADcXlsYLqM2DvgwlQBFRHLFoB7teeKc0ey6Q4e4dWscHp62mOPufJtl67dmIToRERERacqSTs7d/d8EM7F/DMwBLnP3R+pUOZSgS/tLybRvZv3M7D4zW25m5Wa2yMz+bmZdstmOmf3DzDzchsSod6qZvWNmpWa20cwmmdl3GhKriOS+/l3b8u8LxnHV93ZPaJ30WZ9v5Khb3mLy3NVZiE5EREREmipz98aO4WvMbDDB2PWewPPAp8D+wMEEPwSMdfe1mW7HzI4C/g2UAu2Boe4+L0K964GfE/QieApoBZxAsN77he5+ayLPu7i42EtKShKpKiI5YGtFFfdPWcRdb8xnU1lVzLp5Bpd9axfOG69l10RERERaKjOb4e7FEctyNDl/CfgmcJG731Ln+A3ApcBd7n5uJtsxsx7ALGASQZf98URIzs1sDDAFmA/s5+7rw+MDgRlAO2BXd18UL14l5yJN08atldz55nzun7KQssqamHUP330HrjtuTzoURZ/9XURERESap1jJecLd2s2sTRoCiduGmQ0iSKgXAbfVK/4/YAtwspm1y3A7d4f78+OEXJvcX1ObmAOEyfhtQGvg9DhtiEgT1qltIb86fFfe/MXBHLlH75h1//fxFxx92xTmfKHZ3EVERERku4aMOV9oZhebWfxBlvWY2Qgzex64LIHqh4T7l939K7eg3H0zwV3qtsCoTLVjZqcBRwPnJtB9vvY6/4tQ9t96dUSkGevZsYhbT9yb3x25G/l50buuz1+9he/cMpm//u9TtlVoNncRERERaVhy/jJwA7DCzO4ws4Nj3Qk3s0Fmdp6ZvQ28B4wAJiZwnV3C/WdRyueG+50z0Y6Z7UgwE/0j7v5crAuEd937AqXuviKFWEWkmTAzzjxgEI+cMZJu7VpFrVdZ7dw+aT6H3vAGr85emcUIRURERCQXJZycu/spwEigBDgbeBXYaGYfmtn/zOxfZvasmb1pZisJEtPbCNY6/y2wi7u/lcClOoX7jVHKa493Tnc7ZpYHPEgwAdxFcdpP6hr1mdnZZlZiZiWrV2s2Z5HmYvTgbrx40ThG9I/9n6rPN2zjzIdKOOuhEi25JiIiItKCFTSksruXAN80s6HAGcA3gL2APepVXQ08AzwNPO3ulWmItVZtX9FUZ7KL1M6lBBO/HVl3/HgaRI3V3e8mHN9eXFyce7PziUjSendqwxPnjOLKF2bz6PQlMeu+Mnslb81dwzH79KVnhyK6tCukc9tWdGlbSJe2rejdqYhuCSzdJiIiIiJNU4OS81ruPhf4NYCZtSXo2t0N2AasitLFO1G1d5s7RSnvWK9eWtoJf3C4Brjf3SckEGci14h3Z11EmrnWBflc+/092KtfZ/7wwsdsjTHGfFtlNf+MkcSPGtSVm0/Ym54dizIRqoiIiIg0ooaMOY/I3be6+1x3n+buH6aYmEOw/jhEH6c9NNxHG0uebDu7E86sbmZedyO4mw4wNzx2NIC7bwE+B9qbWaQpmhONVUSaueP368+rPxvP4bvvkHQb0xas48R7p1NaHntNdRERERFpelJOzjOgdtK4b4ZjwL9kZh2AsQR36KeluZ1FwD+ibF+EdZ4MHy+q09zr4f7wCDEcUa+OiLRgfTq34c6T9+X+0/ajf9fkVqect6qUXz71Ie4aBSMiIiLSnORccu7u8wlmhh/I19cYvxJoBzwU3rXGzArNbFczG5xKO+7+gbufGWlj+134y8NjH9Rp685w/1sz61J70Mxqr1sO3N/Al0FEmrGDd+3Jy5eM54KDh1CYH33JtWgmzPqCeyYvyEBkIiIiItJYLBfvvoSJ9lSgJ/A88AnBTPEHE3QRH1O7/niYBC8EFrv7wGTbiRPPJIKu7UPdfV6E8r8BPwOWAU8BrYAfEozDv9Ddb03keRcXF3tJSUkiVUWkmZi/upTfP/8RU+bF/U/RV+QZPHLGSMYM6Z6hyEREREQk3cxshrsXRyzLxeQcwMz6A1cRdBfvBqwAngOudPd1deoNJEpy3pB24sQyiRjJeVjnVOACYBhQQ7C2+3Xu/mIi1wAl5yIt2YLVpZQsWs/6rRWs31rJhq0VbNhayaK1W/j0i80Rz+narhUvXDiOvp2T6yIvIiIiItnVJJPzlkjJuYjUV1ZZzfF3vc3MZZEXfdizXyeeOGc0RYX5WY5MRERERBoqVnKec2PORURku6LCfO748b50bdcqYvnMZRv5/fMfaYI4ERERkSZOybmISI7r27kNt/xob/KizB33RMkyHpi6iOoaJegiIiIiTVVaknMza2dme5vZAeloT0REvmrskO786vBdo5Zf+cJs9r/mVX7+xIf8Z+YKNpVVZjE6EREREUlVQSonm1k/4CbgKCAf8No2zWwccDfwU3eflFqYIiJy9oGD+HDZBibM+iJi+dotFTz93jKefm8ZBXnG/jt15bBhvTh23350LCrMcrQiIiIi0hBJ3zk3s97AdOB7wIvA20DdTpfTCZYw+2EqAYqISMDM+OsPRjC0Z/u4datqnKnz13LlC7M54C8TuW3iPLaUV2UhShERERFJRird2v+PIPk+1N2PAV6pW+julcBkYGwK1xARkTraty7gzpP3pUPrxDs+bdxWyXUvzeGAv07k7jfns62iOoMRioiIiEgyUknOvw38O06X9SVAnxSuISIi9Qzu0Z7bTtqHNg1cPm3dlgqunfApB/x1Ive9tZCySiXpIiIiIrkileS8FzA3Tp1KoF0K1xARkQgO3LkHb/zyIC7/9q6MGtSV/GhTuUewprScq16czSHXT2LG4nUZjFJEREREEpXKhHDrgP5x6uwMRJ65SEREUtKzQxFnHziYsw8czMZtlbz52WomfrqKiXNWsX5r/Nnal28s46R7p/PUuWMY3rdTFiIWERERkWhSuXM+Bfiume0QqdDMhgKHAxNTuIaIiCSgU5tCjhrRhxt+uBclvzuMf501inFDusc9r6yyhrMeKmH15vIsRCkiIiIi0aSSnF8HFAFvmNkRQFv4cs3zI4AXgBrgbylHKSIiCcvPM0YP7sYjZ47k8bNHsf9OXWPWX7GxjPMemUF5lcagi4iIiDQWc/fkTzY7HbiTyN3jq4CfuPs/k75AC1NcXOwlJSWNHYaINDPuzpR5a/nbK3N4f8mGqPVO2K8/fzpmD8wSH78uIiIiIokzsxnuXhypLJU757j7/cBw4GbgHWA+8B5wO7CnEnMRkcZnZowb2p1nzhvDX3+wZ9R6j727lIfeXpzFyERERESkVioTwgHg7nOBS9MQi4iIZJCZcXxxf5as3cqtE+dFrHPVi7MZ0rM9YxMYry4iIiIi6ZPSnXMREWl6fnbYzhw2rFfEsuoa5/xH32PJ2q1ZjkpERESkZUs6OTez48zsdTPrE6W8r5m9ZmbHJB+eiIikW16eceMP92LnXu0jlm/YWsmZD73Lqk1lWY5MREREpOVK5c75mUBnd18eqdDdPwc6hvVERCSHtG9dwD2nFNO5bWHE8s9WljLuLxP51VMzmbeqNMvRiYiIiLQ8qSTnewDxphYvAaLPPiQiIo1mx27tuO3EfcjPizw7e0V1DY+XLOXQG97grIdKKFm0LssRioiIiLQcqSTnXYFVceqsBTSrkIhIjho7pDtXHLlb3HqvzF7JD+58m2Nun8KUeWuyEJmIiIhIy5JKcr4GGBqnzlAg+qK6IiLS6E4dM5AfFvdPqO57SzZw0r3TufGVz3D3DEcmIiIi0nKkkpxPAb5rZrtGKjSz3YDvAZNTuIaIiGSYmXH194dz2piBCZ9z02tzufBf71NWWZ25wERERERakFSS8+sJ1kl/y8wuMrOdzaxduL+YICnPD+uJiEgOK8zP4w/f3Z2XLz2Q4/btR2F+5HHodb04cwU/vHuaZnUXERERSQNLpVuimZ0F3EaQhNdXDfzU3e9N+gItTHFxsZeUxJtjT0Qk877YWMb9Uxfy6LQlbC6vilm3d6ci7j21mN37dMpSdCIiIiJNk5nNcPfiiGWpjhkMu6//FBgJdCYYYz4NuMPdP0mp8RZGybmI5JrNZZU89s5S7p68gNWby6PWa9sqnxuO34uxQ7rhgDvgUONOfr7RoXUBZvHvxouIiIg0ZxlNziV9lJyLSK5atbmMsx6awYdLk5vjs3v71owZ3I0xg7sxdkh3+ndtm+YIRURERHKfkvMmQsm5iOSysspqfvHUTF74cHnKbfXr0oaxg7szanBXenUool3rAtq1LqB96wLatc6nXasC8qKsvy4iIiLSVGUsOTez8cAvgP2BLkSeYM7dvSDpi7QgSs5FJNe5Oze9Npe/vzo349fq27kNh+7WkzMPGKQ77SIiItIsZCQ5N7MjgecIJoNbAiwFIs4a5O4HJ3WRFkbJuYg0FS98uJzLnvyQ8qqajF8rP884as/enHvQYHbdoWPGryciIiKSKZlKzt8FdgeOdveXU4hPQkrORaQpeX/Jes56aAZrSqNPFJduh+zak58eNJjigV2zdk0RERGRdMlUcr4NeMzdT08lONlOybmINDUrNm7jTxM+Zer8NWytqMaAPDMI/oeZUVpeRXVNeuc32W9gF674zjD27Nc5re2KiIiIZFKmkvPVwEPu/vNUgpPtlJyLSHNUWl7FuwvXMWXeGqbOX8vsFZvS0m5BnnHriftw+PAd0tKeiIiISKZlKjl/DBjg7mNSCU62U3IuIi3Bui0VTFuwlmkL1rJs/TZKy6vYEm6l5dWUlldSVpnYWPaCPOOOH+/LYcN6ZThqERERkdRlKjnfEXgHuAW4xrUmW8qUnIuIBJau28rdby7giZKlcSedK8w37vzxvnxjNyXoIiIiktsylZzfBwwExgOLgQ+ADRGqurufkdRFWhgl5yIiX7V6czkPTF3IQ28vZnNZxAVBAGiVn8ddp+zLwbv0zGJ0IiIiIg2TqeQ80fVz3N3zk7pIC6PkXEQksk1llTw6fQk3vzaXrRXVEeu0KsjjnlOKGb9zjyxHJyIiIpKYWMl5Xgrt7pTgNiiFa4iIiNCxqJBzxw/mvtP2o6gw8v91VVTVcPZDJbw1d02WoxMRERFJXdLJubsvTnRLZ8AiItJyjRrUjftO3Y/WBZH/76u8qoYzHnyXqfOUoIuIiEjTksqdcxERkawbM6Q7/4iToP9ECbqIiIg0MUrORUSkyRk3tDv3nFJMqygJelllkKBPUYIuIiIiTUTSE8J92YBZb+AbQF+gdYQq7u5/TOkiLYQmhBMRaZiJc1ZxzkMzqKiOPEdp64I8/nHqfowb2j3LkYmIiIh8XUZmaw8bvhL4NVBQ9zDgdf+t2doTo+RcRKThXvtkJec+MoPK6sj/f9a6II97Ty3mgKGaxV1EREQaV0Zmazezk4ArgMnADwgS8QeBE4F7gBrgMeCQZK8hIiISzzd268UdJ+1LYb5FLA8miSvhzc9WZzkyERERkcSlMub8PGAZcLi7PxseW+Tuj7n7ucB3gOOBjinGKCIiEtOhw3px54/3pVV+9GXWznyohDeUoIuIiEiOSiU53wOY4O5VdY592X3d3V8CXgJ+kcI1REREEvKN3Xpx58n7xEzQz3qohAenLqIqyhh1ERERkcaSSnJeCKyt83gb0KlenY+AESlcQ0REJGGH7NqLu07ZN+os7hVVNfzfvz/m8JsmM/HTVaQ6KaqIiIhIuqSSnK8Aetd5vATYs16dvkAVIiIiWXLwLj25++ToCTrAvFWlnP7Au5xy3zvM+WJzFqMTERERiSyV5Px9gq7ttV4HDjCzk82snZkdCRwb1mswM+tnZveZ2XIzKzezRWb2dzPrkql2zKy/md1uZtPN7Iuw/nIzm2xmp5tZYZRrDDKzf5jZUjOrCM/9l5ntmsxzFxGR1By0S8+Y66DXmjx3DUfc9CaXPzuLWcs2UlZZnaUIRURERL4q6aXUzOw04HZgd3dfaGb9CRLxuklvJXCQu09rYNuDgalAT+B54FNgf+BgYA4w1t3XRm8huXbM7KCw3nRgAbAO6AYcAfQHJgGH1R1n///s3XeU1NX5x/H33d7oyyJ9YWmiiMoCAhbALjFqNJpobMFeY4uJ0Rij/hJj+dmiQSPW2JIoRvmp2LAAFpAqAlKWXpalbGH7PL8/vrNmXWZ2Z3cKWz6vc+Z8d+be773PeDyHffbe73Odc4cCH+EVvvsQ+Nrf9ydABXBMqN9fR6mJiETWJyvyufi5uZRXhfaMeZyDvl3SGdytHYP2a8fgbu3olJZIeZWP8qpqyiq9a3mVj4oqH0kJcaQkxpNa80ryXu1TEsjukk5CkOffRUREpG2K2jnnASbqB9wA5AB5wGNmtrgJ47wLHAdcY2aP1Pr8AeA6YIq/InxEx3HOJQFVZuarM04iMAMYD5xlZq/WapsPHAxcb2b/W+vzMcAnwBq8P2BUNhSvknMRkchbuqmQ301bzPx1u2I6b7f2ydzx4wM54cD9YjqviIiINF8xS84jwTnXH1iFl9zn1E6UnXPt8J51d0CWmZVEe5xa91wLPAjcamZ315ljG9A9QFL/L7yt/T82szcbmkPJuYhIdJgZby7azD1vL2PjrtKYzn3xEf349QlDSNQquoiISJtXX3LeHH9TmOi/zqib7JpZETALSAMOi9E4OOfigZP8bxfVaqpZ98kK/QAAIABJREFUDsmrO4ffav/16IbmEBGR6HHO8ePhPfjghqO46fjBpCfFN3xThDz56Rp+/sTnbNldFrM5RUREpOVJCLWjc24qYMAtZrbV/z4UZmaTGxHTYP91RZD27/C2qg8CPojGOM65TOAqvJX1rsCxwADgReCtWl23+699nXPO9t6G0N9/VWE4EZFmICUxnisnDODM3N488N5yXvlqPb4YbCCbu3YnP3rkUx762SGMG5AZ/QlFRESkxQk5OQcuwEvO7wG2+t+HwoDGJOc1Z6XvDtJe83nHKI6TCdxe670B9+H9YeL7X+PMbIVzbgVegn818HBNm3NuNHCK/23QCvPOuUuASwD69OkTrJuIiERQ13bJ/OknBzH58H689vVGFm/czYqtRWwtLI/anNuLKzj3qS+4/thBXDF+AHFxLmpziYiISMvTmOS8n/+6sc77WKv5bSbctY6g45jZMsD5t7P3BE4D/ggc7pybZGY7anW/FHgHeMg5dzKwAOiFV619Kd7Z70HP5jGzJ4AnwHvmPMzvJCIijTAgqx2/PuG/m5t27algxdZilm8pZPnWItZsL6Gq2khJjCc5IY7kxHhSEuJITowjKT6eiupqSit8lFVWU1pZzZ6KKlZuK2F7ceAk32dw34wVzFu7k0fPPpT05Mb8MywiIiKtWci/FZjZ2vreR1DNinaHIO3t6/SL2jhmVg2sw0u8twIv4SXpV9XqM9M5Nwq4FTjK/1oP3AUsxDuabVsDsYqISDPQMS2JUf06M6pf5yaPsbOkguteXcDM5flB+3y0PJ9fvbKAJ84dgXNaQRcREZHmWRBuuf86KEj7QP812LPkkR6nxtv+6/i6DWa2yMzONLNuZpZkZjlmdicwwt/lqxDnEBGRFq5TehJTzx/JjccNor6d6+8t3cr0xZtjF5iIiIg0a80xOf/Ifz3OOfeD+PxHoI0DSoHPYzROjZ7+a1UonZ1zycB5gA94OcQ5RESkFYiLc1w1cSDPTx5Nl/SkoP3ueHMpu0srYxiZiIiINFchJ+fOudVNfK1qTEBmtgqYAWQDV9ZpvgNIB56rOZvcOZfonBvinMsJZxz/WKOdc2kBvnsG8JD/7fQ6ben+Z9Nrf5YIPO6f+3F/LCIi0saMG5DJ9GuOILdv4Lqg+UXl3PPOshhHJSIiIs2R2/v0ryAdnctj7+JpSUB3/89VQAHQhf8+y74ZqDCzRhWP8yfas4EsvGe2vwVGAxPwtqGPNbMCf99sYA2w1syymzqOv/80vG3rH+M9a74H6A2ciFfVfTZwvJkV17rnR8DfgffxnjVvj3cmejZeIn+GmYV0uG1ubq7NnTs3lK4iItKClFdVc9JDn7IqvyRg+78uG0NudtOfcxcREZGWwTk3z8xyA7WFvHJuZtlm1q/mBQzHq9z+OV6ym2Jm3YEUYCLwBbABr1p5o/hXmnOBZ/CS6RuAHLyjysbUTqgjPM6TeAn1/nhb0q8HjgHm4VVlP6p2Yu63ApiFVwjueuAcvMT+QuDHoSbmIiLSeiUnxPM/pw0L2v7b1xZTUeWLYUQiIiLS3IS8cr7Xjc49AhwPHGhmFQHaU4DFwNtmdk1YUbYRWjkXEWndbv7XIl6Zuz5g243HDeKqiQMDtomIiEjrEJGV8wBOA94IlJgD+FeM38A771tERKTN++1JQ4IWiHv4w5Ws2R5427uIiIi0fuEk512AxAb6JPr7iYiItHkd05K47UdDA7ZVVPm4ddpimrqjTURERFq2cJLzVcAZzrkOgRqdc52AM4DVYcwhIiLSqpxycA+OGJgZsG3WygJen78xxhGJiIhIcxBOcv43oAfwpXPuPOdctnMu1X89H68g3H7AXyMRqIiISGvgnOOuUw8kOSHwP8F3Tf+WbYWqJSoiItLWNDk5N7NHgUeAgcDTeCvpxf7rVGAA8KiZPRaBOEVERFqNvl3SufaYwMXfdpRUcPKjnzFv7c4YRyUiIiL7Ujgr55jZtcA4vGR8Pt4W9vnAU8Dh/nYRERGp4+Ij+jNkv3YB27YWlvOzJ+bw/Jw8PYMuIiLSRjT5KDWJPB2lJiLStsxbu5Mz/jab+v4p/skhPbn7tGGkJsXHLjARERGJimgdpSYiIiJhGNG3E5cdlVNvn9fmb+Qnj89mXcGeGEUlIiIi+0JCuAM457oDRwM9geQAXczM7gx3HhERkdbopuMGkxjnePjDlUH7fLu5kEmPfMrhAzLp3zWd/pkZ5GRl0L9rOu1TGjrVVERERFqCsLa1O+fuAH7DD5N8B1jtn81Me/FCoG3tIiJt1wffbuVXryygqKyqUfdlZiTTu3MqPTqm0rNjKj06pNC95ueOqXRKS8Q5F6WoRUREpDHq29be5OTcOXcO8DzwId5xaf8GngFmAOOBycA/gSlm9nGTJmljlJyLiLRtedtLuOyFeSzbUhSxMVMS475P3GsS9h4dUxmQlcGwnh2Ij1PiLiIiEiv1JefhbGu/HNgAnGBmVf6/yueZ2cvAy86514HpwEthzCEiItJmZGem89oVY/nta4t5Y8GmiIxZVuljdX4Jq/NL9mob1rMDT5w3gu4dUiMyl4iIiDRdOAXhhgH/Z2a19999v33dzN4F3gVuCmMOERGRNiUtKYEHzzqYP5w8lIQor2ov3ribs5/8gq2FZVGdR0RERBoWTnKeCBTUel8KdKjTZwkwPIw5RERE2hznHBeM68crlx7GYf07R3WuNdtLOPvJz8kvKo/qPCIiIlK/cLa1bwa613q/DjioTp+eQOMq24iIiAgAI/p25uVLxpBfVM6q/GL/9vRiVm8vYVV+Met37MHX9Lqu31uVX8I5f/+cly4+jC4ZgQ5eERERkWgLJzmfj7e1vcaHwCXOuXOB1/CKwp0OzApjDhERkTava7tkurZL5rD+XX7weXlVNRt3lrJ5dxkbd5Wyyf/avLuMjTtL2bS7lLJKX0hzrNhazC+e+pKXLh5Nx7SkaHwNERERqUc41dovAB4DDjCzNc653ngJe6da3SqB8Wb2ebiBtgWq1i4iIpFkZuzcU8mmXaVs2Okl7vPX7+LNhcGLzQ3r2YEXLhpNh1Sdny4iIhJpUTlKLchE/YAbgBwgD3jMzBZHbIJWTsm5iIhEm5lx1/RveeqzNUH7HNy7I89PHkW7FCXoIiIikVRfct7kgnDOuSOdcwfX/szM1pjZVWZ2opldrsRcRESkeXHOceuk/TlvTN+gfRas38WFT39FUVllDCMTERFp28Kp1v4RcEmkAhEREZHYcM7xh5MP4Oej+gTtM3ftTs75+xfsLKmIYWQiIiJtVzjJ+Xa849NERESkhYmLc9x96oGcMaJX0D6LNuzmrCfmsE3noIuIiERdOMn5TGBshOIQERGRGIuLc9xz+kGcenCPoH1WbC3mp1PmsGHnnhhGJiIi0vaEk5zfCgx2zt3pnFPFGBERkRYoPs5x30+HM+mg7kH7rC3Yw0//NodV+cUxjExERKRtCecotanAAGAcsBVYCGwB6g5oZjY5nCDbClVrFxGRfaWq2sfN/17Mv7/eELRPZkYSz/1yNEN7tI9hZCIiIq1HVI5Sc875QuxqZhbfpEnaGCXnIiKyL/l8xh/e/Ibn5qwN2qd9SgJPXziSEX07xzAyERGR1qG+5DwhjHH7hXGviIiINDNxcY47fnwAGckJPDZzVcA+hWVV/PyJL7jjlPqrvYuIiEjjNDk5N7Pgf1YXERGRFsk5x69PGEJGSgJ/eWd5wD4V1T5++9piFqzbxR2nHEBKojbIiYiIhCucgnAiIiLSSl0xfgB3nnJAvX1embueM6fMYeMunawqIiISLiXnIiIiEtC5Y7K5/6fDiXPB+yzasJuTH/mMWSu3xy4wERGRViicZ85FRESklTt9RC86pCbyq1cWUFxeFbDPjpIKzn3qC84a2Yc+ndPokpFEZkYSndOT6ZKeRLf2KSQlaD1ARESkPk2u1i6Rp2rtIiLSXK3KL+ay5+fx3bbGn3XeLjmBnxzak9t+NJSEeCXpIiLSdtVXrV3/QoqIiEiDcrpm8PqV4zhp2H6NvreovIpn56zlrunfRiEyERGR1kHJuYiIiIQkIzmBv559KLecNKTe59CDeW5OHiubsPIuIiLSFig5FxERkZA557jkyBxemDyazulJjbrXZ/DQB99FKTIREZGWTcm5iIiINNrYAZm8efXhjOjbqVH3vbVoE8u2FEYpKhERkZYr5GrtzrnVTZzDzCynifeKiIhIM9WzYyr/vHQMX6/byer8EraXlFNQXEFBcTkFJRV8sXoHFdW+H9xjBv/73gqmnBuwFo6IiEib1Zij1OKAuqXdk4Du/p+rgAKgS61xNwMV4QQoIiIizVdcnCM3uzO52Z33arvzraU89dmavT5/95utLN6wm2G9OsQiRBERkRYh5G3tZpZtZv1qXsBwYCPwOTABSDGz7kAKMBH4AtgAHBT5sEVERKS5u3x8DqmJ8QHbHnhveYyjERERad7Ceeb8bqAjMN7MPjYzH4CZ+cxsJl7C3tnfT0RERNqYzIxkLhiXHbDto+X5zFu7M7YBiYiINGPhJOenAW+YWcBt62ZWBrwB/CSMOURERKQFu/TI/rRLDvwUXaDV8+3F5Tz0/ndc/sI8bn9jCa/P38Ca7SWY1X2yTkREpHVpzDPndXUBEhvok+jvJyIiIm1Qx7QkJh/Rjwff3/sItVkrC5izqoAxOV0oq6zm6Vl5/PWjlRSXV33f59k5a/3jJDK8V0cO7t2RQ/p0ZFS/zqQlhfNrjIiISPPimvqXaOfcErxt7QeY2e4A7Z2AJcAuMzsgrCjbiNzcXJs7d+6+DkNERCSiCssqOeKej9hdWrlX28jsTpw3Jps/v72MjbtKQx4zIzmBn43szQXjsunVKS2S4YqIiESNc26emQU8siScbe1/A3oAXzrnznPOZTvnUv3X8/EKwu0H/DWMOURERKSFa5+SyKVH9Q/Y9lXeTq5+aX6jEnOA4vIq/v7ZGo66dyZXvfg1C9bvikSoIiIi+0yTV84BnHMPAVez9xFrAA54xMyubfIEbYxWzkVEpLUqKa/iyL98REFJ9E5YHZndiQvG9iM7M42UxHjvlRD3/c/xcS5qc4uIiISivpXzsB7WMrNrnXMvA78EDgE6ALuBr4FnzGx2OOOLiIhI65CenMDl43O4a/q3UZvjq7ydfJUXvAJ8p7REBmRlMCArg5yuGQzs1o4BWRn06JCCc0rcRURk3wpr5VwiSyvnIiLSmpVVVnPUvR+xtbC8wb6HD8hkYLcMFqzfxTcbC6mo9kUtrvSkeEb268zkw/txxMCuUZtHREQkaivn0eSc6wX8ETgBr+L7ZmAacIeZhXwwamPGcc71Bn4LjAD6Ap2AAmAVMBV4wcz2qmbjnMsCbgRO8t9XAeQBLwN/M7OiUOMVERFprVIS47lqwgBue+OboH1yuqbzu0n7M2Fw1ver2eVV1Xy7uYgF63by2crtfLBsG5FcWyipqGbm8nxmLs/n8AGZ3HzCEIb16hC5CUREREIQkZVz51w6MAjIMLNPIzBeDjAbyMI7K30ZMAqYACwHxplZQaTHcc6N9/f7AlgN7MBL6E8EegMzgWPNrKrWPdn+/ln+9rlACnAc3n+TRcBhZtZgpRutnIuISGtXXlXNKY/OYtmWH/7dulNaItcdO4ifj+pDYnz99Wrztpfw9Kw1vDp3A6WV1VGJ8+ThPbjxuEH07ZIelfFFRKRtqm/lPNyCcL2Ah4CTgXjAzCzB33Y48ARwhZnNbOS47+Ilt9eY2SO1Pn8AuA6YYmaXRXoc51wSUGVmvjrjJAIzgPHAWWb2aq22vwJXAH8wsztqfR7vv2cicL6ZPddQvErORUSkLdhaWMaN/1zInFUFdG2XzMnDe3Dl+AF0SEts1Di79lTw4pfreHZ2Xkhb5RsrIc5xzug+XH30QDIzkiM+voiItD1RSc6dc93xVom7Af/BWzkeY2bx/vZEvC3k/zSzyxsxbn+8beR5QE7tRNk5184/pgOyzKwk2uPUuuda4EHgVjO7u9bnb+NtmT/UzObXued64H7gRjO7v6E5lJyLiEhbUlZZTXJCXNjF2CqqfExfvIn3v93Gxp2llFVWU17lo6yymtLKasoqqymrbPoz6+2SE3jk7EMYPzgrrDhFRESi9cz57XgJ+TFmNtM5dzswpqbRzCqdc58C4xo57kT/dUbdFWwzK3LOzcJbDT8M+CAG49Ssgp/kf7uoTvM3eMn5JGB+rXvi8LbD+4AP6xtfRESkLUpJjI/IOEkJcZx2SC9OO6RX0D6V1T7WFuxh5bZiVm4rYuW2Yr7bVsyq/OIGE/ei8ioueX4er10+lgN76ll0ERGJjnCS85OA/zSwZX0dcEQjxx3sv64I0v4d/32eu76kusnjOOcygavwVta7AscCA4AXgbfqjPMX4EfAnc65CXjHyCX5x94PuKjuirqIiIjEVmJ83PfHqHn/PHtKK6p5evYaHp+5iqKyqqD3V1T5uOyFebx19eF0TEuKQcQiItLW1F9xpX7d8BLc+lQCja2kUvMn6d1B2ms+7xjFcTLxdgb8HrgcyAHuAy6wOs8BmNk2vNX31/FW628ErsH748CrwPv1Bemcu8Q5N9c5Nzc/P7+BryQiIiKRlJoUzxXjB/DJTRO4+Ih+JNVTjG7DzlKue2UBPp+OoRURkcgLJznfgVfBvD6DgC1hzBFIzYNp4f7LGHQcM1tmZg5vZ0FfvOJxlwCfOOc6/2AQr1r7J8AwvN0EHYDueEn9OcBXzrl+wYIwsyfMLNfMcrt21dmqIiIi+0Kn9CR+N2koH954FKcf2otgj8F/tDyfv360MrbBiYhImxBOcj4L+LFzbr9Ajc65gXjPYn/UyHFrVrSDPdTVvk6/qI1jZtVmts7MHgIuxVsh/2Odbs/gJeanm9nbZlZoZlvMbArwO7wdBrc3EKuIiIg0A706pXH/mcN55OeHBO3zwPsr+GSFdruJiEhkhZOc34t3nvfHzrkTgTTwzjz3v38Trxhag1XK61juvw4K0j7Qfw32LHmkx6nxtv86vuYDf9X3o4AdZla3UBz89w8TI0KcQ0RERJqBHx3Ug8mHB974ZgbXvjyfjbtKYxyViIi0Zk1Ozs3sC7yt3tl4RdJu9DcV+t/3Ayab2TeNHLomoT3OX/H8e/5keBxQCnweo3Fq9PRfa1eLqakI095/RnpdNfvUK0KcQ0RERJqJ35w4hNy+nQK27dxTyRX/+JryquoYRyUiIq1VOCvnmNnTwIHAw8CXeOeKfw08BhxkZv9owpirgBl4Sf+VdZrvwCsw91zN2eTOuUTn3BDnXE444/jHGu2cS6sbk3MuA3jI/3Z6rTkKgG/xnk2/rc49KcCt/rf1HtUmIiIizU9ifBx/PedQMjMCV2dfuH4Xd731bYyjEhGR1srVKT7eLPgT7dl456i/gZcAjwYm4G1DH+tPjGsKsq0B1ppZdlPH8fefhrdt/WO8Y+D24BW9OxGvqvts4HgzK651zzF4CXsS8IW/T6r/nr7ASuCw2vMEk5uba3Pnzg3lP5GIiIjEyJxVBfziqS+oDlKl/aGfHcwpB/cM2CYiIlKbc26emeUGamvyyrlzbqpz7pG61cvr9DnFOTe1sWP7V71z8YqtjQZuwDvO7GFgTCiJbhPHeRIv0d4fOA+4HjgGmIdXEO6o2om5f473gZHAC0APvPPRLwBKgD8BI0ONV0RERJqfMTld+PXxg4O23/nWUsoqtb1dRETC0+SVc+ecD+8Ysu+Ak8xsdYA+twO/N7P4sKJsI7RyLiIi0jyZGZc+P48ZS7cGbL/3jIP4aW5DJ8yKiEhbF5WVc7/5QH9gjnNubJhjiYiIiDRLzjnuO3M42V32Kk0DwNOz8miOjwqKiEjLEW5y/h/gJLwj1d53zp0ZfkgiIiIizU/7lERunTQ0YNvSzYV8uWZHjCMSEZHWJNzkvOaZ63FAPvCic+7msKMSERERaYYmDsmibz2r5yIiIk0VdnIOYGZL8AquLQT+xzn3hHNOz5mLiIhIqxIX5zh/THbAthlLt7B+x57YBiQiIq1GRJJzADPbAhyBV+38IuD/gA6RGl9ERESkOfhpbi8ykhP2+txn8NycvJjHIyIirUPEknMAM9sDnAI8ChwLXBPJ8UVERET2tXYpiZwxolfAtpe/Wk9JeVWMIxIRkdYgnOR8LbCr7ofmuQbvjHAXxvgiIiIizdIFY7NxAX7LKSqr4rWvN8Q+IBERafGanJybWT8ze7ie9geBHnhHrYmIiIi0GtmZ6UwcnBWw7enZefh8OlZNREQaJ6Lb2usys61mtjaac4iIiIjsCxeO6xfw89X5JXzyXX6MoxERkZYuqsm5iIiISGs1bkAXBnXLCNimY9VERKSx9i41GoRzbipgwC1mttX/PhRmZpObFJ2IiIhIM+Wc44Kx/bjl9cV7tX28Ip+V24oZkBU4eRcREanLmYX2TJRzzoeXnO9vZiv870NhZqYzz0OQm5trc+fO3ddhiIiISIhKK6oZ8+cP2LWncq+2cw/ry52nHrgPohIRkebKOTfPzHIDtYW8cg7UPFi1sc57ERERkTYpNSmen43sw98+XrVX27/mbWBE306MzelCVvuUfRCdiIi0JCEn53ULu6nQm4iIiAicN6YvT366muo6FdpLK6v51SsLABiQlcHYnC6MzenC6H5d6JSeVO+YldU+vlyzg3eWbOGrvB2UVFTxo4N6cPn4HNqnJEbtu4iIyL4T8rZ2iT5taxcREWmZrvzH10xfvDnk/r07p3JQr44c1LMDw3p1YFjPDiTGx/HJinze/WYr73+7ld2le2+VH5iVwdQLRtK7c1okwxcRkRipb1t7Y545D7UAXF0qCBciJeciIiIt09y8HZzxtzlhjZGUEEdFVcMlfTIzknjyvFwO6dMprPlERCT2IpWch1oAri4VhAuRknMREZGWycy48JmvmLk8NuebJyfE8b9nHcxJw7rHZD4REYmMSCXnfZsagJ5PD42ScxERkZZrR0kFt//nG95atIlYPTX4mxOHcOmR/XHOxWZCEREJS0SSc4k+JeciIiIt346SCj5fXcDsVduZvbKA1dtLojrfz0b25s5TDyQxPi6q84iISPiUnLcQSs5FRERan827S5mzqoBZKwv4et1O1oSYrCfGO8bkZNI/M51n5+TVuxqfmZHEsJ5eYbkD/a/uHVK0oi4i0swoOW8hlJyLiIi0frtLK1mycTeLNuxm8cZdLFy/m427SgFITYxn/OCuHH/AfkwYkkWHVO/YtHe/2cK1L8+nrDL0EkBd0pMY1a8zF47rx6h+naPyXUREpHGimpw757oDRwM9geQAXczM7gxrkjZCybmIiEjbtLOkgspqHx3TkkhKCLw9fdGGXUx+di75ReWNHv+4od34zYlD6N81I9xQRUQkDFFLzp1zdwC/ARJqfwxY7Z9VrT00Ss5FRESkPht3lTL5ma9YtqWo0fcmxDnOGd2Ha44eSJeMQOspIiISbfUl502uHOKcOwe4DfgUOAMvEX8WOBt4EvABLwMTmzqHiIiIiPxXz46p/POyMRw5qGuj763yGc/OWcv4e2fy+MxVlFVWRyFCERFpqnDKel4ObABOMLPX/Z/lmdnLZnYZ8CPgTKB9mDGKiIiIiF+7lESmnp/LX04/iKHd2xMf17iib0XlVdzzzjKOvv9jZq/cHqUoRUSksZq8rd05txt4yZ+I45zzAXea2e21+kwH2pnZkZEItrXTtnYRERFprNKKar7dUsg3G3ezeONuFm8s5LutRVT5Gv4dLz7OcecpB3L26D4xiFREROrb1p4Q6MMQJQIFtd6XAh3q9FkCXBbGHCIiIiJSj9SkeA7t04lD+3T6/rOiskqmfLyaJz9dTXlV8Arv1T7jltcXs2Z7Mb85cf9Gr8KLiEjkhLOtfTPQvdb7dcBBdfr0BKrCmENEREREGqldSiI3Hj+YmTeN5/RDe9HQcedPfrqGy1+Yx54K/domIrKvhJOczweG1Xr/IXCEc+5c51y6c24ScLq/n4iIiIjEWPcOqdx/5nDevOpwxuZ0qbfvjKVbOXPKHLYWlsUoOhERqS2c5Pwt4ADnXD//+z8Du4FngELgP3gV3G8NJ0ARERERCc+BPTvwj4tG8+R5uXRITQzab8nGQk55dBbfbNodw+hERATCSM7N7BkzSzOzNf7364GRwOPADOAJYKSZfR6RSEVERESkyZxzHDu0G69dMZa+XdKC9ttSWMZP/zaH5+fkUR1CUTkREYmMJldrl8hTtXYRERGJhR0lFVz2/Dy+zNtRb7+DenXgrlMP5KBeHWMUmYhI61ZftfZwtrWLiIiISAvUOT2J5y8axU8O6Vlvv0UbdnPKX2dx27Ql7N5TGaPoRETapnCOUsM51wu4DjgY6IV3vFpdZmY54cwjIiIiIpGVnBDP/WcOp19mOve/tyJoPzN4/vO1vL1kM7ectD+nHdIT11D5dxERabQmr5w758YDK/CS8yOANLwCcHVfWp0XERERaYacc1x99EAe/vkhJCXU/yvb9uIKrn91IWdOmcP8dTtjFKGISNvR5GfOnXNfAsOBycCLZuaLZGBtkZ45FxERkX1l6aZCbnl9MQvW7wqp/6Rh3bnp+MFkZ6ZHOTIRkdajvmfOw0nOS4FXzOyCMGKTWpSci4iIyL7k8xmvzF3Pn99exu7Shp8xT4hznDO6D1cfPZDMjOQYRCgi0rJFqyDcTqD+Ep8iIiIi0mLExTl+PqoPH95wFGfm9mqwf5XPeHbOWsbfO5NHPviO4vKqGEQpItI6hbNy/gQwwsxGRDaktksr5yIiItKczM3bwa3TlrBsS1FI/TOSEzhjRC/OHdOXnK4ZUY5ORKTlida29kzgc+Bd4NdmVtL0EAWUnIuIiEjzU1Xt47k5a3n4w+/Y1Yjj1I4YmMn5Y7KZMCSL+DhVdxcRgSgl5/4ynXaVAAAgAElEQVSBBwBfAEl4ldt3B+hmZnZ0kydpQ5Sci4iISHO1u7SSx2euYuqsNVRUhV4HuHfnVM4fk835Y7NJjNchPiLStkVr5fwA4CMgs4GuZmbxTZqkjVFyLiIiIs3dxl2lPDBjBa/N30Bjfo0c3rsjz144ko5pSdELTkSkmYtWQbgHgC7A74G+QKKZxQV4KTEXERERaSV6dkzl/jOHM/3qIzhyUNeQ71u4fhc/e+JzCorLoxidiEjLFU5yPgZ4zczuMrP1ZlYdqaBEREREpHkb2qM9z/1yFC9fchjHH9CNUB4rX7aliLOe+JxthWXRD1BEpIUJJzmvAPIiFIeIiIiItECH9e/ClHNz+fTmiVwxPofO6fVvW1+5rZgzp8xh067SGEUoItIyhJOczwRGRSiOvTjnejnnpjrnNjnnyp1zec65B51znaI1jnOut3PuMefcF865Lf7+m5xznzrnLnTOJQa4J885Zw28bgvnv4WIiIhIc9ezYyq/PmEIs38zkft+OpwDe7YP2jevYA9nTpnD+h17YhihiEjzFk5BuP54ldrvB+6xcMq+7z12DjAbyALeAJbh/SFgArAcGGdmBZEexzk33t/vC2A1sAPvufoTgd54f5A41syqat3zK6BjoOmB3wKJwEgza7DSmwrCiYiISGvh8xm/m7aEl75cF7RP9w4pvHjxYfTLTI9hZCIi+060qrVPBfoBR+Jtb19A8KPUJjdy7HeB44BrzOyRWp8/AFwHTDGzyyI9jnMuCagyM1+dcRKBGcB44CwzezWEuY8H3gHmm9mhDfUHJeciIiLSupgZd7y5lGdm5wXt07VdMlPPH8mwXh1iF5iIyD4SreQ81AMuG3WUmn9FfhVewp9TO1F2zrUDNuOtSmeZWUm0x6l1z7XAg8CtZnZ3CP3/DfwEuMzMpjTUH5Sci4iISOtjZvz5nWVM+Xh10D4JcY6rJg7gygkDdBa6iLRq0TpKrV+Ir/6NHHei/zqj7gq2mRUBs4A04LAYjYNzLh44yf92UQj9uwEnA8XAiw31FxEREWmtnHP85oQhXHP0wKB9qnzGg+9/x2mPzWL5lqIYRici0nwkhHFvX6DQzBZEKhi/wf7riiDt3+FtVR8EfBCNcZxzmcBVeCvrXYFjgQF4ifZb9YcPwC/xnjV/xv+HABEREZE2yznH9ccOIjkhjnvfXR6035KNhZz8yGdcd+wgLjmyP/FxjrLKalZsLWLppkK+2VTIqvxiKqt9OOeIcxDnHM5/jY9z9OyYytAe7RnavT1D9mtPalLIGzhFRPapcJLzj4ApwBURiqVGzQNHgZ5fr/15oCJskRonE7i91nsD7gNuaajwnXPOARf53z7RQIw45y4BLgHo06dPQ91FREREWqwrJwwgOSGOu6Z/G7RPRbWPe95ZxhsLNmIGK/OLqfY17THMOAf9MtM5oEcHhvZoz3FDu9G/a0ZTwxcRiapwtrVvB/bFAZXOfw23OnzQccxsmZk5vD9e9MUrHncJ8IlzrnMD4x6Dt5X/61AqtJvZE2aWa2a5Xbt2bdQXEBEREWlpLjqiPw/97GDapdS/RrRsSxHLtxY1OTEH8Bmsyi/hPws38ee3lzHx/o/59b8WsmtPRZPHFBGJlnDPOR8boThqq1nRDlays32dflEbx8yqzWydmT0EXIr3fPofG5j3Ev+1wVVzERERkbbolIN7MuO6IzliYGbM53517gaOvv9j/8p8xE4CFhEJWzjJ+a3AYOfcnf6jxiKl5kGkQUHaa6qJBHuWPNLj1Hjbfx0frINzLgs4BRWCExEREalX9w6pPPfLUdx92oGkxfi58IKSCq59eQHnP/0V63fsiencIiLBhHvO+QBgHLAVWAhsYe9t4o0659w5lwOspP4j0OKArg0cpRaRcWrdMxT4BlhoZgcH6XMz8GfgSTO7JFCf+ugoNREREWmL1hXs4aZ/LeSLNTtiPndKYhzXHzuIX47rR4KOcRORKKvvKLVwCsJdUOvn/fyvQAwIOTk3s1XOuRl4ldSvBB6p1XwHkA5MqUmo/av2OUClma1q6jj+sUYDi83sB39Cdc5lAA/5304PFHedQnAhnWsuIiIiItCnSxovXXwYz8zO4y/vLqOs8gen4JKZkcTQHh04wF+FvVv7FMwMn/H91WdGUVkVy7Z4Vd2XbipkS2FZg3OXVfr4n/9bxpsLN/PEeSPo3iE1Wl9TRKRe4ayc9w21r5mtbeTYOcBsIAt4A/gWGA1MwNuGPtbMCvx9s4E1wFozy27qOP7+0/C2rX8MrAP2AL2BE/Gqus8Gjjez4gAxHw28j1cIbkRjvm8NrZyLiIhIW7etqIx3lmyhospHTlYGB3RvT1b7lCaNVVBczrebi5i+eBMvfbm+wf4DsjL492Vj6ZAWySc2RUT+q76V8yYn59HmnOuNV3ztBKAL3jb0acAdZrajVr9sgiTnjRnH33cScDYwEugGpAE7gUXAq8BUM6sKEu8rwJnAZWbWpJVzJeciIiIi0fFV3g5++9piVm7ba43lB0b368xzk0eRnKDz0UUk8lpkct4WKTkXERERiZ7yqmqmfLyaRz9cSUW1L2i/Hw/vwYNnHUxcnAvaR0SkKepLziNW9cI5194519s5177h3iIiIiIisZWcEM81Rw/k7V8dweh+nYP2+8/CTdw3Y3nQdhGRaAgrOXfOxTvnfuOcW4m3/TsP2OmcW+n/PJyCcyIiIiIiEZfTNYOXLzmM88YEL6H02MxV/OOLRpVNEhEJS5OTc+dcEvAecDeQDawHvvRfs/2fv+/vJyIiIiLSbDjnuP3kAzhm/25B+9w2bQkfLdsWw6hEpC0LZ+X8erzK5tOB/c0s28zG+IuyDQbeBI7w9xMRERERaVbi4xyP/PwQhvfuGLDdZ3Dli1+zeMPuGEcmIm1ROMn52cAS4FQz+652g/+88Z8A3wDnhDGHiIiIiEjUpCbF89T5ufTpnBawfU9FNRc+8xWbdpXGODIRaWvCSc4HAG+bWcBSl/7P3wZywphDRERERCSqMjOSeebCkXQMcr759uJybnl9MTrlSESiKZzkvALIaKBPOlAZxhwiIiIiIlHXv2sGfz8vl6SEwL8ez1yezztLtsQ4KhFpS8JJzhcBZzjnugZqdM5lAmcAC8OYQ0REREQkJnKzO/PgWQfjghxvfsebSykur4ptUCLSZoSTnD8KdAW+dM5Nds71d86lOuf6OecuBL7wtz8aiUBFRERERKLtpGHduXriwIBtWwrLePC9FTGOSETaiiYn52b2KvBnoC/wBPAdUAysBP4O9APu9fcTEREREWkRrpyQQ//M9IBtT8/O49vNhTGOSETagnBWzjGzW4CxwFRgPrDaf50KjDOz34QdoYiIiIhIDCUnxHPnqQcGbKv2GbdOW4LPp+JwIhJZCeEOYGafA59HIBYRERERkWZh3IBMfjy8B/9ZuGmvtnlrd/LPees5a2SffRCZiLRWYa2ci4iIiIi0VrdO2p92yYHXsv709jJ2lFTEOCIRac3CWjl3zh0F3ASMAjoRONk3Mwt7hV5EREREJJay2qdww3GD+MObS/dq27Wnkj+//S1/OWM4ZZXVLN9SxDebClm6eTdbdpcT5yA+zhEX54h3jgT/zxnJCQzr2YHR/TvTq1PaPvhWItJcNTlpds5NAqYB8cA6YDmgsyVEREREpNU4d0w2//p6A0s27l0E7tW5G5i/bhert5dQ3YRn0Ht2TGVUv87fv/pnpuOCneMmIq2eM2taMQvn3FfAAcCpZjYjolG1Ubm5uTZ37tx9HYaIiIiI1LJw/S5OfWwWTfy1OWTd2idzzui+XHJkf1IS46M7mYjsE865eWaWG6gtnGfODwReUWIuIiIiIq3Z8N4dOWd09Iu/bS0s54H3VnDMAx/z7jdbaOoimoi0TOEk58XAjkgFIiIiIiLSXN10/BAyM5JiMteGnaVc+vw8Lnj6K1bnF8dkThHZ98JJzj8AxkQqEBERERGR5qpDaiK/m7R/TOf8eEU+xz/4Cfe8s4w9FSrtJNLahfPMeV/gS+AR4G7Tvpuw6ZlzERERkebLzLjh1YW8Nn/jXm1d2yUztHt7DujRnsH7tSM5IY5qH1SbUe3zUe2Dqmofy7YU8eWaHXy7pbBRz7B375DC/5w2jAlDsiL4jUQk1up75jyc5HwqkA0cBawFFgC7AnQ1M5vcpEnaGCXnIiIiIs1btc94b+lWFqzfRbuUBIb28BLyrHYpjRpnd2klc/N28OWaHcxeVcDijbsbvMc5uG3SUH55eL+mhi8i+1i0knNfiF3NzFRuMgRKzkVERETapg+XbeWON5eytmBPg30nH96P3520P3FxOnZNpKWpLzlv8jnngP5kJyIiIiISAROHdGNsTiZ//3Q1j360krLK4OtgT322hi27y7j/zOE6ck2kFWnyyrlEnlbORURERGTjrlLuemspby/ZUm+/kdmdePK8XDqmxaaKvIiEL1rnnNedpI9z7shIjSciIiIi0hb17JjK478YwfOTR9V7fNtXeTs5/fHZrN/R8FZ4EWn+IpacAxcCH0VwPBERERGRNuuIgV157fJx9M9MD9pnVX4Jpz02m/eWbkU7YkVatkgm5yIiIiIiEkF9uqTx78vHMqJvp6B9theXc/Fzc5n08Ge8s2QLPp+SdJGWSMm5iIiIiEgz1ik9iX9cNJoTD9yv3n5LNxdy2QvzOOnhT5m+aLOSdJEWRsm5iIiIiEgzl5IYz6NnH8ovxzV8YNKyLUVc+eLXHP/gJ7z05Tryi8pjEKGIhCuco9Tqcv6XiIiIiIhEWHyc4/cnD6VHxxTu/r9vaegR8++2FfPb1xZzi1vMIb07cuzQ/Th2aDcGZGXEJmARaRQdpdaM6Cg1EREREQnF+0u3ctsbS9i8u6zR9/bPTOfYod2YfEQ/stqlRCE6EQmmvqPUlJw3I0rORURERCRU5VXV/GveBh77aBUbd5U2+v52yQk8fPYhTBicFYXoRCSQmJxzLiIiIiIisZOcEM85o/vy0Y3juef0YfTunNqo+4vKq7j0+Xl8siI/ShGKSGOElZw7545yzr3lnNvmnKt0zlUHeFVFKlgREREREfmhpIQ4zhrZhw9vGM99Px1Odpe0kO+tqPJx8XNzmbVyexQjFJFQNHlbu3NuEjANiAfWAeuBgIm4mU1oaoBtiba1i4iIiEi4qqp9zFpVwHtLt/D+0m1sKWz4ufSUxDieuXAUh/XvEoMIRdquqDxz7pz7CjgAONXMZoQRn/gpORcRERGRSDIzlmws5L2lW5ixdCvLthQF7ZuWFM+zvxzFyOzOMYxQpG2JVnJeCrxsZheGE5z8l5JzEREREYmmmcu3cclz86io9gVsT0+K57nJoxnRt1OMIxNpG6JVEK4Y2BHG/SIiIiIiEkPjB2cx5dwRJMa7gO0lFdVcMPVL3ly4id2llTGOTqRtC2fl/GWgj5mNjWxIbZdWzkVEREQkFt5fupXLXphHlS94LhDn4KBeHTl8QCbjBmRyaN+OJCfExzBKkdYnWtva+wJfAo8Ad5sOTA+bknMRERERiZV3lmzhyhe/prqeBL22lMQ4enZMJSM5gYyUBNKTvGtGcgLd2qdw7NBuDOrWLspRi7Rs0UrOpwLZwFHAWmABsCtAVzOzyU2apI1Rci4iIiIisTR90WaueXl+yAl6Q047pCe3nzyUjmlJERlPpLWJVnIeuIrE3szMtP8lBErORURERCTW3liwketeWUCE8nO6tkvmT6cN45ih3SIzoEgrUl9ynhDGuP3CuFdERERERJqBUw7uSXJCHLdOW8L24oqwx8svKuei5+ZqFV2kkZq8ci6Rp5VzEREREdlXCssqee+brcxauZ3PVm5nW1F52GN2bZfM7ScPpVNaEmsL9rB2RwnrCvawtmAPBSXl7NchlV8dPZAJQ7Ii8A1Emr+obGuXyFNyLiIiIiLNgZmxKr+Yz77bzmcrC/h8dQHF5VVRm+/PPxnGz0b1idr4Is1FtLa1i4iIiIhIK+ScY0BWOwZkteOCcf2o9hlbC8soKquiuLyKEv+rqLyK+et28dKX68Ka73fTltCjYypHDuoaoW8g0vKEUxBudYhdzcxymjB+L+CPwAlAF2AzMA24w8x2RmMc51xv4LfACKAv0AkoAFYBU4EXzKwyyDwZwHXAGUAOYMA6YBZwZbD7atPKuYiIiIi0RLNXbefmfy9i/Y7SJo+RkZzAPy8bw/7d20cwMpHmJVrV2vPwEtC6OgAd/T9vAirNrFHF45xzOcBsIAt4A1gGjAImAMuBcWZWEOlxnHPj/f2+AFYDO/AS+hOB3sBM4Fgz+8GeHudcNvAeMAD41H+/wztqbiLQx8yKG4pXybmIiIiItFQl5VXc884ynpuztsljdO+QwrQrx9GtfUoEIxNpPmL+zLlzbgDwMJAOHG9mZY28/13gOOAaM3uk1ucP4K1OTzGzyyI9jnMuCagyM1+dcRKBGcB44Cwze7VO25fAAcAZZvafOvfGAz4L4T+0knMRERERaenCXUU/oEd7Xr10DOnJegJXWp99UhDOOZcCLAH+aWa/bcR9/fG2kecBObUTZedcO7xt6Q7IMrOSaI9T655rgQeBW83s7lqf/xJ4CrjPzG4K9XsGouRcRERERFqDkvIqHv1oJdPmb6S8ykfPjqn06ZJG385p9O2SRpxz3PL6YiqrA+ciE4dk8cS5I0iIj4tx5CLRtU8KwplZmXPuPeDneM9xh2qi/zqj7gq2mRU552bhrYYfBnwQg3FqVr9P8r9dVKf5bP/1Gf/29hPxtvWvA94JZfu9iIiIiEhrkp6cwM0nDOHmE4YE7ZMYH8evXlkQsO3DZdu4482l/PGUA3DORStMkWYl2ntFqoD9GnnPYP91RZD27/CS6kHUn1Q3eRznXCZwFd7KelfgWLznyV8E3qozzkigDC8p/xM//G9a4py7xsym1hOniIiIiEibc+ohPVm3Yw8PvBf41/XnP19LWlI81x4zkLQkbXGX1i9q+0T8Ce5pwPpG3trBf90dpL3m845B2iMxTiZwO/B74HK86uv3ARfUfnbcOZcMtAcSgXuB/8Wr8t4F+CVewby/O+cmEoRz7hLn3Fzn3Nz8/PwGvpKIiIiISOtx9cQBnDGiV9D2KZ+s5qh7Z/L852uprPYF7SfSGjT5T1DOud/XM2Zv4BS8BLkxW9pDmtp/Dfdh+aDjmNkywPm3s/fE+yPDH4HDnXOTzGyHv2t8reu/zezXtYZ52n+82sPAzcCHgYIwsyeAJ8B75jy8ryQiIiIi0nI45/if04axaVcps1cFfho0v6ic26Yt4alPV3PDcYOZNKw7cXHa6i6tTzj7Q/7QQHshcJeZ/aWR49asaHcI0t6+Tr+ojWNm1XjPjj/knNsKvISXpF/lb9/jnKsAkoDXAwzxOl5yPqqBWEVERERE2qSkhDge/8UIznh8Nt9tC376cF7BHq5+aT5TPlnF5UcN4LD+nemSkRzDSEWiK5zkfEKQz33ATmBZ3fPAQ7Tcfx0UpH2g/xrsWfJIj1Pjbf91fIB5hgG7Atyz039NDXEOEREREZE2p0NqIlMvGMlPHp9NflF5vX2XbCzkyhe/BqB/Zjq52Z3Ize7MyOzOZHdJUwE5abGanJyb2ceRDKSWj/zX45xzcQGOQBsHlAKfx2icGj3917p/cPgALzk/EJhep+1A/zUvxDlERERERNqk3p3TeOPKcdz870V8+t32kO5Zvb2E1dtLeHXuBgCy2iVz2VE5/OKwviQl6Bg2aVki+n+sc+7HzrkHnXMPOedOb8oYZrYKmAFkA1fWab4DSAeeqzmb3DmX6Jwb4pzLCWcc/1ijnXNpAb5XBvCQ/23dBHwKXsJ+nXOuV617UoCa89Bfrucri4iIiIgI0KNjKs9PHs2LF41meK9gT6cGt62onD++tZRLn59LeVV1FCIUiR5Xq/h4w52dOxm4Cbit7sq5c+4Z4Fx+WGhtmpk1Okn3J9qzgSzgDeBbYDTeVvoVwNia88P9Z4uvAdaaWXZTx/H3n4a3bf1jvGfN9+AVt6s5u3w2cLyZ/eBhGOfc9cD9wA5gGlACHI+3pf4LYIKZlTb0vXNzc23u3LkN/vcREREREWntzIx3lmzh3neXs3p7ScM31DFhcFf+du4IkhPiG+4sEiPOuXlmlhuwrZHJ+ZPAz4FMMyur9fmPgP/gJaX/CxQBlwD9gV+Y2UtNCLo3XvG1E/COJtuMl/jeUataer3JeWPG8fedBJyNd3Z5NyAN77nxRcCrwNRgz9H7770BGAEkA6vxCsjdF0piDkrORURERETqqqr28c95G3jw/RVsLaz/efS6lKBLcxPJ5HwhsM3Mjq3z+Wt4R6edZWb/8n+2H7AK+MjMftTU4NsSJeciIiIiIoGVVlTzzjebmb2ygHlrd4a8mj5xSBaP/+JQJejSLEQyOd8KvG5ml9X5fDvedvZMqzWgc+5VYJyZ9UQapORcRERERCQ024vLmZu3k3lrdzBzeX69x7ApQZfmor7kvLEF4TrhPVdde/A+QGfgM9s701+Dt5VcREREREQkYjIzkjnhwP343aShvHn14RwxMDNo3w+XbeOKF75WkThp1hqbnBcBvep8NsJ/nR/knrIgn4uIiIiIiIQtJTGeJ8/LrTdB/2DZNk5/fDbPzs5jW6FSFGl+GpucLwYm+Y8Wq3EaXmX2zwL074dXgE1ERERERCRqQknQl2ws5Pb/fMPoP33AWVPm8PycPPKLGldkTiRaGvvM+cV453rPB57FOyrscmAL0MfMqmv1dcBGYE5TjlNri/TMuYiIiIhIeMoqq7n4ubl8+t32kPrHOThiYFd+fcJgDujR+LPVRRojks+cPwW8CxyCd2TaFUAVcG3txNzvaGA/4P1GziEiIiIiItIkNSvohw8IvoJem8/g4xX5nPbYbF6fvyHK0YkE16jk3Mx8wCTgXOBvwF3A6Jrj0+rIBB7CO/9cREREREQkJlIS4/n7+aEn6AAVVT6ue2Uh97yzDJ8v9N3FIpHSqG3tEl3a1i4iIiIiEjmV1T6e+mwNT89aw9bC0J8tP3ZoNx4862DSkxOiGJ20RRE751yiS8m5iIiIiEjk+XzG3LU7mb5oE/+3ZEtIReCG7NeOv5+fS69OaTGIUNoKJecthJJzEREREZHoqvYZX+XtYPqizfz76w3sqQh+9nmX9CSmnDuC3OzOMYxQWrNIFoQTERERERFpseLjHIf178Kdpx7Ia1eMpVen1KB9C0oq+PmTn/POki0xjFDaKiXnIiIiIiLSJg3Zrz1vXDmOUfWsjFdWG9e+PJ91BXtiGJm0RUrORURERESkzeqSkcwLF43mpyN6Be1TXuXjrulLYxiVtEVKzkVEREREpE1LSojjL2ccxO9O2h/nAvf5//buPEyOqlz8+PfNvockBAJJSICwmbCHfZFFEFREcAEVRBQQRVDUe6/4u4qg4PWqICpcVET2i7iBIGvYkUUCRpYAYUuAJIRsZGeSSc79o6p/tJ3umZ4l09OT7+d56qlMnVOnTs+86Zm365xTd06dw4Mvzu3Yjmm9YnIuSZIkab0XEZy8/xZcfsJu9OpRPk065+aprFq9poN7pvWFybkkSZIk5Q7cdiNO2W+LsmUvvbWUqx+Z0cE90vrC5FySJEmSinzpwC0ZMahP2bILJ01j/tLmn5MutZTJuSRJkiQV6derB2d9YNuyZUveaeTHd77QwT3S+sDkXJIkSZJKfHjHTdlt7JCyZdc//jpPv7Gog3ukrs7kXJIkSZJKRARnHzG+7OrtKcF3b36WlFLHd0xdlsm5JEmSJJUxYeRgPrn7ZmXLnpixkJumzOrgHqkrMzmXJEmSpAq+ceg2DOrTo2zZD257jmUNjR3cI3VVJueSJEmSVMHQ/r342iFbly2bs7iBH97+vMPb1S5MziVJkiSpCcftOYatNx5QtuyqR2ZwwV3TOrhH6opMziVJkiSpCT26d+PsI8ZXLP/5PS9x0aQXO7BH6opMziVJkiSpGfuM25DDJ4yoWH7hpGlcfO9LHdgjdTUm55IkSZJUhe9/ZAKbb9i/YvmP7niBXz/wSgf2SF2JybkkSZIkVWHYgN5cd/IebDa0X8U65936HJc/9GoH9kpdhcm5JEmSJFVpk8F9ue7kPRi5Qd+Kdc69ZSq/vP9lVjau6cCeqd6ZnEuSJElSC4wa0o/rT9mTTQf3qVjnB7c9z74/vIef3f0ic5c0dGDvVK9MziVJkiSphUYP7cd1J+/JxoN6V6zz1pIGLrhrGvv81z187YYpPP3Gog7soepNpJRq3QflJk6cmCZPnlzrbkiSJEmq0stzl3Lsrx6t+u74dpsMYquNBjBmWD82G5ptY4b1Z6OBvenWLdZxb1VrEfFESmliubIeHd0ZSZIkSeoqthw+gOtO2oNjf/Uo85etbLb+c7MX89zsxWsd79uzO/uMG8bZR4xndBMLzqnrcli7JEmSJLXBVhsP5Hdf2JNtRwxsdRsrVq1m0nNvcdQlD/P6guXt2DvVC5NzSZIkSWqjcRsN5JbT9+V/Pr0Lu28+tNXtzFvawIlXPM6i5avasXeqBybnkiRJktQOenTvxuHbb8INX9iLv56xL5+YOIpePVqecr301lK+cM1kGhpXr4NeqrMyOZckSZKkdjZ+08H898d25NGzDubf3r9Nk49dK+fRVxbwzT8+jQt4rz9crb0TcbV2SZIkqWtKKfH6ghVMn7+MGQuW89r8ZcyYv5zp85cxbc7SiuedcdA4vnboNh3YU61LrtYuSZIkSTUUEWw2rB+bDfvXldhTSnz3L89y5SMzyp73s3teYtTQfnxi4uiO6KZqyGHtkiRJklQjEcF3jhjP+7bbqGKdb/3paR56cV4H9kq1YHIuSZIkSTXUvVvws0/uzPYjB5ctb1yT+OI1TzB11trPR1fXYXIuSZIkSTXWr1cPfvzvtOQAABzrSURBVPPZiYzcoG/Z8iUNjRz7q0f4+6sLOrhn6igm55IkSZLUCWw0sA9XnLgbA/uUXxps8TuNHPebx7jj2Tc7uGfqCCbnkiRJktRJbLXxQH553K707B5ly1c2ruGL1zzBdY+91sE907pmci5JkiRJncje4zbkhx/doWL5mgTf+vPTXDTpRZ+D3oWYnEuSJElSJ3P0LqP48cd3pHu38nfQAS6cNI3/vPEZVq8xQe8KOm1yHhGjIuLyiJgVEQ0RMT0ifhoRQ9ZVOxExOiIuiYjHIuLNvP6siHgwIk6MiJ5lzvlsRKQmtlPb8n2QJEmStH762K6j+PVndqVPz8pp27WPvcaXrn2ChsbVHdgzrQvRGYdBRMSWwMPARsBNwPPA7sCBwAvAPiml+e3dTkQckNd7DHgFWAAMAw4HRgP3AYeklBqLzvks8Nv8vCllunFLSmlyNa974sSJafLkqqpKkiRJWk88+dpCPnfF47y9fFXFOkfutCk/PWYnIirfaVftRcQTKaWJ5crKLwNYe5eQJdRnpJR+XjgYERcAZwLnAdXckW5pOw8DQ1JKa4obye+Y3wkcABwN3FDmWjemlK6ook+SJEmSVLVdNhvCH07dmxMu/zsz315Rts5NU2YxbvgATj94qw7undpLpxvWHhFbAIcC04GLS4rPBpYBx0dE//ZuJ6W0sjQxz4+vAm7MvzTaJUmSJHWocRsN4I9f3JttNh5Ysc5P7prGLU/N6sBeqT11uuQcOCjf31maKKeUlgB/A/oBe3ZQO0REd+AD+ZdPVai2U0R8NSK+GRHHR8So5tqVJEmSpGqNGNyHG07di903H1qxztdv+CdTXn+7A3ul9tIZk/Nt8v20CuUv5vut11U7EbFhRHw3Is6JiEvI5qofClwH3FKhva8AFwI/AK4CpkfEpRHRp5l+SpIkSVJVBvftyZUn7s72IweXLW9oXMNJV05mVoXh7+q8OmNyXoiyRRXKC8c3WIftbEg29P07wBeBLYEfA59Na6+g9ypwOtmHAf2BTYFPkA2n/wJweVOdjIhTImJyREyeO3duU1UlSZIkib69unPZCRMZMaj8fcB5Sxv4/JWTWdbQWLZcnVNnTM6bU1h+sK3LzFdsJ6X0fEopyBbMG0O2eNwpwAMRMbSk7v0ppV+klKallJanlGanlH5PtiL8QuCTEbFjpU6klH6VUpqYUpo4fPjwNr4kSZIkSeuDjQf14bITJtK3Z/ey5c/NXsxXrp/iM9DrSGdcrb1wR7v8OA0YVFJvnbWTUloNvAZcFBFzgP8FzgW+3My1SSm9HhG3Ap8G9gf+2dw5kiRJklStCSMH89Njd+LUa56g3BOyJz03hwln30H/3j0Y0Ls7/Xv3oH/vHgzq05MdRw3m6F1HMXKDvh3fcZXVGZPzF/J9pTnlhdXSK80lb+92Cm7L9wdUWR+gME69yZXlJUmSJKk13j9+BP/+/m354e3Ply1fsWo1K1atZt7Sfz0+6bk5XDhpGu/bbmM+s9dY9hk3zGek11hnTM7vzfeHRkS34pXWI2IgsA+wAni0g9opGJnvWzJxY498/0oLzpEkSZKkqp363i14ee5S/vDEGy06b02CO6fO4c6pc9hiw/4ct+cYPrrrKAb37bmOeqqmdLo55ymll4E7gbHAaSXF55Ddhb4qpbQMICJ6RsS2EbFlW9rJ29ojIvqV9ikiBgAX5V/+taRsvzL1IyLOAvYC5gG3N/GSJUmSJKnVIoLzj9q+yUesNeeVecs495ap7Hn+3Zx27ZNc8bdXeWbmIhpXr2n+ZLWLWHvx8drLE+2HgY2Am4DnyO5CH0g2DH3vlNL8vO5YshXTZ6SUxra2nbz+jWTD1u8nm2u+HBgNHE62qvvDwPtTSkuLzkl5W48DM8nmuO8DTMjPPyqldGc1r3vixIlp8uTJ1VSVJEmSpH+xYNlKjrrkb8yYv7zd2uzfqzu7jBnCxDFD2X3zoew2dgg9une6e7x1IyKeSClNLFvWGZNzgIgYTbb42mHAMGA2cCNwTkppQVG9sVRIzlvSTl73g8CngN2AjYF+ZCuuPwXcAFyeUmosOedHwO5kc9iHAmvIEvtJwAUppaqHtJucS5IkSWqLuUsaOOfmZ3nwxXksWrGq3dsfuUFfzjh4HEfvMoqeJuktVpfJ+frI5FySJElSe1m9JrFsZSPLG1aztKGRZQ2NLHmnkUnPzeGPT7zBkjY8B33MsH585eCtOHKnkXTv5kJy1TI5rxMm55IkSZI6wrKGRm6cMpOrH5nB828uaXU7Ww7vz1fftzUf3H4TupmkN8vkvE6YnEuSJEnqSCklHp++kKsfncHtz8xm1erW5YfbbDyQ84+ewK5jWr8o3frA5LxOmJxLkiRJqpWlDY1Mee1tHp++gMkzFvDkjLdZsWp11ef37B5cdsJuvHfr4euwl/XN5LxOmJxLkiRJ6ixWrV7Dc7MX8/dXF/CHJ96oavj7oD49+MuX92Xshv07oIf1p6nk3OX1JEmSJElr6dm9GzuM2oCT9tuCW8/Yj4s/tQvjNhrQ5DmL32nklKsns7QNi82tr0zOJUmSJElN6tYt+OAOm3DHV/fnp8fsxOZN3BmfNmcpX79hCmvWOEq7JUzOJUmSJElV6d4t+MjOI7nrzP354Ue3p0eFFdrveHYOF9/7Uof1a97SBu6fNpeL732J0657klWr13TYtdtLj1p3QJIkSZJUX3p078Yxu23GytWJb9/4TNk6F0yaxnabDOJ979m4qjYXLlvJHc++yd+nL2DxikY2HtSbkUP6MmpIP0Zu0JdRQ/oyfEBv3lz8Ds/MXMSzsxbz7KxFPDNzMW8ufudf2jrtgHG8Z9NBbX6dHcnkXJIkSZLUKsftsRnPzlzE9Y+/vlZZSnDm76bw59P2qThXfeGyldw59U1ueWo2D788n9XNDIXvFlDNaPlnZi0yOZckSZIkrR8ignOOHM8Lc5bwj9feXqt8SUMjp1w1mWN3H01KkIA1KbFmTfZ89b+9NI/GFsxNr7bq1FmLq26zszA5lyRJkiS1Wu8e3bn0uF054ucP8daShrXKX5m3jPNvfb5D+/TMzEUder324IJwkiRJkqQ22XhQHy49fld6de8cKebU2YubHSLf2XjnXJIkSZLUZrtsNoRzjxzPN//0dIdfOwK2HD6ACZsOYvymgxk/sr7mm4PJuSRJkiSpnRy7+2Y8O2sxVz86o1XnD+nXk/ePH8FuY4cyd2kDMxeuYObbK5i5cAVvLFzOspWr6dEt2HrjgUwYOYgJIwczftNBbLfJIPr1qu/0tr57L0mSJEnqVL79offw5uJ3uGvqnKrqD+7bk8PGj+CDO2zCXlsOo2eFofEpJZavXE3vHt3o0UmGz7cnk3NJkiRJUrvp1aMbvzxuV+6cOocpr7/NysY1dIts6HlEZHuCfr26s+PoDdi7iYS8WETQv3fXTWG77iuTJEmSJNVEt27BYRNGcNiEEbXuSt3oemMBJEmSJEmqMybnkiRJkiTVmMm5JEmSJEk1ZnIuSZIkSVKNmZxLkiRJklRjJueSJEmSJNWYybkkSZIkSTVmci5JkiRJUo2ZnEuSJEmSVGMm55IkSZIk1ZjJuSRJkiRJNWZyLkmSJElSjZmcS5IkSZJUYybnkiRJkiTVmMm5JEmSJEk1ZnIuSZIkSVKNmZxLkiRJklRjJueSJEmSJNVYpJRq3QflImIuMKPW/VCLbAjMq3Un1CkZG6rE2FAlxoaaYnyoEmOjvoxJKQ0vV2ByLrVBRExOKU2sdT/U+RgbqsTYUCXGhppifKgSY6PrcFi7JEmSJEk1ZnIuSZIkSVKNmZxLbfOrWndAnZaxoUqMDVVibKgpxocqMTa6COecS5IkSZJUY945lyRJkiSpxkzOJUmSJEmqMZNzKRcRx0dEyreTSsp6RsRXIuK3ETElIlaWq1eh3RMi4u8RsTQiFkXEfRHxoXX3SrQuNBMfW0XEf0TEPRHxeh4fcyLipog4sJl2jY8610xsjI6ISyLisYh4MyIaImJWRDwYESdGRM8m2jU26lxTsVGh/m+K6o9rop6xUeeaed8YW1RWbru+iXaNjS6gmveOyJyQ/4wXRMSKiHg1Im6IiK0rnGN8dHI9at0BqTOIiNHAz4GlwIAyVfoDP83/PQd4ExhdRbs/Br4OvAH8GugFHAvcHBGnp5R+0fbea12rIj6+BxwDTAVuBRYA2wAfBj4cEV9JKf2sTLvGR52rIja2BD4NPAbcSBYbw4DDgcuBz0TEISmlxpJ2jY06V0VslNY/Avhcc/WNjfrXgtj4J9n7RqlnKrRrbHQB1cRHRPQBfg98CHgBuA5YAmwK7AdsDUwrOcf4qAcpJTe39XoDApgEvAz8CEjASSV1epH9Mb1J/vV3y9UrOWfvvM5LwJCi42OB+cA7wNhav363domPzwI7lzn3vcBKoKEQO8ZH19la8N7Rrcy5PYF783M+YWx0ra2a2CipP5zsQ9/rgfvy+uPK1DM26nyr8n1jbH78iha0a2x0ga3a9w7g4rzs/Eq/Y4yP+twc1i7BGcBBwInAsnIVUkorU0q3pZRmt6DdU/P9eSmlhUVtTSd7U+2dX1OdWzXxcUVK6R9ljt9P9od2L7JfjMWMj/pX7XvHmjLHV/HuHbGtSoqNjfrXbGyUKDwG6bRm6hkb9a+lsVEtY6NraDY+ImJLsp/348D/a+J3TDHjo06YnGu9FhHbAf8FXJRSeqCdmz8o399epuy2kjrqhNopPgq/IBtLjhsfdaytsRER3YEP5F8+VVJsbNSxlsZGRHwW+AhwakppfjPVjY061or3jU0j4gsR8a18v0MTdY2NOteC+PgkWQ53JTAoIo6LiLMi4pQm1qowPuqEc8613oqIHsDVwGvAt9q57f7ASGBphbvtL+b7sgt2qPbaIz4iYgxwMLAceKDouPFRx1oTGxGxIfBlsiGLw4FDgHFk8wRvKapnbNSxlsZG/h5xEXBNSqnc3OLiusZGHWvl75RD8q24nfuAE1JKrxUdMzbqXAvjY7d8P5hs+PuworIUEf8DnJFSWp23bXzUEZNzrc++A+wM7JtSWtHObQ/O94sqlBeOb9DO11X7aVN8RERv4FqyoWL/XjyMDOOj3rUmNjYEzi76OgE/Br6VUjbxL2ds1LeqYyMiCne+lpINZW2OsVHfWvK+sZxsodEbgVfyYzuQrXdzIHB3ROyUUioMezY26l9L4mOjfH8u2fz0bwDTgd2BXwJfAuaSxQsYH3XFYe1aL0XE7mSfTP4kpfRIDbuSmq+ijtbW+MiHLF8N7AP8jiwJaw3jo5NpbWyklJ5PKQXZh+JjgDOBU4AHImJoK7pibHQyrYiNM8kWjTy55MO7tjI2OpmWxkZK6a2U0ndSSk+mlN7OtweAQ8me/DAOaPbRfOWabsU5Wsda8d7RPd/PBo5KKT2TUlqaUroH+BiwBvhaRPRqYVeMj07A5FzrnaKhQ9OAb6+jyxQ+hRxcoby5TzFVI22Njzwxvwb4OHADcFzJnVEwPupSe7x3pJRWp5ReSyldBHwB2JPs7keBsVGHWhobEbEVcB7w25TSrVVextioQ+35N0fKHrl4Wf7l/kVFxkadamV8FD7Mu730LntK6Z/Aq8BAYLv8sPFRR0zOtT4aQDavZjvgnYhIhY13h53+Oj/204qtNCEfajYTGBARm5SpUlideVqZMtVWq+Mj/yX7v2TPDb0O+FQqeX41GB91rL3fOwqL8BxQOGBs1K2WxsZ48tWRi+vm9d+b138xP/YRMDbqWHu/b8zN9/0LB4yNutaa+Hgh379doc1C8t4XjI9645xzrY8agN9UKNuFbM7PQ2Rvfm0Z8n4PcDxwGPDbkrLDi+qoc2lVfOTDx24AjgSuAk4s93iTIsZH/Wnv946R+b70Axxjo/60NDamN1H/g8AI4PfA4rxugbFRf9r7fWPPfP9KyXFjoz61Jj7uBk4HJpSekK93U0i2pxcVGR/1otYPWndz60wb2eIZCTiprfXInmudgJeAIUXHxwLzgXeAsbV+zW5tjw+yO2B/zcsuA7pV0Zbx0YW2JmJjD6BfmfoDgLvyc84zNrruVu3vlaL69+X1x5UpMza60NbM+0avMvUPyn/GCdjb2OjaWxPx0YtslfY1wCElZd/Pz7nP+KjPzTvnUpUi4pvAtvmXO+X7EyNi3/zfD6WUCnPBSCk9HBEXAF8DnoqIP5C9oR4DDAVOTylN75DOa127lOyZ1fPIho59JyJK69yXUrqv8IXxsd44CzggIu4ne0TOcmA02Z2KDYCHgR8Un2BsqBJjY73xQ2B8/ti0N/JjO/Duc6i/nVJ6uPgEY2P9kVJaGREnAHcCt0XEn4EZZI9Y259s6sMpJecYH3XC5Fyq3mG8OxewYO98K7isuDCl9PWIeIrs+cankH3K+STwo5TSLair2Dzfb0j2OJRK7iv+wvhYL/waWEb2R9MBQD+y+YBPkE2DuDyVX5fA2FBZxsZ64WrgKLL3jcOBnsAcsveMX6SUHix3krGx/kgpPRQRE8nmpR9I9mHvHOBXwPdSSm+UOcf4qAORkqvmS5IkSZJUS67WLkmSJElSjZmcS5IkSZJUYybnkiRJkiTVmMm5JEmSJEk1ZnIuSZIkSVKNmZxLkiRJklRjJueSJEmSJNWYybkkSSIiHoqIxlr3oz1ExPcjIkXEvu3YZu+IeDkibmqvNttDROyRv9YTat0XSVLbmJxLktSEiNg1T34erVD+qbw8RcTmZcr7RsQ7EbE8Inqv+x53fRFxUv79Pq4DL3smsDnwnQ68ZrNSSo8BtwDnR0T/WvdHktR6JueSJDXtH8BCYGJEDCpTfhCQiv5dah+gN/BQSqlh3XRR61JEDATOAm5PKf2z1v0p4wfApsBpte6IJKn1TM4lSWpCSmkNcB/QHXhvmSoH5eXzKZ+cF47dvQ66p45xHDAIuKLG/SgrpfQw8CJwakT4t50k1SnfwCVJal4hsf6X5DsixpINdb4buB84sMy5ayXnEbFBRPx7RNwbETMjYmVEvBURN0bE7iXX2Cwi1kTE3yt1LiIm5cO8ty05vldE/DEi3syv8XpEXBoRm1T5ugvtHB4Rt0XE/IhoyOde/3e5kQQR8UZEvBQR/SPiJxHxWn7OixHxjYiIMud0i4gzI+K5vO7MiPhZRAwstFdU9yHg1/mXVxdNKUgRMapM28dExOP5tIL5EXFdS18/8HngHeAvZdr///Pbq71WYX5/RPSKiO9GxCv51IfnI+JzRfW+FBHPRMSK/Gd3drnvX+53ZLFYLgYlSXWgR607IElSHbgn3x9ccvzgovJFwNER8Z6U0lSAPHmdCLwNPFl03gTg+2QJ/c15+Rjgw8AHIuIDKaVJACml1yLiXuCg4rYL8oT0QOCxlNLzRcdPBi4FVpAllW8AWwMnAx+KiD1SSjObe+ERcS7wbbKRATcDc4EdgX8DDo+IvVNKS0pO6wVMAjYCbgVWA0cBPyIb4n9eSf1L8369kf+7Mf9e7Mbaf6tcDiwAjgD+DDxVVLa4pO4Zeb2/kI1u2Av4JLBjROycUlpZxesfAuwMPJxSeqeJqq251g3ALsDtwCrg48BvImIlsDvwKbL55JOAI4HvAkuBn5Rp62/5/hAcpSFJ9Sml5Obm5ubm5tbMBswE1gDDi45dCywhSyDHk809/3JR+RH5sT+VtLUBMKzMNcYAbwJPlxw/Pm/nv8qcc1Ze9sWiY9sBK4EXgE1K6h9Kliz/vuT4Q0BjybFD8rYfBAaXlJ2Ul/2o5Pgb+fGbgb5Fx0eQJc8LgO5Fxw/M608FBhUd702WcCbgpQrXPq7Cz+r7efkiYHzR8SBLiBNwdJU/9w/l9S9sr2vl3+sEPFrymrciS9IXAi8X/+yAofn3bg7QrUw/huVtPlzr/ytubm5ubq3bHNYuSVJ17iVLuIqHDR8IPJhSakwpPQu8xb8OfS873zyl9HZKaX7pBVJKM4A/ARMiYtOioj+SfQhwXJk5xZ8BGoDri459CegJnJFSml1yjTvJ7mZ/pIrVvc/I9yellBaVtHMZ8Azw6Qrnnp5SWlFU/02yhH0IWRJaUHgE2PdTSouL6jcA32qmf825MP+5FNpMvDskfvfyp6xls3w/u8larbvWf5S85heBR8g+vDmn+GeXUloA/JVsNMJaQ+XzeFpV1F9JUp1xWLskSdW5mywRPQi4ISLeQ5YkXVhU5z7gkIjolrKF5ArJ+aTSxiJiP7Lkd0+yhKtXSZWRwCyAlNLyiPgDcCLwPuDOvI09gG3J7oIvLDp3r3x/YETsxdo2JPsbYBzQ1Orje5El/p+sMNW5B7BJRAwuSd7np5Sml6n/er4fUnRs53z/UJn6D5ONVmityVX2oSnD8v3CJmu17lpPlDk2q4mywjSEUUX/LraQ7GcrSapDJueSJFWncPe7MM+8kHjfU1TnPuATwM4RMQPYHpiZUnqhuKGI+DjZne4VwF3AK8AyskT0IGA/smHdxa4gS85PIE/Oefeu85UldQsJ5X8085oGNFM+lGy0wNlVtFOcnL9doV5jvu9edGxwvp9TWjmltCoimkuKm1KuH+X60JTC3f8+7Xyt1SmlpU2cs6iJsp4V+tCXd/srSaozJueSJFUhZQuzvQyMi4jRZEn022TPQS+4N98fBMwgS2zLLc71PbLVv3ctk7iPJkvOSz1IlsQflS801wAcQ5bU3lFSt5DY9U8pLa/uFZa1GFiZUtqoDW1Ucw2AjYHXigsioifZXedKyX5HeCvfD2uyVo3l36uBwLRa90WS1DrOOZckqXqFRPt9ZM88vz8fvg5AylZLn02WnDf1fPMtgWfKJObdgX3KXTifw3wV2d3Rj5MtNjcUuDal1FhS/dF8Xy7Jb4lHgeERsU0b22lK4cONfcuU7U35v1VW5/tq7363RWE1+G2brFV7hf5NqWkvJEmtZnIuSVL1CkPYzyRLjO8tU+c+sqT40Pzrcsn5DGCbiBhROJA/v/pcoKlE+EqyFbk/k2+QDXcv9XOyIdAXRcS40sL8+drlkuFSF+T7yyo8r3tAPu+9La7K9/9Z/Nz0iOgNnF/hnMJieh2x+Nk/yVZJ37MDrtUWhf6Vi0lJUh1wWLskSdW7hyw53r7o61L3kj3fenPghVT+WeIXAr8ApkTEH8kS6f3InkN+C9nju9aSUpoeEQ8A+5PdPf5HSunpMvWejYiTyFYLnxoRtwEvks1j3yy/1iyy561XlFK6MyL+k2wY/ot5O6+SzTEfSzZ64N5K/a1GSunuiLgc+BzwbNH340hgHtmw/dJF4R4mmxbw9YgYzrtDzy9Kaz9zvU1SSikibgQ+FxHblI526EQOJfu+/aXWHZEktY53ziVJqlJKaS5QSIbnkT1KrFTxnctyd81JKV0MfJ4s8TyRbBX46cAeNL16OmR3yoPsA/bSheCKr3ElsBvwv8BOwOn5dbYEfgd8uZnrFNo5DzgAuJ1syP1XyYbVbwJcCnynmnaacTLwDWA58EWyDzduBw4DBvHuvPRCn+YBHwWeJ0vqv5dvg1k3Lsn3n2myVo1ExBCyaQ43pZRmNVdfktQ5RTaFTZIkqXOJiO2AqcA1KaXja9yXu8nmdW+RP4O904iIM8mmIOydUnqk1v2RJLWOd84lSVJNRcSIKHmQekT0591nyP+543u1lq8DI4BTa92RYhHRj+yReb8zMZek+uacc0mSVGvfAD4WEfeTrXY/gmxF/JFkc/BrnpynlKZExOfJVsvvTDYnm15wea07IklqG4e1S5KkmoqIQ4GvATuSrYLfCLwAXAv8LKW0qobdkySpQ5icS5IkSZJUY845lyRJkiSpxkzOJUmSJEmqMZNzSZIkSZJqzORckiRJkqQaMzmXJEmSJKnGTM4lSZIkSaqx/wPkf5GrZ7BODwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lat, lon, mjd = 52.1, -106.7, 54000.6\n", "\n", "# create line of sight\n", "observer = sk.Geodetic()\n", "observer.from_lat_lon_alt(0., -100., 35786e3) # approximate TEMPO location\n", "geometry = sk.NadirGeometry()\n", "geometry.from_lat_lon(mjd=mjd, observer=observer, lats=lat, lons=lon)\n", "\n", "# create atmosphere\n", "atmosphere = sk.Atmosphere()\n", "atmosphere.atmospheric_state = sk.MSIS90()\n", "atmosphere['air'] = sk.Species(sk.Rayleigh(), sk.MSIS90())\n", "atmosphere['ozone'] = sk.Species(sk.O3DBM(), sk.Labow())\n", "atmosphere['no2'] = sk.Species(sk.NO2Vandaele1998(), sk.Pratmo())\n", "\n", "# simulate a radiance spectrum\n", "wl = np.arange(405., 465.1, 0.5)\n", "engine = sk.EngineDO(geometry, atmosphere, wl)\n", "rad = engine.calculate_radiance()\n", "\n", "# store the radiance spectrum and auxiliary information in a Radiance object\n", "measurement_l1 = skr.Radiance_SASKTRAN(\n", " sk_result_numpy=rad, wavelength=wl, geometry=geometry\n", ")\n", "\n", "plt.plot(wl, rad, linewidth=6)\n", "plt.title('Simple simulated radiance')\n", "plt.xlabel('Wavelength (nm)')\n", "plt.ylabel('Sun-normalized radiance (sr$^{-1}$)')\n", "plt.show()" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Set up the fitter object and retrieve the SCDs with no noise\n", "************************************************************\n", "\n", "The fit is very good in this case, as identical cross sections are used for the simulation and the retrieval. \n", "\n", "The polynomial which is part of the fitting process is removed from the radiance in the plots below in order to better display the spectral features and the quality of the fit.\n", "\n", "When no error is supplied to the fitter, the SCD uncertainties are scaled to match the magnitude of the residual (see the documentation on absolute_sigma in https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "no2 scd: 1.40e+16 +/- 1.28e+13 cm^-2\n", "o3 scd: 6.19e+19 +/- 6.15e+16 cm^-2\n", "h2o scd: -8.30e+19 +/- 6.48e+19 cm^-2\n", "ring amplitude: 1.09e+22 +/- 1.10e+22 cm^-2\n" ] } ], "source": [ "instrument = skr.DeltaFunction()\n", "cross_sections = skr.CrossSection_Default(instrument, np.arange(405., 465.1, 0.1))\n", "cross_sections.add_cross_section(sk.NO2Vandaele1998(), 220., 1e5)\n", "cross_sections.add_cross_section(sk.O3DBM(), 220., 1e5)\n", "cross_sections.add_cross_section(sk.HITRANChemical('H2O'), 220., 1e5)\n", "cross_sections.release_weights()\n", "\n", "solar_spectrum = skr.SolarSpectrum_Default(instrument, np.arange(405., 465.1, 0.1))\n", "ring_spectrum = skr.RingSpectrum_Default(solar_spectrum, np.arange(405., 465.1, 0.1))\n", "\n", "scd_object = skr.omno2.SlantColumn_OMNO2(cross_sections, ring_spectrum)\n", "results = scd_object.fit(measurement_l1)\n", "\n", "poly = np.polyval(scd_object.auxiliary['popt'][0][:6], wl)\n", "plt.plot(wl, measurement_l1.radiance()[:, 0] / poly, label='measurement', linewidth=8)\n", "plt.plot(wl, scd_object.equation(wl, *scd_object.auxiliary['popt'][0]) / poly, label='fit', linewidth=2)\n", "plt.title('Spectral fit with no noise')\n", "plt.xlabel('Wavelength (nm)')\n", "plt.ylabel('Sun-normalized radiance with polynomial removed')\n", "plt.legend()\n", "plt.show()\n", "\n", "print(f\"no2 scd: {scd_object.auxiliary['scd_no2'][0]:.2e} +/- {scd_object.auxiliary['scd_no2_one_sigma'][0]:.2e} cm^-2\")\n", "print(f\"o3 scd: {scd_object.auxiliary['popt'][0][7]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][7, 7]):.2e} cm^-2\")\n", "print(f\"h2o scd: {scd_object.auxiliary['popt'][0][8]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][8, 8]):.2e} cm^-2\")\n", "print(f\"ring amplitude: {scd_object.auxiliary['popt'][0][9]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][9, 9]):.2e} cm^-2\")\n", "\n" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Add noise to the radiance and retrieve the SCDs\n", "***********************************************\n", "\n", "Since the added noise exactly matches the provided error, this retrieval should produce a chi squared value quite close to unity." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "no2 scd: 1.28e+16 +/- 4.57e+14 cm^-2\n", "o3 scd: 6.12e+19 +/- 2.06e+18 cm^-2\n", "h2o scd: -3.75e+21 +/- 2.26e+21 cm^-2\n", "ring amplitude: 5.98e+23 +/- 4.05e+23 cm^-2\n", "chi squared: 1.1003\n" ] } ], "source": [ "# add some noise to the radiance and fit with error\n", "measurement_l1.set_noise(1/2000) # 2000 SNR\n", "\n", "results = scd_object.fit(measurement_l1)\n", "\n", "poly = np.polyval(scd_object.auxiliary['popt'][0][:6], wl)\n", "plt.plot(wl, measurement_l1.radiance()[:, 0] / poly, label='measurement', linewidth=8)\n", "plt.plot(wl, scd_object.equation(wl, *scd_object.auxiliary['popt'][0]) / poly, label='fit', linewidth=2)\n", "plt.title('Spectral fit with noise')\n", "plt.xlabel('Wavelength (nm)')\n", "plt.ylabel('Sun-normalized radiance with polynomial removed')\n", "plt.legend()\n", "plt.show()\n", "\n", "print(f\"no2 scd: {scd_object.auxiliary['scd_no2'][0]:.2e} +/- {scd_object.auxiliary['scd_no2_one_sigma'][0]:.2e} cm^-2\")\n", "print(f\"o3 scd: {scd_object.auxiliary['popt'][0][7]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][7, 7]):.2e} cm^-2\")\n", "print(f\"h2o scd: {scd_object.auxiliary['popt'][0][8]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][8, 8]):.2e} cm^-2\")\n", "print(f\"ring amplitude: {scd_object.auxiliary['popt'][0][9]:.2e} +/- {np.sqrt(scd_object.auxiliary['pcov'][0][9, 9]):.2e} cm^-2\")\n", "print(f\"chi squared: {scd_object.auxiliary['chi_sq'][0]:.4f}\")" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }